{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 2: Nonlinear convection in 2D\n", "\n", "Following the initial convection tutorial with a single state variable $u$, we will now look at non-linear convection (step 6 in the original). This brings one new crucial challenge: computing a pair of coupled equations and thus updating two time-dependent variables $u$ and $v$.\n", "\n", "The full set of coupled equations is now\n", "\n", "\\begin{aligned}\n", "\\frac{\\partial u}{\\partial t} + u \\frac{\\partial u}{\\partial x} + v \\frac{\\partial u}{\\partial y} = 0 \\\\\n", "\\\\\n", "\\frac{\\partial v}{\\partial t} + u \\frac{\\partial v}{\\partial x} + v \\frac{\\partial v}{\\partial y} = 0\\\\\n", "\\end{aligned}\n", "\n", "and rearranging the discretized version gives us an expression for the update of both variables\n", "\n", "\\begin{aligned}\n", "u_{i,j}^{n+1} &= u_{i,j}^n - u_{i,j}^n \\frac{\\Delta t}{\\Delta x} (u_{i,j}^n-u_{i-1,j}^n) - v_{i,j}^n \\frac{\\Delta t}{\\Delta y} (u_{i,j}^n-u_{i,j-1}^n) \\\\\n", "\\\\\n", "v_{i,j}^{n+1} &= v_{i,j}^n - u_{i,j}^n \\frac{\\Delta t}{\\Delta x} (v_{i,j}^n-v_{i-1,j}^n) - v_{i,j}^n \\frac{\\Delta t}{\\Delta y} (v_{i,j}^n-v_{i,j-1}^n)\n", "\\end{aligned}\n", "\n", "So, for starters we will re-create the original example run in pure NumPy array notation, before demonstrating \n", "the Devito version. Let's start again with some utilities and parameters:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from examples.cfd import plot_field, init_hat\n", "import numpy as np\n", "import sympy\n", "%matplotlib inline\n", "\n", "# Some variable declarations\n", "nx = 101\n", "ny = 101\n", "nt = 80\n", "c = 1.\n", "dx = 2. / (nx - 1)\n", "dy = 2. / (ny - 1)\n", "sigma = .2\n", "dt = sigma * dx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's re-create the initial setup with a 2D \"hat function\", but this time for two state variables." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Allocate fields and assign initial conditions\n", "u = np.empty((nx, ny))\n", "v = np.empty((nx, ny))\n", "\n", "init_hat(field=u, dx=dx, dy=dy, value=2.)\n", "init_hat(field=v, dx=dx, dy=dy, value=2.)\n", "\n", "plot_field(u)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can create the two stencil expression for our two coupled equations according to the discretized equation above. We again use some simple Dirichlet boundary conditions to keep the values on all sides constant." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "for n in range(nt + 1): ##loop across number of time steps\n", " un = u.copy()\n", " vn = v.copy()\n", " u[1:, 1:] = (un[1:, 1:] - \n", " (un[1:, 1:] * c * dt / dy * (un[1:, 1:] - un[1:, :-1])) -\n", " vn[1:, 1:] * c * dt / dx * (un[1:, 1:] - un[:-1, 1:]))\n", " v[1:, 1:] = (vn[1:, 1:] -\n", " (un[1:, 1:] * c * dt / dy * (vn[1:, 1:] - vn[1:, :-1])) -\n", " vn[1:, 1:] * c * dt / dx * (vn[1:, 1:] - vn[:-1, 1:]))\n", " \n", " u[0, :] = 1\n", " u[-1, :] = 1\n", " u[:, 0] = 1\n", " u[:, -1] = 1\n", " \n", " v[0, :] = 1\n", " v[-1, :] = 1\n", " v[:, 0] = 1\n", " v[:, -1] = 1\n", " \n", "plot_field(u)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Excellent, we again get a wave that resembles the one from the oiginal examples.\n", "\n", "Now we can set up our coupled problem in Devito. Let's start by creating two initial state variables $u$ and $v$, as before, and initialising them with our \"hat function." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "from devito import Grid, TimeFunction\n", "\n", "# First we need two time-dependent data fields, both initialized with the hat function\n", "grid = Grid(shape=(nx, ny), extent=(2., 2.))\n", "u = TimeFunction(name='u', grid=grid)\n", "init_hat(field=u.data[0], dx=dx, dy=dy, value=2.)\n", "\n", "v = TimeFunction(name='v', grid=grid)\n", "init_hat(field=v.data[0], dx=dx, dy=dy, value=2.)\n", "\n", "plot_field(u.data[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the two `TimeFunction` objects we can again derive our discretized equation, rearrange for the forward stencil point in time and define our variable update expression - only we have to do everything twice now! We again use forward differences for time via `u.dt` and backward differences in space via `u.dxl` and `u.dyl` to match the original tutorial." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "U update:\n", "Eq(u(t + dt, x, y), dt*(-u(t, x, y)*Derivative(u(t, x, y), x) - v(t, x, y)*Derivative(u(t, x, y), y) + u(t, x, y)/dt))\n", "\n", "V update:\n", "Eq(v(t + dt, x, y), dt*(-u(t, x, y)*Derivative(v(t, x, y), x) - v(t, x, y)*Derivative(v(t, x, y), y) + v(t, x, y)/dt))\n", "\n" ] } ], "source": [ "from devito import Eq, solve\n", "\n", "eq_u = Eq(u.dt + u*u.dxl + v*u.dyl)\n", "eq_v = Eq(v.dt + u*v.dxl + v*v.dyl)\n", "\n", "# We can use the same SymPy trick to generate two\n", "# stencil expressions, one for each field update.\n", "stencil_u = solve(eq_u, u.forward)\n", "stencil_v = solve(eq_v, v.forward)\n", "update_u = Eq(u.forward, stencil_u, subdomain=grid.interior)\n", "update_v = Eq(v.forward, stencil_v, subdomain=grid.interior)\n", "\n", "print(\"U update:\\n%s\\n\" % update_u)\n", "print(\"V update:\\n%s\\n\" % update_v)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then set Dirichlet boundary conditions at all sides of the domain to $1$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "x, y = grid.dimensions\n", "t = grid.stepping_dim\n", "bc_u = [Eq(u[t+1, 0, y], 1.)] # left\n", "bc_u += [Eq(u[t+1, nx-1, y], 1.)] # right\n", "bc_u += [Eq(u[t+1, x, ny-1], 1.)] # top\n", "bc_u += [Eq(u[t+1, x, 0], 1.)] # bottom\n", "bc_v = [Eq(v[t+1, 0, y], 1.)] # left\n", "bc_v += [Eq(v[t+1, nx-1, y], 1.)] # right\n", "bc_v += [Eq(v[t+1, x, ny-1], 1.)] # top\n", "bc_v += [Eq(v[t+1, x, 0], 1.)] # bottom" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally we can put it all together to build an operator and solve our coupled problem." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` ran in 0.02 s\n" ] }, { "data": { "image/png": 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Ga6+9hpmZGeRyORSLxaF/n5OQlCQJiUQCiUSiS7ypqmqVSSqKgkePHmFrawvNZhPRaNQSa3bxlkgkPJ+AiDChCfs+iOJgiuSgiVKWzNNBG4V+rpuiKNjd3cXKygqFlBBjhQQaQQQcexkjm3xEo1Hous7lhM/LQQP4JCqOY5uFQgHZbBanp6e4evUq3nrrLaTTaevnTq7dOGL2Y7EY5ubmMDc31/a4pmmW26YoCgqFAnZ3d1Gv1xGJRBzXufVKlnRLmAVCmMfOEKXEkRy04BE2gdYLdoPQTU83CikhLgoJNIIIIIMaS/NqFs3GwHPbYS1xZFH5uVwOlUoF165dw+3bt5FIJLqeO0owiZelmNFoFDMzM5iZmWl7XNd11Ot1y3WrVqs4OjqCoiiQJAmpVKrLdUun08JMNEVGFIEmkoMmyvdGNDewc90uhZQQ44AEGkEECLeNpXkKNHLQhsMwDBweHiKbzaLVamFjYwP3799HLBbr+ZpRxJYfa+UikQimpqYwNTXV9rhhGGg0Gl3lkoqiwDAMpFIpR9eNTdpoEsIfUQSaKA5aENdtjQK7poki0DRN87ynG4WUEE6QQCOIADBsY2neImnSHLRRtqnrOnZ3d5HP5wEA169fx9WrV11d3J22yS7k/V7Dq9ROlmXLLbMnS5qmiWazaQm3Wq2GYrGIWq1mJUsyh63VaqFUKiGdTvcVr0El7JMlUQQaOWjBgl0rRBFoXvWnGzWkhL2GCTUKKREXEmgEwRF7GWPnnbN+RCIRK8XRb5g45DGh4yFMhy03VFUV29vb2NraQiKRwLPPPouVlZWhJltBddCGRZIkJJNJJJNJLCwsWI+zO8ZMtJ2enkLTNHz44YdWsmRnH7dMJoN4PB7IyUfQ3vdREEGgsc9BBGEjiuvEBJoInwngz3o6N64bmztQSIm4kEAjCJ/p1Vh6mJKFSCRinaR5pDgCfCYQQS5xbDQayOfz2NnZwezsLO7cuYPFxcWRLoq816CNG0mSEI/HEY/HMT8/j2QyiWaziVdffRWqqrY14T49PcX29jYajYaVLNkp3pLJJE0+PCDs7yH7noogBkRy0PpVg4QNTdOQSqW4bLuX60YhJWJCAo0gfGJQ8McwMGHE4yJu37bfAm3UcsOLMEgsVatV5PN57O/vY2lpCa+88kpXKuKwiOKgDQMbeywWw+zsLGZnZ9t+rut6m3ArlUrY399HvV6HJEmOwi2VSgkzMRw3IpQGdk5Kw4xIAk0EJ5ChaZonJY5ecpGQErZOeH5+nkJKAkawjjKCEBC3wR/DwC54XtXDDwMbu67rvq8V4lHi2EsUlkolZLNZnJyc4PLly3jjjTe6wjMuss1JEmhuvgeRSATT09OYnp5ue9wwDCiKYom3arWK4+NjKIoC0zR7tgTwetIowkQm7PvAvqdh3w9e1RHjQJRSTUbYBOegcsnj42OoqoqpqameISV/9md/hnfeeQcPHjzwdeyTDgk0ghgTwwZ/DAO7s8UjrINtm0dICe8SR9M0cXp6ajWSXltbw9tvv+15yYvT+zuOPmhBYtSxy7LsmCxpmibq9Xqb63Z2doZarQZd162WAJ2u2yg3PML8vjNE2oewCxuRSjXDJmgGEUQHbRTY9UTXdcTj8bZ96gwp+da3voX19XUSaD4T/qOMIAKGvYyRlQ2No8Z7Enuh8RJouq5bUfn1eh1PPfUU7t69i3g8PrZtTpKDNg4kSbKSJRcXF63H7cmSTLzt7+9DURSoqopEItEVTpLJZEKZLDkMIoSE2M+3YUY0gSbCfjBEFJzJZLLtMft3yDRNlEolzM/P8xjeREMCjSA8oFfwxzhruCexF5rfAo31MAOAn/zkJ9jY2MDa2trY76A6iS2RHTQ/J9S9kiUBoNVqtQk3VirZbDYRi8Uchdu4RLrfiCDQRNgHQDyBJpqgEcFBY7jZn2KxSAKNA+IcZQTBgc7gDz+EGYMctPGhaRp2dnaQz+etycVbb73l24W5Vwlpv2Mq7BPTIIhLe7KkHU3T2ppwn52dYWdnB41GA5FIBMlkEpqmYXt72xJvYUuWFEHciLRuS5TkQ9EEmmj7M0ig6bqOSqVCAo0DJNAIYgTY+jJWxsiCP/wsryEHzXuazSa2trawvb2NTCaDF198EbOzs/jHf/zHsW3TiVFDQng1LxedaDTaN1ny5OQEOzs7XcmSvQJKgjjxFkGgibAPgDhCExBL0LDr/iQ5aKVSCQBIoHFAnKOMIHzAHvzB1iO9+OKLXC6mk+qgjWO7iqIgn89jd3cXly5dwv379zE/Pw9JkqyG4H46PJO2Bi2sY2fJkrqu4+DgAHfu3AFwPsGu1+ttrtvJyYmVLMkCSuziLZ1Oc53IiiBuRBE2ouwHIJZAY9ceUfYHAFRV7SvQisUiotGoZwnFhHtIoBGEC3oFf2iaxm1SQw7axalUKshmszg6OsLKygpee+01zMzMdG0TgK/7O2kx+6Ihy7IlwOyYpolGo9FVLsmSJZPJpOM6Nz9La8OMCL3cALGCNUSK2WfX20ly0IrFImZnZ4U5HsOEOEcZQXjMoOCPaDTKTSABk+ugMUfrIpydnSGXy+H09BRXr17FW2+9hXQ67fhce5qVX4xSrkgCjR9u3SdJkpBKpZBKpbqSJVlACRNuh4eHqNVqVrJkZzsArwNKRHDQ7D0mw4xoDpoo+6JpmlDNmw3DgGEYfRNqi8Ui5ubmfBwVwSCBRhAd9Gos3bm+LBqNeiIWRoWXSALC6aCZpomTkxNks1lUq1Wsr6/j9u3bSCQSfV/HPvcwOGhhZdLFpSRJSCQSSCQSuHTpUtvPVFXtKpWs1WpWsqSTcEskEkMfDyIINFEcNNFcp0Hn2LAg4vozoL8jWCqVMDc3J8T3KmyIc6QRxAXpbCzNhFmvu388HSze2w9TiqNhGDg4OEAul4Oqqnjqqafw4MGDofpa+R3vP2lr0IjexGIxzM3Ndd3F1jStrQl3oVDA7u4u6vU6IpGIYxPuVCrVc6IlwrFDDlrwEGkNmqZpwuwL8MQR7HesFQqFrnAkwh9IoBETD7P5mTAD4CrieJIFWhgcNF3Xsbu7i1wuB1mWcf36dVy5cmWkC+wogukiMLE1jKsRZoFGd2eHJxqNYmZmpmvNpK7rbQEllUoFh4eHUBSlrXm3Xbil02khHDQR9gEQqyxQNDdQNAdt0P5Qk2p+iHOkEcQQ2NeXMYHGStncXuB5lziSg+ZMq9XC9vY2tra2kEql8Pzzz2NlZeVCEzceJY7AcBPOsMfsh1VcAsESBpFIBFNTU12payxZ0u66PXr0CLVazXKeEokEDMNoE29hmlyL4jyJsh8AOWhBZlCCI/CkxJHwHxJoxETR2ViaMcrC3yA4aM1mk9u2g+agNRoN5PN57OzsYHZ2Fnfv3sXCwoInE2e/SxxHCSYJs4NGjB97suTS0pL1OEuWfPjwIaLRKFqtForFImq1GjRNs5IlO123YUqE/UKkNWgk0ILHJDpohUKhLdCI8A9xjjSC6EOv4A9g9PIqJtB43T3nJZIA79IUh8Vpn6vVKnK5HA4ODrC0tIRXXnnF8zt+frtT7NgcVqCF1UETYVIdVliyZDwex+zsLNbX1wG0J0sy142VSrZaLcTjcceWALFYjNvnSWvQgodI5ZqiOWiapg280VIul/H000/7NCLCDgk0Qmg6gz8Ad+vL3BCNRi3hx+OkzXsNWqvV8n27dierVCohm83i5OQEly9fxhtvvDG2Zpo81qABwwu0MBN290+E99++D26SJZlwe/ToEba3t9FoNBCNRrtE26jJksNCDlrwIActuLhx0Chmnx/iHGkEYcNexmgXZl5evNlFh9cFaBLXoEmShFarhe9///solUq4du0a3nnnHSSTybFul0ocx0vYJ9Vhfd87cfs5uEmWVBQFxWIR+/v7UBQFkUjEEm128ZZMJj0TIyI5aCKJGlH2RUQHzY1A67xBQ/gDCTRCGHo1lvZamDHYujVN0zxtGOsW3g6an4LFNE0cHR3hk08+QaPRwNraGu7du+fb++63+GHH6zDvcZgFGiCOyAkrXpRq90qWNAwDiqJY4q1areLo6AiKogCAo3BLp9NDiy1y0IKHaGJTlJ5uwGCBZpomyuUyxexzggQaEXo6gz/YRGOU4I9hkCSJu0gS3UEzDAN7e3vI5XIwDAMrKys4PDz0vSaeHDRCdMZ57Miy3DNZstFotDXiPj09haIo0HUdqVSqa51bOp3uOakUyUEToZSOLTEQRaCJ5qCpqjqw+oQcNH6E/wxATCzs5K/relvwx7gcMycikQi3qH3e4nCcgkXTNCsqPxaL4ebNm7h8+TIqlQoODg7Gtt1e8BBovQRXL6cjzAJNBNcj7PvAI+xIlmWrD1tnsmSz2Wxb57a/v28lSyYSCceAElEcNF3XuVRleA07Z4oiaiZtDZppmtQHjSPiHGnExMCEWalUwv7+Pp5++mnPgj+GJRqNkoPmIc1mE1tbW9je3sbU1BRefPFFLC0tWZMunmvf/BY/w6YyhlmgAeEucQzz2BlB6uUmSRKSySSSySQWFhasx03TtAJKmHg7Pj5GrVZDq9WCLMuIxWL4+OOP28RbPB4PzL65QZQSR3auFmFfAPEctEEpjrVaDaqqkkDjBAk0IjTYyxgNw0Cr1cLe3h6effZZbmPi7WKJ4qApioJcLoe9vT0sLCzg/v37mJ+f75pU+e1k8dzusIIr7AKN4EuQBFovJElCPB5HPB7vmjSqqoqf/OQn1iT69PS0LVmyc30bCygJ4j6Lsm5LNIE2aQ5asVgEAEpx5IQ4RxohJL2CP2RZRjwe51ZeyAhCiSOv0iQvxGG5XEYul8Ph4SFWV1fx+uuvY3p6uu922THh5z7zEGjDRvuHWaAFcZI8aQRNoGVqD1w9r5b5dwDnyZLxeBzpdBo3b960fq7rulUmWavVrMqLer0OSZK62gGk02mkUimuokIkBy0SiQTquLoIIjpo/QRaqVTC9PS0UKI0TNC7TgSSXo2l7evLeDeKBviXOAJ87rZexEEzTROFQgHZbBZnZ2dYW1vD22+/jXQ6PfC1bNLi9z7zKnG0b3PQMR5mgQaEv0ww7JNQ3gItXr2LiGQXJe4ESqb2AAbOz0WG8Zdd+xCJRDA9Pd1148cwDNTrdUu41Wo1HB8fQ1EUmKZprY2zC7d0Ou3LeUcUgSaKE8iYNAetUChgdnY29Oe2sCLOkUYIQWdj6X7BH+zEwvOkybvMEODTZ2YUB800TZycnCCbzaJarWJ9fR137twZKraYlyjlVeLYuc1+F8qwC7QwI8r77vdELF69a/3bLs5kl+KMCTPG/fX/ih+f/I2r18qybIkvO6Zpol6vt7luZ2dnqNVqVrKkk+vm5TVI13UhBJoo+wGIl0jJlooMctDm5uZIoHGCBBoRCDqFGYCBwR/sxOKm2eK4iEaj3Eoc2XvDQyAO46AZhoGDgwPkcjmoqoqNjQ28/PLLI31mdgfNT2gN2nihCQB//HTQ5OptRPH4ZgtMxKT2Sa9dePUSa53ijPHC0n9BHT8YeWys7DGdTmNxcdF63DRNtFqtNsft4ODAClJIJBKOwm2UNEZRHDTRBA0AYRw0Nm8ZtAaN1p/xQ4wjjQgt9jJGFpHsNiaf9SHjuQ6Np4PGBCyP7TPB0m9Sp2kadnd3kc/nIcsyrl+/jqtXr15o4jFKA2cv4CF+JmkNGiCOCxVW/BBocvU2dNOELEVg4Pzz7hRnbc93EGeq+eR8314S+YRU7TOoZ0YXaU5IkoREIoFEItHVF4oJN+a6sVLJZrOJWCzW1Q5gULIkCbTgweYZIu1PJBLpe5yRQOMLCTTCdzobSzNGaSzN08ECzk/WrVaL6/Z5OWiAc6lhq9WyepilUik8//zzWFlZ8WTyx0QpOWgXfz7hLWF3Acd97JiVF6GjW5Cp5uOkP3S/f7rNJYtJ0TZxBgC6afgq0nrRK1lS07SuUsnd3V3U63VEIhFH4ZZMJoVZuyWSQBMx8GSQG8hKHAk+kEAjfKNX8Acw+uSGt0CLRqOo1+vctj/uhtG9sJdXsgtwo9FALpfD7u4u5ubmcPfuXSwsLHh+QeMl0PwWwpPUBy3sk56wvu92xuWgmZUX2/7PBFk/57u0kTwAACAASURBVMwJ1dQs180u5nTzcTPkHkKNJ9FoFDMzM5iZmWl73J4sqSgKyuUyDg8PoSiK9b3P5XKYnZ21hBvvZMlREEmgTVqCI0AOGm9IoBFjZ5T1ZW6Z5BJHtn0e+2930KrVKnK5HA4ODrC0tIRXX30Vs7OzY9t2GNwsHtsMs0ADxBA5YWYcAo2JMxUGYrZyxU5x5uSedcLEGfu302sKxvnNMvXxsdS7YQdfBiVL/uu//ivS6TQURcHJyYmVLJlKpbpcN7+SJUdBJIEmWoKjqqoD96dcLuOZZ57xaUREJ+IcbUTgsJcx2oWZl5MA3g5aEAQiDweNfYYffvghCoUCrly5gjfeeANTU1Nj3/aklDhO0hq0sDtoIuClQGtUnkcCEaiPSxQ7xRlz0QAgIkk94j7QFiTSSadIY+LsfBsSVNOEWXkR0vRHF9kVX2HJkqZp4tq1a0ilUgDOP5tGo9G2zq1QKEBRFGiahmQy2dWEO5PJcBcUoqylAybXQRvnzVaiPyTQCE/p1Vjaa2HG4C3QePZBA/x38EzTxOnpKbLZLAAgkUjgnXfeQTKZ9G0MQYm892ObnYKrnwgLs0Bj8O7FdRHCOm6GV+99o/I8VNOELD0RZ6pdgg1xiGrQoT4uYUxI3dMVJtLKZtPx9VVTC6yL1ovO8n/g/NhKpVKWYGPYkyWZcDs8PLSSJePxuKNwi8Vivhyv5KAFF7cCrXNdJeEf4hxtBFe8DP4YhkkTSLy2b5omDg8PkcvlUK/XsbGxgUqlgvX1dV/FGRAON8sLJqnEMeziRgS8EGhMnCUk2RJW9krEWEcqY2SI7TVNzVGkFYzGUL8n6LBzmxvnqV+ypKqqVjiJoih49OgRtra20Gw2EY1Gu9oBZDIZJBIJT7+Luq4jFot59vt4IqKDNuizoZAQvpBAIy7EOII/hiEIDhrvEsdxCjRd17G3t4d8Pg/DMHD9+nWsra0hEolgd3eXW0CJ36I4DK5dmAVa2BHlfb/IObtSfg4AIAOWOIvZgjtGEWeWyHtM83GKIxNqJcPZOTvftmStRQsT7Dt/UTEQi8UwNzfXNcG2J0sqioJCodCWLNm5vo0FlIxybOi67vsNvHEhooPWr0efaZooFotdwp/wD3GONsJXxhn8MQxBWAMmooOmqip2dnaQz+cRj8fx9NNPY3V1te3z5d2DzU+oD5o/hLnEMexc5L23izOGXZw1TQOG1HFsdvzXvp4sOSDhsWlqaJjuzj1hW4fGzm3j+h70S5as1+uW61apVNqSJVlAiV28pdPpvtd8UdoFAGI6aOl0uu9zyuUylThyhAQaMRT2MsaPPvoIiUQCTz/9NLdJVTQaRaPR4LJtQDyB2Gw2kc/nsbOzg6mpKdy+fRtLS0uOny/PiP9JCAmhEsdwEfZ9GFWgVcrPofX4uEvaXt807T3M+v/ezkTGhvlk7dkgsQYAumkKU+bIgjX8Pp4ikQimpqa6gp4Mw7ACSuzlkoqiwDAMpFIpR9eNXZtEETWiOWiDUhxVVUW1WqUSR46Ic7QRY6NX8Icsy9A0jevEhHeJYTQatco8eaRVeSXQFEVBLpfD3t4eFhYW8ODBg4F3zibJQQtCiaNhGDg7O7PWj3ROfMIs0BhhHX9Yx21nlH04LD2HGJ6Is8bj3xH38JrQMPUukVZ5XOoYcxHPH7agEF3XA5V8KMuy5ZYtLS1Zj7NkSXsj7mKxiFqtZiVL2q/NTLyFdU2apmlIJBK8h+EZg0JCSqUSAFCJI0dIoBE96Qz+sAszSZIQi8W4ulcAf4HGJsm8LqqRSATNZu91GIMol8vIZrM4Pj7G6uoqXn/99a7ePP22TQ7a+GCCyzAM7O/vI5vNWms92QRoamrKunPNY4yEOAzroO0Xn0PCVrbY6CHwhnXPgO61Z6ycMSlFLHHWiZOLFsZ1aGGJprcnSy4sLFiPm6ZpBZQ8fPgQAHB0dIRarYZWq4V4PO7ouMXj8UC70KI5aIMEWrFYRDwe70oOJfxDnKON8Ay2vsyeyMhEmf0EGovFUK1WeQ0TQDBSHAF3iUjj2v6w+2+aJgqFArLZLM7OzrC2toa33nprYD16J5PkoPFypwqFAra2thCJRHDjxg0sLi5abja7a12r1bC3t4dqtQrDMPDBBx+0rRUJejNbIPzlgSIwjECzizMVkuWiAd66Z4NQYbpy0cJEWARaLyRJQjweRzwehyzLWF9ft1wYVVXbHLfT01Nsb2+j0WhYlQGd4i2ZTAbi/CDiGrR+c5ZCoYC5ublQH4thhwQaYeEU/NGvFp63exWEMUiSxDUoZBiRZJomjo+Pkc1mUavV8NRTT+HOnTsjl22QgzYeNE3Dzs4OTk5OEI1G8cILL2B1dRXA+QTHMAzHaO1arYbvfe97ePbZZ6EoCqrVKgqFAmq1GnRd71rkH0ThFuZSwSBMIkfFHvQ0iP3ieSCI+lgYxfo0NmuZZpuDVjMMZAZM+DrdMzsnho5keN9mV4gUrNG5Bi0Wi2F2drar+bGu612lkvv7+6jX65AkyVG4pVIpX8WDSA4au8k3qMSR1p/xRYyjjbgQ9ph8wzBcN5aORqNQVdWnUfYeQxBEIi+B5mbbhmHg4ODAKpHb2NjAtWvXLnyxmTQHbdzbVFUV29vbyOfzSKfTVkT25cuXAQwWL2yysrCw0FVy1Gw22xy3fsJtampqYDob0U6YhSXgXqAxcSY7PK1pSpi2HTI1E4jhXJTZsf8/0vF70i4CQfphL3MMW2kjI+wOmh23YjMSiWB6erqrvN4wDCiKYom3arWK4+NjKIoC0zQt0WYXb6lUaiwCVyQHjbVEGlTiODs7G+obT2GHBNqE4kVj6Vgsxl0c8U5R5D2GfiJJ0zTs7u4in89DlmXcuHEDV65c8eziz8tB47HdcTaqbrVa2NrawtbWFqanp3H37l0sLCzgo4+GiwZnn2tnqZokSUgmk0gmk0MJN/ukx37nehyTR5oE8MWNQPtJ4Q7iOJ+gpqXzc04MJpqmzSG74FekZOiPf3/3OCqPf3fDlJC0rX3rLHP8YfM8Pv7FeAn/2lzGK4ljVMrPYXrm44sNzieCFhJyES6a4ijLsmOypGmaqNfrXeWSiqK03XTqdN0uclNSJAeNzVcGOWgUsc8XMY42wjVeNpYOinvFnD9eFzWeJY5O22YT/u3tbaRSKTz//PNYWVnxfBLM00EToVE1a2mwvb2Nubk53L9/v61kcZQ+aID7tUTDCLezszPUajUrVntcwi3sTlTY6XXcnIuzx+JJPv9bMSJISrabex0v7Vf6CHS7Z3YU03QUaYN4qD5xYD5qzfZ5ZnARxUFj84txuE6SJFnJkouLi9bj9nMXE2/7+/tQFAWqqiKRSHSFk2QyGVfrx0Vy0FRVRSQS6XudYA4awQ8SaBPCOBpLB6XEETg/ecbjcW5j4CVU7QKtXq8jn89jd3cXc3NzuHfvHi5dujQ2dyISiXD5/GVZ9n27XoaE1Ot15HI57O7uYmFhAa+88opjrf+o27zoOPsJN3usdrVate5aj1u4EeOln4PWKc4U43ySahdnXqB2HLbK4zGlJclyzxhOLtpP1fbGy2FFFIFmDxjzi17nLuD8xqVduB0fH1vJkrFYzFG4sWRJdmNbJAdt0L4UCgVy0DgjxtFG9KQzJh+Aq/VlbojFYpbw43VnyR5zzwveDpqmafjwww9xcHCApaUlvPrqq77c+ZqkNWhebFNRFGSzWezv72N5eRmvvfYaZmZ6Tyo7170N+t7aHbRx0C9W297IlpUb1Wo1mKbZJtxYW4DOBf5hL3EctclzUOgl0H5SuAPVlBGXdDTMKNDjK+Cle9bJuVAb/b1lZY5hQTSBFhTXiSVLdooOeyKuoig4OzvDzs4OGo0GIpGIdb4Czl2lmZmZwCRLjoqb1OlyuYyVlRWfRkQ4QQJNQHo1lvZKmDHs7hWvk7AkSdxLLXkJtGKxiJ/+9KdotVqQJAlvvvkmMpmMb9unFEd3VKtVZLNZHB4eYnV1FW+88UbXmgonhnXQxi3Q+m2XCbfOcqN+wq1zYT9wPqkLayPbMNPrmFFNGRlJRcOMIikNf46tmM7Xhbkh3LeKEbXKKu3YXbSHrXnEHv/OiGRAN8MrcERJcWRr6YIuZKLR6MBkyXK5DADI5XJWsmSvgJIwiGs3DlqxWMRzzz3n04gIJ0igCYQXwR/DIMuyVW42alS7F/AWaH5u3zRNPHr0CNlsFuVyGaurq5AkCbdv3/Zl+3YmyUEbpdywXC5jc3MTJycnuHLlytC95i6yBi0IDCPcTk5OAAAffPCBYzhJWCY+YcXJQfvw7K4lzjrpLG9kZY8MWep/DBY7nj/nIMDc8rDlrgwrLEEhojhoYRea9mTJqakpHBwc4LXXXoNhGKjX622u28nJiZUsaa8YsIu4IL0XbgQahYTwhwSaAHgZ/DEsQUhy5C3Q/HDQDMPA0dERstksms0mnnrqKdy/fx+6rmNvb49LiRVPB41HSAhzpge9z8ViEZubmzg9PcXa2hrefvttyyEahrA4aMPiJNwMw8A//dM/4f79+1BVFdVq1RJunZHaJNy8p1OgfXh2FwAcxZmdshm31qcxBokzJ8708+1My87nccWIOLpobtlUz2+M3Bv5N/iHKAJN1DRKWZat84+dzhtPrFySpeImk0nHdW481rWpqkoCLQSQQAsx4wj+GBbe4gjgH7U/zu0zAZbL5QAA169fx9WrV7vuxvGIAJ4kB419p3rdFTZNE4VCAZubmygWi1hfX8ft27cv5CyLKtD6kUwmMTs72+W42e9Y9xNurIeb38JNpDVo//LodczJQMS2jsxe3thCBK0epYsXpWJE20Raxeh/TvthcwnxEUovgwzPNd1eIsp+AO4cp34VAyyghAm3w8ND1Go1q/qosx0ACyjhtT+maaJYLJJA4wwJtBBiGAZUVYWmaW1ry3hMEIIg0HiPIRqNotlsevo7VVXFzs4O8vk84vE4nnnmGayurnZNOu0hKX4LtElag9ZL/NhLTiuVCp566incvXvXk4vrsM2xwyzQBoWfsEjtpaUl6/F+wg1AT8ctzEJqXNgF5pysoGYkMCM3up5XM2OISb2PyVHcM8Ns/zw6RRpjkIummhFrHVqYMQxDiHWYIgm0i+yLJElIJBJIJBJtbVSA82RJey+3k5MT1Go1NJtNxGIxR+GWSCQufA7TNG3gzcNSqeSYLkz4Bwm0kNAZ/PGjH/0IyWQSzzzzDNcJR1Ci9kVJcWS9sXZ2djA9PY07d+5gcXGx52fM1hdOSj8ytl2eDhpw/n08Pj7G5uYm6vU6NjY2cP/+fU8nVqM0x/ayHQAPhnUM3Qo3FqltX9xPwq0dSZLw4dndLnGmQ0LNdD6uO8sbvWKQcwYAP2ktDnxOWmpCMfmtjx4FkUocRRFobhy0UWDJkp1CSNO0NuFWKBSwu7uLer1uJUt2irdhzmGapvUNqjJNk0ocAwAJtBDAQj/siYzxeNxy0HhCa9C82X6tVkM+n8fe3h4WFhbw4MED1ydHXimSk+SgsQmTrus4ODjA5uYmVFXF9evXsba2NpaL9yhiK+wCzQt6CTfDMKw1ItVqFdVqFUdHR1AUxRPhxvtcfBFM00Tk9u+gZvQXM/3cM68pGwnMyO2VCcxFcyPOwkrYwzUYIgk0v/clGo1iZmamqw2LruttN5/K5TIODw/bzmGdws2pF+UgwVmpVKDrepfjR/gLCbQQwFwz5pZIkoRYLIZarcZ7aNzFURDGcBGBVC6Xkc1mcXR0hMuXL+P111/H9PS0b9u/CJPkoDHR8/3vfx+maeLGjRuOawG9xElsDRIBYRVofpRnyrLcU7jZJz39hJt9jZv9swjje27nP+r/E2IdbljZSCIjuy/dLg8Qd4y5yBN3rrO80Q2diZFOhDlqXxQHTRShCYzPQRuWSCSCqampLveLncPsrtujR4+6elGyc1mz2ex7jBWLRUiS5Es/VaI3/I84YiBOX6RYLMa9tBAITomj12vAhmHYkBDTNHF2doZcLoezszMr6W+YCPbO7ZODNh4Mw8Du7q4V0rK2tobr16/7MoEadg0ae03YxYLf9EplGyTc7E5bvV5vq3AIGw0jhphtfVfZSHY9p2YkMBepW/9XjDgU28/lXl2sOyjqT353p0P2ZPveliWeGVO4JFc9/Z3jQpT0Q1H2Awi+G2g/h3WWezcaja5ySUVR8NFHH2Fzc9MSbh9//DHS6TReeuklqyF3kPd5EiCBFgKcLvhBEEYAAuHkRaNRrmNwuwaOrVvKZrNQFAXr6+t46aWXLhwoMWkOmh/CUNd17OzsIJfLIRaL4ZlnnsFHH32E5eVl3yYdk+SgAcErEXQr3CqVCorFIlqtFt57772uMslMJoNkMhm4/WP8/fE7mHYIBHGiqD9pFxH3IJCjaJz/vjm57vhzpzLHT9RlJKUn176WGRUqyVEUBy3oomYYeIRweYE9WXJhYcF6/L333sPt27chSZIl3v76r/8a//AP/4BCoYD5+XnIsoyvfOUruHXrFl544QXcunULy8vLI53H/vmf/xnf+MY38O///u84ODjA3/zN3+AXf/EX+77mu9/9Lr7+9a/jpz/9KWZnZ/Huu+/iG9/4Rtt+iE74jrgJxOkLESQHjXeJYxBi9vsJFcMwsL+/j1wuB03TsLGxgWvXrnl2wucplNz2BvOScTpomqZhe3sb+XweyWSy7aL04x//2FfxQyEhwcRJuO3u7uL09BRPP/205baVy2UcHBygXq9b5ZVBE25/f/xOz5/ZyxuLRrqrBNKOW/fMjoEnIqRopHqKNCcaZqxNpIkECbTg4Sb1MCyw9kysVJutM/vWt74FADg5OcFf/MVf4Dvf+Q4SiQT+23/7b/j617+Ora0tzM/P49atW3j33Xfxe7/3e663WavVcPfuXXzxi1/EL/3SLw18/vvvv48vfOEL+OM//mN87nOfw97eHr785S/jS1/6Ev76r/96tB0PISTQQkoQwjmAYDh5QUhxdPosNE3D7u4u8vk8ZFnGjRs3cOXKFc8vvrz23x6c4efdxXEItFarhe3tbWxtbSGTyTimZ/q99m3UEkfCf9hNCia8lpeXrZ8ZhtFWYtRLuLH1bX4LNxZN3yl6isaTkutOceaFe9YJE2md5Y12F+0TddnppRYiRO2LJNDG2cvLT8LqoDnB5gq9EoeXlpawuLiIa9eu4Y/+6I+sx6vVKj7++GM8fPhw6M/13Xffxbvvvuv6+R988AE2Njbwa7/2awDO+7/+6q/+Kv7wD/9wqO2GHTGOuAkkKA5aEIQibxcvGo3CMAxrktZqtbC1tYXt7W2k02k8//zzWFlZGduEi6eDBoBLoqJXzh1ra7C9vY3Z2Vncu3cPly5dcvy9owimi+DkhrH97vcaHusCvUBUcSnLcs+F/XbhViqVsL+/bwk3p1JJL3ogMf7++B00zDhiUr1LnFWMJJKy/9eXopEayY0TCVHCNUTZD+D8ZqtI+wKg7/4Ui8WugJCpqSk8ePAADx48GOv4AOD111/H7/7u7+Lv/u7v8O677+L4+Bh/9Vd/hV/4hV8Y+7aDBAm0ENCrxNEwDO5lBLzFURDGwN7/Wq2GnZ0d7O7uYm5uru9k3+vt83bQeGz3IhOARqOBXC6HnZ0dLCws4OWXXx7Y1mCUksOLQCWOYsNTuP3fB+8iKccx7VBW6Ic4s5c3uqFsJHCoT0ainEgOmiiiRiQHjSVS9jtfFItFrj3Q3nzzTXz3u9/F5z//eTQaDWiahs997nP4kz/5E25j4oEYR9wEwk4WqqpyF2i8nTzeAq1eP5/kvP/++1hZWcGrr77qazwtL4EmSRL3ptHDHvuKoiCXy2Fvbw9LS0v47Gc/6/qz4lHiOGkCLcx4dSNmkHCrVquo1WooFovY39+HoihW81o3wu1cnHWfsysOyY3A4PJGLx0vlh45JysDnumesDWrFkmgibAfgFgOmqqqA8VmqVTqap7tJw8fPsSv//qv4/d///fx8z//8zg4OMBXv/pVfPnLX8af//mfcxuX35BACwFOF35ZlhGJRKCqKpJJ5wurHzBxxDNemtcYCoUCcrkcHj16BAB48OABFhf9b6DKK+4e4FNeaRdobqlWq8hmszg8PMTKyspI/eb8dtAmLWY/zCWOfrznvYSbruttjluxWMTe3h7q9Tqi0WhXOAkTZ3b3TDXdTz5P9fZUy4jUvu+dgo25ZX7H3Ie1F5oowoYctGDipqdbsVjE1atXfRpRN3/wB3+AN998E1/96lcBAC+99BIymQzefvttfO1rX8Ply5e5jc1PxDjiJpQgrENjC015nsBYmqAfNe+maeLRo0fIZrMol8tYX1/HrVu38P777/dcdDtueDlobNt+i0M2kXezz5VKBZubmzg+Psbly5fx5ptvdsWmD7Nd3g6am5j9MBNWccmTSCSC6enprhsOTsLte7FfRbJj7l8xUkhKLev/ne6aPSwEACIjOmZnxrmw1E0JC5H+bVGKRrrNRftpaxXTkfZyTPu6OVGi9tkaUxJowUIkB82NQCuXy1xLHBVF6Roje/8n6RpBAi0E9Jp0BSWgA3Bnm497DOO8IBiGgcPDQ+RyOTSbTTz11FO4f/++Jcp4JklGIhG0Wq3BTxwDPBw0N6WVpVIJm5ubePTokdUIPJVK9Xy+G/wucZzENWiEd3QKt87SxorR//tQfOyUxWzCp1OcDXLPenGqZ7pEmlNz7EmDnV9EEAOiCDTDMGAYhlAO2qCbyU4hIRehWq3i008/tf6fy+Xwwx/+EJcuXcL6+jp+53d+B3t7e/jOd74DAPjc5z6HL33pS/jTP/1Tq8TxN37jN/Dqq6/iypUrno0r6IhxxE0AThOvIKz/kiSJex8yWZYhSRI0TfM81lfXdezt7SGXywE4j3u9evVq14WHt4s1SQ4a0FssFQoFbG5uolAo4Nq1a3jnnXc8KwGmNWjjJezuX9DH3zBjSKL7emF3z4AnwgxoF2ej0C8MhJVK9nLTOl20ip7qctGcCHPUPju/iOCgiZLiyK6tIuwL4L7E0UsH7d/+7d/wsz/7s9b/f/M3fxMA8Mu//Mv49re/jYODA2xvb1s//5Vf+RVUKhV885vfxG/91m9hbm4OP/dzP0cx+0R4CEKJIxsHT4EmSZLnQSGqqlp9sRKJBJ555hmsrq72vHDyFKk8BRqviH+7WDJNE6enp9jc3ESlUsH6+jpeeuklz8W63+Jn1BLHsMbsA+EtXwn6uP9i/38e+JyinuESre/kptn5aWvVx9HwRSSBJoqD5iaWPkwMEmimaaJUKnkq0H7mZ36m7zny29/+dtdjX/nKV/CVr3zFszGEERJoISYoAi0ITp5XAq3RaFg9zGZmZhwbFvfaPjlo/sGE4fHxMTY3N6EoCjY2NtrKTsexzSA0qu53LJKDRvRiLnLuRlX0JKYjDevxoj7amsxR0E3nz7hXeWPn+reLwNbABRld1yFJUui/C36tCfcDJjTD/pkwVFUdWO7vtUAjRoMEWkhwmngFSaAFYS3cRcZQq9WQy+Wwv7+PxcVFV32x7JCD5h/s4v+jH/0Iuq7j+vXruHbt2tjXCPjtTo26Bi3MhFVcBhm7e9YpzhpG75sZneWNXq0/c+JMn8KliL8pj0FEpIh9QBwnUJT1Z8BgB63ZbKJer+PSpUs+jopwQpyjbgKJxWKo1fqnYfk1Dt4CbVSBVCqVkMvlcHx8jNXV1ZHi1wFy0PyABbVsbm5CVVUsLy/jhRde8O0uLY+Y/UlagxZmeLYZ6cc3dz6P2ci5uKro7S5VUU9bKYhAd3rjRRm2GbUTnzZXMRvp3RNt2CTHH55+BvcWfnDhcY0L0QSaCA6aSAmOwGCBViwWAYBrHzTiHBJoIcHp4h8kB433OIZx0EzTxNnZGbLZLIrFoicpf7xFksgOmmEY2NvbQzabBQDcuHEDOzs7WFxc9PXCSSEh4yWIAifszHaEauiQUdRHLxs803uXCco4P+6WouWRf7eXLtr/dfQ2vrD8PoDwNKsWSaCxtN2wI6KD1m8ZQLFYRCqV4tpflzhHnKNuAgmCMGLj4O2guXGwTNPE0dERcrkcFEXB+vo67t6960mYBM/3gLc4HJdo0XUdu7u7yOVyiEQibUEt+/v7XPqv8XDQhnFnwizQACpx9BK7e+aE3T1z4kSbsf49TI8x9joD58fsUrQCoPf6s2Fwk+T4lyevw3i8re8cv2mJtDAgyrotUfYDmEwHbXZ2lm6YBQASaCEhyA5aEMbRTyAZhoH9/X3kcjlomobr169jbW3N07tiPHuRieagaZqGnZ0d5HI5JBIJPP/881hZWWn7DvjtZvHYJtvfSRJohDeci7PBkfQMxYgjKas4084DQ2RpuGOIuWdOnGjnJeMtM4rVaLHr5/Z+bBd10f7y5PWux/7P/Z/Dr1wOh0gTyUETYT8AMR20QQJtbm6OBFoAEOeom0CCsPYLOBdHitJ7nYBfY+h8L9hEP5/PIxqN4vr167hy5cpYLhxBEEk81sF46aCx1gb5fB7pdBq3b9/G0tKS4z5NgkBjx+kwgivMAi3ME4KgrUFT9ARmI3UoRhzT8nkoiD5gTRgTZ17A3LNODrU5R5HmxKfN8cTr7+3tIZPJIJPJjC3xdVREEmiiuE4iOWimaQ4UaKVSidafBQQSaCEhyA5aUEoc6/XzO8atVsuKyk+n07h16xaWl5fHOoHi+R6wky2PshJZli/sHLZaLeTzeWxvb2N6ehp3797FwsJC38+Lh0DzO8XR7qAN85qwCjSAShy94Js7n8dsVIdinJduVx5H2KflJ99TxYgjGVFx9jhif1C5o5cMEmmdLlpJT/cNCmH81aNXrH/LkmmVOXZyfHyMWq2GVquFeDxuibVMJoOpqSlkMhlujokozpNIAk0kB43NUdyUOBL8EeOom1BisRgMw+B+MgyCkxeJRNBsNvHwZJ2uMwAAIABJREFU4UPs7e1hfn4e9+7dw6VLl3y5s83bQQP4XBQv4qA1Gg3k83ns7Oxgfn4e9+/fdx3ty8tB8/OGCDtuh9nPsAs04uIoegKz0cGC5qxH/7PO8sZh1p/1omW2TzWYSLOXN7aPzX3PsoYZw/9zes/18z/zmc8AOHfsa7Wa9ef4+Bi5XA6tVguJRALpdNoSbOzPuCfq5KAFj0GhGmFC0zRIktT3sykWi9QDLSCQQAsx7GKhqirXkyFvB61SqeDw8BClUgmrq6v47Gc/i5mZmcEv9BDeMfsAuGx/lDVo9XoduVwOu7u7WFxcxKuvvjr0HTse/deoxHG8hHnsQeHr+S84ijO7e1bSU4hJT747F3XP+q0/68ehNoeM3HT82ZnmbVPpS3K1q1F1LBbD3NxcVzlXp3A7OjqyHLdEItEm2LwWbqKEa4gk0HRdv1DCc5Bg5Y39blpTiWNwIIEWEnqtw4lEIlBVlWskKq80yUKhgGw2i9PTU8zPz2Nqagr37rm/k+olPBtVszhjHgJtGAetVqshm83i4OAAy8vLI/ecA6jEsd9rSOT4TxDWoH1z5/MAnKPkS7p/E8xe68+8ojPJ8W8f3UdU6v+9/D/2ft51UIhb4XZ4eIharQZVVT0TbqI4aKIITUCsNWiD1p8BsFoPEfwhgRZyglBe6OcYTNPEyckJcrkcyuUy1tfX8eKLL6JSqeDjjz/2ZQxO8Cxx5Ll9N8KwUqkgm83i6OgIq6ureOONNzA1dbE75LxKHP2O2Qcmp8SRt8AJO4qeQOSxUKnqSUxFGo7Ps7tnvDlSZ7ESK3U9fqZlcCla4zCi3vQSbq1Wy7Vwm5qaQjqd7jlJFkWgibKWDhBvDdqgfSmVSrhz545PIyL6IcZRNwH0mrwEISiElfeN8+JiGAYODw+RzWbRarWwsbGB+/fvW7Xh9Xqdq1DlXeY5zn5ko263VCohm83i5OQEV69exVtvvYV0evQmuXZkWfb9/ebl2k2SgxbmsfPk6/kvWP/uFGclLY10xLmUsJNh4/Xd0Ln+jFHV3Vd99AoK+dtH94cay380NuB1jUU8Hkc8Hu9at9NPuCWTyS63LZ1OCyNsRCpxFMlBU1XVlYNGJY7BgARaiHCafAWhWTX7wmua5knTZzu6rmNvbw+5XA4AcP36dVy9erXrhBkEgcQr6t6+fb9xctDspafXrl3DO++843kJbhjEkhcM69qFXaAR3jJInHWuPzNMqW39V6SjdFAeUEoIPGlM7ZZOF+3TxspQrx+Gjfijsf3uTtwKt4ODA0u4RSIRxGIxfPrpp23iLWwCQSSBNokOGoWEBAMxjroJJggOWiQSgSRJngo01hNra2sLiUQCzz77LFZWVnreXWRrwHgKJIDfyZyXQGMOmmmaODs7w+bmJkqlEtbX13H79m0kEs5rYi7KJPRBA0Zz0Hg4qV4Q9hJHXuNn7pldTJU0Z6e6s7zxkda+BnTUwA+GYco4Up8E/jiVL3pBRU/hHwovDPWavz39DH5x4QdjGc8wOAk30zShqip+/OMfW8nM+/v7qNVq0DTN0XELsnDTdX1s536/EclBGyTQTNMkgRYgSKCFCKfJWhAEmiRJnjlY9uj1mZkZ3LlzB4uLiwMnP+ykw0sg8d4+L4EmSRJarRa+973voVqtYmNjA/fu3fPcSe1k0gVarxsRYXfQwjp2XuP+3Z9+GXMjJoAX1Axi8njPGUfqLFQzguVYeeDzxiXm7ORbi2PfxihIkoR4PI5YLIZUKoXr168DOD+uOh23fsKNrXHjLShECgkRzUEb1DKAShyDgxhH3QQTBIEGXLzUslarIZfLYX9/H4uLi3j55ZeHuotjL7PkcTKVZRmSJHGN2vdz26Zp4vj4GJ988glUVcXy8jJefvll3957HmvueIifYR2xMAu0sDtoPJiLna/LsrtnuvmkyqCzvLGgOvc+A7rds1HKGztRzfNJ+rE60ybSeq0/c1ve+P8+Og8xiEf4BmR5TaewkSQJiUQCiUSirUekG+HW2cPNT+EmSomjYRhCiU1N0/quAzcMA+Vy2XU/UmK8kEALObFYDLUa/7SrUZMc7UESF0n4k2WZS3CEHZ7r4PwSaKZp4uDgANlsFqqq4sqVK9ja2sKNGzfGvm07k+Kg0Rq08OC3wGTuWd2IW6EgVT2JlK3nmZ1TdRoJ25qzcbtnnXSKtE7spZFAMJMcx43boK1hhNve3p4l3FKplGM4idcCRKSwEwBCOWj99qVUKsE0TSpxDAhiHHUTgtMEIEgOmltxwtYrZbNZq+fG22+/feFmkDybRQN8o/bHvW3DMLC/v49sNgvTNHH9+nWsra1ZJal+Mwl90Ng2hxVcYRZoYR6739SNGBLGeSlxL0fqVH2yxixxwYbUgzDMwRPyY3WmrWn2MPRKchSJiwobt8KtWq2iUCigVqtZjZi9FG6iOGhsTiOC2AQGpzgWi0XIsoyZmRkfR0X0ggRayAlCiqPbcZimiaOjI2SzWdTrdayvr+Pu3buerVcKQpKjaA4aS9HMZrOQZRk3b97E5cuXrQsWc3j87t8TBjfLC5wEWq1WQyqVcrzQhtlBC3OJo9/v+bl71n2usbtnRTWNRABLABUjPrJIA56UN4rIuM6jg4RbtVq1xFs/4TY1NYVUKjVQfIki0Nj6szCfm+y4cdBmZ2eFEaRhhwRaiAirg2Z3XwzDwMbGBtbW1jwvG+At0Hg6eG4aRg+DpmnY3d1FLpdDLBbDc889h9XV1a5jkF2EJ0Wg8XLt2M2NTz/9FLVaDaZpIp1Ot02cMplMqAUaQA6aW+pGrK/4GlacjXP9mVvyjQUsxPqXNJZ0b/ooBhW/z6N24bawsGA9bpomms1mW6mkXbjZzz12x42NXRSBJlKCIzA4JIQCQoIFCbSQM+raLz/GoWkadnZ2kM/nEY1GcePGDVy5cmVsFyCeDhbbPi+BFo1G0Wy6a0bbD03TsLW1hXw+j1QqhVu3bmF5ebnnHUT7BdnPOv1JcdAA4OzsDB9//DFUVcWNGzewtLQETdPaypVOT08t4SbLMj766KM24ZZMJoW5CxxU/Hp//9ePv4K5WB0AUNXimIq2u2Zu8Hv9mZ2qnryQg+aEZsqIjiAig4bfAq0XkiQhmUwimUwOFG5nZ2eo1WowDMNy3FqtFkqlEmKxWJtwCxsiJTgC7hy0ubk5ulYEBHGOvAkg6A4aEwitVgtbW1vY2tpCJpMZOMn3cgy8BRqv7V/UQbN/ZlNTU3jppZdctTdgF95JcrP8gDlm9Xodu7u7eOaZZ7C2tma1NYhEIo6Tp1wuh9PTU6TTaVSrVRwdHUFRFMiy3OW2TU1Njb0dwjDQpGAwX374m0jZbujbxVlT7305D8L6Mzu9AkNO1Uybi9YZFPL/FW6OPsgQEPTEQLfC7dGjRzg6OsLW1labcOvluAUVkRw01l+vn0ArFArkoAUIEmghJxaLWV88nieSaDSKUqmEhw8fYnd3F5cuXcL9+/cxPz/v28SLd0gIz+2P6t41m03k83lsb29jbm5u6M9MkiTPyyvdIGqJo72UkTV+f/bZZ3HlyhXr571gvZTi8bjVRwk4vzArimKtMykUCtjZ2UGj0UAsFusSbZlMhttd47CWOPo17lTkXGhVtXNhbRdodoYpbzxuTSPSUeI4TEnjamL8/csuwlS0iaoWjqbJQXHQhsUu3C5duoRPP/0UL730EpLJJBqNRpvjZnf77cKNnXtSqVRg3gPe8yovcZNISSWOwYIEWohwmjSzL5uqqtxOJJVKBYeHhyiVSlhdXcVrr73GJQUoCA5aWARao9FANpvF7u4uFhYW8Morr4x8YubRk0w0B61TmN24cQNra2v4/ve/P/QYO8WCLMuYmprqal+haVqbcDs+PkYul0Or1UIikWjroxSUBriTzBc//G3MxoGo1P49L6rn6bcp2Z1LdtKaRtRW4ngRcQYAh80n8fjL8Yrr19ldtHxjYcCzJwMR4unZOTISiUCSJKRSKaRSKSwuPmkSbppmX+HmtMaNh3Dj1Vd1HKiqat1Q7UW5XCaBFiDEOPImGFmWEYlEoKoqkknnqOVxUSgUkM1mcXp6ivn5eUxNTeHevXu+jsFOEARa0FMcFUVBNpvF/v4+lpaWPBHTk+SgmaYJ0zQ9c4V7CTN2ER029GOY50ejUczMzHR9/p1x3PYGuE7BJF5NnMJe4jju8c/G623/18yIJc76UVaTAJ5cG6JjXH923DqP9e8l1Hq1A3DDfz95Humo+1JNWTJhmOE6psLqoNlh14J+N3OGEW6PHj3iJtxEctCY2Ox3nioUCtQDLUCQQBMAP4NCTNPEyckJstksqtUqrl27htu3b6NSqeDhw4e+jKEXXgVlhHH7g1ysarWKbDaLw8PDCzUEH2Xb44CXKATgiUAbJMzs2/S7UTUrk7RfqDvXmNiDSQBYEye76zZKMElYSxzHDXPPetHLPTttpRHjEJ6x1zy/Cz/IURvUvHqS4NGuZByw8/Io++FGuDHH3w/hJpKD5mZfyuUyNjY2/BkQMRAxjrwJoddkx4+gEMMwcHh4iGw2i1arhY2NDTx48MCKbG00GtzTJIOQ4sjTQXPadrlcRjabxfHxMa5cuYK33noL6bS3UdU8xZKfExr2/bvINt0KM/s2O8VvPxE2rpj9fuEA9XrdmjhVKhUcHBygXq9bwSSdpZJBCibxCi9dVSeYe9ZZ3uhEVY+jqgfjPT5uTbsSaXYGBYWMSrEV7Ih+9r0Nu2PDgk68/D70E27s/MP+nJycQFEUx1Yk6XR6KOGm63rfWPowMShiHzhfg0YOWnAggRYynCZg42xWreu61Q9LkiRcv34dV69e7bqI8C4vDMIYeIeE2CfyxWIRm5ubOD09xdraGt5++22kUoPLobzYth/wEGh2B21YhhVmjGEFl9+tACRJQjqdRjqdxtLSkvV4ZzDJ2dlZWzBJp2gToYfbuGDuWV2PYTp6fn6paEkrMMTOmZpGXObfdsWOG5E2iP9+8jwAQNFiQ5U5OvGtvf+CL179mwv9jnHAzqEiOGh+3jRzOv/0E24AejpunaJS07SxXTf9xo2DRgItWJBAE4BxOGiqqmJ7exv5fB7JZBLPPfccVlZWep54o9Eo9zRJ3imOQQgJOTs7w+bmJorFItbX13H79m0kEuNNMOPtoAV5m6MKM/s2hxUtQRA5/YJJ7GWS9mASSZKg6zqq1aol2sIUTDIOB+2LH/424hENdf3Jne9OcVbXY0jJKs5c9EDrXH920YAQJ5waVB+3ppF2EJQAsKPMYyFRvfB2w45IAo33d3YY4XZ8fNxTuLGWJiIwSKCZpolSqYTZ2dmezyH8hQRayHC6y+ylQGs0Gsjn89jZ2cHs7KzrfljMOufZN4S3g8arxNE0TZTLZaiqiv/4j//AU089hbt37/pWSsbbQfML9h1wI4BM08Th4SE2NzdHEmb2bfq9Bm2cRKNRzM7Odk0CWq0WfvCDH2BqagqapmFvbw/VarWth5LddQtSFLefVDTnkI1e4ozH+jM/aelRxIdoKRBk2E2usIflBEGg9aKf49+5xu34+BjVahWlUgn7+/uuHLcgo6rqQAetVCrh0qVLPo2IGAQJNAHwIiSkWq0in89jf38fi4uLQ8euy7IMWZahadrYHZte8BZofjt4LLBlc3PTCmt45513fF/jw8tB87NxNHB+cR+0Ta+EmX2bIgm0XsTjccRiMczPz+Py5csA2oNJ2KSps0yps1QykUhwmTSN4z3/4oe/PfA5pVaqTaAErbzRzlFjGivJ4Usd/8fJjQuXNYYBVq4dpkm/E0EWaL2QZdlRuH3ve9/D1atXEY/HrfPQ0dERFEWxxF5YhJubEsdSqUQljgGCBFrIcPrix2Ixa4I+LKVSCdlsFicnJ7h8+fKF0v2CIJB4O2h+CBUmAuyBLaurq3jvvfe4uAo8HDQgWM2qvRZmjGFFaFgFmhODgkmYaCuXy23BJE7r28IaTOLkDrX0KFIRFaWWGGtj/OSHlWu4N73DexiOiJDgCIRToPVC13VkMpku0WIYRlupZKdw6xRto6baesmgm+eKoqDZbJJACxAk0ARg2JAQ0zRxenqKXC6HYrHoWYjEOMNK3G5f1/WxJ6r12/44BaJhGDg4OEA2m4Wu67hx44YV2MIm8bqu+x4LzMNBY9vl0azaLoDGJcwYPGL2eeH2O2svU7Kj6zoURbEmTPZgkng83iXaMplMYCO0B7lnTJxdtLxPh4TT5vkNOaf1Z8uJi4V7dNLpou0ozpPBziTHSUAUgcZSHEWg1/WUJdRmMpm2xzuFW6VSweHhYSCE26AUx2KxCAAk0AJEMK9OxFC4XYPGAguy2Szq9brna5X87MfmBDuRuomTHQfMQfNaIBqGgb29PWSzWUiShBs3buDKlSttF3NWGsNDKE2igzZuYcboJbh6HWNhFmjAxUoFI5EIpqenMT093fZ4ZzDJ0dERqtUqVFVFMpnsEm2ZTGbkHk5e0jIiiEc0VNUEpmLD91fsXH9W6IiZl6XB7/Vxc9rx8V7CzSkgBAAqav8G1afNqYkPChFF2PiZ4jhuhnUDRxFurLxy3MJtUIljqVRCJpMRpq2ACJBACxm9Shz7CTQ2wc/lcjAMAxsbG1hbW/P87nEQSgwBfr1LotEoTNP0TKDpuo6dnR3kcjnEYjE888wzWF1d7Xnx45UiOWkO2snJCT788MOxCjP79ibFQRsX/YJJ7Ovbdnd3UavVrGCSzlLJfmtLvHzP/+sPfxdAFLJkdomzlt77nN25/uy01T5JlOHdGJlwM0wZq8nSUK8dZi3a/zi5MfTYwoooDpooJY6GYcAwDE/mSf2EG3P9ncq1vRRugwRaoVDA7OxsINfPTSok0ASgl3OlaRp2dnaQz+cRi8Vw8+ZNXL58eWwXAd4ljpIkcW8WDZy/7xdxJTVNa2tx8MILL2BlZWXgiZOXQOP1nvsp0Jhj1mq1sL29jaeffnqswowxSWvQ/B57PB5HPB5vK+lhwSRMtFWr1bZgEvtEiQk4v0KRyq0kkn1KGltGFFX1yVii8ni/G4Z5fuwfNs6F77BCbRCnambwk2xopoxoiFMrRXGeRBFo7Fo6zn3p1Y5kkHBzKpUcFJA0KMWxVCphbm6OBFqAIIEWMtw4aM1mE1tbW9je3kYmk8GLL76IpaWlsX/xeJc4AnxdPHZxHVUkqaqKra0tbG1tIZ1O486dO65aHDDIQfOezlLGWCyG27dvY3l5eazbZUySQAsC9mCSxcVF63F7iVK1WrUmTIqiIBqNQpZlxONxJBIJa8I0yk2az33/f8N0vL38sNxyLg+0rz8rNlNjF2SDYEJt0ksVR0UkB02EMjlN0yBJEpfPxK1wYy0A3Ai3QQ5asVgcKrmbGD8k0AQgFovBMAxUq1Vsb29jd3cXly5dwv379zE/P+/bHRHeDhobAy+BJknSSNtvtVrI5/PY2trC7Ows7t27h0uXLg39ufESSiKuQeu1xuyDDz4Yy/Z6MexnGmaBFuQ7t/bJj12cs2CSTz75xApf2traQrPZtIJJOte39ZskTceHW2tWbDoHO3WKtc7yxs71Z140qGYcNWawkiwPeM40Wkb/6cePiyuejSkMiCLQRFlLx3q6Bum8NEi4VatVKIpiCTdFURCJRJDJZGAYBo6OjjA7O+vouJFACx4k0EKG08miXq8DAN5//32srq7itddew8zMjN9DQzQatUqBeBGEdXBuJ9SNRgO5XA67u7uYn5/Hyy+/fKEEpUl00Lzebqcwu3nzJq5evWpNnPwWQJ3bY73Y3D4/bIRt7CyYJJ1OI5FI4MaN8zVTLJiElUoeHh6iVqtZwSSd69vS6TT+l3/73zEdBxQthqlYCwBgmE8+687yRrs44+2eMbTHZY92kTYoIITRLyhE0WLC90ITRdiIVOIYlv3oJdzYDaRyuYxyuYxKpYKjoyPU63VEo1F87Wtfw8rKCp5//nmcnJwgkUhwS8EmuiGBFlJM00ShUEAul8Pp6SkkScL9+/fbmiz6DW9xFIQxuFmPpSgKcrkc9vb2sLS0hFdffbUrwGDUbZODNhr/P3tvHuTGed99fvvAPTMkZ4YzHHKGGl6SKF6iRFEHKVrO+WpT9ioux5vXWxutWXHispN/vJWqOPVu4qvsWiuVzeHXScVKrHKcxIlTlh1XKqk461JkqRzrSJhIoiQOgLnvC5hB4+pGP/vH8AEbjQbQALr76W70p4pFEgPM08D0dPe3v7/f99dKmNmxphmCEkdv0iyYRNvftr29XQ0mEfr3fs5UnOXksKEoydwueQzzzv+ut4MZJ60ZUjmCRJuOopfxi4Pml146M4Od3Q69gSQIAniex4ULFwDs/YwkScIHP/hB3Lx5Ey+//DKmpqawurqKAwcO4MyZM7jvvvtw5syZ6p+xsbG2hNuLL76IZ555Bq+//jqWl5fx/PPP46mnnmr6mlKphM9+9rP4xje+gZWVFYyNjeG3f/u3cf369a4+B6/i7b2vByGEYG1tDel0GrlcDkePHsXZs2fxox/9iPnBxGzcv52wDAkB7sxiM0KSJKTTaSwvL2N0dBSPPvpoXSR4N/Sig9atWKLCLJlMolKpNBRmVq7ZDr2U4tgLd23D4TAGBwcxODhYfYwQgve/+lkI2HOKGpHR9KKxFmc0IKQVZt2zdvCrm+YXYeMl56kZfnkfQL3YFAQBAwMD+JVf+ZXqYx/72McwPj6OX/zFX8Rbb72Ft956Cz/4wQ/w5S9/Gel0Gs8++2xbQkmSJFy4cAHXr1/HBz7wAVOv+dCHPoTV1VX82Z/9GU6ePInl5WUmN3/dQiDQPAYhBMlkEocOHcKDDz5YbcZ1gzhi7V7RbWAhFihGIml3dxepVApra2sYGxvDlStX6uJ2rVqbxcHMiw5au8KM4rQA6qVB1YD3Shwp3ZQFvf/Vzxo+3qkIabf/zE7ylTDiQrnu8aX8Xgn+cNS4JP61taOWrM9zpKZM1M34yUHzg7Dxg4NGaZXgCOylOF68eLH6R0s+n2/72Pzkk0/iySefNP38f/qnf8K//uu/Ip1OV29gTU5OtrWm3/DH3tdDCIKAxx57rO7xXg/ocMs2aNfPZrNIpVLY2NjAkSNHcPXqVcTj8RbfoXNYxt17pbSyU2FG8YKDBnQnGAKcR2jSQ7ZbjiAkNP796rb/zMqAELfSJ5aQU/ZGEPzT2hlcP8J4gwzwi0ALeunchxmxmclkGvbA23ndQvn7v/97XLp0CV/60pfwF3/xF0gkEnj/+9+Pz33uc4jFjMOQ/E4g0DyI0UWbGxw0t8Tss/wcBEHA7u4uXnvtNWxvb2N8fBzXrl1DNGp9qY/R2oGDZky3wqyTNa2gkx40wJsCzWvbawXve+UzTb++W3ZmxpoVKAZljzk5jJwcxkjUXPR+s6CQRpQrYs3IAa8SCBt34ScHzcx7oXPQWJFOp/HSSy8hGo3i+eefx8bGBj7+8Y9jc3MTX/va15htF0v8sff1GG4VaNQ9YnlxKIpiNdXSSQgh2NrawtbWFmRZxrFjx3D+/PmuBla3S9CDVo9VwozCOsXRzPMBb5cK9hrUPSsqIUQ1ZY2NxJmZ/rPNwp073lxdpH7zz1j/9eGo1HI9K9ks9bV+kg9RVdUX88P8ItD88j6A1gKNEIJMJlPTG+s0qqqC4zj85V/+ZTVc6fd+7/fwwQ9+EF/5yld60kULBJpPcIt7RQhBpVJhdufJ6RJHQgjW19eRSqWQz+cRj8cxOjqKu+++27FtoAiCgHK5vt/DiXXd5qARQrC8vIxUKmWJMDOzph100oMGeFPoeNlB6+Sm1Ht++P9g4LYG04uzitrefrqtidzX95x1y1qhVjCNxNofRL1W7DPtok1n2V0kssRPDpofSjUVRUEk4h0HuxmKorQU/9lstqsxP90yNjaGI0eO1CTfnj59GoQQLCws4NSpU8y2jRWBQPMgRhcCoVAIkuTsnU49VJSxLA1wqg+LEILV1VWk02kUi0UcO3YMExMTSKfTzJxM1g6a084pz/N1n7Vdwky7pld60ALcTViooKiE6vrPpHKkRqw16z/LlGI1r9eLs3bdMzOs5PeSZ0dinZ1vaEAIAGwU4w2DQuwiU3TnnXg/9KCpqgpCiG+Eph/eB9D6mqxSqWB3d5dpieOVK1fwrW99C7lcrjrP7datW+B5HuPj48y2iyWBQPMJrHuvgL2LV0EQqsNYWWB3iqOqqlhZWakKsePHj2N8fLx6IBcEgUmJJV2bVVgH4Hzfk1Ys2S3MKCxKHPWCsNWgai/TK8LyygvPIB6uDweRTPScaQdUNwsX6YR2BNxaYS+JtpFQy8m15d3tuGi9iB+cJ3r+8YOwYVkJZDWtrskymQwAWFrimMvlkEwmq/+fnp7GjRs3MDg4iKNHj+JTn/oUFhcX8fWvfx0A8OEPfxif+9zn8JGPfASf+cxnsLGxgd/4jd/A9evXe7K8EQgEmidp5KCxFmiAu1IUrURVVSwtLSGdToMQguPHjxsKAJYx/ywdNMD5O8DUuVtaWrJdmGnXDEoc7cHr4rId4uHaY3VF5aviLNokXj8vO9fTCsBURP1aIYHBqLmbUmvF3uwvM4NfHDTAHwJNURRfvA+gtYOWzWYhiqKl439ee+01vPe9763+/5Of/CQA4Omnn8Zzzz2H5eVlzM3NVb/e19eH73//+/j1X/91XLp0CUNDQ/jQhz6Ez3/+85Ztk9cIBJpPcEMPmhu2w2qBVqlUsLCwgOnpaQiCgBMnTmBsbKzhiZSVSGK5Nj2JOXnHkRCCXC6H9fV1ZDIZ24UZpd1URSvW04stMw6aFwUa4O3tNiswqXtmlqymJK9ZuSNL1gsJHOyw5FHLm2uHkIg430frBvwg0KgL6IebLX5y0FoJtO3tbezfv9/S/e+JJ55oejx/7rnn6h6799578f3vf9+ybfA6/tj7AlzloLGLN+iIAAAgAElEQVTcDqsEmqIomJ+fx8zMDMLhMO69916Mjo62PPGwdBBZCTT6mTixtraUsVwuIxaL4bHHHnPswsbpxMpOe9BYhLYEmIO6Z2bKE7txzPT9Z1bQzFGzSqQ1Iq+EWg7vVggP0aNz3fwQEuKHMk1KrzloLPvPAowJBJoHMRIJrIWRdjtYO2iqqnZ8N1KWZczNzWFmZgbxeBxnzpzBwYMHTd8RZOmgsYq75zjO9iRHox4zGtTidFkl6zlorQSb031yVuGHu+6toO5ZURGRCO85RVI5jKhYf8zcKUWbDqHWC7xW6Y1WBIS0opVI28gnsF9XDtksKEQqR5AIlyzdRrfiFwfNL6LGbw5asxTHTCaDffv29cQx2Ev4Y+8LQCgUgqqqzA+QrEsc6XtXFKWtGWTlchmzs7OYnZ1Ff38/Lly4gKGhobYPWE6lSBrBsv/NLnGoFWaqqtb0/i0tLTn+ft1Q4gg0F2lePsl6UVhSzH7uRWXvtCuV945PWnFWrggoV4yP33aXN1ol4NYLCcRaOF2syJTjrZ/ECD+4T6yvP6yklxw0WuIY4C4CgeZBGoWEAHsOEMuDCmsnr12BViqVMD09jfn5eezfvx8PPPBAV0lGfhRJZrDaQWsmzChOu1l0TSdFRCfredVB8zJmPu8rLzwDnvfOz8VMQAgAVIi1okIqhVv2obUqd/zXG/cCKofHL75j6bbZSeCguQc6LsAPDlqlUoGqqk3fy87OTiDQXIj3974AAO6IuAfYlzhyHGdKJBUKBUxPT2NhYQHDw8N46KGHLDlAuSEkxOm4e8A6cWhGmGnXZCHQ3OCgWf0aN+DV7baKfDkEUbizbzUrb3Q7W/k4BuPtzTd7c+1Q1+u+/J931/x/o5TAcKS+5LJQKCAajbrKbQ4Emnug1zB+ei/NBFomk2E6pDrAmECgeZBGJxXW5YV0G4rFItNtaCYS8/k80uk0lpaWMDIygkceeQQDAwOGz+0E6iSxONmymkdG1+5GuOiF2YkTJ3D48OGmnyELgcZiDlqvCDQ/08g9U9W939N8uXF/SLtkirG2yhUPxMwJKbOOWisyxZhhH5qT/Nu//Rt4nkcikaj+6evrQyKRQDgcZiLc/CDQ/BB0AuwJTY7jPP/zAPYEGs/zTd9LJpPB8PCwg1sVYIZAoHkUo4swNyQ5snbQGm1DLpdDOp3GysoKDh06hMcee6w6rd7qtQE2/QSd9t9ZQadiqRNhRrE7mMQIN4SEtLp4DAQaGzq9qKfiTOuemSFbuFMp0Y2e2C7Eb3+P2n1GL6LaRe+ibeStm7FkhN49A4C3b07g9H3zdS7ae97zHuTzeUiShFwuh0wmg8XFRRQKBYRCoTrRlkgkmoYsdAshBIQQz4sbP/TRAXf6z9zksHZKq/4zYC/F8eTJkw5tUYBZAoHmI1j3f7lpG6hA29nZQSqVwvr6Og4fPoyrV68iHrfvbq12JpidJ/Rma7OIWG+3tLMbYUbphRLHXupB8+p2A8170K688Ez132VZQDjUeSnwzm1Rxltc/mgUyU+FG2DeZWPFyzfuAdpwDXmeR19fH/r6+jA6Olp9vFKpVEWbJElYX1/H9PQ0yuUyIpFInWhLJBKWiCp6TPG6uPFLiWMvJTgCQYmjW/HHHhgAwB0OmhvKLAVBwM7ODpaWlrC5uYmJiQlcu3bNkd48GjnP4jOgJRks1jbbg2aFMNOuyaLEkXUPWuCgeQ+lwgO6X49iKYRwyPh3Vdt/liuGIfAEBTh3w4foyhm3C3GohKsTakYBIQVNuabZXrSZtSFEo/adu3JKxNTzBEHAwMBAXdm7LMs1wm1paQmSJEFRFMRisRrR1tfXh1gs1tYxLRBo7sJPCY6yLJty0AKB5j4CgeZRghLHeggh2Nrawu7uLra2tjA5OYmzZ88iEjF3crYK1kEhrBy0ZutaKcwovZDi2Ikg9KpA80M5kZ6Hvv//AhCrjpeq8gAqTcUZACgqj2LZfadn6qq5yVF79Y0TLZ9TrIiICp2fl0KhEPbv318TJEUIQblcroq2XC6Hzc1NSJIEQohhf1ujYBJ6vggEmjvwm4PW7L0QQoJB1S7FH3tgAAB3uFcsShwJIdjY2EAqlUIul0MsFsPhw4dxzz33OLodFJaz0FiJw0YOGhVmyWQShBBLhJl2TRqH7NTFvVtSHJu9X68KNKBH5qCV6p0wbf+ZVAzXDaHWoi9v1C9rx0BqfUAIFWoD0daBUFv5+pJyo6CQTjAjzow49/z/xBs//4mu1uY4DpFIBJFIBENDQ9XHCSEoFApV0ZbL5bC6uop8Pl8TTKJ13WgohddvUqiq6nj/sx34yUEz24PWzXihAHsIBJpHaTQLTZLqI4WdJBQKORb1TgjB2toaUqkUCoUCJicn8eCDDyKZTNq6bitYzkJjJdD0DpqdwoxCv5eTAs3pEsdO3qOXBZqfuP8f/gihsPl+MalofGEreGh2WiNUWP/7mVec7fE1C8dxiMfjiMfjOHjwYPVxVVVrgkm2t7cxPz+PYrEIURRBCMGtW7dqBJzXXJzAQXMfZhy0TCYTOGguxB97YAAA9wR0AOYaUzuFEIKVlRWkUinIsoxjx45hfHy8urYoiiiVSrasbQbWJY4sHTRVVbGysmKrMNOuCTgbT82ixBHoDYHmZffA6PMOhWtd9HJZhCgaizWtOGvmntmBUUCIWbalOA4k7C13lMoRJML1x/O33joKeKgisFEwiaIoWF9fx61bt8BxHNbW1iBJUjWYRN/fFo/HXSuC/Jbi6AdaXYvlcjkoihI4aC4kEGgepZGDxlqg0YOaLMuWCzRVVbG0tIR0Ol0zxFh/IBVFkamTyLIPj6VA293dxUsvvWS7MNOuCTibWsmixBFoT4R6VaAB3i5x1ELdM0XhEQ7v7S9acabtPysUw+DbjNi3E31ASCMqlb39USvSCh3Mc5tZG2r9pNvklRDiIttznNWIoohYLIZQKIRTp05VH5dludrfpg8micfjdaWS7QaT2EHgoLkPur80IpvNAkDgoLkQf+yBAQDc0YPGcZzl26GqKhYWFpBOp8HzPI4fP9704p9lDxhdv1ccNOqYLS4uQlVVnD592nZhRmEh0JwWP9oSR7N4VaB52UED7mz//f/wR+B4FYpy53dA754VNI6Zm8RZp2xLcURD1gknqRRGIlK27Pu5HSPnKRQK4cCBAzXpelYGk9j1Pvwg0BRFcTxczC5apThmMhn09/f7RpD6ieAn4lHc6qAB1jlIlUoF8/PzmJ6eRigUwj333INDhw61PNmwHpbdCwJNX8o4ODgIjuMwPj5u+9oU2lTfCw5aLwg0v1K2MI3RDQEhjSjKoYYibVeKoj9RGyjSTVDIW28dbfs1N/79OO5/IN3RenZj1iG3Kpikr6/PljAPVVV9IdD85qC1EmiBe+ZO/LEHBgBwRw8a3Y5uBJKiKJibm8PMzAyi0Sjuu+8+jIyMmL4LyFqg+bnEsVGP2dzcHLa3t21btxFm569ZBYs5aMAdgZbNZjE1NYVsNlt3wZVIJCCKoqcFmte3+/5/+CPDr2vdM7ksmnbN/BAQkpViDb+WKTb+WiNMh4PwBFC94cp220fbKpiEOm7aYJJQKNTwGNIpfnLQ/PA+AHMCbd++fZ6vYPAjgUDzEaFQCKqqMj9IdioUy+UyZmdnMTs7i76+Ppw7dw7Dw8NtHzhYpigCbB00uwSLqqrVOWZGPWYse9+cdtBYhITs7u7i5s2b2NjYwMTEBCYmJqp3zNfW1pBOpyHLMqLRKCqVCtbW1qp3zuPxuCdOvl4Wllq4JiEfrcSZ2YAQKb9XfqX/sZoJ/OiL2xeglM3HsC9u3hXL7NzpjSkWQ6aGVc+8dRgQvb+faLEr6EgbTKJFUZQa4ba2tobp6emug0lYX3tYRS85aMGQavfijz2wB2lU4gjs1RyzPEi224NWKpUwMzODubk57N+/HxcvXqyWzHWCGxw0VimSVgulVsKM4rSTpV2XhUBzKto/n98LX/j3f/93jI+P4/HHH0c4HEa5XK47qdLelHfffReyLGN2drYalqO/U25XiVO3eFmg/dyNbzf8mtygzLGVk1ZROZQ0c9O6SVyk5PLGvTX6EsSm21WpFxMlmcHlhApPJTk2wunSQFEUMTAwgIGBgZrHy+VyNZQkl8u1HUwSpDi6C0KIaQctwH0EAs1H8DwPQRCqd9JZYVYgFYtFTE9PY35+HkNDQ7h06ZIld3Lo+k7Ox9LCugetXO6+ud6sMNOu66RQorAQaID9F1T5fB6pVArLy8sAgAcffLDac9Lo/YbDYQwODiIej2N4eBhHjhyBqqo1vSmZTAYLCwsoFosIh8M1go1efPnhwsRpqLBUKxwEHqjIAoRQ58eAYmFPPHMOljjuSnfOGXa4bEZ9aE6zP5zHitTPdBuMcHJUSDPC4TDC4XBdMEmpVKoeQyRJqgaTAKgRbqqqMj33WoVfHDRVVUEIaZqonclkAgfNpXh/D+xRGh383JDk2KrEMZ/PY3p6GouLizh48CAeeeSRujt53a5PCGHWsMwyRbJbcdiuMKOwctCcFoadhHa0Q7FYRCqVwuLiIg4dOoSrV6/i5ZdfbitRTFsqqA0IGBkZqT5HUZSaQIHl5eXqPJx4PF7ntjmRBOflC7r/49aPId6uItOLM6Kau/AuF0I1gkwvzvTuWSfljWahLpuqcuhLtCfW2i1zbIeZtw7b8n1Z42bnieM4RKNRRKNRw2ASKtp2dnYAAK+//joEQahx2uwMJrEDvzho9Dqk2XvJZrNBSIhLCQSahzHq2XBDUEgoFDIs8cvlckin01hZWcHo6CgeffRR9PdbfzdTOyybxUGWZQ9cp4KlU2HW7brdwtJBs5JSqYR0Oo35+XmMjIzgscceq/aNtNubZeb5oihi3759NaUt9E65NsJ7bW2tJglO67b19fVZPuvQqyWOXKSCiszXiSqlJEII3dlX9CWNaoWHUt47RjnplrVDTtoTa+0KNaB5QAhLTk8us96EGtzioLWDNpgE2CuPfOmll3Dt2jUUi8XqcWRra6smmEQv2roNJrEaQohvHDTa7tJs38pms7j77rsd3KoAs3h/DwyowQ1R+/pB0bu7u0ilUlhbW8Phw4dx5coVJBIJ29bneR4cxzGbZcK6xLEd965bYUbppR40wDqBVi6XMT09jbm5OQwNDRm6ye0mR3YatqG9Uz48PFx9XJsER+cuzc7OolQq1QQKUPEWj8c9d7HZDWf/5k/ARWoFllJqfWqVCyI4wZ2izIicFDEt0sy4aJtre/u5EGVb8eEGvCjQ9FQqFXAcB0EQGgaTaPvbtMEk0Wi0TrSZDSaxGloW6BcHrZXQDBw09xIINA9jdCHmFoEmyzKy2SxSqRQ2NjaqAQexmDN3VFm7WCxLHM1czFslzNpd12q8MJfMCFmWMTMzg5mZGRw4cACXL19u2KjdSXKklU5UoyQ4WZZr3LaFhQVIkgRVVatlklrxFolEmpYxejXFkYu0f5zxmjij5KQIYgZJi0YBIdm8dcd6qRzB+tRQ6yd6FL8INHpz1Agj1x64E0xCjyWLi4vI5XJQVRWxWKyuVNLuVFp63eAHB82MQAvmoLkX7++BATW4QaCVSiVks1m88sormJiYwLVr1xwPLWGZ5MhaHDZbWyvMAOD48eNdCTOK00KJ5brdrKkoCmZnZzEzM4O+vj5TwTh2lDhaQSgUwoEDB+oCBWh5Uy6Xw+7uLpaXl5HP5yGKYp3b5rbypnah7pkWopm9pS1vBPaEmdeRpAgSHZQ7Au0FhUilMBKR7gOPvICqqp7pz2pEpxH7ZoNJ1tfXq6m22j5ZszeAzKIoCjiO87xgBswLtCAkxJ14/2wRUAOrkBBCCDY3N5FKpbCzswOe53Ht2jVmJx0/D4vuZG27hJl+XafTu1gItE6GVVcqFczPzyOdTiMWi+H+++83PUqi0XqNPmuWThTHcYjFYojFYjUDcyuVSk2ZpL68qa+vD7Isg+M4SJJUF9/tVqh7RssbSVkARON9o1I2/35YBoRQ1CZDnrsRaQH1+MVBs6ossJ1gEnoDiJZW6ksl270G8Uv/GbAn0Jr1CRNCkM1mMTg46OBWBZjFH3thj9JoFpq2/8tuCCFYX19HKpVCPp/H5OQkTpw4gf/6r/9iekfQDQ4ai6hhvUDTC7MTJ05gbGzM8osB+v16QaC1U3KoqioWFhaQSqUQiUQ6Gr7uVgetHQRBQH9/f10oEJ3dlsvlsLKygmKxiFdffRUAai603Di77ezf/Ak44fbvUbjxDZlK8fZFa5MQELcGhDSjlUgrS2GE49Y4YBvvDAMeLAk1i5tTHM3ixJBqfTCJdu18Pl913LTBJHSciL5UspEI80uCIxD0oHmdQKD5DKdSHAkhWF1dRSqVQqlUwrFjxzAxMQFRFKtx3Sxh7aABbO7EUYHmlDDTrgs4f6Hh1hJHVVWxtLSEZDIJURRx+vRpjI6OdiRe2+1B66RnjRV0dtvg4CAqlQoKhQJOnz5dc7Glnd1GU+C0pZJumN1Gbicx6t2zqjjT4cX+MyMkKQKxiThtBA0I0VMshhA16HHrhrdvTuD0ffOWfk+rCRy07mh0A0g7TkSSJKyuriKXy1VnxepFWyKR8JWDJsty0/ciyzIkSQpKHF2KP/bCHqWRg2anQKMX/ul0GpVKBceOHcP4+HjNgTkUCkFVVaYnHdZBHYC5u1dWw/M8FEXBSy+9BMB+YaZdF9g7SVsdvd5qXTeVOBJCsLy8jGQyCQC4++67MTY21pWr2Ikj5hWBpoV+RhzHtZzdJkkSVlZWama36d02O2e37blnLT7jinfnutmJdiB2wB5+EGhufA9mg0m0AUehUAiEEExPT1ePKbFYzJNzGlslWWcyGQAIBJpLCQSaz7CrB01VVSwuLiKdTgNA09Q/KkpkWWYSc0+3gVUfGM/zjsfOU+E8NTUFQojlPWatoOldLNwsp3/ORg4VdZSTySQURcHJkyct+/z1n2urCwU3ljiapdl2N5rdpi2TzOVyWF9fhyRJjs1uM3wfJQGc1k3rooSxkg8B+h4zE9eK4YT1ARtqpX5/LkthW9aibLwzXPcYp3Agou4zIVz95+QR3Chu2oWlg9YuzYJJZmdnsb29jXw+XxNMonXZ6PHEqmASu1AUpelIo0wmg0gkUlcyGuAOAoHmYZxw0CqVChYWFjA9PQ1BEHDq1CkcOnSo6clEEASmc8gAtiWOgHNBIUbhHzdv3mz5M7IDVmKJZYkj7cFMJpMolUo4ceIExsfHLf3sjQSXH+PqO4HjOEQiEUQikZowAe3sNkmSLJ3ddvZv/qTh10ip8wvUyu2Ex7ofbQfiDNgTTo1e06o3rFlASDuU8931oUkl9/Qc2omqqp4RN43wkkAzQhtM0tfXhzNnzgDY+9kUCoWq46YNJhFFsU60OXUTyAytqnhoxL6bRWYvEwg0n2FVD5qiKJifn8f09DQikQjuvffetnpoWKVJUkRRRKHQfFCqndhdYtmoxwwAbt68yaz/jYVYcno/owJtY2MDU1NTKBQKOH78OCYmJmy5QGm3p4yFk2kFVl4kNJvdRi+0Gs1u0wq3RnfIq+WNZR4I3xbrHZQ0qgWxK3etU2rEG+xx2wLMEzho7kH/PqgTry+51ibT6m8C0WASfX+b0+fkVimOmUym4fzNAPYEAs3DNHLQVFXt+GApyzJmZ2cxOzuLeDyOs2fP4uDBg21fPDkVVtJsfdYC0Q43qVX4B01RZFHeydrNcopKpYJbt26hXC7j2LFjOHr0qK0nXj+kOJrF7u0OhULYv39/TWqZfnYbTZTU3iGngu1nX/renW+mEWd6uAZR+xTVyXloJg7dWsHWiVjTlznqBWDNc9diQOLO8alSFCFEjY/VhWnjMBG/EaQ4ugezveNmg0lWVlYgSVI1mEQ/CqAd997q90ITHAMHzZ0EAs1n0Lslsiy3dbAsl8uYmZnB3NwcBgYG2prTZIQbBJKfShxpKqC2B9Ao/IMO2GQh0FjMf3PStctms5iamoIkSRgdHcXZs2cdKWVp1xHzqkBjdZHQzuw2Trm9jXq3rMQD+p4oPbcTHQnr6/AWm1mWwoDKQfShq/bS/3ceww+sIlOMsd6UGvzioLFqabCSbt9Hs2ASKtpyuRy2t7dr3Ht9qaQVwSStUhxpiWOAOwkEms/geb6t8rpisYiZmRnMz8/jwIEDePDBBy1J9HFDiaMf1jcrzPRr94qD5kQ5387ODpLJJDY3N3H06FEoioKDBw861mcQOGhs0N8hv/DnXwUiqHekSi0urNsYUO0mFClcI9KMAkJU+c5NwEZhId32ofUCfhBofngPQOtgjU7RjhShUPde67jRkCNtmq229DocDpsSboQQ0z1oAe4kEGgeptEvqZmgkEKhgOnpaSwsLGB4eBiXL1+2tBaZdYkjCzfHyvU7EWaUXnLQ7BSFuVwOyWQSa2trmJiYwLVr1xCJRPDaa685KiQ66UFzk9DxC2pEt58RVMVZXaIgpSA0H7DM68NfdF/vMCDEKpTbpYp+dNPchB/EjV9KHJ18H1r3fnj4TlqpPpgkm81iaWmpruxaK+D0NwzpuTgQaN4lEGgex+hirJk4kiQJ6XQay8vLGBkZwaOPPlpXQ20FfnGwOqXTkJBuhJl2bVYOmh9KHPP5PJLJJFZWVnDkyBFcu3YN0eid2U1OO4W94qC5uQ+i6p6ZgJM5QDa+wGNe3mgGgwRHRQqDb9AnpqVZ71m7lN7dB4S9tx+3CyEkSHF0ESzml+qxIpiECrZWPWiHDh2y/f0EdEYg0HyIkYO2u7uLdDqN1dVVjI2N4bHHHqtLOLN6G3pZoLVbZmiFMKOwEmisUhytWrNQKCCVSmFpaQljY2O4evWq4XwYp1MSG8XsNxJhXhVogLtKHLVU3bPb2oUrcyAhd25rDRZq3ooUgpDoriqivNa696tYDCEa3VuHL3NQfS7S6D4fOGjuwM3vo51gklwuBwD40Y9+VDO3bWVlBWfPnkU0GkU2m8Xp06dZvJUAEwQCzeMYXYxpBVo2m0U6ncb6+jqOHDnS8KLTakRRrA54ZAEVaDTV0GnMiiQrhVm7a1uNV+egFYtFpNNpLCwsYHR0FFeuXGnag9BuyWG39EpIiFuh7hkncyC3xYJWnNGhyXzxdrmjtqSxWXkjC9yyOZJQk+TYFSoAD2sbesz0ukDzgwsIuMNBaxejYJLt7W3cvHkT9957b1W8vf3227h+/TpkWcbExAQSiQRUVcV3vvMdnDt3DseOHet4P3zxxRfxzDPP4PXXX8fy8jKef/55PPXUU6Ze+/LLL+M973kPzp49ixs3bnS0vh/x1l4YYIpQKITd3V289tpr2N7exvj4eF2Zlt24wcECwGQeGLAnkorFYsOvU2GWSqXAcZwlwky7Nos5WF5z0MrlMtLpNObn5zE8PGy63NfpEsde6UFzc4kjJ+9tG1fe+1vvnlFx5ne0LpraoIzTiHaDQkrv2jebaePfRzH8wKpt379d6LHE6wLNzc5TO/jlfdAZaNpgktOnT2N5eRnJZBI3btzAl7/8ZWxtbeF3fud38PbbbyMUCuG+++7D2bNncfbsWXz0ox/FwIC5UReSJOHChQu4fv06PvCBD5jezkwmg1/6pV/CT/7kT2J11T2/l24gEGgeR3tRQwjB1tYWNjY2UC6XMTk5iXPnzjGJvmVd4kgPsKzuhjUqcdQLs5MnT1omzCiBg9YcWZYxMzODmZkZDA4Oth2Q47QA6pUeNMB9JY4X/vyrIG0MkibtOGYuDwjRoh3C3bLUMScAffXHgXLeuv40P0GPX26+QWEGPwgbQgizm7pW0+jaRxAE3HPPPbj77rvxhS98AV/60pfwMz/zM5BlGclkEm+++SbeeOMNvPTSS/jVX/1V0+s9+eSTePLJJ9vezo997GP48Ic/DEEQ8J3vfKft1/sZ7++FASCEYGNjA6lUCpIkob+/HwcOHMA999zDbJtYO2g8z4PneWbboBdJTgizRms7hdsdNEVRMDs7i+npaezbtw+XLl3qaKQEi5CQoMTRnfAl3rQoaxUQQgjA5+9c4JJW1+scsa5MkGIQEGJERQqBazCkuxOaDavuCp6Yfk+soKWBfhBoXncBVVUFIcTzQhMwd3Nam+IYCoVw+vRpnD59Gr/wC7/gxCbia1/7GtLpNL7xjW/g85//vCNreolAoHmczc1N3Lx5E8ViEZOTkzh69CgWFxexsbHBdLtYx+zTbWAVtU8FqpPCjBI4aLVUKhXMzc0hnU4jkUjg4sWLGBoa6nhNN4SEWPl8t+C2C9RG7hmnciAgrcVZk6/xBYPf/07evtTiQtLAybKVXJPtafY1E3AVrj2Hsgn7owVLvo8V+CFinzpPXhc2ZqLpvUIrgUYIQTabrZnL5iRTU1P4zd/8Tfzwhz/0xedtB8Gn4nEIITh8+DAmJiaqB0czc9DshnWJI8DWxeN5HoVCAT/84Q/BcRxOnTqFQ4cOOXIiZumglcvOzktqJgpVVcX8/DzS6TQikQjOnz+P4eHhroWA00K0VwQa4L4Sx0bwrYZTG73GSJTZjZEostp1sxhhKg7V4mrIt29OsKwQbYofBBq9YeV1gaYoSrX6xuvQHrRG7OzsQFXVjqpIuqVSqeDDH/4wPvOZz+Duu+92fH2vEAg0j3Pw4MG6XzA3iSNWKYrabXAS6phNTU2hXC7j3LlzjgkzCguhBLjHQVNVFYuLi0ilUgiFQjhz5gwOHjxo2X7I87yjN0Aafa6Nfre8KtDc5KBd+POvVv/NyxxUE5H6de5OhQNfvvN7304vm61Q141wQF8Xx8ddEehne57xA34pDQS8L9D84AJSFEVpGgyXyWTAcVxb/ddWQUPs/uM//gO/9mu/BuBOeakoivjnf/5n/MRP/ITj2+U2AoHmcYwuatzgoImiyLzh1kmBpi9lHB8fx/z8PPDrP54AACAASURBVA4fPuzI+lpYljiy6EEjhFQFydLSEpLJJHiexz333INDhw5ZfuEf9KDZh5u2m6vsldVp4csciInDGV/k24t+1+2iLfvPrCJ3+800EWqkYnAToJWDaBAUIhR4VGLOp8u6HT84aH4ZFaAoim8EmizLTWfdZrNZDAwMMHm/AwMDeOONN2oe+8pXvoIf/OAH+Lu/+zscO3bM8W1yI4FA8yFu6f8C2M4UcUKg6YUZLWWUJAmzs7O2rt0IliWOLBw0ANVZcqqq2t7nF/Sg+Zv7//Sre3qJ6pLbH2UrccZVuGocvx7L3TN9wmO35ERwKkDa7VnrxkWzchaaSZSEClHi8fbMGHDR0aUb4heBxvO8q1zwTvBLgiPQ+tpLGxBiBblcDslksvr/6elp3LhxA4ODgzh69Cg+9alPYXFxEV//+tfB8zzOnj1b8/qRkRFEo9G6x3sZf+yJPUwjB01VVaZ2Pc/zEASBedS+Xes3Emb0RMuyxLNXUhwJIdjc3AQA3Lp1CydPnsSRI0dsv9hxelB1MAeNPXy5ftu0JY18kQPRHmo9er3N3e5Za1uotUBYb9wLU/O8qbil63oBvwg0PzhPfnLQWgm0bDaL/fv3W3bcfe211/De9763+v9PfvKTAICnn34azz33HJaXlzE3N2fJWr1CINB8CG0MlWWZ6cGGtZNnh4NmJMzGxsbqDnL0c6cRyk7i9xRHOlZiamqqOgz84YcfRjzuzMUdixLHdgWaV2EtLB/8w2eBKEwnKvJF737WzeBygnmRRl20LlMaK0UR7XwHTuFARO/diNDD4hxhNX4RaL3koG1vb1vqoD3xxBNNj9/PPfdc09d/+tOfxqc//WnLtscP+GNPDKjBDe4VwD6sxMqYfbPCTLs2wOaOHIuwDsAZB21zcxNTU1OQJAnHjx/HxMQE/uVf/sVRUcJiULX2c+U4run79aqDxpoH//BZVKK1nxtfvhMQoi9v1Ioz4v1r0zq4nAC1m56xBgOrA2oJHDT34DcHrVmKo9UljgHWEwg0j9PoQs0tQSGsBVqpVOrqe7QrzCj0IrpXesEAe52l7e1tJJNJZLNZHDt2DJcuXaqKYKcdLS84aE6HtViBW5w/Xuaghvc+70bpjXsljRaJYBYBISYXESQBFV2fmGFAyK5ofV9cj+AHgeYHFxBg2zNvJYQQ0yWOAe7F+3tigOEFHOvyQjdsQzcCsVNhRuE4rqfCOuxaN5vNIplMYmtrC5OTk7j//vvr7gq6PVWxW3qlBw1gV+L44B8+CyLsiTOK1j0D9I6Z+e10fUBIC4xEmh3EUmFUbs8/48vobBYa4TwnFP0Qs++H9wD4ywkEmg/czmQyTGagBZgnEGg+JXDQOlu/W2HW7fpW4AcHbXd3F8lkEhsbG5iYmMC5c+cQDhtfsbFw0JwucewVgeYWjEJBzL/Yuu1wCq7Fr083Is1sQEiv4gcHzU/CJhaLsd6MrqHXHc1+JtlsFhMTE05tUkAHBALNBxhdkLlBoLHuQWunD08rzHie70qYaddn6WQ5nSBpxfuVJAnJZBKrq6sYHx/H448/3nTYJhCUOBo934uwEpYP/uGzho9r3TNOafyZdtt/JuSNL86VhHfKVEWJh2LUb6YLDnHTLLRXX30VfX191T+JRKLhTSA78UN5oF8Eml/eBy1vbHYuCEoc3U8g0HwKa3EEeMNBs0OYUVgFtdATjNMCjQqXTtbN5/NIpVJYXl7G4cOH8fjjj5u+k+n3EsdeGlTNimYiSyhyULs4U4pSrQCra/9q8KtSfV1dyV7tC5wScoIkQGWQmsiX7/QEWsnRo0eRy+WwtbWF+fl5FItFhMPhGsFG/7bT4VJV1fN9T34TNl7HzPsIQkLcj/f3xADDi2HW/V90G2gMOqv1Gzk6qqpicXER6XTacmFmZn07oSdKp/sCOhktUCwWkUqlsLi4iEOHDuHKlStIJBJtrev3Esde6UFj4fxdfuZZIGL8NaFBhH6r/jMhr3ud5r9mxVk76AUgpaFwsymFRMwJxi5aM24Pq46lnHeuRkdHMTo6Wv2/oijI5XLI5XKQJAlLS0vI5XJQVRXxeLwq2Khoi0ajluyzlUqFiXNnJX4RaH55H60SHAkhgYPmAQKB5lNCoRDy+TzzbXCbg+aEMKOwLHEE9k42zQ7SVkPFoJmTXKlUQjqdxvz8PEZGRvDYY4+hr6+v43WDEsfOn+8mnN7uSmSv/2ovIARQO/x1EW+LMqLXSt0eVroIvNALt3adNk41uPEn8Z4qvWzGuef/J974+U9U/y+KIvbv319z0UoIQbFYhCRJVfG2urqKfD4Pnufr3La+vr62HRg/9KD5wQUE/DMHzayDNjg46NAWBXSC9/fEAENx4YYeNDeUONJeLEKIY8KMwqrEkeM4JrPQtA5aI8rlMqanpzE3N4ehoSE88sgjGBgY6Gpdp99rEBLiD7TumV6ccZrdqVl5o1jg6kWZS6kKNsLViKxWASG9DMdxiMViiMViGB4erj6uqmpVtEmShI2NDczMzKBcLiMSidT1tsXj8YYizA8CzQ8uIOCfOWhmBNrOzk6Q4uhyAoHmU9wi0FjH7APA7OwsZmdnHRNm2vVZOGgAG/eOzn4zEmiyLGNmZgazs7PYv38/HnroIcvKK3qxB82Pg6qdLnFUxdtCTLcsX27ek8ZVOAjlvX97RZzpoWKtEzesHRctsilAibfYFyXvXRDzPI/+/n709/fXPC7LctVpy+VymJ+fRy6XAyGkpqeNirdwOOwbgeYHYeMXB02W5abvo1QqoVAoBALN5Xh/TwwwhHV5IettUFUVy8vLAIC5uTlHhRmFlYNG13bDLDRFUTA3N4fp6Wn09fXhgQcesLysIihxNH6+0yExVuCUsHz4i88CUdSIM77c+nWCied4CVHiwandBY006oEzS2zF/IU9V2kwIFyFK8YbhEIhHDhwoObClxCCQqFQddx2dnawtLSEQqGAUChU87tKBZzXxI4fBBod7uz19wG0dtC2t7cBIOhBczmBQPMBbg4JcVqg0B6zVCoFQRDAcRzuv//+rsvoOkEURZRKJcfXBdjPQqtUKpifn0c6nUYsFsOFCxcwNDRkW68fa0fLToxKKls5aAHNqTSf3FCHeDvrqBvHzI6AkO43Yo92e8saPb+joBCfw3Ec4vE44vE4Dh48WH28UqlAkiS8+eab4Hkeq6urSKVSkGUZsViszm2LxWKu/d32g0Cjx3Q/OGit5rlls1nEYrGWI2wC2OL9PTHAELeUOCqK4sidfL0wu/vuuzE2NoYXXnihp8oMWa/N8zyWlpawsrKCSCSCs2fP4uDBg7b+/FkJJqccqk5i9gHnxyx0i1PbWnXPtGj0r768UTQZROumgJBO0Iouo4AQvtTZGxLzXE2Zo5tmobFEEAQMDAxAFEUcOXIEw8PDIISgXC5Xe9tyuRw2NjYgSRI4jqtLkqRlkqzxwyw3M8OdvUKrFMft7W3s37/fU+eHXiQQaD6gUUgIdTJYHXDoAaLVwaIbGgkz+pmw7gPrlRJHOk+uVCphdXUVp0+fxujoqCMnABYljoBzAkhf4qgoCmZmZlAqldDf34++vr6aEAKtQPMajm6ziR8d3+TX16v9Z1r0ASG0XLES896+41W0PWgcxyESiSASiWBoaKjmOYVCodrbtr29XTe7TSve4vG4o+d9PzhodCyN1/sBgdYljjRiPxBo7iYQaD6FCiJZlpkdOOm6dgi0VsKMwjJJkrU4dGJtQgiWl5eRTCYBANFoFPfccw8OHTpk+9oUFiWOgHPpa9SxU1UV8/PzSKVSiMViiMfjWFhYgCRJUFW1eoEWj8cB7CVmmh327QacuFh4+IvPAvxeL1nldoKjUAIqOhNCuF2Z3CwspNdp1XsW2Qw+PDOYmVfJ8zwSiQQSiUTd7DbtCIClpSVIkoRKpVItk9SKN6tmtxm9B68LNL/0nwGtBVomk8G+ffsc3KKATggEmg8wOuDyPM/UwQH2tov2wll1oagXZlQMNDrpsBRofi5xJIRgdXUVyWQSiqLg5MmTOHz4MF555RVHxRLA1kFzikqlgh/+8IcQBAFnz57FgQMHqhcUNISAXqRls1kAwI9+9KO6yG/ay+KHu8TdQkWYVpzxCoAGhws/OGZmEXc5KP2d7d/t9KElZgWoDQaF9wrd3OgRRRH79u2rudgmhKBUKtUM3dbPbtOXSnZ7A9WMyHQ7fklwBFqnOGYymSAgxAP4Y28MMEx6c1MfWre0K8ysXr8T/FjiSAjB+vo6kskkSqUSTpw4gfHx8erJ2Wk3C2AzBw1oPu/NCgghWFtbw7vvvotKpVIVwRzH1exX2hCCkZERqKqKF154AY888ki1n0Ub+Q2g5gKN/nFyqHkj7BS91D0LMEc3Iq1ThHK9m2kHoaUI5MNsApz0WO3EcxyHaDSKaDRqOLtN29tmNLtN68Sb3a7AQXMXZkscA9xNINB8jBuSHLuN2u9UmFFYiiSWJY5WixZCCDY3NzE1NYVCoYDjx49jYmKi7oTmtJtF13RyP3eix2trawvvvvsuCoUCxsfHMT09jSNHjtQ8hzbmf2Df9epj387+eXX7BEHA/v37a07EhBDk83lIkoTd3V1sbW1hbm4OpVKp5iKtv7+/OmDXqT4F1v0QQhEgmjNiu+WNYl7zH91baRCe2PD5+geVhAX7WsuNqIeKtEYBIaIEKAmDx3PmPzy+BEMXjS8DagdibfiVvbU3rt2eiZB392WOUwEbZme3bW9v18xu09/MCYfDNb+rqqqCEOJ5ceMXB41mDzS74ZbJZIIZaB7A+3tjQEPc4qB1sg3dCjPt+n5zsZxee3t7G7du3UIul8Pk5CTuuuuuhicyFu+ZxVwyu5Ijs9kspqamkMlkcOzYMdx1110ol8uYnp4GgGp6pKqq+N+Gf7Xu9Vqx9mV8A8CeaNNuO73oGhkZqT6uv0ibnZ2FJEkAUOe09fX12XYhY5foffiLzzb8mmAypVGPWLjz7w60T3trScYLWCLcdHC6w2Wn6Y1OwCkciHjnMxh6TQCN5Dz4QhjrT7h7cB0VNyzLA83OblteXkY+n4coijVuG21f8LpA84uDRs+/rRy0iYkJpzYpoEMCgeYT/FLiaJUw067P6jNgLQ7L5e4uTqhY2N7exuTkJB544IGWZXCsHDSvrylJEqamprC2toajR4/i/Pnz1fhsWZarokxVVTzV/3+29b21ok2LVrgZXaTpk+M2NzerJVHRaNSwt421C9aU29fAnAwQuhtrfoTExNlQoKLMJaWSRsLNrGjTJzg2ohMnS9BVDxpF7UfXrN1X9sTZHWjP4MFXeKxfVkFCBJzsrv2THkPc1r/VanYb7W1bW1vD7u4uAOCVV17x3jFBg18cNEVRwHFc030qk8ng3LlzDm5VQCd4f28MaEi35YVOboPVwowiiiIKhULrJ9oADXBwKu1Pv3anTtbOzg6SySQ2NzfrxIKd63YKC4FmdEOkE4rFIpLJJJaWlnD48GFcu3at4fDQ9yd+qev1tBgJN61oa5Qcp+1r085pos/Xl0maveix60Lu0c8+C4T2hBmgEWdtwLujXckUetFmh8vWehuMSx/tYvh13nYX0w7cKtAaQWe3DQwMVB+TJAk//vGPce+999YcE/L5vZpft85u0+MXB432nzU7ngYljt4gEGg+weiX0Q09aK22wS5hpl2fpYsF7B0wnT4hdRLWkcvlkEwmsba2homJCVy7dg2RSHsRa04HdrBcsxtRSMsWZ2dnMTIygitXriCRqL2iJYSgUqngFwY/2u3mmsaM2xYOhzE4OIjBwcHqY6qqIp/P11ygUbdNG/dN/zSK+7arxJGX61MY+RKgthBr1DHrJsGRtXCggk2Jd/49QjlA7tN/3zt/2y3G+DIHNWy8bwy/3viHc/CFvePuyI94rF9y32w3rwk0I1RVhSiKhseEZrPb9L1tTs9u0+MXB61VgiOwdxM2CAlxP97fGwMaEgqFqnexWCGKomGpnaqqWFhYQDqdtkWYaddnLdBY9KG1E46Sz+eRTCaxsrKCI0eONHVxzKzr9E0BL5U4KoqC2dlZTE9PY//+/Xj44Yfr5tFQ15UQ0nY5o12YcdvohZYWvdu2vr5eddv0os2O35Or/+NZIFwrsMy4YXwb1cF1AqzdQ5gTAo7cEVSAs+6WnQzd4Jz5/GyCVld4pQzQiEYJjt3MbtOKN7tmt+lRFMVTcyMb0SrBkRCCTCZTI6YD3Ekg0HyC0QHMDT1oepGoFWaiKNomzCgsBRrHccyCQsw4aIVCAalUCktLSxgbG8PVq1erQ447xYtuVie0GxKiHzJ98eJFDA0N1TxHGwDiFmHWjG7cNu0F2traGtLpNGRZBsdxeOONN2pKJLu5QNNHtmv7rrTuGS8DFVHjmDW7ke9ds6OKKAEVg2tRfUAIsBd9bzV98xwUm+afEY4D5+CMwm5gUf5uNe1G7Jud3ba2tlad3aZ326yY3Wb0PvzgoLUSaEAQs+8VvL83BjTEDT1otMTRaWFGYT2sm5VAbCYMi8Ui0uk0FhYWMDo6iscee6zO+ehmXa+4Wd2uaaYcjxCCpaUlJJNJCIKAM2fOYGRkpGa/95owa4UZt00f900IwcbGBt555x0MDAxUhVs+n4cgCHVuWyKRaHlRSN0zswgNWlX9OKCaU+84ambdNKMyRyMiW51vVzsM3fCu60Txg0CzYkxAs9lt+tLp2dnZurEgncxu0+OnHrRm4lVVVezs7AQ9aB4gEGg+wa0OGs/zkCQJL774oqPCjMJyFhnALmrfaN1yuYx0Oo35+XkMDw/j0UcfrZuJ0y294qC1WpMO9L5161bdkGntc/wkzJrRym3jOA7hcBg8z+Ouu+6qfr1SqdRcoK2srCCXy0FRFMTj8TrhFolEwHEcrv6PZ6vuGRVYQhlQDc54QrHWMWt3/pnXsaKHzOlQkE44+Brnuj60SqXieYFm53toVDpNx4JQJ35hYQGSJEFVVVOz2xq9j15w0LLZLAghQYmjB/D+3hjQEJYhIdQxm5qagqIoOH/+vKPCjMKyxJGuz1qgybKMmZkZzMzMYHBwEJcvX67re7JyXbeJJTtoluK4tbWFW7duIZ/P48SJE5iYmKi5gOklYdYKI+F2JXul+m9BEAzdtnK5jN3d3Rrhpp3RBAD87V97KtS04oyrAAh1PgPNb4gSUDFRckhdNG0/m+k1dFH7ncJVOAy+0fW3cQV+cNDaLXG0gkaz24rFYvWY0Gx2G/1bK2T85KA1E2iZTKZ6XA1wN4FA8zEsHDR9KePk5CRmZ2cxNjbm6HZQRFGszo9icSJkVWJJ102lUpiensa+fftw6dIl28saWIglt4jCnZ0d3Lp1q2bItPZESQWdqqr4X/uednR7vYQZty0SiSASidSUQ9EZTf/Ll/625nW0h0rvnnUkznSHkFYBIS0THB0KCDGDUDIn0sxil6s29J97f/uh9DQQaNbBcRxisRhisVjL2W2051U7z7FcLkNRFBBCPB3aIstyXSKwlkwmg3379nl+v+sFAoHmExqVOKqq6sgBtFGPmSRJSKVStq7dDHqBzCLqHmAj0CqVCpaXl6EoCtbX1w0DKeyil+ag0TWbDZmm0Mj8XnfMuqFVbxud0QS0d/HerKTRDyKgG4wCQkK57kYH9M2zvfhVEipEyR0/2ECg2Y/R7DagPmFWURTcvHkTb7/9dsMySS9gpsQxCAjxBoFA8zG0UVSWZdsOoK3CP1g7WDTCmJVAc7LEkSYFptPp6s/+8uXLjn7ubuwHs2vNcrmMN998s+mQ6UCY2YtetK39+mMtXyOUAbXTw6EKiBrnrc6c6tIxMxPCYRe8svdH7tD1EqU9F66jtUuAetu9E8r16ZsU6p4ZwREC0sL54BQOQmnvOX1vRoCf72RrrcOKgA3WuF2gNUKbMEsIwcrKCh5++GEQQqqOWyaTwcLCAorFIkKhUF1QkZmwIqcxU+K4b98+T7uEvUIg0HyC0S8bz/O2OThmUxmpUGAlkDiOYz4LzW6Bph32LYoi7rvvPhw4cAA/+MEPHBfGveCglctl5PN53Lp1q2EKJu0xC0oZnYe6Xrx8J0qfUzWljs0cM93XOFUnOmy+pgnlGn/NKvHGtfhVCUmdi7RWiPnOP0C+zMF0vaZH8IOD5heRCexdr4RCISQSCYyMjFS/rp/dtry8XBdWxGJ2mxGtUhy3t7cDB80jBALNRxgFF1jdh6YXZvfeey9GR0cbHoyogyXLMrMSAVZJinRtu8ShNsKd5/kakUwFi9PJVCwj7+3uHdAOmaZpg/fee2/Nc9w4ZLpX2PxorXumdjEmSaTz0Fx07Wwk3uxy3JqJNFGyZl2xBNtmoXkFv6Q4ej39kF4fNBKarWa3UfHWaHYb/bfVs9uMCEoc/YO3f6sCWmJVkmO7wozC2sEC2CY52pGkScsxkskkVFXFyZMnMTY2VnOi5zgOHMc5LkxZOWiAfXdyjYZMz8/PIxK5c3UZJDOyp3K7upS//etmRqDpHTOxwSw0APUBIC2+3ur1VqAXbVYKtmYDqs3ORNMT3Wzv+XwZUG/f1xt6k3RemupS/OCgebXEUYuiKOB5vq2fhdnZbZubm3Wz27TirZvZbY3eSyuBFsxA8waBQPMRdjhonQoz/Tb0qkATBAHFojVZ3nS21tTUFGRZxokTJ3DkyBHDgzvHccxmkvlFoBFCsLy8jKmpqboh04uLi1WnjPaZ/fzARyxbO6A9tj/yKHjZ2PESSs3FWk1PGW/8b6+gFWxyH7qqCNSWiAbYQyDQ3IGVLmAns9u0Mx2peKMzHduBhsK16kELBJo3CASaz+lUoFkhzCgs57HR9VkKtG7XJoRgY2MDyWQShUIBJ06cwPj4eMuTIgs3SxAER8oNtWgFmhVoh0wrioJTp07VDZmm7mQQAOIOKpHafU3bO6YVGXoHppE48wOhHABizuniDQ5RfAthawarovaH3vRX7xnFL/1bXn8PTsxAMzO7bXd3t252m75Uspn4otcarRy0yclJy95XgH0EAs3ntOteWSnMKL1e4tiNSNra2sLU1BRyuRyOHz+Oo0ePmj6R+LHc0Ai6b1rxXrVDpunnbTRkmud5fPLCZ7teL6B7tj/yaNuvocKsWcS+X6CumtzXOiCkGyLbgBJv/hyhAFRina/BVwxCXgicmSdnA35w0PwiMln00bWa3abtbTOa3UZFWywWA8/zUBSlWj3TiMBB8w6BQPMRRiLKrHtlhzCj9HqJYydrZzIZTE1NVe92Pfjgg22fQFg5aICzd1XpCakbB007ZHpychKTk5PBkGmPQN0zMw5YjWPm7WvKtgnl9gRaO71jYg5QGjzfqA9NzLcWae0y/J8qiNDdeYgIAHf7UFiJkGrUPmv8ErDhdYHmhIPWDmZnt21ubkKSJABAIpFAOBwGx3HY3t5uOLst6EHzDt4+MgS0JBQKIZ/PN/y6ncKMwrrEkcWwaEq7Dlo2m0UymcTW1hbuuusu3H///R0nPwmCwCRREbCu3LCddfX9l2YIhkx7GyP3TCgD6u0zm7ZETyh2IcpcGBDSKZ0GfAB7JYudkljo/LWdQnh7XcNu8YODFiRROod2dhuFEIJ8Pg9JkrC+vg6O4/DOO+9UZ7ft7Ozge9/7Hs6cOYOLFy9id3c3SHH0CO7fIwNMYySqGvWgOSHMKG4ocSyVOpyg2iVmXazd3V0kk0msr6/j6NGjOHfuXNdjCVgIU1bhJO26hcViEalUCouLizh8+DAef/xxxGK1tVeBMPMGtH+qEq4VZ1raFWe+6Edrcr+iHZHWzEUL6A6/CDQ3uU+d4DYHrR04jqsOzQaAQqGAS5cuVWe33bx5E4qi4G//9m/xxS9+EZIk4eMf/zguX76M8+fP49y5czh//jwmJyfb3hdffPFFPPPMM3j99dexvLyM559/Hk899VTD53/729/GH//xH+PGjRsolUo4c+YMPv3pT+Nnf/Znu/oM/Eog0HyOvrzQSWGm3YZCoVl+tb2IolgtA3CaViJJkiQkk0msrq5ifHwc165dQzQatWxtp50sgM0sNO3st2aUy2VMT09jdnYWIyMjTYdMB7PM3M32Rx6tKX0zioUXTAao+kKQtUkod2c0gR6ezf2sOgbftvc48lMf/yr+5SsftXWNZgQCzR14xUFrhSzL1fdBZ7c9+uijePTRvUoDRVEwPj6O3/qt30Imk8Ebb7yBb33rW3jnnXcQiURw9epV/OM//qPp9SRJwoULF3D9+nV84AMfaPn8F198ET/90z+NL3zhC9i/fz++9rWv4X3vex9+/OMf4+LFi529aR/j/T0yoEozB42FMKO4wUFzW4ljPp9HKpXC8vJyQwenW1gN6GYVTtJMoGmHTO/btw8PP/xwzdBRIJhl5iV2//sjLZ8jlAhU0fj41k3/mSihvmRR93/Z4j4sKzAq9ROKjUWalkYuGnXiIttNXmtRkqMf8bpAo8dLrws0LztoWlrNQCsWi8jn83jqqacwOjpafbxcLuPdd9/F8vJyW+s9+eSTePLJJ00///d///dr/v+FL3wB3/3ud/G9730vEGgGBALN5/A8j2KxiBdffNFxYUZh3YPGOiREVdXqiVhbWnfo0CFcuXKlWppgx9osBBqrEkcjgWY0ZHpoaKjmOYEw8x5KlDMMjqDljc3EmRlCOsOdtPmtQrq2X6PXWx2m0SlmBZSYQ8e9dGb6z/gSoN6Z/Y7h/1I7jvknHAeug55Up/G6uKHHXC+/B2DPQeu2pcANmBlSDaCuBy0cDuPcuXM4d+6crdunR1VV7O7u1vTUBdwhEGg+hTpmyWQSiqLg7NmzjgszSi+nONKDZaFQwNzcHObn5xuW1lkNSweNRUiIds1mQ6a1zwmEmfdo5p4JJeOL8laOmajPUdIcJuvEVav/69du8PW6NTU4Ld5MibQG70M7HBtoL8lRLAFKmTJaGgAAIABJREFUpP5xo3LVus1RvV+a6nUHjZ5fvPwegNbCxiu0eh+ZTAZ9fX0dB49Zze/+7u8il8vhQx/6EOtNcSXe3yMDqtA+nIWFBaRSKYRCIZw6dQpvvfUWDh48yEScAexLHFmmONIT2Msvv4zh4WE88sgjddG5dsHSQWMl0MwMmQ6EmbdRotq+M4JKuP3jGle5I+YIr3u9CxIXjcRbW6LNBvMoJAGyT0oVKxF3DE/zegKiXwSaH/rogD2B1qyHPZPJYN++fcyuBbX81V/9FT7zmc/gu9/9LkZGRlhvjisJBJqPKJfL1VLG06dPY3R0FIQQvPXWW5BlmdkByA0ljk4LFVmWMTs7i5mZGQDAuXPnMDY25ug2CIKActnErWgb1mXRg7a7u4u5ubmmQ6aBYJaZl9n974/spTZyACq1KmSvrLH19xALxJPOi160We2yOdUrZmZY9YF3am/wcBXS9Sw0ABi+AWzc3/W3sQw/OGiCILjigr8beslBc4NA++Y3v4lf/uVfxre+9S381E/9FNNtcTPe3yMDqkQiEZw/fx4HDhyo/gJyHMfUQQLulDgSQpgcGKiD58T6iqJgbm4O09PT6OvrwwMPPIAbN24gHne+4aRXHLSdnR3s7u5ie3sbx48frxsyDQSR+X6hrq/stkbTizP988TCHTHnRXFmhFawcaQzd4vTHR5EyXhMQTMiWQI57r0L9PwYgRpiu91+EWhexy/vQ5viaEQmk2E+pPqv//qvcf36dXzzm9/Ez/3czzHdFrcTCDSfMTQ0VDew1w0OFsu0JyfWr1QqmJ+fRzqdRiwWw4ULFzA0NFQVyL2Spujkutoh09FoFEePHsXJkydrnhMIM/8g/YJx71mjvjNKqECgev/aqyU02MRIqLEc1pxYJjVlqXbCEQLSxk04nt1pEYD3Q0L8Imx6xUHLZrN16cXdkMvlkEwmq/+fnp7GjRs3MDg4iKNHj+JTn/oUFhcX8fWvfx3AXlnj008/jT/4gz/Aww8/jJWVFQBALBazdLv8gvf3yICWNBpW7RT0gMGqzJKub0eUrrbnLxwO4+zZs3X9fqwcTBZpinRdOx00oyHTt27dqitnDISZv6he5Ju8/g7dds3aEmd6g86mgBAr4XT6NCQB6NBRo69v9Fon+tD05Y1+xusOmtcFJqVXhKbVDtprr72G9773vdX/f/KTnwQAPP3003juueewvLyMubm56tf/9E//FIqi4BOf+AQ+8YlPVB+nzw+oJRBoPoPjuDoHjbVA43meaZklz/PgOA6KoiASMYgM6wBVVbG0tIRUKgVBEKo9f0YllCx64Fiua5eDJssy0uk05ubmMDw8XJOEqQ0JCYZM+w9D90xzmNOX5YUK5lIy6gJCfEQzR63t79UkcdKIdpIctbhlQLYT0GOVlwWa10NOgDs383rFQdNH7HfDE088UXe9qUUvul544QXL1u4FvL9HBrSEtUAD2Cc5WrU+jW+ntv6pU6cwNjbWtLetl+aR2bGufsj05cuX68oh6JqBa+Y/qsEgAAR5L7VRKBNUDPqHxGLzMAm/9J81xcBR49T2hJrVTplYdK7M0SvQKgMvCxw/OE/0XOWH96GqatMI/Uwmg+PHjzu4VQHdEAg0n2EkFFjPIQPc0QfXzWdACMHq6mp1rtzJkydx+PBhUydXVuLU6yEh2vLRaDTadMi0IAj4v+7/XNdrBrgPXtmbYybIe8pDKNffsRWL7h9KzBq96NIHhACAYMLB0n6fSHbvcw/ljYNCEsvt/Vz2Tbc+bvCVNstWDTj0bwQrj7APCAECgcYaeo70uoNm5n1ks1nmISEB5vH2HhlgCtbiiG4DawetE7FCCMHGxgampqZQKpVw4sQJjI+Pt3VS7aWB0XTdbuL9tUOmeZ7HfffdFwyZ7lFK77vc1et7IRykFdqAED/NMquhjbFmh/6tVjRKkoR4PO54wnAg0NyBoijVNggvI8syeJ5vuj9ZXeIYYC+BQOsBQqEQ8vk2mwhs2AbWAq2d9Qkh2Nrawq1bt1AoFHD8+HFMTEx0dDJi1X/Hct1OhCEdMj01NQVZlnHy5EkcOXIkEGY9jBLlQQx+5bTljbzSvXsWyquA7gKtZcBHg6/LCecu9PQBIWYISYDSeJZtzfO6EXNGw7YNn1cClNutwbxC6kcp2Myrr74KAEgkEujr66v506xcrFtUVQXHcYFAY0yv9J8B7ojZDzCP9/fKgBoalTi6wUHzSonj9vY2pqamsLOzg2PHjuGuu+7q6gDOMqyDBmY4eXewkxJHKoYlScKJEyeCIdMBLd0zWtaoDQgxM8yYBojsCTDrSyNDkvH3JJyz4q0ZYtGcSAPaDwjplANT9cdIXgZUmzRSfHnvZ3Ht2jUUCgXkcjnkcjlsbW1hbm4OpVIJ0Wi0TrTFYjFLjqdeDwgB/JHiaEe6MwtaCTRCCLLZLAYHBx3cqoBuCARaD8DavQLYlziacZOy2Sympqawvb2NyclJXLx40ZI7qN2W/HWzLnWcnBRo7ZR07uzsYGpqCltbWzh27BguXboUDJkOALDnnlH4MoEavrMPt9tzFsoTQyfOaRqJN8uEWxsfSzhHUO5rvm5IgqFTSBMiO0UoAJVYd9+jXYhg3HfH8zwSiQQSiQRGR0erj8uyXBVtu7u72NjYgCRJ4DiuTrT19fW1fRPPDwKtUqnY6jI6Qa85aEGJo3fw/l4ZUINbHTTWIrGZQNzd3cXU1BQ2Nzdx9OhRnD9/HuFw2JG17YTeFXQ6CtmMgyZJEpLJJFZXV3H06FGcO3eu7jMPhFnvUv5vDwEAuAqpu6g2usg2QigRuECTmcJIuHEELQVUpxiVhZoJCGn2PfRBIYkVFUrM3PaLNsbrE775oO4P7Lte/fe3s39e/XcoFMKBAwdqSsJUVUU+n68Kt42NDczMzKBcLte4bf39/UgkEk3dNj9E1FcqFUSjJq1Yl+InB62ZWFYUBblcLihx9BCBQOsBWJcX0m0oFotM19eLpFwuh2QyibW1NUxMTODatWuWzUnTwjIkBHD+Lmez96sdMj02NobHH38csVjtrfRglllvU3rfZagCB14m1Vh86p4JRQJV03+mn38GACItYfT2tS+APZdLS7uCrZkwod/fLhHYDv1zzh8fh96SsXmm9rioFWsUrWjjeb4qwrSUy+WqaKPCTZKkmufTP4lEAqIo+sZB87q48YuDJstyywRHAIFA8xDe3ysDanCrg8a6xFEUxWpQSj6fRzKZxMrKCo4cOYJr167ZeheQVVgHbUB3WhwaOWjNhkxTggCQAADgZALoeskEEyWNQhkwW+NXFwBiUUCI3WgFm1XCqpVIC0nEkhJMt8xCU6JcWyWyrUQbAITDYQwODtb091C3bXd3F5IkYW1tDel0GrIsIxaLIRwOQ1EUrK+vo6+vD9Fo1HNJgn4QaH5y0JoJtEwmg1AohETCjzGu/iQQaD1AKBSCqqpM79i5ocSxXC7jzTffxNLSEsbGxnD16lXE43FH1mbhoAFs3DvtmpVKBbOzs0in0w2HTAfCLIBC3TOgPQdMLLQYUM34+qul4OuA8O4dkSF3KdYalTeG8u6ZL8dV6n/GnNq9U7rzvz+Kgb/8UVuvMRJtgDm3rVQqIZfLYWVlBfl8Hul0Gvl8HoIg1CRJ0jJJN4sHP4SE+MVBa1XiSPvPvO7a9hLe3ysDWkJ/aWVZtqWEzwwsyyyLxSLW1tawtbWFsbExQ/fGTliVOLJam+d5KIqCubk5U0OmA2EWQDFyz7RletryRl4m4BscUvxQ3tgOoRzpqmdNkEnN6AJTazZx1hIr5lNc96eUttc2A+E4cMRZgWnGbYtEIohEIpBlGaVSCQ888ABUVYUkSdUSSa3bFo/H68okI5GIK9y2wEFzD4qi1LULaMlkMnU3RwPcTSDQfIbRQZvneQiCwFygOe2glctlTE9PY25urnpiu3DhgqPbALAt73RaoNH5caVSCbOzs8GQ6QDTlP/bQyBirXsmlI3nYolFteq0+ZFO5psBd0ogmwk1w4CQMlBpo001km1/zmGv0sht+6Obn6u6GTzPo7+/H/39/dWvE0KqvW27u7s1rpsoioa9bU4LDb8EnbC6LrISMyWO+/fvd4WwDzBHINB8CMdx1blRFNZBIU6WOMqyjJmZGczMzGBwcBCXL19GuVzGO++848j6enrBQdMOmS6VSuB5HleuXKmbZUb/BLPMAhrBKwSVcOOLCLFYLw7MzD8zix3liE5DhZo2VbHlaySCcgNHzGwfmj7J0e0kltmVcP76ff933WNat43juKrbpq0+qFQqNW7bysoKcrkcKpUKYrFYTYlkX18fwuGwbRflgYPmHsyWOAZ4h0Cg9Qisg0Koi2TnTC5FUTA7O4vp6WkMDAzg0qVL1cSi7e1t5i6W0/PItGvbyfb2Nm7duoVcLocTJ05geHgYL7/8clWc0ZsFQWR+QCNorD5FKNMh1JqSxgoBX+n+grpVQEhL3KA/TH4M4ZyKcp+zDoe2b00skKZR+/tTe8fkTkos/YiZ3jZBEDAwMICBgYHqY4SQam+bVrjl83mEQiFDt80K58sPAs1PPWitUhwDgeYtvL9XBtRh5KC5QaABre/ydEKlUsHc3BzS6TQSiYRhvxPLoA763lmcCOxMcdQPmX7wwQer4xSoUwYEwiygOeoTDwBAtbzR1GvacMz0ASEhSefAtZngKLcpeFg7cu2INK2L1mlASHjH3OuEgvHjvGJc1moWjhAQn5Vxtept4zgO0WgU0WgUw8PD1cep20ZLJJeWlpDL5aCqasPeNrPQMnWvCzS/OGitYvYzmUwQse8xAoHWI/hRoKmqivn5eaTTaUQiEZw/fx7Dw8OGLpUTDl4jtPPInBZodgjTfD6PqakprK6uYmJiom7INH2/pVIJHzzwy5auHeA/lGjziyPhdkkjadNhEQu3hZjuZd0KplCuef9VuwLOClr1rFnhpBmVOVoVwd8ufAVQu7ymlvu8fVHejdtWLBarTtvOzg6WlpZQKBTq3Lb+/n7E43FDt43ehPO6uPGDg0YIMeWgacV7gPvx9l4ZYEgzgcIKjuMs2wZVVbG4uIhUKgVRFA2DKPSwdrE4joOiKI43I1vpoJkdMg3s/bwDcRbQCr17JpRUVCJ7F4OcQiAYBFo0Q8xXLO1H64Q6h+42ZgVSpwEhrQjnVFNzyJr1ogHdBYS4ZRaanzHjtsViMcRiMRw8eLD6uKIoNb1tWrdNG/9P/9DzrddDQvzgoKmqCkJISwft1KlTDm5VQLcEAq1HYO2gAd0HlRBCsLS0hGQyCZ7ncc899+DQoUOmHDF6AG51l8kuWJVYWtGD1u6Q6Z8f+EhX6wX0DqrI76UK3u4to+JMTzP3TCiZFwxdD6jugnAD583JHrHwLkG5XzcEvFz/vEbljSHJOvW4b6YMNdz6vfMyoFpbFd9zmHHbRFHEvn37aqLYCSEoFArVMslMJoOFhQUUi8VqJczMzExVtDVy29yMHxw0euM76EHzF97eKwNMEwqFkM/nmW5Dpw4aIQQrKytIJpNQVRUnT57E2NhYWycCOmqAdVCIl9bVD5l+6KGH6g7wQWR+QKeQxy82/JpQVBv2IfFlAjXGVUsYm848c9qs6WC9OuFGWpRJmtRInGr8RCORZiViUYUSdcdF+tB/7mLrXH/Dr0e3FBQHe/cyyIzbFo/HEY/H69y2jY0NvP3221AUBQsLC8jlcgBQ7W2jKZJ9fX2W951bBSHEF0En1AVsdk2UzWYxODjo4FYFdEvvHpl8jJGj5AYHrd2ofW10uyzLOH78OMbHxzu+Q8eyzJPV2oIgoFw2uEXeBFVVsbCwgFQqhUgkgvvvv7+udj0QZgHdoD7xAFTx9u+x5nAlGEToG1HtL9PBurzRKvR9bk73tbXTs6btQ4uvsQliArAnXDlg8M0coPn4Bt/YBQj5/9k78/ioynv/f84s2QNZyEKAbCQQ1iQIhCAFrdxSr/Vqve1LvdcWi7a3/ckmoBWv4NYWlLqgtqLXVrS91F28dbtarIJKvQQIW/aEELInZJsls53z/P6YnMM5Z86ZJZklmXner9e8IGfO8kwyM+d8zuf7fL7oWzhJdVPKZbx12+Li4qDT6VBUVATgstvGl0j29/fj4sWLsFgsiI6OdimRjIuLC3lPLv7mZTg4aO5eAyGEOmgTkIn9rqR4TTD7kKnhbYkjIQS9vb1oaGjA8PAw8vPzMWPGjDHf5YqEfmRKx+U47y56CSHo6OhAQ0MDGIbBnDlzkJGRQZtMU/wOwxLXs4/I8JHE6zucEexa3jETiTC37lkYIRZs9njpix7NnLVAu2hilKL2Jzf7dtPIW1LOGtWfOz2E/nlUpI0WJeG27aPL84zFblt6erqw3G63S+L/W1paYDKZAEBxblsw3Tb+mmiiO2ieEhwBmuI4EaECLQwZrw6aNy5SX18f6uvrYTQakZeXh+zsbL/d3Qqlgxaq8kpvhCEviOvq6mC321FQUICsrCyXJtOA012jTaYpY4F8qxREMxIwYOe8moekVXHMwg4vxJa4JHIs89eiDARstG8iLXqIhT1ubKpYZwlMCkrKGSOgNjSGAUjomlKHK7+99iUAL0mWiZ02wHntkZycLBEHhBCYzWZBtPX19aGlpQVWqxXR0dFITExEfHy8UCYZGxsbELeNL28MtZM3Vrx10KhAm1hQgRYhjDWgwx+4c/EGBgZQX1+PwcFB5ObmCj21/EmoSxzH4xw0eZNpJaeSr9OnjhllzCwrFv4rFmcaGwdO73p1rbOwl0shMbYSxlAGhASKKCMHEOJVZLzGx6//UDS59gTDEsX3QMoZZeeMMAwYkTBLPkddtEDjTYkkwzCIj49HfHw8MjIyhOVyt+3ChQuC2yZ32hISEsZ8jRAOCY6AZ4FmNBrhcDioQJtgUIEWhoxnB00+H0rc7DgnJwfFxcWSnlr+Pj4NCXFiMBhQV1eHvr4+VUFMhRnF3xCZCNPYnG6QWJxpHBw0o/iYuly4T4CAEJ8PoWIC6Y3Ozzgv1NQCQuREGVjYEn27QNWbOUUXzdv5Z/Gdl89DGttlka61O0tZfUVNnKkRKAeP4h5PgSSAstvGcZzEbevt7UVzczNsNhtiYmJcRJsvbls4JDgCngXawMAAANA5aBOMif/OpHiFXq8Hx3HgOC5kMbg6nU5IkjQYDGhoaEBPTw+ys7Ndmh0H6viRXuLoqck0AGGOGSGEijOK32AWLwABhPJGbxC7Z3IiZf6ZL+iNLBxjLEFU6+Pmfhup6HGX5CgWZWMl+Zxv4gwAJtUMYKiIXqiOB7xx2zQajSC+xNhsNonb1tvbC5PJBI1GIymPTEhIQHx8vKKACScHzd3cvcHBQUyaNCksxGgkQf9aYYiagwY4SwiC3SxZPAar1YpTp06hq6sL06dPx8qVKxETExOU40dyiaPFYkFTUxNaW1vdNpmmASCUQMHFej7daK2jbzTNsESaAulBAxBPd9lHnrbHj+MLOIV5VXygiLfJj+5cNHGZY/RQ8L6/NA6i2maBx60400CS5EiZWHjjtkVFRSElJUUSHS9327q7u9HU1AS73Y7Y2FgXty1UfVH9jafruv7+fkl/O8rEYOK/MymKMAwjBDsAl/uAhUqgmc1mdHR0oL+/H9OnT1cUCIEm1CmOVqs16MclhMBiseDIkSNeNZmmwowSCOTumcbGgou6XI6ntXr+XMqFm84s3cYXZ86jOBOhN7kfm98EnJ8r7/RGLujx/J5IbPHPd2BStcGnvyFl4jNWt81gMEiEm9lsBsMw0Gg0qK2tlQi3ieaqORwOxMfHqz7PR+xP9DCUSIMKtAgiFEEhYucmKSkJsbGxmD9/flDHwKPT6UIikvhj85OdgwHfZLqxsREcx6GsrIw2maaEBGbxAhCdBoydA4nWSsSZHHfumXZY5n67u9gYqy7x4TpGTcB5E9zhbxiZa8SLNKWAEK3t8sq+zkWTz0OL7bXDEau+vVLU/mhJqjYAABhCRi3SXMocy4uBo6f8MTxKkPHWbUtNTUVqaqqwjOM4ITFao9FI3Da+2bb4ER0dPW4Fjjdz0Oj8s4kHFWgRRDCDQqxWK5qamnDx4kWkpaVh+fLlcDgcOHnyZFCOr0So56AFw72TN5meM2cOqqqqJF/OVJhRggnDsiA6Pq1R+hnQWFmX4BAe8fwzrcUhdcjkCYw+uGfBgg/uEDMW0TaafmfOcXBgo8cQx2+cQLWCHEYlzofy4zDpqN9HQwkR3rptWq0WCQkJKCwsBOA8N/Jz2wwGA0wmE7q6umA2m4V1xY/4+Phx4bZRgRaeUIEWpshLHIHgNKu22Wxobm7GhQsXkJKSgmXLlmHSJGesMR/1GipCLdACeWy1JtNWq1UI/ODXI4TQXmaUoKApnQsuemTyukxDaTyUNWotofuuCBT+Fm2+HNfTcaIMbECF7ljKGzV2gNMDk2sN7p1TH1D6W1DCGyXhtufEfwr/ZxgG0dHRiI6OlrhtLMvCZDIJJZKdnZ3C9YzcbUtMTERUVFRQ3TZPAo32QJuYUIEWQQTSQXM4HGhubkZzczMmT56MJUuWuNyx4YMyQpUkGY4hIZ6aTPP/OhwOMAxDHTNK0NAuKFKeVkUuizOxe8bYOZCRu9EaCwsiCokYjw6Zv1AUbd7Mawti42VvYvt1w6zbMsexMrnWMLYdjDSrJnotGDuLuPMDMOclIabPAUsKvRSKVO5Z9GvF5WK3TavVYtKkScLNZsB57rVarZIkyc7OTpjNZuj1esUkyUBd93hKcRwYGKAhIRMQ+q0UpijdvQnEHDSHw4GWlhacP38eCQkJWLRokSRVSQz/BeJwOAIeqa9EqB00fws0b5pM8z9/f9JP/HpsCsUTRKdRdc/U0FhGhJuHBD/3O/EwLi/TG0OJeF7bWENINHanuBK7aOL5Z2J0JhYOhePpjCwcMgeOn4cW26t8TnEXtS8Znxex+4n1Q8Ao0z3lzaqVmNRkHtW+KeGLp7ltDMMgJiYGMTExmDJlirBc7ra1t7fDZDKBZVnFuW1jddsIIV45aEVFRaM+BiU0UIEWQfjTQWNZFhcvXkRTUxNiY2NRXFyM1NRUt180Go0GDMOETKCFOsXRX+KQNpmmjHc0pXPB2FnhjjEfCqKxseD0rgJAM+wQ5qn5Sji7a4BIrBEoiiceeUCI4r68KHUMBmPqhUaIX8ocicL7kEJxhzeBJGpum8ViEUTb0NAQ2tvbMTw8DL1erzi3zVu3jWVZEEI8CjTqoE08qEALU9R6ofGNokeLOIQiKioK8+fPR1pamld3gBiGCUmSJM9EL3GkTaYpEwHtnFnOSP3oyyU3fDiIWJwxDg6MYxQBFOM0SS2gjBhAuhGx5k6oeUJvZMFF+Wkel9m7v19827BqcqcYrZ2A1UvHllg/NKqxUSjBwJtAEoZhEBsbi9jYWKSlpQnLHQ6Hi9tmNBrBcRzi4+MV3TY5/DWNp5AQOgdt4kEFWgQxFgeN4zi0t7ejsbERGo1GCKHw1ZoPRlCJGqGcA8e7d4QQn39ntMk0ZaKgK8gHF6MDY2dBfEgOdOeehbtDNhp0JhYMIX5toq0d5oR9iwWgfsg/39fu2isEBC+aVfPz0CgUf+ON26bT6TB58mSJuyV22wwGAwYGBtDa2gqLxYKoqCgX0cZxHLRardvrCr4PGmViQQVamKLmoPkqjsTpgABQWFiIqVOnjrpmOtQuFuAsCQi2QNPpdIKA8jaW12634/z587hw4QJtMk2ZEBC9U5x5QmO1C4EgLvvwNP+MEGnCo+i7aLTzyxzx6hPsxyP8nCq+/NFXoaY0p2w028ibhfszKETjIEhoHARx8109ll5ocnSzC+CobfDLvigUJcbqtokDSVpbW2EymcBxzrsQVVVVim4bIQQDAwOq2QCU8QsVaBGEL+WFhBB0d3ejvr4eDofDJR0wGGPwN7ww8pR4FMhjsyzrUaDxTabPnz+PxMRExURMKswo4w3tnFlCkIO4vFGA46CxOi8m1MSZ4n7Nshs64q8gf12cm9S/kxwJ41+86U0sGJbAniA9pfMBIZJlKgEho0E7zIJ116DawiH60uji9RMaB0c7rFHhSE3wvBKFEgC8dduSkpJcepq2t7fjwoULiImJEdy2L7/8Es8//zwKCwsxZ84cREdHo7+/32OYiDccPnwYe/bswfHjx9HR0YF3330XN954o9ttPv/8c2zZsgXnzp3DjBkz8MADD+D2228f0zgiASrQIghvShz52Pb6+npYrVbk5+djxowZfnOcQlniyM+BC8XxvQlIkTeZVgpeocKMMh7R5ecCDhZE6zylMDbnZ4xEeT7FyMsbtebL31Eu7knwu3NAZxz/4o1h+aRGh4tIU8Odi6aW5hhSWOJdkqOPzaqjBmyjHhKFEii8dds0Gg1iYmKQn58vLJ8zZw4WLlyIU6dO4cyZM+jr68Mtt9wCAJg3bx6Ki4uFx8KFC32an2YymVBcXIx169bhpptu8rj++fPncd111+HnP/85/vu//xuHDh3CnXfeialTp2LNmjVeHzcSoQItTFErcXQn0C5duoT6+nqYTCbk5+cjOzvb63I8bwlliSMQ+IbRajAMo5oiSQhBZ2cn6uvrJU2m5cIMcIo42mSaMu7QakGiR04nCt89jNXuMTVPMzzy3TTKOPVQoCTe/C7afGx35otI4+Hnn40Xgume6frNcCTHBbWvHIUyWnjhxgs1JVcsOTkZ3/3ud/Hd734XXV1dKCwsxODgINrb23Hq1CmcPn0an3zyCfbs2YN58+bh448/9vr41157La699lqv19+3bx/y8vLwxBNPAHCKxy+//BJPPfUUFWgeoAItgtDr9eA4ziUko7+/H/X19RgaGkJeXh4WL148ZhtcjVCWOPLHD2UvNPGxPTWZFq9HI/Mp4xVd4UzlJwgBY3V+1sXiTF7eKAgzYEKJMzUCLdo89fSzr/BiAAAgAElEQVQCnCKNjfZ8c82Ti8Y7c0rrR1/y7DzFdphVg0HUova1CmWZfkPWrJpCmYi81rMPdrsdDMPAbre7vZE+ODiI6OhoJCQkoKioCEVFRbj55puF5222wDrIR48exerVqyXL1qxZg82bNwf0uOEAFWhhipqDBjjDJ6KjozE4OIj6+nr09/cjNzcXpaWlAZ+bpdPpYLFYAnoMT8cPVS808bHFTabV3EoqzCjjHV1+LgC4dc/U0FjtbgMgXDeQ/Sw71nhuQB0Up02G1sp6JdLG6p55mocmRi3JUSzWYpsHRha6eW/4sRcaFWqUicI7g38UbrITQmA0GtHT04Pk5GRBaPHTKfhrwP7+fiQlJakGuwW6J21nZycyMjIkyzIyMjA0NITh4WGXRGrKZahAC2MYhhFK4wDnB1er1WJgYABtbW24dOkSsrOzsXDhwqA1jtbr9TAajUE5lhKhdtCMRiMuXLjgsck07WVGGe/o8nMBrRZgWTAO58U075QxdlY1Ol9j9TKoKMhJq8FGLtpGK9jkLpew3MFB5+AkCZVKASEMS0D86Fz6M8kRABiOG/N7gTCMV84jTXKkjEfeHXpZqKzhp0rwCc/Tpk1Dbm4uNBqNZI46T1VV1ahTtymhhQq0CMJoNIIQgsrKSmRnZ2PlypWIjo4O6hhCPQctVMc3m82wWCyora1FdnY25s+f7/K7p8KMMiFgNNDlZQO8Ex0lFRZycSaINosDcNPvLBzKG8eCvwSby35Ndr+2EfA2oj+2w+zzvgX3LMjo2vvgyKIx5JTxx6b/WYvPPvtMiM/XarXo6emBXq/HkiVLMGnSJMn6vDizWq145pln8Nhjj2H+/PmhGDoAIDMzE11dXZJlXV1dmDRpEnXPPEAFWhjDO2hmsxkNDQ3o7OyERqNBUVERpk+fHpIxRdocNKvVisbGRrS2tkKv12PmzJkoKCiQrEOTGSkTAsYprnRZmU5xpjDvQalcjLGE7obMREZntAsBIYEsh+R7yslFHC8Y2VjXywRv5p/xeNug2p/x/5d3Co/NqgEAsTH+PzaFMgbeM74CwHl9MDw8jIGBAVy4cAFGoxE6nQ5WqxWVlZVITEzEl19+idjYWCxevBjz5s3DiRMnsGHDBhBC8Omnn2LFihUhc9HKy8vx4YcfSpZ9+umnKC8vD8l4JhJUoIUxw8PDqK+vR3t7OzIzM7FixQqcOXMm6E2axYQyZh8IXoqjuMl0amoqysvL0djYKJlnRoUZZcLAiL4zdNrL4ixKQTiwnOCUMVYHiE6lIbUP30Mai0wQeJxv5nyejQtO6Xag4cXSaIWazmQH5yFF05/ohn2f1xVzcdBzqaVC1L4/m1VTKOMBXpzxDA4Ooq6uDpMnT0ZJSQliY2Nht9thNBphMBjQ0NCAI0eO4Pz58wCc1xYLFizAj370IwDA0NAQJk+e7JexGY1GNDRcLgM+f/48KisrkZKSguzsbGzfvh1tbW149dVXAQA///nP8dxzz+Hee+/FunXr8Nlnn+GNN97ABx984JfxhDNUoIUxNTU1IIRg+fLlSEhwNuH0phdaIBkPJY6BTC1y12Saf+1UmFEmDCJhxmi10E7LBBwj7pnNrizQ4BRmAFTFmeI24jRHjSzTY5QX4Fqz+886Gz+xBJze4Hw9noQa43C1jXRmOxxx6tuNpRRSHhSiHxhdc+pQomvvA2KCW/JPoYiRC7Ph4WFUV1fDYDCgqKhI0n5Hr9cjOTkZycnJePrpp/H+++9j27ZtmD17Nq699lr09vYKUfrt7e3Iy8tDcXExHnnkESxYsGDUY6yoqMDVV18t/LxlyxYAwNq1a7F//350dHSgpaVFeD4vLw8ffPAB7r77buzduxfTp0/HSy+9RCP2vYAKtDCmpKREEhICjI8SQ7vdDkJISCx3nU4Hs9n3uRGe8KbJtEajgcPhoMmMlPGPTJgBgDYt1SnOoqMuizPbyHeJilCToDD/jHfGQhUIojWpC7jxLN7G6qj5gnbY4VLmqLHYwcWoH5uxObxqUs4Tc9HZ90wSWMJx7pMc3eFjs2oKJZTIhRnHcWhpaUFTUxMyMzOxYMEC1YTtjo4ObNmyBUeOHMFjjz2GO+64w6VKqre3F6dOncKpU6fG7KRdddVVLteVYvbv36+4zcmTJ8d03EiECrQwRqPRuETKh9pB0+v1gnvk7ybY3uDvmH1xk2kAbptMa7VabC151G/HplD8joIwA0bEGX/St6l8f9jsivPSXA4xbAO0mlCm3nuFkngLqmjzoh2YbtAG1geRJnfRtCrzA5XaAvDoB8fWJkU8J21M8878FLUvhyY5UoKJUjljVVUVCCEoLS1FcnKy4nYsy+KPf/wjHnzwQXz3u99FVVUVMjMzFdedMmUKrrnmGlxzzTV+Hz8lcFCBFsao9UILhIPkLXykvMPhCJlA80eJJW0yTQkrGOn7lhdnmvg4MHGxl8UZ/50id8wURJu4vJGx2gD7KC0N+feYl/PPAoGa4xYM4aYWE6/lwzy8FGruSh39kfgY1W1yWeYuKCSqfRDQun9vjDVqX9vW4/wPHz9OCEhGqvO/4l5oFistc6QEBbkwczgcaGhoQFtbG3Jzc5GXl6eaF1BVVYUNGzago6MDf/7zn3HdddfRKP0whAq0CCPUIR0ajQYajUZolh1s/CHQaJNpSlih4JoxWi2YmGinOGNZp0BzOAAfGtkzVpGYcXNx7XLhPQFL00LutsEp1Hxx09TQmVzFtlKZ43hHe7HH7fNM1yVBpMnRpafB0XPJ+QMJQLokJaKRi7Pu7m7U1NQgLi4Oy5YtQ3x8vOJ2FosFjz/+OJ555hn87Gc/w6OPPorExMRgDJkSAibWNy7FJ9QctFCWOPJjCGWz6NEe22AwoK6uTmgyvWjRIpe6cNrLjDJhkAszwgGEc4qzKL3T1WBZpyhTEmfykBDxTQp3ZcQe3JJwIeCiTaFBtdZoBxfj6lRp7FKRoTPbQTS+33EXlzfK56HJg0K8Iap90OcxeIPgmHmAae8B0kb6n8XGAMOXXx+j1YI4QnuupIQXcmHG90bt6+vDrFmzkJWVpXjdRgjBkSNHsHHjRsTHx+Pzzz/HkiVLqGsW5lCBFmGEOiSEH0OoBNpoji3uIzdjxgzVJtM0mZEyIZCXM2oYQZhBp3P+q9eB0emc5YL854UXXXyCoxxxOmoIypcnAnLRpirYvJh/5u4YYxGCWpNNsT2Bdtjz96a4vNGnoBCWE4S7JChEcV3XqH1hjF4KMzCMcw6bVgP09F0WaQDQPwgybIEmNgasUXSjgTpplDEgFmeEELS2tqKhoQFTpkzB8uXLVSuK+vr6sGPHDrz55pvYuXMn7r77btXAEEp4QQVahDEeHLRQikRfBJq4yTTfRy4uLk6yDhVmlAmDkjCDKAxEpwOj0QBaLRidDsThAMNfCCiVKIrdM3eOmQ9zhxirDSTWjbgI4fyzQOC1YBvFfj3tS2O2g3MTux9INDYWuq5Bvwp5r8SZRnN5HpqYnj4g4fJ3OzPSuJoZcdSok0YZLXLXzGg0oqqqClarFQsWLMCUKVMUt+M4Dm+//TbuvfdeFBcX49SpU5g5c2YwhkwZJ1CBFsaM1xLHUDtovKBSm4Cr1GRaXudNhRllQiEuZxSVtvGuGQhxijOdDkyUXl2ciS+oxXPMxP3OfLnottqlaY4axpnyKAzQd0FG4iZuyIMg2AgBG3/5dagFhHja12gFn9as7KIFHS+j9r12ztxABobAJE0SSh3JsMX5WbBapTc3qJNG8QK5MGNZVriumDFjBmbOnKkalHbhwgXcfffdOHHiBJ588kn827/9m+r1CiV8oQItwtDr9eA4zq1ACcYYQinQAGdiUlSU9AKEZVmh94i8yTQPFWaUCYUn10yrdQozwCnUABD+s+kYccWi/PQ9YbE6S8rE94cY/38HMWb3TZInioDTmi6/Ds5LscTInEytyea2zNAXF01rGAaJlq4rnoem63OWNxK98kWnOMlR1+WfuWea1u7R90rj0WqcJZZKOBxgoqMBq/NvQfzYooUSvsjFWV9fH6qqqqDX67F06VLVYA+Hw4Hnn38ev/rVr/Cv//qvqKqqUnXYKOEPFWhhjJqDBiBkKYpAaEscNRoNGIaRCDSO49DW1oaGhgbVJtN8LzOO43BDwtqQjJ1C8RoVYQaIxBmjcQYhcByYqKiRQBDnKYHht+fLGG12p0um1QJ2uyDmAEjdMzFWm28lh/LQigCVM6oJuHEj3BTcMs2IWON4V00hIMQXGJX+Z+4adwMAY7W7iDS36/vYsNrtvmRR+5qxumb8PDT+R53O6aJFO88LfJkjoeKM4iVyYWaz2VBXV4fu7m4UFBRgxowZqiEgp06dwvr162EwGPDuu+/immuuoSEgEQ4VaGEOwzCSru+hjrkHQlviyDCMcHxvmkwDNDKfMsFwV84ofl6rcYozrfayOGM5ZzgIjzwMxNONFQd72XnzYZzjASXhNm5E2wgak/WySPPTNmouWqDKHCXuGcteLokVBYV4YkziTG0e2gjEahNEGo+4aTsVahQl5CEgHR0dqKurw+TJk1FeXo7Y2FjF7UwmE37961/jxRdfxKZNm7Bjxw6Xue6UyIQKtAgk1PPQ9Ho9TCbXZqbBQqPRoLe3F2fPnoXVakVBQQGmTZtGm0xTJjZuXDMwGhCOiEobRxLz+J810jIvwrKSi1KJS6aTnTbEIk78GZLf/Z2A8frjwm2TOWoakxVgiU9CbTTCTozWMKy+b4sdGrN7501Y1+aduHGX5Kjp7PVqH2OBM46cn1gOTHQ0iNUKRqsFZ/PudVIih9d7X5Dc7DabzaiurobRaMScOXOQnp6u6podOnQImzZtQnp6Oo4ePYri4uJgDp0yzqECLcyRO2hA6AVaKEsc+/v7Ybfb0djYiIKCAtUm0/w8ve9P+klIxkmheI2KEyURZBCLMWdpF6PTCW4APw9NvMxlfyOfWcFhs9sjNk5/PLhtctEln38GAIydVV1fsi+z8vfxaFw0xs6qz0PrHXHPRvm+URRnXgaJuGVkHpo4vZR/vxObHYQbOYfynzUaFBLxPPr1VhgMBhw5cgR6vR6JiYngOA6Dg4NIT0/HsmXLVKuUuru7sX37dnz44Yd49NFHcdddd6kGhlAiFyrQIpBQhnQAoSlxNBgMqK+vx6VLl6DX61FYWIjp06dL1qFNpikTEvHForz5tPj/hBMujCXijE9rZJjLy8QlXYQDRhodMzqdepmjLxfJclEZpPlngcQvos2btEbR/DOXuWleoDb/TC0pUitzx3ydhzZmRgQY03XJ/3932Tw0F3jhptUKrjItcaSIyxlZlkVHRweamprAsizi4uLQ09ODnp4exMfH4/XXX8eUKVOwaNEiLF68GB9//DHuv/9+rFixAmfOnEF2dnYIXwllPDPxak4oYybUDlowBaLZbMbp06dx9OhRxMTEYOXKlUhMTJS4irwwY1kWNySspeKMMvFgNK7ijHDOBtQjjaih1QIcATgidc5Y1qWPGXE4hIcq7u74yr9fxOWNFqszFU/8sMgewxbnY4LDmK2SR6DQmLzbt7v1JO0NfDn2gPtydcbmfA8J7tkoYLouOf8zinYDiri5mUCGlcs5Ga3W2Q+NumcRy3vGVyTizOFwoL6+HrW1tZg+fTpWrVqF5cuX49vf/jaWLVuGvLw86HQ6fP755/iP//gP5Obm4q677sLMmTNRWlqKEydOoLm52aXKyZ/s2rULS5YsQWJiItLT03HjjTeitrbW43ZvvvkmioqKEBMTgwULFuDDDz+UPE8Iwc6dOzF16lTExsZi9erVwnx+in+gAi3MUap9DmWJYbCOb7VaUVVVhS+//BIAsGLFCsydOxfR0dGSkBBemP1L/I+pMKNMPOTCTMMIgozRakdSGolzHb5MS6u53PeMhy9bdDikF8EiYcXI556JEQs5fp6OzXb5IRZfvsALNU+PCYLPgs2HCzev54H5KBQZkxe/X3mYjHwfNpnQF98QkPzfVfwwPf2ejz8GOIMR3KABnNEEzmBwLjOZnaWNNjuIw/ngbDaXzxslcpAnNHZ3d+Prr7+G0WjEsmXLkJ+fL8xjZxgG8fHxyMjIwK9//Wt85zvfwfDwMNatW4e33noLN998M5qamrBz504UFhYiOTkZq1atQnV1td/H/cUXX+Cuu+7CP/7xD3z66aew2+34zne+4zYH4Ouvv8att96KO+64AydPnsSNN96IG2+8EWfPnhXWefzxx/HMM89g3759+OabbxAfH481a9bAYpk438fjHcYH5R44iU8JGA6HA6zs7jj/JTBnzpxQDAlDQ0P4v//7P6xevdrv+5Y3mS4sLHTpOXLmzBlER0cjPz+fijLKxMVDKIjwX97pEpU4ipe7BIJI/q8s0AjfHwoQAhSkg2GU/w+4uhe+lq35sv5IVPpEgcTK5nspnZ8VIvYZUSoh3zNNPP9Msq7VAU5WeikWbfIxMCYLSIxrSSNf5ig4aFHSdcTz0Ji+Idd2DB7ec0TLKIsztb+/DyW23IDMzeNEv9MRh4y4W0ZdtIhBLswsFgtqamowMDCAWbNmYerUqaohIMeOHcOGDRvAsiz27duHb33rWy7r8jeTT506heuvvx6pqakBfT09PT1IT0/HF198gZUrVyquc/PNN8NkMuH9998Xli1btgwlJSXYt28fCCHIysrC1q1bsW3bNgDA4OAgMjIysH//ftxyyy0BfQ1hgscTGZ2DFuao9UIzm80hGI0TsYPlrz4f4ibTCQkJbptM63Q6bCl+xC/HpVCCjjthJn5+xEUTLiblYTgK881cLpTtDpflxGYHNIzQH8p1fONofpiauzYehRshgqumOnfNi/5nGrNNNaSDsY6UG5qtLiJtNHgqb5TgYNV75inAdPcpv5cIGfV7jBscUn5Cw0hFGpyfK0k4yEjJMCUykAszQghaW1tRX1+P9PR0LF++XOilKmdoaAgPP/wwXn31Vdx777247777VANDoqOjUVpaitLSUr+/BiUGB503J1JSUlTXOXr0KLZs2SJZtmbNGhw8eBAAcP78eXR2dkpusk+ePBllZWU4evQoFWh+ggq0CCTUISF8s2yWZaFzVzblBfIm0wsXLsSUKVNok2lK+CILBRHf6Rfmm0FBePFOulKy48hyIio9ZjiZoOPL2GSC0MU9mwiMc+HGmK2CezaadEh3SYoetx22CS4aX97IWOwuLhpj9a5MnelTEUXuuOTfskZVYSaGF2m8GINUpBGOFhFFCnJxZjAYUF1dDZvNhuLiYlWXixCCDz74AFu2bMHMmTNRUVERskolJTiOw+bNm3HllVdi/vz5qut1dnYiIyNDsiwjIwOdnZ3C8/wytXUoY4cKtDBHzUEL9Rw0wFmOOFqBJm8yXVRUhMzMTNpkmhI5qDSk5uP1+QtKRsOoijNJIp2oTE7VVfM4Jg9pjMEsbxwNSsItxKLNo6umtp1IaCkxVheNGTRJyxptdpcyR7dImlSL/t/Td/kmgC9umULcvqow85TeKBJpks8IjdkPa+TCjGVZNDU1oaWlBdnZ2cjPz1eNw+/o6MC2bdvwxRdfYPfu3bjzzjtdequGmrvuugtnz54V5uZTxjdUoEUgoQ4JYRgGWq12VC4eIQS9vb2or6+nTaYpkYlCSIHERROLMHn5o+hiU3J5KroI9soRG3HTmHHiOAWUcSLaGKNzHCRWKqrE888EHCPlq16INK+Pr+CiuV3fzgKDBqlo8lTm2Dfg3c69EG5euWZyRKWOhGWVXTMqzsISuTi7dOkSqqurodfrsXTpUpe57Dwsy+Lll1/Gzp07sWbNGpw7dw5Tp04NxpB9Yv369Xj//fdx+PBhlxZDcjIzM9HV1SVZ1tXVhczMTOF5fpn4tXZ1daGkpMTPI49cqEALc8ajg8aPwVeBNjAwgLq6OhgMBuTn57ttMk17mVHCFpW+Z84fL5c4KpY/8og/N0oT3PnPJsNIRB0jvxEiT2UUP+/inrm/oGbkwjPatwbJQcXfos2HtEZm2Ooi0tyv7xRp/Pwzb7eBkvCbAHgtzFRcNOIQlfmOvGcJR6gwC1Pkwsxms6Gurg7d3d0oKCjAjBkzVOfKV1VVYePGjWhra8Of/vQnfO973/PbvHp/QQjBhg0b8O677+Lzzz9HXl6ex23Ky8tx6NAhbN68WVj26aefory8HACQl5eHzMxMHDp0SBBkQ0ND+Oabb/CLX/wiMC8kAqECLQIJ9Rw0wDcXT9xkOjc3F6WlpcI8Nh4+AITjOCrMKOGPt0EhSs+LxRnLStfVMO57n0l26qF8caxY3cTGx4w94MLv+FO0eRBszPBI2aOXQs2tOLNaAZUAA9X9DY6Eg8jLGsU/Dzoj65VKDxURu2cc8bnMkTMYvRi5FGKzgYmKArGpv9doY+rwRSzOCCHo6OhAXV0dkpKSsHz5csTEKH9+LRYL9uzZg7179+JnP/sZHn30UVWHLdTcddddOHDgAN577z0kJiYKc8QmT56M2NhYAMCPf/xjTJs2Dbt27QIAbNq0CatWrcITTzyB6667Dq+99hoqKirw4osvAnDe+N+8eTN+9atfobCwEHl5edixYweysrJw4403huaFhiFUoEUger0eLMuC47iQ1UjzSY7uMJvNaGhoQGdnJ6ZPn46VK1e6JCFRYUaJSLwMCpE/L5mPNvKcKrKLYrl7FlLU+qmNN+EmF23+LI3kWDAms+s+HQqCQk0kqSVxAk6BLHMxfS1z9MjI3DMyEnvv4qJ6yWjEGY+aOKPCLHyRu2Ymkwk1NTUwmUyYO3cu0tPTFbcjhODLL7/Exo0bERsbi7///e9YunTpuHPNxDz//PMAgKuuukqy/OWXX8btt98OAGhpaZFcCy5fvhwHDhzAAw88gPvvvx+FhYU4ePCgJFjk3nvvhclkws9+9jMMDAxgxYoV+Pjjj1VFLcV3aB+0CMAqOwlzHIdPPvkEV199tWr0a6A5fvw40tLSkJ2d7fKc1WpFY2MjWltbkZmZiYKCAsTFxUnWocKMQsHYnDT5xbDLtqJ5aZ7CPTw+72N5o7+JiXaKuvEm4HhxJT8Py39WmgvFiQSEWKQpCTTejZSLOfG5QXwu4IWlUpmpccQ946sYlIJBDMbLzc8B1/eHaB4aEYkrRubmip5wPQZkwsyHi2TVFhGgwiyckQszjuPQ3NyM8+fPY9q0aSgoKFANLuvv78eOHTvwxhtvYMeOHdiyZYtLJQ+F4gO0DxrFaUeLhbhGo4FGo4Hdbg+ZQFMqcbTb7WhubkZzczNSU1NRXl7uUjZAhRmFIsKdU6YizoQLUEbmurGSlSG+J0dY2fwbN2IOABiV/kAhg3fc5M6bWLCFQsANWy6LsbG4a8MW77b3dj0eBRfNBXmZo5KbpeLgkUGD5L1ECHdZpHkoc3RxzbwohaTCLHKRi7OBgQFUVVWBYRhcccUVLn1TeTiOwzvvvIN7770XCxYsQGVlJQoKCoIxZEqEQwVahBLqoBBxiaO8yfTixYuRnJwsWZ/2MqNQ3CATY06hJg73YEBcBJh3+3LBgzgDpGVjEvctSu97HHsgkQu2ULpsvGtFiGcRxSmICX57b+/qy8XKKOaiucXhkLpoaoiFmJeMar4ZFWcRiVyY2e12NDQ0oL29Hfn5+cjJyVGd6tHS0oK7774bFRUVeOKJJ3DbbbeNu+h8SvhCBVoEIHfQgNALNL1eD5vNhosXL7ptMg3QyHwKxSOi5EY5PpU9Bhq+2bVN+t0jL+BjREKBWK2SnwOO0vy2QIk2tSkGvNjy1VVzsM6HeDt52Io7F81qdS2nFLtofHkjANjtl8UgL7q9FU4OFsRk9m5dER6FmYqLpibOhLmbtL9ZWCIPAenu7kZNTQ0SEhJQXl7uMnWCx+FwYN++fXj00Ufx/e9/H1VVVUhLSwvWsCkUAFSgRSyhTHIkhGB4eBjd3d3o6+ujTaYpFH+g4ny5DRABFJw1Vr0XmhfumXRIo7vbLL+gFos0PnkvqARTtIkZtjjLA0fS1nzazp24G7b47Fp5xObhhp+ozJEYTdL3jshFUytz9KdrptjfDJA0qKZMXDb/9XawLIuvv/4aiYmJiI2NRV9fH0wmE2bPno2pU6cqBnsQQnD69GmsX78eg4ODeOedd7B69epxHQJCCV+oQIsAlL5cQtGsWtxk2mw2IzY2FsuXL1dsMs1xHDiOw/cn/SSoY6RQJiyEc1ue6NEpE22rVPLlMk9NDW/K2kaBcLHNMNISylDNdwuEaFN11Iad//oi1NyJNLtdeW4Z/5rkv1Orzbk/eZNpkYtGzE5HTCLuFcocCe/CeRmfDwCc2LnzBCHuY/PVxJnzSe+PQxl38I4ZIQQWiwUGgwGtra3o7OyEVqsFy7JoaGhAV1cXOjs70dXVhSVLlqCoqAgWiwW/+c1v8MILL2Djxo3YsWMH4uPjQ/yKKJEMLaaNUIJd4jgwMIBjx47h9OnTmDp1KubMmQOdTicRZ7xjxrIsbkhYS8UZheIrhFN+wMOFqT9TFB0O4UFstssPuwPEPkbXXmW+m/wRMixW6WOsyJtFDw8DZpXSQKX0Rneuk7s+c2ooHcMHyJBB/UnR+5OMvGc5s9lrccb/3UclzkSfE8rERFzOyDAMHA4Hzp8/D7PZjEWLFuHb3/42rrrqKixYsACpqaloaGjAU089heXLlyMjIwNz587FgQMHcM899+CHP/whtGpVBH7m8OHDuP7665GVlQWGYXDw4EG3699+++1gGMblMW/ePGGdhx56yOX5oqKiQL8Uip+hDlqEEiyBJm4ynZOTIzSZ7unpEUosaTIjhRJAxM6YqkiTXnjLSxz9OU9NTaQxev+djtQu0kNeGil22LxvcaO8X3+UWKqlNNpsUhdNqQk3j90OIjqXEJb16KJdXlndRePUhKgblP7u1DELb+QhICzLorGxERcvXkROTuV6i0AAACAASURBVA7y8vIEsaXX65GcnIzk5GRs2LABt9xyC375y1+ioqIC5eXlSElJweHDh/HMM8/AYDBgzpw5KC0txZo1a/Dv//7vARm/yWRCcXEx1q1bh5tuusnj+nv37sXu3buFnx0OB4qLi/HDH/5Qst68efPwt7/9TfhZrX0AZfxC/2IRgFKJo16vh3kUJ0Bv8dRkmi+x5DgOLMtSt4xCCRQeSh8VN2HVEyBV56e5w4vju3PXGL3Opz5XqsdQuIAPqmgTCTZCODDipq7eCDbxOvy+PAk1udhSuzHnrePnYF1LHb1AKG1Ua5otXtc0UtLpxY2BUTtmlAmPXJz19vaipqYGUVFRKCsrQ0JCguJ2HMfhwIED2L59O5YvX45Dhw4hJydHeJ4QgpaWFlRWVqKyshJ9fX0Bew3XXnstrr32Wq/Xnzx5MiZPniz8fPDgQfT39+MnP5FeQ+l0OmRmZvptnJTgQwVahBKokBCr1YqmpiZcvHgRmZmZWLFihWKTaa1WC5vNhn+J/7Hfx0ChUGS4uyD1cd6ap0jyUQk4DyiJN8ZPUf2hEG18CR+xXHamXJIq5eWNapiGlV0w8fe7XKSJGSl1JA4HGPFddn4bd+4ZAMILO610DqP4fcANDqm/L8QuGkdAxMdzE8FP55lFLnJhZrPZUFtbi97eXhQUFGD69OmqwR4NDQ3YtGkTampqsG/fPvzgBz9wWZdhGOTk5CAnJwc33HBDwF6HP/jDH/6A1atXSwQmANTX1yMrKwsxMTEoLy/Hrl27kJ2dHaJRUkYDFWgRgJqD5s8SR1+bTP9bxv/z27EpFMoYcBPRP6rdKQo45zJG57/+Z0QlNdAfwi0kok2UOOhzWwGvGkrbVF1IvkRRSaS5LAMEF4144bpxSnH6ao2rlcSggkijrllkIhdmhBC0t7ejrq4OKSkpKC8vR0yMcjCOzWbDs88+i927d+O2227DO++849JvdaLR3t6Ojz76CAcOHJAsLysrw/79+zF79mx0dHTg4Ycfxre+9S2cPXvW5bqMMn6hAi1C8VeKI20yTaGEAV5E9EtXH125IXHYXfuw+dlxUxJuE020kZF+ZIxYdCmVQLIi0cGHfrgRasRuB+NtI2sARM1dU4LlXFw0sYBzmZsmE2mK4kxpTCrijAqz8EYuzkwmE6qrq2E2mzFv3jykp6crbkcIQUVFBTZs2ACHw4EPP/wQK1euDIvo/FdeeQVJSUm48cYbJcvFJZMLFy5EWVkZcnJy8MYbb+COO+4I9jApo4QKtAggEA4ax3Foa2tDQ0MDoqKiaJNpCmUiI76I9Wa+2GiFm8K+1Uom/SncxpNoI94IhpHfLy+QGE/umBirTSKUXI7vQaR5JcYAZ6Np+d9IJtLkISAuIg0A4VsIAOrvPY44xb3SOGg5Y1gjF2Ycx+H8+fNobm7GtGnTUFJSohqAMTQ0hEceeQT79+/Hvffei+3bt0vmwk9kCCH44x//iB/96EeI8vCdk5SUhFmzZqGhoSFIo6P4AyrQIpTRzkEjhKCrqwt1dXUAQJtMUyjhhtpF7ViF2xiCSiT78pNwC4hoI8SlObLP5YpKu7XaACJz1Fh18UGsNhdRR0Tf92KRRhRu1BGHw2X/isKNZV1FGr++F46YRJwBLoE2xGEHo9OrizOWVX9fUXE24ZGLs/7+flRXV4NhGCxevFgSliGGEIIPPvgAW7duRV5eHioqKjB37txgDDlofPHFF2hoaPDKETMajWhsbMSPfvSjIIyM4i+oQIsA1Bw0lmXBcZxLo2glCCG4dOkS6urqYLVaUVBQgGnTpqk2mSaEUHFGoYQTYxZu7qP8vR6GUhPtcSza5IINnvanJHKJ944aL8SURJpkPV6Y2ezKY1IQX7xIk7wm+XosJ3UWVVw0l9+LsIKrSHNZRfweoEIs7JALM7vdjvr6enR0dGDmzJnIzs5WvW7p6OjAtm3b8MUXX2D37t248847vbrGCRVGo1HibJ0/fx6VlZVISUlBdnY2tm/fjra2Nrz66quS7f7whz+grKwM8+fPd9nntm3bcP311yMnJwft7e148MEHodVqceuttwb89VD8BxVoEYp+5O6p3W73aPkPDAygrq4OBoMB+fn5yM7OdmniSHuZUSgRitIFsjeizY8O2bgQbd72NZPvbxQCkFhtAMt6dOd4kUbMw8rHsqmINH65gkjjzGa3v1th3pm43FUm0rhhi9tyWLeOGSWsEYszvmKntrYWiYmJKC8vd0mF5mFZFvv378fOnTvxT//0Tzh37hymTp0arGGPmoqKClx99dXCz1u2bAEArF27Fvv370dHRwdaWlok2wwODuLtt9/G3r17FffZ2tqKW2+9FZcuXUJaWhpWrFiBf/zjH0hLSwvcC6H4HYZ43yxzDF01KaHGZrNB/rf+5JNPsHz5ctVeIfIm03l5eYKw46HCjEKheMUYUiL9JbYC0QJA2Lc/Gm1H6V0dNMVwEFGfOplII0ql62JhoyTE5M+Jl8tvxo24Yy6/S61CqqNchDGMRPCqiTQlIUbFWXgjd82Gh4dRU1ODwcFBzJ49W3EqBU91dTU2btyIixcv4rnnnsP1118fFiEglLDG4xuUOmgRjFpQiKcm0wAVZhQKxUfGUiLpJ4csoE6bUq82H0WbWODwYSPEZnMbPMKXChJR3zRJCIj8NfNumVKbAqVlIhfNbbz98LDr31IWkS93IwlHJCKNG/kdipdRYRbeKIWAXLx4EY2NjcjIyMDy5ctVQzAsFgt++9vf4umnn8add96Jjz76CJMmTQrGsCmUgEMFWoTAMIyLgyYXaN42mabCjEKh+A0/lkj6S7SNdl8u+5aJNl8EG7HZLs89412rqChXwQWpOHMe10NS47BF9fUpJS2CZV1+T4rryeaPScfkKmAJy4Io/Pp54UbFWXgjF2dDQ0OoqqoCy7IoKSlBSkqK4naEEHz11VfYuHEjoqOj8dlnn6GsrIy6ZpSwggq0CIZPcnQ4HEJsLd/sUanJNEB7mVEolCAQpvPaJCKFcBJnTC6yFLe32YQSSE9ij3fj1NZTjLwfec2K4kupYTQf+CEJBZGFfPDPyf5+bsUX4RSFGyU8kAszlmXR2NiIixcvCtMp5PPcefr7+7Fjxw688cYbeOCBB7B161aXqRcUSjhA56BFCA6HA6zshFhRUQGNRoP+/n4kJCRg1qxZLk2mARqZT6FQxikTdV6bkgCVR9grnZuVEh6Vep7JIvLFIk1NeLoTpBJhKRdpCmWJIwtcwz5G/l6q4owmMoY9jx+/H4mJiZg0aRLi4uJw6dIl1NTUICYmBnPmzFGdE89xHN59913cc889WLBgAZ5//nkUFBQEefQUit+gc9AornAch/b2dvT19UGn09Em0xQKZWIySqcNCOG8NjURIg738KJRtMt2brYRRJSSm8aXL8rdNLsDxO5QdtIAQMNIhJt8PpnHeHyXJ6k4C2debXsGBoMBBoMBra2tMBgM4EZc46SkJGRmZgoVPfLG0y0tLdiyZQuOHTuGJ554Arfddtu4js6nUPwBFWgRAj8HraurC/X19SCEICUlBXFxcS7Rq7wwI4Tg+5N+EqIRUygUyigYT6JtZCyMzscSLLFY44+v2B9N9Fr5bdw0biY2m6xnGSv9v4JjJi93lAgv2bE4uwMavU45hVGliTkVZuGNuJxx8uTJIISgra0NdXV1SE1NRVpaGiwWC7q7u9HY2IgDBw7gyJEjKCoqwvz582E2m/GnP/0J3//+91FVVUWj4ikRAy1xjBB6e3tx5swZWK1WzJw5E9OnT0dTUxPMZjMWLlwIQNpkmuM43DR5XYhHTaFQKAEiGOWRKuLDV9HHixvJdir79npdrVYxcES8D4UnlJczGhdRxrtpqvtytz9KWCCfa2Y0GlFdXQ2LxYKioiLFm8Otra346quvcOTIERw7dgznz5+H2WzG9OnTUVpaipKSEpSWlqK0tBQ5OTkBDQY5fPgw9uzZg+PHj6OjowPvvvsubrzxRtX1P//8c0lPM56Ojg5kZmYKP//ud7/Dnj170NnZieLiYjz77LNYunRpQF4DZdxCSxwpThiGQWZmJnJycoTJtzqdDg6HQ5LMyHEcGIaBRqNx+XIFQANCKBRKeBDo2H834sNFzHgp2MTbKfUQE4shfl3VXmMq/cyEY8h/D24FoQ+OmYf9USY+StH5fBAZL7TkZYyA8zolNTUVZ8+exeuvv44NGzZg586dsNvtOHXqFE6ePImTJ0/i4MGDqKqqwnXXXYf33nsvYK/DZDKhuLgY69atw0033eT1drW1tZK4//T0dOH/r7/+OrZs2YJ9+/ahrKwMTz/9NNasWYPa2lrJehQKddAiBI7jXHqetbW14eLFi1i8eLEgzPiHHEIIOjs70djYCI1Gg4KCAqSlpYFhGCraKBRKeDNKt01NHHncTlxS6KG0UQjy8HI9QF0gKs4RYzQe3TqVJ33aFyU8kIuzvr4+VFdXQ6vVYu7cuap9yggh+Oyzz7Bp0yZMmTIF+/btw6JFi1SPY7FY0NfXh6ysLL+OXw2GYbx20Pr7+5GUlKS4TllZGZYsWYLnnnsOgPPabMaMGdiwYQPuu+++gIydMi6hDhrFFd4xi46OxsDAAI4cOYJJkyZJHnxjSEIILl26hIaGBthsNsycORNTp06VTNClThuFQglrRhv7LxMw3go2iVDy4GS5XVdtPYXn5CEf8u3kz41qThkVZ2GL/DrAbrejvr4enZ2dyM/PR3Z2tmqwR09PD+6//3789a9/xSOPPIL169crOmxiYmJigibOfKWkpARWqxXz58/HQw89hCuvvBIAYLPZcPz4cWzfvl1YV6PRYPXq1Th69GiohksZp1CBFiHwISHieWaTJ0/GVVddBYPBgKGhIQwNDaG9vR3Dw8OIiYlBbGwsLBYLbDYbcnNzJeWRnqCijUKhhDWjEG1Koka1BFFYV3lul9djUjm+JHFxZLn8eUnJJD+3Tbbcl+NTwg/5uZ4PI6utrUViYiLKy8sRGxuruC3HcfjLX/6C7du3Y9myZTh9+jRyc3ODMOrAMHXqVOzbtw+LFy+G1WrFSy+9hKuuugrffPMNFi1ahN7eXrAsi4yMDMl2GRkZqKmpCdGoKeMVKtAihJMnT6KrqwsLFy5EYmIitFqtMNcsJSUFKSkpwrr9/f2or6/HwMAA4uLioNfr0djYiPb2donLlpiY6FODSCraKBRKWOMH0ebJZVMTWZ7WkR/H0xwxtZJJSQNp/rVRYRaRyM/pw8PDqK6uhsFgwOzZs5GRkaEa4tHY2IhNmzahuroav//97/GDH/xgwkfnz549G7NnzxZ+Xr58ORobG/HUU0/hT3/6UwhHRpmIUIEWIXz11Vd4/PHH0dbWhoKCAiEFadGiRSgpKUF8fDwaGhqwY8cOAMBDDz2E4uJiREdHA3Ba87zTNjg4iIsXL8JisSAuLs5FtHkqTRBDRRuFQglr5OLFG8Em3sZd2aIfhNiYoMIsIlEKAWlpaUFTUxMyMzOxYMEC1Zu3NpsNzz77LHbv3o3bbrsNb7/9NpKTk4Mx7JCwdOlSfPnllwCAKVOmQKvVoqurS7JOV1eXJOWRQgGoQIsYNmzYgPXr16OjowMVFRWoqKjAkSNH8PTTT6O7uxsZGRno6+vDFVdcgZ///OfIzs4W5qEBQFRUFFJTU5Gamioss9lsQmlkf38/Lly4AKvVivj4eBfR5m1pJEBFG4VCCWPcuWxKz3kp8HwRdl6NTbw9FWKUEeTn58HBQVRXV4NlWZSWlqqKLUIIKioqsGHDBthsNnz44YdYuXJlQGPyxwOVlZWYOnUqAOd11BVXXIFDhw4JYSMcx+HQoUNYv359KIdJGYfQFMcIxmg04sknn8SePXtQWFiIpUuXorm5GcePH0d/fz/mzp0rcdrmz5+P6Ohot1+oVqtVEG38w2azISEhQSLaEhISfBJtSlDRRqFQIh5vygyp2KKMEbkwczgcaGxsRGtrK3Jzc5GXl6daomgwGPDII4/g5Zdfxj333IPt27cjJiYmGMMeE0ajEQ0NDQCA0tJSPPnkk7j66quRkpKC7OxsbN++HW1tbXj11VcBAE8//TTy8vIwb948WCwWvPTSS3j22WfxySef4JprrgHgjNlfu3YtXnjhBSxduhRPP/003njjDdTU1LjMTaOENTTFkaLM73//ezz88MOYOXMm3n//faxatUp4ji9XOHbsGCoqKvD+++/jkUcegdFoFETbokWLsGjRIsybNw96vV4QbdHR0UhLSxMaUBJCJKKtp6cHjY2NcDgcik6bLzXo1GmjUCgRjzeCi4oyyihROs/29PSgpqYGMTExWLZsGeLj4xW3JYTgww8/xNatW5GTk4OKigrMnTs30EP2GxUVFZLG01u2bAEArF27Fvv370dHRwdaWlqE5202G7Zu3Yq2tjbExcVh4cKF+Nvf/ibZx80334yenh7s3LkTnZ2dKCkpwccff0zFGcUF6qBFKDt27MDixYvxL//yL16VGHAch6amJkG0HT9+HJWVlbBYLJg/f75EtBUVFUGn06nulxACi8Xi4rSxLKvotI1l4jAVbBQKhUKh+I5cnFmtVtTW1uLSpUsoLCzEtGnTVM/znZ2d2LZtG/7+979j165d+OlPfzrmqhkKJYzweOFNBRpl1LAsi/r6ekG0nThxApWVlWBZFgsXLpSUR86aNctteAghBMPDwxgaGpLE/nMc5yLa4uPjRy3a+vv7cfuMzaN9yRQKhUKhhDVK0fmtra1oaGhAamoqZs+eLQSIyWFZFq+88gp27NiB1atXY+/eveO2XxmFEkKoQKMEF4fDgZqaGiGIhBdtWq0WxcXFKCkpEURbQUGB2ztqhBCYzWZBrPHCjRCCxMREF9Hmzgnka8n7+vqQm5uL7OxsiWCkThuFQqFQIh25ODMajaiqqoLVasWcOXMwZcoU1W2rq6uxadMmtLS04Nlnn/W6QodCiUCoQKOEFkII7HY7qqqqcPz4cRw7dgwnTpzA6dOnER0djZKSEpSUlAjlke4mGvP7E4s2/gFAItgmTZqEuLg4WK1WNDU1oaOjA9OmTUN+fr4kndIdVLRRKBQKJRKQCzOWZXH+/HlcuHABM2bMwMyZM1VvqFosFjzxxBN46qmncOedd+JXv/oVJk2aFIxhUygTFSrQKOMPQghsNhvOnDkjzGc7fvw4zp49i/j4eElp5KJFizBjxgyPos1kMkkEm8FgACEEhBDExcVh+vTpmDJlCuLi4sZ0R4+KNgqFQqGEE9s+ulMI6kpMTATLsmhoaIBOp8PcuXNVxRYhBF999RU2btyI6OhovPDCCygrK6OuGYXiGSrQKBMDPjjk1KlTgmg7ceIEzp07h+TkZJSWlkqctqysLEXRZrFYcO7cOQwNDSE2NhZTpkyB3W4XRJtWq3Vx2mJiYqhoo1AoFEpE8Z7xFdhsNhgMBhgMBgwODqKvrw8OhwNarRZJSUnCdIK+vj7MmjVLcNH6+/uxc+dOvP766/jP//xPbN261evqFAqFQgUaZQLDlzNWVlZKnLaamhqkpaVJnLbi4mJ8+OGH2L17NxYvXoznnnsOU6ZMkQgvjuNgNBolTpvRaIROp3OZ00ZFG4VCoVDCEaUQkM7OTtTW1mLy5MkoLCyEw+EQ5n13dnbipptuQlRUlJDe+NVXX2H27NnYv38/5syZE9TxHz58GHv27MHx48fR0dGBd999V2j8rMQ777yD559/HpWVlbBarZg3bx4eeughrFmzRljnoYcewsMPPyzZbvbs2aipqQnY66BENFSgUcILQgiMRiNOnDghiLYjR46go6MDiYmJWLp0KZYsWYLFixejtLTURaTJYVnWRbSZTCbodDoXp81Tk25PUNFGoVAolFAiF2dmsxk1NTUwGAwoKipCenq64nnOYrHg008/xR/+8Ae0tLSA4zh0dHTAbrdjwYIFWLRokXDTtLi4OKCNqD/66CN89dVXuOKKK3DTTTd5FGibN29GVlYWrr76aiQlJeHll1/Gb3/7W3zzzTcoLS0F4BRob731Fv72t78J2+l0OrehKBTKGKACjRK+nD59Gr/85S9x9OhRbNq0CWVlZThz5oxQHtnY2IicnBxJaWRJSQmSk5M9ijb+ziH/r9FoRFRUlKJoGwtUtFEoFAol0MiFGcdxuHDhApqamjB16lQUFhZCr9crbutwOPDiiy/ikUcewQ033IAnnngC6enp4DgODQ0NOHnyJE6cOIGTJ0/i5MmT+J//+R+Ul5cH42WBYRiPAk2JefPm4eabb8bOnTsBOAXawYMHUVlZGYhhUihyPAo09cZUFMo4ZtOmTXjxxRfxi1/8An/+85+RmpoKAPjnf/5nAE6nrb+/X0iOPH78OF5++WU0NzcjLy9PEkJSUlKCSZMmCaKNr71PSkoSjicWbUNDQ+jq6oLJZEJ0dLSLaPOlDl9+0gSoaKNQKBSK/5CfZwYHB1FVVQVCCBYtWoTk5GTF7QghOHv2LNavX4++vj68+eab+M53viOcKzUaDWbNmoVZs2bh5ptvFrYZ73AcB4PBgJSUFMny+vp6ZGVlISYmBuXl5di1axeys7NDNEpKpEMdNMqE5P3338f8+fORm5vr9TaEEPT09AilkXyftra2NhQUFLjMaUtISHDrtIlr9PmH2WxGTEyMi2hTuzPpLVS0USgUCsUX5MLM4XCgoaEBbW1tyMvLQ25urmpCstlsxq5du/D8889j/fr1ePDBBxEfHx+MYfvEaBy0xx9/HLt370ZNTQ3S09MBOMsmjUYjZs+ejY6ODjz88MNoa2vD2bNnkZiYGKjhUyIXWuJIobiDEIKOjg6hsTYfRNLT04PZs2cLoo2vq4+NjXUr2ux2u4toGx4eRmxsrESwJSYmjkq0DQ4Oor6+HkajEU997+WxvHQKhUKhhCFKlRnd3d2oqalBXFwc5syZoyq2CCH4+9//jo0bNyI1NRUvvPACSktLx210vq8C7cCBA/jpT3+K9957D6tXr1Zdb2BgADk5OXjyySdxxx13+Gu4FAoPFWgUiq8QQtDa2opjx44JLtvx48fR39+POXPmSJy2BQsWeAwP4WP+xQ+LxeIi2iZNmgSdTrnqeHh4GA0NDeju7kZ2djZyc3MVBR512igUCiVykYszi8WC2tpaISY/KytL9XzV29uL7du3469//SsefvhhbNiwQfWcNF7wRaC99tprWLduHd58801cd911HtdfsmQJVq9ejV27dvljqBSKGCrQKBR/wHEcWlpaBNHGB5EYjUbMnTtXMqdt3rx50Ov1bkWbzWZzEW1WqxVxcXEucf+tra1oaWlBRkYGCgoKfE7HoqKNQqFQwhul6PzW1lY0NDRgypQpmD17tur8aI7j8Nprr+G+++5DWVkZfve73/k0fSCUeCvQ/vKXv2DdunV47bXXcMMNN3jcr9FoRHZ2Nh566CFs3LjRX8OlUHioQKNQAgXHcWhqapKItsrKSlgsFsyfP18i2oqKiqDT6dyKNqvVKhFs/f39YFkWGo0GKSkpSE1NFcoj+Waho4WKNgqFQgkP5OLMYDCguroaNpsNRUVFbqPiGxsbsXnzZpw7dw579+7FD3/4Q9V5aeMFo9GIhoYGAEBpaSmefPJJXH311UhJSUF2dja2b9+OtrY2vPrqqwCcZY1r167F3r17cdNNNwn7iY2NxeTJkwEA27Ztw/XXX4+cnBy0t7fjwQcfRGVlJaqqqpCWlhb8F0kJd6hAo1CCCcuyqK+vl5RHVlZWgmVZLFiwQCiPvOKKKzBr1iyX8hGO43Dw4EGkp6dDo9EgNzcXOp1OiPwfHByEw+FAfHy8xGlLSEigoo1CoVAiCLkwY1kW58+fx4ULF5CdnY38/HzV84Ldbsezzz6L3bt349Zbb8Vjjz3mkmo4Xvn8889x9dVXuyxfu3Yt9u/fj9tvvx3Nzc34/PPPAQBXXXUVvvjiC9X1AeCWW27B4cOHcenSJaSlpWHFihX49a9/jZkzZwbypVAiFyrQKJRQ43A4UFNTIwSR8KJNo9GguLhYEG0AsHfvXly8eBFvvfUWysrKXO5kEkJcnLahoSE4HA4kJCS4iLax3gmloo1CoVDGF0ohIJcuXUJ1dTX0ej3mzp2rmjxICMHx48exfv162Gw27Nu3D6tWrRq3ISAUSphCBVq48bvf/Q579uxBZ2cniouL8eyzz2Lp0qWq67/55pvYsWMHmpubUVhYiMcee0zoFQY4v6wffPBB/Nd//RcGBgZw5ZVX4vnnn0dhYWEwXk5EQgiB3W5HVVUVjh8/jkOHDuF///d/MTg4iPnz5yMpKQnFxcVCeWReXp5boUUIgcVicRFtLMsiMTFRItri4+OpaKNQKJQJilyc2Ww21NXVobu7GwUFBZgxY4aq2DIYDHj00Ufxxz/+Edu2bcP999/v85xmCoXiF6hACydef/11/PjHP8a+fftQVlaGp59+Gm+++SZqa2uFXh5ivv76a6xcuRK7du3C9773PRw4cACPPfYYTpw4gfnz5wMAHnvsMezatQuvvPIK8vLysGPHDpw5cwZVVVX0izvA9Pf34ze/+Q2ee+453HLLLdixYwf6+vokcf9nz55FfHy8JDmytLQU2dnZHkXb8PCwi2gjhLiItri4OCraKBQKZRyjFALS0dGBuro6JCUloaioSPWcTQjBRx99hC1btiA7OxsvvPAC5s2bF4xhUygUZahACyfKysqwZMkSPPfccwCc85VmzJiBDRs24L777nNZ/+abb4bJZML7778vLFu2bBlKSkqwb98+EEKQlZWFrVu3Ytu2bQCcfbYyMjKwf/9+3HLLLcF5YRFITU0NrrzySixatAi//e1vUVxc7LIO74ydPn1aItrOnTuHpKQkiWhbtGgRsrKyPIo2s9ksEWwGg0FRtMXHx4+55IWKNgqFQhk7cnFmNptRXV0No9GI4zR4IAAAIABJREFUoqIipKenq35fd3Z24p577sFnn32GXbt24ac//emY5ytTKJQxQwVauGCz2RAXF4e33npLEie7du1aDAwM4L333nPZJjs7G1u2bMHmzZuFZQ8++CAOHjyIU6dOoampCTNnzsTJkydRUlIirLNq1SqUlJRg7969gX1REQzHcTh8+LDPtf+8yKqsrJSItpqaGqSlpbmItoyMDLf7J4TAZDK5iDaGYRSdNiraKBQKJTjIhRnHcbhw4QKampqQlZWFgoICxX6Y/LqvvPIKHnjgAVxzzTV45plnkJWVFYxhUygUz3i8mBrfHQgpAr29vWBZFhkZGZLlGRkZqKmpUdyms7NTcf3Ozk7heX6Z2jqUwKDRaHDVVVf5vB3DMIiPj8eVV16JK6+8EoBTZBmNRpw4cUIQbW+//Tbq6+uRlZUliDZeuE2ZMkUQWgzDICEhAQkJCcLJm+M4iWi7ePEiDAYDNBqNi2iLjY31SbQdNOxHT08P6urqoNVqsfuf9vn8O6BQKJRw5/5D/w/V1dXCd67D4UBtbS0A4IorrkBSUpLqtjU1Ndi0aROam5vx8ssv44YbbqAhIBTKBIMKNAplgsO7XatWrcKqVasAOEXb4OAgTpw4gWPHjuHEiRP4y1/+goaGBmRnZ6OkpERw2UpLS5GcnCycwHkhlpiYiGnTpgG4LNoGBwcxNDSE5uZmGI1GaLVaiWDjm2srXQwYDAbU1tbCaDSioKAAWVlZeM9Y7rIeddkoFEqkctCwXyhFNxgM6OjoQE1NDQghiIqKQmpqKgwGAwBAq9VK0hqtViueeOIJPPn/27vvsKiu/H/g72Fg6FV6BxFE2sAgCGTXEiKa6tcUzS8bITF1Y0E0Go2Cxl7WJYpRYjTofpOgJorfrAkxkqAxogszIB0BQQQZRKQN3Zn7+4OHu16GIirVz+t5fBIu517ORRzue845n7N7NxYuXIgzZ85AT09vuG6FEPIIKKCNEsbGxuDz+aiqquIcr6qqgrm5eY/nmJub99m+679VVVWwsLDgtLl/yiMZfXg8HgwMDDBjxgzMmDEDQGdoq62thVgsRmpqKsRiMeLi4lBaWgoHBwfO1EihUAg9Pb0eQ1sXhUIBmUzGjrSVlJRAJpNBVVWVE9jU1dVx8+ZNVFVVwdbWFl5eXr1OywF6LiFNoY0QMpbd/7qnra0NbW1t8Pl8SKVSGBgYwMHBAffu3UNjYyOqq6shFovx5ptvwsbGBq6urrCxscEvv/wCHR0dJCUlYcqUKUM6anbhwgXs3LkTYrEYlZWVOHXqFGc5Rk+Sk5MRERGBnJwc2NjYYO3atQgLC+O0GWjlakLGClqDNor4+/vDz88Pe/fuBdD5gGxra4tFixb1WiSkubkZP/74I3ssMDAQnp6enCIhK1aswPLlywEADQ0NMDU1pSIhTwiGYVBdXc1Ojezap62iogJOTk6cqZFeXl7Q0dHp85e+XC5nQ1t9fT1qamrQ3t4OFRUV6Ovrw9DQEHp6etDV1X3kKqEU2gghY0H3N6VaW1uRn5+Puro6ODs7w8LCQul1V6FQoLS0FOfPn0dCQgKKiopQW1uL+vp6jB8/nn2zrWuWhImJyaDew88//4w///wTIpEIc+fO7TeglZSUwN3dHR988AHeeecdJCUlITw8HGfOnEFISAiAgVeuJmQUoSIhY8mxY8cQGhqK2NhY+Pn5ITo6GsePH0d+fj7MzMywYMECWFlZYevWrQA6y+xPnToV27Ztw3PPPYf4+Hhs2bJFqcz+tm3bOGX2MzMzqcz+E6yrfHPXxtpisRgSiQS3b9+Gs7MzJ7R5enoqFQ9RKBT417/+BVtbW2hpaWH8+PFQVVXlFCJpamqCQCBQmh6prq7+SH2n0EYIGS16Kp1/8+ZNFBUVwdTUFM7OzhAIBD2eq1AocPr0aaxYsQKTJk3C/v374ezsjOrqaqSnp0MikbB/iouLce7cOTz99NNDcVvg8Xj9BrRVq1bhzJkzyM7OZo/Nnz8fdXV1SExMBDDwytWEjCJUJGQsmTdvHqqrqxEZGQmpVAqhUIjExES2yEdZWRmnzHpgYCC+/fZbrF27FmvWrMGECROQkJDAhjMAWLlyJZqamvDee++hrq4OTz31FBITEwctnA1kusLBgwdx9OhR9gVcJBJhy5YtnPZhYWE4coT7Sy4kJIR9gScDx+PxYGlpiRdffBEvvvgigM4Hh/Lycja0JSUlYceOHaitrYWrqysb2lRVVbF//37cvn0b3377Lfz8/Njwdv+i9q6pOl2BTSqVorm5Gerq6kqhrbcHlJ7Q9EhCyGjQ/bWqsbERubm56OjogJeXF8aNG9fruTdv3sTy5ctx+fJl7Nq1CwsWLGB/95uYmGDmzJmYOXMm276+vn7EveGakpKC4OBgzrGQkBC26nR7ezvEYjFWr17Nfl5FRQXBwcFISUkZ0r4SMhxoBI0MmYFOV3jjjTcQFBSEwMBAaGhoYPv27Th16hRycnLY4hVhYWGoqqrC119/zZ6nrq4OQ0PDIbuvJ5VCoUBZWRlSU1ORlJSEU6dOoaamBq6urlBTU4OXlxc7xWbSpEkQCAR9To/s6OjghLaGhga0tLRAQ0NDKbT1tYbtQVBoI4QMh+7BTC6X4/r16ygrK4OtrS0cHR173afs3r17+PLLL/HZZ5/hxRdfxO7du0fkVL8HGUFzdnbGW2+9xQlgP/30E5577jk0NzejtrYWVlZWuHTpEgIC/ltMauXKlTh//jyuXLkyqPdAyCCjETQycuzevRvvvvsu3nrrLQDAgQMHcObMGRw+fLjH6QrffPMN5+OvvvoKP/zwA5KSkrBgwQL2uLq6eq+FUsjgUVFRwbhx45Ceno6jR4/itddew8aNG9HW1obU1FSkpaXhhx9+wLp169Da2gp3d3d2aqS3tzdcXV2hqqrKhjY1NTUYGRnByMiI/RodHR2cwFZRUYGWlhZoampyApuuru6AQhuNtBFChlJPrzk1NTXIy8uDQCCAn58fpwhTd1lZWVi8eDHu3LmD48ePIyQkhErnEzKGUUAjQ+JxTFdobm5GR0cH5wEe6KwEZWpqCkNDQ8yYMQObNm3qc3oIeTxu374NT09PODs7448//oBIJGI/5+TkhNdffx1A5zvEhYWFbGj77rvvsHLlSsjlcnh4eLDTI0UiEZydnaGq+t+XJTU1NYwbN47z99ne3s6OtNXX1+PmzZtobW2FlpaWUmi7/1r9odBGCBkM3V9b2tvbce3aNVRXV8PJyQnW1ta9hq3m5mZs27YNX3zxBT766CNERUVBR0dnKLo9qHqrMt21vyafzx9w5WpCxhIKaGRIPMxG292tWrUKlpaWnHnrs2bNwty5c+Hg4IDi4mKsWbMGs2fPRkpKSq/TRMjjYWpqiu+//x5BQUF9vpPL5/MxceJETJw4EW+++SaAztCWn5/PhrYjR45g2bJlUFFRgZeXF6cQiZOTE+fvsmsvoO6hrWuUrba2Fjdu3EBbWxu0tbWVQttAfi4otBFCHlZPRUBu3bqFwsJCGBoaIiAgoNe1YQzDIDk5GUuWLIGhoSH++OMP+Pj4jJlRs4CAAPz000+cY7/++is7nVEgEEAkEiEpKYmdKqlQKJCUlIRFixYNeX8JGWoU0MiosG3bNsTHxyM5OZnzC+3+rQA8PDzg6emJ8ePHIzk5ecgqVj3JnnrqqYc6j8/nw83NDW5ubggLCwPDMOjo6EBeXh7S0tKQmpqK2NhYZGZmQl1dHUKhEEKhkA1tjo6OnII4AoEAxsbGMDY2Zo+1tbWxoa2mpgYlJSVob2+Hjo4OJ7Tp6OgMOLS1t7ejuLgYt27dgo2NDT722fxQ3wdCyNjUPZw1NTUhLy8Pzc3NmDRpUp9rx+7cuYNPP/0UCQkJ2LBhA5YsWTKg2QDDQSaToaioiP24pKQEGRkZMDIygq2tLVavXo2KigocPXoUAPDBBx8gJiYGK1euxNtvv43ffvsNx48fx5kzZ9hrREREIDQ0FL6+vmzl6qamJnaZBCFj2cj+F0/GjIfZaLvLrl27sG3bNpw7dw6enp59tnV0dISxsTGKiooooI0iPB4PAoEAXl5e8PLywsKFC8EwDNrb25GVlcWW+9+zZw+ys7Ohra0Nb29vCIVCthCJra0tJ7Spq6vDxMSE3f+HYRhOaKuurkZxcTHu3bvX40jb/dfqolAoUF5ejuLiYhgYGGDKlCnQ1tamkTZCCADlYNa1X1lJSQmsrKwgFAp7DVsKhQLHjh3DJ598gsmTJyMzMxMODg5D0e1HlpaWhunTp7MfR0REAABCQ0MRFxeHyspKlJWVsZ93cHDAmTNnsGzZMnz++eewtrbGV199xe6BBvRfuZqQsYyqOJIhM9CNtgFgx44d2Lx5M3755RdMmTKl369RXl4OW1tbJCQksCXiydjBMAxaW1uRmZnJhjaxWIycnBwYGBhwpkb6+PjA0tKyx6DV/Xr3FyJpaGiAXC5XGmlra2tDYWEhgM4KZPeP1j0oCm2EjE09vUlTV1eH3Nxc8Hg8TJo0Cfr6+r2ef/36dYSHhyM7OxvR0dF47bXX+nztIoSMarRRNRk5BrrR9vbt2xEZGYlvv/0WQUFB7HV0dHSgo6MDmUyGDRs24OWXX4a5uTmKi4uxcuVKNDY2Iisr65E3PSajA8MwaG5uRkZGBie05efnw8TEhBPavL29YW5u3uc6DoZh0NLSwoa1uro6NDQ0gGEYaGhoYNy4cdDX14eenh60tbUf+SGKQhsho1v3cNbR0YGioiLcunULjo6OsLOz6/V1oqOjAzExMdi6dStef/11bN++XakQFumftbU11qxZg7///e/ssUuXLiE4OBh5eXmws7Mbxt4RooQCGhlZYmJi2I2qhUIh9uzZA39/fwDAtGnTYG9vj7i4OACAvb09bty4oXSNqKgorF+/Hi0tLZgzZw7S09NRV1cHS0tLzJw5Exs3bqQpEE84hmEgk8kgkUg4oa2wsBAWFhZKoc3ExEQptNXU1OD333+HoaEhLCwsYGlpyQlujY2NYBgGurq6nJE2bW3tR17IT6GNkJGvpyIgt2/fRn5+PnR0dODq6gotLa0ez2UYBhKJBIsWLUJraytiY2MxderUMVMEZKi9/PLL0NPTY/dEZRgG/v7+eOaZZ7B5M60RJiMOBTRCHqd9+/axAdPLywt79+6Fn59fj23j4uKUFjOrq6ujtbWV/ZhhGERFReHgwYOoq6tDUFAQ9u/fjwkTJgzqfTyJGIZBfX09JBIJUlNTIZFIIJFIUFRUBFtbW3Y9m6enJzIyMrBnzx4IhULEx8f3uD9R18hd9+mRPB5PKbRpaWlRaCNkDOkezlpaWpCfn4/6+nq4uLj0OVLf2NiITZs24dChQ1i+fDk+/fTTXqs5kgezc+dOHDlyBNnZ2QCAo0ePYtWqVSgsLBwT2xKQMYcCGiGPy7Fjx7BgwQIcOHAA/v7+iI6OxokTJ1BQUNBjRa64uDgsXboUBQUF7DEej8cZ3du+fTu2bt2KI0eOwMHBAevWrUNWVhZyc3PpF/YQYBgGtbW1EIvFSE1NxS+//ILLly9DQ0MDzs7OsLGxgUgkgo+PD4RCIfT09PoMWgqFQim0NTY2gsfjcQJb114/FNoIGV16GjUrKytDcXExzMzMMGHCBAgEgh7PZRgGiYmJiIiIgLW1NWJjY+Hu7j4U3R7z/vjjD0ybNg319fXg8XhwcXHBhg0bsHDhwuHuGiE9oYBGyOPi7++PyZMnIyYmBkDnw7iNjQ0WL17cY5GTuLg4hIeHo66ursfrMQwDS0tLLF++HCtWrAAA1NfXw8zMDHFxcZwtBMjgKisrw6pVq/Dvf/8bq1evxt/+9jfk5OQgLS0NaWlpkEgkqKiogJOTE6d6pFAohI6OTr+hrampSSm08fl8pdCmoaFBoY2QEerwjd3Q1dVlA1hDQwPy8vLQ0dGBSZMm9bl2TCqVYuXKlTh37hy2bNmC999/n/bqfIyam5uhr6+PpKQknDt3Dj/++CPEYjEVWiEjVb+/6KnMPiEPoL29HWKxGKtXr2aPqaioIDg4GCkpKb2eJ5PJYGdnB4VCAR8fH2zZsgVubm4AOveJkUqlnI239fX14e/vj5SUFApoQ+T7779HaGgoXnnlFRQUFMDS0hIAYGtri9mzZwPoDNOVlZVsYLt48SL27NmDqqoquLi4cNa0eXp6cqY0qqioQFdXF7q6urCysgLQGdpkMhkb2EpKSiCTyaCqqqo0PXKgoY1K/hPyeEVnrWfDWEtLCzQ0NKCiooKWlhaYmprC09MTmpqaPZ6rUChw9OhRfPrpp5gxYways7NhbW09xHcw9mlpacHDwwM//PADDh48iJ9++onCGRnVKKAR8gDu3LkDuVyuVHzEzMwM+fn5PZ7j4uKCw4cPw9PTE/X19di1axcCAwORk5MDa2trSKVS9hrdr9n1OTL4Jk+ejN9++40tVtMTHo8HS0tLvPjii+z2DQzDoLy8nA1tSUlJ2LFjB2pra+Hq6soJbR4eHlBXV+eEtq4A1kUul3NC2/Xr19HU1ARVVVWlkbb7r/UgKLQRMnA9/buRSqXsa76RkREaGxtx8eJFqKur48KFC6ivr4dIJEJAQABaW1uxdOlSlJSU4PDhw5gzZ86wFAEZyNrpadOm4fz580rHn332WXYT6bCwMBw5wv3ehISEIDEx8fF3fgCmTJmCvXv34qWXXsK0adOGtS+EPCoKaIQMkoCAAAQEBLAfBwYGwtXVFbGxsdi4ceMw9ozcz87O7qFKMPN4PNjY2MDGxgb/8z//A6Dz3fKysjKkpqYiLS0NZ86cwcaNGyGTyTBp0iROaHNzc4NAIGAf2Ph8PvT19Tl7JcnlcjQ2NnI215bJZBAIBD2GtoE4LTsChUKBmzdv4vr16zAyMkJk0O4Bfx8IGYu6h7O2tjZcu3YNd+7cgZOTE6ytrdl/ux0dHWhsbEReXh4kEgl+/PFHlJeXQ01NDRYWFvh//+//QUVFBRUVFbCyshrSkHbs2DFERERw1k6HhIT0unb65MmTaG9vZz+uqamBl5cXXn31VU67WbNmsRUTAYyIbW28vLygpqaGnTt3DndXCHlktAaNkAfQ3t4OLS0tfP/995gzZw57PDQ0FHV1dTh9+vQDXefVV1+FqqoqvvvuO1y/fh3jx49Heno6hEIh22bq1KkQCoX4/PPPH/t9kKGnUChw/fp1NrSJxWJkZGSgpaUF7u7unI21XV1doaqq2ucDXPfQ1tDQgKamJqirqyuFtt6KFQCdD15dBWxcXFwwbtw4pTY0ykaeND0VAbl16xauXbsGIyMjuLi49FrAiWEYpKSkYPHixVBXV8d7772H9vZ2pKenQywWIy8vD+PGjYNIJMLMmTOxbNmyQb+fga6d7i46OhqRkZGorKyEtrY2gM4RtLq6OiQkJAxq3wdq+vTp8PHxwT/+8Y/h7goh/aE1aIQ8DgKBACKRCElJSWxAUygUSEpKwqJFix7oGnK5HFlZWXj22WcBAA4ODjA3N0dSUhIb0BoaGnDlyhV8+OGHg3MjZMipqKjAyckJTk5OeP311wF0/iwUFRWxoS0+Ph6rVq2CXC6Hh4cHO9ImEong7OwMVdX/vlTz+XwYGBjAwMCAPXbv3j1OaKusrERzczM0NDSUQtu9e/dw7do13L17F46OjrCxsel1rQZNjSRPku4/701NTcjNzUVrayvc3d1hYmLS67l1dXWIjIzEd999hzVr1uDjjz9WeoOkubkZV69ehUQigUKhGJR7uN/Drp2+36FDhzB//nw2nHVJTk6GqakpDA0NMWPGDGzatKnHN3kGm0KhQHV1NQ4dOoTCwsIHfrOUkJGORtAIeUDHjh1DaGgoYmNj4efnh+joaBw/fhz5+fkwMzPDggULYGVlha1btwIAPvvsM0yZMgVOTk6oq6vDzp07kZCQALFYjEmTJgHoLLO/bds2Tpn9zMxMKrP/BJLL5cjPz2dDm0QiQUZGBlRUVODl5cWZHunk5NRvBbiuaVddoa2+vp7dg09DQwMWFhYwMjKCrq4u1NTUHqnvFNrIaNY9mCkUCpSUlKC0tBTW1tYYP348502S+zEMg9OnT2PFihWYOHEiDhw4AGdn56Hodr9u3boFKysrXLp0iTPdfuXKlTh//jyuXLnS5/n/+c9/4O/vjytXrnDWrMXHx0NLSwsODg4oLi7GmjVroKOjg5SUlCGvTJmcnIwZM2Zg4sSJ+Prrr/tcS0zICEIjaIQ8LvPmzUN1dTUiIyMhlUohFAqRmJjIFvkoKyvjjETU1tbi3XffhVQqhaGhIUQiES5dusSGM6DzF2VTUxPee+891NXV4amnnkJiYiKFsycQn8+Hm5sb3NzcEBYWBoZh0NHRgby8PKSlpSE1NRWxsbHIzMyEuro6vLy82HL/Pj4+cHR05Pz8qampwcjICAYGBsjIyAAA6OrqwsLCAgqFgh1pa21thaamptJIW28PpD2hkTYyGvX0c1tbW4u8vDzweDz4+vpy1oR2V15ejuXLl+PSpUvYtWsXQkNDx1TlwEOHDsHDw0OpoMj9FYY9PDzg6emJ8ePHIzk5GU8//fSQ9nHatGlDMhpJyFCjETRCnjBPSkWvsYhhGLS3tyMrK4sdZROLxcjKyoK2tjZnjzYfHx/U1tYiIiIC5eXlOHfuHGxtbZXWt7W3t3PWszU0NKCtrQ3a2tpKJf8f9d1xCm1kpOgezjo6OlBYWAipVApHR0fY2tr2GrbkcjkOHjyIDRs24Pnnn8fu3buVqvGOBI+ydrqpqQmWlpb47LPPsHTp0n6/lomJCTZt2oT333//sfSdkDGORtAIIf/1JFX0Got4PB7U1dXh6+sLX19fAJ2hrbW1FZmZmWwRkm3btiE3Nxd8Ph8+Pj547bXXcPXqVaioqMDKyorz4CkQCGBsbAxjY2P2WFtbGxvW7t69i9LSUrS3t0NbW5sT2HR1dQcU2mikjQy3noqAVFVVoaCgALq6uggICOh1TzMAyM7OxuLFi1FdXY34+HjMmjVrWErnP4hHWTt94sQJtLW14W9/+1u/X6e8vBw1NTWwsLB4LP0mhNAIGiFPlCepoteTiGEYfPPNN1i5ciUcHR3xzjvvoL6+HmKxGGKxGPn5+TA2NuasZ/Px8YG5uXm/D5mtra1KI2337t1TCm06Ojo00kZGpO7hrKWlBfn5+aivr4eLi0uf/w5aWlqwbds27Nu3D3//+9+xfv166OjoDEW3H8lA1053+ctf/gIrKyvEx8dzjstkMmzYsAEvv/wyzM3NUVxcjJUrV6KxsRFZWVn05hwhD4ZG0AghnZ6Eil5PsuLiYoSGhqK0tBS7d+/GvHnzOA+bDMNAJpNBIpGwI20nT55EYWEhLCwsOKHN29sbJiYmnPM1NDSgoaHBjrQyDMMZaauurkZxcTHu3bsHHR0dpdA2kLU5NNJGHqeeioDcvHkTxcXFMDMzQ1BQUK+FchiGwfnz57FkyRIYGBjgjz/+gI+Pz4gdNetuoGunAaCgoAAXL17E2bNnla7H5/ORmZmJI0eOoK6uDpaWlpg5cyY2btxI4YyQx4hG0Ah5QjwJFb2eZNXV1YiJicHHH3/8wO/sMwyDhoYGSCQSpKamQiwWQyKRoKioCLa2tpz1bN7e3jA0NOzzwbRrumX3kTa5XK60nk1bW/uRCypQaCN96SnoNzQ0IDc3F3K5HK6urjAyMur1/Dt37uDTTz9FQkIC1q9fj6VLlw6oeA4hhPSi33d4KKAR8oR41ID2/vvvIyUlBZmZmX2269qA+9y5c0Ne0Ys8OoZhUFtbC7FYzAltpaWlcHBw4Iy0CYVC6Ovr9xvaWlpalEIbwzBKoU1LS+uhQ5tCoUBZWRmWukc97K2TMaR7OLt37x6Ki4tRXl4Oe3t72Nvb9/oGkkKhwPHjx7Fq1Sr4+vriiy++gIODw1B0mxDyZKApjoSQTsbGxuDz+aiqquIcr6qqgrm5eZ/nNjU1IT4+Hp999lm/X8fR0RHGxsYoKiqigDYK8Xg8GBkZ4ZlnnsEzzzwDoDNkVVdXQywWc0r+l5eXw8nJSSm06ejosKGNx+NBS0sLWlpa7M8ZwzBobm5mw1pFRQXy8/N7DG3a2tr9Tie7e/cu8vPzAQBfl/1TaVSERtqeHD2NmlVXVyM/Px8aGhrw9/fvc4S5pKQE4eHhyMzMxJ49ezBv3rwxVTqfEDI60AgaIU8Qf39/+Pn5Ye/evQA63ym2tbXFokWL+iwSEhcXhw8++AAVFRX9ri0rLy+Hra0tEhIS8OKLLz7W/pORg2EYVFZWIi0tjS35L5FIIJVK4eLiwgltnp6e0NLS6nekrampiTPK1tjYCB6P1+NIG4/HQ1tbG65du4bq6up+S6N3R6Ft7Okeztra2lBQUICamhpMmDABVlZWvf4MdnR0YN++fdiyZQvmzZuHHTt20DpaQshgoSmOhJD/oopeZDAxDIPy8nI2tHVVj6ytrYWrqysntLm7u0NDQ6PP0KZQKJRCm0wmA4/Hg0AgQGtrK/T09DBhwgQYGBg8cuEGCm2jU0+l8ysqKlBYWIhx48bBxcWl19cihmGQnp6ORYsWobm5GbGxsZg2bdqoKQJCCBmVKKARQrhiYmLYjaqFQiH27NkDf39/AJ0bU9vb2yMuLo5tX1BQgIkTJ+Ls2bPslLcuLS0tmDNnDtLT05Uqeo3EjVvJ0OtaG5aamsqGNolEgsbGRkyaNIlT7t/NzQ0CgaDPh+Oamhrk5eVBLpdDT08PbW1tkMlk4PP5nFE2PT29fgPgg6DQNrJ1D2cymQx5eXlobW3FxIkTYWJi0uu5MpkMGzduxKFDhxAREYG1a9dCQ0NjsLtMCCEU0AghhIwsCoUC169f54S2jIwMtLS0wN3dnRPaXF1doaqqivLycixfvhyamppYv3497Ozs2OmMCoUCMplMaaRNVVVSvhgDAAAeh0lEQVRVKbSpq6tTaBsDoi4s5fy9qqqq4saNGygtLYW1tTXGjx/fa8VFhmGQmJiIiIgIWFtbIzY2Fu7u7kN8B4SQJxgFNELI2HLhwgXs3LkTYrEYlZWVOHXqFObMmdPnOcnJyYiIiEBOTg5sbGywdu1ahIWFcdrs27ePHVn08vLC3r17OdsJkMEll8tRVFTEhjaJRIL09HR0dHTA2toalZWVcHd3x5o1azB9+vR+y53L5fIeQ5tAIOgxtD0qCm1D42T9YTQ2NnL+XpuamgB07tFlZmYGExOTXsO4VCrFqlWr8Ouvv2LLli14//33aTsQQshQo4BGCBlbfv75Z/z5558QiUSYO3duvwGtpKQE7u7u+OCDD/DOO+8gKSkJ4eHhOHPmDEJCQgB0rs1bsGABDhw4AH9/f0RHR+PEiRMoKChgN2YmQ+/ixYt49913UVtbi7/+9a8oLy/H1atXwePx4OnpyVnTNmHChH4ftOVyeY8P9+rq6kqFSCi0jTzdpzN2dHTg2rVrkEqlsLKygqamJhobG9HY2AiZTIYvvvgCDQ0N8PDwgEgkwp07d7Bz507MmDEDe/bsgbW19TDdycDeEIqLi8Nbb73FOaauro7W1lb2Y4ZhEBUVhYMHD6Kurg5BQUHYv38/JkyYMKj3QQh5KBTQCCFjF4/H6zegrVq1CmfOnEF2djZ7bP78+airq0NiYiKAzuqWkydPRkxMDIDOKXM2NjZYvHhxn9UtyeCorq7GJ598gvj4eKxZswYrVqyAuro6GIZBR0cH8vLy2HL/EokEmZmZEAgEEAqFnM21HR0d+63qeO/ePaXQ1tzcDA0NDaXQJhAIHvneKLQNXE9FQKRSKa5duwY9PT1MnDgRmpqanDZyuRyXLl3CxYsXceXKFeTm5qKiogL6+voIDAyESCRi/1hbWw9pUZCBviEUFxeHpUuXoqCggD3G4/E463y3b9+OrVu34siRI3BwcMC6deuQlZWF3NxcWldHyMhD+6ARQp5sKSkpCA4O5hwLCQlBeHg4AKC9vR1isRirV69mP6+iooLg4GCkpKQMaV9Jp//93//F3bt3kZOTA3t7e/Z4V/VGLy8veHl5YeHChWAYBu3t7cjKymKnRu7duxdZWVnQ0tJi92brCm3dS/GrqqrC0NAQhoaG7LGOjg5OaLt16xZaWlqgoaGhND1STU1tQPfW0z5dFNp61/371dLSgry8PDQ2NsLFxQVmZmY9his+nw8/Pz/8+eef+PPPPxEWFoa1a9eitLSUrS56+vRp5OTkwNjYGK+++ir7Bs1g2717N9599112VOzAgQM4c+YMDh8+3OsbQjwer9f9KhmGQXR0NNauXYuXXnoJAHD06FGYmZkhISEB8+fPH5wbIYQMGgpohJAxTSqVKlWUNDMzQ0NDA1paWlBbWwu5XN5jm67Nj8nQCg8Px7Jlyx6oLY/Hg7q6Onx9feHr6wug84G1tbUVmZmZbBGSnTt3IicnBwYGBhAKhZxCJFZWVpzQpqamBiMjI86G1x0dHZxRtvLycrS2tkJTU5MT2HR1dSm0PQbdvydd1UCLi4thYWEBDw+PXr/PDMPg8uXLWLJkCXg8Hs6ePYvAwEDweDxYWFggICCAbdvc3IyrV69CJpMN6v10edg3hGQyGezs7KBQKODj44MtW7bAzc0NQOc0bqlUynkjSl9fH/7+/khJSaGARsgoRAGNEELIiPKo0814PB40NTXh7+/PbiHBMAyam5uRkZHBhrZNmzYhPz8fxsbGnPVsPj4+MDc35/RDTU0N48aN42xe3N7ezo601dfX4+bNm2htbYWWlpZSaOuvqEmXrj28wn8Mg5GREVxcXNgpak9CaOsprNbX1yMvL48NJ/ePdvbUNioqCt988w1Wr16NlStX9jk1VUtLixPYBtudO3cG/IaQi4sLDh8+DE9PT9TX12PXrl0IDAxETk4OrK2tIZVK2Wt0v2bX5wghowsFNELImGZubo6qqirOsaqqKujp6UFTUxN8Ph98Pr/HNr1NKSKjD4/Hg7a2NoKCghAUFASgMwzJZDJIJBI2tJ08eRKFhYWwsLDghDZvb2+YmJhwQptAIOgxtHWNstXW1uLGjRtoa2uDtra2UmjrXtSksbEReXl5aGtrg7u7u9IeXt3Dy1gLbN3v7969eygqKkJFRQXs7e3h4ODQ65pChmHwf//3f1ixYgWcnZ0hkUjg4uIyFN0edAEBAZwQGRgYCFdXV8TGxmLjxo3D2DNCyGChgEYIGdMCAgLw008/cY79+uuv7AOPQCCASCRCUlISW2xEoVAgKSkJixYtGvL+kqHD4/Ggq6uLqVOnYurUqQA6H/QbGhogkUiQmpoKsViM+Ph4FBUVwdbWlrOezdvbG4aGhkqhzdjYGMbGxuyx1tZWdqStpqYGJSUlaG9vh46ODvT09KCtrY2Ghgbcvn2bDSIPUvp9rEyN7Ok+qqurkZeXB01NTUyZMgXa2tq9nl9RUYGIiAhcunQJO3fuRFhYWL/FYYaLsbHxI78hpKamBm9vbxQVFQEAe15VVRUsLCw41xQKhY+p54SQoUQBjRAyqshkMvbBBOhcf5GRkQEjIyPY2tpi9erVqKiowNGjRwEAH3zwAWJiYrBy5Uq8/fbb+O2333D8+HGcOXOGvUZERARCQ0Ph6+sLPz8/REdHo6mpSam0NRn7eDwe9PX1MX36dEyfPh1AZ2irra2FWCxmQ1tcXBxKS0thb2/PmRopFAqhr6/PCW0aGhrQ0NBgR8QYhkFbWxvq6+shlUo5P8/V1dVoa2vjjLQNJGyMttDWvb+tra0oKCjA3bt34ezsDEtLy16nvMrlchw8eBAbNmzA888/j9zcXKVpfiPN43hDSC6XIysrC88++ywAwMHBAebm5khKSmIDWUNDA65cuYIPP/xwcG6EEDKoqMw+IWRUSU5OZh+c7xcaGoq4uDiEhYWhtLQUycnJnHOWLVuG3NxcWFtbY926dUobVcfExLD7EgmFQuzZs4ddv0RIdwzDoLq6GmKxGGlpaWwFyfLycjg5OXGmRwqFQujo6HCCxrVr13DixAkEBQXB2dkZ5ubmaGtr4xQiaWhogFwuZ0fauv7o6Og88gjRcIe2nkrnl5eXo6ioCMbGxnB2du5zL7qcnBwsWrQIt2/fxr59+zB79uwhLZX/KI4dO4bQ0FDExsaybwgdP34c+fn5MDMzw4IFC2BlZYWtW7cCAD777DNMmTIFTk5OqKurw86dO5GQkACxWIxJkyYB6Cyzv23bNk6Z/czMTCqzT8jIRPugEULISHXhwgXs3LkTYrEYlZWV/e7pdvLkSezfvx8ZGRloa2uDm5sb1q9fz264DQDr16/Hhg0bOOe5uLhQRcoh0LU/V1dgE4vFkEgkkEqlcHFxgbe3Nzw9PXHt2jV89913mD17Ng4dOtRrEGEYBi0tLZzA1tjYCIVCoRTatLW1R0Vo62mETyaTITc3F21tbXB1deVMD+2upaUF27dvR0xMDD788ENs2LABOjo6g9nlQdHXG0LTpk2Dvb094uLiAADLli3DyZMnIZVKYWhoCJFIhE2bNsHb25u9XtdG1V9++SXq6urw1FNP4YsvvoCzs/Nw3B4hpG8U0AghZKT6+eef8eeff0IkEmHu3Ln9BrTw8HBYWlpi+vTpMDAwwNdff41du3bhypUr7MPa+vXr8f333+PcuXPseaqqqn0+9JLB0zUylJaWhpMnTyIhIQF8Ph+GhobQ1tbmjLR5eHhAQ0Ojz5GgrmqU3UMbwzBKG2tra2s/8qjS4wxt3cOZXC5HSUkJbty4ARsbG4wfP77XtXcMw+DChQtYvHgx9PX1ERsbC5FINGpGzQgh5D4U0AghZDTg8Xj9BrSeuLm5Yd68eYiMjATQGdASEhKQkZExGN0kD+HOnTtYtWoVjh07hqioKCxZsgSVlZVITU3ljLQ1NjZi0qRJnDVtbm5uEAgEAw5tDQ0NbBGU+0OblpbWkIe2nkbN7t69i9zcXKipqWHSpEnQ1dXt9fyamhqsXbsWJ0+eRFRUFMLDwx942wJCCBmB+n0Rplc4QggZpRQKBRobGzkbKgNAYWEhLC0toaGhgYCAAGzduhW2trbD1Msn27Vr1xAYGIigoCDk5OTAzs4OAGBvbw97e3u8+uqrADr/Lq9fv84WITl16hQiIyPR0tICd3d3TmhzdXWFqqoqG7S6thDQ1tZmq/gpFApOaLt58yYaGxvB4/E4ga1ru4mBhLaBFCLp3ra9vR2FhYWoqqqCk5MTbGxsev3aCoUCJ06cwKpVqyASiXD16lU4Ojo+cD8JIWS0ohE0QggZAR5mBG3Hjh3Ytm0b8vPzYWpqCqBz2qRMJoOLiwsqKyuxYcMGVFRUIDs7u89RCjI4FAoFfv/9dzz99NMDPlcul6OoqIgdaZNIJEhPT8e9e/fg4eHBTo8UiURwcXEBn8/vM2gpFAo0NTUpTY/k8/lKoa2/qZYD1bU+r6CgAPr6+pg4cSI0NTV7bV9SUoJly5bh6tWr+Oc//4n58+eP2NL5hBAyQDTFkRAyNnz33Xd4++23cf36dXaU4K233oJYLMYff/wBfX39Ye7hoxloQPv222/x7rvv4vTp0wgODu61XV1dHezs7LB7924sXLjwcXWXDBO5XI78/HxOaLt69Sp4PB48PT05a9omTJjQ735qCoUCMpmME9pkMhlUVVWVpkc+bGhrbm5GXl4eZDIZJk6cCFNT016v09HRgS+++AKbN2/GvHnzsGPHDs5G4IQQMgZQQCOEjA0Mw0AoFOKvf/0r9u7di6ioKBw+fBiXL1+GlZXVcHfvkQ0koMXHx+Ptt9/GiRMn8Nxzz/XbfvLkyQgODmbLdpOxg2EYdHR0IC8vD2lpaUhNTYVEIkFmZiYEAgGEQiFnc21HR8d+R6LkcrlSaGtqaoKqqqrSSJu6unqfUxRv3LiB69evw9LSEk5OTlBTU+v1PtLT07Fo0SI0NzcjNjYW06ZNoyIghJCxiNagEULGBh6Ph82bN+OVV16Bubk59u7diz/++GNMhLOB6BpJjI+Pf6BwJpPJUFxcjDfffHMIekeGGo/Hg0AggJeXF7y8vLBw4UIwDIP29nZkZ2ezRUj27t2LrKwsaGlpwcfHB15eXmxos7Oz44Q2Pp8PfX19zqi0XC5HY2MjG9hu376NpqYmCASCHkNbfX09cnNzwTAMRCIRDAwMer0HmUyGTZs24auvvsKyZcuwdu3aPqc/EkLIWEcjaISQUcXHxwc5OTk4e/Yspk6dOtzdeSQymQxFRUUAAG9vb+zevRvTp0+HkZERbG1tsXr1alRUVODo0aMAOqc1hoaG4vPPP8fcuXPZ62hqarIP0ytWrMALL7wAOzs73Lp1C1FRUcjIyEBubi5MTEyG/ibJiMAwDFpbW5GZmcmGNrFYjJycHOjr63OmRvr4+MDKyuqBRtruD21dI218Ph9yuZz9OdbX14dAIOixT2fPnkV4eDisrKwQGxsLDw+PwfoWEELISEFTHAkhY0diYiLmzp3Ljg5MnDhxuLv0SJKTkzF9+nSl46GhoYiLi0NYWBhKS0uRnJwMoHMD2/Pnz/faHgDmz5+PCxcuoKamBiYmJnjqqaewefNmjB8/fjBvhYxCXeX5MzIyOKEtPz8fxsbGSqHN3Ny8zymHN2/exPXr1yEQCGBsbIzW1lY0NDSgubkZ+fn5+Pnnn+Hl5QU/Pz9MmDABu3btwi+//ILNmzfjww8/7He93GDat28fu3G0l5cX9u7dCz8/vx7bHjx4EEePHkV2djYAQCQSYcuWLZz2YWFhOHKEW8EyJCQEiYmJg3cThJDRggIaIWRskEgkmDZtGmJjYxEXFwc9PT2cOHFiuLtFAFy4cAE7d+6EWCxGZWVlv2vpegumlZWVMDc3Zz8eyEMzeTwYhoFMJoNEImEDm1gsxrVr12BhYcGGtq7gZmJigpKSEixatAh8Ph+xsbGwsLDgBLmOjg5kZWWx+/NlZ2ejqqoKWlpamD59Ov7617/C19cXPj4+fU6FHCzHjh3DggULcODAAfj7+yM6OhonTpxAQUEBWx31fm+88QaCgoIQGBgIDQ0NbN++HadOnUJOTg475TosLAxVVVX4+uuv2fPU1dVhaGg4ZPdFCBmxKKARQka/0tJSBAQEYOnSpfjkk09w5coVBAQEIC0tDT4+PsPdvSfezz//jD///BMikQhz58594IBWUFAAPT099ripqSk7rW6gD81k8DAMg4aGBkgkEnafNolEgqKiIhgZGaGlpQVCoRAffPABO0W3p5G2a9euYcmSJSguLsbmzZthZWUFsViMtLQ0pKWl4caNG3BycoKvry82b948ZHue+fv7Y/LkyYiJiQHQWdzExsYGixcvxieffNLv+XK5HIaGhoiJicGCBQsAdAa0uro6JCQkDGrfCSGjEgU0QsjodvfuXQQGBmLatGk4cOAAe/y5556DXC6nKUMjzINUo+wKaLW1tb2OmDzqQzMZXJmZmVi4cCEqKirw7LPPora2FhKJBKWlpbC3t1faWDsuLg67du1CaGgotmzZ0uPfe3V1NRvY3n///SFZM9ne3g4tLS18//33nJ/Z0NBQ1NXV4fTp0/1eo7GxEaampjhx4gSef/55AJ0BLSEhAQKBAIaGhpgxYwY2bdpEWwYQQgCq4kgIGe2MjIyQn5+vdPzMmTPD0BvyOAmFQrS1tcHd3R3r169HUFAQgM6HZrFYjNWrV7NtVVRUEBwcjJSUlOHqLgHQ0tKCjRs3Ijo6GkuXLsW6deugpaUFoHOk7f6QlZqaitjYWJSXl8PS0hJnz55FYGBgr+vYTExMMGvWLMyaNWvI7ufOnTuQy+UwMzPjHDczM+vxdacnq1atgqWlJWc/wlmzZmHu3LlwcHBAcXEx1qxZg9mzZyMlJWVY19oRQkYHCmiEEEKGlIWFBQ4cOABfX1+0tbXhq6++wrRp03DlyhX4+Pg8lodmMjjS09Px+++/4/Lly/D09OR8jsfjwdTUFLNnz8bs2bMBdIa2tLQ02NjYcNYXjhXbtm1DfHw8kpOToaGhwR6fP38++/8eHh7w9PTE+PHjkZycjKeffno4ukoIGUUooBFCCBlSLi4ucHFxYT8ODAxEcXEx/vnPf+Jf//rXMPaM9CcwMBCXLl164A2keTweJk+ePMi9enjGxsbg8/moqqriHK+qquo3UO7atQvbtm3DuXPnlMJqd46OjjA2NkZRUREFNEJIv/re5IQQQggZAn5+fuyecI/y0EwG34OGs9FAIBBAJBIhKSmJPaZQKJCUlISAgIBez9uxYwc2btyIxMRE+Pr69vt1ysvLUVNTAwsLi8fSb0LI2EYBjRBCyLDLyMhgH14f9qGZkIcRERGBgwcP4siRI8jLy8OHH36IpqYmvPXWWwCABQsWcNZDbt++HevWrcPhw4dhb28PqVQKqVQKmUwGoHMD+o8//hiXL19GaWkpkpKS8NJLL8HJyQkhISHDco+EkNGFpjgSQgh5JDKZjB39AoCSkhJkZGTAyMgItra2WL16NSoqKnD06FEAQHR0NBwcHODm5obW1lZ89dVX+O2333D27Fn2GhEREQgNDYWvry/8/PwQHR3NeWgm5HGZN28eqqurERkZCalUCqFQiMTERHYNZFlZGbv9AwDs378f7e3teOWVVzjXiYqKwvr168Hn85GZmYkjR46grq4OlpaWmDlzJjZu3Ah1dfUhvTdCyOhEZfYJIYQ8kt42ng4NDUVcXBzCwsJQWlqK5ORkAJ3Tw7788ktUVFRAS0sLnp6eiIyMVLpGTEwMu1G1UCjEnj174O/vPxS3RAghhAwW2geNEEIIIYQQQkaIfgMarUEjhBBC7nPhwgW88MILsLS0BI/HQ0JCQp/tw8LCwOPxlP64ubmxbdavX6/0+YkTJw72rRBCCBmFKKARQggh92lqaoKXlxf27dv3QO0///xzVFZWsn9u3rwJIyMjvPrqq5x2bm5unHYXL14cjO4TQggZ5ahICCGEEHKf+zdafhD6+vrQ19dnP05ISEBtba1SQRNVVVXaJoAQQki/aASNEEIIeYwOHTqE4OBg2NnZcY4XFhbC0tISjo6OeOONN1BWVjZMPSSEEDKSUUAjhBBCHpNbt27h559/xjvvvMM57u/vj7i4OCQmJmL//v0oKSnBX/7yFzQ2Ng5TTwkhhIxUNMWREEIIeUyOHDkCAwMDzJkzh3P8/imTnp6e8Pf3h52dHY4fP46FCxcOdTcJIYSMYDSCRgghhDwGDMPg8OHDePPNNyEQCPpsa2BgAGdnZ84G36TTvn37YG9vDw0NDfj7++M///lPn+1PnDiBiRMnQkNDAx4eHvjpp584n2cYBpGRkbCwsICmpiaCg4NRWFg4mLdACCGPhAIaIYQQ8hicP38eRUVFDzQiJpPJUFxcDAsLiyHo2ehx7NgxREREICoqChKJBF5eXggJCcHt27d7bH/p0iW8/vrrWLhwIdLT0zFnzhzMmTMH2dnZbJsdO3Zgz549OHDgAK5cuQJtbW2EhISgtbV1qG6LEEIGhDaqJoQQQu4jk8nYkS1vb2/s3r0b06dPh5GREWxtbbF69WpUVFTg6NGjnPPefPNNFBYW4vLly0rXXLFiBV544QXY2dnh1q1biIqKQkZGBnJzc2FiYjIk9zUa+Pv7Y/LkyYiJiQEAKBQK2NjYYPHixfjkk0+U2s+bNw9NTU3497//zR6bMmUKhEIhDhw4AIZhYGlpieXLl2PFihUAgPr6epiZmSEuLg7z588fmhsjhJD/oo2qCSGEkIFIS0uDt7c3vL29AQARERHw9vZGZGQkAKCyslKpAmN9fT1++OGHXkfPysvL8frrr8PFxQWvvfYaxo0bh8uXL1M4u097ezvEYjGCg4PZYyoqKggODkZKSkqP56SkpHDaA0BISAjbvqSkBFKplNNGX18f/v7+vV6TEEKGGwU0Qggh5D7Tpk0DwzBKf+Li4gAAcXFxSE5O5pyjr6+P5uZmvPvuuz1eMz4+Hrdu3UJbWxvKy8sRHx+P8ePHD/KdAFu3bsXkyZOhq6sLU1NTzJkzBwUFBf2eNxzruu7cuQO5XA4zMzPOcTMzM0il0h7PkUqlfbbv+u9ArkkIIcONAhohhBAyRp0/fx4fffQRLl++jF9//RUdHR2YOXMmmpqaej2H1nURQsjwooBGCCGEjFGJiYkICwuDm5sbvLy8EBcXh7KyMojF4l7P+fzzzzFr1ix8/PHHcHV1xcaNG+Hj48OuC2MYBtHR0Vi7di1eeukleHp64ujRo7h16xYSEhIeuq/Gxsbg8/moqqriHK+qqoK5uXmP55ibm/fZvuu/A7kmIYQMNwpohBBCyBOivr4eAGBkZNRrm+Fa1yUQCCASiZCUlMQeUygUSEpKQkBAQI/nBAQEcNoDwK+//sq2d3BwgLm5OadNQ0MDrly50us1CSFkuNFG1YQQQsgTQKFQIDw8HEFBQXB3d++13XCu64qIiEBoaCh8fX3h5+eH6OhoNDU14a233gIALFiwAFZWVti6dSsAYOnSpZg6dSr+8Y9/4LnnnkN8fDzS0tLw5ZdfAgB4PB7Cw8OxadMmTJgwAQ4ODli3bh0sLS2VNhMnhJCRggIaIYQQ8gT46KOPkJ2djYsXLw53V3o1b948VFdXIzIyElKpFEKhEImJiWwYLCsrg4rKfyf/BAYG4ttvv8XatWuxZs0aTJgwAQkJCZwAunLlSjQ1NeG9995DXV0dnnrqKSQmJkJDQ2PI748QQh4E7YNGCCGEjHGLFi3C6dOnceHCBTg4OPTZ1tbWFhEREQgPD2ePRUVFISEhAVevXsX169cxfvx4pKenQygUsm2mTp0KoVCIzz//fNDugxBCxgDaB40QQgh5UjEMg0WLFuHUqVP47bff+g1nAK3rIoSQ4cZfv379g7Z94IaEEEIIGX4fffQRvvnmG3z//fewtLSETCaDTCYDn8+HmpoagM51Xf/5z3/Yoh9WVlZYu3YttLW1YWRkhJiYGBw7dgyHDh2CqakpeDwe5HI5tmzZgkmTJqG9vR1LlixBc3Mz9u7dC1VVWj1BCCF92NBfA5riSAghhIxRPF7PM2m+/vprhIWFAejcmNve3p7diBvo3Kh67dq1KC0txYQJE7Bjxw48++yz7OcZhkFUVBS+/PJLdl3XF198AWdn58G8HUIIGQv6neJIAY0QQgghhBBChgatQSOEEEIIIYSQ0YICGiGEEEIIIYSMEBTQCCGEEEIIIWSEoIBGCCGEEEIIISPEQGrh9rugjRBCCCGEEELIw6MRNEIIIYQQQggZISigEUIIIYQQQsgIQQGNEEIIIYQQQkYICmiEEEIIIYQQMkJQQCOEEEIIIYSQEYICGiGEEEIIIYSMEBTQCCGEEEIIIWSEoIBGCCGEEEIIISMEBTRCCCGEEEIIGSH+P5J7kIOpT1U0AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "from devito import Operator\n", "\n", "# Reset our data field and ICs\n", "init_hat(field=u.data[0], dx=dx, dy=dy, value=2.)\n", "init_hat(field=v.data[0], dx=dx, dy=dy, value=2.)\n", "\n", "op = Operator([update_u, update_v] + bc_u + bc_v)\n", "op(time=nt, dt=dt)\n", "\n", "plot_field(u.data[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Excellent, we have now a scalar implementation of a convection problem, but this can be written as a single vectorial equation:\n", "\n", "$\\frac{d U}{dt} + \\nabla(U)U = 0$\n", "\n", "Let's now use devito vectorial utilities and implement the vectorial equation" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from devito import VectorTimeFunction, grad\n", "\n", "U = VectorTimeFunction(name='U', grid=grid)\n", "init_hat(field=U[0].data[0], dx=dx, dy=dy, value=2.)\n", "init_hat(field=U[1].data[0], dx=dx, dy=dy, value=2.)\n", "\n", "plot_field(U[1].data[0])\n", "\n", "eq_u = Eq(U.dt + grad(U)*U)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now have a vectorial equation. Unlike in the previous case, we do not need to play with left/right derivatives\n", "as the automated staggering of the vectorial function takes care of this." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle \\left[\\begin{matrix}\\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} \\frac{\\partial}{\\partial x} \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} + \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} \\frac{\\partial}{\\partial y} \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} + \\frac{\\partial}{\\partial t} \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)}\\\\\\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} \\frac{\\partial}{\\partial x} \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} + \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} \\frac{\\partial}{\\partial y} \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} + \\frac{\\partial}{\\partial t} \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)}\\end{matrix}\\right] = 0$" ], "text/plain": [ "Eq(Vector(U_x(t, x + h_x/2, y)*Derivative(U_x(t, x + h_x/2, y), x) + U_y(t, x, y + h_y/2)*Derivative(U_x(t, x + h_x/2, y), y) + Derivative(U_x(t, x + h_x/2, y), t), U_x(t, x + h_x/2, y)*Derivative(U_y(t, x, y + h_y/2), x) + U_y(t, x, y + h_y/2)*Derivative(U_y(t, x, y + h_y/2), y) + Derivative(U_y(t, x, y + h_y/2), t)), 0)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "eq_u" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we set the nboundary conditions" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "x, y = grid.dimensions\n", "t = grid.stepping_dim\n", "bc_u = [Eq(U[0][t+1, 0, y], 1.)] # left\n", "bc_u += [Eq(U[0][t+1, nx-1, y], 1.)] # right\n", "bc_u += [Eq(U[0][t+1, x, ny-1], 1.)] # top\n", "bc_u += [Eq(U[0][t+1, x, 0], 1.)] # bottom\n", "bc_v = [Eq(U[1][t+1, 0, y], 1.)] # left\n", "bc_v += [Eq(U[1][t+1, nx-1, y], 1.)] # right\n", "bc_v += [Eq(U[1][t+1, x, ny-1], 1.)] # top\n", "bc_v += [Eq(U[1][t+1, x, 0], 1.)] # bottom" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# We can use the same SymPy trick to generate two\n", "# stencil expressions, one for each field update.\n", "stencil_U = solve(eq_u, U.forward)\n", "update_U = Eq(U.forward, stencil_U, subdomain=grid.interior)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we have the updated (stencil) as a vectorial equation once again" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle \\left[\\begin{matrix}\\operatorname{U_{x}}{\\left(t + dt,x + \\frac{h_{x}}{2},y \\right)}\\\\\\operatorname{U_{y}}{\\left(t + dt,x,y + \\frac{h_{y}}{2} \\right)}\\end{matrix}\\right] = \\left[\\begin{matrix}dt \\left(- \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} \\frac{\\partial}{\\partial x} \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} - \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} \\frac{\\partial}{\\partial y} \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} + \\frac{\\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)}}{dt}\\right)\\\\dt \\left(- \\operatorname{U_{x}}{\\left(t,x + \\frac{h_{x}}{2},y \\right)} \\frac{\\partial}{\\partial x} \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} - \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} \\frac{\\partial}{\\partial y} \\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)} + \\frac{\\operatorname{U_{y}}{\\left(t,x,y + \\frac{h_{y}}{2} \\right)}}{dt}\\right)\\end{matrix}\\right]$" ], "text/plain": [ "Eq(Vector(U_x(t + dt, x + h_x/2, y), U_y(t + dt, x, y + h_y/2)), Vector(dt*(-U_x(t, x + h_x/2, y)*Derivative(U_x(t, x + h_x/2, y), x) - U_y(t, x, y + h_y/2)*Derivative(U_x(t, x + h_x/2, y), y) + U_x(t, x + h_x/2, y)/dt), dt*(-U_x(t, x + h_x/2, y)*Derivative(U_y(t, x, y + h_y/2), x) - U_y(t, x, y + h_y/2)*Derivative(U_y(t, x, y + h_y/2), y) + U_y(t, x, y + h_y/2)/dt)))" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "update_U" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We finally run the operator" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` ran in 0.02 s\n" ] }, { "data": { "image/png": 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Ga6+9hpmZGeRyORSLxaF/n5OQlCQJiUQCiUSiS7ypqmqVSSqKgkePHmFrawvNZhPRaNQSa3bxlkgkPJ+AiDChCfs+iOJgiuSgiVKWzNNBG4V+rpuiKNjd3cXKygqFlBBjhQQaQQQcexkjm3xEo1Hous7lhM/LQQP4JCqOY5uFQgHZbBanp6e4evUq3nrrLaTTaevnTq7dOGL2Y7EY5ubmMDc31/a4pmmW26YoCgqFAnZ3d1Gv1xGJRBzXufVKlnRLmAVCmMfOEKXEkRy04BE2gdYLdoPQTU83CikhLgoJNIIIIIMaS/NqFs3GwHPbYS1xZFH5uVwOlUoF165dw+3bt5FIJLqeO0owiZelmNFoFDMzM5iZmWl7XNd11Ot1y3WrVqs4OjqCoiiQJAmpVKrLdUun08JMNEVGFIEmkoMmyvdGNDewc90uhZQQ44AEGkEECLeNpXkKNHLQhsMwDBweHiKbzaLVamFjYwP3799HLBbr+ZpRxJYfa+UikQimpqYwNTXV9rhhGGg0Gl3lkoqiwDAMpFIpR9eNTdpoEsIfUQSaKA5aENdtjQK7poki0DRN87ynG4WUEE6QQCOIADBsY2neImnSHLRRtqnrOnZ3d5HP5wEA169fx9WrV11d3J22yS7k/V7Dq9ROlmXLLbMnS5qmiWazaQm3Wq2GYrGIWq1mJUsyh63VaqFUKiGdTvcVr0El7JMlUQQaOWjBgl0rRBFoXvWnGzWkhL2GCTUKKREXEmgEwRF7GWPnnbN+RCIRK8XRb5g45DGh4yFMhy03VFUV29vb2NraQiKRwLPPPouVlZWhJltBddCGRZIkJJNJJJNJLCwsWI+zO8ZMtJ2enkLTNHz44YdWsmRnH7dMJoN4PB7IyUfQ3vdREEGgsc9BBGEjiuvEBJoInwngz3o6N64bmztQSIm4kEAjCJ/p1Vh6mJKFSCRinaR5pDgCfCYQQS5xbDQayOfz2NnZwezsLO7cuYPFxcWRLoq816CNG0mSEI/HEY/HMT8/j2QyiWaziVdffRWqqrY14T49PcX29jYajYaVLNkp3pLJJE0+PCDs7yH7noogBkRy0PpVg4QNTdOQSqW4bLuX60YhJWJCAo0gfGJQ8McwMGHE4yJu37bfAm3UcsOLMEgsVatV5PN57O/vY2lpCa+88kpXKuKwiOKgDQMbeywWw+zsLGZnZ9t+rut6m3ArlUrY399HvV6HJEmOwi2VSgkzMRw3IpQGdk5Kw4xIAk0EJ5ChaZonJY5ecpGQErZOeH5+nkJKAkawjjKCEBC3wR/DwC54XtXDDwMbu67rvq8V4lHi2EsUlkolZLNZnJyc4PLly3jjjTe6wjMuss1JEmhuvgeRSATT09OYnp5ue9wwDCiKYom3arWK4+NjKIoC0zR7tgTwetIowkQm7PvAvqdh3w9e1RHjQJRSTUbYBOegcsnj42OoqoqpqameISV/9md/hnfeeQcPHjzwdeyTDgk0ghgTwwZ/DAO7s8UjrINtm0dICe8SR9M0cXp6ajWSXltbw9tvv+15yYvT+zuOPmhBYtSxy7LsmCxpmibq9Xqb63Z2doZarQZd162WAJ2u2yg3PML8vjNE2oewCxuRSjXDJmgGEUQHbRTY9UTXdcTj8bZ96gwp+da3voX19XUSaD4T/qOMIAKGvYyRlQ2No8Z7Enuh8RJouq5bUfn1eh1PPfUU7t69i3g8PrZtTpKDNg4kSbKSJRcXF63H7cmSTLzt7+9DURSoqopEItEVTpLJZEKZLDkMIoSE2M+3YUY0gSbCfjBEFJzJZLLtMft3yDRNlEolzM/P8xjeREMCjSA8oFfwxzhruCexF5rfAo31MAOAn/zkJ9jY2MDa2trY76A6iS2RHTQ/J9S9kiUBoNVqtQk3VirZbDYRi8Uchdu4RLrfiCDQRNgHQDyBJpqgEcFBY7jZn2KxSAKNA+IcZQTBgc7gDz+EGYMctPGhaRp2dnaQz+etycVbb73l24W5Vwlpv2Mq7BPTIIhLe7KkHU3T2ppwn52dYWdnB41GA5FIBMlkEpqmYXt72xJvYUuWFEHciLRuS5TkQ9EEmmj7M0ig6bqOSqVCAo0DJNAIYgTY+jJWxsiCP/wsryEHzXuazSa2trawvb2NTCaDF198EbOzs/jHf/zHsW3TiVFDQng1LxedaDTaN1ny5OQEOzs7XcmSvQJKgjjxFkGgibAPgDhCExBL0LDr/iQ5aKVSCQBIoHFAnKOMIHzAHvzB1iO9+OKLXC6mk+qgjWO7iqIgn89jd3cXly5dwv379zE/Pw9JkqyG4H46PJO2Bi2sY2fJkrqu4+DgAHfu3AFwPsGu1+ttrtvJyYmVLMkCSuziLZ1Oc53IiiBuRBE2ouwHIJZAY9ceUfYHAFRV7SvQisUiotGoZwnFhHtIoBGEC3oFf2iaxm1SQw7axalUKshmszg6OsLKygpee+01zMzMdG0TgK/7O2kx+6Ihy7IlwOyYpolGo9FVLsmSJZPJpOM6Nz9La8OMCL3cALGCNUSK2WfX20ly0IrFImZnZ4U5HsOEOEcZQXjMoOCPaDTKTSABk+ugMUfrIpydnSGXy+H09BRXr17FW2+9hXQ67fhce5qVX4xSrkgCjR9u3SdJkpBKpZBKpbqSJVlACRNuh4eHqNVqVrJkZzsArwNKRHDQ7D0mw4xoDpoo+6JpmlDNmw3DgGEYfRNqi8Ui5ubmfBwVwSCBRhAd9Gos3bm+LBqNeiIWRoWXSALC6aCZpomTkxNks1lUq1Wsr6/j9u3bSCQSfV/HPvcwOGhhZdLFpSRJSCQSSCQSuHTpUtvPVFXtKpWs1WpWsqSTcEskEkMfDyIINFEcNNFcp0Hn2LAg4vozoL8jWCqVMDc3J8T3KmyIc6QRxAXpbCzNhFmvu388HSze2w9TiqNhGDg4OEAul4Oqqnjqqafw4MGDofpa+R3vP2lr0IjexGIxzM3Ndd3F1jStrQl3oVDA7u4u6vU6IpGIYxPuVCrVc6IlwrFDDlrwEGkNmqZpwuwL8MQR7HesFQqFrnAkwh9IoBETD7P5mTAD4CrieJIFWhgcNF3Xsbu7i1wuB1mWcf36dVy5cmWkC+wogukiMLE1jKsRZoFGd2eHJxqNYmZmpmvNpK7rbQEllUoFh4eHUBSlrXm3Xbil02khHDQR9gEQqyxQNDdQNAdt0P5Qk2p+iHOkEcQQ2NeXMYHGStncXuB5lziSg+ZMq9XC9vY2tra2kEql8Pzzz2NlZeVCEzceJY7AcBPOsMfsh1VcAsESBpFIBFNTU12payxZ0u66PXr0CLVazXKeEokEDMNoE29hmlyL4jyJsh8AOWhBZlCCI/CkxJHwHxJoxETR2ViaMcrC3yA4aM1mk9u2g+agNRoN5PN57OzsYHZ2Fnfv3sXCwoInE2e/SxxHCSYJs4NGjB97suTS0pL1OEuWfPjwIaLRKFqtForFImq1GjRNs5IlO123YUqE/UKkNWgk0ILHJDpohUKhLdCI8A9xjjSC6EOv4A9g9PIqJtB43T3nJZIA79IUh8Vpn6vVKnK5HA4ODrC0tIRXXnnF8zt+frtT7NgcVqCF1UETYVIdVliyZDwex+zsLNbX1wG0J0sy142VSrZaLcTjcceWALFYjNvnSWvQgodI5ZqiOWiapg280VIul/H000/7NCLCDgk0Qmg6gz8Ad+vL3BCNRi3hx+OkzXsNWqvV8n27dierVCohm83i5OQEly9fxhtvvDG2Zpo81qABwwu0MBN290+E99++D26SJZlwe/ToEba3t9FoNBCNRrtE26jJksNCDlrwIActuLhx0Chmnx/iHGkEYcNexmgXZl5evNlFh9cFaBLXoEmShFarhe9///solUq4du0a3nnnHSSTybFul0ocx0vYJ9Vhfd87cfs5uEmWVBQFxWIR+/v7UBQFkUjEEm128ZZMJj0TIyI5aCKJGlH2RUQHzY1A67xBQ/gDCTRCGHo1lvZamDHYujVN0zxtGOsW3g6an4LFNE0cHR3hk08+QaPRwNraGu7du+fb++63+GHH6zDvcZgFGiCOyAkrXpRq90qWNAwDiqJY4q1areLo6AiKogCAo3BLp9NDiy1y0IKHaGJTlJ5uwGCBZpomyuUyxexzggQaEXo6gz/YRGOU4I9hkCSJu0gS3UEzDAN7e3vI5XIwDAMrKys4PDz0vSaeHDRCdMZ57Miy3DNZstFotDXiPj09haIo0HUdqVSqa51bOp3uOakUyUEToZSOLTEQRaCJ5qCpqjqw+oQcNH6E/wxATCzs5K/relvwx7gcMycikQi3qH3e4nCcgkXTNCsqPxaL4ebNm7h8+TIqlQoODg7Gtt1e8BBovQRXL6cjzAJNBNcj7PvAI+xIlmWrD1tnsmSz2Wxb57a/v28lSyYSCceAElEcNF3XuVRleA07Z4oiaiZtDZppmtQHjSPiHGnExMCEWalUwv7+Pp5++mnPgj+GJRqNkoPmIc1mE1tbW9je3sbU1BRefPFFLC0tWZMunmvf/BY/w6YyhlmgAeEucQzz2BlB6uUmSRKSySSSySQWFhasx03TtAJKmHg7Pj5GrVZDq9WCLMuIxWL4+OOP28RbPB4PzL65QZQSR3auFmFfAPEctEEpjrVaDaqqkkDjBAk0IjTYyxgNw0Cr1cLe3h6effZZbmPi7WKJ4qApioJcLoe9vT0sLCzg/v37mJ+f75pU+e1k8dzusIIr7AKN4EuQBFovJElCPB5HPB7vmjSqqoqf/OQn1iT69PS0LVmyc30bCygJ4j6Lsm5LNIE2aQ5asVgEAEpx5IQ4RxohJL2CP2RZRjwe51ZeyAhCiSOv0iQvxGG5XEYul8Ph4SFWV1fx+uuvY3p6uu922THh5z7zEGjDRvuHWaAFcZI8aQRNoGVqD1w9r5b5dwDnyZLxeBzpdBo3b960fq7rulUmWavVrMqLer0OSZK62gGk02mkUimuokIkBy0SiQTquLoIIjpo/QRaqVTC9PS0UKI0TNC7TgSSXo2l7evLeDeKBviXOAJ87rZexEEzTROFQgHZbBZnZ2dYW1vD22+/jXQ6PfC1bNLi9z7zKnG0b3PQMR5mgQaEv0ww7JNQ3gItXr2LiGQXJe4ESqb2AAbOz0WG8Zdd+xCJRDA9Pd1148cwDNTrdUu41Wo1HB8fQ1EUmKZprY2zC7d0Ou3LeUcUgSaKE8iYNAetUChgdnY29Oe2sCLOkUYIQWdj6X7BH+zEwvOkybvMEODTZ2YUB800TZycnCCbzaJarWJ9fR137twZKraYlyjlVeLYuc1+F8qwC7QwI8r77vdELF69a/3bLs5kl+KMCTPG/fX/ih+f/I2r18qybIkvO6Zpol6vt7luZ2dnqNVqVrKkk+vm5TVI13UhBJoo+wGIl0jJlooMctDm5uZIoHGCBBoRCDqFGYCBwR/sxOKm2eK4iEaj3Eoc2XvDQyAO46AZhoGDgwPkcjmoqoqNjQ28/PLLI31mdgfNT2gN2nihCQB//HTQ5OptRPH4ZgtMxKT2Sa9dePUSa53ijPHC0n9BHT8YeWys7DGdTmNxcdF63DRNtFqtNsft4ODAClJIJBKOwm2UNEZRHDTRBA0AYRw0Nm8ZtAaN1p/xQ4wjjQgt9jJGFpHsNiaf9SHjuQ6Np4PGBCyP7TPB0m9Sp2kadnd3kc/nIcsyrl+/jqtXr15o4jFKA2cv4CF+JmkNGiCOCxVW/BBocvU2dNOELEVg4Pzz7hRnbc93EGeq+eR8314S+YRU7TOoZ0YXaU5IkoREIoFEItHVF4oJN+a6sVLJZrOJWCzW1Q5gULIkCbTgweYZIu1PJBLpe5yRQOMLCTTCdzobSzNGaSzN08ECzk/WrVaL6/Z5OWiAc6lhq9WyepilUik8//zzWFlZ8WTyx0QpOWgXfz7hLWF3Acd97JiVF6GjW5Cp5uOkP3S/f7rNJYtJ0TZxBgC6afgq0nrRK1lS07SuUsnd3V3U63VEIhFH4ZZMJoVZuyWSQBMx8GSQG8hKHAk+kEAjfKNX8Acw+uSGt0CLRqOo1+vctj/uhtG9sJdXsgtwo9FALpfD7u4u5ubmcPfuXSwsLHh+QeMl0PwWwpPUBy3sk56wvu92xuWgmZUX2/7PBFk/57u0kTwAACAASURBVMwJ1dQs180u5nTzcTPkHkKNJ9FoFDMzM5iZmWl73J4sqSgKyuUyDg8PoSiK9b3P5XKYnZ21hBvvZMlREEmgTVqCI0AOGm9IoBFjZ5T1ZW6Z5BJHtn0e+2930KrVKnK5HA4ODrC0tIRXX30Vs7OzY9t2GNwsHtsMs0ADxBA5YWYcAo2JMxUGYrZyxU5x5uSedcLEGfu302sKxvnNMvXxsdS7YQdfBiVL/uu//ivS6TQURcHJyYmVLJlKpbpcN7+SJUdBJIEmWoKjqqoD96dcLuOZZ57xaUREJ+IcbUTgsJcx2oWZl5MA3g5aEAQiDweNfYYffvghCoUCrly5gjfeeANTU1Nj3/aklDhO0hq0sDtoIuClQGtUnkcCEaiPSxQ7xRlz0QAgIkk94j7QFiTSSadIY+LsfBsSVNOEWXkR0vRHF9kVX2HJkqZp4tq1a0ilUgDOP5tGo9G2zq1QKEBRFGiahmQy2dWEO5PJcBcUoqylAybXQRvnzVaiPyTQCE/p1Vjaa2HG4C3QePZBA/x38EzTxOnpKbLZLAAgkUjgnXfeQTKZ9G0MQYm892ObnYKrnwgLs0Bj8O7FdRHCOm6GV+99o/I8VNOELD0RZ6pdgg1xiGrQoT4uYUxI3dMVJtLKZtPx9VVTC6yL1ovO8n/g/NhKpVKWYGPYkyWZcDs8PLSSJePxuKNwi8Vivhyv5KAFF7cCrXNdJeEf4hxtBFe8DP4YhkkTSLy2b5omDg8PkcvlUK/XsbGxgUqlgvX1dV/FGRAON8sLJqnEMeziRgS8EGhMnCUk2RJW9krEWEcqY2SI7TVNzVGkFYzGUL8n6LBzmxvnqV+ypKqqVjiJoih49OgRtra20Gw2EY1Gu9oBZDIZJBIJT7+Luq4jFot59vt4IqKDNuizoZAQvpBAIy7EOII/hiEIDhrvEsdxCjRd17G3t4d8Pg/DMHD9+nWsra0hEolgd3eXW0CJ36I4DK5dmAVa2BHlfb/IObtSfg4AIAOWOIvZgjtGEWeWyHtM83GKIxNqJcPZOTvftmStRQsT7Dt/UTEQi8UwNzfXNcG2J0sqioJCodCWLNm5vo0FlIxybOi67vsNvHEhooPWr0efaZooFotdwp/wD3GONsJXxhn8MQxBWAMmooOmqip2dnaQz+cRj8fx9NNPY3V1te3z5d2DzU+oD5o/hLnEMexc5L23izOGXZw1TQOG1HFsdvzXvp4sOSDhsWlqaJjuzj1hW4fGzm3j+h70S5as1+uW61apVNqSJVlAiV28pdPpvtd8UdoFAGI6aOl0uu9zyuUylThyhAQaMRT2MsaPPvoIiUQCTz/9NLdJVTQaRaPR4LJtQDyB2Gw2kc/nsbOzg6mpKdy+fRtLS0uOny/PiP9JCAmhEsdwEfZ9GFWgVcrPofX4uEvaXt807T3M+v/ezkTGhvlk7dkgsQYAumkKU+bIgjX8Pp4ikQimpqa6gp4Mw7ACSuzlkoqiwDAMpFIpR9eNXZtEETWiOWiDUhxVVUW1WqUSR46Ic7QRY6NX8Icsy9A0jevEhHeJYTQatco8eaRVeSXQFEVBLpfD3t4eFhYW8ODBg4F3zibJQQtCiaNhGDg7O7PWj3ROfMIs0BhhHX9Yx21nlH04LD2HGJ6Is8bj3xH38JrQMPUukVZ5XOoYcxHPH7agEF3XA5V8KMuy5ZYtLS1Zj7NkSXsj7mKxiFqtZiVL2q/NTLyFdU2apmlIJBK8h+EZg0JCSqUSAFCJI0dIoBE96Qz+sAszSZIQi8W4ulcAf4HGJsm8LqqRSATNZu91GIMol8vIZrM4Pj7G6uoqXn/99a7ePP22TQ7a+GCCyzAM7O/vI5vNWms92QRoamrKunPNY4yEOAzroO0Xn0PCVrbY6CHwhnXPgO61Z6ycMSlFLHHWiZOLFsZ1aGGJprcnSy4sLFiPm6ZpBZQ8fPgQAHB0dIRarYZWq4V4PO7ouMXj8UC70KI5aIMEWrFYRDwe70oOJfxDnKON8Ay2vsyeyMhEmf0EGovFUK1WeQ0TQDBSHAF3iUjj2v6w+2+aJgqFArLZLM7OzrC2toa33nprYD16J5PkoPFypwqFAra2thCJRHDjxg0sLi5abja7a12r1bC3t4dqtQrDMPDBBx+0rRUJejNbIPzlgSIwjECzizMVkuWiAd66Z4NQYbpy0cJEWARaLyRJQjweRzwehyzLWF9ft1wYVVXbHLfT01Nsb2+j0WhYlQGd4i2ZTAbi/CDiGrR+c5ZCoYC5ublQH4thhwQaYeEU/NGvFp63exWEMUiSxDUoZBiRZJomjo+Pkc1mUavV8NRTT+HOnTsjl22QgzYeNE3Dzs4OTk5OEI1G8cILL2B1dRXA+QTHMAzHaO1arYbvfe97ePbZZ6EoCqrVKgqFAmq1GnRd71rkH0ThFuZSwSBMIkfFHvQ0iP3ieSCI+lgYxfo0NmuZZpuDVjMMZAZM+DrdMzsnho5keN9mV4gUrNG5Bi0Wi2F2drar+bGu612lkvv7+6jX65AkyVG4pVIpX8WDSA4au8k3qMSR1p/xRYyjjbgQ9ph8wzBcN5aORqNQVdWnUfYeQxBEIi+B5mbbhmHg4ODAKpHb2NjAtWvXLnyxmTQHbdzbVFUV29vbyOfzSKfTVkT25cuXAQwWL2yysrCw0FVy1Gw22xy3fsJtampqYDob0U6YhSXgXqAxcSY7PK1pSpi2HTI1E4jhXJTZsf8/0vF70i4CQfphL3MMW2kjI+wOmh23YjMSiWB6erqrvN4wDCiKYom3arWK4+NjKIoC0zQt0WYXb6lUaiwCVyQHjbVEGlTiODs7G+obT2GHBNqE4kVj6Vgsxl0c8U5R5D2GfiJJ0zTs7u4in89DlmXcuHEDV65c8eziz8tB47HdcTaqbrVa2NrawtbWFqanp3H37l0sLCzgo4+GiwZnn2tnqZokSUgmk0gmk0MJN/ukx37nehyTR5oE8MWNQPtJ4Q7iOJ+gpqXzc04MJpqmzSG74FekZOiPf3/3OCqPf3fDlJC0rX3rLHP8YfM8Pv7FeAn/2lzGK4ljVMrPYXrm44sNzieCFhJyES6a4ijLsmOypGmaqNfrXeWSiqK03XTqdN0uclNSJAeNzVcGOWgUsc8XMY42wjVeNpYOinvFnD9eFzWeJY5O22YT/u3tbaRSKTz//PNYWVnxfBLM00EToVE1a2mwvb2Nubk53L9/v61kcZQ+aID7tUTDCLezszPUajUrVntcwi3sTlTY6XXcnIuzx+JJPv9bMSJISrabex0v7Vf6CHS7Z3YU03QUaYN4qD5xYD5qzfZ5ZnARxUFj84txuE6SJFnJkouLi9bj9nMXE2/7+/tQFAWqqiKRSHSFk2QyGVfrx0Vy0FRVRSQS6XudYA4awQ8SaBPCOBpLB6XEETg/ecbjcW5j4CVU7QKtXq8jn89jd3cXc3NzuHfvHi5dujQ2dyISiXD5/GVZ9n27XoaE1Ot15HI57O7uYmFhAa+88opjrf+o27zoOPsJN3usdrVate5aj1u4EeOln4PWKc4U43ySahdnXqB2HLbK4zGlJclyzxhOLtpP1fbGy2FFFIFmDxjzi17nLuD8xqVduB0fH1vJkrFYzFG4sWRJdmNbJAdt0L4UCgVy0DgjxtFG9KQzJh+Aq/VlbojFYpbw43VnyR5zzwveDpqmafjwww9xcHCApaUlvPrqq77c+ZqkNWhebFNRFGSzWezv72N5eRmvvfYaZmZ6Tyo7170N+t7aHbRx0C9W297IlpUb1Wo1mKbZJtxYW4DOBf5hL3EctclzUOgl0H5SuAPVlBGXdDTMKNDjK+Cle9bJuVAb/b1lZY5hQTSBFhTXiSVLdooOeyKuoig4OzvDzs4OGo0GIpGIdb4Czl2lmZmZwCRLjoqb1OlyuYyVlRWfRkQ4QQJNQHo1lvZKmDHs7hWvk7AkSdxLLXkJtGKxiJ/+9KdotVqQJAlvvvkmMpmMb9unFEd3VKtVZLNZHB4eYnV1FW+88UbXmgonhnXQxi3Q+m2XCbfOcqN+wq1zYT9wPqkLayPbMNPrmFFNGRlJRcOMIikNf46tmM7Xhbkh3LeKEbXKKu3YXbSHrXnEHv/OiGRAN8MrcERJcWRr6YIuZKLR6MBkyXK5DADI5XJWsmSvgJIwiGs3DlqxWMRzzz3n04gIJ0igCYQXwR/DIMuyVW42alS7F/AWaH5u3zRNPHr0CNlsFuVyGaurq5AkCbdv3/Zl+3YmyUEbpdywXC5jc3MTJycnuHLlytC95i6yBi0IDCPcTk5OAAAffPCBYzhJWCY+YcXJQfvw7K4lzjrpLG9kZY8MWep/DBY7nj/nIMDc8rDlrgwrLEEhojhoYRea9mTJqakpHBwc4LXXXoNhGKjX622u28nJiZUsaa8YsIu4IL0XbgQahYTwhwSaAHgZ/DEsQUhy5C3Q/HDQDMPA0dERstksms0mnnrqKdy/fx+6rmNvb49LiRVPB41HSAhzpge9z8ViEZubmzg9PcXa2hrefvttyyEahrA4aMPiJNwMw8A//dM/4f79+1BVFdVq1RJunZHaJNy8p1OgfXh2FwAcxZmdshm31qcxBokzJ8708+1My87nccWIOLpobtlUz2+M3Bv5N/iHKAJN1DRKWZat84+dzhtPrFySpeImk0nHdW481rWpqkoCLQSQQAsx4wj+GBbe4gjgH7U/zu0zAZbL5QAA169fx9WrV7vuxvGIAJ4kB419p3rdFTZNE4VCAZubmygWi1hfX8ft27cv5CyLKtD6kUwmMTs72+W42e9Y9xNurIeb38JNpDVo//LodczJQMS2jsxe3thCBK0epYsXpWJE20Raxeh/TvthcwnxEUovgwzPNd1eIsp+AO4cp34VAyyghAm3w8ND1Go1q/qosx0ACyjhtT+maaJYLJJA4wwJtBBiGAZUVYWmaW1ry3hMEIIg0HiPIRqNotlsevo7VVXFzs4O8vk84vE4nnnmGayurnZNOu0hKX4LtElag9ZL/NhLTiuVCp566incvXvXk4vrsM2xwyzQBoWfsEjtpaUl6/F+wg1AT8ctzEJqXNgF5pysoGYkMCM3up5XM2OISb2PyVHcM8Ns/zw6RRpjkIummhFrHVqYMQxDiHWYIgm0i+yLJElIJBJIJBJtbVSA82RJey+3k5MT1Go1NJtNxGIxR+GWSCQufA7TNG3gzcNSqeSYLkz4Bwm0kNAZ/PGjH/0IyWQSzzzzDNcJR1Ci9kVJcWS9sXZ2djA9PY07d+5gcXGx52fM1hdOSj8ytl2eDhpw/n08Pj7G5uYm6vU6NjY2cP/+fU8nVqM0x/ayHQAPhnUM3Qo3FqltX9xPwq0dSZLw4dndLnGmQ0LNdD6uO8sbvWKQcwYAP2ktDnxOWmpCMfmtjx4FkUocRRFobhy0UWDJkp1CSNO0NuFWKBSwu7uLer1uJUt2irdhzmGapvUNqjJNk0ocAwAJtBDAQj/siYzxeNxy0HhCa9C82X6tVkM+n8fe3h4WFhbw4MED1ydHXimSk+SgsQmTrus4ODjA5uYmVFXF9evXsba2NpaL9yhiK+wCzQt6CTfDMKw1ItVqFdVqFUdHR1AUxRPhxvtcfBFM00Tk9u+gZvQXM/3cM68pGwnMyO2VCcxFcyPOwkrYwzUYIgk0v/clGo1iZmamqw2LruttN5/K5TIODw/bzmGdws2pF+UgwVmpVKDrepfjR/gLCbQQwFwz5pZIkoRYLIZarcZ7aNzFURDGcBGBVC6Xkc1mcXR0hMuXL+P111/H9PS0b9u/CJPkoDHR8/3vfx+maeLGjRuOawG9xElsDRIBYRVofpRnyrLcU7jZJz39hJt9jZv9swjje27nP+r/E2IdbljZSCIjuy/dLg8Qd4y5yBN3rrO80Q2diZFOhDlqXxQHTRShCYzPQRuWSCSCqampLveLncPsrtujR4+6elGyc1mz2ex7jBWLRUiS5Es/VaI3/I84YiBOX6RYLMa9tBAITomj12vAhmHYkBDTNHF2doZcLoezszMr6W+YCPbO7ZODNh4Mw8Du7q4V0rK2tobr16/7MoEadg0ae03YxYLf9EplGyTc7E5bvV5vq3AIGw0jhphtfVfZSHY9p2YkMBepW/9XjDgU28/lXl2sOyjqT353p0P2ZPveliWeGVO4JFc9/Z3jQpT0Q1H2Awi+G2g/h3WWezcaja5ySUVR8NFHH2Fzc9MSbh9//DHS6TReeuklqyF3kPd5EiCBFgKcLvhBEEYAAuHkRaNRrmNwuwaOrVvKZrNQFAXr6+t46aWXLhwoMWkOmh/CUNd17OzsIJfLIRaL4ZlnnsFHH32E5eVl3yYdk+SgAcErEXQr3CqVCorFIlqtFt57772uMslMJoNkMhm4/WP8/fE7mHYIBHGiqD9pFxH3IJCjaJz/vjm57vhzpzLHT9RlJKUn176WGRUqyVEUBy3oomYYeIRweYE9WXJhYcF6/L333sPt27chSZIl3v76r/8a//AP/4BCoYD5+XnIsoyvfOUruHXrFl544QXcunULy8vLI53H/vmf/xnf+MY38O///u84ODjA3/zN3+AXf/EX+77mu9/9Lr7+9a/jpz/9KWZnZ/Huu+/iG9/4Rtt+iE74jrgJxOkLESQHjXeJYxBi9vsJFcMwsL+/j1wuB03TsLGxgWvXrnl2wucplNz2BvOScTpomqZhe3sb+XweyWSy7aL04x//2FfxQyEhwcRJuO3u7uL09BRPP/205baVy2UcHBygXq9b5ZVBE25/f/xOz5/ZyxuLRrqrBNKOW/fMjoEnIqRopHqKNCcaZqxNpIkECbTg4Sb1MCyw9kysVJutM/vWt74FADg5OcFf/MVf4Dvf+Q4SiQT+23/7b/j617+Ora0tzM/P49atW3j33Xfxe7/3e663WavVcPfuXXzxi1/EL/3SLw18/vvvv48vfOEL+OM//mN87nOfw97eHr785S/jS1/6Ev76r/96tB0PISTQQkoQwjmAYDh5QUhxdPosNE3D7u4u8vk8ZFnGjRs3cOXKFc8vvrz23x6c4efdxXEItFarhe3tbWxtbSGTyTimZ/q99m3UEkfCf9hNCia8lpeXrZ8ZhtFWYtRLuLH1bX4LNxZN3yl6isaTkutOceaFe9YJE2md5Y12F+0TddnppRYiRO2LJNDG2cvLT8LqoDnB5gq9EoeXlpawuLiIa9eu4Y/+6I+sx6vVKj7++GM8fPhw6M/13Xffxbvvvuv6+R988AE2Njbwa7/2awDO+7/+6q/+Kv7wD/9wqO2GHTGOuAkkKA5aEIQibxcvGo3CMAxrktZqtbC1tYXt7W2k02k8//zzWFlZGduEi6eDBoBLoqJXzh1ra7C9vY3Z2Vncu3cPly5dcvy9owimi+DkhrH97vcaHusCvUBUcSnLcs+F/XbhViqVsL+/bwk3p1JJL3ogMf7++B00zDhiUr1LnFWMJJKy/9eXopEayY0TCVHCNUTZD+D8ZqtI+wKg7/4Ui8WugJCpqSk8ePAADx48GOv4AOD111/H7/7u7+Lv/u7v8O677+L4+Bh/9Vd/hV/4hV8Y+7aDBAm0ENCrxNEwDO5lBLzFURDGwN7/Wq2GnZ0d7O7uYm5uru9k3+vt83bQeGz3IhOARqOBXC6HnZ0dLCws4OWXXx7Y1mCUksOLQCWOYsNTuP3fB+8iKccx7VBW6Ic4s5c3uqFsJHCoT0ainEgOmiiiRiQHjSVS9jtfFItFrj3Q3nzzTXz3u9/F5z//eTQaDWiahs997nP4kz/5E25j4oEYR9wEwk4WqqpyF2i8nTzeAq1eP5/kvP/++1hZWcGrr77qazwtL4EmSRL3ptHDHvuKoiCXy2Fvbw9LS0v47Gc/6/qz4lHiOGkCLcx4dSNmkHCrVquo1WooFovY39+HoihW81o3wu1cnHWfsysOyY3A4PJGLx0vlh45JysDnumesDWrFkmgibAfgFgOmqqqA8VmqVTqap7tJw8fPsSv//qv4/d///fx8z//8zg4OMBXv/pVfPnLX8af//mfcxuX35BACwFOF35ZlhGJRKCqKpJJ5wurHzBxxDNemtcYCoUCcrkcHj16BAB48OABFhf9b6DKK+4e4FNeaRdobqlWq8hmszg8PMTKyspI/eb8dtAmLWY/zCWOfrznvYSbruttjluxWMTe3h7q9Tqi0WhXOAkTZ3b3TDXdTz5P9fZUy4jUvu+dgo25ZX7H3Ie1F5oowoYctGDipqdbsVjE1atXfRpRN3/wB3+AN998E1/96lcBAC+99BIymQzefvttfO1rX8Ply5e5jc1PxDjiJpQgrENjC015nsBYmqAfNe+maeLRo0fIZrMol8tYX1/HrVu38P777/dcdDtueDlobNt+i0M2kXezz5VKBZubmzg+Psbly5fx5ptvdsWmD7Nd3g6am5j9MBNWccmTSCSC6enprhsOTsLte7FfRbJj7l8xUkhKLev/ne6aPSwEACIjOmZnxrmw1E0JC5H+bVGKRrrNRftpaxXTkfZyTPu6OVGi9tkaUxJowUIkB82NQCuXy1xLHBVF6Roje/8n6RpBAi0E9Jp0BSWgA3Bnm497DOO8IBiGgcPDQ+RyOTSbTTz11FO4f/++Jcp4JklGIhG0Wq3BTxwDPBw0N6WVpVIJm5ubePTokdUIPJVK9Xy+G/wucZzENWiEd3QKt87SxorR//tQfOyUxWzCp1OcDXLPenGqZ7pEmlNz7EmDnV9EEAOiCDTDMGAYhlAO2qCbyU4hIRehWq3i008/tf6fy+Xwwx/+EJcuXcL6+jp+53d+B3t7e/jOd74DAPjc5z6HL33pS/jTP/1Tq8TxN37jN/Dqq6/iypUrno0r6IhxxE0AThOvIKz/kiSJex8yWZYhSRI0TfM81lfXdezt7SGXywE4j3u9evVq14WHt4s1SQ4a0FssFQoFbG5uolAo4Nq1a3jnnXc8KwGmNWjjJezuX9DH3zBjSKL7emF3z4AnwgxoF2ej0C8MhJVK9nLTOl20ip7qctGcCHPUPju/iOCgiZLiyK6tIuwL4L7E0UsH7d/+7d/wsz/7s9b/f/M3fxMA8Mu//Mv49re/jYODA2xvb1s//5Vf+RVUKhV885vfxG/91m9hbm4OP/dzP0cx+0R4CEKJIxsHT4EmSZLnQSGqqlp9sRKJBJ555hmsrq72vHDyFKk8BRqviH+7WDJNE6enp9jc3ESlUsH6+jpeeuklz8W63+Jn1BLHsMbsA+EtXwn6uP9i/38e+JyinuESre/kptn5aWvVx9HwRSSBJoqD5iaWPkwMEmimaaJUKnkq0H7mZ36m7zny29/+dtdjX/nKV/CVr3zFszGEERJoISYoAi0ITp5XAq3RaFg9zGZmZhwbFvfaPjlo/sGE4fHxMTY3N6EoCjY2NtrKTsexzSA0qu53LJKDRvRiLnLuRlX0JKYjDevxoj7amsxR0E3nz7hXeWPn+reLwNbABRld1yFJUui/C36tCfcDJjTD/pkwVFUdWO7vtUAjRoMEWkhwmngFSaAFYS3cRcZQq9WQy+Wwv7+PxcVFV32x7JCD5h/s4v+jH/0Iuq7j+vXruHbt2tjXCPjtTo26Bi3MhFVcBhm7e9YpzhpG75sZneWNXq0/c+JMn8KliL8pj0FEpIh9QBwnUJT1Z8BgB63ZbKJer+PSpUs+jopwQpyjbgKJxWKo1fqnYfk1Dt4CbVSBVCqVkMvlcHx8jNXV1ZHi1wFy0PyABbVsbm5CVVUsLy/jhRde8O0uLY+Y/UlagxZmeLYZ6cc3dz6P2ci5uKro7S5VUU9bKYhAd3rjRRm2GbUTnzZXMRvp3RNt2CTHH55+BvcWfnDhcY0L0QSaCA6aSAmOwGCBViwWAYBrHzTiHBJoIcHp4h8kB433OIZx0EzTxNnZGbLZLIrFoicpf7xFksgOmmEY2NvbQzabBQDcuHEDOzs7WFxc9PXCSSEh4yWIAifszHaEauiQUdRHLxs803uXCco4P+6WouWRf7eXLtr/dfQ2vrD8PoDwNKsWSaCxtN2wI6KD1m8ZQLFYRCqV4tpflzhHnKNuAgmCMGLj4O2guXGwTNPE0dERcrkcFEXB+vo67t6960mYBM/3gLc4HJdo0XUdu7u7yOVyiEQibUEt+/v7XPqv8XDQhnFnwizQACpx9BK7e+aE3T1z4kSbsf49TI8x9joD58fsUrQCoPf6s2Fwk+T4lyevw3i8re8cv2mJtDAgyrotUfYDmEwHbXZ2lm6YBQASaCEhyA5aEMbRTyAZhoH9/X3kcjlomobr169jbW3N07tiPHuRieagaZqGnZ0d5HI5JBIJPP/881hZWWn7DvjtZvHYJtvfSRJohDeci7PBkfQMxYgjKas4084DQ2RpuGOIuWdOnGjnJeMtM4rVaLHr5/Z+bBd10f7y5PWux/7P/Z/Dr1wOh0gTyUETYT8AMR20QQJtbm6OBFoAEOeom0CCsPYLOBdHitJ7nYBfY+h8L9hEP5/PIxqN4vr167hy5cpYLhxBEEk81sF46aCx1gb5fB7pdBq3b9/G0tKS4z5NgkBjx+kwgivMAi3ME4KgrUFT9ARmI3UoRhzT8nkoiD5gTRgTZ17A3LNODrU5R5HmxKfN8cTr7+3tIZPJIJPJjC3xdVREEmiiuE4iOWimaQ4UaKVSidafBQQSaCEhyA5aUEoc6/XzO8atVsuKyk+n07h16xaWl5fHOoHi+R6wky2PshJZli/sHLZaLeTzeWxvb2N6ehp3797FwsJC38+Lh0DzO8XR7qAN85qwCjSAShy94Js7n8dsVIdinJduVx5H2KflJ99TxYgjGVFx9jhif1C5o5cMEmmdLlpJT/cNCmH81aNXrH/LkmmVOXZyfHyMWq2GVquFeDxuibVMJoOpqSlkMhlujokozpNIAk0kB43NUdyUOBL8EeOom1BisRgMw+B+MgyCkxeJRNBsNvHwZJ2uMwAAIABJREFU4UPs7e1hfn4e9+7dw6VLl3y5s83bQQP4XBQv4qA1Gg3k83ns7Oxgfn4e9+/fdx3ty8tB8/OGCDtuh9nPsAs04uIoegKz0cGC5qxH/7PO8sZh1p/1omW2TzWYSLOXN7aPzX3PsoYZw/9zes/18z/zmc8AOHfsa7Wa9ef4+Bi5XA6tVguJRALpdNoSbOzPuCfq5KAFj0GhGmFC0zRIktT3sykWi9QDLSCQQAsx7GKhqirXkyFvB61SqeDw8BClUgmrq6v47Gc/i5mZmcEv9BDeMfsAuGx/lDVo9XoduVwOu7u7WFxcxKuvvjr0HTse/deoxHG8hHnsQeHr+S84ijO7e1bSU4hJT747F3XP+q0/68ehNoeM3HT82ZnmbVPpS3K1q1F1LBbD3NxcVzlXp3A7OjqyHLdEItEm2LwWbqKEa4gk0HRdv1DCc5Bg5Y39blpTiWNwIIEWEnqtw4lEIlBVlWskKq80yUKhgGw2i9PTU8zPz2Nqagr37rm/k+olPBtVszhjHgJtGAetVqshm83i4OAAy8vLI/ecA6jEsd9rSOT4TxDWoH1z5/MAnKPkS7p/E8xe68+8ojPJ8W8f3UdU6v+9/D/2ft51UIhb4XZ4eIharQZVVT0TbqI4aKIITUCsNWiD1p8BsFoPEfwhgRZyglBe6OcYTNPEyckJcrkcyuUy1tfX8eKLL6JSqeDjjz/2ZQxO8Cxx5Ll9N8KwUqkgm83i6OgIq6ureOONNzA1dbE75LxKHP2O2Qcmp8SRt8AJO4qeQOSxUKnqSUxFGo7Ps7tnvDlSZ7ESK3U9fqZlcCla4zCi3vQSbq1Wy7Vwm5qaQjqd7jlJFkWgibKWDhBvDdqgfSmVSrhz545PIyL6IcZRNwH0mrwEISiElfeN8+JiGAYODw+RzWbRarWwsbGB+/fvW7Xh9Xqdq1DlXeY5zn5ko263VCohm83i5OQEV69exVtvvYV0evQmuXZkWfb9/ebl2k2SgxbmsfPk6/kvWP/uFGclLY10xLmUsJNh4/Xd0Ln+jFHV3Vd99AoK+dtH94cay380NuB1jUU8Hkc8Hu9at9NPuCWTyS63LZ1OCyNsRCpxFMlBU1XVlYNGJY7BgARaiHCafAWhWTX7wmua5knTZzu6rmNvbw+5XA4AcP36dVy9erXrhBkEgcQr6t6+fb9xctDspafXrl3DO++843kJbhjEkhcM69qFXaAR3jJInHWuPzNMqW39V6SjdFAeUEoIPGlM7ZZOF+3TxspQrx+Gjfijsf3uTtwKt4ODA0u4RSIRxGIxfPrpp23iLWwCQSSBNokOGoWEBAMxjroJJggOWiQSgSRJngo01hNra2sLiUQCzz77LFZWVnreXWRrwHgKJIDfyZyXQGMOmmmaODs7w+bmJkqlEtbX13H79m0kEs5rYi7KJPRBA0Zz0Hg4qV4Q9hJHXuNn7pldTJU0Z6e6s7zxkda+BnTUwA+GYco4Up8E/jiVL3pBRU/hHwovDPWavz39DH5x4QdjGc8wOAk30zShqip+/OMfW8nM+/v7qNVq0DTN0XELsnDTdX1s536/EclBGyTQTNMkgRYgSKCFCKfJWhAEmiRJnjlY9uj1mZkZ3LlzB4uLiwMnP+ykw0sg8d4+L4EmSRJarRa+973voVqtYmNjA/fu3fPcSe1k0gVarxsRYXfQwjp2XuP+3Z9+GXMjJoAX1Axi8njPGUfqLFQzguVYeeDzxiXm7ORbi2PfxihIkoR4PI5YLIZUKoXr168DOD+uOh23fsKNrXHjLShECgkRzUEb1DKAShyDgxhH3QQTBIEGXLzUslarIZfLYX9/H4uLi3j55ZeHuotjL7PkcTKVZRmSJHGN2vdz26Zp4vj4GJ988glUVcXy8jJefvll3957HmvueIifYR2xMAu0sDtoPJiLna/LsrtnuvmkyqCzvLGgOvc+A7rds1HKGztRzfNJ+rE60ybSeq0/c1ve+P8+Og8xiEf4BmR5TaewkSQJiUQCiUSirUekG+HW2cPNT+EmSomjYRhCiU1N0/quAzcMA+Vy2XU/UmK8kEALObFYDLUa/7SrUZMc7UESF0n4k2WZS3CEHZ7r4PwSaKZp4uDgANlsFqqq4sqVK9ja2sKNGzfGvm07k+Kg0Rq08OC3wGTuWd2IW6EgVT2JlK3nmZ1TdRoJ25qzcbtnnXSKtE7spZFAMJMcx43boK1hhNve3p4l3FKplGM4idcCRKSwEwBCOWj99qVUKsE0TSpxDAhiHHUTgtMEIEgOmltxwtYrZbNZq+fG22+/feFmkDybRQN8o/bHvW3DMLC/v49sNgvTNHH9+nWsra1ZJal+Mwl90Ng2hxVcYRZoYR6739SNGBLGeSlxL0fqVH2yxixxwYbUgzDMwRPyY3WmrWn2MPRKchSJiwobt8KtWq2iUCigVqtZjZi9FG6iOGhsTiOC2AQGpzgWi0XIsoyZmRkfR0X0ggRayAlCiqPbcZimiaOjI2SzWdTrdayvr+Pu3buerVcKQpKjaA4aS9HMZrOQZRk3b97E5cuXrQsWc3j87t8TBjfLC5wEWq1WQyqVcrzQhtlBC3OJo9/v+bl71n2usbtnRTWNRABLABUjPrJIA56UN4rIuM6jg4RbtVq1xFs/4TY1NYVUKjVQfIki0Nj6szCfm+y4cdBmZ2eFEaRhhwRaiAirg2Z3XwzDwMbGBtbW1jwvG+At0Hg6eG4aRg+DpmnY3d1FLpdDLBbDc889h9XV1a5jkF2EJ0Wg8XLt2M2NTz/9FLVaDaZpIp1Ot02cMplMqAUaQA6aW+pGrK/4GlacjXP9mVvyjQUsxPqXNJZ0b/ooBhW/z6N24bawsGA9bpomms1mW6mkXbjZzz12x42NXRSBJlKCIzA4JIQCQoIFCbSQM+raLz/GoWkadnZ2kM/nEY1GcePGDVy5cmVsFyCeDhbbPi+BFo1G0Wy6a0bbD03TsLW1hXw+j1QqhVu3bmF5ebnnHUT7BdnPOv1JcdAA4OzsDB9//DFUVcWNGzewtLQETdPaypVOT08t4SbLMj766KM24ZZMJoW5CxxU/Hp//9ePv4K5WB0AUNXimIq2u2Zu8Hv9mZ2qnryQg+aEZsqIjiAig4bfAq0XkiQhmUwimUwOFG5nZ2eo1WowDMNy3FqtFkqlEmKxWJtwCxsiJTgC7hy0ubk5ulYEBHGOvAkg6A4aEwitVgtbW1vY2tpCJpMZOMn3cgy8BRqv7V/UQbN/ZlNTU3jppZdctTdgF95JcrP8gDlm9Xodu7u7eOaZZ7C2tma1NYhEIo6Tp1wuh9PTU6TTaVSrVRwdHUFRFMiy3OW2TU1Njb0dwjDQpGAwX374m0jZbujbxVlT7305D8L6Mzu9AkNO1Uybi9YZFPL/FW6OPsgQEPTEQLfC7dGjRzg6OsLW1labcOvluAUVkRw01l+vn0ArFArkoAUIEmghJxaLWV88nieSaDSKUqmEhw8fYnd3F5cuXcL9+/cxPz/v28SLd0gIz+2P6t41m03k83lsb29jbm5u6M9MkiTPyyvdIGqJo72UkTV+f/bZZ3HlyhXr571gvZTi8bjVRwk4vzArimKtMykUCtjZ2UGj0UAsFusSbZlMhttd47CWOPo17lTkXGhVtXNhbRdodoYpbzxuTSPSUeI4TEnjamL8/csuwlS0iaoWjqbJQXHQhsUu3C5duoRPP/0UL730EpLJJBqNRpvjZnf77cKNnXtSqVRg3gPe8yovcZNISSWOwYIEWohwmjSzL5uqqtxOJJVKBYeHhyiVSlhdXcVrr73GJQUoCA5aWARao9FANpvF7u4uFhYW8Morr4x8YubRk0w0B61TmN24cQNra2v4/ve/P/QYO8WCLMuYmprqal+haVqbcDs+PkYul0Or1UIikWjroxSUBriTzBc//G3MxoGo1P49L6rn6bcp2Z1LdtKaRtRW4ngRcQYAh80n8fjL8Yrr19ldtHxjYcCzJwMR4unZOTISiUCSJKRSKaRSKSwuPmkSbppmX+HmtMaNh3Dj1Vd1HKiqat1Q7UW5XCaBFiDEOPImGFmWEYlEoKoqkknnqOVxUSgUkM1mcXp6ivn5eUxNTeHevXu+jsFOEARa0FMcFUVBNpvF/v4+lpaWPBHTk+SgmaYJ0zQ9c4V7CTN2ER029GOY50ejUczMzHR9/p1x3PYGuE7BJF5NnMJe4jju8c/G623/18yIJc76UVaTAJ5cG6JjXH923DqP9e8l1Hq1A3DDfz95Humo+1JNWTJhmOE6psLqoNlh14J+N3OGEW6PHj3iJtxEctCY2Ox3nioUCtQDLUCQQBMAP4NCTNPEyckJstksqtUqrl27htu3b6NSqeDhw4e+jKEXXgVlhHH7g1ysarWKbDaLw8PDCzUEH2Xb44CXKATgiUAbJMzs2/S7UTUrk7RfqDvXmNiDSQBYEye76zZKMElYSxzHDXPPetHLPTttpRHjEJ6x1zy/Cz/IURvUvHqS4NGuZByw8/Io++FGuDHH3w/hJpKD5mZfyuUyNjY2/BkQMRAxjrwJoddkx4+gEMMwcHh4iGw2i1arhY2NDTx48MCKbG00GtzTJIOQ4sjTQXPadrlcRjabxfHxMa5cuYK33noL6bS3UdU8xZKfExr2/bvINt0KM/s2O8VvPxE2rpj9fuEA9XrdmjhVKhUcHBygXq9bwSSdpZJBCibxCi9dVSeYe9ZZ3uhEVY+jqgfjPT5uTbsSaXYGBYWMSrEV7Ih+9r0Nu2PDgk68/D70E27s/MP+nJycQFEUx1Yk6XR6KOGm63rfWPowMShiHzhfg0YOWnAggRYynCZg42xWreu61Q9LkiRcv34dV69e7bqI8C4vDMIYeIeE2CfyxWIRm5ubOD09xdraGt5++22kUoPLobzYth/wEGh2B21YhhVmjGEFl9+tACRJQjqdRjqdxtLSkvV4ZzDJ2dlZWzBJp2gToYfbuGDuWV2PYTp6fn6paEkrMMTOmZpGXObfdsWOG5E2iP9+8jwAQNFiQ5U5OvGtvf+CL179mwv9jnHAzqEiOGh+3jRzOv/0E24AejpunaJS07SxXTf9xo2DRgItWJBAE4BxOGiqqmJ7exv5fB7JZBLPPfccVlZWep54o9Eo9zRJ3imOQQgJOTs7w+bmJorFItbX13H79m0kEuNNMOPtoAV5m6MKM/s2hxUtQRA5/YJJ7GWS9mASSZKg6zqq1aol2sIUTDIOB+2LH/424hENdf3Jne9OcVbXY0jJKs5c9EDrXH920YAQJ5waVB+3ppF2EJQAsKPMYyFRvfB2w45IAo33d3YY4XZ8fNxTuLGWJiIwSKCZpolSqYTZ2dmezyH8hQRayHC6y+ylQGs0Gsjn89jZ2cHs7KzrfljMOufZN4S3g8arxNE0TZTLZaiqiv/4j//AU089hbt37/pWSsbbQfML9h1wI4BM08Th4SE2NzdHEmb2bfq9Bm2cRKNRzM7Odk0CWq0WfvCDH2BqagqapmFvbw/VarWth5LddQtSFLefVDTnkI1e4ozH+jM/aelRxIdoKRBk2E2usIflBEGg9aKf49+5xu34+BjVahWlUgn7+/uuHLcgo6rqQAetVCrh0qVLPo2IGAQJNAHwIiSkWq0in89jf38fi4uLQ8euy7IMWZahadrYHZte8BZofjt4LLBlc3PTCmt45513fF/jw8tB87NxNHB+cR+0Ta+EmX2bIgm0XsTjccRiMczPz+Py5csA2oNJ2KSps0yps1QykUhwmTSN4z3/4oe/PfA5pVaqTaAErbzRzlFjGivJ4Usd/8fJjQuXNYYBVq4dpkm/E0EWaL2QZdlRuH3ve9/D1atXEY/HrfPQ0dERFEWxxF5YhJubEsdSqUQljgGCBFrIcPrix2Ixa4I+LKVSCdlsFicnJ7h8+fKF0v2CIJB4O2h+CBUmAuyBLaurq3jvvfe4uAo8HDQgWM2qvRZmjGFFaFgFmhODgkmYaCuXy23BJE7r28IaTOLkDrX0KFIRFaWWGGtj/OSHlWu4N73DexiOiJDgCIRToPVC13VkMpku0WIYRlupZKdw6xRto6baesmgm+eKoqDZbJJACxAk0ARg2JAQ0zRxenqKXC6HYrHoWYjEOMNK3G5f1/WxJ6r12/44BaJhGDg4OEA2m4Wu67hx44YV2MIm8bqu+x4LzMNBY9vl0azaLoDGJcwYPGL2eeH2O2svU7Kj6zoURbEmTPZgkng83iXaMplMYCO0B7lnTJxdtLxPh4TT5vkNOaf1Z8uJi4V7dNLpou0ozpPBziTHSUAUgcZSHEWg1/WUJdRmMpm2xzuFW6VSweHhYSCE26AUx2KxCAAk0AJEMK9OxFC4XYPGAguy2Szq9brna5X87MfmBDuRuomTHQfMQfNaIBqGgb29PWSzWUiShBs3buDKlSttF3NWGsNDKE2igzZuYcboJbh6HWNhFmjAxUoFI5EIpqenMT093fZ4ZzDJ0dERqtUqVFVFMpnsEm2ZTGbkHk5e0jIiiEc0VNUEpmLD91fsXH9W6IiZl6XB7/Vxc9rx8V7CzSkgBAAqav8G1afNqYkPChFF2PiZ4jhuhnUDRxFurLxy3MJtUIljqVRCJpMRpq2ACJBACxm9Shz7CTQ2wc/lcjAMAxsbG1hbW/P87nEQSgwBfr1LotEoTNP0TKDpuo6dnR3kcjnEYjE888wzWF1d7Xnx45UiOWkO2snJCT788MOxCjP79ibFQRsX/YJJ7Ovbdnd3UavVrGCSzlLJfmtLvHzP/+sPfxdAFLJkdomzlt77nN25/uy01T5JlOHdGJlwM0wZq8nSUK8dZi3a/zi5MfTYwoooDpooJY6GYcAwDE/mSf2EG3P9ncq1vRRugwRaoVDA7OxsINfPTSok0ASgl3OlaRp2dnaQz+cRi8Vw8+ZNXL58eWwXAd4ljpIkcW8WDZy/7xdxJTVNa2tx8MILL2BlZWXgiZOXQOP1nvsp0Jhj1mq1sL29jaeffnqswowxSWvQ/B57PB5HPB5vK+lhwSRMtFWr1bZgEvtEiQk4v0KRyq0kkn1KGltGFFX1yVii8ni/G4Z5fuwfNs6F77BCbRCnambwk2xopoxoiFMrRXGeRBFo7Fo6zn3p1Y5kkHBzKpUcFJA0KMWxVCphbm6OBFqAIIEWMtw4aM1mE1tbW9je3kYmk8GLL76IpaWlsX/xeJc4AnxdPHZxHVUkqaqKra0tbG1tIZ1O486dO65aHDDIQfOezlLGWCyG27dvY3l5eazbZUySQAsC9mCSxcVF63F7iVK1WrUmTIqiIBqNQpZlxONxJBIJa8I0yk2az33/f8N0vL38sNxyLg+0rz8rNlNjF2SDYEJt0ksVR0UkB02EMjlN0yBJEpfPxK1wYy0A3Ai3QQ5asVgcKrmbGD8k0AQgFovBMAxUq1Vsb29jd3cXly5dwv379zE/P+/bHRHeDhobAy+BJknSSNtvtVrI5/PY2trC7Ows7t27h0uXLg39ufESSiKuQeu1xuyDDz4Yy/Z6MexnGmaBFuQ7t/bJj12cs2CSTz75xApf2traQrPZtIJJOte39ZskTceHW2tWbDoHO3WKtc7yxs71Z140qGYcNWawkiwPeM40Wkb/6cePiyuejSkMiCLQRFlLx3q6Bum8NEi4VatVKIpiCTdFURCJRJDJZGAYBo6OjjA7O+vouJFACx4k0EKG08miXq8DAN5//32srq7itddew8zMjN9DQzQatUqBeBGEdXBuJ9SNRgO5XA67u7uYn5/Hyy+/fKEEpUl00Lzebqcwu3nzJq5evWpNnPwWQJ3bY73Y3D4/bIRt7CyYJJ1OI5FI4MaN8zVTLJiElUoeHh6iVqtZwSSd69vS6TT+l3/73zEdBxQthqlYCwBgmE8+687yRrs44+2eMbTHZY92kTYoIITRLyhE0WLC90ITRdiIVOIYlv3oJdzYDaRyuYxyuYxKpYKjoyPU63VEo1F87Wtfw8rKCp5//nmcnJwgkUhwS8EmuiGBFlJM00ShUEAul8Pp6SkkScL9+/fbmiz6DW9xFIQxuFmPpSgKcrkc9vb2sLS0hFdffbUrwGDUbZODNhr/P3tvHuTGed99fvvAPTMkZ4YzHHKGGl6SKF6iRFEHKVrO+WpT9ioux5vXWxutWXHispN/vJWqOPVu4qvsWiuVzeHXScVKrHKcxIlTlh1XKqk461JkqRzrSJhIoiQOgLnvC5hB4+pGP/vH8AEbjQbQALr76W70p4pFEgPM08D0dPe3v7/f99dKmNmxphmCEkdv0iyYRNvftr29XQ0mEfr3fs5UnOXksKEoydwueQzzzv+ut4MZJ60ZUjmCRJuOopfxi4Pml146M4Od3Q69gSQIAniex4ULFwDs/YwkScIHP/hB3Lx5Ey+//DKmpqawurqKAwcO4MyZM7jvvvtw5syZ6p+xsbG2hNuLL76IZ555Bq+//jqWl5fx/PPP46mnnmr6mlKphM9+9rP4xje+gZWVFYyNjeG3f/u3cf369a4+B6/i7b2vByGEYG1tDel0GrlcDkePHsXZs2fxox/9iPnBxGzcv52wDAkB7sxiM0KSJKTTaSwvL2N0dBSPPvpoXSR4N/Sig9atWKLCLJlMolKpNBRmVq7ZDr2U4tgLd23D4TAGBwcxODhYfYwQgve/+lkI2HOKGpHR9KKxFmc0IKQVZt2zdvCrm+YXYeMl56kZfnkfQL3YFAQBAwMD+JVf+ZXqYx/72McwPj6OX/zFX8Rbb72Ft956Cz/4wQ/w5S9/Gel0Gs8++2xbQkmSJFy4cAHXr1/HBz7wAVOv+dCHPoTV1VX82Z/9GU6ePInl5WUmN3/dQiDQPAYhBMlkEocOHcKDDz5YbcZ1gzhi7V7RbWAhFihGIml3dxepVApra2sYGxvDlStX6uJ2rVqbxcHMiw5au8KM4rQA6qVB1YD3Shwp3ZQFvf/Vzxo+3qkIabf/zE7ylTDiQrnu8aX8Xgn+cNS4JP61taOWrM9zpKZM1M34yUHzg7Dxg4NGaZXgCOylOF68eLH6R0s+n2/72Pzkk0/iySefNP38f/qnf8K//uu/Ip1OV29gTU5OtrWm3/DH3tdDCIKAxx57rO7xXg/ocMs2aNfPZrNIpVLY2NjAkSNHcPXqVcTj8RbfoXNYxt17pbSyU2FG8YKDBnQnGAKcR2jSQ7ZbjiAkNP796rb/zMqAELfSJ5aQU/ZGEPzT2hlcP8J4gwzwi0ALeunchxmxmclkGvbA23ndQvn7v/97XLp0CV/60pfwF3/xF0gkEnj/+9+Pz33uc4jFjMOQ/E4g0DyI0UWbGxw0t8Tss/wcBEHA7u4uXnvtNWxvb2N8fBzXrl1DNGp9qY/R2oGDZky3wqyTNa2gkx40wJsCzWvbawXve+UzTb++W3ZmxpoVKAZljzk5jJwcxkjUXPR+s6CQRpQrYs3IAa8SCBt34ScHzcx7oXPQWJFOp/HSSy8hGo3i+eefx8bGBj7+8Y9jc3MTX/va15htF0v8sff1GG4VaNQ9YnlxKIpiNdXSSQgh2NrawtbWFmRZxrFjx3D+/PmuBla3S9CDVo9VwozCOsXRzPMBb5cK9hrUPSsqIUQ1ZY2NxJmZ/rPNwp073lxdpH7zz1j/9eGo1HI9K9ks9bV+kg9RVdUX88P8ItD88j6A1gKNEIJMJlPTG+s0qqqC4zj85V/+ZTVc6fd+7/fwwQ9+EF/5yld60kULBJpPcIt7RQhBpVJhdufJ6RJHQgjW19eRSqWQz+cRj8cxOjqKu+++27FtoAiCgHK5vt/DiXXd5qARQrC8vIxUKmWJMDOzph100oMGeFPoeNlB6+Sm1Ht++P9g4LYG04uzitrefrqtidzX95x1y1qhVjCNxNofRL1W7DPtok1n2V0kssRPDpofSjUVRUEk4h0HuxmKorQU/9lstqsxP90yNjaGI0eO1CTfnj59GoQQLCws4NSpU8y2jRWBQPMgRhcCoVAIkuTsnU49VJSxLA1wqg+LEILV1VWk02kUi0UcO3YMExMTSKfTzJxM1g6a084pz/N1n7Vdwky7pld60ALcTViooKiE6vrPpHKkRqw16z/LlGI1r9eLs3bdMzOs5PeSZ0dinZ1vaEAIAGwU4w2DQuwiU3TnnXg/9KCpqgpCiG+Eph/eB9D6mqxSqWB3d5dpieOVK1fwrW99C7lcrjrP7datW+B5HuPj48y2iyWBQPMJrHuvgL2LV0EQqsNYWWB3iqOqqlhZWakKsePHj2N8fLx6IBcEgUmJJV2bVVgH4Hzfk1Ys2S3MKCxKHPWCsNWgai/TK8LyygvPIB6uDweRTPScaQdUNwsX6YR2BNxaYS+JtpFQy8m15d3tuGi9iB+cJ3r+8YOwYVkJZDWtrskymQwAWFrimMvlkEwmq/+fnp7GjRs3MDg4iKNHj+JTn/oUFhcX8fWvfx0A8OEPfxif+9zn8JGPfASf+cxnsLGxgd/4jd/A9evXe7K8EQgEmidp5KCxFmiAu1IUrURVVSwtLSGdToMQguPHjxsKAJYx/ywdNMD5O8DUuVtaWrJdmGnXDEoc7cHr4rId4uHaY3VF5aviLNokXj8vO9fTCsBURP1aIYHBqLmbUmvF3uwvM4NfHDTAHwJNURRfvA+gtYOWzWYhiqKl439ee+01vPe9763+/5Of/CQA4Omnn8Zzzz2H5eVlzM3NVb/e19eH73//+/j1X/91XLp0CUNDQ/jQhz6Ez3/+85Ztk9cIBJpPcEMPmhu2w2qBVqlUsLCwgOnpaQiCgBMnTmBsbKzhiZSVSGK5Nj2JOXnHkRCCXC6H9fV1ZDIZ24UZpd1URSvW04stMw6aFwUa4O3tNiswqXtmlqymJK9ZuSNL1gsJHOyw5FHLm2uHkIg430frBvwg0KgL6IebLX5y0FoJtO3tbezfv9/S/e+JJ55oejx/7rnn6h6799578f3vf9+ybfA6/tj7AlzloLGLN+iIAAAgAElEQVTcDqsEmqIomJ+fx8zMDMLhMO69916Mjo62PPGwdBBZCTT6mTixtraUsVwuIxaL4bHHHnPswsbpxMpOe9BYhLYEmIO6Z2bKE7txzPT9Z1bQzFGzSqQ1Iq+EWg7vVggP0aNz3fwQEuKHMk1KrzloLPvPAowJBJoHMRIJrIWRdjtYO2iqqnZ8N1KWZczNzWFmZgbxeBxnzpzBwYMHTd8RZOmgsYq75zjO9iRHox4zGtTidFkl6zlorQSb031yVuGHu+6toO5ZURGRCO85RVI5jKhYf8zcKUWbDqHWC7xW6Y1WBIS0opVI28gnsF9XDtksKEQqR5AIlyzdRrfiFwfNL6LGbw5asxTHTCaDffv29cQx2Ev4Y+8LQCgUgqqqzA+QrEsc6XtXFKWtGWTlchmzs7OYnZ1Ff38/Lly4gKGhobYPWE6lSBrBsv/NLnGoFWaqqtb0/i0tLTn+ft1Q4gg0F2lePsl6UVhSzH7uRWXvtCuV945PWnFWrggoV4yP33aXN1ol4NYLCcRaOF2syJTjrZ/ECD+4T6yvP6yklxw0WuIY4C4CgeZBGoWEAHsOEMuDCmsnr12BViqVMD09jfn5eezfvx8PPPBAV0lGfhRJZrDaQWsmzChOu1l0TSdFRCfredVB8zJmPu8rLzwDnvfOz8VMQAgAVIi1okIqhVv2obUqd/zXG/cCKofHL75j6bbZSeCguQc6LsAPDlqlUoGqqk3fy87OTiDQXIj3974AAO6IuAfYlzhyHGdKJBUKBUxPT2NhYQHDw8N46KGHLDlAuSEkxOm4e8A6cWhGmGnXZCHQ3OCgWf0aN+DV7baKfDkEUbizbzUrb3Q7W/k4BuPtzTd7c+1Q1+u+/J931/x/o5TAcKS+5LJQKCAajbrKbQ4Emnug1zB+ei/NBFomk2E6pDrAmECgeZBGJxXW5YV0G4rFItNtaCYS8/k80uk0lpaWMDIygkceeQQDAwOGz+0E6iSxONmymkdG1+5GuOiF2YkTJ3D48OGmnyELgcZiDlqvCDQ/08g9U9W939N8uXF/SLtkirG2yhUPxMwJKbOOWisyxZhhH5qT/Nu//Rt4nkcikaj+6evrQyKRQDgcZiLc/CDQ/BB0AuwJTY7jPP/zAPYEGs/zTd9LJpPB8PCwg1sVYIZAoHkUo4swNyQ5snbQGm1DLpdDOp3GysoKDh06hMcee6w6rd7qtQE2/QSd9t9ZQadiqRNhRrE7mMQIN4SEtLp4DAQaGzq9qKfiTOuemSFbuFMp0Y2e2C7Eb3+P2n1GL6LaRe+ibeStm7FkhN49A4C3b07g9H3zdS7ae97zHuTzeUiShFwuh0wmg8XFRRQKBYRCoTrRlkgkmoYsdAshBIQQz4sbP/TRAXf6z9zksHZKq/4zYC/F8eTJkw5tUYBZAoHmI1j3f7lpG6hA29nZQSqVwvr6Og4fPoyrV68iHrfvbq12JpidJ/Rma7OIWG+3tLMbYUbphRLHXupB8+p2A8170K688Ez132VZQDjUeSnwzm1Rxltc/mgUyU+FG2DeZWPFyzfuAdpwDXmeR19fH/r6+jA6Olp9vFKpVEWbJElYX1/H9PQ0yuUyIpFInWhLJBKWiCp6TPG6uPFLiWMvJTgCQYmjW/HHHhgAwB0OmhvKLAVBwM7ODpaWlrC5uYmJiQlcu3bNkd48GjnP4jOgJRks1jbbg2aFMNOuyaLEkXUPWuCgeQ+lwgO6X49iKYRwyPh3Vdt/liuGIfAEBTh3w4foyhm3C3GohKsTakYBIQVNuabZXrSZtSFEo/adu3JKxNTzBEHAwMBAXdm7LMs1wm1paQmSJEFRFMRisRrR1tfXh1gs1tYxLRBo7sJPCY6yLJty0AKB5j4CgeZRghLHeggh2Nrawu7uLra2tjA5OYmzZ88iEjF3crYK1kEhrBy0ZutaKcwovZDi2Ikg9KpA80M5kZ6Hvv//AhCrjpeq8gAqTcUZACgqj2LZfadn6qq5yVF79Y0TLZ9TrIiICp2fl0KhEPbv318TJEUIQblcroq2XC6Hzc1NSJIEQohhf1ujYBJ6vggEmjvwm4PW7L0QQoJB1S7FH3tgAAB3uFcsShwJIdjY2EAqlUIul0MsFsPhw4dxzz33OLodFJaz0FiJw0YOGhVmyWQShBBLhJl2TRqH7NTFvVtSHJu9X68KNKBH5qCV6p0wbf+ZVAzXDaHWoi9v1C9rx0BqfUAIFWoD0daBUFv5+pJyo6CQTjAjzow49/z/xBs//4mu1uY4DpFIBJFIBENDQ9XHCSEoFApV0ZbL5bC6uop8Pl8TTKJ13WgohddvUqiq6nj/sx34yUEz24PWzXihAHsIBJpHaTQLTZLqI4WdJBQKORb1TgjB2toaUqkUCoUCJicn8eCDDyKZTNq6bitYzkJjJdD0DpqdwoxCv5eTAs3pEsdO3qOXBZqfuP8f/gihsPl+MalofGEreGh2WiNUWP/7mVec7fE1C8dxiMfjiMfjOHjwYPVxVVVrgkm2t7cxPz+PYrEIURRBCMGtW7dqBJzXXJzAQXMfZhy0TCYTOGguxB97YAAA9wR0AOYaUzuFEIKVlRWkUinIsoxjx45hfHy8urYoiiiVSrasbQbWJY4sHTRVVbGysmKrMNOuCTgbT82ixBHoDYHmZffA6PMOhWtd9HJZhCgaizWtOGvmntmBUUCIWbalOA4k7C13lMoRJML1x/O33joKeKgisFEwiaIoWF9fx61bt8BxHNbW1iBJUjWYRN/fFo/HXSuC/Jbi6AdaXYvlcjkoihI4aC4kEGgepZGDxlqg0YOaLMuWCzRVVbG0tIR0Ol0zxFh/IBVFkamTyLIPj6VA293dxUsvvWS7MNOuCTibWsmixBFoT4R6VaAB3i5x1ELdM0XhEQ7v7S9acabtPysUw+DbjNi3E31ASCMqlb39USvSCh3Mc5tZG2r9pNvklRDiIttznNWIoohYLIZQKIRTp05VH5dludrfpg8micfjdaWS7QaT2EHgoLkPur80IpvNAkDgoLkQf+yBAQDc0YPGcZzl26GqKhYWFpBOp8HzPI4fP9704p9lDxhdv1ccNOqYLS4uQlVVnD592nZhRmEh0JwWP9oSR7N4VaB52UED7mz//f/wR+B4FYpy53dA754VNI6Zm8RZp2xLcURD1gknqRRGIlK27Pu5HSPnKRQK4cCBAzXpelYGk9j1Pvwg0BRFcTxczC5apThmMhn09/f7RpD6ieAn4lHc6qAB1jlIlUoF8/PzmJ6eRigUwj333INDhw61PNmwHpbdCwJNX8o4ODgIjuMwPj5u+9oU2lTfCw5aLwg0v1K2MI3RDQEhjSjKoYYibVeKoj9RGyjSTVDIW28dbfs1N/79OO5/IN3RenZj1iG3Kpikr6/PljAPVVV9IdD85qC1EmiBe+ZO/LEHBgBwRw8a3Y5uBJKiKJibm8PMzAyi0Sjuu+8+jIyMmL4LyFqg+bnEsVGP2dzcHLa3t21btxFm569ZBYs5aMAdgZbNZjE1NYVsNlt3wZVIJCCKoqcFmte3+/5/+CPDr2vdM7ksmnbN/BAQkpViDb+WKTb+WiNMh4PwBFC94cp220fbKpiEOm7aYJJQKNTwGNIpfnLQ/PA+AHMCbd++fZ6vYPAjgUDzEaFQCKqqMj9IdioUy+UyZmdnMTs7i76+Ppw7dw7Dw8NtHzhYpigCbB00uwSLqqrVOWZGPWYse9+cdtBYhITs7u7i5s2b2NjYwMTEBCYmJqp3zNfW1pBOpyHLMqLRKCqVCtbW1qp3zuPxuCdOvl4Wllq4JiEfrcSZ2YAQKb9XfqX/sZoJ/OiL2xeglM3HsC9u3hXL7NzpjSkWQ6aGVc+8dRgQvb+faLEr6EgbTKJFUZQa4ba2tobp6emug0lYX3tYRS85aMGQavfijz2wB2lU4gjs1RyzPEi224NWKpUwMzODubk57N+/HxcvXqyWzHWCGxw0VimSVgulVsKM4rSTpV2XhUBzKto/n98LX/j3f/93jI+P4/HHH0c4HEa5XK47qdLelHfffReyLGN2drYalqO/U25XiVO3eFmg/dyNbzf8mtygzLGVk1ZROZQ0c9O6SVyk5PLGvTX6EsSm21WpFxMlmcHlhApPJTk2wunSQFEUMTAwgIGBgZrHy+VyNZQkl8u1HUwSpDi6C0KIaQctwH0EAs1H8DwPQRCqd9JZYVYgFYtFTE9PY35+HkNDQ7h06ZIld3Lo+k7Ox9LCugetXO6+ud6sMNOu66RQorAQaID9F1T5fB6pVArLy8sAgAcffLDac9Lo/YbDYQwODiIej2N4eBhHjhyBqqo1vSmZTAYLCwsoFosIh8M1go1efPnhwsRpqLBUKxwEHqjIAoRQ58eAYmFPPHMOljjuSnfOGXa4bEZ9aE6zP5zHitTPdBuMcHJUSDPC4TDC4XBdMEmpVKoeQyRJqgaTAKgRbqqqMj33WoVfHDRVVUEIaZqonclkAgfNpXh/D+xRGh383JDk2KrEMZ/PY3p6GouLizh48CAeeeSRujt53a5PCGHWsMwyRbJbcdiuMKOwctCcFoadhHa0Q7FYRCqVwuLiIg4dOoSrV6/i5ZdfbitRTFsqqA0IGBkZqT5HUZSaQIHl5eXqPJx4PF7ntjmRBOflC7r/49aPId6uItOLM6Kau/AuF0I1gkwvzvTuWSfljWahLpuqcuhLtCfW2i1zbIeZtw7b8n1Z42bnieM4RKNRRKNRw2ASKtp2dnYAAK+//joEQahx2uwMJrEDvzho9Dqk2XvJZrNBSIhLCQSahzHq2XBDUEgoFDIs8cvlckin01hZWcHo6CgeffRR9PdbfzdTOyybxUGWZQ9cp4KlU2HW7brdwtJBs5JSqYR0Oo35+XmMjIzgscceq/aNtNubZeb5oihi3759NaUt9E65NsJ7bW2tJglO67b19fVZPuvQqyWOXKSCiszXiSqlJEII3dlX9CWNaoWHUt47RjnplrVDTtoTa+0KNaB5QAhLTk8us96EGtzioLWDNpgE2CuPfOmll3Dt2jUUi8XqcWRra6smmEQv2roNJrEaQohvHDTa7tJs38pms7j77rsd3KoAs3h/DwyowQ1R+/pB0bu7u0ilUlhbW8Phw4dx5coVJBIJ29bneR4cxzGbZcK6xLEd965bYUbppR40wDqBVi6XMT09jbm5OQwNDRm6ye0mR3YatqG9Uz48PFx9XJsER+cuzc7OolQq1QQKUPEWj8c9d7HZDWf/5k/ARWoFllJqfWqVCyI4wZ2izIicFDEt0sy4aJtre/u5EGVb8eEGvCjQ9FQqFXAcB0EQGgaTaPvbtMEk0Wi0TrSZDSaxGloW6BcHrZXQDBw09xIINA9jdCHmFoEmyzKy2SxSqRQ2NjaqAQexmDN3VFm7WCxLHM1czFslzNpd12q8MJfMCFmWMTMzg5mZGRw4cACXL19u2KjdSXKklU5UoyQ4WZZr3LaFhQVIkgRVVatlklrxFolEmpYxejXFkYu0f5zxmjij5KQIYgZJi0YBIdm8dcd6qRzB+tRQ6yd6FL8INHpz1Agj1x64E0xCjyWLi4vI5XJQVRWxWKyuVNLuVFp63eAHB82MQAvmoLkX7++BATW4QaCVSiVks1m88sormJiYwLVr1xwPLWGZ5MhaHDZbWyvMAOD48eNdCTOK00KJ5brdrKkoCmZnZzEzM4O+vj5TwTh2lDhaQSgUwoEDB+oCBWh5Uy6Xw+7uLpaXl5HP5yGKYp3b5rbypnah7pkWopm9pS1vBPaEmdeRpAgSHZQ7Au0FhUilMBKR7gOPvICqqp7pz2pEpxH7ZoNJ1tfXq6m22j5ZszeAzKIoCjiO87xgBswLtCAkxJ14/2wRUAOrkBBCCDY3N5FKpbCzswOe53Ht2jVmJx0/D4vuZG27hJl+XafTu1gItE6GVVcqFczPzyOdTiMWi+H+++83PUqi0XqNPmuWThTHcYjFYojFYjUDcyuVSk2ZpL68qa+vD7Isg+M4SJJUF9/tVqh7RssbSVkARON9o1I2/35YBoRQ1CZDnrsRaQH1+MVBs6ossJ1gEnoDiJZW6ksl270G8Uv/GbAn0Jr1CRNCkM1mMTg46OBWBZjFH3thj9JoFpq2/8tuCCFYX19HKpVCPp/H5OQkTpw4gf/6r/9iekfQDQ4ai6hhvUDTC7MTJ05gbGzM8osB+v16QaC1U3KoqioWFhaQSqUQiUQ6Gr7uVgetHQRBQH9/f10oEJ3dlsvlsLKygmKxiFdffRUAai603Di77ezf/Ak44fbvUbjxDZlK8fZFa5MQELcGhDSjlUgrS2GE49Y4YBvvDAMeLAk1i5tTHM3ixJBqfTCJdu18Pl913LTBJHSciL5UspEI80uCIxD0oHmdQKD5DKdSHAkhWF1dRSqVQqlUwrFjxzAxMQFRFKtx3Sxh7aABbO7EUYHmlDDTrgs4f6Hh1hJHVVWxtLSEZDIJURRx+vRpjI6OdiRe2+1B66RnjRV0dtvg4CAqlQoKhQJOnz5dc7Glnd1GU+C0pZJumN1Gbicx6t2zqjjT4cX+MyMkKQKxiThtBA0I0VMshhA16HHrhrdvTuD0ffOWfk+rCRy07mh0A0g7TkSSJKyuriKXy1VnxepFWyKR8JWDJsty0/ciyzIkSQpKHF2KP/bCHqWRg2anQKMX/ul0GpVKBceOHcP4+HjNgTkUCkFVVaYnHdZBHYC5u1dWw/M8FEXBSy+9BMB+YaZdF9g7SVsdvd5qXTeVOBJCsLy8jGQyCQC4++67MTY21pWr2Ikj5hWBpoV+RhzHtZzdJkkSVlZWama36d02O2e37blnLT7jinfnutmJdiB2wB5+EGhufA9mg0m0AUehUAiEEExPT1ePKbFYzJNzGlslWWcyGQAIBJpLCQSaz7CrB01VVSwuLiKdTgNA09Q/KkpkWWYSc0+3gVUfGM/zjsfOU+E8NTUFQojlPWatoOldLNwsp3/ORg4VdZSTySQURcHJkyct+/z1n2urCwU3ljiapdl2N5rdpi2TzOVyWF9fhyRJjs1uM3wfJQGc1k3rooSxkg8B+h4zE9eK4YT1ARtqpX5/LkthW9aibLwzXPcYp3Agou4zIVz95+QR3Chu2oWlg9YuzYJJZmdnsb29jXw+XxNMonXZ6PHEqmASu1AUpelIo0wmg0gkUlcyGuAOAoHmYZxw0CqVChYWFjA9PQ1BEHDq1CkcOnSo6clEEASmc8gAtiWOgHNBIUbhHzdv3mz5M7IDVmKJZYkj7cFMJpMolUo4ceIExsfHLf3sjQSXH+PqO4HjOEQiEUQikZowAe3sNkmSLJ3ddvZv/qTh10ip8wvUyu2Ex7ofbQfiDNgTTo1e06o3rFlASDuU8931oUkl9/Qc2omqqp4RN43wkkAzQhtM0tfXhzNnzgDY+9kUCoWq46YNJhFFsU60OXUTyAytqnhoxL6bRWYvEwg0n2FVD5qiKJifn8f09DQikQjuvffetnpoWKVJUkRRRKHQfFCqndhdYtmoxwwAbt68yaz/jYVYcno/owJtY2MDU1NTKBQKOH78OCYmJmy5QGm3p4yFk2kFVl4kNJvdRi+0Gs1u0wq3RnfIq+WNZR4I3xbrHZQ0qgWxK3etU2rEG+xx2wLMEzho7kH/PqgTry+51ibT6m8C0WASfX+b0+fkVimOmUym4fzNAPYEAs3DNHLQVFXt+GApyzJmZ2cxOzuLeDyOs2fP4uDBg21fPDkVVtJsfdYC0Q43qVX4B01RZFHeydrNcopKpYJbt26hXC7j2LFjOHr0qK0nXj+kOJrF7u0OhULYv39/TWqZfnYbTZTU3iGngu1nX/renW+mEWd6uAZR+xTVyXloJg7dWsHWiVjTlznqBWDNc9diQOLO8alSFCFEjY/VhWnjMBG/EaQ4ugezveNmg0lWVlYgSVI1mEQ/CqAd997q90ITHAMHzZ0EAs1n0Lslsiy3dbAsl8uYmZnB3NwcBgYG2prTZIQbBJKfShxpKqC2B9Ao/IMO2GQh0FjMf3PStctms5iamoIkSRgdHcXZs2cdKWVp1xHzqkBjdZHQzuw2Trm9jXq3rMQD+p4oPbcTHQnr6/AWm1mWwoDKQfShq/bS/3ceww+sIlOMsd6UGvzioLFqabCSbt9Hs2ASKtpyuRy2t7dr3Ht9qaQVwSStUhxpiWOAOwkEms/geb6t8rpisYiZmRnMz8/jwIEDePDBBy1J9HFDiaMf1jcrzPRr94qD5kQ5387ODpLJJDY3N3H06FEoioKDBw861mcQOGhs0N8hv/DnXwUiqHekSi0urNsYUO0mFClcI9KMAkJU+c5NwEZhId32ofUCfhBofngPQOtgjU7RjhShUPde67jRkCNtmq229DocDpsSboQQ0z1oAe4kEGgeptEvqZmgkEKhgOnpaSwsLGB4eBiXL1+2tBaZdYkjCzfHyvU7EWaUXnLQ7BSFuVwOyWQSa2trmJiYwLVr1xCJRPDaa685KiQ66UFzk9DxC2pEt58RVMVZXaIgpSA0H7DM68NfdF/vMCDEKpTbpYp+dNPchB/EjV9KHJ18H1r3fnj4TlqpPpgkm81iaWmpruxaK+D0NwzpuTgQaN4lEGgex+hirJk4kiQJ6XQay8vLGBkZwaOPPlpXQ20FfnGwOqXTkJBuhJl2bVYOmh9KHPP5PJLJJFZWVnDkyBFcu3YN0eid2U1OO4W94qC5uQ+i6p6ZgJM5QDa+wGNe3mgGgwRHRQqDb9AnpqVZ71m7lN7dB4S9tx+3CyEkSHF0ESzml+qxIpiECrZWPWiHDh2y/f0EdEYg0HyIkYO2u7uLdDqN1dVVjI2N4bHHHqtLOLN6G3pZoLVbZmiFMKOwEmisUhytWrNQKCCVSmFpaQljY2O4evWq4XwYp1MSG8XsNxJhXhVogLtKHLVU3bPb2oUrcyAhd25rDRZq3ooUgpDoriqivNa696tYDCEa3VuHL3NQfS7S6D4fOGjuwM3vo51gklwuBwD40Y9+VDO3bWVlBWfPnkU0GkU2m8Xp06dZvJUAEwQCzeMYXYxpBVo2m0U6ncb6+jqOHDnS8KLTakRRrA54ZAEVaDTV0GnMiiQrhVm7a1uNV+egFYtFpNNpLCwsYHR0FFeuXGnag9BuyWG39EpIiFuh7hkncyC3xYJWnNGhyXzxdrmjtqSxWXkjC9yyOZJQk+TYFSoAD2sbesz0ukDzgwsIuMNBaxejYJLt7W3cvHkT9957b1W8vf3227h+/TpkWcbExAQSiQRUVcV3vvMdnDt3DseOHet4P3zxxRfxzDPP4PXXX8fy8jKef/55PPXUU6Ze+/LLL+M973kPzp49ixs3bnS0vh/x1l4YYIpQKITd3V289tpr2N7exvj4eF2Zlt24wcECwGQeGLAnkorFYsOvU2GWSqXAcZwlwky7Nos5WF5z0MrlMtLpNObn5zE8PGy63NfpEsde6UFzc4kjJ+9tG1fe+1vvnlFx5ne0LpraoIzTiHaDQkrv2jebaePfRzH8wKpt379d6LHE6wLNzc5TO/jlfdAZaNpgktOnT2N5eRnJZBI3btzAl7/8ZWxtbeF3fud38PbbbyMUCuG+++7D2bNncfbsWXz0ox/FwIC5UReSJOHChQu4fv06PvCBD5jezkwmg1/6pV/CT/7kT2J11T2/l24gEGgeR3tRQwjB1tYWNjY2UC6XMTk5iXPnzjGJvmVd4kgPsKzuhjUqcdQLs5MnT1omzCiBg9YcWZYxMzODmZkZDA4Oth2Q47QA6pUeNMB9JY4X/vyrIG0MkibtOGYuDwjRoh3C3bLUMScAffXHgXLeuv40P0GPX26+QWEGPwgbQgizm7pW0+jaRxAE3HPPPbj77rvxhS98AV/60pfwMz/zM5BlGclkEm+++SbeeOMNvPTSS/jVX/1V0+s9+eSTePLJJ9vezo997GP48Ic/DEEQ8J3vfKft1/sZ7++FASCEYGNjA6lUCpIkob+/HwcOHMA999zDbJtYO2g8z4PneWbboBdJTgizRms7hdsdNEVRMDs7i+npaezbtw+XLl3qaKQEi5CQoMTRnfAl3rQoaxUQQgjA5+9c4JJW1+scsa5MkGIQEGJERQqBazCkuxOaDavuCp6Yfk+soKWBfhBoXncBVVUFIcTzQhMwd3Nam+IYCoVw+vRpnD59Gr/wC7/gxCbia1/7GtLpNL7xjW/g85//vCNreolAoHmczc1N3Lx5E8ViEZOTkzh69CgWFxexsbHBdLtYx+zTbWAVtU8FqpPCjBI4aLVUKhXMzc0hnU4jkUjg4sWLGBoa6nhNN4SEWPl8t+C2C9RG7hmnciAgrcVZk6/xBYPf/07evtTiQtLAybKVXJPtafY1E3AVrj2Hsgn7owVLvo8V+CFinzpPXhc2ZqLpvUIrgUYIQTabrZnL5iRTU1P4zd/8Tfzwhz/0xedtB8Gn4nEIITh8+DAmJiaqB0czc9DshnWJI8DWxeN5HoVCAT/84Q/BcRxOnTqFQ4cOOXIiZumglcvOzktqJgpVVcX8/DzS6TQikQjOnz+P4eHhroWA00K0VwQa4L4Sx0bwrYZTG73GSJTZjZEostp1sxhhKg7V4mrIt29OsKwQbYofBBq9YeV1gaYoSrX6xuvQHrRG7OzsQFXVjqpIuqVSqeDDH/4wPvOZz+Duu+92fH2vEAg0j3Pw4MG6XzA3iSNWKYrabXAS6phNTU2hXC7j3LlzjgkzCguhBLjHQVNVFYuLi0ilUgiFQjhz5gwOHjxo2X7I87yjN0Aafa6Nfre8KtDc5KBd+POvVv/NyxxUE5H6de5OhQNfvvN7304vm61Q141wQF8Xx8ddEehne57xA34pDQS8L9D84AJSFEVpGgyXyWTAcVxb/ddWQUPs/uM//gO/9mu/BuBOeakoivjnf/5n/MRP/ITj2+U2AoHmcYwuatzgoImiyLzh1kmBpi9lHB8fx/z8PPDrP54AACAASURBVA4fPuzI+lpYljiy6EEjhFQFydLSEpLJJHiexz333INDhw5ZfuEf9KDZh5u2m6vsldVp4csciInDGV/k24t+1+2iLfvPrCJ3+800EWqkYnAToJWDaBAUIhR4VGLOp8u6HT84aH4ZFaAoim8EmizLTWfdZrNZDAwMMHm/AwMDeOONN2oe+8pXvoIf/OAH+Lu/+zscO3bM8W1yI4FA8yFu6f8C2M4UcUKg6YUZLWWUJAmzs7O2rt0IliWOLBw0ANVZcqqq2t7nF/Sg+Zv7//Sre3qJ6pLbH2UrccZVuGocvx7L3TN9wmO35ERwKkDa7VnrxkWzchaaSZSEClHi8fbMGHDR0aUb4heBxvO8q1zwTvBLgiPQ+tpLGxBiBblcDslksvr/6elp3LhxA4ODgzh69Cg+9alPYXFxEV//+tfB8zzOnj1b8/qRkRFEo9G6x3sZf+yJPUwjB01VVaZ2Pc/zEASBedS+Xes3Emb0RMuyxLNXUhwJIdjc3AQA3Lp1CydPnsSRI0dsv9hxelB1MAeNPXy5ftu0JY18kQPRHmo9er3N3e5Za1uotUBYb9wLU/O8qbil63oBvwg0PzhPfnLQWgm0bDaL/fv3W3bcfe211/De9763+v9PfvKTAICnn34azz33HJaXlzE3N2fJWr1CINB8CG0MlWWZ6cGGtZNnh4NmJMzGxsbqDnL0c6cRyk7i9xRHOlZiamqqOgz84YcfRjzuzMUdixLHdgWaV2EtLB/8w2eBKEwnKvJF737WzeBygnmRRl20LlMaK0UR7XwHTuFARO/diNDD4hxhNX4RaL3koG1vb1vqoD3xxBNNj9/PPfdc09d/+tOfxqc//WnLtscP+GNPDKjBDe4VwD6sxMqYfbPCTLs2wOaOHIuwDsAZB21zcxNTU1OQJAnHjx/HxMQE/uVf/sVRUcJiULX2c+U4run79aqDxpoH//BZVKK1nxtfvhMQoi9v1Ioz4v1r0zq4nAC1m56xBgOrA2oJHDT34DcHrVmKo9UljgHWEwg0j9PoQs0tQSGsBVqpVOrqe7QrzCj0IrpXesEAe52l7e1tJJNJZLNZHDt2DJcuXaqKYKcdLS84aE6HtViBW5w/Xuaghvc+70bpjXsljRaJYBYBISYXESQBFV2fmGFAyK5ofV9cj+AHgeYHFxBg2zNvJYQQ0yWOAe7F+3tigOEFHOvyQjdsQzcCsVNhRuE4rqfCOuxaN5vNIplMYmtrC5OTk7j//vvr7gq6PVWxW3qlBw1gV+L44B8+CyLsiTOK1j0D9I6Z+e10fUBIC4xEmh3EUmFUbs8/48vobBYa4TwnFP0Qs++H9wD4ywkEmg/czmQyTGagBZgnEGg+JXDQOlu/W2HW7fpW4AcHbXd3F8lkEhsbG5iYmMC5c+cQDhtfsbFw0JwucewVgeYWjEJBzL/Yuu1wCq7Fr083Is1sQEiv4gcHzU/CJhaLsd6MrqHXHc1+JtlsFhMTE05tUkAHBALNBxhdkLlBoLHuQWunD08rzHie70qYaddn6WQ5nSBpxfuVJAnJZBKrq6sYHx/H448/3nTYJhCUOBo934uwEpYP/uGzho9r3TNOafyZdtt/JuSNL86VhHfKVEWJh2LUb6YLDnHTLLRXX30VfX191T+JRKLhTSA78UN5oF8Eml/eBy1vbHYuCEoc3U8g0HwKa3EEeMNBs0OYUVgFtdATjNMCjQqXTtbN5/NIpVJYXl7G4cOH8fjjj5u+k+n3EsdeGlTNimYiSyhyULs4U4pSrQCra/9q8KtSfV1dyV7tC5wScoIkQGWQmsiX7/QEWsnRo0eRy+WwtbWF+fl5FItFhMPhGsFG/7bT4VJV1fN9T34TNl7HzPsIQkLcj/f3xADDi2HW/V90G2gMOqv1Gzk6qqpicXER6XTacmFmZn07oSdKp/sCOhktUCwWkUqlsLi4iEOHDuHKlStIJBJtrev3Esde6UFj4fxdfuZZIGL8NaFBhH6r/jMhr3ud5r9mxVk76AUgpaFwsymFRMwJxi5aM24Pq46lnHeuRkdHMTo6Wv2/oijI5XLI5XKQJAlLS0vI5XJQVRXxeLwq2Khoi0ajluyzlUqFiXNnJX4RaH55H60SHAkhgYPmAQKB5lNCoRDy+TzzbXCbg+aEMKOwLHEE9k42zQ7SVkPFoJmTXKlUQjqdxvz8PEZGRvDYY4+hr6+v43WDEsfOn+8mnN7uSmSv/2ovIARQO/x1EW+LMqLXSt0eVroIvNALt3adNk41uPEn8Z4qvWzGuef/J974+U9U/y+KIvbv319z0UoIQbFYhCRJVfG2urqKfD4Pnufr3La+vr62HRg/9KD5wQUE/DMHzayDNjg46NAWBXSC9/fEAENx4YYeNDeUONJeLEKIY8KMwqrEkeM4JrPQtA5aI8rlMqanpzE3N4ehoSE88sgjGBgY6Gpdp99rEBLiD7TumV6ccZrdqVl5o1jg6kWZS6kKNsLViKxWASG9DMdxiMViiMViGB4erj6uqmpVtEmShI2NDczMzKBcLiMSidT1tsXj8YYizA8CzQ8uIOCfOWhmBNrOzk6Q4uhyAoHmU9wi0FjH7APA7OwsZmdnHRNm2vVZOGgAG/eOzn4zEmiyLGNmZgazs7PYv38/HnroIcvKK3qxB82Pg6qdLnFUxdtCTLcsX27ek8ZVOAjlvX97RZzpoWKtEzesHRctsilAibfYFyXvXRDzPI/+/n709/fXPC7LctVpy+VymJ+fRy6XAyGkpqeNirdwOOwbgeYHYeMXB02W5abvo1QqoVAoBALN5Xh/TwwwhHV5IettUFUVy8vLAIC5uTlHhRmFlYNG13bDLDRFUTA3N4fp6Wn09fXhgQcesLysIihxNH6+0yExVuCUsHz4i88CUdSIM77c+nWCied4CVHiwandBY006oEzS2zF/IU9V2kwIFyFK8YbhEIhHDhwoObClxCCQqFQddx2dnawtLSEQqGAUChU87tKBZzXxI4fBBod7uz19wG0dtC2t7cBIOhBczmBQPMBbg4JcVqg0B6zVCoFQRDAcRzuv//+rsvoOkEURZRKJcfXBdjPQqtUKpifn0c6nUYsFsOFCxcwNDRkW68fa0fLToxKKls5aAHNqTSf3FCHeDvrqBvHzI6AkO43Yo92e8saPb+joBCfw3Ec4vE44vE4Dh48WH28UqlAkiS8+eab4Hkeq6urSKVSkGUZsViszm2LxWKu/d32g0Cjx3Q/OGit5rlls1nEYrGWI2wC2OL9PTHAELeUOCqK4sidfL0wu/vuuzE2NoYXXnihp8oMWa/N8zyWlpawsrKCSCSCs2fP4uDBg7b+/FkJJqccqk5i9gHnxyx0i1PbWnXPtGj0r768UTQZROumgJBO0Iouo4AQvtTZGxLzXE2Zo5tmobFEEAQMDAxAFEUcOXIEw8PDIISgXC5Xe9tyuRw2NjYgSRI4jqtLkqRlkqzxwyw3M8OdvUKrFMft7W3s37/fU+eHXiQQaD6gUUgIdTJYHXDoAaLVwaIbGgkz+pmw7gPrlRJHOk+uVCphdXUVp0+fxujoqCMnABYljoBzAkhf4qgoCmZmZlAqldDf34++vr6aEAKtQPMajm6ziR8d3+TX16v9Z1r0ASG0XLES896+41W0PWgcxyESiSASiWBoaKjmOYVCodrbtr29XTe7TSve4vG4o+d9PzhodCyN1/sBgdYljjRiPxBo7iYQaD6FCiJZlpkdOOm6dgi0VsKMwjJJkrU4dGJtQgiWl5eRTCYBANFoFPfccw8OHTpk+9oUFiWOgHPpa9SxU1UV8/PzSKVSiMViiMfjWFhYgCRJUFW1eoEWj8cB7CVmmh327QacuFh4+IvPAvxeL1nldoKjUAIqOhNCuF2Z3CwspNdp1XsW2Qw+PDOYmVfJ8zwSiQQSiUTd7DbtCIClpSVIkoRKpVItk9SKN6tmtxm9B68LNL/0nwGtBVomk8G+ffsc3KKATggEmg8wOuDyPM/UwQH2tov2wll1oagXZlQMNDrpsBRofi5xJIRgdXUVyWQSiqLg5MmTOHz4MF555RVHxRLA1kFzikqlgh/+8IcQBAFnz57FgQMHqhcUNISAXqRls1kAwI9+9KO6yG/ay+KHu8TdQkWYVpzxCoAGhws/OGZmEXc5KP2d7d/t9KElZgWoDQaF9wrd3OgRRRH79u2rudgmhKBUKtUM3dbPbtOXSnZ7A9WMyHQ7fklwBFqnOGYymSAgxAP4Y28MMEx6c1MfWre0K8ysXr8T/FjiSAjB+vo6kskkSqUSTpw4gfHx8erJ2Wk3C2AzBw1oPu/NCgghWFtbw7vvvotKpVIVwRzH1exX2hCCkZERqKqKF154AY888ki1n0Ub+Q2g5gKN/nFyqHkj7BS91D0LMEc3Iq1ThHK9m2kHoaUI5MNsApz0WO3EcxyHaDSKaDRqOLtN29tmNLtN68Sb3a7AQXMXZkscA9xNINB8jBuSHLuN2u9UmFFYiiSWJY5WixZCCDY3NzE1NYVCoYDjx49jYmKi7oTmtJtF13RyP3eix2trawvvvvsuCoUCxsfHMT09jSNHjtQ8hzbmf2Df9epj387+eXX7BEHA/v37a07EhBDk83lIkoTd3V1sbW1hbm4OpVKp5iKtv7+/OmDXqT4F1v0QQhEgmjNiu+WNYl7zH91baRCe2PD5+geVhAX7WsuNqIeKtEYBIaIEKAmDx3PmPzy+BEMXjS8DagdibfiVvbU3rt2eiZB392WOUwEbZme3bW9v18xu09/MCYfDNb+rqqqCEOJ5ceMXB41mDzS74ZbJZIIZaB7A+3tjQEPc4qB1sg3dCjPt+n5zsZxee3t7G7du3UIul8Pk5CTuuuuuhicyFu+ZxVwyu5Ijs9kspqamkMlkcOzYMdx1110ol8uYnp4GgGp6pKqq+N+Gf7Xu9Vqx9mV8A8CeaNNuO73oGhkZqT6uv0ibnZ2FJEkAUOe09fX12XYhY5foffiLzzb8mmAypVGPWLjz7w60T3trScYLWCLcdHC6w2Wn6Y1OwCkciHjnMxh6TQCN5Dz4QhjrT7h7cB0VNyzLA83OblteXkY+n4coijVuG21f8LpA84uDRs+/rRy0iYkJpzYpoEMCgeYT/FLiaJUw067P6jNgLQ7L5e4uTqhY2N7exuTkJB544IGWZXCsHDSvrylJEqamprC2toajR4/i/Pnz1fhsWZarokxVVTzV/3+29b21ok2LVrgZXaTpk+M2NzerJVHRaNSwt421C9aU29fAnAwQuhtrfoTExNlQoKLMJaWSRsLNrGjTJzg2ohMnS9BVDxpF7UfXrN1X9sTZHWjP4MFXeKxfVkFCBJzsrv2THkPc1r/VanYb7W1bW1vD7u4uAOCVV17x3jFBg18cNEVRwHFc030qk8ng3LlzDm5VQCd4f28MaEi35YVOboPVwowiiiIKhULrJ9oADXBwKu1Pv3anTtbOzg6SySQ2NzfrxIKd63YKC4FmdEOkE4rFIpLJJJaWlnD48GFcu3at4fDQ9yd+qev1tBgJN61oa5Qcp+1r085pos/Xl0maveix60Lu0c8+C4T2hBmgEWdtwLujXckUetFmh8vWehuMSx/tYvh13nYX0w7cKtAaQWe3DQwMVB+TJAk//vGPce+999YcE/L5vZpft85u0+MXB432nzU7ngYljt4gEGg+weiX0Q09aK22wS5hpl2fpYsF7B0wnT4hdRLWkcvlkEwmsba2homJCVy7dg2RSHsRa04HdrBcsxtRSMsWZ2dnMTIygitXriCRqL2iJYSgUqngFwY/2u3mmsaM2xYOhzE4OIjBwcHqY6qqIp/P11ygUbdNG/dN/zSK+7arxJGX61MY+RKgthBr1DHrJsGRtXCggk2Jd/49QjlA7tN/3zt/2y3G+DIHNWy8bwy/3viHc/CFvePuyI94rF9y32w3rwk0I1RVhSiKhseEZrPb9L1tTs9u0+MXB61VgiOwdxM2CAlxP97fGwMaEgqFqnexWCGKomGpnaqqWFhYQDqdtkWYaddnLdBY9KG1E46Sz+eRTCaxsrKCI0eONHVxzKzr9E0BL5U4KoqC2dlZTE9PY//+/Xj44Yfr5tFQ15UQ0nY5o12YcdvohZYWvdu2vr5eddv0os2O35Or/+NZIFwrsMy4YXwb1cF1AqzdQ5gTAo7cEVSAs+6WnQzd4Jz5/GyCVld4pQzQiEYJjt3MbtOKN7tmt+lRFMVTcyMb0SrBkRCCTCZTI6YD3Ekg0HyC0QHMDT1oepGoFWaiKNomzCgsBRrHccyCQsw4aIVCAalUCktLSxgbG8PVq1erQ447xYtuVie0GxKiHzJ98eJFDA0N1TxHGwDiFmHWjG7cNu0F2traGtLpNGRZBsdxeOONN2pKJLu5QNNHtmv7rrTuGS8DFVHjmDW7ke9ds6OKKAEVg2tRfUAIsBd9bzV98xwUm+afEY4D5+CMwm5gUf5uNe1G7Jud3ba2tlad3aZ326yY3Wb0PvzgoLUSaEAQs+8VvL83BjTEDT1otMTRaWFGYT2sm5VAbCYMi8Ui0uk0FhYWMDo6iscee6zO+ehmXa+4Wd2uaaYcjxCCpaUlJJNJCIKAM2fOYGRkpGa/95owa4UZt00f900IwcbGBt555x0MDAxUhVs+n4cgCHVuWyKRaHlRSN0zswgNWlX9OKCaU+84ambdNKMyRyMiW51vVzsM3fCu60Txg0CzYkxAs9lt+tLp2dnZurEgncxu0+OnHrRm4lVVVezs7AQ9aB4gEGg+wa0OGs/zkCQJL774oqPCjMJyFhnALmrfaN1yuYx0Oo35+XkMDw/j0UcfrZuJ0y294qC1WpMO9L5161bdkGntc/wkzJrRym3jOA7hcBg8z+Ouu+6qfr1SqdRcoK2srCCXy0FRFMTj8TrhFolEwHEcrv6PZ6vuGRVYQhlQDc54QrHWMWt3/pnXsaKHzOlQkE44+Brnuj60SqXieYFm53toVDpNx4JQJ35hYQGSJEFVVVOz2xq9j15w0LLZLAghQYmjB/D+3hjQEJYhIdQxm5qagqIoOH/+vKPCjMKyxJGuz1qgybKMmZkZzMzMYHBwEJcvX67re7JyXbeJJTtoluK4tbWFW7duIZ/P48SJE5iYmKi5gOklYdYKI+F2JXul+m9BEAzdtnK5jN3d3Rrhpp3RBAD87V97KtS04oyrAAh1PgPNb4gSUDFRckhdNG0/m+k1dFH7ncJVOAy+0fW3cQV+cNDaLXG0gkaz24rFYvWY0Gx2G/1bK2T85KA1E2iZTKZ6XA1wN4FA8zEsHDR9KePk5CRmZ2cxNjbm6HZQRFGszo9icSJkVWJJ102lUpiensa+fftw6dIl28saWIglt4jCnZ0d3Lp1q2bItPZESQWdqqr4X/uednR7vYQZty0SiSASidSUQ9EZTf/Ll/625nW0h0rvnnUkznSHkFYBIS0THB0KCDGDUDIn0sxil6s29J97f/uh9DQQaNbBcRxisRhisVjL2W2051U7z7FcLkNRFBBCPB3aIstyXSKwlkwmg3379nl+v+sFAoHmExqVOKqq6sgBtFGPmSRJSKVStq7dDHqBzCLqHmAj0CqVCpaXl6EoCtbX1w0DKeyil+ag0TWbDZmm0Mj8XnfMuqFVbxud0QS0d/HerKTRDyKgG4wCQkK57kYH9M2zvfhVEipEyR0/2ECg2Y/R7DagPmFWURTcvHkTb7/9dsMySS9gpsQxCAjxBoFA8zG0UVSWZdsOoK3CP1g7WDTCmJVAc7LEkSYFptPp6s/+8uXLjn7ubuwHs2vNcrmMN998s+mQ6UCY2YtetK39+mMtXyOUAbXTw6EKiBrnrc6c6tIxMxPCYRe8svdH7tD1EqU9F66jtUuAetu9E8r16ZsU6p4ZwREC0sL54BQOQmnvOX1vRoCf72RrrcOKgA3WuF2gNUKbMEsIwcrKCh5++GEQQqqOWyaTwcLCAorFIkKhUF1QkZmwIqcxU+K4b98+T7uEvUIg0HyC0S8bz/O2OThmUxmpUGAlkDiOYz4LzW6Bph32LYoi7rvvPhw4cAA/+MEPHBfGveCglctl5PN53Lp1q2EKJu0xC0oZnYe6Xrx8J0qfUzWljs0cM93XOFUnOmy+pgnlGn/NKvHGtfhVCUmdi7RWiPnOP0C+zMF0vaZH8IOD5heRCexdr4RCISQSCYyMjFS/rp/dtry8XBdWxGJ2mxGtUhy3t7cDB80jBALNRxgFF1jdh6YXZvfeey9GR0cbHoyogyXLMrMSAVZJinRtu8ShNsKd5/kakUwFi9PJVCwj7+3uHdAOmaZpg/fee2/Nc9w4ZLpX2PxorXumdjEmSaTz0Fx07Wwk3uxy3JqJNFGyZl2xBNtmoXkFv6Q4ej39kF4fNBKarWa3UfHWaHYb/bfVs9uMCEoc/YO3f6sCWmJVkmO7wozC2sEC2CY52pGkScsxkskkVFXFyZMnMTY2VnOi5zgOHMc5LkxZOWiAfXdyjYZMz8/PIxK5c3UZJDOyp3K7upS//etmRqDpHTOxwSw0APUBIC2+3ur1VqAXbVYKtmYDqs3ORNMT3Wzv+XwZUG/f1xt6k3RemupS/OCgebXEUYuiKOB5vq2fhdnZbZubm3Wz27TirZvZbY3eSyuBFsxA8waBQPMRdjhonQoz/Tb0qkATBAHFojVZ3nS21tTUFGRZxokTJ3DkyBHDgzvHccxmkvlFoBFCsLy8jKmpqboh04uLi1WnjPaZ/fzARyxbO6A9tj/yKHjZ2PESSs3FWk1PGW/8b6+gFWxyH7qqCNSWiAbYQyDQ3IGVLmAns9u0Mx2peKMzHduBhsK16kELBJo3CASaz+lUoFkhzCgs57HR9VkKtG7XJoRgY2MDyWQShUIBJ06cwPj4eMuTIgs3SxAER8oNtWgFmhVoh0wrioJTp07VDZmm7mQQAOIOKpHafU3bO6YVGXoHppE48wOhHABizuniDQ5RfAthawarovaH3vRX7xnFL/1bXn8PTsxAMzO7bXd3t252m75Uspn4otcarRy0yclJy95XgH0EAs3ntOteWSnMKL1e4tiNSNra2sLU1BRyuRyOHz+Oo0ePmj6R+LHc0Ai6b1rxXrVDpunnbTRkmud5fPLCZ7teL6B7tj/yaNuvocKsWcS+X6CumtzXOiCkGyLbgBJv/hyhAFRina/BVwxCXgicmSdnA35w0PwiMln00bWa3abtbTOa3UZFWywWA8/zUBSlWj3TiMBB8w6BQPMRRiLKrHtlhzCj9HqJYydrZzIZTE1NVe92Pfjgg22fQFg5aICzd1XpCakbB007ZHpychKTk5PBkGmPQN0zMw5YjWPm7WvKtgnl9gRaO71jYg5QGjzfqA9NzLcWae0y/J8qiNDdeYgIAHf7UFiJkGrUPmv8ErDhdYHmhIPWDmZnt21ubkKSJABAIpFAOBwGx3HY3t5uOLst6EHzDt4+MgS0JBQKIZ/PN/y6ncKMwrrEkcWwaEq7Dlo2m0UymcTW1hbuuusu3H///R0nPwmCwCRREbCu3LCddfX9l2YIhkx7GyP3TCgD6u0zm7ZETyh2IcpcGBDSKZ0GfAB7JYudkljo/LWdQnh7XcNu8YODFiRROod2dhuFEIJ8Pg9JkrC+vg6O4/DOO+9UZ7ft7Ozge9/7Hs6cOYOLFy9id3c3SHH0CO7fIwNMYySqGvWgOSHMKG4ocSyVOpyg2iVmXazd3V0kk0msr6/j6NGjOHfuXNdjCVgIU1bhJO26hcViEalUCouLizh8+DAef/xxxGK1tVeBMPMGtH+qEq4VZ1raFWe+6Edrcr+iHZHWzEUL6A6/CDQ3uU+d4DYHrR04jqsOzQaAQqGAS5cuVWe33bx5E4qi4G//9m/xxS9+EZIk4eMf/zguX76M8+fP49y5czh//jwmJyfb3hdffPFFPPPMM3j99dexvLyM559/Hk899VTD53/729/GH//xH+PGjRsolUo4c+YMPv3pT+Nnf/Znu/oM/Eog0HyOvrzQSWGm3YZCoVl+tb2IolgtA3CaViJJkiQkk0msrq5ifHwc165dQzQatWxtp50sgM0sNO3st2aUy2VMT09jdnYWIyMjTYdMB7PM3M32Rx6tKX0zioUXTAao+kKQtUkod2c0gR6ezf2sOgbftvc48lMf/yr+5SsftXWNZgQCzR14xUFrhSzL1fdBZ7c9+uijePTRvUoDRVEwPj6O3/qt30Imk8Ebb7yBb33rW3jnnXcQiURw9epV/OM//qPp9SRJwoULF3D9+nV84AMfaPn8F198ET/90z+NL3zhC9i/fz++9rWv4X3vex9+/OMf4+LFi529aR/j/T0yoEozB42FMKO4wUFzW4ljPp9HKpXC8vJyQwenW1gN6GYVTtJMoGmHTO/btw8PP/xwzdBRIJhl5iV2//sjLZ8jlAhU0fj41k3/mSihvmRR93/Z4j4sKzAq9ROKjUWalkYuGnXiIttNXmtRkqMf8bpAo8dLrws0LztoWlrNQCsWi8jn83jqqacwOjpafbxcLuPdd9/F8vJyW+s9+eSTePLJJ00///d///dr/v+FL3wB3/3ud/G9730vEGgGBALN5/A8j2KxiBdffNFxYUZh3YPGOiREVdXqiVhbWnfo0CFcuXKlWppgx9osBBqrEkcjgWY0ZHpoaKjmOYEw8x5KlDMMjqDljc3EmRlCOsOdtPmtQrq2X6PXWx2m0SlmBZSYQ8e9dGb6z/gSoN6Z/Y7h/1I7jvknHAeug55Up/G6uKHHXC+/B2DPQeu2pcANmBlSDaCuBy0cDuPcuXM4d+6crdunR1VV7O7u1vTUBdwhEGg+hTpmyWQSiqLg7NmzjgszSi+nONKDZaFQwNzcHObn5xuW1lkNSweNRUiIds1mQ6a1zwmEmfdo5p4JJeOL8laOmajPUdIcJuvEVav/69du8PW6NTU4Ld5MibQG70M7HBtoL8lRLAFKmTJaGgAAIABJREFUpP5xo3LVus1RvV+a6nUHjZ5fvPwegNbCxiu0eh+ZTAZ9fX0dB49Zze/+7u8il8vhQx/6EOtNcSXe3yMDqtA+nIWFBaRSKYRCIZw6dQpvvfUWDh48yEScAexLHFmmONIT2Msvv4zh4WE88sgjddG5dsHSQWMl0MwMmQ6EmbdRotq+M4JKuP3jGle5I+YIr3u9CxIXjcRbW6LNBvMoJAGyT0oVKxF3DE/zegKiXwSaH/rogD2B1qyHPZPJYN++fcyuBbX81V/9FT7zmc/gu9/9LkZGRlhvjisJBJqPKJfL1VLG06dPY3R0FIQQvPXWW5BlmdkByA0ljk4LFVmWMTs7i5mZGQDAuXPnMDY25ug2CIKActnErWgb1mXRg7a7u4u5ubmmQ6aBYJaZl9n974/spTZyACq1KmSvrLH19xALxJPOi160We2yOdUrZmZY9YF3am/wcBXS9Sw0ABi+AWzc3/W3sQw/OGiCILjigr8beslBc4NA++Y3v4lf/uVfxre+9S381E/9FNNtcTPe3yMDqkQiEZw/fx4HDhyo/gJyHMfUQQLulDgSQpgcGKiD58T6iqJgbm4O09PT6OvrwwMPPIAbN24gHne+4aRXHLSdnR3s7u5ie3sbx48frxsyDQSR+X6hrq/stkbTizP988TCHTHnRXFmhFawcaQzd4vTHR5EyXhMQTMiWQI57r0L9PwYgRpiu91+EWhexy/vQ5viaEQmk2E+pPqv//qvcf36dXzzm9/Ez/3czzHdFrcTCDSfMTQ0VDew1w0OFsu0JyfWr1QqmJ+fRzqdRiwWw4ULFzA0NFQVyL2Spujkutoh09FoFEePHsXJkydrnhMIM/8g/YJx71mjvjNKqECgev/aqyU02MRIqLEc1pxYJjVlqXbCEQLSxk04nt1pEYD3Q0L8Imx6xUHLZrN16cXdkMvlkEwmq/+fnp7GjRs3MDg4iKNHj+JTn/oUFhcX8fWvfx3AXlnj008/jT/4gz/Aww8/jJWVFQBALBazdLv8gvf3yICWNBpW7RT0gMGqzJKub0eUrrbnLxwO4+zZs3X9fqwcTBZpinRdOx00oyHTt27dqitnDISZv6he5Ju8/g7dds3aEmd6g86mgBAr4XT6NCQB6NBRo69v9Fon+tD05Y1+xusOmtcFJqVXhKbVDtprr72G9773vdX/f/KTnwQAPP3003juueewvLyMubm56tf/9E//FIqi4BOf+AQ+8YlPVB+nzw+oJRBoPoPjuDoHjbVA43meaZklz/PgOA6KoiASMYgM6wBVVbG0tIRUKgVBEKo9f0YllCx64Fiua5eDJssy0uk05ubmMDw8XJOEqQ0JCYZM+w9D90xzmNOX5YUK5lIy6gJCfEQzR63t79UkcdKIdpIctbhlQLYT0GOVlwWa10NOgDs383rFQdNH7HfDE088UXe9qUUvul544QXL1u4FvL9HBrSEtUAD2Cc5WrU+jW+ntv6pU6cwNjbWtLetl+aR2bGufsj05cuX68oh6JqBa+Y/qsEgAAR5L7VRKBNUDPqHxGLzMAm/9J81xcBR49T2hJrVTplYdK7M0SvQKgMvCxw/OE/0XOWH96GqatMI/Uwmg+PHjzu4VQHdEAg0n2EkFFjPIQPc0QfXzWdACMHq6mp1rtzJkydx+PBhUydXVuLU6yEh2vLRaDTadMi0IAj4v+7/XNdrBrgPXtmbYybIe8pDKNffsRWL7h9KzBq96NIHhACAYMLB0n6fSHbvcw/ljYNCEsvt/Vz2Tbc+bvCVNstWDTj0bwQrj7APCAECgcYaeo70uoNm5n1ks1nmISEB5vH2HhlgCtbiiG4DawetE7FCCMHGxgampqZQKpVw4sQJjI+Pt3VS7aWB0XTdbuL9tUOmeZ7HfffdFwyZ7lFK77vc1et7IRykFdqAED/NMquhjbFmh/6tVjRKkoR4PO54wnAg0NyBoijVNggvI8syeJ5vuj9ZXeIYYC+BQOsBQqEQ8vk2mwhs2AbWAq2d9Qkh2Nrawq1bt1AoFHD8+HFMTEx0dDJi1X/Hct1OhCEdMj01NQVZlnHy5EkcOXIkEGY9jBLlQQx+5bTljbzSvXsWyquA7gKtZcBHg6/LCecu9PQBIWYISYDSeJZtzfO6EXNGw7YNn1cClNutwbxC6kcp2Myrr74KAEgkEujr66v506xcrFtUVQXHcYFAY0yv9J8B7ojZDzCP9/fKgBoalTi6wUHzSonj9vY2pqamsLOzg2PHjuGuu+7q6gDOMqyDBmY4eXewkxJHKoYlScKJEyeCIdMBLd0zWtaoDQgxM8yYBojsCTDrSyNDkvH3JJyz4q0ZYtGcSAPaDwjplANT9cdIXgZUmzRSfHnvZ3Ht2jUUCgXkcjnkcjlsbW1hbm4OpVIJ0Wi0TrTFYjFLjqdeDwgB/JHiaEe6MwtaCTRCCLLZLAYHBx3cqoBuCARaD8DavQLYlziacZOy2Sympqawvb2NyclJXLx40ZI7qN2W/HWzLnWcnBRo7ZR07uzsYGpqCltbWzh27BguXboUDJkOALDnnlH4MoEavrMPt9tzFsoTQyfOaRqJN8uEWxsfSzhHUO5rvm5IgqFTSBMiO0UoAJVYd9+jXYhg3HfH8zwSiQQSiQRGR0erj8uyXBVtu7u72NjYgCRJ4DiuTrT19fW1fRPPDwKtUqnY6jI6Qa85aEGJo3fw/l4ZUINbHTTWIrGZQNzd3cXU1BQ2Nzdx9OhRnD9/HuFw2JG17YTeFXQ6CtmMgyZJEpLJJFZXV3H06FGcO3eu7jMPhFnvUv5vDwEAuAqpu6g2usg2QigRuECTmcJIuHEELQVUpxiVhZoJCGn2PfRBIYkVFUrM3PaLNsbrE775oO4P7Lte/fe3s39e/XcoFMKBAwdqSsJUVUU+n68Kt42NDczMzKBcLte4bf39/UgkEk3dNj9E1FcqFUSjJq1Yl+InB62ZWFYUBblcLihx9BCBQOsBWJcX0m0oFotM19eLpFwuh2QyibW1NUxMTODatWuWzUnTwjIkBHD+Lmez96sdMj02NobHH38csVjtrfRglllvU3rfZagCB14m1Vh86p4JRQJV03+mn38GACItYfT2tS+APZdLS7uCrZkwod/fLhHYDv1zzh8fh96SsXmm9rioFWsUrWjjeb4qwrSUy+WqaKPCTZKkmufTP4lEAqIo+sZB87q48YuDJstyywRHAIFA8xDe3ysDanCrg8a6xFEUxWpQSj6fRzKZxMrKCo4cOYJr167ZeheQVVgHbUB3WhwaOWjNhkxTggCQAADgZALoeskEEyWNQhkwW+NXFwBiUUCI3WgFm1XCqpVIC0nEkhJMt8xCU6JcWyWyrUQbAITDYQwODtb091C3bXd3F5IkYW1tDel0GrIsIxaLIRwOQ1EUrK+vo6+vD9Fo1HNJgn4QaH5y0JoJtEwmg1AohETCjzGu/iQQaD1AKBSCqqpM79i5ocSxXC7jzTffxNLSEsbGxnD16lXE43FH1mbhoAFs3DvtmpVKBbOzs0in0w2HTAfCLIBC3TOgPQdMLLQYUM34+qul4OuA8O4dkSF3KdYalTeG8u6ZL8dV6n/GnNq9U7rzvz+Kgb/8UVuvMRJtgDm3rVQqIZfLYWVlBfl8Hul0Gvl8HoIg1CRJ0jJJN4sHP4SE+MVBa1XiSPvPvO7a9hLe3ysDWkJ/aWVZtqWEzwwsyyyLxSLW1tawtbWFsbExQ/fGTliVOLJam+d5KIqCubk5U0OmA2EWQDFyz7RletryRl4m4BscUvxQ3tgOoRzpqmdNkEnN6AJTazZx1hIr5lNc96eUttc2A+E4cMRZgWnGbYtEIohEIpBlGaVSCQ888ABUVYUkSdUSSa3bFo/H68okI5GIK9y2wEFzD4qi1LULaMlkMnU3RwPcTSDQfIbRQZvneQiCwFygOe2glctlTE9PY25urnpiu3DhgqPbALAt73RaoNH5caVSCbOzs8GQ6QDTlP/bQyBirXsmlI3nYolFteq0+ZFO5psBd0ogmwk1w4CQMlBpo001km1/zmGv0sht+6Obn6u6GTzPo7+/H/39/dWvE0KqvW27u7s1rpsoioa9bU4LDb8EnbC6LrISMyWO+/fvd4WwDzBHINB8CMdx1blRFNZBIU6WOMqyjJmZGczMzGBwcBCXL19GuVzGO++848j6enrBQdMOmS6VSuB5HleuXKmbZUb/BLPMAhrBKwSVcOOLCLFYLw7MzD8zix3liE5DhZo2VbHlaySCcgNHzGwfmj7J0e0kltmVcP76ff933WNat43juKrbpq0+qFQqNW7bysoKcrkcKpUKYrFYTYlkX18fwuGwbRflgYPmHsyWOAZ4h0Cg9Qisg0Koi2TnTC5FUTA7O4vp6WkMDAzg0qVL1cSi7e1t5i6W0/PItGvbyfb2Nm7duoVcLocTJ05geHgYL7/8clWc0ZsFQWR+QCNorD5FKNMh1JqSxgoBX+n+grpVQEhL3KA/TH4M4ZyKcp+zDoe2b00skKZR+/tTe8fkTkos/YiZ3jZBEDAwMICBgYHqY4SQam+bVrjl83mEQiFDt80K58sPAs1PPWitUhwDgeYtvL9XBtRh5KC5QaABre/ydEKlUsHc3BzS6TQSiYRhvxPLoA763lmcCOxMcdQPmX7wwQer4xSoUwYEwiygOeoTDwBAtbzR1GvacMz0ASEhSefAtZngKLcpeFg7cu2INK2L1mlASHjH3OuEgvHjvGJc1moWjhAQn5Vxtept4zgO0WgU0WgUw8PD1cep20ZLJJeWlpDL5aCqasPeNrPQMnWvCzS/OGitYvYzmUwQse8xAoHWI/hRoKmqivn5eaTTaUQiEZw/fx7Dw8OGLpUTDl4jtPPInBZodgjTfD6PqakprK6uYmJiom7INH2/pVIJHzzwy5auHeA/lGjziyPhdkkjadNhEQu3hZjuZd0KplCuef9VuwLOClr1rFnhpBmVOVoVwd8ufAVQu7ymlvu8fVHejdtWLBarTtvOzg6WlpZQKBTq3Lb+/n7E43FDt43ehPO6uPGDg0YIMeWgacV7gPvx9l4ZYEgzgcIKjuMs2wZVVbG4uIhUKgVRFA2DKPSwdrE4joOiKI43I1vpoJkdMg3s/bwDcRbQCr17JpRUVCJ7F4OcQiAYBFo0Q8xXLO1H64Q6h+42ZgVSpwEhrQjnVFNzyJr1ogHdBYS4ZRaanzHjtsViMcRiMRw8eLD6uKIoNb1tWrdNG/9P/9DzrddDQvzgoKmqCkJISwft1KlTDm5VQLcEAq1HYO2gAd0HlRBCsLS0hGQyCZ7ncc899+DQoUOmHDF6AG51l8kuWJVYWtGD1u6Q6Z8f+EhX6wX0DqrI76UK3u4to+JMTzP3TCiZFwxdD6jugnAD583JHrHwLkG5XzcEvFz/vEbljSHJOvW4b6YMNdz6vfMyoFpbFd9zmHHbRFHEvn37aqLYCSEoFArVMslMJoOFhQUUi8VqJczMzExVtDVy29yMHxw0euM76EHzF97eKwNMEwqFkM/nmW5Dpw4aIQQrKytIJpNQVRUnT57E2NhYWycCOmqAdVCIl9bVD5l+6KGH6g7wQWR+QKeQxy82/JpQVBv2IfFlAjXGVUsYm848c9qs6WC9OuFGWpRJmtRInGr8RCORZiViUYUSdcdF+tB/7mLrXH/Dr0e3FBQHe/cyyIzbFo/HEY/H69y2jY0NvP3221AUBQsLC8jlcgBQ7W2jKZJ9fX2W951bBSHEF0En1AVsdk2UzWYxODjo4FYFdEvvHpl8jJGj5AYHrd2ofW10uyzLOH78OMbHxzu+Q8eyzJPV2oIgoFw2uEXeBFVVsbCwgFQqhUgkgvvvv7+udj0QZgHdoD7xAFTx9u+x5nAlGEToG1HtL9PBurzRKvR9bk73tbXTs6btQ4uvsQliArAnXDlg8M0coPn4Bt/YBQj5/9k78/ioynv/f84s2QNZyEKAbCQQ1iQIhCAFrdxSr/Vqve1LvdcWi7a3/ckmoBWv4NYWlLqgtqLXVrS91F28dbtarIJKvQQIW/aEELInZJsls53z/P6YnMM5Z86ZJZklmXner9e8IGfO8kwyM+d8zuf7fL7oWzhJdVPKZbx12+Li4qDT6VBUVATgstvGl0j29/fj4sWLsFgsiI6OdimRjIuLC3lPLv7mZTg4aO5eAyGEOmgTkIn9rqR4TTD7kKnhbYkjIQS9vb1oaGjA8PAw8vPzMWPGjDHf5YqEfmRKx+U47y56CSHo6OhAQ0MDGIbBnDlzkJGRQZtMU/wOwxLXs4/I8JHE6zucEexa3jETiTC37lkYIRZs9njpix7NnLVAu2hilKL2Jzf7dtPIW1LOGtWfOz2E/nlUpI0WJeG27aPL84zFblt6erqw3G63S+L/W1paYDKZAEBxblsw3Tb+mmiiO2ieEhwBmuI4EaECLQwZrw6aNy5SX18f6uvrYTQakZeXh+zsbL/d3Qqlgxaq8kpvhCEviOvq6mC321FQUICsrCyXJtOA012jTaYpY4F8qxREMxIwYOe8moekVXHMwg4vxJa4JHIs89eiDARstG8iLXqIhT1ubKpYZwlMCkrKGSOgNjSGAUjomlKHK7+99iUAL0mWiZ02wHntkZycLBEHhBCYzWZBtPX19aGlpQVWqxXR0dFITExEfHy8UCYZGxsbELeNL28MtZM3Vrx10KhAm1hQgRYhjDWgwx+4c/EGBgZQX1+PwcFB5ObmCj21/EmoSxzH4xw0eZNpJaeSr9OnjhllzCwrFv4rFmcaGwdO73p1rbOwl0shMbYSxlAGhASKKCMHEOJVZLzGx6//UDS59gTDEsX3QMoZZeeMMAwYkTBLPkddtEDjTYkkwzCIj49HfHw8MjIyhOVyt+3ChQuC2yZ32hISEsZ8jRAOCY6AZ4FmNBrhcDioQJtgUIEWhoxnB00+H0rc7DgnJwfFxcWSnlr+Pj4NCXFiMBhQV1eHvr4+VUFMhRnF3xCZCNPYnG6QWJxpHBw0o/iYuly4T4CAEJ8PoWIC6Y3Ozzgv1NQCQuREGVjYEn27QNWbOUUXzdv5Z/Gdl89DGttlka61O0tZfUVNnKkRKAeP4h5PgSSAstvGcZzEbevt7UVzczNsNhtiYmJcRJsvbls4JDgCngXawMAAANA5aBOMif/OpHiFXq8Hx3HgOC5kMbg6nU5IkjQYDGhoaEBPTw+ys7Ndmh0H6viRXuLoqck0AGGOGSGEijOK32AWLwABhPJGbxC7Z3IiZf6ZL+iNLBxjLEFU6+Pmfhup6HGX5CgWZWMl+Zxv4gwAJtUMYKiIXqiOB7xx2zQajSC+xNhsNonb1tvbC5PJBI1GIymPTEhIQHx8vKKACScHzd3cvcHBQUyaNCksxGgkQf9aYYiagwY4SwiC3SxZPAar1YpTp06hq6sL06dPx8qVKxETExOU40dyiaPFYkFTUxNaW1vdNpmmASCUQMHFej7daK2jbzTNsESaAulBAxBPd9lHnrbHj+MLOIV5VXygiLfJj+5cNHGZY/RQ8L6/NA6i2maBx60400CS5EiZWHjjtkVFRSElJUUSHS9327q7u9HU1AS73Y7Y2FgXty1UfVH9jafruv7+fkl/O8rEYOK/MymKMAwjBDsAl/uAhUqgmc1mdHR0oL+/H9OnT1cUCIEm1CmOVqs16MclhMBiseDIkSNeNZmmwowSCOTumcbGgou6XI6ntXr+XMqFm84s3cYXZ86jOBOhN7kfm98EnJ8r7/RGLujx/J5IbPHPd2BStcGnvyFl4jNWt81gMEiEm9lsBsMw0Gg0qK2tlQi3ieaqORwOxMfHqz7PR+xP9DCUSIMKtAgiFEEhYucmKSkJsbGxmD9/flDHwKPT6UIikvhj85OdgwHfZLqxsREcx6GsrIw2maaEBGbxAhCdBoydA4nWSsSZHHfumXZY5n67u9gYqy7x4TpGTcB5E9zhbxiZa8SLNKWAEK3t8sq+zkWTz0OL7bXDEau+vVLU/mhJqjYAABhCRi3SXMocy4uBo6f8MTxKkPHWbUtNTUVqaqqwjOM4ITFao9FI3Da+2bb4ER0dPW4Fjjdz0Oj8s4kHFWgRRDCDQqxWK5qamnDx4kWkpaVh+fLlcDgcOHnyZFCOr0So56AFw72TN5meM2cOqqqqJF/OVJhRggnDsiA6Pq1R+hnQWFmX4BAe8fwzrcUhdcjkCYw+uGfBgg/uEDMW0TaafmfOcXBgo8cQx2+cQLWCHEYlzofy4zDpqN9HQwkR3rptWq0WCQkJKCwsBOA8N/Jz2wwGA0wmE7q6umA2m4V1xY/4+Phx4bZRgRaeUIEWpshLHIHgNKu22Wxobm7GhQsXkJKSgmXLlmHSJGesMR/1GipCLdACeWy1JtNWq1UI/ODXI4TQXmaUoKApnQsuemTyukxDaTyUNWotofuuCBT+Fm2+HNfTcaIMbECF7ljKGzV2gNMDk2sN7p1TH1D6W1DCGyXhtufEfwr/ZxgG0dHRiI6OlrhtLMvCZDIJJZKdnZ3C9YzcbUtMTERUVFRQ3TZPAo32QJuYUIEWQQTSQXM4HGhubkZzczMmT56MJUuWuNyx4YMyQpUkGY4hIZ6aTPP/OhwOMAxDHTNK0NAuKFKeVkUuizOxe8bYOZCRu9EaCwsiCokYjw6Zv1AUbd7Mawti42VvYvt1w6zbMsexMrnWMLYdjDSrJnotGDuLuPMDMOclIabPAUsKvRSKVO5Z9GvF5WK3TavVYtKkScLNZsB57rVarZIkyc7OTpjNZuj1esUkyUBd93hKcRwYGKAhIRMQ+q0UpijdvQnEHDSHw4GWlhacP38eCQkJWLRokSRVSQz/BeJwOAIeqa9EqB00fws0b5pM8z9/f9JP/HpsCsUTRKdRdc/U0FhGhJuHBD/3O/EwLi/TG0OJeF7bWENINHanuBK7aOL5Z2J0JhYOhePpjCwcMgeOn4cW26t8TnEXtS8Znxex+4n1Q8Ao0z3lzaqVmNRkHtW+KeGLp7ltDMMgJiYGMTExmDJlirBc7ra1t7fDZDKBZVnFuW1jddsIIV45aEVFRaM+BiU0UIEWQfjTQWNZFhcvXkRTUxNiY2NRXFyM1NRUt180Go0GDMOETKCFOsXRX+KQNpmmjHc0pXPB2FnhjjEfCqKxseD0rgJAM+wQ5qn5Sji7a4BIrBEoiiceeUCI4r68KHUMBmPqhUaIX8ocicL7kEJxhzeBJGpum8ViEUTb0NAQ2tvbMTw8DL1erzi3zVu3jWVZEEI8CjTqoE08qEALU9R6ofGNokeLOIQiKioK8+fPR1pamld3gBiGCUmSJM9EL3GkTaYpEwHtnFnOSP3oyyU3fDiIWJwxDg6MYxQBFOM0SS2gjBhAuhGx5k6oeUJvZMFF+Wkel9m7v19827BqcqcYrZ2A1UvHllg/NKqxUSjBwJtAEoZhEBsbi9jYWKSlpQnLHQ6Hi9tmNBrBcRzi4+MV3TY5/DWNp5AQOgdt4kEFWgQxFgeN4zi0t7ejsbERGo1GCKHw1ZoPRlCJGqGcA8e7d4QQn39ntMk0ZaKgK8gHF6MDY2dBfEgOdOeehbtDNhp0JhYMIX5toq0d5oR9iwWgfsg/39fu2isEBC+aVfPz0CgUf+ON26bT6TB58mSJuyV22wwGAwYGBtDa2gqLxYKoqCgX0cZxHLRardvrCr4PGmViQQVamKLmoPkqjsTpgABQWFiIqVOnjrpmOtQuFuAsCQi2QNPpdIKA8jaW12634/z587hw4QJtMk2ZEBC9U5x5QmO1C4EgLvvwNP+MEGnCo+i7aLTzyxzx6hPsxyP8nCq+/NFXoaY0p2w028ibhfszKETjIEhoHARx8109ll5ocnSzC+CobfDLvigUJcbqtokDSVpbW2EymcBxzrsQVVVVim4bIQQDAwOq2QCU8QsVaBGEL+WFhBB0d3ejvr4eDofDJR0wGGPwN7ww8pR4FMhjsyzrUaDxTabPnz+PxMRExURMKswo4w3tnFlCkIO4vFGA46CxOi8m1MSZ4n7Nshs64q8gf12cm9S/kxwJ41+86U0sGJbAniA9pfMBIZJlKgEho0E7zIJ116DawiH60uji9RMaB0c7rFHhSE3wvBKFEgC8dduSkpJcepq2t7fjwoULiImJEdy2L7/8Es8//zwKCwsxZ84cREdHo7+/32OYiDccPnwYe/bswfHjx9HR0YF3330XN954o9ttPv/8c2zZsgXnzp3DjBkz8MADD+D2228f0zgiASrQIghvShz52Pb6+npYrVbk5+djxowZfnOcQlniyM+BC8XxvQlIkTeZVgpeocKMMh7R5ecCDhZE6zylMDbnZ4xEeT7FyMsbtebL31Eu7knwu3NAZxz/4o1h+aRGh4tIU8Odi6aW5hhSWOJdkqOPzaqjBmyjHhKFEii8dds0Gg1iYmKQn58vLJ8zZw4WLlyIU6dO4cyZM+jr68Mtt9wCAJg3bx6Ki4uFx8KFC32an2YymVBcXIx169bhpptu8rj++fPncd111+HnP/85/vu//xuHDh3CnXfeialTp2LNmjVeHzcSoQItTFErcXQn0C5duoT6+nqYTCbk5+cjOzvb63I8bwlliSMQ+IbRajAMo5oiSQhBZ2cn6uvrJU2m5cIMcIo42mSaMu7QakGiR04nCt89jNXuMTVPMzzy3TTKOPVQoCTe/C7afGx35otI4+Hnn40Xgume6frNcCTHBbWvHIUyWnjhxgs1JVcsOTkZ3/3ud/Hd734XXV1dKCwsxODgINrb23Hq1CmcPn0an3zyCfbs2YN58+bh448/9vr41157La699lqv19+3bx/y8vLwxBNPAHCKxy+//BJPPfUUFWgeoAItgtDr9eA4ziUko7+/H/X19RgaGkJeXh4WL148ZhtcjVCWOPLHD2UvNPGxPTWZFq9HI/Mp4xVd4UzlJwgBY3V+1sXiTF7eKAgzYEKJMzUCLdo89fSzr/BiAAAgAElEQVQCnCKNjfZ8c82Ti8Y7c0rrR1/y7DzFdphVg0HUova1CmWZfkPWrJpCmYi81rMPdrsdDMPAbre7vZE+ODiI6OhoJCQkoKioCEVFRbj55puF5222wDrIR48exerVqyXL1qxZg82bNwf0uOEAFWhhipqDBjjDJ6KjozE4OIj6+nr09/cjNzcXpaWlAZ+bpdPpYLFYAnoMT8cPVS808bHFTabV3EoqzCjjHV1+LgC4dc/U0FjtbgMgXDeQ/Sw71nhuQB0Up02G1sp6JdLG6p55mocmRi3JUSzWYpsHRha6eW/4sRcaFWqUicI7g38UbrITQmA0GtHT04Pk5GRBaPHTKfhrwP7+fiQlJakGuwW6J21nZycyMjIkyzIyMjA0NITh4WGXRGrKZahAC2MYhhFK4wDnB1er1WJgYABtbW24dOkSsrOzsXDhwqA1jtbr9TAajUE5lhKhdtCMRiMuXLjgsck07WVGGe/o8nMBrRZgWTAO58U075QxdlY1Ol9j9TKoKMhJq8FGLtpGK9jkLpew3MFB5+AkCZVKASEMS0D86Fz6M8kRABiOG/N7gTCMV84jTXKkjEfeHXpZqKzhp0rwCc/Tpk1Dbm4uNBqNZI46T1VV1ahTtymhhQq0CMJoNIIQgsrKSmRnZ2PlypWIjo4O6hhCPQctVMc3m82wWCyora1FdnY25s+f7/K7p8KMMiFgNNDlZQO8Ex0lFRZycSaINosDcNPvLBzKG8eCvwSby35Ndr+2EfA2oj+2w+zzvgX3LMjo2vvgyKIx5JTxx6b/WYvPPvtMiM/XarXo6emBXq/HkiVLMGnSJMn6vDizWq145pln8Nhjj2H+/PmhGDoAIDMzE11dXZJlXV1dmDRpEnXPPEAFWhjDO2hmsxkNDQ3o7OyERqNBUVERpk+fHpIxRdocNKvVisbGRrS2tkKv12PmzJkoKCiQrEOTGSkTAsYprnRZmU5xpjDvQalcjLGE7obMREZntAsBIYEsh+R7yslFHC8Y2VjXywRv5p/xeNug2p/x/5d3Co/NqgEAsTH+PzaFMgbeM74CwHl9MDw8jIGBAVy4cAFGoxE6nQ5WqxWVlZVITEzEl19+idjYWCxevBjz5s3DiRMnsGHDBhBC8Omnn2LFihUhc9HKy8vx4YcfSpZ9+umnKC8vD8l4JhJUoIUxw8PDqK+vR3t7OzIzM7FixQqcOXMm6E2axYQyZh8IXoqjuMl0amoqysvL0djYKJlnRoUZZcLAiL4zdNrL4ixKQTiwnOCUMVYHiE6lIbUP30Mai0wQeJxv5nyejQtO6Xag4cXSaIWazmQH5yFF05/ohn2f1xVzcdBzqaVC1L4/m1VTKOMBXpzxDA4Ooq6uDpMnT0ZJSQliY2Nht9thNBphMBjQ0NCAI0eO4Pz58wCc1xYLFizAj370IwDA0NAQJk+e7JexGY1GNDRcLgM+f/48KisrkZKSguzsbGzfvh1tbW149dVXAQA///nP8dxzz+Hee+/FunXr8Nlnn+GNN97ABx984JfxhDNUoIUxNTU1IIRg+fLlSEhwNuH0phdaIBkPJY6BTC1y12Saf+1UmFEmDCJhxmi10E7LBBwj7pnNrizQ4BRmAFTFmeI24jRHjSzTY5QX4Fqz+886Gz+xBJze4Hw9noQa43C1jXRmOxxx6tuNpRRSHhSiHxhdc+pQomvvA2KCW/JPoYiRC7Ph4WFUV1fDYDCgqKhI0n5Hr9cjOTkZycnJePrpp/H+++9j27ZtmD17Nq699lr09vYKUfrt7e3Iy8tDcXExHnnkESxYsGDUY6yoqMDVV18t/LxlyxYAwNq1a7F//350dHSgpaVFeD4vLw8ffPAB7r77buzduxfTp0/HSy+9RCP2vYAKtDCmpKREEhICjI8SQ7vdDkJISCx3nU4Hs9n3uRGe8KbJtEajgcPhoMmMlPGPTJgBgDYt1SnOoqMuizPbyHeJilCToDD/jHfGQhUIojWpC7jxLN7G6qj5gnbY4VLmqLHYwcWoH5uxObxqUs4Tc9HZ90wSWMJx7pMc3eFjs2oKJZTIhRnHcWhpaUFTUxMyMzOxYMEC1YTtjo4ObNmyBUeOHMFjjz2GO+64w6VKqre3F6dOncKpU6fG7KRdddVVLteVYvbv36+4zcmTJ8d03EiECrQwRqPRuETKh9pB0+v1gnvk7ybY3uDvmH1xk2kAbptMa7VabC151G/HplD8joIwA0bEGX/St6l8f9jsivPSXA4xbAO0mlCm3nuFkngLqmjzoh2YbtAG1geRJnfRtCrzA5XaAvDoB8fWJkU8J21M8878FLUvhyY5UoKJUjljVVUVCCEoLS1FcnKy4nYsy+KPf/wjHnzwQXz3u99FVVUVMjMzFdedMmUKrrnmGlxzzTV+Hz8lcFCBFsao9UILhIPkLXykvMPhCJlA80eJJW0yTQkrGOn7lhdnmvg4MHGxl8UZ/50id8wURJu4vJGx2gD7KC0N+feYl/PPAoGa4xYM4aYWE6/lwzy8FGruSh39kfgY1W1yWeYuKCSqfRDQun9vjDVqX9vW4/wPHz9OCEhGqvO/4l5oFistc6QEBbkwczgcaGhoQFtbG3Jzc5GXl6eaF1BVVYUNGzago6MDf/7zn3HdddfRKP0whAq0CCPUIR0ajQYajUZolh1s/CHQaJNpSlih4JoxWi2YmGinOGNZp0BzOAAfGtkzVpGYcXNx7XLhPQFL00LutsEp1Hxx09TQmVzFtlKZ43hHe7HH7fNM1yVBpMnRpafB0XPJ+QMJQLokJaKRi7Pu7m7U1NQgLi4Oy5YtQ3x8vOJ2FosFjz/+OJ555hn87Gc/w6OPPorExMRgDJkSAibWNy7FJ9QctFCWOPJjCGWz6NEe22AwoK6uTmgyvWjRIpe6cNrLjDJhkAszwgGEc4qzKL3T1WBZpyhTEmfykBDxTQp3ZcQe3JJwIeCiTaFBtdZoBxfj6lRp7FKRoTPbQTS+33EXlzfK56HJg0K8Iap90OcxeIPgmHmAae8B0kb6n8XGAMOXXx+j1YI4QnuupIQXcmHG90bt6+vDrFmzkJWVpXjdRgjBkSNHsHHjRsTHx+Pzzz/HkiVLqGsW5lCBFmGEOiSEH0OoBNpoji3uIzdjxgzVJtM0mZEyIZCXM2oYQZhBp3P+q9eB0emc5YL854UXXXyCoxxxOmoIypcnAnLRpirYvJh/5u4YYxGCWpNNsT2Bdtjz96a4vNGnoBCWE4S7JChEcV3XqH1hjF4KMzCMcw6bVgP09F0WaQDQPwgybIEmNgasUXSjgTpplDEgFmeEELS2tqKhoQFTpkzB8uXLVSuK+vr6sGPHDrz55pvYuXMn7r77btXAEEp4QQVahDEeHLRQikRfBJq4yTTfRy4uLk6yDhVmlAmDkjCDKAxEpwOj0QBaLRidDsThAMNfCCiVKIrdM3eOmQ9zhxirDSTWjbgI4fyzQOC1YBvFfj3tS2O2g3MTux9INDYWuq5Bvwp5r8SZRnN5HpqYnj4g4fJ3OzPSuJoZcdSok0YZLXLXzGg0oqqqClarFQsWLMCUKVMUt+M4Dm+//TbuvfdeFBcX49SpU5g5c2YwhkwZJ1CBFsaM1xLHUDtovKBSm4Cr1GRaXudNhRllQiEuZxSVtvGuGQhxijOdDkyUXl2ciS+oxXPMxP3OfLnottqlaY4axpnyKAzQd0FG4iZuyIMg2AgBG3/5dagFhHja12gFn9as7KIFHS+j9r12ztxABobAJE0SSh3JsMX5WbBapTc3qJNG8QK5MGNZVriumDFjBmbOnKkalHbhwgXcfffdOHHiBJ588kn827/9m+r1CiV8oQItwtDr9eA4zq1ACcYYQinQAGdiUlSU9AKEZVmh94i8yTQPFWaUCYUn10yrdQozwCnUABD+s+kYccWi/PQ9YbE6S8rE94cY/38HMWb3TZInioDTmi6/Ds5LscTInEytyea2zNAXF01rGAaJlq4rnoem63OWNxK98kWnOMlR1+WfuWea1u7R90rj0WqcJZZKOBxgoqMBq/NvQfzYooUSvsjFWV9fH6qqqqDX67F06VLVYA+Hw4Hnn38ev/rVr/Cv//qvqKqqUnXYKOEPFWhhjJqDBiBkKYpAaEscNRoNGIaRCDSO49DW1oaGhgbVJtN8LzOO43BDwtqQjJ1C8RoVYQaIxBmjcQYhcByYqKiRQBDnKYHht+fLGG12p0um1QJ2uyDmAEjdMzFWm28lh/LQigCVM6oJuHEj3BTcMs2IWON4V00hIMQXGJX+Z+4adwMAY7W7iDS36/vYsNrtvmRR+5qxumb8PDT+R53O6aJFO88LfJkjoeKM4iVyYWaz2VBXV4fu7m4UFBRgxowZqiEgp06dwvr162EwGPDuu+/immuuoSEgEQ4VaGEOwzCSru+hjrkHQlviyDCMcHxvmkwDNDKfMsFwV84ofl6rcYozrfayOGM5ZzgIjzwMxNONFQd72XnzYZzjASXhNm5E2wgak/WySPPTNmouWqDKHCXuGcteLokVBYV4YkziTG0e2gjEahNEGo+4aTsVahQl5CEgHR0dqKurw+TJk1FeXo7Y2FjF7UwmE37961/jxRdfxKZNm7Bjxw6Xue6UyIQKtAgk1PPQ9Ho9TCbXZqbBQqPRoLe3F2fPnoXVakVBQQGmTZtGm0xTJjZuXDMwGhCOiEobRxLz+J810jIvwrKSi1KJS6aTnTbEIk78GZLf/Z2A8frjwm2TOWoakxVgiU9CbTTCTozWMKy+b4sdGrN7501Y1+aduHGX5Kjp7PVqH2OBM46cn1gOTHQ0iNUKRqsFZ/PudVIih9d7X5Dc7DabzaiurobRaMScOXOQnp6u6podOnQImzZtQnp6Oo4ePYri4uJgDp0yzqECLcyRO2hA6AVaKEsc+/v7Ybfb0djYiIKCAtUm0/w8ve9P+klIxkmheI2KEyURZBCLMWdpF6PTCW4APw9NvMxlfyOfWcFhs9sjNk5/PLhtctEln38GAIydVV1fsi+z8vfxaFw0xs6qz0PrHXHPRvm+URRnXgaJuGVkHpo4vZR/vxObHYQbOYfynzUaFBLxPPr1VhgMBhw5cgR6vR6JiYngOA6Dg4NIT0/HsmXLVKuUuru7sX37dnz44Yd49NFHcdddd6kGhlAiFyrQIpBQhnQAoSlxNBgMqK+vx6VLl6DX61FYWIjp06dL1qFNpikTEvHForz5tPj/hBMujCXijE9rZJjLy8QlXYQDRhodMzqdepmjLxfJclEZpPlngcQvos2btEbR/DOXuWleoDb/TC0pUitzx3ydhzZmRgQY03XJ/3932Tw0F3jhptUKrjItcaSIyxlZlkVHRweamprAsizi4uLQ09ODnp4exMfH4/XXX8eUKVOwaNEiLF68GB9//DHuv/9+rFixAmfOnEF2dnYIXwllPDPxak4oYybUDlowBaLZbMbp06dx9OhRxMTEYOXKlUhMTJS4irwwY1kWNySspeKMMvFgNK7ijHDOBtQjjaih1QIcATgidc5Y1qWPGXE4hIcq7u74yr9fxOWNFqszFU/8sMgewxbnY4LDmK2SR6DQmLzbt7v1JO0NfDn2gPtydcbmfA8J7tkoYLouOf8zinYDiri5mUCGlcs5Ga3W2Q+NumcRy3vGVyTizOFwoL6+HrW1tZg+fTpWrVqF5cuX49vf/jaWLVuGvLw86HQ6fP755/iP//gP5Obm4q677sLMmTNRWlqKEydOoLm52aXKyZ/s2rULS5YsQWJiItLT03HjjTeitrbW43ZvvvkmioqKEBMTgwULFuDDDz+UPE8Iwc6dOzF16lTExsZi9erVwnx+in+gAi3MUap9DmWJYbCOb7VaUVVVhS+//BIAsGLFCsydOxfR0dGSkBBemP1L/I+pMKNMPOTCTMMIgozRakdSGolzHb5MS6u53PeMhy9bdDikF8EiYcXI556JEQs5fp6OzXb5IRZfvsALNU+PCYLPgs2HCzev54H5KBQZkxe/X3mYjHwfNpnQF98QkPzfVfwwPf2ejz8GOIMR3KABnNEEzmBwLjOZnaWNNjuIw/ngbDaXzxslcpAnNHZ3d+Prr7+G0WjEsmXLkJ+fL8xjZxgG8fHxyMjIwK9//Wt85zvfwfDwMNatW4e33noLN998M5qamrBz504UFhYiOTkZq1atQnV1td/H/cUXX+Cuu+7CP/7xD3z66aew2+34zne+4zYH4Ouvv8att96KO+64AydPnsSNN96IG2+8EWfPnhXWefzxx/HMM89g3759+OabbxAfH481a9bAYpk438fjHcYH5R44iU8JGA6HA6zs7jj/JTBnzpxQDAlDQ0P4v//7P6xevdrv+5Y3mS4sLHTpOXLmzBlER0cjPz+fijLKxMVDKIjwX97pEpU4ipe7BIJI/q8s0AjfHwoQAhSkg2GU/w+4uhe+lq35sv5IVPpEgcTK5nspnZ8VIvYZUSoh3zNNPP9Msq7VAU5WeikWbfIxMCYLSIxrSSNf5ig4aFHSdcTz0Ji+Idd2DB7ec0TLKIsztb+/DyW23IDMzeNEv9MRh4y4W0ZdtIhBLswsFgtqamowMDCAWbNmYerUqaohIMeOHcOGDRvAsiz27duHb33rWy7r8jeTT506heuvvx6pqakBfT09PT1IT0/HF198gZUrVyquc/PNN8NkMuH9998Xli1btgwlJSXYt28fCCHIysrC1q1bsW3bNgDA4OAgMjIysH//ftxyyy0BfQ1hgscTGZ2DFuao9UIzm80hGI0TsYPlrz4f4ibTCQkJbptM63Q6bCl+xC/HpVCCjjthJn5+xEUTLiblYTgK881cLpTtDpflxGYHNIzQH8p1fONofpiauzYehRshgqumOnfNi/5nGrNNNaSDsY6UG5qtLiJtNHgqb5TgYNV75inAdPcpv5cIGfV7jBscUn5Cw0hFGpyfK0k4yEjJMCUykAszQghaW1tRX1+P9PR0LF++XOilKmdoaAgPP/wwXn31Vdx777247777VANDoqOjUVpaitLSUr+/BiUGB503J1JSUlTXOXr0KLZs2SJZtmbNGhw8eBAAcP78eXR2dkpusk+ePBllZWU4evQoFWh+ggq0CCTUISF8s2yWZaFzVzblBfIm0wsXLsSUKVNok2lK+CILBRHf6Rfmm0FBePFOulKy48hyIio9ZjiZoOPL2GSC0MU9mwiMc+HGmK2CezaadEh3SYoetx22CS4aX97IWOwuLhpj9a5MnelTEUXuuOTfskZVYSaGF2m8GINUpBGOFhFFCnJxZjAYUF1dDZvNhuLiYlWXixCCDz74AFu2bMHMmTNRUVERskolJTiOw+bNm3HllVdi/vz5qut1dnYiIyNDsiwjIwOdnZ3C8/wytXUoY4cKtDBHzUEL9Rw0wFmOOFqBJm8yXVRUhMzMTNpkmhI5qDSk5uP1+QtKRsOoijNJIp2oTE7VVfM4Jg9pjMEsbxwNSsItxKLNo6umtp1IaCkxVheNGTRJyxptdpcyR7dImlSL/t/Td/kmgC9umULcvqow85TeKBJpks8IjdkPa+TCjGVZNDU1oaWlBdnZ2cjPz1eNw+/o6MC2bdvwxRdfYPfu3bjzzjtdequGmrvuugtnz54V5uZTxjdUoEUgoQ4JYRgGWq12VC4eIQS9vb2or6+nTaYpkYlCSIHERROLMHn5o+hiU3J5KroI9soRG3HTmHHiOAWUcSLaGKNzHCRWKqrE888EHCPlq16INK+Pr+CiuV3fzgKDBqlo8lTm2Dfg3c69EG5euWZyRKWOhGWVXTMqzsISuTi7dOkSqqurodfrsXTpUpe57Dwsy+Lll1/Gzp07sWbNGpw7dw5Tp04NxpB9Yv369Xj//fdx+PBhlxZDcjIzM9HV1SVZ1tXVhczMTOF5fpn4tXZ1daGkpMTPI49cqEALc8ajg8aPwVeBNjAwgLq6OhgMBuTn57ttMk17mVHCFpW+Z84fL5c4KpY/8og/N0oT3PnPJsNIRB0jvxEiT2UUP+/inrm/oGbkwjPatwbJQcXfos2HtEZm2Ooi0tyv7xRp/Pwzb7eBkvCbAHgtzFRcNOIQlfmOvGcJR6gwC1Pkwsxms6Gurg7d3d0oKCjAjBkzVOfKV1VVYePGjWhra8Of/vQnfO973/PbvHp/QQjBhg0b8O677+Lzzz9HXl6ex23Ky8tx6NAhbN68WVj26aefory8HACQl5eHzMxMHDp0SBBkQ0ND+Oabb/CLX/wiMC8kAqECLQIJ9Rw0wDcXT9xkOjc3F6WlpcI8Nh4+AITjOCrMKOGPt0EhSs+LxRnLStfVMO57n0l26qF8caxY3cTGx4w94MLv+FO0eRBszPBI2aOXQs2tOLNaAZUAA9X9DY6Eg8jLGsU/Dzoj65VKDxURu2cc8bnMkTMYvRi5FGKzgYmKArGpv9doY+rwRSzOCCHo6OhAXV0dkpKSsHz5csTEKH9+LRYL9uzZg7179+JnP/sZHn30UVWHLdTcddddOHDgAN577z0kJiYKc8QmT56M2NhYAMCPf/xjTJs2Dbt27QIAbNq0CatWrcITTzyB6667Dq+99hoqKirw4osvAnDe+N+8eTN+9atfobCwEHl5edixYweysrJw4403huaFhiFUoEUger0eLMuC47iQ1UjzSY7uMJvNaGhoQGdnJ6ZPn46VK1e6JCFRYUaJSLwMCpE/L5mPNvKcKrKLYrl7FlLU+qmNN+EmF23+LI3kWDAms+s+HQqCQk0kqSVxAk6BLHMxfS1z9MjI3DMyEnvv4qJ6yWjEGY+aOKPCLHyRu2Ymkwk1NTUwmUyYO3cu0tPTFbcjhODLL7/Exo0bERsbi7///e9YunTpuHPNxDz//PMAgKuuukqy/OWXX8btt98OAGhpaZFcCy5fvhwHDhzAAw88gPvvvx+FhYU4ePCgJFjk3nvvhclkws9+9jMMDAxgxYoV+Pjjj1VFLcV3aB+0CMAqOwlzHIdPPvkEV199tWr0a6A5fvw40tLSkJ2d7fKc1WpFY2MjWltbkZmZiYKCAsTFxUnWocKMQsHYnDT5xbDLtqJ5aZ7CPTw+72N5o7+JiXaKuvEm4HhxJT8Py39WmgvFiQSEWKQpCTTejZSLOfG5QXwu4IWlUpmpccQ946sYlIJBDMbLzc8B1/eHaB4aEYkrRubmip5wPQZkwsyHi2TVFhGgwiyckQszjuPQ3NyM8+fPY9q0aSgoKFANLuvv78eOHTvwxhtvYMeOHdiyZYtLJQ+F4gO0DxrFaUeLhbhGo4FGo4Hdbg+ZQFMqcbTb7WhubkZzczNSU1NRXl7uUjZAhRmFIsKdU6YizoQLUEbmurGSlSG+J0dY2fwbN2IOABiV/kAhg3fc5M6bWLCFQsANWy6LsbG4a8MW77b3dj0eBRfNBXmZo5KbpeLgkUGD5L1ECHdZpHkoc3RxzbwohaTCLHKRi7OBgQFUVVWBYRhcccUVLn1TeTiOwzvvvIN7770XCxYsQGVlJQoKCoIxZEqEQwVahBLqoBBxiaO8yfTixYuRnJwsWZ/2MqNQ3CATY06hJg73YEBcBJh3+3LBgzgDpGVjEvctSu97HHsgkQu2ULpsvGtFiGcRxSmICX57b+/qy8XKKOaiucXhkLpoaoiFmJeMar4ZFWcRiVyY2e12NDQ0oL29Hfn5+cjJyVGd6tHS0oK7774bFRUVeOKJJ3DbbbeNu+h8SvhCBVoEIHfQgNALNL1eD5vNhosXL7ptMg3QyHwKxSOi5EY5PpU9Bhq+2bVN+t0jL+BjREKBWK2SnwOO0vy2QIk2tSkGvNjy1VVzsM6HeDt52Io7F81qdS2nFLtofHkjANjtl8UgL7q9FU4OFsRk9m5dER6FmYqLpibOhLmbtL9ZWCIPAenu7kZNTQ0SEhJQXl7uMnWCx+FwYN++fXj00Ufx/e9/H1VVVUhLSwvWsCkUAFSgRSyhTHIkhGB4eBjd3d3o6+ujTaYpFH+g4ny5DRABFJw1Vr0XmhfumXRIo7vbLL+gFos0PnkvqARTtIkZtjjLA0fS1nzazp24G7b47Fp5xObhhp+ozJEYTdL3jshFUytz9KdrptjfDJA0qKZMXDb/9XawLIuvv/4aiYmJiI2NRV9fH0wmE2bPno2pU6cqBnsQQnD69GmsX78eg4ODeOedd7B69epxHQJCCV+oQIsAlL5cQtGsWtxk2mw2IzY2FsuXL1dsMs1xHDiOw/cn/SSoY6RQJiyEc1ue6NEpE22rVPLlMk9NDW/K2kaBcLHNMNISylDNdwuEaFN11Iad//oi1NyJNLtdeW4Z/5rkv1Orzbk/eZNpkYtGzE5HTCLuFcocCe/CeRmfDwCc2LnzBCHuY/PVxJnzSe+PQxl38I4ZIQQWiwUGgwGtra3o7OyEVqsFy7JoaGhAV1cXOjs70dXVhSVLlqCoqAgWiwW/+c1v8MILL2Djxo3YsWMH4uPjQ/yKKJEMLaaNUIJd4jgwMIBjx47h9OnTmDp1KubMmQOdTicRZ7xjxrIsbkhYS8UZheIrhFN+wMOFqT9TFB0O4UFstssPuwPEPkbXXmW+m/wRMixW6WOsyJtFDw8DZpXSQKX0Rneuk7s+c2ooHcMHyJBB/UnR+5OMvGc5s9lrccb/3UclzkSfE8rERFzOyDAMHA4Hzp8/D7PZjEWLFuHb3/42rrrqKixYsACpqaloaGjAU089heXLlyMjIwNz587FgQMHcM899+CHP/whtGpVBH7m8OHDuP7665GVlQWGYXDw4EG3699+++1gGMblMW/ePGGdhx56yOX5oqKiQL8Uip+hDlqEEiyBJm4ynZOTIzSZ7unpEUosaTIjhRJAxM6YqkiTXnjLSxz9OU9NTaQxev+djtQu0kNeGil22LxvcaO8X3+UWKqlNNpsUhdNqQk3j90OIjqXEJb16KJdXlndRePUhKgblP7u1DELb+QhICzLorGxERcvXkROTuV6i0AAACAASURBVA7y8vIEsaXX65GcnIzk5GRs2LABt9xyC375y1+ioqIC5eXlSElJweHDh/HMM8/AYDBgzpw5KC0txZo1a/Dv//7vARm/yWRCcXEx1q1bh5tuusnj+nv37sXu3buFnx0OB4qLi/HDH/5Qst68efPwt7/9TfhZrX0AZfxC/2IRgFKJo16vh3kUJ0Bv8dRkmi+x5DgOLMtSt4xCCRQeSh8VN2HVEyBV56e5w4vju3PXGL3Opz5XqsdQuIAPqmgTCTZCODDipq7eCDbxOvy+PAk1udhSuzHnrePnYF1LHb1AKG1Ua5otXtc0UtLpxY2BUTtmlAmPXJz19vaipqYGUVFRKCsrQ0JCguJ2HMfhwIED2L59O5YvX45Dhw4hJydHeJ4QgpaWFlRWVqKyshJ9fX0Bew3XXnstrr32Wq/Xnzx5MiZPniz8fPDgQfT39+MnP5FeQ+l0OmRmZvptnJTgQwVahBKokBCr1YqmpiZcvHgRmZmZWLFihWKTaa1WC5vNhn+J/7Hfx0ChUGS4uyD1cd6ap0jyUQk4DyiJN8ZPUf2hEG18CR+xXHamXJIq5eWNapiGlV0w8fe7XKSJGSl1JA4HGPFddn4bd+4ZAMILO610DqP4fcANDqm/L8QuGkdAxMdzE8FP55lFLnJhZrPZUFtbi97eXhQUFGD69OmqwR4NDQ3YtGkTampqsG/fPvzgBz9wWZdhGOTk5CAnJwc33HBDwF6HP/jDH/6A1atXSwQmANTX1yMrKwsxMTEoLy/Hrl27kJ2dHaJRUkYDFWgRgJqD5s8SR1+bTP9bxv/z27EpFMoYcBPRP6rdKQo45zJG57/+Z0QlNdAfwi0kok2UOOhzWwGvGkrbVF1IvkRRSaS5LAMEF4144bpxSnH6ao2rlcSggkijrllkIhdmhBC0t7ejrq4OKSkpKC8vR0yMcjCOzWbDs88+i927d+O2227DO++849JvdaLR3t6Ojz76CAcOHJAsLysrw/79+zF79mx0dHTg4Ycfxre+9S2cPXvW5bqMMn6hAi1C8VeKI20yTaGEAV5E9EtXH125IXHYXfuw+dlxUxJuE020kZF+ZIxYdCmVQLIi0cGHfrgRasRuB+NtI2sARM1dU4LlXFw0sYBzmZsmE2mK4kxpTCrijAqz8EYuzkwmE6qrq2E2mzFv3jykp6crbkcIQUVFBTZs2ACHw4EPP/wQK1euDIvo/FdeeQVJSUm48cYbJcvFJZMLFy5EWVkZcnJy8MYbb+COO+4I9jApo4QKtAggEA4ax3Foa2tDQ0MDoqKiaJNpCmUiI76I9Wa+2GiFm8K+1Uom/SncxpNoI94IhpHfLy+QGE/umBirTSKUXI7vQaR5JcYAZ6Np+d9IJtLkISAuIg0A4VsIAOrvPY44xb3SOGg5Y1gjF2Ycx+H8+fNobm7GtGnTUFJSohqAMTQ0hEceeQT79+/Hvffei+3bt0vmwk9kCCH44x//iB/96EeI8vCdk5SUhFmzZqGhoSFIo6P4AyrQIpTRzkEjhKCrqwt1dXUAQJtMUyjhhtpF7ViF2xiCSiT78pNwC4hoI8SlObLP5YpKu7XaACJz1Fh18UGsNhdRR0Tf92KRRhRu1BGHw2X/isKNZV1FGr++F46YRJwBLoE2xGEHo9OrizOWVX9fUXE24ZGLs/7+flRXV4NhGCxevFgSliGGEIIPPvgAW7duRV5eHioqKjB37txgDDlofPHFF2hoaPDKETMajWhsbMSPfvSjIIyM4i+oQIsA1Bw0lmXBcZxLo2glCCG4dOkS6urqYLVaUVBQgGnTpqk2mSaEUHFGoYQTYxZu7qP8vR6GUhPtcSza5IINnvanJHKJ944aL8SURJpkPV6Y2ezKY1IQX7xIk7wm+XosJ3UWVVw0l9+LsIKrSHNZRfweoEIs7JALM7vdjvr6enR0dGDmzJnIzs5WvW7p6OjAtm3b8MUXX2D37t248847vbrGCRVGo1HibJ0/fx6VlZVISUlBdnY2tm/fjra2Nrz66quS7f7whz+grKwM8+fPd9nntm3bcP311yMnJwft7e148MEHodVqceuttwb89VD8BxVoEYp+5O6p3W73aPkPDAygrq4OBoMB+fn5yM7OdmniSHuZUSgRitIFsjeizY8O2bgQbd72NZPvbxQCkFhtAMt6dOd4kUbMw8rHsqmINH65gkjjzGa3v1th3pm43FUm0rhhi9tyWLeOGSWsEYszvmKntrYWiYmJKC8vd0mF5mFZFvv378fOnTvxT//0Tzh37hymTp0arGGPmoqKClx99dXCz1u2bAEArF27Fvv370dHRwdaWlok2wwODuLtt9/G3r17FffZ2tqKW2+9FZcuXUJaWhpWrFiBf/zjH0hLSwvcC6H4HYZ43yxzDF01KaHGZrNB/rf+5JNPsHz5ctVeIfIm03l5eYKw46HCjEKheMUYUiL9JbYC0QJA2Lc/Gm1H6V0dNMVwEFGfOplII0ql62JhoyTE5M+Jl8tvxo24Yy6/S61CqqNchDGMRPCqiTQlIUbFWXgjd82Gh4dRU1ODwcFBzJ49W3EqBU91dTU2btyIixcv4rnnnsP1118fFiEglLDG4xuUOmgRjFpQiKcm0wAVZhQKxUfGUiLpJ4csoE6bUq82H0WbWODwYSPEZnMbPMKXChJR3zRJCIj8NfNumVKbAqVlIhfNbbz98LDr31IWkS93IwlHJCKNG/kdipdRYRbeKIWAXLx4EY2NjcjIyMDy5ctVQzAsFgt++9vf4umnn8add96Jjz76CJMmTQrGsCmUgEMFWoTAMIyLgyYXaN42mabCjEKh+A0/lkj6S7SNdl8u+5aJNl8EG7HZLs89412rqChXwQWpOHMe10NS47BF9fUpJS2CZV1+T4rryeaPScfkKmAJy4Io/Pp54UbFWXgjF2dDQ0OoqqoCy7IoKSlBSkqK4naEEHz11VfYuHEjoqOj8dlnn6GsrIy6ZpSwggq0CIZPcnQ4HEJsLd/sUanJNEB7mVEolCAQpvPaJCKFcBJnTC6yFLe32YQSSE9ij3fj1NZTjLwfec2K4kupYTQf+CEJBZGFfPDPyf5+bsUX4RSFGyU8kAszlmXR2NiIixcvCtMp5PPcefr7+7Fjxw688cYbeOCBB7B161aXqRcUSjhA56BFCA6HA6zshFhRUQGNRoP+/n4kJCRg1qxZLk2mARqZT6FQxikTdV6bkgCVR9grnZuVEh6Vep7JIvLFIk1NeLoTpBJhKRdpCmWJIwtcwz5G/l6q4owmMoY9jx+/H4mJiZg0aRLi4uJw6dIl1NTUICYmBnPmzFGdE89xHN59913cc889WLBgAZ5//nkUFBQEefQUit+gc9AornAch/b2dvT19UGn09Em0xQKZWIySqcNCOG8NjURIg738KJRtMt2brYRRJSSm8aXL8rdNLsDxO5QdtIAQMNIhJt8PpnHeHyXJ6k4C2debXsGBoMBBoMBra2tMBgM4EZc46SkJGRmZgoVPfLG0y0tLdiyZQuOHTuGJ554Arfddtu4js6nUPwBFWgRAj8HraurC/X19SCEICUlBXFxcS7Rq7wwI4Tg+5N+EqIRUygUyigYT6JtZCyMzscSLLFY44+v2B9N9Fr5bdw0biY2m6xnGSv9v4JjJi93lAgv2bE4uwMavU45hVGliTkVZuGNuJxx8uTJIISgra0NdXV1SE1NRVpaGiwWC7q7u9HY2IgDBw7gyJEjKCoqwvz582E2m/GnP/0J3//+91FVVUWj4ikRAy1xjBB6e3tx5swZWK1WzJw5E9OnT0dTUxPMZjMWLlwIQNpkmuM43DR5XYhHTaFQKAEiGOWRKuLDV9HHixvJdir79npdrVYxcES8D4UnlJczGhdRxrtpqvtytz9KWCCfa2Y0GlFdXQ2LxYKioiLFm8Otra346quvcOTIERw7dgznz5+H2WzG9OnTUVpaipKSEpSWlqK0tBQ5OTkBDQY5fPgw9uzZg+PHj6OjowPvvvsubrzxRtX1P//8c0lPM56Ojg5kZmYKP//ud7/Dnj170NnZieLiYjz77LNYunRpQF4DZdxCSxwpThiGQWZmJnJycoTJtzqdDg6HQ5LMyHEcGIaBRqNx+XIFQANCKBRKeBDo2H834sNFzHgp2MTbKfUQE4shfl3VXmMq/cyEY8h/D24FoQ+OmYf9USY+StH5fBAZL7TkZYyA8zolNTUVZ8+exeuvv44NGzZg586dsNvtOHXqFE6ePImTJ0/i4MGDqKqqwnXXXYf33nsvYK/DZDKhuLgY69atw0033eT1drW1tZK4//T0dOH/r7/+OrZs2YJ9+/ahrKwMTz/9NNasWYPa2lrJehQKddAiBI7jXHqetbW14eLFi1i8eLEgzPiHHEIIOjs70djYCI1Gg4KCAqSlpYFhGCraKBRKeDNKt01NHHncTlxS6KG0UQjy8HI9QF0gKs4RYzQe3TqVJ33aFyU8kIuzvr4+VFdXQ6vVYu7cuap9yggh+Oyzz7Bp0yZMmTIF+/btw6JFi1SPY7FY0NfXh6ysLL+OXw2GYbx20Pr7+5GUlKS4TllZGZYsWYLnnnsOgPPabMaMGdiwYQPuu+++gIydMi6hDhrFFd4xi46OxsDAAI4cOYJJkyZJHnxjSEIILl26hIaGBthsNsycORNTp06VTNClThuFQglrRhv7LxMw3go2iVDy4GS5XVdtPYXn5CEf8u3kz41qThkVZ2GL/DrAbrejvr4enZ2dyM/PR3Z2tmqwR09PD+6//3789a9/xSOPPIL169crOmxiYmJigibOfKWkpARWqxXz58/HQw89hCuvvBIAYLPZcPz4cWzfvl1YV6PRYPXq1Th69GiohksZp1CBFiHwISHieWaTJ0/GVVddBYPBgKGhIQwNDaG9vR3Dw8OIiYlBbGwsLBYLbDYbcnNzJeWRnqCijUKhhDWjEG1Koka1BFFYV3lul9djUjm+JHFxZLn8eUnJJD+3Tbbcl+NTwg/5uZ4PI6utrUViYiLKy8sRGxuruC3HcfjLX/6C7du3Y9myZTh9+jRyc3ODMOrAMHXqVOzbtw+LFy+G1WrFSy+9hKuuugrffPMNFi1ahN7eXrAsi4yMDMl2GRkZqKmpCdGoKeMVKtAihJMnT6KrqwsLFy5EYmIitFqtMNcsJSUFKSkpwrr9/f2or6/HwMAA4uLioNfr0djYiPb2donLlpiY6FODSCraKBRKWOMH0ebJZVMTWZ7WkR/H0xwxtZJJSQNp/rVRYRaRyM/pw8PDqK6uhsFgwOzZs5GRkaEa4tHY2IhNmzahuroav//97/GDH/xgwkfnz549G7NnzxZ+Xr58ORobG/HUU0/hT3/6UwhHRpmIUIEWIXz11Vd4/PHH0dbWhoKCAiEFadGiRSgpKUF8fDwaGhqwY8cOAMBDDz2E4uJiREdHA3Ba87zTNjg4iIsXL8JisSAuLs5FtHkqTRBDRRuFQglr5OLFG8Em3sZd2aIfhNiYoMIsIlEKAWlpaUFTUxMyMzOxYMEC1Zu3NpsNzz77LHbv3o3bbrsNb7/9NpKTk4Mx7JCwdOlSfPnllwCAKVOmQKvVoqurS7JOV1eXJOWRQgGoQIsYNmzYgPXr16OjowMVFRWoqKjAkSNH8PTTT6O7uxsZGRno6+vDFVdcgZ///OfIzs4W5qEBQFRUFFJTU5Gamioss9lsQmlkf38/Lly4AKvVivj4eBfR5m1pJEBFG4VCCWPcuWxKz3kp8HwRdl6NTbw9FWKUEeTn58HBQVRXV4NlWZSWlqqKLUIIKioqsGHDBthsNnz44YdYuXJlQGPyxwOVlZWYOnUqAOd11BVXXIFDhw4JYSMcx+HQoUNYv359KIdJGYfQFMcIxmg04sknn8SePXtQWFiIpUuXorm5GcePH0d/fz/mzp0rcdrmz5+P6Ohot1+oVqtVEG38w2azISEhQSLaEhISfBJtSlDRRqFQIh5vygyp2KKMEbkwczgcaGxsRGtrK3Jzc5GXl6daomgwGPDII4/g5Zdfxj333IPt27cjJiYmGMMeE0ajEQ0NDQCA0tJSPPnkk7j66quRkpKC7OxsbN++HW1tbXj11VcBAE8//TTy8vIwb948WCwWvPTSS3j22WfxySef4JprrgHgjNlfu3YtXnjhBSxduhRPP/003njjDdTU1LjMTaOENTTFkaLM73//ezz88MOYOXMm3n//faxatUp4ji9XOHbsGCoqKvD+++/jkUcegdFoFETbokWLsGjRIsybNw96vV4QbdHR0UhLSxMaUBJCJKKtp6cHjY2NcDgcik6bLzXo1GmjUCgRjzeCi4oyyihROs/29PSgpqYGMTExWLZsGeLj4xW3JYTgww8/xNatW5GTk4OKigrMnTs30EP2GxUVFZLG01u2bAEArF27Fvv370dHRwdaWlqE5202G7Zu3Yq2tjbExcVh4cKF+Nvf/ibZx80334yenh7s3LkTnZ2dKCkpwccff0zFGcUF6qBFKDt27MDixYvxL//yL16VGHAch6amJkG0HT9+HJWVlbBYLJg/f75EtBUVFUGn06nulxACi8Xi4rSxLKvotI1l4jAVbBQKhUKh+I5cnFmtVtTW1uLSpUsoLCzEtGnTVM/znZ2d2LZtG/7+979j165d+OlPfzrmqhkKJYzweOFNBRpl1LAsi/r6ekG0nThxApWVlWBZFgsXLpSUR86aNctteAghBMPDwxgaGpLE/nMc5yLa4uPjRy3a+vv7cfuMzaN9yRQKhUKhhDVK0fmtra1oaGhAamoqZs+eLQSIyWFZFq+88gp27NiB1atXY+/eveO2XxmFEkKoQKMEF4fDgZqaGiGIhBdtWq0WxcXFKCkpEURbQUGB2ztqhBCYzWZBrPHCjRCCxMREF9Hmzgnka8n7+vqQm5uL7OxsiWCkThuFQqFQIh25ODMajaiqqoLVasWcOXMwZcoU1W2rq6uxadMmtLS04Nlnn/W6QodCiUCoQKOEFkII7HY7qqqqcPz4cRw7dgwnTpzA6dOnER0djZKSEpSUlAjlke4mGvP7E4s2/gFAItgmTZqEuLg4WK1WNDU1oaOjA9OmTUN+fr4kndIdVLRRKBQKJRKQCzOWZXH+/HlcuHABM2bMwMyZM1VvqFosFjzxxBN46qmncOedd+JXv/oVJk2aFIxhUygTFSrQKOMPQghsNhvOnDkjzGc7fvw4zp49i/j4eElp5KJFizBjxgyPos1kMkkEm8FgACEEhBDExcVh+vTpmDJlCuLi4sZ0R4+KNgqFQqGEE9s+ulMI6kpMTATLsmhoaIBOp8PcuXNVxRYhBF999RU2btyI6OhovPDCCygrK6OuGYXiGSrQKBMDPjjk1KlTgmg7ceIEzp07h+TkZJSWlkqctqysLEXRZrFYcO7cOQwNDSE2NhZTpkyB3W4XRJtWq3Vx2mJiYqhoo1AoFEpE8Z7xFdhsNhgMBhgMBgwODqKvrw8OhwNarRZJSUnCdIK+vj7MmjVLcNH6+/uxc+dOvP766/jP//xPbN261evqFAqFQgUaZQLDlzNWVlZKnLaamhqkpaVJnLbi4mJ8+OGH2L17NxYvXoznnnsOU6ZMkQgvjuNgNBolTpvRaIROp3OZ00ZFG4VCoVDCEaUQkM7OTtTW1mLy5MkoLCyEw+EQ5n13dnbipptuQlRUlJDe+NVXX2H27NnYv38/5syZE9TxHz58GHv27MHx48fR0dGBd999V2j8rMQ777yD559/HpWVlbBarZg3bx4eeughrFmzRljnoYcewsMPPyzZbvbs2aipqQnY66BENFSgUcILQgiMRiNOnDghiLYjR46go6MDiYmJWLp0KZYsWYLFixejtLTURaTJYVnWRbSZTCbodDoXp81Tk25PUNFGoVAolFAiF2dmsxk1NTUwGAwoKipCenq64nnOYrHg008/xR/+8Ae0tLSA4zh0dHTAbrdjwYIFWLRokXDTtLi4OKCNqD/66CN89dVXuOKKK3DTTTd5FGibN29GVlYWrr76aiQlJeHll1/Gb3/7W3zzzTcoLS0F4BRob731Fv72t78J2+l0OrehKBTKGKACjRK+nD59Gr/85S9x9OhRbNq0CWVlZThz5oxQHtnY2IicnBxJaWRJSQmSk5M9ijb+ziH/r9FoRFRUlKJoGwtUtFEoFAol0MiFGcdxuHDhApqamjB16lQUFhZCr9crbutwOPDiiy/ikUcewQ033IAnnngC6enp4DgODQ0NOHnyJE6cOIGTJ0/i5MmT+J//+R+Ul5cH42WBYRiPAk2JefPm4eabb8bOnTsBOAXawYMHUVlZGYhhUihyPAo09cZUFMo4ZtOmTXjxxRfxi1/8An/+85+RmpoKAPjnf/5nAE6nrb+/X0iOPH78OF5++WU0NzcjLy9PEkJSUlKCSZMmCaKNr71PSkoSjicWbUNDQ+jq6oLJZEJ0dLSLaPOlDl9+0gSoaKNQKBSK/5CfZwYHB1FVVQVCCBYtWoTk5GTF7QghOHv2LNavX4++vj68+eab+M53viOcKzUaDWbNmoVZs2bh5ptvFrYZ73AcB4PBgJSUFMny+vp6ZGVlISYmBuXl5di1axeys7NDNEpKpEMdNMqE5P3338f8+fORm5vr9TaEEPT09AilkXyftra2NhQUFLjMaUtISHDrtIlr9PmH2WxGTEyMi2hTuzPpLVS0USgUCsUX5MLM4XCgoaEBbW1tyMvLQ25urmpCstlsxq5du/D8889j/fr1ePDBBxEfHx+MYfvEaBy0xx9/HLt370ZNTQ3S09MBOMsmjUYjZs+ejY6ODjz88MNoa2vD2bNnkZiYGKjhUyIXWuJIobiDEIKOjg6hsTYfRNLT04PZs2cLoo2vq4+NjXUr2ux2u4toGx4eRmxsrESwJSYmjkq0DQ4Oor6+HkajEU997+WxvHQKhUKhhCFKlRnd3d2oqalBXFwc5syZoyq2CCH4+9//jo0bNyI1NRUvvPACSktLx210vq8C7cCBA/jpT3+K9957D6tXr1Zdb2BgADk5OXjyySdxxx13+Gu4FAoPFWgUiq8QQtDa2opjx44JLtvx48fR39+POXPmSJy2BQsWeAwP4WP+xQ+LxeIi2iZNmgSdTrnqeHh4GA0NDeju7kZ2djZyc3MVBR512igUCiVykYszi8WC2tpaISY/KytL9XzV29uL7du3469//SsefvhhbNiwQfWcNF7wRaC99tprWLduHd58801cd911HtdfsmQJVq9ejV27dvljqBSKGCrQKBR/wHEcWlpaBNHGB5EYjUbMnTtXMqdt3rx50Ov1bkWbzWZzEW1WqxVxcXEucf+tra1oaWlBRkYGCgoKfE7HoqKNQqFQwhul6PzW1lY0NDRgypQpmD17tur8aI7j8Nprr+G+++5DWVkZfve73/k0fSCUeCvQ/vKXv2DdunV47bXXcMMNN3jcr9FoRHZ2Nh566CFs3LjRX8OlUHioQKNQAgXHcWhqapKItsrKSlgsFsyfP18i2oqKiqDT6dyKNqvVKhFs/f39YFkWGo0GKSkpSE1NFcoj+Waho4WKNgqFQgkP5OLMYDCguroaNpsNRUVFbqPiGxsbsXnzZpw7dw579+7FD3/4Q9V5aeMFo9GIhoYGAEBpaSmefPJJXH311UhJSUF2dja2b9+OtrY2vPrqqwCcZY1r167F3r17cdNNNwn7iY2NxeTJkwEA27Ztw/XXX4+cnBy0t7fjwQcfRGVlJaqqqpCWlhb8F0kJd6hAo1CCCcuyqK+vl5RHVlZWgmVZLFiwQCiPvOKKKzBr1iyX8hGO43Dw4EGkp6dDo9EgNzcXOp1OiPwfHByEw+FAfHy8xGlLSEigoo1CoVAiCLkwY1kW58+fx4ULF5CdnY38/HzV84Ldbsezzz6L3bt349Zbb8Vjjz3mkmo4Xvn8889x9dVXuyxfu3Yt9u/fj9tvvx3Nzc34/PPPAQBXXXUVvvjiC9X1AeCWW27B4cOHcenSJaSlpWHFihX49a9/jZkzZwbypVAiFyrQKJRQ43A4UFNTIwSR8KJNo9GguLhYEG0AsHfvXly8eBFvvfUWysrKXO5kEkJcnLahoSE4HA4kJCS4iLax3gmloo1CoVDGF0ohIJcuXUJ1dTX0ej3mzp2rmjxICMHx48exfv162Gw27Nu3D6tWrRq3ISAUSphCBVq48bvf/Q579uxBZ2cniouL8eyzz2Lp0qWq67/55pvYsWMHmpubUVhYiMcee0zoFQY4v6wffPBB/Nd//RcGBgZw5ZVX4vnnn0dhYWEwXk5EQgiB3W5HVVUVjh8/jkOHDuF///d/MTg4iPnz5yMpKQnFxcVCeWReXp5boUUIgcVicRFtLMsiMTFRItri4+OpaKNQKJQJilyc2Ww21NXVobu7GwUFBZgxY4aq2DIYDHj00Ufxxz/+Edu2bcP999/v85xmCoXiF6hACydef/11/PjHP8a+fftQVlaGp59+Gm+++SZqa2uFXh5ivv76a6xcuRK7du3C9773PRw4cACPPfYYTpw4gfnz5wMAHnvsMezatQuvvPIK8vLysGPHDpw5cwZVVVX0izvA9Pf34ze/+Q2ee+453HLLLdixYwf6+vokcf9nz55FfHy8JDmytLQU2dnZHkXb8PCwi2gjhLiItri4OCraKBQKZRyjFALS0dGBuro6JCUloaioSPWcTQjBRx99hC1btiA7OxsvvPAC5s2bF4xhUygUZahACyfKysqwZMkSPPfccwCc85VmzJiBDRs24L777nNZ/+abb4bJZML7778vLFu2bBlKSkqwb98+EEKQlZWFrVu3Ytu2bQCcfbYyMjKwf/9+3HLLLcF5YRFITU0NrrzySixatAi//e1vUVxc7LIO74ydPn1aItrOnTuHpKQkiWhbtGgRsrKyPIo2s9ksEWwGg0FRtMXHx4+55IWKNgqFQhk7cnFmNptRXV0No9GI4zR4IAAAIABJREFUoqIipKenq35fd3Z24p577sFnn32GXbt24ac//emY5ytTKJQxQwVauGCz2RAXF4e33npLEie7du1aDAwM4L333nPZJjs7G1u2bMHmzZuFZQ8++CAOHjyIU6dOoampCTNnzsTJkydRUlIirLNq1SqUlJRg7969gX1REQzHcTh8+LDPtf+8yKqsrJSItpqaGqSlpbmItoyMDLf7J4TAZDK5iDaGYRSdNiraKBQKJTjIhRnHcbhw4QKampqQlZWFgoICxX6Y/LqvvPIKHnjgAVxzzTV45plnkJWVFYxhUygUz3i8mBrfHQgpAr29vWBZFhkZGZLlGRkZqKmpUdyms7NTcf3Ozk7heX6Z2jqUwKDRaHDVVVf5vB3DMIiPj8eVV16JK6+8EoBTZBmNRpw4cUIQbW+//Tbq6+uRlZUliDZeuE2ZMkUQWgzDICEhAQkJCcLJm+M4iWi7ePEiDAYDNBqNi2iLjY31SbQdNOxHT08P6urqoNVqsfuf9vn8O6BQKJRw5/5D/w/V1dXCd67D4UBtbS0A4IorrkBSUpLqtjU1Ndi0aROam5vx8ssv44YbbqAhIBTKBIMKNAplgsO7XatWrcKqVasAOEXb4OAgTpw4gWPHjuHEiRP4y1/+goaGBmRnZ6OkpERw2UpLS5GcnCycwHkhlpiYiGnTpgG4LNoGBwcxNDSE5uZmGI1GaLVaiWDjm2srXQwYDAbU1tbCaDSioKAAWVlZeM9Y7rIeddkoFEqkctCwXyhFNxgM6OjoQE1NDQghiIqKQmpqKgwGAwBAq9VK0hqtViueeOIJPPn/27vvsKiu/H/g72Fg6FV6BxFE2sAgCGTXEiKa6tcUzS8bITF1Y0E0Go2Cxl7WJYpRYjTofpOgJorfrAkxkqAxogszIB0BQQQZRKQN3Zn7+4OHu16GIirVz+t5fBIu517ORRzue845n7N7NxYuXIgzZ85AT09vuG6FEPIIKKCNEsbGxuDz+aiqquIcr6qqgrm5eY/nmJub99m+679VVVWwsLDgtLl/yiMZfXg8HgwMDDBjxgzMmDEDQGdoq62thVgsRmpqKsRiMeLi4lBaWgoHBwfO1EihUAg9Pb0eQ1sXhUIBmUzGjrSVlJRAJpNBVVWVE9jU1dVx8+ZNVFVVwdbWFl5eXr1OywF6LiFNoY0QMpbd/7qnra0NbW1t8Pl8SKVSGBgYwMHBAffu3UNjYyOqq6shFovx5ptvwsbGBq6urrCxscEvv/wCHR0dJCUlYcqUKUM6anbhwgXs3LkTYrEYlZWVOHXqFGc5Rk+Sk5MRERGBnJwc2NjYYO3atQgLC+O0GWjlakLGClqDNor4+/vDz88Pe/fuBdD5gGxra4tFixb1WiSkubkZP/74I3ssMDAQnp6enCIhK1aswPLlywEADQ0NMDU1pSIhTwiGYVBdXc1Ojezap62iogJOTk6cqZFeXl7Q0dHp85e+XC5nQ1t9fT1qamrQ3t4OFRUV6Ovrw9DQEHp6etDV1X3kKqEU2gghY0H3N6VaW1uRn5+Puro6ODs7w8LCQul1V6FQoLS0FOfPn0dCQgKKiopQW1uL+vp6jB8/nn2zrWuWhImJyaDew88//4w///wTIpEIc+fO7TeglZSUwN3dHR988AHeeecdJCUlITw8HGfOnEFISAiAgVeuJmQUoSIhY8mxY8cQGhqK2NhY+Pn5ITo6GsePH0d+fj7MzMywYMECWFlZYevWrQA6y+xPnToV27Ztw3PPPYf4+Hhs2bJFqcz+tm3bOGX2MzMzqcz+E6yrfHPXxtpisRgSiQS3b9+Gs7MzJ7R5enoqFQ9RKBT417/+BVtbW2hpaWH8+PFQVVXlFCJpamqCQCBQmh6prq7+SH2n0EYIGS16Kp1/8+ZNFBUVwdTUFM7OzhAIBD2eq1AocPr0aaxYsQKTJk3C/v374ezsjOrqaqSnp0MikbB/iouLce7cOTz99NNDcVvg8Xj9BrRVq1bhzJkzyM7OZo/Nnz8fdXV1SExMBDDwytWEjCJUJGQsmTdvHqqrqxEZGQmpVAqhUIjExES2yEdZWRmnzHpgYCC+/fZbrF27FmvWrMGECROQkJDAhjMAWLlyJZqamvDee++hrq4OTz31FBITEwctnA1kusLBgwdx9OhR9gVcJBJhy5YtnPZhYWE4coT7Sy4kJIR9gScDx+PxYGlpiRdffBEvvvgigM4Hh/Lycja0JSUlYceOHaitrYWrqysb2lRVVbF//37cvn0b3377Lfz8/Njwdv+i9q6pOl2BTSqVorm5Gerq6kqhrbcHlJ7Q9EhCyGjQ/bWqsbERubm56OjogJeXF8aNG9fruTdv3sTy5ctx+fJl7Nq1CwsWLGB/95uYmGDmzJmYOXMm276+vn7EveGakpKC4OBgzrGQkBC26nR7ezvEYjFWr17Nfl5FRQXBwcFISUkZ0r4SMhxoBI0MmYFOV3jjjTcQFBSEwMBAaGhoYPv27Th16hRycnLY4hVhYWGoqqrC119/zZ6nrq4OQ0PDIbuvJ5VCoUBZWRlSU1ORlJSEU6dOoaamBq6urlBTU4OXlxc7xWbSpEkQCAR9To/s6OjghLaGhga0tLRAQ0NDKbT1tYbtQVBoI4QMh+7BTC6X4/r16ygrK4OtrS0cHR173afs3r17+PLLL/HZZ5/hxRdfxO7du0fkVL8HGUFzdnbGW2+9xQlgP/30E5577jk0NzejtrYWVlZWuHTpEgIC/ltMauXKlTh//jyuXLkyqPdAyCCjETQycuzevRvvvvsu3nrrLQDAgQMHcObMGRw+fLjH6QrffPMN5+OvvvoKP/zwA5KSkrBgwQL2uLq6eq+FUsjgUVFRwbhx45Ceno6jR4/itddew8aNG9HW1obU1FSkpaXhhx9+wLp169Da2gp3d3d2aqS3tzdcXV2hqqrKhjY1NTUYGRnByMiI/RodHR2cwFZRUYGWlhZoampyApuuru6AQhuNtBFChlJPrzk1NTXIy8uDQCCAn58fpwhTd1lZWVi8eDHu3LmD48ePIyQkhErnEzKGUUAjQ+JxTFdobm5GR0cH5wEe6KwEZWpqCkNDQ8yYMQObNm3qc3oIeTxu374NT09PODs7448//oBIJGI/5+TkhNdffx1A5zvEhYWFbGj77rvvsHLlSsjlcnh4eLDTI0UiEZydnaGq+t+XJTU1NYwbN47z99ne3s6OtNXX1+PmzZtobW2FlpaWUmi7/1r9odBGCBkM3V9b2tvbce3aNVRXV8PJyQnW1ta9hq3m5mZs27YNX3zxBT766CNERUVBR0dnKLo9qHqrMt21vyafzx9w5WpCxhIKaGRIPMxG292tWrUKlpaWnHnrs2bNwty5c+Hg4IDi4mKsWbMGs2fPRkpKSq/TRMjjYWpqiu+//x5BQUF9vpPL5/MxceJETJw4EW+++SaAztCWn5/PhrYjR45g2bJlUFFRgZeXF6cQiZOTE+fvsmsvoO6hrWuUrba2Fjdu3EBbWxu0tbWVQttAfi4otBFCHlZPRUBu3bqFwsJCGBoaIiAgoNe1YQzDIDk5GUuWLIGhoSH++OMP+Pj4jJlRs4CAAPz000+cY7/++is7nVEgEEAkEiEpKYmdKqlQKJCUlIRFixYNeX8JGWoU0MiosG3bNsTHxyM5OZnzC+3+rQA8PDzg6emJ8ePHIzk5ecgqVj3JnnrqqYc6j8/nw83NDW5ubggLCwPDMOjo6EBeXh7S0tKQmpqK2NhYZGZmQl1dHUKhEEKhkA1tjo6OnII4AoEAxsbGMDY2Zo+1tbWxoa2mpgYlJSVob2+Hjo4OJ7Tp6OgMOLS1t7ejuLgYt27dgo2NDT722fxQ3wdCyNjUPZw1NTUhLy8Pzc3NmDRpUp9rx+7cuYNPP/0UCQkJ2LBhA5YsWTKg2QDDQSaToaioiP24pKQEGRkZMDIygq2tLVavXo2KigocPXoUAPDBBx8gJiYGK1euxNtvv43ffvsNx48fx5kzZ9hrREREIDQ0FL6+vmzl6qamJnaZBCFj2cj+F0/GjIfZaLvLrl27sG3bNpw7dw6enp59tnV0dISxsTGKiooooI0iPB4PAoEAXl5e8PLywsKFC8EwDNrb25GVlcWW+9+zZw+ys7Ohra0Nb29vCIVCthCJra0tJ7Spq6vDxMSE3f+HYRhOaKuurkZxcTHu3bvX40jb/dfqolAoUF5ejuLiYhgYGGDKlCnQ1tamkTZCCADlYNa1X1lJSQmsrKwgFAp7DVsKhQLHjh3DJ598gsmTJyMzMxMODg5D0e1HlpaWhunTp7MfR0REAABCQ0MRFxeHyspKlJWVsZ93cHDAmTNnsGzZMnz++eewtrbGV199xe6BBvRfuZqQsYyqOJIhM9CNtgFgx44d2Lx5M3755RdMmTKl369RXl4OW1tbJCQksCXiydjBMAxaW1uRmZnJhjaxWIycnBwYGBhwpkb6+PjA0tKyx6DV/Xr3FyJpaGiAXC5XGmlra2tDYWEhgM4KZPeP1j0oCm2EjE09vUlTV1eH3Nxc8Hg8TJo0Cfr6+r2ef/36dYSHhyM7OxvR0dF47bXX+nztIoSMarRRNRk5BrrR9vbt2xEZGYlvv/0WQUFB7HV0dHSgo6MDmUyGDRs24OWXX4a5uTmKi4uxcuVKNDY2Iisr65E3PSajA8MwaG5uRkZGBie05efnw8TEhBPavL29YW5u3uc6DoZh0NLSwoa1uro6NDQ0gGEYaGhoYNy4cdDX14eenh60tbUf+SGKQhsho1v3cNbR0YGioiLcunULjo6OsLOz6/V1oqOjAzExMdi6dStef/11bN++XakQFumftbU11qxZg7///e/ssUuXLiE4OBh5eXmws7Mbxt4RooQCGhlZYmJi2I2qhUIh9uzZA39/fwDAtGnTYG9vj7i4OACAvb09bty4oXSNqKgorF+/Hi0tLZgzZw7S09NRV1cHS0tLzJw5Exs3bqQpEE84hmEgk8kgkUg4oa2wsBAWFhZKoc3ExEQptNXU1OD333+HoaEhLCwsYGlpyQlujY2NYBgGurq6nJE2bW3tR17IT6GNkJGvpyIgt2/fRn5+PnR0dODq6gotLa0ez2UYBhKJBIsWLUJraytiY2MxderUMVMEZKi9/PLL0NPTY/dEZRgG/v7+eOaZZ7B5M60RJiMOBTRCHqd9+/axAdPLywt79+6Fn59fj23j4uKUFjOrq6ujtbWV/ZhhGERFReHgwYOoq6tDUFAQ9u/fjwkTJgzqfTyJGIZBfX09JBIJUlNTIZFIIJFIUFRUBFtbW3Y9m6enJzIyMrBnzx4IhULEx8f3uD9R18hd9+mRPB5PKbRpaWlRaCNkDOkezlpaWpCfn4/6+nq4uLj0OVLf2NiITZs24dChQ1i+fDk+/fTTXqs5kgezc+dOHDlyBNnZ2QCAo0ePYtWqVSgsLBwT2xKQMYcCGiGPy7Fjx7BgwQIcOHAA/v7+iI6OxokTJ1BQUNBjRa64uDgsXboUBQUF7DEej8cZ3du+fTu2bt2KI0eOwMHBAevWrUNWVhZyc3PpF/YQYBgGtbW1EIvFSE1NxS+//ILLly9DQ0MDzs7OsLGxgUgkgo+PD4RCIfT09PoMWgqFQim0NTY2gsfjcQJb114/FNoIGV16GjUrKytDcXExzMzMMGHCBAgEgh7PZRgGiYmJiIiIgLW1NWJjY+Hu7j4U3R7z/vjjD0ybNg319fXg8XhwcXHBhg0bsHDhwuHuGiE9oYBGyOPi7++PyZMnIyYmBkDnw7iNjQ0WL17cY5GTuLg4hIeHo66ursfrMQwDS0tLLF++HCtWrAAA1NfXw8zMDHFxcZwtBMjgKisrw6pVq/Dvf/8bq1evxt/+9jfk5OQgLS0NaWlpkEgkqKiogJOTE6d6pFAohI6OTr+hrampSSm08fl8pdCmoaFBoY2QEerwjd3Q1dVlA1hDQwPy8vLQ0dGBSZMm9bl2TCqVYuXKlTh37hy2bNmC999/n/bqfIyam5uhr6+PpKQknDt3Dj/++CPEYjEVWiEjVb+/6KnMPiEPoL29HWKxGKtXr2aPqaioIDg4GCkpKb2eJ5PJYGdnB4VCAR8fH2zZsgVubm4AOveJkUqlnI239fX14e/vj5SUFApoQ+T7779HaGgoXnnlFRQUFMDS0hIAYGtri9mzZwPoDNOVlZVsYLt48SL27NmDqqoquLi4cNa0eXp6cqY0qqioQFdXF7q6urCysgLQGdpkMhkb2EpKSiCTyaCqqqo0PXKgoY1K/hPyeEVnrWfDWEtLCzQ0NKCiooKWlhaYmprC09MTmpqaPZ6rUChw9OhRfPrpp5gxYways7NhbW09xHcw9mlpacHDwwM//PADDh48iJ9++onCGRnVKKAR8gDu3LkDuVyuVHzEzMwM+fn5PZ7j4uKCw4cPw9PTE/X19di1axcCAwORk5MDa2trSKVS9hrdr9n1OTL4Jk+ejN9++40tVtMTHo8HS0tLvPjii+z2DQzDoLy8nA1tSUlJ2LFjB2pra+Hq6soJbR4eHlBXV+eEtq4A1kUul3NC2/Xr19HU1ARVVVWlkbb7r/UgKLQRMnA9/buRSqXsa76RkREaGxtx8eJFqKur48KFC6ivr4dIJEJAQABaW1uxdOlSlJSU4PDhw5gzZ86wFAEZyNrpadOm4fz580rHn332WXYT6bCwMBw5wv3ehISEIDEx8fF3fgCmTJmCvXv34qWXXsK0adOGtS+EPCoKaIQMkoCAAAQEBLAfBwYGwtXVFbGxsdi4ceMw9ozcz87O7qFKMPN4PNjY2MDGxgb/8z//A6Dz3fKysjKkpqYiLS0NZ86cwcaNGyGTyTBp0iROaHNzc4NAIGAf2Ph8PvT19Tl7JcnlcjQ2NnI215bJZBAIBD2GtoE4LTsChUKBmzdv4vr16zAyMkJk0O4Bfx8IGYu6h7O2tjZcu3YNd+7cgZOTE6ytrdl/ux0dHWhsbEReXh4kEgl+/PFHlJeXQ01NDRYWFvh//+//QUVFBRUVFbCyshrSkHbs2DFERERw1k6HhIT0unb65MmTaG9vZz+uqamBl5cXXn31VU67WbNmsRUTAYyIbW28vLygpqaGnTt3DndXCHlktAaNkAfQ3t4OLS0tfP/995gzZw57PDQ0FHV1dTh9+vQDXefVV1+FqqoqvvvuO1y/fh3jx49Heno6hEIh22bq1KkQCoX4/PPPH/t9kKGnUChw/fp1NrSJxWJkZGSgpaUF7u7unI21XV1doaqq2ucDXPfQ1tDQgKamJqirqyuFtt6KFQCdD15dBWxcXFwwbtw4pTY0ykaeND0VAbl16xauXbsGIyMjuLi49FrAiWEYpKSkYPHixVBXV8d7772H9vZ2pKenQywWIy8vD+PGjYNIJMLMmTOxbNmyQb+fga6d7i46OhqRkZGorKyEtrY2gM4RtLq6OiQkJAxq3wdq+vTp8PHxwT/+8Y/h7goh/aE1aIQ8DgKBACKRCElJSWxAUygUSEpKwqJFix7oGnK5HFlZWXj22WcBAA4ODjA3N0dSUhIb0BoaGnDlyhV8+OGHg3MjZMipqKjAyckJTk5OeP311wF0/iwUFRWxoS0+Ph6rVq2CXC6Hh4cHO9ImEong7OwMVdX/vlTz+XwYGBjAwMCAPXbv3j1OaKusrERzczM0NDSUQtu9e/dw7do13L17F46OjrCxsel1rQZNjSRPku4/701NTcjNzUVrayvc3d1hYmLS67l1dXWIjIzEd999hzVr1uDjjz9WeoOkubkZV69ehUQigUKhGJR7uN/Drp2+36FDhzB//nw2nHVJTk6GqakpDA0NMWPGDGzatKnHN3kGm0KhQHV1NQ4dOoTCwsIHfrOUkJGORtAIeUDHjh1DaGgoYmNj4efnh+joaBw/fhz5+fkwMzPDggULYGVlha1btwIAPvvsM0yZMgVOTk6oq6vDzp07kZCQALFYjEmTJgHoLLO/bds2Tpn9zMxMKrP/BJLL5cjPz2dDm0QiQUZGBlRUVODl5cWZHunk5NRvBbiuaVddoa2+vp7dg09DQwMWFhYwMjKCrq4u1NTUHqnvFNrIaNY9mCkUCpSUlKC0tBTW1tYYP348502S+zEMg9OnT2PFihWYOHEiDhw4AGdn56Hodr9u3boFKysrXLp0iTPdfuXKlTh//jyuXLnS5/n/+c9/4O/vjytXrnDWrMXHx0NLSwsODg4oLi7GmjVroKOjg5SUlCGvTJmcnIwZM2Zg4sSJ+Prrr/tcS0zICEIjaIQ8LvPmzUN1dTUiIyMhlUohFAqRmJjIFvkoKyvjjETU1tbi3XffhVQqhaGhIUQiES5dusSGM6DzF2VTUxPee+891NXV4amnnkJiYiKFsycQn8+Hm5sb3NzcEBYWBoZh0NHRgby8PKSlpSE1NRWxsbHIzMyEuro6vLy82HL/Pj4+cHR05Pz8qampwcjICAYGBsjIyAAA6OrqwsLCAgqFgh1pa21thaamptJIW28PpD2hkTYyGvX0c1tbW4u8vDzweDz4+vpy1oR2V15ejuXLl+PSpUvYtWsXQkNDx1TlwEOHDsHDw0OpoMj9FYY9PDzg6emJ8ePHIzk5GU8//fSQ9nHatGlDMhpJyFCjETRCnjBPSkWvsYhhGLS3tyMrK4sdZROLxcjKyoK2tjZnjzYfHx/U1tYiIiIC5eXlOHfuHGxtbZXWt7W3t3PWszU0NKCtrQ3a2tpKJf8f9d1xCm1kpOgezjo6OlBYWAipVApHR0fY2tr2GrbkcjkOHjyIDRs24Pnnn8fu3buVqvGOBI+ydrqpqQmWlpb47LPPsHTp0n6/lomJCTZt2oT333//sfSdkDGORtAIIf/1JFX0Got4PB7U1dXh6+sLX19fAJ2hrbW1FZmZmWwRkm3btiE3Nxd8Ph8+Pj547bXXcPXqVaioqMDKyorz4CkQCGBsbAxjY2P2WFtbGxvW7t69i9LSUrS3t0NbW5sT2HR1dQcU2mikjQy3noqAVFVVoaCgALq6uggICOh1TzMAyM7OxuLFi1FdXY34+HjMmjVrWErnP4hHWTt94sQJtLW14W9/+1u/X6e8vBw1NTWwsLB4LP0mhNAIGiFPlCepoteTiGEYfPPNN1i5ciUcHR3xzjvvoL6+HmKxGGKxGPn5+TA2NuasZ/Px8YG5uXm/D5mtra1KI2337t1TCm06Ojo00kZGpO7hrKWlBfn5+aivr4eLi0uf/w5aWlqwbds27Nu3D3//+9+xfv166OjoDEW3H8lA1053+ctf/gIrKyvEx8dzjstkMmzYsAEvv/wyzM3NUVxcjJUrV6KxsRFZWVn05hwhD4ZG0AghnZ6Eil5PsuLiYoSGhqK0tBS7d+/GvHnzOA+bDMNAJpNBIpGwI20nT55EYWEhLCwsOKHN29sbJiYmnPM1NDSgoaHBjrQyDMMZaauurkZxcTHu3bsHHR0dpdA2kLU5NNJGHqeeioDcvHkTxcXFMDMzQ1BQUK+FchiGwfnz57FkyRIYGBjgjz/+gI+Pz4gdNetuoGunAaCgoAAXL17E2bNnla7H5/ORmZmJI0eOoK6uDpaWlpg5cyY2btxI4YyQx4hG0Ah5QjwJFb2eZNXV1YiJicHHH3/8wO/sMwyDhoYGSCQSpKamQiwWQyKRoKioCLa2tpz1bN7e3jA0NOzzwbRrumX3kTa5XK60nk1bW/uRCypQaCN96SnoNzQ0IDc3F3K5HK6urjAyMur1/Dt37uDTTz9FQkIC1q9fj6VLlw6oeA4hhPSi33d4KKAR8oR41ID2/vvvIyUlBZmZmX2269qA+9y5c0Ne0Ys8OoZhUFtbC7FYzAltpaWlcHBw4Iy0CYVC6Ovr9xvaWlpalEIbwzBKoU1LS+uhQ5tCoUBZWRmWukc97K2TMaR7OLt37x6Ki4tRXl4Oe3t72Nvb9/oGkkKhwPHjx7Fq1Sr4+vriiy++gIODw1B0mxDyZKApjoSQTsbGxuDz+aiqquIcr6qqgrm5eZ/nNjU1IT4+Hp999lm/X8fR0RHGxsYoKiqigDYK8Xg8GBkZ4ZlnnsEzzzwDoDNkVVdXQywWc0r+l5eXw8nJSSm06ejosKGNx+NBS0sLWlpa7M8ZwzBobm5mw1pFRQXy8/N7DG3a2tr9Tie7e/cu8vPzAQBfl/1TaVSERtqeHD2NmlVXVyM/Px8aGhrw9/fvc4S5pKQE4eHhyMzMxJ49ezBv3rwxVTqfEDI60AgaIU8Qf39/+Pn5Ye/evQA63ym2tbXFokWL+iwSEhcXhw8++AAVFRX9ri0rLy+Hra0tEhIS8OKLLz7W/pORg2EYVFZWIi0tjS35L5FIIJVK4eLiwgltnp6e0NLS6nekrampiTPK1tjYCB6P1+NIG4/HQ1tbG65du4bq6up+S6N3R6Ft7Okeztra2lBQUICamhpMmDABVlZWvf4MdnR0YN++fdiyZQvmzZuHHTt20DpaQshgoSmOhJD/oopeZDAxDIPy8nI2tHVVj6ytrYWrqysntLm7u0NDQ6PP0KZQKJRCm0wmA4/Hg0AgQGtrK/T09DBhwgQYGBg8cuEGCm2jU0+l8ysqKlBYWIhx48bBxcWl19cihmGQnp6ORYsWobm5GbGxsZg2bdqoKQJCCBmVKKARQrhiYmLYjaqFQiH27NkDf39/AJ0bU9vb2yMuLo5tX1BQgIkTJ+Ls2bPslLcuLS0tmDNnDtLT05Uqeo3EjVvJ0OtaG5aamsqGNolEgsbGRkyaNIlT7t/NzQ0CgaDPh+Oamhrk5eVBLpdDT08PbW1tkMlk4PP5nFE2PT29fgPgg6DQNrJ1D2cymQx5eXlobW3FxIkTYWJi0uu5MpkMGzduxKFDhxAREYG1a9dCQ0NjsLtMCCEU0AghhIwsCoUC169f54S2jIwMtLS0wN3dnRPaXF1doaqqivLycixfvhyamppYv3497Ozs2OmMCoUCMplMaaRNVVVSvhgDAAAeh0lEQVRVKbSpq6tTaBsDoi4s5fy9qqqq4saNGygtLYW1tTXGjx/fa8VFhmGQmJiIiIgIWFtbIzY2Fu7u7kN8B4SQJxgFNELI2HLhwgXs3LkTYrEYlZWVOHXqFObMmdPnOcnJyYiIiEBOTg5sbGywdu1ahIWFcdrs27ePHVn08vLC3r17OdsJkMEll8tRVFTEhjaJRIL09HR0dHTA2toalZWVcHd3x5o1azB9+vR+y53L5fIeQ5tAIOgxtD0qCm1D42T9YTQ2NnL+XpuamgB07tFlZmYGExOTXsO4VCrFqlWr8Ouvv2LLli14//33aTsQQshQo4BGCBlbfv75Z/z5558QiUSYO3duvwGtpKQE7u7u+OCDD/DOO+8gKSkJ4eHhOHPmDEJCQgB0rs1bsGABDhw4AH9/f0RHR+PEiRMoKChgN2YmQ+/ixYt49913UVtbi7/+9a8oLy/H1atXwePx4OnpyVnTNmHChH4ftOVyeY8P9+rq6kqFSCi0jTzdpzN2dHTg2rVrkEqlsLKygqamJhobG9HY2AiZTIYvvvgCDQ0N8PDwgEgkwp07d7Bz507MmDEDe/bsgbW19TDdycDeEIqLi8Nbb73FOaauro7W1lb2Y4ZhEBUVhYMHD6Kurg5BQUHYv38/JkyYMKj3QQh5KBTQCCFjF4/H6zegrVq1CmfOnEF2djZ7bP78+airq0NiYiKAzuqWkydPRkxMDIDOKXM2NjZYvHhxn9UtyeCorq7GJ598gvj4eKxZswYrVqyAuro6GIZBR0cH8vLy2HL/EokEmZmZEAgEEAqFnM21HR0d+63qeO/ePaXQ1tzcDA0NDaXQJhAIHvneKLQNXE9FQKRSKa5duwY9PT1MnDgRmpqanDZyuRyXLl3CxYsXceXKFeTm5qKiogL6+voIDAyESCRi/1hbWw9pUZCBviEUFxeHpUuXoqCggD3G4/E463y3b9+OrVu34siRI3BwcMC6deuQlZWF3NxcWldHyMhD+6ARQp5sKSkpCA4O5hwLCQlBeHg4AKC9vR1isRirV69mP6+iooLg4GCkpKQMaV9Jp//93//F3bt3kZOTA3t7e/Z4V/VGLy8veHl5YeHChWAYBu3t7cjKymKnRu7duxdZWVnQ0tJi92brCm3dS/GrqqrC0NAQhoaG7LGOjg5OaLt16xZaWlqgoaGhND1STU1tQPfW0z5dFNp61/371dLSgry8PDQ2NsLFxQVmZmY9his+nw8/Pz/8+eef+PPPPxEWFoa1a9eitLSUrS56+vRp5OTkwNjYGK+++ir7Bs1g2717N9599112VOzAgQM4c+YMDh8+3OsbQjwer9f9KhmGQXR0NNauXYuXXnoJAHD06FGYmZkhISEB8+fPH5wbIYQMGgpohJAxTSqVKlWUNDMzQ0NDA1paWlBbWwu5XN5jm67Nj8nQCg8Px7Jlyx6oLY/Hg7q6Onx9feHr6wug84G1tbUVmZmZbBGSnTt3IicnBwYGBhAKhZxCJFZWVpzQpqamBiMjI86G1x0dHZxRtvLycrS2tkJTU5MT2HR1dSm0PQbdvydd1UCLi4thYWEBDw+PXr/PDMPg8uXLWLJkCXg8Hs6ePYvAwEDweDxYWFggICCAbdvc3IyrV69CJpMN6v10edg3hGQyGezs7KBQKODj44MtW7bAzc0NQOc0bqlUynkjSl9fH/7+/khJSaGARsgoRAGNEELIiPKo0814PB40NTXh7+/PbiHBMAyam5uRkZHBhrZNmzYhPz8fxsbGnPVsPj4+MDc35/RDTU0N48aN42xe3N7ezo601dfX4+bNm2htbYWWlpZSaOuvqEmXrj28wn8Mg5GREVxcXNgpak9CaOsprNbX1yMvL48NJ/ePdvbUNioqCt988w1Wr16NlStX9jk1VUtLixPYBtudO3cG/IaQi4sLDh8+DE9PT9TX12PXrl0IDAxETk4OrK2tIZVK2Wt0v2bX5wghowsFNELImGZubo6qqirOsaqqKujp6UFTUxN8Ph98Pr/HNr1NKSKjD4/Hg7a2NoKCghAUFASgMwzJZDJIJBI2tJ08eRKFhYWwsLDghDZvb2+YmJhwQptAIOgxtHWNstXW1uLGjRtoa2uDtra2UmjrXtSksbEReXl5aGtrg7u7u9IeXt3Dy1gLbN3v7969eygqKkJFRQXs7e3h4ODQ65pChmHwf//3f1ixYgWcnZ0hkUjg4uIyFN0edAEBAZwQGRgYCFdXV8TGxmLjxo3D2DNCyGChgEYIGdMCAgLw008/cY79+uuv7AOPQCCASCRCUlISW2xEoVAgKSkJixYtGvL+kqHD4/Ggq6uLqVOnYurUqQA6H/QbGhogkUiQmpoKsViM+Ph4FBUVwdbWlrOezdvbG4aGhkqhzdjYGMbGxuyx1tZWdqStpqYGJSUlaG9vh46ODvT09KCtrY2Ghgbcvn2bDSIPUvp9rEyN7Ok+qqurkZeXB01NTUyZMgXa2tq9nl9RUYGIiAhcunQJO3fuRFhYWL/FYYaLsbHxI78hpKamBm9vbxQVFQEAe15VVRUsLCw41xQKhY+p54SQoUQBjRAyqshkMvbBBOhcf5GRkQEjIyPY2tpi9erVqKiowNGjRwEAH3zwAWJiYrBy5Uq8/fbb+O2333D8+HGcOXOGvUZERARCQ0Ph6+sLPz8/REdHo6mpSam0NRn7eDwe9PX1MX36dEyfPh1AZ2irra2FWCxmQ1tcXBxKS0thb2/PmRopFAqhr6/PCW0aGhrQ0NBgR8QYhkFbWxvq6+shlUo5P8/V1dVoa2vjjLQNJGyMttDWvb+tra0oKCjA3bt34ezsDEtLy16nvMrlchw8eBAbNmzA888/j9zcXKVpfiPN43hDSC6XIysrC88++ywAwMHBAebm5khKSmIDWUNDA65cuYIPP/xwcG6EEDKoqMw+IWRUSU5OZh+c7xcaGoq4uDiEhYWhtLQUycnJnHOWLVuG3NxcWFtbY926dUobVcfExLD7EgmFQuzZs4ddv0RIdwzDoLq6GmKxGGlpaWwFyfLycjg5OXGmRwqFQujo6HCCxrVr13DixAkEBQXB2dkZ5ubmaGtr4xQiaWhogFwuZ0fauv7o6Og88gjRcIe2nkrnl5eXo6ioCMbGxnB2du5zL7qcnBwsWrQIt2/fxr59+zB79uwhLZX/KI4dO4bQ0FDExsaybwgdP34c+fn5MDMzw4IFC2BlZYWtW7cCAD777DNMmTIFTk5OqKurw86dO5GQkACxWIxJkyYB6Cyzv23bNk6Z/czMTCqzT8jIRPugEULISHXhwgXs3LkTYrEYlZWV/e7pdvLkSezfvx8ZGRloa2uDm5sb1q9fz264DQDr16/Hhg0bOOe5uLhQRcoh0LU/V1dgE4vFkEgkkEqlcHFxgbe3Nzw9PXHt2jV89913mD17Ng4dOtRrEGEYBi0tLZzA1tjYCIVCoRTatLW1R0Vo62mETyaTITc3F21tbXB1deVMD+2upaUF27dvR0xMDD788ENs2LABOjo6g9nlQdHXG0LTpk2Dvb094uLiAADLli3DyZMnIZVKYWhoCJFIhE2bNsHb25u9XtdG1V9++SXq6urw1FNP4YsvvoCzs/Nw3B4hpG8U0AghZKT6+eef8eeff0IkEmHu3Ln9BrTw8HBYWlpi+vTpMDAwwNdff41du3bhypUr7MPa+vXr8f333+PcuXPseaqqqn0+9JLB0zUylJaWhpMnTyIhIQF8Ph+GhobQ1tbmjLR5eHhAQ0Ojz5GgrmqU3UMbwzBKG2tra2s/8qjS4wxt3cOZXC5HSUkJbty4ARsbG4wfP77XtXcMw+DChQtYvHgx9PX1ERsbC5FINGpGzQgh5D4U0AghZDTg8Xj9BrSeuLm5Yd68eYiMjATQGdASEhKQkZExGN0kD+HOnTtYtWoVjh07hqioKCxZsgSVlZVITU3ljLQ1NjZi0qRJnDVtbm5uEAgEAw5tDQ0NbBGU+0OblpbWkIe2nkbN7t69i9zcXKipqWHSpEnQ1dXt9fyamhqsXbsWJ0+eRFRUFMLDwx942wJCCBmB+n0Rplc4QggZpRQKBRobGzkbKgNAYWEhLC0toaGhgYCAAGzduhW2trbD1Msn27Vr1xAYGIigoCDk5OTAzs4OAGBvbw97e3u8+uqrADr/Lq9fv84WITl16hQiIyPR0tICd3d3TmhzdXWFqqoqG7S6thDQ1tZmq/gpFApOaLt58yYaGxvB4/E4ga1ru4mBhLaBFCLp3ra9vR2FhYWoqqqCk5MTbGxsev3aCoUCJ06cwKpVqyASiXD16lU4Ojo+cD8JIWS0ohE0QggZAR5mBG3Hjh3Ytm0b8vPzYWpqCqBz2qRMJoOLiwsqKyuxYcMGVFRUIDs7u89RCjI4FAoFfv/9dzz99NMDPlcul6OoqIgdaZNIJEhPT8e9e/fg4eHBTo8UiURwcXEBn8/vM2gpFAo0NTUpTY/k8/lKoa2/qZYD1bU+r6CgAPr6+pg4cSI0NTV7bV9SUoJly5bh6tWr+Oc//4n58+eP2NL5hBAyQDTFkRAyNnz33Xd4++23cf36dXaU4K233oJYLMYff/wBfX39Ye7hoxloQPv222/x7rvv4vTp0wgODu61XV1dHezs7LB7924sXLjwcXWXDBO5XI78/HxOaLt69Sp4PB48PT05a9omTJjQ735qCoUCMpmME9pkMhlUVVWVpkc+bGhrbm5GXl4eZDIZJk6cCFNT016v09HRgS+++AKbN2/GvHnzsGPHDs5G4IQQMgZQQCOEjA0Mw0AoFOKvf/0r9u7di6ioKBw+fBiXL1+GlZXVcHfvkQ0koMXHx+Ptt9/GiRMn8Nxzz/XbfvLkyQgODmbLdpOxg2EYdHR0IC8vD2lpaUhNTYVEIkFmZiYEAgGEQiFnc21HR8d+R6LkcrlSaGtqaoKqqqrSSJu6unqfUxRv3LiB69evw9LSEk5OTlBTU+v1PtLT07Fo0SI0NzcjNjYW06ZNoyIghJCxiNagEULGBh6Ph82bN+OVV16Bubk59u7diz/++GNMhLOB6BpJjI+Pf6BwJpPJUFxcjDfffHMIekeGGo/Hg0AggJeXF7y8vLBw4UIwDIP29nZkZ2ezRUj27t2LrKwsaGlpwcfHB15eXmxos7Oz44Q2Pp8PfX19zqi0XC5HY2MjG9hu376NpqYmCASCHkNbfX09cnNzwTAMRCIRDAwMer0HmUyGTZs24auvvsKyZcuwdu3aPqc/EkLIWEcjaISQUcXHxwc5OTk4e/Yspk6dOtzdeSQymQxFRUUAAG9vb+zevRvTp0+HkZERbG1tsXr1alRUVODo0aMAOqc1hoaG4vPPP8fcuXPZ62hqarIP0ytWrMALL7wAOzs73Lp1C1FRUcjIyEBubi5MTEyG/ibJiMAwDFpbW5GZmcmGNrFYjJycHOjr63OmRvr4+MDKyuqBRtruD21dI218Ph9yuZz9OdbX14dAIOixT2fPnkV4eDisrKwQGxsLDw+PwfoWEELISEFTHAkhY0diYiLmzp3Ljg5MnDhxuLv0SJKTkzF9+nSl46GhoYiLi0NYWBhKS0uRnJwMoHMD2/Pnz/faHgDmz5+PCxcuoKamBiYmJnjqqaewefNmjB8/fjBvhYxCXeX5MzIyOKEtPz8fxsbGSqHN3Ny8zymHN2/exPXr1yEQCGBsbIzW1lY0NDSgubkZ+fn5+Pnnn+Hl5QU/Pz9MmDABu3btwi+//ILNmzfjww8/7He93GDat28fu3G0l5cX9u7dCz8/vx7bHjx4EEePHkV2djYAQCQSYcuWLZz2YWFhOHKEW8EyJCQEiYmJg3cThJDRggIaIWRskEgkmDZtGmJjYxEXFwc9PT2cOHFiuLtFAFy4cAE7d+6EWCxGZWVlv2vpegumlZWVMDc3Zz8eyEMzeTwYhoFMJoNEImEDm1gsxrVr12BhYcGGtq7gZmJigpKSEixatAh8Ph+xsbGwsLDgBLmOjg5kZWWx+/NlZ2ejqqoKWlpamD59Ov7617/C19cXPj4+fU6FHCzHjh3DggULcODAAfj7+yM6OhonTpxAQUEBWx31fm+88QaCgoIQGBgIDQ0NbN++HadOnUJOTg475TosLAxVVVX4+uuv2fPU1dVhaGg4ZPdFCBmxKKARQka/0tJSBAQEYOnSpfjkk09w5coVBAQEIC0tDT4+PsPdvSfezz//jD///BMikQhz58594IBWUFAAPT099ripqSk7rW6gD81k8DAMg4aGBkgkEnafNolEgqKiIhgZGaGlpQVCoRAffPABO0W3p5G2a9euYcmSJSguLsbmzZthZWUFsViMtLQ0pKWl4caNG3BycoKvry82b948ZHue+fv7Y/LkyYiJiQHQWdzExsYGixcvxieffNLv+XK5HIaGhoiJicGCBQsAdAa0uro6JCQkDGrfCSGjEgU0QsjodvfuXQQGBmLatGk4cOAAe/y5556DXC6nKUMjzINUo+wKaLW1tb2OmDzqQzMZXJmZmVi4cCEqKirw7LPPora2FhKJBKWlpbC3t1faWDsuLg67du1CaGgotmzZ0uPfe3V1NRvY3n///SFZM9ne3g4tLS18//33nJ/Z0NBQ1NXV4fTp0/1eo7GxEaampjhx4gSef/55AJ0BLSEhAQKBAIaGhpgxYwY2bdpEWwYQQgCq4kgIGe2MjIyQn5+vdPzMmTPD0BvyOAmFQrS1tcHd3R3r169HUFAQgM6HZrFYjNWrV7NtVVRUEBwcjJSUlOHqLgHQ0tKCjRs3Ijo6GkuXLsW6deugpaUFoHOk7f6QlZqaitjYWJSXl8PS0hJnz55FYGBgr+vYTExMMGvWLMyaNWvI7ufOnTuQy+UwMzPjHDczM+vxdacnq1atgqWlJWc/wlmzZmHu3LlwcHBAcXEx1qxZg9mzZyMlJWVY19oRQkYHCmiEEEKGlIWFBQ4cOABfX1+0tbXhq6++wrRp03DlyhX4+Pg8lodmMjjS09Px+++/4/Lly/D09OR8jsfjwdTUFLNnz8bs2bMBdIa2tLQ02NjYcNYXjhXbtm1DfHw8kpOToaGhwR6fP38++/8eHh7w9PTE+PHjkZycjKeffno4ukoIGUUooBFCCBlSLi4ucHFxYT8ODAxEcXEx/vnPf+Jf//rXMPaM9CcwMBCXLl164A2keTweJk+ePMi9enjGxsbg8/moqqriHK+qquo3UO7atQvbtm3DuXPnlMJqd46OjjA2NkZRUREFNEJIv/re5IQQQggZAn5+fuyecI/y0EwG34OGs9FAIBBAJBIhKSmJPaZQKJCUlISAgIBez9uxYwc2btyIxMRE+Pr69vt1ysvLUVNTAwsLi8fSb0LI2EYBjRBCyLDLyMhgH14f9qGZkIcRERGBgwcP4siRI8jLy8OHH36IpqYmvPXWWwCABQsWcNZDbt++HevWrcPhw4dhb28PqVQKqVQKmUwGoHMD+o8//hiXL19GaWkpkpKS8NJLL8HJyQkhISHDco+EkNGFpjgSQgh5JDKZjB39AoCSkhJkZGTAyMgItra2WL16NSoqKnD06FEAQHR0NBwcHODm5obW1lZ89dVX+O2333D27Fn2GhEREQgNDYWvry/8/PwQHR3NeWgm5HGZN28eqqurERkZCalUCqFQiMTERHYNZFlZGbv9AwDs378f7e3teOWVVzjXiYqKwvr168Hn85GZmYkjR46grq4OlpaWmDlzJjZu3Ah1dfUhvTdCyOhEZfYJIYQ8kt42ng4NDUVcXBzCwsJQWlqK5ORkAJ3Tw7788ktUVFRAS0sLnp6eiIyMVLpGTEwMu1G1UCjEnj174O/vPxS3RAghhAwW2geNEEIIIYQQQkaIfgMarUEjhBBC7nPhwgW88MILsLS0BI/HQ0JCQp/tw8LCwOPxlP64ubmxbdavX6/0+YkTJw72rRBCCBmFKKARQggh92lqaoKXlxf27dv3QO0///xzVFZWsn9u3rwJIyMjvPrqq5x2bm5unHYXL14cjO4TQggZ5ahICCGEEHKf+zdafhD6+vrQ19dnP05ISEBtba1SQRNVVVXaJoAQQki/aASNEEIIeYwOHTqE4OBg2NnZcY4XFhbC0tISjo6OeOONN1BWVjZMPSSEEDKSUUAjhBBCHpNbt27h559/xjvvvMM57u/vj7i4OCQmJmL//v0oKSnBX/7yFzQ2Ng5TTwkhhIxUNMWREEIIeUyOHDkCAwMDzJkzh3P8/imTnp6e8Pf3h52dHY4fP46FCxcOdTcJIYSMYDSCRgghhDwGDMPg8OHDePPNNyEQCPpsa2BgAGdnZ84G36TTvn37YG9vDw0NDfj7++M///lPn+1PnDiBiRMnQkNDAx4eHvjpp584n2cYBpGRkbCwsICmpiaCg4NRWFg4mLdACCGPhAIaIYQQ8hicP38eRUVFDzQiJpPJUFxcDAsLiyHo2ehx7NgxREREICoqChKJBF5eXggJCcHt27d7bH/p0iW8/vrrWLhwIdLT0zFnzhzMmTMH2dnZbJsdO3Zgz549OHDgAK5cuQJtbW2EhISgtbV1qG6LEEIGhDaqJoQQQu4jk8nYkS1vb2/s3r0b06dPh5GREWxtbbF69WpUVFTg6NGjnPPefPNNFBYW4vLly0rXXLFiBV544QXY2dnh1q1biIqKQkZGBnJzc2FiYjIk9zUa+Pv7Y/LkyYiJiQEAKBQK2NjYYPHixfjkk0+U2s+bNw9NTU3497//zR6bMmUKhEIhDhw4AIZhYGlpieXLl2PFihUAgPr6epiZmSEuLg7z588fmhsjhJD/oo2qCSGEkIFIS0uDt7c3vL29AQARERHw9vZGZGQkAKCyslKpAmN9fT1++OGHXkfPysvL8frrr8PFxQWvvfYaxo0bh8uXL1M4u097ezvEYjGCg4PZYyoqKggODkZKSkqP56SkpHDaA0BISAjbvqSkBFKplNNGX18f/v7+vV6TEEKGGwU0Qggh5D7Tpk0DwzBKf+Li4gAAcXFxSE5O5pyjr6+P5uZmvPvuuz1eMz4+Hrdu3UJbWxvKy8sRHx+P8ePHD/KdAFu3bsXkyZOhq6sLU1NTzJkzBwUFBf2eNxzruu7cuQO5XA4zMzPOcTMzM0il0h7PkUqlfbbv+u9ArkkIIcONAhohhBAyRp0/fx4fffQRLl++jF9//RUdHR2YOXMmmpqaej2H1nURQsjwooBGCCGEjFGJiYkICwuDm5sbvLy8EBcXh7KyMojF4l7P+fzzzzFr1ix8/PHHcHV1xcaNG+Hj48OuC2MYBtHR0Vi7di1eeukleHp64ujRo7h16xYSEhIeuq/Gxsbg8/moqqriHK+qqoK5uXmP55ibm/fZvuu/A7kmIYQMNwpohBBCyBOivr4eAGBkZNRrm+Fa1yUQCCASiZCUlMQeUygUSEpKQkBAQI/nBAQEcNoDwK+//sq2d3BwgLm5OadNQ0MDrly50us1CSFkuNFG1YQQQsgTQKFQIDw8HEFBQXB3d++13XCu64qIiEBoaCh8fX3h5+eH6OhoNDU14a233gIALFiwAFZWVti6dSsAYOnSpZg6dSr+8Y9/4LnnnkN8fDzS0tLw5ZdfAgB4PB7Cw8OxadMmTJgwAQ4ODli3bh0sLS2VNhMnhJCRggIaIYQQ8gT46KOPkJ2djYsXLw53V3o1b948VFdXIzIyElKpFEKhEImJiWwYLCsrg4rKfyf/BAYG4ttvv8XatWuxZs0aTJgwAQkJCZwAunLlSjQ1NeG9995DXV0dnnrqKSQmJkJDQ2PI748QQh4E7YNGCCGEjHGLFi3C6dOnceHCBTg4OPTZ1tbWFhEREQgPD2ePRUVFISEhAVevXsX169cxfvx4pKenQygUsm2mTp0KoVCIzz//fNDugxBCxgDaB40QQgh5UjEMg0WLFuHUqVP47bff+g1nAK3rIoSQ4cZfv379g7Z94IaEEEIIGX4fffQRvvnmG3z//fewtLSETCaDTCYDn8+HmpoagM51Xf/5z3/Yoh9WVlZYu3YttLW1YWRkhJiYGBw7dgyHDh2CqakpeDwe5HI5tmzZgkmTJqG9vR1LlixBc3Mz9u7dC1VVWj1BCCF92NBfA5riSAghhIxRPF7PM2m+/vprhIWFAejcmNve3p7diBvo3Kh67dq1KC0txYQJE7Bjxw48++yz7OcZhkFUVBS+/PJLdl3XF198AWdn58G8HUIIGQv6neJIAY0QQgghhBBChgatQSOEEEIIIYSQ0YICGiGEEEIIIYSMEBTQCCGEEEIIIWSEoIBGCCGEEEIIISPEQGrh9rugjRBCCCGEEELIw6MRNEIIIYQQQggZISigEUIIIYQQQsgIQQGNEEIIIYQQQkYICmiEEEIIIYQQMkJQQCOEEEIIIYSQEYICGiGEEEIIIYSMEBTQCCGEEEIIIWSEoIBGCCGEEEIIISMEBTRCCCGEEEIIGSH+P5J7kIOpT1U0AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "op = Operator([update_U] + bc_u + bc_v)\n", "op(time=nt, dt=dt)\n", "\n", "# The result is indeed the expected one.\n", "plot_field(U[0].data[0])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "from devito import norm\n", "assert np.isclose(norm(u), norm(U[0]), rtol=1e-5, atol=0)" ] } ], "metadata": { "@webio": { "lastCommId": null, "lastKernelId": null }, "hide_input": false, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "widgets": { "state": {}, "version": "1.1.2" } }, "nbformat": 4, "nbformat_minor": 4 }