{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 6: Poisson equation\n", "\n", "In the previous example we have seen how to solve the steady-state Laplace equation with a prescribed boundary condition and BCs that contain derivatives (Neumann BC). For this we used a pseudo-timestepping to illustrate the use of two explicit data symbols of type `Function` to derive at a steady state. In this example we are going to solve the Poisson equation (step 10 of the original tutorial series) with an initial condition to demonstrate how we can combine time-dependent functions of type `TimeFunction` with time-constant `Function` symbols. We will again implement a Python-driven outer loop for the diffusion kernel, before demonstrating how we can change the expression defining our operator to internalize the pseudo-timestepping and thus get the full performance advantage of compiled kernel loops.\n", "\n", "Our governing equation is the Poisson equation with a souce term as the RHS:\n", "$$\\frac{\\partial ^2 p}{\\partial x^2} + \\frac{\\partial ^2 p}{\\partial y^2} = b$$\n", "\n", "Discretizing and rearranging our stencil expression yields\n", "$$p_{i,j}^{n}=\\frac{(p_{i+1,j}^{n}+p_{i-1,j}^{n})\\Delta y^2+(p_{i,j+1}^{n}+p_{i,j-1}^{n})\\Delta x^2-b_{i,j}^{n}\\Delta x^2\\Delta y^2}{2(\\Delta x^2+\\Delta y^2)}$$\n", "\n", "The key difference to the Laplace example in the previous tutorial is that this example hassimple Dirichlet boundary conditions $p = 0$ on all boundaries and is instead driven by the source term $b$ defined as\n", "\n", "$b_{i,j}=100$ at $i=nx/4, j=ny/4$\n", "\n", "$b_{i,j}=-100$ at $i=nx*3/4, j=3/4 ny$\n", "\n", "$b_{i,j}=0$ everywhere else.\n", "\n", "And of course, we will demonstrate the original example first using pure NumPy notation." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from examples.cfd import plot_field, init_hat\n", "import numpy as np\n", "%matplotlib inline\n", "\n", "# Some variable declarations\n", "nx = 50\n", "ny = 50\n", "nt = 100\n", "xmin = 0.\n", "xmax = 2.\n", "ymin = 0.\n", "ymax = 1.\n", "\n", "dx = (xmax - xmin) / (nx - 1)\n", "dy = (ymax - ymin) / (ny - 1)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Initialization\n", "p = np.zeros((nx, ny))\n", "pd = np.zeros((nx, ny))\n", "b = np.zeros((nx, ny))\n", "\n", "# Source\n", "b[int(nx / 4), int(ny / 4)] = 100\n", "b[int(3 * nx / 4), int(3 * ny / 4)] = -100\n", "\n", "for it in range(nt):\n", " pd = p.copy()\n", " p[1:-1,1:-1] = (((pd[1:-1, 2:] + pd[1:-1, :-2]) * dy**2 +\n", " (pd[2:, 1:-1] + pd[:-2, 1:-1]) * dx**2 -\n", " b[1:-1, 1:-1] * dx**2 * dy**2) / \n", " (2 * (dx**2 + dy**2)))\n", "\n", " p[0, :] = 0\n", " p[nx-1, :] = 0\n", " p[:, 0] = 0\n", " p[:, ny-1] = 0\n", " \n", "plot_field(p, xmax=xmax, ymax=ymax, view=(30, 225))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now pretty much use our previous implementation, although we will use `pd` instead of `pn` for consistency with the original. Our boundary conditions are even simpler since they are $0$ everywhere. Our source term is neatly wrapped in the smbol `b` and we can again use a Python-driven timestepping loop with switching buffers to repeatedly execute the operator we create." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "from devito import Grid, Function, TimeFunction, Operator, configuration, Eq, INTERIOR\n", "from sympy import solve\n", "\n", "# Silence the runtime performance logging\n", "configuration['log_level'] = 'ERROR'\n", "\n", "# Now with Devito we will turn `p` into `TimeFunction` object \n", "# to make all the buffer switching implicit\n", "grid = Grid(shape=(nx, ny), extent=(1., 2.))\n", "p = Function(name='p', grid=grid, space_order=2)\n", "pd = Function(name='pd', grid=grid, space_order=2)\n", "p.data[:] = 0.\n", "pd.data[:] = 0.\n", "\n", "# Initialise the source term `b`\n", "b = Function(name='b', grid=grid)\n", "b.data[:] = 0.\n", "b.data[int(nx / 4), int(ny / 4)] = 100\n", "b.data[int(3 * nx / 4), int(3 * ny / 4)] = -100\n", "\n", "# Create Laplace equation base on `pd`\n", "eq = Eq(pd.laplace, b, region=INTERIOR)\n", "# Let SymPy solve for the central stencil point\n", "stencil = solve(eq, pd)[0]\n", "# Now we let our stencil populate our second buffer `p`\n", "eq_stencil = Eq(p, stencil)\n", "\n", "# Create boundary condition expressions\n", "x, y = grid.dimensions\n", "t = grid.stepping_dim\n", "bc = [Eq(p.indexed[x, 0], 0.)]\n", "bc += [Eq(p.indexed[x, ny-1], 0.)]\n", "bc += [Eq(p.indexed[0, y], 0.)]\n", "bc += [Eq(p.indexed[nx-1, y], 0.)]\n", " \n", "# Now we can build the operator that we need\n", "op = Operator([eq_stencil] + bc)\n", "\n", "# Run the outer loop explicitly in Python\n", "for i in range(nt):\n", " # Determine buffer order\n", " if i % 2 == 0:\n", " _p = p\n", " _pd = pd\n", " else:\n", " _p = pd\n", " _pd = p\n", "\n", " # Apply operator\n", " op(p=_p, pd=_pd)\n", " \n", "plot_field(p.data, xmax=xmax, ymax=ymax, view=(30, 225))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice, we get the same spikes as the pure NumPy implementation. But we still drive the time loop though Python, which is slow. So let's try and utilise Devito's time-stepping mechanism that we saw earlier for this \"pseudo-timestepping\". \n", "\n", "The trick here is to again use `TimeFunction` symbols, despite the lack of a time-dependence. This will cause Devito to allocate two grid buffers instead of one, which we can directly address them via the terms `p` and `p.forward`. This will now create an internal time loop in the kernel that we can again control by supplying the `time` argument to the create operator during invocation.\n", "\n", "One caveat, however, is that a `TimeFunction` symbol has an implicit time dimension `t`, so the symbol is denoted as `p(t, x, y)`. This entails that, when creating our boundary condition expressions, we now need honour the leading time dimension in the \"low-level\" notation, and ensure that we update the index `t + 1` (the equivalent to `u.forward`)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "CustomCompiler: compiled /var/folders/qr/4hc1nw7d3hj55jbd1z7kkrvh0000gn/T/devito-2tolsc8p/fff3820ef006b5e5c21af8a5e4d0df0834304ca4.c [0.42 s]\n", "=========================================================================================\n", "Section section_1<101,50> with OI=0.00 computed in 0.000 s [0.00 GFlops/s]\n", "Section main<101,50,50> with OI=1.58 computed in 0.001 s [6.33 GFlops/s, 0.33 GPts/s]\n", "=========================================================================================\n" ] }, { "data": { "image/png": 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ZPH78GBsbG4hGo1LMmaYpS5Z1p5V4a6RdvlytVgPAfjlCSO9QvBFCRor3aXWvfWu9oPrAkmq1iv39fezv7+NLX/oSSqWSLIVcXl5GNBodeT8Snbfxol1It9/vl44bAFQqFRkUfvPmTVQqFZimKcVcNBrVVqh0Kt68tIsk8D6MagwK1/U9IoQMD4o3QsjQGVTfWi+oVjbpOE5dKeTu7i6CwSAMw8Da2hpM00QgoN4lXKX3sBFujLujnXhrJBQKYWFhAQsLCzLcXUQS3L9/X4o9Ieamp6cHvPr+4ThOz8dOJ5EE7JcjhHSCend+QsjY0axvrTFvbdQlRCqUTRYKBVkKubW1BQCwLAsLCwu4evUqtre38f7778uBEqrBjeZ40Y1482IYBmZnZzE7O4tz587BcRxZYvnkyRPcuHEDs7OzUsyp+iBCcBLn7TjalVh6X/dOshQfJ4RMNupeLQkh2uKdwGbbNl68eCHDno/LWxsVoyibtG1b9qzl83mUy2XE43GZudZYaqZDWaLq6+uWcft9uuGk4q0Rn88Hy7JgWRaAwxLLfD6PbDaL27dvo1Qq1ZVYxmIxZa4N4powyJLkViWW7JcjhDSD4o0Q0he8Yq2xb+3mzZv4lm/5FoRCIWU3HMMom3QcBzs7O1Kw7e7uIhKJwLIsXLp0CYlEou2QBxXcwXao+rftlXH9vY6jX+KtkVAohFOnTuHUqVNwXReFQkH2yz18+BCGYdSVWM7MzPR9DZ3i7b0dFuyXI4S0g+KNEHIivE+FxaCRxlJIr8s2qI1gvxiEMBIbU+GsbW9vSxdicXER6+vrXY1XV915U319pDuGcc4ahoFIJIJIJIIzZ87IBxy5XA5Pnz7FrVu3EA6HpZizLGuoJZbDcN6Og/1yhBAvFG+EkI7w9q15R/gL2pXyqD7JEejfGiuVSl0ppG3bshRydXUVs7OzJ95UURz1Dt+/zhnFAxefzwfTNGGaJtbW1mDbNvL5PHK5HO7evYtisYhEIiHFXDweH+gaVRBvjbTrl/MKPW+/HIUcIeMDxRshpCnevrVqtQrbto/krXXat6aLeDvJxl4MYxCCbW9vD7Ozs7AsC1euXEE8Hu9b3pXq4k319ZHuUMEtDwaDmJ+fx/z8PADUlVi+++67cF1XRhakUqm+5xuK69ao34dWsF+OkMmD4o0QImkm1rxPnk9ajuPz+eQmQlU6LZsUY9C9pZCBQEDmrVmWhVAoNLA1qi6OVF8f6Q7VNvnhcBjhcBjLy8twXRe7u7vIZrN4/vw57ty5g5mZmboSy2Aw2NPPE5MmVXsfWtFJv1wzIafL70cIoXgjZKLppG8tEAj0fGPX3Xkrl8t1pZDVahWmaSKZTGJtbQ2RSGQomx/VxZvOG0DT/ihs3Bj1MpSiH/lmg8QwDMTjccTjcZw/fx7ValWWWG5ubqJQKCAej9eVWHZb/jiImIBhwn45QsYPijdCJohWfWuDzlvTSbyJctHt7W2Zuba/v49oNArLsnD16tUTbQL7uUaVUX19pDt02sQHAgHMzc1hbm4OAFAqlWRQ+LVr1+A4zpESy+N+P93FWyOd9ss1TrIkhKgDxRshY0yrvjXBsPLW/H6/0uJNlEICwFe/+lXs7u4iGAzKvDXTNAdWCtkNujhvKvRKdUOi8i2jXoKSqO68Hcf09DSWlpawtLQE13Wxt7eHbDaLly9f4t69ewiFQjKOIJlMNj3Hx028eWnXL2fbtvy4GHzinSJMCBkdFG+EjBlesSZKIvvRt9YLKjpv5XJZlkHm83m5vmQyiUuXLnX0VH7Y6CLeyPgwLn9TwzAQi8UQi8WwurqKWq0mSywfPHiA69evIxaLSTFnmqa8bo3Le3Acx/XLAUA2m5VClyWWhIwGijdCNMfbvzDIvrVeUEG8VavVulLIg4MDxGIxWJaF9fV1RCIRvPXWW1hYWFDCZWuG6uJNoKrz1ktEwyQyzsLF7/cjnU4jnU4DOCyxzOVyyOVy2NjYQLVahWVZModR1WN6kDQTc1/96lfxxhtvyI97IwnE/0/a+0TIsKF4I0QzRCmkbduoVCqyZ+0kI/yHxSimTYoyKeGs7ezsYGpqCslkEisrKzBNs24Snfcps6oMIki8n6h0zJ2El9lzmEs9HvUylEL3v2mnTE9PY3FxEYuLi3BdF/v7+3KKZbFYxOc+97m6Eksh6iYJcZ8JBoOylJSRBIQMH4o3QhSnsW9N3CgrlQq+/OUv49u//dtH7qwdx7Cct2KxWDcVEgBM08T8/DwuX77cNgNKCF+VnS0d1geoPbSk27Wp/LsMmnF23tphGAai0Sii0ShmZmbw8OFDXLp0CdlsFo8fP8bGxgai0WhdiWW/shxVRlzDvQ8Hm5VY1mq1I/1yLLEkpH9QvBGiIOIGWKvVYNs2arWavDmKMhWva6T6DXFQA0uq1aoUa1tbWygWi7IUcnl5GdFotKthAzo4W5MsJsjwUf3aMmgcx4Hf75eOGwBUKhUZFH7z5k1UKhWYpinFXDQaHcv3TbhrzYRqq0gCr5hjJAEh/YHijRAF8I7wt21bjvAHUHfD897oxH/XarWeg2gHTb+cN8dx6kohd3d3MTMzA8uycP78eZimiUDg5Jc1FXrz2qH6NEcdnLdGIgcfkv+96I/CHuFaVEMEOk8yzaZNhkIhLCwsYGFhQU6qFZEE9+/fl2JPiLnp6ekRrb6/eEXYcTR+nhBz1Wq17nX2yxHSPRRvhIwA8UTSO2TEm7dmGMaxpZDixqey2BD4fD550+6WQqEgnbWtrS0AgGVZWFhYwNWrV/u6MVLd2fL2mai8yVH5PSSdo/pxNgyOiwowDAOzs7OYnZ3FuXPnZEZkNpvFkydPcOPGDczOzkox1+sDplFSq9VO3MfWLl+O/XKEdIeeVxBCNMP71NHbtyZuYuLpI9BdmZLf7x/6IJCT0M3AEtu26/rWyuUy4vG4zFwbZEmS6mJYdWeLm63xguKt+5w3n88Hy7JgWRaAwxLLfD6PbDaL27dvo1Qq1ZVYxmIxbd7jWq3Wl96+4yIJxHHXGBSuy/tEyKCheCNkQHTSt9brDWkUUxxPQjtR5DgOdnd360ohI5EILMvCpUuXkEgkhjYMgOKtP6i+PtIZFG+9D20JhUI4deoUTp06Bdd1USgUZL/cw4cPYRhGXYnlzMxMH1ffX/ol3hpp1S8nhnSxX46QeijeCOkTzfrWGvPW+l0KopPzJkSR2MB4SyHF0+rFxUWsr6+PbAy36mWTqou3cdhMMS7gFRRv3Ttv7TAMA5FIBJFIBGfOnIHjONjZ2UEul8PTp09x69YthMNhKeYsy1KqxFIMbxk07Uosva+zX45MKupcFQjRjMYR/rZtH+lbG3Te2qCmOPYbx3FQLBZx584d5PN52LYtSyFXVlYwOzurxI2XzltvqL4+0h0Ub/0Vb434fD6YpgnTNLG2tgbbtpHP55HL5XD37l0Ui0UkEgkp5uLx+Ej/HoNy3trRqsSS/XJkkqF4I6QLGoeM9KNvrRdULZsUTfuid21vbw8+nw/JZBJXrlxBPB5XMhfJ5/MpLTwojvqLd9IkOQrF22DFWyPBYBDz8/OYn58HgLoSy3fffReu68rIglQq1Ta3chCMQrw1wn45QijeCGmL9+meEGyNpZCjvDGoUjYpxmWLvrXt7W0EAgGZt+Y4Dt5//32sra2Neqlt0SHnDYCya6S4HC8o3kYblxAOhxEOh7G8vAzXdbG7u4tsNovnz5/jzp07mJmZqSuxHHRkjArirRH2y5FJhOKNEA/evjXvCH+BaiUZoyybLJfLdVMhq9UqTNNEMpnE2toaIpGIfJ+y2awSIvM4VC+bBNTvywPUFW8nOW9V/V2GAcXb4YMSFXI0DcNAPB5HPB7H+fPnUa1WZYnl5uYmCoUC4vF4XYllv0WniApQmXb9cl6hJyplVLqfE9IpFG9komnWt/bo0SMkk0nZhzXovrVeGKbzVqvV6koh9/f3EY1GYVkWrl692nazoIMoAtQvmwTUF2+qniu9MI6/UydQvA23bLIbAoEA5ubmMDc3BwAolUoyKPzatWtwHOdIiWWvf8thDSzpF+yXI+MKxRuZOJoNGRHCwufzIZfLIRqNKjXlqxWD7HlzXRf7+/vSWdvZ2UEwGJR5a6ZpIhQKdfS9dBmsonrZJKCHeFN5fcex6I/iGSdOAqB4A9QVb41MT09jaWkJS0tLcF0Xe3t7yGazePnyJe7du4dQKCTjCJLJZMfXbi/ValUr8dZIJ/1yzYTcpJ8DRD3U350S0iOd9K0FAgF5gQ4EAlqU+AH9d97K5bIUa/l8Ho7jwDRNpNNpXLx48cRPb+m89Q8dxJHK61N5bapB8aaPePNiGAZisRhisRhWV1dRq9VkieWDBw9w/fp1xGIxKeZM0+zod9TNeTsO9ssRXaF4I2NHr31rqgwB6QS/349KpXLir6/VarIMcmtrCwcHB4jFYrAsC+vr64jFYn3ZuOgi3nRw3lQXmLpsbDhp8ngo3vQUb434/X6k02mk02kAhyWWuVwOuVwOGxsbqFarsCxLllh6+5W91Gq1kWVwDoNO++UaJ1kSMmwo3oj2tMpbE3Tbt6aTeOu2bFKU03hLIaemppBMJrGysgLTNAfSnK+LeNNhnXTeyLCgeBsP8dbI9PQ0FhcXsbi4KMvjs9ksstksNjc3EQwG60oshWDTYWBJv2jXL2fbtvy4NyicYo4MC4o3oiVesSZKIr19a72UN4xb2WSxWKybCgkApmlifn4ely9fHkpWkHCLVN8Iqe5qAeq7g9y8jA8Ub+Mp3rwYhoFoNIpoNIqVlRU5mCqbzeLx48fY2NhANBpFKpVCsVhENBod9ZJHQisx9/DhQ+zt7WF9fZ0llmRoULwRLfDWoXfSt9YLfr8f1Wq1D6sePM3EW7VarSuFLBaLshRyeXkZ0Wh06JsR8fNU3wipLowAOm+9IvKyIse07rz//vtIpVLDWZSiULypf83qN36/XzpuAFCpVGRQ+O7uLnZ2dpDL5aQzF41GJ/IYEb+zyL4T1+Vm/XLidYo50i8o3oiSCJfGK9bENChxARzUCH+/349yudz37zsIRNnkzs6OdNZ2d3cxMzMDy7Jw/vx5mKY58smZXvGmMoOc3tkvVBdvKm5OKpUK8vk8Dg4O8M477wAAFr6p/dcI18Hn8+H9999HIBAYSHaWylC88T0IhUJYWFjAwsICDg4OMDc3J6cy379/X4o9Ieamp6dHveShUq1W5YPj4yIJ2C9H+gXFG1GCdn1rYnzvsPLWAoEACoXCwH9OLxQKBeTzebx48QK7u7u4fv06LMvCwsICrl69qtwNVCfxprrrqoN4G/X6HMfB3t6eHMqwt7cnHefTp09jZWUFKLb/HmsX/2vEo/fwxS9+EaVSCdeuXQMAuVFNpVLKnWf9ZtKFCzB5zls7HMdBJBLB/Pw8zp07B8dxZInlkydPcOPGDczOzspzxLKssZpO2YxqtYqZmZm6j7FfjgwaijcyMoRYq9VqsG0btVpNXuS8F7NhX9BUHFhi23Zd31q5XEY8HkckEkG5XMYbb7yh9IVf/D1VF28sm+wPo1hfuVxGLpeT54hhGLAsC0tLSzLX6tq1awiHw4gWP9zR95yamkIwGMTq6ipSqRR2dnaQzWbx3nvv4ebNm7IXKJVKdTxuXSco3ijevIgSQYHP54NlWbAsC8ArhzubzeL27dsolUowTVO6crFYbOyOJ+G8taNdvlytVmMkAekaijcyNJr1rYmNsvfCNeoLlgo9b47jYHd3t64UMhKJwLIsXLp0CYlEAn6/X5ZLjvo96wQdxJsOa1RdvA3rWBRP/UV+VaFQkL2dZ86c6XsvjmEYSCQSSCQSWFtbq+sFEuPWva7cMAYBDRqKN4o3L43irZFQKIRTp07h1KlTcF0XhUJBniMPHz6EYRh1JZaNjpWOnCS4vJt8OfbLkWZQvJGB4e1bE85aY99av4aM9JNROG/iRieGjGxtbcmnmouLi1hfX2+ar6OiS9gKHfrJdJk2qfoaB7W+YrEo3bWtrS3Zb9NpzEWn15pFfxTPansAWv8u3l4gEcGRzWbx4sUL3LlzBzMzM0in01qXj1G8Ubx56SYqwDAMRCIRRCIRnDlzBo42FzUaAAAgAElEQVTjyGEnT58+xa1btxAOh+tKLEfdm30SOnHejqOTfjmvK6fCQ24yWvQ7U4iyiKdHXmdNjB3e3NzERz7yEbmBUfnCM6yogEqlUlcKads24vE4LMvCysoKZmdnj32fdBBEAl1cLR3WqLJ46+f6vCHyuVwOpVIJ8XgcyWQSq6urLcOE+81xP8MwDMRiMcRiMayurqJarUrH4datW6hUKjBNU4q5Ya27VyjeKN68HOe8tcPn88E0TZimibW1Ndi2Lc/ru3fvolgsIpFISFcuHo9rcezVarW+is52JZbeh9+Ng090eK9I/6B4Iz3RSd/a1NTUiUoLRsWgyiZFmZfYjO7t7WF2dhaWZeHKlSuIx+Ndv0d+v1+L/DTgcK2qCyMdBKbq7mAvmwhvqVUul8POzg5CoRCSySTW1taUmJzaCYFAAPPz85ifn4frujg4OKgLQQ6FQkilUkin00gmk8r+ThRvFG8CcZ/p1308GAzKcwRAXYnl48eP4bqujCxQuQy5H85bO7opsaSYmxzUvGMQZREXDSHWmuWtNVr6wsnSZSPQr1JEsWkTztr29jYCgYDMW7MsC6FQqOe1AnpsMHQQRqq7WoAea+xmfdVqVZ4juVwOtm3LIQeXLl3CzMxMX68b3aztZfYcgP+zp59nGAZmZ2cxOzuLc+fOoVaryaEOm5ubKBQK0nFIp9NK5Wbpcs0eFLo8GBsG4to9qIew4XAY4XAYy8vLMosxm83i+fPnsgzZW2J5XIn0sBi0eGukXYml93X2y403FG+kLa1G+HeTtxYIBKToU/UJs5dAIFD3O3ZDuVyuK4WsVqswTVM6B/0ulxKbCh3eWx3Emw5rVL2087jj23Vd7O/vS3dN5BImk0lcvnxZDuMZFBfiPziw790Jfr8f6XQa6XQawKHjIFy5hw8fwu/317lyvT7g6QWKt1dVJJOOeKA5jAoawzAQj8cRj8dx/vx5+YAnl8vJBx6ifDqVSo0sf1GIplFVFbWLJGC/3Hij9m6PjITGcGxvKaR4mgN0fkMTn6+DwAC6W6/o6ROCbX9/H9FoFJZl4erVqwO/qYgLsQ59bzr056lekgjo6byJEeLin1qtBsuycOrUKbz22mtjMXXupITDYZw5c0YOddje3kYmk8HDhw9x/fp1xONxKeaG3Qc06eJNPCSh84Y6ITBsAoEA5ubmMDc3BwAolUrIZrPI5XK4du0aHMc5UmI5jONWvCeq7GvYLzc5qHHEkZHifUojBJt389XrCS4EX7VabToxUTWEeGtWDiFcA7EJ3dnZQTAYhGVZOHv2LEzTHPqTch16yQC6Wv1CdfEm1icmy4moCxHeO4yHGrrizc26dOmS3KSKEGRguCHhFG8UbwIxrESF42F6ehpLS0tYWlqqm/T68uVL3Lt3T/aUihLLQd2TRamiKuKtEfbLjS9qHnFkoDT2rYkR/oJBWOsqZKd1iriYiadq5XK5zjVwHEdOjrt48eLQnvK1Qpe4AB3Emw5rVFW8iZDscrmMW7duyUyndlEXpD2Nm9SdnR1kMpmhhYRTvFG8CbqJCRgmjZNeRU9pLpfD/fv3sb+/j1gsJqdY9vM8Ee+Jiu9LM9r1y3mFnnjgLn6vSb4GqArF2wTQj761XgkEAtqIt1qtBsMw8OjRIxwcHODg4ECG/66vryMWiyl1sdahHBHQQxixbLJzvLlN+XweBwcHiEaj8Pl8WF5expkzZ3jT7yPekPALFy7IkPBMJoPr16+jVqv1PSRcheNslLDn7RW9xAQMk8ae0lKpJPtrNzY2UK1WYVmWPFd66UMf9rCSfsJ+Ob3R86gjx9JMrHmfIg7bHldZvImyC28pJHB4s+o0/HeU6OK86VDeybLJ9jQLyRYlw2IC3D/90z+N3I3uJ6oKmFYh4WI6XzgcrisdO8nG23VdpR5UDRsxaXJcjuVe0EW8NTI9PY3FxUUsLi7KtgdvbEcwGJSuXDKZ7KpCQGfx1kgn/XLNhBzPjdEwHkcdadm35h3hHwgERnaiqSbeisVi3VRIADBNE/Pz87h8+TJu3ryJ06dPy6d3KqODKAL0cd5UX+MwxZsYyCMEW7FYlFPe2gXJqyp4vu3iT3X8uYv+KJ7V9nD5tR+HYXxlgKvqnU5Cwi3LkmKuU7dB1b/jsGBMwCv6mfE2KgzDQDQaRTQaxcrKiry+iWy5jY0NWYosSizb/c7jJN4aYb+c2oznUTcBePvWhFgbdN9aL4xavFWrVSnWtra2UCwWZSnk8vKyLPcS6OJmASyb7Cc6lE0Oco3ekGyRTShCss+fP99RSLYq15xJppOQ8HQ6LTepzf6m3gnDkwrF2yt0dd7a4ff7peMGQJYiZ7NZ3Lx5E5VKRWZOplKpIw+rRhkTMGw67ZdrnGRJBgPFmyZ4+9aKxSIKhULdpLFh9K31wrDFm+M4daWQIkvKsqyONqEiWFwHdBGaPp8Ptm2PehltmcSySfFgQ/SF2LaNRCKBZDKJCxcunKgEUnUBPEl0EhLu3aCKkHD+DSnevIyjeGuksRRZPPQQw09EBqMQfLrEH/Wbdv1ytm3DMAxUq1VUKhU5I4Birr9M3lGnEd6+NVES6TgOstksnj59ig996EPa2NTDEEOFQqHOXQMAy7KwsLCAq1evdjVWW6fpmDqJN9WFkXC1VJ6y1+vG2huSLXo8+xmSzY2/2rQLCX/w4AECgYDskwPovE3y7+9lEsSbl8aHHiKDUcR23LhxA6FQCMFgEJlM5sR9peNAMzG3u7uLW7du4du//dvlayyx7B8Ub4ryMz/zM/iBH/gBfOu3fuuRvrWpqSlUq1Wtbip+vx+VSqWv39O27bq+tXK5jHg8LgcoiCfIJ12vDoII0EMUAXr05olzSnXx1u2xadu2HJ8tQrJFj+eVK1f6GpKt6vv2V1//LlwOlfAvQoPNRtONxpDwra0tZLNZPHr0CADwz//8z5ibm0MqlRp6SPiooXh7hapRAcPCm8EIHJZY3rx5EwcHB7h9+zZKpZJ0sJPJJGKx2ESdK16E8xYMBuseiHr75Xw+H+NjeoDiTVE2Nzfx7rvv4ju+4zuOXACCwaDy5WeN9KNs0nEc7O7uSrG2t7eHcDgsA217dQy86CTedFmrDiJTnGsqb9o6cbbEk89RhWSr6LxdDj0f9RKUx+fzyZKw1dVV/N3f/R2WlpaQz+fx+PFjmd0n+uXGffOl8nVg2IzDwJJ+EgqFMD09jUgkgosXL8pe4Ww2i4cPH8pzRYi5fj4g0wHbtuWU7mb9cqQ3KN4UxbIs7OzsNH1yI4SQyu5AIycRb2J4giiD3Nrakk+/FhcXYVnWwDYPgUAA5XJ5IN+73/j9fi3EvA7izeu8qUor8SbC5IVgAyDPlWGGZOtyTeqGmvshAI9HvYyhIo6x06dPS1duZ2enrmxMTOZLp9NIJBJjJ3R0uscOmkkaztEp1WoVoVAIhmEgEokgEonUnSu5XA5Pnz7FrVu3EA6HpZizLGvse+W84s2LOJ/G7VoxbMb76NEYy7Jk31Yj4oQQtrQOdCreKpVKXSmkbduyFLLdaPJ+o4ubBRyuVQehqcNUTK/zpipCvDWGZO/v79dNUB1l2Y5q4vewZHLUq9CLxmmTPp8PpmnCNE0ZEi565b72ta/VhYSn0+mxcBrovL3CcRxt9hvDotXAEu+5sra2Vle2fvfuXRSLRSQSCenKjWM5civxJhi333fYULwpimVZyGazTV8TUyXHQbyJDai3FHJ2dhaWZeHKlSuIx+Mjedqnm3jTYa06OG+qi7disYi9vT3s7e3hrbfeahqSPWpUvyl/rcK+t044ToCHQiGcPn0ap0+fliHhmUymryHho4bi7RW1Wq2roV+TQKc5b8FgUEZ3AKgrsXz8+DFc15XlyqlUCuFweNBLHzg67U91hOJNUSzLwv3795u+ZhjGyHPTukVMmxTjd72lkIFAQLoFlmUhFBr9I3JdBBGgh6MF6CPeVMp6axaSPTU1hUAggNdff31oTnQ3cNrkeCD+hp0cX96Q8PPnz0unIZPJHAkJT6fTJ4qfGAUUb6+YtGmTnXDSkO5wOIxwOIzl5WXZn5zNZuWDDzH9Vzz40FEE2bbdVoTqcP6rDMWbopimie3t7ZavBwIBLfqcgFelkLZt4wtf+AKq1SpM05SZa5FIRLkTWSdxrIvQ1EG8AaPNevP2eeZyOWxvbyMYDNaFZD9//hzb29uIRqMjWWMnjIt4W/RH8ay2BwD4vQf/Dr94/i9GvKLh0Y14a8TrNHjzsjKZDDY3NzE1NSWFnMr9PxRvr5j0aZPNOKl482IYBuLxOOLxOM6fP49qtSqv/yKHMR6PSzE36GFT/cK2bWXP63GA76yitOt5Aw5vjqqKC+EWiN61/f19zM7OAgAuX74My7KUv/joIogAPUbwA/qsc9jOmwjJFjfsSqXSNiRbdWdLtQcxh/1uvU+a/Pfxr/VhNfrQr2EdjXlZ4njPZDKy/0eMWE+n00q5yRRvr6DzdpRBDHEJBAKYm5vD3NwcAKBUKsmg8GvXrsFxnCMllqqcL17Y8zZYKN4URSfnTYT+ir61nZ0dBINB2YtjmiYCgQA+97nPIRqNanEz1Em8sWyyvwzaefOeL7lcToZkdxp5obp4A8bHeZtkBjVpMRAINA0Jz2QydSHhYpjDKMvoKd5ewaiAo/TDeTuO6elpLC0tYWlpSfaWZrNZvHz5Evfu3UMoFKrrLVWh7QQ4XryR3qB4U5TjnLdRl/WJseTiH8dxYJom0uk0Ll682PRpkM/nQ7Va1SIbSPTo6YAuQlMX8TaIdfYzJHuUZZ2doMMT1a9UKviQIpscVRnWmPxWIeEPHjzAxsYG4vG43JwOeyofxdsr6LzVI0Knh1ka6O0tXV1dRa1Wk/eV+/fvy4nD4sGHaZojO345sGSwULwpimVZ2N7ebnnzGHZQd61WkwNG8vk8CoUCotEoLMvC+vo6YrHYsReJUQvObhCCSIecH53KER3HUf497UfZpGhCFzdWEZJtWVbPIdmqO28qre+vvv5dff1+k9b3Nuzz1BsSfunSJVkyJqbyGYYhhdwwQsIdx1H6WjVMKN7qEQ9MR9nX5ff761zsUqmEXC6HXC6HjY0NVKtVWJYlSyyHNV/AdV2WTQ4YijdFMU0TrutiZ2cHpmkeeX3QZZPCnveWQk5NTSGZTGJlZQWmaXb9VEU38Qa0znFRCZ3KJgH1y29O6my1Csk+ffp0X0OyVRJHrVB9fSdlkvreVBAu3pKxZiHhwmVIpVIDCQmn8/YKird6xF5Gpf3B9PQ0FhcXsbi4KMvzxcOPzc1NBINB6colk8mBPfwQ7w2dt8GhzlFH6pidnUUgEMD29nZT8RYMBlEoFPr6M4vFYl1ANgBZ2nX58uWes0d0K0UE9BBvwnlT3dES76nq4q3TsklvRmEulzsSkj2o/k7VxZtqx2A/hpVMKir9LY8LCReDHISY60dIuOM4yl//hwWnTdYjhpWodI54MQwD0WgU0WgUKysrcpCccLE3NjYQjUbrSiz7dV+2bRuGYRzbu01ODq9KimIYBkzTxNbWFlZWVo683g8XyzvlbmtrC8VicaCbT7/fr43z5vP5tOnR00Voep03lWkn3orFohRrW1tbsszrzJkzQ2sWV128AePrvE0SKjhv7WgMCRdZWe+//z5u376NSCQihdxJN6Z03g4R/V0qP3QbNsMYVtJP/H6/dNyAwwgnERR+8+ZNVCoVOfU1lUr1NPVVxAS0+nqVryu6oM+RN4G0G1pykqgAx3HqSiF3d3fllDuRITXIi5FOZZOAPoNAvI6WyhiGAcMwlH9PveJIPK0Ugq1YLCIej8OyLKysrIxkrLnq4k2VG/Nx/W4nHVoySX1vqvwtj6MxK8u27SMbU68r1+l4ddd1Kd7w6mEMxdsrBhETMExCoRAWFhawsLBQl8Uohp/4/f66Esvp6emOvzcnTQ4eijeFSSQSLeMCOu15KxQKde4acCgKFxYWcPXq1a5OyF6heBsMuogiQP2Jk67rwnVd5HI5vHz5EltbW0dCskf9tHXYOXQnQeX11cDNeCeo7ry1IxgM4tSpUzh16lRd78/Lly9x9+5dTE9PI51Oy/Hqrc5pOm+HiHuLzmKl36he6dINjVmMjuPIEkvRXzo7OysfgFiW1fZYOG7SpK7XFZUYjyNvTGnnvLUSQrZt1/Wtlctl6RScPXsW0Wh0ZCeObuJNlx49wzC0GlqimnhrDMkulUoIh8M4ffo01tbWlAtB1cF5U3l9vTJJQ0tUOu5PSmPvT7VaRT6fRzabrQsJF2LO66ZTvB1C8XYU3comu8Hn88GyLFiWBeCwxFKcM7dv30apVJIllslkErFYrO5aQedt8IznkTcmiLiAZoiyyVqtVlcKube3h3A43HHg7zAJBAIoFoujXkbH6NSjp1tcwCgRJSJipPLOzg6mp6flePJnz54hkUjgzJkzI11nK5jzdjyiZLIfw0oW/VE8q+31/H10Q2fnrR2BQABzc3OYm5sDAFkuls1mcf/+fRkSnk6nUa1WKd7waljJOB4PJ2WcxVsjoVCozskuFAqyLPnhw4cwDEO6cslkUva8kcHBd1dhxMASL+LEyWazAIC3335bPiVZXFyEZVnKDtjQxckS6FI2CegTFzAqkSlCsoW7JkKy5+bmjkxSffHihfLiSHVnS/X1Cdj31p5J2KxHIhFEIhGcPXtWhoRnMhkZelwul1EqlZBOp484DJMCh5UcZZLEmxfDMOQ5c+bMGTl1OZfL4enTp7h16xYCgQCmpqbw8uXLpmXJk3gO9ZvJO/I0IplM4uHDh3j+/Dn+5m/+BqVSCR/84Adh2zbi8TgA4LXXXkMqldLiZNDJyQL0Em+6rHVYzpvIKRTumnCkk8kkXnvttbaZUKqLIx3WR/RH9eiRQeANCQeAL3zhC0gkEtjb26sLCU+n0wPNyVINxgQcRfeBJf3CG+GxtrYG27bxta99DbZty7LkRCIhXTmxdyW9QfGmIOVyGV/4whfw9ttvY3NzE3/8x3+MlZUV/MiP/AiuXLmCeDwOv9+Pt956C1NTU9rcYHXsedNlvSybfDX6WDhsruvKkOxuNloqlHa2QwfxNsr1feLez+M7EyP78WPDJIq3ZqTTaczNzdWFhIucLBESnk6nEY/Hx1bg0Hk7yjgNLOknwWBQlh6vrKzUlVg+fvwYruvi9ddfx/Ly8qiXqjU88hTAdV3cunULf/u3f4vPfOYz+PznP49EIoHV1VUsLi7i05/+NJaWlo583UniAkaJTmII0MfNAvRZaz/LO5uFZEejUSSTSbz++usnzilUfZrjqMWR6lyNvD/wnzEJQ0so3ur7/hpDwsvlMnK5HDKZDK5duwbXdfseEq4KjuNQvDWgQwbsqPBOmwyHwwiHw1heXpZ5jN42BXIyxvMx0TH8/u//PlZWVjA9PY0PfehDeOutt9p+/p//+Z/jtddew9TUFF577TV86lOfavm5P/3TPw3DMPDmm292vJ4///M/xzd/8zfjs5/9LL7ne74H//RP/4Rnz57h137t17C3t9dUuAGdxwWoAsXb4NCl561XV6tUKuHZs2e4ceMG3nrrLdy8eRPlchlnzpzBt33bt+HDH/4wVldXe3oKrsNAEJXF2yjX94l7Pw8A+Lo9+NKc33vw7wb+M0YJxVv7nLepqSmcPn0aH/zgB/Gd3/md+PCHP4xYLIZnz57hH/7hH/D222/j7t27yGazSl9POoHO21EmteetE1pNmxR5jBRvvTNxR96f/dmf4Zd+6Zfw+7//+/jWb/1W/OEf/iG+7/u+D7dv3246Xe5LX/oSfuzHfgy//du/jR/+4R/Gpz71Kfzoj/4o3n77bXzkIx+p+9y/+Iu/wD/+4z/i9OnTXa3pB3/wB7G1tXXkKU67qABAPzGk23r9fj9KpdKol9ERugjNbss7a7WabIbO5/MoFAqIxWJIJpM4d+7cQEKyfT6f0g9FVBdvwOgGlnhdt04nTZ50aMm4Q/HWeVRAu5DwGzduoFqtwrIs6cpFIpEhrL5/ULwdheKtNZw2OXgm7t393d/9XfzkT/4kfuqnfgoA8Oabb+LTn/40/uAP/gC/8zu/c+Tz33zzTXz3d383fv3Xfx0A8Ou//uv4/Oc/jzfffBN/8id/Ij/v2bNn+Lmf+zl8+tOfxvd///d3taZW1rtpmi2jAoDDskmVN5mNBAIBuK6rzY1Ap+mYuoi345w313VRLBalWPOGZK+srLQN1O3nGlUWR6qLt1Gt7xP3fh5X9doTKw3F28lz3o4LCZ+ZmZFCbhjXtF7R5Z49TDiwpDW2bSPU5oHYpF9X+oHaV4w+U6lU8JWvfAW/9mu/Vvfx7/me78EXv/jFpl/zpS99CZ/4xCfqPva93/u9dWWRjuPg4x//OH71V38VV69e7dt6LctCoVBAuVxuKvB0c7LEDUqXG4FO0zF1HlhSrVaxvb0tJ0OWy2UkEgkkk0mcP38ekUhkqBd71csmhbhUeXOtsrgknaHy8TUs+hHS3S4k/M6dOyiVSnWu3CCqCXqF0yaPQuetOa7r8r0ZAhP17mazWdRqNczPz9d9fH5+Hi9evGj6NS9evDj28z/5yU8iEAjgF37hF/q6XtM0AQDb29tH1gAcPt0rl8t9/ZmDxOfzwefzoVqttn0qowq6uFmAXj1v1WoV+/v70l3b3t6WIdkXL16EaZojFfc6TJtUmVGs79B1O35QSa3LNu//KX8eQPMBJf8+/rWxznujeOuPeGukXUj4O++8g2AwiHQ6LUerN+sdGja6PHAdJpw22RxRDabCcTvOTOSR13hDOu4m1e7zv/KVr+D3fu/3cO3atb7f6EKhECKRCLa2tpqKt0AggIODg77+zEGjk5ulW9lkpVIZ9TJaYts2tra2sL29jWKxiGfPnsE0TaTTaVy6dEmpBmYdyiYBdSfAqV7W2QlCtAn+ZOdfTMSESS+TLt5c1x2IeGvEGxJeq9WwtbWFbDaL+/fv4/r16zIjK5VKjSwknOLtKHSXmlOtVmEYRtvjZZKvK/1ioo68VCoFv99/xGV7+fJlU3EEAKdOnWr7+W+99RZevnxZN+ykVqvhV37lV/Dmm2/i8ePHPa3ZsqyWfW+6lU0Ceq1ZJ6GpWtmkNyQ7n8/L8cB+vx+maWJ9fV3ZMhzVyybFjU9lgTTMtf3G/f8WQH1Z+b+M3O3qe3iHljQKN0ErAfefH/8b/OS5/7ern6cDFG+Hx/Awr1N+v18KNQAoFovSlXv06BF8Pp98PZVKDa2CRdUHRaNC9O5TvB1FTJpsde2Y5GtKP5moIy8UCuFDH/oQPvOZz+CHf/iH5cc/85nP4Id+6Ieafs1HP/pRfOYzn6nre/vbv/1bvPHGGwCAj3/84/iu7/quuq/53u/9Xnz84x/HT/zET/S85kQi0XLipG4DSwD9xJsuzpsKZZOVSkVmromQbNM0sbCwgKtXr2J6ehqPHj1CsVhUVrgB+pRNqirehn1zPqhNdZzt5ofTsnTyKx04140CbtavxzTakzDp4k1cA0Z5rZqZmcHy8jKWl5fhOA62t7ePhISLEstBhoTXajUtWh2GhdjDULwdpVVMAOkvE3fk/fIv/zI+/vGP45u+6Zvw0Y9+FH/0R3+EJ0+e4Gd+5mcAAD/+4z+OxcVFOXnyF3/xF/Ed3/Ed+OQnP4kf+qEfwl/+5V/is5/9LN5++20AQDKZRDKZrPsZYtLUpUuXel6vZVnI5/NNX9NJCAl0WrMQbzpsYkYhNB3Hwe7urhRre3t7MiR7fX0dsVjsyGZCNYewGaqX/aku3oDhra2Z69aKu5UFfOrlfwEA+O+W/ubEP9Mr4H5w9i7+av/yib+Xyuhw3Rsk4jqlynvg8/lgWRYsy8LFixdRLpelK+cNCRdibnp6um8/m2WT9Yg9DN+ToxwXE6DK+aQ7EyfefuzHfgy5XA6/9Vu/hefPn+MDH/gA/vqv/xpnz54FADx58qRuw/nGG2/gT//0T/Ebv/Eb+M3f/E2cP38ef/Znf3Yk421QtIsL0NV5G7VD1CniAqRDyciwRFGpVJLu2tbWFgzDgGVZWF5ehmVZxz6dVd3VAtRfo+ribZg354Pa8cLtk8/+LQDAcfu3rkYHbhxLJyneRu+8tWNqagqLi4tYXFyE67rY3d1FJpPB06dPcevWLUQiEaRSKaTTaZim2dPvQfFWj4gJmOTzoxV03obDxIk3APjZn/1Z/OzP/mzT1z73uc8d+djHPvYxfOxjH+v4+/fa5+alXVC3EEI63WR16yMD9MhzGZTzJkp1moVknz17FtFotKtjT4XyzuPQZWCJymsc5tpalUwK0daM//Hp9zV13/6//Ssd/9zfePZv8T8s/nXHn68bOt1XBoHq4s2LNyR8bW1NhoRnMhlsbGzUhYSn0+muB0QxKqAe9ru15jjxNsnXlH7Co09x2g0sESdItVrV5kmHTmWTPp8PhmEoLzaA/oqiQqFQ564Fg0FYloWVlRWYptnTsaa6qwXoMbBE5dLOYa3tE/d+vuVr7YSboJWA6wZvyeS4uW8Ub4OfNDkoWoWEf/3rXz9RSDidt3o4abI1Ou1HdYZHn+JYloUnT540fU2IC51s6kAgoFU2nS5lnr04b2I8tXDXSqXSwEKydRBvOqxRdfE2aIRwa+a6fXl7tePvc1IBd2v/NADgH3dW8ZH4w66/XgcmXby5rqutePNyXEh4uVyGaZrSlWt2vdehdWCYULy1xrZtTE21Lmef5GtKP+HRpzjtnDfDMBAMBrVxsgD9sul0KfPspufNdV0cHBxId217extTU1NIJpO4cOECEonEwG5MOgwsUb1sElBbvAGDLZv82LXfxHKk+WufzVzGbPDo1Mh2/W69OnBeATdO7tukizednbd2eEPCXddFoVCoCwkPhULSlRMh4XTe6qF4a41t25idnR31MsYeHn2KY5pmy5434GmMvrMAACAASURBVPBCrNPQEp3KJgF94gJE2WSrDZcIyRbumm3bIwnJ1sXV0mGNqoq3QW/4lyNHH2Z9NnNYvthMuHXCf//4v8S/TL3T07rGDYq38RRvXgzDaBkS/s4778iQ8HK5jFKpNPHHhECHPvhRcdy0SdIf+A4rTjvnDdBPDOm2Xl3Em7iRiPIWEZIt3DURkm1ZFq5cuYJ4PD6Sm48O4k2HNaosMAcpLL2umyiZFMKtVz6fvdCRgBMlk17G0X2b9I36JIi3Rrwh4ZcvX5Yh4dvb27h9+zbu3bs3kpBw1eDAktZwYMlw4NGnOMc5b7rFBejSQybQZb1CiL148QLb29vI5/NwHAeWZdWFZI8aTpvsDyo7b4PiULi9epDVL9HWL8at/43ibfLEWyMiJPz27dv46Ec/ikqlUhcSHo/HpZAbZEi4arBssjU6zWDQGR59iiOiAlrdSHVzsnRbr8o9byIkW7hrAPD06VOkUqmWIdmjhq5Wf1BZvA1ibf/VV/8jliO7bT+nVclkN/lunbpvrRAC7j8//jf4V7X/hHQ63XWchiqMy8COk0LxdojjOHBdF4FAALOzs21Dwr2unAoPCwcFJyq25rj3RsdroYpQvCmOaZqo1WrY29tDLBY78rpuzpvKYqgZqpVNtgvJvnPnDj7wgQ8gEmkxzUEBhHhT+am+2LCpvHlTWbwB/R1Y4rouqm793+F54ei18KQUqvUbjXYCrlnJZCt2d3fx8OFDBAIBpNNppNNpJJNJbZ7Yq3yODgPHcSb69xeIB1mNZfaNIeE7OzvIZrN1IeHpdBqpVKrnkHDVqFarmJmZGfUylMNxHArbIaHHXWSCEe7J1tZWU/Gm4+h9x3GU3hh7GXXZpAjJFoJNhGRblnUkJPudd95RSmg2Q2wAVN4YiuNSZXGksnjrx9+1Vqthe3sb2WwW//Hg/6orl9zcSSMaVPeaJ9y3/y3wv+J//td/gK2tLbx8+RKbm5soFAqwLEuKuXA4rOx5oPI5Ogx0uUcNGnFPadcjbRgGEokEEokE1tbWUKlUkMvlkM1m60LChZgb1oCsQcGBJc0RD+Yp3gYPxZvi+Hw+JBIJbG9v4+zZs0deDwaDWo3eF0+dq9WqFs3Oo3AKG0OyA4EAksnksSHZuozhB9TeGIkNq8rZRqr35Z1kbcViEblcTh73oVAIvztdP8J/WMKtmfvWjev2jzurCPpq8Pl8SCaTSCaTAICDgwNkMhlks1lsbm5ienpabmgty1LqeKN4U/caNUxqtRoMw+jqvQiFQlhYWMDCwoIMCc9kMnjx4gXu3LmDmZkZZY/7TmDPW3Ns2257rBiGMdHXlH7Co08DRN9bM3SLChDB4jqJt1KpNNCfIcYzC8EmQrIty+oqJFu1Es9meMWbqtB5641O1+Y4DnZ2dqRgKxQKiMfjMhz+v9n8JIBX0QCbO+mW3+uk/W6NJZNeeu1/A4D/cOOn8Z/W/1D+vxjLfu7cORmWnMlkcOvWLdi2XefKjbosa9LF26T3/Al6zXjzhoSvrq7WHfe3b9+WIeFCzHV6vxslnDbZHDGsRPW/3zjAo08DTNNsGReg2wAQwzBGXorYDYMQRCIYVWxad3Z2EAqFeg7J1mGSo7ioq7xOr/OmKqqLt1aIciqRN2gYRlNX+WPXfhMAUKwG24o2lXm0Z2Elmsd/uPHT+PsvrgMA7vz0z8nXG8OShTvx/Plz3LlzR/YMzc3NjWSS36SLNzpvh/Q7oLtZSLjXjRYh4Sr3iNJ5aw5jAoYHjz4NaBcXoNvAEkCvoSX9EpriaaNw10RIdiqVwqVLlzAzM9PzhU0H502UVKgujFSfOKmyeANeuZYib1D0v+zt7SEajSKZTOLMmTNNJzEK4daMYfe6Cfetm5LJdlz5w/9F/rdXyDW6E7ZtI5vNIpPJ4Nq1awCAZDIpXblhVC1QvFG8AYfibVDvgzck/Ny5c6jVasjn81LIFQoFJBIJKeZUmdxK8dYcDisZHjz6NKBdULduzhug15pPKjTFk3ThMgwjJFuHnjdAj7gA1XvKVBaXjuPAtm3cvn0buVwOjuMgmUxiaWkJyWSypfD411/4HZgzBfn/xTYljV5alUweR7uSSS//z/vrOB/LdfW9nx7EAbxy377zjRvSfRN4hRxQL+aCwWBdz9DOzg4ymQzeffdd3Lx5E7FYTAq5WCw2kA0txRvFG9B/560dfr9fHtfAYf+3iCN4+PBhXYj4KEPCObCkOcx4Gx4UbxpwnPNWq9W0utHoJt46dbMqlUqduyZCsk+dOjWUkGwdyiYBPUSmyuIIUMt5c10XBwcH8kHF9vY2fD4fUqkUPvCBD7Qt+fvg//5HAIDkhRys8Cvhli1EEAnVi7JuXbdu8t1asVPp3znbTMB5aefKiUl+Fy5cQKlUkq7co0ePEAgEpDORSqX65giocnyNCp3uqYNklIObwuEwzpw5gzNnzsjJy+K4bwwJTyQSQ3nYIKZl03k7CssmhwePPg1IJpN47733mr6m2/RGQC/x1q5s0nEcWRKWy+Wwt7eH2dlZJJPJYzetg0CHskmAzls/GLV4E0N2xLFfqVRgmqbsZXnx4gXW1taafq0QbILkhRwcHN7Us4XDjMJG4TZqHuwmO3bfhOsmEO5bN7QScgAwPT2NpaUlLC0twXEcbG1tIZPJ4J133sH169fl8Id0Ot3T8IdJH9hB8XbIMJ23dvh8PliWBcuycOnSJZRKJeRyOWQyGTx58gTA4V5p0CHhYu9C8XYU27b5vgwJvssaYJombty40fQ1v98Pn89H8TYgGgVRuVyWwxbEwAXLsrC0tATLsjA1NTXStaouigA9xBudt6M0G+WfTCZx6dIlJBIJucHLZDJH1tYo2ABgankfs9NlHJRDmJmypXDrhpOWTJ6EbgRcI+8dJLAc2T7WfWtGu/JKbxTB5cuX5fAHIeampqakkOt2JLvKDy+GgcpRIcNEFfHWyPT0dNOQ8Pfeew83b95ENBqVQq6fIeGd5N5NKrZttxXNdN76B8WbBrSLCgD0iwvQSbyJWIN33nkH+XwehULh2IELo0In5031daouMIch3ryj/LPZLIrFoixTWltbaxsw/VM3vwrc/GrL7528kMNBOSSFm5dmrlu/B5V00u92kpLJRtdNUHV8PQk4L+1cuXA4jLNnz+Ls2bOo1WrSmbh16xYqlUrd0JPjogjovLE0DlBXvHnpJCTc68r1EhIuhpWoct9XCQ4sGR68MmlAu6gA4LDvTRcxBByKt3J5uFPjukE4DMJdAw6fKJ07dw6WZSl7cfL5fFqIeNWFETC5ZZPCWRbHv9/vRzKZxOrqKizLaruZbeauNTK1vA/DcHFQPqwSaBRu/aIf/W7NaOe+tRJuXoSA6xftXDm/399RFEE6nUYikTgi1FQ+/ocByyYPGeS0yUHRGBK+t7eHbDYrQ8LD4bAUct060pw02Rr2vA0PHoEaMI7OW6FQOP4Th0StVsP29rbcsAqHIZlM4ty5c/jnf/5nrK2tKV+WqpPzprp4U71ssl/i0ruxEX2bsVgMyWQSZ8+ebessv/5/1Iu1Vrdl1wCml/YPP8dov2ZVet3auW4nLZ+sOj4EfA7eO0jgwgffwzvXl3tZYlNOEkXwta99DY7j1A09mZqaovNG8QZAD+etHYZhIBaLIRaLyZBw4coJR9qyLCnmjusTpXhrDadNDg8egRrQLioA0KsMERh9zps3JDufz2N7e1v275w/fx6macqLsxiXrUNPoS49bzqsU3WB2YvzZtu2nIiay+Xguq7s22w3yh84Kti8uAbqFJwvXTr8t+HCtv0IherP+U5dt1Ylk4OOCOiGTly3RgYl4ATdRBHs7u7i5cuXePfdd3Hjxg3E43GUy2UUCoWJjQyYdPEq0F28NRIIBDA/P4/5+Xk5KVfEEYiQcPEQo1lIOGMCWkPnbXhQvGmAaZrY29treWLoFtQ9CrFZrVbrpuOJkOxkMomLFy+2DMk2DEMrR0uXdaosjAA9yiY7fQ+9o/yz2azMHEwmk1hfX0csFmu7SW0r2L7xZV5DTYg2r8vWiXDrxnV7vGXB73v1+19Jvez4a/uB133rRrgJ900waAHnpZ0rF4/HEY/HceHCBZTLZWQyGdy7dw8PHz7EkydPZHllMpmcmCfrdN4OcRxnbP/mhmFgdnYWs7OzbUPChZiLRqOo1Wp03lrAaZPDg++yBpimCQDY3t6W4ZVedHPehrFeb0h2Pp/Hzs4OZmZm5FQ273S849BFvOmyTh1Epuplk8c5b95R/tlsFrZtd5w52EqsuW32sW7chj9U+8ba6tfVKNy6IbcfQQ5Hp1B6hRsA3MnOHfmcS8nMiX5mp4NKbmQXsJ56fqKfMWraDT2ZmprC0tISnjx5gpWVFYRCIWSzWdy/f7+vUQSqQ/F2yLg5b+1oFxL+4MEDBAIBTE1NwTAMVCoV5atxhonjOKjVamMr9FWD4k0DZmZmMD093Va8lUqlEazsZAxKvHlDsvP5PGq1GkzTxPz8PK5cuXLsdLVWtMt6UwkdyhEBfZw3ldfYTLwVi0XZuyZKgVOpVEcPK5oJNtffRBz6cWizBV0gcPj++EM1OFUfnKoP/mD9edJMuLVz3V7uROt/nP/kf4N7ucNrpVfE9btk8kZ2AeZMd/27o3TfmtGqvNJ1XTmwRkRCiM1sP6IIVIfi7ZBJEm+NNIaEb21t4Z133sHBwQH+/u//Xk7fTafTiMfjY/sgoxPEno5lk8OB4k0TLMuSkw8bCQaD2N/fH/KKTk6/xJDo1RDu2u7urgzJvnr1at9Cskfdo9cpOjlvKgsjQJ+ySW/vWrFYRCKRQDKZxIULF9qO8u9IrAW+8f9Bz8cDr/5uhu/w40718Bw7qXA7KE7hoHg0H7GVcGt03Y6jmYhrRaeuW6HS3yfuFz74HjY3DgXcMTNdBo5XzH3+woW617ybWVFi1iyKoNdx7CpA8XbIJIs3LyJTMZPJIB6PY2VlRbpy3pBwUV48qJBwValUKvD5fC2PFQq3/kLxpgnt4gJ0LJus1Wonujk2hmQDh8J2cXER6+vrAwnJ1kkUcZ39QdWySe/xXyqV8PWvf73jUf6Ngq2lWBN4Rds3hBqcwxuwEah/bzoRbrYdwMyUjd39ege8F3etG+7l0qg5Ppwzmz8EOylbxXBX7tt26fD3T4UP6j5+8fVDAedNORi1kPuXn/q/6/6/MYpAuG5XrlzBwcEBMpmMHMceiUSkK9HPkORhQfF2iI5RAYOkWq1iamoK09PTWFpawtLSkgwJz2QyePLkCW7cuCFDwltFcYwbzHgbLhRvmmCaZsu4AN0GlognM53cFLxBwfl8Hvv7+3KU+fLyMmKx2MCf6OhUNqnLOlU/XlVxB73ucjablcd/MBhENBrF1atX++OuCYIuXPFrO4DR8HqjaAOOCjenVn9Ol4qHLpU/4HQs3PrlunmpOYfrerxl9STgmrlunQo4IdwAIFuIwIfD99cKH35tai2H7P2k/JzGuLpRi7l2Q0/E4IeVlRXYti0Dwq9fvw7HceoCwgfxkK3fOI5DtwCH7wOdt1dUq9UjrrI3JPzChQsyJFxEcdRqtb6FhKsKJ00OF4o3TWgXF6Cb8+b3++X4/WYne7FYlOVgW1tb8Pv9sCwLZ8+eHUlItk5lkyoIjuNQRRi1Y1Ah2J0gRvlns1nk83m4rotkMokzZ87AsiyEQiHcv38ftVrtyA2xY8EmVME3/u0KUfaNfzWKtsOPHf2buY6Barn+NuILOFKwCfzNRF+Xwq2fPN6yAKBOxHVaMtmK4wScV7gJHBjwwUW+8GozFz6zh8KT6JHPBaCUK3dcFMGpU6dw6tQp+QAik8ngvffew82bNxGLxaSQU7VXiM7bISybrKeTaZPNQsIzmQyeP3/ec0i4qnDS5HDhO60J7YK6g8GgFuJCIMbvizW3C8leWVnB7OzsSG/uOjlarusqv+nQoWxymALTmzWUy+Wwu7uLSCTSdpS/V1weWw4pEPsDjwJwm4iqZm6bW/XBrXrW4Gv+M3zNRFqTj52EfrhujXTrwp20162ZcGtFOFQBzuyh8F4UaCPQunXlBi38OokiWFtbQ7lclkNP3n33Xfh8vrqAcFVKr1S/jg4Lird6ug3p9oaEnz9/Xj6c8/aKdhMSrip03oYLxZsmHNfzdtIeslEgwk/ff/99FIvFtiHZKqCLeBN/e9V7FHRw3gY9sKRZ7uCJRvl/+R/kf7acDtlAM8FW93r11U3WCLj1og3oi3AbpevWyOMtC7WaD6lY70Ofmrlvxwk34b55CYcqwPI3BJygS3HWKO7afW6/OS6KYHFxEYuLi3AcB9vb28hkMnjw4AE2NjZkrlY6nR7pgztd7qeDhuKtnm7FWyPBYLBpSHgmk8Hm5iampqakkGsWEq4q7HkbLnocFQSWZeH27dtNXxMnTLVaVTZ3xLtZzefzqFQq2NnZwcLCwrGT8UZNIBBApdJ5gPCoEDdYHYSR6ms0DKPvgr1QKEixtrW1henpaZk7eNxAh46y17w7cjlgxPP6N8SdUas/z1o5dc1KJ7sRbqrQynVrJLs721bAdeq6eQVcp45bRwKu8fLYhSvXjkH31bUrr/T5fLAsC5Zl4dKlSygWi8hkMshkMrh//z5CoVBdQPgwRYR4yDjpULzVU61W+/Z+tAsJv3fvHorFIkzTlGIuGo0qu0+qVCoUb0OE4k0T2pVN+nw++Hw+2LatjHhrFZItbtKPHz/G6dOnsbCwMOqlHosuPW+GYWhRkqhDb544n3pBuAqNo/xTqRQuXrzYtmm9lVgD2oRltxBWAKRwO/K9mny8qWhr8/1bCbd+um69lEweR80zYOU4AdcJxXIQxXIcABCe7u2hT1MHTuDdw/VRcI3SlZuZmWkaRXDnzh2Uy2VYliXF3KCHPtB5gyzDp3h7Ra/OWzsaJ7g2Cwn3unKq7PeAw/elXZauqqJTVyjeNKFd2SSgxtASUcstBFu7kOxnz54pLzIEupRNAuwn6xcnLZsUo/yz2awctpNKpToqBz6RYAP6JtqA0Qm3QdGp6+almYA7aa9boRTqWMA1c98E4eU9HDybBQAYTpNNUBeuXKcMYyBKO1fOu5EV5WWZTAZf//rXcffuXYTDYfl6v6MIdOgdHgbiXjLp74OXQYq3RpqFhGezWTx8+BAbGxsyJDyVSv3/7L15sBt3mff7bS1nX6SWzuLj7Xg7sR27kiGZbAyBIZDlFkNgLpXwUjdwYV4gw1CQAWrCHwnFyzowVTNUzVSYMJf35Z0hFQKXYQ+5SYqwhHgCsRPb8e54C8G2pLOfIx2pt/uHzq9Pd6t3taRu6flUuWxLvfwktaTfR8/ze56WF/4RBAGDg+aFlojgIXmLCHaRN6A17QKsmmTzPO/YJDsq0SwgOq0CgGiIZhTkzW2fN/YeYMVGlpeX1VYWTsV27GStOgjNP00m0goTKrNJNnvbGSf6NqKnFTdFMBQnkWofAxdXIFdMfpHnFM9FSsIQddPiNwJXKtemDbkVuOJKrSAO9JTR11VBsdKF/vXV8TCJAyxEDvAdlQtTBUu7VgSiKKrrhA4dOgRRFHVFT+ptkMx+uOl0aWGfgRR5qyLLMhRFack6NNYkPJPJ4IorrsDKyooalTt37hw4jlNFLpvNNr0dBxUsaS4kbxHBrs8b0LzIW7lc1kXXAH9NssMQKXRLFISIEZWUxLA/n3aCyXpYsT8A1FL+mUzG9gvsqv+lETar7zK7QhN2UTZgTdpM71vbV7vujUX1FMHkxBbn46wqWq7O/oVS7VcLF1MgmlVQMZy2b6BsfmyP+Im6aSksVCXJbeTMTNwYdgJnJm2MpZW1z1NRjKOrS0T/+iVV4IzXQ71Ruai0IkgkEg1tRcDe+50ubxR508PmLGEoIqJtEs764RYKBbVJ+NDQkCpyzWgS7iRvRLC0/gokXMEib4qimH4RNSryxj4UmLCxJsE8z9fVJDuRSIS+UTMjSlHCKIhmFCJv2rRJ7fpNYyn/q666yvE9oBM2DdrJsWIWKdHcFpS0GfGzfs5J3Ezvchq/huLSmrBwmmMODK64PoYbrKJuxm0Wl3sw2F//uc0Ezk7cjCQSEiqV6ld2//olCGIclekeQNSKuEbQ64zKhUnkAPetCCqVCgqFAnK5HM6fPw+O41SRc9uKgOStCitWQlGTKqIoqmvLw0QsFkM6nUY6nVabhLOoHGsSro3K2a1N84tTtUm6hoKF5C0i8DwPQRBQLBbR399fc3+QkaxmNMlOJBIolUoBjLbxREGIGFGPaoUFRVGwsrKCY8eOYXp6Wl2/uW7dOuzZs8c2wmwlazXncPouU6BOtM0m4kpMCV7aHPYLXNxsngPOcMylxdpUOCuhqzfqZsRJ4Oyiblq0AudF3BiJhARRjKsSFx+uQJrXHKcJIge0Xubsip50dXVhYmICExMT6o+PuVxOXSfkphUByVsVqjSph613C7uIaN8D2tT+P/7xjzh69KjaJJytFw3iNabIW3MheYsIw8PV6mWzs7Om8lZPo27WJJsJG2uSzfN8w5pkR2kdGRurVdQzTERBNMOa2slK+RcKBczNzYHjOPA8j927dzumnQQmbICt0OiOo3CA1UvN1qmZyFbg4mZDUOJmBRM6r1E5t1E3LVYC51bcGH6kTQsTOACIxRTI/SIUKQaU4vq+fppro1PTK7URCW0rAla9L5lMqiLH87yaDsc+n8L+ed9owt4ztNkE2SagWWgj06xJOPuee/nll3VNwlkVVz9pxpIkkbw1EZK3iBCPx5FKpTA3N4cNGzbU3O8lkqUoCorFoiprc3NzSCaTTW2SHbVUxKiUTA6rGGlhKYmtlmFWvYulQ66srOh66ly+fBk7duww3detrAEeem45bOfqOEZZ0hYaUaN4huOyQiV+xc1i9u4lVbJetFE5ReECWzdnpN4USkGofn4kk/X9wKIVuESXBECCGJehSDEoAgdOjFmKHNCZ6ZVAbSuC2dlZ5PN5HD9+HCsrK+oktr+/n6QFVXkLw/qusNAOz0cymdStF2VVXPP5PE6cOIGenh5V5LQ/aNjBlsBYyRvHcR3/Q0jQRPsq7DDsipY4pU2yJtlM2CqVClKpFHieb0mT7KgVLAGikUISlbRJAC2R4ZWVFV2j7EQigUwmg+3bt+t+tMjn8zUS3BBh0+1kcbObOaSTKNlFudjDtJvESxzQZfKjgN/ZegBRNzuKS92WAucn6qZFK3Beom5M3Ni/gxQ4oCpxYgWId8uQygm1AI1rkVO4GrH3SpjTK4HaVgTsh5pdu3bVTGIVRcGxY8cwOjoaeCuCqECRNz3NbBPQDMyquGp/0GBNwtl6UassLEEQ1H7DRHNon6uwA7CTN2PBElZkgcmasUl2KpVqqYhESd5isRg4jgu9FAHRSJtkH/DNkGFZltV2FsZS/lu3bkV/f7/pl1EsFsMHj7wEHHnJ13lNS/t7FToWKbM7Vh3S5ri/cd+K/ovZ7PFwXdVrr9HpklYomkFpC58wkatX3BiLyz2QxLXtunu8F1+qV+DYureY5rmuClwcXFwGWxCpKArAKVWJA/QiJ+pfDO0PBfWKHBCtqFx/fz/6+/sxOTmJmZkZHDhwAJIk6VoRsIhEva0IokIUsk2aSbvJm5FEIqGmEQNQm4Tn83mcPn1abRI+MjKiq6xM692aT/tehW2IXaNuVr3x8uXLNU2yR0dHa5pkt5ooyRvHcZGQIiA6aZMAGjbOSqWi/mgxPT2trl1zU3DHS3StYXiRPKs+bvVIm8P+dhKqVOIAp9QEEWPdkrtx1YFiMzAmct29jalwW15J2gqcNupmvN1J4JikWSHLHBRNemxiVaBFVtgyASAGXdN5TuSqr4W2KXsHixxQW8EykUhgz549UBQFi4uLyOfzeO2113D06FEMDg6qk9hUKtW2KWFRyDZpJu0ub0asmoSfPn0aBw8eVJuEx+Nx2+elXd8fraRzrsI2wNiom1URmpmZQS6XQ7FYxPnz5101yW41USoCAkRnjV48Hkel4q4vVatgpZaDkjcWZWaNshcXFzEwMFB3Kf9AxuYz2ub7eFapj9o1aw0St+q+5seWy3HT46pSh2DSJW1RgHKxKu7dfeai5SbqBkAXdWNYCZyVuGnvNxM4J2nTwtYkKhIHabXBOscpUBQOXHL1fbZ6OEWMqescOa2waa8RqXkiB4RP5p59139Tvzs5jsPQ0BCGhoawbds2tQx7Pp/HgQMHAEDXILyrq76CNGGC5E1Pp8mbFqsm4SzVWFEUHDx4sGVNwjuNzrwKIwrP87h8+TK+/vWv4+mnn8bU1BTuuOMO8DyPsbExnD17Ftddd12rh+kK9gHo1BskLEQl8haFNW9A/e0CRFHURdckSQLP85iYmEAmkwmklH+9BLLujavjWFokbm2GzAQvYThZveJoNwO32FcuVyeGHFd96LFufz+Q2EXdqhvo/1suJmsErh5xU49rEDgncdNuxwTOi7QZ4eKKLgrHcQrk1XVxqsSpJ40BcUV9XVslckD4onJ/9v8+Wv3HsUO2rQgURcHc3Bzy+TzOnj2Lw4cPY3h4WE09GxwcjMSPk1aQvOmJYrXJRqFtEn7u3DlcunQJfX19OH/+fE2T8Ewm0+rhth0kbyFHEATs27cPTzzxBH74wx8in89jamoKN998M+68805cd911iMViqFQqOHPmTGQ+bNkYoyJvUWltECXJ9CJvrEIqk7W5uTn09vYik8kEWso/SIyT0Hpkjh3LVfESp4EwtJN19k+j0LFhNEDc1Ls198tl/VeSG5lzFDcLnKJwZtiJm3rclepxY3FvZrNS7EIsUb8NGQUulqh+HjCJQwyADGBV5jiBrYVbfQ0N6ZNqpNa016DmvG0qck7plawVwdTUFFZWVtRIxJkzZ3RriDKZTOSiNlSwRI8kSRRRMkEURfT19WHHjh3YsWMHyuWy2o7gqk3BVQAAIABJREFUpZdewqZNm3DllVe2ephtRbQ+STqES5cu4cc//jGeeOIJPP300+jt7cVtt92GW265BUtLS/j2t79ds482khUFeWNrCqIgGkC00ibDvuYNcBchZP0H2ZcAq5CazWaxc+dO2zWcoVi7pqHuyNkqugmym6ic0+zXuK9x4s62sZA6x3N4EDcztDJnJnKuxM3hKSgXk1BkDsle+/e3G3FTTylxkKQ44l3uPt+k1QidvHqOeiXOKHDVY0p6gQOqFSljSjXtkkmc1To4bbpth4ocYF/0pKenBxs3bsTGjRshyzJmZmbU6pWlUgk8z6syZ9avNWxE5cfgZiGKYiRet2ZjLFjS3d2ti05HOfocVkjeADz00EP4h3/4B1y8eBFXXnklvva1r+ENb3iD5fbf//738eCDD+KVV17Btm3b8MUvfhHvfOc7AVQv4gceeACPP/44zpw5g+HhYbzlLW/B3//932NiYsLVeJ5//nl8+9vfxu23344HHngAV199NWKxGL75zW/ikUceMd0nFoupghGVX4aiIkRAtCJaURmnmWRqS/nPzMwgmUwim81iamoK6XTadiLRrsKmw8ytzCJ8bma6jtE0zT+NxSwSincxNN7t8flxEjlTXDwNyqqICKXq8Z0kzvF4GmmSKs4CJ5mkVspizLfAycKaRSkypzuOMQrHJVfXyq1KHEOtTMkOFVMsRY6TLIRfHYSPB2FC2NfJAbUNwu1aEfT29uoahIcxwiVJUlut4auXTl7zZocgCOjr6zO9j/1QTwRLxz+jjz32GO677z489NBDeP3rX4+HH34Yd9xxB44ePYpNmzbVbL9v3z7cfffd+PznP493vvOd+MEPfoC77roLzz77LK6//noUi0UcOHAADz74IK666irMzs7ivvvuw9vf/na88MILrsZ055134s4776y53ViwxAirOBkVolRxMiryFpVxMnljpfxZsZFisYjh4WHHUv5A+GStoXgQHU6BbqarGAuUuDmWk3iJXM1GinZNVcDiZkQuJ8CKJ2qLnugH5HwcxSSCJJQSNQLnNupmjHYB9gJnJm4MJ4HTSpoVXExRo3mGkQLSWrokl1TUvnAAoKyeV5U4mVsTOa8NvxsgcmHFbSsCURQxPT2NfD6Pw4cPQxRFZDIZVebC0oqAWgXoIXkzx6lVAEXegofTlg/2SFt8DF9//fV43eteh69//evqbbt27cI73vEOfPnLX67Z/u6778bCwgJ+/vOfq7fdfvvtSKfTePTRR03P8fvf/x7XXXcdzp8/byqEbvnlL3+J97///Th06JDp/c8//zy2bduGbDbr+xzNZP/+/Vi/fj3Gx8dbPRRHTpw4gUQigW3btrV6KLbMzMzg5MmTuOGGG1o9FEsqlQpeeOEFdHV1oVgsguM4tYpVJEr5+6TuSFyd++vOb1VxMojvWJbOaSyQwe4O4BxWX1s6kfMpb1qSvSKE1bVxMYcImpm4GdFKnJ24aTEKnBtpM8P0sZoVaVmNsClmkTjdvvbnMxW5mkE5b6IeL8IzDqPIaWHVcnO5HPL5PObn5zEwMKCKXCtbEbz44otIp9OYnJxsyfnDxrPPPoupqSmMjo62eiih4vnnn8fGjRsts8uSyWQoI8shwvMbvKN/QqhUKti/fz8+/elP626/9dZb8dxzz5nus2/fPvzt3/6t7rbbbrsNX/va1yzPMz8/D47jkEql6hqvU+TN2Kg77EQt8haFsYYx8sb6JLF0yIWFBcTjcQwMDGBqasqxIluUhU2LdvJZdyVKD/ubnsusP1yA4gZoCmGwcSTlhoobsFa90km0AGdxA6CKGwDIlbjlcd2IG7AWhXMrboA+AudX3IBqFK7mMbOiKlqJM2sjwERO+zi1QzHxdMeIHOApKqdWxYygxDkVPRkcHMTg4KCuFUGhUGh5KwJa86aHIm/mUJPu5tPRV2GhUIAkSRgbG9PdPjY2hkuXLpnuc+nSJU/br6ys4NOf/jTe8573YGhoqK7xptNpzM/PW36gRkmGgGiNNwr904DwrHmzK+W/d+9eHD9+HJlMxvQ90S6yZkfdlSgtWgr4PmbNpN7jDNnFuYwyhy7va7pcJYooaxIHmKdVuhE3sydQrriXQyvEUhKcx/VsUjkBLhZAJUozgQOqEmeMwrHCJWYtBIyy6lLkLCXOw+UWxiImXrFLrzRrRVAoFHDu3LmmtyIgedMjSRLJmwmCIFCT7iZDVyFqLyyn6jhutxcEAe9+97shyzIeeuihusfJ8zwAYG5uzrRvRhTXvIVBNNwQxoiWGa0ap7aUf6FQwPz8PHp7e5HNZk0bxhsLlnSCsJkRWFETbVQviOwU4+TcTub8PoaKN5lzK25G1GjcqsT5FTfdMTVROLdRt+q21cesrKYhOkmcImmLj6zuU4fEaY9n1dCdPR7W+NuTxAFrIqcd5urzqROvNm327RW3rQh27Niha4zcjFYE1CpgDUVRKPJmAUXemk9HX4XZbBbxeLwmapbL5Wqia4zx8XFX2wuCgLvuugtnz57FL37xi7qjbgDQ19eHrq4uS3lLJpORiWQB0UlFBKITJYzH41AUBbIsN/xLl5XyZ8VGKpUK0uk0RkdHsWvXLttS/v/XC/saOrYw05AqlBrMJsV1C52VzAX5WLQyZxA5v+KmRS7H1SefqyNyph6vEgdkDlzSRYqmRQNwRYxZCpzlPnLMtcBZHQNANRXSROCYtNVIKUtb1N6u3cQ4JIeUyE5pLeAVp1YErDGyLMuYnZ1FPp/HyZMnUSwW1VYE2WzWttiTW6hgyRqyLENRFJI3A5IkQZZlKljSZDr6Kuzq6sI111yDp556Si31DwBPPfWUabVHALjxxhvx1FNP6da9Pfnkk7jpppvU/zNxO3XqFJ555pnAusuzX+Gs1r0lEgmUSqVAztUMEokEyuVyq4fhiihF3gA0TN5KpZKaCjk7O4uuri5kMplIlvJvFZzSeIGrOadmchx4ZM6uB5xfNCJnVfhEhyu501RTXE1/NJU4ty/OqvgoAiu7b7Uezv4JNwqc0/aAvcApxuIidg/HpgG3Wa84AFBW5a6mRYBZxM3FeYC1a7JaKdVmvB5oN5EDalsRsEJPO3fuRLFYVFsRnDx5Ej09ParI8TzvS8IobXIN9uMtyZselu1lJW8kbo2h46/CT3ziE7jnnntw7bXX4sYbb8Q3vvENXLhwAffeey8A4L3vfS/Wr1+vVp78+Mc/jptvvhlf+cpXcOedd+JHP/oRnn76aTz77LMAqm/wd73rXThw4AB++tOfQpIkNVLH83zdi415nsfc3JzpfclkEgsLC3Udv5lEJZoFREfemLAFlZsvyzLm5+dVYdOW8t++fTv6+vo6othI0NRdvKSecxsm13XLnLGxd8Ayp10rZypyHsVNd7NR4jyKm+5YQrxG4NyIGKARLi+FaDQCVyNsug3hfGyvUThUJc60x5udxGku/CCKmLilHUQOsI/K9fX1YfPmzdi8ebO65jifz+PIkSMQBEHXINwuK0ILydsaoiiC4zhKIzUgiiLi8Tg9L02m4+Xt7rvvxvT0ND73uc/h4sWL2LNnDx5//HFs3rwZAHDhwgXdRXnTTTfhO9/5Dh544AE8+OCD2LZtGx577DFcf/31AIA//OEP+PGPfwwAuPrqq3XneuaZZ/CmN72prvGmUinbyFtUZAiI1nijJG8cx9U11kqlomuUzUr5b9myBel0um1L+beKuouX1Hv+IKNynKIvIR/wvK9G5OoQN90mlXj1dXBTRMVmzZw2CudW3NR92VozD/LLzufKSBR4FjijtNWkN3I2ETW7lEq4KGJiPEYA0hVlcTNiJ3KJRAKjo6MYHR1VWxHk83lcvHgRx44dQ39/v64VgdXEm+RtDVrvZg71eGsNdCUC+MhHPoKPfOQjpvf98pe/rLntXe96F971rneZbj85OYk6euc5YtcugFoFNI4ojTUej+uKgTihLeVfKBSwuLiIwcFBZLNZbNq0qWNK+YeFyEblzGbGxt8QApwH6kTOqvCHyydQHTpL1zSTODeFTtimq0VS3IiYUZAU0aXEafdTOPcCB+ikSDFGTtnxzHZnAULj06PtG2j2PNlE40xbCgT0FdpOsmaH21YEW7duhSAIatGTF198EQB0DcJZdpCiKCRvGqjSpDlOlSaJxkDPeMSwS5uMkmAA0RpvVCJvgLt2ASythhUbURQFPM9jw4YNyGQytum9JGvNo5UiB7iUOS8z5AZF5VgTaZ3EuXjCLIdulDgP4qZoh+AgYnaVKhWRM9/Pah+XjdBcVcdkx7CROMsiI3br27QSZ3Js9SYu+GqUnSJygH1ULplMYt26dVi3bh0URcH8/Dzy+TzOnz+va0XA1uqTvFWhyJs5VGmyNdCVGDHsCpZErdpk1FoFNKuKY72YiaaiKFheXlbTIefn59HX14dMJoM9e/bUlPI3QsLWelqdXgkYUiy99oIz0gCRYxIHBVAcIleuJvOVWDUKlHT3WBWrAKCJiLmRKJ38uW1JYBKF89LOQIdNdR3LKJxR2qwkzIUgqpuSyPnGKSqXSqWQSqVqWhGcPXsWAHD8+HGMjo4im812tLyQvJlDaZOtga7EiMHzPE6dOmV6XyKRgCzLkUl1YK0CnPrqhQH2oR2FvjcsbVKSJMzOzqrC5qWUP8la+Gl5VE4jBKEROc0wuFXxMZM415N3tp2w+lgtJM5K2nTbaETMq0wpldha3zVXO3Cux+WIQbIsRcoqOmlXwMTk+ObbrP7dgAIm2iF0Am5bERSLRfz6179GV1cXTp06hYMHDyKdTqvplUG0IogSJG/mUOStNdCVGDGc0iaBteo/YUcrRGH/UGTCJopiqD+oSqUSRFHEmTNnUCwW0dXVhWw2iyuuuAKpVIpK+bcpJHKwnNhzmjVdSkLxLm5aTCTOiyBxMgdUOHBw+TxphKimebYNOjmsw0xMq0la4dAOwFHitOe1GnIDKlECFJVjaGVOURTEYjHs3LmzphXBqVOn0N3drYqc31YEUSIq86pm4zQn6iTBbybhnjETNdjJWywWQzwehyAI6O7ubvLIvKOVzbDLG8dxoVz3pi3lXygUUCqVEI/HMTg4iCuvvJJK+XcgrU6vNE7465I5bTENqzRIDzLGCS6O5+aYq8fx8tiMVRXZ82R5DKueaDYSZxrRc7kWTjumunCSOIbNhelqyCRygaOVuef/23t1sqJtRSBJEqanp9VWBJVKRVf0xG0rgigRhR+ZW4EgCOjv72/1MDoOuhIjRjqdxszMjOX9USoCwoQoKuMNi7yVy2VdKf94PI5MJoOtW7eC53kcPXoUqVTK9AOVZK3zcJOV1tDz+4nKmQ3WTOTqiaKx42klzstkXeEMUT3rkJJdOXxO4vTPi8viKIrE2fZhq93B3IgCETYj2sfglC4JWK97MxOpJgpVJ4vc9Y/+e/Ufp4/VpFfG4/FAWhFEiSj8yNwKnKpNUuStMdCVGDHsIm9ANNsFhEGI3NAqMVYUBQsLC6qwLS4uYmhoCJlMBps3b64p5W9sFUDCRgCtj8gBLkTO7aC0IuckhE6TbnasesQS5hUvbXuYafdlUTivrwmLJHqZGytcIAVAdNg9Tjfpkha/MIRBmMIwhlbjtRXB9PQ0crkcXnrpJciyjGw2i5GREWSz2UhkBZkhimJbRhTrhda8tQaSt4hhV20SiFbkDYjWeJsZeRMEATMzM6qweSnl/57f/bYpYySiTZjWyQF1NAiXLETO66Tb6jha3LQfYBUvYx4GsCo/al0OB5E0yhf7v9NzWBNl82MmHtom6HCSOLfi1qB0SVfnJgA4tyIYHx/H+Pi4+sNjLpfDhQsX8PLLL2NoaEiNyg0NDUUmMkORN3Oo2mRroCsxYvA8j5WVFZRKJdNfgaLWLoDSJqtoS/kXCgUsLCyopfz37t2LoaEhKuVPNIxQROW0bQiCEDkv8mR1nLh5RMgWdlrjMawwkSG79XB2UTMribNMjXS7Hs6vsJkRg2WfNy2u1701QLQ6OV3SK05RueHhYQwPD2PHjh0ol8tqK4Jz584hFoupIpfJZEIdwaGCJeaEvYhbu0LyFjFSqRQAYG5uzlTeEolE5NImoyJvQad4akv5FwoFCIIAnucxPj6OK6+8Ej09PZb7kqwRjaTlUbkgRE4OQOQkbk0O3MzbzE5jJXEuhEgrcV5SHTl5tZF2Hb3hAhO2Ota8ae9qxZo37fl1YyAssYvKdXd3Y/369Vi/fj1kWcbc3Bzy+TxOnz4d+lYEFHkzh9ImWwNdiREjmUxicHAQs7OzWLduXc39UZIhIFrjDSJKWCqVUCgUMD09jbm5ObWU/86dO6mUPxFKOlbkjJux323M3qJuDslEyutzKGvWzrldlydr1rW5PZ/CVUWr3tfYz3o6L2veGhRts4KEzT92UblYLAae58HzPK644goUi0U1KhfGVgRUbbIWSZIgyzKlTbYAuhIjiF3RkmQyieXl5SaPyD9RkzevkTf26yJbu1YqlZBKpZDJZLBjxw4q5U9EilanV9YjcpwhndF2XZndhN3Yh87L5N4oNk7zUeP2TqmYZtEytqnda6U9j5vt7fYPiFa0CXB1bsI3dlG5vr4+bNq0CZs2bYIkSZiZmUE+n8fRo0dRLpfVVgTZbBZ9fX3NHjpF3kxgWV5WzwuJW+OgKzGCpFIpy6IlUZIhIFrjdStvVqX8t23bhnQ6bfsFQLJGRIlWRuXcipzVRNy08qXHVgFgH12O69osbreK5jnJkFHi3KQ4GqXM6RxOEheEsNXb661BUKpk47ETuXg8rkbd2HrwfD6PS5cuqa0IWAXLdDrdlFYEJG+1CIKAeDzeFq0gogZdiRHEKfIWtTVv5XK51cNwRSKRQKlUqrldW8q/UChgeXkZg4ODyGQymJycxMDAAEXXiLYnbCLnZdKtEzmntEqzB2dVqdKt4DCJ8/q8sTYHXuZOXs+llbh6hc3HhRGmNW+6cRCB4VT0ZGBgAAMDA9iyZYvaiiCfz+PgwYOQZVnXILwRrQgURaGCJSZQpcnWQfIWQezaBUQpkgVEq8+bNvLGvkBYdE1RFGQyGWzatAk8z9uW8idZI9qdsIicn/Vb2t5sOpFz+0AkHyEjdmy2i6NAGv7PHrOdxBnFS3sMu4dWrzTVeQHUPI205q3t8dqKIJ/P49VXX8WRI0cwODioitzw8HAgAsG+9ynypocqTbYOuhIjCM/zmJmZMb0vapG3qLQKUBQFgiBgaWkJ+/fvx8LCAvr7+6mUP0E40NKCJ24FxQJOrlab9LK+bi1C5CKaZ/WEWBVYcRIJraC5aY5tPG4Qa8kCeJEdhYl6vXUMblsRbN++XdeK4Pz584jFYroG4X5Fg81RSN70UOStddCVGEHs5I1F3hRFicQbJ8yRQlEU1VL+09PTqFQqiMfj2LRpE5XyJwgftLTgiVeR02zvZn2d3WSfRfNUifPywGWTMv5u8BMBlH3sw6jjxaxLlKjXW0fhpxXBK6+8gkOHDiGVSqlROaflDFokSUIsFqO1XQaoTUDrIHmLIDzP48yZM6b3JZNJKIoCWZYjkZ8dNnkrFouqrM3OzqKnpweZTAa7du2CKIo4e/Ys1q9fb7ovCRtBeMOiQnzjsRM5h4m6UeQ8ra3TpmS6eMyeonhWB3ZT+cPPPmb7eaQuKWqiUJHIhRM7kTO2IiiVSsjn82pfua6uLl2DcLv5EhUrMYcib62DrsYIkk6nLQuWsA8YVgUo7LRa3qxK+WezWUxNTelKEs/OztaszyNhI4j6CU1EziP1rK+zE1c3UTzAYyTPaCBe9gko9zUqsqaFZC0a2KVXAkBvb69pK4Jjx46hXC6D53lV5oytCEjezBEEgZ6XFkHPegThed6yYAnHcZFZRwasFSxpZponK+VfKBQwOzuLRCLhqpR/PB7HX594GTjxclPGSRCdSqsbg/vCT3801CcHajqmh3NyytoObvfzGjGsOZ9fWihOJG3Rxk8rgsuXL+P48ePo6+tT70+n0yRvFgiCgIGBgVYPoyOhqzGC2LUKAKJVtCSRSDQ8zZNVpCoUCpiensby8jKGhoaQyWSwZcsWKuVPECEmciLnp0iKmSh4FTJ2KIv9zGTEKW3Vzz5W+7kiRMJEqZLtg5dWBKIoolAooFAo4NChQxBFEf39/RBFESsrK7Zr3TsNp2qTlDbZOEjeIohdqwCg9amIXmDCFnQPFW0p/+npaQBQS/lnMhnbDxySNYIIJy1Nr/SDk8jZSUGdkTzFQ50TP3JiFMZ2EDYrSOTaC7uoXCKRqGlFcPr0aRSLRfzqV79qSCuCqEIFS1oHyVsEYZE3WZZNqx9FKfLGKjiJolhXc01FUbC0tKTKmraU/1VXXYWhoSGKrhFEmxGpqFwQcuMhksd53c+sn5rLfTivohkxASJha1/ctCJgyyl27dqFQqGAXC6HCxcuAIAqcvW0IogqVLCkdZC8RZB0Og1ZlrGwsIBUKlVzf5Qib4D/8bJS/iwdUpIkpNNprFu3Dnv27HGUQRI2gmgf6hU5tzU8WorfSJ7Vfm4if2bn8noep3OFEBK2zsQsKsfWvHV1dWFiYgITExOQZRnz8/PI5/M4c+ZMXa0IogpF3loHyVsEGRwcRDwex+zsbMfJGyvlXygUMDc3h97eXmQyGezevRupVIoaZRME4VrkjBP0jovkhW2fFkKyRhjRitwP3/RW3X2xWAzpdBrpdBpTU1MolUpqg/BXXnkFyWRSFTme59uu4ImiKI7VJttdXltJe11NHQLHcbbtAqKUNgnYy5ssy7pG2SsrK0in08hms7jiiitqSvoaIWEjiM7G79qsSIkc4RuSNsIN7/jlU8Avn1L/b9aKYOPGjdi4cSMkScLs7Czy+TyOHz+OUqmktiIYHR11nLdEAVYl3CryRuLWWEjeIopdu4BEIoFyudzkEfnHKG8rKyu6RtmslP/27dvB87xtYROSNUKH22bD9e5DRAK/LymJXPtCxUgIPzi1Ishms8hms9i1a5faiiCfz+PEiRPo7e1VRS6dTttmDIUVNmejtMnWQPIWUVKpVNtE3uLxOJaWlvDKK6/UlPLfunUr+vv7qdgI4R6z2bXTDM3PPkRH0hFr6zoUessTfnBqEN7f34/+/n5MTk5CFEVMT08jn8+rrQiY6I2MjESmFQFLmbSam1HkrbGQvEUUp8hb2Ne8VSoVzMzMqOvXOI7DyMgINm/eDJ7nqZR/p1JPpKxR25vt0+hIHkX/IkFHrK3rIOjtRgSBUyuCsbExjI2NQVEULC4uIp/P47XXXsPRo0cxODioilwqlQqtBFGxktZC8hZR7Bp1J5PJ0MkbK+XPKkMuLi5iYGAAmUwGIyMjSCaTuOKKKyz3J2FrY4KKlDWTRkTyKPoXacyEzM1LRpG81kJvK6KROLUiGBoawtDQELZt24ZKpaIWPTlw4AAAqCKXzWbR1dXV1LHbQfLWWkjeIopdo+5EIhGKtElRFNXoGivlz/M8JiYmkMlk1FL+Z8+eRalUqtmfhC0ChDVS1kyCiOR53cfrjJMieU2l0WvrKJJXxe559vL8EUSzsIvKaVsRKIqCubk55PN5nD17FocPH8bw8LBawXJwcLClUTmqNNlaSN4iSiaTwdmzZ03vY2mTiqI09Q2kKIpayn96etp1KX82XpK1iBDFSFm74UbkKJIXaahKpjl+nwe63ImwYSdyrKo4a0WwsrKiFj05c+YMEomEKnKZTKbprQgo8tZaSN4iSjqdxosvvmh6XzKZhKIokCSp4W9oSZIwNzenrl2rVCpqo8qdO3eit7fXdn8StgjQbpGydsPv800iFxmaHcnTYrVf0FGvRkbK6PImwo5T0ZOenh61FYEsy5iZmVGrV2pbEYyMjKC/v7/h4xVF0VbeKPLWWEjeIopTwRKg+uZqhLxpS/nPzMwgmUwim81iamoK6XSaSvm3AyRgnQWJXNsTRCSvkeeiSBlBrGEXlYvFYq5aEbAG4Y1oRUCRt9ZC8hZR7Jp0cxynrnsLouysLMtYWFhQi40Ui0UMDw9TKf92g4SNAGhtXQfQzJenXvkjiE7HayuCmZkZ5HI5vPzyyxAEQS0MF2QrAqf5JUXeGgvJW0Sxi7wB9bcLqFQquugax3HIZDKYnJykUv7tAska4YSbFgm0to4gCKJpOLUiGB0dxejoqFrlO5fL4Y9//COOHj2KgYEBVeTqaUXgVLCEaCz0zEcUu1YBgPd2AazfCBO2hYUFDA4OIpPJYNOmTY6VjUjYIgIJG1EPza6SSRAEQVji1IpgcHAQg4ODaisC1iC83lYETmmTFHlrLCRvESWdTmN5eRmVSsX0DeemXYBVKf/169dj7969ail/K0jYIgIJGxEWSOQIgiAahlMrgnXr1mHdunVQFAXz8/PI5/M4d+6c51YEtOattZC8RZR0Og0AmJubw+joaM39ZmmT2lL+hUIB8/Pz6O3tRTabxZVXXonh4WHbha0kaxGChI0IOyRyBEEQDcOpFUEqlUIqlcKOHTuwsrKiNgh304rAqdok0VhI3iJKd3c3+vr6MDs7aypvyWQSgiCopfxZsZFKpYJ0Oo3R0VHs2rWLSvm3K+3e7IloL9ysrTPbzs0+BEEQHY6bVgQbNmzAhg0bIMsyZmdnkc/ncfLkSRSLRbUVQTabRV9fH6VNthiStwhjVbSkVCqhVCphenoar776Krq6upDJZKiUf6dCIkdEDVpbRxAE0TCcWhFkMhlkMhns3LkTxWJRbUVw8uRJdHd3Q1EULCwsoLu7u2ZOSeLWeDhF8f0lR9+OLWbv3r148MEH8eY3vxm/+MUvMDIyAkmSUCwW1TfUnj170NfXR8VGOhkSNqKTIZEjCIJwjVHmtIiiiIsXL+LIkSPo6emBIAi6BuG9vb3gOM5T8RMCnidpJG8R5fLly7jtttvQ09ODl19+GclkEl/+8pfx1re+FTzP4/LhUviUAAAgAElEQVTly8jn87j66qtr9iVZa3NI1gjCGpI5giAIV5iJ3MLCAn73u9/hlltuwdLSkhqVm5ubQ39/PzZu3IipqakWjDayeJ60UdpkRJBlGfv378fPfvYzPP744zhw4ACGhobwZ3/2Z/jud7+Lm266SRe6ZmveiA6BhI0g3EHplQRBEK7Y9fC/1AgcW++mbUWwdetWCIKAQqHQopF2FiRvEeBb3/oW7r//fpTLZdx22234m7/5G9xxxx349Kc/jdHRUbzhDW+o2ceuSffB939I/TdF4SIKyRpB1A+JHEEQRA1OqZNmxUqSySTWrVtnW1eBCAbruvAdzEMPPYQtW7agp6cH11xzDX7zm9/Ybv/9738fu3fvRnd3N3bv3o0f/OAHuvsVRcFnP/tZTExMoLe3F29605tw5MgR1+O59tpr8b3vfQ/5fB6PPfYY3ve+92F0dBSZTMayUbfbJt0H3/8h9Q8RIThl7Q9BEPWjcGt/vGzrZT+CIIiQcuzDH1X/2EE93loPRd4MPPbYY7jvvvvw0EMP4fWvfz0efvhh3HHHHTh69Cg2bdpUs/2+fftw99134/Of/zze+c534gc/+AHuuusuPPvss7j++usBAF/96lfxj//4j/jWt76FqakpfOELX8Bb3/pWnDhxAoODg45j2rNnj+nt6XQar776qul9LPKmKIrryj8UkYsoVE2SIILFGJFz+76iSB5BEBHCSdTMIHlrPVSwxMD111+P173udfj617+u3rZr1y684x3vwJe//OWa7e+++24sLCzg5z//uXrb7bffjnQ6jUcffRSKomBiYgL33Xcf7r//fgBAuVzG2NgYvvKVr+DDH/6w77H+67/+K374wx/ie9/7Xs19giDgN7/5DW6++eaa5opeIZGLACRtBBFeSOQIgggJfoRNy8mTJ1GpVCwDC4lEglInveF5AkdpkxoqlQr279+PW2+9VXf7rbfeiueee850n3379tVsf9ttt6nbnz17FpcuXdJt093djTe+8Y2Wx3RLOp027fMGQBW2IIqWUGplCKF0LYKIDvReJQiihbhNiXQDRd5aD6VNaigUCpAkCWNjY7rbx8bGcOnSJdN9Ll26ZLs9+9tsm/Pnz9c1Xqsm3UC1SaJd0RK/UGplSGC/5NNkkCCiBaVWEgTRBIIQNTMEQUBvb6/l/dSku/GQvJlgvPCc1o252d7rMd2QTqctC5YAjW8XQCIXAmi9G0FEF+N7lmSOIIg6aJSwabGqNkk0D5I3DdlsFvF4vCbKlsvlaiJnjPHxcdvtx8fHAVQjcOvWrXN1TLfwPI+ZmRlLEWxE5M0KErkWQ+LWOhT4yFhvU+i5qA+vUTmSP4LoeJohbFqc0iYp8tZ4aM2bhq6uLlxzzTV46qmndLc/9dRTuOmmm0z3ufHGG2u2f/LJJ9Xtt2zZgvHxcd02lUoFv/rVryyP6ZZ0Og1JkrC0tGR6fzPlTQutkWsCtOattSiaP2b/d7NfI/cJ+lx2+/l9Lgh7rN7fdu97+lwgiI4gyDVsXqE1b62HIm8GPvGJT+Cee+7BtddeixtvvBHf+MY3cOHCBdx7770AgPe+971Yv369Wnny4x//OG6++WZ85StfwZ133okf/ehHePrpp/Hss88CqP4Ccd999+FLX/oSduzYgR07duBLX/oS+vr68J73vKeusQ4PD4PjOMzOzpq2HGh02qQbKCLXILyULyeCwa2MaLfjXO4XxD7G24I8l9tjO52L8Iff9zqtryOItqEVomaGIAh1VzEn6oOefQN33303pqen8bnPfQ4XL17Enj178Pjjj2Pz5s0AgAsXLiAWWwtY3nTTTfjOd76DBx54AA8++CC2bduGxx57TO3xBgB/93d/h1KphI985COYnZ3F9ddfjyeffNJVjzc7YrGYuu7NrAddqyJvVpDIBQytd2s89c536xWeRu5Tz371nosu1+ZDIkcQkSIssqZFURTbNW8cx1HaZBOgPm8RZ/v27fja176GN77xjTX3vfLKKxAEATt37mzByNxDIhcAJG/BQJ9qzYcu3dZCIkcQoSGMwqZFFEU8/fTTuOWWW0wFjuM4dHV1tWBkkcbztyBF3iKOU6+3UqnU5BF5h0XknnnmGdx37lSLRxMhSNiCISpzVzZOLy+732iXn3P5xcsYrV4reiv4h4qeEERLCbuwaWFLcShtsrXQsx9x7NoFhGHNmxcSiQR+83++G0NDQwAoImcLiVt9RGV+ajZON7Jjt5+ffez2CxKr87kptGK2H+EdSq8kiIYTJWHTwoqVWKVGUspkcyB5izh2jbrDtubNCeN4aY2cDbTerT68FPhoBc0qIuJnPz+XW71RQz/n8no+ohYSOYIIjKgKmxaqNBkOSN4ijl3kLZFIRC7yJkmS6X0kcjZQ5Un/hEXiWn1+LxjHanfpGbcNSySP8A6JHEF4ph2ETYtTpUmKvDUHkreIk8lk8Nprr5nel0wmIxV5i8fjrsZLIrcKCVu0aZf5rzGq5jVq2IpIntv9zB4Lve1I5AjChnYTNi0UeQsHJG8Rh+d5HDlyxPQ+loaoKEokfg3xk+bZkSJH0hYMrZhz+jyn3yxZtp/XS8bPfpy89m83+6mPSfvYYqabajaw+X9QIkfr67xBBU8Ioq2FTYtdmwCAIm/NguQt4thVm2RvMKc3W1iod41ex4gcrXfzR6vmlAEIm9XtVi+/cV8/+7jZz88Y7eb2OgFkIue3Obpb6rkuSORqoagc0SF0irBpochbOCB5izg8z1uueYvH4+A4rmPkTQuJHAGgbYTNaXuFc7+vMarmZz8v4/Q7f/caydPRCqkikavF60VGECGnE4VNi5O8UeStOZC8RRy7yBvHcZGqOJlIJFAulwM/btuKHMmaPc2cL9ZxrrrmtYrJMdxcFoq/fTyfK6C+bHX9RtHMnnXGczb7vGHFS/jV7gUmCSRaQKcLmxZBENDX19fqYXQ8JG8Rx65VABCtipOJRALLy8sNPUfkRY6EzT1e+oT5ocXC5ni/2aVita+ffez2q2eMDvhex2eWkmlHUA3BSeRq8fs5RimZRJM49uGP4vnnn8eGDRtaPZRQ4VRtkmgO9ApEnHQ6jcXFRctQdpQqTtq1CmgEkRQ5SpP0RxAtAeqcK9Y91/S6fz094DiP+/t9bBqhghuh0pxL91aw2dd0LZ+dyDWyYAmJXHCQyBEBY4ywSZJEomKA0ibDAV2VEYfneQDA/Pw8stlszf1Ri7y1SjRJ5NqUZguThqbLmpt93VSBlPX/dxOlMu7juJ/Z+NgxrPbzWOjE9Vq+Vq2tI5ELDqp4SfjELiVSFEWSNwNRqaHQ7tBVGXF6e3vR3d2N2dlZS3mLSuTNbZ+3RkMi1wb4nbtFLbrmdX+LdEUz+TLeZyZjnvdz8/i0x/QhRBwL3ruN5GlPF8TaOoBErtVQVI6wwe0aNpK3WijyFg7oqmwD7Na9JZNJirzVAYlcRPG73s1ruiBaL2y+IkdmxUc8nMcLnAx1YErM/Qk5Beo4fa1R85OSaTw/O3SrRM7P/oQeEjkC/oqOiKKIeDzegNFEE0VRbOWNxK15kLy1AXbtAihtsn4qlQoKhQL+45obMDMzg66uLnAch3uPH2710KzpVGkzw6vIedzeVzX0AIVNd7uLYh6c7KFhmxY/qWmGfdi57SQu8DVqgHNKphUe19fZHUOFonKtgcSt4/iPa27A9PQ0ent7cfz4cYyOjiKVSiEWc34Ty7IMWZYp8qaBzc8obbL10FXZBqRSKdvIW7FYbPKI/JFIJNQPTDcfro1CURQsLy+jUCigUChgcXERg4ODyGaz2Lp1K/r7+3H8+HH84I1vwdatWwGEJCpHwmZOPXM2D5E42x/4A5g3eol8mUmcqbQx7AzU6rqye8AO16KZxHldo+brcncbjfO4vs4TlF7ZPEjYOg5jhE0URUxPTyOXy+Gll16CoijIZrMYHR1FNpu1FBEmKiRvawiCAI7jLKORFHlrHnRVtgFOkbcwRrPMYB+SkiQ1Xd5kWcbs7KwqbKIogud5TExMIJvNoqurS7d9PB7XVcaMZHplu9LqdWcBHctvmqLuGBKTMpc7aCXOix35/OGAkzlwMqDEPTxRq+fSR8N8PNFmIuc1ZZZEjiBajl1KZCKRwNjYGMbGxqAoCubn55HL5fDKK6/g0KFDSKfTGB0dxejoqK5/Gft+p7TJNVibAJK01kPy1gY4rXmLirzFYjFwHNe0akaVSgXT09MoFAqYmZlBIpFANpvFzp07kUqlbD+04/G4ZTpqy0SO1rpVqae/m0/ZsvyB32uLAmPzbD+YRdg89FWrCgmLjLk/rVeR0W7PJNNW4myuaTfpmLZj0XQo8SVhsC/s4gpNimZdqZkd/NavgapQti1+1rBxHIdUKoVUKoWpqSkUi0Xk83nkcjmcOHECfX19qsjF43ESFQNOczN6rpoHyVsbkE6nLeUtSmveWDi+UbKpTYecnp7GwsICBgYGkM1mMTk5iYGBAdcfPvF4HCsrK47bkci1mAavd6t7HDZZip7mmXYpkbqDm4wHNmvoXAiJ2b6+K1RKawNTRc7D9csieQAgJ5yfQLv1dfVKHBRA8fCjvXYsdUX0SOSsoeIlkcaPsNnR19eHzZs3Y/PmzRBFEYVCAblcDgcOHICiKJBlGZcuXUI2m6X0SThXmiSaB12NbQDP8zh27JjpfVFKmwSCH68sy5ibm1PTISuVCniex7p167Bnzx50d3c3bZwkci3C7xzNQ9TMtXA5iJunY+omou6OaTy353VmsdrbvOznad2eVBUx2eW3lPHYMbH6pFhJnNNj9y1QWgnTRvRMRM7N808i1yBI5CJB0MJmRSKRwPj4OMbHx6EoCs6dO4czZ87g9OnTOHjwIHiex+joKEZGRnTplZ0EyVt4IHlrA+zWvLG0SUVRIhHSDkLeBEFQo2vT09OIx+PIZrOYmppCOp0OJIfduObNKy0VuU4QuEY0uHazq65AiMPGLoVLlTg30TUXx6wZl4fLgZOrQuIlogQAsdXgv9v9tGOMrX4c2Emc3XNtlDhvVUFX19fpJMziAE4yqP24qDeqhxZUvWxnSORCRbOEzQqO49DT04O+vj7ceOONKBaLyOVyyOVyOH78OPr7+1WRS6VSkZhbBQFb82ZFpzwPYYDkrQ1Ip9O2BUsA51zlsOBH3hRFQbFYVKNrLB0yk8lg06ZNGBwcDPxDJZFI1CVvWpoicp0gbFp89GsLvEG322iYxXauZM3DMS0Fx+V6OK18sH87yRgnmf/fbj+rcZpJnJdIXkzk1MequEiptHrP1KR2+rlu6uxBB7S4WEo7QyLXElotbEYkSVLnT319fZicnMTk5KT64zBLr+Q4DiMjIxgdHUUmk2nr9EpBEGqKtxGtoX2vsg7CrmBJPB4Hx3GRCXe7lTdZljE/P68KW7lcRjqdxvj4eF3pkG6pN/JmReAi12nSpqVJ690c53dujhukuOmO42FjE4kzylfN8W2icHb7mu3ndqxM4vymMgIAtxqNM5U4L2vs2HG8VMs0QiIXXqjgSUMJm7BpEUXRVMSSySTWrVuHdevWqcsycrkcTp48iVKppEuv7O3tbcHIG4eTvFHkrXmQvLUBdvLGcVyk1r3ZRbQEQdBVh4zFYshkMti+fTt4nm9qSd9GFlZhBCJynb7ejdFAkfP0Qz3b1kFUWNVErxLnJFuuYOvhXMqUMZrmdgza/TxJ5uq26no6p28xuxRSURNFS3hIKTbKoFmhFT+QyIUbisrVTZiFTYuVvGmJxWLgeR48z2Pnzp1YXl5GLpfDpUuXcOzYMQwMDKgiNzw8HHm5EQQB/f39rR4GAZK3toBVm7Ra1xaldgFG0dSmQ87Pz6O/vx/ZbLZh6ZBuaVTkzQoSuQDxK3J+CpfU2ULASeJ00hNEI3DjJe3hMlHXtXlsL6BKmJvfXswqW7JInPHbzGP0lBPY2jiHjR3XtgUQjQMCFzmA1skFComca6IibFrcyJuR/v5+bNmyBVu2bIEgCGobgvPnzyMej+vSK6PYP45aBYQHkrc2gOd5VCoVFItF019FotQuIBaLYXl5GadPn0ahUECpVFKbaO7evRs9PT2tHiKANXlrRSEYErkA8VKl0UH6TOdvTmvvPEpcTLR5rbxWnGS72f0G4WI9nFEQONmdJNTs57QeziE6p5O4OtJebQukeDmupH/SWh2RAygq1zBI5GqIorBpEUWxruUXyWQSExMTmJiYgCzLmJ2dVQuerKysIJPJqDIXlnmNE1FZftMJkLy1AalUCgAwNzdnKW9hjryJoqimQ+bzeSiKgmQyia1bt4Ln+VAuAGZj0i5qbgUkcj6pd361KmWu5mlupEq3zsz6NXBVct9NxUmvQWMFNZN1235tPvu8ASYS5yWlEmsRQDctBuxev5jmI1MO4EfyhkTkAEqvDBsdvE4u6sKmRRTFwFoCsCUemUxGTa/M5/O4ePEijh07hsHBQVXkhoaGQhvBcqo2STQPehXagHg8juHhYczOzmL9+vU19yeTydBF3kqlkpoOOTc3h76+PmSzWWzYsAGLi4vYvXt3q4doC0t5aLW8aSGRc4HfeZRVdXg/690U+3G4We+mxFysE9NE/QJdC+cl+lRXnzdvl6CXCJq3BuhAjDX+DuBHZ2301E0jcUdonVy4afOoXDsJm5ZGfbdzHIeBgQEMDAxgy5YtqFQqyOfzyOfz+N3vfodEIqGukwtbeiUVLAkP4Zh1EnXj1C6g1ZE3RVHU6pDT09MoFotIpVLIZrPYuXOnWpXp8uXLlo8jTMRiMXAc19R1b15gIvfqq6/ibU//3N9B2lHkfFaUdNN6wHSOVseaNyeJsxIiT8U/PFBPf7hYxUVhEePhJU19F4d93UTQ2DG8ipvuWJrfwPyIXK1ghlvkAFonFyhtInLtKmxa/Kx580NXVxfWr1+P9evXQ5ZlzMzMIJ/P49ixYyiXy8hms2pUrtFVtO1QFMX2OSFxay4kb20CK1piRjKZRLlcbvKIqh9+MzMzqrABQCaTwZYtWyzTIYPsn9ZoojDWeDyO//0n1+Hqq68GQBE5Hc0sXFLHMY0SZyVnttLGJuA+xM62P5xTbzix9t9OEmcWJQwiihYTq8eW3bQpcvE8xYTquSWXbY+cxhlGkQMoKtcQIihunSBsWpolb1pisRiy2az6o/bS0hLy+Txee+01HD16FENDQ6rINbtgG8veojVv4YDkrU3ged428ra8vNyUcZRKJXX92uzsLHp7e5HNZrF3715XpXLDECV0SzPaBdRLLBbTCSalVlrgReS8tBHQTHbdrFOzW+/mhKvUxBhcC5yrCJ6NwHEWbw1OtBY4p/TOmGho0u2pgMjqMSrVvy0lzu3zs3rueGXtNjOR8zNPD7vIKRz8iVgnixwJW6QQRbGlKYscx2FwcBCDg4PYunUryuWyml559uxZJJNJNb2yGa2SRFEEx3GW56HIW3MheWsT7CJvjaw2qSgKFhYW1PVr2nTIqakpzwt+oyBEjGa3C/CD3RhJ5CwIsAKlFlWubC4Zt+vdqtv4u98sCldXqqWhIqWVtGkxi8K5XZenNun2MFcxjeaZSZxHcTPCRI5JXBDzdWOF0bplzqfI1by9602PpPTKUPKdG96Aq666qtXDaDmtiLzZ0d3djQ0bNmDDhg2QZRnT09PI5/M4cuQIBEFQ0ytHRkYakl7JKk2SpIWD8FyZRF3YRd6C7vMmSZKaDlkoFKAoCjKZDCYnJ8HzfF1hdZaK2IoS/F6JirzJsvOMlETOgJ/5sUHkLCfu2gmzpYCt7ex1zZv2fqty/NpxBobivTAKi8J53S8mAlj9SJMc5imO0TwmcS6/Dd0ImTYaF0SREy2BRuVcVK50/VauN6rW7lG5EK93YxG2U6dOtWSJRRgJm7xpicViqqjt2rULS0tLyOVyePXVV3HkyBEMDQ1hdHQUo6OjGBgYCGQu5dQmIOzztXYjnFcm4Rme55HP503vCyIVcWVlRV27Njs7i56eHmQyGezZswfDw8OIxerIxTGMFXBuBhkGopDi6UcwO1Lk6p1LmeyvcC7maC7WoumicRbnAYCYzctsKTA+e8NpiRmC+l7WRWklzK3kxAxvuXjZWuDcSiEnO6c/Aj5TIOsscmJ77AamV3qJbNZAImePqw+HxmGVDilJUqiqG7YKWZahKEpo5U2LNr1y27ZtanplLpfDmTNn0NXVpa6T43ne91yN2gSEC3ol2gSe53Hy5EnT+/y0ClAUBYuLi2p0bXl5GcPDw8hms9ixY0dg/U+MsC+OKMhbFCJvxjVvXukYkfMrMX4qUJqhXRtnKVpKdZwWkTjWi8xM4thE3FbiPD52o7Sph7Lp8abb3yBhMcFebozba4mvBgu0EudF3GqOZ0h/BAJKgWQ96Brw0RaoyHEBVJ1Ud6w9tu/9Q/rx4ZoQCpsWSZJC/73bDNiPslGUFW16JcuSyuVyOHz4MERRRDabVdfK2ZX9N0KRt3ARvSuTMMWpVYAkSZBl2fZXF0mSMDs7i3w+j+npaciyDJ7nsWnTJmQymaZ8qHMcF4mIFhANeXObNumGjhA5vxUoXWzvVuQcRYulVNpInFUUTonXH4Wzkraaw8nmE347CbMSOLt9tDCJc50C6fDWYBIXeMTM8Bw2MiIHeJA5m7dk3VUn1Z3dnc9xXz/7t4oWSZvXgiOSJKGnp6dBo4kOrDhHUBlFrSIej6vplbt378bi4iJyuRzOnz+Pl19+GcPDw2p6ZX9/v62AOckb0VxI3toEnudtWwUA1Q8k4y8t5XJZja7Nzs6iu7sb2WwWu3fvRiqVasmHVxRK8APRGCeTt6DXEPoSuTDKmh1NELlGSVxQUThTafIQpTQKnBsJM0an3Iqbek4RiIuA5DAHdVukhZPNI3tB0qjUSvU6M1QxVeKGF8/jW7MhUTmvHw9R+jgxfvY1UObqqRApSVLkhSUI2Hq3doomcRyHoaEhDA0NYfv27VhZWVHTK0+fPo3u7m5V5NLpdM114JQN1U7PVRQgeWsT7CJvrKE0e/MtLS2pwra0tIShoSFks1ls374dfX19LX8TRiny1qgqnkHBPoAlSWpYCoityEVN2KxoUE84y2icNkCpS6k0eT7VCbr18a0EyC610FFuXKZasuN4rWgZE+BdKjSPM75S/dtM4ryIm5ZGSxwQnMjZvfXYdaQEsU4OdUTl2lnY7Ai4eElQJf1lWaY1b2h9m4Bm0NPTg40bN2Ljxo2QJAnT09PI5XI4dOgQJElS0yuz2Sy6urogCEJLm4QTekje2gS7yBv7QH7llVewsLAAURTB8zw2bNiATCbjKe+5GUSlXUA8HsfKykqrh2EL+wIKKnXSCZ3I/c9/a8o5m06jWgkwCbMrXrIaMTGTOLuIGksjNEqc3T6u+sa5ELiYphCIU4Nus/1kl/MFqxYFRonzK266Y2oK8oVR5Fz9ZsJZXUc+ZcIimmw6lk6VNkaIhE0LFSypEuZKk40gHo+rUTfW/imXy+Hs2bM4fPgwUqkUBEHAyMhIq4dKrNI5V2ebw/M85ufn1Q/fQqGASqWCQqGAmZkZKIoCRVGwa9eulqVDuiVKkbewp02yqGsrxnnwAx9U/92WItegtEo3jb21E+zalDh2e+1+dhJnFYUzazmgw0LgtNKmbmrToNtq3xhbx2YjSW56y8VXnFMpvdJIcTPiZp2c60C3i6icekwnmXM4Z43M+fnqiepaNy0hFTYtJG9VGpmpEnY4jsPw8DCGh4exY8cOlEol5PN5nDp1CufOncPly5dV0dPOJVudsdVpdObV2YakUinwPI/7778fv/71r3Hu3Dn88Ic/xMTEBLZu3Ypjx45hbGwMPM+3eqiOREXeojLOMEgmiZy/7RUXVSjVVgLGSbfNWjMzIXOKwrkVODNp023qIHBW+8fK5gLnRtzUbQOIuqnIQLxU/afU634MQWGMyrmNtnnFUuZ8ztUCWS8XlQqUERA2LSRvVTot8mZHb28vNm3ahFdffRVbtmxBPB5HLpfDSy+9BEVR1PTKjRs30rXTROjqjDDlchnPPPMMfvKTn+CnP/0p5ubmcOTIEdxzzz34y7/8S6xfv17dluUsRwGSomCpt11A0Bz8wAfVQjn/x//3eKuHEzw+Rc5RGBx6wtmlVJpF3Nik2W0Uzi6NUhUut0UNLQTOSfyMAudF3GJi9Y/o0OXErbhpYRIHtEbkOLHWYWoicwFJDifpe5TV1Q8Oa8+3wsHfGMMWlQtA2L7/hjerfbmaCclbFZK3WgRBQE9PD3iex9jYGBRFwfz8PHK5HC5cuIDNmze3eogdBV2dEeT73/8+HnnkETz55JPgeR5/8Rd/gYcffhjvfe978YUvfAHXXHNNzT5RESIgOmONiryFYZyKoqBYLCKfz6NQKGBxcRHDw8P4yVtuQ1dXF86cOYO/Pn6kpWNsCF7WvLlIlwSg6wlnJnJ2KZVmEme8jZOhjtuyl5vV29NDvzijwDmJm7rdqsB5FTdGolj920zivBZVMaPZ0TiriJv62q3eH0gVSxMxMYq+F5mrGXsQIhaVqJyBYx/+KGRZVgtHHD58GJIkYWRkBGNjY8hmsw0XCipYUoXkrRZjtUmO45BKpZBKpcBxHKVNNhm6On0wOzuLj33sY/jxj38MAHj729+Of/7nf0YqlbLcp1wu41Of+hQeffRRlEol3HLLLXjooYewYcMGAMDBgwfx93//93j22WdRKBQwOTmJe++9Fx//+MdrjnX69Gn8yZ/8CT7zmc/gqquuUt80mUzGtl1AVCJvUSgEAkSjVQAQbK83L7Bf5gqFAvL5PMrlMniex/r163WFcubn5yHLcnunVnr8Md6ryDm1E3CzLk5O1Ebh5KS5wCmJYAXOrbgxkkuA6HL9mlWlzURRL3Cuxc3lds2IxjmmSmrur6u3nMtoksKh9vkxSYt0vTbPj8y1eg7poUarX5QAACAASURBVC2AMSUyFovp+nItLCzg8uXLOH36NA4ePIhMJoOxsTGMjIw0pB+bKIqhXg/fLDqh2qQXFEVxbBVANBeSNx+85z3vwR/+8Ac88cQTAIAPfehDuOeee/CTn/zEcp/77rsPP/nJT/Cd73wHmUwGn/zkJ/G2t70N+/fvRzwex/79+zEyMoJvf/vb2LhxI5577jl86EMfQjwex0c/qv+Av//++03PkUqlbBt1l8tl0/vCRpQib1EYZzPTJrWN3guFAgCobSh4njf9QozFYjVyGXmRC6IC++ox3FQV10Y7TFMeLVIq2X5sYq/Eqn90kbkGCly8AqDivqk2AMQD/A3KLgpnis/fQBohcl7EzQyzVgymr4MLcbMdi7aNQL3zYbuoWqulzQpDU0e3a9i0hSOmpqawvLyMXC6HP/7xjzh69CiGhoYwNjaG0dFRDAwM1D9MRaHI2yqSJFFZfA3sh38reaOoW/MhefPIsWPH8MQTT+C//uu/cP311wMA/u3f/g033ngjTpw4gSuuuKJmn/n5eXzzm9/Ef/zHf+Atb3kLAKiS9vTTT+O2227DBz7wAd0+W7duxb59+/Cf//mfNfJmhVOj7uXlZS8PtWVESd4kSQq8AXbQNDptUhAEtW/g9PQ0urq6MDIygr1792J4eNjxuTGTNy2RFDkv7QS0+O0Lp93GRuSsUirVhtgCdI21Y0L1eNr7dcdzEjjA9DHFDZG2mOhN4AAgseIcfXPb4Du5WP1b7LfZKKDgdRAiV6+4WW1jtibSSbi8FEoxi27W1eA7vB+7Oo7d+zd1H6O/vx9btmzBli1bUC6Xkc/n1ahcT0+PKnIsjc0rrCI1yVs18tbfb/dh0FkIggCO4ygqGyJI3jyyb98+DA8Pq+IGADfccAOGh4fx3HPPmcrb/v37IQgCbr31VvW2iYkJ7NmzB8899xxuu+0203PNz897WrCcyWRsI29RSZuMkrwB4V8n0Ii0yVKppKZDzs/PY2BgANlsFlu2bEF/f7+nyQOTNzcSHDmRa1AVSsBlXzibIiNqNE40lzj2f62wmVaptBM4oCYKZxQ3hhuBM0bd7ATOrbhpBTex7CBwAaMVOaAqc3FNxrhZa4NGiZvuHDaN4dl1E0RbAkBzPa1u57tqZsgKlwQhbFZ0d3djw4YN2LBhA0RRxPT0NC5fvowDBw6A4zi1lHsmk3H93cR+4Avzd1mzoDVvegRBQDKZDPWP1J0GXZ0euXTpEkZHR2tuHx0dxaVLlyz36erqQjqd1t0+NjZmuc++ffvw3e9+Fz/72c9cjy2VSllG3qIiREB0xso+3MNeoSuItElFUbC0tKSmQy4vLyOVSmF0dBS7d++ua/0Fe+68RjA7RuQCKHRit42S0Ejc6rnUIiZCrdApsbXeawCgJN0JXNxF1radwFmlS5oJnFtxMz3eaoKCTuKatGQ0vmL/fyXm0FsuALFzjITJXM2hTHvB+ZQ7yybfEZg3NlLYrEgkEhgbG8PY2BhkWcbs7CxyuRyOHTuGSqWCbDarrpOzW7NE8rYGyZseJm9WkNQ1H7o6V/nsZz+L//E//oftNr///e8BmF+oflLnrPY5cuQI7rzzTnzmM5/BW9/6VtfHy2QyOH36tOl9USpYEhV5Yw2wRVFUi2+EEb9pk7IsY25uTo2wiaKITCaDTZs2IZPJBLZ4maViyLLsOy2jrUUu4IqVVlEVJQ515syicVpxkxPVscSEtXL9sTLAaT5WbNejuVwHZyZwTuvcEquS47aIiTokm7cFk7iYCFQGvR3XFy6jYWYSLHU77+8l2ma5jcUxdNG5GFus6XBMr/M9du3Y7deCOWQrhM2KWCyGTCaDTCaDnTt3YmlpCZcvX8a5c+dw+PBhpNNpNb2yt1efsytJkvqd1ulQwRI9VKwkfJC8rfLRj34U7373u223mZycxKFDh3D58uWa+/L5PMbGxkz3Gx8fR6VSwezsrC76lsvlcNNNN+m2PXr0KN785jfjgx/8IB544AFPjyGdTtumTUZBiIC1Ko5hX0sGhKMMvxNexiiKImZmZpDP5zE9Pa1WP9u5cyfS6XRDct7ZMSVJCuTXTq3IARGQuVaKnLGQyers3FjIxChx8ZVqtE3u1kfhpGQwBUW0AufleIkV92vn7MTNSNdigwWuTrGyaukAAHJX/ccHXKQzxmovSNOG3C4/0i3PZ5Ye2eSviTAJmxUcx2FwcBCDg4PYvn07SqUScrkccrkcjh8/jsHBQTW9cnBwMPTp/82EIm96KPIWPujqXCWbzSKbzTpud+ONN2J+fh6/+93vcN111wEAnn/+eczPz9eIGOOaa65BMpnEU089hbvuugsAcPHiRbz88sv46le/qm535MgRvPnNb8b73vc+fPGLX/T8GHiex8zMjOl9yWQSkiTVFd1oFtp0xLB/gEZF3uzEnTXMLhQKmJmZQV9fH7LZLK6++moMDg42/IOZHb9R7QwOfuCD6pq61/3v/9mQcwSGl0InAYqcUyETYK14CbC2Fiu+4lHgPLQRiIne+x3HV4A4AKH+4nvqGBhdq0VNmhKF84Cj2Fm89dlr67S/qzVoJuJWcxx2HrNNNefwtZauCevdjnzor0P/3WlHb28vNm/ejM2bN0MQBLXgydmzZ5FMJtVWR1GYIzSaKMw9momTvBHNh65Oj+zatQu33347PvjBD+Lhhx8GUG0V8La3vU0tVvLaa6/hlltuwb//+7/juuuuw/DwMP7qr/4Kn/zkJ5HJZMDzPD71qU9h7969avXJI0eO4M///M9x66234hOf+IS6Fi4ej2NkZMTV2JwibwBCn+IHrOXcR+HXryhENM3WvC0vL6vpkIuLixgaGkI2m8WOHTvQ1+e2bnowsCpWQcubLMvqH8YL9/zfiMViiMfj4Y7INbLQiReR0xYz0TTz1kpcfKX6f20kKyiBUzj3AqddH5Zcshc4L1E3I4FLXB1RMceImc39MWG1AI3NcyE5fVV4kTaXsNfbUuLciJmbFEsXvPT+/65+fpTLZcRiMfVPlKvvJZNJTExMYGJiApIkYWZmBhcuXIAgCHjmmWcwMjKC0dHRpjQGDxusp1mnPW47BEGwfT4o8tZ86Or0wSOPPIKPfexjavXIt7/97fiXf/kX9X5BEHDixAkUi0X1tn/6p39CIpHAXXfdpTbp/ta3vqWKyve+9z3k83k88sgjeOSRR9T9Nm/ejHPnzrkal12rgHg8jlgsFgl54zguMj3UohR5m5+fVwuOrKysIJ1OY2JiAtlstuXXRFAVMc2EjU204vG4bsL18gfvBVD9keDq//X/1H3uhtEEkbNMq0zo18AB+rTEmFIt7MFJa/LEZCAIgUusVmM0q7rohJPAOeFU9KRrsfq8lYf9nyOIdEZLnCJqdlLI0mZtPtrkpP0L6GrsNo9fK+2enoc655GH//uHayaj7DOFTeyBte+pqIsc+4FYURSUSiVceeWVyOVyOHXqFA4dOqRrDN4Jvc/Y60zytoYgCA1pCk/4h1MU391kg2hDSwTI8ePH8brXvc50TR4APPvss2rvrbDz29/+FldeeaWayhFWXnzxRYyNjWFiYqLVQ6mBNcw+f/48FhYWEI/H1fRgnudD9eX029/+Fnv27PF1bRqFjeM4dTLFJldGKpUK8vk8crkcZmZm0NPTo67/eP13H6378TSFgHvIMexaDwB6kWOwNVddC1W5S6xU5Q1wWLNmMaZEqfY2O4EzVmXUYhQ4t1E3J3kze548i5yNaDimM9rdH4C4+Tqv5n7TCpQMt+vemiRtT73tTuRyORQKBXR3d6uRJ7OeaWxyz/4GoPu8iarIXbx4EefPn8cNN9yg3ra0tKSuk5ufn8fw8LBa8KRd+6CVy2U888wzuPXWWyP5OjaCF198Eel0GpOTk6b3d3V1UfStPjw/eeGZvRF1w/M8SqUSVlZWTH8liUKKHyMqY2XFVcKCIAiYnp5GPp/HzMwMkskkent70dfXhz/90z8N7ZeRl3YGdpMnO2FjC/bz+Tzm5ubUBftTU1O6iQiLyAHAnn/71zofWQNpUETOMa0yUZtWydZPrWTWRC5hI1S6MRnGYiZuQFXQzATOTtyAagQOqEpcUOJmRfd89W9XElfHXCfs4gbU9oerHt/dLwiupa2O51D7PgeAdevWQZIk9fPz4MGD4DgOIyMjGBkZAc/zus8WbbYA+/FIkiT1xyO2bVg/c42YtbwZGBjAwMAAtm7dinK5rIrcqVOn0Nvbq4rc8PBw20zeRVGMrIA3ClrzFj5I3toIVslybm4O4+PjNfdTu4DgCUN658rKipoOOTc3h/7+foyMjGBychIDAwPI5/M4f/58qL+MnNa8WQmbdoJkfHysNx0TtqWlJbVU9p49e1ylgZDIaXbxIHKV4eqfmAD0rNZQcmo+DViLG8NK4NyQXALEXuft3OAUneye16/ZqgwZD2C/v+91bg0St7qigOrxtXmQNscIogm5BUZhMxKPx9UIPGuVks/ncfz4cQiCgGw2i5GREWSzWSSTSfUzR9vuRPuHCU08Hrf8USkssFYBVnR3d2Pjxo3YuHEjRFFEoVDA5cuX8cILL+iet0wmE+rH6QStd6uF5C180BXaRiSTSQwMDGB2dtZU3qIiRED4IlpWtGLNm6IoWF5eVoVtaWkJqVQK2WwWO3furOnfE9R6skZiJm9M1LTPLxM2q/QkRVHUCVcul0O5XEY2m8XmzZvVCZdfSOQ0u5hc8mYVK+UkUBwD4hWge3ZN4IzRMicZssIp6qYlUVKQKAErvP3sv54G3wxjsY2uBf3/KzaRuUaIm6N8NVDcnKJtNftbbe7TB5yEzYpYLAae58HzPKamprC4uIhcLodz587hyJEj4Hkeo6OjurVg2h+RtBIniiJEUdRlB7Dtw4KXVgGJRALj4+MYHx9XG4NfvnwZR44cgSAIatqpU2PwMEKVJmuhVgHhg67QNoPnecuKk1GKvIUhouWGZsmbLMuYn59XK0QKggCe57Fx40bHhtlRKKrC5M2s4IjTehJZltVUp3w+D0VRMDIygqmpKWQymYb0Lup4kdM8pW5ETuqqShwADJ432T7mXuBY9M2LuGnpmVEsBc6NuPkVTYYSA5KL5vcJdVSwjJk07waq/fjs0kXlBMBZPG5tFVGj4AUubWY0Wdis4DgOQ0NDGBoawvbt21EsFpHL5XDx4kUcP34cQ0NDqqywFGwzkWMFT1hqXpgKnpilTbpB2xh8165dWFxcVFsQHD58GDzPq+mVUSh6QZG3WuyqTZK4tQa6QtuMVCplWXEyapG3KIw1kUigXLaYNdUJK+HMImyxWAzZbBZTU1NIp9Ouv2i9rCdrBSy9qFgsQhAEXRqkVaoRW9vHigwkk0mMjo5i7969SKVSTZ0IRVLkgMAagnsVucXNa/dpRc6rwHkhUdI/ADuBqxfXfcpMsEsblW3e7rKP4IZdM3OzSJz2tVXiLhq/m6XZxhonbUELmx19fX2YnJzE5OQkyuWyGuk/ffo0+vr6dM2vtetxAX0KuLZyZasLnviVNy1ayd2xY4cquZcuXcKxY8cwODioitzAwEAoJ/4kb3rYWs6oRVDbHbpC2wy7dgGJRAIrKz5/rm4yUZG3oKNalUpF1zC7p6cH2WwWV111FYaGhnx92YUt8ma2fi2TyeDs2bO4fPkyRkdHMT4+XtMgXDtJmpmZUdf2XXvttU1pJu6GyIgc4C0q12SRawY9M9WxMIlrVtTN8j6bb2O/4mZ1TK/i5u4+h0jb6r5Wfft0z43LPm3NFDYruru7sWHDBmzYsEFdC5bL5fDCCy8gmUzqKldqJc5Y8ESSJLXgifYHrGaJXBDyZkQrudoKv2fOnEFXV5cqcul0OhSf3wDJmxE2D7OSt7C8bp0GXaFtRjqdtpS3ZDKJpaWlJo/IH42MaAVJEGJULBbVdMiF/5+9Nw9vqzzTh2/J8r5o3xLbceLE2RsSoKFhS6Bsw5KQFCsJzLSd6+u09OpG26+dDv116NWh/TFcLe01085Hr5k2tDbBISEhYSnQAQcSSAiBrDbZA1m0epUtydrO94f7vDk61pElWcuRdO5/ID46Wo6O3ve93+d+7nt4GPX19TAajWhtbc2IHTMtEjiOy9tAm8hwRKFQoKWlBTNmzIhpgq+oqIBOp4NSqcTw8DCGh4ehVqthNBoxb968nIeJpwqZyAlOExAfodkJn8gBQMO5Sd5HkhBW3YTIZBVuKlW3dJAr4pYJ0iZ6PBE3ET61QhqETQzCXrD+/n64XC4cPXoUHMfBYDAwUw++qoDf80tEjnrkJos9yRQikUhW8z4rKiowffp0TJ8+nbl6ulwuHDp0CBzHsWqlwWDIitQ9WYTD4by+vtRAahj5mkgLMnkrMkxWeSuEahZQOO81HWMVjuPg9XqZHNLn80Gn08FisWDRokUZD0KlQTeVhvRMIBFhE5MHmUwmVFdXo7q6Gg6HA5cuXQIwvvEwffp0NDY2SlZukwilTuSAxM6VfCIHjJO54ZlX/i0kchUj448P1mXmPqi7FIXPnN0KRzaqbqk+nxhxy0a1bSomKEIc+yfpEjYxkMzdYDCA4zgMDQ3B5XLh5MmTzEiJYgiSca7k98llg8hlo/ImBr47JZlMOZ1OnDhxAocPH2Yk12QyZZVQxoNsWBIL2axEmpDv0CJDsRiWFJLbZDIkkxy5qMIWjUah1+sxc+bMrAdm0ySfi8lZzHAkEWEjS26y9CdL7jlz5sBgMEChULCK3IEDB5jcxmKxyEQu20iXyE3y+JQiCCIKDM+68nzKEKD7ePz/K0a4hARusqobHzXOxARuMslkNqpu6cgl0yVuQpkrPU+8z83eVzT2Q8eQ8HhxACkMP4VI2MSgUCig0Wig0WgwZ84cjI6OwuVy4dNPP0VPTw+0Wi2TV5KpR7LOlZkyPJksKiBbUCgU0Gq10Gq1mDt3LkZHR+F0OnHhwgUcP34cGo0GJpMJZrM5J2oLWTYZCzkmQJqQ79Aig06nw/nz5+MeK5RqFlA47zWRbDIcDjMXxL6+PqhUKhiNRixYsCCnphp88pYNxCNsQtMRIfiyGY/Hw8Jw58+fz6SSfJjNZpjNZkQikQlEzmKxwGw2y0Qu28hXlpyguhNVKOD5zJUnV4aAugsTz0uFuBFqnONvINNVuHSrbmJIlbiBuxKeLnyeuL2JYgRQTFapSq8CJ0QxETYxKBSKmPBrv9/PesFOnjyJ+vr6GOfKZA1PpupcmWtlRjzwr01raysCgQALBj958iRqa2tZn1y6PeCTIRwOT4jbKWUkcpoE5MpbviCTtyJDsVTeCjUqIBAIMMORgYEB1NbWspyxfJELmtgzmfUmJGz8BUYih0iy8/d4PKisrITJZMJVV10FtVqd1LUpKyuTiZwUkAMiB0xO5hQRBaLlGK/M8dBwNon39DfEI3nCKpyUqm6JiJsymNzjU67apUjaZMKWPKqrq9Hc3Izm5mZmWEWmHlVVVYzI0RgpNDzhOI5FEBASKR3EkEvZZLKoqqpi1yYUCsWM9yqVikkr4234pQu58hYLufImTch3aJEhkWGJSqViC+58Z8pMhkKqvIXDYZw7d44FZpOpxty5cyWzgzfVuACx/rXJCFsgEGC7ygMDA6irq4PJZMKsWbOmTLASEbnKykp2TCZyWUaWiByQelWOwsHHydyVF9IdT68Kl4kKXDpVt2SIm4pnHBypABRTIG5x30dU5LFl8aWRqVQQ//szV8X0PBXa7zNbqKiowLRp0zBt2jQ2prndbnz00UdQKpXsmmm12glOlHzDE6rKUSWOxudE874UyRsf5eXlsFqtsFqtE8xgIpFITDD4VMiXbFgSi3A4LJM3CUImb0WGRJU3GtDC4XDOm4BTBfW8SXFip+ZzqiIBwPDwMBobG6HX6yV5bdNxxUxkOJLIxnpkZIQRNq/Xy3oWFixYkDUyKxM5iSDXRE7wVU4wPvnbLd+/KPZxumPj/51MWlnjjKIsGMXIdPGpMpcOk6o4SS8RkeEmGeKmiP6tFy4a5zHCUG4Rc5JkSRtV2KiC4nK5cO7cOVZdyqYUrhDBH9OoZ9rtduP48eOIRCIxzpUqlWpSwxO6rmKGJ1Inb3zwzWDmz5+P4eFhOJ1OnDlzBkeOHIFer2f3VKrB4HLlLRayYYk0Id+hRYZElTcasEOhkCQJBh8qlQocx0nG+YkCs0kSCQAGgwGtra04fvw45s+fL+lrmqxsMh3DEY7jMDw8zHoTAoEA9Ho9GhsbYTQac35dZCInEeSIyAEJssNEcueukLkrL2o6IP6idZfGVQCJSFzc189g1U0ZZ+8lHnGLXy0b/y+RXjIv4b+/Sats/L8ncRnE5JD8Cgq/9/XDDz+McSHMZV+w1KFUKqHX66HX6zF37lw23p45cwbHjh2DTqdjVScab1M1PCkk8saHQqGAWq2GWq1GW1sbM4Ox2+3o7e1FQ0MDMzyhHsJEkMqaQyoIhUKSURDJuAL5Di0yUFSAmDSyUOSINHjmcyANBoPMcKS/vx+VlZUwGAxYvHgx6z/gOA49PT2Sd8ZMVHkTI2wkhxRziBwYGGAOkSRbmT17NtsJlgLEiNz777+PqqoqmcjlClMhckmcw69+JUPkAMRUmwDA+dnYFyUJpiKqhGX/+JiZLomb8F6SOL189Mr/R+IUDyYjbooIEBU8Rug4KSRsmaquJQs+WaMxxel0slw0ksLpdLqCJBbZAJ+s8J0rL126hN7eXqjVanZNadEdj8jx++QoV46OFzJprq2txcyZMzFz5kwEg0G2qXjmzBk25tPmQLwxX668xSIUCqG+vl70eKHNm8UC+Q4tMmi1WkSjUXi9XqjV6gnHC8W0hKo94XA447lniUDOXx6PB0NDQ6irq4PRaMSsWbPi7trx36eUIex5S8dwhNwzySGyrKwMRqMRCxcuZD0YUoZM5CSCVIlciucIZYxiZA7C21UgxSQJJgfg8o3jxIEInRB1n8Z5Hyn8HCoHx18rXKUQqhWTBqe8Ul2MVlwhq3zCFkPW6HOKEbYk30imDEf41SWSpjudTnz88ccsPoRCnOXF9RXwyQq/x/jUqVOora1lRI7GNRrnI5EIXC4XnE4n+vr6UFNTg7KyMgSDwYQbd4WEiooKNDY2orGxMWb++vDDD6FQKNi1odB0QCZvQsiGJdKEfIcWGRoaGlBWVoaBgYG45K1QKm9AbhwnOY5jPVputxs+nw9arRYmkwkLFy5Mijim00+WayiVSoTDYYRCoZQMR4LBIFsM9Pf3o7q6GkajEcuWLSvo/hSZyEkEKVbYJpyTxOOFVTnRHjUBWUnGIAUYJ3QjzXGeT8FBGVKg2jH+zxr3lScMVyd/T01WdVOGgMjfhqloxThZE1bcCOmGaguRbYdIfi5aW1sbRkZG4HQ6cfbsWRw/fjyuTFDGuDtjU1MTmpqaYnoLz58/j8rKSuj1elRWVsLr9cLj8aC6uhpmsxmzZ89mGWrRaBSRSASRSAQKhSJpwxOpQ6VSxfQQUjB4b28vgsEg2xyQDUtiIfe8SRMyeSsyUOBlMcQFZIto0sBNTl7hcBh6vR4tLS1pSf6kSt74hiNlZWVwOp1QqVTQ6/UoLy8XnYz9fj+TmgwNDbHcoba2NtTW1ubhk2QXMpGTEDLdJyc0NEkzSBxIIMeMY5fPKmDlHEabxv9/tOnKi9NzTySIiT+0IqJISMBinimJ9Wcq1cF8WforFArU19ejvr4es2fPZjLBixcvore3lxkipWNOUcyg3kKTyQS3240LFy7g0qVL4DiOGX5YrdaYqhMQ3/CEArz5cvpCJnJKpRI6nQ46nQ7z5s1jmwOUkXvkyBEWO1Pq/V6J3CYLbT4sJsjkrQgxWVxAoVTeMvlew+Ew+vv7WWC2UqmE0WjEvHnzpiz5I2dMKUDMIbK1tRV2ux3nz5/HyZMnYTQaYTabYTAYoFAoMDIywvrXRkZGoNVqYbFYsHjx4pJaEMlETkJIh8hl0yQlWTkmRIhTnMfHJU/0OnEfLyJxTDB88d9nKmQNkGYGm1AmyA9xpo0mk8lUlBtNySIajaKvrw9OpxMulwsVFRUwm82YN28eampqmFvyiRMnmCTVaDTCYDCwhbqY4QmZnvCNrAqZyPE3BxobG9Hd3Q2LxcKuD8XbmM1m1NfXF9y4P1XIsklpQiZvRYjJKm+lQt7GxsaYO2R/fz9qampgMBhw1VVXZXQQznfPWzIOkVVVVaivr8ecOXPg9XrhcDjQ29uLUCgEpVIJjuOg1+sxY8aMmAm8lFFsRI4qFi6XC7+eOZvJg+/6y8v5fmuTQ4xkJbrs2TZJSSJQPOHzp/p++K+bbK+gMvmH0gOlSNjEwA9x5ku8z5w5g5qaGkbkSmHRzSdsbrcbKpUKFosF11xzzYTPT1WntrY2eL1euN1unD9/foIkldoGUnWuLFQyRxXGlpYWtLS0IBQKsXtq//79KC8vZ4YnhdDnPVVQ1VWuvEkPMnkrQkxWefP7/Tl+R+khHfI2OjrKDEe8Xi8aGhpgNBoxZ84cpunPNPIhm4xH2CbrX6O4A+rvI8KmUCgwPDyMgYEBlJeXo6KioiQmplRQiESO+jmJsI2OjsaNcCjoilw656RrkjLJ6yYic8lmwQmreaKVMrHnS/PW498DhYqKigpMnz4d06dPRzgcZv1eH3zwAcrLy1n1hJyCiwHk0OlwOOByudg4lWxPskKhQENDAxoaGtDa2gqfz8ds9j/++GNms280GlklU0jkSOlBczW/R67QiJzQrKS8vJyFphM5drlcOHLkCKLRKHNDLVYTHWqxkTdzpYfiu9tksLiAeCg02eRkpIgyxoiwBQIB6HQ6TJs2DQaDISfN7Lkgb0TSUnWIpKZ1uj60iFm8eHFMjhLf3e348eOIRqMwmUywWCzQarVFs9jJBKRM5PiZe06nE2NjYzAYDGhpaYHRaJx0gVFwRC4dTNUk9x1fHAAAIABJREFUJUlMIF7JmKuks84tYcImBqo6WSwWtmnlcrlw6NAhKBQKJhsvxE0qfqSCy+WCUqmE2WzG0qVLp0xMa2pqWNVpbGyMbfSdPn06biWTrh0/R1RI5PhVOalf60ROk9RqYTQasWDBAjZfnjp1akIweC4dsrMJUuZI/XsrRcjkrQhR7IYlkUgEAwMDrH8tGo2ywOx85AFl01glXv8aSSHFCBtNuuQQWVtbC6PRGFc+QxC6uw0ODsLhcODo0aMAwAiJWDZOqUIKRI7jOJa553K5WOZeW1vbBDOCVFASRA5Iryo31deh15pqFTFFFDNhEwNFmhiNRmZW5XK5cPz4cfZbEdrFSw30GyfCBoyPyUuWLMnamFxZWRljsy+sZNJ1o01AmouUSuWEzUaSVkrduTLZmAD+fDl37lymcLh06RJ6enpY1h4FgxcqZKdJ6UImb0UIvV6PTz75JO6xQqq8UeYMMD6I8AOzafJYuHAh1Gp1XieCTFbeEhG2RLuXJBd1uVwYHh6GWq1mhiypykXJsVSr1WLevHlMlnP48GG2y1ts8qNMIJdELhqNsmoCLeZMJhMWLFgAnU6X8d+DTOQSPE6IZM9LtgI4xZ9YKRI2MfBdBufOncuq1KdOncLRo0djsuTyLRXjOI7Z2TudTnAcB7PZjMWLF+dcDcGvZPLHHgpTp+tGBJhP5ICJhif03qVmeJJuTEBdXR3q6uowa9YsjI2NsXH59OnTqK6uLljJbiKnSRn5hYIWiGkgm3uUMqaAp556Ct3d3ejo6JhwbGhoCEePHsUNN9yQh3eWGs6ePQu3242KigoMDg6irq6OuWLFC8zOF86dOwe/348FCxakdb6Y4UiioFSO4+D1etkk4fP54jaaZxLC/gp+bk4hZ75lG3wi53a70yZykUiE9Vy43W6UlZUxmU6+pK1FTeQKGC/ffheL+lCr1TCbzTAajSVvey4GjuNiDH1GRkayPp6KvQ+S4zmdTiZfl6rEk94vXbexsTEmHzQajXEX/on6tfPdJ/fpp5/C7Xbj6quvzsjz8SuWbrcbSqUyJhhcat+nEJcvX8aFCxewfPnyuMdVKpVkq9UFhpQnb5m8FSGeeeYZ/M///A9efnmii9zo6CgOHDiAlStX5v6NTQIyWKAerZGREahUKsyaNQsGg0GylvUXLlzA4OAgFi9enPQ56RA2vuTH7XYzi+d8NEwLnc3IhatU7ZSTRapELhwOs4qqx+NBZWUlczuTGmGWiVx+Ea/Cxq8CDAwMMCt9s9mcNQOnYgAZd7jdbkaAadGdaQJMfapE2MLhcEy/sdQX+IR4BFir1TJ5Zbz5m+ZAjuPiKk1yTeTOnj0Lr9eLJUuWZPy5afOT+pFDoRC7NmJEN9/45JNP0NfXh2XLlsU9LpO3jEEmbzKAXbt24dFHH8XevXsnHAsGg9izZw9uvvlmSfzootEoy5zxeDwIhULQ6/UwGAwAxnfCPvvZz+b5XSbG5cuX4XQ6sXTp0oSPExI2hUIxaegpv9ri8XhYs73JZMqKPC4dRKPRGEJSUVHBAk6l5L4oNRCRczgc8Hg8jMjpdDoWlN7X14fa2lq2cCyU6ykTudwgFUkk30qff19RX04h3Ff5ABFgkuxT7hdlyaVz3Ug54XQ64XA4EA6HmYlKIVRkkoHf72f32+DgIOrr69ncFe+6ibUMJNrQzDROnjyJUCiEhQsXZvV1+N+/sNKbjQ2CdHH69Gn4fD585jOfiXu8vLy8KO5VCUAmbzKAPXv2YMOGDejp6ZlwLBqNoru7G9dff33eHJGIkFAGm1KphMFggMFggFarZaRyYGAAvb29WLFiRV7eZ7JwOp24cOECrrnmmpi/i01GkxE2ypYhQltZWckGdalr5oWVperq6pjKkoz48Pl8OHfuHKuoKpVKqNVqNDc3w2g0Svo7nwwykcssMtHDRi60tClEGwelkomWLvi5X319faiqqmJj82SVcFKWOBwOOJ1OBINBGI1GWCyWoiFsYggGg+x+4183o9EYd04Tc1fOtuFJT08PysrKMHfu3Iw/dyJQpTdehTyfG3a9vb0AgPnz58c9LpO3jEEmbzLGB6Dly5fj8uXLcY/v3r0b11xzTU5dkGjwdrvdGBgYQFVVFetfE5v0vF4vDh06hBtvvDFn7zMdeDwenDlzBsuXL0+4e5jIcCQQCLDd3YGBgYzs7uYbkUgEbrcbTqcTHo8HNTU1jMgVsgNXpuD3+9nOK5nM0M477cp6PJ6YhvdCqbyJQSZy6SGbpiP8DReKEyEiJ/XNonyCrhsRYJVKNcGBkaSERNgouoMImxTUL7kGXTfaoKQ+MKPRKKom4atWOI6LkVRm0vDkyJEjqKmpwezZszPyfOmAXyH3eDyoqKhg4z8/3icXmOx6VFRUyONDZiCTNxmA3W7HtGnT2A9fiL1792LhwoXQaDRZfR8+n49Vj4aHh5lswmAwJLV49/l82L9/P1auXCnpAaK/vx+9vb249tpr2d+SMRzhO0R6vV5oNBo2iUlFNpEpUO8WLRDr6uoYkSul3ht+aHYypghCAkxEzmKxFCypJ8hELjHy4RLJz0Sj0GfaRMr1wrGQwHdgdLvdiEajqK6uRjAYZL1NZrMZBoOhJAmbGKgPjObBSCQS41wZr49brF+cnCsBpH2ffvTRR9BqtWhpaUnr/EyD3zbhcrnAcRz7PebiXvrwww+h1+sxY8aMuMdl8pYxyORNxngVp7q6GqdPn4bJZJpwfP/+/WhtbWV9ZZkCNV7TrlogEIBWq2WSyFRlmlLrz+ODP4EEAgEcPHgQDQ0NbGFdUVERl7BRf5/L5UIgEGDOXLkKFJcCSHrkdDrR19eH+vp6RuSKjbQKXUH9fv+kbmxiKGYiB8hkDpCWrT8/DNrtdscsHKXSbysljI6OMtOR0dFRVFVVIRwOsyw5qqrn0liqkEDrByLAfr8/ZnMr3vwYz/BkKs6VBw4cgNVqRWNjY8Y+V6ZA0RFkeBIIBBjRNZlMWVk/7N+/H01NTZg2bVrc4zJ5yxhk8iZjHDU1NXjnnXfQ1tY24diHH34Iq9UKq9U65dfh75x5PB5Eo1Ho9XomgZjKRCWF/jzh+xEzHKHKksPhwPDwMHQ6HZPG8Kst0WiUBcbKu7DjRI4mo/7+fjQ0NDAiJ1V30cnAt/t2uVzMFTSTi7d4RI4vSS30CbWUiJyUCJsY+Jlj/CB4qYdbZxs+n48RtpGREfY7NxqNUKlUcTdvdDodq8KVyoZdOiDnSrfbzWTliQw9MmF48t5772HmzJmwWCxZ+UyZAil3+LJ7Uu5kUs2yZ88ezJ07F0ajMe5xKazLigQyeZMxjsbGRmzatCluPseRI0eg1WrR1NSU1nNTYLbH40FfXx/T+hsMhoxLa7q7u3HttdfmpUeKv6OXikPkyMgIzp07B4/Hg3A4DKVSCY1Gg+bm5qJvTJ8KgsEgI3IDAwOsB8xsNkt+kuDbQJO8he8Kms3FLWUJyUSucFAIhE0M/AoJGW/kK7IkH6BeVYfDgZGREej1ekbYJquk8630vV4vtFotqywV6mZVLhAIBJhiZWBgYFIHXjHDk8l6z9955x3Mnz8/46qkbIN65uM5yU4lUuatt97CVVddBa1WO+GYQqGQNx8yB5m8yRjHokWL8K//+q+48847Jxzr6elBVVUVZs2alfTzBQIBJoccHBxEbW0tMxzJponCnj17sHjxYqjV6qw8vxCJdu/4TldC8JuM+/v7UV1dDaPRiPr6eoyMjLBmdX7vg0zixEH23A6HA0NDQ9BoNIyQSGXCoKw72h1WKBQxodn5+H4TEblicPucEpFT/G3K4lIcq9I9TwD9IWD3bwuXtMUDOShSBWAqsmApIxAIMMLm9XpZ9cxkMqX9GYVW+iS7N5lMJdUHnCqETqmVlZUxRjGJiBzN7cL5nMbqRGSlUMDPBnW73SgrK2P3aqpy59dffx0rVqyIO3fI5C2jkMmbjHHcdNNNeOihh7Bhw4YJx06dOgWO4+JKKgl8Qw2Px4ORkRGo1WpWYctVb9K+ffvQ1tYGnU6XtddI1yGSsrhcLheGhoaYvS85RPLBt4mmXJ9CDGLNB2hXkSSpWq2WEZJcLw7D4TALJydnPtrhlJozn0zkcIV4iUGMkE12XqJzedAfiv13sZE3IfhSLmF2VaEt9MTGnWx8FrEMvkLKdswH+AY7brcbACZVPMRrfwCAsrIydHd347rrrkN9fX3uPkQWwTfScTqdzBCGL+1NdO7rr7+OVatWxVW+KJXKotmckQBk8iZjHGvWrMGKFSvw8MMPTzh27tw5+P1+LFiwIObv1NdAFbZgMMgCsw0GQ15+qB988AGam5vjGq9MBWKOVZM5RPL710ZHR9OSvfB7ohwOBziOg9lshsViibtzKOMKSLLkdDrZDrjFYsnqLn+8bKdCy8QqKSKXDPHKNHhETkjYCMVO3ITgZ1fxe3JMJpNkJYJjY2NsfKGKv8ViySn5pN+q0Cpejm5IjGg0isHBQTZWU68xbTjHmx+i0SjC4XCMw+qKFStQVVWVluGJlCGUO4+OjrIqebzf5NjYGN566y3cfvvtca+BTN4yCpm8yRjHl7/8ZVgsFvzLv/zLhGMXL15EX18flixZwnau3G43+vr6AIANePzA7Hzho48+gtlsFnU7SgXxCBtfPiFG2Mjhye12s5we6u+Y6uDFcRwGBgbgcDjgcrmgVCoZkZuKVr0U4Pf7WX4S9Z4QkZtq3w3135EMlp+7V+hkpxiJ3B0bfwsAiFQo4bgh968/rfvKdDimnrjQKTXiJgS/J4cvEZSCw2wwGGSEbXBwEGq1mhG2fPfaklU8ZaJJQZpdCIi30arT6VhVrqKiAoODg2z+oKw5GgP5ChySVhYTkQOumO3E+03W1tZidHQU7733Hm677ba455eVlRV9f2sOIZM3GeP43ve+B5/Ph3//93+fcOzixYu4cOECamtr0d/fzzTjBoNBcjt7R48ehVqtRnNzc1rnJ3KIFOtf4xNassjOhfkESRwcDgfcbjcLy7VYLLJ0ZhLwbbp9Pl+MNCTZ74sWmLTrXgo9KMVE5O7Y+FsE68tQNnZlasomkeMTNiH4BK7UiZsQ8TZGqJKdK2MqMXMkKVcF42WiyY6fyYGICpnM0DrAaDSisbERWq02Zn7NhHNlIYH/m/R4PKiqqoJarUZfXx9WrVoVd+0hk7eMQiZvMsbx+OOP49ixY/j9738PABgaGsLQ0BA8Hg8GBwehVCrR0tICo9GImpoayRKD3t5eVFZWJm2uIjboTkbYqAmaevyol8loNOYlnJZ2XInI0aKaMr1kiIMMFJxOJ/x+f8KAXP7uY6m7vxU6keNX32Lwt6HNcf3UXyMRYRNiTK3E//7m/5EXOAkglCRTdiHdc5mcl4oploSk97TgzrQipJjA7zWnVpDKykr4fD709/ejpqaGjfnx1C5CwxOO49iaQmh4UgyIRCLweDz49NNP0dfXFyPb5W8SyOQto5DJm4xx/O53v8OuXbvQ2NiIv/71r5g/fz5+9KMfsbDLEydO4IYb8qAvShHJmKukazgyNjYW4xBJTeLkEikVQkuZXg6HAx6PB3V1dbBYLJKQHEkZZLpD0hha4KjVagSDQXg8nhjdv1gQbCmiUIncHRt/iyr3GEanC34Xgp9yKkRu1tYAAob05HM//PJctqjOhJy3mBGv14uqYelKyIkcOp1O9PX1ob6+nt3HxTJ2ikkEC9UoJhPgV9pIiWGxWCZs4AnvOZVKxa6b2KZtIsMTsc3hQsSlS5dw4cIFtLW1xY0FsVqtRfMbkgBk8lbKCAaD2L17N3bs2IHnnnsOPp8PN954I+6++26sWbOGOTb6fD68//77WLlyZX7fcBIQM1chohaJRNjfkpE1kIMmNdGTg2ahSONoMeJwONjuMRG5fPdnSBW0S33p0iW4XC6Ew2EoFAqo1Wo0NTXBZDIVzYSbDRQSkaPq2wQCl2BqjEfkjB8oUH/eH/O3VAnc6x1fZ4tqvkFAsplgpQxSHlCvsXBRnYjIkVW6w+FAX18fk2VmMrxYyhAaxZAk1Gg0FvViW+gOmmoPNN+ZkdoliKiIyVLF+uhpHUL/LkScP38e/f39WLZsGYDYTQKn04m2tjZMnz49z++yaCCTt1JDKBTCCy+8gBdffBEvv/wy6uvrsXr1ajQ2NuKPf/wjDh48OOGcYDCIPXv24Oabb5a8Tv7ChQsYHBzE4sWL03aIHB4eZoTN5/NBr9fDaDTCaDQWNOERNtpn08q60EBGMLSI4feH6HS6mB45im0wm80p5+CUGqRO5KLRKO566L9Q5R6D6lM3hj73t17ZSabGSGXsA4TEDUiPvPFBAc1ksJOJrLBSAH9R7XK54pp2CO/LmpqamKD6UoUw3JqILOWzFjqoV8vhcGBwcDBj7qDxZKmT5RfS2oSklUBhG56cPn0afr8fixcvjnu8vLy8oD6PxCGTt3xgYGAA3/rWt7Bz504AwH333Yf/+I//gEajET1nbGwM3//+97F582b4/X7ceuut+N3vfofGxsYJjyVnyEuXLmFgYCDmecPhMG655RbcdNNNWL16Na6++moolUp88MEHuPvuu3H69OkJzxeNRtHd3Y3rr79e8uTl0qVLcDqdWLRoEYDk+tfIMph20MgymPoBilG6RCGyTqeT7TrSwrAYP288CBd5ANgiT4yU8WMbnE4notEoI3Kym1tiSIXICas0v/75RwAQS96AhNMjn7zFI26EZAmckLgJQdURfuRFKcvckgV/bHc4HIhGoygvL8fY2BgjbHJfcHyI9RcWUuQJMLGymu3eRZLf07wyMjICrVbLNgPjvWYxGJ709vZCoVBg3rx5cY/L5C2jkMlbPnDXXXfh4sWLzBzkn/7pn9DS0oJdu3aJnvPwww9j165d2LRpE/R6Pb73ve+hv78fBw8enFANW7NmDYLBIF599dUJ5E0MZ86cwbx589DX1xd3UN69ezeuvvpqye2+CQc9r9eLI0eOsABsq9Uad7DkL+A8Hg9zkkq0cC9WkIX+ZHr/YoBw4V5WVhazK5/KgoRiIYjIAYghcoWyuMkHck3k6Ht3Op1wu92sqd5sNuMfvvA/AMbJG4Ckq2819sCkr5sp8saH3+9nRI7CoOkelvrmWq4hNHKqqKhARUUFAoFATHW9GMe6TCIcDsfMl6nIUvMBMtGgvu+amhrWLpBrKazf72ckeHBwMCZGpra2NqHhCb9PbrKe/HzjyJEjqK2tRWtra9zjFRUVkrtPChgyecs1ent7sWDBAuzbtw/Lly8HAOzbtw+f+9zn8PHHH2Pu3LkTzhkaGoLRaMSf//xn2Gw2AMDly5fR1NSEV155BXfccQd77H/913+hq6sLP/nJT3DrrbcmTd4GBgag0+lw+fLluIunvXv3YuHChUk9V7aRaJdKoVDEGHYMDQ2xYGatVsukcX19faisrJTDTAUg50WHw4GxsTEYjUZYLBbo9XpJThjJgHZeaeFRWVk5ZWMDIUh2SUROoVCwXX353kqMbBE5WsDR85KhhdlsnlA5WH3brwAICJzIV6befxEAEGo2JPU+JiNwqRC3Cc8tiKsohGDrbCMajbLvnQgbLdzJkZI2+ujaBQIB2SgmSaSjWMjl+6IMVPreKTpHCiDjK1qDVFVVsXsu3jwhJHIcx8VIKqVkeHLw4EEYDAbMmDEj7nGZvGUUMnnLNf7whz/gu9/9LgYHB2P+rtFo8NRTT+HLX/7yhHPefPNN3Hrrrejv74dWq2V/X7JkCdasWYOf/vSnAICenh7ceuut2L9/P86ePYtVq1YlTd6i0ShUKhWOHTuGpqamCcfff/99zJw5E0ajMdWPnBGkKysYHBxkjbSRSAQqlQp6vR4zZsyQQ60TgJqNqSJHfV5EgqUyYYghGAzGSH7IGZRCs7P5vVO+EkUKyEHqyUNItFMlckIiWFVVFXO+2LUXkjdgIoEj0kaQAnmLeZ2/9Svxw6OpuljsRC4ajcZUVinzMh5RF4JkbvR7lR1lkwepD4jIhcPhGNOObJNg2jQjwlZIY61QBaJUKidV/4j18UvBuXLfvn1obm7GtGnT4h6XyVtGkfKFlLejpgiHwwGTyTTh7yaTCQ6HQ/ScioqKGOIGAGazmZ0zNjaGDRs24Mknn0RzczPOnj2b0vtSKpXQaDQYGBiIS95UKhXC4XBKzzlVTDZQiRmOkN7c7XbD6/VCo9Fg9uzZqK2txeDgIBwOBw4ePMjISKnJJJOBQqFAfX096uvrMXv2bNbndezYMXAcxyZIKUlmhM32JJ1ta2vLaU+LUqmEXq+HXq/HvHnz0N/fD6fTiQ8//BAqlYpdu0LqG8kVVCoVrFYrrFZrDJE7f/68KJETI3yzZs2aElFXv/cpUDb1caHKMyZK4DJF3ACgqqoKTU1NaGpqwtjYGFtQnzp1igXIF5PlPVVaiHTRb2vZsmUpLdwVCgXq6upQV1eH1tZWZht/8eJF9Pb2yrLUBFAoFNBqtdBqtWhra2PVzDNnzuDYsWOTmnakAzIVo0iXaDQKs9mMJUuWSGo+mgx8yT4/UL2npweRSCQuCeZLJvnro3A4jHA4HCOrzHWfXDgcFv2OyXtARv4gkzcRPPbYY6wCJoYDBw4AQNybmIIcUwH/nB/96EeYP38+HnrooZSegw+tVjuhIkgoLy/PCXlLZKXLt9Plg0wkaAEXCASg1+vR1NQEg8EQs3Oq1+sxa9YsNvj39PQgGo0yeYUscZsIhUIBjUYDjUaDtrY2ttN5+PDhvO90+v1+tnjj21wvWLBAEotUpVIJg8EAg8GA+fPns+rABx98wGR8JOuR77tYJCJyVVVVqK2tRTgcxtDQEAvObW1tzZlEqvxTT9LVt1yjsrKSETly2HO5XDh9+jTb1ChEK3yxqvbSpUszNnbX1NRg5syZmDlzJusvdDgcOHHiBKtmmkwmSYwvUoJCoUBDQwMaGhowe/ZsjIyMwO1249NPP0VPT8+USTBfCRIKhWA0GrFgwYKi2Hzlb/jNnTuXOV4TCdbpdKwqR+sZIZEjZRKt03LtXBkKhWQXXAlDlk2KwOPxwOPxJHxMS0sLnn322azIJq+66iocPXqUTV70Qy4rK8Ojjz46KbEEgGuvvRbf/va3sXr16gnHent7UVlZiVmzZk36PKkiXohlMg6R/f39bEEXjUaZnX8qzed82YXT6YRKpYrRycsLanHwewxIqiTsLckG+AGzZKFOu7uFsjMuNFIgeZ+U+jOkBmFmYVlZGSKRCKqqqmC1WqfcIxdPOjlZ5S0V8iasvmWy6pYsQqEQ++3wM83IPEGKkEo/Kb+aya/sFyIJzjXItIN6M6kSPFleqs/nY3Ozz+eL6cEuFYMZvpKINigTbSDw4wf4m+CJFEuZwOuvv47rr78+7jiiUChk+XFmIfe85RpkWLJ//3589rOfBQDs378f11133aSGJR0dHWhvbwcA2O12NDY2MsOSM2fOwO+/Yll94MAB/OM//iPeffddtLa2xpVqCnHbbbdh9erV+OIXvzjh2KlTp8BxHNra2tL96Axi/WuTETah4xXJDoxGY0b6sKhvgvTz1dXVjMjJk3NiCMkIXbtM5CbxzQVcLhf8fn9W5Dj5gtAZLZPXrtBBZMPpdKK/v38C2aCKnNPpRF9fH6vApUPkckne8kHchBBawU/l2mUaUndyFeuppd9svt+flDE2NsauXX9//4R+5LGxMWaa5fV6Uw7PLmYIWwMm6+XmG57QmosqcbTOygSRi0QieOONN3DLLbfEJWlKpbLg52mJQSZv+cBdd92Fy5cv4+mnnwYwHhUwY8YMFhVw6dIl3HrrrfjTn/7ECN7DDz+Ml156CZs2bYJOp8P3v/999PX1xY0KAIDu7u6UDEsAwGazYdGiRfjOd74z4dj58+cxOjqKhQsXpvWZExmOJLK/5U+S/f39qK6uZvKBbMr0yLHSbrejr68P9fX1jMgVSnUnXyDTCCIjdXV1jIwkKzUShp4Gg0EYDAaYzeacNMLnC/HISL4srvMFvsyvv78f9fX1jLAlugZTJXLZJm/AFQInBfLGR7y+Qf61ywUZod88bZ5RhiKZJEmVEIVCIeYgSCY5dO3kvtbEoGtHGWwKhQLRaBT19fVobGyE2WyWF/0i4N93fX19qKioYGsjsd6/eConAFM2PAkEAuju7sbtt98e9zlk8pZxyIYl+UBnZye+9a1v4fbbbwcwHtL9n//5n+x4KBTCiRMn4PP52N+eeuopqFQqtLe3s5DuTZs2ZVQ6oNPpRHve0jEsIaIWiUTY3yYzHAGu5Bi5XC4msTAajTk1nigrK2NkLRQKsZ3AU6dOQavVMuMEeUCaCL70lC91O336NBoaGhgZEZJg6meh754Wb3PnzoVOpysJmQy/z4uundPpxJkzZ9IiwYUCImxOpxMDAwNMVjV//vykP2u8Hjmn04nz588zIpcokPnFN77LCBxDJJqQwKXT9yY14gZMvHa0KHz//feZpDcb4cxC84lIJAKTyYSFCxcWhKstMN4PTteOqugulwsffPABysvLGZGT+6ljwQ/Ppk2auro6hMNh9Pf34+zZsxgZGcmYsqbYILzvKL7h8OHDABDjXElzZ7YMT0KhUELyJ9/3+YdceStiPProo7Db7fjNb34z4ZjT6cSFCxdwzTXXJHwOMYfIRJb+ZEtPi/bR0VHW3Gw0GiVlcx0IBGIkHRRobTQaS4JcTAXBYJBdu6GhIWi1WiZ7pP5FhUIRE5otT9jjEMoHGxoa2AaClH4fqYB6iMjanj5Tps0g4lXk6NoJiVwuqm87//JISo/PJ/hkhDLTppqRSISNJJEUQ2I2m4vCfIJAMny+FTw/2LpYPmcqEAvPtlgsMb954UYex3FxyYiMiYhGozGqlVAoxNoMDAZD3A1nfo4cXxmVrOHJwMAADh8+jJUrV8Y9XlZWVrRqmTwdGTYhAAAgAElEQVRBlk3KuIJf/vKX2Lt3L5555pkJx/r6+nDq1Clcd911E46lYzjCz4dxu90YGxtj1rhiA4zUQM3UDocDgUCgKAKtc4FwOAy73Y5Lly7B6/UCADOdmDFjRkF89/mEsEpFDpvxqplSgzBUmt57rkKlJyNyMnkThzCXiqz5TSbTpFUl6lslwhYMBhlhK4XxUoyMFBthjQd+Bl864dliEnpaK8ikQBzxNsbJuVJsYzydTF2KJLn++uvjvg+VSiUT7sxCJm8yruAPf/gD/vznP2Pnzp0Tjg0PD+Pw4cO48cYb0zYc4Zf23e7xxVEx7KYJA61J+iP1Xo1cQmiOwJdilZWVMTtun8/HqpmpuIaWKqiaSdUrjUbDyIhU3L2oWk0yaHqP+c7Nikfk/u9P3gOQPfJWqMRNCH5VyeVyoaysjH2n1G9D4yLdn2NjY4ywlJJboBDxgq1pHiyW6xIvPJsI21Skt/HIiByonjx8Ph+bh/ktKWJus3zDE+HmPN/w5NKlS7h06RLzaBBCJm8Zh0zeZFzBjh078Nhjj+Gdd96ZcGxkZAQHDhyI2VlJxnCEmmrdbjc8Hg/rATAajUUpHaGJmXo4MjVpFSKExhN1dXUxzljxQIs9h8PBFntyNTM5CKta1JvJzwbKFYT5e1IPOuYTuX/9f99MibwByRO4YiFvfPDDsmlTrrq6GsFgEMFgkBE2eTNmIkhCSr/bQq4qiYVnWyyWrIVn+3w+NscMDw9Do9GwcaZQ5eS5Arl+ut3uGIMno9EoKonmq6w4jmOSyosXL2JoaAjLli2L+1rl5eXy/J1ZyORNxhXs3r0bX/ziF3H06FEAseXzUCiEAwcOMKtu2tmP94OkXha32x3XCrhUCAw/B83lcqGyspIRuWK1gBcSiGTzfITgy6wcDgfri6FqpjwRJAZVu5xOJ4aHh6HT6RiRy5YslRZSTqcTXq+X5e/lgzxOBatv+5VM3lLE6Ogo+636fD5UVlYiFAqxEG25h3Vy8KtKTqezYCJR+ON0KBTK2zgttNGnHD4pZxhKBWRSRJvsycQwRSIRDA8Pw263w+VywWKxoLW1Na5zpUzeMg6ZvMm4gqNHj+KGG27A+fPn4xqOhMPhmMUZVUUMBkPMwElBklSOLxWL80QQNmrX1tYyIlfoO4Q+n49VWbxeb8bNZvgW4pT5RBsI2drRLSZQFczhcGBkZAR6vZ4tqKe6s0/fvdPpZIHpZrO5oCVME/reMkTeio240XdPhI3uK8rjIukczRkcx7HFdLH3eWUCFM7M/21JZTOE3+/t9/slF54dDAbh8XiYwRNFX2TDMbXYQJvOtAEfjUZjZL1jY2NwOByw2+0YGxuLcVPlg6/IKi8vl+zmQ4FCJm8yruDIkSNYsmQJvvGNb2D9+vVYtGiRaP/ayMgIPv30U+YWBgANDQ2YPn06jEajJKVRUgH1f9ntdmY4QRbw+Z6Uk0E++w7EeinMZnNWc/+KBZMtuJMBVVmcTif77uk5imGClsmbOPx+P9tEoY2AZAKU+aHbLpeL9QXTglAmcokhlCHnQx4odFoulPDscDjMDFP4rRuJ8tBkjIM2Tu12O5xOJ0KhEACwHD6r1TqBrJNiy+v14tVXX8XWrVsxa9Ys/Pa3v83HRyhWyORNxhX4fD786le/wpEjR/DSSy+htbUV7e3tsNlsaGxsRDAYxGuvvYZXX30V7e3tiEajMBgMqKurY5U3hUIBs9kMq9Uq73AlgbGxMTYhDg8PS3ZCFPZmSMEdVChLTdXFrNTBl7r5/f6ERjHUi+hyuWJIX6E4w6aKGOlkiZM3Ig58OSyNUel897QgpPupGA07sgmSprtcLhaxQdWPTOc/xot3sVgsWZVfZxPC+AaFQhFjmiZvIlwB9QHb7Xb09/dDrVZDp9OxazgyMoJTp05hYGAADzzwAObMmYNQKITu7m50dXVh165dsFqtWL9+Pf7+7/8ec+bMyfdHKibI5E1GfHi9XuzYsQPPPPMM3nrrLbS0tMDlckGlUmHVqlX42c9+hhkzZsQMdvF6vKxWKywWiyydTAK0q01VEb4sNR+TCl/2RLvlUl1kkY25w+GA2+1GdXU1q8jJ/Q6Tg9xSiZjr9XpoNBoEg0G43W5G7qi6KqWNhWwgVfIGTE7gCom85apnkp/5RjbwsiNl8hAzhZrKuEftERSe3dDQwMbSYlLURKPRGNfPSCQSsyFZivceETO73Q632y2awweMr1e2bt2Kp59+GkeOHEFjYyM8Hg+qqqqwYcMGPPTQQ7j22mtlQpwdyORNxkT09/fjpZdewvbt2/Haa6/BYrFg1qxZCIVC2LdvH26//XbYbDbcddddojt9kUiE7dr09fWxCcBisRSENDDf4EcP8JvAdTpdVquZfL27y+UCgILrU+E7B3o8HtTV1bHFR6Z3posJJHW5ePFijBxao9GgqakJJpOpIL7/TCDT0snN2/5J8psIpALIl1tpvCw4g8EgO1UmCWEcC/V5mc3mSY3C4vVkk1NkKYyZfGWJy+VCIBAoCLOYTEDokF1WVhbjkC12zunTp9HV1YXnn38eXq8XV111FYaHh/HRRx+hqakJ999/P9asWYPly5eXzLyRQ8jkTUYsnnrqKfzgBz/AkiVLsGbNGtx///1YsGABG/hPnTqFzs5OPPvss3A6nVi9ejVsNhtuuukm0clVKL3Q6XSwWq0lsYM/VcQz66CBNVM9XsLwXXKaop6AQh54Q6EQk3qS9KNQAq1zgUQLZr1ez4wJiMzRYrBQiHy6yDR5+9b3F7MFsZSqweQMLMwJzHekAz8jzuVyscovETl53kgMcg90uVzweDyoqKhgv12aN6jKQmoFckMmsleq4DiOmcW4XC5mFkOqk2KZN0ZGRmC325mbM7W7iPUBchwHp9OJrVu3YsuWLTh69Chuv/12bNy4Effddx8b00ZHR/H6669jx44d2LVrF6qqqtDT0wONRpPrj1jMkMmbjFicP38eSqUSzc3NCR/HcRw++OADdHR0oKurC2VlZVi3bh1sNhuuuuoqUVIhlAZSRUluWp8c0Wg0xqyjvLw87R4vmtypOlVZWckWbcVq/BGvf4MW08W8sypEvGypyaRq8TKcaDFYrBbwmex727brGzG/t3wSOZLaOZ1OZpgk9Q2NUuu5zCT4m3Nk8lRRUYFAIACVSlWyOaTJwu/3s2s3NDQEtVrNNjcLrSoZCASYU2SyrRlerxc7d+7Eli1bsHv3bixfvhwbNmxAe3s79Hp9wnuGIqZWrFiRrY9UqpDJm4ypIxwO480330RHRwe2b9+O6dOnw2azob29HTNnzhQ9z+v1MiIXiUTYzo9arZYnkUkQjUaZzGUybTqB+pdIVlOq+XtA4TqnpQuq4NKifSomEcJqMMdxbPGv1WqL5j7KVN+bsNctFArlnMgJK9ANDQ3sNQstqqTY3U4zDb5BjMPhQDQaRWVlJQKBAJRKZdFvwmQSFGwt7DGkLDkpjn2hUIh994ODg8xwKFFUTDAYxBtvvIEtW7bglVdeQUtLCzZu3IgNGzZg5syZkvycJQaZvMnILHw+H3bu3ImOjg68/vrrWLZsGWw2G9auXQuj0Rj3HNJckx2tSqViRielLN9IFkJXKH5/IcdxbNdQDi6ND6F9fiLXxUICf9HmdDqZ4QxV2DKxUCNTG3oNcpsthgy+GOlkBslbzOP/RuQcDgfbUMkUkaMeKDKeqK+vZ89daBUDMcTLQiv0nMFMgGSntDlKkmd+eHY8ww5+f3Mhj325AP12SZpaVVXFrl++1SvUw2i32+HxeFBfXw+r1Zqwuh6NRrFv3z50dXVh+/btqKqqgs1mw4MPPoilS5cW9FhehJDJm4zswePx4Pnnn0dnZyfef/993HLLLbDZbLjnnntEFybxKkpE5ApthzgfCAaDuHDhAi5fvoxAIAAAqKmpwbRp00qm+XwqIHmWw+HA2NhYTPhsIexKC/O0KGA1F31qJOul11YqlYwsFGI1PRfkLebcDBA52sih5yglsx5hFlquDVekAGH8R7KOxcLKfCgUks1iUoAU+sY5jhONzhEbPziOQ29vL7q6urB161YMDg5i7dq1ePDBB3HzzTfL37t0IZM3GbnB+fPnmdHJJ598gvvuuw/t7e245ZZbREv3ZFlMYdYajYYtRGR5TCz4odm0A63VatkO3OjoaNFUlHIBvpGH2M61VMCvfrlcLnAcl3cpFLmW0ntSqVSMiOR7VzoVMOlkmuQt3XgAqpo5nc5JiRzfXbWvr49JqM1mc8lGtFCfEkUdSMWIJRugPiaHw4GRkRE2zhuNxrTGeRr76PoFAoG8Z3oWEmgTi+ZjjuNisuQyOffye5EdDgeAyQ3NOI7D5cuX8fzzz6OrqwsnTpzA3/3d32Hjxo24++67i36Tp0ggkzcZuQXHcTh8+DA6Ojrw3HPPIRQKMaOTa665RnRRNzY2xgYor9cLg8EAq9VaskSEP8GSG1sia+PR0VF2/cbGxmKiB6RERKSIeI6f+ZYG8qtcbvd4Xxbt9EqNXJKrHRG5iooKZkMu9V7LfJG3mOeMQ+ToNz44OAiPx4OamhrJOVlKBRRqTREIZNBiMpkKVs2Ry/Bs2hjk9xjSPFMqFc10IQykp4omEeF0+6t9Ph9ziqT53Gq1Jhz7BwcHsWPHDnR1deHdd9/FDTfcgI0bN+ILX/gCtFrtVD6mjNxDJm8y8odIJIK3334bHR0d2LZtG/R6PWw2G2w2G+bMmSN6HhERu92e0wy0fIMvbaFAW76tezITQTzXQNkoJnlQlYukKUqlklU5sl1REsoSqb+MCFshfHckLyLSSS6nUu1vXTf3R+P/kyR5A2IJXCaDuSORCJxOJy5cuIDh4WEAYI6zTU1NMmlLAsJoBDJuKQTnQGEPYz5cQn0+H7t+Xq8XWq2WbRoVW0Uz04gXf6HT6ZImwpTDaLfb2Qb2ZBXWQCCA1157DV1dXfjLX/6CefPmMeORxsbGgpgzZMSFTN5kSAOBQACvvPIKOjo68PLLL2PRokWw2Wz4whe+AIvFEvccIiJkdAKMSwasVmvR2B4LJRhk0Z4JCQafiJBRDD96oBiuXzYRr6KUbnRDotcg+aHb7Y5xhyt0QxBhMHB1dTUjclIhIoy8ASlX3zJB3MTILi3YybWS+tuIiEjl+kkZwsgEMnQxmUySkZtGIpGYHsba2lrJ9DDGq2gWqoV+PsDPkvN6vdBoNOz6UUWYWkf4hJ2MR8QqrJFIBHv37kVXVxd27NgBjUYDm82Ghx56CAsXLizoOUMGg0zeZEgPAwMD2LZtGzo7O7Fnzx7cfPPNaG9vx3333YeGhoa45xDJsdvtcLlcLHDUarVKZiJOFkQKqPlZoVBkXRLHD2x1uVyorq5mRKTQrl8+QESEFtlTuX58UkjN74Vs/JEMKHeQFqkkA5TC/Zdq9W2q5E34/ZeXl08qMxVKK2UilxooRoWiFPJ5/cTCs6W0qSEEVTRlV+P0QESYrl91dTXKysrg8/mSigHiOA5Hjx7Fc889h23btsHv9+MLX/gCNm7ciBtuuEFSMnoZGYFM3mRIGxcvXsTmzZvR2dmJEydO4O6774bNZsNtt90mKjPg71Z6PJ4Y63ypavTD4TBbsHk8HpSXl7MKS64X7HT97HY7+vr6UF9fz66fLI2ZHGKOf4kcU4VuZYVq8JEJxLt+RF7ysaOfC/KWSYMXmchNDamYxWQK5BRIkRuFrIIQyxOl61dInyVXIJdg6ktXKBRQqVTw+/2oq6uDwWBAf38/rr32WkbEOI7Dp59+ii1btmDLli04d+4c7r33XmzcuBF33XWXZNc6MjICmbzJKBwcP34cHR0d2Lx5M7xeL+6//37YbDZ87nOfE91ZImmM3W7H0NBQUgGVuQItEmiSq6qqYossqcg+hQGfZL8tO34mBwpHdjgcGBgYgFqtjrn/+BUWMvKQQk6QVCCWVZbL6JB0+t629Tw+6WNILUAVFopWSOQUlypkIjc18APV+/r6mLQ3E0REzAjJYrEUTYWdNmKEWWhms1kyc1w+MTIywoxHKGfParUySTwpEo4dO4b169ejoaEBq1atgtVqxb59+3DgwAGsWrUKGzduxNq1a0WVSTKKDjJ5k1F4iEajePfdd9HR0YHnn38edXV1aG9vh81mw4IFC0TP8/v9bGfL5/PBaDTCarXmNMOLyKTL5WLyHJKXSNGwgY9AIMCIXLIN0zKuIBgMwm634+LFi/D5fADA+uSKqU8zWxD2KFFFPduugZkkb0LDGzKdycWCXYzIlXKkQCqghTSpI6qrqxkRSbY6lkx4drGCpOWkLsinuiSfoGgHu92e9DrE5/Nh+/bt2L59Oz755BOcOnUKVVVVWL16NR566CGsWrVKrrSVFmTyJqOwEQwG8dprr6GzsxMvvvgi2tra0N7ejvb2dkyfPl30PK/XyybQSCTCFlDZMIHg69nJ4YwIW6Eumnw+H7t+gUCg4MKscwnhoq+qqopdp/7+foyMjECv1zMinO+KcCGArNLJNZBf0cy0tHeq5E2YwwfkP2pCJnJTA7/H1ePxsKq5WEWJHJKdTif8fj8jbKU6Xor1ddNvotiuCSlYUlEAhcNhdHd3o6urC7t27YLFYsH69evx4IMPYtasWdizZw9eeOEFbN++HaOjo7jnnnvwjW98A8uXL8/xp5ORB8jkTUbxYHh4GNu3b0dHRwe6u7uxYsUK2Gw2rFmzBhqNJu45pDUnx0rqNbBarVOqhPl8PrZY41sqG43Ggs0WigfhTjJJP2gnuVR2U4UQyoUSya3oXqGKsBymnhrIQptc70jaazKZMrIbnQ5523r832IkcRzHse9far8LmchNDUJH0IqKCphMJmg0GrbJlYnw7GKFWKi12Wwu6BxSIvh2ux0ejwf19fXMKVJsgykajeKjjz5CV1cXtm7dCo7j8MADD+DBBx/E8uXL416LaDSKDz74AC+88AJWrlyJO++8M9sfTUb+IZM3GcUJh8OB5557Dp2dnThy5AjuvPNO2Gw23HnnnaLkKRqNMsc7t9uNmpoaWK3WpPpriMTQBFSKYab8pmun08ky0CwWS0lIAoU9jDU1NTGyqmTAJ8LBYJCdX6o79KmCpL1OpxPDw8PQ6XSMyKXbo5kOefv2/3cHi/UgwlYI359M5KYGv9+Pc+fOsUBmpVIJjUaDGTNmQK/XF/0YOFXQHELzaDgchtFohMlkgl6vlzzpJeMZoet1IqdQjuNw5swZZjxit9uxevVqbNy4EbfddpvcWy4jHmTyVix4++238eSTT+LgwYOw2+3Yvn071qxZk/Cc3bt347vf/S6OHz+OadOm4Qc/+AG+9rWv5egd5w4nT55ER0cHnn32WXg8HqxevRo2mw033nij6GQgzFfRaDQsX4cGU8qZo4kmEAjAYDDAZDLBYDCU9KBL7nnU21MIdtfpIN5il++sli44jmPSXqfTiXA4zBbRxR5Gnyn4/X5G5LxeL/R6PcxmM4xGY8q/zXVzf5QSeXv67UcKumoAyEQuWYiZEhmNRhbKXGwZjbkAf351Op0IBoMx86tU5OX0PmnTDQCb68SMhziOg9vtxtatW7FlyxYcOnQIt912GzZu3IjVq1dLvv9dDL/4xS/wwgsv4OOPP0Z1dTVWrFiBJ554AnPnzk143rZt2/B//s//wZkzZ9Da2orHH38c999/PzvOcRx++tOf4ve//z0GBgawfPly/Pa3v8XChQuz/ZGkCpm8FQteffVV7N27F8uWLcO6desmJW/nzp3DokWL8JWvfAVf/epXsXfvXnz961/H5s2bsW7duhy+89yB4zi8//776OjoQFdXFyoqKrBu3TrYbDYsWbJEdDIlWZbdbsfw8DDUajVUKhVGRkYQiUQKamcwHxCGMVPQbC4dAzOJXGdClYIrXbZB0lSn08kkbETkklkEplJ9S8ZpstAgE7lYCONoKA5ELDybpIEkpS/2Hq9Mg69sob5BqqqnsxmTCfh8PuYUOTY2xsbkRJtrIyMj2LlzJ7Zs2YLu7m5ce+212LBhA2w2GwwGQ8GP5XfeeSfWr1+Pa6+9FuFwGI8++iiOHj2Knp4e0bnxvffew4033oif/exnuP/++7F9+3b85Cc/wZ49e1j/3hNPPIHHH38cmzZtQltbG/7t3/4Nb7/9Nk6cOIH6+vpcfkSpQCZvxQiFQjEpefvhD3+InTt3ore3l/3ta1/7Gg4fPoz33nsvF28zrwiHw/jrX/+Kzs5ObN++HU1NTbDZbGhvb0dLS0vMYwOBAOx2O/x+P1wuFyKRCBQKBetjsVqtcjUkSdAi0G63x+xSm81mSUtLhU6HZFmfa9MZvlsh9WjSoqEUpKmZwOjoKCNy1GNIi0CxzZdSJ298lCqRI1k9VdIo2iVVNUE0GsXg4CAjchzHFZy8Nt8YHR1l4/HIyAh0Oh0zAcvmPMLfyCXHZavVmrA/ORgM4n//93/R1dWFl19+GTNmzMCGDRuwceNGzJo1q6jHbLfbDZPJhN27d+Omm26K+xibzYbh4WG8+uqr7G933nkntFotNm/eDI7jMG3aNHznO9/BD3/4QwBgZPmJJ57AV7/61Zx8FolBJm/FiGTI20033YSlS5fiN7/5Dfvb9u3b0d7eDp/PV1KSv9HRUezcuRMdHR144403cM011+D+++9HeXk5XnvtNbzzzjtYt24dvv3tb7NGdIVCkbJUQkYsaCJ0OBwYHh6WnOPi2NgYk8SSNT0RtnyERQtBjm20CKTYAQr2lTE5SNbGd001m81sMUY9iD+8+3/GT5DJWwyKnchRDxPJvzMdnk09XvQbjkajRWHWkUvQpir1uWo0GkbkMqHsSKaFQohoNIr3338fXV1deOGFF1BRUQGbzYYHH3wQS5cuLZnv9fTp05gzZw6OHj2KRYsWxX1Mc3MzHnnkETzyyCPsb0899RR+/etf45NPPsHZs2fR2tqKDz/8EEuXLmWPWb16NTQaDZ555pmsfw4JIuWBJ/8rKhkZgcPhgNlsjvmb2WxmtuZWqzVP7yz3qK2txYYNG3D33Xdj8+bNePrpp/HP//zPUKvVWLBgAb7//e/j4YcfnlCeV6vVUKvVmDNnDgYGBmC323Hw4EHW32W1WotiAZMtVFZWorm5Gc3NzSyD7/z58+jp6WHRAwaDIacTHRE2vgW9yWTCwoULJSfxVCqVMBqNMBqNMdbl+/fvR01NDasKyPegOOrq6lBXV4dZs2YxInfixAkcPXoUZWVlTBYtIz7Ky8sxbdo0TJs2LYbInTlzpmCJnJhMeenSpRmXKSsUCmi1Wmi1WsydOxdDQ0NwOp3o6elh955sWJQY1dXVmDFjBmbMmIFAIMDuwZMnT6Ydy0MbY3a7Pca8bMGCBaLzAMdxOHHiBLq6uvD888+jv78fa9euxXPPPYeVK1eWXEsFx3H47ne/ixtuuEGUuAHia1HaFKf/xnvMJ598kuF3XbyQyVsRQTgJUVW1lKpGPp8PXV1d2LZtG9544w20tbVh7dq12LRpE+rq6vDss8+is7MTv/zlL3Hfffehvb0dq1atiqkMKZVK6PV66PX6mF6Ic+fOJWUPLGN8Ap45cyZmzpzJqh0nT57E8ePHWfRAtqSplMNHVvNqtRpmsxmLFi2SHGETQ1lZGVsoU0yBw+HA2bNnmcSzUHsMcwGfzwe32w23241QKASNRoOysjJ4vV709/fn++0VBAqZyJFBEFVhySBo0aJFOZPEKxQKaDQaaDQatLW1YXh4GE6nEx9//HHBuS7mC1VVVWhqakJTUxOTurtcLpw+fZqZSZlMprjKBH5skMvlQllZGSwWC5YvXy6qZOA4Dna7Hc8//zy2bNmC3t5e3HnnnXjiiSdwzz33SEKhkS984xvfwJEjR7Bnz55JHxtvLSr8WzKPkSEOmbwVCSwWC9vRIJAsRK/X5+ld5R6RSAT//d//jXvvvRe/+tWv0NbWFnP8xz/+MR599FF89NFH6OjowMMPP4xoNIq1a9di/fr1uPrqq2MGEBrwLRZLTDDnyZMnkwrmlDFeDZk9ezZaW1vZDvixY8cAgPUYTlWaKrSUJynMZz7zmYIn2SqVClarFVarNcYJ7/Tp01kNsy40xDMxaWlpiZHtkpPcz3dOw7/ct2nS5ywlyWQiFAqRo/BsMp0wGo2YN29e3itdCoUiRtlBrosnT55krot8ea+MiaioqEBjYyMaGxsRCoWYMuHcuXOorq5mfYYAYnJKzWYzlixZktARdGhoCC+++CK6urqwZ88erFixAl/72tfwwAMPQKfT5fJjShLf/OY3sXPnTrz99ttobGxM+FixtSh9NxaLBcD4d8RXhPEfI2NyyD1vBYBkDUt27dqFnp4e9reHH34Yhw4dKgnDknQRiUTQ3d2Njo4OvPDCCzCZTGhvb4fNZsPs2bNFzyNZIAUxG41GWK3WvC8SCgXk1ka9J+Xl5Sn3d5F1vMvlwvDwMAtzNhqNJUFkSBLqcDhYmDURuVLpcZ1KfEAycQEyeUsMKfTI0T3gcDgwOjqalGGNVECui3QPU5+m1OzzpYxwOAy73Y6LFy9iZGQEAFBTU4Pp06ejqalJ9B4YGxvDa6+9hq6uLvzlL39BW1sbNmzYgA0bNqC5uVmuAmH8/vzmN7+J7du3o7u7G3PmzJn0HJvNBq/Xi1deeYX97a677oJGo4kxLHnkkUfwgx/8AABYBqpsWJLCCTJ5kyZGRkZw+vRpAMDSpUvxq1/9CqtWrYJOp0NzczN+9KMf4dKlS/jTn/4E4EpUwFe/+lV85StfwXvvvYevfe1rRR0VkGn4/X68/PLL6OzsxCuvvILFixdj/fr1WLduXcIdIcrv4u/0WSwWOfsnScQLUyciJ5Sp+Hw+Jon0er05cyWTOqjy6HA4GImRkllMJpGp4O5kyNt/7/2+/DtOErkkckJzJFJB5MtmPhOIZ59POWjF+DueKpDoG0gAACAASURBVPhKmKGhITYXlJWVoa+vD263G5cuXcKbb76JdevW4Y477oBCocDevXvR1dWFHTt2QK1Ww2az4aGHHsKiRYvk37kAX//61/Hss8/ixRdfjMl2U6vVbG7+h3/4B0yfPh2/+MUvAADvvvsubrrpJjz++ONYvXo1XnzxRfz4xz+eEBXwi1/8An/84x8xZ84c/PznP0d3d7ccFZDKCTJ5kya6u7uxatWqCX//4he/iE2bNuFLX/oSzp8/j+7ubnZs9+7deOSRR1hI9w9/+MOiDOnOBQYGBrB161Z0dnZi7969WLlyJWw2G+69917RwUVMY2+1WmW3wCRB/V12ux39/f1oaGiATqcDx3Ho6+tjNtK0s17KhE0MPp+PmTOQdT6ZxUi9EiEGYR8jVVmnQtqTIW/f/N1tUCqVjITIOXzJgYgcOfplgsiJhWdLPZYkXfCJnM/ny3sOmhQgzONraGhg94BQbRGNRnHw4EH8+te/xltvvQVgvA0iFAoxwnbjjTfKSpkEEBvr/vjHP+JLX/oSAGDlypVoaWnBpk2b2PGtW7fixz/+MXOWfPzxx7F27Vp2nEK6n3766ZiQ7kRGKEUOmbzJkJFpXLhwAZs3b0ZnZydOnTqFe+65BzabDZ///OcTWgsL3a3EqkkyJmJ0dBSXL1+G3W7H2NgYgPHeucbGRlgslpJdvKQKMotxOBxMmlIobndCWahGo2EEIBOL9WTI2/PHfhYj76UcPrPZLEeIJImpELlIJMIIDD88u9TMeoQ5aHq9nikOin0sJIk9bYom4/7McRwuXLiA559/Hl1dXTh79ixuv/12hEIhHDp0CH6/H/fddx/WrVuH2267raTuJRmShEzeZMjIJo4dO4aOjg5s3rwZo6OjWLt2LWw2G6677jrRhZwwV0atVjPHymKfeFMB9X64XC74fD7Wv2QwGBAOhyf0tRR6NSmXIPc9qshFIhHm+qnVaiVDQshRzuFwsGiHbBmyJBPUze954+fwud1ulJeXMxIiB6onB6qeOZ1OUSInlFFXV1ez6koq4dnFilKQjpOxUCq5qxzHYWBgANu3b8eWLVuwb98+3Hzzzdi4cSPWrVsHtVoN4Epm27Zt27Bt2za43W689NJLuPnmm3P6GWXI4EEmbzJk5ALRaBR79uxBR0cHtm7dioaGBmZ0Mn/+fNHzqFfDbrfD6/UyElIIzfWZBr9Z3+VyJd3jIXSU40cPSL2aJAWI5V5ZLJa8yAKJsDmdThaeToQt2zviiapvicxKIpFIDJGjQHWz2ZyRsOdSAJ/I9fX1obq6GuXl5RgdHZ1gYCRfz/gQBlprtVpG5ArRtEk4ttO4lCjewe/345VXXsGWLVvw+uuvY/HixdiwYQPWr1+PadOmJbx3OI7DoUOH0NraioaGhmx9LBkyJoNM3mTIyDWCwSBeffVVdHZ2YteuXZg7dy7a29vR3t6OadOmiZ4Xj4RYrVZotdqiJSGZdFejapLdbofT6UQ0GmXRA3JvUnIgSRJ9HyQLtFgsWa0mCSswDQ0NrAKTSwlTuuSND36gOlWK6LPIva7ioB5hqqhzHAeVSoVAIIC6ujqmTpBl5slB2Beq0WgYkZOyLDDehqbVak2oqgiHw3j77bfR1dWFnTt3wmg0Yv369XjooYcwd+5ceeyXUWiQyZsMGfnE8PAwXnjhBXR0dGD37t24/vrrYbPZsGbNGibbECIdiUghgR+Y63Q6s5JrRJIZqiapVCp55z5F8GWB1FtCRC4TJEToRkhh4/lcoGeCvPFBhgrUo1VTU8M+oyz5myjfpfBsvnxXSOylcJ8UGgKBALsPSX5MBj9SIHLUSmC32zEwMMByORO1EkSjURw6dAhdXV3Ytm0bwuEwHnjgATz44IO47rrrCn7D8+2338aTTz6JgwcPwm63TxoP9aUvfQnPPPPMhL8vWLAAx48fBwA89thj+OlPfxpz3Gw2T8hhk5F3yORNhgypwG6347nnnkNnZyeOHTuGu+66CzabDXfccYeopIXjOPT3909ozrZYLAW1+CNCSkQgGAzCaDQys4xsSkSJhJDJBPXMWCyWvIcIFwqomkSubmS4k6pbILmH8g0npBLoDGSevPEh9c+eS8RTGSRjnCMTuamDjH9cLheTJdP1z+U1jBcJY7VaE5rPcByHs2fPYsuWLdiyZQsuX76M++67Dxs3bsTtt99eVD3jr776Kvbu3Ytly5Zh3bp1k5K3oaEh+P1+9u9wOIwlS5bgm9/8Jh577DEA4+Rt69at+Otf/8oeV1ZWBqPRmLXPISMtyORNhgwp4uOPP0ZnZyeeffZZ9Pf3Y82aNbDZbLjhhhtEFy+0gLbb7fB4PKivr2dSIin2M1AvFRG2cDjMCJtOp8tLTx9VQux2O6v2EJGT4jWUIoiEOByOmGsoJnEspOpTNskbH1KsOmYbfr+fEbZMRFbIRG7qoP5Sl8vFriERuWxsKPDjc/iKiETxORzHwe12Y9u2bdiyZQs++ugjfP7zn8fGjRuxZs2akpAiKxSKScmbEDt27MDatWtx7tw5zJgxA8A4eduxYwcOHTqUrbcqIzOQyZsMGVIGx3HYt28fOjo6sGXLFlRWVuKBBx6AzWbD4sWLReV9FEhKLnwUSmsymfIa3kqTMy2qyMXQZDJJzo5eeA0pK0x2/UweYllbBoOBVVoLqe9LjLxlkrgJIZV+v2wgV+HZMpGbOugaulyumFB1k8k05U0WksY6HA5EIpGkepFHRkbw0ksvYcuWLXjzzTdx9dVXM+MRo9FYUtL3dMjbvffei7GxMbz++uvsb4899hiefPJJqNVqVFZWYvny5fj5z3+OWbNmZeNty0gfMnmTIaNQEAqF8MYbb6CzsxM7duxAS0sLc6xsbm4WPS8QCMDhcMBut8Pn88FoNLIFdC7IEt9owOl0guO4mAqblAibGAKBAFtklrrrZ7rw+/04d+4cXC4XQqEQlEoldDodWlpaoNFoCmaxtW7BoxP+lk3yxofQaZN6k6RaXY8H2hShz5DpPL5kXl8mclMDVYaJyNXU1LCKXLKbL8JKq9FohNVqTbiJFwqF8Oabb6KrqwsvvfQSGhsbsWHDBjz4/7N332FRnGv/wL+ACigo7MIWiCDRWMDEACoqAUvUWAMI7lCMmm6Sc96UN79Uc46JJYmcWE5OsKWYuCvsUuw1alCjmBijRhEVC8GyhQ5LW9id3x95Zw51BaXswv25rnNdx3GGzAwrzHee57nvuDgMHDjQan6GtLXWhje1Wo3+/ftj69atkMlk/PZ9+/ahoqICgwcPhlarxbJly3D58mVkZmZCKBS21+mT1qPwRog10uv12LFjB+RyOQ4fPoxRo0aBYRhERESY/SGr1+uhVqv5N5xcxcq2fng2mUx8YNPpdGBZlv/lbu3VMSsqKviHDq76pUQisbiRQ0tQdz1h3RL5Li4uKCsrg06nQ1lZGYRCIR+GO3NkuCU6M7zV1d5NydtSa6fSdhQKcg+O+97qdDrk5+fzo+gikahR8Sfu5YNarUZJSQkEAgGkUqnZf/cmkwmnT5+GUqlEWloaevToAZlMhri4OAQGBtLPXLQ+vH366af44osvcPfuXbM/K8rLyzFw4EC88847eOutt9rqdMmDo/BGiLXT6XRQqVRQKBQ4c+YMpkyZAoZhMGPGjGbXJXCjYVwVNzs7O35tl7Oz832dR90y8jqdDjY2Nnxgc3Fx6XK/ZLk2BnWn+1hiI+uO1rA5Nbdupbnm1FwY1mq1/Bv4tqws2taamjrZGeGtLq7sOzf90BKm+DbXPNtSCwFRkHtwtbW1yM/Ph06nQ15eHhwcHPgpsMXFxSgoKOD7MpobLWZZFlevXoVSqURycjLy8/MRERGBuLg4TJw40eJf8HS01oQ3lmUxePBgzJo1C6tXr77n/lOmTMGgQYOwbt26tjhV0jYovBHSlVy/fp0vdHLnzh2EhYVBJpNhwoQJZt9sFhQUQK1W81W9uIesez20mEwmFBYW8mshbGxs+Leu3SnANAzDtra29cJwV78PXHDnKnZy/d/EYnGr2lfUDcMGg6HFVQY7kiWGt7oqKyv5aYllZWXtto6sKQ0/Bw2bZ1sLCnIPhgvuubm5KC4u5nvyicVieHp6NvkzgWVZaDQaJCcnQ6VSITMzE9OmTUNsbCxmz55tkYHfUrQmvKWnp2PixIm4cOEChg8fbnbf6upqDBw4EC+99BL+8Y9/tNXpkgdH4Y1Yt4SEBMTHx0OtVsPPzw9r1qxBSEhIs/uvWbMG69atQ25uLtzc3BAVFYVPP/3U6hf+N8SyLH7//XfI5XIkJSUBACIjIxEdHQ1/f/9mH6a5fjoajQaFhYXo168fX7GSe/Djwh4X2Ozs7OqNsHX1oHIvXKDlHmCttX3DvTQcabW1teUfcB+06Xnd/l4ajQYmk8liRjUbhjdLCm4NceuKtFot9Hp9u0xPbfjiwsbGpkv1nTQYDHzlTwpyzePavXCVIgHwlSJ79+7Nv+S7desW3nrrLYSGhmLu3LkIDAzE7t27oVQqcfz4cYwbNw4xMTGYO3cuBAKB1X9+2oter8e1a9cAAP7+/li1ahUmTpwIgUAALy8vvP/++7hz5w5++OGHesc988wzyM7OxqlTpxp9zbfffhuzZ8+Gl5cXdDodli1bhqNHj+LChQt8RUpiESi8EeulVCrxzDPPICEhAcHBwdiwYQO+/vprXLp0qckCHgqFAs8//zy+/fZbjBs3DlevXsXChQvBMEyLpg9YK6PRiJ9++gkKhQKpqamQSCRgGAYMw5itIsVVglOr1SgtLUXfvn1ha2sLvV6PHj168IHtQR/Uu7KG/c/69OnDP9ha4wsDrrk5F9gA8A+y7RXcuZYSXDjg/psSiaRTPnvWFN7qKi8v50fkuFL8YrH4voruWHK4bk8U5BrjevKp1WrU1NTwn4Pmgld1dTVSUlKwdetWnD59GrW1tXByckJkZCTeffdd+Pj4dNnPT1viRtAaWrBgATZv3oyFCxciJycH6enp/N+VlJRAKpVi7dq1ePHFFxsdGx0djWPHjiE/Px/u7u4YM2YMli5dCl9f3/a8FNJ6FN6I9QoKCkJAQEC9udjDhg1DeHg4Pv3000b7/+1vf0NWVhYOHz7Mb/vf//1f/Prrrzh+/HiHnHNnq6ysxO7du7Flyxbs378fjz/+OBiGQWRkJEQiUb19y8vLkZeXh7KyMuTl5fG/ULkHNQ8PD6svPtKRuAptarW6Xtl8SywwUVdT1UK5B9aOflBvbnpmR09PrVu0xFrCW116vZ7/flZWVrZ4nSE3rVWr1fLNs7kH9e72c6A7B7nq6mo+uHPVd6VSqdnPj9FoREZGBpRKJbZt2wYnJyfMnTsXPj4+OHv2LLZv3w57e3tERkYiKioKTzzxhEWueSXEAlB4I9bJYDCgd+/eSE5ORkREBL/99ddfx7lz53D06NFGxyQlJWHRokU4ePAgRo8ejRs3bmDmzJlYsGAB3nvvvY48fYtQWFiI5ORkKBQKZGRkYOLEiYiIiEBNTQ12796Nn3/+GS+99BKeffZZiEQi9O3bFwBQWlrK/+IG0KWmSHWUhv2tLK3aYt0G6lqtlg/sllQttGElS3t7ez7Itff6KmsPbxyu6A73fa6uruaDnFAohJ2dXZs3z+6KukOQ46bUcy+fXFxc+JdPza2lZFkWly5dQlJSElJSUlBWVobIyEjExcUhJCSk3uenpqYGR48eRUpKCtLS0vDCCy9gxYoVHXV5hFgTCm/EOt29exeenp44ceIExo0bx29fsWIFvv/+e1y5cqXJ47788kv87//+L1iWRW1tLV555RUkJCR01GlbpPLycnz//fdYv349MjMzIRAI4Ofnh1mzZuH55583WxGMW9ul1Wq77Nqu9tZUv6OO7MPH4dascKNatbW19abCWUJga07D6alc0R2xWNwuhQ66Sniri5sKyb1UMBgMsLOzQ21tLV/0RCQSWcTLBUvWlYJcw4qhvXv3hlQqNTvtm2VZ3L59my88kp2djZkzZyI2NhYzZsxo0XRxo9GI8vJy/oUhIaSeVoc3+qlNLEpTFauaG/1JT0/H8uXLkZCQgKCgIFy7dg2vv/46pFIpPvroo444XYtRUVGBXbt2ITk5GXv37oWXlxfmzp0LuVwOlmWhUCiwdu1afP7555gzZw4YhkFQUFC9e2tjYwOhUAihUIihQ4ciPz8farUaN2/e5Ps4SSQSq2ke3FkcHR3h4+MDHx8fflra1atXkZmZec/1Iw+q4QN7bW0t3N3dMWzYMKuaCmdnZ8c/INftKXb9+nWL6Slm6Wpra1FaWorS0lJUV1fDyckJPXv2RHl5OUpKSmBvb49evXpZ1eeiM/Tq1Quenp7w9PSsF+SuXbtmFUGOW9fKvZTr0aMHpFIpgoKCmh3R5qZWb9u2DSqVChkZGQgNDcXrr7+OyMhIuLi4tOoc7OzsLCa4HTt2DPHx8Thz5gzUavU9qzo2txYtKysLQ4cO5f+cmpqKjz76CNevX8fAgQOxfPnyerOICGlLNPJGLML9TJsMCQnBmDFjEB8fz2+Ty+V46aWXoNfru9UDyc2bNzF79mxERUUhKioKfn5+jcKByWTC8ePHIZfLkZKSAldXV8hkMjAMgyFDhjT7tWtqavgwUFxcDFdXV0ilUnpr3wrNFemQSqUPPD21bn86rVZrsSX52wL3WdRqtW26zpAbebP2UbeWNM+2him01oBrUK3T6SxyRK5uARqj0cj/vDFXFKiyshL79+9HUlISDh48iOHDhyMmJgbR0dHw9PTsEtPo9+3bhxMnTiAgIACRkZEtDm9XrlypF0DrFgbKyMhASEgIli5dioiICGzbtg3/+Mc/8PPPPyMoKKjdr4lYPZo2SaxXUFAQAgMD60179PX1RVhYWJMFSwIDAzF58mR8/vnn/LbExEQ899xz0Ov1tH7DjOrqauzbtw8KhQK7du2Cr68vZDIZ5s6dC6lU2uxxVVVVfCWyzpwSaM3aoncWy7J8Vbjm1jZ1ddw6Q61Wi5KSEggEAr4nYWv7n3EVJ60xvBmNxnprBVszxbRh8RoA9YJcV3hY7wiWEuQaTtnmRvrNvcQxGo04fvw4lEolduzYAaFQiOjoaMTFxWHYsGFd+jPQkn5qXHjj1gU2hWEYlJaWYt++ffy2adOmwdXVFYmJiW1+3qTLofBGrBfXKmD9+vUYO3YsNm7ciE2bNiEzMxPe3t6YP38+PD09+SC3ZMkSrFq1Chs3buSnTb7yyisIDAyEUqns5KuxHiUlJUhLS4NCocDRo0cREhICmUyGsLAw9OvXr9nj9Ho91Go1Pz2Pe7NLveFarqk1KOYaqt9vVcGujmtkrdFooNfr65XNb+nocKTvh1YT3ur2HszLy2uT5tl1p9fpdDrY2Nh0agsHa9UwyPXt25cPxO0R5AwGA//Z515iSKVSs599k8mEP/74A0lJSUhNTYXBYMDcuXMRFxeHsWPHdpsXca0JbwMGDEBVVRV8fX2xePHielMpvby88Oabb+LNN9/kt61evRpr1qzBn3/+2a7XQLoEWvNGrBfDMCgoKMAnn3wCtVqN4cOHY+/evXwzydzc3Hq/VBYvXgwbGxssXrwYd+7cgbu7O2bPno3ly63jAcxS9OvXD88++yyeffZZ3LlzB0lJSdi4cSPefPNNTJ8+HQzDYOrUqY3Wujk5OeGRRx7BoEGD+Ka+58+fh52dHf8g6ezs3ElXZR1sbW0hEokgEon4KW9qtRrXr19H3759+XvI9WLjqgM+/PDD99XPq6tydHTEgAEDMGDAAL7/2c2bN3Hp0iV+dNjaRyQbNs/mmqgHBAS0SWVYGxsbCAQCCAQCDB06lA9yZ8+e5dcgUhXae+vVqxceeughPPTQQ3yQ49bItVWQMxqN/M+KgoIC/mfFiBEjmp0+zLIscnJyoFKpoFKpcOvWLcyePRvr16/HU089ZdHtTTqTVCrFxo0bERgYiOrqamzZsgVPPvkk0tPTERoaCgDQaDQQi8X1jhOLxXwFZ0LaGo28EUKalJWVBblcjsTERBQXFyM8PBwMwyA4OLjZN7NcuXe1Wt2ikSTStJKSEty8eROFhYUwGo3o2bMnRCIRfHx86D62ArcWkKu2aG19zOpWDOXWp3V0T76Go3yd1YvP2tUNckVFRa0OcnW/DzqdDvb29nylyOamx7Isi4KCAqSmpkKlUuHMmTOYNGkSYmNjERER0e1frrVk5K0ps2fPho2NDXbu3Angr8D+/fffIyYmht9HoVDg+eefR1VVVZueM+mSaNokIaRtsSyLjIwMyOVyqFQqODo6Yu7cuYiOjsbw4cObPa7uSFJhYaHVNLHuLA2n/gmFQojFYvTt25efWlleXk59ue4DF4K4+8sV6eDaJlhaALHU0NmwF1+vXr3q9eKztPtoqVoa5LjPrVqt5tckSiQSSKVSs8G5vLwcu3fvhkqlwuHDhxEQEICYmBgwDAOxWEzfp/9zv+Ft+fLlkMvlyMrKAkDTJskDo/BGCGk/NTU1OHjwIBQKBbZv346BAwdCJpNBJpOhf//+zR7XVBNrbl1Gdw4gVVVV/H0pKyvj+2+5u7s3WXSDK1Ki0WhQXV1tMQ/11qSpIh2WsLaroqKC/yxYQ/PshoVSHBwcOqypelfSVJBzdXXlex3W1NS0qMVITU0NfvrpJyiVSuzevRseHh6IiYlBXFwcBg0aRIGtCfcb3qKiolBYWIgjR44A+GvJR1lZGfbu3cvvM336dLi4uFDBEtISFN4IIR1Dr9dj+/btkMvlOHz4MMaMGQOGYRAeHg6BQNDscRUVFXzFyu4YQKqqqqDT6fgg6+rqyldJbOmIJNfPjXsjz02nu1cpcFJfw8qfPXr04EeHO2JKIBfetVot/1KDC+/W1IaDW4Ol1WqRn58PR0dH/j726dOns0/PKlRXV+POnTu4c+cOP9Wud+/e8PDwaLZyqMlkwpkzZ6BUKpGamgpbW1vIZDLExcVh5MiR3eLnaWvp9Xpcu3YNAODv749Vq1Zh4sSJEAgE8PLywvvvv487d+7ghx9+AACsWbMGAwYMgJ+fHwwGA+RyOT777DOkpqZizpw5AICTJ08iNDQUy5cvR1hYGHbs2IHFixdTqwDSUhTeCCEdT6vVQqlUQqFQ4Ny5c5g6dSoYhsH06dObXc9RN4BwC7vbqveZpWlY1v5+AltzmmrCW7fyYFe6j+2p4ZRAe3t7PoC05UgSN9LC9U10cXGBRCJpk8+CJeCmS3NBrk+fPi1uXdDd1NbWQqfTQa1W86XouXvFsiw/Irdt2zYcOHAAs2fPRmxsLFiWhVKphEqlgk6nQ3h4OOLi4vDkk09aVejvDM013V6wYAE2b96MhQsXIicnB+np6QCAlStXYuPGjbhz5w4cHR3h5+eH999/HzNmzKh3fEpKChYvXowbN27wTbq5cEfIPVB4I4R0ruzsbCgUCmzduhUajQZhYWFgGAbjx49vdvoXy7L1FuP37NmTX4xvrW/uuRLeWq0WxcXF/Jo/kUjUqHJnW6kbQHQ6HT8CYq6oAWmMm7Km0WiQn5/fqt5pTWnYPJurDigSifjm2V1RTU0NH+QKCgrg5OTE38fuWniHaw+iVqvrhVuJRNLsZ0GtVuPbb7/Fzp07kZWVBZZlMXToULzyyit49tlnrfZnJCEEAIU3QoilYFkWv/32G+RyOZRKJWxtbREZGYno6Gg8/vjjzY4IcQ/O3MONs7Mz/3DTXqGnrTRcv9KvXz9+hK2jH9IblhO3pvtoSRoGL+4+isVis9/T5gJgd628WlNTw//b4PqfcZUzu3KABZoeHedeTpkb1S0tLcXOnTuhUqlw9OhRjBkzBk8//TR69OiBvXv3Ij09HSNHjoRMJkNUVJTZdceEEItF4Y0QYnlqa2tx5MgRKBQKpKWlwcPDAwzDgGEY+Pj4NHtcTU0NX8ShuLgYrq6ukEqlEIlEFjM9yBoeShvex7rTs5oqjEKa1lQ4r1tBtWE59169ej1w8+yuqLmXHGKxuMu8WGBZFnq9np8W3tJ1qQaDAQcPHoRKpcLevXvx8MMPIzY2FjExMRgwYEC94/Ly8rBt2zYkJycjPT0dv//+Ox599NGOukRCSNug8EYIsWwVFRXYtWsX5HI5Dhw4AH9/fzAMg8jISLi7uzd7XFVVFV/opKKigm++7Obm1uEL8xtOB3N2duYfPi19VKVhhUuq/Hl/6lZQLSkpgb29PWpra2FnZwepVMq3eaA1h+ZVV1fzawBLSkrg4uLC/1uyxjWAlZWV/M+pyspKviCTUCg02x8zIyMDSqUS27ZtQ+/evcEwDOLi4szOUqgrLy8Pbm5u9HkjxPpQeCOEWI+CggIkJydDoVDgl19+waRJk8AwDGbNmmV2HQfXB0utVqO2tpYvUd6ePbsaTp9zcnLiHzKtdT0ZV/lTo9GgqqqKD8TmHjRJ4+bZRqMRffr0gcFgQGVlJX8fKRC3TltUYu0M3PpWLoAKBAL+hUhzMwRYlkVWVhaSkpKQkpKC0tJSzJkzB3FxcQgNDbX6z82xY8cQHx+PM2fOQK1W37Mkf1paGtatW4dz586huroafn5+WLJkCZ566il+nyVLluDjjz+ud5xYLOYLXhFipSi8EUKsU05ODrZu3YqtW7ciJycHs2fPhkwmM1tBjWVZlJSU8CXz7ezs+Glqzs7OD3xOtbW1yM/P5yvnceuWRCJRlyoSwE3x4oKc0Wi06CbWnaXuPaqpqeFDWt02F+Xl5fyDfN0gJxQKrf6BvCM11QORC3KWMNW34ZpSrgiNRCJpNmiyLIs7d+4gJSUFSqUSV69exYwZMxAbG4sZM2ZY/Kh9a+zbtw8nTpxAQEAAIiMj7xne3njjDXh4eGDixIlwcXHBd999h3/961/45Zdf4O/vD+Cv8JaSkoJDhw7xx9nZ2ZmdsUGIFaDwRgixbizL4o8/sTWfjQAAIABJREFU/oBcLkdiYiIMBgMiIyPBMAxGjRrVbJBoWGnxfgtENCw04ejoyI/sdaXA1hyuiTU3qmRra8uv1emI3meWhhud1Gq19abr3iuMcYGYCyDNhT1yb5WVlfx91Ov1EAqFfJDryLWvDdc0Ojg4tKiaa3FxMbZv3w6lUomTJ0/iiSeewLx58xAZGQkXF5cOO//Ocr/NsP38/MAwDP7xj38A+Cu8bd++HefOnWuP0ySks1B4I8QaJSQkID4+Hmq1Gn5+flizZg1CQkKa3b+4uBgffvgh0tLSUFRUBB8fH3zxxReNes9YO6PRiGPHjkEulyM1NRVCoRAymQwMw2Dw4MHNHsdNcVSr1SgsLGxUWKKp/07dHl/cQ1lb9/iyNg0fVrneZ109yDa1LvBBmmc3nGZpMploZPM+VVRU8N+biooKPsi1V2Nz7nvHje7b2NjUG91v7ntXVVWF/fv3Q6lU4sCBAxg2bBhiYmIQExODhx56qFt9z+8nvJlMJgwYMADvvPMO/va3vwH4K7zFx8ejX79+sLe3R1BQEFasWIGHH364vU6dkI5A4Y0Qa6NUKvHMM88gISEBwcHB2LBhA77++mtcunQJXl5ejfY3GAwIDg6GSCTCBx98gIceegi3bt2Cs7MzRowY0QlX0DGqqqqwd+9eKBQK7NmzB35+fnyJbKlU2uxxBoOBn+pWWlrKF+gQCoUoKiqCVqtFXl4eXxmQC2zd6eGqJRqOSLakP5U1adg8m1tv1dYVORuObHJhQCwWm61CSBorLy/n72NlZSXc3Nz4IkYPOkW1vLycrxRZU1MDkUgEqVRqNmwbjUb8/PPPUCqV2LFjB1xdXcEwDObNmwdfX99u+729n/AWHx+Pzz77DFlZWRCJRAD+mopZUVGBwYMHQ6vVYtmyZbh8+TIyMzMhFArb6/QJaW8U3gixNkFBQQgICMC6dev4bcOGDUN4eDg+/fTTRvuvX78e8fHxuHz5skWs/egMxcXFSE1NhUKhwPHjxxEaGgqZTIawsDD07du32eP0ej1u3ryJvLw8GI1G2NnZwc3NDd7e3lQZsBW4aptqtbrJkvnWora2lg9sXJsH7jo6omS9yWTi+3/pdDr06NGjXmsB+jy2HLceUavVorq6mg9yrVlryI24qtVqlJeXtygMsiyLCxcuIDExEampqaiqqkJUVBTi4uIQHBxM02PR+vCWmJiIF154ATt27MDkyZOb3a+8vBwDBw7EO++8g7feequtTpeQjkbhjRBrYjAY0Lt3byQnJyMiIoLf/vrrr+PcuXM4evRoo2NmzJgBgUCA3r17Y8eOHXB3d0dsbCzefffdblkQ4fbt20hKSoJCocDly5cxY8YMREdHY8qUKejVqxeqq6uxa9cunDt3ji9+wo2ulZaWQqvVAgC/rotCXOvULZlfWlraokp7nclSm2fXXbOZl5fXbaaotrW6xXe0Wi0MBgNEIhHEYnGTVVS5Po0ajQZFRUVwcXHhe0k293KMZVn8+eefSE5Ohkql4gssxcbGYtq0aVb1AqMjtCa8KZVKPPvss0hOTsbMmTPvuf+UKVMwaNCgei8/CbEyrX7gsLzfrIR0I/n5+TAajRCLxfW2myt/fOPGDRw5cgRxcXHYu3cvsrOz8dprr6G2tpZf2N2dPPTQQ3j77bfx9ttv49KlS5DL5fh//+//obCwEIMHD8bVq1fRq1cvzJ49G48//jhcXFz4cObh4YEhQ4bw67p+//139OzZE1KplB6aW8je3h5eXl7w8vLie1zl5OTg0qVLndqLry4uGGm12npr9wYOHGgxaxptbW3h7u4Od3f3egHz1KlTFhMwrYGNjQ2cnZ3h7OyMQYMG8S9oLl++jNraWohEIri7u8NkMvFVZLkpwH5+fs1OAWZZFoWFhUhLS4NKpcLp06cxceJEvPPOO4iIiDA74k9aJjExEc899xwSExNbFNyqq6uRlZVldn04IV0RhTdCLEDDkR6WZc1WVRSJRNi4cSPs7OwQGBiIu3fvIj4+vluGN47RaIRWq0VhYSHKy8vRq1cvsCyL/v3780Un7t69C1dX13rH2djYQCgUQigUYujQofxDc0ZGBpycnPgg1xHT6Kydo6MjfHx84OPjw49+XL16FZmZmXyBDoFA0CEjmyzL1puSaGtrC4lEgpEjR1p81Uw7Ozt+vR03tVOr1eL69evo27cv/3ddYa1he7KxsUG/fv3Qr18/DBo0CLdv38bt27dx9+5dAICzszOGDBkCDw+PZl8uVFRUYM+ePVCpVDh06BAef/xxxMTEICUlBRKJxKI/R51Jr9fj2rVr/J9v3ryJc+fOQSAQwMvLC++//z7u3LmDH374AcBfwW3+/PlYu3YtxowZw7+8dHR0RL9+/QAAb7/9NmbPng0vLy/odDosW7YMpaWlWLBgQcdfICGdiMIbIZ2IW0vRcJRNp9M1Go3jSKVS9OzZs94UyWHDhkGj0cBgMHTLKTtLly7FV199BZZlERUVhZSUFDzxxBOws7ODwWDAwYMHIZfLMX78eAwaNAgymQwymQwPPfRQva9T96G5pqaGnw6YnZ0NV1dXfjpgd11r2BpOTk4YNGgQBg4ciJKSEmg0Gly8eBEA+NYLbV2go25VR41GA5ZlIRaLMWLEiHojrtakR48e8PDwgIeHB19URavVIjs7Gy4uLvzntTv+u78XbgolV3jEZDJBIpFg2LBhYFkWOp0O169fx86dO3Hq1CnIZDJMmzYNAJCeng6lUoldu3ZBIpEgOjoaq1atwuDBg63yc9TRfvvtN0ycOJH/M7cmbcGCBdi8eTPUajVyc3P5v9+wYQNqa2vx2muv4bXXXuO3c/sDf02Rj4mJQX5+Ptzd3TFmzBicOnUK3t7eHXNRhFgIWvNGSCcLCgpCYGAgEhIS+G2+vr4ICwtrsmDJBx98gK1bt+LGjRv82+K1a9fi888/598odzepqalwdXVFaGio2XVWZWVl2LZtG+RyOX766SeMHTsWDMMgPDy80YhcXVVVVXwg4AoZSKXSTp8OaG0aFujo2bNnvQId96usrIxf48RVBuTK8HfV709Taw25dgbd/eUCN31XrVajsrKS/zw0teaNZVn8+uuv+Oqrr3Do0CHY2NjAaDSiR48eiI2Nxbx58zB69Ogu+zkihHQ6KlhCiLXhWgWsX78eY8eOxcaNG7Fp0yZkZmbC29sb8+fPh6enJx/kbt26BV9fXyxcuBB///vfkZ2djeeeew7/8z//gw8//LCTr8Z6aDQaKJVKKBQKnD9/Hk899RQYhsH06dPNTkfjpgOq1WrU1tbyo0jUr6t1TCYTP0U1Ly+v1eu6uObZGo0GlZWVFrO+rjM0bGLNVUl0d3fvNkWMDAYDXymSawlyr958LMvi+vXrUCqVSE5OhlarxaRJk1BVVYVff/0Vjo6OmDt3LhiGQVBQEP37JoS0BwpvhFijhIQErFy5Emq1GsOHD8fq1asRGhoKAJgwYQIGDBjATx0BgIyMDLz55ps4d+4cPD098fzzz3fbapNt4erVq1AoFNi6dSvy8vIQFhYGhmEQEhJitkR4SUkJ37yXW1MllUqpzHsrNWyq3lzJ/rZunt0VlZeX8/eobqhtTcl8a2E0GvlKkQUFBejbty+kUqnZaaTcdMnU1FQolUqcP38eU6dORWxsLMLCwvgiRTU1NTh8+DBUKhW2bduGvn37YufOnV26lyYhpFNQeCOEkPvFsixOnz4NuVwOpVKJHj16ICoqCgzDYMSIEWaLyHBl3nU6HRwdHflCJ1QdsHW4ERSNRoOSkhL069cPjo6OqKioQGlpKVxdXSGRSMyWcif/Xe/F3cuamho+yAkEAqsdnTSZTCgsLIRarUZeXh4cHBz4EdvevXs3e1xZWRl27doFlUqF9PR0jB49GjExMZDJZHBzczP7ssVgMODHH3/EhAkTqAItIaStUXgjhJC2UFtbi8OHD0OhUCAtLQ39+/cHwzCQyWQYMGCA2ePqjiJZawPrzsQ1Ab979y6Kiopga2sLlmUhEAjg6elptmkyaaxuIRetVstXrLWW6b7cKDc3TZYb5ZZIJGYrhxoMBhw6dAgqlQp79uyBt7c3YmJiEBcXBx8fH4u/bnOOHTuG+Ph4nDlzBmq1ukV91I4ePYq33noLmZmZ8PDwwDvvvINFixbV2ychIQHx8fFQq9Xw8/PDmjVrqBQ/Ie2LwhshhLS18vJy7Ny5E3K5HD/++CMCAwPBMAzmzJkDNze3Zo8zGAz8A2fddTgikYjCRwMNm2dzvbfEYjEcHR1RXl7O38vq6up6rQesdRSpM7Asi+LiYj7I2dra8us2La1BfXl5OV8pkitEI5VKzQZOk8mEX375BUqlEmlpaXBwcIBMJkNcXBz8/f27zGdl3759OHHiBAICAhAZGXnP8Hbz5k0MHz4cL774Il5++WWcOHECr776KhITExEZGQngv+uvExISEBwcjA0bNuDrr7/GpUuX4OXl1VGXRkh3Q+GNEELaU35+PlQqFRQKBU6fPo0nn3wSDMNg1qxZZqdt1S2wUVVVReED9aeb5uXl8c2zzTVIZ1kWZWVl/FpDk8nEhw9rbQfQWRpW/+zRo0e96p+dcS+5dY1qtZqv7MoVojG3/vTy5ct84ZHi4mJEREQgLi4OEyZM6PIvSmxsbO4Z3t59913s3LkTWVlZ/LZFixbh/PnzyMjIAPBX5eOAgACsW7eO32fYsGEIDw9vsvIxIaRNUHgjhJCOcvPmTb7QSW5uLp5++mnIZDJMmjTJbIU7rrR93d5T7dH3zBI1bJ7N9da71xS4e30trVZrEeHDWnHVP7VabYuDdFupqanhC48UFRW1aF0jy7K4e/cuUlJSoFQqcfnyZUyfPh2xsbGYNWtWt1pr2pLwFhoaCn9/f6xdu5bftm3bNshkMlRUVIBlWfTu3RvJycmIiIjg93n99ddx7tw5HD16tF2vgZBurNW/qKg8FyGE3CcfHx8sXrwYH374Ic6dOwe5XI7XXnsNtbW1iIyMBMMwGDlyZL0QYWNjg759+6Jv37545JFHUFRUBLVajbNnz/J9z6RSaZcqjFB3zZJWqwXwV6Puxx9//IECq42NDQQCAQQCAYYOHcqP4nFl3ltSyIL8xdbWFiKRCCKRCEajEXl5edBqtTh16hT69OnDB+y2CkVcWFSr1fWmyfr5+Zlt1VFcXIwdO3ZAqVTixIkTCA4OxquvvoqoqCgIBII2ObeuSKPRQCwW19smFotRW1uL/Px8sCwLo9HY5D4ajaYjT5UQcg8U3ggh5AHZ2NjA398f/v7+WLlyJY4ePQq5XI6nn34a7u7uYBgGDMNg0KBBjY6rGz64NV/cAzNX9tzcw6yl4qodciOMtbW1EIlEGD58eLs0z7a1tYW7uzvc3d358KFWq3Hjxg04Ozvz6+es8V52NDs7Oz74csVjNBoNrl+/zrdxEIlErb6X3EipWq2u16R94MCBZpu0V1VV4cCBA1AqlThw4ACGDBmCmJgY/PDDD+jfvz+NsLZQw/vEzbyysbGp9/8b7kP3lxDLQuGNEELakJ2dHSZNmoRJkyYhISEBe/bsgUKhwKhRo/Doo4+CYRhERkZCIpE0Ok4sFkMsFvPTyNRqNbKzs62qPH5TfcaGDBnSoc2zG4YP7nyys7Ph4uLCBzlLv5eWoGfPnvDw8ICHhwcMBgM/vfHq1av8vRSJRGb7qun1er7wCDdN2N/f3+yoq9FoxIkTJ6BUKrF9+3b069cP0dHRWLZsGfz8/ChQtJJEImk0gsatcxQKhWBZFnZ2dk3u03A0jhDSuWjNGyGEdICioiKkpqZCoVDg559/xoQJEyCTyfD000/D2dm52eOqqqr40SuugINUKu3QMHQvdc9Rr9fzRSbc3d0tqlhEU02+pVKpxZ2nNaiurubvZWlpKQQCAf8979mzJyorK/nAVlVVBXd3d0ilUrMFeliWxcWLF5GUlITU1FSUl5dj7ty5iI2NxRNPPGExn3dL09KCJbt27cKlS5f4ba+88grOnTtXr2BJYGAgEhIS+H18fX0RFhZGBUsIaT9UsIQQQizdrVu3kJiYCIVCgezsbMycORMMw2Dy5Mlme8HVnYZYU1PDr0PqjF5dDZtpW9PoINC4+ifXwFooFFJIaKXKykpotVrcvXsXFRUVsLOzg9FohEAggFQqNdsag2VZ5ObmIjk5GSqVCjdu3MCsWbMQGxuLGTNmUG/EZuj1ely7dg0A4O/vj1WrVmHixIkQCATw8vLC+++/jzt37uCHH34A8N9WAS+//DJefPFFZGRkYNGiRU22Cli/fj3Gjh2LjRs3YtOmTcjMzIS3t3enXSshXRyFN0IIsSYXL16EXC5HYmIiysvLERERAYZhMGbMGLMjFE01LZZKpe1aZbHu+qe6DchFIhHs7e3b5b/Z3hquzTMajVbVwLqzGY1GfiplQUEBnJyc0KtXL1RWVvKhWK1WIzQ0lC92wq19S0tLg0qlwi+//IIJEyYgNjYWc+bMQb9+/Tr5qixfeno6Jk6c2Gj7ggULsHnzZixcuBA5OTlIT0/n/+7o0aN48803+Sbd7777bpNNuleuXAm1Wo3hw4dj9erVCA0Nbe/LIaQ7o/BGCCHWyGQy4cSJE5DL5UhOToazszNkMhkYhoGvr6/Z47gqizqdDo6OjpBKpW1WGZAr/sE9nDdsnt2VWFMD687UsD+fg4MD//KgbkDT6/W4desWIiIiUFRUhAkTJmD48OH4448/cPjwYTz22GOIiYlBdHQ0pFIp3V9CSHdE4Y0QQqydwWDA/v37oVAosHPnTgwePBgymQwymQyenp7NHldbW1svaPXt25evWNma6Wf30zy7qzGZTCgsLORDcXe8B3Xd72hvbW0t0tPTIZfLceXKFVy9ehW2trZ4+umnsWjRIoSEhNA0VUJId0bhjRBiXRISEhAfHw+1Wg0/Pz+sWbMGISEh9zwuKSkJMTExCAsLw/bt2zvgTDtHaWkptm3bBrlcjvT0dAQHB4NhGISFhcHFxaXZ47g1aWq1GqWlpRAKhfwUx6bWH7EsWy+sUMPr/zIajXwbh7o9ySQSSZdvPXA/6yxNJhPOnTsHpVKJlJQUmEwmzJ07F3FxcRg1ahROnDiBpKQkpKSkwN7eHjKZDM888wz8/f07+OoIIaTTUXgjpDt76KGH8MEHH+DVV1/lt508eRKTJ09GVlaWxS065xbIJyQkIDg4GBs2bMDXX3+NS5cuwcvLq9nj/vzzTwQHB+Phhx+GQCDo0uGtLrVaDaVSCYVCgQsXLmDatGlgGAZPPfWU2RDRVHEOqVQKV1dXlJWVNWqeLZFIHqh5dlfGrftTq9UoKiri1/21dnTTkt1PhVOWZXHjxg2oVCqoVCrcvXsXYWFhiI2NxZQpU5osYlNTU4MjR44gKSkJnp6eWLZsWXtfGiGEWBoKb4R0Z1FRUXB2dsZ3330H4K8HqqCgIEyePBkrVqzo5LNrLCgoCAEBAVi3bh2/bdiwYQgPD2+2NLXRaMT48ePx7LPP4vjx4yguLu424a2uK1euQC6XY+vWrSgoKEB4eDgYhjE7DY1lWZSWluLWrVvQ6XQwGo2wsbGBUCiEl5dXuzTP7sqaKpfPtR7o0cO62qhyvQU1Gg2KiopaVD2UZVnk5eUhNTUVKpUKZ8+exeTJkxEbG4vw8HCzjbcJIYQAuI/wRr+lCelCxowZg9OnT/N/3rJlC3Jzc/H+++934lk1zWAw4MyZM5g6dWq97VOnTsXJkyebPe6TTz6Bu7s7nn/++fY+RYs2ZMgQLF26FNeuXcP+/fvh5OSEBQsWYOjQofjggw9w/vx51H0598cff+DLL79EZmYmdDod3N3dMXDgQEgkEhQXFyMrKws3btxAeXl5J16VdbG3t4eXlxdGjx6N4OBguLq6IicnB0ePHsUff/wBnU4Hk8nU2afZLKPRCK1Wi/Pnz+PYsWO4desW3Nzc8MQTTyAwMBCenp5NBje9Xo/ExETMmTMHgwcPRmpqKubNm4fbt29jz549mDdvXpcJbgkJCfDx8YGDgwMCAwNx/PjxZvedMGECbGxsGv1v5syZ/D4LFy5s9PdjxozpiEt5YImJiXBwcMCdO3f4bS+88AIee+wxlJSUdOKZEdK9WNerQUKIWWPGjMG7774LvV4PW1tbfPDBB1i2bJnZJtCdJT8/H0ajEWKxuN52sVgMjUbT5DEnTpzAN998g3PnznXEKVoF7uFvzJgxWL16NQ4dOgSFQoEpU6ZAKpXC19cXly5dQk5ODkJDQxEVFQWxWFxv3VvdNV2nTp1Cnz59+EInXX1NV1txdHSEj48PfHx8+HViV69eRWZmJt96QCAQdPpUVK5Mv1qthk6nQ8+ePSGRSDBo0CCzhVhqampw+PBhKJVK7NmzB/3790dMTAwSEhLw8MMPd/p1tQelUok33nij3rTu6dOnNzutOy0tDQaDgf9zQUEBRowYgblz59bbb9q0afzsCABWM902Ojoan332GT799FP85z//wccff4wDBw7g1KlT1N6BkA5E4Y2QLmTkyJGws7PD77//jkOHDkEoFOK5557r7NMyq+FDH8uyTT4IlpWVYd68edi0aRPc3Nw66vSsSs+ePREYGIgbN27gxo0b+PXXX1FZWQkXFxeMHTsWYWFhsLe3b1SwxM7ODmKxGGKxuN70uezsbKtrvm0JnJycMGjQIAwcOJCv0Hjx4kUAnbOmkGVZfm2jRqOByWSCRCKBv7+/2fMwmUw4ffo0kpKSkJaWhl69ekEmkyE9PR0BAQFdfortqlWr8Pzzz+OFF14AAKxZswYHDhzAunXrmpzWLRAI6v05KSkJvXv3bhTeuMql1sbGxgbLly9HVFQUPDw8sHbtWhw/ftxsBVxCSNuj8EZIF+Lg4IARI0YgLS0NGzduxK5duyz2AcvNzQ12dnaNRtl0Ol2j0TgAuH79OnJycjB79mx+GzclrUePHrhy5QoGDhzYvidtwVJSUrBp0yYcOXIEY8eOxbx587B9+3aIRCLk5eVBpVJBoVDg7bffxpQpU8AwDGbMmIHevXvX+zo9e/aEp6cnPD09+cIVt27dwuXLl1tUuIL8l42NDVxcXODi4oLBgwejqKgIGo0GZ8+e5Ue8uGqe7aFhoRqRSARfX18IBAKz6yKvXr0KpVIJlUqFwsJCREREIDExERMmTLC6tXz3i5vW/d5779Xbfq9p3XV98803iI6ObjSimZ6eDpFIBBcXF4wfPx7Lly+HSCRqs3NvT7NmzYKvry8+/vhjHDx4EH5+fp19SoR0O1SwhJAu5u9//zu++uorzJo1Czt37uzs0zErKCgIgYGBSEhI4Lf5+voiLCys0ZvtqqoqXLt2rd62xYsXo6ysDGvXrsXgwYOtZvpRe1izZg2MRiNkMhn69+/f7H43btyAQqHA1q1bcfv2bYSFhUEmk93zwbxhyXiRSMRXrOyKU+bak8lk4qep5uXloXfv3nyQe9DG561tEQH8Fdg0Gg2Sk5OhUqmQmZmJadOmIS4uDrNmzWoU8LuDu3fvwtPTEydOnMC4ceP47StWrMD333+PK1eumD3+119/RVBQEH755ReMHj2a365UKuHk5ARvb2/cvHkTH330EWpra3HmzBnY29u32/W0lQMHDiAiIgIGgwEXL17E0KFDO/uUCLF2VG2SkO7um2++wSuvvIILFy5gyJAhnX06ZnGtAtavX4+xY8di48aN2LRpEzIzM+Ht7Y358+fD09Oz2cqTCxcu7LbVJh8Uy7I4e/YstmzZAqVSCZPJhMjISERHRyMgIKDZQNZcs2aJRAJnZ2cKcq3UVGN1rvVASx/mjUYjdDod1Go1CgsLW9y+oKSkBDt27IBKpcLx48cxbtw4xMTEYO7cuRAKhW11iVaJC28nT57E2LFj+e3Lly/Hli1bcPnyZbPHv/zyyzh58iQuXLhgdj+1Wg1vb28kJSVhzpw5bXLu7eX333/HhAkT8NVXX/FTQpOTkzv7tAixdq3+pdk95j8Q0o0oFAq8+uqrFh/cAIBhGBQUFOCTTz6BWq3G8OHDsXfvXr4fXW5uLk3Payc2NjYICAhAQEAA/vWvf+Gnn36CQqHAzJkzIZFIIJPJwDBMo6moDacCFhYWQq1W47fffoODgwMkEgmkUukDjyB1Fz169IBUKoVUKuVHzbhiJ66urnzrgYbrDU0mEwoKCvim6o6OjpBKpRg2bJjZe19dXY2DBw9CqVRi3759eOSRRxATE4PvvvsOXl5eFL7/T2undddVUVGBpKQkfPLJJ/f870ilUnh7eyM7O/uBzre95eTkYObMmXjvvffwzDPPwNfXF6NGjcKZM2cQGBjY2adHSLdCI2+EdAEmkwl5eXn45ptv8NVXX+HSpUtU/Yvcl8rKSuzevRtyuRz79+/HY489BoZhEBkZafahlRv9qTuCxFWs7M7TWe9XU42yuXup1Wqh1Wr5UU+pVAonJ6dmg5fRaMTJkyehVCqxfft2ODs7g2EYzJs3D48++igFtma0Zlp3XZs3b8aiRYtw586de45gFhQUwNPTExs3bsT8+fPb7NzbUmFhIYKDgxEaGooNGzbw28PCwlBdXY39+/d34tkRYvVo2iQh3VF6ejomTZqEoUOH4rvvvkNQUFBnnxLpAgoLC5GSkgKFQoGTJ09iwoQJiI6OxuzZs80W2bifdVekeXl5ecjJyUFJSQlYloWjoyM8PT3h5eVldh1bZmYmkpKSkJqairKyMkRFRSE2NhYhISH0fWiB+53WHRISAk9PTyQlJdXbrtfrsWTJEkRGRkIqlSInJwcffPABcnNzkZWVZZEtXQgh7Y7CGyGEkLaXm5uLxMREKBQKXL9+HbNmzQLDMHjyySfNthCorKyEWq3mKx66u7tDIpFAKBTSlFgzmhp5k0gksLe350feiouLkZaWhpiYGEyePBm2tra4ffs2kpOMU1gnAAASRklEQVSToVQqcf36dcycOROxsbGYMWOGVRTEsDQJCQlYuXIlP6179erVCA0NBfBXU+4BAwZg8+bN/P5Xr17FkCFDcPDgQUyZMqXe16qsrER4eDjOnj2L4uJiSKVSTJw4EUuXLjVbZIgQ0qVReCOEENK+Lly4ALlcjsTERFRWVmLOnDlgGAZBQUFmC53o9Xo+yHG9xjq655kl43rsqdVqFBcXm+2xx7IsLl26hE8//RSHDh2Cvb09BAIBrl+/jvHjxyMuLg6RkZE0fZoQQiwbhTdCCCEdw2Qy4fjx45DL5UhJSYGLiwtf6MRcCXGWZVFUVAS1Wg2dTtchPc8sldForNc2wMnJiV8r6ODg0OxxlZWV2LdvH5RKJQ4dOoRRo0ZBr9fj8uXLGDBgAGJiYhATE4NBgwZ14NUQQghpJQpvhBBCOl51dTX27dsHhUKBXbt2YdiwYZDJZJDJZJBKpc0ex/U8U6vVyM/PR58+ffggZy68WLPmwqtUKm3U0Lmu2tpaHD9+HEqlEjt37oRQKER0dDTmzZuHoUOHwsbGBuXl5di1axcSExOxf/9+jBgxAp999hkmTZrUgVdICCGkhSi8EUII6VwlJSVIS0uDQqHA0aNH8cQTT0AmkyE8PNzsND5u2qBGo0FRUZHZaYPWhmVZlJWVQa1WQ6vV8tNGpVIp+vbt2+y0UZPJhPPnz/OFR2praxEVFYW4uDiMHTvW7LrBwsJCpKWlYeTIkXj88cfb69IIIYTcPwpvhBBCLMfdu3eRlJQEhUKBzMxMTJ8+HQzD4KmnnjJbQKOqqoqvWFm3YAfXf8taVFRU8IVHqqqqIBKJIJFIIBAImg1eLMvi5s2bUKlUUKlUuH37Np5++mnExsbiqaeesvogy0lISEB8fDzUajX8/PywZs0ahISENLnv5s2b8eyzzzbaXllZWW+EtjVfkxBCLACFN0IIIZYpKysLCoUCW7duRVFREcLDw8EwDJ544gmzI0jl5eV8oZOamhqIRCJIpVK4urpaZKETg8HABzauVQLXbNtcaf/8/HykpqZCpVLh999/x5NPPonY2FiEh4d3uTLyXBn+hIQEBAcHY8OGDfj6669x6dIleHl5Ndp/8+bNeP3113HlypV62yUSyX1/TUIIsQAU3gghhFg2lmVx6tQpyOVyqFQqODg4YO7cuWAYBo8++qjZ40pKSvhgxDWplkgkcHZ27tQgV1tbi7y8PKjVahQWFqJfv36QSCT3bFJeXl6O3bt3Q6VS4fDhwwgMDERMTAwYhoFIJLLIcNoWgoKCEBAQgHXr1vHbhg0bhvDw8CYbYG/evBlvvPEGiouL2+xrEkKIBWj1D/ke7XEWhBBCSHNsbGwwduxYjB07FmvWrMGPP/4IhUKBSZMmwcfHh69Y2bD3lY2NDVxcXODi4oLBgwejsLAQGo0Gv/32GxwcHPgg17t37w65DpPJhIKCAmg0Guh0Ojg6OkIqlWLYsGFwdHRs9riamhr89NNPUCqV2L17Nzw9PRETE4Mvv/wSAwcO7LKBjWMwGHDmzBm899579bZPnToVJ0+ebPY4vV4Pb29vGI1GPP7441i6dCn8/f0f6GsSQoi1ofBGCCGk0/Ts2RMzZszAjBkzoNfrsWPHDmzZsgVLly5FUFAQGIZBREQEBAJBveNsbW3h5uYGNzc3GI1GvtDJjRs30LdvX77cvrlRr/vBjf5xhUe40b/Ro0fDycnJbOGR3377DUqlEmlpabC1tYVMJsORI0cQGBjYrRqW5+fnw2g0QiwW19suFouh0WiaPGbo0KHYvHkzHn30UZSWlmLt2rUIDg7G+fPn8cgjj9zX1ySEEGtE4Y0QQohFcHJyQlxcHOLi4qDT6aBUKqFQKPD2229jypQpYBgGM2bMaDSqZWdnB6lUCqlUCoPBAK1WC41GgytXrkAgEEAqlUIkEj1QoRO9Xg+NRgO1Wo3a2lqIxWI89thjZtfdsSyL7OxsKJVKJCcnIy8vD+Hh4diyZQsmTZqEHj2696/ghveNZdlm7+WYMWMwZswY/s/BwcEICAjAl19+iX//+9/39TUJIcQadZ9XfYQQYqESEhLg4+MDBwcHBAYG4vjx483uu2nTJoSEhMDV1RWurq6YPHkyfv311w48244hEonw97//HadOnUJmZiZGjRqFZcuWwcfHBy+//DIOHz4Mo9HY6LhevXqhf//+GDVqFIKDg+Hq6oqbN28iPT0dFy5cQF5eHkwmU4vOoaqqCjk5OTh16hR++eUXVFRUYMiQIRg/fjx8fX0hEAiaDAsajQZffvklQkNDERQUhMzMTCxbtgx3797F999/j6lTp3br4MZVDG04IqbT6RqNnDXH1tYWo0aNQnZ2dpt9TUIIsQYU3gghpBMplUq88cYb+PDDD3H27FmEhIRg+vTpyM3NbXL/9PR0xMTE4KeffkJGRga8vLwwdepU3Llzp4PPvOMMGjQI//znP3H58mUcOXIEQqEQL730EgYPHox3330XZ8+eRVPFtxwdHeHj44OxY8di9OjRsLe3R1ZWFo4dO4asrCwUFxc3Oq6mpga3b9/Gb7/9hp9//hkFBQXw8vLC+PHj8dhjj0EkEjU5xbG0tBRyuRxhYWEYMmQI9uzZgxdeeAF3797Fjh07EB0dbbYBd3fSq1cvBAYG4scff6y3/ccff8S4ceNa9DVYlsW5c+f4BvBt8TUJIcQaULVJQgjpRA9aIc9oNMLV1RX/+c9/MH/+/PY8VYtiNBpx5MgRKBQKpKWlQSqVgmEYyGQyPPzww80ex7IsioqKoNFooNVq0bNnT4hEItjb26OoqAj5+flwdnbmi5+Y60VnMBhw8OBBqFQq7N27FwMHDkRMTAxiY2Ph7e1N0/XM4Mr6r1+/HmPHjsXGjRuxadMmZGZmwtvbG/Pnz4enpyf/b+Djjz/GmDFj8Mgjj6C0tBT//ve/sWXLFpw4cQKjR49u0dckhBALRNUmCSHEWrRFhbyKigrU1NQ0KujR1dnZ2WHKlCmYMmUK1q1bh127dkEul+Ozzz6Dv78/GIbBnDlzIBKJ6h1nY2MDgUAAV1dXiEQi5OTkIDc3FyzLolevXvDy8oKXl1e9xs91mUwmZGRkQKlUYtu2bejTpw8YhsHJkycxYsQICmwtxDAMCgoK8Mknn0CtVmP48OHYu3cvH7Jyc3PrjXAWFxfjpZdegkajQb9+/eDv749jx47xwa0lX5MQQroCGnkjhJBOcvfuXXh6euLEiRP1pnatWLEC33//faOGxE157bXXcODAAVy8eLHZwNGdFBQUICUlBQqFAqdOncLEiRPBMAxmz54NR0dHnDx5Elu2bEHv3r0RHh4OsVgMqVQKR0dH5OXl8T3kVq9ejVmzZiEuLg5ubm7IyspCUlISUlJSUFpaijlz5iAuLg6hoaEPVAiFEEJIt0Yjb4QQYm3ut0LeypUrkZiYiPT0dApu/0coFOLll1/Gyy+/jD///BMKhQKfffYZFi1aBKFQiOLiYkyYMAHPP/88QkJC6o3ueHp6wtPTEwUFBQgJCcHmzZuxZMkSiEQi6HQ6zJgxA1988QVmzpxJ95sQQkinoPBGCCGd5EEq5P3rX//CihUrcOjQITz22GPteZpWSafTYdeuXdi1axdycnIwbtw4uLm54bfffsOZM2fg7e0NoVCI0aNH1wvKRUVF2LlzJzIyMnDz5k1MnDgRDg4OuHjxItLT0yEUCuHq6orx48fTiBshhJAOR+GNEEI6Sd0KeREREfz2H3/8EWFhYc0eFx8fj2XLluHAgQMYOXJkR5yq1aiqqsKcOXNw6NAhBAUFYcGCBdi9ezeEQiGAv9asHTt2DHK5HHPmzIGrqyvmzJkDiUSCY8eO4eDBg/D19UVMTAy2bt0KT09P2NjYgGVZ/Prrr1AoFIiJiUGPHj2wYsUKLFiwoJOvmBBCSHdCa94IIaQTtbbq3sqVK/HRRx9h69atCA4O5r+Ok5MTnJycOusyLMq3336LJ5988p6FKqqrq7F3716sWrUKp0+fxltvvYW4uDj4+vqanbZaW1uLw4cPw9XVtV7BDEIIIaSVWr3mjcIbIYR0soSEBKxcuZKvkLd69WqEhoYCACZMmIABAwZg8+bNAIABAwbgzz//bPQ1/vnPf2LJkiUdeNZdh8lkgslk6lKNsxMSEhAfHw+1Wg0/Pz+sWbMGISEhTe67adMm/PDDD7h48SIAIDAwECtWrKgXTBcuXIjvv/++3nFBQUE4depU+10EIYR0fRTeCCGEkO6MG81NSEhAcHAwNmzYgK+//hqXLl2Cl5dXo/3j4uIQHByMcePGwcHBAStXrkRaWhoyMzPh6ekJ4K/wptVq8d133/HH9erVq9u1qCCEkDZG4Y0QQgjpztqj8fvChQtRXFyM7du3t9t5E0JIN9Tq8GZ7710IIYQQYg24xu9Tp06tt70tGr+np6dDJBJh8ODBePHFF6HT6drsvAkhhLQMhTdCCCGki8jPz4fRaGzUakIsFjdqSdGc9957D56enpg8eTK/bfr06VAoFDhy5Ai++OILnD59GpMmTUJ1dXWbnj8hhBDzus7qbEIIIYQAaPvG7wzD8P9/+PDhGDlyJLy9vbFnzx7MmTOn7U6cEEKIWRTeCCGEkC6ioxq/S6VSeHt7Izs7+4HPmRBCSMvRtElCCCGki6jb+L2uH3/8EePGjWv2uPj4eCxduhT79+9vUeP3goIC3Lp1C1Kp9IHPmRBCSMtReCOEEEK6kLfeegtff/01vv32W2RlZeHNN99Ebm4uFi1aBACYP38+3n//fX7/lStXYvHixfj2228xYMAAaDQaaDQa6PV6AIBer8fbb7+NjIwM5OTkID09HbNnz4abmxsiIiI65RoJIaS7ommThBBCSBfCMAwKCgrwySef8I3f9+7dC29vbwBAbm4ubG3/++42ISEBBoMBUVFR9b4O1/jdzs4OFy5cwA8//IDi4mJIpVJMnDgRSqUSzs7OHXpthBDS3VGfN0IIIYQQQgjpeNTnjRBCCCGEEEK6IgpvhBBCCCGEEGIFKLwRQgghhBBCiBWg8EYIIYQQQgghVoDCGyGEEIuRkJAAHx8fODg4IDAwEMePHze7f2pqKnx9fWFvbw9fX19s27bN6s6RZVksWbIEHh4ecHR0xIQJE5CZmdmel0AIIcRKUXgjhBBiEZRKJd544w18+OGHOHv2LEJCQjB9+nTk5uY2uX9GRgYYhsEzzzyD8+fP45lnnoFMJsMvv/xiVee4cuVKrFq1Cv/5z39w+vRpSCQSTJkyBWVlZe12HYQQQqwTtQoghBBiEYKCghAQEIB169bx24YNG4bw8HB8+umnjfZnGAalpaXYt28fv23atGlwdXVFYmKiVZwjy7Lw8PDAG2+8gXfffRcAUF1dDbFYjM8//xwvv/xyu1wHIYQQi0CtAgghhFgfg8G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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Now with Devito we will turn `p` into `TimeFunction` object \n", "# to make all the buffer switching implicit\n", "p = TimeFunction(name='p', grid=grid, space_order=2)\n", "p.data[:] = 0.\n", "\n", "# Initialise the source term `b`\n", "b = Function(name='b', grid=grid)\n", "b.data[:] = 0.\n", "b.data[int(nx / 4), int(ny / 4)] = 100\n", "b.data[int(3 * nx / 4), int(3 * ny / 4)] = -100\n", "\n", "# Create Laplace equation base on `p`\n", "eq = Eq(p.laplace, b)\n", "# Let SymPy solve for the central stencil point\n", "stencil = solve(eq, p)[0]\n", "# Let our stencil populate the buffer `p.forward`\n", "eq_stencil = Eq(p.forward, stencil)\n", "\n", "# Create boundary condition expressions\n", "# Note that we now add an explicit \"t + 1\" for the time dimension.\n", "bc = [Eq(p.indexed[t + 1, x, 0], 0.)]\n", "bc += [Eq(p.indexed[t + 1, x, ny-1], 0.)]\n", "bc += [Eq(p.indexed[t + 1, 0, y], 0.)]\n", "bc += [Eq(p.indexed[t + 1, nx-1, y], 0.)]\n", "\n", "# We can even switch performance logging back on,\n", "# since we only require a single kernel invocation.\n", "configuration['log_level'] = 'INFO'\n", " \n", "# Create and execute the operator for a number of timesteps\n", "op = Operator([eq_stencil] + bc)\n", "op(time=nt)\n", " \n", "plot_field(p.data[0], xmax=xmax, ymax=ymax, view=(30, 225))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" }, "widgets": { "state": {}, "version": "1.1.2" } }, "nbformat": 4, "nbformat_minor": 1 }