{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Rank Filters for Image Processing\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 numerical tour explores non-linear local filters that proceeds by\n", "ordering the pixels in a neighboorhood and selecting a given ranked\n", "entry." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "using PyPlot\n", "using NtToolBox" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Continuous Rank Filtering\n", "-------------------------\n", "We consider an image $f : [0,1]^2 \\rightarrow \\RR$.\n", "\n", "\n", "For any $\\beta \\in [0,1]$, we define the rank filter\n", "$\\phi_\\be^B$ of order $\\beta$ associated to a set $B$ to be\n", "$$ g = \\phi_\\beta^B(f)\n", " \\qwhereq\n", " g(x) = \\inf \\: \\enscond{t \\in \\RR}{\n", " \\mu( f^{-1}(]-\\infty,t]) \\cap x+B ) \\geq \\mu(B)/2 }. $$\n", "where $\\mu$ is the Lebesgue measure on $\\RR$.\n", "\n", "\n", "One usually assumes that $B$ is the ball of radius $\\epsilon>0$\n", "$$ B = B_\\epsilon = \\enscond{x}{\\norm{x} \\leq \\epsilon}. $$\n", "\n", "\n", "When $\\be=0$ (resp. $\\be=1$, resp.\n", "$\\be=1/2$), then $g(x)$ is the miniminimum\n", "(resp. maximum, resp. median) value of $f$ in a small neighboorhood of\n", "radius $\\epsilon$\n", "$$ \\phi_0^{B_\\epsilon}(f)(x) = \\umin{\\norm{y-x} \\leq \\epsilon} f(y), $$\n", "$$ \\phi_{1/2}^{B_\\epsilon}(f)(x) = \\umax{\\norm{y-x} \\leq \\epsilon} f(y), $$\n", "$$ \\phi_{1}^{B_\\epsilon}(f)(x) = \\underset{\\norm{y-x} \\leq \\epsilon}{\\text{median}} f(y). $$\n", "\n", "\n", "The operator $\\phi_\\beta^B$ is contrast-invariant, meaning that it\n", "computes with increasing functions $ \\psi : \\RR \\rightarrow \\RR $\n", "$$ \\phi_\\beta^B \\circ \\psi = \\psi \\circ \\phi_\\beta^B. $$\n", "The axiomatic study of contrast invariant operator was initiated in the\n", "comunity of mathematical morphology, see [Matheron75](#biblio), [Tukey77](#biblio), [Serra82](#biblio).\n", "\n", "\n", "Note also that there exist generalization of rank filters (and in\n", "particular the median filter) to vector valued images\n", "$ f : [0,1]^2 \\rightarrow \\RR^d$. Since the notion of rank does not\n", "exists anymore, one has to rely on variational caracteriation of the\n", "median, see for instance [CasSapChu00](#biblio).\n", "\n", "\n", "The medial filtering is the most popular rank filter.\n", "It is particularly efficient to remove impulse noise,\n", "see for instance [Piterbarg84](#biblio), [FanHall94](#biblio).\n", "See also [AriasDon99](#biblio) for a theoritical analysis of median\n", "filtering and of a two-stage iterated version.\n", "\n", "Patches in Images\n", "-----------------\n", "We apply rank filters to discretized images by interpreting them as\n", "piecewise constant functions.\n", "\n", "\n", "Size $N = n \\times n$ of the image." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "n = 256;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We load an image $f_0 \\in \\RR^N$." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "f0 = load_image(\"NtToolBox/src/data/hibiscus.png\", n);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display $f_0$." ] }, { "cell_type": "code", "execution_count": 37, "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", "imageplot(f0)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Noise level $\\si$." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "sigma = .04;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Generate a noisy image $f=f_0+\\epsilon$ where $\\epsilon \\times\n", "\\Nn(0,\\si^2\\text{Id}_N)$." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "using Distributions\n", "f = f0 .+ sigma.*rand(Normal(), n, n);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display $f$." ] }, { "cell_type": "code", "execution_count": 40, "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", "imageplot(clamP(f))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "For simplicity, we consider the case where\n", "the set $B$ is a square of $w_1 \\times w_2$ pixels.\n", "where we denote $w$ to be the half width of the patches,\n", "and $w_1=2w+1$ the full width." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "w = 3\n", "w1 = 2*w + 1;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We define the patch extraction operator\n", "$$ p = p_x(f) \\in \\RR^{w_1 \\times w_1}\n", "\\qwhereq \\forall -w \\leq s_1,s_2 \\leq w, \\quad p(s) = f(x+s). $$\n", "\n", "\n", "We now define the function $\\Pi(f) = (p_x(f))_x $\n", "that extracts all possible patches.\n", "\n", "\n", "We set up large $(n,n,w_1,w_1)$ matrices to index the the X and Y\n", "position of the pixel to extract." ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "include(\"NtToolBox/src/ndgrid.jl\")\n", "\n", "(X, Y) = meshgrid(1 : n, 1 : n)\n", "(dX, dY) = meshgrid(-w : w, -w : w)\n", "\n", "dX = reshape(dX, (1, 1, w1, w1))\n", "dY = reshape(dY, (1, 1, w1, w1))\n", "X = repeat(X, inner = [1, 1, w1, w1]) + repeat(dX, inner = [n, n, 1, 1])\n", "Y = repeat(Y, inner = [1, 1, w1, w1]) + repeat(dY, inner = [n, n, 1, 1]);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We handle boundary condition by reflexion." ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "X[X .< 1] = 2 .- X[X .< 1] \n", "Y[Y .< 1] = 2 .- Y[Y .< 1]\n", "X[X .> n] = 2*n .- X[X .> n]\n", "Y[Y .> n] = 2*n .- Y[Y .> n];" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Patch extractor operator $\\Pi$." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "I = X + (Y-1)*n\n", "for i in 1 : Base.div(n, w)\n", " for j in 1 : Base.div(n, w)\n", " I[i, j, :, :] = transpose(I[i, j, :, :])\n", " end\n", "end\n", " \n", "Pi = f -> reshape(f[I], (n, n, w1*w1))\n", "Pi(f);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We store the patches $\\Pi(f)$ as a $n \\times n \\times w_1^2$ matrix $P$\n", "such that, for each pixel $x$, $P(x)$ is a vector of size $w_1^2$\n", "storing the entries of $p_x(f)$." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "P = Pi(f);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display some example of patches." ] }, { "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": [ "figure(figsize = (5,5))\n", "\n", "for i in 1:16\n", " x = rand(1:n)\n", " y = rand(1:n)\n", " imageplot(reshape(P[x, y, :], (w1, w1)), \"\", [4, 4, i])\n", "end" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Linear Filter\n", "-------------\n", "A linear filter (convolution) can be computed using this patch\n", "representation as\n", "$$ g(x) = \\sum_{i} \\la_i p_x(f)_i. $$\n", "\n", "\n", "In the case where $\\la_i=1/w_1^2$, this\n", "defines the mean value inside the patch:\n", "$$ g(x) = \\frac{1}{w_1^2} \\sum_{i} p_x(f)_i. $$" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "Pmean = f -> mean(Pi(f), 3)\n", "Pmean(f);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display it." ] }, { "cell_type": "code", "execution_count": 50, "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", "imageplot(Pmean(f)[:, :])" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Note that this is not a rank filter (this a linear filter) and that it is\n", "not contrast invariant. This is shown by displaying\n", "$$ \\phi_\\beta^B(f) - \\psi^{-1} \\circ \\phi_\\beta^B \\circ \\psi(f) $$\n", "which is non-zero." ] }, { "cell_type": "code", "execution_count": 51, "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": [ "p = 100\n", "psi = f -> f.^(1/p)\n", "ipsi = f -> f.^p\n", "\n", "figure(figsize = (5,5))\n", "imageplot(Pmean(abs(f))[:, :] - ipsi(Pmean(psi(abs(f))))[:, :])" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Opening and Closing Rank Filters\n", "--------------------------------\n", "We now come back to the discrete computation of a rank filter $\\phi_\\be^B$\n", "for $B$ a square of width $w_1 \\times w_1$ pixels.\n", "\n", "\n", "It is defined as $g=\\phi_\\beta^B(f)$ where\n", "$$ g(x) = \\text{rank}_{r(\\beta)}( p_x(f) ) $$\n", "where $\\text{rank}_r(v)$ extracted the element of order $k$ in the\n", "sorted value of $v \\in \\RR^Q$ (here $Q=w_1^2$). More precisely, we denote\n", "$$ v_{\\si(1)} \\leq v_{\\si(2)} \\leq \\ldots \\leq v_{\\si(Q)} $$\n", "where $\\si \\in \\Sigma_Q$ is an ordering permutation, which can be\n", "computed in $ O(N \\log(N)) $ operations with the QuickSort algorithm.\n", "Then the ranked valued is\n", "$$ \\text{rank}_r(v) = v_{\\si(r)}. $$\n", "\n", "\n", "In order to be consistent with the continuous definition of the\n", "rank filter, one should define the rank as\n", "$$ r=r(\\beta) = \\lfloor Q r \\rfloor. $$" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(::#35) (generic function with 1 method)" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "r = beta -> min(ceil(beta*w1*w1), w1*w1 - 1)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Shortcut for the rank filter." ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "(::#39) (generic function with 1 method)" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "subsample = (x, s) -> x[: , : , s]\n", "phi = (f, beta) -> subsample(sort(Pi(f), 3), Int(r(beta)) + 1)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 1__\n", "\n", "Compute the rank filter for several values of $\\beta$." ] }, { "cell_type": "code", "execution_count": 54, "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/denoisingadv_7_rankfilters/exo1.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": [ "The case $\\beta=0$ corresponds to the closing operator from\n", "mathematical morphology (min filter)." ] }, { "cell_type": "code", "execution_count": 56, "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": [ "closing = f -> phi(f, 0)\n", "figure(figsize = (5,5))\n", "imageplot(closing(f))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The case $\\beta=1$ corresponds to the opening operator from\n", "mathematical morphology (max filter)." ] }, { "cell_type": "code", "execution_count": 57, "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": [ "opening = f -> phi(f, 1)\n", "figure(figsize = (5,5))\n", "imageplot(opening(f))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 2__\n", "\n", "Compute a closing followed by an opening." ] }, { "cell_type": "code", "execution_count": 58, "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/denoisingadv_7_rankfilters/exo2.jl\")" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 3__\n", "\n", "Compute an opening followed by a closing." ] }, { "cell_type": "code", "execution_count": 60, "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/denoisingadv_7_rankfilters/exo3.jl\")" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 4__\n", "\n", "Perform iterated opening and closing." ] }, { "cell_type": "code", "execution_count": 62, "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/denoisingadv_7_rankfilters/exo4.jl\")" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Median Filter\n", "-------------\n", "The median filter corresponds to the case where $\\be=1/2$." ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "medfilt = f -> phi(f, 1/2)\n", "medfilt(f);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the result." ] }, { "cell_type": "code", "execution_count": 65, "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", "imageplot(medfilt(f))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Iterated median filtering computes\n", "$$ f^{(\\ell+1)} = \\phi_{1/2}^B( f^{(\\ell)} ). $$\n", "\n", "In the case where $f$ is of class $C^3$ and $\\nabla f(x) \\neq 0$,\n", "one has the following Taylor expansion\n", "$$ \\phi_{1/2}^{B_\\epsilon}(x) =\n", " f(x) + \\frac{\\epsilon^2}{6} \\norm{\\nabla f(x)}\n", " \\text{Curv}(f)(x) + O(\\epsilon^{7/3}) $$\n", "where the curvature operator is\n", "$$ \\text{Curv}(f) = \\text{div}\\pa{\n", " \\frac{\\nabla f}{\\norm{\\nabla f}}\n", " }. $$\n", "\n", "\n", "Intuitively, it means that if one iterates the operator\n", "$ \\phi_{1/2}^{B_\\epsilon} $ with a proper re-scaling $\\ell \\leftrightarrow t$\n", "and when\n", "$\\epsilon \\rightarrow 0$, then $f^{(\\ell)}$ tends to the solution to the\n", "famous mean-curvature motion PDE\n", "$$ \\pd{f}{t} = \\norm{\\nabla f} \\text{Curv}(f). $$\n", "\n", "\n", "This conjecture was initially mentionned in [BeMerOsh92](#biblio).\n", "This was rigorously proved in [Ishii95](#biblio), [BarGeorg](#biblio),\n", "[Evans93](#biblio) using the machinery of viscosity solutions.\n", "\n", "\n", "Similar result holds for other class of contrast invariant operator, see\n", "for instance [Cao98](#biblio) for affine invariant operators, and [GuiMoRy04](#biblio)\n", "for an axiomatic and general framework." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 5__\n", "\n", "Perform iterated median filtering, and store the output in $f_1$." ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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4Kg+dLAQHwzNE1DDWhcr71PDQhclrrSFZqVTCT5ZgYT1Yb0t+tI7jvO7JTmR7Dye9KjX+pnAmVLGPgraf91QqlfA5BaUa0OMYNYSnAGL9wcXBethFpEYWsNUH2laSImCT6NiFTcGnZbAPKUCUAI2Clu8pFlt//vB/IK1YFJ4y0HnA+u6kjna+X6ggybQGgPaXFew/CYxah/b5Xn1Udv2kx69QKKDZbAIYT24pVCZZkrmT51sDL8sgsPfG6qT/23kxaoysQQCkSd6oZz4aUEfTudynZEqhBp43Xh6Jn0TCsxOo/PeMaPbT+fSDR4LHqZfqrvNB1hz1dN+4+nAcqF6j0RxzIMQwysGS5ayKlbUTqJMe2Fw/dLBanIscHBc7aSdwbm3NQmxOWLkz6vrzwcRaNJY0EPTGqbdBvVKe5yTWsSyDXi9dONY49ibqcDgMhgcNaq2vki8tO4vBa53tM0nOVOGwLzyDTT/jPfQAqNJUw4leBj6P0ThbNr19Kysr29qgkQR6emZnZ7G0tBTGK8tw4RgrIeB9GsEbDoeoVquBgFnDv1QqRRVRqVRCrVbDxsYGut1u8Jz3+310Oh0MBoMgtDY2NoLhxehMTHDFvLWehxpIR3RGESTWL0kSVCqVFLG1/WnJpCVDGikAEKKkvFd/TzK89WjnnUbjut1uJhF/NBAjV1Zxq4zj/zFSpNeUy2VUKpXgJNBIKOcw28sIObA5zzWq5EWDqtUqms0mZmdngyzKUpyeU8IaTDshm57y3LdvH3q9Hn74wx+iXq+j2+0GuatRHNtnlEMxIqQOHkuW2Sd0nHhRw1FjbPWF97+OwU4MCm07/48RZOoPrw+0LhsbG9vKIGFUMsT7rY7+STsUfhool8sj5+sox1OW/lBwXDjPdoKNjQ3UarWRZceQRWr0O40g87vzGWdL/hgJ4nrWvz3wGtarXC4HnamygbqfURC1k9RGYf9r5Ms+i/Pf61PWI4vAaR9ubGyE69QpZ7M4eE1WX9ssEisTYhg1N0bB2p1WjnD+q+2q+EnYHRNLhIgsr4gSAhrk1pur4UVLGKwRoWljNLjV2IxNjuFwiLW1Nayvr7thPr2fE9qLyGhY0hrxGgmhguTiI+xC88gXFZJV1hQuzWYzEB8bSWOI0xqXvV4veKF00ZXLZXS73RDabrfbWF1dTXkWSVy4KNTIUKW7vr4eDDEabESr1Qpkw3o119fXsbq6GjzYCobPeW+pVMLi4mIgizGPrs4DzzBVA1EjjRrtsUSbz+MciUFD+Wo42TlN0quR1Fid1VDRtXAhECGv3V7/cn0xXcBGBMYBy6exNMrQANKE1ZNPWcY0YVO+NNWCpEivbbVamWPreZS5Fqenp3HJJZfg8OHDYZ5bxRczrNle6/DhnNZ6evAiNJyzhw4dwqlTp3Dq1KmUQ8RbHyrbvLIHgwFWV1fD3yxPn6kppCrL9Ifk0xqxWc4w295xiaaNTlgSqLJ8lDNOo+S2z9fW1oKBnSRbqVOayqJRbNZ/XC/+JMASVACp+cFrYqlso8beW0vsw3HSliwpjZWv69RbW1nyS3WP2izsB91+YDFKrupWAG6JKJVKIa3TrmlbZqVSCU5TS96VDKm8UTIDbJFVT2dwLDxyBMBd81ybXvS03++jWq1uc6ZoGZ5Dx4POHULHSf9mPa3DhNd5c81+FtNz1r6kTlFHgvaBvU/vp617PphoIqRpZTqInEyam8wBpTC2UY5erxcUGBWBCirL9Pk/FzS9fmog6aTr9/u4++67sW/fPuzduxeVSiVVf14HIJXfbienp8xsSpwaIGyXFQp8LgUHr7Mpf/S4zM/Pp0iQHQdVpvx7OByiVqsFY4uGB70swGY+sNarWq2GXHrm89rnqZdGvyOhtQKM/cFx1r1h9Pqsr69jenoa9Xo9CDnOGUYB1tbWQm4/9xGp54UCOcsb5Xlt2CflcjkIaBpa/Ix/KzQKZPPMta/0Wp1jOgcApIzjbrebmqOst/bd+Xr3Hg/Q+Qf43lrOD80vt4YlMFqBFwqFEGnTtWzXr73Hyh5rAFvlbyPM/K5arYY5zjVCo4KprPPz8+E7b91pLrztx+npaczMzGDv3r2pqC/nmKeE+b9V/pY8AT4B8wy1WKrMM57xDAwGA3zjG9/APffcs20vlNffFhz7hx9+OLXPw2uXV0/P+N1JqiL1gTrltO76PJ2f+jcNB91zoXLMGys6g3q9XpDPNNzUOVMoFFKOKDWm7diOcupMCnT81Abh/xxv2iK9Xi/TEUJj0MpsC46T/d5zoqoDbDAY4Ac/+EHYs2wjw96619+sm+cMUnuJ+t4b4yRJUlFna2ArYaJOopOm2Wxiamoqpec954VtB7M16AyijEiSJNgnANBsNpEkSdD3zArh+Ckp4rqgHKXTt9/vo1arpda7pseWy+XgUOU1uueoXq+j2WyGvTO0zyy8/vX623PI6rXa7/p/vV4Pzj8+y5NhXlQplinltYHzkn1j9wzZdupcfDTI0MQSIbuRlRNI/1dj1t7nCRAgbWio0NaJZBUFr7GeLoLkqtfr4aGHHsL09DQqlco2Q9LzxPAZQDo1yvMoabREJ7pVajrhKXT5Oe8BNgnF1NQUFhYWUnuvbN1sX9gfLgg1vGP9T8N/Y2MDy8vLAIDV1dVwLUPWFGh2cdTr9ZRBZReHZ3SxLnxevV4P46mbeingmCpHzycXaUzo2/HwDMFisRgUh938Zw0lJeGEJSjq7c6CHXP9TWVFhaROggslImTnj3ot+RlJkDpSRpEe7znWYNJ1GCNB+ls/t0SIv60hyyhpvV7H9PQ0AAQiREUzOzuLRqMRvKqaFqkRysFggEqlklpTNEbm5ubQbrdTJErllvUA8/vYD7DdAPQ8vBwre8AC16ZV+OVyGTfeeCMeeOCB1FhwDCw8z7ZHYr06j+MxVcKgfRK7PwtWLnskiFDDwXqvVYdqnRjdsfLT1lUNRQudnxeCI8UiRiLUIetdp/CiCKOeSXmiY2frZB2kJ06cwJEjR8IYeiTI6mreH9sKQMSMUk/ejmobDz9oNBpYWFjYFsUeF9Y5xHlP/W51Gp9B4t/tdtHtdrG6uhocsZzDnr6lQU8nqmbpxHQzHZTdbhe1Wi0VKfHA9ehlAI3qB655ji37QduTJFtBAxK3rKwQlYcxeWRBOUNZS11LMsT7R7XpfKLKE0uEAD8VjgJbBY93qgl/OHCMRKhyy5pUNgzNaIBn0KiyWF9fx7333ourrroqZTjrwqBHXieaN7F4nypoRjNoePBH93jwt6Zc8fmcTK1WC3Nzc9izZ084VY33Wm+QJY1qPHht4z3r6+spElUobG6yZj81m030ej0MBgP0ej2cOXNmW44sBQefS4FplbG3kDhWa2troY7Ly8uhvbpfanV1Fd1uN0VSWq2WO85WQFDweeSN847X0dhklM4DSTQFhjUQY0rIKjpr8BP9fj9TANG43mle+uMdlpwAaYcD5QOhf8eIvX6vGJdIeU4Yz4C0JIiKoVKpYGZmBtVqNezb4ffVahXz8/PhunK5jKmpKdRqtbA+2W4gHWkHNudhrVZDq9UKkWPbRtZXZZK235NvMQeUp1hZH5VHdIjpyVXA1iEtSZLgsssuC2SInlq7br21wbbQ8Wbba9ti66v9og4S60zSsfbGOctYtiTNguWqU1DlvxpK7F89idOSIFtHK5Oy/lZZPsnIcjpl2SLsYx1/yl7297jGrTrIbLTG1m843DxRlZF/rzzWhzYFERt3C8/uom1g1wJhbZFqtRqcseVyGc1mM9yvERavLlp2TI8lSRIiYkmSuFsdmDXAFPu1tTUkSYLjx4+n1gRT2DgWtF2YPbK2thbWWtZ8p13U6XTC+tCIDLBlu7FsRrtspkxsO4TaI6pT2AdMH1Q5zM96vd62iLQ9DMbq0XGcO7oWuO+NJ5xS5uhBW1bOno9TZWKJkG7oBbZIACcfBbeGqBWqlIEtA535ocD2xeN58/U79RzqxNI60rBYXV0N5ClrkxwVrzVwvfBkzBPHulhvjHpvKXR4cMGll16KgwcPhsnJhcfQPr0GLJ/t5LjEJrz2od0vVSxuHiGpe6locLdaLczPz4eUMW3v2bNnsbS0FIgS9x0BCPOBdVPSpvUeDodYXl4O5AvYFIBMi7NHSQLAysoK2u12KhXEM1IJzWXWRU/BWCwWt6WksX69Xi+k7Wn72b52ux0iWtomNXj0Ox03epTUsOt0OqjX6ylPlFVY7NMLFXrkr7emR5EfImYk6fyzTg9r6I4S8qr8PBI0NzcX1teuXbu2kQOSoHq9HuYCPZIk65y/lBskQd4pnWyHGnI6vzTlU/siZmB7Ms2SIL2PabJM5eWaYlk33ngjAOCBBx5IydhxYK/1SJzWMQYlQ5bwZUUOrCz3SJfO19izCSXHFqwLUwBj7bb36By29dC5Pc6m7sc7dF4B6fGgsy7mkOX9uk4oc9WZae+J1YPzLaaDtY7D4RAnTpxIOTrtMzh+WRkAo+SgZh2wbOss5feUMeVyGfV6HXv27MH8/Dz27NkT6q1yRW282Fz0flsHBP+2B0h4c5z7kJ/whCek7BFef/r06fAaD80w0FN0Nc3M1o/2AFOxNQXfQm0SRvJj9oglQexvYGtPEPuVxEu3ndCWsFsPSPBUbrE8azNlQeeJZsf0er0wJ/j5oy0vJpYIMVyquehKNOyhCMXi1tnsHDQKds3zrtVq4f0OsQWuE0vLsspJvWs60dfX1/Hggw+i2WxuI2q8nhv5NMqj7Fyvt3XVxWsXgSogTi7+3Wq1sGvXLlx//fUpkqKCkF4P9ZxoP/BHBR4NbSVPeq8agzYFzypR670aDAaYmprCwYMHUavVcPfdd+Nb3/oW6vU6FhcXUSwWU8JKFb56c2iUMCVvbW0tECL1hrIMpsjxPSleJJBtUkODY1culzNzuXVOAEC73Q5edx2LQqEQiN/U1BSWl5fdORUz3nUuKZHn+BaLxZAzrW3QQxYupOO0lUTq3qtx0pRiHnxC54iXYucp59j/MeNI5xhPhmMkqNlshgiQlWFTU1MhssOIINc65xeVGr2erVYrehS+jQDZ+seiLZ5R7/WrdQRZxwYdF5RjVPAqX2+88Ub0+3089NBDweGRZfAR3rs7tB78bWWC7XPKXj1xUvewqqNJy9A1a9e1natWD1ioA8/qMY0G8Tsb6Y6NF++3h5Go/LD1mFTESDqAKAnSe9WGUUemeuWz5AqfCWyRId13rHNA14AarVyvaiwraLxnjb+3dlQOKHmx5XNO0AbYvXs3LrvsMuzbty/VP1qO9um4ZMhzPsXktudI4GeUK140bXZ2FocOHcK9996L73//+6n1oOCeZUvSqHtIBNhf1lnB/4fDYagPiVyv1wt7lHStKQlS2c0oIsdFnV8ewdfPmMWzurqaOs15JyTIA8eazkiWq3vbHy1CNLEWjBIheqwApI48tClZ+tJMYKujNfxII9fu0xjl9VB2bZWVLceDFQ70ylqD2dbBLmY1MNTroItIvTyFQiGkuDz96U/HzMxMKjxNIakKUxW5Ht/IemqKEftBow5WyOhitO3n/Sq8tA+58Jg3fOWVV+LKK6/E+vo67rjjDpw6dSpluFAoM33GKhkavwBSZ/rHDE/uF+Imck0R8lJf2G92DvJ6jreCucb60jgaJRwbjifTmrIIlkKNH6tM9B4+O0k2N5aqkJvkqJAXVaURrYrXpjN4Dgj9zOvvJMl+f8hOhLo6H/ReGhS6T6ZY3ExlnJmZcZ/DKCU/L5fLIeWU91PZcm3wEJQsecayPWPZ+z8mX20b9XovRZegEa/73LScarWKG2+8Ef/zP/8TyFBsLquRQljDL4sEERw3ylx1JND5pe9b06N7eb/KFX22Ptcavx48+aTt4TrwSGesj9R5ZZ9r03HsvZMMK8+TJEkdzOOB/aA6bDDYfC2DOpfsO+u88fTsE90HxmusTdLpdELUlyTMK18jBzaaEXs+oVkiVn/b6ARPj73++uvDS9oJjQhoRpDVzZ48sSQoRixjazY8OLw8AAAgAElEQVTmUND6WRJ51VVX4corr8TKygo+8YlPRPvFmyPU6aqTbb9xPHm/nmbL9Hn2qV1zlhSrs5v15wl6XnqdBhT6/c33KjYajTB37WERdq/+TkA7eH19PUStSOTY3vPFxBIhpu2wcxlKBBAYpBrvQFrwcJLR6G80GigUNk+8aTQawcj0Jo9nFGeFpK2yIXS/C+/V+nLTvvdOHhUEMW8alb+mwfA3F1Gz2cTRo0exf//+FAlSIsTfGr5XIaveQj2wgt+xvjb8zsVnjRcuLr3felNVoJIAsCzW+cUvfjHW1tbwr//6r1heXk69O4H19yJ5Ou72uRYkSyzj7NmzwTtTLBZRr9exe/fu0F5rxNl3kCiJYhspzGq1Wqg/jTySJJ5kR4NW14N61HQsFXb+Wo+zCmvm7j5a3pjHElbxWRKksHPe8xrayK7FOAQoyyi013rK0SJJklSE10Nsn4CNslB2ZI29OkPU+Imlc1kjRe+L3eNFg9Tos8TeOr1Y/0ajgRtuuAFf/OIX8cgjj7jE2Psb2Fordv+EFznRH+7HsvIeQOowCk1J0XapHrIGeIyAaZs9faRlse58ybaNhnuwJNTqSDV2dZ6OKncSYOtOZ1osoqd/cx7wOjtXKPt1H6ktU8uzThnriLBjnyQJTpw4sW2/qwfN6qDu1HLU6elB16AasmxnvV7Hvn378MQnPtGtD+/xnNR2X5RHfOwcPV9460ijFcBWxspLX/pSrKys4GMf+xgeeughANsPl+D/VuZpP3sOC15XKBSwuLiIcrmMdrud2nZh3/9o6xmTG3YvMMeAdggdZnafJevJU+fsvLB2pdd2vZbfq31pnXV2LHaCiSVCKkCAdD4//+d11qugxjSNbgolEgxuQNOTNLIMABUC/O2d9sXraGxneQ2twBjlYcrqKyU/9BAfOHAAV155ZSqKYb2ZJDdMj1CPn02pUBKjE1T36Ggbvb/5PO9aFbokVjTgqFzVawRsGjqveMUr8KEPfQidTicIYs1r1eiGFTSecck6sq2q9DTFgDm7y8vLmJ6eTglsEhXrKbEGI/9vtVrBe6x1o9eGc9l6STh/dD6O66XROeApuHM5uefxCrZVSZBdm9YTag1RwBfE1kD0vIjjIEv2WPk0GAywsrISjPVRaQokt9bIYD/o/RrFUHmgfaBRaBvNtnLUI0H6tyVE+r1+ZolSobB1+pJ9jsqUer2OAwcOhLRSbw9QFnQOjCKxTM+OHVEOpI/Wtdd4slBlliWEsT04sXmqZWm6ud6n+svrA/6vOoDGl+6JsvNm0sHx132FNoLI9a9p6QT7luSFv7nW1GmWRYj4fZZMsmvQjrHCS63i+rLZKqPIED+nXca1sGfPHhw7dgyNRmPby7wVnjPEIzxZ33ttzsK4jikvZUv19dTUFF784hfj4x//OB566KFtBMeuW3VExcZS7Ug+u9/vB0Jk66eEwZIOrz9oK+rfnLfWAcTDHWhjMRhRqVRSx5PbMVD7id9rvT3Zz3XE9p5vev7EEiE1QM+ePRvSGtiJqiw9byE7WlO7eF47sEW0OJH1xCir8NQw9UK5BA11CgB+ppPSM7w1VKkCVkkLBbB3H43uRqOBVquFSy+9FFdffTVarVaqvt4pSMPhMKRraJ6mRhC0D/g8ncwcDyWVMcGkJ1NxkbDP7Fukte4UCKyjXRivec1r0Ol08C//8i/o9XqB9DJKZIU52876qyeWz+O84DP5fB5FbInO/Px8uIZ7Ejzh0263w+l3GsXTcaKxzv1sGgFidIx7ONTrop5jjRBpmZqqo+OtY8U9UpO+P0jTTjQViOA807HnWlA5EzM8dD5ZBU3DaBR50merg4SwpF2dPCsrKxgMBuHdVLOzs+H4fjuXdZMt58jKyso2EqUpW1kkwBrDtn3WmLPzVNtsFbceIOM5T3ReaiSIxofK2VKphKNHj2JhYQGf+cxnQvTYjoP2NR0QVPBW36jBoWOmXlrPC8qyVP5oOZ4zTh0yVp6QSCoJYXkWKu9j5FnHwTrzbNnUd3w25bglcXZdTBqYes05Y1+2q/1Bw5Dwsie4lux8ptFnbQpPl8aMd5URdi7a6FxszpCkUX/qGozpNJsRQn0+NTWFZz3rWWi1WqlUXgvOS7UP2L9WbtjPY8giOJaAxOY4kbVvRT9rtVp42ctehtXVVfzjP/4jVldXU/aVjbTxXsowT19oPa2Ntri4iCTZPPV2bm4O09PTqS0i3trTflHywwwlfq/jZGUF176W672glg5a/d86ulQnaaaBzuNzCRAoJtaKSZIk7Mvgm66tEiK4SFdXV9FsNt3yhsNhqhzCpiZ4C8Qye73ees2t8md9PcVkPcfKrKn8+Hzd8+It/iRJguC5+uqrMTU1lRKCtk166h6NDPU6WAPPvliQP9peluflnOp1nNQUrLp5WxeF9pPnbdAxSJIE09PT2L9/fzg2V+thvcDW26npPewvvjwtNl6MLM7NzYVjifXoa322zgEeGWk3M6pwp5G7urqaihRqGzT9hmOkY2JJu1W+2hZN11EvoJdCNknQfqMiArannAFp4zq2ziwsKdLPdQ3Z9a+f6w8NopiXzJIHlrOxsYEzZ86g3+8HGWjf+aMERMfZEmCFRxRUTujnVGRKINWpYg+Q0N+2v9T48SJ41kvIe2L55PRMX3311fjKV76yzankwcok/UzHQokr68m66BzSNtm5FVu3WdCxBNJyzLvWEssYVA5afWYJu2Y1aEqOdYDtpF2PN9CI5ZyxsljHjvKFa083qAPbnVLWULUpYBYeKSKso4Tl2ReT8vMYcVaCS927vr6+zeufJR+ZzaAkKEaAqC89wqVySz+zzz8XHaV2jF1Dtk/0evudPpvj12w2cfPNN+OLX/wiOp0O1tbWUk5nW451xnnw+pv7dxhlY3aQyqOsNjCNl1tH+DnXfqlUCu9VsjKY9dbfWlfrnOJ84hjH5gPL4/NsNOlcMLFE6MyZMwAQ3nTtKVCF9XjrMYnD4TCkTXkDSqHgLSxLjAhvwvIzNXBp1KjnWeulC0A9ahSuGtHyjBKbPnjDDTekyKBtk3qHNQqkL9OyBgbJnBpk+r0nMLQ/PaFh2xILf1qB5xmURLFYxC233II777wzvFleFyr70t6jETx+RgJu28j+KZVKaLfbgQRNTU2F8bOEUZUhPTAcZ6/Ng8EAp06dQqfTCZ75rCiG7RMdV9tXmvIEbHm6lIhNOvlRqPdJjX51UKixUC6XQxQu9p4nD+pAUKhxb8F5Z2WENycsYfGM5n6/H8gzZQD3nml9rDyznml+5x0ewTJYJ1sHNeg4b9WI0ftjxgSfTSXINeTdx3bqWrP7JrRtl156Kb797W+HMVbwfj2t1INNX1WoJ1P7SQ06L7ITW8sxqFxULyrLom7R61X+jzoAhbKCefqezuR85dHlNhVMHUCTGg0CEKL7QNwxxP6hU0l1Jh2cADKNSsDfD2Of48Ea0vyfhi4/s9fzmV49eD9lmzoPssaTUYCZmRk0Gg2XBKlcpoNKtyro/j91YMWcwPb/cfSXkiArD2Pr38rgmFwfDoc4fPgwGo0GvvKVr+CRRx7B6urqNsIMjHfEPG02wjrgeSoo16I6lDUKbetfqVQCCdLUemJ9fR3r6+thDVhbkO2N9YH9jnNJZag3pp4D6XwwsUTIhp89ImKjEcDW5va1tbWwEUwjHjH2rxPHemrGNQo1qsCJapVHDN51TDegAW/v97wjTNvyvKX8YRRITwxSwsW+Yhme0rRkyPaZ1jW2IHiNEkfea4koYY1N6/koFot4+tOfjksvvRR33XVXKnWM11mvpjUqufi1XzX9g5sVFxYW0Gw2sWvXrtR8tEKez+ezmAJo97dxPE+dOoXV1dVUve381H4a5STg/Tb9Dtja86SKxnvupEL3FFrjEUjPQ35Wr9fDnB2H/FuD3nMM2OspH9Srzn1m9O4xEqiGq+cY0Pk7HG6mS6gBxBcGahu0H+w+Bhq/etKclYf6TN1P4s0XOzeVHNq+s3VUEqT3a9qP9ovuhbTgaYgxg0NlSKvVQqfT2XaNyg5vrFlvvZbQqLpXLnWHJTCsk+4t8uQtSZgl3/ytJ67y8yzji2tD22MjCjS89D1OhNZpkuWI9rn+VnjrhD+66dtzRNg5oU6pLEeK93z927M3bLRjFPG20SGWqelpHur1Oo4dO7bt3XgKtUdIglQveZE3YtzPRsEbj5gjYZxxUGdNrVbDwsICjh07hh/+8Ie477770Ol0UlknlOveWGn/2kOXiHq9Hg4WY0ZKrCzvfsp4m9bI5y4uLrqkfNz1HCPZas9YYqUYx2kzDiaWCFkvIOAzcBU8CjVm9XuexOUZ1DqJ7TOsga51UW8eDWX+6OZRDx5J4GQeDofhXRnc38S6qOHK8uv1etinQljPinpYWJam4vHdBtq32kdapvar7X+72da7BtgS+qoo1Di3i9oaU7b/qZAPHTqE6elpfPnLX0atVsPKyso2z2nM+84N9R4JrlaraLVaWFhYwMLCQjiyWE9uY3RLDRS2hfNCNyiyb/r9PtbW1oLXMCYA2Ha+Idoex8uxJEYpO5uXzXZomZOKWCoH//ZS0YCtl+3yXv0dM4JtVMjOa/7N9U2vaavVQqvVwiWXXIJms5ny9m1sbODee+/FmTNnAjFSr7Q6TYC0p7dYLG47otbCtj223uxnKlfVmaTyxpOjWUYk4e0BsOOnDgx7r7bDXlMqlfDUpz4V//mf/+kaUWxHoVBIzQGuAz0oJpZeRxmm9c0yoNSBZg8b4A/nFWWY12deuUQsshbTTXyuprOw/1TWeifkqbMmVt9JgtVb1ibhZ5bsePfa7z3QjvB0kLWBvMiOjc55638n0Ucdb8KmYduy6EyIOX91bisJsrZJ7F79reV512Y5PmLjYD+3ThauRSB+sAXX9N69ewEACwsL+N73vofl5WV0u12sra1FdfyoCAgjjeVyGbOzsyEapHLRzkmLUYchUb7pu5DGIYNa/1j7LBnyoDLrfDGxRMg7bQvwiUNswJNk64ABegK5wNQjq5EBbsxSAeSFdan0szao9vv9bQavZ1hqmzQtwxopsXtZB5IArQfbw7Jo8FphYr0v1sM0ipDSi6L1IlSRxjwE4xhIrJ81NNUwJQGpVCqYnZ3FDTfcgFOnTuHHP/4xVlZWgsc89gy76KzAo4BvNptoNpthvNRo4zzi/POEgvYJCe/KygpOnz6dUgTaLq+P1FOkR+FqXUYJLpIwVUK6biYZWQaJfq+wYX3PYB7Xo+qRIb4EdW5uLrwomEYlX5Kq63737t0h7W1jYwN33XWXaygoqWs0GiFdIosI2cjKqLaoXFQ5mNXuLIxzjee11XvVsVEoFFIOFFuPUqmE6enpcL+WqfvHKIN5aALlAGWwdRjwWbbese/UaNUMAvW6K6FQmUL9FOs7Ox7qAGN/qOzU+nh9ZiM6amgz7UnnuK6fR8OIeayRJT9jztPYdZzH6sD07qc+p3y3zslYZEdTFmPpXeOsd6vzGNVSuynLi1+r1UIkOnYNo2UkQTaDwvbHuKTFfj6OLIrZJQrrmM16Lr+jbbBr1y4AwLXXXov7778fZ8+eRa/Xw9raWsoe8cDDcNTxQh2xZ8+e1MFfXl1i0Pbp1gTuO1peXg776vWeUTaF2jVZhI5zy4sKKQnSveTnioklQuN0NJBesFZZ6qKyXhqeoMR8UBoEqiB4jSUNFPxKnmzoGEhvvtbr7YZ69QiqUuR9wCZ773a7qVOeWNeNjY2Qz20NG04kJTwUrPzOfs+67yQ9ynox+Zn1WI1aSNpPRNZisiTLErapqSkAmwbNgw8+iE6ng0ajEfbRlEql4Gmn0q7X61hfX48qm7m5uZC+NMqjY0Pg1jAfDoc4e/YsBoMBzpw5sy0NyOs7wjPy9RAMVY7A9pP2bBqCpkqO8khNErLawvWvxMeLBKoBatOAYkrWm4/VahVHjhxBpVLBgQMHUK/XQ3lUbp5Dg7ncw+EQt956K4BN4vuVr3wFg8EAy8vLKBQ2o8KXXXYZZmZmMDU15c4XW0ebfpvlQWX/qJEOpMmjNZxjoPPEttU+cxSRt8QMSB9zr+CGb03p856h0f9ms5k6tY3fMQ1bjduYV9qDynuOg5WPVmYqGWM7eZ3CplJ6MsW7j58pYdJ6kGzr4Qjs55ijZ9IxjpMuixBZEsRMFfYfbQwlxwTnqzoaPZKg9oPaITHSo/X0ZJk6YVk2dWShUAgkZ9ShI1qO1S123ek6sm30nNG8R3/HYMnQqOtHORls+r4t29pA5XIZu3btwqlTp7B//34sLy/jzJkz6HQ6mJ6eDoSw1+uh2+1ue746svmyZtog6sD3dLzd12ZljB5WBSCQIHtiLtudta51XGJZNbafraxQm8naJeeKC4oI7cTLrQMRK9t6VTlBGGLkhObitx4uzzjVNBESFP7PMrhwarVaOA0OSCsvbyGWSpsvJbMHHQCbk7ler28jZOrRp3eJ5atw8Qx0u/mf1/Fa2xe614Sf2fbEFL3W2yNBqsxVWFtvgh3varUaBMb+/fvR6XSwuLiY8jI0m83Qp0tLS6hWq2g2m+E9LcAmOWq329izZ8+2vlBFxTA/TzzUOrNuKqwobPRluuwXEmYaGfytfaGCRomtNS75t90QyTorYfbWxaQiKzTP8acjRNusa5FjrNEyjk+WEc/n8DcjQUePHkWtVkt58qwzRQ9OsYaKHn7wwhe+MBzRyjQu9cTq/Ih57WOHC3hQUs/ydf0lydZBKZ7hwbmlacNKhsath0ZNrIxSOe2RoUajEVKAY8RFjUsgfbwxlXKj0Qjrl0aELTPLiOY4KsHQa7y0Mn7O/U5ZY2fnsFcH73+rf1R2eHuD1OhWY1l14YVCiogs4hO73toknCt27LVcygTOMTV6eR3XDv/mPToGnl5m+fzM2jF2DpTLW+9hZBo9kCZDnBO7d+9OkXwgneVDOUIZ7JEgdRTH+pN/j4Nxr2N7s2D1io2KWqIGbPb1zMwMlpaWwv+NRgNra2uhP/S47ZWVlfAKC3VQl8tlTE9Ph4wUAMEJTue9rkWry3V901ZQxwpJkGakaFu4nrVtlshkkSCP5Om96qT39oqdCyaWCBHeZLfsFkBKafD7SqWSOvmJg+pt/NNICq+jgWy9GPzNctSTR4NnOByG91DQ0KRQsJ5eghOCCk4/p6HM8guFQkoYUvjY48NrtRo2NjZSm4RVaPJACWuEqMHneRnUE6ynrFjhaEkQ+43joPCMSut9tmOvHjX+5kICNoVNq9VCtVrF2toaarVaIGx6HdvQ7/fR6XTwyCOPYHl5OTyvWq1iZmYmjCEP8/DC0Trn1EhoNpuoVqvh3uFw6z0uamh7gl8VI8PVSmBsio6mXrBtnDecs9VqFd1uN7yji/dqX6uXfRLB0yeBrfmlL43j+i4Wi4EwM3eb3zFH2joL1ENvI58E1+bs7CyuuOIKLCwsoNVqhXVlyU+pVArjZA0W5oSrkcP0WypS3RepEXFvgzxlpufl84xn+x3nCNcz1x/lqb2fc5ayxb58VPuMfWuVsF7Dz62DbDAYhLb1+3331KpLLrkE999//7ZTqnR8rQzWaBDLZrkaMeK88fZJqrFq05jUc67rWWWglkM9w/GIkbpxDMbYd6w/D3ihcVsul1PzUa+3uon9N6kY1W/WoZhlRHuEUOW+rm8th/Kaa9pGa1Snew7F1dXV1N5ElSExuWVBJwxfVk45ShtHidczn/nM1IvctUw6D1T/WtgsFeuY0P6OwXPEjLoO8O0QLUd/WC91WPA31ybrnCRJONhgY2MDZ8+eDXuOVd+qTbK0tBQcXB7YN0zfVee73WOv7eW1bANJuh4uZgmUZkxRZup1w+Ewtb+an2mk0pJt3VbA6A/rQGd/lnwbFxNLhMZtNJWvd58qZyuQ7SLRz9VjyoFSjw6QPu1JSZCegMYDG/hCz3ENSxsh4ksT+T/3i/B/KqdbbrnFLY/eQy+kznt1r4nnXaVgZd8o8fQEh/US8141oPi3GoEWKhQ0lUWFflZki/VSY6tWq6XSE/R7hpzb7Tb6/X54YZmCC5Xpc+qBV2OGfyvJVm/J+vp6apOoGnVaXiziRRLkkU6dH/QOMfVKo531eh2rq6vbTqOyUcBJhc4Dzh9G6/RkNTou2G+qiNX7a2WNXYeqDOlomJqaCiRIx0CjxTYiquVo5Mg6EKhURxmynqOIdeQatEaJjUZou60C1LbE6mLnuB7y4Sm6nXjb7dgomSExUhw7dgwnTpzYlneu8skaEroO1WhlVLFYLKbet6LzR8dBnXCeo0k9utYB5Ok3tteu23Ndwzo/gK39CNbpxzmroGxR4z42jy4UjKPTVW9ZwpFliNv1qnJMr/fuIzgn9aWe9tmjSBDhjavdAqCRTq8fALjrinPMppHr39rXo+a07btx14A3Jnye53iwBM1bqyo72F/T09PBSUnnKR3munZbrRbOnDkTjapyHHq9XmqexWDJD2FJkEdSVWfYsVISFJNDSsBVn2kQwN5zviQImGAiRIyawCpkLUPX+9UQ533AdsPVPosDpx4AnQhKgnSB0vBcWVkJBleM2cYWHbCVzqakg/eo17VYLGJ5eRkAgmebz9J6esadTk7PGNLn8W8VoJZUjuNN0TK5KOx46PjZflFvkRqP6nW29Qa29lqpx1hDwPyhMJ+bm8PS0lJQIDSsWH6pVAon0rEd2k9K1Ni3KnDU66FCVvtGy0iSJPVyNhIhTxHr/KDXX0kZDbe5ubltJ7RoeeNsrn28wpMdGikhNN1EUzUAP7VH1423nhnZ4THrJEF6dDrL9hwq+gwlQVnGRQw01u31Ks/YL7bvvLJteiaAQCz5PAslTXY9M81mJ8ayvVZlvMprzml1UAGb483U5JjS1mfZuaBl6YsmGYG3+oZQsquGq+0zjoXNRvCMaXXoUAZ65HAcjGNcqgzxxsG7Z5KdKecLnZd0SvJzq0etDOB3Ct2/a58D+CdIMnVW32nklT9qDdpsECVDSpB7vd62aG+M0Kt8ZZReoffotVl11X70+ipmXKuetY5Fm5liZY2nE7LIkPaPEhONqPOwFtoh3oEBJMaFwmZkiPYf+1P7xPapts2SoCznms7RJElSJ5raZ9gxsA4VXlMsFlGr1YJ9FosWngsmnghlCVDrXdCOVSFAtmrvtQvJ81bYa73yPWVGjz9TsnRyegvYehQ4cXiCh32enlYGIBU2j4VSrXHHBcRyNCc35n2w5VjvoRXG1mhQw4fXxbxp1uusZeji8u5XIzJJttJ3gE1PzNmzZ8PnFLya1sf+7na7mJ6eDie7KBnSZ6mXW4mlQo0aDSOzPz1j2wPJkKbjqEcN2Mr95bM0OsUUCc2/ZV8x3UbfozTK2zlJUOU1GAzQ7XYD6dUxVRmgR9l6hoqC/cjI4q5du3D06NFAgrjegDRR9kiQjQTFnsv5ozJOjWcbmdW62uu9shUafbTKlGRIo8i2LrZspnZwP9y48K61ZMj7jiiXy5ifnw9pPryGdaUh4BkPNhrOiFihUAgOML6mwcoJlQ3qAIoZa16aidV3nh7zvOo76ctxETOu7PcXMhnyMiIs7LrTuaUEIku2aDkxx1esTnSc8ceT6ztxROhzbPrT/Px8KqKgGS5Mi8tyCGu6lL1GHdCx+eYRyZi8yGq/tXOUAOm6tnKUz88iWvx+bm4OnU4HvV4vZY/pXjtmbTSbTXQ6HVdWUI4Wi8VtZEjbo7KO/1Omq1N2FDiHlTTpPkkvCmRtOWsjURbq4UWPlsyYWCLkpQgRnpFpGbwawgBC7qQqMwofpjV43juWpb8tUbAKk4OoKSs8qczbYK0LW42GlZWVcL8a/Xy+kon5+Xn0er2wv4jtprHM53Gh6r4AGsD0HKsQShJ/MyfrmAU+QwUKF7em6eiP9qFGa7KexdQXHUPrddD9GLt370a73cYjjzwSoiSqGCjk9G3gnDsUGuqxVS+SeuNifcVjvD3vuBXgniFBoWlzdFkfQt+ZpXXQN8EzPU/nlc4VbfOFAu3zwWAQ0hKULKuxqV58jwypd5x58/V6HXNzc9i1a1fqYAA7vp4xos+MRZ0JrhFvnxcVtiV4nrHlzVc1OvjZKLnLNDHrBbTXW2hEicja7E9Yg84jQfxcUalUcOONN+LEiROp+a7lEna8NS1EyZCmhdGhYHWFlf1efe3BC6oT9Jl2LrF8rV+WUyuLTOrfOzVGbHs1QnWhwSNBnhxX6OZ3O5axSJvCkwPeNfpbHauxQ6RGgbaAOk2BdGpeq9XC7t27g1yt1Wqp9HbWwTr+dP56rwlRWLlk66jlxdoxTlv1b/549bLZOrzHc1BYWdJut1GpVLC8vBz2gattx2dyewV1tge150iG1CHl9YkevBVzbmv9bf+wfrQRNCVYt3KwXt68sxknPBDM9tX5kKKJJUKxha4TzpKHrHKskacLLxaV4GQmsbBKl55MjcCoEmMZg8EgnDDkba73jKokScKJItoWGvX6f6VSwcGDB5EkCbrdbmr/EuuS5a3TcC37V9O1VPDFQq1e2VaRqpfI3q+GG59p600BoG3T/H9LLgk97ahUKqHdbofIyJkzZ7C6upoiZhxrnWuMHFnDku1SD4knGHkdT4XxlJEdV+0bQt9LFPOYad/rfGS5eqxyq9VCr9dDu93G0tJSymixaYCTiHGML43extIAlZB4n9OhQhLUbrdRq9VS73ngdaxXzLlTLG4doa0EyiNB6+vrqVOHFLHojdcvrL8eqmAVowc1EkYpLOvUYVtZd5WNVhbEMCoqzLI846lc3nwbe6/XC3utbP08g0Y9+rpWtC9otGhkVstROR9b6/q//W3lnif7uJaVDFkDz4M1hOx1GqW098WMW9bnQsJOI0Fqe1g7gLopRnLUSTNOhD6rr61OsPX09Bavscap3lOpVDA1NYUDBw4EQ3Y4HIZ3KTKO7qIAACAASURBVOpeWOvAs9CoCMG1pY4HD7rerewblwSp3eKRIG+NxPqT/+uPjjUPnACwjQyRyLDser2+7fQ9lm/3qo6TzcF9sWpLZDm+LPQwMZteT6gMpE2hUUSCfcEIGOeKfYfSuWBiiZAHNTqA9Gk66qFXocHf9oABIH0SkyeE7ILngrZCrNVqhXK73W5KefP3yZMng6dEU2PUQLKREebNM/9S28O6VSoVLCwshHA0vdtMwwHSOZz8Xxe7KkrWwxogdrHoPVyEWZ7KUYaYPkeNAz6Di4fGPcdC77H7W9SAZB/zu2aziWKxGF50xnFLkiTlIdEToLrd7rYjPRn5oxHMPrRRvuFwiE6nE47FpEBQ45sCw4sS2DZq3yg8j73tay2DJJ5zjSSYe2a8TfSTBM9Y80AyVKvVop6wLKOGxmG9Xkez2UStVkudDqekJqtMnac6F+y4Ms2ExNquVf62EQUAKcWq61ProtGMmCHrRTT1Xm+NZ42HGvcqP61xrRHOmLL3nm3lHtPjOp1O6hpvPxWQNujt+Klc5HWa9qZt8PYIZcGOJ5/rtV2NZRt50LbHCJclZdbxNaq+tlzVE+MY8JOAGBlQWKLs3W8/49zxTo6zOk31n4KOOh6OxPuoZyhb9D15ipi8AbbWNU+pVIdftVoNL1HlmDM6rJv4RzmuCXUA2Xv43Kx5Ze/xHIbenPeuV5ngrZsYGbJlW/nO/+lU2L17N4A0GVKnC6FRVhIEzQKiDWztJAslLmrXWBnLumvb1VmtmTsxW0FlYKFQCJlL+iztu3q9nrL9SArPFRcEEdIJQ4ONi0ojJrrpVr0uKpTsxnkaPjxW2UJJy8zMTLhGjyvkGe4ULjFji5sVlaQosdNJoWyYi14jTyRBjUYjHMusC19z39kH9rcqdC1XrxulGC154yLkYrUGDY0d3RCo93tK3x5+YOtk66yfeX3Azznmu3fvxsmTJwMZ0kMM1tbWwiljdj8Oy7bePLaRfcxydDMh62JTJLTtJM28Vo8djQlmjqkl/OpF6vV6aDQa267T8Lv2vRfFnBSMmiu8hp9zXsZIj/Vg8TMaL0yNKxaLmJ2dDe8LihmBnpLjT2zPAMd/dXU19eZvr31UUDEyoZ/ZjcoszzNctE66F4BrZ9w5481ffq5KVvvHjqlnELEPtf+sp7dUKuGqq67CiRMnQhmxlBxbthJF7Q+OG9sSS5XlPVnGNNvgRX5tOV65JHu2T8eFGuck+ro2Yh551t2LSE0ydLzsvPLgkSDea2GdKdq3aoPwBcxe31O/MCtEHYM8fltf2pzVTmvMWycHdQXnR6VSQbvdTr3bxssioT60xCarHhrZJqxDQGGNeHsP56VHVj3DX1N07d4g737PdlJdoUTaOk3m5+eD01Xr4a1d+y5J7Tc+M+ZsUSLjzV87d72+1DI4rt61WiedE7afOE/K5TKazWbqBDlN8TsXTKwFox6Qer0eiI0a17rfRNMo+DnfnaPRDv5mubVaDZVKJXhvuV9mz549aDabgXBYT7waowqGcx966KHwYiqy8uFwGCavVSwUXCqAVGFTobBPyuUyZmZm0Gg0cODAgfBsng7DiUzByefzc04+6630lDzrwvprXVgGr/c2/zKFh2WoZ8ouUpJbTcvyPJj2HrZNDQ8tW/tevbY8RadWq2F1dRUnTpwIAo/khe9h0rI4LuoV05cMWs82T3+hd8nWU4UWFRewdUQ2iTAPWLDt1nnOMWUf0jO3urqaUhJsO9MYuAbYVjXqLgR45Mb+TY8q170qFVVkntHdbDbDetu1axfm5+eD4eHNc/u/eoQ1nZPfc9zX1tawuLiY2oOo9SRU0Vlng03V472ajst+sFA5qnKRa2tjYyPIbHufJfCq5FSeWuWqn9M40LQRbQN/2/XvfT49PY2pqalwypV9pu0jrbv1Zlrni5WJlnx7oGynU4/vwrPv9lAZ4YFzSY0o7VOdT7ZO1A+cf6wH56U98QpIv+vF9rN1oE0a7Fr35oOSTftdjBAB6ayUer0eXubNKEGtVsPu3bvRarVS461zXg1Qq8+BTQesvrCb46p7aGOGutcWPl+NeJ6Qedlll6XusyeJZfWbNfbV3vEMdnVC2LWu93rlW1vI/lC+2DXjwd5LWWDlgbbbAwnmnj170Ol0cPbs2bD3U9tPGavlUFbbFMqYA45jbbd8xMZe662OOEYesw59UqicZ101K0bX1uzsLLrdbur1HueKiSVCHmwH28Gywpe/rQJSwdNsNoOgLxQ2oz4LCwupNCpOGi4cGpfWmK1UKqjX62g0GrjiiivQ72++h+a+++5LRXP4Qk3WzyNa2j4uTIakKTzVU8ey9FQWYCvly6bljPJW2X6LCXhr8PNvz5MZ89Do31zgsQ2V1jCxXgtL4hihIezCpzJgdI05uN67WTTap2RI+8J6YWg0DAaDEB1gfWj0WCOW7yUaDtMv81SjVsdAo2taV85bVTaaCsfrVLm3222sra1tO3RjUmGjnlkGKJCOGnADv6coLSgvKAP27t3rkn11BmgdVWmpoaL1I2nVNE71+nqed48EAUiRCOv9tf1nlSnXlHryPC9oVh/bOezJBrvfks/Suun6431ZddC+J3GbnZ3F0tJSOE5b5WMskqN94BEc7VsvaqT/e89hVJYbzrmXSQ04C51r3vd2fwaNNq2fRiE5n5UEeQYLn61z0crtSYcdsxjsfCC8MbO2SKvVCv3NEydnZmYyDdrYgRheJHplZQWLi4uBnNsUzSwSxPpasqz6Q8lVDN56V5nE/z055pVl/1YyYvW11aO8T9ti6xPLvGCZ+gztJ0uA1VnJtWKdOCwT2CLIhCWTuqcRSOtxOknUKWSfoeubbbVtUFh5rc+ORZy1D1ietjtGLlWf0IGcleI3DiaWCKkhCcTzwdV44P/q/QK2Ol9z75nDT0E0NTWFyy67DK1WKzyPA6ZGutaJ4PG7jUYjpFtxgrXbbezfvx8bGxv47ne/myJBeqqGZfExVs2JpRNdhVqz2cTy8nLqhBaWp5EhlpW10K0BZ+vh1ZHRBy4CkgorfGyok+2yGwGzvKgxcuYZmgT7jAqE9WXq2/T0tFs2X3JmjRqWqS/KtIY3hQ7nTaPRCGfle+0iuN+LHheb06vCxO6PslBBqtEm6xXi/3oK2SRD51DMqPXuIfSkR16f5UAAgN27d4dIc2xs7Ry1R2SrUaL3AAhjY1+CPOp0R7tePUMeSBuy6lBQaDTUM/LsfXYdW2+mLV/lS2xOW3ieYO97m8LxxCc+Effff7/rPMgiFpYwxYz/LJ2l5IPGcKGwGQmwTqaTJ0+Gtb+2thbeGxfrI2/MNN1WNzrrGtE6KQnid1b/aV/ZiCSNmiwv8eMdo5xBMUPYu07nkz1cpdFooFwuY//+/Wi1WtF0fY0MevOSWwg06wQAdu3ahX379qHX6+HBBx9M6WBP3niwc8qS+1idWO9Yv2SlVY2CkiDP6cO/dR5qOq+SMyUu9n1ytn1qk2ZdQwJkSZqmYatTk3XkfLCwegJIR3/U3hiVoqxr3EbLYjYfT621siNmt1lCxL5XJ4+FHtzVbrexvr5+XlGhiSVCQNpo5f+cLNb7baFGYpIkKc9uo9HA7t27gwHbbrdx8ODB1N4dYGthMV1GPYmcYCp0KLja7XY4x12ZbLfbxdLSEs6cOZNqlxIi1p3Pt4YQJ4h6c5JkKxrheRq4h8kaWba/AD9HVomLCi3WXRW2Hvto9/bYZym0nz1BxrpboWX3J1jB4JEnkkOWqdEn7vOyfc/yKDD4PdMCSCB035k+j39zDJvNZmivbSuwtQdNyaQ1KFRQZxncer0+KxZ1SJIkvNtg0kFjn4aqF02M9Z06QDwD0EO5XMb09HTUeIo5HNSgiBEhJRUxZeN5SYH0oSNWjtn5Y416S0jUE+w9l/dYA2EnTg0gnUYxLqzX2sJGCC3oFBll2OkzlERoFEj7h1C51G63UShspaQWCoUgSwCkPMIAcNlll22rx8bGBn784x8jSRKsrq66xxrb9lkj2ut71W/q4ImlZ2m/WDIETPZLmbMQM9xHkSHaC61WCzMzM6jVapibm8OePXtSe4Rs+ik/4/eek09tkWq1GrYAqC1Sq9UCGcrSH7bsUYiRKS8d0xJ9wmaSxOAZ6qyDdy1tQv3MOhBZBuvrZSFZGylGhvRz2ipcR9Ypw2fattvUZf1c+1OdFfo3sHUQktcelfVWfrE/rB2o5dg+HReDwSD1ImpbJ/6mLcto/bk6ZyeWCHkeQY1yANvz/DnYqoA0DalUKmFmZgb79u3DpZdeGqI/AIICspNTYUONjDBRMPHUFP7WUHGSJLjhhhvQ6XTwne98B2fPng3RIc9YBdKRIu9/vbdYLAbyZb252qe6iL12MvrgKTmNrFmPihpaWSQgZggqCbKC2QpXrTvL03cl2X7h/4wADYdb+4U0Ssb9N9PT02FPU5Ik4SAK7+QSHROmNKiXh89Qj5Se0GIFodZfvba8h/W3AkS9MtaQtf3Je+v1eorAqfCcmppCq9UKfTWpUEOdczVmhHvGC+WJns6ThX379m2bc7Zs+1tTXa2jwtZHD4ex348ycNXxwmeoU4cYRUCUBFCueieteRF82/dZxrjKdP5vjQG91kYzRpXPz21kDtiK/nseb7ZN+00dLPyectKSXB6Y0263U7pE9YmuS11/GkUirrvuOgwGA3Q6Hdx3331hvlOGxdptD9jxQJ2oHuesay904gP4etVDjAwpCZqfn8f8/HyQG3qgAZ+lpMeWp2PCOcMoE20RddRxHI8ePYoDBw7gvvvuw/HjxzOdFLFxH+XctPCIgv0ulmYVk5+2TCsv9DovbYv6wBvTmMPW0x9eBFzLVXnLMbDlU4ZaBzJf0KzOWNtujaDw/2KxuO0UVF5DZ486xbLIsGalaDRop9D+s2WwjzQazjqfK+EiJpYIWWNAf9QjD6RDhRQW2sFkyAsLCzh8+HB4twfTnVgGkN5EB2xtnvbqR+XFn3a7jXK5nCJB3O9BzMzM4LrrrkO328W3vvWtcHQrU7RiQsd6XrmgLCHgsYMMYSps1IewETb2pZZNRa8eZV3k1otghaQnBLM8USQRNF61X6yXwnpQdF7oYrPt58Jm3fk9U1SWl5eDYGX4lm3nZmZNSSQR1dRAFcwqbGwKoE1xUxLkbRj3FIDCChJbF36uqRNUwuw35pN7oetJgY0ma4qPnX/aN5ZgFAqFMOZepJHrvdVqpZSLPtsqS8KLYIyK8HlGVswzqXVRh4R6KW19rCc6FhVSR5M+15NnMWOL/evVw147yhiPkdyYsWoNlayon5ZNMkMMBoNUyiIPPLARN40gez/WucZnaftZlt3DVyqVwssI+/0+Tpw4sU12eEZhVr/wmd733ufWgLepwhcKYvPJwpO5PGFtYWEBl19+eSC81CdeFMDz1GuZSpyLxSKmpqbCfNAUOSVZGxsbuPLKK3Hw4EF897vfxeLi4rb663qPtV31G//m2vecdhZ2jap+iz1LdWWszp6TyGuDR6i862LQMbbRFbVLuXZjJIJt0peSco+M7i3WaLyeKMjyOcbU5d4cooPFkmzPiUobRE/N9dpKmefpJk+Wq5OV85fETR3MrKNuK9kpJpYIeROHHayKhQwS2B51YIcWi0UsLCzguuuuC4cjsKPtRGI5Ck+YaQ51sVhMHbrAcmq1Wjh5jm3q9XqYmppCuVzGk5/8ZHzve9/D4uJiMMpVuWZ5HjgxS6USHnjgARw9ejT1XDVmlBB5RMYqRmu8UJjFSKHey7GKGXseobGREbtorBCObaqkYcextMTZq69GF/Xzer2OXq8XTv3jQqeC5zPsUab02FCY6XM5HnazoEeCNEzOH44566vCVhWWNRw9pUFhynvr9XrKcCWBPx/h83iAKihdhza6YK9X5egZ7fq5JZ22vJjSY/meseFhZWUlM12Rz4qRD5WPSrCpPL17AP+QGs5trl3Pw8l7rZMpq/42gmOjz+r00vmrdfPKjZFc3rNv3z4cP348GB0KPQ1Sy1dCAwCnT58GgHBaqJbPMimb+VJnIJ3fr17aUbAkQx0xvV4Pl1xySXCm8AWFbH/s6F0te5QHNossxeTRhYDYHI6RBevgmJmZwRVXXIF9+/aljtv3xt7aHmrU8nuSJ91zpCSIUSGSbC2b7/+54YYbcPz4cdx7773o9XphbXltUjuM//d6PVQqFTz44IPYv39/am7bdEqPeHjObq//eG3W3NwJyfcwynli9YLtFz5DnenWaW9htwUQHL9utxvkiI69/QG2tmNY5xJlNH/bLRSst46R2il2XDxbRLd3ZPWz7lNmGUznVEKv/WuDCjvBxBIh7QQ1Zq33nx2mRj0VKidGvV7HwYMHMTU1FRamFTp205qti3pRGU1iWRQ0mmpED4wNXXMwGba8/vrrsba2hi9/+ctu+4kk8U9R6nQ6KUHDyW2Vr+ZXWq9S1oRVb5MaWXYRaZn2WjXYPXCxWW+2LhLbNyo09RqN2HA89UWldoHadBZgK8xcq9UCIeGJfSSfsbYoQea+HqvI6FnhCX/WY6ZC0YsIqXKxR1FaUGnYMVAjXt9NwetqtRqSJAkEaVKhSq1QKKROe9Q56nn1tAwqDio1z1hVg5bPyyJdBMuyRof931OSWQaBR2iswaFrwltnSl5s+oRdnzECNY4hbHP1tTxvX5fX/2yHykCvXh70/SraLrvhWPfK6AEX5XIZl156aViPy8vLqXlE7yz3B3rk167hrDkT+45pNGwH53WtVku9eDdJEiwvLwePrKcDbB9n6YtYhOhiIUEWMa94tVpNkSCNMGcRYOtosMRZSVCtVnNJEKORtj1cMwcPHsT8/Dzuv/9+PPzww9ucB16btE82Nja2Oc7UfqBtYA1+lW0xx5E+h/AcNPo7hlg79BnjjLOVb2p3qt5VeyUWXY09jzKG65o6ulKpRF+KC2zJG1s3z3nK79VRps5X2j0eGSK0bGD70d1ZThPuqyYJ0i0raveeDybWgokZdQo7gTzWXavVMDMzg71796bSYoC0MU+DV8smVDFq2gIFjQoh9bxwcNUzwAnJU6V479Oe9jR897vfTR2XrG1W43hjYwNra2vhRar9fh+nTp1KMWYKVfUSazTCEg4rhD2yoYs7K6c0y0PsXesZ+3paoAoXz3OkSkE3JFLJ29P+bP1sPZlCwBfgqkea5fFvFUysg3rMbd8Bmy9G5YtaCR0T9dp7AkQ/Y5usYWX7k3OXz1DiQy+19bBfiEaMfcmfCm79n9ezvzi3lDRofxUKheCRZzl2DapcolEcOxbU5nDzSHOFJUKe4R/zvOpzuFZiR6kqmO7lpVxZcG2OazyynCxDBdjydMYMtSynSwylUinIT5atzgI7buox1zSOcrmMPXv2uM9otVqpSCznjv4oYuSC9YiB/UPZFZPDjBwxWmTlYZbH24Ot74UmPwiP4IyDarWK2dnZQIJorKrD1HPG8jOPDCnBYXRHbROSLRu91LYUCoWwn6her4d0rE6nk3IA6z02slMoFLC2toZKpYJTp07h0ksv3dZHqls8x461S2Kka1wSk7V2ssq2hN8SLC9CZf/nNZohQ8eYV58YqFdsetxO4bWZdaNO1BfX6vhqSpzXb2rveGSe9lZW3bgGSIJUd3qRsp1i4olQVgckSRKOIbZnqtPLffjwYRw5cgTNZjMYyGp8qNdTw4YWmrvNF7BSCFHQMDVO94547eLA8/56vR4OcQCA//3f/8Xi4iLW19fDUYWDwQAnTpxAt9tNvTC1VCrhBz/4Aaanp/GKV7wipcw977V6Ca2S1ChErM56D41DYPtpTGoIaj/zObxGN3Dr9bFFy795jQ0TM+KiRILX0LiMkQd+3uv1tpFmRtRsvVj/lZUVTE1NhXpRcWk9mP5IEmSjmFpPbyzYPt2DpG3XvqbQ5DyhwUtjl4SdqZvsCxpHfF/NpEOVkgp4jeyp4RszGjm/9aABygMaGHzbunpZtR4EZQiNFo06xE7S8eZEsbiZB+55WO3fdi4SGon1PJaq0AlLyDwvqhKTLEVvHTK65iyso0vrxjZQVpLcx4wXLxIzMzOTOtbee67nMLLe1eFwiF27dqHZbKYMDa896pSz9WJ7RhnaSuLZn5xjSpaZ2sfPSdy5r+nEiRPh5YUxg5Ny2u4fZd3V6FMnwSTDM3QJO176P/+mfXD06FFcfvnl4bRA2gBWflvno0fK6US1zlhmqOjL4vWlzvosb93ywJ9nP/vZSJIE3/72t3H69OlAinj9xsYGer1ecND0er1A7E6ePIk9e/a4EQE7J2w7rY63xM86qrLGwzqfFNZJqc/LIhsxJ6HNBLC62epx7Qe91rvGZmQMh1svtlfwf0bl7N5eq/+4bUJfdq+Ex0aBtJ88sh4D9WuWY1wjQba9ameeKyaWCGURIN3XY410kqBSqYTLLrsM+/fvD6dQqCEYU5J2curnPPxAvekkQrHTOVSAWaPdtoGfXXvttXjggQdw3333Adj0BvMlinzLOMEUsF6vhwceeGCbJ4bQdBEadDqp+dv+bSe7J/hjBtAoI0j3wehvejKVrClhVSGqf+uitSQI2DKYbKqNTU1gRIj9S0MhSbZeWMsxVdjURTVclQiRaCgJ1PtYLyvovRQ3Xqv1USHKNquBPRgMwt4nGky2Paurq1haWjpvT8xjjZjnUSMVarzttGxCN7TTeFVyr3IqtjE69nwd/52kg8S8dxZaXwCpvrH32DXN/o0pKk8G2EiWPisWBdH14Hm1lRxqW3R9633WSOP/9XrdPZkvRqQ8mU7ogQmA/x4VrZe93+sL1kXHynMM2bYTmrZt02ErlQqOHz+Os2fPZu5ZUDLkkW5Lhi4WeG1l/87OzmJqaioVBfJOgWWf2TXB39aBShtEnbIkQPxMMya8+nrrk4bwtddei+PHj+MHP/hBigwxkrixsYGVlRUMBoOwjyVJEjzyyCPYtWvXNpLOOeoRISvbPKJjESMDtg/HccYoCcoiV4SuW5U/tg6ezOa9WemQLM+eTunNDV1resKcPsuSoI2NjUCCNOrjOTlsn+yUmIwjB2L2os65c8XEEiELa/hxUMkWvX0UanCo15XCRFm8Gi0ccE4OXssokzJ1elDswiYsMWD9deKqoKIg4zsj7rvvPqytrWE4HKY89HqyCLA5WT760Y/ipS99KWZnZ4MwyyIyeq/+tn9bsum1yS4YVcA8Ppr9qQJCCQw/44SngM8ytLSOrHeWF9bWlfdq2gCjKevr6yEywo3Q9h72E73kxeLmwRkEj+TWn/X19RTxs4LSi0pqWpZtsxodWcpDI2E0VlQ56gsWl5eXw3w7X2/MYwlV9rZPlWDHIsFEbE+K91ksDUDTKElCC4WtVCvdIGqhTgPbvixiof/zWpUd1qC3JIifxcr3iCawdapiFqyzJUnS+wut0WHnu9dGld3q1NJytd2x8mL1pT7Qelt5Qxmp0Vum057LWspyKGXNXZUJ2nfUf5xvqn/oSDt79mxoi1cXzxizRmBWOsykwtOL/NuC661arWJ+fh579+5N2SNZ81lhMyuAzY3jlB12j5DVZ7aMmK1i683x3L9/PwAEMsR1wKgQjWrOlW63i6997Wu44YYbMD8/n7IVYvaCnU/WLrAYFSWw89QjnNYBa2VsFqG3+kTJhv3MS1PXazwiatsKINgOPBVS7SLqEl5Le0SP2lZHKEmQHodtSaD2gzde5+sk1fR0Zso0m82ULE2SJGRA2X2XO8HEE6GYV9PmiFvMzMyk3uuSxbxtuF8NeIKpL5rypmFtu1hiE9zzNPA3o0pJkqDVauHgwYMAtkKdPBpbDz5Qj+zp06dx++234xWveAXm5ua27QfKEioKWy+SP10sKgg8whVTgjbEyvu1LKYtjXp3i3rWiHFeuqUGgkb2OJ66oX51dRWnT5/GyspKaJfOC6Ym1ev10AdUfnwbMgWYEgtLZLOiAZ6SYP/TO2y9vhplihns/LHvCer1elhZWcH6+no43n1SMa6BG9snp2XYNR6Lwnj9TcOEzhk9tVJJ0Kj6epEATXvz6uMRG+uhZXtsPrfKOs9bOo5CjBny3r3jkNIsqPGixIfjS4KihiLJjS2HYP9aD6/nKfacGxxnypVYRNkia/55aUcWdq6q4ayGE6/j8e9KhkYZcd54aT+N8nhPEsbpZ/2MpHN6ehoHDx5MHWWtfW/XfdZ6skRKSa21R4D0pnXPmLdQUsz1UiqVcOjQIQCbZOjs2bNhjmt2g74z8J577gEA3HDDDZiennbJl8ofaw/EjHBP/sb6yzpsbR/rM212Cq/RtarjZMtTWWzL9PpYszu0XC9FVuUUSYxNW2d5auuur6/j7Nmzqb2rJFHq6NV2evLY/s2x3omMzrLJtN9XV1cDyedn/X4/7GM813T9iSdCNPKoSGLKg59z02C73ca+fftSXi/1lFgPozdQeg67XYAUPMzD1Ov44xEM9VBYoaXPoHfn8OHDADaN07Nnz4bJzv4AtiYSDdqPfvSjeNGLXoRms5lKI1QF7hENrR8XqQpbHqvpwQolG2GzERrd80AoqUuSJLznKWYg2kiRCjFPMNl7vYXMHGv2DyMjFDTFYnEbcahUKts2M9LAZSodc3FJPCy5Ue+11l/rqbn72s8W1lCj8aVpOvTmaVsYWe10Ouh2uyHl4UIxZjzFk3WtZ0jada6w5JZQY4VRZMo0e/rYOAaRZ4Aqudf7bRmsP9c2kE4VVKKdBfsc73v1VmYZd+N6Fq2i98qwfWDJELC1NvWo1yc84Qn4yle+sq08NaJiXl/b916qK5+nThYiZlx515wL7LzNKpMOP5KhM2fOuDJGdacXabP673zq/1gjFm3T39531BdTU1Mhm0QJTFa0gdAsBf6tGS3FYnHbe2NU7see4YHlsXxdA8ViMUWGTp48mVpX7CPq+V6vF1L7b7jhhnBQMmKUpAAAIABJREFUCMvTKIxdr0SWk0XlWEz+jPO/EjGVf7Yu/J/9o2V4hCgLLEedTrpe7BjSZlhdXcXq6iq63W4gItahwx/9TFN9SYBoi+h+6hh0HLxo0Cj5PcoxzfnDbR4Ktpsk6FyjUBNLhHRxqWCh10OVBieV/n/06FHMzMyk3qocMziAdNRBj8cmaDhQiOlv/k14HkfCejcKhUJKgOkC4f0HDx7E/fffj/vuuy+8MI+KlRNaBdHy8jK+8Y1v4LrrrkOj0Uh5d9SoZn3UEGI/apmsM6Mc4xpK3nUkbJ5gUqGoRpqN1Kkgsl5aXaSeQlEFNmpRHT9+PBgC6p1gX3nlJUmC1dXVoJiGw2GIBrHtev4+ocLLEjpL+PQeXu/9phAlNHLW6XRQqVSwuLiImZmZ1OfLy8vbrp9UZK1zS5LV4LUygsRFI8IW1gOoXmEaQSTZutmZ69/WRdeJyhlvLnBO2jngQVMSrONA79W5HUtRtfLMGjUeabHRbFtXj3xnGZ5Zn2s9VW9oVNeSK42W2XZ6xlwMVv5njZ9th3rmx23jKNj7Ve7bepdKJezevXtbipwdb22jGuqeMTep8JwJ+tv7Tm0AvmNQSYbaEF4Z6qzlNToXNM3WOmBt6t04Th/+tnuK2HaWRzJ03333pcbYEhLuhT116hS+9rWv4UlPelLYu8TrVa9qGVlry5NrngNI/6Y9o/VVOWnrwbrouvXqkkWIxoGSLzuG1qGgWSVKbKwOUyKkTi3WkXafkg+Fp4e0roxIxWwPXrvTflhfXw9pndbRPBwOz4sEARNOhKyRC8QVvHpZm81mOEmFAkUXuCUvVLwaPQHShqBVhPbYW51AnuBiGZqeoUIstvhpLB07dgw/+tGPUsy41+tFvUmLi4v49re/jUsvvRR79+4N9bUESJ9r/7eLx7500RM+asRoNM/e43l01NBS7y3royRYYY05PkfHWyNESq5i86nb7eLhhx8O5ZIAadtYNw2fq1dDNyLyRwWVPlu9+/ybAsIaZlYIaX8ptA8VXBMqYFhn3d/AQytiRzxPAniKIscp5t1WxeORII2aqtOCGAwGWF1d3RYFIOnh3j9GrDWf33s+x0QdD6VSKWxI1meowtbodpZy0vZoBEOfrfNC6zmuQrJrQ+sRKyPLyZJlaIxjjOgzLaEdDodoNps4c+bMtmvtutPomedssdAInFc/64zKMrBHtXEnULnG/9lGEvTp6WksLi5Gy9A2q/POkstY30wCYnMr63+u/enpaVxyySWpfYHU6bzOyhLtR43i2Wti6bTWiPZgCTb1tOcwpP5kBsyhQ4cwNzeX2he0traWmkv83e12sbi4iK9//et40pOetO09boTOPSJmY/BvnbeeQW7lmFeefa61hVTeWTvCphHHSJr+1vZ6+7Y8MKqzvLy87SCXrHsApE7BVOJlbRHWQdtq+1TTH/m5lY363Tht472qF+z13gE2O8XEEiFPiXIieiF+LmT+lEql1P4g+54XIG0MqGJUb46mEhHWsNT7mI/pCSi7EK0BpEa2kpFKpYJms4l9+/YFw5r52xQ+ukCBTc9+tVrF8ePHsbi4iCNHjoRDC1gXSxzsZFbvCQ0mm/4FwA1papt18VgywXKVnNjns158PgkHofm22g77Jnjb5/pSXM4Rfq/GJI0YzavX0wcJzk3r0SDZ0PZZL5D2p45LLCJkx9GSTP5Ww8Q+Xw9gUIXcaDSwsrKCfr8/0SQIQDi4gk4D61yxXjhPtnDcNSKkfWvXNUGjp1gsBhLEd37o8c6e/FFFub6+HqK/Fp73bRRZsSTHEjrOd9sX6pTw2u09M6Yo7fd2fsfGwXtWzNgYBVvfarWKqakprKysRK/X9tuUP8qzUUa/ymsLHfdzIYTjwLbDGqRsU6lUwq5du9Dv99HpdNyXT7M9/FyN6Uejro8HqKy1hq8393TtNJvN1PujqP/0f3ufkiRvLnlOW68edg3p/7burJMtQ+vGZ5dKJczPz4c0LUuG2E9sR7/fx9LSEr7+9a/jmmuuSRFBIL4Z38J+ZvWc5zCP3cPnWseMdQizn+x97M9R0Y+stWDr5rWZ9Tl58uRYz7D3AmnZqgRIr7NOGOtEi/WPPof3WVsyNo/HRblcxtzcHM6cOTO2E25bGef89McJ7ISOdYRuAtUjrumNVUNvOByGz9UYoKK3AoTeMTWO1RiiECHx0lxgKjYVooPBINRP2+ntMWCbqtUqXvCCF6DT6eBzn/scTp48iYceeigQIraJz+FLVhcXF9Fut/Hwww/j2LFj0XQnGj8kYUpCrdBUD6dCTyWJCQANceo+Id5ryYH2D/tTFzL/jqWOKYlhOUmShPHhs9Urvry8jDvvvDOQB86t2dlZ9xlsM//XyIM93UXbQgFhz/vXM/6zPOc0vGx42yoZ7179XSgUUjnsAEK63CR7cgHg6quvBoCQZnb33XenjkC3BrXKCSUpngHDOWo3cdZqtdQLClutVohUc7w9b65Nl6HsqFarWFpaCtd5CsiOs+cYsOA1VqFTWdp5WSgUwgucVRFmKSeuh6x9PXbt6sZfYMu4VtmjERY7hrFIhCp5b8/i7Owsut0uZmdncfr0abffPNmmslGjOzFYw82WYes76rOs59i6e9fY+qi84gmmKysrWFxcTG3UVgejJ7OHw60TQM/VgHk8wBqFo4ienuQGbDrcmKLOiDCQltMqW+x7CPW6rNNQFUpYda+QrTfXyyjyzT6g/Lr55pvR6XRw55134sSJE1heXg6H7PA6dSSTDN11113YvXs3jhw5sk0mKPmIkQT7uco5e23MScRrrFGvBybEnq/O2VEkSOuoOiPmPOVa0md3u13cc8894VmNRiNFxDTF15NrBGW6lwaoNp43JixzVHaKOmUV6mwdFaEsFAopm13rMz8/7947DiaWCOmAKpng/5xUNPzZaZwYVOJqxBDWq8sJoPuC7ITliyb5fADbiJSWwzKUNHCzuvXAsEw7OS3oYXrW/0fem/1Gdl3Xw6uKZM0Dxx7Yk9S2ZUuO4sSAAydwBvgH5C1/bt6CIDbyEsewERh2JFnWaHe3Wt1kkyyyBg71PRDrcN1V+9wqspVEpW8DBKtu3XvuGfdZa+99zvnbv8W//du/pXe7B4JlBK4GDq16nU4n9GixfiPvA1D0jCgAnGeNAIrn62g6/n5d51Vm6VpkxxIncwou6Z7X8z1WVlZS+3qIE0mQhlr6+3XSZziTk0rmyy0v+l3rbhGgmSs7MOtRUw8GJykq02aziVqtlhZJc6fCZRe2O9cpfOtb38Lnn3+eNorwMacARNcU6i5vEVjQyYHkhUYZJUG1Wq2wxS1Q9DpRL+hkxTOf2CaRRc/zsIg4gdD+xvfn1jBEaZS9x/t4WV70Whkwi4xWixJ31UHT6TSNWV2/sYjMK5fmy0lnBE7nEajrvjfKrxIwYHZHQNd9ANJhh8PhMNwWPSJBANIhw9Ec9U2ViBRS3yruoGi4nOog7YuVyuXaCd0kSYV9mHpHr6sHM8qrp1PmudC+02q18JOf/AQ/+9nPCmnpfBcZe4+PjzEYDNButwt14fNeLg8u1JfVajXbj/VevisiXf8ThD3CdWrUZftGBqPRaIRPP/00LAPDrVW4hsfPmlTSF5E46iLPA+9jGjlPEL+X6XHHIRTOl+xTnCe3t7dnMPJNZWmJUE4i112u85axT1c6ericgwIVHeSnp6cFsqNrYkgs1CLqCimyZs6b3KrVKtrtNn784x+nXY5evnyZXWCsnfbzzz/Ho0ePCuchsYyLdLIyYK5eFS17TlhvHv6on6O6UA9MpNijfKpFwt9B0XZ99uxZONkooJ1OpzM7rlWr1WQtVWt3rn8SaHq7K3DM1WOur3i5HDCT/DUajaRs6vU63nnnHTQajYIFb1Hr49dZovVRb7zxBg4ODjAYDHB8fFyoIyUjDvhyJAi4WvDJfkmdQuKj1mA1lgDFMyDUa6x5oNVQrW7eTxadxCMAoP2Jv/HsGxcdu67DWBc+hiOAFT2rabDcrCPPP5+/CSHQHRTH43EyZFQqlURec2MvsharwSY372h5nQBF4zlXZ/58JNF7gKJRUXVUmbDuO50OgKv1EfOeU3HAtuxykz6nxifKIiRIgW8ZGQKuDICTySRhEQWoTr7duMxrrgty5Wm1WvjRj36E//iP/0j36doh1pUa5XhAPMea51//R78tIvP0it8b6cOvWqI8RWRCvd4aaaDtThLUbDZnDBmj0WhmR1j+5hE1kWc6MnBH+VRZZBMdkiFPmw6IdruNRqOBW7du4eHDhzMequvoG5dvDBGa1zHZeNw17cmTJ3j8+HF2sbcCaa4ropJQT0HkKtXPtCReXFykHepGo1EKMxoOh4VJSRVUbmDQe6RCxchydrtdvP322+n9Jycnhe2V1bvC53kw6ObmJqbTaQEkqpdNrdIsb5RXDVfRuvFdoXKEhWVVJa0DbFFrs/eNqOxK0oBLyyY31NDzD87Pz/H555+ndU9q1e90Ouj3+2g0GmkPfgKC0WiUAC7Xcmh75MhMbnCXWcdYxnkg0BWeptdut3H79m3cvXsXDx48SLuZeVstOxny+uG4bDabmE6nGA6HePLkycxzrI8oDV80Srm4uMCrV69w79691G90XRCJJtcHAbO72HE8UQdoWIUfxAvk1+mozonG1byxpWSo7GDUiATxf0SGXDR/N7HMsi6isBPPB9PUEF5+HwwGKe+6hoHkU+uzbMzN8+jkyI0C1HlerUVA2nW8bznQAlz1TxrOGo0GXr58mXSf6nAlVmp5LyO8yyTe9lEd+zVf1xeRID2kPUeCmDbJUCRqnNP7FM+wz+uY5hiZR4BU5+hW8P1+H++++y5+9atfAcCMcUnrjmOda5hHoxHq9foMhlhEyu67Lo7QfOb01OuQI69jr2u2DQ3mUTQJcGWMY3h1o9FI8wp3liO+HI/HaZMBpqmYQHUnvythBWbn/0UI6iJzi+q6ZrOJbreLjY0NvPPOO4XdVb8qQrr0REiVgYIGt4xpJzo7O8Mnn3yChw8fFiZjgnK1wGh63tl9go7Wz1QqlXS6MpULwbAepkkFR1Km5IwDpKwD+WRVq9WwtbWFjY2N5I3hpO2K0t2L3EmE5K3M4+AgwO/xvOk7fU0V3x8Rg0W9Ywr0PMSD73FQxH7jAINWEw2b040guPEFLRWtVgvNZhOtVgvr6+sFy9fJyUna2UU3lFCJrCHMfxRutygRLBOmSws47799+zbefPNN3L9/P3kq9Nwp3W3tf8I69r8lnncNUaI++Pa3vx1OOi4XF5cHvp2dneH09HQmtA647AckxCRBHPfVajWRoGgdi3sVFGxoOdQrGpW3TJeo9bMMoPKe6P06cfoGHF+laDtFYXoOJnL91I0B6r1n2JZ7bqm/fFxG4DTn0YnGtOv6nPfb08y94yaiXqF5YN71abVaxe3bt7G3t5eMfD4/qsEuqoNlkwgX8Lr+198o1BWaFnC1vsoPV11EfOcuF+INzu3T6dX6ZI4hxSRlZQXypIJtW6/Xsb29jc3NzRRJQN2h9zrZOTg4wMbGBiaTycxxJdeRnLfC8cFNZZHnc+SJUta++qyvXeX29ZomDffNZhOdTidFDnQ6HaysrODly5cJh/hua25gVRx10/qPylEmOm7W1tbQ7/fx4MEDvPnmm2g0Gmg2m2ldrXsMbypLS4Tci0OrSQSAVeHyNy7cY+yhbnagyqdsEa+mx0WAXAeiUqlUEjBqNBoYjUbo9XqoVqt49eoVWq1WwZrDfLdarQJ5K5vMXenSLf3WW28lVziBve9oRoXH8ATeT9DrSoqi3rDIlUog5IonR5yAS0U8b+/6MlEgp+0UeaccsETWcpaRv6u1X3fm0bMg2KcIaldXV9Hv95M38uXLl9fypIxGIzQajWQ99XrJgQlVPDmSRVEyWKvVkidoa2sL9Xod3W4XwBUB4mG2Zd6AZRCvE+/rup0r9UMZ6FxbW0uH4/JcB7ZbpXLp4dvf30en0ymcYUYPkYKPHHjmb5pP31HQrXsqOQ8sxcdBTtinuPZA36/5z6UTkZdIIkCpaSyS10V0iBu1OP5Ho9GM5ycCbvoeJQdKEij8HI1drbdFALb3x+uGi0T6WPtAWd15+ZjHzc1N7O/vJyMgCZDX8TdBcjrZJeovZ2dn+PTTT7G9vZ3ucRLkekBxilvsCWyVaOjYYN/QQ8DH43HBmEEswnzQSKa7pnq6Ko4FiEXeeecdXFxc4Pj4GOPxuLBLrdcfidhwOExzjkbl6PvLDDuR/ouI0HWMCIsYV1Su63FaNK3pdJrWB3kb64YaejYdAGxtbaHdbmN/fx8HBweFNdrz8ruIPpjnAYru8TSJR9fX1xMJ2tjYQLvdRr/fT6F/2m6vc67h0hKhSAjIIzcjhUqDgJYdpVarhfcBVwvogSt3Nb8fHx+nECdagBWAA1fEajwe4/DwEJPJBC9evCi4HrlOgJbeVquFzc3NZImn4mDedIDTwqYDmwpjY2MDjx8/xsHBAV69elU4s0eBPMlgpVLJAhtajlinrONoa1tV0J4GAUZO5g20eeJATid6fV7Bv/YTzZsrXu0L/r4or+rGBS6JRK/XSxOC9lm+m/WjA5tAjPmMtrmM3s8y6H8XDbmo1WrY2NjAd77zHezu7qLX6xVCtdRA8DpWuq+T5MgxUFSu+jlXp/QUMg5bdQXX/+zt7eHBgwcAkMIXvF97X/Xf2W84/qjHaF0um8zKNjHJiRsHWHb218lkElqP1fOraWlf1s+58X1dj2gUzlNWNt6jIdHqDeJYc0s2MLv1vBKWCGRF5Dvnddd3ROXQ9CNS6XmLyh7VQyQRWHESxHsIXr/44otEgNgm0brPZZaycRoRYwrr5Pnz54WjCMpIEEVDudl3aHRhGJWH6OaMDnoPdRxDvWl51w1eXO/r/Ohjkv2PIXKPHz/Gq1evMBwOs32e45ZlIj6iUSqak1V8HnfDqEuZYbZM3BCRS1vfW/YOLVekj3Ki44n9Rnc9VmJEaTQa6PV6KYw18gTl8ht5/co8u4pLo3T1s+6ouLa2hjt37iQS1O/302Zeikn43Ovok6UlQhwwOinT6sTfow56dnaWDoL89NNPcevWrUKaKlqxBBj8TwLkabPjKsvmANYJVbcp5P0c5NXq5Tqiw8NDrK2tYXt7O7kBabGPxMkbB8T6+jrW19fx/PlznJ+fh7vCuZWFiy6dcPF+DvCySVbbxsNIcpYzzYsSqZwV1GWesovOF9LfcxZYV65eDsYy12q1RCRzg/3evXs4PDwsPQhMQxVyoVEaZqKiZNzT0/w40FpdXUWv18OjR49w//59bG1tJeWqZWYfpSdjEav+11XmKU+CvSg8ICJDHDMkRPV6PXmLqayHwyEGgwF2dnbScxEZioBpmRdlkcnAvaSLiE7mEXCmzovGOL+7F0DLNo8ElUnOE5oDpNG9+p/6mQSWOp3X1fig+omhZPo+HWM3KRsl2jBF3896LnseKF+w7JLTz54nzYuSsWq1mtbATSaTggGSZVnEor8s4rpZrykJ8igT9qfj4+N0ppmToFzfUcJDY6xGpPj8rAvr9R7mQ8uyurqaDjsFLqNTNjY20nrGWq1WiMIpqxfqBobIbWxszABwlcgIHa1FjN4dffexXXZfmUHKMdI8cQLmeo6fy8LiyoTLHSjESSsrK8kwxfD9SFZWVtBut1MEg+ZbddwiedSoq3n9Ifc7sQSx7oMHD/D48eNEgkjKfWMV9xTeRJaWCLlFwgG0ggIfbNz958svv0z3kIGq21m3BHz16lWy4Ocsc+qVYT7Uwk9rIu/ztTrqFeLkUalUsL+/j1qthvX1dfT7/eRh0N3nnB1rHra2tvDjH/8YX3zxBQ4ODmY6qwJrKk9atLkRgLrh2ZlJ6FTc+8P/zKcqIqbDyaFSudpCPLLqaH59obpbZHNKTReZlgF4DQtk3vmO0WiUQhX9kFU9K2FtbQ3tdhu9Xi+dMTQejzEajVK8tE5OHsKni2KVfJLgVqvVwu5WVPS5/qnXSdSYTrfbxfb2Nt566y28++672NnZmRlDSiLVwrTsIIbixDUaU0p+IpCrHtfz83N0u12sr68XDhJsNpv4+OOPUa/X8cYbb4TrrZyYu9dC38fx5f2a90VjSD1JXgdKZnQ8O3nS/qibh3gZfMMRfVbvKQPzCjDneU+8ztSTrVLmTeXGE9xqlms5dU2HglstW2S0uYmo9Ts3pnN6LGedBxbbBY7zS86Yo9/5HtVX/H7//n0cHR2lM4YYiqXe9dzmIssikZGJ172P6DglsJ9MJnj//fexubmZDCJl5HYymaQNByJyQ/H21/bTuZh4wC392pZHR0f44osvEk564403wl0uc/2UeqrX6+Fv/uZv8PTp0+QV0v7IPs8+QUI2mUwKWCQ3d3s5+F295/MkMjjQyBPpTL5Hn815qnw8aR+J9EXOE6yeadXDNGCTEHO5BTdNoJyenuL4+DiFvJNMe3ssYjDj77oBB/EQy+C7BKroUoJms4nd3V3s7u7irbfewsbGRloiwvyMx+OvfJfJpSVCOQWtO7xRqHC9QQkc1ROjO8HxudFolE7OJnN2pR+JA5BocaATB/USKagdj8d49eoVTk5OcPfu3QTA1f2paxi0Pi4uLtIhsq1WK8UHq9LwulHXNNcu+G8R6VE3KTcaiJQCn3EQoeIgQ0GUh+d4PsoszGVWNiU3VPCNRgPn5+fpnBY9p4ifVQEAVyELPGDw8PCwAETYT93rxjLngLbex+fZtxlXTVAakV39zJ3K6vU67ty5gzfeeAO7u7vodrtpXRLT56ngbF/WybKvEdKJK9dn3AuU6z8easl7uDmGTiorKyt49uwZHjx4kADNohtQRJ5fNYxEExfviwByzgqq9yloyukKIA7l8H7o45WT71cdKnUTL5PrGP5nHrkbpBqT3NI7Txb1xlEPUDx9DxPS/Pu9DnJzJJDvVE8w85wTNWCpzqpULsOtu90uJpNJmkO1DyoR+iYYVLz8SlYV+Op34PKIi3lCIH90dJQOHlcvh8qiY0lJUDTegWL4HY0Cf/zjH7G7u4vz8/NCSF8E9pl3lpdkilhKx48+q8YVYPY8xLI+rt8joreoaHuqYSUnqj/K0rvOda2XqJ3c+M564meWn3M6UPQO0qhZtu36Iv2JmERxgs5PTkI5Btgfut0udnZ2sLu7i4cPHybiS92r5SQZUt3zOvPH0hKhiPWzwsksa7VaWqzpu2tQTk9Pk7VBJz9ubnBwcIDxeJzSYWP6FqDVanUmbhEohk94vl3YoAokdGANh0Ocn5/jT3/6U9qCVydVKiTtEMynxl3yGjs9lbOuZSBJmU6nMyGAUTuoxYUTac4C4qRGJ28lTh5mw/s1Tb6XACtHqPy/vsPbhdYJtXYx/Q8++CANTKbH+uH7WX61lI1Go8Kp4dpOERB1MhTVu5MhhqFEikfT0u2at7e3ce/evUSAuH6JlnCGbY7HY7x48QIA0tacvV7vfwTA/m+K95coDJMyjwTppM1rFCVDBLDj8Rjvv/8+fvCDH6RxwTzxHRFodosh+1y73cZwOCwADA/DyZV7nkFHx2gUJphLF5jd6Si6z8fjPMmN3UUl0hVOKNQYxjFAr9B1xHVWVEYnJzkSpNciq3gOqC1C0tgvVedpfsqMBRT9nfmr1+vodDppDqVQj3L94zdBlPwQ9Ltu8HuAcqMicBUGx91HFQATePId2pfKxlNEgtzbrKKEaDAY4LPPPkOv10shvpyPlNSovuRcwfUrnK9yXpZ53ptocXyEC3UsR/fo55zRUfXzImTopmMw9259J/+/9957BWzGttZrvtnEcDgsYCm+gxv3MB3vP5y3vJz8zfOrv/N6tIaUumZ9fR2bm5vJG8TNp5gGPVy6oZfmXSNjbiJLS4RUWFkrK5c7L/X7ffT7fQCXjbS3t4dmszmzo9v5+Tl++ctf4h/+4R+SixC48tyQBPlJvDqg3IszD8BqniNvRrTLmu4YNxwO0Wq1CmSI8beR0lNA/PDhQ3zwwQcza334me/UHePUw8A8RorBZd7kpuTFrcT6mfXhiiACLVSoDiDUEq5p8b1sB5aZ5wfRZavpHRwcpHSV8HBi0u3QdSCvrKwkF7/Wi64nY1lY3/p+rwPPl54FEe26p+CEu9jdvn0bW1tbePDgQfIYsl15jtLJyUnhXBD2h9PT03TPN0F8QqS3K1LeOZkH4nU9Ff9z4TBDQHJeIQXCbihhX9XtzT0MSsmdW0hVZ+l19ukIOOjY0d9UX9DDrvmIhH07B4j0vf5cmXdDn3Nr7iJWXY5nNQyohTVKyyd/vV5Gbl2cjOc8Q/4OXpvnwdG2ceDuJMjfc53r/E+jyZdffjljcIyI8jKKlpmA30OSIgs+xyzrQsc3IzfOz8+TITSaH4Hi3DGPEJWRIH733VH1vbVarXAe0ObmZvrNN2HSsvL+R48e4b333gNQPGDd81lmaIvGRlQ+zXtZHysbl9F4iNIqSz83bvmcX3MPvxrpTk5OcHBwkB3z7AfchZh9UJcd6HsajUaa73L1oHmcV3Y3anuZ1TO6s7ODbreL3d1d3Lp1K3mCSP4Hg0HKDzE8DbZqTM4d8L2IfCOIECuVVuqNjY2ZHU4Y0kChcjk6OprZaUmVTnQ4WW6weKwrJWftiba3ZPpOtjTt4+PjtMj+8ePHCUzPC1O6d+8ePvzww8I6BgU/2ml15zglE5wkVdlp+fnH6x6SSE8UO3FkYXcrhFqY3Noyb8KPrPuqdFWBMLSDfQe4asfBYIBf/OIXieSoNY/5Y1+JwjCZphJJ3aZd8+hK1kmiTm66SNv7mfcrKtXV1VXcvn0bOzs7SfFwO0p6Kki6j46OUlgccHXQnk66yyw5zwRQDMV4Xdd7ziMwnU7x61//Gj/84Q/TluS596iF2fPPnaao76LJh+JjRr2qavmP9JbqjAh3PwSOAAAgAElEQVRo6e+LxOPn0vfri0oOwF93pzKOMxKg8XicPEO5enHJWZhz4nrSgZ4D7TJwNs9q7W3nniDVnW7witJ1a6ySbD63vr6edArv4d8yrxHSdiG4I7ikQbbX6wG4PPdFN8ihXqlWq/jlL3+Jf/zHfyysR9SQTK7dBeaHe5FA+RxHyZEgn19o2HCh7qeXbzQa4e7du+n3eVjk/v37+PDDD9MYi+ZBSu6AWCd7UflyBChXd/PG7DzDS/Qu4ObeIN2hj3UFXHqDGKqv+Vay5AYHpulkoVq92thEIxc032WEOiq7zhGuizhOGM3S7XZx586dFIrv62wVg1GOj49RqVRw586dZGDUiK3rytITIVU+3B2tVqvh1q1bqdHa7XaKwaUiUaDOeFuGw7FC3XLD57RRo4Vl7IzaabQj8b7oFOgIQLiyYud48eIFtre30Ww2E4tWBaSTWcSWNa96L/PKrSsBFA5/1HT4HEGaW5UUZHHC03VYvDe3E54TpSifqtQ5+HKilggFFFoGemLUqv7ixYu0SULO6sBJy920alFj3lZWLnd00V2VOHlp+ZQAAlcx2p6e9k/11vGakqBbt25hZ2cH6+vrSdHW6/VkNTo7O8NgMEgbZjx58iSFw/HwWKbPBdDLKh6a4oqdk/Q8Kz77XkS89T3el6l39vb20not7cPsnxEJYhoEsK1WC+12G3t7ewCKoSwRENDyukdIdZCDJp10vf7Y93wy9jznANx1rawEB3puRq4NrjNJ0ghGkEdvEMuTAwAuNwFAamRRIqHEKJcu63YRUuSb6lDvqT50T3RZ+XIAkGXhoY6tVguHh4dpu2fOCcsqToS461W/30elUsH6+nqqg42NjRk9714hklHWCUmQr6OaZyRgP42iVHw86/36PPPnBk/KysoKDg4OUjgWyZBuruTp8TniH4Z2l42ViAzpukt/VkmAyzx9EhlnF5GbeIM05Ez7BI2kvuazWq1ib2+v4A1ScSPbxcVFMmwyQiUie+y3xHdu/FjU6x5hZj7vRmBuALa+vo7V1dVCRIM6CtTIphswVCoVPH36FPfu3UuY+KZYZGmJUKR8aF0hs9TY3I2NDXz55Zcz2wnSInv//v1Q4bOTkmBouJr+rte14dg5yiYMvtdZt3YqDzVjx3rvvfdw584d3L59O+0ml7Os1Go1PHjwAJ9++mkBJOmkmwN8fJ+Hozjo8e9uRVQFpYMtZ3HgNa+jnNLRsrtFVYUbFuTSUcB5cnKC999/P+0Gp0CB37WecgpYSRiAdEoy3b2ubLSPKUHXdzGMMVIcfJbfV1dXcefOHbRarURsNW/su1SeZ2dnePLkCYbDIU5PTwunOPuCyG+SeHk4yStAva6wj0Qkejqd4ve//z02NzdnDjxmP5t3ZhPv6/V6M+RZy0QQFnmFIolCaKLnVGcpEV+0b+j9ZUA/JwqofLczTZehNvPSJ8HiuCIR0vO7vGw5venkcF4f0na/DgnS5xclQ0xT86S6LSJDOZIPFDfLoI7V+zY3N9Oa3Yh0L6NoGzE8v9PpFEgQw62By3o5Pj5O+paYBcAMKfRwJ3+vYo2caBo+H+fum3ddDZ6cv2lkvnv3buEwcRXddfHu3bv46KOPFh7rugmAGhxzIbWOFSIsEgn7sN4f9VEdE2Vp5kgQJRpXrDufy8fjMf77v/87YZFImI4bs8ru57bU3MRC8SGFOi8XhVImWg5Gn/R6PTSbTTQajaQzqGtZBj8v0b3Y0+kUe3t7WF9ffy0csvREiJ/VEq5ggMppfX09nWisO79RnKwAxQlC3bCq4Fn5dM3xHnpgosksNympUsmJdgQqBp4uzHVOLB/3+ieIptVPyxel7QpEgRPLrV4PVfC5Mmk6EahiaJ+HnahVKxJNK+fBy9VnZCVXBQhcxqT+6le/wt7e3szmA/qfwrZVQKD73HOC4KYV9Xq9cBAmRZ+nh0DBnHoJ9V63uqkngZYXgmolZaPRKBFDKqOTk5O0ZTzDg+r1Os7Pz/H8+XPs7u6GG4Qsq+SsiAxNARY7vToHFLVvRcCSGyeQcKp1cBECxvDLer2evNwuEYCPxk1EgDS8TK17HGPUt2XjbZ4V+yai3lL1iDsJYB4jj73eTy+de4MIUqfTaeFsHC13lKaSktx9FJ1zonljUYnujUAw30cvRET2lQz582USAbyVlcuDNfUdZbtVLYPoOGVIHPVttXq5iQlD5FR0PllbW8P9+/cBzIJLNYBp3bNPcTzOww05EM40o529ojxHXiPOQU+fPgWAwmJ39yYRQ/Gd0+l04T7AeXJtba1g+MuNO78WffZ76I3T+bdMyt5zk7mR/SgKL3zy5Em48ZcbToAivnXHgedrZWUFnU4nGT19Pb1KRLBy5fS5ggbYXq83swaXB5CzjdVLyqUqw+EwzXMrKysJ6w+Hw3REyU1kaYmQWk1XV1exubmZrn355ZfY2dkpWLKazSbu3buHFy9epA0QCBT/8i//EqPRqOAGJJjV2FkKGyGneNRKowDBvUIKcIFZiw8lClNRBQQAH374Ifb397Gzs4OtrS00Go3Cae/sRFp3mlemzXz4YWfMJy0wUYiO59O9RgQRkaLg7wo0qTTLgJtP6g4aXBH7d7YLSSN3zGMd/PM//zMODg4KipuKykEtiQXXa6ysrKDb7aZFsxy4wOWgJwAZj8epn/A9DINgaBbLrZ459QIBKHh5Li4ukpWx1+ulfHPiOTw8xOnpKWq1GtrtdrLSjMfjtD3raDTCcDhMdaz5rVQqODg4QL/fLxxKvGyi9an16n2f7aKnvuvvbvTQ33SSKrMOvnr1Cr/97W/xk5/8JFyvFomPpWaziUePHuGzzz5LkwfvUa9y5F3VMar1E4XMqNdJy83vUT4jq2k0KStRiH6PvJC+fb2uZYv0jYJ7T386nab+z13iuBZCD1kFbn6Yn5eR/zW9iAjNsy5rGbSNIvFwwlx6Xtd+n+ta9wrxM8vbbrfx4x//GP/+7/+e6vV1dnz6v5Zut1vw7NTr9XRtd3d3Jpx8c3MT6+vriVwT9N65cwdAfPBtmVcWKIZE54C5jnP3ZqiO9/nVMUdEuhhKOplM8MknnyQssrOzU9iRjJsJff755xgOh2i322nNGCMbPG0vk3qGqG90A6gyyRlOKZFumedByuXTn1Gc4KJjkDjEjUr/+Z//iY8//ngmNFENGBxHHNvVajUZQPnH/qhGL+rCW7duoVKp4OjoKMSB88rr86KuKScOYV5ZXobIEm8fHx8Xxgt/d9LV6XQwmUyws7OD4XCYNrK6iSyt9lGrqS44rFQq6YRmoEg41tbW0O/3U4XV63V85zvfKdxPYbpqBfU4xChkQNmvez8i8qBpURHowHM3eWSNAS6Vw9HRUdplo9PpYHt7O3X8s7MzHB0dYTAYzKxNcnDknTs3MUcSWTvV00SyoIo3ImP6We9hWqok9Jnz8/MCSfZyuFeHZeOWnnzP+fk5/uVf/iWtt1DlrxZ6ddHqIaWVSgXdbjftxrKxsZEOy5tOp4U26HQ6KX1OFKqQ9XNOGZMEMW+cXFkmBWt0N/uBdgpeRqMRTk5OQosP+7RuL7+souTciSVFjQ4Mw3DPIZAfFzq+ysbO6uoqBoNBqttFd8DxPsFJh2XSRbVRnqJ0VPdEOsHvdw+sj2kHclHdzasfvTcSDfvTsRPlWUPW/B5dI8o+4eFfFD/DItI5i0hOv+ocUVZ2fVculM2/34QEeZ7V4sv2dV0RCXeL2t/fn9nhcNlEw8CodxlqRNCpdaLESA+0VgOqttki4y8nuefmjX+9L0eCyoD/4eFhWmva6XSwvr6ePE7Pnz/H0dFRITJHcRNQvvGPv1+jcnL6JZeGi+quqG7KSFJEOP2+MhKkHhO/b29vLx1f4eIkiEtDKpVKwoAA0hoc95ycn19uGsZ0eAwDcLXUY5GwMzUycTw0Gg20Wq2UtmIR1rNi0bOzs5koE4Zccn02MRY3T3D8chNZWiKk4T2NRiN1BH4HYksbcNkhGIvfbrcBxJ4DFZ0Yo12bVMoGnU88ai1m+Fo0Iail1hUAhYsqT05OMBgMkhLq9/u4uLjA8+fPMZ1OCwviVMmWdfaclRe4CknRCTGyRs6zwrIOovcuYgmN8q/tyrI6uNBF6LT4fvTRR4WtXtUKxYluY2MjxbpeXFykOt/c3Eyu5kePHiWi7duoPn36NKX18ccf4+TkJPVjB1/uoVAixrSr1cvdX7rdbgG0630sz3g8TmWONjygNZziIUeLKMZlkNzJ7B5Kwr6p/YDXo9AMTUfBYiRqaJhOp/jd736H73//+wtZIPkOCs+q2t7eBnC1GYzqFiclUboailMGwqKwOrdklqWT0wPzpMzrRHJfNoGr/nXQxXZWa6iTFDWQaZ4WJT6aD/655+A6XhLPR1RuLUOZBb3MAhzdy/7Ne5x48YwzlZWVFTx+/Liwi+myinrWgCudsLW1VWowYZ00m0202+1EFNzYOp1OCxsluIEVQDimcyRlUfH5m+9mWjnjnH5nhIHu+DWZTAoGOF2rm/OGRenq8RRq+PB8L0KAvIzap6/zrGO0yLjhOo79RT02LrlQZ0agEPdubW0VIkPa7Ta2trZw586dhIO1T47HYwwGg7RpE8Puzs/Psb+/X8AiZToFKBKgSqWCdrudsI/qxkiXVquXOzsz4sTLrnXHNdM8P+jo6ChhnpvK0mogDVFiZ6DHxxt7Op0m7w7BaL/fR6PRQLfbTYOaA4hggS45oAiic4vQ9LNPBn5PmbVO86HvnpfuyckJ2u12sgKfnp5iMBjg6OgouSD5HN3JfF9ZJyIBZN0p4IgII9uHz/KZaNLNeYNUysBSpHhceUbXFYD4uRl7e3t4//33MZ1O06BkGuwn3/72t9Fut/Hw4UO02+2kKJ48eZLCIUgeOFFGi4cnkwmeP3+e3qMeKA2Ti+pMY2zb7Ta63W4610eVSWSdPz4+ThMJ86nKTpWPPq+T9GAwwMbGRthmyyJupIjGs14nUNG21PCEaLJwC72Ke1un0yn29/fTbjhs3+tYuwiwNjc3MRqNEqDPjXEfm2WLbF1/aZmjSZ/3zvMsaD54/3VJBVA0yuTS8OsKnmj0UK8Qy6oWZ0/L25Hl0fKVld93PFqEDHr+9b0akZB7V86LFUmODOee9baM2sL17rISIs23hsg6OXKpVC7XjHL+oCjWUC+1z2mUeSQoN4ZzWCInEaGInlX9QdzlGxqMx+NCPthfI48Qv6vxQdczRetjc0bERaUsL56u1n9EzAjefT5RIzhxSKTnh8NhWrrhY4Rj6N69e9jc3MSbb76JbrdbwHZ8p2I+zQ/D44+Pj1Gr1QoemRcvXmBlZaVgFHV9HxEgGuR8zGuZgau24xzFemf7zvPu0/j/urKcmgdXC8q0smmFJxFi43IQsrPV63W0Wq0CI1UL6MXFRWp4KqVcg5QtqmOH5yCPBpSHidHjpNY0d5lTQUbAy2PlHQBxfUc0qXsduLIbjUYJaCuxmE6nyauQcx3nJKoTT8dDwwgsdaLXvNOF6rG0TIsDrVarodlsZgEX60mVOEMfdnZ28ODBg8K+9xcXF+maAg0qn0iJAcD29nbaNAG4IkOsYy0LgR4VCvu/HmzKCZZkKAdWdEtg7Vfa9trXlPxqv8x5VZZNlHwCs+SDZWfoItuTbQHkrfEOBHKgdzqdYjAY4KOPPgJwefBgBFqjcaV9lMLtbLkVfgRg3HrpdaKfI4Di1lM3VJQZOBwoKlhg2vO8Fq6PI0uxpq2GHKC4AQwNSgwfjcgMNzrR90dkxkn2onVwHYnqR0m3fyZYuc67FgXKngd93r1CXG+lhr9lFW1zNchSWEb39ikB0vrSIxqiTRK8H88zVuTqNrru4zsXoRI970RAdz3lXOSeLsVUWj+uq3yJAPWD4xj9LSdK0oHrRZiUpZnTj5QodE+xSM4bNB6PU39y0r29vY3d3V28+eabaa1vpFOcBKkhGLgynnGzHe5yyA3GWBaOZZZDjb31er1AgLhUgOL9yD3gjuG03SNCpRj48PDwRvqTsrREiI2oHYOHMnW73cRyuZMaT0H2OEWKgn89L4K/qfgOX7nwEM2rWuh00ieR0g6rHYBuQBffUUQ9AOxInHwiSw5wZa1RoqY7sUSK1i0dEYjScimoVuCo9eVgRS0DOUukK10nZvpcpXK1gFdD2xhOpsI2euutt/Cb3/wmAd+Li4s0yL/3ve/h9u3bBRKk72LfUnDs9UOCzPsajQZ2d3dRq9Xwq1/9CkBxFx/tD5VKJa09ohVJY9LZrlxzVqlUCjteURk6SY7CHnIkketQGFr6TRSvc44rru+i1y/XR1WJK3GPPCZ67eLiAkdHRwUypFuM+rMuStKAKzL07NkzAChYmL2tc5O/3hcZKXSMab4iADePcPF7jgyVgWbWO8eV61sl+PzTc7mGw2HBWq3vUsOGCsM0FMyVEUCmpeNf09R5bZ5VehFRgswyq3FNgeF1wISCrYhcKVg9Pz+f2bxnmXeKi0Trmesx2LbEJMBs34jqPEc+qEMislMGHPX5m5RrXr9wXeLGM/YD96Iwv9ovtR/q9ZwhmteU3JSNPSfeZYaaeaLGwXl16+OLepp4JCf1eh3D4RDvvvsufvOb36T5Z21tDY8ePcIbb7yBZrMZhmGyHEqCVLhLG/WRGlSBy7nik08+SetM2Y6UtbW1dCA701ACpCG4DIHUedX7qTolVMrqdjQahVjuOrK0REgt0pVKBbu7u2g0Ggmc0eOjViiyzGgQ6DkU7NS+kBrADDD1QRtNJj7J8Tl2Zl2joZ3Z14rkDh3zxWYEJgQn0TMOeqJBAsyCY+70wmfU+kLrkQIjnWg58emgp5KMLMgKnNRVGikdlodpazvQSlypVAoew5yiq1ar6Pf72N7exosXLwrkudFoJMXDtJUUKihwwOH/lZhwO9Dt7W185zvfwbNnz3B0dJQIrhKObrdbWFBJEMaJl9YZ1q8CQ6DoHdP2Y948NEqfex1ls6yixgqSIaA4HjWcgCGorE9ODrrlvIZeUBSQkgz94Q9/AFAkQzqR5yYI9gf2Q5Khp0+fJkMPdQUl582NSJD2FfeaRsBiHkBTUZ2g47lMdLyXAZPIKslnuItXTjQEMve7Gqi44JgSEYUoJC4iXBEhynnL5uW9jIhGZDXy2KjhzvVdZFzSuQG42pCF7/ymkCLqcjW6bWxspHpRoj6vT0fi8yM/a/0tAsqvIzq/leWrzBvixj83wvE9+izTdHJE4XEO0fP63rJyLTIWgCIZdEy0aH2rB4tjn4ZL946ocN1Mq9XCu+++W4hIUBKUk3k6Qvsi++zFxUVaNkKy9OWXX6Yd/gCkiCzt8070nETT+wXkd0nOCecExWO87ofYX1eWlggBVxXAgynX19dRr9fRbDbDSUe9MkBxUlQXsLJZvZazwqiSYMP7GiUVZcUOEHKdVt2Sel9kTWa6PpnpQI6swMw3AV5uwo92nPPvSg7ViuB1HinZHKFUC1PkKtWJRkmJ3qPAQy2yCkJ5Dsv3vvc9HB0d4Te/+Q2Ay1PB79+/P6N8ncQpOPRyKPFWRUDQV61eLrJtNpuFPf252JT1SOLkyly9aVRQDAHUE87/+Mc/zlVEqnRUWSupXXah92weKNE25XeGmQJFEuPp8Xu9Xk/Xc4vVIy/de++9B+CSDOlEouI6SAks+yvJ0B/+8IfUphr7nUvPvSI5MhRNSFFdOJljnlU3Uzy9MiKlBpeyMDV9h4bA0RqZ02nAlQVV24DjJPIORxIBBL3f5wLtW9fxEGk67nW6rixalqhsDmjZTxaxyi+TsP15lIeSIDf+5cobzXvzxOsx8nq+juQMJNE7y57V/luWnmIPBb9abywTxyJJdkTE+Y6ycZ3TK5GBVst2HRLkBg8aMOe1Dz2MxGU0im5sbBQOOV9EVJcAswdss43YX+v1Ora3t3F+fo5er5cwiW+mRPHyqF4gfuBnYpOXL18CmI20KhPX7Tzm4KZkaGmJkCpSho/pGhZvcF7Tz+4VUas+cAXU6bHRzqMTN8GnDlqG0EThJgTkSqLYiBpX67t+8X3qDdBzZhxwuEQDjnkBrkA0dxAhOVTPCt/JyUyttgoifCLU/Kg3zclnRDhpwVaLIsU9LiwHr+licwUGaoFRTwrv4cYQrVYLt2/fTv2i2+0m5aPElKGIZ2dn6HQ6BYu8e/JU+Wi52f79fj/tbMjyqDv5/Pw8eYu4Bk7JLRUUY3bb7Tba7Tbu3r2Lra0tVKtV/N3f/R0++eQTjMdj7O3t4fPPP08WWoJaKjVdj8cJfjgc4vPPP8eTJ0+8Sy2VsGwatjbvPC+16lI3cK2Zj3f35vqCWO3rbMPBYJA2OWD9f/rpp+j3+9jZ2cH/+3//rzDhRJMpv9O6x9DJZrOJ/f39dI4UgJkJTSf9HGhzYKB6wusvIjeqA/meSKhLeX90X+QliXZCzOU9yqNbHvl7dMghJ/QonUg8bTeeaQy/zmOq590T4zrT+0YZ0LspCdG1kJ4firYvw3Opr6gHx+PxN2adIXDVH7gGyA1VZbgkB4q1bnNjUsPm3DCiBCHCCzljpN6n+k9/m7dYXY1zkbcz0gFq8IuM0fqdIZfUvTmcUyZRG5SNjUXKreJl52c3MDoeoKje0TA0Cg1MEe7lOGP9KGbiuFSMQdxE4x3z1Gw2sbGxUcC7h4eH6aiNXH3otvJra2sJH3W7XbTbbXz3u98FcLk2ejQa4bPPPpvZOY74jIZA3WiFBkk/FuY6srREiIPGrY/AZUgCYwYJVvmngEfFJwsqMAfj2lEj5ssBQnJWFoblyoYWfvVOAZgBDAQGkTWCBJEdhfnhQFBLS8TeOVgIuJ1AUCKLcTQBRqIExZ9TyVlxXRx8KnCg5YHEhHWmSgMoLvbju8/Pz9MaKxJQVz6sX5JDhkU1m82ZPfH5n5O+tgXLR2uJKzZVolSKJGSDwWBmclSPEJXO5uYmqtUqer0e6vU63n77bezv7yfF8tFHH6X1UFpO1hnXHbGsfG90Ts2yiAJG7ZdKLF3Ui6t9iAtNF52II0DCPqSLVLnxBb2DR0dHCWRp34/IkY5phoju7Ozg/Pzy4Dq+/6YTiObfvduuH1x8IxivF9aHEqyykFbND8dDlL7rf9VlDhaiNDn+9DDMXJ24uMdE20iNUlFdRCTH79M5RdP2+4Hi7k+RDi8TJUEaahsJ69c9btzxKeeVXBbRuZrj39fK5dZiusxrB+p0D2tl3TsYVU+czin6vmicet4iXVhGBiLDQs6IqelHBE6xT0SG+FwuUiSXn6h8+j6/38nFIuLYKTcG9R7qE675XfSdbqibTqfpQG4aH7z9J5NJAUdGRiLPn+JI3al2MpmEBEZ1EL1g6+vrad0cD2S/c+cOnj17hkajgaOjIzx9+jTlizhUSZDrxtfRI0tPhDyUgYRiOBzOEAGe0+LsG5glQtF1JVEclJoPFY8D1lAYJzA6gNWzxHS0k84bDPQqcP2Rh/TopMTO5ROqKnK19OogUsXjA8etEu754DXgSvHwfwRSykQtksyrHqiqE7a+m6CeddZqtbCycrnrIL1BFxeXa6J0cbm2GycjkgHmn8pAARLzoJ5MbROtE21jB0wkP/V6HQcHB+j1egBQ8AyxPUmCms1mUkDcZIFKZXt7Ox30urKygqOjI/zpT38qWOF4vwIe5nWZSRBQXCOiJJlSFvagQJJbLqv730UnBbfkax5Igkg46d2gMefnP/85/vZv/zaFSDA9nTRcv9GiBgA7OzvpHUr4IjKkbe1EOzIqRcYZlxyg0DrJ6YAo5Ff/s//Ps7znQHtELii+4QgXOc+zbnv6Snq0P3g9qETW6Qgsu7EuR4J4TfvwouIGwyh9BaD6x2vfJInIDnDZB3wdC6UstDgyPOp3juUolFMJu+dF58hcGaLrEVCOsMgi7ZvDPdGzOo4VH0U6gnpb0ywb/0yf93n+crjGy1Ammn5ufDnxZVl5KKqeUUgcl8OAxBa6+YtGFbghV9/Pz1EZFT9qXoGr7bv7/X5aP8R5S/XcysrlLs48YLXRaBTwB3Voq9VCr9fD4eEhWq0WDg8Psbe3V1gH7XmIynJdWVoiBBQt6XSb6UFLHAjT6RQvXrxIISJsHFpvKpWr8KVcp2Vn4oCjdZJAgswamGXm5+fnCWxG1jd2GF8zwjT4Xdcn+CB3CxFQjJ/lc77OgfXId2ke1crk4EIHDPMTTbau4JRI6kQcucWjyV8VFZWVTuaR8uR71UWvZKjZbCYvCcMC+a5Go1EIzRsMBgVlRCuItjkBpVvIXRwAaV6jiYEAm8/UarVUHrdAqqubEzLbtFqtFjZfaDQaiVg9e/YMzWYTn332WaHv0bIEIJ0YvuwkCCiOQQfRSl5z4mNuMpmkdlF9QeHiWN2yWccb1x7p2T8afslFqz//+c/xV3/1V+j3+2nBam4NiBoyLi4u0tklR0dHCUhNp9O0A54SfzeKaF153+UYc0vuohOUG43K7sl9VzBUZt30/KveZ5urkUWvAyh4jr2cEVByAxz/lBRfZw3PvLbmO/k/B8R8Lavq+pxovbiezVna9Tf2d9ah6txlFJ2TKPR01Wq1AhmioUznLdfrDub1Pz9rn+F85PWrczjf7SRiHgHS8uVIkBNdzafeE9XZIuI6OdI9QHGt4jziwft1zGuec1ER1xXHk5GRR43S3M12dXUV3W43tXG328VwOEzzidc/o1LOz88LYaa6ppfRJFE0jhvkOPfMM74r7uh2uwWjWoQJSYAajQa2t7dRrVYLkTjAZaTLq1evsLKygl6vl4z7viGIyusaV5aWCLGxNTSOikcnJq6jYFgJgLSZwsXFRWoA9Z4oIaDouhxVMCRBqoQInIEr8DAejxNgceXmBEzz79YYCjuogg4lMQQ2Kk46CLyihduqMHWdTWRRcnIT5T16xtcHOSHzz1pXboV1pa1lU2Xhw4UAACAASURBVGsY+4hOxvV6vRDnr2u1IiE4nUwmSTl5+1CRjEajGSBJD4uXjWlEFj2SEe0rzWYzxUc3Go3CFpdq6QeQDm5dWVlJ/Z9t1Wg0Un9R4DccDgvrmThZq2LMkbxlER+L2odZdhIarU8Fiw6AIj1Cl75uc8qJbzq9cuurNU8/6x8Xl/7iF7/An/3Zn2Fra6twgreL96XV1dXkFVIi5B4hN0RoPy4Dy4uAhtzExf7li8sVKJZNesybiwPyeaG5SlTV0KAh1qpPcyTIyZTqLyUhOeuxE5sIGFPcmg4UiY5Lrtyc33KETv/PS2+ePHz4EB988MGNnv26SG43VPU26w6CbrRUPcG+FpEhFyfUnJvdS8R36P95UkaC9J6IADkJW5QQ5eYSx0eKvVxU984rq+q3yOPhZOg6UtZ21I8ataNkiPO5G6W1nSnsS6enpxgOh1ndq0Z5jeyINhdQElSmx/VZ3quYk2OgbBMZEiPXfzxb8dWrVwljEccD5Rt23USWlgix8ApYSUqAK6BycnJSaMzz83MMh8PC4lZOFt7wuqBegaMqCTJaPXtIJxG36Kr1hwrQ0/UyRt81DMp34KHowWx83hUZFaevCVLCE6WtnVktMD5wOGjdglnWedU7x2fda8byK0hV168DCoIVKg16RJrN5sxhpFE5SKonkwkmkwmOjo6SwnAASY+ALu4msNUt0fXPlQ/zq/WU2xij2WyGpPLk5CSRm7W1NUwmEwwGg7SDnJMq4HLHI46NwWCQjAecyAnaef+ye4V0UlWgqWSI392y7kTB5fz8PHmd19bW0O120el0ZsYC1+7Qosf8AEXQpNY2hiH8+te/xubmJt5+++3kHeJOeA6CGdrFvNM6qMCBfTMi4ypu4FBS7wBiHsiNSL8bCbx9oud4jde1ffyapxf9p3FAreCsXxpCKBrCrPnVfhPpMyD22JSBwtw1/23RXez098g44/fkjDjz0nYDA+dOIN6EYtlEsQjHNA1vKtEcybFK3e9eZKC8/Xy8qXFS5+dFQGPZPUp+ciQoMrh6/nVc+pyrZVFPvd4zT+8u4lUuS4Pj1Qnp6xJ2NyhSP6j+uI7naTKZpLD8SGfzHWogUrwXkT3Vd7k6UseAHgnR6XTSDrdcI++GJz8Ulu/XsLezs7O0mQIjUDhHDofDlP8cJrquLC0RorgFVUMX9AA3WmV9dxr13mhIBZ9hQzLEzC107LTcnYmsm+kwjE49JG4N1Pfxu3uC/B4lacw7r7vLPVJeqhzZqXRAaNifpuHejciFrG3jXp5FLSzuXWF+VcHzHbnnHQiplZ1lHA6H6Pf7hfsIcPQar5+cnKR1Q14+oEhEtB9E5dI2plJyz4O2keZFrW78IynU9E9PT9FoNFJ+BoMBOp1OUnS67ougr9Pp4M6dO2lnsdPTU+zv7wO4Gi8ELt8Uj5CHXOh/HQcqkdVc9QMtXf1+H/1+H51OB7u7uwXQx8n1yZMnBeIKFME1+221ermLJdc7krycn5/j8ePH2NraSlY4BQTq+fHwLjWCXBd0ROXWZ12fquSIDP/P83rkPBbs22XeMSVDubI46dV6mU6naY7RfqP38xn1AunnKPypTEdG74iE79G5ICcOTt1Ap3NJ9M7rWN2Zp5WVlVRvXJtZFn7zdZfII/S64sCYnoIyfauAUw+v1HllESCfM8DOa2s3JOtc7fNglD7Hio/LHBkq80o7GfK8zZu3qCtJWNxAtuhYjPSY54MYUdNnBIGWh2OGBOD09BTHx8cz7Ru9T3HJvPGmxliv35xBUA3STvxZRm2PefWvbb67u4ujo6Okbw8ODgqEaDQavTZJXXoixAbgds++lzgbCbhUWDxoVa8DCEkFUBzMbGD14LiS5+9kqvRUqNeAZImgh1ZYJWQOWlSo4Jhv3u/ExolWlJaGULgCUret5ysSKh93W+YsjVreSNxy6vU4Tzx9tYjz86tXr5J3g+Xf29sDABwcHABAskaQRHORuYOyyGOoefE2c5LqaSqIYHu694+AheviSPYqlQrq9XrB48T0j4+Pk6VS1zYpqV9fX0/WneFwiLW1NRwfH6dzBEi8fJeYZRXWo3pDdGzofU7uVehl4QYVt27dws7ODra3twsHnOrfysoKHj9+DODywNP79+/j008/TX1dx+1kMsHx8XFaewBc9o3j42McHBxgfX0df/3Xf522O6coYaI34/j4OJVT86Jeode1tkXjYp6ooca9QkA5AMrd42m58avMiux1oPWl3n1/hv0JKOoyvb4oCYryE3m0NG1+z+nsCMxpn9byRfVAyRFKf4c+R1Dzuhb2r4O4sYJzJvtUdBbWdaz+DnSjc8SA2dDInAGi7N3zyAo/e59youHPubcn6pMRAef9ERmi7sq9V9c6qji5mSfqAeW7cvrEIwzK2oB6RzENIy8ODg5wdnZWOLtHl3jQsEUs4vl1vaSGU/VERUa+nGcq8lxTVK9xsymmwbVJuuU180Ri50Yb/by2tobNzU30ej28ePECtVoNx8fHyUOkxuSbGlSWlghpA5MdAlcHTQKXO2vV6/UCCMwpX+20JCeUi4uLdE6RnuKrA0S9Je6NIEhVbxGJGwmZPs/8kSxp/pm+LpDk+/SzD8yc0GLErZ593ZEOGHWnAigoGrU8efswPxF50HtVtA4o4/G4sAW2gtUI+HDwE/yplZgL0qvVKp4+fYr9/X1UKhUMh8OC1zBS+AxhYtu5UqSy0T7kYXGRQiCBUcDEcij40jKq1YieGparWr3cFKHT6aBer6PT6aDVaqHdbuPk5ASTySTtekWFrBNQu91Gt9tN/fLk5ASnp6d4+fIlfve736XxsMziuqBsvOjOO6rwdSOJf/qnf0r3j0ajNC50+32dHHUr0LW1Ndy7dw93797F06dP8a//+q/44osvAKCg0xqNRmo7nje0traGk5MTvHz5Es+ePUsTz8OHD3H//v2U19PTU3z22We4uLjA0dFRYTJlvtRD5BMLJ67rSDSheho+ftxw4IRIx6WPUa9jpsnvqisBFACrWzx9vPF9KtQF7k0h+VFy4vnQtBe1amoelTx53408nF5PLj53eD26d8CJbi5N/tc88kDfr9KT8n8hukspw1aVrGjIj6+ZyBk7o3pke7oFXNciRUYyGq18PozISI7UM6/8rtfUgxCJ9iMP/c3dTz2r85ETfJZB73OdMM/4Eo2LSHdE+sCvK1HyvCtRVMM0jZjEfxrupVEYuXVfjvOYB+I1rXu9X3WH11+OAGm7R7pGz+Pj7rScm7juiRv1cF2yrqOOdrXTOl9bW8Pdu3exu7ubcNiLFy/w8ccfz7ThdWVpNZBW2NnZGcbjcQJllcrldn669oPW00jBOEABrk6cB662jabS0rhEd/e5ImK6qiwBhFtqKuilKHj3ge0s2jsx38XJKrKeME1aSTRUKnJp56wvEdFh/nkPB9SiylCJGCU3abhbVq0NfB/rkhMSr02n08L215H1i3nl7oCqgFRR6KTHfOl1rVcllPysoC+yUDt40t2Ims1mgcStrq6i3W6jXq+j3++j0Wig1+sVdmli3ZAEqXKkpYoL8ZvNZtoyeDgcJpD+TRGd1LwfU0lzq/Xd3V18//vfT6E9PPOB/Y/r87gmsVqtFnRQGSCtVCq4desWfvrTn+JnP/sZnj59mtpC1/WQXGt/pKGHHqEPPvgAH374IWq1Gh48eJDuIYHSkDklHxFZWQRYlIkCAC+7TtBuodQ8USI95vlUY0JkkVbi4h506ogcuNf5gKL3kwip0UzLG5EgB3peVjWQ8H3A7KJlr49I5hEkB4P+nEvOK+TlVPB4Ha/I11kUHPr8xDrJnTelz0fi7RmBWq/7XNs7mPWxr/fp/KZekCj93Pjgb9dtZzW2uIdF0+J34gTFGp7PqE48b46fXFf4GM3plMh75flSAqfnqUXjKDemmV/Hbov0J81HmTgJyhlr1NOk+MUxjD6rzgGWPeftjAxHtVoNu7u74ZrN68rSEiECRg0vIwhoNpsFSzWJiIZbRIOTA1AnLbVkqNKIBkzEpJkO/7PhVYlpPnktshx6uAi/u/dKP+sgylnrcvXhA8utLySLCjwiksBBkpsAo7yxbArOtE6Zd1o+mJ+oHhTwqGhcrpZLlbA+54pW87TIglZ9r+5Mx3bSZ9VToPUaASkl1bT8T6fTdIJzrVZLm0LouSdKwLgzC9/H0C4l5xxvq6uruHfvHjqdTmE3pGUUn9iiHQNpWVtdXcXt27fxwx/+MFm1NORJ24R9kQSGG7T4AXYAUj2rVCoVbG5u4u///u/xX//1X/j4448L1jWdlAnI/Z3sL/SS//73vweARN5UFHxERFANC9eVMnDugNv1jealzAiTE9elUciKPq8ecYrWFfUdAUwECqlP+FyZbsiBCv+uAEONOdrvIoNeGWiNPucA8f+E5EDVsklEANn+PJ6BhhSdz1i3HsLqwNnnshx20Xv0eRfqBIaxR5gmekbHjLabz10RsbquuFEGiMe/zo+ax0UA/7wyR0RH68Dz5WRm3tjRPHvYPN+RS4N5d1KVI1HeBpqubk7lzysGcTzr6cxrZ9VfwNXmZsSZXDvoQo+Zp88x9ejRI0yn09fCIktLhGhdYWgS2eTm5mbaEcsHrk4c7g5kZwKKnp2IWPjEyU6sXh9tdLcocFG6btRQNtkzzcijAxQ9Vi4+SCnasaJQN32vT8AcOCQhTlZclEyqhdQtTdFzruA1DIXXVKE4scwpEi4+BK5CgbwNODhzzzsp83zrhKQLatVyqPXGcihwYp9lHavid6F3gJsjcGvwbrebgDzLxzzRE8StsrWfDYdDtNttXFxcoN1uFwD/xsYG1tfXU76XVbTd2A900wm16NZqNfzoRz+a2WmwTDixOXhgeEq9XsdkMklhBEDRo9HtdvGDH/wAAPCnP/0JFxcXyaiTswITpDP/6k0CkDZaIFjLTZLaF24CWsssmZQcAcpZZrWMOaHO1TRVD0c6MRpTDkj1M/WF1pF6bHxDnEhct3qe3BimhCgC35rHyDvv7553PSJWNxUn7vqfa1GXXbxNaIByQ4eC3ahuvQ3U88H35J7Xe8pE5xbqIh3rmq727yj0i99zxCICsWXCdNwrHXlj2K9y/ccxQJkn2cXxkdepzvH8riC/bM2h14nO7e5hivIaeeu9j0W/5/qbjknHe+4VyhlLonnD88C6YRm4s5xGYLkhUndajTyszFen05kp26KytERIrSis+F6vl8J4dC2Jg2k2nlv8lbBE1gDdGSPqlD4Z+kSnyqtSKe5E58xe81s2IDSOP2f1YHki4K5lV8DOcqlV060LDM9R5alKjHXlVqxcm2g6/kw0sF3UNRsNWJJmB4DR+/19umMPf3fl7vWbA1euQFV0DYrnMSq3Knq1UEcToZOv0WiE8XiMs7MzvHjxIuWPO9Z0Op20wcjFxQV6vV4iVG6lXlaJQIcKy1mr1bC1tZXinCMpI90kLwDSjj8ACoctekw3gBSK9+d//ucAgFevXhVCKcqMCPpXqVTSpKNeDcqioD1njMm9P7oefXfDlVssy9LkM1F4iZYzAjK87jrW0/DnVIexjwBIHlcnjvrd04tIkM4h6gGM0nGgF0UZXHec+pyYA1A5YlamGz1vagRYRtG2X11dTev4aDCJ6vJ1CabqiVw/0LypaNvo78Qiikki0XZXQJ5bq3Qd0bIoGZq3A2KOEDn4zr1rniiGKqubyCsTic+dqqeieUjTn0fe3ECW0zt6TUmfGmKjeT5XfmLBHCGm4fXw8DCtYeW45xEgXK/qOJRRXiybkyCdQ28iS0uEvKO02230er30XUmQWvsVHBA4+6SnnYlKwcNR/EwOb3wOXgeyPkE0Go0CgFUQHpEngiUFB2rJUclNgjmLkubBy6/p5EhIGRAEriZpBTTRpB5ZJ6L7vd6V4LKcSqi8jvhspCzL6o4kXEmVEkWtQ1dqDlQ0bpy7vClhU9GJRvPIbTVdgbiwz0+nUwwGA5yfn+Ply5cYDAYz/YwHtDLklOFUDLdTRXRT5fN1EFfwrAedDGjZ/eEPfzgTw+w71SjpmE6nyeOma8t8khiPxwUvj1uAudD0nXfewe9+9zu8evWq8M4cEPWxAlyFZXIsKKnSzV4WqS+VSI8s8j0a36qj+ZuO0eh54Co6wIGekyE3dHl7+DgrG78KbBkKNW9MRHWoYIPt6YYbFa8D7VvzAF7u/S6uEzRNJ2W59HOAzkntMp8jpCHZa2tr6PV6yRPkuELrsmw+XURyxlHgas5VL3+uLRzv0MCpgNe9QmoM5bzC756nRUm49wl9txplc2Xwfqrzvr9Hr5fVvxsnlAx5GTXdyLgSiZbJ8xkRjlxeVUfkcKB+z+VL27XM+OJ502iGHGG9uLhIa5gPDw/R6/VS2DbnNG4QQYnW1vnxE7oT9E1laYkQhRa4drudwneAIuh2C557J4AYiOtv3riqWHTRsYJyt07krDNUPBR2VP7m1gJPX12Nei1ncchZdvmMA0JVSJqeiobnaRs48eR9untaZHnVOigjTVo2Kh/Pm3vpgKvJKwKx+pxOYFpWrUf9ru0UkUOtdw5oLraPLKz6fERySIJGo1EC3BQCqb29Pdy5cwenp6dpS/Avv/yysB0n261SqaTdyBqNBg4PD1N69Xo9eVwjq/cyiuffd36k5erOnTsFi5QLvTw0ZHAs0sjhxMbHnoelOhlgH3nw4EFqEzXgaL50kWrUPjrOXSIjiRuLop3kVHKTdQTQHRhG5fcx6mOc46XsPBctl+qB3KTN+tExzfezLZlfXa/qm+fk0o5Era9qYMmJEyBdr8m8+rtcv5VZsH0u1T6jOmpRYsU8Rf1jmYkQcNXnaDDq9/szhtBo3soZEBYlRxHojfCNEgk9DDN6j867ZWRIhTpNPQqLeI5zwnfrmPXF+GVSZrBxfVwmbgxhnnT9dI4MOWlaRLz9ygwU/H0RwwPT1s+RoUyNOKoDKY6FptMrYx93SNU+FwnJENe8TqfTdAgr80JdyCM6dJ2unmFIY8Pr4pGlJ0LAZeP0er25E4eKWwkVQLKiyXKjzqWTRL1eT2CSaUeTUKTseZ+G8rm4BRK4AqKciPkbQZhblfV9ZbtBuVXD3xvlP5dffQ+BoROFsoHmVp1cR3fi6gNY/ztIIinzAej1pPlgP3NriVuL/dmofXWnMbaf9zeWzzfFIPAZjUaFw9Y01pbnBR0cHMxYttnnXbHSa8D0+V66vrlBiW68sKziZx44wF5dXUW/38d3v/vd0m1+2T/9wGZ6jr2/O5jQ/hYRAuCyr2xsbKDX6yUS654E7ePe/zWvqr8icZCmICjnUY6+a1qLgjvmS0N+c+PRQ1VUPzpwU+9QWb+N9Cbf4V5Xvl9JUNnagOi/k1heU71eVnc5EsT/3v76vkXDeOZJ9J4on5q31wHKXyfheNNDk6NQ07J21DGi9ywK2CNi4/Wr48d3GvT36LrZXL5z/aosD2US9V1No4y4L1JHLKfqFhcnFlEenCRG+mdenpRwRPc7ESwT6orrki5/txr356XDfuokSD2R/K9pkZCPRqPCXMl2Vb3N8h8eHqYoFJ0jGcK/traW3W1uUVlaIsSYQB78+OjRowKI9AnQLYA6eQBXlvVq9WpxsVtctbOxo7Iz06JPIMr3aYfQfe8pUTxmNPEzDw5aObgJTDW+V3clc0se8xpJBFrco6LX/R6mwY6uZxa49aJSqRS2I89ZbtU97kpfvxPkKEFRwuLP+va3kXVb/0gulHj7ROFt5O3GZ2jN0DxF1nZV4MwzAdnp6SnOzs4KoZpaNv5FkvNQUrEwJGxjYwOdTgfb29vY2NhI1yPStmzC8wxyQH1nZwd/8Rd/kTxhKup11u+Rp1XbhmPVdZB6UCn+fXV1Fe+88w6Oj4/x4sULTKeXZ6PprnFRP4ryDhTHmxL8SHgv9YyvJYjIm17PTeoOoHxS5bM6FsrKV61WC/0zmhecjHjbK8lkGX18cXJWS7tKRESj+YT36GYmUZ70GvOjINZJvBt3PF+evlu/VcqIo4PBiEBH4Fb7/jLvPnnv3j0AwN27d/Hw4cNkKKJo+SNvirah93M1nrHd1KPj4s8wff3PuWMe2I3IkBsXOD5Uh/hygsgA6JIjQVou1l+0aVBE5vQ5zoN6D3Ge4gVNO8IqqvPYDmVkMfIKLUIyaMz+KufX6L1qmIvCGiNdrsRHsZ33X92wR/vIxcVFYU1gbr0189Xr9dBut9FqtdDtdtPZiLoe73XraWmJ0ObmJiqVy/hAhq0AcegYJRqM7MAORoCiO5nXtXM6e9aNCzQvOlGpUvOdMNxKqx4fZcIuvj7Fy+bKl2BmniiBYhm0PqiUImGYEAkgMLvTmluuWRYdMLQClCkFJ1l0uZYRN/6nl87rT0MStdzT6bTwjJZJJzsHDiStOpm5uPJlmrrNta49Ue+PtkVkgSkT5pc7o62trWFjYwMbGxtYW1tDq9XC9vY2er1eYcMEPrvsopOqjpNms4nd3d1CSBx/VxDqwIWSIySqoxyUuo6IJvqVlZXUJqPRKO34R+FkXbZejOJ6QaWMEOm7InBX9p7cbzqhRusKlQDl0qPePz4+RqPRSIST/ZX6xXWRSw68adupTorWJ1Hc8EXdX61W07pA9TRF3kKtH73mZXcyFJGgCLx5P4iIU45AeR41vZz1XseOe9mWTXZ3d/HgwYN0tIDOB0oaeM3HtRvRIr2ikiO4uf7q7eXzZa7fAiid41W0TEqSnDjlJMqji/apCJznnmf/Yjl8Yw4vX2Sc9jHB9vFQan2/jwnHOfMkqgMXnSscY1DKiJfnmfpT135Fhlo1ZGhZv4qwSBqYSHRIfrgBSafTSecjEouU9eFFZGmJ0Pb2Nvr9Pt56661CJ6CwA+siLuDK2ugN5mxflRAHADsIAbaDQR8sfIa/KStWBRN1Xs2zv8Pv0VAoSg5U5yx3nraXw8F+tKZJf2c963dXWNzFimWYTqeo1+sFS43nLefe9zKrso+sMnqPT8K6yNXrhJ5IehLc0qOkSd/jn8/Ozgo7ial3j6Ikks+4dVAXtupkQ0Kj+dK60z7MuHaeXdTtdnHr1i1Uq1X0+310u11sbm6mxY18/psgkd5gXfb7/WThpSig8TVAi1g9fYLMTfju5XRvBNsNuGxr7gCoum1lZSWFLkR58b5dqVQK4cC60Frvcz0XGZH8t7I60XJrGmp59E0paAigUC+rF2c4HCbPkOZPw5AjveD5ct3GOuEETPBbRoT8Pu4wpvcwXp7rJ9Vj4n3HvQwACvOXWuS9HFqeRSzZEbBaBKQxHRcdL19++WXauXJZ5e233wYQz9Eeqk5Rr4MTHm1rNaJSFLB6/43S0d/0v4PoqO96+3kZFu0HrJ9FAHKZDnGdVWYwYB+bTCYzofmqr52gqHFRyYBuIMD3uKFRMQF1sZNOSoRHFpWIPEcSvTd3j+aT5dK+xHdFBEhFDfOLlElxCDEIo046nQ46nQ6azSa63W7yDvFsLnUovI4sLRH66U9/mj7rBOpx5fQoqIuXv3v8Iju+Tzj6m6bjikgVlysJPu8AQtMoY7U5JRURDO2EChYUPPO/AyxNW0Gi/ncPmCtiWqiZP183oRO0LxKnx0Prl9fdskrA4HXq7QHMxv6q6CJ3BVRsL7VaEvhSUdRqtZmQFq3rKF+R4lEF7e3APqV1A1xtFML42L29PQBI4To8QJW/cxwcHx9jfX29EMJRrVbRaDTQ6XTQaDSwsbGB1dVVrK+vY3t7G/V6veBlex3ry9dNlESyflutVjq12nUErYsMTYzIdM6DGYGUsjEGoDCBu06h4aDVaiXwPBqN0thcW1vDeDyeyYPqBtVVHg7jZed/kjUFepq2AvIyr1gE/oCrcFolPEqIGMqsogtn2W4nJyfpUEume3FxdYL5PJCSA3u6eDc3JpT0aJ4ceCrBIlFzQ1PUX/x9udA8N2Lpb2VAZd58tChwi+YWtt1wOFzqrbOBS8+xtpGGpAOzZEj7FvuCj5GIBDnw9PnXPU9l+sXfxfd76HmOhHh6+jkiO+wvERlaBDT7GNH8ONlzA6ySICWd88aD6nDWNcmBGoRcX5flX9+1aDmje/w+PSvO87PIXB3NPWVh+vzuotiEf9Haff1O43K1Wk14Sg8s73Q62NjYQKvVSpuQKBb5KoyyS0uEymTeAHYC4JYBdi4dcDlA7UTg9PR0xgJJWcT6pmXgwIuAhLJyJzPszDnvlHtrtOwqOhGynpQcRXVIEsT8RaGCnCh0YZzf4x49Whn4jFpiHMi4uzqqcwdcKjoZKEgmiCLYbDQaGI1GCXzxWV+4FylezYP3M1fs3HqZ9yjgo+VkbW0NW1tbODw8RK1WC9e0sL+sr68nJcX4Wq5xa7VaqNVq2N7eRqvVSoRJgZyPr2UW93awXjc3N3Hnzh0As9Y37hCnREj1A+9T0KPC+tN+n7Pi5kADhf3u7OwsbcWvG7+QDPlhrUqudDKnPqM10wGMkiGmr0YJz2cO/ERl9nGgG03od9a7eziZd4ZMsFwsO9e9cUy5tZb5V53n1ygOZiPCyLGlRCmXnj7Lena9n9NlOSOak60yMuVtpG2Z68OLkKEcCeLf/v7+QqFXX3dh/SuRjQwGvLdsXPAeF287JS/63e/N6evoWm7tUETU9PNN54PoWdcF2hfLQr11nj0/vzysU4+WUEMK7y0bO0zTDb9KhpiO58mxnI4V6tmy5Qll5MrrXo2puhPbogZLzZ/Wib5L69bbS3Whrn9WQ6tiIse61IvVahWtVivp7263m8L0HYvkDI03lW8EEVJPjlp2OeEBKADzyGrBMJJ5wglZLQUOqvWsDkrOwuiTv2/rnGPlEZiKJjoXgha/N5qw+H5V8h6j74pWCZoqH817BDSid3v4SGTlcHd1FC9KYHdxcZFcrxQPNysbXJov4OowTIJKH+AKFj3f/psqkD/xxwAAIABJREFUI/5FCxH5LP+4awrrYXNzE8fHx+k+tV4pGOt0OulZXfdTqVTQbrdx69atZJ2p1+szO1gtcyiLSmRFpwVKz9uhMMxCwbgaSnTdX9kkFBkRojGt4ueNMb8+KbRarRkvbFmbOQCOQC4newcmOaLEemN5HPRF+kMtjvRiUX+QeLKuo5A/9cxWKpU0EatBBShaIxVMqq7jeMpZ8OnpyZEgWi353KLhG6xzvsP1ZVTvTD96h89BrusjoLeIpdWB3iLi7cV2XTRkahlELeJKhvibexAciGsf41ytErWdhnLpb2V1WtZmqluidJyo5DBH7h1l7R0ZgVw/qQc6ulexixp9aFAs2zxISQXnRE1fyZASB68z1/0+jsvGNkV1De8pqzfWC/GnG4hz7/F0/L/iERXVN9RBxCS1Wm0G6+i9/tzKyko6rHx1dTXhE0a2kAQRE2qd35SEqywtEWKcNzB7mKd+5uRNpeLKRSfu3AD1jquDTRe4ajo5K1eOcPCzh4DpPfOIjk50PugoDsrLOpGDHld6So6U+KjXRL0cDuY9b9HaGs9DJMwD25YAtsxyFAnBDcNdNK/qEdLTwql8WL55m1Bon3WwQSXLfuCgRSdMKularVbY9WY6naYwIN7n/yuVywNT+Uf3daVy6RFqNBpJ6fCwMr5f09V++U0QksDbt2+j1Wol65qOGYZl0TuhYRecLDgZALOTQOT95OfcRKfGhehZB9r09KlniO+eBzg5djmGfPx7eZwU+T0O1jTv0X+STJZXSZCHpvrkzHetrq4m0KNr39QzxHrleIi8IVqvkREmR4LoCeLzPDRQy7qIOKlUYTnVEBTND5qG61uf11hfDs693CrMWzRPRGXVccL54ZsmXqeqs70NlPiwXzsx0pDoefM1JXffvP63aBr6t0i6Ocnpgly/yM05jqOolzln04ClOtDHvOou4kbqczUC5cZBmbEjar8cRtTokkjvlInj2OsaYCIDmBrgHEvqOh1ikrJ3Rp5m4hENi2M6XJ/MNnCC91Vhj6UlQsCsVcyv66CJrKnaYQh+Obhp7VXAWyaRtdPJUe6ZKLRtUdGYfhUFxipl4CtSPmVgl89qnakFV4EiEB8I6pZMhvJo+l53VCpqNWUafj7CvAlEFwTSKqEnukeWkEqlksiQW04mk0nhbBrWYdQ+Xq/qUYzILxUPr+UI4snJSQL1qhgV4DmAY9lrtVoiQozd1frkfyW45+fnM/cui/jkwo0jdCJkn/J2YV9XcMc0Wd+5gyJdP5WFv/IeSmSFZV8FrrzU/u5arZbyq/1eRcM92G/U+sl7cvUYeSE5PiOip8CHwIXlpg5REqRbx/u4yumKi4uLFC7C72rMYL7Vq8yNXFifZSBI64QkiOOJdcO2YDm17FE9lo1v5okhsq6jNbzR2yV6l35fBHhpmjlPlAJRb3eOFa5pnOd9+rqLzvNAMVqBoWYOJNWzwXYioGT/1/7G/v463rNFSRS/zyNTrwtCb0rWgDxWUb2sniAaQXT9lqahHmAnQ0BxC2gadqJnorK4l8mvu3Cej9LUZRdAfjMEf9ei4vgwF4VAYZ9dhKRFQhJEHUB9QtKjG9Lc9B2LyNISIbcEqihQBuJ4Ta7lUWugdjw9K8OVGZWUEghXhtHnqGMr2PGT0SOwrJMdwYWCCQVV3nHoNr0Jk6bicGuXvpsAhesUaJV1i7ZbFTQ8RXdS4zUXVSxajggEeTk1REaBEQch86KLqWkVoqWZICoioVH4EPMctaNfI4lk3eSEpIv15afaT6dTHB8fF8AwrTZR2ysQjOrc25xt/U0R6gvdGU/7Lr9HfV5JkBoFlEjoGT98VseySmQYyeVBhW27iEWOB+2yDDrmVO/opK9ljvQdn1UgqOV1PUxRQsmyOwmiV0itvAp8WDYv+8XFRTIekJBQfxPcsF+TQJBEMoKAZSkDPECRBEWhKfpeX6eZA8sOfDU+Xsul9aD1rsYgX6eS82zlxMseecu0z7Oc0Ryxv7+Pg4ODMPxr2aSMmLhXKKpzvye6j/2Pev+6ZOi6YDinY3Jpaf9dlKzdlFD5nOl9XXEbSZCTo4j4Me+6GzDxIfWXGkQinZYjJI7lFHfyu/93AwHLlyM4ke5b1COk74g+R8IxrkJ8qYZqnTNyBiXWueKVZrNZSOd/0liytEQoGmiRQtHfomvs+GrNVSsmLXtKMvh7RMb8Wo4YATHQ1XQjj5JOdswr/zgxah70nR6eUabsIotQdK9aDc7Pz3FycpKUz3g8Tr9zQlQLQrR9rH7XPGq76AD3unGFoyFzOqj0HsazMsyMkw0Brd+rfUzXATDfbrXRiYVlcEIShc4oUGP6XEjI9LkeSNuN6bC8/GO87erqKg4ODtBsNjEej9FsNtPuY91uN020bFctG+v/JpPx11FIeNn+BLDn5+cYj8cFYq59nd8J9vhdf2MdrqysYDKZhMo8twg5Skt/Z55VmL4SFwXAJBQ61tRIwTaNgLGGkbFMOYMKJzzvO14GvpdkRz3Jx8fHhXVBTjQjz4qGlZIAKajhZhLVajVtcqJtroYxtcpquKyWUce0bjrCULyofSiLnONWJkpqVJe4F8iBTQSiVC/pb7n5NAfm/Rrzo9680WiE/f39pLdYV5w/vmnihkOOUc5h7I9sG5/bmAZwBXRJ5hXQR2RSscB1jJ+ue/S6lisqK+/zz4u8u+we7d+eR4oSndPT06RDqA+4blL7ms6PigVJPDnu1UitBmHqCc2b6uDI0M62jkgUjcGRl0W/sy+4rndheHeuPue1i+ptxRM+zjUd1jnri+kQgyjuXl1dxWg0wmQySVtiE3dzd1u2J9NzcujY6SbRKUtLhLRxtSIc7AJFJcBO7CTDJya1ADANIJ7AVCFxga5aK3XSpmhjOulgORzkRxZPTUc3JdC0KG59u64lRoVKQK18k8kknQnB/xrXz+eYZ/esAOVnA0UDXYFRWV7dEqEEg5OxKh+vG4Id5l+tIdqfdMGxEiBVvNpftK9QPH1tY7a/A5powtK6IbgnISTQ55qXTqdTSEMXpLKevF/Nq/dlENZzpVJJFig1eGiIVOSB0LVeOcOGejxzxgQVN57kDBYOUqN7FHixr5+enhYIOfVTrVZL6xEi0TEULViOZJ7RxdcXso+ORqP0WxRKlkuXdeJzwurqatpKm2vrptMpRqNRmnzdm8OwSAVBulHO2dlZ4cwxXbMT6SqXSJfrvKblVs95rp5z3jklbNFzEZnh/9xzuWd8XtM55+zsDIeHh4VdMNk2N7Fef90lN44W6RtlosSI41fnTfVgqMEjMqZQHPC+bv6uQ7zmiWK3aL5T7yqNKfwbj8cF7zLv8f4HXHl91ciphme+1z3Deo/P6zqH+m/e36mrc6FmbqDQfEUYiWNXo5+u2yaKp3NYrGweUlKpdaeh0nx2OBwWoqGq1ctNbkajEVqtVsEgpkTQce//r4iQSxkIYEPqpOqTiiv9aMGaT8ra2dmxFehrZ9f3OTMmAIgIE+9nHqMJSDuT5kMVB8FLVGZNz98ZgRCPs+VBjuPxOAEY3VUr2vmmUqlgPB6nidJDh1zI/GkR0PhqLY9+V9KhwF0Bh25FrQCH+aGXjb9FOwsq0GB9UYmyXd2jp3WscfZKqlTYrrk1YVp3EXjR39TboyTp9PQ0rSPZ3t5Oa4y0362sXB3Syfb9qia8/wthO+sBtECxv0UeVm9HH29e38DsVvtuYY2MNxHQ1/HuoEPfpelQJ0TjRvtbrVab2WRBRfuDAwK9J7LgumjdsD+dnZ1hMBhkQ1i0frR8Ubq69b6CcQJvtS6enZ0lS7sSV72f79F1VryPxjQ1trhBzoGPbnGvOkC9rewzPo+4FzIy3ESfo/4T1W0UksPPnq7er+2haUwmEwwGg2R84e++u+o3RbxdovrLySKA1edu9f5FUQ8AZgCpi4PTRfX6PGOMS9mYjsYyn/F+rgSI/2mAnUwmOD4+LhhiNTJFRY06nOun02nBo6zGWtajYj/mPyJDWj7FjG6EiDxB1yXTTNNxnRuuFiW7ixoncjgyypvOCVoXq6urODo6Ksw/h4eH6PV6KZqFHjBP43VlaYmQNrgDBb3GAcKJ0AECRa2m/h5KBFI9XIITpFuIPZ/KtEnWlFzpIOFnBUs+4eo7PC7bQyQ0DwryFRR4/Tmh4G8nJyepfo+OjgpeIN3Dn6JWZbeQT6dXFloABfDG70pSvP55D4WK0idnPs8wM1ob1LKgVnPWv64bKgOntGRo2Qm8vMy+g6GvD9O2ylnE9B7vJ77IkOUcDoeoVqsppOfi4iKtGwGAV69eYTKZYH19fcbr6KB/mYXl5S55KuzXbgzRsUChZdFJRKSbIikDsvp79H+RSU3BtJMUYPZcoDLvg4bJqUfMyxl5tvR39iU9k2kwGKT1hWXlUvJZBqB0xy2WX0mRhmjwOY6flZWVtI5Ky+zviAxVwOyuT8DVOiL+rgSI9eSARfPk7bAosNZ6Y91Fa0n5u0tuvKuHWtPR/kNyOxwOC6CRxqKc8WcZRfFH2XgHZttvUXA6T9w4AsQeijKQHZUjmpMiz4CC4q9ijnDcwXGvRIhGOZ4dxHArXWeo87GOXa8XztPqCfZ1kmr0dMKjniXHcfpdxz3D8l83ZFbF617LOW/eUHxalqaXj8+qaJig5oXCXVjVU68yHA5TOr4Rlab1OmsNl5YIAVceGgf/Udw9fyPI92vemSPRjuuA00OW/P4oL26V44DTvHiHzREcZdoRQdR86zPqMqVSqVarhXpSpaOeBCqa4XCYDlJVAsR2cWLFAaYHblHOz88xGAzQ7XbT+3Ttk1vo5ylzvY/1Mx6P004lDl6ZZ3d909qr640UFKuopVn/6/oTvZdp6daTZZOIll/JlxNmDdPRtmQbcPLQEAt6fFqtFm7dugUA6YRn1lelUknAddlFt7nOTequT3QCprh3eFEQUDaxLCo5shWRK9dXXga95mRGf1PvlhtaykiUejrUSEWPAUmQvisiAawn15X6Hj6nmx4wvxqy4cJxDlxO0kr6chZSBw66Tkh3j+PzuV2honR9vois436vXosArP4vezdQDGcGisZENWpRtI8wPOnk5CRZ5HkPn59HGJZFdI6LxmSu3XLpfJXiba1j1t/HuWqe1zF6hxM7JQNOPqLfonGuf2pYJLZQbzJJN8Pz1buqukf7X0ToAGQ94/Riqt5xL4XWn2IA7SOUr5oEOTlxApLTOznyc533Rd9zoX5KYOg44BrW8/PL41dGoxHq9Tq2trYAIIVwA8V1mq/rFVpaIqSLDNmxdWD7Z4JqDx3REAwlEl6xbjmgLAJcNKyhzIKiVtnIjanWWnZYzbPn0RWXWkSjga/15KCCimc6nabNENhRNabfyZIqIe+0Z2dnyStDZUZlwAMVI+DBsvJ+JWoEHeqRY52pt6XZbKLVaiXyMRwO00TtMcSsG4YAsjz6n+9k/TtJ1f+6gJAki/15HoDW3xzc6TuUBGkdMY3RaJTKpAALAI6OjrC+vg4AuHXrVgJC1epVSKF7LZdVdJLyw3YprhcijxDTcOs+JWpTH2PzZF5dR8Am0onsY5HxR+uDxDhHiNj+8/LuXkTq7IuLixTDf3x8XNjhSfPieVODTZlHSPUrx6UudtYwCzUuKIgBkGLUmW8PY+UCZydB1G1ulLiO90OBkxqYXBYBlV+VaB+PwJvORZPJBPv7+4WQOJ+vNf/LKJHBLcIfKlEdqDhop2j/cZJwXXGPBdNUQBzlP2d40TRz78nlMzeGI9xA3aEHpE4mE5ycnKSzqWhQUYOs5lfbyI2Rug6Fxj4aTyiKv3QeZ5oauaJ151iAm7Vo5MZXPQ7K5mk32F43XZWoP0Xvconm1MFggFarhePjY7RaLZyfn2NnZydteLOoIWlRWVoipKAEmB002vmBq334vfF0EWHZGpqo0YErb4G+O7KsAsVJw4F0jhDpQNOYdIoObOZB8xJZWNR7oHnMgUAFLhrCQmsfrS/eFi56ne+id8YVFXd1UgKj9a351cnBFZ++i2Xvdrvo9Xro9/uF/NEFSzCmISzXkWiAOmkhQVFF65NabqJj2Z0QqzWHxIVATd36nDyGwyGm02kBfAJXHqd79+7h7OwMd+7cSW5rNwYse0gL88+dA3MGAv5XQpkTD3+MPBaRoYHXI8vcokAxB5Sj3xSw+nWgaLnVcLmoXiLPA1AEfKqfCFZ0i1vfXVL7tBJ97cuRrlV95TpTPczMn3uW9J4IOFEYt85x5hbm64wNB3muz+m9XUT+t4wTZe9h+Z8/f47j4+NCuZaV8OREyap+dwAffed/Hd8+hzmQXtT6/VWRI2B2/ZDmu+xdfm+kZ3LP+vgDZneGpN5wEqRpRPWv13kMBXA19tV7SVFiw4O23SvBemIajl2UYHIH10ajkRb461bfi7Rfjnjq/3myqJ5yva8GK17z9ta18LzX+68az4lLAGB/fx/dbhfPnj3DyckJLi4usLOzk+rspvgskqUlQux4uhOIKwmvdLd8UxzA+9qUyOKhrtCIQGknjAaUh17xOe1UuoA/yjfzFuVznmiH5Z8vJtRJWAE0vUCaByVekdVKxUNMfG0O86dKiR4Tnu9BgK9giMSJeXAgWalU0O12sbGxgfX1dbTb7cLuUuxLCgQ5mFdWVgrxqSyTxr2z7obDYcEd7OsAaJnmZ01Tya8vjOb9qoDcy0iCxfezD6lyHo/HODo6StuJMrxRNz84PT3Fq1evUttvbGyg2WyiVqsl0uD5X0bRLZLnhQVwgnIyqL+rOEEH4lA4NYooYHDLbFneFgET/F4GQPxa1N/0vihd9jcnPtTXDGmhIcU3WAFm17axPjVfrDP+FhEXHx9AkfxEAJTziJMZ1SkkP0Ax9EOJNZ/J9SvtEwRvThjoGV8k/j1HlqP5y8vMvPPdWr6bCHXI0dFRKpN7Qcp2KFwmUUMGxcedSgRyve3UmMn0cu+KxI2lOewwTxzY6riLjKy558u8t/O8QTchQWVl83oGkDYKoo4iztAyUBT7USdEHh2mkfOarq6uJmMs65UbtugZjJFEnpwyI4PqZ2LcRcPg1Gjk19RgFZFc9plIn6jh6fT0NC2x0DYfDAY4OjrCw4cPMRqNcHp6ivX19bRjJ/Xs68pSEyFg1oLhih64Urh6nY1CJq4L+9VL5KIAP2cFjXZJU4nWVjiLj5SFT/5utSibdKNBrcrW60djbjkgz87OcHBwkMiQpqsWAL6Hg8R3btG2o/tZ7ycgJ2Fi/KyGnvF+DmgNS1pdXU3rjxTk9vt97OzsoN/vo91up+2CmSf1niiJ0Xbu9XqJTEynU7RarTCW2BWlt4vuvMf/Gu9crVbTgnElxNre6hFiOA7d7AzX0Xrh/QcHB4X1GOzz9OpVKhW8fPkSg8EA+/v7+OCDD/D48WO0Wi3cvn0b7XYbnU4nEdNlJkNKbh18R2PDrbURsfAJQb12PpmoESACT5GHwfPI5/WdSj7cEl8GEpxUOzFj2mVpaVnYr3Vi5zpAPetjPB7PhE9RN+cAlq4dZOiKW1MdQHp/1bHuBF/Bgo4rWiQ7nU7abZC/U/d4+2g9KiFQI5P2D/2sz5ZJ1C/0e7Q+1ttN04rmEu2DGlmg7zk9PcXBwQF++9vfFgwunlet72UWrbfI8OC/ubBtWd85/JAjNJHM8x7O60u58R0ZwJTgRPlTw6Tf4+BddYTqLuIPJUMkQOpN1nc6AfFQeRXqj9zOecyD6gH2fUYE0VCkoXJ8VsnA5uYm1tfX00ZEWpfUYcfHx7i4uEg4Q8tFTENs4HlUTBa1qbZDDi+q/tbQZhc31Gl6apT192heDw8P09KE0WiUcAjft7e3h729PdRqNXQ6HXzrW99Cu93G7du30el00O12Exa5qSwtESL4zA1AV+plA1+t53qN4sTIJyZl2vpZxTuzTyAuOQXEvE2n00KIh9eBg1PGvXveOUFqnqkkdEBROXnemJdms1kA3BxIXkbfgcVBpO7k5HXoixTpnlarBNNSkF6tVtN20BoOx3tIaAaDQbh7mIKhdrsN4LL/vXr1/5F3Js2NZcf1T4ADAIJDTT2ru9VSqNWSZVuDvfDO38ELL/zlvPTaC28UDodsR3gIKxSy5ZBaU0utnqpraBZJDJyA/4JxLn/vIO8DWFW2hfpnBIMk8N59d8zMczLvfYclUqS2MnqVOcnqn4ztzoyMg/zsHu5PcHCYgRTVs6bgODdOT0/jyZMn8fOf/zzeeeedODs7K2mFSu3b2tqKr3/96wvPWSep9THXSw0AtH2mMmkoMjaV11GvZGzbKsDTna5M/3kdazrTHQJvL8tRfVWWmFrNNQFuptNqk2wW9RB7mekRisgD9rGLj4ODHI/w6GdnZ6cAIAdE+ls/2dgwAkVRtIfgelVH9yZCENRWfqYHqJc6neuDXgiI1Y+Xl1cvwn38+HH88pe/LPs2pEcoOgqX4/CiS+aH+Gf0Q5at31WF6/Qm5ax6LXWadFW2BjmXXM95PWnnpSMYWby8vCyptbVoKQ+wYp2yw1PYZtZH1/OQILaHp8tR5OT7S+Lv3bsX+/v75bUdmZ92cXER/X4/ptNp8XH4PX/v7OzEeDwu5Wst8dTbTKRX9XcbAajP2oTlqW9qIEh1VT/pt0AQba1+jo6OGgdbvfbaazEajWI4HJbUfcnXvva11rpmsrZASMfsMU8zoqnMs0MK6Gy4My5jGtHO3lB88TrI8EXuzk4mmbLw76R0er1eI4ogITCIuF4kPDAiY6tkMLWZXmVJ4fhBCqqPR1EimqcLyXHQvVocfloKnU4pErKkbJOccPUzWZterxfvvPNOw/lRlETim54PDg7i+Pi4lMnrNjc349atW+Xa7e3tuHXrVjH2arsUmSsSKSY+l2PDcZDCJ7jyPlJZPJ2qxuL6WDGczHb6RlFPQ/jpT38au7u78eqrr8bR0VFEROPI7RdV3BnMyIQMNGTl1MQBEsvU5/xdE9cZnEeZY0Vng58vM4L+GeskR4URGgEhHY5AJpc6ycukU8gx4FzXz9nZWePoWgkJBv7t4CbiOo1VRlx5/J7rPhgMGpFogivWn/ZEdigz9BnZRmcycyx9DGrjxGfdVGr3ZVGQy8vL+MUvfhGPHj0qTiqBcMS1LRAwkv16USUjTLNrJPP5PH2fGfXOqnvFdH9Giiyrk5exrM7UXyJHa4REbV5rDkUs7pljZor0huZYVq5E65mRmohrkteBiPeT61yRsSI79VlWD7Zxc3Mz3njjjej1erG9vR2DwaDS29f9q1Q9J8EFMnTa3HA4LMeGz+fXBHlbZpLPo8zvXVVfkFxq80Uy3bixsbEwjp5CS9/05OQkIq5IpF6vF6+99toCyfLnf/7nK9WbsrZAiIw7T0Hz1KyIK2UrpJkNcsYO6FopIEZEIvL9Ou4cKfLBSIyeQSPZthi9fLaN1ykflUCDQofHnW221/tI4VkeNiFUzr6ms65JTeCj69yhr7WPfeEMja6RQnKnZ2dnJ95555145ZVXYnNzc+EEOleC+l/pOEyl1H13795tpJrJSVL62mg0iohopPUxcqV2ZIbs8vKyEd1SvymFsi3ky3J1HR0277+NjY0YDAbFAZGBEEum8D7v4b4OzYe33347tra2ilP7Ioj6QkID3RY1W0VqAMmNd3YddVGWjuR1uqnj68bf158k29vgfSPd0gaCPN3W15u3W9cSrCiCQ0AjUfupK2gfdA9T2vQdf5SDzlOdFEWWw+dgyMclsxOuZ+k0eZ+r/m2O5TJ5HkAjy7iYza72ZDx48CBGo1EcHh4WZle6mdHAiOu2MYq07hGhWrZFJrTdbSBJutz1d0STRXdCY5lkDiafX1v7beLz08narH6yM7U68m+211P23b9g6ib7hqlsWdnZ81W+5noNwNH30fWMLm9sbMS9e/caIKgW1XdCiqlv8g2ke/gjERjiHqc2e+IAMbve+zP7zkX15A/FfeCI5vsra+TLfD4vL2a+c+dOfPrpp2mdbiprC4QirsGQFFHGAmoABUjcEdV3ZNjlzDrw8JOEmComBaDnZZNPUgvl0nn1e1x8Yop1YNsjYmHhZswwgZEMmOpJx0VOsPdxRDNVhSlsWrS8JzMcGcPOMphOx74RiJBDsru7G2+//Xbs7e01HBxdS8PMfUesNzdD6vPz8/Pi+FDBHB8fNzb4qc8yBavxJWDh51IeAprZy8XYfjdenMc1R1DXDQaDAnCoDN1Y8DMZoq2trej1eiVN8EUQzj2PupDhygzGqg6DizvAXAtZuVqnrEtGomT6p1Ymn+ty0/bpOs4rzR/t/1HdGGHOgJvWu+YxWWa1n05BRDPdgvc7CNI+HgIopkfre4Egj/gQBOled0iW9VGbcKzoSPJ/fsb76DT53z4Haqy+SwaCdMDFz3/+8zg/P2+80DJLofY+oJ7N5vE6CX0Dt+21dbcM1IrYoh2kky2/ReK+CKW2tjNwUpsbWZv8MwdDtOsZ4ePPcN3l+4L4f83GZhEIRmjYZyL/2gAZfZGIZuov/T6VR8JE6W93794t6XDZIRa+xt338PaRjHWdM5/PC7HEU2n1XSb0ETOhrXF9UyOzXdqIjmUkCPuDWU2PHz8uPgi3ZjyNrC0QytiA2nUSsqnOHsjI6XqFJVUG/86QqwMg1YcpAQ5AXBE9LSvmIKJWpk9kX8hSFnToyep5CNKdZooWD0GRnAwyPPotZ8MnPZWXFCEVHMFpxHUUajqdlqhNBt6kTCOioVzFpjBEr9D32dlZA2zKAAo8c17RMKluVKYEMWqj7u/1eg0H0fslm8NZBFDXMLyveonZlmOdgXMaJBqEfr9f+jQ7EWed5OjoKDqdTnlprF6gyf7M9lJlYEOyjFXlel2V5a/pDk+d0OfL0me8PTWHINMnbaCJTgtBkHQA0+aoRznfJZqbAuEkmpiGQUAiUXm8hicEMk2W6SZ0MESwOGG18h3yAAAgAElEQVRBu8H9eTV9mAHazC61zYOMWfe0omx8HMQvc1TIQPtz9LlA0Mcff1z2APHEv4jl8091dqZ9nSVzDDNhe7P15MC1jSDV304asP+zZ7QBXvcTXNrsvoQp4mwH2+1RISeoGfGS3sh0RwbevH7u38mhlj+R2Vf9Tfvta5XETgZaNjc3YzAYNNaX9yXX1rJ9gj4nvI0EP/JL2J9qh+pCcqeNkFimP9r8AAd8+myZLCNldHqxfLxOp/PUafpr7cVkUQT+74NGY0zk7Bvks8gD2UY+n88SU0iH0w8Q8Ht5P5l5D8O2iTtVyxStFh7TVtg/+lvORG1TouqbsdPc1EdGS4rEx011FaPiBp9ASeBE99DY6+VbOo7x8vKy8XZpvfdDzxUI0P90uKTMGWm5uLiInZ2dVCFcXl7GYDBoKB8qdNVRL4KlUtMeL87DGuvvQiDLuUuAVZNsbmRAVQ6t8v77/X7cvn177Y/AVRsnk0nRAzQODmIlbW32/vZ1/ywgyKUWXW67t9aWVcaRAD6bO5w/nPs0+O5cuDMQ0QRBEYtH1jKCw3rpFEAda691J6MvlpZrT+uS5aoclc9oEu/T32oL65wBIP1eBpAJ8NhP/pkcYDpnblvkGHukOyNPeL/qw3tEGv3mN7+J4+Pjwsw7IMvK8bq9KMLxJtH3P/EMB6V+jWybO67PW0e7f1Wrj3+XRYYimilhzE5h+ixPns3mm5ep52Xfy4egH8C2uE5UfUimM0uFJAmJmf39/YhYTG93sKVntK1liutw/i8ARF1Lv05Cf5OkaRsYyp7NKJiTAVk79feqc7LmL6oNjx8/Lu3e29tbqUyXtQVCy5itNhEToQkiNp+ThSxMxtZlCt8XRU1WZb/cCePG4VqZdEQkjALot7MvvmjkzLuRc2MvYZsFXCKuAZGUl58GJ0AqZlV9L+PJ8C8BkZ/cpHu0D4Ftp2PLceXpbm6oyR4vk263W1gJPU8Oihw6L59jKodGyjabHzWnmemeVMJUHPqObL3G3zehZo5sRDRemHtxcRGHh4eN8V13kT5wZ3EVIWHhzh8NjD7P1o7W1SrGgeMi4b43Rk6W1bkmqzqsdMoIaDwqRDKEjg6NP+slgoL96eCA/c3P+v1+DAaDxt41fS7dwaiOvifYccOutaUoc0Y4qA8yuQnYZL1Yf3cCGAXIwDedkFqkp+3/iMXDNM7PzwsI0otwM8lIHNZnmY1cR8nWXA3083v+rn1203pENPWKEwmZT7NMnJhdVr+NjeaJaqvot1p/cJ8qI0IexWoDQVzzyojgs1xHq7xldSYJzs/cf2hL3XKCaJnIpqvebePZVi5TrQmg29Ynn8u9QBL+TbImq1NWZ36ekWkUEfbKoqnpo2Wytl4MDWSmWCJyY08HgovUN+zqOu3XyEKoXp82B0QOvZdfm3TO+lB5MYWH7XRH2OuROSZ0vHWPn8pCBaTIhZwGMiWdTqew6hsbG8XxoJPQ6Vylfh0dHTX6PwOW7qy40+KKpdPpxHQ6Lae49fv92NvbK3XROMjBUrucbWA/cowEFORg6Rqm1rF+HC8ZIo8yqOwau0TWimPrfcIxZppeRDMqd3l5WU7sOjs7K+8r4PfuZPt7ks7Ozsp7YJ7l7P7fB9FbrKnQtTcrAwOujP1vB0MSjh31SFuOes2xqumwiDxiLR3pBt/F9ZvmperhgM11bQZoVOfscxlgOtusJ0kD7dGjfrl161app+fMdzqdmEwmjbnr69r7iOuOv+nUCEipXep/jb2v8VVIsYzhV39netE/c0fDn83+9DIpHl3TuGkO3L9/P372s58VnaFraqCZdsLTS2mzbuqQr5Nk9l6/fc1k97ptqt3nf7tDm/kZGu9s/rlkem7ZdRH1PVJt9Zdzy2iQR4acMHS9xfoxyq/PNzc3Yzwex8XF1TH+HkFW3UmEMBqsuV07Qr92Khz3FrLuTiJl4n2pVH2fG1xrJEToQ7h+1hp3adNf2YEI1DGsg5NW/E5t86PCnTTLRP6Ob9u4qawtEMoMrZw4Gmo3pp4zmTFUuk9GdDabldM4IppRg4yJq4kvMIErn+A1MENG1fsge4bKUHlk+tneZW1gfq6eSwDKKI+MMjcy08lQOlXE1f6M6XS60I8ZE+O5+1JCztpGXCmInZ2dUtcMMKn+bgQydpV9TcNE4OuMhQyRR7MEqJw1IWiiU+Xj4+Awm2+ulPw7GRoBGYI4H4OI6+O2ZTS2t7fLnjEZqHUV7pHSPKZeqDl5NcIjm2/ZvTVx8NE2zr7+M2dDv+mQ+fMd6PjcW+YkZc+vzV9+T7DuhJa3kYBRYzWZTMo7fuiEREQhYUR4UDz1uW08BHy0fpVap3s1X3g9y/O55Oue+icDPTfpf683/6aOyvRCRD1VbmNjI6bTaXzwwQcFBLl9bauHO2Juu5eVsW7i48msCndWdR3nUDYOur+WhujPdvF+z1j6tnJXFX9Obf5yPraJyAY6+qor7S3nNG0w6yUwo8/39/djOp2W+afTDmtgiGXSDvu6roGHzC44GPQxqNkh1ZFHq2dAqCYZQNY9q0aFsnXr+k2gSH6V6yL5Qr1eb6HN/5uytkDIF5iz2d6pDK/5/1RIzjIQZEk0QbjXg4Y8Y71Yb3dy+B0lS9PJFhyfx0iErueE1GdyXlkXPstZF0VSsoXif6u/HOAIGG1sbJSjrR8/flyccFegnU6nnNykz/iSLiolOSlqG8eLm559rLMxr4ENtUnRJfahp/v4GFFRq19Urvc7gSVD/nTKVB+KnC5ndvk8tl/lCKzyBY8ZoFY5PG78fyIf/n9TyKpFXL+k19McIpo6Jftb1/j92Ti3Obi+lmrX35RNr11bq8cyg+TMdKbP9EMgo7Woz+SgtG0UVp/K8Ov9XWJefePvzs5OWSvT6bRE0Om0OPFU6wPpF/5N4079S71UI5jouPh37FuvV81x9M+yueLOGj/jeOjZckD19yeffBJffPHFUtIjWw9t9fK18qII/QaP4tBR5Rr3FHaJRwy4RyaLckqyCK/Ki2im9DtI9XWYRRKeRpZFO1QflwwAOolAkK++pU5QO2j3hsNh9Pv9cmgO06t0nw5EIpiKiELISifoHpEl+/v70ev1SlYKr2M72v5uE2+7CE71V7YvvY1QI2jxvykZiZ7pF9XN/S7+lk+lOuhFsvS5OaYuzws0rTUQkhHySeQGh5PElYrEO5nAyq/VADEH1pkv1lGOFgeNjiU/63a7jcksJ5sToc0B4uTP8kjZH5TMmaHS8JxcZ3I5HhcXF42XkkqhUElEXCmSra2tePDgQelnOhw8btKdeyo35e2z3H6/H8PhMHq9XvT7/aKEuNel5oxwLAlcVTelllGpqf6KHLYtXj6LoIZKVuKn5PlBC1m0i7/1nM3N67cyK7VP0bWIK1Df7/fLe5HanFrVRycrPmtY+v9SlPKpF9Rx35j3oQv7OiNeXNxw0VHKyqXBkWF3J5oAo1ZfN4ZtoojUsrnb1ic1h4vXEATpZ3t7u8HQeh/QUeSce/nllxtlqw46rUlOSO1o42VCokUOkYNb6W6ODdet6/m2PpQsczrb7BelRrgR4BEIyYaov0ajUfzyl78sqcGSNgCpOmUAj/XPbNGLIAQ6Hv3hZ/5dxKLu8PnixF1EfSyydVwDT7X5yEjsMp3o4vO+9ky3W8uktoZYHklbvi/M67a5uRl37tyJ7e3tODk5WSDB/J1lEdd9SFvJyLTvneFBPBHR0OVZ/VcVzhmPBN2UpHRCmz7dsrXeVrdV/u92uwUEiWiWKGrkvo4DtWfRI2sLhORo+34IFy0Wnkfv3/N3RBME0WGhcJP7MiEg0uRX2a4oOp1OcepliMRQaB+TDD2Zx7Z0ucwBc2aCe3406Rz8kTWS0de9cmo4OQXkqAAY3en3+3H37t3Y2NiIJ0+eFEddCkdG2tnYjOERiNje3o5er1cUG18eque3GXRn2ujMCbweHx+XPom4fokZQbbPx2WsM/cRZYygPtNcril1XwtaIzwZbzAYxM7OTkwmkxgMBuWzyWQSnU4zMkRxBl/X9Hq9att+30XriX1KMF/TK27E2gx4ZgBWcYTpdGg+empbtlb5HBrcNlatVhfd42ST53Lzeq+fRDqHhk11FFkkYxhRP4iDhEO3242jo6PGPkA69ru7uyVqpH0AqqeuJSCgMP+/2+02GGDNG/VNmyPqBEIGnH0utQGIZbLMufQIkGc1aJ2rHj/84Q9jNBo1DuRQnWogL3PWl133oon7EMtA0DLn/mmFwJ2E1qqggxEQvnKipnPcbtYcfp/zjEjy862trTg9PW3ss/Wy9FtzWPfSp4iIhdMgSSreunWrkCwkWgiCtI6pY/gj8lb+zf7+fvT7/YYPpDK9j2p9VROfUyS73cdhfy4rX/3oPnENPPt40C92XURhZFNjqzR8B0PZfHMb8jRgTbK2QEiiActe4qfO5YShEc8Woz6PWDzNyRcoGT8qmywk6b+ZjqPPfDDF1tMhYASK92bAJdv8SlGdCQ4yRexMqk84Xa+DFDqdq6iJlIIfOUslrBdhdTqdODo6KnXgNRlDrP7v9/slsrS5uRnvvfde2UTtDjr3s8ix4aJXn5E9Yt/rlKSsH/W5WEB+R4AkJ4PsHh1cAlI9X38rWqEyajnHVE6ZAZLC4bxWedr7c3p62lhX3IPB9umI8XUW9dF0Oi1O8yrG4qbfc34wjeGmkhmVNtafTlcbe5bN6xpx5M9a1h+a47qec5h6Sg4Er605hzoiX2uCLz8lsNnc3Iy7d+/GaDSK0WhUnCNucnZyhetfEefstDnVhWmiLCfrB9qN2jyRZOlALKu2ziWuOwnKPCIUcU126P/f/OY38fDhw4W0aN7jxFgt4l6TZ3X0fx+FfeD+R0S0gqDn3R/uaDt4XVW0xjim7utI3NFftZ7+e2Njo2RBZCfQOUFD30GvvuB6p4/FfczSQXfu3Ikvvviike2j9ug372HbuJdQWSlK7V8WgasBoQxocN4wU0ftd9KeZS6bW6sACvpM1D/8LANTbIdvVYlo6t2IKJk8Z2dnC/4t/SzZkWdZN2sNhPiyz4jF9C+GChkRyhS0FDknvEd8tra2Fj7Ljg/UYrm8vCwOpz5fJq6kGFURa+17YLIyMmdcUgMWbKcM++bmZgEUvsk/ornXhql4Ah16rhC+Jjef2+/3C3g5OTkpZbOf3YFQnyt/d3t7O27dulXKUX3VHh5tzWgP00EoBB8SPz3NgY+MjLOhUli6xxcsgTn7kG3XbxpTHnDgoNfrqd8COK505vN5nJ2dxenpafT7/aJg6cCyr3wP1rqKmD+uU0lbX/rfbUIn9vLyMt0Tx2fWHIeMXctYsqw86SM9tw0Q3YSVrNWf5JDmEI2V5h8jcdvb2+WdX2QU6XBngOj09DROTk6i0+nE7du3Gy8wJHO7t7cXw+Gw7HWR/qBzqKiyfm9tbcVgMCgv3KUeqvWR+pT9zHtIckiyqLRfz8/8OraV/7Nsd4KzfQvUP4eHh/GjH/0ozs7OFjIO3E6xzVndJCSC3KF+EURzl35JxGJWxrOIE2URTWI2uz6z+U8jap+yLBQlytL5MtCckSu+nnwO+zphZChz8AmIVA/abkYbVB7X6b179+Lw8LAaQRbQUZ+TPBUpe+fOnTg4OGhsBfB+rJFKLm1kiYMg9/vaQFGbkLitfd9GwpA0YQSdZbtPyiidxkxjXyOg9ftZI8trC4TkfOmNspubm41TP+h46jcXpiNITlYaT/5fk4xJlPCo1TZlX0POjKYwfKiJrygBGTvdp2dmSlKLhI6JRAtdGwczJoiKSPXg4uaiVNmDwaCkwZCtVZvVDpXvoWRFmOSMDAaD2N7ejt3d3djb2yvXqC6np6elnQR2XIT6rb1DBEnLxqe2udvLcFa3jSlx0fhSmdCY8n1PYqh8TDXXa+Fy1YGAV+fyZ3OWkSu2bx2FYJIRRGcnJaswaxlYqhEwbfe6LHMy20Q60st4ViPC+eYsYXatOzbe3u3t7dSxiriex9JpsgGz2awcBy82V8CWwEVE1p07dxqEi2Rz8+ot8NIjvV4vdnZ2FkAQ54bPB7c3TDFzcCYwVnN+MkLFbVZWl6w8AmL1ZZvzfHl5Gf/8z/9c3t7OetGOZnPHnRyvB3+TsFx38YiEfy7JxqxNHMRkzqnPLScLXdr2MLYJo5iaB/JHmFXi89Gd8iz6QZ/LI0pMmaUvVetD9nkGOrJoDaM9d+7cifv376dbIgSCGElS5HhrayuGw2HRJdlabFsb6t9lkXitMRL/GSlWi86sKk6aUV+43ifZJd0gn9UliwhFXJMzFxcXxZfTOMkfZcBC8qx2bG2BUMS1s6/O2t3dLWCI+aa6Zj6flxxEn6A6EpjS5hDzGVI0XMT6rUki9sRD5pkBq01a7mHQb4I2OQMO6pgOxufScZ7P57GzsxPj8Tjm86t0ueFwWICmoi7qXwJNAQJPPVN7njx5EicnJ7G5uRmvvfZaeb8PlVCv1ytA5/j4OMbjcWmjrhProp9erxcHBwexu7sbb731VgyHw9jZ2YmLi4vGyxQVDeLYsI5c4B7tUB9ubW1Fr9eLra2tODk5Sa+h08Ux8v1gvs9DIkXiADJjfv1/B0gUfcaXp2rM3DGhkdXakYETWy9H0ftzHUX7vSIiDg4OYjAYpIebUGqprxJn7DNlvwopko2n5lMGrjMgUosOUxe40El1h6TmZHt/uGNG4oNrRQSWvlM6C3PC3ZHR+NBxmc1mMR6PYzabxWeffRZf+tKXSvSZp0ZKhsNhAVAS7QHq9/uxu7sbw+Gw3Ovpc6qXj1dt7wTJMv1WebU15O8to/i+S6+jkxV0jrPolNpzcXERDx8+jB/84Adx//79BgjK9lFlkaxlJA/TnBQhXef02uwQDqVqX1xclL2XjLYpLZsHEGT9m0nN4fU0U/7WfRlYZnk1neXP0zX0bwSINKZZGdxLrLLcse10rk59FFlBIKe1ILvtB2CpXgTj0mG07TzsKIv29nq9eO211+Lk5GRhvxD7Wr6I9iNLb9y7d6/0Z6YzvO/ZV/QBHNDxPtffDjyzvvf7qd+ze9SXNR3lz6dv6c/0exg19bki0k59zFOMSZYvy45aVdYWCM3n83jy5En5XyxgRDQcYbLiEoKAZSymBojpLPP5vMEMuJHTM/g3GZGMoagpKf3PyeXCxUZDSOZGCshZGa8jw85yIug8C6WzHbWoga7hc6XcxJyofmrb7u7uAnPtzoMzoTrtpdfrNd5tw2hJVp4MloC05gzHR/2gd+5QabgCZ73c4dRnEc1onSs5LW7dz4iZlJLPg2wuEeAxFUXKxw2VxoAbxDXm+tudnrY5uW7S7V5tkp1Op+XoZReOmbOSPu41ceKj5nBkOoIgKDOAGvc2w5s9h2XU6ud/LwNzEdcGXWuA++BEtsxms+j3+8Xh95OVuF6dPKLB1/zVNYeHhyVNlode0NlRHSOipLDIwREIkp73ea516OuYQruSrXPVJxOebpn1sx/uoXLYjjZdpDpxfpyfn8d///d/x/vvvx9ffPFFQ0dIj3BMM6cuY9Az28oo9TqDoJqozYpaiqAU0I9o9s1NAFC2pmskRVaniMWIi9uoZXqDc8rnA/2djCTh2nX9w/UsYpZrTT6e9EfE9RYJPsvBnZ41m11nigig8oAD6hSl0GVznb5IxJVN7/f75XAm1cHrVCOfsv6hnq9FWUmAZqQ66575Dbp+FXKPPoUDaddzWYo/hb5jNmaqu+qidsj3XgbQbiprC4R++tOfRkTEK6+8Ep1OJ/b29mI8Hkev1ysbWyMiZdP0sk06ly76TEqaaRju/NK41UCVJp0mtE/OGppvU0icKPpfhkrPcoBFB0aTipvwlRIlkSMQcaUYJpNJKU8KiI4yn+eTVBOfL1Hd29trsMXck3RyctI40z9jvObzeTlR5vT0tLAHZAqoUJx50e/M0fe6K2WnFg2qGTVXQG489GxnfLJ5xDpyXFkngkVvx8XFRZydnS0w1775s9/vN9rLvm9T5OsmDhrc4GSOo68rAuKasfKyfB1S3ABm87jGLPKZbY6RG+Q2AOffZc5Ndj3rQIaQURzNVbVRc1PrmECez2akSXqDz7u4uGiQLm68GZGiHuh2u7G7u1tOeqqdiKjxo5NWA0Nt64Xr1ueevuNeS9ZTelrOtRNGfEmhrme0k3U7Pz+PH/zgB/HgwYM4Pj5OmVbp92xete2BrIGhVZz/dZDaWtB8VLYD96lktrHmxLstfxbnz0EPnWjWJbMzWVtr/zv5y2toJ+ngenRC4IJgSJ9HXK8L6Ypla83b4OSLH4bS6XTK4TnKUKF4eqnvuXOAUiNjs7qxL56FKGjzJzMCr43UbpMMDNV0BfuBNi3bxiFbwb2FtLW+xeVpZW2B0C9/+cvodK6O+n3rrbci4grgcDP4fD6PXq9XTUWSuCMZ0WQmIhYZi4jFF5FlC9+fw3v9M0fAEndQ2pgPKhcaS97roVempERcpY0oN1wKggqOi4dlqjz1Sab05vOrdIDRaBSdTqe8AZ7sSrfbjbt375YToTKAIFB1dnZW0taOj49LhEdRIZUpQOWOr8r3KJf3K5/v/em/Vb+ac6y26hqvg7ezBrBqSjQzXGrT+fl54zhtlSGnTqf4UfkIWDLdVO1Yxhyum5ydncVoNIrBYLAAjjNmj8q/pmN8bqjva2BIRjNLgeP/2byKaBoUnzttzkKNJeZ3dJ78etZf37GNchx4aElE8/0kEjk4mVPoxI72AxEMRFyP5cXFRdy9e7excZnOC9ng3d3dAq70GgO3Aep7tofAzceMwrmzigGXs+ckjJhstlunf8qhc8Ap0kvfyxH51a9+FR999FHcv38/RqNRzGazhYNhfB45y8726Xv1s/onK+9FEM5vgnR3dhlBpGRrzv0NfpdFIH39tc2tmh3J1jKFNknX0d/w8mgLs+dlgIgRFs3VnZ2d4i/wYB76HZxfHh3KfBFdd3FxEePxuABWfs9jwyOi2E59p3JJxGQn/HofSrfzXYsZmZT1XU3cV6iBcwfR1G30Rbxe7vNl4s/P5gTnt3SbEz0EuxRPt5NOy2zhTWVtgZDCmh988EHcuXNn4chkphb4vgeJT7JMgXBzfTYpswmSGW9/viYeB7fX6y1EDxTp8L0jzhSxXClKZ1JZ58wx4rP1DL1gTOVlqRFenvePFFan02m890n7hm7fvt0YKzmLr7zySjx8+LA4AHwO+5Pt5D6YDIjIyEup+mIlQHHgSgdCSrGmqFz5yHHS/7pGzgmjQlQMBCrZPgWJxpFj44CafcDopRssB6Z8hsaBB16sc3oclbdSapWqFdFMO13VeZVk8zUiGgymrqMDSRDkTjPXvBs7OsmcA7V230QyMO4OTEbYEJxFrL6nTOCI40OnW/OTzkhWR4H/J0+exMHBQUQ093RK34hM6XQ6Jb1F3/FYbvU7T6EkuGM+uzsyXKP6fxkg0FxQOivTfUUCsf36m68uYN0irkmhyWQSjx49KiBIp2Tp+5pjz3Fss6d+bUbuqb7rnB7329/+Nnq9Xrz66qsLOj5LqayBZZ8XTkToGvoCbbIMDPn8q6XqMbW65mzz/2W6xfVTpkO4vrVORR6RiKB+dOKEz5OtzaKTl5eXMR6Pyz5ztl912N/fj6Ojo0ZdVaYORhCJyEOHMn2nOsoXqtVbz3qa9VHTK9nnXNsc5xqp36azajota59snAMhETq102i5puQXPausLRAajUYRcZXC8+Mf/zheffXVgszJJvpg6ntnYpexdM6E6jP99jKdkeBvSYbUM2aAIduIa6fCFVQNBKlOrmgYKZOC2NjYWNhAzBcgKuLCumnBuyKlYZZCUY6v6qT0lTt37hTmkMzK/v5+Y0O79xf7Rc/W3NAccADpTLkUrC8wL9eZB6YhuoHweeT1JNjQvPVIVgZECKj4OduS3RNxfWiEnCrVSz9yrpx5U19yX8JwOFxg0NZV2H9Kl5hMJgu53hlolGREg/cL54gAMJ/PNaz/swhQlm7i9XGGLZNlzhSf6c4LIz3uyDgA8kgV+0W6WgypdIBSiQiCuCbI8jJFpeasTyaTiLg6EIPAhiCo2+2Wk54IsAiI2G9KM1Ud1EaCWvUjf/tnq4AhgSCt3/F4vKAHBoNBDIfDsr5ns1lJE+d4qczxeBwfffRRPHjwoBGRdh3u/c1+diLJbZ4+z5hopiSts/zqV7+Kra2t+OSTT+L111+PN998MyKaWR/uKzCaRvKNADoDHB45cSH5QeCeSTbO/FzlERDX0nmfRRwMSQj4dGqcCBLNG9cpXBOso+x7t9tdeIVHxNW6HY1GsbOzU8CNp83u7+/HZDIpa0v+kA7GEPnAvqPvoc8kWlM1p9/TwZ416kHxde3PZTSf47JMV2VAOhP5yzqan2PFA7/aXmquuj4PWVsNpEkxnU5jY2OjbHKOaKZ/0ZBK1MlE2W2TjArKlRrDiVQavF7C+zm5qPSYw82F5EZVEzQDQ23MTMaoUCHTMSG7oc91ihzLY2oLFRKVj9hWTlwp6pOTkzg4OEijGEzTI0ja2Lg63anX65V9RhcXF/HFF1+U+rKP6QQwhYXvFOh0OuUwCNZT108mk6JE1Ta+SLUt+lYzNBQpXz2TkjnV2ef+P+slhypjIXUf51PmYL9oQtKCQEiRBCpin7+MYkpq+yEylpff+dpl1M7/97F3Z9ojRa7bVjGqDvprQoMqcePPVDifV4yMMcVMTvJ0Oi3Gmu0mAIqIhb+ZuiJRZCji+qSoDARRT3tUSEInXvuaMvaf+l79uqo4SSF9Px6PG6SF6qP9mzs7O409KZlenc1mjdOwGJFWuwl0SWoxDdrZap9bvLfWvnUX2afJZBKj0Si+9KUvNXSGE2+UbreZvu4ghp9lINNFfk/G5rteWMVpzciNZ3HIqWs5V9wv0m/NLwEF6WaRlyK2nSRkm6Bopp4AACAASURBVDTPZN/1GesUcaUfDg8P4+7duxGxuH1B+wZ5EmCv1ysnxenI/Wx8svXPaMYyMFTr+2UEvksNAPkarQHS5yGyrdzL7bp9NrvK3JnP59V9ms9T1hYIRVxPnvPz8/iv//qv+Pa3vx0RzXfvSMiOzOfzBUezxnBJapOUbA6fI+Gid4bNhfVitIEbwujYZKw0DViNoXP2lvfpc/6vTbc6jMA3flJZqW7aoCwAJAMqhaV+U/88fPgwXn755bI5kY6OWFxujtzY2Ijd3d3Y398vuf8cQzHrao9YUoEpOV3sAypJMqSKekVE2VzpRoVjSCXDsfM5obq6+F4HpiTq+1pUgJE9KkgpnsvLy8Y7k1gHzk3WkWtl3dlbFzKKdDim02lJk4hokhiSjOXWzzIDxf0evDZb2wJBDrb9b5+H2ecqLxM+O6u3t9/L19ynbmF9GI3VM0S6ZNfNZrPyWgPf58kokAMj1/9y7NXv4/E47ty5UxwZ6SkX3b+5udnQ/91ut0TBdeJkRCyAIYGXGhBQH7Z9phdXinQRCHKmVmSU1recROqw2vP1yoFatIHAkunBbkeZKSCpMbqaN9rDW3t31DqIDmTSHPrP//zP+M53vhMRTYfTf3N++SsuMiIqI70cfDNbRNdk5bSBn5qw/hlgi6gfoe4AmX3QBobcD+I7FAmUnKzyfvcIJCM9qof6bTQaxd7eXqOevJ6EZa/Xi8FgEDs7O+mhLJJMt4vgaANDTia57r4JQMlAUBsAirh+91rmc6gtbmPafFzdw33KWdofSSaNqdfheabkr61XI0dcHaoNn1/60pfiu9/9bplQdJB9o6kmkZRw5rBqwtMJoOHVdefn542jpelkUuE5u0MD7xEMMsDOsvnC0Gesl9rE8jPQRuXDjdY8jU1gQ2BiMBiUnHKCHNZR793hGLA9ZHFPT0/jiy++KEqFDk6v14vbt29HxPWxsQcHB3Hnzp2Sqicmn04jmTE/VUZtPzs7a6TFsa90jULhTB3xMXEHgmPtoms5R9QX6k/14Ww2a5xYGBHFedNhEjXR88UeT6fTwrK4sJ/EFFOhuXMpRkz1WVehTqDz/ujRoxgMBnHr1q0Fw6/54obdr1P5jNAqKpcBoYjFPReM0DlgbZMMFGXihpT1qgn1D/tPohQ3kkD+LDoFWk9aowQufmALyQCCHqawqQ76zTqo3M3Nq/ekDYfDhb6Zz+dxdHQU+/v70e/3S/qLDnbZ2NiI0WhUUji0fnVkP+eB7/fjmDrjT6Ee393dje3t7bLmHj16VB0XHfJA0ok2yfXql7/85RiNRnH//v34/PPPGzpTDmUGOtUO6ROCdLaBZBj7V/dPJpMSlVtXkbOmKNsHH3wQH3/8cbzxxhvxJ3/yJwu2wEGE+jmzMRmAof2mcC3pf+mNpwU/PqYk2Grl8vn0UZz0yEBUBu4y6XQ6xU5p7shRpg+j53a7zXffecSD15+dnZV1THJL30sPbG9vlyiQ22j2BYlZ6nmtV0Zh5Y844UT/RKQs+9l/+7j4+nVQVANv9I1IptQAn6ffOiE4n89jMpnEdDotqfo1f0RlydenT0+A+jTz2mVtgVBENBaYlNBHH30Um5ub8Ud/9EcLxpMghBNfqNcVOg1HRH0zocqSc0QjzwlN9OwsqBwBZyDc+HsZ+izb88S6qb8yRelKQUwno0LsB/3Nd+94f4hF9ZQSV1IS/a9ceGd2VKZS2cjWs/16hoRjISOvshXFUj+ybmzP9vb2QhoJy87qoPlAB4xjxj6j4+fzi4wVGfdO54rJ5XgqyhVx7YApxMx9XzSyMuDu/GrctTayo19lWJ5n2Px/W5xIYKRQkjkxEcsZKSp4rnEHR5SMlMiiQFl92j7LSB6XzJnNhM6wM7oqm+0gg+vP07qW7lO6GiPjjNr5eiIQirjWTQ6AdI+c7l6vF8PhMK2T5Pj4uAAhgqCIa+dLYECidUMb4/1EkNfWv/xfTLgIIaUAqw92d3dL25zlZl9T3+v3cDiMO3fuFHLr4uKi7MukbfP+lKPEdGkHd9k7ufjaBfbLKnPv91W0tmVXIiI+/vjjiIgChiLaU5nlGHOTvROgWRlZeW7PXEf73Ki1qe057lSvImT1uUa8DlprtNfU1YzKiDzM1pPKZ9ZIW/qc9IdS8Pg510C32y0HJHg57nPQvno7eaS96/1av2ZrJvvtOjfzXTMitY1c9bL8Wq71y8vLxjH8qpOI5RoIYjv4t/QM65+94+1pZG2BUOaEyoH/5JNPYjqdxne+853C5mnyuoOTsboRTedUIqMmJZ6J7stYVU50Z0L0/FqZZKtpaMmuscws5cSZKE7ibHHRuBF0RkRJl+OhFLpeDIzYBAcVBIvsM9VLAIVpXgJWMvgEGd5vW1tbDbZB48z+yRx/MXc1RZOxPRKCTHdY1Q5nu3xBZ843x82ZLM7XzInUb0Ug5ID4+KpMplVMp9OFfGpGrbrdbpydnTUiq+socmI1Z9VP2fquGe2aOCOmsp1wcdZXwnXvOsCvzYycS2Z0Mvb4Jvcvc2SoG3iN+pcsMJlDOTsaC19/WqvUEbqP5etvXa+cfk9jYds0RpubmzGdTkt6mjv0JAQ4j9SP3ia1V8/Lnu3fsT913O7t27ej1+sVcoP6MHNQnPjI2nDr1q0CpJQBkKXfUufM5/Pyjhw5OLyWY8T2qx18/9E66xA66E4qCQz98R//cQwGg6rj58QXo6N+TU1od3Sf/s9StCVZ/9eIGj4rA+x+v39H++h2MvPPSCboGiczpSsiFskF+iKMzNF3YN8zAsJxpZ7pdDolmux9xj4gCFJZ7odkel3XkXDi9R5Rzvo8A9BevxoIcj+zNpa18fc+ZptFylJXuHDuMQXY10in02nsk3wWWVsgRKFSjbh6+dXFxUX8+7//e/zhH/5h3L59u3EIQWZkeORhdp2ewUHSovDj/yKaJ35QMoVfM158tiaCswy6jovNAUJmdNsMdFYHtkvsLVkb9q+nqeg+/k3GmFEfKm6VLwffUyh0rVIKsr5lO50NJauUReDYD2KV+FxntvgMhbg1Vgrr8lqx1lQgAvM+LvpOfUTQRlG7VI4cUAdAPr8IgjS3tFFdB0T4PJrP5wvvG1k30VvGRaSobzxXm/2/CptKELSM/fLnSDzC7M6Nrs9AUJuR5P+ZoVuljtRvDoZc76gdmTOmecq+JclBYMG1q2vccAsUZK8i0JvfMyY3YlGPnJ+fx8nJSXmRtBwfgi3VS9FxvhuE0V/1h0eGPOrHuvi96g/1sdZe5pg4MCQYomPB+SvwIx3uKTheXsT1nsnLy8vo9/slcq6xYP2diOJey1VY6HUQtw0RV2Do4uIivvOd75RDOjLh2Gme+MmSfq0/l99n67RW55uAUdc3Xq4D6BqR6yRf9nwCHwIizdGaj0Xigv4IdTyf4TolWz+MKK8yX+nIq16sK9ciQYP6og28+nO8/VlftBH4aivHg/1d8ws5Z71fmWKr8db2hZo9zECQt6ltLj+trC0QyiYindjpdBpffPFF/PjHP44333wzvva1ry1MfjqeXDTKW6Y4ghUwojHRAGd5sBn4WkUydE3HQwZL9dG1TBXRhHYF5Z9xErpDxknNY26dUZbSIePKXPOI630THAOyLlyQ29vbxelnKpaPh28ezkTlCgDpYAaNmdroOe0R16f5qZ2dTvO9Le6EylEhi0zl2jb+q7Bs7pDTSaTR0d4ggngXH0OlBahv9G4dV6LLIgjrIEpD4dzQ5zS6vIYGLTPgNRCkz2/SZzwkRLKKLqFznYGgDAgtq5e3Vf8TDLE8B/hkgZnWG9F8qSqjQRlJ5E42IzP6UUob2cNOpxP7+/sFrDgRpH7muta7pRQV8n7ytD6SUw5QMsCTfSapgVcBLx9ff24W8aIzVGuP9LicUIrulU7v9/txfn4ep6encX5+Xo16aN24fnreDs3/hWTRN9qHy8vLuH//fvzrv/5rvP322/HOO++0OqSaK+6M1tKrsvtlXyVtRMwyMNL2jIj2rAkJ/Rc+kzqh7VmsnwgIAaEsKpRFcQg43HH3yDKziEjGimBRqiwJBukLtYt6u+b0u+/A7zIixf2ebH1nIh+XaXc1f8nJ6Vr9HVi6vqH+kB49PT1t+BeZOAhimjT97edJnqwtEKJoIJjf3+1ebfZ/8OBBHB8fx2uvvVYmusKkZNc4GQeDQUNpa9HpGY64I5rGqA3J6zncl0KpLZhaeXyBqC8GTsyMHVJfeJv0TCpilSMQJEeEIFLXuRKR40IlpHrSScgYd0+vEOOoPuGiuby8Pn3IUxQyZaMx4OL1vVYSRmPItlER+pyJuHa0xVK31ccdGD6Lhs2VOu+RMy/l8ejRozg7Oyv94QaYY5vN6ywK8SKJv7NJoE/vN5BoDDkO+p4OBMGOM190sOkAuCNAA8L18Kyg0wGQft+0XCeUCIb4rNp97D+tI7KWupZRZj7Py+G7PPT3rVu3FtaEnCXtM9R6YMTUiayNjY3i6E8mkxgMBqnDKB0n3UinhTqOJJY7Cy7OgjoRwiizj2NGtviY19ohm+A6hnqYf8tJPDs7W9gAzXrreRn7/SIAopqN6XavDrY5Ozsrvojmi2dOuHCMnHj0+ZCtOdqMjAxVWbX6Z0LbS+H+x5qzSntC36kNjLmTzf8197TWnHhkuQ6O3H66PqGP5CAo6y/6X/Spav6bAwmJ1oXfl0Vos/Jcb/B+zQOe/rgKoMjmRg0E6Xrayvl8HsfHx0tBkMvl5fUpmHrm87KHlLUFQj54zjCQtR2Px/H3f//3ce/evfjWt75VjJuMGhlNlsdF5Mda61leB2dhuEh1v8rUM5gP7M6vt40Gez6/Sk3SS0m9LmQ7Iq6dPtXNy6wxyFosHurUtdyTogVGZSPFQSPrrCBBk15MJmU0HA4XmGt/H47OpFcbswhRzaFiGSrfv6MjkykajpE+06KXI6bjx3XARMTVCx71xnsCrJpBUP9nisfrcf/+/RiNRg3Hx8EQ2zOfN0PX7Bc5d96H6y7OPtFxODo6ilu3bpVoGPtYc8SdPDqldAg9wsTn6zPvX8pNlb+v5cypXrWszHH172tz1Z01GkjpPjn1SlNkWohHnp2EEKElcmtra6uRv8+57ntFqdcdwLLdAkLSR/1+fyVjzjRi6fYsekiplctxzOwOn1FzilUOAaBklQ3stXREjYPq4qciUse01W2dxW0tRXNKOuH73/9+fPOb34w33nijAKLa8eYRzfXlY8O+rPUr12/W/xmRt4qoPbK7PH2X5FpmJ5wQqM257B7uDZIuoB/ip5vpt/SE5rDXS98J8PCABYIg3kd7Lzvi9lN1d/JLn2c6v6YnMlBVW1N+rf7312Hw1LtVwVEG4DKZzWYlO2s8Hq+09p3Yps8rMvl5+x5rC4QkVMgeRuRkvLy8Oqrzo48+in6/H3/6p39aFEO3242dnZ3UGSKidWXhYMUnhoy0mB/f+yFDrPJqoVR+xgkyGo1KSoLqnS1wF1fMmTPv7Zewb+iMzOfzhTQUZ1m0eOhgRFwbj8FgEHt7eyUdrt/vlzc9X1xclJx4LRR38lhvKUeyFXLABIDF9nCfi8Alx1Jg1lPhODfUjvPz8xKB0T3j8TgePXpUAK9S1TRH9vb24r333iugqNPpNFJsdF0G1DNld3FxEZ9++ml8/vnnjXP4OX683v+ez+cl8iblz/Wk+unadWZzuXZcHj58GG+99VbjMxoyGnKJ+mnZniDOR40hy6ZuIUMfsRoYWsVBqklNf9BIulPfxuxnpILayXQyOjDST7W5JedRDo4IlN3d3ej3++VAgYiIk5OThiPJZ1B8LWls5eTxjedKlWMkMGLxlDsHKOzDbBxrY5VdmzlAdLBWAUMq28kw1jXbX+F/14Rp0LU2rLu4za21Sf18dHQU//Ef/xE/+clP4s6dO/G9732v2CM5321S0z1+jdeR60vrlz5JlqHiQmdaIIgb4F0n1NpC/ae+yfwt17eck/rNuSzigQRVRDQIE/okFPU9SZWNjY0YDocpCKLw9RwZKZTpd5LGNTuaEVgZGPLr/Voe0qNXzpydncVHH31U+uIb3/hG9Pv9spcye3fmTeXi4uol90+ePFnQO8tE85Nz4fT0tOj1VYDYqrK2QChjUGqMGydAxBVT//3vf79cs7GxEW+++WZ897vfbaTMceNrRDO8yhfYUQaDQTlNixNJ1zJ0rHsVslQb6OBTwShdhwpnMpmU8sm8RVwvbJXNE97YJj2LER/+zb4+Pz8vJwtFRMkRj7hONRHLxbAyo0KZIyBH5qWXXoqtra3Y3t6O4XDYSEnc29uL4+Pj8gb1TOEw91f3UuFSEXp/cVMfFVP27p1MEZFdPj8/j+l0GkdHR/HkyZMYj8fFYPicmkwm8ejRo6IYv/KVr8RXvvKV8oZ4KQAHM1TKasfh4WG8//77cXJy0ji6MuLqyHFnVAiIlcOr+ut5Su/TGNKBWnd2V+9k0QZYnQC2vb0dn376aXz44Yfx7rvvthr0iOUAyI93dcO3jCknGKoBoWVGctVnreLMMGqjZ+s+tpNtdGeRTjdTbB3wSYdRp5JIEAAaDofxyiuvNF5wGhGxt7fXIB9UV46drxWJrpW+UyZBRPOl154OxhQc3w/FMao5NxkhltWtTZzY8nvpHOmZXNPurDkA0jX6WyfIKUWOqXIRzcwK1WHVfS+/z7IqO65+FYCYTqfx5MmT+OCDDxp9/frrr8f3vve94oxn5NWyyKLXzcGsCL9u9/q1Acwa0HPoi2jOXFxclBf7yhfxvSskS0hW8HvZHQc/bA/1ZJbWrc8VTfbTctluZppk/iMPVej3+7G3txf9fr/4UdI1Evle8/m87NWuzQOuF9pxT8339tX8jkyXkCAWiNBc01qbzWYxHo9jNBrF8fFxjEajMv4PHjwofaZI0VtvvVV8kZrPzfGSjMfjODw8jA8//LAxP3Q6rhNf3k/SuZpv7LvZbFbG8HmBobUFQnRmI673tEhoRN3AaSB07+XlZXzyySfx2WeflZd3fv3rXy+DL8Pn4gu32+02jlFV/dxx5QYy/fiL6TRpJ5NJ+Vsb39luTXJuAJYhpiLKGCL/Xzn6XFBarGqbyuz3+yX1yzcuS6FoQYlJ8bRAjy71+/1y72AwKH9HXLM3JycnC9G/zAgQ+Dg7LsY2+zxjWHWtnqNF7c+lwuF+JYlAEJk4HT8tpdXpdOLXv/51fPbZZ/Hqq69Gt9uN9957b6FtdCj0zg9Fn/Qcb89kMlk4Elttj4gSyTo7O2soHxorn0eZUV4n0VjyHSA8EvwnP/lJvPvuu8Xxd/HIDaMEfh1PQKPeYmSP4+Vz9FlAkEcKlkUm9LxaNMfvo5FiKlutrjWh08Jyt7a24u7du+X5p6enpe/EYh4cHDQcFdYxY+xJSDmo93ZrPXc6nXJEPdf2KoQAx4DrqXZvDcD4dxmoXlYvX7cOgrKysvbwR6IDE+Q4RzRfHO71WgX0/T7LsghOxOJ4+Th2Op0CTD766KP45JNPot/vl4gRQZFHIW9ST44BCV2J7/EhKy8iT6SZHFz6LWrLKn1D28p2cZ14H0rHiKARwSRylnqa60zpX8teqirQwwNXROz6azs2NjaKf0afwu1Etobch/F28nfbONNXdP/RQRCBrLKJtAcnornfO+JqLnz44Yfx+eefx71796Lb7cY3vvGN1roIJE8mk3j8+HHxKTRm5+fnpU9r0SGCIa0V37vNSN/zkLUFQuosppbofwnTFTi5suiLlNDFxUVMJpMCira3t+Pg4CC+/e1vN1DsMmWkfRWZMDyp/HMa5IjrF4sqshBxFcnShNYEUv2Zn6uoFhUa08Ay58AVGfuVjAydYk8P0QTXs3hyEye8T37VV6w898Aw/W5rayvu3bsX0+k0jo+PG0qazqRE7ed3uocAuaasnQ1TO6X0eHBDdj1B9Hg8XtjU6eyo7hcw/uyzz2J7ezv+5V/+pbxDqdfrlcjMaDQqisVZH42hz08d683jt2k8HNxrXmp/kz7Xb39vw7oJHQECR46hNsm7w1cDBRHNPUO8XnN6GYDU/cuiNxGrRYK83gRmbffUgFBbvb0uWeQ2iwgTINLQbW1txeuvv16cmLOzs8aG5eFwmEadfV0y0s21nIFXOlHSeRqzs7Oz4hhRnHwgSHAnjsBgVeDS9rmDIbbD71+W/lSTTE9SR1N2dnYiIhoRIYn6m+BrXUHQTSUDQRRGZuRUOijivHseJJQ7nNL50u0ixvT9dDotQIjryIEQ/3dfoiaMPGbASPqWkR/pMR1ywz7ROiWIyYCSIla6jkSs30+Cli8hln92fn5ervExdt8rW/ttJAF/s/8dABEUZQSH7vHj2UlcyPbJB+31evH48eNyEM2tW7cWyjw5OWnsEcy2g8hnycgb6Ume4Em/OHtdxypExDJZayCkhcUFUruuxt65YlKnb2xslPeoPHr0KB48eBCDwSBefvnlePvttyNicTJ7WFZlUllIoWigtYj4bE0A7QNiSp/EFRDBgKe+Salq4WeGKesPd0oUHaCz6Gf5d7vdAiAVita9ej4NJ0POe3t7xfHhOPE0qJ2dnej3+7G/vx/z+TwODw9jPp8XMKl6qY1sq0fHMtCc9YP3FR3PDBDLoeOJd8PhMD744IPodrvlPVeqn/dRxHW0kEB2NBqVay8vL0vYnsqBwNCNjhix2ve7u7vx5MmTxudUXlKGurftSO51EY0V+13rX2P0d3/3d/EXf/EXxThIsrYzrStzQlcFFhngypyEtrqwnIxdrc3/WvSPUjOuvM/JqVWcNgIiOSZf/vKXy3qSfqFDoXlNtlbPn8+bbzJ358AjIbU202nQ3NffXJM1x97H2cfSnUbKsv/5eZuDpTpm92UOehYRZN2zH8rOzk6Mx+MFAil79vNw6P+vpM2ORCymMWXjl/kknOMERa+//nq89957jf1EWXRD9SHwJgmpqKbWAA/KoTNLMkx2VhHZtmge7R8JVMoyYMTrSMjyN32afr9fyApmmJCMJSEl/4ggqNfrxWAwWNgrRBDU6Vy/e5IvIVbUjLabYOMmTjv7tka2cq5onFyvcWy63W4B1UqL87mnyJAIY9l5AZjpdBobGxvx+eefl0gb51WNXFK92yJmHOOdnZ04OjpasDUCu88DAEnWFgh5Z2YhNnZWTfmQCfF7hU43Njbi5OQkJpNJHB0dxS9/+ctyXafTKXnpzHHXQvuDP/iDEhXgJrXpdBqTyaThwGvxSNHozHXlovrGxu3t7YXQturugEWLfTablRfnOTuR5WuTNYm4fumevou4Rumz2azs6/GNieoTPw6bqXBSPO446TmDwSCGw2FDsQiwKtqiPlZ7tIcpW4AqWwqKfaL7HRR439QcWTmumhOXl5fx5ptvxscffxzj8Th9BkGR7if4dcdE+7VkEDnOZL7IaLnT0ulcH8Or52vMNQ6aY0oN0jVtzOY6ibOVmQE5OTmJ3d3dVudfUQMvuwZaCGj4/CxtjWDIiQt+73WqORqc92w371tGFLQJ18ZNAZGuIwgiqSIRW+sRZ4EW/naWtebEOWvtUSo5iTxFNHN0XUe2tZPPJghsA5ttsirYrt3j4HlZGzhfnGSSjcoAWOa0rbs4SeFzoyaZoyuh49/pdOLDDz+MTz75pDF/FDH1vUAbGxvx1a9+tRA7spnafyGCSyStwE8GgETOzefz4pNE5PPEyRu+94rzsTbPXe9539JX8GulFwhudD9tGyM7PD1N+08cPDmoom+j47XVVwRE2rbgGSCrzINVQZB/XiNkaNeHw2E5cdivExjK9L4OYNIzp9NpAxiuCm5VnpNJ9FE8qkadrSjgTZ+ZydoCIVfu3KjOxZFFO8hY+mQhgBAKpnLXfheW++GHH0av14tXXnmlXKc6/dM//VNEROzv78dXv/rVcpY6QYcWifbgaK/HxcVFUUCO3DVhanmWundnZ6csVPWbR8fUFqV66XN3pDx9RddoA1xENJQI90lFXDsuBIxic7VA3XF0w0rHXf0qcLW9vR2j0ai0X6LrmZbGQwsypURGJ3MWM0XNucXP1d5+vx9vvPFGSS3QvhSJwJrmgAMfj3JxDhFAEgypj52l12/u69DP9vb2wuZXgUyB3r29vRfCcVF7ZKjJoEZcr4m/+Zu/ib/6q79aiDq4OIhwfaRrIhYjRRmQoSxjzllGDQRlz45oEklZZMV1Kp0Xn6eZQ+SAiEBB64Z9trGxUfYEycHTj+6Vk5OlCnlf1RwtJz9Uv8wRESM6n88butL7Kttr2CYk6xzo1uZFVn4b6M3Atd/n5WZzyP+nc+njvrm5WU5jlVOtdvo4vQi6xCUDyP595uT5/b7XtN/vF/smh/6TTz4p3+/s7DTSln70ox+Vzzc3N+POnTvlO753j6BUKY2Xl5dxdnbWcOzlF0mcOKOP4angfgCVj33WTw6GdI2eyb7h3wQsDly63W4joiZCUX5LpucJLlXGzs5OqZ/0g2woQcblZfNVKquQE5QMBPFz91trorFSVOjRo0cLtl73+3Hk7jtGXKXnq80CoSRhM33h/Zptm5jP5w0/0Ulo/T+bzWJ3d7fa3lVlbYFQRDSMhndS9pkYQg6sMzBE1GT9uLC5SLhv4smTJ43rFT6ez+fx+eefNxCsABafq9C0QAzzLPVb13NDMidsNtEo7ow4O8q+1XXODDuLTTCm8/a1GFSO+oknr1DhkLXxcD8XgvqP46j9GwKNMg4EQzpprtO5TumqAWAJ60JnLTPcy5SQ6tPv96PX65W9Oq4oBHDFxpApkbBdfEGZ7+GhYeKeIGfGFP7W6VuHh4eNKBHbK+CgAxrWXdRX2iOofqfSl9P7t3/7t/GXf/mXVQcxY9LdAXWmlNcTSLc5rv5c3sfyav9n98qI6dkEJV4n6iGJkzGuM1zXse2snxyc27dvx/7+fnnHFutMnZHtw1wViGQgVVbD4wAAIABJREFUyMVJDrVffeQkBPXpMuBKIQnEVKJlcyAb/9p1y8CQSBFd49/XgDVBkM/l7e3t6PV6jTQskkqZ4/siiDurGeDJxpT3ZGn2EVf7TTX/pa90YECn04nxeFxeDE15/Phx7O/vx+HhYezu7qZ+gsafhyFwj5AALYGthMBD+lNzjaRdFmmuERiSTL+xXzV3M0KHP7K5SoGTbfSXwPszXZxgFEHL6B1fYMqTfkV8t4GhVYHSKkSCk1+yczpkJktx5//ZiZ4qU7ZAIFB9MJvN0ncPsgyvI69ThO7g4KBELr1uavvJycn/vxEhChknMRi+SMW+y8gwVYiMzXw+X9iQ5U6olLkPnEKEEYuKbD6fx+9+97u4e/fuAoiKuHLExuNxiVYwTK2yiIKpULT4tLicdfF+0kJUvbKIk7M8upYAQ/1AxcFUFSogiV5OSYXjKYWsL3+fnJwUBobS6XSK0tdG5vF4XECPFqWzWAS9+kzt9Dpk/5ONygyYzxG199atW+VN9WR0OB/cGddnznKLvdO4yDAS8PCYSYIgpsoRBBwcHMRsNivrgAZHz9dxpS+KcE3JKeXYnZ2dxeeff14cDPWpZJlDR0dUc0/9J/BLB7XmeC6TpwVBNOgE1F5nn4Nqu66lPmA76BQ5sMqcnNu3bzeIgjbwJFkVdCyTDKRKuNeBp0fyqP6bRoM45pp7igwTvLDsrF/0f1bvVeqV6Xx+vkzUb3xOt3v13jY61Jkj/KKAIa4PkgYiRSOaayzL5sgAkNsVn+ubm5vlHSv6ninYkvF4HNvb2zEej4se85O3sgiQR4yYcqr5IX+Ftl+6TQQyiWQnC+jD1YRzh6RVjcQkASt9oldSMAKkfnUSlmPgkpEwBEg7OzuxtbVV7Cj33MgfYd3d//A1vkrEx8XL53htbm7G7du3YzqdpocQyDdUnamLJAI9Edf6kKRaBoYcsGb6nONHHyXTF8/DF1lbIKRFfnZ2FpPJJD799NOIWGTwKEzb0jtaCCbIrPMAA4brOBkyJ5fOtTutk8kkPv/88wZwUHREER8tShpZsQlMn4u4igZwEWvzvAyzUtbIJNFxV3mqP9E+X4DKNkiJM7rCVBWFKaUEdB9BjwPPjBVW20ejUTnBpdvtxhdffFGeoXQtXa8Xf+o9MATGk8mkgEyNDR0yCp1Ulc37fH4RRLiSIvspJ/H27dsREfHZZ5+V/iPbTqWkdruz6EcUn55evfleexi4uZPXC8x6VEh13N/fj36/H5eXl2UPG9/bREZcOcHrLM6Ou0HodrtlTc1ms/jrv/7rePfdd+PP/uzP0mP1Oa8jms4tHUX9aBx4mAnnUe13m6wKoOjsCxhTJ9LAaY3rOj+QxfcxZOWTgFFbVJaepWNrBYRq/SrRXKde875vi6bwe4+Wkt1mmUz34b3uGGUstxwHPjuLvtEpIwjNiCI9w9vv+5ecxNF8rJXpfeW/WS9/Fsvqdruxv78fW1tb8fjx4+ppmesq8kUUSXnw4EGDwKQwBVn7YhmlcKlFN0nysey202pZx8lk0kg3zZ7PiB1/nKCVUA8Q8AoAqY5ONGbRJYqARRu4Zz9o7WgbgzJGfH8yy8nEiVIBTdX17OysEQ1WPfQsvrdIWSDMFBJBRN2VERzUD66b2Wbex+sIFqnLNjY24qWXXord3d344IMPShSQ5XMN+28n4iOatkL+CIlv+kG+rUPzVuUqwnRwcBAnJycL+zMdRD+LrC0Q+s1vfhMR1+kNisZkDgjBhSa3Nj8LGDnzrjLo9FNoKLXJjvfXFpcG0tOY9DzWn8xxbeJHNN9fE3GtODTRtPgY0maEiQZX7fIwN0GLnuN91+/3Y3d3t0RgdIAEDwQQS6R2epqaO/0SpiYK1PjYkJHWItE12uipOaFDCJaxLVQgTB1xVlt/+9hIqCwvLi5ib28vHj161EgZyNh2zRVG1zJmnE4m0+o6nU5RwJqjMpg6rtzrp76V0lf4nH0oVm3dnZiI+iZ+zSHuB5lOp/HrX/86Xn/99Xj77bcX3gSfMVYcJ2cwtW41Js6qt637TGrsfZuh4J4+J0Tm8/nCSx1piOhYZI5cJs546tmdTqe8xy07NIX3sn9rIEi/PYpNI079obaQIMgIGjHumh/SAdpE7Pv+fKxr4tE3/tb33h9Zv9ae5QRepq8cfGbiOkc63teBj4VO4zo9PW30+brrkA8++CAimnsrHHiqvfRB5vN5OV01i0Kv2i+0x23ifgnTnjWn3aZ4HdrmL0XrQPaeYIhrpk0vEaRpHats1S/iOtuH9wgASY8wNVzCMcr62nW11rjWkEgzJxPpy3Dt61Q5HapA/4qpchkYUnlsf+Y7+vypRUqkHzY2Nso72ETCslz6iPQV2Dfed7qe2z/kk1FX0HfM/BCRSyINnJBlXZ5V1hYIMc1JURI3hPr7/Py8DCSdDTrGcnIzA+S/6TCQGXdnX8K66RqBg+wFgGQl5cxr8uh4SE1knwSnp6cxHA6LkZKCUKjbN15GLL5MLKLJwnDhsb4STXTlnKpMvldInxOA6DfbwDxy9YHe46I2UaH6hj4trk7n+lAF7X/RXGC/8/QbjWGmQKiM+ZZ6jhv/1z2ZglR+7t27d+P+/fsLi5tKSoqEzxHA5Kk3dOx4tC/fG8T0O6YKZvs7BCAVDeG9DsbWWRjJjVhk8bX++NK50WgU//Zv/xaDwSBeeumlYvQ59yKWA2KCdR5ZKqmRJC5uLJc9l9EJrU9FkN2RV6Ra1/HADO/DWptdMrJBc3p/f7+RrqK6S29zfBxsunAtex+T4JHOJSDjOGZ1d9aT6y8jzp7G2a85N9k1/n3NOXAw1DZeNRDokp0wlbVX9it79qoO9u+j+FxkxIS6m7bUxf2ANnHij3JTMiKiOX61OtbWm/ss/J5lEQy5XfNnynarTKZHZeuKL0mVLyb/gyQiwVREc592Rl5r/FhXtUW/PTU+61/6MvJJer1eicCoTjUwxHKkz0jGROSH8uj+GjHG6Nzdu3fj+Pi4EWV0v4R1JcjLyDfdI9+b80eZOfKT1e4MyEtn6P7JZBJbW1uFTMlA4dPI2gIhSba/xZ1sdz4iorEo6UwyD1cLqA0ccWIQKXu6RubIOIvPOkc0nWcylbpWk4gonuytGAxeS1DoCpXMCRUq20VFpPd56HmKEuge9otE5ZIJyFgZdwB0/cbGRnFKWUcp842NjaIMNTecjaDR1WccU9YlY5iza6kYKJnxkHJ+6aWXygEb2WEIGis5rOoTjVNtj5v6lYyVmEeVzaikC5USnTw5h+vstLgwpYfGhUSLXpCnlMtOpxOTySR+9KMfxXe+8524e/duRCwe/akyI5pOi4+TiAQRFzJGWTSIesaF67imc9Rm1VHpcFk0SPNAukwGazgcNiK0GSuodrLN2SELEVGeLydZqa/UYzKe+p9z0HVOzYlQGZ7G6nsW9Vnm2NMOEAxl+jFz2lY12Jw//mw6n1kdlz3DbeJNJGN/O53r9yqxXAfoGkee7inSZ52FEdKIWABBEc0skzYwxDHNxmgZcL0pMeWOdPacmg6RbZUOlT4hAKHo+myueP2ZSk+d6nNK12r96j6+V4xr24kvEh4ZGMqyP5h6r7+ztEInR2m/VS7XRadz/YoK9zkzIiLLZOL8cQDn4yefKOLqwKm7d+8WX1I6Vn+rjll5beBb69t9FPlx8tVqBJLKF+EkYpZErvuYTyNrC4TISmYOQ81h1W85eNxg6OKG1Q2u/mbokJOQkRwuKA24LwbVm99nBluTt9/vF4ZhPB4X9p+LnYcuZMKjabP9KB6yVF/RSdE9cmjm8+t0GpXpDqfq54tXjopv/JfCkQjERuRsItOZOB4EmRHXkS8y8ZKMfRVbJfGDEejgshyfQ4pSfeUrX4mf//znqSLVb97voX5GETRnPNzMyJmOxlZkTqlv3s5+v1/2oM1ms/I/gVfWR+smvV4v5vN5WTt+uo9EIIDg8uHDh/GrX/0qIqLsgciiIwIe/NzZYq6DDASxvJrSdyDEZ7kx1XVK6+Wa9rxtzRml2PqJR5xfLrrGQRDXkkeAMuGpY5nDn+ksF+raVZnzrD01MLRsLSz7fhnwyu73z1cFWrU+qD0nE+oA1+2ai9T7EVFOkcvqs67i/a+1XSMHSNxqHTB7g3qb/7fNcQcKWQRYcz+rVxv4otBWO1mqz9ocUycdXVdFRCOFm7rK68HsE13PdDOm+KsM6l5fAzVCR3VmRJlkIbMuamXRL1T/uF+ouvghCpnoe5Iw8vPcN2sTRnnu3bsXT548ifn8+vUAXJdM05eQPKuVr9+c+wI12tssyVLN5UfTT41Y7dTPVWVtgRDRcMYARjRRuVJ7tBj0f23yU5x5c1RO8FADXjVUr+8z9oATJ2NstBkw4uq9LgQEDn64aY1OCJ23NlSuZyrikgE/gjA5V4xcOGDR88iAz2azxukjKjfiWuFENF/sGhFl/4oWjcrNIjXZBtZlG3jZJ5pHdF6XsZosT0BGymBvb69E67TPgAyS+kBjrZP3qEA9RO/z1R159mvENcB1VlyREBqjmzhLv+8yHA4j4opI0JyJiIX+1N8aa23c/Pjjj+PVV1+NiCsw5EahZoTV15qrdNKXiZ7hzhS/y4AXdRRfHFhjgre3twsQms/n5dhepqfSCfE1JMnWBp0Ud8iPj48XwLkb1AwscvNtLSrGddQWofFxr30nvSZdVwMrNbaZv9vqsYpTdBNpizY42eF1oWTt4nxbJaqxziAoE/ZJG+jguhBDrqhomw2u/c0UMfpEbqdZrww41XwAknwOnEjCCMDU2q/vMqDHU2czEETApbXMNDr+ziK9eo4Auu9fzsiIiEUwpOOi6Tv55n/a4mw96US5DFzKySdYaltn3AO1ynpiZIZzVVEhJ5L9XskyAouiPtTJviK3RQKIUGOZXCO6h8Do/3sgJAebb7mNWEyLo3OvVCM5hjxZzDfitYmu52LU78zo15SCMyo00FQwZC5qilB14JHHqisVD0PFPDvf6+D1F/jp9XoNQEmlSwWoUKaPDRcu0/RUV9WbJ59RARMksZ/aAJzaoO+1aZGLiO+6WOZYsL/kzNaMuxxHLlqP2r3xxhtxfHzcKNcdcR7/7n1KsMwIkoMhRTtUFyrqLE2U89ojd5Ts6M11EfW5DvnI9h5GNFMqBATG43Hs7OzEL37xi/jGN74RR0dH5Xh8GVsnCDySkBnftv4m+H2aFBo5TJ4Kp++4fvXOq52dnYi4WjeHh4cxGo0aKS7O7rZFMHS9s7URUcDl1tZW4z0oil7yfRfeL+zXZaBBDpf0zypAhBF7fq4ymeJca3+bU5w9r1aXtratIiTDsvvotNUiCC5eXxJlbsuGw2GJvvIQixdBMkfaf7tulr6XrcjIjFXEgQDrQ4fa5yafU4si+BxwcMJnexSQ9dDzpA/1PJFu9HMcEDoRyGwWJ6cz/SLx7Q/eF5r/ToYIOEREIQhVb/k+9FUi6mmT/jyvv3wdZhRl4vdl45sRPq7LZrOrdDO9ZFWZEh7ppy/qvqO+d+G894MzSG5r/7tIW+93/eZ2h+cVFVpbICTZ3t6OyWSSKmyCoYhr50GTi7+pAGjIyOaxfIUvI673YNDJpDOr57AMN0SZI+0MDBfX5uZmnJyclPQ4TlAy1/pf5biC0D1ZSo+AD6+nspIzIcaYIU4qRIZ/a5IZkIwxlfLSQuLpZQ6Yagqg1udqmx/okCmrNmOhsZBTy5Q+Khb1V7/fj1deeaWUoQMcMnDn6Ys14O/1l4MpRXx2dtZ475XqLeWWpfyxz7RnJGPm10mc0drf34+jo6MyvjzdR0LweXh4GHt7e/HkyZM4ODiI0WgUw+GwMUa+tqQLvN88fWIZGMrmIL+neIQ2S4vSGPPERzmtEVEA0eHhYSPC5Y5XzXEmm6s1UXNSdFyq6sUys/nm89gdTR9ntdNz7NkXNTCQEW8Ohtye8N4a2Mki5m2Sfb8M2Lnu8L9vCoJqz1pWB12jn1pq5TpK5kDzc2f6SXJJLxAM6X/ONZXn60c6moBCZTJzQM/y+2s6pU0yW0rJwD71Bkkj1cFBuoMg2VW3ySwrO0acznQGGL3e7POM6HbyUYBI5WXriWDI9Sbb468/yciV2vhxPbtvyPZqXqlPtre3W6NCBL1+3LX+rkXVSFZxz6f6SISqZyn4vOfv5xUVWlsglDlobixdkQtJctO3crvdcBI86V5+T2VDpeWTQr+p/IikOajZZ5kzFXE9qeS0u9ScBT2b0RsP53JxuaJxRal7lVqVLVofl8wJ1OTn0ao0CjKWZJLkjJONceVBVkOKrJbGpnF3lmiZ0HHl/XrObHad5+ogSZ+/9NJLhYnRUeccD0XwCLRVturAue0KKCIKGCLAXMXJzNr6oojPfUUhjo6OSls178hSKnrR6XRiNBrF0dFRbGxcH9QxHA4LiRDRNHgqIzOsvJZkjQNfJxcypyaimWevk+HahHpPJAuJj5oT7w4L66coiUfPM+JK61NzWc9f5uC3tYXOX+Y4EMT4va5L2D90NtQHdGhqY5JJLZKVreNl7LATZ/yuJrQ5q+o+J6rcIc7q6cSQ9DqjfS+CaK44UUUn2UlT2TQH0g6G+D+F61yiuaBnEQzV5kT2uesflu/CFLFV5qqTsrV6MQOH/ovKUVkR+ctOVbZ0UVY3Rbo1du7Uc31Qh2W6wNPm6BPoc9aL4JhlLIsKeft4LddkRtTqedTRHhXioQQkBVfVbRT1E/dbae+pTodbBkr/J2RtgVAmZLRqKWpcLEoV2tnZaUycVSacyuCJIZq4WthkujK2Q6JFXGOSdD+BABeg0gM93YttJXjTZHb2gMqVk15OkYMxlac3VHc6nUZqEYXKw5nu2v4C9ZNArQMxOU3qF/aFswdcYAQiNadeCoBpZ15OjZHT51LGjLq54y0l1+12480334wPPvigOAp6jtKUHHBliogh46xNys/V3ByPxyXdUU68z0X1M+fkixANiohGmyOuUxD7/X48efIkPWyEIGY+n8fjx49jb28vIq7zmHXE+q1btxonOXLMMnZR12SRWl7nRE9GLGgO6ocghSkFmucC27qfQI7lcj5k4uvK013YjxFNXcY8cjqKnuZSI2u4Nl0XyQHIGGdufF4GgtRGJ3vIwMrhl56hEAhzHGv6PyOS+DnHnmC9zVHR8/0a1Zc6OhtnPZN6OyP12F+89+WXX45f/epXMZlMig5fd6lFFDPnl84o2y5bSkdd4+TjrDHqdDrl0BMefKI60NaKlPP+pn7K5g7tDed0dp3rS9cHBC2+rjN73O12Cymj+/y4ceo7lrcsMiniUGPBdrp+JsnoERX1BQ9xqq1B3V8jCgiGlGnE05GzNZmtUSdjMt2p8ZrNZo0Mlbfeeis+/PDDiLiyady7k6VVexsimmSY+yv0Y3Uok9omws7JQhHETpo8DUnm8kIAIaVotSFGd0AjrpW4XnLFEGJEfioRFZIcVA0aJxXFAU0mNKQ1JoL/kyFattjVfk2sNkaf7eSJTrVIkJ7hjokbdbKlXrdVRQ4c60iFRweDwCui+dI1ttOFwFWnZdXG1dvsqYkO6CKuT8Vz9kj13Nvbi5OTk+j1emUPg1IAeMS6O1jukLkSzhSnlLGUt0cZZrNZeRmrt4mn56yzDAaDiFjcuDwajcpL3CTsd453xDWpwr1WR0dHxbERYeKHI2RMKxV7xlzKCAmM+lxQuXKM/HhXlXd4eNgw/t3u9SlyNcf0+Pi4ATCcIX1ag+RAoOaoUbK5x+gxhamhXh6fy2NZayAoon0vhRv/7P6I5tg6qIpY7VSkZYz703yXzcVVbE2NnKmBIkb1a320TkLnNgOxEupyXSPdIac+4tpm16JDeiZtfER+YIr+Z4Qo80tqtiMjHmpkRNYvJFidkM3upU10QtejPSzDo76r6qRVfRH6XiRgMzDlfexlRKy2N45zgtGhtjnWJq6fGL3T2G9uXr3EdDweN0APAexN/DcHQRkYu7y8LET2bDYrL3QXCPSTQx1sqw1PI2sLhNqMFB1i/q+/WYacPRrOjFGo5dQy9z7ien9KZiizRcmUG9aPrITakuWfeig1E7ItmePl925sbMRgMCgTvnYKjC8k9jedfP7tylMGlgtNY8ofRq9kcHhKE8vJ8v69vWRj29hPOvxkWDLlU0u547zRfFEdWD73ZvAlsB6SzsLe7FONidIsHIh5fTud69Pk9ExXPB7al5Od9e06iVLhuGl7NpuVzyeTSelPX7s00IrGiuFVeYeHhwUMRUS6FrL5VIuoSLTuedy3hI5Glg52fn4ev/nNb+L9998vn33961+P/f39kqLAvWQu/9dO6zLwXTPQPFWypgf5jGxcnAnOyAb9FvhqawdPZfQy6Cx5m5woY5mryLLrHODqM9ow13ergi+VJ7ubAdd1EuqOVZj6iMW+0nqmDqG9bgNDFLfBtDVtmQS8blldb/o9r8t8s7YyBHxE4LY9K3u1h8qoAVQHBbq+BmAk9LtIoNOnWSaZ015z5AmG/DCBpxXOEaYUSj+KQKMuWha98zp7m7JT5qRHlGp+enpajtamn3Z+ft54b10tovY0srZAiOExbeqSAtHf6iid6lETOXgCMTKYztroty9GMb5SUDr1iHmQZNQzRRCxCJQ4QTNHnOyEl5XJMgZH9VpVsUVEI2StyVvLD6YhZeSC3zvQU797iiE/I/PiUT0KjS2Nr9dHfSBQRUBGBeQgWXMoE1e8+lvpSM7CElhnETmWlYEhT38kg0WwSYO7sXF9movSpfy9Ompj9s6pdZTd3d3i7NfYVa4zGcBsPPgyOvX16elpPHz4MO7du7dgWGogXUKWk0JiwFNla8Jn/cM//EM8evSozP9+vx8/+clP4pvf/GbcunWrXDeZTMoBCSpDLwBmXVTXWh1cZ7XNZW8XnacM+NeeVxPuwfCyuKYzoi0DH7X60HiT/MiE88odtRroqMmyei2zAfxuVSfev/PxrV2v/j49PV1rMsXZ+WXRoBo41nxRmqqOF86iPwRDIqq0p47OuM/zzPGXrOpHsG2rOJ7+UlRmp2SS+QRtz6KNo026aYRa5CHr6qQPdZj3Lz/3trT1ac2xz8hqkb9+EFbtnmXiYMijd8oO8HFoi+T538vmCNsTcX2qr1KL5ZPTj5afsqpeXCZrC4SYh+oTqQ20ZOVEXJ9tnjGotfvk8Ag9U2qTusaIuDizkS1SXeebKyVqi7+E0+ug+nnUxTcx1uoZEY3oBX972/mbY8Z+YAqRR4XU51qIKkNt83B0m6Om5/C67IVhul99XDvdSfXT/dmm1Pl83tgDRMMg4dyohaB5j7M2vjfJy1U9dL1eksl+knFnXu5kMilrSill6y6MbHFfSkS+/4Egmf07nU5jOBw2HFc5KKPRKCKuXlinDaER12BcgNTXiUeLJYwSZ/NRZfNkS933wx/+MB4+fNhI0dNR1b/4xS/iW9/6VrlWKcNsY+2o9DYDvCqb7WQP9yjWTktse3a25ml0syhLzcHQeuBaZ11r7Y64Tof19efODwmKm4o7X1m9VgVBy+pDm5DtnaNoHpJUFHGp+ZRFUtZJauC1Rn61laMMFUWkMzDE7BTpkMlkUkg1J31rc8PBzDKigXNqFaAdkYOgVZ4n3ab9Im3OtDvoXk4bwHD9SSDD7zJ9QMBJssxBQluKnH7XIry19j5PAtKBHEV6i7ZQOtn92FVAn56TfcZx0D5mjZ/2bvI6t3ttfuoyWVsgpBDZKuyUIjYRzSMMJQQ1FJWfMTLn5+cxnU7j/v378corryw1iK5EMrTsE4unr3i7dC+Bh5SbvxOJ12WTlUAi4jqC5u2hYu92u40N/H6N/qaCoFFVHzAnnxM8cxSY0kLxhdqWNtK2WMQ+ZIbEgUqmGDXObSyUh9DVNzyKst/vF4eTDrecdAIdjjv7OHOGfJy4B4GpW3wprQiH8XjcWDMXFxclFeFFkH6/34gQTqfThbmTOQ8Shu09Kqn+e/jwYbz88stl3BVto5LXszSuBDzSCRnTS6FDdnZ2FmdnZ/H48eP42c9+Vt4c7qIX1fEUxtlsFsfHx41rsiNVs7XqDrSvibYoidap9JC/bdwdOW+3G/TMEWKKaAZQKA6CIpq6aBkQIlnDZ7XtOyTgXsZqt7HCy1hbPcszEdoIJC9rFcKR+lkvjvaDSNYVDGXzPAOPEfXTzHi/1q18Fq1N3yeicml7uG9FdWH0OWJxQ/6qjrUTerXv9AzqMIKgDLBk5dC3yNY/RcTcMiDnoLUmrHeNdHHfJqL5IlRJbY17mW196uDNfdinFYIgjdH29nbs7u7GF198UeyYDm3wuXITAMR7amCo7fRIRkwzWUUP1WRtgZAkczxpTMQo+GZhKv9Op3naWafTPE6V6Sd0NEejUXEMNjc3Y2dnp6QTMfeZz6Fzw7q6MnVjX2N9yT5kv5lipedIeXoEQ8CEimo+v94nMJ9fRzPYDo+GSfxleW2hbU854qlUHGPupyGwYT/5c9ocMr9Ozqbfm9WFc0h/uxFSX8k5y8bbRWfsq30OnlQOo0I19tEVg8CU6kgn5PLysvEiy4hogCA3AgTOL4IoNVDKNnP6vT/lEMu5o0inbGxcHcmqY7YHg0GD/aWj4sQGQZHKcge7Zkjn83mMx+N4//3348mTJyUylYnAhpz1LL1VwI3Py4BDVheVxfWd7X1S2+X4DQaDxrvLpE+XpYbQaLuj7/V2pzDr0+w5FxcXJa21DQypzc6q0lGVuGOia9uMv5dB3a1yaoDFHU3aKoL+TG8uY2Cz72UTP/vsszg9PW2AzJukMf0+ybL1QBDEtexzUp9L9xMMyUEUmNC9sgFnZ2cxGo2i0+nEwcFBOfrYQZCkLcKyiixzOB0EObmzStkkAyhad07yLSM5fZzans161sbX2+Ikh5eZPadNViEGnoWIdF+Bz+x2uzEYDOLk5KRkzvg4eMaGvgJdAAAgAElEQVRCLfIVcbNDDEiOkKDlKb6qI38/i6ytB+MRnSwkqmOBGd2QEnEDl4X4dQJUxrDR4R2Px/Hpp5/GG2+8UZS7fmphYEf7ZJGpLB0wtbEAHl3yz7MJwzCnlGyv11sI77K/XFFR+H+Wc0onruZsUIFnoILCIy0lDjyXCUGWnDAqcJWl3FWOvTsMKs9Bg7cjm697e3txeHiYAlK2PQOemdLOvlef6be/BHJjY6McEBBxHXl1oZO1zhudJRcXF439UJoLtfVGEoJ6wB10AUwZk8PDwxiNRo2UMy+XBr1t/pId03NoKDIA5M6t5tjm5ma8++67MRwOU9Za/aP7szeO19rj16t89Qt1inSvDmzh2+NVX74mIHNu2Ccsl/M4S1tleap7BvzUfwJDHoHP+sD1iesICUkTpu763gC/vk0ykqQm1GGu29wJbHtuxvzTLn7++ecv1GlxEblN05jzyGFGEDIwJKfPwZDWt/Yji7QjGBJx+Tycw5uK2yr+ZIdCOXFLUV/VIsfqq8yOSrRW2iLVPvc4Pv5c13FOJmfRIV/3tee6eN+0gTj3aTNxHVDTBZqrs9msZPxE5KSGj+1N2lero68L7vl3H8p9y2eRtQVCMsxM55BjojxZndYkh4YbvTNnlQZUnUylw8WhAdre3o6Tk5OYTqfR6XQa7wGopTdwsfCziHyiZtEjVzS6ztnjtgnCOvAZ6iMZYka1pJR3dnaKopL4HgICkoi6g5JFtcT6ukJypUKmWMZAToP3PRdNNpYadzf2nU6nkcLEPvMT6rLxc0Coa/U/U99u3bq1cGQzy6PjSEec/Z0Z2ZqjyjHWvdpQzv9Zrv72PSjrKI8fP46I6xOsJDpOX5Ix1uzvTqcT4/E4Tk5Oih7QvBGpEhExGo0K2NEJgXpHl4xQRJSNz3REBTonk0lMJpMSYfrd734XEdFIMXWQlOkT7Y86ODiIr371q/H222/H9vZ2bG9vN+aEomPj8bjsJ1uFZa4x0mq/R4S0tre3txsRX6aCOpjhM5SWwjXjz+Ya97WckSwEQ7xeQFllqo41h4A6qI08Yj/SKdOPAxKSaKs4QrVn8rnqd0be9LnrG57cyWtqTuR0Oo3f/va3cXJy0iAN11myg3yor0XG+uFLsk3MRqG+1b5lkW8EPCqb9mBzczNOTk4iYvHAnectXqb7I/RF3C9xe++ARtdnp16SfFMUezgcNvQJr2Xasa8B9XWmC7Sm5De27RXS7yxymjnq2frwerne1+e+Xtinbv8p2dzMhMB9f38/hsNhnJ2dLRCi0hG1qC/bskxcl2WRcn2f9b/S9p5Fj6wtEJLyoBLS4mFuuRbLeDxu3M/F4U4zHSKlCq3CqrE8OroypNm9tfIy1sJZJjJuHormBHVFREMmVonMMOvtIIJ/OyvICSxlFdEMbzIH1BdWxLVjzhdsZX3Me8jAyLA4WCQYqQEWla3jbBkZkrNDpeh14KEVDpyzPuUY6dr9/f148OBBUdKZk+R1b5uTNeVAxpnHcnpf19qq/ub/6ygE7r4Hy19sS9E801wSqJlMJiX1TeuK8137Ivjs7e3tGAwGDSJF6ZGql+Ty8jL+8R//sdHn/uJQ33vi84SEUbfbjbfeeivefvvtQm5wPmm+68WXXDsUOj2qsx8fzciI1039o/UnoChA6OJtchDkwEPrsTZXuW5VFwdBNaJBJEyWIurPzPSp9wOF0WfpCCdsdI0/qwZ+aPPaRDZBdSbDLUfen+MOLkX9+cknnzQicpkDuU4iUOyEJdcEIyI1+yPhOPq1nKOePqTPND8ULVr2vJtIBqocANH/8DpnIMjL1j3L9lNRMoecEcdVQVBbO5cRDVlmUgaM3IfJynUwQP9Bz2urT21NrTL+6n9tK8kiaxw79wuWRagyvVQDmG33SRiVf1pZWyDkjqYWnxTSzs5OIydXxsKjDAQsroB4Mg5z8yOaE9OdXBmMLG2rJhnQcqPmDoQDnGVMg5fPvlFZ3AOkNmX10f08PUxOEyfmTZxkGg71nSsAOjQZoHJHrdb/vJ+pSxI5cmTudJJJTdoYGbZR1+p5BKGdTqfkd7eV5SAq+3sZQNJzyfaoTlm6mys8/b3OQIjC+SYjrJccEkTPZldH/hJw6/fp6WkcHx8XUON7E3UKHx0FHtk/nU4bdWIk6eHDhzGbXR3k8Cwn5NBReffdd+PLX/5y7O7uVp0ypaLJsWA/SRjVpBHm3OI9WTqFRHNvPB6X47tJRjEF0PWArxs6Em0gwT9zoozg0vUL9Ub2yoXsGZwDBCY1soz2K6J51K+33eufifQk+8ej1np2LdLnTr0kcyKl0y8vL9OTB9cdDEkvcPw1bhkYWKWtmfOu3+4nOOHme5z93qcBRKtGgfSdnl0DQbVyWfay9tYkAzquJ9pAUI3wWSa1SDnXC9vbBoKyz9rW9LKo0DKhrySibDgcpunhbT4nfSYSSNlz/PPa2mhrj2zTs4ChtQVCnMiaYAIv2WJzJy5jTP065rA7MieIEHJelcFwQJWFVTO2jZOUyrXGGEUsnlLm/Zf1lZwZOnlel62trcY7RpQWx/0neoYMn4+BK2+vh1+TgcSaouO92XMotfCuA1xn3lWmOxO1tmT3OQvW6XTi1q1bcXh42HgxJ8v0PSQOftj+NqPL71Y10tkcWmeh8lRfe3Tj+Pi48Q4DT5GMuOoLgaPT09MYjUYxn88bqW66X2SBmGKyiTrYhYeuTKfTePToUYzH46LjHGS5yPGMWJz/Wt/37t2LnZ2duHXrVjpXVYcshYnAQu1g3zEtN0urWCa6fjweN8gWzTnVR0aQ+oZOTKbv257pwGI+nzeY5ew69YXGsK197AcnezKyy/tNkfIM8JEkWqWPub+ENihLWYxoRp4cWFJqkbWLi4v47W9/W9WRNf38+y7Ut+6D6PPafW061O2d5libwyd/wImtGnH2NM4+n0O7lfkebSCIc991rggGtiez/7rP+zBLd8+Igpo861z0da61UyMcJK6nVtFbGUH5LMLxOTg4WDg0qKZfMrC6zAfJ7q3dUwNQEddg6GllrYGQpxhJUThKdcc4S+lpY0k0cWns9b/SWFzROIjw57E+VAZtwuf78daZ0fJnZMwd681NzJnyYP12dnYa5dUYCzlFdDLJrkpZku1ked4+sittii0bSxp7Z64omcOjMe92uyk4cUeMbXfhs91wzOfzODg4iNlsFkdHR43+qrFHDmZWMXQ0PL1er7wI16/PQHrEtRP3IhyU8P/IO7ffxpLkzAcpiaSupVJVd7t7qr09s17szIOf7b9+sbDhh8UujIXhsb32TE933bqrSqW7RIqUyH0QvtTvfIw8pKrKcLMcgEDq8Jy8Z2R8X0TmkXBOaf+TvHMXFxdpmJQ/rzk0Go3i9vY2dnZ2IuJ+YeYpkwI82gcjj5FkOBzGdDqNo6Oj8j2ieWAKvbmStgNVuDj1+/34L//lvzTGIcfOzc3N3ImBXKT0HPWSi34jieB7FzODkHNUZZABqDFPI9v1R2Y4ZWO7Jr7/iPezrWT86jrBBfOuiZNsNa+Mp6N2VzlJ2qhMy5QhC7+NaBrOTq7wf669/N1FRNKbN28a4cXelqsuHMcOBtVW1CM1z3tGCDINF9oEelYsOaNgvL9YzocIo1HctlA+bns4AMrylU1SW5f9OkO3PNqCETofAxJqa28bwOVnRDOqqDbPPfomA2u1PN0++tD6EnRqTD169Cjev39fyrVozc/s0owkrrWpxmxEfoplTT7Go7yyQIjiC9ba2t0b3bVnIyIaCyeBig9GZyaYh0SdSxDkb2AnC1CTRZvomZ/K5e+iYHkYnuIDxwdnbbFyZjFj7zKDh0ehRswbVFk5XAiY2IZeRqWf1c+NRI9Fd5EBRS+Y19uNQCp0jqPZbFZC6liGmjjTpf+73W48fvw4IiLOzs6KgeUxyGTFaPg4W+usmXvgZrNZ431OfJ5GrvpE7azxsqpMbkR9rwa9Mr1er7zbiYBeY0Vjp9/vN7zCk8kkTk5OGkDFgVCn0yl7YWjciuE6PT2de6eRhESM8tV4oicnI3x0vwgNjkEZrToUIVuM3bhpM2wi8uOdvUycuzRuOp1OCSmk94RGjs9ZerRdvD7O6Ku88tx5+ovSbtNbWduwztkcbvMY6LAg1wVOGLUZErqu9lVZPcyL35f1QCntm5ub+P777+dCPz3tVZcMfFJvqu1kUGbjQvNLesXXd18zeL8ODpDUiCxfExb1gZN3bSAo+811TJZ21n58r5nXnfcR7NDW+1gQpPQ/9l6VkfO61jcOghxc1+y3h/Rnm7itsLW1FZPJJM7Ozgoh5RECWRpeDl8Lsn7UdXm+uafWyyb5GAAkWVkgRMM263SFlEiZK2wra1ilJQQc0TQAybbQeFE4nDYZRzSPbHRjNDN6ubjy0xWIe3goWXy+PAkcOASGFJ5yF5GzESyPjGYafZycXiddqwFDZ3IJJDKjok2oWLI4fCpJlU91p6fQFRHLR2VE48mNsel0OvdeHhfvT7XveDyOra2tmM1mcwd9uDHIeqtMbcrbAZie1546GcIUbwMuMG0eiF+6ZIo6Yn7voPbOaexrPGvsbG9vF+8PheOZe4o0NnmyE+enXoRKUd/oIAGBoN3d3eJV4hHgETG3J4OeTR0k06Y/2e/cl+LGWa1tBexd92RjlOUQ8Fe9Op177yONIs1n1jsD5m6sZfOD1+hp4jwj0PH7lbf6tw0cUG+wzMyvTedT6BnK0vL5TkPM20f51gx0L697nrTOcR2cTu9ezPv27duIyI8uX3UwlBmntfGxyEBnpEbN6NV9EVH0gXtala97i32tYB3a8iHAqYX/+Z4oN4jdkKe9w3y4RvueSl+7BJY4Rxku++8hi8ar2w41e+8hIIj/LyKe1M8fujYrbbWr3pGpkG/1l5dP4uNLn9mBEnxGddQzJPgyUs6f+VBZWSAkJixifmFjGIqMELpLawwnX7zqg4yhGTqRTi/7yxh2lkPX3WjIwEPEvSKgUskGfs2Io0KhJylrK+YREeUdBL6we/5XV1cNA9+NBV/odZ3lZt5kCfgc24zMuufHT5Yhy1/fqWDdeHR2VmXxNFzcyBAY6vf7c/3lfU7lsb6+Hv1+vzDzbDfWj/3JMCQ3evz/rA4cN+ob9YeDvUWM0KpI7WXANOYICqUnZHyLENnZ2Ynd3d3qAidDnZ6frP+1eE2n03JUdcT9vF1bu3u/jsDF7u5ubG1tlXoI4FAGg0HDk0VPkqS2sDs7KECyDDmRGVoO1jl3szJwjwPnvj51TLgTENRpbelTCBpqL26lbsu8NpmB6Xnwk2V2EShZxuOaze+MFGEds3Ip3zavF8UNXtWf3vjxeBzPnz+P0WjUiNqIyA9lWTXJCFknPCKa4ZZOmlGc2OQ1X0NIaGSnPmb9V4s6aasby1IDUK5P3Ahuy4cAKwNzKoOPX9WFm+VrnuxlpWa3LCs1e4Tfa8RwBnz8O/VP1p7ZvPfnlxH1idYTEX08TrvWztRH1PUeHkrxtVO/Z6FyGTn1MbKyQEgd5IuVFDHfgRGRK1wqEp+APhmpBAaDQezs7My5riX+v3ew8tVgVhoyjvz8/8wgz+rhisoZkux+eQGyIzhZZqFzGX/cMC4PgoxjZxMc2KkMupcLw2QyKX/cfKwXUPrLGPWs72tyRcnN6LqesVUqN8MWBILVLhmg9WtqDyl3vQ1b7z/QMwQxWjj1W6fTaZzmNZ3ebwhkKJ+/QI9eMO39cXE22PcEZMqSfaQ9K59CCf1HSs3IFBhVf8hDd3V1Vfqs3+/Hzs5OPHnypITGMoRRbcwQNeoqHpHN4+K5aBAIqU82Njai1+vFzs5O7O/vNw5O2N7eLnmORqNifPLEQxlOEfMbmnWPyB4d2EHdWjsmmp9eZnq/Iu7HckYE+f/SXxn7+KHGjvSKL+bKQ/OX+oSLOvW3S5sXm3VwoMbf1f9OyFBX0dihkcP0a8DMx6j/rnnO9/NJWAb/jQCn0+nETz/9FP/4j/8YFxcXDV33sQzuL0lq+tXbl+MtE63DWpOZNoE9ydGtra3Y29ubs0V4T03agC5thKy/+RzndQ0s8Tf/X/n4WKO+lG3h3ijd0+l0inFeIxtULn7yPicD5BX3+9SPXscM7LjIFlkEDl3veHqaQ5ku5nqeAQiVexlApP7QmtHr9QpB5/tHWfbavi3qNtd5rBuFkU0MV9azk8mkRD1kB1otIysLhCJyVlzXI6Iwl1mHs4OpNBju5YuFP0ulwAU/oj2WUfdT0bjicgWUSXav3y8Fkh2uoPzURh4K4otuRDTaR/cKNNAL4pKBRVcIs9msnIylQU9X6sbGRvT7/XQBV3044V3RuxeDaQhU6E9pOTuhstXGFMEfgVS32y3vJ8rGE40xtrfG5M7OztxLPzc2NuL6+rpxtHBENAxXHYSQ9Qfr4fXhxvTZbFZA3GQyidFoVI1vXzXxdnBR2Mnm5mZZHMU+9nq9+Oqrr8oeoogoL1bWqXA0lmsLY1Ye/Za9sNLvV95kkkVaDAaDUiaG++plefqfBsxsNot+v1/6mAZ11lYECCx/zXimQexhyploTvJeeodq4GtZ1tRBl44Lz7yeXICzdB8aylurK8vvpFREO5jwMSTx533Pgt+vZ9rWIa5dbEsZps+fP2+QZG0Gz+cmHCOLjHMRDO4FIgCi6JrWdY5zBzA1afu9DQRRsj5cxsDO8qOO8vlFm8QjObh2S2gsezqZDs3mmBPsXt5lheWolbf2DO0xzi0/fMGF/aU6L2OXZaK0ZBPIBut0OsU75GXPwmu1joi05txoKwfXCdmrtBGlrz+GkF1pIJSJL1QOkNj47gFiSIn/zvvE/rpycFaGE8mNAl/sakZGBrKy31Q2xta3DYxsEjqIqP2ue+h1o/FAIHp723whIhfeGmOm9PjOlV6vV/KkcZh9OrPDvKk4CJYyJeH10WLl+yScHZLSICvjDI3nU1OsMrgj7g+T4OIk5eRgh6A0eymaL9CUDABLsvtXmd3NiBRdl6ytrUW/34/hcBiDwSCm02kMBoN4/Phx7OzsFI8M9+MwdNf1DI0e6gwSG+4tZlkkblTyAITz8/Pyvw56UN/v7e3FxsZGHBwcFOMjMzpUBxon2WdWnkWGgo8rJ5zYJ9IJywBvPdMGSNy4VPo1Q6qt3G3lyO7NCLs2AOj7HFk+1iNbNzwtB0Xe5lmf1dYnjZvMWJbe5GEfNVm0Tn0OUhsLvmaoPR0U1GR9fb0RDlcjRmuGMkGs3+/2CtOgPVIb44sIJi9HBrKy+cctChH3+4O4pvMgn1qdFgl1j9Ih+acoouz+bI7zu5NLbWVwEMR02vbbRMwTUeqTh/QPnycY4nXZJ2r7LBrLQZtsGemlbE1h2bQWZY6JiI8/MGGlgVAb0NH/vhGfSkPeII+XV9pKn65bMTB8WStFhmdEc1OoGxwZE8zfMiNUaVJh+m+ZVyZTqO4NYhv5pPayEJ1Pp9Oy0NXY06yeboCy7BsbG+X44el0WjaOD4fD2NnZKUZL2ySuTfSMaXmI6BkeFuGTt6a02qTG1ggERuQKRW0kA51si5ijDHhqH5Ebn4sMqvX19bnTyD43QyZrA5EfJycn8ejRo+h0OrG7uxt7e3uN2HRuKK0RKQRA/MuAtRtEPg/H43FjjETcs8TcFyiDU4Cp3+/H119/3WCUI5r7a6TvfLxlREltAXuIEAB6+u6ZbRMnQjLvOsc6Q31pxKsfsr75FPWlUPerDLrWZjAta+zVgGfW1lkebC83uiPmQd3NzU388Y9/TPcSeH6fo2dokYHq41AHgmg9XqZNBoNBA5Cy/zn3XRzQZiCIf1m5FxEdyxrZGkvSi8ukOZ02987JQO52719t4eupnqml6/dG3L8CQXlwfRUIYZtzjLv30/PJyM+aHZbZBv5brW6a56639Nyyni32eza2aCsypFuSRUjwZLgaUUAhMdfr9VoJlofKygIhX9jY8OzkTKlwsotNcDZW4mCKaXBDOVkzCePylRbzdzbPJzqv0Wj3cBJuKHYF5EDHmR21j09cLlqu/Gg0kWnOlB8HvxZU5cVPpecymUzi8vKy/H5zcxPfffdd4x5/LjNUlI+zotkBCOwnT18KUJPdjdTZrBnbnynDRUww04u4D8/KXOpcDBg6oHauLarsjwzsql3oQeJ84hGaq2zItBmBbgArlGx3dzc2NjbKaW0Stc1gMIirq6vG/NYirflIw6fGxDtRwN8k2kvH/tvd3Y3RaBTD4bCRpoC7PFyqI+ugMSawRs9Wm0Fe8xRmAIJj2D0CbLOHGhKStjJyHPM+bshV+Ce90TR6Fhl5ma7x8qucGeh2cJIBTz7vemqZ+ajnqJOzerQBK19LVM7JZBJv376NN2/etL5W4XORmmfNbRSJA0raItn9bfk6kUKbpCZcz2sgyPOp1aFNuM5lafK3ZfWK5pbfT69J5g2KmD9FNtMxTE8i8KO9y9y3ORgM5ub5IkLY9aJ7aGrz3dOlPZA5AZaRh3qFdL/WBRFwss3cnpjNZg2ikMBM32VL1MrsepqeJHqYPuaUwJUFQi4ZU5CxDJrUGxsbcyAoosk8ZuznwcFBeV9IBn6WHVRenjawos9utztnEDHu3/P3U1wyAEjxBZGKhe2qNDxcxevQZqxE3Cs1MrEOutS2YhYPDw8j4q4fdISwA0XPo82gyn4nkM6YfSoe/43/cyFYFvwsKn82VuSFVBvRa0Q2V79R4fKEuYjm3gPVjyFWUmY6qORzOPXJGdKI+VOSJL1eL3q9XvT7/ZRk4D4dPasxLg805590ET062oPFFyL6uCIbdnV11XiPWUSUvUEqI/t0MBjE9vZ2qQN1pIMq5su4/LYFJwNA+u73+TW1iR/z+xDxdDOw7mmqHdTux8fHMZlMige63+83+qyt/hnBktWhDWQsEzJGdpd9RmKsTQiG3Jiv5bXI2L6+vo7379/Hjz/+GNfX13PA93OVGrvv67e+83/qkYeQSltbWw07hPuAFwGhNrCTlZnXM70oWbTmZ3nWCAYHz8uQELIj+IyXaREIyuT29raAIJGOImj9RNis7Fk51QZt9y8CVU6YuSzSnQ8BQp4eSbKIKKep8pp0UQaGIu7tF+rLNg9YxL2NojVT+6B9P+1D5LMBQhHzk7mmsPk/mRgJJxM7h4wbj6utnUjnE9AHQBuj6cCl1sG+96PmZWIZ2D5Kw0EJTyfTc7zfT1arTSgustli4eBOwtPdJDL0379/Xw4QqLWjgx2VbVlFrTZfZCD4M14GH0cPBUVqZxnMdDsLrGdKXuNaisnbmfe01V/fZZjpWO/r6+vWMbwq4kBeYLFGpqgPSLy4CDyq/93jojSpRxwkXVxcxNra/YuhNfYl2gsYcReuNxgMYnd3NyLugJE2sGqO6Vnlr7Aal8wA51xv89hQMgBUA0SuI2nQZ0C/TejBdLIiIy68ntfX13F4eBjn5+cREXF5eRnb29vx5MmTck8NDNV0INekWhtkz7hX1oXGE9cL/70NcJHUatN1vpa6USpw/v79+3j9+nU5Jc6JLgFtejI+N2G7+joe0QQ7DorUprV+qJGkWi8z702b1LxXbiP537KSzQlvm4w8lPh8jmiSVH5vFtlCMLTMYSZ6XgcEaV4IBAkU6Z6Ie/2dpdMmi0LUvC4UHnZSW4tIdtS8TA/p0wxAc12gbajfZUc5GOKaRHDqJBLLqLxUL51sOhgMllofavJZACGCHhoZtYnbpnw1wLkAcbDp3UF0Y3e73bmXFhJo6D79RkOWv7OcZJT5mQEb9+JkytK/+zUZ65rwBIC+J0ksNUGQL7oqR41p0uTwk+NYfw1yvdhRC+l0Oo3T09PGKXJsi0UsdOb10vM18TQZhpaFJLJfvCyLlJ9+q41ftV8GIP1eeYfkgo5o7sdi2TIjl+1HN7hOqvvQ4yp/aeJesIhoHGOb9YUz3dwoKiXtylkhcdQhYhSpw/b29hqhbQK0TEsen4iI9+/fN8rBg1pUfgnBb9seQUpmzDN9jum2hZXjyvPhc1xYlyUlFhEW2TqQlVNvUFdfXl5exnA4jGfPnkVENIAwjds2vVOr5yKhIZOJz9NlDWEHNZ1OZ85AyQx35ktdL0/Q69ev4/j4OCKaBJt0N8emdHyNjFlVYR/QTqjpcsoiw5Tru9a+DwFBNRvB5UMBUPa8X2/L3/UDx6T0J9siA0F89kPLTgKRe0Cn07u90TLwnSTy/LO6e/nbpKZPaIssImL0PbOJsnLXJLMZ6CQgGJI+cS81I4C8/DVbiqQ6dZK3/4fIymqgvb29RgOzETNmjEy5s7yKs9d9mcLWEbU07h240Mj2wcUO93AVCQFU9rvSqTEiqlP2okSdUtXp3O9PiIjUYOLGav3f7/fLnggPz1ObErV7+/tkdANCE0b7qvSd4YsstxhqvayUhpPKpTZ1wFlTOvTecJKyHVUfByICRbxX7cI02U+1yesgni/6peKR10Fl0rWIiOFw2HjejxMl0+XGsMYelRU9T3qXwO3tbWxubqZtuSri+1PUzgInBEYR0dAPfLeUdIinp704vKY/7T0hANJ807jnmI+4fz9VRBRC4PLyMk5OTuLw8LC848wNiVpdhsPh3GmZAgFkYNle1AHKx1m8TBaBAzJ91Bkce9k8ywgB6i/WnUAr0+ERd+Fdw+FwLt0//OEP0ev14vHjx/Hll1+W+SN9SzDkRtmHGJJZ2TIPkcrJMBTXKxmg9zmvkzkjmu/j8MNxqLcuLy/j1atXcXFxUfalqe5qY4Eg308qht31z6rJ3t5e+Z4B/LZxz7WEERd8TvdQP+k36ZBl2q9mqHO90qfrJH+ulp8DLB+HuqY/2ipOKvlzKpfGqdt/i9rZvUK+ptfKqOf6/X68e/eu8Q7Fo6Ojsua6rl4ktC+8nbzv24CQPr1efIZ2gwNM99Jm4tc90oc2A8GQbAU+x7Gla94uLKmxkx4AACAASURBVJ90ju7j4Qrso2UjdzJZWSAU0QzvIjOpSbNIIflEksuTjcoBpkkkBizbwO6d64ZHxsS4IiOQcJRMo4QLknttlpFM8XDDGUGQv62ezzs7WFNobCv2l7M9GthanL0N19fXyxHAusZJwPS8jBlzU2ORagpoEWvHhSMDhmxr917WFLTY6ewobNbPy6c24IZEGm9tDL6PVRktNEwXGb+rJMuwStQZDIkVWyjJlPxDGatsPms8cd5oHOkkQ5EIEhrGZOf1DiqdPKf6ZfqM80j3+uZXH/eZuMHhdWsz1vj7Mhtja3nV+qHT6TS8pp6WTq8USHj69GnKpmpOLROGs4z4WiDAVdtDxENc2O9t48/XS4LdbAxPp9MYDofxhz/8oXjttSeI5Jj0DvuL+lrr6cewuf/Rko1VzqHMFpHwPhqkTspJZ2u/WpaejzW/JwM02W8ZcbCM+NxtWx8zUmbReuxA0A36ZUT5+NysPS8Skety9moEjfFlvJtZv7QRrosAnvKXfVqzf1XeGlgnwbRMv3s/q48Ikpgex7auu01cy0PfWUb3Dv2n9AhJwUo8xIqdI/ZJ4oOAJ07QyKCxMR6PU3ZXn+xgT1vl4WTysmbhfG5cMF9nbRYprWUYhZprWXJ9fV32h3Bxy/JtU8LOVGgSsj35DDfB8c3bDEtjvlkd2KbOKPvvEfchZVQ0LDPduS4qG//nc2xziitmKVxnzZQ+n2e6WjDUN2rjmpLKRHPCFY7aV4CsNu5XRag3qEid6dKnQmCXZewyIMM2bzNesvnI8UsSR+NERI7GwPr6egwGg+K504tSJ5NJvHv3rrwQlif+tL0sd5kFkgeYePs4OdGWLscu5xsJqTbhIuntnhljap+aqLzX19fx9u3bODs7i2fPnpVoAc7TGgB5iGHpUjO4vYw09JYlbWrpSbguXl9fx88//1wO9dCnzwONv4g7cNbv90uYM8u7yNj7pQvbzdftZcEQv7Ot+Tcej4snmaH4NQKtDfBk/9P2+BAAxPQW5Z2VNVtr/Xkn+x4iGWnB656volPovdIhNBrX29vbc2T8Q8rTNi6WSdP7OdMHEXnbZ2kTIC7Tvhmw8Wcze2mRDeXlpe3ihzREfPwR/CsLhLziYkw8jt6BkBu0nU6nuOjJVLnc3t7GcDiMw8PD+NWvftVIg2wNDc6aUnBQQDDj4sYCGXwHMTIQ2lhVMgLdbrcoVxpCulcKli8RVXhDtoC1LWhuzEjcIGd4Bplntpk8VKrLzc1NYcBrbEhmkLF9M6bEAZuPDdVJbRhxv3mSBoCeF3j3McpwI2dPuJmexrkvWG54LmoLivrZr0mcvV0EmFdJ1F6dzn0402QyaQ3bqH1/aH4R0QDzNJo1RjxkVwRERDS+y0Dtdrtl75DA0MbGRjnmdWtrK9bW1uLi4iI2Njbi4uIidnZ2yrxzI0xSWxR9LDBsV2Mv89YuI64bfEHkPbW2diBS87Lp/l6vF7u7u3FxcVE9EVFtfXt7Gz/88EPs7u7G119/3TCoSFJlXmjdVzMOF4nSJuHifZYRRZ5GLU+mrfqenJzEyclJY9O4xmS2dkpXR9ydcKYxpzDSz11qBqdHi7hOYD/yu+amk7LZmM50/KL/a+TAp5Y2EFTTO+4NcsCp64vyZFtndgjvpV2mtaDX65XIocFg0NhHyrItK4vW5oc8Jz1TS8OJUNcVLtTli3Qu2zezlZYB1/676sIx4DYZx83HyMoCIRdvJDaQM5wyrH0ysDMzbwANBe+0jOnPJkUNNS8rjrSXSUe/i6mtoXA3aGisMWSEBprEJ2FWbzK0bhyoTDL06Q3hwtHr9WJ7e7soKD+QgmDAw3q8rg4gWRZPs62tqAh1HLXXh94Tji/dQ0XEfVMESdPptLBUNWW0aAHMfqMnkiCe7elpdTqdRvjVqkoNMKuN3YP2KQEgSQulTW+PjE3pMB839GJLCFo1R66vrws4urq6itvb23j69GmJ4VY4nRtuNeOW4kaTwvA8LILputQWyex+jlHl3waGvI09T5EAumc8Hsdvf/vbePPmTSM8zOeWALO8a+fn53FwcBBfffVVaU/dr70D0leZIejflxHWq7ZPKuKeUMr2RlDcMNKeH+1BU+ib7vXxmPWD9nnquPeLi4vy/Cp7ktukjXyi7qaezQx6B0ESX3uz8V0ziLO+XxYEZePzQ0GT6z1+59xWnl423VerT1Z2/Za1aa2M1A3d7t1pm7KHRDCx/R46h718i8rv371uvJalQzDEdYSS7c+KmA/F5+9Z+7rU2qVWTrdVa4QC0/jQ9XllgZAMhey6BgHfBkyZTqeN42X5KckattPpFJe0swZKV9dqA9EHrRbitgFUEx8gBBk0biNijrnQfTSoeD8PSpAhH9FUsKpvLbyHE4igpMYgSgiC1L6sIw9HqLlXWRf2QwZwvRyf4hSjmnGgCa57WAe2c0TTE6bQSaXBhUB9x9A1tkNW94fWQ8+TAeYLOldVnJ3VWJV+8BDcReKLtZMFEfOA3Q1Wsu3j8bh4HzhXHQRliwXHFQH/8fFx4z7tOZD30ccu6+H6QtfFmpK9y0ImXHg/xevl6RGwe0gj01M9svj9zMDq9Xrx6NGjhqefL1DMjJDr6+sYj8dxc3MTZ2dn8eTJkzg4OCghc9R/fO0CdcGHGE/ebjUvC/UxjcfMsFBb3d7exuHhYbx582bhsbQ1YkbS6XRic3OzjO+rq6uIiMam889dOKfcbiFBWXuWIr3g0SkubaRrRvj599qzHyNax2reC1+fM7I3I20yILmM/ZUJdZL0mvTH7e1tbG9vN/aNL0qvVj7/n59t48GfpS52W6stDfVDTWjztY3NNhC0TAizi+fn6bod86FEEmVlgVAmtbAdKqDZbBb9fr+4mLkwRdwbPgQJaly9cZyuUg5Afpf4QusnsmXCDuXArrm/M4OIYREqqysQ3zc1mzVP+skMXGer3OviC3tmqPiE5fMss9p+a2urLJ6bm5ulzzIGqwaAyIB4H/G7s1AZE0OjKlvIM1Cp58QyZWwW06ewfOwTpcXj2GmoZmlnwMy/Z4avSIUawFtVYVsTiGq/TUQ70MvGXzZmBG4IZulxYlnU3trvo08BokUgyBlVpan0J5NJYfifPXsWvV6vbPzn+FSa9I45GNEzZPDYNrVx3gbWfa56et7uPj+yxbjb7Tb223nalJ2dnUZoK9cEgljlrfkuEDGZTOL9+/fx7bffpl5TnTJWOzr6oYt5zaBV3SPmAZPqxPtltIxGozg8PIznz59HxDwZyGeyV0F4Oei5V53Pz8+j0+mUE6VWGRDVyk5d6eOZY5bjskbIMh/pKc7FiJxM8PRqYaHZb8zXjU2O+ew5N0q5Jme2jf7PdKeLH3RQI57bDONlAZF0m2w+rQk01t1wr9Xd//d1NtPbbLdF42xRfSQ1UimTbK9zG0hrK6eX+aHSRqAvCxxrsrJAyBujbWHjPRH3m/5ns7sNiHxJHllCsqjd7t1RtnLxdzqdRshDt9udY7gyQ53ip5G4+1vXZGzUwIML83UPBA2zGiBw5SQjIiIaRzbXPEzKyxkpXxRcUbMtpXTW19dja2srDg4OYjabxfb2dpq3KwwCmTZmrDapVA4anTVg6P3iiwsBEUPdFkkW469Fk2URaFR92vYNaBxNJpPGvhAH6CQDBJpriuhziPdnKJnaUCexRcyDIY0R3yCv/RO8Nh6Pi96QESoWODu4QyBoMpnEeDxuhMkx/w8RJz9evnxZjqTd29tLXy7NvWFO8nCucDHKgJq+exhoRvBkQCii6bkjs6xrKpc/R69QbS6zTDyZq0aasE10r9aTwWAQf/rTn2J3d3fOc3pychKbm5vxxRdflPJrDWoz3mrS6TRfju2SgSGd+EdAPhqN4ueff47Dw8Pi4fI9p1nZah4herH1/+3tbWxtbUXEnWeI7fa5iJOFNaJCIn3Mfa4uGbHo7y70ZxftD1u2LjWgwfIv64XInmVeWRquV2qAp/ab0siu1cqrPLXHUn3EqJuIxZ7dZYBtZodlduMyIMPtEdaPz7s9uYxniGk8pI9JxtXAbq1/9D/tELZXDYw+VFYWCFFoYPOaL7oUhh3RcNbAns1mjaOCZRwSEGgRl0HDRWURwvZPP6mDjAsHMBlI1VH3RczHtfLFjTWjn5ODp9epLbxNOYGpCNxwWcRSEHi6OBjTyXFSTgQXTK8tP6UrBcBP9j/b2dPO6udMucpKdtvBkQ4/8DHqbaiwFPcEebvJKPSFhe/I4vhVeEVENPaI6D6GZamObG9u1l1l75CHuk6n9+9iIhBVn+lzfX09Njc35wCMAA/b8OrqqmG0KK6cpx9yfA2Hw7i+vi59x/evqKwkR3y8LwpVlNHb6dyFD//zP/9zvHnzJv7iL/4iHj16NPduKI4JivSF5g3LofJq7CkNjWcaGi5c8Ng37r10g4FGipdVaTp41fzzcnz33Xfx8uXL8l4cpUmvCecbQd/NzU2Mx+MYDAZl/kgPawxdXFzE6elp9Hq92NzcjIODgxLyy3entQl1lXt8vO70CEqm02m8fv06zs7O4vLyslEPfm+b3+xbN9JE9LlXrNu9eyeL6jmZTFpP61s1aQPy2b361KE7/j6a2hp5dHQU//W//tcy9/zU0Uw3tEnNgM7q4OSiP0u9ENEEDL4eZmtqW725FrGMbfPF0/U822wQkr8ixxy4L/IKKV//PyMWVcfMuK/1SdaGNTCkawTP0qdtNnOm/zP7UHpeeygj7iMinDjyNP0obNkw0+m0kILeHp8iNH9lgVBt8Eh84Ev5Mt5b4rGQnIDyTDgTQ0AiY7fNdSfJ3JBtYVZUKLXJReaC5WxrHwoBFa/pmdrkU95U+DR8ePyk0uI+lgwgkOkVMxsRcX5+XspAwyhTCK4UPR/1t4M6Vw6epj/PPRHeRjQiMpDCfqJiZlibFIq+Kz8CN+bp8bhuULqoXcRGsq91JK6MdI51fs5ms8/CiFEbifVzUBxxN+/39vai3+9Hv9+fO1Ak4t47p76Tl5hjSN447oNTv04mk8bx9Nk+SIInD3PQ7xwfmXGr/lQ6p6encX5+Xk6V4+KSLYw0bNwgkTij50cs145p9cW4ptNqIR1cRH3u08tJksnv+/Wvfx2Hh4eN0K3aXki2KeuvOS895e/3oTH15s2b2Nvbi0ePHsV0Oo1er1c1BPU8ySCOh4h5Hedlu7q6ihcvXsTp6Wma/rLCfLLr+k3AP6IZTjcYDMorGT4HydrbiYvauNXz+syIPR/LPJXUycNPLSTLagCF47IWJaG0MnF7gNdq4GCZcjP9RfXwskfcHwWvE0Wlv7Nye74PLe8iWQSGCLBqnjoHshHzodQunh/1G69xj2tEEwS5AyAjT7yONRD0KWVlgVBmANSM6oh5dkvGhIemuZtTBj074cWLF7G/vz83ILVwtSk6lk3PySDSMdDKl6EfNWXINJU3DQxniSg+EegN8rTUPu4S1ne2rRYBGfFcpDnZvL+4kLPfxKQqPMuZ8GzxqCm/iChHuC4y3vy5rP2y3zIln41Nz8fTJkPDDepsL94r8MJDQmrkgLcZ3yQ/m83KniwqOoHYbNyvqngdZrNZjEaj2NzcbOgIyfr6emGzKWobhbWR/fKDWST6jfqHC4Ub2hz3NH7dQPdwM40hX7RUXtXz3bt3sbu7G/1+v3XRIQhy0CVAF9E0eN04bJsvrjs1vpW3lyV7huQU71NbZCGAbMft7e04ODgoLwolC601gXV0oUdMgFM6nmQbwdDZ2VlMp9MS/ivvURsgYn3pWWTb6VMs7Wg0iuPj4zg5OSn3+XO1dq2lzbbmb2ofH6MOdFeZTMn0vV/jWkIbISM220CQ3//8+fP4y7/8y6pN8FBAtCzY8HWgNn703YnFRekvsneoy9rmR23NzsiPWtkj7skGeYcYUdQmDk74/WPAalv7LLsu18ahkylK03V3Zutq7ZM3SCCIhKyDoEXzpw0E1QD1Q2VlgRCFjZF5H3SPmDb9LpEBkrnYMuZAR9D6ZOLnMkrIDWDt/dDAJHhz1M68eLqas6ERzdNBakrDry8KteB9ruS4+LnCpCfN81cb8DcxMeo3ySLvlhi4LA8a/WTreI//zgWsTTxMgW1Vi9l2g5LvkOGeE4XbsAwMm9K9mRciKwuvc3HQ/oCsXizrp1JC/5HixhsBuAPPfr8fm5ubDSPa92ZcXV01QgOyhVB5sc2VBsOvCIaUBhcuGdiSWjgVx6PXV+NtfX09zs7OYjgcllPTagspDXkXGsUMg+AeM9Ylkw8ZV5m+9TweAtgVttXr9cr7mRxUsb1r+shDPSQ+FmRY6XhpzT++L41tTuCWGd28XgNBl5eXDa97ZswqbwflXg/2LfufOu36+rqxv/FT7Hn7pYl7/ikkHBlK77/TFqm1C9d5edN8jfxYWQaweJm4PvBaxMP6uBaZUQNqNV0UMe9lENmb6ZksX9aL6zu9y206y+2RRaQp82yTWp19/tfuZV5tYIh1JLnqOk3eIOp7vjOsbQtATQSCara28l1kly2SlQVCtUblRGHDaZMsjQtHuWTp9YyEi994PI4XL17Eb3/72xQotYnnIeEiR4+RD2pXnL6nR9f5mbEi+mSeGcPixhjbgwaRe9yUvvcHDSH9MRRH1xSqpVPRNjY2Ule0769QGeh50gTOjhBv21DKvHziqQ0yxVwDeryufLlZXp4qtZPCpGRcR9wZ2vv7+6Ueiu3ny4R9/xvby9uPdRd7QwaGhl7mjVt1ccCn8Xh9fd2YWxF3+6KyequtxuNxwxvkyp7z0scNvX61RYJz5qHGRW3hoOdC5Zdk49j1hAsXTKW/6PjlZcTntpcpu75onGa/MY3f/e53cXx8XEK3lJ6THf6ybpFTbCf3rnvd6A3Uy1zFPosMWkTW6LvKpvHEUM2Li4u4vLwseuP29jaurq5ia2urYez52CRh5IY+1wjm6e3a7d4fJvIpXlHwS5FljbqIJjhvI/NI5GbEA9fd0WhU1g6C4w/1OLh31MtWW0s4ftpkkb2U6bbsmdraRqEnQuOXkUBuAyk9ti+Bj8/piCb4bRsHtf74EM9dm7AMtIWydnKbc5FOF8mqdYL7/7gfKCKKznSbcJm5ojyYF8tM+7MGzB4iK6uN3KOToWxXHPqkgU5w5OFH3mFE9Ofn5zEajUoYg5fDOydj0nwCOntZm+D6re39A1SgNaPK8/TfatL2OxfAjKGNmH9vgqN93euKSYcQMB83AmrMpcTbYhk3LdNzRZ8xvTRyuah4Wb1tHHweHx+XAwuurq5iY2MjdnZ2YjgcRkTMKQjl3wb4GOLj7TCb3W3Uz8J9/MANKrTPyajJgK3C4fj+Kgk9QWdnZ0V5kznjKYFtp6Tx/1rIVUTMla3tXgoXXC7qzF+HAGR6oUaWePm1uTUjUUgEZNK2UEpHqHw+D/1ZNzC8X5cBlI8ePSoHYCg9Ah562piXDkfodrsNL0gb0890R6PR3Pym0ZE9z3HmvwtoyyvEl4zLOCQIUvin7uN+QZW1ZphmnkwSKQJEJBlWWRatOS4aNxp/WdiPg+6aDIfDeP/+fYkUyDxNHyKaa22gxYk9B9APNUzb6pmR3ZTsmu9JpO5oKwPnNdvUbS0/qGkZMOR1krjHuQ201NKo/baMx0R1dhuB3hy9mDsi4vj4OE2HOksEjssyQJmvjPBoJhItmkdtnthlZGUtGJ72tAjVS9lwsZSSoQtf99SEhnzEHRs/nU7L27OdGfTvFObDEBKG7smL4c8RBGUGhU/IDBD6d5aHxry+i5lU+/H9GouAI/PRopodNKDv6pder1dO0vG6+GbuZZiGmkJoA5z6dNaLjLe3XyZio/SptHigBPMZjUYxGo3i9PS0YRQdHx+X42czZn86ncbW1lYZozrdMOsbPqN+5hjWPWS+3fCezWYrffStL/Sad1rUtcBr83rW3wRBep7GoBMczIvf1QeuMz6VYUO9QKOAv2lvGIUGaxvp4mOsDZh4CCzL2EZiPITA4Vyrlb2NcFI+2SEJvkfL81lbW2vs8YnIjcWMzFKb8QCBTuf+UBO/T0LjmcaD153vQvG6drvdGAwGxRvqaTnbTN2/jDHi4OtzIFGo/9rAnV9n+7eBISdnnDS7vLxsnAD6KSQjhFwIGnxcP1RqtkhErl+kL9k+Ph4zr1iNvPH66H/aPTWRLiBwyHThIkDS5vHNyhnR/hLlTB8uSlvlcC+OQJAA0PHx8cK5vr6+HhsbG40Tlr0cTqhp/RQIykL0F82bD5GV1UJqMC4ybqhoEPN/TRahSoGKiCbrzbR8ckTcv+tDLlOdJrKozCqLxD1QHpri7lgunDWl48/ocxH76b8vOnmIsiwLorankaiy0fDUPevr6zEajeZCtdg/LGvb5FwEdCk0gDKF6a5y5u3GmhtwDhxpdOu64viHw2FZ5JQfjdUs3l7u606nU47nVVgXwRfLfXt7G+fn5+U6D+5g3Xj88bJ9/ksXB9kai2or/UXkB4IcHR0VfcLTciRKT4Z5tkDxzxfTDzUumIYbqhlbKBJGBip1o5MVWR2Yj7Oxktpiv4w89BnOMwegXoeaPt3f34+3b9+W51gfgiHOb/cCqf8zDzfHmkRtqNMFmS8/mWdN7zHvmhfOAT+ZXOUhL3OWT2ag+u/LGGWrKvQY+AFMEh9rJGMj8lA26QISkNnar/toNNb6ms+wLFk5MzvC66Rxs6gvvf613xaVmW3HNiGpo7Jn47BWNtXB9/Qp7fX19fJC6yydNjDEvn0IGes2W9aG3KuUtRdB4kPyVVkjorG38Pj4uLwmYllbSu9VEyDyiJWMTBkOh3MRWuqLmt31MbKyQIgnElEBcYJzgugaQxn0OzcoUzkRxfqEv7m5iVevXsWvfvWruRCImickk5qC0OB2AMC6Ze5hiv9eUzgZaKKRXgu9UXiDJhqP8vT0tNiqD/SpcDe1IeOiZ7NZ/Pjjj+V9Hpubm/Hf/tt/a/SJjisWWGDIR22x9RfX+YZzF6ZBD4zKyiOu9Snl2cYEMS0p8Y2Njbi6uopXr16Vo23Z/vTQeNlVZ8bmCjhJGW1ubsbt7W0MBoNGeyncLjteXnVYlvVdVXGlK+l07k/Vk66ZzWbx/v37uL29LeECmdTmty+W0j/0DvM+Cu9ryy97huCEhnSv14utra3odu+PdfaDOWiIZaK54C+943h1Ro8LOHUO26BG/GQGoadZaxMaP9RPWbm63btQMbWhQIyINj3re8hq+2T0vJNrNIrVfldXV7G9vV1OF9T89Jcou8GkPKSHOFZ8v6WztW1MOfNxvVSTNmOLZVhVYd3l6fK2cgLM19g2L6j2fPr7pWiLHB0dlZeOz2azhcevM/22/2tgSOO3LY9FHhBPMyIniakHaNjzHuXn+bfl5fm6Z4vEtTwUo9FoIQHo+/NcmG5mx7Gs2Xrk9/l+Y89LBJx7+bJ+VXvTNnn+/HkBQDqciTZOTXQP368nIKS1Rf9HROOAoUx3sqyf2gZZWSDkwgUgY+IlmRGQAShfVH2waNLwzfMabBnTt4y3iAPVWRoHEzVxY2XRRPIyMB1dI+vCja7OdDgzuMgNzEMS/CVyYkRfvnwZh4eHcXt7G2dnZ/HrX/+60Q40SMjWuHdG8hDmim3RpuxddCSxPtV2vnC411J5/fjjj1UPlysEKiKGtamvNCYHg0ExcDc3NxtHmws48QQ6Lug+FttO3fkcRIpYY5Ab1dfW1mI8HpdN55wftTlX00Mcq/rjwQIZyCVgkrgh1mZUZn3G+nW73Tg9PY2Dg4NS92V0B433jN0mCbXM2KEezoytRZ6lZdPn/0yX5dfR/ZpLHhYnQsbTzOaOrwuLdHnbbxxfWTspLwElnirWBtAJ1liODCRJaJy2jfvMe7Ass7yKwnHPa+7doNSAvPoxAysy0KkjPgW41Fz2w4xqIOghnr5l9YqDoU/tTSS4dJuNhPnl5WUhDCOikIkR+eFdy+igRR632m8su8pIb5SLe86WAVidTid+/vnnOD09LXN7fX39waHwXK/keJDdw1fT6DqdAIz0+vckS1YeCHmHZmEANeURcX/uOcVZSmcHIu4Z3MvLy9jb2yv5yADmxn6mQ7Tt+fkkdBYo2wSv5105LKsouPA72xIxz9TR8K6xGb4g+sKoNqgx8Npr8f/+3/+Lw8PDsrm32+3GDz/8EN99912ZqO45c3c049CzBZgTjHXJTt9xNjvi3nDgRG/z/tTahW2nvQHZxNc40O+sU9YOGosZk7W2tlbampuineVZNLY+5aL0Hy1cwEajUXQ6nbL46YV64/G4AYL47CKPItPXdwFYnhjopAS9cTyKOiNqaqEqPrdp7G5ubpY5NZlM4uTkJPb394v3kEZxZgBF3B916nm44cT610BRDQRlBhjb3A2STLzs9OpQVA/pXZ3iRp1CMqfNmOH3Wv9QMqbex1pWP4aLM8+2/FhvgXFdp2HCMcjvlAwQeT5+/d/byPn3FjeiNUaz9YLiZKOuZX3Pds3egSVCi2typhs+tH4cR22HNClfgreP6dsMAH1qIFQDd8rn5uYmXr9+HcPhMF68eFGe+/bbb9M9WTUyyOVTgCB+1oCyg6Bl+2Q2m8Xp6WkjSkTRA9q77ePb6+wnyUXcn+C8ubkZ0+m0HN9Pkk9lroWafmpZWSDEECoqoAwESYjUpTzcmNEzvujUjvxUOh72oP8XDZQsP10T08gwiix/lbFtEtT+l9CDEXFvQMuwqIGwmiGjvFhOgZ+I+30I7j0jO/CnP/2pnHSkPru8vIzRaFQ29PJ4TBn1njdPKKqx94uE/RtxP/5UBraH6ksArcUsW1C0p0fPnZ2dlTaXIpYCirjfy+FKW+3G0CIZbjJw1dZyQ6t9ZGBrrDMPKmzlJ2X2qV3UvwRRW0RECcm8uLiIfr9fAKUMxszg0RjLQq0Y0ivdQT2UMYsE2QRCNfGxqmv6pA5QZg9gcAAAIABJREFUyGSv1yuL+ng8jo2NjTg9PY29vb0CCAUGRPKwzgyZYPhWxD3QYAiEt5Ube2741Yx7nwMc+20ibxfT8zaMiPKuHYW+qa6SNhDkUiOOlhWNhQzQtj0TcW+cMXzZx5DSp65g23Kc8m3xHKO1sizy4K2yuH7k/PP6ZoQs27E2btnvbWObemURKVMrk9/PNS9be7J0lrU7KLW5wWezdD9UXE/W6jSdTuPk5CTevHkTb9++jdlsFjs7O3F+fh79fr/oTs2RjLSQLKsnlil77Vp2aqNE44iHh9XGxHQ6Le81Yzrd7t2BKt5erv8lfC+i0l5fXy9rKw+F0e/8FBiq1XcZYmmRrDQQimjGdhLZR9w3IF1uEfcd4+hTwsUj4j42NRN1sIxWLZpkGHhvtgBJOLgFEvwlaXqeLlEfOJqIbuxnSsOZZ7WblKnAWLa3apERoLSz0EOl6W0dcdc/f/M3fxPn5+dxfX3dmETn5+dxfHwcT58+beSVHeyg6wxl4UZwF1e4tbpQut1uemIgQR/TU10EPHktomlkaQwoPf6pD9h+HtbD8Udmly9pZf1UD49Fj2h6D1Qefq6qZH2uthIAHQ6HMRgM5g6ukGQHebj4PNX88phoX0Sps3zvDcusPGrEBUErQVC32y3eIM7xy8vL6PV6MZvNyktkRYzoNDQK60MwJ73Io8fX1taKl83bnvPGw3Eo2eLHhbrGjmZtVmPuvR7S8zVjtM3YywwsZ7dr3mSOR+oDJ5c8PwfRtb2erhuln7Lj+UUAaHN+RuA9RNwwW0XRGp0RRpk4IesgqNafbCvu65JcXV0VsO7lcBCeAekaGSvdz721nwLQLgOOWN4squJTCOvv68Ht7W380z/9U/zLv/xL4z1rZ2dnsb29Hfv7+3Nzk/2q/5lPRurU5CFtJCFgroE7zXffk8179CoFbysCY+ou5R3R9AQ5Yer7pwSqFgFGtsWnBEERKwyEGJ/pHaOBQMON7GvGqDrjwElBpeVGNkWMCV2sBD6LmJeIZry+Njzqdzc+ueDTyPHBnw30GsImq0BjW/Xnsd3LHn1K9pinhmSTdDwex9///d/Hzz//XCYiPSbanE42Rtdr7bzMBKMhFlEHiLW2U//UjLOIpnuYe6LoFXj16lWjHAT3Or3MmRcuEv1+v7yAVWOedfC3kAuQ0RvodcoUkORz8Ahl81IL23g8LuxVm/CwlTbvreaTwsjI3mWkgJ7hnq6aHsnGqfcXdcf6+npsbW1Fv99vHIygua6FX6TH2tpaI4SOC7/0Kk+vkr7gqXu6PwNAmVehZnS5Yaf8qC8zvZeln8l0endQAcGA6tDr9VpZzKwuGdHWBoY6nU7xZGuzvK5lYIjp6rv6UcfvtwEhrVnKM/P2sp85lv2+NrIvk8zLtUqS7QHK+lu/uVfNdXQmGiNq96ytNGddB2V6gM+wbBKNQRHNWq/aQJDbUF72bLz/R4gDE16n3XdzcxP/+q//Gv/yL/8Sl5eXcyHrR0dH0e12Y29vr/RjBjaz+j6k/tnznPdsd9qEi/Igme3k2+3tbRweHlbnJL393FdI7w0jeZRuxL1+oI50m7nWR5RPSZysLBDyBU4sJUOguChL6Whh50DysCmKOkuhAmTp+XvE3ULpJwf5iR4afL63hOVQGJQrNA2QmsKsKWBNEB/smZHkbcO0eapK5hlRugSImXHD/6kcb29v482bN/Hjjz/GcDgsBqPKJKPgzZs3pa048WgIsf6UjHXLGHi2JSelyuGLRkQUg6XNxe91V55axI6Ojhr3qM3FyvPZ8Xjc8CCpDR0Qejvc3t6WI7jZb366FMWBmfrNN4SvukhPRNy1Sb/fr4bFRtwbDO7t8TFAEoZhibXNrSoLj6F+iKHIdF3PUO/56VIc13pG3iGFf6gtMq9iFp7qOrE2XmrhHtmetSwNkjjOitak7TftTaSBo7r5vKOwXTg+srWFBIODIQkNDaWluslDkOkjjbM2EMQyS7/U9sw6+KsZ5Fmb0kvNe2gkrapHyOtb8+rpkxEXbcRGlgb731l2kpYk0HwOLZOfxtuyIIhSG+dt4GhZWdYwrnmEs7rzmHrlMZ1O4/DwMP7hH/6hrMl6VjpBXuLRaBSbm5uFRMgkI2MJRPzeDKRl9XfdTdJZefj9zMPDzjQuR6NRvHv3Lq2LyHqSqXqOti3L7eQe9anWOAIh2hY1vfgpZWWBkEstvCHi3j2XHYwQ0R7bSpGyub6+LnHyMkYVOy/m1NMkyHHPDI2nfr8/t9mShkU2sCSZEaNPGTGLlFltwql8muxaNMno6ncvg9LTJCWQokdLIXHHx8eNzf1a6Nlumqw61taZiazsVOYORtra0v/n82JP1Qa1tNyrxva5vb07/vvnn39ueL/UVvQykvFR/kqDC6TukaEkERNJyQzbmjHGdLIFeZVFypyGZkQUMMSxlS1mbJOMYRMA9Xs8BCkDsn4tE19sCegoMow2Njai1+uVcJo2Y4dl1B49Su2QgjYDfBGhowU3A1FZe1B3ca54PjX9x/tev34dR0dHcwy85sDGxka13/xadhgLDUHdx7q64Zzpoxpxob4QCMrCbmk0Kx9PKwt9U96LpHaClXvVszVrVaXWLk6UyB6Rrnmod4DGK/vN1w7u6fH7PSTKdYfWngwEZVETy5Sb6evasnX39deF9p/sDLcZfM7R7nKv5Gw2i//5P/9n4x1xuoc222Qyic3NzSqwWKY9MsmIK9ZB9/g+R9lStBMym86JCM/38PCw+nJt2STMW3qee4+Unusab2/NA/Whg2S2q/fTpwJGKw2EsolJ4/Lm5iaur68LI8aB4V4NnyDsSH6X8cCBNBqNYm9vL3Z2dspLo5QeY6k9xp/GZqfTaTzryqY2cCl8RoPFT3ti/ZQW3ZwShkt4uvpOg4Nlq4E0TVKxxlRWh4eH8Xd/93fx8uXL1HjioQo6zjbiTvn7PioCAJVNwNUVFcEWw8NkhKmtWFZOUOVF5egeMSo9n7g6hezdu3fx6tWr4gFT3hzTZPlms1n0+/3ykjd6lZTneDxu7JFT3dfW1hpGHPt1bW2tAEyWudu9f7+M+vFzERq7DFO5vb2N4XAYk8mkvBCOxmq24PGFszRI1Qca+xx3LjVGL1s8HXBlv7O8/L67u1v9LctP//Mt9lkbOPvv312nSTS2ZeQzXIL5c3Fl2TIjz/U689T8mM1mjdC9q6ureP78edmfyHZVPaSPPPyD5VReYo9r7cT7qLu0Z4/9QbKH6xB/l2jMybOo/V3b29vlJdW+kTlrXzeU3aO4yPBjOpIayFpFWWTMqy2vr6+LRzgDAcsQlBFN77LAivro/Py8sb+YOsvXOubpQEVzcBFxuqy0sflqi9o9bme4Qe8kuBOemZ7QPJKdpFPQbm/vXiz+t3/7t/H27dt0PVc5u91ujEajYn8ovNhtjIyArYHBbE44KKJ+kW1C4fxUJFObuO569epVvHz5Mt36Ib3D6BTZSlmIZ0YMktjJ7ByVn/ViZJXs1bYIlofKygIhHeEnYQhJxL3HQIuAG9fudqPUBqOz6xLlJSOT3g4haE00Ln6OgMlo1BCvh7lIXJE4k5ktxM6cMv/soIdaOxHxOyhQHVk/tZn+fvjhh/i///f/xuXlZSuDLLAYcWfEXF9fR7/fb5TNY03VXw4iWAd5o7I0yExIJpNJY48PPxmPnbHkrIPk5OQkXrx40Tg8QUJvgnsTI+YPUeBzno4bTvxNaSkfgSEp9bYTtlbZoMlCnLw+an9uFs6MP+9vASACVS7EmSwDMmuhS26Ak0njwtvv92Nzc7ORJxcm1ZNhlhyzuseBjrP96+vrDUBNcW8NQZB0SObdZfr+PNP1eZsZHGob7oOSZzYDOMxfxIqXL5sLi1hLkitMo5a/xI9LVpt4urXxxt+4VlCve5pcZ2hQs5400LI03ShaZf2xSAiCnARRn9fsEEmml7zPdE3rIueQkxC6xrb3/H399zp9iDhJoTq11d0BxEMkA0LK0+dWt3t3OMiPP/4Yv//97+Pk5KRVT0fME2HZOK4BOP5fG/9Z27idluVH4eEuNS8Tr19fX8fJyUk6L0nwZaGW3k98HURWt5r4+FIElmxr7p38VLKyQMgbgUp9PB433M8R82fh+yJbW9CcUdQnjxiezWZlkyIHA5WNBmSW3yKlsEgJ8LmaV2YymTRCNFQvonFOWAIGN/SpJNmOZDRVf68HlcvFxUX8/d//fbx9+3ZuUaW4MnejX+KbQsVqeRmUhtrJPSQZO+ZtQY8WrzON2vhS3npTtd667EKmTOWjMe5Co0NKKJsnNaGi470kHdxLWAPmqyoZ2UGwzHfq6Dd+RtyH4koPacxzvnGBIFlQExI8+t+BLutAA0sLF8ckAQrLQeNJp8Z5ugrfjZgPgcrmX1Yv9yKTfCCZ5PPcCSKOeereLJw2a08RVBF3e6FOTk7i+Pi4AFjVw0VzgO+La/MK1dLJypSlVxPphyxtGct8SW9EFG8Bw4/ZjhnBJdEYcNKNZFqtzd0TynnBeq+6sP0UleLEJO99KAhyQ97bTYfl1HSKj0l/vo08aCPCPgSsePndDlmUZtsc59rs7Sf9oDa8vr6O//N//k+8f/++sR7X0uehUTWp2QeLnouoH2Kh8lPPeV7+XGaPOSEhOTk5WXgwkOxqDwnP5GPmNNtAUV0CRG37sT5EVhYIUaiwddIR2TBfJN2wjqjHsOr/toE8m83i8vIy3r9/H1999VUjXQKKzOPj9WD+vEYvS409XHah9e8Z66E6a5F1hajrmdLKwsQ0eMWOvXr1Kv75n/95zs3vQuClfQ0yQFhWZ7+yie4Km/0hN6sWdMWjer29fox1Z5/ozxkwD1MYDodxeHg41/Zebn8hGeuoBZYb1T0/GplunGagjWNNipH7zGos1+cuNXCvdnAQ5J4g/+5pt81j3/NTM5SpMzLZ2tpq9KEWNXl5akf3SxQmSJJAQN0NsLW1tTmvEN9l44YCyYy2Uyk5Dj8EiFNvTqd37+66uLgoJ8U5I5oRP3xe4oY92zkTB3Zcr0S2OQimsA983Ej/+njTu6MuLi6q76R6iAHDNYKGrKdFEkwgLSNrVk1q68xkMmmEV9bG6ccAiCxNga+2sEXOnUVgye0Ntz2y+zL5FGtGBiw4Z7L7vZxqM5F7h4eH8a//+q9xdnbW0LFsI87lRcRVDci5Lqg9717DTOe0Pc/fMjCpNCOaB8uMRqPiDaqVS0QHdbjan/N4kf4gmb3MeFB6zEM24yKP+zKyskDI2ZCbm5uyP2LRgpGJMy/ZfZ6Gd+Dr16+j1+vF48eP54xilZnhJtlCWytXLRxmWclOXpKQPc3K4aFTrBsnB+vlG+/1AsPnz5/H8+fP4+rqqgGCJPQ++IlWUuwa/AJJDL2jwcI68lAD9kfWlpxYBDO1sZExMTIKPFbYmWxtxmRb6Y8xsJ1OpxHXzHGYGR76vbZwsRwZ8+f3y9jVvbXQoFWWZeqyDEhpA0ER8wYM59cyZfhQD5z6zecVdVK3242tra1yCqeDGI1hXdd8zdLiMxQBLZ2ymN33kMWtzTCrCcmD8XhcPLNeJoqHC2kOsD9JIuh/1wMsA797yAv1q8Cqe6myMcM1Iwtx6XQ6hVCiXvxUknnGWBaNkUUvBl4V8fZd5AX69y7LdDqNd+/elZPM3INdI2Jq6blt0Dav2taEzCjnc7pn0b3L5uvl9XE5HA7jj3/8YxwdHcVwOEyjUhy8MBKijeQgAZmBn7a6ZcDNQQPbq80eaQO5blsOh8MYDocpIc+y6DeOLe5/V1RWmzykb2ljer6fam6tLBBy41HvSiCaJqJ345YTfFH6fr3WiZeXl/H69etYX1+PnZ2dkj5P1MgAV80I9esPMQ4c+Pgiu4gFcqHHhYqRrtnMEOGkGI1G8cc//jGur6/LUazsC/25oab0ufEz8+q5AnDDha7ctgnkrLazRNm9Xm+Wg2ySe/bohufkluFAEEZF42DUQRHHj7cL2zZjVNpAN8v0OUqtXgxJa2PyBII8PXpx2rzBtTK5N+ihIi+qNvRyoaasra3FYDCIzc3NcqLcbDYrc7jbvTusRF4hnZ52fn4e5+fnrcat8lJ4Q22Pgtpokb6rERNu8GSG0OXlZVk3IqJ8ynOtF4sS+EunqLwqp8fMZ3WOaD8qXeXz+csXHBMMqQ/do8S8Mm+QpNu9ezs82VzpN+or6hbuE2RbtPWTxi7/PFTvcxKNKa77i4izZcQJ2EVpyBb55ptvYjAYLBXGVJMMDD1UuBbXbI8M0C+bX61Oet5Jh9FoFP/0T/8UZ2dn5Z1uEc09hrVyZS8cl7jHyAHMIiC0yO50AKS57URwLQ+/Rs/Q6elpazhwxL0NpPs4xklyKO0sHbbbsuFtDoaWWR8eIisLhCLuF8zRaFQMawdC/D9TBg9hEZm+lDpDqiIizs/P48WLF/H111/H1tZWeYYTxxecbMKoLExbrkCBohpDw83KHJTLMkDuSWibtK4wqDhkQN3e3sbR0VG8e/eubBpVG7JviPRpNOg9JK5kZKBwT0GNFcrK7nVoc1u7d4RgKTNG2LcRzRflKi21hZ7lZPcyKg8HIv5SPpafBg3bir9L2sYG67CobT4XaQNENYbVvb01j2ObOIP4McDHx97Gxkbs7e3NncamsTeZTGJ3dzc2NzfjyZMn5bnpdFp0WUSUkzMlvV4vDg4OinfFj5XO6qg9SG3MoS92bM+a3uahOQ4CeHqoXtacvVKh0+k0DkPhC0xd1K41ciUjbBYJjRvVycGQ1j71Ywb+vP5aNzSG19bWyqEZ3W63cWJlRDQAl4Rri/5vM1YJgOQl+dyExqBO8cwiPzjffJ1fxuD3tZaH2GRlOj09jYiIb775pvEuLxIrmWRr6bJgKDO0P0VI3IdIZvNo7r99+zbOzs7m5v8im8fvY16ZtygDUh/SDj6GFq0pWZ7ZNbXP9fV1ebXDInHvtMRfqK08/PAsksJc7/4jdcPKAiEtePIEOWPqk5gsuhCthwXUBhk7zvdnEKFqAEgB/dmf/VmJvScjXJNF6Fllc6N8kWgAel2poJxh5ALrRnMmHh4XcQ9mXr9+HcfHxw1DJKIeasKJxv1BWcgN3zVSY1/ayhvRZO1pFPqC5R4aGitcKNxw0D1uED1//rwB1Fmv7FQUhsmwfaV8ZrNZo734kkS1r35j+7DMZJcc4Dkjxd/+M4n3Oz14koeCwzb2jN4onwOZYcJFWWFo6+vr8fjx4xLyFtEkL3RtZ2cnnjx5Ek+ePIl+v98YF2K6aVTxZLyDg4M4OzubK4vy4icNchpm7mHO6qvrNPZVFoYj0duhcvqnpx1xv1fL92y1sa0ChiQ2svtcljWCqau4dtHA4fxU/TMwLv0yGAzKyyCHw2F5LYHaLwNwGRlVKytBkIDnMgTbqokfOpGBcYnm2kPAT0Z01vQF16HpdNoAQ2177pj2hxrvfo8bul6XjEit1YffOQYXlYdpEgS9fv26+qLhNtK4jdQg+FE6/M3vZR3bJCNaM7vD12be68DMwbAOiKmVxcewE7Lc5kBbWHZIxH3bZSBI12vt7vrmU+uOlQVCCmWgIZIZarrH2Xj/rmeyaxH3oSXasO/v59GipIFwdnYWs9ksnj59GtPptOE5yhBwpthqhlEG3iLmXbb8dI+DysyBqMHMtmJ71hQPT5BiWpPJJH7++ec4OTkpcdNeB/dsETDSg6fPm5ubYqDpWR6o0DZR3JDhguHMBEER71U9XUHzM8vX+1exuM7aSmjQ6X+NIRrGmTJXPtlxz+61yox3V+T6zA5++M8i6qNMUdN4lKjPF4VD8f5lfmub/7wn4j4EbX19Pb744ovY2tpqzG3vR/W/Qt90Qp4Ws93d3TnAsrGxUZjE7Ih+rwfHEr2clNlsFhcXFxERsbm52SCf6N0h+eUGp4dj8V06+mybr6zLonnd7XbL5nTl/SkPACCRJ/1NYq9WzppHkiB0MBjEcDgsYIj3ZuF0NGKyckrkEantU/qcxOdE5omLuLcvRFA5GKqBo8wucGKW4nrdidmaMV8DV21lqV2jF7UG1jNiIStD2/3LlFf6wUGQyI7MIxRRfymwynRzczOn85xYWlRmAplMPKQvYp5koQ3TBoK8baWDx+NxnJ6eFvtMaWbf+b+Tf9Kxbg8pzJj51uzJDAx5fal/PpUNsrJAiG9RlnAxdONSnUQl4syovgs48VrWeXzOO+Tm5iaOj4/j7Ows1tfX49mzZ2Xvi1jZLNSIdXK0rLL5YOcCxZAVn2BUThkr7J6RWv34DNuIQOLm5ibevXsX7969KyEzKjvvlZci22TNOFT1SbfbjZubm8JuZ8b7bDYr6UrZUcTaMoY+W7hqDL8bIfqu6xkAUfiMYnFfvHjRCLPU81JMakOFQxJEK033gupze3u7vLzP+55g2A2UjK3l4RSfo2xvb0dENDY3Z8L3kfn8Y1x1tuAvK9n99J4ua1DKQNrY2Ij9/f346quv4uDgoIyB6+vr8r4Rnz8//fRT/PVf/3UMBoPY3d0tfa8xrRAKApmtra04Pz+P9+/fz4E06SOF06kMw+Ew1tfXy7twIu7fgzKZTOL09LQRYpe9PFR5dDq5l1NEAcFPbd8GxXVsGwOvMqo9aFyov2qgiGtVlrYbN/QG1eZtln6tvmqzXq8Xk8mk6A2NCw9xafMCeb7SpxlT7cB+1cXXCZImWbt3u93yoks//bQmJPr6/X6ZSw6GuHarbNPpNI6Pj+P09DQePXoUX3zxReM9Ykp/WeM9kzZ7KXuWnt9l6l/LS8+RYJGw7YfDYTx//jyOjo5KFJEkA0OMSKFtoGs6nEtGvt67pzxr9hONeK0lGZHKNd29MWwH5sWxR5LYgRntsOFwGP/2b/9WiFnfz+5zORP97ntjRY4xgsLL3iZO5Gf1/VSyskCIg4yDmB3G332CSFEpHcaEj8fjxtualRbDTGpl8g4Wan7+/Hn85je/mQstcO9QTRnQk+N58Bl6Mvz+TMH5d7/XgSMBEK/rTx6ljY2NEjLgMdMu7gny8DoqKoWtyYDihl8HaDUgRxZnWePS25wsesbGZEax/t68eVPahgrWx4CUmLdNzWDnWG1j/fi95l1Q3v4iTW8vV4CrJprnEfdeBvWXt7E8P+7FpHARVVsv0z6aJ21vy2bfLQoh2NjYiJ2dnfjqq6/i6dOnxXBSfwmgkAWU/Pzzz/HrX/+6/E8PuOrD90oJYOg4ZgnDNDc3N8thJyo/F0oZh7PZ3WlOAkSq52g0Koaf63idYMd3+qhNM8D/UMl0stYLziGRNVdXVyXsjJ5c9lkGENQu7rXTJw2zGin2kDplz8r754B/EQhyY831roBVbT36XET6epHhKKmFIIrIy9ZmHtzR1ieZIS/v0Ndff110e7ZnsCZtXiOudywff1P9P2TfXC0f5sfy00N3e3u3T3kymXySwzo45wWI9K5GT9v7TaKDZpy8qdU7K0ObHeI2kNsjERGvXr1qeMsj5oG9Exoc25nHrEbmewRSTRwcuwfI6/MpANHKAiFXpvQaZAuOo1I3nKnotbDyuV6vV4wJolOl453MgaNN8UdHR7G/v1+UH9n9tbXmSz0p3LRMaVsIM7DUpujEcjjS9ongk4yATkaPFj1+Zu5OKkOvH92uMioFFjqdTozH4+j3+3F2dlaOK3d3PDd9ss7cbOxGEic2x5i3GZUO+97bg+lMp9MYDodxfn4ek8mkETevutO17H2bucnZrwS+tRfJ8v8aW5mBSFc+9NatsrgekYGfzas2j5Ge0TgmeHeDWcL5pDHEfXG6x8tLsiOri0Kevvjii3j69GkcHBzEYDCIiHswNxqNGl4eyWQyiePj4/jmm29id3e3SvqImBmPx+Udah66oWcHg0Hxgnsoibw2nU6nLMg6ytr1ob/0uNvtlheDqn6fwsBaJGTPuf+TnmJeY/gq57vGR/bSWdftyxjPD6mD9Dn7njolM+ja0nJR+bhXwMf0p2R0V0mo39mXap/s1NSI5gEVsgmyUDeuRzUw9OTJk4hohk8zz2X2E7k4KMmMcH1fBBIfMjZqtg3H24sXL4p+qeXpaUqySBXZECKVptNpXF9fl5M01a9KJwvnmk6nBQy11e1TzRMSKBF3a93FxUVcXl7Ovfhb5auBoMymUx78ZD3adIqvHXqGfbtIt7etzYtkZYGQQloi7tyeZHMzw03fM5TMY5lp9NLNqQGehZdpgPF0Hz2riadQMcn+/v4cEHImWYOWE8iNMZaZJ5NlEyhzH+t/pUOkTxekM1MOglgWtcnl5WUBQ14GX+Tp6ZAx6gtGt9stoWKj0ai8V0h93+/3G0xaG/DzMmRG7kMYVwcNGXC4ubmJ9+/fF8VD40ifVDCukBwIcZx5WQgMM9aGIUJciDkWaPBRwXmffg4Gjea4lDVDEimKC6+NC7UbvdDSDeovpZsB3TaWS3ORYMiFIOibb76JL7/8suz3kVG+vr4e/X6/5OehIaPRKF6/fh39fj8ePXo0t4D5Me8ZEOh0OmVPksbR1tbWXBjP9fV19Pv9Mp70Po8sbM/7QWnI+6KjwV3ns72yPpU4AUSd6PpPaVP/6uh0hewKaOhZgVCSS7pO3Z15hbxcTkqxrkqDG5W9npzDNG50LTPE2Ua1ccpnCIYyQ+hz0BsR83tja7qhbTxLSLT6OiIbQVEpBEFtQLoGhvb29sr8dBC0CAhpvNBGkmQ2lksN5NeuZ5LN8+x3vSjU97BIagb9ovxF4uhe6ddO545Mz8ID/XvbPGU9SHLW2qCtnEwn4g4EvXv3LobDYQqCsudpg2Qez+xZkisOxPwer5fGfES7l5LPfygxu7JAiMpHYVgSZ/il4Pk2dHowyK7U8hIIkpLyBT0in4wUeQFOTk5if3+/kT7LUvNQSGhI8aCAzG1NhST2h5PcwQuVpVgNKtvaAimRsjk+Pi4ANVOWyo+sg/IpxX/MAAAgAElEQVSVd2rRhJERdnl5WRhhKaCa0GirgR+XbMJ7iJn6z4FDRBR3vPZM1cZq1g9kjvXphrY+a8axGyBisvy5Zdn0zDO1quLG58bGRqsxE9Fu0HgbcgHgeKt5dBYtbK5j3DPY7XZjZ2cnnj17Ft98803s7Ow0vJVra2uxs7MTZ2dnRY/5ptcXL14UUPjb3/421XUUhcWxjJoPm5ubMRgMitHlHiHf66m9NQRYnFMkaiiDwaAQKDISnUmsgVtPz+ekgBzL7kTLbDYrTL7KvrZ2dzIbGd/MC+3rUyYcQ9k89XGhMmWGh9pX++J4kqfSWXTIR5uRSJKQBB/D7R5CMv3SZXNzs7RjRPMF5YuEgId2iP53Ms9B0LKAlQSrPMIcLzoe3/P0tLP9kLX6MP82yUCcri8LhmQPuW48Pz+PH374oZwcuazHye9znVALCaOHVeHHtfbkXNMcqdV5kW2Z2X8CN1r/Sby8e/cuXr9+XQ5IyYAN683f9T2LnmmTNjCU3Usdvkg+NjJlZYEQWUnGzHKTV8Q8sldHSJFokfNB6/nQmFiETjP3LPd73NzcxMuXL+PZs2dph3Og+Oa6zKNCDwLLm7HOPqEzBs8ZR4p7sLw9ZrNZnJ6exr/927+VDfs0PGrl5+QiCCI4cqH7X0bQ9fV11ZPFuonNYR6uwN2IzdgY/pYBJnm4Xr9+HT/99FOcn583AI2Ex13zFLK296xkyrgGhvQbFRgZwEXjmnViny4ymFZFNF80rqVYfbwynInXda8MGOkTMoUyQLONwkqrzXtJA8HvU/8NBoP43e9+F999911sbW3F9vb23JxatLiMRqM4PT2N3d3dOD4+LkQQjQ7Jzc1NnJyclDJoz5VC4XZ2dhpAIhtn19fXDX2uw0IIelR/H3ecc1tbW2XeaG7xxCIZgzI+mL6znqyjxoT0q+85paj+nU6nvCfJT6ATIHBDgqdQeWhNrc8IgJWORLqA+Qh4cnO017UNpGQeKZbF+9fnj5Ntn4NXSHWWV5B9sixRRIKVESr8LSKWAkER8+um1ileIxjiS1eVZ5a+H3fP+5WPG+MPBbwcKxQa7G31VlnOzs7KqbUa9xx7NXEyOPMO1cCndH1ElPD9iPt3OrreYLpcdyRta3IbUGA7OMkjEHRycvKg/ZNs/2yvsJd7UTvXfs9s4hoBxANw/lOGxsnwVKymPrPJW2MoxL6IycsWaQILvoMjoukqpHIgg+pGpzpOR0s/e/asbJJm2tkA9X0HKpczn17nTKis3bXvQnDp7IV+1/eTk5P4X//rf5WTqWqDk4qGykZ5ZZ4aThDu46ICUkjN1tZWMVzcPas8tOgzbMANAY4pLg7ZYu9tIYD29u3b+P7774sbms9xrHCfVpsCrIEPN9AcXHc6nYYrfzKZNGLEKb7QuqH4KZTPL0HoFSML6+FiLh76pk89T10ib7LGmggCX1DaDmHhp3+nMbO/vx+/+c1vYnt7Ox49elTIk7W1tcZJZjXR2H/79m3s7e2VEDntF6r1N4Gk6rKxsVGeVWgxT6vSO4e0b1L/Z97g2v8Mh9a4pDdEfaL7Bbr8dCR6aviiY+qCvb29Ug8CQzcIqJsJhlhWgTL3rnJO1tq57bds7ZPIGLy6uirrUC0sJfPK18YNCRUvIw0ytXtG4q2ysL5ax7lOOwHBtUT3e2SKgx/lQx2zjHiova6Nx+Py3qjxeBwnJydxcHAQEU3dnxGpKoP+lywC7ctIDQRRRBi454j6WocjvHz5shwEsAxpl4G8ZYW2SMT93svNzc0GMe+kgOqgT3ruasLx4US00nEiXKSVTolb5EXJ0hWRk9X9U83r2vjhmss9ym3hesvKygIhNogUCeObfYJKiXgomRY0hVa50Mhg2j5ZGN5Fz00GZsg6v337Nh49elSYHq+f6khjaRl2QgbrIpa/ZmA4S5h5l3zg39zcxP/+3/87RqNRMSY0QbLFfZFLtmacc7FwZU3vkN574kqboWI0eDMvmgMe/bkRrP8FMGRQff/99/HTTz+VU7BURoFq9pHGo573cb2MtIV1STmq3bvdbtkzwjaWUPmpTflS3IwZWlWhsaBjUNvYQ5ICEU3mlWNE43NjY6P0o/pYxugy/evzWOWS8TQYDOLbb7+NZ8+exZdffhmbm5vFYKAHcjablUM6Iu7DNpmmrv/444+xvr4ee3t7hXigcJxpDClPhcVpTG9sbJTjuDc2NmI8Hsfe3l6cnZ0VgLSzs1PeZzMcDufyqy148qTKG6ywT3rt5KGJuDdQHAQpZJWgiIDq7Owstre3Sx35YtlsDqjPdKCDNlUrTwdBAnA1b0ubZCBI5ZLxQhCUlVdrm3Sie5N8Xc3KlXkqqVM9BOghXpNVkCzigd4Y3cM1kR55P5CJ/Zox5TVxgzgrl0Tg9OjoKA4ODhpAR8+oHPTELjtOl/UKcexkYy2iuale7eERGTc3N3F5eRk///xzjEaj4v1sk5q+1/hke7If3G5kGvRCbW1tzYW0M13Nu4j5MEYX2j5OOtAOUX9p/r99+zZevHhR9igzvax/VFeSTu5d4nOL+jnzILmOXSTMn5Ezrk8fKisLhDqdTvE4aJNqxPyCwM3zdD1rw/D6+npjE68mlRu4GhCu0PmMGFc3kjVJZRhE3C/eV1dXcXNzE2dnZ/GrX/0q+v3+HEvPhUz5cfK7kuJntr+H9agxPpyIZJDY/nqniE6Nurq6irOzs4ZRwYkuRa+yZwO31+ulbCkV39bWVjnFT+X3MI+1tbWyd2gwGKRhORlT5nH6VCjseylgCRmK3//+93F0dFTG52g0ahyaERElfErHCjNf1Z0bxinu9XFQ50yZRJ4IxQUr5CkiylygEOho3wM9eFKMqwyEWGcCxLW1tbi6umq8uNMX6ohm2JaMGyp1LpzK7+bmpnhGaKQ42FBbqwzcW6YFeGdnJ54+fRrffvtt/MVf/EV8+eWXsbe3F5PJpBgAl5eXERHlfV46le3q6qoAXI5llV0nyEXcLepff/11bG9vN4D7+vrdy1r1vrDb27tDSw4ODmJnZycODg7i4OAgtra2ygExGt/T6TROTk7iyZMnxQOltM/PzxuGwqJQFcbmS787ey6QS+8YQRCJLBoxkm63W07bk/7WS2dlTFDfqY5qY4ZxeJvrfxFkfH2DE04k2fQ/DyRQXqqj3hnlxoJ0qudB8kg6jO2fRU24wc524JjKjJ1FZN0vXTgmuR+MdaXO1lqkcaM13yNUuB54em3Ctlffcl1kOgy9vr29jTdv3sTGxkZ8++235V4+4yfY+njntaxMWT1om0hICrhobdRYJFi5vr6Oo6OjOD4+jvPz8+L54OFAD2lLElvMj2SXk4cqi06+lJ3U6/WKrck2ZR25p64mbQa/Pyfwo/eyyabgeJC+9He1RTT3GmZt0/a/1435uj2beT9raRIAeb9+KBhaWSAkIUr1iUPly5AXsYX64ySsxX63NbQrcjecNInc6NKnFuT379/H48eP504+c8NqPB6ni4cDoVod2FbOHPl9vF8uZr3f4+bmprygTJOei4HqRlaQCyo/CdK4n0qiPvTDEGqGgsqnU6h0hC/fZUJWhYCSk5ALCQ2aLJ5XCvft27cl/NFjWAkkZFhFRGGXO51ObG5uxuXlZalHFrrobmIyQd7/qoPKx7ANMr/uYXOWjCz55+QNkqjv1RYCJm2GRETTO+SGZib08mnxUYw+vY0CQVr0dfKb9IMOIRAI+uKLLxpgIyLi6uqq9LM2yYo4cvbfy76xsRFXV1exu7tbXnKq0zqVvjwkjx8/jsvLy+Lp2d7ejq2trdjd3Y2tra14/Phx0bsy3G9ubsqhMV9++WXMZrP46quv4uzsLF6+fFnawD0HmQ4maCQw8JBjLro0OBaFpSr9tbW7UypFssxms8ZpovR8qzz61HdfsxyEuCGU7dshCNJ81NglCOPR3aqb61Ufz/Sgy5vl3isaydQb1PW+3vDzcxK1dUZCZcYiQZAOJcm8yB8jWduzTE4Yc25pfG9vb8+F4Uk3ifDhWHZvn5djUbvUyp9d73Q6Za4TBJ2enpbXU2i9ZhgyZdkjwmkbspw6tZYgiWsn25REbb/fj83NzaqtqbwoLHubt0gie+X3v/99jMfjhrOA5VLbyGZzMJSdPOtzm20k8d/dk0MdpfVVNorGlTsUnJAlCKoRZMvKygKh0WjUMEzdqI9ovquGDKHCGvS7Kw1fmDiosxhgSZubPwsZyOp0fHwck8kkdnd3G0Y/J4YMIpWPzGm2+TWrVw3hZ25b5aN0Iu6YpNPT08I2CiDpHj6rQc7nNZm4mBP0yZjh/QQqNA6y/NTGKpcY3P39/eL5cdDswNlPy5LXj+2uPr+9vY2Tk5N4+fJl4wQtLghkodXfmvzaG0BjUfsLvC9o4C2zYLLvGK6YzRndJ+VENpjeoWxh+RyEfc4w1GUU7M3NTTkOWm2r/nTQzLAtgSAZ0fK63N7exnA4bCz2Kke3243d3d14/PhxfPfdd+U7DfF+v1+8f/IQafzROJaQEODhMcPhMI6OjkpInwCiwJK8W91ut+iura2t2NnZib29vdjf3y8EBL3KajOBqy+//DIi7o7Q/v7778s80lj1MBUK9YsIiIysYF0Jivhiw4jmxmXmKcNvfX298cJo9p9EwEdAQl4m7tNTmVkHGZME1tT/JKxIJFHvy6vlBgyNKA+zdgKkpls8YkK6k4air4Os6+cGhrju+Ql8vn4RBNGz8BBp6xvPt+0eiuaCxt779+9jOBzG3t5e7O7uzukJJ461Jri3yMd2Zocs8iS0/S+Ppw54kcE/nU4bIXHZWiW7ZJk1NANuDiS9XtINTqhqvd/b25vLpwaOal6izKusCKMXL140XnLtxGbEPXnLda/mGVpkP9akBoKkS2nTsd2yfBwEKX2v10NlZYGQFvUMlGhTL/fduPKROJueNSYnrwaNK7k25UTkK6HRr+sEFLe3t7G/vx+z2axhNGUDVCxOltd4PG64b1V/BybOYBBl8z4ZUsfHx3F7e38Ea1YvPePMpdpRC727nCWaGD5Rl11IWa7RaBRra2vFM6S3QH+ISHmQTfn+++/j7du3JUQnU9ycwHy/iMKwGHYkY5OhFgy/a4vrVd0FJtXGNIS97lRQHr6UycconV+6uAfOgUzGtkbctcnl5WVcX1+XceYeOBlC+l9kh0CwQjkFoiTsx263G9vb29Hv9+N3v/tdDAaDePToUezs7JT7GQol44BHUyt/5cN6aP+a9itozFxdXcXR0VF8/fXX5d5ut1uAkJi8nZ2d2NnZif39/eLhVnpOUk2n09JO0+k0nj59GuPxuGzcvri4aBgTi5hI9Znmt9eNfSw92e12yzHX2jPHuZYBUYEZMbwiSXzscOGWoZwdBqGxxHXG5yHJD44FGhMqZ0aI6T4CopooP40HlS9rcxJIft09VE6ofQ56hCHytfHpoVT87ga1bBLX5R5p8iFgKOt7Enr0psrDK49vLT+CIYnP1ZqtlNk0i0CQyqx5dHFxUU5jpdeV92ZCwlRl+RBRf9Xam4BI+lcHqEh3MK2Ih70YmnN+MpnEH//4x3j79m3D85/NN81J2mQSzXmCetVxGQLUAQ3Lqf4RMaR0SSr7fqqIeRtK12i7fijJsrJASAYGUbaEE40elRqL7hOHeTA9PcvDEBzciGVTx7IMHPD6TkZRk+Tm5qaEmm1ubpYNjGRp6VFxtsDr5+wTmUcyzCwbJ4zqI8b76OhozhPlQE/pk1VVf/F3giQXLiK1uql8DgCzBanb7cbR0VFsbm6WPTHOUEfEHLMrkReSRunLly/jp59+KiFuGhvsH9aXnxFRNoXv7OyUfR/sExo4rhwy8M2x4OyL7s+YHQJd/U+jmdd4/+fE7rIuanOy5n4YC8e+xy3raNrBYFDe0eHhdgqpIgjiHBd4mM1mjX1mCvH88z//8xJmsbu7W56LuAPS19fXxSMUMb/IundQ80z5ErgMh8PY2NiI8/Pz+Prrr+fIIIXR3N7expMnT4rekmfVT9zUd41LEVXr6+vx+PHj+M1vflN0vAC82tr7jAaje06oX3mdorb2fXoyLOgFlhDMiGTRG+Ul7jmtGWpt9WGf8rAN7gdU+Zmf63aWaxnPmodqZdEOizzSmiPS89QdNY/RKorrRIl7UbIwQj0nO4ZpOhhyY7bNm5SBUs5vitZNJzTVd+/evYurq6vY29uLx48fL9UmmcHsxn0NBNG4daKJepdeIJIOtbFdE58bDwVEWb/USEraq0dHRzEYDGJzc3POFnGdlZV5NpuVQ5hub2/jhx9+KAdEqFw1wsE9K8rv8vKysZ+aAIPjNtMFnn6Wn/Li++OUt/Q3dTYJcx9TtPs+Vn+sNBCiMeZsFZmXiPy4QXUMQRSZOLKBZNTY6WR3s+NBacx6+akIaayqXOfn5xFxd7zsr3/964YipRCkqC00aGWASBGz/sy7pjjp9bi9vdtMuQwjwDAATgIa3lIKNMbaXiooYVs5iFJd3HBS/9ze3sbV1VUZHzIqO51ObG1tNfpE7SpDVCEuOglObLvyUV2y401diVMJ8H0OMqjIVDM8KlOOrphYFoYGZow672OZawwXy67vH8qk/RLEvclsI42tNjaMAEgLMkmS6fQuNEoLneaDFj3dq033tbak7tJC9cUXX8T6+nrxJPJZeYS8f3Qwx3Q6nQP8fnqVnlPY5mQyiaurq1IO7heIiBLitrm5WV6kyoMLKD62BIQGg0EJl9OrBeR5diCSGYJkt6XbMmOR8416nf3D9Bmi6vOY4cR8hjpIOss9NZnQ0JOsra2VfYQCsDzO3HVApqNr4TUR86QT27HmQaoZfDSe2kDQKoMfCo3NrE70/GQgSG0sfeFeSeYRcc/Ou0fDJbNDnGFXud3A5QED+l+njT1+/LhxsIuvB1wXvZ3adBznVmbE81NAgq/o4LrH8ev2XpvwnmW8MopWIXBZJh+V7fr6Os7Pz2NjY2MOFJG4cjJFeuSHH36IV69eNTzNNfCT1VV2lOZqr9eLk5OT2N/fb+znjIgGWVbzOHr9mJfy8INoCLq55jLiKyNPVKYMBzxUVhYIqWEEPJzJcoVOoYvZkbE6wtl7dhKBBtPhwsRFUYZFVgbVJTPe9f+7d+/i3bt38Vd/9VfF2FjEpKisOu2NhpSXm+wLUbYz3BcXF3F6ehoRUUAE06z1g9qWoYpkLL3O9KhoIqisHtbjE5Lt7xODi3G2eDCMUiddRURcXl7GZDKJ169fx5s3b8reBZUpAxmu8MWMM9RNIhB7c3NTjhmmeFvQO+kGDD11NESYFvuH5dSCyDHQJrrncwBCEblBITJBYU/uMSMIEnCOuA/rJOCfTqcF8OjFi5ubm3PeEgn1EA2LTqcTT548KeNAAEJ1UJ/ouoCM3tdzeXkZ/X6/6AaNIxJHLtpj1O3e7QPyF1DrUych6r1DTnywbj7GZFD0er346quvSjm3t7cLGaG20PPSKW48eXicM6w0RmtjwPcIKm/qGD9tlO8Lol5dZj5RnDCRd4xgUeWl0VEDOplXiLrUDXT+TqObxktG7vG760am8bmAoIj5t9q7XuYc8TkgIclFT5+nyzG7CAzRaM366/b2/nRAHws0kCPuQ7RPTk5id3c3/vIv/7JhY0kXZgY51xe9ZDRbu2vgx79rf7KIyWxcicxg32SeDIqPS81v6nHe66SrxAGU2yLL9FnEnf558uRJWtZXr17Fq1evSqRAVq/M45bVl+XSHteLi4vY2dmZA5Gu72vpsi7UgbT72sgxrpttZZc8RLdmsrJAiGwZvS7cC8TfKG2dWGtQDlAtEtlxww7AZAC7F8YnFf/cuxNxp6j+x//4H/Hdd9/Ff//v/73hLhwOhyUMxutJ1lfPsCxC6BIusARBb9++jaOjo4hobiIXu0wDjPnxuzNhGUtIxSVFJMMiM0wcUNFw0O9sYzIOWR/o2Z9++qlcUzicwhW9jJlk40N7kyKa4VWdTqfsKzk9PW0cray2W2Q8UEFpfDqTpjqz/gzl876geP6176ssGWnCxZrjxcGmxomTER7ecnZ2Fr1eL3Z2dhpHc5O80AIgo0IvGlXZpOMcuFDnCbzt7+8X75CA9vb2duPEJT3DMSlReXSYQKfTicPDw8YhCaqfjgFm3HvmaZPQ2FJ7SmdubW3F9vZ2/Pmf/3k8f/48ZrNZKTNZQs4hT7sW4vqQ+HvNvcFgUI4hd1HfMdQ3uyfiXne2edUJnBieKn2iI7y5x1LCduB859qU5e3eAv8t+14TkmgOgnSN9/JzFaXNSCRpReG6TgCke709PGTIn3XxvUfUDRqrtAfIwHu99F1lfv/+ffzt3/5tPH36NL777rtGmCbtFgfeGo8ytn2u1IhY5a/oiffv35f1OKJJWPj+O3quaae4ZEBF6bHdvH2cOCcwIpnBtNk2iwDF2dlZY18xgY++O7nqUUqZUN97WUUiXV1dFTKYbaqxWGvHmrfIbbW2eqv8td/9z8v4UFlZIOTKn39u1Op+Z9NdPJ2Ie4VCg0EGP+MXlaYGHj81aC4vL8u7hMi4RURZ6BU+wZAblX1jYyP+8Ic/xPfff1/KonL3er0CVLgP4dmzZ9Hr9UoMv8pF5aDBe3t7G+fn5yUM7Pj4uBy9KNFGbjJJUmraAKiXOVJRZS5VVw5a9NUGEoYcdrvdOQOMY4JuVE4MB3gS/c+jv/UyWDJQSpshjUzDPTOZKIxJLzVkG0REWUQODw/n3idFVs+9QTTGaeyQneP9bUwRjXaJG6sEz6sOgnwREbjwxVTAQqeF0dDTQQRu4FLnMORTbbuzsxPn5+cNHaP+0/w5OTlpEBybm5tzpw0ppJPAaG1tLXZ2dmI8HsevfvWrmE6nJSZ9d3c3zs7O5oxo1UunoUXc932n0yl9/qc//SkiIn7zm98U3cM9PvJ6cd572zD0hvNdBvne3l589dVXcX19HX/2Z38WEXd67fj4uBzUonQyA5T6LQNFBBWZkFBQmba2/j97Xx4j2VWd/1V119rbbJ4Zj5cZL2DLBuMdBUQcOQogAQGUBHCCAkSKHCAgESUBEgUiICYohIAISxYFowRFQBQEhJ0IIkBILDERkAhhbGwYj2c8+0wvtf/+6N/3+qtT5973qrvHM919P6lV1a/eu/s993znnHtfMyO82sdWpmjEgZ1n5fLyPjFrqLCkgf2geWk4LxVZVfTYzrzXI6MsXyjsKgTreeI1bQdg9CWH6qG2lnuta56h50KGzhXOY/ZJyIsADL8rR8ewPhsir9bDo+tDyAOkZaE3WPtFdRINaeT81HsnJiZw4sQJ/PjHP3brqti3b1/2Dh2Wjy8/jrVpr7e8P2lxcREnTpwYUbwZdss5asc528CSRW13HZOqM9jfmDZlHbASosd8VIZpOXivVdpDc1DbWo/dp36oxlhNQ42btj88QqSkW/OnzkfvvEe2PcMJ+0GhMoB18NJiG2hbewYuhe2rtRhTNiwRsidnsTO5wYrQN6sTqjDaxtYTLOwzzEeVDfusDkRCvQOLi4toNBqu0KcnCMDQpnzmPzExkSljqqwxzpQWSx7LPDk5iR/96EeZImfJBd/Lo+ALyOxiyfrpAseJoCRDJ4OGcNh2BIZJESdIyM3b7XYzwkUBNDExkT2nVimbn1VOdeJblz77QPNRkqbWVZtXzNJMMsfN8VoWW08d2zrGqIioZUrbMBSi4SmKHnSR8xZwfg9ZgzYD1LKnoMKv+wb1GbvIqWXMWmCpTNNwQAOJjgclQTqGFxYWRjwFwOieSJaXi9lgMMCOHTtQr9fx0EMPZe/v4Zih7ODc5+LL67VaLSODwLJ8mp+fz47WpcJBT0UetK3suLWWV2BZllD2TU9PDxEYtczyf6ajUGWActZaRrV8noxWY1se1EDGvFiGcrk8VAZgRRbxWQ3DY5nonaO885TJUIhj3vyPeRgIL11P/ij5sUpmiABuVKjinae86TMqI3RNYT/Y7yFSRf0iRoJCUH3G9pEa/6yM8+abguv4YDDAj370IwDD66Mair0DixTUSdgGNLpwfY69D8gaAwi7ptp5xrS1jcrllddnTE5OotVqZUZZq8ArdIzrXPDGvcp1GmZjJCg0b4rIKG1HhdaFXvjYmOZverqqzT/mAQ/Bm0u2zawxZbXYsEQIGBbcqjTS+krhwsa07mA+R3jha7GBpocPqEvUwk5UXSB1EaECrm/ztkyd4VXqfer3+yObia2FmUoE86JSx4361kPBctiwPhU8FMA6kdSTpkLc3kMLii6UdmFk++geI2BZiaHL1oLPWqWCVmG9rnVS0sP2suX2JltMQGi5NR1ViEN1aLVaI2GNwPAY5e8absdyFlUwqJQrIfbC+jRv3QOxGcFxq32r9Q2RQLu4cQxbxZzzt91uZ3t7YlAFU+e4Wte80A0aT5h/pVJBs9nMDuBQTE1NZaSHZWZIHrBCHKrVKs6cOYODBw+i0WhgenratQhbL4X+ph4gS7AJfUkpsKIwzczMZIYCjwiExi7LTtgwN69v1zK+VUbr3kPCelj0u5WJ+own33QdjO3zGqdO6zm3PRJkjQabQZZYnSHUF6G66nqtfarpeophEeJVtPxaFo8EqfyJERBv/fHC+igHQmRISRDbRw2vtvzjtoWSRk8G6Jzk/dSLrJz34Mm3GAnSulAvYbQK+4Lpqp6k5Wc5FTHCGFrLVQ4VCZsFhsmQTcdeL4K8Pl0v+THem7wuINACqpZzbmzThuNAygvlUcJkLel8zi5UHuxg8wQhN8YrijBmCiJ2vLpNrUdDQxRWA5ZPPTSxGHhgpQ11k7RaXuz/GuYFhNvVq4enDKig0fspSNlWXj2LwI6LUNt6lhpag/X0oLyxontImD/bzNv/EHJhF4UqU1aoemEWRa2OGwWrEaaetzkEKz9o8OBBBMTS0hJOnz6NxcXFbAyoR9LDeilDwLC110MsvBA0ZDMAACAASURBVMESSMJbsKxysBqMYwn0yGIMq21TT5HylBCbfl65PHnj9YWCa2SRPMbZO1UUMWPPZiFA5xq231djXV8NNkr/2H1BHrwQuZCciiHPGBZ7hs/F8gj1rRIfm8Za+siG2Vt4p/9daFiPMVoabISRnpCQkJCQkJCQkJCQsI7YXCbdhISEhISEhISEhISEAkhEKCEhISEhISEhISFhyyERoYSEhISEhISEhISELYdEhBISEhISEhISEhISthwSEUpISEhISEhISEhI2HJIRCghISEhISEhISEhYcshEaGEhISEhISEhISEhC2HRIQSEhISEhISEhISErYcEhFKSEhISEhISEhISNhySEQoISEhISEhISEhIWHLIRGhhISEhISEhISEhIQth0SEEhISEhISEhISEhK2HBIRSkhISEhISEhISEjYckhEKCEhISEhISEhISFhyyERoYSEhISEhISEhISELYdEhBISEhISEhISEhISthwSEUpISEhISEhISEhI2HJIRCghISEhISEhISEhYcshEaGEhISEhISEhISEhC2HRIQSEhISEhISEhISErYcEhFKSEhISEhISEhISNhySEQoISEhISEhISEhIWHLIRGhhISEhISEhISEhIQth0SEEhISEhISEhISEhK2HBIRSkhISEhISEhISEjYckhEKCEhISEhISEhISFhyyERoYSEhISEhISEhISELYdEhBISEhISEhISEhISthwSEUpISEhISEhISEhI2HJIRCghISEhISEhISEhYcshEaGEhISEhISEhISEhC2HRIQSEhISEhISEhISErYcEhFKSEhISEhISEhISNhySEQoISEhISEhISEhIWHLIRGhhISEhISEhISEhIQth0SEEhISEhISEhISEhK2HBIRSkhISEhISEhISEjYckhEKCEhISEhISEhISFhyyERoYSEhISEhISEhISELYdEhBISEhISEhISEhISthwSEUpISEhISEhISEhI2HJIRCghISEhISEhISEhYcshEaGEhISEhISEhISEhC2HRIQSEhISEhISEhISErYcEhFKuGDw1a9+FaVSCV/96lfPd1ESEhI2KJIcSUhIWAuSDNlaSERok+Lee+9FqVTCd77znezaZz/7Wfz5n//5+SvU/8f73/9+3Hvvvee7GEF0Oh1cd911KJVKeOc733m+i5OQcN6Q5Mh4ePnLX45SqTTyd+21157voiUknBckGTI++v0+PvCBD+DGG29Eo9HAzp07ceedd+J//ud/znfRNiUmz3cBEh4/fPazn8X73ve+8y6A3v/+92PXrl14+ctfPnT9F3/xF7G4uIhqtXp+Cvb/8d73vhcPP/zweS1DQsKFiiRH4qjVavjHf/zHoWtzc3PnpSwJCRcikgyJ43d+53fwkY98BL/927+N3//938f8/Dzuu+8+HDly5LyUZ7MjEaGENWEwGGBpaQmNRmPNaZXLZdTr9XUo1epx5MgRvOUtb8HrX/96vOlNbzqvZUlI2CrYTHJkcnISL33pS89b/gkJWxGbRYZ87GMfw4c//GH8+7//O174wheelzJsNaTQuC2Cl7/85Xjf+94HAEMhG0S/38e73/1uXH/99ajX69izZw/uvvtunDhxYiidAwcO4LnPfS6+8IUv4NZbb0Wj0cDf/d3fAQA+9KEP4c4778Tu3btRq9Vw3XXX4QMf+MDI8z/84Q/xX//1X1kZfumXfglAOC734x//OG655RY0Gg3s2rULL33pS3Hw4MGR+k1PT+PgwYN4wQtegOnpaVx00UX4wz/8Q/R6vcLt9IY3vAHXXHNNUmQSEhwkOVIMvV4Pp0+fLnx/QsJWQZIhcbzrXe/C7bffjhe+8IXo9/uYn58v1K4Jq0fyCG0R3H333XjkkUfwpS99Cf/8z//s/n7vvffiFa94BV772tfiwQcfxN/+7d/ivvvuwze+8Q1UKpXs3h/96Ee46667cPfdd+N3f/d3cc011wAAPvCBD+D666/Hr/7qr2JychKf/vSn8apXvQr9fh+vfvWrAQDvfve78ZrXvAbT09P40z/9UwDAnj17guVmmW677Ta8/e1vx+HDh/Ge97wH3/jGN3Dfffdh27Zt2b29Xg/Petaz8NSnPhXvfOc78eUvfxl//dd/jauuugqvfOUrc9voW9/6Fj784Q/j61//+pBgTkhIWEaSI/lyZGFhAbOzs1hYWMD27dtx11134R3veAemp6eLNXJCwiZGkiFhGXL69Gl861vfwqte9Sr8yZ/8Cd773vfi7NmzuOKKK/CXf/mXeNGLXjReYycUwyBhU+JDH/rQAMDg29/+dnbt1a9+9cDr8q997WsDAIOPfOQjQ9c///nPj1zfv3//AMDg85///Eg6CwsLI9ee9axnDa688sqha9dff/3gjjvuGLn3K1/5ygDA4Ctf+cpgMBgM2u32YPfu3YMnPelJg8XFxey+//iP/xgAGLzpTW/Krr3sZS8bABi85S1vGUrzpptuGtxyyy0jeVn0+/3B7bffPrjrrrsGg8Fg8OCDDw4ADP7qr/4q99mEhM2KJEeWUVSOvOENbxi8/vWvH3z0ox8d/Ou//muW3tOf/vRBp9PJfT4hYbMhyZBlFJEh//3f/z0AMNi5c+dgz549g/e///2Dj3zkI4Pbb799UCqVBp/73OeizyesDik0LgEf//jHMTc3h1/5lV/B0aNHs79bbrkF09PT+MpXvjJ0/xVXXIFnPetZI+lobO6pU6dw9OhR3HHHHXjggQdw6tSpscv1ne98B0eOHMGrXvWqoXjd5zznObj22mvxmc98ZuSZ3/u93xv6/xnPeAYeeOCB3LzuvfdefP/738c73vGOscuZkJCQ5AgAvP3tb88sty95yUtw77334i/+4i/wjW98A//2b/82dtkTErYStroMOXv2LADg2LFj+OQnP4lXvvKV+M3f/E3853/+J3bu3Im3ve1tY5c9IR8pNC4BP/7xj3Hq1Cns3r3b/d2eVHLFFVe4933jG9/Am9/8Znzzm9/EwsLC0G+nTp0a++Skhx56CAAyd7fi2muvxde//vWha/V6HRdddNHQte3bt4/EFlucPn0ab3zjG/FHf/RHuOyyy8YqY0JCwjK2uhwJ4XWvex3+7M/+DF/+8pfxkpe8ZFVpJCRsBWx1GUICd8UVV+CpT31qdn16ehrPe97z8C//8i/odruYnEyq+3oitWYC+v0+du/ejY985CPu73ZCe6ey/OQnP8Ev//Iv49prr8W73vUuXHbZZahWq/jsZz+Lv/mbv0G/3z8nZVdMTEys6rl3vvOdaLfbePGLX4yf/vSnAICf//znAIATJ07gpz/9Kfbt23fej/VOSLiQsdXlSAh8D8jx48fXNd2EhM2GrS5D9u3bB8Dfq7R79250Oh3Mz8+n4/jXGYkIbSGEDgC46qqr8OUvfxlPf/rTV3305Kc//Wm0Wi186lOfwuWXX55dt67sWDks9u/fD2B5Q+Sdd9459NuPfvSj7Pe14uGHH8aJEydw/fXXj/x2zz334J577sF9992HG2+8cV3yS0jYyEhyZDycOXMGR48eHVHiEhK2KpIM8bFv3z7s3bt35CQ6AHjkkUdQr9cxMzOzLnklrCDtEdpCmJqaAgCcPHly6PqLXvQi9Ho9vPWtbx15ptvtjtzvgRaQwWCQXTt16hQ+9KEPueUokuatt96K3bt344Mf/CBarVZ2/XOf+xz+7//+D895znNy0yiC1772tfjEJz4x9MdjOF/+8pfjE5/4RNAFn5Cw1ZDkiI+lpSWcOXNm5Ppb3/pWDAYDPPvZz16XfBISNjqSDAnjxS9+MX72s5/hS1/6Unbt6NGj+OQnP4k777wT5XJS29cbySO0hXDLLbcAWFb8n/WsZ2FiYgIveclLcMcdd+Duu+/G29/+dnzve9/DM5/5TFQqFfz4xz/Gxz/+cbznPe/Br//6r0fTfuYzn4lqtYrnPe95uPvuu3H27Fn8wz/8A3bv3o1Dhw6NlOMDH/gA3va2t+Hqq6/G7t27R6wsAFCpVPCOd7wDr3jFK3DHHXfgrrvuyo6sPHDgAF73utetS7vcfPPNuPnmm4euMUTu+uuvxwte8IJ1ySchYTMgyREfjz76KG666SbcdddduPbaawEAX/jCF/DZz34Wz372s/H85z9/XfJJSNjoSDIkjDe+8Y342Mc+hl/7tV/DH/zBH2Bubg4f/OAH0el0cM8996xbPgmC83toXcK5gndkZbfbHbzmNa8ZXHTRRYNSqTRyfOXf//3fD2655ZZBo9EYzMzMDJ785CcP/viP/3jwyCOPZPfs379/8JznPMfN81Of+tTghhtuGNTr9cGBAwcG73jHOwb/9E//NAAwePDBB7P7Hn300cFznvOcwczMzABAdnylPbKS+OhHPzq46aabBrVabbBjx47Bb/3Wbw1+/vOfD93zspe9bDA1NTVSpje/+c3uMZ15SMdnJyQkOUIUkSMnTpwYvPSlLx1cffXVg2azOajVaoPrr79+cM899wza7Xb02YSEzYokQ5Yxji7yk5/8ZPDCF75wMDs7O2g0GoM777xz8K1vfavQswnjozQYiP8wISEhISEhISEhISFhCyAFGyYkJCQkJCQkJCQkbDkkIpSQkJCQkJCQkJCQsOWQiFBCQkJCQkJCQkJCwpZDIkIJCQkJCQkJCQkJCVsOiQglJCQkJCQkJCQkJGw5JCKUkJCQkJCQkJCQkLDlsGFfqPrkJz85+14ul7M/ACiVSiP3t1otLC0todVqodvtot/vYzAYZG8fjp0iXiqVUC6XUSqV3LQJTaPf7w9d1/81XX7atJknv09OTmJmZgb1eh2Tk5NZvTUdzb/X62X5drvdofvL5XKWxuTkJMrlMmZmZvCEJzwBT3jCE1Cr1VCtVrN0+ZxXB60j81Ewn1i7aRq9Xm/oWq/Xw3e/+10cO3YM7XYbi4uLI/cw/SLjYH5+Hg899BC63W7WRhashx0j/F/bVp+37aXQa7Ozs4Xbg/kCQLvdHrrOPGu1mjuG9F72z+LiIvr9/lAbTkxMYHJyEhMTE9lbuXu9XlbPbrebtQO/27Hg9clGwFOe8hQAK/2j417BOnP8cV7ZMXLq1KnguPLS1PHEdD2USqVs7t98881Zf1Eu6bgP5cVP9mGn03Hzq1QqWXocDyo79DvHHK81Go2sDXmN46tUKmXfZ2ZmUK1Ws/8rlcrQMx44bpeWltDtdrP251zu9Xpot9vo9/tot9tot9totVpD453toPO/2+2i1Wqh3W6j1+uh0+ng1KlTWFhYQKfTyfqFf1bOsQ71eh3T09NZ+zUajWx+5vUP+5htzr+YnGCd2IdaxsFggKWlpaF+17LrmLVtTHCcxMAxWKvVsj5mXdnfHlgeO+a/9rWvRfO7EHHTTTcN/R+qM7Bc7/n5eSwtLaHX6w3J1iK6iLZtDJqWTS+UvqeD2L+JiQk0Gg3Mzc2N6CiKSqUCAOh0OiN5sr+pe0xMTKBer6NcLmN6ehp79+7F1VdfjUqlkv0VWS+Zj12XLYrOq1DaP/jBD3Dw4EHMz89n802heh3g6wP9fh9LS0t48MEHXZkCrMgozZ/Psl/t+uOVQ6FlYXuH7vXy1U+bJ/VUfvd0ET7T6XSwtLSUjQ9bRis7rGzTsthyeG2Zh03hEcpbYIDlhvcm5TgoOhmLPGsnS+h3hQ6MInUuClWoVoMQ0QPWR0Gu1+u593jtkbcAbKRXaMVIaFGwvl6f5LVFrI83E4rWcTO3hVWe1xtrkaOAP9dDJMrKNf1u719ruWJ4PGUN60Fl9FxiM8+D1WA91+XV4lyNtdA8Wo95EzMUhBT91WK9jXZe/c+lLAFW2iSkP+bhXJdvvaH9r9/Xorcqzv+sXSPUOgn4HbzWSZTnCbKIeX/s99D/OsAnJyczqykZt322UqmgWq2iWq0CWLF60PsT8wY1m000m01cfvnlGdmyFpzVLnhFrFyEJ6AmJiawY8cO1Ov1zNJqLW55FjhrPSkCe6+12gHDFvGi42McyxbLQbCe1kI3TroeaE23fyGv17jz4UKG9XAAPmEuOv7HaRfeGxu/ep9a0yzOtQJmrZHjQD0FlGfjeoOAlbFn5Rc/S6USqtUqyuVyJguZtm1jXS+slZ3XKEt5TZ+LwVpqdS6tJ0JrXmh+quxczzmsFmLWM2aptm1xIZCHjYD1UnpDinvIG0RwrtmIFAsl4J5HR+eseoOazSb27t276vHgrdGxez3ESBLlwq5du1Cv10cieux3ws77InIgdI9XP29cFBkjpVIpVz+zv3sRMPwea4NxoJE3AIK6yHpiw4bGhQiBhbrggdW5zYogNqA44EILlh1QusAp0dEwlVKpNCRgVHg0Gg13Imn4WrlcxtTU1JA7WpUFa3GI1TtP+HS73UwZCRHVmAC6+OKLcfz4cRw8eDAqJJl2v98P3seQBJufkj2dcKGwBfZpuVzOnospIFpGTcNDSPgwff2/aJgEw3/yPHfsc503ISXOKuibBXb8sO4MVYgtZBMTE4VD4yzYn1765XJ5KHyu3+/nEigL7ce88jF9HYPeAp9XBv2dJIYK0DgkiM8reez1eln6uh5Uq1UsLS2hUqmg0+kMlaHX6w3JXba3zb9SqaDb7WZtwOe8duv1eiiXy2i1WiiVSpiamsqe5yeh7bheBEBlEbDcL8yjWq2i3W4PrUFsuzyMYzRqtVpZeJyXTqjtQu2/kWDlewhWF/FCqs6HLM1TXGPzU/WT2LiemJhw5Vqz2cxCfkmCLBnSeV5krSuCXq83MlZX4yni+M1rw3GNINb4rHpIiAjl6WtWr7R6aez5kH5rCW4RdDqdqC4CrKzBVv/ICwNc7fzZsESoVqsBGB281orPmHKGxtmGzBM+eRMw5LKz8AaeHUTWIknLSaPRwPT0dKY4lMvlzDtEpWLHjh1DFkwPi4uLQ//Pzc0BALZv3465ubmMqFBxpuJiy2tJQt4gJbx4V2CU1FpMTEzghhtuAAA8+OCD6Ha7QYWRCBHBs2fPDpWbE83zwOSRIFXKQpPTWklCXgdt21B5bF6eJdurc7fbHSGAnqfH7h3y8rdCtAhZvpARUmJsvbvdLjqdzpBSa/fODQYDVKvVISKUJ7RJcCYnJ93nvPb+2c9+hv379xfad+JBDSIeut1uVh7rdbB9rf2v81jJzsTEBCqVSrYvaGpqaiiWPG9fEPPh/RMTE6jVauj3+xnR6ff7qFQq2fit1+sYDAao1+tD8ehcA3R/BstQqVSwtLSEdrs9tBdO5Wa/38/IhYLpLi0tAQCmpqay3yYnJ7O8bVsVbQcPbAu2NxUy/d7r9VCtVjMvIuVHqVTKZLzKG0+uhmSRlpf7tXS/kBqIPGieGxm2/N6ct7pIyFjiKXR2HQnJ3KJGWP7vpWGNs1xfuOetVquh0WiM6CLqeS2iixDqwW00Gmg0GkOh8BxTlEm27CovY56XkAGDsAabEEqlEi655BLs3bsXX/jCF9But4N7LWMYDAZYXFwckcW671TrECNCLJfVIYBRr7H2L+usRM6mnZevlz+fs/8PBoOMBFljtE1f5VDIEKv3rhUblggRFOye8KalilbUcdmi55lh2jHkTSQvD/09RIL4qeSHhGhycjIjhwrdiKfCie7obdu2ZWEqOhF0sQxZ+djGVnkr2s5Mo91uZ3UOxfmXy2XccMMNOHjwIAAUIkNeXrrZXUlQjAB5dcojH959Vtmx1phY/l7eXv6eMGy1WkN19AgPkefd0nw2MgFSeHNb25Eb6EOHdNj/qQRygbFphvKlpd5rWy3P0tJSdNyHZJXnDQoZglTxsOM0VB8NFQWQkaBms4nZ2VlMTU1l5KgoYnOcChQXWGDF8sxFnkoV58DS0hKOHz+ekRLWbWJiYkghYRnb7Tbq9ToWFhaCygKhY2V+fj4jQ2xLrbclokocWI8YWGY1XGlbkWDzHo4tS4goF2gI8eoEjJIg1lUVZt67tLSUkSGWy9Zn3LV4I8GOEbax3fwee8aT8XmKZtHyhGSL/VQSxPFbr9czQ0Sz2RwhP3owSogM6RjlX6VSyYiWp0CT1LM83npp0x9njHmkKLa+MaTPm3t5CJELG1KqvxclI6Fye0RI5V9MphXJ1wvTtWlT17P6lq0z7308seGJEDAqNDigQkzdDgBvIBRR9Ip0VmxQ2mtW8NA6QhJUrVZRr9exY8eOjBBxAPJ+gnXXPUEKWnZokVHLoG0bhohovUMTNQ/e5OfEsHH5rJeW+ZJLLhmbDGkZbZiKTkpv0Y+RkZAlMM/SFiJAtlwx6HgJgQqiCljP2qRphvLyMG5o1oWIPGu1kiDPi8J+YFtSEdCTB/PkiI4LLvKeNZ3fe70eDh06hAMHDgx5bDUtry5FoGNTy6DKSygkjgqvegUajQYuvvji7LQpws7DPKh88upbq9Wy3709VJQjU1NT2LFjBxYWFjJSRINZtVrF4uIiSqUS2u12ptD3+/0hORQykGj4Ncvb6XQykmONStVqNZNhbA+GQGs4kG0HYGUPKP/XU7o4ftRDRFJEcsvQQTUIASsW+HG97SpDy+UylpaWUK1Ws/YDNr7nJwTrGbagLqIn9nmGWbs22N8sxpnXRWV7iASpLlKtVtFsNjE5OTlCgIhqtZpr8KDRCEBGghSeDOQc9yIrvHW7qE6iZQrNPb0HAHbu3ImDBw8OEf5xdJH5+fmhsodOEMyri6eL2Pw8IhS6114bR88NEXTqXl7InzcXisoMlYdrwaYgQgo2LAWPKoAxaEd6blLbUd7gKCrAQr971pd6vY6ZmZkstGR2djZTNpQEzc7OZiEbDBMBho9AtYKHx9x6gkb/Z6xmqD3GYfK64A4Go3uD7MEOwPAgv/nmmwGgMBnyLCpeSFzo0wPb35JDz7IREkDegle0DUPCzPaJ7guybuaY1SxvzOpBHJsZeSSI8Pq4Uqlkns4ilkJrzQeGx4iNmV9cXMz2ZWg5QoqNl4f1WNlPVYrzwj81xKtWq6Fer2eHr2zfvj27n1ZxDQWMWSSJosYBJUX6rEW5vLxHcufOnVhYWMiuHzt2DCdOnBgKfdM5w3Lo3hsLKjULCwsol8vuqZe6obxarWZkS0mcR/oADHl5bBtxT5JtU7WmA8tyliF/7GOGQvKTCl5RZVIJM4AhTz89dasN59yooAyJeYMUtt/yZPE4iKXlyQ3VRUhsSqWVY/w9ElQqlbIwt6JoNBrZfFAjjEd22D4hY+U4ekhI8Wce3qmLOuduvPFGAMV1EZv3wsKCGx42DglSg4jVzbxxpJ+2fT19oqhBNq++ui/IRhHFyqvjwOZr678WbDoi5Ame0AIeWmi8/8exvnhpha4RumBQkarValnoW6lUyiVBVAJ0I5pnlfFOcqFw0dASXdzUaq2wMaxFoBvgrDWg2+1mXiE7AWiluu222wAsC6BYmJedYJ4y6xE6ry4qQNgfltSw7TwvAAVGbEyN04Yhb5DW2QuJC9Xd/u/Nj61CgNSYkkeCgJUwJTUWcF8MlcEihhQ+y+dDYxBYnkPHjx/Pws28dJiPXQRteey8Vu8WraNWFljQm1sqlTAzM4NLL70Uu3btGkpbPStMN48MeQvmuPAWeEtEiG3btgEAfvKTn+Chhx7K+oKEgHuAtPzaBpoHFSMSIpaF7djpdDKvjJ7E1el0hoiqJbMhWcKyarlibdZoNNDr9dBqtbK0SaIYPmzJWRGonGm1WqhUKln57D6yzYyiJOhckp9YeqF5rCSIugh1kzxPED2/RQ1ATDtUxqKeAU+ZLiozrFFQ5a9d/+ynkqGYLmLLZq/bNWYcPcDbXhEiN7yWZ0hdC7Td2AcMiQv1j356uoct/3oRIGJTECFVdKm8hOL5PYGTR4jGwbgECBh+gRQ/qVRMTU2hVCqh2WyOkCB7L+tnyZBCY3gJO3CBlZOQmA8HbYwMFYFHgjQ9WmL1GHD9pBJ34403otvt4vDhw5lyEotxjwlFbzJ64EJurZy2zULEOzZxLQGLCYEii4L1BIXq6j0bIkHrcVT3hQ4lQUWtuMDKXFQjAseJkgfbv9oPVnmIyRKGc4XKYsmP9erYEChvXuu9dvzqpx7rPzs7ixtuuCGbv+p1Yn70BnnGgpBhQstTZMEOESstu/c/59Y111yDa665BvPz8/jyl7+MUqmE48ePA1jeA2O9wbZdtNw6Dzkm1FvYarVQLpczJbNaraLVag0dC855b/9sGxNcS0hirJddx5muF7pXaTBY9tjzEArWo6iSy3sZnqsho3lHMG8keDK2CAmKjdH1QExOx0iQGvuoX3BcUtfwSBBD+JVMxcYJjUXWgKAyy/OUe1iNjLDjXKF721Tu6bwvl5f3NhXRRfL0ENWxQnWysNEzlkx4z46zdheVs7FnSYI8o3esviEyxDFp5dlaseGJEBUXJUGWXXNSxgTSemBcEqSWECVD1sJbq9UyAaMdPzExkb3huWi+XuyuKmfqilTLMH8vMpBj1h2PBGk66hGyddHPer2Om2++Gd/85jfx2GOPuacHWuGztLQ0pFSogpoXKqYkiBNRlV9VRjzCHSNCtg14LaawxdBqtYb2BhF5iq+Xl45JT9nbTOCC2O12C5MgnUu6AR9YWShpDQN8Y4y3WBVtW913YvtHoR5k66UKjVslTzqX1DhBZYjH31533XVoNptDaXjeCXotOCY9EqZ/4xhbxoHKX/6v7Tc9PY3nP//5OHv2LD73uc/hyJEjAIY3V4fIK8utMtvKCiWZ/X4/C6PjXh77PGWXVcg8MlQul90DdFh+2x8sn7YFyQs/bb29frFKCucVyRA9TwBGZP1mQFESBJw7GRozpFl4egjlvn0nENdeVUYBZKfIWXIUawOrxHoKsGewia2hRWFD8z0Zo1E1oegUyvg8XcR+6qm81gNsZbG3HmhUCsti5XTI+BYzyNoyx2BlnZcm9XKvf7gGFe03PZzxEgAAIABJREFUJUHrbUDZsERIB+5gMMjd0Kzfz4XwGYeMqFKsE8qiiDIWYs4erBVTy8gByQUZWJnsLINOOJuOfvfaV62jVsGxeS8tLQ0t9qG2rdfr2L9/P86cORM8FtpCNzbmCRtep8Di/9aVr31p91IVgUcIY0qtPmd/p1EgpDyOM/7ZB7ro6XhZLwPC+YRV/HnMeBEUeZcZraeWDGne4/SJ5kFvQq1WywwIVrHX55iHt7fNU8y4UIX6vFQqZS9yfsYznoFGo5GdJMX7WQ4u/DGDlMoPncd2P8B6yW/bVjrGVYnv9/uYmZnBc5/7XHzmM5/BsWPHRo7P1vIXVTRIBHk/j7kHkB37DQyPMyoD485D1klPw2N5ecQ25a5HvpiPloXrrYbehiy1auiy5RjnFMELGezTPBLEebWa99Ywn9XI3hgJ0jFPme+d8Mg5z2cV9GgqQqf6KsnS9d/7X8lQzKCoyJMTbH+rRyparRYajYZrqLJ/tVoNBw4cGNFFvHz5qR5SphMykvG76iFWF+E1O65sW4X0Ta+MoTRCz9l1REPivLp5urmn+3gkaD31jw0rgVqt1tApLN7CpKA1Q59ZL3gDzULdrHpN/9ez+VnGM2fOAEB2Ao8OYMZe2/rk1Y0CxSo6NlzFDlQVmvzdKpJquQnlTeFjSREHuypASsJsuhMTE7jyyiuxb98+fPGLX8Tp06dd6wv/eJxvvV7PTk3SAzVIxPisFeo6CcdZjNjWXiy0JYSWdHrCztaPYF1CG5w9Jcqz0gArp1dZQmotTxsdenIPlRivfmwztWDbU8D4nLcQ8fQslVMhIh4iJfxUYnry5MmhfUI6XtjfmiawYgzQ8tCQxHFqx7cN7arVapiZmcEznvEMTE1NuZujPaMJw5Y11MozjFjyw/4pirzxqSRIZZpn5GAbTk9P4zd+4zewuLiIT3/60zhy5Ei24dk7Xr2I1dJ6bEkuSEpmZmawtLSUvbuFZFet5KG68j614PPeSqWSjX3KC+bvWb+BYS8V1xCOf8qdGLSf2Vb2hbMbEfqeqSLGS0YRqDwdxxiShzx9RIkoy6P3kaTQE8IwOIInzRKTk5PYuXNnsCxFjQJ2L6JXdpZfPzUdRehdTYRnbLHK+uLiYrbnKaSAcx5ceeWVuPjii/HFL34R8/PzQ+l7ZGBqagqDwbKH3dNHgPz3G+UZSu29eSQoVFZ93uqIXp4q51W/s+2rXiGPGHGsUi7b6IdYfcfBhiVCejR2kbAJNqgXq3guwQlkhY+9B4BraaGQUGbNAcEQFE+ZYpvYDdx6vwofDyqM1FIYIj+atkcUdMBrOUMkrojCzba97rrr8N3vfndI+Onz/OQRuVQGNSQEiB/DqIqabWu1MCmKWLCscqDtqf3jWVEIJUExWCXKs8Kosq1hgHo/ca5Clh4v0AJPhOQD699ut4dOOFLDCpXY0Lj1PKohBcguCPZTxym9QTZsNjTuaBCgl0bHjB5eEMLExPJ7ROgFip0QxTFJo4a3R1DJUCiOfJxxFmp/TyH0ng3Vne3ZaDRw22234f7778dPfvITzM/PY2JiYogMMf9xQjgYiqhtZgmoKjKhsEKtH0/4UiWO+dh1hr9r2b2wP64B+jtDhEhwY9Dy0uu1Wu/IhQA7f/LA9dsLZ1wrYiRIjbEhoyzLxjFDWRfyfk9OTmYvZl8tOOfsyYaKovM/FK7p5enpIHYe6D15c5lz9ElPehK+/e1v55aBJJP78PhyaOZXBPao7zzyV0QXyftf1zGrP1BW2336sXVOtxfYcnp6SBFyPS42LBHS93QA4QWME54ueSvcx0VIwbfKihdWFAsBUMJkrZQAsLCwMFRuWuxtOYAVYWyPZvTK7FmvraXKpgUUC1cJTUhV/K2S41kcYl4hYJncXHrppfjhD384otgquPEzRBaKEGS1hqqwpALgjYUik9d6ASh4te6WgPE787ZKSEz4qFte8+cCqJtllQjZ9MZR9C5EaHvFvMXsPyUKbCPb/9YYodCT0jRtTxG1ZEj/QlbRkPzw6kMvuUesYqBnotFoZC8N9aD11PZRb5D1AFkjRkhWx+ZpSNblEbwiYDp79uwBAOzduxff//73cfz4cSwsLGRek9V6OWx4mbW8FwlpYTlpydd0VPm2XmgP+hzTBZARaYXKi6L1j4URbRSshsRZg9S4z45zn+oiSnYseE1JEO+t1WqZF7her2fX9aAUD0VJnt6nIaPe3M0zgBfJ0xIfpqey18pFnQOhPqjVati3bx/q9Xp2mI3NS/O0+oie0BjTR3Q99o7g9u4PkUwLTcOeiklDivWcq4FbPf5eOTwjo+dx46c6CEI671qx4YmQBxXWauHQl9udC8Gr1nRlsjMzMyMKAz1a3JjNwcUBZi0xqpAyFn+tCJGXmAIWIlee8uaBbe+RIK9M3sS2ZWS7bd++HSdPngzmy/5pNpvZm+K1zCQeoQlMqCctVA9btjylNCSYlQzRGqPhedqeqnjaRcTLU8NabGiVPR2PoBchLwRyo6Do0cAch6G+AoYV/9B40DYvIoMsmVb5EoK19sbA8lhFhNd0bvA7vUHe+3EIXRQ9j5Ddx+bNca99PJkTg9dXMUMW881TGKrVakaGbrrpJjz44IN49NFHsbCwkJ0CF1NkYvtHrGxjWJwHlaVeWt444RimB0vrHFKkiirtalDJI0NFPNgbAbZdxjEOjUuGxpG3RXURgjoJ5wPlf7PZRKVSQb1eR7PZzNaHSqWC2dnZwuWxCBmVgdEDSJR8xIjIOIqxKu9eZIvnMdXnvDKoLnLq1Kng88BK9ImVoxrFE4oy8coSI01FSRDv9+SAen91jNhyazicpmcJbUgmaz+rDhIKhVwPMrRhiVBIeGicqbV80P24FuUt9qzG1M7OzmZC5+KLL86EiUW328UDDzyAo0ePDk0ADgC+S2hmZgYTExMZCYopQkxj3HragWUHbpHJFCNEOjk84QMMK3G6OHM/hob3aR6VSgW33norfvrTn0YtMCp8GIdPYkOlWJ/z6qHlLiJ8bLtZIcFPknWvDb3YfZYhFI5liZ4Vxqq08D4uctrWKmT16OP1ssacT8TqkDeGQzIoT7GhkkhCmeep0LGkxDpPBhQFy0P5xDGoCx8/WY5GoxHN34a9KQnyvGeK9SRBNo9Qme0CbfvEpsV22LNnDw4fPowrrrgCMzMzePTRR9HpdHD27NmhjdO2begZVGg7N5vN7NUJzM/CO41Py8aQE6tsa130CHbNK29eFJk3MTJk+38jh8aFDGd56+96kyC7HoZ0kampKVcXITqdDv73f/83+58vdW82m6hWq6hUKpibm1vzIRd5uoJ+DxlnPRTVeywRsmWyZfCiLby8arUabrvtNjz88MPRca1GJpIhelrpVbVlyyOAXlvx0xq1QnLWq7/CRsTodU/manoqY2P9xDKScPOaVw6t+2p1kg1LhEJKn42ZtMibdKslSaXScijCtm3bsGPHDuzfvz8jMYzfr9frLpHYuXMner0eTp48iQceeCCzJPAN7RRCU1NThUhQqB48ptG+RwjwlQamo4M+T/HndyvkVjNAVUhRMITCtHjCTcyqqeVhf3S73aE3xGsoSGyRylMEqKh6ezVUQdQyWauJ7SOWSeOIvX4LtXls4VDDgb5w1yqHzJ9l3MghLUA4DI6/jSsPiraHhlCxXWP9oySI89eTJSHvYyislHnraYrc66FjUS1z9Xq9UEiceoEsIYoRnRA58r6HoPNC55kX1qFp2vEeA4nG7t27ceTIEezatQtTU1N47LHHsG3bNjz22GNotVpot9tDhIMKsJ2nbGda3a3xhKRCjUExjwpf2OqRvPn5eTe0LaYAqZcrb5zH5o0dC0B+OOaFDCt71YAQU9jPlScIwIguUq/Xs1dnxHQR4mlPexrm5+ezE/CA5XHXbDbd0+GKlN+Oq5jeFbo3REDsWhUzIHhpF1lHdQ30XvNBUE4W6XftAxpn9WhsyuGi+55C5fG8w5Q3MTIUy0v1FXs9tK7GyK/eVyqV3AObNA/V1UI6U1FsGiJEcPDELH/2/6IKYwhUHq688krMzs5iz5492cvHaJVRJSa0ENdqtSzcAljemK17XmZmZkbK57VDbHDHPBleW1ihkhejrm5TLx/Nw1oFvXrZTyUCFpw4oXP8AT/uHlg51pXto2f754XvWSgJsqFxVAC80BkSkTylwIsJjin0oTLa//WkINvPKmTUEjNOGMiFiLVarry0igh7/s6TgtTQYBdKzjuOq3Hlkz5jDRsab0+Cy+O+dS4pqf+FX/iF3Hagkq77gSwJ8mRDnidoHNh5YfvShsDp4q4IWR1Vkdi1axeOHj0KYHnfEOX24uJi9l4vkiIqUrZ8XCump6czoqlzjrLV2wPqQftWx/P8/HxWFs1b8+C9Xnr8XoQMWXnGZzREsii5ulARkr12fHkkOy+yQJ+LQQ15VhfRAzOsLhIzqjabzXXz1GmINxGrc2gMWjnG7yE9Ipa+ytuQ7sNPzYN9G8uPHjmPKBA61zhOaJzlQU5Wbo5LnpUEeQZZ5m3THXfNG6dM3nOan5IgGri9cheJpiiKDUuELGzD6qSjsru4uDhkhVqtEqmg4Nm2bRuuuuoq1Gq1LLSIgoaDkUefKhlSQcnJo4oDv3MxsUqwN0B4LaRUq2tTn+OnPTnKnkoSahslQd4A1Xb2FgCvHzS0w/MKKXQflZcXoYsGsBLSyHamtazf72eEKO80Fm0DG5dt86aCacup5Xo8lQJLgrhY6viwYVJFFvCNiNj4zXvOU7yBUVliyaN6h+wCz09Lqq2FLARdAPWP6VpiQJnE04w0HZbVKuleGVTGegq0KvQhrHVsrYVAAb7iagmR9sPOnTtx7NixTMkEVoxZnU4Hi4uLmUzpdDrZqxGI6elplEqlzCOk4HpQpH6q3HG/UqVSyV45oeG3rKfWOeYVGgwGQye25sGzOpMEci1mSPJGJUKKEHnU/tR1fT3lJ09znJ6eztVF+KJda7QjKJM4lpSs2hPBYvXX/g8ZFELpeL/nyWcac2iky2tfS4hsWrZe3j4Zryza1nl11fZR2dHtdlGr1bIXYKuxNhSOqd+5rjMPL5pGt2N4fecZlkPIq2eorPY69WAe4+4ZplgnNd6Mk7/FhiVC3BSvHc4Jz+uqXOgktiFFumGaRMUqDQoOEAqdyy67DAcOHMgWMusNoBDSd0AAK4OT7FfLyU9aVfW459CpcDrIVdm28KwtbCt7rVQqDb0MMbZIcjJ7G9tC98cEnk2X1/gSPs+adfHFF+PgwYNZuJtdgAktny7U+iZ1LtbWiquCSMcI+13r75WR7WnryfSYBvOPKSVrmfwAhiwv6orWDZxKxil4LCHaqPDa31MSi5IiaynUBVPbzc6PwWCQhTHZWHSde3ZxA5C9g0JPcKI80cUvJMt0rKsSQdmk4LyzslGtpJRZ3IzP8WNJkG2rom0ck0HanqFn+buVD6HnPYOO/q4GmD179qDb7eLEiROZ8kK5oZ/dbhfHjh0rVI+lpaVsPsbKZS3kNOIAyF4UzMMr7Hv3VGGlzLInutnjwRl5Ees3HV+6B5NkcBxSdaHi9OnTAFbGgTdHtI52rsUMKHnyh3KbBgpPF9FQWpZNiRHTUdmiZdGj3Jkmx4936qxXD60PoR6zkA5gx4aSG69NdF2275yxa64a87zoDFsPykU+1263h15ibUFdRI2e3r4+Sxa1r6wuol52L8TY6h1WF6Neoe3ET68P9HnPGKNt5OmV48DTRYBhQ7USuJhReVxsWCKkTBZYEa4UCmwkNpBVKkNWAGDlRYkxxaFWqw0JnlqtNqTEWsGjAxwYJkF2wrJz1aJgPSOel0MFBL8XYfR5VholaNYbYwkLr9l3V8SU+Vi57LMsY8gzdOutt+LQoUMjQjdP4dW21ZO9gGV3tRIr5q1pASvCxy4utgy8Zk9XsekxjTzX/VqgyjLHm/ab1kcFIttvo4fGWYxDelYLb9zqePTalONZD7Ag1DBiCXqMBHnp6/8qZzgutm3bljuX88i5JUH6zDiEKISiJMj2ddGFPCQjKWsnJyexfft29Pt915pLa+e2bdtw+vTpqHym3FUy5CmPIRmrMiZEgrRttIxaLipgdh3VdcqC160FW8fpRidBwIqBzfaxruv25E0g7kXW76H5oN6ekC7ikSBrrFQSpHt/2G88xEflP8d6TL/QOWYVWSWInjwMnZZmPTKh9qGOYPVA27ahtvfS0zRYbuqcXhluu+22TBexaXsEUskQ66jeIfYZDSnMX6HjLGSQVVlVJPrErvXn6mATjzDrmFVZouNuPYyyG5YIeQNLrZJk0cBojLeFHah2wSSs9WXPnj2Z4FE2y05TRVgHpSVBntK+1vAoHewWIeuL/VPiFiMVwPD7ddQTZZ9brfJulSxL/AiSVFqx7PPeSU2ecOUx63yG+yaUxACjgke/x5TdItCxYxWQ9YDGMdsF045JXqfg5dhaz/JcqCiimFtFkt/5m5LMkLKvioMnj9TzYIlQq9Ua8uKNQ4L0Ge1Xq8BR6RoMlkOuqHCxDMDKi31DctYq8Z4yr3J3XFJkrb02f3uf/d8+rx69PLC9+v0+KpVKFkLIfrehj7VaDXNzc1hYWAi+/0wVIypdTNMrf8hwRAOOR4K89lBFlUql7mvyZKa1PKthqNfrZeF5Np+NLkO0/Dp3uI5rG+n9RddDbx1Rz05IF1GZrsbYGAmyMh9YIT6rOdBC20HHskI9Q0RIX7MEyrvHS8cz4Gr7FzUyevdpvVR3nJiYyPb8hHQmC6+daFTm3GU/xcLrmRawopdo2XjdhsbFjEhKhjwP2lrmsYbDsb6e0Y/9qCR8PYyyG5YIWegC2m63s+NgqUQq1GrqsUlvEbbWl127duEJT3hCFoerlgf9s1b2EAmyk1QnvJY7pNB7UAXK1t/Gv6qFzgoIz6JioeF8XPS9vJlmHjT2M2Tx8ZTGSqWCHTt2YHFxcURZtLBCmtc8qx7JkNbLEjFdaHRssT6ap2cN9GCJuJKPkOLstVVI8dZyE3bRsM9qCM16x7lfSBhXCecz1ltoCVGRPJVY6af+xkWD4HvSeJrRuOW3xhtgZeyUSiVMT09j165d2VhutVpDoTTWa2DrpUqZ9c7be0MKUBHkKTF23niKqUeIxiFDg8EgI0Lz8/NZGiQUJJT9fh+NRmMo7MwrN8sRO/bY1l3rECNBtvzWG8STw7y9CdZ7xPVNSRDXEMpaGpmozGzkE+M8cBzRG6gncBZVOPndgyVBMV0EGD5whf8DcRLE/C2J0zoCxfWQvDXCIwV5ZKhIenZtt7KN4zBPt/F0Ef5Pz4qni2zfvh0LCwtZWbz6aL0suVBdhMZYYKXvvJeAW53B69dYOULQ8cRyaf8X1UcstIyqMyvhJ0h8KHO2fGhcDF4MZ8x9phPEfuenkqC5uTls3759qNM816MVRPxu3X1eWXSCamy9LopEbACELPecvNomqpx7oQshJc6GeNnwPa2/rU8IdkH3lBbvCMtyuTwUHpeHccmQeopCwsfr19V4+GyaDFOghakIAdLvVkDa8nGMx0iT/b4WK8yFDM8TmgdvwbGLh73PI5mx9DU9WtHsUbYeaQr97oXYahgLZV+z2cyszZSrALL3sum8znvZtVUmtCxW9up8t89a5CmY3v32ORu+w3w1fj9vTLANVQ7wuGoNu+Vm6G63i0ajkR3mY6Htom1fZO55JMjWL1SHfr8/ss+LaVqvp1qyvfWT44jjh89Qpm4m77KOGc4LHkBTtI7WEEJYEhTSRazuwT+rdIYMslYu2DHg6SF59SlyIqrCrvdWrtkx6JXH6i8hIzPz0PRj5VLZoM/a57zwuNgYUPlr//fIUEgntJEDIYM/28QaamOwOlMReRIDx63qH/zfGqBsSF/RPsvDpiNCVkFst9tRK5odKPzfbjabnJxEvV5Ho9FAvV7H3r17UavVhsLhvIVS//dObwnVgYsQhQ//YpZUW6eQJ4DwrHvepNLDEkJubKuEqMtVn7GkLgSWI2+x9+pow+M8q4nCTmwdEyyDCieSIdtOdo9QCLa83mQOKbBWAIWsMCErnrW86AEjWvbQ4rJWy8uFDlVeVyNYPUVZFRAdG167F82DJIh9SJKSB7uw2H7mYqsKOd9BUqvVsH///swIQa+GGim8cFSv/CHFgOmEPMnefC+iYNg5YvNn2b055PVNyFigfcy25msPlAzxwBeSIGDFoxYqf5F6Kij7QvKviBGF+4rYr3Z/i4VVvG3bVSoV1Ov1IfluIxQ2A6ySbL1DMXhrAIkEP6empnJ1EWB07KqlXUOjPYOsZxwAkB26sVqPQhGoTqFj0TMohbxJajyxngutSxFdJO8avRNWzmh4XFHiqLqWp4uQDFFOeiGHsf4HhiNUlEQzrTyCkUeGxtET7JYCfYVHaC1Vb9BqjMwWG5YI5U0q7YxOp5MdFxlKyw4cdgT/+BLBRqOBbdu2ZQqIp/iEvDy01sRIELA8SJeWloY2YWqcqbcghgYrsLr9HN5EZ/mLuLHtp7UkWeGjwpj3xOqk99kJEwqPy7PEAKMxuvzf27QYCrcLQYWZN25sGjEBBIyeRFSknloWTVNjyq2ibK1q6yV8LiSEDCLrAXt4CvtfY6CZX+glfQQJOOci96JQCeI49RYRvRaSWVRKbXl1zwuwYujQvZh6rK5HLGx75NUzNEfyFJO8cWllU5HQGKssegu0R4LYT+wXkiGSTXpDgBVrvz2tzcpFDQ+JgURonPBVbRuelqn7v1RuaztTRpI4eWObdaRiqPtpxinjRoFVDvv95cMzYroIYXUSnZP1ej0zylpdJJSWTVP1kBDRZ5mtIXYtfbUar5B+el5j737VN9hudl+vRtzY+liyxDRCxmUlXlrmcrmchcdR5luvjNeWeWRI21HD9K3MCEHTZnuoXpane+n/TEv3ho9LgkjMtXwh+a9kiH1S5FCwGDYsEQrBKr46oWODQxUga8FVi2ulUsHu3buHNndpvnmWQh14tjwcTCQ+doNqEYun1w4qBEKDnPeFlGsycM9y5w1+tbKqAAlZYEL/2+dDdWc5OJnHCY/z6qLfrWdIj25kGXlf0Tx4VPJgsLKfwuYdKrt3iooV/LGxol5Oz/2s/6vVR9vCft+o8IjPepIgtW5RCVThXyqVskMHuBDErOO9Xg+Li4vZ87QE1+t1VCoVVKtV93ldWEIeXWBlYdZjuLlI2RA87/hWpqfjMYRyuTykFNlFWC26LJuHoiTIps06xDwten9sDfFIkC37zMwM+v0+FhcXM7JgT6D06qHW23Gw2rlpFV8AQxZtr2y8Bxj2jGvdNMqCHns1LG02IuShiC4CYGj8jKOLxOSYyjr2TUwXYXnZ971eL3sHVWjO5M3Vccaw5mHzU++Lvd8jNmpYUV1oLWPO1sUzygLL4XGPPvpo1pc8cMgSnRgZs7oI+03D5Pl7UVgyZNtP043pjHxO5XmecUN1YdVDNGrKW6usLNRyrcWrvGmIUN4E44lfdoMxMNwp1hKjIXHNZjPblEiFI48B8x7b4R56vR7m5+ezF/DZhUwVDL2mA9E7aYNKlgoxr72sAmyJDTdjh+psFSp1s/JTCZL1CHnt4e1l0fvVWqNEa3JyMjvHfzAY4OzZs1FyoaBQsNYYYCWcKc8yFUubZeY4arfbhawZVqmw7elZbtUixvpzMVWhQ2XEGz/Mm1Yoa43ayIhZ+RWrWTD19KZ6vY5arYZGo5ERnnq9jl27dmFqampEJjFPVT5ZBntkqu7/0NAbj/wUnQPASt/SG7R//36XRFnoQhqa72rBs4qOyhD76c05S7pickXvsaHANl9PTuveSk/p8aAkd25uDvV6HadPnx45KY795Ml5O07HMbqEvNcKJYbdbjeLSLDh2XqvGrco7wkbckvo6aq1Wg3z8/NotVprVkovZFjjFHUREhgLG43Ca1YXeeITn5itIUU8ANRFbIh+qMx8GTAPn/IU29BYjY3RPK+QlQV27LIcNCZancXTXVRht/pLnoFZ68l0vLkf0s8mJiawd+9eHDp0CK1WK5sXTEfrZeHpIpSdmo41phadS5o+jV0kvF6Z8sZZpVLJZAVJtJXHakRWXUR15VDUgJZX9RGv7cfBpiFCFl4j6oDREBL9tM/bEBQKEk0zNvisAmrz086jwFESNE7MOJ/RcJUQQmRIF2MrUEIM3woL1i9GlLzfNA0VNCFLi1d3xVOe8hQcOnQIwPAmuxi8dKy3xPadRxpi+agAY6gEv2t/a53zFFirrADDY0fHrZ6AqOQ/dMKMp8CqN2gjKzBFSYFthzzYTc302DSbTWzfvh3bt28f8haNU1Yru4CVkCtVMCwB0k8PIe9YSKkNIUaC7IJVVCaoQcWW0coqS6bs3GEZLBFSaAgL56FVaDUPlVu2LrYNyuXlOH89hTI2zz1LPmHvt3Wh16nI+GW76Ytfvbp4bUbZwXA8q+jaDfwse6PRyMpmj9bezGD7WsOojlc71lUX0ZA4vScPVhENgQdshMIrrV5i9QT1Nnhz1cM48tVLxyNAAEZkh3ePJUkWSjy8smjaXj4333wzPv/5z2f9xzT1vpj3Q9uT5MrTZ5QQjbO2aDu02+2McKiRbVwDGsvpGcGYFslXiATZsWPbQ0n1ON4wi01LhAir8HtkCPAXTF4ntm3bFo3vtRNRFVntJLW8AysDvtVqYWlpKbpA24nrkaG8Sa1ltZPWumsVVB4sKQmFTMQUg6Kw1oQi9/F/S0KL5K2WalX2OUlV+FjlQq3v6nkpl8sZiY6Nn8ceewz9fj+zFo+zB0nJmXeYg1qTrCeIZQ2lrWNY3fJbDUXJkBJN7iukJ+iJT3xipgiH2pH9rv2v5EdDCHh9dnYWALC0tISjR48Wmjch40/etRjUG6Tf8+DNX28RDJGRIoRKEQrr09+BFUKkZMimqYqWZwiit1afoVf+EHjvAAAgAElEQVSIoTIqM3SBZ39bxdh6DFgmNWJp+Th3Y4Ysvo9Krbixtci2l7YVFWgbOUHQWNfr9TA9PZ297mKzwlOW2UbqxfWIEKH/79ixY6z20tO4rDHWU9xJZlUfAYZlUsxwQVgZV4QEFSVKRea5Xg/JMpt3qP0VRXUR1bM4t/lOLXs4ii2/6h/6v5IhPheK5LCel6K6CHH48GF0Oh0sLi5mx4CPA8/gr0Tc00W8eug1tqfqI2s9QnvDEiFVUPMWa29RpRCKhaoxfbqkm82m6w2y6auyyE7XhUuFg+4zsUoE87B10e+e8NFjWkPt4X1nefMmeYjghPIJWUlsvh60Le2i71lhbB5UGq0gj5Vb3a8sA8vI37wJToWl0WhkSjDbU9/tEtoQf+mll2bfO50Ojh8/jrNnz2ZlCR2va0EFw5YNGN6zosInbw5ZMqRprlb4bEZQXrD/GQq1fft2XHTRRdkeIdvenvIQ2utTr9ezPBqNRhYeQ1SrVRw+fDg4VooQoNVA5Zc3z5QchZAnm7x7rOKfp1TF5KttC6vgx7w/SgIU2i7WY+eRG35Xa7/OPxt6pLLIls9+hiz5etAF0/KUsLy+UwW/0+lkr6/wUCqVUK/XszYuophtFqjuYEmgJ4/Vw6zz30vP00lC4ZyhvqFRVueX9eTa73qNY9ELb495k0LGDAsbGmbhGWCshypkpGFbKdHw5r3NLybTgWXyeuTIEdTrdSwtLQ2VP2RosHPbfg+RI2BlfoV0EWBlXIVw+eWXo9PpZGG8CwsLQzrJ2bNng8+G2kGNxQDG0kP4PEESpAdgrAYblggRHMx2gnsDU6GDJwQlSbt27SpkCdf0QqfKAaOLeq/Xy6wvqoCH6uGRIF30ODjGVXKUbatCY+sXEoqh9PKUE+tNGRde+uVyGXv37sUjjzySLTZFjsvk2NC2VJcz/6wlhm7v2dnZrB56wATJhyoxAEaEAH+bmZnJhNDS0lImhPSdDp4AZbyvbRfNTz1ARdvbWso4PtZLkd4IKCIzuPDs2rUL27dvx969ezMvEPvFU5iJkHFCFSElQOVyeUiRuuqqq3D55Zfj4YcfxuHDh8c2PsTKkndvjATp//Z4fe/+cfIPKWNF77fyWNvGC1e1ZMMqKVon9apYI02lUsmUDM8DYJVWlZGqxDB99cR73n0dv7r2UCH3DkXQZ4pYXUmELFTx4XjtdDqZXN6osONsXIOdGmVjYJ/v2rUrNwxI+0vXl5DB1tbHjoFx5qhe98i3d2/se+zZkAzz1vgieoje63mzYjpmHhmanp7GkSNHMmOW/mb30iisgcXKH09uAMtr0dzc3ND6YQ8ysfqIep/512g0Ml2kXq9jeno6GyNqNA7pJCE5XMQLFIPKE5ZhnBBuxYYlQhpbbS12hBVChC5ajJ+OoVQqYWpqyo3htCETCmuxC4Hl0MmrAyo2waxF1Fr+dDIXWcBioXVsZz1hJAZVkr1+UFgSUAReOW36VBRphanX6+5BFMzXemu63S4WFxezWHtONjue1EJHD6BdhFQJ5qclRVofpsN3b3B/SavVwsLCgush8hSuEFZLYHSRWK3g2cgIjeVSaTncYGpqCnv37sXVV1+dXaNRReej9ru3WOic4DiYmJjAzMwMJiZWTooDlmOt1aLe6/VwzTXXYP/+/XjooYdw7NixkROGxkGeohrysOg1a1nOM6Dk3WPvLVoe77qdz3mESD35dv56aff7/ZFDLniEtqeEeP3EMWCVGFumULk8kAS1Wq0RpdfCeoOtx8jmp8o969VsNgEgG7d8h9JGJkIemY7pISEyxHFiFXBLfj1dJA+U2VYGWY+NNcJqGe089trA1lmNihbjEp/Q855u5JXHM8qOA+sFztM/9Ludq5zLXnlCESPURVgWT39VPYTjxCM7GhGiZbJhuLzOevLQLe4f27t3b7afrNVqZe830jbIk8VrNaR6JH9cbFgtRk8Lo8D1Jl2eJYuWMPuiM1Xg9chbfY4T3RIwWm75nVCSoq48G5bAe738tE5KgtRCMBgMMrKiL57yoPl4C6BuGvbKkoeYYmRBQR+6X4VZkfSA4aNcSYa4CDM/u4jb/TIcW/Pz8wCW92Go1YXP0/1sQ5u8ayESFCLPdoNlrVYbsszwpEG+uM9bDBQxa3kRqJK+lTxCCs9QMDU1hcsuuwwHDhzIjra2pNiDR4r0ucnJyWyDvZIgJUCaBxfEWq2Ga665Bo888giOHz+O06dPu97cGGHgSUeHDh3CJZdcEm2TmPIUy8emkTd+Yygafhersw17Y7/p/kGbhqdEcH568pfeIBJcyjbPWxhSTPR3LXeIsGgdSYL0vUWqmNu8mb71MmmZbL35PEkQQ/409G+jw57YpX3pEaDQGlZkn5S3RlrvgB2z1G34Z/vKjk1VdK1hrcjcDBkmPL0spB8UMeZ5xm1rFCa4Jq51rQqVt2i6u3fvxpEjRwAMkxYaBBS6trJfeT/nLokR0Ww2h/o6RoKsTImRIO87jTi9Xg/VahVTU1PZ2CEpYt6x/l6rLkJsSSLksUx7jF5o4unA1VAG673gwPCEU8jqwzxt7CW/k7TxmFItUx5C1gats5ItJYrec6EFUtNThFzpRRCzxoQGsO0nbr4tKni8yV6v1917Vbmw+8a2bds2clKa5sFNiGq503T1L1ZnLw2SWusxswS3Wq1mbXTmzJlMCBF2vFiFaVxsZgK0mgWT40ZJkHqBvPRCSpISaCqMJEG1Wm2EBDFvep+0HtyYe8UVV2Dnzp34+c9/noXL6Zy0RhbbHmqNjLVb6H9rtImlsVYSVKSMeelzPQgpr51OJyO5sTxDCp1a6Nl/43hFvP00ngJjDV3athwfGg5XxGrLOoe8EryuURtKgvJeGrzRYKMvvLUuNM/0Ps4zS3Q0WqHoAQmUO2qoKxqhEsI4JMjqYFbH0nu9PGL36G+2nS0JJNRIvBrdwZaP629Mr1FQlociAkLPqD4wGAwwOzubGT7tHLRE1/5vSZD1RFuEysfnNSqEc53zm6TI6iJef61VF4mVtSg2LBEi1Opk32hdtGGtRaUoOAn0WauwekqwJSY8rWecfPnpERsqU1ovfc5+j12z12MCxVMKdK/SWpUbzTck8Dzs3bsXjz76aJZGCBQOob6cnZ0d8rjoM7YsOpZCe4DGBdO0nj8lRVSQW60W5ufnM29jSKjnKXIhWKPBRoenxBetG40lc3NzGQmiFdbGQBcxBOiiSYOKvrvMI0EMAbVpqWeo2WxidnYWi4uL2dgoonQMBoNsc++JEyewc+fOod9XQz6KyAKrnOfNnyLl8MoSM8R4cobfObdIaMYhMuzjarU68j6hGFYzV7nGqJHLkiAbFqfH5mqZOS/sgTKEXeeUnG9GEgQMj1NrRAVGyY697smFcdY3D3xO9ylbeeSB48K7Po4RQwmRt27nYVxdoag8Kbpu2d+tUVZJUFGs5l57sjGwPLaazWami3jeW08PBXxdRMdHUbBP6Xyw//d6vWwdPNe6iKd/jYsNT4QICnpOPCVECmuR0U7UiaJWGGXxoU2NVIZotVVrDEMfPOgixXRoObMbTkOKhGfp4+JmN8bbZ9l2+pzeF/IMKRkgQgOZ3pS8yabltIoKvR3Mx5KrULpFwi/sIuEJBp3w7JvQS+GU+GpYQlFYS48NMaFXDBhdMFWJ5gEcx48fz94zw/v1uEnd8+VZhm3ZPQ/VRkUR62ao7zjnK5UKrrrqKlx55ZWYnp7OxlLsJJyQUqHyQg9CIBlSUmQJkJJyC/ZrpVLBHXfcgX6/jx/+8Ic4fvw4zpw5MzLvVZ5yPLZaLZw5cwa33367a3GNWXhVRmkolge9314HEFxM7X227rYsCqtAeP3myTsAQ3H6uu7kzXmGOJ4+fTqYh17v9XpDBEW929o2nOftdjuL2bdESPdJ8rNIhILK59h403bUtdDuT9lMsGuwXfNiyjUwGp3ijR9Pj7Dp0DjC00vZ/kXeB8YjszUt1Y9C9Wb5+b/eS2MBDQYh6Pi06VjdRw3dReaqlkUjLyzUGGrTUyOkegGL6DYA8MQnPhH33XcfGo1G1LtuZbnd580y1Ov1IT1E28vTYWyIZChv/YyB40zLZtOZmZnJ9IxWq7UqXSQGr69Wg01DhIBhV2nMAuFZ92waIcQ6h8qLTvrY+1nyrBhFGbLep8qbJSxee4T2CHmWU71vNYNvNVYua4nRMqpCHuo3CpE84VO0LMDKkdyEKlYqwIq0UajcsX6nIPMWQCrn6jmYmprCoUOHcOrUqSHF1gtV8MactXQSG50ErRbWmrZt2zbMzMxkHhrP+KDP8btdOPhsvV7PlEb+kQQxLM6GUcaUUpaV4MEfT37yk/HII4/g/vvvH9o7pC/U5F6BVquFRqOBTqeDkydPYm5uLpMtnqywRhmrXMdkX4g4Fr1XYZUqq/wT1mtulQXvf7sHAVhR+orKOmvwCFnk9R6SIQ2/5jPsO5Kmfr8/QmrV8OYpmueKoDDv1YZXbyRYHcST13rvaqzZobbk+qQyhErraq3mRZ8LGUPsqat5z3okSMcsZaVeV92vSDlD7W4Juz6j+obWq8iYXm3bx6CGWW0T774iWO1YBHyng5JfHvp05MiRVesiCvW6bvnQOA+cRLHBPG5nc5EKKdtUUtSi4IXFWdBd6FkbY9ZB/QyBE5VC0LOCxpQYb5HUgylsvfJi5VXZsEqFZy3yFhBrbYq5+kulEq666ircd999wXLZMlrhqmWxio++9HA9MK4Qsm2oCx8XPZ7ywk3up06dyvLS8BZt37x88pTujYRxDSX6Pw0fO3fuxJ49ezICqgqHhloWgVpwOS9IfPRdVLzu9UeRvuGeMr67yiND7XYbi4uLaLVaGAyWN+aWy2X84Ac/wJOe9CTMzMyMkCE1CnjeF/VMxKzMipBy5ckGhUeCQvnZue0pSpp+SPbRWrwaxajdbg9ZSi2Zsm1sj9zVfadMS+ttXx0QM3wVUSbHgYbceeFx44QHbiQUIUMxK/w4cpaygJ5iyhJ6lfNkUB4JDxnJ9BMY9cDqvUUMzZ5cUJmh/6uxt+iYjYX3x8oWkgdajrw2bjabOH78eKFyEnmGiVAEkf5+rmBlk10frV5XKpWwb98+AKO6iD10hGUPGa3WUxfZNETI8+zkTTp1ExZxCVrlnwqJFwanCkweQgs0O3mcuElbfrXGhkic93bj0IJorTIhgqL3W+ERWhBi4YPW8xMiQyHFJQadxKrQKOy7RDgWYgLo8QLrbEmQWmLK5fIQGbKKnw0L9Yi/F1JwLqxcjydCxoEilvyJiQnMzs7i8ssvz06WtG9wLzIuGbLC+ylDqNTYNNXjqP2RJ2us9Yxp7d+/H8AKGaKSTRLU7y+/zFfD6+677z7cdNNNQ0f5eiFoWmcvhDcPnoGmCEIkSMvmyX99Vo1RdkyoPLBjhWSIxqeYoUZlnob/2jXBKlncU8oxQnQ6ncwbRCKkhjaPBOn/vV7Pfb2AYlySpFZfYHj/UYycbkR448kipIAXeZbP22cJ1T+YViw0f1yo8TQPdu5qSGsoLC0vDQUNl6uNUGGaMcOXB5sfZYlHBiwmJycxMzNTKDqlSDtbXcSTG3llWg94upyuVeolB+DqItYwy76xfatr6nqRvE1BhOzkigkTG8/pudc8oRES2ByAPNFF43HHsQTb+uikKip8QvepV8h7xkPMwsIBqu/ACFmK9HvIElNk0fDIkKekWAEF+EdThvKyz4bA/DnZV7OYr1Y42XYAhscsBYRtk36/nwmgEydOuOTH/k9YJXyjE6DVwFq7yuUyZmZmht70zrbX2PFQOiojVPbwWSVW6g1SC2+MBHkKOrByFDuV5FKpNESG7BvllQQBy0r46dOnMzLEUD6CSo+1mFpv0TgyLeQV8urrETJLgjRNVUA9+WHD5kLlIAHid0/h9dIHgMXFxczDo+FvWjfKb44NHmuulvxOp5MRGRttEJJRRb1BIaNYDB7h2kzER2HJTEgPUUXO6iFFCJFtPzXIMjKF3+0e5zx40SmegUyRN5f1Nz3N1iKmi4SMrIRHTmLwjNp23QyVRddfomiI3I4dO3DixIlcA2oRYxyhZCgELy2rC68X7N5Y3TephztRFzl58uQISbahcl5d1tPTtWGJUGiB8Syweo92kGdljU1Gm9bk5GR2QIK6ojWUxVoa7Uv1Yp3JhdUq/V55WHbvOhfFvI2SRS21GkKWFw7HcoXyCoXDFclbFQCrTOr9lUplyArjuVpjQtWDtrVHBq1iWETYjCuQVCBQOQqlo9bnffv2ZW7pGBnSk3G0fTczCdK+CpF1tvXExPJ7g3hggZ7yZpUZJT/2NyVD6hWyHiX2oU0zZDHT8vK6hu2RcLHPSYZOnjyZzRVPFrRaLZTL5YwM3XjjjUPEzAuP80hQTM6ElC4Pntxi+r1eb4QE2ef4Xee0lSHajiFQboQOc4g932q1Mm8OiYyVIVw72I8Me+V1Psf6eie/eWCdQ96g1XrlgJW2W4vV/kJHyBAbM/ZZ2aAGFP0/Zkyx6asBVvcVAhjRRUJeP11TY/UtasiwYyePCKsxoQh0XK2GYNu1OW+Memu5lXVs8xAxo44YIkIqi8adNyqD9Zq951zD6iT2N7bTJZdcgm63i/n5+WxscGyrd8g+r1iP+mxYIsQTc9TCR3iCyCNBFDoqcJQUAcPhCsDKAsnBTG9QrVbLNktzr1CIdGlYA+FNCjuY8wSPDiAvrZBCzs3TCk/Q8fm8eNiYwuGVmUplCCHho9fonVFFkWlu3749s8JQOVDlRj1VWv48awnb2o6XPHLrKcjrMZmtMqfX9drk5CTm5uZw6tQplEqloDVG62aV8s2CIiTV/q7eoIsvvnjo9DbrCVLiA4yGpXkEMxTKkrdgxxYMLZutO406g8EA+/fvx/33358deVoqLXujuPGe+dCoc/r0aXzve9/DU57ylJH0VQnO8yaErNAeQkYg/T3mCQJG4+7V60NlzLaxDYfz+kDDwPTVATFZyRcQkojkgaQodKqoXbNi8EiqTc+2t2dIiqU/LnnaaLDvdLLKm/0e00Os0ck+z/SBFZlMXYR6SLVazby0lEuaNzEYDIbeIfV4QI0ToXHDMuZ5Jsddh0LPqbFvnHzs7zakS6HkpMg+oXHJkLduW493rC7rhTyPmi0vPZgAsvVG9RHdulHE2bFabFgipN4NtfoRIRJkraH2+EPbyFxU6FlQxYGkR98gb0mQ3czf7XZRq9Wyja3jdGZIyc27h/eFvEJa75ClRxfF0GT3yqST0U7q2POh3zwPUhELEhcLVeiA4SNLLRniZ0xg2zEXWsAeT/IQIkKsS7/fx+7duwFgxBoDrAgfjl8t/2a06o6zsKqgn5qayvbIUCbwd+v5scTILhgaUz0uMbPXPIuZdxiJnceVSgWDwQBXX3012u12FiIHDJMA6y1ZXFzE/fffjyuvvDKTqSGvT8wb5M0lDXOz94SepZwJvRbAkxeeYSTPch3yFGl+MZnHELhut5u7LyevzgTXqtBaGILnDYoRIB03m9nbUwT2CGFv7HjrgpJk+/JlT0ZoHpoWvdCMTFFdhHmrLOdzTIdjpugapc/GSG7Iu2Mt/1699FrMI1nUK2XTKGJIGgchr5B3z8TExMg+IU+W6BwrYrDzjLpAnDh4Btm1tEOIZMawe/duHD16NAsXnJ+fHzJehV4wvJ7YsETo5ptvBrDi4r3//vtH3pINjMZ/81OJkAoifYYTdmFhYWifTb1eR71ex8zMTMZo+dJCPSBBlQ8dpACyd7x44QuelysGL2Y4tEgCw+/rITRmNSZ4eI1/MUGtn563wk46jR/WtItOTBunq2fs803H8/PzwfKqAmQVljwy5D0XIg/rLXxseBtPsvMsaxwr9Xodl156KZaWlnD69OlMIQNWxolXZ/ZlUev1hY48T4Q3T/R9HDwSlKFKnP/adnp6kx55PA46nU421tj+oXluyx87WZHg+K1Wqzhw4AAuvvhifPOb38TBgwdx7NixjBxb6yk9Q4cPH8b8/Dz27t2Liy66KLsnJAuImGITIkOx9HhNvVH8bk9k8+SLl5eFGk48QqQKpm17zku+RPvs2bN4+OGHs991bNgTLGNEST3dofvsfNZ26Xa7Q8TRkxmqnNj6hEihPbiF8yQUNrMRccsttwBY0UV+9rOfZR4+a6hT2cA2UCOIJUO8j6SG+g31FU8X4cuW1XBrSRWNx/pOPI4hS17se79Cc9ibMzFdhHOQ7RHSY0Lpq14RWp+9strx6q0BXFOLeCFUt9E5xH7kdc2HfWPnky1X3vpkoXqItr3t/7wIj/Uw3GrdQrIHWJYJe/fuxdLSEhYXF7P3I+mx/17a+rlWz/OGJUJsWLqlr776ahw6dCh7IZhtGBXEVEiA4ZA1/h9SYPV0uEajMUSC6JZWAa+bW9UKNBgsv1yKFliCZbaWN2tFLWKN8cAJ6QlGq8TnpV3UCmiFkLWQevd7BKvIxCQBoCLPzcIE+8abWNa6OY51jOUOWQK98XQuhI8dS5qfV2ddYM+ePZsthtxM76WvXqPNosh4GKcvlNzY0MxSqTREjkKHKBTxalLJ5RxWUpRHdvIsczo+uL/g1ltvRbfbzRR2e59VQBYXF3HmzBk0m000Go0oGbJl8xZ9hVqXQ/LQq4vmMQ7yvDMqR5QMKBnSvmGfsQ5URDWETeWHHrpD0ENny2ZJnyUqsToVIVm8L2TdD8lLaxBoNBool5fDtXbt2rVp5IfVRfbv349+v49Dhw4BABYWFkb6RKNKVF5odArv5f4eens4ljg+VBehMUZDdYGVA1LUEKsv3wX88PyYrpE3Z2PQuREaz0B+mJymV8QoG7u3KPL0HutR9gwISpKKpM/7ipRb1wZ1BOSVf60GWS2nbeMi3m59QTRPK9VXAmge1JWtXr1abFgiZJW1crmMK6+8Ev3+8sv/KITofiyXyyPPqMfGY8fqRWIaSnqUBOmpcZZc6bGAk5OT6PV6qNVqmTVVYSfPashO7DcNGVFLzGoGUUigeMpP0TLG0rW/631MUy3lVtnQTYzjhqHEYMlQyAqj9+r/62V94aeSujwoGVpaWsraJrTR2mu7tQigCw2xvogtgFaBKUKCVGnWWGgPHMf0SuvzVLBDZMibL7yun1qXwWCARqOBG264Ae12G4cOHcpCFiizPIMKwyxp2YsZV/JkFRAPn/WeD4V2rfdLQj3LsiVDvM96qvWEt9OnTw+laz2J/Ot2u0PzVOujp815HqHYuM2Tz1wbYn1lwwo5DrlOUlmv1+vYs2cPLrvsssxTuRlg9YpKpYJer4err746MyQcPXo0mzdWIbYGMuoP9qWoGrUCrIwP6iIkQWxzlT+hdUbHsH1JuH6qrIiNh6Lrqg3hGmfNssiTb97/npHcu9eGtdo2tHmHDAsaBqv5WgNqEeNyEeTpFZYg2e+rRSgssCjq9XpmlG+329nYtWTIixRYS7k3LBGyA0ZZ8OTk5JAQ4sY0VRw80ErCxufhB9xbwmcbjUZ2SpyeGEdBxec1Hy4O1jJk44v5aS2eeVZQ+7y9BqwQFC+sRgeTWi7zMK51Je9lg1YAFSEK2i5a7l6vh8XFxSFFJG+SrlYQWQJtr3muaO+ZtaIoKdF6lstlNJvNrBxKzpU8qwIfe4/KRkSRvrBz2oJzWUmQDQ3KyzsGGk6YT6vVyqzQnM9Wxqk1MrTgW/LAOVepVDA3N4frrrsuMyjNz88PySydn1TCT5w4gR07dmBpaSmToSHkKVZFvEcx5SmU7lrHbBHPsVWO1KPFNDQsTsEN7xw/9phskiFVBiwRsmEyoXrYMhe5rwjoKW02m9i+fTuuu+66oSiKzSA3AH/N0AiUWq2GqakpAMuk9bHHHiuUJscX9//UarWhV0GQYNIISxLE/tbvXjl1bC4tLY3oIiF9Ik/PIPIMrCqX1mJMs6FgHlmJ/R8rX5ExGiJDLBuwEtLoHdJC8mDLdS7mR57Merz0kNh6SF2E6fT7yyHb1M/V2LheBq4NS4RC1g1gxfKmQijvzPb5+fmRPTKqzOhCwBA4Wr1otVFFSBEiYPV6PbihV8tWhASF6mX/VzIUmhQqVM4VPMvBOPlZ4aMClX+MMw2d9mTb3HoH+b2ocCgiYM6VRygkTD0owdQ5MzMzM1RGKlVK4tle53p8PJ4IEVSPyOo1680l0Q6RoPWw9pEMqeKrIbkc++qZ1lANXvPkjcoY3l+r1bBr1y7s2LEj8zwsLCwEy9dutzMDRKPRQKvVGjq5yuZV1Ntgnw39Ni7Ww/rJOui8iVmZidAizrVE3wfDNajT6WRyU/c7et4glYmrqedq2leNiFNTU5iensbll1+OAwcOoF6vo1qtYnZ2FpOTk0MKz0ZGEbmvOsnFF18MwA9FA1b2D/N+6jHemNLrJD68X71LFtYLEQoZ9wyy/K73AOOPFzXSsByrScdLN3TNkpT18sBoPlwbSQQ1pFn7fHJyEp1OZ0g2axrA+p6Q5nke9fv5Mkx4To3p6WmcPXsW7XZ7SP9WPYSGv/UgQxuWCFmLdgjcsMoXEoZQqVTQarWGNtirEAKWY31nZmYyD5Bu+mT6IRKk/6vV1bNeWAFRlATlKRX6fMxKXHRCWG8TUEyIFSkn77NlsXH4lgwRPIlJY6CB4XfjAOFjiNfTW6Mnr+UJn/UO27NQb6Uty8TERHbUuIYU2nFyLsv3eMO2gQdLgkILtnpSYiTIsxyGjkL2rIQMsaB8olGDSjPDbpm/jr/QwmHnpBKmRqOB66+/Hv1+Pzvi1CsXFfbBYPklrGwH7jvTNoyRIM+DYpWx1Y5BLfv59kh4R+iqUY0nXTL0imFU/J/KMoARAsS0VIHwZGkRFFE0dB7RqDI3N5eRIL5va3p6GlNTU9n6ybV1I4fJ5b2fz4KyIKST8GRZvZ/7g9j38/PzmJ2dHfIGAcMn0VkS5K11DNcHMGRt53kdC9cAACAASURBVG/2XiDfEzQO1LMaG495hjdvTud5gmI6kC2jhh17z2j+Kr+UCHnEl/erETe0Fq1FXtnwviJ6CLHe670dkyHD4+zsLE6fPo3BYOAezLSeRtlNQYQUtkNtPH1okNECZ49XZigcMLzwqDdI3/oeK6Nah2i1DUFjdMe1mALF9grFlO48pl1UGHqDNOYO966FFnAvDRU+9Hx5bRgSmJ6QsBiHrHgkyHqerGfO7iUYBzFhaUmQV79SqYQdO3bg0UcfHTpJ0IbYrJcl5nyjiDfIazO2jRXQSoJiZNsaJPS6nuDlvek9VpfJyUns3r176DQqbrbW0+tC5bHpUfGem5vDVVddhZMnT46cMqZ1LJfLaLfbKJVKOH36dGb9Z0ifEiEPlgCqtbmoAUXLHyJtFwK8sDhVXu2po/y93W5jZmYGZ8+eHfLOefuD8uB5DMdVKqgkcsw1Gg00m03Mzc3hwIEDmJ2dRbPZRKVS2XQkqAjsePM8pApdu4CV9uEhCMDo2uCFxIVIkOohzC+0D4nI8wp5pKnoOFrrvhJbxhgZGid/j9yMUwYr26mLhNZNlVfrKaPGIUFelJDucS+KmFHRK5M+o+vm9u3bcfjw4ezl0RbrRdI2LBHyEFJiQkqJfqf7zcZi6wZ77jmyeTKeN28fgKd0WqUJ8IWOh7UMAiVDq510qxEU9tk85C0Y9j5eU6FDBYH7vFTY5JU9RG6LkCF7DKodl0wn1P7jCCAvrE9/CxEfQk9RHAwG2Us0PTJ0rr1Wjye8OanQttO4fWC5PR544AFcdNFF0bRjoVJUGPS4UJUxKouAfHJcLpezo7YnJyczCzytxho2UwSqXO3atQvbt2/HyZMn3Xs5hpS8LC0tZXtCvOOktZ4KVaSsZ9xapovUZT3jyYk841oMReRfSPZx/k1PT4+sR4pxQ39C8zrWdpYEkezs2bMHl19+OaampjIFm5v4lQRtdoRkvn7a74T2he4/BpbHjxpmARSKfAkpuaXSsid7enoai4uLI+PKC6MN/bYaeHuHx/EAeV72oiSoqGGoyHP6vBqz9dUuDHFl+fMMNZ7+QNgy2L4oSoJCnhlFERmap4fY32MGSP5PXUTJ0HqTxU1DhLyGtIJGLeL2XqLRaIwon7SKlkolHD16FLVaDVddddVYZbMCkZ06OTmJbdu2odPpZKFcntW0aMiZfS5vQuu7ezRfG7OqkxrwhXmIVOh1DmDPmqy/60AvMuhVOaISxXc5tNttdDqdoZPQtExe2p5y44U52vyB4WNQNX0VOkUUFNa7CCGyfajEJlQ3Kst6Pxejffv2YWlpCceOHcuUa5YJGN34vRngLQwMVWI/6KEolAcnT57ERRddlP3mESB+54K4uLiYLYpWoSkC60XSfmi1WlkZjh8/npWdnp09e/ZkL4FmSE1ofvHZcnk5bvtpT3saDh06hFarFQwrVQLEd6U1Go2h1wWoHLZ10rA5JT+WBFlPbqj8q1kw1yPt2G96PCwwrIhQ4WD4ox1HBPf0PfbYYxgMBpl8C8m12Fz1lFD1Elkvte554Tjatm0bduzYgeuuuw579uzJjnXmO200hKzdbucq7RsZRQiQNazEFF01yALL/XD06FFUq9UhXcTqOPqMpxvR+Nvr9VCpVDAzM4OTJ09maeg6rfORz4YQivaIRXyEQna9z1A+ng4SMyirbInVgV4j1UXydDJtL873VquFTqcTNWDY+ugnETOS2OdjukjeaxdsOdTYZfvLhmV6xkOvLipHdT1iXfbs2YNOp4Njx46hVCoN6XHrpX9sGiJklWU76W1YkIUOCCtIVJANBgMcPnwYl112WWbpXA2YR7VaRbPZHPIMedbR1SAkPDwrioareWEp/LTXtM3GtcbEyu2VMW/Cap60sFPZ4L6K1YTYFIEX9xoi5zEvkKeAKSHyFgsqqkw39B4gTVPzt6ed8Vqz2cTi4iLOnj3rCj56MjYDQiTIto1aZvlbp9MZCmWz8eT8To8yTzIkuYxZ2bxxYueZ9ZBwLlOR4fzRUL5du3ahVqth8P/Y+9bnRo7r+guQeJEguU9rVytblhXHZUd+VJIPsVNW/vQkVfmQSpVdkZ+yJdmy5JVWWi2XDxBPAvh92N8Znjm4t6cHxNoLOreKBWIw09Pd033vOffe7lkuS8QuJXAIYXtgrL/DfZX0MYDntIZU6qdGw5UMRX0Q9RXr1HUjmXW9j7lRGG6/ptAgAwHPMao3p2KmPLa5beBnqGTIrJzqizmwu7tr9+/ft4ODA/v6179uR0dHpXdrMWlGHb3PvyWBg8XMH7eaTcBkhsfXF198Yd/4xjdsPp9nYxG1VQD5eA5RObkkKIoepchI5ET1ytF7ALew5JSXuk+kd3OxCAvWBwGL4MW7f4msigiLpDAKS9SH7BzhY/xnZskx7tUJ373Axd7eng0Gg2I9f1Ud68iNIUIQDNKocyOvCzNYT7jM+Xxun376qX3nO98pvJz489huJFA+7EXmSZ07mT3yomCfQYmWz2Qo8rh4yg3gWAd7ruLLbZeWmxL2HPNL47yNE16WqDIwW/UCehIZBG4/gx1NeQMJqqOkIV4aX6PRsIODgyKyhjp46VzbKvqsWA8wwATZBEjgt7b/4Q9/sNdee60E2L0IKyJBiAClompVY57npUcKeKtR6BR405Dadvv27WJbXnj1o7GjxBm7TDFIZkEqauT1j4Cv6hv0XSoC5tWxqg0p0fIjm5FzL4/ELJdLe//9983sagzgOfHGF2arEXiVVqtlvV7PxuOxC2o0sq/jygNjPGZAhrgs1jutVsvu3btnBwcH9ujRI7t//751u92VCBbSgXRB/nXWQ77KojZO9X8qK4Wdovw7P1+ODH3yySf2ne98p0jr90TxEAuTXUR+j4+PXedXVZt17njYxKtbypkRESDUWedIXadsREi0TryWKIVhFIPBWYi1lZgHL8Mhy+IRE7PVdcvajpTui35T+2lmoT2J+o2jnorJFYtotFLrVlduFBHyIhyQlMezykuvyt/shSfmzTffLO3QpGXy9TrgeJIBYLHxAOBNDUQ+pgrHM3SqMNTD4SmPFADhcLFXpyrBmoGURAQzJeyBmU6nRWpcFALfpOizZuWcA9RS3rHIy4IxFG3aERGrFJhDfff29uzWrVv29OnT0nohb8H8Nor2AUd7sJ6BwXyj0SgRJLwfxKy8hkVBJxQ4kyAP9OMeXkSa78NjWZ+vvkCYt5Df2dmx0Whkl5eXNhwO7fXXXy9e8GwWGy/co9ls2je/+U37/e9/X5TpAQkcQ3pX1BZvDHLUFm2tkpSeqDPnNwVOGOwqKZhMJsWmE1GqMcYKsg6iuYod2i4uLopdT1WUEEN43HnvBQPZZUKkjoL79+9bv9+3119/vdjuG9dDR7TbbRsOh7a3t1dsoIGxiY01cqNoN0EiAGoWr+dM2Y5nz54V7+yqExnS+yINk98pp3WI5uO6JIh/i+wezvEiwnxtCo9Uieopr37rOGYxty4vL0s45GVnUngkSFPkUuMQdffKzbmn7hKaugZ1MysvK9C6d7vdAovs7OysvO/wOn16I4iQB/SqPHqQKHTnfedj8/nc/vSnPxWeGKwtUsWBPzYQbOABtr72ta+VXvyaIjxm6fdrVIEHNr6pyZzDuHEvzp+NJlBdBcUGOid1h6+B14WjQVE7PG9UykMVCRNmrbN3zKs7kyGvrlonjC3sDIZjuePfK5fbsVwu7ejoqPRiWrNy6uFNEH4+rVareOcJAIJ6rvkY1mrA681rYZiUo680JYpBhDcGFCRGJEjTPj2Sys8Nc+Po6Mju3btXnKNRHG7LYrGwO3fuFFGLquePeYd0Ogj0YRWoiiLRnrDHVusOSaWZbdpJoqnGEESD0DdcJ3g6tR3q2FNBilyUHlcVWVLBGFQSB72AzQ/6/b7dunWrcJrw/RqNF2tBJ5OJ7e7u2nA4LJ55r9cr7RoXRRa3WSJiHj0DjRZBqrDI5eVlgUUwDnBvdQZDOLLBeoedQNPp1PW8axu9Me6l60biZapw+Xp9dE/Vm5sWdrDn3AM6lv80pfhlOGY9kuM5TyOi4vV/nXtGDtnoHvpd68afBwcHNhqN7PT0tCBDIEHXccpuLRGKwCw+2UinFoTleF40VxHy2WefWb/ft29961uuEUZ5uD9fj/CemZXeSYSJFuXPp4x4pDSidishYvCd64Xl/+uSHd7q2gMwWp8qBYR7azQI13sAsopocD2qwAg/Y49g56bTeCTGU/q4j5Kg1HU5okoIXufBYFAq8y+V5/wyRdsJEtTtdovd1bDlr+dx6nQ6tre3V4y5ZnN1Ywn0E0dmMCaVBOE3fuFxFRnQMjxvKQtvysJz4vbt22Zm7hoztAkeY/SHAmUW9AeTIRgtXpek9WMHCB/jT/0fZTCJyNVjUfnrCAiitg3Pczgc2snJSfGaBtb5GCfQx9Pp1LrdbuU9sc50OBwWfaztRtnqkEPdorawPTW7ioh2u107Ojqydrtt3W63NGbwMl2zq00ReMwtly/eM9Xtdu3u3bulcbSNkrKxrANSUV4cy8Ei2lfz+dyePXtmn332mb311lvFO4e8chiPsM1G/UCEWq1WAdijtWyezuHjen4kXqaK9zuX732HPltnvRnvLqubImjbqrAI6xKQIV6jzGuVo3bwsXWIXQqLpEiQlqF1i85jElQ1huuINyeARdC+TaToby0RYokUf2rROIuCRxYlQXrOl19+aXfv3l15SzauwfoCFU59w3ntdjsJLtXLkuOp4esiT5P+XgfcQnHUVUCo23Q6LRSPTno1IikFhOsxKXi7Sl6c+LK8SawMUiQop/wUIeLviF6kxm+qLO3rVPsPDw/t8vLSLi4uSpsDvAyP1l9SOB0CJIi3m97b2ysBBDZgvV7P+v1+4dlmIMvfzay0OUKuwEuuxqCKBOkzifTE7u5uKaVqNBrZw4cPC4+e6gN4Nb/88ku7ffu2ffnll6V7pcgQ6oo2cSqKF/GK2sptZmEQAdKh+hISRYVSgLaOQJ9jvEA3zudze//990sv7facK+vcDxEWflO9J5wimeNB5brAUYCXinc6nVL0cDKZFDaXI/m8sBlgtdFoFMe73W5BnG6C8DjNfZZKnFNYxPt9Pp/b8fFxgUX03gyKWaegrhgzwCGtVqtYd5aytx4xMquewx5YruN8jeY/+mIdMoTXRaQcvFVYRJ1ZIECcFZCqO39flwApFtG+rhpnihWqxrFHgurU3XOC6PX8PPf39+3+/fv2+PHjor6e86yObC0RqjLAZuWdinhDAkiUjxv97p0zHA7tz3/+s/X7fbt9+/aKxybloQeYbbfbNp/Prd1uh9sqRvncLKokPHKIdnnAOEXAcgBvXSLBJIr71yNE7Cn17otPAM7JZFJSQlUeKlV4ddqB5xh5/HQMRMrTu9b7HePSI0ERmfXGfo6wArp9+7Y9ffrURqNR1rXbINALSAfp9/sF4Ov3+8X8BODDOw3MXuxi0263i9Q4eLbZWJqtpnJgPEfRDRYmqB5x9cqHVDlUkPoC5wG3C8QPwqkd0KvYdhd1iwA4vKC4xmx1vHptTvUH/oeo7lASlNJfVbot0mt8XB1fuq5nsVjYcDi08/Pz0vavLLr7I5OMqvmKqNBkMskCBnVAA+rUbreLHeGQwcApo5eXlzYYDKzf79twOHTXXOzu7hbr5NB3p6enW72VdhUWQf9VAf0cT32KmJydndmnn35qh4eHrhMYui6ac2zHer2eTSaTIq1RNxpiEpQiQDk6jtuWEk+P8nXrOjL5Os4iYkzgkaEIi/B5Gg1CKpfXd9oPHg7ienoOlBTRqcKy3v21DNW5+G1dElQl7FiG7Ozs2NHRUbFuORefpmRriZBGTtTwsccDnemRoaqHVjVwFouFffHFFzYajezf/u3fSjtfeNvS6iDHZ6/XszfffNOePn1qz549M7PVtQSamhMRHZSvHhsIR7m4Dh4A9zzN0YCvigqxMoEghxxe9SoPVFRXjIfBYGCj0ahQPrxDCy9O5r7ge0T9ED1/BkCeVy8nnzgHZLEAhGhdNR+8bmQP5eE5Kpjb2dmxv//7v7fT09PSsW0WpIPx9tiI8nQ6Hbt7927xO3+aWTFvkSpmdpUCxeunEKFMgXtvbug5KaKjJMsTGAxPV8J5cHp6as+fP7evfe1rpXVDmD9ffvmlnZycFHOWdz3TSIzeGwQAYItf/IoyUhIBK+07njtVQExBlUeuqgTt4ZfW4lrohZOTE3v//feLCDhHTNhWwBvfbL7YvUsjll6GwXQ6tfl8bvfu3bN+v29PnjyxZrO5sq6vjsAZsLu7W2xugLpynbGpA4hXu922k5MTlwRBT+L9Qgwmh8PhWvV8FaRqkTaDVqyV89L1U+Mt5bRl59eXX35p4/HY3n333RIW0V1B9b7swGm32/bGG2/YrVu37JNPPrHRaLTipOXsihQOS5FEBeYevtD56+lBxVJm9aNCGL/YoETrqOeyc5briuOLxcLOz8+LaDuvVWa7oKLtyNFBijf4j3+va6ujscLCmyJsigAxzotkZ2fHvv3tb9uvf/1rOz4+vvamTVtNhJh5p9I/eJtqlZwHGP3OKR/D4bAACzk7oXnSbrftzp07NhwObTabJRcj5yicKDXEC+96yiVX1vHEpEgXvnteF40e4ZjZFeCEIuJxoZ9mV+vIWGHUVUCsfPT665CEHK9g6pw6JIgNSQQiIbu7u3b79m179uxZrXu8qsI6gcFss9m0u3fvloCnZwSUBJmV+5PHIBvKnEgFJAXgc8vQtNCUXjk9PbXZbGZnZ2cFIeQXAeoudDmGC+K9JBTHPA8k2hd5oyHqcMjRZykShO8eQIPwPORokHfeYvHiZYreuzeUBB0dHRUkpNVqlQi5ynw+t7OzsxKI6/f7xaYdUX9FgvpjXSBvGGJmK0CLSUCn07HxeGytVmvFBjEYWy5fvAag2+26u9Vtm3hgnYVtAuz6y3Ag4TlfXFwUWKTdbtfWMRiTrVbLDg8PC1uK43jmuSRIxwKLl3Wj844/q9riRUrqCtrqPccqZxT+eGMEXWuVaodHgnIwieqi65KgXNkUCYqur3re3W53I3pja4lQlF6ggkmLQelFhaokR5FcXl7ar371K/v+97+/smDXbDXc6JUJb9Hrr79eTB7P2xQpHJ5gqdArfq8iQ3x9lbea21c1YfVa3jQhWiSu5XM5UDCz2Wzlxana5hypo3g8T911SVBKUi+/3DQxwbPRbZjffPNN++ijjyqjGNskMBwwIkyCPGALT7nnXOHnkOupqiI70bFckJMiQSiDoxTD4bD0HiCQoeVyWdqAhMd+zroTRLZ5Zz2zq630PS+w/h9FnFB3Mz8VOSU5wERFSVC0zTU86W+99Zb97ne/KznlGo1GQXru3r1b/N/v9+2dd94xs3JaN9dlNBrZZDIp0jXPzs5sOp0WkbynT59as9ksbGWkH5j8YGxjExAFWPjkOrGNQl28PkMKOAjbeDy2s7MzazReLIDeVl2Ss/YPegXON8UiIBubsBvz+dx+/etf2zvvvFPMURZPh+ixZrNpnU7H7t+/X5SJDT68MjxM4uERPgc2nh3KKcds3fFRx0GLc+FI5THPvzNZ0/JRP94UQftEz/WE53quk16xCMvLwCLeBmDrShWZisjtcrm0R48e2R/+8Idr12FriVCk1LkzWVEjDcPsyrDw5E0xUu83zwN5fHxsn332mb3xxhsloxKBF23D7u5uYSzgiUE+tQ6E1OTySFAuGdJ75CgggKJUWXyu9xs8mJxawxOYladeD0M0mUxKba8CZfP5vPCasiLB9yph7wufn6N4IgWSIjP8or1NSeo54VnqxgibrsNfU3RdF8Yg0pB0PGAtEUeCWPjdX9HcrPJw1olm6DFv/EQGWMEJ6s2LhgHYGExzWzD2QYKi9RB6XyZdEI4yVdU3klT+vlcfT0d6zhZPb1VFgrhOKO/tt9+2jz76qPhtZ2fH7t27Z7dv37Zvfetbtr+/v7JWiO/FghfhgqS2220bj8fF1rKDwaAgYehbJi3ssMEieewAx6lUmkrtpVkp6OPfoLdArJkMYcycnZ0lntarLV7Kl/4PorNcLkvOLB43VbbTEw+HLBYLOz4+ts8//9zeeOONkg6PzlfhNUZ37twppZtru73540WK8FtEorz1wnxdSjxyVbc/Mcejbe35HBxTZ46ZTxo18hmlEHPZ3nGI2i2dqzh+HSxitjq2OTtiExhA28GfEMYiXK9NOk62lghF4nUOJgcWM7PySeWSRkbVIyWNRsMGg4F9+OGHZmb25ptvloBylQfFzAqvYrvdLjwxiAx5myh4ICGHBOl1miLG59TxqOYQK3xGg53rUSfvE3nySt6gDLCbkqbG8Tn4XyUCQJqLG12vklI8noJkULQJD4zZqhdGnxc/S5ZNK6BXQdBupCYhGsSKGaQnigKx1I1CeERlnchPRII8h4anf/je0DuYO1om6xvoN43GRHX3dAXLdfO9q9JjVEdGzwFtgr5ivcXAA1Gc6J69Xs/G47EdHR3Z6empfec737GTk5Pi/TsgQGqbPBLEgIzHIdZYdrvdIqL34MGDYnMTXMfp1tArSH/kfH+Ux5LyOkP02SGVCuuJQIbg5Gs0GsWOcTfFuRLNVUQcdLtwPHNOQdO+yIkW8fg8Pz+3Dz74wMxeYBHc3+xK1ythUbuJqG273baHDx8WC/2hH7zrVFIkSK/hV4pcV9YlQ1xP1iOeTY5sI7AIR4X4uoh8sk7Bd/70RB0VkQ5WqSJaEG/MoZ6bijRFmCtF2DeNQW4UEYpIECZuo9EoADG8VLqbUZ1y8RsrlfPz8xIZUgNmlt4Xn+tx584dG4/HxfbP+FRJ5eBGHlX1xKbWI3llKjDw7sWT0gND3IfwEquhrhKEoWFgIhC1s7Ozsn7L88qppCapZ7BUOaTa4JXNgFLv9TLzfPV+bAjYY4l+viniedp0wfvu7q4dHBxkb8efI6koT90Ux8iwRuelSJDZFSCBJ9PbAc3zgitwr6qTghXPQcLl1xGPDFWl7+gzYe+yCmxI7kYPeM/P0dGRLZdL63a79vrrr1ur1UoSAT6megG6AsdBXg4PD63dbtvl5aXt7+/b06dP7fLyslh7ynXyyI+n23JAGesF6A3odN4u3exqLC6XL94pVOVc2FZhYqERB94pDzaISVKVQyGyLZi3SoZy5yUL0iSjLJWqyC8fT5EgviaXDEX9E9nVXB0COxfNPbP4ZdW4NtXHGrnhY1z/nPp6WASfOVikjl6tG2mqUy6TwKpxj2P/FxGqEAbSMBbMznU3FVXg/KmeGG8wMTGAAmIyhAXY3nWe8WWj8PDhQzMzG4/HlYonKtcDPpjovP6j7i4rHhlSL0pVmgpfjzUomAwR6dO2cdqBJ+o1Qb289JOU8NjQa83K4yolVR4e/b5pxaOpLnwfFoAVPGf073U99q+yQCeYXa3H6vf7pYXnkVQB+VTkRyM3VWMxh/ykjIVXFwUuGOPRCy89MqQOFR4/LLz+SMlQqo8jB4QnKQ8i9EUdg6oRIcyfVDQIgqgLtp7v9/vW6/VKdiHSRan2qg6C7eh2u3bnzh3r9/u2v79v4/HYBoOBDQaDYv5qCpzez3MSaN3MqvVByg4wUbrJohgB0ul0VnAJUlM9B52HF7z7mJlLhnAfL6vFKxv6kNcLYW2akjyIOkoiAgTdoGXkRnE8Pcl18hwtXp9F1+JZpcijOqE9EsR6kfGRRuBSdWPheejZcjNzHb7rimKETUXtvEyaVD09Z3pdp2EkN4YIecZcIyBe2H65XE3/wMCFwoBXNPWwlGQoGUKImc+NjHBEhv74xz+GXsyqaJAnmOhMhiLJZeooB2WmPDwaFYIH0axaWfEkYFDD5Aw7FIHMIjLIEUGzstKomlie5wVl1FFmXJ62jY9vmgRx+eqFicgQ9znSI26a8E5x/L4NJkHXlZwxvSnlXhXt0Ht7DhYYdcwdNoLsXPHSRvSeDHTQD/pS1apIsOrLutFWLaeKBLE+4TKhPzSVLUcQ/YmcY3pvri/XgZ8b/lcHVLPZLFLl+v1+8X6f6XRq4/F4Zb0Qf7KwfkDEFDppPB6XyK8XLfQE94Hd3fZt+KsEz5AjrRCQIbZbvE6Fn2vOWOOxEpGhyO6oNBqNlfVCWIeWiwe83zQ9VW1PpAtSxIePsQOcP6NrvDKBYzQ6FJ2r7TK7Sg3F/TRdry5BYRLEc5KP81zKmVc5ddg0CdJyq46pAMttCotsLRHCtpDoiJRHCYOTPTIwwgj7qrcLaVRIkzGrZtaapnV+fm5ffvml/eY3v7Hvfe979tZbb5UYfEqggHgHn+Pj42KXHd4ZLfK4MLGIAA+InudVYMnd5pSjOdGA5rarBxzrfHJAoworAX0ZpNmLMcOpLPoc2PvjpRFC4bAXle8ZrTNKefFS/3tplSzrAGaNZmlbPMEz0tTDm0qIWq2WtdvtUqqQ2Sowrivob8w39Y4quefr6gAg1QlctpKjVFotBIAAukLJkN6Txyuu8UAcovQ8HllnpcSLMERziSXlOFJRcsCfUTSI7QgDSP3uCW8WAR3qRdcxdjAftU2oH9Lj4IDrdrt2dHRURN7Pz89tPB7bcDisXLOA8vCiYWx/ze+SGo/H9uzZM7u4uCjKg1MBc8oDvNFLxLdFNK1PsYjORSZD7GzAVuXsFATx1HvkrBficfH8+XP7+c9/bh988IF9+9vftm9961uVNh+C54e69Ho9e/78uZ2fnxcRY9wnNa888q6/qXMupQu03ik7qfMp0h/q0E7hmAh3oazotS2Ys5E+iEijRlAUi3gEKJfkpI7nkKA6WISfAdc9dzyqDXv99dftT3/607XwyNYSIU2jAPOOtnBlFu55ZLhMnMMTOweMIH/28vKyCB1jm9DJZGIPHjwo9j2HxyJHCUEBfe1rXytyvTUCS4dm+gAAIABJREFUUiXReZ6nJFdSYIPvx2AH94R492Zi5pUd1QWgyyNDnHbH92VhkKq/K1jzSJACJq6bF+2J2pHrfUmF7KPzPeWTQ4IipX8TU1oA+rz5VTVHUiTerEzWlex4IF0dBepE8OqUU99cEgRJARIdHzx2FcyrqC7wvMOeKDjI1YNVUaDriJIgRH/qppLifLxvCWVr/zEJUoeX1ovtGKd8QnhHMDwDdvzAKYiXDXe7Xdvf37der1dyHsHejUYjGw6HNp/PX9pb518V0YwCbAwROesg6GfMEV6bx4K+xXPL9cprlAIvF//ggw/s4cOH1ul0ChySUybv6nb79m2bzWY2HA6L5495m7LROem83v+43jsXx1WXaJ1Ul+I8rzytRw4ZUsEcQj2AR6B7vT5nh5HnWOJyI6ygUeoqe5T6zbM7nqR0vHeeh6Vy8DAL7oVxfB3ZWiKkinW5XBYKKOd9FkqGer2e63WDVA0EAG1EgsxePCjkws9mM/uv//ov+5d/+Rfb29srtSNnkDWbTbt//36xJapO1AgU54BlL3ysogocn56HT/sQCtALCbOhV0WkUahc0sjCESAYmyrx7pUiQTyBo3rmKiavHSmSwuelnjPXX0PpucqHy3/99dftww8/3FiO7l9LIgWK7dwXixeblHAqpUdA+PmnyJA3X8xW1zNq+Qx4I0DgtQ1/mopSJzIC0bkTgR7tFx53ERliQFgFLvRaSA4pyjWYHnBPOZ74fN6AwMyy7BGE1xjg5ZtMiLQt+mw9b7vZKlBpNpvF+4oYnDA5ZhKEzAREgkCCXnvttVIf3b171549e2bHx8fW6/VsMBhsvY6oEgXWiPDA5qV0gdlVJgJHXqP5ngsWebt0ECCzF1G76XRqn3/+ud27d69Yp5brmEW9Hzx4YKenp8U7xZhk1CW7njPEc0hG804JEcpkZ7mSNE+PVjmEvfukhHU617fVapWeiVcHjBuPDOI56afZKgmqwpZVbfFIWCQpPKJRc9aXucQe91BhPL2ubC0R4rxkBh66WDfnXTJMApgMgMXr+iD2MLBMJhM7Pz+3xeLq7c6NRsO63a7NZjP79NNPbTab2T/90z/Z0dFRYVh4gwBPcByGC28Sx7VsaHXy1AG50c5xVcZfFWBEhvAbhMF5lBPMkqNouT8hACbRi1Yh0Vjxoih1SBAk18jw+Ks6F8JKKAKHXl2rFFvUV972utss0+m08OCbraaz5Ea+MD6qIkOewYjS5lTWjXwosdK5nktAoHOq6qH6lHWsSu6OkSnnFJerqUObiAIxeYS+5J0oWT90u92VjWgi/aJb7XImAgMbLKCP6obr+C/l0IOTCEBiOByaWTmVGOd1u93iPUPdbrcgQSBGKLff79vR0VFBiB4/flyAPo1Q3BTRuaxr6lI2RwW2S4Gjbp7g6Ra9B0jQbDYrOU8vLi7sZz/7md25c8f+4R/+ocAiy+UymVLFGANjfDKZlDJxUO/IaaLjUccCj3smRJ54etYjQ9w3en+UzxjEbDV1ztPnOfbcwyPsZIvGBUeS9Dg7MyMSlLLtuThEv+fiEdgeT4crBsFn3WiQlnld2VoiBKOjYUYNLWJDBI+Zs+hgBXNHfi4vEGXBi7N2dnaKHYFAgi4vL4sFXePxuEi3+Z//+R9755137N69e7a3t7eyxkRFlQq/5Z0X42kEBZMs1yMZeTxyQFkE3lX5ed5wXJ8iRLmKCMoB/a8KBeXnemhzSFDKOOVObpynZeaUoX2sfafj+joKB4YD4GkTSuhVkRRAi37j9AuOOObkaPNYgh5jAIDjdYVJkBKeiABF92Fdysd4/rDe0nJ4/qnDSUU3WUmJ1kHnYJ35XUcw1xT06Y6RmqoS1Wc2mxUOGmxL7F3Hm72Y2craJKRiedHESACwza7IEF6cC8F77XZ2dqzX6xXrVXFvXIdzzF48u06nY0dHR2Zm9vz582LrbnUq3ARSxONZx7tGXj075u3iZnalq5FayCmK3nbj4/G4dD/oEbyCg/HA06dPizT+b3/720V0CPdlvQRBmfjDGhe0U1PLI6cqlxcJ91PVWGZsoQ4+jwzhXNaRSiCq0vPr2OeIDEXRf4iSMbYzTII8HLIOaeNzVI/VxQxVJCzHEZsrf/NECOJ5HJkkqReAr1XygUG1u7trvV6vWBCKN36zzOfzIsw5Ho+LVAAmQWZW/MaLQn/+85/bnTt37Hvf+17hkYlYMXsIza5e/KibPFQRnpSC4v6r8mZDWAGhn73d4iJvDNeLDYmCHJxjtvq8ono2m83iLeZaZ6ScqEdG66eeXn4+KRK0DiG6juLJ8fxcRzliPHCfbUKBvQqixKWOeOlmOn45mpwSBk64BpGCTUQzUM+o7vo76pQTJUJbUwYp8nCq5EabqurleR49yYlAKXjjSDzvONpsvlg4nrvL4HA4LJxnquNxjNvB4Eyj40p8eY2KnoPrUD6chYjswLkHZ2CzebWlPByC9+/fL8plEoR+wMY0b7zxhu3s7NhwOCz+OP3pJkiKOPDzwnNhYRKE8cTPfH9/v0hLbDZfrBWOsAiconjVxnQ6tdFotPL+wfl8bpPJxKbTqU0mEzs7O1uJDpldzQmuM8bpfD4vjXtO7/MceXV1mI59TzzbzZG4iAyl6sNzhB1bOIb2qlTZfI8MwSmgzvuoDIwzjwxFJChHB7KkcEguJuTzPAd4VV/p7xFG06wfffF3HdlaIgTxCBELe0ZUoHSggFAevF6Hh4e2t7dnu7u79ujRI9cL8+TJExsOh9Zqtezi4sLa7baNRqOVVJrRaFQYGiZL8/nc3n77bbt3754dHByUBjeAEBQPFJfntcMLYzHh6oIa7i/PE5GSKITMCkjPS93fA/C41ksj1MmeIrr4jkmjE4s9/Ey+cj0wdb0cOVElbSdL1XNKlVtVT8+BwI6GdQzcqypq7M2uUhjqiI559uDn9LdZ2QgxqM3t64jweOd5JEiPedFZfPLY1bZ77eM2Rg4ZjrCsI9D3qTmqkiJEnnHn6Eyr1SrSg6C3h8NhsRkB1o5CkK7Eu6t5zwe6n4kPwBnmoOpXTotT8fQaBHYQO5fxu6MQfdLUPJwbPfNG48Wi+na7baenp3ZycmInJyd2eXlZ2EjeOW1bRccTRz7Nrp4tcAY7DriPmQQ1m83iJc6ckrizs2Pf/OY33Xp8/vnnNhwObXd3105OTlbIGTt9oNsYiywWiwKL9Pv9kk7E2MIz++KLL4qsFDw7nl8eieL+ySHBukwhJepshQ6JyJCWGc0/bhP3I5NflpRTUscF5hSnxHqESHEI928VCapDgFQ/pNoTifZp3bIinOLh2d3dXZtOp9ZoNEovJ15HtpYIKbP20uQQrjUr7yCm0QcsBm02X7xHZH9/3w4PD+3hw4dFB/PgY3n06JGZmR0fH9vJyYndvn3bzs7OwvpCmcAIDgaD4rp//dd/Lb2t3MyK1DooIOT7RoYuxZ5zDY6CgioAxpM3pYC4bE/Ua6NeHnz3AFcK5LDCQlSDn4fnZWDvCys9NfyqPHImu6ZNMbmCeMC0qnxPwV9XVDFrus62e3W9iNDLAGUMms3S6Whm5VxwNu51CNE64rWdgY7nrVNHQgoYs7OhigxFkpMKwbpD656ar15UnKN9OIfXS+D4eDwugCu3QddqYCwAfGqdVDgKy/WA84slGh8eyca5vLAfkQUlX51Op1grVHdx8v7+vu3v79vR0ZH1+30bDAZ2enpqy+XSzs/PS/2wjaK2xOwqlVGPI+ILwf+cZnZwcFBkoezv79vbb7/t3k/l0aNHtlgs7PT01AaDgV1eXhZp9CrAIXDgmr1w1gKL/PjHPy6BS5y/XC6LVLvxeFyKWufqpTr2SR2zdQiRRpXq4hp19HD9oY9zo0N8XMkB600llagvMEgUsfF0Wi4W0Tam1iHmSM6zWpdgeRE9zJ3rkKGtJUL64ACQFbjxAIJHBpEZvC35Rz/6kfV6vSIlYLFYlMLJqqR18O/s7Nhrr71md+7csePjY2s2m/bs2TM7OzsrPIU8+TRtYTKZ2MnJiT158qTI//3mN79pb7zxRnGPL774wgaDgY1GI5tOp6WccH75GsSLCq0Tnq4SjR7h3vgNCimnDrww0vN4MDhhIMKTORVOx7leuhHXkccL96kSIK2nd57+xqTKUzieIsxRKFUhf09ShNK7D+7R6XTWipa8iqLPj73p2j4vIoxrvPQwry9T4XvP68VAm3UTvleVkSIbek0UndCxFQHtCBioqMPDIz1RtMosb/1PSg9wdBd15/+j6BDrHK0r5jXIjpkVDjGOCHnPIvLucvk4xpGuaDyysJ6KgNhyuSx2DoPTreo5oo28KyevW/KAMYA9A8mnT5/adDq158+fV7blVRUGpzmEIMIiP/nJT4r+MbsiH3WcTc1m027fvm3//M//bKenp/bb3/7Wdnd3S/3rORUvLi6K6MTJyYl9/vnnJSwCkInxDaLFOITHtmIRxWV1pEp/RWOVnwU7H6v0ZmTL2enp4RAvqqLOFC4X6Vy8jl11sOeATTlio/qrzsJxXduY6ut1HKwpp4xHMKtEz+l0OisZUuvIjSBC7Lkyu4oQmV09YISXe72e/eQnP7Fer2d7e3tFOZy6MplMigkznU6Tg0SjDXfu3LEf/ehH9r//+79m9sLLAmXjsW8YBIT4ADDff/99+/DDD213d9cePnxYeBJ5u0qz9HtcGLxE6RJ1JUUg1NNSlW6i5bEy4Ws9zwwrGF1XoCCISaF6sHFMI0GR4uF7RyTIm9DcNo6YaR/kAFdPovLWLcM7rkbkuuHoV0FygLt6bVm8CGXd5xdF/1QwJtkbqQY2IsMpIFJFcvR4Vfs846xlcH28MR8Bypz64bsSHQaYfBx1YLKfaic/AwiioyA9kc3w+iCKQvE5eq3nkY6ABQM0/V1Jbg4YWS6XhZ1iJxwIlSceENvZ2bGHDx+a2Wa2wH0VxOtnFWCRdrttP/3pT4u1yJzKNpvNSoQXdj9H8CwODg7su9/9rv3yl7+0vb29Aouog4UdEhiL2OlvZ2fHPvjggwIfHR4emtnVJlFmV9iCx7rigpcZ8fMc1Tquq9aC6txCHykO8YRJJe4BnRLpdq2zYgpuS0SA8OkRCw+b8LmccaD38+pXR1iHqT2KsFEd/aP32IRsLRFKAQ8Gmhj4BwcH9u67764oHZTF+bscTm632wXjzAFNZmZHR0cFGTo5OSmtR2HhgYI/KCO8O+Ly8tL+9Kc/WbPZLBkLjgR5wju4XHewpK7Xya2pFzieUyb6QAkRAz4oGVZWTIY4jUTLVa+L2eoi7mazWSj9FDFQ5eMRIA+I8Njkyb+pCV0FeKvITtVxNWo3gQyZlaM9/AJI7BiphhHCY7UOWTDLJ0AqGEMAHzy2VbwxiTpHESCWugbRW//gje/IKwjxiE1Uz2gdAusHBQ4McFgHKCHxhPUF35t1QMqLnwIGnu7S83COl+rjzdeqea/9mgKuo9GosEV4R55ZORUMZURrKLgusGlvvvmme79tEMUFKYdps9m0w8NDlwBBGo2rd83gWQCH5OoJjOV+v2/f//737Ze//KWZWZFWr/MTcnl5WWAPTpdEZsvx8XGxcx3amiL7XP4m7VxK1+m88AhRlbDzxCNEqvf5k7GI3j+qO9efJXpOXEf+LUWAmPh4eGUTDlmtX6RLtb5VOvdly9YSIe40To3jY2ZXIch3333X9vf3rdvtusZCBQNZQYMKL+zlSMPBwUGJDOnuI57y5JxWeBU5jQPh6zoD5jrKxwMjWrb+7kWB6ihvJk9edIjJlhIJjgx592SlzYTBiwZ5deN26fjzztUdXhiY1e2buqJemXWvx//c17kOgW0QEKBms1noB5Af/F8FdBSk5njVrjMGUvXxvHCsvyJ9xkY15cDIEegBdlxEgrqmiJkHtKrqxjrD01OqWxhE1Rnf7MDC/bhtfF70v+o1/s1zmvD3FBlinZMCPVxOJNiNrNFoWK/Xs+VyWax1RYRDdxLD7qYsXA84HP6aAGgTovX37AHIzc7OTkGC9vf3k2WCDPEcyd1kgMfL3t5eiQxxem401nXNCh/Dmq4qMO3poE3ikdTvnqMgpwy1m0x4zMrRW52zHhnSe7Lu8p4l9yfjBv5dv3MbvXO5DM1KQt08u7EJifQX6lwXy2pZf/MRIa8DWQE1Glf770PpeCQoR1gheGFYDGg15Ht7e/bDH/7Q3nvvveIlqFBoqUGgSkijH1FYkxWg1jvXuKfIT2SMIZHnhSebB6h1MvO57BFBv+g2sjhPy+ey0DccRVOlwcQlNU4UaOhvKMcrT71HemwTEpGgVL1T5eD/l0Xa/tqi3mtOXfGUb0Qk+LzrpBjUIa9cHxh/b17iHG4Hb3ahY/A63kAGCLk7wKV0IUTrlhMBY+DC3ly+1kttrKozPyPWS6iD1x7V5zhXv+t9+Lj33dPxTICqxhJHFbmeLADPs9msWPu0v79fvJ+G8/ThfOSUcK0fbDHb6W0lRFG9+ZliO3G8liNFgqKyPUeaCo8xHiutVsveeecd++CDD+zi4sIGg8HKfVKkCMJjVdfmRvfX+9SxI965VY4VPocJUaoMxhN6HmMuJVjelvYQb7ts/j+lYzkrxRtfkS3nMYd68XNSXMT6Z10ckjNutA0RBvFsn/d901jkxhAh/Q7vS6fTsZ/+9KfW7XbDsjTFDN9zFI4aUVYA8Ir94Ac/sF/84hd2dna24knxSIB3H0w6DmvroKlSPlXhTiYsqfZ7SkSPc10iI8sLbXkicshZjTwDG315W6T0qvqGI29MvCKJFBMUDkcZouiVTua6ADRVR/Vy517HbUnJTSJEiPzs7OzY/v6+9fv94t1hZn60Z1MppyjT+67ezegandtszKPxzvNVd/7L1RVVUkWGvDZ4ZfD5KVKkol5cPs79E3l3q8iongvyxNv769hJtb9qXlYRIpZcJwd0KNKfPBLNslhcvfT17OzMRqOR3bt3z90ABOulms3mSvoXEx/+7SYRIdgBjAXok5/+9KdZJKiubvHmBts8pLv93d/9nX388cfFeiG1uVznqHycz2PdwyL6P9vpyKEU9UHV/Mk5j9uh86fRaJTao04Tzg7y9HGUjudFsyMsgus1kyQSjySp7uG0bq2H6t3rkiC9B0fEvGwtvaaOA3DTsrVEyBN+6PC+PHjwoPTG5JTw7j68VS1HfHggs8JhA8WDaXd31+bzub3zzjv2q1/9qti3H/XhieiFNyGsQHTwRkTELD/XU9vj/Z661vuOCeDVq9FolAgoyINub222mv6h+brqlYFwX3lKCWVgfViq/z3RyB4ToXWUzCZIkP6uIBB1gag3qEqiftxWwS5Ne3t79uDBAzs8PLROp7MyrzzyUDUnUqQ8dTy6lt/dVBUVUUOnDgOzK92g7zZJGeocwb1RNuaojtsqUMDnaXtzQDvao4SIQY6X6uI99xzhSP46Efjc+eeBmsg5FZWp/ahRIU8wRsbjsV1eXlqv17OnT5+WzoHzsdvt2mKxKEgPr2/FOO50OoXDcptF+5iJXrN5teb0tddeK7BISvAMdLt8L5VKCZA+V36esFdf//rXbTab2XA4LIitmZXSgKNxo1kZSqRyxMMxUR/w/zlOo1R5nu7gOnt6IZWlovoEZeNYFGGKokG5WETrrP9XESm1ZxFWSWHHOlgJTuJUO6L6peQ6Nkpla4mQKhR0CgZSo9Gwfr9v3/3udytT4pbLZbE5AqdQsQHWkC8bD/XoqYHHAMeOK+PxeGUianQkqicGKJRkrhJKeWEiEpTyyESiSttT5EoAmRRp+z3yA1FF5IVi+VmpIVHF4/W9953P480POA1E64DvVQreU9DaF3XEU1ieB827nyrJXOC6TQLv7IMHD6zZfLGNrae0PYOhv2s/Reel/k85DyIQbLbqsfXIEIuSIdYL+lsd0THN6/bUmZPSL6xvlQRVkVCvHMxvT49wv3If1J1vaBMDKZVNe0C17h7ZjO6BtDbYOg+0KUDidyOdn58XWyxjzrTb7dJ7ay4vL63dbhfjoNfrrZCgVLbGNojWH+QHsrOzY7du3bLvfe972bvj8bbUcCSY+fNd9bL3neuyWCzs3r17dnx8XGyZnUpjUuE5AjzCbfccs/y7pqvmOIyq8EnV9Zqq7zkOWNfoZlqsS6scs3yMy8ZxxSq4NsIiKUzCuI6vU0zoER393/uuUtdZHEmEN7gOkUNKMfgmZGuJkLdbFXtgbt++bT/4wQ9KW2RDWMGg8z3io4CElZJOSAb5/KAA8Hd2duwb3/iGDYfDYq9+lIP86tQucLg/Pjk0XZXSheMIj3NZnsKMPqvqhv7jfuOBymkYXh3b7XbJE6PtirwK3PepvFy+FysdVRqqgBgU5fR3pGS1v7zfPRKYUhqeVHmRvLKgbNi4qUFVo3wT5Mc//rGZrb5PAaLgPTIUHuH25kAUFfHm48uKvKmhYVLvEZccg5MieLhX5LDR8eSRQujK6H08Chw0ZYProCmEuBeTJT5P65wiSJxCk+tNrUOIcryo3D4PRKBP9VUMOg6UgDMR5XYweNS0Uej1drtd7JKGTRSwFm/bI0KKRRiQdrtd6/f79oMf/CBJ+Pi5MBaJ9AnrZm9+qu3m59lsvti5bn9/30ajkY3H4+IF7xgXUdQCojpN51ZqjmBs8s5qUWRrHUyi/ePhOPSJthGbeyA6BjzJbWLdwXOL35eE71VShUVUj+EYEx59HQeL1tMjQN5v+H2TczNHx3k6K3LGeoR2XdlaIqQTDR2Ht18/evTIjQQpWFdDG00cD6jgu5bP99E693o9G41GdufOHRsMBjaZTKzb7Zauy90Zhu/J9YiUEEczoLRSwE7bV+W5YaXtEUr2cnGd+DyzshICKOP0HZ6cXt1TCtwjWaxguE44pl4X9vgpOMD1uX3K9/OUXk6kJiV1PDeshLgPvWjoTSFDUaoKxqySAogX2eB+iRQ2e+11DvO9VaIxE0kdA1E1lqqAvXdfz+AqsYgAnOphpCzz+Tr+dA4x8dG+ZcDm1d/zpF7XA8pSFZXyxHPURGXz+OK+5r8oCoTyGaTmCvQ17ByITqfTsV6vZ51Ox9rttu3v7xfpp0hnXyfa/aqIp7eRmt/v9+3Ro0fhy295nON/TcvX8cvzQP/Xsvkanpscken1era7u2vn5+el14fkOkF4TkUgXs/n+Yp65DpbtJ0RCWRMkXLIcnlM8mEbdAdf/M5rHz0yUSUpLMJYDeeqo4cxkrZfo3aQiABp/XPbkGtn6urPCD8pIcJaxOvK1hIh7Vgo71arZW+99Zbdv39/5RomQZgI7IVRiSaYfo/AuJIt1LPb7dp4PLZ+v2+7u7s2HA5tuVxap9Ox5fKFR6YqOuTVERMnMvJmV8oJkRNWYrn30farouU+VgKkilXBwHA4tN3d3cKLyGAUxoTXBGl9ouiK9gHGC9fBI0SNRvmN6e12e6XOTCg1Msj95NURkgt0uOyU8vKIVK7S8gCSPltdG7CtogAFYxQGWj38PEZSjgEF9GZXcy56DinyrN8VOKfIRVS29xsMPLeZSUWq7Gi8szAJ8PQr60omQZhXnJrFdYaoXsPveBb8HL1I3zqABud78zFXFgt/p7qUQyRVBx6rDJSZAEUkSEkk9wX0JmcZgMxAZ2sEqNF4kQrX6XSK3VtxzbZHg8xWdTc2Ruh2u/bgwQO7e/eumflrXdG3wCKLxcIlqZ5jSu0uRK/j+yheABZptVp2cHBg5+fnpXJ4N8CcCBHbTo/ws6gujZyz0f8pAqSfKYes2k/UfTQaFbv9qWPWrBwBjSLQVcLRNNZJHgFiR4OZFc4EFl4yodhE6xfVty4ZgkT6ZF1J4WvIprDIjSFCUD79fr8INbKwt4WVTZRqwaIeG5THn3p+FI5F3eF1wbtKxuNx8bIzLLb0duPh9nB5mJAKWHiCKkDwyFDUnuj+3Dfax8zW8dtsNlshQpjsu7u7tlwuS+fwW5rRNzjOpANlsdH2lJG3s5t6sdCPuBc+vTQZBlORt1rPj8iQF5FSQT973hytk3dvLidX1AtjZjYcDs0s/wV1r6qAbMNAMvhD30bgPSK7EO4vjZRCvOiQlpciGlwXbw6rg0LLqTMOUmQoqntUThQJwv/QHSBBCmK87flR9nJ5lXYD3YE/6DqdRyhH55UHClKOpjqiTijoupQzIxLP1rA+TIE/FTxngECIt/MbzsP9sAtjr9ezvb09a7VaduvWLet0Onbnzh3b2dkp7Ux2k4gQt2V3d9cODg4K4Oo5KHQ845MjGXq+Z3f1HD7XiwbpNcAiIEN4P9RyubR2u22z2ayEFVLCkQgmFSnhcZobeVbx+oXtcYRHNJODoz5YO4XoHm8Jr/iK0+K8CKEnurkS/zEWwLwyK2/EoWVD73GbI3KZIkM5Tllv3EXn1tVfOeeyDRiNRtnXRrK1RIiVDv5nD4wCEDMrjCr+ALo98QYZ/+EYi5ICHPMmdqNx9cI0pPPh5WmLxaIY+F79FOzwxGXigLI8ow0j5K0J4DZ7kiJBTDA5xH95eVn8KXhGJG8+n1ur1bJm88VL24bDofV6PZvP5wVgnU6nJcDAbVMA4JEhVTYeCcKCeY4YMeHx+pKfA/el1oOJmgKdCFwpMOfjKcLj/VZH4eh1DEZHo5HN5/OSx3BbhceEF4lVL3nkMPBEgQfrjggkeKCl6n5KDvT6FLDKIS5VuqCqnriP5zlF/RS8MAnSdBaPCOk8wvPiNvL3Ko81yvacDp5eTYGBlLCtil7OXHW9knI4x/A9hwBpek6v1ysBQ5yjTiT0M+wYSFC73baDg4OCBGFTBV4QfhMETlgI3hV069YtOzw8LMYK5rvOSx3jKSLgkRsc5/+98zy9hWfQbrdtOp0WuIOfOciQRloige2rIgRcl2jnSi9KoXVI4REcUzwyn794+S/re2APdsxylA715Hvy+fjNi455ouTHI0H3DQhBAAAgAElEQVSdTqfkONB+5T7gvuK6qLNN9aXWJyUeDsG1KWxUVWb0nL1z+X9vndc6srVESFNa2AMDhXN5eVkMUCVBTIaUGZv5jDeafBAvCuQRKAgA/eXlZaE8Z7NZQX48MhTViz0TugV1FRlSj3cO8ImUjqdwkOoXKXpEingLbdRrOBwW/cAggdcLaXiZvb4e0UF53m8gZeod4j7zngODsMXiaktijwxBvHpwP3vRh9RzyfEg8zk5IDsysLPZ7EaQIBZ2DrB4URs2XJ7+wHXeM1NiGzld8L9KHRKm9YasazxyDCV/RvdlLzCDNrNVEgTnSpSmww4cdTbgXhqF5rHs6QqUqeUpgd1EZIj7wGz17e+51+tY1HEUASBNyzF7AX51EXZEguDRBglCahxS4fb39wudftNIkAp2xjs8PFwBzTxOGaQzEapyTKhd4PI90sPfeY55oBiO2VarVWARMysclMvlleO4Sn+gLWybcZ9IeJ7WBcYeHvFwnuIRrbPZlWMWdUL54/G4iA7h2TLWwhzU6LPXbiZbEQna2dkpRVtTusZz1vD4w7OAsK7x6qd9rLaP+z4l687zqrI5ws1bwK8rW0uEWKB8bt26ZXt7e6XJgeiCR4JU+Wg+JotHciAe0WHFo+BAPSH4zuQOHghMSLMrQuQNEoBvszIZYi+2J/w7RzRS10QkiEELCB5HgfC/RyJYoXA/7O7uFrvYwPOGMD3Xm69X5YR7sKiXE3XodDpFGXxdRHw8EMy787ESYSUZKQhvbKgSiiKM2s66SijyRjJQ5WiQRxq2TZTkpMiQzgt2HHgA3OzK0NQhHrlEp+r6CDClIlrXiWjo94jEcbTCqxfrZ9YfHDXSeYc5xQRTn5XaBehMBg9KiPiYfkZkiG2I6gklZHx+1Ge5wuOP+8h7PlpHjwSxeCSI/+fd4LAGCHoU64T4XjdJ2FbAIbu3t1eKFLE9YhDHkSCclxoDnjOWj7NN5t+88eDZNGynrY5mlMl4JCcyhHL5MyVs01FnJfhK4iISxE5Zxn2MRzznFj8TpKUxjry8vCxhEX5vj+KYiAxpn3gkqNvtlrCIJylcgnIg6Av0c9UzqcIieq5XVs4z9/Rtah4wqd0ECTLbYiKkipU9MBohwad6YHSbSrMr5q0PlpWHTsTIE+ORIG8goa7RzjIcGfK80OgPNegQnqz6G1/P4AGgT3ODldzhGPenFwViMqrpR0h7azQaNh6PS9too3/4GvZ4KODhNURchtdelM0kCDns/F4nnnjaf15EAH3HYAvCix295wRFrGCaxx2Pz0gReseU5Htkn40HC/pgNpvZ8fFxMV5uQo6/2Wo0NNW3KSPN5UBYL3GUsEoiIpFzjQIh/v26RCuqC3+PnEZMSPg3Nn4AKJeXl8U7aVR/q/CYRgYAR5ZxX4A8fnbz+dzVvUosPF3ikSFvfum8TIFIL0WujqjticQjQXVEbTDr40ajUWyMgGdyE0mQmZXaxxEDzgrQDAFvTRCDeJTr9VcOKeD/PRySGh+wgZBGo1Fk15hdpdHx/SNhUpMDvvmemtHizXuPAKqTW/EI9IvaObaTmH/cDyBEnr1XhzJfn2q7zgmPBKnzlHUg2xKvLSyq41Jjy7NTjD3VAVjlMNbvnr7E9WwDIuIPLPLs2bOibbkbjHmytUQIigeTFgszzawwdhoKZCWjJIiNLLN7Lx3LzDc2PLFySZCKZ5Ax2JgQMRDzjJlOvirj6oFlBXQqSiqhaFjpIA9XFT73G5Qqt32xWJSUCBYq4jwvFI16e2HrqB0eCWKvF85hxaypiqoEWFlyXRgQow/4Wm+DD64DrvU8S1HbUB9ti3cd+tls9Z1WeNanp6cFOU55iLZRvMgoSzQ3tE81UoRzXnZfqZ7xjEjkBNkEOfLuoW32SBlfx2AFm8cwoOFP1J1BJoSjerwWEnXg8ctRef5dI0Z8T567HtCJnFocWdR5yOVjjtUhDhERVVFd75Wj9gLPwbMhXA47kMzKO1ttioC/aoL3AzUaV7vjYc2rpr8r+Yn+GIuo/TFLEyAz/4Xm0bkRGdAxDOcCUuUwD1KbOuF+qhPVqZDjXNTxGjl9gEcYl1xeXpawyHK5dFO7EclB2XhuSojwOztVgEM0m4ZxTOSoZIcsSFCr1VrBIjifd9Dl4+gX1iV6H+1DHh84n7OLvOfB0c0cPJKLQRjrgnwr7sYzBBaBRDo3R7aWCOENzVhMhgfHu8DxwGPlg11Q1IugCkO9XRAvzIz/FeRHIT4PZGECIW8USgf15UHC4fRIEbG3MiJDnsJRQKhKlVk71+/y8tJGo5FNJpMinY1T4Rg4a1moJ7an5u1VkbvcaDSK3W04csOKBISCvXIRAUTZrVarSInj9I9IPOXkne+BHI46oD9UyUfpVBFA12Mp0qe/e8ZFUzjwXI+Pj200GhXruZC2eFMlMgD8DBF9UO+YF8XjaDO/h0rnAessnBPVKRIvap3b1usQoyqnj+oAfGo63GAwKMYeL9QGqDG76lOes+oIYXvAY5sdJ+yBj7zQeJ5MeHTecn2qHBQeUOE+YjKEsr1+rvOcWE+mBPedzWbF+egL2BCOtqE9sAUMJIfDoe3v76/UlfW12dV4uQ6Y+WvJ4eGhmV05u2Af0CcQtaOaSYE/Pg/9wsBR7ZlGSnhs6P8eMeLrdFwyFoHXHU4dnktcd2/uKxbhe0R1gDAuUVCskbTFYlE4UAaDwYpjVqNA3McQdsyi3SAf6ANgM9Y5iBjhWQHLYc6AEEXObrxkWNPzU1gk9Zsnir8Yi3g2gOeyR57ViVQlVTiJy4at5V3hFIuo7V1Xtk/r/H9h4KqLOnmNDIQnTKrDlMSYraZzRNd49/PKZUnVR72LqD8TG48Yeffga7zByAooBWJwDoefocxns1kxOD2l45Wl/T2dTlfS0pC6wgoEizqhlECO1Ciw0vWeI4efq0iQkmIoL20T2q7Xesqc06y0zgzKtC2qnKq8MtHv3rlQ7pxWenp6WpBbrkO73b5WSPpVEo6keAY5JSlPGM8n/g7jw8YoulajiF7drktmvGuua2AgHgjDH0fnsQkH9AkcLJx2ywKywySECQpHg1h/mq1uiMD6Hr+zM0jXE7HkkiBIzjlcn3WjieoFXve+sBvoTx5nzWazyNXHet3lcmkXFxd2eHho4/HY9vb2wvbwc91GIsTEG9sbm5XTjBgwMgmKdI2HH3JxC67n6/T66PxI8JzxfECSAZYxJhqNxsraG72P2mEvkuHdP+oPxiGwUZPJpKRLvLXJSoLUpnIfggBBX/Fz1ggR6xp22iC6hEgzBPNT31fEv/G5nvOFnaRcf7XNiilYn3n/R/oO4mER/b3qWMp2LpfLks5ZLBYlLKLjaF1btX1a5/8LrwXx1r9o9IOVj9dZKUURkYwUoch5IDkkiD0PDObhWWBgmvLOw+jjf66/pwxSwoSSw84cCfLyebUMbwKp8uAJeXl5WaQh7OzslDaPgHLhBaqsfACWWECe8IlrOHTreVARjYQw8VFCniM6dvU4k3olPuwp5OtyFJRey2Wjf2ezmQ0GA5tMJqUoKl+3jeBFRef3JsB/JFGf4zt7WKNUBk/H4LkwuV7HOChZq9OulG5VI80AxsxsMpkUumQ8HpfSWgCWtXxOg2aAxdEgTp0Dwcd1nlMC/6OemCcRGcL9c0lQjkQAJVeYAFVd6zlT2Dap3TDzCT7Wc/FumHjG0+m0WPvJtuhlzrO/lMB28LuVIIxHWJQI4VxPZ+uxXLuC+2g50TnR7xwFN1u1OZo5AnubIkMMsj095pEUjwgxrkPkGClw4/G40iHr3RfnAjNwJIznIggL4xDoCDhpgdHYcQvHtbf+CJ/cr4z91InZ6/VKzgpuA3Qi92PKiYY28HmRc63KmVpHqogW6+wIi3j1qiNbi2DYC4M0KoinMKqIUAo46nH1GOD6KvEUnv4WCXvj8B2DHfWo2tlDo0GeotFjqqjNrl40BtIDEgTwUse4pciQAmwGNwoO4JXhqA7nZes9oCSU9OhvEOTt8nnoM86nZSCm/clRvIj0aD25vmyMUuIZYy3TA9joB4CX5XJp4/HYBoPByty5Dkh7lUTnCtpptgrgNwHaUmVEnjmzeIc6LQ/PiMdonTqpofQMYp0IhdeHy+VqFIijyiBCy+XSJpNJSXcrUcE9eBMS1JOjldAd0A+sY9hOcLqXihe5qxsJSonn1OCoVN25/zLmpWY9mJWdjjreeFcnOLI0naYOsH8VBU5Z1buQFND39E+KBHmf6+qliHhForaPow1KhjwnK0uUmQLxCFwKi3BmynQ6LUhQbraCp+NRB2SdsGNSU3T59R8Q6EmNBHm2nyM73M/Qa0xC4exlDAxRzMtONa1b1bxT4hcR1xxh3ZbjmIEORtuXy6WNRiM7Pz8v2YJ1I+UqW0+E+J0vLBFASE38HI9mJDmDY52HpoOGyRCDbhgj/kzVwUsTSyll9TrgGHtf6pCgCMxx2eztRXuYCHG+Lrwy+FTAqPfhsDaPHQ5LY72SWXm3NzYG6CMmQ3oPvn8OENb+wbU5AJTD5FxWpHyY/OA+kPF4bKenp6UFpmoAt5kEeVIFDDwAUtc45BIrLZefv9fvSoCUPKfumdKH6xo/vqe2GfNmOp3acrksCNDFxcVKJAhghx0LCqTYYPMciMgQ6xOPDEXtVc/47u5uKU1mXfGiunxPLzLNwk6ddUQdHFXCIBFAlCNm0+m02DXuzp07ZvYinX00GrlrLLdZeNxFEpGhOqK6ZxMEKKpbjijOYDLEZDwHi+BcnuNefRn8qk1iEoSUuFyJ+oDrou1F+SBA0QZD3pxSPY5NmiIswuuPvLnuYRCci3p491eJHGH8f117wM7m3PPZdsEh5mGRVFZVHdlaIsTh92gxvE72nFQ0vS4VNvYmT/Sw1yVRADRQLjCK/Gl2ZbxzyBC3K/W7DjZMqMViUaSxTKdTGwwGpZz+yGgr0I/C4vypZIijQgAi3O8gUOgP1Fnz5FutVimlhnNz+Tj6NuVlTRFo/l/JeHQ9A61NTHJPVDlptBHPFbnWUd1vkmhqgQfg+TxI6jmp/rguiFGJDBW+MxDh561EjusYlV/nN74HgxuAZgAXOFMAYBAJUhLEREhBiuoypKBAPDLE+sAjQ2bVC3vx4tBNkaCUx5SjgSrXJUHXEfXK7u7uFmlAi8XCLi4uzMwKMsS266ZI3bZ4WKTKSZE6NwebROWuK57dgO7hjUUQBVkXi3iAV7EIrykcDoe1SRDa4+lqrp9GvfgeiAjz4v3ZbFa8GgR6jx3Q6Cusd2eigz8mR0yC8F11f6p96z7vOvfxrl1HL/E1ikXgdKmbfZSSrSVCPBFzRFNe8Ol5WNXz6k1UTzFdF7jqBOS6syihUKlSQB4Q598U9OI7p8Sx94VJEM6PyJCm+HiRIVVA8KowqPOU0Gw2K3kkvaiXeo35O8LfSoJyQrmai8z/o0/XjQhuYmzl3svsRd3Pzs7s5OSkIEH426TyeRVEUwmuI7qWi4F6NLdZvIhsjqihgmDc8La9fA3rNiVDPE9ZH+rven9ur0ZxNIWFt7RlAMNR3ypiyvdmJwlSY0HqlQypXpxOp0XuPjtV1FuN67FNMr5zf9TxUipQSOka7xlXRYq86/X+VfXLFTjIINDB2DXu1q1bKy9lvUmEKFei8cHzXZ0aKZKU+h5JTnl1HTZeXXPJkFcPJUHsEGEnCv9Bf+TcSyMPVVgEDhOcp30FRy2yUqB3o+fN6bT8vzpnuW+57jmyTsTEwxp/CfzhyeXlpZ2dndnz588LjMnjYFOytUQolwCZ+alXVew5ZehZPJBThwVH9YmUEOrigRP8zud5qXRRHbg96nWBcuE8/uFwWBAhL/TKz0i9nQAZCvK9fgCASj1zNhopjyOAoW6xDcOs681S/cWKmp8F+izyZr1MSXmOc2S5XNpwOLQvv/yyIEEgdUyCbgoZiuadAm4+NzUvVTxPplc2yuAx7JW1rnDkXNNZ1JHjRSh1PHlERH+PSBA7UrAdKv73+iqK/PB9NWUFGQMgQUyGWFegXAAYfl+ZtoV1WKfTsb29vZV+wW5akbG+zvoddTDlkgh1yER1UaLlEbRojAP84XmamT1//ry458cff2z379+327dvF7tu8Yu0/5bE0ytVwJPBd8pWev/XqZdXH7VlXCczPyrkjZcUGdL6qlOBPxmLTKfTAo/g1Q66q2GuaJ9HYx0OJNhEiK4RWi6XhXPWuxfmH0gQdDRHg3Lb4D2fVBvWGR/rkKF1ngOuQ/8Ci8DZDFuySdlaIsQSdbLnVYgGixp2DNTU4OIICB/nekWhTC0vlYoWkaJUf8AYMxmKyuH2cXvZuwIFNBgMSpsjIJUFf7pTn66r4f9ZiSgB0/5S72Fqj31Ed3hbbHxvt9vW7Xat3W4XW3IzMVLxCBgmqCppJkHal/xs6gBpj2xVEWAoa+4fD/QoeRwMBnZ8fGxPnjwp3sGgOyZ6IOkmiTdHGCB4KRfcJwyC9VqPBF2H3HD5ei/UxxsjuriWo0NIQVVnEOtC1o8RYWMwAkKN9UCIAGGXSXak6HznlBNEfDDPILygFrsxIcLD9Uf74Knl8tl5Aj2GCB/K39nZsTt37tjBwYEdHBwU0WL0CxM9Bm0Qb/MX9BdAU9V40EwFz5nEz1bHBfeH9p9Gmrw1CagrykaK9Gg0Kl6dANAym83s+PjYOp2O7e/v2+3bt+3u3bvW6/Xs4cOH1u/37eDgoAT6brKoHo/wCISxCEdvvXK5PE+3KA7Ra7l+Wje2bVpulURYxKsv10PvD+LDWGQ4HBbrkzk7xRPPKav1w3dv3nD/p5wRPBf5HOgT3AO4o9PpWLvdLvCHOme5TPQ9z3n8Dr2opDHCjVVRn1zSk8qoYMzG4xi/RYJn+uzZM3vy5IldXFyUyM91baYnN4IIeaITvA5jVtGwqdlqfrqCED3PA+yssFR51SU/qGfqmqhuXl08xQOjpzvE8VaZ6Cs1qp5gswOvPl7b9JPDyZ5y463V2ahjDRDXlevIysBsdVek2WzmAltvm84ILEZtjJ5f1ThTpc3lqRLnz+XyxW4s8/ncPv/8c3vy5IlNp9Nidxa9F/rqpqe01J17ECUZuuhzE5I7nnKMoL5fR+uqIIEjSFqeR/RYR+A+8OJ6W+178xiC/HttiwoIfKPRKJEhtI13j+P1QQyCOFqBOoAEwYnCdeDnjmvxEmiWyHED4ehKJEzOGBhBPICptk/1AesNMyvpTQZ+nP4JG8EkaDwel9KkLy4u7OLiwiaTiU0mE3v+/Lk9fPjQRqNRQYiYBL399tvJtm+DeBkJ+kwiR4g3r/S7p0s8EuThFbPVdMoIeyjB2qREJEidiCksAt3BKbbcHm1jDi5BdJhTZJnQaN/hWJStohkmjDmgn/SYl+4akSFvXSvOSRGdHMnFkxEWMStv3OD9sSwWL16eulwuCywCOwF9qk7ZTTlkbwQRwgBghszHq5ROCjDw/1WDSMvjyecpRwWakado00qI76X3x+TitKj5fF7s3c6RECgfeLnQXvWmsvBkh/cWIMnbutYDRjCc6rHkyA4WGcKgo157e3slDy+HolV4TLE3Qp9NRILUw8J9nSPeOMi5vmpc4ze05eLiwj755BM7OTmx+XxeWmzKXm3ut00poFdN1plr/GwVFHubnKx7Lw/cps7NFfaKMhlCOUqG+FPbpJ47kCBOr0RKSwT6PfLFwpuheG3GvAOYgeODN0ngTVhY/+nzw5i/f/9+QYL4XWWperdarVL7WB/hO7+kGL9pFNYT1JWdHOuI2k7Uy4sG8e+4FrZCSZCmSmGx897enk0mE+t0Ovbw4cOV5//uu++u3ZZXSXQO4Vhq/npzVm1Irt5Nla122dNJbHtSWCRlk1KY6TokiJ0rHFXma83KhA8EJxKMeeAZ1S8aUYLuwLX8G3/yWh/oFvzf6XRWnLYeCeI+4/YoAfIIkSdM9NYlSzlYJHes4//5fF5gEWQbzedzGw6H4T3/jwiJRBOUB4x3fpXy4WN16qFkiFNOovO5zlVh8OuINwhxT4ATJUH4DSCGF615W0oquILoNtTaTs3v5fQVVjJeNAjnIMTMxpzJTor8aL94/R2lD6goWIyefZVsigirp2Y0Gtknn3xix8fHJQKkhojHJnslbyoZqpKUsWDPOQQRRZ4LnJLGxjsS1mF1DFCu8HxV8KVkKMr113mg+dy80w9vihDVBWV6ZMiLtkC4n1BnEB984jfeQAHPh72YzWazFAnqdDohoGInD+qNd8yoQP90u92S4wmOHt50IBJ1sujxXNHrNYquv3M7ObURn5qGzTYNHt7Dw0P7/PPPa9VzW4T1JL57f+s6RVgHe+A3p1zFIhEOSdVzk6DUy3hQEoRxpSmobKe8zXw4m4NtMoT/R6R3Op2uzHPOJsH/3HZ1yLKzlR2y7GwBjmECpI4JFu1/7/lUZdZwGXWjRNcVD4djnH3++ef27NkzOz8/L+ERjujjGrY/m3ih+40hQmarg4RJkDc4cgaABwrq1APfOe9ehQ1HDgny6lBnMGs5PNCUBHFOPntdvG1tza52bmJvJadyKCkxexE+xgJbvHgMAkUBcoN3+6ixhvJptVor0SD2xjBBMltvEZ9+pvo+IkNqLPn8KgOjirLumJzP5/bJJ5/Y2dmZnZ+flxY4syFksos2mJVD8/8nV6LPzosMQYHz9u78POvurMT/b4KYYpwq6VUyZFZur44FjgZBP/AmCZHzgMs2K6fucTTFAzzcfiad2jfQb6qPvbl8dHRkvV6v2CY7FQ2t0gWoI/+hjWZWkB/oMY6WRA6Z3BTVyPaoE4nbVjWeGo1GEQ3itJWoH6BL8K6ovb09MzPr9Xq1Nj/aBvEAKx/LjeJpVKnOHI9IC/73MlQYE1SRtevof68v+N7qwGYdwjaJiTdjElzDc8ybL4pHYPewwQoLO1j5WLQZAr+HkJ0H/G4gz9HA7faet+fo4e/ec1Ecq+l/XG4V5uU6r4M79ftwOCwyUuAoUf3OjlmVulule7K1REgViWfQIoWca7B0MDIw4PvmKrUqkuP9HikzTVXRekft8wALPqFIeNcz/h/nQPF4YXN4vxm88D1Z6UCpTKdT29vbs/F4vKKsWKFomJnzc3mRoa4B0tAzvjMhytmVDv2kJCgCZDx+FIipgomeF3uYo3OrSJHW/eLiwh4/frwSBeJz+RlzvZUMbbvoOrVNiUbOvHQE1SvLZXkxcUo8ApJjlKqiWSA8TNCUtHN7+N6sDzSNljdeYS9fqp78PxNvvCco2riC64q6sIOFQQ/qqykpvHgZKSxRdIf7oErYMaJ2hMkPb8ObesZe3VP3Vl2cui6XXPOz1LEbESLs8GVmWdGvV1ki0OrZBw/M1QGTqjPq1E/F0zNcZ7U5avfwfy7+yakbEyCOBDHhYR3CtosJlNc+YBGeg4oVzKxYM8h2l7NYGD+YldfNMhaBg1YzUVin6BxUnev1VaT7vfR8Fs9RxzYpIkDe/+rg5frkkCR+Rh9//LGdnJysOGTxqSQoRRLXla0lQsPhsBRWZPEGivd7HfE6/brKyAOa+ntq8F9HlMBAifCfpr+x4mGFpXVjgMKKm72pABVID4n6gYkT1gYpYWFFpOdwGJu9N4hWaR6xB+5TpDolOmY0L1tBm6ds8MkRpSrwEgHp5XJpg8HAPv744yKfn+/LBiUS7rPrGMBXSaI3g0ei46BqbnrkJzIyZuUoCJeRukeu5F7P9+M6eo6fFPk2K6fE8ct5qySKYCyXy+KZsfOoam5U1VmFo0G5ZaaAYVXdvLUGCj6VyJiVNz7IieLw/6yfozbp71XtrALJqPfl5aWdnp4WawC2VXRBOCTHSbHOfNaorfd7lTPFqxs/r4gEVdVb712FkaKxwilxDIS13kyM+Bj+kKHCdeN3WWl2CqfPatvZgYvvERZpNBolLMJEiZ1jUZ+iP9TBr233fkuJYotU2n6KDPF5np5WcuTVFZkpz549K7ZAj8alt5Mf6rgJQrS1RAgThcGvWTqUqP9XSRQW9MrwWHV0zyoChHMiI7hJAKqEiO/hea4wKL2BzhOXQWWr1SoNXFYk+MTfcrma5+uluakHhr05fI7m50KgEFWhaEpNBHKZDOaKeoBxPyZE3E/66S0Q1zpx3fjYfD4vSBBC0OuC6psSDVKJPLpm1e9e0HHinZsCKBH5xb21ftclRCnBfbWuKVCj/cPzA0CFwU1KPOeW1g06H2m4qi8i45gzbtmby8dSaXG5qX58vqdnIqLpRYRRBgOaOtEhjwQxOPPmuQeKUW89j8vha7mt0PfbrE90N8NUZkGd1Fcz32FyXYnAaRUJ8q7TsepFCqrqweWoXcV3BsLsnGVypM5ZjC1+NthFkjNLzK5wA5ym3nxT+x1hEc140SgwY1auKzJoeF5HWDLStTmSiup4EccUGUrpaTjOPQEJevz4sZsK57XFwze5+q5KtpYIIZyONIler5fVIRFQSV3LQNVTSMyq2Sh59/YIjRo6r34pEsSTx2P3nqjS4LQW77fURGPGrukyAEDYyc1b5wPBtrTe+wBY2ZiVJ6JGgzA5eN1Qp9OxXq+30ofL5XJlIWPkIdG+W5eQanqZerRVIfCYUY8uf2odYSwGg4F99NFH9vz582J7yqhtLByJUtGUgZsg7D1kYUCvRroKJKgh9wys/s9pYKiXlsvPXEnvJkRTHlJATOvG6bN455iXzqLjKhpLcAKw9xbpK5PJpLgP6x6NBKvnl+c7p8bg/KOjI+t0OnZwcFDorkhUV6aE+9LTlbiex1pks1BGFHn27IDqDO6HqqiP6oLlcmmtVst6vZ4Nh8NCP3t2w2sH7y63zTIajUqOt1yJnmuupOZkFEH29FVEgPAZ6anUvT07BVGHkNaFdabOB/7zxCMFaAN0EGMRxiOoG/QAsKU3RjXCw+8kbDSu0miht/i9hXt7e9q5TYwAACAASURBVNbtdkvzdzabFY5ZTeGLhHVI3TGkpMaz8+tEOPl3XMtkdT6f28nJif3mN78pslJS5apDXnUSxsJ1ccjWEiEI3gaOz3XZoQc0PbKUGgCsfKJzPUKTC0xfRirSOhMIE9ZsdfcZFqy7YXCJdSn8VnaO6ABwKLDh+0NZcZ5udB7vzsIpRyA8EFY+kbeUn90mQadXd+8739MLCUPho81o39OnT2uToKguECVxN0kYuLERVSdGqi89ElQHUOgzZ30SRRM3QYj0PusAVe0nfDKAySXXTFaYzDDQwKJmrbuSIP7TNYPQJ7w2iL2N3nzT9laBUj7fIx3aD7mCZw8CfV1goOWhrmqzdIfQbrdro9Go9IxT/XKThHXEy3i9wHXIUnR9RIL49008O8/Bx5LrBPYE+ALO4BRBwr0wbjkFzqycho96Y/MlTiNHe5gE8ZpjECvgGl0bpDiVdxXVunjZANpvOQ6qTUiK3Gq9oBPULg2HQ/voo49WSJBXV4+YvSxsvLVECIN5d3fXZrNZybhdR1LkJeUdgURG7zpKJec6BaUpEJO7WFMHPga3noPJHi2+NLva5Wk8HpuZWbfbXfFcAtxgx5bhcLji5eXzo2fOgAfKR0OoHhni9qX6/DoKxiPCKfGUj3qvzK62E+aopJnZV199ZY8fPy6RoFT9PeVTFRW6yaIkSEGveuW0b1PXVglHKPEd9zFbXXPGBCkCNnXFMz7aBh4jjUajctGuVyedmyxKgkBUzF7oCn6zPMoEQFEChHsxeMExJlwMkFIOtpx2et5dtSOc5qNe0BxRAoQ0G5YUqfPaV+XQ43HYbreL9wMtly8idAzudLzcJHIEIo60K+95R5I7fqL/Uzq9qp9znGDXeU51HGV1dSNsP8gMb6efGrOso0CKptOpdbvd0jNj5yxfz7t+gih5OISzU3gLbdUl/Pygt5Wc8Xnedd7xKtHzrpPdwnaJHSgqyEw5PT0t7ciXIkH626YdDJCtJUKIRGAiYFBvKmcQ4pGgHAXilQHxwGaq3DoKSb0IdSaKB3rVeGpuLadCKBnSdi0Wi0JhnZ+f261btwqFwZsnmL0gSmZWLKJDeaqAIEh/A/jRXeRYsaE+WGOGYxxFug7wqbpGQ7s5wm311jzp2+yh7P/4xz/a+fl51n3qKB9V4DdRdM7zn0Y3Iu9qjvOkStQYet5+flcGC78YN3LopO5b5WG9jnjgB3OQ3/eD42a2QmAwv4fDYWmnNYiuR+TUWo4Osc4wsyIt7jpZBtrWyC4wCcq1MdE9AESg++vW3XPcRYCQF6E3m82CBLHu9tLpuMybRIg4OwXbrV9XqkhozlzmvuZnW9cpdx3J6QvVA3wNwLU6NDSCw7uApnQXbCWn1LOOQWQHwttpQ8d4JKjdblu73S50CuuWdrttrVZrJZMF8wnOC+BYdshENvg6eIT1T13hdGJ1yPG6LB57T58+tePj46Ifo7q/jFTvKtlqIsTMEwvyU1K3Y1NehTrelCoio57f6N51PCzrKJ7oPvxdX0rIb3mvSsnA+TAWFxcX1u/3ize1cyobFNRsNivtcMbKRb0w2gbk+SIf2EtHwR8mNgPcdV/UFY0blZxnyf3JKTxmccTA7IWyfu+99+yrr74KIwSqwKJ6enJTCRC8ixgXulZDSZCu/eF+3KQix7P2vPlV7UG9YIA4nbWKpHGUUQXAiuukdVN9wKTOI0L8nZ1cfL13z36/X2y/ymsLvOgpL2jmY967yvRlztxP69gT7neMJSZBqfSeOg4xrmMq2qOi6Zbe/T37B7sAUAkyxG3yMhFelof3LymanZK7xqNKcpyY6+qYKhLEmQXr6vmc9ueC8JR+YQwAEpHSZWZWchryjrIeAYNgTLdardLrNpQEsfMF+gTRIE+foD7oD43sa8qe9oknuVi4LgnSdGF2Gi+XV2mhHKFbLBZ2fHxsn3zyiZuenxpf0fqsKJ1y3fmwtUSIU6zMyt6nTbyczXtYEbhJKROUlaMUdLBzikmuEfSiOpAc8saDXL0wMHbe7mXoH1wTkazl8io9Dhsj6EJk3WKy0+nYZDIpgJwSglarZd1utwAuyMPtdruFYooAJINdbjPaxNetsxCW+6eueCSI68LPCmOl3W7bcDi0x48f2/HxcXJL6KhO3m5hPKZynQHbJqltcLnNakSqctzXkSgSu64g5WKxWBTzLzUmo2iAJ6x3YQzRT4jeYpdGfUmoZ8BYX7LThfuC68VOjl6vV0SROTpiVt4NTtNnAaharZbt7e3ZwcFB4dXP6YMI3ESAx8xWSJD+zmXXGVNod+SYUkKmwu+C886B11fHj+rHbrdbeIfRvwrAoX+3WZdodsp8Pr9WVChFeLyxsglb4wnqnsoy8bCG51SNbG/q3s1ms+S0UXKGucvpiBwZ57/IibRcLm06nZY2UDCz0gYK7JyFrVUb2W63rdPplNYkI0MFGyTwmqFUhEedyvw/24F1HDGqf+qIYhAlRXwesOJ8PrezszP75S9/aRcXF1nEKwen6vnXdcxuLRGCjMfjggxBQVcB1ly2DFEvb85gui5DNbvaDS6KzlTJdT1SSoqYZKIf2LjBGOB/JUM8ibBpwu7uro1Go1JqnKcsdnd3rdvtFiAO4pEg3RUmB0jyZGKwxXXAbzmpc6n0qMi7FYmGofX+SlSGw6H99re/tcFgUCJCkeLieqe2d+a2KHDddtG1aH+pdJFoTOp41eedEu95sE7kHYuwdk/1Fc9fAJKqtuAPxKeqHSlAx0Sb8/jZE2tmJSfK/v6+TafTQidxPj+fyxFlfOcNEnq9XuWCd6/OHEnJ0f9KADQlWR1p/JmqVw4hU1HSpCCSj0cvsjUrjzP0JYgpe4jZjmx7VMgbZ3UxRu65HiFiqcoqWQcIR87V1Fjk8Zpzvne9WZlIwUmJftbUTE6LM7ty2KnN43kKuby8LLAk6xTeBAF/HGU3u1pDyLZZI8zAI+rE8UTJkGZueKQokigNv46jC+JhDj6uNsPsRYDiZz/7mQ0GAzfrpC4OgXiOWS27jmwtEeIHOR6PbW9vb2Nl8vcU4NPOT3nZcHwdFo57qUeEy+XJnQu0I7LC1+IckDImFZrHinp63iMlQjCo/Dbh27dvrxAQVohIhcMkYQXEigdbZUP5pHaXU1Ggr96PRqNRUkZKuqPIoQdyUs/KUzKpNuC8yWRi//mf/2nHx8cr52i6kEpK+bCHDnJdL8yrIKmtUc3SL1nFWNT56HlNPfGePRveyKETReOqjBuDCCU5+n4f/V2NoI5hnrOc1846AuW32+2VtTxeG9UJgWt4HSDKgyAK7EUZ2InB6Sz4jmiQAowqsK46tGpOcCQI13t6QwlIDhnSerKu4nZ4hJd/j1LkFGh692eCCdKDrYiRucH120QGx19TkKmAccjpcWbp+Zj6zscich0Rm1TZEYlKSWr85ziOvLHk/e4dAwHi35n46PsAOVVRI66sqxqNRqHbMFaXy2WhZ4ApWY+xzuYUOP2DQ5azUnJIkArwlNcXSoqi683iMaP9HYmHR/DpXYc+/4//+I+CBLFzKlXnnKiR2gbcc13ZWiI0GAwKcNzpdIr8ZM+LZZbvyY5Syjxgm1I2GkXKeZFgJJyuhTKrPDQRSNPzFdCwp5TvP5/PC08JJiAMG6/XYo+o10d8DyiyZrNZ5I7eu3evtHiRFYhHaDi3t91u2+HhofuuIgYA3vPk45zyhHtrig3q5wE6lOG9WwnX89a96nHyFIu2W+s/n8/tq6++sn//939PpsR5RkXLjBQij5Wb8P6PlLCRWywWxbtwzK76h50T64A5jGkeTylhcuKBItTJO87l8zPEWIC+0LQP1gu6EYrnAYSBRvR2uVyWHBZmVuiSnZ0XW18reVCCwHoEn/1+v5jzuD8D8Hv37tnFxcVKXzBZg26A46Tf79v+/r7dvXt3pf16f6//GahE7VGC5ulHfiapsrhfFCSqRDaRBXqcn5MnqI+SOW4DwCnmD+yfku7oNQnbJGjLeDwuQDCnx1UBtAhHVKWuRngjqh/b5XWwSIqIM85Qe6tYRJ16rFdVnyiJwTGk2vL9cV/cD0RH5xBfw1kjnDa8XC6LTBPWLfifHbMQXmu0u7tbbLYCLMJkBvfIcZpE4mWtRKKYBMK6meum5UYOiwgXHx8fF1iEz/V0Xx1yqGNEMea6ZGhridBkMrFm82rHj+l0Wrww02zV46UelbpekToPKyJBEXjJHcwqOeFqlIuJC+LhebDZAOIcfLIyM/M3EuDFzXwu9wmDfy3n8vLShsNhKZ8W9WMSpJ4Y3R0O22Wr99esDCC073hM4Dc2+rhnleEGAORyIQBKnE7Bygh/mqrCKUE6tufzuf35z3+2//7v/7aTk5OsdUFVSs0bj6hjFG6/iYLxjHYjemm2XurpdbxWLB4Y4TkckX2+1gMo8IxG9zSz0vhkxxO+s17m98rgOBtVBi2qo/meZuWF0OyAQGo07oGy9vf3bTablbZqhbBugOe21+sVG7cgAuWlOVXZDk8veyQIosacASfqCn3leWJZl6nnlstMjVcGuOyB9uqq94wE/asEEfqJx+s2i26fnaMTvXGQQ4DqlumRIHV0QKrGR4RfILmRoeh6b8wxeVA8wuXwO4F4eQQIjuoXdsbiO5elEReU5UXs2akCe44/kCB2eGqENppLPB48vVjHgaBLCsyuUjjR54pDlLB6ddYI1XK5tM8++8x+97vfld69FNW1av5HOITrrc92HdlaIoSBP5lMzOzFgz48PDQzPwUAkqPAVVKTV4UHLW+LynWJvBOR8dHwrlc/Ll9/4zI9RaNeHg/wsPLh9DRPdLKwwWMvjDfJlssXL90ys1KaikeCePFhp9Mp/vAbKzruS26ztiMyZOibiGR4IMcjVvAUQqFyRA2EjrfsVTKpxmY+n9uHH35ov/jFL2w4HK4QuFT4OTJcqRC+ArC/BeHxF3nbPZDAIMSbL3X7L2UUVOfpc+Lf0Q714DIx0hQGnjd8b/bKcTnQEyBWnFeP+Y9zzCwEZyw8hzg91uwqpZAdIOo51H6D3uD8fTjTcC1Suep6LblfUkAgVYY+M3aERKSIr88RvUdkC8xW1xvkpKQwYGQ9p+Vvsy7hbZWZOOe0ic+t65hNgWizNAmqcpToc9GyctsX1Zklmp8aOeEMEnbceILz4MjiuYjyoTsUI+Cc6XRa6D4m9HqtR4I6nc4KCVI8wgRNsQg/Mw9HcBmRpDYhWS6XRTDBrLwTHutS3mhKN1HhvmISNBqN7Pj4uESEIlGyaeanBKuwM0/J/TqytUTIrAxK9/f3bTKZVG55rGkG64blorI9EuQNYi2Hf+PJvYnQX0r5eMqJd4dDHfh8BjDefZD6gv+5bZhcPMlYkOKI6BC/2yMqw3uHEG/J7fUBT5yqSaRGQ5VT6hq0HbsssbJBu2BAG42rvGP2PkGJQqGjzz777DMbDof26aef2nQ6tel0umIYPUXDv0XHI1LOxqeOg2BbRUEwPF9mq2kbOk/R70wEWGd5/VsHEKlHDNdH50ZkwCM5XtoB3zPSH+xN3NnZsXa7XYoQq3HVqKcK/64gwsyK9CMGI1xHbLCgKVgALe122/r9vvV6vWKTBK6L94yiqIuSRJV1ia/aqchTq3M/SnOJxCNFKSBVd7c3jf6bWfHuoW0WOGMxdkajUSlK6cl1dKd3bfSdibhHjFL3ULkOCeJyde4zvlCcwWTIzEpkCLorRYY8hyKL7iCpbYfu4vuwUzYiQXjHEP6AR1hfwr6rY5PFc6x5v+m1qXnLzx7XsHMWkXt+BvjTjUHw/cmTJ7ZcLm00Gtmnn36aRYIiycXlTCKrnPNVstVECIIHcOvWrY2Wq54xnsCptCqAXh10VWFz3Q1FJUWeonO53lp3TcHCoGfvC5Mh9khGCojT4xgAsqjS8RQQvDHj8bhEGiISxMoGn1BSXAdsq8uAyewqUlQFYHJTH1hms1kxJnjBN+7H2wNjMmOhJ9rOY2I6ndrFxUVR3vPnz93tbK8jKUXUbDaLF8zdhNSWSHh88/88hzxSzIqcjbnZFRhkhwmLAlFPIoKqx3mtG+qNulZ54qN74JP1i5aLucnrNnm9EPrBI1nsvYXozo/8LJD6hntyWXxsOp0WaxrNrPDYggTxdrncZ14UDDozNfbrONiqJCor9cz5+Wxa2FNtZiXdw6lDKalyWG6TALij7zkVswrUvSxnEuYjkyB1yno6SNOv64jnONGyUnpFv3Pf8I5wTIZQ/xQZ4o1a2EYyCeL78tiEboHDxeyqj1IkiNcuslOW5yzPGRZ1THmkVUlpysmu13AEBfpQSSUvbWAihL7B9ePx2IbDYXHP4XBop6enL1X/sKD/r4t9tlYbcUfD4zcej63f7yfDaVWKR8+JvHJalxQJ8v7n+3E7IFUAMxr4Xtt48umnenb5GJMhBX+NRsPdqpyVDq7xIkL4n73Hmi63WLx4CSR2b+GNE5QE9Xq9EunhDRS0bdPpdGUNE/oOoM5L+8g1DmxssDMeSMt8PrfxeGyNRqNQmjgPbYLixYJyBccAlePx2J48eVJ62aymvGkb0X9VHsEq4QjHJgnYX1oeP35sZmYPHjxYITtmZSPFpJVF57enMzhiYnY1f5kY8bjB/SIPrM5jFXgcvevrgK+I/KAt0AWaIoe5jd8xztmbqu8kw3UAbuzAUd3A/yN9rdPpFHUDEMF3EB/0b7PZtL29Pet2u8W1vPsczkPfaUQGzyu11i6KqvF5qd9Tgr7S589zv+7uS7mgBbpsuVyWXtILYQfO34Kol3w6ndpkMqncyZY92pAqnJEjPOc1EmR25czz9HYdDLKueGMOc8lzSCoeMbvSHzjXwyKqT7VNTIJ4vQ9/RzmevUyRIJ2fTCRwnDFBRIY8SZGglDAJwie2tcf9UD+MQ3wi+sUO2cViUVoPPR6Piw1q9BlrxCZ3bOXoJPTndcbr1hIhCB7UYrGwwWBgd+7cKR2H4KF6KUZm5RQYD8AwEFASop4XHFcS5A3uyFsSTV79zSurSmGysWQQk1I+qpyWy2URteB7srcGn6p8UJaSIG8wLxYLGw6HxTmcVqYkiJWOkiAuF+kyuohavSEpL0xKPG8OFB7vPoby4SVnUrG7u1u8f0PFqwdvJqGiZIqPV6UjRWOPlfo2E6Hf//73Zmb21VdfmZnZD3/4QzNbVcCefmB9oPoiAjRKiPQ3JgtcrldWSi+wEWOAoeekJCJMfFyjyvw/5j4TELMX4302m5V0i+qgCEDw+jntN6RGcxkaQYJgg4SdnR03IhT1K+rEXl3MvZfh2VdRHYdjXHfYOE5lQV29srTcKmF7pztRaURbyeVNFo4I1XE0sK5QG8ufOQ4MxiOeEw+YRAm4pwsiZ5onXF5UBxVPn+oGLhDGI0jJZN2jGSxm5U0T1AHFxzjCw5kaZn46Lo4rCUIqMNoG3cc6jG0xO5i9DV0YL0Z2ti45xv88b/GcQCiZDOI3ZLVomd79j46Oive5sY5PRYEjR59Zevwxjs115HiytURIlQPA5mg0KkKRKji3KnQfAZ6oDvrdI0GeUovao5KTAleleDxFy0pYIyFs6Nn7j0mt+ajwlGvqj9afQZKSIM3v57pyzj5ADEiQJ6zQAJ4ABFEW0rtU8JJJVj7rgByewPC+mF3t4IKXDaLd6slVpYx6aF329/dtMBgUSgfPDM/KA4KoSwpgVykg9vpvq2AXOESG7t27Z48ePTKz1TeK83zh/9HnmENRFAaf/IfzYJwABDD+6og+i4iw8JjWuczC7cR5api5jagvzufoGUAD5h8vHF4ul6VF0NzfZuUUFgb9nh5n/a7OATbETIIQhc0V7kd4U9FfXA8lKB6QqCOqG7V8vr+3ji+VR5/bfjwrfnWC2g3MCa2L2c1KiYOw7Z7P58W78fb397Ouz8ECERmKxpBGfRSTeNglwkTrOGVTddMIgbbTI0NeH6n+UjKE7BT0mZcF4pEg1huqi1AuzmMSlMKdSoJ0h7sIizBeiUTHRBVhVuc89wP6yat/qkzMd7w2gR0gVdfit9QrPyJRh+S6srVaCZ0GY4C3j0MBsefQ83x5okqCO5nDiVAwSkJY6SgJqjJ6Sr6qxLt3RD4g7Bnm/yEYsJrigvIYuEBJ6S5T7ImEZ1LbDkWjC5wxGTmSw+cinaXT6RRESPsE4wLKhcuFUoM3BEoI0SGOXl1eXrppZrmTDWOn2+0W/TgajWw6nRbHoEhVFKhGKSaNRsPu3btnvV7P9vf37ezsrFCmVWBxMpmsjFsW9m5p3XA+vPDbLOfn52Z21U/vvfeevffee/bo0SP7x3/8x2JsphwJeFfIcrksGTPP6+qNWXxqKltEqlISkSGMNwbxPMd1UxPWgWy8AXxxXRQNSuXtN5vNIiWDATvK0LJ0W1fUxawc7ZzP5zYcDu3w8LCYV+wMgEFvNBqFjfDmn4qnw9gRoH3stRd11heS5j5XtJ/HoYI0b57ruqkq2wI9rhv9QCaTiV1cXBQe4tRW/WZWes64v7dJzjYLg22QwGfPntne3l7pnXiQqO3qGMH/fBz3Yyzi6QnV0zgvBapzsEcqKqG4J2qj6g/vd+hCxUWMPfQ7Y5FGo2HdbrdwUiFyy21Q3cCfHM2BnW6327a3t1fYxn6/X6Sv65jmvuYUd95EwewKc7ETDNEUOGRRZ7TXc85Gz80j1ZGe0vOYhKL/1ZHB48zshT6+detWQYh4vVAkwG1qg3DvqqhylQ7Kka0lQgzi/x95X/Mb2XFdf/uD3c3mx4yGI49kKYIhBIltaGE42WSZdQIkiyB/Y/4ABzC8CLzzwsEPBuKFoFiwImlmPOKQnGE32V9k929BnMfzTt9bVa/JSdT0BYhuvn6vql593Drn3ltVbEU4Ozuzp0+fVvdFHYQBiVodPPCBzqqTYslE5jH2TUXzjpROpGQiYO8pKLZwY/DCzenF47KL2mx9u1Wz+jofKBy29CoJ0u0oe71ebS0A549ri8Wi8hShnZGu2c1gBWBl4gRlw4rKI0Olu5OgTll58Hc99JXzRZ2BuHn1jTVF2O0K5UScLr+/Sq/Xq+L8WZGgfAoQ2UuBPnF1dRV65LZFdIxgp0J4iH7+858nPcg8brzxlRMvXc9y71n5SkG0poNyRpZh737+TXWFV1a26jKowTMYb+wZMqtPatAnqBMGK0wCAC4iEsIkqN1u16y4KWHdqpOtroWEMIHzwCzqbpO2g5QY+Ly+p/d7xAg7dprd7rrF7zGdTisjUolRiL3cTJhLSNm2CGMRAFj0eV5kbxaHIEaEwJMc2Ug9k5Km7eFhkSgfxRqsK5VAcP9m8K94xKy+iZMKjLfsbebxmcIh+B0YZDAYVDsB9nq9CpekQtJRBl3/y+nr+5vd6BYcNM16LfL2e8I62jNEIz3UKdeHh61wL6/R0jIh306nU9s1MQrxZ8HukXyfhzO9nSpzdVEiW0uEFMyz9ePi4sIeP35cNDlwGp4wASoNk+IBzNeie6N7UooQnyVlUrDGeUVkCIqciR8Ui2dhYSCv64SQj9m6JZcHOofAdLvdSnkcHBzYYDCoFiPifSMyNJvNKves5oF3YVc0Ji7uQ3h/JoVaTyWi+UdghBUwC1uK2PqMsgC49Ho963a71dkAufJdX19bv9+3+Xy+ZnHxlCHy5S1JHwqQMatPCuizIEM/+9nPqvVonjBRwC5psOZ5Shv36nUmF2b13YM8y3CUVk5y/Vd/474PoMdpqGVW3xXvw+QH4wFrhSJRAoT02FvE40tDMpAXdApADXRDBCpxzdP7Wn/qFeN353tyosAyBbDwmzdWGWip6P3eGOadobhMs9msCodTS3DqXSDeLoYPQdRIBuOVhsdFJIivseXfE61DluiZFB4p8QJ5osbiHBHyysQGbCVDWk7FIzrmIsOsWWy0QLoeDoHeYBLU7XarUFqE1iJ/nRNRD0qEeWxGxmV+H9ZPqTpL1TEL62hdxpDqn1znrVZrzTCkeLzValVkaDAYVBEonnBfHgwGboigvhPrpvvQI1tLhBCSo2ET0aTKA6VkoKIDRko/ZfVQy7DZ+oST68Re+p7SSb1PiuRwfC5bWrRcrICYFJjdDlh+T47XBXHS9Niiyx4beITY04H1QDgslcvHZdFr2FYXaUFYOcAtrX0jIk94vgkAZQKq+XgDWb1C/E5KyLhOIVDQnpWeBbu9oH29d9F+v1rdbpCRA2rbKKzMmQxdXV3Zz3/+c9vd3U2+M0+GIESRASXVh5QU64YkHiHaxCLmAfrSncZYV0ReIb7OYXnX17fnjEXjDKIECJ9sxWVixeOHdQ2TINyj76AebA4pYkG7euE7ZlYzWvAzqr81Tf3OnhMFf5EoQfLmGbW4ax5mt2F8DDjgDcIRBJHwe+b00EMQHp+s5zU6xSwP2jz9riSjhFR7ZDfVF5pIigSViKc/lEzwuNP+ysZBjzxAGPt49cpjhUkT9AaiUJgEISJFjYeebjezKtSN1w8xCWKvFZ4FLmF8oMSI62wT3Y/6Y5Koon1VyZD3/igXdOPu7q6LE1l457nlclnVFV9THGKWPjC2qWwtEQJr5MkCnUiFJ1Oz24GmopMVxyx6pAaD2SMQPLgiK2EkuUmyhASp6KSIDutN5PyMPstrBPBuGMhMKlLKRxUPW2Cwpa3u6gSSxPXA7YiyY8BhO/V+v2+LxWJtcDFA0rZlcsjKpqny8dqIybqGAXGdazr6vlqnmBS4T2q+LIPBwBaLhc1ms7VYZOSJtuLwQKRzH3G531fhMIDlcmmvXr2y3/zmN/ajH/3IPv300ywZ4vHBuoctmnp/9CwmEbYAqj7hNm8i3Oa59vQMO6r/UqSOJ1CARZ7gvffwCBDqBToD/5tZFTprdrugmT3LIEGwVKb0cc7jgfLy/UyuePLXsVWSphIIJtZMKr33UIITvacSbs9IBplOpzadTm0+nzciQdFc9pAI8ZGtbgAAIABJREFUERtl2cLfarXs8vKyFpZtVtfFEYHwxhPr5pK+5BlCvTm5VDyyruVP6aCcx5jnVjUi8DO8+F7HIOsT9p55OooBPRMgRKbwOWPtdrvyBqXW9TL+YZ0wm82S6xExh7MOUSzitXtTLMLP6ZxeIoyJGEPyuOY2ZEN3JDksgnbi60j3vsjQ1hIhxBJqB9TOxos0zdaZqwqDlaYVHE1I96l8mpYpBWCUDKFzefkokdTBw+EUZr7ywXNsyYUC6na7a4oHsbi644q6uXWCwPa8GFzYrYrLwkpFARlINoCB1ofXn1RSE5zWWYnwhMakFOJ5I3Wi8UAR6grWXq1Ts1vr0V368TYI1w1736bTqR0fH9toNLIPP/zQ2u12MlSO01MCzddLyoJJEKITf2l6/Cx7OjDxwBtUAmSYmKkuYZ2CsuF3jCfkr7sJaf/zCBB7g3jMwlLbbrdrC5gjEhTVN+rJ8+Kp3lFRMuRtKx3NOfzpeeUw3yEUltcmeIY4vFMpCTKzNRDZ6XSqfEejUZYE8fvobnIs2qe3XdQoa3brFWbxLOnRPKJjving80D/XercIx6lBIhFjYmsI83SYWacTwTkmQypAdwzyrJHGf+D7PBhy/AC5XQ+e8BR5yDGOm6jscRkj7EIyoc8WNd49V86xzQV1VNe2+B/6PyS/HNYxJufzf7MN0vQl8eWxPP53E5OTuzx48dmtm7hN/PJEAYbN7I3+EtFmXyppPLU3+6ifPQ3LXukmHWXE76PzxWCcNqseBDSiM9+v2/D4dD29vYqAqSHoaooWMEnDiMFiMWExOuL9L1YeI0TW2egsHM77+jnfZEHDZVRSwzEUz6sSPU9IYj/Z9LDgJyB3p+DKMG+vr62X/3qV/bZZ5/ZD3/4w2JCZLa+fbUaCKI6Vau+15dShMj7H0QEHi8cMFzSrmh/9VKlSD/6HhNqM39bVZAoBjFKgBhQwtIIosPne3CMPwwteAfPOBTVmSeRt8UbI9pmqTnB0y18LwMjvBf0EluhcyRIhfswdBw2U3nz5o1NJpNiPYY2xJjhfFFGzXObJTLKdjqdCouo907Hv5nf79Qou6nu1TmsyZyUIkGbkCEuE5fHI0M8/+J//PH9HBqL59Uw6Blv9ZgJ1hd7e3u2u7vr7lCbE/buYLOE6XRa5YeyovxR1JBikaZ4TfvOph4lldQzSnK9383qRDWFRTRNr5/cVbaWCEH5aEV3Oh178+ZN9Z0rTq1+uKadpgmT5gb3vD/acCWyCbvPSaT8oGTYwovrel+KNEBQ5yBLrECgaFTx7O/vV+Tn6Oio0XuhvdjKbHYbm9tut6tPlJcBroaBRJbVHAHITRKa3qbt2ZRYIz+1jjFR8jxTvNMO0tA0HwohSrW9WZ0Qjcdj++1vf2uDwcCOjo7sb/7mb6p+nDsvIZISkMNkAms0Ii9MlIcaepbLZXXAr65zSE38aHsOoyqxcnK6ERniPsf34BNp4JoeWMifHN+v1tyUtTESLnuqjhTU8fUUYFESpG3GgBuECAu58Z7wuN0VIKA8b968sfPz88bAGSSIw8v5XDQmRNsukVG20+nY2dlZdV31jIJ9fIc00SXe84pHUuQ4krsSME9YX3lkCHgEZVbBMzrOdN3Qzs5O1f/UMMjeH9zbbrdtf3+/Mm41xSIQzyALrxBjEQjrBW0/7iusQ0t3ri2R+5jLFZekjO+KRSAgprm08f0+jbJbS4T4/A9MelgPMp/P7csvv7Sf/OQna89xx+KG4j+PNXsEBxIpH7VG5BR/6veU1Sj1jN7vgT4tX2TNZAXEniFe85Jac4M/3n+/3+9XFjOs48GEHy3K5XZS9ywOKDW7PcR0PB5XW2pHixzZmtdqtdYOZ8O9IIyszFPWMQU/9zFwGcxyfahoWKj+z54jdkure5onHa+PbLM0sfSBbKN+3r59a1999VWtf3/00Uc1cqR15nkH+DMqI4/XXq9XbWEcpc99An0QoGA0GlVjI5pQ2fvCooYdjwzpjkYoI7y/AMi4r9PpVBuboI5ZbyDMrdW6OVNCSTzSQJ33ej179OhRjQBxX0cZucwoH869Ue+2ApJoMod4ukHbmNsF9/D1+Xxeaze+//r62r755psKdPPOUyBGf/VXf1WFcjLA4HyUsE0mk2rXzefPn9d0Xu6d9d1w1hDSZt3JpGjb5fz83MxuN27Cmgfo0C+//NL++q//2szWQxK5f0SYItLtai1n8YwjTYBjLv8UtijNQ0EyR5ho+tBtHomEnmLdmtowCPV/dHRU2xih3W7bwcHBms5jMh8Je0G5DDgTCJiGsQh7h/Asf6LMjEW4TljPenOz6h8uW9R23m85UdzM5Fbz4LbWa5AIi3jk975ka4nQ5eWlmVlFgtB5YJ354x//aD/+8Y9dlygk5brzOkrKLckDNGL1KTLURHnk7ueOpQpDw3JQrqgcvFsJAxR+li1+AGdsPe12u/bo0aMqLT7DA1tjcz4YCLwjDJePSZBXD2wVArCB9cc7zI9Bhhe2xHWp1hivryi5KhUtl/duSoJwDe2C31nRmK0Dfm1HgEwIFPd9Wp6+j9JEqXrtrH3hm2++sefPn695jNQTic+7EEpub56IlAwBjOLQaSxKNfPjq5UEeGE9XG+q1yKvOO5dreo7NS6Xy4rcsRcZIKDT6dQIEEgalwM7SmLXSSZB+MM9eAbrCDkUNEeGkG8OwG9CghgEMVnU+6+vbw6OZYDAf+Px2CaTif3+97+3L7/8stK9P/3pT5NlBgG6vLy009NT9/BX1EuJgKyrMLBrGnL0fRQ+hgH9G3U0Go3s+fPnFRHyJDene3OQGiFS6aiXtdQwy+lGOAn5RXOmCu5JRajgk43UbMhgIwbrOu5LnhfIzGpYZDgcmtkNBkF+7JXQM22iuZCxg+o93jCFjxTBd64XHv+KIaPvOUK8iTQhRbl+wf+nSJBHhiCMRe7bGwbZWiLE2w0uFgsbDoe2XC6rxbCdTsfG47EdHBzUiIp2MAaRXsNoY6qrmZVAE2K1iXgKxhswHqAuKYOCaR6QPOhU6SkZgkDp6HaTBwcHZnYbKudZGgFIIGr1VhLEIAvlwx7+ABCwzvBkziSI8zGrLw5naxQTStRBVLc5yxrXvXfNez43YSpwZfCmE40+D68cQBan401cDyW8JQcMcnUPwUF4V1dXdnl5ac+fP7d+v29Pnz6tSJGmual4fYP7MyZcANLr6+sK7PL78MQCkMokQK3YuOaJ16dUV5jVw8zYu8WTJLw8KQKka4JwRhBIEAwfIEH4QyguyOFqtarOuoDuYUCbe29tl8gYwoSFdRiDKViglSRpmnieyRJIH8jSZDKxi4sL6/V6dnp6WoFArKFlgbWaiTPaiI1b6B+esF5Rko7nUs9vo+AAa/RPEHvIaDSqYZHIcGZm4ZySmnO9+3PXc5LKX+/DO0SYybuWKxN7r5gQmVmNEHlkCJ9M/trtduUlxiHgIEAwVKmOU4MsG5sgaoBn4TIDN2FcA4tE+oHHH96BsQjXD8Z71Eb3ZWyLJNUv9P+IBHm4G2OIsYiX9n3I1mojrRicCI+wLTOzX/7yl/Yv//IvNQ9BSpgI6KdnVUml08TikkpHhRVO6TMRoG7yrCpFvVfrp9Pp2JMnT2x3d3eNCGHCgPJp0rGVBHEde94/ECKUG5ZltXbi+VKyCEVUQoTvQ3Ikigk9l1O/6/8a/gRjAnsw1PuknoeHItGYzU0u/J37hZlVpGgymdjz58/to48+sp/97GfVb5AUMES/xv0gDmgL3s0LZAdgFuMF13AdngXv3SIyxOVVEIbPkkkR3lkG+6pnmBR5BAhhhxjT8ABhfKNfKwmCVxh5YJv+6XRalYF1Q0lYDIsaZ/i6kukUCfKMUV5eqD+UmckQ1yt2z5xOp9bpdOz09LR22Kf3vtApuKahPJHe1h3tmKjxGomH4A0yu617ngMAZPHbr3/9a/vHf/zHbFra1qynPTCoHgEvDTx/33jEIzy5Z733K8UjHhYxizd8Yp2pWMQztHjEjetXI1SYtOi7gfTwM6pbOGyX81XPUiTe/O6FRKqUEFzNZxOCpe2XIkFeW7PBSgnlfcvWEiH1yvD1wWBgFxcXNhgMbDQaVR4IlZTFha/xp4qC0E2BsGdZSd2nZfaea9rhvTw0Pd75iTslD8RWq2Xvv/++HRwcrBEgBTWeBVG/p66lBJMwQP3V1VWNFCkBYGBWIkx43xUJKiGxniWO24Pv4994zRATfoBHeBE4nSj86iGKV+/6qaL9h72JrdZN6NyLFy+s3W7bBx98UIF4bq9ut2t/+Zd/WUuHST57edTjExEgeDjgAdGyoi8rqMJaQBAjTPAoU0mdID1+1tu8gyd/1hOoF5QHHiD83+/3qy1veUMFhE0jfyZBTKRWq1UtLh15Yt0N9EgOnKTqQX/TkDcAIC8NHWNKILjN8TuTIfYsLRaLimTC2p0638Rs/VBtpJnyCmH9J87YYaKOuuRd/B6C8HhaLm8OhkSbaoSKSolez4Wg6nMloDglKWLFv5fKJsbCCHNpaCAMUBypYWaVQZaxCPon/+/lgfkQoiA8ZUDVZ/l56ObFYrHmiWIihHFfUl9epFLqnqZSgkNS6bNhRjGjYkf8j7R4TaymwXIXor+1REgnDFheO51O5Uo7OTmxX/ziF/ZP//RPtr+/78Zkaho8+FWRcOVHHc97volo54je22PQqfvN8h3FS0NJHisgJYoRCeIJTwmIljE3+NmK7S2G1EGiIR74roeyseWyRPkoCdK29vqPPp+bYDadMCLFwuK1Bfe94XBYC9GJJoCm5dwWiUhQDsRon+T/ASgBykGIIB9++GH1/f/9v/9nZmbD4dC63a49efJkLV8mP2a3ZB47wTEBms/nFXFK9UfoUdVD8KJ66/Y0bDUl7DHDuzPQ5rrC/UxsWq3bOH4QHXiBAOhBopToK5nid8P1nZ0dm81mNh6Pq/HL54Dou5dIRIJY1+laHxbP0AEvF8qj7QHSwmSFLdv4jp21UF9e5AQiKji8TedCFuhE7Sv83ui7ODNum0W9phgnk8mk5ln/5S9/af/wD/9gw+FwDYvgMwcweU7hPl3qFdpkfUUJtkiRIu63ihdSRkQPV/G7sMeFN/TAM/1+3/b39yss0mq1qs+mkSjRe+UigzwsAjLkAXvPEKK4IsrLy3cT8nkX8ci6lonLq1iFxwV0PrAI/vjd7is6ZWuJEKyamBDZS8GN/vr1a/vFL35h//qv/2pm64oiGoBoULY0oFOZ5Rn4Jp2vZGB6k2L0vFoZm+at4Neb/LQDHh0dVYpHd3ji5yKJylpqGYnygDXUU6hm6x6OqF+knveIj1rZSwhWJJquFw7Av6v1JVKWqjiXy2V1ngIAC8AQh+48NAIUeTi8TyWDKtyPcA8sgCDhrVardkbFy5cvzcyq62ZWret48+ZNNSlEYb5oG2wCgF0X2RPqeTbQ/iAQaGuNe/eAlLfYPyfIC+FWqEd+LyZJID9mtyGEg8Gg8vCwF8izOGqafA+ThaurqypcBWtl+P0AYFDeuwj3j6ifecL1AtGycFmxFsHbMQ99gUMV8b/2MS+8fLVa1Qgrix6r4BmZVquVTSaT8F23TfBuKR3+q1/9yv75n/85GdHi9QNvnmcM4O2Sxvd7+OSu4XLRe0bWegblWqaStPR5NqrwOh48xySIN2hK5RcJR8BEc6++T6SHoJOBYb010toHonbifD3CrOW6q5eQy+SVgfPwDLGRYRbPeeli7SdHPmBHPrP7MchuLRGCsIXf7LbTsRJ+9eqVTSaTapFcBOJZuMN7DNvMj89Ngd27Tp5aPhWd7Bhw5N7VLLbssQJi661OjDs7O/bo0SPr9XpVXac6vllZCFwTgqifDM7QRxCuAUXKbaYg1wP8qmSUDKkS83b38fKNrkf9KerHORKkdRaljW1gceAmlyenoLdJ1OKmYA1eMZ5kUmml6gQemdVqVa3Z0AP7FCBOJpMK9J+enlbbzXuEaLFY1NYD8bvASKT9GnoCwvoNBgQIW1J17VgExJiAsCjJYAF4R9nwiXpASCHnkfI0s7C+47AweEewoFrDCFutVs07VAKGSi2y3nNaXtwH/fPJJ5/YV199VQNA3G95ZyqUg+P01bjBnjYYQ0pE2xf/A3yib2gdcAiQ1sE2CfqImdXqD/2E3+v09NQuLy+rHctUz0BSc6Cnt0tIBX67KwFKiacbOaTSm6u8sqTIRq4ucN0jQaUEyJvfuF2RlhrEWTz9rAR4Pp/XvFScf65PcDq58qR0UBP9lNOpTMpKMAgkmlNhBFMsovnd1TC79UQIojtswCIFa/a//du/2d///d/bs2fPqo7H4rFkTBx6neNSeXJMWTswUd+nAuLwD401hQKGm54X1fK7ewCCf/OAHXdq5I/DCx89etQ41MGzijKJQz48ceOalsnbHhsKhUkzyBB2jNF7zcosDUqG1NKrFisAAk/5aB3w717fxJ+3E1lK8bCSZaua5tPpdOzg4MB2dnbs9PTUVqtVVW+8xmGbBeewmN28E3bZmkwmNZ3Ca0sQ2sKTq2dE8MAJ6hvWLXiHciFC8PCY3RAjDhWL+kBkhdcxjZBR7svQHRwW5YVPRRsuqEfHezd4IbiOMIaRDzxjOKOldNc9vDPKz99hxPHWuKCcWKSLNUiYgLGzXKt1G+tvtn4wK49DrlPkreGmkWELzyAd/HW7XRsOh/ajH/3Ivv7661p/1bZGvbLhh/NjwsvnEYEU8iHVXFZex+XNKe32zU5dl5eX1mq1apt6eF6shyB6uDj6G9aELBYL+/d//3f727/9W3v27FnVr1kiUMc6n3U49zXOH23OBgq21qMvKuDme0uEdZuHRTD38vzNfSmFPzgNJiGpsmBDhF6vZ8PhsJj8mKWXEvB6Tw77hA5nkuZ5eThdHmez2ayqByVPaigoGSfcxniOsQyHU5aSoJJ8tS1L6p11aSpcsdvt1rAIG6g8zNZUHgwR4grAoOn1erWDrP7zP/+zUkAcEmGWB7ts0VALfy7WVdOJGqsJgcBEA6WjnYjLxJM1h6KU5JeyuEAQAtdE6aRAPgsWMaPePeXN7ZPKny3heH8OD2EQs6mV0iMgSi4i8OjdH1kGeVL0fs+JB0C9fNvtm/NXBoNBzfKpaWyr/PGPf6z9z+tAuD54fczFxYXt7u5WSpy9gJGoJVMtfiBFuTHJCp/XwHggwSPWnmEjpQtAILjMnrUUgnQYDJvdHnya0yd4J2yAwMYNLiOXKSo36gS6kLfCjd47eid4R7ABAHus9GBbfidtdwYpACUMTPUd2BjHbQxQ2e/37b333kuu/+L20q2rWRfyvXyAI4gX5hIG9+o1Uj0M791isbCdnZ1qq/I/B9GNZsxu6vXk5MTG47GZWYVFSgm+2XoINPcLzC85oyuPC8/gWzKP6FyUwiLIS8MlS/uC51HSMmKcggDhKIgSiYyS+l3rlQ2JTDJy4mERXPPqPqVzS0TnHrP8oby4t7Q/5rw+kfA8qH1H697DIhGRbyJbS4RyA325XFZuR+wG9PLlS/vDH/5gZmbvv/9+DQCXWBqQLyz8rOhyFi7Og+/ngdPEAgPlyQt/1VLL66Z4u109zKvkvfFd3wskiHdgiToy/5+asFVYCfJ3HoC594GCQZthESvS8NzJmyofradIyUTko0TxbKp0OC+PSHr5t1ot293drU5Qf0jCE7OShMhrYnZzoDOsjnxPqk24fZm8ACTmhK16DEo1/ZxBxpvMc+JtTBIJEzomQF6f5TrDTm4Az+iXkZEDJC01gasXhr3JSj7Vqqhgkb1Fs9msZlhiMsQGFa/O2DukJFr1LdJh/c79qNfr2eHhoZ2dnVm323XPXtN61h3ftP2R/nw+r20qgzlnPp9XO6Khbr10Wq1WdVYT7gcZ8urlIRIknTuur69tPB7bb3/7W/u7v/s7e/XqlT179qzCFKWiRAN5lcwJ3OcYyHt9L5U//uAZRB9Tbysfaq5pMyEoKTc/x4I8IxwSSQ786+/sCeLxvslczBEqrGMiMrTpRhdIL5ofUvPF/wYWaZInY5H71BtbS4TY9RgxwtXqdttXTBDffPONffDBB2Z2s7BfF9p6ohMSl8FbQJcC9BzqpXmkLAF43uwWaMAqyediaNl4ZxJWlN4BYJFwuTFokC+sMChDNIjxWympUC8KgwGefKNnSvL3DktMWYZS4r1XihDmwKpHlNXyEnkASoSBoheqo8Jk9yGJNw445IknDxXesIXDx0onhVIAkBImQ6mJQfPS8AmMrUgHob+qAYLF8wZ5JCgiPwDOsC6b1c+k0TGDskSeEAWGnU6ntmmE2frhoEyGFSxwnfH/HDqm0QEe6IAu1nBf9XRHnkauy6urK9vd3bUf/OAH9uLFixoR4ndAmZR8pUgw5k8FzQgtHgwGoS6GoG0RYohzjFAm7522TbyNKFQw/jAnj8dj+/3vf2+fffZZRYZApnOGCe5bEAbQqs89vcD9kO8pESY13L5mVhu3KrPZrBaRwnWjHvhIPLLNRmHOuwQPePflDJKsz3IG+ZzoLraeccSsbOe4SLS/lD5fch+P2xTeKcnHwzyeAItgHe1d6gaytURILWQRsAeowUQzHo/t888/t88++8xOTk4qMhQBHi9mU8vhWTvQ+dT7A+Wj+ZUSIVY8Gn+vabEFD5O0pl1iZdABj7w5ZCQqM1/zwnK03NHz3NaR8smRC0hEhqAsUI4SBRcp0ZTVxfvOyle9EkqGUoS9qSLA2PFCGliwBkxDaB6aQF9om3CfYLDJ1u1NyBA/u6lEHoWcsN4o8WZxWGqUH4fHqLed84PxBPeBEKknySNnDL6ZUHh9MtJvXN+6myRPzArQUFdKePAuOKeHf/NEIwvQd7wwOa9dcB/016NHj+z169e1tWScN3S9B0Qj4TEAbw7+73a7Np1OK/2P31SHo60RuueRoG0XXavKxkf1tAOLTKdTOzk5sW+//dY+/vhje/Xqlf3gBz9Ihqmq7ve8OApMMV/mNjLhtk7pAR7LwAAeCfHqp9/vrxki8J0jbJoQIsZEnp7wdJsC702IhafXmvZptDWwGXuKS8tRIjkPy6ZzeUSCNknXM9SxMIYGFnn79m34fFPZWiKEXcnMrDo1W7eGZUWEAdhut+3k5MS+/vpr++STT2pkSAmFN6gxSamVjH/TTqAelSbxuPwbDg1koKH36TWwZ16QB+EJODdYUB/sifIUtlqZeWBzPp51KuVNQv5qNSid0HmCZkuYWX3HwU0GlFokvDQiy25pXjoJbmI9zXmgYN3WtNF/d3d3135r4lncBmESpO0KkOMBHwbwOgZKxDNoIF+Ihl7hWhPxCLoSlpR46x6QRrRGgO9nnaQEiMsSeeoja21Kh3kgUHdx1HyUWOmYRpQBzwd4H11nFo1z1qvQxdBNPGfkdBy8LU+fPq2IuXqG+D2Qfon3AfmD5LHhqNvt1uYQszh8iT1+AH5NQN/3WRSL6PyiYwvvf3FxYcfHx3Z0dGRmZt99950dHR257RKRHNYH7BXCPaozFKtEZUwJG2NTBAj3qmioKeqE+xGXNRL2QkXGAqSjhNSbp5vUgUdKN/EO8diCLkzhoFSdNMEtdyFAeN773jQPrX/oTNZRXp3u7u4Wr/Evka0lQnt7e9V3sENUmh4IiAYBUbq4uLCTkxN7/PixmZmdnJzY+++/b2ZWm5Ah6vpW16U36euEXWLliwTko9/vh0oS95ndhptAMDFjVyC+V62RkaAOIxKEDoy4ciUqKSsM11FqtxUzq5U1p3y8PJhweaTVyzsaZB4YK3nOEy6X50XchPhwOVKgg/sPQD2HW+E9dD2K7lL1ECQiQRCvDlFvvV6v1rdyk1qJpADMpiRIiVRk3fQ8yNG76DoB/mOS0enc7AQHXcbrS/h+6BnOm8cH/kd98MJ+T5QMYQMWkH99N/QBBkyedwhlVzKE9FPeIW4PXuSu5VDDmSc7Ozv25MkTe/36tWuc4HZga36p4F10V7Ll8nYtbk40rPkhkCCzOhYxuyVDXnszFsF6oZcvX9rHH39cGWmfPXtmZuvGBsUlSph5HGvYvtn6BiNNjImKh2DIiAiQ5y3guX2xWLjl4+85AzFvFqOyWCyq0E1+Z/3uRfjg0xsfkYEbv5XiEc6Lxxawk6drS+dZ1VslZSkVJUCbzm2Mj7U/QlL9stPp2N7eno3H43vBH1tLhFjxzufzap9xhDkw8GUB0JtOp/b69eva2TJ8Wjc+YW1Ag7H1zjtw0MzfWY6tEqUTABMDtr6kBCRoMBhU74BYSpSZJ2d898gbhJVwZH1B7DMskVFIYcpTAmCSWhfA12G19ZRPSgEwAEEbYW2CB4j4U989p2hLvEOcLysF7Yte/jnxAJx3D96F+4PmxWe3ROsytll0K05vPLC1F/2HvSTcPz0y5BEM1mWY4JFvZDBoKlEf499VUmE6/Jx3oKkH3ECCUE8eCWJ9541DACSuJ49seH1Tw3HYoII8kR6DRoRLalm8ukBaekCpp/MZGDMZYuDIVn9+N69der2ePX361F68eLFG5nk8e8a+EkE5Me/hsFYcdsh55eoK96UMNNsiCA9cLBYVKcJ20dy/8If2XC6XNhqN7O3bt3ZwcFCB4Kurq1rIuTeWzHwPMT9TQoaQjtn65hoqvClTigQhf6Sja3YQSsd6Vg2AkWHDI4cqGHMg6E2iSBSgl5Ih1q0pPJIiQ2a2RobuKvo+ERbx8oqwxl0Me5yXGqe0r5rFcxDC41juEp2ytUSIKwdA4vLy0sysBk4g3OGWy6WNx2M7ODiwi4sL63Q6dn5+boeHh9W2uGbrZ2CUeE34XoQOaGfThvbei62rvBlBiQwGgxpxardv3PBeeVkBeZY6BTKpQYD6ARnadMDwmi7PKo20eW0AK5+IlOC5FBnaVAFpG6fKAFEPoZIwrT+PGOXKlLIKaTsDlHgeR9QFNL2pAAAgAElEQVT10dFRzQqzyU4230fR9/AsVgxoYNU1uwWWugsZkyaPWKoo4NH2Y4OMPlci3Me4L+XGdOoeBdUpUAYStLOzs2bsYBLkna2CsrPnRMMnPAstC7cjn5ukBJF1Iuv8lFFEyZjOBQyYvPfyhAkR8uU8lHB0Oh178uSJnZyc1N4T5TOz2qGpTYXLifrDehcAXh1HbJ2O3jFlRd8GgacL5GVvb6+ab7V9dXyj/sbjcXWW2Hg8tv39/SptHV+qB6I+lCNDKAPE6xOadyosXsXb9l7T9TZ14HsivZPCIhG53iRsLTIKapumxnHU/yMDW+4ohVRaufHGUlIfqhf1t6bC5Yx+ZwyieXjPsZ7blDxuLRHiuFxMCghJuLy8rE7+9tzGq9XKptOpjUYjGw6HVdjZcrm06XRqBwcHa6EeZutbkHrCFhM8A+EtrCFsVfGAQcmkxVbI4XBYncTL5Glvb89OT09r5VQAoOXQMuY6Pg6N48Mnc5JSILrdrfdstFA68kDxJKRkCN/1/IFI8SAPBjgMXrmdFQRFFmL+9MQjSqpQ9X9PNH8G7DwBRM+ibXQr3G0T9C/2BikB8SYCgBhu68FgUNuFjD0dbOnk9SAQBhjo6wwS1OqIMnh9Jjdp6yffz+Xk5xl4s0eHiZCmifuwzTie4dBd3KfXPVGLK571trBmosrtx3UK8g9Qj12tUH5tb/5LnYGCciJUEmFy3I7Rc0omtF29PsieyMFgYH/xF39hL168qN4RwnNJiW5W0bbBGqler1fNuWgLGCdxiCqiNbxzhPDe2ypsPAUgg2fo4uJiDZxirKAvnp2d2WAwqLwg7XbbZrOZ7e3t2f7+vrtejseCh0W4n+iBn4gMiYx13pyhWCgnHJnCaQJ7pchRDqDnDLKQJmGbLBGWQBmj+kF7ekY0L13NE/MEz79sFIrSUhLkpe3hkhwp4XdOXUsRUu//HFGDXivta94GHE1la4kQiIvuxW62HqLCVlAlJjgPZG9vr7oHHphWq1WdZ5ES71AqnmwhuhjQLA652sRix2nqtrA5iRRQytIb5e0BNUgKpKWu65kppfnn7mVhy22T901995TTXa2fUZ1G1uaIbEZ9j8sehQaABG2zJdfMDxWJ+pDXnzGxXF1dVevjzOJNE3jC4zHHhADCoFhDMCAlVrqoL6f6uJcPgzAmQVF58Ju3FTb/7pEplCElkRFHvTgaGmNWPzCU5wueT7y2jkhyahzAQAfJhaqmwKD2I/aQ4TtvquOdF7TJ3BKBYNRXr9erdifls4KYBPEmEkwOt12UdPCaXJDtyLKOa+Px2B49elTVE0dxHBwcrGEXCId3piJh9LuG9pcY30qBM2QTsm2W7v+lfVeNk6XzuSfeHMAGVeQXPRcBf+0T/D0y5JakW4J/mrZlJLl+kzLSlkjufpTf6/tNZGuJEAADFLCCfoTJqSWGZTQa2f7+fs3CvVgsKgWkh25iUuVK145UAky4TDkwomB0Op3adDqtBuRgMLDBYFDrMN7CYLjgkW5TiUAgS07ZpECaKht+BwAWJUM84DUkJlIGHrjXusMOLhEQSolaXrQcKQvRJvWnv3vl07CclPLT+olCDNjSu83iEaBSIg3R0Ce26CkZisilEgTkH5Ehvi/13XvPEmueCu4rDYsBcNZtsdWYwWTJ050lbcDeJ9ZTqhfU64lr0C9MxjSkjCUyZkX/m90CZJ1PNhU2cigZMrvxUkyn07WdVHFPabvnvACsp2F5v76+rgyIvG60SdjONgl7JPn/xWJhu7u7dnFxkQTjmJsvLy9td3e3tgulkiEWJvw5IMiGWe03OfGMabkjFzgMjzf7AFHWfvl9FY8EAYtw6GsJFsnlg7RhnIGBzTNoM8bQMug9iknuS0p0iKfDofP5uuqonChmu2t0ylYTIQxkbA/d7XarymDrZarBQBIA6trtm8WKUEBPnjyp0mFwi8GQWjSueQPYmOUXdune+u122169elWdP/D06VM7PDysyA1c0LwLHLsMIxJUwrg98tFUuD00LQYGTILwO0JXGLDwb5yeRzRwHe0RkSFOG2RI7zFbJ5o6qD1lqOXzgGmJ5ar0d7U0MYhOeb1Kwh8wAWPsPARJEVZIysiBSYvrA6FIERnisLxUKCJLzluQ8/6UGGC8PDH+OGQ4ygPl4P+jd+O08b/Z7cSYIkM571dUT+j7SkoUJEZp6Hj2xnok3H53JQRKhpDe3t6enZ2drW30k2uP0jlTRUP5YJw0ux0XbCTA/w9FUJdqlIUnMApfU1ksFhV5ZVDHZIj7Kf6AQUqNBtonSp6DfuJ8GXvwUgW8OyTasVHlf5sg595d5wIN09dxzLpAjWp8n5ZBf+c5AuOFda6m7RnjS97Lu1ZKbkolMvqUGoNYx2lZ8R1e1LvolK0mQhCuqKahXLPZzC4uLuzp06eVUsFEAQX0+PHjahcgAPUSEoRJHvdwHGmqs+J9cO/19bW9ffvWfve731UA/fj42H784x9XBKjdbttwODSzdRIFL4fmUap4WGHmPFgKgPAZgRYtQxR7j7bRaynFw9f5e+pd0L6dzs0p9Gw9VQtGrv4i0pkjoymA18SCr+mqRyElXv2gri8vLysStO3nCHltWgooWDBxYQdLjL0cGVoul3Z5eWmdTscODw/XAKoHoABIorI0KbeXto5h1mWcRioteHlyocX8m66X9Dwvqfbheo7GNvL0yAxbuJUQaRpssNHfov9LtsFuKvwuqPPr62sbDoc2Ho9rO89BtI8pceV7SsEF9/f5fF55nvhwV+iLh0SCzOq7+7FRFt6w3HxvZlX44MXFRTXvAwCzYXZ/f786vJaxyCb9qoneMLvtC4vFwt68eWNmZoeHh9WutEqGIvnfCIss1TkpQK4ECP8zRmQDOe7x5vmU3tKyegRHx7Be89IuJeAeWbtPQqSGXo/YeDqJ9XikWy8uLiqdcpfolK0lQhCd9DQmOjfgptNp7UwJdnnu7OxUigmHnrFCLyFB+J8n1hIlgLQnk4l9/vnn9ubNm2qHO7hLP//8c/vJT35S7ZefssJ4HqFS0JcCFyq6y00u7r/UIgXhM6I4TY/wMMhhyZFltUZr+b328/qaAq4SaaKIIuFyq9UvlS6v1fDKhT41m82qMfBQQuNyYwEgE989AZGaz+fW7/dr3lyE2bJX0/MksAe2JNTlPkXHBfqC/qXKwf2HSRSExxM++/2+6xFS70mOaGi+0b08hjVspyQ01JPS8R0Zie5CkJAWb8TBR0GYxTuCcV1FIZtNyBDyByEzu91chUO5HppgbudF3rxpSokBajab2XA4rHnPsNgfZOj6+tr29/fDTYJKysmfTWQ6ndr5+bm9ePHCzs/P7dmzZ7ZarezRo0c1MpTzbM9mMzPzdW9uLDAWyRlmIR7xKRFv/SiE50Nvno9wVikZwr0lIWNemjlPSuoarjepq1wIcQkZ4vtKQ3I5muvPco1QTiIvBITBLioRoR8YbLDITCYTu7i4WPPw5PLnT7My0IXrs9msIkCXl5e1yZqtlACiuqc6C96vFPR5UkKGmATprnu5d85Ze/V+79P7rhOQAqAUqGUQkFpXBFHLv4aMNKnzUkUUWW4jMqSgidNh4Ou949XVlT1//tyurq4eBAky8z2GKiUkyOw2DAg6BbHwZrcx9WZ1wM6hQrxt7l2kJMQummAZHHskyPMYqSgZYrm+vq7VJd/bdDMUTzi8TQGo9xwbvvgap3dXifrXXQmQJ0zsOETNE+2PqfuaEBgQItZND5UAqWhdwgCSAmkwfsBYCR2CscNkaDKZ1Hapu4uUzLer1arCIufn57V3efXqVUWAHj16ZNPp1HZ3d5PjWMOYovxL+1w0T6aueeNOrzUxYHpExxvzOUNOigyp4SxKo0RK9U5TDOJdb0KGcI8aaDwBFpnNZrXolE3HxdYSISYGEGX+UUUqmYCFm1m+Wf0wsPPzc/cQp6bWBo+5Mvkxs4oAYScqbVy1OrVareQWkamwuHcxGQMw8c5SGNBKTPh7EzduSqng/aIFhFAsJZ4h9KPSdQC8/oYthEqscu+oisJTGlx+PWskei9OWyesaO0HnlssFvbixYsqjMOsLETw+yw5As4kCH051Ybo4yA4sIwvl8tqrGqYHHavPDg4qELrNpVS4B55djAuPCIUiad34ZUoKQ/3X76mBhJtp6jt2KqoVl2PiHjGDt4Kt9QyquQwZ5S5T1EDx6NHj+z169chGeJ2ZtkUmHrP8XER3E6eQWCbRT2ICIvDmU3z+bxGzFk4jB1rinBQLS+U522gz8/PbWdnZy0ULQcezdKhnSwgZZ9//rmNRqNK34PEoKzn5+e2u7trrVbLHj9+bGbmLu6HeMYzNRanMEkTw4SHzVJkCPmblR8YniJPHgnSOvf0XioPvi9XPu0PntF0E/zHOrGpEcXTN1E5U/kvFgs7PT2t1uXyrpSbyNYSIe5Qq9WqUj47OzvVacJY4+ENeI7DxQYEjx8/tt3d3dqEhUl6Op3azs6OjUajSqn1ej3rdru1RcQ8gXMDr1Yrm0wmtlwuayx2NBrZV199ZWZWA5eYvLxJHqEHH3/8sb333nv2gx/8wI3P5bhjTk8nau3Um1jvUC4MbF1UjbpQJcHrrqIByQolVzbcywdsqfWJvX58bgjXhZd3ygrOgnMbmPzwZwrcafpKWNF+EYhg4A5AnlP+qog8IDebzex//ud/bD6f22KxeOfA7n9LIkOK2W0f1r6M/ur1RVhMub14VykQULQjvKhQ6FhsrZ6XErkLSOA/PUtHPUH6p2HAUdkZZADUDYfDpMEqWrcFfaHjg9eoMAliPeC9v8bTR+SM60slGgus21gXsd7Fe96FFOBZrCEZDAbVYn3kq6RPdTI+U8YBFu8eNnh5cy+3Q5MjHrZBMKeY1Q/GZN0R1evV1ZWNx2N7/fp1dbh7r9er5lV4lVNYBH9RX0W7wOjK64ePj48rLAJhAoTn+d2urq7s9PTUnjx5Yu+9957t7++HegiRNfAWemNB69KTCEzr7/p8FPKNT+iIHBbh+0vu8ULsUGZeb5Tytmt+pXMD8IZZfexHRiUuW0oY36h486g+h/s2wQ/AIuPx2BaLReWVvIs8CC2kEwqsYDxZRwobIXCwyrZarWo7akyG6CRQClA0IFpmN6FpsIDyc5Crqys7OzurER9PvAmbJ3so2p2dHXvy5ElIgiCTyaQa2FoXHohu4rlQ4dhmL+RE34cVRWryLR0snuLxwjLYoxYNZi/fyIruCdpKlQvKxPWQCxNg4TUkUb5sHdbwlJQlJ3of9P1vv/22tgPUQxA1DCig53BPrp/crmIczoBwMJ5sU6RFTxa/Czj2xCNB7AVSksP36XdOh0PcSgCuWtL1fwXokBxQ57bySJAKdIa+F+9WyeXIAQWv3JFHOZqbNtXBSLPT6dj+/r69ffu2Vp7oYGqvLJ7+KzFENfmdtym/jzDE75vgkHMYZr329vrn5eVltUGT4hElzQjBZVI0GAxq4Br5IIQIu9Odnp6GeMQD8BzxYHaDhZ48eWKPHj1KHojMGyRo/8e1CKtp/qXC+M4700jHqUeCPMLgfffS9kiQGtmBEZSkRPpF9VoTYxmTcQivWW9KTErmMm+e8LBPLh/+vlgs7Pj4OBty2kQeBBECOWC3bU75mK3HLl9eXlaApdPpVCeD414ILI44IXlnZyc8LRlhd2dnZ/b27dvsuyA/nnQYvOJ8m2fPntmnn34akiB4g7y1Iyp8De/gWUWaKCEmiWwdZ7KEjswKsnTyZwWlip7zYksoFAcTFF7QjjRS/UXvLVECvKuQB47UWhiRQX7PlDVGgS7KyZYgrWdNi8ka2ggGA66j+wbp/xfiGQYYmJW46nPC29pD4K32SAOTodIJLzcpsbBOAcBiAqTExrNS6jWPMKoogONrXDccVsXPeuMoV/+b6BQNk9P3yoGgKH/vOdTbfRgYWOfs7+/bbDarwpxKSIynO5pK5MVLGbk8g9W2CpMEPW+nVF9eXV3Z27dvbTgcungERtlWq2Xz+bzCBcAl5+fnYdqz2cyeP39e9YuS92E8wgYi7Ax5dHSUNMiCfHEbs5GOMYLWU65feIYds3rfwppNjwyY3a5rY3LkGTSaEP3II615aCSO57GJ3jX6LRIlXrjG+auxOiWKRVL4Ukmc5qXitTuwCKKq7ktnbC0RiiqQlQ/uawLWsB3f7u6uyzYj67CCmdlsZsvl0qbTaeUOLn0vs/Xdk8ysUnaDwcCePHlSbZetu0yho11cXKxNrl59eCCY0ykpM3s7oDRZ+WiaTIKaWAe8cnmDFhOrB5o4RM3zkkTvrOVk61iujwFsclm9UEQFhF55uI41LCnK27MkRe/H72Z2M4n98Y9/rC1y1clxW4XbT0Fwid4oGR8RceT/OZwFpEnJUAkhKrHQMdHhTyVHZuskiP9wL6etYyhHlvGuSvQ9IJLaxYnlPjwLaqSAxT3ljY0IUK68mxKOVHrtdtv6/b4dHh7WQHNK10bAKtILXtlRR00ttff5/t8HURKEcH2zusGPxyBIBQRRKmZW23ilFIOovH371pbLpU0mk6KNbtQYq//3+33b2dmx/f1929vbC9MBwYj6TWq8aj9NzTeqWzl6gvEI38NYRMdGKRng9PS7Gm84D9br0LOqd3J5sM7VOojKzvOdZwTP4Y/Ub54xxdMrHtHV+uby4BpjkfvUGVtLhMzW2TErn16vZ/v7+zYejyurdpQGK5/r62u7vLy0+XxeEQ0vL1ZgnP5yebO+B584JA3iuWghUDR8Urh28n6/b0dHR/bpp5/W1uSwwHJvVrd2e+TKez/k6ykHr/5YOMQE66BA4JCOkqCUy1wlZWlEekhb1xFwukqG+PcSZcJ1gnRKAJhnHfEsMpyvVxceGfJAp/d/VIfeb5hA/vSnP7nvwt61bZVUPfPv/H+0RijyiGidevd4z15dXdXC83LEIiVKgNgLhN/50yNB/HuOhIPkpMYT9CaHIDNo0Gv/W8I6hd+91DvUtLzvwrAAoxnmQQAtT/+rDjSrW6bVguzdr3PNfYWtfN/FMywul/VNE/r9flVnHDau8y5jDrNbMoTNR/BMCoNAgEFWq/qhk6WLyrlPcp5mt1veHx4e2qeffpolM2rEYDCe0r/AOJjLOR/vOf6O9XFKhhjfqPHYM8CUiBIUbgvWZ57hV71tjANyut4bmznDKKftGemaECI8pxuQpcqvutMznkUYZbFY2HfffbdmlL3r3LC1REgHHjo2ALjZrackmmT0zBsW7NvPoABpMQHhxkbjgYhcX19n3c/sMcE7QHli0uKTqkHyhsPhWsdjS1xEALTuovAqWCkwcL37PFAGJQvCBzcmLwrHdc9SwnVZAvhUEbD1mJUOD/icJ6YkFCo1+HKeJVU8agHxLEue5MhQVH+pSQj1wPX45Zdf1iwwOYvPNorX37R+ITmAx6EwZus6gvOBJdc7uJPBN8Yi97sm9Y4yQN+pF0j1XI4EeWmz4cazfvK78XUPNDBo5GciaWK1LAEX/F0trymvW8qbngMm9ymtVqvaNAFbso/H45qBqyQ8xiNF3v36DuxJK5FtNqbk+gLmb8zt6jHrdDo2HA7DjUMYTyC9CINAGItwe+dIEDzTmD+xzhRYhPPHznXwBrEO4/fD7reelIJ93oGVx6SmpaJYkN+D01essKkwCcJ3/vR0gmeIxbWSIwVYSjGMijevaCRPhHmUDKWwW4QdIuMg53d1dWVffvllbSdlEN3UBhclsrVEKFr0icqAGxTWMJ2goEiGw6E9ffrUzUMHM+/GpacLI5SFlU4UE2tmtR1eOA/eTpND/PDO2B0GXizPMoktOLVumgwOBk4eYdG8+TuULZ8X4sXL6mSM30vJkPc82katyrhfgS17hlDWXHgR0uI8ubxNAaqml1MILBFYjyYJvs7KR/sp+vHbt2/t+Pi4IkJsydxm8KKSI6ElIRoR+fGEx1e3260WN6dESX2J8KSG/NRLU0qCvPT43ZkIoW+lJkd+H90FVMHJpuIB8VT9pcCQ6o2mz+cILBvs7mNsASTw4b7YLUxJNeo8pRdZnyohwjP6LrkwOSbF2yoRWAWJmM1m1VyPtcssw+HQ2u129gwxJjFMalLGXAhIUSQgN2zQYGOEkq6dnZ1qZzu0s9evU5E4pX1c9RMTopzAEMsbWUFYz+DeKO+URGM+Z5TlPDAeQT4h0aZT/KzOWdC70PWlommxPvLywT38LtxXIkOQV6c6b3A+wCOKRThdXR7SVB4UEfK8PgAZIC7MtIfDoe3v7xd1do6p5bh9pMeN4wF0LRPc5Ts7OxVhQOwuFAtv82xmFbGDaCfMKYZNwKvH2nPW11arVVmxsMMdhC0kWkeeV6MJ6EO9K8niOkR66kVhi4daaXKiaYNom5UpUm/go9wKVqL31vf00teypMJjzG76/Ndff12BJxb1Pm6rRISFJ8mSMCJ8x7jlyTtlhAA4ijw0XB7uq17+0buxwSYKnWB9GpGg6B04Xe3LatnU8vJuV2ZWG7Ob9Kuc7t1UuN65vBFA0O8qOYtpE2NKSjCH8EL2VqtVGcrYiMOf7Xa7mjNxXfu6vp/nVWJvSDR3aBm2TXJYpN/v22w2s8FgYNPptDonDLplMBiERCISndNSfR7zrXqhIDs7O5Vnmrf+xlzKuh7PHR4eWrfbtWfPnrk69F3MD6xTS8gQ99nZbGbtdnstTB+fEWhvgj/M6kC8xCjL+fE9arDMCet1NW5o30r1lxwZKhHGVpwOf+p3fg/OC3oohUU4raYeNMiDIkKQ1WplvV7PFouF9ft9GwwGVbwuZDgcJhf4cVp4TskQKwCdAHEvd/adnZ2K/AwGg+oUZiyERBmn02mVBnfYx48f22AwsE8++cQdRHpNF+fjupbXE+24HIfshaJpnUH48E385j3D5CTlXlXrg6aLdUk6uaoiR52x5ZPBZqpOVDylwtvCKrCM3l/f2bO2qhLTPrhcLmtrM7xJioGrgjtMfq9evaod7MshBQwCt11S74A+wdutR8+z8QL1E5Eg3LO7u2uPHj2qWVQ9K94mYQ5MTLz/uSycTwkJ4vtQdnyi3ng8R2SIz0xSAHFX6yy+l4Iw1ZPRc9oXPMKaS4fbxPttk80GPEFaDC52d3ertasXFxdmtr7LG+qfiQ3GgdapEkQ2AkGwUQBHTOBZBujb6hXKYZHlclmd6QQ8YpZeL5wSjrgo0Q2MR1TYGMuEiPMxuz1gFWXv9/vWarXsww8/rN5f5yuE9+O3kvCnSHTMQb94ESXR/0oGvXs0Asebl72yoS9zmujvkdEX9RERyabEOPVbEwOLR4ZYt+cM4pEBMSqD9+6Mc46Pj+0Pf/iDi0XMrNZfN8UkW0uESiyhkHb7ZktJVNjBwUH1XV1qnvuYJ/NSUJIqHywvIEFwRUeTLAYiyvzhhx/Wfldyw1uJa7o6aaXKHgFos3hhfyQ8yXp5NfEC8YSrysfzCOEZBmd8nQd2Dhg3HWgacuYpvUi4PkrWJ+Bez6rEaXIIE5No7idff/21TSaTcHeWpuB8W0TfK9XmTAY0NCzlCUIfgDElRVqVdOb6DsoQkSAWb3FrSR76HpwnJCJDHC5rVg85xnMegVHSzver4PnU+kwvBEO/p6zEKRCQSwd147UJe2S8CIdNhAn29fV1FVa9v79fGY40jGq5XK6BZwZ8qv8j4Y1/0N9Yp2w7CTLLYxEY2lqt1lq4e0pyoWx3FegfkKBer+fODWa3BIjz5cNTo3fitPCdd7/LGR9xH3/ydQXNubRYPCNxhPNKMImKR4JUL/Lznu7YFNizKAZBupukrRgwMvTgd+89U+l59cBYJCV3GRNbS4RyggEOUvDee+9Vv3U6nWpgQ7DdtVpD0FDsrVBvUJR3ygW5s7NT2/zA7HaXFz4ZnIXLzSAMnQcdCWVkS19kYY0m+9S7RYQoBw5S4S78vMbJeuWL8tGFwKxoPWulPn8fZCjl8TJbt7znFLcSopKwocgio4CVy8BA5/z8vHJDR/3noZKhElES5HmCUtLtdm1vb29tPOmnGkb0j0UJkNfe+J7yOmkf9/oLPj0SpOl4oaksDA5TOkQNJR7BQD/1LL9sgfXy8oCI9zsbT6Ky4tMjQ5p/Sg/fl2BeMLupB+xAxvqEPTaoPw5vUkCPtEr6OjYJQFq6I+mmoZDbIoxH+JonWFus64chakwozV/7N2/U4nl1eUwCk7COOTo6qukuLg9jJiUsTchKigR5+fG9JcZZbwzyXN3EM6PhgOy5KNUt/OymYV4pKTHMluIRrvOIuOUIrkYaaP8AJuYzDN+F0eRBEyEIr8PB4OdBzgtJ0RgcSgclxp/eAPU6gwIMCBqz1+utLVLGhKNKk603SFuVEJ4DiNXOVaqESizhnD6uR2lHE50HEJqUAe2EiRwDJbKuREqmhOA0FS0DW0rMNt/ZJUWGcv0R/+tkAY/Q9fW1vXr1qhbb/OciOqa9SUJ/09Cw0skLoSVMoPCZCpkpJUHRc2abx1F7wvl6Y0gJjHfdrOx8kCgtThMSbb4AKQlnUvHIWqQ3kCdP6JwOg8qUcSh6P+/3lCjoWC6X1uv1aqEmmF+iEBO25MPQx+VK6VA+2oKNdH8u4mECz+uHMDoc0I4+pNZuHeepvoL2Ug8fIgCwFbauE+T5Q9NHedTDwM8plmJso/mkjAEpDMB9To2zKdHxiXQiPRblj2eRP4eP8nd9ZzUQ4bq3vuZdCS8LKMF6nqRCHpF27p24HpVcvXr1yqbT6Ttfj/zgiFBEQkBgEAeLTgdloAoIg9aL7eQBynmo9UwH93K5rHaQmc1myV1i2IqC/7vdrj158qQqB1tw0BlRHg2Pu+8OxAoj59pUReAJA4ZocGp9m/mnN/Mky22Fe6IB+a4nZlWGrAhLFZ+SIU5XSZC+q/ZdLgdI/5s3b+zrr7+uEaFtDlsplVQImkc6mqc0xhgAACAASURBVLablx/GOKeZs0AqKPGACP73yNF9TbAaggeJyBB/lpRBzxe6S7nRh3MbtJjlY+3xDNKN8uN89V5cUw+VSjQHbSrIi9c+gNCgbjSMB8K7mZr5oUPeu3Ld6jl/MDw+dFGgDkMs+p639mowGNhqtbLZbFYjEN68xmlD2OPm9S/o/Pswiui8rBgAJAshkpFXSMlXVPbU/Wa+Z4HFM5biuuqa6Cy0qBxeXtq2yOOu0SmbiuoixodNjStmPgGNHAA5YcwBLAIj97uUB0eEzNYtLmZWxb/yxMO/4xOLGnk3I+0kTKrwPzY54MnSs8KgUa+uripSlBoQ3DF5TQGTIOTHAweer/l8XuuoTTqlelK8sqlFJiJDTfLzhJUt1wmAEoC7LojU56I84CXKuaQ3UUyRMmaQ0wRYKxlqUqaUBfv169f2xRdf2OXl5TtXPN8X8cIH9U+vc1ux0cSTaE3X3t5eFRILPZQKeYksblq21DMp0J2SHFA3y3tUeVwpkWCLoIL+krMpWBR0ANxfX19XuriJR9YDa2rhTOkU73clSiUWYE+fbtKWGrLEOpwNImb1rXDxPrymFjqIf9N31fbkSAtsEvSQhccIxjnvXGZmSYKJHW9BVhW7qA5Cfc/n8+zZKvgNZAv4gn+LBKGVeEf97vVNJkO861tEaJpKEzKUkpL7PZ1/fX1zeDw2I2HDgheWi/Ef4Y2coWQT8XQR68Om5IvfJ9KnmkdkKGM5OzuzL774ourH79oo+6CIEDonK3m1vqSEQ1N2dnZqhAhKgkNh2F09GAyqxsJzKJPnFTK7Dc/Aup/c4ateR1PF5VmKGCyXKjqWHEHBPayMWcnhexNlxwrCA6QsqBfsUMf1CMsa9w0ui2epuaslJqd82fqM9ylxU3P6TIaQltn6zj2clq7VwOdisbDXr1/b8+fPqx0LFVD+OYhHgqI/fU6F29EjQzw+OSylBJx73iv97pGkaFJN5RmRshT5K7H0en0x8igwGfLKxKAiEiZESIcBasnkrNdT5cmlo+X2wJC2q47LTfUUntGF5pjTQFQAXLlsXF7djtlrRwbn0HOcnobnPSRRPMIeX2631Wp94x+NZjGzap0Op833elZ49PdOp7O28Q1jkX6/v7ZxSZP39K7pOOZ3KyEom87BHvaJjBEpiYxYTD5ZeFtv5MFECGXisrGRx8Mi+v2+hT1PnneoCR5Jjd/IGMx1DPzMWEQ3cXlXsrVEKDfImLA0YdXc8UGIFEirpwlpHx4e1s5ngFLxYnPhDSqdgFPAg5/l5zHhLBaLGniO5L6tMalyRvl5IMr7ZCXHVsrRaGTn5+fV80dHR2ZmtU0m+LAxVgRe/tE75qQkPc6bLbW5dBUc5Z5TBYf/AQyheN6+fRueh+Up9IcQ1qIEQndwU90R9VnUqR4oF5EhXqyu4KikD0Sf+j1FgDaVCAikiIGXv+oI1V88EUf1mpsc2UvMf6wPN7G8ekROf1fQyaIGKljKlfCwbojK0LRt2YjCugDlYjKEPs1lhi6BB13fn0kRh0Mhb9bZnO5D8kKXkiDcG/XjSBfwdU8XYw0iLOpmFq4T4rNZcoe6qqQIBvdZ3Twq5RUyK5trS+bqiAzlsFBESlT3eWQIdcy7xnl6TMeFWX1+fdeGSDWqqB5oSsBSuG+1WtX0iJJFlIOxyP+mMXZriZDGI7Za9e1oNa7TmzyheFUBexYW/q3dblehdma2NkGjPCBFDC4ZUL5588YuLi5sNBrZ/v5+VgnhWRzKpu+0XN5secoWT0xEq9VqbQOIpmFVyMcTBhas2DzGn0pLwzbU8sUTKNf7/v6+HR8f26tXr2o7H71588bMbkjte++9Z8+ePauUFSZzfHK692GF4UlPLdZaDwow8DynpWnifzynYSar1apapKp9dDQa2fPnz208HttoNKrtytJqtaqwFVhqGVCWkK9tkYODg+o7Twqlov273a4fRMlKX+sM6xVTpDJFwvS3FJnznkf5orS9+6FbWb+mwBDrBQb6JdZ/TZfJQnQP8sSmMtxvF4tFpZMXi0VlHMH7NDWCpM6XUn2vZVUvVyo99fp6YLMpIVJSo+2CA79ns1nN0KTkJ0UGI7LFgJA9IRxutU3iGe88oynfz2MHunsTMuQZZJEu9AvC9nljIZbr62u7vLy02Wxm4/G4CItAeLddLud8Pq8BWSaEGMcoJ/eL+wS+rP84H/TLXFgm8BFjEsYmUbtgrfloNLKTkxMzs2rBP86uPDo6suFw6G6Ww3UWGYY3lZQBSXWVvqOXt17LkSHMjZz2fD63b7/91sUiZjf6GWeRMX7Gd8Ylm8rWEyG1pGtDe5OmnhlUWoFQPAwCvLM4cM/Ozk6NZHEH4euLxaKyymCHu2jCv7q6ssvLy4qMsXhKjidRVkT4zeu0pdZWvt8DTjwRat4p8UhI7n+8J5+JwbvIXV9f28nJiR0cHFi/36+FALBLmyfp+yBDXF6kGdUBW6Y9i0yqLKzwVThP1M9///d/2/X1tY3HY7ffYO0aLLVKhErB7PddvD7bdEJWMsTC4F1BpEeCSshlRFqULEdkpknaqd9Tnhm9zusimk5YnE9EwL2zSVhfm91apReLRe3IArXyRmXgd4sIWGQRj95Z565NJ/O7eIdQPu4/Op/imvbvkv6i3i++pkaobRQ1yrJw/XAolNl6+NqmkgqrhEELhChVfuh4xiJKsFjUm8TvzgRPy8pjjsl4Sp80Fe2r2g83TT+HQ4B5BoOBjUYjMzO7uLio3m80Glmr1bKLiwv75JNPbDAYVDiRd+Lj+VrD5+4Dk+Tqmdsol6fqkFz9Mn5YLpf2xRdfrGER73noc25X9iTfJbx2a4kQRL0akXWSK+iuiqcErCgJgnCjmVnNa3R8fGztdtv6/b7t7++vkaLlcmnj8bh2OjXAFDpB1InYQm1mNTLkSROl5FmdFVDy77lBEoEdnpx1YHY6ndpZUbppwmKxsKurK/vqq6/s6OjIDg8PbXd3t/a87qKjZOg+vUQpzxgmkBKAVirX19c2n8/t5OTERqORXVxc1CwvOiZA5FerVWXd0zI+NNH+2pQMcb9kfcN9KorBL/WuecSY893ES5eb3LWMCni8+71xr7836decHgAlxDMsqI6AjuQjCjYF4Lk+EungKB3+P6oTBY5eWOGmZAjps+GKyTpbcc1s7R487wkbmQCq3pUH4P9KckSdf1dPoIdFSuul1Ehm5usFtIPilG63aycnJ7azs2O7u7s2HA7XNnWazWZ2fn5uvV6vwiiMxdQDEwFUjRZRQoTnPYnAMn9n4qNkvqSeI6NsKjyu3W5XmyZMJpM1Uog+8PXXX9v7779vw+GwwiJKhvD5LsmQ984QHrupZ5rKcrm0P/3pT3Z+fm6j0agiNBF5huEKvynWvQsJMttiIqSxjMvlzcFLvV6vNvBU+d6H4mVlxzGf3Dgai8uWdfyvjYetRSeTiU0mE+t2u7a7u1uF76BDzmYzm06ntru7uwbU+Y9FQQGXF797xCdnIY+szvyMKh/NwxMlRB7o03dDuKAqXrbAXV5e2nw+t7OzM3v//fft8ePHtUmflQ+u3TcZ8jxjXEYFDamF4jlBSNDJyYm9ffu2Cg9i7443GfM5IVdXVxVhv6sR4fsm2rdzZCgF/iI9owST/2ePUGnbKgBK/Z+SpqTJS9sDLl45vWcAvDcRXXuiwl75xWJh3W63pqt1vcYm4/quxgHkyQQmVZdMVPjdWXdsYkCJ6sD7nqrzKF2eKz3dve36hOdbftfIYJCLiiipkxLDgpJZFrak65wJA9lkMrHLy0sbj8c1HIKNFWBcYwMih1Gy4P9I1ypp0fmwKTGEpDxD3hgqEQ0X03GCORvhcEqCgPuurq7s5cuX1uv17OjoyB4/flyLVmHd8K7IkNaPzltMNKJ5qqnBEAQIIZk5LII6xoHEahS7D9l6IgSJrDAl4QmbTIDcGDzI2RMBRaGsVUmQWmYwiHq9nk2nU7u4uLCdnR374Q9/aLPZzEajUbUYst/v12JLWakx0cnVl9ZHSb2l0lEw6YVHpDqxZ0XyrLyQ5fLmHCjc41ktUTdok5cvX9rJyYkdHR3Z0dFRFVPNwrHsKMNdpdVqVaRLlQ3nATJUEqqn6cznc7u4uLC3b9/aeDyuYrnVEpkiNuq9mM/ntQ0mHooo+TGL1zzou6e8Ifx/q9Wyq6sr6/V6FanUMuSsoB4w5WvvOsQo1fe9OlFwiGs8kWufT+WnbRTpD4x//HFI3HK5rPVrtnbeF7golWgc5ciQ3us9D52xyfs0ITslElnO9dq26hQvNNbrUymy0lR0XlNvoGISs9t1O2x9Z6yA8mOsAHzO5/MaDjk6OrJ+v2/T6bTyCpn53m6eY6I5XfWEhq95ZCjSjyX9iQ2NUbgc6wUvLeQVkS+uC7wzkyCuGxgnGYvwGnQYdVAPrOfvqq8YK3mifVtJoHe/1hXwyOnpqZ2fn9c8ZWZlWMTs1tMGAR65D121tURIJ1IONev1emtW9JzCKVH+PJjZusgTM/JhKzp7gzwiBOEBgnebz+fVDnMImTO7scpgcSnH8SoJYkWodaCdmhWVZ0kpVdoeWITSYTDp1bkSKww+ve79j/pgIhFZ37DVtqeEQKhYATOwuA9SBAXErl4Il1nJkBf+wu0Giws24kBf9ZSTp7S0jDgFfjgc1sqU2+p92yTXv7nf6oRc0g/wzHw+ry0KR1t6lvJIckYMzfcuXg8eS9z3c6Q88iykyqb3K/FpWm4Og0Nfhh5OAZl3IVH/Yl2f8+KUeGW0f3r9KwUQ+be7eH+9dr0vQ+T3TbgtoK/N6lgEUlqfJfOtGtB0jsV6UBhk9VnGCp5h1swqbw/OxsHOcx988IGZ3YTIzWazigytVrdrvjC/KBHySAW/j5JK/Jaqk03GMo8nzU/vYbynv3nS6XRsMBjYeDy2drtdw4IsXO/AjB4WYYOsEqL/SzLE+XttO51O7fT0tMIj7CTQOojalq9rG+CczJxxLCdbS4TYu6DeBlVApconR4Z4kuE1NtxJwPBZCWHyVcWjaet37SCnp6c2mUzM7Mb60uv17PDw0C1HpORU1FqnVhl+b63HJhZoJhZMYFOgjhUn3M38DCs/TAKwxHAdptrfI0SffPJJzfKwv79fA1Na7k0VUaq/RWSIJ1p+P5Dm7777zl6+fOlugACJJqRIUO9MhjDxed6NhyIe0FBjBaS0D2i9p7ycTcR7bhPiEwmng8kwsspGUuqp0HJ7Bq3ce6FesVgcEyZC5HCPhnuk6ixFZvS+JpIiSJFw6CxbzlU3oDys5zU/fl7Fiwxooju0XLCKe7LNhEjJkAcYVXIez1wdewCVvQ/AIavVqsIi7A3ysIHXNmxIBcY5Pj62999/31qtmx1IeTMUnqf4TyMgvPpgQJsK29LnvLpmnBE9w96gCOBz3USYxzPg4n1ADnlO13rAUgpcPzk5sbOzM/v444+rtVqsO6HHeMOsuxpmWbx2Snk9+ZMjUp4/f26TySRse/SLpuVEf2syJ6Rka4kQ77KBTsfrOnThO4QBP9g1W809cMoTCisfPKPKZz6f23w+rxGZppMHC5dttVrZ8fGxmd14hQDY1RWrii4CLRGAwu9Ny5wjXRrOhjzUiqnv4qXlkbfd3V0bj8dV20Zbhiqgxe43V1dX9vXXX9vu7m61IcXZ2ZkNh0Pr9/vV9pdQRk3Xd6ikvFY8AfGOc1DIHPLw3Xff2fHxsc1ms7WNIqIJtwmQBdEeDoc1ELwpcP++SQ5MqqGC65djukvymc/n9vr1a/voo4/W+vC7EAbV/D0Cax4580BBZEmNwji9ckSA35vcmhI79mLxYZQqJaSKv3tGKy27l2ZOnzbxCiEP1h8pIhOlq7qA5w1vHJRaXCNjTe69tlEUH/B3zysUSSkB0ry9cchn2TAWidqxpF0Zh3Q6nYoMdTqdyljIBkkmv5ExVd8dout4cmPOk1yenE/kMdVyYZ2bnoOl97bbbdvd3a1CwEq8uWb1dut2u/by5ctqZzlgEDOzvb292m6YnlGnqXi6hPsL5jn2+KkgBA4eoNlstpYWS64tda5ljA4PGe9yuKlsLRGCFT+y0pvduG05XKrdvtnWEKCOXZII9eFGWy6XtfNmlERpaBMIEJQPvEGepELPPDfvcrm06XRq7Xa72kIbaz+ePn1q/X6/CpFTy51ngdY/vh8KKKXAIsWeU6hsfVEF7lkwzeo7l3AdadhHu922jz76yL799lubTCYVOUZde+GJZj4om81m1a59nU7HxuOxtVot6/V61a59h4eHNhgMqkV8eKemYA3v4/UV9C/dhh0Wo9FoFIa+pUSBj4p6U1kZDQYD6/f7yf69LaITrP559ytxRR3oWRos6r3k0ML7JkFNCEckPKai8L2oj+nEr79hki8pm+quUusfyot88Bz0ecoKmasrNd5oP0m9U4qMmNXJUCoN1tkcBh5Z99WKq9ZUfGKhPOYvNr54W9um2gMGRsyjnlFrmwkQhDdG0mMZzGzNKIu5i/VFSfSG7jiLZ705h7HI1dVVVf+RYVGJRyRI4/LyssIh2K310aNHdnh4WHu3yKOjpIGvoY9xmaLxFhlzUdYU0EZ+On48UsaiRtvIKPvZZ5/Z7373u9oB79gQyztbEjKbzap3nkwmtlgsrN1u22g0snb79gzLdrtte3t7dnh4WBnFQQ6a4hDUB6+50XJ5526uVjfryc7Pz+309DTEIyqpucP7X72SKO9qtbJHjx6VvmIoW0uEIGgIrGXgxsdAYBKETsSDngctd05YUtj6DUuPWlNx/2q1cicMz3UauRojYc9Tu92209NTa7Vatru7W23XmEqDiY8HbjwLLv5Ky4jnojT5GtdrZJ1m96t3j6b/05/+1L777rtqcwC2XqSUPCZ89rywkkU6rKQWi4Xt7+/b3t5eFcvrbbiQE7SDus+1fPj87rvv7OzsrKZgNxHUqTfBKJj2CBNvIrHNEpEhlpw13+xmguAQEX5WBRMcb+F+F0mFbaQIh/ccT+p3AaopK2tTYoY0StqBBUYrDikpIe+58kUkqOTZVHpmZZ4hs/XY/shDx8K/6fwFQxHIYkSCeHxoXp5BJiJBD0XYIMtbjbMu5zUm7Xa7dpiy2bqhS/uDGu5wnT8hq9XthkAgo5HBS0PrOM+UIN1Wq2Vv3rypyM/u7q71+/2qvLk+zP1c9QKP95Rx6j7EM9xwnajhIfUs5vLHjx9X3homvyBDJcZK9CEm2DDwM1ECDun1elXIXIokpupB9UqqfBcXFzYejyujbEn7pDxD3E89g0tErO8qW0uE1BLFoXIcIoeOCxLEC2hZkfAfW8S4UdQ16IFW3hnEs5axFSdFLiKrJcqHNEejkU0mExsOhzYYDEJCgXJ4niD+3QOFrIRzg0tJUwoUsMLzJvGUJcb73+ymbZ4+fVpNBLzJQKmwAuZ+hb6DNjCzyit3eHhow+HQVqtVtaNfKRhi5eO1OdoB/RIkKFVXufdjEqSTrpdmk/rbJikhQSy5SSJlIedxN51ObTqdVlvS3odw3tG4y41HABNue/VmlXpjWCKi1pQ0pEidWR1YsTEDIARGMzUCNMkrRYLM7ubl8PLK6c+mZAjC94D8YDtkM6t5cyIClKs/XqcSlX/bBe/GhEjbjfs/RxpAIoLOR254v3uE2duqmcXzeKCfAz94BI1Fcch4PLbRaGR7e3tViFJu/k8ZY0tBbomxookwBlLvKUSNpHwvXwMZwnEo3r2egbZkLkfIpYdDEAWFkOBNPEMl89zV1ZWNRiN78+bNnYyySoIi/fouMcjWEiF2mZrduqe9hbiw1KvSUE8EGtdT3gyq4ZHhsrDlJbKgc74olyd4NvIQoJxIxzuzyBtMKRKk6UdbXqYUmypdbqNUfh4h0jKXAil493q9nnvqteeZw/Ol28164WpQBFA8Xn9LCRRwtKgSAAWKR0XbvAQQKbDxgI5XJw/JsqvEJ0eCcmMH/RT9kq2dLNfXN2coLBaLe/OqlXiF9DuLZ9m8T7CKfD1Lq1cmbYsm1mWz+rlgbI1FXhoFEJXZK8u7ECZeqbZkaUKG+F1Ux4Ds8KGGHBFRSoC8OTN370MgRPyOegAtC7wF2rbon7rFNX8iH6/NWbBGVOfxlPAciHwQLRMZZXnDqMViYaPRyA4ODiqvENeNkh0lQZ6hgfPxxul96ydON/U/l9EzckO63a49ffrUXr9+7YZCqzeO9WIUQcSexfl8boPBYA2HHB4e2nK5tH6/XzP8N62DqH9BT8xms8YkKEWscoZZvve+ZWtXOiOWmSuKd2czuw2LyIUrgcTAhZ8KT4q8SOw5iQZtBPI9qwgUhVduTn82m9nx8bGNRqNUddUOEEwpD287Z7VypAic/pVYDiE5j1Xp7iI//elPrdvtVu3O9QhQhD+EJ7DC0HAaBms6KWA3HsTJAlBsEg7i9REoHRxwl2tnfcdo3YoSVm4vxJVz3iXekm2UUhIEQRul1siVgo7xeFwdundf0jQtJT1NJ8woPRbuW1o33Kf0u5dO9BsDK/7jkDg1mLCebSrvwhuEdJuONW67SL8jPYxnbHs8m82qrZEXi0Wlz7Dpis5tnuHAKy90ojcn6PPRnLmNwmTS7JaUlFr8OSpluVyGZBTzEGMO3iSHf8czLJGh1LsnwiGaD28WpXk2ITFKiqJnS71Bm85buTwiIxfLBx98UMMiij/0z8zW8Amuee/I3kIY8YFDZrNZNQabjK/UezEJmkwmWRKkOjbq+14fZ0OAYvv7lq31CJndKg22sESTJK//QKPg+fF4XAFXPgDVzI9bhWuU88MnOp4nOXejV+4Ug4a1E52eLQr8vXT/ex5UPMg0TCYqT9NOuokFWAljJI8fP7bpdFrb3tkL+zGr1xWToCgPPUuFPXI4dK7f79tisaht85iqu9R19MuzszM7Oztz24VBEG8hzt5LnZgYhJjVQyr4k71UD2FNEEsKXHvCk0TksWWrHT+D76w7ptNptTvhfdUt+qVaYj1hEJ0Kqb2P8kTf1bqqgI/Lie9qGfesy7hH2wnPw0PEv5f0gxISlLMqN9GVpe1odjtnYOdUPA8AA304mUzs7OzMTcvrB00IMshUbjMV7XPbSoQYDyACYjqdVjuMsnAUiwq8/hEWMSvTV2p42JQErFbrB6FHAg/35eWl7e3t2d7eXjIqJSX8jikAXKKXlBCVkK+ceN7aHBaBsQH3pvStR4I8j5nmqUsmDg4OKhzCGyjkxnKUPn5brVaV/kgRfNXJrZa/nbkaSJjcc3k4SuW+ZWuJEDcWA4/pdFodOqodSMPprq6u7Pz8vBpsJbHMOnlz2jlrrPdciXiASzsULEfaGdXim/MGRYozF84XSRMFVpK2vkf0DLwh+rsX2sjfOXabPUWctyeYeKbTaRW2uLOzU5EhTColFiYWWEPYU+cpH7aAIz+vr0bhMkqGWDC+dKwpcN1GwXs3bZcovtusHkYbPc/XdIK8q2BXtkiUQKQm5Sbi9W/tgwBVCkoUsOBeTYvDmDkN1gtM/D0Qx3ml2tGTpiQo9T1l5EL5Nwmv9dIDCRqNRpVX+eTkZO3eXq9XrfHABjBmdbBv5hMjDsfic2u0jGqI3HbhEDF8QlfyOEQdArByHfJOszkSlLsGLLKJBT2FUSIcoviLjbIeJokAtqa7KYmL0vREjSulgnooIXYgIZiXtb9wWZAW7/6mOxarsB5EH8M5PjDKcp7QiSV6hfUiys5GWRZua8YjnmhECn9XDzHjNYwr1NF9ydYSIQg6AYM1FR5UbG2ACxGNWzoQ1KrJFre7Dl6k2VSgRBXUeB3es4yg3BzOoMohNXBKAEJUntTzpaJej8ePH9t3331nOzs7Nc/harVyN09gTxBbYzwFFPUxXMfufUgPZAj3MJjz6gATDucDxQNiZHa7HorDKLE2ieuCJyouJ4e9sIL2LEKR4SGqj20RVao5Sz5fS1l3UZ/ewmnIxcWFXV5eWr/frx30eR+kpMSLoCEZd5ESK2OOOCthV3KU81gpadBxkAKGrJdKAafmz9+jT5acxx9jM2WE4jrRiACkc3V1ZW/fvq0suAAwrEsgvJbh8PCwdk4dG5YUELMeQVhd9F4PVTDP9Hq9ai5l7zzrW/wG0AqPQVMs4gljEZSrybP8uYmMx2MXi5iVzxUIiYrwVKnRNPUeqbKVjvfU70jj8ePHdnJyUun4knGN+cgjQSmjNvpgu92uxjdImM4vnk7V+tY6SRlVvTpAOfEs4wbWUagTjwTxvVwfikPuIltLhLSjMkPXMAgIh5GxlcxLD8/mJm22gkXxuBCddFIdiX/zJhV0gN3d3Qpsn5+f28HBQTVpReX23gsx4tFAyFkQ2AKQ8ljkiFlKAeE3DoVR8MMDAztywUK5XC5rExPKxduYcpm99+M8OV+2gM3n88obhPTgno4sxGqlhmJgweTA/3N5U0CQr/N5FJHlTduIieQ2E59IMHF7ADZqJ1j1I0ALHcPto3mORiMbDoe1fsmnhd/lfTwS1mrdHgRcahXMiTehe/2JgRnrocgw4lmJOT985/GL98LzuI5d+nQiT+lgDxRGhh2P8ER16xlVcutSvTqOvP9mt3V8enpanTnmWV5TovH/6DfwFPEck1oTmbJmPwTRd+Yxf3l5acPhsNp9lD0oHIEBLHIXAlKKRby29/p6KYHC+BsOh9X872ERBuDR2Pd2KlQp1VsMwlmaeFlz86KHa7xQ9P39/TXDg65x93RyasxEv3F0EgwbIOh4J+CYnFca+SDN+XxuL168qIwpnk5G+TWaBul6xhpd3+bhH7P6PO0ZZTeVrSVCLAruZ7NZpXzYwsULwPnE201FQwHMYuWB600PoExZMOEBgNUOu6QdHh6a2e3e8+iQngJST1akeDzLgXefd68CzEgJNW2PnEJkq4pZXfHoIsTcJM1ELxLUHxaNKmnidWq5NJoAlv5/IQAAIABJREFUVNyvQIT7YmQ48CSyPD9UEgTRPsr/M3FWfZNrTw3JVQHBVaDwrt7pXZCgEtH3Sr1nzisTARBv4l2tVnZ5eZklQaz/Il3IZWZdV1qXJeTFSy9nQfbyubi4sJOTE3vz5s1GIWj8/vBwdDqdak5lwp6aOx663vCMI3jv5XJpk8nEdnd3q7mfAeh9ECCzciyi/b40PBFpq6BPAmvgvYFFYIzko03YoOaNyRwW8ca4d59nCMwZKjw976UdlSvVz7vdrvV6vcogE3njUzrV03sqrCt4vTfOudOwRU2npC+y9wb/g+jniInX/3QXy9I+eV9k6EEQITOrNbaZ1ZQP1m2Y3TLklJWPxbMomK0rHk+haEgGGlvJUBTSFykfPIN4bnSCi4sLM7vdY94sTYZY8bArXd9fB4unxFKKpmTw6nt75YiuKZhggfLxdrLRZyMptWiy8kYbsGLHoPWsSnhe0ykRWP/ZKwrhBdPcV0uVTSrP0u3Gt0E4NM4j89xGPH5wDeKNCYwvz0t7fX1t0+m06iv3RTgjryYO2kulzxPpXUT1RNN3KtHRnt7RNF6+fFmlBf3PbeF5RRWgcX0oiCkFSyXWXc8QooarknpcLm82ARqPx64uURAW6QINTYHlFls9q2h78NxxX/3q+yys583qxKDf79fOaGqi41P3lmARtbKXGmSRb4RD0LbwEuJ/YJFOp2PD4dDM6mOOgSvyAH5LeRZzOCLq616ZU+Mo1zaRfk3dg81ZcJ7ZXcZCybOoRxhlOWyO5xpPp6iRz8OHTIYQisdRCMA6GAP8fBS6WTomtMxNd0tVeVBEiCv8+vraJpNJRQh0JzSWJq5Ss1vFA6sHKx5VOMjbzFwwztYheHZyAiXCygfvPp/P7e3bt7a/v18dsKoHwaJ86HTqhua6UOuxN0lDPACJ60qQNA0eeBHJUilZ38DKRzdJKJVI8UaghN8F1g5WvjrYFeiYWRUeoOFwLPgNlph2u+3u1MR9EmPjrhZIs/uN0f2/Et2ZJwK3XpvpdQ9Mc9/xJnjoKYROYCK5KxlS70i73S4iQfqOpRb9pmnie+l43KQ+uN+DAF1eXpqZ1Tzp0TMsXgiI2d3Wx6kOTIWqoAxNiPKbN29q4bmekQjpapiOmX8gJ1twe71eaNFGGUtCapv0yW0QBZmoP+CRlO5tWg+MRby+q+2nBlnFImbri9Bz0QMYSzqemCjjsHHWr9wnUa6IBPEz+I7nmtRZZKiFeEbIUqN5iWDdsHpBSsXDTp6O5vmJ1yUxFmFPmSeMRYAtNTRfQzC1P2l9ctgm0lTs3ETuw2ho9oCIkFndagVGOpvNXKLjWapSoBbfeVtQJUDeAlJc4wb3ygwQa+bvzsKiygeDY7lcVspnPB7bcnlzqBYs0uw94sGRAnCpScpj+5G3I2WF0XSizu0pMZV2u13tmALh0LimysfzBpVauLE7EFtNzOrhAUiHFRd/jzx1EJ3okB8L91ev3zYVbp+7WmL+r4VDOvhTRduIAaFHiiBoT0z6nlUN7YOwBU9YP0UGHYhuZLEJCbovSRkL7qMsDDo1/evra3v+/LlNp1P75ptvar+/9957NX1bWhbkd9+eDe5fOUNQiT5QHWhWJ0NafpxSzx5ktvgqwEFavLMclwH3YR6ODCZNQwu3RRSLoN/MZjN3W2TP+GgWt3UKiyD/HAGKdEip5w7r8/r9fvWd84Ng8yAQ50gPpoAw9FiEL5Bnqh+V4AfGIihTztODvFUQ9jgej6tr2LTAw4s58bAI8vZ0BBs+IyziGZ5ZYJDVOa7b7daWneDe3DzGyzA0JLQUi9xn5ARka4lQ5Nnh67CUs6iCabVuF/h7IWAQtbxwyIDnhsbvfKAVfosAU4nAouApHwifa7NYLKo9/T0LLL+HTvAACLD0wMWq5c0BLP4tZW1Sz5Om0Wq1whAjCKy/2IHH7Fb5cPhYE0kBuRTQQ56sIJAeL/rzJgXsIuTt7KT35uoEVpgoPLCk770L5fN9kCaAFm2F+uTFzmZxPTIQiiYIDqXEMxA+2Bd5RKCDAQP+NiFBHsFQsF4i77K/qF5lWS6X9uLFC/viiy/s9PS00sM43HAwGNhgMFgjjQqW7rPsDEAiQw/vGJmqO7y7t8ZouVza8fGxqze8NZEc1mK2vpkKdCZ0FucNYK9rRPA80mddeJ9ete+D6JjWMEcQQfba61hqEkIYYRE8GxEgxSJ8D9JVQpYSJUI6XhSHtNvtqg9E4B3iEZ5cP0mRohQGMVs36LH+jHQe1xfaldOez+drWITzR0RRE9F3VOOJV6ceFsHGJ2q04OfMbokLvEHQAf1+v0bwICBOjEeUWLInyNPfKSMf3+PNT5vK1hIhT9RqpQrIzA9xwQQZWctgmUeHxjMRAWJLvlppIuHJJaUIMVlC+eBaJAi92d3dXXt/LQ86Jk9qvV6vtn4CYDplRYBi9xSOEkF4Rrju4bJl7xC/I3v8tJ7G47FdXl6uuf3xTk0XpkaKxVM8aDcc0rhardYmA65br7+BsHhhAhHZwTM4A0l3X+GdEXVRYpO6eIhkKAU0vWt85ljOisnPcX/2xvdsNqsOYOTJlUEShxroJKjvpCRoU7lrW993P1ELInQSQo6Q3+npqf3mN7+pdsPkZ7Auy8wqvahhHDzJbvIOTepNAYi3fX6UhxeFgHM+IoHBiwEKhxAr+VGgbWa18B4G+97aIwaUbBR4qMJ6kucyfnfVG1xPvPOqZ7iEcUwPzPUIUIRFIuMN938ukye8TtmsrndUUG4l21G6EM8Lgu8pPKWELsIimqcaZlPj2COO/Px8Pq+wiM7jwC4loN97J+9dclhEd6zzsAjegz3BIEGleEHxCJcR+MvTKU1F9UgTLKPyYIiQKhW1ukSVxlZeduUrcJlOp6H7mRUSPkut7t59St4g8Abt7u5WB2WlBgdbmefzebVmqKQcZlaF0qkS8qzW/DtbsFUUxGEA8+TPCihSqkw0ODZ5PB7b6elpbTI3uyVcmPC99ogmH48Yq6gni/ugKiCUVy2n+M5rg+Be96wwWg4FfSnvVxMSxGNFLTEPhRCpeEQf4xrgsIniZaurN9bgAeSzWjAuGFwysOJ0udx4HmGzuH4X0fbeFNRGVtrSMrBlkfUExojZTR39x3/8h11eXq4t6Mea0fF4XNWv5zHj9FNlbUoU1ZjgkVgzPzw6FRLDuuT09NQmk4mbP/oS9DTmPQAjXk+pOpSFjYz6TtD/DC6RF3576HrEA5YpUsEGNjwDLML3MIn3vD8YH5gHPCyC6155U+HbLGhHhEb2+/2CWrFs9ALnzboL33WnQo5oYWGyn1r2oN4pHnc6trzn8Ydn0NZoJxgkOI1Wq1VtK+6tzUtJEywCYSzCwp4hxc+oFyZB19fXlT7l8nv1YlaGR6J+WCrQI3fVH1tLhDzywYJwqH6/v6Z8WRig6KACEAXgZsXTpMEYdKaeYzche3vQyN1u1/b39204HNZCHHAPD3wzKz6PRN9pNpvZwcHBGtFiCwN7K9gSxJOgAgu1oKsliydmJUwQXsALQoHBOZ1O7dtvv61AJUur1ar6BMhJ5K3jfpIic/ze+IMS96zQHFuvabMXB30b/Q+/8fabKCf3SY79Vo+B1zYpi5RX7yybWnG2UXhCYBK9CZBXyygmqW63a6PRqCIvbIRgncVW/KgMbIzYpJwqKcsb61UP1JeUwQOIfM6KloX1I1scF4uFTadT+/Wvf22np6drlkds/dztdq3f79t8Prd+v1/TP0r0tGzee6aAkvf+Wl8RQOaypPJgefPmjT1//nxN/6Hs6FN8tgvrfwY3sN5qe3O5OIoB6SAMqt1uV/3YI845QLwtwmCQdQPmSe8ssch4gD7rWcwRkYI0ud1K9XEOiyixQjvymDMz6/f79vjx49oB3mrk8DYjKdVFPOft7OxUkSna9xRjIA/VPZ7+4vGJOgRJ4f/5GRbM1Vh/w4aY5fImNBe40aw+1rrdrg0GgwqrMJ7yBPrC08V4D24nYJx2u+1iEehNj8AyDmUSxCF+3W7XHj16ZCcnJ7VyKCbxcFhuDHjiGSW5rPq9qWytJkpZ9M2s8hRoJ00JP4/wJG8xok4MuXJGisez5up9PGF2Oh0bDAZhjDXeE+cLmd0eglfy/lwetkxrXhhsCgg5f74O6XQ6VXuo9auJIje7qSNshAElcnZ2ll1ToyQumkRKLN05cKIgjImm1ye5f3kLKtvtdkWEWOGwlwLpsIL0LF7e+rnoXTxl442FhyQ8Wc5mM/eAv6beADzjhT2a3egc9GmzulVT00iNmZKQ2ZyUTlIldZAjQ/p7rk9hguY6uL6+tuPjY/uv//qv6iBQJe/o9xCcJwevUERcIGx0KpVormAyFKWnIWaankcSsVNcDlSpROWIAIj3LloWs1sDI6IZoE8ia/I2SgokQ89CD0NK5hc1cAGLsDFwUyl9Vj1FEBzk7hlq+P5er1eFSG1iuV+tVuHzSoQivBIZZfE7k7yUgSkqH9Jgw82bN2+yOBFYCYb2u8ylapTg0FezdSwCwyywiIaweVgk1WeUBDGB4npC/mpcyr2bVzbIJs4Jla0lQiwRKdKJLyXqBWJAjYaNZJOJ0XMTps4TarVa1aYHnkLhcAdYlWF1QNqR5IgIKwm21CpoyLF9BnCbkqHIQ/T27du1k9A9QX9gi5KXN9dxatJiYMBK0XsXDg/xLFr8Tp5yRHjc/2/vW5vaSJKuUwJ0Rdxsr43nmfDETux+mf//a2a94/WEPTO+YJBAEgik9wNxitNHWd0tgd9dQZ4IApC6q6uqq7LyZGZlAVUkCPVDndgaVObV4HuVBLGCw78fE9BXCEv0iIt6DqrKU+C97ezsFEjrxcVFmmf8HH2umT9nHiJMQJErr6ztdRV87xnevbl5j7777bff7P379zYcDkuVRB33ubmqVmUmLev0rzffcv2XU5qAnPUYGaqqlBYN4/le3l31hnDI0zpGhE0BvxsYZDnsm9dTby6oQZY9QKyLlMnwXL2qjHdcnud9gNLMBlnVA6CHsAzb2dlJRtm6dTW7G6ue4bBKZ8A93pxlAyqPx1WMslpX4PT0NOkiXIfF4m7/n9lduD6vN96zPQKY06+4Pfisji6SI/OeLgIjOOtSqFeOBPFY1b370IPKZL7nTFBd5MkTITO/ExDGVUWGcC+UHnZnVp0/VFcY8eJVFXcNFygLGFgtc9ZeFjbYP2R2t68In5sV3e9Vg0fd22UbeTU0T+uH30oaVgVPrOl0aqPRKHlJzO7ODvLi7NlrVWWJqSN8UB+e1Hh3VUK6jATx5sSycnhclS1ynpCp6n+2tLCFiIXdYwP6fDabpaxMOWVxFTLkPUf/x5iZTqe1zxTLjck6CnfdMuso/2XkrQo5MtBsNkv3Ys3nt4eGvn371k5OTtIZQfguhzrpsh+SBAF1yJD3N48zQD1E8/nd3qCy/jIreqfV8svGlRy0XlVtZq8C1jgo84+VDDFAhljpZbJhtpwAADKI12n88LoAHWSVsclzgxVWwPOgMBAOxz9qaIXeAV2EI1PYmMferhx0nzJ/ru1hMAnRz/lvfh85QlAHk8mkoIvwc7iuZWQI4HHhvdecp07rqrpITtZ646dMF0HfNpvN7BlkWqeydaisj3MGWZZ9q+7ZVWw8EfJePADBCxd12YAqI0H8InkxY+U4p2zyS1zXeg7hwd4gJkT4HHuI4BHiA1cRVoV6QcgiGx7KYuRIkEcw7gP2WKB+Zdar+Xyewoim02nhjCZdpL103Z4lhsvOed086zvACxyIYs5iz4k5GGivnq69WNyFIoLQcupNdfN7WFXhYCsL6gKB85iIkLZhNpsVvEB1PQt1UeXpuL6+tpOTE+v1eoW9XMAqVq+HsLrnlHTv/4cEG0wUGIunp6f29u1b+/LlS/qsynBQVmc11phZgdytSgA8ksPjpooE5frbU5qvrq7s9PS0cH1OXmkfsayFbEXbVQ4rOeRyc/2gayXvUXgMMsSDpxjyYclmy4Y2gPciKglS0uApxN74LLP4KziSRg0cMKpCn+JxwP/juna7ba1WK+3xwb3aViVE3vzTdirZUNxHPrE3owyLxcKm06ldXl6mdNn8Lr16LxbFzJAapcLXr2tgg3zBvGMdC++9ri6iuhnARFh15rpQHRpgWZkjQaqP3AcbT4RyHeb9n/vM85AoC1ZSw96gOuEo/JK9hUXBVshms2n9fr8gfBRbW1u2u7trrVbLOp1Ois3lTbFIFWtmNhwObbFYpOxCTABxPZdtdpcuMlfndV2TZQongD67vLxMQgeLtt4LC1LO0qSLkk7cuu57FVrsZeG+8uqXs+iwZUMVFvZmsWvZI1yqdOGnjjWc24exj/lx31jm/zVwW66vr206nZZ6gdaB9neZZ7HRuA2P++uvv+z4+LhQRp1+rzt26yJnLVRSUPe5niJdl7CxnP/Pf/5jHz58sNFoVGo0WRUsX9clQWzE4HJZPuC6HCGqUvBYhpjdpgu/uLgoNVCpfPe8vCpvvPcOmYNyquCRoYcg6ZsERCio58FTQD0S5Mkk7kNVeD2PDq8nORKkZSvhbbfbtr+/XxgH3p4PhOW3Wq2U5RbndiFc3+xWD8HhnFBm2VvC4wvlAsgUmTN+5EinJy+4fz3Dt1c26jyZTLK6CO+FQ3+xnslGU05zvcoajbK1fUyGeJzgeoyZKl1EdV9Gp9NJ7dfyAH5WXXj9XmWUvc8asPFEqC7KBA9nY+FrVXAoMzW7e8lle3C8evD/OXelChQWTCqAkFml1+tZu91OBwayZQUuaUwMhJKMRqMsmeNn8GFonleIhavnsmVS6X3mbcrDNXhH2EOROx0bCTJQB29yN5vNpbTb6Jd1LDG4TwWQ/o/2sAdH+yPXVwA8exAESoT4b1Xg6goiXYAfKwkyK2a1uby8dOUA4MmOdTxCCBnJhexeX18n6/7r16/NrJ7CycYTr7517i8rj9uQK7/qmXWMRihHF3ez27k2Ho8TCcJ3ucV3HbDBIOexyUEXZM/K6Sllq/bpYrEoKFWj0ciVF4pcn0CeqjKnSQ08mRqoBxjgEKHi6QK5s4F0bVQjHiubOaOJrqurAOvO/v5+gQB5MgJkBz/QR7rdrjUay6m2J5OJNRoNm0wmhSQoGGfYEqDysmqO55Rjb37qeuf1Ea/JCJ0uM8gCeOd4LzBksi6i+uOqHg4lGkqE2IvMRnyWP144m7Yf4DJYVrM+rImeANYpq2SJ6tzfgwSZPUIilPMKefnrIXj0Hp4c+N9TjtTKVVbGKoBwgWt5f38/CQMmQ7pIgwRBWP3tb39b6ovZbGbX19cp9GY4HFq73bbLy8ulyed5DzTrWh0y5PUfD2gWPOp9Q5acxWKxlMkvBywyOYsX+vDy8rJAhlbN6e+BJ6X2AxMUvr7qbwUWIKT+5RCW3HhUD2NOqeNxy1ayx0iCzCylIje7izXm/82KhEcXrFXIEBZztaZ6mM/na5GhdaGWV1bMc0RIr69LFFclaEqC3r9/nzzZ3pjMKUhV/adKfo6clHnnqj5XT603X73n8jjRPZp//vnnSqfUs/WW/0e6bPQdZ5j03mUQovWAdY3nDPqc5a4ayLzN51ymkiGGroV11zk2yA4GgxSajTA3b95jPzNI0P7+fopY6fV6tlgskr7R7XYL42g6nab062ZWyH5rVhxzvBfYa1PO04HvuF+VBKnuB12RDbbedoocWCdRvQ26yPcgQ9wGjAtNWuJBdZFc+6CLYDzw3j/PWL5KRIq2jXXGMv1uHWwsEdIFJQd0HDZoqlKas/7WQV3FtW75bIXEmTH7+/tpfxC+V2vlfD5PFub9/X3b3t6258+fW7PZTF4hWDFw32w2s3a7bf1+P6WR5UnEJ9LrgqzWKgYLa29/jpklpdrzAHF6ULZ6Id9+FQkC0Ifa95ic8/ncOp1OYWN6o9EonNuTgzfuPIWGBRGUHrM7xbFMCHkLIawwfJ4Q2oD+VCVQldoy5UUJqxLVxwjvvBUzWxp/bMFaR5BDyebTtnNeD/R9o9GoTYa0XnU9GV55ddvK3tNV+qSKWHmfMwk6OTmplAHrvCO+z/MMe/LQsxrnoGSIrba5tcx7B2xNvrq6stFolBJ7rAIe4xqWhLp4yXFWIUBsfGGr8brvZ5PgGU1BLNUyX+XZ8P5XOQ9ohIonv6u8KXj38F4jKoW9M7l5DyIEfWRraysZZXldxr0I2YeOgr91vum4QT3K2gGS7xmclNzgenzHuoaS0FVIEPcp6ySqi3jvaV0ypLLGG2/8/sp0kTK5wroIDmJmmaH9vsq8V29Q7ruHwMYSIc/1lntheoChB2/Bg7AoW6jZEqO52LkMLksFJAAlaWdnx168eGGDwSCFu5ndHajmYTQa2cHBgb169cqazWZKtQ1Cs1gsktJ/c3OTkgx0Oh27uLgws2JyBEwS9SBAQHG9WUjAve0daopy2TPnWZH5b5SjgkmvLZtgHGuM6yCAIEhvbm5SaBQyL3l97ZHfsjbwWRLqki7zylR5hMzuFr9Op5OILJN9RZnnMgf26lXV6zGAvWD4n98z+reuMqfnePHhgPhRzwCUXODbt292enqa5reGlnghcV7dPM+Dyj0mZw8RBqVzVOtY1oe8iJ+fn9tvv/1m3759K3iDVM5y+ZymXut0fX2dQkxhUADK9gapIY3b6CmsOWVVyVTO4+L1E5So8Xhsv/76qw2Hw2SwULmldVMDC8Z6LirCU2a86zywUU/b9JhQRowZ8ARV6SJmd/oMjzdWMHMeIaDKeIV5rnXA+2ECdHh4mPYfQ0coKx/z6ejoyPb3963f76d70VfwGEEPaTTuQuZAMsxu5SU8UEqIVE56h6QjAgY6CesPVZk5vbX+5uYmhcGtQoIUmFPszbq5uT1OATLJzJI+letvTwfyPEMYe7x/GmOsaj56RlkFnod3iLXyIea6PpN1EuC+z9lYIoQOh/Jq5lu8y9x6DCUsOXdrWYfXVRJzVhQlQSA1ADw3uYkB4oFFvd1uu94AeJCYqDCxZHc1PFHc31yfZvMuxe1sNrPxeJwImxK3RuM2kx0mX5milVvQq/73lAklQWzt4nshmDl++z7eELb48nPqCJ+yMjnkDsoflL4qSx+X44HL5DlRt9xNhy5+3rvLhR8ysOjjOg7twJzKEVOPGG1tbdlsNrPPnz/bq1evlsJ8cyQoF7am9/G1XN+cF2RdQrzOuIcnCIeFrlsHjGvOygWgXM6MqXVmTzyTNNSH4a07dcYNh7CU9dXNzY19+PChkG2LZYOO3VyoVY4o1oWnlONzM3v0JMisuHaiP+4jL3m8ceIAzajGWNVg4Y0v/gyhTiBB/X7f+v1+uhbGU10fVZ70er1kkPXqCX1AjRoAjMOeZ9HszijgrVEgQePxeOmgda5nVbgWj28N418HnmcUn21tbSUD9dXVVeo3fnZZPT2jbM7rU0ceVT1PsY4ukoPqIuyZhjfwoQ5l3lgipNlDdJMhQy0xHpREYZCUnUljVn8TM3sfdHBgIu7s7NjBwYENBgN7/fp1YUP1YrGw8XhcsAZzfZBIYDwep71COilarZZdXV2lgQqMx+OC5Q65/7e2thIp4gkJMgRXKPoLWbeYCOlAxXPhOkcf6/f8N1sz9ZpVwQJ1sVgkCwwUJHjftG9XfS6TIBDrugSoysLobRDkdt2XsEBR51A79pw9ds+QjjP+zWPRs5QrAeJwVmRxZDLE71qtdEqGLi4urNFopPTGHhnCs+smb/GUUz5qwCNCuYV1nXHhGS7MijHhnz9/tuFw6MoTYNUxD8MNFDHsF2QSxIqhHr+gYSZsiFlnbnheoZy8wLWj0cjOz8+XwntwDX5zCBzX19vf6f1d1qYqjxBwX8/i/zLYk6FrlaKOLmJ21+ecsZX1EVY4q0hzGbz3gtC258+f2+7urr169Wop2qXf7yc9QMeRhpnxoe5oN0d5tFqtgiGCy+DoB8hLNsqivzVEDv08Ho+TTuK9EzbMaqrunLGV57v3PVBGWFnu4jfkT6vVKvThfcmQfr+qYbbMG+TtHYZe+FC6iIbx8Xds0L+PTrKxRIgVWTPLsn0ABCQnkJWZcxlVZKhufdnapwJsa2vLBoOBHR0d2evXr+3Zs2dJaIBgIKkBT1rUByFdw+EwbUr02giBgv7iOqGtKL/b7SZCxFYXs1shxAIMz0c2FUwQnQiTycTa7XYir+122xaLhbsw5JSAMqhnSNunFiVWHnE/+jkngPQZnuJaRWbKkBNKCOfzyAjv3XoIAYQxAIGGNnpu6ceIMuFvtny+Bn5zyAOMG2Z3FizN/lhWLt4h9/n5+bmNRiPr9/vJ2speCjwbv9W4UwYO+fOIjyKntNdREurg4uLCzs/P7du3bzabzQoe7Lrled4OVmQuLy+t2+0WzlNTEumFtJXNh/vODY5M4PJhrDEz+/Lli41Go8qsSR4J8sL6quq+CsHD+KlS9vmZm+xtxmGpwHg8dkMogSpdBIDczRk17kOAPLDceP78uQ0GA/vhhx8Kx3CAvMzn84JRVscGJ6GBXOFQND7cndFut20ymSSdg88fAqHCZxiT0+nUWq1WIeMcDMcgQSBtrCdibwvC72AEqatj5P7nz6veD68deNd8D5/pBdQxzKreo/IZz6trnFVo1l4to04/roKckbfRaBTOx1wXG0uEzIpMGmRF2TorxKpYeOXhB2XAJcdWGI5NXcfS5SktnU7HXrx4Ya9fv07CB2wXFqSzs7PknfGyBP3+++/W7Xbt6OjILi8vl8gQFie2eA+Hw4JXBuF5IEycAabRuE1xubOzk84hUm8Op5RUpQOYTqfWaDSs2+3a5eWltdtt10rG7tCyQY7vICA0yxELBX1fWGxAqpHKUsmQEiH0Yd0sKFWKdR2gnvx8zyuEdq0SmuNZWzguHdfUXQQ2BblNxVVjTvsRpMcjQGbFEI+6oRgg1yiHQ+SLyTijAAAdZklEQVQw/0GGtC5eaFuOIPM1dUlQrgxtA/7OlaPfoX74/f79exuPx0kh0LK98uooCB4ZYOWN9zOUKZzcr+oV0ufwe8qFReJ+rq9e8+XLF/v48aPrCfLK80iQEiTFQ4R15erE7XsMiVhYD4Eyq+HLrC/U0UW0bN5LyD8PBZZNnU7Hnj9/bi9evLDDw8PCunxxcWFbW1tpj4znMTa7NXienJzYs2fPlrwaAHu44EWAhwZhYUyCkFQBc3NnZyfNWYS0z+fzZGRlEuQZZufzeSJXbJTNyed1CIMn3zxjKf6H3MC8BFnThASrPJOJTy6SYR2wPqLt4H3R64xT9SbDK6Tf4f91CR2wsURILZ3Y+FrW8blFScvleNOrq6ulELB1O9yzLDYat67ewWBg//d//2c//vhjYY8OBAWsJBzK5bUPAmh/f792vRAyZ3Z33hDC67DRkftFw8aurq7SqcpwQbPXgicKrK47Ozs2mUxKyRBb2HF4mueZ0bhdDm9h4ldmWWPFH32MfmECjAWIn82egSpBU2Zx1e/5b+wLy2WHQh0Xi0XBcl4FFS7saWQykAujeUiL5H8DGG9sDVTB6pFNJtZYlNnjg+8wj6EIcLx7GcrIEBJjoIzd3d303jic1iM2OUudt8is825zBBJzE+d3VRGl8XhsHz9+tOFwWIjv9xZeNQqonK8j90EoMHdms1khc2YVPC+eZ3jgMaPPx/essKlC8/XrV/v48aOdnp6WKsMYN2Uk6L4kpEyWafvUu8V12mRvEMDthRFNkfPO1iFDGF8wyPI+4XX3SfA6hXVvMBhYt9u1n3/+OR3izgZZZJnFetxqtWyxWCzVYTQaWbfbta9fv2Z1ERAqKM6IusF5QzAs4VBWECMYanEvzz2uB/ZUI1RfPSlsNETCIXi5yoxVHFFTZhjk8D6eE3W8gVw36CE7Oztpa0NZhArghZSxTraKfM/pIlxfNQih3Tmd3OuDHNlRwyw7LO5LgsweCREyu3O14rTfnEu6rAzeQI/JyYoDJhqHlSlWsaDC+rK7u2vHx8f2j3/8I5EOLp9d01WW5K9fv1q327W9vT1rt9ul7mszS1njEJcKodPpdJayvbDSh3po/nvOXqRKi+ehMLtNzuAdcGpmhYHP74sVdCgOIEFmljw7IFcgRLlN6oDnOYLilmvX9fV1ZQYaRtnE9RRJFjwa66zXs+Cp8gqx0FHBz/dymZtOfHLAWPGIgBIjJhhMgpj4YL6CAOk9ZcA7UjKkihSU9vPzczs4OFiqOz+r6pkP+V49Aok6c1tYMeA5N5/P7eTkxD59+mSz2SxlicvJD36WevXMlj0xOW9Mo3F3qCAszfr+coqPKmS5fsk9H2Wp9Za/Oz09tV9//bVwkvuq+N4kqOrZKpOYxG6qd5mNbfP5PK0FSOTkve8qXQRgZRLPgvcCeg4nJVqlD9n4BT1kb2/P9vf37eXLlwWjJKIszs/P0z0Yo6rsNhqNZBiFVwh7llXOcIgcJzBBum6zW/0AYfpmVvAugcSY3RpL0S8wGGLtxNqNZ2GeQU9Qoyza7L0PM9+TqTKIf7NhFjKwai1gLyKvv2yY17m8SoRKXa89Q8PzGbr+cPhiHc8Q9wf6C+0r05dy680q2FgiBGsCd7IqIznm7VljEAqmn6GjOfQOhEiJUV0gXnZnZ8cODw/t5cuX9ubNm0Q8IGA4HARWkrKXjaxtw+Ew7RV69uzZ0iCChQGeHzxra2vL9vf3bTAYWK/Xs06nY9vb27a7u2tmd0KLPQ67u7s2n9+mt4Xr2mx5oukk4MnLGbW8CQnBB++MR4I4OYMqCf1+P1mSOGRJLckMVqJY2HsudiZcuQmryl9dQBB45F7LgvCpK3T4Hs8CY1ZM5awE7LEBCwwLViUSkAUYD5wAAZZK/GjSgVXCaNWCzgQCCzy/g9PTUzs6OkoGBY90KbGrwkNY2rx2cYp3riPm83Q6tT/++COF2eI+LkPrifsVXvvNlhVMlMOGFAAHF1fNXyVDbEQrex/aPzpObm5u7K+//rL3798vpQD2wBZZtlzfhwR5nmr2ftUFEwb1Um0y1EgBcqRrhaLMM6SGWYwXTvXO+odHjMrqCwMOiEav17PBYGBv3rwpnD/I82swGNhoNFrySnhjAGQIXiHOxqp1aTQaBaPDzc1N0id6vV46w6jRaNhgMEj3DofD9DeMhDBiaGZIJkL4re+ozChrtnxsi5atOgnK9QyzLANVV6oaN4ASYI1Q8cAyBtersQ9lcjIE1kW4b3WNU6+QPtMDxre371b1/Nw7uM9atbFECMoGT1S4bmezmU2n00qvEF4Okydl4cxQvZAnKJ76EljQ8x4LeHw6nU4SOm/evLG9vT3r9/vJ2ocXDzc0FAgo+/ieJwxcyePx2H7//Xe7vLy06XRqP/zww1K9mbT0er1kEdne3ra9vT1rtVq2u7tbIEVmlvp1MBikBA69Xi+1//fffzczn1woQbm5uc2bPx6PC6FD+OE+xfecqcYjQXr682KxSG58ED0sACyMUD/cw2FwKlBzpG6xuNszxWOFLd9eqA4LQtQXQkjbg7KhsGNxYcsJQvswRjzkCBDDq+umKyxl4HmK3+ptg5cY44f/N1v23npeibpAX6v1FWNelfg///wzKQwgZdweT36xMuBBFzuFKvee4qHlQWHT8Xd5eWnD4dA+ffpk5+fnSenHPCwjPGXwSD7CbMz8sC2E+WIzNc5z437NPQvyy/PqaF/o8/G/mSXyw0cSMAnirJvaRu9Z9yVBfK+2S8c5wpx0bLAsg2zddCj5xbqNg9Cxfpd5NFUXYcMs5hj6VkPakNAIyBF2leV8OGq327U3b97YTz/9lLwx8KTwGgsydHZ2lsrivbUAtipMJhP7+PGjmZn9/e9/L6Tg5jbs7u7azc1NOhwcuhI8SUjhbXZLBLEG7u7u2mJxuzcZ0S0fPnyw7e1t+/jxo02n09SGsjUc83WxWFin00nvw/MKQRcB8cqRILTFe/c7OzvW6/UKa4hXN9YjlcjlDAnsOULbFOy9M/PHDCdiwbvH/+xVWyzu9sWhHN6vjTUrt85U6SK65+577CvcWCIEeGyU4yrN8plbWLHjQeUtdDnhgs+xaZmVaZSLekDwYGKDBB0dHRXSVZvdbkr0UkLyAFaLJg/4q6sru7i4sNPTU9vf309eHb4Wz7q8vLR+v5/cz0yCDg8PC4KZXZ38bGxo7vf7NhqNXKsz9wu+x3uYzWaFzDAesMhUTQTPbYxJPBwOk6Dn/RTwMJrdWYN5AVMhVPZcLCKcaQdt1nGmShCED1v1PDe07uXhNkAx9+KY+VpPSfcUt/u4nDcFTHzN/A2YENjsEeJQS54TShC+BzB2eNHBfj3UxyNBGsaiVjwPnnfIa2NdbxP3NRQZZIjDHIBB4D6eDIXKdl7Uuf4696AUdjqd5Cmv+zwdUwqPMM1mM/vXv/6V0mN7nm7ez6iGOn2fvF6sYszIkSAuH+Wy1xL3eIYmVqj0OZsIjR7gv6FMz2azbN+rLoK/8TnPMR2/3vfQR8zyMpzlApMgRE9gLLES6mXOhZ4FA4fWEQQJ+5bb7XZ27iBED383m820Vxn7lUGMms1m2isJEnR0dGRmtxEg8/k8rfG5PbMYj9x/SAABIzN7WLSuDA3Rx/hWOcdyhSMK2IAGYM7zAa5chkew8Dng6SJsmGX56hm0IIvKDFFKhrBOou9yUSXcl1Wedq9tD4mNJ0IMVgRZuJQJIP7b26zPREsBzw4EBxQjWAQwODC5UV6/37fDw8PkCYKlEZssp9PpksCbTCZL1lnP4ssnP08mEzs7O7OvX7+mxVvDQxByZ3ZracFZRjhRGtYKPAtpJmE1AfC8Xq+X8vfr4qkLHywHsMZgwfcsX4CSQ7Rfs6moYoEJ3Wg0kqUGz97Z2UnvHvHFUIwh5GGNzS3eOllhFWTvgCcYoTxoPT3yY7Yc0qf7s1gomS1vpNXx7C2sWh+vTx8LyhYVnfPs/eU5UYfwKOF9KKgSvb29bV+/frVer2d7e3spxIUBwoY25zxg3rPuQ+68siErzs7O0mHRiOtni6TG+D8k0fQMYGzVRD1BhmazmQ0Gg8pQuVWAts1mMzs7O7P379/bly9flsalGtkgY+C18pQGfcer1ilHgrjfWAHisa5yXw0O3JbHAiacrJNwemeF5x3icOsyIyw/EwbVurKm2+3a4eFh8gRtbW0VjLpI0nRzc1PIVou1EuuLKtq61xm6CIyrXp+hHLQXhlmQINQPaLfbKQwYYxRk6N27d8moy9FBPG51LqG+MMpWyWwYnupACYzZrfEYHj0QITVWcDQQ7lWZnwPmmo4l1iNZ/9IIA48EqQxHXVkHRf3wt5IhxipyPEfEHgIbT4T0xWCCsleoatBA4cVL1VSPOQ8RJiZC0rDJbjwem9lyqI2ZJavGL7/8kpIawMqo115cXCw9mz1dsDIBuhji7I3z83M7OzuzZ8+epWvZQgjyBMHDJEj3XfGEQT/N53N79uxZsswgZaVHftTyyp976c8VPOF4ci0Wi0TSIKDU8oiJjTpz6AILWPYIYVLz5MtZdc2WyQgEkCoHAIfGQVjm+oC9cSx8AM8iw54hfiY/O9cuFrq5ObTJllyz+oflcsimekMB9faZLRNkLA51hT+Xo+8Lz0KZLG8uLi5sNpvZ3t6e7e3t1XqO5w1kqJcs1wbPw6EAscC5SEyAuB/ZqOSVjT5Zl5DklCHML1ayQM6QwYkPra6aS2VAubPZzN6+fWufPn1KpNCrY1kbONxXDRmsnNdVptQQwu9DjY1sXNKxye9Tlf5cuzYdrIvwmYBlYKWX1w31tpkt73/TM/+q1lIkRfrll19SlMTe3l7BYNpsNlMyJZxhCOMoEyRk1/WAPjg5ObGtrdsscAhzy3m7sC8IJKjX6yXPAe6Bh6rT6dhkMkkRJQcHB/bixQs7Pj5O+wwvLi6WxrIq95jzIA6ot2fwQF28CBXUke9REsT34GxFPqIF10A3xb2878iDGsuhf6hhlvsBfa/llukiDJWZ6B+0kWVAjljq556M4PY9NDaWCOU6BIMT7mhWBMsGEK5BaAmsDVj41fqCAQsSxCFdvV5vySNiZomkvHr1yprNpnW7XdvZ2UmeGNQPZYFQ8f2apQ2LHYgfgEkDS0yr1UpEyFMamARx7Kruo+FBD08KwoUODg7s559/trdv39psNksKDteV/9Z68ELLAoHBbmvvc7ZIsgLFCy5I03Q6LYSXAEzIWPjUmYQgdKgHn5PAioNHjNRKyn2uY8kTHFikMCaYDKFsJsDa/0xOUUf+0XZ6dd001LFI65417Tcey/yePDKEa+uSIVV2vGdinOr3UNonk4nt7e0VNhkrcl4HfrYusrk2lI0NzEn2AmF8efvhtFx9T7yQr0qI2ErKc1PL4bLhFTo5OUlnm8Ajw9fXAaf2fffunf3xxx9uqvDc2FTCOJ/fnovCxhW+t8ob7M1xLR/tV48QyzNvr4BHeFTWbDq8NkAXYaU6d62Ww6HZ8LCAyOqazEZZVUa9uYRx//Lly3Tf3t5eIvisyMKjY2YFrxAMjyBD2m5uz2JxmwRlPB6nA6FzJAipstkTBD2EZQ+HX0HBx5p7eHiYwuo6nU7BK6S6AeYKh8Gp7pCLTkGUiWek9IwAKNvszhi0vb2d1UVAgthAVMcoqd4TrGFe1JPqI1zXVdZ5zzvE+lzOG1olL7ndOW/QffWQjSVCDLXW8wvhMBAPvPjiGhzGBQsDMqvx5kV4E8z8NIvINMR1g8cGZwX1+33r9/uFsDiU2W63UzrHRuN2T9HZ2VlhYLNbluuGfkAYx2w2SxnXVFHAPiG0qdfrWbfbzVq+QUK47RB019fX1uv17Pj42KbTaUphWeXKZOWDJ6rG53rCCHXyrkG99Pkctug9h4WXpquuAxUsHOqH57IA4vs88HvLTXi1ymgs96phWbwnwVNeNp0AAVXvlklQTtHm8cuyROUCk/Q6CjvPafyt75kXd24Px2dfX18nD9HR0VGWeEPxxlwGONsTkzglRloGf8aGhfn8Nj02FD2Nr19HKeZ7ch47Dx7RUEMLGxHM7mTv1dWVDYfDdOC0kiJed1gxgffn3bt36WBUEEFcW8djw++RCVRunyXLBY/M55R0vBMe2+xJhZLK40FJUlkbNp0Ela1v3P4qXQRQrxHGR6vVWtpYb3b3XkGCmJRwZAQDOsePP/6YiMbOzk46w9CTUSAzZrf6CQ5X1/XBk23sTR2NRvbq1atCHwEI1WcShAQl0OfwHPyez2+jO25ubtLcY13EzJJhNrc/jaMyUF+PIGi/c3gcy0S+BmQY7wLPxA9H9qguovOuDgnSz1UP0EQmWLvq6iJl0PUJpJOJYh2o7My1/aH0kY0lQlXKNVti2CLDnYtJcXNzk8KgzIqpbjHxVZmF90EztpTVsdFo2PPnz5PggvBBSF273U5hF7i+1WolsoYNkMiEolaYnACCV4iFlC7YELKIV9XNt9yvKlgxkVqtlr169crG43EKr/v27VtyW3thAd4AxuT3gH5j5YTfG+/J4T7gZzEJyQm6KsGTgypQOCEb36lCm4MnVOsA49LsTvH2FL2cQON+8UiQKs2bDh3HijLBr+9a90fwxlvMG70mVz6TIB0rSkT4HTEBZvmztbVll5eX9uXLF/vnP/9ZqDfmGwiQjhdO9qL9lSM8+F/3YF1dXdnZ2Vlhnx6erZ5XJjTsxahLEDziqvMdizSem3sfSky43VtbWymL1vb2diEE2cOHDx/s8+fPdnFxUUh9vAr4vbEcw3pVlwx5Xj72WjPwrjxFnaMntJ4eVLl5DLIE0LaoVwifad9gDnAEi6bG5n0yHJ6Fcj3PjLeeNhqNdLTG1tZt1jaQIOgFulZNJpNCNEy327XxeFw4QLZqXcERH1w/1BvtQZIDROXg85w+wsY/jN9Wq2XHx8c2Ho9td3fXLi8v04+nO2LsqgKPd5bT8Tz5jM/ZEOato/qZp4uw0cFbx+sAcxY6I69FZUQiJ+u9CBUFj2/03ToGDyaM3nx5KH1kY4mQwhM+DF20mQRhkKjV0+xOKeeFRS29cG8yvJOlOVVio9GwTqdTiDM3u9sDtLW1ZQcHB4lEIPsKyBC8PWUDkr0as9nMPn/+bC9fvjQzWyJbEDxseSkLe1FA+Ozu7iZLzB9//GG9Xi8931OcOCyFFancc3KCRwUi+ht9pSF6aBtc+zkh5D07R9R0zAB8CjfKUStzGVgwl12jbeN764DJHwseVbhVAG0yPAUB4OQIqlSjn3lB0f0RbOXj8VVFhpQEaUgTv4+6oTZIBT0ajez8/NwGg4H98MMPBQNFbr8UngtC1G630xjgOc3zlz3sWMxxpggUPK4z9uWxDFbyU4cMsUXX7C4ESPsDfQcvNIcbefOMn6eGIM1KhUMn9Z7JZFI48BvhOurN4t9l8MhEo9FIxpcyS7bnGdL3iTbg/WHN8RQkhMMpscrVW9eBTZcjgNcO9Qp5Ri72BurZTwBIroar6x5lBoyGOl9YF2k2m9bv9xMJgncFHpbZbJYiVFCHvb09Gw6HSVa12+3S6AnUAV4kBZMgPjOIiReD12LtT5QDXWQwGNj5+XnSReoq5Dp/c6H6Ck8XQf3qHA7NkUHetatA5xnLBjaG1NFDgLrXMoFUw0sV0Gb1QHNb9Oc+2FgihMWnbOGA8gkvC2cAw2/EaavyyvGn8/ncTk9PU5ic2e1gZeuLWslyKRsVOsnB2jFgj4+P7du3b2Z2ZzFC3UAw8HwlXxCkSJiAzHM49wcuaD5YjYmaBx50uoDP53Pb3d214+PjQtheu922b9++FZIP4B6UA8GBTZdVlpjcgqKKP1uzuE7aPgj+qrAltu6pkEFbWMkDScY4goDn+quSzYov+jtHhFSZ1sUzJ3z0M643Cx5WtniOeKRoE6F95RGPHFTpZpnBZauCjXeue49QBv7PjX14nyAPygwWbA3Euzo7O7NPnz7Zv//972zbXr9+nUJl1TNTJ1PSzc2Nff782SaTSbIA8zipEx6IeaHhFmxI4PYyEQN4HxD3LcYzL9R1QnjxLCZ5XAf85gUcEQeQxRwe57UZymtZim6EuKjhCN6Z4XBoBwcH2fv5OZ5RRtdT1FnnOhuzVlGoWK5ssvwwW04T7oGTJUAXMVuOTEH4GANrB4c/ItNs7uBPRh1FutlsFo7Y4GQI+P7g4MAWi4Wdnp6mfYdoP7LLefUHsKbPZjP7888/7fj4eMkThMgUhMTlIlOq2rJYLGwwGCzpImaWomNA6hhsXOJ5XNeYyPCMkN1uN5EhD7pGVJVfFWmj8wtzDmRI5XDZM+uSpjKjbJ25jvGqIcMok2VeleG8LjaWCAGqbHjAYOFBwZ4grzMh3Dh0AvuGkCQgJ2D4ZGOz8jzpXqgUby4zs2TpQRk43RlAUgjPC2V2N3hOTk6s2+3aTz/9ZGZ37mhYk3RSeIMeC7s3+EBceAHHRkW0A9ZSlMX7D7TOwCrWCg8564o3Zlg58qBWaRUy6OsyxQqLl1pguWwtswx1BVkOZdZ1jwQ9tDXmfwVqCPFC0jzya3bn5eOwA4C9D/w35rln9SyTZ+yN0XrodZyKGnVBfcvKf/fu3VL9ze72Oa4DNjSwR3odqFdISZB6bFhhXMfCmvOO4jNdO6BElZEgT8bhndVJ3+s9e9W2eR5FJYs5eZ+rR5lXKFfOpsuQOnoIG9EA9IfqI3wPe53ZWAXMZrPS8/fuAzbuNJvN7HN4G4KZZcmQEhDIAz7XD+F/q5BqBfQnnvfYcz0ej0tDUWFwgae4yihbF2xQqkKVHlK3DIwtgEk1h+ybVYeG15mjatT1vl93rpeRoPvKj4c/2OK/hFXcnbyY6QIH8ADi62CVqep4WEZymxUZ6sHgkBzE4ioZwoDjie5NHF6cJpNJapMX7qN1qQNV9tVCxaTIKztnucBn9yVBOdzH3WxW3k/qyvVC83LjznsfZc+CwOcf75oqeNn9mATxd4+JBJWRG72uTln47YU+eMpirtyyd1bH26yeINSBv6+jkOJ+3FvX061gWbru+OGxzYaiXH/zz2w2K8jtVbwR65AgrB9lniBvPHhlliH3Dr0+yaFuGN5DzvWcUWXTseq6otfzfON3yPP46uoqhVhWeTFXrRMMo7n9OAjnBzw9JCe7sC6WeY30eVVgw7ZCdZE6hibuqzp9ex/UMS7UgWfABrQNPL5ya/u6yEW2rIMcUV1VttXFoyFC3wO8AGIRrfsCeKJztpBVAcsIsrthMu/u7hastOuiisE/BGAJg8v6f33Ru0/dlPTw557wUazjgv8e8AwDjxkP3b6y8jwFXLM+PmQ9vveCXgUvjI1/PxQ2dYx69V43WctD4XuvCYxNfW8PjZznHfhvrZtlngkcLBxYDd/7PZbJjbrPVhlQNyTu/xcech1pLEIKBQKBQCAQCAQCgSeGoPKBQCAQCAQCgUDgySGIUCAQCAQCgUAgEHhyCCIUCAQCgUAgEAgEnhyCCAUCgUAgEAgEAoEnhyBCgUAgEAgEAoFA4MkhiFAgEAgEAoFAIBB4cggiFAgEAoFAIBAIBJ4cgggFAoFAIBAIBAKBJ4cgQoFAIBAIBAKBQODJIYhQIBAIBAKBQCAQeHIIIhQIBAKBQCAQCASeHIIIBQKBQCAQCAQCgSeHIEKBQCAQCAQCgUDgySGIUCAQCAQCgUAgEHhyCCIUCAQCgUAgEAgEnhyCCAUCgUAgEAgEAoEnhyBCgUAgEAgEAoFA4MkhiFAgEAgEAoFAIBB4cggiFAgEAoFAIBAIBJ4cgggFAoFAIBAIBAKBJ4cgQoFAIBAIBAKBQODJIYhQIBAIBAKBQCAQeHIIIhQIBAKBQCAQCASeHIIIBQKBQCAQCAQCgSeHIEKBQCAQCAQCgUDgySGIUCAQCAQCgUAgEHhyCCIUCAQCgUAgEAgEnhyCCAUCgUAgEAgEAoEnhyBCgUAgEAgEAoFA4MkhiFAgEAgEAoFAIBB4cggiFAgEAoFAIBAIBJ4cgggFAoFAIBAIBAKBJ4cgQoFAIBAIBAKBQODJ4f8BRLxJO7B9jiMAAAAASUVORK5CYII=", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/denoisingadv_7_rankfilters/exo5.jl\")" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display." ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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