{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 5: Laplace equation\n", "\n", "In this tutorial we will look at constructing the steady-state heat example using the Laplace equation. In contrast to the previous tutorials this example is entirely driven by the prescribed Dirichlet and Neumann boundary conditions, instead of an initial condition. We will also demonstrate how to use Devito to solve a steady-state problem without time derivatives and how to switch buffers explicitly without having to re-compile the kernel.\n", "\n", "First, we again define our governing equation:\n", "$$\\frac{\\partial ^2 p}{\\partial x^2} + \\frac{\\partial ^2 p}{\\partial y^2} = 0$$\n", "\n", "We are again discretizing second-order derivatives using a central difference scheme to construct a diffusion problem (see tutorial 3). This time we have no time-dependent term in our equation though, since there is no term $p_{i,j}^{n+1}$. This means that we are simply updating our field variable $p$ over and over again, until we have reached an equilibrium state. In a discretized form, after rearranging to update the central point $p_{i,j}^n$ we have\n", "$$p_{i,j}^n = \\frac{\\Delta x^2(p_{i+1,j}^n+p_{i-1,j}^n)+\\Delta y^2(p_{i,j+1}^n + p_{i,j-1}^n)}{2(\\Delta x^2 + \\Delta y^2)}$$\n", "\n", "And, as always, we first re-create the original implementation to see what we are aiming for. Here we initialize the field $p$ to $0$ and apply the following boundary conditions:\n", "\n", "$p=0$ at $x=0$\n", " \n", "$p=y$ at $x=2$\n", " \n", "$\\frac{\\partial p}{\\partial y}=0$ at $y=0, \\ 1$\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from examples.cfd import plot_field\n", "import numpy as np\n", "%matplotlib inline\n", "\n", "# Some variable declarations\n", "nx = 31\n", "ny = 31\n", "c = 1\n", "dx = 2. / (nx - 1)\n", "dy = 1. / (ny - 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first of these boundary conditions we have seen previously and is set by enforcing a constant value.\n", "The second will be implemented by creating a line of $p=y$ from $y=0$ to the edge of the domain along this boundary. The last of these boundary conditions are implemented using a numerical trick whereby we copy the second to last value in the array into the last value at each step. This numerically imposes the zero derivative boundary condition." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def laplace2d(p, bc_y, dx, dy, l1norm_target):\n", " l1norm = 1\n", " pn = np.empty_like(p)\n", "\n", " while l1norm > l1norm_target:\n", " pn = p.copy()\n", " p[1:-1, 1:-1] = ((dx**2 * (pn[2:, 1:-1] + pn[0:-2, 1:-1]) +\n", " dy**2 * (pn[1:-1, 2:] + pn[1:-1, 0:-2])) /\n", " (2 * (dx**2 + dy**2)))\n", " \n", " p[0, :] = 0 # p = 0 @ x = 0\n", " p[-1, :] = bc_y # p = y @ x = 2\n", " p[:, 0] = p[:, 1] # dp/dy = 0 @ y = 0\n", " p[:, -1] = p[:, -2] # dp/dy = 0 @ y = 1\n", " l1norm = (np.sum(np.abs(p[:]) - np.abs(pn[:])) /\n", " np.sum(np.abs(pn[:])))\n", " \n", " return p" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2gAAAIkCAYAAABr+wieAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzde2xk6V03+O+pm8tl1+WcKrvb3W633ffLdIYwycwqCQpCgUQLswsirwJZJYRXwCLIu6AB9AaSEK0i4EWw0SxswsAfAS0sSrRI7ItEEkAReaV5E3KZyXT3TN+m59I90zPucV1sl+26nNv+YZ7TVeWqcrnqVJ3nqfp+pChKu9v9pPq46nzP7/f8Hs11XRAREREREVHwQkEvgIiIiIiIiHYxoBEREREREUmCAY2IiIiIiEgSDGhERERERESSYEAjIiIiIiKSBAMaERERERGRJBjQiIiIiIiIJMGARkREREREJAkGNCIiIiIiIklEDvB73aGtgoiIiIiIaPxp+/0GVtCIiIiIiIgkwYBGREREREQkCQY0IiIiIiIiSTCgERERERERSYIBjYiIiIiISBIMaERERERERJJgQCMiIiIiIpIEAxoREREREZEkGNCIiIiIiIgkwYBGREREREQkCQY0IiIiIiIiSTCgERERERERSYIBjYiIiIiISBIMaERERERERJJgQCMiIiIiIpIEAxoREREREZEkGNCIiIiIiIgkwYBGREREREQkCQY0IiIiIiIiSTCgERERERERSYIBjYiIiIiISBIMaERERERERJJgQCMiIiIiIpIEAxoREREREZEkGNCIiIiIiIgkwYBGREREREQkCQY0IiIiIiIiSTCgERERERERSYIBjYiIiIiISBKRoBdAREQ0Kq7rwrIs2LaNcDiMcDgMTdOgaVrQSyMiIgLAgEZERGPMdV3Ytg3btmFZFizLguM4sG0bsVgM0WgUmqYhHA4jFAohFAoxrBERUaAY0IiIaGy4rusFsEqlgp2dHcTjcbiu61XKwuEwbNv2/rfrujBNE5qmwbIs1Go1pNNpBjYiIgoE96AREZHSHMeBaZqoVCool8sol8vY2trC6uoqrl+/jlAohEgkgkgk4rU0CpqmIRQKeb++tbWFZ555xgtqtVoN9Xrdq7y5rhvg/1MiIpoErKAREZFSRNuiaFm0LAuu63pVMhHIROgKhXp7FimCm/gz4nuKv0tU3BoDHfevERGR3xjQiIhIap32kTUGsmG0IjaGL1E5axwyIn4P968REZGfGNCIiEgqjfvILMuCaZpwHMf7ughF+4UhP8NSY3VNrFH8t9i/BqCpusbARkRE/WBAIyKiwDUGMlGhEqGssTolS+DpFNjE/4/GdkgZ109ERPJiQCMiopFrt49MBLLGfWSqBJp2gY3714iIqB8MaERENHSibbE1kDWOvx9lIDOsdwEWYMauDuX797J/rbG6xnZIIiISGNCIiMh3ooLUGMhs2/bCiqgkAf7uFTuoaOlSy6/8N9//jm7tkI1768RrwnZIIqLJxoBGRES+EPuvbNuGaZpNgaxxaIbMweOQ9l4cehuA0u7/NnX/K2yd2iG5f42IiAAGNCIi6lPj+HvTNNvuIwu6dW/Qg6WjpUuouDVEjFs+rWivbu2QjV/n/jUiosnAgEZERD1pt4/s1q1bOHbsGKampka+j2yUrOKZoYY0ods4f+5fIyKaDAxoRETUVi/7yFZXV3Hs2DFEIuP/cTKqkNZov/1rYshK62HZDGxEROoa/09UIiLq2TjsIxumIEJao4OM82dgIyJSEwMaEdEEa7ePTNz097KPbBJv/IMOaY0Oun8tFAp5v05ERHJiQCMimiCN0wIty4JpmnvOIxODKHqhadrAgzhUJFNIE7h/jYhoPDCgERGNudZA1rqPjG1wnVXcWsevyRjSGnH/GhGRmhjQiIjGTGPFRAz3aG1b9OtGXOYK2iiChuwhrVEv+9dM04SmaZienmZgIyIKCAMaEZHiGveRiUAmziMDMPRWNlkDGnXXbv/ayy+/DMdxcP78ee/3NO5fY1gjIho+BjQiIsX4vY9sELxhV6uK1knjv2NjEOP+NSKi0WNAIyJSQLtAJqpkQe8fYgVtPEIasPtv2Ri8uu1faxfWGNiIiAbHgEZEJKHGvUGd9pFFIpHAb4iD/vtlMi4hrd2/Kc9fIyIaHQY0IiIJtNtHVi6Xcfv2bTz88MPStpTJPCQEGG11775dB9aWcXTu1ZH9nX5zHAeRyP63Bt3OX2sMc60TIomIaH8MaEREAei0j0wQN8Db29s93TAHSeaAFoR7ioe0gwapbueviamQALxhI42TRImIaC+5P/WJiMZIYyATgxe67SMLhULShx/eZLenakhzHGfgf9Nu+9ds22Y7JBHRPhjQiIiGZNB9ZLK3DwJqrDEoqoY0v4PSQfaviQobAxsRTTIGNCIin4i2xcZANsj4e4af4ZjZfmRkf5dqIc2PCtp+uu1f4zh/IiIGNCKivrXuIxM3mOKmU1QEgP6qEiKgiYAnI4bI/akW0kZ5rfXSDgk8+FliOyQRTQIGNCKiAxA3jrZtwzTNpkDWOPzAjxvIUCg08PcYBQa0/akS0oJ+GNCpHZL714hokjCgERF10Tj+3jRNr20RQNON4jBuEBtvUmW9AZV1XYB8a1MhpMl2rbWGLxHYLMtq+jr3rxHROGFAIyJq0Ms+slEdEN3a9iUr2dcnE9lDmmwBrRX3rxHRJGBAI6KJ1vhEfhj7yAYh/j7Hcbw1yIY3v+NF9oDWqNv+tcaHKq2HZavy/4+IJhcDGhFNnFHuIxuEChU0Dgk5OJmraCoFtFYHGefPwEZEMlNjBzoR0QBEhaxWq2Frawubm5vY2NjAv/7rv6JSqXhP2SORSNOkuKCpENCoP8+sng96CW2pHNBatQtj4r2gXq+jVquhVquhXq97D2n4s0ZEMmAFjYjGTuv4e9M02+4jq9fr3s2bjFQIaLJX0GRe2zOr5/HI4etBL6PJOAW0Rp3aIbl/jYhkxIBGRGNBBDIxabF1H1lrO1PjfhVZifXKHDIAuUOQ7GQLaeMa0Fp1279WKpXw5ptv4ty5c9y/RkSBYEAjIiU1PvkWwz0aD3Xe74ZK/B7Zw4XsAY03rIOTKaRNSkBr1RjY6vU61tfXAYD714goEAxoRKSExvPIGsffC/20JGmaJnUFDZA/oAGsoPlBlpA2qQGtkeM4Ta3Pre2QjWFOTHllOyQR+YkBjYik1Ms+MnEwbb9CoRAD2oBkX9+o3LfrA38PGUIaA9qDgCZw/xoRjRoDGhFJo10gEwFqGG1FbHEc3DjfhFbc2lC+76o93fFrQYc0BrS9Aa1VL+evtQtrk/66ElHvGNCIKDC97COLRCJDu7Fhi6M/ZF+faoIMaQxo+we0Vjx/jYj8xoBGRCPTaR9ZYyAbZWuQKi2OMq9R5ptMmde2n6BCGgPawQNaq3bTYtvtX2udEElEJDCgEdHQdNpHJvixj2wQbHEcnOzrU1kQIY0BbfCA1qjb/jXTNL1fF8NGGifQEtHkYkAjIl81BjLRvjjMfWSDkL06BTAA0WgxoO2+hw2zrbrxv1v3r4mvsR2SaLIxoBHRQBr3Woj/vPHGG6jValheXh76PrJBqNLiKHNAk319qvvavcfwgaPfHtnfx4DmbwVtPwfZvyYqbAxsROOPAY2IDkS0LTYGstbx97Zto1arIRKR+y1GhXChQhum7OtT3ShDGgPaaANaq2771zjOn2hyyH33RESBa91H1nijIMZJh8NhAA+eAofDYekrUwAraH5Q6ebQdV1sb29jRp0le0YV0hjQdl8D8Z4WpG7tkLZt79m/xnZIovHBgEZEe4gbANu2YZombNv2bg4aN7F3uhFQIfgAalSnZA9ogNwVNMdxcP/+fRSLRRSLRZimiR9/Z9Cr6s8oQhoD2u41E41Gg17GHp3aIRsDG/evEY0HBjQiahp/b5qm17YING9Y7/WDPhQKeVU2makyJETmNcoWIB3HwebmJorFIu7fv49KpYI7d+7AMAycP38emUwGqAS9yv4NO6QxoAXb4ngQreFLBDbLspq+zv1rROphQCOaQL3sIxtksIdKFTTZ1ylbAGolw81epVJBsVhEoVBAqVRCKBSCYRjI5XLI5/N49NFHg16ir4YZ0hjQ1Alorbh/jWh8MKARTYDGJ6uN+8jEh3i7fWSDUCH4AGxx9Muo12dZFtbX171QVq1WkU6nYRgGlpeXkUwmoWkaCoUCCoVC05+d2X5kpGsdlmGFNAY0dQNao/3G+Yt/59bDsif9355IFgxoRGNq0H1kg1BlSIjs7YOA/AFtFDd0rutia2sLhUIBxWIRGxsbiMfjMAwDp06dgq7r0k8MHYZhhDQGtOGegxaUg4zzZ2AjCt7kfaIRjal2+8jEh3A/+8gGoVIFTfZ1yh7QgOFU0Or1uhfIisUiHMeBruuYn5/HuXPnkEgkfP87VeRnSGt8gDPJxqGCtp9u7ZCNX2+cECl+nYiGjwGNSFGt4+9N09yzj0xsDB81FYIPoMY6ZQ9ofl1fjuN4bYvFYhFbW1tIJpMwDAMPPfQQ0un0gW+aJ+Vm0q+QxoC2axICWqNO7ZCu6+Lu3bvY2dnB6dOnuX+NaIQY0IgU0jrYY5j7yAbBKY7+USGg9bM+13Wxs7PjBbJSqYRIJALDMLC0tATDMBCLxYaw4vHkR0hjQNs1aQGtVWNgq9VqqNVq3nsl968RjQYDGpHEGidwWZaF1dVVaJoGXdeHvo9sECpUpgA11il7QAN6b3E0TROlUskLZfV6Hel0GtlsFidPnsTMzIx01/IkYUDb5bruRAe0RrZtN43oB7h/jWgUGNCIJNK4j6xx/L2wvr6OUCiE+fn5AFe5v3A43LT/TVYqhB/ZJ012+/d1Xdc7k6xYLGJzcxPT09PIZrM4e/YsMpmMV/Wlwf3Vqz+Gjy3/c99/ngFt16RX0BqJgNao2/61xupb4/61Sb+miA6KAY0oQAfdRxaJRLxN3DITNzeO40h9A84Kmj8a11etVr1AViwWAQCGYWBhYQEXL15EPB4PapkTYZCQxoC2iwHtAcdxEI1GO3692/41nr9G1D8GNKIRaxfIREjYrz1Elb1dKgU02cOP7PvkXNdFtVrFiy++iGKxiJ2dHSSTSWSzWRw7dgypVIo3YyPWb0hjQNvFgPZAuwpaN72cv9YurE36NUfUigGNaMha95G1G38fiUR6+oAKh8PKBTSZyR5+APkqaK7rYnt72zskulQqIRwOIxaLYWVlBbqud33iPmqjeO3u2/Wef++qPd3z712zU/0sB0B/IY0BbRcD2gMHDWiteP4aUX8Y0Ih81mkfmR/nkal0ALSmadKHSbY49sY0TS+QFYtFWJYFXdeRy+UQj8cRCoVw9uzZQNdIex00pAV9ncmCAe2BQQNaq173r7VOiCSaNAxoRAPqtI9M8PM8MlUqaADDj1+CWKPjONjc3PQCWblcxuzsLAzDwIULF5DJZLwb2JdeekmJfZGT6iAhrXHv6yRjQHvAtu2hvRbd9q+Zpun9uhg20ji5mGjcMaAR9aExkIn2xV73kQ1ClT1ogBoBTYU1jqoNs1KpNLUthkIhGIaBxcVFGIaBqampjn9W9pDbj4pbC3oJB7Jqpjt+7a9e/TH8+Mz/A8MwulZDxvHf8aBECx4D2i6/K2jd7Ld/TXyN7ZA0CRjQiHrQ2DM/6D6yQahUQVOhHVOVISHDWKNlWVhfX/eqZNVqFel0GoZhYGVlBbOzsz1dz7w5UsM/bv8vOPL93/RaU3O53J5/YwYT7sNrNcqA1uog+9caz2rjvx2NAwY0ojZE22JjIOs2/n5UVAg9AqtT/vAroLmui62tLS+QbWxsIB6PwzAMnDp1CrquIxLp7yNB9pBLu94488c4g79AoVDA7du3EYlEvLCWzWb57wg0dUKQXJN4u+1fEw8uuX+NxgUDGhG67yMTT5WDCGStVKqgqRDQVFjjIAGtVqs1nUnmOA50Xcf8/DzOnz+P6eneJwoOY33DFvTPq4y+gV/Cxx75ZziOg1KphHw+j5dffhmXL1/G7OwsXNdFsVhs2mc4SRjQmgVZQevmoPvX2A5JqmFAo4klAplpmqhUKgiHw03tLTK+oau2B032tarQ4niQNTqOg/X1dS+QbW1tIZlMwjAMXLp0CalUyvcbT5l+Pqg3YnBINptFNpvF2bNnUa1W8frrr+Oll17C97//fbiuC8MwvApbIpEIetkjwYDWTNaA1qrb/jXbtjnOn5TDgEYTo90+MsdxsLa2hnv37uGRRx6RviVCtDiKVkuZqVKdUmGNnQKa67rY2dnxAlmpVEIkEoFhGDh+/Dh0XUcsFhv6GmUPudTsfpuBIvF4HLlcDq+99hp++Id/GJubm8jn83jzzTdx/fp1TE9Pe2HNMIy+22Fl5zgOb9z/negsUSGgteq0f01MnOX+NZLdeL7DEqG3fWSRSARTU1NDHSXsJ/FBqcKHpgr75VQMkaZpolQqeaGsXq8jnU4jm83i5MmTmJmZGelNhuw3NAyP7f3hi/8B//n0/9v0a40dBOl0Gul0GidPnoRlWSgWi8jn87hx4wYqlQoymYwX2FKplPTXQa84Yv8B0QExDq9HL/vXGqtrsj+spfHHgEZjo/EJWeP4e/FmLJ6UAc03lZFIRPpWPEF8UKrQdqJC+FGhxREA6vU6XnnlFRSLRWxubmJ6etprTctkMoFfCyq8hrRXa0jrVJmPRCKYn5/H/Pw8AGBnZwf5fN7bvxYOh5HNZr3A1u1IBtkxoD0gPheDfn/x237j/MXPQeuwEQY2GiUGNFKa6C8Xe8kaA1mv+8hUG7wBQIn1qhDQRHVKtpbRarXqVcjy+Txc10U8HsfCwgIuXryIeDwe9BI9Mr1udHCNIa3Xn4NEIoGlpSUsLS15+x7z+Tzu3LmDq1evIplMemFN13WlAg8D2gPjVEHr5iDj/BnYaFQY0Egp4k1TBLJ255EdtDUhHA5730f2N1zxVE/24AOoMyQE6P3GdFhs2/aGexQKBVQqFaRSKRiGgenpaWxsbOChhx4KbH3dyDzFkXojQlo/PwfiQHPDMHDmzBnU63UUCgXk83lcuXIFlmXBMAyvwjbqFtyDEnvQ6EEr/aS9Ht3aIQHgzp07OHr0KOLxOPev0dAwoJHUOo2/9/M8MpX2dQHqVPxUqKA1BrRRcl0X29vbXiDb2NhANBpFNpvFiRMnoOs6otEoAODNN9/ExsbGSNd3UAxo6vvDF/8D/mPmCwPfZMZiMSwsLGBhYcE7ey+fz2NtbQ23bt1CLBZrOntNXOeyYAXtARVa6YettbrmOA5efPFFzM/PN22P4P418hsDGkmndbBHL/vIBiGmkanyYaRCZQpQI6A1fugO+9++Xq83nUlmWRZ0XUcul8OZM2eQSCTaXtOyV6h4IzI+vrj+K3i39mu+fT9N05BMJpFMJrGysgLbtr223RdffBGXL19GOp32Als6nQ78emJAe0CVz8RREh07sVis6Wge7l8jvzGgUeAaJymJUNbatjjMNzjxvS3LGslI8kGpVEEzTTPoZXQ1zAqa4zjY3NxEoVBAsVhEuVzG7OwsDMPAhQsXej4IWIVBJrKvT5jZfiToJUjvvx/6P/EevGco3zscDmNubg5zc3MAgEql4rVD3rlzBwC8VshsNuvLQeoHxYD2AAPaXqLNUTzY5f41GhYGNBq5xn1kjePvhVG3CIinXSqEHkCN8fXA7jprtVrQy+iqsYLmB3HDKc4kE/tzFhcXYRhGX9PtWEGjUWs3gn8Ypqensbi4iMXFRbiui42NDeTzebz++ut44YUXkEgkms5eG0VYcF2XAe3fqXL8zChZluXdo7TTbf9aY5gT3UDi+/B9lFoxoNHQjWIf2aBUCmhscfSPuP76XadlWU1nklWrVaTTaRiGgZWVFczOzg58XasQ0GReH/VnVCFN0DQNmUwGmUwGp06dgmmaXnXthRdeQL1e91qCc7mcLz9b7bCC9gAraHtZltXza9JpnD/PX6NeMKDRULQLZOImWMYyv0pnoakSJlUIaMDBWghd10W5XPYC2cbGBuLxOAzDwOnTp5HJZLzWF7+oEIBkXx/1Z9QhrVE0GsXhw4dx+PBhb6hOPp9HoVDA7du3EYlEvFbIXC7nW3s6A9oDDGh7WZbV93t8L+evtQtrstwn0WgxoJEvWveR3bt3D4lEwhupHAqFEIlEpH2jEaP2VaBKi6Mqlb79Kmi1Wq1puIfjONB1HYcOHcL58+eHvk9mkArfKMj6Mw3It7ZVu/drZc1ODXElvQsypAmapmF2dhazs7NYXl6G4zgolUrI5/N45ZVXcOXKFaRSKa+61uv+znYY0B5QZbLxKNm27dtDOO5fo24Y0Kgv++0je+utt7wPShWoUpUC1Ak+KlXQGtcpDt4VgWxrawvJZBLZbBaXLl1CKpUa6Q0cK2i0n1UzPbTvvVZP4jdf+I/444tfHNrfcVChUAjZbBbZbBZnz55FrVZDPp9HPp/Hc889B9u2vcpaLpdDIpHo+XszoD3ACtpeg1TQ9tPr/rXWCZE0nhjQqCed9pEJrfvIVGoZBNRaryphUpVKn6ZpqFQq2Nzc9IZ7RCIRGIaB48ePQ9f1QKd7yh7QeINAQZuamsLRo0dx9OhRuK6Lzc1N5PN5rK6u4vr165ienm4aNtLtBpsB7QEGtL2GGdAaddu/Zpqm9+vcvza+GNCoo8ZAJtoXe91HFolElGkZBNRrcVQhoMlcQTNN0xvuUa/Xcf36dWQyGWSzWZw8edJrzZWB7AENkLuCNuy13bfrQ/3+frvfZ7VNtipaJ5qmIZ1OI51O4+TJk7Asyzt77caNG6hUKshkMl5gS6VSTT/rDGgPcIrjXgcZEuKn/favia+xHXJ8MKCRp7H3udN5ZL3uI1MxoKkQeoDdtcp+vhggVyumeKpeLBZRKBRQLpeRSCRgGAZisRhOnz6N+fn5oJfZluwBTfb1kX9UCWmNIpEI5ufnvZ/vnZ0drx3y5ZdfRjgcbmqHZEB7wLZtJc4GHaVRVdD2c5D9a6K7iYFNLcFfZRQY0bbYGMj8Gn8fiUSkPwOrkWoBTYW1Bl1Bq1arXiArlUoAAMMwcOTIERiGgXg8DgBYX1+X+kNL9oOqZX7tyH8qhrRGiUQCS0tLWFpa8vabFgoF3L17F1evXkU0GsX09DQKhQJ0XZ/osMYhIXvJEtBaddu/Ju4XuH9NLfJdZTQ03faRifGufp1HptKeLmA39NTrarQqyVSZ6mbUAc22bW+4R6FQQKVSQSqVgmEYWFpa2tPKJKgwJVHmgAbI3eJI/lM9pAniIHlxTEa9Xsfly5dRq9Vw5coVWJYFwzC8CptMrc+jwD1oe6lQVTzI/jVxz8fAJh8GtDEnAplt2zBNE7Ztez+sjT+Ufv9gqrSnC1CrJZMVtF3ibCQRyDY2NhCLxWAYBk6cOAFd1xGNRgNf56BkD2jj+KFecdWp/g/TWj3Z8WvjEtIaxWIxTE9Pe4dlb21tIZ/PY21tDbdu3UIsFvNaIbPZbE/vLypjQNtL1gpaN932r9m2zXH+klLrKqN9tdtH1m4D6bB/8FQKPIA6oQdQZzqiCD6iZdYP9Xq96Uwyy7Kg6zpyuRzOnDmDRCJx4L9LhQAk8/oAVtAm1TiGNLEHTdM0JJNJJJNJrKyswLZtb9jI7du3cfnyZaTTaS+wpdPpsbuhZUDbS8WA1or719Sg9lVGPe0jC+KAaNUCmkotmaq0OIoP9kECmuM42NjY8AJZuVzG7OwsDMPAhQsXBjqQVlClguZn0PWTjGsSZF7buBi3kNZpSEg4HMbc3Bzm5uYAAJVKBYVCAfl8Hnfu3IHruk3DRoZ9gP0ocIrjXuMQ0Fr1sn+N4/xHb7yusgkgbtQaA1lj26J44gEEe3OiWkBTrYKmwlrFB/tBp6Lt7Ox4gaxUKnn7RBYXF2EYBqampnxfp8wVoMYPThk/FFWo8NFwjVNI6/X9anp6GouLi1hcXITrutjY2EA+n8e9e/dw7do1JBKJprPXVKxEsYK2V1Bj9kdlv3H+4nOoddiIjJ9NqmNAU0BQ+8gGISpSst5UtlJpz5xKLY7A7od8tyeOlmV5Z5IVi0VUq1Wk02kYhoGVlRXMzs4O9RpSYUgIIHcbocxro9EYl5DWz5h9TdOQyWS8vWumaXrVtRdeeAH1et1rxc7lckN/T/MLA9pe+32ejZuDtEMysPlrcq4yhYiLXwQyy7Lw4osv4tChQ0gmk0qUmCORiNd+qcIbvCpVKUCdtYrrszX8uK6LcrnsBbKNjQ3E43Fks1mcPn0amUxmpB+AKrQ4AvKGIJnfh2h08vUZfOz7/wl/9fY/DXopA/HjHLRoNIrDhw/j8OHD3jAjEdhu376NSCTS1A4p61RAVT6/R2kcWxwPols75O3bt5HNZpHNZrl/zQeTe5VJplgs4vr163j729/ujb9v3EdWLpdhGIYybwziTV2VdgARelSo+Ik9aLKvVbRBOI6DWq3WNNzDcRzouo5Dhw7h/Pnzge7XUKnFUVYyr41GS/WQ5jiOr++rmqZhdnYWs7OzOH78OBzHQalUQj6fxyuvvIIrV64glUp5Yc2PfbV+YQWtmQgiqtyHDVtrda1QKCCVSnXcvybaIqk3vMok8cwzz+BXfuVX8O1vf7vtPrJoNArTNINc4oGIH0jLsnzfMzQMKlX8xPpkXqtt29jY2IDrurhy5QoqlQqSySSy2SwuXbqEVColzRs1WxwHI/NDAqKD8qOC1k0oFPKqDGfPnkWtVkM+n0c+n8dzzz0H27abqmuJRGJoa+lGdPLI+hkTBBE4GNDasywLsVjM+/lp3b8mWiGpN7zKJKHrOjY2Njqeq6La0A1ArTWLDyEVPpBkDGiu6+4Z7iE+xA4fPoyjR49K28Yje4tj64edjLg2aqRyFW3YAa3V1NQUjh49iqNHj3rt3/l8Hqurq7h+/Tqmp6ebho2MKhyI90RZPmNkIO5n+Jq0Z5pm0z1sa4WN4exgGNAkYRgGisVix7a1aDSqTNgRVApoYk+fCnu7GodvBHlQqmmaKJVKKBQKKBaLME0TmUwGhmHg5MmTmJeODdUAACAASURBVJmZwb/9278hnU5LG84AeJVe2ckaNDjFkdpRNaSNOqA10jQNqVQKqVQKJ06cgGVZ3tlrN27cQKVSQSaT8QJbKpUaWgW7sT2NdlmW5XUHUTPXdWGaZtcHCOy2OBgGNEnoug7btrG1tYVkMrnn65FIRKkWR0CtgCb2S6kQ0ESbwKjX6jgOyuWyF8jK5TISiQQMw8C5c+eQyWT2PFmUvToFqNHiKPMa+aFLnagY0oIMaK0ikQjm5+cxPz8PYPcIEtEO+fLLLyMcDnvtkNlsFvF43Le/W3y+sFr0wKRNcDwIca8X5EPjccMrTRLpdBqapqFUKrUNaNFoFJVKJYCV9U+lgAaoMx0RGN2o/Wq1imKxiEKhgFKpBGC32nvkyBEYhrHvDYEKAU2FNcpepZJ5bSpas1M9/95VMz3ElQxOtZDmuq40Aa1VIpHA0tISlpaW4DiOd/ba3bt3cfXqVSSTSS+s6bo+ULgSh1TzAcwDHBDSmWma0DSNr4+P+EpKIhQKIZPJYH19HUtLS3u+rmoFTZXAA6h1FtqwKmi2bWN9fd2rklUqFaRSKRiGgaWlpQO31KgQfmSf4gjIHdBkv4FrHHN+Phv0aiaTSiFNpgpaN6FQCLquQ9d1nD59GvV63Rvlf/XqVZimCcMwvHbImZmZA/2syrTHWRYMaJ2J9sZO1xhH7R8crzSJGIbhVSlaqVaNAtQKPIB6FTQ/1tp48yrOJIvFYjAMAydOnICu6wO1LKhwqLbM7YOC7AFNtrWJw8/ffPNNmKaJ7373u/jxd/5GoGtatYM7SkK4H2C1TZWQpkpAaxWLxbCwsICFhQW4routrS3k83msra3h1q1biMViXljLZrP7vq+rMDBr1FQ5NigIlmWxvdFnDGgS0XUd6+vrbb+m2ph9QL1QqdJ6Bwlo9Xq96Uwyy7Kg6zpyuRzOnj2L6elp3550sYLmDxlDUKOg1yamiBYKBRQKBayvryMejyOZTCISieDd7343UA10iQQ1QpqqAa2RpmlIJpNIJpNYWVmBbdvesJHbt2/j8uXLSKfT3v61dDq95/8zA9perKB11jrBkQbHK00iuq6PVQUtEokotW9OtQpar8FH7FUQgaxcLmN2dhaGYeDixYttP5z9okJAYwVtMEG1rdi27U0RLRQKqNfr3oS7s2fPIpFIYHNzE+vr67zR7MNafe9eaD/IHNJc15V6D1q/wuEw5ubmMDc3B2B3b7EYNnL37l24rtt09tr09DQDWhsMaJ1xgqP/eKVJpJcWx05j+GWkWqhULaB1W2vrmWShUAiGYWBxcRGGYYzs8PAgpk0elCohUtaABoymgtapSiYO/G03RZTkJGtIE+8D4xbQWsXjcSwuLmJxcRGu63rDRu7du4dr164hkUh4IY1B7QFOceyMFTT/8UqTyH4tjoBafb6qBTSVhpq0Bh+x50aEsmq1inQ6DcMwsLKygtnZ2UCCvQrhhy2OgxnmddVLlSxI9+16oH+/qoq1BP6nf/vP+If/4Q+DXkqTSQlojTRNQyaTQSaTwalTp2CaJgqFAu7cuYNKpYKvf/3rXgt8LpcL7LNEBqygdbZfQJvUa2YQvNIkks1mce/evbZfC4fD0DRNuYCmSuAB1KqghUIh7Ozs4NVXX/WGe4hqwunTp5HJZKT4IOGQEH/IHiL9Wlu3KtmZM2cGHh1OcpEtpIn3gUm+mYxGozh8+DCq1SoikQjOnTvntUPevn0bkUikqR0yFosFveSRsSxrZN0nqjFNc6KuhVEI/g6OPLqu44UXXmj7NXG+hGmamJ4OfhpYL1Sc4livy/tEvFareRWytbU1uK6LXC6HQ4cO4fz581JeF6FQSPprQPbwA4x3BU32KhntL1+fCXoJvhA/Y5NUQevEcRxEIhHMzMxgZmYGx48fh+M4KJVKyOfzeOWVV3DlyhWkUikvrGUymbF+7TjFsTPLsjAz0/l9YJIfevSLAU0i3fagAWq2DKq0XtkqaLZte8M9CoUCtre3vTPJcrkcotEozp49G/Qyu1KhxVGFCprMazxoeGxXJZuamkIulxtKlUzWYEu7ZKqiOY7D85r+Xbu9Z6FQCNls1tv3WavVkM/nUSgU8Nxzz8G27abq2rg9XGGLY2fcg+Y/XmkSMQyj4x40QL1R+6oNNgk6UIobVxHI1tfXvXaS5eVlGIbhvQG+/PLLqNVqga21VxwS4g+ZK2jA/iFovyqZn0c7kHpkCWnjMGLfL70MB5mamsLRo0dx9OhRuK6LcrmMfD6P1dVVXL9+HdPT015gy2azyocbDgnpjFMc/ccrTSLdxuwDwQeIg4pEInBdF47jKNEWEEQFzTRN78a1WCzCNE1kMhkYhoFTp05hZmam7RubCnu7ADXCD1scB9Pu+mz3sCEWi3EvGXUkQ0hjQHvgoGFE0zSkUimkUimcOHEClmV5Z6/dvHkTlUrFeyiTy+WQSqWUu2lnBa0zVtD8xytNIuNYQQPU6dseRUBzHAflctkLZOVyGYlEAoZh4Ny5cz2PClehMgWoEdBkbh8UVAholmVhfX19T5VMhDJVqmQVV/7K9LgKOqQxoD1g2/ZAAzEikQjm5+cxPz8PYPfoF9EO+corr0DTNC+sZbNZxONxv5Y+NAxonTGg+Y9XmkR0Xcfm5mbHC121ClooFPKGRKgw+WhYAa1arXqBTFRIDcPAkSNHYBhGXx9Msu2X60SFgKbCGmUMaKJK9tZbbwEAnn76aVbJaF/FWvd9SUGGNAa0B/zufEkkElhaWsLS0hIcx/HOXrt79y6uXr2K2dlZL7DJ+t7BgNae67r7ThhX4eGcbHilScQwDADAxsYGcrncnq+LKY4qUWnUvl9rFfttxMTFSqXiDfc4fvw4ksnkwG9WqgQ0FVox2eLYu3Z7yVKpFADgHe94R8eWXKKDCCqkMaA9MMwDqkOhEHRdh67rOH36NOr1OgqFAvL5PK5evQrTNL1hWLlcTor3Fdd1uQetA1E4YAXNX7zSJDI9PY2pqSmUSqW2AS0ajWJnZyeAlfVPpapfv8cCuK6Lra0tL5CJqXSGYeDkyZPQdd33N3UVgg+gVnVK5mE2QYVI13VRqVSaJi62Vsls28bTTz8tZQujbOuh3gUR0sQURxpuQGsVi8WwsLCAhYUF7/M0n89jbW0Nt27dQiwWa2qHDCIIiAeiMlb2gmaaJjRN6/ra8Ofq4BjQJNNt1L5KYUdQ6Sy0cDjsDTXZ7ylqvV73AlmxWIRt2yOdSsc9aP4R/9YyD7MZZQWttUpWq9W8a/v06dNIJBJN17bs/76krlGHNFbQHhhlQGukaRqSySSSySRWVla89yNxUPbly5ebzl5Lp9Mj+TcT9zGsoO0lJjh2uudhOOsPrzTJ6LrecVCIakNCALVCpXjjtW17zxu+6JkXgaxcLmN2dhaGYeDixYsj+5AQVGlxVCFIin83GVoIOxl2QGs9l6yfvWQyv37jatVMB72Eofvh//YZfOO9//tI/i4GtAeCCmitwuGwF8aA3T3d+Xze27/mum7T2WvT09NDWYcYdsawsRcHhAwHA5pkuo3aVynsCCqtWXwwi82uYky4GO4RCoVgGAaOHTsGwzAQi8UCWytbHP0jPnBlXqffAa1xn2ShUEC1WvUmLrarku23NpLffQXD3GZtd4DSqEIaA9oD7R5UyiAej2NxcRGLi4twXdcbNnLv3j1cu3YNiUSiadiIXxUvDgjpbL+Axs+I/vBqk0y3UfvRaFSZsCOoFNDEB9JLL72Ezc1N1Go1pNNpZLNZrKysYHZ2Vpo3GhUqU4AaQVKVCtqgr2OnKtnp06cHmpomfiZkfv1Usmangl4C1urJoJewxyhCGgPaAzK3fAuapiGTySCTyeDUqVMwTdM7e+3atWuoVqvesJFsNjvQgC4GtM5YQRsOXm2S6WUPmszDDFrJPMXRdV2Uy2WvirC5uekNizhz5gwymYy0b8gH2S8XJFUqaLKfhdZPBc3PKhnRJHBdV+r301GSpcXxIKLRKA4dOoRDhw55x4CIdsjbt28jEok0tUMepAtGlfNcg8AR+8Mh593nBNuvxRHY/4dBJuFwGLWaPAe/1mq1puEejuPAMAwcPnwYFy5cwOXLl3H06FHvyANZiQ8KFQKaCkFyXAJatyrZsB44sIJGozLsKprs71OjpGJAa6RpGmZmZjAzM4Pjx4/DcRxv2Mirr76KK1euNA0byWQyXf/tWUHrjBW04eDVJhnDMHD9+vW2XxMbVFX6YYhEItje3g7s77dt2xvuUSgUsL297Z1JdunSJaRSqaY3ZVWmToo1y34uS+OERJlvfGQ/C61TQLNtG+vr614oC7JKJuvrJ8O6Vu3hDC6QQb4+M9K/b5ghTfb3qVFxHAeu6yod0FqFQiFks1lks1kAuw9rxdlrzz33HGzb9qpr2WwWMzPN1zUDWmemaWJqairoZYwdXm2S6bYHTdM0pfZ0AaPfgybaGkQgW19fRzQahWEYWF5ehmEYXcOtStMRNU2Tfq2NAU1mKlXQgqiS7bc2olEaVkhjQNs1CWd+TU1N4ciRIzhy5Ii33SGfz2N1dRXXr19HPB5vOntN9oehQTJNc0+gbcTPiP7wapNMtzH7gHqj9kcR0EzT9M5tKhaLME0TmUwGhmHg1KlTmJmZ6fkNQuY9c61UCJOqBDSZ98rZto1arYZqtYpvfetb0u4lk6FSRZNjGCGNAW2X+FyZlNdC0zSkUimkUimcOHEClmV5w0Zu3ryJSqWCWCyGeDyOjY0NpFIpKd5zZaFSV5dKGNAk021ICKDWVERgOOt1HAflctkLZOVyGYlEAoZh4Ny5c8hkMn0/+VOlxRFQY0KipmlShx9BthZHUSUTRzxomoZ4PI5Tp075OjraD9yDRkHxO6Q5jsMbb+wGNPHePYkikQjm5+cxPz8PYPf9+OrVq6jVavjud78LTdO8yloul0M8Hg94xcHikJDhkOdTngDsH9BUG7XvV0CrVCpNZ5IBu6/VkSNHkM1mfet/VqEqJaiyVhUCWtAtjt32kp06dQpvvvkmbNvG3NxcYGvsRvYP4JntR4JeAgEo1hK+f08/Q5rjOFI9/AiKCiP2RymRSHgtjysrK97Za6+99hqef/55zM7ONp29NmmvHStow8F3IsmIKY6dRulHIhHlWhz7CRGNI8KLxSIqlYo33OP48eMDnWfSjSqhB1DnLDQVAloQa2zcK1kqlRCNRpHL5dpWyUKhkPQ/95NWQbtv14NeAv07v0IaWxx3qT7BcRjEkJBQKARd16HrOk6fPo16ve4NG7l69SpM0/TOXsvlcgfaYqEqHlQ9HAxokjEMA/V6HZVKBYnE3qeNKlbQHMfZ94PPdV1sbW15gWx9fR1TU1MwDAMnT54cWVtXJBJBtVod+t/jB1XCpApBchQtjvtVybrtJevnHLRRkvUDWNZ1kf/8CGk8B20XA9penYaExGIxLCwsYGFhwbuPEWev3bp1C7FYrGnYyLhVmlzXVeroJ5UwoEkmk8kAAEqlUtuAFolEpDpXbD/iTd6yrD2HQtbr9aYzyWzbRiaTwdzcHM6ePYvp6emR32BxD5r/VKigDavFsV2VTASygzx0UCGgybw+Gn9b1Sm8459+H997/+/0/T1YQdvFgLZXL2P2NU1DMplEMpnEysqK1wkkDsq+fPly09lr6XRa+etNdHawNdh/fEUlEw6HkU6nUSqVcPTo0T1fD/pcsYMSZ7eJNzdxJpkY7jE7O4tsNouLFy9K8WalSlUKUKMyBagR0PxaY2OVTLTm9lol64YBiKg3g4Q0BrRdtm3zdWjRzzlo4XDYC2MAUK1Wvera3bt34bquN2gkl8thelq98xJN04SmaV0DPTsZ+sOAJqFuo/ZVG7O/s7MDTdNw/fp1bG1tIRwOwzAMHDt2DIZh7KmqBU2lgKbKWlWo9A3S4lipVLy2xcYqmZ+tubIHNNnXR+rZrPU/Ga/fkMaAtosVtL38OKg6Ho9jcXERi4uLcF0XGxsbKBQKeOONN3Dt2jUkEommYSMqVKVEe2O39nzqj/z/+hNIDAppR/Yx+5ZlecM9CoUCarUaNE1DIpHAmTNnMDs7K/UPrGrnoMkefAA1KmgHaXHsViU7efLkUDaFqxCAZF8fTZZ+QhoD2i4GtL38fk00TUMmk0Emk8HJkydhmqZ39tq1a9dQrVah67oX2IY1GG1QnOA4PAxoElKpgua6btOZZJubm5ienoZhGDhz5gx0Xcezzz7rvcHITrU9aCqESRVaMferoI2iStaN7AFNxhsHooNiQNvFMfvNHMfpOCTEL9FoFIcOHcKhQ4fgui52dna8dsiXXnoJkUjEa4f082ihQXGC4/AwoEmo21loMlTQarVa0+AD13Wh6zoOHz6MCxcu7OmjZugZDhVGrwNqVtBElUxc55VKBel0GrlcbmhVsm5kO0i7HVnXJ+u6Rum+me75967V5X+Q1quDVtEY0HaxgtZM3BOMquVQ0zTMzMxgZmYGx48fh+M43rCRV199FVeuXGkaNpLJZAK7bllBGx4GNAkZhtG1gmbb9kg/SGzb9nqli8Uitre3vTPJFhcXkUqluq5FhlDZK9VaHFU4EkCFgBYKhVCr1fD6668HViXrhhW00ai46kzIXT1A6Jpk7/in38f/fewnMTc3B8MwugYPBrRdDGjNxP1LUK9JKBRCNptFNpsFsPuQXJy99txzz8G27T1nr42KaZpdPxvH5bMhCAxoEjIMA2tra22/Jn4Q2o2t94sor4tAtr6+jmg0CsMwsLy8DMMwDvTERKWAJvZ1qfBBzT1og2mskq2trcGyrKHvJevXsI4B8IvsAZKGI18f3Y1gN1vV7u1eH33t/8Mfv/Uu1Ot1GIaBubm5tjeyjuNI8zMfJAa0ZmJAiCzXxtTUFI4cOYIjR45420zy+Tzu37+PGzduIB6PN529NsyHi6ygDQ8DmoQMw8CLL77Y9muhUMgbW+9nQDNNE6VSyQtlpmkik8nAMAycPn267/HggHoBDVBjzLAKe7sAuYJkp71k6XQa8XgcZ8+eDXqJbTEATYY1OxX0EsbWb9a+iW+8+3/D2toa3nrrLdy4cQPT09NeWDMMQ4kHc6Ng2zZvuhtYliVtYNU0DalUCqlUCidOnIBlWd6wkZs3b3pDrERgS6VSvgZNy7K67oeTJdSqiAFNQt2mOGqa5sugEMdx9gz3mJmZgWEYOHfuHDKZjG9vSCodrt0Y0GT/gFJlv1yQFTTHcbyJi417yVqrZLdv35b6tZQ9oMm+PiIA+OH//if43vt/BysrK96N7NraGl544QXU63UAwFtvvYV4PI5EIhHwaoPDClozP0bsj0okEsH8/Dzm5+cBwOuGyufzeOWVV6BpWtPZa/F4/8dZALsP92dnZ/1YOrVQ44qbMN2GhAD9V6QqlYp3SLT4/oZh4MiRI7h06dLQpgKpdLi2OHBR5pt1QabKVDejHmbSz8TFUCgkdZVXhQAk+/ooWMWaHIFHDA5pvJF1XRfb29v45je/iVKphDt37uyprk1SYOEUx2bDnuA4TIlEAolEAseOHYPjONjY2EA+n8drr72G559/HrOzs01nrx30351THIdHzStuzHUbsw/0Pmrftm3vTDJxXpMY7nH8+PGRnauhUosjoM7USVWC5LAraL1WybrhHq/ByPohLOu6KFgX/+sf4YX/+be8/61pmndG56VLlxCPx72qg6iuiarD3Nzc2FfXWEFrplIFrZtQKARd16HrOk6fPo16ve5d51evXoVpmnuGjez3Hso9aMOj/hU3hvqtoLmui62tLS+Qra+vY2pqKvBJdCpNRgTUCj6qrNPv8COqZKIaHIlEYBhG39e5rINMBBUCmszrI2rVGtKAB1McI5FI05lU29vbWFtb84YwjHt1jQGt2bgEtFaxWAwLCwtYWFjwrnNx9tqtW7cQi8W8sGYYRtu5B/tNcaT+8VWVkK7r2NjY6Pgm2RjQ6vW6F8iKxSJs24au65ibm8PZs2cxPT0d+FNkVSpSgiqBUpUg6UcrZrcq2YkTJwaeuCj7OWMqBCDZ1xeUVXt6/99EgWgMaa7rwnXdPUNCRHVtdnbW27s27tU1BrRmMg8J8Uvjdb68vOx1YOXzedy+fRtbW1veWaC5XA7pdNrbvsAWx+FgQJOQYRhwXRcbGxswDKPpa+JEezGJamtrC7Ozs8hms7h48aL3QyMTtjgOh0p70PpZZ6cq2YkTJ2AYhq9P7djiOBh+CJOfNmuDDS7oplJtvpkUIU38/O/3+dlaXdva2moacT4O1TUGtGbjWkHrJhwOe2EMAKrVqlddu3v3LlzXhWEYsG1biQfFKpqsK04RMzMziEajWF9fh67ruHbtGhKJBMrlMkqlElzXxdTUFFZWVjqWnWWiYkBT4Q1HBDTXdaW+Qe41oA27SubHGoMie4UPYAWN1HXxv/4Rnvsffx3A/gGtkaZpSCaTSCaTTdW1xsmQKlbXVDhmZpSGee6sKuLxOBYXF7G4uAjXdbG5uYnV1VUAwLe//W0kEgnv3LXGB6gy35vIjgFNQuVyGUeOHMEnP/lJPPvss1hbW8Nf/MVf4J3vfCdWVlZQKpWwvr6Ow4cPB73UnkQiEWUOfwbUCWjitZR9wlS3vXJisqiYuBgOh71A5neVrBsVKlSyr49IZb1W0Lrptbo2NzfX18S8UeEUx2ayf8aOmqZpSKfTiEQiuHPnDn7kR37Ea/u9fv06qtUqdF3H/Py8tGeLqoBXnAQcx8EzzzyDf/7nf8Y//dM/4Vvf+pb3tOazn/0sPvCBDyCVenCA6dbWllIVKfHGpspTOZX2oAGQuvIDNFengqyS9bpGGbEFs3+yrovk8oNf+xP8H1OXfHv/6VZde/75572JeaIdUqbqGlscm01ii2MvxP6z1gcTOzs7yOfzypx/KytecQH7rd/6LfzlX/4lLMvC+973PnzkIx/BX//1X+NnfuZn8NM//dP44Ac/uOfPRKNRpQJaKBSCpmmwLEuJcayq7EETr6vsYdKyLNTrdVy5ciXQKlk3srcQyhyAiMbFb9Su4gPaB4byvTtV11ZXV3H9+nWvRSzo6prruqygtWBAa6/dBEdN0zAzM4OZmRklHsjLbOKvuM9//vP4oz/6I6yuruLhhx/Gn/7pn+LRRx/t+PuffPJJ/Nmf/Rnu3r2LXC6HD37wg/iDP/iDvk9jf+9734uf+qmfwqOPPtp0oXcbtR+JREZ68O+gxOHPKoQeYDegqfLkR8ZR+41VsmKxiJ2dHQBAKpXCysqKd96QTFihGozs6/Pbfbse9BLo321Vp3z9fu3G7/tN5uqa+DxhQHuAAa09noE2XBN9xX35y1/GE088gaeeegqPPfYYnnzySbz//e/HzZs3MT8/v+f3/+3f/i0+8YlP4Itf/CLe9a534datW/jYxz4GTdPwuc99rq81/MRP/ETbXzcMo+Nh1aoN3QDUWnMkEvFChexk2S9XrVa9tsXGKtnKygpisRiuXLmC5eXloJfZEStog5N9fbS/tXoy6CVIYRQhrdFBqmuGYQy1MsGAttckjNnvhypdUaqa6ID2uc99Dr/4i7+In//5nwcAPPXUU/jHf/xHfPGLX8QnPvGJPb//m9/8Jt797nfjwx/+MABgeXkZP/uzP4tvf/vbvq9N1/WOFbRoNArbtpUZugGoFdBkCT29CGrUfrsqWTqdhmEYe6pkOzs7UlenAFbQBiVbRbTRj7/zN4JeQqDum+mhfN98fWYo31cWow5pQtDVNdu2oWma1D/To8YhIe3xDLThmtgrrl6v45lnnsFv//Zve78WCoXwvve9D9/61rfa/pl3vetd+Ju/+Rt85zvfwaOPPoqXX34ZX/nKV/CRj3zE9/Vls1ncvn277dfEG4VKo19VC2gqrXVUYbJblUzX9Y5v1GIAh8zHAcg+JEQ8iJH5NZQtQNbrdeTzeczngl4JqSqokNaoXXVtbW1taNU1McxL1veZILDFsT22OA7XxF5x+Xwetm3j0KFDTb9+6NAh3Lhxo+2f+fCHP4x8Po/3vOc9cF0XlmXhl3/5l/E7v/M7vq9P1/WOLY7hcNg7wZ0BzX8qVdCGuQdNVMnEGPydnR2kUikvlPW6l0zcMMi88VyFFkdA3oAmQ4XPdV1sb28jn8+jUChgc3MTiUQCF8YwoK0OqSo2LMWaPBMKD8KqRnH2y0/i5od+PeilAGiurp04caKpunb16lVYljVwdU3m9+kgiCOCGND2Mk2z6/wFGT+rVMIr7gC+8Y1v4Pd///fxhS98AY899hhu376NX/u1X8NnP/tZfPrTn/b17+o2JARQK/AAaq1XlTH7gP9hst8qWTcqBDQVWhwB+apUQlAfxLZto1QqeWfwWJYFXdexsLCAhx56aPdnQ86XjBQiU0hr1Et1TYS1XqtrHLHfTNy3MKDtZZomkknuWx2Wib3icrkcwuEw7t+/3/Tr9+/f73gA9Kc//Wl85CMfwS/8wi8AAC5duoTt7W380i/9Ej75yU/6uh+s2x40YHcfmkqTHFULPaqEyUH3oPlVJeumMaDJSvYWR9kDGjC6tVWrVa9KViqVEIvFkMvlcO7cOei63vQ+rMqwHxqNSrX/dixZQ5rQrrqWz+eRz+cPVF1jQGsm7gVU2e8/StyDNlwTG9BisRgeeeQRfP3rX8dP/uRPAti9gfz617+Oj3/8423/zM7Ozp4fUvFG5vfNybhV0MLhsDKBctxbHIdRJdtvjbJXqESLo8wthIC8AW2Yr5nrutjc3PRC2fb2NtLpNHK5HE6dOoVEIiHlv9lBrdmpoJdA+5A9pDWKRCI4fPgwDh8+3FRde/PNN7tW1xjQmokBIePwHuM3TnEcrokNaADwxBNP4Od+7ufwjne8A48++iiefPJJbG9ve1MdP/rRj+Lo0aP4gz/4AwDA448/js997nN4+9vf7rU4fvrTn8bjjz/u+xtatz1oJiCtnQAAIABJREFUgHqHVUciEVQqlaCX0ZNIJCL9UAuhlzDpOA42Nja8UDaMKtl+VKpQyfhvLtYk62vo9x400zRRLBaRz+dRLBYB7A5OOn78OAzD4E3BGNus9Xem6KioFNKE1uqaaZpeW7CormWzWeRyOW9ICO3igJDOWEEbrom+6j70oQ9hbW0Nv/u7v4vV1VX8wA/8AL72ta95g0Pu3r3b9Eb1qU99Cpqm4VOf+hTu3buHubk5PP744/i93/s939dmGAYqlQqq1WrbTZiqHVatUsVPhG0VRut2anEcdZVsPzIeqN2osQ1TxpsT2Stog3JdFzs7O16VbGNjAzMzM8hms3jb296GVCrFD3sin0Sj0Y7VNfF5cePGDczNze1pG540DGidcYrjcE38Vffxj3+8Y0vjN77xjab/HYlE8JnPfAaf+cxnhr4uXdcBAOvr6233xKkUeAC11isCmgpvzGK/nAxVsm5kr6A1jrGXkewBrZ8KmuM4TQM+6vU6dF3HoUOHcOHCha7TwYah4tZG+veRulSsonXSWl27ffs21tbWYFkWrly50lRdm5ubw/T0dNBLHikV7gOC4DiOEg+xVcZXVlLRaBSzs7MolUptA1o0GlWmZRBQa0iIpmnSV3yA3SrZ1tYWtra2sLq6inA47B0UHUSVrJugDtTulewthIAco+y76WVttVrNC2SlUgmRSAS5XA5nzpyBruvc+0LKGKeQ1kjTNMzMzOChhx5qu3dtZmbGC2uTUF2zLIvvS22IDi62OA4PA5rEDMPouA9NpYoUoOZ6ZQto7apkU1NTCIfDeNvb3hZ4lawb2StoDGiD6XTdua6LcrnstS5ubW15ld0TJ05gZmZG2muW5LdVnRra97Z6mPg4jiGtcUhIt71rk1JdYwWtPdM0EQqFOoZXvq8PjledxDKZTMdJjqqN2VdpdD0gz3qr1ao3Ar9YLHpVsuXlZRiGgbfeegv5fF76s0hUCGiyH1Yt+/rE2izL8q7ZQqEAx3FgGAaOHTsGwzAQi8UCXunorNrjd8NKzcYtpHWb4ti6d008fBnn6hoDWnvcfzZ8vOok1m3UvqoVKVmn5LUKatR+t71ky8vLe6pkKrRiAmqsU/ajAGSuoNm2jfX1dRQKBayvryORSCCbzeLixYtIp9NjcaNG1Mk4hTTbtjE1tX9lUtM0pFIppFKppura2traWFXXuM+qvf1G7Ktwnyc7XnUS63ZYtYpj9gF1zs0YZUAT+3I6Vcm6vV6qnNkmewUNkL9CJVNAEwecNz5ImJ6exuLiIs6dO6fszRhRv87+1Z/i5sf+U9DLGFi/Y/bbVdfGYe+aZVk9BdZJwwra8DGgSWy/CppqLY6AOgFtmHvQGqtkxWIR29vbXatk3cg+fENQIaCxgtZdvV739p+IBwnZbBYnT57E6uoqkskkjh07Ftj62tE0DZAj00pvrd57m3S+PjPElahrHEKa4zgDD8VorK6dPHmyY3VNHJQt8wMdy7IwM8PrvZVpml0ri6ygDY4BTWL7DQlxHEfac5taaZqmVFum33vQOlXJBj14lxU0/8i+xlEHSDHBTQz4KJfLSCaTbR8krK2tjWxdRP2o9DD0ww+qh7RhTC3sVF174403cO3aNamra5zi2B4raMPHgCYxwzDw6quvtv2a+MEwTVOZ8rtqAW2Q4NOpSiZCWTKZ9OUJkwp7uwA1Kn1scdxtb2oc8GFZFgzDwJEjR5DNZru+18j82k2q+2Y66CWgWEsEvYSRUzmk+VFB60a16hqHhLS3X0BjBW1wvOokput6xwpaKBRCKBRSqj9axtH1nfSz1tYqWSgUQjabHbhK1g0raP6Z1BbHSqXitS6ur69jamoKuVwO58+fRyaT6elpNj+MaaJV9gYaVUNatymOw9BLdU2EtSCqaxwS0p5pmkgkJu/hyyjxqpNYtz1ogHqDQmQZXd+LcDiMWq3W9feIKpmoOAyrSrbfOh3HkX46pgoBTfY1+hXQHMfB5uam17q4s7ODTCaDbDaLM2fO9P2hywoaDWqzFg96Cb5SMaSNOqA1Okh1bW5uDvH48K8XVtDaU2WegMp41Ums2x40QL1BIePQ4hhElWy/dQLDb0sZVCgUkv5aHecWR3GjI/6jaRqy2SxWVlZgGMbANyBBDzCZJKsStC3S+AoyoLWSobrGgNYeWxyHj1edxLqN2QfUCjyAWusVAa1dlUwMShhVlawb8YEk04dqO7JXp4DxanF0XRfb29telWxzc9PbiP/www8jlUr5et1O0ofxfbse9BJoyCwfB4qoVkXrd8z+sPVSXcvlct6wET+qa67rMqB1sN8URxocX12JiRbHTpMao9Go9FWJRqoEtFqthnK5jM3NTTz99NNetSGoKlk3jQFNZqoMCZF5jftV+MRh0fl8Hvl8HqZpwjAMHD58GA899NDQ96qygkajtFVVY+81oFZIk70bQ+hUXbt3755v1TWxfUCF12PUWEEbPgY0iem6DsdxUC6XkU7vbWtRJfAIsq5X7MkR7V/b29uYnp6Gpml4+OGHA6+SdaNpGsOPT1RscaxWq00tt7FYDNlsFufOnUMmkxnZjYWsPx9EslAhpLmuK303RjvtqmviQdUg1TXx4JOVor04Zn/4eNVJLJVKIRwOo1QqtQ1oqlXQwuEwqtVq0MsA0LyXrFQqeVWypaUlZLNZlMtl3Lx5E6lUKuil7kuFUfsqrFGFFkfbtrGxseG1LorBNLlcDidOnMDMzEwgYYl70Ij2J3tIE+9/qgW0VtFoFAsLC1hYWIDrut5QpINW1yzLgqZpUrZ8BkmcwcuANlwMaBLTNA2ZTKbrYdWVSmXEq+pfkBW0dlWybnvJVDoSQIVR+6pU0GRco2VZ3ll6t2/f3vMwgR+SneWc9wS9hJ6s2fI/CCJ/yBzSxOeI6gGtkaZpSKfTSKfTe6prly9fhuM4yGazbatrYv8ZOwSaicJAp88eTdP4mvmAAU1y3UbtR6NRlMvlEa+of6MOaKJKViwWUSwWD3Rjq0LoEdji6A9ZqkCu62JnZ8c7m2xjYwOJRAKhUAiHDh3CyZMnpXuiK3v1kUgWoZqG83/+f+H6//rxoJeyh/jMk+39xU/7VddmZ2e9sOY4Dtsb2zBNE+FweKyvExnwypNct8OqOWa/Wbcq2dLS0oH2komAJvv5YoAaYVKFgBbkGh3H8QZ8FAoF1Go16LqO+fl5nD9/HtPT07hy5Qri8bi0H4oyhFuidio+TmX0i4whTew/k/0zzy+t1bV6ve5Nhnzuuee8FsfXX38duVxuJOeuqWC/CY6Tcv0MGwOa5LqN2lftoOphBLR2VTLDMLC0tATDMBCLxfr6vqLFw7Zt6Z+gqbC/S5WANsqQ0XqmXiQSQTabxenTp6Hr+p42I1kqfO3wA5kmVqX/dkDZQpqsI/ZHJRaLNVXXXnrpJbz++ut4/fXX8cILLzRV1zKZzMS+VhwQMhpy33lS18OqJ7GC5meVrBuVApoKFTQV2jCH3aYnRkGL1sWtrS0kk0nkcjksLy9jdna267Urc0ADWEEj6odMIU2VEfujoGkaYrEYZmdn8Y53vGNPdU3sXRPDRiapusaANhpy33lS1wqarGPrOxGDNw7aNlir1byDov2sknUTCoUQCoVgWdbQz48alArhR5UKmt8/T5ZloVQqea2Ltm0jm81icXER2Wz2QNeuzAFN5rXR/tbqyZ5/b74+0/PvLdYS/Sxn4sgS0lQcsT9MjQ9oW6trYu/aJFbXeAbaaDCgSS6bzeLOnTttvxaNRuE4jjJvquKNbr+q1KiqZPtRoTIFqNPiqMIa/QiRjQM+1tfXMT09jWw2i4sXLyKdTvf9wS1zCOIHMtFgZAhpqtxLjIqY4thqv71r415dsyyLFbQRYECTnK7ruHz5ctuviTcOy7KUeFMVa2z3phdElayX9coeKgA11inCj8xDV/ptcXQcBxsbG14oq1QqyGQyyOVyOHv2LBIJf6oIsh+kLfPa9lNxa75/z1V72vfvOc42a3LcxFoBDhQJOqQxoDXr9d6qXXVtbW1tbKtrHBIyGgxokus2Zj8UCiEcDsM0Tenb8IDdH9pwOAzLspqqZMViEeVyGalUauRVsm5UOQtNhRZH8SEnc0A7SAAST0zF9RsKhZDNZnHy5Enouj6UfYusoNFB3DfTQS+BFMOA1syyrANXvxqra6dOnRrL6pppmr49eKTOGNAk123MPqDWPrR6vQ5N0/Diiy+iXC57VbJjx44FViXrRoRJ2YVCIemHxYgnho7jSPv0sFuLo+u62Nra8qpk5XIZs7OzI32gIHNAA9SuoJFatqryP5DsV5BVNAa0Zp1aHA+il+qaCGuqVNe4B200GNAk162CBsg9ar9xI62okoVCIUSjUTz88MNIpVJS/yCr0DoIqLHOxoAmq9YWR9u2mwZ8WJYFwzBw5MgRZLPZkVetZT4MWuafYyJZhGq9/ZwEFdImfcx+K7+nOLerruXzeeTzeaWqa5ziOBoMaJLrNmYfkG/UfmvrV2uV7OrVq8jlckin5W+/USH4AGqsU9zAy7xOMcjk9ddfR6FQQKlUQiwWQy6Xw/nz5wN/uil7QGMFjcg/QYQ0jtlv5kcFrZtYLIYjR47gyJEjTdW11157Terq2n5DQvjAzh8MaJLTdR1bW1sdn1gE3eIo3lREKCuXy97ExWPHju2pkqmyrwsI/rXtlQp70DRNk3LUvuu63oCP1dVV1Go1aJqGXC6HU6dOIZFISPNhI3sIknlt42KV+8omysUnv4AXfv1XRvb3scWx2bADWqNeqmu5XM77T5DVNVbQRoMBTXK6rgMA1tfXMTc3t+fr0Wh05BW0/apk3faSqbKvC1CjMgWos05ZApppmigWi17rLbB7nMX8/DxKpRJ+8Ad/MOAVtidzQJMlxBK1qgxzKmNl+GFmlCHNtm3eeDcYZUBr1Wt1bW5ubqDjW/qx3xRH8gdfYcnF43FMT0+jVCq1DWijqPIctErWjSpVKQDehEzZqXDGGBBcQHNdFzs7O95eso2NDczMzCCbzeJtb3ubd/3m8/mu+z2DJnNAA1hBIxqWUYU027al3fcUBFmOMOpWXfv+97/fVF2bm5sb6v5o27bhOE7XB/F8YOcPBjQFdBsUEo1Gsb297fvf2VolA+AFskEmLqoW0KrVatDL2BcraHvZto319XVv6mK9Xoeu6zh06BAuXLjQ9iZE5j1egNwBjR/IRMM1ipDGISEPuK7r+5AQv+xXXUsmk15Y87u6Jh5ad3pd+FngH/muPNojk8l0DGh+BR4/q2TdRCIR1Gr+Hwo7DKqESRX2oAHDX2etVvOqZMViEdFoFLlcDmfOnIGu6/s+CZWlBbMTmQ+qljk8Eo2LYYc0Dgl5wHEcuK4rZUBr1K269uyzz8J1XV+ra6ZpIhwOM8iPgNxXHgHoXkEbJER0qpItLi4im80O5VwyVUIPoFZlSpV1+hmAXNdFuVz2QtnW1pZ32PmJEycwMzNzoIcKMgcggCFIBvftetBLoCGyhrlf7YBClfY3wMMMabK09MlA3KfIHtBatVbXNjY2kM/nfauucYLj6Kh15U2obodVH2RIyKiqZN0woPlPVKZc15X6zdGPIGlZljfgo1AowHVdb0BNNpsdaIM7Wxz7J/PaZLdmp4JewlAUa4mglzC2hhXSWEF7wLIshEIhpStFmqYhk8kgk8k0VdfW1tb6rq5xguPoMKApYJAKmqiSFYtFFItF74Z2mFWyblQbs6/CWsPhMFzXVSKg9ROAGgd8rK+vI5FIIJvN4qGHHvK1v54VtMHIvDbyR74+M5Tvu1kb/8EUvR5S3athhDSO2X9gHKuJflTX9pvgKPM9iGoY0BTQ7bBqUUETN+etVbKtrS3Mzs7umVgXFNXG7KuwVvEmKvsG7173oDmO0zTgo1qtQtd1zM3N4dy5c5ienh7K+lSooMm6Pn4oq2utngx6CSQJBrQHghyxPwr7VdeA3S0v4qBsUV0zTXPkD/Yn1fhefWPEMAy88cYbbb8WiUTgui7efPNNlEolKapk3bDF0X/iA1X2M2y6VdBEpVecTRYOh73DonVdH8kHpexDQlhBIwK2qsMbIa4av6toDGgPyDrBcVjaVdfW1tZw9+5dXL16FalUCrlcDrVajdfIiEzO1aew1hbH1ioZALz22muYm5uTokrWjWgblL0dD3gQ0GRfq6ZpSgwKaQxArutia2vLa11s3A+5vLyM2dnZkb/movoo67+3zAFN5rURDcUIDqnuhZ8hTfYujFEa9wpaN43VtdOnTzdV1+7fvw9gt9Oltbom/iz5YzKvPsXouo5yuYw///M/x7/8y7/Asiw88cQTXpXs5s2buHjxImZnZ4Ne6r5ExU+Fp1NifSqsVZVR++VyGTdu3EA+n4dt2zAMA0ePHpWi0is+WGTdKC9zCOKHMlFw/AhprutK+94XhEkOaK0aq2uXL19GJBJBLBZrqq6JsJbL5YJe7tjg1Scp27bxve99D1/96lfxpS99Cbdu3UI+n8d73/tePP7443jPe97jPel6+eWXe57kGLTGdjzZ3/xUWqusFbRKpdLUuhiJRLCwsIALFy4gk8lI9bRWrEXWmxTZh5jItraZ7UeCXkJg7pvpoJcghYpEY/OH7eH/8gVc/kT/IU0MmpLxvS8I4zgkxA+WZUHXdSwtLe2prj377LN45JFHcOjQoaCXORbkvuucMDs7O/j7v/97fPWrX8XXvvY1OI6DH/uxH8OHPvQhPPXUU/je977X9s9Fo1Fl9nWFQiFv+MagByYOWygUgqZpUgafVrLsl3McBxsbG1777c7ODjKZDLLZLKamphAKhXD69Omgl9lWY4ujjFhBI6J2ItXd/x4kpInPD4aSXaygtdc6Zr9175rM++BVI8/ja0l8/vOfx/LyMuLxOB577DF85zvf6fr719fX8au/+qtYWFjA1NQUzpw5g6985St9/d2WZeFP/uRPsLy8jH/4h3/AW2+9hS996Uv46Ec/6g3/aEelwRuAOtMRAbVG7QfV4miaJlZXV/H888/j6aefxvPPP496vY6VlRX80A/9EN7+9rdjaWkJU1NTUrdhNrY4ykj2gCbD2sTexldffTXopRD1rdMh1b14+L98oa8/x4DWjAGtvW5j9sV+ePIHr74GX/7yl/HEE0/gqaeewmOPPYYnn3wS73//+3Hz5k3Mz8/v+f31eh0/+qM/ivn5efzd3/0djh49ijt37iCTyfT196dSqf+fvTcPj6s877+/ZxYts89ZRiPJlmXLi2zL4GBiJ4Q0SwnORmKyYJYGQvsmvyR1kparfYFeKTTp1UBIy88hIXWblubNCwTbWUgM/AypeUkgmIRiAsZ4wdgGh0iaVdvsM+e8fzjnMJJmkzQz53lG9+e6ckWeRXoYHc2cz7nv53vjN7/5zazbRVFEPp9HIpEouc9sLsOqWYAnoeRFJpvZ4qhpGhKJhBHwMTExAafTCVmW0dfXB7fbXbKiwvo+OUEQmI+yZ0GCWKN4LEM4HEY2m4UoioBi3ppGCo0ZBUE0jnwLtUPOp5KmB4RQNfwchULB9H3RLEKDqpsHCVoRd955Jz7zmc/g+uuvBwDs2rULDz/8MO655x7cdNNNsx5/zz33IBaL4emnnzYO2P7+/rqvy+v1QhAExOPxkoLGk/AAfK2XldbBajR6nYVCAfF43NhPlsvlIIoigsEghoaGampXZT3GHmB7nxfJ45vkcjnEYjHjIoHFYoEsy1i9ejX8fv+5KkCiacshiIrUe0h1LcxV0ihifzpUQZuNpmkkaE2Ejr4/ks1m8dxzz+Hmm282brNYLLjkkktw8ODBks/5+c9/jre//e34y7/8S/zsZz+Doii4+uqrceONN9b1jc5iscDn82FsbAxLly6ddT9Pe9AAErRG0IjqVDqdNoQsHo+jra0NsixjcHAQPp9vzsc4D4JGEjR/Gr22VCqFSCSCSCSCsbExOBwOyLKMjRs3lq3athIjFPxBzJG5SBpF7E+HBG02qqpW3Gemd6EQ9YGOvj+ix37PTJ/p6urCsWPHSj7n1KlTePzxx3HNNdfgkUcewcmTJ/GFL3wBuVwOt956a13X5/f7p81CK8ZmsyGR4OdyMU+Cxsta6yGS+nw9vSqRSCTg9XohSRJWrlwJh8OxoDdfVpMmi2G9gsby2upN8fEYiUSMwBn9IkFnZ33aCFNapi7fhyBY5Pzbv4uH/+wjUBSlYqcDq+m1ZkGCNht9Kw29Ls2BXuUFoKoqAoEA/v3f/x1WqxWbNm3CG2+8gW9+85t1F7SZw6qLoQpa4+CpgjafdeqtYnrqoqZpkCQJfX19kCSprq0MVEFbGCwLGlCfCpreShsOhxGNRqGqqjG8XJIkOjHghFjGUfNjJzIdDVwJAQAfuvfnuOMtA8a8KkVR4PF4pl1YoRbH6VDM/mz0gBCqtDYH+rT7I7Isw2q1GlPSdUZHRxEMBks+p7u7G3a7fdof8dq1azEyMoJsNlvXDaZ6i2MpbDYbdyEhPEgPwI+g1Vqd0jQNyWTSaF0cHx83WsU2bNgAj8fTsDdf1kNCALYlkmVBW0gFTZ+jo8/Ka2trg6IoWL9+PbxeL50MEOyR4u/E/d3vfrcxr+rMmTOwWq2GrEmSRII2Ax7mnzabSgmOAI1bqTd09P2RtrY2bNq0CQcOHMC2bdsAnKuQHThwADt27Cj5nHe84x24//77oaqqcRJx4sQJdHd31z39p1IFjaeKFHDuRD2bzZq9jJrgRSatVisymdKtWnrKnd66mMlk4Pf7EQgEsHbt2rq1ilWDZfnRoRbH+TGXtRWngEYiEUxOTsLtdkOWZQwMDCy4lZZoDJGs0+wlYCrN9uxMM9BnoFVj8//+T7xw0xfQ29sLVVWNSvWJEyeQTCbhcDiMC3gOR+0V0FaFWhxnQwEhzYWOviJuuOEGXHfddbjwwguxefNm7Ny5E4lEwkh1vPbaa9Hb24vbbrsNAPD5z38e3/nOd/DlL38ZX/ziF/HKK6/g61//Or70pS/VfW1+v79sBY1i9huH1Wrl4rWdKT+ZTMZoW4zFYrDZbJAkCatWrXoz5c7kNbIIyy2OLMsjULnFsfgiQSQSMaLwe3p6IMsyxVkTxB9ZyAy0auihIRaLBZIkQZIkDA4OIpFI4MSJE4jFYnjyySfhcDiM6prf7190VWxN00jQSlBN0OjCWn2ho6+I7du3IxwO45ZbbsHIyAg2btyI/fv3G8Ehr7/++rQ3qqVLl+LRRx/FX//1X+O8885Db28vvvzlL+PGG2+s+9okScLw8HDJ+3Th0TSNiz8Q3gQtna7xEqWJWCwWpNNpnDp1CtFoFFNTU0ZVor+/Hy6Xy/Rjg5eQEFYFjfUK2kxqisIniAaRaqG5ZvWkVLKj0+k0xvkMDQ0ZrZAvvPACVFWFLMuGsC2Giyn65xQJ2nTy+TxV0JoIHX0z2LFjR9mWxieeeGLWbW9/+9vxzDPPNHhV51ocjx49WvI+u90OTdO46ZnmTdBYlYp8Pm8EfIRCIaiqivb2dixZsgSSJDH3Qcqy/OiwXKXSBY3VCzGaps2KwtcHmC+WKHzeCGfdZi+BaDLWFHDBrd/Foa9OlzR9D5rNZkMwGEQwGDSSVEOhEF577TW89NJL8Hq9UBQFgUCAiQt/jUA/P6GLSNOhClpzYf9sngBQPWYf4KdnmidBY22txQEfY2Nj6OzshCRJWLp0KWKxGIaGhsxeYll4EDSWWxz1Dz+WBE0/gfvDH/6AbDaLZ555piFR+K1KuOAxewlEgzFjSHUtzJS0UjH7giDA6/XC6/Vi1apVSKfTiEQiCIVCOHXqFOx2+7SgkVYRmnw+D4vFsuhaO6tBe9CaC/tn8wSAcxW0cnvQBEFgTiQqwUvwBmB+BU1VVYyPjxttYqlUyjgBXrNmjbGZOxwOIxKJmLbOWrBarUxXgAC2JbJY0MykUChMa11UVdVI/3zHO97BxUWi+TBa4CPYiJg7+UXaDlksabWkOHZ0dGDJkiVYsmQJVFVFLBZDKBTC0aNHkclkIEmSIWw8X5zhpRup2eRyuYqz9Fj9XOcVOgI5oVIFDeArat9qtXKzZ84MQctms9MCPvQN3QMDA/D7/SU/OMwWyVrQr0ayPBCV9RZHwBxB00NnykXhT01N4YUXXqCTGoLgDF3SCoXCnNri9T2lsiwbyazhcBjDw8M4evQonE4nAoEAFEWBz+dj/rO+GF66kZoNVdCaCx2BnFApZh9grxWvEjabDZqmMX2irtOMap+maZiamjJOgCcnJ+FyuSDLMvr6+mrau0OCVh94aXFsNHONwufp5KvVGc15zV4CwRkX3Ppd3HP5RfN+XxYEAS6XCy6XC8uXL0culzOCRg4dOgTg3KzZQCAAWZaZP8knQSsNCVpzoSOQE/x+PyYmJsq+cfAUtV+8Z47VE3UdvdpXbwqFAuLxuNEmls/njdhxSZIqthGUWyerYqFTLGissphbHBcahc9q5ZEgWpVaZ6DpWFPl7/vznz6NB//iwwtb0B+x2+3o7u5Gd3c3NE3D2NgYwuEwTp06hRdffBE+n8+orjmdTuYu8PBwbmIG1VIcWfs98g4JGieIoggAGB8fhyRJs+7nqYKmb77N5/NzFpFmo1em6tGOmUqljNbFeDyOtrY2yLKMtWvXwufzLWhDMg8R9oIgQBAEptfJQ5R9PdeXy+WmtS7ONwqfPpiJRUOqdU/ct/3nQ7PSHReKIAjw+/3w+/1YvXo1UqkUwuEwwuEwXnnlFbS3txv71kRRZEKMqIJWGqqgNRc6Ajmhs7MT7e3tiMfjJQWNpwoawI9Q6h8W82nLU1UVExMTxglwMpmE1+uFLMtYuXLlrDaxha5TbxtlOXmK5QoVwPb66iVo5aLwa22nLbc2VsWWIHihkUOqa6VUBH896ezsRF9fH/r6+lAoFBCNRhEOh3HkyBHkcrlpQSMdHR0NW0fbujzpAAAgAElEQVQlSNBmo2kaxew3GToCOUG/ClUpap8H4dHhZb36m3QtCVfAmxUJ/X+CIECSJPT390MUxYZdfSoWSZYFjfVWTNZDQuYjQnoUvi5lyWSSovAJJpjI1H4CPpVmu9uCmDtWqxWBQACBQMDYix0KhfDGG2/g5ZdfhtvtNmRNH6TdDEjQZqN3EpV7XUjO6g8dgRxRKWrfZrMhk8k0eUXzh5eofYvFAkEQkM/nS+7B0cMU9CrZxMQEnE4nJEnC+eefD4/H05Q3Ll3KWI8HZrlCBaBlWjBLReHrFwokSar7MUIVNEInlnGYvQRigTS6ilYKQRDgdrvhdrsxMDCAbDZrzFx77bXXYLFYDFmTZbmhn3Osf46agd6hRS2OzYOOQI7w+XxlK2i8tTg2KnyjEcxMSCwUCkaYQjQaNcIUgsEg1q9fb0pbhi6SLMsFwP5eOYvFwvTfUSURmhmF397eDlmWjSj8RldWSdAaxwglM86JFCNzzVgdUl0LZkhaMW1tbejp6UFPT48RYKTvW3vhhRcgiqIhbE6ns64/m4f98c1GryqWu+BMFbT6Q4LGEZWi9nlpGdThab1WqxWpVMrYTxaLxWC32+cVptDodbJcnQLYr6Cx3OIITB8DUCoK3+PxlI3Cb/S6iHOMFFqvZTSSre8JMMEHm2/8Ln77DfMkTcdisUAURYiiiDVr1iCZTBpBI8ePH0dnZycURUEgEIDf71/wxShKcZwNBYQ0HxI0jqjU4shbBY11QdP37USjUeRyObz00kvwer2QJAkrVqxgMhqYl1loLAsay3PQdMbHxzE8PDyvKPxGwpLYOhObzF4CwQl5RqptrMKKpBXjcDiwbNkyLFu2DPl83ggaefHFF5HP5yHLslFdm08ljPagzYYCQpoPHYEcQSEhjSWfz0/bt6NpmjGTrK+vD729vWYvsSKstw8C7AsaixW04ij8fD6P06dPQ1EUpqq3xQmT9EFNEI2nnjPQqsGipOnYbDZ0dXWhq6vLuLAaDodx9uxZHDlyBB6Px6iu1ZpSS3vQZkMVtOZDRyBHiKKI48ePl7zPbrcjn89zc4Jks9mQSi3gE6NOJJNJQ8jGxsbgcDggSRI2bNgAj8cDi8WC559/novXlIcKGuttmKwIZLkofLvdjqGhIfj9frOXOA0e/j4IgqidmQLIsqTpCIIAr9cLr9eLlStXIpPJGK2Qp0+fhs1mMyprlcKSqII2m1wuR69Jk6FXmyOqpThqmsbNlR+zUhz1zcZ6RSKdTsPv90NRlLKR47wkTvIgaKwIUDnManEsF4U/87gcGRlp+trmAi8XiAggnHWbvQT+aOCQahZmoFWDB0krpr29HUuWLMGSJUugqiri8ThCoRCOHz+OdDo9LWjE4XgzfZQEbTbU4th86AjkiGqCBvBzlaOZKY56XK8e8GG1Wo1h0X6/v+rrxUviJOvyA7DfhtnMFsf5ROGz2IIJ0IczQSwWeJM0HYvFAkmSIEkS1q5di0QigVAohNHRURw7dgxOp9OQNV7Oo5pJPp+nFscmQ0cgR1TagyYIApP7usrRyLXqAy/1E9/JyUm43W7j5Nflcs3phJKHyhTAxzpZl8hGry+TyUy7WDDXKHzW542xvLZSpDR+ZkcSBCvwKmnFOJ1OLF++HMuXLzf2+YZCIfzud7+Dqqo4ceIEgsGg6eFLrJDL5SqOEKKLdPWHBI0jKsXsA2wGb5Sj3mvN5/OIx+PGyW+hUIAoiujt7YUkSQt6g+VBfAA+1sm6oNW7xbHeUfisChp9OBPE4qIVJE3HbrcjGAwiGAwil8vhwIEDcDgcOHPmDA4fPgyv14tAIABFUeZ8gbdVoJCQ5kOCxhF6Ba3cPg+eovbrIWh6kEI0GkU8HkdnZyckScK6devg8/nqNpjXZrMhk2H/SjvrARwA+4JWjxZCfZ+jLmX1jMJnXdBYXBurhAses5dANBCeh1TXSitJmo5+kXPNmjUQBAHpdNoIGnn11Vdht9uNVEhRFJlI0W0GtAet+ZCgcYQoishkMkilUtM2tOq0egVNVVWMj48bAR+pVAo+n88YGF3qNakHPFSmAPb3dwHnXstsNmv2Msoy3wpacRR+LBaDxWJpyCBzVgVNh+W1LQZGc16zl1AzE5ny7VIzmUrPfZYV8SYLidivRqtJmj6kWheOjo4OLF26FEuXLjX2DYfDYbz88svIZDKQJMkQtkotgLxD+/KaD73aHOHz+QDAiIOfCW8VND11stLJ68wTX0EQjGHRoig25Q2DF0GzWq3M//55qKDVuj69ghsOhzE+Pm5E4ff19dU8b2eusDpIm66eEqyQWgSDp+c6A421788ylRIcrVarESSi73UPh8MYHh7G0aNH4XK5jPt9Pl9LvS9Si2PzIUHjCJvNBo/Hg3g8jp6enpL381RBAzBL0Ir37ESjUUxMTMDlckGSpIae+FZbKy+CxnorJutVvkotjuWi8AOBANauXVtyREO9oQoawTKxTGO6GBpFfhHIXDNopSparRH7giDA7XbD7XZjxYoVRlp0OBzGoUOHAMCQNX2GJa9omlY1xbGVZJQVSNA4w+/3l43a14dV84DFYoHFYjHaCeLxuFEpy+fz8Pv96O7uxtDQENrbzW1v4amCxvo6Wa+gzaxQFUfhRyIRaJoGSZKwfPnyplVwZ66PRQlq9Q/n0QK7bbkEYTbWFPD2L30XB+/iX9L0c5K50tbWhp6eHvT09BjbMUKhEF599VW8+OKLxrxVRVHgdDq5es8sFArQNK2soPH038ITJGicUSlq32azIZVqYLN5HUmnz/VQHD16FJOTk2hra4MsyxgcHITP52Nq4y1Pc9BI0BaGvr433ngDkUgE8XjciMIfGhqqKQq/kbAqaDosr40gWIWHIdW10AqSVo8h1RaLBX6/H36/H2vWrEEqlUI4HEYoFMIrr7yCjo4OQ9ZEUTT1M6UW9K0TtAetudCrzRnVhlWzKhLF7WHRaBSJRAKCIMDpdGJwcHDOcePNhIfKFMDHOlkUtOK22tHRUaiqipGREWOYOUvHJg2qJppNJOs0ewlskGLnoiHL8C5p9RC0mXR2dqKvrw99fX3I5/NG0Mjhw4eRz+chy7IhbGZ3DJVC339W7n2e3v8bAwkaZ1SqoLEWEpLL5Yz2sFgsZrSHLVu2DKIo4ne/+x1EUYTTyfYJgL4Hrdx4A1bgIWaflTWWisKXJAnd3d04efIkLrjgAiZ/16xW0ChmnyAIHZ4lrVAoNLRSZLPZEAgEEAgEsG7dOkxOTiIcDuPs2bM4cuQI3G63kQrp8XiY+ByiBEdzoFecMyoNqza7gqZpGpLJpLGXbHx8HA6HA7IsY8OGDfB6vdPebMxeb61YrVZomgZVVZlqvZwJtThWpjgRNBqNwmq1zorCz2azOHnyJLMyzqqg6bC8NoIgmgevktaIClo5BEGAx+OBx+PBwMAAstmsMXPt2WefNT6jAoEAJEkyTZJoBpo5kKBxhiiKiEQiJe8zo4Kmquq0gI9sNgu/329cHao0F4SndERgduIka/DS4tjMNeoXDGqNwtf/raoqk/sCWI3ZB+hDulGMcDTbjDgHS0Oq5zoDrZ4R+zxKWjMFbSZtbW3o7e1Fb2+vcW4VDodx4sQJJJNJiKJoVNcaNfe1FNUSHInGQILGGaIo4uTJkyXv0ytSjb76n8lkDCGLx+Ow2WzzGsrLU/iGIAjMyw8r7YOVaHQFrVQUvn7BoJYofF3KWH0dWa6gsbw2gmgVWJtRVk0AeZO0fD7PxMBpi8UCSZIgSRIGBweRSCSM6trx48fhcDiMfWt+v7+hFxSpgmYOJGicUS1mH6h/D7WmaZicnDRaw6ampuB2uyHLMpYvXw6XyzWvP1BeWhwFQeCiOsXDGhshaPWMwtc/5FgVDZIgthkpNH4WXj0IZ91mL4FYRPAkaWZW0CrhdDrhdDrR39+PfD5vzFx74YUXoKrqtKCRtra2uv5sGlJtDuwdhURFKu1B0ytX9djQqScNRaNRRKNRqKoKURSxZMkSSJJUlzcAm83G/GBlHR6qfbr8sLp/CqhflS+TyRhCVs8o/OIWRxZhWdBYXhtBEObCi6Q1OiSkHthsNgSDQQSDQaNrJBQK4bXXXsNLL70Ej8eDQCAARVFKtvLPlWrnlKyeb/AO20chMYtKMfuCICyoKlUc8DE2NobOzk7Isoz169c3ZP6TzWZDIpGo6/dsFDxUp4r3yrH6ATNfidSj8MPhMCKRCKampuDxeBoShc/iKAAd1iWI5bURfDKVrj12PJXm7yp/q8xAqwUeJI3VClo5BEGA1+uF1+vFqlWrkE6njeraqVOnYLfbjcqaJEnz2kefy+Wqbg8g6g8/RyEBoHLMPjC3oBB92r3euphKpeD3+yHLMtasWdPwTai8tDgCfASa6G+8rMoFML2FsJpQlYvCr2cVt9waWRUNlgWNrqIStTKRMX+PT55DmSMaD2+CNpOOjg4sWbIES5Ysgaqqxsy1o0ePIpPJQBRFo7pWq3RRi6M58HsULlL0Clq5lLlq0pPNZo22RT1qXJIkDAwMwO/3N/WNiSdB46HFURAE5sNM9GO2UCiUPH5LReErijLnAJqFwHpSIquCBlAFjSB4phkBJO/87N148t//svE/aJ7wLmjFWCwWyLIMWZanBY2MjIzg6NGjcDqdRipkpS6paimOdHGuMbTGUbiI8Pv90DQN4+Pj8Pv9s+6fWUHTNA1TU1PGCe/k5CRcLlfFqPFmwUNVSoeHFkdBEJifhVYqJTGZTBpVslqi8JuxRlZFw2KxMHuhgD6kFzexTPNiv5tOit3xKpWYa8R+s2BZ0vL5PNPjdOaLIAhwuVxwuVxYvnw5crmc0Qp56NAhADCCRmRZntahQhU0cyBB4wyXywWbzYZ4PF5S0Gw2G7LZrHHCG41Gkc/nIYoienp6IEkS2ttr7+lvJLxV0FgWHx3Wo/Z1QRsfHzeSQYuj8KvNzmsGVEGbH6yszZnYZPYSTGGU5qURTWYhAsiipKmqClVVW6aCVgm73Y7u7m50d3dD0zSMjY0hHA7j9OnTOHz4MHw+n7F3LZvNUgXNBFr/KGwxBEEoGbWfSqUQjUYxPj6OUCiEzs5OSJKEtWvXwufzMTl0l4e2QR1eqn2simRxFD4AHDt2zBjTMNco/EZDISHzh+W1sUS44DF7CUSDaOSQatZmoC0U1iRN/+xk6fOoGejnlX6/H6tXr0YqlTJmrp08eRKqquLMmTPo7u6GKIrTKowkZ41jcR2FLYIoiohEInj00Ufx0EMP4dJLL4XL5YLX64XD4YDX68X69euZ/8Ox2WzGFSsWBbIYXmSSpRbHclH4VqsVGzduhMfD5kkqyy2OrFf3zCSZTCIcDmOdbOoyCIIogy09+32VJUnTP+NbscVxLnR2dqKvrw99fX1Ip9N44oknIAgCjhw5glwuB0mSjOoapTs2DhI0jojFYti/fz+mpqbw6U9/GlarFe94xzvQ1dWFCy64ADabDa+//jomJiZMP1mqBf0qVT6fb1giX72wWq3IZrNmL6MqZlbQao3CD4VCzAoQwL4EsfzaNXNtmqZhcnLSuNKbTqfPtX2ToNWNSNZp9hKIRQArkqYHhPBw/tQsVFWFIAgYGhoCAExNTSEcDuONN97Ayy+/jGAwiM2bN5u8ytaEBI1hNE3DkSNH8NBDD+Hhhx/GwYMHsWHDBjgcDlx11VX4u7/7u1mleJvNVnPMvtlYLBYIgsCFoPHU4thMuZgZhZ/L5aoONGepylcKanGcH804qdGPN/0iQKFQgCRJWLFixZutsjWOVkxpmcYuliCImmFB0lo1IGQhzJRWt9sNt9uNFStWIJvNIpOh99FGwXZfGQPcfffd6O/vR0dHB7Zs2YLf/va3NT3vgQcegCAI2LZt27x/9j/+4z9i8+bNePrpp/GpT30KZ86cwfPPP48tW7bA4XCU7JPmKXhDH6zN8sm6Di8tjs2ooOVyOYyMjOCll17Ck08+iZdffhmapmHNmjW4+OKLsWHDBnR3d5eVbpYFCGC/xZHVtQGNqaDl83mEQiEcOXIETz31FI4ePQoAWLt2LS6++GKsX78egUBg0e0bIfiHpSHVLOxve+dn7zb157dSxH69qJTg2NbWBq+XwokaBR2JFdi9ezduuOEG7Nq1C1u2bMHOnTuxdetWHD9+HIFAoOzzzpw5g7/5m7/BO9/5zgX9/B07duBv//ZvZ/X4+ny+ssOq5zKomgVIfOpLo6pT9YzCZ13QqMVxftRzbXoSbTgcRjweR2dnJ2RZxsaNGysebx/z/jke/UNdlkAQXNPoiP1GfX8zK2mFQoEEbQbVIvapHbRx0JFYgTvvvBOf+cxncP311wMAdu3ahYcffhj33HMPbrrpppLPKRQKuOaaa/DVr34VTz755Ky0xbkgimLJ2yVJwqlTp0rex1MFDeBnvbwIWr3WqWkaJiYmjFayVCpVtyh8HkYBsLo+1gVtIegXAcLhMCYmJoz9i6tWrYLDUX7G1se8fz7t31t7zsejf3hhQWsh2GAqXftImFS69jlN+Tk8lmg+ZkkaVdBmk8vl6DUxCXrVy5DNZvHcc8/h5ptvNm6zWCy45JJLcPDgwbLP+9rXvoZAIIC/+Iu/wJNPPtmQtfn9/rIVNF14NE3j4soGCVp9WYj8FEfhRyIRaJoGWZan7++pAywLEEAtjgthLmvTQz50KUsmkxBFEcFgEENDQxXnNc6Uspls7Tl/2r9J2Ih5w+mQatYoleBYCTMkjQRtNlRBMw86Esugb0Dv6uqadntXVxeOHTtW8jlPPfUU/vM//xO/+93vGro2URQrtjgC595oeJj8zoug8bLOubY4lovCHxoagtfrbcj4A9YFjeUWR9blsRrFoTLhcBj5fB6yLKO/vx+SJFU8OaomZZUoFra5ytpowbz01pEGDJ8OZ911/55zYSJj7iB6XmFhj1irQyEhs6kmaETjIEGrE5OTk/jUpz6F733ve5DlxuY8lxpUrWO1Wo1kRB7+qHgRH54qaJXGAWiahqmpKUPKZkbhO52Nj9WmFMf5w3IFrdzaCoUCotGoccxZLBYoioLBwUH4/f6yFwEWImSVKJa1B9+oLfSJIGqhkUOqFyPv/bPv4PF7dzTt51EFbTbVziWpgtY46Egsgz5Qd3R0dNrto6OjCAaDsx7/6quv4syZM7jsssuM2/STPJvNhuPHj2NgYKAua6tUQdOTEXO5HBcDBHkRNJvNBk3TmB+qXarFsVTVoloUfiNhWYAA9qtUrK6tGD3kIxKJIBaLoaOjA4qi4Pzzz4fH46kY8tFMtvW+Ob+HZI0g2KOZksbDyJ9mk8vlKu4BJhoHCVoZ2trasGnTJhw4cMCIyldVFQcOHMCOHbPfLAYHB3H48OFpt33lK1/B5OQkvvWtb2Hp0qV1W1ulChrAj/QA59bKywBo4Fw1gHVBKxQKyOVyRtUiGo3CZrNBlmUMDg7C5/OZ2sbBekgIyy2OLK9N0zSEw2G8/vrrGB8fh9vthizLGBgYqFiZbbaUlYNkbf7EMnQCxzNzbZ9sdEIkANiTb16IapakUYrjbGgPmnnQkViBG264Addddx0uvPBCbN68GTt37kQikTBSHa+99lr09vbitttuQ0dHhzFpXcfn8wHArNsXiiiKSCaTyGQyJTfS8xS1b7PZkEwmzV5GVXQpY7l1NJlMIh6PY2xsDE899ZQRhb9s2TK4XC5m3kh5qKCxuj6WKmh6u6ye9JlIJCAIAnp7e7F+/foFhXyYTbGs/dvrT5m4EqJVYWkGGg80Q9KoxXE2lOJoHvSqV2D79u0Ih8O45ZZbMDIygo0bN2L//v1GcMjrr79uSjXF7/cDAMbGxmaFmAB8VdB4mYMmCAJz+9BKReE7nU7YbDZs2rRpQVH4jcRisTD9O2e5SmW2oKmqivHxceOYy+VykCQJfX19OHv2LJYtW1Z2RiTrUlaO/9V38bR/lxO2kQL7LeXE4qAZFa65MNcEx3I0WtJI0GZDISHmQUdiFXbs2FGypREAnnjiiYrP/f73v1//BeFc+6XT6UQ8Hi8paLxV0Fg+WS+GBUHL5/OIx+Nlo/DHx8dx8uRJZuUMoJCQhWCGoOnjF3Qps1gskGUZa9asmRby8fvf/37a2ngVsmoUCxtV1wiiuTRS0kjQZkMhIeZBRyKniKJYdh8aT9JDa61OqSh8RVGwYcMGeDyeaVVc1uUHYFuAAAoJAc5dNdVDZWKxmHHMVQr5EAQBn199c4nv1roUy9pXTz9n2jpGGxDHTxCs0ihJo5j96WiaVrGCRnLWWEjQOMXn81UcVk0VtPrTrAraQqLwWajyVYN1QWO5xbGR8phKpQwpGx8fh8vlgqIoGBgYgMPhYCZ5kVVuXb7J+NpMWasXkWzjR26YQT7NX7vWYpuBVhwQUo5GSBqFhExHPzejFkdzoCORU0RRRCwWK3mf3W7nIngDOCdorAuFTiPlR1VVxONxRKPRBUXhs56QCLAvaIulgqZpGhKJBMLhMMLhMBKJBHw+HwKBANatW1exTZakrDKtJmusk2qUdKWomjITlva31VvSqMVxOrlczth/XwqqoDUWOhI5pVLUPk9VKV3QWJ8vBtRfJhsRha+3OGqaxuybJ+sSybJALlTQNE0zQj7C4TByuRxEUURfXx8kSap4pZSkbH6QrM2PqXT5FFAW4XVINe/VuXpJmqqqUFWVBK0IPcGR1XOJVoeORE6pNKyap5AQXuaLAfVJnEwmk0br4vj4eN2j8PXXU1VVZnvpWRYggO0Wx/kIWqFQQDweN0I+AECWZaxevRp+v7/icUJSVl+KZQ0Adpx8xaSVEERzqFeCYyXqIWn6ZzsJ2pvQDDRzoSORUyRJaokKmtVqhSAITM8X05lPi6NesdClLJVKwe/319RGNt81AudOylkWNJbbWluhxVGvzuohH3a73QiW8Xq9tJ+MEb6zcpXxNckaUQ9YakFsFrZkAZd+7Ft47Cdfnvf30M+ZWL9Q3Ex4OC9rZUjQOMXv9+O1114reZ/dbudG0PT+Zh7WW6ug6VH44XAY0WgUwDmh1qPwG3mFTv9wYbUCBLBfQWN5fZWqe+l02gj5GBsbg8vlgizLWL58OZxOJ0kZ4ywGWZvIsDv+o5nQkOry1BIQ0gj0gBCqCr1JNpulCpqJkKBxSi0x+yzvQyqGl4qfzWZDKlX68uTMKPyOjg7IslwyCr+RsDhQeyYsCxDAT4ujHvKhS9nU1BS8Xi8URcHg4CA6O8sPTiYpY5tiWfvE0ZCJKyEIflhIFY0CQmZDFTRzoaORU/x+f8WYfYCfPy5eBK1YfMpF4SuKUjUKv9Gw3kLIQ0gIqy2OOq+88goikQgymYyR9inLMoV8tCA/Whswvl6orIWz7oUuhyCYZr6SRoI2m2p70IjGQkcjp1QKCdH3dfHyx8VL1L4gCEin0zh+/Dgikci8o/AbDVXQFgZrFTQ95EOvlAHnPjhXrlwJURQp5GMRUSxrAFXXFgMspSzOdX9bMwJCSjEfSSNBm00ul0N7e/k0VR46tHiGjkZOqRSzLwgCN1UpgO0KWnEUfiQSgaZp8Hg8C4rCbzQ8VKhofZXJ5/PGMReNRmG3240RDIcPH8aaNWtKHnskZIuLYmF754sZU9YQyzhM+bnEwmFJ/uaLLVn6YuRcJS2fzzP5eW4muVzO1G6gxQ4JGqfoFbRy+8x4i9pnSdBmRuHrYQterxdvvPEG1qxZY/YSK8J6i6PeQsjq7DuzWhwzmYwRhR+Px0uOYND/TorXR1JGAMCT5715pdssWSOIhVDvgJBLP/Yt3LvrKkiSVFW+qII2G4rZNxc6GjnF7/ejUChgcnISHo9n1v0sV6VmYvZaa43Cj8fjpldWaoGHFkcAzApaM1scE4mEIWWTk5Pwer2QZRlr1qwpGfKhfyBeIX22Kesj+IRkrTT59Bxa/lO1V1NYGVK9GCP2q/Fnn/sh/uZzayFJEgKBABRFKTnehgRtNrzkGLQqdDRyip4MGI/HSwoaTxU0m83W9LXOJwqfdfHR4aHFEWB3FEAjK2iapmFiYsKQsnQ6DVEU0dPTA1mWK+5jpEoZMR+KZW3wf0xcSINIzUW6iEXJP+86il3/fBneeOMNvPzyy/B4PAgEAggEAkZ3gh6zT7wJLzkGrQodjZxisViMfWjLli2bdb/ZVam5UCm+vp5UisKvNLy3eJ28CBrL62Rd0PQKWr3GVKiqOi3kQ1VVyLKMFStWVG29ISkj6smxC7PG14P/w0ao0WKDZqCZw+f+Zh8e+8mXjVbycDiMU6dOoa2tDYFAAIlEouTF7sVMJUETBIFaHBsMCRrHVIra52lYdaPEp95R+HplitXWPB3W96AJgsBEEEc59N/tQgQtn88jGo0aFVqbzQZFUbBu3Tr4fL6yxw8JGdEsimUNmC5skay5wQBT6fLJcYQ5sJjgWC4gpBx6cMiSJUuwZMkSFAoFxGIxhEIhxGIxxGIxJJNJoxVyMVePNE2jFkeTIUHjmEpJjjabDZkMH3sP6hkSUlytqHcUvl7pKBQKTAsa6xU0gI2kxHIUC9pcKK7QxmIxOBwOKIqCvr4+uN3usrJHUkawQLGwyU9TchvRmhSnO1qtViiKAkVRkEwmja0jp0+fxuHDh4296IFAAA7H4kor1bedlGv7pOpZ4yFB45hqw6oTiUSTVzQ/FtqOmcvlpp0Y22w2I5Lc7/fXTaaKBY3lq0qs70ED2K7y6R88qqpWTf5KJpNGu4we2KMoClatWlXxA52kjGCZyEVvfq7IT/tNXMnippEx+KxF7Nc7wbEctmQBH3z/nXhk/w3Tbi8UCnC73ejp6cGqVauQSqUQCoUQCoVw/PhxOJ1Oo7Lm8/laXlByuRwEQaDRAyZCgsYxlYZV8xYSMldBKxeF39/fb2z6rTf6mxXrraMWi4X53z0PFbRS69M0DZOTk0bIh574SR0KVecAACAASURBVCEfRKtSL1mbyMxOziMIVpgZEtLZ2Ylly5Zh2bJlxlzKUCiEQ4cOQRAEKIqCQCAASZJaMlxEb29sdRFlmdY7qhYR1VocWRcJnVrWWioKXxRFdHV1TYvCbzQ8tA/yskZWBU3/QNJbHFVVxdjYmCFlhUIBkiRh+fLlZRM/dUjKiFaCKmsEK8x1/9lMZlbRKsXs22w2BINBBINB4/NAr6yl0+mqEf48QjPQzIcEjWMkScLZs2dL3sdbBa1QKMwKZcjn84jFYohEIjVH4Tcakp/6wHIFTT8Gw+EwJiYmEI1GYbFYoCgK1q5dWzHkAyApIxYHb8paHJb/r9fUtRA0A60WZkpdsaTVOgfNYrFAFEWIoog1a9YgkUggFApVjPDnEYrYNx8SNI7x+/04fPhwyft4q6AB594gVVVdUBR+M9bKuqCxvL9Lh0VBy2azRhQ+AJw9exZdXV3YuHEjhXwQRAXU97wx7d/cC9schlQvBlhMcKwXH3z/nXj4//z1vAZVC4IAl8sFl8uFFStWzIrwt9vthqyJosh0uNhMqIJmPiRoHFNtD1qhUGA+El7TNCSTSQDAoUOHkEwm4fV6Icty1aAFM+BhDxoPVT5WJFLfy6hXy9xuNxRFwfj4ODZs2AC3213yeSRlBFGeYmFjRdbyDRpobcnQiepCaVZASDk+9IH/jS/91boFB2K0t7eXjPA/fPgwCoUCZFnmJsI/l8u15N46nqBXn2NEUay4Bw04V5VaSLR8IygVhS8IArq6utDb28v0GxcP8sPDGs2qoOmz8fSrnMlkEn6/H8FgEENDQ2hvPzd/6ezZs7PWR1JGEHNHlzUXgKn9A+YuxmRYGVLNWoIjC9y182W8733vq9v3K47wX7duHSYmJhAKhbiJ8KcKmvmQoHFMpZh9i8UCQRCYEbRqUfgHDx6Ez+djWs4APuSH9qBNR9/UrVfK8vk8JElCf39/2QQufX0kZQRRP1zvf9X4uh6ylmpQVYxgm/kEhNTynMs+9K1Z8fv1QBAEeL1eeL3eshH+eiokKxH++XzeuGBJmAMJGsdUqqAJgmB6UMhcovB52TPHwzp5kMhGC5reXqInL1oslppn45GUEUTjqbestRpU5TKHUjPS6g0PEf65XA4ul6vs/SxIZKtDgsYxfr8fk5OTZUvRzZaJhUTh8yA+AD/yw/oaG1Hl00M+9CqtHjBz/vnnw+PxUMgHQTAKyRrBEs2QNB1WI/wpxdF8SNA4xu8/N4dmbGwMiqLMur8ZFbR6ReHzJGiZTMbsZVREl5+ZYwtYol4VtFQqZbQujo+Pw+12Q5ZlDAwMwOl0ln0eSRlBsInr/a+i+Lr9yIPrTFsLL7AUsT/XBEezA0LK0UxJ02Epwp8EzXxI0Dims7MTHR0dZQWtUdKTTqenReF3dnYuOAqfF0Gz2WxG6iSrWK1WaJrWkoJWHPIRiUSQSCSMzdbr16+v2DNPUkYQ/BHc9rLxNcla82FJ/ubLfIdamyFpOjMj/LPZLMLhMEKhUFMi/KulOLJ6btFKkKBxjiiKiMViJe+rl/ToJ8W6lE1NTRlR+KtXr65LAhEP88UAPmL29TfqQqHA7IgFi8VSc3VXVVWjdTYcDiOXy0GSJPT19UGSpIpX+UjKCKJ1IFkj5itb88GayOGyd34D+568sWk/sxxtbW3o7e1Fb29vxQh/WZbrEgxXqYJGctYcSNA4x+/3lw0KWUiLY6kofEmSsGTJEsiyXPfSNw/iA/CxB02f5cJykmO1ClpxyIfeOqtfEPD7/RXn1ZCUEUTrUyxrpx8438SV8AWFj9SGNWFewFo1Gh3hr6oqCoUCtTiaDAka51SK2rfZbHPaL5XNZhGNRstG4TeyGjPXtZoFD4ImCALzQSGlQkKKRzFEo1G0t7dDUZSaWmdJyghi8bL8yheMrxcsa6nahxXPZUg1KzPQiLnDShWtFKUi/PVWyPlG+OsXy6mCZi4kaJxTKWrfbrdjamqq4vP1KPxwOIyJiYmKUfiNhKc9aDysk3VB0yto6XTaGBpdPIph+fLlcDqdlLxIEMScKJY1gM/qGq9VLhYDQurVEsmypBXT2dmJvr4+9PX1zTvCP5fLwWKxVOxUIRoPCRrniKJYsYI2UyZmRuGn02n4/X4Eg0GsX7++qTGu1dbKIjxU0AB216lpGhKJBKLRKMbGxowB5YFAoOooBpIygiDmSrGwvfL9C01cCcEL5dobeZE0nflG+FdLcKQKWnMgQeOcSi2Odrsd+Xy+bBT+wMAA/H6/aYMQiyFBqy8srVO/KKBXyrLZLJxOJ+x2O9761rdSyAdBEE1h1af/x/i6VWStkSmLrCU4NjMgpBy8SZpOcYT/4OCgkYb8hz/8YVqEv6IoyGazTJwXLnboN8A5oiji5ZdfnnV7Op1GPB5HIpHAk08+WZco/EbCS4qjzWaDqqpQVZXZhESgMYOg50KhUEA8Hjfi8IHpIR+xWAynT58uKWckZQRBNJpWlDWiOfAqacXoEf7Lly+fFeFvsVggCAIikUhDIvyJ2iBB4xy9xVFVVTzzzDMYGRnB0qVLMTU1BZfr3LjPLVu21CUKv5HwVEED2I6wB8zZg5bL5RCNRhEOhxGLxWC326EoCoaGhmZtTp6Z4khSRhCEWUyTtX/dYuJKiHrSyIpbK0iazswI/2PHjiEcDpeN8GftAn+rQoLGMZlMBq+//jpGRkawcuVKJBIJXHXVVbjpppsgSRJUVcWvf/1r0/aVzQU9Zp/l4crAdEFjOYK2WS2O+tDycDiMsbExIzGqWsjHZ1b87R+/+veGr5EgCKJWVn3+N8bXrSZrLIWPNCMgZD7MJV6/lSRNx2q1oqOjA6IoYsOGDUaE/5kzZ4wI/3Xr1kGSJLOX2vKQoHFGJBLBI488gp///Od49NFH4XA44PV68S//8i94//vfj87OTuOx+gl6Pp+vy+DCRqL3OxcKBaZ7n3mIsAca1+KoaRqSyaSxn0wfWq4oCgYHB6cdfzOhKhlBEDxRLGtA6wlbPZlrguOcvz8D+89K0YqSpoeElIvwb29vN3uJiwJ2z4SJaaRSKWzduhVPP/003vKWt+AjH/kI/v7v/x6ZTAaXXXYZLr/88lnPsVqtsFgsyOVy3AhaPp9nWtAAPvbL1VMiNU3DxMSEIWWZTAaiKGLJkiWQJKnisUVSRhBEq9DK1TVi/rSapOVyuZKdV3qEP8vdQ60E22fCjHH33Xfjm9/8JkZGRnD++efj29/+NjZv3lzysd/73vfwgx/8AC+99BIAYNOmTfj6179e9vHV6OzsxBe+8AX88Ic/RG9vr3H7yZMnEY/Hy7YG8rK3SxAEo82RdXhY50JbHFVVnRbyoaoqZFnGypUrIYpixfkoJGUEQbQ6xbL26s63VXzsXIZUs9KGyFqC41xpZsXNksjgoxd8DT87dEvTfmYjyeVycLvdZe9neRtKK0GCViO7d+/GDTfcgF27dmHLli3YuXMntm7diuPHjyMQCMx6/BNPPIGrrroKF110ETo6OvCNb3wDl156KY4cOTJNsObClVdeOes2URSRy+WQTCbhdDpn3W+325HL1d5TbSY8VKYAtiLsyzGfFkd9qKU+jsFms0FRFKxfvx5er7diKApJGUEQi5WBv3rG+LqarBHsMpf9Z6VoFUmrNgeNaA4kaDVy55134jOf+Qyuv/56AMCuXbvw8MMP45577sFNN9006/H33XfftH//x3/8B3784x/jwIEDuPbaa+u2Lq/XCwCIx+MlBY2XChrAz1p5EbRsNlv1cZlMxgj50I8hWZaxbNkyuFyuslfKSMgIgiBm00xZ473KRbBJPp8nQWMAErQayGazeO6553DzzTcbt1ksFlxyySU4ePBgTd8jmUwil8tBFMW6rs1qtcLn8yEej2PJkiWz7teHVfMAD62DAB8iWWkPWiKRMFoXJycn4fF4oCgK1qxZQyEfBEEQdaJY1k7fdpGJK2GLuSY4shoQApxrbyymFapolSpogiBQi2OTIEGrgUgkgkKhgK6urmm3d3V14dixYzV9jxtvvBE9PT245JJL6r4+v9+PsbGxkvfZbDauWhxZFx+AnwqavkY95EOvlKXTaYiiiJ6eHmOuSTlIygiCIBbO8pufnvbvZgtbI/e2NTrBsRkstL2xGN4ljVoc2YAErQncfvvteOCBB/DEE080ZCaZ3+9HPB4veR8v0gPws1YeBM1isSCdTuP48eMIh8NQVRWSJGHFihUQRbFiUiZJGUEQRGMpFjaqrtUXFipuvEqaqqrMjztaLNBvoAZkWYbVasXo6Oi020dHRxEMBis+95//+Z9x++2347//+79x3nnnNWR9lSpodrsdqRQfjeq8CBqrYSb5fB7RaNSolGmaBq/Xi3Xr1sHn81HIB0EQBIMUy9rZW0nWeGFme+NMeJQ0veOqUosj0RxI0Gqgra0NmzZtwoEDB7Bt2zYA564yHDhwADt27Cj7vDvuuAP/9E//hEcffRQXXnhhw9YniiJV0JqI1WpFJlP5jblZ6CEfkUgEsVgMDocDsixj+fLlGBkZwZo1a8o+l6SMIAiCLZZ+1XxZo/CR+sGbpOVyOVgsloqjdIjmQIJWIzfccAOuu+46XHjhhdi8eTN27tyJRCJhpDpee+216O3txW233QYA+MY3voFbbrkF999/P/r7+zEyMgIAcLlccLlcdV2bKIoVK2g87UGrJXnQbMxucUwmk0bIx8TEhBHysWrVKjgcDgBALBbD8PDwtOeRkBEEQfADC7JWb1gMCKnn/rNS8CRp1RIcqYLWPEjQamT79u0Ih8O45ZZbMDIygo0bN2L//v1GcMjrr78+rYXsX//1X5HNZvGJT3xi2ve59dZb8Q//8A91XZsoirPaL3V4qUoB/Ky12YKmaRomJycNKUsmkxBFEcFgEENDQ2hvby+7RpIygiAI/mlFWWsEzdp/Vq29cSa8SBoFhLADCdoc2LFjR9mWxieeeGLav8+cOdP4Bf0RURRx/PjxkvdRzH79aYZIqqqKsbExQ8ry+bzRukghHwRBEIuXYlkDgD/83+YJWyskODYLHiStmqBRBa15kKC1ANVSHHlqceRB0BpVQcvn84jFYgiHw4hGo7BYLFAUBYODg/D7/RTyQRAEQcyi5443ha2UrDUyYp93Gt3eOBPWJS2Xy1GCIyPQb6EFqBYSoqoqVFWteILPAotR0LLZrJG6GI/H0dHRAUVRsHHjRrjd7opXq0jKCIIgiGKqyRpPsBCXX4q5tjcWIyRT2DZ4Mx48dlsdV1Q/qILGDiRoLUC1mH3g3B9dqb1KLMGLoC00Zj+VSiEcDiMcDmNiYgJutxuKomDlypVwOp1ln0dCRhAEQdRKsayFvlSbrDUywXGuASFzhVWh0xGSb764rEoa7UFjBxK0FqBSBc1iscBisSCfz3MhaIVCAZqmMX2VZq575TRNw9TUlCFlyWQSfr+/YsiHDkkZQRAEsVACd81d1ojGwqKk5fN5dHZ2mr0MAiRoLYEoihgfH0ehUCg5u4KXoBCbzQZN06CqKtMzOKxWK1RVrSiSqqpifHzckLJ8Pg9JktDf3w9JkijkgyAIgjCFeska7wEh89l/tpD2Rh7I5XLweDxl72f54nmrQYLWAvj9fgDA2NgYJEmadT8vQSG6lOXzeeYFDQAKhcI00SoUCkbIRyQSgcVigSzLFPJBEARBMEmxrAFA9DNUXWsExe2NxbBWRaMWR3YgQWsBHA4H2trauBc0XtoxiwVNVVVEo1GEw2HEYjG0t7dDURScf/758Hg8FPJBEARBcIP0vTeFzUxZm+t+Mtb3n1WCJUmrluJIFbTmQYLWAgiCUDFqn5cWR4CPoJBMJgNBEPDiiy9iamoKLpcLiqJgYGAADoeDpIwgCILgnnrKWqMDQprBfNsby1XPimFF0ipV0EjOmgsJWotQLWqfdenRYXGtesiHHoefSCQAnGst3bBhAzo6Oso+l4SMIAiC4B1WKmv1otnzz2qBBUnL5/PU4sgIJGgtgs/nqxi1z0OLI8COoOkhH7qU5XI5iKKIvr4+SJKEZ599FpIklZQzkjKCIAiiVSmWtfFPvd3ElbQeZkqaqqooFApUQWMEErQWoVoFLZVq4HCTOrLQGWMLQQ/5iEQiiEQiAABZlrF69Wr4/f5pwSUzRZKkjCAIglhseP/fg9P+bYawNWP/WSPbG2dilqTpF/KpgsYGJGgtgiiKFStoExMTTV7R/Gh2BS2XyxlCFo1G0dbWBkVRsGHDBni93rJXjKxWK/7Xyhubtk6CIAiCYJ1iYZuvrDVauFhsb5yJGZKWy+VgtVrLJk5TBa25kKC1CJVCQlhpG6yFuQ6Bng/pdNqIwh8bG4PL5YIsy1i+fDmcTieFfBAEQRDEAimWteTH32biSsxhPtWzYpotadUSHInmQr+JFkGSJJw4caLkfYs9xVHTNCQSCUPKpqam4PP5IMsy1q5dSyEfBEEQBNFAHD9+xviaN1kzZTj1VBIAsG3Jl/Hg77/VlB9JM9DYggStRfD7/WVbHHmZgwbUb7+cpmkYHx83pCyTyUCSJCxZsgSyLFd8EyIpIwiCIIjGwLOsmUGzJK1agiO1ODYXErQWodIeNJ5aHBey1kKhgHg8bkgZcC7kY+XKlRBFcVrIx0xIygiCIAiiuSxU1ua6X61Z+88W1N74x+pZMc2QNKqgsQUJWovg9/sRi8VK3me324341EqSwgJzFbRcLodoNIpwOIxYLAa73Q5FUTA0NASv11t2sytAUkYQBEEQrFAsawCQ/cBbTVrJm5jS3mgS1QSNKmjNhQStRagWsw+cK1/zIGjVYvbT6bQxn2xsbAxOpxOyLKO/vx8ul4tCPgiCIAiCc9r+z7PG1yzIWq3Uu3qm0+gqGoWEsAX9JlqESnvQLBYLrFYrcrkc2tvbm7yyuVEqxVHTNCSTSYTDYYTDYUxNTcHr9UJRFAwODqKzs7Ps9yMhIwiCIAi+qYesMR+vX0HOdBopablcDg6Ho+z9VEFrLiRoLYIoikin00ilUiWFhZd9aPo6NU3DxMSEsZ8snU5DFEX09vZClmW0tbWV/R4kZQRBEATRmhTLmvquC0xcyWwWGq1fC42SNNqDxhYkaC2C3+8HAIyNjZUUNB6i9lVVxeTkJHK5HH79619DVVXIsoyBgQEK+SAIgiAIYhqWXx4yvq63rDV1/1kN1bNiGiFp1VIcieZCgtYi2Gw2uN1uxONxdHd3l7yfxaj9fD5vhHxEo1Gj/3lwcBCiKFLIB0EQBEEQVWmkrLFIvSWNQkLYggStheAlaj+TyRghH/F4HA6HA4qiYNmyZXA4HPjlL38Jt9tdUs5IygiCIAiCqESxrAHNEbZ5tzfOsXpWTD0lrZKgkZw1HxK0FsLn85VNcrTb7aZW0BKJhCFlk5OT8Hg8UBQFq1evnrUp1WKxTEtyJCkjCIIgCGK+WH55CNofvxYu3FD98RzF69dL0ijFkS3oN9FCsFRB00M+dClLp9Pw+/3o6empGvJx10d/AOAHTVsrQRAEQRCLA+1/Dhtf1yJrtWBG9UxHy2TwUeVzAICfhXfN63sUCgWoqkoVNIYgQWsh/H5/xQpaIpFo6M9XVRXxeNyQMlVVIUkSVqxYAVEUK16ZoSoZQRAEQRDNpJSsaf9zGFi72qwlzQktM73Sp4saMDdZ0zusKCSEHUjQWghRFBGLxUre16gKWj6fRywWM0I+rFYrZFnGunXr4PP5KOSDIAiCIAjmKZa1prDA6tlMOZvJXGQtn8/DarWWPWejClrzIUFrIZolaNls1phPFovF4HA4IMsyNm7cCLfbXfEPmaSMIAiCIAiWKRw9YXxtrVJNm1d7Y4PlbCbVZI1moLEHCVoLIYoiTp06VfK+hYaEJJNJo3VxYmICbrcbiqJg1apVFSfPAyRlBEEQBEHwSbGsAdWFjXU+qnxulqRRxD57kKC1EPUMCdE0DZOTk0alLJlMQhRFBINBDA0Nob29vexzScgIgiAIgmhFZgqbbdnSuX2DJlfPZlKugkYJjmxBv40WolpISC6Xg6ZpZa+EqKqKsbExo1KWz+chSRL6+/shSRKFfBAEQRAEQRSRf+0sgHmI2jxohJwB5wStUro2VdCaDwlaC1GtgqZpGlRVhdVqNW4vFAqIRqNGyIfFYoGiKBgcHITf76eQD4IgCIIgiCroogZUkLUFVM8WKmc3/uxanDx5El1dXXC5XNOkiypo7EG/jRaiUgVN/8PL5/MoFAqIRCJGyEdHRwdkWcb5558Pj8dDIR8EQRAEQRDzpJSsTbtNkub0/RYqZ3vfuAvhcBihUAinT59GW1sburq6EAgE4Pf7kc/nKSSEMQRN06o/6hw1P5Awh9deew3Lly9HPB6fVflKpVJ45pln4HK5MDU1BbfbDVmWoSgKnE5nxe9LUkYQBEEQBFF/qslavdsa9c6p0dFRhEIhAOe2wXi9XgwNDU3rstJpa2ujNsf6UvXFJEFrISYmJuD1evH666/D4/Hg8OHDcLvdiEQixpDq3t5eLFu2jEI+CIIgCIIgGGKmrC1Uzn46+t2KW1U0TUM8Hsfhw4eRz+ehqipkWUZXVxcURTGqaiRodafqi0ktji1EZ2cnurq68Fd/9Vd46qmnkEwmsW/fPvT19UGSJDz//PPw+/0l5YykjCAIgiAIwjzy0ajxtdXlWvD3y2azxgBqQRBmyZogCBBFEe3t7Vi5ciU8Hg9GR0dx5swZHD58GKIoIhAIYNWqVQteCzE3SNA4J5lM4rHHHsODDz6Iffv2YXJyEslkErfddhs++MEPTmtfLBW1r6oqPuH/v5q9bIIgCIIgCKIMhakp4+v5yNreN+6CpmnTzvusViusVussWdNTHN1uN9xuN1auXIlkMolQKITx8XGqnpkACRqn7N+/H7t27cJjjz2G3t5eXH755di3bx8+/elP43Of+xze+973znqO3W5HNptFoVCAqqrQ21t3R/4NgiDgCumzzf7PIAiCIAiCICowV1n7ycjdxteqqhr/r6oq8vm8UVHTq2ulQkIcDgf6+/tJzkyifGMqUZW7774b/f396OjowJYtW/Db3/624uP37t2LwcFBdHR0YMOGDXjkkUfm/bPj8Tje+ta34tlnn8WJEydwxx134KKLLioZta+qKgqFAiwWC8bHx5FKpQCcu5Jit9vR1taG9vZ2/Gzq/zH+RxAEQRAEQbBFYWpq2v9mcvuvvoyxsTHjIrzFYoHFYoHNZoPdbofdbocgCFBVFdlsFuFwGNls1rhtJiRo5kAhIfNk9+7duPbaa7Fr1y5s2bIFO3fuxN69e3H8+HEEAoFZj3/66afxJ3/yJ7jtttvw4Q9/GPfffz++8Y1v4NChQxgaGqrbuj7wgQ9g69atuP76642rJTpTU1M4deoUJicnIYoiuru7oSjKtNkXqVTKiGIdGxuD2+3G1//0u3VbH0EQBEEQBFFfrC4Xdr14K8LhMMLhMARBgKIoUBQFkiRNa2mcmprCyMgIhoeHkc/n0dXVhYGBAaP1Uf+fIAiG2BF1hVIcG8WWLVvw1re+Fd/5zncAnKtSLV26FF/84hdx0003zXr89u3bkUgk8NBDDxm3ve1tb8PGjRuxa1fpye7zYevWrejt7cUdd9wBQRCMP7binuNUKmX8YSaTSYiiCLvdjkQigampKfj9fgQCASiKgo6Ojmnf/6Ou6+q2VoIgCIIgCGLhFHc/qaqKsbExhEIhhMNh5HI5+P1+2Gw2TE1NIZlMQlEUBINByLIMi8ViXNTXNM2ovk1OTuKxxx7DddddR4Os6wulODaCbDaL5557DjfffLNxm8ViwSWXXIKDBw+WfM7Bgwdxww03TLtt69atePDBB+u6tra2Nvzwhz/Er371K2zfvh1XXnklBgYGpj1GL3FLkoR8Po9YLGbIXHd3N3p7e+H1ekuWtYvfAEjWCIIgCIIgzKHclhSLxQJRFOF2u+FyufD73/8ekUgEVqsVhUIBfr8foihOCwvRq2aZTAaPPvoodu/ejf3792P16tV43/veh76+vmb+py16SNDmQSQSQaFQQFdX17Tbu7q6cOzYsZLPGRkZKfn4kZGRuq5t3759SKVSePjhh3HffffhwgsvxHnnnYePf/zj8Hg8+MUvfoFf/vKXeM973oMbb7wRg4ODRuk7Ho9jZGQEzz//PGw2G7q7uxEMBuEqsyGVZI0gCIIgCKJ5VMsJKBQKiEQiGB4eRiQSgdvtRk9PD7q6utDe3o5EIoFwOIxTp05h27ZtWLlyJd7//vdj3bp1eOqpp/Dggw/C4/Fg+/bt+NrXvoahoSHah2YCJGgtSGdnJz7xiU/g0ksvxd69e7Fr1y585StfgdPpxNq1a/HZz34WO3bsgCiK054niiJEUcTg4CAikQhGRkbwm9/8Bg6Hw5C1mS2POvobBokaQRAEQRBE/agmZZqmIRaLYWRkBKFQCHa7Hd3d3Vi1atW0cUsA4HQ64XQ6sWzZMvzoRz/Cf/3Xf2Hfvn2488474fP5cNlll+GLX/wiNm3aRGJmIiRo80CWZVitVoyOjk67fXR0FMFgsORzgsHgnB4/XzKZDH7wgx/gpz/9KQ4cOIBVq1bh8ssvx65duyDLMh544AHcd999uOuuu/DhD38Y27dvxyWXXDJtA6jFYkEgEEAgEEA+n0coFMLw8DBOnjwJn8+HYDCIrq6ukptGqapGEARBEASxMGqRssnJSQwPDxvdWMFgEBdccAE8Hk9JudI0DWfPnsXevXuxZ88evPrqq/jQhz6E22+/HRdffDEOHDiABx98EO9973shiiK2bduGT33qU9i0aVND/huJ8lBIyDzZsmULNm/ejG9/+9sAzm3I7Ovrw44dO8qGhCSTSezbt8+47aKLLsJ5551X15CQfD6Pyy67DO9973uxbdu2stPfDx8+jHvvvRc//OEPkUwm8bGPfQzbt2/H2972VMnQPQAAIABJREFUtrJXTDKZDEZGRjAyMoLJyUnIsozu7m5DWCtBskYQBEEQBFGZamKWTCYNKctkMggEAuju7obf75+W1KijaRri8Th++tOfYs+ePXjmmWfwrne9C1dffTU+/vGPw+v1znpOJpPB448/jp/+9Kd4y1vegs9//vN1++8jAFCKY+PYvXs3rrvuOvzbv/0bNm/ejJ07d2LPnj04duwYurq6cO2116K3txe33XYbgHMx++9617tw++2340Mf+hAeeOABfP3rX697zP5cUVUVTz31FO6991786Ec/gsfjwRVXXIHt27dj7dq1ZZ+XSCSMJMhcLodAIIBgMGhsOq0EyRpBEARBEMQ5qklZJpPB6OgoRkZGMDExAVmWEQwGoShK2QvkqVQKjzzyCPbs2YPHHnsMGzZswFVXXYUrr7wSPT091L5oLiRojeQ73/kOvvnNb2JkZAQbN27EXXfdhS1btgAA3v3ud6O/vx/f//73jcfv3bsXX/nKV3DmzBmsWrUKd9xxBz74wQ+atPrZZDIZ7N+/H/fddx/27duHwcFBXHHFFfjkJz+Jnp6eks/RNA0TExMYHh42WjiDwSC6u7vhdrtJ1giCIAiCIGZQTcr0LSYjIyOIxWLwer3o7u5GIBBAW1tb2ef86le/wu7du/Hzn/8ciqLgyiuvxDXXXIPBwUGSMnYgQSPmx8TEBH7yk5/g3nvvxS9/+UtcfPHFuOKKK7Bt27aS5XDgXDUuHo9jeHgYoVAI7e3tRriIw+Go+PNI1AiCIAiCaGWqSZmqqohGoxgeHkY4HIbD4UAwGEQwGERnZ2fZ57zwwgt44IEH8OMf/xj5fB6f/OQncc011+Btb3tbybZHwnRI0IiFMzw8bISLvPTSS/jABz6A7du3Y+vWrWhvby/5nEKhgHA4jOHhYUSjUXg8HuNNptyVHx2SNYIgCIIgWoFawj7GxsYwMjKC0dFRWK1W43zJ7XaXfc7p06exZ88e7NmzB7///e/x0Y9+FFdffTUuvfTSkiFuBFOQoBH15dixY0a4SCwWw7Zt27B9+3ZcfPHFZa/SZLNZIwlyfHwcoiiiu7sbiqJUnUxPskYQBEEQBE9UkzIAmJqaMsI+CoWCEfbh8/nKJjBGIhH8+Mc/xp49e3Do0CH86Z/+Ka6++mps27atrMwRTEKCRjQGTdPwzDPP4N5778WePXvQ3t6OT37yk9i+fTs2bNhQts85lUoZSZDJZBKKoqC7u9sYll0JkjWCIAiCIFilmpil02kjYE0/BwoGg5Bluew50NTUFB566CHs2bMHjz/+ODZt2mSEfSiKQvvK+IQEjWg8uVwOv/jFL3DffffhwQcfRH9/v5EE2dfXV/Z5k5OThqwVCgV0dXUhGAyWvXpUDMkaQRAEQRBmc+uvvoxAIABFUUpu+8jlckYC49jYGERRRDAYRCAQKNtFlMvl8Pjjj2P37t146KGHsGTJElx11VW45pprMDAwQFLGPyRoRHOZmprCz372M9x77704cOAANm/ejO3bt+Pyyy+HKIoln6P3X+tJkDabzUiCdLlcVX8myRpBEARBEM1Cr5SlUimEQiGEQiGMj4/D6/UiEAhAkiQkEgkMDw8jEonA7Xaju7sbXV1dZffuq6qKZ599Frt378ZPfvIT2Gw2XHHFFbjmmmuwadMmCvtoLUjQCPMIhULYs2cP7rvvPhw6dAjve9/7sH37dnzwgx+smEYUiUQwMjJiJBjpSZAdHR0Vfx6JGkEQBEEQjaCW9sUzZ84gFAohk8lAEAT4fD4sW7YMsiyX3Vd24sQJ7N69G3v37kUkEsHll1+Oa665Bu95z3uq7tMnuIUEjWCDkydP4r777sP999+P4eFhfPSjH8UVV1yBd7/73WWHLOozQIaHhxGPx+Hz+RAMBtHV1VU1oYhkjSAIgiCIhVBLAuPExISxXQOAsacsk8kgHA4jEong0UcfRTKZxCc+8Qm8853vRCgUwt69e7Fnzx4cOXIEW7duxdVXX42PfOQjVccSES0BCRrBFpqm4bnnnsO9996L3bt3AwA+/vGP48orr8Rb3vKWsn3VmUwGo6OjGB4exuTkJGRZRnd3N2RZLit4OiRrBEEQBEHUQi0JjMlk0khgzGQyRgKj3///s3fn8U1V+f/HXy0F2tKW7kkolEURBZRNWhZlH0CgLC0kTesAwyw/R1EZZx4zA244Lqh8v4giijp+RU1Kk26UXQQpawdGFAGhDCAoQpIutKX7kuT3B4/eodK0EaGU8nk+Hj589Oae5lzE5L7vOedzgq6aimi321m3bh2ffPIJe/bsoV27dhQXF9O3b1/+8Ic/oNfrCQ4OlnVltxcJaKLlstvtfPHFFxiNRtLT09FoNEpxkR49erhsV1ZWplRBqqmpITw8HLVa7dYHnIQ1IYQQQvxUU8GsoQfFarWasLAwlw+Kq6qq+PzzzzGZTGzevJk777yT6OhoysvL2b59O7W1tUybNo3Y2FjGjh3b5FIO0WpIQBO3hoqKCtavX4/BYGDLli30798fnU5HXFwc4eHhDbZxNbVArVYTEBAgYU0IIYQQLjUVyuqWWlitVi5evEjHjh2VYh+ullrY7Xays7MxmUxkZGTg5+eHTqcjMTGRfv36KfcmdedlZGSQnp5ORUUFP/74o6w7uz1IQBO3noKCAlJTUzEajWRnZzN69Gh0Oh0xMTEuqzo6HA4KCwuxWCzk5ubSvn17pRKkO/O5JawJIYQQrV9ToczhcFBQUIDFYlGKldU9/HVV4MzpdHLs2DGSk5NJTU2lpKSEuLg4EhMTefDBB5tciuF0Ojl79izdu3e/5usStxQJaOLW9v3335OUlERSUhLfffcdMTExaLVaxo4d2+jTq7y8PKxWK/n5+QQEBCjFRRoqb+t0OikpKSE3N5c/93/xRl+SEEIIIZqRO8U+6rb7yc3NpU2bNk1u9+N0Ovnxxx+VYh8nT55k8uTJJCQkMGnSJJmuKBojAe1WsmvXLpYuXcrBgwexWCxkZGQwffr0RttkZWXx1FNP8e2339KlSxeeeeYZ5s6d2zwdbmaHDx/GYDCwZs0aKisriYuLQ6fTERUV5XI6Y3V1tVIJsri4WNkgMiwsjLKyMmX/kurqakJDQ1GpVISEhODl5SWjakIIIcQtyp1iH6WlpUqxD7vdjkqlQq1WExgY6PK+orCwkLVr12IymcjOzmbEiBEkJCQQFxdHYGDg9b6MZrVkyRLS09PJycnBx8eHYcOG8dprr9GrV69G26WkpPDss89y9uxZevbsyWuvvcakSZOU151OJ88//zwffPABRUVFDB8+nHfffZeePXve6EtqqSSg3Uo2b97M3r17GTRoELGxsU0GtDNnztC3b18eeeQRfve737F9+3YWLFjAxo0bmTBhQjP2vHk5HA52796NwWAgNTWVoKAgpbhIYx8i5eXlnDlzhry8PGpqavDw8CAoKIjOnTs3WQ1SwpoQQgjRsrkTyioqKpS16+Xl5YSFhaHRaAgJCXG5GXRFRQVbtmzBZDKxdetWevfuTUJCAvHx8URERLSaCowTJ04kPj6ewYMHU1tby6JFizh69CjHjh2jQ4cODbbZt28fI0aMYMmSJUyZMoWkpCRee+01vvrqK/r27QvAa6+9xpIlS/j444/p3r07zz77LEeOHOHYsWO360ijBLRblYeHR5MB7W9/+xsbN27k6NGjyrH4+HiKiorYsmVLc3TzpquqqmLTpk0YjUY2bNhA79690Wq1zJo1C41GQ0VFBZmZmezYsYP4+Hg8PT0JDw/H39+f8vJybDab20/N6khYE0IIIVqOpoJZTU2NUoHxytk04eHhLoty2O12du/ejclkIjMzk+DgYOLj43n44Ye55557Wk0oa0xeXh7h4eHs3LmTESNGNHiOTqejrKyMDRs2KMeGDBlC//79WbVqFU6nk06dOvHnP/+Zv/zlLwAUFxejUqlYvXo18fHxzXItLUyTf3mkVMwtLDs7m3HjxtU7NmHCBBYsWHCTetT82rdvz4wZM5gxYwbFxcWkpaXx8ccf8/TTT9O9e3cuXLiAv78/48ePp3fv3oSHh9f7UO3Zs6cy7/ybb75xa975lV8EEtaEEEKI5tdUKPvpenR/f380Gg333Xdfg+vR4fIMncOHD5OcnExaWhrV1dXMnDmTDRs2MGzYMJcjbK1VcXExAMHBwS7Pyc7O5qmnnqp3bMKECaxduxa4PNvLarXWu1/t2LEj0dHRZGdn364BrUkS0G5hVqsVlUpV75hKpeLSpUtUVFS4rDbUGhUVFbF+/XrWrVvHgQMH6N69Oz169ECtVvPll19SVlbGgQMHGD9+fL0P5rppjkFBQdx9993k5+djtVrZv38/vr6+aDQa1Gq1yyF4CWtCCCFE83CnAmNDFZ3vuusulxWd6yooms1mzGYz586dIyYmhlWrVjFhwgTatWt3Iy6lxXM4HCxYsIDhw4crUxUb4upetG77o7p/N3aOuJoENHHLe+mll/jHP/5Bnz59iIuL45VXXqF3797K68ePH8dgMPD3v/+dP/7xj0yfPp34+PirnobVTX8MDw+vt/fJqVOn3Nr7pO6LQ4KaEEIIcX28+58l2Gw2CgoKyM7OJjw8HJVKRYcOHfDw8HC5J+qgQYNc7onqdDopKCggLS0Ns9nMwYMHGTNmDAsXLmTGjBn4+/s392W2OI899hhHjx5lz549N7srtyUJaLcwtVqNzWard8xmsxEQEHBbjZ7FxsaSkJBAjx49Gnz9nnvu4eWXX+all14iOzsbg8FAQkICPj4+SnGRnz4d8vLyolOnTnTq1ImqqipsNhvnz58nJyeH0NBQNBqNy8IiMqomhBBCXLufjpR16tSJ2tpa8vLyyM3N5ezZs7Rr1w5vb28qKiqora1FpVLRt29fgoODXa4PKysrY+PGjZjNZrZt28bAgQPR6/VkZGSgUqlui3Vl7pg/fz4bNmxg165ddO7cudFzXd2LqtVq5fW6YxqNpt45/fv3v849bz0koN3Chg4dyqZNm+od+/zzzxk6dOhN6tHNceVoWWM8PDwYNmwYw4YN480332Tr1q0YjUZGjRrFHXfcgVarRavV0qVLl3rt2rdvT2RkJJGRkZSVlSmjat9++y3h4eFoNBqXXwgS1oQQQgj3NDaF0cvLi+DgYGpqaqioqKC0tBSn00lNTQ1t27bFy8sLm81GYGBgvYenNTU1ZGVlYTKZWL9+PZ06dUKv1/Pmm29y5513Sii7gtPp5PHHHycjI4OsrCy3Ns4eOnSoUkW8zpX3ot27d0etVrN9+3YlkF26dIn9+/fzxz/+8cZcSCsgVRxbkNLSUk6dOgXAgAEDWLZsGaNHjyY4OJjIyEgWLlzI+fPn+eSTT4D/ltl/7LHHmDdvHl988QVPPPFEqy+zf72Vlpaydu1aPv30U7744guGDBmCTqdj+vTpLhfGuppSoVarXU6puJKENSGEEKLpdWVXLjm4ePEigYGBqNVqZcmBw+GgoKCA3Nxc5s6di8ViYcyYMURHR3P69GkyMjLw9PRk1qxZPPzww9x///23XbEPdz366KMkJSWRmZlZb9uijh07KjOzZs+eTUREBEuWLAEul9kfOXIkr776KpMnTyY5OZlXXnnlqjL7r776ar0y+4cPH5Yy+42dIAGt5cjKymL06NFXHZ8zZw6rV69m7ty5nD17lqysrHpt/vSnP3Hs2DE6d+7Ms88+22o3qm4ONpsNk8mE0Wjk0KFDjB8/Hp1Ox0MPPeRy2qirRckajcblouQrSVgTQghxO3Gn2Edd0a68vDy3inY5nU6OHz/OqlWrOHjwIDk5OTidTkaOHMn8+fOvKhImrubq4fJHH32k3FuOGjWKbt26sXr1auX1lJQUnnnmGWWj6tdff73Bjarff/99ioqKeOCBB3jnnXe46667buTltGQS0IS4VidPnsRoNJKUlITNZmPq1KnodDpGjhzpclNrV2V9VSpVk18MEtSEEEK0Vk2FMqfTqWx7k5ub69a2N06nE5vNRmpqKmazmSNHjjB+/HgSEhKYPHkyhw8fJi0tjfT0dIqKioiJiSE+Pp4pU6bciEsUwl0S0IT4pZxOJ19++SUGgwGTyYSnpyczZ85Ep9PRv39/l0+crmVjzDoS1oQQQtzqmgplACUlJcpyAbvdjkqlQq1WExgY6PL7taSkhMzMTMxmMzt37mTIkCHo9Xq0Wi0hISFXtXM6nRw8eJC0tDQuXbrEypUrr8v1CXGNJKAJcT3V1tbyxRdfYDQaSU9PJyIiAp1Oh1arbXQxbUVFhfIFVF5eTlhYGBqNhpCQkCbnwktYE0IIcatwJ5Rdy3didXU1W7duxWw2s2nTJnr06EFCQgJ6vZ5u3bpJsQ9xK5GAJsSNUl5ezvr16zEYDHz22WcMHDgQnU5HbGwsYWFhLtuVlpZisViUp4V1lSAbe1pYR8KaEEKIlqipYHYts0ocDgf/+te/MJlMpKen4+vri1arJTExkQEDBtzSoWzXrl0sXbqUgwcPYrFYyMjIYPr06S7Pnzt3Lh9/fPWfce/evfn2228BWLx4MS+88EK913v16kVOTs717bz4pSSgCdEc8vPzSUlJwWg0cuDAAcaMGYNOp2PKlCl06NChwTZ18+2tVis2m82t+fZXkrAmhBDiZmoqlP10XXZAQIBSgdHVuuy6Yh8mk4nU1FSKioqIjY0lMTGx0TXgt5rNmzezd+9eBg0aRGxsbJMBrbi4mIqKCuXn2tpa+vXrx+OPP87ixYuBywEtNTWVbdu2Ked5eXkRGhp6w65DXBMJaEI0t7NnzyrFRb7//ntiYmLQarWMHTu20aeEBQUFWCwWpWJVXdl+dzYdl7AmhBCiObhTgfHnVjZ2Op2cP3+e1NRUTCYTJ06cYNKkSUqxD3e+B29lHh4eTQa0n1q7di2xsbGcOXOGrl27ApcD2tq1azl06NCN6qq4PiSgCXGzOJ1OvvnmGwwGA8nJyVRXVxMXF4dOp2Pw4MEup2b8dM+Xjh07KpUg27Zt2+h7SlATQghxvblTgbGhvUE1Gg3+/v4uv++KiopYu3YtJpOJffv28cADD5CYmEhcXBxBQUHX/TpaqmsJaDExMVRVVbF161bl2OLFi1m6dCkdO3bE29uboUOHsmTJEiIjI29Et8W1k4AmREtgt9vZtWsXBoOBtLQ0QkJC0Gq16HS6RvcBqaqqUubsl5SUEBoailqtJiwsrMlpHhLWhBBCXCt3in2UlZUpoayqqkqpwBgcHOwylFVWVrJlyxZMJhOfffYZ99xzD3q9Hr1eT+fOnW/pdWXX6ucGtAsXLhAZGUlSUhJarVY5vnnzZkpLS+nVqxcWi4UXXniB8+fPc/ToUfz9/W9U98XPJwFNiJamsrKSTZs2YTQa2bhxI3369EGn0zFz5kzUarXLdj/9IqwrLhIUFCSVIIUQQvxiy755DpVKRYcOHVwGpaqqKuW7qO7BoUajITQ0tNE9Qvfs2YPJZGLt2rUEBQURHx9PYmIiffr0uS1D2ZV+bkBbsmQJ//u//8uFCxdo166dy/OKioro2rUry5Yt47e//e316q745SSgCdGSFRUVkZaWhtFoZPfu3YwcORKtVsvUqVMJCAhosI2rqSRqtZqAgACpBCmEEOJnSSv6kPz8fGw2G/n5+fj4+BAeHo5KpcLPzw+73U5ubi4Wi4XCwkICAwOVYh+upt47nU6OHDnCmjVrSEtLo7KykpkzZ5KYmMjw4cObfLB4O/k5Ac3pdHLXXXcxZcoU3njjjSbPHzx4MOPGjWPJkiXXo6vi+pCAJsSt4scffyQ5ORmDwcCJEyeYPHkyOp2OX/3qVy6fkDmdTi5evKhUgqxbjK1Wq11Wj7yShDUhhLg9uZrCaLfbyc/PVyovenh44HA48PHxoVOnTmg0Gry9vRts63Q6+eGHHzCbzZjNZs6ePUtMTAwJCQlMnDix0dGe29nPCWhZWVmMHj2aI0eO0Ldv30bPLS0tJTIyksWLF/PEE09cr+6KX04CmmjZVq5cydKlS7FarfTr148VK1YQFRXl8vzly5fz7rvv8sMPPxAaGsrMmTNZsmSJyy+LW9W3336LwWBgzZo1lJSUMGPGDHQ6HUOHDnX51LHuS9VisZCfn4+/v79SXKShcsYOh4OLFy9is9nIy8vjjSkf3ejLEkIIcRO5U+yjqKgIi8WCzWbDy8uLgIAA7HY7RUVFtGvXjsLCQvz8/Bg5ciSenp7Kg8L09HTMZjMHDhxg9OjRJCQkEBsb63I2yO2utLSUU6dOATBgwACWLVvG6NGjCQ4OJjIykoULF3L+/Hk++eSTeu1+/etfc/LkSf71r39d9Tv/8pe/EBMTQ9euXblw4QLPP/88hw4d4tixY43uzyqanQQ00XKZTCZmz57NqlWriI6OZvny5aSkpHDixAnCw8OvOj8pKYl58+bxf//3fwwbNoz//Oc/zJ07l/j4eJYtW3YTruDGczgc7Nu3D4PBQEpKCn5+fsyaNQudTkefPn1ctqvbENRqtVJUVERQUJCyRqC4uJjc3Fxyc3Np06YNKpUKlUpFx44d8fDwkFE1IYRoRdwp9lFSUqJMm7fb7ahUKjQajfK9AJcfAl68eJG3336bd999F19fXwYPHkxhYSFffvkl/fv3R6/XEx8fj1qtvu3XlTWlbiTsp+bMmcPq1auZO3cuZ8+eJSsrS3mtuLgYjUbDm2++ye9///ur2sbHx7Nr1y4KCgoICwvjgQce4OWXX+aOO+64kZcifj4JaKLlio6OZvDgwbz99tvA5TDSpUsXHn/8cf7+979fdf78+fM5fvw427dvV479+c9/Zv/+/ezZs6fZ+n2zVFdX89lnn2E0Glm3bh133nknWq0WrVZL586dXbYrLy/nu+++Iy8vj9raWjw9PQkJCaFr164EBgY2+iUqYU0IIW497oSyiooKJZSVl5cTHh6OWq0mJCTE5UyN2tpasrKySE5O5tChQ9TW1nLu3DkCAgKU76Nhw4a1ms2khbhBJKCJlqm6uhpfX19SU1PrzbmeM2cORUVFZGZmXtUmKSmJRx99lK1btxIVFcV3333H5MmT+fWvf82iRYuas/s3XUlJCRkZGRgMBnbs2MHQoUPR6XRMnz6doKAgSktLWbt2LQcOHGD69Om0a9eO8PBwAgICuHTpEjabjdraWuUpaVNBDSSsCSFES+ZOKKuurlZmVxQXFxMcHIxGoyEsLAwvL68G2zgcDr7++muSk5NJS0sDYNasWSQmJhIVFYXdbmfHjh2kpqaSkZGBl5cXsbGxvPbaa/j5+V3XaxSilZCAJlqmCxcuEBERwb59+xg6dKhy/K9//Ss7d+5k//79DbZ76623+Mtf/oLT6aS2tpZHHnmEd999t7m63SJZrVZMJhOffPIJhw8f5s477+Ts2bMEBQXx0EMP8eKLL9abpgL/XWdQV1ykTZs2SnERd/ZKkbAmhBAtQ1PBzG63k5eXh8VioaCggICAAOXzvrECVKdPn1aKfVitVqZNm0ZCQgLjxo1zWbmxtraWXbt2sWXLFl599VWp1ChEw5oMaA0/LhGiBcrKyuKVV17hnXfeITo6mlOnTvHkk0/y4osv8uyzz97s7t0UpaWl7Nq1i71795KTk0Pnzp1Rq9X4+vpy6tQpamtrOXToEA8++GC9KSceHh4EBQURFBREr169KCgowGKxcODAAXx9fZUvbx8fnwbf98obAglrQgjRvJoKZXVFoKxWK7m5ubRv3x6NRkOvXr3w9fVtsI3T6SQ3N5e0tDTMZjOHDh1i/PjxLF68mGnTprlVGdjLy4sxY8YwZsyYa7ouIcRlMoImboprmeL44IMPMmTIEJYuXaocMxgM/OEPf6C0tPS2e1L39NNP88Ybb9CtWzdmzZrFzJkz6du3Lx4eHjidTv7973/z6aefYjab8fLyYubMmeh0Ovr16+dyOmNtbS25ublYrVYuXrxIx44dlUqQrp6YXknCmhBC3BjuVGC8dOmSUoERLu+RqdFo8Pf3d/m5X1payrp16zCbzWRlZTF48GD0ej06nY7Q0NBbvtjHrl27WLp0KQcPHsRisTRZzt5V8Q6LxYJarVZ+/rlVqIW4goygiZapXbt2DBo0iO3btysflA6Hg+3btzN//vwG25SXl18VwupGhX7Gg4ZWY9KkSSQmJtK7d++rXvPw8CAqKoqoqCjeeOMNtm3bhtFoZPz48XTp0gWdTodWq6Vbt2712nl5edGpUyc6depEVVUVNpuNCxcukJOTQ2hoKGq1mrCwMJcLwOtuICSoCSHEL+fOurKysjKsVisWi4WamhrCw8Pp27cvwcHBLsNVdXU127dvx2QysXHjRrp27Yper+fdd9+lR48et3wou1JZWRn9+vVj3rx5xMbGut3uxIkT9bYIuLK6tMlk4qmnnqpXhXrChAkuq1AL8XPJCJq4aUwmE3PmzOG9994jKiqK5cuXYzabycnJQaVSMXv2bCIiIliyZAkAixcvZtmyZbz//vvKFMc//vGPDBo0CJPJdJOv5tZQVlbGunXrMBgMfP755wwaNAidTkdsbCyhoaEu25WXl2OxWLBarVRVVREeHo5GoyEoKKjJkUsJa0II4T53QllVVZVSgbGkpISwsDDUajWhoaEuH6A5HA7279+PyWQiIyOD9u3bo9VqSUxMZMCAAbfFLBR3NoSuG0ErLCwkMDCwwXN+bhVqIX5CRtBEy6XT6cjLy+O5557DarXSv39/tmzZgkqlAuCHH36o94XxzDPP4OHhwTPPPMP58+cJCwsjJiaGl19++WZdwi2nQ4cO6PV69Ho9+fn5mM1mjEYjf/3rXxk3bhw6nY7JkydftUbB19eXO+64gx49elBSUoLFYuHo0aMASiXIgICABp+6yno1IYRoWlPBrG4KusViUcJDREREo1PQnU4nOTk5mEwmUlJSKCoqYsaMGSSZiQSxAAAgAElEQVQnJzNq1Cgph9+I/v37U1VVRd++fVm8eDHDhw8HLo8+Hjx4kIULFyrnenp6Mm7cOLKzs29Wd0UrIyNoQgjOnDmD0WgkKSmJc+fOMXXqVLRaLaNHj3ZZetnpdCqL0G02G+3bt1eKi7izmFzCmhDidudOsY/8/HysVit5eXl06NBB+Zz19vZusI3T6cRisZCSkoLJZCInJ4eHHnqIhIQEpkyZ4rL40+3AnRG0EydOkJWVxf33309VVRX//Oc/+fTTT9m/fz8DBw685irUQlxByuwLIdzndDo5dOgQBoOB5ORkamtriYuLIz4+nkGDBrlcl2C328nPz8disZCfn4+/v79yE9G+ffsm31fCmhDidvHm0RdQqVQug5LT6aSwsFB5+OXl5YVGo0GtVje6r1hxcTGZmZmYTCb27NnDsGHDSExMZObMmQQHB9+oy7mluBPQGjJy5EgiIyP59NNPJaCJ60GmOAoh3Ofh4cGAAQMYMGAAr7/+Ojt37uTTTz8lJiaGsLAwdDodOp2OO++8s167Nm3aoFKpUKlU1NTUKBuhnjx5kqCgIDQaDeHh4S5H46S4iBCiNcss/Zjq6mpyc3Ox2WycOnWKgIAAVCoV4eHheHt7U1paqqwrs9vtqFQqBgwYcNU+lleqqqris88+w2QysWXLFu666y70ej0ff/wxXbp0aVXFPm6mqKgo9uzZA6Cs86urlFnHZrPVq/IoxC8hI2hCiCZVVlayYcMGjEYjmzZt4t5770Wn0zFz5kxlzaCrdnXVxcrLy+stZJfiIkKI1qyx6Yt1Ye3ChQsUFxfj6emJ0+kkNDSUiIgIQkJCXH5G2u129u7di8lkYu3atXTs2BGdTsfDDz+sbLUiGnatI2i/+tWv8Pf3Jz09HbhcJCQqKooVK1YAl6eiRkZGMn/+fCkSItwhUxyFENdXYWEhqampGI1G9u7dy6hRo9BqtUydOhV/f3+X7UpLS5VKkLW1tahUKtRqNUFBQU3eUEhYE0LcCtypwFhdXa3MMiguLiYoKAhvb28qKiooKioiICCAI0eOMHLkSGW2gtPp5OjRoyQnJ5OWlkZZWRkzZ84kISGBBx988LaowHitSktLOXXqFAADBgxg2bJljB49muDgYCIjI1m4cCHnz5/nk08+AWD58uV0796dPn36UFlZyT//+U9WrFjB1q1bGTt2LNB0FWohmiABTQhx45w7d441a9ZgNBo5efIkkydPJj4+nnHjxjVaVay4uFjZTLVNmzbKerXGAl4dCWtCiJamqWBmt9vJy8vDYrFQUFBAQECA8rnXrl075by68DZv3jz2799Pz5496dWrF8ePH+fcuXNMmTKFhIQEHnroIbfW9wrXG0/PmTOH1atXM3fuXM6ePUtWVhYAr7/+Ou+//z7nz5/H19eX++67j+eee+6q3/H2228rG1X379+ft956i+jo6Oa4JHHrk4AmhGgeR48exWAwsGbNGsrKyoiNjUWn0zFkyBCXI2QOh4OCggIsFgt5eXn4+voqNy3uVBqTsCaEuFncqcBYV+k2NzcXb29v5fPtp1uZ1KkrEJKenk5aWhoFBQVcvHiR3NxcBg4ciF6vZ+bMmXTp0uVGXJIQonlIQBNCNC+Hw8HevXsxGAykpKQQEBCAVqtFp9Nxzz33uGxXW1urPGG+ePEiHTt2RK1Wo1Kp6j1hdkXCmhDiRmsqlDmdTi5duqTMEABQq9VoNBr8/f1dPqyqqKhg06ZNmM1mtm7dyn333Yderyc+Ph6NRkN+fj4ZGRmkpKQoJeAfeeQR5syRzz0hbkES0IQQN091dTWbN2/GaDSyfv16evXqhVarRavV0qlTp0bb1VUzu3TpEiEhIWg0GsLCwprcWFWCmhDienJnXVlZWZmyxrampobw8HA0Gk2ja2xra2vZtWsXJpOJdevWERYWRnx8PA8//DC9evVy2S4vL4+MjAw8PT353e9+94uuTQhxU0hAE0K0DJcuXSI9PR2DwcDOnTsZPnw4Op2OadOmERgY6LJdeXm5UgmyqqqK8PBw1Go1wcHBUglSCHFDuBPKqqqqlM+m0tLSelVqXT1IcjgcHDp0CJPJRFpaGrW1tcyaNYvExESGDBkixT6EuD1IQBNCtDwWi4Xk5GSMRiNHjx5l4sSJ6HQ6Jk6c6HLhu9PppKSkRHlKDaBSqdBoNAQEBEglSCHEL+JOKKupqSE3Nxer1UphYSGBgYHKPo+NFUb67rvvMJvNmM1mLly4wNSpU0lISGD8+PEu291Kdu3axdKlSzl48CAWi6XJUvbp6em8++67HDp0iKqqKvr06cPixYuZMGGCcs7ixYt54YUX6rXr1asXOTk5N+w6hGgmEtCEEC3biRMnMBgMJCUlUVBQwPTp09HpdI2WjnY6nfUW37dt2xaNRoNaraZDhw5NvqeENSFEHXeKfeTn52OxWMjPz6dDhw5KsQ9vb+8G2zidTvLy8khLS8NsNvP1118zbtw4EhISmD59On5+fjfiUm6azZs3s3fvXgYNGkRsbGyTAW3BggV06tSJ0aNHExgYyEcffcT//M//sH//fgYMGABcDmipqals27ZNaefl5UVoaOgNvx4hbjAJaEKIW4PT6WT//v0YDAbMZjPt2rVj5syZ6HQ67rvvPpcjZHa7nfz8fKxWK3l5efj7+ys3T02Vobbb7cR2nHcjLkcI0YK5U+yjsLAQq9WKzWajbdu2yudKY+GqtLSU9evXYzab2bFjB/fffz96vR6dTkdYWNhtsYn0tW4G3adPH3Q6Hc899xxwOaCtXbuWQ4cO3YhuCnEzNflB4NUcvRBC1Ldy5Upl/5R+/fqxYsUKoqKiXJ5fVFTE008/TXp6OhcvXqRr164sX76cSZMmNWOvbywPDw+GDBnCkCFDeOONN9i2bRtGo5Fx48bRrVs3pRJkZGRkvXZt2rRBpVKhUqmoqalRNoA9efIkQUFByvQjL6/LH3d2u52CggJsNht5eXn89bM/KJtmJ6ofuxmXLoRoBu6EstLSUmUatcPhQK1WM2DAADp27OgyXNXU1PDFF19gMpnYsGEDXbp0Qa/Xs3LlSu64447bIpT9Ug6Hg5KSEoKDg+sdP3nyJJ06dcLb25uhQ4eyZMmSq74DhGiNZARNiGZmMpmYPXs2q1atIjo6muXLl5OSksKJEycIDw+/6vzq6mqGDx9OeHg4ixYtIiIigu+//57AwED69et3E66geZWVlZGZmYnBYGDbtm0MHjwYnU7HjBkzCAkJcdmusrJSqQRZWlqq3GBdunSJdu3aKaHMz8/vqhsomQIpROvgzrqyiooKpdhHRUWFUogoJCTE5TRrh8PBv//9b0wmE+np6bRt2xatVktiYiIDBw68rYt9XMsI2uuvv86rr75KTk6O8j24efNmSktL6dWrFxaLhRdeeIHz589z9OhR/P39b1T3hWgOMsVRiJYmOjqawYMH8/bbbwOXv+i7dOnC448/zt///verzl+1ahVLly4lJyenVSwm/yXy8vIwm80YDAYOHjzIr371K3Q6HZMmTbpq49fKykoKCgooLCwkNzcXDw8P6j7v6oqLNFYCu46ENSFuLR98t5TQ0NBGQ1J1dbUy2l5cXExISAhqtZqwsDBltP2nnE4n//nPfzCZTJjNZgoKCpgxYwYPP/wwo0aNctnudvNzA1pSUhK///3vyczMZNy4cS7PKyoqomvXrixbtozf/va316u7QtwMEtCEaEmqq6vx9fUlNTW13pfXnDlzKCoqIjMz86o2kyZNIjg4GF9fXzIzMwkLCyMhIYG//e1vTe4J1pqdPn0ao9FIUlIS58+fZ9q0acyYMYOysjLS0tL44osvePTRR4mPj0etVhMQEABAcXGxsomsp6ensolsQyNpPyVhTYiWaW3JakpKSpTQVVtbS1hYGCqVShkJs9vtSgXGgoICAgIC0Gg0qFQq2rVr1+DvdTqdWK1WUlJSMJvNfPvtt0ycOJGEhARiYmKuejAkfl5AS05OZt68eaSkpDB58uQmzx88eDDjxo1jyZIl16OrQtwssgZNiJYkPz8fu92OSqWqd1ylUrksHfzdd9/xxRdfkJiYyKZNmzh16hSPPvooNTU1PP/8883R7Rbpjjvu4LnnnmPhwoX885//5J133mHNmjUEBATQr18/XnnlFebMmXPVU+3AwEACAwPp1asXBQUFWK1WDhw4gI+Pj1IJ0sfHp8H3vHK6lIQ1IW6+K/+fDAgIICAggDvvvJNLly5hs9k4fvw4NTU1tG/fnqqqKry9vdFoNPTq1avRcFVcXExmZiZms5ndu3czbNgw/vCHPzBr1qxGp1YL961Zs4Z58+aRnJzsVjgrLS3l9OnT/PrXv26G3glxc0lAE6KFczgchIeH8/7779OmTRsGDRrE+fPnWbp06W0b0Ox2O7t378ZsNpOWloaHhwezZs1ixYoVVFVVkZyczNNPP82KFSvQ6XRotVruuOOOer/D09OTsLAwwsLCqK2tJS8vD4vFwunTp+nYsSNqtbrRJ+sS1oS4OdxZV+Z0OnE4HDgcDtq0aYOXlxe1tbVUV1dTWVnJt99+y4ABA+o9wKmqquLzzz8nOTmZzZs307NnT/R6PR999BGRkZFS7KMRpaWlnDp1Svn5zJkzHDp0iODgYCIjI1m4cCHnz5/nk08+AS5Pa5wzZw5vvvkm0dHRyt6WPj4+dOzYEYC//OUvxMTE0LVrVy5cuMDzzz9PmzZt0Ov1zX+BQjQzCWhCNKPQ0FDatGmDzWard9xms6FWqxtso9FoaNu2bb3pjPfccw9Wq5Xq6mqXAaI1+/LLL9FqtcTFxWEymXjwwQfr/flMmDCBd955hw0bNmAwGHj99dfp168fOp2OuLi4q4qxeHl5odFo0Gg0VFdXKwUDTpw4QUhICBqNhrCwMJdTSiWsCXFjuRPKysrKlAqMNTU1hIeHc9999ylrTZ1OJ0VFRVgsFubOnUtRURHjxo0jKiqKY8eOkZmZib+/Pzqdjv3793PvvfdKKHPTl19+yejRo5Wfn3rqKeDy9P3Vq1djsVj44YcflNfff/99amtreeyxx3jssf9Wz607H+DHH39Er9dTUFBAWFgYDzzwAP/6178ICwtrnosS4iaSNWhCNLPo6GiioqJYsWIFcHmELDIykvnz5zdYJGTRokUkJSXx3XffKYve33zzTV577TUuXLjQrH1vKZxOJ3a73e1F+RcvXiQ1NRWj0Uh2djajRo1Cp9MRExPT6J5G5eXlSiXIyspKpbpbcHBwk1XaJKgJ8cu4E8oqKyux2WxYLBbKysoIDQ1FrVYrD8Ma4nQ6OXz4MO+//z5ff/01x48fx8vLi4kTJ7JgwQKGDx9+W1dhFELccFIkRIiWxmQyMWfOHN577z2ioqJYvnw5ZrOZnJwcVCoVs2fPJiIiQlkEfe7cOfr06cOcOXN4/PHHOXnyJPPmzeOJJ57g6aefvslXc+v54YcfWLNmDUajkdOnTzNlyhR0Oh1jx451WSXT6XRSUlKiPJ2H/1aCDAgIkOIiQlwn7oSympoapdhHYWEhQUFBqNVqwsPDG/1/+Mcff1SKfZw8eZLJkyeTkJDA+PHj2bdvH2azmfT0dPz8/Jg1axZ6vZ7777//el+iEEJIQBOiJXr77beVjar79+/PW2+9RXR0NACjRo2iW7duyjQPgOzsbP70pz9x6NAhIiIi+O1vf3vbV3G8Hg4fPozBYCA5OZmKigpiY2PR6XRER0e7DF1Op5PCwkIsFgu5ubm0bdtWqQTZoUOHJt9TwpoQV2sqmDkcDvLz87FYLOTn59OhQwfUajVqtRpvb+8G29RNaczIyMBsNpOdnc2IESNISEggLi6OwMDAq9pUV1ezbds2zGYzXl5e/POf/7wu1yeEEFeQgCaEEE1xOBzs3r0bg8FAamoqgYGBaLVadDodd999t8t2drud/Px8rFYreXl5+Pn5KWW7Xd00XknCmridNRXK6h6GWK1WbDab8jCkboN5VyoqKti8eTMmk4mtW7fSt29f9Ho9er2eTp06yboyIcTNJgFNCCF+jqqqKjZv3ozRaGT9+vXcc889aLVatFotGo3GZbu6aVcWi4WioiK3pl1dScKauB24E8pKS0uV6cQOh0MJZR07dnQZrmpra9m9ezcmk4l169YREhJCfHw8iYmJ3HPPPa0ilO3atYulS5dy8OBBLBaLW3uNZWVl8dRTT/Htt9/SpUsXnnnmGebOnVvvnJUrVyozOvr168eKFSuIioq6gVcixG1PApoQQlyr4uJi0tPTMRqN7Ny5kwcffBCtVsu0adOUUtANqaysVIqL1BUu0Gg0hIaGulV8QMKaaE3cWVdWUVGhhLKKigqlIE/dJtMNcTgcfPPNNyQnJ5Oenk51dTWzZs0iMTGRoUOHtrpCH5s3b2bv3r0MGjSI2NjYJgPamTNn6Nu3L4888gi/+93v2L59OwsWLGDjxo1MmDABuLwmevbs2axatYro6GiWL19OSkoKJ06cuKrarRDiupGAJoQQ18OFCxdITk7GaDTy7bffMmnSJHQ6HePHj6d9+/Yu25WWliphraamBpVKhVqtVkp/N0aCmrhVuRPKqqurlQqMly5dIiQkRBl1bqwC49mzZzGbzZjNZs6dO8fUqVNJSEhgwoQJbo1WtwYeHh5NBrS//e1vbNy4kaNHjyrH4uPjKSoqYsuWLcDlqsKDBw/m7bffBi6H3i5duvD44483WFVYCHFdSEATQojr7fjx4xgMBtasWUNhYSEzZsxAp9M1Wp7b6XRSXFyMxWLBZrPh6empFBfx8/OTsCZuee6EMrvdrlRgLCgoICAgQFm36WpPR6fTSX5+Punp6ZjNZg4ePMiYMWNISEhgxowZ+Pv7X+9LafHcCWgjRoxg4MCBLF++XDn20UcfsWDBAoqLi6mursbX15fU1NR6v2fOnDkUFRWRmZl5Q69BiNtYkwFNNqoWQoif6Z577uHll1/mpZdeIjs7G4PBwMMPP4y3tzezZs1Cp9Nx77331mvj4eFBYGAggYGB9OrVi4KCAqxWKwcOHMDHxweNRoNarcbHx6fB95TNsEVL5U4FxosXL2KxWMjLy8Pb2xu1Ws3dd9/t8u87XN54esOGDZjNZrZv387AgQPR6/VkZGSgUqlaxbqyG8lqtaJSqeodU6lUXLp0iYqKCgoLC7Hb7Q2ek5OT05xdFUL8hAQ0IYS4Rh4eHgwbNoxhw4bx5ptvsnXrVoxGI2PGjKF79+5KJcguXbrUa+fp6UlYWBhhYWHU1taSl5eH1Wrl9OnTdOzYEbVa3eiIgoQ1cbO5U+yjuLhYmd5bN2I8ePDgRkeMa2pq2LFjByaTiQ0bNtCpUyf0ej1vvfUWd955p4QyIcRtQQKaEEJcB23btmXy5MlMnjyZ0tJS1q5di8Fg4MUXXyQ6OhqdTseMGTMIDg6u187LywuNRoNGo6m3JufEiRNurcmRsCaayzM75lNcXExQUBDnz59vsEJpWVmZUuyjpqaG8PBw7rvvvkbXXDocDr788ktMJhPp6el4enqi1WrZvn07999/f6sr9tFc1Go1Nput3jGbzUZAQAA+Pj60adOGNm3aNHiOWq1uzq4KIX5C1qAJIcQNZLPZMJvNGI1Gvv76a371q1+h0+mYNGlSo9O7ysvLldGHyspKpapdcHBwkzesEtTE9fLTkbLKykpsNhtWq5WSkhJCQkIICQmhtraW3NzcelVLQ0JCGi32cfLkSUwmEykpKeTl5TF9+nQSExMZM2YMXl7y/Lgx7hYJ2bRpE0eOHFGOJSQkcPHixXpFQqKiolixYgVwOSxHRkYyf/58KRIixI0jRUKEEKKlOHXqFEajkaSkJCwWC9OmTUOn0zFy5MhGb2RLSkqUsObuvlB1JKyJn8udYh81NTX8+OOPnD9/noqKCgD8/f2JjIxEpVI1+PfZ6XRis9lITU3FZDJx9OhRJkyYQEJCAjExMXTo0OG6X0trUlpayqlTpwAYMGAAy5YtY/To0QQHBxMZGcnChQs5f/48n3zyCfDfMvuPPfYY8+bN44svvuCJJ564qsz+nDlzeO+994iKimL58uWYzWZycnKuWpsmhLhuJKAJIURL43Q6OXjwIAaDAZPJhIeHB3FxccTHx9O/f3+XocvpdFJYWIjFYiE3N5e2bdsqlSDdubmVsCZccbcCY35+Plarlfz8fDp06KBUYKytrVUeImzfvp3Dhw+j0+mYOnUq1dXVrFu3DrPZzM6dOxk6dCh6vR6tVktwcLCsK3NTVlYWo0ePvur4nDlzWL16NXPnzuXs2bNkZWXVa/OnP/2JY8eO0blzZ5599tmrNqp+++23lY2q+/fvz1tvvUV0dPQNvhohbmsS0IQQoiWrra1lx44dGAwG0tPT6dSpEzqdDq1WS48ePVy2a+xm2dvbu8n3lbAmwL1iHw09FFCr1fj5+TV4/ldffcUHH3zA5s2bqayspLKykoiICH73u9/x8MMP07VrVwllQojbmQQ0IUTLs3LlSuWJbb9+/VixYgVRUVFNtktOTkav1zNt2jTWrl3bDD1tXuXl5axfvx6DwcBnn33GgAED0Ol0xMXFERYW5rJdTU0Nubm5WCwWioqKCAoKUoqLNLVxr8PhYEbAb673pYgWzJ1Qdi3Tah0OB9nZ2ZhMJjIyMvD19WXs2LFUVVWxY8cOALRaLfHx8QwZMkSKfwghblcS0IQQLYvJZGL27NmsWrWK6Oholi9fTkpKCidOnCA8PNxlu7Nnz/LAAw/Qo0cPgoODW2VAu1JBQQEpKSkYjUb279/P6NGj0el0Ta7VqaysVG6sryzYEBoaqtwQO51OioqKsFqtyqbZKpUKtVrN7IgnmusSRTNyZwpjRUWFUoGxsrKSsLAwNBpNo4VpnE4nx48fJzk5mdTUVC5dukRsbCyJiYmMGDFCWYtWW1vLzp07SU5OJi0tDX9/f3bt2kXXrl2v63UKIcQtQAKaEK1d586dWbRoEY8++qhybN++fYwbN47jx4+3uBug6OhoBg8ezNtvvw1cfurepUsXHn/8cZdVw+x2OyNGjGDevHns3r2boqKiVh/QrnT27FmSkpJISkrizJkzxMTEoNVqGTt2bKMjZKWlpUpYq66uVtb7FBcX43A4lFAWGBh41aiITIG89bkTyq7c2uHSpUtube3gdDo5f/48KSkpmEwmTp48yaRJk0hISGiyOmnde27fvp0JEybIKJoQ4nbUZECTT0YhbnHR0dH8+9//Vn52Op0sWLCAP/3pTy0unFVXV3Pw4EHGjRunHPP09GTcuHFkZ2e7bPePf/yD8PBwfvvb3zZHN1ucbt26sWjRIo4cOcK+ffvo0qULTzzxBD179uTPf/4zBw4coKGHbX5+fkp5fi8vL/Lz88nLy8PhcKDRaOjcuXOD4Qwu39zX/SNuHe78d7Pb7VgsFr7++mt27dqFxWJBo9EwYsQIBgwYgEajaTCcFRUVsXr1aiZNmkSfPn3Yvn07Tz75JBaLhbS0NOLi4poMZwDt2rXjoYceapHhbOXKlXTr1g1vb2+io6M5cOCAy3NHjRqFh4fHVf9MnjxZOWfu3LlXvT5x4sTmuJRfbM2aNfj4+GCxWJRjv/nNb7jvvvsoLi6+iT0TovWTjUaEuMUNGTKEjz/+783Yp59+yrlz51i4cOFN7FXD8vPzsdvtV5VvVqlU5OTkNNhmz549fPjhhxw6dKg5utiieXh40K9fP/r168drr73Grl27MBgMTJ8+nZCQELRaLTqdjtraWgwGA+vWrWPKlCkkJCTQq1cvQkND8fDwoKCgAKvVyoEDB/Dx8VEqQbq6uZbNsFs2d0K0w+FQ/rvn5ubi4+ODRqPh7rvvbjRUVVZWsmXLFkwmE5999hm9e/dGr9djNBqJiIhoVcU+TCYTTz31VL3p1xMmTHA5/To9PZ3q6mrl54KCAvr168esWbPqnTdx4kQ++ugj5ef27dvfuIu4juLj43n11Vd55ZVXWLFiBc8//zzbtm3jX//6Fx07drzZ3ROiVZOAJsQtbsiQIfz973+ntLQUDw8PFi1axEsvvdRghbVbTUlJCb/+9a/54IMPCA0NvdndaVE8PT0ZNWoUo0aNYuXKlRgMBt566y2WLl0KwL333su8efP4zW9+Q1BQUL22YWFhhIWFYbfbyc3NxWq18t133xEQEKBUgmzXrl2D7ythreVwp9hHcXGxMs3V09MTtVpNVFQUfn5+LsOV3W5nz549mEwmMjMzCQoKIj4+nldeeYXevXu3qlB2pWXLlvH73/+e3/zmctGcVatWsXHjRv7v//6vwenXwcHB9X5OTk7G19f3qoDWvn171Gr1jev4DeLh4cHLL7/MzJkzUavVrFixgt27dxMREXGzuyZEqycBTYhb3KBBg/D09OSrr75i27ZthIWFKTcYLU1oaCht2rTBZrPVO26z2Rq8gTl9+jRnz54lJiZGOeZwOADw8vLixIkT3HHHHTe20y1YQUEBaWlpJCcns3v3bkaMGMH//u//ApCZmckLL7zAjh070Gq1TJs2jYCAgHrt27Rpg0ajQaPR1FuLdOLECbfWIklYa37ujJZdufawpqYGlUrFfffdR1BQUKMVGI8cOaIU8aisrGTmzJmsW7eO4cOHt8jpiNdT3fTrK2ceuDP9+koffvgh8fHxVxXxycrKIjw8nKCgIMaMGcNLL71ESEjIde3/jTJlyhR69+7NP/7xD7Zu3UqfPn1udpeEuC1IQBPiFufr68u9995LWloaH3zwAZs2bWqxN1Pt2rVj0KBBbN++nenTpwOXbwy3b9/O/Pnzrzr/7rvv5siRI/WOPfPMM5SUlPDmm2/SpUuXZul3S3T06FEGDhzIoEGDlClnGo1Gef3JJ5/kxx9/JDk5mVWrVrFgwQImTZqETqdj/PjxV42QtWvXji5dutClSxelmt+ZM2c4fvy4W9X8JEnVa9UAABefSURBVKzdOO6Esoaqd9511131qnf+lNPp5Pvvv8dsNmM2m/n++++JiYnhnXfeYeLEiS5HUVuja5l+faUDBw5w9OhRPvzww3rHJ06cSGxsLN27d+f06dMsWrSIhx56iOzsbJcPPlqSLVu2kJOT0+CfjRDixpEqjkK0Ao8++iirVq1i2rRpZGRk3OzuNMpkMjFnzhzee+89oqKiWL58OWazmZycHFQqFbNnzyYiIoIlS5Y02H7u3Lm3XRXHhjgcDr7//nu6d+/u1vnHjh3DYDCwZs0aiouLmTFjBvHx8QwdOrTRG/hr2Q+rjgS1a+dOKLuW/e+cTicFBQWkp6djNpv58ssvGT16NAkJCcyYMeOqUdbbxYULF4iIiGDfvn0MHTpUOf7Xv/6VnTt3sn///kbb/7//9//Izs7m8OHDjZ733Xffcccdd7Bt2zbGjh17Xfp+o3z11VeMGjWK9957j9WrVxMQEEBKSsrN7pYQrUGT88RlBE2IVqBfv360bdtWWX/Ukul0OvLy8njuueewWq3079+fLVu2KE9nf/jhhxY7AtiSeHp6uh3OAHr37s0rr7zCyy+/zL59+zAYDOj1enx9fZXiIj+dvuTh4UFAQAABAQH07NmTwsJCpfpf27ZtleIirvZlk1G1n2dlzsuEh4c3OnJlt9vJz8/HarWSn59Phw4d0Gg09O3bF29vb5ftysvL2bhxIyaTiW3btjFgwAD0ej1paWmo1epWu67MXT93+vWVysrKSE5O5h//+EeT79OjRw9CQ0M5depUiw5oZ8+eZfLkySxatAi9Xk+PHj0YOnQoX331FQMHDrzZ3ROi1ZMRNCFagdGjRzNw4EBl/ZEQ7qiurmbr1q0YjUYyMzO588470Wq1aLVaOnfu7LKd3W6noKAAi8WihIS6kbXGQkIdCWv1mQvex2azYbVa6+1FFhYWhpeXF06nUwnHubm5boVjuLw5dFZWFiaTifXr16NWq9Hr9SQmJtKzZ8/bPpT9VHR0NFFRUaxYsQK4PEodGRnJ/PnzXe7RCLB69WoeeeQRzp8/3+Tash9//JHIyEjWrl3L1KlTr2v/r5eLFy8ybNgwRo0axapVq5TjkydPxm63s2XLlpvYOyFaBdmoWojWyuFwkJeXx4cffsg777zDsWPHbtvpSeKXKykpISMjA4PBwI4dOxg6dCg6nY7p06dfVQXySnXT7KxWK4WFhW5Ns7vS7RrWXE1hLC8vx2q1YrFYqKiowMfHh+rqajw8PNyaXupwOPjqq68wmUykpaUBMGvWLBITE4mKipLR6UZc6/TrBx98kIiICJKTk+sdLy0t5YUXXiAuLg61Ws3p06f561//SklJCUeOHLllyu0LIa47meIoRGu1a9cuxowZw913301aWpqEM/GL+Pv7M3v2bGbPno3VasVkMvHxxx/z1FNPMWHCBHQ6HQ899NBVI2Rt27YlIiKCiIgIKisrsdlsnDt3jpycHEJDQ1Gr1cr0sYbcTtMgf+6m31dubuxwOJRtEfz8/PDy+u/Xt9Pp5PTp05hMJsxmMzabjWnTprF69WrGjRtX71zh2rVMvz5x4gR79uxh69atV/2+Nm3acPjwYT7++GOKioro1KkT48eP58UXX5RwJoRolIygCSGEcOnkyZMYDAaSkpLIzc1l2rRp6HQ6RowY0WgVup+Weg8PD0ej0TRa6v1KrSWsuRPKqqurlT+rK6c41m1xcOV+Zk8++STHjh1j4sSJxMTE8MMPP5CSksI333zD+PHjSUhIYNq0aY1OfRRCCHFTyRRHIYQQv5zT6eTf//43BoMBk8mEl5cXcXFx6HQ6+vfv7zJ0udosWa1W4+/v3yorQboTympra8nLy8NisXDx4kU6duyIWq1udJNwuLw+6M0332THjh0cOXJE2bD8mWeeYdiwYbKuTAghWj4JaEIIIa6v2tpatm/fjtFoJCMjg4iICHQ6HVqtttHKkg6Hg4sXL2KxWMjLy8Pb21spduHj49Pk+7bksOZOKHM4HBQUFGC1WsnNzcXHxweNRoNarW70+qurq/n8888xm81s2rSJbt26odfriYuL49ixYyQnJ7N+/Xruvvtu9Ho98fHxdO3a9XpenhBCiOtHApoQQogbp7y8nHXr1mEwGNi6dSuDBg1Cp9MRGxtLaGioy3Z166msVisFBQUEBASg0WiaHEGq01LCWlPBrG4E0WKxYLPZlBFEjUaDn59fo8U+9u/fj8lkIj09HW9vb3Q6HYmJiQwYMOCqdpcuXWLt2rUkJSVx/Phxzpw5IwVBhBCiZZKAJoQQonnk5+eTkpKC0WjkwIEDjB07Fp1Ox+TJkxtdE1VdXY3NZsNisTS4BqspzR3W3Bktq1uDZ7FYqK2tRaVSoVarG12D53Q6ycnJwWQykZKSQlFREbGxsSQmJjJy5Ei3/iwAKisr3druQAghxE0hAU0IIUTzO3PmDElJSRiNRn744QemTp2KVqtlzJgxjVYVrKioqFdmPjw8HLVaTUhIiFsjQjcqrLkTyiorK5W1dmVlZYSGhqLRaAgNDXXZd6fTyYULF0hNTcVkMpGTk8NDDz1EYmIikydPdmvq561k5cqVLF26FKvVSr9+/VixYgVRUVENnrt69Wp+85vf1DvWvn17KisrlZ+dTifPP/88H3zwAUVFRQwfPpx3332Xnj173tDrEEKIX0ACmhBCiJvH6XRy6NAhDAYDycnJ1NbWKsVF7r///kZHk0pLS7FYLFitVhwOh1v7gNW5HkHNnVBWU1OjbDJdVFTk9j5wRUVFZGZmYjKZ2Lt3L8OHDychIYFZs2Y1uu/crcxkMjF79mxWrVpFdHQ0y5cvJyUlhRMnThAeHn7V+atXr+bJJ5/kxIkTyjEPDw+l7D3Aa6+9xpIlS/j444/p3r07zz77LEeOHOHYsWMyiiiEaKkkoAkhhGgZ7HY7O3fuxGAwkJaWRlhYGFqtFp1O1+iIh9PppLCwEKvVis1mo23btkpY8/Pza/J9f05YcyeU2e128vPzsVqt5OXl4efnpxT7aGx/q8rKSj777DNMJhOfffYZvXr1Qq/Xo///7d1rUNRVHwfwrxC4hrd1bHfZFUMlNVFcRV1u5jStrnZBxttCNEiTOmNlOoqmpsCTkwrxQhInHS+htcaKjpjprOVOqAVBqaSilo4VluzKxYUAmdX97/Oix33cuAgpy658PzMMejznzzm8EL+e8/+duDgEBAQ89hUYVSoVxo8fj6ysLAB/v2cXEBCARYsWYeXKlU36Z2dnY8mSJbBYLM0+z263Qy6XY9myZUhKSgIA1NTUQCqVIjs7G7GxsR23GCKif48BjYiI3E9jYyOOHDkCnU6HI0eOYOTIkdBqtZg1axZkMlmL4wRBQGVlJcrLy1FZWQk/Pz9HWGvLjklzYa0tocxut6O6utpRgdHHx8cRylp7v85ms+G7775DTk4ODh06hD59+iA2NhavvfYagoODH/tQdo/VasWTTz6J/fv3IyYmxtE+d+5cx27iP2VnZ2PevHlQKBQQBAFjx47F+vXrERwcDAC4du0ahgwZgrNnz0KpVDrGTZo0CUqlEpmZmR2/MCKi9nvgX/wtvwhARETUQUQiEWbOnImZM2fi1q1bOHDgAHQ6Hd577z1MmjQJWq0W0dHR6NWrl9M4Ly8vSCQSSCQS3Llzx1EJ8urVq+jbty/8/f1bPV7YljB2j91ux19//eWowGi32yGVSjF27Fj07t271eOZFy5cQE5ODvbv34+GhgbMnj0bhw4dQlRUVJesrlhZWQmbzeZ0PBEApFIpLl++3OyYYcOGYdeuXQgJCUFNTQ0yMjIQERGB0tJSDBgwACaTyfGMfz7z3p8REXkiBjQiIupUYrEY8+bNw7x583D9+nXk5ORgy5YtWLx4MV566SVotVqo1eom5fd9fHygUCigUCjQ2NgIs9mM69ev49KlS3jqqacgk8nQv3//Nlc/vKehocFR7KOxsRESiQQjRoxAv379Wi32UVZWhtzcXOzbtw/Xrl3DK6+8gqysLEybNq1NVweQs/DwcISHhzt+HxERgWeffRbbtm3DunXrOnFmREQdq+v9Nx4RUSfbsmULAgMDIRKJoFKpUFxc3GLf7du3Y+LEiRCLxRCLxVCr1a3293QBAQFYvnw5SkpK8MMPPyAoKAhJSUkYMmQIFi9ejIKCAgiC0GScSCTC008/jbCwMISHh8PPzw9XrlzByZMnUVpaiurqarR2pN9qtaKsrAzFxcUoKChATU0NBg8ejEmTJmHkyJHNVmK02+2oqqrCjh07oNFoEBISgm+//RZJSUkwmUzQ6/WYPn06wxngCMpms9mp3Ww2t3qk9X4+Pj4YM2YMrl69CgCOcQ/zTCIid8SARkTkQnq9HkuXLkVKSgrOnDmD0aNHQ6PR4ObNm832z8/PR1xcHL755hsUFhYiICAAU6ZMwZ9//unimbtecHAwNmzYgGvXruHQoUPw8vKCVqtFcHAwUlJScPHixWbH+fn5ISgoCJGRkRgzZgy8vb1x7tw5nDp1Cr/88gtqa2tht9tx9+5dlJeX48yZMzh58iTMZjP8/f3x3HPPYcyYMZDJZM3uvjU0NGD//v3QarUICgrCp59+ihkzZuD333/HsWPHkJiYiN69e3f0t8ej+Pr6IjQ0FEaj0dEmCAKMRqPTLllrbDYbzp8/D39/fwDAoEGDIJPJnJ5ZW1uLoqKiNj+TiMgdsUgIEZELtbeS3T/ZbDaIxWJkZWUhISGho6frdqxWKwwGA3Q6Hb744gsMHToUc+bMwZw5c6BQKFocJwgCqqurUV5ejps3b6Jbt24QBAE9evSAXC6HTCZr9c6xu3fv4sSJE9Dr9Th8+DAkEgliY2MRHx+PYcOGdZliHw9Dr9dj7ty52LZtGyZMmIBNmzZh3759uHz5MqRSKRISEqBQKLBhwwYAwPvvv4+wsDAEBQXBYrHgww8/RF5eHk6fPo0RI0YA+LvM/saNG53K7J87d45l9onInbFICBGRu7BarTh9+jRWrVrlaPPy8oJarUZhYWGbntHQ0IA7d+6gX79+HTVNt+br64vo6GhER0ejtrYWBw8exGeffYbU1FRERERAq9UiJiYGffv2dYwRBAEnT56ERCJBVVUVfHx80KtXL9y9excWiwUVFRUoLy9HYGAg5HK507iSkhLk5OTgwIEDEAQBs2fPhsFggEql6pLFPh6GVqtFRUUFkpOTYTKZoFQqYTAYHEU+ysrKnL6nt27dwvz582EymSAWixEaGoqCggJHOAOAFStWoL6+HgsWLIDFYkFUVBQMBgPDGRF5NO6gERG5yI0bN6BQKFBQUOB0BGvFihU4ceIEioqKHviMN998E8eOHUNpaSn/EXqf8vJy6PV66HQ6nD9/HlOnTkVUVBQuXbqEI0eOoK6uDrm5uRg1ahTEYrFjx8tqtcJsNmPDhg3Q6XQYN24cNBoNbt++jby8PNy4cQPTp0/Hq6++ismTJ7d6+TQREVEbcAeNiOhxsXHjRuTk5CA/P5/h7B/8/f2xZMkSzJ49G5mZmdizZw8OHz6MoUOHIjIyEgkJCZg4cWKTXS9fX18MGDAAqampGDhwIIxGIzZv3oyamhqoVCqsX78e0dHRDGZEROQyPJ9BROQiD1PJLiMjAxs3bsRXX32FkJCQjpymx7FYLNixYweef/55BAYGoqSkBGlpaaiurkZ2djbkcjnmz5+P4cOHY/Xq1fjpp59gt9tRV1eHzz//HDNmzMDQoUNx/PhxxMbG4uLFi/jxxx8RFRWFJUuWQC6X46233kJBQUGrlSCJiIgeBR5xJCJyIZVKhQkTJmDz5s0A/n7PaeDAgXj77bdbLBKSnp6ODz74AMeOHUNYWJgrp+sR0tPTkZubi/j4eGi1WkeVv/vduXMHx48fh06nQ15eHnx9fXH79m0EBgYiLi4O8fHxGDx4cJNiH4Ig4NSpU9DpdDh69CguX76Mnj17umppRET0+HngEUcGNCIiF2pvJbu0tDQkJydj7969iIyMdDynZ8+eDAr/IwhCuwp21NfXY/Xq1Zg8eTJefPHFNo9t79chIiJqxgMDGn/SEBG5kFarRUZGBpKTk6FUKlFSUtKkkl15ebmj/8cffwyr1YpZs2bB39/f8ZGRkdFZS3A77Q1Nfn5+yMzMxMsvv9yuse4ezh71BeiJiYno1q2b08fUqVM7ehlERF0ed9CIiIg8nF6vR0JCArZu3QqVSoVNmzYhNzcXP//8MyQSSZP+8fHxiIyMREREBEQiEdLS0nDw4EGUlpY67pNLTEyE2WzGJ5984hjXvXt3iMVil62LiOgxxCOOREREj7uOuAA9MTERFosFeXl5HTp3IqIuhkcciYiIHmf3LkBXq9WOtkd1AXp+fj4kEgmGDRuGhQsXoqqq6pHOnYiImmJAIyIi8mCVlZWw2WyO9xjvkUqlMJlMbXrGu+++C7lc7hTypk6dij179sBoNCItLQ0nTpzAtGnTYLPZHun8iYjIGS+qJiIi6sJaugA9NjbW8etRo0YhJCQEQ4YMQX5+Pl544YXOmCoRUZfAHTQiIiIP5qoL0AcPHoz+/fvj6tWrDz1nIiJqGQMaERGRB/P19UVoaCiMRqOjTRAEGI1GhIeHtzguPT0d69atg8FgwLhx4x74df744w9UVVU1exE4ERE9OgxoREREHm7p0qXYvn07du/ejUuXLmHhwoWor6/H66+/DgBISEjAqlWrHP3T0tKwdu1a7Nq1C4GBgTCZTDCZTKirqwMA1NXVYfny5fj+++/x22+/wWg0Yvr06QgKCoJGo+mUNRIRdRV8B42IiMjDabVaVFRUIDk5GSaTCUqlsskF6PdftH3/Bej3S0lJQWpqKry9vXHu3Dns3r0bFosFcrkcU6ZMwbp169C9e3eXro2IqKvhPWhERERERESuwXvQiIiIiIiIPAUDGhERERERkZtgQCMiIiIiInITDGhERERERERuggGNiIg6zZYtWxAYGAiRSASVSoXi4uJW++fm5mL48OEQiUQYNWoUjh496nFztNvtSE5Ohr+/P3r06AG1Wo0rV6505BKIiMiDMKAREVGn0Ov1WLp0KVJSUnDmzBmMHj0aGo0GN2/ebLZ/QUEB4uLi8MYbb+Ds2bOIiYlBTEwMLly44FFzTE9Px0cffYStW7eiqKgIfn5+0Gg0aGxs7LB1EBGR52CZfSIi6hQqlQrjx49HVlYWAEAQBAQEBGDRokVYuXJlk/5arRb19fX48ssvHW1hYWFQKpXYunWrR8zRbrdDLpdj2bJlSEpKAgDU1NRAKpUiOzsbsbGxHbIOIiJyGyyzT0RE7sdqteL06dNQq9WONi8vL6jVahQWFjY7prCw0Kk/AGg0mhb7u+Mcf/31V5hMJqc+ffr0gUql6rB1EBGRZ2FAIyIil6usrITNZoNUKnVql0qlMJlMzY4xmUzt6u+Oc7z32ZXrICIiz8KARkRERERE5CYY0IiIyOX69+8Pb29vmM1mp3az2QyZTNbsGJlM1q7+7jjHe59duQ4iIvIsDGhERORyvr6+CA0NhdFodLQJggCj0Yjw8PBmx4SHhzv1B4Cvv/66xf7uOMdBgwZBJpM59amtrUVRUVGHrYOIiDyLd2pqalv7trkjERHRg/Tu3Rtr165FQEAAunfvjrVr16KkpAQ7d+5Ez549kZCQgOLiYkdBDYVCgTVr1sDPzw/9+vVDVlYW9Ho9du7cCYlE4hFz7NatG2w2G9avX48RI0bAarXinXfeQUNDAzZv3ownnniiQ9ZBRERu4z8P6sCfBERE1Cm0Wi0qKiqQnJwMk8kEpVIJg8HgKKBRVlYGL6//H/SIiIjA3r17sWbNGqxevRrPPPMM8vLyMHLkSI+a44oVK1BfX48FCxbAYrEgKioKBoMBIpGow9ZBRESeg/egERERERERuQbvQSMiIiIiIvIU7Tni+MC0R0RERERERP8ed9CIiIiIiIjcBAMaERERERGRm2BAIyIiIiIichMMaERERERERG6CAY2IiIiIiMhNMKARERERERG5CQY0IiIiIiIiN8GARkRERERE5CYY0IiIiIiIiNzEfwFMcHn8donIcQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Our initial condition is 0 everywhere, except at the boundary\n", "p = np.zeros((ny, nx))\n", "\n", "# Boundary conditions\n", "bc_right = np.linspace(0, 1, ny)\n", "p[0, :] = 0 # p = 0 @ x = 0\n", "p[-1, :] = bc_right # p = y @ x = 2\n", "p[:, 0] = p[:, 1] # dp/dy = 0 @ y = 0\n", "p[:, -1] = p[:, -2] # dp/dy = 0 @ y = 1\n", "\n", "plot_field(p, ymax=1.0, view=(30, 225))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "p = laplace2d(p, bc_right, dx, dy, 1e-4)\n", "plot_field(p, ymax=1.0, view=(30, 225))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OK, nice. Now, to re-create this example in Devito we need to look a little bit further under the hood. There are two things that make this different to the examples we covered so far:\n", "* We have no time dependence in the `p` field, but we still need to advance the state of p in between buffers. So, instead of using `TimeFunction` objects that provide multiple data buffers for timestepping schemes, we will use `Function` objects that have no time dimension and only allocate a single buffer according to the space dimensions. However, since we are still implementing a pseudo-timestepping loop, we will need two objects, say `p` and `pn`, to act as alternating buffers.\n", "* If we're using two different symbols to denote our buffers, any operator we create will only perform a single timestep. This is desired though, since we need to check a convergence criterion outside of the main stencil update to determine when we stop iterating. As a result we will need to call the operator repeatedly after instantiating it outside the convergence loop.\n", "\n", "So, how do we make sure our operator doesn't accidentally overwrite values in the same buffer? Well, we can again let SymPy reorganise our Laplace equation based on `pn` to generate the stencil, but when we create the update expression, we set the LHS to our second buffer variable `p`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Equation is not affine w.r.t the target, falling back to standardsympy.solve that may be slow\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Update stencil:\n", "Eq(p(x, y), 0.5*(h_x**2*pn(x, y - h_y) + h_x**2*pn(x, y + h_y) + h_y**2*pn(x - h_x, y) + h_y**2*pn(x + h_x, y))/(h_x**2 + h_y**2))\n", "\n" ] } ], "source": [ "from devito import Grid, Function, Eq, solve\n", "\n", "# Create two explicit buffers for pseudo-timestepping\n", "grid = Grid(shape=(nx, ny), extent=(1., 2.))\n", "p = Function(name='p', grid=grid, space_order=2)\n", "pn = Function(name='pn', grid=grid, space_order=2)\n", "\n", "# Create Laplace equation base on `pn`\n", "eqn = Eq(pn.laplace, subdomain=grid.interior)\n", "# Let SymPy solve for the central stencil point\n", "stencil = solve(eqn, pn)\n", "# Now we let our stencil populate our second buffer `p`\n", "eq_stencil = Eq(p, stencil)\n", "\n", "# In the resulting stencil `pn` is exclusively used on the RHS\n", "# and `p` on the LHS is the grid the kernel will update\n", "print(\"Update stencil:\\n%s\\n\" % eq_stencil)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can add our boundary conditions. We have already seen how to prescribe constant Dirichlet BCs by simply setting values using the low-level notation. This time we will go a little further by setting a prescribed profile, which we create first as a custom 1D symbol and supply with the BC values. For this we need to create a `Function` object that has a different shape than our general `grid`, so instead of the grid we provide an explicit pair of dimension symbols and the according shape for the data." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "x, y = grid.dimensions\n", "bc_right = Function(name='bc_right', shape=(ny, ), dimensions=(y, ))\n", "bc_right.data[:] = np.linspace(0, 1, ny)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can create a set of expressions for the BCs again, where we want prescribed values on the right and left of our grid. For the Neumann BCs along the top and bottom boundaries we simply copy the second row from the outside into the outermost row, just as the original tutorial did. Using these expressions and our stencil update we can now create an operator." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from devito import Operator\n", "\n", "# Create boundary condition expressions\n", "bc = [Eq(p[0, y], 0.)] # p = 0 @ x = 0\n", "bc += [Eq(p[nx-1, y], bc_right[y])] # p = y @ x = 2\n", "bc += [Eq(p[x, 0], p[x, 1])] # dp/dy = 0 @ y = 0\n", "bc += [Eq(p[x, ny-1], p[x, ny-2])] # dp/dy = 0 @ y = 1\n", "\n", "# Now we can build the operator that we need\n", "op = Operator(expressions=[eq_stencil] + bc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now use this single-step operator repeatedly in a Python loop, where we can arbitrarily execute other code in between invocations. This allows us to update our L1 norm and check for convergence. Using our pre-compiled operator now comes down to a single function call that supplies the relevant data symbols. One thing to note is that we now do exactly the same thing as the original NumPy loop, in that we deep-copy the data between each iteration of the loop, which we will look at after this." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "code_folding": [] }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2gAAAIkCAYAAABr+wieAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzde4xk2V0n+O+NR8b7cW/kqyqzqjKrup7totvduHvdtlgYG3mAaQSsJWSPGBgWkOX1rsGzmjUMHmsGAYNmMWY9gDWwloWAFWh2hDRrC2R1Y1DbbRsad1d1Pbq63t1dlVUZj3xFRkbc1/6Rc27diIyIjMh4nRPx/UhWuzOrsk5n3Yy43/s7v9/RXNcFERERERERjV5g1AsgIiIiIiKiXQxoREREREREkmBAIyIiIiIikgQDGhERERERkSQY0IiIiIiIiCTBgEZERERERCQJBjQiIiIiIiJJMKARERERERFJggGNiIiIiIhIEqEufq07sFUQERERERGNP22/X8AKGhERERERkSQY0IiIiIiIiCTBgEZERERERCQJBjQiIiIiIiJJMKARERERERFJggGNiIiIiIhIEgxoREREREREkmBAIyIiIiIikgQDGhERERERkSQY0IiIiIiIiCTBgEZERERERCQJBjQiIiIiIiJJMKARERERERFJggGNiIiIiIhIEgxoREREREREkmBAIyIiIiIikgQDGhERERERkSQY0IiIiIiIiCTBgEZERERERCQJBjQiIiIiIiJJMKARERERERFJggGNiIiIiIhIEgxoREREREREkmBAIyIiIiIikgQDGhERERERkSQY0IiIiIiIiCTBgEZERERERCQJBjQiIiIiIiJJMKARERERERFJIjTqBRAREQ2L67qwLAu2bSMYDCIYDELTNGiaNuqlERERAWBAIyKiMea6Lmzbhm3bsCwLlmXBcRzYto2pqSmEw2FomoZgMIhAIIBAIMCwRkREI8WARkREY8N1XS+AVSoVbG9vIxqNwnVdr1IWDAZh27b3767rwjRNaJoGy7JQrVaRyWQY2IiIaCTYg0ZEREpzHAemaaJSqWBzcxObm5vY2trCysoKrly5gkAggFAohFAo5G1pFDRNQyAQ8D6+tbWFV155xQtq1WoVtVrNq7y5rjvC/1IiIpoErKAREZFSxLZFsWXRsiy4rutVyUQgE6ErEOjsWaQIbuL3iK8p/ixRcfMHOvavERFRvzGgERGR1Fr1kfkDWTdbEW3bxvr6OpLJpNeD1ow/fInKmX/IiPg17F8jIqJ+YkAjIiKp+PvILMuCaZpwHMf7vAhF+4Uhf7ja2tpCsVhEsVjE+vo6gsEgLMtCNBpFLpfD9PQ0DMPY92s1C2yifw1AXXWNgY2IiA5C62I/PTfeExHRQPgDmahQiVAmgk432wl3dnZw584dPHjwAJqmwXEcZLNZGIYBwzAQDAYRDoextbWFfD6PQqGAra0txONx1Go1vPvd74au6x1vj/QHNv9AElFZ8/83EBHRRNv3jYABjYiIhq5ZH5kIZP7qU6eBxrIslEolFItFlEolVCoVRKNR2LaNd73rXUin03Vhq1qtIhKJYGpqqu5jd+7cwZ07dxAKhWCaJnRdx/T0NHK5HFKpVMfrEUFN/H/2rxER0X+37ws/tzgSEdHAiW2LjYHMH15CoVDHgcVxHGxsbHjbFjc3NxGLxaDrOk6cOAFd11EsFnH37l1ks9k9v9+wnkM58krdxyKRCKanp3H//n183/d9H8rlslddu379OoLBIHK5nLclMhqNtlxfJ/1r/uoat0MSEZHAgEZERH0nKkj+QGbbthdWRCUJQEfBxHVdbG9ve4FsbW0NgUAAuq7j8OHDMAyjbWBqJlF+GubUxaaf0zQNyWQSyWQSS0tLcBwHa2trKBQKeOutt3Dp0iXE4/G6/rVQqPlbaqv+Ncdx6nrrxPeE2yGJiCYbAxoREfWF6COzbRumadYFsoNsW6zVal4gK5VKME0TmUwGhmHg+PHjSCaTPYeYcOk8TL15SPMLBAJe/9rJkydhmiaKxSIKhQKuXr2KSqWCTCbjBTZx0HUzzQKbfzAK+9eIiCYbAxoRER2If/y9aZpN+8i6HX+/trbmBbKtrS2kUinouo6zZ88ik8l4Vbdu1rgff0jrtC87HA5jbm4Oc3NzAIBKpYJCoYB8Po+7d+/CcRxvO2Qul0MikTjQOH//59m/RkQ0GRjQiIioI836yK5du4YjR44gEol03Ufmui42Nzfrxt9HIhHouo5jx45B1/W6IR6D5A9pBwk+sVgMi4uLWFxchOu62NjYQKFQwMOHD/HGG29gamqqLrBFIpGmX6fdOH/2rxERTQYGNCIiaqqTPrKVlRUcOXKkZf9Vo0qlUrdtEQB0Xcfs7CzOnDmDWCw2srARLp0H8PWev46machkMshkMjh+/Dhs20apVEKhUMDt27dx4cIFpFIpL6yJsf+tvpb/n439a2LISuNh2QxsRETqYkAjIiJPv/vITNP0xt8Xi0VUq1VkMhnouo6jR48ilUp1fNbYMMwHvh+X8Ht9/ZrBYBDT09OYnp4GsNtbVygUUCgUcOnSJVSr1bpx/ul0uu12SP8/RYgWRxawf42ISH0MaEREE6xZH5n/sOX9ttA1ftxxHKyvr9eNv08kEjAMA6dOnUI2m+242jYqHzj/v8DE/oNDDmpqagqHDh3CoUOHvOmUYpz/zZs3oWla3XbIeDze8mt1278mwjADGxGRvOR+lyQior7yTwu0LAumae45j0wMouhUuVxGoVDwxt+HQiEYhoHFxUUYhtGy30pmnU537JWmaUgkEkgkEjh27JgXcAuFAu7du4fLly8jFovVBbZwONzya/n/yf41IiI1aZ1OrALQ8S8kIiJ5NAayxj6ybqcCVqtVr0L24MED7zwyXddhGEbbiYXD9PDhQ9y5cwfvec979nwuUX66o68xjJDWjmVZ3jj/QqGAra2tunH+2Wy24y2i/sAm/sn+NSKiodv3RZYVNCKiMeOvmIjhHo3bFru5Ebcsyxt/XywWsb29jXQ6DV3XEQwG8eSTTyKTyQz4v6p7/Qgaw6qktRIKhTA7O4vZ2VkAwM7OjhfWXn31Vdi2Xde/1u5suE7610zThKZpiMViDGxERCPCgEZEpDh/H5kIZOI8MgBdb2VzHKdu/P3Gxgai0ah3QLSu6942u3v37o39DfxG4TjSuZujXgYAIBqNYmFhAQsLC3BdF1tbW8jn88jn83jzzTcRCoXqtkNGo9GWX6tZ/9rNmzfhOA7Onj3r/Rp//9q4/10TEcmAAY2ISDH97iNzXXfP+HtN02AYBubn53Hu3DnEYrGmv3dSbthlCmmCpmlIpVJIpVJYXl6G4zjeOP+7d+/i4sWLSCaTdeP8Ww1o8f89+oMY+9eIiIaPAY2ISAHNApmokh2kf6hWq9WNv6/Vashms9B1HUtLS0ilUl0FvEkgY0jzCwQCXhgDdv+ORf/a1atXUalUkM1mvf61dDq9p3/Ndd264NXu/LVmYY2BjYiodwxoREQS8vcGteojC4VCHd8Q27ZdN/5+a2sLyWQShmHgzJkzyGazLQ9LbmfSbshlD2l+U1NTmJ+fx/z8PABge3sbhUIB+Xwed+7cgeu6MAzD618T4/yb/Z3y/DUiouFhQCMikkCzPrLNzU1cv34dTzzxRNdbykR/kghk6+vrCIfDMAwDR48ehWEYmJqa6nndmqZJXUEbxNpUCml+8Xgc8XgcR44cgeu62NjYQD6fx8rKCq5cuYJIJIJAIIBkMolardb2+mh3/po/zDVOiCQiov0xoBERjUCrPjJB3ACXy+WOD3auVCretsVSqQTHcaDrOmZmZnDq1CnE4/GB3CTLHNAGRdWQJmiahkwmg0wmgxMnTsC2bRSLRbzxxhtYW1vDiy++iHQ67W2ZFBM7W30t/z/9gU1MhQTgDRvxTxIlIqK9GNCIiIbEH8jE4IV2fWSBQKBt+DFNs278/c7ODtLpNAzDwJEjR5BKpTo+I+ugxv0mu+CUW35O9ZDmFwwGMTMzg/v373tVNjHO/+LFizBNs26cf7sexXb9a7ZtczskEdE+GNCIiAak1z6yxu2DjuNgfX3dq5Jtbm4iFovBMAycPHkS2Wy242pbv8i+xZG6p2kaIpEIDh8+jMOHD8N1XZTLZa9/7fr16wgGg3X9a62mfIqv5/9nu/41UWFjYCOiScaARkTUJ2Lboj+Q9TL+HtgNZW+99RaKxSLW1tYQCARgGAYWFhag63rbc66ouUT56b59rXGqogG711vj9alpGpLJJJLJJI4dO+Y9KMjn83j77bdx6dIlxGIxL6wZhuGdk9dMu/41jvMnImJAIyI6sMY+MnGDKW46RUUA6HwrYLVa9SpkhUIBAFAoFLxDopPJpFQ3q6ygjV9I2+/6CgQC0HUduq7j5MmTME3Tu16vXbuG7e1tZDIZr38tm8223GrbyXZI8Wf6D8uW6WeAiKjfGNCIiLogbhxt24ZpmnWBzD/8oJvx9/4+snK5jFQqBcMwcOrUKVy6dAlPPPGE1Dekkx7QgPEJaaLa241wOIy5uTnMzc0B2B1WI/rX3nrrLdi2DcMwvPPXEolEV/1r/gch7F8joknAgEZE1IZ//L1pmt62RQB1N4rdjL/f2NjwqmTr6+uIRCIwDAPLy8vQdd3bHlar1bzfI+sNqKzrAoa/tnEIaf241mKxGBYXF7G4uAjXdbG5uYlCoYDV1VVcu3YN4XDYC2u5XA6RSKTl12oMXyKwWZZV93n2rxHROGFAIyLy6aSPrJsDol3X3TP+HgB0Xcfc3BzOnDnjHRDcqHHbl6xkX9+wrNgaVh6ewKnZG6NeyoH1+2GApmlIp9NIp9NYXl72Ksb5fB63b9/GhQsXkEwmvbCm63rbQTfsXyOiScCARkQTzf9Evl99ZKZpeoGsWCyiWq0ik8nAMAwcO3as7YhyP/FrHMdpeQbVqPHmd69rCoe0QVdrg8Gg15sG7FaJxXbIS5cuoVqtQtd1r8KWTqcPNM7f/1Cl8bBsXrNEJDsGNCKaOP3uI3McB2tra3Xj7xOJBAzDwOnTp5HNZg8UsFSooHFISHOqhrRhb6edmprCoUOHcOjQIbiui+3tbS+w3bp1C5qm1fWvtao2A92N82dgIyKZMaAR0dhr1kdmWRb+/u//Hk8//TQikUjXfWRbW1teIFtbW0MoFPIOiNZ1vW1fTadUCGjUmoohbZT9jpqmIZFIIJFI4OjRo3AcBxsbGygUCrh//z6uXLmCaDTqhTXDMDA1NdX267XaDun/vH9CpPg4EdEoMaAR0dhpHH9vmmbTPrJareY9Sd/Pzs6O10NWLBbhOA6y2SxyuRxOnjyJeDze9xs7FQKa7BW0Ua9NtZAm00CaQCCAbDaLbDaLEydOwLIslEol77Dsra2tunH+uq53Pc6f/WtEJCMGNCIaCyKQiQpZYx9Z43Ymf79KM+JmUASySqXijb8/f/480ul0R8GuF2K9ow4Z+5F9faOmUkiTKaA1CoVCmJmZwczMDIDdhyZiO+SFCxdgmmbddsh2Zwa2618rlUq4f/8+zpw5w/41IhoJBjQiUpL/ybfYsih6TjrpIxO/xn9jtrGx4VXJNjY2EI1GYRgGTpw4gWw2642/HybZAxpvWDujSkiTOaA1ikajWFhYwMLCgrftWAS269ev1w0kmZ6eRjQabfm1/IGtVqthbW0NANi/RkQjwYBGRErw95H5x98LBzmPDADu3buH7e1tlEolBAIB6LqOQ4cO4dy5c4jFYgP5b+mG7AENYAWtUyqENJUCmp+maUilUkilUlhaWvIG94jDsl9//XUkEglvnL9hGC3H+TuOU7f1uXE7pD/M+fvXVPy+EZGcGNCISEqd9JGJg2k7VavV9vSRlUolzM7OYnl5ue2WqFGRPaDJvj7ZyB7SVA1ojQKBAAzDgGEYOHnyJEzTRLFYRD6fx9WrV1GpVLwe0lwuh0wm4wUyEdAE9q8R0bAxoBGRNJoFMlElO8i2InEorghkW1tbSCaTMAwDZ8+exeXLl3Hq1ClkMplB/mf1RPYAxJvQ7skc0sYloDUKh8OYm5vD3NwcANSN879z5w5c1/X610zTbPs96OT8tWZhbRy/r0Q0GAxoRDQynfSRhUKhrrYtbm5uelWytbU1TE1NeQdE67peN5Y7EAi0HBIiC9kDGsAtjgcha0gb14DWKB6PIx6P48iRI3Bd1xvn//DhQxSLRWiahosXL3pbIvcb5+//J89fI6JeMaAR0dC06iPzB7JutwZVKpW6bYuu60LXdczMzOD06dOIxWItv54qAU3mNcp8kynz2lasFFbuPYnvO/zqqJdSZ1ICmp+machkMshkMjh+/Dhu3LiBfD6Pqakp3Lx5E6+99hpSqZQX1nRdb3vwfLvz1/xhrnFCJBGRwIBGRAPTqo9MOEgfmWmadePvd3Z2kE6nvUOiU6lUx+Pv/VMcZSV7BU329VF3JjGgNROLxXD69GmcPn0a1WrV2w75+uuvo1arQdd1r38tnU53Pc7fdd26rZRi2Ih/Ai0RTS4GNCLqK38gE9sXe+kjcxwH6+vrdePvE4kEdF3HyZMnkc1mW05j24/s1SmAAWjc/Z1kVTQGtN3XHP/3IBKJ4PDhwzh8+DBc10W5XPYC282bN6FpmhfWcrkc4vF4y6+9X/+a+By3QxJNNgY0IuqJv9dC/O/evXuoVqtYWlo6UB9ZuVz2AlmpVEIoFIKu61hYWMD58+cRiUT6snZVtjjKHNBkX58KZAppDGh7pzj6aZqGZDKJZDKJY8eOeQ+QCoUC7t27h8uXLyMWi3lnrxmG0fb8xG7610SFjYGNaPwxoBFRV8S2RX8gaxx/b9s2qtVqx5WtarWKYrHohTLLspDNZr1DohOJxEBuSFQIFypsw5R9fcOwYnd+fa5YqT0fkyWkMaC1D2iNxNmJuq7jscceg2VZ3jj/a9euYXt7G+l02utfy2azbb92u/41jvMnmhwMaETUVmMfmf9GQYyTFg3z4kYhGAy2rUxZloW1tTUvkJXLZaRSKRiGgccff7zuTKJBYgWtd+N8c1hwykP982QIaQxou9+DdkNA2gmFQpidncXs7CwAYGdnB/l83jsw27Ztb5x/Lpdre/Ziu+2Qtm3v6V/jdkii8cGARkR7iBsA27ZhmiZs2/ZuDvxN7J1OR3Qcxxt/XywWsbGxgWg0Cl3Xsby8DF3X224DGhQVqlOyBzRA7gqazGtrZtQhjQFt9/WqX69H0WgUi4uLWFxchOu62NraQj6f9yps4XC4rn8tGo22/FqttkP6Axv714jGAwMaEdWNvzdN09u2CNQ3rHf6Rq9pGmq1Gt5++20Ui0Wsra0BAHRdx/z8PM6dO4dYLDaw/55OqTIkROY1qhAgVTPKkMaA1t0Wx25omoZUKoVUKoXl5WU4joNSqeQdln3x4kUkk0mvf03X9bbbxBvDlwhslmXVfZ79a0TqYUAjmkCd9JF1M9gDAGq1mjf6Pp/PwzRNBINBGIaBpaUlpFIp6W4MuMWxd7L9nY6LUYU0BrTBBbRGgUDAq5ydOnUKtVrNe/28fPkydnZ2kM1mvf61TCbT9u+G/WtE44MBjWgC+J+s+vvIxJt4sz6y/di2XTf+fnNzE8lk0pu2uLq6iqeeempg/039wC2O/SH7+vwS5adHvYSOjSKkMaANL6A1mpqawvz8PObn5wEA29vbXv/a7du34brunnH+B+lf8z+Mazwse9L/7olkwYBGNKZ67SNrJPonRB/Z+vo6wuEwdF3HkSNHYBgGpqamAADFYhEPHz4c2H9bv8i+fRCQP6Dxhm6whh3SGND2noM2KvF4HEePHsXRo0fhui42NjaQz+exsrKCK1euIBqN1gU28frbTDfj/BnYiEaPAY1oTDTrIxNvwgfpIwN2J5D5x987jgNd1zE9PY1Tp061fIKrwtZBQI11yh7QALUqaKpZtdP4f9/6PvxPR/5u4H+W/wHOJBtVBa0dTdOQyWSQyWRw4sQJWJbl9a/duHEDr732GtLptNe/ls1m206ibLcd0v95/4RI8XEiGjwGNCJFNY6/N01zTx+ZaAzvlHjTF4GsUqkgnU5D13UsLi4inU53dOOiQvAB1Fin7AFN5hu2xgEKlUoFiRGupxfDCGkMaLtkDGiNQqEQZmZmMDMzA2D3LMlCoYB8Po8LFy7ANE3vYVoul2vbA9xqO6Trurh79y62t7dx8uRJ9q8RDREDGpFCGgd79NpH5jgONjY2vCrZ5uYmYrGYd0D0flPEWgkEAl5Tusy4xbF3Mq9PPLy4evUqisUiqtUq/tkzo17VwQ06pDGg7VIhoDWKRCI4fPgwDh8+DNd1US6Xvf6169evIxgM1m2HbDdF1x/YqtUqqtWq91rJ/jWi4WBAI5KYfwKXZVlYWVmBpmnQdf3AfWTb29teIFtbW0MgEIBhGDh8+DAMw2h7Dk+nVKhMAWqsU+YAJMiyPtd1vfP2CoUC1tfXvZ+TU6dOQdd1YGfUq+zNIEMaA9ou13WVC2h+mqYhmUwimUxiaWkJjuNgbW0NhUIBb7/9Ni5duoR4PO5thzQMo+WDONu260b0A+xfIxoGBjQiifj7yPzj7wURqGZnZzv+mtVqtW7bommayGaz0HUdx48fRzKZ7PsbaTAYrOt/k5UK4Uf2SZOj/vutVqveA4disQjHcWAYBubn57GwsIDbt2/j1KlTI11jvw0qpDGg7VKxgtaOeAhnGAZOnjwJ0zS9hxhXr15FpVJBJpPxAlsmk/H++0VA82vXv+avvvn71yb9miLqFgMa0Qh120cWCoW8Ju5WbNvG2tqad8NaLpeRSqWg6zrOnj2LTCbTtnm8H8Sbu+M4A/+zesEKWn8Mc32iGiCu762tLaRSKeRyOZw/f76uT7JYLA5tXcM2iJDGgLZr3AJao3A4jLm5OczNzQEAKpWK17929+5d7yHH9PQ0qtUqEonWnZvt+td4/hrRwTGgEQ1Zs0AmQsJ+20Oa9Xb5t3WJ8feRSAS6rmNpaQm6rrcdvzwIKgU02cOP7H1yg77REsM9CoWCVwUOhUIwDAPHjh0byfUti36HNAa0XeMe0BrFYjEsLi5icXHRez/J5/N4+PAhCoUCQqEQqtWq178WiURafq1Ozl9rFtYm/ZojasSARjRgjX1kzcbfh0Khjt6ggsEgbNtGpVKpG38PALquY3Z2FmfOnEEsFhvpG54/oMlM9vADyF9BG8T30D9CXAz3yGazyOVyOHHiBBKJRFd9l9QZBrRdkxbQ/DRNQzqdRjqdxvHjx/HKK68gFoshGAzi9u3buHDhglexzuVyMAxj33H+/n+yf42oMwxoRH3Wqo+sl/PITNNEqVTC6uqq93Qzk8lA13UcPXoUqVRKqhsK8QYr+yRHbnGUQ+Nwj42NDW+aqBjuIXMldpT6WUUb9+usU5Mc0Bo5joN0Oo3FxUUAQK1WQ6FQQKFQwKVLl1CtVqHrute/lk6n2763ddq/1jghkmjSMKAR9ahVH5lwkPPIHMfB+vp63fj7RCKBSCSCWCyGp59++kDj74eJ4ac/ZF/jQdfXbrjHuXPn2o4Bp3r9Cmn+3tdJxoD2iG3bdd+LqakpHDp0CIcOHfKmAov+tVu3bkHTNK9/LZfLIR6Pt/za7frXTNP0Pi6GjfgnFxONO7nv8Igk5Q9kYvtip31kzYhza/zj70WfzeLiIgzDQCQSwcOHD3Hnzh3pwxmgRkBTYY0qbMPsJKB1M9yDutePkCbzg4BhEVvweC3uajbFUdA0DYlEAolEAkePHvXO1czn87h37x4uX76MWCxWd/5aOBxu+Wft178mPsftkDQJ5L/LI5KAf898r31kgr+CUCqVYNu212fz2GOPNe2zET1oKggGg9IHC1WGhMi8xlbXPId7DN/v33weHz/+3w78+xlM2IfXqF1AaxQIBJDNZpHNZvHYY4/Bsixv2/L169fx6quveuP8c7kcdF1ve71107/mP6uNf3c0DhjQiJoQ2xb9gazd+PtOWJZVV0HY3t5GOp32Don2nz3TigqhR2B1qj9kD2jAo5taMdxD3JT1MtyDDqaXkCb7dTYM/p0Q1Nsk3lAohNnZWe/czp2dHa9/7cKFC7AsC7que9sh9zuTs13/mnhwyf41GhcMaERo30cmniofpI/MP/5+Y2MD0WgUhmHgxIkTyGazbbd7NKNSBU2FgKbCGmUOaK7rolarYXNzE6+88op0wz1kvDlbsVId/9pVO32gP+OgIY0VNAa0Rt1U0PYTjUaxsLCAhYUFuK6Lra0tr3/tzTffRCgUqtsOGY1GW36tbvvXuB2SVMOARhNLBDLTNFGpVBAMBuu2txykj2x7e9urIJRKJQQCAei6jkOHDvVl8EGzc9BkpcJaVdjiKNsaG4d7WJaFqakpLCwsTOxwjxVbvpu+g4Q0ma6zUWFAq9fPgOanaRpSqRRSqRSWlpbgOI53tMbdu3dx8eJFJJPJunH+7Xqv2/Wv2bbNcf6kHAY0mhjN+sgcx8Hq6ireeecdPP30011viajVal4gKxaLME0TmUwGhmFgaWkJqVSqr28AYouj2GopM1WqUyqscZQ3zvsN9yiVStje3sbCwsLI1kjNdRvSWEHbvd55475L7CwZRhU8EAh4YQzYPVpGbIe8evUqKpWKt11ajPM/SP+aZVnex9m/RjJjQKOx1UkfWSgUQiQS2TNKuBXbtuvG329tbSGZTMIwDJw5cwbZbHagb2biaw/rTbMXKvTLMUTuJYZ7iD6ytbU1BIPBlsM91tfXh7a2gzhouC045T6vZLAemJmmH+8mpLGCxhH7fmIHxCi+H+FwGPPz85ifnwcAb5x/oVDAnTt34LrunnH+vfav+atr7F+jUWNAo7Hhf0LmH38vXozFkzKgvjclFAq13Ion9smLQLa+vo5wOAzDMHD06FEYhjHUSXTijXJQ2076SYXwI9v2wWaGUUFrNdxD9EvuN9xD9u/hpPv9m8/jn+J3MT093baqr0JlftAY0B4R74syvNfE43HE43EcOXIErutiY2MDhUIBKysruHLlCiKRiBfWcrlc2/fl/cb5i5+DxmEjk/6zQcPFgEZKE/vLRb6ZZB0AACAASURBVC+ZP5B12kfWOHijUqnU9ZE5jgNd1zEzM4NTp07t+6RukPwBTXYqBDRRnZL5xnQQAc11XW+ATaFQ6Gm4h6zfN6r3V/gkTn77f/MGMUxPT2N6erruRlbmn4NhYUB7ZJQVtHY0TUMmk0Emk8Hx48dh27b3Wnbz5k289tprSKfTdeP8272edTPOn4GNhoUBjZQiXjRFIGt2Hlm3WxNE1e3q1asolUrY2dnxxt8fOXIEqVRKmjco8VRP9uADqDMkBJD7xrRfAa1xuIfjODAMA/Pz8z0N9xh1jxx17s0T/xd+MvNl5PN53Lp1CxcuXEA6nfbCmhimMMlEDxo92kov+/cjGAxiZmYGMzMzAHZf68R2yNdffx21Wg26rnsPJvbrDW+3HRIA7ty5g4WFBUSjUfav0cAwoJHUWo2/7+U8MsdxsL6+7lXJNjY2AOy+KJ88eRLZbLbttKhRU2XUvgoVNH9Ak9VBA9B+wz32a7LvhszfP6r35+s/g4+f/m84ffo0qtUq8vk88vk8Xn31Va9acPfuXUxPTyMej496uUPHCtojKmylbyYSieDw4cM4fPgwXNdFuVz2AtuNGze8gSRiS2S7h1ON1TXHcfDmm29idna2rj2C/WvUb/LehdLEahzs0UkfWTviBVoEsrW1NQQCARiG4Y0G/9a3voXl5eWh9pMdlAqVKUCNgOZ/05X1RqTTgNbtcI9+ro/UIgaHRCKRunOp7ty5g5s3b+L+/fu4cuUKYrGYV13bb8z5uGBAe0TVgOanaRqSySSSySSOHTvmPaDN5/N4++23cenSJe86F+P8251PKnbsTE1N1R3Nw/416rfxf7Ul6fknKYlQ1rhtsdsXOLGdS4Qyy7JaDj0Qf444z0l2KlXQTNMc9TLaUqGC1m6QSa/DPfpF5u+fX6L89KiXIIUHZhqffeOf49+d/lPvY5qmIR6PIxKJ4Nlnn4VlWd4hwleuXMHOzg50XfcCW7+PEJEFA9oj4xDQGomzSXVdx8mTJ2FZForFIvL5PK5du4bt7W1kMhmvfy2bzdZdD2Kbo3hYwf41GhQGNBo6fx+Zf/y9cJAtArZto1QqeTer5XIZqVQKhmHg8ccfRyaTafmmK552qRB6ADXG1wO766xWq6NeRlv+Cpqs/BW0fg736Of6SE2NIc3ffxUKhTA3N4e5uTkAQLlc9rZD3rhxo+2wEZXxLLhHOj1+RmWhUAizs7OYnZ0FsDskTGyHfOutt2DbNgzD8K514NE9SjPt+tf8YU7sBhJfh6+j1IgBjQZuEH1kYsyuqJKtr68jEonAMAwsLy9D1/W22xQaqRTQuMWxf8T1J/M6LctCrVbDpUuX+jrco184JGS8tHodTiQSSCQS3jaxUqnUcthIY9VBJaygPTKOFbT9xGIxLC4uYnFx0XsgVigUsLq6imvXrnnbGu/du4dcLodIJNLya7Ua58/z16gTDGg0EM0CmbgJPkiZ399fIyplAKDrOubm5nDmzJmeGtrbnYUmG1XCpAoBDZDvLDTRI1EoFLzhHoFAALFYrO/DPfpFpu8fdcdfRet0gqEYspDL5ZoOGxEPEURgU2nYCAPaI5MY0Pw0TUM6nUY6ncby8jJs28bdu3dx48YN3L59GxcuXEAymfT613Rdb9un2cn5a83CGgPbZGJAo75o7CN75513EI/HvR6YQCCAUCjU1QuNaZp1fWTVahWZTMYbetDPHohgMOjtLZedKlscVan0jbqC1m64x9GjRxEIBHDjxg0cP358ZGtsR+abB5nXJhN/SDvI96xx2MjGxgby+bySw0YY0B6ReXjSKASDQSQSCcRiMTz33HOo1Wpe/9rly5e9Pk3x8CKTyew7zt//T/avkZ+8r5Iktf36yB4+fOhtdemUbdt14+83NzeRSCRgGAZOnz6NbDY7sDcLVapSgDrBR6UK2rDX2c1wj1KpJH2FSvb10f4++8Y/x88nfqvnmz//IcInTpxQbtgIA9ojk15Ba8ayLO8Bw9TUFObn5zE/Pw/XdbG9ve31r926dQuaptX1r+1XSe60f61xQiSNJwY06kirPjKhsY+sky2Drutia2urbvx9KBTyDojWdb3t/u5+4hbH/lOp0jfogOEf7lEsFrG+vt7xcA/Ze7x4gzA+/rD8f+Cfab/Y16+p2rARBrRHGND28gc0P03TvD7No0ePwnVdb6u6qCRHo1HvWjcMo+213q5/zTRN7+PsXxtfDGjUkj+Qie2LnfaRhUKhplsGd3Z26rYtOo6DbDaLXC6HkydPIh6Pj+QFRrUtjioENFUqaIPa4iiOehD/E305c3NzOHv2bMfDPWQPaIDcFTSZ1yaj/y/9ebwHf7r/Lzwg2YeNMKA9MglTHLtlWVZHoVXTNGSzWWSzWa+SLK7169evY2try7vWRf9au+/1fv1r4nPcDjk+GNDI49/73Oo8sk77yERAEy9KIpBVKhVv/L1MAw9UCT3A7lplP18MmLytmM2Ge6RSKeRyuZ6uddkDmuzro+41jt8fFBmHjTCgPWLb9sgrmrJpVUHbTygUwszMDGZmZgDsPqwW2yEvXLgA0zTrtkMmk8m+9a+J3U0MbGphQJtgYtuiP5D1Ov7ecRxsbGxgY2MD5XIZ9+7dQywWg67rOHHixL5TjkZFtYCmwlpVqaAddIvjfsM99tvCMuj1DQvf8Adj1U6P9M8fVkjzk2HYSKeTLCcBh4TsddCA1igajdZd61tbW15gu379OoLBoPfwYnp6GtFotO3Xa9e/Ju4X2L+mFvnulGlg2vWRifGuBzmPbHt7u278fSAQQDQaRSQSwXve8559X1hkEAwGUavVRr2MjkxaZWrQutni2M1wj36uT+aABnAbYadWrNRAvu4DMzOQrzuKkCZ0M2xkZmZm34pDp1zXZSj579iDttcgqoqapiGVSiGVSmFpaQmO42Btbc07LPvSpUuIx+N1/WsHGeffrH9N3PMxsMmHAW3MiUBm2zZM04Rt294Pq/+HspsfTDFaVoQy0zS98ffLy8tIJpNYWVnB/fv3lQhnQOueORmxgtZf7dbZy3CPfpE9oPFNfbz9rxd/AV84/59HvYyhDRtxHAfhcLifS1cWA9pe/aqgtRMIBGAYBgzDwMmTJ70jh/L5PK5evYpKpYJMJuP1r2UymQP3r9m2zXH+kmJAGzPN+siaNZB284Nn2zbW1ta8QLa1tYVkMgnDMHD27FlkMpk9L+IqBR5AndADqDUd0b9lVlaNAahWq3l9ZL0M9xjU+mQk+/oGacWW99ruF1lCmt+gho2wB+0RBrS9hhHQGoXD4bqHE5VKBfl8HoVCAXfu3IHrul7/Wi6X23cnB/vX1MCAprhO+si6PSDaXzUolUpYW1vD1NSUd0C0ruv7Pp1ULaCpNGZflS2O4o1dhYC2tbWF69ev1w33kGWQjQhosn4fZVyTIPPaRuWBebDeNhlDmtBu2Mh3v/tduK5b18/TbtgIA9ojnOK41ygCWqNYLIYjR47gyJEjXq9moVDAw4cP8cYbb2Bqasq73nO53L7HFXXSv8Zx/sPHgKYYcaPmD2T+bYviiQfQ3c2JGHYgQpnrutB1HTMzMzh9+jRisVhXX0+1gKZaBU2FtYo3dhlveETfpKiUra+vY2Zmpq/DPfrF/8Yp45uiChU+6g+ZQ5pfL8NGZHy9GhVW0PbqdMz+sPh7NY8fPw7btlEqlVAoFHD79m1cuHDBmyY8PT2977b8/cb5i/ehxmEjMr43qY4BTQGD6CMzTdMbdlAqlbCzs4N0Ou1NoEulUj29SYmKlKw3lY1UOwdNlS2OwO6b/KifOLYb7uG6LrLZLJaWlka6xlYa3yhlJPPaqL9UCWlCp8NGZmZmMD09zaqRDwPaXjK8n7UTDAa9hw/Aoy37+Xwer7/+Omq1GnRd96pr6XS6b9shGdj6S96rbIKJi18EMsuy8Oabb2Jubs4LTt2WmMUZTSKQbWxsIJFIQNd1nDx5Etlstq8vOqFQyNt+qcILvCpVKUCdtYrrcxRhspvhHuVyWeqAIXtA4xvx+CrWEk0/rlpI8/MPGxFTiMV2yOvXr3sPRMWNrkzV9GFT5f17mGTY4tiNqakpHDp0CIcOHaq73guFAm7evAlN0+q2Q+531mC77ZDXr1/3vg7713qnzlU25orFIq5cuYJ3v/vd3vh7fx/Z5uZmV+e+uK6LcrlcN/4+FApB13UsLCzg/Pnz++5L7oV4UZdtO0ArIvSoUPETPWiyr1VsgxhWQDvocA9VzhmTeY0yr+0gCk551EuQnsohTdA0bc+wkW984xsIh8N7ho3MzMzsOy1v3LCCVk8EEZUCml+z6319fR2FQgH37t3D5cuXEYvF6sb5t5to2lhdKxQKSKfTLfvXxLZI6oyaV9kYeuWVV/Dxj38c3/72t5v2kYXDYZim2fZrVKvVuj4yy7Kg67p3SPQgzmhqRfxAWpY10CDYLypV/MT6VFjrIEft+99cehnu0c05aKMge0CT+SEBDdY4hDQ/8d67sLCA+fn5umEj//iP/9jVsBHViZ08sr/HDJMIHKoGtEaBQMC7R3zsscdgWZbXBnDt2jVsb297Dyhyudy+01Aty8LU1JT3axr718RWSOrMeFxlY0DXdayvr7d8WtFs6IZlWXXj78vlMtLpNHRdx+OPPz7yp30qDQoRb0IqvCFNckDzD/dYW1tDMBj0+iYPOtxD9vPaGt/sZMS10bjwDwnpZdiI6sRrouzvMcMk7mfG9XsSCoUwOzuL2dlZAMDOzo7Xv/bWW2/Btu26cf6Nh8Obpll3D9tYYWM46874vJoozjAMFIvFltvWRAVN9JEVi0VsbGwgGo16B0Trui7VAZsqBTTR06dCb5d/+IZMf9/N9HokQLvhHsePH9/zBnHQNapwncoaNDjFcbKNWxWt1RTHToaNGIbhBbZ+vDaNkn97Gu2yLMvbHTQJotFo3QOKra0tr6J87do1hMPhuv410zTbPqRQ+edhFBjQJKHrOmzb9rZpAbs3ZP7x9zs7O7h37x4Mw8D8/DzOnTs39ENzu6FSQBP9UioENLFNQIW1dludEm8C/vH3rYZ79IsKWxxlXiPfdGmcQlqnY/b3GzYSCoW8rZAqDhsR7y/jWi06CNknOA6SpmlIpVJIpVJYXl72DocvFAq4e/cuLl68CAC4desWZmdnoev6xH6v+oXfPUlkMhlomoZr167htddew4svvoiPfOQjiMfjyGaziMViiEajePLJJ5W5IVIpoAHqTEcE1Bq1v986mw330HV93+Eew1zjqMlepZJ5bTQc4xLSXNftukLSbPhCqVRCPp/3ho1kMhkvrI26/aAT4rgBVe43hkHlASH95j8cHgDW19fx8ssvw3VdXL58GTs7O8hms17/WjqdHvGK1cMrbcQqlQq+8Y1v4Gtf+xpSqRQ+8IEPYHl5Gc899xyOHz+OU6dOIRgM4t69e3jw4IFSL5biLDRVqHQWmsoVtH4N9+jnGmUPGDIHNJVek2hwCrUEPvrKL+HPnv6dUS+lJ/04qNp/83r69Gklh42o0OM8bAxo7YXDYbzrXe8CsNsvLrYA3759G6FQCD/4gz844hWqhVfaCHz3u9/F1772NXzta1/DSy+9hOnpafzgD/4gUqkUvvCFL+DHf/zH9/we1apRgFqBB1CvgqbCWkWlTwz3EANt+jHco19k3j4oyB7QZF2bX6L89KiXMBFUD2n9CGiNOhk2Ig7KlmVrmAoDs4ZNlWODRsGyrLqe+Hg8jng8jiNHjnjtOnyY1x25a+x99nd/93d4/vnncfjwYWiahr/8y7/c9/d8/etfx1NPPYVIJILHHnsMX/7yl3texyc+8Ql84xvfwI/+6I/iu9/9Lu7evYsvfelLOHToUMs3hk7G7MtGtVCp0nplD2iWZWF1dRXb29u4ceMGvv3tb2N1dRWZTAZPPfUU3ve+9+HcuXOYn58feW8GK2i9k3VtvCEYjY++8kujXsKBDSKg+YlhIydOnMCzzz6LD3zgAzh9+jQcx8Hly5fxwgsv4O///u9x69YtbG5ujuxniwFtL1bQWmuc4OgntgBTdybqSiuXy3jiiSfwsz/7s/iJn/iJfX/9rVu38CM/8iP42Mc+hj/90z/FCy+8gJ/7uZ/DoUOH8KEPfejA63jppZea3jjouo5SqdT096gUHoRQKIRKpTLqZXRM9tDjJ1sPWqvhHpqmYXp62tuqKyNW0HrDEETNqFhJc133QD1oveh02MjMzAxyudzQHmgxoO3FgNYaJzj230RdaT/0Qz+EH/qhH+r413/xi1/E8vIyfvu3fxsAcPbsWbz00kv4nd/5nZ4CWqsL1TCMfQNaqzH8MlItVKoW0Ea91k6Ge1y+fBnRaFTqN3oOCemdzGtT0ardeUP9AzMzwJX0RrWQJl4HRjXAo92wkZs3b+K1114b2rARMSSEHpnkKY77aVdBo4PhldbGyy+/jA9+8IN1H/vQhz6EX/zFXxzIn6frOtbW1pp+Tlz4jft8ZaZaQFNpqMkohoQcZLiHCuGHWxx7I/sDI9d1sbm5iQTvNfHAHP4kNZVC2qgDWqNRDhthBW0vVtBa2y+gyf4+ISNeaW2srKxgbm6u7mNzc3PY2NhApVLp+/jvXC6Hd955p+nngsEgNE1TLqCpEngAOapSnRrWWnsd7iHbVsxmVNjiKHuIlG1tpmmiWCxiZWUFpmniH//xH/HD3zvaNa1YqdEuYIRUCWnidUDWm8n9ho3E43GvutbrsBEGtL0sy0IkEhn1MqRkmubI+8nHDQOaRHRdx6VLl5p+TtM0hEIhmKYp9eHUfipOcazVaqNeRkcGFXwsy0KpVEKxWEShUEC1WkU2m4VhGFheXkYymezq5iUQCEh/DcgefgBW0Pbj74EsFArY2NhAPB5HMplEKBTC+9//fkCddtixpEJIEz9jslTQ2hHDRsTAEcuyvLHm4hwqwzC8wNbtazfH7O/FKY6tWZbVdhCIDO8TqmFAa2N+fh4PHjyo+9iDBw+QTqcHEpLa9aABam4ZVGm9KlXQ+rXFsdlwj2g0ilwuh1OnTkHX9Z7ekFTY4qhCBU3mNY4qPFqW5T1IKBQKsG0buq5jfn4ejz/+OKLRKDY2NlAsFpW44ZZNsdb/qWuyhzTHcaBpmpI3k50MGxFhrZNhI6yg7cUtjq2xB63/eKW18d73vhdf/epX6z72ta99De9973sH8ucZhtGyBw1Qb9S+aoNNVAqUwWAQ1Wr1QL+3k+Ee/aLCgdqqhEhZK2jAcLY4uq6LcrnsBbL19XXE43EYhoFz584hm80yiClA5pA26BH7w9KPYSMMaHtxSEhrnOLYfxN1pW1tbeH69evev9+6dQuvvvqq11Pzy7/8y3jnnXfwx3/8xwCAj33sY/hP/+k/4V//63+Nn/3Zn8WLL76Iv/iLv8BXvvKVgayv3Zh9QK0AAeyu13VdZbZKqFRB62aLoxjuIaoNnQz36BcVwg+3OPZmkG+8YsttPp9HsViEaZowDGMgDxMOYsXmTcdByBrSxiWgNep02IgIbLFYjGGkCVbQWmMFrf8m6kr7h3/4B/zAD/yA9++f+tSnAAA//dM/jS9/+cu4f/8+7t69631+eXkZX/nKV/BLv/RL+N3f/V0sLi7ij/7oj3oasd/OOFbQAHX2basU0ParTPU63KOf65Q9oMm8fVBQIaD1o1LerEoWi8WQy+Vw9uxZVskkVehyO2RxJ4Z/+o1fwV+97zcGtKKDGdeA1qjVsJF79+7h8uXL3jTIdDrNUOLD70VrDGj9N1FX2vd///e3vcn58pe/3PT3fPe73x3gqh7RdR0bGxstL3TVKmiBQMAbEqHC5COVAlrjWvs93KNfVAhoKqxR5oDWK3HtilBmmiZ0Xcfs7KwUVTIaHNlC2qQENL9Ww0auXr2KfD6PF154oadhI+OEAa0513X3nTA+qddML3ilScQwDADA+vo6pqen93xeTHFUiUqj9lVaayAQQK1Ww+3bt5sO98hms1K8kagwZp9bHHvTbQVNDDAQgWxtbQ2xWAyGYeDMmTPIZrNKVNxp/ExiQGskho28/fbbXijrZdjIuHBdl9s+WxCFA1bQ+otXmkRisRgikQhKpVLTgBYOh7G9vT2ClR2cSlU/2Y8F8A/3KBQKsCwLGxsb0vTjNKNSdUrmYTYqhMh267Ntu65KVqvVoOs6ZmZmcPr06b4esOsn698nPSJTFU1McaRHAzF6HTYyLsTDWz482ss0TWia1vZ7w5+r7jGgSabdqH2Vwo4ge+jxCwaD3lATGd5k2g33WFpawttvv43v+Z7vGfUy21IhoIm/a5mH2ahQQfNrViUTFd7Tp0+zSkZ1ZAlpsrz2y6DZFMfGYSM7Ozve2Wutho2MC3EfwwraXmKCY6sQxnB2MLzSJKPrestBIaoNCQHUCpXihde27ZG9SXc63GN9fb1uoI2sVBmzDwxnVPxByRzQhMZeslqthmw2i+np6YFWyfqt4JRHvYSxVtxpftMuQ0hjQHukkzH70Wh032EjIqwZhqH0Qxkx7IxhYy8OCBkMBjTJtBu1r1LYEVRas3hj3q/ZtZ/8wz2KxSJ2dnY6Gu6hQm8XoEYFTXx/ZV6nrAFte3sbq6urAIBvfvObiEQifTvknCbPqEMaA9oj3T6obDVsJJ/P4/Lly9jZ2VF62AgHhLS2X0BT6e9ZJrzaJNNu1H44HFYm7AgqBTSxh3qQFR/XdbG1teX1kvmHe5w8ebLj4R4qVKYANYKkKhU0Gb6Ptm1jbW3Nq5KJBwoA8NRTTyGdTvPNmHoyypDGgPZIr1u+xbCRubk5b8uzysNGGNBaYwVtMHi1SaaTHjSZhxk0UmkyIjCYUfu1Ws3rIysWi3AcB7qu9zTcQ7Z+uVZUqaDJEoBaGWUFTfSSiW23U1NTdQ8UNE3D3/7t3yIejyvzukRyG1VIc11X6tfTYepki2OnNE1TftiIKue5jgJH7A8GA5pk9tviCAx3C16vgsEgqtXqqJfRsX4EynbDPd71rnf15c1HvFGoENBUCJIMaI+0qpLlcjk89thje4KY+L7JXIEk9YwipMn+OjVM/QxojVQcNsIKWmusoA0GrzbJGIaBK1euNP2caFBV6YchFAqhXFan6f6gUyc7He7RL+ImQvZzWfwTEmW+8ZF9jP2gA1qlUvECWalUQjgc9gKZrusdXWOyfv9kXVc/PDAzXfza9ABXMhjDDmmyv04Ni+M4cF13aBUjFYaNMKC1ZpomIpHIqJcxdni1SaZdD5qmaUr1dAFq9aABnW9xbDbcI5PJIJfLtR3u0S+BQACapkm/fdQf0GQ2aRU0x3HqqmSVSsW7fk+cOIFEItHx9cvtK/21ao8+SBVriVEvAQCwVY3g/S/+O7z0Tz47lD+PAW3XKM/82m/YSLVaha7rQx82IvvD0FEyTROJROvXDL5HHAyvNsm0G7MPqDdqX7WA1mqLY7+Ge/TToAea9IMqAU32Xrl+VPgqlYq37bZUKiEUCnmBrNMqWTvjXKmi0RpWSGNA2yXeV2T4XsgybIQVtNZU2tWlEl5tkmk3JARQM/CotF7/FsdBDPfo91plDhXA7pMz2cMPoMYWx26/h/4qWbFYxPb2tlclO378eFdVsv3WBjCg0WANI6Q5jsOn/dgNaOK1WyajHDbCgNYah4QMBq82yewX0FQbta9SQHMcB5ZlIZ/P4+HDhwMZ7tFPKlTQAPmrU8D4bHEUzfaiShYMBr1tt4ZhDOwGQ/Y34ET56ZH++StWaqR//iAVhrgdctAhzXEc3oSj9xH7wzLMYSOWZSEajfZx9eODFbTB4CuRZMQUx1aj9EOhkHJbHGUOEY3DPVzXRTQaxdLS0kCGe/STKmehqRDQZF9jqwApJoaKULa9vY10Oj20Xkg/VtBoGAYZ0rjFcdcgJzgO0iCHjbCC1hoPqh4MXm2SMQwDtVoNlUoF8Xh8z+dVrKA5jiPNG99+wz1WV1dRrVYxPz8/6qXuS6UKmuzrVGGLo1hftVr1AlmxWPQmhi4vL0PX9ZE8yZT1DVjWdVFvBhXSeA7aLlUDml/jsBHTNFEsFg88bIRDQppzXVepo59UwqtNMtlsFgBQKpWaBrRQKKTUuWLiRd6yrJFUo7od7lEqlZQ5FkCFHjRA/uoUIPcWR8dxsLOzg42NDXznO99BuVz2qmRLS0tDrZK1MsqDtGkyDSKkyfIgcdTGIaA1CofDPQ0bYQWtObGji9+b/uN3VDLBYBCZTAalUgkLCwt7Pq/iuWKapg01oLUa7jE7O7vvcA9VqlKAGpUpQI2AJtsaG6tkwO4Nhugl49NKUlFxp7+Dlfod0hjQdtm2Pdbfh4MMG2FAa840TWia1jbQj/oBoqp4tUmo3ah91cbsA4MfFCL6cEQo62W4h0oBTZW1qlDpG/UWR8dxsLGx4YWycrmMVCqFXC6HY8eOoVQqYWNjA3NzcyNbYzuTWEFbsXnTIYN+hjQGtF3jWEFrp5NhI7Zto1AoIB6Pj3yCs0zE9sZWIYzh7OAY0CQkBoU0o9JURGEQa24c7iH6cI4ePdrTcA/Zh5r4qRB8APmqU82MYotjtVqtq/RqmtbyGl5fX5c+AMm+PqL9MKDtmrSA1qjZsJFvfetbyOfzuHXrVk/DRsYNJzgODgOahMaxgtZr6NlvuEe/+nD856DJTpUKmgpbMYdRQRNv9KJKtrm56fWSHT16FKlUqu1TSJkDEJ+S0ij1q4rGgLZLlTH7w6BpGlKpFFzXxVNPPYVgMNjTsJFxwwmOg8OAJqF2Z6GpWEE7SOhpNdzDMIymwz36uVbZw4QQCASUCOuTXEGr1Wp7eslyuRyOHDnSVaV31FswOyHr+mRdF/XXk1/9D3j1hz/d09dgQNs16RW0RuKeIBQKIRQK9TRsZNywgjY4DGgSMgyjbQXNtm2l3kg6DZW9DPfo51pVCWjBYBA7OzujXsa+VAho/VpjsyqZ4EMqpAAAIABJREFU6CU7cuQI0un0gZ4osoJGk2arGun69/Qa0lR6Xx0kBrR64v6l8XtykGEj43Z9mabZ9mE53xsOjgFNQoZhYHV1tennxA/CqMbWH0SrgOYf7lEsFr2b2YMM9+gX0delwhs1e9D6p5cKVeODBdd1YRgGFhcX+/YEVeZjAAD5AyRNjl5CmuM4vKEEA1ojMcFxv2ujk2EjuVzOC2zjMGyEFbTBYUCTkGEYePPNN5t+LhAIDH1sfa/8Aa3VcI9ut3wNinhTUmHMsAq9XYAaQbKbAOS6LjY3N70q2cbGhlcl+57v+R6kUqm+XzsMQNSLB2Z61EsYqoOGNBUezA2Dbdu86faxLOtAgbXZsJF8Po979+7h8uXLYzFsxLIsRCKtq9184HFwDGgSajfFUdM0pQaFWJaFWq2Gra0t5PP5gQ336Bd/QJP9DUqVfjlVKmjtvpemadb1kokq2cLCAs6fP9/2DaofZA9osq9vHD0wMwP5usVaYiBfd9gOEtJc12VAAytojfpxBpqmachkMshkMjhx4gRM0xyLYSOmaSKZTI56GWOJAU1C7YaEAHIPCmk23CMUCiEYDOLUqVMDG+7RL+LARRWCjwqVKUCNYSaBQKDuZ6qxSra5uYlEIoFcLofz588jnU4P9UZOhQAk+/o6UXDKo14C9VG3IY0VtF2c4ljPtu2+37eEw+GxGDbCKY6DI++d8gRrN2YfkG/Uvr8Hp1QqwbbtuuEepVIJDx48wPT09KiX2hFVRu2rEiRVqKCJbcMPHjzwQpnjODAMA4cPH0Yulxt4lWy/9ckcgGR9E5Z1XeOiIEm1bWun9c/mk1/9D/gvpz6MmZmZfYf0MKDtYgWtXj8qaO2oPGyEPWiDw4AmIdkraO2Gezz++ON7Xjw2NzeVCBKCSsFHlXXKGND81d779+9jZ2cH29vbIx1S04oKAU3m9ali1Z6sXrFh+fC1/4L/8/b3IhAIeDe509PTe6oSDGi7GNDqDTqgNVJp2Mh+Uxzp4PhdlZCu61hfX2/5IjmKgNbLcA9VKlKCKqP2VQmSMm3FNE0TpVLJq5LZtg3DMJBOpxGPx/Hkk0+OeolNqRCAZF8fTbb/vfYPePF/+AXk83ncunULFy9eRCaTwczMDKanp73DiBnQGNAaHXRISL/IPGyEWxwHhwFNQoZhwHVdrK+vwzCMPZ8fxhZHy7Kwtrbm9ZL1Mtxj1BW/bqkSKGUKPu2MsoLmr5KJiYvxeBy5XK6u2vv222+jUCiMZI2dkD2g8U2Y9lPcGf1I8X/yrf+MV3/40zh16hR2dnaQz+exurqKW7duecFsdXUV8/PzE71tiwGt3rAraO3INGzEcRwlBqqpSo4rjuokEgmEw2Gsra01DWihUAjVarWvf2az4R7RaBSGYeDkyZM9DfdQMaCpVJlyXVfqG+RhBzTLsryeSFEl03Ud8/PzePzxxxGNRke+xm71ck7bsMi+PiLg0eCQaDSKxcVFLC4uwnEcb/vYnTt3cPnyZa+6NjMzg1QqJfVrbL+pcMzMMMl8rNEoh42I+zpW0AaDAU1Cmqa1HbUfDoextbXV858jhnuI/zUO9+jXvuZQKKTM4c+AOgFNfC8HMWGqnwbdK+e6LsrlshfI1tfXEYvFkMvlcO7cOWSz2X2vOxUqVLKvj5pbsVKjXgI1OPtffxtXfuJfef8eCASQyeweW/Dcc8+hVqthdXXVG9IgbnJnZmaQy+XGvmLAKY71ZH+PFYY9bMQ0TQQCgZbXCt8XeiP/FTeh2g0KOWhFqtvhHv0iXthUeSqnUg8aAKkrP8BgqlOWZdX1kpmmCcMwMDc3d6CHC7JX0Lo5SHsUZA6Qsq6LRqO6sxuuGkOa+PnSNA3RaBRHjhzBkSNHvJvc1dVVXL9+Ha+99hqy2Wxd79q43Yhyi2M9mbY4dqPVsJHV1VXcvXu352EjnOA4WOpdcRMim822HLUfDoc7DmiVSsXbttjtcI9+CQQC3hhzFX6YVelBE99X2cNkP8KPqJKJvfb+KtnZs2c7qpLtt0aZb+RlDkBE/bZVHc6RFv6Q5jgONE3bE7b8N7nA7nuqqK7duHEDoVDIC2vT09NK3sj7ua7LCloDVQNao34PG9lvguO4PbgYNvWvuDG1XwWt1ZCQVsM9DMPoerhHv4jDn1UIPcBuQOt3j9+gqDBq/6DDTJpVyQaxBRdghapXsq+PqBUR0jrdgh+LxXD06FEcPXq0rrr25ptv4rXXXvMGNMzMzIzk/bZX4v2EAe2RcQlofv0YNsIK2mCN1xU3RgzDaFlB829xHORwj35SaVBIKBTC9vb2qJfRERX65TqtoIkGZxHI1tbWEI1GkcvlcObMGWSz2YHdNLCC1jvZ10fUzkFG7Pura2fOnPEGNKyuruLGjRsIh8N1vWsyvBfvhwFtr1GP2R+GxmEj5XIZ+XwehUKh5bARVXZFqUr+V4sJ1W5IiOu6sG0bly5dQqlUGthwj35SKaCpEHoEFUbttwtotm3XVclqtZr31O706dOIx+NDWSMraL2RuUrwI+/5V/v/IppoZ//rb+Plf/I/99wjHY/HveqaeG1bXV3FtWvXsL29DV3XvcmQiURCyp8b27abbvWcZKoMCekXTdOQTCaRTCaxtLTUcthIMBj03t+b/ezwGurN5Fxxisnlcrh+/ToAYGdnB7dv30Y4HPaGewC7TzwGOdyjn1QLaCqtVfYwKV7ARcAQh57n8/m6Ktnp06cHWiXrZI2yEj/fMh+pIHOAJNrPe1/8v/HF3Pf27esFg0Gv4gDsvu6J3rU333wTU1NTXlgzDEOaACCGecn6OjMK47jFsRvNho2IA98rlQpefPHFnoaNUHOTe8VJzrZt3L9/Hz/8wz+MV155Bc888wx+67d+yxvu8c1vfhMLCwtIJBKjXmpHVAtosoceQYUeNHHj/sYbb6BYLKJWqyGbzQ69StaOClscAXkDmqwVPk3TgAEsa8WW7+9gUm3t9G+gyMcK/4Ar+B/79vX84vE4jh07hmPHjsG2be8h1dWrV1GpVGAYhrcdcpTVNQ4IqSeOCJrkgNZInCFYKpW8bZHNho0sLS0hm82OernK4hUnia2tLfzN3/wN/vqv/xp//dd/jVu3bmFxcRE//uM/js985jN45pln6l40VQo8gFrrVWXMPiBvmGzsJQN2w8WpU6eg67p0NwAqbHEE5K1SyRgaadcDM93xry3W1HjgN0iN4/cHIRgMetWzs2fPev0+YthIJBLxJkMOu7rGEfv1xH0LA9pepmkilUq1HDaiyrA1WfGKG7GLFy/ik5/8JF566SUcO3YMH/rQh/C5z30O1WoVn/3sZ/Hv//2/b/r7wuFwy0mOMlIt9KgSJmXpQbNt25seWigUsLOzg2w2i1wuh8ceewzf+c53cPz4cUQiwxmf3S3ZtzjKHtAAOddWrVaBwZ8kMpEKYxzmhhHS/PyHC4vq2urqKq5cueJN0xOBLh6PD/SBCANaPXEvIHsbySg0m+LoHzbCASK9mfiA9nu/93v4j//xP2JlZQVPPPEEvvCFL+CZZ55p+es///nP4w/+4A9w9+5dTE9P48Mf/jB+8zd/E9Fo9EB//szMDD784Q/jD//wD3HixAnv4y+//HLLISGAWhUpYDdIqBIoZa1KNTPKLY7ijL1CoYBSqYSpqSnkcrmm00Nlr1CJLY4ybyEE5AxBgDwVNP/ZPoVCAVtbW1h8dtSr6r8HZmbUSxh7ww5pgr+6Jibbrq6uesNGRHVN9K71O0wxoNUTA0JkeY2TCac4DtZEB7Q///M/x6c+9Sl88YtfxLPPPovPf/7z+NCHPoQ33ngDs7Oze379n/3Zn+HTn/40vvSlL+G5557DtWvX8DM/8zPQNA2f+9znDrSG+fl5fPzjH9/zcV3XW47ZB7o7rFoGoVAIlUpl1MvoSCgU8oZayP6iPMww6a+SFYtFVCqVuipZuye7KlWoZPw7F2uS9Xs4yh40/5aaYrEI13WRy+Vw7NgxNqtLorij5t/DqEKaoGmaV11bWlqCZVl7zqoyDMPbDtmPnnQxJIR2TfqAkHb2OwdNxvdSlUz0Vfe5z30OP//zP49/+S//JQDgi1/8Ir7yla/gS1/6Ej796U/v+fXf/OY38b73vQ8f/ehHAQBLS0v4yEc+gm9/+9t9X5thGKhUKtjZ2WlanWt3WLWMVKr4iaeHKozWHfQWx8YqWTgcRi6Xw4kTJ6DresffH9mHmYgbkk4Pqx022Stow+Q/Ly+fz2N9fd1rSj9//jwymYz3/dre3h7IkBBSU3Wnu6f9TjWI0//P5/HGR35xQCvqTigUwuzsLGZnZ+vOqnr48CGuXr2KWCxW17t2kEoYK2j1GNBa40HVgzWxV12tVsMrr7yCX/7lX/Y+FggE8MEPfhAvv/xy09/z3HPP4U/+5E/wne98B8888wxu3ryJr371q/ipn/qpvq9P13UAwNraGubn5/d8XqXAA6i1XvHmpMILc7/75RzHqeslq1QqyGQyXig76HQx2Sto/jH2MpI9oA26giauS7F1UfTlyHz2I40PmUKa0HhWlaiura6u4tKlS6jVat7oc9G71gkGtHoq3AeMguM4SjzEVtnEfmfz+Txs28bc3Fzdx+fm5nD16tWmv+ejH/0o8vk83v/+98N1XViWhY997GP4lV/5lb6vLxwOI5lMolQqNQ1o4XBYmS2DgFpDQjRNk77iI/RjnZVKBcVi0auShUIhGIaB48eP922CmCzDTFqRfQshIO8oe6Hfa6vVal4gKxaLCIVCXo+jjJNAe7Vqdz5tcZxtVeUcJCRjSPNrVl1bXV3FgwcPcPXqVa/KLHrXWu0U4Jj9epZl8fvRhNjBxS2OgzOxAe0gvv71r+M3fuM38Pu///t49tlncf36dXzyk5/Er/3ar+Ezn/lM3/88wzBa9qGpVJEC1FyvCgHtID1oohohQtn29rZXJTt+/PhAzuCRvYLGgNabflwvrutic3PT27q4tbWFVCqFXC6HpaUlJJNJvuHTSMke0gR/dW15eRmWZaFQKGB1dRWvv/46TNOs613zV9dYQavHClpzpmkiEAi0vFb4Wt27ib3qpqenEQwG8eDBg7qPP3jwoGnFCgA+85nP4Kd+6qfwcz/3cwCA8+fPo1wu4xd+4Rfwb/7Nv+l770o2m205yVG1Mfsqja4H1Flvp5WpnZ2dul6yYDCIXC6H5eVl6Lo+8H3kKgQ02Q+rln19B1mbZVkolUpepcy2bRiGgcXFReRyOUxNDW9GfsEpD+3PInWpEtL8QqGQN/rcdV1sbW1hdXUVKysruHLlCuLxuDcZkhWjegxozbH/bPAm9qqbmprC008/jRdeeAE/9mM/BmD36fkLL7yAT3ziE01/z/b29p4QJl7IBnHjZBhGy4CmakVK1il5jVQZtd9qi6PjOFhfX/dC2fb2NtLptBfKhl2NUGHLqOxHAYxLBU0Mnsnn8yiVSohGo5iensa5c+eQzWalHNJC5KdiSBM0TUMqlUIqlcLx48dhWRby+Tzy+TwuXLiAWq2GWCzmhbZJ7+9kn1Vz+43YV+E+T3YTfdV96lOfwk//9E/je7/3e/HMM8/g85//PMrlsjfV8V/8i3+BhYUF/OZv/iYA4Pnnn8fnPvc5vPvd7/a2OH7mM5/B888/P5AnTrqut62gqRbQAHXOzVAloPnXWa1WvUBWLBYRDAZhGAaWlpZgGMZIv++yV9AA+StUsge0VmtzHKfubLLt7W3veIZTp051PLyAqNHWzuD61Zxq+/d0lUOaXygUwvz8PObn5+G6Ll555RW4rov79+/jypUrSCQSXu+arusT9wDFsixEInL2RY4SK2iDN9EB7Sd/8iexurqKf/tv/y1WVlbw5JNP4q/+6q+8wSF3796tezH61V/9VWiahl/91V/FO++8g5mZGTz//PP49V//9YGsb78KmmpbHAF1ApoKPWiO43hHMXznO99BuVz2qmSy9eyoENBYQeuNf22maXoPCwqFAjRN86q3/Ro80wlN00Y6Zn/FSo3uD6eBG5eQJmiahmAwCF3XsbS05P0cr66u4sKFC7AsC9PT015ga3YE0LixLKsv58uNG9M0276Oy3LvobKJDmgA8IlPfKLllsavf/3rdf8eCoXw2c9+Fp/97GeHsLL9h4Q4jiPtuU2NNE1TalumrD1o/iqZCO+O4+DYsWMjr5K1o0JAk32NsgfIWq2GO3fuIJ/PY2Njw3vy/sQTTyCdTvMNm8bSuIU0fw9aOByuq65tbm5idXUV9+7dw+XLl5FIJLzetXHdnsyevOZYQRu8iQ9oMjMMA7dv3276OfGDYZqmMuV31QKaDBU0sT1MhLJyuexNtjt27Bhc18WFCxf2HBchG9nH7APc4tgt27a9s8ny+Twcx0Eul8P8/Dwef/zxiXi6TjRuWo3Z1zQN6XQa6XQaJ06cgGmayOfzWF1dxauvvur9/IvJkOPy888hIc3tF9D4QK53vOokput6ywpaIBBAIBBQan+0CtsGhVGutVar1fWSaZoGwzBw9OhRGIZRN9muXC4r8T2VvToFyF+hkiGgVavVurPJwuEwpqen627cSE3FWufbuApd/NpJME5VtE7H7IfDYRw6dAiHDh2C67pen+nbb7+NS5cuIZlMemFN5eoah4Q0Z5om+4cHjFedxNr1oAHqDQqRddtgM8FgENVqdSh/lnhzE6Fsc3MT6XTaC2WpVKrl06j/n703DY7jPs99n54NwOy9zAAEiIUESICbKIdaIh37+NYtxTqVVEpKTuq6bFfkkhPfVCw5vlZyvJybyIlPxWvioiPLUcWJbj4kLrsq58TxiWTJZcWKZWsNZZEURVJcRJFaQPTMYLDM2j3d9wPdrRlgdsx0//+D91elKhCDAV4NGtP99PO+z2s5U6ynY/Ig0Fiv0Q2BZrU1WaJsfX3dnnOs3pl3+vRppo8/gigV+9uONf/wAzj7kY/39Wc4QTd70ARBQCwWQywWw+zsrH2Tsdpds2bXeHPXyEGrDy95AjxDRx3DNJtBA/gLCqEWx3ewTmDWsmgAkGUZk5OTm1yyVnUCjdtSWMHj8TB/rFKL4zV0XbePy1QqBdM0IUlS02OTBXeP2MxVLep2CcgUt09M+yCItF4sqg4EApvcNVVVceXKFZw6dQqRSMQOGonFYky7ayTQ6kMtjv2HjjqGaRazD/AleAC+6u21QKvnklmzZFsJUbBObL04qfYT1t0pYHu3OObzeVuQZbNZjIyMQFEUHDx4sK0LKDoZE9uawjvvvbyLtEql0lPBVO2uzc3NoVwu27NrL774IgDUzK6xNLJhmiYJtAa0SnEktg69ugxjtTg2Smr0+/3MuxLVbDeBVi6XbScik8nYTsTOnTshy3LbLlkzqgUay/ASEsJyjb10+KxF5lbrYqFQQDweh6IomJ+f72q2gBw0Yqusl9i5ON8KPIu0fndjBAIBjI+PY3x8HKZpYmVlBaqq4vLlyzh58iSi0WjN7JqbN3+s8QGWb366BTlo/YcEGsOIogjDMLC2toZYLLbpcZ4ED8BXvd3Uas3rVLtk4XAYkiTh0KFDiEajPW/lsPbWsCwsAPbFDzD4LY4bw2c8Hg9kWcbs7CxEUdzS3VA6GTvHVW3zuYBgDx5FmmmajnZjCIKAeDyOeDyOPXv22CFEqVTKdtesVkhFUXpyU7MTrBuf5BRthmL2+w8ddQwTjUbh9XqxvLxcV6Dx5qB5vV4Ui0W3y2iLdh00a5Gn5ZRZLtnExAQkSXKkXcPj8TDvoPFQIw8tjp3UZ5omcrmcfcFj3TCQZbll+Ew3tbEsbnvJYoXE6KBjlHojUHgTadb7i1uO0dDQECYmJjAxMQHTNO01HpcuXcKJEycQi8VqZtf6fWNI13UIgsD0jJwbWDt4SaD1FxJoDGPdXWq2rLpQKDhcVffw5qDVExT1XLJQKARZlvvmkrWClZ1tzeDFQWO5xnZEUKVSwfLysj1Ppus6RFHE+Pg4ZFlmar7DCRTj3W6XQPSJ9SIfxzJPIs06j7DQ0icIAkRRhCiKNe6aqqp4/fXXIQhC3901a/6MOgRqsYyBRgJNEAR6zXoACTTGaRa17/f7sba25nBF3cOTQKsWPZqm1cySVSoVSJLEzEUvtTj2BtZdoEb1FYtFW5AtLy8jEAhAURQsLCxAFEVHbhiw7j4ShJvwItKscx6LjlG1u2bN0KqqWuOuJRIJJBKJrkO3NkIBIfXRNA1er5fJ42SQoCOPcZotq6aY/f5gmiYKhQIqlQqOHTuG1dVVBINByLKMAwcOMBcLTA5ab2C9RkugVS+FTafTyOVyiMVikGUZc3NzCAaDrty9ZFncso5acT8On+gvPIg0a/6MdffD4/HY7trevXtRLBbtVu5Lly7B4/HY7tpWArl0XWfCTWSNVgmOrB8/vEACjXGaRe3ztqiaZYFWvfspnU7bgieZTOLAgQNML9bkYb6LdfEDsB0Sous6SqUSFhcXcenSJZimCVmWMT09DUmSXJ8FoBMyQbSGdZHW64h9pxgeHsbOnTuxc+dOGIaBbDYLVVVx8eLFGndNUZSO3DVy0OpDASHOQEce4zRbVk0OWveYpon19XW7bXFlZaXGJYtEIvjJT36CZDLpegtjK3hw0Hhow2SpTc80zZrdZCsrK/B4PIhEIq7NOraCVXFLECzBskjrd8S+E3g8HkiSBEmSMD8/b7trlmDzer22WFMUpanQIIFWHxJozkBHHuM0c9BYEjztYAVvmKbpyh33apcsk8nYAQqjo6PYv3//JpfM4/FA13UuBBorwqIRvDhobv49WXd+rdbFUqkEURSRTCaxb98+XLx4EaFQCPF43LUaG8H6/B6xvSkV2bmY9BQ92PfNB3H6Y/e4XcomnIzYd4pG7tqFCxdw4sQJe/9jIpHYlGxbqVRIoNWBdqA5Ax15jCPLMl5//fW6j/n9fhiGwc2bqvVG59SbnhUzbrUtrqysYGRkBLIsY9++fYjH401dCB6cKYCfFkceanRaRJbLZVuQZTIZeL1eKIqCubk5SJJU83fNsgiiEzKxbSl0d+5lUaTxci3RLRvdtUKhUOOu+Xy+mtk1ctDqo+s6OWgOQEce44iiiOPHj9d9zHrj4GWQ1aqxn296uq7bMePpdBqapkGSJNuFGBkZ6ahe1kUFwEedlvhxyz1tBydaHK3WWkuUra2tIRKJQJZlzMzMIBwON3x9WJ6RA6jFcbuQLofcLmFgYE2kDbpA28jIyAgmJycxOTkJwzCwvLwMVVVx/vx5HD9+HIFAACMjI/YOSVbPXU5DISHOQAKNcZrF7Hs8Hni9XmiaxnwbHnDtj9br9fa0jax6ViedTiObzda4ZLFYrOsTTqNdaKzBQ4uj9TtgWaD1SwBVKhW7tTaVStlrGiYmJjpKGCMHjegXmT6Jrkyx/Rti2xWWRNp2E2jVeDweyLIMWZYBAIVCAcePH0e5XMazzz4Ln89XM7u2nZ01TdMQDAbdLmPg2b5HGCc0i9kH+JxD22q9lkuWyWSQSqWgaRpEUUQikcDCwkJHLlkzei0m+4XH42E+LMZqJTUMg7lwC4tetjgWCgVbkGWzWQwNDUFRFOzfv79la20jWBZoADloxNZYL7F/k3HQ2c4CbSMjIyMYGhrC6OgopqenbXft3LlzOH78uH3NoSjKtnPXaAbNGUigMU4zBw3YHlH79Vyy4eFhyLKMhYUFxOPxvpxUeGgdBPios1qgscpWWhwNw6jZTZbP5xGLxaAoCvbu3duTu40spUxuhPcTctrI9fx7LuqRnn/PTriq0W61bjBKzgsUVlw0XmP2+4U1L1/tri0sLCCfz9uza+fPn4ff76+ZXRt0d41SHJ1hsI+iAaBZzD4wuFH7lUqlZpasXC5DFEUoioL5+XlH7HUehA/AR53WBTzLdXba4qhpmn18ptNpCIIAWZaxa9cuSJLU85M06wKNHDSC6B4WRNogxOz3kkbz8sFgEFNTU5iamrKvVVRVxdmzZ1EoFGx3LZFIIBQKcX8DayOtQkIG7f/XLUigMY4oilhfX294x4LHFsd6F+mmadptYZZLFggEbEHWL5esVa08vLY8zKAJgsB81H4rAWQ5ualUCqlUCqurqwiFQpBlGYcPH+5oAWq39bEsgliujRgs1ouD2Q7ptkijFsda2gk0s5J3FUXBvn37kM/noaoqUqkUzp07h0AgYIu1fty4cwNy0JyB/yNlwBFFEQCQzWaRSCQ2Pe73+7ly0Krnuqw7T9YsWblcRjwehyzL2Lt3L0ZGRly9E8ODMwXwUyfrAq1efZVKBdls1p4ns5zcsbExHDhwYNPuvH7CskCjO6YE0RpPsXX7oJsirVKp0IV3Fd0kTgeDQUxPT2N6etoOiEqlUjhz5gwKhQIkSbJn13h111qlOBK9gV5hxhkeHsbIyAiWl5frCjReXJ5qMpkMlpeXbZfMEmSiKDJ1985KyGQdHnaMAXwINNM0USqVbEG2vLxs78Zx+xhlWaAB5KA5wVUt5nYJhAO4JdIqlYqjN51YZ6srjLxer+2e7du3D7lcznbXXn31VQwNDdliTZZlpq5/GlGpVGAYRtP0YR5FJ4uQQOOAZkEhfr8fuVzvB9x7RbUDkU6nUSgUMDQ0hMnJSezZswfBYJDZP2av14tiseh2GS0hB21rmKaJtbU1XL16FblcDk8//TSi0ShkWcbu3buZucvJskBj4fUhiHqUin10hLpcUt0Obog0Cgl5B9M07ZCQXhEKhRAKhTAzM2O7a6qq4vTp0yiVSpAkyQ4bCYXY3Ddo3bRu9LrQuaB3kEDjgHg83lCgseigVc+SLS8v2wlHc3NzWFtbQ6FQwNTUlNtltoTF17YePMygAWzVqeu6vZssnU7DMAyEw2H4fD7cfPPNbe8mcxKWF1WzLB4JglcOfu2bePm+jzn28ygk5B0Mw4Bpmn1r5at216z5ZlVV7bCRkZERW6y+IBAQAAAgAElEQVRJksTM70XTNHi9XhLyDkACjQOaOWgsiAjDMDa5ZNYs2dzcXI1LViqVsLa25mq97cKTM8VLnW4KNGtVg7WbzFpofuDAAcRiMaytreHll19mUpwBJIIIYjvipEjbakvfIGFdVzkxayUIQo27Zt1AVFUVr7zyiu2uWYLOzSXRlODoHCTQOKDZsmq3QkLquWSyLGN2dhaiKDZ8U2NBULYLLwLNcqZM02T6zdFpIWkYBlZWVmxRZt04aLSqgeUYe4BtgcZybQTBO06JNHLQ3kHXdXg8HlecIp/Ph2QyiWQyCdM07dm1paUlnDlzBiMjI/bsmtPuGiU4OgcJNA5gwUGr55LFYjFblLU7p9MoZp9FeKnV6/XCNE0uBFq/BVC5XLaP0UwmYy8Y3b17d8uIY5ZbCAH2RRDLtfWKxQq7f1/EYOOESKOY/XdgxU0UBAHhcBjhcBi7du2qcddOnTqFcrkMWZbtdsh+u2utEhxZvgbhDRJoHNBsWbXloPXj4rxYLNa4ZF6vt+2L3UZUx+yzDi+1Wnf4WB/w7scMmnV3MZVKIZ1OY3V1FeFwGLIsY2pqCpFIpO2/Cx4cNFbro5Ny96iVqNslEL/AKLl/QW7hLW7+m+q3SCOB9g7dROw7wUZ3bX19HalUClevXsWZM2cQDAZrZtd6fU2gaRqzYwCDBntHH7EJSZLw1ltv1X3M5/PBNM2etCZUt4Sl02nk83nEYjFIktSzNDtqcew91u+d9R02vXLQrP15VuuipmmQJAk7duzAwYMHMTTU3RJbt2fkWkEOGuE26XL7yXKZ4kjbX7teGszF09W0swOtHfop0kigvUOvExz7gSAIiEQiiEQitruWTqehqipefvll+9xoza6NjLT/N9kI2oHmHPQqc0CrFkegezvecskymQwymYztku3atQuiKPb8gt9qG2S9HQ94R6CxXqsgCFwEhWxFAFnHqbWbLBAIQFEULCwsIB6P9+SiwrrTyOrvm2WBxnJtBDFo9Euksd6F4SSsOmjN8Pl8GB0dxejoqO2uqaqKxcVFnD59GsFg0BZroih29btuNYPG4rmTV/g6+rYpzUJCPB6PvVC5Heegnktm7XyamZlBOBzu6x+Y5fjxcHfKqo+HWlmKsG9EJyLSNE2srq7arYu5XA7RaBSKonQ089gJ1vdjdVCeZRFEJ2V+yXTgirHAenHw3bZ26LVI61UnzqDAo0Crptpd2717NzRNs29ynjhxArquQ5ZlO2ykXXdN13Vmd7QNGvwefduIZg4acE1INEtyLJVKNcEJXq8XkiRhZmYGkiQ52hZX3Y7H+psfT7UOgoNmDT9bosw0TXuWTJblvh+n1t1EVi9SWA8xYa22UO6I2yUQRF/ppUizgqZYfO9zA1ZCQnqF3+/H2NgYxsbGYJom1tbWkEql8NZbb+GVV15BKBSyxVozd40cNOdg+6qTANDcQQOu/eFVz3UZhoHV1VVblFnugyXK+u2SNcNy/HRd73pWyCk8Hg8EQWBe+AB8zMvVE5H5fB6pVAqpVAorKysIBoOQZRmHDh1CNBp1tN2musWRRchBIwiGKLBx8d4rkWa9Nw+SKNkKvDtozRAEAdFoFNFotMZdU1XVdtcURbHDRoaHh+3nUsy+cwzm0TdgSJKETCbTcDbG5/OhUCjgrbfesmfJBEGALMuYnp523CVrBS/piABfUfs8tDiWy2VkMhm71aJYLEIURSSTSezbt68nQ8zdUt3iyCKsCzRWa9uOXNUoGRIASkV2znusQwKtlkEWaBup566pqoo333wTr7zyCsLhsC3WyuUyxew7xPY4+jhHkiTouo5cLodwOAyg1iVbX19HNpu1Z8k6jRd3Gt6SHHmoleUWR2s3maqqyOfzyGQyUBQFc3NzTZeaO40gCMxH2ZMIag96nYjtRC9cNCsghNXrBqepVCrbMk6+2l2bnZ2tOX+/9NJLKJfLeO2111AqlaAoSo27RvQWNq6MiKbEYjEIgoAzZ87g+eefxxNPPIHf+73fw8jICCRJQjgcRiQSwZ49e9wutS14E2isCp9qWKqzejdLOp3G2toaIpEIhoaG4Pf78a53vYvZiwCW57xIPDbHMAxks1m7ZfZXDrtaDkF0Tb0daM2/Hjj8hW/i+H/vXqRRxH4t28lBa0YgEMCOHTuwY8cOGIaBH/7wh4hEInjjjTdw6tQphMNhOxkyFou5Xe5AQUcfw1QqFTz//PP4wQ9+gEgkgttuuw179uzBe9/7XszPz2NqagqCIOD8+fPMXrjVgwRa73G7xbFSqditi+l0GrquQ5IkjI+PQ5ZlDA0N4c0330QqlWJWnAEkgraCG7VVJ5Ol02n4fD4oioL5+XnHa6lmUY+4+vOJ7clWRBpF7NdCAm0z1nv87OwsAoEAyuWyfUPs5z//OTweD973vve5XOXgQEcfY6iqisceeww/+MEP8PjjjwMAbr/9doTDYTz44IO44447Nj3H5/Mhl8s5XWrX8CTQeKnVDSFZKBRsQba8vIyhoSHIsox9+/YhHo9vOtmz3IZpwbqDxnJtTrExWCYUCkFRFExPT9cGIPHzlkgwgFHqn3vUqyXV7dCtSGM1vdYtSKBtxkoLt16XQCCA8fFxjI+PwzRNFAoFpm/A8gbdLtnAgw8+iJmZGQwPD+Pmm2/G888/3/Trs9ks7rnnHuzYsQNDQ0PYu3cvHn300a5//l133YWvf/3rmJubw7/+679iaWkJ3/72tzE+Pt7wORtTHFmHF9ED8OWg9btOq4XswoULeO655/Dss89iaWkJoijixhtvxC//8i9j7969kCSp7p3YrSyqdgpy0LqnX7WZpomVlRX7uHvuueeQyWSQTCZxyy234KabbsLu3buZnrvtBVc1ah8i2uPwF77Z8XOoxbGWQYvZ7wWapsHn89U9vwuCQPvRegzdHqjiu9/9Lu677z489NBDuPnmm3H06FHcfvvtOHv2LJLJ5KavL5fL+JVf+RUkk0n80z/9EyYmJvD6668jHo93XcP3v//9uomL8Xi8YdR+qz1orMFLMiLAj0DrlztltZBZ/1npoN3s0HO7DbMdWBaRLAu0Xgsjq2XWcspM04SiKNi1axckSerpne20QVYbMXh06qSRQKuFh/2nTmMJtEYM8g0yN6Cjr4qvfe1r+OhHP4q7774bAPDQQw/hkUcewcMPP4zPfOYzm77+4YcfRiaTwdNPP21fqM7MzGyphkYXvM2WVfPkSAHXLtTL5bLbZbQFL2LS6/WiVCpt+fuYpmm3kKXTabuFTJZlHD58GNFotOs3YZbFjwW1OHZHL2orlUq2ILNaZhVFwcGDBxGLxWg+hiMyxfbXZayX2N6HyTOHv/BNPP6R34SiKC3FBgm0WqjFcTO0A81Z6Oj7BeVyGceOHcNnP/tZ+3Mejwe33XYbnnnmmbrP+f73v49bbrkF99xzD/7lX/4FiUQCH/zgB/HpT3+65290zZZV+/1+7hw0XgSl1+vl4rXdivgxDAPLy8t22EK5XIYoihgdHcX+/ft7FqPLg0BjucWRZfEIdN7iaJomcrmcLcrW1tYQjUbtFQzBYJDuyBJswsiS6na4/eH/ha8cmYUkSXbaXr1WNBJo72CaJgm0OrQSaPR+3Vvo6PsFqVQKlUoFo6OjNZ8fHR3FmTNn6j7n4sWL+Ld/+zd86EMfwqOPPorz58/jYx/7GDRNw+c+97me1ifLMt5+++26j1mCp9Eia9bgTaAVi0W3y2hJp62YpVLJFmTLy8t2+t3evXshimJfTtS8hISwKtBYd9DaYWMUfrlchizLmJiYgCzL23LvEC+ky+7Pl6wXyW3rhk8du4B/+eA8VFXF2bNnEQwGbbEmiqL93kwu9TWs8xQJtFp0XScHzUHo6NsChmEgmUzib/7mb+D1enHkyBG8+eab+OpXv9pzgSZJEk6fPl33Mb/fD9M0uemZ5k2gsS4qgNZ1mqaJtbU1u3VxfX0dkUgEiqJg9+7dCIVCfRf3LIsfC5ZdKkugsXojptHrVh2Fn8lk4PF4kEgk+nozgCC2C9427x/e8e1Hcfy/fwy6riOVSkFVVRw/fhyGYUBRFBiGQQLtF1jXJ/TeVAs5aM7C/tW8QyiKAq/Xi6tXr9Z8/urVqxgbG6v7nB07dsDv99f8Ee/btw+Li4sol8s9vRssimLTGTSAn55pngQaL7XWC+DQdR3Ly8u2KKtUKpBlGTt37nTFreBBoLHc4mid/FgUaBvrKRQKtkuWzWbtKPypqamBT1vkiQwDrli/KBX5vNPf6ZLqTrCCQ8bGxjA2NgbTNLG6uoqlpSVcuXIF5XIZzz77LBKJBJLJZO3aim2EruvweDwkWDdAM2jOwv7VvEMEAgEcOXIETzzxBO68804A1xyyJ554Avfee2/d5/yn//Sf8O1vf7vmztOrr76KHTt29PziV5KkhjNogiBwIyQAfoI3AH4cNKtFJZ/P225FNpvFyMgIZFnGgQMHXA9a8Hq9TDtAANsislqgsUilUsGFCxeQSqWQz+chiiISiQQWFhYwMtJ+aMR2Qq1E3S6B2GZUpzsKgoBYLIZYLAZN02CaJqLRKFRVxcWLF+H3++1WSFmWt42jxEs3ktNomoahocZtxqye13mFjsAq7rvvPnz4wx/GDTfcgJtuuglHjx5FLpezUx3vuusuTExM4Itf/CIA4Pd///fxjW98A5/4xCfw8Y9/HOfOncMXvvAF/MEf/EHPa2vmoAF8Re17vV5uZuZYF2iGYWBlZQWLi4vI5XJ47rnnEI/HoSgK5ufnEQwG3S7RxhKHLC9EZb3FEWBHoFVH4auqCl3XUSwW+xKFTxC84uSS6nbwFYAjf/JNHPsftRH8lUoFIyMjmJycxOTkpP33raoqTp8+jVKpBFmWbcE2yDddeOlGchpy0JyFjsAq3v/+90NVVdx///1YXFzE9ddfj8cee8wODrl8+XKNAzE5OYnHH38cn/zkJ3HddddhYmICn/jEJ/DpT3+657U1i9kH+GnFA67Vapom0xfqFiy6fRtnegRBQDQahdfrxa233srsiYUHgcZLi6NbVIfLZDIZOwp/dnYWFy5cwIEDB1yrrd8sVti+mUR0j1Fi8/2on2wUaRtTHL1ery3GrMTVpaUlvP322zh9+jTC4bD9eDweZ/5mayeQQKsPCTRnoSNwA/fee2/DlsYnn3xy0+duueUWPPvss32u6pqDtrq62vCNg6eo/eqZOVYv1C0st89NquPI0+k0VldXEQ6HIcuyPdOTy+Xw4osvMn1SqRZorEItjrU0i8KfnZ21o/DX1tYcq4kgiN5QLdKaxewLgoBwOIxwOIzdu3ejXC7bzvmLL74IALZYUxSF+4t4Hq5N3KBViuMgiXQWYPdqjqhBkiQAwMrKCmRZ3vQ4Tw6aNXyr63rTfmYWsFocnW7HrFQqNbvJNE2DJEkYGxvDwYMHN71uPETYC4IAQRCYrpOHKPt+11cvCl+SJIyPj0NRlLrztXRiZoerGs21Ee1jibROYvYDgQDGx8cxPj5ut9kvLS3hwoULOHHihD1/au1c4+39gRy0+pCD5ix0BHLCyMgIhoaGsLy8XFeg8eSgAfwISusumhNtecViEel0Gul0GplMBoFAALIsY2FhAfF4vOnPtwI4WI9KZtmhAtiur58CTdM0e54snU7D4/F0tBePZWFLED2FoyXV7XLkT76Jb/zqu7o6x3k8HoiiCFEUMT8/j3w+D1VVoaoqzp07h+HhYVusSZLE9PnJggTaZkzTpJh9h6EjkBMEQWgZtc+D4LHgpV7rTbpZ+0e3WBHHlkuWy+Xs9rFOd5NVC0mWT4D11gGwBOshIb0UQo2i8K+//nqKwicIDmh3B5qFr9D4sV7dhAwGg5iensb09DR0XUcmk8HS0hJOnjwJXdehKIot2FjtoCGBthmrk6jR60Lni95DRyBHNIva9/l8KJVKDlfUPSyGb9TD4/FAEATout6T1QnWCctyKkzTtGfJZFnuun3AEmWsxwOz7FABGOgWTGtZuaqqdhS+lfi51Sh8ctAIYuv0cwdaK/7gseP44cJCT7+nz+dDMplEMpm033+snWsvv/wyYrGYvXONpZtCrJ9H3cDq0KIWR+egI5Aj4vF4QweNtxZHFsI32mWrUfv5fN4WZNlsFsFgELIs49ChQ4hGoz1xvCwhybK4ANiflfN4PEz/HXUqhKxZRsspMwwDsixjZmYGsiz39CKEBBoBAJli+0J/vdS+g7JeZNNtGSTed/S7m+L3e4WVNhyNRjE3N4dSqWS3Qr722mvw+Xy2WHN7TQcP8/FOY7mKjUQ0K+J6kCCBxhHNovZ5aRm04KneTgWaFbJgtS4Wi0VHlvay3j4IsO+gsdziCLS3BsBKWLOi8AOBABKJRF+XldPJmWCJUpHu8ndLvR1p/WBoaAg7d+7Ezp07YRgGlpeXsbS0hDNnzqBYLEKSJLsV0ul9npTiuBkKCHEeEmgc0azFkTcHjSeB1k6t5XK5Zj+U1+uFLMuYm5uDKIqO3A1kfak2wL5AY3kPGlDfQasXhR+JRDZF4fcbloRtKHfEtZ+9qEd6/j2varGef89OSJdDrv58XmFtSXW7OCXSLDweD2RZtkOxcrkcVFXF1atXcebMGYRCIdtd69dNpmpoBm0zFBDiPHQEcgSFhLhDPeFjmibW19drdpNZF8XT09Ou9NOz3j4IsC/QeHDQrLTOlZUVexdRO1H4/a4LgOPrKAiC6A9OizSL6p1ru3btgqZpm3auWUEj/Xqvoxm0zZCD5jx0BHKEJEk4e/Zs3cf8fj90XefmAsnn86FQaBIpxRCWQKue50mn09B13b4oPnTokOs96zw4aKy3YbIsIHVdh2EYuHjxItbW1jqOwu8nPLznEEQ9jBK1sjXipk99E89/xXmRVo3f78eOHTuwY8cOmKaJbDZrz62dPHkS8Xjcdtd6tXONHLTNaJpGr4nD0KvNEa1SHE3T5ObODy8pjoVCAZqm4fLly3j11VcRCASgKAr27duHeDzOVKQ9DwKNZQEEsNfiuDEKH7i2JJbVKHxebhARBO/0MmK/GSyINAtr3ZAoiti7dy8KhYIdNHL+/HkMDQ3V7Fzr9qYVCbTNUIuj89ARyBGtBBrAz10OVlMcTdPEysqKPU+Wz+fh9/sRDodx6NAhx+Z5uoF18QOw34bpdoujFUVtibJcLlcThX/8+HHs2LED0WjUtRrrwerfBNGYDM2VEU3wVm3tYUmkVTMyMoKpqSlMTU2hUqkgnU5DVVWcOnUKmqZBlmVbsA0PD7f9fUmgbUbXdWpxdBg6Ajmi2QyaIAhczXWxVKumafZuskwmA+CaGJ6ZmYEkSbh48SK8Xi9CIbYvaMhB2zpu1NcoCn96ehqSJNWcFFnfN8ZybQSxZQr9a4d0cwdaO7Aq0iy8Xm/NzrX19XUsLS3hzTffxCuvvIJIJGK3Qkaj0YY3lXjqRHISTdOaily6Sdd76AjkiGYx+wBboqcVbtZqmmbNbrKVlRWEQiHIsozrrrtu05s3D8IH4KNO1gWaUy2O9aLwFUXB/v37m7bOsirQeD05p42c2yUQBDewLtIsBEFAJBJBJBLB7OwsyuWy3Qr5wgsvwOPx2M6aoig1Ysw6h1LMfi0UEuI8JNA4wnLQGs158BS177RAs/asWK2L5XIZoigimUxi//79Te8M+Xw+lEqlho+zAusBHAD7Aq1fLY7VNwVSqVRN6ufu3bvbHm5nXaCxWBtBEL2DF5FWTSAQwMTEBCYmJuxrAVVVce7cORw/ftzeuZZMJu2bY+Sg1UIzaM5DRyBHSJKEUqmEQqFQd3EjOWi1lEolpNNppNNpZDIZ+Hw+yLLcceodD84UwP58F3DttSyXy26X0ZBeOmjVUfipVAqlUgmSJGHHjh04ePBgV6mfrAo0C5ZrYw21wtYcIUG0C48izaLRzjVVVXH27FkMDw9DEARkMhmIoshUEJib8JJvMEjQq80R8XgcAJDNZusKNN4cNKvXu1etBFbAguWSra2tIRqNQlEUzMzMIBwOd3WXhxeB5vV6mf/98+CgbaU+XdeRyWSgqirS6bR9MbBnz56eROGzljJpQXdP2eCqNpiib73o7gqTbuB1SXW78CzSqgmFQgiFQpiZmYGu67h8+TLOnz+P48ePwzAMKIqCZDLpyn5JlqAWR+chgcYRPp8P0WgUy8vLGB8fr/s4Tw4agC0LNF3Xa3aTVSoVyLKMnTt3Qpblnryh8rISwOv1Mt+KybrL102LY7FYtF2y5eVlBINBKIqCw4cPNx1G7wZy0IhBYb3UH9FVKtJF5Ea6jdhvxaCINAvrGmtkZATvfve7sbq6iqWlJVy6dAknT55ELBazWyG7veHLI6Zptkxx3C6vhZOQQOMMURQbRu1by6p5wOPxwOPxQNf1jkWUtRsqnU5jeXkZIyMjkGUZBw4cQCwW63lLAk8OGut1su6gteNQNYvCn5+fx8jISF/rY1EE0cmZAIBMsX/HPvEOne5A6/j7d3Cfb9BEmq7r8Hq9EAQBsVgMsVgMe/bsQbFYtFshL168CL/fb4u1rexc44FKpQLTNBsKNHr/7w8k0DijWdS+z+dDodCnW2V9oN1daNYsj9W6WCgU7AvivXv31m33dKNOt2HdnQLYF2iNHLSNUfiWUzs1NQVZlh1r/WBVoFmwXNtWWKzQBcggYpQG96LaSQZJpDXagTY8PIzJyUlMTk6iUqnYreyvvPIKSqWSvXMtmUx2tHONB6zRCZpBcxZ6tTmj1bJqHoSERbN6NU2zBVkmk4EgCJBlGbt374YkSY6+UfDgTAF81Mm6QKt20Mrlcs0x6Pf724rC7yduL9JuBN1BJYjuYX0HWiv61ULpBu0sqfZ6vXZMv7VzTVVVvP322zh9+jTC4bAt1mKxGPfvj9b8WaP/D97//1iFBBpnNHPQeAoJAWoFmmmayOVyduvi6uoqQqEQFEXB5ORkz2d5Oq3TsvhZfiPiIWaf5RpN00SxWIRpmjh27FhNFP6uXbvajsLvJ6w6aBSzP7ikyyG3S2CDPi6pHgRu/fg38fQD/LtonS6prt65tnv3bnvHpaqqOHbsGARBsINGnOy26CWU4OgO9IpzRrNl1bw5aF6vF9ls1t5PVi6XIUkSxsbGcODAAWbaBLxeL0zThGEYTPeZU4tj59SLwgeA0dHRrqPw+wmrAs2C5doIgugvgyDS2nHQmhEIBDA+Po7x8XEYhoFsNgtVVe1kSFEUbXctFOLj5gftQHMHEmicIUkSUqlU3cd4cNBKpZLtkmWzWayvr2N0dBTz8/OIx+NMCiCrpl6uBOgHvLQ4ul2jFYVviTLrDufc3BwikQiefvppjI2NMXnHkNWYfYBO0v3iqhZzuwSCaBveRdpWBVo1Ho8HkiRBkiTMz88jn8/bQSOvvvoqRkZGbLHG8s61VgmORH9g7wqEaIokSTh//nzdxywHjaVWPNM0sbq6as/y5HI5RKNRyLIM0zTttgCW8Xg8EATBdWHRCpbbBy3cctDajcK3fsesvo4sO2gs10YQ25VO58M6SXBsBM8iTdf1vnXvBINBTE9PY3p6GrquI51OQ1VVnDhxArquQ1EUe7aNpe4NctDcgQQaZ7SK2Qc676HuNdUORTqdhmmakCRpU+Ldq6++yrzoAa69+fDgTvFQo1MCrXpw27oxYO2waZb8ad3BZFVokAgiCPYZ9CXV7cCrSOulg9YMn8+H0dFRjI6O2jeyVVXFlStXcOrUKUSjUdtdi0QiroogWlLtDiTQOKPZDJrVfufGQGc+n7ddsmw2i5GRESiKgoMHDzbcTebz+ZhfrGzBQ9S+JX5YclA30k+XzzCMmih8Xdc7jsK3Xjdy0DqH5dqcYlGPuF1CW2Qo+INb+r0DrVOaOXQ8ijQ3bnBX71ybm5tDqVSyWyFfe+01+Hy+mp1rTtfX6pqS1esN3iGBxhnNYvYFQXAsKMQafk2n00in0ygUChBFEYqiYGFhoa1lvT6fD7lcru+19gIe3KnqWTkW56eA3ovIRlH4+/bt6zoKn7Ugk2pYF0Es10YQhPPwJtKcctCaMTQ0hJ07d2Lnzp0wDMPeuXbmzBkUi0VIkoRkMolEItHWtdZW0TTNkZ9D1MLmVRzRkGYx+0B/g0Ksi2HrP6/XC1mWMTs7C1EUO35T4yl10oraZxlLoLEqLoDaFsJuBZq1jiGVSmF1dRXhcLinUfis7hoD2BZodBeV6AfrxfZncUpFasNiEZ5EGgsCrRqPxwNFUeyb37lcDqqqYnFxEadPn0YoFKrZudaPoBFqcXQHdo5Coi0sB80wjIZtg70SPdYcj+VQrK2t2RfDU1NTW+6L5kmg8dDiKAgC82Em1jFbqVTaPpEYhoHV1VVblBWLRYiiiLGxsb5E4bOelMiqQAPIQSPaY73kfgCCUWIjkZf3JdXtwotIY02gVSMIAsLhMMLhMHbt2gVN0+yday+++CIA2DvXFEXpmahqleJIN+f6A5tHIdEQURRhmiZWVlYgiuKmx7fqoFUqFXuOJ51OQ9d1SJKE8fFxyLLc04thHlwpCx5aHAVBYCLGvhmWKGslgDYGzQDXTjyzs7OQJKmv6w5YdtA8Hg+zNwroJE0QRDN4EGm6rjO9Tqcav9+PHTt2YMeOHTBN0965dvHiRZw4cQLxeNxuhdxKdwk5aO5AAo0zwuEwfD4flpeX6wq0blwpK4I8nU5jeXkZgUBgy3M87cCbg8ay8LFgPWrfWllQr8aNUfhW0Mx1111XE4Xfb8hB6w5WagvljrhdwrYkUxzgGZUCHxfsW6UXEfutYFmkGYYBwzCYddCaIQgCRFGEKIrYu3cvCoWCHTRy7tw5DA0N1QSNdHJdRzH77sDfUbjNsf4Im0XttxI9VqSrdTGcz+cRi8XsZb3BYNCRPzge2gYteHH7eBCS1UEh6+vr9nG4vr5uH4fNovCdqo9FWBFBjWC5tkHnqh6ktWgAACAASURBVBZ1uwSCMTrdgebE9/cVTPzn330QP/nbe3pf0Baxzp08CrSNjIyMYGpqClNTU6hUKvbOtZdffhmapkGWZbsVstneN9M0m6Y4kjjrH/wfhduQZlH7Pp+vboujpml2y1gmk4FpmpBlGTMzM5AkyRX72ufz2Xes+uXS9QpexCTrLY6W8HnttdewsrJiR+FPTk62HYXfb1hucWTd3XOTfD4PVVWxX3G1jLZQKySmiM5hLWJ/K7Ao0qxzPC8tju3i9XqRTCaRTCZhmibW1tagqireeOMNnDp1CpFIxHbXNnarWK8JC+fm7QYJNA6Jx+NNHbRCoQDTNGt2k62srCAYDEJRFBw6dAixWMz1Cyrrjoyu6wgEAq7W0gqv14tyuex2GS1h0UGzBpmtmwOVSgWmaWJhYQGiKDInzlkXQayKR8BZB636QkNVVTs8BhwINGJwoSXV7cOaSLMCQty+NuongiAgGo0iGo1idnYW5XLZfg994YUX4PV67aARWZahaZq9wqnR9yP6Awk0DmnkoBmGgVKphJWVFTz77LMolUoQRRHJZBL79u1jbo+FNY/Eg0DjqcWRBXGRz+dtUbaysmKnf87MzODkyZOYmJiAJElul1kXanHsDidO1Nb+RVVVkUqlUKlUIMsydu/e/c4C1zZXK6YNPnYwukmaFloTPcRX2PzexZJI4ykgpFcEAgFMTExgYmIChmFgeXkZqqri1VdftcdfBEFAoVBwbexgu0ICjUNkWbYdtMuXL2N5eRkejweZTMaOWp+fn4coiky/2Vh3ZXgRPjy0OLrloFnJohuj8EdHR3HgwIGa9E9WRGQjWG9xZLU2oD8OmpXoqaqqvX/RiRAjgiCcgRWRxnLEvhN4PB7IsgxZlu2da5cuXcLq6iqeeuopBINBuxWS3nv7z/Y9EjnFMAxomobnnnsON954I86dO4d77rkHv/u7v4uZmRlomoYzZ85AUfjo8yHh01ucnEGrF4XfzuJylh0qgFocu6WXtZXLZXu/T3Wi5/XXX990/+Jvxj6Cx9/qSQkE0Xe2yw40XqhUKttaoG0kFApBlmWsrq7ixhtvtN+TX3rpJRiGAUVRMD09jbGxMbdLHUjoSOSA9fV1/OhHP8IjjzyCRx55BJlMBgsLC7j77rtxxx13YGJiwv7atbU1LgSPBS9R+7wItH7XWSqVaqLwh4eHO55r5MFBY7U+1gXaVrDaYlVVxerqKqLRKBRFwZ49e5q21vxm7CM1/759/DAef+v4lmohiO1GpxH7vU6IZMFF2+4OWj2sBEefz4exsTGMjY3ZHTOqqm5p7y7RHDoSGebEiRP41Kc+hR//+MeYmZnBr/3ar+Ef/uEf8POf/xxPPvkkPvaxzbtELMFjmiYXw5sk0HpLr8VPsyj8VhfOjWBZAAHU4rgVOqnNCvmwRFk+n4ckSRgbG8PBgwdr2mI3slGUbeT28cM1/ybBxifrxcbHwEZKxfZT5owSu63/vaLfEfv9wG2RRgJtM/V2oAmCgHg8jng8Tq9XH6FXtgUPPvggvvrVr2JxcRGHDx/GAw88gJtuuqnl877zne/gAx/4AO644w5873vf6+pni6KI22+/HX/1V3+FvXv32p9/8803G8bsW39Iuq5zEYvKi0Djpc5etDhag8KWKNN1HZIkYefOnVAUZcvHFesCjeUWR9bFYyuskA9LlOm6bofHyLLc9GTfSpQ1o1qwdSrWFivu3ei6qsV6/j0zFPzRGdtkSTUruCnStmNISCtaLakm+gcJtCZ897vfxX333YeHHnoIN998M44ePYrbb78dZ8+eRTKZbPi8S5cu4Y/+6I/wnve8Z0s/f3JyEp/85Cc3fb7Zomqv12snI/LwR8WL8OHJQetmHYCmafZKhnQ6DZ/PB0VR+hKFz/quNpYFJMsOWqParCWpluD3eDxIJBItj62tCLJmVIu1b7/xdF9+BtGY9VL7rhjxDrzvQKuX4NgIt0QaOWibaXUtyUOnFq/QkdiEr33ta/joRz+Ku+++GwDw0EMP4ZFHHsHDDz+Mz3zmM3WfU6lU8KEPfQh/9md/hqeeeqqhkNoKzRZVW8mImqYxF6tfD14Ems/ng2mazC/V7qTFsVEU/vT0NMLhcN/eeFkWQAD7LhWrtVVjhXxYu++Gh4eRSCRw+PDhTYtQq+mXKGvEB3fean9MYo3YKrQDrXe4IdJ4WPnjNJqmUby+S5BAa0C5XMaxY8fw2c9+1v6cx+PBbbfdhmeeeabh8z7/+c8jmUzid37nd/DUU0/1pbZmDhrAj+gBrtXKywJo4JoAZ12gNXKnTNPE6uqqvUOqUCjYe/L279+P4eFhx2pkWaCx3OLIcm2maUJVVVy+fBkrKyuIRCJQFAWzs7MIhRq31TktyhpBYo0g2OL//NAD+Ld//LhjP49SHDfTqsWRHLT+QUdiA6wlqKOjozWfHx0dxZkzZ+o+56c//Sn+7u/+Di+99FJfa5MkCfl8HqVSqe4gvd/v5yZZx+fzIZ/Pu11GSyxRxnrr6Mb2wUqlYkfhp1IpANi82NeFGlkVGQDb9bHkoFkBMpbgz+VyEAQBExMTm3bfbYQVUdaIarH2tdcb35AjrpEpst+tQTSm0wRHJ/AVrr0HOynSqMVxM1aKI+E89Kr3iLW1Nfz2b/82vvWtb/V9B5koigCAbDa7SUACfDlovOxBEwSBizk0r9cLTdPw5ptvbikKv594PB6mf+csu1RuCzTDMOx45VQqBU3TIMsypqamcOXKFUxPTzecz2VdlDXivulbav7dSLAt6hEnyiEGBJ53oDmdEOmUSCOBthkKCXEPOhIboCgKvF4vrl69WvP5q1ev1l3Kd+HCBVy6dAm//uu/bn/Ousjz+Xw4e/YsZmdne1JbIBBAKBTC8vJyXYHGm4PG8sV6NawKtOoo/MXFRRQKBSwuLiKRSGBubq5pe5kbUEhI97gh0CwX1hJlHo8HiqJgfn6+JuTjjTfeqKmNV0HWimrBRu4awSKsRex3EhDSCCdEGgm0zVBIiHvQkdiAQCCAI0eO4IknnsCdd94J4JrgeuKJJ3Dvvfdu+vqFhQWcPHmy5nN//Md/jLW1NXz961/H5ORkT+uTJKnhHBpPoodq7Y56ceWSJCGRSODq1as4cuSI2yU2hGUBBFBICHDtrql1bGUyGQwNDbUM+RAEAb+/97N1vtvgUi3WPnXhZdfquKpFXfvZBOEU/RZpFLNfi2maTR00Emf9hQRaE+677z58+MMfxg033ICbbroJR48eRS6Xs1Md77rrLkxMTOCLX/wihoeHcfDgwZrnx+NxANj0+V4Qj8cbJjlaKY48wJLoaYXbDlqzKPx4PA6v14vV1VW8/fbbrtXYDqwLNJZbHPspHguFgi3KrFTPRCKB2dlZBINBZpIXWeUrs++8z7sp1ghikOmnSKOQkFqsazNqcXQHOhKb8P73vx+qquL+++/H4uIirr/+ejz22GN2W+Hly5ddS/STJAmZTKbuY36/n4vgDeCaQGO53a0aNwTaxij8UCjUNAqf9YREgH2Btl0cNNM0kcvloKoqVFVFLpdDPB5vK9WTRFlzBkGspTlaaF0qtn8BaZT4c0h434HWKVZASCP6JdKoxbEWTdPs+ft6kIPWX+hIbMG9995bt6URAJ588smmz/37v//73hf0C5pF7fPkSlkCjfX9YoAzYtKKwrdEWT6f7ygK35rvMk2T2TdP1kUkywJyqwLNNE075ENVVWiaBkmSMDU1BVmWm94pJVHWHYMg1rYtBf7E3Hah1yLNMAwYhkECrQorwZHVa4lBh45ETmm2rJqnkBBe9osB/Uuc3BiFb5omFEXBrl27Oo7Ct15PwzCY7aVnWQABbLc4diPQKpUKlpeX7ZAP4FoI0t69eyGKYtPjhERZb6kWawBw96uXXaqEfdaLjdc0sAivS6o7jdhnKYCklyLNOreTQHsH2oHmLnQkcoosywPhoHm9XgiCwPx+MaC3LY6lUskWZMvLyxgaGoKiKDh48CBisVjXYrVa8LIs0Fhuax2EFkdrXtEK+fD7/UgkEi1XLZAgc5b/b++U/TGJNWIQ6UWCYzN6JdKsaybWbxQ7CQ/XZYMMCTROEUURr7/+et3H/H4/NwLN6m/mod6tCDRr3scSZWtra4hGo1AUBXNzc01DGDrBOrmw6gAB7DtoLNfXzN0rFot2yEc2m0U4HLad2FAoRKKMcbaDWFsv8eWK8QhLDpdT9EKkWQEh5Aq9Q7lcJgfNRUigcUo7MfsszyFVw4vj5/P5UCi0f/arjsJPpVIol8uQZRkTExOQZRmBQKDnNfKwUJtlAQTw0+JYLfpVVcX6+jpisRgSiQQWFhYwMjLS8PuQKGObarH2q6dWXKyE6Ac8L6nuN60CQuo+J7/192sKCNkMOWjuQkcjp4ii2DRmH+Dnj4sXgdaO8KmOws9kMvZS33bmfXoF6y2EPISEsNriaHHu3DmkUimUSiVIkoSdO3dCURQK+RhAHj0Qsz/eqljLcJTMSBCd8L7f+Dp++M+f6Pr5JNA202oGjegvdDRySrOQEGuui5c/Ll6i9hsJNGt/VCqVQjabtaPwp6amEIlEHHcxyUHbGqw5aFbIh+WUAddOnHNzc5AkiUI+thHVYg0gd40gqtmKSCOBthlN0zA01LgtmYcOLZ6ho5FTmsXsC4LAjSsF8OegNYrCb6e1zKk6WRIYG2FdoLFQn67r9vGVTqfh9/vtpeQnT57E/Px8XWFGgmx7US3YjrzkjuubKbr7fjfosLQDrdP5tn4HhNSjW5Gm6zqzwVpuoWkaQiFy3d2CBBqnWA5aozkz3qL2WRdolUoFuVwOuVwOP/vZz2AYBmRZ7ioKv9+w3uJotRCyuvvOrRbHUqlkR+EvLy/XXUpu/Z1U10eijACAY9e/cx5wS6wRfNFpxD6L1Js/60akkYO2GYrZdxc6GjlFFEVUKhU7DXAjvLhSALu1lkqlmnkyn88H0zRx4MCBLUXh9xseWhwBMCvQnGxxzOVytihbW1tDLBaDoiiYn5+v68RaJ8T/S/6/HamP4BMSa/UxSh04JLSkmmve9xtfx2P/8+Ntn2NIoG2GlxyDQYWORk6JRqPweDxYXl6uK9B4ctB8Ph8TtTaLwp+dnYWu6zhx4gREUXS71Kbw0OIIsLsKoJ8OmtUea4myYrEISZIwPj4ORVGaJnuSU0Z0Q7VY2/W8i4X0iVLR/QtIVpZU8x6x302CYzP+y399AF/90/8DyWSyZYiSFbNPvAMvOQaDCh2NnOLxeOw5tOnp6U2Ps+pK1aPT+PpeUi8Kv9EFcz6fZ9qZsuDJQWMRy0Hr1ZoKwzBqQj4Mw4CiKNi9ezdkWaaQD8IxXrspb3+86/mgi5UQhDP8tz99Evf/4RGcOHECkiQhmUwimUxu6lDQdb1pIMZ2pJlAEwSBWhz7DAk0jmkWtc/TsmqnUxw1TUMmk7EDGNqNwrecKVZb8yxYn0ETBIGJII5GWL/brQg0XdeRTqehqirS6TR8Ph8SiQT279+PeDze8PghQUY4RbVYA2oFW9rlOP714uBeKNMONOf5/F8ew/f+8aNYWlrC1atXcebMGYTDYVusRaNR6LpOgRhVmKZJLY4uQwKNY5olOfp8PpRKfEwAOxES0igK//rrr287Ct8SbpVKhWmBxrqDBrCRlNiIaoHWCaVSyT7GMpkMgsEgEolEy3ULJMoIFqgWbNGf0oUqUQuLCY6dLKi+80Pfwg//+ROYmZmBpmlQVRVLS0t44YUX7NVEfr8flUqF0hwBe+ykUdsnuWf9hwQax7RaVp3L5RyuqDv60Y5pmibW1tbsWZ98Po94PG5HlXcThV8t0Fi+q8T6DBrAtstnnXgMw2h5os7n81BVFaqq2jOLiUQCe/bsQTDYuIWMRBnBMqvvVu2Poz9NuFjJ9qafEfuDkODYKVa6o9/vx/j4OMbHx+0W9OPHj2NxcRFvvfUWFEVBIpFAMplsOhc8yGiaBkEQSKy6CAk0jmm2rJq3kJBeCLTqhb6pVMqOwp+ZmYEsy1seALberFhvHfV4PMz/7nlw0OrVt1H4FwoFiKJIIR/EwNIrsbZeGty2RWLr9DogpBEbI/g9Hg9kWcbQ0BDm5uYQDAaxtLSEK1eu4NSpU4jFYnYrZCgU2jbOkdXeuF3+f1mEBBrHtGpxZF1IWGyl1nK5XNNWFggEkEgk+haFz0P7IC81sirQrBOS1eJoBclYoqxSqbS9A49EGTFIkLNG8I4vr+NXb/9LPPr4H9Z83hIkkUgEkUgEs7OzKBaLdivk+fPnMTw8bIu1ZrPEgwDtQHMfEmgcI8syrly5Uvcx3hy0SqXSVihDvSj8SCRiR+EHg8G+vnGQ+OkNLDto1vGjqipWV1ftIJlEIoF9+/a1PDGTKCO2A5ZY8wHQfzTlbjEE9xH7TrNRpNXbgzY8PIzJyUlMTk7awU9LS0t46aWXYJqm3QapKMrARfRTxL77DNYRtc0QRREnT56s+xhvDhrQeCmiYRhYWVmxY8qbReE7USvrAo3l+S4LFgWa5caq6rULzytXrmB0dLRlkAwJMmK747vtcs2/SbAR/aaTgJB3nlN7TWSJNCuxsJnI8vl8GB0dxejoKEzTRDabtZ2148ePN43w5xFy0NyHBBrHtJpBq1QqzEfCA/XDN6y7VZ1G4TtRK+vClweXjxURmc/nbVG2urqKSCSCRCKBlZUVHDp0CJFIpO7zSJQRRGOqBRsrYs0odXDOKLT/tawsqe4nLCY49opfvf0v8b8f/X9gmmbb1xWCIEAURYiiiPn5eeTz+aYR/jyKGU3TBs4V5A169TlGkqSmM2jANaHDegqRIAh26qQ155PNZhEMBjuOwu83PIgfHmp0y0EzTRPr6+t28mI+n4coihgbG8PBgwftRaVXrlzZVB+JMoLoHEusxQFkH9njbjEuQzvQ6uNUQEgjfv1Xj+IPPnmga0ESDAYxMzPTMMLfEmuSJHGTikgOmvuQQOOYZjH7Ho8HgiAwLdCsRDwreOH48eMQRXFLUfj9hgfxQzNotVghH5ZTput6y3RPqz4SZQTRO+K/ds7+uBdirVSkGZlu2I4R+60QBKEn3UYbI/wzmQyWlpZw6tQpaJoGRVGQTCaRSCSYvTYDrt3ct25YEu5AAo1jmjlo1tJF1oJCGkXhBwIBzM3NYXR01O0Sm8LDbB8PIrLfAq1SqSCTydiOrNUiu7CwAFEUKeSDIFym12Jt0OjnDjTe6cX82Ua+/rWXcfvtt3dbUl2s846iKNi3bx/W19extLSEy5cv4+WXX0Y8HrfFWjgc7unP3iqapjWtiRy0/kMCjWNEUcTa2lpDK5oVMVEvCl9RFOzfv99OxDt27Jgda84yvIgf1mvsh8u38TgbHh6Goig4fPhw0zkAEmQE4S4k1ggWqBe/3ysEQWgY4X/u3DnmIvwpxdF9SKBxjCiKAIBsNotEYvNOGrccNNM07fCFVCplhy8oioLdu3fXXfbIiphshdfrRanEdn+IJX7aWVvgFr1y0AqFgt26uLKyUrNyIRQKNXweiTKCYJP4r51DvOrfb/zPg67VQnQOTwEh9einSKuG9Qh/EmjuQwKNY0ZGRjA8PNxQoDkpeqqj8FOpFEqlEiRJwo4dO2rCFxrBi0Dz+XzI5/Nul9EUr9cL0zQHUqBVh3ykUinkcjmIoohkMokDBw40Pc5IlBEEf+z8ry/bH5NYq08/d6D1e7+a2wEh9XBKpFk0ivA/d+4cjh8/DlmW7VZIp2bzW6U4snptMUiQQOMcSZKQyWTqPtZv0bMxCl8QBCiKgrm5uY7TinjYLwbwEbNvtUZUKhXX2yQa4fF42nZ3N+7B0zQNsixjamoKsiw3vctHoowgBgcSa0Q3tJo/q4fTIs1iY4R/LpfD0tIS3n77bZw+fdpeBdPvCP9mDhqJM2cggcY5oig2DArpR4tjoVBAOp2Gqqo1Ufit5nxawYPwAfiYQbOEMctJjq0ctOqQj3Q6DQBt78EjUUYQg0+1WLvwj+9ysRLCSboJCOmWX3/Pl/G/n/q0Yz+vHqFQCLt27cKuXbvsOeulpSU8//zz8Pv9tliTZblnN2QNw6jZS0u4Awk0zmkWte/z+bY8L1UdhW+1lMXj8Z5H4feiVifgQaBZccEs11kvJETTNPs4S6fTGBoaQiKRwKFDhxCLxZqKfxJlBLF9mf3Qz+2PtyzW+rSkmpUdaBSx3x7eX7huLIg0i0Ag4EiEv3WznBw0dyGBxjnNovb9fj/W19c7/p4bo/ArlUrbLWXdwtMMGg91si7QLAfNSrKyQj7C4TAURcGuXbvqhslYkCAjCKIe1WINIHeN2DosiTSLjRH+a2trWFpawuuvv14T4Z9MJpsGZtVD0zR4PB5ulmoPKiTQOEeSpKYOWrtiolwu2/NkmUwGfr9/UxR+P+FF+PDgoAHs1mmaJnK5HNLpNLLZLJ555hn7RLJ//34MDw83fC6JMoIgOqVasJ17+AYXK2kfXnegdZrg6ERASDfzZ/VgUaRZCIKAaDSKaDSKubk5FItFLC0tQVVVnDt3DiMjIzUR/q0csFYJjuSgOQMJNM5p1uLo9/sbip5mUfit3It+QAKtt7BUp2maWFlZsZ2ycrmMUCgEv9+PG2+8kUI+CIJwhD0f+Q/7Y17Empv0O8GxU5yaP/M2EHUsi7RqhoeHMTU1hampqZoI/xdffBEAWkb4t0pwJJyBfgOcI0kSXnnllbqP+Xy+mpCQelH4oihibGysrSj8fsJLiqPP54NhGDAMg9mERKA/i6A7wWqTteLwgdqQj0wmg9dee62uOCNRRhBEvxkUscaaiBp0eBFpFu1G+CeTSbuDhXagsQEJNM5p1eKoaRqWlpZsUbaVKPx+wpODBrAdYQ+4M4OmaZqd8Gm1ySYSCRw8eHBTW8XGFEcSZQRBuEWNWHvwZhcrIXiAN5Fm0U6EfzKZhGEYtAONAUigcU69mP1isWhHsRqGgYsXLyKRSGw5Cr+fWDH7LC9XBmoFGst3mJxqcbSONWvtQigUQiKRaNkm+9Hd/+0XH/1N32skCIJolz33PGd/PGhibbslOPZq/qwevIq0ajZG+KuqiqWlJSwtLcHj8eCVV15BIpHoaYQ/0T4k0DjHWlT99NNP45//+Z+RzWbxwQ9+ELFYDLIsI5vN4pd+6Ze2FLnqBNbdmkqlwnTvMw8R9kD/Whyt2UVrnmx9fR2xWAyJRKLl2gVyyQiC4IlqsQYMnmBzEycCQrqh0fxZPQZBpFkEAgFMTExgYmICp0+fRqFwrXe2XoQ/yzenBwl2r4SJppRKJfz4xz/G3/7t3+Ktt97Cb/zGb+DWW2/FHXfcgXe/+932H9Brr70GTdO4EWi6rjMt0AA+5uV6KSJN08Tq6qotykqlEiRJws6dOyHLctNji0QZQRCDwiC7a1ul0wTHjr+/gwuqO2GQRJqFruuIRCLYs2dP3Qj/97znPRBF0e0yBx62r4SJGlKpFB599FF8//vfx+OPPw5JkvDe974XPp8PFy5cqOte8DLbJQiC3ebIOjzUudUWR8MwakI+DMNoe3aRRBlBEINOtVi78Je3NP1aVpZUE/1h0ESapmmIRCIA6kf4h8NhlyvcHlBTaYc8+OCDmJmZwfDwMG6++WY8//zzDb/2W9/6ln2nQRRF3HbbbU2/vhmmaeLIkSN44IEHcPjwYfz0pz/FpUuXcPToUWSz2YbtbH6/vybJkWV4cKYAtiLsG9FNi6Ou61hcXMTLL7+Mp556CmfOnIHH48GBAwfw7ne/G/v370cikagrzn4z9hH7P4IgiO3E7B8+Y/+3VVjZgcZ7OmQ382edtDdW48mVcMcvfb6r57JIsxTH4eFhmkdzCHLQOuC73/0u7rvvPjz00EO4+eabcfToUdx+++04e/Ysksnkpq9/8skn8YEPfAC33norhoeH8eUvfxnve9/7cOrUKUxMTHT0swVBwKlTpzbduYjFYgCA5eXlutvieXHQAH5q5UWglcvlll9XKpXskA/rGFIUBdPT0wiHww1DPkiIEQRBbKZapLVy1rYK7yKKYBNd12nOjAEE02y7b7i/DcYccPPNN+PGG2/EN77xDQDX2sAmJyfx8Y9/HJ/5zGdaPr9SqUAURXzjG9/AXXfd1bO6RFHEI488gkOHDm167MSJE/a8EOv8x3/8ByYnJzE6Oup2KU2xdoew/JpeunQJuVwOBw4c2PRYLpezWxfX1tYQjUaRSCSQSCQo5IMgCKIPXPrzW9v6uk4ctE4FWicpjp1+705m0LoJCOl0Bs1pB83iX168v6vvwRJPPvkkDh8+XHfOTBAE5jMNOKFl3zM5aG1SLpdx7NgxfPazn7U/5/F4cNttt+GZZ9pra8jn89A0DZIk9bS2elH7FhuXVbMMOWi9o7pGK+TDcsqKxSIkScL4+DgURaGQD4IgiD4z8/8+XfPvdgVbr+hnxP52DQgBasUZANzxS5/nXqTRomo2IIHWJqlUCpVKZZO7Mzo6ijNnzrT1PT796U9jfHwct912W09rE0Wx6bJqHkQPwE+tPAg0j8eDYrGIs2fPQlVVGIYBWZaxe/duSJLUNCmTRBlBEER/qRZsTou1QcdJ96wePIs0wzCYX3e0XaDfgEN86Utfwne+8x08+eSTGB4e7un3buag+f1+e58F6/Ai0FgNM9F1Hel02nbKTNNELBbD/v37EY/Hmw72kigjCIJwh2qxduVPSKwNAryKNKvjqpGD1mguneg9JNDaRFEUeL1eXL16tebzV69exdjYWNPn/sVf/AW+9KUv4Uc/+hGuu+66ntcmSRI5aA7i9XpRKvWxX6QDrJCPVCqFTCaDYDAIRVGwa9cuLC4uYn5+vuFzSZQRBEGwxeT/cF+sUfhIe2xsb9wIjyJN0zR4PJ6mq3QIZyCB1iaBQABHjhzBE088gTvvvBPANSv4iSeewL333tvweV/5ylfw53/+gB3hKgAAIABJREFU53j88cdxww039KU2SZKaOmg8zaC1kzzoNm63OObzeTvkY3V11Q752LNnD4LBIAAgk8ng7bffrnkeCTKCIAh+YEGs9ZpOA0KcmD/rZXvjRngTaa0SHMlBcw4SaB1w33334cMf/jBuuOEG3HTTTTh69ChyuRzuvvtuAMBdd92FiYkJfPGLXwQAfPnLX8b999+Pb3/725iZmcHi4iIAIBwO93TRnyRJm5w9C15cKYCfWp0WaKZpYm1tzRZl+XwekiRhbGwMBw8exNDQUMMaSZQRBEHwzyCKtX7QzfxZv+FJpFFACDuQQOuA97///VBVFffffz8WFxdx/fXX47HHHrODQy5fvlwz5/PXf/3XKJfL+K3f+q2a7/O5z30Of/qnf9qzuiRJwtmzZ+s+5vf7uRA9wDVRwUOtTghJwzCQzWZtUabrut26SCEfBEEQ25dqsQYAb/+Re4Kt3wmOrNKqvXEjvIi0VgKNHDTnIIHWIffee2/DlsYnn3yy5t+XLl3qf0FoneLIU4sjDwKtXw6aruvIZDJQVRXpdBoejweJRAILCwsQRZFCPgiCIIhN7PiLdwRbPbHWz4h9on14EGmaplGCIyPQb2EAaBUSYhgGDMNoeoHPAttRoJXLZTt1cXl5GcPDw0gkErj++usRiUSa3q0iUUYQBEFU00qsEbX0c/6sHqyLNHLQ2IEE2gDQKmYfuPZHV29WiSV4EWhbjdkvFApQVRWqqmJ1dRWRSASJRAJzc3MIhUINn0eCjCAIgmiXarG29PH2xFo/Exz7HRDi1PxZp+2N1Qi5PO6c/wy+d/ZLPayod9AMGjuQQBsAmjloHo8HHo8Huq5zIdAqlQpM02T6Lk2ns3KmaWJ9fd0WZfl8HqIoNg35sCBRRhAEQWyV5AOdizWitwi5vP0xqyJN13WMjIy4XQYBEmgDgSRJWFlZQaVSqbu7gpegEJ/PB9M0YRgG0zs4vF4vDMNoKiQNw8DKyootynRdhyzLmJmZgSzLFPJBEARBuAKJtWs43d64ERZFmqZpiEajDR9n+eb5oEECbQAQRREAkM1mIcvypsd5CQqxRJmu68wLNACoVCo1QqtSqdghH6lUCh6PB4qiUMgHQRAEwSTVYg0AMr/bvmDbjgmO3bY3Vrtn1bAm0qjFkR1IoA0AwWAQgUCAe4HGSztmtUAzDAPpdBqqqiKTyWBoaAiJRAKHDx9GNBqlkA+CIAiCG6S/fUewdSLWeg2r82f9gCWR1irFkRw05yCBNgAIgtA0ap+XFkeAj6CQUqkEQRBw4sQJrK+vIxwOI5FIYHZ2FsFgkEQZQRAEwT2siLXtACsirZmDRuLMWUigDQitovZZFz0WLNZqhXxYcfi5XA7AtdbSQ4cOYXh4uOFzSZARBEEQvLNVsdZpgmO/6Wb+rNftjSyi6zq1ODICCbQBIR6PN43a56HFEWBHoFkhH5Yo0zQNkiRhamoKsizjhRdegCzLdcUZiTKCIAhiUKkWa6sfusXFSgYLt100wzBQqVTIQWMEEmgDQisHrVDo43KTHrLVHWNbwQr5SKVSSKVSAABFUbB3716IolgTXLJRSJIoIwiCILYb0X98pubfJNhq6dQ9c1OkWTfyyUFjAxJoA4IkSU0dtNXVVYcr6g6nHTRN02xBlk6nEQgEkEgkcOjQIcRisYZ3jLxeL35v7tOO1UkQBEEQrFMt2LoVa/0OCHGyvbEb3BJpmqbB6/U2TJwmB81ZSKANCM1CQlhpG2yHTpdAd0OxWLSj8LPZLMLhMBRFwa5duxAKhSjkgyAIgiC2SLVYy//mzS5Wwh9uiLRWCY6Es9BvYkCQZRmvvvpq3ce2e4qjaZrI5XK2KFtfX0c8HoeiKNi3bx+FfBAEQRBEHwn+r+fsj7eLWNtqOMidOz+B773x9R5V0xragcYWJNAGBFEUG7Y48rIHDejdvJxpmlhZWbFFWalUgizL2LlzJxRFafomRKKMIAiCIPoDb2LNyfZGm9y16yAnRVqrBEdqcXQWEmgDQrMZNJ5aHLdSa6VSwfLysi3KgGshH3Nzc5AkqSbkYyMkygiCIAjCWbYq1pyYP+uGLblnudqb1E6JNHLQ2IIE2oAgiiIymUzdx/x+vx2f2kyksECnAk3TNKTTaaiqikwmA7/fj0QigYMHDyIWizUcdgVIlBEEQRAEK1SLNQAo/5cbXaqEPZwQaa0EGjlozkICbUBoFbMPXLOveRBorWL2i8WivZ8sm80iFApBURTMzMwgHA5TyAdBEARBcE7gsRfsj90Sa920N/bSPaum3yKNQkLYgn4TA0KzGTSPxwOv1wtN0zA0NORwZZ1RL8XRNE3k83moqgpVVbG+vo5YLIZEIoGFhQWMjIw0/H4kyAiCIAiCb1gQayzQT5GmaRqCwWDDx8lBcxYSaAOCJEkoFosoFAp1BQsvc2hWnaZpYnV11Z4nKxaLkCQJExMTUBQFgUCg4fcgUUYQBEEQg0m1WDP+87vafp5T82dd08Q9q6ZfIo1m0NiCBNqAIIoiACCbzdYVaDxE7RuGgbW1NWiahp/97GcwDAOKomB2dpZCPgiCIAiCqMHzk5/bH3ci1tr63k63N3ZAP0RaqxRHwllIoA0IPp8PkUgEy8vL2LFjR93HWYza13XdDvlIp9N2//PCwgIkSaKQD4IgCIIgWtJPsdZ32nTPqum1SKOQELYggTZA8BK1XyqV7JCP5eVlBINBJBIJTE9PIxgM4t///d8RiUTqijMSZQRBEARBNKNarAHOCLau3bMuxJlFL0VaM4FG4sx5SKANEPF4vGGSo9/vd9VBy+VytihbW1tDNBpFIpHA3r17Nw2lejyemiRHEmUEQRAEQXSL5yc/h/mLj4UbDrX+ejeWU3dJr0QapTiyBf0mBgiWHDQr5MMSZcViEf8/e3ceHlV99///mQUIIesksyUQQEBAUUAkAVxYRFB2AsxkscKXWi8X7G1tr7bUDdsqKveNKKho+7tFnIHMZGUREAUBUQRFUUCDIFIFZiaZ7JN9lt8fXDk3kUwSMSQB3o/r8qpOzknOsZKZ1/l8Pq9PdHQ0cXFxLZZ8vDJzLbC23a5VCCGEEFcH3+eHlb9vTVhrjY4YPWvgrahgRuRCNpb970V/D4/Hg9frlRG0TkQC2hUkOjq62RG0ysrKS/rzvV4vJSUlSijzer3ExMRwzTXXoFKpmn0yI6NkQgghhGhPTYU13+eHYfC1HXVJv4i3oqJNvk/DDCspCek8JKBdQVQqFcXFxU1+7VKNoLndboqLi5WSj6CgIGJjY7nuuuuIioqSkg8hhBBCdHrnh7V20QajZ+f7NaNobreboKAgv5/ZZASt/UlAu4K0V0Crq6tT9icrLi4mNDSU2NhYhg0bRnh4eLN/kCWUCSGEEKIz83z7nfL3QS2MprVXtf7PNTV6drEhTfZA63wkoF1BVCoVJ0+ebPJrv7YkpKqqSpm6WF5eTnh4OGq1mgEDBjS78zxIKBNCCCHE5en8sAYtB7ZW+ZWjZ81NbbyYkCYV+52PBLQrSFuWhPh8PioqKpSRsqqqKlQqFTqdjiFDhtCtWze/50ogE0IIIcSV6OeBLTih5y/7BpcwnDWYEbmQrMLVzRaynU8aHDsf+X/jCtJSSUh9fT0+n8/vkxCv10tpaakyUuZ2u4mJiaFPnz7ExMRIyYcQQgghxHncP54GLiKoXYRfUgoyV/0AT7z/ABqNBq1WS/fu3f0eW19f32yYkxG09icB7QrS0giaz+fD6/USFBSkvO7xeCgqKlJKPgIDA1Gr1QwaNIjo6Ggp+RBCCCGEaEFDUINmwtqvGD27mMbGf965mic/eJBjx44RHh6uhLWwsLBGoUtG0Dof+X/jCtLcCFrDHzy3243H48HpdColHyEhIcTGxjJ06FAiIiKk5EMIIYQQ4iI1FdYavRYT84u+36+p0//HxNfJKlxNYWEhBQUF/PDDD3Tt2hWtVotGoyE6Ohq32y0lIZ1MgM/na/moc1p9oOgY//nPf+jbty8lJSUXjHxVV1fz6aefEhYWhsvlIjw8nNjYWNRqNT169Gj2+0ooE0IIIYRoey2Ftbba66yhOKRh5pTD4aCgoAA4twwmMjKSIUOGNJpl1aBr164yzbFttfgvUwLaFaS8vJzIyEh+/PFHIiIiOHz4MOHh4TidTmWT6vj4eHr37i0lH0IIIYQQncjPw1pbhbMGP2939Pl8lJSUcPjwYdxuN16vl9jYWLRaLWq1WhlVk4DW5iSgXU3q6+vp1asXt9xyC3v37qWqqopNmzYRHx9PTEwMX375JX379kWtVl9wroQyIYQQQojOIbCVDYy/VFMV/J9++im9evUiIiJCGVmrqKhApVKh0WgYMGCABLS21eK/TFmDdpmrqqpi+/bt5OXlsWnTJioqKqiqqmLp0qVMmTKl0fTFpqr2vV4vc6Pva+/LFkIIIYQQfnjr6pS/b8uw5vF4CAgIaLQUpqHFMTw8nPDwcPr3709VVRUFBQWUlZVJOOsAEtAuU9u2bWP16tVs376d+Ph4Zs+ezaZNm1iwYAEPPPAAEyZMuOCcLl26UFdXh8fjwev10jB6anG+QUBAAIaY+9v7NoQQQgghRDPaIqxlFryOz+ejtraWwMBAAgICCAoKIjAwsMmSkNDQUPr06SPhrIP471AXLXr11Vfp06cPISEhJCUlceDAgWaPz8zMZNCgQYSEhHDDDTewZcuWi/7ZJSUljBw5ks8++4zvvvuOF198kTFjxjRZte/1evF4PAQGBlJWVkZ19bma16CgILp06ULXrl3p1q0bG1xvK38JIYQQQojOxVtX1+iv5uQW/0v5Kzg4mC5dutClSxcCAgLwer3U1dVRWFhIXV2d8trPSUDrGLIG7SJZLBbuvfdeVq9eTVJSEitWrCAzM5Njx46h0WguOP6TTz7h9ttvZ+nSpUybNo1169bxwgsv8MUXXzBkyJA2u667776byZMn8//+3//D6/U2+sPmcrk4efKkMq9Yr9ejVqsb7X1RXV2tVLGWlpYSHh7Oc3e81mbXJ4QQQggh2tb5I2v/lZNOQEAAarUatVpNTExMoymNLpcLu92OzWbD7Xaj1Wrp16+fMvWx4a+AgAAl2Ik2JSUhl0pSUhIjR45k1apVwLlRql69evHII4/w17/+9YLjjUYjlZWVbN68WXlt1KhRDBs2jNWrV7fZdU2ePJn4+HhefPFFAgIClD9sQUFByt9XV1crfzCrqqpQqVR06dKFyspKXC4X0dHRaDQa1Go1ISEhjb7/zLD5bXatQgghhBDi1zt/9pPX66W0tJSCggIKCwupr68nOjqa4OBgXC4XVVVVqNVqdDodsbGxBAYGKg/1fT6fsgSmoqKC7du3M3/+fNnIum1JScilUFdXx8GDB1m8eLHyWmBgIBMnTmTfvn1NnrNv3z4ee+yxRq9NnjyZvLy8Nr22rl27sn79evbs2YPRaCQlJYV+/fo1OqZhiDsmJga3201xcbES5vR6PfHx8URGRjY5rH3+LwAJa0IIIYQQHcPfkpTAwEBUKhXh4eGEhYVx+vRpnE4nQUFBeDweoqOjUalUjcpCGkbNamtree+997BYLGzbto1rr72WO++8k4SEhPa8taueBLSL4HQ68Xg8aLXaRq9rtVry8/ObPMdutzd5vN1ub9Nr27RpE9XV1bz77ruYzWZuvvlmbrzxRubMmUNERATvv/8+u3fvZvz48fzlL39h0KBBytB3SUkJdrudL7/8kuDgYPR6PTqdjrCwsCZ/loQ1IYQQQoj201JPgMfjwel0YrPZcDqdhIeHExcXh1arpVu3blRWVlJYWMjJkyeZNWsW/fv356677uK6665j79695OXlERERgdFo5O9//ztDhgyRdWgdQALaFah79+7MnTuXSZMmkZmZyerVq3niiSfo0aMHgwcP5v7772fRokWoVKpG56lUKlQqFYMGDcLpdGK329m/fz+hoaFKWPv5lMcGDb8wJKgJIYQQQrSdlkKZz+ejuLgYu91OQUEBXbp0Qa/XM2DAgEbbLQH06NGDHj160Lt3b7KysnjrrbfYtGkTy5cvJyoqiunTp/PII48wYsQICWYdSALaRYiNjSUoKAiHw9HodYfDgU6na/IcnU73i46/WLW1taxdu5bc3Fx27NjBgAEDmD17NqtXryY2NpaMjAzMZjOvvPIK06ZNw2g0MnHixEYLQAMDA9FoNGg0GtxuNwUFBdhsNk6cOEFUVBQ6nQ6tVtvkolEZVRNCCCGE+HVaE8oqKiqw2WzKbCydTsdNN91EREREk+HK5/Px008/kZmZidVq5fvvv2fq1Kk8//zz3HrrrezYsYO8vDwmTJiASqVi1qxZ/OY3v2HEiBGX5B6Ff1IScpGSkpJITExk5cqVwLkFmQkJCSxatMhvSUhVVRWbNm1SXhszZgw33nhjm5aEuN1upk+fzoQJE5g1axYDBgxo8rjDhw9jMplYv349VVVVJCcnYzQaGTVqlN8nJrW1tdjtdux2OxUVFcTGxqLX65XA2hwJa0IIIYQQzWspmFVVVSmhrLa2Fo1Gg16vJzo6ulFTYwOfz0dJSQm5ublYrVY+/fRTxo4dS1paGnPmzCEyMvKCc2pra9m5cye5ubkMHz6cBx98sM3uTwDS4njpWCwW5s+fzxtvvEFiYiIrVqzAarWSn5+PVqvl3nvvJT4+nqVLlwLnavbHjh3L888/z9SpU8nIyOC5555r85r9X8rr9bJ3715MJhNZWVlERERgMBgwGo0MHjzY73mVlZVKE2R9fT0ajQadTqcsOm2OhDUhhBBCiHNaCmW1tbU4HA7sdjvl5eXExsai0+lQq9V+H5BXV1ezZcsWrFYr27dv54YbbiA1NZWUlBTi4uJk+mLHkoB2Ka1atYply5Zht9sZNmwYr7zyCklJSQCMGzeOPn36sGbNGuX4zMxMnnjiCU6dOsWAAQN48cUXmTJlSgdd/YVqa2vZtm0bZrOZTZs2MWjQIAwGA/PmzSMuLq7Jc3w+H+Xl5dhsNmUKp06nQ6/XEx4eLmFNCCGEEOJnWgplDUtM7HY7xcXFREZGotfr0Wg0dD1vz7Ofn7Nnzx4sFgsbN25ErVaTkpJCeno6gwYNklDWeUhAExenvLycnJwcTCYTu3fv5tZbb8VgMDBr1qwmh8Ph3GhcSUkJNpuNgoICunXrppSLhIaGNvvzJKgJIYQQ4krWUijzer0UFRVhs9koLCwkNDQUnU6HTqeje/fufs/56quvyMjIIDs7G7fbzbx580hPT2fUqFFNTnsUHU4Cmvj1bDabUi5y5MgR7r77boxGI5MnT6Zbt25NnuPxeCgsLMRms1FUVERERITyS8bfk58GEtaEEEIIcSVoTdlHaWkpdrsdh8NBUFCQ8nkpPDzc7zk//PADVqsVq9XK6dOnmTlzJmlpaUyaNKnJEjfRqUhAE20rPz9fKRcpLi5m1qxZGI1Gbr31Vr9Paerq6pQmyLKyMlQqFXq9HrVa3eLO9BLWhBBCCHE5aSmUAbhcLqXsw+PxKGUfUVFRfhsYnU4n2dnZWK1WvvjiC+644w7S0tKYNWuW3zAnOiUJaOLS8Pl8fPrpp5hMJqxWK926dWPevHkYjUZuuOEGv/Ocq6urlSbIqqoq1Go1er1e2Sy7ORLWhBBCCNFZtRTMampqlIK1hs9AOp2O2NhYv5+BXC4Xmzdvxmq1snPnTkaMGKGUfajVallXdnmSgCYuvfr6et5//33MZjN5eXn06dNHaYJMSEjwe15FRYUS1jweD1qtFp1O5/fp0fkkrAkhhBCioz2957/QaDSo1eoml33U19crDYylpaWoVCp0Oh0ajcbvLKL6+np27tyJxWJh8+bN9OzZk9TUVNLT0+nXr5+EssufBDTRvlwuFxs2bMBkMrFjxw4SExMxGo3Mnj0blUrV5DkN868bmiCDg4OVJsiwsLAWf6aENSGEEEK0l4aRsurqagoKCigoKKCsrIzIyEg0Gg0xMTFUVlZis9lwOp2Eh4ej1+vRarV+1+57vV4+++wzLBYLOTk5BAcHYzAYSE9PZ8SIEVL2cWWRgCY6TkFBAVarFbPZzBdffMGdd96J0WhkypQpzbYROZ1O7Ha70mDU0AQZEhLS7M+ToCaEEEKIS6E10xdPnTpFQUEBtbW1BAQEEBUVRe/evYmNjfW7ruy7777DYrGQmZmJ0+lk9uzZpKenM378+BbX6YvLlgQ00TmcOHECs9nMunXrsNlszJw5E4PBwLhx4/xustiwB4jNZqOkpISoqCh0Oh1arbbFhiIJa0IIIYT4NVrTwFheXq4s1wCUNWW1tbUUFhbidDp57733qKqqYu7cudx2220UFBSQmZmJ1Wrl6NGjTJ48mbS0NGbMmNHitkTiiiABTXQuPp+PgwcPYjKZsFgsAMyZM4eUlBSGDx/ud151bW0tDocDm81GRUUFsbGx6PV6YmNj/Qa8BhLWhBBCCNEarWlgrKqqUhoYa2trlQbG6OjoC6YiejweNm7cyNq1a9m7dy9du3alrKyMIUOGcP/995OamopKpZJ1ZVcXCWii8/J4POzcuROz2UxOTg56vV4pF7nmmmv8nldZWam0INXX16PRaNDpdK36BSdhTQghhBA/11Iwa+pBsU6nQ61W+31QXFtby/vvv4/FYmHr1q3079+fpKQkqqqq2LFjB263m5kzZ5KcnMwdd9zR4lIOccWQgCYuD9XV1WzatAmTycS2bdsYNmwYRqOROXPmoNFomjzH39QCnU5HRESEhDUhhBBC+NVSKGtYamG32ykuLiYyMlIp+/C31MLj8bBv3z4sFgu5ubmEhYVhNBpJT09n6NChymeThuNyc3PJycmhurqa06dPy7qzq4MENHH5KSoqIisrC7PZzL59+xg/fjxGo5Hp06f7bXX0er2UlJRgs9koKCigW7duShNka+ZzS1gTQgghrnwthTKv10tRURE2m00pK2t4+Ouv4Mzn8/HNN9+QkZFBVlYWFRUVzJkzh/T0dG677bYWl2L4fD5OnTpF3759L/q+xGVFApq4vP3nP/9h3bp1rFu3jpMnTzJ9+nQMBgN33HFHs0+vCgsLsdvtOJ1OIiIilHKRpuptfT4fFRUVFBQU8Mdh/7jUtySEEEKIdtSaso+G7X4KCgoICgpqcbsfn8/H6dOnlbKP48ePM3XqVNLS0pgyZYpMVxTNkYB2OdmzZw/Lli3j4MGD2Gw2cnNzmTVrVrPn7Nq1i8cee4yjR4/Sq1cvnnjiCRYsWNA+F9zOvv76a0wmE+vXr6empoY5c+ZgNBpJTEz0O52xrq5OaYIsKytTNohUq9VUVlYq+5fU1dURGxuLVqslJiaG4OBgGVUTQgghLlOtKftwuVxK2YfH40Gr1aLT6YiKivL7uaKkpIS8vDwsFgv79u3j9ttvJy0tjTlz5hAVFdXWt9Guli5dSk5ODvn5+XTv3p0xY8bwwgsvMHDgwGbPy8zM5Mknn+TUqVMMGDCAF154gSlTpihf9/l8PP300/zrX/+itLSUW265hddff50BAwZc6lvqrCSgXU62bt3Kxx9/zIgRI0hOTm4xoP3www8MGTKEBx54gPvuu48dO3bw6KOP8u677zJ58uR2vPL25fV6+eijjzCZTGRlZREdHa2UizT3S6SqqooffviBwsJC6uvrCQgIIDo6mp49e7bYBilhTQghhOjcWhPKqqurlbXrVVVVqNVq9Ho9MTExfjeDrq6uZtu2bVgsFrZv3851111HWloaKSkpxMfHXzENjHfddRcpKSmMHDkSt9vN3/72N44cOcI333xDjx49mjznk08+4fbbb2fp0qVMmzaNdevW8cILL/DFF18wZMgQAF544QWWLl3K22+/Td++fXnyySc5fPgw33zzzdU60igB7XIVEBDQYkD7y1/+wrvvvsuRI0eU11JSUigtLWXbtm3tcZkdrra2li1btmA2m9m8eTPXXXcdBoOBefPmodfrqa6uZsOGDXz44YekpKQQGBiIRqMhPDycqqoqHA5Hq5+aNZCwJoQQQnQeLQWz+vp6pYHx/Nk0Go3GbymHx+Pho48+wmKxsGHDBlQqFSkpKdxzzz0MHjz4igllzSksLESj0bB7925uv/32Jo8xGo1UVlayefNm5bVRo0YxbNgwVq9ejc/nIy4ujj/+8Y/86U9/AqCsrAytVsuaNWtISUlpl3vpZFr8j0eqYi5j+/btY+LEiY1emzx5Mo8++mgHXVH769atG7Nnz2b27NmUlZWRnZ3N22+/zeOPP07fvn05e/Ys4eHhTJo0ieuuuw6NRtPol+qAAQOUeedfffVVq+adn/9GIGFNCCGEaH8thbKfr0cPDw9Hr9dz4403NrkeHc7N0Pn666/JyMggOzuburo65s6dy+bNmxkzZozfEbYrVVlZGQAqlcrvMfv27eOxxx5r9NrkyZPJy8sDzs32stvtjT6vRkZGkpSUxL59+67WgNYiCWiXMbvdjlarbfSaVqulvLyc6upqv21DV6LS0lI2bdrExo0bOXDgAH379uWaa65Bp9Px+eefU1lZyYEDB5g0aVKjX8wN0xyjo6MZNGgQTqcTu93O/v37CQ0NRa/Xo9Pp/A7BS1gTQggh2kdrGhibanS+9tpr/TY6NzQoWq1WrFYrP/30E9OnT2f16tVMnjyZrl27Xopb6fS8Xi+PPvoot9xyizJVsSn+Pos2bH/U8L/NHSMuJAFNXPb++c9/8ve//53rr7+eOXPm8Nxzz3HdddcpX//2228xmUz89a9/5cEHH2TWrFmkpKRc8DSsYfqjRqNptPfJiRMnWrX3ScMbhwQ1IYQQom28/t1SHA4HRUVF7Nu3D41Gg1arpUePHgQEBPjdE3XEiBF+90T1+XwUFRWRnZ2N1Wrl4MGDTJgwgcWLFzN79mzCw8Pb+zY7nYcffpgjR46wd+/ejr6Uq5IEtMuYTqfNWK1HAAAgAElEQVTD4XA0es3hcBAREXFVjZ4lJyeTlpbGNddc0+TXBw8ezLPPPss///lP9u3bh8lkIi0tje7duyvlIj9/OhQcHExcXBxxcXHU1tbicDg4c+YM+fn5xMbGotfr/RaLyKiaEEIIcfF+PlIWFxeH2+2msLCQgoICTp06RdeuXQkJCaG6uhq3241Wq2XIkCGoVCq/68MqKyt59913sVqtfPDBB9x0002kpqaSm5uLVqu9KtaVtcaiRYvYvHkze/bsoWfPns0e6++zqE6nU77e8Jper290zLBhw9r4yq8cEtAuY6NHj2bLli2NXnv//fcZPXp0B11Rxzh/tKw5AQEBjBkzhjFjxvDyyy+zfft2zGYz48aNo1+/fhgMBgwGA7169Wp0Xrdu3UhISCAhIYHKykplVO3o0aNoNBr0er3fNwQJa0IIIUTrNDeFMTg4GJVKRX19PdXV1bhcLnw+H/X19XTp0oXg4GAcDgdRUVGNHp7W19eza9cuLBYLmzZtIi4ujtTUVF5++WX69+8voew8Pp+PRx55hNzcXHbt2tWqjbNHjx6ttIg3OP+zaN++fdHpdOzYsUMJZOXl5ezfv58HH3zw0tzIFUBaHDsRl8vFiRMnABg+fDjLly9n/PjxqFQqEhISWLx4MWfOnGHt2rXA/9XsP/zwwyxcuJCdO3fy+9///oqv2W9rLpeLvLw83nnnHXbu3MmoUaMwGo3MmjXL78JYf1MqdDqd3ykV55OwJoQQQrS8ruz8JQfFxcVERUWh0+mUJQder5eioiIKCgpYsGABNpuNCRMmkJSUxPfff09ubi6BgYHMmzePe+65h5tvvvmqK/torYceeoh169axYcOGRtsWRUZGKjOz7r33XuLj41m6dClwrmZ/7NixPP/880ydOpWMjAyee+65C2r2n3/++UY1+19//bXU7Dd3gAS0zmPXrl2MHz/+gtfnz5/PmjVrWLBgAadOnWLXrl2NzvnDH/7AN998Q8+ePXnyySev2I2q24PD4cBisWA2mzl06BCTJk3CaDRy9913+5026m9Rsl6v97so+XwS1oQQQlxNWlP20VDaVVhY2KrSLp/Px7fffsvq1as5ePAg+fn5+Hw+xo4dy6JFiy4oCRMX8vdw+a233lI+W44bN44+ffqwZs0a5euZmZk88cQTykbVL774YpMbVb/55puUlpZy66238tprr3HttddeytvpzCSgCXGxjh8/jtlsZt26dTgcDmbMmIHRaGTs2LF+N7X2V+ur1WpbfGOQoCaEEOJK1VIo8/l8yrY3BQUFrdr2xufz4XA4yMrKwmq1cvjwYSZNmkRaWhpTp07l66+/Jjs7m5ycHEpLS5k+fTopKSlMmzbtUtyiEK0lAU2IX8vn8/H5559jMpmwWCwEBgYyd+5cjEYjw4YN8/vE6WI2xmwgYU0IIcTlrqVQBlBRUaEsF/B4PGi1WnQ6HVFRUX7fXysqKtiwYQNWq5Xdu3czatQoUlNTMRgMxMTEXHCez+fj4MGDZGdnU15ezquvvtom9yfERZKAJkRbcrvd7Ny5E7PZTE5ODvHx8RiNRgwGQ7OLaaurq5U3oKqqKtRqNXq9npiYmBbnwktYE0IIcbloTSi7mPfEuro6tm/fjtVqZcuWLVxzzTWkpaWRmppKnz59pOxDXE4koAlxqVRVVbFp0yZMJhPvvfceN910E0ajkeTkZNRqtd/zXC4XNptNeVrY0ATZ3NPCBhLWhBBCdEYtBbOLmVXi9Xr59NNPsVgs5OTkEBoaisFgID09neHDh1/WoWzPnj0sW7aMgwcPYrPZyM3NZdasWX6PX7BgAW+/feG/4+uuu46jR48CsGTJEp555plGXx84cCD5+flte/Hi15KAJkR7cDqdZGZmYjabOXDgABMmTMBoNDJt2jR69OjR5DkN8+3tdjsOh6NV8+3PJ2FNCCFER2oplP18XXZERITSwOhvXXZD2YfFYiErK4vS0lKSk5NJT09vdg345Wbr1q18/PHHjBgxguTk5BYDWllZGdXV1co/u91uhg4dyiOPPMKSJUuAcwEtKyuLDz74QDkuODiY2NjYS3Yf4qJIQBOivZ06dUopF/nPf/7D9OnTMRgM3HHHHc0+JSwqKsJmsymNVQ21/a3ZdFzCmhBCiPbQmgbGX9ps7PP5OHPmDFlZWVgsFo4dO8aUKVOUso/WvA9ezgICAloMaD+Xl5dHcnIyP/zwA7179wbOBbS8vDwOHTp0qS5VtA0JaEJ0FJ/Px1dffYXJZCIjI4O6ujrmzJmD0Whk5MiRfqdm/HzPl8jISKUJskuXLs3+TAlqQggh2lprGhib2htUr9cTHh7u9/2utLSUvLw8LBYLn3zyCbfeeivp6enMmTOH6OjoNr+PzupiAtr06dOpra1l+/btymtLlixh2bJlREZGEhISwujRo1m6dCkJCQmX4rLFxZOAJkRn4PF42LNnDyaTiezsbGJiYjAYDBiNxmb3AamtrVXm7FdUVBAbG4tOp0OtVrc4zUPCmhBCiIvVmrKPyspKJZTV1tYqDYwqlcpvKKupqWHbtm1YLBbee+89Bg8eTGpqKqmpqfTs2fOyXld2sX5pQDt79iwJCQmsW7cOg8GgvL5161ZcLhcDBw7EZrPxzDPPcObMGY4cOUJ4ePilunzxy0lAE6KzqampYcuWLZjNZt59912uv/56jEYjc+fORafT+T3v52+EDeUi0dHR0gQphBDiV1v+1VNotVp69OjhNyjV1tYq70UNDw71ej2xsbHN7hG6d+9eLBYLeXl5REdHk5KSQnp6Otdff/1VGcrO90sD2tKlS/mf//kfzp49S9euXf0eV1paSu/evVm+fDm//e1v2+pyxa8nAU2Izqy0tJTs7GzMZjMfffQRY8eOxWAwMGPGDCIiIpo8x99UEp1OR0REhDRBCiGE+EWyS/8/nE4nDocDp9NJ9+7d0Wg0aLVawsLC8Hg8FBQUYLPZKCkpISoqSin78Df13ufzcfjwYdavX092djY1NTXMnTuX9PR0brnllhYfLF5NfklA8/l8XHvttUybNo2XXnqpxeNHjhzJxIkTWbp0aVtcqmgbEtCEuFycPn2ajIwMTCYTx44dY+rUqRiNRu68806/T8h8Ph/FxcVKE2TDYmydTue3PfJ8EtaEEOLq5G8Ko8fjwel0Ks2LAQEBeL1eunfvTlxcHHq9npCQkCbP9fl8/Pjjj1itVqxWK6dOnWL69OmkpaVx1113NTvaczX7JQFt165djB8/nsOHDzNkyJBmj3W5XCQkJLBkyRJ+//vft9Xlil9PApro3F599VWWLVuG3W5n6NChrFy5ksTERL/Hr1ixgtdff50ff/yR2NhY5s6dy9KlS/2+WVyujh49islkYv369VRUVDB79myMRiOjR4/2+9Sx4U3VZrPhdDoJDw9XykWaqjP2er0UFxfjcDgoLCzkpWlvXerbEkII0YFaU/ZRWlqKzWbD4XAQHBxMREQEHo+H0tJSunbtSklJCWFhYYwdO5bAwEDlQWFOTg5Wq5UDBw4wfvx40tLSSE5O9jsb5Grncrk4ceIEAMOHD2f58uWMHz8elUpFQkICixcv5syZM6xdu7bReb/5zW84fvw4n3766QXf809/+hPTp0+nd+/enD17lqeffppDhw7xzTffNLs/q2h3EtBE52WxWLj33ntZvXo1SUlJrFixgszMTI4dO4ZGo7ng+HXr1rFw4UL+93//lzFjxvDdd9+xYMECUlJSWL58eQfcwaXn9Xr55JNPMJlMZGZmEhYWxrx58zAajVx//fV+z2vYENRut1NaWkp0dLSyRqCsrIyCggIKCgoICgpCq9Wi1WqJjIwkICBARtWEEOIK0pqyj4qKCmXavMfjQavVotfrlfcFOPcQsLi4mFWrVvH6668TGhrKyJEjKSkp4fPPP2fYsGGkpqaSkpKCTqe76teVtaRhJOzn5s+fz5o1a1iwYAGnTp1i165dytfKysrQ6/W8/PLL/O53v7vg3JSUFPbs2UNRURFqtZpbb72VZ599ln79+l3KWxG/nAQ00XklJSUxcuRIVq1aBZwLI7169eKRRx7hr3/96wXHL1q0iG+//ZYdO3Yor/3xj39k//797N27t92uu6PU1dXx3nvvYTab2bhxI/3798dgMGAwGOjZs6ff86qqqjh58iSFhYW43W4CAwOJiYmhd+/eREVFNfsmKmFNCCEuP60JZdXV1Uooq6qqQqPRoNPpiImJ8TtTw+12s2vXLjIyMjh06BBut5uffvqJiIgI5f1ozJgxV8xm0kJcIhLQROdUV1dHaGgoWVlZjeZcz58/n9LSUjZs2HDBOevWreOhhx5i+/btJCYmcvLkSaZOncpvfvMb/va3v7Xn5Xe4iooKcnNzMZlMfPjhh4wePRqj0cisWbOIjo7G5XKRl5fHgQMHmDVrFl27dkWj0RAREUF5eTkOhwO32608JW0pqIGENSGE6MxaE8rq6uqU2RVlZWWoVCr0ej1qtZrg4OAmz/F6vXz55ZdkZGSQnZ0NwLx580hPTycxMRGPx8OHH35IVlYWubm5BAcHk5yczAsvvEBYWFib3qMQVwgJaKJzOnv2LPHx8XzyySeMHj1aef3Pf/4zu3fvZv/+/U2e98orr/CnP/0Jn8+H2+3mgQce4PXXX2+vy+6U7HY7FouFtWvX8vXXX9O/f39OnTpFdHQ0d999N//4xz8aTVOB/1tn0FAuEhQUpJSLtGavFAlrQgjRObQUzDweD4WFhdhsNoqKioiIiFB+3zdXQPX9998rZR92u52ZM2eSlpbGxIkT/TY3ut1u9uzZw7Zt23j++eelqVGIprUY0Jp+XCJEJ7Rr1y6ee+45XnvtNZKSkjhx4gT/9V//xT/+8Q+efPLJjr68DuFyudizZw8ff/wx+fn59OzZE51OR2hoKCdOnMDtdnPo0CFuu+22RlNOAgICiI6OJjo6moEDB1JUVITNZuPAgQOEhoYqb97du3dv8uee/4FAwpoQQrSvlkJZQwmU3W6noKCAbt26odfrGThwIKGhoU2e4/P5KCgoIDs7G6vVyqFDh5g0aRJLlixh5syZrWoGDg4OZsKECUyYMOGi7ksIcY6MoIkOcTFTHG+77TZGjRrFsmXLlNdMJhP3338/LpfrqntS9/jjj/PSSy/Rp08f5s2bx9y5cxkyZAgBAQH4fD4+++wz3nnnHaxWK8HBwcydOxej0cjQoUP9Tmd0u90UFBRgt9spLi4mMjJSaYL098T0fBLWhBDi0mhNA2N5ebnSwAjn9sjU6/WEh4f7/b3vcrnYuHEjVquVXbt2MXLkSFJTUzEajcTGxl72ZR979uxh2bJlHDx4EJvN1mKdvb/yDpvNhk6nU/75l7ZQC3EeGUETnVPXrl0ZMWIEO3bsUH5Rer1eduzYwaJFi5o8p6qq6oIQ1jAq9AseNFwxpkyZQnp6Otddd90FXwsICCAxMZHExEReeuklPvjgA8xmM5MmTaJXr14YjUYMBgN9+vRpdF5wcDBxcXHExcVRW1uLw+Hg7Nmz5OfnExsbi06nQ61W+10A3vABQoKaEEL8eq1ZV1ZZWYndbsdms1FfX49Go2HIkCGoVCq/4aquro4dO3ZgsVh499136d27N6mpqbz++utcc801l30oO19lZSVDhw5l4cKFJCcnt/q8Y8eONdoi4Px2aYvFwmOPPdaohXry5Ml+W6iF+KVkBE10GIvFwvz583njjTdITExkxYoVWK1W8vPz0Wq13HvvvcTHx7N06VIAlixZwvLly3nzzTeVKY4PPvggI0aMwGKxdPDdXB4qKyvZuHEjJpOJ999/nxEjRmA0GklOTiY2NtbveVVVVdhsNux2O7W1tWg0GvR6PdHR0S2OXEpYE0KI1mtNKKutrVUaGCsqKlCr1eh0OmJjY/0+QPN6vezfvx+LxUJubi7dunXDYDCQnp7O8OHDr4pZKK3ZELphBK2kpISoqKgmj/mlLdRC/IyMoInOy2g0UlhYyFNPPYXdbmfYsGFs27YNrVYLwI8//tjoDeOJJ54gICCAJ554gjNnzqBWq5k+fTrPPvtsR93CZadHjx6kpqaSmpqK0+nEarViNpv585//zMSJEzEajUydOvWCNQqhoaH069ePa665hoqKCmw2G0eOHAFQmiAjIiKafOoq69WEEKJlLQWzhinoNptNCQ/x8fHNTkH3+Xzk5+djsVjIzMyktLSU2bNnk5GRwbhx46QOvxnDhg2jtraWIUOGsGTJEm655Rbg3OjjwYMHWbx4sXJsYGAgEydOZN++fR11ueIKIyNoQgh++OEHzGYz69at46effmLGjBkYDAbGjx/vt3rZ5/Mpi9AdDgfdunVTykVas5hcwpoQ4mrXmrIPp9OJ3W6nsLCQHj16KL9nQ0JCmjzH5/Nhs9nIzMzEYrGQn5/P3XffTVpaGtOmTfNb/nQ1aM0I2rFjx9i1axc333wztbW1/Pvf/+add95h//793HTTTRfdQi3EeaRmXwjRej6fj0OHDmEymcjIyMDtdjNnzhxSUlIYMWKE33UJHo8Hp9OJzWbD6XQSHh6ufIjo1q1biz9XwpoQ4mrx8pFn0Gq1foOSz+ejpKREefgVHByMXq9Hp9M1u69YWVkZGzZswGKxsHfvXsaMGUN6ejpz585FpVJdqtu5rLQmoDVl7NixJCQk8M4770hAE21BpjgKIVovICCA4cOHM3z4cF588UV2797NO++8w/Tp01Gr1RiNRoxGI/379290XlBQEFqtFq1WS319vbIR6vHjx4mOjkav16PRaPyOxkm5iBDiSrbB9TZ1dXUUFBTgcDg4ceIEERERaLVaNBoNISEhuFwuZV2Zx+NBq9UyfPjwC/axPF9tbS3vvfceFouFbdu2ce2115Kamsrbb79Nr169rqiyj46UmJjI3r17AZR1fg1NmQ0cDkejlkchfg0ZQRNCtKimpobNmzdjNpvZsmULN9xwA0ajkblz5yprBv2d19AuVlVV1Wghu5SLCCGuZM1NX2wIa2fPnqWsrIzAwEB8Ph+xsbHEx8cTExPj93ekx+Ph448/xmKxkJeXR2RkJEajkXvuuUfZakU07WJH0O68807Cw8PJyckBzpWEJCYmsnLlSuDcVNSEhAQWLVokJSGiNWSKoxCibZWUlJCVlYXZbObjjz9m3LhxGAwGZsyYQXh4uN/zXC6X0gTpdrvRarXodDqio6Nb/EAhYU0IcTloTQNjXV2dMsugrKyM6OhoQkJCqK6uprS0lIiICA4fPszYsWOV2Qo+n48jR46QkZFBdnY2lZWVzJ07l7S0NG677barooHxYrlcLk6cOAHA8OHDWb58OePHj0elUpGQkMDixYs5c+YMa9euBWDFihX07duX66+/npqaGv7973+zcuVKtm/fzh133AG03EItRAskoAkhLp2ffvqJ9evXYzabOX78OFOnTiUlJYWJEyc22ypWVlambKYaFBSkrFdrLuA1kLAmhOhsWgpmHo+HwsJCbDYbRUVFREREKL/3unbtqhzXEN4WLlzI/v37GTBgAAMHDuTbb7/lp59+Ytq0aaSlpXH33Xe3an2v8L/x9Pz581mzZg0LFizg1KlT7Nq1C4AXX3yRN998kzNnzhAaGsqNN97IU089dcH3WLVqlbJR9bBhw3jllVdISkpqj1sSlz8JaEKI9nHkyBFMJhPr16+nsrKS5ORkjEYjo0aN8jtC5vV6KSoqwmazUVhYSGhoqPKhpTVNYxLWhBAdpTUNjA1NtwUFBYSEhCi/336+lUmDhoKQnJwcsrOzKSoqori4mIKCAm666SZSU1OZO3cuvXr1uhS3JIRoHxLQhBDty+v18vHHH2MymcjMzCQiIgKDwYDRaGTw4MF+z3O73coT5uLiYiIjI9HpdGi12kZPmP2RsCaEuNRaCmU+n4/y8nJlhgCATqdDr9cTHh7u92FVdXU1W7ZswWq1sn37dm688UZSU1NJSUlBr9fjdDrJzc0lMzNTqYB/4IEHmD9ffu8JcRmSgCaE6Dh1dXVs3boVs9nMpk2bGDhwIAaDAYPBQFxcXLPnNbSZlZeXExMTg16vR61Wt7ixqgQ1IURbas26ssrKSmWNbX19PRqNBr1e3+waW7fbzZ49e7BYLGzcuBG1Wk1KSgr33HMPAwcO9HteYWEhubm5BAYGct999/2qexNCdAgJaEKIzqG8vJycnBxMJhO7d+/mlltuwWg0MnPmTKKiovyeV1VVpTRB1tbWotFo0Ol0qFQqaYIUQlwSrQlltbW1yu8ml8vVqKXW34Mkr9fLoUOHsFgsZGdn43a7mTdvHunp6YwaNUrKPoS4OkhAE0J0PjabjYyMDMxmM0eOHOGuu+7CaDRy1113+V347vP5qKioUJ5SA2i1WvR6PREREdIEKYT4VVoTyurr6ykoKMBut1NSUkJUVJSyz2NzxUgnT57EarVitVo5e/YsM2bMIC0tjUmTJvk973KyZ88eli1bxsGDB7HZbC1W2efk5PD6669z6NAhamtruf7661myZAmTJ09WjlmyZAnPPPNMo/MGDhxIfn7+JbsPIdqJBDQhROd27NgxTCYT69ato6ioiFmzZmE0Gputjvb5fI0W33fp0gW9Xo9Op6NHjx4t/kwJa0KIBq0p+3A6ndhsNpxOJz169FDKPkJCQpo8x+fzUVhYSHZ2NlarlS+//JKJEyeSlpbGrFmzCAsLuxS30mG2bt3Kxx9/zIgRI0hOTm4xoD366KPExcUxfvx4oqKieOutt/jv//5v9u/fz/Dhw4FzAS0rK4sPPvhAOS84OJjY2NhLfj9CXGIS0IQQlwefz8f+/fsxmUxYrVa6du3K3LlzMRqN3HjjjX5HyDweD06nE7vdTmFhIeHh4cqHp5ZqqD0eD8mRCy/F7QghOrHWlH2UlJRgt9txOBx06dJF+b3SXLhyuVxs2rQJq9XKhx9+yM0330xqaipGoxG1Wn1VbCJ9sZtBX3/99RiNRp566ingXEDLy8vj0KFDl+IyhehILf4iCG6PqxBCNPbqq68q+6cMHTqUlStXkpiY6Pf40tJSHn/8cXJyciguLqZ3796sWLGCKVOmtONVX1oBAQGMGjWKUaNG8dJLL/HBBx9gNpuZOHEiffr0UZogExISGp0XFBSEVqtFq9VSX1+vbAB7/PhxoqOjlelHwcHnft15PB6KiopwOBwUFhby5/fuVzbNTtc93BG3LoRoB60JZS6XS5lG7fV60el0DB8+nMjISL/hqr6+np07d2KxWNi8eTO9evUiNTWVV199lX79+l0VoezX8nq9VFRUoFKpGr1+/Phx4uLiCAkJYfTo0SxduvSC9wAhrkQygiZEO7NYLNx7772sXr2apKQkVqxYQWZmJseOHUOj0VxwfF1dHbfccgsajYa//e1vxMfH85///IeoqCiGDh3aAXfQviorK9mwYQMmk4kPPviAkSNHYjQamT17NjExMX7Pq6mpUZogXS6X8gGrvLycrl27KqEsLCzsgg9QMgVSiCtDa9aVVVdXK2Uf1dXVShFRTEyM32nWXq+Xzz77DIvFQk5ODl26dMFgMJCens5NN910VZd9XMwI2osvvsjzzz9Pfn6+8j64detWXC4XAwcOxGaz8cwzz3DmzBmOHDlCeHj4pbp8IdqDTHEUorNJSkpi5MiRrFq1Cjj3Rt+rVy8eeeQR/vrXv15w/OrVq1m2bBn5+flXxGLyX6OwsBCr1YrJZOLgwYPceeedGI1GpkyZcsHGrzU1NRQVFVFSUkJBQQEBAQE0/L5rKBdprgK7gYQ1IS4v/zq5jNjY2GZDUl1dnTLaXlZWRkxMDDqdDrVarYy2/5zP5+O7777DYrFgtVopKipi9uzZ3HPPPYwbN87veVebXxrQ1q1bx+9+9zs2bNjAxIkT/R5XWlpK7969Wb58Ob/97W/b6nKF6AgS0IToTOrq6ggNDSUrK6vRm9f8+fMpLS1lw4YNF5wzZcoUVCoVoaGhbNiwAbVaTVpaGn/5y19a3BPsSvb9999jNptZt24dZ86cYebMmcyePZvKykqys7PZuXMnDz30ECkpKeh0OiIiIgAoKytTNpENDAxUNpFtaiTt5ySsCdE55VWsoaKiQgldbrcbtVqNVqtVRsI8Ho/SwFhUVERERAR6vR6tVkvXrl2b/L4+nw+73U5mZiZWq5WjR49y1113kZaWxvTp0y94MCR+WUDLyMhg4cKFZGZmMnXq1BaPHzlyJBMnTmTp0qVtcalCdBRZgyZEZ+J0OvF4PGi12kava7Vav9XBJ0+eZOfOnaSnp7NlyxZOnDjBQw89RH19PU8//XR7XHan1K9fP5566ikWL17Mv//9b1577TXWr19PREQEQ4cO5bnnnmP+/PkXPNWOiooiKiqKgQMHUlRUhN1u58CBA3Tv3l1pguzevXuTP/P86VIS1oToeOf/mYyIiCAiIoL+/ftTXl6Ow+Hg22+/pb6+nm7dulFbW0tISAh6vZ6BAwc2G67KysrYsGEDVquVjz76iDFjxnD//fczb968ZqdWi9Zbv349CxcuJCMjo1XhzOVy8f333/Ob3/ymHa5OiI4lAU2ITs7r9aLRaHjzzTcJCgpixIgRnDlzhmXLll21Ac3j8fDRRx9htVrJzs4mICCAefPmsXLlSmpra8nIyODxxx9n5cqVGI1GDAYD/fr1a/Q9AgMDUavVqNVq3G43hYWF2Gw2vv/+eyIjI9HpdM0+WZewJkTHaM26Mp/Ph9frxev1EhQURHBwMG63m7q6Ompqajh69CjDhw9v9ACntraW999/n4yMDLZu3cqAAQNITU3lrbfeIiEhQco+muFyuThx4oTyzz/88AOHDh1CpVKRkJDA4sWLOXPmDGvXrgXOTWucP38+L7/8MklJScrelt27dycyMhKAP/3pT0yfPp3evXtz9uxZnn76aYKCgkhNTW3/GzBseSYAACAASURBVBSinUlAE6IdxcbGEhQUhMPhaPS6w+FAp9M1eY5er6dLly6NpjMOHjwYu91OXV2d3wBxJfv8888xGAzMmTMHi8XCbbfd1ujfz+TJk3nttdfYvHkzJpOJF198kaFDh2I0GpkzZ84FZSzBwcHo9Xr0ej11dXVKYcCxY8eIiYlBr9ejVqv9TimVsCbEpdWaUFZZWak0MNbX16PRaLjxxhuVtaY+n4/S0lJsNhsLFiygtLSUiRMnkpiYyDfffMOGDRsIDw/HaDSyf/9+brjhBgllrfT5558zfvx45Z8fe+wx4Nz0/TVr1mCz2fjxxx+Vr7/55pu43W4efvhhHn74/9pzG44HOH36NKmpqRQVFaFWq7n11lv59NNPUavV7XNTQnQgWYMmRDtLSkoiMTGRlStXAudGyBISEli0aFGTJSF/+9vfWLduHSdPnlQWvb/88su88MILnD17tl2vvbPw+Xx4PJ5WL8ovLi4mKysLs9nMvn37GDduHEajkenTpze7p1FVVZXSBFlTU6O0u6lUqhZb2iSoCfHrtCaU1dTU4HA4sNlsVFZWEhsbi06nUx6GNcXn8/H111/z5ptv8uWXX/Ltt98SHBzMXXfdxaOPPsott9xyVbcwCiEuOSkJEaKzsVgszJ8/nzfeeIPExERWrFiB1WolPz8frVbLvffeS3x8vLII+qeffuL6669n/vz5PPLIIxw/fpyFCxfy+9//nscff7yD7+by8+OPP7J+/XrMZjPff/8906ZNw2g0cscdd/htyfT5fFRUVChP5+H/miAjIiKkXESINtKaUFZfX6+UfZSUlBAdHY1Op0Oj0TT7Z/j06dNK2cfx48eZOnUqaWlpTJo0iU8++QSr1UpOTg5hYWHMmzeP1NRUbr755ra+RSGEkIAmRGe0atUqZaPqYcOG8corr5CUlATAuHHj6NOnjzLNA2Dfvn384Q9/4NChQ8THx/Pb3/72qm9xbAtff/01JpOJjIwMqqurSU5Oxmg0kpSU5Dd0+Xw+SkpKsNlsFBQU0KVLF6UJskePHi3+TAlrQlyopWDm9XpxOp3YbDacTic9evRAp9Oh0+kICQlp8pyGKY25ublYrVb27dvH7bffTlpaGnPmzCEqKuqCc+rq6vjggw+wWq0EBwfz73//u03uTwghziMBTQghWuL1evnoo48wmUxkZWURFRWFwWDAaDQyaNAgv+d5PB6cTid2u53CwkLCwsKU2m5/HxrPJ2FNXM1aCmUND0PsdjsOh0N5GNKwwbw/1dXVbN26FYvFwvbt2xkyZAipqamkpqYSFxcn68qEEB1NApoQQvwStbW1bN26FbPZzKZNmxg8eDAGgwGDwYBer/d7XsO0K5vNRmlpaaumXZ1Pwpq4GrQmlLlcLmU6sdfrVUJZZGSk33Dldrv56KOPsFgsbNy4kZiYGFJSUkhPT2fw4MFXRCjbs2cPy5Yt4+DBg9hstlbtNbZr1y4ee+wxjh49Sq9evXjiiSdYsGBBo2NeffVVZUbH0KFDWblyJYmJiZfwToS46klAE0KIi1VWVkZOTg5ms5ndu3dz2223YTAYmDlzplIF3ZSamhqlXKShuECv1xMbG9uq8gEJa+JK0pp1ZdXV1Uooq66uVgp5GjaZborX6+Wrr74iIyODnJwc6urqmDdvHunp6YwePfqKK/rYunUrH3/8MSNGjCA5ObnFgPbDDz8wZMgQHnjgAe677z527NjBo48+yrvvvsvkyZOBc2ui7733XlavXk1SUhIrVqwgMzOTY8eOXdB2K4RoMxLQhBCiLZw9e5aMjAzMZjNHjx5lypQpGI1GJk2aRLdu3fye53K5lLBWX1+PVqtFp9Mp1d/NkaAmLletCWV1dXVKA2N5eTkxMTHKqHNzDYynTp3CarVitVr56aefmDFjBmlpaUyePLlVo9VXgoCAgBYD2l/+8hfeffddjhw5oryWkpJCaWkp27ZtA861Co8cOZJVq1YB50Jvr169eOSRR5psFRZCtAkJaEII0da+/fZbTCYT69evp6SkhNmzZ2M0Gput5/b5fJSVlWGz2XA4HAQGBirlImFhYRLWxGWvNaHM4/EoDYxFRUVEREQo6zb97eno8/lwOp3k5ORgtVo5ePAgEyZMIC0tjdmzZxMeHt7Wt9LptSag3X777dx0002sWLFCee2tt97i0UcfpaysjLq6OkJDQ8nKymr0febPn09paSkbNmy4pPcgxFWsxYAmG1ULIcQvNHjwYJ599ln++c9/sm/fPkwmE/fccw8hISHMmzcPo9HIDTfc0OicgIAAoqKiiIqKYuDAgRQVFWG32zlw4ADdu3dHr9ej0+no3r17kz9TNsMWnVVrGhiLi4ux2WwUFhYSEhKCTqdj0KBBfv97h3MbT2/evBmr1cqOHTu46aabSE1NJTc3F61We0WsK7uU7HY7Wq220WtarZby8nKqq6spKSnB4/E0eUx+fn57XqoQ4mckoAkhxEUKCAhgzJgxjBkzhpdffpnt27djNpuZMGECffv2VZoge/Xq1ei8wMBA1Go1arUat9tNYWEhdrud77//nsjISHQ6XbMjChLWREdrTdlHWVmZMr23YcR45MiRzY4Y19fX8+GHH2KxWNi8eTNxcXGkpqbyyiuv0L9/fwllQoirggQ0IYRoA126dGHq1KlMnToVl8tFXl4eJpOJf/zjHyQlJWE0Gpk9ezYqlarRecHBwej1evR6faM1OceOHWvVmhwJa6K9PPHhIsrKyoiOjubMmTNNNpRWVlYqZR/19fVoNBpuvPHGZtdcer1ePv/8cywWCzk5OQQGBmIwGNixYwc333zzFVf20V50Oh0Oh6PRaw6Hg4iICLp3705QUBBBQUFNHqPT6drzUoUQPyNr0IQQ4hJyOBxYrVbMZjNffvkld955J0ajkSlTpjQ7vauqqkoZfaipqVFa7VQqVYsfWCWoibby85GympoaHA4HdrudiooKYmJiiImJwe12U1BQ0Ki1NCYmptmyj+PHj2OxWMjMzKSwsJBZs2aRnp7OhAkTCA6W58fNaW1JyJYtWzh8+LDyWlpaGsXFxY1KQhITE1m5ciVwLiwnJCSwaNEiKQkR4tKRkhAhhOgsTpw4gdlsZt26ddhsNmbOnInRaGTs2LHNfpCtqKhQwlpr94VqIGFN/FKtKfuor6/n9OnTnDlzhurqagDCw8NJSEhAq9U2+d+zz+fD4XCQlZWFxWLhyJEjTJ48mbS0NKZPn06PHj3a/F6uJC6XixMnTgAwfPhwli9fzvjx41GpVCQkJLB48WLOnDnD2rVrgf+r2X/44YdZuHAhO3fu5Pe///0FNfvz58/njTfeIDExkRUrVmC1WsnPz79gbZoQos1IQBNCiM7G5/Nx8OBBTCYTFouFgIAA5syZQ0pKCsOGDfMbunw+HyUlJdhsNgoKCujSpYvSBNmaD7cS1oQ/rW1gdDqd2O12nE4nPXr0UBoY3W638hBhx44dfP311xiNRmbMmEFdXR0bN27EarWye/duRo8eTWpqKgaDAZVKJevKWmnXrl2MHz/+gtfnz5/PmjVrWLBgAadOnWLXrl2NzvnDH/7AN998Q8+ePXnyyScv2Kh61apVykbVw4YN45VXXiEpKekS340QVzUJaEII0Zm53W4+/PBDTCYTOTk5xMXFYTQaMRgMXHPNNX7Pa+7DckhISIs/V8KagNaVfTT1UECn0xEWFtbk8V988QX/+te/2Lp1KzU1NdTU1BAfH899993HPf9/e3ce1eSV/w/8DQqCIBYLISGiuDtugLSExbpUKqhVrAsBmaHabaadtjrWOi2jaLUuWGeOFmnxZ22xBZuAVNDRA1aOa6HQSqko4rhjaxIWDYjIRJL8/uiXZ6BssRUI+H6dw9E83Jvci+dI3rn3+dw//hEDBw5kKCOiRxkDGhGZn7i4OOETWw8PD8TGxsLHx6fNfgqFAuHh4QgJCUFaWloHjLRj1dTU4MCBA0hMTERmZia8vLwgl8sxb948ODs7t9jv/v37KC0thUqlglarhaOjo1BcpK2Dew0GA55zWPywp0JmzJRQ9lu21RoMBuTk5ECpVGLfvn3o3bs3pk6div/+9784evQoACA0NBRhYWHw9fVl8Q8ielQxoBGReVEqlYiMjER8fDxkMhm2bt2KlJQUXLhwASKRqMV+165dw4QJEzB48GD069evWwa0hioqKpCSkoKkpCTk5uZiypQpkMvlbd6rU1tbK7yxbliwwcnJSXhDbDQaodVqoVarhUOzXVxcIBaLESl9s6OmSB3IlC2M9+7dEyow1tbWwtnZGRKJpNXCNEajEefPn4dCocDevXtRVVWFuXPnIiIiAhMnThTuRaurq8Px48ehUCiQmpqKPn364MSJExg4cOBDnScRURfAgEbU3fXv3x9RUVF47bXXhGvZ2dkIDAzE+fPnze4NkEwmw5NPPont27cD+OVTdzc3N7zxxhstVg3T6/WYOHEiXnjhBZw8eRJarbbbB7SGrl27hj179mDPnj24evUqZs2ahdDQUEydOrXVFbLq6mohrOl0OuF+n8rKShgMBiGUPfbYY01WRbgFsuszJZQ1PNqhqqrKpKMdjEYjfv75Z6SkpECpVOLixYuYMWMGFi5c2GZ10vrXzMrKQlBQEFfRiOhR1GZA4/+MRF2cTCbDd999Jzw2Go1YunQp/va3v5ldONPpdDh9+jQCAwOFa5aWlggMDEROTk6L/dauXQuRSIQXX3yxI4Zpdtzd3REVFYXCwkJkZ2fDzc0Nb775JoYNG4a33noLeXl5aO7DNnt7e6E8f8+ePVFeXo6ysjIYDAZIJBL079+/2XAG/PLmvv6Lug5T/t30ej1UKhV++OEHnDhxAiqVChKJBBMnToSXlxckEkmz4Uyr1SIhIQEzZszA6NGjkZWVhSVLlkClUiE1NRXz5s1rM5wBgLW1NaZPn26W4SwuLg7u7u6wsbGBTCZDXl5ei20nT54MCwuLJl8zZ84U2ixatKjJ94ODgztiKr/bl19+CVtbW6hUKuHa4sWLMW7cOFRWVnbiyIi6Px40QtTF+fr6Yvfu/70Z++KLL3Djxg28++67nTiq5pWXl0Ov1zcp3+zi4oLi4uJm+5w6dQq7du1CQUFBRwzRrFlYWMDDwwMeHh6IiYnBiRMnkJiYiDlz5uDxxx9HaGgo5HI56urqkJiYiP379+PZZ5/FwoULMWLECDg5OcHCwgIVFRVQq9XIy8uDra2tUAmypTfXPAzbvJkSog0Gg/DvXlpaCltbW0gkEowcObLVUFVbW4uMjAwolUpkZmZi1KhRCA8PR1JSEqRSabcq9qFUKrFs2bJG26+DgoJa3H791VdfQafTCY8rKirg4eGBBQsWNGoXHByMzz77THjcq1ev9pvEQxQWFoZNmzZhw4YNiI2NxerVq3HkyBF8++236Nu3b2cPj6hbY0Aj6uJ8fX3xzjvvoLq6GhYWFoiKisL777/fbIW1rubOnTv405/+hJ07d8LJyamzh2NWLC0tMXnyZEyePBlxcXFITEzEhx9+iA8++AAAMHbsWLzwwgtYvHgxHB0dG/V1dnaGs7Mz9Ho9SktLoVarceXKFTg4OAiVIK2trZt9XYY182FKsY/Kykphm6ulpSXEYjF8fHxgb2/fYrjS6/U4deoUlEol0tPT4ejoiLCwMGzYsAGjRo3qVqGsoX/96194+eWXsXjxL0Vz4uPjcfDgQXz66afNbr/u169fo8cKhQK9e/duEtB69eoFsVjcfgNvJxYWFli/fj3mz58PsViM2NhYnDx5ElKptLOHRtTtMaARdXHe3t6wtLREfn4+jhw5AmdnZ+ENhrlxcnJCjx49oNFoGl3XaDTNvoG5fPkyrl27hlmzZgnXDAYDAKBnz564cOEChgwZ0r6DNmMVFRVITU2FQqHAyZMnMXHiRPzzn/8EAKSnp+O9997D0aNHERoaipCQEDg4ODTq36NHD0gkEkgkkkb3Il24cMGke5EY1jqeKatlDe89vH//PlxcXDBu3Dg4Ojq2WoGxsLBQKOJRW1uL+fPnY//+/QgICDDL7YgPU/3264Y7D0zZft3Qrl27EBYW1qSIz7FjxyASieDo6Iinn34a77//Ph5//PGHOv728uyzz2LUqFFYu3YtDh8+jNGjR3f2kIgeCQxoRF1c7969MXbsWKSmpmLnzp04dOiQ2b6Zsra2hre3N7KysjBnzhwAv7wxzMrKwuuvv96k/ciRI1FYWNjo2sqVK3Hnzh1s27YNbm5uHTJuc3T27FmMHz8e3t7ewpYziUQifH/JkiX46aefoFAoEB8fj6VLl2LGjBmQy+WYNm1akxUya2truLm5wc3NTajmd/XqVZw/f96kan4Ma+3HlFDWXPXO4cOHN6re+WtGoxHXr19HcnIykpOTcf36dcyaNQsfffQRgoODW1xF7Y5+y/brhvLy8nD27Fns2rWr0fXg4GDMnTsXgwYNwuXLlxEVFYXp06cjJyenxQ8+zElGRgaKi4ub/dkQUfthFUeibuC1115DfHw8QkJCsG/fvs4eTquUSiWef/557NixAz4+Pti6dSuSk5NRXFwMFxcXREZGQiqVYuPGjc32X7Ro0SNXxbE5BoMB169fx6BBg0xqX1RUhMTERHz55ZeorKzEc889h7CwMPj5+bX6Bv63nIdVj0HttzMllP2W8++MRiMqKirw1VdfITk5Gd9//z2mTJmChQsX4rnnnmuyyvqouHnzJqRSKbKzs+Hn5ydcX7FiBY4fP47c3NxW+//5z39GTk4Ozpw502q7K1euYMiQIThy5AimTp36UMbeXvLz8zF58mTs2LEDCQkJcHBwQEpKSmcPi6g7aHOfOFfQiLoBDw8PWFlZCfcfmTO5XI6ysjJER0dDrVbD09MTGRkZwqezJSUlZrsCaE4sLS1NDmcAMGrUKGzYsAHr169HdnY2EhMTER4ejt69ewvFRX69fcnCwgIODg5wcHDAsGHDcPv2baH6n5WVlVBcpKVz2biq9mDiitdDJBK1unKl1+tRXl4OtVqN8vJy2NnZQSKRYMyYMbCxsWmxX01NDQ4ePAilUokjR47Ay8sL4eHhSE1NhVgs7rb3lZnqQbdfN3T37l0oFAqsXbu2zdcZPHgwnJyccOnSJbMOaNeuXcPMmTMRFRWF8PBwDB48GH5+fsjPz8f48eM7e3hE3R5X0Ii6gSlTpmD8+PHC/UdEptDpdDh8+DCSkpKQnp6OoUOHIjQ0FKGhoejfv3+L/fR6PSoqKqBSqYSQUL+y1lpIqMew1lhyxf+DRqOBWq1udBaZs7MzevbsCaPRKITj0tJSk8Ix8Mvh0MeOHYNSqcSBAwcgFosRHh6OiIgIDBs27JEPZb8mk8ng4+OD2NhYAL+sUg8YMACvv/56i2c0AkBCQgL+8pe/4Oeff27z3rKffvoJAwYMQFpaGmbPnv1Qx/+w3Lp1C/7+/pg8eTLi4+OF6zNnzoRer0dGRkYnjo6oW+BB1UTdlcFgQFlZGXbt2oWPPvoIRUVFj+z2JPr97ty5g3379iExMRFHjx6Fn58f5HI55syZ06QKZEP12+zUajVu375t0ja7hh7VsNbSFsaamhqo1WqoVCrcu3cPtra20Ol0sLCwMGl7qcFgQH5+PpRKJVJTUwEACxYsQEREBHx8fLg63Yrfuv36qaeeglQqhUKhaHS9uroa7733HubNmwexWIzLly9jxYoVuHPnDgoLC7tMuX0ieui4xZGouzpx4gSefvppjBw5EqmpqQxn9Lv06dMHkZGRiIyMhFqthlKpxO7du7Fs2TIEBQVBLpdj+vTpTVbIrKysIJVKIZVKUVtbC41Ggxs3bqC4uBhOTk4Qi8XC9rHmPErbIB/00O+GhxsbDAbhWAR7e3v07Pm/X99GoxGXL1+GUqlEcnIyNBoNQkJCkJCQgMDAwEZtqWW/Zfv1hQsXcOrUKRw+fLjJ8/Xo0QNnzpzB7t27odVq4erqimnTpmHdunUMZ0TUKq6gERFRiy5evIjExETs2bMHpaWlCAkJgVwux8SJE1utQvfrUu8ikQgSiaTVUu8NdZewZkoo0+l0ws+q4RbH+iMOGp5ntmTJEhQVFSE4OBizZs1CSUkJUlJS8OOPP2LatGlYuHAhQkJCWt36SEREnYpbHImI6PczGo347rvvkJiYCKVSiZ49e2LevHmQy+Xw9PRsMXS1dFiyWCxGnz59umUlSFNCWV1dHcrKyqBSqXDr1i307dsXYrG41UPCgV/uD9q2bRuOHj2KwsJC4cDylStXwt/fn/eVERGZPwY0IiJ6uOrq6pCVlYWkpCTs27cPUqkUcrkcoaGhrVaWNBgMuHXrFlQqFcrKymBjYyMUu7C1tW3zdc05rJkSygwGAyoqKqBWq1FaWgpbW1tIJBKIxeJW56/T6fD1118jOTkZhw4dgru7O8LDwzFv3jwUFRVBoVDgwIEDGDlyJMLDwxEWFoaBAwc+zOkREdHDw4BGRETtp6amBvv370diYiIOHz4Mb29vyOVyzJ07F05OTi32q7+fSq1Wo6KiAg4ODpBIJG2uINUzl7DWVjCrX0FUqVTQaDTCCqJEIoG9vX2rxT5yc3OhVCrx1VdfwcbGBnK5HBEREfDy8mrSr6qqCmlpadizZw/Onz+Pq1evsiAIEZF5YkAjIqKOUV5ejpSUFCQlJSEvLw9Tp06FXC7HzJkzW70nSqfTQaPRQKVSNXsPVls6OqyZslpWfw+eSqVCXV0dXFxcIBaLW70Hz2g0ori4GEqlEikpKdBqtZg7dy4iIiIwadIkk34WAFBbW2vScQdERNQpGNCIiKjjXb16FXv27EFSUhJKSkowe/ZshIaG4umnn261quC9e/calZkXiUQQi8V4/PHHTVoRaq+wZkooq62tFe61u3v3LpycnCCRSODk5NTi2I1GI27evIm9e/dCqVSiuLgY06dPR0REBGbOnGnS1s+uJC4uDh988AHUajU8PDwQGxsLHx+fZtsmJCRg8eLFja716tULtbW1wmOj0YjVq1dj586d0Gq1CAgIwMcff4xhw4a16zyIiH4HBjQiIuo8RqMRBQUFSExMhEKhQF1dnVBc5Iknnmh1Nam6uhoqlQpqtRoGg8Gkc8DqPYygZkoou3//vnDItFarNfkcOK1Wi/T0dCiVSnzzzTcICAjAwoULsWDBglbPnevKlEolIiMjER8fD5lMhq1btyIlJQUXLlyASCRq0j4hIQFLlizBhQsXhGsWFhZC2XsAiImJwcaNG7F7924MGjQIq1atQmFhIYqKiriKSETmigGNiIjMg16vx/Hjx5GYmIjU1FQ4OzsjNDQUcrm81RUPo9GI27dvQ61WQ6PRwMrKSghr9vb2bb7ug4Q1U0KZXq9HeXk51Go1ysrKYG9vLxT7aO18q9raWmRmZkKpVCIzMxMjRoxAeHg4wsPD4ebm1u0rMMpkMjz55JPYvn07gF/us3Nzc8Mbb7yBd955p0n7hIQELF26FFqtttnnMxqNcHV1xVtvvYXly5cDACorK+Hi4oKEhASEhYW132SIiH47BjQiIjI/tbW1OHjwIJKSknDw4EGMGTMGcrkc8+fPh1gsbrGfwWBAeXk5VCoVysvLYWdnJ4Q1U1ZMmgtrpoQyo9GIW7duCRUYrayshFDW2v11er0e33zzDRQKBdLT09G3b1+EhYXhj3/8I0aPHt3tQ1k9nU6H3r17Y+/evZgzZ45w/fnnnxdWE38tISEBL730EqRSKQwGA8aPH48NGzZg9OjRAIArV65gyJAh+OGHH+Dp6Sn0mzRpEjw9PbFt27b2nxgR0YNr8z/+lm8EICIiaic2NjaYN28e5s2bh9u3byM1NRVJSUn4xz/+gUmTJkEul2P27Nno06dPo36WlpYQiUQQiUS4f/++UAny0qVLeOyxxyCRSFrdXmhKGKtnNBpx584doQKj0WiEi4sLxo8fDwcHh1a3Z549exYKhQJ79+5FTU0NFixYgPT0dEyYMOGRrK5YXl4OvV7faHsiALi4uKC4uLjZPiNGjMCnn36KcePGobKyElu2bIG/vz/OnTuH/v37Q61WC8/x6+es/x4RUVfEgEZERJ3K0dERL730El566SXcuHEDCoUCcXFxWLJkCWbOnAm5XI7AwMAm5fetrKwglUohlUpRW1sLjUaDGzdu4Pz583B2doZYLIaTk5PJ1Q/r1dTUCMU+amtrIRKJMGrUKPTr16/VYh8lJSVISUlBcnIyrly5glmzZmH79u2YPn26SUcHUGN+fn7w8/MTHvv7++MPf/gDduzYgXXr1nXiyIiI2tej9zEeEVEni4uLg7u7O2xsbCCTyZCXl9di2507d+Kpp56Co6MjHB0dERgY2Gr7rs7NzQ1vv/02CgoK8N1332Ho0KFYvnw5hgwZgiVLliA7OxsGg6FJPxsbGwwcOBC+vr7w8/ODnZ0dLl68iBMnTuDcuXO4desWWtvSr9PpUFJSgry8PGRnZ6OyshKDBw/GpEmTMGbMmGYrMRqNRlRUVOCTTz5BUFAQxo0bh1OnTmH58uVQq9VQKpUICQlhOAOEoKzRaBpd12g0rW5pbcjKygpeXl64dOkSAAj9fs9zEhGZIwY0IqIOpFQqsWzZMqxevRr5+fnw8PBAUFAQSktLm21/7NgxhIeH4+jRo8jJyYGbmxumTZuGn3/+uYNH3vFGjx6NjRs34sqVK0hPT4elpSXkcjlGjx6N1atXo6ioqNl+dnZ2GDp0KAICAuDl5YUePXrgzJkzOHnyJP7zn/+gqqoKRqMRdXV1UKlUyM/Px4kTJ6DRaCCRSDBx4kR4eXlBLBY3u/pWU1ODvXv3Qi6XY+jQofjiiy8wd+5cXL9+HZmZmVi0aBEcHBza+8fTpVhbW8Pb2xtZWVnCNYPBgKysrEarZK3R6/UoLCyERCIBAAwaNAhisbjRc1ZVVSE3N9fk5yQiH7LtSAAACflJREFUMkcsEkJE1IEetJLdr+n1ejg6OmL79u2IjIxs7+GaHZ1Oh4yMDCQlJWH//v0YPnw4QkNDERoaCqlU2mI/g8GAW7duQaVSobS0FBYWFjAYDLC1tYWrqyvEYnGrZ47V1dXh+PHjUCqVOHDgAEQiEcLCwhAREYERI0Y8MsU+fg+lUonnn38eO3bsgI+PD7Zu3Yrk5GQUFxfDxcUFkZGRkEql2LhxIwBg7dq18PX1xdChQ6HVavHBBx8gLS0Np0+fxqhRowD8UmZ/06ZNjcrsnzlzhmX2icicsUgIEZG50Ol0OH36NN59913hmqWlJQIDA5GTk2PSc9TU1OD+/fvo169few3TrFlbW2P27NmYPXs2qqqqsG/fPiQmJmLNmjXw9/eHXC7HnDlz8Nhjjwl9DAYDTpw4AZFIhIqKClhZWaFPnz6oq6uDVqtFWVkZVCoV3N3d4erq2qhfQUEBFAoFUlNTYTAYsGDBAmRkZEAmkz2SxT5+D7lcjrKyMkRHR0OtVsPT0xMZGRlCkY+SkpJGP9Pbt2/j5ZdfhlqthqOjI7y9vZGdnS2EMwBYsWIF7t69i1deeQVarRYTJkxARkYGwxkRdWlcQSMi6iA3b96EVCpFdnZ2oy1YK1aswPHjx5Gbm9vmc7z22mvIzMzEuXPn+Ca0AZVKBaVSiaSkJBQWFiI4OBgTJkzA+fPncfDgQVRXVyMlJQVjx46Fo6OjsOKl0+mg0WiwceNGJCUl4YknnkBQUBDu3buHtLQ03Lx5EyEhIVi4cCGeeeaZVg+fJiIiMgFX0IiIuotNmzZBoVDg2LFjDGe/IpFIsHTpUixYsADbtm3D559/jgMHDmD48OEICAhAZGQknnrqqSarXtbW1ujfvz/WrFmDAQMGICsrC7GxsaisrIRMJsOGDRswe/ZsBjMiIuow3J9BRNRBfk8luy1btmDTpk04fPgwxo0b157D7HK0Wi0++eQTTJkyBe7u7igoKEBMTAxu3bqFhIQEuLq64uWXX8bIkSMRFRWFH3/8EUajEdXV1fjyyy8xd+5cDB8+HEeOHEFYWBiKiorw/fffY8KECVi6dClcXV3x17/+FdnZ2a1WgiQiInoYuMWRiKgDyWQy+Pj4IDY2FsAv9zkNGDAAr7/+eotFQjZv3oz169cjMzMTvr6+HTncLmHz5s1ISUlBREQE5HK5UOWvofv37+PIkSNISkpCWloarK2tce/ePbi7uyM8PBwREREYPHhwk2IfBoMBJ0+eRFJSEg4dOoTi4mLY29t31NSIiKj7aXOLIwMaEVEHetBKdjExMYiOjsaePXsQEBAgPI+9vT2Dwv8xGAwPVLDj7t27iIqKwjPPPIMZM2aY3PdBX4eIiKgZbQY0/qYhIupAcrkcW7ZsQXR0NDw9PVFQUNCkkp1KpRLaf/zxx9DpdJg/fz4kEonwtWXLls6agtl50NBkZ2eHbdu24dlnn32gvuYezh72AeiLFi2ChYVFo6/g4OD2ngYR0SOPK2hERERdnFKpRGRkJOLj4yGTybB161akpKTgwoULEIlETdpHREQgICAA/v7+sLGxQUxMDPbt24dz584J58ktWrQIGo0Gn332mdCvV69ecHR07LB5ERF1Q9ziSERE1N21xwHoixYtglarRVpaWruOnYjoEcMtjkRERN1Z/QHogYGBwrWHdQD6sWPHIBKJMGLECLz66quoqKh4qGMnIqKmGNCIiIi6sPLycuj1euE+xnouLi5Qq9UmPcff//53uLq6Ngp5wcHB+Pzzz5GVlYWYmBgcP34c06dPh16vf6jjJyKixnhQNRER0SOspQPQw8LChL+PHTsW48aNw5AhQ3Ds2DFMnTq1M4ZKRPRI4AoaERFRF9ZRB6APHjwYTk5OuHTp0u8eMxERtYwBjYiIqAuztraGt7c3srKyhGsGgwFZWVnw8/Nrsd/mzZuxbt06ZGRk4IknnmjzdX766SdUVFQ0exA4ERE9PAxoREREXdyyZcuwc+dO7N69G+fPn8err76Ku3fvYvHixQCAyMhIvPvuu0L7mJgYrFq1Cp9++inc3d2hVquhVqtRXV0NAKiursbbb7+Nb7/9FteuXUNWVhZCQkIwdOhQBAUFdcociYgeFbwHjYiIqIuTy+UoKytDdHQ01Go1PD09mxyA3vCg7YYHoDe0evVqrFmzBj169MCZM2ewe/duaLVauLq6Ytq0aVi3bh169erVoXMjInrU8Bw0IiIiIiKijsFz0IiIiIiIiLoKBjQiIiIiIiIzwYBGRERERERkJhjQiIiIiIiIzAQDGhERdZq4uDi4u7vDxsYGMpkMeXl5rbZPSUnByJEjYWNjg7Fjx+LQoUNdboxGoxHR0dGQSCSwtbVFYGAgLl682J5TICKiLoQBjYiIOoVSqcSyZcuwevVq5Ofnw8PDA0FBQSgtLW22fXZ2NsLDw/Hiiy/ihx9+wJw5czBnzhycPXu2S41x8+bN+PDDDxEfH4/c3FzY2dkhKCgItbW17TYPIiLqOlhmn4iIOoVMJsOTTz6J7du3AwAMBgPc3Nzwxhtv4J133mnSXi6X4+7du/j3v/8tXPP19YWnpyfi4+O7xBiNRiNcXV3x1ltvYfny5QCAyspKuLi4ICEhAWFhYe0yDyIiMhsss09EROZHp9Ph9OnTCAwMFK5ZWloiMDAQOTk5zfbJyclp1B4AgoKCWmxvjmO8evUq1Gp1ozZ9+/aFTCZrt3kQEVHXwoBGREQdrry8HHq9Hi4uLo2uu7i4QK1WN9tHrVY/UHtzHGP9nx05DyIi6loY0IiIiIiIiMwEAxoREXU4Jycn9OjRAxqNptF1jUYDsVjcbB+xWPxA7c1xjPV/duQ8iIioa2FAIyKiDmdtbQ1vb29kZWUJ1wwGA7KysuDn59dsHz8/v0btAeDrr79usb05jnHQoEEQi8WN2lRVVSE3N7fd5kFERF1LjzVr1pja1uSGREREbXFwcMCqVavg5uaGXr16YdWqVSgoKMCuXbtgb2+PyMhI5OXlCQU1pFIpVq5cCTs7O/Tr1w/bt2+HUqnErl27IBKJusQYLSwsoNfrsWHDBowaNQo6nQ5vvvkmampqEBsbi549e7bLPIiIyGy811YD/iYgIqJOIZfLUVZWhujoaKjVanh6eiIjI0MooFFSUgJLy/9t9PD398eePXuwcuVKREVFYdiwYUhLS8OYMWO61BhXrFiBu3fv4pVXXoFWq8WECROQkZEBGxubdpsHERF1HTwHjYiIiIiIqGPwHDQiIiIiIqKu4kG2OLaZ9oiIiIiIiOi34woaERERERGRmWBAIyIiIiIiMhMMaERERERERGaCAY2IiIiIiMhMMKARERERERGZCQY0IiIiIiIiM8GARkREREREZCYY0IiIiIiIiMwEAxoREREREZGZ+P+TgW97lbNAlQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.96 s, sys: 226 ms, total: 4.19 s\n", "Wall time: 12.8 s\n" ] } ], "source": [ "%%time\n", "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Silence the runtime performance logging\n", "from devito import configuration\n", "configuration['log-level'] = 'ERROR'\n", "\n", "# Initialise the two buffer fields\n", "p.data[:] = 0.\n", "p.data[-1, :] = np.linspace(0, 1, ny)\n", "pn.data[:] = 0.\n", "pn.data[-1, :] = np.linspace(0, 1, ny)\n", "\n", "# Visualize the initial condition\n", "plot_field(p.data, ymax=1.0, view=(30, 225))\n", "\n", "# Run the convergence loop with deep data copies\n", "l1norm_target = 1.e-4\n", "l1norm = 1\n", "while l1norm > l1norm_target:\n", " # This call implies a deep data copy\n", " pn.data[:] = p.data[:]\n", " op(p=p, pn=pn)\n", " \n", " l1norm = (np.sum(np.abs(p.data[:]) - np.abs(pn.data[:])) /\n", " np.sum(np.abs(pn.data[:])))\n", "\n", "# Visualize the converged steady-state\n", "plot_field(p.data, ymax=1.0, view=(30, 225))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One crucial detail about the code above is that the deep data copy between iterations will really hurt performance if we were to run this on a large grid. However, we have already seen how we can match data symbols to symbolic names when calling the pre-compiled operator, which we can now use to actually switch the roles of `pn` and `p` between iterations, eg. `op(p=pn, pn=p)`. Thus, we can implement a simple buffer-switching scheme by simply testing for odd and even time-steps, without ever having to shuffle data around. You can see below that this is leads to a reduction in runtime." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 2.65 s, sys: 142 ms, total: 2.79 s\n", "Wall time: 3.03 s\n" ] } ], "source": [ "%%time\n", "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Initialise the two buffer fields\n", "p.data[:] = 0.\n", "p.data[-1, :] = np.linspace(0, 1, ny)\n", "pn.data[:] = 0.\n", "pn.data[-1, :] = np.linspace(0, 1, ny)\n", "\n", "# Visualize the initial condition\n", "plot_field(p.data, ymax=1.0, view=(30, 225))\n", "\n", "# Run the convergence loop by explicitly flipping buffers\n", "l1norm_target = 1.e-4\n", "l1norm = 1\n", "counter = 0\n", "while l1norm > l1norm_target:\n", " # Determine buffer order\n", " if counter % 2 == 0:\n", " _p = p\n", " _pn = pn\n", " else:\n", " _p = pn\n", " _pn = p\n", "\n", " # Apply operator\n", " op(p=_p, pn=_pn)\n", " \n", " # Compute L1 norm\n", " l1norm = (np.sum(np.abs(_p.data[:]) - np.abs(_pn.data[:])) /\n", " np.sum(np.abs(_pn.data[:])))\n", " counter += 1\n", " \n", "plot_field(p.data, ymax=1.0, view=(30, 225))" ] } ], "metadata": { "@webio": { "lastCommId": null, "lastKernelId": null }, "hide_input": false, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "widgets": { "state": {}, "version": "1.1.2" } }, "nbformat": 4, "nbformat_minor": 4 }