{ "cells": [ { "cell_type": "markdown", "id": "a7092a3d", "metadata": {}, "source": [ "# Turn a sideways page upright" ] }, { "cell_type": "code", "execution_count": 1, "id": "46c16b01", "metadata": { "execution": { "iopub.execute_input": "2026-11-01T06:44:07.361539Z", "iopub.status.busy": "2026-11-01T06:44:07.361338Z", "iopub.status.idle": "2026-11-01T06:44:08.520438Z", "shell.execute_reply": "2026-11-01T06:44:08.517107Z" }, "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loaded orientation model (CPU, threads=4)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Page rotation: 90 degrees\n", "Confidence: 0.964\n" ] } ], "source": [ "import numpy as np\n", "from PIL import Image\n", "from occular.orientation import OrientationDetector\n", "\n", "image = np.array(Image.open(\"sideways.png\").convert(\"RGB\"))\n", "upright, angle, score = OrientationDetector().correct(image)\n", "print(\"Page rotation:\", angle, \"degrees\")\n", "print(\"Confidence:\", round(score, 3))" ] }, { "cell_type": "code", "execution_count": 2, "id": "48206863", "metadata": { "execution": { "iopub.execute_input": "2026-11-01T06:44:08.524599Z", "iopub.status.busy": "2026-11-01T06:44:08.524378Z", "iopub.status.idle": "2026-11-01T06:44:09.477842Z", "shell.execute_reply": "2026-11-01T06:44:09.477010Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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w2+2Ew2FxDzQaDTqdjlgshkajwWKxkEgkCIVC4h5pNBpxbdVjBwIBYrEYVqs16T5Mvk46nY6UlBQmJibE9kajUdxTvV6fdF46nQ5A7DcWi+H3+7FarRiNxqT7abFYCAaD4vfMYDAQjUbFvU8kEgQCAXQ6HWazGa/Xi16vx2q1fqCDfo2i3ilJkiRJkq5YPB7nv//7v7HZbIyNjVFaWorZbOY3v/kNn/zkJxkdHWXp0qV885vf5IEHHuCJJ57g3nvv5X/+53944IEHGBkZYefOnXz4wx9Go9EwNDREMBikoKCA8fFxzGYzzz33HBs2bCA1NZWXXnqJ9evXs2/fPh588EGOHj2Kx+PBYDCg0+l44IEH0Gg07N27lzfeeIOVK1fS09PDJz7xCRRF4Wc/+xlpaWk4nU7Ky8vJysrihz/8IZ/5zGfw+Xxs27aN2tpampqa+Ju/+RtMJhN//dd/zX/8x3+g1+t58MEHufvuu3G5XBw+fJiPf/zj/Nu//Rvf/va3+fd//3dWr16NRqPh6NGjfOITn+Cf//mf+ed//md++tOfUl5eTlFREQUFBfz4xz/mi1/8IseOHcPpdHLbbbfxL//yL/zTP/0T//Vf/8XSpUspKytj27ZtzJ49m1OnTnHvvffyzW9+k69+9as899xzOBwOvv71r6PX63n55Zc5c+YMBQUFDA8PU1xczMDAACdOnGDdunVotVpefPFFbrjhBtra2rjnnnv427/9Wx544AG8Xi8ajYauri5cLhdLlixBq9XS09PD3Llz6enpISUlRbQlPz+fY8eOkZ6ejtvtZtmyZYyOjnLgwAFuvfVWtFotx48fJxaLsWHDBv7lX/6Ff/zHf+SHP/yhaMurr77KN77xDR555BHWrVvHG2+8wZe+9CW2bdsm7v/AwADp6en84Q9/4MMf/jB2u52nn36aj3/849xwww2EQiG+8Y1vsHDhQsbGxsjLy2NgYIDa2lo2btz4gQ1wZc6tJEmSJL0Do6Oj/P73v2fdunVce+21PPLII6SmpuJ0OtFoNNTU1JCTk0MgEKC8vJyJiQlKS0sJhUJkZWWJQHN4eJjq6mp+9atfsX79ejZu3MjGjRvZtGkT0WiUuXPncssttzAxMYHf72dkZASPx8MvfvELVq5cyerVq3n88cfxeDwkEgkefvhh5s2bx6pVq7j55pvRaDSMjIzwP//zP6xdu5brrruOhx9+GKvVSigUYvXq1dx2223EYjFSU1MZGRlhfHyc5uZmotEo27ZtE+v29PTQ29uLoigUFhbi9Xo5cuQI7e3tOBwOSktLRe+jx+MhPz9f9KwmEgnmzZuHz+ejq6uL/v5+9Ho9eXl5jIyMcPbsWQYHB7HZbPziF7+gvr6e9evXs2PHDkZHR/H5fJw9e5aTJ09iNptFb+bPf/5zlixZwrp163j22WeZN28eNTU16HQ6br/9dsrLy8U183q9ZGRk4HK5GB8fp7a2ljvvvJOCggJsNhsbN27k8ccfZ/ny5axbt45bb72VO+64A51OR1VVFbfddht6vR6PxyNSJOx2Oy6Xi+HhYZYuXYrZbGZgYIBz584xPj5OYWEh0WiU3t5eenp6iEaj7Nmzh0AgwLp164jH4/z2t78V9//mm2/mjjvu4JZbbiEYDHLNNdewfv16gsEgPT09vPHGG8RiMRRFobm5mWeeeYZ169axZMkSHn74YdFr/UEkg1tJkiRJegf0ej16vZ5YLEY0GsVsNqPRaLDZbBQUFPC1r32NoaGhS+4jKyuLFStWoNVqMRqNRKNRIpEI4XAYvf58BqFGo8FkMqHRaGhoaKCgoIADBw5gMpmIRqNEo1GMRiM6nQ6NRkNKSgqhUEikIVzY1kgkIto6+Vzg/CPz733ve9TU1NDW1sb8+fN55plnCIfDANTU1FBRUSG2czqdxONx5s+fD8CyZct46KGHcLvdJBIJ0f6qqirmzp1LNBpFq9VSV1dHcXGx2I/ZbGbu3LlkZGSIc4hEIsTjcTQaDUajUQR3a9asAc6nX6ipBpFIhFgshl6vJzU1VezXYDCg1WqxWq2sXLmSpqYmXC4XRqORpUuXkpWVhcFgSGpHSkoK4XA4KRVDZTQaASgpKWHBggW8+eabJBIJsrOzWb58uTjn/Px8GhsbxXUFqKyspKqqSrRZDVCj0Sg2m03c/2g0SjgcFmkM6vlrtVqqqqp48skn2bx5MwCZmZlJ99VisXxge21B5txKkiRJ0juSkZHBV7/6Vd58800mJib4q7/6K9xuN8XFxRw9epSNGzeiKArl5eUcPHiQ4uJijhw5Qn5+PkePHsVqteJwOGhqasJsNvNXf/VX7Ny5k9zcXObMmcP4+DglJSWMjY3h8XgoKSmhq6uL7Oxs1qxZw7x589i/fz86nY5vfvOb2Gw2AL7yla/w4osv8sorr5CRkUFFRQWZmZl85StfSWqr3++nvLycwcFBkcealpZGRUUFJ06coLGxkcrKSs6dO8ehQ4coKioSOboZGRn09PSwdOlSFi5cSHd3N8FgEJ1Ox+zZs1EUhdraWnp7e0lPT8fpdHL8+HHy8/MpLy8nGAxiMpmwWCwMDAxQXV2N2+0mLy+PYDDIgw8+yJYtW3j55Ze5//77SU9Pp7GxkZUrV3L06FERFBoMBr75zW+yd+9e+vv7efDBB8nOzsbv95OVlYXf78ftdlNSUsKJEyf40Ic+RCwWo6qqiqamJqLRKNnZ2cTjcZHL+td//dfs2bMHr9dLaWkpgUCArKwsAoEAoVCI1NRUgsEgsViMm266ifHxcex2O6dOncJkMqHT6bBarfj9fqqqquju7iY3N5dEIoGiKOTm5rJ8+XKGhobYvHkz5eXl3HvvvdTV1SXdf5fLRUVFBU6nk/T0dIqKiujq6qK8vJzGxkba2tooKSnhwQcf5PXXX8fr9fLNb34zKaD+oJE5t5IkSZL0DimKInoX1cFN6sfr5AFWF2ptbaWmpkb0smk0mqSBTWqvXSKREK9N7glVt5u8vrpMUZSkQV+Tl1+srZPbqe5bPQf1uOqyyfuavEz9/+S2Tn5NdSX7mXwOk9s3+fqqP6vHU6/b5HO78J5M/nny+V54LSbv71L34cL9Xeq81NfUdsTj8aR7dyX3f/Jrk+/rB7nnVga3kiRJkiRJ0lXjg9tnLUmSJEkfIGrP4uQew+lc2NM6k9cv7Cm8sDdz8joX68Wd7jiT23/hPib3eE8+x+naOnl/akm2S7VnurZN7jWX3ntkcCtJkiRJV6nJgdnZs2d55ZVXKC0tRa/Xk0gk2LdvH4sXL8ZoNNLT08PExAQ6nY4lS5YQDod5+eWXue6669DpdESjUU6ePInNZmPJkiUcP34ci8VCQ0MDzz77LA899BB2u52f/OQnfOELX8Bms/HUU08RCoXo6+ujvLycj3zkIyQSCR555BGRt3vttdcSCATYunUr1157LVqtlvHxcQYGBtBqtWzcuJGCggJ+8Ytf4PF4+PznP4/BYOAHP/gBmzZt4pprrhHnGIlE+OlPf4pGoyEzM5OmpiY++clP8sQTT1BeXo7X6+XjH/84mzdvJisri+HhYW6//XYef/xxUlJSyM7OprKykhdeeIFrr70Ws9mM3+/H7/fT29sLQFlZGR/+8IeTBvpJ7y2yWoIkSZIkXYXUCQ+OHz/OmTNn+Nd//VcKCwu5+eabKSkpwWw209bWhtVqZc6cOUxMTOByuXC5XBw/fhybzUZTUxM2m436+npMJhMDAwNoNBpeeuklfD4f/f39+P1+mpqaSE9Pp7m5mZ07d7J7925isRjPP/88RUVFDA8Pi1xQvV4vjuV0OkXAfPr0aWw2Gw0NDWIiA4/Hwx/+8AcefPBBhoaG6O/v5+tf/zput5vm5mY8Hg99fX3E43ExaYTb7cZut7NgwQJaWlooKSmho6ODoqIitmzZwqOPPsrBgwf50Ic+xJkzZ3j99dcZGRkhEongcDioqamhs7OT5uZm+vv7ueGGG7jhhhtEpYm1a9dy5swZjh8/jsvlumQPt/TukMGtJEmSJF2FFEXh17/+Nc8++yyhUAi3201qaio6nU6U31Jn7lJntNJoNGRkZNDZ2SkGKul0OlGBwel0UlxczJe+9KWkQVxwfhDU8ePHWbFiBX/4wx/QaDR89KMf5dFHH2V8fFwcT6Ue69y5c2IfOp0Ou90OwMDAAPPnz+fuu+9mdHSUtLQ0rFYrPp8Pv98PnO+p/frXv86LL77Id77zHd544w2x78kpC4lEgo6ODr7+9a+Tk5MjqhmYzWY8Hg9wfpCZ2WzGbDajKArnzp3jhRdewOfzkZGRIdqdkZGB1+vl+eef53e/+92f5uZJ74gMbiVJkiTpKqTRaPjEJz7Bhz/8YSwWC5/+9Kc5ePAgu3fvZt++fWL2M41Gw65duwgEAmg0GmKxGOnp6YyNjZGSkoKiKOzdu5fx8XEyMzO54YYbRKmu1NRUbDYbZrOZw4cPk5WVxV133YXL5WLXrl288MILbNy4kaysLLxeL4lEgng8zsTEhBjdf+Gxdu/ejdfrJTs7m40bN9LQ0MD3v/99BgcHGRkZ4W/+5m8oKirCaDTi9/tJTU2lsLCQL3/5yyxdupRwOIzP52N0dBSDwcDAwAAGg4Hy8nI2bNjATTfdhMFgYOfOnUSjUdauXSvqwwYCAQ4fPoxWq2XNmjUUFxfzX//1X/h8PiYmJsR0vGlpadx666189KMffbdvs3QRslqCJEmSJF2lLvyI93g8RKNR0tPTmZiYELNYGY1G4vG4KEmlzkSmTtqgTmAQjUax2+3odDo8Hg8ajQa9Xi8mm5jcG6pOKmAymYhEIqJXVlEUMYvadMdSy3/Z7Xb0ej2KoojgOC0tjVgshs/nExMbpKamih7aC9tlsVgIBoMYDAbRAx0MBvF6vSIw93g84lpNXh/OT2hhs9lEb3FaWtqUHmjpvUUGt5IkSZIkSdJVQ6YlSJIkSZIkSVcNGdxKkiRJkiRJVw0Z3EqSJEmSJElXDRncSpIkSZIkSVcNGdxKkiRJkiRJVw05/a4kSZIk/ZlNLlSkKMoly0mpr6v/v9y6M1nvYtsASRMfzHQbrfad9ZNNbvNMjv2nNF0BqStt04XX80q3ne53QpYdmxkZ3EqSJEnSn5GiKBw8eBCHw4FGo2FgYICCggLGxsYIBALMmzePffv2ceONN3Ls2DEURcFsNjM0NERtbS0lJSUoikI0GiWRSGAymcTkC4cOHSKRSJCTk0NxcTEGg4FYLCaCoguDapPJxPDwMLt37yYtLQ2bzcaiRYvEeuqUttFoNGlfHR0dnDp1ig0bNpCSkiJmGIPzwW48HsdoNKLValEURdSw1Wq1Yp86nQ6Ac+fOcfLkSbKzs1m8eDGKomA0GolEIqLd6rEvFoRPXqb+W/2/Xq8XbVf/r9VqxQQS0WgUnU6HXq9Ho9HgdrvZu3cv69evZ9euXej1elauXCn2HYlEpnx5SCQSaLVaDAaDWG/37t1UVVVRUFAg1olEIuJc1LbE43H0er34v0aj4dSpU3R0dFBQUMDAwADLly9n3759bNy4UVwz6dJkcCtJkiRJf2ZWqxWv14vb7cZqtXL48GHWr1/Pm2++SUpKCj6fD5fLxeHDh6mtrcXv9+NyufB6vWIfr7/+ughGU1JSGBwcxO12s379esbGxtixYwdGo5Hh4WH0ej1FRUWcPn2a+vp6vF4vfr+f5cuXoygKqampVFRU0N/fzwsvvABAbm4uHR0d5OfnEwwGsdvtDA4OYrFYGBwcpLKykv3794uAsaenB4fDgVarxWg0snjxYtLT04lEIjz99NNotVqKi4sZHx/HaDSyYcMGMdmC3++npKSE/fv3E4/HycnJ4dy5c0xMTKDValm+fDnNzc3EYjEAQqEQsVhMBK9+v5/S0lJ8Ph9wfrKKrKws0tPTCYVCJBIJ2traqKysZP369cD56X33799PQUEB1113HQCpqan4fD7i8TjDw8MiGFcD9jfffFPcs2g0SlpaGkNDQ5SWlrJs2TI0Gg3hcBin08nY2Bi33XYbGo0m6RqUlZWJYL+5uZm6ujoSiQRr164FoLa2FkVRyMzM5OjRo7S1teHxeN5xD/kHibxSkiRJkvRnFovFCIVC1NfXE4lEyM3NZXx8HI1GQygUIhQKodPpyMnJweVyMTw8TGlpKaOjozidTrGfhoYGJiYmCIfDIuDq7++no6MDt9tNX18f4XCYUCiEVqtlbGyMYDBIWVkZBQUFTExM4Pf7CYfDRKNRJiYmGB8fJz09naqqKtLT04Hzs3ZZrVZ0Oh3RaBSr1YrNZiMjI4OWlhaqq6tFb2YoFKK6uhqdTieCU71ej8ViwWQyYbFYcLvdDA4Oih7otLQ0mpub6enpITU1leHhYTIzM9FqtUQiEXbv3o3H4yESiRCJRES709LSiEajRKNR3G43o6Oj4rjqtbLZbIyPjxOLxRgbG2NkZARFUQgGg5jNZiKRCMPDwyiKQiKRIBQK4fP5sFgsaDQaRkZGiEQiYtpdrVZLIBDA6/XicDjIycmhsrJS7KOzs5PMzEy6u7sZGhoS0xobDAbMZrMIjsfGxrBarZw+fRpAbK/RaERwbjabqa2tTeqVli5PzlAmSZIkSX9GiqIwOjpKPB4nNTUVt9tNbm4uw8PDGAwG0tPTGRgYoLCwUAS8FosFl8slenUrKysZHBwkIyODYDBIamoqBoOBsbEx/H4/2dnZDA8Po9PpUBQFvV4vejkTiQQ2m414PE5mZqYIaFNTU0UqgDrN7djYGJmZmaJtb7zxBuvWrSM1NRWPx4PJZOLMmTMsXryYP/zhD6xZswaz2UxqaqpItzCbzQwMDKDRaBgcHGR0dJRrr72WeDxOVlYWXq8Xl8tFamoqqampuFwuMU2u3+8X7ddoNExMTACQkpKSNMWumsqgTtsbj8eB8z3kPp9PnEtqaiojIyM0NjbS1NSE2WzG6/VSWlpKVlYW4XBYXHs1UHa5XFRXV4svJGqwqtfrMRqNRKNRbDYbExMTZGVl4XK5sFqtove2rKxM9HZrNBocDgdjY2M4HA4CgQBms5lwOIzBYCAzM5NEIkEwGMRkMtHf3092djYul4uioiLZeztDMriVJEmSpPeJdzJQ6Z2KRqOEQiGsVqs4figUEoFlIBDAZrNN6WWcnO+rBqIWi+XP3n61DdO52DW92Hm8nWPJgWB/XjLnVpIkSZLeBYqi4HQ6Rf6tyWRKGiUfDoex2+34fD7Rq6j2cGq1WmKxGOnp6bjdbtLT00UKgDowKiMjg0AggFarxW634/F4sFqtYpn6eN3hcOB0OtFqteTk5IjeQXUAldvtJi0tjUAgQCQSIRqNEg6HMZlM6PV68SjfYDAAEAwGSSQSpKSkMD4+jsPhABA9vWoPqnoOGRkZ+Hw+TCYT4+PjJBIJsrKy8Hg8OBwO3G43JpOJ1NRUvF4vaWlpjI6OYjAYSElJwev1kpGRgdvtxmg0igD7Yi5XaQLOB/Gjo6MYjUaysrJQFIVQKCTyZNVr6XA4cLlc4jqYzWaRX+t2u8nMzCQcDqPT6YjH44TDYdLT01EURWwHiPQGtec8HA6TkpIierDV9Ahp5mRwK0mSJEnvku3bt7N48WKeeeYZ1q9fz8DAABaLhZSUFJqamrjxxhvZtm0bH/vYx3C5XJw9e5ZIJCLSFVasWMGWLVu47777OHToEFarlfz8fM6dO0csFsPj8RCPx1m5ciVPPvkkmzZtoqmpiXg8TmVlJaOjo6SlpREOh+nt7eWOO+4QlQ8URWHr1q3Mnj2b/fv3o9Vqyc3NJSUlhYMHD2K1WklLS8NgMBAOhykvL2fWrFmcOnWKiYkJlixZwvPPP8+9995LX18fb7zxBjfffDOdnZ3EYjERUK9Zs4Y//OEPbNiwAafTydmzZykoKBDBb3Z2NqdPn2bNmjVs2bKFj3zkI7z11lvU1NTQ1dWF3W4nkUgwMjICwO233y6CwVgsRltbmwh61dSB3t5ebDYbJSUloqe5p6dH9Ep3d3czMjLCbbfdRmtrKxqNhhMnTqDRaLj++ut55ZVXuPvuuxkeHub06dPMnz+fRCLBrFmz2LZtGxkZGZhMJrZs2UJDQwM9PT0YjUYWLlwocopPnz7N7Nmz6enpoaCggNmzZ9PZ2UlHRwfLli2jt7cXp9PJhg0b3rXfz/crmbwhSZIkSe8CNQA7deoU6enppKSkMDY2xujoKBaLhVgsRl9fH3C+hFZhYSEOh4OGhgbi8TixWAyz2SzyU/Py8lAUhdzcXNGLqOa7HjhwAJPJxODgIAaDgUQiIQLI8vJyKisrmTVrFlqtltHRUUZHR4lEIng8HsrKyvB4POh0OoqKipg1axahUIj8/HxycnIYHR3F5XKJntu8vDwAzGYzaWlphEIhWlpaiMfj5ObmkpaWRl1dnSjFdeLECfR6PcFgkLq6OsrLy/F4PBQXF+Pz+cjMzKS4uJj09HQsFgs6nY7Zs2dz5swZ7HY74+Pj9Pf3E4vFRLmwkZERXC4XcL4qwvj4OM899xyHDx+mv7+fvr4+Ojo6gP/Ngd66dStvvPEGBoOB/Px8GhoaAOju7sZut4trbrVasVgsWCwW0baMjAy6u7uJx+O0tbXh9XrZt28f8Xgcp9PJxMQENpuNM2fOMDQ0REZGBiUlJdTW1mKz2cjPz6epqYns7Gw0Gg12ux2HwyFyh6UrI3tuJUmSJOldkEgk0Gg0NDY2cuDAAfx+P0VFRZjNZlF6q7y8nJ6eHuLxuBjolZWVhd1uF4/A1SoHgUCAYDBIW1sb4XBYBGDz58+nvr4ej8dDamqqqDLQ0tJCb28vxcXFRCIRKisr0Wg05OTkiDZWVVVx9OhRqqur8fl8BAIB7HY76enpLF26lJaWFkpKSkQ74PwgsFAolJTCMGfOHAYGBohGo6LMlXoOtbW1jI+PE41GcblcVFVVkZmZSUdHB+Xl5bz++uti4Fk0GsXn8zE0NITVaiUrKwuNRkNNTQ3nzp0TqQW5ubniHNLS0khPT2fWrFlYLBbC4TBZWVm43W7OnDlDXV0d2dnZrFmzBpvNhtVqpbOzU1QpyMnJEecN59MuYrEYbrdbtM3tdpOTk4NOp2P+/PmEw2Hq6urQ6/VotVoKCgoIBoMsWrQIrVbLc889R05OjrjPGRkZ2Gw2UZmhv7+fkZGRdy03+f1ODiiTJEmSpHeBWnrqYgOwLpyY4MJR8olEAkVRRD6nTqcT6QTqBAXq5ABqHu7kY02egGDyxAAX5nYqiiLqyarbq/tSJ2hQ11NfU2fYUmvDTp40YfKxJp/D5H2r1PXVwF7dn7pMvSbqOUxeb/IgtsnXdvJxJs+wNl2pLY1GIwLqtLQ0sb56fHV/Ho8Hm80mesXVNk2+J5Pv4+S2Tr7u6jVRUzJ0Op2skPA2yOD2A+ixxx7jk5/8JIcOHWLRokXvdnOYmJjgu9/9LqtWrWLVqlXvdnMkSZIkSXofk18HpHfdxMQE3/72t9mxY8e73RRJkiRJkt7nZHArSZIkSZIkXTVkcCsB8MADD2C1Wunv72fTpk1YrVays7P52te+ljRas6urC41Gw/e+9z3+4z/+g9LSUiwWCytXruTUqVNJ+5wuzeCBBx6grKxM7C87OxuAb3/72yIX6u///u+nbetjjz2GRqNh165dfO5znxMDE+677z7Gx8eT1t28eTMbN26koKAAk8lEZWUl//AP/3DREaj/9V//RUVFBRaLhSVLlrB79+6LnkM4HObv/u7vqKqqwmQyUVxczDe+8Q1RA1GSJEmSpHePrJYgCfF4nA0bNrB06VK+973v8cYbb/D973+fyspKvvCFLySt++tf/xqfz8cXv/hFQqEQP/rRj1izZg1NTU1Jo1QvJzs7m5/97Gd84Qtf4MMf/jC33347AHPmzLnstl/60pdwOBz8/d//Pa2trfzsZz+ju7ubHTt2iOT8xx57DKvVyle+8hWsVivbtm3jW9/6Fl6vl3//938X+/rZz37Gl770JVasWMFDDz1EV1cXmzZtIj09naKiIrFeIpHg1ltvZc+ePXz2s5+lrq6OpqYm/uM//oO2tjaef/75GZ+7JEmSJEl/Aor0gfOrX/1KAZRDhw6JZffff78CKN/5zneS1p0/f76ycOFC8XNnZ6cCKBaLRenr6xPLDxw4oADKQw89JJatXLlSWbly5ZTj33///Uppaan4eXR0VAGUv/u7v7ui9i9cuFCJRCJi+Xe/+10FUDZv3iyWTUxMTNn+c5/7nJKSkqKEQiFFURQlHA4rmZmZyuLFi5VoNCrWe+yxxxQg6RyeeOIJRavVKrt3707a53//938rgLJ3794ZnYMkSZIkSX8aMi1BSvL5z38+6ecVK1Zw7ty5Kett2rSJwsJC8fOSJUtYunQpL7/88p+8jarPfvazomg4wBe+8AX0en1SGybXCPT5fDidTlasWMHExAQtLS0AHD58GJfLxV/8xV+g1//vw4yPfexjpKenJx3zqaeeoq6ujtraWpxOp/hvzZo1wPnZhiRJkiRJevfItARJMJvNIv9VlZ6ePiWPFaC6unrKspqaGv7whz/8ydp3uTao0052dXWJZadPn+Zv//Zv2bZtG16vN2l9j8cDnJ99Bs4XK59Mr9eL3GBVe3s7Z86cmXKdVOr0j5IkSZIkvTtkcCsJk4tr/zFMVxT7zzWdoNvtZuXKldjtdr7zne9QWVmJ2Wzm6NGjfPOb3xTFta9EIpFg9uzZ/OAHP7jo68XFxe+02ZIkSe8riqJw8uRJjh07hs1mQ6fT4Xa7KS4uZsWKFezZs4fe3l7sdjupqamsWLGC0dFRdu7cicPhYPbs2ezdu5eUlBRuuOEG2traOHHiBJWVldTV1bFt2zbmzp1LTU0NcL5Doru7m+uvvx6NRkM4HObNN98kHA4TDAZZu3YtOTk5UyakkD44ZFqC9La0t7dPWdbW1pbU05meno7b7Z6yntpTqnq7b0AXtsHv9zM4OCjasGPHDlwuF4899hhf/vKXueWWW1i3bt2UVIPS0lIAMc+4KhaLJfUCA1RWVjI2NsbatWtZt27dlP9mzZr1ts5FkiTp/cxut/Pd734Xq9VKbW0t//Ef/0EoFEKv1xOJRPj+979PUVER3/rWt3j66afJyMjgscceE1MLf//73+fMmTOYzWbsdjv/9m//BsD+/fsxGAxiYK+iKPzqV7/ir/7qr8RTxUgkgk6nY/Xq1WzevJmf//zn79p1kN4bZHArvS3PP/88/f394ueDBw9y4MABbrrpJrGssrKSlpYWRkdHxbITJ06wd+/epH2lpKQAXDQQvpSHH35YzGUO5ysexGIx0Qa1J3py73EkEuGnP/1p0n4WLVpEZmYmjzzyCLFYTCx/8sknp6Rk3H333fT39/PII49MaU8wGCQQCFzROUiSJL3faTQaLBYLWq2WzMxMcnNz0el0YllKSgqKooj3R7PZjMlkQq/XE41G+e///m80Gg1ms1lsB+fHOGzdupWNGzeSmpqKRqNheHiYwsJC4vE427dvR1EUrFYry5Yt4+WXX2ZgYOA9MfOm9O6SaQnS21JVVcXy5cv5whe+QDgc5oc//CGZmZl84xvfEOt86lOf4gc/+AEbNmzg05/+NCMjI/z3f/83DQ0NSfmvFouF+vp6/ud//oeamhoyMjJobGyksbHxkm2IRCKsXbuWu+++m9bWVn7605+yfPlybr31VgCuu+460tPTuf/++3nwwQfRaDQ88cQTU1IljEYjf//3f89f/uVfsmbNGu6++266urp47LHHqKysTOpZ/sQnPsEf/vAHPv/5z7N9+3aWLVtGPB6npaWFP/zhD2zdulW+sUqSJF0gFovhdrv5z//8T+bNmyeWP/PMM3zrW9+a8pRMURSKi4v5/e9/zwsvvMAdd9wBwO7du1EUhbKyMn7/+9/zoQ99CIPBQEpKCjfddBP79+/nhRdeYMOGDX/0VDvp/UP23Epvy3333cdf/uVf8pOf/IR/+qd/oqGhgW3btpGfny/Wqaur49e//jUej4evfOUrvPDCCzzxxBMsWLBgyv4effRRCgsLeeihh7jnnnt4+umnL9uGn/zkJ9TV1fGtb32Lxx57jHvuuYfNmzeLYDQzM5OXXnqJ/Px8/vZv/5bvfe97rF+/nu9+97tT9vWlL32JH//4x/T09PC1r32N3bt388ILL+BwODCbzWI9rVbL888/z7/+67/S1NTE1772Nb797W9z6NAhvvzlL4ucMEmSpA8KRVFwuVwkEgmcTicul4t4PI7T6RT/NxgM1NTUsGjRIgwGAx6Ph0gkwtKlS5k3bx7BYBC3200kEsHpdKLRaJg7dy6f/vSn+cd//Ef279+Py+Wiq6uLO+64g8997nOcPHmSAwcOEAgEeOmllxgfHycSiWA0Gt/tSyK9yzTKxUb8SNI0urq6KC8v59///d/52te+9q604bHHHuOTn/wkhw4d+pP2kiYSCbKzs7n99tsvmoYgSZIknQ9uOzs76evrIzMzE6vVSnd3Nw6Hg/r6epqbm3G73eTl5VFdXY1Go2FkZITW1lbMZjMlJSW0t7djMBiYO3cu/f399Pf3k5WVhcVioaenh/T0dPLy8uju7mbOnDmMjY3R3t5OVlYWtbW19Pf309nZSSKRYP78+djtdjmg7ANMpiVIEhAKhTCZTElvhr/+9a8ZGxu76BTCkiRJ0nkajYaKigoqKirEMnWgLlx8xsmcnBxycnLEz5NntqysrKSyslL8XF5enrQdQH5+ftKTwuLiYlmtRhJkcCtJnB+R+9BDD3HXXXeRmZnJ0aNH+cUvfkFjYyN33XXXu908SZIkSZJmSAa3kgSUlZVRXFzMj3/8Y8bGxsjIyOC+++7jX//1X2X+liRJkiS9j8icW0mSJEmSJOmqIaslSJIkSZIkSVcNGdxKkiRJkiRJVw0Z3EqSJEmSJElXDTmgTJIkSZIkYbqhOGqpREVRxDpa7R+/j2zy8TUazbTtuVjbLre/C9ef7liyRu77mwxuJUmSJOkD5sKgbjKPx8PBgwdJSUmhsbGRffv2EY/HWbNmDSkpKQC0tbUxPDzM9ddfn7Tthfu6VGA5nfb2dnp6etDr9Vx77bXs3buXeDzO/PnzOXLkCPF4nGXLluF0Ounp6cFut7Nw4cJp9+d0Otm+fTsbN27k5MmTLFmyBJ1Oh6IoDA0NsXv3bu644w60Wi2HDx8GYPHixZdso/TeJoNbSZIkSfoASSQSHD58GJ/PR3l5OWfOnMHj8TBv3jzq6+vZu3cvpaWlHD58mNLSUhYsWMArr7yCx+PBYrHQ19fH8ePH6erqwmg0UlJSQktLC3a7nXg8zsjICHl5eTidToxGIxaLhfz8fDo7OykoKCAnJ4ddu3YRCoVYsWIFTU1N+P1+li1bRkFBARkZGRQXF/Pwww+TkZGBz+fD4XBw+vRpFi9ezP79+2lvb2fv3r1cf/31ZGdnoygKPp+PLVu24HA4uOaaa0hPTwfAZrNx5swZcnNz0Wq1dHd3U1ZWhkajwWQy0dvbi6IoeDweDh06RGFhobhOr732Gna7nUgkwvLly9HrZdj0fiBzbiVJkiTpAyQQCHDgwAFqa2t54403qK+vJ5FIiBm+fD4fKSkp6PV64vG4qPUdDocBePXVV6mqqqKyspIjR47w5JNPMjExwf79+/F6vbS0tHDs2DHGxsaorq7m4MGDDA4OMjExwWuvvYbJZCItLQ2fzwec76ltb28XvcKZmZl0dnayYMECotEoJpMJi8VCJBJBq9USiUSorKykr68Pq9XKli1bALBYLHg8HpYvXy72Bed7ihcuXMiJEyfo6uritddeIxAIoNFosNvtImDduXMnubm5uFwuTp48ycGDBxkdHWX79u3U1tai0+n+PDdIesdkcCtJkiRJHyAGgwGTyURPTw9FRUVotVpCoRCpqakA1NbW0t7eTiwWIxQK0dLSgtlsJhAIAOenyu3r62NkZAS9Xk9lZSVpaWnMnj2bWCxGaWkpsViMaDRKV1cXBoOBlpYWHA4HkUiErq4uLBYLExMThEIhjEYjZrOZYDAIQGtrK6+88gqjo6NkZWUxNjZGb28vRUVF/OpXvyIWizEwMEBDQwN+v1+0OxqNMjExgdFoxOfz0dbWBpxPs0hNTaWyslL0IptMJuB8IO/1evH5fCxduhSNRoPP56O0tJTGxkYRSG/dupVYLPbnvlXS2yQncZAkSZKkDxBFUfB6vXg8HvLz8wmHw/h8PvHYPpFIMDQ0REpKCqmpqQwODqLX68nLyxM9pwcOHOD48eN87GMfw2azMTg4SFpaGtFolGAwiN1u5+mnn6ahoYFZs2ZhMBhwuVwYDAYAHA4H4+PjmM1m9Ho9gUAAh8NBSkoKXq8Xl8uFXq+noKCA8fFx4vE4GRkZDAwMkEgkyMnJQaPRMDo6Sm5uLiaTiVgsxsjICLm5uSIwdzgceL1etFotBoMBv99PLBYjKysLnU5HIBDA5XKRmZlJSkoKTqeTaDRKXl4eGo2GoaEhjEYjwWCQvLw8mZbwPiGDW0mSJEmSrojb7cbr9VJcXHzRAWKJRIKenh7S09NJS0t7F1oofZDJ4FaSJEmSJEm6asicW0mSJEmSJOmqIYNbSZIkSZIk6aohg1tJkiRJkiTpqiGDW0mSJEmSJOmqIYNbSZIkSZIk6aohC7ZJkiRJ0rtMURScTifd3d2kpKRQU1PznqypGo/HOXv2LD09PcyePZvc3Nx3u0mSNMV77y9HkiRJkj5gXC4X//f//l++9rWv8fTTT1NeXs7HP/5xwuEwHR0d6HQ6YrEY5eXl9Pf3o9PpyM7Opre3l0QiQW5uLna7nbNnz5Keno5Op2N0dBSj0UhpaSl+v5+BgQHy8/MxGo0MDAwQjUYpLi5mfHxczMRlMBjweDz09fURj8fJz88nHo8zOjpKfn4+7e3tbN68mdraWq699loGBwdxOp0UFRUxNjZGIBAQU/eGw2ESiQQpKSlMTEyIWc7S0tJwu91kZWUxMTGBw+FgcHAQh8NBYWEhAIODg7jdbvR6PUajEb1ez/j4OEVFRTgcDgCGhoYYHx8nkUiI6XwjkQjFxcUMDg6Sm5uL1+slkUgQiUSwWCzA+el4jUYjiUQCt9tNQUEBw8PDmEwmysvL0Wq1BAIBenp6iMVi5OXlEYvFcDqdYoriwcFBMdmD2+3GZDIRDAYxGo1YLBZcLhepqan4/X7Ky8sZHBwkFotRWVnJ+Pg4IyMjZGVl4fV6CYfD2O12YrEYWq2W8vLyi9YOlmZOBreSJEmS9C47e/Yso6Oj1NXVcfbsWV544QU+9rGPEYvF+Na3vsVHP/pRfv/73/PAAw/wyiuvkEgkuOOOO/jBD37Axz/+cV577TUaGhqIRqO0tLRw99138+ijj1JQUMCmTZv4/e9/z4c//GG+//3v8//9f/8fx44d43e/+x1f/OIX+c1vfkN+fj5r165lw4YN+Hw+vvKVr3Dvvffy4x//mHvuuYfOzk6OHDlCeXk5cH6K3Oeee46XX36ZO+64g5/97GfcddddfP/73+erX/0qPT097N+/n3A4zC233MKbb75JdXU1zz77LN/97nf5zne+w7p167j++uvx+Xy0tLTw7LPP8otf/AKr1crp06d5/PHHyc7OprGxkdLSUlpaWuju7ubf/u3f0Gg0dHZ20tnZyebNm/k//+f/8KMf/Yjly5fj9XoZGRlhzZo1aLVa+vr68Pl83HzzzZw9e5Zdu3axfv16SktL+au/+iuWLFlCeno6Z86c4bOf/SwLFy4kEolw5MgRNm/ezBe/+EUefvhh7rzzTn7+85/z0EMP0dTUxJNPPsl3v/td+vr62LFjB21tbdxwww3ceOON/N3f/R033ngjL774Ip///OfZunUrubm5ZGVlsWPHDh588EFGR0eZmJjgl7/8Jd/85jfZuXMnkUiEz33uc2RmZqLVyszRt0teOUmSJEl6lxUUFGA0GnE6nfT29tLY2IhGo0Gv16PRaMjIyECj0eDz+ZiYmOCmm24SPbR5eXmMj48zODiIVqvllltuwWw2o9VqcTgctLa2MjY2RlZWFmNjY0xMTIjpa0OhEB6Ph9WrV5OZmQmA2WwW+3U6nfzud78jGAwyNDREeno6KSkpovfX5/OJ/TY0NKDRaJg9ezZWqxVFUVAUBYvFglarpaenR0zpG4/H6ejooKWlhVdffZXu7m7cbjfBYBBA9KwqioJGo+HJJ58kHo+L6XfhfIpEdnY2Wq0Wm82GwWAgOzsbn8/H3XffzRNPPMGcOXMwm81YrVbmz5/P+vXr6enpIRQKkZ+fTywWY2BgAJvNJqYlBohGoyLAVJdnZmYyMjJCOBymqKgIjUaDwWDgyJEjdHd34/V62bVrF9FoFI1GI3pf/X4/Op0Oi8UieqRzc3MpLy+ntrYWrVbL3LlzMRqN+Hw+HnroIXp6et6F38Krh5yhTJIkSZLeZYqi0NTURG9vLxqNhuuvv57U1FR8Ph8vvvgipaWldHd3s2rVKg4cOEB2djYVFRV8+tOf5p577mHWrFkUFhZy6NAhSkpKMBqNNDU1YbfbmTNnDk6nk76+PgoLC2lpaSEjI4Oenh7Ky8uJRCJYrVbmzZtHeno6o6OjfOxjH+PjH/849fX1uN1u/H4/wWCQ66+/niNHjgCwcuVKTp48ydjYGDU1NWRlZbF161ZuuOEG0RMdj8fJzc1laGiIrKwsent7qa2t5cyZM1RXV9PZ2UlhYaF4zL9mzRry8vI4ceIEZ8+eFYGp3+8nFosRCoX40Ic+hFar5Ze//CUVFRWcPn2aiooKfvGLX/DRj36U6667jtTUVB555BG+/vWv89ZbbxGLxVi7di3BYJBf//rXrF27FpvNxhtvvMHChQtpb2/HYDCwZs0azGYzL7zwAoqiMDY2RlpaGjk5ObhcLioqKvD7/RQXF7Njxw7q6+tpbm6msLCQ8fFxNBoNaWlpDA0NUVxcTE9PD2vWrOHIkSPE43GWL19OW1sbbrebhoYGYrEYBw4c4JZbbmH//v34fD4sFgurVq0SaRTSlZPBrSRJkiS9B0z+OL5UzqW63sjICJs3b2bjxo0UFBQkrXPh9pP37ff7sVqtJBIJQqEQKSkpSdv19/ezZcsWbrvtNnJycqbsU92XRqOZcZsvZSb7mHxMgEQiwcTEBKmpqUQiEU6dOkVTUxN33nknFouF3bt3U1BQQHV1ddI+z5w5g9Pp5NprrxUD9i52fL/fL66LepwLXcn5/rGvmXRpMridRjgcpq2tDa1WK/Jk4PwvaF9fH6dPn6a6upqKiorL/nKq25jNZhKJBBqNJukNYzpjY2MMDg4Sj8epqanBbDYD5/+om5ubGRgYYP78+WRlZV2yDbFYjP7+fpFwn5eXh8FguGg7Ozo66Orq4pprrsFms4nloVCIlpYWGhoaMBgMFz2eoigMDw+TlpYmBhhoNBoikQgHDx5k1qxZJBIJ8ThMURQGBwex2WwYjUa8Xu+05xKLxdBoNHR0dFBZWSnelNRHPPF4nNraWrF8ZGQEs9mMxWKhv7+f0tLSi+43Ho8D0N3dTV5enngzi8fjHD16lHA4zNKlS8X1SiQSJBIJdDodwWAQi8Xyjt7Qz549K9qg1Wqprq4Wr7W0tKDVajEYDFRUVIjlvb29WCwW4vG4GFQiSdIHz58qSHo/Bl/ThTLTBfnvl/OS3h45oGwaao6N3+9Ho9GI4HZiYoLW1lYqKyvp6uoiMzNTjNy8lOPHj6MoCpFIhOzs7BkFtxMTE5w6dYpEIiGCG4CBgQHGx8cpKyvj+PHjrF69+pIlY3w+H06nE7fbzblz51i6dOmUb/lwPoDs7e2ltLSUtrY2Fi5cCJwP6Pbu3cvg4CBHjx7l1ltvnTag6ujoIBQKodFoKCoqAsBgMBAIBGhra2N4eJhNmzaJN5auri6qq6vp7+9ndHSU5cuXX3S/Z86c4cSJE3i9XkpKSsT5DgwMsG/fPnQ6HdXV1WL5mTNnGB8f59prr6W7u5vi4mJ0Ot2U/Q4ODvLmm28SCAS48847RXDrdrsJhUKYTCbxeAnOf+F48cUXsVqtOJ1OPv7xj4svAW/HxMQEx44do6KignA4TFVVlbg2nZ2d7N+/n3Xr1iXd/3379hEKhUgkEtTW1srgVpI+oP5UAdr7MfCbaZvfj+cmXTkZ3E7DaDQyf/58AoFAUlAUj8ex2WxUVlbidrsJh8Mz2t/NN9+MVqvF5XLR1dU1o22i0ahIblcT6NXlmZmZ5OTkMDg4mPTaxaSmptLd3Y1Wq2XhwoXTBmN6vZ6SkhLsdrvoJVZFIhEyMjLIysq6aJCoMpvNeDweZs2albSt2+1mYmICk8mU9OZitVp55ZVXSEtLSwrgJguHw5SUlFBRUcGJEyeSjl9QUEBqaiplZWVJvdHZ2dnk5+dz9OjRS446zc3NZd26dWKgg8pms+FyufD7/dTW1orlqamp3HjjjVitVjQaTdI2b0djYyNOp5P29nbq6+uTXotGo3ziE5/A5/MlLVfv3/j4+EUflUmSJEnSB5kMbqcRiUQYGBigsrIyKRiz2WyUlpaiKAqZmZlidOnlNDc389Zbb7F69Wpmz549o21SU1OxWq3U1dVhNBrF8qKiIrZs2cLu3btZs2bNRVMMJovH4zQ0NFBTUwNc/JurOqq1srISYErAXFxcTENDw2VLk4yOjhIOhxkdHRX7MhqN1NfXc/jw4SkBrMFg4K677hLB9MXaNjQ0xEsvvURqairRaFT0KMP5vCibzYbP5yMej4v2paSk4HA4xGP+6b6tu1wuXn/9dRRFSQou1XqEw8PDjI+PY7fbxfKJiQny8/MveR1m6tixY9TW1hKJRMRTApXD4WDPnj0sXLhQjBgGuPbaa/F6vdjtdtEuSZIkSZLOk6XApmEymaYEtnA+CFRTFEpLS2c0g4yiKLjdbkpLSxkeHk4KVC/F6/ViMBhobm5O6iFWS5FkZWWJvNbLnYtaFPpS6x45coTh4WG2bt0qRsPC+VzQmpqaGT3OCYVCDA8PTwm4/X4/jY2NRKPRpNyoiooK0Zs73f6Li4u5/vrrycnJmfJlQlGUi/YkFxYWYrPZLnvOOp2O0tJStFqtCIwVRRHFvf1+f1Kgn5qaKlIU/hjKy8s5ePAgoVCIkpKSpPOKRqPMnj0bv9+ftI3NZiMtLY20tLRL9qJLkiRJ0geR7LmdxnQBkd/v59lnn0VRFFasWEFVVdWM9pWZmUk0Gr2iqQrT0tIoKirCYDBMefy9ePFihoeHxWCkmUgkEqJ382JBUVFREW+++Sbp6enk5eVNeV1RFOLxOIqiTNtbbLVaqaioELUKVTk5OTQ3NycF45OvsTqDzIVpC3D+8XteXh6JRILe3t6k3uPMzEwGBgaYNWtW0jmpQa36xcLhcEzbY52WlkZ2dnbStezu7gbOB5+T0zjUwDyRSBCLxdDpdG87wNRoNKSnp7NgwQJCoRAulyvptaysLHp6eqirq0tq+44dO3C5XFRXVzN//nyZQyZJkiRJk8jg9gpptVoxFd+VBJadnZ2cPXsWjUYj0gMuRw3cTp48SU1NTdKIfXWg2Zw5cy67H5/Px29/+1vcbjd2u50777xzSpCt0WjIy8vjnnvu4dy5c4yPj4uexHg8zm9+8xt0Oh2hUIhly5ZNm1qRnp6OyWSir68vad9Op5OUlBTa2tqYO3euCMi2b99OT08P4XCY8vJyNm7cOGWfOp2OgwcP0trayqJFi5JeGxgY4LbbbuPcuXNEIhGR3nDmzBkikQgnTpwA4IEHHrhoEJhIJNi5cydpaWlJQXN2djYtLS04nU5sNpvorR8fH+epp57CYrHg9/u59957ycjIuPQNuIxTp06xf/9+Vq1albTc6XTS399PdnZ2UhUFm83G/PnzaW9vf0fHlaSrTTweFwNaTSaTfLJxEdFoFGDaTo7pqE+TJiYmSEtLk1+qpfc0GdxegUQiQSAQIDc3V/T4zZQaCF9u8NdkPT09bNu2jbS0tKRH+eqMKTCzkZ8mk4nq6mra2tqor6/HarVOu67X6+XgwYNJ+ac6nY6PfOQjpKSkMDg4KAa5XYzf78ftdk8Z6DQxMcHo6Kgohaa65pprWLhwIYODg9M+7k9LS2Px4sXMnTuX9vb2pGtRUlLCmTNnxIw5qoqKCrZu3Up2dvaUns8LrV27dkousdPpRK/XYzAYknpu7XY7H//4x7FYLJw5c2bafV6JUCjEXXfdRSAQSFquzok+MTEhlmk0GsbGxti1axe5ubnyA0aSJgkEAvzXf/0XS5YsYXBwkI997GPA/z4ZMhqNoqygwWAgFouJ0n7qcr1en1SeT6/Xi0o36nZwflwGJD8lgvPjCNQAUqfTiX1pNBox45bRaCQajYr9RyIREWyq2+r1evG07cI2JRIJMXNZOBzGZDKJ9icSiaTPCPW9LRaLYTQaaW9vp7e3l/nz54tKK+rxFUVBr9eLfaozmBmNRk6ePMmbb77JsmXLWLhwoTjnyevH4/Gk93i1PTqdjkQiIa6NXq9POn81XU29Xur26jWJRCJiPYPBgFarFcdXj6leV/W+GI1G4vE4sVhMXMvJbVLv2+T2JRIJcR7q9VLbOXncg3ousVgs6T5PPj+NRkM0Gr3o74B6z41GI1qtVvxuTW6bur56XdQnm+r9n/x7EovFxDWZfJ6TfwfUp7aTY4fJ90S9F+FwWOxr8rmq62g0GnGPJt/799pUwTK4vQKxWIzXX38dn8+H0Wi8ouBWrR5QXV2d9EdyKWlpacyePZvS0tKk6gXxeFz8McykTHEkEiEYDHLfffcxODhIJBK56Cj7RCLBiy++iN/vT8rxTSQSjIyMkJ+fTzwev2gZMdX4+Djj4+NJ6yiKQmlpKf39/UmVBwD2799Pb28v4XCYsrKyi/bcKorC0aNHxQfM5HPu7++nra2N1NRU5syZIwJcs9nM0qVL0Wq1DA4OTnvNE4kEx44dIxqNUlhYKJYXFxdz+PBh/H4/ixcvFsu9Xi9PP/206Lm95557pr0WM1VcXMzRo0e55pprktqpzot+9uzZpPWj0Sjnzp2Tg8kk6QLqoFNFUfB4PMD5948XX3wRm82GyWTi0KFDWK1Wli9fzt69ewmFQqxZs4a+vj4GBgaYPXs2J0+eJJFIMG/ePBYuXEhPTw9Hjx5Fq9Vy4403otVqeeSRRyguLmZoaIjKykr6+/tRFIWlS5dy+vRpEokE9fX17N27l9TUVAoKCojH4wwNDbFw4UJeeeUVbDYb11xzDR0dHUSjUZYtW8brr7+Ox+PhhhtuoKmpidTUVCwWC01NTeTm5mKz2RgaGiI1NZXMzEwR4LlcLiorKzl8+DDLly/n1KlTaDQa5syZQ2trq8jVP3LkCLW1tWzdupWPfexjRCIRHn74YRYvXkx7ezuFhYXEYjGi0SgOh4NgMIjX66Wzs5PGxkaGh4d5+eWXCYVCZGVlieAwFAqRlpZGd3c3oVCI7OxsLBYLR44c4bbbbuN3v/sdn/nMZ/jlL3/JbbfdRmdnJ9FolPnz53Py5EkMBgOpqakcPXqUmpoaAoEAdXV11NXV8eijj4rJGHw+H5s2bRLjXVpbW9mxYwcOh4OlS5dy7tw5XC4XK1asYM+ePdjtdtLT0zl9+jRms5ni4mJOnz5NSUkJBoOBY8eOccstt7B161YqKiooLCykq6sLi8VCbm4u+/btY/HixZw7dw6bzYbVauXQoUPceeedHDlyBEVRqKur49lnn+XTn/40v/zlL/nyl7+MzWbjscce4/rrr6e5uRm3283s2bM5ePAg69ato6uri1AoRH19PWfOnEFRFMxmM8eOHWPu3Ln09/eTlZUlBg6PjIxgt9tZtmwZLpeLLVu2EAgEaGxsZHR0lEgkQl1dHfv27SM3N5eMjAycTqcoibljxw6qqqrEOJLi4mKOHDnC6tWraW9vJxQK0dDQIKo5Tf5CWFNTQ3t7O8FgkIKCAs6cOUN5eTnhcJiUlBQSiQTr1q17T3W2vLdC7fc4g8HAhz70IbKyskhPT5/RYDLVwMAA8Xj8iuaLdrlcBAIBTp06ldSrZzQaRfA5k8dKBoOBYDDI888/T1pa2rR1ebVaLZWVlZjNZvLz88VAJo1Gg8fjYf/+/WIyiOmoucUX5ggPDQ2xfPlyvF6vCE4VRREzyNxyyy2sW7fuovtUvyE6nU6Gh4eTgtvU1FTy8/OTBoQBtLW1cezYMY4cOcLs2bOn/aNLJBIEg0HC4fCUb7RlZWXiD1dls9koKysjKyuL+++//4q+4EzH5/OxfPlyRkdHk5Zv376dl19+eUrpuIyMDJYuXSpSFSRJ+l8Wi4U5c+aIL+mRSIRz585x/fXX09jYyMTEBF6vl3A4jN/vZ3R0lNzcXGbPns3Y2Bg6nU7UElef2qjB0Jo1a9Dr9ej1elJSUli8eDEpKSmkp6dTUlKCw+Hg9ddfJzc3l5SUFFwuF8PDw7hcLtLT05k/fz4ejwdFUfD5fLjdbg4dOkRBQQFGo5GRkRGKi4vJysrC6/Wi0WhYu3Yt1113HcXFxaxYsYLc3FzGx8cZHh5mz5496PV6QqEQWq1WpHhlZWXR39/PwMAAiqLgdDqZM2cOzc3NhEIhBgYGSElJQavVYjKZCIVC9PT0oNVq2b9/P1qtlmAwyJEjR1i8eDFdXV0Eg0Guu+46zp49y7XXXsuRI0eor6+nqamJpUuXcubMGcxmM7Nnz8ZisWC1Wjl37hyJRILc3FwyMzN56qmnMJvNdHV1UVxcjF6v58033yQnJ4e1a9eyYsUKsrOzWbNmDTabjebmZg4fPkwkEmHbtm0sXLiQgYEBJiYmRA+n3W4nOzubqqoqjh49ysDAAGNjY5w6dUpM51taWiralJ+fj8lkIi0tjbNnzxKLxcjLy8Nms7Fo0SL27NnDiRMnMJlMhMNhgsEg3d3dIvg+e/YsiUSCwcFBhoaGxKRGaWlpPPvss1gsFlJTU9HpdMybN499+/bR0NBAXV0dnZ2dhMNhnE4nkUiEM2fOcOzYMaqqqli9ejWrVq0iIyNDdGwcP36curo6ent7SSQS4mlhZmYmS5YsoaamhlAoxPj4OHq9XoxNsdvt5Obm0tvby8jICDk5Ofj9fgYGBrBarcyaNYve3l78fj8tLS2iUs+BAweorq5m1apVpKamcuTIEcrLy0Vt/3g8TjAYpLS0lJUrV9La2srSpUs5efLkjDra/pxkcHsFNBoNRqMRi8WCXq+f0bzPap5Sfn4+er2e9PT0GR9Pp9MxMTFBZmZm0qNx9Vux2WwWj0UuJRaLkZKSQnZ2tshHm269aDRKdnY2HR0dIm82kUjQ2trK8PDwZYNph8NBTU3NlDzUnJwcjhw5QkFBQdLxx8fHGRsbo7W1FaPROO2gr8zMTLKysli2bFnSl4pQKEQ8Hhdvdiqz2cyCBQtECsZ056zX6yktLaWqqmrKYxWr1cq1116blMbh9XrFlwu32/1HyelLT0/n4MGD4hGhoii4XC5WrlzJ6tWrxWQYqnA4zPHjxzl37tw7PrYkXU3UD+nTp09TXl6OwWDAaDQya9Ysdu/eTVdXF3a7neLiYnw+H4WFhZSWluJ0OmltbRXL7XY7ZWVl4gv+nDlz6O3t5eDBg+KRcDQaFU/CYrEYZ86cwev1ctNNNzE6Oirep9VBth6Ph9OnT1NUVMTExAQZGRkUFxczZ84cBgcHicVihEIh2tvbGRoaAs6/b+3Zs4dQKEQ4HCYQCIjes7y8PFauXIlGoxFPnSorK0lNTWV0dJSysjJRCSYvL48TJ06IMRoVFRUiJSMUCpGamipKN65YsQKtVktRURHXXHMNBw4coKamhjVr1rB//35qa2s5c+YM119/PTt27BABXH19PUeOHKGlpYXBwUE8Hg95eXmkp6czNDREYWEhjY2N2O12Kisr6evrI5FIsGHDBpxOJ/v37xfXNRAIEI1GsVgsBAIBLBYLN9xwA4cPHxZPAZubm8V9V8e0NDQ0iFr0ao/3nj17xBeMgYEBjh8/Lt6/8/PzyczMJBAIMDw8zKFDh1i1ahULFy7EYDCQkZEh6tqraYn5+fk4HA4KCwspLCzEbreLqjtq2p/aGaX2qpaVlXHNNdewatUqzGaz6EyxWCzU19fT0dHBkSNHiEQiIq9Zq9Vy3XXXiV5ynU4nUgK0Wi2BQIBQKMScOXPIzMwkPT0dj8dDWVkZLS0t9Pb2ip7okZERdDqdmCxozpw53HDDDdhsNhoaGrDb7WRlZbFixQra29s5fPgwoVCIlStXsnPnTiorKzl79ixGoxGr1SrSQ+bMmcO+fftEmsp7iZx+9woFAgGeffZZdDodK1euTHqUfTGKovDGG2/Q0dFBamoqOTk5bNiwYUa/CAMDA3R0dBCPx1m8eLEIspxOJ4cOHcJkMrFs2TJMJtMl9xMKhdi7dy+RSIQlS5ZMW5tXURS6u7tpa2ujsrKS/Px8UlJSiMfjPPfcc2RkZFBaWireBC+2/a5du/B4PGRkZLBs2TKROnH69GncbjeBQIAbbrhBLD927Bjj4+Niv9NdlxMnTtDV1YVGo2H9+vXii8Xw8DBPPPEE1113Hddcc40IUJ1Op5jhbf369dNWdxgZGeGVV17BarWyfv168ag/GAxy8uRJRkZGaGxspLy8nEQigc/no7Ozk66uLtauXfuOZidTr9nTTz9NV1cXdXV13HLLLeI6njp1SjyGnHzN1MdRBQUFrFix4h0dX5KuJuojevjfp1rqk5jJuZeTSwSqOapq3qaaf6luq9PpUBRF5LSq+1XzDhVFYe/evQQCAdavXy9yIDUajdiveiy1zODkdmi1WrG+On25RqMRVWLUvNbJOZOKooj8x0gkgsFgEPtTU5sm51uq18VgMCS1+2LnouZ3qj2Sk3NI1eWTn76p62u1Wvr6+igqKmJgYICcnByMRmNSe9T8UzUHVL2ek6+t+rp6D9R/q9dJr9fT29sr0h6am5s5duwYd911V1JO9eT7O/meqibfk5GREZ5//nnuu+8+UlNTxf2+8HpN3kZtq/pv9Z6o06InEgneeustUlJSWLBgQVKOsHouak6x+u/J21943MmVjtSf1esz+fdN/f248Fwnt1/9nFSPNfn6q3nCk/+mJufsqtR/q6kL77XgVubcXiH1DcTn84mE7stZsWIFsViM/Px83G73jI+llrEaHx9n3rx5Yrk6y1koFGLRokWXDW5jsZh4/HZhia7JEokEbW1tRKNRent7kyZ00Gg0nDt37rKTVlitVhobG2lpaRHLNBoNbrebkZERgsGg+CPTaDTMnz+fbdu2cfLkyWmDZjj/qDEej1NSUpJ0vkNDQ5jNZg4ePMjixYvFH5zL5RKPZC71/S0Wi2GxWMQkEKpIJEJ3dzd6vV7kO4dCIZ555hmR7+zxeN5xcAvnHzGNj48nTQyxYsUK8Vj1wvzosrIy8vPzRY7fe+1NRZLeLWoK04W0Wq3Ix7/wCY3688U+uCfv98IvyOpxFEXhuuuuE8suXHe6gTaTl6vrTx6rkJKSkvS3PV0anPp+eLkBPWrAcrH9XLhs8nvs5IG6033WmEwmFEWhrKwMjUYjKu1c7L1JPdbFzn+619V/q22ZXBN81qxZVFdXi2D8wvuknvelrk9ubi6f/vSnRZCmPqWd3J6LudS11Gq1LF68OCnwm/z7Ofm6Xuz8L9z3hU8JJ/98uYmcLtf+ydtPV4d/uut3ufjj3SKD2yuklpiZ6ehAdf3s7Gyam5uvqKdNo9GIxPDJv3xZWVlYLBaqqqpmNP1rIpHA5XIRiUTESNLpjldTU0MwGEzK8dVqteTm5lJdXX3JwWRwvie0ra1tShBstVrF45jJb3iHDh2itbX1svWCq6urL5pjajAYqKmpmTI5hN1uF6XSLpU6kJ+fz8qVK9m+fXvSckVR8Pv9lJSUiPtssVjYuHEj+/fvF9+e/xhMJpPI45scrBYVFbFr166kGdkURaG/v5+DBw/OqMayJEl/WhcLqN7Jvt6vJrf9T30elwr61c8BtVdyJm15J/XKLzz25PfwC3s0L3xdNblHeLoOiwuXT+4kkqaSwe0VUntt1d67mRodHSU1NZWenp4pOZTTCQQCHD9+HJvNltRzq/b+ajTny7RcqrQXnO8BuP322xkdHb3sm7BaJub6668XyxRF4dy5cwwMDLBixQpR8/Vi1NJZkysMwP/W5p1c7ktRFFJTU5k3b95lc5HVnCpFUVi1apX4dhmJRBgZGaG+vj7pzWlwcJCJiQl6e3tpaGiY9o3L4/GwZ88ebDZb0pcV9XHT2bNnRU1fjeb8xArqAI6cnJxLtnmm1LypyTORqXm3t956K319fUk9ITqdTgxekSTpf71Xs+wmBy9Xk5lW7PlzGh0d5ZVXXiEnJ4cbb7zxj9a+mZzrrl27xIC+rKwsTpw4gVarZcOGDeh0OlpbW+ns7CQ3N5eamhqeeeYZbrnlFlH1Qt0+MzOTkpISDh06JDqyTp8+TTgcZsOGDTQ1NTE+Pk55ebkcWDwNGdy+DUVFRTQ0NMx4Gl04X+c1GAzS0NAw420cDgc5OTmsXLkyafCamtg+NDQ0o2+bwWCQLVu2EAqFuPbaa6ddT805mz17Nj6fTyzXarVYrVZycnIuGdgCLFmyhEQiMaXIt9frJR6PT0nLGBkZwePxEAqFmDVr1rRfGPx+vwhuV65cKZZXVlai0+loaGhICk5NJhNGo5HCwsJLBvTxeBy73T6loLnNZuPWW28lJSUlqXd8fHxclEgZGRm5bM715QQCATFwcPKblDr69sCBA+KRpyoWizEwMEB6err81i5JkwwPD7Nz507sdjs1NTV0dXURi8WYNWsWb731FjU1NYyMjGAymTh37hzl5eWMjY2RlpZGSkoKeXl5dHZ2YrfbKSkpYc+ePUxMTLB69WqOHTuGz+djw4YNZGdns3fvXjFO4cYbbyQzM5MdO3aIagBLly7l7NmzGAwGrr/+ejQaDc3NzeJv1263093djclkYnR0lKqqKlpaWrjuuutobm7GYDCQm5vLyZMnSU9Pp6ysjN7eXvLy8ggEAkQiEYaGhpg1axbt7e3Y7XZsNhv9/f1UVFTQ2trKHXfcgcFg4MCBA/T19aHX6zGZTGRmZtLS0sLChQtpa2vDYrGQnZ1Na2srdXV19Pf3i+tns9mIxWIMDg5SVFSEoigEAgGqq6spKytjcHCQkydPotFoKC8vp7u7m9zcXBwOB8ePH8fr9VJfX09raysOh4OFCxeyY8cOAoEAq1evprW1FTifbtXc3ExKSgpZWVm0t7dTXV1NZ2enqDTg8/m4/fbb0Wq1bN68GavVKgZL9/X1UVBQIEq2paSk0NfXR3NzM2azGb1ez5kzZygqKiIcDlNcXExLSwuNjY10d3eTSCQoLS3lzJkzonpCLBbD4/EwZ84c8vPzCYVC7Nq1S7T30KFDaLVa1qxZQ25uLo2NjSQSCV544QVmzZqF0WgUZd50Oh3btm3j3nvv5de//jWzZs0SgwhV6vabN2+mq6uLOXPmsGvXLioqKli5ciW//e1v6enpYffu3axYsYKMjAyZmjYNWS3hCsViMZxOJ8ePH59SdP9S1FIzwWBwxr+Ifr+fwcFBfv/73ycdy2AwUF5ePqOeQ7X+4Zo1a1iwYMElc0S1Wi0ZGRmMjo6Kkfvwv+WyQqHQJSdwAESJMpfLlfQt12w2U1BQMKU2ayKRwOPxTDs9rqqsrIwFCxZwww03JH2psNlsNDY2EgqFko4XDofp7u7m6NGjl5xJTlEUurq6ppTbUh81xmKxpJq/6huvOlPYO2WxWBgdHUWn04kPCJVae7enpydpuVpk+3L3QpI+aFJTUzl8+DAejwe9Xi8GOB0+fJiuri6am5sJBoMsWrSIRCLBkiVL8Pl8zJ8/nwMHDvDiiy+ycOFC9u3bh1arJT8/n3A4jE6no6enRwR7qq6uLlpaWsQX4FgsxunTp8XsgX6/X1Q7UBSF119/nSVLlrBz5062bNnCokWLqKurw+l00tLSwtDQEG+99RZlZWV0dnbi9Xppa2vj+PHjOJ1OgsEgO3bsAKCpqYkzZ86QlZVFb28vJ06cwGw24/F4OHfuHCMjI+KLvclkoqKiQlR2UAfF5uXlMTQ0REdHhwi2z5w5g8/n44033mDBggXs37+fSCRCWVkZVVVVHD58mHnz5rF161bgfJpcYWEhzc3NuFwugsEg27dvJxAI0NfXx+DgIBkZGbS2tnL8+HGMRiM5OTnE43Ha29tpb2+nr68Pn8/HqVOnaGpqwmq1Mj4+Tnt7uxiI3NfXh9PpxGg0otfrxX07dOgQQ0NDTExMsHPnTkZHR1m/fj0nTpxg8+bN1NbWcvr0aYqLi8U9n5iY4MyZM3R3d+NwOOju7ubEiROkpaXR09PDiRMnqK+vx+Vy4XQ6OXLkCHC+xKQ6E2Zvby/FxcWUlZWJjga73c7x48dZt24d0Wg0acCWWqddnVzCYDCIfFX1s2vy9sFgUMyyZzAYGBoaoqSkhNTUVLxeL2azmW3btiVtL/0vGdxeITUtYXBw8LLpAJNptVqGh4fp7u6e8TY6nQ6z2SxmilEZDAYikQiBQOCyv9SJRILjx4+zdetW2tvbL5lzC+cnRTh27JgoRaPKzs4WtR0vZc+ePTz66KPs3r07abnJZBI1ASdzOBwsWbLkkr3gakmYRYsWUVhYmHTOfX19HD9+nC1btiSdm5oXfbl7FIvFxGCEyUFwIBBg69atbN68mYGBAbE8GAxy6tQp3G73HyW4DAaDeDwe+vr6puRwj42NMTIywtjYWNLyW265hfvvvz8pdUSSpPNPyPLy8hgeHmZoaIhEIkFPTw95eXkYjUaqq6tFsOr3+8XMS83NzdjtdtHjmZaWRm9vLykpKQQCAfx+P1arFYvFIgbler1eIpEIWVlZYtnExIQox3X27Fni8ThGo5GJiQlRsqulpYXs7GzKyspobW0VFXFqampQFIXCwkK6u7tFPmVubi5Wq5VTp06RlpZGJBLB4/FQXl6Ow+EQAVh5eTler1f0RKsj6iORCIODg2i1Wnw+H+Pj4+h0OlJTUzGbzdxzzz2YzWbGx8cxGAziGhUVFdHW1kZaWpqo95qeno7NZqOtrY3S0lLg/PtUOBzGYrFw+vRp7Ha7mDhIbcfY2Jio/NLe3o7ZbMbv95Oenk5WVhaVlZUYDAZycnIoKirC7XbjdDrJysoS55Ceni5mDgNEnVi1nq7D4SAcDlNXV0d7e7uo53ru3DlMJhMOh0N0EkUiEfG+Pz4+jtvtpqSkhPHxcbRaLVlZWbz55pu0tbWRlZWFz+dDURSys7Px+XyivFc4HCYcDouqEFu2bKGzs5OTJ08SiUTEE9exsTGampqYNWsWR44coaioiEQiwfj4OKOjo3g8Hk6ePMnLL7/MuXPnaGpqorGxkebmZjGD2e9+9zucTifRaJSSkhJcLheZmZmihJiUTJYCu0KhUIiuri6sVqsYKHY5iqKwb98+LBYLiUQiaYDQpQwPDzM8PEw0GqWurk4Elp2dnRw8eBBFUbjlllsuGcApisLExASbN28mHo+zZs2aaR+lq49DhoaGuPnmm8WbVyKR4MiRI/h8Pqqrq6edJlctidPe3k5DQwOLFy8WQfmhQ4dE5YKNGzeK/KUzZ84wOjrKyMgId95550V7b7u6utiyZQsWi4VYLMb9998vvvH29vbidDppb2/ntttuE8vVeobp6eksWbJk2vSNUCjESy+9hE6n40Mf+pAYnBCLxYjH4/T395Oamkpubi5wPi3h+eefZ3x8nHvvvZe8vLxpr/1MxONx9u7dS0dHBwsXLmTOnDni2hw9ehSbzYZer6eiokJc4/7+fvFI8XI93pL0QRIOh/H5fEkDhMLhMA6HA7fbLaaptdlsuN1u7HY7jz76KNdffz0VFRWYTCacTidpaWlMTExgtVpFbWuDwcDExAR2ux2DwSAmpIlGo6SlpWEwGPB4PKJkls1mEwGjzWYTZapcLhcOhwOdTofL5SItLY1AICCmjnU4HIyNjWGxWEQ9U7W2usfjwWAwiHNTp4iNRCLodDq0Wi3RaFQsy8jIEE/H1MBczdtXA0adTidqdk+eytdms4n2qaW+rFarmLFMHX8Qj8dxOp2iQ2FyG00mE36/X0wUodZmT0lJwe/3Y7PZRG1ii8Ui6rtObos69a7JZCIQCIhH8T//+c9Zvny5KCHp9XoxGAzY7XZcLhd2u13cT7XmrRr4+/1+MXWs2WxOmlpZnW44FouJ6zR5RlK3200ikSAjI0NMtKH25rvdbtFum82G0+nEYrGQkpJCKBTCYrHgdDrJyMhAq9UyPj6OyWTCYrEQCoXEk0J1kgmXy0VKSgp6vZ7x8XE0Gg2ZmZmEQiECgQAOh4PDhw9z7bXXvuemv323yZzbKxQKhejo6MDtdnPNNdfMKLiF8z2iw8PDooj2TI/12muvkZ+fT01NjViuzm5zsSl0L6RWa0hJSRFv5peSm5tLXl7eRaffhfMDsKYLbjUaDcuWLWPZsmXiZ1VeXh6ZmZlihhX1da/Xi06nmzLpw2TFxcUsW7YMj8cjZvdRTUxMMDAwkDQXNiDelD0ej3g0dDEjIyPU1tYSDAYZHx8X93NiYkI8ipo8ZbA680x2dvYfZXYydT7vO+64g6ampqTXvF4vb731Fo2NjUnBrdprcubMmUvmUEvSB40aYF3Mhe/V2dnZxONxPvzhD+NwOETngfqFVe11m7zd5CdXF/v7v3CQ5+TyfnD+qdvkL8QXHks1OeVs8vv8TCYOupBWqxXVa6Z78jbdgN6Lte/CcQg6nU58+b9YG9WfL/zsUUssTr5flzs/9fVEIsGmTZuS7tvkNk2+xpPbpt7LS33eXC7dbPK1uvB34MLrOLkd6lPLycsm/25dbGzI5Ncnb2e1WrFaraIMnezgmEqG+lfIZrOJnJsrGUyUk5PDokWLuOaaa2a8TSKRwGazTZly1mg0Yjabp0w5Ox2/309GRgZz586dMsXrZBqNhmuuuYZrrrlmyuAmNaC+VM0/tZd4YmKCEydOJLV5bGyMvr6+pOl34fw33ZMnTzIxMTHtftXZXwYGBigvL09KYQiHw3g8nikVEdTHX5cKbOH8m5NafmXyG6uiKIyPj9PX15dUG9jj8Yi8J5fLNe1+r0RdXR2JRGLKh3IoFBIz26nUGpLp6ekz/mIlSdLF6XQ6CgoKZlRSUXrv0Gq18r6BLAV2CbLn9gr5/X7xbXFoaIjy8vIZbTc2NsbQ0BA+n4/169fPaBuz2cycOXOmBGh6vV58s5/JL7b6ON/pdCb1Ql4okUjw0ksvoSgKxcXFSekTdrtdzKpzKeooWEVRmDt3LnA+UMzIyODQoUPU1NQktTk3Nxe9Xn/Z/NGenh5MJhO9vb1UVVWJQFQdMNfR0UFVVZW4Tj6fTzxGVGeouRi/389rr72GoihJdWPVaTsrKiqSvuU7HA4x0OyPFVzu3LmTYDCI0WhMKqGmzmR3YeaQOtlFZmamfGOTJOmSFEXh0KFDOJ1OrFYrxcXFDAwMkJWVNeX9ePI2+/btE0/71Dzm3Nxc8f6j5okuX74crVaL0+nk9OnTIt1g8vTn70cul4uDBw+SlpZGRUUFubm5V/R+OzIywsjICLm5uTP6rIhGo7S1taHX68V9URSFvr4+Tpw4werVq6dM7CFNTwa3V8hsNuN2uxkYGGDWrFkz3s7hcDA6OnpFf+zxeJy33noLi8UiAkU4H4SeO3duxt9a1eAuFotdNiDPysoS+VEqdTYude7u6bhcLpYsWSLq4k7W399PeXl50gxlcL7ntqenhy1btrBp06Zp963T6fB4PKSlpSX13BYUFIgA9MI6tWoO1qUkEgny8/PJz89PetMIBAJiVHF6erp43BgIBER+mdvtTnrk9XZdd9116HQ6Ojs7k5afPn1azKw0uSf91VdfJR6Pk56eLlJAJEk6P+12a2srGo1GVBwoLy9ndHQUr9eLw+HAYrFgNpvp7++ntLSUrq4uFEVh1qxZjI2NMTY2xqxZs+jq6hKVXBwOBwMDA2RmZjI4OEgsFqOgoIDh4WFsNhtWq1UMdHI4HOKJT2NjI729vUQiETEwa/bs2Wg056cEbm1txePxkJmZSW9vr6iE09/fT25uLtFolO7ublGuMCcnh+LiYlpbWxkbG8NutxMKhcjNzSWRSDA2NkY0GiUjI4OhoSExQ1ZaWhrp6ek0NTWRn59PfX09jz32mMhXPXz4MJmZmQwPD7N48WIMBgMZGRlkZGTQ1tZGTk4O9fX1PP744zz44INoNBr8fj/79u1Leg8qKyvjqaee4o477uDYsWMin1TNqfX7/djtdnp7e0kkEsybN4+zZ8+K8mRtbW04HA7Ky8vFwD6dTkdvb69oj/pZkp2djcfj4fTp06IcmN/vx+fzUVtbS2trK4FAgNzcXCwWi/js6+jowOFwiLxZdcCh3+8nFArR2NiI2WzGbDZz+vRpNm3axFNPPcXNN9+My+Vi1qxZjI+PMzQ0RFlZGWNjY3i9XoqKiujp6RHpF2oqn9PpZN68eWIgXTQaxWQyEQwGqaqqEmXc4PznZCQSITs7m4yMDLq6ujh48CBHjhwhHA6zZs0aMUCusLCQpqYmYrEY8+bNo6enBzj/lFit/jN79mw6OjpQFIWamhqOHz9Obm6uKGmZlZXF0NAQ+fn5eDweYrEYxcXFU9Jp3o9kWsIVikajIun8SqbSTUtL4/rrr7+i4DYajbJgwQKWL1+eFHipI2svNl/2xcRiMXp7exkYGJh2VKVapiQejxMMBpPamUgk8Hq9hEKhS6Y1nD17lqeeeoq33nprynpq3cOKioqkc7Hb7eh0ustOSJCamsqaNWtE7UHV6Ogoubm5+Hy+pOUOh4PKykrq6+svmbqhHt/r9SZ9WTAYDPh8PjFyVqXX66msrJxxj/1M7Ny5k1/96ldTKlT09/ezf//+Kb9n6enpFBUVXXIqZUn6INLpdBw4cACz2cyuXbs4cuSICBp37tzJoUOHyMjI4JlnnqGwsJDnnnuOI0eOsH//ft566y1effVVHA4HL730Ek6nk3g8zrlz53juuedEKS11ghW9Xs/27dt56aWXCIfDHDp0iN7eXtxuN0eOHOGtt96ivb2d7u5uMfho79699PX1oSgKTqeTPXv2UFhYSDweZ2RkRHQkuFwunn76acxmMy0tLdjtdjo7Ozlx4gROp5Pt27fT2trK8PAwfX19PP3007z88sv09vbS1tZGW1sb27ZtE9MB19TU4HQ6WbBgAVVVVYyMjIjZG7VaLc3NzbS3t7Nz506xzaxZsxgZGWHhwoVUV1czMDDA/PnzxaPwvLw8kTcL5ztG1KoUpaWlDA8Po9Fo2LlzJ06nkxMnTjAwMIDRaCQcDnPy5EkOHz4sJivq6elh+/btvPjii2zevJmUlBTeeOMNBgYGxFTn6n175plngPPpCa+++iqtra1iEgSdTsf27dvFdO/9/f088cQTuN1uXnvtNQ4dOsSOHTvIysrimWeeoby8nFAoxODgIMeOHePUqVPid8ntdtPa2sqCBQt4+eWXSU9P5+mnn+aFF16gvLycnp4e9u3bR2FhIdFolCNHjrBt2zbGxsZoa2sjEAhw4sQJtm7dKsZrtLe38/LLL5OWlsabb76J2Wxm+/btdHZ2Mj4+zu7du8Vn5JEjR0S5sYmJCZ5//nmampp48803GRsbw+fz0dzcTEtLC3v37mX//v10d3dz5MgRNBoNb7zxBkNDQ+zZs4eBgQGOHTuGRqOho6ND/J7s2LGDaDTKiRMneOGFF4hGo3/+P9w/ARncXiGTycTY2BgOh+OKRsp3dHTwxhtvXFGeplar5ezZs4yPjyctt9lsVFVVsXDhwhn33jocDnJzc5PejC50+PBhrFYrfX19YkCZoij09vayevVqNmzYcMljLF68mOrqaqLR6JTBbuokFhf26Gq1WhoaGi47P3UwGOTNN9+ko6Njynnl5eWJ0ceqQCBAS0sLo6Ojl/wC4PF4qKysFOVeVIlEQkxbPPn6GwwG0tPTCYVCl6yfOxNqrm9GRgZpaWlTJshQ74HH4xHrR6NRYrEYfr//jzKg7f1GvWayyIt0MeoU1moZprlz53LgwAHKysrQ6XQEg0H6+vrEKHg1uCsvL8flcolKB2pgoygK8XhclGNKSUkhLS0Ns9mMw+HAarWSmZlJWloa4+PjmM1mcnNzxTTjWq2WeDxONBolkUhgMBh49dVXicVi4kt3NBoVT8wcDgdtbW2kpKSI1Cd1+nOtVksikeD1118nMzNTpFypVRUMBoOYYEEtw6X+ncRiMUZGRiguLqatrY3du3eLigDqeAq1woO6TSQSYXx8nPz8fJqbmzl48KAYtT84OEgoFGJiYiJp8HE0GiUYDBKPx9Hr9eLLQENDA83NzaKHUG2TVqslFouRSCTExDU2m41wOJw0C6her6e4uDjpvgFirMTg4KDoBIjFYmKwcjweF9coPz+fWbNmoSgKBoOB1tZWsb+JiQlOnjxJbm6uGBcSiURITU1l3bp1IqhXO7fU3xP1Hqrn2dPTQ35+Poqi4Ha7RY+1Xq8XdW/j8biY4EKtbgHnP3P6+vooLCwUn1mrVq2ip6eH5uZmCgoKKC8vx2q1Mm/ePPE7pV7H1NRUGhsbRfm0aDQqJj9KT0/H6/WKSSnUz5BQKITdbicej9PV1UVJSQmJREJMavF+JtMSrlAwGBR1AwcHB8Uo9ssxm83MmjXriqolRKNRMcnA5PxXvV4v3mBnQu15TUtLu2S1hHnz5nH48GFycnKS8kzdbjeHDx/GbrezZMmSabdva2tj8eLFnDp1KqmHWKPRMD4+zvDw8JS0BKfTSVNTk8jjmo7ZbBZ1BSf3xAaDQQ4ePIhOp2PBggViufrhNjg4eMlAKCMjgxMnTohyPSr1GGNjY0k9zcFgUBSJ/2Pk3B49epSamhpisVhScA3n69mqH2iqbdu20dXVRUpKCgUFBR+o2WkUReH06dNs2bKFOXPmcMMNN/xR5oOXrh5qCT+DwcCqVavo6+tj0aJFYgrUtLQ0otEod911F4ODg9xxxx309fWh0WgoLi7G7/czNjbG9ddfz1tvvYXdbmd8fJw777yTkZERUY9VLc+0atUqUlNTsdls1NbW0tDQQCwW46677mJ0dJTy8nKRUpCfn4/BYCAzMxO9Xk9mZibr1q0jEAhQVFREfX09NpuNVatW0dnZyYYNG4jFYlx33XWiEyAcDotaq2rJrlgsxvz580WwWVFRIWr2Tn7vWLZsGVqtFpPJRH19vQiK1SnNHQ6HCG50Oh0ajUY8NbRYLMyaNYvU1FSRUhGJRFi7di3hcFh0siQSCdauXSvug9vt5qabbsJgMDB79myqq6vZsWMH2dnZVFVVUVpaSjAYpLi4mPT0dLRaLTabjaKiIs6ePcvNN98syoLpdDruvvtuBgYGuOuuu4Dzny0333yzqAe/fv16fD4fs2fP5tixY2RnZzM4OMi9997L8PCwuH9paWl4vV7uvPNOMVDZZDIRj8fF54CiKKxbt06ULtu0aRMul4s77rgDr9crKu1kZGQQDAbJy8vjYx/7mLhGN954IxkZGRQXF1NZWcm5c+dIT09n/vz5mEwmxsfHqayspKenhxtvvBGAqqoqgsGgeF/LzMzkhhtuoKqqitmzZ6PVamltbRXjTzIyMtDr9VitVpYuXYpGo8FqtRKPx0lNTeX2228XHUI2m40VK1YA5zvpGhoayMrKory8HJvNxkc+8hESiQRarZaTJ09OWxXp/ULWub1C6jcl9dHMpaoHqBRF4eWXXyYWi5GWlsaqVatmdCz1G3hKSorIW1L3p962mYyWjMfjnDp1isrKykumRSQSCQ4dOiR6XufPny+OFwgEOHfuHAaDgbq6uotuPzg4yI4dO4jH4yxevDhpsMKBAwfEt/G1a9eK5Tt27KCpqYmcnBzuvvvuac9lcHCQ3/zmN9TW1oo3PDg/S8/WrVtJS0vjvvvuEz3Aar3J48ePc+21106bezswMMD27dsJBoPcdtttImD1+Xy8+uqrpKSksGTJkqTlJ06cwOfzMW/evHeUm6QoCh6Ph927d4ucPzWPW1EUzp49K+p1lpSUoCgKoVCI7du3U1BQgNfrZcWKFR+Y4DYUCvHwww9TUFBAf38/t912G2VlZe92s6T3kLGxMTo6OliwYIGYnKGhoWHGHQEq9cmNOlZBfVQ/HfXReW1t7Qfm7/FSEokEp06dEilUal5zeXm5uJ5q4P2n+IKqPlVTe4Yvd//ej6LRqHhSkUgkRCwyOjpKd3c38+fPn/baqtte7JokEgkURXnfdxzIntsrpNFo6OvrY2JiYtog72KCwaAYEa/OLHIpagHpzMxMUURc/eUdHh5mYmICt9tNTU3NZfN41W/96jfu6XJQ1eDp3LlzLF26NOmcU1NTmT179mV7QZctW4bBYEia1Us9/97e3ik919nZ2axfv/6SpcDgfO+x0Wikp6cnqfpBZWUl9913H+3t7Unn1d3dLQZdTD6XC+Xn53P77bfT0tKSNFBNURRR7mty70cikeDs2bOYzeZ3/MevPoabP3++6F2frLe3l/b2dubOnUtJSQkajQaz2UxJSQlvvPEGd9999zs6/vuNoig4HA6qqqrEh5YkTZaRkSGeLun1+hlPmHOhyWUWLzcoFc4PbC0oKHhbx7oaabXapPf6yWMU1Ov5pwyeJu97Jvfv/Ug9LzX9RZWdnX3Zp4qXuiZXy2QQMri9Qj6fj46ODkwmE319fWIWr8vJysqivb1dDCS4XHDr8XhoampidHSUUCjEpk2bxOOSYDDIrl270Gg0SaPopxMIBOjo6MBoNJKSknLJ3q6RkRF0Op2YphD+t5TMiRMnyMvL44YbbrhojqxWq2XPnj0UFxdPCVbVfN8LawOPj4/z+uuvM2/ePNFTfDFZWVlUVVWJR1eTj3ny5MkpgU5ubi5paWl0dnZe8o91bGyMrVu3otVqkybKUEuMqY/9Ji/X6/Uif+mP4ezZszQ1NVFfX5+0XB3R6vf7xTJFURgaGmL58uV0d3dfFaNaZ8psNpOTk8NPf/pT5syZw8033/xuN0mSJEl6D7o6QvQ/I5PJhNfrpaen54oqH6Snp7N48WJKS0tnNNI+IyODxsZG8vLyKCgoSArQUlNTSSQSzJkz57IDsVSnTp1i7969M0qjuJCamL569WqGhoZob2+/6HqJREKMTr1wJL/T6eTIkSPs2bNHLFMUhWAwyKZNmy45Ywycf9QSDofFdMSqtrY2zp07h8vlSupV7unpYevWrfh8vks+jlJL9Fit1qT9pqSkiLnXJ+cpp6enc8899/CZz3zmjxZYqnOsX8hms1FTU0NxcXFSGorBYKCpqemyM+lcbcLhMMeOHaOoqIiRkRH6+/vf7SZJkiRJ70Gy5/YKJRIJamtrMRqNSbVgL6exsVEEqDPJ/dFoNGRlZVFfX8+uXbuSRua73W4xqraysjLpcfrF6HQ6otEodXV1M8o9C4fDYp9qvm1mZiaHDx9m+fLlU0b1q7RaLfPmzaO1tXVKyoaaxzO5t7O5uZnq6mr6+/svWUVCHV2qltOZHKA3NDQwe/bsKekWRUVFeL1eVq5cecnHX3l5ecydO1cM0lP5/X6ysrIwGo243e6kQHJwcJCOjg5qamrIy8t7x7lcan3JnJwcMUBMHa2rzj0+uYfe5XKJOrtXWx7ZpSiKQmFhIaFQSAyakCRJkqQLyeD2CkUiEZqbm/F4PKxbt25G2/j9fl566SVRc3X27Nkz2s7n83Hw4EFRH09lMplE6aiZ9B6Hw2GsVittbW0UFRVNG5xqNBrq6uooKSlheHhYLD99+jRjY2NEIpFLzsyl1+vx+XwsW7aM7u5u8ZhfURRKS0sZGRlJmgWspKSEffv2MTY2dsnJIXp7e3n99dfF6ODJObDj4+NiwgW13A+cD1pnUqotEongcDhE4K3mIlmtVsLhMD6fL6ltPp+PU6dOkZ+fz4kTJ7Db7VPKnl2peDzOHXfcQVNTk1im0WgoKiqitLR0ShpJeno6586de1vzzL+f6fV6mpubMRgM3Hrrre/7AQ+SJEnSn4YMbq+QwWDAYDBQXFw84+BCDU6Hh4eJRCIzDm49Hg9+vx+TyZT0yN1oNNLV1SWmor1ccKWWIbPZbJcs76EoCgMDA3R1dWG1WkVv4dKlSzl37pzIx72U7Oxs9u7dm1SWC86PJl64cKEYNavRaLDZbKxfv55wODxlANpkBQUFos7gyMhIUnA7OjpKX18fo6OjFBYWivYFAgFeeeUV0XurzsRzodHRUf7nf/4HRVH41Kc+JdIjQqEQHo9HTFyh9txGIhFyc3NpbGwkFAoRDoffcXCrFva+MMVkzpw5Fx3pq9frk6oqfFB6b7VaLXfccQc2mw29Xn/ZVBZJkiTpg0kGt1dILRp9YZB1KYFAAKvVSl5e3hUVRlankL2wBuzExAQTExPo9foZPZpVa9pdLgjSaDRUVVURiUTEICZ1JKbT6SQlJWXKiP4Ltba2MjIyQktLS9L0xPn5+bz66qssXrw4qR1qj2lpaem07TMajdTU1PDkk09SW1ubFASGw2FGRkZE0XRVZ2cnK1euxG63c+TIkSkzo00+vjqzzoUzp914442cO3cuqXc8PT2dlpYWOjo6sFqtf5SJFEZGRnC73SxatCipDXv37qW9vZ1FixbR2Ngo0hXUqSovNVvc1SgSifDoo48yMTFBPB7n//2//3fRXGVJkv54gsEgTqdTvP/o9Xqys7NxuVxiUoOsrCzC4TAul0s89VIUhZycHEZHR0Wlk/HxcbKzszEYDITDYTGJAJxPt3O73VitVrKysvB6vXi9XjIzM7FYLIyOjhKLxcjJyWF8fFzUPM/IyBCfCYFAAK1WS0pKCvF4nOHhYXQ6Henp6YyMjIgJMeRTn6ufDG6vkDprFTDjaeqsVis+n4+dO3fS2Ng442OpM5p0d3ezePFisVytvarWqrscn8/H448/jtVqZdWqVdMOaFMUhcP/P/beOzqS67wSv9U5B6DRSI2cBnGAyZicOcMokZSoTEnLlZVs2dba8s+yZcnePbs+Xq29tmRbOruyLUqixJVEDsNwyJnhJACTgEHOOXQD6JxzV/3+wHlPXQC6AYyGpCT2PYeHmO7q6qpXVa+/9333u7ezE0qlcs02k5OTCAQCOHz4cNrv0mq1EIlEa5qd3G43QqEQz0qW4zj09PRgeHgYBQUFOHr0aMoA12w2Q61Ww+FwIBqN0slMo9Fg165d8Hg8PHkThUJBHYPScVOJsQXHcTy3N7/fjwsXLoDjOF7jGMmmB4NBNDY2PpBJklgpJ1M2iCxbQ0MDz9yBYRg4nU4MDAxsyRDkdwU7d+5EUVERfD7flrVLM8ggg63D6/Xi85//PD7/+c/j7t27EAgE+PM//3O88MILmJ+fRywWw5EjR3DgwAF8/vOfxze+8Q08//zzyM3Nxde+9jX8+Mc/htPpxJkzZ7C8vIxHHnkEIpEIb7zxBt5880384z/+I0QiEW7evAmDwYA/+ZM/wf/+3/8bNpsNX//61/F//s//gUwmw0svvYTh4WH87d/+LS5duoRLly5h3759mJubw7e+9S0AwHe+8x1IpVL84R/+IRKJBL797W+jtLQUbrcblZWV9Pfn937v92jV63dF+ioDPjJXdYsQCoVgWRYVFRVb4jzK5XLEYjGec9dGyMnJQX5+PrZt28b7Lp/Ph56eHnR2dm5KjkogECAvLw+RSCStvh3Joq623uM4DhUVFThz5kzaz/f19aG2thb19fVrAn+O47Bt2zZq90hAyvwbZaDVajXy8vKoqQEBwzB49dVXMTExwfvO7Oxs9Pb2YmRkBCdOnEi5X7fbjZKSEmg0mjX2u0KhkCc2DoA2ctlstgfCeSUe7qt5tcQx6fbt22tc8OLxOFQqFc+e8rcFkUgEHo8Hdrt9Q23j9bCwsICenh4MDg5mdG4zyOBdgFqtBsuyqK+vh9FohFwuh0QioXMQAOrslUgk0NnZibm5OSgUCojFYqhUKgwNDeFnP/sZHn74YcjlckSjUfh8PkxNTVH1nePHj2N+fh7xeJxaEXu9Xty4cQPnz5+n3yuRSKDVauF0OrGwsEATHQ6HA1qtFm+++SbcbjfEYjGkUikGBwfx6quv4tChQ9i/fz9+/vOfIxQK4YUXXsDw8PB7Nq4ZvLPIBLdbRCwWg0QiwcjIyBq5q/XAcRzGx8eRk5ODI0eObKhvmwyn04mCggKEw2EeHUClUiE3Nxd79uzhZRtTQSQSIS8vDzU1NWkDMqFQiBMnTuDjH/84T3OVYRiEw2GMjo7yGs1WgwRjdrudl/llGAaNjY3Yt28fDh8+TAMyhmFQX18Pk8m0IW+1sLAQx44dwxNPPMELblmWRUtLC9RqNS/Qm5mZQXNzMwKBQFoXt6ysLMzMzMDpdPKyzRqNBseOHcPhw4dhNBrp69FolAa7W1HLSAWO49DR0YEf//jH6Ovro4E/x3FYWFjA4cOHMTU1teYzCwsLD+T730kQJ73k/3w+H27evImenp41dsObQTgchs/nQyAQSGsokkEGGTw4rH7WyL8lEgn+9E//FE8++SSAFQpDPB7HkSNHeNuWlZUhEongxz/+MViWxfj4OBKJBCorK/HLX/6SqsOcPn0aDMNgbGyMGuk0NTXhv//3/475+XnePo1GIx555BFcuXIFfr8f3d3dyM7OhkQiwbVr1+i2FRUV0Ov18Pv98Hq91LK2paUFubm57+SwZfAeIkNL2CKEQiGysrJQXl4OnU63qc9Eo1FMTEygsrISwWBw001ABoMBIpEI4XCYJ/dFmmnsdjtCodCGeqfxeJxSKTYKiHQ6HSQSCSKRCEQiEUQiEVV4iEQiiEQiKT+r1+uxd+9eRCIRmM1mnikCsZpd3TR19+5dWK1WhMNh7Nu3L+W+E4kELR+Fw2HIZDIwDAOpVIqsrKw1OrdGoxGXL19GQUFB2myz2+3G8vIyWJZFIBCgxxeLxRCPxyEQCBAOh+migGEY+P1+CASCB5Y1FQgE+OAHP7hGLYFwgVfruRK/9Kqqqt/ohjKO43DhwgXEYjHo9XocOnSINjdOT09vmVYwNzeHvXv3ori4GKFQiKc/nEEGGbwzcLlc2LdvH+x2O9RqNWQyGcLhMBQKBf0dFIlEWFpawtGjR7Fv3z4MDw8jkUhQ2b6amhrU1tbi0qVLmJmZwczMDE6dOoWamhpcvnwZbrcb09PTsFgsOHToEGprazE7O4u9e/eip6cHzz33HMRiMVwuF0KhEK0mjo6O4vd///chEong8Xhw9uxZMAwDi8UCr9eLwsJCGAwGfPOb38Tdu3cRj8fxrW99CxKJBOPj45QvnMHvHjLB7RbBcRwmJydhtVqRk5OzYUMRyU7abDYMDQ1h+/btm/4uv9+PsbExWCwW1NXV0Sytz+fD3NwcQqHQphrUBAIBSkpKIJfL05b/E4kEnn/+eTz88MOIRqOIxWKoqqpCPB7HjRs3IBaLN3RkGxgYQEdHBw4dOkRfI9xat9uNiYkJnDhxAgzDIBaLobCwEK2trRgbG9twv4ODgxCLxYjFYvjoRz9KGxzWw/LyMiwWC8LhMA4dOpRSC5g0H8RiMV6QGAgE8LOf/QwejwfPPvssTCYTgF/RCHJycjZtoLERtm3bhkQiAYlEwjuGyclJXL9+HXV1dfR1ojt87NgxzM/P0+NaD6vH5t0OgomD3ujoKHWmi8Vi6O/vh0AggMfj2VJDXnFxMV588UX09vYiHo9n7E4zyOBdQEFBAf7qr/4KAHi9Hx/96Ed52xUWFuKb3/wmAFALZAD4+Mc/Tv8mvwuksldQUECTGnq9nqriACuJllS/l4888ggeeeQR3mtPP/007/8A8MUvfpH+nZw8YRgGTzzxRMpzzuC3H5ngdovgOA4qlQo7duzYUrCgVqvh8Xi25Goml8tRWlqKWCzGI70bDAZIpVLk5ORsipaQSCQot6i1tTXttjqdDhMTE5idnaUTEcMw8Pl8iEajGzYxicVi7Nu3b022VK1Wo7i4GBMTE3TcBAIBhoaGYLVa4XK50u7bZDKhuLgYIpEIQqGQ7iMYDMJisazJpHIch+LiYmg0mrTXSavV4tSpU1haWuI153EcB7VajaampjX7dblccLvdW6KYpMP169cRDAYhkUh4PwoqlQpCoZBHJWFZFhKJBO3t7Th48GDa/dpsNvzzP/8z4vE4vvjFLyI/P/9dDXCJVbBSqcTS0hLKy8shFotRVlYGoVB4Xw5rZWVl8Hg80Gg0W1IeySCDDO4Pm50zHsTc8m7OT7+pFa8MHgwywe0WIZVKoVAoMD4+ziu7pwPpfK+trYXdbudJZKWDx+NBR0cHWJblPYg2m426dYVCobRld2AliCwqKtqwoU0oFOLs2bOQy+XYvXs3LRtzHIfy8vINS/zASnC7tLS0JiPHsizOnz/PkzVjWRZ+vx/hcHjDiSYQCFCling8jj179oBhGNqgtGPHDh4XNz8/H8vLyxvKvng8HrS3t8PlcsFkMtGASy6XQ61WY3l5mafZKxAIqMzN/VgZr4ddu3ZRi+NkmoHJZIJQKORlKEOhECYnJ1FdXQ2n08lTWEgGx3G4e/cuDhw4AKFQiNu3b+MDH/jAAznerSAUCsFqtdIMczAYpHQauVy+JSkvgUAAg8GA+vp6qoSRQQYZZJBBBquRCW63iFAohOzsbCiVSrhcrk3xbhmGgU6nQywWS+nutR6EQiG8Xi/0ej0vc5udnU0lsTbTsZ8ckG10vAzDIJFI8JqwhEIhpFIppqenIZfLaYl5vc+2trZi+/btUCqVvIDV6/WisbERHo+HJ8HS0tKCmzdvYufOnWmPy+fz0YYkwlsGVprY+vv7IZFIeGNktVpRUlKCxcVFxGKxdSkELMtCo9HgxIkTGBsb4wWrgUAAubm5kMlkcDqdNOPOsizKysqg0WgeGC2ht7d3zb1BDDVkMhkWFxepDjAJ6KxW64a2y8BK8C4UCt+T5iuGYVBYWIhIJEIbN7RaLcrKyiCRSLasUSsWi+HxePDv//7vqK+v37AKkUEGGWSQwfsTGbWELUKpVCKRSGBpaWlLZemZmRlcuXIFCwsLWyrzNDc3o7W1lZd9dDqd6OzsxMzMzKY65jmOg9vtXtN0tRosy+LcuXP47ne/i97eXt7niUpEulIyCch8Ph8sFsuaBq+lpSXo9XoeLcHv96OsrAx2uz3tsVVUVMDlcqGmpgaHDx+mgazZbEZtbS0mJyd5WWm9Xo+7d++CYZiU2WaPx4MXXngBL730Enp6enjvqdVqeh7JTlgSiQSJRAIjIyOw2+0pj3crCIfDsNvtvGw3wzAQiUSYnJzkLWAikQgqKyshkUh4iharwTAM9u/fj/n5eUxMTPA40O8WOI5DMBhEYWEhvU89Hg96e3vR1dUFp9O5pf2Rffzt3/4t9u3bx+ueziCDDDLIIAOCTOZ2i4hGo1hcXMTk5CQaGho23bEdDofxxBNPpFUbWI1QKISFhQV4PB7o9Xoa5AgEAqoWsJlAmWVZiEQiiMXiDbVB5XI5hELhmoCQBLgbyTcNDw+jra0NBw4coBlewtlVKpWYmJjgNQ1kZ2dDJBJBq9WmPRe5XI5Dhw6tCYBzcnLgdDqpxTFBJBJBRUUFwuEwT2khGUTua2FhAdFolLfvYDCI+fl5BAIBtLS00MxtLBbD0tLSGtOHXwfEmWxmZoY3BpFIBDKZDMFgkL6uUCgQiURQWFjIy+iuB51Ohz/8wz+k/34vOGaRSARzc3NUq1en01FTjK1UMYAVlRCNRoPc3Nx17YozyCCDDDLIAMgEt1uGSCRCLBZDdXX1liRE9u/fD7FYTAWrNwOBQACXywWRSMTL3hFObCwW25RDFikPq9XqtKVghmGg0Whw4MAB3rkRWSqiYZgOwWAQTz31FLXvBVYC49LSUjQ0NGBoaIgXZMViMYTDYVit1pT8UQCUl3vt2jWIRCLqZubz+dDf3w+ZTMYLTmOxGJxOJ5xOZ8rGI6FQiOLiYty6dQtKpXINZUMsFvOa14CVa0K0bh8U53ZychLhcHgNHzoWi8FsNvMqBAzDoKCgAHq9fo1E2Gp0dHRgfn4eKpVqTWfxu4VkjVtgJXPr9XrBsiwNzjcLsViMQ4cOQSwWQywWP7DxzyCDDDLI4HcLmV+HLSIajdIsI/HB3gz6+vo2ZfqQjJKSEvzn//yf12Qdw+Ew3nrrLRQWFm6qOU0kEoHjOExNTVEpq/WQSCQQDAbh9Xqp2gDB4uIi+vv7N5RPkUqlGB8fXxMoWiwWOJ1Oyr0FVgK15eVl2O32Da2M/X4/lRMrKiriHfNqCS1gxZyBnGu6IMhms6GwsBDxeBwej4dSEBQKBSorKxGPx3nnEo/HIZfLqZTZg0B2djbi8fgaiolcLkd1dTUqKyt5jWaBQAAulws+ny9tNtbn88Hr9VK+8nshBdbY2Ijm5ma6wFCpVHC5XCgqKtqyTm0kEsF3v/tdJBIJBAIBGI3GlPzvDN6/IIup5Hlz9SILwAPVqt7M8ZBjeqe+c/U5ksreg/4+juPAsiwEAgH9f0Z54L0Bx3FIJBJrkjAZZILbLYNhGOj1eojF4i15Um/fvh39/f0oKiradKBBtpmZmUFBQQEtw8bjcajValoe3wjRaJQGtumakIhhQSwW4+mnkgCytLQULpdrjVVsMgwGA+x2Oy8jxzAM7HY7lpaWaPmfaNTq9XokEokNg5RQKEQloKRSKR2bkpISKJVKzM/P88bUarUiPz8fTqeTPvzrQaFQwGw2QyKR8LLjgUAAsViMCocTBzWJRAKZTAaWZR9YWXxmZgYej4fXVEdoIPF4HGazmTeecrkcYrF4w8US4WaXl5e/ZxMf4WgvLS1Bo9HA6/VCqVRienoaOTk5W1ZLaGhooE12GU/4DFYjkUjg4sWLUCgUOHz4MH2d4zi8/vrr8Pl80Gq1mJubw6c//WneXEK2S9aUXv3cbPT+epibm8Pw8DDi8Tjy8vKwc+fOlJ+939fJe7du3cLS0hIsFgtOnTqF6urqTTeTbuZ8GIbB7Ows3nrrLXz0ox/FT37yE5w8eZJnEb56P/czZqnOj7y2VWxmXNf7O5WWerrzeBCJhFRjmPw6wzC4desWgsEgEokETp06taXj2cxxbvae+E1EJrjdIohDVSAQQHZ29qaF5IeHh1FUVESdwjaD2dlZtLW1wev14mMf+xgNpnJzc5GXlweNRrMptQRibbhRppHQEiwWCwKBAP3s8vIy9Ho9VYpIh3A4jKKiIl6Jnag0xGIxFBQU8B4GUqZOJBKoqalJ+6CIxWI0NzfzAqLR0VH09/fD6/WipaWFZml1Oh3efvvtDaXASIOWVCrl0RcUCgUKCgoQCoV4CwLCxbXZbKirq9u0S1065OTkoLS0lPcDQVQrOI5bY9RgNpsRDAbTXguO47B9+3aMjY2ldX57pzE1NYVAIIDFxUUUFBSA4zjk5eWhrq6Ocm83C4FAgOrqaiiVSrAsm5ECy2ANGIaB0WjEwsLCmtdlMhkKCgpQXV2N559/Hm63G/fu3YNAIEBWVhYmJychFotx5MgR3L17FyzLoqamBtevX4darcbevXsxODgIAGhqakJfXx+AFe5+f38/TCYTAoEAKioq0NfXh0984hOQSCQ4d+4cPvnJT0KhUGB5eRmXL19GPB5HcXExurq6kJ+fT3sdiDqORqPBvXv3EAqFcODAAUxNTUEgECAnJweDg4PQ6XQoLS2FxWJBbm4uNTsgnHaPxwOlUol/+7d/w/79+zEyMgKNRoPZ2VnU1NTAYrFAp9NhdHQUFRUVcDgc0Ov1EAqFtD9jdHQUZ8+eRUdHBz2OiooK6HQ6sCyLubk5DA4O4vTp0/j+97+P/Px8lJeXY3Z2FgzDwGQyobu7GwqFAq2trejt7V0zplVVVZiZmUE0GkVNTQ16e3vR0NCA+fl51NTUYH5+HgaDgerKcxyHwcFBTE5Owu/3o6GhAffu3UN9fT0sFgsMBgOCwSAWFxeh0+nQ1NSEsbExxONxVFRU4ObNm6ivr6cykS6XC3q9ni6WWZZFY2MjJiYmoFAocODAAbAsi5deegk6nY7a/i4tLdEkBwn4jx07Ri3UtVothoaGqNkPSerk5uYiEolQtSCbzQahUIjCwkL09fVBqVSisbER8/PzEAgEUKvVmJ+fh1AoxP79+zEwMACWZXHq1CmIRCLU1dVBJBLh3/7t33Dy5ElwHLfusRqNRtjtdoyNjaG2thZCoRChUAh5eXno6emBTqdDRUUFZmdnAQA1NTW4du0aDAYDKisr0dnZiW3btmFubg5ZWVkQi8UYGxvDk08++cD03h80MqmPLYLY0YpEIhiNxg235zgO8XgcKpUKN2/e3JIjU2FhIU6ePIkdO3bwsoTLy8tQKBRwu90IBoMb7kcoFMJgMEAoFKbN3LIsC5VKhUcffRQul4u+Pjw8jPb2dgQCAVgslrTftby8jMHBQXi9Xt7rbrcbXq8Xs7OzvJWwWq2GVqtFbW1t2pWwyWTCo48+itzcXJptYVkWpaWl+OhHP4rjx49TuTMAtBM/HecWWMnEhkIhjI6O0oAeWMmO22w2zM7O8l4nmcjGxsYH9lCHw2F0dHTg5s2bvNej0SgcDgcmJyd5YxMOh9eoQ6yHmZkZqFQqjI+PvydSYMDK88IwDA1k1Wo1tm3bhtLS0i1nvmOxGP7hH/4BX/nKV/Dv//7vvOuSQQbAygKILPiTy/TrzS1tbW1wuVxYWFigsoA6nQ4XLlxAb28vgsEgnE4n5ufnMT4+jrfffhvLy8tYXFzEm2++ieLiYuzfv5/Oz4cOHQLLspienobb7ab3dyQSoTxxiUSC4eFhNDc3o62tDU6nE11dXaivr0d7eztaW1tx/fp1yGQyVFVVIZFI4NatW6itraXqONPT0xgZGaG25WTeYBgG0WiULubFYjGUSiVef/11jI2NQavVwuv1Ynx8HIlEAq2trRCJRDh48CDi8Th27tyJwcFBRKNRTE9PY2FhgRqwEO4+GceJiQksLy+jrq6OVrVOnz6N4eFhlJaWwuFwwO/3QyKRoLi4GC+//PK6Y8pxHObn5zE2NoasrCwIhULMzs7SnolIJIL29nZ6PRmGgUKhwOzsLMbHx5GdnY2lpSWMjo4iHo+jubkZ9+7dw+3btxEIBKBQKHDjxg3E43FYLBaYzWaMjIwgEong9ddfB8MwGB0dBQAa9E9PTyMUCqG9vR09PT00uG9ra0NTUxOuX7+OPXv2oKurC7FYDMPDw5iZmcHi4iJYlsXRo0fR3NwMjUaD1tZWqFQqmEwmauM+MTEBlmVRXFyMjo4OqNVqNDc3o6CgAM3Nzejr60NVVRXMZjP8fj/0ej0UCgW6u7vh9Xpx7949OvepVCp0dnbi1KlTNGAmx7p9+3a4XC6Ew2HcunWLXu/m5ma8+eabYBgGU1NTYFkWx48fh8fjoZXJ2dlZxONxtLS04O7du/B4PJiYmEA0GoVYLObdH7+pyAS3W0Q4HAbLsohEImsCuFS4evUquru7IRKJNgwOk2G32/Haa69hbGyMF5zk5uYiKysLGo1mUzdXcjCezoRBKBRi27Zta3Rhjx07BoPBQCeLdCCr+tXZUpFIBJlMxuvuZxgGLS0tOH78OI9Huxosy+LKlSsYGhqikxjByMgIXnzxRfT09GBmZgbArybBUCi0oTpFJBKBUCiE0Wik50a4cRqNBgqFglf+9vl89MfT7Xan3fdm4fF4qBZxMrKzs2k2PRnkWNOVHOPxOKqrq2E0GmEymd6T0hHLspiZmcHw8DBdLAkEAiwvL2NhYWHLATfDMNi1axf27duHPXv2bErnN4P3F0ilieiA37hxg1ZAPB4PrRQFAgGUlpZCq9WivLwcCoUCMzMzsFgsaG5uhslkQn5+PtRqNdRqNUwmEwoLC6HX61FWVobt27djZmYGvb29EAgElMbkdruh1WohEokQjUbBMAyOHj2KW7du4dq1azCbzTSrRyo1FRUVePPNN1FYWIje3l4UFxdjamoKcrkcgUAAZWVlGBsbo5WK/Px8qFQqTE1NQa1WIxqNIpFIIBwOo6urC7Ozs3A6nZiengbLssjLy0NeXh4cDgecTidMJhOda0iQFIvF0NvbC61Wi3A4DJFIBL1eD4fDAaVSCYPBQJuEidPm7t27qUkL0R6vqanB9PQ0OI5DVlYW5ufnMTk5iV27dq07piRALykpgd/vxzPPPIPi4mKEQiHMzc1BpVIhHo9jcHCQyksSt0xSCZVIJKiurkYwGMTrr7+O8vJyVFZWwuFwYGFhAZWVlcjJyUFOTg5kMhmqq6sRjUbR2NhIs8eJRAKDg4PUFpz8/lVWVmLv3r2IRqNobm7GuXPnUFxcjP7+fhiNRsRiMVRUVECr1UKr1cLv96OrqwssyyIQCNB7gCRPKioqKLUxEAigvr4ePT09sNlsCAaDCIfD2LZtGyYmJqiK0NTUFJaXlyGVShGLxSCXy+m1uHHjBu7du4fu7m7E43FapSXHOjExQe+ReDyOQCAAiUSC+vp6aLVaFBcX0+MsKyuD0+mEw+FAUVERbDYb+vr6UFRUBLfbjcLCQkSjUbjdbnp/bCa59l6B4d6rlM5vKSKRCHp6ejA5OYkzZ87wNFDXA3Enu3r1KgoLC+F0OnHkyJFNBRsWiwUjIyMwm8148skneYFs8mXbaF9+vx+vvfYa3G43Hn300TVlboJEIoEXX3wR8XgcBQUFOHHiBDiOQ19fH0wmE+7cuYO8vDy0tLSkPNfu7m5aFkumGVy4cAEulwtisRhPPfUUff3mzZs0E01Wn+vtt6urCy6XCw6HA0888QQvO0OCXZIltFqtSCQSsFqtmJubw9mzZ1M2lTkcDrz88ssAgKeeego6nQ7hcBhvvPEGBAIBgsEgDh8+TDnBDocD/+///T/IZDJ88IMf3FImPtWYdXZ2QiQSIR6PU+92juNw8+ZNSKVSanYBrASMV69ehcvlQn5+PlpbW9cds7fffhsvvvgiRCIRSktL8dWvfvVdD3A5jsPk5CRYloVCoUBhYSGCwSCmp6fhdDpx6NChLR0Ty7L44Q9/CLfbDYPBgKeeempTtJwM3j/gOI66GapUKoRCIbpoDQQCdKEfCoWgUqng8/kgFosxNDSE8fFxPPLII9BoNAgGg4jH41AoFAgEAhCJRFAoFPD5fPRvr9cLsVgMmUwGv98PuVyOcDgMoVBIq3UCgYAGZCzLQqvVIhqNIhgMQqPR0H2TRlWfzwe1Wo1gMAiFQoFQKASlUgmv10vlH8PhMP07EAjQDK3H48H09DQqKiqQSCQwOjqKhoYGyOVyWtVKJBIQi8VIJBJQKBT0uH/wgx/g4MGDqKysRCKRAAC6LWmelUgkkEqliEQiCIfDUKlU9PtjsRjN7JIM4NzcHNra2ui8ut6YEvUhAHQsI5EIotEopFIp/H4/VRnatm0bPRfyGbKIIOfEcRyEQiGVfyRJlnA4DLVaTY+X0Jo8Hg/UajV+8YtfoKSkBM3NzZBIJPTakuSG3++HUChELBaj94FKpaLHkUgk6LGxLAu1Wk0z15cvX4ZAIMDBgwfhdDrR39+P48eP85qSJRIJYrEYRCIRpFIpDbC7u7uxsLCAhx56CGq1mgaWMpkMEokEwWAQkUgEIpGINrcnHyupTIrFYrpYUqlUSCQS8Pv9UKvV9BkRCoU0aA6FQvjxj3+Mj3/848jKykIwGIRIJOLJapJ76DdVteY386h+gxGNRjE2NoZoNAqv17thcEu4Xi0tLRgbG6PcqM2ASHCt1mCNRqO4dOkSFhcXsW/fPtTV1aUNEgQCAQoLCxEKhdLeiAKBACdPnsTs7CzvvNRqNV566SXk5uZuqE1qNpsxOTkJg8HAU2UgD/96xzkzM4Nt27al3CfLsvB6vYhGo8jKyqLn4PP56OQXDoeRn59PqRcdHR0YHx/H3r17044Nye4yDMMLkqurq2G1WpGbm8vLFOt0Onz2s5+lgfSDACktnjlzhvf67OwsHA4HGhoa6GvknvD5fGnvvcbGRkxNTUGv11ODjPciuCVVB5VKRRcIBQUFPH7xViAQCHD9+nXU1tampZtk8P4EwzA8BZvkhEDy6yTrT7iJtbW1qKqqgkajAcMwvM8l8+qTF7PJf5PqynqVsdXVF6lUSjODq6sy5Jkm+yb7S+4zSOaaJ1fYdDod1RDnOI5y7RmGSTnva7VasCyLD33oQ1AqlSl57Ku/c/XxJy8yyXgVFxfjySefhE6nSzumq78zef9ZWVngOI4u7snvafJnNrPAJdusTkZkZ2eD4zicOXMGEomELoRWz62rzYvI+6urR8nXX61Wg+M4HDhwAAKBgLp2Hjx4kC5O0l1LjuPQ2NiI+vp6el+uPi6FQrGmmrr6WJPHh5y/UCik+1p9zOS8PvnJTyIrK4tWMX/bkAlutwjib79Z+1Ng5YEkpaGtgGVZXLx4kefqBQALCwuoqanBsWPH0N3dTVdoqcBxHOx2OxQKRVqd2kQigc7OTshkMjoZMgyDsrIyfOYzn6FWtunAcRxu377N61QGVh4WkrVI3pZhmA3NLQQCAUpLS3Hnzh3eZODxePDGG2/Q8shHPvIRCIVCaLVanDlzBrt3796Qb5qfn4/Pfe5zPOkggUCAoqIizM3NYXl5mQbeHMdhdnYWer0eOp2OrmJ/3a59t9sNgUCwxvFMoVCsO+bj4+OwWq3QaDQpFwUGgwF79uzBd7/7XTz55JPvCS2BlGSlUim97+RyOaRS6X1J14RCIWi1Wnzve9/D+Pg4zGYzqqur34lDz+B9hNUB8W8rkp+nrTxbAoHgHWkKWi/wuh+803MXoQm8U/tODqi3wlFlGCatI+g7ieQFxm8rMsHtFiEQCCi/Jh1/9UEgHo/j+PHjtNxCIJPJYLVaIRAI4HA4NvXwq9VqLC8vpw3EyHsLCwtrpLkYhqGvEW3D9cAwDPbt27fmoSwoKMD4+PiaJrxQKISuri4YjUZUV1evey4kq0omBjIWhYWFOHjwILq7u+lKOPkzBoNhQ6MNhllxBhOLxZT3G4lE0NXVRSklwWCQZhqEQiEuXbqEvLw8OJ1OHD58+NeeGHNzc1FWVrZm4WEymVBdXb0mQ5nMhUuHxcVF2O12LC4u/lrHd7/gOA7Xrl2jbm5HjhwBy7K4ffs2wuEw9u/fvyVagVgsxvDwMPr7+xEIBPDlL3/5HTz6DH5bkazzutVtNvPZ5O3u53s2+my693/d415v/+st/u9n7O7nWFJ9biu0uwf5vatfu5/9bfT59c5z9d9b2fdmr8dm9v27hExwu0UQWStSIn8nwTAMlRZJLvFrtVra6XvkyJENOS8cxyEYDEKtVlM+VSooFAoYjUZehjSRSOAXv/gFWJYFx3HYtWtXyoyZTqdDTk4Oj2jOcRz8fj/sdjt1EiMPWTQahc1mQ25ubtoHTyqVwmQyQavVUh7V4uIitFotGhsbMTo6Sh/ieDyOS5cuoaamBlqtFqFQCIWFhevuf2lpCVNTU0gkEtTBjdBIiPNZ8iJGoVDQ8h3HcQ+kNL64uAiz2Yympibe6xaLBRaLZQ2VRavV4uDBgxs2ZCmVSpw+fZqnLfxugmEYbN++HTk5OVST1+l0oqCggMoipdNMXg2xWIzPfOYzuH37NioqKjYtw5fB+wexWAzd3d1gWRYmkwn9/f1gmBUzF9LtvXv3bszMzIDjODQ0NODOnTsIh8Ooqqqiutg7duyARCLB0NAQFhYWaDMS0cQ2mUywWCwoLy+H3W6H3W5Hfn4+HA4HcnJysLCwgB07dmBkZAQymQxZWVkYGhqCXq9HYWEh5ubmUFhYiNLSUgQCAdy8eRN6vR5arRaxWAwulwuVlZUYHBxEYWEhLBYLneckEglVc8nLy6PULIPBgOXlZVRWVmJubg6JRAIqlQrBYBBSqRQWiwVGoxG5ubkwm80wmUyYm5ujCRudToeZmRkUFxejuLiYzhcWiwUTExOQSqXIysqC3+9HMBhEc3MzlEolXC4XOjs7EY1GsWfPHkxNTQFYoUZ1dnYiGAyisLAQHo8HMpkMsVgMsViMWqcTNZVgMAi3243a2lqYzWbaVzA5OQmO45CdnY1EIoG9e/dSVYAbN25AKpWiqakJExMTSCQSaGhowN27dxEOh5GTkwO/34+SkhLqWEloEi6XC01NTZicnIRCoYBMJuPpby8uLqKsrAwFBQVwuVzo7u6GXq+nTWdkHMvKyrC8vIxAIEBpcyqVChaLBSUlJZicnER+fj4WFhbQ0tKC4eFhqFQqiMVi2Gw2CAQCNDU1YWBgAAqFgs737e3tKCkpoc23Wq0Wi4uLaG5uxtjYGJRKJZVPI/zX+fl5amCkUCjo2M/Pz6+5rr/ryKglbBFyuRy1tbXYvn37Oy4iH4/HEQwGEQqFeIGMxWLBtm3beNSBdOA4DnNzc3A4HBva5zqdTjqhEwgEAuzfv59mV9MFVZFIBD/5yU/W6PmqVCrk5eXxuKrRaBQulwsHDhzYUC+WNBoQ+RUAtOv4+vXrKCkpoddDJBKhoKAAPp8PS0tL6OnpSXnMSqUSpaWlyM3N5Y2nUChEMBiknaQEc3NzlLaRm5v7QLRWSVOcz+fjvU5MHFarcszPz+Ott95aQ2NYDY1Gg5ycnA31g98psCyL+fl5DA0NYWhoCMCvHMoCgcCWS25Ew/Thhx9GbW3tO3HIGfyWY2RkBIuLi/B4PFTiSSqVQqlUIpFIYG5uDpOTk7h16xb6+vowPz+PQCBAG3NsNhs6OzsxPT0NYKWyRHoWotEo1Go1ZmZm4HK54HK5cOHCBTidTnR3d+P69euYmJjAwMAAuru7cevWLYjFYvT398NiscDj8aC0tBQvv/wyqqqqcO7cOWqQ09HRgf7+fuh0Oly+fBkFBQW4cOEC+vr6MDQ0hOHhYVy8eBE5OTnQ6XQoLCzE7OwsioqKMDQ0hLKyMpw/fx4+nw/j4+OIx+NYXFzEhQsXUFBQQAPq/Px8nDt3DtXV1Th37hzGx8eRn59Pezg8Hg9effVV3pgKBAK0tbWho6ODJiNGRkbQ29sLALRBa25uDuPj47DZbHA4HBgeHobf70cikUAikYDBYMD58+fxyiuvUEt5sl+Px4MrV64gLy8PP/nJT3Djxg2q4UqkH6VSKW7duoWJiQlwHAeJRIKuri7cvHkTV69eRVtbGwYHBzE7O0u16OVyOfr7+6mN+cTEBILBIO2daWtrw+zsLK5cuUJ/H/Pz8/HKK6+gqqoKL730Ev2ugYEBtLW10TEeHBxEb28vCgoKMDs7i9deew0dHR0oKCjAj3/8Y4RCIVy8eBEjIyMYGhpCX18f3n77bZjNZrz99tuw2WxwuVyw2Wzo6emh95Pf76eybmNjY4hEIvD7/Zifn6eBrMvlwvnz53Hjxg0EAgEUFhbSRZXJZILZbMaFCxeQn58Pn88Hj8eDV1555d19GN9jZILbLYJhGN5/G4GUtu8HMpkM9fX1qKur40lrGY1GjI6OIhgMbqqsSzi/xHEr3bEajcY1pXbCSSoqKsLo6GhK8X2O4xCJRPCpT32KF7gwDAOv10t/QAgID9dut2N4eDjtOdhsNszPzyORSNBxVyqVOHr0KA4dOoSpqSk6zoRj3NXVhe7u7rRBoEajQWVlJZqbm3m8O5ZlMTs7i+npad4ipry8HG63Gzdu3EBxcfED4ZSdOXMGX/rSl3D8+HHe64899hi++MUv4tixY7zXiZ5huvuPYRgMDAzgl7/85Rr93HcLAoEAEokENpuNjq3P58Po6CiWlpbSVj5Yll2zqOM4Dq+88gqeffZZ/M//+T831PnN4P0H0rEeCoXogpV0jJMgViQSQaPRoK6uDhKJBEKhECzLwmazYXJyEllZWXRBSRbS2dnZ1KkwGo3izp07MBqNCAQCiEQiKCoqQiQSoeYMQqGQqh8Qbj7LssjNzaULPEKlisfjEIvFCAaDmJmZgVAohMfjgUKhAMMwKC4uBsdxVDWBNJPG43FKu3I6nZBKpWhtbaVVKxKotbe3Q6fTIR6PIysrCwqFAi6Xi+7f5XJBIBDg3r17yM7ORjgcpo6SZAz0ej2MRiO8Xi/6+vqQm5sLj8dD59pAIEAVEMLhMMLhME9nOBAIoL29HYWFhSgsLMSdO3fg8XiQnZ0Ng8FA5SM9Hg90Oh0EAgE9J4lEQoNcmUyGa9euUfkzkUiEsrIy+P1+qpcul8vhcrlo539lZSXGxsaQnZ1NdXYdDgcNfjUaDVpaWqiyRV5eHt0HaQKLx+OYn5+HyWRCLBajOrUCgQBmsxmLi4u06kcWKUajEXV1deA4jmZM1Wo1NBoNzXr7fD4Eg0EsLS0hEAhAJpMhFAqBYRjs3r0bV65cQU1NDQ4fPky1csfHxxEOhyGRSGgG2+Vy0XuC9IMUFBSgvb0dt27dotd1o8rt7xIytIR3AfPz86iqqtry50i3OenoJCCBnlgsxv79+zfk/hKNW/LwbfR9crkcZWVl9PV4PI7z589DLpdj+/btKTNufX192L59OyYnJ9fo3ymVSsTjcV7XJZkciaVuOiQSCeTl5a3Rzx0fH8fi4iKCwSAuXLiAp556ikruPPnkk1SeJ1UgGI/HcefOHSwvL6OmpoanPNHY2Aij0cjT5VUoFHA6naioqEBOTs6vnRElGQkiCxMIBCiX1mazwWg0rqE+VFdXQyqV8q7RelCr1VAoFO9Ys8RGIJqLLMvC4/EAWOEsKxSKtBJq5D587bXX8Nxzz9GsPglQvvWtb2FsbAxzc3P39Vxl8LuL8vJyCIVCcByHkpIS6HQ6CIVCTE5OoqysDEajEXK5HEeOHKEqHjt27KDSW8RFj9yfpaWllI5VXFyMrKwsHD16FBqNBk6nE2fPnqWSTEePHqX20g8//DAtKVdXV0Mul1Pq1Yc+9CEsLCzgIx/5CG1I/eAHP0id95566im4XC48/PDDWFhYgEajwalTp2iTK3ESO3v2LBKJBFiWRTgcxkc+8hGEw2Hs27cPBoMB+/bto7JWLMvizJkzEIlEeOaZZ2A2m/HhD38YP//5zxEKhfDMM89ALBZjeXkZjz/+OMbHx1FcXAxgZR45efIklUDLzc2lkljASjWrtLQUBoMBSqWS2gtrtVoUFhbSYFCv11MZqkgkAplMRhfuZFuXy4Wnn36amv6Q4J3YnR85cgQ6nY5KZz3yyCMQi8UwmUxYXl6mer8lJSVQq9VYWFhAVlYWiouLIRKJ8NBDD9F7RS6X0+urUCjofgQCAZ555hksLS3h6aefBrDyG/rcc8/RBUFRURFUKhXOnDkDsViMD3zgA4hEIlR+bvv27VheXkZJSQmysrKgVqtx9uxZFBcXU/1ei8UClmXR2tqK4uJiTE5Oorm5GXK5nFL59u7dS102q6ur8dRTT1GaQWNjI3Jzc+FwOKhJyOnTpyESibB371567bOysuB0OvHEE0+8Z2Y+7wUywe27gPu9oYj2ocPh4AU4DMNAp9PBYDBsKrhKJBIwm81wu91pJbcArGvAwDArhgg2mw3btm1L+Z2lpaW4ceMGotEo6uvree9Fo1Hk5+fzaBETExOYmpqC0+mk9oKpIJFI8PbbbyM/Px87d+7kvW6z2ZCdnU1LjyKRCCaTia720wXOS0tLEIlEaG1txeDgIMrKyqjmXyKRwMDAAI8LS7IBIyMjaG5uXtN4t1WQQI585/j4OI4cOQIANJMUjUZx4sQJuj3hy5ESVKqmlPr6evT19WHv3r2/1jHeL4h0zfj4OA4ePEhf83g8sNlsaT8bjUZ5OpIAqHA4+ZHPmDhksBoCgYC36COa3kajkVZg1pvjCHJzc3n/Tq5SVVRUAPiVLNfqbZNfI3zw5MUXUSRQq9U8Wo1MJltDsyH7Ib0W5DiSey+I4c6RI0dQVlYGtVqNsbEx7N+/HwKBYI3cHpn75XI5tFot5a/m5+fTYyOJlIqKCjpeOp0uLW2MSF0B6cd2MyDnnawulMytT5ailEgkqKuro/8m/P1EIkF/p3w+H7XyFYlEPFlF8tn16IV6vZ6XFFCpVOv+dqazECeVKTJ2ydeQ9Gvo9Xpq7JD8m0my3a2trfT4pFIpvU+St02+NuQYV6t/bFWp6XcBmeD2NxhFRUU4ceIE2traeAEMKXlotdpNy3WQkkY6njDLspDL5dQPm0AgEFDXnHSTnE6nw6OPPopgMAir1cp7z+12Y2xsjPeD0NLSAr/fT0vQ6UAyfqu1colXuVgsRn19PZ1Yyfds1Cmak5OD/v5+DA0Noaqqima2ibbf6jFjGIYqKzwoHmtJSQkmJiYwPT3Ny2yTwDY5y0kyvXfu3KE6lqkwMDCAkpIS9PT0oKmp6T3h3RJXIbvdjpKSEgCgzTnpQJo27ty5gzNnzkAoFEIsFuPw4cMQCoVobm7+tQ00Mnj/IDng+nWCr980iMViXsNpcvC7EYRCIS/YIyA9B1vZz3p/v1dIPgaNRrMm0ULwTvfMpAPJ/qZ7P1OV+vWQ4dxuAZFIhJZXt4L7zdx6PB7qPZ38ILpcLhQWFm4qKCQg/Kx0nBuv1wuNRgOXy8ULHOLxOAQCAYxGI+bn51N+nlgTy2SyNStFjUYDoVC4JmiuqqpCf3//hl3z0WgUjz322BrlAMJRGhoa4vFxiRd8e3s7bty4kfIauN1umEwmmgEm4yMUCjE1NYWlpSXeCp5w6TbiL28FIyMjqKqqwu7du2kACIBSClYHcaQTenZ2dkM+8VtvvUVdht4LyOVyFBYWUgk4juMwPj6e1ro6Fovh4sWLKC0txcjICGZnZ+l7IpEIZrMZIpHoPf1xyiCD3xZwHAe32w2bzUbd0iwWC++3IBwOU9vcB41EIoGlpSX6/cFgEBaLhTbLLiwsUAc1wvXNGLRk8Osik7ndAqLRKCWuvxuIRCK0EzU5ONHr9bhz5w70ev2mGprEYjFmZ2cRj8fTdqgTIr/L5eIF8aQcTJo0UuHWrVsYGBiARqOBVqvF448/Tt/Lzs5GVVXVGrHwmZkZPPLII5ibm0NtbW3KIIxlWVy+fBlSqZSXnSATZE5ODk8STS6XY3l5Gbm5uTze7GoIBALMz89T1xvS3OH3+5GdnU2thElGlWEY2pjwoCbg/v5+GmS73W4a6EulUszOzq5xhTMajRgfH0cikYDH41nXNS4SiWBpaQlf+MIXNszux+NxTE9PQ6vVPhAeMQFpMJTL5bBYLCgqKoJAIMDhw4c3rCA0NTXhyJEjGB4eplQWlmXxne98B3fv3oXBYMBf//Vfv+NyfBn8doEkIAh1y+v1QiqV0mc12T40Ho9T7ibhvhJDnFgsBq1WC5fLBblcDplMRhucyD6IfKDb7YZKpUI8HkcoFKLWqD6fD3q9njZZBYNB6koVj8cRi8WgVqup1Svh9pJjICoqarUaIpEITqcTWq2WBqjACleVVL90Oh21s3W5XFCpVJDL5fB6vXjttdegUqlQVVWFjo4ObNu2DSMjI5Tz6nK58NJLL+HZZ59FVlYWnf9lMhl8Ph9kMhkEAgHl0Ot0OrhcLkgkEtogl0gkaL8AkR9Tq9Ww2+0YGxvDzMwMDh06hPb2dhQXF9MmYp1Ohxs3bqClpQULCwtUckwsFsPlctExIGOm1Wrhdrup/FUsFgPHcWvMjjJ4fyMT3L4LuN8HjuM4WCyWNSXcUCiEoqIixONx6iudDsSr2263w+PxpAzOifua2+3mBc0sy+LevXuwWq1Qq9UpeaYHDhxAJBKhnunJ5+FwODA+Po5oNIrGxkY6JgaDAW1tbRtaCEskEshksjXqELFYDPPz8zAYDLysQzAYhMFgQE9PD7UwTEVLaGpqwvz8PMrKyugPTygUQjgcpjxjAmJbGIvF0rqqbQV1dXUoKipCb28vduzYQV9nWRYGg2FNdr64uBilpaUQiUS06WM1pFIpFAoFRkdHEY/H0dzcnHJ8JycnsbCwgHA4jJMnTz4wZxrSHby4uMg7TqvVCpZl0djYuO7nJBIJcnNzqTUyKd+Fw2E0NjbiS1/6EpUcygS3GSTDYrHgwoULVAbP5/PBbrejtrYW3d3dqKqqoj0Ek5OTOH36NNrb2wEADQ0N6O3txYEDB3Dr1i3U19fD4/FgaWkJpaWlEIvFiEajWF5eBrDyHAaDQahUKkxOTqKwsBBWqxWlpaWYmJhAZWUlPB4PHn74YTgcDvzoRz9CSUkJduzYgZs3byIrKws5OTm4evUqmpub4fF4YDQacfPmTRw8eBB37tzB7t27MTk5CZ1Oh7y8PExOTuLw4cNoa2uD2WzGoUOHaFPtl770JSiVSrz66qsoKChANBrFoUOHYDaboVQqUV5ejoGBAer09+abb+LYsWOYnp7GzZs34fP5cP78eZSWlmJ6ehrxeBwNDQ24cuUKxGIxDhw4gM7OTmi1WjQ0NGBpaQmzs7P48Ic/jAsXLiAUCqG+vh737t2DRqNBQUEBjh8/DqPRCIPBQBuoXC4XHnvsMfzoRz/C5z//eczMzECpVOLWrVuQSqUQi8WUk/rLX/6SNm9NTEwgKyuLyp+Fw2FUV1cjFAphYWEBJ0+eTFvqz+D9hUxd7zcYiUQCVVVVVKomGW63G3Nzcxvq1gIrq+8nn3wSn//859M6dnEch4WFBYhEIrjdbvo64Z+qVKq0No1E+3V6enoNX4h0IifbrjIMg7m5OUQiEV7peT0YDAaUl5ejurqaF8wLBALa6LH6+4qKivD444+nNHAg0Ov1aG5uRl5eHpV9aWtrw9zcHAKBAM1ikAmXLBYeVAlvx44dyMnJwcmTJ3nje/ToUUgkkjWSV1VVVaisrERJSUlKjhvR7HQ4HFCpVGnPX6FQwGKx0AzWgwLHcZienkZdXR0N0InpRjpuYDQaxb/8y7/gc5/7HL797W/DbDYDWAnYe3t78bnPfQ7f+9733hHL0Ax+u1FaWorKykq0tLTA6/WC4zgUFhairq4Ofr8fubm50Gg08Pl8lKq1tLQEgUAAvV6P1tZWTExMQCgUUhlAYiRQVVWFnTt3QiaTUdUC0qzk9XohkUhQVlaGHTt2wOVyoa6uDjMzMwBWnjGPx0OzrKQzn8ht+Xw+qFQqHDhwAAaDAQcOHIBGo0FDQwMcDgempqZQV1dHnSmrqqqg1WpRUVEBs9kMjuOosczc3Bzq6+sp15RkN4mpwYkTJ+B0OmmSgpg75OXlIScnB11dXQiFQtRshSgyiEQi5OXlwWQyobe3F8vLyzQJYDAYUFRURKs/RBEAWJkHbt26hfLycmg0GggEAoTDYcjlcthsNgwPD2PHjh2QyWRoaGiAz+eDw+GAQCCAWq1Gc3MzcnNzqXnGwsICbSwFVhbnDMPA6XSukQ/M4P2LTOZ2C9istu2DQlZWFqxWK7RaLS9jqVAoIBKJUFJSsimdW4FAQLvx0x2/QCDA8ePHEQ6HMTc3x3uPlN82sny1Wq1QKpXU6QZYGbe6ujpUVVXxTByAlcA7Go1umH222WxgGAZWqxXxeJwGdSzLUr1Cv99P3Wei0Sjy8vKg1+tTunMRLtjVq1chEAhw+vRp6HQ6SKVSnDlzBufPnwcA2pUfiUTQ3t4OkUhES5oPAteuXUMikYBGo8Hu3bvp652dnbBYLGuaPt544w34/X6YTCYcOHBg3X1KpVIUFhbi/PnzeOyxx9J+v16vx+nTpzEyMvJAuW7EGcrv99PqA8uylPJB5IDWw2OPPQafzwedTsfjNp85cwa7d++GRqN5x+2vM/jtBCmfHz58GF1dXVCpVJidncXRo0cxMjKC3NxclJeXU559dXU1cnNzEY1GsXPnTuTn56OjowN79uzB8PAwNBoNGhsbMTg4SKlgx44dQ19fHw4cOICenh60tLRQKoFcLseePXtw9+5dnDp1CgAQCATQ3NwMoVCIUChEg+rm5mbqoOV2uxEMBqFUKhGJRBCLxdDR0YHW1lZkZWXhzp072L9/P2ZnZ1FQUAClUomJiQkcO3YMExMTCIVCUKlUOHnyJG7duoXCwkJkZWXBZDJhcnISTqcTra2tuH37NpWNYhgGTU1NuHLlCmZmZpCfn4+PfvSjuHfvHs2iFhUVQafTQSaTYXZ2FgzD4PDhw+js7IREIsHExASlR3g8HiiVShw4cIDOJR6PB729vVAqlcjJycHu3btx7949nDx5Ep2dnbDZbOjt7cXx48dx7949akhA5L8ikQiVylpaWkJRURGuX79OJcGys7MhEokQjUZx+/ZtHDhwIDM3ZACGyyxzNg3y8G5F/ok00KSyq02HqakpxONxOJ1O1NTU0MamqakpLCwsIBQKYf/+/Rs6PXm9Xrz44ovw+Xx44okn1kjEJB/r3bt3MTIygqNHj9LgNBaL4e7du6iqqsLc3BxPimv15y9evAibzUYteklQOTs7i1gshkQiwXudCH4TncFUwff8/DwuXbqErKwsPPLIIzQYnpiYQFtbGwwGAzQaDQ4ePEjFuIH0lBCXy4Uf/vCHkMvliEajUCgU+NCHPgS1Wo1gMIif//znKC8vR1NTEzQaDWKxGHp7e+HxeCCRSFBaWvprl8E4jsP169cxPT2NhoYG7Nq1i75++/ZtqoHb3NxMX7916xbGx8fR1NREX19vv+3t7dQZ7LnnnkuZlSUOOjabDZ/61Kc2tWDa7LlNT09TesThw4epVWcikUBZWdm68jrRaBQ3btxAQ0MDdVUymUwIhUL4kz/5EwQCAcRiMfz5n/85Twoogwx+3Z8zhmEe+D7uZ5+xWAw/+9nPcPLkyS3JOK333UDqcSHb+3w+/PKXv8TTTz+dMoExMDCAmZkZPPzww5uu8NzveKb7HNFQVygUsNvt61YjM9zbDDKZ23cB9ztZarVaLC0t0ZITAbGAVCqVm8oeMgwDuVyOUCiUVqqFWMDu378fNpuNBrekeWJqamrDZjqNRoPZ2Vm89dZbkMlktPvfYrHgzTffRFNTEy/Qj8ViVLTa5/NBrVavOzGRbOlqZy7iuhOJRKi2YSKRwO3bt6mDTF5e3rqTsVarxTPPPINLly5BrVbj0UcfpaW0YDAItVqN6elplJSU0ExhfX09Xn31VcTj8TXKDfeLeDwOvV6/xsmOcNpWc1NjsRjNUKdDc3MzdQBKt21NTQ1qamqwuLj4wLVjCwsLaZMIsHIvrs7erwbHcXjzzTfxi1/8AizL4itf+QqAlQz6f/tv/w1KpRIjIyMZndsM1uBBBDXvxD62uk+xWIxPfOIT9/XZ9bbfyM1QrVbjU5/6VNrqZENDA60ibeWY7nc8U30uOfher5k2gwyATHC7JbzbSW6/34/XX38dEokE9fX1NKNGvKdDoRBisdiGDUASiQQFBQXYsWMHT0d1NUQiEdV9JUYCwMp5Ly0tYXBwEB/4wAfSflc4HMb27dthNpsxMjJCbQfD4TCefvpp2uVLcPPmTco7U6lU+OAHP7juft1uNx599FGq/UrGggRmBMnWtBMTE7BarXjiiSfWHSPC6UrucCYZA47jqMJDslB3MBjE3NwcdDodfD5f2vHcLFbb7hKQIHD1giQSiWBqaoq6Ka33I8CyLJRKJbZt27Ypy0Vi/UjO/UH9wJMMN6kWECvUkpKSlM1wHMdh586d9LokC8QPDg5CoVBgbm7ugS0uMsjgNw3vduZxM5S7TDY0g98mZILbLeDd5tzG43GUlZWtKbtwHIdwOLzpbv1QKETtDCUSSVo71oaGBjQ2Nq4J5IVCIT7xiU/wHKPWQ2FhIV566SU8/fTTvHLaoUOHqC1mMnbt2gWFQkEVGVKhrKyMynQl83PNZjPsdjsSiQS2b98OkUgElmXhdDqplFq6EhqhfFitVvj9fhoEezwe5OXlraGTkEyw2+1+YILlLMtSL/VAIECDvsrKSuqdTsBxHNRqNQ1sU6GjowOvvvoqhEIhTCYTvvjFL6bcdm5uDnfv3oVQKIRarcbx48cfqByYxWKhTmqksczhcKQUVxeLxejv78fy8jIkEgmVK4rH43jttdcwPz8PnU6XETnPIIMMMshgXWSC2y3ifrK399uBnp2dTZujknmQhBrQ2tq6KdkmoVBI9RrTlXFYlsXLL79MfdT37NkD4FeuWG1tbTh06FDa7zKbzfjABz5ApbVIkEQ0HMfGxng8yc7OTiqtky7oHh8fR19fHzweD5qammjDgNVqxa1btyAQCNDQ0EDF/evq6nD9+nUYDIa046/VaiGTyaDVamm5i2GYdRUYgJWx3L59OziO27C5brMYHh6mPupmsxnFxcXUZpeU9YkjGikhBoNBni3lapSVlaGkpAQFBQVUPD1VwJpIJCCRSHh6oA8SyfecWq2m3eWpwHEcTp8+DYVCAY7jePaT3/jGN/DDH/4QPT09D4wbnEEGGWSQwe8WMsHtFnC/tIT7DRgcDgeqqqrg8/kQCASo9a3D4YDRaMTs7CwqKys35MGKxWKo1WqEw+ENM69Go3GN/BTxC6+qqoLf70/7+aysLLS1taGlpYX3ent7O5aXlxEMBqlZAyn9x2IxVFZWpmx0A1asiE0mE/r6+njBalFREZaXl2E0GmnAyzAM/H4/Kioq4Pf7kUgkUmZZnU4n7t69i1AohObmZsptDoVCGB8fB8MwKC4upmMvEAhw7949RCIRGI3GlM18iUQCExMTUKlUiEQia7zKk1FXVwefz4eBgQG6DRF7v3v3Ll1kACv34PLyMo4ePUq7ptdDYWEhWlpa8P3vfx+PP/74hlJoFRUVUKlUD4ySQI713r17WFpaQnFxMRobGxEKhTaUsIvH43j55ZdhtVohkUjwx3/8x8jJyUEikUBfXx8eeugh7NmzJ6NpmUEGGWSQwbrIBLfvAu43WMjOzkZXVxcUCgXPVIFkrEwmE22ASodoNIrKykqo1Wp4PJ519UGJmxQp+SeL4wuFQmi1WjgcDhQVFdEy+nqQy+VobW3lSYn5/X60tLRAKBSit7eXNx5erxc+n49q46YaK7PZjOvXr0Mmk2Hfvn309aysLJw5c2aNi5tOp0MgEFiji5sMlmWhVquhUqmQlZXFy8TGYjHMzMzA5XJR61hghe8aCoWQSCTSLhTi8Tj+9V//FV6vF7FYDP/lv/yXlMHtuXPncODAAVRUVMDhcNDXiUbt0tISr5FDq9XixRdfxEMPPZTy+4EVukFxcXFaOTQAWFhYgMFggN1uh8PhgMlk2lCabTMg37l7926qVSsSieBwOFLybQnOnj1L9UBJ45hAIIBIJMLbb79N9Y03UgrJIIMMMsjg/YdMcLsF3C/n9n4zvh6Ph2qxBgIBqqNoMpkoh3EzUKlUKC8vh9VqTVvKffPNN2GxWKBQKHhNWizLYmpqCqFQCCKRCCKRKGXG0OPxIBKJ8Dr/x8fH0dbWRoNqos3KMAwUCgVMJhNyc3M37KBfbxzHxsYwNjaG5eVlfPrTn6aBEDG+6O7uhslkWrez3uPx4Ny5c2AYBoFAAJFIhC4iCG83Go3ysox6vR7PPfccPf5UEAgE+OQnP4ns7GwsLS2l7eyPxWIYHBxEMBjkNa8dP36cZiuT4XQ6UVFRgbfffhsqlSolhYKYcgwNDfEaBFcjOzsbb775JnJycqBWqx8Yl5jQWW7evIna2loAK+e62k1uNYRCIW2Gs1gstDKRSCTw1ltv4fbt22hubt6UgUkG7y8QoxUyVydLYa1eAL/bPRTkGACsUX150N+TPF8mj8Xq10mi4jepWSz5GB+kqcy7jeTmXDL2ZLzJe2TsV98bAHhJpNXXKfnzGayPTHC7RdyvZt/9oLi4GDk5ORgaGqIld47jcOPGDRQWFsJgMFDXmXQBid/vx8svv4xoNIoDBw7wAqhknDlzBhcvXoTBYFhXBJuoNKTj+bIsi1gsxlMR2L59O/x+P6UIJGcRw+Ew+vv7UVRUhMrKypT7LSgoQEVFBbKysnhZxaysLGpJmXzMS0tL1EIyFdRqNfbv3w+73Y5IJMJTFSB2v42NjbyMbiKRQCQSodQNmUy2bpaTZVn86Ec/gtfrRSKRwFe/+tWUx7F7927k5+fD6XTy+KmTk5Po7u7G3r1712ReiTGG1WpFeXn5utJDDQ0NCAQCKC0tTauqkZ+fj2effZb32QcBjuOopSih0Ny6dQuhUCjtdyQSCfzoRz/C4uIiZDIZvv71ryM3Nxccx6GsrAyf/vSnKR89gwyS4XA4cPv2bQSDQZw6dYrSiWKxGP7jP/4Du3btgtvtRm5uLmpra9cEvADSVjnuh7ZDgpeZmRmMjo4iFotR9ZpU+9vq66vR0dEBm82GhYUFnDlzhje3XrhwAXK5HJWVlXjllVfw2c9+liY91vt9u1+qUvLnNrMPso3L5UJPTw9MJhOt5m1WxWWzx5qso0s+kxz0p9NJX/0d650naZ796U9/ilOnTsFkMmFubg4XL17Es88+S5t9GxsbUV5ejlAohBdffBEqlQpnzpxBe3s7NRWZnZ2Fy+WCyWSispB9fX3Iy8uD0Whc95yTj4P8O9X12Mx1+m2cazPB7buA+83cWq1WXL58meqrAis3GWkSCgaDmJ6expkzZ9IGtyqVinI0U1mWkqCVuKIlmwMIhUJ86EMfgkgkQiKRSOv+wjAM5ufneeL8ZrMZjY2NGB0dhdfr5T0opNFsI7mqxcVFGI1GOBwOxGIxer6Li4tQKpXo6OhAU1MTzZAyzIrxQSQSSflgEpe327dvw2Qy8bjLoVAIEokEg4ODyM3NpZQCj8eD733ve1Cr1ZDJZPjQhz60Lt1ALBbjm9/8JpRK5YY853A4DLFYzFt0cBwHh8OBI0eOwGKx8LYnPvPhcBg7duxYd58cx2F2dhYzMzMYGRlBMBjEY489tu4k6PP58PbbbyMvL4/XRPjrgmFW3I8EAgHGxsYgEAiwc+dO6pCUCmKxGH/1V3+F1157DQ6Hg15TjuPQ3d2N9vZ2sCyLP/iDP7gvc5QMfndB1D5ee+01OJ1OGtyKxWJs374d9+7dQ1FREYqKivD6668DWNHmHhoaotJ/xBUSWJEgtNvt2LNnD0ZHRwGscOQvX74MtVqN7du3o7u7GyqVCkqlEg6HAy6XC7W1tZiamsJHPvIRKrF37tw5fOYzn4FUKoXNZsPVq1cRjUaRm5uLvr4+5OfnQ6lUQiqVwm63Q61WQ6fTobe3lxr2TE9PQygUIisri7qnEfnF8fFxPPTQQxCLxdDpdCgqKqJjkPw8E9nD7u5uuFwunoZ6JBLByy+/jGAwiD179mBhYQEsy6KhoQHj4+OwWq1QKBTQarWIRqNYXl6GSqVCZWUlurq6UFFRgWg0CpVKBY/HA51Oh0QiAZ/PB4VCgaWlJdjtdlRVVcFsNqOoqAgCgQBisRh+vx9ZWVmYm5tDTk4Orly5ApPJBLlcjlu3bsHn80Gv12NhYQEqlQqJRAI1NTW4efMm/H4/jh8/jqmpKQiFQtTX1+Py5cvw+Xz48Ic/DJ1Oh9dffx2hUAilpaXYvXs3FhYW8NZbb1H79enpaQSDQezbtw/37t2D1+tFXV0drly5go985CP46U9/ikceeQSDg4PgOA4lJSW4d+8eVCoV9uzZg4GBAbAsi7179yInJwcSiQQKhQKhUAjRaBTd3d3wer2Ix+NYXFxEUVERTU4kEgmo1WqYTCa43W6YzWYcOXIE165dg9Vqxac//Wk8//zzaGxspKZKH/vYx3D+/HlwHEclPOVyOWpqamCz2SAUCnHixAkIBAJ0dHQgEAggOzsbdrsdLMuirKwMHR0dyMvLg1arhVgshtvthkajgc1mg1QqRSwWw6lTp34rNcUzOe3fYESjUWg0GkilUl7w5/f7MTg4iIGBAaoRmw6BQACDg4OIRCJp5cM4jsP8/Dzsdjs8Hg/vPSKptbS0BJvNlnIfbrcbCoWCp2crEolw+fJldHd3r5E1a2lpwWc/+9kNOZhZWVno6+tDNBrlBUYFBQWQSqWor6/nZVClUinOnTuHwcHBtPslVI1QKMQ7Z7lcjqKiIrS2tvIoGGq1Gv/pP/0nVFZW4qGHHkqpmBCPx/Gd73wH3/rWt/DXf/3XmJ2dTXkMQqEQNpsNo6OjNJBlGAZlZWXo7+9fI3llsVhw/vx52uiXKhAVCATw+/0oKyujrj6r4XA48Nprr0EgEGBwcBDXr19/YOV+juNw584d2hwG/MpueWJiAk6nc93PkWa6vXv3QqPRUM6zQCDAY489hv379+PDH/7wA9EYzuB3C8RSV6vVoqioiFfi3r59OwYGBpCdnQ2z2YxQKIRjx46hubkZWVlZ2Lt3L0KhEMLhMNrb2yGRSDA8PExtXxOJBPR6PcbGxrCwsIDJyUkqdTc6Ogq9Xo89e/YgOzsbzc3NWFhYwLVr1+D3+8FxHJ27xGIxFAoFenp6sHv3brS1tcHhcKC7uxuNjY24fv069u/fj46ODkilUlRXV4NlWdy8eRMNDQ2YnJxEJBLBzMwMxsfHUVpaSjN5xOUxGo3yEh7JmTviilhSUkKDfzJGRCoyKysLwWCQJira2tooXU0oFKK5uRl3797FzZs3EY/HUVVVhZmZGQwPD4PjOLS1taG1tRVXrlzBjRs3cOTIEdTV1WHfvn3Q6XTYsWMHpqenMTw8DADUZpjMP2azmQbe8Xgc7e3taG1txY0bNxAOh3H9+nU0NTVBq9WitLQUwMrvZSAQwK1bt6htsEAggFKpBMMwiMfjmJ+fx9TUFICVRQ3HcWhoaMC1a9dgt9sxOztLbZEXFhbAcRy8Xi9efvlluFwujI+PY25uDg6Hg9rGV1RU4Ny5c+js7EQ4HKZzvUgkokFhb28vTVgsLS1BKBRCoVDQe0Mmk+Ho0aNwu93o7OwEw6yY3UQiEbAsS02MOI5DLBZDJBKB2WyG3+/HsWPHUFtbi8LCQjQ3N6O7uxtNTU2YmJiAx+NBLBbDrVu3cOTIEWi1WszMzKCurg63b99GJBLB/v370d7ejmvXrqG1tRVtbW2IRqO4du0aGhoafmutjDOZ2y3g3TZxKCwspBlVEkQRns3jjz8OlUpFs37pIBaLKac0lV0rAcdxCAQCvGCIZVlcv34dUqkUbreb0iXWQyQSQTQa5QXjRqMRBw8eRCwWWxPk3bt3D1arFeFwOKWtL7DCMxWLxbDb7YjH43TiXl5eRklJCXw+H6UJkPNIJBIbZoSJvqxAIKDNeRzHQSgUYseOHWsy4j6fD6+++ioEAgHGx8fx7LPPrruqZRgGO3bswODgILRabdrjIFlNlmV5Ge+SkhKUlpauKRXl5+ejvLyc12S4HhobG3H16lXs27cvpaYs4beS7El+fv4D5dweOnQIt2/fpvtMJBJQKBTQaDTwer3rVhKi0Si+/vWvw+Fw0H3odDqwLItXXnmFZm7++I//eEvWpBn87sPtduP5559HUVERpqamsLS0hAMHDkAoFGJ8fBz79+9HXV0dQqEQIpEIOjs70djYSOdHi8UCjUZDOfdlZWUwm81Qq9VU5aO8vBxKpRJ5eXmw2+3w+/1oaGhAMBiEQqFAMBhENBqFVCqF0+mE3++HUqnE0aNHcfPmTTAMg+zsbJptKysrw/j4OMrLy/Hmm2+itLQUPT09KCgowPT0NPLz8xEIBNDc3IyRkREqkVdQUIBYLIZt27bhwoULOHXqFC2H37t3D9u2bYPL5cLs7CyGh4exf/9+CIVCeL1eVFVVwWg0IhAIwGq1Ym5uDrt27cLy8jLGx8epko1EIsHY2BhMJhPsdjvV+H711Vexbds2qFQqmM1m9Pb2QqvVorKyEsFgECUlJejp6UFFRQUSiQTNcCqVSmqfrdPpUFFRgXA4jKKiIvT09KCsrAx2u50mLSKRCKRSKYqLi9HT04PS0lL4fD7s3LkTL7/8MhoaGqDVauH3+zE3N0eDwu7ublgsFlitVng8HkrhKysr4/WDEHMik8mEsbEx2jjt9XphMplgtVpRWloKlmWhUCiQm5sLt9sNg8EArVYLs9kMsViMXbt2YWxsDLm5ubQCF41G4XQ6sby8jF27dkGpVKKnp4ca8yQSCUoVc7lc6OrqgtfrpRWG/v5+7N69GxMTE7h9+zYaGxtpPCCXy6HX6xGNRuk9HAwGEQ6HUVdXh+HhYSiVSiiVSohEIhQWFuLevXuUbjc6Ooqamhq0tbWhq6sLxcXFEIvF6O3tRUlJCSKRCHbv3o1XXnkFzz333G+l7CLDvdsR228xfD4fvF4vCgsLN/0ZjuMwMTFxX4LzJEhkWRYymYwGCCQLltzFnw7BYBC3b9+G3++ngcJ6SCQSuHbtGoRCIQwGAw2IEokE+vv7IZPJYLPZkJWVtW6wxHEcOjo6MDIygtraWrS2ttIV8y9/+Uvk5uYiEAjg7NmzNFjz+/10Nbtnz56UWchIJEIzgXv27KFBrNvtRltbG9RqNQ4fPkw/39XVBYFAgFgshpaWlpQLAIvFgvn5eUilUlRVVUGpVILjOAwPD2NgYAAGgwG1tbV0wnK73Whvb4dAIEBzczNyc3PXJfWTx+rVV1/FSy+9hP/xP/4HcnNz191uvaYOjuPQ29uL/Px8mM1mtLS00AaQy5cv02A81ZhxHIdXX30VLpcLLMvi2WefTdl84PP58MMf/hA1NTU4ceLEA+NXsSyLixcvwmazobCwEIcPH0ZfXx9sNhuUSiX279+/7nfFYjEMDQ3BbDajoKAABQUFMBqNiEajuHnzJrKzs+H3+1FSUpKSP57B+xOkBA6s2LRGo1G6CCQGIuSHOhgM0nKw3++HRCKBQCCAz+fjmb8kEglacSBBTiAQgFAohEQiQTgchkAggFAopHOOVCpFMBiESCSCQqGgGVOfzweO46DRaBCLxRAIBKhuNaF9yeVyeL1eqFQqhEIhWtpWKpXw+Xx07iOB39jYGOx2O44dOwaGYeB0OjE7O0vL3ePj42hoaKDjQBIXYrGY7j8ej0Mmk1GVG4VCgeXlZVRUVCASiUCpVNJESiwWA8dxPEt04FeSkcBK5czr9dLsqM/no4v8SCQCmUxG7eAZhoFYLKaOj2Q84/E4XXgTa/jk98lxKJVK6mbo9/shFosxMTGBoqIi+P1+CAQCFBUVIRAI0MW1SCSCxWLBL37xC3zsYx9DVlYWlbkUi8W0d0ShUFCd+UAgQK8FsBIYv/3225SaRugHWq2WztV+v59maaPRKMLhMJRKJa2i6nQ6mtjwer3UNZO8r9Fo6D2t0WioEdLk5CRV+iH3cDAYpPekx+OBXC6nwTMZP61Wi1gshnA4DJlMhn/+53/Gk08+SRNpXq+Xfj8ZY5VK9cASHu8mMpnbLeB+f/TvV+fWbDbjl7/8JYRCIT772c/SMmxy1jQd8T0ZpJRls9lSBrfASvA2OjqKs2fP0tcYhoHRaER+fj6ysrI2NI4gnfHJn+e4FQtfMiGR1wYHB9HZ2blh8O/z+XDhwgXo9fo1jWMikQg+nw+xWIyXRe3s7IREIlmjuZsMmUxGucsFBQU0Q05+8MLhMC17ASs/jI2NjbBYLIhGoykDRjKhnz59GocOHeLx2laPDZk4iMQY0ZtdWlrCnTt31h3PxcVFKg+WChqNBj//+c83DFiJIoHL5aI/PKnOaXJyki6q/H4/zSCkOrfi4mLE43EUFBRAIBCgtLR0wy71RCKB73//+1hcXIREIsFf/uVfwmg0IpFI4IUXXoDH44FYLMb/9//9f5ngNgMehEIhb35LnitWVzqSKUXJknLJMojJSJ5bkvn5qys3ZH5crT/OMAyPSiORSOhnV1NsyDGQ98l5JJ8b4fIWFRXxuOdEU5vMsat59MnnvXr/yfQwQiEjiwGyTar5YTWSx5H8TYKv5P2t3mY9eUuxWLzh+8n7IBVKUhliGGbN57Kzs/Hxj38cer0eAoEgJc1p9TVSq9VUtYgEtkT5J/keW71PqVRK7w2RSMS7DgKBYM21JeMsEol4cyzD/MpkKHkeTd7f6jk5efyEQiFkMhkSiQQ+9alPQaPRrBm/31YqQjIywe0WcT8B7q+TCSPlq2QsLS1hfHwcMpkMkUgEra2tG+qSNjQ0UHvVdBCLxfj0pz/N48wCvzqHjbLFTqcT/f39aGpqoq9xHIeqqiqa0U0eD1Jy2kjShPCgrFYrr6FMJpOhoaEBs7Ozax50hUKx4fmSgLigoIA3MXEcRyf65HMWiURYWFiA3W5PG1zGYjF87Wtfg81mg0wmw5/92Z/RTtdkEFMGmUwGl8sFq9WKvXv30qC3uLiYVynw+XywWq2orKyk/Lr1wDAMqqur8Wd/9meYmZlJOwZKpRL5+flwu90b3kf/9E//hJ6eHnrs3/nOd9I6yxE9WiLN1tHRQbnk6T7zxBNP0HuITNpCoRAf//jHcePGDezbty9lc2QGGfyuIzmpsfr5W62qQrbfSAVivc//tmIz55AcQN7P/uVy+Zpy/WaTTb8uHsT+SYX2dxWZ4HaLuB8Wx/0yP3Q6HXQ63ZqHSCAQYGFhgQYlGyEajaK/vx9SqTRtQMBxHILBIDo7O3luYQzDIC8vb0OJFGAlS93Y2MhbJQuFQoTDYezfvx9TU1O8SZYEYRuVPcrLy9He3o78/Hxe5piUsFdnUVUqFfLz8yGXy9MGzkKhEGNjY2BZFtu3b6fHpFKpaLnM7XbT83E6neA4jnLPUploCIVCfPrTn8b169exY8eOtIuCu3fvIhqNIhaLUQ4px3GIx+PweDxYXFxEWVkZAFAdWq/XC5fLlZJLCwBtbW24ceMG8vPzcebMmZTXzOfzYXFxEQKBAIlEIm2A+9GPfhR/9Ed/BIZhMDExseF1I1I+iUQCAoGANoWksy4mTSBElo5o9CYSCfzsZz/D0tISrly5gn/8x3/cNDUng/cnUsk7Pagg5J0MZtb73Uj+npGREZSVlfH6DFZvR6ot9+7dw969e1FSUrLu/gmVwWg0wmQybfkYf90x3Si43kia60Ecw2a+K9X7HMdhfHwc3d3dOHjwIG1C3spxpIoTtnouqY5/q2PzoI7nvUImuH0XcL83g9PppAT6ZPvdRCKBgoICDAwMbMpJijShyWSyDY8lGo3CbrfzdBETiQSVzYnH42hubk5pHJCXlweZTLaG+pCbm4u2tjZs27aNdwwKhQI2mw2Li4sp9wmslMaOHDmyJpgifODc3Fxeo5nf76fjlswFW41wOEx5WcmSXTKZjDavkRIX4dsRXdy6urqUx0u0WpeXl/HWW2/h7//+79dwbjmOg9PpxKFDhyAQCKiLF/ArgwudTscz1PD5fFAqlTAajRteyxMnTuD06dMYGBhIO1FzHEc1jDfC8PAwlURaXl7Gww8/nHJbjuNw6dIlACsZ+sOHDwNYCfxTqTeQz42MjODChQvIzc3Fzp07oVAoIBaL8cd//MeQy+Ww2WxpM8YZvD9ht9tx9+5daDQaNDU1ob+/H2KxGNu2bUN/fz8AYNu2bRgaGoJGo4FIJILX60VlZSXu3bsHtVpNJcEYhoHZbEZ3dzckEgmys7PBsixqa2vR0dGBlpYW2gxaXFyMiYkJRCIR5OfnIxQKIRAIoL6+nmqVz8/PIx6PY9euXZienobf74fRaITVakUkEqFNW0eOHEEsFqPNR+Xl5RgfH0dWVhbi8Timp6dpQ9Pt27dx5MgROJ1OdHZ2QiwWo6ysDGNjY6ivr8fU1BTa29tRUlIChUKBzs5OOJ1OaLVa5OTkwGw2o6SkBGNjYxCLxbBYLDAajRAKhWhvb0c8HkdNTQ0KCgowMzODubk5tLS0oL29nTZRKZVKlJaWYmBgABKJBHl5eVRjvKCgAF6vF+FwGFVVVcjPz0dvby+Ald6RPXv2QKvVwmq10oYs0pTsdDppksLj8cDn81HJscOHD6OzsxOVlZWw2WwIhUJoamrC6OgotXgfHh5GIBBATU0NpVPFYjH4/X7k5eVhfn4eer2equUQ+qBIJKL7U6vVmJiYoHN+SUkJTQRs376dairr9XpcuXIF5eXlkMlk6OrqQiQSQWNjI+7cuQOhUEivi06ng0QigdVqRV1dHZxOJxobG7G8vIyRkRFotVrodDosLCygrKwMhYWFCIfDVN/e5XJRisPy8jJyc3MxOzsLuVyOuro6TE1N0QbceDwOl8uFxsZGzM7OIhQKwWg0wmazgWEY5OTkYHZ2FhKJhDY2kmyuVqvFwsICpeXNzMxAq9VSGVKTyQSbzYbDhw/fdwb8nUQmuH0XcL+ZW4PBgK6uLtr1SCAUCqHRaHDs2DFe52eq7+Y4Dmq1GllZWWkzbQKBAC0tLcjLy0M0GuW93tjYiIWFBWRnZ6cNKrxeLxYXF6HX62lZn2EYTE1NweVyYWxsjKoiMAwDj8cDu92ekudGsLCwgLfffht6vR4PP/wwDeqVSiU+8IEPIBgM8jK0AoGA8kfTBW15eXn4vd/7PdogQUCE1hUKBQ16w+Ewfvazn1FJFo/HkzJzKxKJ8LWvfQ0qlYo2JKyHwcFBKuOjUCh4XOdoNIrJyUkkEgkcPHgQwArvy+PxYGZmZl2aQzIuXLiA119/HY2NjdQVbjWcTic8Hg8KCgogk8k2pIcsLi7CbrfT8Ug3tgzDYN++fbxMO9FeJE2R64FlWUQiEfzX//pfKaUBWBnTsrIy/PSnP8Urr7yCb3zjGxm1hAx4kEgkuHnzJkQiEQ3i5ufn0dXVhaamJuTn5+P8+fOQy+W4e/cu9u3bh1deeQW7d+/G/Pw8qqurMT8/D6VSSTn4kUiEUsPu3LkDtVqN8fFxGshmZWVhYmKC2nUXFRVhbGyMpxceDAYhFouxsLBA90MqQMSIxmAw4LXXXoPRaITZbIZer0dubi5eeeUVnD59GufOncNjjz1GG0zFYjG6urpw5MgRyGQyDAwM4LHHHsPVq1cRiUQoJUsgEGDPnj146623UFxcTPVmL168iL179+LixYu0RD0wMICHH34YDMNgenoaDocDoVAIBQUFYBgGr732GrxeL/r6+mjiwGw2Q6vVYt++fZDJZBgeHobVaqVBpNPphNPppEowHo8HVqsVXV1ddF772c9+hpqaGrzxxhv41Kc+hRdeeAFjY2PYs2cPSkpKcO7cOdTV1SEQCKC3txeBQAD37t2DUqnEpUuXUFpaShcPJ06cgNPpRF9fH3w+H3bv3o2hoSEEg0GoVCp6XrOzs3j00UfR2dmJ7Oxs5Obm4o033oDBYMDu3btx9epVPPbYY4jFYrh58yZCoRCKiorgcDgwMjKCwsJC2oRmt9shlUrR1NSEixcvQqvVYm5uDlKpFAMDA4jFYhCJRGhvb0d5eTmefvpp3Lp1C2q1mt5bSqUSGo0G7e3t2LdvH1wuF0ZGRvDcc89BIpFgZGQETqcTsVgMOTk5WF5extzcHJ577jkMDAyguLgY58+fR05ODu7cuYOmpiZMTk7CarUiOzubmh253W4MDQ1hcXERn/jEJ9DT00PlyDo6OlBYWIiysjJcvXoVH/vYx/DCCy8AAD7xiU/A6XQiLy8PXV1d2LlzJ9544w3k5OSgvr7+N04LN6Nzu0W8m5xbh8MBh8OBubk52qEJrGQFc3NzUV9fv65c1Wo4nU5IJBIEg8G0kh6JRAI2mw03b96kXbPASrDR09OD4eFh3Lt3L6U+KfArW8nkJiwAtMyfHKSToJ8EcOlA9FrFYjFvW4vFgt7eXkxMTPAWETqdDjabbUNaAlErkEgkVHMQWAnCotEopqamqP6tTCbD6dOnUVpaiqqqqrSLFpZlcefOHdy4cQPXr1+H2+1ed7uDBw/SAG51qZ6oc5AJlIB0gW80ZhqNBrm5uRvyqoj8EekmToff//3fx7e//W18+9vfxt///d+ndZXjOA5dXV3o6OjAnTt3APzKwW4jXWOv14uZmRn8zd/8DbxeL4CVqsHMzAwkEgn+/M//fMMFUQbvP8RiMRowxONxKjtlMBjg9/vhcrmg1Wqh0WjQ3NwMhmFQVVUFh8MBoVCISCQCkUiEq1evAgDtfCfziEwmw6VLl+hc6vP56D6JJml5eTn27t2LcDhMF8bExjsWiyEWi9GFpEAgoHOyUqmERCJBT08PrSi5XC6oVCrKhyfZR51ORzvzgV8t5h0OBzQaDXbv3o0bN26gqakJGo0GbrcbUqkUfr8fUqkU0WgUer0eRqMR9fX1cLvd4DgOcrmcZ6xTWVlJ5/toNIr6+nrMzc1BLpdDpVLRcTQYDPB4PHC5XNDpdNTxMRKJ0AU00VgPhUKw2+202gasNEDpdDo0NzdjYGCAGlFYrVYsLS1Bp9OhrKwMJpMJJSUltAGYYRjodDpUVlairKwM8XgcDocDIpGISjoyDIMPf/jD1BaeZVmUlJRAIBCgpKQE8/Pz1BKcyKwRtQpy3jk5OdDr9TCbzXS+dDgcsNvtVMGCGFcIBAIMDw/DaDTSeb+yshJLS0uQSqXw+XyYnZ3Fzp070dHRgZKSEjAMg2AwCIlEQnsTjEYjgsEgWJYFy7J0HMgxEYML0uBGKnoajQYtLS1ULo6oHcRiMTgcDoTDYczPz6O4uJgqT1RUVFBDJCIxJ5fL4XQ6aaMcsaMnikKEIjc8PLzGaOg3ARkpsC3gfqXAxsfH78tJaX5+HlevXgXLsnjyySfpSnyr3Bmfz4c33ngDHo8HZ86cQVFRUcpjPX/+PEQiEc1yAKByMqQsRsrl632+p6cHjY2NvCwoGYPLly+jpaWFNkwRxymLxQKJREJ1GtfD0tISurq6oNFoaAMdKXvb7XYwDIMnn3ySrh77+vpgNBoxNjaGvXv3plR4mJycxM2bN/HEE0+gv78fzc3NUCgUcLvd6Ovrg1wuR0lJCeV2JhIJvPzyywiHw/jQhz6UcrUajUbxr//6r7h+/Trq6+vxyU9+ck0gyHEcxsbGkJeXh56eHgiFQprJ4DiOipELhUKq+EAkwlQqFWKx2BolhWS0t7fTwDAV55YYd7z11lvIysrC448/npLqwnEcXnjhBTqWXq8Xhw8fTkknIc1yDMNAq9VSx5tAIEA7iVNJgf3yl79ER0cHTp48iZqaGlRXVyMUCuGrX/0qnE4nhEIh/uIv/iLt+Wfw/oPP58P8/DzkcjkKCwsxPz9P9ZtJ6TYnJwfT09O8+08qlcJqtVKpK6PRSOe42dlZGvQ4nU4olUoEg0EUFxfDbDZDqVSCZVnI5XLY7XZUVFSAYRhMTk4iLy8ParUaS0tLiEajVP6JBLnEYMDn88FgMGBubo6W4sn3ZmVlUXdJvV6PyclJmEwmqpGbm5sLr9eLf/mXf8HDDz9MAza32439+/fDarXC5XLRPgGixavT6bC4uIj8/HzYbDaoVCp4vV5UVFRAIBBgamoKiUQCeXl5NJgjGWGLxYLi4mLa+5GTk4OZmRkqcaZQKGigbbfbadl/z549MJvNtL/DZDJRea3Z2VkaJBNZL2JvTgxp8vPzsby8jPz8fCwuLiI7OxuBQIA6j5Fx1mq1YFkWbrebZuCXl5cp5YGcq06nw927d3H06FEEAgGEw2GIRCIEAgGaTLFarXThr9frYbPZ6PG4XC6aRW1oaIDX66VZZCLhGQqFIBAIkJ2dTR3eyDwYDAbp7yExgEh2qROJRFTSbWpqChqNBqFQCCKRCEKhEH6/H8XFxVhaWoJWq4VKpaL0AaLzTjLvLpcL8XicVv8I9c3lckEkEiErKwt2u51K15HrTDjYCwsLMJlMiMfjNINLnqmioqJNUSTfTfxmHc3vKO53/aDRaHD48GEsLCzwso/xeBy9vb1Qq9Worq7eMMgVCoUoKChAIBBIWzogmYV4PI6lpSVesxrLssjJydnwu7Zv377uNna7HSdPnsTc3ByvocxgMODWrVs0qEsFt9uNnp4eGI1G7Nmzhwa327ZtQ3Z2NuLxOO/hqqiooEoI6R46InB95coVKlwNrFyz0dFR5Ofn8xzK3G43BAIBOI6jYuOp4PF4qB94KtUGmUyGc+fOQSgUUskeAqvVivHx8TX0A6vVijfeeGPDMZuensYrr7yCHTt24MyZM+tuwzAM1TTMz8/fULZudHQUk5OTNPu0a9eutNvPzMxgdnYWdXV1dPLv7OyEUCjEyZMn1/1MIpHA9evXYbFY8JOf/ARf//rXAaxcq8997nM0C5dRS8hgNdRqNY8Ln7zwSl5cJvPYCVLRrZKrUKt586slDJPvyeSExkaNv6S6ktwgmrzvZHOXmpoacByHXbt20aodwzA4c+YMtm3bRqloO3fuBMMwyM3Npce9OilB/k3+n3ycqxfjyRUgonaSfI6rEzhkLPLy8miFjGGYdRvWFAoFXaimMggiIHMpOb7k67Y6cZPccLqawpSXl4fFxUU0NjZCqVSmpJitblol50XmSoZhUF9fT+fQ5GNbDVJtikajGBsbo/rlwMpvQfJ9mTwOQqGQdw+sRnID+Hr3NsCXu0u+lsnjsnpOTZazS04kkDFP13fyXiMT3G4B73aXoNvtxu3bt+FyuVBXV0fL1nNzc4jFYpifn0dBQcGGclcsy2JxcREKhSItR1cgEFCnnmRtWIFAQG/sdHIy6fRLCwoK0N3djfLyct42ZrMZlZWVdOWb6vPEWz05OBcIBNDr9UgkEmssYycnJzE+Pg673Y6WlpaU1I38/Hxqs5hs4UtKU7Ozs1RFAViZgHJzczE5OZm24x9Y+UF65JFH4PP51g0ayQ/PiRMnwLIs5bIS6PV67NixY01mlIh2b9RQlZOTg6ysrHXNI5IRCoXAMAxmZmawY8eOtNt++ctfRigUwg9+8IMNFw4AaENMspj4ehSMZIjFYvzpn/4p5TuS+zsej+N73/serFYr1b/d6Icwgwx+F8EwDO/ZU6vVvHlqIw3sdxvJet6/KWAYJm1yYiMkJ5y2em4SieQ37hr9riET3G4R7xbnNpFIIDs7G6dPn8bQ0BDv4dHr9dR3fCNDBQDUt3p5eZnXKLYaAoEAzzzzzJoHlWVZtLe3QygUIicnZ8sUC4ZhYLVaqV94sgZubm4uLROlGyeiQUuUHwgmJyfxxhtvoLi4GE8//TQNfk0mE0wmE3p6etJybpeXlyEQCLBz506MjIygtLQUCoWCOsWYTCbeeITDYYyOjtKu29VC7QQCgYB2XKeTq2IYBm+//TZKS0t5ag0AqCvS3NwcT8JHrVajoKBgwyyrSCTCwYMHN7xH5HI5Dhw4sMYgY71jzcnJoZ7qPp+Pd1zrIScnBwqFAmNjY6ioqMC9e/fW+N6vBnEUIhnyZHzoQx+C3++HWq3+jWtgyCCD+wGhBimVSuj1eoyMjCAUCmHbtm3UGWxqagqlpaXU0ew3sTs9gwx+k5AJbrcAUu55N+BwOPDSSy9BJBIhFoutWeXt2rULExMTCIfDG/7IMwyDoaEhLC8v4/Tp0ym3IxxQYhmZXD4SCAQQi8Ww2+33xR8mnLXkMjbDMBgbG8PIyAhycnLSZg0VCgUsFgssFgtqa2tpEEZcf0jTF8HMzAxu3rwJuVyetnyfnZ2N7u5ujI6OrtGMbGhogE6n42VISMOcz+dLGzQzDINoNIoXX3wRGo0Gp06dWrfsxXEcQqEQ5e4lg3DEkn/IyPZqtRqhUChtJt1qteLixYsblo7UajUmJycxMDCAs2fPpmw65DgOCwsLMBgM+OpXvwq/378mIF8Ng8GAhYUFak164MABXL9+PW3WORaL4T/+4z8ArJTvHn74YZSVldF9HDx4ELOzsynLiBm8f+H1ejE/P0/tqaPRKDiOg16vh9frpfOQx+OhfFK32w2hUEgXVFarFU6nkzZchcNhmM1mJBIJFBUVwev1wuv1ori4GMvLywgGgygoKMDS0hLKy8uxsLBA7VwjkQgMBgOsVivi8TiVdnS73SguLqY89GvXrqG0tBR79+7F4OAgSktL6fzS398Pq9WKhYUFRCIRSjFiWZbKO2m1WiiVSlitVhQWFiIYDMJut9MqSSKRoJarQqEQgUCANpEWFBRgYWEBer0eKpWK8n6j0Sj8fj/9m8w5eXl5VDknHA7D4/FAq9VCJpPB4XCgqKiINqbNz8/Tpq/l5WWIxWI6X5PjZhgGgUCAymwFg0HKO/V4PCguLs4E8xlsGZngdgu4X1rC/QTE2dnZOHLkCJ08k/cRiURol+Zm9u3z+SAUClFTUwOn05nSfpfjOJjNZkxPT2P//v0wmUy0a5aUzLci8E0Qj8cRDAZRWVmJ6elpHoeUaP5t1PlOOm9LSkp4wWZlZSUqKyvXcG4lEgmkUilt2EgFh8MBuVyOj3/847h79y71hWcYBgsLC1Reh4BYFyYH2OuBZVl0dXXh4sWLKC0txcGDB9cNxhiGQXNzM6anp1FXV8cLVktKSjA0NMR7nWEYCAQCLC8vb6iCYDAYoFQq0xo9ACt86KmpKcRisQ3v8f/1v/4Xurq6aFfvP/zDP/Ay8ckgagkOh4Ny0YRCIVpbW5GdnZ3WCCQWi1F/dNJlnUgk8NOf/hT/9E//BJFIhG9+85sZKbAMePD7/bh79y6ysrJoFlSr1SIrKwsjIyNoaGhASUkJuru74XK5cPLkSUxNTWF8fBwf/OAHUVhYiLm5OVy9ehVCoRBf+cpXwLIsfvrTn+LMmTN4+eWXUVJSArPZjNnZWeTm5qKvrw8ejwcvvfQSHnnkEZw7dw4f+9jH0N7eDp1Oh9LSUrS1teHo0aO0gba6uhrj4+M4e/YsxGIxKioqqNGJ0WjE0tISJBIJmpqaUFhYiMXFRXg8Huh0Otr4yjAM+vv7kUgkIJPJMDs7i0OHDuEXv/gFWlpasLCwgImJCTz11FO4evUqhoeHUVtbi5MnT+Lll1/G9u3bMT09jZycHJSVleHSpUtQqVRoamqizoqXL1/GqVOn8Oabb2L79u1YXFyESqVCdXU1Ll++jPLycoTDYRQXF+PmzZs4ePAgXnnlFXz4wx/GyMgIRkZGEIvFUFpaijfeeAO1tbV46KGHMDAwQJuTZTIZFhYWYLPZ4PP5qOpEXl4ezGYzJicneRKJGWSwGWSC2y3g3RSWEAqFKC0txa1bt5CTk8Pj1ebl5SEvL48K+m8EtVqNaDSKmZkZnDp1Ku22drsdLMvyRPbPnz8Pl8sFsVh8X2MwMjICpVIJm83Gy/SRjIpYLN4wUPN6vbRLPpFI8HzOrVbrGlpDTk4OKioqoNVq02ZYI5EIgsEgLl26hGg0Skv9LMvC4/FQCZ/kY45Goyl5tMnbqVQqfPvb305rL0wkyPbt24f5+XnaGEA6sxUKBc+hDFhZEBAx8HTfz3EcvvjFL24YsCoUCtTX18Pj8WzoKf7YY49Bq9UiOzsbO3bsSLsoIbxAqVRKA/tk/3WWZdcdF6FQCIvFgsXFRTAMgw984AMAVmgWX/rSlzA/P4+ioqLfaevIDO4P+fn5yM/PR2FhIWQyGcxmMzQaDVQqFe3g37NnD1Ub8fl8mJ6ehlwup1KAEokEarWaViYkEgkUCgWMRiPu3LkDq9WK7du3UxF+tVoNr9eL7du34+LFiygqKkIikQDLsqisrKQZ0ZycHPT09NDu9WRqTjwep/8VFRUhEAhgYmKCqta0traiq6uLJjVqamqoPBmRBQuFQsjJyYHX6wXLsigqKqK6uqRT3uVygWEYuvgn0lSkKdfpdCI7Oxs6nQ65ubm4c+cOGhoacOXKFbq91+uFwWCg9KScnBxs27YN165dQ3Z2NlVo8fv9lDdP6HBE35pIZ/l8Pty7d4+aGRC5M4fDgTt37qC5uRlzc3NwOp1Qq9Ubzk8ZZECQCW63gHQNUxt97n6wtLSEiooKqnlIOlRJJovoH+r1+rTfIRAIcOzYsU0dp1arRUlJCS8jdvjwYdy6dQtFRUUbmkash6qqKvT19YFl2TX6t8SRhzR1pZKrYlkWLpcLCoWCl6EdHx/H1atXkZWVhQ984AN08iNyLcvLy0gkEik5noWFhYhGowiHw8jOzqblL5VKhaKiIkSjUV4HKQmsfT7fmia2ZIjFYpw8eRJ5eXlUFzFV419WVhZu3LjBU0sg/NZgMMgL4oiEzjPPPIPh4eE145kMm82GtrY2HD58GLW1tSnvEaFQiMuXL1PzjnRayOQH/ZVXXoHNZsOzzz6bcltgJRB3u9303rXb7bh+/Tri8Th27ty5ptscWLlfH3/8cchkMkilUnr+8Xgc3/3ud2Gz2WjmNtNQlsFqkAUzx3Gw2WxUy5VogY6MjFCZKafTSTvbybxC3JqysrIgFosRj8cRiUQwPj6OJ554gtIDCgsLaSWssLAQcrkchw4dwvj4OAoKCrB//34kEgkYDAYEg0HMzs7i6aefxvLyMjweD3VrJJbXQqGQVs9YlsWxY8eoZKLf78f+/fsxOzuLcDgMuVwOh8OBpaUlCIVCuN1uPPLIIxgZGcGjjz6KpaUlFBcXU03Y1tZWOJ1OZGVlYWpqCtu2bUNubi44jkNdXR1GR0dx9OhRGI1GqhITjUZRVlaGYDCIuro65OXl0Qrg2NgYTp48SbPNRAN8cnISjz/+OIAV5Rwi31hSUkJpEUNDQ8jKyoJMJoNEIsHu3bvpHD01NQWGYWC327F3715arZudnUVVVVUmuM1g08gEt1vA/XJuNxKsTwXipkL4RwTj4+MYHBzEI488gqGhIezevTtt01AgEMCFCxcAALt3707ZBETs+qampiCTyVBcXAyGYaDX66nryZNPPrnl85BKpdi1axdYloXD4eC9R+wYiTbkegEuccHZtWsXJBIJ7xoQ1yqSLSBQKpXo6upCdnZ22uYlr9eLkZERLC4uUntIiUQCr9cLjUZDbXjJNdTr9Th79iwuX76cdkERiUQwMTEBp9OJeDwOr9ebUpN1fHwcDocDExMTPD7z6OgozGYzpFIplXdhGAY1NTVIJBI0A5oKxGUoNzcXx48fT7mdUCjE0aNH6Y9sOgwPD2NhYQFSqRRTU1M8c5HV4DiO6jr6fD4AoHzu/Pz8lNclFovhBz/4AWw2G4RCIb7xjW+goaEBQqEQX/jCF5CTkwO/3582c53B+xMMw2DPnj1Uym/79u04ePAgrRrV1tYiHo9TyUISKJLPAisqJ8myS6FQCHV1dWhtbYVcLqcd9mS+IiBBMpGjInroDocD9fX1OHToECQSyZoFmVAoxP79++m/SY8AOZ5kUxzSe0F4rJ/4xCcglUoRCASgVCrpYpHM8RupAdTW1oLjOF7TK/mbyIsB4EkJchxHFViS58Dk+Y1hGEilUrS2ttJ/k2NZrdNO/s2yLA4cOACZTIZgMEjnt9XjnEEGm0EmuN0C7idzyzDMfZPhI5EIampqIBKJeCVwqVSK4uJiGmBtRo4pPz8f8Xh8QymwvLw8GI1GHrc2kUjAarVSDtRGElSrEYvFqAB0sroAseWdnp6mGdH1tPwID81ut1MbR7KCD4fDyM/PX6NIEAgEqMuY0+mEwWBY99oJBALq9qJWq6lDF/HVDgQC+OhHP0q3D4VCuHnzJsRicdpxFwgEOH/+PBYXF8FxHP7yL/8y5bZqtZqKZq9+XSQSrcmkdnR0IBqNQiaT8STbksEwDA4dOoT9+/dvqE9cWFi4aWOSP/qjP6LXMBKJpP3RIYG4SqXC8PAwgJVyJGnGSWUmAgBPP/00fD4ftFotbZhMJBL413/9VywvL0MikeCv/uqv0ipRZPD+Bbn3ampqqGKJ0WgEwzC87N9GC0RgRdOVZCNXP0cb2U8DK/0Tjz766Ibbp9vneq+JxWJ6Lr9Oc+X9/KZt9vXNvEb+LRQKeW5tv84xZpBBJrjdIt7NFaRYLEYgEKBduOTBz83NRW9vL/Ly8iCVSje0lyVBLSnLpQIRoyYqDckreFIaux8XEoFAgJ6eHuqas7pBSyQSIRgMpjwPlmURCARoljb5GIRCIV599VUUFhbyVAEkEgltMhsZGUmpmGAwGPDoo49SJzCSTSRe8DqdjjrmAKBUhI2ky8RiMb7yla/QH9NUkmHASuleKpUiJydnjcFFcXHxGkvcAwcOQCgUYmJiIuU+AdDs6EaWupOTk2BZFmVlZejt7cWOHTtSXosrV67QH1Kv14sdO3bw+MCrodFoMDk5SRdVoVCIlmlT3UvkOhw5cgQzMzP0+0QiEb74xS9ifn4eJpMpw7nNIC2Sn89fJzj6dQOrTGCWQQbvPjLB7RYgEAjeVW1NYmNYVFTEy/4uLS2hpqYGAwMDyM7ORjQaTUlLiMViePnllxGJRKigfiqwLIuXX34Zbrd7TbMUCY43kn5aD4QnSvaRjN27d6O1tZVKzaTKrmZlZaG/vx+5ubm8hjKWZRGNRtfo9zIMg5KSEsRisTUOX8kIhUJUdSI7O5sGXEKhEJWVlWAYhjcW8Xgci4uLtGkkFWKxGH72s58hkUggGo3iqaeeWpdfCqwE0idOnKDXlWB8fBxWq3WNGsGlS5fgdDo3tJ595ZVXqHf5l7/85ZTbORwOLC8vw+12w+PxpGz0AoC7d+9iaGgIDocDubm5G8rCDQ8Pw+Vy0YUSoSWkC/YTiQReeukl/OAHPwDDMPja176GgoICxONx/PM//zMcDgelK2Q4txlkkEEGGaxGJrjdAuRyedpmmwcNoVCIwcFBCAQCXvk5Ly8Ply5dojqJ6QJusViMs2fPorOzE0qlcsPMc1FREWpqatZkeIk39/0Q+oncVU9Pz5qATKlUwul0Uj5zqjIWx3Fwu92Qy+W8jF80GgKTyLQAAKNmSURBVMWJEyfW8DeJRFjyPtaDz+dDZ2cnPB4PTp8+TYMwwo2zWCy84DaZl9zc3JzynDmOo57ppHM7FXJyctDb28tzGAJAfe5XU0mys7NRVFS0xq53NTQaDeVLp0NZWRlycnLgcDhQUVGRlqP8kY98BK+//jq6u7vxl3/5l2mztgTEdhNYCVydTid8Pl/KwFgkEuHzn/882traAPzK/UcqleLLX/4y7t27h7KysrTNdBlkkEEGGbx/kQlut4BfR+d2eXkZMpmMBnEb6boCK1lFUo5P7swPBALYt28fr7Eh3TFrtVqIRCJ4vd4Nv9dut8Pj8WD37t1r9mM0GtMqBKSCQCCAx+PBgQMHMDU1RYNYjuMwPDyMgYEBACsNCaksePV6PZ555hlkZWXx3tfr9bh+/TqKi4t5QZndbqeyPAcOHEg5RkajEa2trZiamuItXEKhENrb23kuZBzHweFw4Pjx4zCZTGmb+Ejnbzgcxuc+97m0CxCLxQKhUIihoSFeQG4ymbBt27Y1nw0Gg7DZbOA4DocOHUq533A4TCkd6RCJRHD37l0wDAOv14vS0tKU4/X9738f8Xgcf/d3f4fLly9DIpGk9DInFsZ79+6FxWIBsBLcJhKJtM1gQqEQtbW1mJ6eRltbGz7ykY8AWMmav/baaxAIBBgdHUVpael96S5nkEEGGWTwu41McPsu4dq1awgEAkgkEti2bVvaoITAZDLhC1/4AliW5WUr9Xo9bty4gba2NtTX16O+vj5tgBuLxTA2Nka71jdyh4rFYryAiHTTGgyGNU5gm0V+fj5u3bqF6upq3rH6/X588IMfBMMw6OzsTPl5g8EAkUi0plweCATQ2NhIdRxJgGs2m7Fz506YzWZqzLAerFYr2tvbAYDXzEYci9xuNy/rWlBQQJu50oFlWahUKshkMnz/+9/HI488goqKinW3PX78OBwOBw0ACfx+P9rb29HU1MT7rEajweDgIBobG9PKpxEdyvWa9JIRiUSgVqshl8upo1MqPProozhy5AhkMhmeeOKJDSsBcrkco6OjNOMvFArBMMyGlIqenh48//zzOHLkCF10xGIxVFdXY9++fRgfH+dpMWeQQQYZZJABQepOpAweKPR6PXVl2ozxArASCJjNZrhcLl5QZzabYTAYcOTIESwuLq7hm64Gy7KQy+Ww2+0bZl5VKhXy8/PXBG+zs7M4f/78hs1J64FhGGrDODQ0xAuIjEYjnn/+efz7v/972gYhhUKxbvZTq9VCoVAgJyeHl7nNz8/HwMAApFJpSioFCQzj8TgSiQQvSIxEIhgZGUEgEOBJ0qhUKuj1erAsm9bEgWEYVFZWorGxETk5OWkb8dra2nDt2jXE43He2DAMg7q6Ol4nNHn/Yx/7GPx+f8p9Ar/iB/f396cNQtVqNUpKSqhqQroGReJ1D6zQI9JdM4ZhkJubi4KCAqpzS8Z6dHQ05eei0Sj+6Z/+CUqlEm+88QZtnJPL5QiFQviDP/gDXL58OZO1zWANCL9/tasjsa0Oh8OIx+MIBAJpn9/3K8j4BQIBBAKBNeP4bnw/6aEg30t6PbxeLxKJxJrjIZ95r+TCSNN2IBCgldlAIEB7TMj7xCSEmIeQ+4/jOEQiEfj9fvq74vf7aZWLaKpv1kAogxVkMrdbQDIvdKsUhaqqKoTDYezdu5dnCpAOCwsLGBkZQTwex5EjR6hUVGFhIcbHxzEyMoL6+voNm9yEQiEqKipQXV29YcZRq9ViamqK1/xELF/z8vLuSy0BWOnwj0Qi6O7u5o1dNBrFhz/8YUgkEojF4i2PazQaRUdHBzQaDdVUBFZK/WNjY9SRKFXANjs7C4PBAL1ezwuONRoNqqqq0NDQwAsuXS4XXnjhBajVapw8eTKljqRAIMCRI0egVCrTNvwBK4uPZBkyMkkfOXJkzbbxeJxafiaf72qQ4Fqv11Ox+FSYnp7GwsIC9u3bh8XFxbR6tyKRCM8//zxKSkpQW1ublqPLcRx8Ph9EIhG9d+PxOFiWTbtIEgqF2LNnDxYWFmAwGCiVJhaLIRKJ4KGHHgLLsrDZbFSLOYMMgBUO/Y0bN+B2u3H48GGe3Nwbb7wBnU6H6upqvPjii/jCF74AAFQ7mwQMAoGA3p8SiQSxWIxHpRKJRGAYBrFYDAKBgKfbSpoxVwdaZA4lRg3hcJhaWCc3cBJ+ukgkQiQSgVQq5T0vIpGIzifke6LRKP1bIBAgFotBJpPRZy1ZT1YgENB9k2ecGCgIhUKwLIsf//jHMBqNEAgEsFgs+OxnP4t4PA6pVEqPg2VZnhIL6Q8g50gaj0Ui0ZptgJVnnFTaiGSjQCAAwzC4c+cOYrEYDhw4ALFYDL/fjzfffBPFxcWYm5vDY489xptPY7EY/v7v/x6f+cxneNKAZGyIYg25fpFIhF4HjuPoMSSPCbkXyLVOHksyfhKJhO7ntddeg1QqRV5eHg1u4/E4jh49ynvfaDRSa+NgMIizZ88ikUjgrbfegkgkglarpepGLMtCp9MhHo9jenoajz/+OG7cuAGpVIqWlhbqKkeOVSwWU2c8iURCk14CgYC3DblOxECEvB6NRiEWi+k9Sa4dua+Trze5X8n4/CYiE9xuEYODg7Db7aiurkY0GoXRaNxUJjYWi6GmpiZtVmw1ZDIZHA7HGk1Vv9+PmpoaSKVSWCyWlKVpAo7jMDk5CYfDsWETjsfjgV6vX2OTG4vFMDU1hfz8/E0ff/LnBwcH0d3dvUbbtKioaEM5s3QgE7NOp+ONAcuyqKioSOkKRpCdnY2lpSU4HA4UFhbSLK1IJMLevXvp8ZN9CwQCGAwGyoVOhXg8jr/5m7/B8vIyBAIB/uIv/mKN6gHBgQMHYLPZkJeXRyfgnp4eBINBmuknzWaRSAQejwePPfbYhhJwxH9+o8knJycHOp0OIyMjUKvVaRvKKioq0NXVhbfeegt/93d/h+effz5tUxnJnLvdbgAr47rR/SoUCvHkk0/ipz/9Kfbv38/jiTudTvT09GDfvn24fPkyjh8/nmksy4BCpVJh3759+MUvfsG7j8lzROxoCX9+cHAQgUAA27Ztw71798AwDJqamrC4uAiHw4FTp07h9u3b1H7c6XRSC+of/OAHaG5uxvLyMkKhECoqKnDz5k0cP34c3d3dUKvVKCoqwuTkJIqKilBcXIyysjJ0dHQgGAzC6/VCpVKhu7sbu3btQjwep0og2dnZNMgwmUzo7e2Fy+XC8ePHsbCwgEQigbNnzyIej+P//t//i4KCAuo45nA4YDKZ4Ha7YbFYkEgkIJPJIBQK4fP50NLSgrm5OQSDQVRWVuL27duQSqV49tlnIRKJoFQq0dLSQp3PJicnMTMzwzNTGB8fx759+9DZ2QmpVIpt27ZheXkZ4XAYx48fx/nz5+F2u3Hq1CkMDAzQce3r6wPHcaitrcWVK1egUChw6NAhjI6OIhwOo7a2FuPj44jH49BqtWhpaUFnZyeys7Oxe/duTE9PY2xsjCrgcByH+fl55OXl4ebNm3j88cfp3BIOh/G9732PJiJK/n/23jNIrutM03zS+6ws771BFaoKpmAJR9AAoDcyrZHY6pZ6umN7d+fHmJiN3ZmNidjpiImNnYnY2NjoiJ7eXq2kbkkUyaFoRJCiAUjCA+W9d1k2K733d38g7lEVgCpUFkGf7x+gMm+ee6479zvfeb/3ra6mq6sLl8tFIpHA6XSSn5+P1+ulublZWBuXlZUxNTWFwWDgiSeewGKxcO3aNex2O4lEgtraWuLxOMFgkOeff55wOMzCwgI/+tGPeOWVV/B4PBw4cEDUaqz//tVXX+UnP/mJcI+E2+PduXPnGBsbY2FhgfHxcf75P//n/MM//AN/9Vd/hUKhYHBwkJGREaanp2lqahLB/SeffMLS0hJra2s8//zzdHV1odFo2L9/P5cvXyYcDtPW1sbNmzdpaGigqKhIUPVKS0vp7OykoqKCoqIiYrEYgUCAgoICJicnMRgMqFQqysrKuHr1Ko888gjXrl2jqKhIaLCfO3dOPF9fNWRpCRlAoVBQVVWFVqslHA4zOzsrnJfuh8bGRjE4bHf5RH4oy8vLN2S6/H4/fX19DAwMiKWMrSBJEoWFhXzve9+7bxApB23rs8EqlYrCwkKqqqo2FDxlgnA4TH19/YZlJTn7sVPnN7gdPDU2NpKfn7+hDa1Wy0MPPURLS8uWx7y2tkYkEsFisWzIans8Hv6//+//4+///u9ZXFwUnyuVSsrLy4U4/FY4ceIE586d44knntgyux4KhbDZbBtoBhaLhaWlJcxmMx6PR5wjs9nMQw89dF/XnlgsxmuvvcbQ0NB9aQk5OTlcv36dwcHB+07U/tN/+k/87ne/o76+nl/84hebut3JcLvdLC0tiYmAnCHYKoCOx+P85//8nxkeHubv//7vN+j52mw2SkpKtqQ1ZPHthRzI1dTUCHOY9eNNdXU1TU1NaLValpeXiUQijI2NCYnB+fl5VCoVS0tLeDwe1tbWyMnJYffu3YJac+PGDWZnZwkGg8zNzWEwGNBoNMzMzKBSqSgoKGB4eBi9Xs/Bgwfx+/2Ew2Hhctjd3c3BgweZm5vjyJEj5OXlcerUKaxWK21tbRgMBq5duyb0v00mE62trRiNRlZXV0kkEoLepVarxd+7du1ifn5e0H4sFgttbW0YjUasVqtwZ/v4449pamoiEokQi8VwuVxbUtbsdjupVIrh4WEMBgPz8/N4PB5aW1tpbm7mwIEDLC8vEwwGxZhYVVVFfn4+LpeLxcVFtFotfX19LC8vC5qYx+PB5XLR2dkpiliDwSCLi4t4vV4hDbk++ytnFNPptLiuAwMDFBQUiIyv/J1OpyMSieD3+8Xkuru7m3379nHy5EmMRiP79u3D6/Xy6aefsnfvXpxOJ5Ik0d/fT0FBgUiOmM1m2tvbMRgM9PX1iUBblthcn7VPp9N0dHRw+fLlDZRB+ftYLEZfXx+PPPKIGNd9Ph92u50jR47ctRpw9epVHnvsMdLpNGVlZWg0GjFhMJvNtLS0kJubi9vtRqvVipXdoqIiqqqqKCwsxGg0cvbsWdxuN5WVlajVavLy8igvL+fUqVOMjo7S0dHB0tISCoUCt9uN0+lErVYzPT2NUqmko6ODqqoqTpw4QWlpKTMzM7z//vsP7Nl90MhmbjOAvMza1dVFTk4OgUDgvsU6Mm7duiWWu3Jzc++rDwq3i51u3ryJ2+3eYFBQXFzM2bNnt83dBYS96/p27oQkSaRSKWZmZjbwGZPJJJFIhKqqKhYWFrZNq5ChUCiwWq0MDw9TVla2ISicnZ1ldnaWhoYGampqMBgMGc0CQ6EQCwsL2Gy2DUF+QUEBs7Oz2O32La1ey8rKGB0dFctBMuTlNa/Xu+G38oskEolsmTHUaDS4XC7cbjcWi2XLjPeVK1fo7u7m+PHjnDlzBoVCQX19PUtLS1y/fp3jx4+LbQcGBsSAajAYaG1tvWebOp0Og8FAd3c3iURiy6LD1dVV9u3bh9PpxOv1bklL+O53v8v/9r/9b1it1m1dp4KCApFpgtsTpfLy8vtKyu3fv59UKkVLS8uGpUa1Ws2+ffuIxWI89thjO7a2zuKbCY/Hw7Vr10gkEtTV1XHx4kVOnz6NUqkUxixyQCFzIo1GI2q1WmTeZL6jPMGMRqPodDoCgYAYFwKBADabjYaGBpaWlojFYtTU1BAIBHA6nRw4cICFhQUWFxepra3dsCJy+PBhbt68KRIeMgezq6uLoqIi3G43J0+eRJIkSktLmZycFJrd8rOv0+nE8rper6epqYl3332XVCqF1WrF6/Vy/fp1ioqKWFlZobq6mp6eHvR6PceOHWN8fFwUvMo1FjI3NB6P4/V6hXtjIpEQS/s+n08kKUKhEJFIhHA4zMGDB+nt7cVkMrG4uEhOTg6zs7PCiMZsNrNv3z66urqwWq3CJCgnJ4e9e/cyNTWFUqnEYrGQk5NDSUmJ4KgeOHCADz/8kCtXrpCTk0NpaSmXL1/m5MmTeDweAB5//HHm5+fp7+8nFApx6tQpotGoqCGRx5sjR46IrHoymeTGjRsUFBTQ0tJCb28vJSUlKJVKHnroIQYGBmhpaaGwsJAbN26Qn5/P8vIyBw4c4MaNGxsyqPX19dy4cYOTJ0/i9Xrp7u5m165dTE1NodPpRIb8+PHjvPfee7hcLmKxGC0tLajVaj7++GMAOjs7OXr0KJcvX2b//v309fXR19fH4uIiTzzxBMvLy3i9Xtra2gT9IZ1Ok0gkyM/PZ25ujqWlJSorK7l8+TJ6vV5wd+PxOHv37uXGjRuk02kqKyvp7u4mFApx5MgRurq6xHhaVlaGUqkkGo1SXl4uOMSxWEzwsa1Wq+ACfxUztwopa9q8bUiSxMLCAvF4nOrqauGAdT8eqiRJ9PT0CF5PMpnc4CW+1e8AlpeXKSwsFA+o0+kEEAYOWq12y5vL5/Px2muvEY/Hee655za1Wk2lUly/fh2LxUJVVZWQa0omk7z//vs4HA5OnTq1pRHEZrhw4YKYYf/oRz8S/XW5XLz77rusrq5y+PBhTpw4kdGDMj09zeTkJH6/nxdeeEFci8HBQcbGxlAqlcKB7F6w2+289dZbmM1mvve974kJg2zCIEkS3/ve90TFvtvt5p133iEQCPDiiy9uGrTKWaCKigrRp81UDV577TVBSZCd1CRJ4u233xbOYTKlYWxsjN7eXpqamggEApw6deqe7QaDQV5++WWSySQWi2XDOb8T4XCYGzduUF9fj1qtprS0dNO+LiwsUFhYiE6no7+/n9raWpHRuhPpdJpbt24xMTFBU1MThw4dwuFwCEe5J5544p77SaVS/M3f/A3RaJS/+Zu/EddufTbjTn/6LLKAP1Ko1mf85KBSnvyuz7Ilk0kRsMLte09OQtzpcLb+VSln6O68F9dzc+H22C1n6eSxRe6jzFdMpVIkk0kcDgelpaXY7XbxfpF5lDIfdrM+r9+3zLtcWVmhoqKC+fl5Ojs7qa6u5sCBA4ITKyuXyO2u16K+Mxsp73P9ca7PMMrbrKdvrc9kyllmOZMuH4/MRZZ/u54fKv+9/pzJ3Nn1PGX5/Kw/D+vPDfxRpWX9/fHb3/6Wffv2idU9+ZzI+1t/HHa7ncrKShYWFkSdxXr1Hln/XB6rZP7qesjfy+djPWXszmOWj3U9F1w+Rvlcrv+dfD3ktn0+H0qlEpPJJIJd+djkcy23J197+Z6UJ3933uPrt1+/zU5qkL4IZDO3GUCu/pZ5UZkUVyUSCZLJpJh5bwfyjKy0tFTc1AqFgrW1NaampgQf7KGHHtoyE6bT6Th48CA2m21LL3WFQoHH46Gnp4dDhw4JzqnL5cLn89Ha2rrjKk15kF2f6Za5pRUVFTz33HObOpRtBbPZzMLCApWVlRvoB5J02y74fjQKk8nECy+8IGbsMnw+HxUVFbjdblG4BH+0KLbZbFuec0mSmJ6e5vr169TU1NDR0bFpUVlNTQ3j4+McOnRowyw4Ho+ztrYmAmiFQsGuXbtYXl6mu7ubo0ePbrr/W7du0dXVhU6nu292U6/Xi8KHrQYqSZLo6uriySefpK+vD7hdkLeZA5z8ojWZTIKWodPpsNlsWxpLKJVK/sW/+Bf09PTc9YwtLCzw6aef0tzczP79+7+Sg2oWXx4UCsUGCtCdVt0y5Gf9TrqQvP12agC2s01ZWRlFRUUb9nOvPsrSgwqFQnDY5fFC3s/9+ixDLnKqrq4W7VVUVIiA/8427jyO9e1tts974c7x8M5+b9b2nb+913mVs9Xrj/HONu/1Pr7zM/ncS5LE97///Q2W65sdo0KhELQJmYZ157hzp3vpvcZ6+ft7rSLeeczytusD/Hsdz51tyduuX12VVxjlPq8/1+vbu9fxb3VvfNXx9enpVwQajWZD4Q9sL3skqwHodLr7FjnJsNvtRKNRiouLGRoa4vDhw+LB1Ov1nD9/fltc1UgkgtPpZGpqira2tk11buXZWFlZ2YYbXZa+kgsGMuXdStJtMX+bzYbb7d7wXWFh4bZUHDaDw+HgySefZHJycoP+bCwWIxaL3aUdeydkvtz6QUI+p3Kl6p2B2K1bt7BYLDzyyCNbtu3z+Th//jwKhYL//X//3zdVVggEAhw/fpyFhYUNKhVNTU0kk0mSySSJREJck3A4TElJyZa81d27d7N//34KCgqE4cNm9+nY2BiDg4Mkk0lefPHFTa+FXJj4u9/9jrfeeoumpiZefPHFTfsgVybLMjhwO2vgdrs3UA3uBYVCIeR91leB/+Y3v0Gr1TI+Pk5RUdFdBYpZZPFVwvrgaSvcmSX+rLizvS/SNv7rgDuD5Xvhzoz8ne/79epJ8t9ycuBe7+V7bXtnn+71u/Xb3bnPTPBVpQ98XsgGtxkiFArx/vvvYzKZiMVinDhxYltuY3DbgWs7A50MpVLJ4OAg169f3yBHVVdXRzQaRa1WU1dXd9/ZlNlsZnV1lfLy8i25n/IS/p2Qyf1FRUUb+pEp7pX13cyRbLvIyckhFouh1+vFAJ5KpXA6nRw9ehSr1brlOd/MTtnj8QgurtPpFEFUOp0mEAiwsLDAqVOnNm03nU4zNTXF//g//o/s27dv04E0Ho9jMBjo6uraYKcrSRJra2vs3buXTz/9FK1Wy8GDB4W8jdPp3FJjNj8/n8OHD/PLX/5SFKBthpqaGiorK+nq6tpysqRUKmlpaeE3v/kNzz77LHa7fcuJjkKhENnl9dSM0tLSLbNe8Xicn/3sZySTSbq6uvjhD39IY2MjyWSS+vp6jhw5wsTEBJFIZNM2svh24uvGslsf7HzZ/fiy+/BFYjvHe+3aNaLRKI888ghTU1N0dnbygx/8ALj9jvnkk0+IRqMcOnSI/v5+4vE4FRUVtLe3EwwGuXTpEvF4nJMnTzIzM8Pa2hr19fU4nU5CoZDgIb/++us88sgjIvnxySefoNPpKCgoQKFQiDFWkiTcbjdvvvkm3/ve93jzzTeJx+O0traye/du3njjDaxWK2traxQXF9PU1ERvby/JZJLKykpOnTr1uV/jr1LwnA1uM4RGo6G4uJiFhQX27Nlz39mfjL1792Z84UtLS8nNzcVsNtPU1CSWE5aXlwkEAuTn5zM8PExJScl9q/G1Wi0+n4+1tbUtM8ey3MiJEycE5zYvL4+1tTUWFxe3XArfDFNTU6KY487lubW1NZGVkzPimSCVSvHmm29SWFjI3r170Wq1KJVKrFYrLpeL0dFRSktLt32dZMiWweFw+C57WZvNRltb25YBmkql4sc//jEWi4VoNCqW5++FyclJampqmJiYEEG0XAl76dIljh49KvqvUCgoKysjmUyKgpR7YWBggHg8TnFxMVNTU1seq9/vR6/Xc+DAgS0z6AqFgieffJJz585ta0lWzo6srKwIHq8s3XO//TQ3N2MymXC5XII3ZzAYSCaT/Ot//a+pr6/n3//7f3/fPmTx7UIkEuGdd94hEonw0EMPMT8/TzKZZNeuXXzyySdYrVZ0Oh3l5eU4HA4KCwuxWCx0d3eLValQKITf76e5uZne3l5qamrw+/2oVCpmZ2fFeBCJRGhra2N+fp7FxUXBIz1w4ADFxcW88cYbNDc3Y7fbRYGozWbDZrMxMzNDTk4Ohw8fJp1Oc/nyZSKRCA0NDUxPT5NOp9m1axcff/wxRUVFtLa2cvPmTUKhEA8//DBTU1Oo1Wpqamro6elBqVRSXFyM3W5nz549zM/PY7FYCIfDmM1mpqen2bt3L8PDw1gsFqGR6vf7qa+vp66ujpmZGXp7e9FqtRw6dIiioiKuXbvG8PAw5eXlQndX5q8WFRWxurpKaWkpo6OjRKNRHnroIVFElZuby+joKLm5uVRXVzM3NyeKkMLhMLW1tXR3d6PT6YTd9iOPPIJSqeT8+fOEQiFaWlqEmURNTQ1dXV2YTCYaGxuZn58Hbk/Ob926RU5ODocOHaK3txe1Wk15eTl9fX3o9XoaGhoYHR0VtLjW1lZmZ2eZmJjAZDKhUNw2GKqoqODxxx9HpVKRk5PD3NwccHvMX11dFdlPl8vF/Pw8R48e5cqVK5w6dUpIebW3t6PVajlx4gRXrlwR9LQ//dM/5be//S3f+9730Gg0/OpXv6KjowNggyOo1Wrl/fff58CBA1RUVLC6ukpRURHpdJqbN2+ysrKCTqfjueeeY2BggOLiYsbHx2loaKCqqooPP/yQU6dOkUgkqKmpIRwOi/eH3+/nnXfeobq6mkgkwmOPPYbH4+Gdd97BbDZTX1/P7OwsGo2Gqqoq3G434XBYXJ9IJEJOTg6Tk5Oo1Wrh4ikXLW/1TvqikZUCyxCJRIK1tTV8Ph8XL14kFott63crKyt4PB6cTqcoCLsfFhcX0el01NbWMjExIWRFcnJyBO/yTg3ce0GlUuHz+fD7/VtmmeWihra2tg3yS3A7sAgEAhv0b7cLo9GIw+GgqqpKVMDK6Onp4Ze//CUXLlzIuF24XThVUFCwIdhKp9O43W78fr8IdjNBPB7H5XLx3HPPUVlZuSEgN5lMVFVVoVQqt7QxlnVu//RP/5S//uu/Znp6+p7byVXbS0tLGwY4uE2tkAsoZOkxmUvc0tLC+Pj4pjPxxsZGlpaWBJ92K8gyaGaz+b4Dk1yIIC+/bWf7O2kdjY2NlJSUbPobSZIYHh7m2rVr9PT0bJABOnPmDP/wD//As88+i8Ph2HLfWXz7oNPpRADr9XpZWFigoqKCzs5OotEo7e3txONxPvroI44cOcKFCxfQarVUVVURiUQwm8309/czNDREQUEBKysrDA8Pk0gkOHToEKlUirq6Ov7whz8Qj8cZGBhAq9VSX18vXKp6e3tZXV3FbrczMjKCz+fjww8/5NChQ3z66ae89tprJJNJcW97vV6Gh4c5deoUDodDBKRjY2Mkk0keeeQR8vLyKCoqEoougUCAq1evivEjkUhQUFBAMBjk3XffJZlM0tfXRyQSYXBwkMnJSQoLC5mfn6evr49kMsnbb78tip3h9jh95coVEbgC7Nmzh3Q6zZEjR4jH4zQ3NzM2NobNZmNoaAitVkt+fj5VVVWEw2GuXr1KU1OTcHccHx+nt7eX9957j4MHD3Lt2jUUCgVXrlzh2rVrRCIRKisrGRoawmq1otVqUavVGAwG8vLyiMVidHd3097ezieffEI4HObUqVPiHapUKpmZmRGFthcvXqSkpITV1VU8Hg+JRILy8nKROV1dXRUJhPfff5+9e/fS2dlJfX096XSaQ4cOiSIpOQkkJxrWF7fJShWy3Jj8vexSJpt/JJNJQS/TarXEYjFsNhs9PT08/vjjaLXaDRN9WZWitbWVgYEBbt26RXd3NwDj4+PCfS8QCGA0GsWq4tzcHHv37hVFirJ60PpCQYXitsLO6uoqQ0ND4l4yGo1MTU2JzwYGBujv7yeRSPDee++RSCS4dOkSQ0NDnDp1ioaGBsrLy6mvr6e0tJTZ2VkxifiqBLaQzdxmDLVaTXNzMwcPHhQSMdvBxx9/LKwfd+3adU/3qTuRm5vLzZs3hRSMnLkNBoM0NzfT3NwsRLG3gtls5ic/+cl9gzw5E7C+AAhuDyBPPfUUiUTiLs7sdlBUVERLSws3btwQRQ4yiouLcTgc99VL3QyyPa08QMv9ffLJJ3dsDCHTGF5++WVaW1s3UDECgQAKhQKfzyfE0u8FtVrNU089xc9//nOOHj26KTdUoVCwd+9exsfHaW1t3VBtHY/HaWlp2aB/q1AoKCgooLCwcEuXL3nJq6GhAbvdft/jlatkZQWQBzFIyYLyKysr1NfXYzAYRKWtbOF7LygUCuEMJ2cK4Pak49/9u39HMBgkkUjwH/7Df/jMfczim4XV1VXm5uZEpi+dTjM/P09JSQlzc3N4PB5CoRClpaWMjIxQVFTE3NwcOTk5BINBPB4PVVVVrK2tiWLS1tZW/H6/CF6sViu1tbUUFxej1+ux2+2Ul5fj9/tJJpPYbDYGBwdRqVQ0NTXR399PeXk5o6OjFBQUkJOTg9VqZffu3SiVSmEtPjg4iFarFfJOFRUVjI6OotFomJ2dRa/XEwqFmJmZES5kDoeD1dVVVCoVRqORQCBAXV0dFouFlpYWnE4nDQ0NeL1e3G43LpeLffv2EY/Hqa+vJz8/n+LiYuB29rC2tpaRkRHa29vFxD4UConK+bGxMdRqNbt37+b999/noYceYnR0FK/Xi9Pp5ODBg0xPTwtVgNLSUqLRKEVFRSIojkajNDU1oVAoCAQCtLS08NZbbwmlHL/fz+TkpDCAMZlMTExMUF5ezuTkJKlUiqqqKq5fvw7cLlbOy8vDYDBQUFAgTApyc3NZWVkRUmmycoCs7lJdXc3ExAQWiwWLxSKOUx6jHA4HHo+HeDwukiXBYJDZ2VkxYR8ZGaGlpYX333+f4uJiEokEg4OD5Obm8pvf/IaKigrm5uYoLy+nu7ub5uZmLly4wMTEBB6Ph+rqaqGnLNMPnE4n+/fvZ2xsjIqKCrEv+R1569YtEokECwsLVFdXiwSb0WhkcXFRJKFkSoLX68VoNJJOp4nFYkL1SKZ1RaNRjEajkI0rKSlBp9ORTCapra2lqKhI9H9wcFBcU41GQywWw+v1Ul1dLQL7r0qAm5UCyxDhcJi5ubn7WpquhyRJXLhwgcLCQgKBgFj2uR8cDoewW10/AxsYGGBiYkJoAT788MP3tXft6+sjEAhw9OjRLSkMdxLWFYrb1oOvvPKK4O7cr5DqTsgD/czMDOFwmO9+97v35Jrt5KFwOBxcvHiRoqIiTpw4ISYA09PTwr3toYceyrjKUx4UJicnqaqqEnwoORNit9s5c+bMphSPWCzGL37xCxoaGpifn+fYsWP31DaWJIlPP/2UYDCI1WoVA7wcGE5NTWE0Gjc48vz6179GpVJRVFTEo48+uukx/O53v+PmzZsUFBTwr/7Vv9o02F9cXGRychKHw0EkEuFP//RPdzwxuPPYenp6WF5e5tSpU1gsFvx+Px999BHV1dWbqh3EYjH+j//j/xDFaH/xF39BU1MTqVRKGFvIg+xOTUWy+GZibGwMlUolXPFqa2tFtszr9YqXtslkwu12k5ubSzAYFPembImbSqXQ6XQbbHLNZjNer5e8vDyi0SiBQED83mAwEIlExPhpsVgIBALodDoSiQQWiwW3243NZkOtVuN0OrFarYLzLy+95+fn4/f7hSW3vNomByjBYBCTyYTP5xMylLFYTIzZSqWSnJwc3G43VqtV2M/K3P5oNComs2q1Gp/PR35+PhqNhnA4LAIevV4vAiK5rZdffpldu3bR2trK2toao6OjnD17lps3b1JXV8fy8rKgH8kUrHA4jNFoRKfT4XK5yMnJIR6PCxmtcDjM2toac3NznDlzBqVSyeLiIm63m/z8fOx2O21tbQSDQfLy8vD5fFitVjQajdC4lVcV5WJtl8uFVqtlbW2NDz74QBTJdnV1iaV7+b0mXwedTofb7SYnJ0cUbfv9fuLxuMggy9rGcuFyLBYjEomIaxYOhykoKBArbj6fD0mShHum1+slPz9f6ANrtVpxrTQajZjEe71ecnJyxCRHpVIJ6kQ0GsXn84k2lUolwWAQn88nsueRSASr1cqlS5fEe2NoaEhoJ3u9XnGMOTk5JBIJvF6voA1Go9ENBXeya5mscZufn08wGBRydHKiQq/XZ6xT/3kiG9xmiEz1NSVJEg+rzWYjFotRWlq6rcKsaDRKX18fPp+PXbt2iYdSnunJpPSGhoYt++P1eunr68NkMpGXl7epTq0kSVy/fp2xsTGMRiNnzpwRSgmyg43b7aatrW1bxy4jFovR29srdBc7Ojo28C8vX77Mnj17tjQa2AxjY2PY7XbS6TSnT58WgXtXVxc3btxApVLx05/+NONqYafTye9+9zt0Oh2PPPKIyLy6XC5ee+01YrEY3/3udzfVDI7FYvzyl78U3LCjR49uGtyOjIywsLBAVVXVBvrBG2+8QTQaRa/XC1UCSZL41a9+hdVqxWazbVrUJkmSyOxeu3ZtS/1gt9vNW2+9hVar5fjx4+I++6yQJInLly+zvLzMc889h16vZ2Vlhd/97ndUVlby9NNP33M/iUSCixcvMjAwIAL+lpYW4vE477//PjqdDofDwYkTJ3ac8c/im4k7X2dflRft1x2SJLG6uorJZMJsNuN2u1Gr1ffUuM7knMuFs0ajUQRw91MM2C4CgQChUIiioiKx6ignir7pWK8yAwi92m/T85ClJewA4+Pj9Pf309zcvK1q/6WlJXp7ewVXc7vZpuXlZSRJorGxkbGxMbFcEIvFuHHjBsvLyxw+fJi6urotFQHkLMXs7OyW0k2pVIpAIMDJkydxu904HA4R3J4/f55AILAt84k7odPpOHz4sFAxWI/FxUXOnTsnLGIzffgikQjj4+N3FSjV1NQQCoU2mF9kArkv99JutFqtosBkM2i1Wvbt28err75Ke3u70K68F0ZHRxkdHUWSpA06wCdPnkSlUt1VEKbX60W2Zas2LRYL/f39zMzMCHOIe8Hv92M0GkW26UFBkm7bBcsTOfmc7t69e8vzoVarOXPmDIFAgN///ve88MILwO37s6enB7fbjcFg4MCBAw+sr1l8M/Btenl/kVAoFBt48pm6VG7V7p2ygA/qGsp0A7j9DtpKKeibhjsD2W9DQH8nssFthggGg6yurnLy5EmmpqbweDz3lQI7dOiQyLZm4u5VUFBAd3c3o6Oj1NfXC8eSWCxGXl4e+fn5qNVqksnkloGW7IAj+1pvBpVKRWNjIwMDAyiVSuGKJVfidnR0ZJy1lZFIJFhcXNwwkLlcLnJzc8Vy4U4GNZ1OJ4qhZMgWxydPntySl7oZZFcYq9VKTk7OhnOr1+spLCwkLy9vS/tjSZKorKzkf/qf/icsFst9DR/27Nlzl8HG5cuX72mSUFhYuMEd517Iy8vjlVdeYWZmhu9+97tbHq/ZbKaurg6DwbClPfNOoFAoyMvLEzJwOp2Ojo6O+2o9v/baa7zyyis0NjaK8ywvg6XTaUKhUMYKGFlkkcXWiMfjTE1NkUqldrSSlkUWXxVkg9sdQKVSUVhYyNTUlKg43AzyMovJZCKdTovlge1AkiSx1L6ysiJ+Fw6Hqa+vp6ys7C55rXshkUjQ0NCA2WwmGAxu6g6VTCZZWFgQVZ2Li4vU1dWhUCg4d+7cjgc6mXvp8/mYnJzkscceQ6FQsLKywpUrVygrK9u26sR6hMNhLBYLjz32GAsLC6J/s7OzXLhwQfhqv/TSSxlnb+WAO5FIbNDClStVQ6EQgUBg0yAtlUrR2dmJ2WympaVFFG3cC7W1taIoZX32WqPRoFQq7+IL2+12PB6PmHzcC0VFRfz0pz/F5/MxNja25bHm5+eLTMyDfpm53W4CgYAIbmUv8nA4vCk/S+Z8/Z//5//J1NSUcLZTq9UcOnQInU6HwWC4rxFEFt8+RKNRZmZmMJlMFBQUMD8/T0FBAel0mrW1NeD25NDj8WCxWEgkEuTn57OwsEBOTg6BQICysjLMZjOSJLG0tEQgEBAT2kgkwuzsrOAryjJ/RUVFuFwuwcmUix6Li4tJp9P4fD7Ky8ux2+1CaUXmj4ZCIeLxuDBcKS8vx2QyEYlEhGyeRqMhEAhgtVqJRCKCEylLQso8XZlTDLfHD1kPXebbFhcXo1KpmJubE/2W6WaVlZV88MEHTExM8MwzzxAKhVhcXKS4uBifz0cgEMBsNgsOsd/vx2KxEI/HSSQSmEwmwX01Go1Eo1FisRg1NTVfK2erLL4ZyN5xGcJkMqFWqwXNYLvLM7KO3vPPP7/tfTkcDi5duoTRaBRKBmq1moKCAiF5sx0YjUaqqqpYXV3d1LQA/mjbKGvnrvevvnXrlqjUr6+v3/YxyNBqtTidToqLi0VAI1chz83NCU3dTOD1ehkZGWFubm6DoUFFRQV79uwRk4JMaeXyUllfXx/BYJBIJEJubq5whispKWFqamrLzK1arebpp5/e1v78fj8HDhxgdnZ2w3K9XDB15wRKNuXYKiutUCh48803ee+992htbd2yCDAQCAjJMbfbLYpCPisUitvWnzIdB24XzvT19WE2mzftk1qtZnZ2Frvdjtfr5S/+4i+A21ml119/HY/Hg0Kh4D/8h/9AS0vLZ+5nFt8cRCIRYbTz7LPPMjs7y/vvv8+xY8cYGxvD5/Nx9uxZ3nnnHVEkGovFOHLkCPPz81y7do3HH3+cXbt2oVarGR4eZmhoCJPJxF/+5V8SCoUYHBwknU5TX1/PlStXaGpqYmpqitHRUY4dO4bNZhMyXC0tLfT09LB//35GRkYYGRlBq9Wyd+9e+vv7OXToECaTiXfffReTycSZM2d45ZVX+OlPf0oymeS3v/0t9fX1PProo7z++uvs2bMHp9MpJLg+/vhj/s2/+Td0d3fT399PRUUFJ0+epKenB4/Hw5EjR8REPJVKiSTFf/tv/40nnniCl19+mY6ODpaXl8Wxvvjii1y8eBGNRsOxY8d4+eWXOXz4MB988AHnzp3j0qVLNDU1iSKliYkJhoaG+PGPf8zLL79MU1MTZ8+eZWJigrm5OYLBIPv27ftyb4wsvnX49hExPiMCgQCBQIBIJEIqldq245jD4UCSJCYmJra9r8rKSl566SX+5E/+hO985ztCoqmgoEBkgrcTuIXDYc6fP8/Vq1fx+/1bbltdXc2f/dmf8cwzz2yQr4rFYkLvMVMoFArq6up49NFH71pKLikpEUT/TFFaWsqhQ4c4ePAgJpNJnAtZG7irq2vHnFuNRkNZWRlKpVLweaPRKG+//TZzc3NIkrSlQ9Z6Hdj7BYq5ublEo9G7HMfm5+e5cOECPp8PuJ0BlwPgJ598csvMpSRJ1NbWCsmfrTA1NcWvf/1rXn31VaGd+aBQU1OzQekjmUze1zZXpVLxxBNPYLPZOH369IaVhhdffJEXX3yRv/iLv8hmg7K4CzqdTkyUb968Kaq5VSoVubm5QqFArlCXFQgKCgqEGY4sug+3J+W5ublEIhHS6TQFBQVUVVVRWVlJVVUVZrMZm82GSqWisrKSsbExampq0Ov1WK1WIaGVl5dHMBhEp9NRUlIisqazs7PU19eTSCTw+/0UFBQISSV5vHc6nahUKrRaLTqdDp1Oh1KpZHl5meLiYjQaDQ6Hg1QqRSQSEYY5chX8wYMH6evro7y8XJgwGI1GCgsLCYfDXL9+ncLCQqEEUVBQQCQSEVXykUhESC62tbWh1+vR6/WCEjY9PU1paSlGo1EY80QiEfr6+oTSw9ra2j0dKrPI4vNC9u2QIfR6PV6vVzzw24Ws67dr165tF055vV5SqRSlpaUbfuNyucRM/5lnnrkvLcFoNNLR0YFSqbxvplmWQDGZTGLJXa6UValUhMPhbR7xRvT39+NwOPD7/Rw7dkwcy/LyMk899RQzMzMZF5QpFAoWFxcZGRkR/ZRht9vJzc3F5XIRj8cz5meup2jIQaxWq6Wjo4OlpSUh0v0gYLfbSSaTdxkbpNNpEonEhiIvp9PJwMCAyIZudc6cTid/9md/htvt3nK73bt3C33jnUwEtoKsx1hbWyvc1WRXqM36E4/H+du//VtcLpcwgWhra0OtVmMymdi/fz89PT1Zzm0Wd0Guvj906BAVFRVMTk6yd+9eJEkiLy8Po9FIJBLh+PHjVFRUEAqF6OjoYGRkhNLSUhobG9Hr9aKwMycnRyi8yKsP6ylm8rvgyJEj2O12AoEA8/Pz+P1+rFYrTqeTEydOsLKywmOPPUZvby8Gg4GGhgZWVlZIJpMkk0keeughKisrGRkZ4fnnnxfyXUeOHMFqtTI9PU1bWxtlZWWiPiEnJ4elpSXm5+dpaWmhubmZ/Px84WjV1NTE0tIS8XicpqYm4R4lK6kMDw/z7LPPisxufX09tbW1jI2N8eyzz2IwGBgdHeXZZ58llUrR0NBAJBKhvr6e4uJi4vE4SqWSRx99lFgsRjgc5qGHHhLHfeDAASRJwmq1Mjs7S25u7reysCmLLwfZ4DZDxONxQqEQyWSSQCBw32IyGaurq+zevZulpaUtK8XXIxQKMT8/T2FhITdu3ODIkSOCe3Xy5ElWV1eFDuNWCAQCjI+Po1QqaWtr2zTjJ0mSEA2PRqO0trZSU1Mjvi8tLd02FeJOHD9+HEmSNnBj5TY7OztF8J8pzGYzc3NzNDY2bsjkKZVKoc+4k4DNZDJx9uxZFhYWBC1ApVJRU1NDZ2cnRqOR/fv3Z9zuvRCNRnG73XdlWIuLi++yDj548CAul4uFhQVaW1u3bLe6upq/+7u/47nnntvy3MbjcTo7O4WSwYOsKh4ZGaGrqwubzUZeXp7I+sjc881edi+++KLQlZTvb4VCQX5+PvF4HJVKtSOedhbfbBiNxg0W4evtrNdjvWKNJElC0u9OJZt7LafLBZ5zc3Ps27eP06dPEwgEcLlcHDlyBKVSSW1tLWq1Wui8yjh37hyAMAU4evQoer2eM2fOIEmSsPaVXabOnj275fHeWWx6J2TL3aamJjF2x2Ix6uvr6ejo2OCyKAe+641p5PMi110AQlt7vbKLjPWfZVVGs/gykQ1uM4Qs/qxSqTKaher1eq5evcpDDz207d9Eo1GCwSAffvghiURCLOtotVqCwSD5+fl3SWDdCyqVCq/XKxxcNoMcbMiZPjkolAepmZmZHdEH5LYVCgVVVVUbPpudnWVsbEwoBmQKn8/HCy+8wPLyMolEQtBE8vLyeOaZZ1hdXRU2hJn2t7OzE4/Hw1NPPbVhf/K5cbvdm+rcZoLnnntOLEGufwkHAgFu3bolXibyy8dmszEwMLAlT1mhULBnzx7+9m//9r7UiKmpKa5du0ZlZSVOp5Pvf//726bb3A9tbW2UlJRgMBiQJAmn08mNGzdIpVJ0dHTck54g21oeOHCA+fl5sYKQSCT427/9W0KhEIlEgv/5f/6fH0gfs/jmYCcT5J3yy6uqqoQmdE5ODg8//PBdbW3Gy8/Nzb1r+89LmUDmpcvt63Q6nnnmmXvu80H2Iau0kMWXiWxwmyFUKhUNDQ3YbLZtGTHIUCgUtLS04PP5tv3Qy1a1wWCQoqIikcEyGAzY7XYWFhYoLCzclkGBXEUru59shvz8fA4cOIDT6RSBs0ql4tChQ0Sj0R3rG8q2jXJ18Z49e1AoFKRSKfbv35+xyYKM2tpaPv74YyoqKjZkOL1eLwMDA2g0GlpaWjLmZ3q9XsxmMwUFBaKyGm5nhAOBAPF4fMuCskz3JWczJUkS2ZRUKsVf/MVfbLA8li1yZZegzTSTY7EY165dE5a+hYWFW9IS9Ho9lZWVd8mRfVbMzMyg1+u5ceMGDz/8MBaLhba2Nkwm06bBeTqd5g9/+AOvvfYakiTxL/7FvxAZ7P/0n/4TyWSSkZGRB3b+s8hiJ/gsgekXGfh9ngFsFll8VZENbjNEMpkkFAoRi8XIzc3dsKyzFWSifyZLNV6vV1TlOxwOysrKRBZ2YWFBcJ62g3Q6zfLy8pak/nQ6TW9vL5FIhIKCAlZXV8nPz0ehUJCbm8v58+dpbW3dkQSTzE1TKpUbfn/kyBHMZvOOl5hl3vGd59VsNlNeXo5KpdpRFtJmsxGJRPB6vRuW/202G88//zzRaHTLSUImuHLlirCVra2tFa5jiUSCW7duUV1dLTizcpYokUhseR3k7P7Nmzfx+Xz88Ic/3HRbSZJQqVREIhEMBsMD5cVVV1eLY4Pb2ejBwUFCoRCHDx++J0VHqVRy8uRJfv3rX/Pss89uoP789re/5Z133qG6upr/+B//4wPrZxZZZJFFFt8cZIPbDKFWqwkGg8Tj8Yw4lwaDQdjfbrdwSqvVEg6HCYfDmM1mFAoFLpcLn89HRUUFo6Oj29q3QqGgtLSUw4cPb6pxCwhObmVlJQMDA8KNLJVK8eabbwo9xp2go6MDjUYjfNvlgomlpSVqamp2XEk7PDxMb28varWa73znOyIDrFKp6Orqory8fEeZCpVKJegA65FMJolEIiQSCaLR6JbSatvFs88+y8TEBF1dXRs4zYlEQuherofdbmd6ehqtVrtp5jaRSDA9Pc3U1NR9LWonJiZ49913sVgs/OQnP9kW1WW7kCvFZfqBrD6Rn5+/KV89nU7zxhtvcO7cOUwmE6FQCLg9QSwtLeXnP/85ExMTLC8v75gDnkUWWWSRxTcX2eA2Q6RSKSoqKrBarRllBL1eL/F4nGQyuW37XbhdMFBcXMz8/DxKpZK8vDycTiejo6M0NjZuq1hKo9FgsViYnJwEbis33AuSJKHVaiktLRUakPBH60W9Xr/jZevLly/j8XhIJpPk5ORw7tw51Go1Y2NjOJ1OXC4Xzz33XMbtygLncvAvIxKJoNFoduRQBre5ta+//jpGo5FTp06J8xEKhXjnnXcIBAL85Cc/eSDB7dTUFD09PTQ2Nm5wgHvssceEYcGdx5ZOp7ecaKhUKo4ePcrS0tK2NCZLSkrIzc19oEuW4XCY3t5e0um0qN5OpVIcPHhwS76wSqXiX/7Lf8muXbsYGBgQz5ksY6TVanE4HHepS2SRRRZZZJEFZIPbjKFWq0mn00xPT6PRaLatliDrGGZiX+twOBgYGKC9vR2fz0c8HhdZr9OnT+N0OrcVvMXjcSYmJlAqlVsGwwqFgmg0SjKZZHFxEZPJJDK98Xic1dXVHReUNTU1CR1EObsqK05EIpEdFzApFAqsVutdQbfVamXXrl07zuwplUosFstdfZMLuvbv3//AAsGlpSWOHz+O3W7fsC+DwYDD4aC0tHQDJ7m0tFRUY2/V/5WVFY4fP87CwsKWqwVVVVU0NTWRTCYfqBSYwWAgnU7j9/vFJEA2w0ilUhv0b9cjnU4zODgoJj7Hjx8Hbge9J0+eRKvVYrPZsrqZWWSRRRZZ3BNZ0bkMIVspytzH7UK2VtxK+P9OFBYWsnfvXkKhEEajURRMRSIRXn/9dQYHB7fF4ZX1bXU63aZ2sXD72EZHR7l69SqBQACn0wn8sYhJ5mVmCtlu1Wg0kpubi8lkQqFQoFar2bdvH7FYbNvyaHciGAzicrlIJpMbgh2v18vq6iorKys7DoLy8vI2ZLDhttSQwWBgeXl5y3OZCYqKinjnnXc2SPDAbS7uyMgI3d3dG66zz+ejt7f3vjq7xcXFvP322/fNyFqtVrRaLUaj8YHrUKZSKWKxmOhrOBymq6uLGzdubPm7lZUV7Ha7ULuA20Vy//E//kf+9b/+1/ziF78gGAw+0L5m8c2APN6sf2Zk05VgMEgoFPrcJ0bymOnxeL7wSVgqlSIUChEOhx/ovhOJBPF4XCRU5P3c65wmEglCoZDY5kFpgmdxG3KCwOv13uVguR3ceS2/ichmbjOEJElEo9Ftu4Ot/11TUxNer3fbv9FoNNy6dYulpSVOnjwpsm/JZBKn05lRgdr8/LzQU91MDkypVLJnzx4KCwsZHx8XsmVKpRKz2YzP59t2pvpO5Ofnc+vWLeC29qIs4u/z+Thx4oRw/cokGyo/4D6fD5PJJLKekiRhMpkoKysjGAzuKGBLJpNMT08TjUaF9iTcDqbLyspQq9VCUeGzYnV1lZKSElZXVzfwY5VKJR6P5y6edCwWQ6FQ3NdtTq1W85d/+Zdfmt6kQqGgsrKSuro68XJLJBIb1CfuBY1Gw1/91V+hVqsZGhoSCh0qlYrvfve7mM1mZmZmsg5lWdwFWUv7Zz/7Gf/+3//7DffI+fPniUajWK1WDh8+LJITGo2GeDyOWq1GqVSSTCbFqoIcsMnW5MlkUhi4aLVaksmkeL7kcUalUjE/P8/rr79OY2MjZ86cQaVSiXeGbL4CtxMK8mqgTAuTZR/l7WS3MkDsP5lMkkqlxP/VajWpVAqNRoPP5+O//tf/yoEDB4hEIjz11FMkk0mhyCKb2sjPpFarJZVKkUgkBJVrvQa1vM/p6WlmZmbYt28fxcXFTE5OMjExQV9fH21tbZw6dUoUWC8sLPDWW2/xl3/5l/zDP/wDzz33nEhgSJJEPB7fUCQr/192VpPPYzKZFNvIxhnyMSuVStRqtdhe/r9cILteAlKSJNLptPhco9GI8ysHh/K1iMfjwo78zv3Lv5G14GUJR3k7+V6S60vkdlUqlVitko8tFosJt7l0Ok00GkWj0QhXPb1eTyqVEveAVqsV+wwGg/zmN7/BYrHwgx/8QFDU5P7L1+/Oe1O+lhMTE9jtdjo6OkQ8IF8TpVIpngM5CSX3VT5f8jmRnxP53vsqKXFk3w47wJ03znZgsVhIJBJb6szeCa/XS21traACyLSEdDpNU1OTUDLYDvbu3Ytarb5vMObz+RgZGUGlUhEMBjGZTKRSKUwmE08//TTz8/P3LVC6F8bHx8nLy0OpVNLb28vJkyeB23SFGzdu0NbWlvGDkU6ncTgcnDp1Srj2AMzOznL9+nUxkMmDSyZQKpXk5ORseLHA7SxnIBAQclwPAhaLhT179ghOtIz9+/cTCARYW1u7y/hicXGRioqKLScE0WiUiYkJkskkhw4d+sIHHlnXVqVSbaCHLC4ubpgw3AtjY2NcunSJH/zgB+KZUSgUwvZTq9U+EL5zFt8sJBIJBgYG7qIpyfSlmpoa9u3bh9vt5je/+Q0ej4dnnnmG6elpPB4PJ06c4NVXX8VkMtHW1sbs7CzxeJxDhw4xNDSE2WympKSE999/n2eeeYYLFy6wa9cupqamRDJg//79XL58maqqKoLBIOfPnxcrdwqFglAoRF5eHuFwmGQySVVVFaFQCLfbzalTp+js7BTygBqNRiQaFhcXMRgMlJSUcOnSJXbv3o0kSczMzHD27FnGxsZ4+umnRf2BbP5z48YNXC4XdXV1TE9PCwvfsbEx9Ho9ra2tzMzMYLPZsFgs3Lx5k9LSUvbu3UtPTw8Wi4WSkhKuXr3K7t27effdd/nzP/9z6uvrKS8vZ3Z2lqeeemrDGJuTk4PX66W/vx+Px7NhlTOVSvHzn/+ckpIS7HY79fX1YvXt5MmTdHV1oVAoqK2tpbe3F41GQ319PdFoFIfDQXNzMx9//DEmk4nTp0/T39+PJEk89NBDfPTRRwQCAQ4dOkRnZ6egdEmSxMjICAcPHmRoaIiXXnpJJGo++OAD1Go1o6OjPPnkk0xNTeH1ejl69Cjvv/8+RUVF5OXl0d/fT3t7O2NjY+zZswefz0c6naasrIzBwUE8Ho8w2QmFQlitViRJYmpqikcffZSLFy9SVFSE1WoVEwmNRsMjjzzC6uoqg4ODLC0tcejQIebn54W729jYGCqViuPHjzM5OYnH46GgoAC1Wo1Op2Nubo6enh6hI9/d3Y1Wq6W6ulooJO3bt4/R0VGsVis2m41bt27R0tLCe++9x0svvUQsFuPv/u7vqK6uJhQKcfDgQbq6ulhbW+OJJ55gfn6eWCxGaWkpn3zyCTU1NQSDQfbt24fFYuHTTz/lz/7szx6YPvqDQJaWkCGUSiUGgwGtVpvRhZycnKSzs5OpqaltBxmVlZVYrVba29tpaWkRtIS8vDwx096OBakkSXR1dXHhwoUtl4fkWf2uXbsoLi4Wy74yT1YuptsJiouL6e7u5tatW0LCSqFQUFBQwFNPPbXB3GG7kAvsHA4H3d3d4tiKi4spLy+ntbWV3NzcHS3NKZVKGhsbOX369Aa+aygUwm63Mzk5mVEWfitIksSbb755Vzbz0qVLXL9+HbvdvmHbRCJBbW0ta2trm7apUCiIRCKo1eqMJkEPGul0mpaWlg0ZhIKCgvsuhxkMBpEdk/ueSCT4f//f/5f/9X/9X/nVr36VpSVkcRemp6cJhUIsLy+zuLgoMl/roVKpMJlM1NbWYrPZiMVieL1eZmdnUavV+Hw+PB4ParWaxcVFlpeXxQpRa2srw8PDVFdX8/bbbxOPx6mvr8dgMDA/P09zc7NQguno6BC2tv39/RQXF3P27FkGBwfZvXs3OTk57N27l/b2dhYWFvD7/SwvL2Oz2WhpacFms/HII49QWFhIU1MTQ0ND6PV6kskkBoOBY8eOMT4+TmtrK9evX6e9vV08K+l0GrPZzEsvvcTs7CzJZJKhoSFu3rwpMoCSJBEIBJidnWVtbY3Tp0/T1NTE8vIyXq8Xk8lEMBhk9+7dDA8PC3UbWS5QznQDIgGw/lzn5eXR0tIiVl7ka6FSqTAajRw6dEgoCNXU1GA2m7l06RI5OTnk5+ezvLzMysoKbrcbm83GgQMHCAQCpFIpAoEAXq+Xvr4+8vPzycnJYWFhgbKyMuHs6PF4WFtbIycnh0cffZSCggIefvhhEokEn376KXNzcygUCoxGI/Pz83i9XqLRKD6fj9nZWcxmMwaDgampKfLy8kgmk9jtdgwGA319fezfv59jx45hNptpbW3FYDDQ3d1NKpUS2eH5+Xk8Hg8lJSW4XC7W1tbQ6/Vcv35dqCHBbWqabKIzMzMj7JEtFguVlZUUFhbS3d2Nx+Nhbm4Ov99Pc3MzJpOJjz76iJycHAoKCojH4+zevZuOjg4aGhpYWlpieXkZuO2K197ezvDwMJFIhOXlZUFF0+l0mEwmDh48iNFoxGKxsHv3boxGo7CwHx0dZe/evZSUlPDII49gs9kYGhpiYGDggUtIPgh8tXrzNUA8HsfpdDI0NEQgENj270pKSqipqaGurm7bv5Ekiba2NkpLSzfMfD0eDxUVFcTj8W1xYBUKBUVFRdTU1Gy5lCsbVGi1WnJyckQ1ulKpRKVSMTIywtTU1Lb7vx5+v59z587x/PPPiyUUSZKYnJzkV7/6Ff/0T/8knMq2C9nb3ev1bghgjUYju3fv5pNPPkGr1e7IICKVStHZ2cnIyAjRaHTDd/KyzYMKGBOJBN/73vfweDwbPn/mmWd4/vnnOXjwoPhM1hw2mUz3Le5zuVzk5+dvW4v580AwGKSrq0sYUahUqvva+yoUChobG/kf/of/YUPGV7YHbm9vp7m5+YEWv2XxzUBTUxPHjx+ntLQUtVrNxYsXRbARCoVwOp2k02lGRkaw2WyCG5pOp7FarSwtLVFYWEhlZSXBYJDa2lqqqqrEJHFwcJA9e/agVCo5ePAg5eXlhEIh9u3bJ4JOuG03LlNqdu3ahSRJ1NbW0t/fz6lTp7hw4QJ+v59oNCqWpc1mM0tLSyKAi0ajwurdarWyf/9+NBoNpaWl+P1+Ll++zP79+9m/fz9Op5OKigoUCgWBQEAUHhuNRiRJEitbx48fF+o3Go2GiooKSkpKKCsr49KlSywsLFBdXY3RaGRmZobc3FyGhoaEe2Rtba2Qc4TbK32pVIpIJEJ/fz9LS0vic5VKhVqtRqVS4XK5uHjxovhtIpEQrpKJRIKhoSHC4TCPPvoogUBAvOMsFgt1dXX4/X4GBwcpKysjGo2Sl5dHVVUVLS0teDweQT8bGxtjaWmJ4eFh9Ho9dXV1G85jKBQSUocyFSQajVJfX09hYSHBYBBJksRK649+9CMaGxvxeDziGkqSxKFDh+ju7qavr4/JyUkMBgPJZJIjR46g0WgoKSkhlUpRX19PUVGRCCTr6+tJJBJCy1xOFrndblZWVigrKxPvQJ1ORywWY2RkBJfLRX19vcjm1tXV4XQ6iUQiPPHEEwSDQdxuNy0tLUSjUcLhMMFgkJqaGqqrq1EqlZSUlNDf38+ePXtQqVTU1taKWpVYLEYymWRlZYVwOMzo6KhYtZUnQgaDQchgBoNBEokEBoNBKEF91Qp8FVLWADojJJNJrl69ik6no729fdvSWOtP83aDIofDwcjICMFgkNXVVX784x+j0WgIh8N0dnbicDh4+umn0ev1W7YZCoV47733SKfTHD9+/K4iqfXH9v/8P/+PcJIKBoO0tLSQTCZ54403SKfT1NXVbQi2tnvsV69eRa/Xs7y8LJaTAK5duyb4t/Ky4HbPjxwc9/b24nA4qK2t5cknn0ShUDAyMsKnn35Kfn4+zz//fMaBkNvt5mc/+xkej4e//uu/FjqtsViMmzdvioHsszp6SZJEf3+/4MDJ9AyZ2yRz6RQKheD9/eEPf6Cvr48DBw7w+OOPb9r222+/zc9+9jOeffZZfvrTn37h2dtQKMTU1BRarRaNRiNeNC6XS5hjZNKndDrNb3/7WxEIPP7441mXsizugkxFkoNGeYVNfvkqlUrBf5S3W8+zvZMLup4nK3MLU6mUoD15vV6uX7++QUdcXmFRqVQMDQ3hdDo5ffq0eA+s34fMWVwPeX8y13M95zcej/Ozn/2MP/3TP8VisXDp0iWKiorE83SnGsn68yHzQ9fLJK5vW+b/rn8uZS6qPA7J/VvftnwuZMre+s/Xn2v5WshtSZLEp59+SjKZ5NFHHxXby/u4sy+pVGpDH+VrCeB0OjEajWg0GhwOxwaN8/Xn8U5OsXxfyNdZvhfu5F3L10POPicSCXFe5OOXP79TYWf9fSUfm0xNkL9LJBIb+K5KpVJQSp588knBKZa3Wc8HX38t5c/lduX/Axuu/fq+3HlN7uQtywXl658debv15yTLuf0aQ61Wi1lXJtjJRTeZTDidTkKhECdOnBBZV5fLhdPpxOv18sYbb/CDH/xgy/aNRiPnzp0TGrNb9bGmpoZkMsnHH3/M2bNngT8WlI2MjHDo0KGMjwOgrq6OqakpmpubRSZRoVDQ1tbGH/7wB5RKJWfOnMmoTfmhkjMQiURCDH4ajUbwgnZy7tdz9NYvtwQCAZEJ8Xg8D8SuVrZSli2JZbzyyiucOnUKjUbD2toa7e3twO17MCcn574KE+tfnl8GjEYjRUVFoggP/rhceqcxxXYQj8cZGBgQFs4tLS2bajZn8e2F/PKX/y9jfcAhj6Xy99td3ZHbkH+vUqnIzc3l8ccf39CGTOWSJImWlpYNBTj3wv1k/da3qVar+e/+u/9OBEbHjh3bQN+Ri4DW93n9scv9XL/NeonGO/t45zHf2bf1RVL3+vzOc73+M0mSRP2FHByt389mfblXW+tXsqqqqu4a9+7sz51tyrjzXtiMfnjn+cr0XrrX/bL+O0mSOHz4sOjzndvc6xxs1d/1+7zXtdzs+t7Z169LIe/Xo5ffUvj9fhGQBgIBMTOUZ0+5ubli6WKr4hp5Ji9XPW7mQCUvXVy7do2amhoRCKdSKcxmM9XV1fh8vh0di0y2lznCcmA6OjqKJEm43W6mp6fZu3dvRu2azWb8fj8dHR3s2rVLPNj19fVUVlaKjGem0Ol01NXViUBy/f5KS0sJBoPb4jtvB3JQfue5lYsFFhcX2b17t/hcq9VuS3kjFArx13/91zuiZTwopFIpHA4H+fn5okBm/Us4E0iSxP79+/F6vVuaQGSRxXYgV9DDHzORO4HMWbwX5Ar6+/VD/nc7k9E79/cgHQW/aGzn/GTS1v2wPtso/73+nG/1/Z3Xaav/36vtnRxPlnq1c2SD268wdDod1dXVKBQKOjo6xOfpdFosIZ0+ffq+g5vf72d0dJREIkFxcfGm2S5Zl/HgwYNEo1Hm5uZEwChr5O6Ev6lQKHA4HBiNRvLz8xkbG+PAgQPie0mSaG9v35GG7urqKlarlYmJCRoaGsRgIEunyMclz3y3i0gkQjwex+Vy4fF4hMpEIpFgaWkJp9NJbm5uRuoXm8FoNNLY2Iherxd6wAB79uwhHo9jtVoF3woQmY77MYp0Oh3d3d0UFhby8MMPf+Z+ZgqZNhIMBpmcnOTgwYMkEgmuX7+OTqdjz549GZlsyAoW+/btY3l5OauWkMVdyIRlF4lE6OrqIicnh/b29i9FMk9e9v7oo4+Ee2VjY+MX3o979evzPB+fd/ubYWRkhLm5OUpKSrBYLExMTKDT6Th9+jQKhYLR0VFmZ2cpKSlBoVAIrfdHH30UhULBJ598Qjwep6CggPLycrq6ujAYDNTX1zM8PEwsFuPcuXP09/fj9Xqpq6vLyJE0iweHbHD7FUZubi5HjhwRf6/nyMiFAtvJOMgVn0ajcUv5KlkqbHFxkY6Ojg3Ee6fTKQaFnSAUCjE9Pc3U1NSGTGpxcTG1tbU71s81GAzo9XrKyso2ZCgHBgaw2+0olUqi0SgvvvhiRu3KgXggEBCZW/l8FxYWCg7Sg4Ber2d6epqysjLm5uaEuoBc5SybIHR0dNDX10d1dTUjIyOkUikR6N4LZrOZZDL5pfFSFQoFxcXFKBQK6uvrgducZbvdTllZ2Y6qa6emppidnSUWi+1IYSOLbzYikQiXLl0ilUpx6tQptFotr7/+OkePHmVkZIRQKER9fT1jY2McOXJEGA1cu3aN4eFhUWC1trZGXl4eLpcLg8GA1Wplfn6ep59+WtDBZFkll8vF4cOHGR0dJRwOU1dXx+joqFjpSiQSVFZW0t/fj8FgoKGhAZfLRUFBAfv27UOhUHDw4EGcTicDAwM0NjYSCoV488032bVrF06nk8LCQlwuF01NTYRCIZaWltBqtXg8HtxuN/v27cPj8ZBIJNi/fz/d3d2Ew2FKSkpYWFigqqpKGKK0trYyNzdHOp2mvr6ey5cvU1xcTE1NDQsLCxiNRo4dO0Y8HufVV1/FarWSTqfJzc0VBkb19fVMT0+TSqWoqalheHiY0tJSLBYLyWQSn89He3u7UJVZL6t28uRJjEajkL4Kh8O0t7djt9uJxWLs3buXixcvUldXRzAYJBgMUllZyfDwMO3t7UIFo7m5maWlJaLRKEePHuXatWuEQiFqamo4cOAA4XCYy5cvk0qlRBLo4sWLvPTSS/zyl7/EZDJx9uxZXn31Vfbt24fNZuPChQvi+x/+8Ic0NzfzX//rf+X06dOoVCra29tJpVK8/fbbTE1N0dHRIfr68MMP86tf/Qq73c7ly5c5ceLEjt9rWXx2ZNUSdoD1y1mfJ5xOJ1NTU7z66qtcuHBB7DOVSgnx8O3MfuVKSIPBQCgU2nQ7Wb7k2WefpaKiYkNW0u12i8rJnaCjo4PKykqMRiP79u0Tn+v1ejweD7OzsxtI7ttFKBRicnKS69evb5A5y8vLo7W1lb179+6IIy1X/66trQm6QDQa5d1332V0dJTl5eUHxj1KJpPYbDb0er2onpXpFG63m3A4LJbhi4uLOX/+PCsrK/flrfp8PpxOJw6H44H0M1NIksTExAQTExP09/cDt7Wbn3jiCc6cObMjAwyLxSICjq+a9EwWXz5GR0dJpVIcO3ZM6IjabDZGRkYoLy9Hq9WyuLjI2toaFy9eJBQKMTw8TENDA5IkcfDgQS5cuMCRI0f4+OOP0Wg0fPLJJ9y4cYNEIoFCocBkMpFIJGhsbBSc25GREWEaMzo6ytLSEiaTiQsXLlBcXExzczP5+fm0traSSCSIRCJcuHABuP2sGwwGxsfHxQqLwWBgZmZGyDa53W58Ph9Xr17lgw8+4KGHHqK5uZkDBw4IGSe73U5lZSWffvopi4uLzM3NiTG/oKBAFKMtLi7S19fH2toaLpcLhULB6dOn+eSTT9i7dy/d3d2EQiEhGdbR0SFMLmRFATnZ0d/fT05ODna7nb6+Pnbv3i1qQnp6etizZw9ut5v5+XncbjdjY2NC2lCn09Hf38/Q0BBarRaXy8XY2Bgul4tgMMjs7CySdNttbnp6muXlZaxWKwMDAwwODqLRaHC5XExOTjI9Pc3CwgKzs7Ni9W5wcBCFQsFDDz0kxup4PC5MIA4dOsTAwABra2uiIEuWH0ylUlitVqFuIScyrFYrvb29nDlzhkgkIkwYdDodS0tL1NbWotfrhSrDhQsXtv2ezuLBIvt2yBCSJDE3N8cHH3zwuVsKhsNhFhYWhHSSvD9JkvB6vRQWFm47GIzFYszMzGzJ4VEqlRsCTxmyIHhbW9uOsoCSJLG0tMTk5CR+v5+RkRHx3ezsLEtLSywsLNDZ2ZnxICDr9On1+g3BTllZGYuLi3g8nh3xM1UqFXl5eRgMBnHONBoNu3fvJi8vj/r6+h3ZHt4Ler1e8EjXB3wlJSX84Ac/4Ec/+hF1dXVCwueHP/whhw4dEktm94IkSdTV1Ymlzi8DCoWC6upqamtrBRWmurp6Q0V5pvD7/fj9fjwezzfaOjKLnaGoqAifz8fAwIAIRg8dOsT169epr6/niSeeoKmpiXg8Tm1tLRaLhebmZsxmM6FQCKVSSUVFBcPDwxQXFxONRoUGq+wIGYlECIVCeL1egsEgBw8e5Pr169TV1RGPx2lqahLqL21tbXzyySeEw2HC4TCJRIK5uTnMZjOpVEpIKP3mN7/B5XKJSaDsCNXY2Eg4HGZsbIz8/HzC4TDl5eUMDw+zsLAg7G2Li4uRJIn5+XlKS0tRqVQUFBTg8/kIBAJCIkuelBcXF1NdXS2OS64xGB8fx2w2o9PpSCaTwt5crvmYnp4mGAyi0Wjwer1UVVXh8XiEfvWHH37IxMQE+fn5+Hw+JicnqaysZHl5mdXVVWw2m3BWlDOyRUVFOBwO8X0oFOKll14iNzdXyIKZTCaxz/LycpFdX1paEhl2+ZjlBE5JSQkej4fBwUFxLzQ1NdHV1UVNTQ06nY6ioiJRtDU4OCi+r6qqor+/n0uXLjExMcHKygr9/f28/fbbzM7OCkMHOciORqP89re/xeFwCD14p9NJQUGBmBhl8cUiKwWWAeRT1d/fz/T0NOfOnXsg1fKbIZFI0NPTw8zMDHv37mXXrl0oFArGx8e5fPkyarWa7373u/cNOFOplBjAdmKRl0qlePfdd3G73Rw+fJjm5uaMfi/LXU1MTKBQ3HZRkeXEBgYGGBoaAqC5uVks020Xw8PDdHd3YzQaeeaZZwQ1obu7mw8++ACz2YzNZuOHP/xhRpm+SCRCZ2encHfJyckhnU4TCAS4fv06Pp+Pc+fObak+sR1IksS1a9dobW1lYGBA6FDKEwKZTtLe3i7sD6PRKG+99RYVFRUcP35803bffvttkf196aWXvvBMZzqd5tKlS5jNZqLRKMeOHROBh9lszvhax2Ix/tt/+2/odDqi0SgnT57MUhOy2AB54g9gs9mQJImBgQF8Ph8nT55EobhtsOD3+7HZbLjdboxGIwaDAY/HIzjgbreb3NxckZ2TDW5sNptYdpctVu12Ox6Ph5MnT+L1ejdYuMoSW/IzoNFoUKvVeDwekVVWKpW43W4SiQQmk0kEvl6vV2QR1Wo1kUgEjUaDyWQS/ZMzm3JQGI1GsdlsRCIR8b6S7XzlscPv91NZWSmcJ0OhkGjL6XRisVgwGAyk02k8Ho+wBL516xbJZJLjx4+LZxBuT/pjsdgGW9z1DlyBQEAEu3B7Mm8ymQiHw8Lydf2qovy9rE273hZXDrolSUKv14vjlA0lZOqYnCRYfy/IMmgul0uY+3g8HuGcKRdby9/H43GCwSBqtRqr1SpWQOXtrFYrLpcLo9Eo7NgVCgV5eXnEYjFCoRD5+fkEg0EsFkt2pekLRpZzmwFisRjRaJRdu3bR0tLyuVvNuVwuysvLxcxShslk4ujRo6jV6m0V1SiVSkKhEC6X654SKffDes3GnRR9yctusj2l3IZcSfrII4+gUCh25PilUqlwOp13afeWl5fz8MMPU1dXt0EmZ7uIxWIsLCwQDAbZtWsXOTk5xGIxuru7icVihMNhIpHIZw5u4XYQ2NfXt6ECWraLrKioIBwOMzIyIrLqv//971lbWxNOb5uhrq6O/+v/+r/4/ve//6XIgckTmYmJCSECL2eadkJvkSSJ1dVVcT8+qMx5Ft8cKBSKu4pei4qKhHMY3FYbkSlX65+h9TQsubZg/TMpJxE0Go3YVg4Ym5qahGPiZlhf+Htn7YLs4iVDrVbfVay63sFw/e/ldi0Wi9hmsxW6O3VP7+zXejktORMq/0628JYDxfWJnTvdFddDPm93Ho/JZNqQmLnzXbYd2tL9kkt33gty1lrGekMZ+ZzJ32u12g19uJfqjLwKtf538n7kY3sQ74gsMkd2KpEBZDcbvV6fsf3uTlBcXHxPwwXZeefq1avCvm8rBINBOjs7GR0dZWFhIeN+KJVKTCaTKLLYCUZGRhgcHCSVSgk7QLhdINTf34/P58uYGxqLxUilUnz/+9+/a+ld5mKdP3+e69evZ7QELgtSV1RUoFarBV9Lr9fT0dFBQUEBVVVVD+z6h8NhUYW7XiYrNzeXGzduMDIysuElXFRUxMGDB6mpqdnyuGQHm5WVlQfSz53AbDazZ88e8ZKQzSru5652L8g0B6VSSVVV1ZcqcZbF1wMKhYLS0tIHJtu3WftfFzmunUpTKRQK8vPzycvL+0oJ9WeRxWbIZm4zwBctiL/ZvkKhEGazedtyKhqNhvLycrEklilSqRRGo5Hq6mrcbjfV1dUZt1FbW0tBQQFDQ0MiEJUkiaamJgoKChgbG8vImhhuO7g5HA56enpQq9W0tbWJ72TLSrfbnXHxXywW46OPPiKdTgsvd/jj9fB4PMTj8QfKo/rJT35yV+a6srKSlpYW/H6/yGrIy5AOh4N0Ok1NTc2mbSoUCv7zf/7P9PT03KXB+EVAdh9qb29nbm6Ow4cPE41GBc9vJ+3NzMxgt9vx+XwblESyyCKLLLLIQkY2uM0AX5Wqx5qaGuFxvd2AZXJykmg0ypNPPpnx/tRqNbt372ZtbW1HgS3cVi/Q6/W0tbVtWJKWPd23krTaDBUVFcLadX3WE6ClpYW8vDxycnIy1rhVq9U0NDTgcDgwGAzEYjHxnSRJLCwsPHApsAsXLrBnz54N11QOsJPJJB0dHbS3twuXGq1We189TJkKYDAYvjRagmzKsX65NBgM7kijVqlUUldXR1lZGSqV6muTLcsiiyyyyOKLRTa4/RpC5v5Go1EKCgru62ISj8cxm83k5eUJWZhMYTKZsFqtOw7ux8fH8Xg8KBQKysvLRcZRkiSh47qyskJDQ8O2AzFZR7WoqIhoNHqX/aMsxJ1pYKdWq2lqamJgYACVSiWCRBkdHR07MrPYDLKs0J3ZzGefffaexYJyxbbdbt/0WioUCt5//30uX75MaWkpDz/88JcS4MpWxXa7XfDUFxcXheRZJlCr1SwtLfHRRx9RVVXFE0888Tn0OIssssgii687ssHt1xALCwssLy/j9/s5fvz4fQMts9mMSqViaGiIysrKjJeok8kkfX195OTkEA6H2b9/f8Z9lrUC79zv1NQUy8vL1NbWiuA2E8jyPLIahIyRkRHhXCZnrDM55kAgQDwep6ioCK/XK4JMuThvfn5+g8vaZ4GsUblr1y5RGQ23s+179uy5y9LRYrGwf/9+JiYmtmz31KlTHDt2TOg9fhmoqqpiYWFByLHF43EqKip2VJgYiUSoq6vjz//8z5mYmBC6l1lkkUUWWWSxHtmCsgyg0WgwGo0kk0lSqdQXYuRwL+Tl5TEzM0NOTs62KkoDgQBqtZqDBw/yzjvvCEmW7UKpVLK4uMjly5d3tBS8ns4hSRKpVEr83djYyK5du5iamqK2tjbjtqenpxkaGhIqBjIUCgW9vb2iGC5TKBQKIpEICwsLG45ZrVZTVFSEzWZ7YLQEn8+H1+tlcXGR6elp8fnCwgI+n4/l5WXGx8dFv2pra4nH4+LvzdDd3c0vfvGLHRURPigkEgn0er1QetBqtRw7dkwoZ2QCnU5HX18f/8v/8r/w85//fEf6xVlkkUUWX2V8VeiPX3dkM7cZQKfTodPpGBwcZH5+nkceeeRz1bndDG63G41GQygUEtqHW8FgMOD1egkEApw5c0YERplAzrjttEJ9bGwMr9fL6uoqZrOZs2fPCqe3q1evArer++/nunUnrFarEOVe37fa2lrGxsYIh8N0dHRknLm0Wq382Z/92V2qGEqlkpGRESKRyF0SbTuFzEFOJBIbArZAIEB3dzfABpWKW7duEY/H7xtcy/Jt9zLm+CIgSRJDQ0MoFAoWFhY4fPiwkP+RJ4aZTBBUKhV/8id/wi9/+UtOnTp1Xym0LL59SCaTdHV1kUqlNliIS5LE8PCwGCO0Wu2OZBGzyOLzQiqVYnx8nLW1NY4dOyZW8GQrdkmSqKmpyerlbhPZ4DYDyOoEer1+w/LxlwFZLHw7EjdyECnL1mQq5yX/dnZ2doMuYCbIz88XZgsdHR3i83A4LOTOdlJBL7vjyJbEcrA0OTlJXV0dFouFwcFBiouLt/0iS6VS+P1+cnNzcTgcGI1GURAVDAYpKipCrVbj9/u31HfcLp5++mlUKtVd99SRI0dIp9M4nc4NxhlNTU1IkiScfjZDdXU18XicgwcPfmkFZYWFhRiNRhFUxGIxlpaWhND7/Yri1iOZTPLyyy+TSqU4f/48zc3N95TKy+Lbi1gsht1up6mp6a6J08zMDHB7PDt16hSrq6uiSHZubg6bzYbX68VsNrO2tibE+VOplLDGnpycxGw2U1RUxNjYGMlkkry8PMLhsOCUp9NpxsfHiUajNDY2Mjc3h1arFS6D8/PzJJNJQqEQ1dXVOJ1OwuEweXl5QiaxsrKSZDKJx+Ohrq4Oh8OB2+0WToxywqKurg673Y7RaESn0+H3+4Wdt9PpxGazEY1GKSkpYX5+nuLiYrxeL1arFbVajdPpZNeuXYRCIaampsR4ptVqxb6j0SgLCwsUFhaytrYmEh2yyUJ9fT1zc3MEAgEKCgrweDzCtCKdTlNaWipUawoKCpiZmUGv11NZWcn8/DyFhYUUFxeTSCSEoY9Op0Or1RKLxdBoNOTk5OB2u4E/WnDLdDu4PS7L/bjXeVcqlUQiEaampsjNzSU/P5/JyUnxLvf5fOTn5wvaWX19PdPT06RSKWpqalhdXSUQCGCxWLBarayurgrjiPXudvX19SgUCux2O06nk5qaGrxeL5FIhMbGRmHKMTk5SSqVorq6mtnZWaxWK8vLy1y4cIFjx46RTqcZGRlBr9djNpvFyp3BYBC1JFlsjWxwmyEUCgUNDQ3U1tZ+7jq3m0GlUokgM5lM3jfAjcViWCwWCgoKCAaDdwmGbwVJklhZWaG2tpbm5uYd6ZMCrK6uCovGtbU1CgoKUCgUVFRUEAgESCQSO9LQTaVSBAIBvF7vhutRUlLChx9+SCwWY+/evRlzjHt7e5mdncVoNPLoo49isVjEC0m232xtbc24v3dCoVCgUqmYmZm5a+CSB+pkMsns7CwtLS0AjI6OcvPmTc6ePbtl2/v27cvYBexBQpIkfD4fZrOZhYUFcnNz0Wg0mM1mJicn7xKyvx/i8TgnTpzgxIkTTE1NEQwGP6eeZ/F1hVqtpry8nPHxcXQ6Hbt27QJuP2cajYbf//73vPDCC+j1ev7pn/6Jxx57jLfeegu3201DQwNjY2M8++yzXL16lVOnTjE4OEhZWRkDAwPk5+dTXV3N1atXefrpp5mamsLhcHD8+HHee+89cnNzKSsrE8mErq4uMX6OjIzw4x//mIKCAubm5nA6ndy4cYOXXnqJvr4+Dhw4wOrqKv39/Wg0GpRKJdevX+fEiROcP3+e8vJyQqEQy8vLaDQatFotIyMjHDx4EJfLhcPh4MCBA/T19REOh/ne977HRx99REVFBfF4nHA4TG1tLRcvXqS6uprJyUny8/M3nKM333yT+vp6CgoKsFgsLC0tMTMzw8LCAk8//TSrq6tEIhEGBgYIh8MsLS1hs9lwOBx0dnai1Wp55JFHuHTpEsePH2doaIhIJMKuXbuESU1rayvd3d2cOXOG119/naNHj/Laa6/xV3/1V6hUKj7++GMefvhhOjs7hb38/Pw8u3fvZnx8nLm5OX70ox9x/vx5iouLeeqppxgbG8Nut7O2tkZxcbGwcV9/3gsLC3nnnXdoamrizTffJD8/n4aGBiKRCAaDgU8//ZRnnnmGlZUV4Tg3ODhIPB4X43wymcRut+P3+4Vrm8FgwOFwUF5eTiwWQ5IkGhsbSSaTrK6usrS0hNFoZG5ujlAoxOHDhxkYGMBut1NZWcn58+epra3l0qVLxGIxTp48ycjICC6XC5vNxvz8PM3NzczOzrK2tkZFRUXG4+a3Fdn8dgaQ7fgUCkXG8lIPEjqdjoqKCjQazbZcmmTb3Wg0isViyZjPMzIyQnd3N5OTkyL7kQlkV5vS0lLKy8tFkAZw/fp1lpeXqaio2FHbu3fv5p//83/OCy+88MAmG1qtlhMnToilb3kJPZFIcP36dZaWlgiFQvfNnG4HkiQxODhIZ2cnly5dYmlpSXynVCqJRqN3URBisRgvvfTSfeW0vmhd5nvtPxKJ0NvbK86hx+Ph0qVLzM/PZ9w3g8GAxWIhGo3S29ubLSbL4i7ICjJ5eXk4HA4WFxeF9WwymeTFF1+ks7OTubk5kZGVrXJtNhsajYba2loMBgP19fWYzWb0ej0KhYJoNCpoDpFIBJvNhl6vF0Yv77//vqhnMBgM5ObmMjg4yPLyMgaDQaxMKZVK5ubmRCCsUqmwWCzodDoMBgMmkwmFQiF0tuUJblFRESqVCrVaTU5OjrCiNRqN7N27V/xWzji7XC70ej16vV5Qnvbs2YPVakWpVAo7W7lPsqWsQqHgxo0blJSU4PF4hC2wHNybzWZKSkpQqVSCEmcymYhEIqhUKlQq1QbeaDqdRqvVsnv3bnJzc9Hr9TQ1NYnzlE6nxeqgfB1kqT+dTifGvunpacrLy1GpVCLDura2xq1btygpKcHr9d513o1Gozjv8XgcvV5POp0mEomg1+ux2Ww0NDSg0+morKykq6tLFBFrNBoqKytZW1sDbjusqVQqqqurWVlZEccaCoWEhrysfa7T6cjNzWV5eZmenh7RpiRJ4n6zWq2iJkFuf/29ptPpxGrx7OwsZWVlKJVKlpaWvrR6n68TFFKWubxtBAIB/H5/xrzQB435+XmGh4dJpVKcPn36vgVTwWCQf/zHf8RgMFBeXs7Ro0e3vZwuF4C99dZbRKNR2tvbaW9vz7jP62+z9UHN5cuXKS4upru7m927d9PW1pZR0OPz+UgmkySTSTH4APT395NOp7FYLExPT/PYY49lzFXy+Xy8++67HD9+XKhM+Hw+3nnnHSRJ4uzZs5+Z9ylJEr/4xS9IJpMEAgEOHDjAqVOnRNBbWFhIKBTCZDJRUlKCJEm89dZbaDQaampqaGlp+UovUd153YPBINPT03g8Htra2jJaRUgkEoyMjGA2m5mYmKC2tla8JLPIAhATH6VSSXt7O+Pj47S1taFUKunt7RWBXiqVwmKx4HQ6qa+vZ3x8nOLiYlZWVjhw4ADd3d20tLRw+fJlUqkUtbW1NDQ0MDQ0hNlsRqfTodfrsdvtWK1WHA4HeXl5YvySawzq6uoYHx8XhaBlZWWMjY0Rj8fx+/00NzezuLhIKpUiPz9frHDJ8oZut5va2loWFxcpKipicXFRBMOrq6u0tbUxOTmJyWQSVIV4PE5xcTHz8/OUlJQQDAaprKxkenqakpISfD4fNpuNRCKBz+dj//79BAIB+vv7ycvLE4FpKBQSBbRLS0s0NDSQSCSYn5+no6ODoaEhkskkNTU1LC8vk0gkyMnJYXFxEfijo2d+fj5GoxFJkigtLWV2dpbDhw/j8/kYHx+nsLCQuro64vE4N27coLS0FI/Hg8/nw+Vy0dDQQFFRESsrKygUCvLy8lhcXCQ/P59wOIxCoSCZTArnUJ/Pd9d5Ly8vx+fzMTIyQl5eHqWlpQwPD5Ofn09JSQnd3d0cOnSI4eFhEokEOp2OSCSCUqkU+7FYLHi9XpGscTqd4lr4/X5xz8lyh3a7nbKyMhwOB6lUCrPZTGtrK4lEgoGBAcH7Hh0dxWq1UlVVxeDgIGazmdraWgYHB9Hr9eTn5zM/P49WqyUvLw+/3097e3uWe3sfZIPbDPBVCW4nJyd55513sNlsfOc737lvoOr3+3n11Vdxu90cO3aMffv2ZaQgkE6nefvtt9Hr9bS2tu5IozSVSnHp0iXq6uqorKwUM9KFhQXef/99NBoN586do6ioKKNgbWBggHfffZfq6mpefPHFDdzOnp4eQqEQ7e3tYolruwiHw3z00Uckk0mOHTsm6BihUIhXX32VhoYGkQX5LJBfIm+88QYFBQU8/vjjqNVqJEnil7/8JbW1tVRVVeFyuThw4ADpdJo333wTl8tFW1sbR44c+UoHt3fC7/cLCbPKysqMJgeRSIR/9+/+HZFIhFgsxr/9t/+W3bt3f15dzeJbjnQ6za1bt8QSdhaZI51Oi2AxE0iSRE9PDwaDgebm5q/VGJfFVwNZzu3XEDqdTlTVb2f2ptFoePjhh4VxQqbL96lUCoVCgcPhoKioaEfB7bVr1+jr66O/v5/du3fz2GOPAbez0CdPnmR5eZmpqamMM6HpdBqz2YzT6dzwuVar3WDPmungKC8JGgyGDUVe4XAYq9XK9PQ0NTU1D2RpvKenh+XlZVpbWzdcm6amJioqKujt7eXo0aPiOPbt24dOpxO85a8TLBbLhoLCTKDT6fibv/kbjEYjnZ2dO3I5yyKL7UKpVGYtnj8jlEplxoEt3B7ndjpOZJEFZIPbjPBlcxhlGAwGqqurBdfrftBoNIKvtZP+y9W5wWCQnJycjE0gAMrLy9FqtZSVlW2Q7KqpqeHmzZscPHhwR9p+FouFw4cPE4vFRJ/kJf3BwUFUKhUHDx6ktrY2oz7H43EWFxcpLS3dIJ1mMBgoKysTHOIHAZVKRVNT011qESqVildffXXD0r28zJZKpXYk6fZl47M8P/F4nP/7//6/SSaTRKNRfvrTnz7AnmWRRRZZZPFNQTa4zRBfBRZHJBLB5/OJIon7zYzVavVnyjBKkiTUDN544w3+5E/+JOPsrdFopK6uDp1Ox+XLl3niiSeENNkLL7wgAuZMgx9ZG3A9zSKdTpOXl0drayv5+fk7lmyLxWLMzs5ucCIzmUwbsjk7CfTXIxgMEgqFqK2tJTc3d0OAHggEOHnyJJIkYbfbKSwsRJIkent7SSaTeL1ezpw5s+N9f90gSRIlJSVEIhEqKyu3ZWCSRRZZZJHFtw/Z4PZrCLVaTVtbGw6H4wvZnxxwOZ1ODh48mLFKgCRJmEwmRkZG8Hq9hEIh8d3Vq1dxu92oVCqeeuqpjPsWiURENbE88VCpVHg8HjweD4uLizz22GMZB6BGo1FIrqwPojweDzdv3uTxxx+nu7ub1tbWHTmgyTCZTAQCAYxGI0tLS1RWVgJ/NM1wu913FY3JmrhfhVWELxIajYbR0VHS6TR/9Vd/9aXqTGeRRRZZZPHVRfbt8DVENBrl008/RaFQ7Ei5IFPIFrYLCws0NjZmrLOXTqcZGhoiNzdXGBDIMJvNWCwW5ubmdtS3yspKSktL6e/v3/C5zWYjLy+PqampHVWVBoNBKioq0Ol0rK6uUl1dDSCqnC9cuEA8Hv/M1fqhUIhgMIhSqdyg8ytnbo8cOXJX/yORCFevXuXMmTOfOXP8dYIkSTz++OMYjUYGBweprKykoKDgy+5WFllkkUUWXzFktSQyxFchkFCpVEKn74vojyy19fDDD7O8vJzxPmWJlHQ6zeXLlxkeHt7wvcPhyEgSaj1WVla4du0a09PTG7T/ZHcbn8+3I01Am81GcXExqVRqg8Vybm4ux44d4/Dhw+zZs4ecnJwd9VuGyWSitraWyclJrFarCPwNBgMHDhy461zLFJGmpqYHorP7dUIqleLDDz/kv/yX/8Lf/d3fCceiLLLIIosssliPbHCbIb4KnFulUsnevXs5fPjwF+KSplarKSsrY3h4eEe6rgqFQlgz7t+/XzhLyRq6sqXjTlBVVYVer6ehoUEIisNtyam5ubkdB0DBYJCrV6/S3d29IYiUi+JycnKEpNlngexQ1tTUdJfj1r04yLKlbXl5OYWFhZ9p3183aDQadu3aRSQSIS8vL+vUk0UWWWSRxT2RpSVkgK9CYAu35agWFxeFH7bscPJ5IZ1OMzc3h0qlYmpqakdSYBMTE0Kua/15TCQSFBYWkkqldtS36elpUT2fTCZFsJ+bm0tnZycFBQU74mYaDAZOnz7N0tLShvPr8Xh46623SKfTPPHEE5SVle2o33D7PMzMzGAymYjFYthstm0Fy3Nzc4yOjrJ3714aGxt3vP+vG6LRKHl5efz85z9ncnKSlZWVrEtZFllkkUUWdyEb3H4NoVKp8Hq9wq7x84ZCoaClpYVYLEYgEMj49/F4nJqaGo4fP04oFGJsbEx8HgwGsVgsO85CFhQU4PF4iEQiG4JYu91OR0cHCwsLOxIRD4VC/O53vyMWi/Hiiy+Kz2XbSr1e/0AcYvx+Pz09PdTW1gqt2/sFuOFwmLNnz96V6f2mQ6PRMDY2xujoKIFAgP/+v//vv+wuZfEVxGZuiN90fFHHfa8kj2zKcy9sty/3+/2dxyf/fb/vt8LncZ7u7FcWXw6ywW0G+Kro3NbU1PCXf/mXX1h/0uk0169fJxgMsmfPnox/L3uV5+fno9VqSSaTAOL/qVSKvr4+6urqMm7b4XAwNDSEXq8nlUqJzG1tbS0ff/wxlZWVG3R1twulUolSqRQe6uuPpa6ujl27dj2QjPnevXtxuVzMzMxs220rkUjw6aeffutckzQaDT/+8Y+5evUqTU1NX7pTYBZfPUiSxPDwME6nE6PRSEdHx4ZJ6PrxcrNgcLvByWbbrf8800Bnp/sOhUL09PQQjUYpLy+nublZbLudY95s3/cKGEdHR5mZmSESibB79+4N++rt7RX2sBcuXODs2bMbVle22v/U1BQLCwtYLBaampq4ceMGarWa48ePo9FoCAaDdHZ2kpOTw549e7h27RplZWXU19cDt1fx7HY7ZrOZvXv3cvPmTSRJYu/evXR1dZFKpTh8+DCBQIDJyUksFgv79+/fVt+2wvrf2e12rl+/Tnt7Oy0tLdtue7MJw3b2u53r+G1ENrj9GuKL4Nmuh8zzDIVCO9IWVavVlJaWiuzs7OwscDtz6/F4hBvYTqDVatHr9Xf1y2q18txzz4n+ZwqVSkVFRQXNzc0bCspisRgej4fe3l72798vnOJ2AvllkUqlyM3N3fYSe2FhIT6f71u3JK9QKCgrK+N73/vel92VLL6iWFpa4tatW7z00ku8++679PT0ALc59FVVVUxNTZGbm4tOp0OlUuFyuaivr2d4eBiFQsHu3btZWFggFouxe/dubt68SVVVFU6nE71ej1arZXl5mUOHDjE5OUk6nebAgQOkUikMBgOpVIrr168Ti8XYu3cvo6Ojwrb85s2bhEIhdu3axdjYGAaDgX379tHd3U00GqWxsZFwOEwgEKChoYG+vj4qKirw+XwolUrMZjMLCwscPnyYsbExlEolBw4cQK1W89Zbb3HgwAHKysoYHR1lbGwMh8NBXV0d4+Pj2Gw24vE4ZWVlzM7OUlpaitlspq+vj2QyyeHDhxkfH0ev11NYWMjQ0BB5eXmUl5czMzNDeXm5SD7odDrKy8sZHh6+i/IlSRLBYBC73c7Nmzd54YUXNnw3MDCAz+ejqqqKkZER4vE4+/fvp7KyEr1ez6FDh/j7v/97VCoVgUAAt9vN7t27KSoq4tNPP6W6upobN25QUVGBx+MBEMGtTqcTv9doNHg8HlQqFSMjIzQ1NTE8PMzg4CD9/f0cO3ZsgyGRJEm43W6Gh4cxGAzk5eUxMTFBKpXCYrFQXFyMy+XCYDAQjUbxer3k5uaSk5NDKpUS99Frr71GUVERer2eDz74gIqKCpaWlmhqamJmZka8B3t6egiHw5w6dQqz2czAwABra2s0NjbicDiIRCK0trZy7do1tFotGo0Gs9mMSqVidXWVAwcOMDU1RSwWo6CgAJfLRTqdpqGhgZmZGYxGI/v3738gq4tfV3x7j3yH+Krwbr9o6PV6qqurdxSERqNRFhYWmJ2dZW5uTgSLWq2W4uJiYWSwE+Tl5VFbW0tNTc2GoH9lZYVf/vKXXLhwYUdqCdFolHg8Tm9vLz6fT3yuVqvxer34/f7PrJQgQw6YXS7XtraXjSQ+b651Fll83bC2tobZbEatVlNQUEBXVxeDg4Ps3r0bjUbD9evXuXXrFk6nkw8++IDa2lrOnz/P+Pg4vb29Ius7NDTE5OQkvb29DAwMsLCwgN/vZ2pqik8//ZTp6Wlu3LjB8PAwIyMjdHd3A7cnYJWVlQwPD7O0tITH4+GDDz5geXlZ2I+bTCZ6enq4du0aLpeLWCxGIpFgbW2NN998k7W1Nfr6+ujs7GRgYICVlRVcLhdTU1NcuXKFkZER+vr66OnpYXFxEYDl5WUKCgowmUy0trby3nvv0dTUxNtvv8309DQXLlygpqaGt99+m127dvH73/8eSZLQ6/XMz89z/fp1DAYDQ0NDrKyscOvWLT766CPW1tbw+/38/ve/F8eXTqfRarWo1WqUSqVIHigUCpRKJSMjI6yurlJcXLwhseDz+bh06RKlpaV8+OGHFBQUkEgkxCS9vLyc+fl59u/fj9FoxOv1kkgkRIDmdruxWq2o1Wri8fhdMoDl5eXY7XZRtGwymTCbzUSjUWw2G36/n6amJiYmJlAoFPzhD3/Y8D4/f/48FRUV5Ofno1AosFqtzM3NYbFYGBoaIhgM0tjYyPDwMO+++y4DAwMUFhbyyiuvEAwG+fDDDwkGgzz++OP84Q9/YHh4mOHhYSYmJggGgwQCAX7/+9+zvLzMxMQE/f39YgwvLS0lEAgwNDSE0+lkdHSU8fFx5ubmBGUtEAgwNTXFJ598wtzcHMvLyzQ2NpJOpzl//ry4Ll6vl/fff3/H79RvCrLBbRbbgtvtFtzWTKHX6/nOd77D448/zmOPPcaxY8eA24PhQw89xLPPPrtjvVK32008HsfhcGwoSnM6nTzxxBNotVoSiUTG7Wo0Gvx+P0qlcgMf2GAwcO7cORoaGnbEP74XCgsLOXDgwLYtgsfGxvjkk09EgV4WWWRxG7W1tQQCARYXF5mbm+PQoUOk02mRDbNYLJSXl5NKpdBoNLhcLsxmM5Ik0djYiN1uZ2RkhMLCQjweD2q1murqapLJJKFQCI/HQ0FBAVqtFpvNRktLC4WFhUKjOp1O4/P5KCkpobe3l0AggMFgIBaLoVQqUavVRCIRNBoNtbW1YhUrnU4jSRJ5eXlUV1dTUVGBVqulqqqKRCIhgqPc3Fz0ej05OTm0tbWJCfaBAwcYGhpibGyMzs5OdDodTqcTs9lMIpGgqKiIa9euYTQaRRba4XBgtVqJxWIYjUZ8Pp8wh8nLy8NsNnPlyhVyc3OJx+OCQjY5OUkgEMDr9eLz+RgbGyMcDiNJEqFQCKVSydGjR4lGowSDQYaHh5EkCY1Gg0qlwu12U1RUhE6nQ5IkEdyOjY3x0UcfEYvFsNvtlJSUYDKZWFtbY3h4mIaGBqanp0mlUthsNnw+Hz6fj1gsxvDwMGNjY3z44YfEYjGKiopYW1tjdXWV0tJS/vEf/xG1Ws3KygrNzc0iETI3NyeCwJycHNxuNy6Xi9XVVcxmM7FYjKamJgYGBqisrGRqaopIJILNZiORSDAxMUFeXh5lZWW0t7dTVFSE0+kUxj41NTWk02m6u7uxWq3E43E0Go04zzJFz+12U1JSwtLSEkNDQxQVFeHxeIjFYsTjcaLRKOFwWJw7jUZDNBoV93VZWRk9PT309/cTiUTQ6XR32bl/26CQvq2pyB0gEAjg9/u/dVy/ZDLJe++9J/RVW1tbM25jbGxMBMZ79+4VS0FTU1NcvnyZpqYmHnrooYwpBLKKw+zsLEeOHBFyYG63m0uXLpGXl8eJEycybncz3pLX6+XSpUv4fD6OHz9ObW1tRu3eaz+vvPIKJpMJi8XCww8/fN/t33rrLaampti/fz+PPPLIZ9p/Fll8kyBJEj6fj5WVFfLy8igsLGR5eZloNEp+fj4OhwO9Xo9arUar1eJ0OqmoqGB5eRmAkpISHA6HyIJFo1EsFgvRaFRkKkOhEBUVFaytrSFJEmVlZTgcDvFeWFxcJBwOi0yiSqXCYDAI3mhOTg5OpxOtVovRaESpVBKNRjEYDKTTafx+P6WlpSwtLWGxWIjFYigUCvH7yspKVlZWUCqVVFZWolQqSaVSgk5RXV1NKBRibW2N8vJyVldXMRqNBAIBSkpKWF5epqioSKjtLC8vi+Vzg8GA0WgUwZ3JZGJ1dVUE+bFYjA8//JC2tjYSiYQYhwoLC9FoNKysrBCPxyksLGR+fp6Kigq8Xq84N2tra3i9XqqrqwkEAoTDYSGp6HA4WF1dRavVUlNTw/z8PGq1mvLychwOByUlJSKTWlBQIIx/5O+1Wq34fX19PcvLy8KyW6aQlJeXo1arWVxcpLS0lBs3bnDixAmMRiOxWIy5uTlsNhuhUIj8/HxWVlYwmUx0dXVx7tw5VldXUSgURCIRjEYjqVQKk8mEy+WiqqqKSCTC2toaZWVlrKysYLFYCAaD5Ofni/NoMBjQ6/XiNzqdDq/XKwJxt9tNKpUS95/VaiUcDqPRaMT9V15ejsvlQpIkjEYjoVCIZDKJ1WrF5XKhVqspKSnBYrF8OQ/iVwDZ4DYDfFuD21Qqxfnz54lEIjQ3N7Nr166M1Qdu3bpFT08PDQ0NPPLIIyK4vXr1KsXFxczPz3P69OmMOUK9vb1cuXIFm83G97//fVE81tfXJ/hJJ06cyLi/myGVSnHt2jUcDgdnz57dEQd5PWKxGP/4j/9ITk4Oubm5PP7441tuL3PDZGez7RahZZFFFll8VqTTaZH1liSJZDKJWq3+WhYvSZIkOLeb9V+SJBYWFkSw+HU8zm8rsrSEDPBtvrHl7MLy8jJra2sZ/z4SiWAwGO7ilTY1NTE2NobRaNzR+TUajRiNRrRarfh9KpWisLBQVMiuN3f4rHC73UQiEdLpNF6v9zO3J0kS+fn55Ofnb1vWTafTcf369W+dQ1kWWWTx5UKpVIrxVM4mf13fizJHeKv+yxzq0tLSr+1xfluRVUvIEN/GG1yu6Nfr9dhsNnJzczNu4/jx45w8eXJDcZdCoWBsbIxUKsX4+DhHjhzJuF21Ws2ePXuIRqPis9nZWS5cuIBOp2NpaYlUKvXAqkbNZjM2m41AIPBACsp0Oh02m43Z2Vna29u39Zt3330Xl8v1rXMoyyKLLLLYCpFIhImJCeFaubi4KArB1Go16XSaqakpVCoVNTU1rK2tEYvFqKqqAm5Lqk1PT2MymaipqWFpaUmoV8zPzxMKhWhoaECtVjM1NYVaraahoYF0Os3o6Ch1dXX4/X5B6YDbuuRTU1Pk5+dng+QvENngNkN8G1kcKpWKZ599Vvy9k4dTNlNIpVI0NTWJz3fv3k00GmViYmJHfXO73Vy5cgWtVsvBgwcBqKysZM+ePYID9iCvWSQSYXh4mEQigdvtfiCcplgshsVi2XaBWl1dneCtyctqWWSRxW3qmOwqKC+dyzJgdrtdPGfFxcUsLS1RXFyMTqdjdnYWSZLIzc0lEolQV1fH0tKSKJLKy8vD4/FgMBhQKBREo1H0ej2JRAKLxYLT6aSyshKTyUQ4HGZhYYGCggL8fj+xWAyz2UwqlRL8ypqaGhKJBAsLC6I4Kh6Pk5ubSygUQq/XYzAYiEQiJJNJampqUKvVOJ1OlpeX0Wg0VFRUsLi4KH6j0+mIRqOCB+r3+7HZbKLYy2Qy4fV6RRFZQUGB4J4qlUoWFhbIzc3F6/ViMpnE+VhcXBRSWHKxVjweJxKJbOiXz+cjnU5TUlIiVujy8vJYXl4Wq1LhcJh4PI7NZhN9raqqIhqNsra2RlVVFX6/X/BGy8rKxHWor68XajWrq6uCTxwOhykoKKC0tJRgMIhWq+XChQtoNBo+/vhjamtr8fv9HDlyhImJCVEAp9FoGBkZwe12i+DW4XBgNBp59913eeaZZ7hw4QJ1dXWCI61QKPjwww/RarUUFRUJKTSFQsGVK1eYn58nlUpx6tQp0uk0CoWC8+fP09TUxJtvvsmf//mfb5CWzOLzQ5aWkAF0Op2oiv02IZ1O09/fz9DQEHa7fUdtTE5O8s4779DZ2SmCTUmSmJub46OPPtqRXBeAxWJBq9VitVpFBaxWq2XXrl1cv34dq9X6QGkJNpuNH/3oRxw/fnxH5hD3QiQS2baig/yyXV8Ek0UWWdxGPB7ntdde4+LFi0xNTTE1NUV3dzc3btzgww8/ZGFhQUhczc3N8fLLLxOPxxkZGeH999/H5/Px9ttv43K5GBkZ4dNPP+W1114jEonwhz/8gXfeeYfx8XEuXLjAu+++SywWY35+nomJCc6fPw/cfkZ///vfMz09jcfj4e2332ZiYoK+vj6mp6cZGBjg4sWLvPLKK6hUKqanp1lZWRGFqq+88gqXL18Gbo+bFy9eZHx8HLgdvF+6dImVlRV+97vfMTk5ya9+9SsWFxf5p3/6JzweD5988gm9vb28+eabuFwuPvnkE375y1/i9Xp55513mJmZ4fr16/z6179mYWGBX//617z88suo1WoWFhZ45513+OCDD0in07z66qtIksTLL7/MlStX8Pv9zMzM8N5772G327l69Spwu1Ds5ZdfZnR0lKmpKbq6uujs7GR4eJhXX32Vjz/+mOHhYVZXV7l06RKBQIBXXnmFSCTCq6++ym9/+1uSySRvvPEGy8vLzM/Pc/HiRa5du0ZPTw/nz58XMmQvv/yyKMSVpdZkilZBQQEGg4FEIkEgEECv11NRUSFUKex2O8XFxeTm5rKyskJjY+OG5EBNTQ3FxcXYbDZisRharZbKykoWFhY4dOgQoVCI+vp6bt68idvtpre3VygfyBOiUCjEG2+8IRI2BoMBv9/P7OzsA1PYyeL+yAa3GUCj0aDVaolEIkiSRCAQ2HFQ9nWDLAW20+BWXpKpqqraMJhEo1EqKys3yHhlgng8jtFoRKVSbbgWCwsLtLW1EQgEdiQFthmi0Sivv/46nZ2dD2wGnpeXRzgcFstYW0GhUFBSUoLb7aampuaB7D+LLL4pkFUQdDodCoWCzs5OCgsL8Xq9PPHEE6ysrADQ09ODwWAgHA4Ti8WE7JScmX377beFzbZsFLO0tEROTg4GgwGVSkU0GsXv93Pjxg1hAw63dagbGxvp7e2lra2Ns2fPYrfbUSgU3Lx5k6KiIlEUmp+fT1VVFU1NTeTl5dHQ0IBSqcTlchEIBBgcHBTZVEmSqKmpITc3l6amJpLJJGazmT179lBTU0M8HkehUKDVajEYDOI8yOYBRqORJ554ArvdjlKpJBgMYrPZaG5uJhwOk5+fT2FhofguEomIPkajUbRaLRUVFZSXl6NSqbBarcICXM5qrqysEIlE0Ov16PV64vE4Op0OvV6P1WqlqalJ9N9oNJKfn08gECAej5OXlyfeqZWVleh0OhoaGlhYWEClUokxPhaLkZeXRzQapaWlRTiaAULdoKCggEAgIDTECwsLWVtbIz8/H5/PRzAYJC8vj2QySTKZJJ1Os7a2RjAY5Pe//z3Nzc3odDri8Thut5vCwkKuX79OPB7HYDBQVlbGrl278Hg8G94v+/fvZ3JyEp1OJ+7BQ4cOkZ+fT11dHVqtFo/H861cAf6ikaUlZAi/38+rr77Kd7/7Xex2O2VlZRQVFX3Z3fpcIUkSKysrKBSKHUtfeb1eHA7HXVaYubm5TE1NUVJSsqN2DQYDBoMBk8m0IWiW5Vvy8/MfqKNbJBIhLy8PlUpFKBT6zLxbmcvc3t6+rYIyOdtdVFTEwsICZWVln2n/WWTxTUIikaCjowObzYZOp+PYsWPCKKC2thaz2YzZbKa6upr5+Xn27NkjhPIjkYhQhJHHDaVSSU5ODqFQiMcee4z8/HyUSiUNDQ1CKuro0aPCeUzO4jU1NWGxWNBoNOzZsweDwSD0b6PRKDU1NZw4cYKRkRFqa2uRJImKigqi0SiHDx8WAa1sDytrwabTaSoqKkin0zz33HMMDw9TWlqK0+nkO9/5DsvLy1RWVlJSUkJbWxupVIozZ86IsXH37t2YTCaWl5c5duwYc3Nz1NTUCJe28vJyodfqcDh47rnnGBsb49lnn2V1dRWlUklpaSnt7e1EIhFOnToF3C40e/jhh4lGoxtUBWT6RW5urqCJVFRUkEqliMfjTE1N8d3vflcYFDz11FMsLi5SUlJCdXU1Xq+XF198kZmZGRKJBBqNhmeffZbx8XFeeOEFEokEdXV1JJNJYSwxNDREZWUlBw8eFDSUo0ePMjw8TGtrqwikq6urGRkZobi4mHg8LsZVjUYjDBIOHjyI3+/n6NGjXLlyhXg8TigU4vnnn2d0dJQzZ86g1+tFwN3e3i5k5ORrFovFWFtb49y5c8DtAPyzOFtmsT1kpcAyhOyyotPpWF1d5bnnnvvG26AmEglu3LghhLerq6szbuPKlSv09fVRXl7Oc889Jwa/Dz74gKGhIYqLi/ln/+yfZcwfnZmZYXx8HI1Gw8mTJwUFYXBwkN7eXvR6Pc8///wDoSYkEgnsdjsLCwuEw2GOHTv2ma99IBCgu7ubEydO3LdyF24Ht11dXVRXVzM3N8eBAweynNssstgEm+lVy9/JkoSbbbOTfQQCATo7Ozl8+PBdqzF3bns/zvz9+vYg+n6/vtxrH5+1X/J79NFHH8VoNG7Y/kGek3u1u9nv77Xf+90/W+1ns7azdRJfDLKZ2wxhNpspKCjAbrdTU1OzraXkrztkZ525uTkMBsOOgtuqqirBFV2P/Px8ysvLd5yBTKfTwmVo/YChVCpxu90PNLOZSqXo6ekRDkN+v/8zB7dms1lkP7Y74M3Pz9PT03MXXyyLLLLYiPvJPN1vm53sw2KxbGqucue299v3Z/3+flj/+83autfnn7VfOTk5PPPMMxn1Yyff3+v/D+o477ef7WybxeeHLOc2Q8hcpBMnTgDcpdv6TYXX60Wj0eyIgiELYcuc3fWLBWtraywsLOBwOHbUr0QiQU5ODkqlcgPnVq/X88/+2T/jyJEjD0wGTKfT8fjjjyNJErFY7IEYQ8gC4pkMeCqVCrVa/cCMKbLIIossssjim4RscJshZG7nhx9+SDgc3pHm69cN6XRauLPFYrEdtSFXscoFGzIMBgNqtVp4bGcKWSrGZrNtoB7U1tZSWFhIZWXlA+PcyktOSqVSWGV+GaisrOTw4cN3ZcGzyCKLLLLIIotscJsxwuEwDoeD73//++Tn54tq0W8yFAqF0G7crovWnYjFYjidzruqRHfv3s1LL72040K1ubk5Tp8+TTKZ3BB4Z5oN3S4UCoUIxh9URjgTSJKEy+XC4XCwuLiYrbrNIossssgiizvw/7d3b89NnPcfxz8radeybAlsfLYxEGxjQLhuAIdDSTIB2ou0Mzl0pled6UWnnf47ue9tetUpnSaZNkmBtElKgrGNwTYFI0iMD+AjknWy9vC7YLS1/YMkOJyyvF83wO5qd/XsYn/06PvsQ7h9SOXRsGfOnNHNmzefi0eBhUIh/fznP9fbb7+94fdbLBb11ltv+fN5l42MjOjMmTMaGRnZ0H7b2tqUSCT8uuDHzfM8xWIxVVRUbPjxZd9HecrIW7duUZYAAMB9MKDsIcXjcSWTSWWzWSUSiediUgfXdfXRRx+pVCqpra1tzQxj31VnZ6eke/Wiq3tUk8mkLMvS4ODghs7tzp07SqVSmp6eVl9f32MPuI7j6MaNG0okEk8l3Er3HkdmWZYymQyDEwAAWIdw+5DKc1fPzc2poaFBjY2N3/tZp8+6UCikgwcPyrZt5fP5h369YRgaGBjQ7du3lc1mdfToUT+UnT9/XqlUasPPCq6rq1M8HlcoFHoiZQLhcFgNDQ3KZDJPpKf4fo4cOSLHcTQ2NvZUjg8AwLOMcPuQIpGICoWCqqqq1Nzc/Ehnv3pWua6rc+fOaXl5WceOHdvQPvbu3auenh6NjY2t6W2sra2V4zg6ceLEhvZ769YtDQ4OPrH6V9M0tXv3bkn3nsjwNMzMzGhwcFAHDx7kmYkAAKxDuH1I5UkBpHtB53kIFoZhqFQqqbOzU1u2bNnQPkZGRjQwMKCOjo41y/fv3y/HcTbclqZpKhaL6ZVXXnkiPalVVVX60Y9+9NiP8yDl2eKOHj2qqakpv9wDAADcQ7h9SIZhPJcDedrb2xUKhbS4uKjGxsYN7aM88cFq5TnDN6qzs1PNzc3avHnzc/NBo7m5WV9++aX/rGUAAPA/TL+Lb7X+FtlIiMzlcopEIlpZWfGfFQwAj5Jt2/7jGcvf6jzpnzUrKytyXVfhcPiRTPuNe0/byefzCoVCqq6u9svQyhPqFAoFf9tYLCbLsvz1mUxGruvKMAx/fAaCj55bfKtH8cshFotJkv9DBwAetXw+r3feeUfHjx9XLpfTq6++qkKhoFgspmKxqHA4LMdxFI1GlcvlZFmWPM/zn3wSjUaVzWZlWZZM01Q+n5fneYpEInIcR5WVlbJtW47jyPM8hcNh2bataDTqj7/46quvlEqltG/fPrW2tvrn5bquIpGIH3zLj5Us181Ho1E/pEUiEX9/oVDIn+SmsrJSxWLRH0DrOI5c130qIf5JunXrlk6dOqWOjg5VVlbq5MmT/vsdHx/Xhx9+qMOHD+vjjz/W73//e3+Asuu6+tOf/qS2tja5rquXXnpJ8Xjcv5bFYtG/duX9lTtgCoWCHMdRJBLxS/Oqqqrkuq5yuZx/T3mep8rKSkLzM4ZwCwAIhFgspurqar300kvyPE9/+ctflEgkZBiGxsfH9eKLL2pgYEAHDhzQ7du3dffuXTU2Nmpqakqu6+onP/mJUqmU7ty5ozfffFN//vOflU6ndejQIX366af63e9+pxs3bujChQtyHEc//vGPdfbsWf3mN7/RZ599png8rosXLyqZTOr999/Xb3/7W0nSe++9p+XlZbW1tWl8fFzJZFL9/f3q7OxUJpNRPp/XkSNHNDQ0JNu2tXv3bv3nP/9RfX29Ojo6dOHCBYXDYe3atUtzc3PK5/PaunWrhoeHtWnTJh09enTDE+H8ECQSCeVyOS0vL6/pIDEMQ5s2bVJDQ4MOHTqk8+fPKx6P++vD4bD/QaayslKlUknvvPOOurq6VFdXp9OnT+uNN97QBx98oJMnT+rKlSuqra1Vc3Ozbt68qUwmo9raWsXjcc3Nzamrq0tXr15VdXW1HMfRxMSEP8j48OHDT6Np8AB81AAABI7rurp48aLfqxYKhTQ9Pa1QKKSRkRG/9y4Wi2n79u2qra3V4OCg0um0H3ZbWlrU0tKipqYm5fN5/f3vf1c+n9fc3Jzm5+dVX18vx3F09uxZzc3NacuWLXIcRzMzM/7X56FQSLW1ters7FRNTY0Mw9CtW7dUXV2t2tpa7dy5U7FYTF988YUWFxcVj8dlmqYmJiZk27Z6e3uVTCbV29urdDqtrVu3yjRN5XI5NTU1aceOHUqlUk+7uR+7+vp6vfLKK7p69arfc34/nufJtm1/wqBIJKKenh7t3btXsVhMNTU16u3tVSqVUldXl/7617/6PfOFQkG7du3S6Oioampq1N3drcrKSl2/fl2SlEqlNDQ0pGg06k8cVCwWtbCw8CSbAt8B4RYAEAiZTEbhcFjz8/OyLEuvvfaaHMdRQ0ODotGotm/frsrKSh05ckSWZamurk6WZWl0dFS5XE7d3d3yPE81NTUaHh72J2uZnp5WTU2N/yjIHTt2aNu2bZqdnfXrOF3X1eLioizL0gsvvCDDMOS6rhYWFjQ8PKxUKqVr164pHA5rx44dsixLKysrunTpkiTppz/9qVpaWlRdXa1wOKyenh6VSiVdvXrVryvdv3+/JicnZZqm2tvblUql9PXXX2vfvn1PueUfr6WlJbmuq8uXL+vAgQPq7+/X4uKiPM/T3bt35bquf+0XFhZ09uxZv9zEcRyNjIxocHBQS0tLmpmZ0cDAgHp7exWJRPTqq6+qra1NFRUVamho0NjYmLq7u1UsFmXbtlZWVhSNRv0n+rz22muybVuNjY2yLEvNzc3PxWROPzQMKAMABEK5t84wDL+e1XEchcPhNT19hmHIcRyFQiF9+umnyufzOnHihF/HGgqFHvgM6fJ+vwvDMJTNZlUsFrV582ZNTU35dbiS9M9//lOmaerYsWN+QJbkH3/98cqB2TAMjYyMaGxsTG+++aZfF7qebduamJhYU99bbqfyVN7rp1Rf/b7v917Ly77rdt+0bvXxTNPU1q1b71u7unra9tX7XX/O6/8sryubnp7WBx98oF//+teqqKi47+sedN1X31fr76nycjw7CLcAgOeS53lrAuWTDCjf59jl15YHtT3otZ7n+YPinnWGYaiysvKxXgPXdf0BfYTRYCPcAgAAIDCouQUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIERedonAADAo1CePrVYLMo0TWaiCijP82Tbtj/DWyQSUTgc9teVSiV/emHbtmVZ1prpeLlH7q/cLuX2tG1bnufJNE2VSiV5nifLsiRpzXbPYvsRbgEAgWDbtv7xj3+opqZG4+Pjevvtt1VVVeVPVStpTcgJhUJyXXfNsvLfDcOQbdsyTdMPU+W/O46jSCQi13UVCoX8wBQK3fsy1HEcP1yVSiU/eK0/riSFw2F/+/Kxy/t3HEfhcNg/x/Jxytuu3q68/lkNG4/aJ598olwupytXruhXv/qVtm3bJule+546dUrNzc1qbm7We++9pz/84Q+qqKiQ9P/vkV/+8peqqKjw27Tc1qvbu3wNHtT2kr51GuTVvu92j8uVK1c0OTmpmZkZvf766zp9+rQkqa+vT4ODg1pZWVFvb6/S6bQymYwk6eWXX36i5/hdEW4BAIFw/fp1pdNpvf7669q1a5csy5Lrunr33XdVVVWlqakpHTx4UJcuXVIsFtO+ffv0+eefq6mpSdFoVLdv31Ztba2i0ahqa2v9fxuGodnZWcXjcWUyGUUiEW3atEmXLl1SMpnUrVu3VFNTo+PHj2tubk7//ve/5Xmeksmkbty4oYWFBTU3Nyufz2tyclLHjx/XtWvXlE6n1dfXp/fff19NTU3as2ePRkdHZVmW2tvb9eGHH+oXv/iFTp8+rcOHD2tqakoLCwuqrq6WaZoKhULasmWLRkZGlEwmNTAwoDfeeEOe56mpqelpX47HxjAM1dbWau/evZqamtKmTZv8daFQSFVVVbIsS1988YUcx/F7GyVpfHxcmUzGv0fm5uY0ODgox3G0a9cunTt3TolEQi+++KKGhoYUiUR04MABffnll0qn02pra1OhUJBpmtq0aZPGxsZkmqaSyaR6e3vve77ZbFZXrlyRZVlKJpPfGFovX76sYrGo7u5uVVdXP7I2+y5eeOEFdXR06I9//KOuXLmiaDTqfwj42c9+ps8//1xzc3M6ffq0Dh06pPr6+id6fg+DmlsAQCCs7nkth79wOCzLstTX1yfLslRfX68tW7aovb1dExMTmpub08TEhKqrq+W6rvr7+5VMJjU9PS3btjU0NKSenh55nqevv/5a//3vf9XX16fz58+rsbFRZ8+e1eTkpGKxmAzD0MjIiOrr61VRUaFMJqPt27drampKpmnq+vXrmp6eVigU0uzsrCYmJlQsFvXVV19pfn5eiURC8/PzSiaTGhoaUlNTk06dOqWlpSXF43ElEgnt3r1bnufps88+UyQS0fz8vGzbViqVUj6fXxPkgmr11+dlq3vnHcfRv/71L+3fv19VVVX+a8pW3yPDw8Nqa2uT53laWlrS6OiopHtfuxuGodbWVl26dEmbN29WZ2enDMPQtWvX/HvAtm3Nzc3p9u3bDzzfy5cva3h4WMvLy9/aG7u8vKxLly5peHh4Y43zPZimqcHBQfX19Skajfq91IZhaH5+XsViUXv27FGxWFRPT48++ugj/xuIZw3hFgAQCDt37lRVVZXOnTunTz75RK7rynEc5fN5zczMqFgsamVlRalUSjdu3FBzc7Okez1WmUxGruuqr69Pf/vb37SwsOD3/I6OjiqRSKi6ulrbtm1Tf3+/9u3bp2KxqGQyqdbWVi0vL8vzPHV1den27dvKZrNKJBK6c+eOGhoalE6ntXPnTjU0NGhxcVHFYlHxeFzT09NqbW1VJBLR+Pi44vG4RkZGtGfPHoVCIXV3d6ulpUVTU1NaXFyUbdtyHEf79+9XRUWFWlpaJEmdnZ0yTVPz8/Oan59/mpfhsUun07pw4YLGxsaUTqd19epVnTlzRq7rynVd5XI59fb2KhqNqlgsampqShcuXJDnedq5c6cqKyv9e6S7u1sTExOybVvxeFzd3d2anZ1VNptVqVTSxMSEmpubVSgUVCwWZdu22tvb1d/fr56eHknStm3b1gTt9Q4cOKCTJ0+qvb39W9/b1q1bdeLECfX19T2y9vquxsfH9fHHH2twcFB1dXXKZrOamppSZ2en3n33XU1OTmpsbEzHjh3TxYsX1dHR4ZfiPGsMb32RBwAAP1Cu6yqfz6uiosKvdS0PMHJdV2NjYxoZGdFbb70ly7Jk2/aaestyPWw4HPbrZcPhsAqFgqLRqKR7vXrRaFS2ba+puywHnJWVFRmGIdM0VSgU/HrMcg1nJBLRysqKQqGQv3x1L1mpVFJFRYVKpZJM05Rt25K0pv4zHA7751Eqldac9+pzWa3cO5nNZtcsX10DXFY+r/ttt7pGefX2G122+nirj1tXV+e3+Wrz8/O6e/euWltbVSqVdPPmTXV1dck0zTXXuzygrFwfHYlE/Oucz+cVjUYVCoVULBb9Xv7y/VB+r+XXrX7f5deU21763zcF38TzPM3Ozvr3x/o2qKioUF1d3Zre3XQ6rXQ6fd/rcL/2e9B291tfXhaNRrVlyxa5ruu3nWVZawaRrays+IPLDMPw/z+srhV/lhBuAQDPhfJIesdx/F/MzxPP85TNZlUoFNYs/6bgc79ljyrIPmjf5XWJROK+ZRarBweuHyj4LPM8T+l02g+Q69vANE0lEok17yWXyymXy63Z7mGv17ettyxL8Xj8B9GG3xXhFgAAAIHxbBZLAAAAABvAo8AAAIEwPT2tM2fOqK6uTi+//PJ96zUBBB89twCAQKiqqlKhUNDhw4f9wUUAnj+EWwBAIBQKBeXzeVVVVWliYkLT09NP+5QAPAUMKAMABEI+n9fS0pIaGxuVzWYVDocVi8We9mkBeMIItwAAAAgMyhIAAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABAbhFgAAAIFBuAUAAEBgEG4BAAAQGIRbAAAABMb/AQgrvY3V5GVoAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(9, 5))\n", "axes[0].imshow(image)\n", "axes[0].set_title(\"Input page\")\n", "axes[1].imshow(upright)\n", "axes[1].set_title(\"Corrected page\")\n", "for ax in axes:\n", " ax.axis(\"off\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }