{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Fluid Dynamics\n", "==============\n", "\n", "*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_python/) for details about how to install the toolboxes.\n", "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\enscond}[2]{\\lbrace #1, #2 \\rbrace}$\n", "$\\newcommand{\\pd}[2]{ \\frac{ \\partial #1}{\\partial #2} }$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\umax}[1]{\\underset{#1}{\\max}\\;}$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\uargmin}[1]{\\underset{#1}{argmin}\\;}$\n", "$\\newcommand{\\norm}[1]{\\|#1\\|}$\n", "$\\newcommand{\\abs}[1]{\\left|#1\\right|}$\n", "$\\newcommand{\\choice}[1]{ \\left\\{ \\begin{array}{l} #1 \\end{array} \\right. }$\n", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "$\\newcommand{\\diag}[1]{{diag}\\left( #1 \\right)}$\n", "$\\newcommand{\\qandq}{\\quad\\text{and}\\quad}$\n", "$\\newcommand{\\qwhereq}{\\quad\\text{where}\\quad}$\n", "$\\newcommand{\\qifq}{ \\quad \\text{if} \\quad }$\n", "$\\newcommand{\\qarrq}{ \\quad \\Longrightarrow \\quad }$\n", "$\\newcommand{\\ZZ}{\\mathbb{Z}}$\n", "$\\newcommand{\\CC}{\\mathbb{C}}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\EE}{\\mathbb{E}}$\n", "$\\newcommand{\\Zz}{\\mathcal{Z}}$\n", "$\\newcommand{\\Ww}{\\mathcal{W}}$\n", "$\\newcommand{\\Vv}{\\mathcal{V}}$\n", "$\\newcommand{\\Nn}{\\mathcal{N}}$\n", "$\\newcommand{\\NN}{\\mathcal{N}}$\n", "$\\newcommand{\\Hh}{\\mathcal{H}}$\n", "$\\newcommand{\\Bb}{\\mathcal{B}}$\n", "$\\newcommand{\\Ee}{\\mathcal{E}}$\n", "$\\newcommand{\\Cc}{\\mathcal{C}}$\n", "$\\newcommand{\\Gg}{\\mathcal{G}}$\n", "$\\newcommand{\\Ss}{\\mathcal{S}}$\n", "$\\newcommand{\\Pp}{\\mathcal{P}}$\n", "$\\newcommand{\\Ff}{\\mathcal{F}}$\n", "$\\newcommand{\\Xx}{\\mathcal{X}}$\n", "$\\newcommand{\\Mm}{\\mathcal{M}}$\n", "$\\newcommand{\\Ii}{\\mathcal{I}}$\n", "$\\newcommand{\\Dd}{\\mathcal{D}}$\n", "$\\newcommand{\\Ll}{\\mathcal{L}}$\n", "$\\newcommand{\\Tt}{\\mathcal{T}}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\al}{\\alpha}$\n", "$\\newcommand{\\la}{\\lambda}$\n", "$\\newcommand{\\ga}{\\gamma}$\n", "$\\newcommand{\\Ga}{\\Gamma}$\n", "$\\newcommand{\\La}{\\Lambda}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Si}{\\Sigma}$\n", "$\\newcommand{\\be}{\\beta}$\n", "$\\newcommand{\\de}{\\delta}$\n", "$\\newcommand{\\De}{\\Delta}$\n", "$\\newcommand{\\phi}{\\varphi}$\n", "$\\newcommand{\\th}{\\theta}$\n", "$\\newcommand{\\om}{\\omega}$\n", "$\\newcommand{\\Om}{\\Omega}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This numerical tour explores fluid dynamics for image generation." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Method definition ndgrid(AbstractArray{T<:Any, 1}) in module NtToolBox at /Users/quentin/.julia/v0.5/NtToolBox/src/ndgrid.jl:3 overwritten at /Users/quentin/.julia/v0.5/NtToolBox/src/ndgrid.jl:3.\n", "WARNING: Method definition ndgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module NtToolBox at /Users/quentin/.julia/v0.5/NtToolBox/src/ndgrid.jl:6 overwritten at /Users/quentin/.julia/v0.5/NtToolBox/src/ndgrid.jl:6.\n", "WARNING: Method definition ndgrid_fill(Any, Any, Any, Any) in module NtToolBox at /Users/quentin/.julia/v0.5/NtToolBox/src/ndgrid.jl:13 overwritten at /Users/quentin/.julia/v0.5/NtToolBox/src/ndgrid.jl:13.\n", "WARNING: Method definition ndgrid(AbstractArray{#T<:Any, 1}...) in module NtToolBox at /Users/quentin/.julia/v0.5/NtToolBox/src/ndgrid.jl:19 overwritten at /Users/quentin/.julia/v0.5/NtToolBox/src/ndgrid.jl:19.\n", "WARNING: Method definition meshgrid(AbstractArray{T<:Any, 1}) in module NtToolBox at /Users/quentin/.julia/v0.5/NtToolBox/src/ndgrid.jl:33 overwritten at /Users/quentin/.julia/v0.5/NtToolBox/src/ndgrid.jl:33.\n", "WARNING: Method definition meshgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module NtToolBox at /Users/quentin/.julia/v0.5/NtToolBox/src/ndgrid.jl:36 overwritten at /Users/quentin/.julia/v0.5/NtToolBox/src/ndgrid.jl:36.\n", "WARNING: Method definition meshgrid(AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}, AbstractArray{#T<:Any, 1}) in module NtToolBox at /Users/quentin/.julia/v0.5/NtToolBox/src/ndgrid.jl:44 overwritten at /Users/quentin/.julia/v0.5/NtToolBox/src/ndgrid.jl:44.\n" ] } ], "source": [ "using PyPlot\n", "using NtToolBox\n", "using Interpolations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Velocity Flow Field\n", "-------------------\n", "A velocity flow is simply a 2-D vector field $V = (V_i)_{i=1}^N \\in \\RR^{n \\times n \\times 2}$\n", "where $V_i \\in \\RR^2$ is one of the $N=n \\times n$ vectors at a position indexed by $i$.\n", "\n", "\n", "It can be generated as a realization of Gaussian process.\n", "The blurring creates correlations in the flow." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "n = 128\n", "V = perform_blurring(randn(n,n,2),[40], \"per\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Subsampling display operator." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "(::#1) (generic function with 1 method)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "myplot = V-> plot_vf(V[1:6:n,1:6:n, :])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can display the vector field using arrow." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (7,7))\n", "myplot(V)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can renormalize the flow, which enhances the singularities. It defines\n", "$\\tilde V$ as $\\tilde V_i = V_i/\\norm{V_i}$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Normalize = V -> V ./ repeat( max(1e-9,sqrt.(sum(V.^2, 3))) , outer=(1,1,2));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (7,7))\n", "myplot(Normalize(V))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Incompressible Flows\n", "--------------------\n", "An incompressible flow has a vanishing divergence. The set of vector\n", "incompressible flow defines a sub-space of $\\RR^{n \\times n \\times 2}$\n", "$$ \\Ii = \\enscond{V}{ \\text{div}(V)=0 }\n", " \\qwhereq \\text{div}(V) = \\pd{V}{x_1} + \\pd{V}{x_2} \\in \\RR^{n \\times n}. $$\n", "Here $\\pd{}{x_s}$ for $s=1,2$ are finite differences approximation of\n", "the horizontal and vertical derivative operators (we suppose here periodic boundary conditions).\n", "\n", "\n", "\n", "The orthogonal projection $U = \\text{Proj}_{\\Ii}(V)$ on $\\Ii$ is\n", "computed by solving a Poisson equation\n", "$$ U = V-\\nabla A \\qwhereq \\Delta A = \\text{div}(V). $$\n", "\n", "\n", "This is especially simple for periodic boundary conditions since $A$ can\n", "be computed over the Fourier domain as\n", "$$ \\forall \\om \\neq 0, \\quad \\hat A(\\om) = \\frac{\\hat Y(\\om)}{\\mu(\\om)}\n", " \\qwhereq Y = \\text{div}(V) \\qandq\n", " \\mu(\\om_1,\\om_2) = -4 \\sin(\\om_1 \\pi / n)^2 -4 \\sin(\\om_2 \\pi / n)^2 $$\n", "and $\\hat A(0)=0$.\n", "\n", "\n", "\n", "Compute the kernel $\\mu(\\om)$." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Y, X = meshgrid(0:n-1,0:n-1)\n", "mu = sin.(X*pi/n).^2\n", "mu = -4*(mu + mu')\n", "mu[1,1] = 1;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Computation of $A$." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(::#5) (generic function with 1 method)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A = V -> real.(ifft(fft(Div(V[:,:,1], V[:,:,2], \"per\"))./mu))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Projection on incompressible flows." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(::#7) (generic function with 1 method)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ProjI = V -> V - Grad(A(V), \"per\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display $U=\\text{Proj}_{\\Ii}(V)$." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "U = ProjI(V)\n", "\n", "figure(figsize=(7,7))\n", "myplot(U)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display $W=U-V$ the irrotational component of $V$." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize=(7,7))\n", "myplot(V-U)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the decomposition $V=U+W$ is called the Hoge decomposition of\n", "the vector field.\n", "\n", "\n", "Image Advection Along the Flow\n", "------------------------------\n", "A flow defines a warping operator that transport the content of an image\n", "along the streaming of the flow.\n", "\n", "\n", "We load an image $f$." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f = load_image(\"NtToolBox/src/data/lena.png\", 2*n)\n", "f = f[n-Base.div(n,2):n+Base.div(n,2)-1, n-Base.div(n,2):n+Base.div(n,2)-1];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given some vector field $U$, the warping operator $f_1 = \\Ww_U(f)$\n", "along the flow is defined\n", "$$ f_1(x) = f(x+U(x)) $$\n", "i.e. it advects the values of $f$ by the vector field $U$ to obtain the values of $f_1$.\n", "\n", "\n", "We define $U$ as a scaled normalized incompressible flow." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "U = Normalize(ProjI(V));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Helper function: enforce periodicity." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true, "scrolled": true }, "outputs": [], "source": [ "periodic = P -> cat(3, mod(P[:,:,1]-1,n)+1, mod(P[:,:,2]-1,n)+1 );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Helper function: extend an image by 1 pixel to avoid boundary problems." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "extend1 = f -> [f f[:,1]]\n", "extend = f -> extend1(extend1(f)')';" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Helper function: bilinear interpolation on a grid." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(129,129)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f1 = extend(f)\n", "itp = interpolate((1:size(f1,1), 1:size(f1,2)), f1, Gridded(Linear()))\n", "size(itp)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true, "scrolled": true }, "outputs": [], "source": [ "function myinterp(P1,f1,Pi)\n", " itp = interpolate((1:size(f1,1), 1:size(f1,2)), f1, Gridded(Linear()))\n", " itpd = zeros(size(Pi)[1:2])\n", " for i in 1:size(Pi,1)\n", " for j in 1:size(Pi,2)\n", " itpd[i,j] = itp[Pi[i,j,1], Pi[i,j,2]]\n", " end\n", " end\n", " return itpd\n", "end;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we compute the initial and wraped grids." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "(Y,X) = meshgrid(1:n,1:n)\n", "P = cat(3, X,Y)\n", "(Y1,X1) = meshgrid(1:n+1,1:n+1)\n", "P1 = cat(3, X1,Y1);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Defines the warping operator $\\Ww_U$." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "W = (f, U) -> myinterp(P1, extend(f), periodic(P - U));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display a warped image $\\Ww_{\\rho U}(f)$ for some scaling $\\rho$." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rho = 2\n", "figure(figsize = (5,5))\n", "imageplot(W(f, rho*U))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 1__\n", "\n", "Display $\\Ww_{\\rho U}(f)$ for various values of $\\rho$." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/graphics_5_fluids/exo1.jl\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 2__\n", "\n", "Define an iterative scheme via:\n", "$$ f^{(\\ell+1)} = \\Ww_{\\rho U}(f^{(\\ell)}). $$\n", "Display the result $f^{(\\ell)}$, which corresponds approximately to solving\n", "an advection equation at time $t=\\ell \\rho$." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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bp3mMm/HanEwpFc+lLK3Ll5IkJ29oczClB7yXMu2v2eTppB19Ds3JazYzT7EWJicIZE0bc+Zvdb2TbvQ5azZyO/N41zFN/IyxQzncc889d0m+VJ9h2sUUIUoWqsYZShoop2GshXe+851VtRtfQbVtpt0GWCWLcHKMoGHZdj1eiTJUG/VdP5xi8CyNu+OuW3Mvhxr3p3FQjYf7aRUbZupna/OrjimHCJQJsf92HjgGsa+r+WJyfMBzlswnS8vU3WvNPKeuc/daI62bJHBM97jvJMpqPqcjAX5HTFswiPqOdLGI+hl0yOCcbrScbcn3Wr8Pr3f5UfEGeV2XydmzZzfHOB/R8UeXNeuHZafq1X2nTO38EGIBCiGEEEIIIRwN+QEUQgghhBBCOBpOrQROmcOcrGONNGCS9jjT8xRjZz+v+/earluS3+n6yaTdJlXl2Wr/un6uk705T3SN80jUpl9eT5O1MgHz/zS/9n2dFyslVXEoU6zzTLPmXlOdTGZf14am505eB5UZWskJqrS8Z4n3ucm73MSaeFnqXEpOKB2gh7X2CPfCCy9sjtEDk4rl5d5BSdFc7Jb24ENpwR133LFJ33XXXZec66SEzI+SJLh+O3lvDBolUXXj3aFj+RqUfFTNiWu8wF0J2ZvyDHYlYqCp2D6HjiuT91X3DdCSIydb7ffhuOJitLRMju/oPEKq+Hwqhh3v4eabpXVSpSVwrn6mulRz3uSpbs2WBo6NLCd66et641i/Rvam8sDnUuKm4tHxGM9V3w4qtl6V9yrYOFm3qkuWzS233FJVu9sN6HHOSfSbKZafk5Uqb4d830OIBSiEEEIIIYRwNOQHUAghhBBCCOFoOLUSOOWxw8mxnBzkEKbr13hdWyKVUeceInur2poNKWtT5lMXQG4KDOvefU3gVvUMlx8lCVOm3iXm6skDyRqvR+rdnLxs8ohDJundlJdDA+8qD3k0y/P4VI6TB5+T9s8lqOCzLgiskoEwgCo9+BwSkJlyAcoxWlJAL1JMs9/2+MZxTklZeHxNsOSTBps7Nlg3ygvcJBu+EpLDaQya5KNrvMs5VP927XKSW6mxj5xUKuikxGrscp5PlVc0ehHrgMVV277ekqcqLfGp0sEi2cYoh2tZr5OxM60Cxqp3OFQC52Rr0zw2BQpf4+HwkLm6Sgc3PWm/dBI4epfr9sB2oQKCE+dZWMnynfxM1SXnIwaE7W0GlJC7b7QpYPMUaNh52u12zG+PQ4gFKIQQQgghhHA0nFoLEFdIOs0Na26l6JBf8W5FYdrErVYl3ErTlK9pk59bzWY59aqQWgWq2v7yV6v/++mlvu/dO7hVwX6PNStJ06oH4fXKMuieO22mnFZMpxWuNU4UlsS0mKw60yoN79urLFy1YppMcbYUV3rFWzG1BbfBWMVw4KoTj3eZLLGK9soWn8WNpL3Kxg3ObCMs/36GW0Fe47xE9cspjlPYhRvNuwyd0xCVdjGDVLtyY4GaZ9ymZ3X/JccVU1yPaVPzEicHS/N4yEb1Kj9OTmXO4/0e3DxOJyZ9nKv7bkW+2w7v7/q6cgzkxoLJGcEhFqDJWQGPu28W922g6Dbt5hs11x5qIVqD+g50qiR+t3a7oAXIWYOUw6g1uL7Y4xfbLuemyXmG6rfuO0WNDao9M19V2z5xYsvvia4OIYQQQgghhFNEfgCFEEIIIYQQjoZTK4Hjhqg2IfKYM11OG/kVa2KLuOuU2Xe67tB4BEr2VqXN4zSDqo1yTiqjmMyRaoNl1bp4D5NJew2TnNExmbRVbBhVzkwvkU2p8nWyl0mKpiQfTubVpnZuwFTvuJ8Hda6SjLg8vloyuskxBY8rqRpN8ZQvdPk4OQ3bQN+Dm6SZ7v/zerfhs/PI8U/J3qp0/CGixpGTxlo4Nrh5uOuBfcfJ4bqf8f+u/pWUkUyy4knOvGQ82r///jOUvFc55eFxJ4VSY+6aPDrWxEC63PX79HtwrOC7t6TIxXiZYgy6MbfLdE0cNjfXqrnYpScptyond+6aOUT9f5J9L5HpvdpMckYncWTcqJbDcQ6avtdUW6nScaUov+b/17SxxpWtksBxvmH/4Rjqxr21xAIUQgghhBBCOBryAyiEEEIIIYRwNJxaCRy9Q7QJcIkcQPl3d9Kek3Jo/IQ117QJkSZTFwOgTZeTd7Ml0q41ssEp7ooySU++4vfTzSTtWGN2d96a1sgoJznj0nzzOid7U8cnSUmV7hOU2ygvRJN0wMXeUvdYItO7kijp3VQ/TrrDdI9DTvbGftkeduhdR3kPc3lQ+XEyTtV2l8j0WorAMSTMUDrSdUOpE+cbprvseS7lLdNYvWZMVm1liUclNZ45iZuSRTnPUVN+Tvq+k9x1iQx3klBN8jLlTdHJHSePntP8uGRsU3OEqsslnvnWSODW5FF54Zzm4i+mlG0N7h2dPF4xjQEcO9T3gPtOpGxXxZJi2+17TG2haltXk6dRPoPzzRQ/7aR1HQtQCCGEEEII4WjID6AQQgghhBDC0fBlIYGjjKChaUxJDpxcTnmaWON5xknGaOac7qU8gzmzYadZHi7QaZspeV/nWaqZAqEuMcsr8/jkiWWJLEqZx6f6cd7LlnpC47lrgpdOQQpdoDCiyma6L1lTNq7eD8E9V3ljm/raEm8/a/JwyL3Yp+ixpscOlhf7IqVRLTPgvVQenLzoUO+Nk2cgSiT63eIFbh1dt1U6mKSTw/XxJUG8VZ9c4wFK3XeNJ60lnsHWBMecgowq6SZZIxlTeVgja1sTpNtJ/iY5M1FS4ckr7PRtwfy4QLXTvL1mzFQsmeO7fFzwaTWHOKY29sWUzrn66+NOOqnmm6lsqvR3ovNs2ueoQLe8l5O9HbI9omr7nmuk75HAhRBCCCGEEMJCviwsQMqKwV+nasWNK2+TlcNZBdSvz2llhkzPdb+w1SqbiwGi8uM2EU4rJGTpBkqee2gMJLeyre67ZqVfbazk/V3sjmllbLIMqvysWdkkbuVFOTaYNo+uiYW0Jo9rLKhTn3DPbZxTCMWSMlc4xwYKt9G0V7tcX536l6rrJeWsLLeu38YCdBisZxUHjGnOTWpcIcpy79qqWtlWK8K8L/8/xYZRsdv2r5vG/cmZjJqHnDVjcqQzqROWnLvGCYKyLCkLkLueuPbQrCnHaYyZnNusiVE3zSdufJ7qfU0suelbZo0F4dD54qQ4C72K0+bet/ulswDx+BSLcfrumubtNQ481vSvQ4gFKIQQQgghhHA05AdQCCGEEEII4Wj4spDAtQTESXGUjITmPedrXMmWnARuafwaJ+dSkgW1QWw/3e+xZuPs9L5rnC84aYcyXS6Ra3R6TUyKyYTvTNd895dffvmSPE6ytSlfxNX7xJpyVM9bEsto2mSrzMyHboBVctVDnS+oul4iq5hiiqh3d+VBGUG3f55LeQLTk/RGbSAnazaIk0lGybGlx1hukA0zdIKwRo41xUdh/+1+tETiqtq7wsm1VAwQNQft30ONvy4Pr0acn0n2tuTcyUHPdN0SaZZiGn+XxI1bypRH5yhgcmLhxtQ1qHlset9J/rvk22JyLEGmrRBrmN5NyVE5r7h363Mn2VuV/qZcEzdsjdMd/l9JMt33pZo/DyEWoBBCCCGEEMLRkB9AIYQQQgghhKPhy0oCR5RprUrLppS0oEpLxlzcHCVZoVlxillDk2nfy/l/532VqdU9o48772b9fxcXQKUPje0zefuaYijxGZMMYYkMrMvExWWZYv6sMY9PHpocyvPJGvnCGunAGmnOmhhIKj1Jd1wepthZZE38KFXvrp07KZA6piSkTnak2raTO02ekBSu/ji2RAJ3GIz3NPUdhZM/qXHMtQkVG2963uRtised7I2ofnZoTDHVH5yHxEOkwkvkWmv61+S97KQe1tycNs0Rh3jpXFIekxRpzfuukZ9NqDKfPA2ufe6r7QXOtc3ui65dqW8o9x2p+vOaMWuN9HG676Hfn4cQC1AIIYQQQgjhaMgPoBBCCCGEEMLRcGolcDTlKY84Tt6izLqU06mgqc78p0zPTq6lPNU5bxftqYP5moKbLvGe03mgPELJByezI/PuTK7Ky9gSb19dl0s80U2sCWSrzqX043L332eqH4WThkwm5El+soZJCrFEVjEF050kcJPnvUlqsSQgm/I06NpbtwEngVxjzl8T6LTTa+SBS1jTnvo4vZqFmRtuuOGSY4dKeJxseM2cN3md7Dp3Y72SyiwZd6YAvWRpEMRJ9rZ/D4UKpr2GJYG3Jw9q6hoyjStuzDypfGmSKB7q/fPQb5alEqoleVH9YJojHFM5uO+iyx1z1zu6/fM7xUmmlfdG9utDJKSvVmDYJd4bp6DRi591oqtDCCGEEEII4RRxai1A9GfeVhtaNvhLd02sG1qAPvvZz1aV35Q1OV+YVjiYR240busWf6GTyWmAS3d+leWqavtuk9WH1y1Zxen8ulURlZ8pRhLz42JlTBtRJ4sWUe92JTbZTjFc1sSiOqklgExxc1xdqrgNaywxk5Vj2my5JC6KWt2bHF4cuol9WtF2jkMUa6wIh+aRdP+49tprFz837DpBWBPXbE0/U/OYa/s9p7l5rOeZaVM087NkI/n07musp5MzEjJZ3SfLP5+h7uEsSNO7T/3bldM0fx5qXVwTF0ex5nvg0Hg8kzXipPPYknlqeu5khTqpBWiaQ5Y4JJnOnZxWTVwJC/eac3usigUohBBCCCGEEBaSH0AhhBBCCCGEo+HUSuAoy3jllVeqalcCpzaAVW3lQzR90iyoNonR4cJJYy0wL5TxMa0cKUxOHZaYctVmduZHSSHchs9DNri6jeSTGXONAwEV22fNprop1sr+/RSTxO1QOUCf68pr2gi8xj//oXlc49hgDSruyfSOk4zSSQDWOPuYmKQMa2QTjkPlFBNKEhtm6Lym5xsVb63qsI3zPNe1dzUXTg54Do3tQ9SY6dqnGq+c5Fr1l0lyrfK9fw81Fqj4KQ4Xp2mSpq+RkK9xQnMI0/jhyk5J19fUz1Q2PH6oHGuN5HraWrDG+Y3Kz6HOQNx30+QYRH2zTA5vXB6c1HNizRiwxiHJ5HRsKbEAhRBCCCGEEI6G/AAKIYQQQgghHA2nVttACVx7a+u/VbuSA+Xxhv+neY4SuJYyLJHzKLMgTXoto6M8YorzsySug/Ls5sy2bR6lxI3v23lwsScmacFk5lQe5/h/h5OlsQ4vd66TN03ejdZ4JCPq+BoJo5O4TZ6flDnZSRJUu3AyPyV7mWQGS/rMIfXu5EFrYmwojziTByz3LFWmh8YqmfqXO67OmZ7lZBuqTk7qaefYYPtR476Taqu+M8G653jYsnB3P9VGXZuYpEFrYu5NstM1Mt4pvURGqiRwU8yvNRKqyQPmEhmYkjBeSQ9dh0rglCzqUM+okwRuiWdEdUzVz/R/nrPGU53jEC97k+xtzfPXnjvVYd/DvdcaqeckAV4T3+sQYgEKIYQQQgghHA2n1gLEFbV2IMBYOs4i0r8uuVrGNC0ifd8lFgi1UVFZk+hQYYoo7VYnJguQs7SoaMDK8kSmlb4lMR6mFabJGqQcGzimTYJuBWSpswKmXZmTyUlFo6xZ+/edNkkrq45bQVGbd9esrK2xAE3xLdwGS7Wp292r33faRM206wdTHCCi+tqS1eRmzSr2mpX2Q7mSm6vDti04q7uah9bEJuExxrDjPNN9h+dO7XLNc11aWU+V8wV37mTlXGKRVqg2Pllf3H2X9E/1f8VUP4c6RlnjSEP93803h1qODrluqt9pPqqaHTcpS+mS2EBq/lzDlRxzr8SYvaadTc9dU1cnve8hxAIUQgghhBBCOBryAyiEEEIIIYRwNJxaCRxNxGqjKeUAkwTOSYNaUkczKO9LpwttBnUxhTqPU1wdMsne+B6T7I3pNbIc91wlGSNKarZk0+MaCZySHSpZhSvzSdK3ZFPwdN8r9X8ed5KxabP6JONin1DysUlawHOmzaVL8qVip7j4XVNMBJWeJHLE/X+SHR4quVwjyVQbudfErHBt/p2IAAAgAElEQVR5jATuMFQ9uo29bIPKQQ/HO9XPpvmG93Bz3poN35NsSrXBJU5B9u/v0pNTHseajeKT9NzNJ2RNmU55PKl01t1rctSwxgGBOte9z1QXU/mukUaqb5Ylm/enmEFTvifHM9PYeui5E0skZZP8eun1VVp2eCU56X1jAQohhBBCCCEcDfkBFEIIIYQQQjgaTq0EjrQMwEkAaPpvmQGlYZPZlmbUl19+eZNWpn0nSVDyJOZreq7zDNQmTRV7Yv/4JGVSHssmj0RLTN4qj2v8u0+e5qbrXTmrvC/xULLGI9F+XvfPbZxHuTXyBnWPKW6Du95JdtT/TxprYQn9Hq5PdduavEwxvUQypp41SeeWSCeXStyWSFnU+xwaPyGyt5OjJMpL4mIpCSXbsPKA6c5V0ufJ09kSz42qPU6eJieJM+87jRtLxuel88KScw/1vLZULudky2viD53Uk9ahErgpXo9rF4d4rZzmLtdulKfeJbJiJYGbvB2uick3eW9dI2F2qL72asWPWjLfq3ypd1sjV40ELoQQQgghhBAWkh9AIYQQQgghhKPh1ErglPltiRygTaI85kx2yjsWJTi8h/q/khlMwU+ZpuTBmVdVcFPmazJTK7P9EinEJLGa5IFOrjN5fblcXvbPVR5I+G7KA9PUFtxz10jglLmYdT3JDNx9yeTxZmoXayRwa7w1qbblPBiq4KROfjZ5YFNl6tquSjsJ3BoPTZOkR+HawpTHJbKj6Rkq32GGfbk9hVI6TU+iqmzXSIWXeGNTfWONh6fp/tMc4GRek/x6TR6vZADJQ+WjapxzQWCV5HpiiSR7jTfTpR47l8jc1f+ndnElA4C6OV6925oAupPnTTK1oSVe8dS5a6Tah8pRT+ppcCrHJXPt5fLi8nbSuSkWoBBCCCGEEMLRcGotQFxF6xU3t+qhVm+XWCD6XLWhtGrX2YBahVWb8dxq2GSJce+jnDpM1ga34tPluGTjtdp0Pq2MO9TqwZIVA7WSpFYElqwS9H1Z5mxjqt54bNoo6lao+rhy1MF8rUVtbCaqzA71+6+Or1nJXWK57ePTytihFpPJycHUxqrmlTF17hSbaYo55PJ4aLtRuDYUNIwP95nPfKaqql544YXNMVqIprlpsp6oTd77TG14crihLADTmLx//HLPrdLW+itp9VkTL41M/cjlV1mA1lhalQV+ybiirOrqm4bH11ipnTJAKVzceKWunxz/rJmP1sQBWuNIY7KuTHPTEkvOGocJh1iAluThEAvP9P2z5t3J1C6UY5g1xAIUQgghhBBCOBryAyiEEEIIIYRwNJxaCdyLL764SbfkYIqvwPRkWmNaOR3YTyvTs5LALYnhosy9dHKgNopPsjfmwfnJn+RJazasTfIGJ5vo+6kN8PvX9blObtX/XyN5oOyNG5enzb2u7V199dWX5IvnKpO3Mycf4vN+jXxpzbmTXMbJDFQ5UkqqZG8899ANoWuccqh7uTa2RJZySH5Puhl2Ysn1/c6vvPLK5thXfMVXrH7WsUG527PPPltVVc8999zmGPtGjw9VVddcc01VzXGmeA8n9yFLY90skQpP7VLNEUtihExOQaZ3WMMaSe4aBwDTRnElH5skZeRKSFGnMUrVCZ/LMVON8Ws2pS+JGaS+q9bIB9c4QZgk1dN3yOTkYI2sbc25S5zfrHFycLljjknWNo0Ra/PY362UG99www2L87vJy+orQgghhBBCCOGUkh9AIYQQQgghhKPh1ErgnnrqqU26JRqUiTHtPDw1NPEqrxLOu9yamBmTSVx5fHOxfZTHtyX3Vd7yJgnAmvedPIG4GDy8R7/bEo9WbQblfVU5sryYR5rz+zpK4F566SV5rpLpuTgft912W1X591XSLjLJNdZ4UaHcUT1jjZxr8kLkPA8x3dK3JX11inUzScqUbHSJR8bJE9Ia2egksVjjOUjV9aGe39y79bhK+daNN9540DOOiaeffnqTfuKJJ6pqtwxZT9ddd90mrTwdHir9IVNbmmKGqTa8xFPdlEcnK1V5nOKuKNx8NHlYc3PaFMtPPXuKCbZG4qwkQPv3aJycbvI4pupESbb302vyftLYLWv6weQF191XycsmD4dr4s6tkYxN3kyXyJkPmePJmveZxguyRlbKNt9zE+XG/a21hliAQgghhBBCCEdDfgCFEEIIIYQQjoZTK4F75JFHNuk2ab71rW/dHKNUQ3mTcmZfypf2779/7uT1RZndnVyLdH6d7G0KMMf7Ki9vk6RviccOJQ1aY6qd5HKTNz0ep2xR1Y97B1W+vJ6eBun9SnnwoSn2mWee2aSvvfbaS65X8jD3vurdnZl7MuFP3nFcOTaUqjmJhQrw6dpx329NQNI1nngmb1prPEG69joF+JukDGu8AR0qI1A4r4T0+Nayrccff3xz7N577139rGPjscce26QvXLhQVduAqFV+LO+xgl4Rp0DTS2Qsk9fKTjuPZKq9T3Ig3m8KTMn3mDxXXQnUM5ZIXKeAsYo1kng3BygpGr9TpjncfbP0+OvOvVxeTvI+l7t+6fHLnbdEzqjyOHl6nTzXTvPyoZKxaU5b4on3ELnblN8lHufWSAVVXt3c9Pzzz1dV1ZNPPrk59s53vlO+z+WIBSiEEEIIIYRwNJxaC9ADDzywSauVDG4u5YqaipvDVQKurBzii3/a7OdWl2il6vfhSqHbaKpW2WglURvf1/iKJ9OG0EN9watVDb4PLRN0NqBWxtY4tFBlznekVUetyrryouWIm58V08oYn9srIM4RgFo54fXOMtjH+b6qDV1//fWbY7RoMT+dB+fYQK1+L3EaoDaIq/+7slFMMUfcMbfKqfJ1qAXocsccS1YCu72xfunsgxv42/Lz6U9/enPsr/7Vv7o4P8cKy6vLk2PRW97ylk2a85SaWybrqGtfHNvU/Zmfqd1Nz3Uo1YOb/5b21TVOA5bEG1nT16dYRSq/k6Mjl0cVb4fXM/6JagOsM9a1+h5wsX0mBxGHOkGYLI7Td9MaJic1k0pgyblLnRwsie91SLw7x0mdHKyZu6bvyCXfmep7jt97bfWp2lrWH330UXmvpcQCFEIIIYQQQjga8gMohBBCCCGEcDScWgkcZQbt8ODMmTObY868qkyMTj7WpjhnEp/iC00+6J15tWVCKvbM/n07j5O8ic9zMqHJuYJi2szH9BKpU+Nkb5Tr9Hs4CVxLxihrZNmoPLi2wLbVsjKW4zXXXLNJU+bVm5+dXODqq6++5BjzQAlbH3emdCVrYr6cFKLTlD+xHFsaRycj99xzzyZNaVznh21Xxa2q0jIRXjc5OXDnNmva7nR8kr3x+JJ4D1eS6b4sh5bOUE5AJwccV8+dO1dVW7lBWMb58+c36e6HbJ/s00qmskTWpiSfbr5o2Kd5bvf/JRKdyYGIkrhN8X4c6tzJeY5jksNdCZnR5DBBpZdsjO+64v05JyonTzxGuRydcfQzeg7af0bfY4mDCCXfnJwgOKcc0/eNahdLpM8ndUYwjeuTrM3NV4c6/jh0nlL/X+OAZ3L6MOHGgB6H2LafffbZTZrzVI+xHGsPIRagEEIIIYQQwtGQH0AhhBBCCCGEo+HUSuDoaYuedJrJfOfMjspM7WQ3yjRMX+VKcuTuRVlES4am+ApVW9Owk72RpbFFlnhcmWRta8yjyqzOcpw88/HdWeZt+qcEgGklneP1kzSA0q6O4bGf7rxRcsT8trc09w5sF/Ss1rh4Vi1n4zuwHNl/9q+p2q3Lp556qqp25XS8L6Vxa+SbU+wP5Ylqioe1JPbBGu9wU3yLSTqwRg43yYOmMY3Xsw2x7T3xxBNVtRtH7eGHH96kKSnoeFbsM2GG/aih10QlZWPayXlUDC2OCa6N9vFJ4ubk3WukpmpuWtMPD5XITWMB86W8Vq7pp1M8Nd53iQe86X06v/w/ZUJsWz1fMN9u3Ofcopi8sSmpmis7VRdsz66c+ji/B9T3Dd+FadXOXf861COnGvdV/1ki01szB6zxvDc9V52zRhY69XH3Tcm6bLlwf29U7Xp5ozy7jzMO0CHEAhRCCCGEEEI4GvIDKIQQQgghhHA0nFoJHM3yLcehHEB5RuHxKcCce5aTobSJj+bmycMPTcAq6KmT8ygPXs5LyiRLmzzXrAmIN3mqW/I+StLnAuYp87iSwFEu4M5t7ziU+9DzG69Tckam2Q7brEvpAfPT1/F92YYoNWsJmrq+areclGmY79vyJt6DUim+AwOkNm9729s2abbdlh8sCZSo5KguaKoKdjwFKZzM8mtM/Ffa442S3hyK8p7D+v/Upz61ST/44INVtSuB47m8R5epCqoZPOzL3X8pU6JElscn+Sj7ZKedRzn2dSU/OcSLFY87edmhHt8Uk4RnktZOErmqea51z27cPKWCfSqZs5on95+lypzzkRszFZxb6BFOoYKDq/9Xbd9zSf10Hni9C97eaeZVBUlnn7rppps2acq2D/Hu5749VHtaIxudvAOSNdI7xyTpO1Tidggcm/hd1PLs9j5apWVvVdvvF3oFPoRYgEIIIYQQQghHw6ld2uPG6xtuuKGq9GpalbZcuDglXJXoFRllFarym0bV/xv3XHW9W1lzqyXNtLHPrTioVZxpg7pbOVgTI8BZgxpX/r2S5OL8dNptwFOrUrQA8b7PPffcJt1thKtOalWqartCwetpUZk2wyonCPSN78qxV1OcxYsbtbsd8t353F5FY9t1jjYaF++K91AbuZlmHlTbVdbLaaMx8/Nqxehxq4aqXx3qrIXtvFfD6Mzg/vvv36QfeuihTbpj+nBFlfdSm+45roYZltdb3vKWqtrGqqvanbv6/1XbfubiZrHPdd9gn3YbyZfGNDnU8YGLw3a5ZzkOXWles4qunCC4OcZZ2NWzVF24+unj/P9ktXPWNeWAx70vj/d478qu26EbczlWTxYGXtdzIts5xyDlqMjNmX0uy4DvyznE1XEzWRFd2+z7unKe7rXE6VSzJh6PyoP7XjhpHCBnYe1n8DtkikFHCxD/z2+o/jY7qTohFqAQQgghhBDC0ZAfQCGEEEIIIYSj4dRK4O64445N+tZbb62qrRSuanfzuNrE6WLwME2TtMJtyG6UnIRmYyd16Hs5qZuSGSyJwaNMsUpGtGQD+xqzrjL3E5VfJ7dSkgEne1JyOrfRt891pviWlDE/lLLwHbixr829dDrA/3d+nZyApuOGfvLdpteWOvFZSjbFe/C57Etnz56tqqrrr79+c4zSHSXNcBIM1deULG4f5UhD1fsSCY2SHLg2vyYexMQh8YdYZ2wLlDC29O2BBx7YHOPmUdZ132PaXF+1lXKxnYcZOk/pfkQJHNPsR90f3LzAdtvzm5sjnCRXodr+5Nxmin9zpTlEcq3G/yotQ2eZT5JpJyOaJHCqL7NPK0c7vBcl2XwHtqe+zjmAYHqSkCsHERzrlYTfyX95vOVs/L+SjfM6yqZI553fe5TDsWzU3HKoMwLnZKtR32iHPsuVY3No/MWTOv5xMljliIryNTrdeeyxxzbplrvx+4bfYHzPnpumWFYTsQCFEEIIIYQQjob8AAohhBBCCCEcDadWAnfnnXdu0jfffHNV7coJaJ5VMQ1oDqX5lGboydw/SXCUVx0+V0nzqrTJ25nzlXxhkgks8Wyyf81+WkkSaBZWZnPn5UbFRnKe4VSZOBO9krUxD7xX17uLk0AJnIq9xPZGjzUtQaNZX3lrch5ZGJel805zMj1OsT31c+kxzr1bm5Epe6N0oGP+ML4CZVHK3O+knkyrmFzO09HkgUlJMh3KA5trj2vi9UwyHZVf50Gr6531R+mASvNcJWWp2tY180gZAcfQrmO2hTDTktGqquuuu27nb9WulJT9V0lCJ2+ZS2TSk9fDKS6W6lNrZG9L+sN03Rr5aJeD88CmYrYp72f79D2c9F3NPdN84yRwUzw79lmO5X2Om4uVvJr5ouRIXc965zM6zXy774yev5w8UHl847sryRnLg/JgXseYQEuZ4iAS1yfWeJRb42FN9Yk1Mawcam4i6nuO5cz66zmJMmznEbe/WZhX1pmSC1PueAixAIUQQgghhBCOhlNrAbrllls26V5FcxvJlZWCKwZcheNqSP8S5jGmXWyehqsEnTe3eW6KEcD/O3/z+/l2xyd/9i72hNpkq1bT9vN4ubzsP6/TfC5XpbjSoOL8sH76XK6s0RLD470SwWPKiQXTXJ1Q1hemWZcq1pQ6tp+fLgeu+DlLZ1/H92Ue+G7d/ulY5L777tuk77nnnqraXcXmaoyy4LF/TZu6l8RpUsem/08r2lcy9s+S/KgN06wfrlx21GtuEuXKGcus2x7L2VkZGtaPs050OnGA1nH77bdv0j1GuPmGx5VFlChnIc66zXRf5zZLT05vDl3NXuJMZ/8ea6w+U5w8zgXOEYRSETgVxxRPaVIfqLpyeeTxHiM4VvBedBAwxQFSliXOV8oBAXHOFfoZnJ/ddW0V4LP4vsoCxPelYqfnIb4j88C0cqTjULGxXL+clDVrHPSoNubmtEOYHGDxuHPA02XKdse5S1l7+A3nHGX0mMbx0Tkr6zZw0rkpFqAQQgghhBDC0ZAfQCGEEEIIIYSj4dRK4GgGVfIy5/u+TW40p1HKRFPs/jVV86ZTJy1QMoRpA6XbhKakBc78Om1mVWZs975uw2ZDGZeSdizZzNfmUdYDTa3KpO180Pd1vIb3UtI4FWtjP+9KGsly4mZ0Fb+AG/f6vk4OqeJ5OHMyURsVCTe233333VVV9a53vWtz7O1vf/sm3U5G2E9oemY5dZr1z3dzbX5COSRZEz9hkmQ61jg2mKQDlHZ0rIOWuu2n+/+8nuMbJYgtYWO7ck4o+riqM3fdoWV3rNBBSNeZcwSyRmJF1H1dnfcznNOdTjuJzpp4W1Pe18QJmiSlTp7d4zL7jpOu9zlOlqMkxk6CPsnYVR6dvF45JuA8xvxSGqti3fAY546e8zguqfnVfdOouYdyOieXa7kU50bmixLvfjbHPtKOe5xsSn2vLWm7Xcfum2WSBx7aZ9Y481HPmr4v3XYBtc2A7YJtrCVulLqxLpXDJ/Yjfkdwzuo0j/FczlP9feHiBi4lFqAQQgghhBDC0ZAfQCGEEEIIIYSj4dRK4Gj66rQ6VrVrsm4ToPLQVqW9StCU6MzQymSpJHkuvo2S0zkZn5IZLJHAKTmPkkVMnquqtmZq5pv5oumy086MraQMNINTUqbkX7xexbqhWZ6mWuWBR5lZq7SJndfTRNzyJeaBkiUyeUJT3vCWSOCUdICmZUrc3vnOd1ZV1Tve8Y7NsVtvvXWTbokV65Sew3jfLr8lsUw672vkZa7PTW17jaRgygvTbAMq9tKFCxc26XPnzl2Spvcc3qv7Etugk9soWS9lWGy7Si7symySnwTNJD+b+oPy8LePkmM5D6PKu5yS3E5xTJhe4m1xTeyeCSWBdV7TlIc1F2NHeR1VHjKrdIw6MkncVH6dDEl53VLytKrdOU3FkuL3jfJQyrlWeZ51Y4XyOqgk31W7faKfyznTeYTrZ3P+5Bzd8xAl3UpiTpykT6WdBG7qEy5+4tJ7LTlX9S/Xh5XXUefFrePKMdYc/9/Xue8Q1fZcOarvcNavk9qreewQYgEKIYQQQgghHA35ARRCCCGEEEI4Gk6ttoEm1TaDLTFtNku8RbWZTXk8q1oueyM0Fbogdn1f5UVuP79rAtP1dc5TT19H87rzsKY80/Bc5rdNlzRhsv5YJio4G72RsMw6vypfzJvzAqfMxS7YJ02xXX7M1xNPPLFJUwKn7utkHOqY8trDY4R12XI1BgxmgEZ6fLv33nurquq2227bHGvvOlXbgJiUFriyUX1xjYmfKBmBkxZMkoU1AeTUfXmM4wE94Xz605+uqqoHH3xwc+zhhx/epCkp6LpkflmmnWafYZ+aTP9OKtHPU8Gh9/PTY2EkcOtQ46uTOyvPX84rn7qvqq8qLYdzEjglfXb97KRS0olJeufKTo37TlLG8bXfzXnLVOOY87SlvM654LTd/13QTqZ7LuT9nSy/5WzOIyDnLOUlVbFE8qeCdLPs2KaVN1M3p3XeOX/edNNNm/SZM2eqaneeo/xXeaN146iTkDZTgPk1fcbNR5PnxCmgt/OS2OXL75/HH398k6Y8+/z581W1O1/xe6zrnWXk5im1PeXV+pY9hFiAQgghhBBCCEfDqV3aU9YTrgjxlyM3b09MvuDXxBlRv05d7AIVh8DFbVBxc5agNoqrVQtngVAbOt0qjtrI61YJ1KZyrkq5la8uP57LPKj/O2ue2mxJywbLrO/nNgnyGW01YRtUKxzuHbhpsVdhWD9sF1ztaicGLPO77rprk26rT9V29UxZfaq2K2puI6qyICzZUK0ceJDJAnRSpg2lfB7LnKuojz322Cb9iU98oqqq7r///s0xrrKx/6gNn6w/9X+3gq8soS6miNoQzzY0WdbDjLIKLBknu/6dFZpjiLJ4OguQWvlWThkm6wvzuyRW0cS0+su5UrVx5Sigajtmuj6gHA6p+H9VOu6NizOjLE7OAtT55fhO64maA1geyrET8+PaGy0APY7xHZTF0bUF9e6sB6dgUXXN91HOXKhOoJKh566OVcdrqvSc5axjah67Eg56pj4zOao6tH+pPKg2WLXb9pTShHWt8uXmJjXfEJZZt29nLX81LNGxAIUQQgghhBCOhvwACiGEEEIIIRwNp1YCx83FbcqlXOSOO+7YpGkybVmTkw6otPs/zadtqps2rNGM7eQ8St7gNl4qkymZNtWpDflOgqV89TuHCZQU9HGaWZ1JtM91UsEpLo4ynzoJHE3hSn7CcqLsqdOUwDEPvG9LyVR8KcJNhswv36fzzjqlXICytY6LQFkbY/tw02ifo2Rv/D8lOC7GzpqNjOq420jKem8m6YB7lnrumvgKqk72jzccI3jfPu7KUcVm4b2UNMfFPWEbUeXoxsKG/TbMsP/2WEGJLB1nUJLScln2TUp/SPfFQ+MATbHkpjgmSrJ9EiYHPN23nOMDzk1d/s7xgZLWEffunQc17+/np589OW1Qzg7cvdzmcfWdwev57oy9089T4xLv5aRH6t1Z5s7RUbc95+xDzVlnz57dHOO3XfcVOkbgPKYkpBwP3ZjaLJm7pjhACuewa3JUpfK4JFZRvyfLmfM5v086zbap5ib3DafKwX33qj7uvvdUO1Rz7hpiAQohhBBCCCEcDfkBFEIIIYQQQjgaTq0E7qMf/egmfeHCharaNZ1+9Vd/9SZNU13L4Wj6pFmQKO8dNEPzHm1mdl4rJi9WSu62JJaK8gXv6Gc7TzvKAxvN8pQZKBM/YX6Ud48pv05yNMkMlImeZnkXq6hN5WwLlP5QvtCyFnrUYVugObnNzE420e3GxWJQ5m3G43ESt84DJX08l+mWu1E6wP/385znPmWmPjT2j5MRqHa+RjrgnqHOVdex/ijdYDm1DIPtgmXD/qPeQbV5thUngZm850yyN5eH7vuPPPLI5tg3fuM3XnKvsAvjgLWXwI4RVbUrnWU9dT/keKXiqVVtxym2y0kON8V/c9IvNWc5SbZikmsxzbaqJGw8pmRvPO5kYAq+j5PI9XGW+ZRf55lRxSriXMtzu/wnqT7PdR6+KOXu/LJdKZbI3DvNMnDjbz/PeZ+knK3lbpS9URba3t+c5zfOlcoLnPKG6Ji+wdbI3tw8NvXV6TvRpTtvLA8neVf9h+/Wde3majUPcTyaxpklskMliT2EWIBCCCGEEEIIR0N+AIUQQgghhBCOhlMrgfvd3/3dTbolJ5QA0azLIFktCaJ0xXlqajOb87KxxluU8m7mZCiTV541Eh513eTJhdICmsyVJGxJYMo2fzqp2uQtzwW862c7L1f9HpQh8FlsIy0Z4/XPPvvsJfeq2pYTza/OQ5qSPjI/LXtgeVC2pgKd0lzd3t6qdqUDbeqmyZvSAHUPPpcyPiURnep9iextCsCo2u4UTG6SyDHt/q+8ZTFfrhx7nKGnJdVeq7btzI0tysTvgvZN0g0lsXCSBLb5hx56qKqq/uRP/mRz7IMf/OBlnxW25Va19VZKr6X0Ase6a49WKhDkfrr7tZPAqfQkD13iBW6amw4NkNr9gWO9CubJY0r2xuPOm6YKwKmCYFbpPsuydd5KVXB2lXYyPt5rjVdYNTdx3lZS60mi6IK5sq76eU4Sz/Lt9s1y5HzD77WWu/Hbjv/vuYtyLt6Lc7zyvOkkmerYkvTlmKRszJvLo+pfS6R1nUd+p/DbgHN/H2c5st+punbfA2quVZ4G9/Ou/q/6F+XmhxALUAghhBBCCOFoOLUWoI9//OOX/f/jjz++ST/xxBObdK8kuFUCtXl02iBdpS0XKhaOQ8UDWeJXXm2EU/mq2v5qnhwMcDMmLUA8ztWf/bxU7f7K7zTLlnBVScVH4AoWz+3VDK7I81xldaM1Q1k5eD1XF7hS1+XnVo/UJmYeU5tSmRdaJ/mMXu3iahhXvpRFi2VDCxEtR/085sHVVXPS1TCeO224rppXk9VKk4t7Mv1fpflebENcResVepata0Pd79yGa9XG3Cb3XlF1DlrU2MI2SKvPAw88sEn/6Z/+aVVVfexjH6uwnD//8z/fpNvy084QqnbbgZp7aEHk+OvinTVTbLs1FqCpTzurj2KJOqH7AedMllO3V84LykLEtIsDxPfpvLvYMNMcrOZXpvk+KiaQs3gR1b9Zv2ojuIvfxzwoRxrKGYRaea/S4zbrl/ml5aHHSR6jBYLz1JkzZ6pq1+qjYtRxHOZ9XZk1a2LUuf9P7WJSJ6hxfVIHufu6b5I1cYC6LNknVLtw7VX1O+ZFzV1V2gmCszh2m24HaIcSC1AIIYQQQgjhaMgPoBBCCCGEEMLRcGolcJQJtIyAJjn+n+k2pbuYNMocSbOhk5ZMm0PbbOjMoJMZlejUthsAACAASURBVCjzqNuYqUyILjZBl43a8O/SfBbzoKQdNHcSlV9KdFT8lKqt1IimXEokVJkraR5x0gHlSIGmXCVvIDTxq3gPvQG6ale2pmJQUSLAcmb5d5k4hwmU2bX5e9oI7KRqSi6zRAqnZKNrpAek88t3cO+zxmGCkve4mEDKwQrrkpvfe0xyMoJ+Lscenqs2crMfOBlBS/I4JnLT/p/92Z9t0vfff39VnVxmcGzQ4cH58+erarfu3eZhtXlfbT7ev65xshrV3q9EnC7FJI1z8ut+NxcXp6WALBu1Cb9KxwxiH1BzltuMrcbByfEB0y6GjnJywnup7xCOZ7wXy6Sf62Rv0zhI+jpXdqqcOMdzbOQ4qJzucMxUjn2U7K1qK9fi2McxU7XBNW1/jSOqaW6aZG887iRwZI0Eru/r4l+y3jrN//O+KnYh2wjzq74TXVzNfq6T+rKvdKy1c+fO1UmIBSiEEEIIIYRwNOQHUAghhBBCCOFoOLUSOBVjx5mjaVJTXimcNyjlJWXyIe/MoJMMQcmA1phMiTMbtqTASdzapMn/OxmBktM5T2iNk6KpGDlOekezeqfdvRqacplmfrucXCwG5d1GxfvZz2/Ly5zsUMmX1DtWbaUBPEbTNd+tJQeUC1ByoCSKTpKppB9MK2mA8+Y2ST0nrzzO3K/ieTgJnLqeTN6ynLfDLlPnXYf10+VAmQ/bSL8P64llznfr+/JZyrtj1bbtUdbWMq2qXY+Zk0wvaCjf7bJz3rNUn1rTz5bIX5TUVN33UA+Ma2K6OXm2ikGnvGU62c0Ug0d9LzC/TtqlvOm52CSc8yYvfY2TFatxjHlx3zfKuxxRHu6cLLGf4SR0vJeSUTspcM9DlHK7eFedVjGwqrZjLcdW9U1UNX+jqT7jZG+T51LVL6c4XVV6S8PkhXiJl+LGeQpVEjj33dvv6+Izspw4f6k88P/djt3WAj6jxwN6yTyEWIBCCCGEEEIIR0N+AIUQQgghhBCOhlMrgZtkM85TiwpIOnnPURKt/XTfVwVZI85EqcyoTvamglQ6MzbNlC1pYeBDSg7afM578XoVtM0Fe50kcJQJqXJ0pmdVV86k3eVEUy7Ljnns56qAp+4eztSucFKWLgcXjI7mfhVQVkkLmOb1zjvO5I1NBe107+NkNOq+6phLKwmpMudP/cThZASTBI5toPPgJIyUGfR1bPuUw/VzncSU7aXr2El+lPco/n8aH9d4CQu6bxzqaW2Nt8XJw5rzmtbnrvGONUltqvRY7gIbKg94yiOn8xCl0tNcXbV9z8kDW9W2L08yPt7XBZOcym8KxuzqstOu//O56lz+v9+H/3dS7X4G63qSwDGIt5PA9T14PfPQ4+C0NYFpN1+pvuYC2E8e4VT9LQnSrQLbT+k17cpJ4NQ2AR5TbYhlM/VL5ot9gv295zE356k+7OpnKbEAhRBCCCGEEI6GU2sBUj7ol/hOv9z1+/QvThWPoGp3k2avyKjNj+4Z0yrCEmtRp53jA/7C7hgg3OisNq/xuW4zdb+vswCpuDlc9ZhWG6eNqHye2xzOlaJGxd3g89xKofJd75xYqBV1rtipVRi30qFi+3AFhatoTPemVBXraD+/zbSa7CxAJ7UQuOeSLn+3aqWscms2h7pzJyuuqku1odTll6hN1GwLRK2iKYtm1bwh3q2kT9a8oDlkg/QS1qxmT9YVZUFg3TvHBlN+1RgxWX2qtnMs51rljMeNz6o9TxaiKu3gRVl1q7ZjgbNoqbnfjRXKoj1tjHdz/JQHZxlUsYicg4dGOT6o2s5NHC+pSKAFp1f6lWJhP93n0tqkNuc7q49yOLLEAqT67WQtcn2j8+isPqp/Lfk+Ve8+xQxivp1zqC5rlvk0d7m2qSxALm5jX+cckqh27L63lxILUAghhBBCCOFoyA+gEEIIIYQQwtFwaiVwarPzks1gky94mt/aPNfSsaqtI4GqXXM9zX4qD4dseiROmqJkBjQrMt2SPeabsjZVjk5O18ddfAt1D8ofnGOCNus66RbLsZ+tNoQTVQb7eZ82PfJ9+j14jNexzPpclo0y5zs5Hd+3zdCUCFD2xndvidQSaYDqE5OkZIp35UzxKg/uvkqK4pxFrNk8Ov3fyVLUc1mOXeasX5r7KVtTm3fVplIXg4PPWCOBU+OFc57QrHH2EdbJ3qZx38luVD06ufIkgZvivaj+sESerWKruTg/PSdRYq4c9Lh5cE3csslJBctuii/jHIhM8qSe8zj3ufmzjzvZ2/TtQZSMyMls+1yOuSruGY/zfZysraVznK+YprROxfpb008mCZyb7ycnI2r+vJKODSY5Hc9xY4i6r6tLJdt2zny6T7h5ge2x88M+5eJMTk45VB+OBC6EEEIIIYQQFpIfQCGEEEIIIYSj4dRK4CY/60SZPJ0XJJrvlFmeZnua9dqM7MyRygw6+YV3XtWU+dtJ1Zj3SVYzeblRcgvnLYgoj0Uutk+bV2lydWbdNp/SfKvi3vC5lP8pOcUSz1eqnCZ/9M57jpIOOO8sfR3jKyhpAe87eUOs0vI/Ve9L6k/FrJg8uUze9qq02d15fFPH1njamfqtk0WotksJ3Bpph5Id8n2VtywnB1B5d565lBxxjaeysEwq2qiydTG21DzlZFGcmzrt5HJqLOdzVT9b0h+UBM55VO208wLnZFrquYeUuZP/qn7iZGsTyiMcx3c3Zk5e7dT46WS6ysvbJH10Y66SnnPso+c3lVbjYZWWHa6J7bNE+ni5ezG9RAKnpGjqe+5KeIGbvB9PUm4XS27yAqfi2U1xBau2YwD/77ZoKE+PTgIXL3AhhBBCCCGEsJL8AAohhBBCCCEcDadWAkeUCdIFllQBPJ18rM3xyhvN/n2VNxklI1Aez/aP9z34LErvmJ+WNzhPO5QUdNp5m5mkXcrsu8RDlPJiQ9MlJWx9P5pXnelZyUDe+ta3btJtYqfEhx79eN1Uf0pG4Ly10dzfpmPn5UaZkylx4736uAt+SrmV8jLmTOXKo4qSwB0aHHEq0yXBAJcGk3N5WeMRbpLAESUjcLI3lXYB/prJs1fVdmzgMeXhkDgJsJJJTfLOMLPGO+E0dzHNNqG8T1Zt63GNTGzKu5MkKcmRm185p3XaScz7Xk6qOgXTns51Uig1/03Bmh1KAsf+P8nwXJBS5TnTvY+aw3kvFfBSBR7l/6u28xjnK+cFrs9xHjKV5HKSqh3q8W9iCtjOPK6RUR8aDPlyz19yXyfTUx7hnASu0y44qvq24HjE71Ome2zgeHGo3HQpsQCFEEIIIYQQjoZTawHiL0O12s1fi/z12StM7lfotHnUxSlR/yfKYsJ3UBug3aZWtZGUx5y1qI9zVYQrL0vfge/hrApTvBcXE6jzM8XH4P1UfKKq7aoTrSQsJxX7Qa067qeV5YIrX7fccsslaVqmuPLVliFaB3gv5l29j7ImVc0WIGWJcZts1QZkZ6lp3Kqjik/jVqWUtXTN5tFDY28dGpehy5z14KxBfdxZgPq+bI8sU/bxaQM520uzpMzVCnCYUWXoxnq1cuqc0CgLIK93m/enuETK8j+tZi/ZZN95cGoLNdcqKxef4cYdNUe4Nq6csijLyP5xVY7TCrWbS7l6rq7nnKY2fDurbN9jybzcZeLqvfPIvE4xgah0cBagPofjpOsf+++1/w5q7nKqlclKqFhiAVJ9Yo2KYMrPlYhtp/KlvqGrtvXN+lEWIFd/RMVecjGBus3z/27u6fdwz11KLEAhhBBCCCGEoyE/gEIIIYQQQghHw6mVwCmzrNusR/Nom9koIaE0xcW9Uffl89SGQjJtlFsTm0BtKHPxFZSJ0dF5cOZ1JSNw76BkT8qBwX5abeKcHC2wPFgON998c1X5jZl8bueR5tdJBsb73nrrrZv0Pffcc8lxypAoE2jHBryXiwmkHCawDSrJmCs71bbcxngVD2ZNzKc1jjSUfKjq5BtJD5UWrHGu0O+hpCFVu3K4TvOYin2lYipUaUcnzz33nPw/r2tUu9pPqzhaYUb1T/Yn5/RDtTEnG+5xim3NzReq/540Rp1D9XsVt65Ky5bcWNHHl2xgV3OT+j/PWeIgQvWDSaqt6qFKx2lz86OKw+buO0mBVXtTzgyqdGwfN171cTfX8vgk/1Xl6CTVkzxwkn+6tIoDNMW+m+SZV8IJwtT+p7iMro8rOdwaCdzkEIF14mSw/X3KcY7tjUQCF0IIIYQQQggryQ+gEEIIIYQQwtFwaiVwa7x70PzW0hDKxChJUp6/lsQ/UXIemhjbrOjiAKm8TzKjKu0xzsnLaFpsnORI5XGNF5VD41so87eKn8D7KYkjn+EkY6r8nSclPqMlk5S93XvvvZv0XXfdtUm39zfn2a3/T1Ov8zqoTOlLPPapc1U7nzweOdR1TqJBlIcs5w1okhGoY65tTjKeiUleorwa7qeVDERJCtw4pmQEbPvOM2Lf18ksVf84aZyKY2ONByh13HmB4zjZ9atk2FXL+l+jZMeTBzUXk2Zql5S8TJ7qiJLWOu9lkzzbSbXVMSW9cs9lOalvBxU3zsUBYl0r+fUkh3NzJvu6kq2pNLcIOC9vfS7/z3vxeD/XzcWq3pTsjWkngZvkgS4+lGpvrg0pL3BrZNTquW6On2R6a6TgU0wgJ5PuNjvNXXyGk9eznffYwWO8bpIdHkIsQCGEEEIIIYSj4dRagKZ4FcpSULVdgXr++ec3x7g6oVbUlvjU7+NuM5/a9EjUis606blKR891qFUNXqesVG6TmbqX+r875pw6TBvjle95t6rY91Urc/vPVRvweC5XNc6cOVNVu1Yf5figamvtaWcH++lue3xHOujg+6jVsKUrp/vvw1UYFSFbbc6d4gi5e7lNuMpRw5qNpF8KqFUpZwFSG4iVY4QqbalhW1DWIBdDhXXd95vqhO9z0lW2Y2MqQ1f2aqydxiu3+Xja/K0s+5OTBOKsPpynWmXB8UxZ6JnfSWHhNsOr8WaJEwR1PVHzsupP+/edVr4bjhV8FseNnt+ctUI5rHHtilaZVh8wRt2NN964SbeFh99HtAap2HUq1lnVbjvt9BIL0GT5m5xnTDiHT5PaRdX1oY4N1HNdO1/jqOFQhwhdF5OjHOUYYf+6bnuqje4f7/HNxSNUMYFOquaIBSiEEEIIIYRwNOQHUAghhBBCCOFoOLUSOKJkU05y0GY2OkFw/uqVpMXJ4ZRfcuXwwJmxKQfovD399NObY08++aRMt3ncxc1R+VHxb6q25kbnqEFtHnWbE9dsAlSOB9y9WH5tmqfJlRKMLhua4pUcskpLCVkOLXurqrrvvvuqqurtb3/75thtt922SVNG0HI3HmMbU2bdaXPwkg3O0+bqNbK1pde75zt5w9LNo0xP0oIlEoDOr3PwMW1Kdaj3cTKCloqwbSp5Ca9h21Rjh9tszuv6fofGIwtXlqmNO4cIXb9uE72S9rg6V7JI1yaUDIxtjXK3TlOy7dql6mfsn5NzFdVGp3ZNJpkRnz1J75ieZMNKJr+fVhJU5wRBSfE539x0002b9C233LLzt2pXDtdzFyVwbrN7j1dOCsW0+hZyUqYuXydxU3OXG68mBwNqHpscVTF96NyknGo4RxtOsjeh8ujKSUnTlSMNV7/q+9GNaSrWooqBVeX70kmIBSiEEEIIIYRwNOQHUAghhBBCCOFoOLUSuMlLx+RVhKZ4yuFcLAV1L+W1Z5LAESVpqKp67rnnqqrqqaee2hxjmvntPCoTs8uvMyd3ftw7qPd1nsNoxlQefhxtEnUmU+ahze009yvvRLyX87rT5/IdKBeg3K3Tt99+uzyXMgLlaYcygobl6N5njScXZUpfI4FTbcRdr9qAkzccEttn/xmXY43MYIn3nDWxFvo42yjrUnmBc16TOu36tfKUw/GEcjh6D2s5y5oyjwRuHVM/PeT6Kh3rjfXs+qSaxyYPi5NMyLU1SpA77WRvk3RWjRVr+qGLc6L60ZKxrY+z77nvgX6Gk9apd58keyp22z493lDWf/PNN2/SnLM6zf9znmrpHCV0zivsGs9uao5wqLlJ1c8kZXOskZCvkVSqZ0zzEY8viWG3Rg43tadJ9j3Vn+trqo7XSOAmL3An9QobC1AIIYQQQgjhaMgPoBBCCCGEEMLRcGolcCeVFNDMxqCoyixIsz7/r7xkqECqxHn1oaecZ599tqqqnnnmGZlHSg6Uud+ZI5UETqVdoDeV5rmTSdbJ5SbzrDMXK1kh/9/ly/PopUaVGaUDDHTant+qqs6ePVtVu57dlOytahsIlVInJcPjO/L/lC8pJs9NTgqjylcFR+W5k+yN6SVS0Cm44RpvP0rK4OQnh+DkK0oq5KS4yiOcCjDHc1l2zoNk58cFQnVeH1UeVRv6Ugs++6XOFNx0TfA+1zdUcEwXDFsFi1T5cflSckvK2ly68+PGFTWuT3JZNxeoecH1HaK8sU2SUBfcVPUjjuWHSmv7GS6YJJ/R8xdlbXfccYdMd8BuyrcZpLulb5wzCcthjUfPyx2r0m1kzbxApjJ3+VFj3/Q+0zzmrlfzyRIpuGrTkxRwSTD6TjspmvoemGSjS+S5/Vx+FzOttg4kEGoIIYQQQgghLOTLygI0bfzkdfxFytgFtPaoX69E+e13mwT7FzR/adOq01YfprmaNsVdWWIlUf7dpw3s/NWtrCdLftnzV7zK47RRjignB86q1pYylrlyolC1tdpwhYxWnzvvvHOT7hWztu5U+VhS/QyWI/Og2phrQ1OcAmUhUJsM99N9zmQhIs7KodrYlbQwHOqs4FArhhovppgVS/KgYmEcGkei68o5VWH777p28UeURcpZFoKG5dl92fXpaRXXjaldJ0ssCI3rk8qSzvuqMde1rymGGVnj5EApHQ7dpK3mvCXjQ183zcVVut4P3ZyvVtx5X6oLOqYP56tWLFTtxqtrKxGVDJzT+r5sz85q0PldMp5Nq/aTBUF9c6yJUUem8Xmau1y+J0vMmnh3zuqj3t2h4mi5+aLVSHS2pb6RnXMTpThwcavUd4izPPEeysp7CLEAhRBCCCGEEI6G/AAKIYQQQgghHA2nVgKnNjiuietB850yw7lnuU30bdZzz1USOLd5dIo/pHCbrVUcGWdSbVM345E46ZbamOkkVv0+k7mZ5zoJBiWK/Z78P51J9Ll0JkGpGs39LYG75557NsfuuuuuTZobRfs6St2ck4Mus0kSdqgEzrWLLn+3MV7VzyQdmGRvzPsS6cAaGas6V5WTkw6cdCP/5HChSsdIUeXMtJIX8bolG8gPGVtYP84RwyTrDRrl7MLFv1kjBWZb6Dpl3TpJWNc186Vw7UvFH1KOEapmRzhuvFLj4KF9VkmDprhGTsqtxpAlMWe6z7DMJ2mQk6b3Ofw/5+gzZ85s0i3hVs4O9s/tOU05PmDeXfwxJWuaYjMx7epEjZNOkr1mQ/7l8rKfnmSUk4MrNXc5xweTDNaVkzrmxgslL+PYQcdaLX3jdxPjUHacSsrilMy6aq4/9f3ovsdVmUQCF0IIIYQQQggLyQ+gEEIIIYQQwtFwarUNlBx1+tprr90cm7xyEZqTme5zaYJ0MTWUlw1l6lsiGWumGDxVW7Og+78yJztpgPJ8QpjHNnlSkkaTqjKVu7gMzIOKL8Q0TbVdry6eUptqL1y4sDnG+mWshJYBUDrg4iN02+K9nClWxYZRJm/+nxK6KcYOUW3LeWpR8a6m+AguvomK87NG9jZ5bOQ5vK9qx0tiPKj3ndJO6sJzVZnT02O3Rx5Xks2qbTt38iIlt+C5Tg7X57LOKNPh+NhpJQsOHpZnpzlWsB45j/X8xXmMaTU3qWdV7dbvJN2aPDWpcUXJNfefoTyDTeMCj6l2t8RDnrrOtWE1L6+JZ+fGm2aK7cOym+ZEtgXOR5yz2vvb7bffvjnWnuGqtMc3fispKbf7/mFazXNE1fXUHqt0/ahvCzWfuTy4uXjNPEbUfDLJA5eU04SSlzmJW6c5xzBNOVvPSZy7VEzKJd9+U9mob2QngeN7qjh5hxALUAghhBBCCOFoyA+gEEIIIYQQwtFwaiVwysuNC+hH03HLppzpjPdQXnP4XJr9poBcbdaj2VBJYnhf53FFecNwXrcUzkTcJsZJysb3WSKxaqagnVXa85STN/T9lHSIx1nONDFTAtdpJ3tjutuT8wiozL1rAnS6dqwkcKwTvrsKWKhkli4PSrayJJCikg5MMgLXXpXEzXmGmzwLTRKMyXvjFBiyalv+lLUxwPETTzxxSZrSAl7XEjbnBUe1scmjXJWWY6iAzkw7SWzQTF4RXdl3X6fUzcm6lQRuGl9dAELlCc0FvOw2zrFm8i5J3NjX5eS8ok1et9Q8xWNujFFBhCcvfUtkeOr/Kki38rpYtfvu3QY47lPWxqCnLX2jt7f2cFql5W6cx5zX18Z5K1USwzVe05zsSUngVDudpIjMz5J5THmBc/K0pcFWl3g4nDxBqj6svnmqdgOZdtoFN2W678d7cW7qe7gA2VNQYvctq6Tcbv5rTjo3xQIUQgghhBBCOBpOrQWI9AoGVz3uvvvuTZorIG0N+LM/+7PNsQceeGCT5optr65xk+HZs2c3aVoLlHMF/kLuX9Bc8eWvcbVaNW34rtqu2EwbYB1qhcqtaPC4igfhVuf7V/qSzfttaeGzuPqgHEBMVg6urLkV1U7T0uNWznqFlqsPbpVmiqfTaRWPqWp3U6qyMnLlZoojQ5QF1W0O7fT0f6an+CZkiYOBpc4k3LOUNcjFZVB9gqvcbpWt2yktjkxzbHnyyScvuV613TUbyMlkDVKr7/tpteIdZqb+wDJm/+6xh/HJOMY8/fTTm3TPI5xPuBKsLAhuPOs5xG12VyvFytpcNVt9nJVKOb85NGbYGguQOnca55bEDOq0it1UtR0rOG+zLfB41xvr7Lbbbtuk+X3S30CurpW1R8WtY9qNk4daTNScpGJN8bibU9Um+6n+1Nznzl3iuEDla5r3l6geGmeN7b5I9RDnGI4NPQ/xXH5Xqf7sVASdB6coYRvqtsU2NsU4WuL4R11/CLEAhRBCCCGEEI6G/AAKIYQQQgghHA2nVgKnJEM0vdGkR7Pfpz71qaqq+tjHPrY5dv78+U2aJsY2J9OnPmVvd9111ybdplSaIJl+/PHHd/5W7cpfSN/LSYNotm2TNjfOunMbZ8Kf4tMoyYIz+yrZA82gNK/y3JaBUHbBPPI9lW97ntsyANYTpQGUHLRMgHESKIdjLKl+D7fB9RAJnJMkUQrRbZrtmeXEttvPXSJ1UhJFtpt+3yUSLCXpW8O0qZjHlHxh2pDqcLEUWibg+rVKs19zHKIEpo/zuewfql8zX5MMREkW9o83rr0pCUyYUe3SSW2U7IyySdaXmk84FrBNcOxqqRM3uFMW1XXOdqI2UDMPlM+wXapNy5Pjg/20OnaIJIm4MVk5qXES8j7u4h6p8Yplo+KusH/zXioeD789KIGjQ4Q+x8neVIy5ySnAkrg5nXZtWzmscE451FzqvlnUs1x+J4dRkwSOKLmjk3b1+/K5k6xYbTeo2p3vW+LWcur9NCWzam5ie2Tf7/yucVZAVBtxTq2UBG7NdoI4QQghhBBCCCGEheQHUAghhBBCCOFoOLUSOGUmWyL7UGY7F/un5VCMF0PTMs1vLW+h540LFy5s0srrE9+Bz51M+yp2BM3ck795J0NQHuV4Ls2RSnLkntv3Y75pylVxL1hPTprV8g+acikdaE+A99577+YYpWz0CNdyR8oMeC7zqKQQTp7UTJ5pnElceXx76qmnNscogZnkTa4cO81jbAPdtiihYVtwsSyayTOQimnjmOIJuHJW57KNOcls91vVl6t2ZUktC+K9lCyGqH5StW2bbFcc01RsLCfHUd58nORHyUMigVvHJCNy9aQ8DjqZUN9jifdIFbeMeez2QVkb+wDT3bZdXBai5LBOQtX5cZJs5cFLPYu4OEFKVrNEotj908WlU6jYP1XbOnYSWM5N7RWQUjcle+O5nK9ULDnHJAObPMa5eGmThzxXP5NUTLWxNTF21oxt7ltHxSKatgtMsDz4fcPvS7WtgvOU8jjM7y7nPVfNJ4oprhhZ4hVWSeBcu2jiBS6EEEIIIYQQFpIfQCGEEEIIIYSj4dRK4GhGazMZTXqUffDcNmPTLDx5K6EE4Ny5c5v0E088sUm3eZtmR8pjaP5W+VJeP2j6pClQeXVxsgpllnVBU/u48r5Tpb2YLPEM1nlkmRMG/lNmTprdWY70ltTQ49tXfuVXVtWuXIASRnp863OYF+ZXyUcmsy/PnUzATo6lPDCxXdGkrcpuScA1JR9TMkvKaly6pRcsO7Y3tqFJDqekmpMnHdceebzrjeVMjzns14899tjO3/1zlce3JQHiOm+u3yppB8vRyaQaJ9dQXq/cM9R4EGamIMPOy5GS0kz3Jc4LYEvb2G45bvTYw/lm8jTp5Esurd5hQvVfJ1VT1zmpmhqrOd65wK09pvE7g2XOc/t5HGNYJ32ukipW7Xrx63mKgd4py6dn074H+zGZJEOqzN04qsZyV+bquGr7VXPQapV2nuzUPOfGxklGN42pZBrrHX0vju/si5yb2nsxv0nZx3ldt1kn25+CqKu8Oy9xagxYImtU3vQmDvU2u7n+RFeHEEIIIYQQwini1C7t8ddn/2J1vuSVkwOu/rvNXL0Jnr8y+ctcxQvhRlKuqPUv8CXxBho+l6tDaqO5s0bwGX2dWw3r9+H/3abHaWWT9HVqk3fVrrOBXlF3zhdo/eh80sLzrne9a5NuJwi0+nC1jLEU+jg3jypHAFV6JcmtBPY9nOWi34Hthu9IK1evJk7xlgif5WJSqHonyoLH8lB1yWNM8zplYXCrjf0erhynzbBq5YsrZNw8+ulPf3qTfvTRR6tqd+WN17EcO+0sQETVlVolXbPZ3KEsDq4NLdmsFB9/cwAAIABJREFUGi7PtJLsVr5V3fBe7H/dp5xzBY5dfdxtelaKAxdfbOkG6Srdxk/avtz7qjJ347OagznPOccEaxy8dJmx7FgePU7SqkOrD9N9jrP6cH7r+cvNn9NG8ilG3RSHiXMM25tqQ0usAtPYphQWU1wj1wYP3VDf9+A8ptrYkj6jvgfodIcxKx955JGq2lUncG5SjpmW9L+uF+dIbHLsM81jyplWlbYATfGfTkpmuBBCCCGEEMLRkB9AIYQQQgghhKPh1ErgSJvRaKKmb/w777xzk24JDs2zlBmpjWPOVEiZQJsIuSlaxWhREqCqXVNtm0x5LqFZsM2U3GxJUy5Nj0ompMyNkxSK93CbHpU0jiZiOhtgOfQmPic7ZL21jPGd73zn5th99923SbdMhBKBO+64Y5OmjKA3o1Jm4jbyq1gYfF91D/6fddWmbjrPYHtUTg6UrHEfFVfDSUaUUwC1AZJtlM9VcZxYv0yzLrrMWbZOcqn+r3ASObbT7pctb6uqeuihhzbpT33qU5t0S+NYJ04a0JID54xlkuypccbJepU0bop7xLSTbKryV1Km4FFjuXMkwbbffePWW2/dHOMYxXt0G1Qy6yrdf9kHlByOx1wbblwsOdX/nHRTHZ/kWktkMNMGdt6j27sbV5wzAfUsPoPl17Au+/uEMmzK8nluS9/4f46plBh3fqf4Ke4dVNqNo3xGtxHnwEdJ4Fy7mOLCOUc5jXOUoZw6ONmbkv+5ebfL3MVPVM6fpnbD+Ybya85ZLX1jXEC2O767iuXnnB41nG/UeOH6lJJcOym3us45mJicHh1CLEAhhBBCCCGEoyE/gEIIIYQQQghHw6mVwCn5mJIeVO2a/dq0zHMpl1PeoGh2pEcOmnhbyqQ8b1RtTZD0+8988Vz1PkRJFWiudF6dGpaN8qZHc+XkX3+Jd48uE+aReeA9WtLBYzSfUxb4tre9rap2ZW/0CNdthJ52WNdKjug8nSmPYnxftkdKwvo6Stlo3m7p2yR7I0oCuZ9H5Q3ImfuVafmkpuklz+17sLzcfZUnHSVPUPHBqnbLtPvzJz7xic2xj3/845s0vcC1Rz7my3mG6v6hPCtW7dbV5JWn303JTPaPdxtx0la2IRUHyHkS7DY9yQ7DLqyHSQKnZDXsD/QGRm+ZXWcuLpqKR8f5Ss1dzkucah+u3ar+uyQeT5/jPINNUqhpDHMysKmN87jqOy72UpcZ5Wmcm1rmePvtt2+OcW5Scjm2Bd6X7aXrYonHSFWXynsc68zJJHvedpJMplW8K1dXnXZeyJSk91CvdsqTnPMEq7YnuPhD6llEff+wLzO2D/u16rfOE2TLazmG8H2VdM59g6nvHzXHMD3FeeLxJdK6K0UsQCGEEEIIIYSj4dRagNzGy4arpSpyu9vgxQ1nDz/88M7fql0LEJ/R+eHKDDd8d5oWIMJf2I1bWVO/mvk+U8RwZ1nqe7k4QCpWglvRU04M6NveWb+6LpwVik4M3vGOd1TV7sqa2nDPlTWWP1dIOj9c2eH7qhUoFSV8/7iKwk4rY6/ocOVMtYUqbc3jihDp1ULmhc/gCnBbR1wb63Jw1kDlxGCJM4Ku4yVtV63+qHOV5bFqt9+2wwNafR544IFNmnXVeeQqK/s1NyZ3Huj85PHHH7/kXlXbOnYORxq3ej5tBp9WVJdYgLoup43gYRfVT1yMEOWwhvMR+6mqf/ZpjgWcx3qTNFeVeZ1qg05B0W3CrWarPuvaqrJiulVltdI/xY5RFqb9vKv6cRaCHk+WWMJ7nuHcdNddd23SfZz/d3F+Os3Ve45Hbi5V76DGTOc0qe/F9khLuoqHtsSRhqo35luNk87xzORQgfS7uzmG871yXsQ2osZlZwVplliA2qLr4kkqKyPrn+/G9tJtiN9HfB8+o9+D1mVl2XP9S/WPQ603znLU6ThBCCGEEEIIIYSF5AdQCCGEEEII4Wg4tRI4tQnTbUikjKBNefSd3ptEq7SMgOfSlKs2qzr//H0uTa7OaUCbNp1sQsUYWGNidJIXJYFjHpXky0kHmN8uM9YD34HXtambxygzatlb1Ta+E8ucG0Xb7Mt6UGbuqq30zfnyV+XrTM9KAnX+/PnNMcpT+ly2K7ZdJZdhnbDtkn53vq+KP1S1rQsne+nyozzQSTCUMwnXRpQjDdc/uhwmOQfrie2NjkweeeSRqtrGUajarTPKLfp9KCegVOXs2bObdJcPJXRT7BUnDVEbQl0fV9IOoqQKS+6rYhWFdUwbr0nXA/upk3l1G2W7dfNYH1fzRpWOO8e06sturFdSpinuHM+dZETueiXrdvJR5fDASZ3UvOukwiynnrM4PjAeYY/PHEso1Z7k80qWWKXl027MVLH8OPf0vSh7U84zqrZlwzbGvKhYUk7ir/LAPqHmStdP1BzhHJKoOIfOQcTkJIioMUB9H1Vt35dlQFjvPSe5uVZJ4Niu3Lt1fbvtAGo+cP1ykgIuGRfVM6YYY0vJzBZCCCGEEEI4GvIDKIQQQgghhHA0nFoJnPI2Q5MrTbU0MbZ5j16h6JWLx9trDs3nyqzI48pTWtVWeufMoER5X5rM/VPcjyodk0KZEF0cE963JVCUnLGclDcZehJxps9+D8ra7rnnnk26Y/9Uac8mrJOWbrFOnMyrzb3OLE/6Hvw/pSgtsaqq+tSnPlVVuxI4SlW6TJwEQNUlj1GGwLz3fWnGdv2jZQusB8otukx5f96XZdptdvLSyPdx3mQmCRzv23mjVILlTBlrvzvvz7agZC2UDrC9UbbS7Y3vznah8uD67SFer5ykgUyeuS53/7AMJTlyMkIlkXTxOTgudL+nZze2d44LShalxkS2W9d/J0mfaitOzqP6/ZrYP258VnJYl568iHEeU+/BOZpzYcf3odfS2267bZPuMYTzlYvz02OxiltXpct8iZfHLnPO8UomrTyG7p+rYghOEjgnReO5PY85CZyK76TicPE4/++83Kq4ckS1p0mG56Sgqk27uZZtpPPrtilwDu/5i/dy35TdXpzX12lMm2JyHSqBmzzBHkIsQCGEEEIIIYSjIT+AQgghhBBCCEfDqZXA0QTc5jUXsEtJ0aagkFVbkxtNiZTAKYka8+CCe6nr+YyWl9Ek68y+ynvOZP52EjjlTc+Zx9sUy0BuPJcSjH6GCmC2n8c2/Z85c2ZzjLI3Hm8ZAb3EUTqgzNhKrrV/vFHmdcJ2w2C5DLDZEjhKK1k2KriekxJ2mvXjvBt1e3KBX1VQN7Zd1rXy5sR7qbSTqihzvZNsqnZMU7yqMxdEUnl2o/yEEjjllY7SA6ZVcELmgd7ynGywmbznONnE5LFI4cYIJRF1wZuDhmXYfZLHXPDoHgtcMF+24ZZWUvZGuaXy+Ob6/9QWVaBiJYmpmuV/blzo49OY665XbXiJp7ouX5aXk0F3vbG8KI3lXNgSOM5X9PjW1/F6JXur2o4bLti2khw5z2/qW4jfPJRUdprzFecFtkcVyJZtl+nOD+crFXCWz1NyuyotGXOBm1UQX+UVj+c4ibJqI5PMa8n43OfwHTjHkJ5bJk+9vB/zMG1ZmOYIV3aqvS2RvSl5LVFyt0jgQgghhBBCCGEhp9YCpFat3AorVxR6lYwbkrlyRvqXN1dx3X1V/JppAyV/2SvLBe/lfPX3M9yqIulfy3wf5SffrRJwRb2tLu4d1EqQ29zP5/XKF2Mm9Goa/1+1XYnnSr5aVXKb+bjKoqwRbvWny+HcuXObYw888MAm/eCDD27S7fyAK7VqUzJxFpO+Tq3+V+2+e9cxy44rQlzp63g4jE+k4jnQaso060TF2Jg23DsLBOn3dCvX/QyWLdMsp7Yc8hjPVRYgrtRyJZftX60aulW0pVabQ50gOMcTl8vLflptjg8zyurunOOwTvtcZ4HnSn2n2Q/ZblWdunpW8biUMoB5dBbgyTLhLN3KCcLUH5y1WOXRxfZRVje3At3X8TuDTlDo5KCtQRwrlIMeZemp2h2rO+0cHyh1ift2YBvqOYnqBMaP6u8iXsN5YVInTGOq+15jftvy4+IL9fOccyPVLtgXnRVkinWjyndyguDG3MnqriywVVo9op5L+I60qrF81X3VHM1ydH1RHZssR66cyGQtWkosQCGEEEIIIYSjIT+AQgghhBBCCEfDqdU2qJgn3Iju/NH3hj6a/1z8k5a3TJsiiTM997luA5ja3L3kuUoCx7QyPfJeSibAvND8SlN4m8cZE0XFTyEuDpCKpXD27NnNMbXRvGorKaApXZUp38fFBFKmVJYTN4I+/vjjVbUb74dyOErJWlJAyRnp95li5TCPrFO+j5Jm0IEE5Rhs/y3Ta4cN++/Q7dhtLmV7a/M5y9Nt7u/3mGQzVVoCp8rMme3ZHrvNOscH7LddvmyDdILA/CgHK5QWTHIMJbFwDiLIGicIKr4QWRPDJmimzdQqzknVdqx1cdiU5Hoa66u0tNk9Q6HGTzdeTePo5ODFzYnTfdlP+lzO5crxDK/jeEiYhx5fORZwTGW6JeKUzqp5TG1U3z+uHGm4/tvHWbactyl3a+kz4yA+/fTTm3RLvV08H1V/znmG+uZwTh/U3DFtAVDxjfbvpZxATfOJK2cVh9KNzyovTrrebcxtJ+A9ul5YHk623+ewnXPscU4mGuU8yo09ah5bEpdqmm+m8j2EzGwhhBBCCCGEoyE/gEIIIYQQQghHw6mVwNEc1uY75cGkaleG0mZBmh1ppqYZWsXFmSQpznynPGdQzsX05ElLmf6ZL5dHJZugbKrf3UnDaP5uSRfv7yRuk/92FUuBHnOYH8oI2mw+xUdRcTn286DiUPB9KBNo6QDlApQZKBM9jylZBevByUT6PVz9sWxagkEp4V133bVJs37aexHljJSTthSC1/C5SlozxUyo0nKsyevZ1K6cNyBKCvoezish89j3c+/Leu/2wHah4mFVbdsh+716NyfN47l9L7btSVI5ee0JVxYnOaNnTSXPnjxnLhnbuq1MEpIlEhPlodRJL5Ucy7VnFWtMtWEX20eNuez/lFipuZR1wv+zfHsM4XxFL3Ccs1omy3PVXOv6rJJqu3FUSQzZhvhd9Oijj27SLdvu+axq11tp32OqM6bd/0mXo4trpLzhubhT/W3n4kepcX16Bz5DSd2q9Dw1zWPO2ym/OXs+cF7glJTMeTNV/WOJnLHv6+T1UzkqL5dLJHBrPLtdqTkrFqAQQgghhBDC0ZAfQCGEEEIIIYSj4dRK4GhCVFIYZ57rc1VAzapdk3WfS7Ohk/YoSYKSBtCUOJnHnUerQ+lyoOlTPcOZm5XsUB3bv06ZK1lOLdeqqjpz5sxOXqp2TbGsN+XVTj2D1yt5YdW2bCh7Y7BcygRaXsm2QDM289hp3lcFfmUbdMHklCSB7YZeiFpK2H+rdoOiKgmoC87WnoPYblz9KI9TLt04b05rZFp9X5YHJX2UwXYe+T5OaqSOsS4pte32Qgkcn8F+1fU+eVibvOJVbct/iRc45WnMeSTqtPP+FzTKo6cbU0nXjQpKWKU9ZzrZlJKWOBm1Yk1wXDfn9fOcFzj2uU6rsmN6Kruq7ZhJ2SvbsHqukwOpd+e8zbTyauak7apdTN7JnPyP+e22Q2kl5zEl5W6vplW745kKEuvGZOWNlmOm8vTJOuFYTSlhX8c+wTy2bNRJv/gM5cFwGjOd116i2vkk9XbzZ0v+2G7c3NRpN386CaLKg5KOT0GHXV9WbcB9y06S9jXj1CHEAhRCCCGEEEI4Gk6tBUj9OnXxfNTqQlsaqrzP9d7oz9UFrkTw12evPLvNbb3qoKwD+9cpf+gufs204q5WJbjapRxEuI2oasVHOVnYP1etgKiYNVU69hLPZTmoelcrdm5zMFcq2rrCOAlcGePm0C4/9w5qVZbPZfn3So+LLcOVlbY8MN9sQ3R40Gla1+gkQa3q01qkHFrw2JqYNC6ex2TVVG3IrUD2vbixlu/Lttnn0oEBUbEsWOZ0bMD4Tr0yyTpjXbKuVLtQcRvWWH7datjUF3kd20WnEwdoHWzvKhbZFA+Eq78qHkzVduxxY5uyurg6V5uPnWWp86PixzncyrhazZ6sVG6eU2O5c+ajYsa4fqb6htqkz//zuLPKqXl7skxMVp+q7djEcYlzlxqvaC3imNjPm1QtTE9zcdW2nFw8JSoVuqw5pvIdOs0xmWM96eeqMa5KW7/XWIuIa/PqetXXlsSHmhxgKYuiun6faczq92E5u3hKa+avvu8U44qcVBmVmS2EEEIIIYRwNOQHUAghhBBCCOFoOLUSOJrcWtZGuY8z0bcZk6YzmldpAm7zKk3ENBvSFN73c6ZAtaF4SjvJGCUSfdw5alCSAifjU9dMfvDdpnW1cc/FXmK9tUzIxXBRkjwnO+zn8f98N0q6euM6ZW/cPMryVXJG1g/z22Z+vg/bU9clr1E+96u2ZcZ3YDneeeedm3TL2XgvojYlMo+Ujaq4GpTxufa2f/+q2Ty+Jt4V/9/3XRJnq/PuYkCoTZxLnBGozaMsMyVb4TuwX67ZuD45iFASCRdTaJJvhRlVhq5dcsN3H3ebl1U9uU3PbEtKPkomxwYcQ1TcMiermTY1q/h6TuY1xR9SjmPc3DVJkibp1hJZlJICq+eptrJ/LxW7i/MRv1l6bqEkjPMc52X1rMlhkYqTWLWtP96f+VVzC9u+c9bT8yfzxfmz523K/Pi+Kr6Nq1/17bZE/te4Nqbqz0nBlWzffScqxxNOYqrmJjLJM3ldz58cY5zcdI3MXb3D5AgpThBCCCGEEEIIYSH5ARRCCCGEEEI4Gk6tBE6Z2Zy3DKLiYFDOQ3Nyp2ludl5oDpGLTPE3CGUT9J7S0inG4Jm8sbnYEiqujpPHXO7+VVp2Q9kEvZ7xffocF19BeT1yJmIVP4HlRI9vHROBsjfKCIjyEMM0897vxnenF5vGeX5SMgM+i1I1eqLrcmBb4HN5D+UlivlRcYJcrBJ1LzLJCJxHGxVPQD1j8l7FtJNrkDVSh343lp2LlaBiEU2xP8gaD3nuuv1n7aM81YWZaV5w7XKaO9T4yvbjYtkor1hK2qNigbi0806n5oslMq/GxQxa6smO53KsJ5P3uWleniRjPO7mRyXHcvWv4vcp2RuPO09oSlrOclJjm5PfK296zrMYn9se3zhfMU2PcJzfGkrPlWc+5xFOzSHue26qH9UGnFx58m429Rn2S+UNmMfYZ5TH3CXzshrved8ucycfnDwak0M8wfK6SOBCCCGEEEIIYSH5ARRCCCGEEEI4Gk6tBI4SnDYB0+RHMyq9jClvGPQaosyJzrQ5BZNTXjScFyvlCYTHaOKlZKzNwc47yyQzolldechTZkfiZDfK1KpkVVXaxE7Zm5NbdNrJB9uMTDN4e42pqnr00Uc36QsXLlTVrrSA5aQ8/zjTtAriynfgu3cbmwLMVW3LmnlhmfIeLWugpI9SCZVf58Gp32FJXSs5wOQVZvL8xrTrP80SqVG/j/Oeo9ruEm9sXWaUujGtgg6zvSkZwRKPU1MfX+PVTj1v8jIXdpnqg21CeXxz45nyXMpjTvY00fXspGqqXTovVSpw6DQ+V23fw5XTmrlJeSQjqm+4sd5JeyaWyp5cn1ZjH8cKej3juN7jPq9n/fDbofOmPFlWbb8NeL0LSq7yTXhde3zjNxrzpeTgrt7V81hPHHO7Pbg5RLUnN86umceUF7hpflwivZuC6ao0y2byKqq8MDLtPOSp/FwJifnkyfEQYgEKIYQQQgghHA2n1gLEX/FtwXG/Crn60JvquMpAawN/vfYKCK0k3DA4rUSo1VS3ysNf2yq+jVrBrtKxCdasWqgYLm5j2rTq4VZWOo/c0EgnCNzU2PXCd5w22znrS6/4PPPMM5tj58+f36RpAXr++ecvybfacMjjUwyBqu27cxVNbZJ3lg+1Kdg5plB9gm3XWUTUZne1QrXkfa9kzBi1ojbFCFgS40FZDlk/ql+6WBiTUwFXHmp1Va32L1kJnDaCrilHld8rtdp2LKgx0Vnd3Ub9xsXb6eNqvNt/hhpjprnJregqy6RbCe78qvlq/zoV92qK4TK1yynmENM8dxrbpo3bfN600u8sG6zLbiN0YtPzVdWuBaitgLyvc6qjHAjwW4jWk/1rqvR45d6Xc147PHDOjVRdue+Yvs7FzlPfcypG4f51J/0WUvP5Eic1k+VpctQwpd3cpMpsmu+XjBeTs4I1FiD1rXpSdUIsQCGEEEIIIYSjIT+AQgghhBBCCEfDqZXAKZmR8+VPU25vHqTjA+cQoc3JNJkqv/JVWxMhz1XmYreRUkkk3AZJJYtZYo6czIbq+BSHxJl1WT9t6qYzCsrhaArvNM32k5TJycBaGkDZ27lz5zZpOgjoenMxhZQEavJ9X7UtP7cRWDnHUPEvmGY5O/mfqh8XY0fJntbE81COB5a0MSUbneJKTU4QlkgHlBxgTXwvJ7ObNj6r8WKJfGFpHp2Ecdr0TZS0ac3m7zBLxpwcZOqzpO/rpNGcx/rZk1xkcp7D40vmmzUSuM6ji83Vx6eyc8emDerEyU6ncUMxSdAJx3pKI3seo5SbThBY191enGMDpluWRgm6ksA5Wdskd3Z56GeoODV8Lp/txrZOq+/B/XPVO7j2dojsd5prD5XAqf+7c6f5b0m/Vd+UKj9LpKCHSODI5AQhErgQQgghhBBCWEh+AIUQQgghhBCOhv+PvXON2ewqy//dFuiBmelMp+10hh5oo4hBykHBLwQkJkSJKJBqiB8kKYQqkZgoChoMIEgAi5oggmAiHzQQgjEajAkaBRNMOGgR6NDjTNtp59DOoe0MU1oo7/8D/3s/1/PMdb33Wvt9ZurTff2Syazsdz97r7332nvtve5rXffKahuYawuGWdFXHsNs6Z6iJCIYTs510X+/yi3Acm5EzEKASmKFsH0odxwWIu7JF1KFECsJHMIcZiJm0rd0f4mYz4WDYfcMx6NrjDpnLA/BiRMnhnK6vO3bt29Ylvl+IuZlBhn2xe2rcD9zn2vxxE9YCJ+5vS2WmYNXlbNC/Z3VvbrWShrCJFIt8pNEyXyYjEDdX7ndSoqI5RbpQCX5YW2kxWGNyWmqfBAt93iiJJX5bGH5Z1Qd7ALXR5UPTUko2X2A1wnl13lt0O1NuVsx+SjLL6bocXasnpNK2sxkN5WTVosEJ+mRHCl3yKx75Q4aMbvGlZxO5T1CZ7eUaqPsDfs5bAMsV1zlJIl9Lb43ZXurZMeIuj7sPCoHQ+yXc99Khlu5cFYS5Uoa2dOPVdtiLmbLpuqnxvZ5CHtnqfL89LjpqXehSlY4BkeAjDHGGGOMMZPhSREByq9E5WvOzBFURAWjPVnGkTfcLo5msazX7Ou2GjFarA+jZTIdqwPz6kcq73u2XTXKgyNJF198cUToCBDLA4SjUvh3POd5vTFqd/DgwaF81113RcS8CQKOnLHR+54RkhZTADbSz2iZpMtGpbBebES1JUt0a5Sqx5SjZXSItUNl1JD3hBoRYvREL1siPGwZ+3s16ovLq3utxdShGj2vIkA9WbpNTfVM7hn9VfmDchs4YRxHznE5ywNU1aElrxyD9bXquVM9r6q8Hz2jygqW8wRNG7DvYeoElk8Ny+r+z2uh3j3QoOfo0aMRMZ/7h+Xowf3hvpQBT5WbsIq6I9WIPDMRUsYGLP+TMriqIhus7eEypQRi0e8q2lAZ+LSYm7Bj6GnnY6M6Y/IaqYjW2PdTRpVn0iYIxhhjjDHGGNOIP4CMMcYYY4wxk2FlJXAYJmXhYPw7yrEyZI2yNgw9o5yKSeCUzKTK98LCzVXYVsmm2GToKleOopIZVHK5yvggImL79u0REbF169ZhGUrg8PrkcpQeoCQBjy2v+6FDh4Zld95551C+++67I2J+8iiC+2id+LdYXvx9BJcfVJKSlv1WeW9Yu2iRrbHtV5ONe/JBKNlKT/ibTSRlofaW+4ttH2HnCY+RSTRw3ZaJ2q15mlrOXZVrAWGyFiW5bZXpmRp1ndm5V+2S5cXBvklJ4HIddf9X904ll60krpV0E5er51XVN42RvWEZ+xg05cG+KctMFre4DSaJR/L64bsH9lOHDx8eypn/B9fFY2fGL8pog5Wr3Eot8uwq1w2rD54b1cZaJ++rdoX1YedGyfDYsqr/RNh5UudmbDuu6tJj5oO05iZUfUglVevJ/aP6e5sgGGOMMcYYY0wn/gAyxhhjjDHGTIaVlcCxfAJKjoWh6QyPKrkASuDSdUdJXlB+kGX0s2fSrSqHyOI6iXINyX1s2bJlWIZhQXSOwWNLWHhbhWernBYoB0DHtyxjHZm0AMsoQ8Bridcic/rccccdw7Jbb711KKeMAOvNZG94HD0SuJbwaxWiZ649Pe5lCGs3PZKznjwFSkaQ50RJC1i5RYpWScYqGc9YxuTjadkvk6Lhs4PJJlROocX9L9aL3eNKssDyoeBzzNSw5zpzPFtcN1HPCiSvIzrDMdkbroPbYvnOVH9UyWZ6+gu1jzw/Ki9S9axg9WlxUMw2jv3NhRdeOJRRtp3LsR9jOewiZveMks5mX5wObxERDzzwwFDG5Sl9w9+r69Mjz2a54nrkzOy5omRelaxY3R9sOkBPG6xk4T0SuJblSZUHqHJKa+nHet5DWreF9axyyWF/VeUgQ9Q5r2TqdoEzxhhjjDHGmA3gDyBjjDHGGGPMZFhZCRxLwKncW9BtJGUCKA1TCcZY+A7DjSg/yASbyoEtJXstzhnMZUOFdfM4ldMLq7uS1VSuLwyUUqCzG7rApYwA/45lJo1D2Q3WBxPEpePb7t27h2X79u0bynl9sF1gWYXC2X4rqeBYJyTm4tcih9sozM2wJ5xcySpU2+0J11cSCyUpYHUcex5bXYjUPtSx5/nBZwh7HlSuSxF9To+5D5QsVIkO7QLXB2uLStaGz89EJchm15HJsCPm21XWAgLlAAAgAElEQVRea5VssronK8le5RLGZJUR88eeZSYDXdwHW8akNEpeg8eT/fJYCZxK6J3HiceAEvTsxw4cODAsQ+c3fCfJa4V9hErAOkaeraRorc58yDJk4T1upsyxrHJFGyuBU+2pciisEsoy19DT9cxtSViaZbwX8XmSZXzeqPda9gyo6lY5o+I+lINpK44AGWOMMcYYYybDykaA8Ms9vwKPHz8+LMOvSBxpyq9aHGHJ6A3+PYKP3iP4RZqRI9wWG03BL202ShcxM2jAaBSO8qDBQI5K4egTnhvcR24Xv9xxvww1qpEjNueff/6wDEfLsJwjZjiyhmUcUcvjwHP+0EMPDeU9e/YM5Ztvvjki5nP/4Lo5SqbODRt1UteajZao0fkqqoawEa5qxLVnNKXl7xvNPcBG0dTIWmUaUE06VSNCLGJSRWqqEWakJ+rD6h3BJ5KqZ0Cuq4wpKjMJ1R6rCBA7fy35hcyMnkgquzb4e3WdcmI8mvmo5zobJcVlzOynGoWtRs5xXabWiJiPurBjrwwVWu6NREWAUmmAkZyeCBAqTZhZCEZ90OTgvvvui4iI/fv3D8sy30/E/PXLc80iTBH1sfc82yqTBBWJYVG3an8tOWmqfrnKl9ZjgsByBrX0J60RoJZnbpV7raevHvscYhErZraiIkRjc/NU71VVnrwxuGczxhhjjDHGTAZ/ABljjDHGGGMmw8pK4FiOHQzZoXyMherU38f6lue+cbsoh8vfoUwBJzLi8vwdbkvlzWG5OlQeoNyfCjdXXv5YTikDhuWVrC3lBbiMSeRwuygdQGMDzPOT+X8OHjw4LGOTw1smWzJ6ch5UkiOUQ/bINSpDBCUf68mbUdVrjDysJ5dRS66FLKu8OUxC0yKxWG9fWB4balcSuLzf1SR2djxIJelT0oHcrrrHWY4U5wHqg8mIVJ4TJndTsuRKJt2Ti4NNasZtoVSN5YZRJicVKN3CvqN6LlTPXPW7RBkxpIQb+1Tsj5gcDpcpeXWeSzTtuffee4fyPffcExERhw4dGpZhn8fy6yljIKSSw/Y825hJgir3TN7vkXWz5ZUcvZIrq34Bj4fJNxF2HqtnrronKwlclZtJ1Ystr95pImbPgyrHGPZXlSFRlTtP1bEyPbIEzhhjjDHGGGMa8QeQMcYYY4wxZjKsrAQOQ/TMsUM5xFT5N5iEpscFCWUIGNLOumHYEI+B5RTCeqGEAo8t64jbwnA+huvTZQad0ti5UeeO5a9AuYByx0m3H1yGrjvoJJfnCaUD6PyGjm+ZQwGlhigrTFpcu5jbTOUIVzmS4XbxWjIZnpLIqeOo/t4qKcFy5WSntlXJKqqQdouUhTnT4L2WZSb3iailhC2SEbas+juTQkTMngOVhEndf6rMqPInqHOWbdISuPHktcHnM97r7J5VuXCYJEX1Y+yeYtLciFlbREc5VUfmKKfuX9Z+VD+V50nVMc+JyjfC7l8ldcI6pLxM5aVjsm50r8P+Bu+j7GMxz0/K3iJmcjh0fsPfY5+Y++hx7mxxhOyRFbL9MvlYlYNnLKpPHOM41uOi2nMeEfY+oPqCnnPec9173gHYfYXvqkwCp1ztmKS6yrmosAucMcYYY4wxxiwJfwAZY4wxxhhjJsPKSuDQfSXDxSpEPNZ1q/o9K2OYDkOEzKlJufakrEFJcVhYEGUwKC3Ytm3bUM6wPErGUKaXYU4lgWNJ7FAigDICvD65rpLIoStPSgLuvvvuYdntt98+lFFG8OCDD0bEfPiVJYgbG8ZW9Mi8slxJ4PDvY11s2DG0tN1KCsFC+JWjTeXegsvVuWf1UTKCyr2xSi6r6HGBY+syqVHE7F5j0oII7kKEx8BcxVqkhEwCrGRUeS/hfW9q8DowF7gWOVyiJF+VXLlq46y/QQmckr1l3dWzAn+X0je8D5UcLtuwuneyjniPqD4+66NkoqwfUxI4XJ5llKchmZw2Ypb0FJ3fMvlpxMy5VMkOscwcr6rnUZWUM4I7lLLr2uNEWSVKbakvWz72eHvk2ZWzW9U/qr6Yybd7XNOq89giD6zehSpJLJaZ/FbJqBPVFyNM1lZJYpVjZiuOABljjDHGGGMmw8pGgNhERjXRin1h40iSmoBejXxXk6VZHdRv2KS4ngn5+HscZcN8O7t27YoInhcJt6FGFXG7OUqGo2U4ORTLuQ5Gi3AUDeuQo2S33XbbsCzz/UTMRtYiZtewyu3TM7m/h5aJ82wUjY3Ctfjks7wM1ah/T/SrivCov2N7YpFQVa5yOPRMJGXRJJV7hU3Y7Zk82jNqqCJALI8LewaoyBUbLWbmKIt1zO0yA4nFcm63Jw+Fmb8O7Bxi34XP1MpggI12VtHiiFk7r0ZWVXQF1832qp5nLMeRipioqFjC+insK6pJ2FXUJ2KmRMBIj8oJlO8ZWG88Z2jck/0Y5rBDQ4RUL+C5xbYwNufJmDxAPc99lcOKURnPsHov1rdat4oa9Jg+VMfeompgf2fGMyoalMfREz1DqmiQ6puYwYqKADEThCoP09hoYI8qZQyOABljjDHGGGMmgz+AjDHGGGOMMZNhZSVwONk9Q9JsWcR8mCxD4RgSZ9IDpCVkysKgTL7S4pPPZBMYHmfHqeR0eB5SDoeym2pyG24XpQG5LWVswHIpoPQAt3v//fcP5TQ8uPXWW4dlOHn0+PHjQznPGZ4PhMkDq4mILcYTPSYIrVK0yjxjsbzest46tsoIVB17TBCqdRVsIimbFKlC8T15cyqqc8ommEfMG45kuZLAKRlfJTNQ9a3OI8vhgHUwfTDZKj6vMI8Ma8PVJGDVrnueV9km8J5W8lCWc0/JTvPYqjxTWFbSu6rdsnxJeJ7RlIf1Uyr3D66b7wx4no4ePTqUsZ9Ksx6UvWHOn+x38TxjfSu5TyXrXqYkTD2/8fyzfC89phyKVklfi1lBq9Qbyy3TH1rzAPW8h4yVO4416cJ+KPsmNPXAvislcOr+G2s4xOpdvUeMyQOFOAJkjDHGGGOMmQz+ADLGGGOMMcZMhpXVNjDnL+WShKFl5niDMhUmOahkCLiOCv9l+BxD8QhzY0N5BLrUoLNbhu5R0lf5s6OcDuuT28BzhyFtJhOociYs7iNB2du3vvWtoXzTTTdFxLwLHDq/YXg03YVaHNTY78c6wrGwe0/ugbHONGMkcD15jyr5X48UtMUtscpvwVwUlQQj70Ult1FthO13o7kjlLQA82+lvEDl4KmuNWvnLXLH3Idy0GISQrvA9VE5gqp8TlnGZ3nV3rH94HaZXKR69ikHRiZrapGeVLlhmPxLHQPL+6H6udwGnkclz2YSOCZ7w30//PDDwzLMS3fnnXcO5b1790bELN9PxPz9n+cR+/ged0nl1FrlzalkUT2SMXatWvLXVM+rMfl4epzdlPysxwWuqmMlja7yeyE9+63Og3J+Q4lb9k0ogcN+LH9X9Ve4XE39QHpcYZlj8RgcATLGGGOMMcZMBn8AGWOMMcYYYybDykrgUNaWki4mOVtcnuE7FZKrwqtVUkclvcs6YngdYVIYdE3bvn37UL744ouH8iWXXHLKttCZBl3TMoyJyzD0mXVgMrPFuqdkAJeh7A0lBbkNDKnu2bNnKKMELqVvKJFDpzqU7+W5RhmBku8llTSgJyzf4laSMgH8O5OUKKkbCy2rbbHkly3Hw6RoPTIDduwtbolj6ljJCJQ0pCf5Wo8Ejh1nJS3AspLfMllvz7VWsgnm+KUc/dh+TU3lCKr6iHyOqevIktTitliiVNxeJYFVsDao7ifsd/N48JmNz2o8dpacmCWMxd/jdrGPYPvCfor1Y9h3YZ+H1yKlb+j2hv1Yyt4iIvbv3x8REQ899NCwDM95HntLgsiNuo62/I4t63n/YS5wlSwKqepYud619Desb6rkcC19HpOQVlLDHglcj2NcdR6VPBvvn+ybsO/CdXMbqn8dm/SUtd3qnFUOzhXu2YwxxhhjjDGTYWUjQMzXX3nQ4yhrmh+w/Df49wg+sbqasI0jcjiClfXF0SX8OsbRsNyWiq7gNvJ36qsZJ2xmHgLMR3D48OGhnF/+eB6xDtu2bRvKbPIomjNgffMrfd++fcMyjPrccsstQznzJuBoOcLyTOBIH55zNnm7J3/CMifGV7k91GQ/JLelJlRXoy1jJ5KOyZ8w1mACGWMm0ZMroyd3RMu6+bzA5wnef1jOdXBErjpPPYYX7O+4DnsmRvCcQM4D1AeL5qp+AZ9dLIqJ16kaWe2JnrLRW2UihPVl0UB8BmHflAoG7EOw38YITu5bGRswEwSVvyrrjvtCNQX2U2nmg3XEY8f3hFQl3HXXXcMyjPpgZOjBBx885XiYOoGZYODfI/pMTqqoQPUcHGt+U0WJmWkVstEIfI8JQks/Vp1HhN0/LJ+VysGDbQTLrXVsiX7lvYLbx7aNBh1ZZuog3IeKADHDoWWYIDgCZIwxxhhjjDEbwB9AxhhjjDHGmMmwstoGDFmzCZAqrFhNSGMTglVuEgxZM6kDC2mr36McIMsoJ0CpBEpWUlaDx4ASN8yhk+UMz+PvI2ahR5SvoeHCRRddNJSZCQIeA9YxcyF885vfHJZ94xvfGMooI8i64zVTEgw2EbjK94JUofRKktQy6bwK0WcdW2SWLNeUMkToqW+rxK3lnumRcfXIJpgMhNVH1YuFz5chgcM6ZJtHOQEajuDylMBV5hctk4p75BrMBIHJfhF89pgaJuHAZxQ+11kbxWXqHmHtfaycp5Jvs7KSy+GxZT+iZG/4O5afD++XNBPA/gr7fTzn2V6xb2K587BueJ5Rfo19aUrfMEcdyuGYcY/q7/PZxpZF9E0er/4+Vj5WSaxYX4v1Vv0CW7eqbyVt7jHoqUwScLmSeTF5ffV8Vs9clEwzMxBlUsPeTxHWP+J+lUFPLq+k0aovr9oxrsvk/i3yTUvgjDHGGGOMMaYTfwAZY4wxxhhjJsPKSuBY/gQMr2PoDNfNcuUWFjEL36m/M1QokIH1QpeaDN0r9yWUBmSoHeUA6aQWEXHo0KGhfOTIkYiYD3fieUpHnGc84xnDsiuuuGIoYy6iPH8oVcOcB1ifXI71Zq49EdzVjl0/LKu/ny4ZQYZilesgC6vjulU+DiWny/bEli0ur1yiWB0rOY3KHcPC0FivKiRe5abAdZQML9uhkhawurfIDisXIiaBQ9kbyk1RcsByKfS451TnUcHkGJWzlvMA9VHlAWL5bSJmbRjbrTr3lZNhJYdkbU1J4FgeH5XLCCVwKS9DCSXuF9ta9knYh2A+uyyjBE45rKX0Dl1Ls29bPJ48N3hv4j2N9ck6qnxLLNeTksDlOVOS+Ur+u4y8Za3Omi3ysqoPQKpcUgiTefXIt1mfpvLusPtWSZB7XBizvSjnTXxXynOG5045I1bPAOY6h88WlpcO64PtvDo3qh2zaQqIcrxlWAJnjDHGGGOMMRtgZSNA7OsTR5rYyCyuW+ViwLLyJe+ZMM++7FkUK2I2QoXrqsmh+bWOI804GRPz/OTvsK44SvbMZz4zIiJ+9Ed/dFiGESAcRcuRPjbiFzF/HnN0LSNQi3XEEfMcdVDnlk1EVBGgHpOEMdGilknn7O9VBKiaJNiyD5abQEUu2CgbG0VTUQM8hrwmasJoj7EBi0yoCE+WcSRLjTbnNtToX0/+IawjG8XGexXrntuoJpKqkTWGip4hLJKmrmuu4zxAfahJ1kkVFcBnmMqf0jJ6vrju2LbGokHYX7G+a3F5oqKy2QdgH4F9V95TOBqO5wn7sZ07d0bEvJJhx44dQxnNfFJ5gecD+yOMDGUdsK/FdfHY8tmiDHzYOa/UIy3XvIoAVeuONYBZb/uL5Z7cMJURA8s7V0WDWp77zIRGRbRYHXAfbFvq/ZNFBpUygxk1qDpk36OiPtjOWf/Irh+LeOIx4PIWpUqPOoRF/sbgCJAxxhhjjDFmMvgDyBhjjDHGGDMZnhTaBmZWoEKMGaJHuRYLXSO4TMl5cp2WiYoJSgDYRDg8BqwjTgTNyaEoHcDJo7hu7g/zI6CxwdVXXx0REc961rOGZZdffvlQZhI4DH2ixOeee+4ZypkrYc+ePcMylMBhKDZDmkqusVHph/o9W1cxxjxB5ethUigVImbbUlQSuJ4cSNVE0x4q0wdmbKDqyPKP4H2t5KrZTlsmjbP9Yh3xvkw5DErgUFrAni1Kksnkm6qc222ZsJvHps5zlQfN1DDJSks+kbymStJbTbKvyj2GG5VMj+Wti5jvs/I4sV/A5wY+91NWhv0YSs1yG3g+MJ8Pyt2yH7vyyiuHZZdeeulQxn4sYWYHEfP9VJoLYW49lMDhcTJ5L7snVVtg0quWfoxRvZNUz8GxEjhVhzweNbWA/a7K3VPlsIuo878hTJ5Xmd9gX4B/Z9evMhxqmWpRXR8mgcP3TGZ8EDHrD9T1ZaYplXwWj0flkhrzzmIJnDHGGGOMMcY04g8gY4wxxhhjzGR4UkjgMCyeKOeiVjepiFkoULmV4D6YVIb5vqMrFIa8mQwPpQVYX5QGpGQApQPKmSZDi+jchtKAlBGgnCAddSJm+RWw7iixu/vuu4fyV7/61aF80003RUTE3r17h2UoOWAh0RbZGwuZMvmIkhawPD7LyLWAVGFqJk+pwr4qRMwkBZW0QC2rjq2SYGDbx/aIYfdsm8wxJ2L+WmYoHe8Jdv9ge2fPhQjuntMjE2EOhxGzewGPl8n4IrgzUJWbReUJSVR+EuYq2OICl2Xm5mU0lVOTkj1le21xWMv7ASVnKp9TJZlleVnU87eSyzGZD9aLuapFzGTbSj6a+8B8eSjf3rVr11BO6Rs6mKJLHJL95r59+4Zlt95661C+7bbbhvK9994bERHHjh0bluHzhuW2U7I15qSlHMc2KoFDxuQMUn1XT32qPqQn3xW7v1okcGxd1W+znEF4rZlrmsrPl20W5dnqWlc5kqrrh8eGfU/WV7nAMXdGda0r10jlbMgYK+W0BM4YY4wxxhhjOvEHkDHGGGOMMWYyrKwEjoUNlXMNkxGgnAClMiq0z/aLsCRbzCEK5QBYRwzvYd0SlM6hTCBlN8zFI2I+RJjbRRc4TAqXkoKtW7cOy1D2xpzzDh06NCz79re/PZR37949lFM6gGFjJXVi17JKuKUciZikRF2/VkcctS7bVgs90rukcmfp2S9SyTXUNWGhaWz7rL3iOsqdCttFXlflJsOork8lW8RtqMTKeF9W92KVFJO5WKLEiTlsYX2VtIrJDJg70mLZLnDjYJIU1cara165reG6LOF3BJfhVfWuEkuq9oPbyOX43Ed5KEq5s4x/x31k34MSOJS1XXzxxaeU0e0NnyX4PMr+C11LUQ6HyVjzOFji50UqF0eW9JYlxIzgctieBJItz7n1fjdWnl09n5kEfXEbrXWo6qXWVe0839Ow7SrJWG5PJQ/O64ptF9/BcDmTG6vzWMmzse/JPgn7q5Z3xqSSwOHxMql2dQxYVtdyrOxzPRwBMsYYY4wxxkyGlY0AsRFq9YXIokE4mqYME9iILX7p4uhPfuHiyACOyOXoMH5p4ygAi2hhtEhNXsvtsQmYi+XMm4CjZRjtyXODX+vMFCJilgvhlltuGZbhhFGMDOVxsMjWYt3ZiKmKALFRNja6qn6vJqCOoSeCM3ZbSYtPPstDoWCGCew84qikGnVi9wybEIrllgmUuW+8Z7AdZyQT/471xXtpzMimytmFEa0cvVb5INj1qfKtqOg0wrZVTTCuRvhxHUeA+mAqgiq6GsHvMxUhyLJ6nrGymszOcq1ge8f2zPIPIbg8+wsV9cF7J/s07GPwGPJ48f5W6oSsA1NgRMzy+UTMctOhgQ8aCuE2crt4HdT9za5ldX9X0aJKnYL0PNvGRlcqVYRSCbB1VTSoMhGqovnsnbDFRIjlDFL9GFOiYDvNdyzWXy2um9ddGdMgVQQI227eXxjRUu92lVIh61hFfRTKtCHLLbmZ2LvfGBwBMsYYY4wxxkwGfwAZY4wxxhhjJsPKSuBYSBTDfwiG5DIHDobMMZTH9oGhNxX2yzAohvgx3IiymUTJdTJEiyFK/D2GDbM+aoIkhuvT5OCyyy4blmFOoNwfHoOa/H3nnXdGRMTXv/71Ydkdd9wxlHGiaZ5/POd4TVjYFsO+Sj6S50xNFM9z0pIHiMmIehgre+uZkM+WKa9+NjEeYcsr4wklgWPgutjO8Xfs+mC9sE2n5OCSSy4ZlmEOq5QZKNkbm6itZBVMBobbYsYHEVzGoyQyLA8Ie54oWVOVy6IyQehpo9W1NvMomXRSyXWYMUIEl0tVeaRwe8ygIIL3n/isZ/m2qvaF21CyG9xH1gGPEfumlG/n/xHzkiM8trw/sc/E/ghNDjI3HcricF08J3lOsY5K5sWuJZMJteRSyXU3KtNerON6y5AeYyDVNzHweKp+rKJHYqqkd2yivzIhYfcovt+gPDPNOlD2hu0Y39F6DJaYdJXl/omY3RM4fQLvP9afKFOdauoB/o7lklKmO9nHsvfbiPnzn+caz/kYHAEyxhhjjDHGTAZ/ABljjDHGGGMmw8pK4FgeApSpMKkNllVoU4Vl2boY0sTQI1uWoX8lj8CwYa6LIUyWzydiJi/CZUw6EDHLi6DyI2R9mVwvYl4alzICdHvD8CqGNplEQjmFbNTRqgq7q1A5c0JT0o4xLmJVuF+F5dnyKmfCYrk6nkoOx1xf1LrMeU/lr2HSOlyXtWO859DBMNu/cphBquuH5PlHuQA6SqFcJu8blRcFYRK4SuLUkusiYTI+XK5cFltc58z6MIcopJJbIsolsHI+ZQ6Kat0eCVxui0nDIubbVfZj2A/i73C7KWXB+x9lRCl9Zfc8HkMEvw/R2S0dTCMijh07FhHzfW2LhDWpzn/1zG3pb6o8bOw+HZszpXomLsMxjuUMGgt7X1Cy4bx/WiS9TDaqnpPZTymHwmyzyrUQt5vvsNW7Bx6HmqaA73FZRgkqvi+zvlI9e6ocVwh7tqhcRbkc94vP0pzCETF7HmAusDG4hzPGGGOMMcZMBn8AGWOMMcYYYybDykrgmHsEhvfw7yxcqaQ2zOkDw5H4dwzJZagP65Dh9YhZaFLJSpiEDkO1uF90DcmwKoYCUSaAIcQMUyp3D+Y8hSHV+++/fygfPHgwIuYdsZT7HJP7VJKwlnB/lqtEmkpOh1Th+MqNZqw7TtatJflX5RinnHQYTHqh2mYl/WCOflWCwIjZPYhtVN2LzL2RybVazkFrAkA8HpR3ouwN5XB5ryjpHZNyVs576pow6ZSSgjI3PCY/ipiXceT1cSLUPvDZl7QknmXJF1tc3hhMAqeSFWafpRKhYl+a66hjYMeDKOk5S3SK/VhKX1XfxtwfsW9CCdzRo0eHct6/2M8xt8aIvj6i6puYVLjq81RdWmR0rfU+ExK4niTdDNYnqnPHJKgItlfm6IfnUzmSZTtUErj8O/Ztql7svlbvDll3lbQYZZ1ZVhK4HgfDKgkp6z+VUx1L8orncefOnUP58ssvH8qZVBafAWNwBMgYY4wxxhgzGVY2AoQjsmzSo8oJlCNN+AWuRqXYVzr78o+YfeHi31l+GvzCV5PB2Mg4bheNDTIKhdEo/DuOYOR5wtEuNgEdRxlwwmjmTIiIuO+++yJiPg+KGlFgIz3VaGaLDz4byWcT99TI59hRtjFUUZvKfEPVQRkijEH9XhlWJGz0DUd8qtw+2F6xzbOcTioPF5u0irD2qCImWM57ReX+YZOnq5HPiHqEmI2uqVwKVa4FNqkboz6YFwyfI3mulSmK4WDfxEZTK2OLljxf1b2ucqMlOBKcbaLlfmD1VhGgrKPKn4Ij4jlijs8CNoqO7VblAcp7EhULmOcHjXvS2Efl2WOR7h5zEHUeqz6x6puqfHaKqr21/qZlW1W5JR9PBbu/et49KhMS3C5GdrGfyogFRi5YO1UGWNX9VeWrY2ZbEfPPobwnKuODCN43sfdE1QaZsQHuV70n5vl7xjOeMSy75pprhjLmAMw6qGNoxREgY4wxxhhjzGTwB5AxxhhjjDFmMqysBA6lWWwSJ4Kh8gzJKYkAhuXZBCuVJ4PtuwobqvrmfjFfD5O9YRknh+I+ULqTEz4xBMkMD3DC6B133DGUb7nllqGcJggoHVByjUqexCRWatIwyveyrPI/JS35Xhhjcwb1yBBYfdW2WiULah2VM6gVZXzA1lE5rpiMgEldIrihhZqYWeXdYOdcSQtQPpbtG40PUAKHkoOea8nkNJWkT0lv2PGoiaa5XZQTXHnllUMZzVRSNoHPA1ODEis2SRvvASxXxhfVc0VN/k5pSSVZwTbTkwMNwTacfR72rygNYjnq8P5nRjpYb2zX2A8dPnw4IiL2798/LEMJHJogpExISebZc6zlWc9ytDBZKpOyRnDpbE9/s8w8QJWBj1q3Krc8q1uPTeUKxPZYGSyx/eLv1bth3l9qygIzl6pksOr9pzL/YsYHuE71roT1VBK4Hnl2llU7x/OUUmyUvaEcjr3X4vvtGBwBMsYYY4wxxkwGfwAZY4wxxhhjJsPKSuBQZsDclzBkhyG3DMErtzcm0cHQG4bzMZyYoXQMRzL3KyUjQgeRlKfs2LFjWJZ5EBbLKR3AY0D3D5Q1sDwlGJrMvEX33nvvsGzPnj1DOaUFEbNj78mxo46dhaFbnFqYxzyTEVQuKrh8rFyuB7ZdJS2ociQtw12u2lZ1Hqo2gNeX5fZBaQGWe3KdVA55zKlKuVfhPZP3Eub7UfcXO79KdlRJ4HI5PmPUtWRSWub8FjF7XmBOhV27dg1lPI8pfUP5kKnB9pHP5RZ5YrZ9Jv2K4O1Z5dhibqV4bbEO2e4qORCWlbMj1j3rgNIglGqjxDvXUf12nicle0s3t4jZuwHK5PH+ZTn3lKSM3bNK3lu5vPX0Tcvsh8a6mVb7rfqTHsm16v9aUdesWrfKv9fiFj0nBL0AACAASURBVMzuW3xPZPJtJSvMdxpso6qc73M9Ejh836vcc9U0EXZ+lesoy22G5zTz+UREXHXVVRExL3vDc4r3ePZN+KwdgyNAxhhjjDHGmMngDyBjjDHGGGPMZFhZCRxzf0A3KXQLq5JjKilNutSo8CrWIV2iMOyIIUa2X6wvujKlJAUlcOjOhDKCDMViGFSFRJlsDc9ThhVRAoeOOSilyeNQoVwWXlUOXsypRbmGsLKSwOVy3G8llztdVM42lTMc/q4K2+O6YxOlVs40rF5YVhIZ5oyokpviNpjMi10zXKYSI+d9oP6O909KZ9D5DaU3zD1KneeeJL0MJd3Ic6OOB8/vpZdeGhHzsjf8O8oMUkKEy0wNymNS2ozXFh0FmQxTtR9clzlpKbe1rA+2mR53MyYDQ2kKyrexnP0nSt2wjOvmfYDHyBwWsb9CWRs6FWafhf0zSucQJitWx876MXXOWq+lkuHi/Vslqh3bd7X2B0qOx+TZY5OmVo5wPXK6lnZcrZvXmPVXEfPtP9dRDsFZVn0Ttul8X2NJTCPm+54s49/xd7gu6/MQbNN5nOrY83hYn7q4nE1pwGcT9kM7d+6MiHkZPB4bPjfzOCsZZoUjQMYYY4wxxpjJsLIRICS/KDFKgqNw+PXKciKor8jcHk7qYhPLImYjxPh3Zp6AE0JzNDZiPgKUZZwghseGX9D5tY1f+2q0OsHjxXUz8oMGE3iMeB4T/PLH81TloenJjzI21wIb9VOGFswE4UxQjXCxUTY2ErxYZqO6SDVRlI0wqnPDrmVLtI9NvlblHI1SURCWEwHbPrtvceSNGR9EzO4PHE3G31UjscrkgN1L+He2LbzuLJ8Dtn08d/i8yFE2zMGiJpPnOVOj54aDfU+OFOO1w7+z5xG2A/Vsy7LKsYXlbAssqhDBR2nVc5IZG2DfxMoq6oMjzFkfpliImN1zeB+mac9iOe/ZKkdXRF9UvCcfD3u+sme1uiYswnu61As9eevUvljES+UFZIqCHrOeiqq+PZFObKOq3BrNx/aM7RzfwfL5i9EObPPYN2W5Mj6I4EZheOzMCAyfU0xFoxQH7LrjtvC9F1VO+UxhefjwGBDWj/bgCJAxxhhjjDFmMvgDyBhjjDHGGDMZnhQSuAy5YegNDQZYXgUl68DfZUhu7969wzIMtWM4MsN2uC+czJXbQgkAhv9Q7pYmB1gXlLFg6DJDnlgvnByKYfM8dgyNoslBTiRVMj4Mk7IQvqIKsbNcFz0SOOajHzELSaucQlUeIEWPbILBwtA9OXhU7o9qUmklT2iZwMpg0hklM8Bt5T2I7Y0ZbeA28PoyOQAuQ+kAk4XiOUBZG24jpQi4DJ8dTK6ojp3JJpjsIoKbPuB9W7VdlAagBCmfLfh3lWeC5ZoxNUy6iZIx7AOwPbPJ0srcJtdRBiJMRqe2le2H1Ttivu/JtrR9+/ZhGcq3MUddtjWUW2J9mYRGTabO+5Pdm4vlvO9Vjq7q3hn7fK+euQiTFVcmCKrv6rk/l9l3se0q2VuVz079rlWe12LGNEYOp6TiTH6t6pp/Z9LqiHnZMZtKoZ7PeQ8r4wO8x7M9qVyZTOaq5GW5LSXfZLJvfJdFmSw+G7I++AxQ7+lMdjgGR4CMMcYYY4wxk8EfQMYYY4wxxpjJsLISOCZrwjA4hsYwXJ8SNSUXwXB/hhYPHDgwLENZDYY8U9aA+8JySiDQDYM5v0XMpAMolVD5h1K2hhI4DJOy84Th14MHDw7l+++/PyLmQ6oYJmXuLCoM2kPl+lKFwZV0IEPAym0GrzvLtXAmpT8t+6rOE/u7OndjZAa922W/x2uVshZsjyrHBssDwvIfVHkQImZtAJ8RKBfA+yvLuK3KhU/J2lieCCUzYM5uLL8Cbks5guEzLWW5WK8qr1TlGGjmUe09UTno8rmt3KJweV4/tS1cN+vAJNu4LWwTKN/GvHPZp6m+CyVwKW/BNs4ksBGz+xrvb3avYx+P8m3mXqjk2eye7ckz00JrrrfK5S+C53BRbaznWd3K2L6pp19pcdZr3X+P7K1nu0pSifdowpzMWN7IiPkpC9kPKUkZq49yPmX1Zfl+Iub7iFyO+2Uuby35CHNbLD9YhHbErLbLJORjcM9mjDHGGGOMmQz+ADLGGGOMMcZMhpWVwKHEgzlCYPgcQ4wJhkEx3IjhxP3790fEfLgSQ4goDUgZwOWXXz4s27Vr11DOECPWkf0+YhYixH1hmPXw4cOnlFHegDDpHPs97kO5XLHtKtnbGFlVz+8jahlBbgNDwXj+mXxvrPxBhd0rZ7BqWwzlelcl4tyozKCF3J8Kj1fyk8pJR7nnZPtnLoAR86F2lgyZJTWOmD07VPJTdpwqmStLlFclclP7YudMJV1FeUM+N1XSS5asdaPJ5qYGk6koN00mdaqcnCK4MxhLFIj1UfcGS8CKMhVMXJhl7K9Q6o2Og9hHs+NhZbzPmCwV702UFLGkj+p+QSrnto0+GysXOPUsx2uZ12cZcvNlUjmUVnVskcCttwy30eOiijAH2gh+z2AbQ6p1s2/C91B8X2P3LXMuXqxj7k/dU2y7+OxBmSv2j/kcYPuK4H2e6k9Y4mQmt4vg11jJydl71RgcATLGGGOMMcZMhpWNAOEXa37Vqq9JNhkavybVxOpcFyM1OMKFeXxyFOyKK64Yll111VVDmY0645cwThLLL29mdhAxH7XJETH8KsevfDy2jGThtvDcsC975a/PYD76i2W23WqiIl4rhI28KN/4RE007TFBqHIPsJHHavS+ZySD5ceI4MeuziOW2SR6hB2vOnY2Ml2NXLZca5ZLAe/VrIOa2IkjUDm6hnXB+4CNMuO5VW0kzyM7txE8JxDLrYVldc+xnEEqkoP7yLJqCywfBI4UmhrWVlT0Ba95jthiu8YyttEs4/2PsHsK+0wcYWZtEfs8jABln4d56zBaxNoK1hGPAY8tR65x1BrXzfuQTRiP4Oe8ylmjWEYeoGpyds9zMpez/EWL5WUa91QGEWx5S9SN9QFV3r+xqgm2vHqPwd+p88xyMmEbZPl6VDQXn795X+L9qZRAuQ22r8U65jMHnwHYJ7Iof2X2g6i+J/ennj3M9KinDW80EuoIkDHGGGOMMWYy+APIGGOMMcYYMxlWVgKH4fqEhSUjeKicTUiOmA/l5UTPnTt3DstQArdt27ZTlqMJwpVXXjmUN2/efMq+8BgwfJoStwceeGBYljl6IuYnf+fvMMSo5H+ZNwF/j/KEKlxcSeR6JtmrsH2uq/KUVNtiYd9KroXLq1AvLlf5hVh9K0lEy8Tb3K7KE8LkjC0SuCxXMgTVFph0g+UhWfxdXh+8DzAUz5bjfZv3FNa9ZVt5/dDcBGVvuDyfHdUkUKybMj7A+jDJAWt7LfcXa1tKAsfqWNUXny2mBu/DRF2vKtcV9l24PO8p/D1eO5SZpCwN5Wkouc51sZ1gP4cmB5nnB+891T6YpA9l3SxnCR4jyl3z/sRtKWOSMTKwlr6rRxrXKudpkbUxeXaLjOt0w55NLTLpHgOkVjmc2m/1TFXvA0x2qAyHKiOGfL6i5Ew9c5mhF+6XTdFQzwiWFw7rwN6hkZ77qJJfY3+n3rcr2SG7VirXV3O9N/RrY4wxxhhjjFkh/AFkjDHGGGOMmQwrK4Fjnust+WuY6xaG5zC0n5IBlAtgCBElBemEg3K5yy677JTfYcgPw5UoSzt06FBERBw8eJD+HV0/Un6Ax4Bh0mPHjg3llMBhyJS5WKnwOlu+zBwyaruVJEy5wGWoFX+vpExZVqF6JXdrXbfH9a5Cuc1s1BFOee73tAu2jpKbZlge7yN1fzE5Ix47y+OkHOWy/eN9wnL/4LrKEYdJWvE8KhkeO+fVeVTXL+vTImvLspJk9jjRGQ6TZajzza4ZSsrY/RIxa49KUo33UfZp6NaGfRqTl+LvmcsbroswCRveT0z2FjF7XlX3pHK5Qtgzt5KP9uRLGyOFW6RHjlX1TRvtT1pk34xKila5prXsq5KQV9I7lpeoqlfE7B5Wz2T2fGXOivh35nimyi0uf0wCh/0+y/nD8mcuUrm+JmNzyan9snauJKLMRXEMjgAZY4wxxhhjJsPKRoCqrL0I5gPJ0TAcXVaTQ3MUTH3Z4/I0RMD8CWyiKX6t42Trffv2DeX77rsvIuajPnhsOEKYx4Z/x5EzZp6gcuWw0ZaeCYtqOdtuNaLTsg82YsAm56sIECurv7NoQkuUqnU0BVGRi/ydOo+s3OLln+dM7Zdtn+W0wXXUJHw2ORtHm7HMjD3UJOkcWVbPADze3AbeJ1hmecNU1AdHttixqzJr/2xkWk2eZ0YbakI826/K7VGNgpoa7E+yrah7gEUF1bVhI8HK+IBFcDCSg30iiwoqM5HcL/Yh6p5MwwMV9WH5zPA+xP4vt4W/ryI8PX1Ti0nFMsm6q0n2bLS7pQ8ZaxDQSk8+Hjw2Fu1TfVPP9anqwO6flkn2WVb3BN5rLF9aFWnpySlUGTWgsQj+ndVHRV+QMe98KgLEni2V+qClXVRKhlYcATLGGGOMMcZMBn8AGWOMMcYYYybDykrg2CQzDNVjGA2XZ7gSc/igNABlNxk2VOE73C7LpYChy5QGZI6fiIh7772XllMGgOE/lCygvCHDgigXQPMEzCWUoVI8Nyx0WUltsKxkYGwSfY+0QJ1zJsepJgxWsrcIPkFShfOrerFwfWWi0HJucrkKxTNDCzWJsEeiWOW3YfVh95EqMznB4v6YtK3KH4WgTCclOSgdwDLLL6JC/OycqfPYI6fJ3zGzA0XPJFtE5XRK2YolcH1gDh3WN2EbR5lKrtPSZljeKyXlzjIa/GB9qonXKMfJewdlbUz2huuofD3Y1tLkII16Iub7tEri2pOvZ6ysrcrNtUyYDGis7K1irPEBk2rittizJGLWHlReHbY/9W5RyR3ZdtW+2DO+kr1FzN7N8P6r8lQqwy72nlFJ4HCaA3ueRIwz8ECqqQnKQCnLqs/sqQ/bbiXbr3AEyBhjjDHGGDMZ/AFkjDHGGGOMmQwrK4HDsGGG+Ldv3z4sUzkxMkSIcgCUlLGwoQp5MwcfDPej/CxD/BiuxL9j/gPmnY4hVyRlAvv37x+WpYtcxLyrDpPzVPTICVrcyRhKmsVg21XXmuUxUb7/lQf92NwPuT22DOvYsq08NiX1ZNdCOQtVMCcX5SzGHBWxvWJ9sVzlaUKZAMt5wOQwalsowUiZDkpsVB6gPL89IXwlB0DGyMoqOZTKU9FTX9ZO8dyZGiapVs9yLLM8Uur5mu2RSXEiuAQOJTy43WzjTCYawSVuuAz7LpWTJME2ivdZ9oUoEUc5XW6rJxdOD8ptj9EjLx2bj4ctHyu963GBq3IK9UgNldwxy8rpjO0b2z6T8Le4+DGZdOVepu5VVmaOoFjfnmc+HiPel3h/fPOb3zxlX1W+q5Z2s1HJc5Vnq3q+tazLrs8YHAEyxhhjjDHGTAZ/ABljjDHGGGMmw8pK4DDUnqF9lLWhHIA5xik5D5OsYEhQuV9l6BjD+igdSYkNSm0wzIl1TxmRCvtiAtV0fEMXOXTSwfBp1rEnmVmP84zaBpOB4fHgOa9cUJBcV8mmWF17JHBVuXLEUXVniWbVMVaSP5akEFHntpI6VO5m6p6pQu3snCuJVZUgrnJKUsmB857B5MPonIj7yGPrkRmodZX0gh1PBWtDLXVkdakSu/bUy9T3jro3WNJUJafMdSpHOdwfc72MmPWl2Kei/Az7tJS+Kakbkyfhsw23e+jQoaGc9x/KUnEfLBnoMmDb65EAVde1SuLdIk9j/XZ1f/dsV0lnq31t1E0Pqfq/6pooqTG7f9S7H0pE8/5hy1RZJZDvebdgyU337t07lL/+9a8P5XzPa0n4WznPMpfa6pxXzm9YB7UuS8yqrg+T+2/UhdERIGOMMcYYY8xkWNkIEH5F5pdqNbofMRvBwi9SnMSJkaMsqy9/HB3I7eFoNm43v+yVlzwbXceJqDgKhyYHe/bsiYiIAwcOnHKMuN+Ids98NWJUjTSNHTlrWb7ePnAEkk1WV5E0ZnigJm5WEwqrqIA6p2wksCdfjxpNyeNpiVK1TnxVdWT5DZTpA6tDiylElQsjUVGfe+65ZyjfeuutETEfNcXRZnZOe0Y+VaSMmaaokcCKKidXz8g01pFN1sdnlqnBPiCvKUbisV/Ac5v9DZryYH9UtUts+7iP7Efw3sFnZtYX+xtVzuNQUUFsS7k/jOpg1PXuu+8eyjm5G/fF7oeW0e4xqOfKRu/JaruqP2L9bsv9XfXh1fOzx5SHLVcT2Fn0W0VteowYWB9f5avD57B6n8vlTD2k6l7l61ERWLwXU91zxx13DMvS7CBi3uwqf8eivRG1eqSKTirGvP9UOQZxOV4H9iyNqJUzrTgCZIwxxhhjjJkM/gAyxhhjjDHGTIaVlcBhroUM6ynvdCRDahh2RKkMmhFceOGFERGxbds2+neUsGUoD8N7TELFpAeL5ZQvoNkBSnhuueWWU5bjpDmWHyVCh5yTVplR9fsIHtpnOXo2Qh4nnnM8v3nOMcyq8uJUOYOqvEZqQiGDSRLUvpAqhwsLLePxMtnoYn3Wq686N9h22fFUUgcls2SyBhW2z+t+7NixYVnKQyPmZQR33XVXRMxLRSuDhxaJTWU20CNbW2+b6ndj5TpqInA+6zYqM5gaeD/k/aeuM1sXwWvDcgYxyVkENxCocmxhXZSxAXumKpOZlJjifYiyN5TGZX+Nx8CebUqGqyagr7es5++4ztj8Q0zu2iK9q/LX9NSRlXvk0Ajr86rnd8RMsoXtTcmz2d+ZsUyLBC7LakoDkyir88wMeCpjA7yn8P7E3D4pfdu9e/ewTEm1e3I0VtMfqnV7DD56+jlmnoB9EJ4zJuHdqEGPI0DGGGOMMcaYyeAPIGOMMcYYY8xkWFkJHIYuM5SKkhaUwGEYlLmvVJIj/DuGSZkEDkN2WJ/MeXDkyJFhGTq7oTwhQ32YmwRdQVDmk8fekkeGhSN7XF82mj8Il1VyPHVNmHQLQ+mVVE3JwFi7wGtZ5faonM6QKhcDwtzUKrcgrFt1npHqGJTEEemR9LG/qxworO3hPZP3CkpFb7755qGMuRRQLpqo3ANVvh52TnryaLXIS5IqXxZSucspSQI+VzOvDMutZTTYLiv3pUqSpPJIsXx2eJ2w/8t+CB3WmLSkcmBEsE1hPh+UuKVbKUrdsA643bzvlTyGuaqp+3CMlHusa1rL9hhVHiCEvYdUTq4t8sDW89Qi0+txY2PPI+Xgy2DtQskDWX0qWbKql+ofE9U2817D98H7779/KOO73e233x4R87I3dHRUEtGKSj7Pjk31EWOk1pWEEZcr573qXWgMjgAZY4wxxhhjJoM/gIwxxhhjjDGTYWUlcJUjhJJbsVA7wlx5MCS3adOmoZwSkYiZnA3Dmf/zP/8zlFOOg7I2DIliKC/31xJ+Z+FxhLlbVeHMlgRXlVNLj8xrLMx5BuUnzCVOhbSzzOQri79jYfce+V8lT2qR1jGqpKkVKuRdSXN6pJEs/K2ShbL2hNIelBGkM2I6vEXMy97Q6TFRUjcmNemRB7XcPwwm10BHHOWsl8+sSlqg9qXkf+x5YWrYuW1pa/nsQacn7CPYNcf74YEHHhjKKAXN5KPoNqWSZS/WO2I+Mev27dsjQrtAssSFTCoeUd87uO7iNlvKlaRMUcnsVEJL1rdU0jolZ+6RbvU4u/XI3di2lLSu6seY2xdS9T1q3Upi1ZOcll2/nme5uiey70GpKPZNd95551DO90Mle9towl8lo1TXKqneWarnm3rmVclaVdLaPNcblWe7ZzPGGGOMMcZMhpWNAOGoUn6RKl95/MrMqA0bTVss5wgzTtxEEwP86s11v/3tbw/LckIb/g5Hj9TXbTXyxUadWIRicVu5PxUx6ZnA3jOS1BNlWu83621jvTpUk9YjZiMJOKKAbYTldFIj8iwyVEUQWkbp2KiUWrfKKVPVsYogVJP31fWtRjZVTqe8Bw8cODAsw/srR9FwFBxNRrA9sf1Wx4tUbb9l5LMaZav2xa6legZUERzVLvJ5gVEoU4N9U9XG8frmMwZNAzAXHHtuYyQH+yaM9uQ28BmG/ULmu8PcepjvDiNA2SZYnpMInudO5Tpik92rdqv6QbWcwUad1T3P+giMuuG7AY7a5zGz/nWxzI6BnYfK+AC3sUwjh5ZoUtVHVBEG9bvWvEQtkfYqn12PEQCS28DILd7D+/fvj4h5gxCM0OK9mu1prIFHRct56unvk0pB0fM+UEV9EFx3DI4AGWOMMcYYYyaDP4CMMcYYY4wxk2FlJXAYos8wGIamMSyIYbRcl8nMIuZD1hnSxO3iZGoMmWbIEyULuI9t27adsi+sF5ZZiBjrhfVhBhBINakZ5QlsW1U+nioPDa7Lfq9Qk0MreUO1rsrzk9e6JR9MlpWkZBnyA0ZPziY2+bDH0KJqN1UovcUwgU1KxXOKkpKUvt12223DMjQcSRmBmtxdSe8qCaOSlyE9uTDYfcXOg7oP2DWrcmC1gMeWz0o0ezE1KIFL1L3DnlHYbpV8LMsqBxr2N1u3bo2I+faH/U3WF+utJNk9srSsI6t3RC1vYlLBSgq+uA7bLpN5Kokibiv7XXwu4fvA0aNHh3K+B6BEjplNtPQPPeecTSSvniFKrs7OeU+OO4Rd17EmFdW66lqyOqp3HSbdUrLP7HNQgpqyt4iZ3C3zYkXM53LE97n16qJokbLlORnbL4x9j6mkhKyvVM8p1g5tgmCMMcYYY4wxjfgDyBhjjDHGGDMZVlYCh6GxDKMpxwiWlwHDpPg7lBQk6O5x4sQJuo8MY6KM4LLLLjulDhjeU6HaXK6kQRgyzbKSlClJV8IkFixUv0geO5PMLO6LSZ2YVALro5x28Fq0OtEpFzg89ryueB2UwwjLA9Qih1uvjtUy3K9aVuVHqKQBuC6TwKjfM5lAlTcggnv5o7wE8/ykyxvK3tDxLdsFbmus+1xF5WjTIq1j9wS7VuoZ0COH7DmGSlJi+qhyoPXIZav8QujWxtqd6gvy7y1OTWMcyZQEC6lyVTHJdZXTTeW6wud6OhxWEvSI2bNFOe8x6aOS6VVU96+SwLHnxlg2mlMIqdzUVD9V0eM6yp7P1XOQveNFzEsfs59C2RvK3fLvOD2Cyd6wbj1ubercseNUx87k4lU+JlaXxd+x997K/VhJhKscj2NwBMgYY4wxxhgzGfwBZIwxxhhjjJkMKyuBQ1h4nP09YhbGVmH5SmaAMBldOu4s/o65zShHlUr+wpzMlJQGw43VdpkLnJKPZRm3jxIAdI5iLmIqtJwSKAwXHzp0aCij5CClCEpawCRwCB577o8lzFTbUDIwJjVRYf1KZjA26Rtru8qRjG0Lr2vVdhEme1HOe3n+VQK5e++9dyinkw4mjcN2wyRGlRStxWmnerb0JABky5U0qpJr4HlkCXKVlDMlP5jcVCU6ZbJCU4PtuQfWxioZbkvSXdaW1tvmessrd8mNorbLpITVM1O5SWF7zz4LlynXO5Zwffv27adsK2L2bGPJUbG+VYLsCC4Vxr6LOb61yA5b6ZHA9STmZm6bCtXOq0SbLX0lg8kd0bkNE3JnGZfhe0om5GbTKyL4vdoiP+s59srJlV0LJS+rZNLsnRDluZhwOZMwYx2VmzO7f+wCZ4wxxhhjjDGNrGwECL9C84sRR97UqH/lh85GZHFkpxpxUyPubPRNTRRnE+HU7/JLuGX0lx1zlbdBRYDyODHSg7mZNm3aNJRzdK0n9xJGAu6+++6hfMsttwzlffv2RcT8KBs7Zy0TkNMEQa2Lx1ZFbaooYpWnohp5USM3bMSHRXIW61Ntt4piIdUIJIvG4igbGhvgiFouV6NorN5IlSNH5XuoJrGzffSMji9jgjFrj3gecPQtR6wvvfTSYRlGrXH0LZ97GHUzNdhGq3ZTGQz0TOiuoo099Jir9IwUt+yPLesZlc7nFct1tFjOvkk9JyvjEhzNxmdqPtMwNxAzUGrJd8eMgVS/zt5DenKJIRv9u4piVO83rL1V+dR62ppSJ+B9y3L7oLEBqhNSoYLXWkX+Fuu9WB4TTW3JscPuW7WNMXXA64P3V94fl1xyybAMzcGw70nwfQCvD57TvIbKTKIVR4CMMcYYY4wxk8EfQMYYY4wxxpjJcNbaMgzjjTHGGGOMMWYFcATIGGOMMcYYMxn8AWSMMcYYY4yZDP4AMsYYY4wxxkwGfwAZY4wxxhhjJoM/gIwxxhhjjDGTwR9AxhhjjDHGmMngDyBjjDHGGGPMZPAHkDHGGGOMMWYy+APIGGOMMcYYMxn8AWSMMcYYY4yZDP4AMsYYY4wxxkwGfwAZY4wxxhhjJoM/gIwxxhhjjDGTwR9AxhhjjDHGmMngDyBjjDHGGGPMZPAHkDHGGGOMMWYy+APIGGOMMcYYMxn8AWSMMcYYY4yZDP4AMsYYY4wxxkwGfwAZY4wxxhhjJoM/gIwxxhhjjDGTwR9AxhhjjDHGmMngDyBjjDHGGGPMZPAHkDHGGGOMMWYy+APIGGOMMcYYMxn8AWSMMcYYY4yZDP4AMsYYY4wxxkwGfwAZY4wxxhhjJoM/gIwxxhhjjDGTwR9AxhhjjDHGmMngDyBjjDHGGGPMZPAHkDHGGGOMMWYy+APIGGOMMcYYMxn8AWSMMcYYY4yZDP4AMsYYY4wxxkwGfwAZY4wxxhhjJoM/gIwxxhhjjDGTwR9AxhhjjDHGmMngDyBjjDHGGGPMZPAHkDHGGGOMMWYy+APIGGOMMcYYMxn8AWSMMcYYY4yZDP4AMsYYY4wxxkwGfwAZY4wxxhhjJoM/gIwxxhhjjDGTwR9AxhhjjDHGmMngDyBjjDHGGGPMZPAHkDHGGGOMMWYy+APImIj4r//6r3jXu94VDz744BOy/3/94+FniQAAIABJREFU13+Nl7zkJXHBBRfEtm3b4rrrrou77rqr+ff33Xdf/Mqv/Eps3bo1tmzZEr/0S78Ue/bsOX0VNsYYszSeyD7owIED8fa3vz1e/vKXx+bNm+Oss86KL3zhC6esd/LkyfjIRz4Sr3jFK2Lnzp2xefPmeMELXhAf/ehH4/HHH2/e3z/90z/FC1/4wjjvvPPiyiuvjHe+853x/e9/f4lHZEyNP4CMiR92Pu9+97ufkM7nc5/7XPzcz/1cPProo/H+978/fud3fie++MUvxkte8pJ44IEHyt+fOHEiXv7yl8cXv/jF+IM/+IN497vfHTfddFO87GUviyNHjpyBIzDGGLMRnsg+6NZbb40PfOADcd9998Vzn/tcud6ePXviLW95S6ytrcVv//Zvx4033hhXX311vPnNb47rr7++aV//8i//Eq9+9atj69at8eEPfzhe/epXx3vf+954y1vesqzDMaaJpzzRFTBm6rztbW+La665Jr70pS/F0572tIiIeNWrXhUvfOEL4/3vf3986EMfWvf3f/mXfxm33357fOUrX4kXvehFERHx8z//8/ETP/ET8aEPfSje9773nfZjMMYYs5r85E/+ZBw5ciQuuuii+OxnPxu//Mu/TNe77LLL4pvf/GY85znPGZbdcMMNcf3118ff/M3fxB/+4R/Gj/zIj6y7r7e+9a1x7bXXxuc///l4ylN++Aq6ZcuWeN/73he/9Vu/Fc9+9rOXd2DGrIMjQGbyvOtd74rf/d3fjYiIq6++Os4666w466yzuiRoYzl69Gjs3r07XvOa1wwfPxERz3ve8+LHf/zH49Of/nS5jc9+9rPxohe9aPj4iYh49rOfHT/7sz8bn/nMZ05LvY0xxiyHJ7IPiojYvHlzXHTRReV6F1988dzHT/Ka17wmIiK+/e1vr/v73bt3x+7du+NNb3rT8PETEfHmN7851tbW4rOf/WxnzY0ZjyNAZvK89rWvjdtuuy0+9alPxZ/92Z/FxRdfHBERl1xyifzNyZMn4+TJk+W2zznnnNi2bZv8+6OPPhoREeeff/4pf7vgggvi5ptvjoMHD8Zll11Gf/+DH/wgvvGNb1D5wYtf/OL4/Oc/H8ePH4/NmzeXdTXGGHPmeSL7oGVw8ODBiIih3oqbbropIiJ+6qd+am75rl274vLLLx/+bsyZwB9AZvJce+218cIXvjA+9alPxatf/ep45jOfWf7mgx/8YLz73e8u17vqqqvWHcXbsWNHbN26Nb70pS/NLT9y5Ejs3r07In5ocKA+gI4ePRqPPvpo7Ny585S/5bL9+/fHj/3Yj5V1NcYYc+Z5IvugjfLYY4/Fn//5n8fVV189p0JgHDhwICJC9lf79+8/LXU0huEPIGNG8Gu/9mvxkpe8pFyPRXaQs88+O2644Yb4wAc+EL//+78f119/fTz88MPxe7/3e/HYY49FRMQjjzwif59/O/fcc0/523nnnVf+3hhjzOqxrD5oo/zmb/5m7N69O/75n/95TtbGqPqrhx9++LTU0RiGP4CMGcE111wT11xzzVK29Ud/9Edx+PDh+OAHPxjvf//7IyLiFa94RbzhDW+Ij33sY7Fp0yb52+zcUkqHfPe7351bxxhjzJODZfZBY/mTP/mT+MQnPhHvec974pWvfGW5ftVfua8yZxJ/ABkzghMnTsSJEyfK9c4555x1ddwREU972tPir//6r+OP//iP47bbbosdO3bEs571rPjVX/3VOPvss9d11bnooovi3HPPHaQFSC7btWtXWU9jjDGrwzL7oDF88pOfjLe97W3x67/+6/GOd7yj6TcpfTtw4EBcccUVc387cOBAvPjFL156PY1R+APImIg466yzuta/8cYbl66/3rFjR+zYsSMiIh5//PH4whe+ED/90z+9bgTo7LPPjuc+97nxta997ZS/ffnLX45rrrnGBgjGGPN/nP8LfVAr//iP/xhvfOMb47WvfW185CMfaf7d85///IiI+NrXvjb3sbN///649957401vetNS62nMevgDyJiIePrTnx4R0ZyE7nTrr2+88cY4cOBAfPjDH55bfs8998TJkyfnciVcd9118fa3vz2+9rWvDe46t956a/z7v/97vPWtbx21f2OMMWeO/2t9kOI///M/43Wve1289KUvjb/7u7+Ls8/m2VS+973vxZ133hkXXnjhEPl5znOeE89+9rPj4x//eNxwww1xzjnnRETERz/60TjrrLPiuuuuW2pdjVmPs9bW1tae6EoY80Tz1a9+NV784hfHK1/5ynjd614XT33qU+NVr3rV0CmdTv72b/82/v7v/z5e+tKXxqZNm+Lf/u3f4jOf+Uy88Y1vjE984hNz6/7Mz/xMfPGLXwy8bY8fPx4veMEL4vjx4/HWt741nvrUp8af/umfxuOPPx5f//rXT4v8wRhjzPJ4IvugiIj3vve9ERFx8803x6c//em4/vrr4+qrr46IGCRud999dzzvec+Lxx57LG688cbYsmXL3DauvfbauPbaayMi4q677oqrr746Xv/618cnP/nJYZ3Pfe5z8Yu/+Ivx8pe/PF73utfFt771rfiLv/iLeMMb3hAf//jHz8CRGvP/WTPGrK2tra295z3vWXvGM56xdvbZZ69FxNrevXvPyH6//OUvr730pS9d27Zt29p555239rznPW/tYx/72NoPfvCDU9Z92ctetsZu23379q1dd911a1u2bFnbtGnT2i/8wi+s3X777Wei+sYYY5bAE9UHra2trUWE/Jf8x3/8x7rrvfOd7xzW3bt371pErL3+9a8/ZV//8A//sPb85z9/7dxzz127/PLL197xjnesPfbYY2fgKI2Z4QiQMcYYY4wxZjJw8aYxxhhjjDHGPAnxB5AxxhhjjDFmMvgDyBhjjDHGGDMZ/AFkjDHGGGOMmQz+ADLGGGOMMcZMBn8AGWOMMcYYYyaDP4CMMcYYY4wxk+EpT3QFxnLDDTcM5bPOOmvu/8Uy4+yzZ99+uC5bjsuQc845Z906qH085SlPaaqj2m51nC3bzbrhung8WWbLImbHgGW2bLGc28Bzo8qsDj/4wQ+G8rFjx4byzTffHBERX/nKV4Zle/fuHcqPP/74UD7//PMjImLbtm3DsksvvXQoX3TRRUP5ggsuiIiI8847b1h27rnn0vLTnva0iIh46lOfOizDch5HdW4idJtL8DzkseEyTO/FyqoNsWvR0qZZm8Nz/uijjw7l73znOxER8eCDDw7LDh8+PJTvv//+oXzkyJGIiDh69Oiw7Pjx40P5u9/97lD+/ve/P3eMqo7qePBa5XXNthIRcxnZsT3k73C76vzjNVrcV0TE5s2bh/KOHTsiIuLKK68clmE5/x4xa6e4fTxPeK/kOc3/IyJOnDgxlB955JGh/Nhjj52y3b/6q7865RjMjN/4jd84ZVnLMzlpuceqtoxUz1zWz6m23NMfsedHT1/Lyqo/YuWqX2mpI1u32lbE7H554IEHhmX/+7//O5T/+7//OyIiDhw4QH+/devWoZz3Od7v+Pe89yNmzxLVB2E5+x62DMuqXbA+6Hvf+96wTJVZf6Wo2gV7R6j6VGzPVR/18MMPD8vYMxTLDz300LAMn6cnT56MiPlzgMeOx5N1xz4B+xos5/tGy33L9oX72LRp01C++OKLIyJi586dw7Jdu3YN5XxX2rJlC90unsfsg7Cvr85T9jkRsz5dHQ/y0Y9+dN2/MxwBMsYYY4wxxkwGfwAZY4wxxhhjJsPKSuAqiZCSwSQqBMmWq3UxfMrC41UdWurLJEtj6ZEUsPA3k3NhmUkCF8t5PD0SIXXsLEycYeHF+uC1YtvDUCuW83f4e6yjKidV2LZHqoYwmUZ1T+DvKpkHllukpXnseO4w5J+SgoiZZADlIUz2FjELnePvMcTO7s0e2RAeO7adbFsoOUCpCZMl4LYQ1r5RpoEyu+3btw/lyy+/PCIirrrqqmEZyhJQLpegfE3VIemRoZp22Dlrkfuwdav+REleVD/VWt/quaXoud+YHK6Sl7VI4Ni2euTxCHsmq/6K7U/VkcFk8hGzfledu9MFO96KFilhLlfbZduonk/q70j2TSixStlVxLxkOCXXKN1CCRwuT5kcbgv7qFZpNtadyeJUGZepdpHbU/0OSipTAofTAtgUAewD8RmD7wCVVJe9c+I9VcnKxz6nhrps6NfGGGOMMcYYs0KsbARITYwfQxUNqiJEuLyahIaov/dEjtjfWwwe2IR89jU+dsQNYcepJuyzbeDogqpDjkZglKon6oajFjhClFEBtV/c37JGJRQ95hc9E6Kr66raNF7DjPaoia8YwcmRNpxgipMh8fwnPddVUY2uYUQxR8cwyoITRbGcv8NtIaw9YLQJJ5NedtllQ/mKK66IiPmoz4UXXkjrnucaRx4rcws1ssja9JkYcX6yUD0TqnIVVVbgvVs9U5GqD6l+U5krYNuqoo7qudSzrR5TpOpZXZ1/ZQrAIkDVOW3pt5OW9nQ6qPaloj5IFQnrMeKp+ijsg9IwB/sanJCPyoOM9mDUB9fFaE9ulxk9VMcVwZ+9zFxpsZx9lHqOs2uBv2fGBxGz/gb7Hfx79om4fex3qvdMfD5ifdj7Nr6XjX0urocjQMYYY4wxxpjJ4A8gY4wxxhhjzGRYWQncMmUGSGWCUE1KrybbYx1a5HI9eX4y3NgywZ1J3Jgcrpogv159EmYWgaiJvj0TtzOUiqFjPB6UVWV98bpiCBdzy7CJhiz/AdZ3GZNGq8mfSCVrq/ImVBI4RB171pfJ1/DvuF0Vjsc6ZO4ddp4Xy1m3HpkGPkdwUmfuV0ngMCcQk0kqqWC2IzRUQOMDlB1kGSeoYvtm+2i5rnnMSlrBJLgo7zDrg+0or0v1zFhchy2rnivVcxZRz1xGNUm7x7hgrASuMjZgLENijlQGPWNleNW2EtVWmEFPjyyueldqmbxf5ZJisrcWGWXrdWdy7Ih5CVUaxKjcPmhskGUlzWZ9X2V4oc4HvlvkswOfIdjvoHFB9iHK+IntA3+PcupLLrlkKGe/g8YH2Afl/phZ1OLxZJkZDEXwd2v8fWU+tVEpnCNAxhhjjDHGmMngDyBjjDHGGGPMZFhZCdxGZQYtzlYsvKakBSwEXMkXlu2v3+PwVbm8VaHnnuPB3+V1Ue45VehYyREzxIohXmwjGL5mbl3KBS6Xq3Avu8ZjZQKVVK2SnVSOfmq7Lc5KCR4vnhMmF1XnLMHrk7kFFn/H7m11n7NrVdUBQ/Ms5w9K3bCM6+b5U/cHLs/wv5IfoOxg27ZtETHfppVDTnVdmdyNPUMX95HbQ6mgWR9sJyyPmHI2yuXqGldy2x4pm7rejB6p2kYlcKq+Y3P3sGVVnr2WMlvGzunY40V6nmtZVtKgZbrEVdJItW5rbp+W7bL8c+r+Smkc9u8ol2PvISjXYu8b+LvqfU+9tzEZNkqksYzPluwX8PcqV2PWF3+f/UsEz/mDf8c6sGuC55y5vLX0Nfm7lmtpCZwxxhhjjDHGdOIPIGOMMcYYY8xkWFkJ3EZlBixsvLguC2OqdZkDm5LtVOHRKlxcyZdanKAqiVXut0ViMSZZqzpeJlPqkRapZJUY6s5wLIa3kR4nHBbGV9cnQ7wqcRkLi7dcS+ZUV5VbtsuuG54HvFZ5LpWzGAu9M6lhBL9vqgSsuD109MNy/h23xWQCEbM2gvIzbC9KapDgucPzn+cB5QXoAoduOyk7UAlWK8kN1hHrnttVbZq5J9oFrh187lR9E3OswmXqWcOuR+UoV0nd1Lo90txKkl05nfUk067+Xjm2rrdO676qco9cXcnns+0od7ONusCNdaerzmPVhlpklOy9Csljx+c8ng8mD2Nun4v1yed+yzln97h6T1w8rgjuAof9DtYRpWgs+bvq93NdfDah7BwTneZyXJdJoLFdKbl17lclZsZ181y3SODYOR+DI0DGGGOMMcaYybCyESA2yqZG1vArMZfj37HMRrjVV2ZPZIONzqnRrmrETUUNekZWqjwDYyZLthx7z4hbnnc1MobngU0ux5F1hEUrsA3g8ipnCvO3V3/PbakRG7ZcTZY8XRGgsXk28t7DESrMocNG0lpy+7C8Xex+jpiNAmIep8z9gMvxOaFGplj+AnX+2b3ERt8iZucEIz3YZvH8sSigMgzJssq3wI6ZHW/E/PlzBKifLVu2DOVqAjvrh5RhCy7Pa1eZJCBjowI9ecTYqP8yzQxa/s7UC2MiPS37VcoOFgGq1AAqYlK9s1SmMQi7FpWiYaxZQY/6pHqnUe8T2ebVeURyG/hcxPdIdo+qqA5bt7o+KkckHm/WDfsMZeyUz/qWCFD2K9gnYwQIFQl5TnBfrA9SkTaWq04pLdh5qiJt+DubIBhjjDHGGGNMI/4AMsYYY4wxxkyGlZXAocyAhYgrmQFOmqsmXla5gXDdsbl9qnBxS46XKncPq++YZWq7LTkAxtAi3ciwK0qLduzYMZSZ/ADDtigvweU5ARFDxxg2R8lShqqrifNK9sbKLYYJrI1Uv2uRvY2ReLbIQ9hEXaRqhypEziRwJ0+eHMoph8N7X8lfmTwEzyOTjajripNYsx1he8L2gvIAll8IYRI2llNC/a6auBoxO1eWwLWDksZKvlRJ4LCtMjmcymlSXa+xeVl68pOxewhh91slaemR6I7td3qkv9VyNeGbGfEoGReTHI01VeoxI+gxzKlkbaysjhefYUxGyfoSJTvHZ1n228p8pzKTUBI4Zr6DfRB7BlQGNC2Se/bMZzl4IrgEDt+h8Z2GmSvg9cnzoGRtCJNmq3O+UdnhGBwBMsYYY4wxxkwGfwAZY4wxxhhjJsPKSuAwlJehRyV7w9BklV+FUTm9YLnHaacltw8LF1cOVIoeidsYlyAV1q2cZ8a6BLE8QOhmgmFolBllfTHEi+0Fz2+Gg1HqhpImDLEzWQNzEeuRwCnnMdYGKokclnvOeeUShOv0SC5bYL+rHOGUFOE73/nOKcuwzELzLfmf8pzitVJ5HFJqoGRv1b3dUwclsc11sJ0y2RuWcZlZH5TAVVI1JsesngkRs3bbImXNtlzlxVH3do8zWJU7TMFc01gdWe6r9X5XUT23qr6reh/AOjI5FkqP1LrVM5s9E3qkaKqN9biL9siwWT/Y41bL5IGqT2DPdFyGVO9zPRI4dB9lz1CV3yavZZVLENdRf8fne/ZBlewtYtYfqfxzi+stwqRxahoJK1eytwguKxyDI0DGGGOMMcaYyeAPIGOMMcYYY8xkWFkJHIbyWIhRuedkyEyFXCtpEEpmmGNNS2ImJiPoSVxZyd6UTGCsQx1b1vN3FqJvcbbq2W6GWtEFDsFwb/4OzzOGV5kjjXJ2Y3K3HklBjwtc5bzU4szU03aq37P9jZUz9qCc5vL8V4loUZ6Af2cJQJX8lbURbAvYXlgiO+bmE1HLcdX5zW0wt57F/TEHHeU8lucEz41ZH5TAsb5JOU7m8ur5gWXlpIVtI7er2m/lHtpzT4+VujKWKWtbRt9VbZeB5xSfA9lPHT9+nP4OnyX5DFL9DsqXcrmSYbNEyT19kGqPlQSuSvJdJYQd2wYrWVuF6muYHEtJr7O/Yf0L/h73oY63cn9VDngpgUMpP5O94fZwX+ycVa6Fiur6KLdDJjvE8zgGR4CMMcYYY4wxk2FlI0A4ypZf2Gokg42+jY0AIfhFX3nxVyP2ajSEefX3gF/Tqm6MnlHBMSOIPbln1LpsFB7NMVQuFvZ3NhExop4IWkV42HWtRtFwnZYIEBuZrNq0GtmqWObo6Fh62qH63XrLcDmOOqkR9Bw9Y4YYi2UWJVT1zeWqbbJnCtYR2w673mqyKY5IOgLUD/ZN7PxhuYrq9CgDqvsNr3ePwUZlbNDz/FD7a31W9PQby6B6xlW/w+uDo+/bt2+PCP0Ogc+HvG4Y1UFFA/ZtbKRfqRcqxQL7e09un7G56Kq+rTJGOF1tAe8flpeuiqKj8qCKBql7ivXxLREgZtCkrmsVdWPvcMosaL1li1S5BFl/tVFzHkeAjDHGGGOMMZPBH0DGGGOMMcaYyfCkkMD1+MozT/2xE8YxVJehy0qeg3Vo8b4fM+FPTfKrQpM9oeeeSaUVPbIqdX2YvAzDvSgJ6JkkW+W9GCNtbMnRUMkEWCi85XiqvDo99OS8Gjs5eoycAX+D7SFRxgZsOW4L/85yHbAJxovLmVlBzzMHGSuLZajJpimdsASuHZQn9VzvMf2Cuj9Yfg2UNiq5LIPdIz3ys9O17liYXKeS8KjlVV9dSeBQ1oNlJoFTecZwu1lmxisR3BChJxddJd+upPxYXqYMfqw0cqypB5NmMfkgLld/Z3I4ZoywWN8sq36H9UGsXhF9JlvVs6e6J3rua/WOwc75GBwBMsYYY4wxxkwGfwAZY4wxxhhjJsPKSuDQ7asKqTKnHPX3HpkBC4/iMrVdFi7eqLe9qg/SEw5udQJpqS9b3uNs1SMfwbA7bpe54VXOM4rKZUzlymF1rJxwWiSVFayNKNlbJZFTzi89ORY2mo9q7Paz7so1h+UfaJHAjZGKtFy/Hmliq2yhWhZRO0GZ9UH5UTL2OT1WLoIyxmzXqi2zfVR/b5GJjfldi6ymgj2LVL3YfV7Vt8WVlMmhmQQO/47PH1yedcTts9w/WFaytx6JG/t7Jdmu+r4I3k9W9LwjLFNG2dPOq/eJsTJYvJeR/F11/SJmbaDl3WO9ZYqe+6dnG5VD6kavryNAxhhjjDHGmMngDyBjjDHGGGPMZFhZCRw67VShuh55SBW2V4mZWHJBFQKuYK47PRIKpAoNV39vkf8xxyyEuZDh+aiOrUUGxuRNzCUOt9HihFTJKRiVDKAlXM/2qxzLetwKmQRO7YMdZ+XK0lMHxUadY9R+E3V9lDQuUeecSUWW4d7VQ/W7HmeeSspj1gfbQcpX0NUJ2xneN6zNVXJndQ+iLCrroCRyDLVd9qyvns9j5XIIk4EtQ/5dybHG9Jm4jpIcbd26NSJ0Mm52nKo/qxzHVOLurE8l3W1JbjrGLRUZ+35TscxtKar3iTxPy3iHY22kJ/lsi+x/o+6iY4+zcudF2LGPwREgY4wxxhhjzGRY2QgQm7zMJn5G6JHzMeB2cVQvl6ePe0TfF3ZVr5Yv6TEjVGrdyuChh2q7at2eEUS2rGdkUo1w53WpvPireqnl1WhJy2hKT5uuIksMdf3YflvutSrKdyZh+XwQZaTBIkAtE0zPRG4TBrsWqs333IPmVFiEseU5m8uZwUYEVx9gm1Qj/dmuqz6xx2inihgqNjpBfaP99yJZ35bnYa6rzFDYNa5ywuEzp4q+VxPncbuqXixCUEUQqpyKuI/KfArLZyLSc7reY3rI84DtRt3XrH3j9cN7uGpj7Pr09EU9723LfMeujA8QmyAYY4wxxhhjTCP+ADLGGGOMMcZMhpWVwLGwrpIAoDQuJ4eqkF01YRxD1jjRNOVwLeFVJqtif1f0SLt6ct2MlWBVVJP71boZwl1GqHyjodKW+rJl1YRPpMq9ofbBJg+erkmlPVLN6r5aRu6AMb9XUhMlPUrUhEsmFWmRYjLUhFdGzzVmx6wMW/4vSRSfjCgjHWZWgOedyZOwb6ukMPh7ZoJQSXGwPj35enraf087HguTtbY8i/Kc9EhHmVQ2YvYewWS3i9vqmRxeTXZn703KCKZnW5X8Hukx+GH7Yuu2PJ96ctUxep6B7NiUbFHJ4dh+mdlQJXvrrTujksMtQ5pa5ShENmrUMGxnKVsxxhhjjDHGmBXAH0DGGGOMMcaYybCyErgx/uIR3PueyRBweUuukCwreQMLISqJUHUMPWFotQ2232U6eSAsfK1kHkwC1OMm1uMGg1RyxJY8QGw5k7W1bIu5E7G/q3XG3h+t0shF2LUa255OlwSuR76T9zmTwCzCpCJngkp+WT1fKokKrnMm8mk8WWDtBJdhH4NOoukg2iKfzDbX4gBVSZ2wDkmVG6ylrVf3m9pf77Jq/+ttg62j+m32PlDVp5Kfsfx0i2Umba8k2VW7wfLYnGU9OeOq31f9QyUPb3EwXLaD4CLqnqhkbZX0Wu2DSet6ZG+VFL8n91sl3e45N+rvPa50rTgCZIwxxhhjjJkMT4oIEMuJoMpJ5Y0fMRsZq0ZxsNySqbrH5CBpmXjJRmyqyYOKMRMG1agTy16sJtyycs/E+paJ4WwSvhrNGpM3R5HtsIre4PKWER02St8TUayWt0TVWARIlcdMsu8Z/VTLeibqVqOuWK7MR6p22jOhvJqcrpaNMUlo+Z1Zn7xeSmXw6KOPnlJWxgdspF6N3rOyihBlfXqihy334JgR6NNl3oL0tO+qP2qJ0LNl7JnRErVh+2X9axVNUusyevJDjY2y9PRX1fnveUcYS6vaA+kxflLg33siLew3qszMp1h76mn7PbT0jY4AGWOMMcYYY0wn/gAyxhhjjDHGTIaVlcAxiRtO5kRpQU4ujajDhkxS0BOmRslCFYpl0rzF7fbkVeiRzLRKu3rkRooql0IVlm2ZWF/J5VgIvUd6pBgTim0xv6gkTWx5i1RtmVKp6lqp41TtntFzLapjY8YSPYYiPTKNqs32yEWRnsmkYw1Bxq5rfgi73tjmsT/67ne/e0oZ2wPmmkPTnVynxQSBmXQwQ4SeCcdjjUqqNrnMHC0tUpoKdh9X/friOoxKjltJ2yu5VY8UEWHH0JObbNl9ZyU1Y1R90FiZZY9Mmy1vkZ1X73s9Uzsq460Ww67WevUw9h4/HeY8jgAZY4wxxhhjJoM/gIwxxhhjjDGT4UkhgUu5G8reTp48ecrfkRb3nMqRg4Uu1XarUGy13crJRVG5tjxREpcWeQ6rYyU/WIZvfJW7Z6MSopZt9TjzsDbQ4y439tz0SOB62j+rL9ITeq9kZOpaVDKAVrnd4nYrCVxPPoUq30zlWtfD6c6h8WS8UmlyAAAgAElEQVSC5fxh+X4i5iVw2We1uFNmvpAWN9MsY44RJn9Rbau638bmHhnTH6n7pkfuNlYaV8mIltmXni43vDH5evBdaxm5zsY6lK5HT7+z7GdZq8StRZbYI42s3Nqq9wIle6veeVgd2TGo/S7jnlnW+6sjQMYYY4wxxpjJ4A8gY4wxxhhjzGRYWQkcJpNLSQHK3r7zne8M5UceeWQoZ9hQuesweVlL2JeFBVUYkzmWsW2pZVWIuEUG05qQcazTR0XLdivXlp5EbK3OJr31PF1yuLHSxooeSV+VZA5D6MztqnJIamn/PfdCa3K6FglEJVvYqANOi2MUawPKQW/MM6Xl76dLNvJkhiU9VbI37JuYBE4lRc0yc3NbLDOHUlZH5cxZyV967kGk5xk2xvVprERO0dMfsWU9jmTsfaElKWRPf8Vc3pZxnipOh6tgT2L1lvZY1WtMv9TTl/Ssq65Zz+9Yv169m2xUSrpYHrOtjfZLjgAZY4wxxhhjJsPKRoBwRC1Hzk6cODEse/jhh4cyjrjlKFhLLpAqAlSZIGCZ+bf3jIC3jD5XeQp6vpbZiNsyJ51uNHISwSMQLcfY42k/ZtRPUeVqqSJ0VUQFqSYm90TK1L7YqFFL26uij+ze7IkYVtdS7avn/PeYJFTntOe6tmxjvf2ut3y97WLE3awPy/lTRX1wuYr6nHfeeUM5rwv2MWhygNcrFQ4qepv7wN+oSG7S0x+pZWMmMLf0QafbNAAZa+qwrEnc69WnlZ73gtNlzqCo3hfGRIB68tC10JovsiU6U7139ShZqjogY94Tx0ablqFSsAmCMcYYY4wxxnTiDyBjjDHGGGPMZFhZCRxKB1L69tBDDw3LsIx5gFIOgNIBNEHAMps8imXM7ZDrKgkck8u1hAJ7jBiYDGysTKaSC52uXAsV6pxVk/CrnE7VPlpCxGyCcDX5v2eiIe6XSTVbzjNrT1XOD6wDkx3i8kr21sJYE5DWdtbSNseE2FUOBrZ8rGyoWq7OE6tPyzMlrys+68z6YH+T0jfsr5jsDdfFZxVKvdmzDa8hSuCY5Joti5hJ35RJAmtnqn2fDtnbmWDsJG61vJLQsj6kpy+u+uWWd4ueZ82Yv/ecU/WsYgYQ7JxW0mxc3tL/9vRBrRL0nj6sRV5WSfnHmvZsVPbf066q86z6qGXJGR0BMsYYY4wxxkwGfwAZY4wxxhhjJsPKSuDQ8e3BBx+MiIhjx44Ny1ACh/KNdNJBRx0Mo2H4rZLAMclAS16GXLcltFnJVJjMaKz0COlxgVvv9wol5+qBhbpbHFHYfqsQu3INrJzd2HIVrmf7bQm7M1lbFc7H3yupJjt2JS+ocgcwesL8Y8P5lRShokdWOFZ+MFYiNNZpqJLh4XXNZydKtcz6VA6lKkddSudQht2Tjwdh26gkcEzSvbjfKicNUklpKqr+ZpnOb2OlWz0ub+rZyfbLnltjpXdVfavro/o+JI9N9SWV1Kmnjmy/PS5wY/soVZ+qf+3Jm9PzHGfLepxIe1zrkDHSyZ79Kth126g02xEgY4wxxhhjzGTwB5AxxhhjjDFmMqysBA7lbkePHj1l2fHjx+nvMkSrXG6YBA7ddVBagInjWCgW98Hc4VqSXbFwpHIhYyFeRRVW3yjLdH5DKlcd5QrCQvctLieVrJDJzpYhgUtaHM+Y/KCqY4+7X4sLXJWItnI2rML4Y6VorA4t+2XbqhImjw3nV4yVtan69lzjdCbDxNJmfVDilv2QksChY1xPguy8niitVte7ksCljEQ5mDKXyBZ5zLKSFeL+erbVch7Z8YyV7PW4k+X1Ue8IG91vJRmrfq+2VbmWKpbpisb6/cr5DcsbnRbQS+USNxbWl1e0SOROR9/Vsq9K1ovnMd+98fk5BkeAjDHGGGOMMZNhZSNADzzwwFA+fPhwRMzMECLmvwxxlKzy38evzxyRwd9UESA2uRS3hftQX+NsImHLiM6YkY1lTiRFlMnBMkcXqpGglqgZg0UHe/I54O/ZaIa6ZsqMo4LlOOoZqatGf8ZOMEWq/VbGHy3mFmy0iW23JTLSs25PlGqMMUSPWcrYCdz4rMqoT8QsgoHRdbM+GO3JyBkqEtD4ACfx5jVURjosQqP+XkWAcL+pcEClA7YHNaLO2GgEaKzxQU8/xn7XMgI+pm9SfUWW8Tqp538Vsa36o7HbqtQPbL/qeVkZeLQoHRgsx1WlsBibk6anXoye6EuLsUFPH5XPhrGGCYyxpg4974MqspdGM5hTbQyOABljjDHGGGMmgz+AjDHGGGOMMZNhZSVw999//1BOEwScXIrhOQztp2RATfhkuXuUVITJBJTMoJLiICwc2RLyriQDp0vuxrZVHRuTbbVstydcj8erTC8YbLIdUp1T3D62p1y3RQJX5fZBlPEDY8x1b2l7lfSCLR87Yb/6nZIC5XL19568CaeLalLoGKnCItle8Jqh7A0ND44cORIR889bsz6Ygy7PJfZNmCcIyXaJMmtVzj5N5ZpjE+qZhERtS/WPi9s8U/TI4SrZstoGW1ZNVq/kckqaxZ7ZygShpx+sngk9ZkCVrJntV0nfWblFwliZILBn2bJNhsbQI72u+rBKPjZWHq7WbWWssUGP7A3LLL+aMjtrxREgY4wxxhhjzGTwB5AxxhhjjDFmMqysBC6lGREzeQHKlZR04Lzzzpv7f/HvTC6HKHecLOPfqxwNPdKWnpw1LVI3Jq1jv2vZVuV4w8K5Kqw7Ng8Bk2D15GBQToEoY2T1ZS4+uF1sWyz/k6ovk0j0yDgqiURProuenBLIWPlIta3KtbGSwPWE488EPY5AYyVwrG0xt7eImatmRMShQ4fm/jc1KIHL86pkb9jfnH/++XP/L5bPPffcU36nJHDs/sa+CbeVdetxlOvpj3qo5FwtcqxESYMrSZlyZG3dlvo7c3lruZ97ZPBMXoYoiTj7e+UCVzl7Vu1CPYd7JH1VHqDq/UjVnS1Tv6vywFUSOHav9UjgetrQWHrOzUZl2moaCTq+5XMVn7VjcATIGGOMMcYYMxn8AWSMMcYYY4yZDCsrgcNwWIbMUE5wwQUXDOXNmzcP5ac//ekRUUsLImaSAAzjKVlVygswZKdkBD0ucJW8rCecPzYhHfs9q4+SHDApYYu72eL216sPc4NBUP7BnOjw77jdlIcoWQTbBspdVBLdxbosrpvlsXJG5cbDtqVkGuvta7FcsVHXKNWme5xumKSjokVSMMZh50yeu4j565rSt0r2huV02jQ1eF7zWaBcSfGZkH1T/h8xL9UeK4HLa1+5yyn5t5J9M063u2jL35ksqqfPZJK/xXJVn9ZEqC3PAeZEqurCEpJW/YY63jHPS6SSwLU801v30eICx7ZfybRPFz1OaEjlkKf2MWbdsWz0vlWyN3QnffDBB+f+H4sjQMYYY4wxxpjJsLIRIPxKzVEyFfXZunXrUN6yZcsp66oIEJs0rUbL86sVR/+rSaUtozRstGQZVBMCWb3UaBab/F8ZFKhJgBVqJG/M5P6Wya55PfHvaqQ02wCOWlR1wO2y89eTy0JFi1h+CTVplJk+qLxGzOSjZWIrq4OKhC1uf719VFHLKq8F0pNPo5oMPHZybQ8sDweL+kTMRtIwqoN5frCcI2z4e7M+eK6yrWHEBe8bVCJs2rRp7v+I+X6KGaq03Av5vML2gM+wLKvnGmvrLZGR6j5G2PO7dZuLv6smxleGOXju8Dzk+Wl5flSRiYzqqMiTen4nqq9lUZ3KnKh6D2nJM8feJ5QRUhUBat2X2lbVZ6r7pNqu2gZrTyqnU1XHKmJVmVj0GDX05Ntj5Z4IXsvx5rvWI488MixjUZ+IiGPHjp3y9zE4AmSMMcYYY4yZDP4AMsYYY4wxxkyGlZXAoUygksCl7A2Xo/RAyRMyjKnC2D0TSXu22xPiZYyV1PTIDzAsnuF8nKxZSRUw/FpN5MV6sQmhLXVkYdeWXEQpCUOZJILbyP09+uijdFtMJlBNXK6OV1GZILAcVot1Z8YS2OaZjFTlL6gmAPfkEegxOajkB2q7VY6FSqqgaJX6KCopAV4/lBLgxPyUEqAELiUFi+tm+2MGHobDpGbYL6CxAfZDeT9VsreIWvLL2q2S8VYSOHVPM5ZhMNK6XdV/Mkm26gvY75l8ENdpkVtVUmMm02M55SL6JHCVvB77k9wuMymK4LLaHtT1zbq3tKuse4sMr5UW2Sg79spAoMdwqpK9tVD1UczcQhlenC4TBHYf4DQRLGc+T+x/UOKGOX9OnDgREfN93BgcATLGGGOMMcZMBn8AGWOMMcYYYybDykrgtm/fPpRTRoDSASxjXoVcV0kLmONN5QqD22uREWS5Rd7U4wI3JnRZ5QyqXGwiZmFMJTlg+8PzXJ2zHucflbOCLVfHzo4TJZeVZE9JAZkErspDgOemCsGz/EUR3GlOnScMKbN18b658MILTymjVFCF23O7lWMN1r2lbVcSuOoeYtKIllxdTF4wlh4ZDV7jdB5MGUHEvGQApQQpMcB1Ve6qlGspmYw5Fbzf8n5Rsjcs5zp4D6nzzp6vylGMLcM65j5U38b6x2U4F1YuYJXsTfU3+bxSf6/c6bAu6IrJ5KBVnh+kx5GscihV7w55DfE3WBeWp7CSQlXtCtdpeaazerFtYVlJ/qo+lS3vkR+3SMOYxJRROf2qZT3Su8rRr5LGK6o6VtMjUJqNLrkpZYuY9VEogcO/o7tmbnejzyFHgIwxxhhjjDGTYWWH9VgECEfZcJQGR9RyeTWSsVhOqlE0NrkU/46/G5txuqKaUKiWVTlT1Ohzfo3j6JIasWGj/y1RMwaL1ODIGNaHlatJtKq+qp2xEXt2TnpG1FR0cr3fRGgjBjZZHs9ZFQFieY+wbmrkEs9prquihD05CSrDkOpeUpE/Nlq4DHORKks9a789o2cY9cGRNBw9y3tXGZHg8zLbOkYqzPrguWTnj0V9ImbPQdUm2TOX9UGLZZa7h137lucwewb1jKirOrQa8KicZWz52AgQwu4LvEfxnLF+TvWfPcoOVjesA/6dKVFUv8DaRaVOqIxg1Lrsmd3ynsL6IPbsbDFVYtEx1VewOvZE6CqWGQ1qOY9j8j1W70d4/+GzCfuaVBmg2oCpEXAd/D3LSxgxu5bKnKoVR4CMMcYYY4wxk8EfQMYYY4wxxpjJsLISOMzzk2EwJT9jIU8VSkfYhH2EyeGUdKCSwClYOFLVoYdqu5XkgIU/WyRwbPIahjHZpH9chrDJdiosi+WUAWBYnZk6IFgHlUOKgfVh+0VYGFrJT6pQOUrZ2HEySdTictZGWF4MXM6kN6rcIinoybFQ5cyqpBc9EjcmL6jupQg+KRSvFUoFUuKmciHg8lyXTRRdJK8VtmO8B7GcBjJoKmPWh7X1Sp6G/L/23qVJluM4wo27lJlIAAcPQjL9/58ibWXaSGZ6kaBIgMB5AaSk5b0LWnT79HEfj6juQ91B+beZtJrqqqyqrMzuDE+PicyLjU1HZd+9nRn13JbZ+4hsctQxOZwyMOntzJTgdnuXVf/O3lNlGsAkcChbVNJpto1dj1vcX8XNCPBzWEeWYw3B+8S+C6k++7YuVT6Pj6oDq6O6Nia3chJ1N1arvI/M0EhJAp0s1JknbCRwGxOETR3ceIXvDBuvcKxyuXsmxgbse5fKXdbjUUwQQgghhBBCCGFIfgCFEEIIIYQQTsOLlcCxEL0KqWIoj8l6VJiNSeuU40dvV8diEriJjOBeR7gNLLSspGGsjNtUaJ+Fi5V00cn7mARO1RFDrR3OZfK0230bDJtjXikm31NueX0OPNcmXxKWmasR3md0C2OuKii7UtJGJsNT+bM6TxJKpXBf9g5N5BQu74hzr3mEixvDHUs5AfZ9R5nA+/fvL+U3b958UH779u1lG0oJlMyxUc5uvX0iQWT9WrgPJfdh0hPVn/U+2CegNIvlwcM2wN4xJQfaOFEiR+Vw7PN9n5Q8EPvU3u5kUwiTP1U97Tv7/uFzUOOVc6RkrqXKqY4dCz/HnLDUM2Pnw22bHHWuT1Cf7/NOXFjZuM6eq5LUs/cA3xPcl8kKlext41TabGRvk+O6PEAuF5iTwLE8c1XXsQvHJVVuCRzK3tT3H9YPqeURjyIRoBBCCCGEEMJpyA+gEEIIIYQQwml4sRI4lwBRyXqcExeTOmEYlUlJqq5hSJeEq+oa6pskY2XbnJMO4pxYVOiZJWFUkgMngWP1wevBe8MkVuranQsc1pFJ3Jg0qeppuJfVC9sDhmU7tK6kd31cJV3ahMKVvKNRzmK9Hf+P9cU69P1HyQDK/9y1TeRwjQrdH0ng5qQGSlLA6rCpi6oXk0RiG0MJ3OvXry/lH374oaqq3r17d9mGn8M20M+KuSji/6t2skKW0DE8D2uTrK+63d59MXuvbsv97LF94vv2ySeffFAvfN74PvZ29Q4ebTsbRyv2GZd8UcmWmQTOucDhGKSSjPbYr1xAWV+h+gFWRyfZU20I69N1ULJ9llj3qMz+aN/o5H/snhyVwLU0G4+B25SUkLmaIuy739HxgX2/mYxRzE34qBxOfR9umKRbJejG7xtdVpJ7hN3rTX9xhESAQgghhBBCCKfhxUaA2GyIWjzK/MrZLH/V01m0Tz/9tKqqXr16ddnmfpFOcim4xYNqcSDj3l/IblGp8mlnEaBJHiCW78EZRygTBTaz7nIVYVnNYGC5z40zfbiAHevrcry4XC2b3A9sQTSC58CF82xGBo+L7akjP5PcPmymW7WBRi3UdTmDXJ4fxWbRKIsAHZ3xZNe5Oe5kNnCTh6Nxs+24XUV0w4c4MxnVlvudxQXDmPcJ3+Pu27BtYdQHj9t9lDIwaSZ5Tjaz3Szi6t5RZhSAZdWns3FKjQUMNQYxA5hJBIjB8haxcfS2vswIQI3b3VdjvTCCz+qwiZQpxUmXVX/M+he8dmf8oca7Pq4yA2HnUN+v3PcuFvXBc7v++MhYdXtc9j3SjWGqPup8DV4vM6pS5lXs/cF6u+8FiGtP95qEJQIUQgghhBBCOA35ARRCCCGEEEI4DS9WAsfCoLgN5QLMoxxlcRj++8UvfnEpd9gVQ4kbYwOXS2GSU8EZIjBfdxX6ZCFEt6gUpVJu0ala1MgW1jP/96qnoXsss+thMgAl02MLi9ViY2wbrC7YtnA7W6iLx+pzTPIA9XUqSQjWt68Z7w3eB5TssWvH58NySuA1ovwDyyxnlmr/LCyu9r3XBIHJxyaLvXtfJwXC8sSopOUZLD9F1dMFukwy6fJGqW1M3qHyjkQCdx8ujwmTIVVdnzeaXuDYhe9xHwPfTTwuvk/d1pQpiZPDufwmjkn+E5bDi8milOyNlSeS7EZJdJDu21Bixcwk8HhHr4fJwFQ/gMdlckcno1bnZZIx17dOJGVMKq7GanafmOwJxx0cl5hkbyLp7ufnni+Wj0qkGROZNhtHJ4YIDLxPbDxjphs4buH3EfzO2OVJTi421jAZLO5z77iUCFAIIYQQQgjhNOQHUAghhBBCCOE0vFgJHJMRoXvOmzdvLuU//OEPl3Ln2cCQHYZE0fGtw4YoHUCJCpMUbHzYN6jQs9rO/s9kLhhWdHldVKicucmosHmHa5XvPJMYKsc4JinAOiiJBLs2bA+4bz833KZy7DAJHLbJ3lc5v7E2gteObR7P29vVvWHOSUoug+UOcaMsFJ2msNz7MFlcFZc2Krmcy6cxkdQwmATOOTVOpEDuvUO6jeB9QikBk8O5967q+jyVOxTrl/D+q/c1Erg97N1TciCWDwpzQeE4htLbfkYsB0zV03bU/RX2H+pzjEfkN3luWxWXsTsZmJJNMQmcy7c2kcD1s1ISOCZ/dxK4iQyst6tcKlhmEjgEr50dl51D9Q0MJV9iORqVWyqTd7vvC+p6cQyaOspVcQm0Gid7H5cby+X+wfJEpu0kcBv3RnbtuA3vY/cdTg6PZeW6zKSpqo3hdbLvnEdIBCiEEEIIIYRwGvIDKIQQQgghhHAaXqwEjkmL0D3n22+/vZS/++67S7n3wRAzhu+QlqAoeRSGTzsEO0lKxZI7KlxYkO2rkkM51zQm80KplZIfsES0qr59zcxtrIqHeFXyNbyerg/WwYXYVdidycNUAj6WUFRJ1fr+KUkfC4ur62HPAsPy6v73/VOJ8jr5b1XVZ599VlVPZaFY7v9XXeVwSiLKZCMq4aCT5LjkaE62tpEXPEICx5JSMknBbbnvGd4n5vpYxeUqSpLK2oBycGSOTeF52L3CNoL/R1lby92UBA77mgafG75jzL1TyX3YeLGRsm2SEarjThOdKiky6w+V1GkjgWPybSbxuT1Gv7PKSYtJ+lS5r1NJ4LC+rG9VfVWfQzl4dR0nz5dJGLGdM/m9cmHFcl8nXiOOc33/J2Pfpv/v4+F9xP6SSbY3EjiFS9bt3ISVgyqr28bVlH3XVffGOUy6hO5YLyV9ZI5+R0gEKIQQQgghhHAaXmwECKM9P/74Y1VVff/995dtGPXBcs+4qcV6OGvdsyEq6rNZHMg4upjbHU/Nzm1moHoWRs0OMX92NcvGFvqre8dmZ1TOIFYHtnD2tu7s2lSegZ5VVe0FZ7nYPWWRJTYrolCLXdl5EbV4syMM+H9s81988cWl/OWXX36w7fPPP7+UMRrUESA0TMCF2GyRpDI+YKj2xBYsqwhbn2OSf+hjmSCwRcpYZsYRqr0wAxNsI+pd6bqxGevbch+DtbHAUf1kg30C5vZpE4T+W/U0QsTMWbD9qr7P5Wnr92WSw6XLm9w+6v8uXxKLeKvxiu2r+nQW0XDvCu6jzF2wH+h9jkaAmDEBi4xU8QgQ1lFFCPqeKZVHn2PyfYSpH5hKpOp6/5VCg9VB0eMziwrh/7HMtk32dREgxOWnQzYqhU0eoI0JAlMWYH3xepmKwd0bZoJRxd9hrAvuyxQym+9SjESAQgghhBBCCKchP4BCCCGEEEIIp+HFSuCYdABlcVhGGQGGexsM2THJkZMOVPlwPzuGCssfzaXAQq1qUSkzAmBlFZpm8jO20PEW5jGPsLCtksAxUwclE3OLSvF6nBxL5U7qa1KyhgbD0G7xrZLAsfuP7RhD0kzShP/HfD4ocfvqq6+qSkvg0DDhl7/8ZVU9ldOxPFlYHyUvQ1g43kky1HHZYlUnNZjUkR1X1dEtrmX3SS30ZO2QtbcqLgdS7fDehaVnhxmjYH+nzFc2udf6GamxiZXv/T+ebzJ2sW1Onu0kcOresPukZGJs7MF3Qcnc+z1HAyZlUMKkj04Cp8yWnBQfYXI51Yd1HZQUnI3hqo/r+ky+L/TnXE6zquv9V2NbS9RY/rSqp5LsLuP/VQ62HrtQ5qXk0i5XHTOnUt8xnAmCk7Vt9lXjGfuOxiTSSjbtDCKYeVXVtb3gvVMyVjY+HyERoBBCCCGEEMJpyA+gEEIIIYQQwml4sVoHFjqbOJB0+E2Fcp00YOOO43JrqP87uY+qe5dZqL2Kh9WV/z4Lu6u8Cpv7xPLbICyEyz5/ewwmV1TX3tepwqsYYm/Uc2UyDhX677A5houVVIrdU3XeBu8NXgPLLYPyNJSyocSty072VnWVDzC3tyofFnfyASWdcXI4Jg846prjpHWTOjBJh5PDKcchJnVlkkz8P4LnRbcjfG6TXGXhKfgMnCyZldVY4MYbJUF2fUm/D0xWe1vuc2zGK0SNC328oxI4NvZPXO1cTiDmKKnkWExepsar/r9yQmMySeXEiH1CHw8/r2RPTIbH+gn1eda/KNk5ay+qrTA5LvZJKGFr+TbKuDE/HY5XvQ+OW861FM+r5I7selyeLOVUylzg1P1n4+jRfREm6cPnx94DJ4dTYyRrQ6rvwfr2cZMHKIQQQgghhBCG5AdQCCGEEEII4TS8WAmck2BtwvIKJ79x7jjKgc251LDrmEhRug7KCQ0lbu2Gh442TA6nkuux+6CugUkOJjKk3kc5xrlkrC5xKF6Pu7/KuYRJ4FzyLiXBYMdS187C2xh6RikaygNaPoChf5QJYHLTLivZG0oR+nyTZHEsxI6wezKRBU1d3pzsTe3rjuskBVVcBukkcJN72vdh4hrY9UF5B5NJYn3vdds5E9ivsPvmpM+bsWsiu+lzqL6x66ikJ6wvn9RxI4dj/TeTMCuJHJO8O+c3rKOS+zgJHL67+J4zKRkel0ngXCJU5VTKEkficRWsDizx60a+NOl/2HHVPe3tajzrMUol6MZyj2NqDENZePeNWBeXdFO1IbeMwcnSJnK46XEn0m32HQ3LbFxy5YmMmzlBqqUSLKH4ETKqhRBCCCGEEE7Di40AsWiDis64BeOK/pyL+mBZzWAdzS/k6utMENQiy47wKBOEno2a5FJgPvebBblscRuWXZQEy5tnxRb23daH3VN1jr5Xyu8fZ5Pc9fRxWQTp9lhdxpl7XNCJM149C4ZRHSyzBaTM7KDq6aycm+lh99Qt8K7i90HN5rJzuVmwzYyam4lzuR2qrs8Kn7WaPetZSIzU4P9ZFJXNMt9u731dHhU8XyJAc1gESOUv2xgbMCYL/VlkGsssMu2i+a5eeFwVCWL1VVGqLrsxFY+hctFtcusxAx5879TCeGZYwMYK9Q6yMtZRGTH0teO4r6IRzCyCRavV2LjJJcXGxMki+h7TMFLDxisX9am6jmOofsCoD46ffU/d9wK8Nhdl3BjqqPO6CJFjolJg7y0zptioGNj3utu69/lUG2JmH8oYZEpGtRBCCCGEEMJpyA+gEEIIIYQQwml4sRI4Z4KwYbMAXoXoOxSnJChMSjbJm7MJb7IQolo0yiRwTAaD9d4sJHXyJvWsVFiVwe7pZCEik5ogLNStQq1OtobhXtdOWXtQuX2QPgeG9rHMJHAodcMyLjDtzzGzg9v6OL9/1jY2eTruzf2D5c2i0sk5mLTO1Wci/3ASOCaHY8YIVTzvy0QC1+V78y2cCbx/TF5mNpcAACAASURBVEb0CHkZw8l/lWSMySeV5Hfz7jmpGeur1fjKJOYuz56qN3tPJ2NXfw7fBZSVI6yvZhI4latOvY/sGth77nL24Xb8PF6b69fcMgSX50flqkNZWkuu2RhWdZW7qdw/zPCAmR3c1of1p+47jRvDJtJrd88fiTuHGkedGQgbo1Q+JSb1U9/bsD79fqBs8QiJAIUQQgghhBBOQ34AhRBCCCGEEE7Di9U1sBD9JlSv2ORPYFIHlQdIhaEZTKKjQqbOSUfl8WEheJYrB4/lZAQbmP+7qo+SVTB53lG3KvU5Ftp3bknqWEzG4WQaTJJQ9TSk3PtguF/J4VrixqRut+WWHzjZWxW/Zid3mdxTJ690bmwsjH+v1O258nPbsA7MVafKywc2kg0lgev3SklusB/A84UZeP+Yk6XLEYIckUDfnoNJ4FgONCXxYXVUeWiYfG8iL3N53Nj/N1LCzdjlXPjw+ao8QE4W1fVlY+5tue/DRI7FXOAQNva4vkpxtI30PcNxxcm3cbxiLnBqPGPybZRNKTlW1/eoU+nm++fRsYTVRX1X2oyjbBt7lmoMY3I4HKtYnqfbczTquzLLYXWERIBCCCGEEEIIpyE/gEIIIYQQQgin4cVK4FhoUoUSWfhukwgVQ/EYcsMyC5kqqRPD1X3iVsUc1pwrnXLVYZIDV99JKJ3dByUb7DKGWtX9ZediIW3crkLA7hzq/rLP43GZQ49y1+rtE7ewDi8rGQGWWxLAtlXxxHCbkPVGMqCkQEcd+9i7ouRwz21DVL1YedKnMCc6lViRyQeUBK63qzbPpKOTJIzdBv4SrkQ/F/D9dsmPESbhnPRnjZLAMbkzk8AhSnriJNkbORyT6W0cy5QEizlHqjo4Rzh2Dhyj8F1h49RG8qfK7PuNe9aqb2XbVdJN5/zI7i8+f+yfcHuPMSpZN5O7oewN/99llaybOb6p8exosu57nUqPwsYdN0ZNZHpTd7iJBK7Lyr1UJRJu1Dvc/VcSoYYQQgghhBDCkJ9FBIgtAMZfpCwXC/7KxV+yCDNBUKYB7Bhusaua6XPRFbe4XC12ZdEVlYtos2iO/XJ3M4SThbHs/iObqBo+HxcBYjN1apE+O5+aWel7rmbW2Awv7ouLN1lZmSCwCA/OjOFiVObXr2YI3ayry3PlZnCxPJmtciYIjKNmKfeiZvbZTJqaPWPRIBWhY1FN1Zexhdmqjwwfwhbvqyg24qKDLD+cesYsKuAMfFT0hvWTk3eMbVfGHM6oweX2cTxiRr6PoSI1+N44ZYDLheZm6tWzZjPim2Phc2VtF2HjustVV3WN0OC45PLWqQhQf07lqrt3PFNqj43phjOTuFeF4PJW3W53dWDfYzZmLWw8U+oVVsa2ovJZsf7iCIkAhRBCCCGEEE5DfgCFEEIIIYQQTsPPQgLHcqa4BfATUwEW8laykT43HktJ4JisTUkZnIzALXZVeQb6mlxOIkSFQd0i8M1ieYSZOmzuk5JEsoXJbnHuRHrB5CEu/w37fNW1nWK9MZyPCz27rGRvrDzJ7cPeFSdddDIB/NzGYABxkpujC0xZe5pINXtfJlGa1EdJNftZKNkbk8CpZ8nkEJt8YUraEj6ESeCU7JWNQ2ocY/2gM8TBzzEJNJ5Pye1cvVUd2Tuk+gcm07s315/qtxwu554af5VUm9XhY+XRY9e5GeOZBE7B2qnKq4PbmRGPMkHo7WpsY7nqmOwN66PaBZMjTsYz1i6QIzLrzdioxh3WX2zyALmlCZvlEZPlKV2ejJ1sDDtCIkAhhBBCCCGE05AfQCGEEEIIIYTT8LOQwDUqdO3yJyicCxzL9/AIJ52NKwirm8rpweRwR111HE4ON3GW2bicuGMxCdwkZ5PLWeNcyPA6mZwOYXXEED46v2HIn0kKsIxyuf6ckwng9UxyITDJgHM4cpJKtY9y8ZnKSibyAicBYu+5evddm0aYfGCSC4q1F5fjQjlyMRnSRkZzdphsRslUnAxlk9NKtV8mL8My6w9dn6uuwb27zgVO9cNOZoRs8n052axzx3I54RRs/JtI4tk2dp8mz6TPgfcc+wwmL3J561ges6qnYxdzblOOcL1d5fbp4yrp79FcdX3t6lm7e76RXx51dntum6qDWqLh6uWWWmB/4tyPXY7OjQTu3nEpEaAQQgghhBDCaXixESA2EzSZLWMzAi7HhZodZREgnAFxv07VwjC3kFHNonV9lPEBm9ndZCXfLDpV5U1G4nsjUpNcT426pywKuMnjwWYwsC5qlqzLKvcPzoI5E4SPNWPGZmud8cFt+bltuP2RmbMnkR53PvycyyvF2v8kvwTD5Vtg+a5uy+zdV7lNuv9IBGgOmw09uhDd9akTEwRm5qOiQbefmeDaupplZ+1+0n9M66Aiso7JOMbqxWbq3eddrjo8h8rrwq5tMr4yIw0WDVKfZ/2PGq8wgtPjlMpbxwx+cAxj5i8TlQ/r/53JwaQ9btqWwxkbuO+9m/d2Y67AvjsqpRGW2fjxiFxeMUEIIYQQQgghhCX5ARRCCCGEEEI4DT8LCdwmVwj7v8sDpEKBTALHPn97DBain3yuYQvSsD5O9obncP7tm8W76p6yz20WzuI2lavCmVuwBeF4H9XCehcKR9iidaxXh+uxraCZAZO1oZQN90WZAFsoqhaNtnzAGR8gTvZW5c0iNs/YtS1kYxji2p5bbOoWrE9kTkwCh5JVJk1S9/xeiejEBIFJQMPzMDkhy49TdVyaxVDtmj1DJ4FTxz0i95lILV1ukY3p0VR+NjnWRgK+qS/bxiRleCxnKoPbJyYrvY+SWHVZ3Q+sY49tSvbGTA5cbp+q65iHkm0s9z2bfJdi99FJ4Jzpz+05Gvd9xLXzo++cy3E0kaOyPovlkESp23//939fyn/84x8v5f/5n//5YF9nnjCp43PbNiQCFEIIIYQQQjgN+QEUQgghhBBCOA2nkMAxV52Jq5QLmaJ0pcPBKlzpXFucxMeFK6t4vgfnvuFkBBMJALunzN8dUSHeTTiYHXfi6tUhdDwu3rONaxe7Z8rlrcP5Kl8Pc8JB2Ru65jC5G5MO3NaBueYoCRxr/85Bx7VzPIZqT8xhDblXCnQ054d6V5x8h727+N5iP4JSgi7/7//+72WbkhIwZzfnNId1VNKkfi/iAjfHSeCcPOaRjodYByWB6/Y3kTtv5KtMdrOR/rB3b5N/yElWcfvknve575We4vmUOym7HjWuO+mWy4/IHOeqeM4+leenpdXKqZTl/FGyNybZRuc3lN513ZT0y7XHoxK4I5JMhZMdbvoDNz4r6SuTpSmpWvcXOG7hGPWnP/3pUn7//n1VcVlc1dPxjEm+mUwWrzMucCGEEEIIIYQwJD+AQgghhBBCCKfhZyGBaybJT1040cmqVNiwP4f/3zjIKFgoVtXByWAQ50izcdI5IoHDsLqqo5NKqbozmOQL7xNzicNzq1A4S0yJMgCUtX3yySdVVfXpp59etmHZSeCYSxzugzIBVW4Jg7pexF07K0/kLkecpO6VFODnJjLJIzI7Fa5n0iN8b1EGgPKAn376qaqqfvzxx8s2lBKgXK6PwfqDKt4nTFzgmHwqPA9rB8pxkqGctpxLIcLeQzVuMFdMl0TauU1hWY1HrI5OujWRGT3SBW6SUPQeXJL2Ku5Eqvoa9m67cdk50aHsTSU67TFIOZU611KWrLuKu5a673OuPTrZG5YnYx+7jw43Nk7arnMIZjJrlK3huMNk1rgvK0/GsJbD9VhWxcctdVwlh+t7HglcCCGEEEIIIQx5sREgtsBRLdbDWTQsN27mRc2U4q/iro9aUM5mLVzUoYovmt4sblawe8YW6qqZJHcON7M1WVzebGbs1bNk9XH5b/Dcqg74DHv2C80KPvvss0v5888/f/K3SkeAekYMoze46JTNmLFIz20dWd4EN+PpZtSwfNQEYWPG4SJWLreP+rzLV6VmC5n5iJpp6+24zc2eYQQIyziT1jN4avaM9RPMyEEdIxGgOWy8mEQ9+z1VBiWsb3OGClV8DMFnfLvf7XnZbLfLHYPnU7PSk77ilkmOHjeL7vKMqWtjxij3MjGjYc9P9XG9z6ZvZfl8qq7jisrnw0wOmIrh9nNHTHvYGIbXsDGgUf04W2S/aaMbE4SjkU52PpUXkkV4cMxAswIcd7qszHdYpEaNd11m5j63+3bdJ1G3JhGgEEIIIYQQQhiSH0AhhBBCCCGE0/CzkMAxP3vlV89CZk5eoyRwGALsfdgiQlVWi+ld3hDl5e7kWgiTuB3JuVLlczi44zlpncsNUcWlGUoe0tepwqfsfGqhKMvTgxK3L7/88lL+6quvqqrq1atXl21tjFDFJQEq9O+MDdTn3IJNt1je5UXY5PyYSNFYfTemDU5eoOhjqFw5LOTPZARVT0P+Tl6A25lsQRki9DFYf3BbPiLv+xgLwH+usHup7h9r6+o9ZtKeSX/n8tmxcQPP695HhLU5Z8Zxu53B+nd1Xja2OVT/wsblzWJ318dNzJpc/jJ2z9n3o9tz9PciZVzQcjaUdLvcPSzfD/4fy8zs4LbMZKFOUn/U2GCTw8p9j9nI/pn5yGa8w/cLxxKUuPVYgWYEWMZ9e7xR+Xp67FPfQ5nZihrjmNzaGaXg9iOGSkgiQCGEEEIIIYTTkB9AIYQQQgghhNPwYiVwCHOKUs4mLGSGIVeWa4W5nVQ9DR0zv3qXa2UiB+jtE3cn5zjEXHOU9I5JDjb5EZQ0o8tOHoVMpHV9rydShk3ugNvjVz0N3aOL2xdffFFVV6lbVdWvfvWrD/6PEjiUF2A7wzbLwPp0m1Mygc21s/JEMsAcCDc5NFyuiokLnMondfs51UacfAfD+ChLa3kBStKUvKDLSgKH5X7nUW6Hn0OJQu+zkRWp58OO4e5tuOLkZU7Gq8YuJqvB8YbJjKr4OIbypR678FwqV9FUTofbVS4PNo5NpXC3+2J9ncR20xe58cjt68Yg9Z0Fj9WSok3uJXVe9l2H5aqruo5tSgLHnEhVbh/nWoptj+X82Th/bvJSufJE+jvNA6T6WPxcvxMTCVwfA8cHHJdwDHr37l1VVb1///6yTbmLMpk2nqPHJZYv7rbcdVQ5yPC4bIzZyE2PkAhQCCGEEEII4TTkB1AIIYQQQgjhNLxYCRwLlSsJEHNmw9AaS/5VxZ1NMFzMJHBKOsCkASokyhzfVJJFFppkCb2qjiXcmoRiWbhYSbA2sqrntlVpxz1WXyetUPesz4HtAtsAury13A1lbyiHa3c4lM1h28Jz9HmV1OSoTKxxyeKwrCQuLDGfe5ZYN+Wst3GtY+dQci3mnKWkE31tylUHpQRdbplB1VNJAUoRWqKg5AVMEqCkBrgvc2tTfeBGhvoot52zwiQ6iHOyVONJfw7HLpQU4djExjH8PxsTVf/M+gQlb2ESTvw/a9cb1y2VxHuTPPljMR1L1bNWfX3jnFHxWDiuoESt5W6YrBvl2b3dOZVWXdueaoPM5U3J3tz3NYZzC8PyxtXUyVVx++b7EcLGwcnSg35/1BiFY9Dbt2+f/K16Oobh53psYnLsquv77GRvWHbfb3G7Gr+dfP8IiQCFEEIIIYQQTsOLjQC5BYcqGsQWjOMMCc5a9L746/f777+/lNniZdxXRZl6Ro6d65b+tc3yg+D/q66/picLltnMIptVUjMR7te4msFi3vWuvpvZU2dmMDkuy/ODM19tZlD1NNrz9ddfVxWP+lTxGTVlfNDXpvJOIWyG8GgEyM32qkjZZpaLzZg504yJAcc0v9Ak8tH3Go0GcMbs9evXl/KbN2+qaja71hEgtRCUzaqpe85m0iazZyxPipv9TwToGEdypKmF8Wx8Y/nAbunxAtsy61dUXjTsl7qM58X+EttJt2sWFbo933TRuTPtwfIjoj6uj3PPEu8Nq48aX6fj8+3nur3g88HIH6oPemzC8YyNVxOjHve9CvftOqpcdW6scM9kY2wwyVv3XL1uy8+dV/XNzpxKtWM2RqERD45BLAKEygSW88flnlSRXzaGqWfC9t2YJ91LIkAhhBBCCCGE05AfQCGEEEIIIYTT8LOVwKnFhUzKgdtQ1sYkKBgqRM91/FyD4WJcaNhyKpUziIUe8fhKAndkISnC7p+SEm5y6WwW1m9kCyyErsKyeK9Zjh2V56f3xefHZG9VV+kbkxFUXaVvbjEygs9XhZHZs9osyFQLFJ0EbrNo1OU7URI4di5XViYHfX9UO2U5f1AmgPIBlMJ2GSUHKEVg76uSBblFoS5fj5KWsucyedc2+TDCn7lXNjXJZcakxGpc6Do4KRqeS0moWB+F4PvkpDK4nfU1iJOPse1H8wA5OdXkXWASOCfTw/+zd1fJUPGZdBmfGY5BKHfrMhr54NjV4xWa/uDYyPpvJd9k33UmplXNxthAjVFMiraRvbnvP84UQOX+Ye+UGsuZTBvfe5Rb49jVZRyX8PsrM99xY/lE1sbkter7xOb7RtchJgghhBBCCCGEMCQ/gEIIIYQQQgin4WcrgVOhS/Z5JQFishIXwmfh6CrugoJ1xDpgOJI5+DDnN6zvxLHJuWt1CBav3bmgqHAyCzmrcDCTeWxkfEzGVPX0WbTsTEk+8Fl1+F85vzHHN3R5QykCc/9juX+quOxBtdON41sfwzmxYNlJChTufVT/Z3KHSQi9UblTug2oeuO71O+bcn5DCVxvx7wL2PbYO6qeJcvzo/7vpCCsf8J9Jm54Tn4TPmQjX0Jc/hp2jInjZ++jxq4+LsqUnCujqgNzi1IOUe49Ztf7aGc3NnY518uJGxvL56Ike+zzrL5KNoXPrccYdHtDiRuWe+zCsQ0/1+MYOqDi2Kgc+RqVp8/1/wi756wvm4xRTNrlnuVERslkXkpu2uC9Y46K7hqquEMwfk9kzm5YF9V3dB1cbj7lSIow+a37vq2eJcKcTI+QCFAIIYQQQgjhNOQHUAghhBBCCOE0vFgJHGPi2MEcLFTI+0i4XYUFMUzZ4USUsuHnUD7TTh0TCZxLOoX09olzGPu/21fVgUkXlUzAhTeZaw5LTlv1NMzcYFgew/y4b0sCUOqmEp06l7c+LksgV/X0WTBJJZPIVXnXNCdBdBKriWuOS1jHZG1O9lbFnaSwjky2ifeX3TP1jmJ7aTcdlLWhC9y7d+8u5ZbJ4TvqJJ7MibCKt3klrWByokm/xs7hHKjiAjfHOUttXOA251L95VT6o/oEfC+6nWA7xGPhe9pjnkvcjedT7/YRNgkv1f9V39c451nsvzfJMRl4fJVktJOWoqwNZW8o3+6x69WrV5dtKIHrcWySsJ1993CJrjcufar/cs5hrD1tZFMTaWS3aXxPmKsa3gMlJeztEwlcXxuTneL/8Rgq2S77Hqi+izHXSCWpZ6gEq2wMU+2JSQWPkAhQCCGEEEII4TS82AiQm41xn5sshGvUL3f89ckWXqtZVbYgDY+Fswe9L25TC8o2v4a7vmoWfgO77+5XvPL9xxmznh1QkSc266AiQBiV6XNjpAfPi3kPepbM5UqoukaR8Lgs/4EyymALDfH5unxWajGyi+q4SMGmXTmjDCyr2TVs38wIgEV9qq73XZlbsBlAZjpQdY28Yt4ElUOh66tmq1R7uP387efY4nVnXrHJ2aRmA10em/A8znBig5slV22OPVtnUqPyZ7GxCfsXtiAc952YIDCOjk3s3rgIkHtXVL02xkvs3XXnwmNh1AePj2NbR3OU8QGOXb0vRn06glR1NVRQRj0sF52a/WeKnIkCoHHjlWpXR/M4sXqpqGhH/jHSye6DivrjmOAMalg0yBkF4DlwLFKmHP2dRPUH/T4rEy9831l+THc9LuqKJAIUQgghhBBCCEPyAyiEEEIIIYRwGn4WEjgmE2ByoiqeCwRDvBhO7jL+H2FhP5Zf4ba+XVbSAJTiOMkB4mR4DlZHJw+s4vdfyRu6PkoCh2W3mI5JM9TiXDxuP88O8Vc9NUH47LPPLuVeTOpkb1XXELdahO9yQ7Bnpe6Ty1elJGMszKwWWbLPu5D0xgQB2zRr87fX0aBsEEP6fW68/25Bv8q/xaSn6p46SSUuIu664X3CNovPu8+n7g27jokUpFFyUtZvbRZrhytH+lHVJzD5JJOAVvE+yOW+20iD1EJzlmtoMiY2auE1G2NUfd1iaiebUd8tWB3cQn9lENFlZs5TxZ8r9ik4duF41OMVmiCgyQGWW+7GctVhWS3Yd30Ck8ip/zsJopPAbaS/k+UPfQxm6lH1VALdEjjcF+n3FtuKksNtYP2FGhtZ7sNJLsaGfZfCe4vvvZP9O+njxAThiDyfkQhQCCGEEEII4TTkB1AIIYQQQgjhNLxYCRxDyYWYywaC4UiUq3SIGJ1RUA6H4buWpmAuEFfGsCH+H50zeh8nKUM2MiTlyOFywLDzqdAlk4EpJzR3PYiSXjT4rFCq1mV0e0MnHOaUg9IBlAxgmJk56zn3GyeBm+RK6ND7xNnNSeA2Mkjn3KMcy7q+E9lb3xN8h50rkZPyOCkQbncyyir+jLBPUTk7GnzfmVsk9g0qb5dzvnK5f5wUJMxx7xDCJFZK0oKwfFLYx6GUqdufcvrr9xH7UObmhmWWq6uKy3A38jPVN7LPuTw/rl+rurbviZsbc690DqXKIY+5NqrvL6wPxLELx6aWvqncPvi5bi/4nYf1VUquxZ7PpL9gsjY3rqixhJ3X9YHqvOz7BMreOjfc7XZ8Pxom+VJj8lGnwW4jamzEPqDPgftuJIzs/ir3XlZW33OctFX1m4/KT5cIUAghhBBCCOE0vNgI0OZXszJEYPuy2Qf1yx1hi+Zw5vann366lHsmAf8/WWzN6st+QbOF1Ao1i8YWxrpFqWrGjc0UqNkDhno+7NrUDAgaG/SiUYzs4aJRjAD153DmDI/LZlXdDKGbAbk9BtvGZqtclvUqPwvGZswmUQX3rmB9ur4qnxXe0559VLPBLs8Du9eThZNshh2fOzNRwWepFqP2dnX/8Xw9W6cipI+YSXvU/wNns1i3n6daPM7GMWUgwxQQzEShir8XyriARW8xgskW+qtrZ5EWl9Nk0xdN9t1E5dl9cv03ux/4f2VywYwHUHmAxgdMsaCMelhkkPU5WFYL2PF6ur2pKCOLuqlnvRlXXO4Yl2eGjUtV1wgPMzu43bdR3zM3+Ydce2Tfm5jZQdXTcZ8ZBOG1s/unvoe67zGsvpNxa5LH89EkAhRCCCGEEEI4DfkBFEIIIYQQQjgNL1YC5/IJbMJpKvTfIU88PoZEMWzYIdM//vGPl21M9obHVTlrWDhxsjCWHUvJppy/PpMRuBCu8pXH+nZYXYVENzkakA4DowQOF3+ixK1lbU5GUMVzJWAYmd1fdR9YeNtJEFWIHstssbyTwE1yMDDJgMo15HIRKdlBo+QDG2nXVC6qjs+kdygpQBkktunN9TBUX+UWxU+klFP+r6UIP1c2edgcrN9Q7ybLsaXec7bgG8c5LPc+E7mtGy/cvXE5XNS+zMBE9bPOuIZJuibvB8vLxaS5yiyFSblRsq1Me3pMw/FKmbD0WOxklMp4hUk11djG2t7EeGUqgVPjGRuDVM5FlHL2WKrGVKxv98kur9rmu9QkF1g/SyWBY99D1Fiyka4ykxGEjSUTqS77rqt41BiVCFAIIYQQQgjhNOQHUAghhBBCCOE0vFgJnMuv4j6n5AIYBu1QH25TcrmWCaDUDaUDLLcPovIWdX0xXKlC0g1z/7iFyZtc6FnJ9Jgcw3nEu/wJCnzuzKFLydq++uqrS5lJ4NAlDuUFLFeCCh2znBIIyweg5H8dmkdZCrYh3N5hetXGnLTRyWhcng8sOzldFW/TymmIoRydnKzAheNZPgV0UGKyhyqe78TJUN17p65HSSOYXGUjE1b3nElbwvM4Z07HJD9Tg20H5TxsnMJ6sc+xPuW23Mdi8leFkpc5nMOjktiy+6TeBdcnHJVns31ZHjF0ZWO56qqu0jccl9R41TJdlL2p7w6sz2D9ixvPEHUP2BgyyVvHvoc4V1M3RinZG9uu3BDZdzDnVDoZH9h3WTwX0t9/8Fmrd4K1R5a/CPdVkr/pOIt1V23QjaPuHPdKjBMBCiGEEEIIIZyG/AAKIYQQQgghnIYXK4FDnMMFSls6zKbcSljIE/dl7ltVV5mAkr2xpJ0qtImwhHcu7If7Khca5uTBJEsqbMvCvUrapcrsuCz8qZ4rOt20cxvK3rDsXOBQRoDHbYkCyu0QlhhXXa9z3sO213IUlJ+opGxOAseeIXOcu60DS1iqEvsx5yUlGWDJcBVTF6Db8zXOURH7Buamo2QAWHfmsqXuKbsel5BOvftMQujuBx53846GYzBJyyTpZqOSbrJ2pGSv3S+oca7/j/2HkgYxOY+TZW4kcE7+4sYr3O7GFayPk4Hh8TZyUHxHcQxpiRs6u6HLJHN8U7I33LfHK+zXNvJWd22PSDLaZdXvuUSnrJ9Vsjc3nmHbZs6G6v1jsjV81k6+uZGRKbfPPh+2KxzDmBzOPT88n2oX7Pu2krWxJMzs+ziWJxI41rccISNdCCGEEEII4TS82AjQZqEp+3WqZpLc4jWcJWCz87iQlJkdYD0nM62b6EqzyZXgFpS7xXrq+JvZDjUT0efAGQNcHIqzYF9++WVVcbOD23J/DmfOMOqD5+gFhjiroWZdu52xqFAVNxVQBhwsDwGWsZ11m1S5OdiMilpMzCKcKv+QWwitZojYNjyWW2CK/2cRE5efQJmI4OxZl1VeBXZcZZbCclxMjA9YP+Fm+yYRoNvj35aPLloPf4a1LzebWuVzqbB2op43i1yq/Cfdl0zec4bLTeVMe27r/tz/VZ+ziRyxRdrKBMHNMKtn2feEGatUXceeSVSn1Q24L/6fjVeIakPO5GDTxrqsoitsvFLmOhsTBJYvj+XAwu24TbVz1ter97Lv48bMBnEGNS4nxDYgeQAAIABJREFUEJ4Xxwd2T1SkjJkUqDG3yyqqw3IVTaJUXXZmW1i3iYrkOTK6hRBCCCGEEE5DfgCFEEIIIYQQTsOLlcA5VOisw4UqTMoW203Cqy1/UaYDDhWmdnlbECdXYbI0JylwciLFZNE6qxdbOI9hfVwo2tKAqqvJAUrgUCaA5TY/YGYHt+frcK3KzeEkiEyKpqQBzORA5QFiYXzcpmQr/dzYO4HHwvMpaR1r6yp0z0wkJgvD2QJT9V6x7ZtcOljHbgPqetm7otq5W2TszFuwPTopyEQWFBOEj4uTEB5duMtkq5NcOEwmxPoPJQdyeXM2C7oVzgCCLSTfSI6caYOSgG4kcMzwAMcYHLta7oZjGJrysPFKGSbg2NV9hjK5cTkC1efYNrYcQEm2mcGGMu1wEjjWJyv55qadu/GM5Wesuj53Jd3avO9ODuek5Cq3Xtcd753al5kruOUTalxi36Hx/uM5mIz7qHxzSka6EEIIIYQQwmnID6AQQgghhBDCafhZSeCU8xgLm2NI9k9/+tOlzHKpqDCpk5uosDr7jArnH3HXcteOZefWNpHxMScd/ByGPDdOR8yJC2UC6IrDnHJQJoDlds3B4zIHsKqnYe/ba1A4tyVsb6rMJHAqH4/Lq4Awhxfl7NN1V/ICFqpWci7E5e2a5AF4Dtem1XvJ3GuwLSgpLJMjOVkCO1fVLgeGy62hZIMsv5nrq8J9HJXBKOlPv5s4Xjm5pnJ73Mgnu11PxlrmJIrvxZGcP5txUuFkRmpf15fg+9ZjjBqvujyRwHWZjWFVTyWyzJFMtadG9f9MkqTyILK8dTh24XY3Xrn8QqwdO9kbbp98n2vwmWIbwT57mkvqaL/qpOLMwe12e5ed7K2Ku8ttlmU4CZwqszq6/F33yrUTAQohhBBCCCGchvwACiGEEEIIIZyGn5UEbuIq1aiwLgvhsqRyt8d1iZmwPkyCohKddjhxIx1QIW8W+lVSKZcIFcvMNUTJtVhiQASvs0OxGO5n7ji4HWUCzuUNpQNYRnlSX5ty9UKYvPKPf/zjpfz+/fsnf6uqfvrpp0sZJXDd9iZJ25jLE9aXhbpR2sXaJh7XyRNwu5IBbGQnG5cmhLVZ964ohx0mVVNlJoFT7lzMQccxcexjiQhVoln3Dob/G5hDI8KkSsolkvUFytmNJRBW71sfS/UZ2D6ZXE61eyarcbIb5fzG2rWrr7p2hDmD4TuGY0iPNzhGff7555dyu8Cp5KdsHMMxDOXbOO523Zjs/LbM2gVrN072hmXVHtnSAjyuS6Ku+lPmgKok2ywZ6EYqruSOTLqlxkGGk40qWD/unD1Vwl839rHvBU66XXW957ivGkf7vOoa3Dt+hESAQgghhBBCCKfhZxEBctEX9mvczfIgk8gSMwJwM9yTmb4jeSTcLFoVX1zojuvy9WBUQc3o9IyMiqThMXpGAGe7MBqE5Z4dw32VyUHPRkwWBKo21eB19rVhPp+3b99eyj/88MMH2zAahNFHZkCgIgxsZgvBa+97ovLfsFwHaqaILSDF4+KxmMkEbsPZU1afozNqbruabWLvs2svbCFpFY+UucXVuF1FffD+9Qwr1mEykxY+Lux5IyzSMpndZLP3aiG4izqy87pokBoL2PZJdIUdi806u0gBoiI1LJKm3hvEGb1gv9VRG5WLriM/uA0VC1juPpvlp6t62tewPkNdz7QNsUhPFVfLuKgPljc5E50xiFKcMLMg1W5Y/6/GKFZWz4RFk9S1OeUNM49S30/Zd9VJtMiNfd3OVc4oFuFxUR88319y3EoEKIQQQgghhHAa8gMohBBCCCGEcBperARuI1XDUF6H7zCEiVIqpEN1SlqEdKhOyQxYSPOotE5Jcdg9UWFKtsDdyTHw+His/pyS/bCFleq8eIw+t5IWMVmVyq/Cwq4sTH1bHyf5wPvQkgA0PmASuNevX1+2oQSOLWJW52LmFuqeYt37nuD/VWif5ZRQ8gK2mJS9d1XXZ4XbnLxjI+2aSEAbJwlQi8FZe3GLSqu4HEnJepi5Bd4z1g+oHGEq7xPj6KLcsMeZ9ah2z2SXzihESevYdncs1R8q8xUHe3eZRGpiysPqrXKLsIX+TvY8ySPW/RkaF7C8dM6oB8tuPKviZjRK2tj9CkrZsNymPCjpVjkTu4zSSyyzcUPlKmJ9mGq7TGapJGN9n9S52HcHJ7mvukoUVd/8SAnc5nuve69d2UnklBSUjX0uRxLuc3TcOkIiQCGEEEIIIYTTkB9AIYQQQgghhNPwYiVwyMYPvcOcKLPBcCaTBjG3q9syc6lRkqVNfV0+EhXad/VlUjSEuYYgTAI3cd3p8ylXFxUWZ7DzTXzuWQjXhY7Vc2U5ElAmgHl+fvzxx6rSeYBQMsBC+whrk8yZr4rnbEKHPMxFgTKNbmf4eeaqg/VR9WX5nTbOMBMXOCcfeG7bLd0GlKSMvbsutI9lJ5Gr4vI/1ab7fBOpoHOhRCKBewxH25xyGesyjmNKqs3ezY0M8i+RL4pJ4NgYof7PjoWo962P58ZqLE9y/bHceMxRTMmPmQxY9ZEb6TpeW49XLFdd1XVswv+jHA4d4ZhrqXMwxWeppIR9/9y1K/mZa+fu/ULZm8q91M/K9c2KjQTuKO4dZu3cfT+aOB6z9qi+97p9P0Y/lAhQCCGEEEII4TTkB1AIIYQQQgjhNLxYCdwkFM5gDmwYBmWhZ+Vyw5xNUMa0qYNLTDlxgOnQsgpNMuceJYFzsPugQr0ujKnCvX09Sp7gEky6OqiQKrtPTvaGZZQG4P+7bbBtVU/bE6s3wmQYSjqD0oqWe2ICvlevXl3KKIdDaSirI0uap+SirJ4TRxoWjncOVc4FbiNHmvx/E7p3jnEbaZ0qu/9vHMI29yzMOHovmZQb320mda3iiZKZi6SSSjGcaynuoyScrP9WY61z+2LliSSVfd45iil5t3N6Ze+8cjhlDqVKVsXu6cS9tccpJYFrB1OVrJslOnXJuqv4uIDXg1IzJnFjEjn3fNW5mDS7ijuVqjowpzqXhFS13U07d7h+3pU3rpGPZLM04d66JAIUQgghhBBCOA0vNgLEfjVPvNN7hkTNVCD9yx5/7eMvc5bnAI/lfkGrmQi2ME/NROC+08VryGbWT32ORYAmM2ruuH0vWZTltsxmoDaGCs6UwUV9cB9nLKGen5ttnESsGmyzaGzQkZ9PPvnksg2jPl988cWl3BEgPC/eX4xe9X1QC1+PRmwZ7j6otuf6ic153WyUegfZbKDLBTPhkTODjI+Rg+EMbPJ6bAwnWF+P6gUWDVYz8r2vGgdZfrFJBMjlADnSJ0+MHJihAsLqoMYK1pfjvVN5b7qM+7L7u4nubma7VR+I9ek+G40N0JSnIz8qAoTXy9QaKprXZRV9wc/1tWPbZrmT3HciLE8ig67tuigTY6M4mUSA/hLmJM3GyAFx1+OMu9Q4+ShFQiJAIYQQQgghhNOQH0AhhBBCCCGE0/BiJXAspLYJi01Ccmyhost1gyHmjWTGSQomOVMaFQ5m/vlOqrZZuKekX5uF6Ex+wML2qszC8rd1eO5ct/v2udHYgOU/uD1fg8+icwows4PbYzWTxfLsWeF50fCgpW+4DctMXoDtEa+RLUZVpg4ub9EjFn0y6ctRE4RmIzP4WPkLnKTvdh/2/0197u1bzw5rvxsJyIZJnqppLi3VtpwpiRpjWA6XjakLu49qjDkqJWT1chJFZYiD8rAu4zYcN5hk273PkzGTjcVK+th1UGNq11eNfXjtTurk5PWqPbX0DY0R2NiF/8f2tpEUHzVKOpK7Z2OCcLRdPBJWB2VIxcrOvOp2++25PhaJAIUQQgghhBBOQ34AhRBCCCGEEE7Dz0ICdyS/x1FZipOqKckSk0e5HAFV3I1ESQ4alD+hewrLx4B1YKFJlx/kttwomQdz83G5ipTkYOO6w+qL29S+LQnAXAnKCYe522Bovs+hnJvYsSYSl0blkkJZW0sGMMePayNKRoCfY/VSbjtMpqHC4k5e4JwN3XN/hLuZk1kclZ+5+4Rtnb1XyFEpgZMehedhY5NyHGN97lEZF3v3VDtlzqjuvZg4mDoJOcL6ms27zfaZSJKcRNHJ8JQE7k9/+lNVPXVV6224r5IMb/otlztPlZ2znpPVIsy1FHF563AswTGzZeNMxo1lHM+cBG7iUOvk1Edka5vvUpPzfmwXOOfsNnEa7DLbVsXb5iPk8FMSAQohhBBCCCGchhcbAdpkiUaOLKp2M3aqDhvcAmo1M+Yyb6toUM+SqCiVi+qw7W5hnzrGJleRWjTn8hBsZtbZrB7O3mHeBBa1wfuPs1l9rzF7e89wVT1dgMpm3NUMLrtn+NxxdqzPh21BzTh3HSbRl742vM9q8bPKN8L23bxXLg+Qi5KoOnxs1Hvlcpa59v+IPExHjCPODrtXj1i8v5kNdRFiNp5MIpX9OadYqNqZIPQ+zrQHcWPM0QjQxrCCmQpUXccIHDdYNAhztOFYgWNE99XK2ADr2PXBurjcbHhv8Vn1ebEuaqbfjesMPBeeA+9JqxdQxcDKOMapduOisW6sUPs6jihkJuqII/ncJv349Pucao/MdENFgFjU06lBttfzHIkAhRBCCCGEEE5DfgCFEEIIIYQQTsOLlcA5qY5bSOUWOuIxJuHIDuVNJChHc4s0TsqA8icss1xCLrfM0UXVG4mGygHAZBEql4Uzt2ASB5QG4HNli1nRBAElcChb62vGOmJov58FSh2UhIKFwjcoeUGX1WJVbLNM7oIwOZxaHO0WmG5wn9vkJFD5TprJu3qvkYKSZDAJnJK2sP7nkbkkIoGb40w23HPZyBUn+7o2fCRXijMDwu1KksRksSjNxb6VmfYclcA9Mk8TMyCo4jl2MIdOjzEqrw6TEan+FOvYkmyVq47loMPno+TZDY4ryrShcbJ+dV4mccO6MHmgyn3I2gv2sUxujdsn4++0P50sEXBjlBuvNrh3wtVR5ZdyuaZcrkA1frPvG5HAhRBCCCGEEMKQ/AAKIYQQQgghnIYXK4Fzzhou/LqRoalQIctJw2QpVVxaxHL44P+x7PIj4HYlKWPljdPOIzzZWR0xfI3h7ZaKocMLC3/jMdz1VF2fC14DhmhR7tZlJXtzbm3KLalREgrmQrN5Fur+9j1TbU+53jSbtof1Ym16Iq1j25QMhoXuNxI41yccdYY7Uscq7+jEysolzuWl+FjulmfkSI6Q27I77kbG6JzONo6fDtb3qf4Q6f4IJVZMvq1kYu6eb/pO19bddwtEvdubfD1ddvlTqq5jE45XKIdjzm04FuBY2yhHUZaHbAKTwOFYjhI45lrK8vxsnokao5AjSyVcHVwfW8XlZRtXtA3uepzjrpLvo8St26P6XszeZyV7iwtcCCGEEEIIIdxBfgCFEEIIIYQQTsOLlcCx0PIkPMhCps5NQ8lVWCgPw38Y3sO6deh349qzkd8oyYFzWMNyhyMfGXLF+igHGAyxdygcE6P98pe//OD/VVe5HIbr8drxOjosi8/KJaxD2RuGp/G59DW5e+6c97A8cSdi4XqVLLfrgDICVR+Gk8CpOjpZp5MaqPO6e3a0nzgidzuaeHHTp6j+xbnAbd5d9gxd8tpwxbVJ9ew3zpmbhIdddhIrJbtxKHm2c4bEfbvfZrJmLCsHKdaPTlxhn9t2C5Ouq0Tj7Ho2cnPWJ0yk+C13UxI4vH99T5RradcXt22SWCpY/+9k8Gpc34w7z9Xllo0ErutzVE7nZNqq7L5HMpS8k70fKtEpk2Yz2RuW1RjG+qGNRDgSuBBCCCGEEEIYcroIUDPxUGe/3JX3uYsAIT1roX6NH41OMfDzOOvfswc4s8Ly0KjjuwiEqkOXsS6YFwejOp988smTv1VPI0AYGWKLJRG8tp6VwEjPjz/+eCmjCULPnqmoD14Hm41is58q6rZ51i5/iJqVZeYXKs9Sb1d5p1jd2MzY7XYXAWLXMclH5fJ2uZlutkB7Yj7iroGV3exa1bUvcbNr+Dm1YBbZGMG4dzs8j4sAsTbziHvNxizV5rpvnCxq7zbD+j1VVu2MmfU4EwSVh0b1z47N+Nn9g8qxxtQLmL+GmfngNeK5sI3081ELybEf6PxCKu8KixCrSEyX8RpddF31gQxl1sSiQcz4AMFzqXHHtUcXvdyYICCsD0DYfXSRNixvlAeI6odYFIoZ7qgcV6ztsbGqirdHdT2bCPiURIBCCCGEEEIIpyE/gEIIIYQQQgin4cVK4FweAxUuczIjJ61Ti7k6xKdCl6xukwXLLCyIdWShQJXbhBkPqHAkC5kqSd9mwWyHpzHMrSRwLXf79NNPL9uwjBK4PgaGv5VM4P3791VV9e7duw+2VT01ROhrU1JCpLe7EK4ySWA5g47KlJwsReUnwrLLQeXaqavP5B11x3ULztkiy4+VV0HB3l0ne6u6tlklL2B9jVpUv7n/rO6bdzxc2eQBcrjn5SSYatGyk8ApQ5VNfR0sNxj2s13GcUNJWTcL2F292fiJMmuUh+HY1WPTRrKN/R5eT7//+HywT2BlJme/hZk6sLFp8hxZP+1ky6pdMTkcPndWX2Wuwb7vqTHMsckZx9qbujdYd/adU0lXWS6/jVGS2tfJ8JisDdtgyzCxrPLXHTVeOZLPk5EIUAghhBBCCOE05AdQCCGEEEII4TT8LCRwTPqiwqssdOZc3nCbcmRyTi0sLOvyMlRxyQwei4WZlcSCSeCU7M2FFvE6nUyGPQsMaaM7DkoGnAscOuz08bAOTPZWVfXDDz88+Vv11PkNr63rjlIFlOxtciexcLuTATBJ2u3nHM7dRkkG7s2Fs3EhcxKsicNac9QF7l4J3ERewPLqMIfCqqusACUFyt2JSeAQ9lwnTpjhMUzkWM5NyuGcBZXsssvKbYpJdDaS1M17pZzBuv9V46RzHMN7qvoHti+T5OFYgGPQxsG0xzwlp2bfLbAfwDw/uL33VRJGlpdOybuZ653L+bRxIUPcOMjqjduVjNuNMRN30ec+rz7D3mvnuoblyXfDLqu2vZHhOSc6NkY5GSbuq/J3se+fTr5/W76HjIAhhBBCCCGE05AfQCGEEEIIIYTT8GIlcEzGokKQLKyu5B8YFuxQnXKwYI5ME1cLJoFTDj3MdQc/t3E5wWOxhKFO/uRkPSrEy0LwSgKHkoKWDKB0AGUG6MDTKNnbd999dyn/4Q9/qKqqN2/eXLahjADrjvVsMATvEoxtEsYyKdrErW3jiNLHnYSTN23AJXtzbNqWS/apJC5MXuDkMBM540am1+d2sjcsq+SnzOlJJcNFNu2F3f/wPEfbBsM9I/VeMPmKkk8y+bZq691/u3cMy5Mkpc4ZrPtclZSTJWvGbXi97LxqvGLfHbAOOF6hy1uPWbiNjV14fPUdoF1JMXE3OpVin9H3XCXrxvGMJbVl91Q5tLEk3kelSeqeT8fBjVR8Isl076VzH92MjR9LAsfGSVVH1neoMaq/KzG3t9tyf045v22S5bJnGRe4EEIIIYQQQhjyYiNAzLhgEoFgMwY4k+EWyqnZY1YH9evWzQKzqA+ey3neT2ZseibILWpE3OzBxHyhZ5tc1AfLOHOGBgRs9gxnydDkoKM+Vddo0I8//vjB52+P23VTs2SsvIlmuJwgakaUzUx+rMWDR/NpuONNZsVddNGZgDgTBBex3Sxef+TsWtV1oTPO8CqTlSM5FCbcG9k7O252eGPC4XLwqHGKmRywsssDp/Z15grKtIcpFVRUR5kFsH1d/jLW/vE5OCMGHIOUCUJHfpRioZ+lMljCcayVDKhoQNMelm8Q7xeeF6+d5UVDNvl6ejt7DrfHcDP57DuNOi77v0O17SNRnyr+/cd9L1D0sVw0t4rfc6WO2OQX6vNhe2TKBBf1wWOpsYp9T3/Es5ySCFAIIYQQQgjhNOQHUAghhBBCCOE0vFgJHAujubwjVTwPjVvYhzjJkoKFTJUJAp63P+dyCmEZrw3D9WxRKe7L/PWVoQIrq33RcKGlb0wuUPVUAtfbUS7H8u5UXSUBr1+/vmz79ttvabn3wVwKqr59fyaL8Jm0ayOV2oTNnQxgs3jQ5W6YtHkna2Pb3YJN3K4WTjJJjct1oCQ7TF6g6uUWuSo5EluQrqQEzASBGR/g+TaGFgrWfvEawvNs3nknKXXSHyUvc9JPlotjIoHr9wLbIZNCIXguNb669tljk1oMz8bwybm6rIyFWP43Z3xQdR3fVM64flYoM0JZG45j7969q6qnEjjsJ/BZM6MGdT1OunXEtIflEbqtgzPicXI59U6wz7D3ayMXRtx92nwvQFh/4WSlVXw5h1uu4XLkVfExCiVw3fbw+5Mao1h+OteePnbuHyQRoBBCCCGEEMJpyA+gEEIIIYQQwml4sRI4F95TbjMdMmXOZLdlFko/GsJ3YU4MGyK9L54XYY41eO3M+Q23q/vQYdVN2BFDsUpS1tIAlA588sknlzLKCFr6hnXEEDDKANrx7Xe/+91l23/9139dyt9///2l3O5vSvbgnHKchGXjaHbUUY6hpJEsjKxcEo/KOqfXjuWJZIzl+HKSPCeBwzaEEhQmUVEucZtcRUxmh5IClBJguffBOjrnt4nzksuNwe7fvW47Z8LJY5Sc07lA4rNl/bNyT3Ljo3PxZP2kkjex8zLZjroe5fzG5D4qv02XlTSPjZkqVxFK2NjYpfL89OewDnj/WzKE+XwwLx1K4N6+fVtVTyVyKDlCWvqG14DjL+vPjjpwIkyGreSKG8m2y1l2pC9THHX2dA5rR8YoJYFjOSI3bqpKAsfO4SRwKj8dG6MeLeV3ssIpiQCFEEIIIYQQTkN+AIUQQgghhBBOw4uVwDHJzCRZn0sWylzRNs4mE1kcC0cql7cG91VyFiaXU4nlmGMcHotJ7lyolbnXVT11pGmZAHN7q3rqsNP3Ha8dZW8oGfj9739fVU9lb53wtOrqpFP1NIzc4H1gEpWJYxmTC7mwujuuSoB71I2w2bjAIUdlbew6J7IgJi/YwPoJ5arDXOAeLYFrqYBzfsN9lfMbwpLIqb5qIxu51znpjDjHw4lkpVF9fT9bNTZNpHG39ZnIhVgSb3X83ldJ0dgYjP0wa8vq/1j33ofJ2W/P2++ekkOjBK7HKSWBY26l+NzxnrWcreVtVU/HMyy3ZNs5vyEoe1Oy2akkeyNrRpx8c9I/HXH+2oyNLrmpGp+dBI6dYzLOMtkothts/ywBLjsW1s0lS666fj9isjfcrpzf1FjeKIkbaxebpSVHSAQohBBCCCGEcBpebATI/QJXv8ZZBAh/VbNf2yrnATNEUL9YNwvG8dqczz3LuzBZiMiiW2wWBmeS8Bc/m13DbQjOjLmFpBgt6jrg7ANGcjC3z29/+9sPtuHsGh6j7zXWV0XK3OyNywfjnvtmMSQ+P9ZG1CyamwFGjtZ3M1s4XZSN55ssonR17FkufJ/ZotIqPoProkEu908VjwAx4wOsm4oesH5Ave9sVu1o5C/MYVFhN5OsnjEbe1wunCrePyAuIsiif06FoOrolBfKBMGZFyEsh53rw/B9xXO4sQsjRPg9os+hzE56HGvzniqe+6fq2leoqBtTrUzypk2j9qpv3ox9CDM2uDcCpEyvEBfpdNfzCLMI9nmGGmvcuIO4SLSKMvUYtYkAqfo2k++kzAjF5XS6d1xKBCiEEEIIIYRwGvIDKIQQQgghhHAafhYSOBbGRthiO5XngOUEUgsokXv96DfhYpfTgOVEqHoqZ2PXxpgs7GbXg+dlMgI0O8B98Vi9UBTzH6CxAeb8aRMEXDyKkgO2aHSygHjzXKd5FTa+/U4ih3VXRhkIa09uAbySwzgpiZP6TBaY9jk2i2HVu91tFmVv+E7gu+DkEht5AcungG1T5VNgOagQJiuY5Cxj1+NkI5HA3Ycz0FAo2Rrrw9Sz7/Ikv0bjJL+qrbN9leSFyY7xvK59KwkcO5e6Xjae43iEErcex1CmjXXAvqbz+6CM6P3795dyS99wvML/Y36gvr94b9SzPmJc8AjJtjuvGmMYGwmcy7Fzb666yRh15D6qcbTLbCy6LTM2ZjbYXnFMZBI4Js3Gz6vv3v38JjLYTe7JR5nyJAIUQgghhBBCOA35ARRCCCGEEEI4DS9WAsdkLir85/InMBcV3HfiosUkMxP5zHN1VPVV4e8O0WPYHstMAofnZc5VKl8Jk+pgXfC8LXurukrfsC4IhmL7uD/99NNlm3LM6voq9xvmODNxJmHufveGpCfufy63DNaRhZ9Vfac5QVQdnARiItlzEjj3fqhrY8dln8O2pyR7fX83ckXn/FZ1fYeU7E3lU2hUm3WSKPwck105Kda9+RbOinPU27R7Jnc+6gJ3JBcUopxK2bs3kW87CSeTbKs2zd5Hlfur66tcYXEca+mbko2zfF0o38ZxrLej1E3JYvtY7PlPcN9J3PeURzh7suNu2psbfyfHmrreYXnigOeWNDh5uPu8e39UPix2PCVdxe9d/b2K5aTDMn7eubQyB+Lb7UwCp+T3rG85QiJAIYQQQgghhNPwYiNAbObMedRX8UWPm4XDis0iQHZ8NZPXv5ZZ9OZ2e89WsVmr2881OCuBv/h7hgpnrXC2iuVGQrODL7/88lL++uuvL+Wvvvqqqqo+++wzWke8Z31unH3AOuDsWm/HmQw1S8kW5qkFwpuIyXQ26tGzVW42hC2SneSrYgtBj0asXARos8ge68hmdtVz7+etznXUaKGP5/IqVF0jQCqa6sxF1CwwmyFXs8QuD5CagQvH2bzzyNGIH4scHZ0tvXcB+2QBdF+HMvBhRg6qH2C5tlhEBc+BY9erV68u5c8///yDMuYBciYIWC+WVwXriGMXM5aY5HHa5CNsXIR/EwWf9P+sjqq+zByDXc/ROrrxVSlKNtEiln/O5XpUZh9MuaTyAyIsCsWMD6p8BIiZ8ygetc44AAAgAElEQVSVSV+HMhJT5lPPbXskiQCFEEIIIYQQTkN+AIUQQgghhBBOw4uVwCEuBOnkZy5/ggvT4TkmshJWB7VIrCVuKBND2RvLt4P74nGZZEDJy3788ccnf2/3xevp8/7N3/zNZdvf/d3fXcp/+7d/eym3BA4lBxiWxVwIvSj03bt3l22dP6HqaQ6FlsNhHfF6mfxvYoLQ1+kWECNH8xA4+ZnL4zEJF28kEkckA5O8CU5e4BZdo5QAw/hYblAO2tes5AUsTK8kBc58gUkKsKyMD1wOJNdXTSS8LoeCk22G53G5SZz5h1oAzfor1W+pfHXP1feo1G0j08MyjlNdZrI3PIeSvaGUrMcCNBXAdwzr2wY9KNnuMaqq6le/+tWl/Mknn3xQR6wDysX7PcfxE8exHudQxq1kel1f9W476dDmO8tRE4SNZHsjgXN54O6tozMm2JggKBMcZtCklmX0+4HvhjK16n2VLBTv2RGZtjPncTm7qvi4pKTZfQz3XQC33zsuJQIUQgghhBBCOA35ARRCCCGEEEI4DT8LCVwzCYM2Ewc25jyjQrFHZEgTGR5zgWPSASwzuVcVD38qV7UO0aN8B8ONmNunHd3Q7Q1lbyiN689hXfC833777aX8m9/8pqqqvvnmm8u277777oM6Vl3DtvislaxwIxlw4fojcrhJXh2Wn8K5wE3qwNqeYuPswyR7rjyRFzAHHWyTzDUN3wmWmwrllygpQGkLkxC5/ARKUsDcnyYSOFYX1aaZXBdh7XDimhn+cjDXLYT1S0edLDfulKwOk/Gz3ycl2XYSONb3oYzIuYPi/xEcu1rWhm5vKIH79NNPL+W+DiV7+/777y/lHsdwPHv9+vWlzMZX1aez8dzlDZx8D5k6wm3ywE3y1vX2iQx7KtmejCVMqqykqcxRFMvYDrvMZG94LDwXvif4fnSexP57W2bjlZL0uVxELPdP1fW9Ue6k7Pm577JqXGK5vNQzcbmkjpAIUAghhBBCCOE05AdQCCGEEEII4TS8WAmcCv1P2UjgJk47LFSr3DmYDEmVmZOOShbHwowsVFt1leKgSw1LeoqfUdK7lglgclMmHai6hjRR9sakA7gd3XPQ7Qfr1kyc3ZwzyUZadDR5Jtvm/j9x2GEwJ0D8vJMXTBKhHnGBc4njqq5heuf2VnVtZyhxw6SFLXf55S9/edmG8gJ8l5ikD2FhepVYjiVkVAl7WT/hZG+4j5PpVfFEdqoOLJlleB7nOHlkvLr9XD8jNQ4edapkOOmd60eV7I0l91aupS0pwvcKXd5QAtfvmxq7nOQI/4+0TAjPhbI2HMd6O8q08XP9/k+cwZzskMnh1PcQJt9WiaGdRO6oC9xmucC9LnBHk3Wzsc/J4ZSrKXMfxfaIkswer3DcwvGMOfzieZnzG+7DxtYqLtl20uzJEg7XHjeytkcmd74c565PhxBCCCGEEMIL4sVGgNhiMJx5U7NsbPbBzWap3ARs9k3N9LFZVbXvJrLEfgGrqA8udOvZKDdDperIvOnxPuGMAR63Zxpwtuz3v//9pYwRoLdv3z75TJWeJcNzNyqqw2Ym1TNmRhj4/3tnWo/mDHIRHDdjNpmFPpK3aLLvZtaOzQDiLBg+126HGOHBqGSX8f/YjvGe9HuDs2QuojIxQejtbFHpLV0fFfVh76arI5bVeVn7V7Pi4UNw9rbBZ+Ui+BPDFZefbBMNYjhTGGd8UMVz2GGZXTuL+mBZRX2w3PuqsVq9T40yKOntOGZiBAjLrVpwigUV8XI5vtyM+yZnkMKZY2z6/00EyJkgsCj3RCnhjHpYfSfjLxvX2fuBfSiOO9hfdBkjkhgBYt9zVPSemQltVArY9tn3DdUHuOilijiydqHMq45G0W9JBCiEEEIIIYRwGvIDKIQQQgghhHAaXqwEDn37O0SoFjKycPBEftbhNxVuZp/bSOAmIWDmje583zEkimFMlA+0CQGGPjE82ufAkOtmMR6aHKC5QpdRAoe5fVBG0PuyelX50L6TDEwkBWxft6jUMZEUOPkBC0nj+fFZMJkHa49qn42sbYM6L5MbqhA7vue9mFRJ4Hq7khQo+Zj7f79jKq8Ck8Cpxc/u2p18x8neqq7PUJmEMMkSbgvPg3lkGEq6223ZyawRJc1lfdQml5mSm7Dx00nInTym6voO4HjF5NtK9sZk0nhvmQQar0ONXfg+9XaUwLVM+3Z7102ZnTgJI3vnN+PVxByD1YGxGa8mkrFNHiAmgWafU32zM99RnzuyIF/lX+xngrI3ZnyA29UYhefo+k6+GzITETYuVfEcSAiTWTpptpK9sb5DGX65pQlHSAQohBBCCCGEcBryAyiEEEIIIYRwGl6sBA5lBkymodxmnKsICx2rcDIL56t9mWRJhS6dxzw6SGHd+3P4fwxzMqcPPC7Wt+UYGKrF3D4oM2LyGOU28ubNm6rS0gGsIwvFupC0k25geZIzyLWBe33oEScp2MgPsL4s/DyRwziHnU3+ECe9UNIYFupWssyWEmDbxPbb+zL5ZpXOp9Aoedm98oKN9EXl4+nnomRvzGFK5aLAcss2IoGb8+WXX17KTu7M+lwl+3ASuIkjHPs/ex+VRHaTw27jkMmcCZlLFb5XOM4hbOzqHGBVTyVHvS/WBc+L5R6ncLzCPHooMWd5fljfORmv+p1XYxDrH9x4NuGIa+nEja2vmbniqeNuZHrOqfRoDiyE3X/nUItjlepv2RiF/QHWh40l+E6gnLTboxqjsNz7quUGfW3KdZk9K9Ue2ViOUkHl+MocM4+QCFAIIYQQQgjhNOQHUAghhBBCCOE0vFgJHIaxWWJLdIdi8pqJa5WTVW2kASrhWaPcO5wEjqHCoFhmTjkYSm9HPXTRQmnHq1evLuUO4eL9YNKBqmuCOJTAoUsckzgoOQYrKznjRtbGyhtpncI5u7F91baN/ICh6urOq9gk92VuOU5+g20Tw+Lo/Nh9AnPVqbqG1pVbDz5jlzQP37GWDDhJAX7OOb9VXd9NlXiX9RnqueN7zt5tlAihVKP7USW9Cx+CEg73XrBnj+3byR+POlK6vtPJ2o5KT9Q419vxvWIJSfEdVM6F/f5j+8bxCvuHfi/wuCjDxrGpxy6VPNzJtxE3rrgk6y4R6kSyzerAmIxRG9dSlrTZjVfOtXRyXrcvwt5b5rpZxd9LHGO6bWK/qhx1u6zkZUxWyKRuVVzuhm0UyyzpqfouxWTp6vtEHwOvh8nWq65jNfafKhHq5nv8cyQCFEIIIYQQQjgNLzYChDNFXXYLDrGsflW7X5RqpmIzY+By+7DF1ni9bjaW/Zq//RybacDZ9J4RxpkzNEHAffu4eF5cHPrDDz98UMYIEOZdwFkLNnv2sQwIXJRPLdJ3M6kbXNs7mjOItbNH3Du3kFq9C2xflydAzSBhO+wZJNzGZpPwWWIbY++gW1RadW2zznDk9nwNi/pgffH/k3wX7FhoDPHFF19U1dNcanjPmLGKmskOH8LerU0ejE1fs8HN0h49l8v9oha7Y33Y+8ZMPFROFJxJ7nFKjVf4uT4Hvq84dmG0p8s4XrlZ9EkeGfd/17c6JYozedq0pY0Rz2YMchGgTXucjIPsWMw4SH3Xcgv9WQRILe5nC/3Vu4rvRI9Bk/xzXVbmPKztKgVN91PqOeD2fl+VIQmW+/5MxrtHfY9JBCiEEEIIIYRwGvIDKIQQQgghhHAaXqwEDkN2jfLvZ5IZtRCa5ZyZhHXZYm0EQ3VswbKSwLnF2C4EyEKXVdfQJJO9VV3lAyxnwi0dVkXpQOf7qap6/fr1pdzSNyV7Y3KJSaiVoe4pk/UcXax6ryTPLTCdhPM3+7rFg5trcNIL9Y4xEwq1yLX3QekLSgnw3e7t2E5Z7gAE2whbgK36FCZ3wzwgLPcPnk/lQsC6s75EtVkmEULZG+ZNazMTfLfxPmDdWT6T8DxMvrKRO+MzVGxydPV2losFy0dzxDhZ5qTt9DFUP9zvMb4fLkcdk2lXPf3u0O8ujl1tdnC7vccsJXtz+eqOSs0czrTnL5HDjrGRyyk53CPHVHbMo+ZHbLxSueq6zaLUTY1R7B1UxiDdDtGIA8cgLPe+SprN8kG6NqTGbLx2ZkiCZSa9Vvn23JKIIyQCFEIIIYQQQjgN+QEUQgghhBBCOA0vVgKHYbYOz6nQGYb62L7KFYqF8FVIrkNxSnLDwqcb1y4lM2COQSpHAJMPKEcOJhXE0DSGUlsagNIBl+eHyYJu2eTQYKFyFT5nIXj2f8XGBe5ehx2XS0Htu5EfbMLIyrmNydoUzgWRyTax7SopQfcJTvaG7w866GCbbvkAkxFUcYcdJZfDPqPbA/ZfytmqUblT8P4xtx2UvX399deXMkrfWH1Z3ZMHaA62SfZuqr7PSa430mjliMpg8tWNG6qTGqs+kPUluC/exy6jZAZlb1huWSweC6Vq2L577EKpG45XKC/qz03cZqfOepOxgrWLTZ43lytKybw23CvZVuNRt6FN/+Pk3eqeM/n2ZLkBG/tY/459O34vY+8dyzNX9XQ86raLywmwvTKZNpM343nV9bjvV0z2VnWVu6HjKI5ReI6+ZubwfEvfPyWzn5IIUAghhBBCCOE05AdQCCGEEEII4TS8WAkcymA6ZIfhMuXI0uFrFerFz7GQnEvqhiE5FT7t7ZsErOxct2UWFkSXLJaMisne8Bh4vSgBYonjMGmcSxbnZG9YPurApkLWzBVpUr6XR7ruHHWB67Jy3TnqEsTkik6KgP9XctFuh9imVbnbv6pDv3dMAlP1VAbTZfy/ksN1GSUHKhkxk/RhmcmClDMWyij63e0kp1VXt7eqp+95nwOvAeUQTGKL/W14HvZubfoRJQ3C47Lk30o6wsYb5+DoEkhO+homn3QJYbFNY5vrscvJ3vBY2KaxjDKhlrsp2Rt7pzfyQpdg+xGJblkdJsd1ibs3CUfd/z+Wa+m0rmpfJ/nDfd14hm2XjUtKUsbksfj+4riD7bS/b6n2ypKeOmk21tclKkfZG75/+F6+evWqqp5+98T7hHXo90t9j8fP9b28V5qdCFAIIYQQQgjhNLzYCBD+GpzmOajysw/4i7RnjXD2SC3K6llcrJeaue1fupOZFzY7x/L5VF3zoOCvcVyQxgwP8Jc5zlr0fcCZbJxRwJkIFgFSsxJ9/9iC3lvcrM7RGbPGLTDGfdyM6KSOR3B5gqr4AuLN7JtbfHuUo4trmQkCm/25Lff51KLsnv3Ctstm1Kqu7VdFPZlpgMurUHV9x3B2G6+N9UUqUob5kHrWDRebYh4gt9hURQHZ/Q/P4yImblG6+hwzw1BRDiwz1QLWoduGet9dlGMTLVK5Rfq9UGNXL6bG2WW1mLrHLBy71Cx6j124Dfdl9/HoeMX2PRoBOto3P9K0h9VnMl490rRnGiFCJve829MkcstMA1S5weNiO+02ht+ZUIXAIpUqko/9O3snEFZH1Wd1mY0/VU/HnVYmsO/rt/Vh3w0R1z8eIRGgEEIIIYQQwmnID6AQQgghhBDCaXixuga2aIttq+KhPJWXAWUsHYbEcKRalMUkcCwEifVU4WYmAUKpG8pn0LigJQMYgkTZG5MPuNAk3g/mQV91lRGg7A33xWtnC3KRyaLDR6HC7iyXhTLV+Fh1dDIBJvecSArYNmWI0LjFkAr1LJ1hBQu3T0xLOvyvch10m2RmB1VP229/Tr3DLK8InhfvE0pL+91V+QtYnh+VGwXf8363UTaEfQaT1uG1qefj+qrwIezdVBJCJQlrVN65bmtKosn6XDU+Nqp/uVtmIuTb2JZb+sbadNV1MTW2b3yHmAEEy1VXxd/5iYyI5S87aiBwhI28bFOXRxgxMDZ56xRT057N94bN9SpjELdMgdVH5Z9j7zV+f1Lfq/oYypSDLeeY9Pns/uG19RiG7yK+t+wdVd+3mYnLpF7OIGhKIkAhhBBCCCGE05AfQCGEEEIIIYTT8GIlcCxXhQq1M/mSkrOwcCOG7JijUxXPk6FCkyysy2RveFx0x0HZG8oEWu7GtlU9dc1p+QGGFZkMQMkImJOWkhGw+zCRDtzrUuPczZRbGMsDtMkN5Fyejl6PCw0rF0QWOlayNlY3db0bZx/GRorA8nPdbmfvNrbJfrdVbh913AbvA+7LpAjM4arK9xMsdxj2B6of6Heb5Ue7PQdzl1Pypz7GvVKDM4Ftg41NTs6pngVzNXP51hBsR+4dcy6d6n11DoIoe8P22xKadnu7LfeYhp/HOqJMve+DcnvEMb73VbI31r9sxq4NG+e3jcungsnHNvn0XB3V9k1eKSbvZnI49U6xtuvy+ah9Ns+XSdHU+8WcdnFcmuSXY7gxyoH3FN+7Hmvw+yS+yyi97vukrp2NKxOHZvb/IyQCFEIIIYQQQjgN+QEUQgghhBBCOA0vVgKHjkstM1BOIUxi4pzfsIxhNpSzYJlJRZwETslkUObSZXTWYO44uF0li8MwZqMcs1oa4GRvVdf75GRvyCQx4BEmn2cyASWHY651Rx2SnKOWS/TlJEubRKjKoUed2/3/SHI7hZMPMIerqus7jW2auWSphKUIc+TC+8vkBc75rYr3E+p+dB3wvcXkc/hu93blfumcDVV9VOLnoMH2xWRGTiKr+iLmaKiSdiLM8Y31FZsErUqyzZJ0K9dSdI5quRsm8sVxrI+BbVM5lPbYhGMUjmM4xjsnrXsTjjqZ72a8QlQdWf++kSKz7Y9wiXvkWMHOu3EndfXafo7VgUm3lIybJdVWkkyWFFs51bGxj7mMquthSzGqrmMNjkUoe2P12XwvVrB7upH0MRIBCiGEEEIIIZyGFxsBwl+3bAZbRYBYDgxliMAW2Kly/8LFz7McAlXXX+5qcTObGcNID5ZxoWgbHmC0CGePceakZxhY1KfqOmOGM2dqFq2veTKrzeqymSXbzEZtFpVuIkBHF/of+T+yWSjqZsSO5uhxi1wnMzpHZlXd+1x1bYfYpllUEo+lZq+7rBZasxk8la8HZ8tdXim2iFxFk7Dc+6jZQLaoXUU1nQlIeB4WoZwsvG6U2QbL64Htm80Oq3OwKN+kjn1cbJMqRx1TL6i8dD2O4TaMFnUdmNlBFc/zo4wPcMa9r32Sl45t24xBj8yro7a7vtWpLR5Z30fkrXORFhdJuzfytMlVpPp0pjrCPoJFe5gZTtXTMaqfJd4PPBYz9HLKHDyHUh70e83GH6wXnmPStxyJit47LiUCFEIIIYQQQjgN+QEUQgghhBBCOA0vVgLHFnOphVbM11/9f5PvhYU81aIsJq9B6QAuaEZZW8vdnOwNj6FygWDYtWUAKCPAhaQdPkUZAf6fyQgm4eIjsrZH5P5xUpONBOjeRaWPYCN3Y5/7/8PC1omkg72v6t1li02Rfu+U+QiTDeE7g+dFeUHvo+R0G8kkk8ChFAHLeA5m2qDa9CanD+tbw5xuM0oazdhIczeyNyfRUW3TjV0oj0HZWkvfnOyt6jq+4TiI19PSHmZ2UFX17t27S/n9+/dV9VQWx8arKi/RQe6VZB89FuPe/Cd4jkfmrXMy7cm+rP0rox72GXeOoxI4V1bysm5v2O5crimV05KNV/gdDt+J169fX8rd/lU/zmR2atzpd18ZHyDsueC++I6zY6j21vf3XpOeRIBCCCGEEEIIpyE/gEIIIYQQQgin4cVK4FDmxWQaKDnYhPsRlsPByZuURAVd3vq4uC9KA1ieH9yGLnEoGeiQJIYVmXNQ1dVNB6U8Gycd5pbnQt64fSK1ulf65sKnahsrP0Ii8dxnJmzy56jtmzCzky2w7RO3PCYrVDlpmN+/cxtUUrSWDyjpGMsjhudFGQ1Kbro+LN8KHgvrq94Vll9FOW5h2bUj1jaUFIHJEh4p3/y5g/1z97Mo3VK5fVjbUO+0k7Ii7n1jn1fvUI9ZKh8Vy1enxjaUwPUxsK2jvIXlpXv79u2ljO9jj1koDcL7zPqPR8uWpzlN/hLvlctBNclRxbbde2/c+ID1Yc5vH/O8bjxj75LK88Oc3dR7zRyCsZ/H7X0fsG/53e9+dynjdzeXL4eNk2qs6bIaP5BNG2OSTHeOe6XZiQCFEEIIIYQQTsOLjQChKQCb1cZfhizTLm5TC51dFuLNgn02u4azaDhriGWW2wejSSzPj5q1ZpmBMarTi0exjDNuLKdK1S7nzAbnxc9mcjb5bY4uJL03b5FaMOjq6HIdTBbbb2ZMjix4VbNkrOyiPrhdzQDivWQzVywiq6I+qg7Nt99+eynjjDOL/Kj7z94V1V5YzhW1aLS3q2fmZtJUVIzVITzP119/fSkzsxlnLKMWSDsjFhc5Uu9QP2O1qJnl+VFRHzaOqagPfq7PgdeL96zHozdv3ly2YQSoFQtV13uK45Uao1hf/AiDAXYsl7vtkdEgN8uO+2zGq0fkrTuSo+6RkadJVIcpP9R4xYx6XC5BFfVnY5jKsdN1++abby7bfvvb317KziBAjQk9FijzBaZMcCYIytSBmbio86px8B4SAQohhBBCCCGchvwACiGEEEIIIZyGFyuBw7A6W/yvpC0dFkTZm8rRcGRxv4JJ4NDIAWVtmEuht6OUB0OBeNyuO4b+VZ6flrahlAflBS05wM8z4wN1jUfZyKpYOPhofZx8zMkIsPyIcP2RPBBuQaf63CPq8EgJnGtbKkTe75N6V5hMTMkx2MLWf/zHf/zgXLfHY2zaJpO4MXnCbbn3UXIVJndQi02Z6QJKMsLzfPHFF5dyP3scV9oYoYrnXsM+10m1newGz43PGD+H70vDjA+qruMRSuCwzOTbuI3J3qqu7yFeO8raepxC2RtKtlHKzaQ/SjKzyffi/n9ElujGsKqdwU8fb2Nw4vqMoyY5So7eqL53c71MSqjqs8k/58YoVlb/Z9egctH1O8EkZ1VPn1V/z/uHf/iHy7ajUkNWNyWL7u1q/EC6Ds4kQZ0X7wPLRaSMh6YkAhRCCCGEEEI4DfkBFEIIIYQQQjgNL1YChxKUDo0pxwgW4t2EsRXsc8pli4WGldc7831XIUaUMrREAmUEKLdAmUBLCX744YfLNpTA9b4qnxLSdTt6HxUuZM1Qsh9XHydbU5ICl1dBneO5bZv/V/E8Hy5vziav0YRNjgUmLXVtS70r2A/0dpWLq69nIg/sdv/3f//3l20b55lNm1USFOZa5+QsuA3roNos+z+TIDCZVOBgm2TPEGH9N/bZzLkT91ESOZRB93Y8F3M7xbanpCctgVOSbZS4dRn/j8dijm8oa8PxqMv4f7x25iaF51JyXPZ514e5fDBqX3a+iXSrUd8BWJ8w6TNc3pXb/W7LDndtSop875h4NFcde5ZqTGX7qnbD+maV243lqlPPHcemIyhJHpNGsvqodsV4xHdD9x36CIkAhRBCCCGEEE5DfgCFEEIIIYQQTsOLlcBhuJ+F5DC8x0KMymWDOV+o47LwqZIZbFyuWIgXP6OkDi2LUEn3Xr9+fSl/9913VcVlb7d1b5SMZpOI04U/j0oQ+/5gvTZhdcVGUqBC1bdMJHJOTufaHjohOWdDV8+NBOJoG1AyjH4fVXJTJoFTLolMAoHvJb4r//RP/1RVVb/+9a/pNTjwGlzyWSXbZBIV1RcxqaxK4sccjhB2f7CfCc+D95XJMpnEuYpLifHdRckX6+tZUlUsO7dT1Q7Zu4fvHSb0Rrlbb8fP473B+rbLm0p02mMT1hvryCTxiJKkOvdK9g7hNjXedz3Vd4Dn6qJwkqUqnqRSJZBkfcYmUapjI3t6ZPJZV4eJUyl71pukxKzPdrI3LOPnsc3/67/+66X87//+7x+c1z2fSRJ29n2atbGNBG6TfJZ991T1nX7nUiQCFEIIIYQQQjgNLzYChLNH/YtRzbCwxWdqQRqLDE1m+dmsqpqRZwvs3EwEHovN7lVdZwMxf8L3339/KXfUp+o6u4YziAiLlKlZmumCT7XNLTqdLFpns/sbEwSEzZKpReJsRv6ReYDU593MiZrtZTNb7LyImiHcXCebYZrkqmAz6Go2vduqqktfO94PjIri7No///M/V9XTqKiKUm3yYfTnVHTS3Se1MNVFq90CXzWr3dsns3Lhz2C0jM3II2wcUgug2TPCc7EIEW7H/+M70MdSfaeLMKh3s/fFc+H7hIYGHQHq/HRVT/uwBs0XMOqzgX1PmIxd7L1R+QTZPcdn5fphhI0FrI+s4m1IjVcuwrMx9XF9oBurH22gND0vsjHqcVEfdv+V0RWL0OH7+80331zK//Iv/3Ip4/c8hlLDsP87Iwz2/6MRIGcU5iKlyL25JxMBCiGEEEIIIZyG/AAKIYQQQgghnIYXK4HDsHqjQpBqAXXjFrpNQrJMroXHYmW1L6uPMj5AKSDL7YMSHwyZ9nFVWNYtLmMhVZdrQeHuv5ISMl/+Tch6s6jULVy+Pd6Uo/IDxBlwsIW4Ewkcy5vjclGohdQuV4WSofZ9n8gHmLwM21PLCvD9+Ld/+7dLuWVvVVfpKH7eLRaemG64xZuuDSipQt9LlReBSTLw2lh/WrXrA8Ofwb66n4tqOyzPiJMs4THwXcB9cZzrZ4v1YlJtt7Abz6skwXhtLf9CcxGUuOF2lIo1KHHr93zTb01kbZu8aEyiw2RvVVepH14v1rHHcDXus3ee5ee6LTPJsDJBYBJb1/8cNcRh3382pgKKR+aqc1J9dV73fJg5D763eKxekvC73/3usg2l2biMod/biVHSxtCCveMbCZwz8cJ9lSGC+z9bGnKERIBCCCGEEEIIpyE/gEIIIYQQQgin4cVK4BhK0sHkYxjSwzAahu9YmG0TtnXuZpNQb1+Hyu2DsrYOt6MsDsEcDcxBZyPnYte+ce+YHLevfeJ05CQFDrxeJi9gUqvb8hFcDhiVdwph7jauvAnts3Pd7svC5kom43JV4L4t5VD/Z043ynWqZW2YPwHlBb///e8v5W5nG7mjcgmH8pkAAAm5SURBVN3ZuPEgToLiZAlKasUkiEpqsJFihj+DfRTLo4Rt0klHXG4eJYFzrlx4LOVQ9xx4fOyH8dp6zMJrZ85uVdfrwGvYyKiPSLYfcSzsa/A+9LiM/cemH2b1URIr5sKnJNvOBc6NQZt8hUqKzHIkbeTzrg6P7Ksm8mPnjNjPQrUFlEn2GPQf//Efl22//e1vL2V8vzZ1Z9s28nt27RsXOSd1q+LfH528T0m3pyQCFEIIIYQQQjgN+QEUQgghhBBCOA0vVgLHEi+xhI9VT0PwHZrG0Bp+DsORnaitk7Th52+P22E9DD2jzOyv/uqvPijjNtwXpWpMXqbKHXbFUOtf//Vf032dK5qTUNwrq1LnYknmUFqAz4fJ/5j8RKFcA52Di3LamjIJ0R9xgZucb5Ow1H3+qLMbkxWq+8sSFyMoo+j3ESWi33777aX8m9/8pqqq/vM///OyDd12UGba1zl51vfKxFQ7dC5NzAVOOfcwOYqSRG3kQuFDsB05t0zWfrG/w2Ph9h6zlLsSSnA6eSiOBTjGMJmpk79s5MW4r0ueuEmIOUnQOcU5XuFxVdJgfD49tuPn8XsGk4Gp95FJ4PD54neHLk8k21OJ2yQBNHNYU0sSuozbNhK4e2V6k32ZpFjJRp3LW38On7Uao379619X1VPZG37PwWOw8QHZ9OOb587uzUYqvkkSrmCuy0dIBCiEEEIIIYRwGl5sBAh/ZbooCS4c61/QbOat6uksTpfx/0jPrFVdf/3jzBqWcd+epVF5d9zMmPrVy34VK590FwFyn3EGEJtIAXuWVdwAoqNyVU9nXFgb2MwkuQiQW2CMHJ3FPJLToMovZmX392i0Ts3gdlnNgrFoDzNGuD1uo95tfF+7bWCuhG+++eaD8h/+8IfLNowo4j1hkZ/NjPPEEOG5bbhd9Q1ulli1QxYZxWOxSHFMEObgQv9+9qr9MoMdbC/qHWKztCpXFovwsLFn08dN8lh9bI7O9LsF3Wo2m/VL+Kzwe0LfX3zWaE7UEQBlcuNy0bGoD+6j+tNNnp9N7hh2DSoXnTNBcN8nWARhEiV3kQ3WtzoVA5aVSqHHKPzuglEfjPa0IgFVRxgpc88HYe+oGss3UbXNO8PquIkeu8hgIkAhhBBCCCGEMCQ/gEIIIYQQQgin4cVK4FjIVIXLWKgVw3AYzsSwIC4abZRsp8sTWU+XN57siPNG30iwJsedHkuFVzf3CelnhTInfCZ4DmaYgKFjJi9QdcQFpr393nw/j8Dl4FHh/E0bQJwEzuX2ce+CuqdMIoSyIpREvn379lJu6RsaG2Bun9evX1cVl8Sq+kzkBexzmzxAG9yzwPus+hHWTygJyiZfSfgz7P7h/Z/0fY1biLyRR27yvTyCIzlajv5/c71Oku3GbdVv4XjT+6Ipz5s3by7llqpNpITdpzrjA9x3I2dU53VSKIR9B3OmSSpPkKuXG4udaY96vmzsUtJ4dn/x+eMY1XI2lL2pMaplcjjeOanZRJrNpMxHpY9Mbq3uKRvvVN7NTT5DJ+Wf8n//rS6EEEIIIYQQ/kLkB1AIIYQQQgjhNLxYCRyGGxsl/WLSACUVcX7nG0995Kh3/SYMfYTNsZxblZIRuBwwykGkwWeNuZMwJNpuXui0gmFohN1T5fDC5Iqqnd0bjr1XujiRwLFcFuxY6rjqHP0MnbNMFQ+Lq5wQ7ayEbm0tZat66vjW5e+///6yDd10Wh6pnBE3753bF9lIR52zm8sFgnIYdY6+ftWmmQQxErg5eP+crPKI9GSy78caLxolx2Vs3BM37nNH5YGsPJHzuO8O+D42KLdFJ9g+hnpObPx0zm9Y30fI6zfSSCerdXkDncubuwY3LmFZfTdhz11JCVmeSRyjmDQbJXA4RuF3lpZMqpxDLseOYvOOdlnJA7udK0kmfo6NH8r1t9sFc8ZU+95LIkAhhBBCCCGE05AfQCGEEEIIIYTT8GIlcOiS0UwcVVh43LmGTPY9wl/CdWeDk+k5KZRLJorbN5ID5diHied++OGHD86l3Lf6miZ1YJKxo4lOGZvjqv87qRpem3P1OiqBc+8KC1+j7E25vP34449V9VT2hvIBLLfLEkoR0IWJOQ1t5DmbfmAiY2L/Z7IDlBegCyKWP/nkk6p6KkvA68VzMPkw7ov/bzmCc2kKHCbVUAkTXdJZdqyN1En1h12ficzxY8jpJsdl/Yvrl5zsTe3rxiMl80Vaqo3J0PE93vQDPabh55lT6XP1eY5NUlsnBd8k2J6MfU4Cx6TXTuI2kd/3OVS/iGNUJ7XFMaq/j1RdE2+jC2B/purp9xjG5r12Y65bwlHF7xO2vZZy4viDSxOQvmdKFswS56qk0a7/O0IiQCGEEEIIIYTT8GIjQGp2k8FmOCYzFW7G2M2QbGZWFPdGGBxqFuDIQlIW6aniMzKb2TlVx08//fRS/sUvflFVT2fG1Iwnuza1sJV502O7wM99bBME12Zd1AeP4XIKYVnNTLKZUNXmcWFjlzFnk1pA2rNqOKOGM23M9EIZKtxe13PlZhP9QtxCeASfFb5DPauGM22vXr26lL/88stL+bPPPvugLjiziPVh5iDOBOFRi07PAHtP1bjC+jb1brp8Uq4vV7mpXOQJ2ezLOPq+bfIeHYkATaK7LhqBx+j3GMcjHBMZqv9mi84nZjOOIyYUj1BCuLxpDPeslZqDfQ9xEQgso4IADS1w3OnIDo5LGO3pffHzqHhg0VgVJXbvjIK9P6y9Vl3bGUYv+/tV1fV7F37/wraJ19NjDd7Ho23M7XuERIBCCCGEEEIIpyE/gEIIIYQQQgin4f/5f5PgIYQQQgghhHASEgEKIYQQQgghnIb8AAohhBBCCCGchvwACiGEEEIIIZyG/AAKIYQQQgghnIb8AAohhBBCCCGchvwACiGEEEIIIZyG/AAKIYQQQgghnIb8AAohhBBCCCGchvwACiGEEEIIIZyG/AAKIYQQQgghnIb8AAohhBBCCCGchvwACiGEEEIIIZyG/AAKIYQQQgghnIb8AAohhBBCCCGchvwACiGEEEIIIZyG/AAKIYQQQgghnIb8AAohhBBCCCGchvwACiGEEEIIIZyG/AAKIYQQQgghnIb8AAohhBBCCCGchvwACiGEEEIIIZyG/AAKIYQQQgghnIb8AAohhBBCCCGchvwACiGEEEIIIZyG/AAKIYQQQgghnIb8AAohhBBCCCGchvwACiGEEEIIIZyG/AAKIYQQQgghnIb8AAohhBBCCCGchvwACiGEEEIIIZyG/AAKIYQQQgghnIb8AAohhBBCCCGchvwACiGEEEIIIZyG/w9YfI9GZ8eyIgAAAABJRU5ErkJggg==", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/graphics_5_fluids/exo2.jl\")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fluid Dynamics\n", "--------------\n", "Fluid dynamics solves the incompressible Navier-Stokes equations to\n", "evolve in time the vector field.\n", "\n", "\n", "We discribe here a simple algorithm introduced in:\n", "\n", "\n", "J. Stam, _Stable Fluids,_\n", "SIGGRAPH'99, 1999, p. 121-128.\n", "\n", "\n", "It proposes a semi-implicit scheme for the resolution of the Navier\n", "Stockes equations for the movement of incompressible fluids\n", "$$\n", " \\pd{V}{t} =\n", " \\text{Proj}_{\\Ii}\\pa{\n", " -(V \\cdot \\nabla) V + \\nu \\Delta V + W\n", " }.\n", "$$\n", "Here $\\nu \\geq 0$ is the viscosity of the fluid,\n", "$W$ is a source term, $\\Delta$ is the Laplacian, and\n", "$-(V \\cdot \\nabla) V$ is the\n", "non-linear self-advection, where we have used the short-hand\n", "notation $V \\cdot \\nabla$ for the derivative operator along a flow $V$:\n", "$$ (V \\cdot \\nabla)U = ( V_1 \\pd{U_1}{x_1} + V_2 \\pd{U_1}{x_2},\n", " V_1 \\pd{U_2}{x_1} + V_2 \\pd{U_2}{x_2} ).$$\n", "\n", "\n", "In order to visualize the flow, we also advect and diffuse along the flow\n", "a density $g$ of particules, which is a scalar field. Once $V$ has\n", "been computed, it follows a linear PDE\n", "$$\n", " \\pd{g}{t} =\n", " -(V \\cdot \\nabla) g + \\mu \\Delta g + h\n", "$$\n", "with some initial condition at time $t=0$, where $h$ is a source for the density.\n", "\n", "\n", "In practice, we solve this PDE in parallel to the PDE for $V$.\n", "\n", "\n", "In the following, we use $W=0$ and $h=0$ (no sources).\n", "\n", "\n", "Set the viscosity $\\nu$ for the velocity field." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.1" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nu = 1/10" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use a larger viscosity $\\mu$ for the evolution of the density of\n", "particules." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.2" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mu = 2*nu" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Extend the warping operator $\\Ww_U$ to work with vector fields as input.\n", "This will apply $\\Ww_U$ on each channel of the vector field (X and Y coordinates)." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Wt = (V,U) -> cat(3, W(V[:,:,1],U), W(V[:,:,2],U) );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We discretize the PDE's using some time step $\\tau$." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true }, "outputs": [], "source": [ "tau = .5;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The algorithm computes $V^{(\\ell)}$ at iteration $\\ell$\n", "which is an approximation of the PDE solution at time $\\ell \\tau$.\n", "It is computed itertatively as\n", "$$\n", " \\tilde V^{(\\ell)} = \\Ww_{\\tau V^{(\\ell)}}( V^{(\\ell)} )\n", " \\qandq\n", " V^{(\\ell+1)} = \\text{Proj}_{\\Ii}\\pa{ \\tilde V^{(\\ell)} + \\tau\\nu\\Delta \\tilde V^{(\\ell)} + \\tau W }\n", "$$\n", "\n", "\n", "It computes in parallel the evolution of the density as\n", "$$\n", " \\tilde g^{(\\ell)} = \\Ww_{\\tau V^{(\\ell)}}( g^{(\\ell)} )\n", " \\qandq\n", " g^{(\\ell+1)} = \\tilde g^{(\\ell)} + \\tau\\nu\\Delta \\tilde g^{(\\ell)} + \\tau h\n", "$$\n", "\n", "\n", "\n", "Set the initial field $V=V^{(0)}$ at time $t=0$." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": true }, "outputs": [], "source": [ "V = Normalize(ProjI(V));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set the initial density $g=g^{(0)}$ at time $t=0$." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": true }, "outputs": [], "source": [ "g = copy(f);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step is to advect the vector field $V$ and $g$ along the flow $V$ itself.\n", "This corresponds to an implict discretization of the term\n", "$-(V \\cdot \\nabla) V$." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": true }, "outputs": [], "source": [ "g = W(g, tau*U)\n", "V = Wt(V, tau*U);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We implement the Laplacian using finite difference." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": true }, "outputs": [], "source": [ "s1 = [2:n; 1]; s2 = [n; 1:n-1];\n", "\n", "function Delta(g)\n", " delta = 1/4.*(g[s1,:,:] + g[s2,:,:] + g[:,s1,:] + g[:,s2,:]) - g\n", " if size(delta,3)==1\n", " delta = delta[:,:,1] \n", " end\n", " return delta\n", "end;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The second step is to diffuse the vector field and the density." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": true }, "outputs": [], "source": [ "V = V + tau*nu*Delta(V)\n", "g = g + tau*mu*Delta(g);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The last step is to ensure incompressibility of $V$ by projecting on $\\Ii$." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": true }, "outputs": [], "source": [ "V = ProjI(V);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 3__\n", "\n", "Compute the fluid dynamic by iterating these steps." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/graphics_5_fluids/exo3.jl\")" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": true }, "outputs": [], "source": [ "## Insert your code here." ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Julia 0.5.0", "language": "julia", "name": "julia-0.5" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "0.5.0" } }, "nbformat": 4, "nbformat_minor": 1 }