{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Active Contours using Level Sets\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": { "deletable": true, "editable": true }, "source": [ "This tour explores image segementation using level set methods." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "using PyPlot\n", "using NtToolBox\n", "# using Autoreload\n", "# arequire(\"NtToolBox\")" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Managing level set functions\n", "----------------------------\n", "In the level set formalism, the evolution of some curve $ (\\ga(t))_{t=0}^1 $\n", "is computed by evolving the\n", "zero level of a function $\\phi : \\RR^2 \\rightarrow \\RR $\n", "$$ \\enscond{\\ga(s)}{ s \\in [0,1] } = \\enscond{x \\in \\RR^2}{\\phi(x)=0}. $$\n", "This corresponds to replacing the parameteric representation $\\ga$ of\n", "the curve by an implicit representation. This requires an additional\n", "dimension (and hence more storage) but ease the handling of topological\n", "change of the curve during the evolution.\n", "\n", "\n", "Discretazion size $n \\times n$ of the domain $[0,1]^2$." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "# include(\"NtToolBox/src/ndgrid.jl\")\n", "n = 200\n", "(Y, X) = meshgrid(collect(1:n), collect(1:n));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "One can create a circular shape by using the signed distance function to\n", "a circle\n", "$$ \\phi_1(x) = \\sqrt{ (x_1-c_1)^2 + (x_2-c_2)^2 } - r $$\n", "where $r>0$ is the radius and $c \\in \\RR^2$ the center.\n", "\n", "\n", "Radius $r$." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "r = n/3.;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Center $c$." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "c = [r, r] .+ 10;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Distance function $\\phi_1$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "phi1 = sqrt((X .- c[1]).^2 + (Y .- c[2]).^2) - r;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 1__\n", "\n", "Load a square shape $\\phi_2$ at a different position for the center." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "include(\"NtSolutions/segmentation_3_snakes_levelset/exo1.jl\");" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the curves associated to $\\phi_1$ and $\\phi_2$." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (10,5))\n", "\n", "subplot(1,2,1)\n", "NtToolBox.plot_levelset(phi1)\n", "\n", "subplot(1,2,2)\n", "NtToolBox.plot_levelset(phi2)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 2__\n", "\n", "Compute the intersection and the union of the two shapes.\n", "Store the union in $\\phi_0$ (phi0)\n", "that we will use in the remaining part of the tour." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/segmentation_3_snakes_levelset/exo2.jl\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Mean Curvature Motion.\n", "----------------------\n", "The mean curvature motion corresponds to the minimizing flow of the\n", "length of the curve\n", "$$ \\int_0^1 \\norm{\\ga'(s)} d s. $$\n", "\n", "\n", "\n", "It is implemeted in a level set formalism by a familly $\\phi_t$ of\n", "level set function parameterized by an artificial time $t \\geq 0$, that\n", "satisfies the following PDE\n", "$$ \\pd{\\phi_t}{t} = -G(\\phi_t)\n", " \\qwhereq G(\\phi) = -\\norm{\\nabla \\phi} \\text{div}\n", " \\pa{ \\frac{\\nabla \\phi}{\\norm{\\nabla \\phi}} } $$\n", "and where $\\nabla \\phi_t(x) \\in \\RR^2$ is the spacial gradient.\n", "\n", "\n", "This flow is computed using a gradient descent\n", "$\\phi^{(0)} = \\phi_0$ and\n", "$$ \\phi^{(\\ell+1)} = \\phi^{(\\ell)} - \\tau G(\\phi^{(\\ell)}), $$\n", "where $\\tau>0$ is small enough time step.\n", "\n", "\n", "Maximum time of the evolution $0 \\leq t \\leq t_{\\max}$." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "Tmax = 200;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Time step $\\tau>0$ (should be small)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "tau = .5;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Number of iterations." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "niter = Int(Tmax/tau);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Initial shape $\\phi^{(0)}$ at $t=0$." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "phi = copy(phi0);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We now compute the right hand side of the evolution equation.\n", "\n", "\n", "Compute the gradient $\\nabla \\phi$. We use centered differences for the discretization of the gradient." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "g0 = NtToolBox.Grad(phi, \"sym\", 2);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Norm $\\norm{\\nabla \\phi}$ of the gradient." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "d = max(eps().*ones(n, n), sqrt(sum(g0.^2, 3)));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Normalized gradient." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "g = g0./cat(3, d[:, :], d[:, :]);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The curvature term." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "K = - d.*NtToolBox.Div(g[:, :, 1], g[:, :, 2], \"sym\", 2);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Perform one step of the gradient descent." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "phi = phi - tau.*K;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 3__\n", "\n", "Implement the mean curvature motion." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/segmentation_3_snakes_levelset/exo3.jl\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Levelset Re-distancing\n", "----------------------\n", "During PDE resolution, a level set function $\\phi$ might become\n", "ill-conditionned, so that the zero crossing is not sharp enough.\n", "The quality of the level set function is restored by computing the\n", "signed distance function to the zero level set.\n", "\n", "\n", "\n", "This corresponds to first extracting the zero level set\n", "$$ \\Cc = \\enscond{x \\in \\RR^2 }{\\phi(x)=0}, $$\n", "and then solving the following eikonal equation PDE on $\\tilde \\phi$\n", "(in viscosity sense)\n", "$$ \\norm{\\nabla \\tilde \\phi(x)} = 1\n", " \\qandq \\forall y \\in \\Cc, \\tilde\\phi(y)=0. $$\n", "The one can replace $\\phi$ by $\\text{sign}(\\phi(x))\\tilde \\phi(x)$\n", "which is the signed distance function to $\\Cc$.\n", "\n", "\n", "We set $\\phi=\\phi_0^3$ so that they are both valid level set function\n", "of the same curve, but $\\phi$ is not the signed distance function." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "phi = phi0.^3;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Solve the eikonal PDE using the Fast Marching algorithm. You have to install a C++ compiler (https://wiki.python.org/moin/WindowsCompilers#Microsoft_Visual_C.2B-.2B-_14.0_standalone:_Visual_C.2B-.2B-_Build_Tools_2015_.28x86.2C_x64.2C_ARM.29) and the package scikit-fmm (skfmm) to run this function (pip install scikit_fmm in the console).\n", "You also need to have PyCall package installed in Julia." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": true }, "outputs": [], "source": [ "include(\"NtToolBox/src/perform_fast_marching.jl\")\n", "include(\"NtToolBox/src/perform_redistancing.jl\")\n", "\n", "phi1 = perform_redistancing(phi0);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the level sets." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (10, 5))\n", "\n", "subplot(1, 2, 1)\n", "plot_levelset(phi)\n", "title(\"Before redistancing\")\n", "\n", "subplot(1, 2, 2)\n", "plot_levelset(phi1)\n", "title(\"After redistancing\")\n", "\n", "show()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Edge-based Segmentation with Geodesic Active Contour\n", "----------------------------------------------------\n", "Geodesic active contours compute loval minimum of a weighted geodesic\n", "distance that attract the curve toward the features of the background\n", "image.\n", "\n", "\n", "_Note:_ these active contours should not be confounded with the geodesic shortest paths,\n", "that are globally minimizing geodesics between two points.\n", "Here the active contour is a close curve progressively decreasing a\n", "weighted geodesic length that is only a local minimum\n", "(the global minimum would be a single point).\n", "\n", "\n", "Size of the image." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "n = 200;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "First we load an image $f_0 \\in \\RR^{n \\times n}$ to segment." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "f0 = NtToolBox.rescale(NtToolBox.load_image(\"NtToolBox/src/data/cortex.png\", n));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Given a background image $f_0$ to segment, one needs to compute\n", "an edge-stopping function $W$.\n", "It should be small in area of high gradient, and high in area of large gradient.\n", "\n", "\n", "We use here\n", "$$ W(x) = \\al + \\frac{\\be}{\\epsilon + d(x) }\n", " \\qwhereq d = \\norm{\\nabla f_0} \\star h_a, $$\n", "and where $h_a$ is a blurring kernel of size $a>0$.\n", "\n", "\n", "Compute the magnitude of the gradient $d_0(x) = \\norm{\\nabla f_0(x)}$." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "g = NtToolBox.Grad(f0, \"sym\", 2)\n", "d0 = sqrt(sum(g.^2, 3));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Blur size $a$." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "a = 5;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Compute the blurring $d = d_0 \\star h_a$." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [], "source": [ "d = NtToolBox.perform_blurring(d0[:, :, 1], [a], \"per\");" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Parameter $\\epsilon>0$." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "epsilon = 1e-1;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We set the $\\al$ and $\\be$ parameters to adjust the overall values of $W$\n", "(equivalently we use the function rescale)." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "W = 1./(epsilon + d)\n", "W = NtToolBox.rescale(-d, 0.1, 1);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display it." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "figure(figsize = (10, 5))\n", "NtToolBox.imageplot(f0, \"Image to segment\", [1, 2, 1])\n", "NtToolBox.imageplot(W, \"Weight\", [1, 2, 2])" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 4__\n", "\n", "Compute an initial shape $\\phi_0$ at time $t=0$,\n", "for instance a centered square." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "include(\"NtSolutions/segmentation_3_snakes_levelset/exo4.jl\");" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display it." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (5, 5))\n", "NtToolBox.plot_levelset(phi0, 0, f0)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The geodesic active contour minimizes a weighted length of curve\n", "$$ \\umin{\\ga} \\int_0^1 \\norm{\\ga'(s)} W(\\ga(s)) d s $$\n", "\n", "\n", "The level set implementation of the gradient descent of this energy reads\n", "$$ \\pd{\\phi_t}{t} = G(\\phi_t)\n", " \\qwhereq G(\\phi) = -\\norm{\\nabla \\phi} \\text{div}\\pa{\n", " W \\frac{\\nabla \\phi}{\\norm{\\nabla \\phi}}\n", " } $$\n", "\n", "\n", "This is implemented using a gradient descent scheme.\n", "$$ \\phi^{(\\ell+1)} = \\phi^{(\\ell)} - \\tau G(\\phi^{(\\ell)}), $$\n", "where $\\tau>0$ is small enough.\n", "\n", "\n", "Gradient step size $\\tau>0$." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "tau = .4;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Final time and number of iteration of the algorithm." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "Tmax = 1500\n", "niter = Int(Tmax/tau);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Initial distance function $\\phi^{(0)}=\\phi_0$." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "phi = copy(phi0);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Note that we can re-write the gradient of the energy as\n", "$$ G(\\phi) = -W \\norm{\\nabla \\phi} \\text{div} \\pa{ \\frac{\\nabla \\phi}{\\norm{\\nabla \\phi}} } - \\dotp{\\nabla W}{\\nabla \\phi} $$\n", "\n", "\n", "Pre-compute once for all $\\nabla W$." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "gW = NtToolBox.Grad(W, \"sym\", 2);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 5__\n", "\n", "Compute and store in G the gradient $G(\\phi)$ (right hand side of the PDE)\n", "using the current value of the distance function $\\phi$." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "include(\"NtSolutions/segmentation_3_snakes_levelset/exo5.jl\");" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Do the descent step." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "phi = phi - tau*G;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Once in a while (e.g. every 30 iterations), perform re-distancing of $\\phi$." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "phi = perform_redistancing(phi[:, :]);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 6__\n", "\n", "Implement the geodesic active contours gradient descent.\n", "Do not forget to do the re-distancing." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# run -i nt_solutions/segmentation_3_snakes_levelset/exo6\n", "\n", "include(\"NtSolutions/segmentation_3_snakes_levelset/exo6.jl\")\n", "\n", "# figure(figsize = (10, 10))\n", "# phi = copy(phi0)\n", "# k = 0\n", "# gW = NtToolBox.Grad(W, \"sym\", 2)\n", "\n", "# for i in 1 : niter\n", "# gD = NtToolBox.Grad(phi, \"sym\", 2)\n", "# d = max(eps().*ones(n, n), sqrt(sum(g0.^2, 3)))\n", "# g = gD./cat(3, d[:, :], d[:, :])\n", "# G = W.*(d.*NtToolBox.Div(g[:, :, 1], g[:, :, 2], \"sym\", 2)) + sum(gW.*gD, 3)\n", "# phi = (phi + tau.*G)[:, :]\n", "# if i % 30 == 0\n", "# phi = NtToolBox.perform_redistancing(phi)\n", "# end\n", "# if i % Base.div(niter, 4.) == 0\n", "# k = k + 1\n", "# subplot(2, 2, k)\n", "# NtToolBox.plot_levelset(phi, 0, f0)\n", "# end\n", "# end\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Region-based Segmentation with Chan-Vese \n", "-----------------------------------------\n", "Chan-Vese active contours corresponds to a region-based energy\n", "that looks for a piecewise constant approximation of the image.\n", "\n", "\n", "The energy to be minimized is\n", "$$ \\umin{\\phi}\n", " L(\\phi) +\n", " \\la \\int_{\\phi(x)>0} \\abs{f_0(x)-c_1}^2 d x +\n", " \\la \\int_{\\phi(x)<0} \\abs{f_0(x)-c_2}^2 d x\n", "$$\n", "where $L$ is the length of the zero level set of $\\phi$.\n", "Note that here $(c_1,c_2) \\in \\RR^2$ are assumed to be known." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 7__\n", "\n", "Compute an initial level set function $\\phi_0$, stored in phi0,\n", "for instance many small circles." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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4hcIDfA54HGOyIohiWBeexHC/6itO9//ca4APAh8jPnm6FngNeB74Y+DEQCueQ/gE8E/AcNvxN4D/wuDiPKljIfAA8DBG3AsYQtJzGILm5zAmqJc7HgS+Td+J9dvAf2LwcXoAz52Nwe8jgPyHn4nxTXwRw3K6cwDPzTXcCfyAOAeCTRj8PsvAvuPpGK51j5jbAJOBJzDGhj8y35ELyFmL0FtvvQWkV+sr9/Vydens5APr17Ns+/Ze799WU8NLs2dzoKqKSBIpgZ0WgvT5fBCLMbWhgTt37mS+bTK1eu5cXr7xRkKKa5Hf77c0s+m0VCTjGjdQy5uOX18kwop167h1y5ZeLkS7Ro/mpTlz2D18OHg8vVIR61ICOy0EKRrzSY2N3LlzJwuPHevlDrZ+xgxWLltGd15eHzejvLy8tFsqknGNG6jlrbu7uxe/nmiUpZs2cefGjfiVgPkDI0fy4pw5bK+uJmbyC85p2Z0W4/X5fNS0tHDHzp0sPnKkV8zLlilTeGrpUkIlJVp+hdN0WSqScY0bqOVN7cPhcBhiMa7dsoV7168nqKSVPjZsGC/MmcO7o0cT83r7pCvXpWV3WozX5/MxsqWFO/fs4YZDh3r9lrvGj+fXy5fTWV5ucavjV7i5VGuxHLvmmmtw0RdDZREaB/wcWKYc6wD+DfgO6RNS/BiT1b/GmFwKWjAmlL9I03uyDSOBnwB3K8e6MTj/ZwzNeTrgAz4AfAUjVkPQAfwl8MM0vWeoIOOLfeyJRqN0dHQAxnhaieEO+AfKvWGMyfk/YVhv0gEPRhzMX2NYigQ9GNbNb3J5JlYoxhgHHlOORYGngW8AW9P4rmXAX2HEcwkiwP8F/g7DvXYoccW4xg2FIFTU2Mijzz3HOMVKcXjECJ5cvJjDVVWAfk2WAQlCSjm5oYGPbNzIJCX+qH7ECJ645x7aKwyHhctBEMpraeETL7zAZCUOqL6ykievvZa9I0ZY/Ep5qYKQlOOamnhowwamn47rmc5UVvLEvffSZCasuBwEIX97Ow+/9BIzjh2Lt7O8nCevuYYdo0f34RcuTRASfke3tfHhDRuYowj0F0pLeeLee7lgBvxfDoKQt7OTh155hXkH43rbCyUlPHX11WybMIFINJpwXayBCEJSDu/o4EObNrHo6FHrvc2Fhfzs3ns5UV3tCkIZxlAIQssw/PGrlGM/x5jsndHdkAZ4gI9iTKLGKMd/guF20zfNSu5iEYamfLRy7DfAXzC4VrD7gW8BE5VjT2FYpToH8b3pRDKC0LRQiJX0bucLGO5xg2kFuw34LnELBhjxWR/BEOwvF0zGcK+cqRxbBXyJwbWC3Qh8DyPRheBNDMtyX2fxwcMVIwitWbMG6D2hsU8qk5nsJJpUjj13jseefZYy88Pt8fl4euFCXp02jZjH02sRRW2qZ/p3LXJaGNHv9XLznj18cMsWKxNdc2EhP7nvPt4fMSLliaNugm6f2CQjCKmTymQEzkSTyhEXL/LpZ56hyozhCXs8rJw/n+dnziTq9TouApqK61bCxWljMW46coSPbNpEvvmu9rw8nrjnHo6MGZPyxFHHqY5f2XfiV/aTETgTCfYVLS18+plnLFfOqMfD7+vqeG7+fLqV63WLgKbKr5T2hT2vPX6cj61fT7FZx65AgF/ceSf7Jk5MWXhPps8mIwg59edUBPv8piY+9cwzvWKBXp8xg6cXLqTT5MFpoeBkXeN0Y4Rwt+DkST6xbh1lncYUKeTz8csVK9g1c+aAhPf++qz93HXXXaet/5WOwRaE/hAjMFn82o8DjwKrB/WtcZRiTCYfVY69BdwDNA1RHQYTDwK/xAgsB0OwfAx4cYjeX4ihSf+Ccuw9r5cH8vI4p3z/ahr7rq4uANo1scvpgrw3FApZY8Hw4YbDYLlpjfb5fH3qV1xcDBj/a5qbm7muuZl/PHKEYnP8u4jhBjhUcTtBjDisvyCe6W8vcAfGt5TruAHDnVBirVoxBKAnhuj9Pgzr0FeJZ/o7hmGV2z9EdUhVrHEXVNWg5uxZPvf005YQdL6khL+/+25enzWL2BC5PcQ8Hl6bNYt/vP9+zpuxR2UdHXzu6aepSWOmukxgZEMDn3/6aUsIaios5B/vuosX5s4l6h2iLunx8NbUqTz+wAOcMq1sRd3dfPqZZ5hsc03MNVQ0N/PHv/2tJQS15eXxnbvu4r+vuorwEK4Bs2nSJL56330cN61s+aEQf/j888w8cmTI6jAYKG5r4/NPP20JQZ2BAD+67Tb+a/FiegK6JK+Dg+3jxvG3993HgVGjAAhEIjz62mss2LdvyOrgYmjxOQwLjAhBL2IELw+VEASG5vyTGFp0sVIswYhrKU90U47go8CviQtBazHcAYdKCALDJe6LwP0+n2WlmBeN8vuuLkYksR5YNmNJUxPfVoSgLR4PV+flDWnygh4MN8SbgQbz2AyMjIjpyrSYKSzFiA0UIWg3RtzZUAlBYLjE/QNwPUbSBYAJGPxma7RwzlqE3njjDSCu4e3PUpGsO9eoCxf4/FNPWet9HBwxgh+sWEFjgoVG1cUaowlihVSoLi92t5dEaYaLu7r44qpV1JoCUEdeHj/68Ie5YE6ALtXFRfadLELJWCqSceeqamriC08+SampxT5RVcV3b76Z8+YEMmFKYsU1Lll+pewvzXB+Tw+fX7uWWe+/b7TD7+dfP/Qhjo8alRY3Q5VfucaJ30RcJmPhLGhs5AtPPmkJmWfKyvjOLbdwvqSk37Twwm2q/AKOqcgLPR4ee+stFpkuemGvl5/cdx8Hxo9Pi5uhjl87b8lYi5OxcAZaW/nj3/yGajOxSUNxMd+5+WZOVVT0mxZe+JXSySKk41c4tfOb7/XyyPr1LDFd9KIeD7+86y52TJmSNjfDvLy8PseWLFE97l0IBssi9Engp8r+tzGyQGVyarwQQ0iQFdo2Y7jtDZ5dYvDwAIYbmqiKfooR8D1Y8Q3qdy7flnzTFRUVlJeXM7mrix8cPsxocxw5FAzymZkzaTGvKzGVpIJG8QCIRmlqMuxzDQ3GdF/Gm0gkQmWlMVUebbpIBxQFjn2Jg3xzUWexOrW2tlpWnmGmkquwsNB6byJMO3GCv3r7bSu+cdO4cfyf6dPp8fk4bbqpNzU10Wr+72o2M5LaPUHSiYkYrnHiKncMuI6BJWfINK7BSOBRZO6/DHwYwyKUKYzCcHmUVN1nMPg9mvCO9OCKcY179dVXAf0E3WlSKR+z6uoi1+e1tPBnTz1lTSL3jxzJN5cto9vv7+Mao65Un8j9xQkJXbbMc3aXliLgy6+9xjRTGGooKeG7H/0o7YWFfSYogUDAGrxSmTiqkx0nLp0mlTp+5Rpfezt/+tvfWqmbj1VV8c+33Uaz4gqn4xf0Loj98Suljl9ptxwr8Hr5/KpVzDWFoZbCQr754IO0V1Zq+QXjH0QqE0eVdyd+pUw0Qe/q6tLyGwiH+dxvfsP4c+cAOFVWxj/dfjsNikuD3KPjV7hNlV/o7bKl8it8eaNRPrthA9ea1qCOYJBvPfggjWYsmCrs2P8BJyu82/u1E5dOgr3ah9X7vJEIn/rd75hm9pELxcV84/bbOWPWU9eHnVwQU+VXuNHx64nF+MSWLSw3rUE9fj/feeABzo4Z04sTtc/rxggn4d1+bOnSpY5tuFIxGILQUoxsbTJd/Qfgf6f9LQPDDIz4A8ks998Y7mW5NLFYgJGlrMDc/zFG5qt0tMFSWJjfmwgvPp+PsrIywBB8ID72FRYWWv2o+MIFvvPee1Sb49K2qir+5qqraGprs8YCeY58v9Fo1FLCyBRPxqJYLGYJLgUFRovlm1bjbQX28dHv91vjl90lr7W11RrrvIp3x/iuLn62dy8l5n1v1dTww0WLCJjvl2vFfQ7gjJnh9IJpeW9ra7Pq0CnuwJoF1lPFSAyLqlgrNgI3AV2X/OShQw2GEkIUEi9gxOVkQ9xeOYa1WBZb2I2RfXIwBTTXNW6A8ESjPPryy5YQdHzYML57yy10+7Mjw3hPIMB3b7mFY6ZPblVrKx9/8UU8uWIqj8V4+LXXLCHodHk537rtNjrydOsZDz3CPh8/Wr6c/aaVrbSjg0+99BI+JRNYtuOBVassIaihuJhv3n47LYX2VUUyg6jXy0+XLOG98YbzQWFPD59+8UWCPdkwVCeHu99+2xKCWvLz+ebtt9Ng08hmCjGPh18tXsw7kycDEAyH+fRLL1HYmSsh1i4SYQxGpicRgr5H9ghBYMRX3AzIimIfxHA9yhVUYsRUiBD0C9InBKUDZwsK+NN582g0haT5DQ18cv9QRVtcOgoiEb518KAlBK0bPpwfLlo0dG7w/eAssJx4fNA1GIJwriAIPENcCFpF9ghBYMQN3oIxToCxUO4vM1cdLbJjlj8A2N2kVE22rrS7psi+uLYt37KFqWb2sqaCAr63fDlt6LOfyX1S2t2M1GBzu3ZEDTa3u7jIff4EwlcI+P6yZfzt889T3tlJ7fvvs2TLFt5ZvBjorUVOhgudu46dV50m2+nZOn4BFu3cyRwzy1VbMMj3VqygyesFc2FKJ37tPNuD+aPRqJZf4TIVfn940038zQsvMKK1lXHnz3Pr+vW8etNNffhNhotELpM6npP5ndTn2fmdtX8/1+zeDRiufd9fvpwLgYDFL/Tuw4lcEMPhsJZfMPqwjl8p++MX4N+WLOGvW1qoaWxkZFMTd7/5Jr9dtsxIpa7hNxmeE/VZtRzI9xCJRCxeJh87xk1bjYSjYa+XHy5fzqn8/IT8CpeJeFaTJejGCB2/cp8Tvz+5+mpGtrRQe/48FW1tPPDGG/zijjus96qW6FT7nJ1XF0ODJ4gvvvky8D8zWJdE2I0RM/QChnb1q8DvSW+K3sHCj4mvYfMO8GkuXQgSC01JSYllCaoyM81KggF1zCsqMhya5Ltvbm623Ny6u7tpBL48bhz/fuQIgViMB44d45meHt40xwKxBMk7CgsL+7jXyjuCwaCVvU3c58Sy09jYaNVJrET2710df9rMBeFbzAXQPR6PZdWSMedLZ84w3rQq7Q8G+XxZGV179vSqk7jqFRcXW9axajPDqFibOjs7rXqfOGHk7jtvZvQNh8NWG8SClQrOAPdi/P5FGIlAVmJkDsx2fJW4teUQhjU2W4QgQSNGMpWNGIqH+zBcfYcydskJ2SGSZxgjGhu5a/16wPC3/tebbqKpqMj5pgyhqaiIf7npJssv/O516xhmxitkK0pbW7n/zTet/Z8uWcK5Ut363JlHe34+P1q2jLD5z2PFli2MOTNYCWnTg4LOTv5g1Spr/z8WL6a+qsrhjsyhKxDgR8uXW5bWG3buZEqWJ6cIhEJ85PXXrf1nFi/m0MiRDndkDmGfjx8vX067OYlZcPAgcw+la8UTF0ONx4ivzfE+hrDRv+NqZvB74O/N7QCGZSXbNa0PEF/HpoHsnEQK3isu5rumxwLAP547R36WKyUWd3TwP0xhqcPj4Y9Hj6YjSyxBdmzHiAkT/D+gIkN1SRYLMNaaAqPffggjC1824hDwcWX/u/ROT59JZPs4lRCpatntGk41iPm+NWusAL7XZs9m7/DhYGqD7VpeXRyAPSBalyJXl3Y4UX37C1LfN3w4r82ezW07d+KPRrln1Sr+/f77e2l9U9Hs6jTnTtckY8VQOblz7VorRfXbU6eydcwYi1/h0olfeZ5TmvJEaZ119e2P32Pl5Tw/fz73m4u83vvGG/zgD/7AyrjmZBFK1rp2qVYMld9b336bYvEfHz+etyZO7MOvyq1qgdP9XonSlOvSOuvq218SgNNFRfz26qv52Lp1ADywZg3fHjdOy6+9Tql898n+Fol4lj53y4YNVJous/tGjeK1GTOIKFY1pzFCx6+UTusI6fi136fjF6AhL4//vO46Pr3ayCV275tvsn/yZEJ+fy8tdKrWNTu/LgYXZcA/Kvt/SPanp34cYwHShUAdxvpC38tojRIjH2PBScHnGFiQfCAQsKwYYtkYZQosJSUlfRLMqGmoxaLyvulyK4kC1LEFxzDDAAAgAElEQVRDLDDRaJTvA9fn5XFddzdjw2H+NBTiX6qrrZiZs2YMsRqHKlYfeW9ZWZllpZKkBzI+dXR09LFQB2wxpp2dnX3iOSXmKD8/36pv0Ovl69u2WTx9Y9gw9oXDEA5bCRzkfkm6oMbdinVrhBlHOmHCBMtKJfxKe9va2qxYIikl1iiVOKL/wFjL6X5gBMZioF9M+u6hxw+JJ/f4GoYwl814AcMK9EmgBGNNsoczWiMD2SmaDyEm19czy9RINxQVsXLBgn7uyA6sXLCARtNqNePYsaxN+Tz6/HkWmgHcbXl5/PbqqzNco+Twyty5nDLXRph4+jSzDx/OcI30qGxq4todOwDo8vv59XXXwRCleL8UvDljBkdMF5HRjY0s2pOudcTTi+KODm7asgWAiNfLr66/fshS6F8KNk+axG4zUUJVWxvXv/dehmvkIlX8OXGXuF8Dr2awLskiDHxW2f8bjBXusxGfB8aZ2y9jZIzLdsQ8Hr5SUWFZrR45d46KNCQMGAzcfu4cE00BbWdhIb/OUi8QO75APOvhH9F70ddswn0YSQcA9gDfzGBdUsGfEV9c9WPAnAzWRXBZW4SS0a7fvHGj9czfLVhAp9dLyNSuq1aIRNpfpzgA6KvtFaixK1JP1ffWrkWSZ8rxzvx8nr36ah41tb43b9zITyZMsNqWigZdl9I3Gc1wMtr1FRs2WG1aOXcurYFAL37lWid+pdTxC/pMN2pshY5f4TIRvz6fj99edRV/YrpErdi4kT1Tp4LHk7IGXZf2OxmLUDIWzmWbN+Mzf7PX587lQn6+ll91X7XAOcViqfyq3Nj5lTrq+IXefVjl98lFi/jKSy8BsHzTJrbOnk3U603Ziqnjt79rkrVwLnn3XYImH2tnzuRUSQlEIr3irJzGCKdYrFT5VfcT8SvHhd+/O3kSL7B0yxbenD2biMZanCpPOZpoNKdQTnxBzW7i7i+5gHeBX2FMcqowBKN/zmiN+iIfY0IGhjv8QOKuxAo0cuRIJpj/eyUjnHybwWDQ+s4k5kdSRXu93j6ZKtXxQZ5hH88O+/38qriYT7a1URCL8dDZs/yTGZMk7+jo6OiTAVLe0dDQYFmuJA5H4Pf7LSuVXC/WHhl71KUSpG5iders7DQyW8Zi/A+zLgD/d8QIWtvbrfvEEiXciEWrs7PTukb+R4nVZ8+ePUyZMgWAiRMN8WTcuHEWX1KHk2as9yHTJfjIkSNWW5LBSYz++lWMCfJf0NtlLlugJkz5CwwlRC6gEcOFVizFXwEeylx1gCvcIlR9/jzTTEvKudJSNk6alOEapYbNtbWcN7Us0+rrqTYDB7MF5S0tzDUtKc0FBaydNi3DNUoN28eO5YRpsh937hwTTfeFbEFhZydX7zVysXQGAqyaPTvDNUoNh0aOZJ+5jsXw5mZmZNlCq4FQiOt37QIg5PXy6rx5Ga5RajhZUcF75oShrKODBQcOZLhGLpLFo4Doz38OZKe9PzEeJ76+0ReJu+9kCx6id7rv7LRHJ8a/lJQgKQEeamwkL8tihW7u7macKeStLyrivSzJXposvgvWYrafIPtihZYQT5CwhaFd8Dcd+DeMBBVgxOXVZLAucAVZhHTa9UXb4x6Vr9XVEYrFQNHyh8PhPppzu/Y3pGSNsmt7ddmV1Hz5iTSsXq+3j4XCvrBiJBIh5PPx2qxZfNRM9HD19u08s2xZylwkey6V+yORCFft2IHXbNvqmTPp8nj68CscOvFrvyZZfqXU8SvPceIX4NW6Oh5bs8bi99Do0Wnh8lJ5jkQizNu1i4BZz7enTaPV7yfS06PlV91XLXD2uBbVIpQsv9C7DyeysqmL2wq/r8yezfRTpyx+d0ycmLE+ay9n7dtnLay8efJkGvLziZj/3KPRqCO/sq/jV0odv8LTQPmF3jGCr8yezQIzW+PiXbt4d/bstPHkYvDwKWX72xmrxcCxHyMe4B6MSc7tZNdkTeU3WWuVxLOMNBOliDWlurrasrDItyiWmXPnzlkZ1ST7mcTueL1ey2pj/4b9fn/fxbLNNXfy8/NpAlYWFfFgeztl0Sh3d3WxsqzMslIVKusLSt3EKnL27FnrnGRhk7YVFxdb8UP2sf6imZSpo6PDstpI1je5X8aujykWmB8XFNDS0kJ3d7c1Dkq7pU3yjra2tl6LygKUmy7qFy5cYIPpYbLHdKWWttXU1DB2rJH776qrrgLicUTBYJCj5hgocUP9oQljQd0vY1gPHwa+n9SdQwO1/34rY7UYOLqAH2FYhrwYMUN/l8H65KwgpEvxm9I/8UiEeaaGtMfnY92ECY7Bw4lcW9TAc/s5NbDZKYhfoA6GiSbmdveodyZO5EObNhGMRJh74ADPLF06YFciNblDohTKSbvPRKPMN9c6iHo8vDV5smMCByd+wfhnoONX6ugUxK/jV0onfgE21dTwkbw8irq7qTt8GF8oRFRZtC4pLjScOvGbzLNjsZjFL8DaKVOsPpHI9Unn/mZPTqGesyc/cAriT8QvOCeX2FFdTUNREVXt7Uw7fpz8zs5e/CbLRSKepRzI5D8Rv/a2OI0ROn6l1PErfCUSOlR3TqcxQrYPVlbyfnk5Y5uamHTmDOXNzXRo+O2PC12fdTE4mEt8cce1QK7a8f4dQxACwwKTLYLQOIzV7QF2AJv6uV6C9seba6DJBF2C+MvKyiwh4YA5pxBXr+7ubusbUgUZiAshEB8XRKCorq62jkkCBTknQsTvurt50BSu7mhp4XdFRZZgEg6Hewku0Hv5B7srudQtrCQykDFE7lNd5uxpv0VYyc/Px9vUxE2mIHTK7+fA+PFUm++TRAZ2ZZs8W51PifAiAk1paanlpifjqiSZOHHihNWGSaZnz2zTQ+LGG2+0hNa9pgdFvekJ5KTU+XcMQQiM/pstglA+RjIHMDLE/S6DdbkUPIGR4MGHwW8mBaEr1jVu/JkzlJoDxK4xY+jMkoU9U0VnXh57awzDYmlHB+NODyTvTfoxorGREaZW7HB1tZXYIdcQ9vvZYfp/54dCTM2SpBSl7e1MMNN6n6ystBI75BpiXi/vmvz6olFmmv/8Mo1gd7f1WzcWFXHQnPTkHDweNk2Mh/vWZWnSDxdx3KdsP5mxWlw6XiG+yOrdZI/W9V5l+zcZq8WlY1tBAadNgeT6jg6KssRSu7StzfqtXy4tJZoDyWV02AvsNLevJe5KmWmsIJ6A5Fkg9VWTsgOngLfN7elAJgMnsmVsShl2TXp/1gy7hrPWXJAL4L2aml5aY1XTmyj9rU67rtP62rW99uBn0GvQ5Rn269W6ybO3jx/P3GPHjHbV13Nq/PiUrD5OHKZyv8pz7XFZpxl2jB+fkF/Zd+JXykSWN9UilCy/cr8Tv/Ls7ePHc61pHag9cYKDU6f2aa+T1ceJw1TuV8tJSv8VfuWcjl+VL5Vve6mzvKl9WMevcKvjF3r/Jjp+t9XUcJu5GGxtfT075szp095krD1O33+q1qJx77+PX6xW48cbCyza+rATv7Kv49d+TjdG6PiV0olfe92E3wfMNLa19fVsMDM3JmP1ceLQxeBgubL9QsZqcekIYawt9BBG8of5wOaM1siAyu/zCa4RS8fw4cOZPHkygOV6JW5lsphnfX29ZekQ9zNx2aqoqOCMqbAS1zj5fjo7O/ssHipWjUgkYlmV7FZ4eYfH62V1UREfbWkhCMxtb+d189xpRSEqrnkqpA2StlrqdOHCBSvZgBOkTdJu4cvn8/Fl07oD8Hufz6rv8OHDLbdCGSPlfrF6lZSUWO0V65osnlpaWmolo5BkC1L/UChkWbLWmcsyiNVnwYIFzJ8/H4hb8/ab/8+Fp5aWFuv3UbESkMjbm8gOxUQy/TdX8Dyw1NxejuFSmwlcsRahSWZcAsC+6myR9QeGA8oia5OTGMSGApOUgXj/6GxZNmtgOKjwq/abTEKtx4Ec5/fwsGGEzIl+tvRfNTFGrvN7sqKCNnPiM/nUKXAFmaxFALjG3D6EsYhqLmONsr0kU5WwQepxAdiVyYqkARtNwQlgUQqZ0QYTi023tS5gm+nGl6tYo2xnS/+9Qdlem7FapAdrlO1M8pvzFiF1P5E2U3dstGgi8vM5V1QECSwddj9+J4uQTusrWhx74KF6zF6qqbV1GnR7e8+XlNCan09JVxejL1zodU7X/kSa3f7OpXL/GFNbFvJ6qa+sJBYKJbQkqbFUThahRJa3aDSq5Vc41fErpRO/Urbl5XG2rIyRzc2MamiAaJSYx+PYv5L9DQZ6v/RfgCPDhztaknR92Cmts45f4c/JUqHjV31/IstMyOfj/aoqJp4/z/DmZvzd3YSCwX75VcuBnkt0zahz56zjR238SunEr/CXjOUt1THCiV+pR6/+ABwbMYK6+nqKurooaW2lpaTkksdQF+nHNECctPuLXckFbFS2s2G9kDEYKb3BsE7Ze7KkY5Y4k6KiIsvqIDE6YmnYbiZbam5uZri5JprEysg3eebMGcvaIZaOUjPTa3l5eZ/EBJIq+uLFi9Y4LJDvW47HYjGe7+mx0hCPb2nhtGL9SfQ/MRAIWGOHxA8dNl1m2xRrjhNkDJBYHUldXQRI7t3twNHTp/GZY2lHRwezZs3qxYV9DA2FQpSZqcDlWrE+NTY2WtsC4a+iosKK5ZLfS9ry5ptvMmPGjF7PlGuOmJlKDx06ZMUbqZYh9RvMhv7rJW6hOoCRijqX8R6Ga18emeX3irQI5Xd1UWYOAKcqKnJiAUpHeDxGOzDS5OZnWDPkjUYZbmZnOVNeTtSb+91M+A2Gw5QnmXlmMFFtxl9dLCqiK8e1bmDEOQlGmEG+mcRwsw5dgQANxdm6JGTykP4LMDIL+HWhx3RlO9etFQD7wEqjPcPpwiHC5cbvCUBEl5mZrIgJNc5jd8ZqkT60EE9dnw39dxwgNsDLof9GiLvDTSVzAknOW4R02kknrSZAmaL1aCguHpC2WaCLI1K1vvbMKwLV19+usUnVYhCLxXpN1sra2mgytSr9cZFqe5N5ZnFHBz6zTQ2m5nmg2mZdHJHdMhSJRLT8Qu8MXKm0186znd9GU/M3GPyq79Vd4w+FKDKF3QsKv/3dpzuui3PR8Qu9+7A9HkjlOBWLo5R2fk/2c19/7XI6bj/X53wsRrk5RjQUFxPTPCuZbxQSx2mplrd08muvm47fUlNDnRQXyjWuJWjwMVbZPpapSqQRXRjrhYzGsMZkGjp+PR6PZcmZZq51J7EkHR0dVvY1KSVmRb7NYcOGWZYRiTmRNM3RaNTKdCaWDnmXunipWGTEsiL1gr7fuVimIpEIHq+X45EIszA4njtnDng8VFRUWM9WM7KBEWMkKbwFco3X67WsWxKjJGOPWF/UOsk5ae9YZZw6GQhQEAxaVqejR49aacUFUg8ZA7u7uy1eJW5K3lVYWGhxJ++TNnV2dlr3yTXyG7a0tFgxQfJ+iRlatGiRUe+xY9ltxqkeM+OtT5nu58eiUWowLIn5GH06U7jcxgcw2jEHwy14BPH1hYYSOSsIDRSxWIwixfTZovjYOv2jT+Q6pTumTn7kQ5fgRJ37iu45TmkddXVV21HU3k6T/YYhwmDwK/s6fsEYPHX82p+T6HdK1A4Vvfjt6MjopLBISbvaqtQLkuc4mb6n8gtGHx4SftvbM8pvsKeHgCmwtAyQX/u1Om50/Mq5VL4DHZz4Lc5w/3WRGGpuwrMZq0V6cRZjkp4NeRfVOlzwevF7vYwaNYq6ujoARpvxgBJ4X19fb7lKyfcpLljyDZ05c8YSkkTokaB+n89nBfZLKUJHQ0ODJSTYU1wXFBRYgpAkG7CvwVNUVERlZSWtJ05ARweFwI0LF9IdCLBhw4Y+SQ/keZ2dnVZSBnmWCGn5+fmWgsaeZEHnNif1FeFsnNcLpgB11nQfV9OGSzvtbn+q66+Mi/b6+/1+i1f5LYTvWCxm/QYiwKiJKCR5hSS4WL16NQDTpxs2wilTprBkiRGlIsLwLnMx7catW8HkfjiZXdz4ch0fBJkShHLfZ2kAkEkOQLf5Aec61Hao7csE1Pf3+C8PWbtbaUc28dt9ufCr9l/zH2Gm4PZfF5mCKnb3zWGVm5B2BDDWDMkkLkd+OxXX/kx/2wWKgqXD4bpcQrvCb4HDdUOBy7H/qu3IFL+Xx3/5FODxeHpJfzHbuUQQjYVco15rP6a6tYjmQjQn6nPs71Of4+0nrsZ+r9qOTEq3g8Gv7Ov4BUM7pOPX/pxEv1OidqiIKfu+WMyxLYONXvwm6EPa+1Lseyq/sj9o/Kr1vAz4tV+r40bHr5xL5TvQwan/ZppfF4mh/qLZsSrMpUNthw8jLiBTUPmtHjWKSUVFzJo1y3IHk8QG4kIViUQsq4l8p2IhOmcmAQiFQowZYzj+SbIFuebw4cOWFUSeKS5n6oKqYlGRJAahUKiP+5pAnh0Oh/F4PHQpws8rL73EeZ/PqlsiyPvESiXjQUNDg1W/ZGBfIFutcWdPDx09PVabCgoKrEQRdndgqU9PT08fVz7VnVg4lLFP6l9eXm5Z6sS9UDhobm620nbL7yzvkAVWz58/b/12snDusmXLABh19iyY7nIBjwevx9Ovx85gIdHcKpehjgeZUpRckRahsKIdDWZY+5wuqFr0cIa12CEl1iHT2v10QW1HyOU37cja/nuZWE+yqf+6SAw1/iDT2ud0QSJLokCP04VDAJXf4GXiHpqvtKMrwwqOy7H/BhShJ3kRcXCg8puf8KrcgtpPMsVvzv5HTKQx1Z2zX9ORl2dtF3V3J7zeSaMrUDW7usUm7alx1dS3diuG+i4njb39Go/HQ7GiPepU2tcfF6m2N5lndipBlcUmv/b6Jvs+1TqRaDFPNX22PbWwasVIpb12noeSX/W9umt68dvV1edaJ2uC/bjd+qNbzFPtwzp+1ec4tc2pD5Qk4Le/NvX3vmTusZ/vDgaJejx4Y7Fe/be/+5LlF/ofIwbKr71uUibqv/21Sb3GtSINPtRQ8qqEV+UWhpllpuJWBYWFhbSHQla8x4Jx42itraWkpMSyBEl8iVhjqqqqrG05JwkRxGJRVFRkWSbEeqEmTbDH49kT+0DfZCrJxPB1d3dz8eJFysRyAhy9cCEpS6IkG5D3ikWm6xIzzur6r7SpsbHRivGxLx0giMVi1jnhScYd4Vu9T+KYOjo6rHghSZYgcUEdHR1WgguxKImFSOrT3NzMjh07gHgckcQPVSuKo1EzZlDs93Po0CHr2UOJy3l8gMyNEVekRahVyaBUmWTe/GxHhZqgIMPpflvMVaahd71yGRVKP8k0v115efSY/yQuF37Ls6j/xrxeWs0+fLnwm03910ViqMs112SsFumDByNRAvRuW6ZwWhHmKy+Tb1uy8Z0l8+6Up5Xty6H/ApSawlaPz0erRogdSlxu4wP0zoSXqTEi5y1C6n6yFoe24mK6AwHyQiGqm5sT3qdae+SYTrMr2gndYpOi2ZH7VY26XbuuaoHt79PFH6jbo0xNR3cgQFtxMcEUtMVOHA7k/kgwSFNREeXt7VQ3NeFJcJ+qLXfiV8pEi3nGlJgHHaeJrBgej6ff2CKp9yjT7zjq8XCxvLyPhjxVi0F/1gTHa7xeLpSXM7qhgREtLfijUXo099mtESrHOn7V0s6v3J+oz+qsGLo+nOhbG62kVb1QWZkUv2o50HOJrmkoL6esrY3Szk6Kenp68SulE7/CSar82rnUlU78ynF7+0YpaXkbNPwmus+JQxfpxyFle3rCq3IHE4m78BzMYD3y8vKora0l3NUFBw4AMKG7m2HDhnH69Ok+FhKJITl37pxldbigLGIN8W+yp6eH48ePA/EsbBLHo1p/xNIR0bgzDzTmpDgUYqS5nQq/MuaIlUXinzwezyVllFTrYO+/0WjUsrwl096wg1uyfQwKh8PW7yTcS9a4wsJCy6on1h6x5Eg8UCAQsKxhsrBqJBLBH41SYWYQPF9ezo1LlwIwYoSRv23r1q1WtrqhwFEMYdfL5TE+QHx9pnp6x5gNJXJeEHL6569eY1+h/UxlJePPnmV4SwtFPT105OX1mdg4ub3pBCGB+hz7JEd9npMglMg1RjepLO7pYbg5wJyprMSjuIP1J0D1x2Eq96s8nx42jPL2doq6uxnW3s6pYFDbBnt7dfyqpY4LVRCy/15OgpDOPVE3qQzGYpageaGsjGheHl5be50EGScOU7lfLU8PG8bohgZ80Shjm5o4aJr41T7r5JaVKr9SJx2/dp7t1+i+p17tjsWoMf/ZtBUU0FFcjFcRNJwEKFUgcfr+k7lfLc8OH84k8x/i+IYGmsyVyFVu+nN70wlCKsc6fuV5yQhCTmOEnZNxJr9hn4+LlZXaMbG/MdQVhAYf6iKUCzJWi/RBbUMmFoCUtW8mTZrE9OnT8UWjhA8fxh+JMOr0ac6ePcvJkyetBAEiAMmkWl2/Tr4T+ZbVibq6xo66H41G+6ShTiculV8RhNKVTv8scAHD3Wm+5ny6kgxIfYXnYDBo/XYiaIpAFIvFLNdF+zIb4u5YUFBguQeKi11nZydT29vxm+86WlhovW/27NmAMQZv3rwZiKdcH0x0AoeBKUAdECTzcXeXggmALPWdyQVir0jXOIBjo0ZZ21PO5nZG9sln4pnXj40e7XDl0OG4yu/p0w5XZj/GnTtnJdVQ25VJqPWozXF+Rzc3U2xq446NGgVZMNE+Pia+/GPtqWxw6hk4yjo6GGFqvE+MHEk0w+4dLhKjGdhjbi8EihyuzQUsUbbXZ6wWcUS8Xk6Y2vxRra2Up5AhLRuRbfxCvB7DiWv7cxXzFCF2f1V2ROUIvwXAVZmsSBqQLf035y1CTlYfnaVCyiM1NSx97z0A5pw6xa6JEy3Nqlrag/DtGl5Vk2J/h077oQuItqfOVM/Ztc5qKdt1ZiAgwOGxY1Pmwsna42T1cXr24bFxz8+6Eyd4e9IkbRvkvsHgV0odv1I68SvlbA2/qXDhZO1xsvo4PdvO76szZlj11fGrtlu1Yto1gep7k+UXjD6cyIqhcqzjd66ycJ6d32S46M/tLZHVx+nZx02XCYC6+nqeNVci131/TmOEjl8pE2lH1e9BN0Y48Wuvm8/nY54iyCXi14kL4dC1CA0N1gIzMf453ww8l9nqXBLuMsswsG4I3yvfi7g+1dXVMWnSJAAOHTnCJFN5VHvwIO/4fJZrnH3R0GAwaFkT7AH6KsTVSr4XsSrY3enSjTuV7TcHcL+48iVawHkgWAt8wNy+A9h7yU9MDHFn6+rqosiM6xQ3OFm0NRKJWGOWpO+WsVOsRu3t7Za1R6xk0WiURaYrHcC2khLOmS6Qw0wPgRkzZlhj7TvvvAPE03cPFtYCj5jbdzK031W6ofbftRmrxRVsEdo/bpyVJnf+8eN4MpQX/lLhiUaZc/QoYKT9PWDmws80jo4ebWXnm3n8eO6mIY7FmHvkCGD45u6ZODGz9TFxetgwLpqD+tSTJym8xGw/mcR8c40GgN3mZCXTaC4t5X1zzYnx585Rabqe5iKykV8XibFS2f5gxmpx6ZgDTDa312JYu7IBu5Qx/IYc9gapARaZ21uB9zNYFxWXS/8ti0S4xhRwzxYUcMx0P880XiSeFCOX+c0nLghdBN7JYF1y1iKUqtbYfixUUMD+iROpO3SI8o4O5pw6xVbT3UjV8No15+J/KhoFSKzVV++za1GTjRGyWzPs2vW699+nzPxY90+cSKSgAH+KXCR7LpX7PcEgu2trWbR7NwWhEIuOH+etCRP68Au9Nec6foU/Hb/CsY7fRDyrMRZO/AJMuXCBalPDc3TsWDpLS8lLA5eXyrPP72fnlCks3bIFXzTKdUeOsHr2bEcrpsqxjl/7e1V+1Wvs/Np5tsewqBzb+R3T0kKtufDd6WHDaBw2rBe/Q8FlonO7pk5lrKkRXHLoEC9cdZWjFTOdY0QqMUK6PizXVHV1UWfGOjUWF3NqzBiCaeLJxeBgFUaa3AqMic4XyB4hIhV8Utn+7yF+t2jsZ86cCRjpkiV18p7OTh7Oz2d4VxcLL1wgGAhwyrTclJWVAfEUzD09PZaG32mhUfnm7d+GmvI53XhU2R4ov2K5ksVIW1paHJMUJIODwE5gNnAdRlD/vkt6YnKQ30AsQ2LdE8sQxC1AaqILMCxjcr9Y/B5uaiJg3vfW8OH0hEI0m5bEo6byedKkSZalUaxTa9cato1L5TERzgJvAzdicHst2eMWmQo+CJSa28+SPQstX3HYZAa8ASzblclQrYFDrbfanmzApjlzrO1lu3ZBDi5gp/K7Ocv4VeuzdPfunLRqZnP/fbeujqgpnNywdy/+HLRqLt29G6/53W2cOZOY69aW9egBfmVuF9JboMgVlAIfN7c7gV9nsC52xDweXjc9J3zAwzmYRjsP+Iy5HQF+kcG66PBTZfuPM1aLgcMbi/GYsvbay0rMaDbgJ8r2FzJWi0vDF5Xtnya8amhwxViEdLEJh2praSgtpaqlhVnvv8/kixc5Nny4pWGNxWJ9tLtOMRV2TW0sFuuj7VUzQyXK/hQMBvvVrvt8PiZeuMAsU9vbUFrKodpafGZb7fELqcZbDESDbo9NqK+p4f3hwxl7/jwTzp9n9pkz7Bk7the/0NtC4RRToeNXSh2/Uur4lec48TuyuZmFhw8D0FpQwC7TH1gXQ5ZqvMVArBj2GJALI0dysKaGKfX1VDc3c9WxY2wYP17Lr4433XtVvux+42qciP17UrlU+bVfo/Jb1t7Odfv3A9AVCPDenDkJY5xS4WmgcW3297aVl7Nr8mTmmFbj6w8cYNW0aYDRTwbKr1yr41dKHb+y78Sv1M3n81HQ3c1Nu408ZGGvl40O/KbCkxsjNPj4MfEJzp+Z+5lKLTsQfB4oN7d/xdAtlCgWnQULjHxq1dXVgBGrI1r8ixcv8i+hEB/EyLr18ZYW/hbD6ibflmjzz8L2zrIAACAASURBVJ07l9Iio3K/mjZ7MPAJ4uszPQucTHypFjJWSIppe9Y79ZhYTQoKCqzjYumyL8gaDAZpbm7myViMv+/poQT4Q+Bx4AyDC/md5DeQxVLVmB1pi1jxpY0FBQVWW2KxGPdHIkwxr1nr8/H2xYtw8aLFl7T/iOk2DzDK9CiShVh3796dtmx8dvwW+GdgBPBh4KtkNj19qrgZuNrcfo/Mxzld1oJQouBhiA8Ea665hg++9hoAH3z3Xb53991ENJMVO2QyEA6HrffJ4KlOiOyrxquTHSf3F3VgUc9Z9ff5uH/jRqs+q6+5Bm8wiDdBe5OdVDoJUPb7nRI4SH1XL17Mw88/b/F7cNy4XvwKT078ynt1/IIxqOn4lWsT8RwIBBwnlQ9s2WKZTN+86iooKMCfoL2pTCr7E6CkdErgoPI7pb4egHs2bWLbhAkD5lf2dfzKNTp+E/Gs68Mqv/dt20bA/Oezft48QsXFffi185zKdz8Q4V0t/X4/qxYvZo65ividW7awcepUugMBR+Fd5VjHrzxbx6/cp+PXzrPTGOH3+7l782YKzH/879bV0VZeTp7yGzglh0nmu3cxeNgHPA18CGPC+yfAP2W0RsmjCvgLczsCfGOI3ltYWMh8M6mJuCvJJPjAgQNW4oKGhgZOYVhRPgWUAY8XFvK4EgNyTImrSwXifidB+YFAIO3ucUXA3yr73/D7rYmcjC+qskI3Psl1sgaOjB0FBQWWS5ldAFQTC8iYo64/BIaAkJ+fTxfwhMfDn3R3kw887vXy2BB5LIhrm9QN4u2zK8lEcPb7/VZfKfT5+JriTvd4NMpJM6GPCEKqgC19RfrcNFNZduHCBc6cGRzxrwv4NvB/Maya/wd4cFDelH54MeoteDxTFVFwRbvGAWyeNYsL5qA1/eRJywKQ7Vh4+DBTxRpUVsa7s2ZluEZ67JwyhVNm0Pm4Cxe4Ye9g5pBJH2bU17PA1Pa0Fhayfr5uVYTM4+C4cVYGueHNzdyyfXuGa5Qcxp89y3X7DM/xzmCQtVdlZyLQk9XV7KqtBYw01He9+26Ga5QcqhsbWb5zJ2AkUVl1zTUZrpGLVPE14n7zf0PurCT/DeLWoF9grHuSjfgHjAklwKc7OpiSI66vXyVuDXrO4+G9LLXQ/iAvD8mv92g0alkAsh1fDIWoNYXHN71eVmW4PonwI+JWtg8Bt2SwLqngUxhLAwBsA57JYF0El41FyEmzq9Moy34kP5+VS5fySdNq8dDbb7P/Qx+ixQwi7O/9ukUmdStH26Grk+o2JBoXOaaWpR0dPPT229azXlqxAk9+fq/nJcNFqprzRPfrNMrWsWCQF265hU//138B8MCGDeweM8YSPhPBbuFRrSDJ8muvk8ovGJp0Hb8F3d08vDaezPGVpUuJFBYS1PShVPpcstbL/p7dy00wEODFW27hj3/+c7yxGHe++y7ba2o42c+aBzp+wejDqfIrz9PxC725DQQCBMJhHl292tLCvLp4Md1lZVp+++MiHda1RN+D9Lnfr1jB9KNH8UcirNixg521tUmtKaFa0FIdIxLVSdzeQM8vQJ7PxydWr8ZvamDXLFxIa1WVZW0baJ+z8+picLEb+H/A54Bi4AngViCbIy3vwHCFAmgB/tcQvFO+g7q6OqZOnQpAq5nl8bCp2Dxx4oRl0RAL7Nn8fL4bCvFXkQhB4PtNTSyORgnbBAv5rpKx7IjrlVifpG7pwvXA/zS3u4G/NL9Peyp+nRVI/e6lTZJYQM4VFhZaz1JdxdRSfZdYjVQ3Ydlu8Xj4OoYLlxdDKJ5PXPgcbHQrMT4yDtstWJI2vbi4mOLiYqb39PDX4vYHfBkIBINW3xHrz7x58wDD8nfaTKBw1sxAKAk6Fi5cyFtvvQXoU65fKtqAvwZ+Zu7/FCNBRTYnVpmI0R8EXyKeAS+TcP+jAbsmT2a7qfUt7urik6tX483SwHNvNMqjq1dbC1Bur61lz5QpGa6VM46OG8eGujoA8kMhHnvjjawNPPfEYjyydi0VpnvAgZoatipJH7IRp0eOZM1CQ8cSiEZ5bNUq8nuydL3pWIyH3nmHkaYbwomRI3nL/KeSrbhYUcHLixcDRhDtx199laIsTld+/6ZNjDcz8Z2trOR11xqUs/gKUG9u3wz8ZQbr0h/GEp+UgRHbNNhxIZeKb/j9HDCFgPmRCI9ncUKfYRjxVjJp+1vgSJZagwTfBzab29OBH2SwLv2hOBrl+xcuIA513/Z42J7l/P4CeMPcrsFIopCtNc7DSJpSbO7/GwNb+2owkLMWISctuc7X3x7Up2o3osEgz91+OxOfeILSjg5mnDzJhzdt4klz8qNCF1shz3ZaDNR+v87n3ikOQMoPb9jATNNftbWoiOduvx2/LX2uqjW2x744WcectMVOVhBVy63jF+DFFSuYcuIEVS0tTDx/nkfeeYcnbrwRbANNotiVSCSSMr9S6viV0s7vPdu2scDU+nTm5fHfd92FT8OvtF/HbzJcOvFr59luRVAD9YWL12+8kRnHjzPq/HlGNzby2Jo1/Ojmm4lptPe62BW1D6fKr52LRLFCgUCAm/fs4QYzQULI5+Opu+/Gl5+v7fNq+5Oxjg2kX+ssjWofFi7evvZa6o4dY8LJk1S1tvJHr7/Od+64w4rH0nGkxg/qxgin2CKnJAtO/F5z4AC37thhvNPj4am77jJi2zR9XjdGJPPduxahoUMzRprk1839f8CwFD2fsRrpUYARtD/S3H8J+PdBfqf0YwlOnzVrlmUJksQIUjY1NVnWAAmil378R62tvNLWhh/4c2BHNGpl7YNLS4HdkyaFVAAjQH6Cuf8OhmY9atZNvk1pWzQa7ZPERVJle73xxZxlIViJFero6LDGJftYIMe9Xq+VOEHGOnmOOq7J+z4bjfJ2ZycFwGPADoZeIJLfUH5zSY8uHPV0dvK9zk6mmtftCwR43OslYHr8SN8RnnabSWhGjBhh8XPeXGpBEihUV1db1qFt27YBva1U6UAMY3zYiRHr9iEMN9qvp/Ut6cG/AaKSO0LcspkNcP+jmWgvLOQXd99N2PxQlu3YwR1m580W3LF1K8vMSU7Y6+VX995Lez8ufNmCnrw8fvaBD9BtDsrX7N/PBzduzKqU2kt37+bOzYb+Kgr86o47aOrHhS9bEPH7+Y9777UWsZ197Bgfe+stPFnE79UHD/JBxaXzyVtv5XwSLmbZgJjXy3/dc4/lMjvl1Cn+cNWqrLIczz5+nEfejOvYnlm2jPfNTEYuchdvAP/b3PZiaFWXZq46fZCH4ecvfv9HgIczV52UsdXv508V4f6nwN2Zq04f+IH/BG4y909jZArLnpHHGfu9Xj6nJC74DvDRzFWnDzyxGN9qa2OFKcw1ezx8ZtgwerLcGiSox+BT+sPfAX+Uuepo8U3gEXO7HXgAw7UvW3DZWIRUq49dw6tqfe1WBVWDUT9+PM/ccgsPvvIKAPdt3ownFuMlJVBeF1sh70nkU6vCKUWuLg4gEAhALMYH3nuPu5VA7WduuYWTEycSQG/pSGSp0KWMTiZGQOVUx69co+NXuDg3ejS/ufNOPrZyJV7g1h078Hs8PHV1PIwyUexKJBJJmV97m3SxQrJ98969PPhOfG3jl5Yu5eCUKQQDgaQWt9Rx6mQtcuJX9nX8Cqc6fltGjuQ/77mHTz79NL5YjBv278fr9fIf119PVPlHr4tdUftwqvxKmSgWKxAIsPjAAT6+dq2leVl1zTXsrKsjqFjbEvGss44lYy1ysvqo+zp+7TzHYjE6Kiv55f3385nf/IZAOMzCo0fxrF7NT2+6ibBiGdLFD+rGCCeLUKI05bpYrEAgwNxjx/j0669bcUHr585l04IFvfhNxLOOp2SsRS6GDv8AzAI+gpE17EXgHsh4IHch8DvgNnO/BaNeF4fg3bJo6ty5cwEjFbJYgI4fPw7EY0AKCwstK4ZYB+TbDofD/KvXyyzgM9EoQYwFSj8MPJfG+so3nUpK5SCGO5xkBOsE7gNOYWR4k29RLE9icVDHF3vMTzQatTwCnGKL7GOWCrlPLCVi/fH7/RbPMg62trayMi+Pb4RC/GU0ig/4JeAD/iNpJtID4aehoQGA4vx8vtfdzcfMPhECvjR6NGeKiqg0f6+2trY+MUZiGQqHw9ax4uJi7Jg4cSJgpGGHuIUy3Wm1X8LI1CjxNz/G4PeHaX1L6vBgCEFi/YliCETZltLJtQjZsHnOHFbecIO1f++77/LxtWszFtPiD4f5xJo13L1pk3Vs5Q03sDnL41YSYde0aTx1883W/vLt2/nMa6+RN4grcDvBG43y0Dvv8KAZ1Ajw2qJFvLloUUbqc6k4OGECv7rjDiLmwH3d3r184fe/pzDNJvlk4YnFuHfTJh5ds8Za2PPtOXN4ecmSjNTnUnFi9Gh+cd99hMwJyILDh/nyCy9QYmoThxyxGLe+9x6fffVVSwjaMm0az918cx+3Uxe5jU8AL5jbRcDLwKczVhsYh+GiJUJQK3AnhutezsHj4UteL782v5kghoD35xms0ggMQVeEoC7gfmBTwjuyG3/j9fJjc1uEob8nczEt5bEY/93ZySPm3CMM/OWYMawzE0jkGr6FkUZb8APgexhcZwJFGEsAqC5wn8H4rrINnthgrfg0yJBsHCLh9/T09NGKyL56TkrRCvX09Fjbcl84HObGzZu5e80a633Hhw/nZ8uXc9L0wVW1JXb/f1WjnmhBVTUOIJEGu7qxkUdXrWKc6XsK8MJNN/HmokX4/X5LE2FfT0RdH0dXyn32c3l5eda2E5e6Y3aeVX5lX+X36h07eODVV63J8amKCn62YgXHbL67aqnjV0odv+AcOzayo4NPrFlD7alTFr9vLF7MKzfcYMVd5eXlafmV/UQ8q1za11wIBoOO/MpxHb9S6viV+8LhMLP37+cjL7xgTY7Pl5by8+XLOVJdTTgc1vILvS2kTguq2mOFdBaDqu5uHl6zhln1Eu4N78yfz8oVK6y4K7UP6/hNxLPKpe5Yf1zqxg3dGKHjF2DSwYM88uyzBE0FSWNREb9ctox9Y8da2lZ1bNCNEU4Lqur4tfNcFgrx0bfestK8A7w7fTpP33UXXhsnKqc6fvvjUjduXOMmYdBiMBecDQJPAfcqx36Osc5Q+vNSJcY9GDFAI8z9ZuAuDMFosCHfhCyaOnv2bADOnDnD1q1bgbjGXmJmCgoKrAxnUsp3FI1G6ezsNJ4djfJELMbHlPc9DXwWaLjEesv3I2OK09TrZozEE2PN/Q7gQa+XV5X19JwwevRoK4OeXC/r5Jw6dcriZyCorKxMeL/a92Vb1uqpqqoi3NPD1xob+bgZywXwe4xMg6cHXKPUcS2GIFZr7vcAX6utZVVVlbUWlPxO+fn5FoeSDVB+u9LSUut/gsQISSa+6dOnU1NjJL2XrHNvm67hHYOoOPs6RpyQYC3wceD4oL2xL+ZhWDJlUZcIhhD00yF6f6piTc4KQuvWGWvRpmOCLsfs5fSdO/nwSy9Zk50en4+XrrqKVXPnWv6jTi5b/bkWJXJ/CcZi3LJrF7dt3EhQgvn8fp668072mYO+pCKWbbVMx2Qn3RN0Hc+T9u/noytXWhnOIl4vr8yfzyvz59OdhMtWMq5bOhdEP3Dj7t3cs3Ej+aIN8np55tZb2S7Z12wpn+38yv5ABU4nfmU/lQm6jucxR47w8LPPUmz+k496PKydN4/nFyygw+YqpnPZSpZf4dbi2eNh8b59PLB+PUVme6IeDy8uW8bGxYvB49H23XQLnOlUkujKEfX1fPx3v6OsLe7t/E5dHc8uWkR7fn6vgGXdGJGMa5zWBdHjYeGhQzy4bh2lyj/U166/njeuuw5/grTwUqZL4Fy4UKJCXKgYTEEIDA3vN+itaT0OfIHBT6IwEsPVRY0BOoghGO0b5HcLqsy4wmuvvRaIfxvbt2+3XOLEVSs/Px+IL/QJfdNht7a2WoIQGBaKv8GItRCcwUj1+5tLqLe8X4Sz5ubmPskUKjHcID+rHHvf4+GhvDzesWWqrKiosNwCp5iZY0eZMYHTpk2z3iduYLJQ6rlz59hurjcnk/cTJ05Y++PHjwfgZtNzY7GZNEoWE21sbGT9+vVAPAmA8F5QUGBxKe/V4UsYblxirWjyeHi8vJxf5+XRYAoidoEvmWUdVIjAXFBQEBdqQiG+ar5f3n0O+JMxYzhkcifXCl+VlZVUVlYCcZ4kjbbP5+vDs6Cqqsrqo8LdJtOzZ7+ZMGiw8CjwrxiKEzCstV8B/oX42mSDgQKMlN5/hZHgAwwlyUMYFuyhQqpiTc7GCA0Fdk6fztmSEj720kuMbGwkGIlw38aNXL93L7+fP5+NU6aktVP5IhGuOXiQO7ZtY7iSd/5sRQVP3nMPp0aOtDrX5YD9kybxw4cf5qGVKxl7/jy+aJQ7t2zh2n37eHn+fN6ZNs1y8UoHvNEoCw8f5q6tW6k2tWMAF0tLefLuuzk+duxlxe+xmhp++Mgj/MHKlUw8fRpvLMaybdtYuG8fr86dy1szZ9KRxgxgnliMuUePcte2bdSYmjOA5qIifn3bbRytrSVwGblrnayu5gePPMKHn3+eqabV6/pdu5h/4ACvz5vH6pkzafOncYiNxZh14gR3bd3KJHPNCoD2/HyeuuUW9s2Ykb53uchaRDBSU7+HsahiKTAeWInhSvV1DC1wOlGFMXn8E6BEOf4cxqSrMc3vyyRiGBxux9BgVwHVwJMY7f866Z/UlQGfx/hdK5Tjb3g8fCo/n3OXWabG7wK7gP/weKiOxSiPxfjnxkY+4ffzdeD5NLe3KBbjU9Eof0bcigmwwePh44EA0YICaxHgywE/w1BM/BdGpsESDFe5z2G4Iz5FegWifOCTGELQWOX4exhC0OCKfZeOnLUIiWSdqgbdXobD4YRa33A4TDgcJhAKccvq1Vy/bZvlygXQVFTEuhkz2Dh1KufLyhK6bqnQucaNaGnh6v37uW7vXspNEyoYWvT1Cxfy8tKlYAYgqilz7dpeOafT7KaqXR+oBl3Hr1yj4xcg1t3NTW+9xbJNm/ApwZutBQWsnzGDjdOmcbq8PGV+wdAKVbW1sejAAa7fu5cq28Jmm+bO5aXly4mY5mxdSuL/z96bh8dxnWe+v94b+0IQAAkCJMF9lShRJEVKFEXJlkRrtWxpbCtO4kySm8ncmetZPM9MnIyTO/deO5PleiZOnGTGjpJJFNuytceStS+kuIsU9w3cCRAEsTfQe88fVd/p04XqQjcEEoBY7/PwKXZ3LafeOnVwznm/7z12/Fq5LHZ2fbTQOCcVU/9N59fKswrRisfZuGMH92zdSkCbZYuEQuxYvJgdixdzvqYGPB7b0LjR+K2KRLjt5Ek2HD6s1gcSfLR4MS/fdx9DpoVzPlv4gGZKYVc/x6JwjlXF1Ld2/MpW8ZtIsG7PHj777rtKYQSIBgLsXLSIHYsXc7quTvEr3BaiCHm9XsqHhljd1saGw4dpssw6Hpo3jxceeICB8nJHW3i9Dud7/4tVOG+e5Os/TRSutSKkYzbG2iH3Wr7fjWFX+yxjH6R4MEKIfpWsSYOgB/g3GGF51xtS78Q2+8SJEwAcPHhQtaezZhndMVEn+vv7lblCpekEKvv29/ePWE5AwsgaMWbW9VBEMOyK/xKjQ3mFsWM1Ru7XL2EMaAWDHg+/Hwrx14EAfVoYGcCDDxqedo899pgKO5N76ugwVm46fPiwCuOSUEBRi2pqapRCId/98IfGClCXL1/mW9/6FgCtra0AasFQUX3a2tqUCifGCNK+zJ49W4WGfWw63L7++usAfPjhh8q8QlCLkdD/JQsvJzwevp/J8Ay5IXPSxhUSHgiwEiMs7FfMawmiHg/fr6/npcWLSXs8DA4OKp6kDkg4W0lJiVLcRJUSReeyNiElbbsoSX6/nzlz5gCGtTtkFbgPNPfUa4kKjNyhX7d8fxojtPXvgXOf4PxLMMwPfpWsdT4YoYZ/iDFpMBHZ364idA2QCAR4cfNmdi1fzufeeYdFpjxaHYmwZfdutuzezcXaWo42NXGqsZELNTVcqay0VTO86TTT+/uZ1dPDvMuXWXzhAk028bbHZ8/m5bvu4srMmcCn+0GlfD5eu+MO9i5ZwpZ332W5mfNQMTzMZ/fu5bN799JRXc2RpiZONjZyobaWzqoqW3496TR1AwM09fQwr6ODxZcu0aKpE4K2mTN5+e67aTdjeD/N/Ga8Xt69/Xb2LljAlvff52azES+Lxdi8fz+b9+/nSmUlR2bN4mRjI+dNfhN2axBlMtQKv5cvs+jSJeaajjg6ztfX88qmTZxqaVF/vD6tyHg8fLh6Nfvnz+f+99/n1sOH8WYyhBMJNh48yMaDB+kpK+NwczMnGhs5X1dHR2WlMlzQ4clkqIlEaOrpodXkt7WjY4SrTfu0afzTXXdxtLX1U8+vi/w4C3wGeBz4Ntmch9Xmvz8H3gfeBrZjGBlcGnkawAhrWQysAu7EMEGwmq/HMTpQ3wJGtqqfPnRguLQ9gNGxW25+vwKjA/9d4EMMJe5DDH4vYKhKVoSARRj5E8Jvs2WfFPDjUIj/f/p0jvZfz6yviUE3hvXzz5ub+Q+dnSwzB6cLMhn+GKMTvwOD323A0Uwmb65LEFgA3ATcgcFvq81+PwsE+Ku5c7kYDFL3KYpQsMMAhqHK/8DgUmzA5mIYK/y/wF4Mi/6tGCrdaeyt2f0Y7ctK8zyfxajPVryIYTJyfLxu4jpgyipCe/bsAYqfQbfO7OqzvtbZX1GEIDsTkEwmablwgbu2b2dJW1uOQqQjDQyWljIcDJLyevGl05TE45QPDeW16kt7PBxpbeXddeu4ZM4k5FsMVJ9Bt86k2+VbFDq7PlqO0Ggz6Hb8Wrm0KhZ68n4ymWRmRwcbt29nxYkTOQrRCH5LSogGgyR9PnzpNOF4nIrh4bzPBODYnDm8u24dbS0t+G0WnrUqFrqKYVV/nGbQnX5zyhEqRMXUVR+rMqQrnNZ6LRzXtrdz1/btrDx2jIBD3PVAOMxwKKT4DSYSVA4N4XPg92RzM++vXcux1lZlOGG3GKhVZdOVCrucrGIUTqccoUJUTL0O2/Erv+Xjt+rKFTbu2MGqQ4dUfqEdBsNhhkx+vZkMIeHXYW2iszNm8N7atRxeuFAZTtjVYTt+haN8OW+FKpzC7/Ll0i10oeN6KkI6fMCTGLlDtzjsFwMuY6znkcQYANWSO2NuRT+G+vNHGOuWTAQkF2PTpk1AduZ937596rPkBklOh55XYrWyFwwMDIzI4Yta8nHAUMgexejk3e5QzgTGAGoQg98wRrhbncMxQx4PPysp4bvBIKd9vpx8E1F7Hn/8cQAeeugh9f2BAwcAwwABssn86XRaHSf3LYuI6qrMZz7zGQB2m0tz1NXV8Vu/ZaxC88ILhnn4yy+/rH4Dgz9J9hf1RNrJYDCobKStz8Ln86lySv9NTK/6zUHfA8B/wHmdrARG/R00/x/C4He6wzFRDPXuO8BhsoqhLHja39+vyibtnLSZmUxG5aWJ2iXPp729XSlH1sWzBwYGVJ2VXCExT3j1VSO4stNmEvFaYhMGv/c77JPC4HcAY+IjhBG6OZ38NtMJDDe47wCTYfVNVxG6Djg3axZ/89hjVA0McNOhQ6w4eZI5piQt8AKVQ0M5ycz5cGbGDA7Mm8f+Zcvoq6gwXOOuUdmnAi41NvL3Dz1EeSTCTYcPs+LkSeZeupQzwPEClcPDVGpJrvlwvr6eA/Pns2/pUnqqq2/4dVA6p0/nH7ds4cW772bFkSOsPHGCeRcujBjgVESjVNh0CKy4VFen6u+V2tobnt+rNTU8d//9vLxxIyuOHGHFyZMsOH8ev6UDVh6NUl4Av5drajg4fz57Fy+ms6HhhufXhT1SGDkB/4CxuOk/w7BbnmfZL4RhfT0ahoFfYKyp81MM57IbGRmMhWOfw1CGvozB72LLfgFGKj12iAHv+f28EgzyamUlA16vmry5UfFz4Bc+HwszGb7q9/NgMslyy8RQgNw8lHxIAu9gdNB/xPVZ22qy4x3z3xzgKxgD+9WWfXzAzALOlQI+AJ7HaHOu75BufDFlFSFxPdHzAGRmtpAZdLtYf7uZdOvia3Z2uOl0mpLhYVrOn2fW5cvUd3VR099P5eAgwUQCfypF0ucjHgjQX15OT2UlnXV1XJoxgzNNTcTMWQY7K2LrIpVOs75OzlB2M+hynJ0zVD43s2QyWdAMul0+UD6lIpFIOPILEBB+Ozpo0PgNxeP4UylSwm9ZGb2VlVyuq+NifT3nWloYNmeo7KyInfiV7/PltYw2u27Hr2yd+JXvnVTMfPlWdkqFXR228uuPRmm5eJGm9nYaurqo7eujcnCQcDyOP5k0+PX7GSgvp7eigs5p07jY0MC55mYGysvxer157eB1jp2UNyd3vnwqpm4jb/3NzlHSro3Ip2La5VvZqcVObYR854vFaG5vZ9bFizR0dTGtt1fV30AyScrrJREIMFBWRl95OZfr6mivr+dMczP9lZWKQzs7eLs6nE95c3Lns1Mx9Tps/W2Ja85gi2IUIT1XtFhXrEIxGyMU6yaMmP5ZGPH8pRgzocNAL0YuxkmM8K4PgV0YM8KTBeJeJrlBomIcPHgQMN4HcTyTd1Nm68vKypTKI/bIDQ1GVkMmk1G5HoXmnuhowuD3ZmApBr+NGPwGMPgd8Hi4mMnQhsHvdoz1gJym8davXw/AI48YGUqiYkjOTldXl7o/p8VaJU9K3Or0v+GSbyXq2qJFi5hphuM//fTTOdcT9WRgYEC1eZIjpPJ9MxnV1grfoghNmzZN5SSJuiQK1nvvvQfAK6+8olQSaXvmhsPcnkqxJBplcSZDM0bIZilGOFwUQ7G8BJwBTgaD7Pb5eD+RIOLxqLLqEKWmsbFRfSdtteRPSbuYTqeVuiX3JLlYGc2n1AAAIABJREFUg4OD6jjhVPYJBoOKH1lYVfg+ftwIHBP344lEHUao2y0YdtctGPyWYfAbw1CHhN9DGDmI2xjdsn8siwiPB24Y+2xp/Jw6jk4W2XZmCdYOpNN6K9aBkPwfCnsI+h9A69ZuTRa78Jd8nR27Dnoh1tp6p7KQjqOTRbZdMr8dv8KlE7+yLZZfIKeD7rQmS74QObsBp10HvRBrbb1T6cSv8OVkkZ3PLEHvoFtDtpzWvtK3xfIrW6d1sWRrx6/w5RSCWIi1tnXgWcjg3cki284sQefWiV/Z2vELo9dhO35l68Sv8OA04Mw3STKatbaVX0kgdpGLiQqN+zSjoaFB2TlLR1PCqqTjXFZWpkKPpI7qawfJgECezxwt/FxCzAYsxgTjAbmevD/y3tx6663qNwljk/C10tJSZYQg7Yx0vsXIwefzqbbGGqIWj8dHtEfSmQ8Gg+qcLS0tOdetq6tTHOzcmbt0qwykent7Vbsg59TXQsvXP/B6veo+ZXAkgzsJPevr61ODg9deew3IDsTi8bi6jrR10k7p6/LIsxckk0lVdgnbk3uUgWR1dbUaFAmXMmAuKytTPMl1xPRA79fIuWSbyWTUuSSkTgZC8nnHjh3quboYPxQ7rPl0eTK6cOHChQsXLly4cOHCRQGYsqkoMiMhsLP9LWRU6PV6886++ny+vLO+dkpF2hLL6mQ/bHc9p1lfmU0qJPHcabHVQhOprWW3s/0tlF+573zKjJ3yZjeTXiy/cq1ClDc7fmXrFIKYz8J8NDMLJ35lWyy/1vvV+YXClAqd40L5tV43nzLk9/sLMv9wWmy1GDMLvfz5rNdH49iOX9k68SvXLJZf/VrW68nWiV/5XEwIop2FeSFmFi5cXGtI3W5ubqbbdFc9dOgQkJ2xFzWhoqJC1VF5h6SuNjQ0KDtoMQs4cuQIYMzyj3dgjLw3lZWVKhzsllsMC4t77rkHgPr6eqUeSJsh99jT08N5c20yUbJUGLN5br3PI7/pYbLCgSjjoszo77KoTqKY9Pf3510IVdSQVCqlriNtn359UeGsBhR6JMPFixeBrP20KEtVVVXKDEOUs+effx4wlBa5Fwktk+uXlZWp+xVFSMLS0um0euai5Ei9knJ3dXWp+7aGWvt8PhXCpy/SKte1RnfIuROJxAgOxBRi+nTD2mHevHmKgykanPWpgKsIuXDhwoULFy5cuHDh4obDlFWEdGtDfWv9fz7oC0PmU4RSqdQIy81CclcKXZDyWuYBOM36OqlF+mxTvnspll/Z2vEr91SIIlQsv/muO165WE5cOqlFfr9/1MVhC80hsVvg1I5f/fNouSvF8mu9rlOuUDG5WIXUWTu1yK4OF8uv3JvdfcrWiV+5fr7coEIXVL2WuVjFtA12CqcLF9caklRfV1enbLIlp0KMEQRer1fN4lvzJCsrK1m4cCEAZ86cAeAXv/gFYCgd45XXJUn4Yi2/YMEClX8jW7FpPnbs2IgcH1FtdCMfUSjkN8lv0ZUZefelTdFzHwWiukgZ9f1FfSotLVVqxenTp4Fs2yXl6OrqUsqO5NzIebya852UTZ5JNBq1tSWHbF7NwMDAiMiPpqYmdX25jtyDtEX19fXqelJ+yUOCrAL1xhtvANk6pBvOyHWljLqSJRAORR2Lx+OqjZT8J1F94vG4Kp/UL8lnkzJOnz5d1QtROF1cf7iKkAsXLly4cOHChQsXLm44TNmpPWseQLEz2dcid2U8FaHxygOwm/11UjjyKW3FzmQXm7vixK9sx1sRGo9crHyz607PwO/3O/JbyL1dq9yV8VSE7OrwWHKx7BROp2dgV4fHUneuRf7geCpC45WLZadwFtKmuHBxrSH5NcPDw2o2XVQIcfKS2f2BgQGVyyEQNeLSpUu8+OKLAJw9exbIqhDjAVEfHnjgASCrCF29enXE2kCi6OgOdfJuidKSTqeVAiNtgJ29utU9VPKJYrGYyvuRPCDJpdLPIwrHqVOn1LU2bNgAZBWOc+fOAVkVJhwOK0VEV4LAUG2sDp1yXDqdHtGuWI/3er0jcmak/DU1NYpnsaPWc6LkeQoHYgnu8/m47bbbgGx9+tGPfpRzb7oiKPVL6k4qlVLnErVH/zsmCpLkDYn99uDgoHoucr/igCfPdsWKFcqWXBaZzaeaubh2mLJ/0aydHTvYDTqcOsrWDmShIVujhTnlK9tYBkKfNPHcyT5X7+wUci92XDp1lO34hbEPhJww1oHQJ008d7Iw148fK7+yzddR1jvoxYRsOYWRFVK2QgdCn9T8w8nCPN8f2dE4LoRnuzaimLDZYtuITzIQGuuAczQLc+v+LqYuPB7PpE7Ols6vdKIvXryoOo/SUZVwJ+kAJxKJHJMCyHZOE4kEbW1tQDY8SYdwIde48847ASN06fDhwwDqeHnvpBwLFizgi1/8IpAN49qxYwdgGDOIVbLVvtvr9Y54BtKGJJNJtb/A+t5VVFSoAYn1fYesRbNwYL2GDgnLGhgY4IknngDgc5/7HABvvfUWkLs+jhgLyPXlGQwNDSl+5NnJYCudTqvv5DgZWAiXsi9kn4UeyidhavJ8dftsKYMYTshATO/HrVixAoCvf/3rALz66qsAbN++XR0vA0i5RjQaVeeUraxB1dLSogY3Ysgg4ZylpaVqECzPWT6fPHlSnUfC5GT9JqlnLq4f3NA4Fy5cuHDhwoULFy5c3HCYsopQIbOSutxpTYYsRKlIJpMjVoufKEVIPtspFXaz7NZFJotNPC9GFbD7XIhSoVtvTrQiZMevfM6nYuiLTBabeH4t+IVcpcJqbTrRipDX63Wss3b8yj5jMf8olmM7vp3UYid+ZXs9FSG9Djspb3b8QvHmHy6mLiazGgTZWXk99EtmzKW+ijog9TiTyaj/60oQGCFJdkoQGKqPLMQqStRv/MZvAEaom5g07N27F8gqO6KK3HLLLUo9EQOGEydOAFmDBMiqAXKtVCqlZv9FaZB7q6urU+2JKDFyvLy/VVVVSjXRFxSV+xclxbrgp96uWcPJ5s2bx/r163POJc9AzBMuXLgwQt3SjWOs7a+ULZ1Oq+dhNRjQ2zT5TdQhud9IJKKuK2qX/Nbf36/C14RD4U1f9FSUr7vuuguAJUuWAIYy9POf/xwwTCwgqxx6PB51vEBUICm/zqHsW1dXp56BcHHw4EEg+yzPnDmj7rO+vh5wFaGJgKsIuXDhwoULFy5cuHDh4obDDaEI2SWXy6hdt8F1snUuRKkY64Kq1zMPoNAFFceqCtjxC7lWn3a2w6Mt8JnJZMa8oOr1zMUqZHZdN0twgpPBhx2/8jmfrXMhSsVYF1QdTXmT8lwL8498uVhjVWb1OmzHr3x24le2xfKrX9+uTNc6F6sQhdM1S3BxrSD1XGbaRSlJJpNKrZF9RGmQrcfjUe+iKA+iANipQZKX8sQTT/DUU0/lnEvq+NatW1WOkOSzWGf5z507N0ItEmOCYDA4oky6UiEQBUvP8RHky0W02mMDOTkp1kVWhTf9/ZX7lXJLfgvAe++9B8C2bdtyzjM0NKSUKGkT5Hg9SkLMIKzRFnb3KftGIhH17K3lj8fjI3JtBPripbqBgnAhCpJshTtRGb/2ta8pQ4Uf/OAHALzzzjvq/KJQ6gYXYNQvMUeQ6wqSySS9vb059y4KoRhCdHZ2qoV+Z82aBWRt4cXUw8W1h6sIuXDhwoULFy5cuHDh4obDlJ3ac1KE8rlA6f8v1GXrk9g6F2qfPVZFaKx5AIXM+jqhWH7B2WWrUEVorPbZn0QRGmsu1mjK22iwqx/6b8U4HY7V1rkY++yxKkJjzcUqRHlzgl39sP5WqNPhWK31i7HPHqsiNNZcrEKUNxcuxhuSJzF//nwg66514cIFVSdFkREVQhQWvV7KdzIjb4c5c+YA8NRTT6lZ/SNHjgDZRVfPnz+v8mjkPRFVQcpz+vRp9S6LEiSqRmdn5wilQFSqUCg0YkFSuZaoT5BVL6Sd0VUNuT/5TedIVCZpO0RRi0ajql0SzhobGwEjX0pyoiRnRtQLyW0aGhpS7aG1LYnH4+q5SLnlunZLDshz0hUl6/1KWf1+v7oXnR85TvaXnCa5t5KSkhF5ZRcuXACyuVyVlZUsWrQIgG9+85sASqn52c9+psopPAnv0Wg0p+x6uYUryFpqL1iwAMg+787OTpVvJHVfXORcRej64VMzEBqt82AN2XJKLnfqoMtveqhLIR10K5wGQh6PZ0QCdDFrsui/WTs2o63Jkq+TU8gATg/Zckoud7JztuNXPo/VLCFf6JPP5xt1wDla4rkdv+Bs62zHcSEDOL0OOxl8jNZBT6VStvzKdixhe3bhp3Z1uJgOut3g3cnyuVh+85Xbrs7atRFO/EJueEqxbUQhbZlTG1HIJIldG+Fku+8OhFxca0hnWzqFEhp3+fJlFQ4lYVlWi23dnlkS56VTXFZWNiLB/7777gOMDuwPf/hDAA4dOgRkQ6GCwaAa1EgnWgYruq2zrF8k74ZuP2/t9EubMH36dDVYEetlKWN1dbU6lzWMTAZCyWRS3adAQq/C4bDiy85a29oOS3kHBwdVKKAM2GSwpg8spINv/VsDI9sj4S2TyYy4nnChDyLk3Fazh1gspp6dcCn7eL1e9azl+ci5S0tL1XHymwzuZEDT39/P/v37AVSI3Be+8AXAGOiKhbgYG0id6O/vHzFQlvJGo9ERoXzChV5uGdTJeWTQpE9quri2cEPjXLhw4cKFCxcuXLhwccNhyipCMrLWt/J/GZHrn2W2QF+wTD7nUyome2icVQ7XPxejrNiV045f2drxC8bsmx2/8jlfyNZkDo1LpVK2/MrnQpSVYvkVvuz4leva8Sufp1JonF2dtfI9mrKST12xaxvs2gg7fmWffPV5qoTG2XFqx6+Ut5i2zFWGXIwnampq1EKVEprW0dEBGDPo1jot0O2k5V3QTRZkK+/ijBkzAFi9ejVgLKYp15OwJKnbiURCzdQLZOZfVAmPxzNC7ZFZ/Xg8rtQia3sRj8fzqj6xWGzEYpyiIkg71d/fr9oF3UJc7lfec9lf7L5jsZg6l9ybKB2BQECpUtaQPr0tkevpJgcC63OSMlVVVY24B7mW1eBHP05+6+/vV79b7dEjkUjOgq+QVcf8fr9SEUV9EfMM+RwIBJRKJCFpmzdvBuDzn/+8Uo4++ugjIKtK6n0eK1/RaFSpd3K/sgiwHFNSUsKVK1eArD25mCU0Njaq/V1cW7iKkAsXLly4cOHChQsXLm44fCoVIadZX+tvhc76Tmb7bOusbzqdHjFbW2wOiJNi4aS82fErZXRS3iazfbYdv5A7I15sDshoipBTndV/K0Z5m8z22bpSMR78gnPb4FRn9c/FKG+T2T5br8N2/Ep5iuHXVYRcjCcaGhrUrP7Ro0eBbA5HeXm5qm9S30VNkLrq8/mUQmF9pwGampoA+Pf//t+r/QEOHz6sFBxRYSQ/Rl/qwLp4qL6gsigikt8iioWedyffyfvX39+vvrO+y7o9tDUJX18EVc9FEp4gm+MEWTVC4PP5cpQj/Rp+v1/tL+W0KjzDw8NqH+FEru/xeNRxov7o7Xo+62+5vg7rAqm6kYLVEEFfyFXKJPvoKpOoYlLPdBVJVDFREyVX6qmnnlJK4e/+7u8CWfUmFArl5DBZ79vafgv09lmepyhRkh/X3NysVCrrgq4uxheuIuTChQsXLly4cOHChYsbDp9qRchudr2YPAA9rngseQBOKDZ3xboomc/nGzFjU6gr2GjlgsIUIbvZ9WJysfQZtbHkYhVyH6MpFU78ynXt+JVyjPXZF6II5VM4C83F0vnV97FThOxysUa7B31biFLh9Xpt+ZXPxTgzFlK2QtuGseZiOfErW6dcrELuoRi1WK/DdvzK50LyBwspmwsX4wGZia+trVXuaaIGyG8lJSUjFvEU9UXqtp5XY80jampq4hvf+AYAq1atArL20NFoNMc1DbLtg27ZbFVK9AU7pSyiJoiNttfrVfvL8br6YlWV5bd4PK6Os7pZ6rlJoj7I9STHqqysTB0vioOePyXnEPVB9q2oqFBqklhLiyon19LdVgXCRTqdVueWe9LbCzmHPEtre6zvL+cR6KqP9fmKsgYjFz2tqKhQ3MnztbbrHo9HtX3WBVmDwSDr1q0D4Otf/zoAzz33HABvvfWWKrscJ3lBHo9HqZZSr6U+W+syZJ+TqE3Nzc1K4XOygXfxyeEqQi5cuHDhwoULFy5cuLjh8KlUhGTmRY/5v555ANdCESrEZcsptyLfZ7tygbNSYcevbK9HLta1UIQKcdkaD36lTKMpQvF43JZf+GS5WHIfE6EIjeZ06JS7Yvf/0crmpAjpdbiQ3MLxzsW6FopQIU6HTvmDhZRLL5MLF+MBWZMFsiqEzI6LwpFOp9VMvzX3RJBMJpUyY80n/cpXvsLGjRsB2LVrFwCXLl0CcvNTxGlMVwes57Suj5NKpdR3uguZ7CP3Ys3ziMfjI/626OqCqBy6QxlkVYXS0lKlGNTW1gJZZSQcDqv7kq3uuCaqjywqK/kw1dXV3H777UD2GezduzeHE/3+rMpQLBYbcb+66iKKTL61zPT2WNQ9vX2zXlffV64nv+nOdvJcrK5zso++BqKsTzVv3jx1jBz32GOPAVl3we7ubnbu3Jlzv3reVb68JZ0TeZ5Sz6ReNjY2qvooilIh7bOL4jFlB0J2nUSpZNcy8bxYi1wrPqmts1MH3ckCuZAOmF6mfJ3weDx+TRPPx2JTbr0H67aYgZBTB93JArlQfmXrxK98vhbmH1D4QKgY++xCB0JOHXSnOlssv1a+7Pi1/jZe5h/F2pTb3ccnGQg5TZKM1jYUw68LF58EUn9lYNPR0aE6rDI4kt+GhoZG2Elbw9nC4bDqMAqeeOIJAB566CHa2tqAbOiRXEOfHJBzS2de7wRLWSRkS9oG3XxAQphkH/3vh9yv3l7I+ymdYLmuvqCq3LeEWcl9l5eXq3uQrXSqo9Go4sW6EK2cX4eUd3h4WHXEpdwLFizI4ebixYuqnLLVQxKti5fKeerr69WATbgTvuzCka1tkV3YnTwT/e+8DPJ0a22rgYN1ceiamhpVtsbGRgBmzpwJGAMpuZ7wJuGVTz31lKqzYvAhdulVVVXquchzthp8VFdXK6MOsdGW8129enXEQuJWkwkX4wM3NM6FCxcuXLhw4cKFCxc3HKasIlTILHkhied2itBYF6ccT0XIaYFPyJ1psrPoHcusvl6mQmbJC0k8t1OExro45XgrQqMt8CnXzWeBPNZFMfXQOCelshDzDzvFYrTQOCe78vFUhApZBNju+RYSRua0MLFdHc7H92jmH/kUIafQOCflbTwVoUIWAba7frH85iuTCxefBLpJAsCpU6dUXZRZfet7B7k2zpBtS7xerzp+0aJFAPzSL/0SYMyuv/jiizn7y+x+IpEYUaflenINHfKe6eFvurmCDj1UzKospdNpdR35Tp/xz2djLe9/KBSirq4OQG3lt2g0qlQmPYRPznfu3Lmcc4oK0tnZqRQzsW6W8EQxVmhsbFSqhTxDQSKRUM/AaoxTUlKiOBderQuyxmIxpVxZQ/rs+kXWe9O/080pdKMHfSuqz6xZs9TxojqdOnUKMBTHm2++Oed+5T7Wr1/P22+/DWQVIUEwGByhYOmqHBjPXc4ldUE46e3tVdwLF64idG3gKkIuXLhw4cKFCxcuXLi44TBlFaFiZnbHOus71jwAwWgLUo4ld0W3wS1GicpXBv2zrp4Uo66NVXkbay6WoNAFPwtRhPLZOheqRDmVw25234lf2X5S5c0pV8gpF0tQKL+yLSR3xY5fudZ48qvf91jbhmuZi+V0n6O1EaPlD+pW5MUoUfnKIJ+t/LpwMRZIPRIVQ+ptMpkcMWNuVUUgW9+lHut5RPLd7Nmzc44/cOCAWiR1xowZQHbmP5lMqjotx4sFciQSUWqFdYFOMSqAbPsg96Yv4mmFrmZIGeS+RXHw+XwjlA25TylbdXW14jBfjpJ+PT1XSRQdUX/k3PF4fITFtPAm5dCNfIQ3UfX6+/tH8CTXjUajSmWyWlTLPdnxpCtCoozI8XoekuTjCG96npacQ/htbm4GsvUklUrR3t4OZBUZvV7eeuutQNZIQTiqrKxU57CDbpwAWaVT1Dq9nFYzjWAwqFQ4sWWX+3UxvnD/orlw4cKFCxcuXLhw4eKGw5RVhKwWzsXmAdjZ5453HoATrmXuymjXzTeDrn9nxy8UnotlZ7E93rlYo92n3JuTUuHEr2yL5Ve2+WbQPR6PI7/y2UmpyGdhPloulmwLycUq5D6vRe5KIde1UzGt++gcjSUXy87CfDxzsQq5z2uRP1jIdQtpI1y4GAukLskioB0dHYDxvsl3Al19sb7n1hwhed/1a5w9exYwlBJx55J3QdSJcDislAJ5z/W8HFFLBPKe6UqNlFNm7OU8gUAgx55bv6fa2lqlBlgXAQ2Hw+r8so/VDru0tFS9i3K8OI+l0+kR7ZF+fWsbKYqM7rwn7Zvck5xHz/UUyD49PT0jLKL1dtXOEluuK5/lfq0L0JaUlIxYMFfO7fV6lbpkrQ9+v189e7HEtio7nZ2dqj7I9XUFTVQxqzoWDodZvnw5APPnzwfg5MmTal9dNYRsbpGUsaurawQnckwwGFRKoZRX3hXXRnt8MWUHQtYXwWndldHsc506O9aGsdiBkPzfLtSkkIGQVUIej5Atp9A4a+fOaeDo1EEvJgQxkUg48ivbfJ3ITCaT955GGwg58SvnHuv6Rfm+0wfYTgNHpw56MSGIdnW4mIGQXR0uZiCkczxeIVuj8Sv3KffvtPZVvkmSQkMQndqIQgZChfIrWyd+5RqfNGzWKTTOGsLhwkUxkE6ddAClA6q3XVLXZJ9YLKbeKwmBkhA36VxK+BBkk9/lPRgeHh6x9oxulX316lVg5Bo0eoibdNalHBLelMlk1G8S+qRPTugDNMi+p/pv1vfdzrZbBisyaEsmk6rc1rWO9MGKcKqHy8mAU/aXMlVUVKiBkHWCRQYB1kGQjrKyMlU+OY/wrXNpTfqXe4tGoyMGQDIYyGQy6h7kfuU3r9erfpPnqt9TU1NTzn1LXblw4QKQG9InA2wZ3M2ZM0fxJCGFgsrKSu6+++6c47773e8CxiBc1iuSe5d7kjrb09MzwkhBD+0WnsQ0QdbZcnoGLoqHGxrnwoULFy5cuHDhwoWLGw5TVhGyC/9xUhzyKRW6kjTWxHMVdpJKUTM4SGNXF7UDA1REIoTicVI+H75UilgwyEBZGd0VFXTU1dFXWQnaTKvdwpPWxFA7paKYkCKv15t3Bl2fbc4XXuWkONgpFYWEJxWSeJ7JZEinUlRFIorfysFBwokEKa8XXypFPBDI8jttGj2VlXi0MACn5H0n6+Zi+ZXPdvzK9Z34zceXnVJRSIhoIeYUmUwGMhnKzPo7rb+fqkiEcDxOyuvFn0oRCwQYKC2l1+T3amUlHrOeejyeUQ0+nKybCw3Z0vmVrR2/1vu349fKl10bUUiIqFMbkcMvUDI4yIyrV6nr66MiEqEkFiNt8hv3+xW/l6dNo6uqCjR+5d6c+BUui+VXrmHHr9yTlV8XUwd+YAGwFJgFNAAlQBTwAX3AJeAkcBDouYZlEcti64Kf4XBY1VNrwn0kElEz/FZjAzEIiMViKjxp9erVOfukUqkR9VYS0aPRqFpE1BoiHYlERnwns/r6IpeZRIIZQ0PMjkSoGx6mJh4nlEqR8HggnWbI7+dqMEh7aSkXkkn6QyG8Xu8Ia2xRUzwej7pfgXAi9zQ8PJz3/R4aGhqhKEn4XCgUUgpMZ2cnkDUPaGxsVNbaLS0tOdeTsDvILhoqipRwEg6HR6jYemihVQmS3+T4aDQ6wmAgk8ngzWSo7e5mWXc306NRamIxwqkUmWAQXzpNLBymJxyms6yMUyUl9IZCBMzjy8rKVB3TFSDIqla6WiZlFI4WLVqkFBzZX2+PRW360pe+lMPT9773vRGL/4qSJcrUjBkzRqhM8tx6e3uVWjpnzhwApk+fDmRD5MYLHmA2sMzcNgJlQAKj7RgA2oEzGO3DpXG9+sRjyg6EJgvKIxGWnTrF4rNnab14kQqbdQdSXi8+m47IQEkJbU1NHJszh4OtrQybkr+LLEqHh1na1saS06dpvXiRKs1tRZCP30goxOmmJo7OmcOhefMYNEMyXGQRjsVYevo0S9raaL14kRqzc6IjH7/DwSCnZ87kWEsLB+fPp990DnKRRTAeZ/GZMyxta2PexYtMs/zRg/z8RgMBzs6YofjtMuPcXbgoBEuAR4F7gXVAqc0+CSBg8/1x4F3gZeAXGAMmF7mYMTjIuo4ObrpyhcU9PZTahCslPR78NuGoHaWlHJ42jV0NDeytryfhTi6MQP3QEOs6Olh15QqLu7spswnJzcfvlZISjtTVsbexkXPu331bzAQeAe4H7gDs/nrnax/agfeAf8JoI7pt9plK8GSmaNbVzp07gexsUjwez7F31Lf6zK5165Tzki/x3JPJsPjECTYcPMjic+fwjgOFaY+Hoy0tbF2+nKMLFuA1Z5v8ebaBQEDNGFmTBIPB4IjEStnH7jc9Flf+L/zo/MrWjt98vznlvORNPM9kWHD6NBsOHGDZ6dP4xqmKHp81i63Ll3No0SLSpvrlxK9s7fiVrR2/1t+ssc7BYNCRX9na8Wv9zSnnJa85RTLJnHPnuOPAAVacOkWgALWgELTNmMHW5cv5eMkSQwW1KBd+v9+WX9na8StbO35la8cv5NbhfO+/rmLa/eaUd+hk/tHS3s76ffu4+eRJguOUU3O2vp4Ply/no2XLSGhqpl0dtuNXfsv3/uuJ3XZbK7+yyKCLXEykmUQZ8CvArwM3jdM5B4B/BL4H7P+E55ozZw4rVqwAYO/evQBcvHgRMHI5RNmQ3ApRDAYHB0fhgNXbAAAgAElEQVS0HTKLL9tYLMZXv/pVAB599FEADh8+DEBbW5s6p7S5+nOSmXqr2hSLxdT5e3t7CaZS3NPezkOXL7PUZtJoLIj5fHw4cyavtrZyzlTL9CUWpJxy35L4X1tbq8prNTjQc230BVwBmpqa1DmPHz8OwObNmwFjEdE33ngDgCeeeALIqhB79uwBjGR+KYuoTLqxgyh01mcZj8dHqB9SNskb8yaT3HzsGJ9pa2OxqTZ9UiS8Xj6aM4d3lyzhyPTp4PEoNVKeu77oqtQzUWFuv/121daKcigoKSmhtbUVyFpxv/nmmwD8wR/8gXouYi8ueUSV2qS3qGsCuf7ly5cVz2LfLcfv3LmzIJXfCh/weeA3gXuKPtoeSeAl4PsYkyaTAcUOa1xFqAh4MhluOXqUe3fsoLF75Bg4EgxyuqGBC7W1dFZV0VtaypDmGFMaj1M9NER9Xx+zurtpvXyZUrMB8WYyLD17lqVnz9JRW8ubt9/O/sWLr9u9TQpkMiw/eZLP7tjBLFOy1zEcCCh+L2v8ZsxGPRyPUzM8zHTht7OTck3yXnjhAgsvXKDrww95Y80a9pp/kG8kLDx9ms9s28Ycc80EHTG/n9P19VyYNo2Oqip6SksZCoWy/CYSVA0PM72/n1nd3cy9fJkqTQFtbW+ntb2dnu3beWv1anbdfDOpG2ymc+7583xm2zYWnD8/4re4z8cZk9/26mqD32CQtNdLBo3fgQGauruZ29lJjbZuxOzOTma/9RZbtm/nnVtv5cNbbiEZsJuvc3GjoQz4OvB/AdNsfj8DbMcIazkNXAYGMZKEfRizwbOAxcAtwGpAVvSpwBhY/TrGDPB/BnZfm9uYtAimUjx5/jxPnj9PrSW8C6ArHOZ4TQ1nKiroKC3laiDAkM9HwO8n4PFQlkhQPTjIrMFB5vb1sbCvj5DZkQ2lUmw6f55N589zqL6en65YwfHGxut9ixMKXyrFpuPHeeDAAabZRH30hEIcq6mhrayM9tJSukMhhv1+wuEwnkyG8kSC2miUmQMDzO7tZWF3N2FToQuk06xpa2NNWxsnp0/nhVWr2HGDqUQ+4JeB/wTMs/m9C9gGHMAIj20H+oEMRhtRjaEgLcSYYFkHyFDODzxm/tsL/AHwwjW6j2uFKTsQssslyTdD6zRLXuhiizPa2/ni228zx4zZFHSVl7O9tZW9LS2cmTaNjMfj6NCUY/sLzO7q4tbz51l76hR15ixFY3c3X3nlFTbs3s1P77mHiw0NRVlH2+UB2bmoWV1hksnkiPwKay6JnUrmNEvu5M6lb+s6O/niO++wwJwdFPSUlrJz3jx2NzfTVldndBoL5NeTydDc06P4bTBno+r6+vhnr7/OnR99xE83b+ZMU1PR/Kpr5LEZ1vOtrLkjeo6QHb+yzadGOP2Wj+fa3l4ee/ttlp05k3Mv/eGwwW9LC6fq60kWUX/JZGjq72fV2bOsO32aJtNVqGZggMfffps7PvqIn27axMm5c4HCrbnt8lTyuajZuSPZ1WE7fmXrpFQW0jYkEgmqBgd5+O23WWVapwoiwSC7WlvZ3dLC8cZGEtqMs9OCqsJvw8AAq86dY93p08w2Z0grh4Z4+P332bBvHz/buJEjCxcqfuXcxfIr23wOi3r76uYITS58CfgjjI6Kjg8xlJwXMQZCxSAM3A08DjyBMRgC2GL+exr4dxgdqEIgbmpr165VdUtm46X+BYPBEeqmrnxblTZ9wUswZt1l5lzeTd1u2PoOCwKBgMrZkHPJTL7X62XD1av8yt69TLd00I+Xl/NmfT17Zs3iSlUVeDwj2hB9gdioaYscCATwp1JsSKVYfe4c686epcy8z2WdnSx78012NDfzD7fdRo+20KgoscJDX1/fCKtqUV88Hs8Ip0pRIUpLS9XioaKCyMKs0WiUVatWAbBgwYKcfUQZknPoZdJVdHm+4swmXPj9flUPdJXt1u5u/vXJk8yyLBZ6rrycd5qa2Dp9OufLywmXlIzI9RTFpLS0VHGdSqXwpdO0XLjA2osXuePCBapMFXD+lSv821/8gt3Tp/P95cvp1xY61S3E9Xs7fvy4UrJ0p0AwcshEVduwYUNO+UOhkHKek/sWbkQ18/l8qty6FTgYeURSf8+bE2ti/11dXZ3jkuiE9cCfM1IhPgH8PfA8xSu9PmANxuDnK2TbnlvM870N/DZwpMjzThSmbGjc+++/D9iHxhUbziX/l+NykqyjUe7bs4f7du3KCdE63tDAP61Ywb7GRpIOifZWa1y7TofP58OTTnNzRwdbDhxgoTbYSnm9vLp6NW+vW0faEsolL5A1bKjYEJdiQ+PGEs6lryGg8+vJZNiwaxcPbd9OQIuxPl1XxysrVrCnqYm015tjRWxnCew08PP5fIba1NnJlgMHWKbJ22ngrVWr+MUdd5DUQrdkGwqFbPmVz4WEGY4lNK7YcC69Dud09jMZbtu3j89v3UpI6wBcqK7mlZUr2dHcTEobTDjZsjsN/HxeL4uvXuX+AwdYZVFD3l++nOc3bCBTWmrLr3A61jDDsYTGFRtSa9dGCL83HTrEF997j1LzN4DLlZW8smIF22bPJuH3j7Art7Nldxr4+Xw+5nR18eDhw9x65kyO3efORYt4duNGkmZHSw9BtGsjxhJmaNdurF27Fhcjcb1C46ZjhKN8XvsuidG5+SMM9Wc8UIYxm/wNjERqwWXgNzAGWqNBwiiXL1+uwtX27dsHZMOiFi1apN4zSTjX3zd5F3VbZMgmwK9du5bf+Z3fAYxQOIDduw3tyqtNoMnzkQ5vaWmpWrtFbwPC0Sife+01btcmN9LAtpkzeW7ePI5oa8RYw88k9Mrr9ar3xWoeUF5eTiaTIZBMctvJkzx46BAztPWEBgMBfrBqFW/U14PHo84jg5ZwOKxCpeTe5L0fGBhQ15MBjAyEwuGwMkkQC/LPfe5zgGHnvH+/0S2W60nbJYOXyspKdS59/SAwQrfk3nVbdNnK8xwcHCScTPIrhw7xsCXcbPfMmby4aBH7ysrA48kJmRZ+hyyD0qamJmV+IWWSe/QmEqw5d46HjxyhxRzgAgz7fPztzTfz5ty51E2fruqhQO8aC5dybuF9UAuPvOWWW4CsycL3vvc9taaQ2F/LeSSk0O/3q2cgkEFXKpVSYaPCwV133QUY74eEluZDCEOd+Xfk2kO/DnwHeNPx6MLhAx4G/iNwm/Z9FPgd4E8xlKXrCTc0bhxRNjzMV198kQXai3qpupofrVvHAbPyZlIpGAdP94zXy8fNzXzc3MyK9nae3LGDmT09+NJpPrdzJ4suXeLpBx8kVlEx+smmCEKxGE/9/OcsO31afddZUcFP1q5lz6xZ4PGQHi+/fI+HIzNncmTmTBZfucKTH37I7KtX8QL3fvQRCy9d4ocPP0zEdIf5NCCQSPDk669zy7Fj6rvusjJ+umYN22fPJuPxjN96BB4PJxoaONHQQGt3N09u384C8w/hnQcPMu/SJX7wyCP0m3/EPw3wpVJ8/q23uP1gtss5EA7zs9tuY+uCBSQzmXFd7+FMXR1/cffdNPf18eT27Sw126U1x44xt72dHzzyCJc/Rfy6yI/VGDOvTdp3L2B0ek7aHjF2RDBmlP8K+D8wOlc1GM5zLwB/iNEJGp9Mw8mBhq4ufvX556nTOs776+v5m5UraTPVEGxC5MaChN/Pe/Pn835rK3ecPMmT+/dTFYtRnkjwr3buZGFLC3/1KQvjbhwa4vf27GGONpA4XFPDP65bxzHp49gYT40FSZ+PrXPmsG32bFafOsUvHzzItGiUklSK39yzh2Wdnfzk/vvH5VqTBTOB5zBUG8EejNDZD8b5WinzWs9hmC/8MUb4Xdj8/93AlzFyDScrpqwi9M477wC5M7vW2fVCZn3zza7Xd3fz688/T52Mzj0eXr7pJl5YvpyU15uziKKtFTGjhxY5LYwY9Hh4cP9+Hty/XylRXZWV/PWjj9JZW1v0DLqdUmGd4S1EEdJn1wtR3vLNrtf09/Przz3HDHMmKQ28vmwZP7npJhJ+v+MioAWHbpF/cVpPOs2Wo0d5bO9eZRbQV1rK/3j0US7U1xc9g27HqR2/8tmJX/lciPKWT+Esj0T49eefp0WzPH1n4UJ+vGYNEUv9FX5lWyy/ss1Z2DOT4Z6TJ3ly1y5CpkIVCYX4nw8/zOmmpqJVzELqbCGKkFN9Lkbh9A8M8KuWSZIPW1v5h3Xr6NdsdfMtFFxQaJyFX9BWUM9kuPPMGb68fTulZtmigQA/uO8+TsyfPyYVc7Q6a/1t/fr1tuW/0XGtFaEvAH+LYX8NcAUj+fm5a3rVLOoxBkWPaN+9AjyJMWjSITPh69atA4yZbDE6kndDrJtbW1s5bU6KicIgxgCJRELN8Mt38v5IiNA3vvENfuu3fguAZ555BoCjR48CRiiRzObL8xGlJBgM5rxnc48d45F/+AdCZlsxFAjwv9as4b3Zs0H7u62rG9aFSaUtjMViqpxiwSxqyvDw8AhDA6/XS1ksxpMffMAdpo01wMHaWr5z++1EtKT+ysrKHJMCyLZPwWBQ2ZTrltxgKBay32IzD1lCrvbs2aNUCLlPa1K+3+9Xqods5Zkkk0nOnj0LoMLvJMxweHiYvr4+lnZ383t79lApxg4+H8/ccgtvLliAPxBQao/wK+3O8PDwCH4FM2fOVOGNUnekvkSjUXXOeDxOSTLJvz5/ns9qYeLn6+v52de+RqSiQvElqk06nVZlEGtxqXNe7W+phBKK7fjTTz+tFEl5FnJPwkljYyMLzdBm+U3egeHhYRVCJ9dYvnw5YLwzotxZDRxWYTi5SbhaDPgm8Cdcn8mKMPBfMHIW5SkdBh4AzuU7aJxR7LDGXVDVBg1Xr/Lbzz6rBkF9JSV8+4EHeGHVKlLe60NZyuvlhVWr+KOHHqLPjPut6+/nt599loZxclOZKNT09fEvf/ITNQiKhEL8yX338aM1a0j4r49ImfF6eXXFCr796KN0mSEOVUND/Itnn6XZkgc21VARifAvn31WDYKigQB/8ZnP8LcbNhC9Xsn1Hg/vLF7M7z/8MB1myEFZLMZvPvcc82yMBKYSSqJRfutnP1ODoITPxw82beKv77qLiJYTcE3h8bBt/nz+86OPcs7sAIQTCX7jn/6JZWZYkItPH76Mkfcjg6APgBVcv0EQQCeGLfdvY4TiAXwOYzBkZ9E9lTDv8GEe/9u/VYOgC/X1fPOhh9g6bx5cp5DHSCjEf1+3jj9dtYq42d9Y3t3Nt7ZuVblEUxUrrl7lv+zerQZBF8rL+bebNvHmwoXXjd9hv5/vr1rFt9euJWr2N5o7O/nK//yflA1MZt1idNwKvEV2EHQGWIsRKnu9FNsohjJ9H1lb7aUYdvyz8x00wfB961vf+tZEF2IsOHXqlEqAlG0ymVT/T6fT6rMkPafTadutvn9tdze//eMfU2nKsmdra/nDBx7gbHm52l8Sh/Xj5Tu7rd2/dDqt1CRdVdJzNNLpND3l5eycO5clHR1UDQ8TSiRYeeIEH7e2MmQuQCeJkfpW/i+x0bKV3CT5v3Uf+b/OpZVTO35lHyeek8kkFf39/Msf/5hpZoPTUVXFH95/PyeqqvLyK4vlFsuvlWedX/ncX1rK9nnzWHDlCrWRCIFUipuOH+fQ7Nn0WxJP7bZ2/Aqn+Z6BWKPm49dan6312onn4MAA/+InP6HRHGR2l5Xxh/fdx9GGhhHPwsqvcFosv3r+1gh+AwF2LFzI7KtXqR8YwJ9Oc9OJE5xoaqLbnE201lnrVq+XVk7tnoFdHbbjVz7b8ZuPZ+/QEL/5k5/QYs429peU8Cef/Sz7m5py9hX+7Pi18lwov7qaJP8f9PvZsXAhjX19zOzrw5vJsPLECc7U13PFnHnO1zbY1U87fq3PQLZiF+siF7//+79/Tc77OPAPGDH5AD8Evojh7jQR2IUxEHsEYxZ4DkZi9jMY4TIAN910E7W1tTQ2NhIKhdi/fz+9vb2k02n8fr+a2Y/H4/T09NDT08PQ0BAlJSX4/X6qqqoIBAJqQV+Zmc9kMly9epWhoSHKy8sJBoPcdtttLF26VEUf1NTUkEgkqK6uJhwOEw6HKSsrU/+ampqorKxU+UHz2tp47Omn8Znv1uElS/jrhx7iqln3pa32aIYyHo+HUChEIpFQ+6RSKSoqKggEAsrMxev1UlZWpnKGPB6PyjORxVM9Ho/K8UylUlysq+NAQwOrL10inEpRG41y89Wr7Fu6FG84rNotMPKNwuGwsoGeNm0as2fPpqqqSl0zlUrh8XioqqqioaGB6upq5s6dS2VlJf39/QwPD7Nv376cBZozmQyXL19mcHBQmfyEw2F6e3sZGhqit7eX3t5eEokEfX19RKPRnLYkHA4TiUTwer3MaW/nd7dtU25u+xoa+NP772eopkYtbp7JZBgeHiadTjM0NJTzNzCZTBIKhfB4PFRWVhIyF6UVlai/v5/+/n56e3uJRCLqb5y0nR4zzyoQCFBZWcmVadM4tWQJy86coSQep3RoiNajR7l45514y8vxm6508XicwcFBYrEYHR0dRKNR9feutLRURTP4/X6SySQNDQ14vV4ikQinTp0iEAgQi8WIxWLqOYuCN23aNFpaWgiFQqRSKfx+v8qPk3be5/MpRWhwcJCenh5aW1sJh8NUV1crI4UVGIMgWW1uK4ZFdjbxYOzQoxQKRRvwU4wBUR2G89yjwI8xHCuvJYod1riKkIZwLMavvfBCdhBUV8d/vf/+HOeWiUBPWRl/+uCDnDXj/yuHh/m1F14grCVnTwUEkkl+9cUX1SCovbqaP37oIToneCHZgXCY727ZwnEz76s0HufXXniBchsbz8kMbyrFL7/yilLausrL+aOHH+biBC90OhwM8t/uvZePzZCBkFkPqm0WF53M8GQyfOXVV2kxFcO+khL+5MEHadPclCYCcb+f72/axI758wHwp9N89ZVXqJ/iyrGLLFYDf0d2EPTnwNcwFjycSLyNsWBrj/n5bgwDh6mG2suXeVAbBH28YgXPfuELxCfYnv7ktGn83/fcQ68ZDtfa3c2vvfMOnimW0VA7MMC/ee89NQjaPWMG31m/nmFteZGJQHtdHf/t8ce5auYl1Xd1ce9f/iWecVr77XphOsZaPjIIehf4LIW7Ol4rnALuIuseNwcjrzA8UQXKgymrCJ08eTJnRl1mX63fWWfX4/G4mgmW2dt4PE46leKXXnqJVjOu9VJNDd+5/376vN6cGeF4PJ4zsyuLLuqzvrp6Yf0nMxv6zLk1z0ifrQVjRjfh97NrzhxuvnCBimiU8uFh6js72b1gAV6zjPoxMrvipPrIPvpv8p0Tl3bfCad2/ApvT7z6KkvN+OGuigq+/cAD9ITDOTPvdvzaza4Xwq/ku9jxKzNEwm/K52Pn7Nksa2+nZmiIknic5vZ2di1ahMfns30mPp/PUfWx41d4d+J3NIVT6pyV34feeotbTCvPvpISvr1lC51lZSNUDb3OWvmWZ1EMv7oiZOVXvk9mMnw0dy4LrlyhbmCAUDJJ6/nz7Fi8mCTkqBE6v6OpPpKbZP3OiUu7dsPKr1X9jMfj3Lt1K+sPHABgKBjkOw88wIWqKlt+hSs7fvVtPo7t+NVVTSu/qUyG/bNn09TTw8y+PgKpFAvPnGHH4sXETf6kDtvxm0/10euw9TtZcNBFLsZbEZoOvEN25fcfYuQETRa0Y8xEfwVjFfpVGCExO8nm/0QiEfr7+/n444/V7HJFRQXBYDAnX66yspKSkhLq6+tzFljt7+9XCovVOUz+hnd2dlJXV0dbWxsrV66kpqaGWCxGdXU1fX191NTUUFpaSm1tLZWVlYTDYcNhcWiIR7/7XcrNiZnjy5fz91u2kDDfPV3tAUb87Zf2BLLLU/j9ftW+6EqNz+cjEomohVpF1ZBFSkX5SqfTlJSUEAgEGAiH2T9zJhvOnCGQSjGjr49AKMSxGTOUq2lDQwPl5eXK0a2srIySkhI8Hg/l5eWUlJSQTCYJBAL09vaydu1apk2bxrp165g1axZdXV2EQiGOHTum2kt530WpiMViJBIJotGoajNCoZBqD6S9k7+5opxEe3v5Nz//OQ3mBOjBhgb+ZONGMmaubDKZZGhoiGg0qpbwEKVQeAQjj0rqjNV9VxZyjUQiRCIRotFoTjsrXIrNtu7GOej3c3j+fG45cYJQIkHF1atEOzvZW1/P4OAgAwMDdHd3E4lEGBoaIp1OKxUybPZfpI4PDQ0pFWz69Om0tbVRUVHBxYsXicViVFZWKgVQ1M2KigpisRiDg4OqHieTSZVf5jFt2WWbSCSoqqqiqqqKYDDIlfZ2XkqlWGHytANDhZks07gR4FkMRbsGw+ClBcPs5Vqh2GHNlHWN0ztMkJtMb7fVOxH6b9Kobfj4Y1aYyXODoRDf3byZPq3xsyZN2633Ils92VyuZ7d2h9VK2GqBaUWf18t3N2/md19+mfJYjGWnT7Nu/352mWsn6AmfhXBh5URk5Hz8FsKzHb8AK48cYY3pXhb1+/nu5s10BQJgvthO/Fp5tibzSyfOyq9wWSi/CeC/b97M7770EjVDQ8y/dIlNO3fyrrk+gDVxvdg658RzIc/J2hHW+VnQ1sZG04424fXyZ5s30x4OK34htw7b8StbO37Bfn0qvQ6Pxi+BAN/btIlvvvQSDQMDNHd1cd/Wrbx4xx3qD6CV30J4zldn9e1Y3gcZlAA0X7jAZ3bsMH73ePiLTZs4W16el1/hMh/PeufPro2w41eOy8sv8Bfr1/N7g4O0dHdT39fHI++8wzP33puzBpAdv6PxbFdnXVwf/CVZd7j3mVyDIMEu4Fcwwl7AcJLbYXbGIZs4D9l2xZoMrw9yJJlcNzep1EI9dTSai49u3LhRJaUPWxzHgsGgKouEUsk+dz3zDNVmOFJHYyPPPfYYQ2anXQZsOvotSrYMFCD7DksbkEqlVLnFZEQS4KPRqErMF8i9RSIRVd5wOEx3YyN/tXkz/+q11/BmMnx2xw52T5vGFdPkQN7ppqYmtbXaXx8wJ3Gee+45li5dCmQtn2XfLVu2cMbsB4kF+axZs4CsVfTp06dV+yTcS3hhT0+P2k/u8/PbttFiqtPt5eX8ybp1eEtKsNOCotGouu9aM5JB+Pb7/erZWdunSCSi2l85Xl+vSsqkW4/LcQBH4nG+s3Yt33r3XQLpNOt37WJrZSUHTWOfSMRqA5Itr/X/YtJw0003qckisdGW8sr1o9GoMl6QZ6//HbEufyC/HTlyRK339HvhMBvMSYGLGOFn9qWdOFzGCKHdBpQDX8XIKfyx00HXEW5oHFDb388jH2RNBf9640YVXz/ZcKWykr/euFF9fuT996nRLD4nI8qGhvji22+rz09v2DDh4Vr50Ftayp9v2kTabOjv37GDBs15bTIiFIvxpTfeUJ9/tGYNp8w1FSYbIqEQf3bPPWph0bv37mWO1kmajPAlk3z59dfxmh24l1ev5lBT0yhHTQxifj9/tnmzMsVYd/gwSyyL6LqYOvgSxqKFYLjDfZGJD4fLh59gOFOBEfry/eFh9c5MVrQcOsTS7dsBiIdCPPvlL5OY4HCtfDg0axYvmgMXbybDP3//fXyTPIRrXmcnD544ARgTdH+8fv31M5QpEsenTePplSvV51/78EPCicn6thmYG4nwf5oDqRRG+9AxoSXKjwMY644J/gIjd2gy4FOjCI02y26dQZAZ0lQqxcPvvqssft9dvJh9M2aAFtoCI1eW11d01s+lb/VZXzvb4XzldbIt9nq97Jsxg3cWL2bT0aOEkkk+9/bbPP3QQzmzvsXM7NrNnDvtU4iKoXNy/3vvUWbO7O2aO5dts2crfoVLJ37lfHb8yjafrbNdeUfj93hdHa+uXMmW/fvxp9M8/NZbfP/xx0kWoAgVqq59UhVD53fztm1UmzNWh5qaeH3BghH86tzqCpzd87LjVziy49daXjt+5Xiv18u5ykqeX72aL+7ciRd4/O23+e5TT9nyay1TMe99oc8iH89S5+7atYsGc3azbfp0XlmxgpSm9ji1EXb8ytaOX9na8Ws9zo5fgMulpfxo3Tp+2Vx0+vPvvst/nTOHlJns7KQIFfPeu7i2KMNwexL8JsbM6mTGf8IIy1kGrEqneejKFV5raVGLnkK2nspst6gpEmoMIxfMLCkpUcqK3cw7wNe+9jVlebxr1y4g+y7W1NQoq2d5X32pFHf8ODsn/c4jj9BVUQFmOJuUSSDvsCgUupIriorcS8KmA62rB2CEAcr+8puudolipasgLy9fzsqzZ2nt6qKxv5+NH33EG7fcosopFt3BYHCEiiH339jYqDh47bXXANTinI8++qhamFRssOU4fXkE60KqotxJeBoYs+xf2b5dzbb/3cKFnK2sBO0epS0J2gw+5b5lm0gk8iozPp9vhPImzyscDit+5Xr6OQEVTvePtbXcWl/Pqs5OaoeGeHD/fp5eskTVK+tSHOl0WvEjyqHUj0gkoiy1d5jRBFKvpe6nUimlnFnbfL3uWVVQSef416dOKWXtO8CHtuxMHjyDoQw9iRHq+/8wORTuG14Rmt3ezirTt72vpISfrlkzyhGTAz9bs0bZat908iQtk3RWvb67mzXmgpNDgQDP3H77BJeoMLy0ahWdZsO28Px5Fpt/FCYbqgYGsiFxPh//a8OG62ZD+knwxvLlnDdVwZauLlZpi75OJpRGo9xrdqrSHg9/d8cdpK+Thf4nwQcLF3LcDFup7+tjnRkW42Lq4OtkbXBf4PpaZI8VMYxFVwVPHT9OcJIOnJd88AFVptp/obWVQ2vXTnCJRkfa6+XpDRtUxMJ9u3dTYhlgTRasP3eOVnOgdLqykufnzp3gEhUAj4e/uvlmZVt+/9Gj1E5S06S1vb3cag66LgSD/MEEl6dQ/CtAYph+DVg0gb5EniMAACAASURBVGURfKoVoUJm1+8xZXGA51etYtDnI2E2LLoKkW/21ykPAEbO9gr03BUppx77rysU+jnl+8FwmJdXr+Yr5qzvPTt28LdmLG+xM+j61pq3UMzxdrPrm3fsUKPtf1q5kt5QKIdf2deJ33w86xzb8StbO36Fy3z8xsJhnr31Vv6FuXDvvdu38xetreDxFD2Dbt3quWPFHG+nkNy1ezd+8/9vLV/O5bIyW371z7oC55SLpfOrc2PlV8poxy/k1mFdUfrRbbfx78wZyXt27ODjpUvJWPgdjUu73+zq8FgVzrv27iVs1sltixZxtroaUqmcPCunNsIpF6tYfvXP+fiV730+H8/cdhv/+aWXANi8axdbly4lZaMWF8tTPkXKxfihDGMVeDDW6vm3E1iWYvEB8HZtLXd3d1MTi7H+yBFeGMwa5oraYlVd9L/TTpAZd5mBl0VBOzs7+eijj4BsjpHk4NTU1Kj8kKGhITyJBDf/4hfqnG8/9BCpdDbXVNSFeDzOVTO/RdQPa9vp8/lG3IvsI99DVuGxqgpy71Zu7HJGAA4HArw1Zw73nj5NSSLBho8+4qCZiyJlvXDhQo5FM8CiRUaXs76+XqkYkrsl+3R2dnLkiOHxJceL2iO8l5SUqOck+S2izsnitJ5MhkcPH1b39zcrVlBaWamemVVRkhwj3SBD7lfPPbUqbbpqpNt+69vS0lKlEsm5hSf5XFJSoo6/BLw8dy6fP3WKQDrN/YcO8eemsmNVksR2HGCG6Tor9eLq1avquypzLT2rylZWVjbi74aeH2ptq6UOL160iH+u8ftns2bhuXSJMCOVx8mGTuD/A76N4YL5HzHyCycSk39q8xqirrub5Wb8fHd5OR+Y9rNTBdsWLVJrsaw4fZq67u5Rjri+qBgc5FbTxWwwFOKtJUsmuETFYc+cObSboQat7e00d0yu6NtwLMbtptoW9/t53QwRmSo4PGMGp8yV52d0d7NwkuWy+JJJ7jRX7055PPzcTE6dKjhbV6csy2sGB7nZTNh1Mfnxy8A08/9/j2FDO5XwAy2H7ksdHZPO7nnW9u1UmJ3wtmXLuGxOIk4VPLd4MSmzw3zP4cOTLldoRXs7zebA6UhtLQcmeImBYvH8/PnEzIHqlgsXKJ1k/C4dHGSp1N9wmLdqakY5YnLhe4As7vAVoHECywI3kCJkN7u+xuzkALyxdClx4we1j9jnyv/lOP1zQnONss72WuM6ITe2NN8Mqyy4CSNnffX4/rjPxxvLlvHEzp0ArNm/n5c2biyai0J/K+b4VCrFrQcO4DM/v7t4MRGvdwS/wqETv9Z9CuVXtnb8ynmc+AV4bcUKfsVU3dbu28eZ+vpx4fKT8pxKpVh56JDKbdu6YAF9wSAp0/rZjkM7Bc6a16IrQoXyC7l1OJ/KJpbiOr+vrljBb5vr8qzZv5/DLS0TVmet26XHj1Nuzq7tmTuXzrIyUuasXTqdduRXPtvxK1s7foWnsfILuTmCr61Ywcpz5wC4/cAB9i1dOm48ubh20JOK/yjvXpMTFRUVnCwrY3tVFev6+miKxdgSCvGmz6cWnYTsOyGqTSqVUrPi8p2ujMpxoj6IQ5zM9m/fvp2uLmPllBqzY6giKAYHc1Si1jffVOU9+uCDSpGwOtpFIhHlOCbllTZMd3UTpUNm43VFSN5Lq0OcWPjLfvq5o9GoyieR+9ZdJTvLytje3MyGc+eoiEZp2rWLfYsW5ZRReLGeB1A8yX3qrm/W8kp+jL54q3Apaoju9BaNRvnM6ewyni8vWULAtLy2qjxynFzL5/OpOiDtjO5+J+2alFF+i8Vi6jipM3JuOVbf2qnwwn0ymaQ3GOTNlha2nDlDOJ3m4YEBXp8/X/El96ErUfKb1Jfu7m7lynfnnXcC0GFOpoq6VlVVpY6XcusOcfKd5BQJJ5u1Sa2fzZ1LZXW1WuD62CQNM9cxiGGW8E2MQcivYqhEE4UbVxHKZFReQtLr5cOFCye4QGPDhwsXkjQbhVXHjsEkmnm75ehR9f8PzPCFqYZdra0Mmw3TypMn1YJ7kwG3aA3e+1OU349bWug1/wguPX2a0CRaJHjVp4Df442NdJhhGQsuXaJy8Fqv6e3ik2IJINruduDgBJblk+AFzbnyC5NoRj189Sp1ppLeP2MGl6fo3/43W1vV/ydTjmU4Hucm0xyjOxxmrxkeNtXwC3NgAbD+/PkJLEkuApkMD5iD20Gvl3fMqIqphv+h/f+fTVgpDExZRchurZNiZjNnXb5MtdkpODRzJn2BgJrttcsByRfjrztwWX/THZ6c3MwE+sxuPoXCmifSFwhwdNYslp87R/XgILMuX6Yzz6x6Pi50Lq28jjXfYlpPDzPMONy2hgYul5ba8ivHOfELqIXXrPxKGZ3czOz4la0TvwDDwSAH5sxhzYkTlMRizDt/njPmH85CubDj1InfQs5dGokw99IlADqqqzlj5q44OdnZ5QFZXfr03+xmz4rlV38mdmVL+Hzsnj2be48cwZ9Ksfj0aY6YFqaFcpGvztqt51Uoz4FEgkVmqF5fSQmH6+vJWMrvxK9s7fiVbb7ZSTtHSZ1jJ35H8OzzsXPOHB421e9lJ0+yxzSpKKbO2dVZF9cGj2r/f2bCSjF2NDU1kU6n+aCqikGMdUO2pFLEh4fJhMNqxltUG6nHen6Q9Z3yer1K2ZD3RBQhmS2/evWqmkGX2XlRaHRHurmmuQzA+Q0bSCSTKtdF1A+57vDwsCqfKAx2TpCijMj7LkqFLJ4N2TZA7j9oLiiqHye5I/r59YVj5ZwAh+vq6A2HqY5GWXjmDP0dHcqBLBwO56zPpPNcVlamuJDryX2fOnVK5aEIv3JO2UcWDtXPLdcaGBjg5uPH8ZvPb8esWfhNtWtwcFDlBokCJS53+jpM8n/r3/TBwUHFiTXnJxQKqf1lH6kDdvnYVhUmFoup5yKcDDU00LFvH419fSzu6mKG389li1GOR8tpta6LVVJSwnQzJPCee+4BYNu2bUB2jaZMJqOuJ6qYqIuxWCzHOU44uDedptJsg19IpzljGn40mAOiixcvKlVqMuMshsvd7cBKoBVom6CyTPmBkNMfaqdB0gLNBWxfc3NOZ0nv4OSzv7XrVNp1dqydHOsLCfYdRzmHdX+9bHLu/bNns9wMf5l/9iwds2YVNdhx4rCY43We52v87p89Oy+/8tmJX9nmG3DqA6FC+ZXjnfiVc++fPZs15loI88+do83MJSt0sOPEYTHH69t558+rNTqEX/nNjl+dL51v69ZuwKnXYTt+hVs7fiH3mdjx+1FzM/eaCboLzp3j0PLlI+63kEGO0/tf7CCp+fx55XZ1YPZs0sbOOZw68Suf7fi1/mbXRtjxK1snfq1ly2Qy7G1uVgOhBefOsWv16hH3K/sWw6GLa4N7tf+/OGGlKB5SD/83e+8dHtd1nom/c6cCgw6iESAIFhAkQVIsokgVikVUIVVoybIjKbYly3bijVM2ZVP2t3mSzcbZbLKr7JNixymWHW8cq1i2bMmSKImkxN4pFrGTAAGCANHbYDD198fc78w3Z869mAEJzoC47/PguZi57ZzvfvfMOd/7lfLycnR3d2MYwPs2G56MRjENwD1eL066XEnJEmiCb7PZxCSSQLo2MjIi3IroXVigx5zSBDYUConFCi/ESqD/83VXcgDYUVCAy+fOiX20oOHvpDCK6fvk3xpu8JTTQGuaJia2fHFFoO+oDwS32y0C7GnxcEX/jSd5aZqGg+XlePDKFbjDYcxobcUpPVOk3+8Xiw2aaNPn4uJiISe6By1KOzs7RbIESqNN/eeFYOk7khu5etntdixkGWx3FheL9rvdbjHZL5fq3NH5Xq9XLMTI/Y4WYOFwWMiJ2k9jl8/nSxoPCQ6HI2FhyvtE8Hg8ImEET3DQceUKKrduhRaN4mGPB0f1ArZ039HRUdE+es60IOH3pRTvd+tZc2khxBfa9Fzpmbjd7iTXyUAggI1Mp3+K2MIHiBfTraurw8mTk4NH/hliCyEAeACZWwhNWde42bo1HQBOV2Y6VOvGcG76dPH/HNavTIK34yxr32REgnz1QSfT4Pp7bpLL90J5uXDvnJ0l+juL1T2Z7Pp7paQEPv0HeU5bW1a5z1pIhAPAav3/Jv1vMmMHi8G4OxvciqNR1OoLihGPB+2T1K2IcGJavCTlAj3uJ9NYRNn1bDacnmRB/DLaGuLJnadfzI6UJfew92hH5ppxU7Cd/b8mY624DRgh/tnImqn6rlqnE4fdbrTn5wMGTIfsvmLGCKmsvmQ5kIPM+XfyllO5Kgu63N/2ggIMu93wjo6iurMzYZ+q/0aW3bH2pXP+dH1QDmkarpSWIsrYMZnp4BY1M0bIiHmLRCJK+ZJMVfKlrZl8aTvg8aAzPx9lg4OY3t0NRCKI2mym+pXqMxjv+aS/QKzIpxmTpNJhs7TOKvmS/MyYCpV8+f2NmJlRux1XS0ows6sL5b29sAcCCDmdY8qXb8e7z+iYKi7f8nJTJslsjEiFeUt3jDCTL7UjQR9sNjSVlWHh1avIHxlB3vAwBr3eGx5DLdx81AOgkPr9mWzIOEAW8UgkItiL3UyX74hG4XA4hFVfDgDnDDsv3gnEWAF6X+g+c3TrPLlpDQ0NJVnXiQEYHh5Gd3c3inT9B4DzRUW42NSU8HtLoPM5u0pMEFn5uUsftY0s93ROIBAQ/eTyoTZR/8iFis73+/2o1A20dG1iHoiZ0TQN50sptyAws79f+XtJ8uFyIkaF2Brq79DQkEjx3KS7BsvtBuJjAE8BDgD20VFU69e8nJ8Pv6ahWO9TXV2dcLcj1oP6RAV3CwsLRepyai8v/k3ykgvXRqNRIWeeQIHkRXKlfeQySWxZQ0ODYISon3l5eRhavDgu395ePPLIIwDiz6u/vx9tuvGO7k/X7uzsFO0llui5554DAJzQ67odP35cPAM6ls6fNm1aUp9y3G4s0o+/CKAr1kEAcVaturoaF/VFG2cfsxFHAAQBOBGPi8wEpiQj5B4dRZGuTG3FxZOiAKUpbLZYPwAUDQ9nPODcFomgXLcKdRQWIiz5uU5GkHzdwSAK9cE7k6jUfdp7c3PhY7UqJiuu6nErGiB0J5Mo1+PbAnY7uvWJwGRGG7PMUt8sZB94gYHJ4dxijtMAaPpcnwUJE6b394v/W/XJ+GTGda8Xo/rva40+Ec4kqoeHxaSyWXfFm8wIer3w679NufriPpOojkRAUWS3w/gQBHBO/78BmVuQTHpGSGWdNLNqAkiYyHbl5Y3L2kxQxRFxqy/tk4PeuK+/bGVPlzGIRqPoystDPfVvaAj9ulVlLFmk299Urpk3MiKCJbvy80VbxytfQM1icEuRSr5AYuB5Ov2V5dzFJsOFg4Pom0D58vuqjnGEQiKtczeT71jnqb5Xxbmo5Ask6rAcD6SyFqbDOHSxH83CwUG0MR9ysz6Ndb9UzknaH42iSB8juvLzEVFcK5V3FDCO0+LM282Ur9w2IV9Jf1OWBTvGYoImHryazeWMtWJ8oDgTp9MZj91ArIBiJYDKUAi9vb3Cyk16T7ErmqaJQpcU7E36380W7/V6cUuy4FO8hcfjERZ+OR7H5/MhGAwiny0WOnJzRWIROSU2f2+JTZDjeOh9KCwsFOyDnOo6FAoJS73cJy4nnsgAiLEBNXptI5mBovTIHR0diEajuJ6TgxlDQygdGUE4FBKGXTmBA8HpdIo+0bPgTBr9LydyoHbweY2MSnavvuJiFBQUiH7U19ejRF9UEOtD16GkCYFAQDAi8njDE0/wmCQ6n54dxRZR+/k1ua7xdpSXlwu2iuQmUqiXlcHT0wNXXx9G+voQdbkS9JTuR8wOtc3j8Yj20rXWr18PAHjhhRcAAN/85jfFtXjqdCCWJp6YJHpeM9lvxFWXCwUej7gfvQcrVqwQ70Yrc/HOVlwG0AjADWAaYuPFrcaUZITydMoVAAak3P6TFbwfRP1nCvz+AyyX/2RGP5NvPtOfTMDL9fc2kW+C/mZYvq5gEC5yR7lN5NvP+pFp/bVgDB6x0pGxVtxcUBnqctOjbg2K9EkmAPTdBkw6EO+HJxyGO8NxWIXMG6VPSnwxWeFnbLozw94K09jz7Zzsnkw6eJn6TEXsTVpGaLyIRqNwMqvFKPMNNrN4GsWQqL7j1iQ5paLKj191HZnFUPWDg/fDKVmAbiWS5MusaOOVL31WyReIWVtU8pWvY/ScjPrBEWDydbBCeJkAl6/fwEqpQrq6p0oLOlHylfV3sstXPlYlG6O0q2YZ2lTvgQpJ+sv6kWn5WjAGN8tlfwLcGCh2hjKCdXR0COu4pmkY1vXUBaAgN1foOTEkZKX3eDxJOi2zGUA8Axcdy7O5DUtGQM66apoGD7t+0OUSGVrpGsR6UF8KCgqSvA1k9icnJ0ewRRTXQm3zKBZbdGyuzkhxUOxLRUWFyJ5GrAVtic3o7++Hz+eDnzPJfj+CbndCtjw5fbbdbk8qskpt4nE4ZqUleFpyIM5kcbNRJDcXHo8Hq1atAhBjKoql5AlUHJe+Hx4exqlTpwAgiRnizJ183+Li4qRsmvwZkDzoWqSDdOy1a9fE+bLcNeatcOnkSfR3dQkWiEPFklFadmJ9OvTi4cTiNDQ04LJefJZ0kBflJfnMmjULADCjtFTEBHWNjmKALTx79UXayMjIpGKE+BubKVpiyi2EbDZbAg0WYcF+NpMVNq/qLB8rf8cHHKNc/jabLel+/DpyEKKqHxy8H/YMTnJsNptI6wwAEYWcVDCTL31WyReIDWoq+crXMXpORv3gCHP5RiKmfZlocPlGDXRIeV6auifXiLDb7RMmX66/WjQ66eUrH6uSjUq+tC+d90CFJP1ln7UM668FY/Apd+YjalKDnJ75CoulyMnJQXRkBNAnpbNraxGU3N1oYTE4OCgSAdA1+cKGFkDkGtepJzThrkxyfRs+qXe5XHCxRYPd7RbuS3IiBHKzCrG4JnpP6ViazPb09CQtymhS7PV6RbIBOclJRUWFSBog10jiIFnQZJi2Ho8H27ZtA1ifnIq5g7yw8fv9ScYufg7JwMj9jf8O0EKPrj3Knlfd3LkIrliBtWvXAogvMDjo+dL5BQUFwvVPXgRHIhFxHLWRdM7lciWkUad+EuTEMnwfEHuGdE06n649yhbPLk2D0+kUC2Vu0KK+cJdEalOLXpCVUsBf01OM5+TkiEUa6T7pQDQaTao9tXThQkBPhKA5HPA4HKIv1P6BgYEk18fRLCpULoOPc5lakExJ17gQHziyIIDzZoD3I+jI7Po2xK372ZAy9SbAlaXyddwm8uX6G7Lke9PhYv0ISiyXhewBn57dHk6ZAHEiEQCBDC/Ag7fjbz+bqAcynJgowBZUjgx6ptxM2NkiIizVibrV4L9Nt4djZ2I/MpXjbtIyQkYWU9U++ZgR5rvqDQQMjzez6BK4ZVdVbFIOhuRWIZnF4Pcys9jLx9hsNngZFc77N5Ys0u1vKtdMkO/oqGjreOULxCxGRsU8efps2erGrVfp9FeWs5cNhn7m7jAR8uX3VR3D5ZvH5DvWearvZfZHVcyT67BKvvw6Zn0z0wEj/R2rT2PdL5Vz5P2jLhciiFmJvAr5Gp2XqnyBsceI8cpXbpuQL9dfhXyN+sSPsVikiUcf+78kY61ID3Jh1F4WR2G321GiM6yDmga7wyEs7sR0kNXbx2LXZBe3goICPPnkkwDizAKlICbrvMPhEJZvOQEJWct9bCJboreBMx+k47w4J51LVnk6hizxNltyIVhy+wsEAiJFNJ1PCQNqa2tFgD6lqiZXKCAuVyo+SuwRbZ999lnY7XZU748lWg8D6A+HEYlGUVpaKmQosx/ULyA+rpDLmCq5kMzMcBaDWDFRNLWiAvj0UwDAfQsXYtULLwhmZXBwUMiOviPmjT8v0gs5DbbD4Uj6LafznE6nYbFUDpkd4yxZl17yg2RBx7qG4k6qJbNnIz8/HxcuXACQqOs8MQe1n549uarde++9AGJuggCwe/du4WZHDKnKbZmYpC69mDsA1OTmoryoSLBLhL6+PpF6nd6NbGaEStn/fYZHTSymJCM0yHw+i4cmiye2OXg/BjOctnKAyzfDiRtuFng/BrxekyMnHiMej7BsFt0u8uX6m2H5RjQNQ+R7frvIN4v014IxeDnhGsOjJg9s0Siq9IldZxaUUehjSVlul7HTq7tU9bvdCS7GmQBPKmTLkuLYN4ocfYESdjoRzPDcqp+N3ZW3ibcCH+euGR41sZj0jBD/nCrjMJiXh4DDAVcohMr+fsPzONtD36ksu7wgHIemaWJ1T+dzi7psXedWYPl+qvgD/n+VPhgGHA4M5ufDlYa12EyG4zk/5HKhPzcXhT4fqvr6YDM4j1vLzeRLW6NinlEWU6KSqRGLYbPZxowtonZXsuDInqKiJAt5uozBWGyC6TGahq7CQlT19KC8vx921n9+nsxGcBmr5Mu3/Hyuw0Y6q2IxVDps9K6R/gJAd0lJSvLl2/HuMzqmu6gIBcPDKPL5kBMICJcefoyZfEkm6cpXlqVqayZf+l7uH9ff7uJiQ/1KR4YWbj547fr5GWtFaiA9oNTHqtiMWsRd/C7b7QgEAkJP5eKW0Wg0KaaB7vHMM8/g8ccfBwAcOHAAQLwYJzEImqaJtsgWfyq/0KkHwANAhW7N1/S4DyAetE8FM91ut2AYiP2gtpG1PScnJ6nwJX0OBoNJcUM0BnC2iWRC5xUXFydZ9WUUFBTgcw8+iFz93Q7W1or+B4NBcR7dl1gqPobIhWftdntScggCyZknWyBZ3HXXXQCAzY89Brz9NgDAeeEC7Dk54r42my2pNAMxQ/S5t7c3oRgtb7/T6RQMEp3H49PoOLlPvLA9xWvRProHH5d5ggtbKASvzsaMTJ+OUSnpQm5ubhJLRW0rKCgQ7SW9khNP3H///UkxZPv27YMMYqvePH4cf6B/NzsQQDAYFNciPRsYGBC6Q/fvzYLafEagca4NmXONm5KMUFTT0K7T02X9/fAwt5zJCE8ggGn6IN1eUpIU4J0JtOtUcJ7fP+ktb1o4jOl69peuggIEM+wnDADXdPk6IxFUZfEglxKiUdToVrdhtzsrGIsOFtg74zYoQDpD/yENaxq6SiaL09XUAy+SuCxjrbh5WMKs1mezIDbtWkGBSHxToydbmMyw6+6BANBXXZ3BlsQQKi8H9MUYjh0DJnl2yqJr12DXF2/DM2dmuDXAiN2OVn3+sSAUgmOSy7cGsdpBAHAqg+2Y9IyQmRWUH0PH0ba5qgq1169DAzCvsxMnamqSLLxm8T8qRojAryNbe/n1zBghoxgBlXV9rt4P6peqv2aMjpkM0zmf37e5qgoNeqaUee3tuF5bq+yD3F+VfPlWJQvOCMnPy4wRUsVpqazrdT09cOuDIclX7q8Zo2Mmw3TO59srVVVYfv48AKC+owOXdasS11mz+JR05UttUslXlrN8jOp94v0uHxhAoW7Naq6qgiYdY8YkcWbG7P1P5Xy+bamuxupPPgEQ099T+sKIy2as+B8VI8RlrJIvXS8VRshsjOAyyff7BePWUl6OqNMJDcl6NdYYajFCE49exCqtzwOwErFA4uQIj+wAsRkUszLE3FvJKr7R6QR09uBscTFCoZBggCg2gpgdnqGNrOTr1q0DAHz1q1/FggULYtfRs4rJmd1sNptgRAhkLS8pKcH8+THbs+/wYeR/+imqenvxyw89hJG8vISsZUCc5RoYGMDx48cBxDN98XgaugfFyNB7Tv0fHh5OyCAHxBmHjo4OkSmMYkDovhUVFYKVEhnZdPaFGA+Px4O8o0dFX2f/8i/jy/pi6I033hCpmklONF6EQiHRB5Idj6uRY3SoT3TfSCQiYlyWLFkCANi4cSMAoLq6GpG77oK2dStsHR3oP3QIodmzhUxkFpw+0z38fr/QI9pSO7xerziOxiDax+OHiN0jhsRutyewd/z+JNNIJJLENpWUlKBu714hl5aaGpH9jQqd2mw2kaKaniu9Dzk5OeJatCXdp21+fr6Q4ec+97kEmRw8eDApPqu5uRn7olE8DSA3GsXdbjc+0vWEF5IlZpH0mXTBLH4qE1jD/t9reNTEY9IvhMwWO6oJK20v1dRgjT7RWdzWhk9nzkyi0/mEwmjiyAPb5Huo6nyoAqLpxVVNKuXJlorCbtRfTupXurIwW+SYLXbMrn2xpgbQXRgaW1uxd9YsZR/ovImQL21V8qWtmXxpu0gh33RkYbbIMVvsmF37Yk3cs7axpQUfNjSI9qrky/vNF+9yYCa/b6ryBWI6bDR55zJWyfcO5kt+qbo6bVmM5fZmtNgxu3YTs/4tbGnBz/TUvar3z2yMUMmXtkZ1gPj7oBojzOQrt81ut2NJCvI1kwXJ0FoI3Rp8hNhCyAVgPYB3MtscQ8jB6TSpj0ajQm/W6pPRCIBP8vJwvb1dLBpUAdwUVP7EE08AiE8Oq6qqhBsTpdGmyR65DYXDYcyYMQNAPCEBTaZHRkbEBNW/ahXy9YD+hqYmOL/8ZXF/es/o2q2traKddM3Z+sT+0qVLAIDz58+LxQPdg48Bcnpjmpx2dXWJOjPUNxfzNpDd5qgdNKYEg0HY33kH9DY6H3gAm/TU2jU1NdixYwcA4PDhwwDik2GbzSb6SdfmkBNNUNvIvWvNmjW47777xH34sUNDQ7CtXIm8rVtjbdq+HeE5c0R75bGSFmK0GL5+/bpwQaR20LEFBQXiONrHFx/krkfPTjXXkmsMkb5VV1eLhSd3b6xkC83r8+eLZ0fX6WSs4rx582J91mVLbQXirml0PsmSu4OuWRNbFtBiuK+vD6dPn07oS19fHz7QF0IAsCEQwF7JxTQYDIr70HNpbm4GEF8cZgseYf9/nLFWTFHXOAA4O3MmQrpyLWtqgm2SUoy2aBR36ANySNNwNgvohYh86wAAIABJREFUWyA24fLrL+jipqbJm4aYyRcAPtV/BDONtvJyETg5v6VlUrt3LtczJgHAqSyRb29RkXCfndXejsJJ7N6ZjfK1YIy32P+fzVgrbhzzwmHM0idnx3Jz0Z/htPiEgfvvF/97fvGLDLbkBtHWBlA8SWMjoC+CMo3RBx8U/7vfesvkyOyGY3gYJfpCyFdcjJ4smVu9zf7f0JepPGs3DheAx/T/+5HZhVB2jEzjQLpWY/m70dxcnJ85EwsuX0bp8DAWtrfjuJ6mklsSZMu5bKUAjK36/DzZipqqa5zMZsjW9fmtrSjRrV7nZ85EMDcX7jRlkeq+dM6H241P58zB8tOnkTs6iuUtLdirW+tUFnQz+ZL8VPIlGavkayRn7lpkJl8AmNXbi2o9RqS5qgpDhYVw3wRZ3rCcHQ6cmDcP9x09Cmc4jNWXL2PnwoWmLCaXsUq+8n25fPkxsnxlOcuuW1zGsnwrhobQoLuFXC8pQVd5eYJ8b4ksDfadmDcPlfv2QQNw78WLeG/ZMlMW82aOEem4xql0mI4pCgSwWGc0B3Jz0TJjBlw3SU4WJgZbAQwCyAfweQC/hcTq69kCmTnm1ub8/Hy8yBJ0vI4Yu9Lb26tMDwzELOGbNm0CEGeCFi1aBCCWkpis73R+XV0dAGDhwoXifO6WxNt27tw5HDp0CACwv60N38jLQ97QEFzvv4/d776LssZG0W4g/g4fOHAAF/UClqtWrQIAbNiwIeH+Q0NDghkhF6xTp2IRD9y1ieRDLFV/f7/oE7EQdDwveiozz4LxeOUVYcCNPvVUQjzO4sWLBTtGiQzeffddADGXK2oLyYnAGSy63+LFiwEAjz76KIDYMyEGjNpLrFEwGER04UKE5syB4+JFuPbsgaO5GZFZs6BpmjheZiaITTxz5gyuXr2a0G86Z3h42JCFLywsFG2ia/EU5jIDRKwePTen0ymYRXJ/c7//Puz6vfdXV2P33r3CxY3aFAqFBLsjuxkGAoGE/4G47tJ1ZsyYIdpA2/v1hfrx48eTmByXy4VOAAeCQdwViaB+ZAR3hEI46XYLvQgEAuK8at1VkpizbGKEnkC8RMDPAWSy6tSU/kU7qA+yALD+5EmTI7MXvN28P9kA3p51t4F8D+g/CNmCBPmeOjUpWc11p+IhkgcbG4Escrs6xOR7/6efQpuErOaaTz+FQ58EHFiwAFFrEZP18AP4D/3/fADPZ7At40VOJIJf0l2VAjYbXs+CBDOEqKbh5PLlAAB7OIzqt98e44wsRDAI7Z/+Kf75hRcy1pQk2GwYfe458dHzr/+awcaME5EIVukLZwDYMz+7cjj+gBnZntddCScbfoP9/92MtSKGKcMIqWITzjY0oG/7dhQNDeGO5mbU9vfjakmJsLBGo9Ek665ZTIVsqY1Go0nWXh4QbRT07HK5xrSu2+121PT24g595d+Xl4czDQ3iurLlJFU5mcWsjHW+HJvQNGsW2ktKUNnTg/r2dszv7MT5ysoE+QKJDIVZTIVKvrRVyZe2KvnSdczkWzo4iLv0hAQ+txsndMZFFUOWjpzGilkxOl+OAemYPh1NVVWou3YN1T09WHLlCo7U1Cjlq5Kb6r5cXly+1G6VfGVZcvnKx3D55vn9WKP7QAftdhy54w7DGKd05DTeuDb5vv2lpThdV4cFTU0oHRrC6osXsVP3d3c6neOWLx2rki9tVfKlz2bypbbZ7Xa4g0Fs0LNKRWw27FuyxDSGLFU5WTFCE49vAfgV/f/fB/BPAELGh2cEPM0wkMh+vBgKoURfgL+Vk4PzupXe4XAIKzUVDyUr9f33348v6/E6tbW1CfsikYgopCqnyCZwppLiRSixwocffihiekKhEAaqqnCXzQYtGkXlK6/gr0tLEXC5RGwFFTEtKCjAM888AwAi2QK9f8QIbdiwQcTv0H35u0msC7WXYqSGh4cFi0BtJxbj6tWrQk7EFOTxGjb//u+A/tsf3bRJuMXRu+n3+wVDQowQxbD85Cc/wccff5wgZ2JKjh07JmJb1q1bBwD47GdjDpqUICAQCIjYJuoTTx9ut9uBr3wF0b/+a9j8fnj+7d8Q/oM/gLOqSrRPlhddr6enR8QyyYkR2traxFhJOkCxN9FoVLA8xNAQ25aTk5PkAUGFbKmvO3fuFPoRDAaxvKUFlfr5F8rK0FxcDITDgm3icVTUXkp4Qb9xHo9HtJfa2c9YUgA4cuSIaMvq1asBAA888AAA4Etf+pKI79q1a1fCeS8HAvgzAMUAtgwP46WCAgT0Z9jW1iYKvtLzIaaSx/FlEvcBIAfV0wB2ZK4pAKY4IxS227FDz34CAE8ePJjB1qSPLXpFaQDYvmIFItIPQ6YRtdmwbeVK8fnJgwcnVTrNLYcPw663d+eyZQhI1cOzAR8w+T5x4AA0gwD8bMSjR4+KbHz7Fi/GcBakzZbxvj6JAIBHDx2CM5Rt01FjPHT8OPL0CceRhgb0SBm1LGQvPkE8FmAmgK9nsC3pogDAr+oTWwD4Fqvdky3oKijAwblzAQDekRHcx35Lsx4jI8Cf/qn4GPmjP8pcW4xQXo7Iiy8CAGw+H1x//dcZblDq0CIRPK0n0gKAt/XkHNmEYQB/ry8QnQB+V1pgZTv+J/v/LwBkelZ4WzNCRlmUgLjF5sDSpVh36BCKhodxR0sLll69isN6MSputZVBVopQKCTuR9Ydbhkmq4ZsTbXZzItTklXByPq79OpVLGZs0MGlSxOOMcvQlgpzNh4Luorl+mThQmw8eBDlPT2o7+jAPZcvY6cedGjEAsnypfuq5AvELEcq+dKxRnJ2Op2G8m3o7MTdulXF5/Fg9513Jh0zXuv6WEwSbc0y2VFbztbX40plJWrb21Hd04MHzpzBu3oGuXTlS59V8qVjVPI1krNKh6kPtf39WK9nbgo4HNixapVSvrKc03nvx8Ni8q3D4UBLbS3O1tWhoakJpYOD2HziBN5eudKUxeQyVsmXrq2SL52nkq8sZ7MxosLnwyN62t+wpmHbPfcIvTHTq3TeewsTiz8B8Kj+/58BeBXA9cw1R4B0kxghOdPnXzqdKNHZoTdzcnDW4cCdd94JAHjssceENf+ll14CEH9/nnjiCRETREwQz6ZGsStNevIP2kfvFLELQNwCf/nyZQAxKzmxFhRHtGvdOtx58SLskQju37cPu2bPRod+X7LyFxQUiPtQv2fqv1/EgPX09OATfeIspzvOyckR59F1iBXw+/1J7xn1+/Lly4KdIjnTZ9uf/zmcxAY99BBwzz1JLK3H4xGsBcmNmJIXX3xRMF5030Y9Rio3N1fc7zndvY3ed2qb3+9PSj/Nx0CRDfO3fxuel1+GbWQEzu98B+GvfAVBnZUi5qtNz2hJjFAoFBJyovvxvhG7RrFcdN/W1lbRTsr+tlx3f6ytrRXX+Na3vgUAeP311wHEMwH6/X4xjj506RJm6MzJxdJS7J82DR5dx+gePN23nN2PM3/EwJBeyKnJu7u7hQworozHvhFLdOzYsQRZjI6O4qVoFN9ALM7msz4fvgNgv8MBt9udkFIeiD97OQV8JvAFxBghIMYG/YfJsbcKt81CyGxCo5pIidSfOTl4a80afEEPJPzCRx/hwtNPwyfR/kb3V9VWSSVXu6pN3G2IXhT6jm9z/X584aOPxLXeW78e0ZychOulIot0J4xG56smUkK+bjfefuABfPm11wAAn9+9G2eqqtA3hvVfXtjwyX+q8pXbxOULxAYjlXzdwSCe11OPAsAHa9YgmJcHl0KH0tG5VBftY107wU3Q6cTbDz6I//SDHwAAPnPgAE7MmIHr+o+9EVTyBWI6nK586Xoq+QKJsnU6nbCHw3hh+3bBtm1buRK+4mKlfMeSxc1YVBq9D6Rzv3jgAcz97ndhj0ax6ehRnJo7F5fGkC9dx6i+1VgyNmoTub0BavkCgMtuxws7dsCl32PXHXegt7wcDqjf0VR1TparhYkB6czhaBTfRyxGqBjAPwPYksF2Eah95G7Dg8Tvj0Twq5Q8wWbDv8ydi0q3W0y0p0+fLiaRpL/kllVfXy8m1jQ5pBotra2tYlJJ7kyk77y+jZFR0uFwJNUvGvZ48PGSJVh/7BhcoRC+uG0bvvX004jabAkuTQd1TxEKpqfkAZTm+fjx42IfTXRJNvydou94imzqE7WXZDEyMiJcB8nlyuPxQDt2DDl/9VcAgKjdDttLL8Fut4vzacvHCVpY0OJw+vTpIv31lStXAMQXS9XV1aJ/8gKIzi8uLhbf0TimGhPClZUI/M7vwP3Nb8IWDgMvvIDO114DXC6xmOXPF4gtiOiZkZ7R83U6nWKRJuYX+v1bW1vFopcWS+Ry1tjYiPr6egDxBRS1nxbPLpcLQ0NDKO/vx6PMDe3fli8HbLak8Zo+h8NhcS3eTtrS9WU5Ud+8Xq/QB+oT6YTP50tyiySdKC0tRTAYxF8EAvjf+rP7B58Py202wOUSekBtI7ll2q15OoC/ZZ9/B0A2RN5av2gAjsyfj9P6KrzQ58PzH32UtYHntmgUz3/0EQr1F+x0XR2O6VlzshXn5szBEZ2l8I6O4sVt27LXhSsaxTO7d6NM/7G8XFWF/cuyu8b7lepq7NLpe1cohK9++GFWu3A9deAAZugTh2ulpdimW4uzFdfLyoSLpz0SwfNbt2Z1uvJNx45hrj6R7C4owLt3353hFlkYL34PQIf+/xMAvpHBtoyFsmgUL0ciYlLxf4qK0J6F7sQc76xahR59cjyntRUbs9lFrr8fnhdfhI3G9j/4g1ja7CxG8D//Z4T1QriOEydQ8r/+V4ZbZAxnKISvf/QR3PqiZWt9Pc7rcWnZin91OkUh0noAfx+NZm34gQPA/0PMqAPEmKB3M9ecBExaRsjMSq5ycaEVuRxIHolEEHG58MamTfjt734XuaOjWNrcjC1Hj+KnOrXKoXIpomubFQOVz1e5mpi5v9B2y5EjWKrT4j6PB29s2gSHlD6XW4PM3LlUlmEja7EZC8Kt3Cr5AsDPHnoIc1pbUTg8jIZr1/DM/v34oWKCZuSyFQ6H05YvbVXypa0s34dOncI9584BAEYdDrz26KPQXC5oSHb54ixVKuyYma6asSAyi8AD9UkW765fj/nNzZjW14eZXV14fudO/Mu6dcosbCqXLa7D6cpXloWRi5zT6cR9Fy5gox7AH9Y0vPrYY7Dpwawq+dJ1UmHHxqPXKqaR6zDJYvuaNVjY1ITq69dR2duLr23fjr9/8EFlFjaV26xqjDBzqTNLsmAm36WXL2OLnu0oAuC1zZsRycuDS6HzqjEilffeYoQmFlwvuhBLmvCm/vn/AvgUwPZb3ywBev7kgnTlyhU4o1G8Eg6jVj/mYG4uflRZiUqdOSU2pKOjA916OQICpb+ePXu2YIQ+1d1mKdlBV1eX0D8zyFZ5cgnirAl3XxvSNHx/wwb81ptvQgOwae9eNOXn45zeJm6xp/PIvYiQm5ubxI6Rq5fP5xPyIpc8ctHjbsgEOjYYDIoUyHa7HbZIBDO+9S1oevKe0OLFcPzJnyT1X363+X2J9eno6BCsCbnbESNTVlYmmBQCMUGcyZLHCbqey+USz3BoaAiw2RD4u79D8SOPwBYKofDllzE4ezau6wwNBfUTAxgMBsV9SKaEYDAoGBFiTYhBy8/PF+Mu7eNpwMkdc+nSpQDiTAkxU6FgEL9y4ADqdN3sLCrCG6tWweN0Jri/ESjhBS+KLbv05eXliWctz10IHo9HtI1cLjlrRYwQMY10/ooVK7BSN8798NAhLPvgA3jCYTwP4FgggL/Tnws9CzmxSSbwN4gViAaAq8guo471i6ZjID8fP9i8GRH9Zdp06BDWstS+2YC1p05hE01ybDb8x+OPY0B/abIdIzk5+P5jj4kitmtPnMCmI0cy3KpErLxwAU/u3i0+/+ihh9BdUmJyRvYg6HLhB5/5DEb1H8KV58/js/v3Z5V1aHFzM55lLoc/Xr8ebXomomxH2G7H/9uyBT79h21RczO+sHNnVjHH89ra8JVt28TnX9x7Ly7X1pqcYWEy4GcA/kr/3wHgDQArjA+/5XBEo/jb7m6s0T+32+34L9XViE6S7ILnp0/Hz/UaQQDwlW3bMEevJZMViERw5z//Mwp1l61IcTEGv/tdIItSkpshtHgxBv9nPDx++n//76jSs6FlBaJRbNm9Gyv0Rfeo04kfbNmCgP5bmu1oz8/Ht5lXxf8B8GyWedz8VwC/rv8/CuBpAL2Za04SbhtGiLM+soWXW33llTm3zF6cOxdvr1uHx7fH7G3P7d4NWzSKHayeiCq2gvuLAslphznMUuSq4gDIwvPA6dP4PJukv71uHS7Pmwcn1EyHEVOhShmdSowAl6lKvnSMSr4ki9baWvz44YfxS++8AwD4zKFDcGgafs6yshjFroTD4bTlK/dJFStE/99z6RK+uH27sAx8cPfdONXYCJfTmVJxS5VMUwn+N2J9uD7Lx3DWhsu3u7oaP9q8GV/UrZsPHT8Ou82G1+66K2FSoopd4TqcrnxpaxSL5XQ6cUdTE37lgw9ETZvdy5bh0PLlcDE200jOKnYsFbbIjPXhn1XyleUcjUYxWF6OH2zZgq++/jrskQjuO3sWmqbhB/feiwhjSVTxg6oxwowRMkpTrorFcjqdaLh6Fd947z0RF3R0wQJ8fPfdCfI1krNKTqmwRRZuHf4IwELEKrEXAXgfwMMAMpHnlHRicHAQjkgEL7W341GKSQDwGzU1uBqNAoFAkuXc5XKJ70iPZumpn/Pz8wUDRIHjFA/E9Y9A7xK9K9zaTvsoKJ/HCBFrw4un/ryxERVdXVh98SJcoRC+9uab+PamTbhUVyeuJVvliQXhv3v07sup9YE4i0D3J+aCX5uYh3A4jOvXr8MWieDBV17BbD0ZQ0TTcObP/gwDoRAaBwdFH+iZUB/D4XASi0HsWFdXV1IRXIoVuvPOO5Nig+g6nFUwGmt5n3kx0cAzzyB4+DBKf/QjaKEQ7n3pJfz8i19Epy5Dajd/zjJ74na7xdhH4AVoqX1yHJGmaaJIK+kTta0wPx8Pvf8+7j56NHZPAK8+9hiuV1YCOvtkt9vFNamdvG30zOVYH7fbLY4nfaDnROxRfn4+KvXkXJTKnOKBRkdHBVtEqeMpDqq2tlbEctH783p/P54+cwYagO9Fo9AiEezS20lyIz0buIW1h/4bgP/BPv8qgH237O6pwWKEJOxcsQLvs5TEz+7Zg8/t2ZOxmBYtEsHn9+zB53fuFN+9v3Ildq7IJptg6ji8aBHeXLNGfH7swAF86aOP4MhQsUpbNIrHDx3C8x98AE0frHYtWYKt996bkfbcKE7Nm4dXN24Unx/45BN87YMP4ApmqG5zNIqNx4/j6++/LxZBhxsa8DO9Ovtkw8WZM/HDxx5DWJ983XP6NH793XeRo7sgZAL3nT6N33znHZGK/NSsWXj1kUeyqjithRtDBMAvAaAUOcWI1d74fKYaBKAkFMK/XLqEz+h65wfwrNuNk/rkdlLBZsP31qzBCd09yR0K4dfffht3Z7AQuMfvx9fefBN3skXQ9q9+FQNZHlNphGt/+IdovT9WPcYeDuOJ738fDxw7ljGvBcfoKD732mu4e+9e8d0bDz+MU3pmu8mGVxob8Z5eS8kO4PvRKH6rpydjXgsuAP+KxEXQ7wH4fkZaY47bhhEys/oaWdD5lu97f+1aaHY7HtgXW7duPHkSM3p68P3164UFQ8VUqK5tVFCVxwEY9aV4cBAv7NiBebo1AwA+XL0a7993Hxx6Bi4gOY5oLOt6OkxFKsybkQXdSL67V6+G3W7HY7qb1L3nzmF6Xx9e3rAB13RriMqSbnRtVUFVHsti1JeSQABf2L4di3U/YQDYs3Qpfr5xo4i7cirknIp1fSymIh3mzYzFlFmFSCSCI8uWwW6347PvvQcNwIrLl1E5MIDvbtiAttJShEIhQ6ZCdW1VQVU5VkjVp4JQCM/u3Ik7L14U7TuyYAFe27wZdoOMcrJ8ZTmnwlSYyVs1RpixmCr5nm5sxA8BPPfWW7BHImhsbcV//elP8d0NG9BcUSEsviq2WHVt1Rihkq/cF28kgqf37MF9Z86I9p2cPRv/vmULbB4PHEgeG5wpMpypsMUWbi18ADYDeAsxX/tcAK8AWI2Y64n/FrWjsrISq0ZG8Dfnz6NKN7CMAHihsBB7XC4UM6MhWZ5P6HGBPT09IsaGdHLGjBnieDmLGmddyJpPzAqBYmBCoZDYR5ZvYgyCwaDYR9+RtZ1+iyOahn9++GF89b33sKS5GY5IBM9u345Fw8PY/sQTqNIt78Ss0HU8Hk8SG0Dv78jIiLD+y+12s0QScoa0qpYWPPfOOyinAp6ahjc++1l8On06FujszbRp0xIKmXIEWDIXOb1+Xl6eiA0ieVPbiMGQr8H7ZrfHi8TKCAQCgkmiY2h8a2lrwxtr1+Izvb1YcuIEtGgUn927FzXXruHfVq/GsNuNgoICMUbS/WnszMnJSWKyaKtpmmBS5DF+ZGQkqRDqzP5+rPuXf0GJPreK2mx476mncOmuu6Dpx5JejY6Oilgbkg/p7vDwsNBx0jnSj3A4LMZvYu5IJqR7s2bNSijey+UciUTENefqNa8olqu7u1sUW62qqgIAzKitxdYZM3D1H/8RL+rt/M2+Piz0+/FScTF6Xa5bxgjNRSwxwir23e8CeGlC7zp+WIyQCjYb3luzBq8+8ADCuiI3tLXhj197DfefPg3bBLNDtkgE9336Kf74tdfEIiikaXh140a8t2bNbWHp/XjlSvxg0yYEyT3i+nX8f6+/jgdPnIB9otm3aBSrzp/HH7/6qlgERWw2vHn//fjpxo2TxrfdDAeXLMF3t2yBX/8RrO7uxh/++MfYdPgwHBOdUS4axbKmJvzxq68mLILeW7UKrzz6aIIb2WTFiYYGfOeppzCku0yU9/fjv/z0p9iyf/8tYd8aW1vx3157LWER9PGyZfje448j7Ji09i0LY8AH4BEAL7PvfhvAYQBrlGfcXBQA+JPubvyoo0MsgtoAPOhyYfskiVkxQ8huxz898gi26W5HALD4wAF86aWXUKHXcplIuIJBPLprF37jRz8Si6AhjwfffvJJfJrlGeJSQdRux0+efBJvs0RUq5qa8Odvvonlzc0Tzg5pgQCW/Oxn2PLNb4pFUMDjwVu/8is4zopnT1ZEbTb8YV4efs9mE2mpN/r9+Pfjx/FwZ+eEy9eB2Hj0CeKLoBEAzyB7F0HAbcAIcav5eJgKlZ8+reIPr1iBjpISfOGdd1A8NIScQABf3L0b686cwVsrVuB4XR1CzOqbyrVVVl/RF03DkqYmPHb4MGawzDq9eXn40eOPo2nGDOHzb8ZUpGv1VbFFRrJMl6kwk+/JxYvx7bIyPPuzn6Gsrw/uUAif378f9589i7dWrMDh2bMRYsxFuvKlrbBkaRoWtrTg8cOHMet6vDThYG4uXt28Gedmz06QryxnOUtXqsybis0wky99nwpTYSbf8w0N+IfSUjz35puo6u6GMxLBEwcP4p4zZ/D28uXYX18vFqKq2JVU5Ut9s2sa6q9dw+OHD2OengUIAHxuN17duBGnGxsNWUyus+kyb0ZskUqW6bLFRnE8mqahefZs/P2XvoTn3nwTtR0dsEejeOToUaw+dw7vLF+O3fPmYVQh37GurWLeqG9zurrw2JEjWKRbhYFYcO8b69fj2NKlsEM9NnCZjod5U40bFjKDAIAXARxFLImCB7H4oY8B/Bix4qvHb/I9cxHz7f8jAGU6MwMA+9xufC4UQnskgkL9/ent7U1gO4B4FrWBgQGRNY5iIshKHQ6HhTWdYjI6OzvFMfQuyLFB9B7x2Fqy3JMl32azJdT2ARJrDRGbQMds3bwZ3TNmYMsHH8AVCKCopwf3/8VfoPuuu9Dy4osYXLgwgR2gd4IYCrp2JBIRtWR4cVi6L7VdCwSw5sIFbDl5EkWMOWouL8e/P/EEeouK4NYXnry+EMmLsqeR3Pr7+5PuR78LnFmhLTFRAwMDok30Ha8TRfKmMUR+JuFwWMiQ6jVdunQJANDS0iJitt65+25cKyvDs9u3wxsIoHhkBL+5YwfOnjuHt1aswPmqKtEOHrNE38n1mjRNE+2Vi9MODQ1h8fz5qPrwQ9S/8gpcOqsCAAMzZ+LI7/8+hoqL4dF1jeRGzzcYDIp2k7xIv7ksifXhrCCxPRTjQ0wQsT9Op1MwnaSrdO3c3FxxPmWIO6m7avb19Ynj6X0ilqd02jT8395enI5G8XI0ivJoFMWhEP704kV8NjcX36mqwrcA3MwlkQbgc4gVgV7Avr+AmEtvdqXFSoYtmskSszeAAwcOAIgrTyAQEAosb4PBoOG+UCiUQJ/zbSgUQigUgsfvx6Nbt+JOPaUnob24GLsaG3Fg7lwMsRci1YkkvbAFo6O489w53HfqFCp7E3NpHFm0CD/fuBEhifY1Wwi5XC4x+MlFF1X7aOt2u8X/JB8uXyM5k7xU+3jKUpV8AcDm8+GRbduw+tixBIqys7AQuxcuxIGGBvSNQ75AbFD0BgJYceEC7jt1CjV6/RrCiYYGvPnwwxjVByZVSmKVfGVZcvkayZm7MZjJV5Yll6+8T04Jy+VM++D3Y+POnbjvwAFRxBSILbB3NTbiQEMDulkgcLry9QQCWH75Mu47dQp1HR0Jx5+pq8NPHn0UA/n5CRNts4WQSj9V8pXlLLuJcBkbvf+BQEApX9qq5EtbMdkZHcW6vXuxfs8eEQcFAP25udizcCH2NzTguq5fZm53XMZcvq5gEEubm3HvqVOoZwtMALhUU4MfP/ooeoqLExYtZgsho/ff6XQa7nO5XEnypVS0FhJxK4sWLgTwPQArpe+3AvgnxNzobiR6bT6ALyO28OIVVfyahr/0evHPXi869AkkTcZ52mPZADA4OCjgxIN3AAAgAElEQVTeoQcffBAA8PzzzwMA7rjjDvFO7dDdpo/pLEwkEhFypQkqL0pJ95Ld3whOp1MsGmgSyksI0CSW2k7XzmlrwyOvvopqxmwDgG/lSrQ/8QT61q7F8YsX0aJnmZPH9YGBAbEQkhEKhVA2MIC1ly9jw+XLKNIn7kDMA2TrypXYeuedcOiLG7kQ7YIFC7BcZ1bm6XEt9I5ylzzqL/WJp/QmV6t39YLy9fX1WLt2bYKc5UD/YDAo5EXjCk8KQf9TAgZ6hpcvXxZukTT5LxgYwAu7d2Mxc/8HgItlZXhv5kzsr6kBOXHZbLak1Nq06IhGo2KRQcf09fWheHAQT/t8WLx3Lxws7XlE03Bk3Tq8ddddgkEn2dECjtrKkwvRYoP67fF44r+zOkg2ixYtEimxKQkI6Qm53QUCAXE/+o7SlxcWFooxlp7l7/7u7wKIpZen1Np0vw79tzcYDIpren0+/G0ohKckL5tPAHwbMdfaPowflQC+iFiK/7ns+4h+/d9HjMW+1Uh3WWOZ9lKA3+PBK5s348DixXh8+3bM0C0ylb29eHrXLjy1ezcuVlbidHU1LlZUoLWkBEMmAaN5IyOo6enB3OvXMb+1FXPa20WgPqGlogJvrVuHK7pf8u38oIIuF36ycSMONTbise3bMVuf7JX19+Mze/fiM3v34lJFBU5XV+NCZSVaS0owYCLfXL8fNb29mNPejvltbai/di3J3e5aaSneXrcOF/V6BrezfEMOB95dvx6H5s/H4zt2YJ5en6J4aAiP79+Px/fvR3NZGU7X1OBCZSVaSkrQJ9Vw4MgZHUV1by9md3Rgflsb5l29Cqck367CQry9di1O1teLeKvbFRG7Hdvuuw9H5s3DYx99hEZ90lTo82HToUPYdOgQrpaU4NPaWpyvqEBLaSl69MmbCu5AANV9fZjd0YGGtjbMb20V2eAIvfn5eHfNGhxZsOC2l68FY3yKWIzQVxBjgir17x/S/4YAvIdYYoV9+vFGExMbgJkAliLmZrcJidZdwtbSUny7thb729tvTieyGP3TpuEnv/VbmHfoENa88w5y9EVf7sGDmH3wICJuN6YtWIAzlZVonTEDV4uKEDAqIhuNotTnQ21PD+Zdv47FV6+iVp+wchyfNQs/vecedE2S0g03gl6vF3/z4INY1tSEzx8+jAp9gTSnsxO/1tmJrx05ghPTpuFEWRnOlpbiWmkpRoxcMKNRFAwNoba3F3WtrZh14QJm6s+Lo3vZMvxi40Z0T5+OsFTT6nZDl82G55xO/Nrs2fj1pibM1hfbdwD4RwB/h1gClm0AdgM4AfO01hUAlgC4D8CDAFSlunch5h536GZ14hZg0jJCFCiWrgVdtuxyq69s/SVGCIhbOULBIBouXcLaffswm1GsMnxuN/pzc+F3uRCy2+EIh+EJBFDo8yHXJMPUpZoafLR6NS7Omwcwty7ZjUXl/sYtu2YWdLN9ZBUxYyrMLOgq+cqylBmLUCiUIN85V65g7d69YsKuwojLhX6vFyO6fO2RiJCv128cNnylshIfr16NU/Pmwa4oPGvm/iazP2YWdLN9brfbVL4kI7N9KvnSViVfIK7D05uasG7vXsy/dMkwSNDvdKLf64XP7RbydQeDKBweRp6JfNvKyvDxqlU4vmABNCmAWMUIcbmr5EtyS4fhVOlwOiwm12GVfGmfkXzLW1uxbt8+NJ47l8DAcYw6HDH5ejwIMvkW+HzIZ5ZhGddLSrDzrrtwZNEi2PR+qnTYyP2Nv/9mLKbZPpLvIlZWwEIct5IR4vAgtiD6HQCzDY6JALgOoB3AMIAQgBwAJQCq9f9VCCBmPf7B9OkY1QO3jx+POeCR2xBZpr1skS8Xbm5raxO6+Gu/9msAgK9//evifFHKQjcmfKJnTLt69apwdaL3zC+NQ3a7XbyvMovBExoQm0BuZDk5OcIFiVIZU1/8fr9IvayFQpi9axeWbdsGD0uwI2MoNxcDXi8CTicC0SjsgQC8gQCKfD54DLKjhm02HJs1Cx+sWIGW8vJY8gYpJbe8LSoqEkzQvXqWU2IJbDabYF2on/ROj4yMiGtQ337xi18AiBX13Lx5M4A4AyUnCAiFQmIMkNNZh8NhwYBRQdiDB2NJ3s+ePStYC57kgKBFIljd1ITHz57FzD5jnqLf5UKfxwO/w4Gw3Q5nOIz8cBjFPp9wH5QRtdlwbflyvD53LpqmTxdjPPdwIJ2hNlL/Z86cKWRJLBGxi06nUxxXodfEIx2aP3++kP1OPesvMUP0fTQaTXJhpGcIxF3q7tQzBX7ve98DAHznO98RxxDrRGwVnx9Qn+69917YolFsHh3FE2fPol53VVWhG8A1AIOIvfduAIUAputbI2wF8JfIbLFngsUITTRsNpydMwef1tWhvKsLy0+dwqILF1AhubTljo6aLng4OoqLcXLuXBxpbMT1adNi8SW3QcD+uGCz4eLMmThXU4PS3l4sP3kSiy5exHTJpS0nEECOlNXGCN0FBTgxdy6ONjairaJiyme9ulJTg5efegpF/f1YduoUFl+4IFhOgicYhMfkx4ijNz8fJ+fMwdHGRrRUVsKuTz4mf0qE8aGtshI//Mxn4O3vx9KTJ7H44kXUSdXo3aEQyvv7AYVFWMZAbi5OzpmDI/Pno7m2VsjXGrwtcPgB/AOAbwF4ALEA5ScAlLFjNMRYo8qks5MRQcy6+2MAPwTQBaDO5cJULdEbcThwYd06eL7xDXiPHEH1Rx/Bs3Ur7NLYmefzIc/AHU7GxbIyHK2rw8GGBvR7vVM6/i6iadhVV4c9s2ZhTnc37rl8GSuvXsU0yTBUGAigMMXf/o7qaoxs2oRPly+Hr6wMTXv2TETTJwWiNhv219Rgf00Nrr71Fp4aGcGTSDaalOp/qeA4gJ8C+DcAF8c4Npsxad86VZA5WSdoNSjHlBhBLuLJ/fONChuGw2H0V1fjw6oqvL9hA4r7+jDzyhXUdHSgoqsLxQMDKBgagov5jwYcDgzk5aG3oAAd06ahraoKl2tq0K9T4JqmwQ3zIqBmVl8VU2F2XioB0XKQudPpTFu+sizl1MCq4rLhcBhDlZXYUV6OHRs2IF+X74z29gT5cgtQ0OHAgNeLvvx8tJeV4WpFBZpnzEBvaSmgx2S5kfgszeRL3xvFtXDruuq8VJJSqORLMk1XviRLlXy5bCmt80h5OXZNm4Zda9fCOzCAupYW1LS1oaKrCyW6fD3sBydot2PQ60VfQQE6SkvRVlGBphkz0FlaCk2XpSxf3g4Vi6kK4pfZCLPzxkpKQTJWyZf2pStf2prJFwBGS0uxd80a7F2zBjlDQ6hrbUXN1auo7OpCSV8fCvQELISQ3Y7B3Fz05+fHxoeyMjTNnInr06bBRkX6FOngVTpsxLyp2GKz88ySUljITkQBfKD/aYi5sqxBzB1mIYAaxFxcuINRL2JW4PMATgHYi5irjOwmU1BQkJTqmfSBJwGQEwRQMgIgrq9kya6rqwMQi+mg48kqTvEtZ86cwenTpwHEUz2TPhLrFGAFXOUxIRQKJcU+UrtzcnKENV1OFFBXVyfYFhqPP/zwQ6CyEpd++ZeBZ59F3fAwet58EyUtLci5dAmFAwPIGx5OqI037HCgx+NBh9eLtpISXCgtRfOMGQjocSE2mw0aa6+maaJfcowRsQmDg4MicQIlo6iurhbX44U5eX95/JTMoIVCIXG8/NtETBqfA8iw2+1J8TRduhFzaGhI7DMaS6gcyYXSUpwtKsLLS5eiZmgI8zs7UdfXh+q+PkwbGUGx3w8Xc8cecTox4PWip6AAvtmz0V5bi/lf+xrC5eXo6enBwffeA65fF0wW3bdXN2A7nU7RNpIJL6BLjBBPiw7EdJ70gxjyc+fOAYgxYcSmUbwU6T7J2OfziedEMXaEvr4+UUCV5E1ptIuLi0XbSed5kghqO7G1lL6+Uc882DNzJn7vzBn8HmKxPWsALAewCEAtgCokssNDiGWHbEJsfDgIYCcAY5+oyYVJuxDKNvQWFaG7oABHFi1KHCQiEWjhMKIOR0JaZj6RmqqW83TQX1CAYwsX4tjChQnytUWjsIVCSvkCscFBm6rsWhoYzMvDiQUL8ElDQ6L+RqPQQqFYymv2oyUvtiyYYzg3F6fmzcMJ/YdMyDhF+VoabGE8iAA4pv/JsOt/qdnWLSihafDX1+P0+vUAgCbdZS4cDsMWiaDn+nVc6+5OKHnBXfMMooksEGw2XC0owFV9QUyLuHA4DC0aRaHXi5CmoaCwUCyuZutFRet1d0cL5rig/70sfW8D4AQQxM3NMJeNmLQLIVrRyxZe/n8qll6zIpG8GKdcGJEXSDRKvzvWfY18f1MpuGlm9VXFAZhl51JZ140s6Pz/VPtJW5V86b5m8qVtuvKle6juR1sz+dLWKGvcWGmKVfKlfWbypc/pype2Rv3lslXJl7bpype2ZgWCaWuUbtxML8fKkGjEcKpYTEKqOmxWqNdMvrQ1S4Geyn1VY0QqRY/NmDejWCyzDIkqhtPC5EZY/0sHfX19SdZ80mXV+KLSGdJlKqRK1vULFy4IFoT0kOIuli9fLqzctNjgTAPdS07nzAtwymMtWf7tdru4xoULFwDELfYulwsLFy4EECt+CcTTQdO70djYiMV63SFiZuh6No8HmsH4EIlExHE0wadFEmfQ5Ng83kdVamuCUYxRQUFBEuvBM+rJqcDlsYqXslCNBbSPZEHpnQOBQAILB8SfM49HomvKBV3dbreQF7FNDl0mbrdb9IXSspO82tvbExZQQLyQLD1nnspcLhbb2dkpWBd6PqS7q1evFowQtYkYvJ6eHsEIySm9Carfa2pbf3+/aDfFJjU0NIjtvn37AMTfA+q33+9PuqY838jLyxP/yxkWCVFMHSPJpP1Fkyspp1rDRgZ32VJNIOWBxmyCHmFUrdH9eSCt0UJINdkxq59i5v6STh0RPqmU255qDRsZ3H3IaILOkyWYTdDTlS/dK5UFp1n9FDMXRKMJ+ljJLMzkS9vxuGypJugqHTaaoHMZpypf+b5GCyKV62UqLoiqCXoqySxUk4J0xwiVfGlrJl+6Z7ry5feS70dbM/nS53RcEFVGklSSWViYetA0LakWF+kFn8zKCyGu9zTJp/MomH7fvn1iUkaT2tWrVwOITfxoEiinC6aJ9tWrV5PcVAmjo6NigknuZDSBDAQCwi2JFgTcLY0SM1FyCJoMU+pqm80mJs/UbpoMq1zRuRGXJus0ieZpqGXIdWZCoZDoA9Vb4qmY5YUEgSeIIZC7HS+hIY9n/Hy5/hBf4FD7aNFCco9Go0JOcmIaukcgEBD3l135ePIaFega5E5Gz8nhcIjn265nOiQdJF0KhUJikUKyIB0YGhoSbaDj6/Vss+Xl5cLtjCf2AGLvAclArmtFesKT0BBIFzo7O8U+coOj87kbHV2L3Ej7+/vFwo3XyuKf+/r6DBdAUxGWX4sFCxYsWLBgwYIFCxamHCYtI0QrXJVl92a5bIXDYUO3FzOXrVQLUk6k+4uZ1deMLZKD+G+GfGlrRNeqXOPMXLbSKfg5kS6IZrI0Y4scDseYxWFvhsuWbJVN1WUrXfnK9zVzkUvHBTEVnVWxRSodTle+1Dczt1kz+dL9jVziUi2oOpEuiOmMDSqG08LUQ2FhYUJxVCBuQSdrucvlEpZr0h8eS0jHk5X8zJkzAGIps+WYQ/5uUXFJYhzIjY2SLtx5550iUJ0YErKk22y2hLTeQNw63tzcLPpCjBDpeGFhIcrKYnn3ZDaC2JfDhw8LKz6xH0lFrZE8LobDYSELuh/JJCcnJ6loKLELvLCqLC/+WWYa+Pf0DOke3IVQhswc+P3+JFmSbGS3MiAug0gkIq5PjIVq7JLHUWrr6OioOI6eE/W3v79fHE9tIHnl5eUJ3aTnLKeX9ng8ok/UXmojZzPpf0oN3tzcLJ499Y27jNLzpLbInider1c8A3pepBPcQ4fuS+6G/JlQv+m7SCSSlLZe1mu5COxUh8UIWbBgwYIFCxYsWLBgYcph0pr25DiAdC3ZExG7cjMZoZsVB6Cy/poxHEZMW7qW7HRjV8zkS9ubzQjdjFgsI+u62TPggZljbY36NlGxKzeTEVLp8HhisVQMp9kzUOnweHRnIuIHbyYjdLNisVQMZypjioWpA3r2OTk5gmWRLfAUdzE4OCiCu6uqqgDELdJAXH8ojoaYFYfDIazhZN1u1YuWh8NhkQ1s+vTpAOLjG+n6smXLMGfOHADxWJBjx2L58o4cOZIUz0LgRajJgk/Mjt/vF2xCUVERACSxCy0tLYINkBmVvLw8cW2ZBSksLEyI9wHicU+9vb3i/Sa5kpy5tZ+zLfwYzqyoII8PNM6MstqHxFBQu/kYbJZCn64lF7oOBAKiTUbxhoFAICnBAL8O3ZfkTGxMJBJBoZ6KnGTKU15T0g3Sr7a2NnE/IBZfQ/ej+1Ms2fDwsBir+f2oTfI4TOePjIwIJoggj9U5OTlJhVzpfI/Hk/T7oYqRoj6RTKjf1Hcg/px5LJiFOCxGyIIFCxYsWLBgwYIFC1MOk9a0J1t9VVCxL2aMgWxJTzV2Zax4D6O2jYcRutEMXGbpc7nVN5W+qGRpxhio5AuMnxEyw3gZoRvNwKXKwKeyso9XvrQ1Ygw4U5FO7IpZPE0qbUuVEbrRLIiqDHFGLEaqMk5FzqoxIp34wXTHiBthhMbLvPFxQzVGyMdbmDogVoNb9WXrPMU6cGszWbC5JZtiMeRinpqmCZZIzrTW0tIisstt3rwZAPDwww8nHDM0NCQYJMocRp9HRkbE+0JWcdqOjo4mxcEQ68OZD9J/aj9djxc8pb4TixIMBhOynvFr+v1+8R31d9q0aaIvnJWS20Kf5XGFxwjRc1Jl0pOfIfVX9ezklNcjIyNJrI2KIaJ9nAGUY5pITpwpouxnJBN5XOXnEaqqqkQmNZIpxdPwrIBUcJZSTZPu9vX1CUaGWB/qo9vtFn2XnyXPZCfHhQUCASF7ki+9I7S12WyCwaH70fU0TRM6KrNN4XBYXJvaRtvc3FzRL5IZ6aj8DliIYdIuhFL5MeZpaOW0v6lM0EOhUFJ15UwthORBxWyyY7fbE6p8A+kHnqczGVZ9TmWCzmn9TC+EVPKlz0aTd5fLNe7A84mQL5A4QZfdJjK9ENI0zVRnVfKlY8aT/CNdGavkbWYkMZMvbW/lQojrsNmCUyVfIP3kHxamHnw+X9JimSZdlMqZJn1APEicu1zR+XIabq/XK1Jh08SNJneapon6QbQt1wtm0kTy2rVrYjJLCRgoqN1ms4nJsOwmdeXKFXGevFjh4yG1iRYo3A2NJqg0+abJNJCcwpgwOjpq6Iru8XjENWW5URtHRkYSElRQPwmygYQQDoeTFjklJSUAEusX0TH07Kj/NptNLJhUbrI0DpG8aeE4NDSU5LYmJxHIyckRYyUtdrhrHcmEjqH+OxwO0T55HOYugpRYg7ZUE+r06dPCFU5e5Hm9XvEMqf3khtfX1yf6Qs+OxkeXy5XkmkY6Q33q6+sT+kTgbnDUP7omL8ZL9yM50QKSHy/Lkj9Dalsqv5O3OyzXOAsWLFiwYMGCBQsWLEw5TAlGSBVczgMOyWJgltY5FaZivAVVb6X7y1jW9VRcDuW+qILL5fSN4XDYNK3zWAU+o9HouAuq3koXxFSs6zxZghnMEnyo5EufjdI6p8JUjLeg6ljMG7VnIpJ/GLkgjpeZ5Tqski99NpMvbdOVL7+/qk0T7YKYCsNpJUuYeuCWcEpuQJZz2UWHF+UkKzXpzNDQkLBOy+8dd5+TWQhN00ShyrNnzyZck9rhcDgSimAC8ffN6/UKKz6xAXTfnp4ewWbJLExubq7ol5ximj47HI4k9yhimzRNE/tkVzV+DX4t+Rj6jhf/JHnRebLLmdF3QGzcoXdZZjo4mye7ZfHEDnJqa3ksAuKMECWZ6OjoEPKl+xIDRfdSsT58DKJ9dB61qaurK4FN4wgEAmIf6W5LSwuAOHPY1dVlyCSpxmnuPkfPh54z7fN4PILBkV09Sa97enrE8XK6c03ThD7J75wqNTpnm6jNsicD3TcSiSQxjFMZFiNkwYIFCxYsWLBgwYKFKYdJa9ozY4SMgp/5/6kGl99IWudU02ePlxEabxxAKlZfM6QrX8A8uDxVRmi86bNvhBEabyzWWMzbWFDpB9+XToKP8aZ1Tid99ngZofHGYqXCvJlBpR/yvlQTfIw3tX466bPHywiNNxYrFebNwtQBWbZDoVBSDAWB9JmP56QrKnaC2AeeFICOIys1xV8UFBQIJoas+BTXQim6NU1LiEUC4lZyFcPCU4LLRV6pHU6nM6nt9L5zZoYs7dRGs0KqfAyQvRyoHbm5uYLtoGsTa0VsiNfrFe8uXZv6ya8rj2/BYDBp7KFj/H5/EiPCZUHtJjnL8nY6naLdxAZSAojz58+L4+kZkF7RPUZGRpLYMdUcgPRD9iKg43j7g8FgQkINug8Akebd7/cLGdB5xNSMjo6K9lHfSE+Gh4eTUlpTn7xer9BxzngBcZ0fGRkR7eVJEkiW8u8H9VOV/poK/w4ODookIXLssyqRgwWLEbJgwYIFCxYsWLBgwcIUxG3DCI1lRZVjV8yybJkxFbLfaKqFPmWYMUI2my0pE5TK6ptKBi7ZwjtWcUoja28qTBaPXTHLsmWWzlklX/o83qxxRjEgdrt9TOZtrAxcKvkC5mmdVTJOhcniOmyW6XAspiIcDivlS9vxxC+p4vBUOpwOU6FiMc1SPqcrX6N2q3RWNUaYyRdItPimO0akMpaZjRGpsMWqMcIs7b7FCE1d8PgQyrAm7+PZ1YzeGw6yuPPCl5RhjI4ny/vg4KCwrlNmtqNHjwKIW9vr6+tFPArpMY8XIUbl1KlTAOLZzK5du5aUApys8/39/SK2iLYyazU8PCzeSVX2NtnyTnLiMYhyeuRAIJCUrluOxxkdHRVsS01NTcK+4eHhhAxwHENDQ0mFNWnLGTCZISHwOCoaC0gW/FhihIipcDgcghGiPtF5vFApPWe6Fk+zTm2SU6DzdtE1OftEx1FWws7OzoRtIBAQx3PWhEDjOOkqZ4ioLyQLno2NrkXnUT+J5fP7/eIYaiMvXSCzWyr9khk4ziRxVsyobRYm8UJIlc9dzuPOP8sBi3xCYzRBz3bXODn9KP+czoJC1U6VfGmrki+QWGNClqlqgj4ZXOPC4bBhutdUFxTpypfkpZIv3VclX/o8mVzjVDory3usBYXRokI1NqjGCJV86RgjfZ4srnEqmarkS+1NZyyzFkRTB+SGVlFRIZIW0MLCyIUKiOsNTRaB+ISP3JR6e3sBxPSPviPQ5G54eFhMYuXJHZ3T0dEhJt2UWpvSI/MEDpQmWQ5uB9S1kGQjjFxjKxqNiuNpMk0T3+Hh4SQ3QTo/Ly8vyZWNu2UZJZyge0SjUdFPSkwgG0n4Nam/3NWYvqPFZXFxsThPHkNIzv39/WKRJS+EgsGgaB+1nxZrubm5CQsefg86NhwOi2tSv6lPPT09Sa54qgWYvJCLRCKin/TsacsXsFyufJ/q95Z0OCcnJ0lOdJ1AICBkJpd04KUX6Flw2cuQ3yOeKpvOJ52T03HzfdS24uJiIXM5QchUhOUaZ8GCBQsWLFiwYMGChSmH25IRMrP6yvtStfpmc/ps2eobiUSSrLXpuj6ZMRZmzJtKvtRGM+Ytm9Nnq+QLqC2fqbo+jcUImeks35cO85bN6bM5U3Ez5AuYjw1mOss/p8O8ZXP6bK7DKvlSe9KRr8UITT0UFBRg+vTpAOKWZzlVr8rFmrMuZE2n88gizdkAuhYxNECcgSJ3JtJ7+rxz507MmjUr4dp0PrkiAfFAedry3x9691XuSZT2W3b34y5uspug3W4X11S5wcnJAzgLRMcbMdZOpzOJLaJ+uFwucRwxbjw5hPzMeGFSglyIlcAZJaMESHwfsUeFhYVob29XypJYI14YleTGU5PLqbFVpU7oufKEDPLYLsvd4/EkFO/lx/DCtfX19QDizExTU5NgSLkek5zoODlFPE9/LSe8oPY7nc4k92di/mR3Rd6myspK0XZKu02/HzzJhNHznYqwGCELFixYsGDBggULFixMOdzWjJDKup5OHEAoFEry3U0nDsAM6cauyGkQ7XZ7kp9tqsHwY7ULSI0RUlnX04nF4n6y44nFSqUfYzEVZvKl+6rkS+0Y77NPhREyYjhTjcXi8uXHqBghVSzWWH3g21SYCk3TlPKlz+kkJEmlbamODeONxTKTL23NYrFS6UM6bDHXYZV86XMq8YOptM3C1AFPg22UDpq/G3J8C7E5QJwhkC3vKr3l8Qtk8SY2gWKGKEFCOBzGlStXEu7BmVG6lhyAzhkhssbzwHu6BrERnN2iY2WZqGJWZAu8zWYTcpLTUfPSDEZeC4WFhYIhICaKp/qmcUz+TXa5XElpzeUkE7J8xgId4/f7kwqxVlRUAACqq6vR1NQk+g4kF20dHBwUz1WWpSrtN2fueEFRIK4vXq83afymmDeCz+cTciJd4CyZXIyXrt3e3p6UPpv2eTwe8dsi6x5/pvJ4Tv3w+/2C0VmyZAkAoKGhAQCwZ88ecT/SWWL+gsFg0vMlWdK1PR6PxegzWIyQBQsWLFiwYMGCBQsWphxuS0aIVujcL/RWxgFMBCOUSpYts9gKo8+qdgHmTIVKvrS9FbFYE8EIpZJl62bIl9o0FiMUCASU8gVuLBaL+pEJRmisTIdmsSuq/8dqmxkjxHU4ldjCmx2LNRGMUCqZDs3iB1NpF2+ThakDbvGX0+6SHpJ13+fzCdZGtpbz4+SYTx4zI7MwAJJiOMgSTlbzwcHBhAKsQJwZ4r/zcqpr/lsqjwH8fipmhUD/01Zmljj4+ypnKFNlT6NsYtQ2YtcKCwuTCpJyUBvomnQdzkzJjIUq2xyBs5yNbK4AACAASURBVGxyJjoOivGhaxFrVV1dncRG0zX5MyS9oGdPzAz/beL6SFuVzgAxPZOfA6UbJ/ZmYGBAxLxRn0h+mqaJPpC8iX3x+XxCL+V4IJ/PlxRzRswdL9Yqj8fcM4GYuoULFwJIzBZHoHYT2+b3+5Oei5wRr7CwULRblWVuqsFihCxYsGDBggULFixYsDDlMGkZIZW1nGcXkbc3KwNXurVCZNxofRszpsKsFkwqlmjeJiM2IhAITGgGrvHUa5L7IG/TYYTMmAqzWjCpype2ZvKlzxORBRFInRFKp45QqoyQGVNhprPpyleWl0q+8r6blQUx3XpNqn7cCCNkxhaPNTakI18LUwekW4FAQLAupFOkD2R1J0s6EI/noS0Qf7/Igk7xF3INIX7s8PBwQlY6IG5l5ywBHU9tpM+0n2+JuYhGo8LSLhf65MdTH2R2wW63CxkQw8HjiWjMkd9TVSZU6pvX603KGsezxQGxeBXK4CfHH4XDYdFesvzzY4ghkJkk3m8C9Zf6lpOTkxCPIkMee2hbWloqWCligAg81ofaRqyJqoCrHD/lcrlE/6jfpIdut1vIWY5PI9kMDw8r6wDRZ4pborpUPBMgsUV0X5KN1+sV++iacjv4d3QPQlVVFVauXAkAWLZsGYD4uzJnzhzBFhGjwzMs8vcNSB677XZ7Qq2sqY5JuxBKZXKYSuC5aiE03uKUN3MhZFbgE0icoKtS9I5nMsvblMrkMJXAc9VCaLzFKW/2QmisAp90X6MUyOlOZvnWTE6yLNNZ2KsWnOmkK7+ZC6FUigCbpaFP9z2St6ks0MdK/mG0EBqrQDD1YyIXQqkUATZLQ5/uc7YWQlMPcnKTgYGBpPTGpA80sfJ4POI9oYkmTzBA+2praxOuc/z4cTF5pYkiLUycTmdCWmHeNu7CRNciHVclKqA2UbtHRkbEZFvuLzew0n1pkcPfd5rokmzoviUlJQmJAID4RJkXB5XHPofDoXR3A+IT3pqaGqWrFPVJVfiV+i2n+aZjeJpxOQEDT1VNcpIXFD6fT1yDnjPdY+bMmcLF68iRIwnH0HX4wkpOQmOz2ZIWldRum80m2iQvVDVNS0oeQAsFegYdHR3iucjgOkCLdbrH4OBgUtIcagf/bZFdIOlYt9stXP/mzp0LIJ6iu6ioSLT72rVrCe2uqanBvHnzAACHDx9OuDZP0iC7sXK3SgtxWK5xFixYsGDBggULFixYmHKYtIxQOpbd8Vp9x+v+QhirIOV4XLZ4etF0mCijNvDPnD1Jh10bL/M2XhdEwljyBcZ22TKTL23Tla/cDpV130y+tL1R5s3MRc7MBZGQqnxpm4rLlkq+dK+bKV/e7/GODRPpgmjWz7HGiLHcZnkq8nSYKKM20GdZvhZuf8iFTfnYJesmZyFl6zx31aF0ygsWLAAQZ4Zmz54t3IP+f/beOzyu67zz/0wHMAMMOkiAKCRIsXdSlEQVqpGWJcu2LEtWnNhe2fFvs3ba/rLJxsn+Nlk/zu5mnWJnnThl43ViW7Eky5ZkSVYnVSw2URQLSLCADQTRiI6ZwdTfH3PfizNn7gwGFMkZUHifB8+9g1vOOd977rnnvN+39PT0AKQ4sOsMlO4cn0gk0s5RWQWdJZV6e71es03CEKhjihpSWr1O7qPOIXT2SHXiV83epL76vWQbDodNlkUPTy7JR5uamsx7iajvtjwzYXZUc65M43goFDJZDz0ctXpvPXS6yhapbBpMMnZVVVUsX74cgJMnTwKTz1dls/UQ01LXkpKSnFh06Q9qSHK9TtLPBO+xsbG0tgjeFRUVJlsjWBw5csTES09fIPcZGxtLMd1T6ybPcNWqVaxfvz7lfwMDAwDs2bOHY8eOAZOMkDA5S5cuNUNpt7e3p1zn9/szjtFSD3WuNyuzjNCszMqszMqszMqszMqszMqsfAhlxjJCegjn6foBWIXPvdx+ANnkSvquTFVuJg26+j8rfCF3XyyrENuX2xdrqnZK27IxFdnwle108ZVtJg26autsha/8zsZUZAphPpUvlmxz8cXKpZ1Xwncll3KtWEz9HBWjS/HFsgphfjl9sXJp55XwH8yl3FzGiFm59kX1+4FkP9Idv6VvCetjt9vNhJVqiGlIsiLCCL3xxhsA9Pb2AkmN+Ny5c4FJzbf4NFy8eJG+vr6UcnRmJxKJmH1T9wNSfSVkXNCZJbW+aphn+Z/+TqlMmB5OWmVM9P+pYbv1JJ6qL4vu7yTXCUbV1dVp7VPbqfvFqO+tfm95psPDwybmwlBYjUE64yZ9QE3UKUyQ+EaVlpbS2NgIQG1tLTD5fOV+5eXlaQFtpG6xWCxjkllV5F4qKyl+S3qSWbleDTmt49zY2GgGPRBmRoI9hMNhs716vdXEtfIeLViwAJhMkNrc3Gw+M3kfDh8+DEBnZ6eJoZwjv2tra9MCc8h74ff7zf8JI6uyl1LHXL63HxaZZYRmZVZmZVZmZVZmZVZmZVZm5UMnM5YR0hOgZUtAacVU5OoHoGtOpssI6dFCRHJlhOR/olm4HL4r2XyEdC13NgYtG1MxHV8sVTtxKYxQIpHI2KapGKFs+Mq9L8V3JZsPi8o0ZmPQsjEV0/HFsurD02GErPrwdBghFePL5bsyFb7STml/tiTAmdjiXH2xso0RuTBCueIr22z4Shkf1H8wm4+QHoloVq5dkb4smuiSkhLTL0UNPw2T743T6TQZGT0kcFNTk6mp379/PzAZiWtoaMhkDyQ08Jw5cwBYvHixed6pU6cAaGtrS6mHz+eb1vumJp3Uk6SqoYh11kHed9G2q1HJdM27y+VKi4imJqDV7yXYuFyutKShEl1MWBU18pceQU/1P7J656WewiIIwxEKhcxjVmwLpM61VN8gqYc+1qjjsDAr4it0/vx5YLIPuN3utHFYnm8wGDTDb8vzUVkN+Z+wIXJPNbKbPCf5LeeGw+G0ZyDn9Pf3m/cSPxy176uR7mDyORUVFZn3kmd20003pZT77rvvmgyQ+MVJuW63O419FEwDgYB5TI1gJzgJAyXl6yyo3W6fZYQUmbELISvzn2wT7UwTdPWlvlTHc9XsxDMxwdyBASpGRigbH8cTiRC32bAnEky4XIx4vQyWldFdWcmERt9b5VvRnRKtJujTMSlSaW19YqNOsjKZV2WbaFtN0HMxT8rF8VxMp9zhMHUDA1Qa+BaFwya+YcG3tJSeqiqCHk9Ke7M572cL3TxdfOW3Fb5SfjZ8M+FlNUHPxUQ0l+AU0l7HxAS1AwNUjYxQNjZGUSRCAnDE40y4XIx6vQz6fPRUVREoLk5p71QBPrKFbs7VZEs381AX7/pCzKp/ZVN2WI0RuZiIZhsjdHzt4TB1g4NUDg1RNj5OcThs4ht2uRgpKWG4tJSeykrGSkrS2pstwEe28Pm59mErfKVN2cxRZqXwZQ6wFJgH1AElwARJs5AhoAs4ARwDZGonE2WZpNXW1pqLHBG9X5SWlpr9Rs9av3z5cnOieO7cOWDyfbl48aI5gVMXInLPhoYGAFpaWoBJ0yUJH9zX15cWOl+dqMu7rIZjhuSEUyam+vgQi8XSTKasFjZFRUWUBoMsjEQoHxujLBjEE4kwEY9jSyQIeDyMlJTQV1ZGp9dLVDGnU++tKlP0yazkDJLwyoKjKjJBdzgcZmht3WxPNVeUhYFVriH5n1yv5nnSF3xqOG09AIQ6eZcFrjj6Hz9+HJhcFIdCobSAFVKPovFxlvT1URUIUJdI4IlECAP2RIJxh4Nxv5/+0lJGGxqIuFzmMy0tLU1bGOvfKkjPW6SGN9dNJgVLNRePbl7v9/vNZyYLIVn4SXs7OzvN62URq35/pFw1j5e0ScwLRVkgi1mPx2PeSx/35XlHIpGUkPYAfmAZ0ExyrPABUcABjAAXgNPAESA1S9HMlxm7ECoUcYfDLDl9miWnT7Pg/HlqtYEfIGq347SYiPSWl9PR0MDRlhaOtrQQ0z4wswKuaJTrzpxh6alTLOjsZI5FrP9M+PaXlXHKwPfI/PlEtI/rrIAjGmXRuXNJfM+fZ25/f5q9bCZ8B30+OhoaaG9upq21lQktgtGsgD0Wo/X8eZZ1dLDg/Hka+vqwaxraTPgOe7101Ncn8V2wgLFZfGdlGlIP3A/cBdwC1FqcEwbc2v8iwD5gB/Bz4O0rWMeZLP5QiPUXLrC6t5dl/f2UK4lkRaze7bjNxrnKStrr6nh37lza6+qIpF05K76JCTZ0d7O6p4dlAwPU5IovcKG6mhP19bQ1N7OntJTwrF9jmpQlEtwdiXALyfFhgcU5VuMDQBvwBvA88DIQsjhnJsmMXQjp2lcrDXou2vVspl4ZHc8TCVrOneOmQ4dYdeIEbkWzYyVWkxyA2qEhaoeGuOHwYcIOBwcWLuTtFSs409iY1Xkfcs8Cb6XhzWR2ozIVVvhmwiubdj2bqVc2x/OG8+fZfOgQa48dwzOFKU4mfKtHRqgeGWHjkSNE7XYOzZ/PL1eu5ERLC9hsUzrvq1sryaZBtzJ9VJmKbPjqeGVjOLOZemULTlHX3c3mQ4dY395OsWIiYiWZ8K0YG2N9ezvr29uJ2Wy0tbTwzooVtLe2kjDwhewBPnLtw9mc+DMxQSrGmVjMqRjObOa22fCtHRjghvffZ+ORI3gVzaKVZMLXPz7O2uPHWXv8OHGgvbGRd1aupG3RIuJ2e04BPqY7RmRL5KrjOyuFJy7gQeDLwJYczrea5LiATcbf7wPdwPNDQzxRWcmYhamxal4ESRZJz1ov57a2tpqsgGjH5To1FLFo5SXJZW9vr8lwSLAFYYak/Pfee4+uri5gMkS1MFqqGZxubhSNRi0ZAkg1b43FYtjjcdacP8+dJ06wort7Sidrq3fbnkjQfPEizRcvsrWtjVG3m3daW3l98WJ6DGWdOo4L8yOO9sKMqQy7VYJRET1IQywWM88T1kN9BoKhXCe4C87FxcXmuKJ/78fGxixDrsu5enhxMXUzg3HEYqzu7eWOEydY3dWFYwpTXkt8gYb+fhr6+7ntwAE+73Kxc/58Xl+8mJNGgAHdIsLtdpt1EVHNFqV+Um/VZFRwVU1DpU2yL+acspUAISrDr7M3xcXFae+RWl/9GaZgoL2jJrMfibA5GOTzfX1sHh62fP9VyXR8mfH374Ex4HHgu8CeKe5XqDJjF0J5kUSCJadPc/fOncw3ooeoErXbOVtdzfnKSnr9fgZLSgi6XGCzQSJBcSRCRSBA7fAwDQMDNPX3my+yOxZjQ3s7G9rbOTV3Lq/edBPtxkD/YZIFnZ1s3bmT6wyzCVViNhvnqqvpNPAdKikh4HaTkPwB4TDlwWAS38FBmvv6cMlkMR5nzcmTrDl5ks7aWl7atIkjRmbmD5M0XrjAXb/8JcuMAVmVuM1GZ2UlnVVV9Bj9N+DxTOIbieAPBKgZGTHxlUWqI5Fg5alTrDx1iu7KSl7ZtIkDy5aZ135YZG5fH3e+/TarT5xIOxYHLlRWcq6qim6/n0Gvl4DHQ9xmI0ES37JgkJrRURoGBmjp66NIzG+ApefOsfTcOfr9fl65/nreW7mS+GwuiFkhuXj5MsmFS5PF8SFgN3AIOAX0kJzA2EmavlSSNJlbAqwlOckRmQM82t/P5/v7eXVwkP/pdtNhTMI+LGKPx7nt5Ek+3tbGHMVETCTkcnGmro7+ujoGyssZ9fkIu91EJiZIxGKUTExQPjZG7eAg9T091A8NmYuo0nCYrUeOsPXIEfY2N/PMmjVcqKm5ug3Ms9gSCdYfP862vXtpMEy8VAk5HHRUVtJdU0NfaSnDJSWEXC5CoRB2wBeNMjcWo3ZoiKbBQeYqzHtJJMIdx45xx7FjvFdfz1MrVnDS8FX60EgiwSeAr3d2stxi4RQC9gIHSZrHdpE0h7MZf+UkGeZFwGqSY4QsHnzAo8bfa8CfkmSLZpLM2IWQlS/JpWrXszn/y35lfz+f2rGDpWfPptRjzONhT0sL+5qbaa+tJWLhLKiKqnF1x2Jc19PD+rNn2XDqFD6jg86/cIEv/eQnHGlq4md33EFfRcW0QkdPV4Ouas4zadU/qHZ9KpzLBgf55JtvstpItCYScLnYN38+7zY1caSujgmXK2d8nbEYi3p7WX/uHBs7OigztIzzent59NlnOVFfz0/vvJML1dXTxlfKyEWDrrM/VszbB2U4p8K5dHycT+3YwQYj+ZrIhNPJvpYW3m1qom3uXILTwNcRj9Pa38/aM2fYdOoUFYZ9+pyBAX71hRc4++67PLFlC+cNDWauobmny2Ja4av+Vn11LpXhnArnkmCQj735JjccPpyiJY44HOxvamJvUxNtDQ2MKckJp0oOaI/HmT8wwJqzZ9l06hQ1hjNs9fAwn3n5ZW7dt48nb7uN083NJr5y7+niK9tMLKY6vs76CBWWfAT4NslJiirtwL8BTwPvk1yI5yrVwDbg0zYb9yQSuEkumLb29XE78H2fj99LJBi1YB68Xm8KAwOTmn+Px2M6nMv7I9r20dFRkwHS38VQKGRqwCUAg3pPSCbsFD8W8ZEQZikSiaQ59ouo30vdwb+8vJwN4+Pc+4tfUGdo8UV6fT52trRwevVqhhYsIG63m+VbjU8iwWCQklCI+rY2ru/sZH1nJ27j3d1w5gzrzpzhl0uX8uM1axgvKjJDkc+bNw8ghYHQ/V+tGCERlU1QAwHApA/Y2NiY6Wckz0B8sVSfIwndrIdHHxwcNJ+nVcJOnWWaP38+vrY27nr2WeYaDKFIv8fDjvp6fllTw1G/H295uVmuiNTR4XCYDJTb7cYzMcH8U6dY29HBmlOnTIXd2q4u1nZ18UZTE/+6ahUjWtAgFSeVOcz0vdbbr0ooFDJ9gKTP6j5zMNlXBXdhMx0Oh8n2SDkqqyf10xP+qv0CYHk8zl8DtwIoi6A+m42ni4r4UTDI2yTN4HIVL0nG+ZMkGWgJ23GH8fcU8LvAWauLC1Bm7ELoaoktkeDm/fu59803U0zgzldU8NKaNexubmZCG0RzlYjTyeGGBo42NfHjG27g+jNn2Lp/Pw3Gx2Dp2bO0/uAH/Pzmm9m9ceO1qV1PJNh4+DCffP11U/sN0FtWxotr1rBz/nzCRgSd6eIbdTg4Wl/P8cZGnrjhBtadPcu2/ftpNgb/hV1d/O4Pf8iLN97IWzfeeM1q11e3t/Pga6/hDU1a8l70+Xh59Wrebm0l5HZPfqyngXHMbud4XR3H6+r46aZNrD5/nm3799NqfFSbenv53See4NWNG3nphhvgGtUiL+3o4OGXX6bM+JABDJeU8MqqVbyxcCGBoqJLwjdut9NRU0NHTQ3PbNzI0vPn+cjBgyw1Jgz1Fy/yW089xRtr1vDczTdfs/jOirWUAn9NUhOryrPAN/lgWtl+4IfA404nNYkEf1hZyWcvXqQiFsMFfGlsjLuAf0eSaboWxR2N8um33uL2gwdT/t8+bx6vrF3Lbr+fhM1GXV0d3ml+OwJFRexsamJXczPeiQm2dnZy98GDlAeD2IGbjxxhxenTfG/zZsYXWHlvXAMSDtP893/PvB/9CJuyEDlaXc3Ply5lu9dL3Ga7pOhmEx4P78+fz/vz55MYHmbT0aPc195OjTFG33r2LGu7u/mn9evZaQQyuNbEkUjwn2Ix/r9YLMXE7aDLxVOLFvEPfX1EbTZ6LXyvppJx4Dnj77eAR4A/YFIZ8wBJ38TfBv7vB2jD1RJbYrqzywKRN998E0i1cRUtlG73qh7TI0Opkc7kOlPzGQjwyPPPs0oxI7ro8/GTjRvZ1dxs+kHoGgSrkMDZtK+qfbItkWDTmTM8uGcPlQoFf2jBAn54zz3EDK2H0+k0NWGiBRJtgcvlStMgqFu5Tj/m8XjS7F2tsLT6n46zVSQuHV9bKMRDL7/M+qNHzXYOFxfz0w0beMvQsFmFIrYKCZyNAUux/04kWHf+PJ/etYs6JWrKscZG/uXeewkb9tiiZfF4PJb4yu9MOKtYqv+T39nwlf9b4SvbTJHOJiYmTHzjExN8cvt2Nh84YLZzzOPh6fXr2b5wITFFW6n24Uwhl7MxYKatcyLBiu5uHtq1i3lKYItTdXX83/vvJ2j4B6j4CqZW+GbCWcXS6n9TYWk1bliNEZmS+0WjUWLhMB99+23u3LvXbGfQ5eLna9fy2rJlTCh+UlZjhBW+Os5WY8Tivj4e3rmTFmNBD3C+qorvffzjDPj9OJ1OS3wFGyt8p8LSatzYtGkTs5IuVyPh7BLgGVJZoDdIamH3XcZypP8tW7aM4liMXx8d5bOdnUjYmTjwJ04n33Q6cRh9zu12m6F85b1ZsWIFAI8++qiZGFWixkl/HBoaStO0iz+Ry+Uy7yVRxKQ/yu+ysjKTARI/F6lHLBYzj4mo76IeIa1yZIQ/3LmTFuUbcb6+nhe3beOAwWZI1K2SkpI03xGVdRKNvx5NTQ1VnUgkcMVi3NvRwUf37aNYUQoe/OhH2fepT3HH3XcDkz5SNpvNfM/VyGwieiQ4tW5SJ4ledubMGfN6GfOEtZHoZMLAeb1e838SwlvKGB4eNtspvk1yv97eXvNYdSSC86GHsO+eXEYPNzXxg7Vr2enzgc1mPm9pm9frTUtRIKJGyZMy5PmIb6ojFmPL8eM88P77lCqM5SvXXcc/rVhBQovCqT4nNaQ1pI6nqm8cYLJWJSUlZhsEbz0ZsM6cSjvVstT/iSxYsMB8N5588kkAfvnLXwJJBq+hqIhvdXdzk7LIOQ583e/nJY+HRdddx+nTp4HUyHUfRBzA54A/I2lOK/ID4Ne5ugEVprusmbELoe3btwOpExp9UpnLZCfTpLJiZIQv/exn1Bs0PsArBl0dVgbleDyeMRTxlKZFWfKBFMfjPPjuu9x15Ih5bVdlJf/0iU8wWFY27Ymj1QRdn9jkshBSJ5W5LDgzTSp94+N88emnaVHMDd5ctIgfrl9PUMklYJX7Jld8BVsrfJ2xGJ88eJCPHjxo2hL3lZXxj5/4BH2VldOeOFphaoWv/M6Gr/zOZcGZaWFfHArxhWef5TrF3GBPSwv/euONDGv9V/CV7XTxla2Krz0e5762Nj7+3ns4jfsMer38n49/nPO1tdNevOfSZ3NZCGXrz9NZ2NsCAX71uedYaXxMAA40NPB/b76Zi0Y9IpHM+bFyMY3T8YXJnCW2RIKt7e08+O67JlM9WlTEP95zD+eamy9p8T5Vn9WPSU6MWUmVK70Q2krSOVnMUUaB3wH++QqUJZNLWci43W4G9+3jO4EAm5WgGT92OvlKURFhmw2Xy5W2ENqyZQsA999/v2mGJeZC0rfHx8fTJrjqu6wvkqRPS7/0+/3mvpjYyTYUCpnvrumYr4SWlzoEAgGWDgzwR3v24Jd33uHg31avZseqVSQUhkLK8hhpGtS6iYRCoZSw06pEo1HzmCxoamtr8Y+P85lXXmGlMkEdvvVWfM8+C16viamq8FDLg+S4JgshvU7BYJCThgn6e++9B0yayEUiEXPSLiILLzHNKysrM831ZKtO3vWw/vI+XLx4kWAwiOvQIWq/9CXsxmI14XJx5gtfoPNXfoVXd+wwJ+ay+JAx2+PxpOWAUvuLLNSkX0gfDIVCk+khHA5KJyb40rvvstFY/AEcrK7mr26+mXG3O21RHAwGs+ZWkmco2Ms7owY60MO664sn9d6q+aDe56UddXV1ZntfeuklAHbu3AnAzTU1/GBwkGYx5wP+HPhvNhvFxuJp+fLldHd3A3DCwp/1g0gZ8FekMtW7gY8BvZZXXH6Z7rLm2rQF+oBSMTzMV594wlwEjbvd/OXdd/OjG24gfJXMT8IuFz+64Qa+fc89jBsvQf3AAF994gkqLJwJZ5KUjY/z1SefNBdBIaeT79x+O9+7+WaCWWxuL6dEHQ6eWr+ev7jvPkaMga9mZITffPJJ6rQkgDNNikMhfuOpp8xFUMRu5/u33cbfbdnCmDEJuNISt9t5bvVqvnHffQwYH8mK8XG+8uSTNBoToZkq7nCYX//Zz8xFUMxm499uuom/vvtuhq5SiPaEzcYry5fzp/ffT7ehlS0Nhfjqs8/SahFoZFauDbmPpOmbLIL2A6u4MougTHLW4eB+n4//ovzv4WiUHwSDuGemXtWUFf39fH3nTnMR1On18kfbtvGLxYuvmmn6sNfLt7dt4/lt24gZZfrfeAP7ffdBhkXVTBHX++9T+5nPmIug+Lx5jL38Mp2f+xw4r46nxqjHw3duu41/uukmIsYCdmV/P3+8YwfeKSKoFrosBZ66eNFcBPXYbNzn8/HHdvtVCyE+AnyRpO+QLPOuB7aTyhQVksxYRujVV18FJrUFUzEVuZpz+UdH+eqPf0yVoU3oLivjW3fdRacxwbFyttbNXrI5LWcLWiCaFFXT43K5qBse5ndefZU6YwF0sbSU//3wwwQMbcwHNXFRNVuZGKFcmIpczLm8wSBf+fGPzXxAA14vf33XXZwyaPRsIYmni69srfCVrcvlonJsjN9+7TUajQXQSHEx//vhh+mvqLgsZoYqvnJONnwzYZkLw2kfG+M3nniCJsP8ZKSoiL+5805O1tZOHRYe6xDXU+ELqUmA9W1VNMpXX32VhUadAm43f/vpT9OlMUOXamZoha+OWy5scS4MZyIY5Ms//SkLDa1lwO3mb2+/nbb6+pzCwluFuLbCOFPQAnVskG1ZPM5vbN/OCmNyEXY6+e4DD3C6oeGymRl6PJ60/91yyy2W9f+wy5VihLaRNIcTVdFTwK8BgYxXXD4RRsjn85lJMAcGBvh4IsEPwTSVe97p5Ktz5zJqsApiniSM0ObNm02HcWEepD+FQiHTtEs05aYZtcE0qSLO8aLBjyjmZLqoQQBEY68GVXE4HCzq7eU/v/YaHuNdPVBby7c2byZmnF+izQFUUz09AazKIEh/kPFF6qFaowhLJckxg8EgZWVlLOjo4Fd/9jMcxgIoceutjP/kJ1BUiIE5nAAAIABJREFURHFxcVoyZSkrHA6bY4eMPRKy+fTp07QbQXMkhLmaiFXaJ/+T5yPsT3l5uZkgtMqIvibHamtrTaZCMDDbv3s3xffcg93oE5GNG4k8/jjU1pos4a5duzhqmMrL/6S/qGOQtE1liHRfItV6QdganaG/bmCA33/7bfzGszlXV8e3Pv5xJtxukyXTGUMpT56bbvIoeKlBFqR8YY9Ulk63dJFxXQ3nrSfGrq+vNzEX66jB3bt5MRCg1jj3sMvFJ+x2OpX2S+j15cuX09HRAVx+RkiVVSQVNxLJ8gjJnEVXWtU8ywh9AHFFInzxmWfMRVBXeTn/45576PH7p7jyykqP3883P/YxLhi0ZtXoKI8+8wyuLAN/IYojFuMLzz5rLoL6fT6+ef/9dBovdL5kwOfjL++7jzPV1QCUBYN86emnKQrNrDRhtnicX33hBXMRNFxczF987GOcrLVKpXj1ZKS4mG9u28YxI/pQSTjMF59+Gt/4DMtPnUjw0Msvm4ugcbebv773XtqM7OH5kqDHw7fvuosDTcnPjTsa5dFnn53xzPGsTMoy4AkmF0E/BB7i6iyCssnTNhsPeDym5vej0Sh/bJH0utClZmyM//jGG+YiaO/cufz3zZtNa4x8SceCBZz47neJGopC2xtv4Pmt35pW0JWCkO5uih96aHIRdOONDD/xBOT523S8qoo/2bKFYWMx3djTw+dfeikleMNMEF8kwuPBoLkIet/l4qHqajrzHGDrAMlodaeN30uBJ0mG+y8kmbFR46yckPX/qSFzZT9jiNxEgs+++CLzDK1JX2kpf75tGxddLlBC5eq2qdn8ALKJle+Keh99RXvR5eJ/btvGHz3/PDWjozT29vLA88/zg3vusUyepYcQVh0mde20VUCCTE7e6vV6SOJYLJY1TPknX3uNVkMDNVxczJ9/5CP0FxWlhCK2wlfKny6+srXCF1K1BsMuF/9r61b+8IUXaBgcpHZwkF997jn+zwMPZExOpmrPdIfUqbDMhq+Os84qZApTfs/bb7PcCOwx7nbzvz7yEbp8vrTQz6q9fTZfrFzxFWyy4RsB/vLOO/n9l15iQW8vFWNjfOGZZ/jbhx4ibjwjK3yljVb4TgfLTM9CDQttNUao+N727rtsMLSVE04nf7F1K6fLyy3xlftl88WaLr56e3V8//eWLfzWK6+woqsLXzDIo08/zbcfeYSIy5XSh63wld+5vPeXEsVpVi5d/CSZoFLj95PA50na/l9p0dlWmNRuS5/aWVTEI04nT46P4wYeHRujzeXicZ/PZH2k79jtdpP9ELZImBKHw2E6msv5ajhqVdMOk/1fDYigs0byu7i4OC2RqsmWRqP87vbtlBr12F9by9/fdRdFRn30xKC6dj8cDqcxqep7o7/LovFXGSzZrzHyBy1dutSsX7i2ltN///e0fulL2AIBXI89BqtX4/iDP0j7DhQpps+Cr4QrF+f4trY200dIno8+Jqh1UpOtyv2kvGGxUlHCQ4svkTAWJS4Xtocfxiam2uvXM/zYY+D1mlhIu+fPn5/i26NiabdIIi1bNdWBnmBaxwUmGUe73U53RQXfeeABfufJJymZmGDl6dPc/dZbfH9RMhRJLBZLs4QQn6giJSKoYCl4qWygsJa6r5B6T7lO6h0IBMznoYckt9lsJjsVCgT4xtGjLDKuO+py8SvV1Qwr31RdvF5vWgCGKyVnSIbafgeYa+z/FfDVq1J6bjLLCBmy/sgR1huUf8jl4jvbtjFylez9c5WRkhK+s20bIWOAXNfeznolmEIhy7KTJ7nl0CEgmVvlb7dto7+0dIqrrq4EPB6+s20bY8bHbNnZs9xsRNUpdJnf2cmdRgSemM3GP9x1F10Gg1goEna5+LutW02foQXd3dy1e2YE363v6+Pet94yf39vyxZOF1jSw6jDwd9t2WL6DDVcvJhS51mZmfI3QKuxv49kZKarsQiajrzhdPL/GpM9gD8dGjL9FApdHn7vPZqMCf15n49vbtxItMByZQVXrCDwd39n/nb+l/8C77+fxxrlLrY/+zNsRkSzWH09I9//PlylSXiu0lNVxffvvdf0ybr3wAGWKlE5C1k+3d3NjUb/7bfZ+GJNDcMFlgrkDPAJJiPHfQX4aP6qkyYzlhHS/UWsmAor7bqumY1Go3hHRvjk66+b9/7nzZs5W1pqyVRk8wOQrRp1S9dCpST81LQauo2olZwtLeX/3HwzXzHq+8nXX+fk/PmM+nwpmqdcsLDyW9BxzcZUWG2t8C0Khfj0K6+YbfjRpk0cr6hI0aRnw1fHWY9qFo/HMyaJVH0qcsG3u7iY727Zwu+9+CIA9775Ju2trVysqEjT7E23z2XDOZfnZMWCRKNRnJEIj7z4oqnV+Om6dRysq8vIVFgxSurWCl+wTtSr9uFc8L3ocvGd22/na889hyOR4O5duzgwfz59DQ2W+OaCc6Y+q24v5X0Qtsgei/HIL36B0/j/i2vWsLuxMSu+gmUmnNWocVZjhBW+cl02fCN2O39zxx3812eewR2Lcev+/exfsIBzRi4SlYmebp/TcZ2VKy/3k/QDAhgimcBw+lk/Ll30yF9+v98Mi6wzQ9+z21nndPLvolG8iQTfHBjgtkQClEhrbrfbZCp0/xiHw2EyKnrizXA4nMYQCAuj+slIXYRlUs+VNqgs75KeHrYa/jJhh4O/uvVW4mVl5j1LSkpMlkpN3gmTWv6BgQGTYZAyVOZCmB2pm8pcSJsEUwlHXV5ebvpziK9ItKmJid/+bTzf+ha2SAQ+/3nYuROczpRQz5BkJyT6mvh0ye8LFy6YrIuIGvVOnofUU5gvaePo6KhZjtRX6l9TU2MyFU1NTXja2vB+4xvJ5+NwEPrBD3A3NZn3FpykzCVLlpjHhGWS8tXx1Coynf79kD4QiUTSGBkRKX94eJi3i4upWL2az+zfjx34D3v28JtbtmDzeNLeA6mjmuhX+q7K1Mu+HgpctRqQtujfn4mJiTRrFLXd4XCY6qEhfuPsZNrSL5WUcN6I2qqer7dXtYS4WrKbZM6hfzB+/xNJU7lCMOAurGVjnuRjb79NidExdy1axN758/Nco+zybksLuwzatiQc5t43PkjqvCsvW3/5S/zG4HiwqYkd112X5xpll7b6el6XcLGxGPcri+RClNv37KHamFycmDOHF4y6F6qcqqnhhXXrgGTStwe3by9om/cb33+fBkM72FlVxc83bsxzjbLLhfJyfqbk+Hlwxw7zwzgrM0c8wLeU379F4Wdq/89uN2eMydemiQkeKeB+Z4/H+dyePebvJ9evpyvP/sBTSehrXyO2fHnyx/vvY/vud/NboWySSFD79a9jEzPgr32N+IYN+a3TFPLc0qW0GSZ9cwMBHriCgQQuh3x8+3aKjG/n37vd7CjwpNr/SDIJKyTN5P4kf1VJkWuGEZpKy57Jr6XuwgWuN+z+xz0eHtu0KeUcXctr5Qeg+xioNvyZEqo6HI6M9c0lWtdjmzax4uxZvBMTrG9r4/W1a+k3bHOzMULZWB9Vc57tnFxYDMHEf/EiNxnmZRMOB/96003EjOvlHDV6TiZfIdXPS8fJKqGqmhTtUvD9yfr1rOnooCIQYFlHBy1nzqRo1fX2Tpdd+6AshmBXPDLCbWISZ7fz/c2biSYSoJxj1Yet8NXblC2hqp50LpPvio6x4PvzVatYf+IEc4eHWXDhAsuOHaN92bI0fPU6Tee9z/VZZMI5Go3iDAa52zDrAPiXzZsJJRIpzyDbGGGFr2yzJVS1wle/zgpfSPbhV5Yu5fpjx2jp76f+4kXWHjzI7hUrsvpbTdUvdXxn5crKV4AWY/9l4F/zUAed/SsuLja197pvRDQaZQL4jx4PPzH6+59GozzOZB/3+/0pDBBM9ttQKJTGtkj54XA4hRmASQ28aL1DoVBa3xT2yWazpeUfuqWjg0YjItnJigqeaW4GozxhP1T/HylHz8sTjUbNe1q9mzojpPqr6JHsxG8jHo+bTJAwUsPDw+DxEPzWt/DddVfynl//Ojz6KG7DjF+YnuPHj3PIMEU/azAG4s8zMDBgjlGSlFPKKCsrM+sibRH2R+6tMmCyVfM3mf5Ob79N8b5ket9Iayv2P/xDc1Ek9xbWRrD1+/1m5DypmyR7HRwcTGPKpVypv4qpGjFT+pHaV2GyD6p95zurV/Ot7dtxJhI8cPIkry9ZwrDii6SKOlaLqGxXNusK+S3H5N6qT5rsy1auLy4upurQIdMn+ILDwTe8Xuw2G4lEwsRF98dTcyyNKMmCr6b8e+Ao4CU5xn2LyWAK+ZJreiGUy6Tyzl27zHs+vXo1Iy4XEePFVyffmSY92cxfIH2SI6KabEk9VRpTn5irYUQhGRb5uXXreOidd8x2/MiIyjXdiaO61V/Y6VxvNam8fc8eHMbxX6xcSX9xcQq+cm42fDPhrGJsha9srfAVLDPhGygq4ifr1vElw8firp07+afm5pS25Tpx1LeqyeR0rrdaGNz67rt4jLrvWLaM82Vllviqv9WFZzYTRBVfFRsdX6mjFb6Q2ofVhdTjGzbw20YY/Lt27qTtuuvAZpv24t0K36nOyXVhf/P+/XgNPHctXMiJqiqIxVLMC7ONEdlMEKeLr/o7E77yf4fDwWPXX88fPv88AHfu3s2uxYuJZQmIkCtOMzTjwoySIuA/Gftx4HfzVA+Z9EsIY7fbnZZwU5/svWy383pxMbcHgzQBj0Sj7DIY1YaGBtOZfo/BxsgEXU1cKRJSIndK35fyZdEgjvZDQ0NmAlWZAEr9g8GgeV0wGEwmfD5wwLz3D9avx668WzJJdDgczDW+q9VGVFGZaMvCQE3RoCuKEomEeZ7U3+o9V824IBlGW53cw+S7WHLrrcQfeQT7Y49hGxgg+p3vMP4f/gOQNHsDaG9v55yRT0zCZku9vV6v+QykDMHQ7/ebmOumcVJXr9ebthiUUNP9/f3JoAyJBA89/rh5/Niv/zpzAoE0s0ppt2Di8/moN6JwtrS0AJPhncfHx8066CaQTqfTHP8EJz20uNoGfVEbDofN/tFZWsovWlq479QpimIxth4+zL8aSjr9epvNlhIcQW1LLDYZKENNhwKTC30p2+qY3W439wUvCVdeU1PD7YqC7k9cLhJeLyUk+76OhYgscl0ul1lPKTdb+PnLKZ3AN4H/SjJ63B8Av3FVSs4sH2rTuIqhIVYbL9lwcTE7Fi/Oc42mJ28uW2aGfVx94gQVxseqUKQkEGBTWxsAQZeLl43BZKbIztZW+oyBY/G5c9T3Xq28yLmJKxxm88GDQNI35MU1a/Jco+nJ+42NZsjyxr6+gksEao/F2GKwmXHg+fXr81uhacrxujqOGpOKmuFhVhp5I2al8OWzTCYffBI4nMe6XIp8WwnU8ntQcKavm7q7mWOwGQdra2kvsMAnU0nsa18DWXT9zd9AgQWmaD13jmqDiRpdvJjBm27Kc42mJz9ZuNBMtvrRM2dMZWOhSHVnJyuN+UiHzcYTBW4Sp8tfk0y8CvDvgKo81gU+RIyQlXZ944ED5krwteXLCdlsoGj51ZCMmbS/akAFXdurr8YhlRLNpGFVE3HpWl/VrCXkcPDasmV88t13sQMbDxzghc2bp41Frsemc30sFmPdoUOmg/kbS5Yw6nSm4SsYZsNXPydXfGVrha/cJxu+MeClFSv4rKF5uX7/fn5y552XBcsPinMsFmP9kSMUi2/bwoUMFBURUxLL6RhaMXC6OZfKCOWKL6T24Uwsm6o5lef84sqVfNnwwbr+/fc51tCQtz6rbxefOIHfmCy939xMV2kpMSXEaTZ85bcVvrK1wldwulR8IdU09herVrHESLR648GDHFq8+LLhNCtXTr6s7P953mqRbgYZj8dTQmlDev/zer0c8nrZXVTE9aEQS4A1IyPsKSnB5XKlaeNFS+10OtMSGKvvkjAaKlsDk0yNXi8gJZy2arK61QglDfDMkiVprKxqRqebrekO+9FoNI3ZkHJV5ldnzBOJhMlcqeaBer2FqZBzXS4XrFhB4v77sT39NLYLFwg+8QSBrVvNZKQdHR1mcARh86T+ixYtMhkgqbeY4RUVFaWFfBZGSJ6Fw+FIYS0Ak4mLRCIMDg6yVvG9arv3Xnr7+qgfHk4L56ybAMtzV7FTWR9hsPTQz8PDwxkZjVgslsbUCc5WAYjcbjfDPh9vzJvHnWfP4o1Gub23l9daWlKS/0Ly2eh1UcdlPVS7iFzvcDjM6+XegndxcbGJh+D9mc98BoA1//iP5r3+AhgeH8er+Ldl+4ZD8rkJlrkkJL7cMkQyaMLvkfSF/Dzwl1et9HT58DJCiQTrjEEjZrPxVoE78GeStxcvNkM+rjt6tKA0b+sNfAHenGFsm8jOhQuZMD5ga44dKyin83UKvm8sWZLHmly67GtpYdT4wK88cQJ3ASUJvhbwbWtooN/44C0+dw5fIN8pOGdlKlkIXG/svwe8m8e6fBD5N2Vidl+e/BGsxD8xwRrDlKu7pISDdXV5rtGlSeLLk8tl37PP5rEmqeKORFhj+PWMl5TQdf31U1xRmPKSEjTr5rMFFKYkGsX3XDLkwITDwQ/zXJ1LlX9Q9n8lb7VIyoxlhKyc0KajzZzb10eVMTgfmTuXQY/H1PZa+YBksvFXHc/1Y6qzXDYnfhFVs2bFUOjbWCzGgMfDsYYGlnZ2UjUywty+Pi7OmzctLFQsdVwv1d+ifHjYTE57pqYmRZtu5aOQDV9Iaoqs8JU6ZnPit8JXttnwhWRi0kPNzaw/eRJvKMT8zk7OLVw4LSysMM2Gby73LgoGaTU0fn1lZZyorASjT2TyAbHyA9KDU6jH9OAH2Zz4M+GrPhOruoUdDvY2N3N7ezuuWIzrTp/mmBEVKVcsMvVZqzD2ueLsjEZZamiNx4qKODhnDnGt/tnwla0VvrK1wlfwysS+qFrGbGOEqUl3ONg1fz73HjyInWQ+r/2G2dJ0+pxVn52VKyOfUPbzPckRZ3jVIVw09CJWTExvby+PJRJ8AygG7goE+E51NWVlZfT19QGTTIca9EA05cL6qIlCdWZE3qmenh4gqXUv1XLTqUlP5bpbzp0zNcC758+nxOcz76W3zeFwmGyH1E1nq6TuUgf1t8oI6eG+x8bG0lhdCRCg+pDI+bpfzuimTZRWVmIfGKB4+3b6zp2jwzB/7ezsNDGUdjcbPq7V1dWm35KesPPs2bNm3cU3SsYAwd/tdpuhraX+krQ1HA6z+tw53AY2e5qb6TTmAZWVlSarJ89JZ1NGRkbSWDn1eesskUgoFDLrKefLOFVUVJQWbEB8muQZqnMBeYZd8+bR6/NROzbG8v5+fOEwYe0ZVlRUmIyk9BPxyXK5XGbfFr8naa88m2AwmGZlIeVXVVWZ3w8Vk7KDB3EYLN9b5eUkIhF8TPa50dHRtHDbuk+VGhwiX8FvjgN7gQ3AeqCJ/EXF/NAyQtcpK/z9jY15rMkHlwOGUyGktiufotZDrd9MlELEd2FnJw5joD/Q0mLai89E2d/UZO4XCr5NXV14jI/QweZm4gWWoG468l4B4jsrmeVuZf+ZvNXig0vAZuNlY78qEmFBgbCRq4yFE8C7RtCAGSlOJ2EjepwjEMB3uDA8yVZ2d5v7B4zF14wUm419Eok3kWCZsYDPt/gVs8M3jVDfM1XU8e3OvNXiGmCEsmkss7FFCwxtOiQZIVVrbGU3msmHRdWgW2l9dW2vHgUKrDXouh2yVd3k3kcNzY206+1psj7ZMJzO9SrO88+fN+t0tL4+I77yOxu+ss3EvKmMUK74yvXZ8JV7p+B7/jwvT5P1yYbhdK5Xt/OV/nvU6L9yzApfFS8Vb31rxbypfdgKX8HWCl9IfSZW+LbX1hKz2XAkErR2dk6b9cmG4XSuV7fNyoJB+q+OaTZ85bcVvvoxqzHCCl/ZZsNXr1sikeBUVRUhl4uiSITW8+enxfpkw3BWLr84AHEr7ySpNS0EkWhkzc3NzDdMhoSJkf4oWv5YLGZqvF8jmRQWYO3oKGfPnjV9V+R6uS6RSJisg2jshRWw2+0mOyVacnknhGWYmJgwz9f9LhwOh3ndEmNCG3A6OVleToXXa7IIKrMhZQkTJOWrLAIkI53pIbZzTW6u+5CozJuuqdd/h0IhhpYvR5YawRdf5KTBPKihkYWxkIhjsVjMxEwYKMG9o6Mjzbqiy/AxlOdWXV2dFjJa9X9abOAbs9k44PdTZoR4jsViZt8RdkqPuBaLxUwshcURH62JiYm0SHCq35IcE0zlelV0Nk/11ZH/qeG3D9fV8RHDRHpZfz8HWluByf5VYvi9Wd3b6/WadZC6CUO02HAVcDgcJmup+xH5/X7Tj0eO+Xw+KowASQD/fOoUMeOeUtbQ0JB5vh5NV/0eCTuk+mVdbXkN+G/G/q3A9/JUjxm/EFJ/Z/qIW/1PEiQGXS66ysoyTvB185VsCyGryY5MMnT6U/2fVfbgTNmGrSbKF8rLCbpcFEciNPT3pxyzan+mCc1Ux6ZzfYMyGJ6uqiKRJaa+akKYbSGUacEZj8ct8RVMM2VndjqdWfGV7VBJCf0+H9VjY9T395OIx8GI12+Fj45FNgwv9XrpvwAdtbVZF1BWfThbWGcrfAW/bBN0K3zV8jMtSEJOJ+crK2m6eJHawUEckQhRp3NKfNXtpR7LdI4aIbCjpibrAirbGJHLgnO6Y0Q2fKUeaj1jNhuna2pY0tWFf3yckvFxxktKPvAYOiuXX1oBCZq8M58VySDl5eXU1tYCcNCYkFkFOJD++o7SlxcFAuw7ftycWMvCRCZkVv1KdWqXfi6TwzrDt0feg56eHvN8Ndw3JM2jIpEIpcEglcY5Z2tr8fr9lJaWmpNfkZSgRFoAA30R4HA40kIQh7QUBnpbpL16jiHVNFA3G9MnrH19fZwoKjIXQq62NiaMxU5xcbFZjpQhv0dGRszJt95u1TxRFj4S3lzapubzka1p1hWL0WAsws5XVmIvKzOfRTQaNdspdZEgDXpb1brJ81UXyiLqQlLqJ9eJeaHD4UjLmWOVp0quVxexHYr/2HzFbE/qETNSKagibXK73ebzF3NQHUufz2ea1OmLs2g0avZxCSW+etUqio8n1SPnHA4Sc+Ywbjwneabx+GQqC3m3pJ2yGPb7/Zw8eTKlLvmQvUCU5EJkdd5q8SE1jXOHw1QaNrJdlZUkZrBZEUDCZqPLoEgrR0dx53GFD2BLJKgTe1m/n6hzxq63TblgDG7F4TB+Y8DJp8wxNJfDxcWMKfbkM1W6DHwdiQQ1Rt/Jp9QaNvBhh8MMoT6TRfAFqDPaNiuFJ0uV/UN5q8XlkzZlv8lgVPIp9cZEFJIT9ZkuY3V1xIyFjnwT8ilzRkawGwtadcyZqTJWVMSwwRY2FEDAD0d3N3Zj/tE+w0JmW8kEcMLYXwrkayY+Y2eo2bST2bSaAH5jEQTQV1p6SdpmESvzOVXrq1K3qqgmLrqWfbqMQSKRoK+0lFbD1MA/NsaIYm6Qrf7TbW8u9ywJBHAZ7e438L1UbbOV+ZzODKmJy0RUMy0rfKcqX8e5T3HC9Y+OMnwF8VXLtTrHEYtRZmi9VHynus7q/1bmXVb4Qmof1s3gVIynwzjKVl1s+EdHuaDk9cjWpqnKy+Uaq+MyRgz4fMQV9m86rB5kNk9UmbfLia9eNxNfrf9OB4upjs3K5RPVW7Ujb7VIF9Ead3V1pbEfeuhnt9tt9pUxoBeoBWonJgiHw+Z50qfFcT+RSKRp3HVzU5h0htdD0ns8njSzUbluwii7TFkI9ZSUEIlECAaDJosg752YMKmMjojOsIyPj5vt1Vldh8NhslK6yZnX600LWqMyWnJPuZfUURiWo0ePcvz4cbb6fNQODuIfHTXZMnV8kXsLKxGPx02mQA9YUV9fbzJBkpBVxVfqqIa0Vtu2UEmA21tammI+HggEzOSoYoIoZnt1CvMi7I1spb02m83EXuqtBhhQn7X6LJyKdYFcL9epz0RYImmTPIuekhL8oRDloRDOeJyYw2Ga65WUlKQFnBCGRw2GIefIMxGM7Xa7WV/ddDKRSJgMUnt7e7L+e/fysIFTd0kJZWVlaWagfr/fbKceVEJwU7HMt3QAS0gmka4C+rOffkXkQ8kIqSFkR64BbTrAsGIPW5pnzVupgu/wLL6XXbwqvhZ20DNR1H6Sb3xdkQhFxuThmsG3gPrvrGQWNZBzd8azZpZcMLYV2qQsH+JXJurXyrdp1JgIF0UiuPKcfqBMecbXytxq0FjgAJQp/ScfUqIosfo15e9MlQvK/pyMZ11ZmbGM0KVKIpFIyVUSUlbF2TSemXxIrP6naoFlRS7aFCs7fqv76CyGVTtUmVDMz/I5GCYSCVyKaV5ICfl5qfjKbyt8Ian1sMJXv0+m55SpHapMKP3EFYnkVTuegq+m1ckV41z6nq5h83g8VwVf5zWAr36uFTZW+Mqx6bwHVlLI/XdWMovqKTGa8ayrL9LXhoaG0sZa/RyXy5XSv8SQ2JVI4FH8X7OFm5fABKJlV98XYZB03yIrJlQYkqqqKuLxONVKItVxIyjR4OCgeb4eQhkmx0E9ObK0w+PxmGyCaPzVxKF6QACVRVH9X2AySMSJEyfSQj4LQyKBKy5cuEAoFCKgTIhdkQhhw/dVcBUsZZtIJNLYADlWXV1tsiS6X43KWOv1lmdRpDBokaIiXC5XSj8RJkhYHgmYccbIO1RVVWViKecIE5ZIJNKS8ap+VzqbJ6ImTtefocrk6c/HZAWVhZDf5WKipCQlCIL45kjbVD8m/RnolgFqEA8R6fPqMdP/SWE0ByIRRkdH0/qjiovOaEo9RkZGppxjXi1RHQ3ypXb8UDJCalLMmRwWVxW1HfY8xYU3y1fxneH+VyIxBV9HngcQhzrBvkbwjRcQvmr/vVbwjSntyDe+s5JZVM1kulHpLPfnAAAgAElEQVTWzBS1HYX0bbpm3u0CGjvVb9O1MrcqpLFT7b/5fZMun6jLwHwZ633oGCGbzZbivO9UBmY91KAqom3Qo6VY/U+17xetgh7a0WazpZWn3sc+xSCiX6u2I5pH20+bzWY6bwKmr5AcyyTZ8JXfVvhCqm34pTynTO1QxaVqupzOrG250pKp/0LuGOfS9/SQnw6H44rhm9J/84yv2n8vFV/9XCtsrPCVY9N5D6wkrf8q7Yi4XHnFd1Yyi2p4U5TxrKsvTouAN2p0LUhlUdS+XByNgjFBbr7uOvoMRkd8KdT+r2vjpY+rCYj1MNLq+yDXq5pvOeZwOBhXrvW5XPh8PiKRSFqENZXd1dkDPVKaGq5eRI0GJ3URLb34dBQXF6fdS3xCOjo6TGZEypdjksx0bGwMp9OJQ2GwxwwrFNUHxCpcvpSr+1sNDAyYWAjrYeWnpftimdHglD5gm5ggEomk+e+q5Qk2ahl6OGo1OqawLTqjrdZN9+FS2SK9D6l9V2drzPKVew9NTDA2NpbSr8zk4BobaLfb0yIj6liWGn5U6v/kepXhlOdVqvjOugzrDSlXznU6nWlhxkUkalwgEDCZ1XyLakAZzHjWlZUZuxDKNFGwOqafE1KoU68xaEx1XaZ7WVGq6qCoh8ZVQ9/qk3e1rGwTVf0cm82GV7HNVds3FRbTbW8u91TLLwmHzbpeKr6Q+pG0MsnIFLpZnbxPp706zl7lYzNxhfFVy7U6RzU3VPGd6jqr/+uLHqscNmoftsJXvU+2tmXrA5n671Rtmqq8XK7Rj0+4XMRJ0uVW+Ga6Lld8Yeox4lLx1etm4qv2Xy1DfbY2qefMLp6uvAwr+4UUc0smW+okWsyTdHO08fHxlLDGFcbkL+h209TcTLExwd6xYwcwuVjxeDxpCxIpV53Yi+gLsUQiYe5LHdVJbSAQoE8xQ/IEAoTDYVwuV0bH8VgsZt5LX4DJJDccDqfUUz1mtQhQnev1XGIyFoyPj5u4yL1kEaCbQsnYGQdGYjFioRButzttkaWOM3reI7V8WRxJGGhZrMjCNRwOm4skec5yP/Xb6BgZYXR0NGVRmGnxLNtQKGS2U80hJXXLhK9q0i3nyGI6EomkmG1KG4CU/qYvoOSaUqXP2Px+SoqKTHM99d66qadbGWflHMFNXYBKW2SBLLmdXC6X2QYJWd/i85n39GsLcHVxp4YOV+9dYyykhoaGLAOB5EPUcS5fcfmuDe5ymjKqxKyvuEYch9V2jFjE5L+aMnIN4luu4qsMRvmQQHExUePjcK3gW0j9N+5wMG58sK4VfAup/85KZlEdh+flrRaXURIJ6o1J9nCe32uAQWWifs2828akfLSoKMVMLh+iBmWpCuZLv395RfCN2u2MaUq6qy0RI8oewNw8m5leLmlQ9rvyVIcZzwipv3NlHEZLS4k4HLhiMeqGhzNep2ow5H9Wml1d4yJit9vTqE1Vo65r11UtsF6eldmNuj9HEnU5HIyWluKehrY4G4aXcn3E42G0uJjSYJC6oaGMjJCqLc+Gr2wzJfNUw65aYZqJxbDZbFOa1Em95yhOioPl5Wka8ukyBlOxCVnPsdu56PdTNzhI7fAwdqX96nU6G6FibIWvulWvV/twpj5rxWJY9eFM71oKvhUVOeGrbi/1WKZzBvx+SgMBKsbHKYpECFtclw1fwWS6+OpYWm2z4Sv/z4bvgEX/zXRdNgxn5fKLGjJ7cd5qkV1Emy1aZmEu1HFHjjXE43iNCfGJeJz9+/fz8MPJAMCi+X722WeB5HsgWm29jFAoZB4TxkBMxdR3S0yQdC17UVER8XicISV3UO3gIJFIJC3EMKQmT5X7607telhs/TopV3fsl/tNTEyYx3RTpomJiTS2SA+zXFJSgjcWo9KYqF/0+1MSaWayOIlEImlmXJUGLtXV1SbboZuhyVZNbivlSbvH50zG/ZoXCFBSUmIySk6n03wemVKOuFyuNDZDTzwtbVC3akJWPQGumthU2iDni3nY+Pi42edUtswWjzPH6N/9ZWVEtcAZqjWKsD1qP5F76oyjymg1NCSXAkuWLAFg7ty5QNJ8TcJ0L1u2LImFkiuq1UgbUqbluZNQ8SoWwiwJ7lYMa75kibHtAQLZTryC8qFkhOJ2Oz0G7Vs7PIwnzyEnP6h4IhFqjI9CT0UFiQJwUrwgGYyDQcpmuObNHo/TYAxAA6WlaaZF+ZALxofLHYulTHJnpCQSNBrRkoJuN0NKzpt8Sbdiiz3vGkhA2mi0IWaz0XcNJJK8VkVNoro2b7W4fLJS0Vp3FOXf66mrrMwM4NNUAAlIP6jU909mXekqgPd6qLSUoDHBbh4YMH3DZqrMHRkx/SsLIUFs3OdjwlhsLo1EzOS1M1XmMJky4HAe6zHjGaFsWlD1HNWBDeDs3LnM6+/HkUiwsL+ftvr6NA1vNv8fK0ZIRL2Pru1V75eNEcrkI2ClXV/Q12dGazk7d65le7MxOtkwnM71arln58zhOiNp2KLeXvobGizboLfXCl91a4WFygjpzysbI2Tlp2WlXW8cHDTzypyZM8eyvdkYnWwYTud6dXt27lzWnDwJwMKeHs4sWGAey9QmFdPp4it1ssJXx1k/x+p9UttdPTZmmh+cnTMHu3ZONiZJZWayvf+5XK9uO+vr2XTgAACLeno4YizsVWym8v+xYoRUjK3wlfvlwghlGyNUTLwTE+ZCvqumhrjbjZ30fjXVGDrLCF156SfJCi0ArgfcQDjrFVdHRIM9MjJiJsGUfiDaZzWksGieb1IWQjsmJjj62GPMm5c0+rvhhhsA6O7uNu+ta65F2x0KhUxmobe31/wfTPqwqN9iqZNs3W43RUVFRBwOzlVW0nzxIg1DQ9S5XAwo5elhtH0+X8aElxKa2+VymSyCnuR1YmIiLQCEXD8yMkKpofSRdupO9er5aqhoKbe1a9KY6Py8eWadRkZGzPdaWAlhelQfHzkmTvR+v98M4S0+QcIMqT4oOhMkbbPZbHQ1NtLa0UFFIMCa8nIOGeeMjo6m+d+ISD1KSkrMfT3suPp89SAPKqOjX68mXNdDoYuoz1CwDwQCtBhJZQEOl5aaDJJg4nA40pgkYbTUQBv6t1zeoYULF6b0cZhMZNvT02M+JzV0vL+hgdbubnyJBCtiMX5p3FMNjy73kv6k+mBBsn/oGORDblH2d+atFh9SRgjgZMOkZeLy8+fzWJMPLsvPnjX31XblU1LwVeo3EyUF33mFYbl/LeG7Qnn/CqX/nmpsNPeXKR/DmSjLCxDfWcksbxjbIuDWfFbkMsgdymRrdwEw6QDHDNMjO7Bkhr/bS4z8O1A47/aZpiZzv/XEiTzW5IPL6u7JtMZHFP+cfEr3okXm/m0z3A9rm7L/RsazrrzMeEYoG+tjpbmXbXtLCzGbDUciwfozZ3hq06a0iCaqZjWTBl0NT6iXYZWwyioylKzWrbTrutZZ3TocDkgkWH3qFJA0e2mfP3/aWGRje7KxPtnu3dHUxITTiScaZeXp07hvuomYRRvkuiuBr2yt8JVtNnxlu8bAF+CIge90sMjG9mRjfbLdu3POHEZLSigNBFh27hzF8Thhl2uyX5DOFFixmHp4TbXcXPGFZB/OxGKoGFvhu0H5mLctWDBtLKby/8nE+mS790BVFb3l5dQODbHwwgXKw2FGi4vT378M+MrWCl/ZZkpop74PVmNENnytcN6gLJQz4TsVzlZ9dlaujPwc+IKx/wDwSv6qkibhcNhMdKmP1Wq0rFAoxIJ4nOWGJvtoeTnNGzcyb948M/yzaKTXr19v3ke06UFtgjc4OGgmEpVydF+Q0dHRtH6rJhMVrfq++nruPpQ0Qlx54gT7Fi0y3xepk/jMlJWVpUVvM5NbGgyL3W43tfoq2yPHijSTQHlvi4uLJ5N2aok3AZMtEiz0+1REoywwGKGe8nK6fT7LSGD6OOP1ek3/LClDfvt8vjTfHH3MVusiz0t8bsrKyuh2OGD7dgCWtbfzcmtrSjuAtGSxwqZUVlaaEdKkn/T19aW1SY/GJ89bFRl71dDrMnZJn1Ex1c8pjsfNhdCwx8Pp6mpc2pivRn3TI9k5HA6zXYKvRG2bY5i3uVwuk3k7ZcwzhJFTmSzpF42NjRxZsIDNRp3vCYX4hsY0quWK6L9HRkbS3rGrLQ7gfmN/DNiRx7rM2IXQdCdL+v8mfD46GhtZdPYstaOjLO7ro00zf1FNW1RHQTkmkmkyq16nTx5yNY3TJ/H6pHLhhQvUGINuR2MjE14vnmlikeux6Vwf8Xg4umABq48dozQUYvX58+ypr0/DF1InjFb4Cn5W+ArGVvhmwlk1LcqGL0Dj0BBNxkDcWVvLSGUlnsuA5QfG2eXi8MKF3HDgAO5olOvPnOGdxYuzLt5VjK3w1ctV8VXP0fHVcdZNt1SMdXyrAwGWGB/zi34/PXPmpOB7VbDMcOzQdddxx+7d2BMJbuzo4NVVq7Iu3i/nGDEd0zirPiznlEYirDYWQmNFRZxpasJ1mXCalSsjvyDpNFwCfAb4j6TmF8qnOByONBMtfaJdWVlJRUUFX+nvB2My+7LXS09PD7FYzHQKl/4uk0OPx2NOkGWSJhPA4uJic9It/XxsLJmTXhYkaghk6f8yAQyHw2Y933M6GXW7KQ2HWX36NPH+fiYy+CWqgQH0e4vZUSAQSJtgq8okdcEEkyZ1fr8/baIrY4HL5TIxELx9WrTH6/fuNX1E9s+fTzQWS3H01zE0x9zqatMUTjCVBVEkEsm48FIx0RdAYu5YV1fHaaeTkcpKygYGaDl5kqpAgKHS0hSnfrm3LLakzIsXL5pt0MOVq/MxwVREdfzXn1dRUZHZZ3TTOLUPy/ORZ7Dx9Gk8xvH3mppwF09mvFHvo5rJqVu73Z4WUEOu6zK+ecPDw6ZiQV20yzV6QINFixbBokX0NzZSfe4cKycmWOp0ckRZGMZisbTgEPJeye9wOP8Gtx8FxBP3BfI7xn2ov2i7V6409287nE9XrUuXLYcm3Wv3rFiRx5qki1qfGYuvUu+Cx3cGOk7e2tZmDkJ7ly+HAmIb9mr42vKcVfxSZPPRo6az794lS4hb5DWZlcKSceBxY78CeCSPdblUccfjPGhM8KLA88bEuxAkZrezwzDfcsfj3DoDzbds8Tg3Hzxo/n5ncQHFGLTZaLvxRoCkEsnwtZxRkkiwzfDBBXhTMUcrBGnfvNnc//UCWNRcinxV2f/nvNUiKR8aRsjKJOfIkiWMvvYapcEg6zs6qF+3jh6/31yFq+E89cRjaj10Lbd6rq7tVR2iMzk9u93uKbXrDoeDOSMjrOtIBlwdLSmhbelS87662U6uOGUz1Zrqet0k52RrK/1+P9XDwyzr7KR1YIDTNTUp+EIqQ5HNlMgKX9la4StbK3zlPtnw9Y+Pc2N7OwAhl4v3V65Ma+Ol4DSVqVam63XTp/Pz5tFZW8u83l5a+vpY3tXFgTlzLPG1ws2qXBUvPWyqah6lv08qlnqyPisGzuFwUDwxwZa2NiCZo2HvmjUZTfumg9OlmnPq5Q7U1HCssZHrzp2jdmSEDadOsbOlBUj2k0vFV861wle2VvjK72z4St0cDgeuaJS7jMlSHNi5enVW08lccZo1jbvy8ndMmsf9Z+D7JJ9hviUcDqc5pYuIlj0UCvHA8DC1xnvxstdLvxJMQIIjnDd819RADDobICxCXV2dmeBT/0YIu3HhwgUzkILuJC51l/J+0dLCR0+cwA5sO3yY5xcsIKKMfQNGcJFAIGD+z+/3p9RNygiFQmkJOlXTLWEx9PdUDdutM0rRaDRrwsvVx49Ta0QLPdrQQFdpKUSjZlkqg6bXyev1ms9OTPNkqwYNUNkpmGQVotFo2ndAZGRkhLGxMfauXMmGF17AGY9z8/79vLlpE3HDZFIwg/Tw0oODgybTpzNwamACEbmPKnp7Y7FYSvvU61RTRDVs94quLhYaJmsn/X6OlJVBOJzGgobD4bTvnojdPpk+RczfJOS7aTkTiZh10Fkatb3Cmi5cuBCArgcfJPD445TE43w2EuG/JRKMK31HMBSR5yXlj4+PZzTNvhqyAdhq7J8EXspbTZLyoWaEok4nO9atA5Kai4/v3ZvnGk1PPrZ7t/kAd6xbR9RZWOvahN3Oaxs2mL8/uWfPjGItPvbee7iMweLt1asJFUD41xSx2Xh140bz5/27dmGbQfh+5MABio3Bf8+yZYwWQNhsXV69/npz/749e3DMoCR2dxw+jN8wITmwaBG9BRBed1Zyk93Aq8b+dUwuimaCFMfj/ObIZI747xZgv+sqLWWXYapdEQqx7dixPNcod7HHYtyzczLG1i+MOUwhyZjfz7sGo14cDrNl9+481yh3sSUSfOq998zfP7nuuoKyVACI+nw8ZfgZFQF/NMOsFf5M2f8f5F/JU1gz52nIpWjQ1f+JVmbnunXctm8fpcEgG0+d4q2eHg4a0UFUra0ussKORqNmeaLBUTXDsurWtak2W/bklGoyMPWY1H9ZTw/rDep2rLiYnWvXppyTyfk/V+bsUjToVizXvpUruWvPHipHRljW1cWGc+fYZUS3ycQC6fhKuVb4Qqp9r84MZfPFUrVfOr7zBwe5Rdggt5s3N25MO+dStetTMUmyzRbAQepyePFiLuzaxdz+fpr7+rj1xAleM0JpTxdf+W2Fr5xjhW8mnK36sLRh7tgYdxtsRdRu5/UbbrDEV8d5Ou/9pbCY6tbpdNLR0kLHvHks6OykbniYrUeO8PKaNVlZTBVjK3zl3lb4ynVW+Oo4ZxsjqkIh7tu/P3l/4LWbbjL7TbZ+NZ33flaurPwJcKex/9+BnwKDeatNUsrLy2lubgbStfGi0f5yby9zDIXB804nO0ZGeOTeewF48MEHzRDEu3btAiZ9fUZHR1OSjcJkmOGmpiYzgIE4mi8wxjk1mIFo0OVdEF+SoaEhs1zR/D+7di2burqwA59qa+Po+vWMGQyU+k4IEyIi91GTaupjjhqGO9N7EwqFzPbK+64mb9Xfa8H7tt27qTUYhuNz5nB07lyiRl1Utkn3E1HZJvFrkXPEQb+1tZWlS5emPANhM0ScTqeJibBk0sb+/n4T85c3bGD94cM4YzFu2bOH15ubGTSeT6YktXa7Pc03SOqvMixSnjoGynX62OVyuUx89T6r+pBJP7r7zBkWGL5tZ/x+9rW0mApG3WfHZrOlMSuqz2ampLhqSHZ5b4S1Emy9Xq+ZXLVai1jncrl4euFCHujpoSQW44vxOD91ODjkdqcEBtH7lbxrVkmEr5Z8Erjb2O8A/iVvNZmUDzUjBDDh8fCcYc8K8Gvbt5s5YwpViiIRfs2IygLwwi23MGG8RIUmMaeTn2/ZYv5+5M03KbWgswtJnNEon3/9ddMR9dUbbmBcyVxdSJKw23nm9tvN35965x0qNVq80MQWj/P511832bbta9cyaETVKTix2XhmyxZTY3Xfnj3MGcz3dHQKSST4tR07zHHsnRUruKAkiJ2VmSFvAU8Y+7XA3+SxLrnKhnicr0oOE+CPC41FV+RcRQXbDVOjokiER159teAtFuYMDPCJffuApILjiZtuKji2QmTA72fH2mRaYFc8zhd27Ch4P8vqQIDPKT5N/7J2LYkCxXfI7eaH8+cDyQhsfzUwgLvA+281SbNfkf9EYeRJu2YYoWyaXSuNsqr13bNqFRvb22k9f57q0VE+t3Mn31Mml9nKt0oyqWs0rMSqTqpNrGgq5H/m1unkc2++SbWhlTrZ0MB7a9fiVOoxFZtwqSxGpuutNMoqJkeWLuXQoUOs6OigLBjki2+/zd9uUyPIp4vO8KgsSK746nWyiiiUhq/LxcO7d5sJKM/X1PDOpk04M/Sh6fS5XNnLqe6t+0udbm1lz9KlbDxyhOJwmP/nzTf5y/vuy4qPFb5yv+niK/fLFLFJxdblcnHf3r209vQA0O/388qNN6YwFZfa5y6VXcv0Pkif65k3j7fWruXW997DHYvx6Guv8T8/9jECmnZQF5VBm+4YkalO4v8D1vgCbDt6lOVGfpRhr5cXbr45hS261D6n4zorV15+B7iLZNCEz5KMKPeDPNYnFouZPjnC0Egf8ScSfD8WMycV3/b5OGm3QyJh+tzY7XZTK3/06NGU61URLXmnkZR7eHjYLE/CKosGXdiN1tZWk605Y4TkF028x+Mx+634HZWWlvLyHXewoauLskCAZWfOcOeRI+zcuNE8NxwOm4yI/s7K+1dUVJSWbFWYANWfTo/Y5Xa7zXIEE5UdVpOyAtiCQT734otm8JMdq1fTM28eHqUuUkYoFEqL7idjQDAYNOsl54ufSiwWMxm3RiOXmuAr55aWlpoMhUSyU31QVN/HlzZtYuWxY9SOjNDa08PHDxzgZ4YvqNo2qavH4zH7lzxfwSsajZr7ut+VGt1PD2PtdrvTQr1bpY+IhUL85p49eA3cX29s5L2KCoocjrQQ8dksTkTUJMCZyrXbJ8OrC7sm7fZ6vSa+go/41Z09e5bR0VG+X1HBJpuNVYkES6JRfr+/n99XlOJyb3leKvuk+7heabGRDIpQZ/x+BnjqqpQ8tcx+0YCEzcZjW7cSMiYSN5w4wd0FGunk/2fvvcPjus47/890YNABEkQvBDtBiqJIkSJFkRTVrWJJtqMkthzbie04bbPx/vLbdCd59pdsdpPdTeLE3k20smXJlmhLsiSrURJFiU1iL2AvYEMhCIDo039/zH0PDu7cuZiBWMX7fR48F3fmlnO+99wz57zf933P3Xv2sNTIchPy+XjunnuuWYuFgsvFC3fdxYDxUs4/dYqHP/74KhfKGssPHuROI1NcxO3m2fvuU+sfXct4cdUqeowYm+nt7TyxceNVLpE1bj5+nIfEouly8ex99xEeZ0JxLeC122+nwwjWrj1/ni+vX39NWo/nnDvH57T4gefvvpshLe2rg+sL5xibXel/A7emOfZqwp1I8MNYDMmttcvn4x9N6Z6vRQzl5PDju+9W+/e//TZN2rpx1wwSCX5twwbqjAllW3Exr2ieLNcqwj4fT69eTdwYozy6Z8+YdeOuJXxj/37mGfyez8nh3+bPv8olGh9Rt5tf9/sRR7dvhEJ86RrNIvfXwEPG/13A169iWcy4bhUhOyu5la+/Obe87p8fj8fpnzyZn9xzD19+7TUAHtu6lYvBIBuNLFECq9gKcyaRdItV6udb+dzbxQH4fD5uPXKExwy/aoAXHniA/smT8VvEZpivmYk6ZmcttlNBdCu3Fb8AI8XFPPPAA3z9xRdxJxI8sGsXF/PyWD937rj8yrWz5Ve2VvzKVud3fmsrv/rhh+paP7vzTroqKy35lfrbxbXYcWnHr5lns4qgZyxT2WsKCnj2kUf4xnPP4Y3FWHngAD15ebxuEUhrFbuit+Fs+TVzkS5WaO7583xVc+l87fbbOVtfjw/rNq/XPxN1bCLt2kpp1Nuw4jc3lx999rN865lnyIlEWHz8OL15eaxdujQtR3r8oFUfYRdblE4xtIvFmtbby7feew+PuHQuXszRGTMUv3KOFb+yn8l77yhCVxbPAncA3yAZGP1zYDVw4CqUpbu7O0XJyQ8G+ceREe4zLPHdLhe/U16Ox+cjx2jvotS0tbWpdVNEadAzxcn/elYtSCoWYhWX80S5EAv6yMgIHYbSLAqUviaOKA16rAzAzspK3rz5Zu7duRNPIsETP/0p//LYY5ypqCAej6dkb5MYDlkkMx6Pq/qZF6nU14Ixx7Do2U7lmlJft9s9unDr4CBPbN/OrcYELeT385PPfY7S6uqUDHT6YpwSC2WOYRkaGlKfCXdyr/PnzzNjxgwAtd6TWbUpLS1N6UP03xNRMeS7rpkzeeOOO3jg/eSSmd/48EP+ITeXQ5WVKX2gHnMjfOVpbumiBgp0bs3xRnoZJW5JYmTMsTuPtrTwgLHeWtjt5r8vWcJITg5uxv4OCt/STuPxuOJH1BZdaUnnFSJtR880Z45Fc7vdKWqktGtRhADOBAL8J5eL/2U8n38YGaGV5MLM0gakTJKxcXh4OO3vz+XAt4A/Mv6PklwSoOOK3X18fGomQvpkxzyw0Qc7VhKpNIj9c+bwdnc3d2/ejBv4yvr1uFatYquWQ97Kpcgsi5vT4uqwS5Fr5f4iL/Oy48f50vr1SsJ7e9kyDjY3pwxyZJtugG6VMjoT1xidUyt+5Rg7Cfp4UxOvrF7NI+++C8Avb9yIx+3mHSM4Mx2/cq9s+TXXycpFTv5feOYMX3v7bTxGeT9cuJDtN9+M3+ezTWqRjqfxJkl2/Mq+Fb/CqRW/bfX1rL3nHp54/XUAPrttGx6Ph1fnzx/jR27lsqW34Wz5lW06F0Sfz8eMc+f47TfewG/8AG2fM4cPlizBrwWWpuPZalKYySTJbrKj71vxa+Y5kUjQXVXFjx98kCdffBE3cPfevbjdbp6/9dYUfoUjK37lenYToXRpyq1cEH0+Hw2dnfzeL35B0Pgxbmlq4q2VK1MWW7Xi2YqnTCZJDq4cfgeYBawk6VryHnAn0HKFy+FyudRgatq0abgTCf4lHueXjUFoBPjVQID23Fy8jLqhySC1u7tbtR9p4/oA1vy+6C5JEsxu3soAPaylN5ZrSvvPzc1V/8ugWO6VSCR4fv58yru6uPn0aXJDIb7505/yP+6/nxOTJ6tyyoBcBpfyeTgcTgnCl3sFAgF1nHlhU4/mciWf6WmZw+EwJBJ8cc8e7jaWGYgDP//CFxhqbKQgL08NqGVyKemR9cmDcKEncDDzI/cPBAIqQF/KfcqYIMgkr7i4WE0kzJPKoqIilepZJgZdXV0cePBBKi5cYOG+ffhjMf7DunX8zzVr2GGU35wEQf+/vLwcSE5m5dnJBEFvO+IGJs9HyjQyMjJm8VsdAb+fR1ta+IK2HuP/XrSIE1OmUGhwGA6H1QRKFp6VslCEn/IAACAASURBVOmJMqQN6O1LJoWyNaci9/v96nzhS+qmL8ZrTn999OhR9X8wGOSFYJCFg4P8Wn8/PuCnwOeB7QYX0vbknCuZOvu3gH/S9v8jsO6K3T0zOKY9E95evpwPDUnUnUjw1ffe44EdO66aG4wrkeAz27fz5XXrVPD+h/Pn8/ayZVelPJ8UGxcu5G0t5fMXPviAx7dsuXpBlIkEd+7dy28Yax4AbJ85k1fGiRG7VrGjuZmXV6xQ+w9t3coXP/jgqqZ9XnbwIL/3i18QMH6Y9jc2svbee6/ZIF87tEybxs+0+LY1u3fz6++8g89mzY/LjYXHj/MfX31VTYKOVlfzowcfvPZdZh1kjAjwWWC7sT8F2MjoWhxXA8FolL/ctYtfNgZZUeBXgA+vsWUcMkHC7eZ7K1dy2FCZguEwf/Daayy8im5y/miU33j3Xe7evVt99vIDD3BEMxxeN3C5ePH++9lrZBwMRKP8/ttvs9JYB/FqwBuP8xsff8wXtIVpfzBvHhtMXkDXC/6qtJSXjMmbn2T8zdcGBq7a2NUN/B1jJ0H/hWsz6cv112MZyMbqm86Crm/1735+zz24PB6WG7nkH9m2jfquLp5ZuZKLhpRppVRYXTvdgqq6+0u6uuQPD/PFd97hJq2z2LRgAa/cdRdeI/AcUoOlx7OuZ6NUZKK8pbOgp+P37ZUrcXs8rDFiGe7Zs4ea7m5+sHo1Fwyp3sqSnu7aVguq6i5c6eqSH4vxyxs2cKuRJhtgx+zZvPDAA3i0QHQrftPxnKlSkY3yZqdimlWFeDzOxqVL8Xg8PGi4oa04eJDq3l7+/c47uVBYSDQaTatUWF3bakFVs4ucVZ2CiQSPbd7MypZRu3VLUxPPPPwwrpwcvIxtu1b8mnnORKmw49uqj7BTMa343WG4Gz725pu4gcXHj1PR38+/33kn7SUlyhJppRZbXduqj7Di11yXHJeLBz/+mHuNNNkAR2tqeOrxx0kEgyn8yjYThTMTtdjBlUUvycQJbwGLgWLgFyTTbP9/wJUwdfT39xMKhbgpHud/dnTQYKgEEeBJt5uX3G48kUhKGzl//jyQDPaeOXMmMNomxcXH6/Uqy7XZvSocDivrv74AK1j3TwI9gN2culhXm8Sa/+eLF/NHmzczr6uLQDTKb77zDq93dPDiwoXEDMVB3O/k/OLiYqVCiFVff3/k2ub03UVFRUplMZeppL2db7z/PjWGq1sceOPRRzm4eDER4x66+5xcR1ejpR8yu/zm5uamqERy35ycHBVYL/ya3ff0/lhUGKm3y+VSn0l95dn3h8N89847+cY777Dg1Cl88Ti/+fHHNHV388xNNxEyxhZSFrmfXLu7u3tMUgVgTEIISTYgbUZUsqGhIeWCJt8V9/Tw+zt3MsdwNQP4yaJFrJ83jzKj/A3GhKi3t5e9xmRJlCG578DAgFI9q4x1qUTF6ejoUMfJMxfepWy6O6jOISTVJz3ZB4y6Ph46dEhdQ9S/geFhvhUMMjQ0xK8kEniA71y8yELgT71e+t3uMck4LqcqVAU8xVhDzV8Df3rZ7vjJ4ChCVnC5eHnNGl65/XaVNnfByZP86fPPc8vx45d/hp1IsPDYMf7k+efVJCgOvHL77bx0113Xv6XX5eLNFSt44c47iRkd95wzZ/jT559n2eHDV2RR0HmnTvGnL7wwZhL09q238pPPfIb4pyAGYsPixTxz331EjI5/ans7f/LCC6zct++KqG8zzp3jj9auHTMJ+mDBAn7wyCPErkOLsRkfzZ/PUw8/rBKs1J4/z39eu5a7d+68IupbY2cnf/jTn46ZBH08ezbff/RRIqYVzh18etBLMj7oRWPfA/wVSXXoSoR25yQS/HEkwgfhsJoE9Xo8fKO+nrWfgn4z5PXy18uWsd5QLgDu37ePP33lFeoNl8DLCU8sxp07dvBnL72kJkEhv58f/9IvsVvzpLheEfV4+Ne77mKdpmrdc+wYf/PWW8zp7Lzs93cnEtx79Cj/a/16NQkKezx87447eHPevMt+/8uNmMvFr7nd/I1miHjk4kVeP3uW1Sa3wMsBF/BlYC+jk6AI8E2u3UkQfAoUId1qPhGlwspPX6wqHy5bRkdZGU+8+Sb5IyMUDQ/zzXff5UhlJT9ftIgjlZXENKtvJte2svoqS6vbzfS2Nh7eto3pbW3qnIGcHF74zGc42NSkYirslIpsrb5WalE6LrNVKuz43bZoEd3l5TzxyisUDQ6SFwrxlQ0bWH3wID9ftIiWmhqVsc0qdiWTGBZzLFZDRwcPbd+u0gtDcsHUn917L7tnz7a0oFvxK/uZKG9WaoYdv/J5JkqFHb9758+nZ/JkfuXllynr6yMnEuGJDz9kRUsLP1+0iD0NDURNytB4106nvIliUNPVxYM7drBAcykJe728uGoVOxYuTKti6m02W+UtnVpkxWW2anG6OB63283hWbP4blkZv/rSS0zp6cEfi/HY1q0sP3iQVxcvZltjoyW/413bSnmTulX19fGZnTu59cgRdXzU7ea1229n05IlKjjbTi2eiPJm1W84uDoYBB4nObD4M5KToSXADpJW2P8CXGqHLi/wReA7QJ020T+Qk8MXAwFO9vcrBUJfsLPEyLQobaerq4u5RoIcif3QLeFiMddVVUi+P3It80KjoiINDw+nJDaQY/Pz85V13hwv4vF4lMU9Ho+Dz8c/L1rEyaIivrhvH954nNqeHv7ghRf4aPp0Xpw7l7aiIqVYlJSUjFEIYPQ9j0ajKYqMWPD9fr+qeywcZsGRI9y7aRNTjDgOgM7SUl74whfoLC8nbCg0wkNJSYlSBeQ6osbosY9SN+lL/H6/+l++E/Xn/PnzKdcS6LFZ5sXN5XkPDQ0pfiUeRZ6pqqvbzb8vWMCJ/Hye3LGDQCxG1cAAf75+PTvq63lz6VLOTpqkeOs0Jkjnz59X98s3ZSTU48Pkucr98vPzyfH7md/ayoNbt1Kn8xsM8vdLl9JeW4vP4Evak6g4c+bMUc/3iNHv5mqZOM+dOzemnhJH5PV6LRUgfasnS5D7SrvSk0+JSieKUGdnZ8riripZg8vFd7xe9rvd/EssRn48TnUsxr93dvKEy8Vfejx8ZLEQ7CfFvcBfMjar5TmS7rLvX9I7XXo4v2jjoGXqVP7uySf5/Ftv0XzyJADT29r4g1de4diUKbw/axYf1dZ+ohTA/kiEW06eZOXBg2p9FcH+xkaev/tuRq7VBSc/IY7X1fF3Tz7Jo++8wy2HDwPQ0NnJ7/7iF7ROmsT7s2bx8dSpDH4CdxxvNMqC1lZWHTrETKPTEhyureUn99zDgJFR6NOGM5WV/LcvfYlH3n+fpUZAaHV3N7/51lucKynhvdmz+WjqVPo/Qfv1xGIsOH2alYcO0axNMAFOVFTw4/vu43xJCdd+kuzs0TF5Mn//xS/ymQ8/5PadO3EDUy5e5Gvr1vFQYSHrZ89my7Rp9H4ClcYdj9N87hx3HDzITa2tY2T8M5Mm8eP77uPc5Mn4rnel2EHGSJAcdLwJPA3MJDkh+nXg10gGS38fWA98kuFOJUkL7zeBelDeEFHg3ydP5l8mT+bUFVBKrjhcLl6bMYOWigp+Z9s2ag314NYjR1h05Ai7amvZNG8eB421diaKvMFBbt6/nyU7dzLZGCxD8pltXrSIN1auxH2NLub9SfHetGnsLirid7dvZ4aRIGBhaysLW1vZX1fH7iVLOGwseDtR5IVCrDp5kjWHD1NlWgj77fp6frBgASM+H59Ghtd6PLTV1/PX586x1Jgc3pNIcE80ynqXi38BXgaVensiKAB+CfhNwJyf9jmSiRKu8eXHAXAlrmQOvUuIjz76CGBM6kKZEZu3kUgk7XfRaDTF91i3SikrVyTC3GPHeGD9esq1DguSFu8DNTUcqK7mWEUF54qLiXo8aS3q3miUqosXmdbRwawzZ5h95ozKpiU4X1zMa6tWcWjmTHC5LFPmplOE/H6/sjSYF120+k62gUAgxV/VnBrSimfd4mPFrxxjxa/O8/STJ3novfeoNKXIjLjdHKqpoaW6mqOVlZwrLibi9abl1xOLUXHxIk0dHcw+e5a5p06pQH1Bd0EBr99xB/uam9Pya+bZnDpT51LnNx3PYn3TLYFW/Jq5NFvU9O90fs086/wC1LS28vC771JrmmzH3G4OV1VxoLaWI1OmcKakhLCWotvMrzsep6Kvj6nt7cw6d465p06pQH1BXzDIGytWsK25GY+FgmanCFm1Tyt+zTzr/Op8hUKhtO+/Hntg9Z0Vv7I18zvlzBkeXr+eqcYikIK4y8Wxigpa6uo4PGUKZ8rKGEnDLyTdN8r7+5na0cGsc+dobm0lPzT252owJ4e3ly1j84IFuE0Wcl31seoj0r3/Pp8v7Xd+vz+F3wULFliW/0aHOU7lcsNPcuHVPwYKTd+1k0yj+x6whaRSZPeDXwjcDKwA7geWkuo/v6W4mH9qaGCf0X6PG+7bEhMCqFTVU6Ykl08UC3h9fT2/9Eu/BIxa7vcb67Z5PKNpjnVLOSSt5R6Txd6cDTQSiah2LmqGZFXzer1qcVY5X5SZwsJCdbw5jsjj8ZCIRFh98CAP79xJgamfGwgEONjUxP4pUzhRUUF3SQkJt1vFq8DY38lAKET1hQtMPXuW2adO0XDmjEqCJDhcUcHaZctwLVo0pp7mtOG1tbUqnbS5bmGtnOZ4rZycHNVnyTst9S0qKuJLX/rSmONfffVVYFSZgdFnLdcRJUyHOZOevpyAUodiMVyJBPe3t/PItm0Um9KPDwcC7K+v50hNDQdLS+koLCSmZc7UlX6fz4c/EmFSWxvTOzqY2dpKc1cXXhO/x0pKeHrBAg5NnjwmZkZifUS9kQVlv/rVryrV59lnnx1TfhhVygRSx2g0qvg1ty85Pzc3N2VRXT3ToqhLS41lGjZs2ADAa6+9lvKOSPu4ePGiuu/UqVMhkWDN+fP8YU8P1Sa37QHgdeAdku61h0i6sqVDDjAXuJ2k69saIGA6Zi9XPzNcttOa63YitH17Mn9OtgNH84BGH+yYBz36REgFO4fDzD9wgFWbN1NhGrAL4i4X3QUF9AWDDAcCxNxuPPE4uaEQhUNDlPb3p3R+gvayMtbfdhst8+YRt1kDx8r9TR/Q2A0c7b4zd4zZDhyt+DVzaTVQV5JxJMLcQ4dYuWVLyoBd57cnP5+LeXmM+P1EPR488Tg54bDi15NG9j1fUsKGJUvY0dyMKxCw5Vf2rfiV7UQGlYFAwJZf4cjuOyt+ZZtuIhSLxSCRoOnwYVZv2kSDSR3T0W3wOxwIKH79kQhFQ0OU9vWpDHtm9BQU8MGSJXw0fz4Y7gNWbmxW7llW/Apv2UzsrdpwNpN3vQ1b8SvfpeO3/tgxVm/ZwjSbhQN78/Lozc9nyODXHY8TiERU+/XFrOOMLublsXHxYrYsWEDcGMhZteF07m/6+283ebf7Tvhtbm5OW78bGVd6IiQoJplm+3eAyWmOGQJaSU6QBkkqO7lAKVBDUgFKh9eA/+rxEDZiVaTdSTB8q9HeQ9qkvaamZsw1ampqePLJJwHUZGHbtm3qexlUygBV2py+jpAcI+2wWPOWkOGMOdX1wMCAGuDKwFPSPDc2NipXqxOGS69MMGQgCjDU0cHqQ4e4p6WFEtOAXRDxeOjOz2eouJiw308U8ITD5IZCFA8OUqRNFs04UlfHi7NmcaCyktxgUAXry8BYBtPCSV5enqqfpDSXZ9DT05OShKW0tBRIulkJh+KGJW6K7e3tLDSSwQivW421C2UiNDIyotaziVn0U9IuxDVOX18nz6Ru6etG+SIRlu7fzz1791JmMbGCpBtwV34+F3NzGfH5kpOiWIzcUIiS4WHKjImgFQ6UlvKzmTPZPmUKOQZv+mRN2qpM6oTvr33ta9TV1QGjk8KdRiItfRIkfaZMSLq7u1X9hHvhRtqXvu6UPEvhvbu7W63lJGV7+umngWQ7FRdJmfxK2u2RkRFliJhmKGodHR34EwlWtrbybWBGGo4iJPuHNqAfCJOc6BSRTIBQR/rEAttIJm15EXtjy5VAttMaxzUuS8TdbnbNncv2mTNpOHeOhfv2MffYMQq1QDR3IsGkvj4mmSwF6dAXDLK/qYkdzc2crKrC4/Xi/RQEnk4ECZeLfbNmsXvaNGo6Oli4bx/zjh6lWOsY3YkEZf39lNn8qOgYyMmhZepUdjQ3c7y2FrcMDi9LDa5xuFwcamqipaGByvPnWbh3L/OOHqXM1FZLBwYoTfNjZMaw30/L1KnsnDOHww0NuGUQfskLfx3A5eJYQwPHGhooPX+eW/bsYd7RoykqcvHgIMU2P9o6Rnw+DjY0sGPWLA5Nn47rRubXQVr0kkyc8LckU20/QdJvX1+mMQjMNv4ywT6Sbnb/FzgJ+Nxubrk0xb3uMOLz8XpzM7+YOZMFZ8+yvLWVeWfOkKt5G/hisWSMjxaHYoeukhL2zZzJ1tmzOV9amrJg6I2EiM/Hu3Pn8t7s2cw9e5alx44xz+Rt4DW8ESoyHFt15uWxccoU3q+vp7Wo6KoZKa4FhF0u/o/Lxb8lEqwEvgQ8BEzSjvEB04y/THAGeIlk/7Dd/tBrGtftb6lVkLm+Irz+3XizQ/Minnrq2nQLG8a8XtqmTuWVhgZ+Ho1S1dlJ/alTVHd0MKWri5K+PvJM0jAkXVp6CgvpmDSJcxUVnKytpb2igoTbjdvtJoD9IqB2Vl8rpcLuvEwCos1B5j7NpSdTfs1cmlMDWy0uG/N6OV9fz+u1tbyeSDClo4P6U6eoaW9X/OZbWOWGAgF6DX7PlpfTWldHW1UVcYNfP2OfpR2/8nk6dy7dum51XiZJKaz4FU6z5Ve4tOJX51bSOnfX1PBWVRVv3XMPk86fp/H0aarb2pjS1UXpxYsUWGSZGQ4E6C0ooLOsjLNTptBaW8uZykoSPp8lv3o5rFRMqyB+sxphd954SSmEYyt+5bts+ZWtHb8AfZWVvDNlCu/cdRclFy7QePo0tefOMaWri7LeXvKGhlKsayN+Pxfz8+mYNIm2yZM5WVfH6aoq4sKFRTp4qzacTnmzUovtzrNLSuHg2kQYeN74ywVuI+nqdhPJCVAtpMRExIBO4CiwH9gMbCA5+dERiUSUW5RYruuNDGvyjh07dkwdn2dSLc+dO8cuI9PhbbfdBowqO/39/coaLyqCqCHhcFi1c1nwU6AvwikWfrNbViwWU+qOtHvZb2xsVNZ1uZYoRLrqIhb3wcFBLjQ28tKyZbwajVJy+DAVR47QcPEitX19lA4PEzS5YseBgWCQC0VFnC8v53RVFacaGugoKACXK6lWDQwo676eUEfqO8/IaibvZldXl1J05BjZnj9/XqkVgyaDS15enuJVUpnLdfbv368mY6JGyPMVpXxwcHBMynPhF5IKiXBoTqqij2uEU1Fd9BTjsViMraWl7K6qwhOLMW9khKlnz1Ld2UlZZydlQ0PkRVIduC7m5HAhP5+uigpOV1Swp7iYtuJienp78Xq95FiUSe/nzOq/uHXqIQMrjDX6ROHZtWuXSqcu0H8XhHvhS84TxUZXOoULXa2bOnUqMKpUiuJXUFCgjteVIIH8ppkTKkDS2PxeIsF7JOMKbyHZPywk6fZWB5SknAXnSfYH+0mqPx8AeyyOux5x3U6EriUk3G7OVlRw2pCX1QrO0Si+cBhvLEbM6yXs86nUwfpAyn2Dqj8Zw+Wirbycs0bmFMVvLIY/HMYTjRI3+I1q/EKSW4ffceBy0TlpEp2TJhG/6abRVb5jMQKRCJ5IhJjHQ8TnI2p0rObJlsOwDVwuLpSWcqG0lI+MwUwikcAdi+GPRPBGIsTcbqJ+PxGHXweXEMPAu8afjqDx5zWOGeDKrEP0aUPU6+VIVRUbjd8deV8bp0zBH43ijsXoi0QIeb0EjMmVDGA9Hg9cxYWYrwfEPB5OVFVxwlijR2J1fNEogViMXI+HiMdDfyJBjjGxlUnGxQxVuRsZMeAj409HgKSxxE8ymcIA9rFD1zuu24mQWBbMFl79/0wsvXaLROqLcZrTHuoLJKZLv0sgQCIvTzUgL6OEW02E7BantFIX0ll9reIA7ILSrazr6Szo+v+Z8itbK37lvnb8ytZKIYkHgyorksf40++rT4TsFqdMp95YKW9WsVh2QelW1nU7fmU/W35lm66+OrdW/Mp2DL8wLr+ytVsgWLbp0o3btcvxEoOkUzitVExBpm3YbqFeO35la5cCHZK+1NI/uBkNPE33rtgtEGyl3lj1EelisewSg1gpnA6uXwwZfxPBaSMzpLRRibWROIYTJ06odi4WcWlH3d3d7DOyV4riIBgcHEwbo5qXl6feKz3QHkbVhdzc3JS+QFSMeDyeooSKelJdXa3atFjg5buRkRH1rooCJteU+vf29qpyS6zOReOYYH4+kXAYN6NKg3Dj9XpVjIh5IdZYLKbeeVFvzCqK1+tVCpqURRSeefPmqfPlHqdOnQKSMTByDamvnsJc7ifqhfAlqlldXZ1SzOTauqohZTHHqsbj8ZTU5WZOrH6vdY7kmbsMo1y/cV4oHFbpxQVy7dzcXKXuSBuQ8so9QqGQaqtSz8VGLFx9fb1SySTOTFQyv9+vFFBRcuSZ+Hw+VXZJey378s7k5OSkHQMsXLhQqZbyzuhxmhKbpydugOQzlPZrVoTkvTCnmTcjxCfLJne9wTE0OnDgwIEDBw4cOHDg4IbDdWvaM6cOzHQxTzP02BUrS7o5a5ydUmFeoMpuQUqr+9lZfe0WkrSLA8hmQUXdum4ue6aLeZqh+8umUyrGZI2zUSqy5VfulYnyZreQpF0sVjqlYrysfnb8ynYisStWSoVVG06nVOgcZ8qv+b7plCGrGLRMYrGslIpMsvqNUbayWFDZqn52arFdH5Etv/q9zPeTrR2/sp9NLJaVWpxJVj8HNybEmi5WfckmJqqIz+dTlv82Y2FwUYuKi4vHLN4Jo4pHf39/ivIq71YwGFT/iwU8XbyJfp6VKizfieJRWVmZkmFN2r3+jpoXD5VylJaWplxb6jYwMKAWwxR+dAVZ+gPzOzUyMsLZs2cB2LMnGYkhqoTU0+fzpTwLqa+eulnqKTw3NjamLN8g5xdpCQVE/RBlR1zOiouLVXnN/dPAwIAqk3AgGeZGRkbUs5e4FnFf0+MO5f5yHeUK7/EotUbub06lDqPKjJyfm5urFKympqYxPMn53d3d6j4SiyXZ8y5evKiyxEk8kGQ89Hg8il9z3G88HlcqoqhEuloESfVJ2q9k7ps+fTqQbC8ff/wxMJoeXeoRi8XUsxs2xUp7PB6V5c4cJyZlHE8RutFw3U6EzB2VleuWHTJx2dJXZ87GZctukJXJfS+F+4vdYMdukmR+mS8Fv7K14lfqlMlEKFt+0933Urkg2nFpN0nyer22/Kar23j1lLpZ8avvj+eylS2/5vvauchl44KYSZu1miRZteFs+ZW62bnN2vEr90/rEmcz0R3vvpfKBTGbvsFqYu/gxoQMjGVQJwNmGfBPmjRJDeLN/XkgEFCDycPGAtpr1qwBkoNjcS2TQbwM2IeGhtQEQBIwSDuUdyQej6v/ze5CHo9nzFo5ADNmzFDllcG6+X0tKytTEwAZWMvEpFVLj292bZNtKBRS58m7pPcF8s7qkzi5lwTYm1N6y3Ws3NDkHH1NJSmbGDKamppobGwERt3AJPZGT6wgz0LuKwN2PZW+cCOchkIh9cylTNLPHThwgPXr14/hUrbCg9/vT+lPZZJWXl7O/Pnzx9TppLHIfSKRUP2iTBrkecfjccWLPHOp98aNG4Gk26C4z4lbmXC7d+9eNm3aNKZMUl+Xy6W4kHLK5KOwsJAqI7ZJzpM2I/UeHh5WnMvk5Y477gCgpaVFrbElkx25RyQSUe3IPKkJBoNj0s7rW6t05w4c1zgHDhw4cODAgQMHDhzcgLhuTXtm95dsLdmXw2XrUipCl8r9xcr6a6dwpFPasrVkZ+uyZcevbC+1InQpXBDTWdftnoHX67XlN5O6XS6XrUupCFm14Ym4IFopnHbPwKoNT6TtXA632UupCF0qF0QrhTOTPsXBjQlpt+LWJOqNWNkrKyuVwiDHiqpQXFysrOF79+4FYNWqVUAyeYK42QnEFcjj8SjVRE+AoN+jrKxMWfVFAZDrhUIhtUCp3E8Wm+zq6lLHmV2tqqqqlOvT7t27AThy5Agw6vqluwLKOymqla4cW6WxlrTV0pdIXSKRSEpCAbMLVG5urrqfHGPVH8tncv7hw4dVHeRdlnLoaaRF1RNVQty8KioqVDmljPJ8R0ZGVN1FDZHEAO3t7Sn1NPcliUQixSVO1I2GhgYeeOABYFTteffdZD7Ec9ri4NJOpL5+v1+pkJK0QNpCRUUFkFRxJAGCJCiQa544cUK1OeFUXD5HRkYUv/KcdW5ERRNO5Nq6iilqpL4QsdxfeDUnABoaGkppD4KqqiqlSolaa3brdDAWjiLkwIEDBw4cOHDgwIGDGw7XrWnPKpjRDCv1xU4xMFvSM41dGS/eI13ZJqIIfdLAc7v0ubrVN5O6WHFppxhY8QsTV4TsMFFF6JMGnlslnrCysk+UX9mmUwx0pSKb2BW7eJpMypapIvRJk39YJUZIp2JkynEmPFv1EdnED2bbR3wSRWiiypveb1j1EebjHdzY0BfRhFFVoLKyUqko8pkoB36/X8VXiFVdFIc//uM/VjEcW7duBUYt2IWFhcq6bg44l89LSkpUoLlY4CUof3h4WFn8a2trgVGL/9GjR1PeS0ksUFJSopQvUYSk3IJQKDQm/TOMvneBQECVU1QFUTzi8bhSL6TPlvPz8/PVcVIH4VvqNjw8nPKbqicWEJhVgMLCQqVCHDhwABhVx/Ly8lIUP+FJT1JhfvaCaDSqlCP5TtJ279u3T5VFymdOvqPzJP2NcFRQUKDalXAgZQuFJYsh8wAAIABJREFUQqpdSPsS/oLBoCqvtDVpJ6IIHThwgJaWFmBURZTzDx06pPgSRUdP726OiZLnrceHSV3MiSc8Ho/iS2KTJO7p/fffV/c1JweLxWLqWgI5f/r06aqNmttOJr/tNyIcRciBAwcOHDhw4MCBAwc3HK5bRSgTq6RubTBbHjJRKqLRqLL0XG1FSPatlAorK7tYECaagSsbVcBqPxOlQl9M7WorQlb8yn46FcPv9084A9fl4BfGKhXmxequtiLkdrtt26wVv3LMRLIgZsuxFd92arEdv7K9koqQ3obtlDcrfiH7LIgObmyYU0aL9bmsrEzFC4kiJIjH4yruR6zlokp0dXWp2A15XySlcG5urlIT5HyxqgvOnDmjYiLEyr5gwQJgbOyLLIAp2dhESYBRJUi2Fy5cUCmMRTEwKxb6Yq2iXkhf0N/fr5QRXaWBZMyQKGUSZ6WnxpYymBVnPRWyPAPzMTD6fku/IOUOh8Mp8Td6CnI5TriU+0kd/X6/Ot+clczj8ajzJMZI4o86OzvVNcx9pSAcDqs+TzjRyyj3EZ70GB/JFidKln5N4UDaozwTaVNtbW1KCZIFg3W1zqzoyHmRSCRloV99wVspu3AgmRWFPz02SVQ5aZ979uxJiYczZ4TVIe9DIBBIeXZWypuDUdwQEyGr4HJdipZGZZfWOZMB+kTXEbqS7i+ZriMy0cGwFb8wdqVsq7TD461rk0gkJryO0JV0QcxkUKn/gNnBLsGHFb+yny6tcyYD9ImuIzTehFPKczmSf6RzQZyoQUJvw1b8yr4dv7LNll/9/lZlutwuiJlM7J1kCQ4gdfCtD8plAiPpgvUBpEw8pB1JAPvWrVtV6mA5X9Yf0t2AJCGC7oIEyfdABqEyANVTfMtERrbyTpWXl6t3qLq6GhhN/LBjxw62bNkCjLr36YNYSA48zf2ETPL6+vpUWcwTm6GhITV4Nq8n5PV61TXlPLOL3fDwcIoxxvy+65/pAfdSJuFXytTe3q7qLtxJPeWcvr4+xblMVmQ/JydH3dtc3ng8rq4h/OjrPEFyMiF1kmcp95DJLYwO8MVVbdKkSaqc4hon7nOJREIdL89OvhP+I5GImtyY3ff0iZ/wrE8qzZDvdHc2cxINcX/Lz89n8eLFY+orqbrb2tpU3c3GNuFPv7bwc+HCBfVO2U2cHIzCcY1z4MCBAwcOHDhw4MDBDYfr1rRnpwilC37W/880uPyTpHXONH32RBWhibq/ZGL1tUO2/IJ9cHmmitBE02d/EkVooi6I4ylv48GqfejfZZPgY6JpnbNJnz1RRWiiLoiZKG92sGof5u8yTfAx0dT62aTPnqgiNFEXxEyUNwcOdEhbHxoaGpNsAEYD0CORiLLcizuWnjTh8ccfB0ZViHfeeQcYq8AeOnQIGLX86+3YrCCJW9vevXvVfUTZETclv9+vUjyLa56c39LSogLypbzyvkufEAgElDIg76LA7/crFcD8+xcMBlM8KHSFQaz+UhZxCZQtjKYJN6dpDgQCKQqU3D8nJ0cpKVOnTgVGU4L39vaqa5khddOTAAh0RUqUDTle+A6FQqp+6RQK/d7iTiZl9fl8SqUS1UZXA0UplHtIevO+vj51P7mWHGuuh1424d3j8aj/za6AMMq5Wa3Jy8tTn4mrmrSz1atXA7B06VLVZp999lkAteisx+NR7UPqaXb7g1HFUNpQe3v7GIUORp+BA2s4ipADBw4cOHDgwIEDBw5uOHxqFKHxrKhmy4tdcLmdUmH2h850oU8z7BQhl8uVEgBtZfXNJPDcbOEdb3HKdNbeTJQsPXbFLrjcLp2zFb+yP9FkCeliQDwez4QWp9T3rfgF+7TOVhxnomTpbdguwcd4SkUsFrPkV7YTiV+yisOzasPZKBVWKqZdyuds+U1Xbqs2a9VH2PELY+Pasu0jMunL7PqITNRiqz7CLu2+owg5sIK0ZbHE9/X1KdVCrPo6xGIuio6oPzt27FBWfImNEPWnq6trTIyKfl9REcrLy9V9JUZCAujD4bA6X64t71E4HFaxQRJn8eabbwKji77C6PtlDlyH1KQDet8g/0syCTm2qqpKfWe29EciEXUf4VXOlxTSBQUFqj8yJ2soKChQ6ZRFMZBg+kmTJqnnUldXByQXWYXkszEv/GpWiEZGRtR9zfGCHo9nzCK4Zr7MfaU5gYR+TflOVMXCwkLFnSgcoojp9RNOJQ6ns7NTXWPhwoVjrikJHfQxlyg8co/BwUGlCJljc/1+v+LcrPgNDg6q/5uamgBYsmQJAM3NzUAyRktUz9dff33MffPy8tT/0gasFCyBvBcDAwNjEnnoZXJgDUcRcuDAgQMHDhw4cODAwQ2H61YRkhm6vjXP2vV9s2+qbtlNp1Rc6zFCUjY9G4zsZ6OsWJXTil/ZWvELYxcXM3NqpVRcDzFCsVjMkl/Zz0RZyZZf4cuKX7mvFb+yfz3FCFm1WTPf4ykr6dQVq77Bqo+w4leOSdeer5cYIStOrfiV8mbTlznKkANI/f0aGBhQ7V7iH0Tp0a3r8r6Jlf/gwYO89dZbADz00EPAaPa448ePp/S1olzI9U6dOpWSKlrKlp+fn/KdxJs0NTUxc+ZMYDSVt1jpBwYGVFyJlNec1SwYDCo1QtQasdyfOXMmRWGR/bKyMpU6WRZrPXjwIGC96LZsRSWwUndFjfH5fKqcwq+oEtOmTUvpByWGpbu7WykLwp1ZodFjKuU7UVgCgYBS3KS8+r3kGZjTaAv0/k1UK7m2KDVWZYnH4+r5yDO4+eabgaTyJrFfixYtAkYVuOPHjwPJ5yxcCIS3eDyu6mCOvSkvL1fPXsoi8UvxeFwpjbNnzwZGVdB9+/YB8IMf/IAPPvgAGF0cVsofiURSYoR0iFInPMviq7FYbIzaqR/jwBqOIuTAgQMHDhw4cODAgYMbDp9KRcjO6mv+LlOr77W8jpDZ6qsv8GYuS6YxIHaKhZ3yZsWvlNFOebuW1xGy4hfGWsSzjQEZTxGya7P6d9kob9fyOkK6UnEp+AX7vsGuzer72Shv1/I6QnobtuJXypMNv44i5ABGrc7S5vLz89U7JNb86dOnA0lLuLxDEt8hiktfXx9r164dc7xY8Lu7u5VaI++CvvYMJNusWOpla+UVIkpDbW0tkFx0VVSMbdu2AaOxI/n5+apeouSIJV4ygFVWVqosZKLIdHR0AElFSM6XeorlfvLkySpmRBQzyd7mcrnUOyvKhNRJ6qFnmDMvgur1epUqJeWW+Kfa2lpVX3O/NjQ0pPoHKa/wLX1CTk5OSuykHJufn6/KKffV7yHXNqvwel8ix0hs04wZM4BkbJMoObLV14kSiPK1YsUKIPm85JnJcRL7JW1Kj6sR3uTYoqIiVT/hWeo4ZcoU1Y7M5a+srFTX2rhx45jz5fOPP/5YxbGZ11hyuVwpxwuCwSDz588HRmODJDNjIpFQz8yJDcoMn+qJkNWgMhv3F/3FnYj7ix2yddmSfV2mNgccZhoMP165ILOJkNWgMhsXRH0xuIm4IGZSj/EG6Hb8yn2t+JVyTPTZZzIRSjexz9QF0bzYnlVyCjsXxPHqoG8zGaC73W5LfmU/m4QkmZQt075hoi6IdvzK1s4FMZM6ZGMk0duwFb+yn4nbbCZlc+AAUtt/OBzmwoULwOgAVyZE5eXlygXIvHBlXl6eWuz05ZdfBuDb3/42AI888oh638StSCATm7y8POU+JZMNgZ4IRFJG33777UBywCrXlsG3TGiGh4dTJiRyPzmmvLxcDb7lHZRBtNvtTkkyIveorKxMOV7gcrlSEiCYXQr1BCbCoUwM9LLI+yrudwUFBcydOxcr6AkNzAkv5P4+n08NzOUZ6ou8yn3lOz3g39y/mN0MXS6Xur+4RYr7YG5urkqCIa5iwlt7e7u6prmPLSkpUZNumaDKREqu4/V6U343BD6fL6XPlbbU3d09ZuICoy58LpdLPes5c+YAsGvXLgA2bNgAJBM6yPF6enJIvlfyPM1G4JKSEsWPbKUcett3JkKZwXGNc+DAgQMHDhw4cODAwQ2HT6UiZA5qHM+d61K7v1wORSiT4HI7l6J0+1blAnulwopf2V4JF8TLoQhlElx+KfiVMo2nCIXDYUt+4ZO5IEo9roYiNF6CDzuXLav/xyubnSKkt+FMXGovtQvi5VCEMknwYec2m0m59DI5cKBDd3sSS7ZY8MV9qLGxUVm8RTUSF6qCggLVTt99911gNNnC7/7u7/L1r38dgKeffhqArVu3AqOKRVFRUco7oVv35ThRH/R3Q1yfJMD+1KlTQFJ9kr5CLPcSHC9l0wPm5dqiOFRVVal6iipRUVEBwKxZs5T1XhQNOV9XKOR9FWVF6hSPx9Ux+nlyrCgEwoWU46OPPlLXkmB+UX8KCwvVNcWdzKxIuVwu1U/IsxO3rGAwqD6T+4lqoy/qaa6b3qeJC58kOBBuh4eH1bXM1/R4POpaUm8p08DAgFpMV3iWZ6GrJ9J+zYpQIpFISTqgJ5kwp7iWduXxeLjlllvG3E9SZMt+MBhMaatSjoGBAXVt4UvaTkFBgXqnpM3KdV577TVVPidJQmZwFCEHDhw4cODAgQMHDhzccLhuFSEra7nMyC9n4Hm2KXLN+KRpne2UCrsUyJlYovUypVMjwuHwZQ08n0iacnMdzNtsFCE7pcIuBXKm/MrWjl/ZvxzJPyBzRSib9NmZKkJ2SoVdm82WXzNfVvyav7tUyT+yTVNuVY9PogjZqcXj9Q3Z8OvAgQ5pO3l5ecri3draOuaYqVOnqpgPsepLW+3u7lbWf7HqP//880AyJuK3f/u3AfjWt74FjL7Le/bsAZIKgNm6rlvnxboux8uCm8uXL+eOO+4ARgPtP//5zwNJJUsWdZVrSvnnzZsHJIP4RS2ScgsXhYWF6jw5RhJAVFdXq3gnUSb01NPy7oqSpS/wCWMX85TzJPVyPB5XZTHHBIbDYY4dOwaMKjKiNOTm5qrYHkkGIc9EVC5diZJryvPu7+9XZZLy6gqcORZK6ijcFBQUKH4lAYX+LM1xMJIo4MKFC6qewpeuNkkyCnnmUhc9CYGcL5/J+aFQaMzz1MsUiURSYnzk+eTn53P06FEAfvSjHwGwbt26Mdzm5uaq+0l7NsdWwWiiC2mf3d3dKuZLFFY97bk5psiBPRxFyIEDBw4cOHDgwIEDBzccrltFKBMreSYZuKwUoYkuTnkpFSG7BT5hrFJhlaJ3IlZ9vUyZWMkzycBlpQhNdHHKS60IjbfAp9w3XQrkbK36+taOJzOX2SicVspbNunKL6UilMkiwHZp6LN9j8zbTJTK8bIgplOE7GKE7JS3S6kIZbIIsF0a+myfs6MIObCDbrk3pyvu6ekBklZvySAnW4kjGhkZSYkpklij733ve6pNf/Ob3wTgiSeeAEbVkH379qVY7vX33ayQiAV+9+7daqHL5cuXj7l/fn6+Un7M6bP19NJyH7HKC0pKSlS2OamvpMzWY6mkDvJuDg0Njck+pp+vp8+WuujZzyCp4uixJjD6LAKBgFJNRGmorKxUZT59+jSAim+R/kYQDAaVamGV/lq+E06kbgMDA6q8UhdRiyZNmgQkn5vEXom6JdfTF6YVniX1dF9fX0qGND0NuBxnVqSkz9TrItAVIWk7wpvwrNdbVDGpW1lZmcqCKKqiedHV3NzclLYqapUOeT6izkWjUaUmbtq0SV3LXCcHmeG6nQhlM6CZ6GBnou4vgvHWYZmIy5aeBjebCVi6Muj7+qQhm0nlRCecE3VBFGS6zk0mE6F0aZ0znYDZlcNqUGvHr2w/6YTTzkXOzgVRkCm/ss3EZcuKX7nXpeRXr/dE+4bL6YJoV8/x+ojx3Gb1VOTZTMDSlUH2zfw6cGCF3t7eMQNbGH0nBgYG1ARCBuEy8ItEImpAL4NeOf/EiRP87d/+7Zj7fPWrXwVG3dhisRhbtmwBRt8JGbjG4/GUdW1kEN7V1cXhw4eB0dTaMhgvKSlRZTAPyMV1KRqNqsG+OV14bm6uGmALJzKo7enpUQH9Aj0VvlxLri28SX8jCQD0OslA3+fzKdcySa8s5S4rK0vpq+TaeXl5qn9I954Hg0GVCEEmCMKlx+NRfaWcL8foSQjkvsLtzJkz1f1lQC/Q04DLtcyJNmSyCaPPSSY/iUQixQBnXpfH5/OluDfKswgEAqoMesIIKa/Z9VFSkw8MDKg02VJecyrykZERxZ3UQZ/QycRH2pNcB0bfH7mWlFfeIQeZw/lFc+DAgQMHDhw4cODAwQ2H61YRMqdwztb9xSp97qV2f7HD5XTZGu++6Szo+mdW/ELmLohWKbYvtQviePWUutkpFXb8yjZbfmWbzoLucrls+ZV9O6UiXQrz8VwQZZuJC2Im9bwcLluZ3NdKxTQfo3M0ERdEqxTml9IFMZN6Xg632Uzum0kf4cCBFYaHh1OUAkFXV5fqAyR1s7hutbe3q+/k3dVVDLF0P/XUUwDKne3xxx8H4KGHHlJqgCg84pKXl5enFBm5jhwbi8WUO5ioLKII6ceJNd7s+lVYWKgUFXOqab/fr6z6VVVVY7gYGBhQroB275SUVxQHqUd3d7dSpeT9lHIMDg4q9zE5T9QXfYFRKxVeyiL8SrlFYdEXRjUv6DoyMqLqLsqOnrBCri11kCQVixcvVmU1p16X8peXlysuZCv3j8fjKYu76t4H8p2UWy+TXEf4Mbuq6QvXmtXESCSiPhNVS1KRr1u3joMHD445TxQh2Q4MDKh3RZ6XlNHr9aq2I/WVBWE9Ho8qn1lRchSh7OEoQg4cOHDgwIEDBw4cOLjhcN0qQjLDtrPe2ikVmcYByGdiSc1WEZL/rXzuM1GE5DPd8iHbicau2MUIma3cdgqanVKRTSxWJBKx5Ve26azpiUQibZ3GU4Ts+JVrT3Qh13Sf6UqjnYJmp1RkE4tl1YazUYSs2nA2ipDO8aWKXRmPX6mn1N9uEeB0anGmsVh2fUQmilCm/MrWjl+5xyeNH7SLEZJ6O3BghUQioazcYs2Xd6q3t1epPqK66AqHHCdKjihC+qKlot58//vfB0aVpRUrVvDYY48BqLTF+rsoio6kjtZjfMTSLgHodXV1QFIdECXEHDsi70E8PrpIsWwlPXIsFlOxOnKevIPHjh1TKoAeBwNJ676UXdQb4U2uV1tbq7jQFwaFUdVK6gCjzyIWiyn1QK4pfA8PD6f0AcK7qE1+vz8lZbSUdXBwcEy8js5TOBxWKtFNN90EjCpBomr09fWpvsus+hQXF6eklpb7Dw8Pj0mmAKM8ezwe1a4k3ko4kXMikYiKw5E4MSl3V1eXUqfMMWx9fX3qeFHOJK31hg0b1PHCpZRb+PP7/apdmMsfDAZV3eX5yPX0VOJyjJ5Ew0F2uG4nQtcq3PE4pT09lPT1UTAwgD8cJuF2404kCPl89Ofn01NYSHdJCThBx1nDFY9T2ttLqcFvIBwm4XLhTiQI+3z05+XRU1jIhZIS4k72lKzhSiQoNvgtGhggEAol+Y3HFb+9BQVcKCsj5vCbPRIJivv7Ke3poWBwkNxQiATJfiPi89EfDHKxsJCu0lKiXqd7dnDpkAvMBGqAKcZ+GHABF4FzwFFj62ACGBnBffQorjNnyDl9GtfwMHGPB1d+PhQVQXU1NDVBTQ047qXZIxym9Nw58nt6yDlyhEA0SsLjwZVI0JtI0AZ0BIN05uaScPjNGl5gGlAPVAB5QIyk21g/0AacBE4An7ZViq7bX1qrOAg7xSGdUqErSRPJwJWIRGg8c4bZJ08y9cwZqru68JnSOEY8HsvPzk6ezPHqag42NHC8pgaX5m9rzmJml7o5m9gKt9ud1oKuW5vTxZnYKQ5WSkUmcRp2GbjikQgNbW3MOnGCpjNnqDl/Hr/JIm3Fb9Tt5tykSZww+D1aWwuGpcoqi5ld6uZs+ZV9K37l/nb8puPLSqnIJFbOLktfPBqltr2d2SdOMPXsWeo6Ogho2X3Amt+Y201baSknqqs5VF/P4fp6Eoa1LV0mPrvUzZnGrpgtp7qKaVakrNqXnepr1UdkEitn10fEolGqz59n9vHjNJ09S117O7kmi50Vv3GXi46SEo4Lvw0NhH0+20yHdunzM23DVvxKncz8Ori2UQDcD9wFrABmkOoLPwLkmD7rAbYA7wOvAvsncG9ROsQCL9tYLKas2pLhTGJRampq1IKX0l7lXert7VVKgxwvcUA/+MEPADhw4IBSgtasWQPAgw8+CCRVlaeffhoYVUtE4RgZGVH3k4U3ZdHVwsJCldVOzpMYkCn5+RRs2kTpjh3kbt+O+9AhXMZ1JO9ZIhDAZYrZiOfnM9zcTHDyZKry8jgzaZK6v764plj6zZnO9Cx0oiKY00OHQqExC3LCqJKUSCSU+iGZx+ReuhJsVk/0GBR5hub02UVFRSkLsEo5gsEg06dPB0YVIelLRKVrb29X6lBpbi4FW7cS3LWLwMcf4zt8mF8x/faH3W78pr5txOvlWGkpLWVl7KiooCUvT93HvNirlHvBggVqsVJpF6JeDQ8Pq+x+osBJX9/U1KQ4/OCDDwB46aWXgKTCI8qPKHbCm55Zz/ycBMFgcMzirADTpk0DkgvDHj9+fMzx2cYG+YDVwH0k+4f5gN90jFX/MATsADYAvwA2c/1PjK7biZB50GE1cMxkUGnn6mUXeF7e2cmyvXu55dAh8sZpgOZBjnzW0N5OQ3s7d27fzmAgwPaZM9k0bx6d5eW2wfuQ+SrwVgObdG43+gDdit90fNkNKu1cvewCz0u7uli2bx+LDh6kUJP5rWDFrzcep66zk7rOTlbu3Mmw38/O6dPZOG8ebUb60vGC9/WtFewGjlauj/oA3Y5fM192E3s7Vy+75BRFPT3ctm8fiw8coMQkyZthxa8nHqemq4uari5W7N5NyOtl97RpbJw3j9PV1eByZZTgI9M2nMn6ReYJkM5xusn7eBN7O3dbW34HBli8Zw+3HjjAJNPaImZY8etOJKjs7qayu5vle/cS9njY29jI5nnzOF5fn5Zf2WbLr+zbrV9k5tfBtQcXcC/wG8CDpA5szDAPcgBKSE6g7gf+BjgEPAX8O3A+y/Lo66VAsj3KwM/cF1RVVanjJWmBtLXBwUHa29vVcTDaRt955x0guVaLDPalf5TJw6ZNm9i/PzmlMwfT6ymMxX1ux44dQNLtTtJPR6NRSCTwbNjA1HXrqNm+Hfc4v/3mSRCAZ2CA/C1buBW4FegqKODDpiY2zJjBec2tTE/GoPMlk7XCwkJVbhko62slyf/Cm+xHo1E1eJfJjgzYc3JylCueQJ6PTG69Xq/qF2RyJK6APp9P3UdPRiFc3nrrrcBoexBXRHFNHOjvp+TgQeZ8+CHTdu/Ga0pzbYZ5EgSQE40yt7OTuZ2dfP7AAbpycnivtpa36uvpMK4nExNxzVu5cqXiUOqp94Hi/iYTEdkvLi7mJz/5CQCvvPIKMNp2y8rK1DM098fD44xpINk+GxoaAJg1a9aYMp09e1Y9O7mm8D6e+/NC4BvAF4Diccpg1T8EgduNvz8C2oFngO8DR8a53rWK63YidLVQ19bGPVu3MufECcvv24uKOFtaSmdREb3BIMN+P65EgoTLRW44TPHQEOUXL1Ld3U2FtnBWXijEHXv2cMeePbQ0NrJu2TJOa4uc3SioOn+eu7dsYd7Ro5aZPM4XFnKmtJQOg98hvx8XkHC5CEQilAwNMfniRWq6u6nUFk/LDYdZtn8/y/bv53BtLW8vXcrJ+vorVq9rBZMvXGDN5s3cfOgQbosO80J+PqfLyugoKqInL0/xG3e5yIlEKBoeZnJfH9Xd3VT19KhrBKJRbj14kFsPHuREZSVvL13KkalTbzgXkJLeXu7csoVFLS14LX6ke/LyOF1WRntxMT3BIENiKXe7yQmHKRoeZlJ/P9Xd3VR3d+Mx+PXHYtxy9Ci3HD3K6fJy1i1ZQsuMGTccvw6s4QKeIDkwabb4PgzsBvaRdG3pAAZIDgBcQClJl7lZJAdKFdq5M0lOiP4c+D/G/zec+1wiQdXWrcz66U8pMVniARIeD7E5c0g0N5NoaCA2eTKJ/PykS3EohOviRfoPHCC3tRVfSwv52m/TpP5+PrtrFw/u2cOHjY38vLmZUzeaW2wiQcWuXcxau5Yphjo05mu3m9isWfTV1xOqqeGjU6cI+f2cb28nAeRFIkwaGaGiv5/6nh7KNZVl0sgInz9yhMeOHOGD6mp+Mn063Sl3+PTjDuDPgDVpvt8P7CXpHtsG9JFUkBMkJ0xVJFXlm4Am7bwK4NvAfwR+BvwVsOfSF/+y4rp926xS107Uum4X/C//51+8yCMffsgthhwvCHk87KqrY2ddHS2VlfTn5GS8YnthKMTsc+dYePo0N7W2EjDqMufECeacOMH2GTN4deVKLubnZ5U6OlsLum45T2dV/6TW9fF4zunv5+FNm7i1pWXMBCjidrO3tpbtdXXsr6zkYjCYMb95oRCz29tZePo0N7e2kmPcb8bp08w4fZq9jY28vHo13UVFWfMr98jEgm5Wf6yUt0+qcI7Hc87ICA9u2sTte/aowTVA1OWipaaGbXV17K+upjsLfnPDYWZ2dLDw1CkWtraSZ1hhG9va+PqLL3KotpafrlxJl2EtzDQ1d7YqphW/+r6eHGKiCud4PPsjEe7dvJlVO3eOmQDFXS4OVFWxva6OvdXVdOXlgctlq+hKfQORCDM6O7n51CkWtbZSYFj8ajs7+corr3C8spK1q1bRXlGh+IXx2/BEVEy9f3Vc464tLAX+CbjF9Hkb8ALwMkn3lfFt0KOYRtJl5nFglfFZLvA7wNdITob+KzCeM46kQhbVUg+kF4u2HvQtiQ/kMwkSj8Vi6lqiiEgbvagZFFesWAHAwoULxxwzMjKi7i3tWNp9MBhUbVreabnHwMAA+UeOcNuPfpSbwdF6AAAgAElEQVQyQA8XFdF5xx3w8MMU3H8/5Oen9PlDQ0MqhfKu/HxYvJiTJ05Q2t/PzJMnuenYMWaeOYM7kcAbj7Pq2DGWnzjBW3Pm8PP58wn5fErdMlv+Y7GYUoTEXVDKHwqF1HlmV9pIJKKuIZyWlpaq65gVIbmmuN3pKdHlGYpq1tPTo44T1Udc5ebPn0+F0VfJcz19+jSFZ8+y9KmnqDeNrUZycjjU3Ezo3nu50NxM44IFo4kXDhzABfQZrpCH29rGpAQvGRxk9pkzLD51inltbXgTCTzAqrNnWXHuHB82N/PqkiXUG+5wBw8eVM9c6iQqVzAYVHWu1LxJAN544w3lmnnCMI7r6mc2faa0zxkzZgCwfPlypVK1trYCoy6b7e3tqm2Lwpqu328A/gfwiOnzfuAl4+89ki6xmaKCpMvto8BngADJSdPngMdIKsj/L9CVxTWvJq7bidAVQyLBLQcP8ui77xLUfPsv5Oezbv58NjY1MWB0MJkM8nT05+Tw0dSpbJ8+ndxQiOXHjnHXnj2UGZ3TLYcPM6e1lZ+uXs3eefM+tdbf5qNH+fy6dRRocvHFYJB18+bx4fTpDOTkEIvFsuZ3MBBge0MDu5qaCEQiLD1+nHt276bckL7nnTjBjDNn+PmKFWy75ZZPLb8zWlt54q23KDbaFcBATg7vNjfz/owZ9AWDo6tZZ8HxsN/P7ro6dtfV8dzy5dx68iR3795NtfEjN/P0af7Tc8/xi+XL2XDzzZe0TtcSGs6e5VfefJNJ2oBs2O9n/dy5vDdzJj35+RPiN+Tzsa+mhn01NTy/bBkLTp7kvr17qTcyGE1ta+MPfvxj1i1Zwtu33gqGv7uDGwMB4K9JWmJ149GHwH8jGd+T6nSZGY6SnFz9EzAV+C2S7jR5JF1j/pKka82XgF0TvMe1Dncsxur332fVxo24NeNGT2Mjhx55hOH77iPh81FTU0OBMWDNCC4X3YWFbGxuZmNzM8X9/dy2ezer9+8nNxLBF4/zmX37WNTayv++/XbOGe5RnzrEYsz5xS9YsHYtHs3dtq2sjPduuYVzt99O1Odj7ty5WV+6Jy+PDU1NbGhqInb2LHefOMFjZ89SHI3iSSRYuXcv80+cYEMgwGnD7ezTiG+Q7Av01nkE+DvgWcDeKT49xB3uGaAM+ArJfqiSZF/0NeAh4OskDTHXOlyJbEeX1wgkME0P2hMLiDmQT//OHBCtB/jLecoHfmSEx996iyWHDqn79ufk8PLChbw/bRoxwxptTkVslRLYzvo6ZoHPWIyVR4/y2R07yNf8Yz+aM4e1a9aAYZnwer3KciEBf2JR8Pl86n+rrZxn/i4QCKj/7bi0+szMs1UAupnfeCjEIxs2sGLX6E/pkM/HqzffzLqZM4l6vZapiK1SAtspYGPSZcfjLDtxgse2baNYk8/3TJvGs/feS9xY6EysZ4FAwJJf2U/Hs86l/pns2/Ern1vxK9t0Af6hUGhUCYlEuG/TJu7+6CNVz5DXy+s33cSbs2cT8vks05WnS7lsp4BJEL8rkeDWU6d4/KOPmKRNvA7U1vLMgw8SMQYMOr/CqRW/6XjWubT6bDwurfoNqz7Cil8wVLlIhDu3beOBjRuVi2DE7ebtefN4Y/58BkztV/gVTq34NfOc0ke43dx89iyf++gjKrWJ1/GKCp5++GH68/Lwer2W/Ao3VvyOx6VVv7FkyRIcpOJKLDhbR9KSq5sXdpMcjLx7me5ZBvwJ8NuMWlAjxv73xzlX2rHEosCoiqEvaikxEdKHSRC9BKlbXUus5kNDQ+qzr3zlK2O2Xq+XdevWAbB3717A2stB2nhZJMKvvfIKjUa8B0BfVRW7fvVX6Vy8GFwudd/Zs2crRURUCanTxYsX2bhxIwDbtm1LXkdLJCF1icfj5IZC3Lt7N2t278Yn8X4uF2sXLuT15mZlqNP5EqVCyi8Kz8DAgOq7JMZIyltdXa1iXGprawFYtGgRAN/97ndV+udvf/vbACqBxQ9/+EMgmUzA3IeIonTy5EmlNkkK8sbGRiC54KiUqe/kSVZ897tUGTFCABcKC3n5ttt4f/JkEi6XuvaCBQuAZDyPJHmQ+8vzOnXqlIoBkxgdKfe5c+cIh8PkRKP8Smcnjx0+TI4Wl7luyRJ+OH06EdNiqbKtqqpSMTqS7EHu9dRTT7Fz584xx8tvRU9PT8pCrFYJDaSvbm5OOrU+8khSuykpKeGNN94AYOvWrWOu7ff71bO2SpedBzxNUtEVnAP+M/AjJm4gsUOApMHkz4Ai7fN/JNkvXcnI0mynNY4ilAZ5g4P82s9+Rr0RaAiwdfp0nl2yhCFDobgciHk8vD9nDjtnzOALGzey5Egy/OzWlhbKe3r4waOPMqD9mFyvyBkZ4YsvvcQM7QduV0MDP1i2jH5dobjEiLvdbJ4xgx0NDXxh2zbuaGkBYP7Ro0zq7eX/Pv44vcYPx/UMXzjMl159lXmaO8eB6mp+uGoV53NzLxu/CZeLbVOnsruujkd37mTN7t24gdmnT/MfnnuOpx5/nC7jR/N6hica5QtvvMEiw+0F4NiUKTy9ejVtYh2+HBy7XOypr2d/TQ0P7tnD/Tt24EkkmNrezn949ln+7ZFH6DStYO/g04XbSE6Cyo39EPDHJN1fLs9bncQF4PeBfyM5yFpIMvPU90hmnPq9y3z/K4Xqri6++dprlBgDzbjbzeY77+Tsl79M3OvFe5kmusOBAD9fupTNs2bxxXfeYXpnJ+5Egi9s305NTw9PLV9O9FPglho8c4bl3/kOhUaChITLxXs338zrt93GiMtFQjPwXEqMeL2snTWL9XV1/EFLCzONscddW7dScvYs/3TbbYQ+BbFZtcArJGN5BP8C/D8k4wIvF0LA35NUib4HfNb4/HeA2STd5i7Pk/3kuG6futnSqvuw28VbZJJlK6e3l2+uXcsUWcTK6+Wp5cv5aOrU5LU1i3w8Hk8pS6YxFnYLI/Z4PHzv9tvZU1vLl99/H38sRkNbG9947jn++XOfY6S4WB1vdW27xVrNfqt6+a14NXNqF2+RSZYtb38/v/Gzn1FrpKSMut388Lbb+GD6dGLxeAq/5rJlyq/U0YrfMPB/lyxhd10dXzPcHqu6uvjms8/yT5/7HAPGIn86x3bxVlaZy6z4HY9nvQ2ni3kbL9Oha2iIr7z0EtPOnk1y6HLx0yVLeGPWLBIuF7E0/Mo2W35la+b3uYUL2VFZyW+uX0/hyAiTe3v55nPP8d3HH6fb8BUfj18zz+b4Hz1GyG6bLj27Vd8wXqZDTzTKF196iblawpRXFi7kpXnzkkG9moqUbqHgTGKEzPwKF2Jl/Nn8+eysrOS33nuP0sFBSgYG+NYLL/Cvjz9Ou7FYpVUfkclirVZ9hLkODq48VgKvkbT4QtLN5VEmluJ6othHMi7pb0haeiFpCS4Gvoz1ZEjeg8HBQaVMiEVbYipycnLUeyaf1RsJbfr7+1XsiVxrYGDssG7y5MnKOi6psiU72O///u8rS7uoCJs2bQKSVnpp07UdHfzem28qN/iLhYW8/OSTtNfW4jNiSOT9mTNnDpDMHCbvssRriNrl8/lUDJOURU9VLQqSnoa6z+3mr+66i88dOMDDhtqw7Phx8sJh/vnOO0lYxPro6ash2b9IneQ7eacvXLigVAgpm6g3el0kg545w5nH41HqhygckvWts7NTXVvKMn/+fCCpSHW89x5LvvMdcoz7DgSD/OSxx/g4Lw+iUfx+vzpfUkefO3dO1UMWNt28eTMwmob7lltuUapci2HcFL67u7uVujQ8PMxpl4s/X7qUB0pL+eKePbgTCW45c4Y/3LCBv1+zhpDBm7S3xsZGVZf169cD8MwzzwDJFO5yX8nEJ1n6PB7PuItQu91upYJK/JSk6t68eTNbtmwBRpVGeXfi8bilElQPrCcZFwTQC/wqyTTXVwqdJPukXwf+mWTmyruAd4xtb/pTrxo8f/EXf/EXV7sQE8GxY8dIJBJEIhG1jUaj6v94PK72ZeAYj8ctt/rxuQMD/NYLL1BhTIK6g0H++733sru8XB0vg1T9fPnMamv1J6mE5X8r16R4PM650lL21NQw/8wZciMR8kdGmH3iBDumTSPi8xGPx3G5XClb+d/tdpNIJNRWJknyv/kY+V/n0sypFb9yjB3P0WgU3/Awv7l2LXXGj0p/Tg7/cPfdfFxVlZZfWSMqW37NPOv8yn5nURE76utpPnuW/FCI3HCY5mPH2N3UxJD2g5WOZyt+hdN0z8Dtdtvya27P5nZtx7NrZIRf/9nPmG78eAz7fPzjmjVsmjqViMapFb/Cabb86m6LKfwGg+xoamJ2WxtFIyMEIhHmHznC3sZGBowBibnNmrd6uzRzavUMrNqwFb+yb8VvOp7joRBPvvIKzcYkKOzx8K+rVvHurFlj+BX+rPg185wpv/okSv6/kJPDx9OmMb2zk9KhIXyxGDcdPsyBujouGoPJdH2DVfu04tf8DGRbfwNmXcwE3/nOdy7Ldf9/9t48vKrrvPf/nFHTkYRAgARCIAZjMPNkbIwNHgDPQ0YnThunt0lTJ22Spm2Sm+SX2+Te/tI4Tdrmpmmb0W5sx3bi2cZ2bAPGE4PBDGY2iFkgoVk6OuP9Y+93a2lrn61zhMQ5Quv7PHr2Gfaw9vesvbTW+32HZcALdC+CXgFWAUcH5WruSAAvYRRYvAnwYahCkzHUqlRIJpPWQkTSMIuLWDAYpKGhgebmZqLRKG1tbVRVVVFUVMSYMWM4ffo0wWDQWiwJxL01FotRXl5OMBiks7OTZDLJ4cOHOXjwIB6Phzlz5hCLxaipqWHSpEm0trZSUVFBR0cHHo+HyS0tfOW556xFUG1FBQ9++tM0lJcTj8dpbW2ls7OToqIiPB4PS5YsoaysjHKlDlAoFCIUClFcXExBQQFnzpxh06ZNdHZ2cvr0aeLxOAUFBdazJpNZOd5ye8vL48ikSZwYOZLZtbX4EgkqWlqoqq/nnepqYskkPp/PekbD4XAPo438j/H5fNYioK2tzXKdzs/PJxKJWG2YNm0a8Xicuro6du/eTSwWY+rUqYTDYdrb24nFYuzevdtK0CDja1NTk3Xtrq4ugsEgpaWlFBYWMmPGDEKhENOmTSM/Px/vwYMs+MpXrEXQuaoqHvj0p6mvqiIcDuPz+WhsbKS1tZVwOEwgEMDj8dDR0UFra6vlutvV1UVLSwt+vx+Px0NnZyfhcBiv10s0GqWkpITS0lLOnDlDcXEx9fX1dHZ2WmNoMpmkbORIDldUcGzcOObU1hKIxylvb2dqXR3rKiroiseZPHkyI0aMYMGCBRw6dIiGhgZ+8YtfsG3bNvbv3099fT0jR46kyHRHbmpqoqOjg7a2NqLRKB6Px1pky/8YOyZOnMi4ceMImQmxYrEYp0+f5syZMxw+fNhaWPv9fgKBgPV/u6urq1dtuCqM2j6TzPcHgGsxaoJlA+9iuOnehjFmjcNYCD2CkcVyMJHpssYpQ/GwhS8e595nnrEWQfWhEP94000cNbOeZAtHR43i/ttuo960BlQ0NvLpZ5/FN8Qss55Egk+98IK1CGouKOCHt97KQbP2Q7ZwurSU+2+7jVOmRWdUayufeeopgrZ/uDmPZJKPvvyytQhqDwb50S23sNvMxJQtNIRCfP/GG6k1VbaSzk7+7MknKeijRkQu4o7165llps/t8vv5txtvZGuWg5lbCgv5werV7DczGhVGIvzZU09R3DaYjhAaFxI1GEHHsgh6BmMBkkmmp8HAbzCyRMnE5h7gO1lrTf9R0t7O559/3loEHRo/nn//8IdpN4trZgvbp0zh32680XLZmn/iBHdv3pzVNvUH3uZmpn75y9YiqH7SJNZ+7Ws0j+irks3g4v0JE/jRLbfQbi4WZ5w5w19s2ZJRUptcQCHGmDDJfL8Ho0jq/lQHXCC8iaFiS4DJIowkDbm28LhoXOOcXNSc3LncUuTe9corTDYnkU2FhXx/zRpO5+eD4iIjFhz1fKncX9zg5LKlnsduPTidn8/316zhG88/T1lHB1NOnODWl17iseuv7+Xiorrdubm4OLU71b04uag5uRu5pSm/8fXXrfpLbXl5/GDNGk6GQj1ckJz4letnyq9snfiFnq5fDYEA31+9mm+88AJjWlqoOnuWj65dy3/fcosjv3JuNzdDNy7d+LXzbHfnSpWmfOXmzSw0Y1bCfj8/XLWKIyNG9HLvikQijvzar5suv8KNG7/NXi8/WLWKr61dS9W5c4xpauKeZ5/l53fdRdJUG5z4lXtM5WaYLpepfgvVBdFpjFD5XbpzJ1eZgcRRr5d/uf569o4e7civnM/NBTFTfu33q/IbBf75uuv46osvMvXsWUa0tfHpp5/mpx/7GHHlGVBT66fjZujUL+yWSI3BRRHwNEayAoAXMfztB9uqmi6ew2jPExjK0Lcx6oj8PsX+kiyg2FxkiCuU1+u13N2kT0qB1FGjRlnFLCWY345oNGq5M4kKIi5Fv/vd76zn8lOf+hQAN954IwChYJCrvvENq7B07bhx/O5P/5QC8xzS7yURgwTvSxKAgwcPWi5iEvAuaGxstNzXxN1Pnrv29nbrOHFfE5czNaX3oaoq/v2mm7jv2WcJJBJcv3cvtaWlbJwxw3qW5ZmU8xUVFVntle+kHT6fzxqXxP1M7jEYDFptkPbKd2rxVvvxaqIbUfzk9y3My6Pia18j/6ihXbZOmsQLX/4ykRSx1vbi5tJfNm7cyIc+ZIT/f/7zn+9xzIEDByy+ZFxUE7+IS5ndXbCgoICz1dX84IYb+NrateTH4yw/epS2KVPovPtuwEiL/dBDDwHdSTsktTZ0u7LZx87Ozs5e6qVAXBGnTJli/U7iyiepxUVVgp4py9V9BL8G5pmvDwIrMWqF5QL2YChTGzHqld2Cke3yG9lslA25tjDLGmYfPMhVUnna5+Onq1bRkGVrkB0NxcX8+6pVRM0H/oqdO5lt5tHPdUw9dowbzGrdcY+H/7z+ek5m2RpkR0thIT9dvZpOc5BccPAgS3ZfSO/7/qOqro6bTJ93gF+tXMkRZbDOBXTk5fHT1atpNQf1GceOcbXpA5/rGH3uHHe+9pr1/qHly9mbYwWPI4EAP7nuOs6Z/1hr6upY9Xa2HCM0Bgo/oLtI6l6MtNW5sggSPAP8rfL+v4Ds6tDpY/YTT1BtZhprKi7mgbvuIqrUO8oF7B8/nl8vWWK9v2fLFsYOUlKBgUbpL39J4caNAHSVlrL1O98hkmMJn46Ul/NvCr+r1q9nhENh11zEvcBHzNctGGmrc2URJNiD0UaJlPo63fXJcgFDVhGyWw2clAon67rdMhuLxchva+PDZmpNgAeXLuVgWZmjUuGkeNit82qwuVzPqYihWMJkK8f5XTKXHCwr48ErruAz5sDy4T/+kfsnTKBDsSD1FUCeyuor8TSp+E2HZyd+g5EIH3/xReseHl+0iF1jxvSwpLvxa+fZHswvMQx2foXLTPg9Ggrx8+XL+eKrRhLaO9at41BNDU0lJb2s9Jn2OTee0/mdnFSQWCyGLx7n7rVr8ZnnenbOHDZXVaVUKpwUJXXrxC84F+pV+3A6/J7Oz+enK1bwt2vX4gVueuMNdldX01hR4chvOjyn6rPqtj/Pg6hFnkSCu9euJWB+v37mTNZPnuzKr3CZimc1WYLTGOHErxznxm+D38+/XXst33zuOXyJBNdt3syOSZM4bVogVSU60z5n51Vj8HE9ILbvdoyiiC3Za44rfgQsBu4GyoCfAze67N+hlC+AnuOS9DsJlPd6vZY6JMrQQZsRUE2TL2qAqBKNjY1WgLukVb7vvvsIvf8+c599FoCE38/L991HeXW11Tav12ulbJaU00vMCbOoVzt37rQUB3vNm/b2dute5PlWU/jbnzNJQ11WVtbru7dmzGBKUxPX7t1LXjzOZzZs4P+77jqSHk+PBAxgPKN2FUFVb0QdUtMxgzHOyH6CoG1RGIlEehXIlTFF/V9cVFRE6NgxRv7zPwNGdrj3vv51wmPHgiTyMccSUThaWlqs+xWe5D7a29t58skne+y/dOlSAMrLyy0O5DhJXhBWXLCFX1Gt1EQQXTfdxMZgkKvWr8eXSDDnhz/kgS99iQceeYQDZvZeKQ4rv7fENqmQczqpQRJXKX1YTQBx/PhxoDvxRCQSsf5HSD9WeQYjLujHyvn/BMNYkot4Ffh74Ifm+18Dl9H/WkYDCa0IATe/9ZZVzHP7pElsNHPF5yo2Tp3KdjMuobizkzVmnYJcxbXvvMNI00Vh37hxvNSPAmkXEtsmTuTN6dMByI9GuXn9+iy3yB1Xbd1KpSmrHy0v56l58/o4IrvYV1nJK2a2n0A8zofWr89pn+zFu3YxyfznVFdayu+vuCLLLXJHbXk5zy5cCIA3meQj69bhyWF+NZwRwChoKvgq2ff57wt/CZwwX6/ByB6Vs0gkmPKjH+ExJ5VH772XetNgkKt4dNEiTpvlHS5paGCFkrky55BMMus//xOPuTBp/PSnOTd3bh8HZRcbVqygacoUAMrr6lhoGpxzFfcDUuzjF+R+8dIfYWS1AyPDXa64x100ilBfVvZUcS2jzpzhCtP9qTMQ4L+vvNJI4WzuY7fyOsUB2K1Yqg9/qoKqPp8vZXvd0haLteW/r7yS6SdOUBCNcvmOHayfO5cm01XHTRFyU33s2dX64tnNoiychJqauNosJBf1evnNsmXEFH6FSzd+ZV8nfmWbKq2zU3vT4feRJUuYVVtLSTjMvH37WDd/PqdNa46bIpSuuna+KoZVALC9netM96eEx8Ovr7rKcJtR9nHqw0782u/JraCq3TKVKnbFzrHw+8T8+cw/dIjytjamHzvGtA8+4INLLunFr71NmTz36f4WqXiOxWJ4w2FWK/8MH1i2jE6Pp8dv4DZGOPErW7eCqk782o9z4heMPvz87NksPHiQqsZGqs+cYfb777Pt0kv7TOueyXOvMbj4c2C6+Xoj8LMstiVdNGEUWH3CfP9PGPFNTj1G+pEauyKWeombkL7a1NRkqRBSBFSOE0t6Mpm01Ax5FiTOpbCw0IofeuyxxwC4bMcOrjJjKpOzZlH9k59wk+kit1epD2ZXoqSNokiNGjXKivmQseCEqXicUgqyqsoG0CPzl6gZco9FRUXWZ8KFxMr8ftUq7nv8cQA+umMHr1VW0mIactUiqqJe2GN28vPzLe4kdXOJUjtPrmNXZET98Xq9Fq/230lViyree4/RZjxXZPx4Prj3XtpMg5JcQ7bCiZoSWj4TjsrLy60YKClSK21bunRpjxTk0N1PysvLretIO0W1KTcT+MyePdvi66ETJ/iLQ4fwAvOff56mUMjaT8Z2SS2uFlyXa9iVTvW6kiJbjqmvr7cUIemfatFVe3yzqtYtAT5mvj4D/E2vq+YekhhptXdjFGD9CvBTuo0n2cKwV4Su37TJqgr/wty5NBcWZrlF6aG5sJCXFiwADKvvdTmaSWblli2WS9Grl13G2dLSPo7IDXTm5fG0aVUHuMGs7JxrWL5tGwXmP4C3pk/nmDlg5zqifj+/V3yyb3j77ZxUhZbu2kWJ+Y9te00N+4dIsdKE18ujl19uvb/hnXe0KjSEEAC+prz/UrYa0g88CUg03VTg41lsSyp4kknuMV3kAJL33w9DpJjmoQkT2GEuysq6urheuY+cQTLJ1Icftt6e/tKXSNpc9XIVpysr2WZ6VZQkk3zOoV5PLuBbyutvk7vFSu04BPyL+TofQ+nONobGk++AdCzDfVnXS1tbmb9vH2BkMXv50kt7ZHpyKh6aSRwA9Lb2CtTYFWmn6vtvVyjknKpF/tWZM7lu+3ZCXV0s2LuXtVdfTUtxccYWdHVrj1vI5Hi7dT0/HGbprl0Gb34/z8+a1Ytf2deN31Q8qxw78StbJ36FSzd+10+Zwk3btzOyvZ3LDh9mVF0dZ8yaEtLu/vCkxo5lcrxdIfHHYly1fbvxmcfD8wsWpORXfa8qcG6xWCq/Kjd2fqWNTvxCzz6s8rupuppby8oY19hIzalTVB07Ru348RmrmE78pvtbuCmciWiUa7Zute7nmYULre+c4hmc+rBbLFam/KrvU/Ern/t8PnZVVHBo7Fim1NVRce4c0w8d4sD06f1SMdXvUilSGgOHj2FUiAdDUdnqsm8u4jsYmavASKLwW5d91bFI1At5hsTy7vF4rO/EOj/ONEqIdf/cuXOWNV2Ol1iOwsJCSz3w+/3cEIkwybTg7ygp4VB7Ozz1FKtXrwa6YzlU636haSSV/i/trq6utrKI7TPnEzt37gSMbGYSSyTPj6rG29UWUWqamposhUKUDXlejx49ylurVjHHVKRuP3iQF2pqSHg8PWJ25Dp2ZSccDlttmTFjBtCtGm3fvt1SKGQ8kfsWFUh9/u2xuZL9c9LJk5Tt2WNcb+pU2m+8kZbTp61zi1ImmdLU8c0plkr2lftTi46CEQ803XRnlzHyEtPD4JprrmHDhg1A928m30mWv1gsxuOmyvb000/zQjzOWxgT5M9Fo/waiHi9vYqYJhIJq4/YY6vUtkhflf4o99TR0WH1X/v/XakdBN19XHi6FCP7Ghh1xH7Z68q5jR9gKMeFwGeB/0V2C60Om4WQ06Ry4Y4d+MyH+rWZM+nwekGZ3KqptVNNetSECvZJjpxHhSp1pppYSDE06D3ZUd1aOoJBXps5k1u3bcOXTLJ4xw5eWro0Yy7S/S6T4+PxOPN37yZo3sfGSy6hKRDoxa9w6MavfZ90+ZWtE79yHjd+48DLs2bxMVMNWvLeezy1YsWAcHm+PMfjcebu3UuR+Y9zy+TJnCksJB6JOPKrvlcXnnZ3LnUhlC6/4PzP0akP292y1s6ezWfMf1JL3nuPDyoqstZn7dupH3xgxbbtrKri6IgRxJUCiG78ynsnfmXrxK/w1JEo6b0AACAASURBVF9+oadr7Atz5vCFl18GjCyTe6dOHTCeNAYPn1Ve/1PWWtF/bMAo5LgUmAtcDvSlqbe1tXUXFDUngNLHnQqpyoJIFi1er9daOEkfVQPlVbe7e5VJ68+Ki9n5ox8BcPq0UfFEFkQ1NTXW8yUB+pKSu6qqymqruDV9YNYYO2zG7rS2tlouU7IgUl3eVJcy6HavysvLsybRshCRSfSYMWNgzBj2T5nCJYcOMbqjg4UNDWyvrLTO4/f7Lb5k7FDdwoQz2edXv/oVYKSolkm3cLnA9DyZYsbO7Ny5s5fhURYBfr+fvLw8rjIXQQCn7rmHjnCYs2fPctRMoS0JAeT3URMyyG8nCzcZ186dO9fj9wSsJAbV1dVWOnPLLd/k69prr7UWlfIbym/xopnEaevWrZaLZX5+PmeAZzo6uLOzk5GJBCsaGng8L6/XQkhdyNhRXFxs8SzXl+s2mxn/mpubrf5kT6UeCoWs+7WPuer48COM8glDCfUYMU1fxFgMfRL4v1lsz/B1jUsmrZorCeD16dPd989RbJw+HXlEFuzZk1PuRQuVwXDDpZdmsSX9x5vTplnpyufv22cF1uYCFip+7OtNy95Qw5bJk61idnMPHMBvs4plExcDvzsnTKDRnEjNrK2lcAgWsR1umIhRDBEMX/rcToWTGv+hvP5k1lrRGyPicVaak9c6v5/15oR5qGGzuUABWG4uMHIB/miU2aYyFg2FaLz++iy3qH/4rdIvPpxD7nFe4BPm6zBGUeOhiFwaH4asIuSU4jcTa+aYhgbGmNaBA2PHUl9QYFl7nVyfUrm2qIHn9u/UwGa3IH6BXV5W90+VmOBsQQGHKiuZduoUY5qaGNPQQNO4cRlxoXJp57W/bkbFra1MNK1rJ0aO5GhpqSO/cpwbv2BYzJz4lTa6BfE78StbN34BWoNB3p8wgblHjlDS0cHEU6c4aVqe0uXCiVM3ftM5dzAcZppZ3O1cKMTe8nIw+0Qq1ycn9zd7cgr1O3vyA7cg/lT8qr+JU9vCPh/vTpzI8gMHyItGmVZbyyFz0ZEuF6n6rFMa+3R59sXjzDStux3BIO9VVvZqvxu/snXiV7ZO/ApfqdQX1Z3TbYywXPh8PjbV1LB69258ySQzDh1i5/z5GXEhbbTzqjE4uEN5/VDWWnH++D1Ggoc8jHv6qzSOEWVBgvDlmYjH49YzZA+sHzNmDGAoFqIiiOuVPH+qa91Vzc3WxOfpwkI8fr+VUvvHPzaSEW/atAmAe+65h0ozCdF6M3uoKCV/+Zd/CRhuWaIIiXVfth7FXU3uRSz+wWCwV9IaUQCam5ut50xc0uxuVl133knn009T0NXFwlOnKM7Lo9W8r1gs1iu1tSgOiUTCSo7w/vvv97g3r9drffeuWffvyiuvBGDZsmWAoebIbyD7qmPh4uZm8kzeG6+5hrNtbdDWRm1tbS9XOHvBaNVtT9zX5P63bdtm/Z6i9gjP0WjU4kfavdtMgnXzzTdb7XzNrAW30UyAI/fv8/ms1Npy/fXt7ZzwehmfSHB1NIq3rY02lwWRXF/OM2bMGKvvyO8sBVmlD6lzTPt4rqaDV3EFMNZ8/QLQ2GuPoYHdGIWX52DcUyVwyvWIwcOwVYSm19Zar9815cuhivfMiTnA9ByxDKntUNs3FNGDX6XfZBNTT5zAb/7z2TFpEthcFYYStikpa3Ol/1adOmUlodg1cSJxW62IoYR3c5BfjdRYpbx+MmutOH+0YtQOASPeKVc01RXK5PKlIZIcyQlJv599Zm2jwmiUGnNynW1MNNUgMBZCQxYeD2vNxWQesDxHvEEulvEBeqb7zqZuOOQVITeLpZtaNPlEd8K+PRUVPazGqnUjVfpbJ+u6k9XXbu21Bz+DswVdzmHfX22bnHuPkslq8vHjvJWh6uPGYSbHqzzXmP62AHvHjUvJr7x341e2qZQ3VRFKl1853o1fOfce06oDUHPiBK9kqPq4cZjJ8erWiV/5zolflS+Vb/vWSXlT+7ATv8KtE7/Q8zdx4nfv2LEkMKwyk48fz1j1ceMwk+PV7SRlwWDnVzh041feO/Fr/85pjHDiV7Zu/NrblkwmOVReTsTvJxiLMfnEiYxUHzcONQYeXmCZ+boOeD+LbRkIvEp3UdXlGBXm3SB9WuIuJLYikUhYioY9uFyUj3HjxlkprqUIqsT81NfXW/EhS8znsx1Y29hIXjRqnUMUhueffx6ALVu2WFZ9eT6laKoE7I8YMcKKV5I4GnnOm5qaenkryPMTDoetsUJUD/XZlmde0l5LGm/Zer1e6ufMAdMFffKJE2wxjXaqciwciooTi8Wsc9rjQSORCKVmZtf9+42qVaKifPSjHwXgrrvu4g9/+APQHXMj9zh+/HimmWpa0uMheMMNdJjxUs3Nzb0SMMj9S8KBaDRqqYGSyEC4OXPmjPX72BM4FBcXW7+5xG49+OCDALz00kvW71FrGjLVoq9g9CGJ31GTH/wxkeDPMHBFLMZzZj9RlRpRISUeSBS7RCLB2bNnge5+JYqYmiJb2iDnEdWrtbXVcaxdrrx+tde3Qwuv0p39bjnwYJbaMWwVofFmBw0HAhw3KxAPVZwsKyNsyu1yX9lGldmOhMfDYTOjzlBFY3ExjeZgVXX2bE7EYVUpv/MHY8e67Jn76AwGOWm6E1SeO4cvB+rUjDMnOTD0+Y37fBwxn8GRra0UpAju1cg+agApMPBmNhsyQFDvYX7WWtGNkckkoo9u9XiIDWElHeCU4q1Q05h9JylfLEah6WYYueQSEuaCa6jibW/3FDlXypTLc3QMOO624xDAO3TXGMvm+DDkFSH1fSprpv2zQCRCuZmd5dSIESQ8HkihdNj9+N0UISerr93/002pkK2aWtvJgm6/34THw6kRI6g5e5bylhb8kQhJJQtLquPS4bBfxyeTjDUH5bMlJUT8fpJdXSmVJDWWyk0RSqW8JRIJR36FUyd+ZevGr3pPJ8vKKGtvp7Cri1BbG62hUMr+ZefJjcP+Hl9hWpZa8/NpLiggaVqYnJQkpz7sltbZiV/hz02pcOJXvb6bMnOyrIyqc+fwJRKMOneOuvLyPvlVt/39LtU+Y800r1Gvl7qSEpK2DExOCqdTH05Hect0jHDjV9rhxO8lZtzEmPp6jlRVndcYqjE4mKm83pW1VgwcdiuvZ6bcqzdkDJJ0ywUFBZbFXiDKkFj5Ozo6rBTKEl8isSHhcJiWlhbUlEg7kskexVyhO35Hnql9+/ZZGeBEcZCMZxJXtGbNGm699VagO55Grn/gwAErfkgs/qJSvfHGG9a55PmWOCaPx2OpHZI+WxQSuae2tjaK5s0j4ffjjcWYoCgIZWVlvWKLBCUlJcycObMHh6KwnDhxghGmYVjiWB599FGgu6DsjTfeaBUG3WqWF5B7mxoO4zXjrCImBzIu5eXl9Sp8LsqI/A4TJ05k0aJFPbiU7+rq6qzMbvI7TTZdA+fNm2f9TlukgLs5Zh89etR6LWqXPbV4LBazriMqTjKZ5AhGhrNyjP5rj9nJz8+32iDKoYzr9fX1VpY8UeOk3ar3hM/mdi3qkdM4WwmI2f5iGB86gQ+AaWQ2Pgw0hvxCyKmzuP0zByhVBtQzJSX9mmQJnNzn1MmOfGfv7KqLi31ymelEOZlMcqakhBrzAS41J+rpcJHp/aZzzsLOTitt9tniYqut/eUXnCfvaqCpE7/QM/A8k/u183ympITLzH1HtLYOKr/qdZ328cbjlJoD61mz/6a7ULV/7uTe5cQv9OzDdjc4leNMFtqyPaNUNh/R2kqdUhjW7Z76ul46xzh9XyquDKEQcY8n44WqIJX7nLrgHEh+7W1LxW8mXPT1ncbAYYLy+tAgX0smo4P5uzYDZ4HR9Ly3dKGmnxcXL/skVvapq6uzJvTy/Mj7qqoqamtrmRqLgTn5PqRcQxZZ8rwJN0VFRdbCQ55BmYzLgmb37t289NJLAFxvZkhbvHgxYLixyURZzi3blStXWu0TFzOZjHu9XssFbvbs2UB3Ugh18l4xYQJdlZUUHDvG6HDYmowXFhZa5zp58iTQvYBatWqVtWD85S9/CcCOHTusc8p9CieykPvd734HGG5osvCRBZW0Mf7sswh806ZRWlpquQueOnWKQ4cM1mUBJIu1pUuXAnDddddZi0hxGZN9r776aot74UvGzrffftty4ZOt9Ov8/PxeC1y5RzX1tSxW5DjpA4eSScoxFiF+IEa3u2FVVZXlZihtkn5x6tSpXs+W/HaFSmyaPXW6Gy7k+HChcBBjIVQIjATOZaENw9I1rlipIdA8hIMlVaj3UWyznF1oXOz8ljgUTruQCClF/prNfyRDHbnUfwPRqJUoQfdfjQuJCuV1tjIoDTTkPipd97owGKtMTC8WfiPmpDwvHCaQ5fIDHlPhAkgMcZdigfQTLzAmmw3h4h4fIHtjxJBVhPqLZDJJQCnM1mVaCuS7VEjlOuX0mWoFFmuGSN5O7itO57GrGE73oUK9j0A0e+W1kskkQeX64QHgV9478QuGxciJX/t5Uv1Oqe5DhXof/kgkq9bxQAp+IX2O0+l7Kr9g9OHB4tfef7PJr19xf+gvv/Z9nbhx4le+y+Q5cEKv/qu4x/izzK9GahQpr1tT7jUwuFB9QMwa+RiTyf7m3hKLuT24XE29LOmJRQ0Ry/3IkSMpKSlh8vHjYKoKwm88HrcC5AVyTrWopT2xgSRI6OjosNIx7zMzpi1cuBCARYsWcalZQ0/aK8/tNddcY6k+djh5k4h6obpZjRw5Ep+i9v75Jz9JfMQItmzZYhUbHW3GB0ph1KuvvprNmzcD8NhjjwGGSxwYbnSpSitIiu2dO3dSbWailMKzojAFlTpliaIiEomE9d306dOZO3cu0F1QVH6fadOmWZwKP+LyKIrU4cOHLUVpj5kgQraNjY3WOCqJL0R1iUQiFnfS5+0uefF4vFexVtlXfQ6njRtHIBBg/Pjx1rnF/U1cCdsdDE3yG0qbRG3q7OzsVSjYDRdyfLhQUM2e2TI7DktFyKdMIOLei4MC9T6yHWzuVa5/MfLrz3IaTbX/Ji5Cfn2a3wFHj/6bA8koNJyhLruHWrX4VFDvI5ByrwsDv7L4y53SzeeHpGKs8WTRCAqAcv2k/+Kws/fov1k2IKnPz8XSf9Woq2DKvQYXF0dPzQAej4e4ah1VJgUelwwyYiGyB/s5fab694uV1144zOPx9Lqeeh5vHxMw+7HqfcQD2ft3Mxj8ynsnfsGwpDvxaz9Pqt8p1X2oCCj3EfP7Xe9lsKHya180pMtxOn1P5VfeDxa//ouMX/u+Ttw48SvfZfIcOKFX/1XuI9v8aqRGl/I6L2utGFio99GVcq++IZZzUQgkqF9iNAKBgKUa2WNJampqDPUlr7s1hT4fAa/X0SKvppMWNUH2k+dOVKTRo0dbKZtFDXjWjJV55ZVXrCQDooxI+u2uri4r6YDE/0gxTr/f3yvuVd7LPoFAgObm5h78zl68GMrK8Pv9rFplVJyRtM6i7GzYsIHHH38c6I5nEcRiMYszu+IsvJeWllrqluwrBWjndHUh+lTDyZM01NZaSSWWLFnC8uXLexz3gVm0+oUXXrDaKOOhKC2Sxnvv3r3WZ/I7i2pWVlZmHSdKjuyjpiIXJSqdeByByu/IceOYUFBg/fa1tbWWEuQE4cleeFaun4kaBD2fn2wtGgYa+crrcMq9BhcXh7kzQ4SVjGqFXeczNOcO1PsIB7P7iHSp/2xcKjEPJeQSv+r1iy7C/tuV7f6rxweNLEGdnpVlrRUDC7mP9Keeg4cOxchxsfDrNRcoAJhJfLKFpJIu2996cThvqf2kI8sq18U8PkD2xoghqwilspg6fWffp6Wo29OyrKMj5f5uFl2Batl1KjZpT42rpr61qxjqtdws9vZ9PB4PIxQf5xZlMOyLi0zvN51zqtcva2+32tpffsGwhqUq5qmmz7anFlZVjEzu187zheRXva7TPh0FBcS9XnyJBCPM/puqX/TVDrv641TMU+3DTvyq53G7N7c+kIrfvu6pr+ulc4z9+4TPR1tBAaHOzh79t6/j0uUX+h4j+suvvW3p8pvqntR9tIo0+DipvB6ftVYMLKTc90nXvTKHqC+iBKieAWJ5l31OnTpFMBikVrHAzykvZ/ro0Rw+fNgxrgPoETciz6AoDqJqxGIxS9mRGBCJH6qvr7ficbZv3w50K1klJSXWa1F5RDmYNGmSpSTJuURdkBTQI0aMIJlMUmxmhYuWlfHAAw8Axrhx5513At1KkGSIe/bZZ604oJA5Fkiaco/HY31mV02kbUVFRVZszrZt26xzAtxSWMjXzf1PbtnCa6NHs27dOgDuv/9+635FURF+W5VFk/yGklpc4nny8/N7pa+WeLHOzk7rN7QXJm1pabH6QyaQMXiSxwPRKFGPh9PRKMlYzFKymtRFqA0+n8/qD3KfmShRTriYxwfIXgKIIb8QUt+nO9FuLS4m5vXiTyQY09yc8jh1kSOfOU1o7BXaBV6vt1cqRnUiaZ9UqpMf+/Wc3G7U1xWm5BvzemkNhQhkMEly47A/x0fy8mjLzycUDjPW5NfpOHWS6MavbFPVsEkmk478yjbV5N3j8fTpUiftHmvyC9A0YkSviWGmE+W+JtFu++D1cq64mNHNzYxpbsab4jj7JFzl2Ilfdaser/bhVH3WafLu1IdTPWsVCr+NafLbg5N+fpdqn3MjRhDq7GREezt5sRgRh+Pc+BVOMuXXzqXT1o1f+TxTflMd58ahxsDjsPL6kqy1YuBQCYhGcNhtx35ATZsNRhIDmQTLxFcmzg0NDXR1dVGgTIhn+nyMGzeOUChkTewlZbTTxNn+/0eeu0gkYqWolkQKkgSgsrLScseSybBc4+zZs9Z1ZKsmaRCXP1mASNIDmfwHAgEqiov5iVkf7HggwNtvvw3AjBkzePjhhwF45513ANi1y6g8k5+fbyVpEJc8cZELh8O9aivJ4kXauH//fmvRIfvKGHYSrIXQmY0b+fZbb/Wod2avuSZpreVefT6ftfCRxZq60LXzJN/F43HLhVG2fSWcskPGNWlTTU0NnmSSyQcPGhzl53PMTCrhtABymoOo7nkDgSPK64thfACs2l5n6Zk44UJiWLrGJXw+zpjF0Sqam7OecvJ8EYjFrIn6mbIyEjbf4mzgtGnhGtHRQWiIV7L3JJOMNwuYNoZChPOy771/SlKmxmKMVia5QxVVpp91VyBAk5IFKVuoM/n1gvXbD2WMN/lNAGfMZ1Mj96AWIM2VSvbng7nK690p97pw2O/1WlnrJl8Erlvq2HQqB57rWrons3MvgsyUE6NR8s0F1ZGioj72Hnw0A8fN13OAoW6SKqdbEcrm+DDkFSE3K6i6j71C+9GKCsY1NOBLJJjc0MD+iopeFl43tzcnRUignsdu7VXP56YIpXKNcbKuTz571grqPmreh/1+3RQdNw4zOV697tHKSqaaVrJpZ85wrrLS8R7s9+vEr7p14kJVhOy/l5si5OSe6GRdr2pqsmKdjo0d63i/boqOG4eZHK9uj1ZUMMeU56fV1XG8psb6LtU9qZxmyq+0yYlfO8/2fZyeJ/W+y9raGGVaSY+OHYvH58Nju183RceNw0yOV7fHx41jsWlBnVpXxz7TcKJy05fbm5MipHLsxK+cLx1FyG2MUDkpiESoMidMp8rLSeTl4aV3v+prDNWK0OCjDjgKVAOX013AcajiKuX15kG+VmdnZy/3MXm2mpqaaG9vpx3Y7fEwO5mkprWVhsOHKR4/nhkzZgDdLmJnzeLkXV1dvdIqC1R1w65AietXIBDolfRAvotEIlaqZ1FEROGIxWK92iKJAsR1zePxMNt0zwN4vLaWF8zF3f79+63rHD7cU4vz+XyWa5ecS9Smc+fO9XBFs3Mo74O2OENR5zweD1uiUVYAE4GKWIwzisolEJ7sBaOj0WivpBSipnR0dFifieqjuspJu/vjBldQUGC5J5aZY31+fj5Xmr8BwPr2dupsRl2v12vxJJD2d3V1ZaxKpYNNQBUwArgM2DXgV7hwuJDjgxuGpSIEcGh8t4flLFPuHKqYYdZOgJ73lU18oLRjhjmAD1Wo7c8Zfs0sRQAzjh932TP3Metkt+fzBznC7+EJ3TW8ZyrP11DEjJMn8ZqTmVzhVyM1NpjbImBZNhsyAFitvH49a63oiY3m5NsHXGGrHzTUsEJZCLyZI+mqX1cMJauy2I6BwBWKt0Wu8LtBeb065V5DA2r7N6Tca/CRG79sP5CO6uNkuZftvkmTSGCsBBfW1vLU4sWWdULd2oPw7RZetSid/RpO1gCngGjxSXWyrtutzurW5/NBMsk8Mz1lAthXU5MxF25qj5vq43bugxMmEPX5CMTjzD1yBP/SpcQd7kGOGwx+ZevEr2zd+JWt8AuwZ/LkjLlwU3vcVB+3cx+trKQ9P5+icJjLamvJu+oqYqZa4MSvet+qimkvqqheN11+wejDqVQMlWMnfhcqC007v+lw0Vf8TyrVx+3c9aNHc66khJEtLVxy8iTFsRgdSjC2ei9uY4QTv7JNZS1UnwenMcKNXyeeFyoLuVT89sWzU5/VGBw8D9xjvr4TWJ/FtpwPJgCLzNfvcmECoUW9kWdLgtWLi4st9eCZtjY+b+5/+cmTPEG3IiLxMJKgIBwOW/EzEuvTaVMF1PFUnkk1+YKoJ/KdtENVkpxSc8t3cryMJXKP5T4fV5rnqvV42AN0mQpGQ0OD9Zza42rUlM32eCBVjRaFxa4Q+Xw+S22S+1bHhBc8Hr5ltvVO4JdmG+PxeK//ifYYI3VMdFOlM007LfcnqpTEcsm9jho1yvrtpU2nDh/mClMFawBeam21fgs1KYe9AHmmbcsUzwM/Nl/fBfxwUK82ePACt5uvO4FXs9yWYYm2oiIOm9bRyuZmJpny81DDpLNnqTDl8cPjx9NWmK3avD0RCQbZZ9YvKO3oYOYQVd3GNjcz2fxHeGrUKOrLciNpZcLrZffkyQAURKMsMKtwDzWUdHRwmdT8CIU4lqLS+gWHx8MOM2uTL5FgiVnRfKghPxJhgbmQ7wgGOaAoXRq5ieforhfyCYZuvZA/UV7/IWut6I3XMGItAO5MJglluYBzf3FHZ6dVYPPpQAByxECxme44ltVAjozoGePGcJiQuUB7GsiVMtQH6HaHuxKYlsW2nA+ux0imAvAikE1tdsgqQplaje2f+Xw+ts6axRRzgn7t3r0cWrasxz6qj79YLGTV71dk0lRWffU4uxU13Rghu5pht65fu3evdc6ts2ZZKlZ/rL59fZfJ8T6fj62zZzPL9EVeuXcvO8aN68Uv9LScO/Er/DnxKxw78ZuKZzXGwo1fgJVmNiGALQq/58vl+fIs/C55/30AVuzZw9ZLLnFVMVWOnfi1X1flV93Hzq+dZ3sMi8qxnd9r3n8fn3n+dy+7DK+yz4Xus/btu7Nns+Lddy1+N86aZamaqmozGGNEJjFCTn1Y9lm2fz95po/9u9OnQzA4YDxpDA5agCeAjwOjgQ8DD2W1RZnDD3zWfJ0AHrzA1xfVRVVaRA0IjRrFH9rauDccpgi44fRpfmmqPbLPBNNgMHbsWCtmRFI8S6zMOTPurqmpyRoDnLKD2duiPu/ynRwn6ks0GrWeYVEo1NgXTzLJJxW1+RexGO3t7Y5jiV2VTiaTvdRse0Y7p+M6FDfCvmJffgP8TyAA/DnwPXpmjZP22a9hb6e67eua9qxv8j4/P9/KvCdZ8iQmS/iPRCK9iq1+Skl1/XAwSIHPZ51buIjH4673MFj4NXC/+frzwFcueAvOH/cpr3+drUaYGDYLISeXnJ0zZ3LLunUUdnWx5OBBnpw/n3PFxVZnV6VrmWS4uRLZJyjJZLLXwKQGRKcKeg4Gg31OKn0+H+VtbSw5cACAjrw8ds6caZ3XPtCly5Obq1Zfx9tdcvZNm0ZjKERZWxtza2upbm7mxMiRPfiFnhNzN1ciJ35l68SvbJ34lfO48Rvq7GS5udCM+nxsmzOn1z32h6e+XLVSHW93faqdOJHTI0dSce4c006fZtrp0+wdPdqRXyfenK6r8mX/R6S6R9mfJ5VLuyuI08LT5/ORF41y7c6dRhs9HrbMn5/StS8Tnvrrzmm/7pmKCg5XVlJz6hTjGxuZe/QoW83YrEAg0G9+ZV8nfmXrxK+8d+NX2ubz+fDF46x67z2rLW/PnevqOpkuT9o1bvDx7xgLIYCvAQ8DQykH1z0YCR/AULiOZqkd6jMqE92ioiJ+5vFwr7nP3yaT/Kyjgxi969u0tbVZCyF5vqRmkForSBYQqdzn1LY4vZdJvhr875Zy+TZglvn6DeC9DFUtObcs7mRcdmqnvY3p4L8w+q0P+GvgR4Baqclt8ZDOIskOtSaTLGZlnMzPz7eSUMhCUxJRyOK0s7OTBjOzZnt7O8vpjs/b6/OxZ/RoRnk8PWpHZRO/Br4LFGAYHP43hvveUMEsjD4Mhnr4XBbbAsPYNQ4gGgzy+jwjSakvkeA20/o7VHDzli2WNf31+fOJ5ljF+ITPx7qFC633d2zZksXWZI6b3nuPoDngvTV7Nh054nZowePh1cWLrbe3bdoEQyhl6fW7dhEy/zFtmz6dRjPTUy7hlSVLrNe3btqEZwi50Szft4+R5gRtd00NJ804CI3cxwbgTfP1bOBjWWxLpsgDvqW8/8dsNcQFu71eXjIXNtV0q1dDAV7gH5T3/ydbDXFBLd0qZjnwpSy2pT/4nvL6XwoKcsbtUNCAsdgEI6nKN7LYlv7gu8rrfyL7mTEvakUoVfAwdFt33li0iOXbt1PY1cWyAwd4Y9Ys9pqWBdVqa4dYLWKxmHU9sRKolmF71XjV6uvm/iIWmlTW36kNDVyxbx9gqEFvLFzYY59Uwf/pKmf9saA7qVyb583j2q1bKW1rY97Ro8w+VlwvJAAAIABJREFUdYrtpjydSgWy8yvXdeIXDEuVE7+ybyqeA4FASn6rWlq41nQ7i/j9bLj88l779Ne63peSJFu3BA7SlvdmzuSGTZsY3djItFOnWHrkCG9UV/eLX3nvxK/s48RvKp6d+rDcw+jOTm401Yq4x8OrV1zhyK+d50ye+/6omOrW7/ezb+pUjo0dy4S6OsafO8fK/fvZMGuWq4qpcuzEr5zbiV85zolfO89uY0RpNModW7dabXnlyiutfuPWrzJ57jUGF98BXjJf/wB4luwVHMwEXwUmm69fBt7KYlucIIkM/rGwkFXm8/hdj4e1xcXUmequKDzHjx+3XKXEvUoKmsrzUFpaahVQFSVJto2NjZw5c2ZA2/85uuszbcYInu8v7MVLB9LN63vA3RiTzK8DDwDp5N+0t0HGt7y8PCthg6S6lt8iEon0Slihqnrymfyuouyo/yukX3wcuNq89iGvl9fGjqVNUYtyBf+E4XZYAHwR+Dmwx/WI3MAq4A7z9QmMdmcbw1oRAugsKGDt5Zdb7z/12ms5X2A1EIvxJ6+9Zr1/+cor6TSzoOQaooEAzy9fbr2/Z/16ChT5PxfhSyT409des2ozrVu8mObi4j6Oyg4SPh/PrFhhvf/YG29QkuMpYT3JJH+ybp0Vu7JxzhzOmhOJnIPHw9MrV1pv73znHUYpvuM5iWSST7z+OkXmJGfz9Okcq6zs4yCNXMPLdLuMVNEdE5DLmEW3GhQjt2MXtvp8PGJOkEcmk/ywszPnFfUa4PvK+1xWWvYDPzVfFwG/JPcLgI4F/k15/61QiHiOqUGCE3T3hQCGu1yum6hK6bnw+RpGxrhs46JRhNwsu04WZdXq++b8+Szeu5cJZ85Q2dTE3Vu38vBVaqmn1Nd3KjKZTkEvpzap8RNiBZHP1O3d77xDpRmweWzMGDYtXozfpuakw0WmlvNUxztZlFVOdsyZw8Jdu7jk2DFGtrXxp2+/zS+uvdaVH7vCo6og6fJrb5PKLxiWJid+b9+0ycoiWFdWxutXXtnDkt7fPpeuetnXue3xUgemT2fH1KnMOXiQUDjM/3jzTX6y2r3CgBO/cr5M+ZXzOfELPbkNBAJcv2MHl5pJShpDIV504bcvLgZCXUv1PEifOz5pEm/PmsXSXbvIj0b5zKuvcv/NN4PiV+8EVUHLdIxI1Sa1QGOqMeKaQ4dYYCYpacvP59lrrumhFvW3z9l51Rh8fBG4BghhKAFrgSez2qLUKAT+G8M1DuCfye1ij62trXwJuAEYBdwRjXJvMMjD+flWrE57e7ulAogyJOqPmkpZ0jHLMyjB+MXFxVaMkTxLoly0trZaCoXEFMl4kZeXZ7VBxop8r5ffRiIUm4u1n9PtPilQE7jYxwl5r8YDyfWkTW1tbSnHB2mHOk6oPIERjyPqUiwW49sYKbQnYGQJ+/tAgH8NBKzriqIjapt6vJxbvguFQr1ic4S3pqYm67UoShLvFY1GrXtyS23txVislZvvn83L45X8fDpOn+6RRCKX8H0MBetSYAmGivwttwOyjH/H6AsAr2CMF7kA/R8NIxXxb9esIWo+3Cvef5/le3JTZFy+Zw8rTJetqM/Hb9esIZHrExOPh0dWraLTHJCXHDrEaiWIO5ew8NAhbtq+HTBcth5es4ZYHxPeXMBj111HqxnDNOvYMe7cnM06zakx89gxPvTOO9b7R1atImyrzJ2LeOrqq2kw/yFPPn2au994Iyetx1Pq6vjExo3W+8evu45Wc7KhMfRwmJ6qyoN0B8nnEjwYFmlx2doJfDtrrUkfdcBfK7G197e3s2iQ68D0C8kkP47FuMIcc454PDmttgmagc8o778XjXJ9Goa2bOD/ADeZr+uAv8tRLxAVYYw09bI8/CZGlslcxN9juEqC0S/uddn3QmPIKkJuVnInX3+xZtgzakkxtMaKCh6/7jrufsnwyr77jTdoLixkq5nyWeAUWyHndisGaj/eyefeLQ4gEAgwu7bWmICZeHLVKhorKgg6xGbYz5mOOuZmLXZTQVQrtxO/AO2jRvHI6tXc+8wzANyxaRONRUVsmtYzC36q2BW1cFm6/MrWiV/ZqvxOO3mST69bZ53r2eXLOTVhgiO/cv9ucS1uXLrxa+fZriKoGcusbEOlpTx866382aOP4ksmWf3ee5wLhVh32WWOHDnxK+fLlF87F6lihaY2NfHZV17Ba5735SVLODJ1KgGc+7x6/+moY/3p105Ko9qHLX5DIR66/Xb+4qGHCMTjLN+7l3OhEM8vWJCSIzV+0GmMcIstcss2l4rf6rY2vvjqqwTMa2ycO5c9l11m8SvHOPEr79N57rUidGHxX8AKjJpCIQx3uasxAtJzBT8APmK+bsFI7tCVevecwm8jEa72+fhsPE4e8GBrK7eXlLDf76elpcVSEUT1EOVBlJ7i4uK0VHRRPyTOpbCw0ErTLWOBXCMYDFqKSFtbG/c1NfEZ0wsk7PHwjSlTGBWLIQ7FarFTOZ8cL5/JPmpsrLRbLWxqLyUhUNUUOZccr6aTlrgjGeuOFxbys7Nn+YuGBnzAg5EIn6moYFd+fq+MfOqYaU9J3tbWRl1dHdA761tf6Ov3+TzGRB2MRcV9I0ZwOh6HeDxn1SDBZoy2S2HVB4Cz5FYh5k/QM6nHp0kvXuxCQf9HU7D5sstYP38+YMSJfO7ll5mrVL3PJubU1vIXL7/cHbeyYAFbZs/Ocqsyw86pU3nhiisAo+Pdu24dl5vpv7ONS06e5Itr1xI0B8xNM2ey3mGSm8s4NHEiTynxQne/8QYrdu/OXoMUTDp7lr9+7jkrPmznlCmsvfLKLLcqMxyvrOR3N9xgvb99yxZuevfdnFCGxjU18eVnn6XEnNAcmDCBJ6+5Jsut0hgo/BnGhAeMLGfrgEnZaowNPwD+xnydwLD65qY/RWp8NRBgnTkBH51M8kRLC5fkSKzwfU1NfNVcBAF8p6qK3bmWwbQP/Gt5OX80FZaSZJJfHDvGLIcU49nAX9IdywTwzVCI13MsA29f+GfgV+brAgxjyYqstaYnPomxOJPFxjfJPffei0YRUlUfu4VXtfraVQXVMptMJnn+2msJdXSwcN8+/IkEX3j1VR674gpeuuQSUCy1qu+/XEe29vogKtxqhTjFAQT8flbu3s1H3nrLSpW9dfp0Xli5slchRbfilk7W9XSyoDmpEk78yj5O/AoXyWSS15Yto7i9nat27MCbTPKZ115j5KJFPD1rVkp+5VqZ8mu/J6dYoUAgwNL9+7lnwwbLkr67poYn1qzBb36fTnFLJ07TyYKWSvVR+7N9H1W1sas3by9aRHFbGzeYrnF3v/EGI1tbeUJJA+0Uu6L24Uz5lW2qWKwlx4/z6ddeI9+cWBwcP55HbrkFnxkzJPeWimcndSwdtchN9VHfO/Fr51m42DF7Ns+Gw9xiKoe3b9nCiPZ2HlkmVSec4wedxgg3RShVvSanWKw5dXX8+R//SJG5yDw2ZgwP3nEH3rw8xzHCiV87T+moRRoXDmHgFowF0AyMRdDbGPEX2crKlg/8AsPaK/hzzi+LWbbQGg5zB0bcwkJgbDLJ8y0t/I9QiFdMJUfGAlE/pKCqmpXMqZCrxA+JiiHPT3FxsVWLyP5MBYNBRpeWct/+/dyqLIL+paqK9ePHU2geH7RN2OW6HR0d1jik1tMRyL3YlZLCwsIe6oy6VWOL7EqMnLu9vd06Pt/m8vzNiRMpO3KEhW1tlCYSPHD8ON8tKGDDqFE9YpTsEBWooaEho1pGTpBsc4WFhXiTSf6mvp6/6urWLn8QCPBP7e2gFKcdKvgcRnzTrRjJKdZipIV/IItt+gZGjSPBT23vcwWe5FD7tU28/vrrQHf6x0gkYg1C6mf27+wDVSQSsV5bkm4kwseef575SpzQm9On8+iyZbTbXF3UCbp90uRWUFV1f0k1ccuLRPj4m2+y1CzqCbBtxgx+d9NNeINBq0iYPY2uKn07beU4+3d5eXnWazcunT6z86zyK+/luHg0yu1//CNXmrE4AFsnT+ahq6+mxTZhVbdO/MrWiV9wd5ksAO7atIkVO3ZY7Xh/yhQevO02POYgnqdMJu3B6cFgMCXPKpfqZ/LejV/53Ilf2TrxK8fFolFWb9zIdW+/3X1f1dX8ZsUKWgoLicVijvxCb8OAulUn6HYXOaeJcp7Hw81btnDjtm1WOw5NmMAv77qLpGnRVPuwE7+peFa5dPqsLy6dxg2nMcKJX4Ar33yTW9Z3Ox8cHDeOX65cSWNxsTVxUMcGpzHCraCqE792ngNeLze89x63b9pkuRseGzOGn3/sY0TNooJOY4QTv31x6TRuXK5k29ToxmAWnB0LvArMNN93YagxP+XCFlydhlEnZpH5PoEx6frFBWzDYGAERrY+ua848L/z8/mXvDz8tqKcanB+ui5adsgzJQkB5Nms8fv5cX09i5QMoP9QUsJ/hELW8xcKhazxQVzqVJdpGbukP8q54/G4NUaJu16pWcMtFov1SDutnlMWNrFYzEo/LeeU7xobG61zSzvlfH6/nzFFRTzc0sIyRW3711CIn44eTdTjIRqNWgtN1SVO2p0K6jMnnNhdh9XvJubl8ePmZq5VMtj+o8fDt71eYjkaw5QOgsDjGIshwb9iuM6FL2A7yoD/oNtdFowx6gtcmHEq02WNdo1zQMLr5ZGbbuKVRYusz67ct49vPvYYM8xsV4ONS48f55uPPdZjEfTK4sU8ctNNuZ8coQ8kPR6evP56nlOs6As/+IBvPfooc2trL4ir0ZS6Or7++OM9FkFvzJnDA7ffTtw/ZIVSAx4PLy5fzu9XrrRSf848epRvPfooiw4cuCD8Tqiv5++eeKLHImjrpZfyiw99KOcK//YHG5Ys4aHVq4mZi5KpJ0/yrcceY9mePXguAL+VjY38zVNPcec771iLoF2TJ/PTj3yEziGQfEKjf6gDlmMshsDI0PYT4EWM1MqDDR/wV8B2uhcLbcCHGPqLIIAmYCXwlPneB3w7HOa5tjamXQBXOU8yyd3t7bxw7Ji1COryePib0aP5D9O4MZTR4fHwsZISfp+XZ332V21tPH7iBDO7LkBUWTLJh6JR1tXXW4ugGPC3BQV82+fLucKpmSIC3EVPV7+/At4FrrhAbbgNI1ukLIISGMrQfVxYY00mGLKK0JtvGokjB0KpkM+ctrN37OAjr7xCnmLx2V5TwzMLF3Ji1ChXl62+XIuc3F/GNzRw69atzDt82DomHAjwxOrVbJ85s1cqYnmtbgfC6jvQSkUqnmccOMBHn3+eQmUQfH/CBJ5etIgjY8a4umyl47pld0Ec29TELVu3svjgQeuYqM/HM9deyzvz5zty6sSvvO+v8ubGr7zPRKlIxfOU2lrufuYZihXL4oHKSp5atIiD48a5umyly69w6/P5GNXSwk3btnHF3r2WlSXu9fL8smVsXLqUgEta+IFW3gZSLU7Fc/XJk3ziyScpU1w6akeP5unLL2f3uHHEbS4oTmqxE8epXBBHhcOs2b6d5e+/b8ULJoA/Xn45r159NUmPx3VsGEjlbeHChY7tH+4YTEVI4MeIzVHryIQxrL8/AOoH+HoeDCvz9wA1MvUAxsQrl9Nk9wcejFTE36TbWhzFsHL/OD+fkx6PpYIEg0FLkVGTDkDPxDQC1Q1OxgWvx8MNwHeTSRYr+x4FPu71ssnj6eUWlpeXZykc9vTb+fn5vRLqqMkH5LtCU5lXC5NKm+wquFrk2e4GLcd0ZhD381WMAHrRaxIY6au/h3MiENX9Wv1Mtqn+b4nHyLJ4nG9HIixXvqsD7vF6+eN5utzlIj4H/BjDhVXwEPC/MGo8DTQWA98F1MIdjcCfAs8MwvXckOmyRi+E+lgIRaNRRjY1cfeLLzLl5MkebdhZXc26Sy/lvcpKEl5vvxdCAY+HWcePc83evcyxJWc4NH48D69aRevo0ca+F9lCCKCwsZGPvvgiM2z3vmf8eIPf6moiDrymO1H3e71ceuIEK/btY97hwz1k0GNjxvDQmjWcq6hw5HKoL4QAgs3NfOSVV5ijLP4ADlZU8NqMGbw7cSJdJl/9Wgglk1x69iwr9u1j4aFDViwbwKmRI3lozRpOjB3b5wR9KC6EAHytrdy5bh2LbSn3j4wezWszZrClpoZO8x94vxZCySRTz53j6r17ufzgQSuWDaC+pISH16zh8PjxaY0NeiE0+LgQCyHBDRiTxyrlsw7gN8B/Yig354MSjDolX6DnAgjg/wJ/Z17vYsUyDC6nKJ91Ab/z+XiwsJCtPh/BvLx+L4Ty4nE+gmEtX0xPPOjx8GWfjybbgsY6dogvhAAWYMSwqLlNY8DvMBadryuf92chlJdMcls8zufica608fc48AWvl3qPJ62sf0MRMzD4XaR8lgCeAH6GERN3PguAAIaB5PMYdaJUrMVI8nLSftAFwLBZCG3atAnIfOJo38ZisZSTnVgs1u3vH42ycPdubtywgZKOnkN/a34+OydNYu+4cRyqqKC+qAg8ntQTyWSS8vZ2ptbVMf3ECeYcOUIo3NODs6WoiBeuuor35s0j6fE4psy1T3LkO6cJTaaTyv5OHJ34lX2c+LV4jkaZs28fN2/YwEizcJ2gIy+PXdXVvD9+PAcrKqgvLibZB79lHR1MOX2aS0+dYu7hw5TYBui2/HxeWraMLQsXkvR6U6YkVnlW+bVzmemksq8YIbfFu/qdyq+dZ3uw67R9+7h13TpGm/7dgnAgwO7qavZMmMCBsWOpKynpk9/Szk4m19VZ/JaZEwFBZzDIK0uXsnHhQjzmfadKCy9bJ35l25+FfX8X7+rWiV/Z2vmd+MEH3P7qq1TW97THR/x+3p8wgfdNfk+PGEEiBb/CcXE4zOS6Oqab/Ja3tvbYp8vvZ/2SJby2eDGYwdip0sKrW7/fn/L5z3RhP2/ePMf2D3dcyIUQGCm1v4mhDuXZvtsLPI2RZOFtDAutG/wYk6flwI0Ykxu7o+Um4K/N8w0H5GMs+P4OIwhdxQfAC4EAG3w+Nvl81JmTbTVJiixAPB4P3mSSefn5LI3FuDYaZWUkgj3/2w7gKx4Pr/RjauZRDFr2FPwyTnlM1Ri6xzO3aaB6TjDGWYlpkuOl2Ky6ULHHOcZisV4FXJPJJIFkkr/2ePifySSltmsfA573+1nv87E5EOBELAZmLJG93clkEk8yyZRkkquAVRh1gezVgPZj1OZ6LuUdX1zwYcTv/QPdxWIFpzHcQF8F3gD6CvzwYLjgXoVhhLkZIx5IRS3wt8Bj59Xq84NeCDE4CyGr7ko4zNJdu1ixZUsPdxgVnYEAZ0pLaSospDMYJO714kskKIhEGNHRwZjmZgpSBFc2hkKsW7SIzXPnEnXJWHbRLYTEatbVxeI9e1i5eTOjm5sdOQr7/T34jfl8+BIJ8qNRSk1+JYOWHc2FhWxYsIA3584lVlDQZ+2bi2khFIvF8CYSzNm9m2s3b6bSzHpkR8Tno27ECJoKC+lQ+M2LRint7GRMczOhFP7cbfn5bJw/n9fnzSNiWhn7qo8l26G+EIrFYngSCWbu28f1mzdTdeaMI0dRn48zJSU0FhXRnpdHzOfDm0iQF4tR2tHB6NbWXgt3QWcwyJtz57J+wQI6zXS0fdXHUrd6ITT4uNALIcF4jMQJn6X3hF1wEqNI62mgHcP6XgCMxFCVpmEEXDvhTQxXpuEygbRjNPBljHTL9gm7oA6j2Gmd10ubx0MsmSQvmWREMsl4YGoy2WthKdgG/CPwByDp9fYrQ9pQXAjJvmXJJF/0ePhCImHVR7KjHvjA4+EkRv+NYCz+y5JJKoFLoNfCUrAb+P+BhzGSYAw3hDCUmy8DlSn2acRwdz0FtNLNbykwDoPfVJFqB4HvYyhQzrOvC4dhsxDaunUrkPnE0T6hUSc79klPD0XIlE7lfTIaZfrhwyzYtYsZR470iCHKFF2BAHsmTeLdWbPYV1ODR5kUpioG6pTWWZ3QuE0c3b7ryzWur4mjE7/CmxO/srXzm4jFmFZby4Jdu5h5+DAF5xFIGfX52DtpEttmzuT9qVPBvF+nVOL2ibo6ebcvetwmjm7fubnGpbN4Vxc79gWRurC392uV43gsxuTjx1mwaxezDh2iKNz/nDIxn4/91dVsmzmTXdOmkVQUIHAuBuqU1tmJX+Etk4W9m2tcOot3tQ878SvfufFLMsn448dZtHMnsw4d6hGjlSniXi8Hq6p499JL2XnppSRsCpBTH06VWl99/t0W727fCb+zZs3q9z1dzMjWQkhQjJHS+uMYys75JDs/jjEx/xXn72Z3saAQ+CgGxyvojnHpD854PLwQDPJQXh5b/X4rY5maut9e4NTusga9x8xYLGY9p9IfxX3P5/NZ8U3iyibnysvL6+VKl2cbz1WoapecO1UWXXWMtzLImvuq2S29kQg3d3XxoXCYa2KxXipnJmjAUDx+A2w4j/NcTBB3tk9hxPMUnMe5mjAMI78B/kjuJEMYNguh9957D+hp9ZUJSToTRyfLrtMEUj6z591XH3ZvJMKk48eZePQoVXV1jK2vZ0Rrq5XNSUXC46GpuJi68nJOVFRwZMIEjlZXE1P8bt1q37hNdtziAJwmjnKcUxxAqtiVWCyW1sTRSf1JNUGPRqOu/PricSYcO8bEo0eZcPq0wW9LS49YFJXfllCI0+XlnBg7ltoJE6itriYaDDqmInbjVz5PpWL0Nal04le2bvzK526L91TqmtME3akP9+i/iQTjjx+n5tgxqk6eZGxDA2XNzfgdLJIJoDUUom7UKIvfwxMmEC0oSJkOXuXYbcHpFouVavHu9/tTxmKpHDvxm4pLp3HDzUjiNkYkEgk8iQSVJ09Sc+wYE06epKK+npHNzfhT+KW3FhZyurycU6NHc6S6msPV1XSZvvxO6eCd+nCqBadbLJbT4l3tw/bvZsyY4dj+4Y5sL4RUjMKYrC8H5mKk3R6TYt8whlV3N0Ztog0Yi58hOUG4QBgBXIPB7zyMWJeKFPt2YahxuzDcCjcAWzHGVHkGJWZHrSMndYjkeW82PSVisZh1nF21icfjvZ5zGdfUz2R/GR8LCgqscU1UHrm+GkckbZAxT87nljxK/X8r+zgZuNS4p+JkksWdnVyVTDI3meQyDDXDKW9uBMMtaxeG++YG4B2Gp/qTLgox+u5yjHitWRjKshO/MQx+d2MUd34dQyXuvwQweMh0WTPE8wTnBmJ+PwcnTWJ/dTVg+qomEoQ6OwlEIvjjceJ+P5FAgLaCApJmQUu7dK3hjLjPxwfV1RysMkKCxRe4sKOD/GgUXyxG3OcjEgjQXlhIQikY6vV6Nb99IOH1UltVRW1VlVVHyJNMUtjZSV4kgj8WI+b1EgsGaSsoIOHz9XJ70AynRtLr5fi4cRwfN67bSppIUBgOk9fVRSAWI+71EjX7b1zzqzFAaAB+b/4JghhuXoUYE4BODMtuU6+jNfpCE4bi8JTyWYBufgMY/LYAzo7IGm5o9Xh4zvyzimHTzW8QYwHfitHX9aI9M3RgpN5/UfnMh8FvEQa/XRj81nPx8jtkF0JWUUHT6mEPmrN/lgpuRSJV66tbAUq7lCzXjRQU9PKVFP9rp4WQW3FKJ/eXVFZfJ6XCLRZDvlMry8v9DQS/snXiV67rxq9s7fzG8vOxR2mJm4LTQsitOGUqFzkn5c1JqXCLxVD5le/c+JX3mfIr21T361YEWN2q/NorZzjxK1u3AsGydYvJcnNBdIuHc+JXvd9AIODIr7pNBbdCvW78ytaJX7luPD+/V8Ytv/mX6llxKxDs5ILoNEakUovd4uECgUAvfjWGJiL0HRSt0X9EyTxTlqjKzQ5xsU1NqZeomWRpczIIyjNtV4Gc2ub0nSCchmu1+n/Hflw6xwtiGDEsGoODOEYM4XCCNjRqaGhoaGhoaGhoaAw7DFnTnlgqBaolOxPFwmtzo1K3Pp+vVyC0m1Jhz/LiVofF6XpuVt9MAs/7UirSCaS2t121ZGfKr9x3KqVCTZbgplRkyq9cKx3lLZPA83SUir6SWbjxK9tM+bXfr93al45SoXKcLr/266ZShvpKTuGWUS7Vb+CWzEJtvxO/qe7R6f7c1GK3MSJTftVr2a8nWzd+5X0msVhOanE6ySw0NDSGDpyy0PUnM52GxsUGrQhpaGhoaGhoaGhoaAw7DFlFSCyVTpbdgYpdicfjKf3/3WJX3KzN6Vx3IOIA3Ky+bmqRnCvVPaW6L7f7lK0Tv3JP6ShCmfKb6roDFYvlxqWbWuT3+135TXVvfd2n3JsTv+r7vmJXMuXXfl23WKFMYrHS6bNOapFTH86UX7k3t/hBN37l+qniB90Uv76uO1CxWJmMDU4Kp4aGhoaGxlDHkP2PZnd/yXQCNxguWwO5EBoo9xenSY/bxD7VAjPTCVymLltu/Mp2oBdCA+GCmGpS6fYb+P1+V37TubfBctkayIWQUx/ujwui08Le7Tdw6sP96TuD4TY7kAuhgXJBdFrYpzOmaGhoaGhoDHVo1zgNDQ0NDQ0NDQ0NjWGHIWvas1t9neCkvrgpBnZLerouW325OaVqW38UofMNPHdLn6tafdO5Fycu3RQDJ36h/4qQG/qrCJ1v4LlbCnP1+P7yK9tUioGqVGTisuXmRpZO29JVhM43+YdbCnP78elynA7PTmNEJm6zmY4R56MI9Vd56yuFuX1/DQ0NDQ2NoQ6tCGloaGhoaGhoaGhoDDsMWUUoHaukmobWnvY3HaUiFotZltxsK0Ly3kmpcLKyi0W3v4HnmagCTu/TUSrkfSKRyLoi5MSvvE+lYgSDwX4Hng8Gv9BTqVD5hewrQl6v17XPOvEr+/Qn+UemHDvx7aYWu/Er2wupCKl92E15c+IXMk/+oaGhoaGhMdShFSENDQ0NDQ0NDQ0NjWGHYaEIOWXZEmuumgbXLa1zOkpFfwuqXshZgegUAAADbUlEQVQ4gHQLKvZXFXDiFwxO3dI691XgM5lM9rug6oWMxUrHuq5mjXODW6ZDJ37lfaq0zukoFf0tqNqX8ibtGYwsiKlisfqrzKp92Ilfee/Gr2wz5Ve9vlObBjsWKx2FU2eN09DQ0NC4WDBk/6O5LYRSBT+rr9MNLj+ftM7pps/u70Kov+4v6Ux23JApv+AeXJ7uQqi/6bPPZyHUXxfEvhacfcGpf6jfZZLgo79pnTNJn93fhVB/XRDTWXC6wal/2L9LN8FHf1PrZ5I+u78Lof66IKaz4NTQ0NDQ0Bjq0K5xGhoaGhoaGhoaGhrDDheNItSXFdXusuUWXO6mVMh3qqtLOkqFHW6KkMfj6RUAnUlxSvU7u4W3r+KUqay96ShZqsuWW3C5WzpnJ37lfX+TJaRyffL5fP0qTqm+d+IX3NM6O3GcjpKl9mG3BB99KRXxeNyRX9n2x23Pyf3UqQ9nolQ4qZjpFAhOl99U7Xbqs05jhBu/0NOdM9MxIp2xzG2MSEctdhoj0ikQrBUhDQ0NDY2LBVoR0tDQ0NDQ0NDQ0NAYdvAk0zH/amhoaGhoaGhoaGhoXETQipCGhoaGhoaGhoaGxrCDXghpaGhoaGhoaGhoaAw76IWQhoaGhoaGhoaGhsawg14IaWhoaGhoaGhoaGgMO+iFkIaGhoaGhoaGhobGsINeCGloaGhoaGhoaGhoDDvohZCGhoaGhoaGhoaGxrCDXghpaGhoaGhoaGhoaAw76IWQhoaGhoaGhoaGhsawg14IaWhoaGhoaGhoaGgMO+iFkIaGhoaGhoaGhobGsINeCGloaGhoaGhoaGhoDDvohZCGhoaGhoaGhoaGxrCDXghpaGhoaGhoaGhoaAw76IWQhoaGhoaGhoaGhsawg14IaWhoaGhoaGhoaGgMO+iFkIaGhoaGhoaGhobGsINeCGloaGhoaGhoaGhoDDvohZCGhoaGhoaGhoaGxrCDXghpaGhoaGhoaGhoaAw76IWQhoaGhoaGhoaGhsawg14IaWhoaGhoaGhoaGgMO+iFkIaGhoaGhoaGhobGsINeCGloaGhoaGhoaGhoDDvohZCGhoaGxv9rvw4EAAAAAAT5Ww9yWQQAOyIEAADsiBAAALAjQgAAwI4IAQAAOyIEAADsiBAAALAjQgAAwI4IAQAAOwHYvN/i/WYJ8wAAAABJRU5ErkJggg==", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/segmentation_3_snakes_levelset/exo7.jl\")" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Parameter $\\la$" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "lambd = 2;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Values for $c_1,c_2$" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "c1 = .7\n", "c2 = 0;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Step size." ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "tau = .5;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Number of iterations." ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "Tmax = 100\n", "niter = Int(Tmax/ tau);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Initial distance function $\\phi_0$ at time $t=0$." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "phi = copy(phi0);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The minimizing flow for the CV energy reads\n", "$$ \\pd{\\phi_t}{t} = - G(\\phi_t) $$\n", "where\n", "$$ G(\\phi) =\n", "- W \\norm{\\nabla \\phi} \\text{div}\\pa{\n", "\t\\frac{\\nabla \\phi}{\\norm{\\nabla \\phi}}\n", "} + \\la (f_0-c_1)^2 - \\la (f_0-c_2)^2. $$" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 8__\n", "\n", "Compute this gradient $G(\\phi)$ using the current value of the distance function\n", "(phi$.\n", "radient" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "include(\"NtSolutions/segmentation_3_snakes_levelset/exo8.jl\");" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Do a descent step." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "phi = phi + tau*G;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 9__\n", "\n", "Implement the full gradient descent." ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/segmentation_3_snakes_levelset/exo9.jl\")" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "raw", "metadata": {}, "source": [ "" ] } ], "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": 0 }