{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Image Approximation with Orthogonal Bases\n", "=========================================\n", "\n", "*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_python/) for details about how to install the toolboxes.\n", "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\enscond}[2]{\\lbrace #1, #2 \\rbrace}$\n", "$\\newcommand{\\pd}[2]{ \\frac{ \\partial #1}{\\partial #2} }$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\umax}[1]{\\underset{#1}{\\max}\\;}$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\uargmin}[1]{\\underset{#1}{argmin}\\;}$\n", "$\\newcommand{\\norm}[1]{\\|#1\\|}$\n", "$\\newcommand{\\abs}[1]{\\left|#1\\right|}$\n", "$\\newcommand{\\choice}[1]{ \\left\\{ \\begin{array}{l} #1 \\end{array} \\right. }$\n", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "$\\newcommand{\\diag}[1]{{diag}\\left( #1 \\right)}$\n", "$\\newcommand{\\qandq}{\\quad\\text{and}\\quad}$\n", "$\\newcommand{\\qwhereq}{\\quad\\text{where}\\quad}$\n", "$\\newcommand{\\qifq}{ \\quad \\text{if} \\quad }$\n", "$\\newcommand{\\qarrq}{ \\quad \\Longrightarrow \\quad }$\n", "$\\newcommand{\\ZZ}{\\mathbb{Z}}$\n", "$\\newcommand{\\CC}{\\mathbb{C}}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\EE}{\\mathbb{E}}$\n", "$\\newcommand{\\Zz}{\\mathcal{Z}}$\n", "$\\newcommand{\\Ww}{\\mathcal{W}}$\n", "$\\newcommand{\\Vv}{\\mathcal{V}}$\n", "$\\newcommand{\\Nn}{\\mathcal{N}}$\n", "$\\newcommand{\\NN}{\\mathcal{N}}$\n", "$\\newcommand{\\Hh}{\\mathcal{H}}$\n", "$\\newcommand{\\Bb}{\\mathcal{B}}$\n", "$\\newcommand{\\Ee}{\\mathcal{E}}$\n", "$\\newcommand{\\Cc}{\\mathcal{C}}$\n", "$\\newcommand{\\Gg}{\\mathcal{G}}$\n", "$\\newcommand{\\Ss}{\\mathcal{S}}$\n", "$\\newcommand{\\Pp}{\\mathcal{P}}$\n", "$\\newcommand{\\Ff}{\\mathcal{F}}$\n", "$\\newcommand{\\Xx}{\\mathcal{X}}$\n", "$\\newcommand{\\Mm}{\\mathcal{M}}$\n", "$\\newcommand{\\Ii}{\\mathcal{I}}$\n", "$\\newcommand{\\Dd}{\\mathcal{D}}$\n", "$\\newcommand{\\Ll}{\\mathcal{L}}$\n", "$\\newcommand{\\Tt}{\\mathcal{T}}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\al}{\\alpha}$\n", "$\\newcommand{\\la}{\\lambda}$\n", "$\\newcommand{\\ga}{\\gamma}$\n", "$\\newcommand{\\Ga}{\\Gamma}$\n", "$\\newcommand{\\La}{\\Lambda}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Si}{\\Sigma}$\n", "$\\newcommand{\\be}{\\beta}$\n", "$\\newcommand{\\de}{\\delta}$\n", "$\\newcommand{\\De}{\\Delta}$\n", "$\\newcommand{\\phi}{\\varphi}$\n", "$\\newcommand{\\th}{\\theta}$\n", "$\\newcommand{\\om}{\\omega}$\n", "$\\newcommand{\\Om}{\\Omega}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This numerical tour uses several orthogonal bases to perform non-linear image\n", "approximation." ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: using NtToolBox.compute_wavelet_filter in module Main conflicts with an existing identifier.\n", "WARNING: using NtToolBox.perform_wavortho_transf in module Main conflicts with an existing identifier.\n", "WARNING: using NtToolBox.imageplot in module Main conflicts with an existing identifier.\n", "WARNING: using NtToolBox.div in module Main conflicts with an existing identifier.\n", "WARNING: using NtToolBox.snr in module Main conflicts with an existing identifier.\n", "WARNING: using NtToolBox.rescale in module Main conflicts with an existing identifier.\n", "WARNING: using NtToolBox.load_image in module Main conflicts with an existing identifier.\n", "WARNING: using NtToolBox.plot_wavelet in module Main conflicts with an existing identifier.\n", "WARNING: using NtToolBox.clamP in module Main conflicts with an existing identifier.\n", "WARNING: replacing module NtToolBox\n" ] } ], "source": [ "using PyPlot\n", "using NtToolBox\n", "using Autoreload\n", "arequire(\"NtToolBox\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Best $M$-terms Non-linear Approximation\n", "-----------------------------------------\n", "This tours makes use of an orthogonal base $ \\Bb = \\{ \\psi_m \\}_{m=0}^{N-1} $\n", "of the space $\\RR^N$ of the images with $N$ pixels.\n", "\n", "\n", "The best $M$-term approximation of $f$ is obtained by a non-linear\n", "thresholding\n", "\n", "$$ f_M = \\sum_{ \\abs{\\dotp{f}{\\psi_m}}>T } \\dotp{f}{\\psi_m} \\psi_m, $$\n", "where the value of $T>0$ should be carefully selected so that only\n", "$M$ coefficients are not thresholded, i.e.\n", "\n", "$$ \\abs{ \\enscond{m}{ \\abs{\\dotp{f}{\\psi_m}}>T } } = M. $$\n", "\n", "\n", "The goal is to use an ortho-basis $ \\Bb $ so that the error $ \\norm{f-f_M} $\n", "decays as fast as possible when $M$ increases, for a large class of\n", "images.\n", "\n", "\n", "This tour studies several different orthogonal bases: Fourier, wavelets (which is at the heart of JPEG-2000),\n", "cosine, local cosine (which is at the heart of JPEG).\n", "\n", "\n", "\n", "First we load an image of $ N = n \\times n $ pixels." ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "512×512 Array{Float32,2}:\n", " 0.672897 0.672897 0.672897 0.669782 … 0.705608 0.64486 0.528037\n", " 0.672897 0.672897 0.672897 0.669782 0.705608 0.64486 0.528037\n", " 0.672897 0.672897 0.672897 0.669782 0.705608 0.64486 0.528037\n", " 0.672897 0.672897 0.672897 0.669782 0.705608 0.64486 0.528037\n", " 0.672897 0.672897 0.672897 0.669782 0.705608 0.64486 0.528037\n", " 0.682243 0.682243 0.658879 0.64486 … 0.514019 0.415888 0.291277\n", " 0.668224 0.668224 0.67757 0.658879 0.303738 0.224299 0.196262\n", " 0.663551 0.663551 0.64486 0.654206 0.149533 0.17757 0.135514\n", " 0.64486 0.64486 0.658879 0.658879 0.126168 0.135514 0.14486 \n", " 0.64486 0.64486 0.654206 0.658879 0.135514 0.126168 0.116822\n", " 0.649533 0.649533 0.649533 0.668224 … 0.126168 0.154206 0.154206\n", " 0.649533 0.649533 0.649533 0.663551 0.126168 0.121495 0.140187\n", " 0.658879 0.658879 0.654206 0.649533 0.135514 0.140187 0.149533\n", " ⋮ ⋱ ⋮ \n", " 0.163551 0.163551 0.182243 0.200935 … 0.17757 0.168224 0.154206\n", " 0.149533 0.149533 0.163551 0.182243 0.182243 0.228972 0.224299\n", " 0.140187 0.140187 0.182243 0.219626 0.200935 0.257009 0.317757\n", " 0.14486 0.14486 0.172897 0.17757 0.247664 0.280374 0.364486\n", " 0.140187 0.140187 0.168224 0.14486 0.261682 0.299065 0.336449\n", " 0.135514 0.135514 0.17757 0.168224 … 0.317757 0.359813 0.373832\n", " 0.140187 0.140187 0.186916 0.163551 0.35514 0.345794 0.378505\n", " 0.172897 0.172897 0.140187 0.135514 0.369159 0.373832 0.35514 \n", " 0.126168 0.126168 0.149533 0.149533 0.411215 0.392523 0.383178\n", " 0.11215 0.11215 0.149533 0.135514 0.420561 0.401869 0.392523\n", " 0.116822 0.116822 0.17757 0.154206 … 0.420561 0.425234 0.439252\n", " 0.116822 0.116822 0.17757 0.238318 0.420561 0.425234 0.439252" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n = 512\n", "f = rescale(load_image(\"nt_toolbox/data/lena.png\", n));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display it." ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "collapsed": false }, "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(f)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fourier Approximation\n", "---------------------\n", "The discrete 2-D Fourier atoms are defined as:\n", "$$ \\psi_m(x) = \\frac{1}{\\sqrt{N}} e^{ \\frac{2i\\pi}{n} ( x_1 m_1 + x_2 m_2 ) }, $$\n", "where $ 0 \\leq m_1,m_2 < n $ indexes the frequency.\n", "\n", "\n", "The set of inner products $ \\{ \\dotp{f}{\\psi_m} \\}_m $ is computed in\n", "$O(N \\log(N))$ operations with the 2-D Fast Fourier Transform (FFT)\n", "algorithm (the pylab function is fft2).\n", "\n", "\n", "Compute the Fourier transform using the FFT algorithm.\n", "Note the normalization by $1/\\sqrt{N}$ to ensure orthogonality (energy\n", "conservation) of the transform." ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "512×512 Array{Complex{Float32},2}:\n", " 256.476+0.0im -3.95615+20.4749im … -3.95615-20.4749im \n", " 0.0844855-11.1962im -15.1921+13.9858im 0.630981+7.94724im \n", " -3.55624-1.76501im -2.36528-0.595752im 7.28666-0.598839im\n", " 4.73903+1.55932im -0.805839-5.27302im 6.26791-6.04117im \n", " -0.624841-5.30147im 1.55698-1.17529im -0.988565+0.720974im\n", " -1.61084-4.77705im 0.165628-1.66687im … -2.28491+1.02422im \n", " 1.22427-0.125188im -2.10585-2.96785im 1.15793-2.06182im \n", " 2.86644-0.98837im -0.248534+1.02317im -0.55987-1.09585im \n", " -0.569311-0.075523im 0.416833-0.219624im 1.58716-0.4015im \n", " 0.993204-1.84695im -1.48726-0.244343im -1.33509+0.742391im\n", " -0.0138412-0.112531im -0.682093-1.73745im … 1.08995-0.3994im \n", " 0.83187-1.05805im 0.247246+0.45962im 0.700845-0.604206im\n", " -0.225175+0.184748im -0.398911-0.745511im 1.23564-0.586102im\n", " ⋮ ⋱ \n", " -0.225175-0.184748im 1.23564+0.586102im … -0.398911+0.745511im\n", " 0.83187+1.05805im 0.700845+0.604206im 0.247246-0.45962im \n", " -0.0138412+0.112531im 1.08995+0.3994im -0.682093+1.73745im \n", " 0.993204+1.84695im -1.33509-0.742392im -1.48726+0.244343im\n", " -0.569311+0.075523im 1.58716+0.4015im 0.416833+0.219624im\n", " 2.86644+0.98837im -0.55987+1.09585im … -0.248534-1.02317im \n", " 1.22427+0.125188im 1.15793+2.06182im -2.10585+2.96785im \n", " -1.61084+4.77705im -2.28491-1.02422im 0.165628+1.66687im \n", " -0.624841+5.30147im -0.988565-0.720973im 1.55698+1.17529im \n", " 4.73903-1.55932im 6.26791+6.04117im -0.805839+5.27302im \n", " -3.55624+1.76501im 7.28667+0.598839im … -2.36528+0.595752im\n", " 0.0844855+11.1962im 0.630981-7.94724im -15.1921-13.9858im " ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fF = (plan_fft(f)*f)/n;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display its magnitude (in log scale).\n", "We use the pylab function fftshift to put the low frequency in the center." ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "collapsed": false }, "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(log(1e-5 + abs(fftshift(fF))))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An image is recovered from a set of coefficients $c_m$ using the inverse\n", "Fourier Transform (pylab function ifft2)) that implements the formula\n", "\n", "$$ f_M = \\sum_m c_m \\psi_m. $$\n", "\n", "Perform a thresholding." ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "512×512 Array{Complex{Float32},2}:\n", " 256.476+0.0im -3.95615+20.4749im … -3.95615-20.4749im \n", " 0.0844855-11.1962im -15.1921+13.9858im 0.630981+7.94724im \n", " -3.55624-1.76501im -2.36528-0.595752im 7.28666-0.598839im\n", " 4.73903+1.55932im -0.805839-5.27302im 6.26791-6.04117im \n", " -0.624841-5.30147im 1.55698-1.17529im -0.988565+0.720974im\n", " -1.61084-4.77705im 0.165628-1.66687im … -2.28491+1.02422im \n", " 1.22427-0.125188im -2.10585-2.96785im 1.15793-2.06182im \n", " 2.86644-0.98837im -0.248534+1.02317im -0.55987-1.09585im \n", " -0.569311-0.075523im 0.416833-0.219624im 1.58716-0.4015im \n", " 0.993204-1.84695im -1.48726-0.244343im -1.33509+0.742391im\n", " -0.0-0.0im -0.682093-1.73745im … 1.08995-0.3994im \n", " 0.83187-1.05805im 0.247246+0.45962im 0.700845-0.604206im\n", " -0.0+0.0im -0.398911-0.745511im 1.23564-0.586102im\n", " ⋮ ⋱ \n", " -0.0-0.0im 1.23564+0.586102im … -0.398911+0.745511im\n", " 0.83187+1.05805im 0.700845+0.604206im 0.247246-0.45962im \n", " -0.0+0.0im 1.08995+0.3994im -0.682093+1.73745im \n", " 0.993204+1.84695im -1.33509-0.742392im -1.48726+0.244343im\n", " -0.569311+0.075523im 1.58716+0.4015im 0.416833+0.219624im\n", " 2.86644+0.98837im -0.55987+1.09585im … -0.248534-1.02317im \n", " 1.22427+0.125188im 1.15793+2.06182im -2.10585+2.96785im \n", " -1.61084+4.77705im -2.28491-1.02422im 0.165628+1.66687im \n", " -0.624841+5.30147im -0.988565-0.720973im 1.55698+1.17529im \n", " 4.73903-1.55932im 6.26791+6.04117im -0.805839+5.27302im \n", " -3.55624+1.76501im 7.28667+0.598839im … -2.36528+0.595752im\n", " 0.0844855+11.1962im 0.630981-7.94724im -15.1921-13.9858im " ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "T = .3\n", "c = fF.*(abs(fF) .> T);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Inverse the Fourier transform." ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "512×512 Array{Float32,2}:\n", " 0.483716 0.447112 0.418023 0.396734 … 0.585784 0.562059 0.524727\n", " 0.51758 0.488234 0.465988 0.451702 0.604017 0.582666 0.551245\n", " 0.539193 0.521543 0.510711 0.507189 0.601224 0.584037 0.561614\n", " 0.54883 0.547347 0.551568 0.560633 0.575548 0.56518 0.555555\n", " 0.549028 0.56703 0.587815 0.608695 0.528842 0.528631 0.535878\n", " 0.543316 0.581933 0.618134 0.647772 … 0.466492 0.479865 0.507471\n", " 0.534777 0.592552 0.640765 0.67498 0.396211 0.425793 0.475666\n", " 0.525114 0.598457 0.654222 0.689204 0.326193 0.372947 0.4447 \n", " 0.514596 0.598928 0.658206 0.691695 0.263264 0.326025 0.416883\n", " 0.50279 0.593895 0.654202 0.685873 0.211683 0.287318 0.392734\n", " 0.489592 0.58462 0.645369 0.67632 … 0.172922 0.257102 0.371857\n", " 0.475928 0.573684 0.635677 0.667361 0.14634 0.234615 0.35398 \n", " 0.463739 0.564229 0.628635 0.661802 0.130261 0.219043 0.33957 \n", " ⋮ ⋱ ⋮ \n", " 0.164341 0.157544 0.158637 0.163874 … 0.177551 0.182946 0.176 \n", " 0.17064 0.160941 0.159687 0.162059 0.204989 0.201743 0.187224\n", " 0.17822 0.165681 0.161262 0.160214 0.230465 0.2189 0.198424\n", " 0.187692 0.171487 0.162934 0.158407 0.254148 0.236004 0.211164\n", " 0.199676 0.178702 0.165474 0.15798 0.277641 0.25518 0.22694 \n", " 0.215206 0.188769 0.17102 0.161295 … 0.303283 0.2785 0.247101\n", " 0.235894 0.20412 0.182518 0.170985 0.333354 0.307573 0.272892\n", " 0.263563 0.227351 0.202647 0.189068 0.369378 0.34327 0.305329\n", " 0.299379 0.260039 0.232722 0.216331 0.411582 0.385421 0.34475 \n", " 0.342859 0.301752 0.272093 0.252257 0.458498 0.432445 0.390143\n", " 0.391305 0.349777 0.318321 0.295429 … 0.50677 0.481046 0.43861 \n", " 0.440074 0.399778 0.368038 0.344128 0.551284 0.526253 0.485399" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fM = real((plan_ifft(c)*c)*n);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the approximation." ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "collapsed": false }, "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(fM))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 1__\n", "\n", "Compute a best $M$-term approximation in the Fourier basis of $f$, for\n", "$M \\in \\{N/100, N/20\\}$. Compute the approximation using\n", "a well chosen hard threshold value $T$." ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/coding_1_approximation/exo1.jl\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The best $M$-term approximation error is computed using the\n", "conservation of energy as\n", "\n", "$$ \\epsilon[M]^2 = \\norm{f-f_M}^2 = \\sum_{ \\abs{\\dotp{f}{\\psi_m}} \\leq T } \\abs{\\dotp{f}{\\psi_m}}^2. $$\n", "\n", "\n", "If one denotes by $ \\{ c_R[k] \\}_{k=0}^{N-1} $ the set of\n", "coefficients magnitudes $ \\abs{\\dotp{f}{\\psi_m}} $ ordered by *decaying*\n", "magnitudes, then this error is easily computed as\n", "$$ \\epsilon[M]^2 = \\sum_{k=M}^{N-1} c_R[k]^2\n", " = \\norm{f}^2 - \\sum_{k=0}^{M-1} c_R[k]^2. $$\n", "This means that $\\epsilon^2$ is equal to\n", "$\\norm{f}^2$ minus the discrete primitive of $ c_R^2 $." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 2__\n", "\n", "Compute and display in log scales the ordered coefficients $c_R$.\n", "_Hint:_ a discrete primitive can be computed using the numpy function cumsum." ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/coding_1_approximation/exo2.jl\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 3__\n", "\n", "Compute and display in log-scale the non-linear approximation\n", "error $\\epsilon[M]^2$.\n", "Store the values of $\\epsilon[M]^2$ in a vector $err\\_fft$." ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/coding_1_approximation/exo3.jl\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wavelet Approximation\n", "---------------------\n", "The Wavelet basis of continuous 2-D functions is defined by\n", "by scaling and translating three mother\n", "atoms $ \\{\\psi^H,\\psi^V,\\psi^D\\} $:\n", "$$ \\psi_{j,n}^k(x) = \\frac{1}{2^j}\\psi^k\\pa{\\frac{x-2^j n}{2^j}} $$\n", "\n", "\n", "Non-linear wavelet approximation is a the heart of the JPEG-2000\n", "compression standard.\n", "\n", "\n", "The set of inner products $ \\{ \\dotp{f}{\\psi_m} \\}_m $ is computed in\n", "$O(N)$ operations with the 2-D Fast Wavelet Transform\n", "algorithm.\n", "\n", "\n", "Perform a wavelet transform.\n", "Here we use a daubechies wavelet transform." ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "512×512 Array{Float32,2}:\n", " 130.682 142.046 23.0967 … -0.0406469 0.0246702 \n", " 96.9038 143.32 -2.83519 -0.016554 0.0195549 \n", " 7.4268 -5.12091 -15.7467 0.0234772 0.00472445\n", " 4.11817 -1.29105 1.42537 0.0293722 0.0384212 \n", " 0.0566384 -1.73085 0.428896 0.0393595 -0.00673362\n", " -6.64421 11.2755 3.53238 … 0.0199681 0.0232348 \n", " 5.74178 9.06315 -0.550003 -0.0177949 0.0120984 \n", " 6.68185 -5.23018 -1.82195 0.000925797 -0.010417 \n", " 0.820846 -1.09493 -1.861 0.0400613 0.0276619 \n", " 1.91916 0.913518 2.53322 0.018259 -0.00182923\n", " 1.62441 -0.901944 -3.52287 … 0.00866102 0.00382185\n", " -2.74687 3.32436 3.65457 -0.0347214 0.00603406\n", " 2.21268 -3.21147 0.576862 0.0249128 0.0243874 \n", " ⋮ ⋱ ⋮ \n", " 0.0244523 -0.00824016 -0.00759765 … 0.0161912 0.0022017 \n", " 0.00646857 -0.000968072 0.00924794 0.00881646 -0.0119001 \n", " 0.00273045 0.0153158 0.00559765 0.0113431 0.00890303\n", " -0.00496361 0.00441209 -0.00164017 -0.0269199 0.0237037 \n", " 0.0266946 -0.0142672 -0.0303202 -0.00764149 -0.0236405 \n", " 0.000783565 0.0103738 -0.0105912 … 0.000633202 0.00325321\n", " 0.0131437 -0.0114727 0.00803314 -0.00283124 -0.018369 \n", " 0.0128851 -0.0333292 0.0088044 0.00507466 -0.0270831 \n", " 0.015645 0.00695539 -0.000900542 0.000450602 0.00291813\n", " 0.0229567 0.0167443 0.0104381 -0.0149523 0.0132251 \n", " -0.0172143 0.0177822 0.00987626 … -0.000377828 -0.00135188\n", " 0.0279684 0.00113695 0.00962025 0.00178862 0.0188452 " ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Jmin = 1\n", "\n", "h = compute_wavelet_filter(\"Daubechies\",10)\n", "\n", "fW = perform_wavortho_transf(f, Jmin, + 1, h);" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "512×512 Array{Float64,2}:\n", " 142.692 98.3625 13.3814 … 0.237184 -0.113969 \n", " 142.945 128.952 -3.23211 0.0465118 -0.0287645 \n", " -1.41844 3.26086 -11.5858 -0.151489 0.051181 \n", " -7.05074 10.0609 1.12759 -0.138798 0.049865 \n", " 2.58432 -3.79339 7.71082 -0.287621 0.101513 \n", " 3.95298 11.1895 4.43363 … -0.322094 0.103109 \n", " -3.73472 2.47893 -3.37804 -0.317403 0.100171 \n", " 4.85028 -4.14531 5.21644 -0.311572 0.103892 \n", " -0.62423 -2.07634 3.26276 -0.327977 0.0993851 \n", " 1.33123 3.2964 -3.53485 -0.300084 0.0979851 \n", " 1.46328 1.87355 2.31762 … -0.292651 0.0915352 \n", " -3.27029 -2.82297 -0.00836166 -0.295894 0.0948614 \n", " -2.82005 1.85118 -2.18305 -0.309516 0.106956 \n", " ⋮ ⋱ ⋮ \n", " -0.0172059 -0.00283857 -0.0074868 … -0.00768957 0.00561585 \n", " 0.0189631 -0.0176611 -0.00816675 0.00516067 -0.0203371 \n", " 0.0131052 0.0251774 0.00513254 0.0270514 -0.014152 \n", " -0.00317476 0.0492549 0.00600047 -0.0123553 0.0360208 \n", " -0.0178114 0.0179188 -0.0151002 0.0335839 -0.0124882 \n", " 0.0133063 -0.00707918 -0.00425823 … -0.0205506 0.0122348 \n", " 0.0148492 0.0252244 0.00765644 0.0226339 -0.00848701 \n", " 0.0139278 0.000284363 -0.000902768 -0.0104011 0.00998178 \n", " -0.0298214 0.0190962 0.0054781 -0.021531 0.0266814 \n", " 0.00232894 -0.0207997 -0.0166564 -0.00244105 -0.000962089\n", " -0.12244 -0.200709 -0.317618 … 0.112873 -0.0401913 \n", " 0.0381981 0.0641532 0.101473 -0.0375089 0.0140014 " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# using NPZ\n", "# test = npzread(\"test.npy\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the coefficients." ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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O5VZ+U0wxZejLbbfdpgHQamtrB/z27LPPagC0QCCg5XK5Ab//53/+pzZ16lTN5XJp1dXV2j333KOOFTp69OiA66+66ioNgHbRRRedtD5PP/20dtZZZ2k+n0/z+Xzaaaedpn31q1/V6urq1DXGo500rffIop///OfarFmzNI/HowWDQW3atGnat771La2lpUVdd+zYMe3iiy/W/H6/BuDPHvOUy+W0H/7wh9rEiRM1p9OplZaWakuXLtUdu5TJZLTVq1drY8aM0RwOh1ZVVaV95zvf0dLp9IDy/vCHP2gXXHCBFgwGNY/Ho40bN0674YYbtHfffVdd81892knTNC2RSGi33XabqlNFRYV25ZVXag0NDZqmDX60k6Zp2vHjx7WVK1dqo0aN0hwOhzZ8+HBt8eLF2sMPP6yu4dFOzz33nO7euro6DYD2+OOPq+9isZi2fPlyLRwOawDUuK1du1Y7++yztWHDhmkul0urqanRvvWtb2mxWOykY2GKKab8bYpF0z5GprgppphiiimmmGKKKab8BcTMGTXFFFNMMcUUU0wx5ZSJCUZNMcUUU0wxxRRTTDllYoJRU0wxxRRTTDHFFFNOmZhg1BRTTDHFFFNMMcWUUyYmGDXFFFNMMcUUU0wx5ZSJCUZNMcUUU0wxxRRTTDllYoJRU0wxxRRTTDHFFFNOmQzdNzB9gvdDm2KKKaaYYooppvyvlBMngLKyU12LjxSTGTXFFFNMMcUUU0wx5ZTJ0GVGTyKrr7sOFdOmYd7pp2PGhRcCAFZdfTUyDgfmz5+Pt99+G8OGDUNPTw/+ftEinH/NNQCA//sv/wJ7KITGxka0t7dj5cqV2LRpE1wuFwDg4MGDmDRpEhKJBDRNQ1dXFyZPnoxnnnkGAHDDVVfh8i99CQBwz623IudywWKxqHcxl5SUIJ/Pw+FwIJ1Ow+PxIJPJwGrt9Qey2Sy8Xi+6u7tht9vhdrthsVjQ0tICAPB4PCgtLUUikUChUMDBgwcxbdo0df/OnTuxZMkS7Nq1Cw6HA2V+P1auXq3aHxoxAg6HA5Y+RtnpdCKVSgEACoUC3G43crkcrFYr8vk8bDYbCoWC6tdCoQCbzQZN02CxWNRnAMjn8wCg6iKvBaCu5/8p8j6LxaLK1jRNlZ3L5dQ1mqbBarWiUCjonmWxWGCxWJBMJjF8+HA0NTWpd1N7vV60t7fD7/cjlUqhuLgY8XgcVqsVjkwGt95zDwDgynPPxdS5c2G1WlXZrC/7RNM02O12VW8+32q1wmazIZPJKH3hb5qmIZfLwWKxwG63q+8BwGazIZvNwuFwIJvNqj43Pp/9wLrJcWEZ8h72O8vj58GusVgsqmz2o7yG48F6sw3ZbFZdz3I5Phxb9hvL5v9luwbTAVnXwfRG1o2/aZqmazfHIpFIwO12q+8BoLOzE1VVVWhra1PPleNurBO/4/9tNhtSqRTsdjucTidyuRzira24+6GHAABbX3gBRzo6sHfvXlWmx+MBACSTSdjtdjXOmqYhn8+rfs3lcqqf2UapVzabTc3PbDaLfD4Pp9OJdDoNAGqO5/N5ZDIZZW8cDgeA3nnPcaBu8tlStzif3G636jdN0+BwOBCJRFBWVoauri4kk0n4fD6lEzabDV6vV+ldMplEMBgEAKTTabhcLlVv2j+OD8vPZDKqTwqFgqqT3W5Xz+BYJBIJpROBQED1p9VqRS6XU3WnjctkMvB6vejs7EQgEFD3ZrNZpb/ZbFb1KftN0zRks1kAQDAYRC6Xg9PpVM9n39FGsK18fiqVUjrqcDh0fc0xkOMh52Iul4PH40FPT48aq2g0iqKiIt0ccblcyGQyAKDTGeozy7Tb7chkMkpnqMNerxfpdBrpdBput1vpLtuaTqfVuLBf+CybzQa73Y54PA6Px6OzNdR12mr2L3WCvzudThQKBZ1OcvxdLpfqX5vNpuputVpht9tVHXt6elS7OQYulwu5XE59pnBO0wayPArnCOdjKpVS7aRO8P6enh4AUPrPfksmk7pnymc5nU5ks1l4PB7EYjG1RgFQa4LsE859PtvhcKg+5ZhRFzKZDEq8XvzznXf2PrivTn/L8j8OjA4mGbsdGYcDOZcLGYdD/eX7jCAAZJ1OaE4nMg4H0nY7Ch4Psk4nrH2ThvfTaPFzuk8x80Lhsk4nck5n70LSN2mzfYsAHA5kNQ12pxNZ9Ct/1mJB1unsrYfdDpvhfnvfb9lsFoVCAWm7HVmnUxm7tN2OvNuNrNMJOBzI9dWbdef3agF3OpHtU9xCoQCb04lc34Kcz+dRGASMFgxgtPARYLTwXwSjLDvXV+bHAaPZfF6NsaOv/dm+Mc32tZd9LI0OAKRtNvX9R4FR7SRgtGCz9Y6n6HcFRtk+Axgt2GzIWiy9OmGxqD4fFIz21csIRlnGYECz8HHBaF+5HweMsg3Zvmv/FsGoHItsNgtb35hQp9Rc7hvvTwpGCzYbsn19YembN1mxOBc8HjUXWaad+pjPQxsEjLJfcwQ1AoxKvSr0LUgc93w+3zuX+VZnAUazfZ+zmgb01c9iBKNWq3q2EYxm83nYnE7Vb1pfOZxDWacTmT4QQJ0o9M0j6l02n++1PQCymtY7JqJ+VqtVjY8qv6+/NQMY1ex29QyOBQEi0GfDJRjtm5fUI1ufzZX1V/f26ZDVau3VbfapBKN8Zt+YW/r0S/YdbQTbyudn+VtfmTow2jcGcjx0YNRq7bX/uZwaK2XT0T9HrH3tA6DTGSMY1ez23n6gDaAO97U5q2mwCd1VbZW6KvQ926eXWt+aZDfY1wFgtK9/qRP83ULgJXSS428VOlWw2VTdrX3XqjrmcqrdHAMr29f3maIDo2KdoUgwqtntyHJdGwSMZvsAJvWf/ZbN53XPlM+y9M0Fu9BHrslcE2SfFAxgFAKMcsyoC1lAhwGGQlrj/7gw/R2PPYavfOMbihUFAFufpx2LxVBUVIRMJoMrrrgC69atU9cEg0FYrVZ0dXVh5syZisHo7OxEZ2cnJkyYgObmZhw9ehSXXHIJurq64HA4UFFRgYqKCuzcuVOV5XK5lKcrFzkuzmVlZcrLzefzuj960z09Pcjn8ygtLUVpaamasMOGDcPBgwdxzjnnoKurC7t378bu3buxfPlyvPzyy7BaraiqqkIkElH1oSdst9uV1w70GyfpccrFSIIfCSIkGKKoSSkYPpvNpsCyBAwSSBjLoNAI8TtZF1mWvMfj8eD48eMoLi6G3++H3+9HXV0dpkyZgkQigVAohO7ubsWsyHvZXskCKaDQN470auWz+b0ylH31lvU3Ahpjv7LvLRaL6jt5P/tSAjoJ1vh5MDAp2Ro5bnwu0OuhG+/l70a2mvUiO8L2sCx5vwSq8nvpWMjPRp2UTKxxzHm9fK6812q1IpPJIBwOK7aRf+FwGM3NzfB6vbrxluWw7+j8yXGLx+Pw+/2KCSK7QeGCwb5nFCSTyejANqMsNpsNuVxOMdRkAFlvqa9kVcgeOp1O3dyWjDUZNofDAafTCafTiWQyqfomEAjo+lVGNLLZrOp72qZMJqMYmkQiAavVilAoBLfbDbfbDY/Ho/o/k8mgUCjA4XAglUopZjAajQKA0h+/36/Kp/1gPcgcORwOOByOXhBeKCCZTCoGsKioCEVFRXC5XEqPqOu8h2xeMpmEzWZDd3c3HA4Hcrkcenp60NPTg2QyiUKhgEQioXSCESqyw16vV40b28jyJVMlmT+OK9tD9pM2mPOPZVEXvF6vupdj4/F4FKtaXFyMbDar+guAYi4LhUIv2O/7neVSP1hf6gT7K5lM6vo6mUwqdjyRSMDhcCiWT9bN5XKpMjkOUl+pi2Q8eS8/s284Z6Q9Yr3Zh2ybrDvnVDweVzrDSCP7OpfLKdadwutYD8kEy/mYTqeVLpClzOVyKtIJQLXb7/erfrNYLKpvpD5yXUyn02qtt1qtSCaTurlIey/rJ9dUGRXh2PJ+9utQkv9xYHQwSaVSii5PJpMYP348tm3bpgOQVGqv14u2tjY8/fTTyGazGDNmDMaMGYNdu3Zh5syZSKfT2Lp1K1paWrB3714sWrQIixYtQigUUmUZwYdczCORCGbMmIGSkhJlSAqFAgKBAFKplJoQVLJwOIxwOIyjR49iyZIlaG1tRVFRESKRCBwOBw4fPozDhw+jrq4OZ5xxBioqKrB582ZUVlaq+kjww/CNEVDKBV5OAk5IihGY8lpjiITf0yhKcCUXZZYJ6Jk4CbAoOq/QcK9iB/oW8+bmZjQ3N+P000/HO++8A03TEI/HdWyaEXxx8ZffS7DC77nw87MMv8n+plFxOBw6MCmNGQ22BDA0OBIQSvCr2AIxDoPVTxolLgq8V3r1/E2KNJrGPuEzCYykLsn6SiAl68kFmfWgkTUCWqA/TUMx08JQ6xhb0R45vlz0ZciXeuVyudSckw6h1D+Og81mU4tMMBhU5bpcLng8Hl3dWUen06nCbRwT9mtHRwdcLpdaMAcDfHLhMfabnHMcP7aJfSnnj7RDVqtVpa8Q8FNPpM3iAst+8/v9ClwDgM/nUw5bPp9HT08PHA4Henp6lM5R96WjK0EuwR8BCXWGdoPOczqdhtVqVXWSqQCa1psO0NjYiEwmg+7ubgW4OY7sN85P2iT+zrA00wgkm5/P55FKpdSYSlsq+5W2koBF/s5xlaFUgqF0Oq0DVsYUKfYLQXQikdD1m7SBnON0tGRYmeQFw80U6fRxfbBYLAgEAggEAujs7FShZ+lo8Lkcdzpm8o/tl+kpPp9vwO8sm2kkcq5nMhnllLjd7gEEDvvb7/er8eUYS13m/+mAuFwunfPCeSWd/Ww2C7fbjWg0quwExWazIRaL6YBlJpNRDkwqlVJ6K1M+qM/5fF5dK3WLOiTD+7QBRhtDh4C6GgqFEAqFkE6ndcB7KMiQB6M/XLkS9b//vfr8f268EffdeSemlJaq7zS3G06nE52dnfD7/Uoh58yZo65xuVxKKehpLF26FBs2bMCGDRtw+eWXY/fu3fjTn/6kGNbHH38cjY2NaGxs1CkOJ4JkknK5HAKBAOrq6lBXV6fyFpnT0tPTo7w6mTsYjUYRjUZx1lln4Z577kGhUMCkSZNQV1eHiRMnqknNBdJqteL0009XuaoA1OQrLy9HV1eXDtRxMZEMpmRWJDNFITNCY8eFQTLAxutp8Oj1S2NLA8M6Af3MqJH95MJiBGy81ul0oq2tDbNmzcKsWbOwZcsWnHvuuaq+bJc0prKerIPsB5ZNYZ+zX7jA0zDQSBLE0LgamVHppBCoyPv5fz7HaCwlSOVvcgGVdZJtlAsRnyP1Qf4RDEpWgoCa98lcYiPIl+BGAhuCeRneHAzwsmxj+VJPjHWXLHcymUQgEEAymVTl5nI5BINBNDU1YdiwYQCgA02shxzjnp4eeDweeDwetciQVSEgpJDlsVqt6OnpUUwjr2fOeD6fRzQa1THoBPkSTMo/smtcAN1uNwKBgBoXto/giaCIUlxcjJ6eHrXYGec5bQH7sKOjQ/WrBFe0cUC/80MwQGeXERm2nUA2lUoplo3XMIeRTh2BGUEa5yzrR9DKsl0uF0aNGgWr1apyFqWTYYwsELQTGABQ9lOG0Fk3AMpG22w2xONx1WcAFCtss9kQCAQUSyodVbaVOhUMBhEMBnX1CgQCsNvtiMViOp2mxGIxtZ+A+kjnVjoPct7RUXC5XJg1a5ZOl8iWy5zjaDSq9JCsnM/nU2BQ5ovS2Wafsp3SmWI/EKwxB1aOk2yntAPMy2Y+bDKZhNfrVQwu7yVgl3OGz2fuppEtl0w+dZoM5GDRJo6dJFm4ptFBk/bXZrOpOUYnjX1M/afes88kaSPnlwTo0hZmMhn1bM4Tu92Ojo4OdHd3YyjJkAejJ/J5PPPHP6rPl159Nb7/k5/gcFub+q4jElGbWJLJJHK5HLq7u3H99dera7q7uxEIBNDW1gaXy4X58+dj165d+O53v4vvfve7ePbZZ3Haaadh1KhRGDduHAKBAPx+vwJ6MiwuF1YJ+FwuF6LRKA6Ru2uhAAAgAElEQVQfPqy8dho7KiYTpYH+JOZsNov29nZMmTIFxcXFaGpqQk1NDZLJJKqrq1FdXY1f/vKXCAaD2LJlC9ra2nRhwylTpqjNUVwwAD3wNIIBI4smGax8Po+qqioVfuPCLMM1snzpaTKcwDCdw+FAd3c3crkcSkpK1PXGusm6yFCMZH5ohMvKyrBt2zZs27YNc+bMwXvvvYeRI0eq+tMRkIyv3GBgBKLGfqGRMxpPeQ/rwkWN3rlcWGSISbJ2EkzyeVxcpLHkvQRCEqSxTMnWGkGiZFYJHtgHBPpGwCidAAlgJOtJXWFdJFCS80ECeY6xXASMz5TCa9kfst2y3+12O7q7u3XMCO8PBoOIx+MKtMlx4/xjGM3r9aq5arVa1aJLQCWF4TZulpELFOclAQoZTgkoGLaVzoRk+KTzSOaIcymVSimHjwse2SYyfIFAQJXj9Xp1YJG6RgBPYEVwxQ1RZHG5iYcbeYyhZcnaSn0g8JQLP+cewT1DxxJYSmAgnSOn04lYLKbAK9smdY9pJQyJs39otySLHY1GdWF4srGJREIxmcaUCN5LoOJ2uxXY1TQNqVRKx17HYjFVZ4L7SCSiGFb2u2S52BeSIaVuMgRPmyH1lakGtIEcQ65LHHeyddImAb1AnGDd4/GoNCjWRTrfRgdHMt2sF+2A3HxJvZBzkaCYz6COGZ1l2gJ5r7SVMv2EbGQikVBzg8BvMIec/Ud2U9aNG38JOOlwytQM6p7cJEfwzvGx2fo3RcqUKjr+xhA/gTiJHJ/Ph2QyqdIKa2pqBjCrf+sy5DcwpTs7kRfA6/lf/Qr/eP31GFteDnzzmwCAS88/HzmXC91dXfABSLS2YlJVFb5+0034U999J44fR87lQlVVFbq6utDd3Y1YLIbjx48DAObNm6fYhnw+j4kTJ2L06NEYPnw4AGDPtm2qDvl8HhbBHAD63W89PT2KkZEhG4fDAU3T4Pf71USRoaVoNAqbzaZ230WjUXzuc58DALzyyivYvXs3zj33XLS1tUETTE0kEkFpeTlSqZTuORQZ1mD9jQss60pWtKurS7cLl4ZQ7raWQIj9RhAqDUBZWRkOHz4Mt9uNzs5OBINB3WIrAWg6nUYwGFRMFxdoghePx4NoNIrSPma8ra0N5eXliEajCpAXFxejsbERTjE+RvZVMm4EZBIgsm4S4EhwJfvFeL/UCXk/28x+k4sv6yTrxjIYapL9JceMn+W9sq7sO7kwSCfEeIKA8X7+K+vLuhp/k33D76SOS3AunSTZJvaVZFOMYX62lQuhz+dDW5+DSpDicrnQ2tqKmpoalUPKe/kvnVQCHj6LzotiAEXd5G5Z7jSWrLtMoyBA4u+81+fz6fqcfSRTI6RDQLAigQ3ZT6YeAb3MqFxok8mkahcXa4fDga6uLgDQ7QiXaQqczzK3VOaykb1jG/k7AYME2lLH2af8V+ZWclc0x44LNe+ls8dyOzs7dfrMCBTrmU6n1ZgzcsI2hUIh1R9APztOps7InhNUcL7zOvZtZ2enAoTxeFwHrthe6eRIAErg5PP51K5xOgNsu9vtVs4DAS7BiHSa5YYraWMJbsjmyZQr6msikVD9Lu28zPdkLrI8ZUDTNBV1tNlsKoTNsrl2eDweteOd/dvT0wO326361eVyKVAsdY7PLxQKCkyn02ld9Im6QX0kCUTwJ8En+wvoJSqYjkNWn3WXpxdQB3hKAx0E2rpAIICenh5duUAvq848aJ48IYkfpgHJuSLBs8/nU/0knX5JPA0FGfJgdM3TT+s+/+D//b8B19zw7W8Peu9XxP97OjpgD4fVRqZf//rX+NKXvqSM8qFDhzBy5Eicd955ePHFFzF58mT4fD6Ew2EAGHikTx8bIhlShjxOO+00JJNJtLW1qYmTTCaRSqVQXV2NTCaDrq4ulJaWorOzE0DvAkovrFAooKKiAu+//z727t0LAFiwYAGee+457NmzB36/Hw4xSUtLS3GopQUjRoxAIpEYEEoF9GBMLg5Af64mWSIaRcl00CPm4itBhgRPNIjScz5x4gQmT56MDRs2YNmyZdi1a5fqF8l4+nw+NDQ0YMKECaivr1dly1wrp9OJw4cPY8KECQB6DTkBRTQaRXFxMSKRCMaNGwe7WOi4eMujXNgHNKJcSGVfSfDEBZRiZA/ZL/IeMskSqPF3tkkCM2ksKTSm/FcCH/5LB0QCP3kP68nFnX0qdViCKuoEQQVDpkZDzv/zs1zEaGxlv8p+J6Mo+1OWaexT+UwuTGQRotGoWiTInObzeZSUlODo0aNqMw/vBXo3RJBFlAu5ke2TIXqgn4EjeCEjxXbzX6kr7FdGS+RYsn/Z7sFCybLdHo9HAWayk8XFxQAAv9+vUnj8fr/qG6AXAMs0BC620qkMh8Po7u5WIETWg4wh/7jJSdaToIf9yOOW+JmAjgwyNzgB/Xlyfr9fsbLUJ84NGcmQYLBQKCiQxs9Wa28aAtC7gTWbzSrbxjqw7jabDaFQCO3t7fD5fApQSn0mE0dQwmOLqBMcTwlO2C/s68EcGIJyMqBWqxWpVEoHNgqFgmLYCWY5bnKuUFe5lkidks8iuw70rm3xeBw+n085YexjCXhleoUsT5IRvFe2jeCdoJUMIutJJ57Ogcfj0YExaV8kgSN1Sv4r2UpGIwgMjVEWoN9mESCyXxiBZN1LSkqQTCZ1UQI6bkDvcVy5XE4dhUaWmDnOjGzIulksFrXxTtpCmT7X1taG0tJStLa26myg02ZuYBqS8oXrr8fx48dRXl6OmTNnYt68eWhoaFChEE6wlpYW1NbWYv/+/cjlcujo6EBHR4di4oB+ECInhcfjQWNjI6666ioAQEtLCwKBAOLxOOLxuEp8PnDgAA4dOoSpU6fi8OHDKC4uRnFxMUKhEA4cOIBQKIRCoYDDhw9j4cKFaG1tRWtrK3bs2IEzzzwTZWVluvAvAJWIzkluDKkCGAB2jOwbgShzzmR4jYaU7IP0tGk4mSMow7M0Ij6fD42NjVi0aBHeeecdXXoC+xOASlIny+B2u3WMYCAQwIEDB3DOOefg2LFjOHbsmDr1IJVKIRwOqzMSm5qacOzYMdVGYx6UXNxk3hN/l6CPxlWydPwsQ12SQZa5n0bHQOoRjbnsB/k7x0eOlTTOHE8ySmwXgQoXCSOgkmyNbJ9sD0NoXIBlDp8MsUtQJcOm0lmRIFamZkjwJcO5vFaCD4qRqeb/pT5KplrTNHV2JBfzVCqlTt6Q4TEZIpNlyzowVMdNMcxZSyaT6Onp0Z3LKBc61o3ly3An04GM6RupVEqxkPxjrhjHTO7MjkajsNvtip1KpVJqTMgUcYGWpyVwfJijxvQDALr8P4KZeDyuzq1kG7jwAlBhcebRAVBgjvm0nF/SFtCOUIfJSJEtpR5T94ybn9gmnrNMO8I6yeuNu6q7u7t1rDoAZb81TVMpH3QAZOibOk6GXaZ48dkEk1KHKcXFxbBYLAogc6OVZG4l2JLARc5HMvNy/rOu/L+maWoM8vk8Ojs7lXMlddVqtarvmE8sy2BES0beZKTIarUqh0KmshgjOzJNiakmxjxZSYywXQTH1CsyqxSmTci6y36iHlksFpVqwXWQpAwZbuaz0hGknZBOOPOJ5QYvGW2R9ZUMqKwb56zV2ps2wvVN0zSEw2H1bNqgoSRDnhm9bP58rLrtNljTaWzbuhXHYzGEi4rgt1iw6gc/ANB7CH3W6YTH40F7ezsuv/xyrFu3Do179+KpN94AABTEmaOmmGKKKaaYYooppvx1ZMgzo9/813/F1j17sPngQSz9whfQ1NUFX1kZIiIE25pI4EQ8DmdREeqOHcOOujqUjhmD677SH6h/9bXXsH37dtTX16OiogJtbW0YN26c8sAqKipgsVgwa9YsrF+/HiNHjsSMGTOwZs0arFmzBrW1taos+fYKshVk58aMGYN169ahra0Nx44dg9frVQxCNBrFnDlzEAwGsXHjRowZM0Z5/oVCAZFIBIsXL8a6deuwaNEivP322xg7dizGjh2LpqYmHDhwQJ2BJ4UhJcksGT1vI0MqvbFcLodQKITDhw+rHFqZL0kWgzmdRhaNeZwy5CxZOjINTU1NmDp1Knbv3o0zzzwTZ5555oDjKchokI0hkxEMBtHW1oaRI0fi3XffRUlJCUpKSnSed0tLC6qrq1FfX49Ro0bpjr8ic2FkbSVjbGTqZGie15L9kF6+ZEXoLct+M4a05POklw7ocyXlOHKcAD2TRG8e0KeSFBUVKXZNMjjUd8lODpaCIOvHULssj4y5ZDRkHrIx3UCG5+X3xv4w5pJKFpR/komWOWNksXhGI5ld6jZ3N8fjcRQVFakduDIUK1kmtk0ysFIYqpV5bWTz2RaOEz8zH5FRDOadcaONjHqQJSVzxzAi2UmGhuXmPIbSmSvK+UkmjG+lkkwd280QKtMxJAuTzWZ1dWWY3th2tpW673Q6deeUkrnL5/OIx+OK/WLEJZPJqNxFudOe/SY3glosFmVfI5GICouy73w+nwrlsy3c+MU6SvaaLBpPRODmIbKlfr9f5SnSPsi0Bcmyyc1PMhWGbB3Ds9zAxVMZ5HyTdkamPzC/kcLfyJpyPZI6J4+6Mtoh6n4gEFD9RHaQ4WSZEsC5TT2S9aDOcXOWzLHlvKUOMH3HWAbzWuVudM5l9g8ZUmO5TKuR7L88nUXaZ2mPZNoM+40heKafkCHlcxgNkifPcN7J8105HnKPidzEx9MMeFScw+GA1+tFNBpV45hMJlXKIAC1r2QoyZBnRrdt24bDTU0AgEcffRQXXHABDh48CAiKura2Fnm3Gz/72c9wzz33YOfOnWhsbESyvR2X9F1z4MABdf4aw7tWq1XljB45cgSVlZXIZDKYMmUK5s+fjyNHjmDq1KkAgAcffBBzRb3k4gr0G7/9+/djxowZaGxsxJQpU3DkyBEAwMiRI9HR0aEWzKqqKl1emdvtRnFxscpJaWhoUDvaAWD8+PFqAeAGKgoNkUyaB/TH4vA6o0EAeg2k0+nE7NmzsW/fPgwfPlxnaDj5fD6fOguPm5FYd+Y3yfC23LTBham5uRmLFy/G+vXr1b2VlZU6sCzz3IqKilQ+04YNG3DzzTdj7969Km+HC34ymcSUKVOwc+dOTJ48GUePHoVDAF1pPAcLh0sQJL/nM6TxknmXMqRtDE/LXCpeL3NxZRheho3k+BnTK4w5njzIGtBvNpAgic4AgQrLpiGUC4wxdcJYZ5k2MVifGfVP6pDMaaMYQ/Jsl3QAJOCnyBC+DJWx7fyNZYZCIcTjcQD9OXIyvMicLtkOLoYMRUohwJeHYgPQtY+HcMs+kakPnK9ywyFBAnf40wkxppkYx4rPTyQSCtjQ+ZD5dqw7dVOGGuXOX/afBHjMaSSIlkcNyXIZsicQkRsnZXhXglbZp0xnYP2A/pxNeWwW28ixJ4hjCFOOWT6fV7vluYNdptCw7ryHwFXOdfaN7C+5WYr6x7kmN9IQFLJMhmFZN7aNxwhJ545OD3VGAnqW7/F40N3drUL48jgiAmDZRll3gn3mNvIYROoadYEpJkZ7wLQA9g8dHAA68Cg3GUkHWuaVGx10Oh4yJ5T9KlON2I+sAwCVbsa+5bm9bkOU1Oj08X7u64hEIkrHSZQA/bv+uQHN6/XqdDKdTqt10WgHOPeZgsO6yrNUu7u7EQwGFWHV2dmpnp3JZFBSUoKhJEMejH7nu9/FjD5WcsWKFdi9e3fvW4vKytQ1L774IjIOB6677jr88pe/xL59+7B161Zc95nPqGvC4TBKS0vR0dGBhoYGjBgxAqlUCuPGjQPQyy7y/DWv14tNmzZh9+7duKbv3fYvibc52Ww2oKDfvENP6sCBA7jgggswf/58bNu2TSUzd3d3Y968eXjmmWcwadIklT/CiXXs2DFUVlZi48aNmD9/PubNm4f9+/dj+/btAIARI0aos+mMHikwcPezqif6DQonLxdw7mT1+/2qrV1dXbrNFvzXYrGgs7MTRUVF6OnpUWefAv2LDPPxjMn0rBt/40sKAGDlypX47W9/qwwzX15Ag9He3q4MbCAQwPTp07Fjxw7dosF/Ozo6UF5ejpaWlt7NGwKMygWWxo3CBZWLoWR7ZF6kZHkB6FgS2feSIeQiNNhmApYnGW05flywWltb1e5ZyeTR+6eBlZtRjCCWdZUbk2QerAQcANTiwnKM+saxNrLwEjywrfI5su3UY2O/cywIQIwLFMdDRgGkE5RKpVBSUoLW1la1A9vn86mXYEyePFnpmsPhULoo+0bmRks9A3pPr6BmkXUybrQhIJOMOvuFCySfKcumfkrngHNL9g03SpAhksBCbrCS4IlnqVJ3CbY55gSZBP9cxCmsE9vFz2RouNlDOnwyF9FisajjggiS5dww1l1uUNK0/p3vkuVj3cmmEZgx/5b38Ig52j0y5OpVp9n+N0MRJBuPzpG5oXLsWb7UVeYWsu50+pLJJEKhkGK9qG98bjAYVHPPyJBzXOh8S1BGp0nmiHLcCf6pm7QZtN/c/Ef7wbVC1l3OY+azckzZBtZFvnRFglY6MASg/J36LG2wfLkKbQ2g35hF51vaAknwSJtvtVrVuaPSiZNEBNcF6US0tbWpOlJvJfvOucx5IU+ZoVORTCbVxjnptPI+6mA+n9flGJeXl+uOPotEImrMZB8OFRnyYPSJxx9HRR9gXL9+vUos3rJ5M27qu2b+/PnIuVx47LHH4Pf7USgU8Nprr+HlZ55R5UybNg3Da2rQ0NCAbDaLiRMn4tChQ7oJbbH0nivW3NyMyZMno6KiQnkqBJVAX1hEGAgAKkxYU1ODxsZGNDU1Ye7cudi8eTMAoKamBs8//zxGjBiB8vJyHDp0CGeffTaa+ljfV199FRUVFYoN5a74EydOqOfLIzGMgIcLifT2jWwLFw8uNGRdKysr8fLLL2P27NnIZDKqDyl8oUBJSYnu3Dx5yK9kUrh4cpIB0BntWCyGefPmAQAee+wxFX6IxWIYNWoUWltb1UQLBAKK6eLCRS+U0tLSggULFuCVV17B1KlT+zcQiclKY0ejLBkVTevfjS6ZPl4jF1cJsmVIVbKW/I7jIhPWjRs3OF7sP4ZB2R+jR49WG+xkqB2AWhQkgyLDbj6fTzFJ3HwhHQ3J4HLxok6wvolEQhlxIyMimUm2lSIXYsn6DsaiGo2qDINJnZUhe46VHBu2x+l0IhKJwO/3I5VKwev14siRIzjvvPMAAFu2bEF5ebkCvGQg5YY1LupcbGSIbcyYMahvaVHARjKw7E/+y8VTgnCpCwRvcixkm7kJiPdz/vD8UG7q4bhJBsoYBqWOk42VaSUcU26m4s5q2S6j88E0B9pG+XYpAmmbzaYLKfMcVI4xbQbLI5vMnegEul6vVx3Bw7fXkaUDoNg4mbrg9/t1QF/qZCwWU8wUv+M84QkL3NRCIRMsN+uxf9h3nKMEnQDUsUeapqGoqEjtnKf9lM6HdICkw8zvCbBl2J470DnH5UsZOB8YKaFuGCMRfOMfN+lQqDu0VXREpJMgbalkGFm2nMecs/J+/sb2kbBgG6RDLB072kmCV4JSOf84xvIEApk6Ix0BGTFg+alUCqWlpWhvb9c5bbJ8yQbLttGpoRMiT/Sgnmqahq6uLoTDYeTzed2rvGVZdLZkhIR9NFRkyIPRffv24d5f/AJAr2FiKHnGjBnAb34DANixYwcyDgeuvPJKlJWVYefOnbjttttw2eLFqpzKyko07d6tlKejo0O9ixjo91RoiNva2nDxxRdj9erVAIBzzzhDlSWPc6Fyud1utLW1YdSoUWo3YFNTk0oDcLvdGD58OAKBAOrr6xEKhfDmm2+irI/hraysRH19PSZPnoy2tjbk83nEYjHMmjULQD9rQUNmE2yU0UMzLs5GoEgvkIofCoWQSCSwd+9e3VEeEpAEg0EkEgm43W4dCwr0L96S4ZJhpHQ6rVvcLBaLCsOPGjUK2WzvYdDhcFjlv0qWjPXlqQQjRoxAe3s7gF4jOWbMGGzduhULFixAfX09fD6fDrxQd4whcI4lTwPgZ7kAywVTglD+RoNCw0bQBvQbK8lGyzoxJUECKqZ7AL2pJVVVVQo0GRkbLvaSKZRjz7QULiAyHCyP4ZHtl6Apl8vpXmPLcBQw8H33EmBRaOilgTc6SvxOgnheb2SKpZMgFzgJkOXYsl949uzRo0eVzrEveb9Mf+Az5KsLpeHv7u7WLYzy/D8uSkaGk2XLBZRgkrlsvJ96I9ll2XYeT8fcOAlg+C9Tbwi2eS9BKgEt33jDewiq5A51OVaS1aTDII/E8ng8iqWjHZBOK/VN2hDpqHLsqO/sN7mzWgIX2gnmu9rtdhWulhEQ9gOjCNQf6YDIkw5k/iXQfx4mbTvHyMhqcY7J44Q4Nx0Oh8ovJPhl3XgfCQWuMRR5KgH1RdojpmZwPBh2Z7+y73gcGQCVtkKGmTaDOsWy2RfJZFLlzUoAKplyOX7yfmO+plyb2BaCMcnq0hZw3ZO2kvOSAJ+2m79TqEt8m5UkoNxut+pbzlX2K/uts7NTnSGaSCSUo0SbyjYYo0DyrVccF8m68pgvjq88yozjzDUXgC5tBADswl4NBRnyG5iGBwL4zEUX4TMXXYSp1dWYUFmJIqcTJxoa1DXzTj8dtdOnIx2J4MOtWzGhshI3XXMNIn2sIwAEbDaU+XyYMX48vJqGRGsrbKkUynw+lPl8GF1SAns6DS0eR9Bmw/BAAKmODvzm4Yfxm4cfhl8ouM3an4fi8/ng8/nQ3NyMmTNnYv369SgvL0dJSQleeuklrFq1CqtWrcJPf/pTXHbZZYhGo2pjTj6f7005KC1FXV0dpkyZgo6ODrXAHTp0SL0JgyGAUCiESCSiYx25YHEiGpkm6V1KBk5uXJg0aZLyxqRRoxGPxWIq3MuJz8VQLgp8jpw0cqGQYWnWKx6Po7S0VBlsvueYQFG+xvXtt99WB0Tz3dlA74RvaGhAIBDQpSVQxo8fr8thle8MNp7XR29dLoZ8jgQsbKMEJkawyXHhtXKBkSCN1wSDQfVK2draWhw7dkxnQMmyyvCvzDtkvzIZXnrvZIDl5gJ+ZzEYNhpa+V5tvm6XL22Q/UDWlM9nH8q+ZLlGhpPtN+oFFyVjWUYmVrJK/COLzr6Qxx/JsxS5+Eh9Zn/k83n1Vjd55iOZFoJFgnWCCBnWZP4inQbqF69liJXPluMrQbYEYXy5BSMcnDM8y7hQKKiwK50o6l86nVYHnnMuMieN1zocDhUdYR+R6eTCLQ8m51yS5yRLJ45/UufZRuN84wYQ9gX1jXMnl8updkoHgfaBzhzHh3WXbeO5jlZrb14eQRv1jikMBHlMb+DB5bQbMn1E6j7QD8akfaDdlKkVnJe0uTKHmywho1WShZcbP2XYmHosU0QIisgSsg1Mg+C1NptNbaShTsjXo9KRkOPKZzN9gDrFtUOml0gQyb5iH3IdkUSEtKF0hGkn+cejAAnkqX8y0sE6cb+GBMQS5MtIC+eFy+VSb1yzWCwoKytTqQZkzll/m82mS2vhnOD3cm7ncjldxIN2muurw+FQb+tidNBoa81D7//KMuBA++efH3DNtTff/GfLqb38ctT+2atOLv8q/m9NpWDto80ZZp87dy4ikQjGjh2rNvlMnToVb775JgDg6quvxg9+8AOcccYZSulcLpdiTj0eDzo7OzFt2jSEw2Hs3LkTL7zwAq6++moA/RPF4XCguLh4wC50GQI9GVsljT4NH9BrOMeOHaueAfQuNkVFRQCg3hYljYh8Pr+X7BIXXv5OpogLCA0FWVfmt1mtVsVsAlALSE9PD+bNm4fnn38eU6dOVXUvKSnBzp07MWfOHMUos+0SYE2bNg3xPgMv60ajwu9kGIh9R8Ml2S9ADyYlUyzv572SYZB15HhwkaShA4Ddu3erc2XJdHFBkmUDUABDhtn5WYamOG5yN6vsJ8mISEMr2ROgN6RaXl6OSCSiA5CSRWM9JACRz5EMs5Et4WcJ8PnvYAub0SGijvJanhUJ9DMVHFMuEpKdJEhn3mm52Mnq9/th6+rSOSpywSfQlOBS6gnDnBJQsyzWmeCJbBDbRkZbMjCJREItTAQvdHRPnDgxoP8IbgnaqROcCxxHydIA/aFCMroE4myb3MTIjR5c0OU4M9VG5syz7tIG2Ww2lc/LKACdCzLHMo/U4/EosE4wKgEJ28XcUu7+Zt+QfSUjJd9yxPA9QY/sf+oUhU6GDNeyPzm+krWVOi6daJYvHSuZ1ymdFYvFolIZqB/yDUAEoLSnxrxNqVsyisQcYp7Ty7pJZlSms+TzeV0uLsPnmqYpFl6mLbEe/JfPk7aU4yadAP7G6I90XmU+K+0DPxudWNo3jrO03bQrTIHweDzo6upSL5jgmaK0lQT1EoBzTPgc1p1sZzweVy9+4Cs/qc9cC5hf3NXVpeop2eOhIkOeGTXFFFNMMcUUU0wxZejKkGdGv//1ryPe58k0NzcjFoth2bJlaDp6FKnOTjgdDjhCIcBiwbFjx2Cz2TB8+PBeDygexzd//GMAwM3XXosR48fr3iTU1dWlvPlwOIwdO3Zg4cKFipFKpVJq08O9d92F37z+OgDgeCwGeziMbDarCyEFg0H1Tnq3243LLrtM7ca/5557UF1drcL09G7JSpSXlyOTyWDv3r2YPn06XnrpJfWeaaB/t359fT2qq6vhNuTFyFAsZTDGS3qako0pLi5Wb6OiN8vXCno8HnWsFHNnjDvE6SnLI18k+8gzSrnr1PhaNIaU6cEzp7SiogKFQgFvvfUW1qxZg7Vr1+pyZzo7O9VRTsy1NIbMgL5k7752yfLljkv+X/Y5v2NdJcNn7FPZH/ze+FmG7+QYsF4nTpxATU0NgN6jRWQ4kB48y+CrHWVoXOZDMY2EuWEy3E9WgOF9shsyN9HIckt2uIzILjwAACAASURBVKqqCgcOHEBNTQ1isdgAVlRu0pJ5rYPl48rcTdlvkjWUzL/sV/l/ziXJOowePRqdnZ1qBzHQy/rzffSsK3e88nfWK51Oo6SkBJG+10oCvSc8kBEhEyNZLOqb1EGZCsJ+4HjI/D+y5DJXUuYr8xxe9l06nUYoFNLtWA8Gg0gmk4hEIjp9sVp736vNyA2PuJIREjK2cpxYttvtVhGdnp4etSFD1p1z3Bj+lW232+29ee8idE9h+xi+Z7/JvFY+Q0Y/+Jm6znNN5RFDrANZUx4bRDGm5DC3lvVizh+vY38AAzc5ciMWy7NarSo9gGlC0j6yr+RckKlYklkliy/zMtn/ZL2lLrK+TH9iP/L+oqIitSmUNk+mGzA9i98bX0XKerGOci8G5wHZZLlOsK8YbudxZnLTnUwbM0b0OPfIxEvGW+oTUwyYXkMdGTZsmI5tlGlAsnyezqBpmtoUSp1jzinD+Uyn4Lj09PSojZRyPSary9Qbtp0i09rsdrtKzaONisViyNuHFrwbWrUdRKyBADx9k6rS58PpxcXYdegQcrkcJkybhj179qCkb1Aqxo1DNptFW19+o1vknsxZuBCH29qQzOXg8njQncnA4veju8/oRtvbcfZFF+HmW2/FLbfcgu5UCk2trXjx9tsBAAFhMKOxGEJ+vwpTAVBUvsvlwuuvv45p06Zh/fr1uO+++wAA77zzjsofkcn4PKszFAqhuroaGzduRE1NDZqamnD22WericIEeh5B5e074gHQH6YuF3UJdIw7gvk90DsxQqGQAow+nw/Hjx9Xu0EJHpnrypCy3BjhcDjUpiJ5hiCfw/fGc6epDEURbHBxYHkA0NDQgHPPPRdPPfUUNmzYgIqKChw6dAgzZ84EALz55puYMmWKCmdK4CIXVBp6GkTjodHG3C/2iwRlMuTMz7xe5mfJHbosQ+YwyfEhuOVzfD6feo2pzLVjKIjGGYAKh0kjyj6Xubd8jtwgIp0habzlpgr2wWC7yi0WC0pKSqBpmi5sy76TG2tkveR4SH2VYXuZ30egYxwX4yYaCXocDgdOnDiB0aNHo6mpSR1eLXfwJpNJVV/qmwQW/FxSUtK76UTU3e12w9bToxYreb4rdYybX6QOUOjs0aGTmygIJqSu0lkA9Of4cty4YYf385WkxcXFiEajSh+tVqtucTS+f525hnKDpgyzW61WFcYG+vNGJXDmJiE6l3IOGlNkeD+v4W/UWZlCwDGnnTCGoqUjS9sjd3XLI4Hk+81lOJq57QTbTGVhX3NcWBc5F43pKTKVhHrCuSrzdQEoZ4anCPCsWJn2wPnNI6OYtsPy2b8yJYDjxuOumOPIZ/N+jjFTJ+QB6xLo8XWp8rWsknyQOdDyaCbqE0GXzNPneLNudHaos0y5YP61tAMsn8CeYJ+iaZoCilIPuW7xWcb1Uo4h6yDnLO0E9zPIDXg8+YXPSSQSyg5TJ4H+3E++dpdtM+ZWR6NReL1eld/LueP3+wes53/rMuTD9FQwekSpVEodyn7w4EEsWbIEO3fuxM6dOxGPx3W5VvKcuHfffVexfvRy4vE4xo0bh3HjxsFqtaKhoQHXXXcdXnrpJezZswd+vx8rV67EypUr8cUvflGVxUnFxTKXy6G9vR2NjY3IZDK44IIL8O6772Lx4sX48MMP8eGHH6KiogIjRozQbTYBoPJCYrEYkskkJk6cCKB3UeE5glRiHmwsF16KnKCDiQQscgHhs2KxGKLRqEr251FS8hxLAgaytGx7IpHAuHHjkMlkUFVVpdtFTI+0o6NDGWO5qUHmBrF+POLF4XDg9NNPxwsvvIDVq1fjlVdeQVtbG9xuNxoaGtDQ0IDp06ejtbVVx5IQnJwsF5JvSKHXz/7hvexzCUJl3qgErnwWF1p5vAsXGMlcEnhJ9onlc1z4xhyZ48frZNs4JoONPT16brIhk8K6yM098lgS9gvbJg01cyA5D/lmo4qKCmWgjbnLRiDFuhsdJfYf9ZqLKvtEOgx8jszFJIvG3KqSkhIcP35cbcQxbpwDoNsdLfVVssb8TeqS3LRB/R5Mz4z1M+oYF2qCB7vdrg7Bluwcd20bD9/nu7Pl+8HlzmluaqKu0T7yuQQQ8i1woVBIAVFpM+h4y93WzBekvtNZ4U53CQCA/sWam4NYL2knCOK9Xi88Ho+yQfK5zCkneAsEAqp/CHB5gDw3IHGzCPuhUCgoPWdOJOdZOp1GOBxW5AGdCwmGWQeOG50uqbPSxvGPQIygUG5ok+y+3JxitDeDnZPJecN/eRY0IxOSlZYnokj9Zr4tnTf2EW2RBEBsm3QSJDEjhZvOaHPkXOY8YRkEpPyTG2klYwpAp2OsP51ssvRut1vHZksHkpvlaKOlrstoFj9ns1lFOBHEEqjKDcFy4xntmM1mg9/vV3rA83059zgmHNNkMolstvetWNRLuSmNuaVDSYY8GOWCkUqlEA6HsW/fPrz++usK3L311ltYuHAhFi5cCLfbjZaWFpVgLDfZBINB3fEKyWQSI0eOVKHp1tZWBINBWCwWXHPNNejo6MDs2bPVs3/3u9+pssiAZTIZ9fuHH34Ip9OJUaNGIRqNIhwO49ixYyguLlbh9u7ubpSUlCgv0OPx4MSJEzhx4gTOPfdc7NmzR3m8ZCAkEJJvX5Bto0GXiz7rKUNPRsaAv9tsNmzbtk2dpUY2JRqNIhqNKuDJ4z1CoZBKcmfooqWlRRnodDqNo0ePYtKkSZg0aRLa29sxbdo0XShR1h3oP6eVmyTC4TDC4TC2bduGOXPm4N1338V5552HdDqN8ePH44MPPsAHH3wATdPUDnpjmE2Kz+dTifxydzI3e8h+luMsF2WKXBiMYMPoXctrCIj4LBof6qVME5AhaeNROBI0SWaPyfzSUeGzmQYgFxn2hQQw/KPxZR3YHxKoxeNxTJo0Ce+99x5Gjx6tAyZGh8c47rKv2JfUa7mz3MiEsB9leoUEzmRqeeC0XGTk/QTnkvGiMP2BoNGY8uH3+9VCKh08I0soWX8J2MjqcuylThg3MMm5LRdshqTJuMmFkAxmPt/7oggu0vyec5m7z1mmZARl1IR/1D06xnRm5AIrgSaBB3WO6T2pVEqFbck28XvaJrfbjfb2dtVvDLESyBAoSiDNsSZ4dDgcyrFjndh30hHmeElnid+xfKvVqjYxSftIMNzd3a0L2xvtBVMP6ODwM/84/6UtkmNtjLLQdhmPBqIuyfkMQLGeMjWF0tPH8suNclzXyCLKjY5kCSUYpz7LTY5Sf3gurowYSOecrB+BHssnyORzjQ4l6y1JDfYpNw/RzlHfJeNN4opzS9owSW7IFBbOJ9oq9jfT2biLntFDOkJMieE4SABPcEsH0ufzqWhfNptFOBzWOZ1c84aSDHkwKhWwqakJS5cuxW9/+1vs3LkTTU1NGDZsGJqamtDU1IR8Po+SkhIUCgUkEgndAsIDYzVNQ3FxMcLhMPx+v2JVr7/+emzfvh3Nzc0YPXo0pk2bhl//+teor69HfX09Tj/9dFUWWUtN01BVVYWqqirE43G43W40NTVh7969KCsrU+CMQIAhbjK2BNjhcBj19fUYM2aMOkYin8/r8s64QM2cOVN3rA7QH6LipDUuntLj4uInF4HW1la0trZi+PDhajdmJBJRQJp5UzzqQ9M0jB49Wnmv4XAYu3btwvTp07Fr1y6VS3PgwAEcOHAAw4YNQ2dnp26xlhOak72oqEiFc44fP47jx49jwoQJOHbsGPL5vHotWyaTwdy5czF37lw0NzfrQCOgf485ha9qMx5jxHpII897abiNwEEeLUKwyIXVCJwkqzkYSAage/WjHCurtf9VlTabbUCOKA2o9L75J40976Ezwj+mlkiwJtkqmYvG+42gvaOjA5MmTUJHR4eO3ZSMs5HNlGFFCUilg8CdqmybPB6JYyRBOdNE2tvbMXr0aLS1telSNxjaNOYqEwQxvM13RlNf2AfypRd8NhcXLkiSTeHiR2Ak2XCpB3QM5M5wfs86yXxbtp0Ml9VqVUcTUd8I1lgntovHVMnXIkqwzf6mI0BHjXOEiyEBpqy3ZK7keYq0GzJ/UgJ54y50I3iSQv2RoFseNcexkTrCfiMI4jP4f/ZROp1WO6YTiYQCGnw3fTwex5gxY3DkyBFUV1ejpaUFFRUVyk7xHGUCG+qFPGWDbTCyZDIsLR05OVfZJtoqI6CjjjF3k3pIB4Ttpg2QjLTNZhugDwRUHEuCVJJDMoIiz4TlZ5knTjaZei3thHTCOB6yXUaGXTKbzO0mC85ny7c8MWzOOki7QYDMvuIaK50ACYrZlx0dHejo6FCvCqXOk+GVqTsWiwXhcFilBZH8khEKsqiZTEbhAbl/g8CT61+hoH/L1VCRIQ9GecA0vfxIJIIVK1ZgwYIF6O7uxmmnnaaUj0aW7zKXwnM6vV4vmpqa4HA48Mwzz2DFihVYsWIFnnvuORw/fhzz589HJBLBL37xC1RUVChD3CE2MCxYsAB2u10dxTRt2jQUFRXhxIkTqKurw7nnnot4PI7du3frQlBFRUUYMWKEMqKS5bJYLGhqakJxcTE6OjrUwkZjy3BDd3c3pk+frt55D+jPWSQ4kYoqFxy5INLQ1tXV4dprr0VJSQkaGhrgcrkwfPhw5aUxIV0yA+3t7Thy5AiOHDmCcDiM6upqbN++HZWVldi7dy86OjrUsyKRyABwEQwGEQwG0dDQgKqqKnVkVWdnpxo/n88Hq7U3n5WLZHl5Od577z0FlIPBoDKKEtgY2cyioiLFMBqvIag0hmoorLNkt2QOJ/MlabAkWyA3NckQG+tAg8TXFxIU0LiRfZLMKBc5GnR5ZAi/o8PDxY7gNRQKqf6UZ99xAZEMHA0z9UayxFzEACjniADX4/GosZMOiJEZlQyaEUgT2Aw2phLQ0TDHYjGUlJSgpKQEbW1t6u07cuHmuHAzHkN0MleRvzMdhs6ZPI+Qemw87J5jwjryTEee1cpQr2RfuNDJ9rMujJ4Q0PLMR+qMDEVSZzKZDBKJhNowIRm4RCKhwpOMssgUAL/fr8KF1Adj2WyvBCIELtRd6g+Fv5PBZR8xX1UCWqkLrAvnGZkjOizGo9AYSpaRBOmQ0SGhsy03QWUyGZSVlSknnH0sIw3Hjh3D5MmTcfz4cfUyCOocQb58y488v5V6xRxAssC0PZz/ZN2ZS0xGWK5jZLmlvnKtkPNMpmcYIysyVE7nguBbpipxrGWuL+2NMSWF7B6jb/I6aS8kyON4SiBLYCrtg2QpWW/mW5JVpX1i2SQ22H9+v19nl6j7BH3SWTFGdlhnow3zer2q/+Q407YkEgn1FjwAikn3+XwKODOfmfm6DMEzzSqX630b2NixY9U8YarhUJIhD0ZNMcUUU0wxxRRTTBm6MuTBKMMffKdxfX09rrnmGtTX16Oqqgpbt25V3mtXV5fyVuVuRaD/uI1YLIYJEybg8OHD+P73v4/Vq1dj9erV6OrqwsSJE/HBBx/gnXfewbXXXovKykrlifAVYAAwffp0dcQIPZ05c+ags7MT5eXl2Lt3L5xOJ+bPn4/LLrsMl112GYqLi9WBv4cPH1ZhPHrmXV1dmD17NtavX48rr7xSeYB8fmlpKY4cOaLeY8sjpCgyt8wYKqbXKf+lJ0c2zOFw4Mknn8SwYcOwb98+3cYHbgqorKxEJpNBY2MjysrKlAe4c+dOaJqGiooK9Q77c845R3m3zKliqIk7H5PJJCoqKtDV1YVYLIZIJIKuri6MHz9eeeZdXV26kwQ8Hg/C4TD279+P/fv3K7ZIhqYG8xjZRnrOZLzpDcsQP8VYJutOkTl00iOXeZMcC7lhhb+HQiG0tLQo750MDYXPIiNFBkWyNWT7WT5DsryezGw6nUYwGEQkElFH/jCMJhlZmZxvfDe3ZEzYF+yvbDaLyspKNS6hUEgdoWIMfxlZbFkOxyCf7z0E2maz6Q76l/pMVocpLZyLrKdkpZlTJze5yI0d3FDAt42RueDRWHJThmRIBkuRYPhftltuZmGIkIyz8YgnhsBZP7nRhsL5I99DzvGWL6gIhUKKYZPsEkOFMo+YR+CQSZIbbMgsk130eDzQtP7XXjLXXaYlyB3AHA/mALJPJDPKsWDbY7GYYtrliQ6cD8whZb40w+mMJkhGUaZT0EbJzbHhcBgtLS0YMWKEeq5M/fB6vQgEAmhtbVVvwdM0TYVsi4qK1NE+zGE16hvfpCR3lHPM2f7u7m41P+QGNGk7qX8sn3rIdhujYJxnnOvGEDR/k/ZMRno4jyiSuaQe8zqpB7RRnKPMwWUZTPtiKghTlWTeLHOcWV+ZpkT7JXNWgf58Vzlv2I9ycxTD6zxpQOah83lcG2Skkf3e3t6OcDisIk48iUbOTbadERIKGXpGL5jbyvr6fD7Vft7LtyAysio3Tg4FGfJHOzU2NqJywgQAwNGjR5HJZHDFFVdg5cqV+P3vf48lS5aoRc/pdKK4uBjt7e29bxAS57TZbDbE4nFMnjwZd999N2655Rb84Ac/wCOPPAKgN5R03333qVceFhUVoaenB+Xl5QCAD7duVWXxdYiFQgGHDx8G0Gu4mXMJ9C7+Bw4cUG9o8ng8+OCDDzBx4kSVGylz71wuF44ePYrzzz8fhw4dQkNDA2pqapRBZd7O9OnT8eqrr+K0UaNUfYwLozEsKoHUYLmLLpcLkUgElZWVmDBhAj788EMVwgCASCSC8ePHY/v27RgxYgTKy8uxb98+zJs3D0Av0Dt06BDKy8tRVlaGkpISNDc3KzBVVFSkEsppABmu5kYvvkJ1z549sFqtus1aDFsMGzYMBw4cwPTp03Hw4EEAULnBsq2DidHQyHxQGjIafWMCPj8TTFJk+On/s/emwXFd173vv7sxo9EDujGDAGdRpEjRkmWZlExJtoYo8hApg+K4ynacZ6fiKn+IX1LXdlIe5HLqJp7KqdhVrii+UTnxlHi4smw5tjXFshRzkCiK5gwOIDEQaACN7gYaQw/vA/hbWH3E3Hs/vHoVvOKpYklAo8/ZZ++11/Bf/7W2V+4oYZ/u5nk+UKivr1dnZ6c5P9Lqme/IFGNHmaPcpNVTOjyHiLH6ND5jpwqYe/siDnhnfv5I52FggnPLO/Psqakp3XjjjZKkAwcOWM89nJNgkCTpqk44VabwBoN9a/38NzU1aXR01AJMaaVNGgYAR933xYVaAY8LWoOvBsZAwv3yz/atjpAp/zlpfd7XF44Q2OBA+3Zb/vtenn3xCIGAL8BYWlqy09IwtBTr8XxJlpLknO/Z2VmjN0kyLiaOO8aRz+fm5lRfX6/W1laTRb9upVJJra2txs1jL/hAgiCcuSBFKq0WipC29MUw3kHwqV/uRdBAWhud4Z01nAvG4WViampK0WhU+XxeyWTSuIiAEDhPOIl1dXVWWc3Fs0qlUk3luadnEPQRBLDG0I2QVU/x4fhj5pIAB5kK8pBxWJgDHCrfgsjThXAsvTPJ/QgKWftwOGypbkkm575DQFB/sn44u57yQvDGGezoJP9u3A/Z52dkj3nDOfOBIzLEelOgx70BqWZnZ23Ngnx3T09C3zEe5JAx0P6KcUUiEeOm+p6/0BEI3tLptPUg92vq6Qo+3Y9jvpauNY+M3nzzzbaRBwcHtWPHDn3yk5/Uxo0btW/fvtf02qKtSyqVqhHK+fl5tba26vnnn9cHP/hB5fN5/d7v/Z4eeOABPfDAA3rHO96hRCKhrq4uE8iWlhardsfISiuN1jkPN5lMKplMKpvNanl5Wd3d3ZJk3+Wc8dbWVuVyOU1MTGjDhg01vBSPLqXTaf3d3/2dHnjgAePvsGGefPJJtbe3a+fOnTUcVh9JeuXPBvIOCb/HuJfLZXV1dalQKGjbtm3avXu32tvba/hWdXV1Gh8f1+DgoIaHh9XQ0KDe3l6rtv/qV7+qWCymkZERU1rwO7k3EaOv+Ac9KJVKmpqaUrFY1IkTJ2oI8jims7OzWr9+vTKZjM6dO2ecUU+u592udvnqbN6f+cfZ87zbq6EHQbTdoy3MU5Cz5J1cWtswL/v379fWrVvNGQ5G4KANQQ7e1bheRNa+IEta5Vh5XppHNkFKfDWzR0K4p69W9eiJR/dAncgQJBIJ5XK5GofNo8VBFIR/GG3G7vla/D/3WFpasmMv4cPi4PrLI0ZwOZm/RCJRg0p4R4e/8fOPA+Q5jkE+q39H5A8EjDXEuDM33qHFQfdcY8/jJKBbXl45eINztxkbfGCCNZA5HHv2DM6ud9SpwG9vb69BwwkMgnLD+fGMk+Ifikz8fuHdkFlfRITu8tzuXC6nXC5Xw/+j+Mejf75pvEeAQYUZM8cvFgoFQ8FzuZzpEc4Dp1uK583jiDc1Ndk8gtyy1twf9NYjgiCmOBfewQU99XLjdRXz5Pu3sv4+oGHeQR09Msv6gUJyf7qlSKvOm0cPWQf61/rWeGQufN9TX5iELHonsq6uzubNvxvjAaXkPj7o8wcBeKScNQ4WzhFwEjj5z70sSqtHKvt38/vaO54gqvl83g6d4D1BOun/y2ExONq8P3NEgAaH1vNo2TNkNvL5vDm8wXf5r36teWf0wIEDev755/X888+rpaVFhw4dUigU0uOPP65cLmcbrqGhQc3NzYpGo0YU98q9VCqpUChox44dOnbsmOLxuN71rnfp9ttv1+2336777rtPQ0NDSiaThnySnmlpabGG7pJ06dIlzczMqL6+3pxV0tENDQ1qa2tTMplUf3+/tm7dqq1bt+rQoUO655579MMf/tDG5g0wype0xFvf+lZVq1Xt2LFDO3bs0PHjx1WpVHTw4EHNzc3VOAzeQboa8umj6KDRxygUi0V1d3fre9/7nnK5nEqlkhUZ0UA7k8konU6bUaPX54MPPihJ2rFjh6XxJiYmajZO8NQUr2hRvIlEwpr/c3lnaHJyUnv37lU+nzcj4p23q727/wyF4p/P/HhlyRUkrPu5ZD59I3WcqGCaxxvccrlsjvT8/LwuXLhg98ZIMTZkBAcAB8VXuhLxU12NMotGo5Zu5OJsbe9Y836exuAdMv7GF0n5sfLuQQQhnU7rhRde0K233qrm5ubXzDvPvdp9uDyNxafcCHZSqZROnz6tPXv2GOKHISuVSlaU4Lsf4DR7esrc3FxNgCKtnoDCPHg5wAgwjuBe5P6ktb3scU8KjJgLjK9Psfq5pqDPF4fwvKB88h16IDIvvtIadBhk1BdHVSoV61NJY28KlHiGzxBwf1/EJa3uR5+Gl1Yb0PuCOYq6CLxwHtC/OPE4HB5pIzjCYOM4o4tAkAhIcOBLpZKBCalUSvF4vKbBud8DHDDBvHtqBUjj1NSUWlpaVCwWNT8/b8ER4/GFiN7RAZlnDdAjjIG2dMVi0YIA7xCytjhu7BUfSLN2yJiv+s7lcubUUTDDe/H3jJ+xcm+Plvu2YD7oxaZByfDPBl0ETaQTC3ODsw0q6B1VnHwq/Pm+BzrIclzNNvC7INrpiwuRZXS435egxp725NFM0HMKB5lf/968R1NTk7q6uoxqRIBCC0WK23zg5x3ztXCteWf0xhtv1MMPP6yHH35Yly5d0r59+3TkyBHdf//92rdvn37961/bAp89e1bT09N66qmndN1119WkA97ylrcomUwqHA5r+/bteuyxx/T9739fe/bs0Z49ezQ0NKS9e/fqpz/9qTZt2qRz587VRB7+qK6XX37ZBN4bhqamJo2MjKhQKOjnP/+5uru7bVOD7r3+9a83ZeMdUq6FhQX19vZqenpa586dswjy2Wef1UMPPaRsNquOjo6rNr1FUQUNlE/bewfMp2c4HrVQKCiVSikUCun8+fM6f/68Tp06ZWnF3t5exWIxDQ8Pm5EinTo5OWmO6LZt28xIYXhRgh6hROHHYjHl83n19PSou7vbFA4R5vr16/XCCy8oEomoq6vLjARKG0fIp4X8vPIsT2nwzil/450Sjyp6lM47lh619Ckm1tY7rpyEcuHCBV24cEH33HOPQqGQRckY5CCf1SOZHiXDKPAM0q8YRFqCUFHtOXLeGEqqQQIxQh7FY448yhZEO7yjPjc3pxtuuEFLS0uanJx8zRx75xSlzD+QmVgsZo4Ax3f6uc3n87ruuuv03HPPaWxszMbGcZfS6hGXODg4kMiAT90F0fLgnuEiCOLd/X7z6DkOLboBZ4n59XLkv4/j71HioBMPr5eWcR7N8YbOrwmywrvzHPQAMuYNPO2gyGogd+wJb5zhdjJvkUjEqCGkmUEEo9Go3YN/zF21Wn0NasrY5ubmFAqFNDs7W4N8+uMtQawnJiYsaKWav6OjQ5I0MTGhpaUl41iDxjY1NZn8hEIhcyhzuZyy2aydhsP8el4n915YWFAqlaqpKMeR9UcW+w4LkmrS/lA4+AcVjf1CBgAnMh6P1+hXgodwOGw0E2QapwjbwgEuXpZ9QI0cIDd+H/vuCwTLHg1n74Do+oyA1yU+SPbPT1w5dpv3hMIQ1Jt0m/EBLPdEnnwgAbeaZxGc0aoQLqjfe/yt36ttbW0aGRlRT0+Pfe67ILS3t6u7u9ucStasWq3aWvujioPBrZcBn1mqq6uraem2Fq41zxmdmppS+UrrmPr6ep04cUIdHR365S9/qaGhIX3iE5/Q448/Lkl6+9vfrosXLyqbzeof//Ef9X+98512n7//+7/Xrj17NDk5qZmZGd1zzz36+c9/bsjRm9/8Zr366qu67bbb9OMf/1h/9Ed/pIMHD+ry5cuSpIxDsIDzW1paDNmKx+NqbW3VzMyMYrGYrr/+ei0uLurcuXOSpM7OTmWz2Rro3RsieE7Ly8tKpVL6+c9/LknWbP8DH/iARkdHtXPnTv3yl7/Um2+9Vfof/0NSrRPqDRaXN5o+/YDyTiaTGhkZ0b59+1SpVLRlyxYdPXpU119/vaQVzmixWNT27ds1OztrnPWDeQAAIABJREFUkd2OHTskrXCaLly4oK1btxrnFjK3JEvbobhwMiVZOj+bzaqpqUkDAwNaWlqyIzE7OjqUzWbV3NyseDyu06dPK51O17wf88hmvxqaFXROUcw+xYzy9Q6an8Mgcocjj8PonVL+6/l+i4uLWrdunfZf4R9ff/31ZqA9RxHDQKGDd4498uTvTTrOp1sxJLFYzBQZn8OR9M65dyZ8qtunyj2HGUePMfmU1+Lionp6evRv//Zveutb36rTp0+bEfIyybgoFkKeOjs7NTk5qUgkUtOuibUk5dnW1qZXXnlFO3fufE2Kk7kLoifIJMdlUqyEccLRxgEKXo2NjdKV9LdH+SRZ2xUcABwjxtbW1mb9SUnpkpqWVIMic0wo78q8I3OsoW//w/4qFotWpMNnIGB+vZeXl2uMWhBZ5f/5L3sA1Nmj7/CDcahxGLgn78u7IE9ezmhfxzOz2awkGe1qdnZWlUrFnGSfXp6fn1dbW5ud4JZOp+37s7Oz5mCSvWLMrKl3TiiOYv3JZBQKBXV0dNiJcvAUaccHNx60UpI1yKeHqQcipFUesW8VhvMlrbZrQ85wLNETpHjJZlGc5gMP9j5BFM4XMold8PxExoFOIphmfiVZSjlIu/JBCm21vNxie7zu4LmeK0xrR8+xZd4IrnEaPReZ9/bOME4pegSUlqCAfcd9GAf3Y928w8470K6JteT7hULBDhWAKoVMsD4U9wY5yJxA5oMR5K1QKNjhPmvlWvPIaENDg4aGhjQ0NGSCn0ql1NvbqwcffFA/+tGPzJE4fPiwTp8+rY0bN+qhhx4yR1KSNm3aZKn1+vqVE5g6OjoMNThw4IDK5ZUK57m5OT322GOanJy0PqKvf/3r7V6FQkEDAwMaHBy0VBck761bt1qa8syZM5bq9tW8RG0YSm8sfYXgm970ppqTMEAJN23apMOHD9fMExvAp+888uKVWKVSsSILHOvOzk49/fTTSiQSeumll7S4uKhnnnlGzzzzjN73vvepra1NmzdvtvT7ddddZ59D/j59+rS2bt2qbDareDxuhmtmZkY9PT3W3J3P4dr4atmGhgaNjo7WRK+s1549e4yTE3xvb/D/VxfKwqewvDOL0vAKlu/4gh/m2kf2jId59zw273CB1szMzLwG+cTgcsoLvDTWD24nyJHnbdHcGmSE7xA8+LEha56vFeRfe4eeVKNHlDHufj7ZX6Twtm3bpqmpKeO0er6htJqmxyhFIhF1dHRobGxMTU1NikajVlziUQMvx3Ctubyhl1ZPjAGxwGj6v+c+zKe0StPwKKgkS5OBMHmOc7AimTnyVd+gavDImpubDdFmjy4sLCiXy5k8ekQeRwUZkGr7EYfDYUubegTKo9cgzt7BjMVitiY4hH7svt9wNps1NNojp8wF74j8gcQRmCILBOA+DY9Dk06n7UCO5uZmjY2NKZVKGdIZCoUsbYmRJ8Ciqp4153hoMko46aC2pJLb2trsfv6wAvZDPp+3uQdFBv2Fe4zDwLyhB+h8wZx6PrjXJcybpygUi0W1t7erubnZgnqeTdagoaHBeoqiI6AdEMwyLl9Myp5cXl62wlxfOMPYcc6DvE3eF32KA4XD6rs7sDZBuhBAAsGL1yPMFfPkswRkc6g0Zxx8j3fGYedQAvQNFCjWmIwD4wUQQLd7DnV9fb1GRkZ0/fXX68CBAyqVShY8+kACOW1qaqqh2xAQ8F+v25m3fD6vixcvmp3w9Spr7UjQNe+MXruuXdeua9e169p17bp2XbvW7rXm0/TZ0VFtulKhnk6nV/g9+bz6k0ktFYu6bfdubdy4UZL05S9/Wffee6+OHTumaDSqFpdSrb8SlRYyGc1NTemWO+9cOYnpSoqp88oRglPDw7rj9a/X0tKSnn32WTVdgdL33Xyz3Ss0P69YQ4Mq+bzqr0RA9UtLioZCquTzagyFVF1eVrq5WRXHoSpdicaNVF4qiXOiipmMemIxlefnFSmV1N7YqPO//rXuu/12SdLT//Zv2rZtm+oiEU1MTCjp4PzGhgbpyjGiPoXg+Xyk5iORiKVBX3jhBZvXhYUFbdy4UefPn1coFNK+fft06NAhSdL+/fst9VOtVtXZ2amxsTHdcsstkmT8rFQqZSdDdHR0GMXgd37nd3Tx4kVDqGifIsmQoUwmYy21yuWyEomEJBmP9KWXXtItt9xiY/Xp8iAXVlpJwcghfSBVQdSMOQkW2HCBkHoE9WocXM+R82l6H02DGsAt4zQrz4eCziCtopE+nUTPVWklnd3R0aGJiQnFYjGrEOb9QeFJc9EfkPf2SIMkuz8yQxoJ1NCjK4uLi0bH8Gi+T6VRCDExMWGk/CCVAUSWVmrSSpo8nU5rcXFRc3NzhqB7egJyzv9z4hdjB/3wHC3f2iYWi1nBieet+rnxGYwg5cMXrvj3priPVDWnDnnUhvli7knNswYUfYCm09eT74PsUoVbrVZrKDGgj56Dy70ZP2hdtVpVPB6XtJLKTiQSyufzhrJ7FJt9RxU6SA8ZKBBY/04+k4DuAZ0GmQdB84U7yD1oLdkHuJRw2Lm/73sKykfBC5+TXoajx96UZJw+OK2gzNPT05Kk7u5uQ5xzuZySyaRxvFmXxcVFk1XWEHni/aFVkJqVVDMe1gR+LGPnlDGKEH2anmfTmoqsFGNjnMwtraV8mhmEk5Sy/8xTO0ijs5f4HTYmyKMGufUcc5/BgrqDzCYSCevhzfNZb+7NvEkyvUZfWI9K+n3N+Hya3SPAnubEu5ORhIfK2L1Mz83N1eguxsM+g64RDq+0MWNNaK2G3fG0GGlF909PTyuZTNbw2rGbpVJJIddWbS1ca94Z/fRXv/p//Ld7Jel//s+rfvaJL3+59hf//M//2/t9RJKef/41v/+//+Zv/o/H9P/W9Qf/i8/aIhHNXHFoEG7PdaMYhXRud3e3jh07pvvuu0+SdPDgQe3atcsa7z/11FM6c+aMbfrW1lZVKhVduHDBqvo8IXx0dFT9/f0aHh42msLhw4d11113SVopFiiXy0qlUjp69KjuvfdePX9lXhcXF9XZ2anu7m6VSiX19PTo/Pnzdu/l5WVt3rxZ1WpVZ8+eVTwer1GWPg3uFXBdXZ3qXGrVO12eV+sJ6kGSevB3OAFe2fi/w3n03/GFA/Cb+vv7bV4nJydfQ8RH0ZPywwENGthkMmmOKEUIPsWDQ4pTQ9pRWq0Ip0qVtGwwRe0LmTyPjcr94Dz6dDbPjcfjmpiY0PorZ3tLstQiqTkKUiRZARapOxxeL88YqYWFBXV0dOjUqVPq6+uTJOOEeQPU2Nio2dlZSSv8P5wp3xrHFy35NWeNuUiV+vnhmYVCweQTh8Hfm2AGg0hK3PfD9HMdCoVqjD/OMc4YFc6sO3w8z7vDUIbDYSum9M4B8sRY+T5ONHuK1DEFPuwF+JcY62KxqKamJuVyOStWklRT8Y7T5WWypaVFc3NzKhaLuvPOO/WZz3xGH/7whyVJZ8+eVSqVsvVibF6eSScvLi6+xllcWFioCagJ/Fhr1tHzBWk9JK1wQnt6eoxfSwDFz1CM/LzC84N+QWcQnD/2IHQP1rJSqVi6mGdFIhGjavEzMkO3EZwriv8IWnHQcPxxfHGqCoWCcSo9b5T3gnYSiURqdInfj6TF0YXBIIBiyiAHm3nwVDXv8CGTPtj3exL9CvWorq7O5I3ARZLJpA+I2UPwjIPFi4y3tbXVgj4fmF6+fFk7duzQ2bNn1d/fr0wmY+vP93O5nFKpVA3lh88IuCORiAWAXg+wlugBafXo5cXFRSXWWGunNe+MXrv+95dvm4LC8E4B/BYcFqJ+ioTuv/9+Xbp0yVAQUAYMYDgcVjabVaVS0eDgoA4ePKhNmzbp1KlTkqS9e/fq6NGj6u3t1cjIiDo6OozzJq0YddpRJRIJnTp1yk6QKpfLunTpkrq7u3XhwgV1dHSYoyrJTqLYu3evTp48aUYoiF7izMH9CvL8gsiWr1j0RsmjJfw/f4uzhYJjXn0BlHd0Pa+Sgi7mR5KdvuQLZkAZpFWEDwcU1AcjQ3Uv/DffFNk7tt6oecQC5JTm3kECPQggTjDIGd/HoCE3/t1xxOmz19HRobNnz9ZU5fpiB+88MR9BBJux85y6ujrlcjlt375dBw8etHnzFd2eY8nnzDO8WuY8iLZjmDwqwzx6np3nMXsjihx5Jx50GdmKRCJm7KRVNJ0CByp8fdEj/QyZi1KpZHutvb29JiioVCqGLs7MzBgq6hE9xtbQ0GDoIePk/HfewxeYwBEFWZ2ZmbH+h76Vmw8Q0SkUjXnkLZ/P25yfPXtWr3vd63Ty5EmTCT4rFArmNDEPoI2MC24nYwMBLhQKVgDF/mEeQO/hClarVUOiyuWVHqWzs7Pq7OxUU1OTpqambD+Uy2VzTCki4vJBlpdNH9ix3qx/MIBBpxPgwE1k7AQBra2t5gyybr5otVKpmD5h7lKplDlb6BfGz7hA5whSfGU6TigOpT8xzXc48Bkmrmq1qtnZWUP64a0y9iBn3+t+7B7zwtr5gBydyH7FOWYNPI+bIM07o4yXfUDXGEnq6+vTqVOn1N3drdHRUQsgvJ7p6OhQc3OzJiYmlEgkahzVfD5vfGb0tG/kz0EIyWRSk5OTVqSHTLHn18q15p3Rz/35n2sxkFr0wuwrhFGmRJ7JREK6QkBerq9XpVrbLNwbGO5F5NnX16exsbFVlGVxUX/22c9Kkr7w3/6b8s7RkFbTZ94RxBBKq5EZG8cbR94NlABj5wn3sVhM586d09mzZ/WhD31IX/u7v9O/PPfcynNaW1W9UikbLELh8umJQqGgwcFBjY+PS5KOHDliJPNsNqve3l5ls1lt27ZN0korq76+PksrvO1tb9O//uu/6g//8A8lSd/61re0ceNGS0FRGMHcENHTliUcDhtKResOaSVVFo1GNT4+ruuuu84+f/nll7Vr166aFL1P2YCIcHTa1QqZgmlXLr6PgvPy5FMz/N5H9r7yncunJkGVWJfe3l4dPHhQb3jDGyTJCrNAmbyDLK2gXPRpRbZjsZgpIVJ2jMVXjDPnvhKXZzJO5gKHDGRGkhkeUpaRSMTQLmlFHmlpQzray5inJzAXTU1NhgqPjY0ZSuiLmKRVhy7o3Po14nuTk5O69957dfbs2Zq0J5W23rEFdQCFCBqyIArqq+T9RXcJafXELL5LwQjItC/84N4YLJxCn7rEOSfAYCweAfSFRXzX60T0COlLLk5HYl5YV+Z7enraGt3TMByHXVrVYbwHTsec63aCPIVCIXOkvZOPg8A/HGVkLhwOW+eR3t7emrWgPRMObKFQMONNZwAqmkmpMzaOYi4Wi4rH48pkMjV7HRQLZ6elpcXSpDyfHsvFYtHm1RdetbW1mZPY2tpqB5NQ7MRzWGtPT2DOkAdvW5B/KCEg1Dgmy8vLVlmNQ1lfX1/z7vwtAZRvVYgTTHGaP/42m81aJqG+fuWkovb29hqHD0fP03X86U+0BIO6QCtA3h15BvX0OpWg1RdhMuc4fz5L4GlMfCcUCpmT7C/2IPuIveGDYuSOMc7MzKi3t1fSSvCVSCRe06qN/ZLNZq1nORkFsggAGGQWWCN/olg2m7WsF99jnQuFgurdGq6Fa807o8sNDVq+IrhEd7pimEhJRd2iRK8cK3n58mUdP35c/f39NShBOBzWQrWqkGvLI8kM6sCGDRodHdX5yUl19PTYhm50G2QhElH9lajFRzrValWl6moriVKpJNyLunhc80tLamxp0dziohrb2lRyqERTc7PyVzZDqVpVY2urFstlRa4o61y5rPpEQo9+85t673vfq43uONCGK4Y1mEbwjjIbhMrj2dlZO+q0sbFRP/zhD3XLLbfo1KlT2rBhg86cOaM77rhDkvTqq69qcHBQbW1tOn78uF566SW98Y1v1A9+8ANJ0q5du8y59Mbdp/eYZzhpPhAoFAp2KlVbW5uy2ay1japUVhr9t7a2GsqBLPCObGz/O28Ag7/z4/FpHhwFv6Z+Dn0qjnnz/EXG4J0aHEFQmsnJSeOhUc3rq2g9YuEduUKhYC2OMJBQJagKhTcmqabiGCVOdaYfK8qc9JtHmlDsOL3eUJAC8+n/ICIPAkl1cnNzs6HxpVLJkCKMp5/rYMDpW4XBH62vXzk7nP6RKHIqoZlj5hb5AMHx7xxE0YPojXdKn3nmGcV6ekz2PL0BI+7H6FvZgEp5rph/tue5YpyZH+bGo0R0wwBtx1h7LubMzIykFQMHxSYWi+ny5ctqa2szhyydTpvBRK48copTTZCQTCZNlplX+I84giDw0ionGeNPqyPPTY7FYjp16pS2bdumsbExQx49X5j3gt6CPPrKaNAmjwqnUqkaHqff6yBkdDyhBZBH+PzRtozD85DRJSCXyCsOLnuA/eZ1sqfgBFF69imBPPLjW2rlcjm1t7drYmJC4XDYgkXuj45DtnDUGF9wbQg6fcP6SmWlv6lH1tm30KCQF7//fKAK8orMM9c4sehLz1P1QaHn1CPnrKOnGXhZYb6YO58JwNmVVm0EnxOMLy0tKRaLaXx8XBs2bNDY2Jgk2UlcXt49Qu6zQAT3BCixWMx0MF1ywuGw2bhwOGxrQEaioaHBUNn+/n7NXDlqfK1ca76aHv4IEZZHdEZHR7W0tGTtDurq6qwH6dNPP62HHnpIFy9etEjZ89pokstFGvIHP/iBtWoaGRmxQgXfQJ/okajLp2glWfQX3Px1dXU1qQ4geAjQbA7asvj079LSkh544AFt375dGzZs0DrnjHoHyLd2QuGi6JaXl3XhwgVt2LBB4+PjymazymazGhkZsblDcYRCIZ08eVInT57UzTffrMcee0zZbFZvfetbtbCwoGQyqTvuuEN33HGHstlsjTLwlAGfWkERwZPEmPhTT0g3eb7mpk2bVCgUrG2LdxxRhOl0WmNjYzWKJehQ8HvvWHjn/T8rYOEzEAB/T1CxIILFvT1SCormWzNxYbhIrYNeNDY2Wn9GehXSSgdZAxmgHx3ItE/tRiIRMzb19fXmYIK0YER5NsEexsCjvMGCOD9fvmAInhtj8HOLTGBg/T7y8sv6eqRRWkVcmpqa9OMf/7imnyetU0BHfWGJd1TZXziGfN+vO2MIIo+FQsG+D/qJPsFBx9D69fDcOC9LyBb6iXtzJCNjwOEmbU2K1I+d3/Ou/sQughSyEJ4uQJs69GNdXZ21n2Ifh8NhK6ihQbh/dqFQMEMLv5y97ilAOI11dXU1LbdCoZBSqZRGR0etVRLoFfJJOyjQbdYGvcnpYxSxeQcW/QKKygXKn0gklMlkDOX0PSh9VgYnB3nO5/NGmYCnDfoL7QKnAhnl3UiD4zT6TAxywJyxXgQpILI4cGS4yNR5OoXfq42NjTbvXp8xbmSB8QSzFdwb+fcBPPIJladUKtnBDKCkjN2DCb4NGu/OXDIH/AzKyvPJ6visF4Eg9/SUA99uCkcZu4Os8bz6+npNTk6qs7NTExMT1k4M/clhMcyvt2384wAPTt9D/r3tkFbqL0ZHR61d4vz8vPWmBUWl8PVqWZv/ytead0bZSBCbuRYWFjQwMKDZ2VkTzmKxqOPHj6ulpUVvfvOb9f3vf19bt241Aw2SFAqFjIPBpiiXV45pfN/73meRz86dO+24T5AHSVq/fr2deMGFoQbFamlpMWHylZtEl4cPH9ZDDz2kp556Sk899ZQ6OjospUhlcCwWM+XR0NCgP/3TP9UTTzyhnp4ei96k2qb2PuXo0wZU95KG6+rqsp5nHF2KgmxsbFR3d7dOnDihEydOaHh4WO9973vV0tKif/qnf9InPvEJHTp0yPplEhWzsYOOB840HJ98Pm/ns6NcJiYmJEmZTKam9+Cvf/1rbd26Vel0uua+vBtGiV6mbHLvzEoyRORqtAqcxmAK3//s06zBwIbfYyC4robQMq5qtWppweXlZWuo7YOvYrFonLx8Pl/DBwtWeGLM6d+KoWfeQde4NylRHFEcUB+4MV7ugwL3xs6n+jE87FlptbE0c4xjE6TK+MAriFR6tJi1iEQiGh0d1X333afR0dEaxx4Z9uvgHcZg+tMHS74Yzq+t/06xWLS9Ct2GNWH9CLoIOvy8cdY5e9hzbv3zPO3BF6H4zzHc7BecVdaNd+Q9SRtikP2JNhzKQQDL/TCAi4uLmp+fV7FYtKbvnF6EbqVncKVSsYNBWGfPz0Snwe/klLWXX35Zg4ODxlfFsKNjCHhw3Lj33NycHctImt07Fg0NDVaNDnLo5bWubvUQge7ubhUKBaumn56eNp7owsKCEomELl++bAEP68leoFKe+ZVU0+miWq3WFLqRbfEOr6dbcV9fqATHkr0cjUaVyWQs2zI5OamOjg51dHSoVCrZwRc+E4HDiWzAX6cy3RffoZtAHvkcu+d59xR/eeSaIMdzQ3lHX2Tp94IPzKRVWgMXQQFzjN7i3pVKxago5XLZeMzBoIuLufW2hZ6yBAecWEWgcvnyZaXTadO5Xqa8vkcP4IvwvFgsplKpZLo9lUoplUq9plDNBx9QLbyOWwvXmndGr13XrmvXtevade26dl27rl1r9/r/hTNKBEiURbo3l8upr6/PUImxsTFLe584cUI7duxQJBJRb2+vent7ayLVWCymX/3qVxZpjI+Pq7m5Wfv377eUyqlTp3TTTTfppptuMq6GJJ0/f94gfb5PVOXTWFRrgsAS2efzee3cuVPf+9739OlPf1qf/vSn9aUvfUmZTEZNTU1Kp9Pq7OzU8PCwISK9vb169NFH9eKLLyoajRqhWVINokKvNNAlEApaKOXzeZ0/f17ZbFbHjx/X8ePHtX37djtL+R3veIchDJx+smXLFqVSKcXjce3atUuPPvqobrjhBkO5iCY9KhpMu1arVU1MTKharSoajVqEOD4+ru3bt2t6elp1dXW6dOmSotGordVLL71kSA738femddDly5drENogMup5pT41yVyBMnqEziOb/MzfgP4gl9zXo2CeJ8X/Nzc3G5JEsZdvMeIr65eWlpRIJCxlg8yRJpJqjzUlTUqqlNQ9iKZHJEjvexnyiDKyzHv4+fbpRNAJ1gXUIZFI1CDLQR6oT8fzfP8PhLFQKBi3GSQ+nU4rGo3qxIkTWr9+vW666aYaNA8qBOsbjUY1PT1dk05m3T29wqPkwdS8nyuPliOnPBu+GAgaJ+54+gRyRU9Cj6aAUoFe8Xded3nUlmIZnu9PNoJOgB6or683ni6IdSSy0vuTbhdkmKTVbALoX0NDg+LxuCKRiKWxOZUJtJE9wvzQBqq+vl7T09M1FeTIFihaPp9XR0eHLl68aAgop5E1NDQYP5j7Q30CqUPmfJrVc4XhqIKEghiSQq1WqzUIK2sVCoWMm0txVywWs0I1j8yB7vmUOIieL67xpzsxThB1r7vRMcgDtgZ0LMh5hpLQ1tamqakpQ7D9me0UIqGHKMriIlMDVQxaVqVSMUQ3OMfsWVBebLIkyxhCW2G/VSoVk0PGiLx52wLVhr3i/9GSydsGvgs66ulXzCH72XcGAHlmXrhXKBRSPB63LCDvvrCwoHQ6rUwmY2nzaDRq92deQ6GQFST5705PT5ttm5qaqllTEFM4xtDn/LwFs27/1a8174x6A+kNurSy+ScnJ22Bd+/erVdeeUUtLS3GO1pcXLTjRCWZUM/NzenjH/+4Oao7d+7U8PCwmpqalEqlVCgUlEgkdOzYMR07dqwGEvckY4yI3zykTrzxTyaTKhaL2rx5sy5fvqyGhgY1Njbqm9/8pr75zW/qySefVFtbm06ePKlisajR0VFrKi+tFBF97nOfU1NTk44cOWJtlfw4cKK9M4GC9GT7Uqmk3bt3q7u7W93d3XryySfV2NioJ598Ut3d3Xr88cc1MDBgnNDjx4+rrq5OTzzxhPr7+y2lh8Jinfyml1aDiHw+r87OTqVSKU1MTGhgYMCU1ezsrIrForq7u9XY2KjR0VFt3LhRAwMDGhgYUDgcNqfcp0u9QkIJ+LRv0Bn1PCzGy5h9isk7kzgNngYRfG6QnuCdWWnViUE2eE9f1EJjZUk1nFDOtKZHHylTZM1zCBkP94YCgOIiWOK7OEB+rbyzKa0W+kirSpv74/yRwmdeGbtv4OznzlMcGLdPI/s5xqjn83lrD9XR0aFMJqNKpaKOjg594xvf0OTkZA2f1R+xx3PglPk1w+lk7rxz8J8FNX5Ngy1jmpubLXWNruJnPidN7+fAFy15GcUB9LQIUqUNDQ01lfJ+njFarKvnjI6Pj6uhocFoAhQT4qz65/jUMc59oVCwzg04rp7fh6PK/XDe4H1icD3NCIfw3LlzSqfTam1ttR6fzP/S0pLa29sVCq1URvNM5p9uE+HwShs6n5L2zgGOK4VCpOHhW6fTaXNucLApBpqfnzfbwHoBNvAdHDUoATjtrAHBJ3/r9RmFdl6+oCgQYLBncV5xTAk2Q6GV7gbRaFSTk5PGdaROAR0N7zsSWTl0xOs9f2+qxQlU4vG4ybYP7FpbW23PB3mvOE6eY+3njaCMQN/zLb28k+L3fFXkHF0YfA/oEwQ3nBUPTYm5oK0d3FJqSgCUfIsoT28ZGRmxg1qWl5ftEBMPTlWrVU1NTam1tbVGdwMwoEeZT+aUjgjIL6l8dBPp/rVyrXln1EfecHpyuZxFPRTdNDQ06Fe/+pX27t2r06dPWwQ/MzNj/MS6upUTDDo7O3XLLbfozjvvtHs/88wz2rBhg0qlkqanp80pgIPnOWsIvY/CfKsU0BG/Kdva2nTixAk7cxwDg8L69re/rRtvvFHvf//7FQ6HtWPHDj3yyCNmgC9evKiNGzdqbGxM73nPe/Twww/beBBieDB+g/oNi4HwhGz+LSws6P7779ePfvQjvfvd79bY2JgOHDigAwcOaPv27frpT3+qP//zP9eJEyes0Xgmk1EmkzEWiAO3AAAgAElEQVQlhBHlWR6ZBeUA1eO7u3fv1pkzZzQ6Oqq2tjZNT0+rr6/PnJ43vOENpnA9F9ZvSh9J+upKv2aSak7m8Mjnf+Yccfm/DTpN3nh7Z5l7eaVULpe1bt26GmUGb46q+rm5OeMNwTMDOU0mk1ah7CucMdAEWktLS4Z0+8IN/7m02hgfRRg0EqAE7D2/phTFYXAwYL7YBcfO8229c+cNsf+cZ9NGBd4sSM/69et14MABvec976mp2uWampoyA9fa2qrp6ekasr8PPhiHD96CTkKwUICfCTg9KgvnjipZ0BjmlYDAPwf5xqnAiSaj4R1lzx3DefFyWKmsFOEwLgIFnAkMYFNTkzkhvpiEqt1QKFSje3FO29rarFDI7wUcU9Ag5N6jkzh36FN48SDe3d3dKhaLJi849YyNDgV8LxqNmj4rFApKJpM1iBbn2Y+NjSkej5t+mJmZMccCZzOfz6u9vV0zMzNqa2tTPp+vCaiampoMYWcvUFyG47u0tGRzhsMLjxj74IMSX2SI04Xj5tFyfoZbiQz7IMIHb9JKFmHbtm3atm2bjhw5Yo3dkfVyuWxOGc6mHxP3npmZsQAKh4vx+iAcPeLbKbGHPJDgEdVqtWoFOvA3CSp8cRdgij+VyWen/L5h7kEfpVWOOZki1oC9jIzyjrz77Oysuru7Tf9gx3xw1tHRUbOGZKIaGhrU2tpqABHyw7zAy6W1YVdXlznOXj/m83nTVz748V0D1sq15p3RYKFOW1ubkc99g91QKKR0Oq1cLqeuri5zfDo6Oiz6rVarymQy2r9/vw4dOqS/+Iu/qElVj42NGQIKZO+ri7lAtbwB4zulUsmqGxcXF3XDDTfohhtu0I9+9COtX7/eFFI2m605jSQcDuvw4cP60Ic+pDe96U36yle+onvuuUcXL17UxYsXtWPHDqVSKcViMX3nO9+xozx5bjgcNsch6IQxV1SinjlzRgMDA7ap6NG4uLioI0eO6KabblI4HNamTZu0adMmdXR0aPfu3frCF76gW265Rc3NzZbu80gjEd/y8sqJNH4sIFvl8krz6OHhYQ0PDysUCmnLli2maKvVqnp7e40iwKYNps694wLiEUy74oRLtS2cguhb0Dny84bTwD09KsBnoKvBanyUNZ9LtYqUVGG5vNI3kKr58fFxjY+PW1sa+j9SLIKyRRnjRFC9zLGAvBeGB/oIzk4mk1E2m9W6devMaCLvIOk4LChEHEJS4aTyqFT1qcUgCsn8e4MYdPyl1X6/nZ2dGhoask4CfX196uvrU6lU0vz8vKanp7Vx48aa8eGYYxTm5+fN+cFx8OMKouBB9J019XvKo46lUqkmrYjBAs3hXUGMKeLAsCKPnorkK6hxtr1M+qIl9i3/qFYnYPB7B2entbW1xmFEZnAW/Ek4vpJdkvXR9PONHsEBQG8i8xjncDismZmZGlSqUCjY3CAPpPfR9ZwmVK1WDcmlnRFr2tLSosnJSUPuSF+Dck1MTNhaxGIxzc7O2r7hVDq+n81mFY/HDfigA8HY2Jja2trMmY1EIubQETQwN5z25At+cIABMzwSD3XGV4Uzr9gcZJO95FFj9BKV5d6J7e3t1fnz543axXowN/TBlFYzOL7ATVrpaQy1IBKJ2Lzwbji6PrXOfgdxl2Tz7QOU3t5eA5p8MIe8+pZdoN/sXdor+f2LfqVVFoVZ7Ds+x3FmrZBJxsheJrDFD+DzpqYmZbNZo21QGAwlh70CvcNnXaDvzM7OWl/kXC5X4w+USiUlk0l7P4qp2Ju+yG0tXGvLdb7KVS6XVQ6vcrQw7HDpaE4srZwfPD4+rpaWFvX392t2dlYXLlywNkiVykrV5d13361MJqPR0VFt2bJF0orB9w4ULTkwRr6Sb2lpSSF3fri0alRow1CpVLRlyxY99dRTkqSenh5rlgsihrHkPqlUSvv27dOLL76o++67T5cuXbIG6dVqVadPn1YoFFJ7e7sq5dq2MAivr47E4MViMZ04cUKbN29WXV2djh8/rmeffVY33nijpJV2Etddd50uX76st7zlLfra176mZDKpP/iDlUNIP/nJT2rfvn16xzveobGxMasyRcGwEVkfX+0trZ59XC6XlU6ndfz4cd17772SpBdeeEFbtmyxdFY+n9e2bdt0+PBhezef8g6ivRgAHIAgKsz1n/2ez1CgOFI8z6PKUi0CF0yz8v4+ZYd8gHx4jhOOJDJNmsofr7i4uKienh5D4VDa/vnQQgjGgu8JOl0ul+3zzZs3a3R01E6+wqlIp9OSVlEpjFW5XNbhw4f1x3/8x5KkJ554Qul02pAgHC32i+9tyH7wn/vfB1FlDOnS0pL6+vqUy+Ws04O0wtm+88479ZOf/EQDAwM188C6+SMpgxQOPy/8zFr4efUGzgc29fX1Wr4yv6CXjA1HDKcE/l4QpSEFz3x45xR58G3WfD9Ln24FyaRNEUYcZBCOpLTalxMaB5XFni+ILPkToNBROLYYWNAw5JX1hlfI35ApIkBgXlj77u5uSasnb3G+OuluSYb0wwHG2LNm7DXWCeqEn1coJalUSpFIxFqlSStHO/b19eny5ct27KdvfTQ1NaXu7m5zQnBC2S+k35l7f4oRqV3f7xYwQ1pt50ZgirOKzWFvwIf22QjmHR2LkwKqJq1kF7PZrLUpIr3Lu6MXWK/6+vqa78L1hNcOf5ULVJPv+j3k943POnn+cyaTsX1CMMbnOILIHM4m92Z/cuAJcsTY2Zue64njzTtyyh9ziMwMDAxoaGhI7e3thnp7vcoxqg0NDXail69vQKfixJLC9xcUPsAD9lp7e7uGh4e1fft2LS4uamZmpgYNrVRW+8yulWvNO6P19fWqOgGHYzEzM6P+/n5NT0/bqS5TU1N2WsR3vvMdSdJ73vMevfLKK5Kkrq4uXX/99frBD36ghYUFffjDH9ZXvvIVSdKb3vQmZTIZxWKxmmIp73Bw+QjQ/44NE41GlUwm9dJLL9nm3Lx5szlj58+fVygUsoIlaWVD5PN5xWIx69/X2Nio//7f/7sk6S1veYsVNuXzeVUdXwTFz4kQPtKWpOHhYb397W/XV77yFd1///0aGhrS9ddfrw0bNkiSOjo6dOHCBW3cuFGjo6MaGBjQyMiIPvnJT0qSPvCBD+i5554z1AP6A5uZAhMUBUU6zCGRMwgXY5ak7du3K5/PKxqNKpVK2WYkwPDtTPiORytxaHACQLyC19WQL38vPpde28bJf99fpGyQBY9acB9+xqkYHx+3M9Q99cD3vkSuqtWVnnUoIgpSUELIIShSJpOxJuH8XTabVTKZNKfMF6WAtiaTSUud4fT41j6kR/fu3avLly/bOEHYmAu/RpJq5oS5Ds6hN6Q8GxkLh8Oanp42FJ6xZzIZbdq0SVu3bjV58QVZS0tL1pAdRzSYMfDUgKutrx8378JVX1+v5Sv/BUG5mmxg/H3qGQ61P50oGODgOPFfEGpkhsCGFCsIH+sCpxHE1qe9I5GIstmsWltba4wpF44QDgHOI3MyPz9vJyQFT1ACsfHUEB/cMeZwOGzBTjKZVDabtTWMxWLWwxW0X1LNUbUeCeTeOBtwbJeXlw3xYl7hBtIXGVoAawq9g+OJ/bqlUimNjIyovb29hkPpHW0Kg/gZmQAhZw7IyPixcz/kPIjQg1D7NLjXEzhjnPRDIQ1z19fXp+HhYXV1dZmse46nL9bywQ4oL31JQcRZY0AH1sKPif+WSiU7YYj9iMNIYIYdpBCI4IqDCHCAfTDPWHGWeQfuxZ5AR2Of+b0/ghU5nZqaMnt2+fJlq29AdkOhkI2NAjhJOnPmjKXiWVea7dPqy+tH1gZq2vLyyilamUzG9k40GtXFixdNtoJHmQZ1zn/1a807o0tLS6o4zlZ9fb31ToP3ePr0aUkyLuO2bdtUqVS0efNmPfroo/rt3/5tSSuIynPPPacvfOELyuVyuvXWW3Xs2DFJ0iOPPKLdu3fbYnvkTapN4dbV1WmxUnvOLpFVT0+PRkZGrPgDx4Nzl+Gzvvrqq3r3u9+tL3/5y5JWeprOz89r+/btevHFF/X7v//7+shHPmJnM//DP/yDzp07Z0VWjU4Q4UyeOnXKojeib0mWTti8ebMWFhb0wAMP6OWXX7ZNGY/HdeHCBW3fvl1HjhzRzTffrCeeeEIf+chHJEk/+tGPlEwmbZOT9sU4EBUzFhSrvyCfg2oNDw/bvBCJe6eW7gUdHR010TYGzldAkorxvWg990ZadTpJX3qF5h1blAQ/cy82P8/38ujT8MwPMuQd4MXFRY2MjBhS75FB0H4fROTzeVPCPm3u+aL8jlN16NdKg+bu7m7rkzs+Pm6KdGJiQl1dXbpw4YKhMR4Fi0ajGh0dVXt7u9E7yuWyKcsdO3YYf07SVdec+UUJBw0ohqCurq7mqD6f7gSdmpqasvXcu3evDh8+rEQiYZXkS0tLNnY4YRht7/CyPh5hCDrJXtGbE+HebXZ2VpUrziFrgIyChEDVIa3nZZiA0x+16eeRvpX+zOwgHzvIswWdRPZAx3DakDeMMYcAUFQkyZxLMhutra2GmEmrBVUga6TxGRtpcRBILl8Eh6MFylaprPYfZe7Yq+FwuMZR5nxweJIgvJKMZsCcYfx5d1Bc5AH9hRx45A0eK5QFaYVm1N3drXw+b0HG2NiY7eVisWioGIWG9KumQbpPI/sMytzcnHXSgOvLejB/2BcCYIIQ1hxAgnS032ugpH19fTp//rw2bNhg6WrmnbEge35e/P5h33qgAaewpaXFOn54u8n3sRNBdJHjRXH2SKsj38ibdyh5tu80wN/44Ilxe94178p7I9fYUZx0sjKFQkHxeNyCNNZlbm7OOkikUqka1F9aPVIZ2QuePAV4BA+eYlXmJZFIWDC5tLSk2dlZ09/ValXL7iCetXCtec7otevade26dl27rl3XrmvXtWvtXmseGQ2Hw6q6CLChocEqzHp6enT27Fnt3r1bknT27Fnl83kNDQ2pXC5raGhId999t0VWN9xwg97whjfo/e9/v/7sz/5Mjz32mP72b/9W0grS46PyIOflaik7HwGSihgeHtbU1JS2bNmiSCSigYEBSdKBAweUTCbV1dWlVCql9evX67nnntOePXskraYm77nnHr366qv6+Mc/rqNHj+rb3/62pBVU16c4PAo1MzOjakuL8Xk80ietolO0ctm4caMdByqtRHjbt29XJpPRzp07JUkbNmzQL37xC0krZ8+fO3fOECD4UKQoiBypvITo7tNM0Bjm5uZ07NgxSyeDIINWLSwsKJPJGOLhz9wmSvQpsKamJo2Ojioej9egocG0rO9RB7fNr+XV0h4+Tc9nRPZ8B/TpaikTonBQi2w2q87OTuPI0dYKZJLiC5/CAXHmrGxSTtIqwgdiMjs7W3MWN+haX1+fRkdHFY1GDXHgnHtQECgkyESxWNTIyIgd99rc3KyRkRGtX79eknTu3Dnj0Plx+P3AnPpUsZ+7pqYmXbx4UevXr39NkSCICinX6elp7dixQ5I0MjJiKD9Iikc7GxsbNTk5aalKUnAe7WRs7A0vK0GEvFKpaPWnK+m3cNjoAx6pDPL4QP5Aa0DlqKznWE+eD3pHgZFHU5BD9hanvnD0sCRD15APECt+Jv3OeOA1cm+oSvD3fBaC8ZNpAe0CCYJSgLzShozf+fkH3aInLp+D9MP18+evox9IR/siKdYMpBr0yqOuIJAgYOgY/i6fz6unp0cTExM2PuaH9k6c5MQJdqTlKUBj/YvFos0Lf8e8+2p8SYaKom+8jLCmFLN5/jcyw/nxUL2YPz5vaGjQ3Nyc6upWjnweGxvT4OCgUaEWFhYsAwJNDT3AO9BJwdMFmHf2D4i1VGsvqWTn914fSCsIInuorq5Oc3Nzam9vl6QaeZJknQi4F7YD7rTPUvgqfJ7pdRRZLXii5XJZnZ2dOnv2rK2pzxBg95DJnp6elSzJlSJAaC++ZR9UlEKhoFwuZ98dHx+3IrWenh470Ys1pzMANJBwOFzDES2VSmq4Vk3///0FvA75ulAoaN26dTp69Kh27dpl5OpsNqt0Oq1du3ZpcXFRAwMDNS02pqamFI1Gddddd+nJJ5/U8PCwtU7CIENMR6B8SsFfGFk/NgpASIFt2LBBp06d0qlTpxQKhfT888/rxz/+sdra2jQxMaFUKmWVpBiXr3/966qvr9fnPvc5feMb39Dp06d1+vRpdXV1aW5u7qq9xcbHx42HhhEhhYYSGRsbU19fnzo7O01pks48cuSIksmkLly4oKmpKR08eFCJREJbtmzRli1blM/nVSwWrVqXTe6rFk+fPm2GCgPhnUPmkCpVjgD0RTlwbCRZCwtI9cFKeZ6dSCSsDYt3/nzBipchnEf+eVK9d1IZs38HFBdFCKRhuVByPAsHCAd9ZGREt956qz0b7htV8PyO1DSOFGlfDDIXa+CrTumpS1pJWuFS04GCd52dnVU8Hrd7Xrp0SeFw2I6/Rd5yuZzy+bxmZ2c1ODioS5cu6dKlS2pvb69JyfFfuKbe2cdw+rmXVg1MLpczQ+ydf9K0Y2Nj2rlzp86ePauzZ89av0ZfmODpDHCTMdy+stjzgoNBhC9WCnKUg3vfc6L9Wd6kkn3/V45SJI2NQaX1k9cjyB0yxlhZNzpnMH+kIdFbra2t5uzgzPresbTPwVH2hSh1dXVWjb+0tKRcLqdIJGLzSsEVLe8oyvE6EufZFw/xfN4DfiH0BcZOgBKJrPSH7OjoMN0dDAxJqaO/SX9D+4G7R69NKrTRJYuLizXpc7pNUEkvyQpX2Ke8L90G6PXKnHFP9h1t+0j1+5S1l1coAxS/Amz4tLJPQ6OHvY4kFQ+lxss8Y6VPai6XU09Pj93fV6/7FDmyFw6HjQ6DzPi9giOay+Vsv/vAnx6itK+jz21LS0uNw45sNzY2WkcR5hvdy9/wTNYHqgD6En0YCoWsjgJnl/f2nHbAFdo5dXd3m5MpyVpFotOZ12g0ajxnTxVBt9FBAh2Bvac1GXIdj8etIBQQAe43tAsCrmCQuVauteU6X+XyEaCv4jx48KB2796t8+fP29+uW7dO8/PzGhsbU3t7u/7jP/5DfX19NRHFD37wA23dulXd3d01URJtQlpbW62wI5fL1VT1+QvF5gtP6Gm4bt069ff3a3R01HhsknTzzTdr7969+u53v6vBwcEaZBVkiSj1+eeftyhRki5duqT+/v6aFkFcjIGK5mAxSSSy0nLm1Vdf1Q033KBisWi9RSXpgQcesCb8u3bt0vDwsB588EGb2/b2dl2+fNmcfZQbxjOfz6u3t7emzZZHl7wDkE6na5wAWjLhXIIibdq0SdJKIROop7930Lh6ZCyXy6m/v191jofouYGe90nE7OcrWODkHb4gv9BzkoLFUX59QSc6Ozv13e9+V5K0adMmc1AqlYouXryo/v5+CzgYI30PfV9QxlYsFtXW1mZGBCQZpZ7P55VMJjU2NqZEImHVvwcPHlQ0GtWOHTuUzWY1ODioQ4cOGSIRjUbV3d2tX/7yl1q3bp2am5utAEKSOQ9BZzyIEFOEA0eNDg7//u//rsbGRvX391tw48+zD4VWevENDQ3p1ltv1dGjR9XZ2SlptajB9yH06w8awRr4gho+9xxWLxd8x8tCkH88Ozur0JVTwqi6hmtOr0B4kxQ5cD/aAPlzwYNtwXgXZNIXVC4vL2thYcEcCIouMEyggp476DnMhULBKuw5rxxkkswJz8b4++plHIFqdeUkMN9JgB6RvgDHo748Hx5zQ0ODYrGY8cfT6bQFlp2dnZqcnDSEkur3trY2tbS01JxcI8mQvVQqpcuXL5t+592mpqbU19enfD6vxcVFK6hJpVKSZG3kyuWystms2tvbNT09bXq/Wq1qZmbG9lIymaxZN+YKZwHnFnnBmfIcca6mpibl83kr4GTO/T4HuUPP+qAOefZFflcLohsaGmyvv/rqq2Y36IEqrQRWCwsLJk/8HoSOdfQZEJ5BkAUSKa2ij3DmCag8R5x7su/9ISDoOBx33/nBc3D5W69/C4WCIpGIFbLBZ/aIOPPmWxWidylIQ9cUi0UlEgn7Pt8pl8uKx+MW4Hs9Vq1Wa4AFX1zF3gOF9oWsBIZkPQg44ZSGw2H73lq51jwyWi6Xa45PHBwclCRt3bpVZ86cUUdHhynIubk5ZbNZffe739X09LTe+c53qqenx3ojHj16VA8//LDOnz9v0SxXU1OTWltb1dLSovHxcUv1E2X5zchFlItSmpqa0s6dO5XJZPT1r3/dYHlOZjlw4ID+8i//Utu3b9frX/96ZTIZbd26VVu3btXc3JxGR0f1tre9TZIMjeTdNmzYUBPZeWI/rXdwfnyBARs0k8noXe96l5qamvTUU09Z64jh4WHdcsstamhoUCKR0MmTJ3XXXXdp//791nz9yJEjFnWSLkL51tfXW5860GX+y+UdQBQnaa1CoVBTjAE62N/fr/7+fqVSKYtGcR7oGzgxMWEOCoqpUCho/fr1ymQyZqik1fSnT9NzP1AB75BIr+1V6h1WnkmkzvMJnvw/DEdDQ4OGh4dtXnt7e7W0tKRoNKpSqaSNGzdaJA953TcpJ9BgvAsLC9aWBKdg3bp1WrdunXK5nDXQn5qaUjqdVn19vfWt3bx5s0KhkCYmJtTT06MjR47owQcf1LPPPqtnn31W6XRavb292rhxo7XYoXE2VdpcODxBRDoUCpnDFolE7JSdc+fOaWlpSevXr7eqbi/rGLCJiQm98Y1vNKTe9yjEAGF8fV/EkZERWxtoDR559U701dbbO6PBAEOSGSDQ+OCa0MSbIqVcLmc6DBkBVfJOJ+Mi6AlWKHPhxJJ27OnpqWmqL604dhh4kHaPTCWTSXMiQSZpoQXqEo1GrYsDex7ECeSGymsc42g0WoO0UZRESp3G9NJqBTvoJuuBo4hTQiBDr9Hm5mZzMv2alkor/WdJqYOgNjY2qqury45t7Orqssp53p0gjIAORwb9zthLpZLa29stOGVvk93yRUesCU4iCB6OpkfnqQj3KDPzRtaEXsSlUqmm5yTj9B0XPOKN/CPzvsiGd/bobkNDg/Xm9nochNJnxbi/JKOWUFjkCxPZZ8iED2rS6bSKxaIdcEE3jGQyaeg538MGYhOwN1DU/LxxopIPkqm6x9ljjPF43A7HaG1tVWtra40DGQ6HLatI71v6PtPhh4wMfXt9hoisgs+kplKpmh6vdILgvQi4sPVe5xaLxTXX2mnNO6PNzc1mnEOhkH74wx/qU5/6lM6cOaO9e/dqeHi4pmlzU1OTPv/5z2t4eFhf/OIX1draao7Nfffdp7/+67/WHXfcocnJSVMMGJdQKGRNvG+44Qbt3r3blJk/Cx4hRalgjDiCraurSy+99JIuXLhgm+62227Tjh079OEPf1jLy8v69re/rX/+53+uORf6Yx/7mN71rndpeXlZ/f39amlpqTmOrlqtWjrBI67JZNI2G6c+SKtHM3Z2dioWi2n//v2qVCq67bbbdPDgQVOGTz/9tCYnJ3X33XdbWgHHsVwua/fu3XrooYdsg6JYMTjZbNaa6EuqaWqM4weCiAJibIODgzp16pS2bt1qlYu0HWpvbzfE2KOZKGYaXW/cuNFOuLr//vv1yiuvKJ1OG+ohrVYgg0r4sXgOMH/H33qnRKptBYVB8ugZaWE/Zu4RjUY1MjKivXv3au/evTpz5ozx4Kampuy4VKgoIBoYCZ7L51Qjo4QTiYSl2b3hPHTokFKplPWzo3F4IpFQoVBQQ0ODOjs79cQTT+iRRx7RI488okcffVSDg4OanZ01lM1TBDzqHZwj//84RKT1SZvu2bNHJ0+e1KVLlwwNQvFi5Pv6+nTs2DH19PQYIsxe47nwrlgbz73kd56n5lHR4NoHnVXvtHqHFAdgcXHRDJ83MrwHvC+fGgTxJTiCw+nTb77qG8fUp2wxaqQmSYPyD14j30M2QU1BREnn82yq9qvVqnK5nN2Xvcq+ho/Y2NioRCJh7wvCRmU0PWg5xQ4EnPWoVCpGFfEUIO+QMTYcYQKMy5cvKxxePa6TYA/EHkcWx4J0bzwet+4SXl6RUzIYiUTCaBC+jRNzSZu02dlZ42qDcOLAoNvZwx6hllZ7wrK/0KucUIdDRj9U0DlS2vzDFuGYMUbmkTn0TpnPRrW1teny5ctqbGy0VlvoX9aA5yPP3kkCncSZam1trdkPZOZw6jwVpqGhwXTM2NiYpa4ZMzYHnRAMzHDwQRB5FrKNLDJGAmTGjj2F5oZOAY3mvaFw8P5k9Hgn5jQej9fob95/amrK6A68E3uMDCydCbx+KpVWm/NzhK/vcLCWrjWfpg+FQpbGmZub02c+8xndddddevvb364XX3xRAwMDBpuPjIzo9ttv17e+9S29853vVF1dnQ4ePGhRYHt7u37jN35Dx48fN0XpDSmbJJVK6fjx4zp37pxF7GXHo2GD+0a78Xhcv/jFL/Te975XX/ziF/Xwww9rYWFB1113nSTp5z//ue6//37F43H96le/UqVS0Z/8yZ/o3LlzkqQ3vOEN+tSnPqWPfexjmpubsyiNND1oBP1Lf+NNb7LxxONx5a9wdtLptMbHx40vJ630ZYRLRmHLvn377Hz7DRs2KBqNWrunSCSi/v5+HTx4UNKK8b106ZJOnjxpp9ksLy8bKulTTJLMuHrUyXM5QUallYb7e/bs0b/8y7/ogx/8oKampgw9lPQaZwF+F88+f/68EomELl26pJtuuknf+c53dOONN+rChQuqD6yZV9BcKBXfVsUje4zXOzp+TL4fpHcmpNoUFp+1trbqzJkztqYDAwOamJiwVmW7d+/W8ePHJa0EGRhX3xaHSJrWSqSCWF9pteBjcnJSmzZt0sjISE1rEHjL9fX1mpmZ0bZt23To0CEdOHBAkvTgg+jmR6MAACAASURBVA/queeeqylkYU64fLrOIyh8xvdisZimpqYsLStJQ0NDRlUBxQPJjsViVoQESsV8e1nwsuWDFY7Lo5jDc9j85RV/EAX37+yfzbqFw2Elk0nNzMy8Bi33ART3QgeBYHlUzFNafOqUjAtOGvfH6OJ0hUIh00MeefPteZDDpqYmzczMmHPonSTPBcR5BeViXkGwQXVBh3k2aHBd3cqxm7FYTOPj45JWihE5lcYjcTyfZvk0vffyVVdXZ1x8jDzPl2SOZHNzszkfzc3NVowSj8dNb7NubW1tVoCUTqetkAaUEnSLdUO39vX1aXp6WnV1dUZbGR8fVzKZNEcsn8+bjrp48aJxuCkA8oVm6HZORZqbm7NiJGnVIfc9VPmZdweA8ClnL5P++zyXdwPwmZiYUG9vr9F+GBsBNr8DBUamgvf3hwlIq7rfI9ysOcVZFAAhc7y7b9EWbL3EPuAdfYaK3+EEY9f8vsbRIwuQyWRqTgeD0lSpVDQ5OWl0Kd+GDVQbuaEolPGxzhTM8RkHYcDz5vAe7o2O8fvZ77X6+nqFAjr3v/q15pHRarWqzZs3a/Pmzbrhhhv0s5/9THfffbc2bNigW2+9VYcOHTLkdN26dTp58qR6e3t1+vRpnTp1qgYF80ckAvv7yJtrbm5OmzZtqkGCMPKSTNn6lOzU1JTuv/9+PfHEE3rXu96l8+fP68EHH9TnP/95ff7zn9dtt92mj370o/rABz6gSGTlTNtEImEptBMnTmj9+vV2b8jOvpABQ/LQQw/V8EXWr19vx7OlUikTWB+dnjx5UufOndPc3JwWFxd18eJF3X777br99ttVrVZ18OBB61fZ19ens2fPWoS3a9cu3XHHHbYhIFaz8emVBhLheWJ+HFdzCCh++t3f/V199atfVXNzs86fP28E9mAkTLGPR7SLxWJNpfrZs2ctFc7lnWGvtHyhGgoyiJB5dMynVFEUvqrXIxE+0OGe8Lay2az27NmjY8eOqb6+3hTd8ePHDUli/YmoQUa42traDAGdn5/XzMyMenp67ASZhoYGjY+P21nl7e3tZlyoYqYosFgs6vrrr7fIe2ZmRrt377aMBHPmeYAevYIv5ucGZwtkEG5VPB63owSPHDmicrmsmZkZW1NS283NzSZrfs0IGOCTkQIjtQh3D0MZlL9g6h3qBhefeUfVyy0BIilIL6PeCYTn5QsX2GPIiNcxzCUUAwo9fNreG1p6q/qxl8vlGl5a8DhPEPFKpWJOO+8ZdFa4j3fU/dG7IGXIFA4iXFWcLNDLmZkZ05mhUMhoJj7NDzoECsZ6eU45qCqnktXV1am1tbUms4EcoF+hTcBrZV75fHp62vYZ+4nDAfjdxMSE7VMQM9BPOKo4Vzjh4+PjSqfThvj6zgMgdKCnBLK+D6xHmD0yTBEVTqzni8IrZt28IwmS6uUZxLy/v18nT55Uf3+/PRs6CoEL8uJT5dgY9DFzwxGa5XLZAg3+DjQc2SyVSlYs5BFC+Kv19fVGIeHZHkX3Y/Nnz+MEexoR38nlctZVgJR4PB63NZ2ZmbEsHrUO/t1mZ2etuK5SqSibzapcLlv2iayTpw2Q0SuXy/b+OK2+IIm9xfsGUV0fjKyVa807o9eua9e169p17bp2XbuuXdeutXuteWe0VCoZQldfX68LFy5oYGBAP/vZz/TKK6/oox/9qF555RW98sor6u/vt2ILODg+XZDJZKwyLxQKWR88Im3SWaRZfMHG+iv9FbkPSA+RSiQS0fHjx9XR0aGhoSHdc889+trXvqbPfvaz+uxnP6u/+Zu/0Z133qnf/M3fNJL/5OSkoQYcC/bSSy9pamrKeKPcn+ivpaVFzz77bA0yCk8L5AS0j6gzl8tp7969am1tNR4SiFx9fb2GhoZ03XXXKZPJWMHJ6OioIdKzs7O6ePGipVPhzRBBJhIJS3VweeTJo4w+reL5S7Tm+qu/+istLCwYyuVJ4J5QzrxFIis9+bq6unT06FFDSYLp+CAXDdQgyKPyaEwQRfUoH9/1KFoQxfX8KCJbzzkFHSQllUwmDQXxSAhIEQUcoAqpVErnzp1TY2Oj9SgFQSoWi+ro6NDIyIil4Egjtra2WlUpMjAyMmJHPC4uLmpsbEyTk5NGMeB9uEAaQPFIKQfRR1AtZJf2TLfccouOHz+um2++2Qpr0um00um0JiYm7P15bnDe4dD6Dgd+r3gOG+vEXuc9/FhZwyANgef7d+d9QZuQS3QI55Qzfo5mJeXY3NxsiCLy7PnVnsMZRAaZU09NKBaLpiN5X1/A4QuQ6upWz56n5QzoYKFQqOFzgpjxbnD4fFU0+oW2PiCii4uL6u3t1aFDhzQwMKCBgQHj3YPG+6ITv198+yJQV7j8+Xy+hpKAfuZdaWsUi8WstyY6AfmEC+uzZuhwPx5SpxxJ6894J1NGvQL8Yc+B9HxVX8B0NT0DugjaWygU7Pu+j+zs7Kw6Ojo0OztrY+IzkHBPm/CIN7aBveVtVySycsTz4OCgjh49WlMs6Lna0urxpex5X8DHPuHeZCkk2RpKqkGs4VB7pJt1h0NKip/eqNJqf1WfOfBj83Qq1tZnEThaG33Inmf/Iae5XM5QUOSmVCqpt7fXjoeNx+MqlVZaDfrMGoVm7B048yDGUAjI8vh9DToK5S6YXfQtuNbCteY5o4lEQpkrqcnFxUVls1kdPXpUqVRKi4uL+tKXvqTf+q3fkiT95Cc/seM3p6amTHGxWQcHB004mpuba/gfOBpecP01NDRk/9/X16fpK0ocnuTs7Kz1kPz1r3+tp59+Wo888oje9773SZL++q//WhcuXNDZs2fN0PiLNOny8rI5BcPDwwbd+6KF/v5+hQJHgVHVSo8yjpDjgitaKpU0MjKiHTt2GHcR5wWn9vz583rd615nR9398Ic/lCRt2bLFzkmnqEqSKUBaMAWdMum1Z8N7Qw8BfefOnXr22Wd1+PBhbdmyRdLqMX/ct6WlxQoQmPfZ2VmtW7fOWhklEglls9kazqhPR3qnGONLGirII/aGA2XH5xSuYEQ9R1Baddh8FaVPtUorKd+lpSXdfPPNOnnypFUS8+48Y35+Xt3d3bp06ZLxkKenp5VOp61wpLu7WyMjI5Jkhp8qVarm4V+3trYqGo0qHo/rlVde0e7du/Xyyy/r9ttvlyTrjYvTxdi9vHlCfZCa4WkRfB8HQ5KGh4fV29urnp4e7d+/X9PT07r33nslrR6di/PgjQ0XqVNae2UyGUsr48x45ziY4g4GS35Ngu8avEhH+6Ibb8y44IcuLCyYnkHWfSGWT9d7DikBOL9nrMw/jh/OFDI3MzNjKc1wOGy0AtKrvnVQtbp63CIygzOHg88FF5MUsy/8ZIxQQEjHr1u3Ti+//LKklfPdcdClFYrO1NSUOSg4ANw3m82a/oMG0tDQYHxo/95jY2PmnNFTmvS4tAIgdHZ2anx83MAA+r9Kqw3OmRdaRHHh6Le1tSmTyRj/lfvjfJ8+fVr9/f2amZmx4JximGQyqUwmo2g0atxSSebI0Algbm6upl8z+4fghCDBOyU4fRSh+W4xFEl5bjK6jM/RjfCCe3p6JMlS1b6wiPH4eePeFNbwue+sQMEPVfeMg1Q6xT7YKt69UCiYrfXUK+6JvcY55r0ISKVVDubS0pIBORzyQf0Hz+Td5+fnba+yHvX19XZgC5SacrlsgXulUjGu8MTEhAXr0EJ6e3slrZx7T59xaGfemWc+KFYiqGBeg/7JWrjWvDOaz+eVvnJiDdycLVu26LnnntPOnTvV29ur/fv3S5I2btxoyGdvb69CoZB6enqMZP74448bmgaZ3xshTxjG8cN41l8pvJBWhCxypdEtp+nE43GNj4+rublZExMTeve73633v//9tjG+8IUvaPv27YZiDQ0NaevWrXaWeLFY1EsvvaTBwUElEglr/eDJ2vBUZ2dnFXMRni9Q8JExVyQSsSpSfqaCWZL6+/vV2NhonBm4TxQw7d6924w6Ff68qyTjoPpKW2/wgxw8/zuML07T448/rt7e3tcoK8bNJsUI4HiPj4+rvb3d+EiNjY2qdw4HiiKI8uHk+rF5Je0dUe/ASKuFB/8ZOsp6cPoSBQooSLoWsP4gLBT5ECzh+CHbKLvvfOc7eutb36qxsTE7pxsDCJm+t7dXJ0+e1Lp16wxxYWwbNmzQM888oze/+c06duyYNm3aZPNDwIbDiZHm+1RBBzl+zIUvKPKcMj6neOTo0aMKh8Nm7LxM+zOoQRK4H0aQHp7sZ+bSIzKsjXdGgzLox+7/G+Q4c8GfJuhjLyF7OJjlcrkmIKbnobTaQ9mfquWRXPYcHNrg1dbWZn1LeVfWC0PJfEgyriioJ3vMO7JwXGmB4+eQqm/QRd/VgnVhX8bjcQMNMO5DQ0NWudzZ2WnVyawb98fZ9PNKWx8Cgbm5OZMP3tvLIH0f6TdLP8f29nYrOvMygtOB7pqZmTEuqSR1dXVZAQprBuLP3I6MjNiacFoechQOh62gq1Kp1BSjSKvO9tzc3Gv6jJLFgEdOASd6Hx3huy/4sYFewi+FO+v1HU5mPp/X5s2bNTo6Kmmld/fY2FhN8RIFXqwZY/RZLI9A8p6+IBeZIwvJ/eGy+wAFJ4w59Z08vGPc3Nys6elpK9JEPkHhc7mcdXCRZOgyY6OFHjaZQkoCL7rl+O/A9+3u7tbw/8Pem8ZGfh1nv09vXJtks7nvw2U4mzSjGWlkWZu3yFakyLIjy/ASBxASII7swEkMA4HfIMuXGwdBAL+BDQdwHCdI4sR2FMuJbCmKdsnySCONNPvKEcnhzu5mc9+a3fcD51es/mtyP9wbvDcM5gCDmWGz/8s5depUPfVU1fCwJdBJKnJ0ADvQn2VlZZZhj6Hs66iS5BUETvz8FraZQbrtw/SlpaVWG3FoaEixWMw2x8DAgAqFghG5Sc4ZGxvT5OSkLl26pHfeeUdf+9rX9LWvfc2MUrxLHx7zh2qhUFBra6u6urosBIXRKcm8pIqKCgs31NfXKxqNamBgQA899JDeeustlZeX65577tE999yj/fv3m2CPj49bWJxkljvvvFOPPvqoGhsbizYiw4cBaS/GmJycVCgUslI9KArCDaWlpRodHVVXV5dl5FMShoSEbDar4eFhXb58Wfv27dPExIQeffRRPfrooxoaGrI6p5IsA5VwxY4dO3TkyJGiEJ9UHN704XGfCMPvsR5LS0v69V//dQvXoHwwQJgTnwAC3SKdTquzs9MQFU8IB+0KInjewOTfPgkl+Oz+AEHxMzAukCl/QNCGEKJ6RUWFxsfHdfvttyscDmt2dtaQhZmZGc3MzFjpmHg8bsXUPUF+Y2NDV65csTqWvmsLRe6TyaRSqZSampr03e9+19a8o6NDr7zyiu6//3699dZbqqurs/Aiz0inLIxJjD8yQ4PlRYJOUBCRpIxMVVWV0um0Hbq33367duzYYfuYouQe2STsXFpaaoYKazozM1MUbgyG3dnX/v/IID8PyoR3Wq5lkGJEkUDkk9bQIYSX6Z5FmI8QPoYd78L+Qd5J3ACprK6uNnSHBAj2N5+T7ICjDTpE2SOQTR9WZs0ZHP7MO/Mav1ro39MSfGiRfbOxsaGenh4L3VNuDNS0qqrK0FPWGR1Mkhd1dtG/UBu4L6WXfP1W5AKkDQMEJ4014B3T6bT9fjQatcQmjJSFhQUrcYRjSAH7hYUFq9VKtA1kKx6PW9F7jJNIJGJhZR+d8YYixoZPvmMNaKjCXEO1IMzrEcegHkJPs64ke/kkJJA7adPAhDJDNzcoEqFQyHQVfwBAkOOg7vQdtKDP8Uw0jeA5WSf/fa+LvJGLjuEdKItF8hXJvDgPGI7II2CBpCIUHP08Oztr848BTjUZ9mEymTR929TUVKQDPQXEAx6sP/IB+OMHjh3Orv8eOsPXit0OY9sjoxUVFSpc5dQ1Njbq0KFDeuqpp3T77bcrGo3qzTfftBIMbKK7775bzz77rAqFgsbGxvTlL39Z0iYyury8rP7+fmUyGV2+fNkOoaqqKuN0VVdX67nnntPo6Kjuu+8+SdKpU6fsmTY2NqSrHg3lkaLRqNrb23Xq1CmFQiH96Ec/0o9//GMLUXGv9fV1dXV1KZ1OK5/PW0eap59+Wg0NDQqFNrmsi4uLWl9fLypkvLGxoZaWFp05c0bv3b/fnocQOeiJbzMobRpN1FPr6OjQxMSEIRSSzJDu7u5WaWmpnnrqKfX09Ojv/u7vJG1m6588eVIbGxtmVJWUlJj3/Eu/9EuGIKBIeV7mhn97zpukIgSAz3t6eqy8EV6uN0bxgBl0ZVlfX9fQ0JBltoYC5U1QTJ47FOSE+s+8MeXDvd7YDiKhHAS8t6R3hZf8u4fDYZ09e1YHDx5UNpvV2NiYtSMkLEjnq7m5OXNiWDfKgmSzWeN8SVvK1ZcGO3/+vD73uc+ZvH3gAx/Qq6++qj179hi6Glwn+H+EZvHcQaUIQfo5429v9DH/HhUEfV1YWNCFCxfU19dn7+VrUnJoYvgi26AKvjObn1/v9Hinwz9T8GfB63tUx68fRhHGmT8YMEq9ExI8ROFeSir6Ls/kM2hDoVAREgVPEAqAR9kSiYTi8bjpAK8HfJjWU1NYS8KRhKtB8n3oECPJc3a98Y/hfO7cOe3atcsMAD6HcoLzv7i4aEgS+3ZjY8MqSbCHMAZxnj2CJMlC7hj41GLm+5lMxgxarlFeXm5zz1zS1pEqALwbiCiOe3t7uwYHB+3sgTITCoUsFwD9Sj1gkEnWOagf8/m8Ibg+EuPLLHljzxeU91QPjDP2C3sYmUc3ewoGiD7P2dnZKUl69dVXdc899+j11183x4W1Q46CDhjRKT5n/akMQPkqPocihtHrKQTIA6WfkE++G6SKsLe8TFDKy9MN2EtUgmlubraKHgxfx5n7EDmQZLKM44hO8GcWlQ3QYR5JDoVCxidnbYhssd+hBjAvnq6z4Sgv22Fse2TUozGhUEgvvPCCYrGYqqur9YMf/EC7du0y7xSv6I/+6I+siHhFRYUefPBBPfjgg+rt7dUjjzyio0ePqrGxUb29vfrwhz+sD3/4w+rt7bVDbXh4WB/72Mf0oQ99yLzLG264oei5UAp4eNSl++IXv6jbbrtNjzzyiH71V39V58+f1/nz5yVtCuDY2Jh5XMlk0pKvPvWpT2l4eFgHDhzQiRMntLy8bAgm4Y9EIqHjx4/rs5/9rH7v937PniWVSlk9SE8S98jolStXNDg4qHQ6bYcJGwS+Szabtc1UUVFhfciXlpZUU1OjqqoqU/irq6vas2eP9uzZo8cff1xNTU1FSGEwTBMM23vSPkbeysqKWltb9eyzzxoajodPqHp6erqoq5Yk85pJbFpdXTUuKcOHPr2B6RNReDb/72AI35PIOfCl4oL5DBQ/nCA+R14TiYTOnTunD3zgA/YzFJm0GRLzSD2ODkjXjTfeqHA4rIGBAfX09Nj75HI57d+/X9PT0+ro6NDQ0JAGBgb0wAMPWMLHzTffrKNHj6q7u1vj4+N20PB9SuN4RMMbR96w8UZcEHlkzhhcH4cmHA7rypUrGh0dNUSCLjM4Kp5rC6JAOI8yO5FIxAyza6GcXuY46Hk3HAiuzzP7Q85HKYLUDn8/EMlCYbNwPL9DoounpVCmx3+fBAmiIHBtgwgeDib0BP4sLS0VldHhfrwzKBu/7zvLsV/C4XARRQhE0aOpZWVlKi8vtwLezOHi4qL27NmjU6dO2bOATvr9j4FeUlJiKBzldfL5vFFYfGIXjT8kWZQJFAwDEvTOl1rziJIkC3dXVFTYs9FoIxbb6n2O8Qtvj8S66upqTU1NWUInYAAygdHBvfP5vKGz7GfvZAEUYAjibPA574POxshm3tG1RKV4fhLMWDPki3llj2Fksyb5fN4idj09PZa8Q0Kw15fBJENk1xeex0nHSF5ZWbEICe8GvQGdSvIW7xAKhVRfX69MJmPP7SMMHgDx80LUqa+vT6+88oo5vMgG/NRsNmt8UGSOBCPvkMTjcYtMIc9lZWVF5ZuC744u59zEmEaX+efh3bgfOpLf9475duONbntjdGhoqChJoqqqSnfddZdefPFFHTx4UKOjo7bAmUxGS0tLuvvuu9XY2GiL9dWvflVf/epX1dPTo9/6rd/S5z73OZ0+fVqxWEyvvvqqXn31VT333HNGWN67d69ee+01xeNxDQ0NaWhoSINX+7RLW3yX9fV1Pfnkk3ryySe1tram73znO/rhD3+o0dFRlZWV6Q//8A/NYCPUCvGdw5NNNzAwoHw+r+eee05f//rX1dnZaZmhbNbh4WE1Nzfry1/+sn7nd37HngdkZn19Xel0uig5gsOorKzM5rCiosL4lblcTo2NjWptbVUkEtHExIQaGxt17Ngxy7yXtg4qvEE81NXVVVNY0rvRKJSxNwL94eBRFZCkc+fO6Y477tAdd9xRFKZgvkgcKS8vV19fn2ZmZtTU1KSpqSmVlpZaSMxzyoLP4w0Tn50bNKj4uR8oBO/RMjfBUApevu/ewvXLy8s1OTmpfD6vixcvamRkxJyaeDyuubk5tbe36+jRo3Y/Wk1ycI2MjKilpaWIujIwMKCbbrpJAwMDikQi1hiisrJSg4ODGhwc1MWLF9Xd3a1UKmUGvK8eUVFRYR1JQqHioureOEfh+/f1ylN6d2ck5NMjNh0dHUU0CGQaY9FfGweLjHCfyIDh4tfTh+79cwWf138eCoWKHCo/+DmJIqDDq6urlujCwcYBwmGF0cb6UYPUH6LIEjxInpHn9F13cECobAFaC6cxHA7bwQ+lhc9AbLg2v4ORBzLIupSVlZlh4MP+PkEFpKurq8sOY+7PfuT/nv5BKBfjBk6kl3X2G6FyfxiTAIIzjcxgzGAMERK91l6H9jA7O2uJMzh+3B+5Qd96Qx+nGc4j915aWlIikbAwOnqH94bv7fUVhhuyisyBrnrDh2tB5UHf+goMzIc3Qvm+zzPw0ZDV1VX19fXp6aef1o4dO4ySwfP46ISnFHgnIkifkDYRSQw6dDn7nT3P7yPj0WjUGhX4vcA5ijwE97mnt7W1tWnnzp0GZJSUlKiystKoUNFotIi6Aa2KDoecrcgvtBjQYN6LVtU0d6ioqFBdXZ3xfgn1s8/RkV63Mq/MWTBCB1q6nca2N0avj+vj+rg+ro/r4/q4Pq6P7Tu2PWfUJ5PQTebFF19UW1ub2tvbdfHiRStJsr6+rng8rqmpKSvxAbFbko4dO6YHHnhAP/vZz9Tf328Zk5J04MAB6zgxNzenpqYmFQoFdXd3S5IiV0NW3Kf0aq/ahx56SJKUzWZ1++23W1bm5cuXdf78ecvM27Vrl0pKSixkSxIBYVnKLZ08eVKf/OQn1d/fr/r6euOQXLp0SYcPH1Y+n9enP/1plTi+CGEqvETKeoDgTk1NKZlMGpJQWVmp8vJyjY+PS5JuvvlmjY+PK5VK6c4771RjY6OOHz+uHVdrqy4uLpqXCY81FAoZR5UMV6k4vOmRMebNh775fR/mJUTznve8R5L0wgsvGLE9k8moq6tLly9ftozyCxcuqKurS++8846FzeC2eWSL8FEw7I5H7kn/PqwcDPEFuYceFbzW+/AzuHerq6tWGmR2dlbRaFSpVEqlpaVqa2vT+vq6cejq6uo0MTGhvr4+DQwMaHl5WZ2dnUb7IFRN+Ke6utoQ6vHxcYVCIQ0MDOh973uf1tbW9NOf/lTve9/77PnT6bQhVKAYIFP19fVWGSHIVWI+4UD7sLefG2mLRxsKhaz0lrTJbYRPmMvl1NTUZOtFQofnuYHuIO9kjVNT1mfyBtcLmQsO/04+0597+rX0Y2VlReVXEdqlpaWizGS4q3AeS0pKikoIgfQHUXI/kEGqFbDvmBtQvKqqKtMl7HVkwaO98Kt9YhL8UGgjPBvPTWa7tMXBI4TKunsdy7o0NDTo7bffVmdnp+kC1i2bzRa1giQZj+oRZLnzXlSQkDZD65lMxrLaWS+SFEkoWlhYUCqVsjnxvPhUKmUUBMKs6C3PXW9qarJKCXyfEDUcP6JN7Lfa2lpLtIJvSi3SyspKQxVB7+C+I290biJJirllEJbn515Psce4hqcpSFt1cT2Nymdu+9Jt6AJ0UHl5uRoaGkxOqA3LGq6urlp7UI+aM2/IN3sbVJpQPyWuQHbD4XBRxjr8cc4wqpIgr7Ozs0UtNKEySFv7u7S0VKlUSgcPHtTf/u3f2nu3trYW0X0qKirsbPP7kE6ARAP5HNoKUSvmzu+9+fl5xePxosTQoLz5qixeb3oqAHPr6Sc+QXc7jG2PjDY0NNhCdnZ2KhLZbKU5MTGhbDar6elpC6WHw2FlMhlLGmCxPQeE8ChC3N7ervb2ds3OztqhODo6apufYtKeW0Xopry83P69Z88elZWVKR6P6/XXX9dv//Zvq7W1Vffee6/uvfdeNTU1GUeGaxNS9OGL3bt366677tLNN99sYciZmRndeOONOnv2rC5cuKCRkZEiRUXWIFyrYI1RaXPTM5fLy8uanp62rMJcLqfJyUk98MAD6ujo0He+8x21t7fbu8Pf8vy2YNFkSUXhmWCIM8jVC4Z7GSsrK2ppaTGu7fnz541ATkZpbW2thVoaGxs1MjJi1Q4I23qDhLn1xgbzxe/BPwrSB4LP6sMlGAkYSv5+vLPPjOX6vl1dU1OT6urqlEwmrYHA8PCwhoeHtW/fPo2OjlpheBLbGhsb1djYqJqaGuMMZrNZFQoFCwNNTk7q8OHDFgL84Q9/qEceeUQnTpzQiRMnLLRGnUyMO0JlnteEse7Xyh+E/r19qBwZYH7ImOb6FConMYs53rlzp0pKSmyfwFdF3rg3ThLX8+vmk2YwoIJUDT4L0gCCoTFvCEuyYt1klxM25vCKRqNKJBJFdALPkSOBhncMtvXDucPw9LU5MRioQ0JUIQAAIABJREFUR+uTYPh95omQMJ/xPvzN78Mf5ZDG6FleXi7iEZeXlxeF00OhUBFdB/kdGxuzdorcG6oC9AKyiHlGQvbU1uW7XJvEUkq4YeTDE4bjWl1dvVmH+eqa+Zab9FyHSgHtgHqO1LmkyD2JVr49pU+YojIA+5JqAd5ZqKqqKqIyoP/hYfMezIeny3h58/tQUlEhe9aff3sHG70WjUatzrSnsrCXkYlIZKvhAJUAOjo6dPz4cbW1tSmdTltY3FdZgFeby+UsyceH79kbyCXzSSkrgJR0Oq14PG4tvmkpWl9fb58hT1CPvP7GGAzSe5jXs2fPat++fdq3b5/m5ubMqZBkQADcde8ko7s8TQqdj23AmQDVyXO3aWvsufAkcXIdZMPbB97598MndG6Xse2N0ZmZGROuubk5M6be85736JVXXtHc3Jzuu+8+3XfffZqcnCwij3uCtjeEEO7Z2Vl9+9vf1re//W01Nzfrtttu04svvqg9e/YonU4X8Z28F+JLo2Aoj4+PW8mVm2++WZ/5zGf08MMPG0dvamrKElZSqZRtMj/gtlRVVemVV17R6uqqent71dvbq7ffflt79uyxrhZXrlwp+l5NTY0qKyuthApoD6gi5aii0agymYyqq6ttwx87dkyHDh1SeXm5/uRP/kRlZWV63/veZ7yevXv3GorlDTHmlTmWig29ILfQ//9aXD0Ql2Qyqddee02vvfaaHSgo+IqKCs3MzFjv+Ww2W9THHcUdLM/ky9F4o8S/C3MZRNM8kuP5fyiPoJHKQMnyXZ+turKyYiWzamtrdfz4cZWWlurkyZNqa2tTW1ubLl26ZE7B5cuXVV9fr3379lkXj5qaGpWXl+vEiROqrKzUzMyMmpub1dzcrMHBQSUSCR08eFADAwP6+Mc/rr/6q7/SgQMHdODAAUMz4IuRqcq7cwjR1aW2tta4nqwlxjUHTdC4l2SHPnxJz61EluFGsmZTU1PGzfLospc9FDyojk884b78Lv9nYJBdC5W/liPC7/vhDTGSaZBTb2BQYJu9tLy8bLw3v3+9zCCrPIvnjHIIkjDiO/t4LiNIGAYwzxsKhVRZWWnJIkQ45ubmzFhDR2Ios2Y4o75ihiQ7fDc2NtTU1GT3jsfjRV2QfHby4uKiodp8v7Ky0uaNZB/403AlARJ86Z58Pq9MJqNodLMO7tTUlKGA3JvfQVYxVnl3UFWMPo8ee6N1cXHRDBXmAlQSI5M15GwAhfT1QOmsRPISUTKMkyCSj36DS7i0tGQyARKOA4jcYhByzoDOwuv1CVLII3oKmcEo7unp0cTERFGlF2QEjjlotjd0qdDhjWfPj8ZZQhYqKirU2NhoYAOcUTpSsbcWFhasgorfo/7a6CuMYM6YW265RbfccotFLtBhZWVlVjouGo2qpqbGIpskeEoqcpAikYja2trsPYgclpeXW2Ie6+MNaaIeGNyUt/L72EdQ0AcMn5S2Xca2D9PH43EtXPUAqqqqtLa2pvb2dj3//PMKh8Pq7OzU008/LWmzNEgsFjN0EAMhmHUWDof12muvqby8XH/9138tSXrsscf0rW99S5///Of1xBNP6NChQxocHDTvo8odHrlcTtGrJV34nBB8RUWFnnjiCf3zP/+zfvrTn9pmvuuuu/T9739fn/jEJ5RKpbS4uFiEpqH8YrGYpqen1dzcrKqqKv37v/+7JOkzn/mMhoeH1dTUpKamJi1NT9vzzM7O6sKFC4Yao2i9QgPhYAMsLS1p7969kja9fCgF733vexWJRPTKK6+YMXfixIkitNUbIFJxsXcMNF/yxYdNUHaEgVBWKFOUOKWQWltb7Vo1NTUaHx+3Q02SGQQofIy/paWlog5MsVhMkavzHTQapS10wCN9KGqfgUrJId6nUCiYkX8tWQvei8QPabOTVywW07lz57R3715lMhklk0lDeY8eParbbrtN6XRae/bs0fnz53XkyBEri0K72FgsZoWqCRvW1dXpmWee0Z133qlsNqu33npL99xzjyXihUIh1dbWWhcZulb5UjXxeFyTk5Pq7u7W8vKyampqrL4thgMoDHMQDHV7tBAEVto89FKplGpqarS+vq7a2lpDGIaHh62Nog9/s+YgLkHKgA/NB0PswfWWirtE/WdJTiab1/g+tVZ9AgjJLhgG1ArlWQhJ+pAc8yPJ5AtZ4+c+AcyjMr7IviRzKnBCqVUoySgFZPbyfvx7ZWXFDkaf0U8Y1NMGyAL3TRwikc26oL29vZaA5ykM/l4kDiIX0mYYn1Ar4VM+A6kEjUZXQGPCOMCg87Ud+Zy2jxhNVAnh3TkzMBZYK+YdGgLOMHtfkiWIkkBJrVfks6qqSjMzM2poaND09LRVJJBkCZh05ZmdnS0qqQVaB2JJNr0HAJAdUDWvp5hjkuXy+bwhsXzfG4bUSJW2wvmVlZU6fvy4Hn74YR07duxde49rUOrIR8bYI1S7wYmSZB2RiLDhjNJhDxpAXV2dpqamisLT6BcfDcEI5b7+bOFdoUmh17PZrCGfOGnsbzozYVB6PcVzUMnFl2JEpuiWFYlEDB2VZB3SvGPsQR2/nsiyr5wQDoeVc9TB7TC2vTG6urqq5auKNpfLaWpqSvl8XkNDQ7r33nu1uLioj3zkI5Kkv/zLv9TBgwfflXXrNw7hvv3792txcVHf/e53JW0aPY8++qj+4i/+Qp/+9Kf17LPP6uabbzZvqO6q4rBnuloiBeUK96+trU2HDx/W9773PaspKkn/9E//pM9//vNaXl7W4uJiEUdN2kJhQBTw2qlz+vzzz+uhhx7SmTNn9Nxzz6nrqtEgbQo93UH8pmOQYYpiz+c3M+L5HRRzMpksQp4YIFeEPVA8nm/FQKl5FDQYclhbWzOeGOVaUOAYB/6wzOVySiaTWllZ0fLysm644QZrZYoxhiLFqCwrK1PMbWzvZQYpBCgh382DNfEhXg5Tf8B5LhSIAsqRjOS1tTVNTU2pubm5aB4WFxe1vLysTCaj/v5+1dTUaHR01FrPtre3a2JiQuFwWA0NDbp48aLKysqMx5xIJHTkyBEdPnxYJ06cUGNjoz3b5OSk7rzzTj399NP6tV/7Nb344ou6ePGiKVCU58zMjHp6epROp61rDde+cOGCmpubTS7Hx8dN2SKvrL833vgZhjf1Az0PLhaLGZrL3KHkS0pKLPsUhIvwobSVWYyhh5HlhzdWg8YmMs6aXgvV5vc5KIIjFAqZ7ElbdQEpfbO+vq7Z2dmi0iw8M9nslI4BoZa2oi7BDjleZkOhzfqE0G44qJjXXC5njoMvAcMcYgjxGfdmfxOmx2EOOpPIuOdCSpsO0ODgoBoaGoyfGY1GDR3G0PEZ0WVOr0Yim+XlysvL1d7erlQq9S6jhgOaCgL+8Pf0DygBPvoEqhkObzVK8PLiecfQMOB9opNwNNBzvvMWlI3GxkYtLy+bQTU1NaXKykqL7sHB9Ya277AUdMQwQOEWeqoK8sDzeQ43Molhyz5lnoLoPI6A5/UylpaWdMMNN+iNN96wYv+sqW81ikww4HCix4N5HM3NzUXhdTLbcbihZ8zOziqRSBQZbKCFvBuywj5mLjD0pOK9REk4gISVlRXLO5A2wa+ysjKbc1+tge+nUimrVQrliet7+gf/RuYATjgng+tBhIXnRZ/ybPl8XvnrdUb/z46WmhpVRyKqjkRUns/rhu5u7e7o0Od++ZdVFQ6rJhrVmaNHdeboUd12443qaWrSrvZ2NcXjKtvY0N6uLvW1tKivpUW7Ozq0ns2q9eo168vL1RSPqykeV252ViePHNGHbrtNk5cva3dHh1YzGeXn55Wfn9eUK+0UXllRaGlJS9PTmp+Y0PzEhLKjo4qHQpodG9N6NquZkRHNjo1p5Px5jZw/r56mJqWHh7U2M6Oepibd2NOjtkRC45cuafzSJdWXl6stkdDujg5VSqqORBRZWVFsbU2xtTU98MEPauqdd1RfXq5f/shHdOhqf3JJ6mtpUX5+XuX5vEpzOZWsrys/P69KSZWScrOzqi8vV2NlpWJra4qHQpoZGdFyKqXlVErttbWaHRvTztZW9bW0qL+tTT1NTcrNzio3O6ul6Wm11tSoPJ9XbG1NJevriq2tKbKyosjKiqKrqypZX1dFoaDo6qpKczmFl5dVsr5uf8LLy4qurqpsY0NlGxtam5nR2syMKgoFlefziqysqDSXU9nGhgoLC6ovL1d9ebkKCwuqlJS5ckXxUEgNFRUau3ixSCZKcznl5+dVFQ6rNJdTYWHB7mvDhWz98Ae154UGaQeeA0mIyv/OtXiqKysrFmYvKyvT2NhYUa3O6elpLS4u6tZbb1U+n9fzzz+vAwcOaGJiQhMTE+ZcvP3222b8+ZDs+fPntby8rOHhYau96+vULS4u6p577tHXv/51NTQ0WHcvPs9kMurr67NuTalUyt6tqqpKTU1NOnnypCVd0clrdHS0yAjA2SgtLbWyJp2dnZqamjJiP+WpfEIUoTC67hDKjsfjFu5EAXs+cnV1tZVZkYqL3PPHO2WeouPRU//Hf/8/uxaDA4wi6Z6nCQUjaEQTnltYWDAeKdzToFyCjHIIkeSBcYWxCMLOmnlDxHfJ4d6EvzF4MRI4LOPxuCWo0HkLB4IwPSgXyUxQEajTeOnSJTs4ub8vswZXkmSlyclJm4upqSmrN4lTybxi/GDEgGR5XiZoJG0dMbzg4DY3N2txcdGoCuxRSsb5iMjq6qrm5+ftc/ID2L8YVeyniooKzc/Pq62tTdlsVi0tLcpkMlavF84i64WTVlNTY0Y1yKenQ/AH6gDy6rm2yBloNr9D2cClpSXj/0JnCfINMUYJW3tqG7KO3GNwgTzi1PBMnr6GgSxtIeskSMF5RqbY+/xeLBYzJxVjTtoClXwki5q9nmrkdTJzKMnuzbPy/Vwup4mJCdtLCwsLmp6etrrgGJDQpHiudDptvHDv4JBIjPOCruSdPc2Jd/EDWeP5gjkNnoa2Hcb2etprjM//wR/8l17vl/8LrvH7f/EX/++++Fd/9a4f/fr/x2eRpN/90z/9L7iKpO9857/mOv8NRzTQbu36uD6uj+vj+rg+ro//M2PbI6PXx/XxXzF8SR2PToK4eQqCR8SCKJtHyTynlBCO91xBaoaGhrS0tKTe3l4tLy9b4lihUNDMzIwqKyt17tw5Pfjggzp69KhaW1vV2tpqaEE6ndb4+Ljq6uo0MDBgSR1Hjhyx9nqEOEENOjo6dO7cOa2vr+uhhx7S+Pi4hUirqqo0MTGhXbt2aWJiQpKs3R4JUGtra4ZQUKpoaGjIEqCCHFsQgl27dmnXrl06ceKEJR7s2LFD7e3tRcmEoEwgffDB19bW1NraqtLSUiUSCVVWVhZROCD3g974EKGnYYC++rAWaI5fU8J4wWx7/3kwgYkQsE9qBKUCMQQRJGzvC5DzOSFfEGCPJpIQRNKMTxwDNeL9fMIJXEDPRwV5nJubs6oh8ExBaHgn5Bz6gk90AeXmvQgDs6aNjY0aHh5WNBrVyMiIZmdnLasYrjGoWDweVz6/2f6SRJ6mpiZtbGwokUgok8kYT9hzjqEw8Q6gXKFQyAr6s3Y+aYb2oNJWSR5kxcsX34EDDboIGhzc+3x/aWlJLS0tVjA/m80WZWWXlpZaJja0GxBl1j0UChmqzD1AG1kX5A/0NJhYR8QCeaO5gUcyfSjeZ5zDAfd6LBQKGXcSHjI/o5SVp5hR6N0n3BHiJuMefcO1QDwrKys1Pz9fhAhD4fGccJ4N3cGcBGlWoMQ8C4g3nQXhsEJDA2nn90mupLoBiDbPTlIVER/mD5lhvT2/lzXh2ZgzTz3wzx2kE/l3CyKp/93HtkdG/68vfUlyLRIRXi90wNUsrrSVnOCTAPw1PBfQ/76kog1qSn1jQ6VXD7xwPK5Vt7G4pj8w2aDcm4MKZcQ9CF/B8SEUIm0lNUmy8lLt7e26dOmSOuvq9NX//b8lSX/06KMqra0tSqbi+oxwOGwdV3g2n2nsa/p5/hGf+03NJvF8SRQziiw4N4R2mHcUOyE0n4QSDIvyfTrCTE5OqqWlRZKMf+c5ncxTdHVVv/6//pckqaK+XuGrna+kLb4WCpqQpR8+5I5SCCo7zyulZA3cx3w+r7GxMUmbnOTR0VE1NTXpzJkzkqSOjg4lk0m98cYb6u/v1+joqHp6enT58mVJmxw8Dlha1oXDYb3zzjuSpL6+PgsPLS0taW1tzRKQRkdHdd999+l73/uempqarFYgHDjuU1tba9nHdXV1Gh4eliTjbX3wgx/U5OSk1tbWdPDgwaIqDsgqc7qwsKC2tjZJ0sWLF9XT06PV1VW9/fbb6u/vVzgcNoOAPUI5nMXFRU1OTkqSdY+qra01nt/s7KyFOQlTSyoyrDzfD3kkHO25n0EnA+MwyIH24TV/EFCLkLI0hOUlWbjX9273vEXv+MCl9QeN10cYJugLPseIJxERZ0CSdXUiaSocDtv9oT/AoYODiwFD5jt6C+MDzqcP08bj8aJ6ndJmYllPT4/GxsbU2tpaNJd8zn2vlTCIDiCEnc1m7dnJ9A+uIfqTqiusIUmsJCjNzMzYHCUSCU1NTRUlSMHlxHiD44mcMe889/LyspaWlizcv7i4qPn5eSul5rmTdXV1lv2OwQutQdoqFca6c3+ejUQv5JHENK/DcrmcamtrrUYnPFRps0Yrcoq8BxP6PH3Gf+6NIRK6CoWtHuqjo6Nqa2uzvYC8ec4/ssx1KOPEs2MYx2IxM2SRm6BTeS1H0f/MG/Pc359NlZWVOnr0qMkjuhNHy68pc+yT9HwCajweN/oDZy7Z/jyrdw6CjkOQ8kCSGb/v9RcUIN/WdbuVdtr2xmi4qkqrzpjM5XIqXE0cMOPRoR9Rl2Cxkc8rUl4utp1ttqv/L4RCyjkDxIT8qmB5oyqfz4sjJRIOq1BaqpyKi3uHSkqUu7r5ODxW3b3ClZVSPq9CKKTYVQWSc9lx6/m8Sq9yZkAgZq8Kfr6kRM29vcouLKitv18FRxKP1dRsztHVeVqWFAoQ/1dzOW1cfWYQFvPGNja0UCgofNVDDIVCWg+HlXeGdDgcVl5b/MCCM951lZ+Vu2qshcNhrTqOTi6XU7SiQquON1N2NaNxbW1NuXBY4VhM6+5zvosBGC4p0eTCgpaWltTU0qLRqwckPd43NjZUEY9rcnpau/fs0VNPPaXSXM5oECGn1HxyFgcyKOa1eKXXQtL8vMCdu3z5sj7xiU/o3LlzkjYPuFQqpbvuustqotbU1OjUqVOSNgs6U6IEeens7DSZghdZWVmpy5cvGyeQQ47apPwecyFtNkn40Y9+pAceeECXL19WLrfZknTH1UYGw8PDqq6u1tzcnBoaGjQ2NqZIJGKHDMbA2NiYGUTT09N22MPj8/sjkUjoxIkTkqSuri5LZqGQN0Wr+RxeFggq67K2tmZGM9nJ4XC4qFlA0GHx6GUwKcmXt2EEkXF/4AXRcP83MhPTVlY/88FnJPf4hCsOX19NgPuDAnEdz0fGEPH3pmYkdVaDc0GyCwgpSUI48RycINQki9TU1Biy6HtoczjDX/Vy6GWgUCgokUjYgQxvEeTLZ997Q4r3IyOe5DoQWGnLOPf8OV86y/Ol2cvRaNSQf6o2gL75mpvSpsGIzFEyqFDYagjgSyD5bHPWH90BMra4uGgVQaiPifM6OztryTOsF4gsSDT8SUlF1RmQVZww/zkthyl/5fcq6DGluuDcMu/Ia9ApD4VC9m7e6EOmcAxBspE79hJJVzgKJAr5iiQg3dwrWLjeg0e+Ao2v5MFe8ueaL79VUlKiVCqlnTt3amRkRJK0d+9eQ7xB6HO5nMkB+wFZy+VyxkeWZGUFk8mklpeXLZKETNbW1hYBGCCzrAnyjKMDN5f5pcwZsuidY+RhO41tb4wGs5vxvtj43mBksTyB2XsQZKh6mN8bPV54gyiJ99BQKlxL2soi96inPyj4DvfyqJokqy9KWY9gB4729narfbqxsaGIO4AikYjyAYTPI8IIPQWHqTHpvV//3P9PYQEUCnPCuvCe/9kGQZkEjQOcCjJZOSw9OsV9SktL1draahmXkrRjxw6NjY0pn89bVvqzzz6r+++/X9HVVenf/s3uL22h6FwTw/w/G34+rrWOIAqE3+fn5w3hq6ioMI+WME8qldIv/uIvSpJeffVV7d69W9KmYquqqtLc3JwZdIlEQm1tbbr33nt15swZvfe979Xo6Kh55sgMnnhXV5eeeuopSdIXv/hFPfbYYzp27Jhqa2uVzWa1d+9e697U0NBgJX6oE0gtWeYF9M13Skomk5I2k5986RrW3RcFpw4kIcylpSVDbsPhcJGhCforyRIGMNZ9CR+uTX0+DiPWhmtzYHMQB5F65NnLfdAR8fsiH9hvyBJGgTfK2VuE8q4V4vfhV545+G/2TDBzmvv6qAsGIwgcSTdkxEtbCRXBck+ebuDnkwQ6nB+MSJ6fyA3Xmp6etsSdcDhsaBMGXWNjoxYXF7WysqJEImG9xlOplN0Px4X+3TwLes2Hhefn54vQct6NufFJQyDwPpGErk7MKw4W98EYYI69Ic/veIQPIz4S2axP7RFln8xG0p5PyCEUzdr7SBUIHPoGY5rv+zqmlDYM6lBpc2/iqHhDm2thGAaTYyj3RfKdpCKH+PLly0X1M71jSJUSrukTsphXH0XwZxCf+7PKn/esN2c91+W9vHNaWVmpS5cu6X3ve59eeOEFezcM0VQqpWQyWXTepFIplZeXm47lM+84Uh2HWrToJmlrr3tnF6eVuWZPsSbecWS+kDkQcPZD4Toy+v/f8CFwaauNmVfWPoPOe2fSlkGFAPsDCOOIQ4J6bChqDgVfPsjTAjxS640V/2+ejw3vv0+owhs3uVzO2l6OjIyYYoxEItpw/CXvOYJa+NqDnnsCFcA/U3B+g2Frz2fh/YOhHox5FG/w+94J8GWt/L+9suKefJdrj4yMaH193Yyi5557zrpk9PX16cUXX9RHPvKRzZCjM+Z5N7/2UjElwxsmrKM3YvF8vWL0YafOzk4dOXLElNHi4mJReRg6mbz99tuSNo3NWCymyclJ9fT0KBwO6/XXX1dPT489NyVD9u/fr1QqZfUMJRkChXG/sbFhtWP/5m/+Ru9973u1tLSk06dP684779SJEyds3pA7Py8eGZ6enraSMt6Q8y0EWT/vvLHm7E2PFHnDipqjlCHyxhmtHTF0stmsqqur7XNvBPtDzaOYnopyLfqHl0ePorKuXma9vDDC4bA14PAyQRmdSCRiXd48H5PDBSPNH9xSMRLqjVJvAKM/gnpPkhn1hE29w81cYORhwHijheuCUiFr3Jv9AxqHgytJp0+f1t69e80Z4+c+lB6NRpVMJi1znp/x+6lUSjt27FA6nTaDEZkgez1YfJ6BA8DcgvxKm/KMA4ZRQDk85g+ZhBvoDT50KgZDPB4vihQw59Sh9G0jKfkEN5hn9g4c+waKR11dnSHWvDPnF+vqkWuAF2o0010ImaDOJ+vsDULf9hfd7vepP/u83pY2EemFhQW1tLRoenq6aC94mfbNKdbW1syhxmEHCPL70st+kIbj5dXLNs8pbUVIiCRMTExo9+7dOn78uH3HU/6CDjdosjdQKU8mbToJ8/PzRfvX60oqjHjklnWORCKmB3yExet2v8asr4/AeBtgO4xtb4wG0QpvyLFpvKfEZvIcLL/5fYiAOoXcJxrdLORcU1NjXD04dPPz86qrqysKE0hbhzLDhxKCh5g3Gv09+XehULBwwdramiltaSsMyO/GnNB7BAHv3h/UnrfDXHkumRdyb1j46/OsePGUIZFkoSVvnBXRABySjNL37+3fwf+etFXLk81MW0wQjRtuuMESOF544QXdc889Rq6PBQ5SlJz3MEGCgpw9/o2z4zmjPFswDDQzM6PW1lYzPuGJxmIxq1cXi8Wslif8QhKKqN/X0dEhaRM5pR7r5cuX1dvbax2ReHbQjr6+Pv3gBz/QF77wBXu2yclJDQ4O6p577tHLL7+sjo4O+66X4UJhkzPMgc+6cIiwh0C6pGLuo0fLkTn4h36vEj3g+yC6hGe5Bvy+SCRiXVBCoZAhaD50G1wbfo6Bybv4//vv+v3I58Ekp+DgvcLhsJLJpIVHvUwQqgS99vUq2W/5/FY7WR9twCDB8PAHcTBkySHP9zHG4Cz61pJQOZaWliyM7deMvR+JRFReXm5rgsFGchZGKKHPW265RZL085//XK2traYnadNJqLyhoUFzc3P2XN4wZ+6SyaTVFyWqIG0atDRiiEQiVtyetfP7mPfL5/MmY3V1dSbfsVjMunxhoOE4gOyR8NXU1CRpEyXzAAYJV+l0WpKsSxmJSx5xptC7138ewdvY2DCDhFBtNps1o4jmAYVCoajVptff/B+EsqKioijfACPb62RkijC018ve6PS6gQSeIL3Jo8AguZIMnfdJVHBz+X7wDPDhbJLYcJiJjrJf2cfs+WDN4XA4bHspk8kUnXXLy8uqr6833bSxsWEAgiQriwVCTrIc3ydZi2gfhq03hkG0ceRA6uF6sy+DTr3XET7S63UYTt52Gds+mz5oGAXDqnh53rPkoPSQuiQ7PPh8enra6iKS0UmLxbNnz+onP/mJtfQ6cOCAFdyHKiBt1Q3zCpXn4nmCf7y3FUTsQBZRnrQW891BgkWPEVyuQ/aif2/+DhLKg3QGT1Ngg5OgRMhldnZWFRUVGhsb09jYmMrKyiy0CjLgvUXvaXv01/OIPIKM8YNBzRrze1NTUzbvkUhEp06d0pEjR3T//fdrcnJS2WzWMrMZKGPW3mcve+MhODxqyhzybKC8/AzCO7UJefdkMqm1tTUtLi6qubnZnr2mpkbDw8Nqbm62Nqe9vb06c+aMzpw5o6amJjucbr/9dkOquD8HWzi8mcl5zz336PHHH9fjjz8+609eAAAgAElEQVSu7u5uraysaP/+/fr5z3+u7u7uojlkL4XDYQvz+b3G9Zl75MMfyBwuHrVj3j367uXdG4/QPlZWVjQ/P2/Kfm1tTd3d3UUF8pExDHlknv0eROk9jcfLYfAPa8p1eOegTAYpK+xveJu+LiJGAolO8/Pzdm0cJw5rj7j4Q4zOL8yTn8dCoWAHIuuD/vLXxGEku5f1I2PY7w++l8/nrSUlRlTQwCkvL7fDFcSwtLTUHOnl5WUNDAyora3NQvE4XBiZQXqAtIkQwq+kCxPJOCsrK9bhDs5m8Ps1NTVmGGDwMWdw/VZWVoxigtFEnVsoFTj0vvYttUxBvQuFgiXVVVVVWR1WDDtafLIG6GcMI1/ZAvlBf+NQsM+RZ59c5hNfvCPIMywtLZlMgKZj9OTz+aJsem/UYPDx7Bj5yDZ7hQoNq6urisfjymQyam1t1crKitWQRfarq6stsQ65ZH95PW75CIWtds4+CoDs+HMUQ5T22sHmF6wt9zp//nxRRnsqlSpykFtbW23NGb7dr2/SkMvlrHsTuh+gw/ObAX4ikYgBJV6X0AXP6x2cOeaRteNzHKftNLa9MXp9XB/Xx/VxfVwf18f1cX1s37HtjVGfBes5loSmQHdAGfHcfGkTPMhMJqNz584ZtwiUFM+GENbk5KTC4bAOHjxoyOTTTz+tW265ReFw2D73aIUPw/jn9aFhz7Uk9IZniOdFm0tKTOBlEcpcX18vKgsibYY1CU0RlpC2kCCPSoZCIUOuroUQkR05NTVlcxOPx80TpewKrdNIMqmsrLTex/Q4x7uuqqoqQtg8QuZD5D48yr19khqecFlZmerq6lRXV6ef/exnuuuuu/SRj3xEg4ODxn+qr6+3bFbWwrd083Pj+UlBJM3/m2dG3nxCFyHsubk5Qzzge1JLcHJyUuvr67rxxht14403qrS0VM3Nzbp48aI2NjaKOHTRaFTt7e06fvy46urq9MYbbxhlA1RiY2ND2WxWO3fu1HPPPaeWlharEzo5OWllmNra2qw1pKeOFAoF4zMGkUsvD9dCNtmDfn08KsB6XyuxB4QpHN7MkI9EIoaoLS8vK5lMWl3S4eFhQ3Wqq6tVXV1tSIhfQ4+2+/fx6GYQSUJPsF/8u/noi0dCmRdklwgC+5jogUeGfXKKR03Rb/l83vaKR+d9SR/elQQbH+LmHUDnmA+Sz/iuR+/pAsV+4A/XpYak/xy9AQ+OKBDX3Llzp6RNHmF/f7+mp6dNZ5MMB20ANBHUELS0vr7eQqWgP/AvSRhi7jyyC+0D/RaLxZTJZGzNyVCnnFYul9PCwoLJnM+Q5/08suoTSNjvc3NzthfLysosdL+4uGi1OdGJPKOnOhEJIBwcj8etvi8cVLjWtE2GJ+vlEaRVkkVhiDqBoiLvQfoTSVXsF18ibGVlxaoQUHkj2Cp0cXFR6+vrlgxGEpXfS/Pz8xYOZ159RAUqCvsjn88bIs57sudYB/YxCKdHSf2ZDKcZHu5rr71m8ubLppFFX1ZWZusGLSQWi2lubs7mmM5ZVCGgIgVngd9P6BrOHl8j2FOEPO2J/e6pEsGavtutrJP0P8AYDYbkgxxNvzFYQAQMaJ9N2dLSourqam1sbFi4E6GsqqpSNBo1LiJ15tLptNLptPbs2aOzZ88qlUrpF37hFzQ6OlpUlJn7+cMPTpcv0u3DvZKKQoMTExM6ePCghXrm5ubs+z7bvK+vryiMsHfvXstOlfSuA4xwByEobzj7sCSbeWlpSfv27bPi7IS5oAt4QzGYbLS6uqr29nadO3dOBw8e1MGDB/XWW2+ptLRU8Xi8qI0k30GBeKI71w4a+BijZ8+e1dmzZ/X7v//7eumll/STn/zECiSXl5dreHjYSngwcDp8qMeHvoLh0GspBj+vPnyETKHgwuGwmpqaNDo6akZBT0+PQqGQhZtDoZBOnDihpqYmMwxZo5KSEo2Pj6uhoUH19fWKRqPq7++3FnTIVEVFhdLptD74wQ/qjTfe0O7du7V7926dP39en/3sZzUwMFAkFz5MjjEWNMy9rF6LXuIpJt7Z8aV1mNvgfkB2KISO7JBdTALG1NSUFWknAQTH0NMrOKTY/36tvGyjK3iGfD5vPDDkwesRZDMYskcGfSYsMkQYNhqNqrS01MLucIVJYPFlcZgbDsBwOGzlj3A+vR7BGAwmsLCuXJtEC+/QYjgThs3n88Z3Zb3QAWQQUyAeZ71QKFg/ep7HO50kAQ0PD6u0tFRjY2NWJJxqEjU1NUbrSafTNnf+UEeGuDeyBN2GmsnJZFLJZFITExOWKFdTU2O1PtH9GIdLS0uqrq5WPB5XSUmJ6TiMoFgsZtnqS0tLNnc++x0jmVJl2WxW8Xjc6r4uLS2psbHR5M2H7DF2vEEGZYE+5+gpjFzC4jhh3gnEwMSgI0wf1FFUUaGMXLChgL8mSYU1NTVGFZufnzfnx+sCkgzD4a3a0ehS/sA55XuclZ6z7YEIaEd8h9/xepvnZH6g7XgjjetHo1ENDAzoox/9qDKZjMlEKBRSPB4vAkRGRkZsrerr6+15MKJra2s1NDSkoaEh41VT/s6fI5FIxOZFUpHTj05BFyHv3tZh+H72njqHrG6nse2NUT88bw3Pzx+Y/NujGyRyTE5OKhQKGbLCdVB2ZM7VXi0ejyD7Dh+NjY3q6enR17/+db3nPe/R0NCQamtrVVtbW7SR2WggPvRDlrbQyeABT43IS5cuKZlMKp1OG9eGDNlIJKL6+nq9/vrrlrEtSceOHdPc3JwaGxtNcL1nzMGN4mOOPPfQz1mhUNDFixc1ODiowcFBraysWIccvHw/+A6oJJ0smHe86VQqpaGhoSKEzW9KatJJWxw60AjWltIv73//+/X+979ff/AHf6CRkRH19/fbfcbGxpRIJCwTl+tdi0fsDQ1kIshJ4vf42xtUdI1BgVPaI5FI6PTp03r/+9+vS5cuqa2tTSMjI9q9e7dxkt588001NjYa8gE3F9R3YGBAVVVVdjCT2MbzpVIp9ff365lnnlF7e7tKS0t1/PhxHT9+XIcPH9aPf/xj49GxF67Ff/XGpXcwfEKZN8qRVz+vHp3A0EPmvaHvEUwKhXtHBNk5c+aMGZ6NjY2ampqy72EI8kxBo5ln4WAKOn6sP0ZecE962eD7njPq9zLlXNAjOHPz8/PvSl7AqMKx9A4sekaSoWPMd9CJwEglKjQ/P1/U694b3aFQqAhlwhljn3rOJ+vGveGWMnz2NfMM33h5edlQopGREbW1tWlgYMBQ+snJSUM2FxcXVV9fb2vOu8OTxaj2sgJvFPQTozWVSimVSlnf+Xg8rnQ6rYaGBitJRL965gR9jjE+Pz9fVAgfY5MSTPQkhzu4urpalAEOokf5tng8rrm5uSLnDCcjlUpZQpLnZSIb8HUp1eVlzjct8Wg8DgR7ArnwRdtxRkBN+b/n7LPvQ6GQzVsmkzEUkC5Sfs1JfMIgRl/zbhipHlHN5/MmczhwDIxSv1eReV9VgGsA2CCfQQONyitnzpzRvn37tGfPHpM3AATObTipzCvzRVQpn8/rypUrRTqwUNisrcs6Byv18H+/j4JnD3KJTPl8BDi7/B7ziu2znca2z6b3yAYGlhdQj4T4A9EfrNQ2zGQydvhUVVVZxwypuN5lNBpVOp1WXV2dlVa6dOmSFhcX1dDQoIceekhDQ0PatWuX3nrrLUnS/v37rdCwP9jIhgaB8UYfhyqDuoyEeunEIW2GOhoaGnThwgV1d3dr7WqygiQ1NzdrNpdTKpWyw8UbXB7BQtlzkErF5ZXwqpPJpB2OZLWiJHxtPWmrxqoPLZWWlhoyuW/fPp04cUIPPfSQwuGwXnnlFctY9KgaxqYPO6HkWH/W6l/+5V8kSYcPH7ZnJwu7rq5uU1ZcyBNDgZAV1/KGF6F2H6YOIvPBZ6bAdGdnp44dO6YPfehDunDhgiRp586deumll3T48GFdvnxZdXV1OnnypG688UZJm12Q9u7dq5deesnQUA4dSWZQv/XWW7rpppv0wgsv6Hd/93f1Z3/2Z5KkPXv2KBwOa//+/Tp58qSam5t19uxZSZsGzS233KK3337bDA2PMHtU18uID4sFf+4NOZ9cgNKmFqG0idZ5Bw3v368lKBDXamhosDWnQL9vLwjS6IuWX+vZ/TsEkVnWjxqgPjPXf9+H5n3Eg8+98Y7TKW0Wug7OLcaOJDuYPaKK0cgz8xmotd+r3IsIB6gZMuNbVnItv89Bgphz/11pK/ObsHBNTU1R9QaejT1aVlZmpZxqamrM0L18+bL6+voUDoctGjI1NaVkMqny8nIrXZdIJCyhwzuBoMmsMZEiX8ljeXm5qPQTnbro3FVWVmbdzDo7O82ZQ5+BXvH93t5eTUxMWLkhkowYhNdBJ9HRkorKZHmnw68F7+Gzy5GvWGyz+xChYQxgaavVJU58ZWWlIb+SzFD0DjMGETLBmoK6Qyfh96m3CTWECGFTU5Pm5ubMAAaFZ94AKpB3jGvvACLD3Av0WdoqhebX/lp72X+OPNbU1FhVCK/f0RMYi6Cm3//+99XW1lZUXQeQhrVdWFiwMxuDG8dtYWFB0Wi0qI6op+QEjUNvh3APno2zzidZQsFh+NJqOByM9fV1hdzvboex7Y1RbxCwaHiQCAI/93wrDD08b0l24OMRe0WMYiYcRT0yjEUQJmrIwQF88MEHJUk//elPLYzqDR2EC2OXA4Z/sykrKys1MjJinCZCzhxy9fX1Gh8fV3d3t2ZmZhR3RlI2m1V1S4sdmhiXbBI2H7wvFBU/53lQVGQJ1tbWSpI9C110uIavwVdZWanR0VH19vZqbGxMlZWVdgjNzc1p586devnllyVJt9xyi1599VV7Lx8m4fe5N+uBMZLNZtXS0qJHH31U0mY5GTJHu7u7JcmQKrnDwIeYWBuenUPPh56YFw4Aj8IhT62trTpz5oyqqqqs48ry8rKFxSORiPbt26eJiQklk0llMhlNTk5aiaKPf/zjevnll5VOp+1Q9d1pQqGQ+vr6DBGPxWIaGBgwBykSieg//uM/9IlPfMLql37qU5+SJP3bv/2bdu3aZYfLtYxPZAJjyHM8vUfPnIGA+P3luYNeMXPASVvIKCgNMltbW2vlTuhFL8mQRdApQoT+sGX9fHiPEUQcGDwnhxcoS5A6w/xglF7r+n5vYRAyR9FoVAsLC1Y5oVAomJFOpnSwnEvwkPJOkXcu+X32HwetP8RAldjv7NOgY4ee4dnRdbwbDmgwciBtGkC5XM745dImXzEajWpsbEx33XWXfv7zn2vXrl1FNJFCoWAIIkgsxijyAofRd7EaGxszZ5eC8tXV1UXdciYnJ9Xc3GzdiwYHB00nQMvCWadUkXess9msGUeZTEbNzc1W2q++vl7hcNh4k/B8efZ4PG5rg7OPw42+kLYaFHjHDJSOOboWJxBDG+TayzVr43/uP+c90YEY6v7sWV/f7E41Pj5eFGErKSlRJpOxKB3Op5dN37nJl8eSihu8eOPb1/5G9+DsYCAi71ynpKSkqOSV39+lpaWamJhQc3OzrWk+n1dDQ4NOnDihBx98UM8//7waGhredbZgzFNOEUMco5T9ROTL7xNoNOxD+NisCTqF9/SACrpDkkXHgo1EcErpc8/+i8Vi2l5B+v8BYXqPSPifea6ID/l6o4GDEq5ZoVCw8AllKXxSxPT0tJqamlRZWanz58+rq6vLOEHUhMSgRVl8+9vf1re//W3dfffdGh0dfRf/DEGGAJ5Op40Pw0GMh41wE76C+F1fX6+pqSnV1tZuGqJXE4oYjY2NFt7xGwBj2IcuvPFOWIPSOVeuXNHAwIAlJOEZcrBjrPN/uGDLy8vq6urS/Py8KQ88e38/ajL+8Ic/1P3336/777/fUG5pa0NyyMzMzBiBH0S2v79fp06d0hNPPKEnnnjCjPWdO3dqcHBQuVxOmUymyBGQthSD94Y5sP0m5928x4qcwdnyvZ+rqqqs+HFdXZ1Onz6tO+64Q3fccYfGx8c1Pj4uSXrzzTf16U9/2jhv6+vrmp+f12OPPWYJC6xPJpNRJpNRQ0ODKb/BwUHt3r1br732mvbu3au9e/dqampKXV1dGhgYsCLgTz75pJ588kklEomi1no+hOaVYJBigfGBE8i8YUD5EHBw7XzoEE6jNwxBtOAek1gAP6+hocEKkxPyDYfDGhsbK+JlBqMfGEneMOaZ+F2fHABK5PeDpxgEKRpehtlXXJNQIzLBNeLxuGZnZ+292SusAc9N+JJn8+gOjiWGG+/MYYcDSdKSf16Mbd+5iiLuoVDISnkR/l5ZWSmiw8Bb98+GUQXaGQqFrEwSoeBCoaDu7m69+eab2rlzp44cOaKdO3dq586dlqC0tLRkz+rL3NCqE6eFJCqQcUL5IONEjkAK4YHOzMyotLRUtbW1pt8ymUwRkphIJLSwsKDGxkbTn34uKysrlc1m1d7ebsl0GJteZtDf7COPgBFS5cyAA4k+Yl7ZD9IWr9s7P5T4qa6uNh3rw/zIIICHp4KwRzxlBifF80J7e3t19uxZ9fT0GIgDkIO8+xrd3DsS2axJ64EJz21cX18vCjMHqVCeV868edoKRhv6xLd95X5EE+vr640aw/tWVVXp5MmT6urq0s6dO4toCXC04SpzPU+9A00nichTGDwy6o1i5gaD0ueteJ4u64XuB2EGKWe+AAEAmNC9HnzbDmPbG6P+AJK2UA/P6/S/4w9KD+1zuJDgQoYgtTLD4bBuuOEGHTlyRMlk0g5WlCG1AjFwCJPddtttuu2223T+/Hklk0kzXKRiIvfw8LCi0ajuvPNOdXd3q7e31wotk+xAiBrDq7GxUSMjIxoZGVFdXZ2hucH6gHCgpGJ+G//2maEYGtJWFizE98OHD2vv3r1F6KH3+jzXKBaL6Z133tE777yj1tZWvfPOO4ZK+E5RcGEikYghpBUVFfrGN76hb3zjG0UZwyQ/cA1qJEYiETtEX3nlFe3Zs8eM9OrqapWUlOjcuXPq6+vThQsXDMXwSJdX8F4Z8n4e0QvKG3+jJFAYPgwN4rJjxw6rXdvf32/1EdfX1/Xss8/qwoULuvXWW3XrrbfqwoULqq2t1cc//nHjVrW0tKipqUlNTU06f/684vG4Ll++bOuez+fV1tamtrY2C3OzLrt377Z58SHC2tpamw8OGf7PPPj39/MSDBVjuPiaehxQOA4oeJ/EAL+WuWF/MX+jo6OWjJJKpYzzFwqFzNDm2TBOkGWciuC6Bdeb4ZFMf1Bfa92DYUO+g0yxj5gXkDU42b7mKt8lHOdpIxywGPC+bqF3JpFDjBieI5g0ge7xuiLI2SNBB5ngfThgcTyR97q6uqLC97FYTE1NTeY8MUdnzpxRf3+/hoeHdejQIZ06dUqnTp1Sc3OzZmZmLIIAoABHenR0VPX19RZGDyLERFFITCILnQSgsrIy44tPTU1Z9zOaUfiuSDgIvhYovFDCsd5BYc9UVlZaUh260/M2aceKo+IL1Pt8hUQiYfIMrYn3QCb4biKR0PLysskXa4KDg65HVjhLvJ7CIEJGcEBJPDt16pTKysrMwfC8SQzcWCz2rsTf1dVVayvM+egNYdBYDFx+zrujWzBgmWsGcl1bW6vp6ekiWhv3Bd3nu1DFysvLNT4+rj179ugHP/iB9aFHZpqamqyrXXV1te07dJiXPd/5yDsB6KBCoWC0APYTyD5AkQdHmCf0JnVSMVpBiX0tZb/PedbtNLa9MXp9XB/Xx/VxfVwf18f1cX1s37HtjdEg8gniQMjco48+ROChc1AHYHA6RJCN3N/fL0k6cuSIbr75Zo2NjVkHJA+Lcz3QC8KA8JsoIeKRm+HhYQ0PD2vHjh3q6enRn/7pnyoajeqFF17QjTfeaEgRnhDeEaU+oBHAF8I7gmMmbSVqeI9T2kI2w+Gt2qM+hBNEx95++20NDw/bs3jUbGlpSaurq2pubtbExISqq6ttbmh5WV1dbdn6wXA3qMLc3Jy6u7t16NAhHTp0SPF4XNls1sKPmUxGbW1tVj6jra1Np0+ftuSA22+/3Vq0LSwsWBu63t5enThxQnffffe7eHi8N3MVDIt6BNkjaH59CSkxn4QqCcX4zExCtouLi7rhhhv0s5/9TF/60pfMCwcBfP311/Wxj31MDQ0NWl1dVUtLi6ampjQ9Pa3p6Wn19fVpbm5OiURC58+f1/r6utra2vTyyy/r5Zdf1u7duy1p6cCBAxodHS2qoMD+AWEDwWEPeRQiGEWQirubwdP2nVfYc6B/JDaQ1EI4GaSrpKTEEG/CWITXKUNUWVlprVEJlYLaQRvxw4eqWBe/ZqwXyC6yTVTFc7r83vEjiKxyT1BHjzyDelZWVppME+IGifToqUcwiRJ4Tiu/F5RjwnfsZdAg9qm/HygW7wJSz1xxHWRlYWGhKEmUz6Fy+LB5KBQyKhPo3t69e3XmzBnt3LlTp0+fNiQ/m82qsbFRk5OTFn6NRqP2rESkqqurrRwQIxaLKZVKFfEV4Y16VCuRSCidTqu+vr6oZi8hX1Bx0E2efXFxUclk0ro8RaNRKylGYir1SOH9emoIsgQtxqNWZKATUYDOgZzSZrOiosI6GUUiEdMDfFeSPdvMzIztF2gsRCq8XKDjkC+P3LIXQRb7+/uN7sB7w1f3ve09FxkdANIKhcDvB3QHMh2sQoAMomO5LglRhOGJvKHD0CMkmtG9jX1OfeYvfelLFkHz/eapz53NZo2W4pFPIjxQFLA5fG1az9Ol1SzDt0BloGPY+9JWCTpPc+JdiBx5ri6yE4yQ/ncf294YlVSkLBFihNaHSqStsiie58UByUZsbm5WNptVd3e3hZDC4bB6e3uN18P3EUzfbxfCN9A88P/CwoK6urqUyWS0vr6u2dlZPfzww3r44Yd15swZjY2N6aMf/ahGRkZ04MABDQ4OmjLFMIjFYkUtD/mZNzAIvTAQZIQ2CN9jTBBm8Qqd70ciETU0NFhoPBwOG6eI0leJRELHjh3TrbfeahwdQuKTk5OqqKiwzUhohzAPZPlgmGZkZEQ33XSTCoWCMpmMbr31Vv3DP/yD/vzP/1x//ud/ri984Qu69dZbLcRDVQKerampyTblrl279PLLLxeV52DgpATv7xUezxc0SnyYxBvvOCgcQNJmRj8hWw6N/fv361//9V9VUVGhzs5OUyiHDh3SDTfcoJdeekmnT59WT0+PNWUoFApqaGjQk08+qV27dpkTMjs7a+G5qakpHT16VDfddNO76t6yxoRD/Z7g3XgnaSs063mT3jjleuy/ZDJpBjhcRM8jxoAk6ayjo8OK8DOnkqzmoqc/pNNpMxRisZja2tqKFDXf9clVPuwXDKuzfshjMAs/+K7B9Q9y+DjwWHO/T9mDvuyNpHcZhPzMl9byvFvejb3O9X3bQ/Z1oVCw/cDBRz3JIE8Ybrw3Vjx1A6oQz+iLgIdCm6Xv2G+FQkH19fWamJjQxMSE1tc3i5+PjY1p3759unjxonbt2lXEXb98+bI6Ojo0MTFhPc190XuKqC8uLhY5lQsLC6qqqjIZxmDhu/SRT6fT6uzsVCqVMjn0tBQK7mNcon8HBwcVCoWKkqn4XQr140yxPp5/6OfO00CYQ186yIdneV9PNUmn01pbWzM+K+1IMd5IjsNhp9C+b0ZQWVlZdHZwDkBNQ1ZYazjwyAnl6ZaXl+3nlNOC5gHnEhmlGgjXYN/5EHOQe45u5jNvqOIoVlVVaXp62qoceEoe1KZMJmN7xsvr/Py8hoeHVVNTo1AopJqaGrt3JpNRX1+f6T6eA9oJOgYnAyMcsAFaBxU/oCz4cl6crUHaGHPEvGC4813oFL6clQcHIpFIER98O4xtb4x6gZa2EAwUAr8T/BkLVigUDH3k0Eyn01YHr7u7W93d3eYxzc/PW/Fk+gZ7LgnGaXNzs6TiovUbGxs6c+aM6urqVF5erhtvvFFf+cpX9JWvfEX33XefTp8+rebmZuu77I0mhH1xcVFdXV1m/PkuHFJxjUM/Rx4VQvmgyP38cNgi9D7hiSLXa2trymazGh0d1ejoqGUSHj16VP39/RocHLQi9vF43BQSPeEp+IwHmc/n1dzcbBw6f7B3dnbqW9/6lubn59XS0qJ//Md/1Ne+9jV985vf1De/+U3deeedCoW2Sr2QVQiaMjU1pUQioZMnT2pqako7duwoKuTthzfimXcUuJ9bL29Bo/Ra/6fL0s6dOy0BY319XTt27NAbb7yh1tZWK/3S29urN954wwrUv/rqq3r55Zetl/za2poOHDigAwcO6NSpU/qVX/kVvfHGG0okEoaosK4gEPRHDhpg0Wi0iGvq0W5v7CC7/iDwhpnnCmMwYoBzYAeTNhglJSVWQq2hoaGIu0qZlJaWFsViMeNvc6jzfkHnyXO5PFfarw/v5ZFFz2EN8kT99/1n1xr+0AcF4483MEFhce7QH557DlrHAcrhA4Lq9zvf8Qk0DPYapZv8c+Iwg3JipLBHfeQJLhyGj38/74Dxs0QiUYQmLS8vq7m5WVeuXFFjY6M52jhGFRUVGh8fV3t7u0KhkJVhY53W19c1MzOjhoaGopJTVF4IJnJdvHhRFy9eVFdXl06ePKmOjg5LcAqFQjYv2WzWUF30A4mghUJBt9xyiy5evGiJmxUVFZZwSb4AyaV8Z3V11ZJdmD84p5RwIjEGw8U3SmAOMSrIxAZR49kxeNhfbW1tVkuVecLxhZvJnkdXJpNJ09E7duwoOj/I1F9ZWVE4HLZ6rb5CACghZwjy7/M2+L+PTKLvARPQX6w5Mo6+QsZ4drL++/r6rEEC87KwsKCGhgaNjo4awuuvnU6ntW/fPj322GNFtWU9l3Z5eVm1tbWqq6uziCkOiEcvNzY2VFNTU9Q5i+SsfD5vFT/8ucAZEuTEYoB6QMtzRTE+PViAU+mf34bj0oEAACAASURBVO+P7TD+R5R2YgQPUQ4Vj/Qg+IuLi1pdXbXahZIsVJ/L5TQ+Pq6mpiYrDULbtoaGBisRMjk5aWUkCoWCHRKxWEwjIyOmrLh3SUmJOjo6VFpaqqGhIeXzef3mb/6mJOn555/XoUOHNDY2ZmR5Ql/SZk1JNjK/g5BKxSUuuJ8f3nBAWXtB5h0wPK4V5qfb0uzsrBKJhCVI5HKbrdK6uroUi8V05swZtba2mkG+sbGhrq4uzczMWCgIz1HarLO4sLCgqakpNTY2FmWP53I5ffKTn9TFixfV3t5uGbtjY2OSNstAESIBFcODlTbr9s3MzOjQoUPKZrNmJPlwsyRTLCBC3iv3SKI3XrxREjz8uWYstlkAOpFIaHR01BAJSRoaGtIHPvABjYyMWLLEzMyMUQvGx8cNUeru7tYzzzxjiRysy/Hjx9XQ0KBYLKbBwUHdfPPNVgbqu9/9rh555BG99dZb5ikjjz4c5teed/CGG06cfz++x98cLMHr4ah56gzrSiiss7NTFy5cMINaUlFNXpAc9sKOHTusFSEhY58oFVwLL/N8DsLo9wmIFD/zKKjfL8GwfHBueA5/4PqDyGfVg/BSTobwtj/YMfa5tz9UCWH6xA26CJHhvbGxYfPq6T7oGL//OehxIqFQ+M+ZbzLWWXMMkFgsZkYPxjbzi0NfVVWlkpISpdNpQwkxekgC6u/vt5a5koyygzNbVVVl352amrLubxh9i4uLam9vlySNjo6qs7PTDG8oXB6FRtYXFxctChbM5vcloDKZjD3b/Py8ksmkGYegscxNZWWl0um0WlpaNDg4WOTQonfo1BSLxezfkiziVlNTo+npaevs5GWKGr7Umu7o6DCEmjnib/QR18XA9eWUgiWKML5yuVxRSUFkgkQaUE1/toB6839fQ5XEIu/wULtTUpGx6tF7H2FjrtAHnF2UfSNxmHtRkum5557TH//xH+vv//7vVVlZqZWVlaIW0cjF2tqaZmdnrQEHz0bZsXw+r9bWVkOIGaChvuEEzjOyxjtjtDMAjXxZKZ+cjE7ACPUgAWvIem6Xse2RUe/NeEPMh0H8QsG3iMVi1u4P5Tw3N2fXA673aAl142gvV1tba17Q8vKy5ufnLQSPZwWi4VvvTU9Pq7e3V6Ojo6YcMS5BH1EOeNZwUBBSntMjNxySHiWSZN5VkF/m0ZSgYeKvvbGxYX2aCUP4slOXLl3S+vq6du/ebZndi4uL1v0ELxBFSo9izzvK5XLWr56DWdoMVcETnZ6e1k033aTXX3/dKACSjIdLpr3PToSPNDIyYnLgQ6+MWCxmPCAQLRRrsIal/+MRaeaKf3uuD20Ou7u79dJLL+mll16yFrJkuV65ckVlZWUWfmtublYymdThw4e1sbGhY8eOKRzerGVIUeuqqiolEgmjlYyPj+vxxx/X448/rt/4jd/QM888Y1wlsjt9NIEQJ7LvDdIgQui9bn7mh8+G9YcRXDGoM6BHZDMnk0m1tLQUrQ0GCTVX4eGBhvguKdcKJwdD7EFj26OdHj31PwuG+4MOTPD6/uc8J9w1fgfaAcZwSUmJ0XpA1ryx6h1IjFf++K5BXB8ji7AwOoi58R2tQqFNPqLvwEREg8zydDpdFEJEr16L58Y8kUVN2TzkGboS94Ib6zmlq6uram1ttWiHl4m5uTnjf5aWlqq6utraMRPVCoc3q07MzMyourrark3BdsL5OK6saTwet/JVzc3NunDhghXtR94o7URBfYyEtbU1K+3HWlAk3jsksVjM6pcS5pU2jXTQvLq6OisM7/eqz6ZH5hkY/pIsgkRpOBA5n8dAeSuqFBDtQm7Qp7wbcgH1Ad26sbFha8j1QdJ9KB0UHcTXA0h+n2Fs+nuw/kQe2RPwWUE3FxYW7FxhzaDUebTWRxmy2ayOHz+u6upqc0SHh4eLau+Sd0CFA2gY/t3h8vJsnB1E/Vhj+Nl+/tCL3N9T19i7zNG1chk8wurPoe04tr0x6hNGfLjZd1dg+EOJenH+EIHUjqKkAwv11Do7Oy3kQUkhnwhTXV1tNUGrq6uVyWSKwvbj4+OKxWKamZnR+vp6USkblElnZ6fKysqsA4zvWES9Rby1YOjQC6kPs8A5YS44rP28sUmCIVjmMB6P2ybJZDLq7OzUyZMndfLkScXjce3Zs0cXLlzQ/Py8zQ8HRXt7u3VHQXGyUTF6OXiSyaTNz/r6upqbmy3klUqlrHsKCqO+vl5dXV2anp5WaWmpdu/erZqaGjtgl5aWVFdXZ5xeb0AG5UiSITteiV6Li8g1mFP+LhS2auDV1NRofHzcSiml02lFIhHt379f+/fv18svv6xkMqnS0lJ1dnaqra1NVVVV5oA8//zzamtr0+zsrPWSD/J9SeqipWxZWZn1n3/ppZeMh4oBwLOTfPF/s/elMW5e19kPt5nhkENyyCFnH84mzaplbFm7I1mxEm9NvCRxnBoJsrVF2wBO2h9BkBRJgAYtkhZpUQeuGxTN4thxWiWubdWOF8m2LFmWJUuyltk1K2fhNiSHs5P8ftDPmcPXMj7g+/NlCl1gYI84JN9777nnnvOc55wDQAwEvS46wqBpHUaDTidC8e8ZlSCXmihmLrdO/8jl8g0imGDFeovk0wLrhg8NEa6rx+PB0tJSgeNxPcOT89CRAGN4Syt0ndihdYaRE0oZ0kirfp3nTRcr5+XJ9aas0XHV79UUAm2IEpliHU4i70Y5ptzyDFNf8IKtqKiQZzEOi8Ui6BIdTg7Nx9NnQzsxFotFEqOoh3UYn/SRmZkZpFKpgpDv6OgoOjo6cO3aNUna83q9GB4exvDwMKxWq6CD1BnUz5ozm0ql0NbWJv3oiczSgCBqRHQPgERsnE4nxsfHpZMQawEHAgHRw6SHZLNZccgZcSGSdb1zofed6Byfq6amBul0Gm1tbQDWaSQ8Y6RpUb/oOTOiwruHCJoGYUi/iMViKC8vx/LyshjqdJxobBItpw6lcQ2g4B7Qz6a5ohrAYUMUOtyMIOp10Y4771N9r2rdyjPLe3V1dRXhcFgQT5NpPRlQc+Qp+1arVZKGDx8+jOPHj8szOp1OeL1emRtlxel0Suth6g+LJV+OkU4yOcOacuN0OqVcF88ua5GaTCa5C2kg6+Qy2idms1kcAg2OGZ1tAifG/JmNNDbW015nGJEuHa7VkDV/yFcpLS0VD5mHmv3eS0pKEA6HRbhNpnzNvoGBASHVr66uYnx8XDilTM7w+XxwuVyYn59HTU2NXL6aQF5XV4doNIpsNivKkmH4M2fOYGlpCYlEAqWlpQUZjfx7zgP4ICKn56kHuTc0tPR7+T5eIHy/RjwWFxexvLyMRCKBYDCIy5cvi5HGrkqxWAx1dXWS3c96mMlkUi6dUCgkl5Cux0Y+ZCgUQmtrq/BRtUFEBDWXWyfQDw8P4+zZsxgdHcXVq1fR19dXwElcWlqSUIpGOI0eJC9nIqP8oYLka9c74Pqz1tbWhKs1MDCAnp4eRCIR2aORkRFBhMn5JeI8MzOD8fFxQZTb2towPDwMm82GxvdD0z6fT4qEk3aQTCbR0NCAqqoqvP7664IaNzc3S1hoZWWl4OKnwU9FTdSUczEm8WgaiHZWjMae5iETbSe/mv9lskU0GkUwGJT6kPqSTSQSko1KlIGIBltqssoCv0ujKby4NbqkL0Cj8azRG+oMPV9jFEI7sfw7Ds4fgKCB/OHn6HCe5jpqg51z0rLHy5zPxzXWOo5yzj7tDKszrEfDn/PknpnNZszPz4sxxTOn9SqfJZvNfgDNIWLFZwAg3F8aMIwSNDU1YXh4GE1NTcKRPnDggGTXs8lBKBRCdXU1qqurZS2JmptM61UCpqenhYfZ09OD/v5+lJaWirzTiWevcupSnfVdUVGBWCwmiVCLi4uoqalBTU2NRDY4Z66lfn8sFpMzTUSL+8bOcLOzs9IzXXNGZ2Zm4PF4MDExgXg8XlA3lxQvGlpFRUUF3ESic5lMRpx1YD0pbmpqCl6vFyUlJXC73YhGoygrKxN5r66uFkPaarVKRj7Pm671TH4sRzablWfV+tPotPB1nZdAmeL9wt+NDjfD8jS6KEORSAStra1IpVJwu93iBNGI5nA6nXL3VVRU4MyZMzhz5gw+9alPoba2tiCaovnd1IdMOtIGudPpFJ1GA1VztunUmUwmiQxxPfg6jU/e7bqyBZ0eGviM1hmjEHQCjPxQY3R0I4wNb4zeGDfGjXFj3Bg3xo1xY9wYG3f8rzJG6YVqnoUOCQCFrfsikUgBCkEPPhwOw+/3F9TEXFxcRFdXF4LBoKCVbW1teOGFF/DCCy9gfn4eJ0+exGuvvSZe7uTkZAHnk6H7tbU1OJ1OVFdXSz3MkydPIhwO45FHHsH8/DzcbrfwTon08nftGXFopMrIGWGJC2byGr0menZcN3pbxjC92Zwv58Ts7O7ubnR3dyOVSgmSHAwGEQqF0NjYKB7kwMCAZM62tbXBZrOhtLRUOEvxeBwejwdVVVXCOdIt8uh1aq+b9AaiIF/5ylfw0Y9+FFVVVVhZWREOVnNzM7xer6BMGunS62DkGuoQF9FFjQIaaQz0qtkDe2ZmRjicJNETceK6MDuSGcbMCqV8Xbt2DRUVFUgmk1hZWUFzczP6+/ulVI7H48HMzAw6OzuxtraGZ555Bn/9138t9Al2rBkdHRUUhkg82z0yvMOkOT1vrg9RMp3FykQEHX3Q6KTmm5KbzXUkj9fv9+P8+fNy9ogWrK2tobGxEblcDolEQpIXuG4mk0lQUSJ/pKbo5AnN9TTKPPcV+GBLYSPnlMNIAzCG5/V543kyUoi4DjxnRNg4yLPknHUJGM7VKJ/8d01Z4jniZ3IwW1tz8FivktnaRMsZ0SECpxFkhha1nuBnl5WVCUfSZDKJjiOf0+/3Y2RkBD09PXjnnXdw+PBhHD58GBcuXEBzczNmZmZQUVGBgYGBgveXlpYKekdkkCiTy+VCOByWkkSkSpEqxMx4lv9hMp8Oe87Pz0uNVQAFXF7SLhhlMCJZzHrnepDPS+S0urpaEpq8Xi8GBwelnjBpTXa7Hf39/aiqqiqgnlDn6SRBve4OhwN1dXWYnZ2F1+vF0tJSAQWBVI6ioiKEw2EkEgnJnuf+s5Xm/Pw8PB4PQqFQgfzze0kj0Qidpppo6op+v46+6bJhvI+oX42RK+psrgdR5cbGRjQ2NmJoaEhat7rdblitVuHKMqLFSBkjLq2trWhtbcWTTz4pPGBWsWA3LJZeJIWJYX7OgXvC5EGi1uQlU95Z7opdFPXa8JmISuuzybWhLLIsoq5SQD1K3ayReAAfQJj/0MeGN0avB0drBa55FrlcToSKCUWBQEBCgyS8ezweCYcwvFZTU4OLFy/CarXi4sWLKC8vRzabxUc+8hF85CMfwd69e/HRj34Uf/7nfw6XyyWFiHUpBiBfgiQQCGB+fh5PP/20CM9f/uVfoq2tDT/60Y8KMmEpuDwkunyOUfi0YXS9MCIPkJErq8PfRu4bD2gsFpM1DIVCBQX5WROQfeE7OzuxsrKCo0eP4ujRoxIGunr1qpQvunDhgoTxGZY6f/48XC4XIpGIGKpaUSWTSbjdbiwtLaGhoQENDQ1499138Q//8A/44Q9/iKNHj0rtSa7b8PCwXBo6pPthIXetJHQBdB3ONVIhdIia68gwKQDU1taKYohGowVGRigUkuQvXex7bW0Nbrcb8Xgc27dvx9TUFF5//XUEAgH5/qWlJWzZsgXhcBgWiwUHDhzAk08+KYqafL+VlRV4PB7YbDZJfjKZ1vulM8ym+bHaoNPypXlq5OJpg11zvWigMGzL9y0vLyMWi6GyshIVFRWiUMn504XhaRQxdEoZ1P3pOXS4WXOk9TNyLjwL2jDU+6wv1w/jX13PEOWaaadFh7rJP2fYkBcLLyFm9TIER+PHeCZ51slbNxqlzKSlQajnrkOP1C3k9dEx0ElGTEDi2SHv00iF0JQBPqdO1GCS4uzsLLZu3Yrh4WHs2LEDfX196OvrQ11dHaanp9HQ0ICZmRnheWveH431eDwOs9lc4OwzoY+th2mEOp1OJJNJaW3JihJ0HlmSh4XPKcvkHTIBjPOl0aCdARpqDPMzGYvPRzpSOp1GVVUV3G63yDqTf5j9T8OI82YiFB2yTCZfA7OqqgpVVVVyJ/n9fpw9e1acdlLInE4nRkZGAOQTctra2hCJREQmKD+Us3A4jEAgIHcf8wlI8eD7NDhAWeXvmr6gk6euR3nS1U8oO/qM6XPGUnF0oGjksxA/69GS4sNkwFwuh6qqKrz44ou47777cN9994nzxfMYDocLnNqSkhL5PJfLJXQyYwKXnpvZbC7gh9vt9oLn1/cH+bmsY6rzPKgrNN9bO1+aV8+/0zksRv23Ecb/itJO2rAy/q4NLF44PNSLi4u4cuUKWlpaAEDqsNFwyGQyCAQCAPLdlzo7O1FcXIzPfe5zOHLkiCAAQL7cTDAYxJNPPon7778fR48eRXt7O6anpwFAkMVMJoPnnnsOhw8fxg9+8AP827/9GwDg1KlTuHjxIm677TbE43EsLi5K9isAydwzckc0UV6XeTCWZuK6GA1X/j8Vkv53IipUwLywGhsbceHChYLM2mAwiOnpaQQCAcmC/qM/+iMAeQU4PDyMAwcOYHBwEHNzc9ixYweOHj0KALjrrruwf/9+PPfcc2hoaBBvElj3ZlnyhCjIpUuXAAB/8id/gvvuuw9f/OIX4XA4MD8/j7W1NcnIZyapNpCuZ0QYu1UYET+9VnxN8ymJKk9PT6O2thZAXhH19fXB4XCgvLwcVqtVusQAkMSiRCKBkydPoqurC8PDwwiHwwCAvXv3YmZmBsPDw0KMz2Qy6OzsBAC88MIL2LFjh3D9LBYLOjs7pRyZNkJo4JBLRSVNtJYF2DXvSa+F0cBjggv/nZ45z44uUs/1pTIHgGAwiHfffRf19fUAIM4f5Z0GANEGv99fsCcaWdRI9fX2UCMsHDqJSSOd+r2aK6o/78Pew7G2tgabQl5ZyQCA9GhnwoNOHARQwKHWssbXeTlpZ5WOEJ+LBpsRReP3MxnDbDYL347rymgEOXHUiXw2Xp4so2T8bqI6upzX1NQUAODOO+/E8PCwZKsHAgEMDg5KCTii/fPz84JsplIpVFZWiswVFxdjamoK5eXlBUl4NBonJibgdruRSCQkoYf7TWOQus7n832g1BmNgEgkAr/fX1DCSFefoC5ieSSiti6XS/YumUzKedN86bm5OczMzGDbtm0AgImJCSkBlEql4PF45PuBPJ+0pqYG4XAYDQ0NuHjxIlpbW8XALC8vh8VigcPhwMLCAhobG7G6uor+/n6ZW2trK8bGxrBjxw7Mzs5KUiHXLhqNynoY5V7fG7piBmWdhhTXiHqBcqv56JRD/pfybKzcwdepZ6irKJtEOxktZASluLhY5kX5YNmns2fP4sEHH8RTTz0FAGhvby8o78iyVfxsRjGoG3luKBOBQEAq6XD/eT9zXRk90nc3dazmj1PutAHJ17Uu1evCdaQuMSbZ6opCG2FseGSUQq4PDlCYtKSRRGA9bM2OSESL7Ha7eDos1TE4OIjBwUEcPnxYlMbZs2exc+dOXLlyBXv27MGePXtgNpvx4osvYv/+/XjttddQVVWFZDIpF87KygoikQiSyST+9m//FidPnsRvfvMbyXyORCJoaGiQWpw0gogeMuxF40eHGYF1+oEOMXJoA0MLrF43TQmgl68vy6qqKinvxPqqDIW3t7dLcgwrEuzbtw8vv/wyXn75ZayuruK+++7Dq6++Cp/Ph0gkgomJCfHcv/KVr+Cpp56STku6PhrDXcFgEJOTk9Im80tf+hK+9KUv4TOf+Qw+/elPS6tRKjUWSNfoHPDhSUiaCqANMSa4aaRMKwa93ktLS1IDkclKt912GwYGBuDz+ZDJZHD48GGRt/n5eWzZskUQ+VtuuQWLi4vYuXOndJVicoLNZkNHRwdqamok9NjZ2YnTp09Ljc5oNCrGDp+T6AAVLTNoLRaLZOCzsDjPDy8VHSIkWqqRU76Hv2vD0BjGYsiSMkXUiGgVHShe2CUlJfD5fPB6vVJ6RicYcT40LLjvPBc6FMZ9MiKefM2Ixmiqy4cZutfTQxwaZWWnINIkmEVNygyTM/j3yWRSkvlIm9CZ/rzwaExSVxBx5mdmMhlxrHWY3mQySYtEJjrpslK5XA5lZWUwmUwFXdP4jLp0FJ+dCBodaH43aRZtbW1oa2vD7OwsamtrMTY2hoaGBoyPj0udZgAiByy8HovFUF9fX1CnMZFIoLq6Gmtra1ImiS10x8fH4ff7pVwck5R0Nj2NqZmZGaytrRWUbuKZWFtbQ319vYTVzWZzQRUQm80mzQO4dppOxQgEC84z1MsIWyaTkYTVbDYrZQaJeIXDYTidTkH/rNZ8l7KSkhKMjY2hq6sLRUVFkuSZTCal5Sybh7DyAFFftg1m/VCeGX4nDT3OVRtFBCs0Qq2RfACScENDToMl+s7R9xfPKpNr+bsxvEwHh7JOx5b3BOWGekF/t6bTECi49957ce+994qRrEtuMblLF7ZnJQOz2SwlnBjNmJ2dFdnStCCtM6hLGBkyor2kQemIHdFkrW+JflK2NRDF7+HcuU4baWx4YxQoNKqMhqnedB4wj8cjaAsvC24s67JRcGgMjo2NobKyEqFQSProfvazn8WFCxdw4cIFCfmzniUvZH623W4XQ+KFF17Atm3b4Ha7pY/4wYMHAeQFk543LzNy/bSxZOQ80jjS3Bzja9og00YVDYHrhduo0C9fviwhLp/Ph1wuh87OTnR2dkq2+Pz8PKanp9HZ2Ymf/exnQmFobm7GT3/6U2lf9sgjj8BqteKrX/0qvvrVr+Lpp5+GyZRvJcj6o7wkpqamcP/99yMUCmHPnj3o7+/Ht7/9bXz5y1/Gl7/8ZXzqU59CXV2dFFK2Wq3iwfIyNs6fMmJEyrSzwu/XBrqWKX3w+T4iL2whyEuRnNXp6WkpP9Xe3o6xsTFks1ns2bMHly5dwujoKG6//XbJFI1Go2I4zM/Py/PH43HE43HpdnXHHXdgdnYWLpdL+IbkInGvS0pKCjLSWRCa3NVMJlPAoTM6b9rANVIUtAGv15WGC2kCk5OTaG5uRnNzMzwej4SYqKD5OznF/A6GKVmFgG0h+R3cI+Oecr/4o3mWxotCc8GM+/xhOud6yCUAKdqtubb80QXMWeVBZ/CyFSU/mxeRfhaiLDQaKb/84evcJ10bkYizlgddA5LvI4pO3igRRY0wE82jwce9IMpos9kwOjoq2fANDQ0YHR1FU1MT+vv7sWnTJqnb7PV6BfFla1i/3w+r1VrQZS6bzSIejwuCxaoaoVAI9fX1YlRoWtbKykpBu0caX7ncevc9YL3kUiaTQTQahcfjKeBA0ykqLi4WBJHyygx6Vq1wOByorKyUkHFNTQ3m5ubE+GfpQOp6lqZj1nZHR4dwz9m+NJvNwuPxIB6PS1WWuro6BINBORuMXoXDYQkXLy4uoq2tTcAEu90uBg8NLS1jNHT4uy4VpEPANNRoqJJeoOkLWmY1t5tnUoe9efY0rYXIJs8o+Zv6rGraEpF7jd47HA5cuXIFDzzwAF599VXpykUHhOAT91dHgUymfMUGlpLTtL9oNCp8XH1O+WwEkDQIROoX19RisQgAZrFYRF7obOrv0+vG79T6QOs4fZ9tlLHhw/RGxIICoZESfalms1mB+lliqLGxEUA+lFJbW4ve3l64XC5UV1dLNxwNh7P0kN/vx86dOwHkQym1tbVSxJthInonc3NzcLvdqKqqklCN0+nEZz7zGQDAkSNHsGXLFsTjcUEXdIkYzXED1i9DHTbVBoS+HK1WK1bV2vCy0QYEa5nxO/R3MbFmcHAQPp8PFy5ckHA8kKcg+P1+HD16VPhe+/btEyV/5swZNDU1wW63w+/348c//jEefPBBnDlzBgCkGxVrk9LwBvI1ES9evIiioiKcOHECVVVV+P3vfy/1+BiaIupG49Pj8QCAJKFpY5tzNg4SwmkEcG5GedMGjDZKicLSUGpoaMDg4KAo0LKysoLw28DAAOx2O0KhEEwmE1paWnD69GnpsLR79265rMmxLS8vFwV47Ngx3HHHHXj77bdRXl4uz6zLE1GOUqmUXIBcN8rOwsKCOAAMK+pEG31RabkyrqWx5AuVKYtC19TU4NVXXwUA3HLLLQWlmRgeJteKiCnPK7lq/GyiUjrxivPRlxnPBSksfF5jCFIjMh8WUryeDBjXgnIErIcol5aWCvi7pB/w34hG8XOy2ayUIyI6zrWlkUcjls+vOwhpvWCU42w2K8XT9eXJZyMKS0dCdwLi93JODFlr3i4NXJvNBq/Xi1AohFtvvRUA8O6778Lv92NqakpqAzudTkSjUXnWTCaD8fFx1NbWYnl5Wbrd8bNZziedTqO8vBwTExMAIGuZzWal6Qbb8HLdSktL0dvbK5SPlZUVQWY17YEGuq4Tu7KyIojt1NSU1Lrl4HyILKfTaczNzYkspNNpBAIBKZFXWloq4eQrV66gtrYWIyMj6OzsRCwWw9jYGNrb2wEA165dQ0NDgyTXcj+pX3fu3CnNRoA857O+vl70s8vlQm9vr3QXTKfTUr5J7xtljM64TvzRBhDPFYfukkQZ4qBRq+llBCWAwtq1bPiggRR9fhkJ0KFu6i2TySSJmdQTzHXwer1obGyUpDGeXVJQ3G63RGp0JIFIJ/mi2WwW5eXlImtTU1MFrY5JWaB+ptHJ37lGHDx/2pDVnQfJo6ejSKSUw6j3aCPwu/QebYSxsZ72/zKMl5VGKAHIZi8sLGBpaUl6zvKCBvJtJsvLy9Hc3Ixr164VEIWbm5vR29uL3t5eHDp0CCdOnJD2YTyArOHo8XiEWA2scxdJvqcHzFADM8kBFBw2TfJmNwhQ2QAAIABJREFUaErXINP1AoHrX5Q0KPTQnDkKLg+7RsCAPCcpGo2iu7sb6XQaBw8exMjIiBh8LpcLb775Ju677z4kk0lpb9jb2wsAePjhh3H58mVYLBb83d/9HXbu3ImrV6/KHJmswqQYJg8Aed7l+Pg4PB4Pdu/eLV4qeZM8oAx3MZOe+8b1/b8ZonoQUdFrQ+OKSIHec/6d8XNpdLBj1cWLF7F582ZRZrrGXHV1Naanp+FyuaSzFJOxGAojlYPrGo1GcfbsWXR3dyMejwtyoHmbmltlNpvls4D1Fojs+KLPAmWV76Oi1WtIQ5coi+Zb6y48rAd79913C4c6nU4X1NqzWq2YmppCU1MTgPVC/ESRNJ+1paUFr732muwVFbyWZ531q50L4z7zNW1QaVTUGK7k5xsNVj00YsNLhfLIC5cyTmRM1+UksqaTGihrvGB4PnWVAw7tNND41OeANCWus54DkXMiVUzi4KARzAxgIw2A4WjWvdQUCH5XeXk5ZmdnUVNTg76+PuHsU9a8Xq8Utm9tbcXp06cB5J0zPU/dRtVisYjeZS1Syg7nFYlE4PV65ZmJOAHrxhjlhg4AZSscDqOrqwu9vb1i0NAwB/Jn02LJt80MhUISdeM6x+NxWXsWWKchzRqqfr8fExMT6OjoQDQaldc7OzsxNTWFuro6VFdXo7+/H8XFxRgbG5N18Pv9wjUlb5Rdnoj4BQIBxGIxoRpox9JutxesiTZsaFAyOYbADOWRiDj3mueOskhZMfKXgfXGFnNzc2hubpYkIrZhZT1UI1+d94PD4ZDvoG6m/nz77bdx+PBh9Pf3yz5rsIDfPTMzI22aFxYWxCGm/JA+Y7fbJfOe383zyQ5dTEjj3KkTqYs1BUgbrUTVjUlMlEXebXwv9S5QiDrz9cXFRRRtMGP0f0WY/sa4MW6MG+PGuDFujBvjxtiY43+VMarDapr0r0ukRCKRgkxScn9MJpOUu2hoaMDw8LDw2EpKSuDxeHDy5Emsrq5i//79OHXqFDo6Ogqyic3mfF2xiooKJBIJycLjM2geCst/sNWdzqAFIH9jTBgpLy+XUAb5hKwBSO9Po4B6PXRIGVjnmRGdY8gPgIRA7XY7RkZGUFJSgqGhIcTjcQmlk7M0PDyMzZs349SpU+jt7ZXM956eHvT09CCZTCKRSOB3v/sdHnjgAXzsYx/D9PS0JPLo0k3sssI9IweNPYJTqZTw2oiG8rmZiVpWViacUV0yRCfcGNdoeHhYeHFadoicaaRJIypG+SOKSJRhcXER4XAYNTU1SKVScDgcMm+v1yu9sufm5jA5OVnQeWVpaUlQxebmZpSUlGBiYgKxWAyxWAwPPviglLDRIVa+X6MGpaWlwnvT3CjOmUkUPBPsAU7Z0cR4zTHjmnD+GlEkx4xrxhqGHo8Hs7Ozsn+ZTL5qRW1tbQHfit9BJIeDPEDKB9+juZlGOoXxPOhwFukM5JpdD+0EPpj8xs8xJl2Qk0ekhvqBCBN5hVx3yhwRKf4/+2xrHhplTPN6qR+IlPLfiMRpNNyYCMEQJGuimkymAmRHJxMCedSXSYVMcuRg+LW8vFyeV7dHfPPNNxEMBjE7Oysyz/q65OPxGZ1OJ0pKSjA7O1tQvimVSgn6pEO8pHiYzeuVI0wmk7yXCDTPFRFmJmGyW9Pi4qIgZmazGRMTE5iYmMC+ffvQ29srXGuebfJdGQVjmJh8c/JliXTzjBLZHBsbQ11dHcbGxiTJ0eFw4NKlS9i1axd27dqFY8eOYWFhAYFAQGSKPP7Lly8LDzYUCqG4uBh+v1+6BFIuy8rKkEgkJDqi91XzNY3heB0BMFI/KCPAei1PoDCBj59BtJG8fl2/NRQKoaqqCsPDw0IPop7Qz8X3WiwWKf2nK98sLCzA6/UK5766uhqTk5MwmUzSJlUnEFGH8wyygoPWI0TZvV4vMpkMXC5XQbKgjkpwLWgzMNKoE7j4PaSDUQ/z3FFGSInRtgsjJZlMRpIZjbqOc9NRsY0yNhaOe51xPc4oLzhdsxFYD9kyQ9lqtUr9TCBf6iEajeLatWvw+XwYGhpCa2srgHwYZu/evSgtLcXrr7+OLVu2YGpqSsL07KdMhUiCvDaQKaShUEgKDzPUTeGh4OmC7wBECa2ursq/0cAAINmsvCCyis9k5NFqfhSAguxJbdAynEHeSmtrq4SIOzo68MwzzwDI86WamprkAl1cXMTY2JgkZf3Hf/wHiouL8c1vfhNLS0s4c+YMOjo6JIxkMpmkSDENDJ0wtLy8DLfbLS352POc8+ae22w2SW7Qhgjnb6wNqMPqp0+fRtH7nCFehsB6KRwaHJQpvVbaQFldXRUe2vDwMBoaGuDz+XD16lUcPnwYuVxOQkwsAxOPx+F0OlFVVYW6ujr09fXJ57EgdTAYRCwWQygUEgPg5MmTqK6uFsOEoWyGBgOBQIHhwu/V303qyuLiIpLJpFzEzLTnfCk/OoNTc8E0t4lrQqoME13i8XhBv3l9VnU5L75/ZWVFLk7WAqS8aOVNCgvfz//XYXojB5SXG40/JgQBuK6CN55lPqM2MDn4veRUcg2API2Hxj3nz2cA1pO+dEKe5prpy5+GqubwcX+Yzc6Ln2eZdSpZJJy1lPke8nupvxhyB/KGG/UV14j8Q8o+DUPNIWQZtj179iAejyMQCEgG+OTkpJRu4prEYjG4XC7RIyyVNjExIeWazGYzKioqMDMzAwBi3C4uLsLpdAoflPxrUk6oJ5LJpNR05Xlg9RMa/dlsVtbN6/WitrZWiu+zNjI5nCUlJUgmk0K/otHJ/WKL57q6OiwuLuLixYu45557AAC//e1vsXfvXmm2MjQ0hGAwiHfeeQcA8LGPfQyxWAynTp1CW1ubJPaQ8tLX1ycywzlRL3JtZmZmRMZoDPN3/V/eDdrZ5jnjvhu5iKxswbtJ62/qTZ4TcnpJB6qoqEAul6/J7HA4xIinrspkMigrKxO6E0EYnjfKb0lJiVQgIBeX+8yzrl/j6/Pz88IVJX2Dup80Kpst3yrc7/cjFovJ3DTHlY6Rds60sauTGWmYa3oLz7PWMZpLagzDs3wb5fR6DkPRdQCTP+Sx4ZFRbQhwGLmQ2iNdW8v3wL5y5YpcAkSaWBbHbrcjmUyip6dHMu+Ilo6MjKCoqAjxeBzV1dWSxfiFL3wBLS0tGBoawqlTp4Rrwh/WkDt//rz0EV9aWhJjmZctFQEPtkaa6DFR8HRpESB/0fAwaM9XozQfxnek8PNziaAUFRWJRxkKheDz+RAMBtHf3y/lle6++25MTU3BYrHg5ptvRlFREbq7u/H222/j7bffxne+8x18/etfh8fjQW9vL+rq6tDf3y8eLA0XcgSLiooEsaCXHAqFpOaryWSSdSe6w+fn2nFoo4Jrcj3OqN/vLzCOjORzrXCMPxrBq6ysFF7xpk2b8PLLL6OlpUWKhjODPpvNoqqqSow8j8cDv9+Pa9euCRpTVVWFubk5NDU1icyVlZUhGAwiGAzC4/FISReWAtHcLiKhwHryCdFufekwo5bGKC8E8v6IXGtEhNEFkujpgGmZB9a5zg6HQ8rTMMtVyzUvUH4WjR7dyYbzYmkqXmgaudWRBY3e6j3XKDd5tqxTqOso6otB86g10smL2YgQ8gIkIkb0kU4DjU5y1bQjph0KGjT8YSYxkyuM72P0he/TfD3Om3pkbW0N4XC4oEg4G3XQOSgtLZVzakTFzWazREHIe9XJVtxj6tYdO3YgHA5jfn4eVqtVkEVmtJeVlWF2dhYVFRVIpVKIRqM4dOiQlCPbtGmTZNezIQSL2rPYfGlpqXCvyf8vLy+XclnZbD7rmolvRDZnZ2cLHHv+LSsFLCwsCBrFwuvkDy4vL0tjj5WVFTQ1NWF6erpgbuQjsmuaz+fDpUuXcOnSJakqEIvFEIlEsHXrVgwMDEi1komJCelcNTMzg9XVVdTU1OChhx7CQw89hO985zsS2ZienpbIBs8adSmdLVZX0OeUOo7IoY44cC+pV40Z59p500Y4zxCdqkwmg3g8LhEbyobb7RYnIhwOF5Q6Y+csIt4s56bPUy6Xk4QuIpJmc74ME3mdRUVF8Hq9BcgmM+5ZMN+I9NNo5/zo1LHsk91ul/MFQAxoRm74fNQ/Okqn/13rQb5Gh5q6hGebZ413OkE3fo7es41W2mnDI6Ma4dJeATePyAIAUVyhUAhbt27Fq6++ivvvv1+8W5PJJIkV7IazY8cOAPmi9x0dHRgcHERNTQ3sdjteeeUVSbj4zGc+g8XFRXz84x/H97//fTz++OPwer0i3Cyp0dXVhSNHjmDXrl0FxXspSLyYdecIDl5AvAiMSBWRv+XlZZiU4UCFwUtbhy24Xlp5aA8MACorKzE9PY3u7m64XC784he/QDAYxK9+9SsA6wT53bt342c/+xmcTieKi4slC/bxxx9HeXm5tPmrq6vDqVOn8MADDwAARkZGUF1dLeWJkskkNm3aBAA4e/ashLpocFGBAOthQ5fLJWtoJILzsNOg4cHXjozxEtXZy1zD64Xs+T4mxBHdACDI48svv4z6+noMDAwUVGhYXl6WMDuzb1lLlc/kcDgkmaOyslIuLCCPNJ08eRJer1cUsG6UkE6nJdFAt2fknnOunCNLK2l5IjINoOAs6UtKh5r0WdSJELwAqbD1RcILRCMLi4uLYhBwLXRiFo0S0hr4zHwmKmkd+tXPxvVikflIJFLgrGhah5YR/Sy8RHVyhazp+8+TSqUKKiDwsuf+GI18Rkh0WSxe1FpOM5mMhOmM1AEayawbqvUEP58GPhFDygT/XyPSTAihA8P/JxpHg5yOB19fXV0VFJGvnzt3Dg888AAmJydFnzEJKZVKoaOjA2fOnMG2bduwsrKCWCwma7e0tCTZ0TTWKU90nDKZDBoaGqRrjjYu3G63dN4jSkbZ5mssr0TUSSdAXb58GVu3bkU8Hsfc3BwqKirEIWJFD7vdjtnZWQSDQYyMjMhZnpubK8jSv+eee/DWW28BKOzS093djSNHjuCWW275QLIakbza2lrEYjHcddddAIDLly9LuTM61Ty/lAnSHLTDSLmhAUMjj4lr+jyxigMdKT6vDimTHqGTo+gARyIRbN68GaOjo4jH46ipqQGQjzwFg0EMDw+Ls60Tz7Ru4R3GajgcbCmdzWbh9/sxPj4u82bJLY7R0VFB8hl90clHpHgBEMOZ1TysVqu0Cee+ZbNZeWauC+dO51rf4UYdSQdaZ+NzcM01RYkyoSsS8Pm1HiouLi6wATbC2PDGKFCY5UqhJcqmEYH+/n5YrVbs3bsX0WgUP/jBD/Dcc8+JUrjjjjswMjKCmpoaOfCjo6MAIFwnGphDQ0N46KGHRNH+6Z/+KXbt2gWfz4d//Md/RHV1NbLZrBgGa2truPvuu6XcCEtCcDCslclk4Ha7BZ3UwqnheGC9Bzbfz0umtLQUNnVBWSwWZFDo3RId43sZziOCy/IkAHDu3DkcOnQIFy5cwNLSEh566CEMDAxI9xyid0NDQ/jjP/5jPPXUU3j22WcFyUylUlhYWEBTUxMefPBB/Pu//zs+97nPSbYoi0NTIfh8Phw7dgwAcPPNNwvPl+EezYfhhTc+Pg6XyyX7rRWpRnJojGcyGZjVYY1GozC93/dcX8qa8/Rh6BtRXfJfua5NTU3o6urCwMCA9Jj3+/2iSF0uF4aHhyWDuL+/Hzt27MCpU6fkuQKBgKBJVFoNDQ0AgKtXr0ptvZqaGoRCIXlOYL2rEQuTc28BCE2FoSyXyyUUBcornRdm0GqDTsukDuFx8D2a10nnEFgvI6TRWZadAfJGG2urcp05yG9kditLQBkzUTViox07njO+TrnQhi8/g8aiNtq5frxsrFYrFt5fV64DL82ysjIxCPX7IpEIHA4H4vE4Kioq5LPpAHDPaJRqeaRxmkqlJKqgS0PRaWConVnv3Je5uTnREwsLCxK6TCQSQttYWVkRyotGxEgzIEqoL1fOjQYyDX1+PlGwpaUl6eOu6UKxWAxra2u46aabcOnSJXR3d+PcuXNSxo16UxtTPEt8dl0Sa3V19QM6htxyGpJ67jwfbAJB5xfIU26oB6ampgT15CBlwOPxIBAISGMQGkLT09PYuXMnzp07J3x5TRFYXV1FS0sLTp48iZaWFkQiEZlbMplEZWUlysrKcPHiRXR0dKCvrw+HDh0CAGzdulXW3G63I51Oy3w4WMN2YWFBzj3lXBtHVmu+8QTPI7DueFDW9L1DPUFjjXtLmUkkEmhpaUEoFJIKCjabTSIfV69eRX19PWKxGLq7uxEOh+UMABC+s5Z/6jQgH5Gg3NTX10ujBgDiKBGg8Pv9KCsrK9hzRggoN+wtD+QdlGw2Xz+1ra0N7733ntDyeB7oaNMY1c9O2dYlr3RlDTqWjIIyIsX5Eg3WtAgd6eLeaUqSBhNsGyybfmM97XVGJpNBzlrY6lFzuMLhsGzw3/zN3+Dxxx/Hyy+/jDvuuAOPP/449u7dK9zFlZUVbNq0CQsLC0ilUvB6vejp6QGQPzQVFRUwmUy4evUqdu7ciYGBAVFIXV1dOH36NF599VXceeed0paSKNnU1BSuXbuG4eFh8aD05abRSwq5RjQoyNog1Vw0hn1zuVyeH6S8sdXVVcDATdOeMcPSDM+53W5kMhnhJH3+85/H4OAgBgYG8Bd/8Re4du2aXJZAXpleuHABNpsNExMT2LVrF3bv3o2tW7cCAAYHB/Huu+/ik5/8JH7+85+jvLwcw8PDgrgwdO3xeCR89ZWvfAUA8Nhjj+HOO+9Eb2+vXAYMiQMQxUmCuV4byoQ2ijhfhhQ5YrEYyt/n4Ooae3QaaKQaPVuieaSAlJSUCNLz2GOP4ROf+AQcDgdmZ2fR1dWF/v5+7N27V75zdnYWt9xyC86dO4eenh6cOnUKje/XvV1dzbf0e/jhh/Hss89KchYNSnrtu3btwi9+8Qs8/PDDmJubE8OEF6823IwoIhF7Ii9cV13eR3v7lB+GufQaa0TdaLQbOU38W6ITDL9xMAxK3hYAMVQXFhbg8/nkGcmH1ci2EXHUqIHmEBN90Mauno+OKLDcTDAYLEiEXF1dLeBnra6uohjrqBGfGVhHn4l4sgSWNvJ1+0TNNeOzl5SUSDidhi73h6gq15pry7XTrQP53TQc+HcsJk+Dmhw3fV7IrdR8ViK9NBjoqPHZZ2ZmcPjwYfT19cHn80lTEfI+GVJlKTeGSaknQqGQFKPnPuuauuzuRp1AihH3VDtjAAoMA64haQ9LS0vCZ+Tctm/fjlgsBqfTKfxMhr4nJyelTu/s7KwY5tQjgUAAb731Ftrb27Flyxa88847CAaDAIDx8XFs2rQJly9fRk1NjbTqHBoaAgBs3rwZbrcbv/nNb/DlL38ZoVAIL7/8Mm6//XbZt6KiInFQuD88y7oLIOVVn0/SVHgWKKuaE887lfcQDTaCPkRUWdKQ721oaMC1a9fkDLPzFtdl8+bNGBoaQk1NTYFjq51ivT+Uf76fCVB33nkn3nrrLQSDQVkD6jxSlhYXFwWx52fzDJPaQpnl3HgfM9lOyxzXkJxaIpQaCSUYoiM1PEcEVcg7ZSSD8+fr2qYx3t8aINB6gjSYjTQ2vDGqjQM9iHxs375div+2tbXhiSeewObNm/G9730PP/rRj3D27FlB8Kanp7GyslKQ1UuDjMWdo9Eodu3aJQYZPbe5uTl0d3dLVjaFhcipx+NBX18fbr/9dhw9ehSlpaUFiTZUhOSR0rvU3iszPenBkkAN5BVSb28vKioq8heBEsTi4mIsYT0soNFWYL1m2fz8PGpqanD8+HH82Z/9mRzKn/70p3j00UcRDofxP//zP4Lo8eBs375dLpX5+XmcO3cOKysr+K//+i8A+fqAd911Fx577DHs3bsXb7zxBjwej1wyi4uLkr0fj8exbds2Ie9v3bpV+E7FxcWC1vCCJA9LIwG8xIH1kDvlgYWRV1ZWkDNwaqgoqHABCL+MIX4jbULTKxgq4Xe3tbXh2LFj6OzsFMNwaWlJDANy0hKJBLZt2yY1ZKmI2eLzxRdflDarzc3Nooj7+/uxe/duDA8P44EHHsCpU6dQVVUlLSeJytDj1/QDdqXRlAbypgCIXGnkUJ818gH1epNnzLXUxqd+H+dOQ498UqJlAKReI/mWTCoBIOFIGjw0rHTyHeWcMq8NZW0wM6HAmDSnQ/lcw+rqagAQDiDXkQY1B79f1wbUYUdyMfk6w8L8nlwuV5Bcoy8ZnfDEy5shewCyDsxKpuNLmeDaJhKJgjrH/GyXy4VsNiv0A71ulH+uFb/LiKDxmeg8U0fq+p+sTzkzM1OQWMrWnG1tbXj++eclsYfySZqL1+tFNBqVdaNsMbOdNXP1eSUSBkASkTjIjc3lcmJQkocJQDL+WaeUiDUH6yOn02lBumjcAXnHc2JiAlevXsUjjzwCl8tVkBwVjUaxadMm2Gw2TE9PS4MMjlgsBo/Hg4sXL6KrqwstLS347//+bwB5A083ISDqqRPPtBwxKkajTXPNyffkHIH1u1S/V6+7RpSj0SgsFoskpbEDl8lkwujoKHw+X0Gd0Pr6eoyOjkpSm6YjcE/p1JFmYDKZxDH0+XzYsWMHXnvtNfj9fqRSqQIjnPLIuTMaAOTv7GAwiMXFRbkDSbfiurD1KWkdOkmTLVYZxcxk8omYXDfqFUYcdWIlsO44slqI1pdFRUWCYuvIkM6H0NEmOtb8OzrQG2ls+ASmG+PGuDFujBvjxrgxbowbY+MOy3e/+93v/v9+iP+n8b3vAQDeuPVWZFU5GQ5yX0hgNpvNOHToEM6cOYO6ujps2rQJr7/+Ojo7OzE7O4vl5WW0trYWQOPMcmfIZnh4GD09Pbhy5YqEkUpLS1FUVITe3l4MDAygsrJSUBWGbenpjY2NYXR0VFrd0cvTIUT25NaJSponqrPmGHrJZDJIJBKoqKgQ1NRusWDf+11qXt29GzmDh2j0nLLZfDeR2dlZ7Ny5E6dPn4bH44HVaoXT6cT8/Dy2bdsm87r99tthNptRWVmJgYEBpNNpeL1exGIx3HvvvSguLsY999yDPXv2oLa2Fr/97W+ljh49TJYTYpiJcyIZniFacrF0G1fuNUOL5NtwLY0IJnmdU1NTaGhoQDKZhGltDbe9z898ff9+2N5HcLj2GiEzrr8xO3thYQEtLS145ZVXsG/fPrhcLvh8Pikbws9qbGzE+Pg44vE4wuEw2trasLq6iqWlJUxNTWHHjh0YHx+XUJ3O6F9aWpIWhUwaa2lpwbPPPosvfOELeOWVV/C5z30OQ0NDgsyl02n4fD7xoo2cWrPZLFy86elpVFdXC8LLJDqdQEF5oxxpr51rr0NHmtOsw+Z8jWEur9eLeDwu6JvD4cDMzAxKSkqEU0e5tVgsknyi0VDN9eX+aVqCTt7SyUhlZWWCjvA9pMkwulFXVydrr5EkzsmcyeDgyZMAgJduuQWmoiKhEbhcLgn/Up504qE+g0RJ+F5ScbiuRrkmOsqfXC4n50iXSdOICev5sm0m503UhegYQ5Ka58t1o+5h2J9ra6QccL2pl6anp9HZ2Yl4PI7l5WX4/X6pk5vL5Vsv2u129PX1obm5GeXl5VKDNB6Po6qqCul0GjZbYc9v9mzX54X0HD6/xWIRtEp39SKyTlSUpamIJptM+eodHo9HIhyBQABra2uIx+MiF5s2bcKpU6fwsY99DKOjo1hYWEB5eTmsVqvwJV966SU0NTUVZEBbrVZ5dnK5h4aGBL3+6Ec/iiNHjuDWW2/F2NiYlDPq6elBTU0NpqampNoGkTqecUYIuCc6XM8KCJQt3bWK550IOOlRPHM6nMzQNl8nmre6uiqVExiKjsViaGhowMjIiJQzslrz7Yp5phkdslqtUoKOz5vNZpFIJKStNtFIoqea8sNnLC4uLuAE19fXCw2Ia8P9JgKrS8Vx/gzjU2Y00rm6uiqZ/xyMyPBcUffyrHKP+O+MeOgEZR2l04m33B+NzmsU2GQywZbL4SMnTuRf/Na3AJXM94c4Njwyatx8YJ2nce3aNbzxxhvo6+tDX18f2tvb4XQ6MTMzg6tXr6Kurk5I7hMTExgYGMDY2Bii0agQvsm3SSaT6O7uxtjYmGR2k29iNpvR2toq4Qj+8EJheLirqwt+v18uPs1BpFCl0+mCS5R0AQoiL1ljCQ1dhmdxcbGgxSkPJy8kfYkC6+0DyflJJBJwOp1477338N5776G2thbPPPMM7HY7WltbMTQ0JBnw1dXV+MY3voHm5mbJXvzWt74Fh8OBH//4x/jxj3+Mv//7v5cSNzoJSbce5AVAnpsuT6SdCgDiAHD9qZx1+JX7og2lZDKJzZs3S2arDlHSMTBSGGg4MAzKy55hYxpZ3JPy8nI8+eSTePLJJyUktba2JmG5bDYrRe83b94sLf3IN8vlchgcHMTg4CCCwaAY+alUCpWVlQUFy0tKSvDEE0/gm9/8Jr73ve/hrrvuwne+8x0pps3QMZUmLww+M0sskRZC3i0VLRNoeEmTl6mrMlB+tFLnPvKHoSpj1rfm87J3fTwel3a5xcXF8Pl8WFxclBI7DodDEmG0UaeNT8351LQUHT7XxihrHF5vaKONoVpNrzFeGMA6J5Xroku4aUeTlxvD/LxINVeVxhXlnXqBvE8dWtX7kMvlCkplsVQZs8zJC2d4Uj8XP4OJQHyd82ZIkc+k14rrwJAuQ+80OhiWTCQSaGpqkuoTfr8fuVxOirU3NTUhkUjA5XJJeT1W9SAnVMsF+9tT3lnOioN8Pra5BfKhdT0H6mybzQav14uJiQnMz89LIhqTtsrLy+Ucszh7NpvFyMgI0uk07Ha78F+ZDU3DKpvNYn5+Xtp2smSU3+8X/Xv69Gls2bIFLS0taGlpQV9fH5xOJ3bu3In29nacOnVKnPXV1VWpb0pgDn3JAAAgAElEQVR+I40fnmVtjOsGKTyfbPnK8857iYN3ib5rKW+s/OJwOJDNZlFRUSFheBrjLNtGqlV/f78U9J+cnITP58PCwoI0OiA1h0Ykv7ukpASRSAS1tbVyXpiAx3JRuskC702r1Qqv14uVlRUBIphMyruP5by0w84yYV6vV8qeMT+A9gGpFuRfUy9T1njmKXNGbroGm7QO1RVMqD+MWfWk+PCHjicd2OvRF/+Qx4bnjFosFqwp1IqXn9vtRk1NDRwOhxRq//3vfw+73Y6qqipBAScnJyVhJBaLob29XXoLx+NxEaJkMikcDnJXtNeTyWQk8UB7ijpJiIKnk5F0aSdefJq7qBE5/f88bFQ02pArKSkpSKggakQB5mfrskXsjUvPf2xsTMpaPf/88+jo6MC1a9dw/vx51NbW4uTJk3jooYcAAL/61a/w9NNP45577sGBAwewa9cu/PM//7O8n11edEKWvsSIWvJAacOZ3i6NIa1IgXVvk/XjiB5pxUlFbbfbJdGAipijsbERfRMTwrPia0TFebi1gauNMavVKl1Y+BkkzTPJqaioCIODg8JJYp3H1tZWQd8uXryI/fv3AwCeeOIJ9PT0YGJiAi0tLTh9+jT2798vBiwA6b38hS98AcvLyzhx4gS+/vWvA8gnRoyNjRWUGKG8amNKcyPJcaYRSNlgDVIjD0knjRkVpuZgUpY1IqvRZ57HzZs3AwDOnDmDAwcOCI+bhimQL/fV09NTkLmq52RU8Doxgs/MS8VutyORSIgzp+WFRrnH4xFOK7DO9eJ5yeVycCoOHVEZGm40nvmMXBfqEr0uRBnJH9YXFACRXTpD2iHiZ9KI5fcQAeL3c195eVMH6YQOPovmqGn0kzpFJwnxUmQGPqt78LyQbzg2Noabb74Zzz77LG6//XbJeC8tLRWEjNGQZDIp3HI6a3TmNe+SESj+fTgcRmlp6QccVDbQYJSBDilrT/K9TBakIca5lpeXCxqqP58GRC6Xw9WrVwWto0NI+bnttttQXl5ewDF2OBwIhUJiuFosFoyMjIj+fOKJJ3DnnXfiqaeeQl1dHdrb29HX1yfPFo/H0dTUVMDb1tEJGkTaMDXKhF4n/j2fkWABz7quuuF0OgvQ9cXFReHZA/kE4qamJqkBytJUFy9elGfjfc0OW5qPSiM3m81ienoawWAQU1NTcp4ymQwmJyfh8XikCoxOVGRVhUQiIRFEnjXqtGg0KtUVVlZWhO9KjjKTFTVvm2tltVoFDabhqM8yzxR1DM8NB+0VggU6uQlAQXk77fBy31iBhrpEc9NXN1id0Q2PjAKFh4lIRTgcxtmzZ3HzzTdj06ZN8hOJRHDixAkpcuz1ekWJulwuHD16VDxwIH+YwuEwNm3aJCEHXqz6ItHohslkgtfrFbhch9tpBDLTkgqopKRELh9eQDrbnvPkoMenw/Y8fDqDFUCB98TLRqOyzPLLZrPo6OjA8ePHcc8992B0dBSjo6O49dZbEQgE4Ha7UV1djUwmg5tuugk/+clP8JOf/AR1dXX4xje+gVAohB/+8IcYHR3Fz3/+c3R3d6O7u1uQWKI9NBh5AQDrXT5Ik9BoTTabxdzcnDwrL+O1tTXJAk2n0wVGvEaKAMgFTKNXG2BAPtuVoTO9rnofjPsBrId/tdHjdrvhdrsxOjpaUMS/ublZsoiZRRkOh1FRUSHh0MHBQZGBQCCAwcFBVFVVYXR0FFu3bsX09LS0YSVqdeXKFTgcDvzqV7/CV7/6VRw+fBiHDx8GAAm50ximvDE5hhcoaQGUYXax0XUv9fyNjpFG9/W/80wavXS+RxuOdrsdoVAIoVAIe/bswXPPPYe6ujqRVaJQ0WhULhV9oRrD8jrZRr9OI5P7rTP29fOxfi0NC902k8/ES0QbxbrCRSaTkcQs/uhs3JKSEtjtdkFTiPDrxAUam5lMRmgS2lDQhr4uDcU94zNqNJ96ilQiGnPa+GSmPb9bhxJpFNNwZvUQh8Mh30NkkPPm2XQ6nejr68O2bdukFTKT1IhsTU1NYdu2bXjxxRelPrSmBOiOPDqhi4AAjQPKM40Nv9+PdDpdoAtJxXC5XFIwn8/OQWQtEomgtLRUojMsyE9Ag+fJarVi3759Be2ebTYbdu7ciVgsVrAnsVgMlZWV4mwzUVNnwQcCAXi9Xly+fBnV1dUIBAKy7qxtqikJPFs6FEw54d9xX2lM8TzxfBABpD4iMl5cXCx7QpSc4At1DHVcY2MjhoeHUVVVhXA4DJ/PJ2WW/H4/PvnJT2J4eFgS9oyNJ2jgUfcTmU6n01JnmHQilnninhOxTiaTKCsrg9PphNVqlYYpPKMM97MoPtclmUxKdzp+PsPx7GSmI3B6vXnOaBzqJD4OfqYOr2uknrqC0QudWc9zTUOUOluj4cYo3x/62PDGKI0V/UPhqKysxMTEhFzeg4OD2LlzJyorK+FyucSIYYeKVCqFAwcOSHiqrq5OFEYoFBJkhMaUNnp4yO12OxYWFnDq1CkkEomCzk46/KY9apMpz0miUPES0qiV5qoB6zUdtfBR8evwJf+Gn2Xk7fEZlpeXJet6x44dQi1wOBxoaGiA2WzGu+++K4p/dnZWDPw333wTmUwGhw8fxr/8y79gbW0Njz32mBizWhFq5FMfWrvdLqH6XC4nCiOdTqOyslL4q7wQqRBYE9BisRSEMbkumosLrHfVMKKn6XRaeKncW+0UMKNe75l+v81mQyQSQUNDA7q6utDV1VWgWEKhEGKxWEF4k0ZhLpdDNBrF7Owsbr31VglVJxIJbN26VQyFSCSC+fl5MR5WV1cRiUTg8Xjw61//Gg8//DAaGhrEoGN4fHV1VbpUcWjDvLy8XNApyhvDv1q+NP3BuH5cayNap1EKo4F/PZSAaxMOh7F161ZEo1Ekk0lpJUrlTl6XNnKMCI/+XZez0XMgXUFzwXQ0gwaazWYTmeQ545rosD9lgd+tQ+m8WHgWNLLK7yayw5AqX9PcPMonjVw+g+7OwkuKeocGHy9FzoGlnBhVoFHHudMYYP1QPocuCcY9I+VGnxUaPkSQHA6HVM3o7u7GxMSErI3ZbEY6nRZD4tKlS6isrPzAWV5dXUVVVZWUhOJeGQ14oowWiwWJRKLA8WJNYn625qK73W7p+Kbl/6abbkImk8Hi4iKi0aignWykQupITU2NOIm7d+/G7t27JSTMaNvo6Kg82/LyMhKJBBYWFhCNRsXJnpqawtTUlISVS0pKEAgExMGk01teXi5liDT/letKGeE9wL3m3HSEgoYfjU7+6LOqzyzpD/x3OkuUxWQyidraWvT19aGlpQUrKysoLy+XMP5bb70l2e2rq6uorKwUuhedQN09KpVKYW5uTuauW7gWFxejrKwMLpdL7nfuMw05Nj1wOBzSCIA0BZMp3/SGz0a0llE1gg7cD+oSgkg8lzSGNQ2H54b7xPuK+p/nWjuNHNrp5uuaM82zzv+nDaF10kYYG+tprzP0BceLx263o7u7G0tLS5idnZVD7ff7pXBtLBYTfsu+ffuwb98+nD9/Hl1dXVL+Z2xsDIcOHcKhQ4dEUWnv0ci7pCfT0NCAr33ta2htbUVbWxva2toKLjpeZPQqiQrpJAqNdvCy4Xfw+/SFS8OD3qT2irRBC6xTBoxI0ubNm/HGG2+grq4OiURC2tFdvnxZwraZTAbnz5/HwMAADh48iIMHD+JrX/satmzZgrfffht/9Vd/ha6uLpSVlUmrPXrNvCSMqAQPTXV1NRYWFlBVVYVAICBo5ZUrVyTJgfurOXjaeKDiNSLSem00d1Lvn1YAGlnRHTuM77keInf8+HEcP34cr776qih/InzAers4oqgsUk3UlC0Em5qaRNbcbreUtKKiZrOB2dlZ+P1+dHd345133hGOHVF48gSpALn2qVRKEFqr1Sodd1gsnzQSTU2gUtXIC1BY25OOk+aX8jLTiMf1zjE/k2jWSy+9hI985CMFf8vOZTScdAjyw5Ahyl82m5X6g3zdqLhpCLLlJC9/XsxEiyhv/F0Pfi6jDlx3rg8vwWQyWVCEn3LKbj5atjXSuLq6WlDXk3PL5XJixLI8kzEBikb82tqaNNjgZa73iOvDfSR6Q+SMf6eNHmC9Bi3DrTTYnE6n8DnZppKyRi50SUmJUFbOnTuHpqYmeW9RUZEkD7HeqEb6uc5cM5bj47rTyB0fHxdHQKPddDrm5+fh8/mkMD3RrPHxcQnx+3w+MbqJmFosFmlgQIOX/G+uC2kBra2tBdxD8hkpy11dXZicnMTk5CSam5vR3t6Oy5cvw26349y5c3C73YhGo4hGoyI/pGfQKKfzRgeeFDCdOGs2myUET6RT3w10mrSjwsgbzxzli+fOKOfpdBqNjY04ceIE2tvbcezYMWzbtg3btm3D1NQUvvjFLyIajUpnLKK9lB/qEPLqaWzncrmCjklEeCnr7EpFY5myQDTVbDaLUUe9y8YAPP+8Y9LptBiO+u7X5566kjLF7yXnk0NHSHRyoLYn9F2kdSTnvbCwUBBJ4OfpaOf1PuMPeWx4Y/TGuDFujBvjxrgxbowb48bYuGPDJzARKuf/M8S7srICl8sFp9MpmZaJRAJ1dXV47733JJPT5XLhmWeeAQDcf//9OHLkiPA3S0tLpfg6S2YYQ+jaQ6J3HYvFMDk5ibNnz0qXDfJNCPXTm6RXZ0SKdLiQvwPr5Vw0Sqv/XkKlhiLcRDToweqQP0uKTExM4NZbb8Xvf/979PT04Pvf/z4A4LbbbkMymUR9fT3W1tbQ0dGB+fl5SQwbHBzEd7/7XTz66KP45je/iSNHjhTwQRkGpYfL0KcOPbDYdUVFhRROBvJcLY/HI1629tYBSOFujY7rdaN3qJOe9Nw5dMKZ5kcylMK1I3JkHMyIffPNN3Hw4EEAwKVLl5BOp6VrktfrxdTUFKqqqgAAfX192Lx5M6LRqLT7Y5kXAEL5IH+ZaH5tbS2AfKh1amoKe/bsQW9vL44dO4YtW7bg0UcfBZDvXU+kYGZmpsBTJvpfUlICk8kkGcrkyVGeiSYY0WSuIc+fRvCBdSoL/96YwKRl17hXwHqiTXd3N7LZLCYnJ9HZ2QkAqKmpkWRCYwgSWK+AoGkhRBv5LBpVNe4n5YSFp0lj0WdUJwDqREPg/bNoQOiJiKVSKZSUlEgXH5Ya4utMSmEpGa4vn5FrTQ6iTqDksxPVJvUFWG+AoCM716MyMMpC5NDpdH5AD2n0UetAombkfrP4ONdTh5EtFovw8bhv8XgclZWVMJlMiEQi2LVrFwAIv49lklj9gOXNgPVuOeSS8rn4DKQ0kP/HEDC7OU1OTqK2tlYiYBUVFcLtBPLtRNlylLLAZCgg36Hv9ttvxxtvvIE333wTfr8fXq9XCvYT1SNKZrFYZG98Pp/87vF4EAwGMT09jY6ODpk/oyFtbW04c+aMhOEBSKY/C64zaqBlg1QF0nuKi4sF8WW0haFtHeHgs5NDakwGBNaraWQyGWk7TJnKZvMZ9hcuXMCePXvw4osv4lOf+hSOHj0KIK/fjx07Jmg5zyYT03inraysSHY6k6Yoz8B6q1qdRU4OJgCJQORyOaGqUN8vLS0hmUzC4XBIRIafzbtTF6fXKDDvBNKvtB7SSCn1J/+Wa8P15A/PlS4HRa4so6PcE0YotN7lWFxcROkG44xueGOUyhkoDF0z/MBsWCB/EaTTaeGi8bDdfffdAPL9h2tra4V7wqxKAB9IVtJGDgCB8K1WK8LhsHQoYoimtbVVDi3D9AwDcx48eNczdrQRoC9544UooWXVl7i0tBTJ90twkBN0PU5KRUUF/vVf/xUPPPAAfvnLX+Lb3/42gPxBTiQSWFxcxOjoKOrq6tDa2oojR44AyCf/XL58GU8//TR+8IMfoKamRvi1QOFFyYPF7Ed+v65UsLa23h2E4Rte6Ly4dfhShzv4eXq9dHKRTnbQa0DFTCWv38/1Z8heX65aDhha5dxramqQTqclM3pubg4+n68g5D0zMwObzQafz4eBgQFUV1ejvb0dQL4jGEsZ7du3D88//zx27dolxirbr1ZUVGBqagrvvfceHnnkEVy6dEn2jbVKp6ensba2Jt3GHA6HXMjsamXkhVVUVEhSBY06IxdZG35aHnX4mPJGQ4Rz10rdKJNMIKqtrcXTTz+N2tpaMSzq6+vFqNP9wz9s/3lp0CAj31HvOfcQWA+n6vZ+lD2OlZUVSS7h7/rZ9dx05jLLwdhsNpSWlhYkO/F1Po+mO2g51Bw/ygE/h1xvGj26dSJfN5nWs+iTyaScJd3LXFODaDQxPEpqB3mevDg13eB6Rr6RG0qHlIZFRUWFGKeUcYZUAUgZIdYoNp5TZtLHYjGZtza07Xa79KWnvqCeCQaDiMViWFpaQiAQQCgUQjabRVdXFwDg+PHj2LJlC5xOJ4LBIObm5iThDIAYns3NzWIQM5mG+8tKJ5Rt3i3M9G5qapJSQqQkcA1isRiGhoaQyWTg8XgKEmGMtV5ZfYIGCo0h4IN95gFIdj+NJ+3AASjQm0bZ00AHnRDKHec9PT2N+vp6jI2Nobu7G8ePH8e+ffsAAJFIBOl0Gvfffz9OnjwprZPJEWXSGWkQAITGo+WKd5vVahX9G4/HpdYyOc3MzeC6EwRxOp3y3fweY5c1hvB5XmhnWCyWgray+lyyM5Km5/Es638jBYd7Qkeb+2QEWng+jdQb7UhnlIxshLHhjdGVlRWYVKkFs9ksCRmsR8bkjNraWszPz6O/vx/BYBB2ux2Dg4Ny6N977z188YtfxEsvvYTW1lbp2Qust+HjBWREMpuamiQZavv27aivr0cul5O+96dPnwZQeFkbW67xd83P4dCIqDaGtXDS8youLoZZHdalpSVY30dJ6B3yb4H8BTg+Po5oNIqvfe1rOH/+PO69916Mjo4CgBDC9+/fj+effx67d+/GL37xC+mNfODAAWzfvh3btm3D9u3b5Xt1GSFjfbbR0VHxQMkjpbE+NzcnqEgqlcLMzIyUkInH40Jq5/zpJXL/9aGkx875GlF0DhosvET5/uLiYqRSKeEqGfeFa8lnqqyslGfTJU94CZDzBQB33HEHvF6vcIWJnrLVnUZ2bDYburq60NvbK8W47XY73G43Tp06hYMHD+LKlSt45513cMsttwCAtNibmZnB8vKyFHoGIOi/ToAB1hH6WCyG4uJi4ZMZjTGNhhp5tFq+9XobjVltaPEC1GtLY2VlZQWf/vSnZd1KS0uFw8VLUp8J4+dTHnjWyBe93t/x2XkJaKdFG4SUKynjZPhem7p0HA6H/H8qlZLkNZ1ow3WhDLM0Eo0vXpBcU23wGWsKUn8QAdP7wN/5/9FoVC5+ojusdWyxWDAzMyPyptE4zZvl+9PpdEG7T+2EcF09Hg/C4bDUonS5XAVggc1mk2YQLKHEwQgDkU8mRAGQpNO5uTlYLBYxPDjvQCCA8fFx1NXVoaqqCtPT0+jq6sL58+cB5CNfJpNJojDcB54/ZnCThzo4OIg9e/bI91+5cgVmsxltbW24cuUK1tbWMDo6KnOjsUHDR5c/KikpkZa4sVgMPp9PygAB+bJQCwsL8Pl8GBkZEZRX8xB1NRV+n5Z36jYipyxuD+TPOqtGMGmN+or7rvnB5J7zszkoy7o6BXm4drsd0WhUkMm5uTkAeYe7pKQEExMTeOutt/CJT3wCfX194oDQGJ2fn8emTZukAYLWM+Tu8hzxPicn2263FyDRfJ1OD6MINFgp77osH6MUul0zkXa29uUac910JJXraESWudZ0/Lh/GlnWZ4nybKymQV2iy6yZNxhndMMbo1arFRm1cZlMBpcvX8auXbvQ39+PsrIyURjc1M7OTgwNDeHgwYN45513cOjQIQB5Y/U///M/cfjwYfT19aGsrOwDNcWoVHRmIgC8/fbbiMViKC0txW9/+1ukUik0NjbipptuAgCpY2jMpNWCqi8lDgqlDsMbk2+AQiN3aWkJUJ9js9mwqA4BPV0qlOnpaWzZsgXbt2/HU089haGhIczMzODee++V9/f19cHj8eDee+/FL3/5S3R0dEjv+TfffBMvvvgizp07h6mpqQJ0Rr7//WQKm82GeDwuChfI9/oOBAIIh8OwWCxobm7GK6+8AgBS+YCotsfjKTCeaMhy7hqN47oaw5FcS22QAB+86PXnGxEqDo0w6IsegBSrdzgciEQiCAaDGB4eRltbGwBIRq3P58PMzAw2b96M+fn5gp7kPp8PExMTmJubQ0VFBVwuV0FZkrW1Nfnc+vp6TE5OFoQ9m5qa4PP5CgwAfrZxn4geAZAQvk4IMBrw2tPnOnBfeGnx32m4GF/X0QZtiFL5rq6uora2FslkUmoT9vT0AIBcQNxn/Vz8biaK0YAEIPup999sNsva6LJWPLP6UqERqNEMm6qbu7y8DOv7FxMpHlxjFujWST/6QqdusNlsEnbUyQj62TVCRb3BesG5XE4S/biPACQhh0YJK0hwXhrxzWTWGyNwXVn7k4aJRtCYLMdkKMqH3peFhQV5LmaW6wuWhkAkEpHsY54pOhHcE0ZMgLxOczqdGB0dRU9PD/r7+yVRlYPPxFqWmmoxNTVVUEyf54wyQcfZ4XAglUqhtbUVExMT2LlzJ4B8clNDQwN+97vf4bbbbkN/f3+BA0edUllZKdEeIsJcx0QiIc6pblri9/sxNjaGAwcOSCKnTtbjedFgBBE5DoIcRA9pBAEQdJCJr5RrypwO93O/tW7nOaXcGMPJTFqjLqVhDwDNzc2IxWLIZrOor6+XaI5et+LiYlRXVwuKb6yhqxN4dKib54AJZUtLS6iqqpI9ZdIWo16hUEiavgDrOpIGpjGCYzKZCpIpjdEjI2VMrxHXTieDAut6TIflr2cI6yQubZhTJpaXl5FREZGNMDa8Mao9RJPJBLfbDavVisuXLwsHiBvEsD27OPz617/Gjh07pIj4+fPn8fGPfxxnzpwRoaVgORyOgiLJdru9IDuyrq4Ofr8fZWVl2Lt3ryCy2gtidjI5KB+GzAHr4RRjCFELoDZcdSaszWaDSSEKmUwG1vcvH8031Z6vxWLB888/j+rqajQ1NYn3D+RD5V/60pfw6KOP4uzZszhw4ACeeeYZfP7znwcAfPrTn8aRI0ewsLAgJaJ4MIH1sCfnwJASUQeXy4VkMinZ5UVFRbjrrrsAACMjI1hcXJRWovPz8wUoFo0lHT7S68a/0YaUzoTW60c+0oJh7YgWcBgVBy9I8rB4AeZyOalbx1qAgUBAlBE5RrOzs2L8pdPpgsudZWZuvvlmzMzMFJRS6e/vx9atWzE8PIwHH3wQ//RP/wSz2YzPfvazAPKhxUQiAbfbjenpaRQXFxcgyjQeKJtLS0vw+/0A8qWoqqurpSwRjVEth5oWY5RJ/j8VrfF1jVjq8J9GBIhM1dTU4MSJExgZGQEAtLe3y77QGNTGrA4XMwNch/WMKDnH9ULhRMn0edH8YqLX5coYpRySb2yx5OsZ8ywQMaeBzHIzfJ08Um1EG6MMlHldLkrvK1/LZrMFJbESiQT8fn8BskmnEFinMNjtdpmzDldqPiLfz7Wl0UtDqLy8HMlksgD15Xy8Xi8ikQh6enowOTkJIE+/GBgYQFdXlzSHICccgPARiajG4/EPdM4i4sjqJJw3M/VXVlaQTqfR2dmJ/v5+MTJXV1clckQjnOFzriuAghCydnDoJC8vL+PatWvweDwIhULCHx8cHJRyP7lcDvPz8/KZDQ0NGBsbQy6X73Rmt9sRiUSk+PrCwoLojrKyMqEbaB1II8flcklXJ4INdLTYFUq3GgbWuwdRRxt5yOJw2dZbZWujSZf10mg/P0M7+NRf1ENutxu5XJ7Oxpa7gUBA9EAymZQ7nvqQBjWwDkBls/l6oUTPOW9GVoC8Ua8dJPKPqaMpz1peua6Mxui5cf50OkntoXxcj0utWxgb9aZGnAnekK/POWpanjGCqo10m80Gi6LdbISx4Y1R7VWYTCbpJW+xWNDf349NmzaJF0fOUW9vL/bs2YM9e/ZgaGhIwqJ79uzB1atXpXc8+T0AJLxC9GBoaAiBQKBg84kAzs7Owm7/P+y9eWyj93Uu/HDfxV0UqV0zmhnNaDZ7POPEsZO4TtI4adMUWeumaIu2aJM/gpsCBS5aXAQtUCBAb/PhIv3+KFAkDXqB1jXSLXEWO6kdbzPGeDbNIo32laJIStxEcef9g3qODt+4wPfHRRt90A8QRiOSL9/3t5zlOc85xyX96wF0GUhUzkZkh0qGikwbTPo5ebh1V4hms4lEIoFKpYJsNguHwSPDfiIKjQrN9XK5XELwdrlcePjwIfx+P44dOybf93d/93cYHx/HyMgI3n77bXz+858XpOrP/uzPpBUqwxyayqCVLpEWLRTy+bwgo2azGXfv3pXX2A9aF4Q2Hmj+aGNeGxY6WUMLS5syWLUg1cKWAsRoNOl1pODkPbNTEJ0f3letVpMOM9yP5Lb5fD5YLBZks1lJ1EkmkygWi/j0pz+N7373uzh9+jQsFot0cDp16hRsNhsCgQDeeustuN1u9PT04JVXXgHQ6SpVrVaRy+WEv0rkk4ihRpX39vYk4W51dVUQJD6j5gHq+dToqDYm9Zq8Wwhdo5MU1hzaCHO73ZiZmekq8cTP6dJT+rv12tO4oOFN7pc26rTzpGv+UTnouSNqwTOouYMAJMGHIUKWj+E9aSOc98Z71+sDQAwo3bGMiQv6enpeGDmgYVooFCSC43a7sbOzI7LMaKhr545IFuUEjTsqScopGhacs0gkgrt370r7S669NiCYcBMMBoV+MTg4KAl/VOyaj8cwt67PS0OV9+zxeLC2tiYF0Ckf6QDTuOHeOn78OICDs8a9QaOf976zs4NIJCLlhzweDxKJBG7fvg2gg6Y7HA7RCx6PB8lkUviLzWZTHG7uoaGhIQDA2s19zqYAACAASURBVNoazOaDLnLs5GY08i0WCzKZDBKJRBdibDKZZF1JXdjb2+taV1IYEokEcrmc0EU4dxo40PtI7ysdFeQg15wOIaMdmvuoa3tq9B2AgEUbGxt47rnn8O1vfxvnz58Xg1I7FHQYMpkMzp8/D6BDYaAxaTabsbW1JbKBDjY5sdQDmuMMQOSCw+HoOud0uGioG2lGnC+WxCI9RK+LptYx6Y1DR5zoNHPeGEnVdLN3Q1qNgArvz+l0HnFG/7OHNg5o4LG+ZbFYxMbGhnjPFKzvf//7cffuXZTLZZw+fVoEBmszUhDq0C7DEVR+jz32GFZXV+W7dYtQJiE0Gg3hxmxsbGBwcBBut7urILR+jq2tLdjtdimwSy4k752f4cEnUR7oCLvnn38ebrdbWiVy+Hw+lNptEf6sG8eDEQgEMD09jfe9730itMrlMh4+fAigEypnYee1tTVcuXIF3/jGN8RYZatOesjkjvE5q9UqQqGQGJJUHFQy4XAYxWJRENLx8XF5bnaq0gk3uqc8587ImePQPB0KXbO5k9xmU8Ka3CEKS92SjgYRqRVGjqQ2hMhZ43Mlk0kAB0Jbf7ZSqSCfz3cVgU4kEvL506dP49VXX8Xo6CiOHTuGK1eu4IUXXsDAwIBcgzzVYrGIZ555BtevX+/inDJ5Kp/Pw2KxdPGhNO1EG6YA0NfXJwqNz6zvX3OY+B7N+eTr75Z8wzXimmgOmPHzXL+enh7hI9+5c0eEPq9pVJ7aSTEavkRWtMFDbhvQzfUiGkHemPE5iHRptKRer8MOyHU1X5VzReNIc/v4WavVKmefz2bkB9psNkG0NGpLJ0NnlWsDgs/DmsGUV5wXng12ATK2VyQ/T4dCeR7pVC4tLeHcuXNYW1vrQi5puHJ+iR5yP1utBwX2OQ9E3gBIKDkSiSCVSsHj8ci8b25uSvQkm83i/PnzyOVyIh/b7Ta2tra6eOrlclnkM5G13d1d4W17vV45S7FYDDMzMzh9+jRKpRLq9TrW19flegMDA1KwP5vN4sKFC1hdXZVn39nZQTwelxapExMTmJqaAtDho9KwLhQKCIfDci2OdrsttUUpn7QjyTaWOiGNc89zZrfbpUi8Rtm4HprzS10KdEfduB+1UUS5qaN5lGHcH/wbdQ/3a71eRzAYRF9fH+bm5vDgwQNcvHhRdFNvb69QT+x2u9QVZYUcrU95PX43ZR2fk1EH7hmi03reyUHleSAn2kgP4HcxQqqriGinViOYRr3PdSTa3Gw25blpnOp519E9k+mgnjjlcr1elzUvlUqwGQznn/dxVGf0aByNo3E0jsbROBpH42j8l41Dj4wa0RDWNEulUnjiiSeEEA5ASnakUikMDw/D4/Hgxo0bgnKEw2EMDQ0JX4nhOuCgbiLQ8Vru3LkjoQSg0z2o0WhIKy6So9kjHABeeukltFotjIyMSFtBenEMkTYaDcnaZCkQAIKEMOxrtVrF8wM6ntBf/uVf4h//8R87JU4UspfNZtF0OhEMBqXdpdlslnDvgwcP8MUvfhF/+Id/iEajgWeeeQb1el28/r29Payvr+PcuXMIh8O4evUqvvCFL+Bb3/oWAOALX/gCCoWChKUBSF9fAF1hEnp+zEwHDjxWIivb29vyGlsO5vN58YI1V4sZw5pLozNBdQ9reqmlUgmjo6OwqpCJJvNzL3F/MQys+UnAz4ayyLfTfCfuCXq6uhwNe9Kzo0sul0Oz2cTGxgaAjmd+/PhxCU2++uqrOHbsmHAnmUyxurqK97znPfjWt76FP/3TP5Uafh6PRxBRevt8Tp0JqvmivLbf75dQEX90mEqjpXpfas9dI8bGcLL+u6ZW8HfN6eRenJ+fl3k2m81doXc9NH+Ye0Jfj8+iEQ3yevl9rHxAxJ9REaBzFskjI2VEJ5zoOpwmUyfbXVcxYOICz7FGGrkuRD10uJzzzkFUV+9DRk4YpTG2BmRIl4gj9zTniSFJojbG18ndI1pM/iMA6W40MjIiGdq6Pms+n5cOOJyPUqmEkf2+7nfu3JGkJHJZW61WV8KH2WxGLpdDKBSSsDTQif4kk0kp+7W0tCT0F947u8gVCgVEo1GpG8l5j8fjmJqawsjICNLpdFeyi9VqxfHjx2XvRCIRrK6uyrx6vV5BhF0uF65evYrLly/LniVfsVqtIhqNSsIUALlPlnViGUFNMdCocTQalbJFXFPSoojSG3UX15GyTFO8GPnhmeAzavSStABN4eC1eW51jWL9OutMMxrW09PTFSFit7nXXnsNzzzzTFc5MiZfak60Rh9JG+EZtNlsgg6yIghRcFIwqDfZEYydlnjuNK+euQCkoGmKGFFJnguip5wHHYlhLVgdBeHZ10nN+rPUNZRfelD+EjEmast583g8XfL2MIxDj4xqnhkArKys4Dd+4zeQSCREIJOvUiwWMTAwgLW1Nbz66qsoFouYmJiAxWIRYfXjH/8YAwMDKJVKXW30GNZoNpsol8uIxWK4cOECzp49i7NnzwrPyefzSc/0WCyGhw8f4uHDh/jSl76EK1eu4Omnn8atW7fg9XqlBAYVRjqdRiaTgd1uRzQaxdDQkNw7BTg3X7vdqavHdnOTk5P4q7/6K7jdboRCIRF0QGfjkvjNEKHdbsfi4iIWFxfx27/923j00UfxxBNP4Itf/CJSqRQGBwdlXiKRiJC3/+mf/gk3b95EtVrFxz/+cXz84x/H7//+7+Pu3buSvchWaAwrbG9vdylrHj7ybJll29PTg3q9jnK5jHg8jng8jpWVFak1SAOWypJKnIWsaSRYrVbkcjnkcjmpZ8pQxt7eHqLRKIrFYtc9acGhBa4OTf1HdAA+C1uZlkollEolJJNJSSYADpKhqFTW19fF+M1kMjJfbCeXTqcRDofh8/mkBmM4HJb3UeCMjY3B6XRiZGQE165dkwSOjY0NCQFSQbCvMjlQFGLpdFooAuSmaZ6VVnS6PBgHDQg9N/9RghB/Nzp6OhSlaQCNRgOhUAh3794VLiINExpimoulOaQ0SnW4y2KxSP1BvqaTnjRflTxlzT/lHib3kdfj0ErbbDbD7XZ3tQg0hsyZIMdEFK/XK2eExoExNMpnIX9Ut340Oq16vsmn7+np6QoX6oYANADJV+V3aT6p1+sV/h3bdXKuWfeSzjqvr416lrfa3d3FxsYGNjY24HQ6JZNa03R4/vlMJpMJm5ubYjyzGDrPWKVSQSAQQDwe79rPkUgEkUhEklE2NzdlXi0WC2ZmZqRyB8Pt3O9sPNFsNpHJZORsstX0xMQErl+/Lka01+tFPB5HPp9HPp/H4OCglMnK5XJCPWKPdMpXs9ksWfzcEwzx1mo1oU2Q5sG9qnMXKBf1+aATTEOVDjuvz9C8zrTXbVp51jXHmwYY96HmQPKHDi0Nf34fP69D5qlUCs899xwWFhZk3Xp7ezE/Py/3u76+Ls6zThYFIKWpOFfUxzabTfSh3+8X3cDzn06nhaag54VGOel9pVJJDMBarSY1u3keSVXi/tUOIpP6dDIWZY/mefK5uRacX+5R3lu9XhdDmeuibSF9Jg7LOPTGqPbiLBYL+vv78f3vfx+PPfYYCoUClpeXpdd3MplEqVRCb2+vcG7YeaO/vx/5fB6XLl3CwsICvF5vlwKjcNaoRz6fF8ODQpCbrVwuY3V1VYTR7/zO72Bvbw9f/epX8Vu/9Vu4e/cuAoGAbGxuNBajzmazSKVSsllZBJoFj9vtTl/eJ554Ak888QS++93v4syZMygUCujp6RGuIgDJotbKv9FoSP/3n/zkJ/j6178Om82Gn/zkJxgZGcGDBw8wNTWFqakpbG9vY3h4GJlMBk8++SSuXLmCV155BZ/61KfwqU99Cuvr63jf+94n/aMrlYokc1ExRSIR8fzoIWrlT6Njb29PUA/2BadxyqLPuggwgK4SGFSCNGZzuRz6+vpESIVCIQwNDeHevXu4f/++zBE5vhaLRRINKITr9bokJdFQohLQnOVqtYre3t6ufthMyCAKt7u7i1gshlgsJj3piR7Rg6aCDQaDuHbtGs6cOYONjQ243W689dZbcn3y5kqlEqxWK8bGxpBKpcTwoRKgl03DiUkhRP+q1SrC4TBWV1dF8RM9oEIzKhkj6qIFJn/eLXFMD2NilBF1oXHD93FeTp48KQ6MUQZQUBtlBPcIr8P147oblTQVEJ+DiA6TcriPWQHBaHjr+9dKh3xMZqFr4xQ4KCVGR1VX3uA8sMQLlTvPHJWjsUSZRkgYjaGTxHvhHHHNaYgyuYr7nBnXRNFoyNTrdeTzefT396PZbAoyakyG4vfTcfV6vSJDT58+jUwmI3xN473T8G2329LFShvKzKSOx+PY2NgQFJiO/MbGhlTj2Nragt/vRzQaRTQaRa1WQzweh81mQz6fx7lz54STW61WRYZUq1VcuHBBSs2NjY1hbGwMKysrWFxcxNjYmCBtZ8+eFbAgk8kIB7XVaiEUCsneYB4CHWc6FtoY9Pv9uHv3rgATlJcsm8TzSOfeWBSfXEvOF7+XskcjxBpF5dnUXEbjd1Nuaq6odp4YaQAgGf0aiKBjOTg4CKvVirfffrvrrD548ABnzpxBqVRCLBbrckRZF5d7meefP7VarauRCitZ8JmpT8LhcFfNby0v6YTrToIERejwaaOUn+e51ca9Nii1HqOs0HPO6xEI0IYu10I7tHy/ERg4LOPQG6P6YDBj0WQyYXZ2Fru7uzh27Bg+85nP4DOf+QxGR0fhdrsRCAQQCoVQKpUQCoVEkOfzedy/f19qn7EEBQ0qEtcJ13MzUmBSQWkBrJX56uoqPv/5z+P555/H+973PszNzYnAMR5kh8PRlUSj68RRsRYKBdy7dw/37t3DhQsXsLKyAqfTidnZWSklw0FjneiJDj0DHYL99PQ0YrEYarUaent7cfnyZVy+fBlra2v4gz/4A7TbbayuruL27dsYHR3FV77yFXzlK1/BX//1XyOXy2FnZ0e8NRphbHG5trYGn88nNfzo2WljVBsixWIRxWIRo6OjuHbtGqLRKL70pS91IVYa/QIgipgFlrPZrIT/iXDl83n84Ac/QCKRQDwel/mhsDWZDhLHWG6Ddeq4xzh/OvHGarVKJiaVCZO4mIBDo5at/SyWg1qJRLeYXWq1dorgnzp1Ct/5zneQSCTg9/sxPj4Ov98vJVHMZjOy2Sxu3LiBer2OQCAgyVBUigyla0HIfdZqdeouRqNRVCoV2e/AQZFzPb80ioxhMw6eRc4LBaZWgjpJSRvI/JteU/2+cDgsTkE6nZZEF514RLRGoxJUfFr5slqG/i4qMIa7qLypSLTjyHkh2vRuxqgO72kDvdVqCdJPOg6/m4PhfCIq/LyR6sHojUZb+Cw0FrQhToSH+5rPQcSSxi0TOHUiJ41yIua6+gefifuJJdIoc9gOc3d3VxAgTZPgmaezz3np7e1FJpNBJpNBOBwWmhHRSo3AAZDI1+DgIJLJpAARzzzzDAKBAHZ3d9Hf3490Oo2nn34aL7/8Ml5++WVYrVYsLS1JW9HV1VXkcjmRYYyc3bx5E6Ojo6jVaiiXy/L9169fx2c/+1kkk0mpJlIqlfDgwQM8ePCgq8akw+HA8vKy7EtWXSCSxZAuZRCbAXDeaRByTzABl+eOe4d6jeAIjTPKW23Y6HOjnXDtFBmT1vhDx1s7mzwrPN/UCXyNeo97cXd3F2fOnMG//uu/wuFwYHh4GMPDw1heXka5XMbs7KycU1agcDqdCIVCUgqN/3IwwkDHj0APP8tqJnSIaIRrY5NyiUarnnfqLJ47Rhe4J2gkaiSbf+dn+DplKX/oYGjbhrYHI75M7qWMNQIGxqjxz/s49JxR46DQpJFZKpXw/e9/X15fX1+H1+uVDOS+vr4ur4813/h3XZ6Im49Zazs7O9JhgyFwhjB1eBA42Gi1Wg2JRAL379+XHtsARJDzUGtUCOh4lHa7HblcTsJlfr9f7p3ZgOVyGSMjIygoZNRms6G8rwSJOujRaDSQSqVw+vRpeDwe3Lx5E+fPn5eMRYvFgh/+8Ic4f/487t69i8997nOYn5+X7Ob5+Xl4vV709vaKEGWdPqDDl2q328hms+Jd0sPk3NIIoJCkkspms3jyySfxox/9CKVSCSdOnBAFDxyEgzlvFEq6zSKv3263MTAwgEAg0DHKVGi3VqvBtt9xiMoEgAhN1k41ZjTqMBV5Xyzd1G63EQwGhXrgcrmkFAnQydA1m82iZGmoawG4tbWFyclJ2SeZTAajo6Ny3zQ8P/ShD+Gtt97qMoyIfpLKwJIvXFNej8rZ5XJ1lXjRhgKfWRtdGtnU7+HQ5cyMBiYHFaDRo9fIAJ0w1l188803BamkMcwQGfcz91KxWMSZM2fw1ltvSQ3VQCCAra0tKZ9Dw4gGDQ0HOomsXUmlQTREhzYL+1nZnAdywIxGIrvCBAKBLs6oNqi5n4lO6nrGNL7Jb3s3JIUcQ41eE/Xhc7JmMo10AFJdQK8ZM4l5b+Rna4OUg4YTHV7SaTQdBjhorcyoB59ta2sL4+PjWF5eFgQwm80ikUgAOCiVRgRUO+ubm5sYGhrCwsICRkdHsbS0hA9/+MP44z/+Y/ns5OQklpaWJGt8a2sLfX19ADq89v7+fkxNTSEajYoxpznww8PDSKVSyOfz2NrawvDwsMz74OAgJicn8cILL+DSpUuwWCyYn5/HJz/5SQAdGZhOp0UORKNRqVZy8uRJ5PN5VCoV4THq2q90nmKxmOxDXZtWd1iijtF8ap1bwPPF+eeeYvSPDpQ2kvS+1Nnq/LuW5ZoLzdf5veRn0hECDkoYVatV+P1+/OhHP8Lly5dlz21vb+PJJ5/EiRMnsLKyAoulU4uTkUJWrqHjTweaz0iDlHLRZrPJfmT0s91uY2dnB9FoVKoNAB0ZWSwWu8pX8Uzyda0P+D49N8AB19mYjc+515FCDhq8PHOcXyLeRIW5N3gutSw+bOjooTdGa7XudqDAQacNhqOIErK+HrsmsPwTuU1+vx/xeBzpdBqFQgHFYlGSfICDcgtUEMayEhol0pw3Dr1x/X5/l5LQqIj+HIUdD4kOmTLkwGdmskUymYTf+rNLazabEYlEumrM8fvi8TharU4f4cnJSczMzMg9DQ8P49///d8xNDSERCIhYUE++zPPPIPXX3+9K+GqVCqJoZ5KpRCJRLq8Oy2wOA8UiuTiAQeIcDgcRiKREK9aOxCcawpRFk4GIPwver9LS0uixHVpp93d3a7afVwnojAUukYupDZQ2D6TgoP7i8Y1nRsKQ4ul026R98rv0cp7aGgIq6urItAikQgymQyAjmBiWZyZmRlJUKMQ4v5kAXC9r1wul3CDU6lUlyHGe9P7z4hYaidAlw7i54zhfL1GHAxBaYdNz7t+X7PZFCdqenoaTzzxhLQX5Pt1wofmYufzeamXCnSXm6nValJai3uKz6Q50FqRcC608awdPDpGlBGa20UFxbaSNHR1GTSGn3XSE7+bqKxOFiFNgc/Gueae04qOoX3WrmQveO4nGiEMpRuRm2KxKM9Neahb1nJ+2OWJ/FV973zecrmMYDAolCLWZc5ms9IZimuj55Z0BDrsnFePx4OZmRl88IMfxOLiIhwOhzggfX19ePjwIT75yU/iJz/5iUTGaKiRKhCNRpFKpSTngEYP5e3Y2Bju3r2LgYEBNJsHyYZOpxMrKys4duyYFONn9zUAuHfvHoDOmTSZTMhms9KJLZ1Ow+12S7ciOnicV+4nrgV7qmvH0sgNNcpi3b2H0REdPWi1Wl1JjnpuibxxDzLEzHvTDjnvQ0cLiezz/okE81o06uh0MkGL8xqLxRCNRnHr1i3hXXNdKdd01zrd6IDNAdgMQDvkDN3TPqBuoYyiXqIhqSNKfF1HQHkueQ5IYXC73UKX0jKQBqem8VAOU8/rutw6HM9orX6vliNGjvlhGIfrbt9laIiaSmRsbEwEjdPpxPz8PObn5xGLxWSzkRi/traGgYEBDAwMYG5uDj/4wQ+QTCYxOjqKoaEhCe0xlMDe6NpooZKn8tL8LuPvHO8WKteK2gjd67qDAATV0IRnPlcgEOgyNoEDJURERXNbgsEgMpkMqtUqTp06hYWFBXzoQx/CBz/4QXzwgx+EzWZDX1+foAkzMzN45JFHkE6nkU6nAXQMUhruDD8zWYb1R8nhonetn13zc2ik6OQLCsxSqdTF6eTr2ki3Wq3COaVnyf0QDAYltKTniIkBDFPqEJbmGeoDzrXQAnh1dVU+u7Gx0VUxgUgbw0RMSEqlUuIgMLGqVCrh5MmTuHHjBoaHh5HL5YRzxlB6T08PpqamYLfbsba21pXtTePVZDIhl8sJik5PvFgsIhaLCUJIBaT5fZxXHWLn0Man3t+aPkFjhYaiDtPr9dLCn8OIomqB7fF4MDAwIHUA9V4mAkMlQn4si9M7nU7h2O7t7Qk6yjVst9uCTuvQl+bCAgeGm05U0DJJ/67POXtgawRUf97lconhqq+jn41hd66N5pTalGNOTqsO8zcaDTmTdJx0CJ9rzugP+Xg8n1xXAIKOcl6ZdU1jgPfN0CIpO0Q4mcHNUHihUEC73caVK1cwPz8vBgDPA6NDNMyYlFmpVBAKheDxeOB0OrG8vAyHwyHhbc3VfvDgASqVinQ8Im9+dnYWiURCqpxsb28jGAzKvPX29mJ6ehrPPfccKpUKTpw4gVarJQmq733ve/G1r31N6FdEMre3t6X4PvXR3NwchoaGhH7Q09MjRqg2zPjd3MuxWEwS0CjXSOfiHuLe4PpzD5jNZqmxSaoIZSzPo05Y1HKOjgf3Hykg5FeTKsd9oSMqOrrH6AX3iEZmq9WqhNKj0SjW1tawtrYmRm82m0Uul5NzxGfnoFOrE+7MZrNwVAk2FItFmVdNHYlGoyKHtOwnuk+jmvue9CvtoPIMarRTO+OcH00D4H1STugwPe0J3gv1NvWojs4YcwKIAh+mceiN0aNxNI7G0TgaR+NoHI2jcXjHoQ/TWywWNPY9Gpb/WFhYELSvp6cHExMTADqhzNHRUUkeKRQK+OhHP4p33nkHAHD58mU89dRTOHv2LD72sY/B6/VK2zHWFdRJRMah613SuyS6p7mgfF1zruihkqzM9zNERYSNKA2RWYYnmDDwbmH/Wq2GtgrbE5HhvaXTafT398Pj8WBpaQljY2Ow2+2YmZkB0Anz+P1+lEolxONx3L17F5lMRuY1mUxicnISw8PDmJ2d7eKAco3y+fzPhDuMWcQ6BKzDxPTMW60WgsFgV+iQSC8/o0Pi+vM2m026rRAV1e1AvV4v8qocjkal6DGT78r71CiGw+HA9vY2hoaGuvqA6y5XTAbZ2toC0KkzajKZpNzLzs4O7Ha7tORkGROiOv39/ajVajh16hQA4Pnnn8dHPvIRfO9738PTTz8tZcE0dYD7VLe8437b2dmR0I6eZ75uXCPOr96vRP3osXPoCIHmMenfiZQS6Xk31FlHFrino9EoZmdnsbW1JXxChtP5O59d16XlvWsEnGFN8sG4p4hY8L1GLpjuyGSz2VBRNYcZrtQhapaWYVktUgS4LzRKRH4a/7Wqs8u11YksGl0lesJoDnmrXFcmbjAzXVNCyHfnmWILXt4b54LJGuRV6nPebh8kQvF9XBeNxFqtVqkrzJaap0+flo5HwWAQsVgMpVJJ6h2Tg06KCUupAZ2WmuFwGJVKBel0WnjfnJeZmRlcuHABOzs7OHv2LFKpFKrVqrQ0fvTRR/HgwQNBrgF00UCi0SjefPNNfOADHxA0MJfL4eLFiwCAqakp/OZv/iZef/11Oader1cqdpw7dw5OpxMPHjxAPB5HoVCQSBLXiqgYOblcd84x11yX6AMO+IPkjuqwPQCJUnFfamoM11233dTRKQ6uMf/lmupEXt6/lvE62sGIjKYYsMQVOfderxenT5+WFrGkMpEr7HK5BK0HOrXDC4WCtDptNBqS60DUmLre4XBIEhOArtqsOpFWc/Z5Dzp6o8spaX2vo66cV+oizW3nvVOX8NwZ6V+8V86nXiPKIFIyKON0O1djVZGf93HojVHg4IAw/MDh8XgwPT0tBiVrNFLA53I5vPTSS8LBO3v2LP78z/8czz33HBKJBB5//HHcunULwIGg5ublRtRKU4fWdTIS0N2nlr/zXoBOu9BIJCJFoSnIKXAogPT3AQdcNSZT0dB2KUHC92pOj9H4Y+ZtqVSSjFRufL/fj3K5jGQyCbPZjI9+9KNIpVJy/W9+85vSA533yzqj/P5CoSBZnjoMBRyU/uC80uDmvel/yQPm0GU+GMIsFovCV9WE/Xq9jlgshmaziXQ6Dbs6rNrIpHHFddPGkja4eF3ui0qlgpMnT3ZxtVgvkCVdrFar7DdmVDudTgQCAUkuY+F5JlX09fWhUCjgxRdfxPDwMF577TUAwEc+8hEsLi7iPe95j/Qf180EaNhQmNLRATrCTGfw6j3KOaADpBO3jDwkoxGp51CH+fW51O/V4S1juJuvUxGTDxUIBHD37l309vZ2KUn93fw8Q7TkbgKQotoMIRuNSyp8hjxp1OlBXjNDpJryobN7nU4nMpmM7Fk93y6XC5VKRapz6Ovy2Y18PYZZaVTo9/LzlEs8D+RR689zXVutVleyDMPuLDNm5MTTieX+0EYLjSEOhiL1YIWMe/fuIRQKYXNzU7iTrGCSy+UwODiIcrksIUsOVpyIRCLY3NyUOpOZTAb379/H5z73OVy9ehWxWAw7OzvCB/y1X/s1vPPOO0JL2d7ehs/nE2N2bm4OFy5cwK1btxCJRCSBj89GQ+rtt99GIpHArVu3sLm5KU1N/v7v/x5/8id/gvX1ddjtdvj9fszOzmJkv6A/K1UEAgHZ88xVIG+YTok+O8BB4w6LxYLt7W2pfMHP9/T0dLU9ZcY414K5BdzvlEm8PkP/2rngWnPdyXkk/5T86AAAIABJREFU9UYn52h9aNSLRm4pDUPeL51MyqJKpYJEIiEy8OzZs0KxInije7Dv7OwIeLC1tQWfzyeyn8mJur6vESRhrVHSHnSyIOde56Bo3cBr0ZEnhYDyV1cooFOnk6KZh8A5430AHdtFt8UlvYuv6zai3Kdms1nuXVMNDss49GF6rSg1CkFO0vnz55FKpcR4IrHb6/UiEAhgaGgIX/7yl/HlL38Z9+/fx3vf+15cvHgRVqtVUD7NQaGHpbt3AOhCNI1JTFrR6t81R+TUqVOw2WxIp9OYm5sTnhHrlBIp0UKMnhCTHnhw6vW6IAwAxIOigahLwwAHWYChUAhutxvtdhsbGxvCKVpZWcHMzAxGRkbQ09ODn/70p3A4HLh9+zZu376NT3ziEwiFQggEAoIsmM1m4UQFg0GMjIx0GekUDDoZg/OouYVa0ZrNnZIvLOquCff8HHk4TExjceJarYbh4WGp/RoIBCTrHYBkuZJfyHWhoCW53JhBqRFBvodrwoQMnd1vsVikNFMikZDEh0gkgng8DrfbjfX1dal/Gw6H8c///M8oFou4cuUKPB6P1DZcXV1FPB6XPUfEWCfv8D6pcDSnk86SRqv4ox08jRIa9zOFMTln2jHQQyOimpuqnQwqK42KG7nWvFaz2cQjjzzShcLrZ9McSn5e7xONpGruMv/v9XrF6DIadtwXPGu8NodO1igWi12F3J1Op/C9iaBw7Ww2mxSD5zWIrnJNaUgSWeWcaTlFh4RroV9zOBzo6emR0klaBtG45fOTx6zXhIiWx+MRY5H3rmuQ8j3vtgcGBwelW5GWa+TveTwerK2tYWxsTLqSNZtNbG5uSicu9pBnlOMTn/gEvvGNb8jzkyPNZ+vr6xPHo9lsiuNOORKPx7G5uSn1ODUayaSp4eFhMXTq9bpk3kejUWQyGbz55ptwOBzwer2YmppCKBSSH1YsYWKWNhSs1k43Pa/XK80IdP1XPsvu7i4SiYT0ree9l8tlZDIZ1Ot1+Hw+qauqzxjXhVEiGpjUY+SD8rzrhE2eb32WtHzWek/LC8oEGkxerxd+v7/LeXW73YLMspTX3bt3Jd/AYuk0XSmXy9ja2kKpVML6+rqUeaMzEgwGBUGnXmm1Wshms7Ke/JvmVbZaLdlDRqCBz8Dn0hUtqLc0Om2UcRpgIYJJx1aX2OL96OoYWn7RqNXos9HIZwku6h4jMHcYxqFHRq1WKxrKMGi32xJe8ng8yOVyXV4YXzObOyV17t27J8YdhdIrr7yCWCwmdeYAiFfKdm2kBHADkqzMDaaNKACCxvKwUkhwUy0sLCASiWB8fBwApNUdDa5arYaenh6k02mpvccuTpwHKq5YLIaWChuy5idpC0SBtNG8t7eHpaUl5PN5hMNhCR0DkELDVEinTp3CzMyMPF88HsedO3fgdrvh8XhgtVqxvb2Ny5cvAwB++MMfIhwOIxqN/owBBByglxoJ0giw/p1lljhvet6dTidmZmbw5JNPSvYqD7jP58Pt27cxOTkpNWV1Nr3T6cTufikXIqH8PP/POdOkdQqDUqmEvr4+rK+vd4XxPR6PGP9OpxPZbFZCe5lMBg6HA7OzsxgbG4PH48GDBw9kntnC7sSJE+jp6UGlUsHa2hqeeOIJAJ0qBbOzs/D7/bInjKFyTZangAS6M0G1M6eTxihwtfGoBS6vQ0Gp11QrHI1aGpF9HebXc0sEjvfH9/E7mcyyvb39M+VijGgplauRIqArNmgkgeeDhiszV2k8kiZDJVutVuFTyKh+dkYcNNJPhUTjj3/nc9NAIzqrUVsdbQHQdf71umlDm8kUAKR+oW4JyvqPHo+nq1ySNuz5Wd4LDWvWwwUghlg+nxfaio6QUPGura3h3LlzePHFF/Erv/IrEsrmvPX29iKXy+HmzZuIxWJYXl4GcECTYfKKDsm6XC780R/9EX7605/i8uXLuHbtGj784Q/j2rVrAIBcLodarYb+/n4AHcBiaWlJohinTp3CjRs3kEgkUK/XMTAwgFQqJWvebDYRj8exurqKRx55BEBHLhLVZfSI9AOv14tIJCI0iMXFRZw/f166Pml00W63o1AoyF7inqPeyufzkmCpdRUdAzo3QKfEFcsPMWrG/UewQiPc3DNE82lAMTrAeefa0WDVZ0zTQHjWuC+5R4yJV/y8dkaIDD98+FCMfla0aTabEjliBzauI6/PigoEYniuaQTyM/reGPZnaSiddKQT/2jwmUwmOSPaOeegAanPjzZU6QzwvTQc2exEV56gfiFiq+WKEblnlR8tf22GJOaf93HokVEjX41K1efzYXFxUeo80nNgq7aenh6srq7iAx/4gGSF22w2/PjHP8axY8fEeyaaMjMzI56+zjikEtOIj1Gp6rCYRkj1RuV3ra+vY2FhQZQhM029Xi9u3ryJ/v5+LC8vo7e3Vw6v5pEAwPLysigYoMN3YnYoS6ro79ah7OPHjyOdTmNtbU2Ks5fLZfT392N1dRWtVgu5XA6VSgVDQ0MYGhrCK6+80oU0rq+vY3JyEt/85jfxzW9+E5cuXZJao9rro3dNz5Frp9+jBR+Hw+FAMBiUbFcayltbW3j22Wdx7do1QSTsdjt8Ph+y2SzOnDkjmeuRSEQKqAMd/iYRAnINaTCwWD7rWhr5kQDEMGHonUYz64cCkOxvXvvVV1+VTNrNzU20Wp1WihcvXsTFixdx9epV7O7uSr1Qi8WCRCKBt99+G2+//basG9uCUhFodFPvP863RjS0sU8vnGtAY1AbgXrtOLiu7/Z9fF2j3NrA0fOor8n36TPDUavVEI1Gcfv2bezu7nYhw9p45pmgk2NEL4CDLFyNUOiSTrori35GzacD0BWmp/Jm1jiNznq9LnuAgxnOXBdtbFJpE+3TZWa4Ptz/GvU1mUxSDJ+Gp0Z/tXyiMmw2m2Ko6vnSaAsNUUYPyGPjvNMIoaNOZc8fno+NjQ2pVFIsFrsQqFqtJnKETjQLoOs9wusRIfv617+Oer2O4eFh7O3tSVUCNr9oNpvI5XKyP2w2G06fPi0RlHg8jmw2C7fbLWWhgsGgZNvPzMzA7/djbW0Ne3t7GBoawuc+9zl873vfw/e+9z2MjY1hc3MTY2NjyGazUqGCUY6JiQmhKtFw47ySV9toNISvTOORDqlG24jYE9lkhIxRFxpVuisXGxFwn+s9qA02zTflntLZ8/pM8n6MhhY5oDQgSa3gPTabTXk2oOMoEOn3er1SBYV7iJG6vr4+2O12qXahKVs0FAm49PT0wO/3w+PxiLG+u7vbpXfoVLlcLpHf+nXKFK3vtZygU8p5YZjcqLt09McYWaNjRbmgq8iQBsOoFWleUppQnTvKGd0W2Kijft7HoUdGjYMLSMifXjpwQPqv1+vI5XJwuVyYnp4WQRcMBrG8vCxe9NzcnBigv/7rv47vf//7gvxpVBH42fJCOlzB17nh+ZrmBXHjczPxPdPT0wA6NSs/9KEP4Z133sH4+DiWlpZE8Ojn5vPtKV4lFYQuzM+wI19nIXiiKrq/favVwo0bN3DmzBnk83n84i/+Iv72b/8Wly5dAtBBRmdnZ8U7O3fuHP7hH/4Bv/u7vwugk+BEz46HEehGkDgf2ojhc1FAaP4NUVtyAYkIv/766xgfH8fKygoAYGRkBOl0WsqFRCIRmM1mbG5udiGjeo1MJpMgGrrMj9vtliQKvh84oEtEIhHZW8BBmJIF8wOBALxeryA9V65cgdPpxFNPPYXV1VUxdq9fvw7gAJEOhUIoFApYWlqC1+vF4OAggA4as7KygrGxMbz88ssYGhqS0Cnn12g8cr9SqfBcGBFLKg3NGzOinfo7uJ/oEGmjU6OS/B69nlrQG6+rhTeVOEvAzM7OIhqNSkjT+IxUjkaDVqPeGonQdQR1YgK/V88NjXRywPT1K5UKzDYbIpEI9vb2RO7w3nSxfF3bVO8ZY71AXVNSR1aMZ5mDis9YkowGH50sjeRYrQdtIVkOjNQA4EDhU8ZQ1nGuyEckVYbX5DPq+6QBbrFYpBPagwcPJHqyurqK97///aJoAWBpaQnnz5+XhiORSETQuy996Ut4+eWXcebMGbzyyis4duwYyuUyfu/3fg8A8IMf/AAul0tqbjYaDSnpAwA3btxAMBjErVu3pCRTqVQSdJJn0Ov1YmNjA2azGaFQSJBXv9+Pxx57DHfv3kVPT4/co0aouYc479wTLMyu6zfT4QIgDSn4us/nw+rqKt7znvfIvbOTWyqVQn9/P+7duyfoIuWKxdIpZ8TyhEaHjGvFwvrcM3wv5bvmhOpIFx0lq9UqDkWhUMDW1pbU9SZaqcPMmh/JiBy5vtrxGh4eRjqdhsfjwVtvvSVzxwgJn4NrNj8/L2vBskfkaOvnZqcoou5a/2gaDo1Avk4kkvJH6zDgIApBTjoNbg6ey729PUHW9euUXwSdjHJpb29PqDGk8mhgymE56sD0nzqMyEq1WhW0CehOLOImYRauw+HA+vq6LOCrr76K06dPY3t7G319fXjmmWfwb//2bwCAv/iLv8AnP/lJ6TZEBau9Qg3L69AzX9cerFbGHBotbbU6hd5PnDgBoBOSvXHjhnQZ6e/v7yp6z+es1Wqd7lH7XBqgI8y8+4k7PIDaq4xEIlI0naGwWq2G+fl5AB1BPDY2hmg0ilwuh+eff14MP6CDvIbDYQnBtdttjI6OSgiN3B8iLVRInBsd8tShYc6bRlT5rJx3kvv39vZQLpfR09ODxcVFmTcW6SblgiEcr9fbZYxub2/DvK+gWT0AODBMfD4ftra2uoQ0Ba+e12q1KkY8APF6uT4aSfD5fJidncXg4KCgaE6nE8eOHQMATE5O4rXXXsPIyAhcLhcCgUCXQZzJZODxeDA/Pw+32y08Y03Ap6BkyMmIMmo+4buFso2GjBFZ5BzRsNOvcx/r0J82gLXhyesbSffaEdF/o/FP5abRBrvdLoXuteLgvNAg5H7UiC5f517U4XUdVmXom/Ojs9ItFgss1oO2nTQ+AUiCIbO9aRSyyLdGn8vlssgajZbwfBqpDrx3i1JCZrO5K+OdlBUqPY3UNZtN6TgTCASkuLrOnCbSSiXLueJz6y5eOzs7MJsPsr41IrW9vS38T9JOvvOd7+DKlSvY3NzE8PCw0FIYFu/t7UWr1enrzntmnWN2d2MI9eTJk3jttdfw6KOPAgBee+01nDp1Cuvr64hEIlhcXJTQKNAxTLxeLxwOByYnJ3Hz5s2ueqmUX729vWI8zczMSJiehiA77NVqNezs7Ei3tK2tLZFrROQ4b6VSCWazGX6/X/aty+WSgvqhUAjValVqC9PBoLFJIKK/vx9Xr17F008/jUqlIomSfr8fW1tbqNc7neDIGdXUEL2/aXDqcDMNHuouzg1BBu7hYDCInZ0dMQhbrRaOHTuGra0tQZ7ZgQzoyND+/n7Mzc0Jd5QINufG5XKht7cXU1NTcLlc8Pv9Xc/G72eeCKOCNFTL5XIX4sxzTtRYz6E2BrVsYSMNYwMJGrKkWGhKDRMBKSdolHLeKXdY0YR7DIAYoPyMdvL53ZS3NIR12B4AYODt/7yPQx+mPxpH42gcjaNxNI7G0Tgah3ccemTUUqnAzDITFgvCPh+KhQJyOzudzEKnE2US7F0uFDIZBO125Dc2YLfb4QFQ2s+0P9Hfj7DTia18HtlaDVezWQzvZ+j1WCxILSzAZzajWSzCus/J0MgkQ2fCKVSQvXk/xGIymWA3m9E2EJsBiPcqpSHyeezte4DtdhtekwmphQWM9vcjn8nAYbMJSkZUzePxYGFqCj6Fjoz09mK31YLDZEJ53ystlUoI73u3qYUFvO/iRczNzcHRaKBcLuP0+DgK+3XwkskkPG43/vdf/zUee+wxnN7PSv+Xf/kXAMCzzz4Lq9WKSCSCoN2O3Po64j09Mq9OHCBcfrsd9f3wBj1EJ0PE9TocJhOamqzd6i4VQy+9vu/9hgIBlItFxPb7VTscDvitVrT3kapKNgu/z9dBLctl2PY90Va1Cqvygmdv30bi+HF4TSY08nkE9tGc9t4eWo0GeiwWNItFmFotWPbX3NFqwbKPEDlsNpTT6Q76qBA2c7uN3v0QGvb5dz4iq7kcXCYTVqenEQsEUK1WEVboztzt2zh37Biy2SzSOzvwuVyo5HLws3Vnuw1bq4V6oYCB/bVqNpto7Xvmgt7RQ1ZVFFqtFqwmE0yNBswKeeaa6FqEDPG1VL96XWPT1GrBZjKhrOrvanqApXVQqkaShsxmmPbnn5QBm4H8rxONdGJBu92GiWuyj2x18bDMZjgaDSndZTKZUCsW4duf11KpBFurBXOrBVe7jeY+SupWCKCl2YS51YJ5HzE1tdsw8/trNXgcDjT39mDaD7uWFUe7rfiZTqdTEnmAgxq3mgem+8Hv7u5K33p2f9GJYcYOM8Zn53uJhrbbbakMAHQiBfV6XUJ8uv4uS68RJWZYmC0zdUcnJlZpGUYUp1gsSnSA6DNfJ+etUqlIaS7WlLxw4QLa7bZ02ikUCoIEAh0UjAhTOBzGjRs38PGPfxwA8KMf/QgAMDAwIFSnWCwm0Z1f/dVfhc1mw8zMjESV6vW6lHYqFAqIxWIwmUy4desWQqGQ8OsBSJZ6Op3G7OwsJiYmsLi4iLGxMQBAIpHAyy+/jJGREdTrdTx8+BCnTp3C6uoqgE5ZQdZZZQJeUSWZOp1OqZUKdEr9sdUvIwa6FFBfX5/Ux+bZKBQK6O/vx9LSEqrVqtAf1tbWMDo6ikKhINEcInbcPzokb0yq07QC/Xmu797eHhKJBJLJJNxut7R/Bjqobjqd7qrTTboA783lckmb1Gg0io2NDanBys5eOzs7GBwcFNSVssnn83Uif16vREYZ/WL5Ru4bcpmJyjIawfbSfF0j+WazuYvqwjXgIMpsjJTw8xqp1BE/ngcdDeT54jrwGhrJNlLcWPHiP+oaeJjGoTdG/+h//s//6lv4uR+//z/+x/+V6/w3AHjjDfn/n/GXb3zj/8r1/yvH//vCC//Vt3A0/n8yHK0WGqaDItQ9PT2iwKjMGYZrNjttIjVnl/QbcvgY7gO6s+Y115aDCotOMRUtr+9yubpoJgBEAdJAZlhTJzkBB2FLcvDIUeN1XC4Xtre3pbXymTNnsLi4KPems7L5XNlsVig1JpMJyWQSIyMjwh+tVCpi0AX2HTaHw4GZmRkMDQ1JY46LFy/ijTfewJ07d2AydRpL6JJUJ0+exFe/+lUcO3YMsVhMQrq6SHgqlcLo6KiEXDWPGDioC0mO/OOPPy7GATPxA4EAZmdnce7cOSwvL3fVvNSGueYxRyIRrK+vo6+vT5J7QqGQOAnhcFjyCWggs0IGAGlesLCwIOWOms2mVA7Y2tpCMpmUsDKz7DV1g/fHPcaMfq4L6RU0vDS3OBqNotVqIRqNSrUXPa+klFitVuzu7iIYDEoofWhoSELxpBCwHjTQyQlYWlqC2+1GOByWhEU6SOR4cl/rUDepQ3yPLlfF12no0wBlWJ/7lYazTtrTVCNd41PXadVrrvMgNLedxjNpLxoMYNk4huHZvldz75nAqEs1ck9VKhW4zYcr8H247vZoHI2jcTR+zkdNJS5Q2bG/Onm7utSWzihnz2vgIKmK72d2P6MnzJglB5y8PnJ4gYNC9ERNNN+UqBYzm8k709/TbrclK5sc3L29PUG4eL+8LjvGsFsb60gSSdXJbu12pzf86uoqVldXEQwG0Wg0ujiFPp9P5q5cLqNSqci/tVpNqmbMz8/j05/+tHy2t7cXqVRKMqtfeuklnDt3DuVyWQxGJn/ohLRkMonNzU1Bl1nNhEXrAUgS6+bmplx/aWkJZ8+eRTKZlGQct9st66obBHBtWBFkaWkJoVBI5i0ajcJqtcrr5L3TeAqHw1181kQiga2tLeG5c9+xvjYL7dMABzpGHudVcyJ1VQ4izLrkEPcc0TiXy4VisYhyuYyNjQ2pSsDXiQ5y7Y11c8lPZeJsqVTqqh/L8nhDQ0OYm5tDu90WJ44cfdaSzufzqFQqUgVGd3ni8Hg8Mi/aMWg2O/3r6SQxAsC55F7RVTW0kc7kIxryXC8+A8+srtvrcDgEjdURjUqlIs6QTr6m8Um5QKNY/5/3zDN3mMahR0a/9pWvAPsZqDqTXZP4dRkZ/ugsUd0RQZe20IMwuX6PzkLW79GbxJiQwe8zZsDq6+kQtjF8wk2rQ3N8Ro2QoN2GjeFamw18pzGLX8+PJqnzfUB3K1M+r54jY7iQQlOHVakI9TU04qI9Qo/HIwkhOoNQK2ntCerEL/5uTGCjYMhkMgcISL2OP/lf/wsA8P/89/+Oyv566WfnelAY6HnX363nhYMKm89JhaT3B8M7ugQQr09FwNJVLKOja0vyvrSBwc/rEBKFIz+rKSX8jF4HJqfwGXjfxr2iw1f63phQwDnis+uEEYbB+AzGMJQuEaXnmHuSyTz6+4GOAabba2pDj5+lcuRndYUMJgfos6JDbhrBkGxYqxVf+drXOvvaYoFlf11LpRKsVqsYV6VSSagHRF10zV8tE7huWs7oWoK8J4326BanTDbSnZHa7bY0YeAa6oRCIjtWq7WrExzvh0qOFQ2SySTe+973AgD+5m/+Bp/97Gfx05/+FH6/X0qXcU8w1Lu7uysF7Xd2dqRD3vXr1zE0NCRNPkKhEF588UU89thjAA7qbbIBh9frFfSQzSzm5ubwyCOPYHp6GolEQp4tk8mg1WphYWEB8XgcyWQSZ8+exdzcnOxnruXk5CRmZ2cxPDyMzc1NAJ2EkomJCWnxW61WMTExgTfffBNAB7XNZrNIpVI4c+aMJCwxFM+kK6vVilKpBI/HIwmeRAG17NAyiP9nbend3V0kk0kJ42cyGYTDYUFM+/r6sL29LQXh+RplII0mIqSUOW63W5wS7jUOGtapVAojIyNdyVW6ycrg4CBeeOEFPP300wAOdGqr1ZLzoBFnnVRYqVQQiUS6Mtp7enqkO9bbb7+NiYmJrhqsgUAAmUxGDGmtG1qtluw/Go86oY5OQrVahd/vl7JlOrmPdVV5zzSkge5qHKSlGKt68OxS9mq0nnJNy1I9LywbpZPNtHygY0vHTtMf6GQepnHojdG63Y76/uYzMWvX4UBFZQ9rJUbP3OJ0ymZpsaQLgMb+ZuLm1crRYrHA3GoBJhPq+4pZl2yp7gtr076SoBAG0KVw6wCsbjcqqv9wtVqFY/+euEmtVita+9/faLVgcThQM2TI6e+vGbLraooTpJW6xWJBVR0qchQr9TqsTica+8ajef/aVocDtf2DpA0wzZ1pt9uwMLxjQGeazSYamue2P6921cLOvL9GTbMZuXodTRUes7rdXa1Rm+3u9of8va7up6UMZJvNBqvdjuLuLvyJBPyJBLa3t2FX71/d3oYrEoF5XwnTq5ZrOBwo7PPs9N+1cVar1QBlqLhcLuwUCojH4ygWi6hQSLFEUbsNm9eLcr2OlsWCuqHocrXRQK3ZhMtuh8VkQsvphMVul/1abbcBqxXlWg22/SoIusxQdX9fud1uwGRCsVKBY3/Om61WV1cmh8OBWquFuip1xL1VaTTQ3EdKxFg1mWDdD7vWajW0LBY0TSa49hVcar81n81mA9ptlKpVtJpNuPeFdn3fINzb24PN6URNGcGcW/d+VQwaf9oZMTscKDcaMO2HyEw2G/YYfuvpwXax2BHOLhfqNP73nVbfvtKVbHCXC1XF18oXixJ643mp1+ugaua5wP789g4MILNfrgsAnC4XLPuOBHmfVFY02Nntq1qtolwuC6qlQ278v1bO3Ge6Bqw2joluEu0xyjEal6wuoNeZr1M5s0yY8N73lSLLNxGR0uWLbDYbXC4XBgcHkc1mu4x4r9fbVRez2WwiFosJZ3RiYgLZbBbr6+u4fPkyrl+/jscff1yuH4lE8PLLL+NjH/sYbt++3UU5GBwcRDqdRrlcxvDwMG7evAm73S7cQ4btL126hKtXryIYDKKvr0+aY5hMJqlNmk6nMTg42MVdBDpGn9VqRSqVQjQaxd7entAnnn32Wdy+fRvRaFQ6OekSSNzH9XodXq9Xsv+BDlq3tbUFj8cjpXxoHALA9PQ0Pv3pT+PFF19ENBqFx+PB/fv3pXlGu92WUlCFQgGNRgN+v1/2xMrKCkZHR6ULIUPRDHUDHWObDooGJbgHbTYbUqkU4vG4hL6B/XCw242trS0MDg5ibm4ODx8+xLPPPivXdTqdXeF1TRthljtbftL46u3tBQAx5vP5PGKxmMzd+vq6rDtlhs1mQ6FQkLJQ1WpVGhAw0107X6REsLIMda6x4ocGT/R5oJFKVJWtgTVYQTnCvzWU/qZTSjCBDjvnjeeNBrYGt3SVEa0bqdPb7TYsR2H6/9yhUROj0aXJvFpwU2Ez3EDBrVEpY5svChK9wSwWy88U2tbKUyOxLDvCzcbvJqzucrm6EnT4ffo5dbhNI7y6vZgmuXPwgPCHRGm2stOcHiZZ8Zn0s2gjXRfo5SGmUNQKUBuv2jjVQ6+fXiMa7xQgWkjo+oMaCSfCwR8mZaTT6a76dl6vt6tdYTgcFmRwd3dXPk+PnmgaPV+uhd5vRNjY7pNhsWKx2CUwOSc6yYRIBdtBkiPGnszc2ywlQiHWaDTQ29srRoBGU8jpY/hUGymtVgu+/cQuGiVcX2MYiveijUJdeFuvG9v4nTlzRq7ZbHa69WhulMVikfA015dIBUO6DA/qRCrNc+Na66Qn7he32y1cTSOqmk6nBQmuVqtilHNeOZc6vEinRqOxzWYTwWAQCwsLXWFTImcmk0kSZfg3lvXh2lDp61A59z7bz+oyckYnTCtH/XfeL51CPpuO6jDspz/L6xGVYaiQtUN5bzq6wpbF3POBQAArKyticNPAabc7tRFZyieZTOL48ePI5XLSSMNut4vxMjAwgEKhIOFqGjkLCwtfO7ImAAAgAElEQVRi2DKMPjQ0hFwuh8XFRTH4m80mZmdnMTs7i1AohGazU4Q9m83iypUrgpQuLCzI2WJXtNXVVTj3wQHKarPZLLSBkZERvPnmm1KQf3t7W8pG8byZTKauULveu3t7e+jr60NfXx9yuZyce8ozOoj8YYF7zvXExIQU7He73TJnTqcTmUwGW1tbiMViiMViUpNaO9jlclnC2bp8nq5bS1nh9/uRSqWkZBVRZp5/doPiGTh79mxX8XUanEQ+9Vn2er0dp31nR2qgxmIxuX42m4XFYsH9+/fFibFarRgfH8f4+LjsO947myGQy6l1P/cFv9vlcgnlQnM/ed7ZOIJ0AB3N0XYBdRjvmfudskNHQbRedjgc8p2MkGgZpIEw6lC+rqkuwIGzw/Fu7U1/3sehN0a1cteCmkJVbxLgoG2mz+frgu65IbgxtWcIdBs5OtxHJaORC22EaaOGHq/J1CGH67AXuScUSPwMDU2gs+GpFIyIL1/nodSoJZ9D3w85UHt7e6JciNjQQOC88bv0waMHSYOMBoY+gBqd0bXStJAQVHMfEdLkbgpkDhqTXFvN4dF1JLWxbjabkclkEI/Hpf8zcJDVzMHvpQHAdeVeoPdKQ51ebLt9wP8jusI100XCWe/TarXKvNOA1Z4229rxO/m73uO8d3rqFHa6ADuRFe08AZAahhZLpwA0u6XQM6fy60Kc38Uw0YaoXg+32y0ZtXrPsYYln0cXdbdYLNKvW58X7jU6fXo/85mpuLnHmGTALHEaznq/kpu4vb0t80IHi2vE0LbuSqTXgEo4lUrh2LFjXbVl2TWLe5DzxWfyer0yLzRauGd43vi9lGF6zbVjoJUiDVD9XXSyNQLK5+Q+pIIjMsZ9zL3E99Ep4N5lqJ4h4b6+Pkk2iUajghZpTh5DvSaTCYlEAvPz8zhx4gROnDiB7e1tNBoNFItFtNtt5PN59Pf3Y2pqClNTU6hUKkilUlhfX5es59dffx2vv/46SqUSTp8+jWAwKPUstRxpNBrY2NhAu91GOp3Go48+im9/+9s4efIkTp48iUajUwTf4XDA5/OJLNN7ivVFz5w5g9u3b6Onpwf9/f3o7+/H4uIiJicnsb6+jkAgIA4+OYA0RGw2GzY3N8Ugn5ubE0OF80M5xM8mEgm88cYbePzxx2V/JJNJeL1eeL1eXL16VcLRdBxZZzSTyeDkyZNYX18XOgB5mdyfRFK5vrqwPc8fIwk825w3bVivrKzg5MmT0ga1VCqhWq0iGAxKG+6NjY0ux491YuPxuOyRYDAocmpzcxOVSgVbW1tiaPv9fpFDNlVRRre3ZYIUnXEdBeK81ut14eOyAxKBGiN4RL2mnQTOD41gyjv+0JGmHmJEg3uKVEGePe2s8/4ol/h56h6+l6AEQRfKV12b+LCMQ2+MHo2jcTSOxtE4GkfjaByNwzsOvTGqkU16lZrEbEQPiWbu7Ox0hRfb7bZ4b0STNPKgkTZeR6NkGmUlakaEkSijRi/sdrugZRoRokejQ2kMp+3t7f1MgpHuWU00xohW8bsZhuaz8Ls5D0QKmTykw+d8HoY5tAdoRDOJZGnkU3eY4Hdq2oAO/Rm9S/7LsIbOKtQeKtE1HU7M5XJSn65QKAjySM+cg0kkOqlKh2i1p8k1pUdNpM/hcEjYiwk2RMaInhcKBemnzfCaXk+GizQSyxp82oPXfCZmgRrDRETdOL9EIFkihNwxoin0vumBE3Wk100UhXPB0Dvnm2urEZbKfu3RZrMpSRwMiZKzxmvxGty7RAaZrarDvSaTqavdnuZicX09Ho88oz5jDJePjo7KOugwPJOOKpVKV5KCRhDZvcfn8yGfzwsSA0DoBURq9J52u92CYDEsT2SMiCcRfh1J0FEMTVsgas09w4gE/9X8NT1vDAtyXUKhkCBqRH6ZgMP51bVlGQHw+XyYnp7G9PQ0fuEXfgEPHz4UGen3+4W3GQwGBdXq7e1FIpGQ87azs4OdnR309/cjlUrhypUrgrqWSiUJRzPZhNzKvr4+oTesrKzAarWiv79fMtntdrsg9VarFb29vYJ67uzsCL+U7aA9Ho/QR5xOJ0KhkFxfZ4EHAgHcuXMHly9fFhoAUWWGqoPBoEQcdJZ6NpvF+Pg4kskkAoGAoKjUSzrytrm52WlbbLPB5/NhbW0NdrtdZBrpDTpBqdFooFKpIBgMYm1tDWtraxgZGZE9rcPE3DM6qalarUrNTiKAepjNnTaopAsAnZB/LpfD8PCwtGQl+siOS+SDMjKl9THPMJFQfdbS6bTItuPHj8NqtaJQKAg9Q5cbc7lcKBQKcpa0bKec1dQsHZrXdCl+N6N+Ho9HzgCjNpqmpalE+nqazsQfnllGK/g6E9v4mkZfKT/1WnDP6MQ7bWPo6NJhGYfeGNXGld4UOlSlQ8I69EBlrg8lP6MzUtvtg17zVNDcSDx0vI4OtWnDgEaqNhL0vWtDgmESXcJC85Z4T3rwmXj/vGe9YbmB+X36gPFQ8f86nMDnpBLlHOh7N/JA9f3xO40HRStIzY8BDhJoOCe8JpMGdPgNgIQuaHQxdOh2u/Hw4UMEAgF4PJ6ukL6xbSYNbiMPWT+TpmFYrVb4fD5ZGxo8vDfO1/b2tmTNM9uZip1rwjIpNF4Z+ufz0YAi74n8ZYYT6UxoQ15n2zNcql9ncgGNXPKquMbcU8wy1cKN32/MzucgJ1Ing+k9QL6k3pe65Avni/8yu1RnxjJUq3nWmlvFs0TqhZYToVAIKysrSCaTsp+5/xlWp2KiUcrPh8NhFAoFCbHu7Ox07X8amQ6HQ84rzyKdK5Y80q02adxSaemSOjwP2smj0qNBqisgUMkxfKg/T2ODxcZ1iR8dztQOFZViJpPBiRMnxJHgvnW5XLh58yba7TbC4TAymYyUYFpaWsLS0hISiYSUGiqVSlIgPxKJIBKJ4M6dO9Ial1xer9crMnZ8fBy5XA4nTpxANptFJBIRg25paQk3b96U0k9+vx/JZFJke6VSwalTp6TY/87ODi5evIhsNotsNotyuYzYfstkyhOz2dxVkmtvbw/Hjx/HzMwMzp8/j3K5LM92+vRpZDIZ0QM01HiWrVYrstksxsbGsLi4KEX1a7WahLGptyjn+dlGoyG1XdmqVTsoum0l149GN9fcbDaL0+rz+X5Gf2hZratRAJ0kJRq8xWIRHo9HDGWeK5a/otHO/c77puPNedEOuwZFaGDz2ehQ8ixlMhkkk0kxOIPBIKLRKMrlMjKZDNz7ya6UIWyn6/f7sb6+jmw2K3uCLZi1jjEacNro5LPyrJImxM9qoIoynbpU60oO7eARdOAPn5fzo99HgEcnmHGddP7LYSvtdOiNURp9RgNCI6XGoVFBImLcJNwE2liigjMmQxBxojdExUmFpxUG75MGC1/nJuc1jMinThjQG1mXmdAGjUYrtQenURYaHVqpaT6o1+vt4sOSi6gNfiqsdzPc+DftDfL/vDfNZ+GhIVeOv9PYonClYcGsbs1rJBfIZuv0NybiYTJ1unpks1k0m516j06nU4QeB5WxNtZ5n1x/3rMWLDQu+N2aa8bSODQGieTqtSG6Vy6Xuww8TbQnWsb9QuXPPcc9BRwIQgp3Okjb29uSBU3DjigdcMBR5nfTWCEvy+FwiFFGg1/zsnVJGM4REY12uy0ol/b4tWOnE9T0/tYClc/NOWLdS+O98xxTsVcqFUHNuXfZ55t7pFQqdfGzdZcku93ehcYwq7qvrw/ZbBZ+v78rM5lcb42A6KQGs9mM7e1tmUN9brUDoNFm4xnT508nvWkOssViQSaT6UqU1CVf2u22dEsi55UJc0QiTSYTJiYmMDExgY2NDUSjUUxNTcFqtWJubk72odnc6a1+6tQp4eKyNimv32g0cOnSJcl0L5VKUni+Wq0iFotJN529vT34/X74fD4sLi5icXFRirpnMhmUSiVkMhkxSoia0vit1Wp45JFHxGhaWVnBysoKPB5PF2LOOXS73cI1pROytrYmvEyiswBw//59XLp0Cdvb2+jt7UVvb690wqG8YLSBe259fR0nT57E3NwcAoGAIF26UgITCmkocU/09/djfn5ekqc0v5dOmK6PyVqbXBfyt8ljZaRAc4d5DzorW0cSQqGQdHDScoRnneW++BnNi6TBx7PJc895b7U6BfM1mqcjKESwV1ZW0NfXh4cPH4qxSjSZqLY2/Lxer2TXl8tl4aLy9VqtBr/fL5/h/HBoQ5VyjHpWl4Yzm80ypzpCxagZZTP3lZaRPLvtdlv0OO0SbXRSZmmnltfkDyMW1DW6NNdhGIfeGAUOMvM0aqg3D4dRgGtDioqHSAiL02rjkxuA/zd6dXrT0ugzIiI0Yqg4NMKnER39fv7oDiZ8vyZy0/DhPBiRYD4PBYNWcLwWAAnpcGPrrFwaIvr62mjn4L3QqOCc6VC8Npbb7bZkN9Ih4CEul8vY3NzsCkPy2pxvzg/r+xk9dyo9l8vV5UTovcFn1HuKBhjvXc8l38frG71o3TKPCsRopHAuKND0ntIJUJxnbchyjilIuR5aIFExMjFDe+3vhvTy3nWIkUpCGw4MB2qBre+BTg4NGqItRJpoINHwpcFtNKRp2GkjnedHn3/OpU5I4pm1WjutavXrlAuzs7Not9uIRqNdZ4lrQdSpr68Py8vLWF5eRk9PjyTExWIxcUY4iITxHLAMEpUDKSv8V+9nhqW5NtyTmv6g15+yQMs17XBSJvH6VID83kgkIoYW14RnPhqN4sGDB3jqqafw1FNPyZ5gjcxj+61qWfg9lUoJ8raysgKn09mVBLS7u4vV1VVsbm4iGo0iEAggmUzKvAUCATnnpNi4XK4uagiN7tHRUczPzwvF4KmnnsLx48cFbZuYmMC1a9ck0YZ7l4Z2q9VCb2+voK6cEwDY3t5GoVBAb2+v7OVKpYLHH38cb7zxBq5cuYLV1VUsLS2JoZ5Op0WfkOIAQJDX8fFxzM/PY2RkRPQBzykdfNIBWNaH+3F1dRW9vb1wOBzY3NzEyMiIhOtzuRwGBgawvLws1QdIC9JAhsViEeoCk5U0CEM5rUERveeI5gOdElucF03d8Pv92Nzc7NKrLP3VbrclaUqHquv1epfcYLa9TnS0Wg9qosZiMfT19SEejyMejyOdTqNUKsn3MGGJDjhl/b1795DJZLqMQZfLJc0UAPyMzufZYjcyGtkc1NF0BNh2V4fptW1CG0PLWOoFjc5SfrVaLanGwf2kbRUdDaFc1BQuI8r78z4OvTGqUSxtEBmRGyIxVGpUdkb0kugFF5XKl0pdI3ZayBPJ4uHldbnxeJDNZrMYRDrjnO9j+FKHFDWqsbu7K8arVlLaCNDPphE9DhoJOtxLJIsCn3w/lh8imkXkRRujGtnl0IY/hZuuFKBRT/6f86wPkT7AGiE2Itsmk0nKwWhDu1Y7aH+neYhEPDi0YUvBwO/kHAEQJIGhZ84HhSaNSnK4dJkgIpHaswYOOHh+v1+EKgW4cR6Ma07PW2dzakGujTYdBdCcIzpmGomnAcUwOoWnDjuyliENJhrv3DNEq2iQssYkkT/uKa6fnhvNueIza+eFe02fe32WqEx5jWw2K2eZ91utVjE4OAiLxYJcLtdlCPO5WTommUyKAjSZTMjlcggEAlJRQHNWaazT0NCIsHY0iZ4wDEwKD1FpZnfrs83n5Z7gXGiHkGtCrhwAMTh1tQfOgVaYvD+z2YxisYhTp07hpZdewksvvSQRCiJjuVxOnDCemWAwiJWVFTz22GPw+/1YXl6WNXS5XFhbW8Mv//Iv4/r162Ks8izeuHEDv/RLv4SZmRn09PSgUqmgp6dHQpelUgk7OzuYn58XRFbv11ar0/O9v78fy8vLMJlMSKfTSKfTkuHfbDYlUz2fz8uas985z9mJEydQKpUkM3twcBBTU1PSnYpGIOlAoVBIzgydgpWVFVy8eBEXL17E8vIynE6nREAsFosYqvl8XqIQlEXaqKLszGaz6O/vx+7uLgKBgDgBmmo1NzfXFWIHIOeO8iqfz8sZpKGjz4QxAkQ9qO9LU7iY3V6tVrG3t4dIJIJ33nkH77zzjuwXniWNPDM6wzlpNBoYGhoSg5y1TylH8/k8BgYG4Pf7hbPKs6f54xzsSd9ut3Hp0iUxhrlfXS6XGJfGah20G2gLEDwigknHUss/OjX6PFDW6s/qKAgNYA1KGCOVlPOcO+pDTXMCDoxprecO0zj0xqgeFCRaqWhlRQORApTKWZPMtRLUwk6jjQC6EBr+aBTJGIqmQUOvmAdbo4f6dRpa2nu0WCwIh8NirPHAksvDMi1U1NzYVFgaBdXhQ/5fPztDXzabTQSyNkr+I0QU6K51yENBY48Hi0LO6H0TOdRen9VqFU4S15mD3nChUIDH40Eul5OyXTTS2u12V11RvUYcXq+3y9g2fr9GJYlo8PO6xisNKRpmzWanXAkNY4auaAwQPQAOEsc437qMF/eFfnZdj5Pfr50QOj3c69rYJHmfKCDb0umzAxyU4eKgQcf75X4whouJ9HDfUaDzR88bHUTtfPHv/C4a20B3L3U6idwL5NgZoxkul0v4hXw+h8OBQqGAYrGIQCDQZShzPnp7e7GxsSH7j9zpcrksiWAsbq8HFQKVtg7deTweUTykXfC5uaaUU1SyGuXSPDR9tojCauecMk/fB8Pn3Ffa6KFTarN1avMmEgncuHEDN27ckEL4NDBGRka6UCO/3490Oo1jx45hbW1N6BfasYvH47h//z7GxsaQTCbx6KOPYn19XUoiZbNZ4YVWKhWsr69L+NlqteL8+fNwOBw4deoU3njjDanVOT8/j+npafT19aHdbuOll17C5OSk7OdWq4V8Pt+F2Gs0neFv7SCwnFGj0RCqz+TkJFqtFqanpxGJRGRPkKtKQGF2dhbnz5+XBKdwONy1FzVCZjSoeQ54VtrttqCZDocDW1tb2NnZkc8TOZ2bm8P4+Dh2d3flekT6KS94rrXMttlssieYiEdeMc+11qcaqLBarVJbuNVqYXx8HJlMRu49kUig2TwoWZfL5YT3yjNHh4jdydgFifKSz765uQmHw4Hl5WVJzmLr10KhIDJSy3bOAZ08Ovk0XFutloAS1JsaKNI2Ac+0jqrpKCXlmA6d87PaUdaD+lE7mu12W3Q5ZRjPJfU99YeOeBiBuSNj9GgcjaNxNI7G0TgaR+NoHI3/j+NwVUV9l6HRSnoG/5FHQK9DIwsMDQIHIVeGsOltAP+HvTf7jfu87v/fJIfDdTg7hzsla6NkSbblJXZiO4ZdxUkTp40DJEiBFmmApL3pVXuR/6Bob3oTNCiKNkCBBEWLpk6brYnjOLbjRbYkW5K1kBLFnZwhZzgz5HCdGX4vJq/DM2P/rn9loQcgJHJmPvP5PM95zvI+73Oe/XQgVcIUrBDtgj76lL1H3jw6SYoSdFKSISxwNzkrl+8PBALa2NiwdA/tUkCM1tfXlc/nlcvlFAgErBCBeSHSZr48+gUa6rmvzIckq8QGBWtEiX2U3cid5W+eR0Q06dNBjREdc0caAgSjvb3d0BhJ1tycdJWkugb4/O7TQtbcuyG1Wg0E6lAALzOkVDzJ3XMvPSIFckf07QtUQJ0lWaq/q6vLEAkvN77Ah3Vq5N9CEWB+/Ov83tnZqdXVVSsikmoRPWnFcrms1dVV9fT01KH5IKq+0bofoB++fRMDZI+5BdXzrxPVe+K+T0/5+aDYRZLtG2QR7inzxF5pa2ur6yKwsrIiSYbggvD39PQY70ySFTwkEgndvXtXfX19lsJkXuBow5GsuGIBT1HxlAHWzPPPGttHcSJMIxeXZwOd4f2Naw7a7NN9HtnmXG86KXjKA5xF5IJUMmNsbExXr15VKpXSysqKIbocv3jnzh2dPn1ad+/eVX9/v6WHKe76xS9+oaeeekrXrl3TY489pu3tbTumE3m6e/euenp6NDExocHBQTtmkmcHIbpz546SyaQdCzk0NKRCoaB4PK7FxUWNjIxoenraXo9EIlb4CCXD80RDoZCKxaLtUeb4xIkTkqTXXnvNWgdtb2/rgQce0Orqqs0d+ygej+vy5ct69tln9d5776m/v99eZ167u7tNPpFnPo9MUECHvNEhwHeZ8DowGo0aJ541Rp5BN0EekUEQQXRWuVyuuyfmhu/CbpFxQZ69/KLXjx8/LklaXFy0fYu99J05kE8oRVNTU9ZuTZKKxaIhu+l0WsvLyyqVSjavAwMDmpubs32NfkdeyuXaIQpwwL1tgaLgs1T+ub09aiwoZO/x/D7zxOvoUtaL5/V60us5r/vJXFWrVbN3PqvEvHE9/1zcu6csHIRx4J1RX1nm4W5SMN4pkvadG5Qwylyq542g0BsHnBkcVl/wAkzvr8t38zm4U4VCwZQT3x2NRrWzs6NsNqtMJqOenh5T9CsrK4rH4zr0O/I6/fmuXr0qqUaUHx0d1UMPPaRCoaCFhQUjZsfjcTNq0r4gsxG8g8l9+1REo6H/OOH3KUF+b5w/NrJ3TPn+RkeVz3Iv3vHyKftSqWStSnD2fdERDn5zc3PdySiVSkXNTilUKhUp8NEKbm/019bW6qpfkTHmqP1355GjbKjshyuIfPiOAYFAwNJqvrWYH6SKGvm/OIEdHR3a3t5WJBIxPhjPTsHGwMCAVlZWFIlE7LP+M/SZLBaLdm+JREJdXV2an58344yxwpg2BjWNcgJ3EgPri7q4JjxGnpHPM//wWv1aIDN8rzfeBIzsdeYVp4i1xBnBeOP0jI+P2xnjIyMjln5lbfyatrS0qFQqKe54esxHqVRSV1eX3QOvlUol40BGIhFzQqR9HiidI+hby2CPUBDWGED6oJe95tfNU1ca92w4HDaZwYmvVqs2L7dv35ZU45/29/drbm5OoVBIk5OTkqT77rtPk5OTisViWllZUaVSMcdLkq1DPB63E25wBiRpZGREd+/etXZAUAU4g/369etaXFzUqVOnlM1m9eijj1qleLFYNF7nE088oYsXL+rEiRPmTCODOHTMUzgcllRzmkKhUB1n31OtOjs7NTo6qubmZt2+fVunT582uWBeY7GYLl68qC984Qv6xS9+YVQDXvf0H0/z8WljnE0PqCAbOEXcO3qEXrfsGx+MSTU9RDCKTUQGJVk7KO+c+lGp1Fo0oVvpu8ng8xzPSvAqyQLAUCikjo4OKx4DREmlUlpaWjL+MHubzgV7e7XCJ9LWHPNLb9jZ2VnNzMwoGo3ac7Gm+Xzejj2NRqN1RxfznDs7O+ro6DCOfzAYNJAAHeKDA59q97UdFCHyr7TfHpJnxe4h7wRWrCt7m/dC1YJq4YuvWEcfaPrfsTcHaRx4Z7S1tVV7gf1qZxSIX5hGMrDnMmLopf1N5R0bNh3X9ALhi1AwKJ5b4x2u3d1dczo6Ojqsz5w3IsvLy4rFYkomk9Z+iM3c2tqqdDotKgtpTszGu++++9TW1qbLly9rYWFBjz32mBnfq1evKhQKWc+1Rr4kz8+9YKAwgp4U7VE77wx4NJTP814/742IFq97hUxQwbzy3TiRNP9nDVAKnnTunRpQCY6HZB68wsfR8xWczA2GMRKJ1KHV3jmSZFXiGInW1lYlEgmVSiUzXDTt5nO+shr0zV8fBM1H4N45AZ3DKeK7JdlRnxsbG1pdXbX54rtpR8I8wRvju9va2qyNTiAQUDKZNCOBE0Wg4teW+2K94Lp5NJy1xqh6VAj5glfH3HlH3MsDhVLIG03s4XJyTx6dZG8QUO7t7enDDz+UJA0ODmpyclLJZNL2ez6ftyDFF7qAintk1D8/KCoOGTxdMiDMJ7LIZ3zgRhcEL3OsF8/vnw05g3/q0XyOVKQQx3PTkBWQHBxFj5bBPV1cXLT3sS7+CEO43PBqpdqZ5dFoVFNTU1pbW9P4+LjOnTtnjsX8/LyGh4fV1tZmzmFbW5vu3Llj+0uSMpmMjh49an2EJVnf0Ndff11jY2OamJjQ+fPndezYMUkynh0OCc6SPzays7PTipo2NjZ09uxZvffee5KkZDKpfD6v5uZmnTt3TvPz8+Y8STVH/sqVKzp//rwuXbqk48ePq1gs2v3t7e1pfX3d1r7RsUA+vAx4/YI8YJu83fLFk/Dt/V7xwQjv9Tq2q6vLjqr2Ns0jgP5AFQ5fkPaDJ+QFBJK92NPTU7c3vRMtyboWpNNpHT58WIFAQIuLi6YjsamBQEDRaNTsJ8+TzWY/koVEh+zs7Bhivru7ayBGNBo1eWKfUsTF3pL2nVV0JvrXgxEeXPFIMq+DBHsU1Q+yC+gyXt/ZqR0KQnGbB2i8nLCOyIXPhrYGDpZ7d7Du9mOGd/g8kVjaNxreqWLRgMF9pEIap9HY81lPMvapZUl1BsFXVXrjPDw8bM4E6SOQT85xzmaz1jqFSlKeheIlnDGcW0l1ZyA/+OCD2tjY0OXLlyVJzz//vCYmJpTJZKwC2qcdUR44kT5SY2DcvIPp18A7/Dh1bB5f8OQLqfym90Rx5pZ597QHCj4YpDB4n0+hMi8gBTggRv52Cqy1tVXbLjXvZaazs9NOZfHP7a8F4uTT9ChBSdbomx6uPLdPu4C08rdQKGTOArILisjnQRGIoEF+/Lolk0kVi0VLTzNvW1tb1r6mWCzWFSttb29bE2mKCHCApFp7l2w2q3g8XifrvmMC/Qt9Gsuvqz99hkpjFL8vPAEBbERLPdKPgZVqjkd3d7c5U40IYCBQaxu0t7dX1wuWvVgsFjU2NqZsNmtIua+8BdWkyAL0k4ETQW/Wvb09M66gxTs7tZN8QIq4NxxEKEEeveV1AsqmpiZDqby8UpCGE4FRZF1xojyyw7xBn8Aha2trM9SNohbOjJdqpwSRMuUccvZELpdTKpVSJpORJEM8eR7OhGdQDAO1JJvN6ujRoxaQ9/X1Gdo8PT2tcDhsyCdFTH/5l3+pf//3f9fXvvY1/bQZViAAACAASURBVOQnP7FWQTRQJ6jv7+/XysqKksmk7WPadu3t7RnayP2FQiFFo1H97Gc/02c/+1krQkPmFhYWNDo6qunpadvrXo/gKBIIE0yxj70jiCPqgyucOGTFp8bJDKBHOVABmeHaOzs7dVQwBgE+ctHSUjupDZnF9vGvz0ZSEIQ9wXHGuUbfs2e4BjIRi8VMDvP5vEqlkgYGBiyDwzyvra0Z9ay5ubnuxLPR0VGl02kLQj0QQeEt91KpVOqcYe+IEiSwF32G1dPFvMPn15h96zub+IIpHHrsEIVyZAg8faG1tdVe+zg6HPfri5683fP3eVDGgS9g8hvbV6JKH+0LyWLCz/GGvqWlxY6+QxmDCmBUUBBsWGmfN+dfa2z23dXVpUQioVdeeUXj4+Pa29vT0NCQOTdNTU12YkYikbCUIikdDCJV1vBaMaacOsH9kIKlB96lS5e0ubmpBx54wBp2k1bGcfLP4FFPho8K/fNL+5xPoj+P0jRGbzgY/vXG4MHTCHDY+E6OjKNVDevqEUVQt3K5rEgkYkpmd3fXnC5eZ3hZaWraP+bVO3vcI62duL9KpVLXJsafHoLhQLmDKvjqaJQ1ipZ7hcfIGuMgMGeBQK1d1JEjRxSLxYwTijzjTJZKJQWDQfX19VlLFFLN0Aa6uro0MzNTV/G+vr6uzc1N41BiEHp6enT79m09+uij1vjc88jYl6AYoOY47cyJT3NKMvST93kH3ac4cUQ9rwoDyevIAxxIDLVHO/r7+83xmZubs56UIJblctkCCk/ryWQyam5uNlpGJpOp2y/sE/ZXU1OTVcEyDwQlpAaRHZxzj7T4dJ3PMrAnPa3Gy5XvX+ibkBN0cy1eA/kEbUd2/CEL3P/e3p4ymYwikYjpJbIQnhrR19dnx33GYjGjH+XzeTsaN51OmzPR3d1t2YVQKGSnW4EK5nI5nTx50vQsz9DV1aXt7W298847+vSnP63Lly9rZGTE7j0QCCiTyRhXlmb/yES5XFYqlVK5XGsTNDQ0pMuXL2twcNCOKV1ZWdHZs2d19epV0z3MdyaT0cDAgAVgwWDQglPkk3v2OlCqD0rZu+hckHT4oJ4+xUDneyfTzw2OibeDLS37R9D6bhDIi++Ny9+QV2wFP8i7zx7650C2vOOKjqFdIadzpdNpFQoFe06yNQSWa2trKhaL1kc6lUqpqalJAwMD5vAxCIg5sYr54bvRK1tbW3Un+/FcBLiVSsXm1/8ArgQCAbuuz/KhC9jPdKhhXgFusE8e4GINPJfU60r8C2ySp934n4M0DjwyKtWn4aV9wrVPRTDY+B5ix3lCKcPFk2QRHvwRv9k86sr3NUL4pOHS6bQefvhhVSoVS+fCGZH2+apw9tgMvtgFZIGIi3YW3DsbESeAayeTSTU1NemNN97Qpz/9ad25c8d4MNy7J3E3cmPYdI1tY/zwKX6ie67PZxqVKNfwXMFGRe3Ra5oqe3qC7x0JMkfKSFJdyy7mjdOCPGd0Z2dHTcH9U3eYO9/kuBGZ9cUfIB6eh0YBBxE1p9o0Out8F44BgQWIIWtPypln293d1YULF/SZz3zGHFiMrSQ7wg9FOTMzUxd57+7uamFhQT09PWpra9OxY8dMhpLJpDKZjCFRIGqsYSKR0O3bty34W11dVTgcNsTC87gJEgkYmRuP/pHK8tQNPoMRbESC/P7j78gMzimG03N9q9WqNRMfHh7W3bt39dRTT+l73/uepFqhTigUsmCCVDR7GQSVE7xCoVCdLBEMYSQwvqwp8gna7h15AhN0mA8QeR2jiiz4QJs0Kd/hnXA/NzwXxo7n8HxrL/P+/wsLCxocHLRrwNscHh6267EnfcC3vLysvb09RaNRNTc3K5lM6vr16zafTU1NWltbs8/61LZU08GhUEg3btywQAaUKZvNWkCGc0aKk3nv7e21ewH1Az0EraUNEI4BczEwMKBXX31Vzz//vK1Jd3e3fvWrX0mSvvnNb+qVV15Rd3e36VKvhyqVih1Li4Pv9aMvaK1UKnWgCvqAtfF7WFKdMwntxzsj0M2q1WpdcIit8fUP5XLZAl7WnT2KXsexRNbZY2R1vP1kjru7u83O0CZL2s8yNDU1KRKJWEYDuzs4OGjc6q2tLeXz+Tp5B1HF8SfbINUoAouLi2ptbTUqQk9Pj5aWlkwGmHv0tKc0ENhik/b29ls3ITN+L+Hg+haEjSl2/zrt4xopF9K+3WvMGjJwPLm238/IVOCAOaMHHhklAgNB8UiaV8Q+Dc0ieoHmB2HzqROQCzh2IDL+lAufxpf2jxJLJpN21BlRN0hJZ2dnXfSKs+SjUJwM0l5EySg0vp/IC1SB62Hwt7a2dPToUV26dEm7u7tKJpN2ooxP0fiUJhEk0SKbkrnxUZtHAEB1iDAxyjgIjekFvtM79t4pphH8xMSEIpGIHQnIWdAY5/b29rr1q1arRkxvb283Zx6l7NP9IFX8gABy32x037SY6Navu2847dE9kAjQTNYeZSjVFAiK1H8+GKydXuOPgwON/eIXv6jV1VVDOPiX0576+/tVrdbI8Di2OMnBYNAKDjgqkWebn59XT0+Pfaa3t9cMHcjj1taWDh06pPfff1+f/OQndfnyZZN33zMRmfD9A+Esklpj/zKfoGwgBgRhOO+sg+cYewOMgfWUGi9vGxsb6u/v19WrV/XII4/oH//xH/WlL31JX/rSl3To0CGryl1ZWVFLS4vxb5FH5oIUqg/O/B4Blfa9ZUG80RtwISUZusN7WX8vE8ijL5ZjoBPYl3w3exV0xiNXyCM0ia2tLUUiEQvaeD2Xy6mnp0fHjh3T/Py8UQRGRkY0MjKi1dVV4y93d3crmUzqN7/5jSHOUq3iPhgManV11ahFnCQE1SUSiZgDQTCD897X16fm5maFQqG6bFEoFFI2m1VbW5udIU9/X/TD8vKyVYNLsrPJ4StXq1UtLy/r2LFjevPNN3X69GnrE0qwdu3aNUN8L1++rBdffFEvvviifvrTn6q3t9eCJN+n0gMU0DLQTaDl2AUK1jzy6A/YwLlHhnHakE3+79Fy0H+f9fFZDHQT38F9M+/sZb4TxBG6mJcnQBmfYSELwl70dnN7e1v5fF7b29tKp9PmNJL5CoVC2t3dtV7Ai4uLSiaTto8LhUJd31wa5aMLY7GY7RWuAyLsg1Mf2PlDR5jHrq6uuj3rsy8g5OwxsqHQi7zuAUnl/TjArGtjphX59cCQpyI0orReT3jn9SCMA++M3hv3xr1xb9wb98a9cW/cGwd3HPg0PelVqb6wwRfl+KKIxhSzR7UoFqBYh3QJ1yZaJJKhDYi0n8ICwif6mZ2dlSTjdUajUYPpNzY2LEr3fBuOW1xbW7P39vX12cknRLGgtVItxcYRhRRB+Gh3b2/PEDQKBb7xjW9Ikn71q1+pVCpZ5SPIlG/JQuQFYtuY+gNB9AUsPh3dSGPwA6Ta8214H4ivJD3wwAOanp6u+x7SuyBlIH7MWygUMoQNXlpHR4dWV1fV6opOlpaW1Pk7OkNTU5NyuZwk1aGa/tklGUeI5wfV4vXGdCjoExEs985c0VqlsRCOiJx5IDUZCAQ0Pj5uqDuoul+DyclJdXR0WIudUCgkqZYyTaVSNkfNzc1aXl62ewgGa0ce9vb2am5uzlLHpOH5rkKhoCNHjujixYt66KGHdOPGDUk1isDhw4d1+/Ztuz6oA/sF/hSZAJ8CI0vQiBBI+6cxkaIijeUrzX0/Rv7mKTEUCz7xxBP67//+b/3RH/2RrTnvCwQCtifW19fr9h2cwNnZWfX09FjBBa8jF5xX7VOipKVZZ58WJ6UP6tRIM/JoPBxS9B2fRwaRMzIGzDsnC7W3t1vamIHuI7sCV9Gv+e7uruLxuPE/qYanmCmTydjpRD4tOjAwoAcffFDj4+NqaWlRJpNRoVDQiy++KEl65ZVXjOrh94RH8YrFogYHB5XNZrWzs2NzCZLFXqUI1B/DHA6HNTc3p4GBAdNpyDt7tLu72zIx1WpVZ8+elSS9/PLL+upXv6qLFy8qFotpYmJCw8PDun79uj0bdsVTSjyixZqQumVeQXChTnlZlfaL1qDbkO1Bx5HiZ70aU93Nzc3K5XKKRqNWjCbJ5gZ9xV70iB7Pw+/Mm6+ZKBQKllVBZlkzaCjFYtHqHTY3N01e19fXNTQ0JKnWKzYQCGhlZcXmkiJHjuXN5XI6c+aMfZ5WYrFYTOl0WvF43J6ROg+yfHTt4NpQXZA19q0vFvRdDtBTH5dKx/fw9o2sCN/taXE8O/oF2+ELllkTZNtf29NI/r9S+c17B6u104FHRr0gIRw4B76QqbESzaekcThQ0nBSSMV6snFjuo9rkZ5hQyIonLtMWpL2Ox0dHbbpfWGK34y+uT2bAuPj292g/Hp6eiwFLe0fF0qKdmhoyCo9K5WKvv3tb+vb3/62isWienp67Ii5RvIzz0rKlI3gHSm4Q7zPc8X4jFcE/u9+fQgePJetWq1awQP9D3nuSqWiUChkRPqtrS2tra3VrZFP0wcCtUrqcDhs3E6pxnfzvSATiYQSiYQ9G+kU/9yeT+RTsz691dTUZJxMnEHei+Hh97W1tTrDS0Wu52s1NzfrN7/5jX7zm98YH9QrTYq2IpGI7ty5o2g0qlAopFwup76+Pvuu/v5+5XI5S4vGYjEreiI1jZOPQ00Riw8sKADA+WO0trbqRz/6kc6ePWvKmL3BWvkghaDD016kfXK+T48hKxikarVqa4tM+OIwaDv+WMlKpdZu6u7du3ryySeVzWYt9eivixzzWdoVBQIBFQoFDQwMqLOz09oPMXw6ld6McFBxdtgrUDXgK5Iu5Pk95ca3LUMuSZczr8wTe8nrM0lWNEVwARXJVzbDFa5Wq5amr1armp2dtd6z6MTFxUVrbr61taVEImHyfujQIaPErK2t6eLFi3rsscc0PT2t/v5+tbW12dGO4XDYzoNH1uHA+vTlxMSEDh8+rOnpaY2NjWlsbEw3b9605yyXy1pYWLCK/RMnTujmzZs6cuSIkslkHf2CNH8sFlOhUNCpU6d08eJF9ff3a2ZmxvTAkSNHdPnyZXV3d1sQMjw8bHPtuxxAJfHFjDhFpJKRQQIbv2YE2z4wZw96XeNtC/cAPcpXtjN3yDEBMalwad8RJTCC+0n7MG97PJ2GDgG+fzP6CpoKz9vU1KREImGACpQiT9Fqa2szfmlzc7N6enrq6CS082LdyuWy1tfXlc1m1draakVxULl8/+dEImE6G6cS/cv8AQh5epwHrHzhlw+ccWR9qpyz5L0T7+0F/sDu7q71Ff44X4X3e9vM714Xst+RA38vB2EcrLv9mIExI2L3PfV8NRxCwAJ67gaLjXPSGIVI+5EzqKXnrlEB28ijxGHk3vguTsTxgsazBAIB62cJ3wbFRXWs710XCoUM7aIFUaFQUKlUsnObE4mEMpmMpqam7Pqtra167rnn9NxzzxmaiqB7Irev4AWhgkfTWJGO4fTFTN5wNvICPfHazzvrBMq3u7urRCKhfD5v3+s3LedINzoz3MfW1pay2aw6Ojqs2px1YxQKBQsImpublc1mDVnxwYu/R5wk5gVuEUp+dXXVDD7N+rPZbJ08UhgHEojjhGx4JBEE7Pz58zp//rzxGKVan8O9vT0LNtbX1zUyMmIdBGKxmIrFohmw2dlZKwjLZrPWGJ8ABk7VxsaG+vr6zHhTjQ/yEg6H1dLSYq1wMN57e3t64YUX9IMf/ECLi4sfcTZBcXguZMIbQG8kCMB8H0zf8mptbc3mjeuTHUEvIK/IOMZieXlZy8vLxl3kQAm6DLBevE7/URyLmZkZO3GGfRAIBCzw5MQf71hTFIIc+k4ZBBagx76SF8SMfQOf3cs7c8c+8TzncrlsRhzuJfdAYSUcWRA6rr22tqZDhw7ZqTipVMoK0fb29sy5zOfz2tzcNOeSeX/00Ue1urqqcrmsvr4+nTlzRsFgUK+++qpeffVVc9zb29vV29urcrls/XH9M9OcPxQK6ebNm7p586YymYwVNlKogq4OBAIaGRnR22+/rVQqZToEmWxvb9fc3Jw6OjqUTqftFKNTp07pxz/+sX784x/r6NGjkmqFfS+//LK+9a1v6cKFC6YLqOre2NjQ1taWtcFq7ETgg0u4jXt7e3XFjqy7lxkcSpyhxlZiyAWcYO+EIiOei+yfXdrnWNNhxutgdDlFpOyzRo4i9q6xuwOAD50G1tbWLDjb3NxUoVCwII29ig7r7u7W2tqayRNoPvqZ58zlclZEyvC2h8zL2tqacrmccrncR/j+tEFrdP48d5T79KdbcQ/sQ+6da/kMoR9wlUHLeX7PdecaBK7+2fhuggJf8OS/96CMA5+m94vkDZC0fwKCJ/uyyKTIvfCSJsG5xFng2tVq1Zo4e7K2tO+IUdlIgRICQUqys7NT+XxesVjM0uYMvpe0Msgpn+c7MCScHCPJInBJuv/++01JS1Jvb69SqZRKpZKKxaLNE0YPROy+++7T9PS0vZeBEUCxcK++3RHXwdhK9Z0IvNPtnVppPw3lKRB+XjGKpOxQeFx7d3dXkUjEHF4fFUJc7+vrMySwUSnwPC2/MyBElzwTTpIPfKR9sr+nNbDGyB8oFAVHHHbAvHISEE6Hj3ZJrUOeh8DPGoDIU7Dg11KqBSfRaNQUXHd3t322v79fGxsb2t3d1eLiolKpVB1SDJLi29P43oNSbT8VCgXt7e3Za76afmJiQl//+teVyWQ0Pj6ucDhcJyvIMmtINoD1ADn2qBLz6ovkUMi87kn+IAbIF3I5MDCgyclJc4yq1WpdH1pO9QJ9BolCXldWVtTX16epqSkNDw/XOU2exsOxov41TxXy6WXkFceeHoMeOeK5CV5Ye+TVyxxBkKfMcA2ugzPEmvv0LIEvPSF7e3s1OzurSCRiaPB9991na57JZBQI1JqTt7e36+7duzp9+rQ5Sjdv3tQTTzyhO3fu6Pz587p586YVxkmy4G1wcNDW1ffl5QSljY0N3blzp0at+d1eO3bsmMLhsK5du6Zz587p9u3bFhhKUi6X0wMPPKBr165pcHCwjgbCmj/yyCP60Y9+pIcfflgffvihjhw5YlmmW7duKZVKaXZ2VmNjY/rJT36iEydO2FGUW1tbFsQVi8U6SgfyjlOJ3LLm6CpPL8MZQkY6OjpsXwNUsG44vTiu7AEGFBPsh+9TzL3h5HnUkL3OfmNNfCcWnFQKHXGC/KES3t7u7u5qbGzM1gXHmmI59j2vUyhJsWM8HlcwGDR6xJEjR8yZw7b6fsDMFc54ILDfT9jTprDd7APmh73jK+yxb+h+sqA8KzLJ3vNr6jMb/hQ4rwNYP74b+YB+J+3TeXCA/XoiUwHX0eAgjAOPjKJ4PcSOIQJ9wzh4o0XU7NFJHFuf4uCzXNtzUX0kgsDglGBgvTNM5BsOh1UoFIxPBtLK5ufIM/95z//CcLKZcILOnTunzc1NXbp0SeFwWENDQ8bHKZVKJrzMAahqZ2enIpGIbt++bQbHpwQaW0Zg5Jkb5hFluL6+rt3d3br0nkcyubZPu3rkwP+w2TY3N63PnCRDbbkfeHLweJlXqovpXSepLmXLoKk7DiJKmb6gKGuPjPpnwXhUq1VDPHzKDocB44+MNvbFBTnxfR9R0IuLi+rt7TXktVqtGtcXxZfL5ew6tE0pFAomv9w7vFnWLB6P1/UmROZ2d3eVz+fNwfDZBDoYsA60dwI96e7u1ssvv6zt7W2dP39eLS0t9jp7AsPBPIDSYRBw+Jub96tUPb3h4xALjCqoIJXN/HR3d+vKlSuG4hJA+NQcQZBHJpG527dvK5VKaWZmRsPDw1YR7QdIEc/Fd1PV7Pe2R0TC4XAdeiXtHySBrqPHrd87HvUtl8t1/RYrlYrx6lj/RCLxEVoIz+ezQL4DA2NqasqoOBwxG4lEtLCwoFQqZdz16elp44uiuzo6OpTJZHTo0CH9x3/8h/r7++vS1cw1HT5Ag7e3t5VKpXTlyhV1dnZqZWVFg4ODhv5BHejs7NSVK1eUTCYVjUatGv6xxx4zJ2hqasp4o1x7e3vbelKGQiEdOnRImUxGjz/+uB5//HGjTL355pt6/vnnTS58lgOaBYEMCLhv9YR+aGw6D88TZxVggmADapXXoexz5IsqdWQYmUIGybSh/5AFru8PqQBt5YfvJPj1GSj0tKdQeduA3UAPLy8vm92KRqNGI/NzhH723WXa2trU29urW7dumY4EbKAKn0MXaPAvyeYFCgxoNQ4wwR62wut3en36LCDfzb70z4cvAFDg+Z4E9twfe70RCSVQ90EA+pt58aAFc9aYdfw40OV/8zjwzqiHpVHgwOreQcTAeG6iLyDxKT42huftSPvIgY8KUSDeASb15e8NYQGNgmfDT3NzrVcjCBQC5dOmHmldW1tTOp3W8PCwhoeHNTg4qB//+Mc6fvy4IpGItcqgByCKA2NTLBbrOKWQp7e3tzU2NqbZ2VkzTp6zSOTrDSSbgcjWI6aNqXuu4/mDzCVzDA+RiLirq0vHjh1TU1OTUqlUnXFnneFZra+vq7OzU8ViUcVi0VCBxpYZni+FHIFW0NPT8/hQXN7pwOCg2IPBoFEePP/UI1HIFT8e3WRO/bzhjFerVQ0MDJhSBn3v7++vS/3774PAv7m5qfX1dWt3AocqHo+bgl9aWjI6QzabVSQSsZQ0SA4pVJz4pqYmZbNZQ3yq1aqlslnHwcFBFYtFffe731VPT89HKA+e/uGfzRtd5hKZKBQKdSlr9hb35rMdPrXpW149+eSTmp6eNmNCipIf0HraX3k+7alTp5TP59XT06P19XW1tbXVZRK8M7u5uWkt4UCcMK7SfhGjl2eQcm9M2CvIOevLffrADjlnTvf29mw/YDBJ2dI6hyAceZZkxTxQO1ZXV9Xf32/7s7W1VceOHdMbb7yhN954Q2NjY7p48aKSyaRmZmb01a9+Vb/85S9NR01PT2twcFCbm5tKp9NaXl62dkjBYFDJZNLQ0fX1dSso8wF7X1+fyWEsFrMWbJOTkxocHFSpVFIkEtHS0pIGBwet4X6pVNLPf/5znThxQsFgUMeOHdPKyorN+6lTp/TLX/5SJ06c0OTkpOLxuO7cuWMUjkQioXfffVdf+9rX9P3vf/8jesrvCRweWu2xnj6gaBw4EgRkLS0t5jT5IJV/PRWJtSbbBfeQ4elrrDlUAGQJfeOpBN6pwnYg59gCnF2feUAnEyCi+1pbW+0QCOQZfijFbtPT0/Y83r6WSiVrh7e6uqoHHnhADzzwgEZHR1Wp1Hp3r66uWpEvXGMQT57HAxXoLPSRP/IUpJJMHGvrg1qvgwge2tvbTSZwMrEZgBJeB3rZ9jQ/vs9nGj2FgHnG78HeelpgY4D8v338n3BGfXTTCHezyTz65PlmQPdEjCh8PtsYaSDcjYgEkSeC6IsQuE/SXpC6PU8TpBIeG9dmM+JwEIUWCgU9/fTTevvtt/X222+rVCrp9OnTyufzhnb09vaqt7dXzc3NtlnL5bKi0ahSqVSdomxvb1c4HFY+n9fExIQ+/elPm/FlUxOx+eiR+UcpsrlBGuAgecTNX4dnZfM0FmHQc252dtZQRt+flfWMx+OGBpEuBBllPXxqsxEZ9WgTKR2CFc/39WsMagwyRtUn3y3JDAecpaamJuMHejoJBs3LHErZI4H0msXhyOVyam9vVyqVspPCWFfQf7iypG0xTKSD4WNVKhVD0y9cuKCxsTHdunXL1igYDGphYUELCwvm/CWTSSvI8X1v6fdHgPjiiy/qypUrJhOk8lCgrLnn0YHOeESmUqkY8tTR0WGcVZ/NCAQC9uwET9vb29YDdWVlRRcvXrTsA0gM1wdpDgaDmpmZsWIUMglzc3MKhUJ1qB3HY7Ke7BfWCp3jqRzNzc2KxWJ1wXAwGDQUjM/xdx+0SPvpRB+c4Xjw3Y0ZBwKe9fV1DQ8Pa2pqSqlUSqlUyvjNdOIoFosfKYhaXV3ViRMndOnSJf3hH/6h/v3f/13PPvusnn32WaXTaR36XY/Wq1evqr+/XxMTE6Ynbt68qcnJSY2OjurNN9/U5z//ec3NzSmTySiTyailpUXxeNz0CI3h+UFucII8/w++YCwWUz6ft04RfBY+LgUys7OzdfMGRzWRSCgSiWhlZUWpVMqePZfLKRKJaGZmRiMjIxY4sb50S/DN7HFGoHt4apfn8QYCgTqHlqxIY9YNpw096IESsnb8X1LduvlMBECJB0IIlD0i7w8UQSawB8izpwhhNz3qChUC3mx3d7f12fUZB7jpvntIIBDQ5OSkisWiOjs7tbm5qdnZWU1NTVmWpFQqWTW/19HQ4jwtgWfzIJAP/qER8N3YIv72cSl3airQ9x7gAuH3+9A72vCEPaLps7SNvgf/9+/32RGfWfI+z0EZB+tu74174964N+6Ne+PeuDfujf9T48A7oz5KIJ0AWifJUBciTY+UEqkwQDl9K5qPSyfCY2lMwZJO9xxCH8lQ3erPX4ZXCe+O+6FQitej0agCgYAWFhYUCoU0NDSkn/70p3riiSf0xBNPaGdnx4qT+C4qn/f29pRKpSy6XF5eVrFYrEMridQSiYSGh4f10ksv2bnMi4uLdSgi0R0DhBkiOZEabal8NEiE6SN2UpOkHJij7u7uOhI/kZ9fG6I/Ck1Axj0vCC4asuCrsRlQMEADPCdV2q9m9wgc6BXIHQidT6XwWZALj4hQ4Q3KCCoPhQCUbHFxUc3NzSoUCkb4B7nzKfvd3V3FYrG6NY3FYoa8+BOWqBxmfbq6unTr1i07TYdjGUn1Q18AUQZRXV1dVSqVquufKu33MATJyeVyisfjhloMDw9rYWFB0n5vS8+XBeFsaWnR6upqXdU2yNLS0pLW1tbsyEiP1sNp9Ojk1NSUpqamNDY2pmg0qp6eHgWDQUWjUa2trRmHgo0s5AAAIABJREFUNJ1O28kt9ND0aEN3d7dVysP79txIEHt/FCD3zr0gH6TwuTaVxqBroCRe33m95LM03BvoPsiO15GgNCD08Iqpeufz0FIkWYo/FovpypUrCoVCeuKJJ/Td735Xzz77rG7duqVbt25pdXVVgUBAH3zwgZ588kn99re/1Ve+8pW6vbq+vq54PK6FhQU99dRT+td//VcdPnxYhw8fNnSKU4hAn9iTwWCtt+vS0pISiYTdf2dnp4aHh3X16lVJtWNajxw5YoWisVhMCwsL1lWEwrONjQ3LBPzyl7/UqVOn9P777ysSiWhubk7d3d2Ghl+7dk1nzpypQ7Sq1aoh/VBUAoGAnS7l+YOsx97eXl1bINaYdaUNlE/x+8wSSGOjXfN7hj3nh0/He8oAyKC0zz1E3v3g+3d2dux4aeycL25FTzdy7qEK5XI5KyDi2cPhsGKxmGW24IrSZ7mrq0uhUEjpdNp4weih1tZWq51AhyATPHMsFrN2ij6rxh7A7vh9gk2XPnoktM92+Eyqr6NgrUFYJZl+49nQDyDV3qb6OfRULU+V45qe+ubR8Huc0f8fhhcANrZPkXtuDMoBRwNOIE4Gihil7b+DVIbnjnA9nByfZvfOji8OQXg6OzvNYSTl4VMAntu4tramUqmkM2fOaGZmRjs7Ozp06JDm5+ft6EbvDNHovLu7W8Vi0bgtGE+/wbxjtLGxofX1dT388MO6e/eu7t69qyNHjqhYLJpB8RXlfJ40PWvQ3d1t80pKks0Gr5DnIr1I2qW9vd24XqwBm9tXjZN2i8Vixmdqbq61q+Havr8n6+GdAgZKU9pvWo0xR1kxZz7Fz5r5oiFkgpZbGBMcUn4wOI0cIk+Qv//++3Xs2DFTQJ5DhnO/urpq8prL5ex6c3Nzlo6PRCJ19IRAIGDV9e3t7VpeXtbv/d7vmcM2PDwsqdaIenl52ebFzzuV/tevXzcD5/cLlcgofRpTp9NpvfHGGzp9+nTd0Xw+eINfiQPV1NRkhTJra2tqaWnRwMCA9e5spOswCNIikYiOHj2qo0ePam1tzQIL9hUFDtvb24rFYnb05cLCgrq6uqw5NfSTarWqaDRqBSl+PzFP5XKt52tT0/6RmgTNbW1t1vS6sYIaPjdp3sYqZ+QOx6KxLRtOCXrOyyycbjii0Wi0zsnH0UKO29ra6vimoVBIH3zwgfr7+41XDEfv+eeft0MABgcH9cEHH5jzGY/HVa1WNTg4qEQiYfM6PT2tJ598Uk8++aTJsec40imDAkv47Ds7tQNEWJOOjg5NTU1pcHBQzc3Nmp+f19ramlGV4La3tbVpdXVVsVhMra2t5ghDW2AOOOf+hz/8oX74wx/qL/7iL3ThwgVziCkmYe6gCuBk+CAWm0RBE23I2EsUs3iaCMAE4AgywPrxL+uLk9zU1GT72usVdGwjR5S95nU6+5vhgYOWlhZFo1F7jfnY3NysAyK4N/TS3l6tQLepqclaiAWDQeVyObM9hULBOMG+eGp4eLjOrgSDQQ0MDGhgYECtra1Gt4F3DAWgo6PDCpyQKc9Ll2R8cAr0PI2PefHBg3c40cHsHQJQz99mbXwNiw8iPHUDx559z9x7O9O4Jo38Um+TvXN7EMaBb+0UDAa1s7ffV5RohQ0gqW7B+DuIWblcriu4ISqV9k9V4hoYHh+x8zqKhsb5XNdX4FE4gLKCAyTtnylNRS2Eaops4C/duHFDJ06c0J07d9Tb21vn4FHktLm5qZWVFWvVw99AHUH5mB/I9hj/crmstbU1413Bh+Lz0r5z6OeVDcuG9g5rU1OToUePPPKIITJS7TSg5uZmLSwsKB6PW3WpVOsCgFNDtOsrJUOhkNbX1+3eKV5ioKTg7uA4bm9vq+qi//b2dlVb9ls28Sy+RY9v98QzscZw+egbKskc7UgkYoR25lGSBT3IGTLBmmazWSsYAD3HQeaeccxY38HBQZtnuHFDQ0Nqaan1CEUeOzs71dfXp0uXLmlsbEx3795VIBCwliwU2HV2duro0aO6ffu2BgYG6lq2UARw/PhxpdNpcxzZO/DECODW19fV19cnqXayyocffmjzA9LD3KCg2Uc4T9K+Qdjb27MiK6pS+Sy8ZZywiYkJkyNQc/ba4uKiFZ5JtcCkubnZDlnY2dlRPp9XPB636xMwVau1hvutDUhStVo1Z52iEmm/awCFSwRQFOscOXJEm5ubxkVD7yBTOInImy/+8rJJoSX6ECcWI+mDK/ZxqVTSyMiIcrmcFVkSTDLv4XBYR48etcbwxWJRDz30kCTp17/+tQYGBtTS0qJbt25pbGxMS0tL1hqqublZyWRSU1NTqlQqmpiY0Fe+8hXTA4VCwc6cpxk+vW8lGV/35MmTevzxx/Uv//IvevbZZyXVeOIvvPCC1tbWFI/HDfHDgJNZopgLw8/+SiaTunbtmhUwBYNB9fb22slaP/jBDzQ2NqZsNqtYLGacaK6Ps0avYpxF1oP1pgiJAJV5IROBTfBryt9A+eGX+tOBPLK3s7Nj3TKQd2TSV/Kz7qCZyCwIHvsJGfbtqHzRDEGx10U8G+vgT7aSavaK1yk8TaVSCoVCBhBJ+7aHIKW/v1/BYFC3b9+WVOvsQHanra1Ny8vLdt+NiCZzjk1lTxGk83zcO2vL8xD8+ZoS7ou9BUrbuBfRSaD5zD8Ovt/jvOZ9D/71QY6kujXxr6MbDtI48M5opVIRU+4J4byGQZP2U1w+IkSBSPtkdxQ4BSF8lmp2X2RCRIUgYIypkPWOsC+ooPJxZGREkjQzM2MpVt8Q//Tp05Kkt956S6Ojo4pEIspkMurt7bWUjlQ7ji6TyVgaxEdiODs4YZIMlZNk6SWcBhBghHllZUU9PT3mpLFR2LRE3n7Teed0a2tLCwsLOnnypI4fP66/+7u/UygUsggbxOXYsWNaWFioU7SgSZVKxe6TCn9p/6SbxupGj8qhdP16fNzwLaw8IouTRgEZygfFz/twMvZccMTfUIbeQBG5g5KB6HLvhw4d0tramhXyYLQwkCAAsVjMAqz29nZz+KampgxlwZni2kNDQ3rzzTf17LPP6p133lFXV5dyuZzJM10IVldXNTY2ZtfEsRgYGDDF3tbWZi1VGMFgrVdgT0+POXe0O5NqfR+feeYZra+vK51OW+GVdyhRtCBfrC0yWigUNDQ0pOnpaUWjUTMSyGg0GtXU1JROnjxZR7lgHcrlWgN4kCSMt3cCe3t7tby8rIGBgbpeooVCweggOzs7CjSkxEDJaVPl5a5YLFrPTGSdwLFcLisUCpkzyRxw7zwjQYl3Wnkd5B8qhw+aCc7QQ+vr6/bdkUhE6XTaAo6lpSUdOXLE+hUToJw4cULLy8taWVnR0NCQXn31VUnSE088oRs3buhTn/qUvv/97+v8+fNqa2vT/Py8JJlznsvl1Nvbq0KhoGeffVb//M//LKnmiIOwc5JTIpHQ3bt3JUmxWEy3bt3SY489ppaWWnNxmtG///77VhzT0tKixcVFVSoV683JHM3Ozqqjo8NQ1fHxcUkyehVz3tXVpXfffVfnzp2zey8Wi2ppqTVcB5m/du2azR2FbjhfOGfIJPqJYrnGNLDXOTSEZ/jMnm+/xefRcziuHjjwcoK987QrT/dgX3iqEYcceOSNve6L6rxzix0MBAKam5vToUOHtLq6au8hVc8604KutbVVExMTVhDI0Z5Qarq7u1UoFMwuT05O6tlnn9Xt27d15MgRK66UZMWz2GJQSAbgD8Etbbl8H2hsGzbN05Ho0IEv0dzcXLfXfUqd9mMEGv51363GAzw4qNhv73j69/nfG3XgQRoH3hnd2NhQ0+/6c3plwvDVpz4Vyt92d3frzugFXYPzA0KH40HUiLEhsia15zeCN6CSjFcI549UgCSNjIzYZo3FYlpaWtKpU6f07rvvSpJOnjyp+fl5O9KsUChYaxlJunv3rgYGBlQsFg1Z8WcXswm4T7hqkkyJYwRApZijaDRqzrOnKTD43VeRksaVao7H448/rvn5ef3DP/yDvvrVryqfz2t2dlaSNDo6aq2oMHiN7aHK5bKdO+znDScQHlGxWKxrDcR7PEWCtfAtgQkkPILEv6SRvFPPa16hYGgYyAsV/RwliTNJCs5H4D5lxDWbmmrtwvL5vAYHB23eQG5IC4Ewcw/0JKVdD4GMJOubuLKyong8bic0JZNJSbUm3729vZqamtLCwoI13Wc/pNNphcNhRSIRZbNZBQIB9fb2anFx0faaT+UXCgUziFIN6R8fH9fdu3fV0tJicu2VqueReuSTVOuJEyf0s5/9TH/1V3+lf/qnfzLkMpVKWXquUqno8uXL6uvrszWNx+PK5/PWZYG9zeczmYyi0ahVk7e1tVkXA9aNfqFra2s1J9u1dpL2D7nwaIUk20PxeFw7OzsWULLmkUikbm96+gEyhVPCOjeiIyBk0FoI0ll3vybsG76LIIB5QU4kGffuZz/7mfr6+tTT06OJiQndd999kmTUm1wup4ceekhvvfWWTp06ZfO2t7dnKfbDhw9re7t20tXPf/5zSdJ3vvMdpdNpZTIZDQ0NmTPhq8SHhoaUTqdVrVb1zW9+U++8844kme4DYYe6w9yzHpFIROfOndNf//Vf60/+5E8swAgEAgqHw5qdnTX0bXFx0ZA50rVwr+ny4ZFPetVubW1ZmyHswfr6utHCJJmNQdYBANjvnr+JDNDzFRnyTizZuKamprqKfkkWNNKFAqAAO0n6GttJ1oDR2OHDI+04o9AICNZ57u3tbUUiEaOKhUIhLS8vW1BcqVTMwVtZWdHw8LBaW1stK3fr1i2Fw2EtLCxYUFUsFu3en3vuOUM219fXTd9xb52dnUYjwPn0qK3n30Ot88/G/sUp5Xm5d49gQhXj+gQFrCP6hnv3mUSoYIxGzi7rzEBWPD8UCgKfbw8cLPfuwHNGfZsJDFYjV8Irc1IoPmXqi1koYkGBe66Wb7vAdVD+09PT5rjgPNA6wreF8MhFOBy26P/27dsKh8NaWVmxQoKJiQk70pOekmzqoaEhLS4uWpEQXDrfqoKxu7tryBHIh+csQR2QZEUqKCaM2cbGhkX7zKk3fH6TSjUHFN7nF77wBf3Xf/2XcrmcvvjFL+rq1atWEBGLxerOGWbjglITESaTSXNKPfm+o6PD0jq5XM6UoleenifljZPnjNJyh+fg2TFCbHoUkk9xYgB9UIPjypozj6AajQggDkEoFLI08vLysrLZrBUMkQpj3vL5vM3d+vq6BgcH64KfUCikcrmsqakpPfPMM7pw4YLOnDmjM2fO6P3339fo6KgWFxe1s7OjmZkZhUIhW7OjR49qc3NTfX19yufz5nj7ghEMcjQaVXNzszKZjPV9LBQK1jYMI+QdIygrJ06c0Be/+EUzkKyLRwpwbP357o8++qh+9KMf6c/+7M9048YNbW9vGz+Qtdva2lJ/f79OnDhhzklbW5symYztP+gpHR0d1iaI1lRcA9SDe2+k36BHGLQPk2qIDvsSB8AbN+SVNec6vlk2MoTs4ZyAurBPcOYxbKSRPReX/VSp1BrhB4NB463TOglnI5lMamFhQaOjoxodHbXz6OPxuK5evarNzU0dPnxYMzMzmpmZ0d5e7UjQd955RyMjIzp37pw5hrFYTIcOHdLi4qJOnTpl1IfNzU2TSZxdeNAEvhyUgPxJNWfu0qVLdYd+kL7t6+uztea5CTQWFhbU39+vp556Snfv3jVnhDSyJHNqkEmCOamGEvKa1/8tLfvtx3DgOZXJn8XuU74MXyhIAIXOwtHwzhDpYGQCnYYzTCEUmRMoPnA6Pa0I55V95uUKmUTfU3zFUcKchoUNJmiU9us4oKF4EIi9Fw6HFQzW+kh7h4019vtpeXnZCsZaW1ut7iCRSOjOnTvq7u62nsfIm+c8+1PeWDPfQsrXInj9jmPNnsMmkLFhb7F3fYEqfG5ffOtrBND/jdkOX3SIvfNIOjYGGfH80Ebbf5DGgXdGm5ubrVDHRzIsjt/ULCivgWoiXB9XfeoJ6LyXaM4LJmkHhATHiJ9gMKjl5WVL18MTwxCQ+jp58qShnXASEeZsNquhoSE1NTVpbm5Oo6OjVqhDRbonWFMJSprWn93cWKWKU8oZ7b5qHGXLZmqsEPbUhUqloqWlJfX399sZ6n/7t3+r5557TqOjo3r77bc1PDxcR1D3BUKlUqnumigxGlTDD+R1fwIHg/tgvT+OO+PPF5ZkfSMxMCgF0scoaI9se64n71lfXzcDhDGS9p0WHAaMgi9+6ejoUD6fr1vz48eP1/E8Sa3Cv0QWS6WSotGo0um0BTAglpFIRK+99pr++I//WOPj4xofH1d/f7/S6bSam5s1NDRkxycyyuVaz0VS2KVSyar6kV3QK++kUewSj8e1urpqyhKHjHnnMxsbG/r7v/97Q7HYdz7N1+joStI777yjs2fPKpfL2eli3NveXq0bA/eWz+c1Pz9v6ybtVw7ncjnjHTPgZUq1rAEoKIOA05/A4wfoVkdHh9bW1qx/4s7OjlXp41g0NzfXdTnwfXkl1SHtUv0xjxhWZNMjbPBdPYeRH9B49FdjRw/SkclkUru7u9ZvGA5ze3u70VZI85PqD4VCOn36tN577z1Vq1WNjo5a43j0X1NTk7q6ujQ3N6ft7W197nOf0+c+9zldunTJZKCtrc2cDXQwtKhYLKbZ2Vl1dXXZXnjwwQd17do1C8p9BqVSqWh5eVmlUsloBSdOnLCesysrK9aDt7OzU7lcTvfff78FmuxxgipOsoIqQDcHgikfVHvbwnrC2WfQE5e1gK5DYIZzhu7p6uqqq7D34AsOH3zocDhsTpcPtv2641RVKhU7MU+qL75qbW1VoVBQIpEw3YWjBCJbKpUsRe+dfPShR/K8PAJ0gBz39PRYUEzhG4EiJ8719/fbAQzb29vq6+uzThTobuyAdzQ9XaGxo4EHLHhu7yxSOObnGjvpDxXxNDV8CvwQbCcghC9u83vb0+X4u9ePjVxxno9B9vYgjQPvjN4b98a9cW/cG/fGvXFv3BsHdxx4ZxRCNkiUL2AiGmT4oiW4aI1RJeiAT7FWKvttMYiAKTbi9VwuZ1HK9va28SDpQ1cul9XT01OX1iXVubGxofHxcQ0MDFhrlM3NTfX29lr0uLq6qqGhIU1NTVnbpkwmYykF0nr0jgwEAlpcXNTi4qJV50v7aLBHXTc2NrS0tKRUKmUcRE9LIE25tbWlVCplEZ9HY5qba6d0rK2t6ctf/rJWV1f1ne98R9/5znf0rW99S+l0WpOTkzp69KihUf77uQ73yrxQiAJfi+p6vps141hGHz0SifpI1xPDG4uZQDD869Fo1KqmaeXCnPuUKKgoHQ2o/AclAPnwaRyfgvVRLvfe09OjmZkZSTW0jpQq1I5kMmlpTcjxAwMDmpyc1OTkpFEMbt68qfPnz+vq1at277RAAekeGBjQ0tKSpa2kGnoYCoXU19enoaGhOjRjc3NTpVJJqVRKpVLJkH9oIxSp5PN5Q1aYY+Y5GAxqdXVVf/qnf6qpqamP8Hyh0FCxfeHCBV24cEEnT560YrZYLKYPP/xQIyMjts6gVd3d3bZepHmp8pdq3Q46OzvtX4/wgXL5NlBeZtAPrKtHKNg7pDVBGjc2NpTL5QzhA032fW2hbFBE6bswIBsg9x4F84N9AQ/S7weyNKA5npICpYWWZIVCQbOzs5ZhmZmZUTgcVjablSTj/5EWTSaTunr1qkqlku6//35dunRJra2t+uCDD/TBBx8Yf7BUKuno0aPK5/Pa29vTqVOndOrUKc3MzGh4eFiZTEblclnT09P2PaFQyOQSzmB7e7uWlpa0tLSkrq4uZbNZ9fT0GJrk2+w0N9e6Ixw/flyvvfaacZvZqxSU3b59W+fPn9eFCxfqkCYQd1LqLS0t1tu4ra1Ns7Ozam1tNe4vvHdPKaKfLp1GWBP0EnqE/rUeLSfNi06Dx87/PUcYqgD6h/ulOwu1DFB8qCcAzSc7SOZKkhXZbW5u1tlU9gFyBQpJxm9oaEiSjCaws7OjbDZr3wdHur+/3+TbI86HDh2yzAfFrF7HTk1N6fDhw/ZZj9pCiQB5ZK942+H3rq8v4Xq+YJdTtPy8YHN84bOnt3mqGfQdvx9JsTdSCHy2kYH+wsahLxsR1UbE9KCMA++MYugwDGxgX9GMcHjuF45opVJ/9COOp28lI+0XMOGskIpDeOCz0ZZkfHzc+G0U2KAc2eg+lX7q1CnduHHDevelUilNT0/b611dXSoWiwqHw3acGi2DUDZw/VZWVuo4dBTPkCol7YPC6Ozs1KFDh3Tnzh3jutBbjTQpqc+pqSk1N+8fT0jahz59n/jEJ/Q3f/M3SqVSevHFF/Xiiy/q4sWLCgQCikajdiyfT7WTYq1UahXz3lFuamqy52X+19fXbY3hKeEcegOCfLBOnk/qq0Wl/ap8znX2DiOKj1ZFOGQoD4w4MuU7E+BwkBb1R+VJquPm8v3eSFCFv7e3p5WVFUUiEbv+a6+9Zo5ZsVg0ZxjqxvDwsBYXF3X69Gm98847GhwctHRXX1+ftc65c+eOgsGgIpGIpVNJjafTaSUSCa2ururMmTOWhscw05wfR5gG6EePHtWVK1d0+vRp68tJVTw8X9LWL7/8sn7/93/faCIc1ED6M5FI6NVXX9ULL7ygF154wc4/P3r0qC5duqTh4eG6s+d9Cx3Wx9MJvAOPs+j5WnBhw+GwFQT4/q44g6wbxo7h6RvMkU+Fs7dwnHEUaH2D3DfyQX01MK9jvH3gSDDlKQTMuzdwyKB3sqvVqjnOBJ7QoOAUHz58WKurqxbs4MRPTEzok5/8pBWdHD58WJcvX9bTTz+tp59+WqFQyJ6RFPzS0pLN+9WrVzU0NGSHI6RSKW1ubtq6bm1t2d7v6OjQzMyMPv/5z+vzn/+8Xn/9dX3iE5/Qzs6OEomElpeX1dLSYpSV+fl5HT9+XJlMRp/61KcswCB46unpUTqdtqCO/cC6cNxkd3e3dnd3rXiJe8MZxtFvPIOdolKcIIpNfJ9Qggr41L5GgWAU+SN4b2lpqWuhBl2I6+C4QD9qa2uzvYDdpBcu9A7eh8x6Z80XYTF8HQT0ImRmYmLCqGHorZ2dHdNx8M35/OzsrDlvBKSlUsmKJwOBgAXApVJJt2/fVigU0ltvvWVggedXExjiHBIItLS02OEK/hAAr795NvYdwAf8X2wKNgE74mkAtFz09Q4MPutpW97fIGAhOPA/fI+vQ5FUd61GsOV/+zhY5VYfM8rlsqpN+6ct+QVtrFLzEYNv7wJnz/cx5FosqFcCGAhf6bm3t2cKBL4dnEapVtADp3N1dVXhcFjLy8s6dOiQpFprEtCnnp4eq6b/4IMPJEljY2Oam5szhchzoHhyuZzuu+8+Xb9+Xf39/SqXy1YJCloM9w1kgYhyaWnJnFvut5FvAsIHakIbE+b92LFjunDhgnZ3d/Xnf/7n+vDDD83o+WIuT7bm3nHaUGIYb15jjimG8TyqnZ2dOge0MVqEU8f3URzjif9SzSksOLI/g2cEDfQRqW+949EErguyh7zhhHO/oPqgcDgn/tlpQYNR7urq0sTEhKRaFwKcp6GhIVWrVRUKBUP35ufn6wql3n//fT3//POSpJ/85CcaGhpSNptVPB63tmAnTpyQJGuRsrm5aa1sCCRYC0644fq5XE4PP/ywJOl//ud/9Ad/8Aean583hUnXBkl1qFUsFtM777yjRCJhyFKlUlE8Htft27f10EMPqauryzoBVKtVa5yOcadCHNkEyQed8p0SpH1UFLTZczMx8L4xNWvIurL+Uo1/LNeGx6No3d3ddc4qTgEyhJH0AwSGecM5Yl6848j9ehlH7ggSPGLH+9FFOzs79uzsaYLR69ev6+GHH7Z5TyaTdorN2NiYFhcXdfjwYXu9XC5rYWFBn/zkJ7W+vq6RkREtLCxYNT57v6WlRa+88opefPFF/fa3v7Ueq48++qjm5+etYwNoJdfv7e3VlStX9Mwzz9hJSpy6RCBE7QD6m567iURCTU1NllmiqwjdI8rlssna66+/bjoL3bO0tKSNjQ0rkGOPInOtra1aWFiw5vU4DF6XoCP8Wkr7jmgkElEul/sIT5j1RS7QJV4eCbA8worcUpAKKogjha4nsKIAqpH3igOE7gMJlGTBKHPY0tKiubk5nTp1SlJNj/DcOMHxeNwydM3NzVZUm8/nFYlEjGvN55PJpFKplO1fglup1vlic3Oz7hQnX62O3YGnCzeVwd7DofPBmrcrPFsjRxPHD66t7/RCUELgQ/bS2yZfyNiYpeVesGG+0IpnavRvGJVKRXtN9YXc/9vHwXKdP2b4SKYR9ULoPKLB8NGOJ4ETffrNyDUQSE6IwPEEGSPCRzDL5bKGh4c1PDxsEXVHR4fC4bByuZwSiYQmJiY0MTGhQ4cOmfNbLBbV39+v69ev6/jx4zp+/LimpqbU1dVVV/W5urpq0XUymdTS0pJGR0dtY/EalILW1latrKyor69P/f39unbtmq5du2apOd+KxCPOKEuMWLVaVSgUUjKZVDKZVGdnp1599VV94hOf0LFjxzQxMaH19XVDi4l6pX0SNsrSb8Kmpv0+oawJisyn83d3dy2Nw3s9mumNO3OBIWwsLGAgC97BxghgQHEQ+IEk79uw+OPmJFm0zrVAz1H4BD6FQsEI8MhRMBhUKBQy57K3t9eI8sjf7u6uEomEVlZW7LuR/bm5OQtiWE8+i7xwL4ODg+YIUy0/Pj5uBh80z6e4RkZGrAdke3u7ent7NT09renpaR0/flyzs7PWOoeCOU7TIbKnuXpbW5s5hbQfohH2hx9+qGPHjhlqSyDBfiRA8cVRBJk4BRgSj3RsbW1pbm5OiUTC0p07OzsfSY37vsPeoGxvb5ux8w4EMudTql6PSLKw6TgVAAAgAElEQVR14HeQJOS5o6PDDJGnhvAcPANOl5d79oxP5ftG/4FAwFrd4CwjHxjWUCikpaUllctlS8Nvbm6qvb1dMzMzam5utiI10PLBwUErnHvzzTcVCoWUzWYNncSBIigcGBgwlDuZTOr06dN6++23rYiRrgwe8R4ZGbHK6uPHj+vNN9/Um2++qVQqpWq1qsOHD+uDDz7Q4OBgnR3ggIcnn3zSCpzi8bjt6ytXruhb3/qWtToj04S8FotFjYyM2D7m5B4Qut3dXWUyGUMWfT9XEGvWn24u/OAo0eKIziI+O4Mjyjp5XYS+Qc6QSz4fCASMkuEDZZ6dYI7vkvadL9bMy1ZLS4vRz3DuyG5BR4MqJNVS2ZyAx35B3gFBoFnRYpC5Ab0Elczn82ptbTWZ8e3Jtre3bQ49iOTtv6elePCKAILnbXQqKVYky8UzUxRFsat3ErEPPhhljtB/Hkn9uIHtkfZbrxEY+CKsxuKoxvaGB2EceGRUUt0GQ4A+Dg31qCkCA3Ig7RtMYHXvvOBQgRwgJB7haGlpsYgaYcVxbG1ttWgcpZlOp+samBM9dnR0aGVlRf39/YYKDA8P20lDXV1dWlxc1IkTJ4xXxX0UCoW6lKIkS22R5r927ZoGBwetP+DCwoJaW1vtrFzvkPtn9+ef5/N5444NDw/rySef1NLSkqWjotGoOYsYU19ViGPEvOP883/Pv2UT9vT0WCcANih8Kn5wArwykur5oJ6vxdjZ2VHVOaQodlJrOBjcC9f0qWD+juyBgqOocWD8PcGF9c2W+Xw8Htfm5qZyuZydqOIjcxAO0og4X/DhnnjiCU1NTenRRx/VSy+9pK985St2csn6+rpGR0ct3ZpIJDQ7O2trsr29ra997Wt68803DYGlb58k3blzR6dPn9aRI0e0u7urzc1NOzKS/UUgEggErB8niEdXV5fy+bxxOOG9gWSdPXtWV65c0aFDh+x0J56dBvsoYFKP/mQTkCKqiv2pLpz0g3MJNxa0pre3V9ls1lCsRrSdZ2Ld2f8M5Aqk0beC4r6hY2A0cH5Bzvf29mzOfN9H5M+j+42y7FP3nAiDbEUiEety4OkxfHdXV5c5M6D1HAdLb1LW7rOf/ax+8IMf6NixY5JkclCpVHT27FktLS2ppaXFApbe3l57z8DAgNLptPL5vGVbfvWrX0mS0QNu3rypnp6eupZL/f39unv3rkZHR/XKK6/o61//uiTpwoULeuSRRzQ5OalwOGxyNjo6KqnWr/K5557TD3/4Q33mM5/R1atXNTAwoPfee0+S9Mwzz+jf/u3fdPLkSWu+zsl1kuw+QNtxGhOJhM07Ogo96rsiEEz4dD2oKYG7JJtzr2dwBlmbRiQNuQTpxkHy3WI80g99xCPs4XDYUHLAFuwiB3VQDe+dHPim29u1k7oWFxd17tw5zc3N2ZxI+6cc8X9/klupVNLo6KhmZ2c1MjKi7u5uy7jAs0Y/QmG7deuWJCkcDps+gA/LXvPHlHrOpl8vryvQMegw76gjUziC3DuIJ7rCZykIAr3t8A4kjijv9fsYHcMe91Qchv+spw/xbAeNN3rgnVHfuoHIhkgTPiObx5P4iVBBWCQZ76+xvROf9UUVCEhjgRROJcqEY89wTIPBoKLRqObm5tTd3W0blDR+NBqta34OWkJU2dXVpfn5ed1///2ampoyhUHD92g0aggTz725uWmtfKrVquLxuPW8k2RFQ3AavSHi2fP5vHp6eqyIKhAI6PHHH5ck3bhxQy0tLXbiTqMyleobvLMJUcD+aFafKpRq6bVsNmspaIq1cCwalfLHbWqCikYejhz61d7ervLvZIJzyJGvRoXhUyU4/QQqHgUhIvb94Lw8dnd3Ww88UkoewS+VSobOzM/Pa3BwUMVi0U5DkmqNxnd3a8fkTU9PK5vN6lOf+pQkaXx8XKdOndJPf/pTvfjii7py5YoV79CTFIRlbW1N9913n1EAQC2GhobMSPjTofr6+jQ9Pa1YLKZwOGzGi3UrlUpKp9PmIHLsJsZ7e3vb+lxyilN7e7sFX1NTUyajXV1d5pj5dWANdnZqDesJfiqVikKhkFEb7t69q1gsZp/HSO3s7CiTyai/v98MjSTbP41G2+sRkBRSZx0uHQs6gpFqdDZo0N3U1GT6hnkFofLZFj7HvzgnPojzRgrdRYof3SHJnCGMKEieJOOeg7LFYjErOGENadWTSqX0+uuv6/Tp09a+zDtAe3t7ymazikaj5vBJNeeQAKulpUWnT5+2U3ZKpZI+85nPGG/w5MmTNldS7SS4M2fOWLP8o0ePmlMyODioDz74wArZCGK59s2bN/XQQw/pkUce0e3bt9Xd3a2ZmRkDA5qamjQ0NKRKpWI8SfijUk0/0DSelLqkOiefTAPt5kCamQ96UaL/uDbrSFDkUUjWE+fCO3eNwAuBOWvv+ah8J8/mkVSCEoCZRscHlI/gy/MeSX3z93A4rJmZGftuTp/jNLKOjg7jqku1wzNCoZDRlaQavQig5ObNm3Zf09PTCgaDSqfTSqfTkmQ9tldWVgyJ9vfnZd7TJ5h3n4HzTh9zzDoQjBNQcF10iqefebAB3eZ1SGOqHafT+xONLZ0YjVxWj6ziwLIuna3+WJf//eP/RJrep5lwOnAAvFPJ/9n40j66xI9P7fjUHo4MCBh/I4VFastzUL0AEyX39vZqZWXF0jxUvHMN+CWgUKQOqeotl8saGhrSjRs3LPVGw+5QKKSFhQUzCtAX2tvbNTc3ZxuHVATPRkqovb3dKqPhu/Jz5MgRVatVvffeezpz5oz29vZ0/fp1Xb9+vQ7d86gi886aMCDH8+xEn83Nzdb0HSePCNtzRX2ai2gQ55dn4dn4btaL13zxgLR/7Bx0AC8zHuFAsZISBzVA0XmCPKlQXwBABB0MBq33K+klEHlfbNLd3a3JyUmr6qeCeXl52Qj6qVRKc3Nzampq0tNPP63XX39dr7/+us6cOaP//M//1JkzZzQ5OanOzk5lMhnjWZ09e1azs7MWCGH419fXlUgktLW1ZQqX/n7IAxE+iDkZhWw2q2w2a3PEiSSk5rh3HIzx8XHbUzMzMxoaGtLQ0JA9K+k7f1gAqWbv7HOSEz+gckNDQ8Zf8+nMzs5OoxqQ/mTeWQffbcOnLXEICZwIohjolsZUmiRLwTIo5CPtiVxhiPjd6yf2FIGLT9Wi45Bh7gUaDs/tj2YF8aOymepmnOR4PK54PK7p6Wn19fVZz9l8Pq++vj4riisWi0YrCQaDWlpaMidbqgWW7e3tVmV/4cIFfeMb39BLL72kl156SY8//rhWV1d15coV9fT0KJfL2dHHvb29GhgY0LvvvqtIJGL6AVpHf3+/0U/m5+ctNQ8N6utf/7p+/etf1xWNLi8v67HHHtNjjz2mGzduGCKKPoKPjfONrMO7pz8m/ZuPHTtmxzsTUKO/PcKOvmDNQMf92nub5HUHQIt/D7qvu7vbqFReXskiec66t03ekfEFb9hBT0thHzLvcGSDwdqJVQ8++KC6u7stMMVB3N3dtcxOe3u77enV1dW6QwEodiKV3dPTo87OTjsMhkJS9NSRI0dULBYty4JT7AtIuQcfGGAHAH7YO+g2fra2tqyOoVqtmk5H/4Cukn30ByF4++e/26+r7zLibQe2xu99nsc7qZ5Wx9/IMB40ZPTAO6P3xr1xb9wb98a9cW/cG/fGwR0H3hkF1fAIFtED6J+PhCQZOiXJ0qogHCAZnqMm1aeAJdmRmiAansCcy+WsrRPRJ5WhpIboyzgyMqKRkRGl02krzKGqkbPaiXjj8bg2Njas5yiR2M7Ojp08MjAwYDw8EI9isaihoSHj95DaJArzrWRI2Wxubhoikkwm9dprr6m3t1eHDx/W+Pi4RbZtbW1WmetRaWk/lUQFu6dDLCws6OzZszp79qyl6Tc2Ngw1Bm0hYm5vb1e5XLYCFqJTnw7l2p5H5+UCtIBn9evb1dVVRyz3JzTRMzQYDNaR60GPfSEAa01VJ8iCbz3G9xDhg3qAMPB55OH06dPW3mRyclIDAwMaGBiw85sDgdrJRocPH9bExISef/55Pf/88/re976ns2fPWtpyfX3dkPzu7m698sor+vKXv6w7d+5YOpY2PSCus7OzGhgYsH6nHMM3ODhoKHIqlVJnZ6dROXp6eoxzGQqFVCwWjf7ATyAQUCaT0blz5zQ/P29pbNadLgJNTftncnuEgLXc2NhQLBbTkSNHrJikUCjo3LlzWltb08TEhMbHx+uuXS6XDclfX183hNkXQDV2PgAVg3+J7LN/fDEcsg8a5oueQFXZIx6Voiqa1B17UVJdO7FGHdVYsOkLqiiCA9GmSIRsBmlEeK0bGxu23iCroFzVatWOBO3t7dX29rZVwkuyE798IWcqlTKZ2t3d1bVr1/TZz37W2iZdu3bNUK6RkRFdvnzZ6AsDAwPWJYHCv5aWFuVyOWv7BAJ/48YNjYyMaHx83NDfdDptezOTyejBBx80WsbPf/5znT9/Xm+99ZbeeustdXZ2qr+/X9ls1jI7ZLTovMKgQNUXEfmeosgoyDIoIzQI7A73RvpakhXK8B5fCEPGjHS/R8mgB6Dv+Be75G0jcuBtE+vPZ70ORRbpT4r94MdT1m7dulXXRi0QCNizcfoYvaxbWlqMcrS7u6u5uTnLTFAUB0rtC2Db29ttLx89elRTU1OWkfT2nGf2mVJqOf4fe+8ZHOd9XY2fLai7WGAregdIgg0kIbGLEiVKGkkuUpzIVVbisWN7nMSJJy4Tx7FfOzNW4nHGEzvOeGxZjm1pXGTJkVVMFdKkKErsBAkSvQOLstiGXWAX2PZ+WJ2Luyvm/+H/5TUyfGY4JLHY3ef5lfu799xzz+X/uQ94RnE/cz5pGzjnTI/T7+Dzl5eXi33iOiB/mmhqfoaQ96OzHDrlrulh/Fufa5r2xXNLF96ut2vdc0Z1BSAPKTqaOt2l/8/JIpStDwZuRvJK+VmccH0Y8pAHshIXTqcTKysrcLlcOXqaANDe3o7+/n5UVVVhZWUF4XAYzc3NUmzicrmkjSKdUJfLhb6+PgDAli1bMDs7i4qKCqyuroo8Ezl5ZrNZpJnC4TCsVqtIqqyurmJ8fBxOp1M4rQaDQbgvNN4UQiZ/irIp1dXVOHDgAKampnI2LdOPOi2p0086xaRTU+FwGHv27MHrr78OAGhpaRHNv0QiAa/XK72ktcwNDUk+8VvzMDV/U/9frw+mo/Ta4FyT28t753fpYEU7HnyNc01eFi+mdrRINQ82VpJTEkw7pUD2MGTzBPKyKEIPZAvP5ubmsLy8jM7OTly6dAk7d+7EK6+8AgDYsWMHIpGICEoXFRVJARMDmKeffhoPPvggfD4fpqenhcsVDAaxurqK1tZWjI6O4sCBA+jp6REnx+v1orKyEouLi5iYmBBheTonFEevrq7G6uoqJiYmpC0mAOzcuROvvfaaVE1Ho1GRDQIg7T91CpzzpQWmbTYburu7UVNTI8HOnXfeidOnT0sVtMfjweLioqwDNpVYWFiAwWAQygPnVVff6rQb500fSDptl3/xMCUfD4DIsvEA475jwQ0521qeCFiTmdEcZtop/TodBabvOX4cV13oxcIWvtfn88HpdIozmMlk0N3dLRxkVpYPDw+js7MTXq9Xip241oPBoBTb7d+/H9evX5e9tLi4CKvVCq/Xi5mZGWzfvh1FRUXYvn07AOD06dOor68XjjSpAOQP9vb2YuPGjRgcHJSWmeSoUiSeTjod1LvvvhsAcP78eayurmLLli149dVX8YEPfAAnT54UCkdfXx+qqqowPz8v6U861BwrOmJs1annwufzCRc5GAzK2aIpW5rmxeCb987glo4gA3S+90Y/57lHOgAdJ52iB3JtpK6X4KUr6Jkm1/xUk8kkQRudVu2wGwwGTE5OYteuXRgaGoLdbpdxmZ+fR3l5udBC6ATSTlBDm7x3v9+PiooKXL9+PWde7Xa7NLqIx+NS6GixWN5RoKw5tFzHfH46hXpceO6bzVntYa4pFoTSaWQAwGcnXUHTbnQhK4MUUgg0BYPjznOS546eM/oYGgTTvHU+B+lpPGN56fNtPVzr3hnV/AsaZ+2s6AIXjYxlMhmJiPi6RiwoFM+DUBPDgTXSNxcPux6ZzVnhYDpX3Bjd3d1oelu+iQVFo6Oj4jDS8Hm9XtTX10vfcBrq6elpOJ1OWWB0PFnpGovFUFZWhsLCQmzZsgXXrl2TTaJlecgNo3HlRRH+DRs2YG5uDv39/di/fz8A4OLFiwDWKvzyF72O5Bix5QcB8XgcdrtdnLH//u//xm233QYAmJqagsPhECdaF1+5XC7pWqMr8rXhYQSs70sf2BoVz0eweBFN1hWnnGd+Z/5n8f90AIh+0smn4SFyywCIz2axWIQrqwtWuCbMZrOgk+yHzcgbyCJRsVgMe/fuxcDAAOrq6jA8PCxOUygUwr59+zAxMQG3243l5WV0dHTIMw8NDaG6uhoXL15Ec3Oz8CCBbAASCoXkkCM6QWf14sWLUuFaWVmJmZkZZDIZOdyvXLkiXZ2ampoEWSFXtK+vT+acTifRRwDyDPnBI9cq5WrMZjO2bt2KoaEh3HnnnQCAc+fOCW+xtrZWRPz5/pGREdGLLCsrg91ul+8F1hB9k8kkvbv1IcODQnewKjHmJpmSyaSgf36/XwoRtaIDx5Rrj89LB5bKCyx60WtOOxZ0aAHIoc91TseU484CmfjbmrqFhYUYGxsDAJGQY39wg8EAp9Mpr9fX1+Py5cswGo3w+/2S/aFWp8PhEM56NBrF5OQkZmdn4fF45P1LS0s5aiJExLneGdSxg1ZDQ4PoJYfDYXHa6WxpSS2Ok9lsxuDgIO655x489dRTALLBfG1tLUZHR+FyuaTjHeeUzj+1cJm94ueHw2EsLy/D6XQilUohGAwiHA5LoMd5JBpbUVGBmZkZUQqwWq1YWlqSXvHafhJJ5NlEx4dzqhtxcC/wfOJ6NJlMOT/T/E/y7Ln+OHYMkHi28bwjL5R2RvMc6Yzp4qiSkhL09fVhbGxM1Bfq6+vlu/VZSr4v5zQSiSAUCqGpqUnsQVVVFdra2gBkbRwdPtpBrYDT0NCAa9euyfPSBnMMiPqaTCZRg9BOPsEV7kkduNE55FhpdBbIBrVLS0tyXjFLpgsCyY+lc5+PeHJeuU/52Tog5u/q4IeBDoEg2gKNvP5PZ90f67XundFUKoW0iuDyUToNjevNxCIWvQB48Gj4nhejIi1xVFxcLBO+vLyM0tJS+TzqqhH5bGxsRDKZxNLSEqxWKwKBAGw2m2wMVh22trZiYGBADDgPgtLSUvT19Un6YGRkBBs3bpR2a+3t7Zibm8P58+dhNpvR2NgoGz4ajUr7R+pLFhYWyiFC1KqsrAynTp3C7bffjkwmI+lNEtLZNYcbV6OHwJrRIsrHzZvJZKTbytzcHFpbW3HfffdJ9EsRZDryGrVkYUxBQYF05CFSwIvzqh2G/ApEbnxNcDfnyWQEAoGcwiT+nOuK8683OdNgTBGR8M455QFD5E9Xe9KJ1rInWlLF5XJJkEKHoqqqStBNtj+8evUqOjs7AWQdLe6B7du3Y3BwEMlkEk6nE6FQSA7Pubk5oR3ws91ud85hv7CwALvdDqfTiZmZGXkOAGhqasLMzIxQR7gOz507J9/d19cHp9OJkZERdHR04Pz589i1axcAiIPI7lpEh3RgyQNRzx3nMx6Po7GxEQsLCzh37hz+8i//Ek8//bTshd7eXqTTadTW1iKVSknrUu6HQCCAuro66VzFA59zXlpaKghQPhpOdIWFTmazGek82TimPNPptKA7nHOj0SipSD4LnVHaHo2S6+CIa10X7TF9q9cPnXtSfrQ6BIsk2TqWc8d2rplMtgWly+XC6uqq6NyWl5dLUMaqYnZF4md7PB4YjdmOc9evX8eRI0dEUWRxcVF+v6mpCRMTE7Db7WKnnE4n+vr6cMsttyCTyWB8fBx79+7FiRMnAACHDx9Gd3d3jhoBx7W+vh79/f1oamrC1NQUPB4PLl68iPvuuw8AcO3aNWzcuBFPPfUU/uEf/gGvv/46gsGg2Fk6sizs4TNyP5ACNTU1hba2tpxiMyAb+DGYZTpaB0CJRAIWiwXRaFQcO62EQjSOe0/bGe2IEkHjvuBFWwOsKZdwL1GRgnaG9pn3ZjabEQ6HRYmF60wHOFxHtEc6WJ+ZmcG9996L6elpRCKRnM/xer2oqqpCKpUSG0iUFVhTI6AtoHOoHWW2gfZ4PLDZbBgeHha0nAEdqTBLS0s5Z4CmQnDcNBigRft1ypvfTeddV+pznDlnHE/adQa2OqilDWFKnp+vs5R6XHWGjJ+lL52RY1aPtoq/X6DWx3q41r0zCuTC0Tr6uBGPy2w2C9cNWOuBDUB6DXPB6FZoWrJHo6t0WoxGI8LhMAwGg6TiQqGQIEkApAWe1jWjoTYajSgvL8fs7CzcbrdUBPP9hYWFuOuuu/DWW2+hvr4eoVAI169fFx29ixcvYmpqCrfffjt6enpw9epV0XLbtWsXxsbGMD4+LpJMPp9PHIe7774bIyMjGBwcxOHDh3HhwgVUV1fLuGgkkmgwnTOOBw9gIpi6m1M0GkV/fz/q6+vR1dWFo0ePinHlHDBVkx8EEKnQqIB2hDlXunIRyO1GoStC9WGupZ0ASFqX0TyfnU6obnTA1zRtg4cAjZRO/3BN6Oh1eXlZWvnxHunkABAZLyB7kNOh5+Hf2NiIUCgkeqGXLl2Cx+ORNcmU4b59++D1emGz2UQKJxqNorOzE/Pz83A4HAgGgzkoFA9U8qeIJvHepqamUFdXB4PBgKmpKdjtdgwNDeGb3/wmAOCJJ56Aw+EQyZtwOAy32y1IfiaTERSPey5fqJljzvnmoUHH+eLFi4KiDA0NidPk8/lw9913o7e3V5Bq6m0CEJF7ImDk9+oAR+vBMuWqVRH4N9GVG1WuMijQHE7yMonqEmXSmruUy6FjSWkaYA3FMpmygutMs/NemSkA1lBRLR1F3jglmvJtJJ1Pn88Ht9uN4uJi0Xzs7u7Gvffei1OnTmF2dlaoD9qpot1jy9eCggIJnlwuF9xuN0KhEPr7+3H77bfjzJkzQjtJJpNi+2ZmZtDQ0IBjx46JHUulUlheXhZ0TfM4mT2hPXW73ejv75f9s3nzZvz0pz/FV7/6VTz11FNoaGjIsf0cZ2o8u1wuhEIhWTOJRAIjIyPCXyavmShaX18f3G43jEYjKisrhfvONUtEmLZfp9EZePBeuA9oZ6gvqjNdWuGDklCa0qKzeNRLJf+SwS0vZrR4b0T7dUaRdks35QCyVffUnOaaZmtUAGhubha7zGxALBaTIGB0dFQq1ZeWlqThwMLCAoBsxtFkyjYF6ezsxNzcHCYmJiSojkQi4twyS6ApWlz/3KN8Ru41PrvOqGnZQCK6Or2vL/0615H2E4hw8/0aMOP3EvzQyCcDzRul5fl/7nvaoXxkNJF3vv2xX/8rnFEaevJu8jmD+bwqvic/pcs0r0ZQdRTD9xEdBNYiO0LymjReUVEh7yMXJhqNijxQMpl8R/qO6chgMAi32y0dbGKxGKanp9HW1ia8Jv35KysraGxsxJNPPolAIIB3vetdeN/73gcA+MEPfoBAIIDdu3ejs7MTv//973Hp0iV89rOfBQA8/vjjOHz4MNxuNwYHB7Fhw4Yc/cF8J4qbSnONDIasbigLqa5cuSKHVH19Pfbt24eXX34ZBQUFoh9I40rJoYqKCkEQmOpmpKsLhXgPvDc6c9z82jEgz5QOIw9zPaf8N4tadEpG/14+T0xLvTA9FI/HRUvT5/OJkSIvVPNJea9EyouLi6VfOp+dlI/JyUn09PSgqKgI+/btA5BNs7e0tGBmZgbDw8Nobm5GSUkJmt5uMfvGG2+gpaVFNPwYKABZ9PDatWv4kz/5EwlKxsbGBCV75ZVXcMstt8BiseDcuXPYuXOn6KICwLZt2/CHP/wBu3btQldXFyYmJtDU1IR/+7d/A5BNi7a1teFnP/sZtm3bJgV8Woibc6/TljoVxr3Aw4ROuN1ux+TkJLZt24aBgQFs374do6OjOan9r3zlK7jzzjuFx633PtddMpkUWSuuJT3PRKfopOgUGg9sQSGxdpFzbDQaxbnR3G7tXOQLoLNoiuuFhXP6gGMqlQGcXsf6GSlbpyVgyBMtKyvD9evX0dzcLAECkT5ymXmI0hm9dOkS3v3ud0sRitVqhdPpFMeB/d1XVrJta91uN3p6eoT/XVhYiOnpaUFce3t70dLSIvJtdXV1gtg7HI4c9A7IBm82m01S3V6vV9L8pBRcv34dDz74II4ePYpNmzbJgezz+bBlyxa8/PLL2LBhgwRBWgeaDi3pB9rpArIBYWFhoWS1KIEFZPcqeazkjmq0ncLrlDtjgSmQtd3MXJCTqe0U+dEGg0GQUd2kgXOr0+kcb943s0u0lyaTSZ6dxWUsNGMjDKKbLpdLGkUQWdfc8X379uHixYuorq5GLBaTfuxA9txisabL5ZLAi+cax5d0neHhYVgsFgme2N7V5/NJgWImkxEbx8/XmrD5VDpKdLGYinNC4IFFYqWlpdJghHuRe4ZOpD5fNL2K549es2xbSjSW86npD/ybc6ezjARCGFjoNcH35BfratDoRjz2P+Zrfd3tDS6TyYSEWhzAGllcT7b+W0cmOtVD5JQ/05PJxcJ0Mg9KHa0y8mNq0+v1ymewQIkpYhLRaVDsdrugVJFIRLrX0Fm1Wq2oqqrC8PAwCgsLceLECdTU1AgRvKGhAdFoFI8++igcDgfefPNNPPbYYwAgfcsNBgN++tOfoqysDH/xF3+Bf/7nfwYAfP7zn8eLL76I6upqSbFo3qeu3KQzpukPrPAMhUJ48803UVdXhwcffFAOmcuXLyMej2Pv3r0iTsKseUoAACAASURBVHz8+HEcPHgQADAzMyOHH5BFkPUhxPaQ+cVLnH/eD1/TKTBdGEBjzA2eT/A2GAyiHUini6iCRiNojHhPTGvyO/leVqHSWNExoFNDB4lds2KxmFSR83N8Ph9MpqyuYSAQwLvf/W6hbnR0dODkyZMoKirCjh07sLS0BIfDISLjLpdL+Fl0GMjFunz5Mnbv3o1YLIaBgQHs2LEDc3Nz4vBt27ZNipMaGxthMpng9XoFiX/11Vfx6KOP4sSJE5iensbGjRtRWlqK7u5uANkCqFOnTqG6uloKOrhWgLUAhogN/6+DDO45BhK6Z7kWi2fajusNAJ577jkcP34cfX19sgdpH8jzIgrPQ16nspkJYUGk7lOuCxeleCmvIITrkQc+bY52MPlvzVOjk2q1WqUaV19EUrkmGYDpwJBrjk5rPq3E7Xbj6tWraG1tFR1XANJ0gDy3eDyO+vp6UVK49957JXBhkNja2iooGAtPCgsL4fF4MD09jY6ODhn/4eFhCSpqa2sxOTmJpaUloQtRT5k8VPI76RQFAgFxpILBoHDQgeze9Xq9ePjhh/GrX/0K27Ztk6wBAPz85z/H1772Nbz22mtCI9CFYxUVFRgfH0dzczPm5+dFOYFjQyoFA2ebzSb3wXnLP2e0GgNRWK4nXZxGVJbBT37mSd8HOY/6+3RqVhew6e+mE8n1FIlEJMhgJ7CVlRX4/X44nU7RjAXWaANGY7ZVNWsOeD+sV9BonQ6omR1xOp05utFA1kbxnoqLi+F2u1FUVCQBksmUrbgPh8OoqakRRJzPPDQ0JE0GNJ2B48/P0BmofKeQ9AXOF/cSqUOZTEbmQDfBYOGYLjbS80qlgnz0Ve9HnbrX5xqdXo2o5v+Ofhadstevr6dr3Us73bxuXjevm9fN6+Z187p53bzW77XunVFWsbHwKD+FnF/dnY+2EMHQsj2scNZcQ0Zcmly+uroqyAj5Oo2NjfD5fAiFQjlpE51SIRLClJDFYkEwGITD4ZAUzdLSkqR+yTm8cOECSkpKUFBQgE996lPo6OhAZWWlFGYAwIkTJ/Db3/4WO3bsEB056kpevHgRDzzwAPbs2YOnnnoKX//61/H1r38dTz/9NDo6OqQAJ1+7kJG1jvCILhDR6enpgclkwhe+8AWEQiG88MILoh+4c+dOFBcXY2ZmBhUVFfD5fPiXf/kXjI6OYnR0VJARRoGZTEb0+ZjWyk83ag6fTmtpKR3NBdTc3xulNfl5TL3rLkklJSWyJniPTL/w+4hGlZWVyetcY0zdEAm70fsY2eouHJTOWV5eRiQSQWdnp3CBbTYbzpw5g+LiYrS3tyMWi8HhcEi6mn9sNpuoFVRUVGBiYgITExP4sz/7M4yNjeHs2bPYvXs3ysrKcpCZjRs3YnV1FdevX8dtt92GCxcuYP/+/dJhqby8HJOTk2hsbMQtt9yCV155BdXV1fK9GzduxMzMDGw2Ww51RZP6WXijCxC4X5iaZGqQSA+RByJsTOmFQiH09PSIjuU//dM/YXp6WqrCS0pKEA6HJR2o+aBEOrnPyY0DcqtYaSf0WiV6mr+mNDKlMwtca0z1s6CFn83UOu0Z1yxTcfwcUk/yCx005YjPpseO/dg3bNggyCvHfG5uDkVFRXA6ndKNaHJyUrSOZ2dnpeUv6STpdFq6egGQCvJoNIqRkREZa6YUS0pKRLrJ5XLloDeFhYVSocx1Mjk5KSg2KS3Xr1/Hjh07RLqHxVSxWAzz8/NobW1FIBCA2+3GiRMncOLECXzmM5/Bz3/+c2k9yT3Oz2b6NxwOiyZufmajsbFRijirq6uFB5pOp6V3ObtMWSwWlJaWyrgz60IbSyS0oKBA5px2hvPIvaSRvJKSEqERaL1M2hOegTqzZLPZcmwlC3mY9ub64nMzU8OxiUQisj65zqempjA1NYU777xT5LwMBoPob3NcuI+MRqMoc1gsFllTjY2NKC8vl+5ulFaijaQcHIuTmB2jzBjtHeklej0xbU4VGZ1e51gRudQ0CO41TdHgZ5HqRHSb/F+dKeXn87zQe5RrSVN++H20i/w8/pz7Pt/GaJuiU/Uc//V2rfs0fSqVgknprjFtyknOnxQeZlxcXBzA2sFD3g4XEpCbZqMRpEMKQFLqvb29aG9vRzgczql41NV0ujc038/KfnKZmDbwer0AsuniD37wg7h8+TL+8Ic/IBwOI5VKiSPn9/tRUlKCu+66C729vZienpaUSHt7OwwGA26//Xa88MILKCsrw8c+9jH8+Mc/BgB0dXUhEAjkaIjmp7D5rAaDAXa7HRaLBWfOnAGQNZIPPfQQXnzxRbz55ps4cuQIVldXRUlgeHgYtbW1qK2txalTp3DrrbfiP//zP7Fp0yYAkAIlGrzCwkJJzVkslpxqas5rPk9K37dOZ7BYSVdG0jAa1SFeVFSEZVXZSaeDPc5JbKdYNC+mb/i5uvBAS7Lw2XTlMwMpHixGY7bKmml4cpqmpqawZ88eHDhwAAaDAb///e8BAK2traioqIDf70ddXR0uX74Mi8WSQ+6fnp7G5s2bJc1PrtWJEycQi8WwadMmeL1eJBIJOJ1OSTteuXIFbW1t6OrqgsfjgdvtxgMPPIDPf/7zAIAHHngAV69exb333ot//Md/xA9/+EN89rOfxRe/+EUAwLPPPovt27eLRA8NMLnApCNoHcySkhJMTk4CyFbjT09PY2hoCA0NDVheXs4pbGPrQGr4dXd3y3p+4okn0NTUlPP7oVBI0o6RSOQdFa66WIBzRjFyfWAAa7ZA84ozedX0PNyLi4tRUlKSE4xy/dJBt9vtsp7ZBlM7rDyk+NlSgKfWKlOO+hBjsByJRNDc3Cx7kQc8/7Dwy2w2w263Y25uToqXent7RalhaGgITU1N6O/vh9PphNlsxsTEhNBS5ufn0dXVJelUrmGm+SsrK6XQk1X34XBYUtBjY2OoqqrCq6++io985CN4/vnnUVVVlfPs/HcgEJAiKyCrDnHo0CG89NJL2LNnD+bm5pDJZCQVPTAwgKamJni9XpFJI1dTfzdF8RcXF3PGmY4hpYIymUyOniaQlUOj48EiLBbqcK60ndLOBYN+2iZ9LjGgS6VSwjVlMSUAEaPXFBByKYEsBYHfQeeJwR4AVFVVyTnDwJD3wfvWxZ100rmetMQQC3byU+EMHj0eD3w+n9iB6upqKRY2GLKav+QFA2tKA+R2kvZDrjD5/Rps0LxL0u10YKbrQPh//q1rGUhLI5igud0AhIvOWgC+zoCCY0Fbwz2v1VT0GDFg470x2NV6pvlFb3xm+i755/Z6uta9M6odE80nzJe+4MUJ15ELL41ycPKT6pChI0GniGRyYE3ni9xNIOuMaDFrbip+L5FZfjaJ7ZTaSKVSchBEIhF8+ctfxuc+9zns2rULoVBIEAYga7Cam5tx/vx52Gw2HDt2DJ/61KcAAE8++ST27t2L48ePo6mpCSUlJXj55ZdFE9Lv9+cgyjwwNR+FESFFr3t6evDlL38ZAHD06FE8//zzIi/V09MDu90uhTxbtmyB0WjE2bNn8dBDD+H48eNobm4Wh5PcGpLs2QUGWONI0TBws+nIUt+3LtTIv/Sm1cVQAMRIaGeRa4qBB40sDZ92AHh/WlScpHg6nKze1O/XXEWDwSBVygCk65DZbMbCwgK+//3v473vfS82bNgAIHvQnz59Glu3bpVKeqK5nDe73Q6v14tMJisuz0OHFd7T09MilVNcXIza2lq597Nnz8JiseCtt97Cl770JXzmM5/BPffcAwB4z3veg0AggE984hO4ePEi3v/+9+PTn/40XnrpJQBAbW0totGoBH00+NoQ0zjb7XaRevrwhz8MAPi7v/s7fPGLX8Qbb7yRI8XGcSLSnk6nMTo6ih/96Ef49re/La/T0FO+xWw2i+MSjUZlTnQRkg5K6Qjmi5UDeMchwAIIXnzG0tJSFBcXw+/35xRRsliGWqesEAeyTjMPHQYxOqCm3SAqxsNY89R4P7SNNptNggwW3SwtLSEajUoxEZB1JtnZjRJ0drtdHOmVlRUMDw+joaEBwWAQ5eXlqKioEMchEAhg+/bteOqpp3Do0CHJ6PDzV1dXpTiG4vcej0fujfrKu3btwltvvYVNmzbB7XZLtf3Q0JAgg4FAAC0tLcItdDqduHbtGvbv3y+6nS+//DI++clPAsgK6peWlkpAYjQaYbFYJGDnOmloaBAn3el0ii0nikYAg00htBRaS0sL4vE4RkZGUF5eLhxnrvdkMgmXy4X5+Xk5P3gvtPnk32s7xCp17hfyJrUNpCOlhfR5NrGCfmFhATabTd7H3+VaY1ctcuHpMBKtJIexv79fGiH09vYCWHOOdGaH4zY/P4+ioiIsLi4inU5LNy0AAszQ5lksFszPz4u+dk9PD2pqanLUTSoqKsTGUXaKNpRAEu+JFx11XYCa/x7OMQuYKPmmecnAmqQT7TwlwcghzS+Y1meSvicGLtonyS+u5bmbX6/A9+TXH+hsynq71r0zmh9NaESUB6A+ZBilcIFpzTMaBR4sOhJhdKLRlLm5ORH3Jem9vLwcU1NTqKyszJFxKCwsFL1OVmCn02kxWGxHd+nSJYyPj6O9vR0mk0m0Pjdu3IgjR47g3LlzMBqzMlBer1cck1gsht7eXhQXF2Nqagrvf//7RXfxkUcewa9+9SscOnQIY2NjSKVSqKqqknHRpHde3LzAWgp7aWkJly5dwpEjR3DkyBGpnD5y5Ig4ctXV1XA4HIhGo3JI+f1+XL9+HX/6p3+KkydPoqWlRYw6sCZxVFRUJGkybnjOL40IU1L5WnA8eHmA5wciTFXqdaF/J5FIwPg2qsDf57Pr6JZoE9eHFrHXBSlcb+yIwrVFJ4ffyXvVBo/oZWFhIc6fP49kMomOjg5s2LABv/jFL6Twy+fzoaurC2+99Ra2bduGsrIyjI6OikPJKnw6OhqJLy0txe7du/GVr3wFDz/8MLZv345XX31VXq+rq0NbWxsmJyfx2GOP4c///M/R1dUlh+/Pf/5zaef4pS99CY888gj6+/vF4SPSy/HWjjvHlzqYIyMjuOOOO/Bf//Vf8nt33XUXIpGIpAl1xxqbzYbBwUG0tbVhcHAQ3/nOd/DNb34zBzUoKCgQGSGiFTzAKMuj06f60OH60BWsOmjlfPH5iIrrtabnnkEIAEl/l5eXy8EcCoVynBoiLVoFgIex7oLDfZFfrEmkmenWoqIiSaNv2rRJnL+KioqcIoiWlhZ4vV6UlJRgbm4ODocDBoMBo6Oj8t6hoSEEAgEsLi5i06ZNMg9AVl6uq6sLw8PD+OQnP4lXXnkFgUBAxp3ax0T6+DfHjg4ZBeerqqqEysAxYKA6OzuLdDotsk/UCKYdi8fjuP322/H888/Ls3KvMRDR65IC5wUFBVhYWBBFA+6H8vJyeZ9u1qAR74qKCiwsLKC4uBgLCwuorKzM6eZD+SWmpLkXGGzpecynJMXjcTgcDsRiMVlv2gZqFJA0D9oZPgftZiaTyWk2EAwGBSHWjpQu/DObzbDZbIjH46iqqsKVK1cAQITkGXg4nU5ZHwDg8XjEaausrMT8/LzQp4A1R3B2dhatra0AgIWFBSm4TKVSmJubg8fjkQBMZ92sVqvsXb3/eekiIyLDHFeK+xMooISaLk5kYMuKfaNxrRMbx5QOuM6C6rHUNABd9Mzf0cCPnn+djaQ94pxo+pB2XPWaWW/XundGtUNBxISSCvkRCiWZuLmIKORD26ye1elewvA8IDKZDCorK6UtmdPpxOrqKhKJBDo6OoTzRz7n8vKy3BvRC21oWZEIZB1PVuJzUQ0PD6O1tVVSZJlMBrW1tVJNT15lJpPBjh078Nxzz+Hd7343AODHP/4xPv7xj+O1114TDh3hfyC7KWnI8/mLwBoiXFNTg8OHD+PXv/41kskktm3bBgCC/GjKQktLixisdDqNj33sY/jVr36FzZs3i/QHI29gTcuutLQ0J6rXXCPel0ap8oXRtdOp10d++v5G6yipOEX8PerIcTw04q4dFPKtkslkzjjQ0dHi6brLEPm5NEoul0uchWPHjqGyshLt7e2CIH7sYx/D4OAggKxxHxwcxF133YWlpSVMTEzA5XJJWtRoNEoThfvvv1/Qa97vsWPHsGPHDmQyGXzve9/D3r17ZS80NTVhaGgIGzduxKOPPoqlpSXMz8+LI7x161ZEo1F89atfRUdHByYmJrCysiJrmJQPrl+2NNXdTfjzjRs3SpevW2+9FQDwi1/8At3d3Th06JAcjLy3vr4+3HvvvfiP//gP/PCHP8S3v/1tpNNp6VzF9OrCwoLocGq5MC2sXVBQIFw9LQ2lnSRNpwCQE7Bw/sxqXWmt0Gg0mtN7XDvlKysr75Bs4RohKk5nUd+L5iTzXsjN417JZDLSvYzIPgARi0+lUjImXG8Oh0PaEW/evBkXL17Ezp078cILLwAAPvShDyEWi2F5eVmCDjqXQBbZXFlZQSwWQ2Njoxz8pOMEg0HhU549exZ79uzByMiIfNaFCxfwN3/zNxgfH8fVq1fhcrlw6dIlcZxog5m5GhwcxKOPPgoA+NnPfoZQKISOjg6MjY3BZrNhfHxcsjOsqGb7Uo4j54PpayLW7D7GNRUKhVBQsNYhraqqCqFQSJ69rKwMJpMJ4+PjkkrXTt/y8rJ0XOO46PWkETvySbleyaum7my+HdOtNnUgpe0MMyNE4tl9i+tY2zi73Z4D0pDnWlJSgvn5eXR2dmJkZCTn3hn8UI2EDh3bDs/OzgofUyOZRIv7+vrQ0NCAoqIilJSUiMTcyMiIzEFhYaE4oZq7zWYCvA/aX45XPmebZ0O+eg7vWzur3E/5knNcUxxXzrdeU3xG/d58Chmw5kTqwDA/g0skXYMW+QGwBmHyX18P1/8KZ1QbeB76N3I06WgRwWI6QqejdepDCzrn63cxhc+NQqewsLAQk5OT0l2JzqbZbJYNA6xFlEQPDQYDfvvb32J5eRn3338/amtrsby8jIaGBgBZztPAwACKiopEhoRFPgDEyRsbG4PBYMD+/fslZfrRj34Uv/vd79Dc3CyHHJ02PiuNCI0i2wUCa5qs165dg9frxe7du3H9+nXcfvvtALJ6lnV1dVIEEovF8OSTT+KRRx4BkCW7v/TSS2hubha+HtOH/H6Sz3lA87mIcjHyzS9A4kGuHej84ILGhr8nhQnqdxKJBDJK05HzTadE85F1qpmfSySFc831qKNvOvd63PX9aX4pAHzuc58TMe1oNCoND7hGrVYrampqMDY2hkgkgoqKCni9XnE45+fnJVCYmppCKpWSw/ncuXOw2WzSKenQoUOYnZ2V169fvy6tIzdv3gyj0YiWlhb86Ec/AgDs3bsXHo9HJKA0YgBA+LUFBQUiVba0tJRziHBOV1dXMTs7i3vuuQff+973AAB/9Vd/hZGREYyPj0uwND4+DgB49NFH8ZGPfASPP/44fvOb38BkMuU0WSgpKZHUPAMXv98v82K32+VQ4X7M1/IkksIDh+sRgDgzmgumnQOuA6aLqZ8LZINW3pMOqnhv7EIDQFKxuiBFo7Fcdxoloz0j+kSpOM4NbR4/h52ogKyzyPUdjUYRiUTQ2toqvEufzyfFLwxmWbwDZPfq6dOnceDAAXFIr169KnrG3/jGN7Bjxw6xLZFIBKWlpSINVVdXB6/XK1qlpAlw3t/3vvfhxIkTEvSnUik899xzMmdbt27FCy+8gLa2NtTV1eXQcOjgcS5ZDMR5oZZsIBDIGVutI811RSeRnY04f7FYTPYbJaKIOJIzqTMhXK9EPXlpCTpgzT5oyohGUWlfdHCvMzac62QyKS1J6ZQDkEK0ZDKrexsMBnOAED777OxsTnclfbEFLNeFplbU1dWhuLhYCuSITnM9clxqamowMTEh3cmAbLDT2Ngo5+j09HSOlBmfgWvAYDDInOhzguOu+dc6awq8Uz+biGh+ul0HhtwD7Nql9yq/i0GvponxfnVWL38f6xR+/qV57DpDoou0NI99PVzry3W+ed28bl43r5vXzevmdfO6ef2vukxf+9rXvvb/+ib+f13/5/8AAE7fcQfiKm1FxIJEYl09R/4WLx1NaC6hjoBY8athb92KDYAQylkRyOInIhy8L95TdXU1FhYWYLFY0NbWBrvdjng8jtbWVpSXl8Pv9wtpeWpqCn6/H5WVlUgkEqirq8PFixdFzqenpwezs7M4deoUvF6vpJJWVlZQW1sLj8eD3/3ud9i+fbukx8lR0lxMiq4ztWqz2UT6hfIXFosFNpsNPp8PFRUV6O3txfj4OPbt24fu7m6pbi4tLcXHP/5xPPvss5iYmIDT6ZTIkdEcI0rNlSKinc9dJTdHV6DqtPv/VzriRlGtpDKSSRw8eVLWkUlVLGrODe9PIxmMyBmlE0lgOo0ILNM+TM1p9Jbv4c91xFxQUIALFy5I4dvq6iruvPNOeL1eeYZgMCh93Ym8OBwO+P1+RCIRlJWVoaysDIlEApcuXUJ1dTXi8XhO5xFKu4TDYdx5552S6uLnzc7OSuekaDSK5uZmNDQ05HQi8/v9IpTO+WDak+teF06Qo0VaBvmP7e3t6OnpgdFoRE9Pj/CugSzSU1lZCZfLhcHBQdTV1aGkpARer1e43FarVfihXEucJ7fbnaOKQERBo9Jcm1xv/D/RiXx6hk63mtJpWUs/cDphsdulCE+vTyIlVqtVZL/0WNpsNqHLUOBepxM5hrRJvC/KcmlqhC7MYhV0aWkpQqEQqqqqBOmKRCLSSEArCPAzent7kUgksGvXLiwvLwt/nhkMSiVlMhnpP240ZqWKTp48iQ0bNsDv9yMcDqO6ulpaOG7atAlTU1O455570NraKgog4XAYmzZtwuOPP45vfOMbOHnyJIxGIzo7O9Hd3Q2r1YpMJlspT4SvoqICx44dw6233opkMgmv1yt0KKZSOa5EVcnbZOEhsy7spKS5ubTLtbW1SKVSkuFhsRhT8BSNt1qtsq95JuTz3vmHNBQi7rxPXQhEe6Erx/P3mC4goq3ieUiVFq5h0on4zNoWsxkEUXaipdu3b8dvfvMbtLW1yTPoSnOdIYrFYtKVihxtFuiyriEej8PtdmN5eRnz8/Po6OiQQqmSkhKkUinMz89LYVU6nRY02maziUoFG0QAa8g/54VKE1rgXu9pjoUuQtXnlM7KadvBs4k2gHuZaKcuuOS/icLrzJ3meOoUu+aAc1x58d7yaTwaQTUajTCmUjh06lT2B//wD4Dyff4Yr3WPjP5PKVmdKuWBocnGTDfpdDyNO42I5proz9EpElZeAmvtv0hi1xuBTlphYSF6enpQVlaGmpoaHD16FEePHsXIyIgc2k6nU7pitLa2orW1VVoK+v1+bNy4ERMTEygtLUVbWxva2tpw2223Yfv27ejs7MTU1BRaW1tFy+3BBx+UwgCmm7mguQFY+VxcXCyFBKQB0EGktAkpDi6XCy6XCydOnEBbW5sUi4RCITzzzDNob29He3u7pD/o3NL5pbFNJBKSeqPME8eVnL58zpy+aMQ1H0c/H42L3vj8oy9qD+ZTGZha4QFLfVWtYcrPZsBDZ4sagry0Dh3/bTKZhPOrJXc2bdokBjIej+OZZ54BkE2nBoNBlJWVwe12S+owGAyKwsL09DSsVivm5uZgMBhQVVUFq9Uq+nzBYBBVVVWi1VlZWYnu7m4MDg5icHBQyPxVVVXw+/0SQHDOyZuLRqPCE9X7gU4uD5yZmZkcjVZgrfNMOp2G2+3G2NgYHnzwQTz44INYXV3Fq6++inA4LHw0jitbj4ZCIZSXl4tTSw1UOqbs7gRAKoltNps4BrwX7nWuR6vVmlOUxMOAa0YXLwHI0TDkOgJyU+8cF6MxW7hFagMPLq4JrUHM+6GjwN/L1zJkypeBczqdlhS0LuLkAW02m1FUVISlpSU0NTVJ0MJ7puPKAiOO+8zMjDhyRUVFmJmZEQ40A4CGhgZs2LABFy5cQF1dHaxWK86ePYuzZ89Ke1Ct4Wo2m2XeFhYWROZqenoaTqcTIyMjohlMVQmXy4W5uTm0trZiZmZGtE1bW1tFs5lUDD0n5LvyO8mrpCNNsGBlZUUCIb7OjngMxFmww7Ezm81YXFxEbW0tMpkMAoEA/H6/7FWOvbZPHFc613SiNFVI619SdYTnGscFWCs4YpDDgILnFB1o2iDq85KyUFhYKLQsyrHRflqtVoyNjcHtdosCBC+j0YhgMCj2IRAIoL6+HkNDQ6J+sLy8LIEVu/xR79hoNIrOKJ3SlZUVsVOkmuj0diQSkfXOtrG8TzqVOpgiZYV7mmcyHTl91tOe672uARLyr/MLvKhZq+0351tTK7jHtJyTrv7na3p/c741X5zPyPND/34+nWC9XP8rOKNEIGns80nAupiFBl87n1y4urKNxkmjIETpWB3LKJsXP4vC9+SFAlmpm1AoBIvFgpqaGhQVFb2jGj4QCEjFJVuF8vPLy8uRSqUQCASwbds2eDwejI6OyiESi8WwceNGnDhxAu973/vw61//Glu3bgUAzM7OCnlfL3hdbWm325FIJKRHvD5sGR1y4a+urqKsrCynDeD8/DzKy8sF0SkpKRGeDw94zgfvhYc2o33KXunWi+SgkoieT/7WwYjmk2rHk//nBuY9GvOcUc0h084vHQgAOfw7PgfRUBoFBicVFRWIRCJCjM93mHnvPGg55/x8oi+JRAIejwcej0dQGCDL0xoYGEBnZ6e09BwYGJB5v3r1Ku6//36cP38eTqdTDnxgTQrHbrdjdXUVtbW1mJiYkHtbWlqSCmCXy4VkMilrmM8+Pj4uCD7HgOPHw7C0tBRzc3NyUNAg6+pSOgWlpaVSfHXffffJOuX65eXxeCQAIR+V38H1xKCrtLRUEGOiJxqZpcOmsybaiWUVf2FhYU6AS71JUYV40U+8BAAAIABJREFUG4nivGjUngEeAFHS4JpOpbLyW+Scs/0s9w2FvvO57Fzr+pDT65VOl+bRA2vcRvL7OJ98bsoDsSe4xWKRlppjY2NwOp05HOzV1VXhGcdiMSwsLKChoUH49B0dHdJC9DOf+QxOnTqFTZs2obGxEePj4zl6xRTBb2howEsvvYQ77rgDly9fFm75xMQEwuEwjMZsW8pEIoGuri4AwFNPPYW//du/xcmTJ6XokEEHx50FWwyGKaPENcHWqOFwGMFgEFarVV5fWFiA2+2WMTOZsi16yY2kE0MbxnmnjdTFMAwutOQVeZtcb2VlZTntaWmPGMCVlZXl/Ixc4/zAhWtCjwVRUV3tvbKyIoVXwFpLbc77XXfdhTNnzmDLli2Yn5+XOddFST6fT1BM8tapX7yysoJ4PC5NRLhXidjyXOEzaPmkZDKZo3ahFW+cTmcOh5cIOH+Pf2sASlfy044QNdZBJdeRwWDICTC1I6mzsfF4XJxdXrpWQAe3wBqySlulfRG+Tkc2/9IKOJrbrnnGN+Ka/jFf694Z1UgZF4Z2RPIlWfTE8Wc6giASpYnIwNoGplQKRYX5XjolPAgqKipExw/Ikv9ZjZjJZKRXLw0OnSUeUCSl0ziwYnDbtm04efIkenp68PDDD8sh1traiqeffhof/OAH8fTTT+O2227DtWvXAECcITo8jAgp92K32xEMBlFaWiqV+lqCguOoqQzJZFIKF3h48wCk9psuQtJC4SRm09jREFNxQBsFFhzQWOVTJjhm+Qi5jijzqxLzf5frgCgUv4/zzr9paHTRCz9TF+/QcQ0EAuKU6972OvVGNHx2dlYOMK5nGtHKykrMzc3JOuCa6u7uRkdHB4aGhqQ4rKSkRA7ADRs24A9/+AMqKipQVlaGeDyOjo4OAFlt2K6uLkGrR0ZGUF1dLYfrwMAAGhsb8frrr8NsNqOrqwvnzp2TgjoiBuyTzTHnuHOPEEWjI8Bn1xQZvf/oeDDNyh7adPw4LtTZNZuznWQsFosUE7K/Oitrk8lkjpwMEQ+i1vnrXQcVRF2008c1cqP0GN/PA5NFIVqaiYigyWSSNCYvOizaIebeBda0a2n3uC/1veuiJmY0tB0k4lZZWYmZmRkpsnG73dKtC8jKUJWVlYljcf78ebjdbszOzuZQkTj/rEAHIBX60WhUHMYXX3wRDz74oDiVnFOu52AwiKamJkQiEQkkKisrcfz4cQDZgL6xsRHLy8sihv/yyy8DAP7+7/8eb775JiorK8W+6CIdpn05j8lkEpFIRKgUFP/nWqKkGMeNVehaUF6jWtSH1d2ijEajoJHBYBCJREK6NFG2jGuCdpVV2fpc01kpAIJ+ameVFepE7piV4+sacGGzBe2s0UnThU/ci9evX4fH44HdbheHlfdSXl6OoqIi2aekhBCImJ+fl2wEg2sCC3z2WCyGlZUVKf4qKiqSPeHxeDA9PS1OOnVGtcO5uLgIt9stGUmOi66OJ52AdBQ9LgSVuM91+p5ZVp5DtCVcU1pijfaPZ100GkVVVZXYPZ5D2o7xHNSgGbDm6ALvLGjjvXNtcP9r32c9XuveGdWpZsLbjLB0JTOAHKdVR1mcWDqrnHym0IDsgmAqgcLmPDiAtcpqIhnsNsFNVVFRAYfDgdbWViwuLiISiYiWHwCJhtlRhrwlGqx4PI6tW7eiv78fLpcLDz/8MFKpFDZu3AgAOHXqFD7wgQ/gpZdewq5du6TrEbB2+GiUJB6Po6WlBQBECoULWqe3gVy4n8683hyUYmKFbEFBAcLhcA7Kxm4lNCJa6YCtNnV0rDVO+Te5V0S0gDXjqhFx7czS+eMzaV6mRpRSqRRSbzsfRI+AXPSTh7/WodXzw+fn5/JvjjnHnchmOp3VmR0dHcV9992Hs2fP5kS01G2dmppCeXm5PGN/fz+ArAySz+dDXV0dent7UV1djVQqJQ7l6uoqGhsbMTExIYjcpUuXAAB33303rl27hqamJiwtLcFkMiEcDksHpIMHD+KFF15AdXU1du7ciVOnTuG2224TJ4OyZfPz84KCptNr8kpMpRG55+HEOdfpMKPRKIepPmQKCgpkf9AB5bgQaaXcT2lpqdybRjPpGPIgAyAtRrVDoe0I55a2gQco7432QwcWeo/o38tkskoVHBdSUnjfbPagnUl+HtErnRGgo6FT71yXXFMMnLmndTBoNBpRWVmJxcVFSSvys4eGhtDW1iaBD1tDUku5pqZG9jc1F/V3E12Kx+OYmpqS1p9ElYBs4Hvu3Dk0NzdjeXkZTqdT5HrKysowPj4Oh8OBu+++G4lEAiMjI4KSNTQ0IBQKIRQKweFwoKenR+TrLl++LGNKG0VUDsjamKWlJRQXF0sQyd/hmopGo7KmSDPJz6zwMhqNcLvdUvVNcX+/3w+bzSatj7UNJEJOpy8/Y8c1xQA23xnVfE8dzJNaQJvMtaylofQa4P81Ws/OcgQUzGazNMjYv38/hoeHhc7jdrvf8VxchwsLC3A4HLKGysvLJTPGPcwgDMjaA3aUoja1wWCQ100mE65duyZBSH19fc65qNFdZi9IN9CccL1H9V5lYEiHUSOnPHMox5hfc8JzkPUPDPh5EZDKB0E4dvn0Ln1ffI/mq+q6AjrR+tIqAzpLuF6u9XW3N7iIPnAjczPlpyqA3PZfdHg0N0e3jQTWFionORQKob6+XlANvoc8rEwmq+1HhItivewycurUKbzwwgsIhUJwu92SGk8kEmhsbJRiERoXFhXFYjG4XC4cP34cKysrgoI5HA6cPn0ap0+fxp49e/Daa6+ho6NDkAvynbghGP0VFhbC6XRidnZWvlPLFHHB62iNzqw+LDXXlilTBgEsvFlaWpLeyPr9mjOlC184J3r+iPSk0+kcXhw3HIMQGjV975qszu+/USSquzzxgKXjScdJowsmk0kKPsgxJbKr0/GaA8Z1wfcXFxcjFAphz549ePzxxxEIBARZ5qHp9XrF8VpcXMTs7KzwhIuLizE7O4upqSkcPHgQ4+PjsFqtsFgs0lHG6/Vi7969UiRHHjE5fc8//zwCgYB8/t69e7F371786Ec/wt13342uri5cuXIFd9xxByYnJxGJRIR6MDk5CYvFIvuDxTjUkGUGgkEEkVSNzhcUFIgzpnm+THVT6Nzv98v+dTgcmJ+fF4SKSI/mUxF143eQgpFIJIT+wt/nGtbzCqylvBlEaeRXp9o0GgKsob5EMXXQw+wJHQEeqrRB5GMz0CV/U6/XfAeUa5x/iC5pbhn3qkb4iWqTO8h0q9FoFA3NUCiEQCCAQCCA+fl5mbdYLIbFxUVJdbKIiLbL7XZL5xy32w23242WlhacOHECW7ZsEWoInVYil4lEArW1tThz5gzS6TTGx8fFBobDYaESbd68GcePH0d5eTnKy8vFkdGFIKRD8F5ra2slSGZqnBezFEzdz83NSeqVaCUDBIq7s0MPg1COcyAQEFvBvUgHi+NLmkQqtVZIRVoY0TvaIHYvYmBBW5nPeycowOCFLUw5FnSOifhrHjMzUwwsi4uLMT4+jvHxcbjdbjQ0NGByclIcft4buwpGIhGkUik0NjZiZmZGvttqtUrXLVKudK978m5Za8C1wKCD5xjPBQZPXNfcd3NzczkAEu24duDJW72RD6F1rLnPtai93nf8bp5D2v7pIJH7Wwe5/D4NkvEs1JxPTYXh9/A9OvPL9cAzjq+vtxQ98L8EGdXpM1YJ89IRCSMLGuX8A0YjFJqjBawhNQMDA6Ldpw8Z8q36+/vR0tKClZUV2O126TNOZNTlcmF0dFSQC4oHT0xMoLW1VTqB0PkhijY5OYmamhp0dXVhZGQEnZ2dOHHihPAD2QklGAxKmllH7XQOaPDpQANrhycv/W9grROV3mT6PfxZRUUF4vG4pPeIaumUER1KOnJ83WKxyGbTHDluRkalnLsbbfCysjK5R82z0VW1N3qvzPPbjrjmjvI+6ajoAEc7vDQKmt7BgwVAzn3rlG1hYSHm5uZQVVUlPcP5fpPJBLvdjoKCAvh8PhQXF4vYNpBFNDZs2ACPx4NIJIK6ujpMT0/noPmJRALPPPMMPB6PpIyAbLedRCKBD33oQ0in09JK8ZVXXgEAfOtb38JLL72E6upqdHZ2SmGBrgitqqoSB7qsrAx2u12aQNAJ41iTq63RHO4tnebns7MgRn8OaSH9/f0oLS3N0UvUB28sFkMikRB1B/LvdFqSxpvrWiMoGpHiftHtF+l80vleXV1FkVpTdISpM1xaWipzTqqP2WxGMBgUCgYpLcys0KFgkKjXI9cSnQKiwNwvHHPSQ3Q3Ho1o6Wfi7wPZ9PyGDRuQyWSEY8z1RCF4ItnMegCQFD8dWY4NUa5gMIiamhoMDg5i06ZNGBkZyaEpMJBLJpMYHBzEvn370NTUJDqjQ0ND6OrqwnPPPYeHH34Yra2twjEeGxuTeyLKFwgEpOkI5yQUCuXwPzmuOrjQDUh0y0dmqzTgwXFdWVnJKaZLpVJYXFyU9V5WViZOFfc4X9MFMiw+0pxO8s0Z4OhgA1jjd9JOa9SU79edhbjPtJNFdJPfnU6v6cdeuHABTU1NCAaD8kzMQtCh5990ZLWjNTg4iPr6+hzHlLaf/ORgMChFQOQ0A5Bgo66uDhMTE5Ipoo0jFchsNgt4ox1wOmw8AzUvk8gi90c+zU8/m3ZMtUNLG8855L85rqQJ0Mbos0ejl/nnEh1Sfc5qJ1MH7pq7qm0U8moi/tivdY+M3rxuXjevm9fN6+Z187p53bzW77XukdFkMonM29Gp5hvqdLsuGAHWIkVW0unoRBfI6EiE0RelJMrKynJ4OfzO97znPXj55ZdFV438Pcq1+P1+HDlyBAMDAxgcHMT27dvl3gYHBwUdY7RDRKWpqQk9PT04d+4crFYrzpw5I2giAGlJxnRzNBqVYhN2F2GkxmhRk/MZpen0X35hFyM3kro1emw2m0WWqaKiAqFQCB6PB0AWaWHFNPUoyWEEsmiP3+8XNEJHjIz+NLFez6lOWTL9xBQ4n4EoEhE23rt+vlQqBVNBtme4jq41p48V1PnosC440B2gmALWvGSichx3So9s2rRJkCyiBkajEUtLS1heXobD4UAmk8Hi4qIgFtTYHBkZwdjYGIxGo4w9kEW/7rnnHuzatQujo6Mih8I90N/fj/n5eaFXfOtb38KLL74IAPjsZz+L3bt3Y2VlBdPT04Jus3Xj0tKSIOBE+9h3nWuCSDfpD+TicRz0euI46swE05nk5rHgrqmpSeZDc4v5bDabDdFoFEtLS3A6nSI5ptcrkQem6LSCg0bJuNYo1QJA1jCLo0wmE0xqbZaXl0ualSgmP5sSVB6PRzozEX3jnPOe9FjovUIklKlBXWnMZyIlQj8PsKY0wLno6OhAd3c3gGyLV6J37L1eU1Mj302ZHrPZLIV0TO8C2X1eV1cnPFmfzyfV6wCEtuRwODA8PCw6kbr7UCQSwezsLOrr62WOm5qaAGQRuq1bt8JisWB0dBTbtm2Dz+cDADzwwAPo7e1FQUEBrFartLXUckYGgwFtbW3CEWTHOa5Hh8OB5eVlJJNJeDweLC8vy+sshiGtZHx8HDU1NcJ3dTgcMJlMmJ6eRnV1Nfx+P+LxuNhgdq+qqqpCJrPWepJzzopx7hur1SrjymwRM2WxWEzsErDW310XSFKdgpemIXBtaToWC6KYVZudnRUVBdY4tLW1wefzoaysLKcanp/F+3G73YJYx+Nx7Ny5EyaTCT6fT/aZ5s37fD5Z41arVeTZgKydikQiSKfTCAaDogjCNcMzmEVwWiWGcnn5xbha/1PTYJia5+ukzOhMheaU0m6RSkBqFe1GYWEhFhcXBXXVNSn8fl3ApLO4/Df9EE0/0XOqzyCd3eHnr6dr3TujxcXFWMlLs5M3o/kewBopWJORdSENF4bmCNJg0ODz0OOhyopD8vB++ctf4pFHHhGBXzoG7BteUlKCwcFBLC8vY/Pmzbh69SqAbIrryJEjmJmZEY4RtT4BSL9oVh0mk0ls2bJF+pRbLBYxSCUlJXA4HLh8+TIAYGZmBps3b4bBYIDH4xE+DR1pOnuaY8OFDqwVCZGHRM4ZUzWah6l7uTNly/Ghsacjqg9/u92eU+mq+XF6Y+YTvXnPmoKhL86vVjqQVIdK5XOz6+pprik6vCyI07QP3r8eB71mONaaQ6qNBH8eDofFoaehZ0HEoUOHMDExgWg0ioWFBSlM27BhA44ePYqdO3eitrZWjO8999wDIEvdsNvtuHz5MqampmC1WmW9zs3NobGxEZFIBOfOncNjjz2Gw4cPy8H/y1/+Es8++yyKiorgcDjkQGSBk8vlgs1mg9lsFic3f/0wgOC45tM1tHHlQUlHnFJU5O3pFP7CwoIUB5jNWT1MivwDEK4ZOWacN/3dvEdd0aqLp3T1K//WLTnpOOt0Oq/t27dj9W0nVPPLuc7KysoQi8XgdDql0EuvW11Yw+/SgaPWCdZpO73eSYugVigvpg1ZfOf1esVhIgfUZrOhtrYWPT092LNnjwQB1JklP9BsNsPn82HXrl0yL+Pj46ivr4fH48H4+HiODm11dbWk4A8fPizcQl7k8kajUWzcuFHsEwtp3vWudwlFaX5+XrjIQFZZggoKTGvTHnGuFxYWEI/HBUiYm5uT/eByuSQYZDGibiG7tLQkY8cqf60bSlUBVpLTBnNek8kk6urqhJLAgieOKzmRDEZ1oMXvoEKFdmB45dtrfidfow3UwTA/nwFKMplENBqVYIiOPvdPdXW1AAt6fZKuQNkp9pfnmiK/lvfOYIb3ajKZhDO8sLCASCQiQEYsFhMaEqW2tMMJrAX4OtDmuNIn4HrV48Q9QkeYPGI9L3wPgwW9l7j3Sa0gZYjnU34wyCCIr9OJ5L3lO4/c+/9Tip9/34jLrtfBernWvTO6urqKlOKlcYHkk7t5aYSP3EluHCKHXPDk0AAQcjedVDoMrE7evHkzvvvd78Lr9eLUqVPIZDKYmZmRiI1oJxdoeXk5BgYGZNM99NBDuHjxovTYttvtcLlcIs9UVVWFq1evoqurC1evXsWBAwfQ3d0t0avuOW0ymTA0NIR7770XQLbn80svvYR4PI6enh75vIqKCrk3PT5AruQVn5cafLOzsygoKJBn04UijMjzEb5QKCRoC9GF/O/l4aorV7lJecDy7/wqVzo7RD81OsloloUtdHB0FFlaWor024itHgde2qGgEdeoWj7Sp8dF6wvqikgabxYNJJNJOJ1OCVAeeOABDAwMoLm5Gb/85S+xdetW4RUDQE9PDw4ePChSJ8vLywiHwxKEhMNhOBwOTE9PC5eNsk9btmzBwMAAKioq8IMf/ADf/e53kU6n8eyzzwIA/v3f/x01NTWigmCxWDAxMYGDBw8CyDqrXLPl5eUIBAKwWCzvkCrjmud+1I48x4OHfyKREOfA7/eLgQcgIv9cm5OTk2htbcXU1JRU3eve3JlMBsFgUCp/tbQR15gObLREkZaR0oGQdvjI2+O60M5kTU0NjG87nPlV2EQkzWazdD7SqC0PKKLs/B4egkRkGeTQqcxH3k0mUw4Pm5/PoiQ2s5iensaWLVsAZFFJOnhmsxm9vb1SbARkES/utUQigfb2dvT19cmaIt/P7Xbj5MmTwtclelhTU4Nr166JVFR3dzd2794th6YuQDEajQiHw0in0zhw4AAA4M0330RjY2POAcz5c7vdglDRuWN1NAApcKLT53a7c+SNKNzO9crCS+557nWDwSCV7kTyuNfoLNE5YUEtkHU+iZxRS1bLG1HXlE4Xpa94pVKpHO1NZjMASJ0BJZ84F3TE2RSDjjbHhfNKFFZzJDWQw0xiUVGRIP28NwY85Odev35duiwBkOC14O2sk8lkkkI07q90Oi3C9uSAEshgxysi17qgjONSUVEhjrzujkeEnABCfoEigwvtyOmaAAbgWkdZny16nWl9ZX5/PjCitVt56XMq35Ekmq+LlPSZzN/jWtTAmj6P1su17p3RgoICpNXioZHm4XGjwgRdkKCdDKNxTUKDi5gLlwafRp+R4K233goAGB4exle+8hUEAgHRb2xraxPnr6mpCRMTE9i8eTOGh4dRU1ODyspKKWCizh2RnJmZGSSTSXR2dgLIIqvFxcUYGxsTh7Surk7QSWCtcnN4eBh79+7FE088AQDYtGkTTCYTGhsbcfDgQUQiEfT392NgYABA1lnlWDBNqBdzIpHtrDE1NYX29nbce++9WFlZEUF/v98vpHeHwyGHCMfO7/fDYrGIM0sJjHwdPB3R6zQ87yO/UlbPOdeC/jxgzZnVqBsd33xkLvn2WmHQwXuhs8l7oTPIn9Ewc31pFIsHhEbSeO88IBKJhMgghUIhbNu2DUC2UOeOO+7Ab37zG+zatQsWiwVWq1UOperqahiNRjz11FNob28XtJwpspaWFly+fBkmk0na7lHz8cknn8SRI0fg9/vx/e9/Hx/60Idw5coVfOc73wEAHDp0SFKwJpMJMzMz6OjoEM3H1tZWKRqz2+2orKzE5ORkTmBHR0gLkOsggmNZXl4ujpAWYWcxRCKRgNvtzkEmQ6GQVPIyBclxt1gsSKezMlNakUHTI4im0xnW80IkWzvUPHj0s+liEVMeSqVT7HoNLy0toby8HD6fT4qy2J4VQE4xkrZXei/ycNYHEJ+dgQ8zP7rZgn7dbrejp6cHd9xxhxxwV65cQTqdRltbG2ZmZrBhwwbEYjFxJuvr6zE1NYWWlhaMjIxgw4YNotAAZJ2i8fFxhMPhHAeGKFgoFJLisnA4jK1bt6K2thanT58GkLWRLH7y+Xw5tljv69XVVVgsFoyNjaGurk7GlTaI2RlNb2DRjdlsFjoBlSuArMPGFql0FFkcBqwV5AHIocroAkUWMbFbHhFSIBsEXLlyRYJJbX/8fr8UP+nOfbRXdA41Us/qa178/oKCgncUpxGk0DSsfCqSRkxJAWAqnEETsyBEn4G14Ki4uBjBYBCBQABNTU1yNlRWVkr3PyK+en+wkIqKKGwGoRuiWK1WLC4uYnV1FQsLCzAYDCLZNTQ0BAA5HaN0tTnHxGQySetQ2iCCHwQruDc0IMPCx/xCJF7URKWd14VImh4H5AIu+v+8Zw2e6aJKvVbyC5j0z1ZWVmSvxeNxFBrXV0nQundGdUqVSIXmWWhkQjtcTOHpRcDfo0PG6k6+l5uooqICc3NzKC0tFbTmE5/4BM6cOYOSkhK8/PLLks4mJ3RoaAiNjY3o6+tDTU0NxsfH0dTUJI5HIpGQ9CPb25WUlIgz29bWhmg0ikAggGAwiNraWkSjUTm4iOZcvXoVt912G44dOyaV9uRrnj17FlNTUwCyhx4d6dnZ2ZwUqtbUBCByQQcPHsRPfvITPPfcc3C5XPJ+3fmGvFV9iLBzEBUI2C2Er1OzVSOM/9Oc5QcWN6qE1kgYkRx9YHO8CpRRSSaTMCoUXKffdBcQXZWt6Qt0WDQao7mSWjdQdwIiKsguQg6HQyqYLRYL+vr6YDabRc7r2rVr6OvrAwAcPnwYXq8XBw4cwNLSEtrb2/H666+LY6P1BImiUd3hjjvuwPDwMHbv3o1bbrkFX/jCF/DQQw/hwx/+MIBsil87MUA2lUlHuLa2FhcvXoTL5UIwGITX68XGjRtlPY6MjKCmpkY4yhw3bajZHjcYDApqxP3E9DUP++XlZXEAIpEIGhoasLCwIEgXdX0ByD3q4ESnbImKEnXI1xDUlBCuZa0zSudWo/A6fZdOpxGPxeBwOIRqoNdEOp2Gy+XC4uKiOA7a6aGDyfslJ5f/1uuPDikPYDoxRFNJwWF6uLKyUpz5VCqFsbExScfeeuut6OnpQSqVkvQoZZqAbBrearWKFjLnjZfJZILNZkMsFkNHRwcikQjq6+slzc+AgmMWDofR3d2N4eFhANnsEjmxDFy0lmd1dbWI7tO+sJKfKXXy9Ejj0NkMNiPx+XwS8OqqbgYodODZkQlY48uSdrC0tCTOCrDWrYcoeTgcFhkoICv+Thkj9q/XPGAAslcIlmjEmK8x5a2rrDXaTgqH5mczDU5aC+eAdojd8QjGRKNRGAyGnKYlkUhEwBndWIMOGtHgoqIilJaWig2rr69HMBiU+a6rq5P7ByCZIy2RVVJSIk4V1+/c3BwCgQCqqqpkLLneiWZTAku3NXW73QiHwzCZTDlqC/zsTCYj3eaYndHnBDNZOiVPu0IJNh0UMEAHII1kuM60w8+LjihtrX5dO8WkoOnXdYansLBQWtZyvcffnv/1cq17ZzSZTMKkhOcZMdCY6fQaDx2dcqGjA6xxRpn6AtYQOIrSV1VVYXBwEB6PR/pLA8AzzzwDv9+P7du346Mf/ShMJhOOHj0qxnDr1q0YHx9He3s7ZmdnUVNTg1QqJYeE3gA7duzA2bNnpTc9AExPT6O8vFyKHrREBZA1ZJOTk9i/fz/eeustdHV1yaZg+zaDwYC+vj6srq6KUedza81CkqxpjAYGBhAIBNDW1oZPf/rT6O/vR1FRkUSl0WhU2rIx3aPvb2FhQbTkOOaaF6qljm4UGPCw1SlMXZSmU/eahsH383vJK2I0nlE0gcLCQqy+bVR1GoppKQYi+caADimd1uXlZUk1U54kFAqJvI8uWNE8yampKTQ0NIgRBrJO1bZt23DhwgWcO3cOmUwGnZ2dcgDv2rUL586dw+zsLHbu3Ine3l7cc8894tgkk0mRRjl+/DgOHz4sB5DT6cTo6Cj++q//Gvfddx9+/OMf4+jRozh//jwAiC6pzWbDG2+8gcceewxPPPFEzpo6cOAALl26JM0c5ufnZf54CJDLzDQj7z2ZTGJxcRH19fVYWFiQAigtGM+0MHlsdEqIvnPdlJWVobi4WMaba0VLghHN5JqhIScqkl8wRKRGrzXN/crXny1R+3d1dRXoPipOAAAgAElEQVSmt6VkNI0DWGvxycOFTrZeV+xowwNWp0xZoBmJROTwtFgsOalBjYbyO7iXiRCm02ls3rwZpaWleOaZZwBkg5vJyUlkMhk4HA6MjIygrq5Onn9paQkNDQ2Yn59HVVUVSktLczip+iCko9zc3Iw33ngDAKQHOZ13SkQ1NzcDWMvsUCKKmSPaiaqqKoTDYXHiCwoKJAtAOgPXPBs5aOpGQcFa9x4iZtyLc3NzIv3De9TOw9LSEkKhkDwb0UDaCQYPoVAIdrtd1i0LqGw2m/DoyVmlQ8fghGtRBxJA1qlxuVwIh8OSdWIQBiDHwScam9/Bi3xR1gro9DTPSTrTlOfiXuf6IUKoU83pdFqcSTZIYPDH7zYYDCIB53A4EAgE5HxlkJpIJKRQkzQUzit/ns+TBbJBgqY4aOF5Zh100dKNChmJggNrRczAmpOv6Tja8WTgoiUhAeRw12kj9FrivOrsrUa99e9wHeoiY845O1dpOoDegwWqgG09XOsLx73BxYhFp92A3FagNMyaj8gNLdWwb6MX2oGNx+M5EXphYSEGBweF72gymeD3++H3+1FZWSk8zomJCfzrv/4rtm/fjsnJSUxOTmJkZERS6E6nE4lEAl6vVyLCdDotHUZ+8pOf4P7774fZnG11tri4iLKyMhQWFgqSxmiQz+bz+bBnzx4MDQ2hqqoK09PTGB0dxejoKMxms6APJSUl6OzszEkJ8ODVCE86ndWevHbtGrZt2yaoV29vL1KpFK5fvy73Tj1H3htT15wXRrFEkihQzspOGgXyajkXTEXy/zp9yvSn3sD51f+c57RyMokcaWMMrOnVUeuO36vTppoCovmrRKXT6TQsFousCbagZKSv+1bTyY7FYqiqqsJ73/tepNNp+P1+WXN+vx8rKyvo6uqCx+MRAfgtW7Zgy5Yt+NKXvoRjx46huLgYly9fRl1dHV588UV0d3eju/v/svemwXHWV9b46UVrt3qT1K3d1i4vWMIL4GCwMQY7GSCAmRlSgYTJTKhJQiphCSlCpt4sNRSpqRdCFrJMhoSEZEISZpIBQwyGGMcYO7ZlG9myZUvWvnWru6VWL5J6ez+0z+3bDfPl/+H/jt7yU+UCu7fn+S33d++55557ClNTU4jH4/D7/bjvvvuk+CCZTGJychJOpxP79+9HR0cHHn74YUEa6exYLBbs27cP3/nOd/Diiy/CarXK61dffTXeeOMNNDQ0oLe3F2vWrMHhw4ffN65EkMxmM6qqqmRNXn311YjFYlhaWsLo6Ch6e3vlkGYwOTMzg4sXL4oDzz9zc3NoaGiAx+ORedZpYa30QDoNUQ2trMB5JUqvA1h9GLJqns/OwIRFTdoxALIcbDqspH3wd6lja7PZpM0j/+iqfT4XbRV/h3xB7iFyoemMsdCFzoPBYIDNZpNCr8nJSWzfvh2nTp3CykvtN1nFbrPZUFhYKPw87gOTyQSXyyX0JTr+0WhU7p2oksvlQjgcxuLiIrq7u3PujQVQvIhmhUIhqRLn/C0tLSESiaCiogIVFRWwWq3SVrmwsBBWqxXhcFh+i73JdQaF4+Z0OiXgII2D88t9XlFRIXPNgJ/FedSLLSsrg8/nkwIk2jA+C50HtvelHWPGyOfzIZ1OC3rrcDgktU6UlXaQ42qz2YR2YjQac9rY8rvYaER3AOKzcexp90wmk4wL1z5tazqdlqwFmx1Qv1kjp/rcovPO3/L7/bJOTKaMVnJlZSVcLhfOnTuXgwKSFkXN4Hg80zWLDVNIpbBYLGhsbITBYJBOXcPDw8LL1XQVzpku4KJNYrZFn+10ULk/y8rKUFZWJtkTrkWOKb9fgzg8h2w2m7zO/cpAIf9PPn1LO9qaDsAzTNsY2hadCeZ4m0wmaQCxnK5l74xevi5fl6/L1+Xr8nX5unxdvpbvteydUR1NaKI7IxVNANbRMKNeRiaMHHWRg91ulwjwwoUL8Hq9SKfTqKmpQTQahdvtlsj3xIkTmJycxMqVK9HT04MHH3wQb775JrZu3YqtW7dKWrG1tVVI+uwND2TSoqOjo7DZbPjGN76Bffv2iTwU+T7kDbFy3mQyCaqxdu1a9Pb2StrMbDbLZ0kLOH78OObn59Hd3Z2TymNkzEiefNprr70W1157LS5evIj6+nocPnwYc3NzGB4eRnl5uUSArPxk6oW8LUagREN1oYnmiXIeNWWCUSsRR/7RHCEiHTry5NxqlAvI6uwxJZuP4DG1RVSFayKdTks/ZUaaGuXKrxLnbxLB0BxJrisiQUtLS2hoaEB3dzeeeuopQZmIJG3cuBGBQAAnTpxAX18fCgoK0NraisceewyPPfYY7rzzTtx1110IBAJoa2vDxMQErr76armnYDCI6upqpNNp9Pf3w+fzob29He3t7aJ7e88996C8vByf/vSnhdNGvvKxY8fwq1/9Cr/73e+EinDDDTfghhtuwEsvvYSPfOQjiEQi2LZtG771rW/hgQceENSWiAP1LtPpNKampqTd6JtvvomZmRkcPXoUX/ziF7Fz586cKJ+IIGWlyJsjh3FsbEyK/rS0ChERk8kkdBFdkMIsQH5xD/l2TGcyOxKNRnOQbK4JKiDE43EpnOFFVIXcQSJqZWVlgsyzAlgjI8wEMMujUWI+m9GYkRZiUUo+2sL1z/2VSqVQU1MjCGIgEMCtt96Kn/zkJ8JD3rhxIzZu3IipqSkEAoEcGapIJAKv1ys8venpaXR2diIcDgsfkDaSa9/n88Fms2F4eBgLCwvy/QsLCxgcHITH48Hs7KxwMLm3nU6npITZ/tJkMgmC+N5776GjowNApmC0qalJkHaj0Yjy8nLpZsVKaNJUaONmZmbgdDqFF+l0OuF0OmG1WkUblpkOqn7wT1lZGZLJpEjvaUoNUTCOGeebCB+fkdJ6fFauL83rNhqNQjPgnmDxD22ltoG0Yyzs4vqhfaUN1TxUon26GxSzjJpTTV4sOboa1QYyiGAoFBKbS2oK1wR1RVOpTO92ZurYlphUC753enpa7lNnOoGs5qjNZpPsE8eSWqOkF3CvpdNpQcu16gAr7fmsHBMtm2Y0GqUwijQMvVfZppm1AVQK0GtC1zMA2SykTtHT3un3cbx1RofPQ9Q8nU5LdoBnPtfg9PR0DnVgOVyGdD6jdrlclw75f37sMSwoTpfmfv13cgeUeqBB15XTrK6lcDY5SVdeeSVKSkpwyy234Pvf/z7a29tx6NAh7Nq1C0CGV2m1WsXxO3fuHJqamuS75+bmRAR/dnYWBoNByPQA5NBmscT8/Dza2tqE6zI2Ngaz2QyHw4GxsTGpuCffqq+vDy6XCw6HA4FAAJWVlTkk756eHqkW5SHEja57FfMgjcViwmlqamrCiRMncNNNN4mYOKU0gKxEBpCVZ9EXx5QOHwBx1oCsRAYNmnYSma6g88B55sUDmJteF1DxvTSsTL+zJV3B0hL+17/8CwDgfz38MIpcrvdVP2s9Pf27fC46uZobqVO85PQx9TU+Pi5VqiZTRiSbFIjjx49jw4YNonIQDAaxYcMGpFIpHDx4EE888QQ++9nP4tFHHwWQkU1hypDOipbLcrvd6O7uRkNDg6QKWYzy9ttv45FHHoHVasXPf/5zJBIJeDweOWzi8Uyr0P/8z/8UPpbBYMCePXsAAD/96U/xyU9+Ehs2bEBtbS2qq6tx+PBhSVs1Nzfn0C54IPJArampEZ7YqVOnUFNTg6qqKlmTpNB4vV65L34354ep9YKCAknxA5mCPEpS8bDhvHLN0PlkESCdPiDbPpa2gYEs7QjXKQ/xaDSKwngcX//f/1vWEiwWRCKRHKeT18LCgvQJ1+oSAITbmU8b4J7QvDEenrp1JMeZqVir1SoFRECGbzsyMoKSkhK0t7fj6NGjIu1EpyCZzGihhkIhUTPgZycmJlBdXY2hoSF0dHTgZz/7GT7xiU8AyOgZ+3w+NDU1IRAIwOl0ori4OEdUf2lpCRcvXsSGDRvg8/kQCASEt+l2uzE0NCT6tyz04ZVMZtp52u32nAIXIFMgWl1dLeuC/HNdMc6xNRgMwjPUHHX2Vfd6vTI/WotT1wjY7Xbpcw9k+K5sxUyHTLcVZYqctoDrCshKJ9HRZYtMUiEYWLHIij3oeWntYyDLmeb308GnQ66DFY4HgxgtiJ9v72iDdfGp1ijVmqo8e4LBoOitskCzuLhYaGMNDQ0YGhrK4fp3dHSgt7cXAISeMTIygk2bNokiAYs4HQ6HFD8yEOCcanCFY0v6Ee9TFyhxfZHzr2kNDG54vnBc+Xk6ntQPBjI1AzwDtJqBPiuB7D7WKjJck3qva94717gutia3lPNijMXwlSeewKWbAVTw9D/xWvYFTHrD0BDpydaV1fy7nnBdSMPIw2q1YmxsDO3t7Vi1ahUA4MyZM1LF+dZbbyGVSqGjoyNHB/TIkSNiiGw2G/r6+qTCt7W1FTMzM5icnERDQwOCwWBOQQcjHUbIZrMZo6OjObqXLLwh97Srqwtnz54FADQ2NiIUCiEQCMBkMmF0dFS66TQ0NGDjxo04f/48rr76ailgoHMHQBw1ErZrampEVurNN99EZ2cn/v3f/x1XXHEFYrGY9DYHINWImrurDWQqlYLVahWHjgVidExJYM9HsPncuhqR/9UOHx0Fbkod7VLk2mw2i7QLn7Ugz+nVKJjmCNH40gjxuens0JDwUNFV3IWFhZidnYXH48Hp06exc+dOkbJZt24dnE4nent7EQwGcffdd+NHP/oRvvzlLwPIGPLR0VG89dZbePjhh/H000/jU5/6lCgi9Pf3CxJQXFyM0dFRlJeXS9evvr4+rF27Fl6vV6p9WeX6V3/1V/jUpz6FLVu2YN26dYhEIggGg7J3du/ejX/9139FVVUVQqEQKioqMD4+jhtvvBEA8Ktf/Qof/vCHJUtAuTKi/efPnxc+JceKiAmQcVw6OjowMjKC1tZWNDc3Y35+HuPj4wAyBR9GoxENDQ2YnJwU3hgA4RZqlFBXdlOcm9xuriGNCjFQ5f3wPdomaCSCaCrnnw4FkDmktbRTRUUF/JechVAoJPI2XOs88I3GjJQN0V8AUn1PxDd/zfHw53cx0NKyU8XFxRL4XrhwIafDESvKp6amEIlE0N/fj5tuugkARFaLWSIiiKzKttvtCAaDaGxsFP7z6tWrJWCvq6uThgOUNwoGgzmdfEpLS1FTU4Pp6WkYjUYpTAEydoQOQzgcRltbGyYnJ8Upq62tlW5a1dXV+O1vfysapFT6+NrXvobnnnsOXV1dOZqTlFGj426z2RCNRiWYP378ODwej4wfG5Zw3OlsEcSgLqkukKKzRvtEmw1kCv4aGxvFjjDrxXEpKirK0SLWVeHUEKbTRM49703LfHHNMHsGZEXruQd1YMa1xayABm90oU2+GobeS8w8hMNhWCyWHMefdQ7cXwsLC/D7/RIkUPKPnboYWNKJp2wSHWqv14uOjg75fhYZ8TfJ6eRe4XNQWk4XIREgIHrL79BBi8FgEM1Zqhzofc/5ofIOx5eXRk55tnHsmNkgqJEPeGhHlGPD17WUl3Z4+dupVApxdb4vh+v/CWeUC1vrQfI1Hia8GIFx4jTJlwUvLBq5cOGCVIxv2rQJRqMRfX19ePrpp/Ev//IvKCgoQHd3NwDgnnvuwZe+9CX813/9FwYHB1FZWYnm5mbpHtLX1wez2YwNGzZg7969aGtry+kGpKP0RCIhyIQ+LFnJ2NfXh/Xr1+PMmTOorq4GANGNY3rW6XTiqaeeApBBPAoLC7FixQp0d3eLxp9OYbPjB9NNZ86cweDgIABg48aNaGlpQWVlJWw2G6ampjA0NCSi+Tq1QSRFVy1SUoQFTqFQCOFwWA5JPpeOaDWazXmio6vnVDsWWjye38V0GLXzuCaWlpZyquntdju8Suhat9Jjm8sPqnTU1A4aP10ERrpEMBjE1q1bcfz48ZzIe3Z2FolEAg899BCeffZZXHXVVRL1/+Uvf0FhYSG++tWvore3VxADIl0VFRXYuHEjYrEYDhw4gDvvvBOzs7MiNN3Q0IBAIICSkhIEAgHU1dXhrbfekjn53ve+h2PHjiESiWBqagoej0cckxdffFFazNrtdkxOTqKlpUVQLp/Ph82bN4tSQDKZkZ2hs8sUJVNbOvXO12dmZjA3NyftE2dnZ1FfXy/rmYdmcXGxHBZAto1fOByWDEZdXZ1U2/t8PjgcDhn/RCIhARPXFPdZSUmJFM0wgNEZFm1D+DqdVeoflpaW5giUFxUVwXbpUFpYWJCKW/06tWW5JqlsUVNTg1gsluMUMAWo15ausNcqFHQsioqK4PP5pDqZ926322E2m3HnnXfihRdewNatWwWFosNtNptl7oqKijA8PAwgEzwZDIacVo8rV67MURkoLi6G3W4XCaOWlhZpDHLllVcKssnWkJ2dnfK6z+fDqlWrBGmjpqR2fKit29fXh1tuuQVvvPEGgEx3pra2NvT09KC1tRV/+tOfcOutt4oNi0ajUr2fSqWkCIdrJhaLibPEYiyLxSI2ksE11ySdWjoudCaMRqNIQhkMBnGktSD9xMSEyCABkMIwPjeQDbI5LwRadOpeI6v8NzomTENzPfM7iRZrFE6n+bVzxHvhmuDZqT+bTqdFUojOlm7SQMecAdz8/Dzq6upyOsEByBGsZzDE9drf34+amhrU19dLYwHaZ2YXtCNKO6wr4KnywmwI743v4/gXFhbK6zwTCwsLpWiQ1B09p7QRsVgMDodDbCDT+ESpud85r0RUudd1Ro7jrIsS87OGpJYwsInFYiJ/F4/HUbTMqumXvTMKZNt/cbK46TT0D+Q6EZz4fKkHGr/XX38dHR0dktZ85ZVX8Ld/+7cIBAJ47rnncO+992JoaEiQ0wcffBD33Xcf+vv7cd1118Hr9WJychI1NTUAMhv9/Pnz6O/vxz/+4z/iJz/5CVatWiWi9eS1cOGRZ8QNs7S0BLfbjd7eXpHUqampyUnXsFKUkfWRI0cAZJykmZkZpNNpeDweeDyenP6+ekORm8IOUEDm8Dx48CBCoRAMBgPa29vlkAOyBic/Vc3Dnzp2lD5iW1BeWv5CO6RAtm8y0U46yxp95Lyn02mJoBlZ0xHWc6x5xLw054aGg/fBDc51o9NRDGy0s5xPU6D0ycGDB7FhwwZpdHDq1Cm0trbCYMho7Q0MDKClpUUO++3bt2NiYgJPP/00FhcXsWLFChgMBmzbtg0AcOTIEXR3dyOZTOL222/HDTfcgB/+8IeyZn0+n1SX1tTUYH5+Hl/4whcAAIcPH8YLL7yAlpYWDA0NYfPmzWhsbMQvfvELmTMaQEbdgUBAUlAdHR2YmZlBYWEhvF4vLBaLpOK4ZiwWi8yNRhmBzOETCoWE70U5I33I8EAjis41w2ptl8sFr9cLk8kk/a35fjplRG24HvQa0Lw6vfYomcTUPZ0M/r7uUMOOO4Uq4C0uLkbs0t4gAqc71hDhZVvQYDAor3OPUSw7X05GV/CSf6Y1TvUeY5pdf76srAz79u1DRUUFmpqa4PP5ctKKdEipTepyuSRA6OnpwapVqzA+Pg6TyYShoSFB+4CMY2GxWHD06FF86EMfwrFjxzA5OSk0AM7z8PAwGhsbcfz4cZl/IKNJyUp0t9sNq9WKCxcuiF7yqVOnYLPZhHN79uxZcWpOnz4tms2hUAi7d+9Gd3e3tM6lPWJ1fiQSEU1LAMIztdvtgkKWlJTkaNZSHYNBuz47yEcsKyuT10KhkMz1zMyMBGNWq1UQfa71paWlHIRbd0Si86df474EMg4b07/cq3Rc+eykpehUvc4YkjtKjn8+yqYDcZ294h7R9k+jvjyL6OhReUY3eSDKm0wmBYHULZEpZ0iHc3Z2Vuwz0WhW9ANZ3WvSArSKCp1LAEITokoAL93OmQALM1+agkAZLY2uUp+X65AgBjNoGjXluaEzorx04MP5YSaI40Z0VFMTOQbaXi2X6/8JZ5QLiZp+mtfBhQjkyj3xsNP6X0QyCgsLsX79ekQiEWzduhVAZsP7/X6cPn0aq1atQk9Pjyw+AHj22WdhNBqlzdzKlSvhcDgkVZ5Op7Fz505UVFTg17/+NVatWiXRN+9NR8XhcBjV1dWCmLDjSFdXF06cOIH6+npZ7Pz+paUlzM/PC1lcCzqTfM9D1+l05vAhefCxowbb2fGyWCzScpGOsnYIycPiPLC4CoC0h2M0r/U1+fs0akQY9FjoNAYjTY1o6/QHkU2mHFk8o5GGD0LMjUYjSi6tI+0AcMOzSxBTLvp7GL1yrGkwmHqiQ9jW1oaZmRlBy3fu3IkDBw5gy5YtePLJJ9HV1YWCggLRnqUofEdHh8zZ5OQkfve73wEArrjiChEVP3fuHL71rW/hjjvuyOEf8jmXlpYwNTWFn/3sZwCAq6++Gtu2bcO+fftw//334/Tp0/jxj38swRULb/Qe0wLPU1NTkppiYMd/AzJOD4tTKOqusxizs7PSrpLzV11dnTOvNKhcZwwKyLPk/TBVRceBaTMtTaQdwvzDWKe5uJ61rAupFvqQ0WuooKAAqTxJHX2waKTIYrHI5+k08P4BCM+UVBbysfWa0wgK/10HSESlaUeYDgcyTttjjz2GHTt24IUXXsCePXtytDLT6TQcDgdGRkZQW1uLqakpSbO/9NJLaGlpkVSqz+eD0+nE0aNHAWRE6+PxOM6cOSNj4HK5JEBhoMzguLGxET09PWKrP/KRj+DFF19EbW0thoeH0d7eLqg8ALGtnIdUKiU6zJWVlThz5gzq6+vFSfzNb36DZ599FkCG/sA0diqVypHXAiD8VTYMIFWH40p0jBSH9vZ2BAIBmWcWSRFVZjChi2ppw0pLS8Um8DX+nu5Zr7sQsfMR38t6ByBXX5tUAnZ04/enUimRaeJ5oDn4Gt3OT8VzbWgean62Ue8d6ntyXOjs6X3OgHt+fh4ej0fmgPuKn3c6nfD7/SguLpbx5vuAbO2BdsI45nz+/H2tHTcGbzzztO2nQ282m4VrSrvAeYlEIjk2SHPLCZDQ3uh9zHFnoM5LjznPNAbHOjgCkENt4PqiP5IvN7ccrmXvjCYSCdBlonYY9d7y+aF0arhgdDoYyBzeVVVVYmBmZmbwD//wDwAyxuzuu++GzWbDzMyMHH5dXV0AgO7ubvT39+O2227DqVOn0N/fj4WFBezevRtARmT885//PLZs2YIdO3bgnXfeEeMKZFu2EVlMp9OYnp4WY7mwsACXy4WxsTERf9ZojuaraN07PjeQ1T/kOOjDWRskGg19oNJ48Te0o6oRAv0ZOjN0BvgZjr82KJo8r++F86SRbo2M5lcR83WOAS/NCaQjXaDmPh6PI45s6lYHKGazWbrOaGNNY8GUXb6jTISusLBQBOBnZ2dx5513AgBeffVV1NbW4p133sGuXbvEIG7cuBEA8PLLL+POO+/EM888g/vvvx8HDx6E2WzGLbfcAgB45pln8OCDD6KiogKPP/44fv/73+Ptt98WY6y7OyWTSdx1111COxkbG8PAwAAeeOABfPGLX4TZbMY111wjBxTbh2rEnM/E8WS1NlFyFucBWfUAzimRfx6w5Ilx3IhO8veJtLIIZ2xsLEetgUgKuWDaudQi1Fzreq/ojIjmk3Je6QjyXiORiCDLQNbx0weM7jjN6uN8hxXIBisMxjQPUY9XUVGRVKrnO6OkFOgDh89LOgwDPKaSuZ7feustPPHEE6ivr0d5ebmkiDknCwsLwkN2uVw4fvy4cJDb2tqkUn5paQn19fXo6emRe4hGo/D7/ejs7MS5c+ckU6OpSEtLS6ioqMC5c+dwxRVXSFodAPbv3y/FeB6PR7iFpAls3rxZOkTxGelw9PT0wG63S8viEydO4KmnnsL3vvc9AMCuXbvkPnS3Is0vnJiYQHl5uTgt1DPlXmI7Xgba0WhU1hydEgbCTqczp7MWs0EMoui8cs7S6bQEUPmOC3nGpHbQOdH2jA4fA7FEIpGDmKfTaQEkOM+aG6rRWe53ng+6aCa/oQltMR1icvdJ4Zqfnxd7bDabhXdM+gT71VNBgU4dQRottl9aWopYLCb0HP4+96rD4RAElM9MNJvrRGet+F4WQDFQ0VxQ1hqQ/8wghp/nM9P269c171wHI5p+wTOLdkrTcUgtY+YkEAjIuOgMC51aFr8BGfvrWGZp+mUv7XT5unxdvi5fl6/L1+Xr8nX5Wr7XskdGzWYzFi5FIkSpAAjikJ+O1YiblnABMpV7x48fF9SgtrYWb775JgDghRdeQH9/P0pLS9He3o4TJ06gtbVV+H8GgwHr16/HqVOnRL6CUiVARgrnwIED+N73voejR4+iuLhYSNEAJOq12+2CkLFtHZCJzOvq6jA5OSkRrI6OGUkz2kqn08LbYSs2nfZjRMdLV1tqKRk+m+bz5VdWstsGOYZEDhhhxmIxQTyI5jDS51wA2XR/PqJNZIsR6AelO3SqS1Mv9KW5oolEAoa8KNl4qZiEiB3X0fz8vKBy/C1+htQHttgDkJOm51iwwpvzC0CoGCxkMhqNsp4A4Jvf/CaeeOIJ3HjjjTh58iRMJhPcbregj7feeiuqq6vx4osv4tvf/jaOHDkCr9cr88I+0OTX/fKXvxT1hoqKCtTX1+O2227DZz7zGYmuiRyw6xHXGiN3zeMkV4wond/vF0REI+FELnXKneg0503Lr/CanZ1FRUUFZmZmBPUAkJM9ILeRKTTOs07NkRbC+yFSzQIErhfOC5EjPrdOrfPegWzGgffOy2g0InVpPzMtrbnQrEBeWloSWkk+Ymw0ZjQOyU3VxSTcqxxPjfpq/rTRaJSMCrnrDocDjzzyCG666SYcOnQoxz6Sb00Uv6enB1dddZWoN6xZswZTU1Mwm82wWCwYHR2F1WqVNOvQ0BBisRja2trQ39+P2tpaad3J/TI6OoqWlhZpJ3zdddcJSsHHK/MAACAASURBVGY2m+F2uzE6OooVK1ZgdHQUFotFvn90dBSpVApDQ0Ow2+1oaGjA6dOnAWRQrI9+9KP4zne+g9WrV6Ourg6vvfaa8PsaGxtx5MgROJ1O4f6xSI6/bbPZUFxcLJqqusUs1QVo10hj0UgbU/ksKJudnZXfr6yshNfrFb6nzv6waIcZPaZjud5pt5hlIeKm1xQlvsLhsEj18bdjsZh8B5FHTQvjpbNL+QVUWiJJ03X477Qd3MscN1JxAoEAGhoa4PP5kEgkpB5BFw2TtxuLxcROeL1eod4RHaXWKJDNFJD7bbVac3i+LMTjmOuMIP0F3jvHnlkdXYzLM4scWL4OQIqNuZ9JS9FcUC0BxUvbKb5Xn4lVVVUIh8Ow2+3Ct+Xr9A8470R4uWasVisSSvN0OVzL3hlNJLK96QGIgeDi0mRr7WAwpU8oHMgY24KCAoyPj8PhcGB+fh5f+tKXAADXXnstPB4Pqqqq8OKLL2Lnzp3SCxwADh06JD2EdVHLe++9BwBYuXIlnnnmGSlocDgc6O/vF0PLg5gbIRqNSn9vIEPuHxgYgNvtzqkYzBeN1xqq3JSUMspPr+jUuiZQkzCvKyb53QDEWdXOqE6fm0yZFnCaE0rZD92LWHNOWamYX3imC494//ncX52e11WfH3RpA5BfGMKiAS0PQrkmyuWQA8nnpqHjQcLCHN47NSTn5+dhtVoxODgoDtvWrVsxPDws85RMJrF27VqsXLkSAPDZz34Wf//3f4+RkREZM5fLJZzRL33pSzh16hTq6+vF6F5zzTUyb2NjY3A6nZiensaOHTtw4cIFNDQ0AAD27t2LVCqFU6dO4Xe/+x3C4TBisZjMsdVqFbkkrY6gaSWa96sr3YFscQ1la8Lh8PucMv6XY8qKe44taQ08BHh4+v1+qYKnjBrniZ/V9A7eu06B8ff4LFoTkvfANCsL0HSqnM4BCyY17ysajcKgxK314c3DQxec6MCQxRh0NHnf2vHld7Gwi7w5IEuP4H7m4X348GEAwEMPPYTvfve7qKyslFQx9wrtD/l93LeaekMuJB05qiJwXOvr6xEIBLB27Vokk0kMDg5Kmn98fBxVVVVSdGK1WjE6OpqTVuWeGhgYwMqVKzE9PS33x2YMFRUVGBoawpVXXil973ft2oVDhw6hpqYGhw8fxtatW1FSUoInn3wSAHDvvfdi586diEQiEmgVFGR704dCIVG+oG1j+1zu5XQ6LS1zdSqW8+Z0OjE2NibBAMeQ85ZIJMSR0pJQVqtVpMJYsKJpI3QiNY1LO7P8DB1Qfp52hWuINCtevHc6uKT15IMNpE6RHqIdVU2d4l7Q6eb5+XnY7XZx0srLy5FKpYT/zWK1RCIhhUrhcFiKML1er3DEz549C6vVKgoeAKTPPfcKHW8AQp+i7dDBLOeM0lBajYAgDjnn5BizAI73rudeF0Xx86S68TvyzybSITT1TQedkUhEKB3U4+V64jqgL8PKel6Li4s50oXL4TJ97Wtf+9r/7Zv4/3R9/esAgMPbtyOtuBv5KCijPB4M3PDcLBTLNplMEumvXbsWBQUF+Pa3v4277rpLer2bTCYcPXoU9913H06fPg2Xy4Xh4eEcIXNuZEZzVqsVNpsN5eXliMViIqHT19eHG2+8UYwgpWpSqYyUDUWPqSEXDAal6xGdTR5ENBQAcqpn+VkS6fnv+aLwdBy4GTTPRfNDOYZ0IPiH2prJZFLuT2uPsk+uRq4MBoP0IuZvaykS8ncofcHn0Y4wjb0uTOL3a8dbG23tvJqSSVz35z8DAA5s2YLFVFYmir9D55RzwYNUHxg0ejxgqJ23uLgowQkdltnZWbS1taGkpATf/va30dXVhebmZvT392P37t2CmofDYenFTXFtFoOsXLkSDQ0NmJ6eFjmaUCgkjRdeffVVKSIxGAwIhUKiR3vu3DkMDQ3h7/7u7zAxMYH9+/fD7/fLmPDeg8GgoBr5hWdEgjkH0WhUOFfkqvHAZDcV3RiBc8LvYAEYHUqS9jl/5IxpB5IIL9cR+XssxNOFIPkILceFjhjnm3qFGr3lmuN64trVnPR0Og0sLWHrJcfo+M6dWLy0dinzwypmri86jwy+uIcWFxfhcDgQiURkHbMwhggY17i+RzokQFbCh11ppqam0N/fj0AggM7OzvcVLPH91IrU1cdOp1MKR4qKiqSgyO12SwBH++pwOES7kV3L6HBzPXg8Hpw7dw61tbVwOBwiMF9YWIjm5mZMTk6irKxMxoSyW+REEpWsr68X/ip7mc/Pz+P6669HJBLByZMn0dLSApfLhbm5OXz1q1/F448/jp6eHrF5DAiWlpYQCARQUVGBcDiMdDot+4BBV351sl6ruthpfHwciUQCLpdLCpXMZjNGRkbgdDqRSCSwYsUK6V1Ph4Q8YwZ4zBBoxBHIgg+6Mpu8SWYogKwDqYNyOi60Rdq2a44zM2g8I2mLeQ/6TOXrmjOv9xjnnxJmgUAANpsN8/PzMu52u13e6/P5JFhMJBIiF2cwGIRvG4/HUVFRIcg/zxnuAZ39ouwUA119fhCw0TUP3FP8w2CcxUEsiOX79Lzw/6mawH1FJzc/0KAzyfcyGNMcYAA5WTeNpHL+2GCB9yHKBskkrj94MPNQX/kKkFdH8T/tWl6u8wdcRBm080Ejqw8Q/l0bczoQ/NPY2IhkMomXXnoJsVgMf/rTn7B//37s378fFosF/f39uOOOO7Bnzx5YrVb4/X5px6kPJv69oKAAGzZswIYNGwQtq6mpQUFBAa6++mq8/vrrkuKenZ2FS3UAisfjgnblox48tBi9amSFxHQivxqp4mf57B8UXevol380sswx1WPL1n0Gg0GiN4rcG41GqYal5AnHX7dt0wc/kCshQlSA6QgacRpyjdLyyncc9EVDpdNUJpNJDI/BYBDxYx64Ov1M6Rs6NCUlJYLAUSybiJ7f7xc0pqSkBDMzM/jNb36D3/zmN/jc5z6HeDyO73znO9ixYwd+9KMfwWg04vz58zh//jyqqqpgsVgEfWWbQbYwfOuttxCPZ9pRDg8PY8eOHRgYGMAtt9yCW265BStWrIDZbMbmzZvR0dGBFStWoKWlBS0tLbj33ntF77CiokLSbRwXBmkagdeNDXQBkEYeuV61libTujqI0J+jAeVndMGERtf5mtPpFNSKKc7a2lpZrw6HAxMTE+K80QnlmuABwfQjDzW2MKSR1wFP/n7hv9GZ1LQS3jsLMuio6MCKTinXPdtGsrq3tLRUqoS57/iH48jn47/xnujAFRQUCKLDvXbx4kVYrVbcdtttov2o7Sdlh4BsIVZ9fT3q6+ulaxslcYCMdBX3isFgQHl5uaA4PBSp3cmqZKp+WCwWsTeJRALj4+NiC+12u/yda4rtIB0OB5aWlnDixAns3r0bu3fvRiqVQnl5Ofr7+3Hy5ElMTk6itrYWp0+fxunTp/H444/jwoULOeoEVB5JpTK6o3NzcxLY+P1+BINBuXctAURVAG2fqRjC4FvrRgMZlJ1p80QiIQVPnDMG77TfdOC5vrTqAteR/jzpSQzwGDTyD50f0jy0xBO/j3tQqw7wdX4+n5pCqgwBEv0e2mHt9DmdTszMzEibVqbsmaGkcgV/m7J0rNB3Op1S9c7sJwABcgjA0BbRbrDTmj47mPEwGo3yGr+Tz8XzRmckNAiT71NQvULbl/xCMY2YaloNx4oBEJ1gOv4cb/6bLrqineXndVC9XK5ln6YvLCzEnEodEpHipHNRALmwOZDVdyNnyev1YuvWrSgvL8fRo0fR39+P7du3A8gY5vb2dpw6dQrV1dWYnJxEV1eXcEL7+vqkxzG7/szOzuK3v/0tgIxwvM1mw4EDB2AymbBy5cqcLkbkotTU1CAUCmFiYgLXXHMNTp48CSBTjckKUooTa0khOkZciOw2AmQdUQByGGv6gk5x02DpceLBqVOKNHxAVpeRm4kOHH+XAuR0/nmY6rSnRlF0OlenL3SEqZ1PGkDtfOoIUqOh/LfCwkLorRqLxZC+pCtnsVhy6A90MOmEagQXyEbFRqMxhysbCoXg8/nwqU99Cs8//zyi0ai0jwWAgwcPYmJiAo8++ijq6+tx1113YWxsTA768+fPy7hWV1dLgEK5rzvuuEMkkm655RacOXMGZWVl0sWI3YvefPNN4RitvEQBePvtt/Hqq69iaGgoh6us048aZSc6x3lhNM6x5pzy3ktLS6VffCwWEyeAqfBQKISSkhIxvHSKdIvZQCCAxsZG+Hy+nAp5jjGRoMXFRczNzeWkuqkvqNe1PkgZPHG96b2UzwnmlU8tyLcnvCYmJmC45NTp/ca1R0eDaXQiOHw9lUohFAoJZ3RhYSFHB1EjVdwrek1qZJcNMCilw3X3sY99DG+88QY8Hk9Oz3M6t4FAALW1tTl86XQ6Ldw/UjiKioqE51xfXy9OG/uQb9q0CX/4wx8AAOvXrxcEMp1OIxgMoqqqSn6f/NyBgQHhFFZVVYmKAe0Ig5x169ZJN7OxsTFEIhHceOONKC4uxkMPPYSvf/3ruP322wEAn/jEJ/Dxj38cDzzwAM6fPy+6tkyp0jFhgwruex3ER6NR0cBkZoI2lM/t8XjEASFqDGQ42j6fT4IdOsAApEI/Ho9LxbtG2jj2WoqJdoF7kdx08rx1YK/BC36XtpFEwhkY0pnNr6bXaKzONugMRiKREP4if4uvRSIRVFZWIhAIyL5asWKF2BG2W62vr5dW1FarVaTOpqenBRGlndHUO94f1z+5wdwnOvPHS48z1Qh4b+To5juBfJ3zQa1UBhP67NHnj55PADlOKKl3erwY/PF+SQXjfXMdkKuqpcjywZnlcC17ZFS38GIUzkiQhwkRNSDrjHHxFxYW4t5778W9996L6upqvPbaa5iYmMAVV1yBrq4uDA8PY3h4GIuLi7KRIpGICMcTpers7JR0e0FBgXx3Z2cnOjs7YbVacfz4cezevRv33XeftKfjQU6+0fnz57G4uIhrrrkGx48fh9vthtvtlufiZmPqM58TQ3RDR1ncRHT4uEHoXDGKJPqTj8ZoGRAgG+Hx+2kY2YZOy2XoCI8bjr+RH/nrdIq+X6Yz/jvttA+iZ+hLo0ma45SPXJjNZiGr8xnJu+LrQNbwaaRPOwMctzVr1iASiaCnpwepVEoOz2g0img0ioqKCtx+++34m7/5G3zlK1/BG2+8gXfffVeQerbAdDgcKCgoEC7htm3bsG3bNrz88styHz6fD+vWrYPb7Ra05le/+hXWrVuHmpoabNy4EatXr0Z5eTnKy8vx5JNPYnBwUMYqEAhIKqysrExQAR6QRI05bkRReGARUeC/mUwmzM3NyUFAThOfjQ47kUMgY9z5Z2lpCa2trdLhyGDI9OTW6BLRAaZD85F8BlZcY5piopFPUkv0gUO0m3PKvaczMERU8tH3qakpQdT4Pn43+cfcr7zf/CIEm82WCZjUWtOIKFF7OrX6dT47kJHOOXTokKDlExMTKC4uxt69e1FZWSnPz4ObNAcW3HH8NILDVDzv3eVyweVy4ezZs4Iu82BeWlpCKBQS7nBBQYFoT5aVleHChQuw2Ww5qVuPx4OlpSU0NDSgr69PxrWsrEwcVqK+c3NzmJubQ01NDUwmE7Zs2YJYLAaLxYK5uTn57ZGRERw5cgTNzc2IRqNCocm3E9zn5BJaLBYJTs1ms2QMmO4mysiAOpFIwG63Z7pwXZIzI5eTjj0d4ZqaGtTU1CAYDCIUCiGdzupecn3wLCP6SPSVCCkdMAZV3Ica+dR0FNpSppK5npm5yU8960CbzpneS7TRpNLQhmpbrOkxXq8XLS0tOHv2LM6ePYvm5maMj4+joCCjPUtpLNqwUCgk6Pj4+Lisa21nKB9FNFA72/r8Y0DNc0mjy3w+UnxoZzSdRyOkGuTif4nea5qAHk/tmOoMI/+fdoZjqW0Q50LbLRYv2mw2sXlEjAm0Ladr2SOjxcXFiCvnI39BaMeEk89N1NLSAq/Xi+eeew5ARgj8yiuvhMFgwMTEhERhQCYC8/l8glyyUlJXu1OUPJ1Oo6urC4cPH5YIjmjVnj17UFhYKPp+TN8bDAbs2rULVqsVv/71rzE+Po62tjaJnqmlptsr5rcBpDOa35uXz04Dx+/QaWoWjNBgceED2R683GA8wPQmA7JtGskdpfNGB5PRo45eAeT8u0738Dt1qviDIj7tDORH7nztg5xpHanG43EYL0XzOlpmSo7v0b/B8eNccAw5p4ODg7jmmmuwsLAAm82GM2fOoK2tTUTvbTYbLBYL7r//ftxxxx2YmppCbW2toIdEC1nMdvjwYaxZs0ZaIH7jG9/AI488gttuuw2JREL4yzRCX/jCF3DgwAE4nU48//zz+OhHPypduSoqKsShINLOuecYkbrh8/ly2h5yXmhIeTiympVjyG425E4ydQhkRZk1N5hcQT47K7HLy8uRTqcFLSGNgg6fDro4H0QdmcbXqA73CZ05ZlO07i7pP0SYtGHnQUSHGMgVq45EIrBeOsDoPPDShUlms1kyCNyz+vAih1N/nr+rOah0gvR9MJjgoctmBvv375fsCQ88vTfokDU2NuL111/Hzp07pYiyvLxceJqzs7OSIeLldDrhcDgwPT0tXFm/349rrrlG1gTt1PDwMGpra9Ha2irNMjgODH5OnTqFpqYmmRcGiXTa6aQAGcH0hoYG/Md//Ac2bdqEX//613j22Wfx+c9/HgBw5513orKyEgMDA6LRqOeUTk1TU5PYO72XuUaAjK2vrKzEzMxMjvYt163ZbMbAwECOjfH7/WKbqcygA93CwkIp8gSyHaE4LrTdWihf60bn05voXAG55wDXkg7a+D5dDQ9k9zqR+Q+iPnEP6GxBPmigP0P1C+pzv/vuu2hoaJCzjfNKqsjExAQ8Hk9OgMwGJBwnnmepVConM8VgdGlp6X0oL+eMjj4DMgJJHPd4PC4FkqRo0YYRidRnDTWdgWwQqosEhWOO3HoN7gs9Z6TtMMjQ3FYCbTqY5xwAmbMFSiB/OVzLHhm9fF2+Ll+Xr8vX5evydfm6fC3fa9k7o0yTMPrQURCAHBK3LsSJRqN45513UFpaiptvvhk333wzvF4vAoEAwuEwamtrMTc3h7a2NrS1tYkm6MzMDNxuN6qrqwVZMplM8Pv98Pv96OjogMlkwpEjR1BZWYlPfvKT+OQnP4nPfvaz2Lx5M2ZnZ4XAbzQapaDEarWiu7sbP/zhD7F169YczTBeTPvo1IeG7IEsf1JHw7palp9jSiKRSEjf5PHxcUGFKHNCRIxcIEbBRGMYGXOMmRLV+mdMjRCF0ZwnzcMhEqdRN6ZX+P/5UXc+kV+jY5qSoFFypiI1MswiISK4uuhiaWlJEG79XXwuHfXOzMygubkZzc3NmJmZQVlZGaampuB0OlFcXIzS0lIh7zc3N2NgYAATExMYGRmRCPfixYu4ePEiFhcX4Xa7EY1GcfbsWTidTrz33ntYt24d1q1bhwceeAD/9E//hIGBAeEZrlixQtKev/jFL2C32zE8PIzdu3fLXPC+WahBigvXDtE1rgGmyVnoo9PPpJpwLDlvrObW6TPOM9HWQCCQk1KanJyUNL7RaBR+IdPPpMQQIaCCBQtqeO/cI1wb5G5y3jQ3TKfaiI4QsdWVyURAiPBonh3pC7z47NQQ5XcQveF48zt4fzq9CmSLxnQannaO+4Hjx2fXKUKTyYSLFy9i27Zt6OnpQU9PD1auXImRkRF86EMfQjgcFm4q+anT09MwGo0YGhrCmjVrMD09LanwgoICFBcXS3Uzi1I4bhaLBZFIBIFAABcuXEBZWZkUKlksFoyPj0v6fMOGDVIYOD4+jvHxcSwsLKCqqgpTU1OIRqNYuXKlcH/Jq33vvfekan98fFzStVyXrIYn757jEo1GsWLFCpw6dUp0LMnvMxqNUpFPW6apVsxAEcWiCgiLpsrLyxGNRoWGQRoAkT4WOHGuyZHkWl+xYgWsVqtwrDmP+lwjaqZRSb1XuWaYmqZsUWlpaU6/ea4NZhOY6qXt1PQXjg351NzLGknXZwHXnk5lczx15orZikQiAafTKcVbQAYldrlcOVxK0n3IjSaNRp8nRHqZiTAYDMLPJWWEto+XznDx/QCEqgRAiqWALMWP86IzjCwwpcyUPn85xvljw/ObWQRNXaP91baFGRH9byxYS6fT76NUfBCl7X/yteylnQ5efz0ShmxfXU3s1sUD5JAwVU8+HvkqFChnmmR6ehoFBQXiLLhcLjgcDtE5I2QPZBwUj8eDZDKJ6elplJSUYPPmzQiHw5icnMTExAQGBweFv3T11VcLcbu/vx8+nw/hcBiLi4vCk2MKjHI2PPDp6OWno+m00VljalFzyvj+ZDKJsrIyMYrj4+MoLS1FV1cXUqmUHKIUUNZpMp3C4cajg8rUJqVr6DzSiaHBoxHVjiPnSRci8V5pDPmsmt+XT/LXDgPnnxcPcRpmczqdI+1kVu3TKO2i+aZMl9Cw6JQ1K8HJv9VyQUzDJZNJ9PX1wW63I5VKYWBgAKdOncKDDz6I3t5e1NXVYWFhQZouzM7OIhQKwWQyYXx8HFdeeSWqqqpyqs+7u7tRV1cHr9eLyspKDA4OYufOnWhsbITNZsO7776LRx99FM899xxmZ2fR1NQkv+/z+eByuRCLxXI4x5rPxMOOxWr6UNPzoTXu0uk0fD4fLBYLDAYDZmdnUV5eLkVGPMR5mJArx9Qp14jVasXc3JykPr1er6Qy0+k0vF4v6urqZM3zuzW/Ub+Wn2Yk1007dJqjzPvgpQMcbWtMJlOOjMor69ah4FI1PGWy9DrRXFWuT3LjLBaLyHpxj+txzVfQyN8vdDQSiax+IWkepDe8/PLL6OrqwsLCgqQhWbASiUTQ0NCAd955Bw0NDSgpKRFnkvaA6WLubdKiGJhEo1EsLCygoaEB6XRaePbt7e0YGhpCaWkpqqurMTg4iGg0CrfbDZfLhXA4LM1AOMecb7PZLHJITU1NOH/+PJxOJ3w+H4LBILZs2YLu7m60trZiZGQEDQ0NmJqaws6dO3HVVVfh3XffFU3T1tZWKRxzuVwwGo0YGRlBR0eHFBYlEokcXi6QLfQJBAJoampCMBjE4uIiIpGIzC2QcT6okctAjlQHh8MhwRwdC6Mx28pR2w62smSxKO0v1xVtGW0n30e6i+YkkkbD39W0Fs0DpSOcDwrk06s0vYaUE/29tCG0FfocYlo8Ho/D4/Hg0KFD2LVrFxKJBBYWFhAMBuWeCHC4XC6hOBQWFsr5wjHiM+p9zuCaY6wLCbmfaC/0uOtaBv4+ufNAVjKRlAIgW1zEM+aDqGG0MxqE4ZmuaTW0Obrxhpb74nMmk0nh+dLJ13QJYyIhcnPLQdpp2XNGGSUBWb4OoyTt8ADIOXDJEWOVMpDlk9TU1CAej2Nubk5E6RsaGrB//36sWbNGUITCwkLhTEUiEYnyJicnxbC43W4Ame4kbW1tKC8vR3d3t/Ci1q9fDyCzMWhEjxw5gomJCSHbAxDUjr2e9YEKZKtouQF5EANZ0WPNZfH7/YIs3XzzzSKb0tfXh3Q6jZUrV4pxJVeTyAANj96IjO5onBiJAlnOkZ4T7SAzGudm5njwu2nsNEdRBxx6g+vx4PrQv8uNns8nTqVSQDLTOcTlcglvqKKiQlBxHiLaiBMB4TOUlJQgEAjIb9PBuHjxIlpbWwU55/c8+uij+PKXv4xPf/rT8Pv9WFpawl/+8hcAwOrVq8Wxr6urQ09PD6xWq4iMl5aWoqOjA6WlpWhoaEA4HIbb7cYzzzwDAHC73fj85z+PzZs34xOf+AQaGxtlvRYXF6O2tlaKBFgcQk4aI20GDnSm6SCRK8donYcQnVKHwyFjXldXh+npaVnz3Gs6WCQPkN9P8XXdC1wXnCwsLKC8vByTk5OyNshXJbKp5ap00MK/GwwGQcny1wM5XLwfrlnOK9ed/l5e4XAYZrtd1iPRU86ZzhZoJwaAdJDh/mAwSEdC72E+oy5cIiqi7xuAOMQOhwM33XQThoeHZU+zoxeld3p7e3H99ddjZmYGCwsLImvGQ51FE0TvuFe6urowMjICu92Ouro6cRa0YojVasXU1BRWrVqF48ePY+vWrcIF7urqwpEjR7Blyxb8/ve/R1dXFyKRiNh3aj3zd1tbW/H666/LuLa1tWFqagrNzc3w+XzC4QOAffv2YdeuXThz5gwSiQQmJiZgtVpz5pxFRlzPrLAHIGPE+ZyenhY9aF46C8f5IqpmNpsxNzcnBWwWi0XsCXmyRCOphsK9QidF8+i1/eT6YYBAPr8++wgG5CP8vEfN19coJ++dARrHhrad88EgSCN+XH/56KXmpYbDYaxfvx5/+ctfkEqlUFlZKcAMx5vzsmrVKhw7dgzBYFBsKO2OljrM3+t67HiG8Ll0Zo0cU53N4O9wX+pObwQKtPZr/hmWf8bxfZxXBuK8H15LS0viaEajUdEd55rg2Gjuug50CgoKYFD82OVwLXtndGlpSZBRLkROjkZJgKxEES+JIFQ1XDwex4EDB9De3i7CxQDw6quvYuPGjZicnITL5cLY2BiKioqko83ExASCwSBKS0sFRU0mkyI9cv3110s14IoVK0RQuru7W+6tsbERhw8fhtPphMFgkLQTADFWQK70DA29NgLcgPpZ2eqPY8PuLUDGUaYx6ezsRCAQyCnioRFj0YPu0AJkNzzvjYcWL13JqDcrLx2x6nSTfl0XQ2ljx79rJ5fOK5DbISQ/hQu1WYuKihCMRuHxeETnEcjIfRG1IHk9fw2xGptoFy86kn19fdi8eTN6e3uxYsUKaRdXXFyMf/7nf8Y999yD4eFhAJnqZwYJExMTKCsrQyQSwdDQEKqqqmAymaQgJBqNYmRkBPF4HMPDw2hqasLU1BQef/xxAMAvf/lLzt+zLwAAIABJREFUfOUrX8GePXvQ3d0tlb78LEnyRLr0AUQxaR1p6zQXDSllkZgmp2FmuqyoqEiqY3U6nwd2IpFAZWUlZmdnpW0sAHGEUqlMlx+XyyVFC6zWpqSJ0Zjp9MSxZ0Aai8VEPgp4v/g9USsA71uzDKr0waLXFA8xrrnCvM8SheTBqVEVygAZDIacan++znacTLWRUsFnZ9qZ+5D3z9/mM2oqD+XAiFZOTEygvr4e8Xg8pz1ieXk5QqEQBgcHUVlZmfPbBoMBNTU1oqNLfVpeFRUVOH/+PCorKxGLxaRjHPcSnf+amhocO3YM1157LZLJJOrr6wFkinyMxkxL3LKyMsTjcRHGBzLydn6/H+Pj46iurobX68WaNWsAAIcPH0ZTUxP27t0r6f3p6Wm5P7PZjKqqKgwMDCAcDsPj8YjkGADU1tbCbDbLfDHlznlhMSEpAXTOaJ853qQd2O120c8EIPt4dnZWtH0ZtAYCAVlLJpNJpPJoC2l7uV45r3ovaZoSgx/+NhUCuM+pGJJfwAVkO00x0AayNBWN+HFcuO5oFxnA6kJInXGgE8x1GovFUFlZiVdeeQWf/vSn0dvbm7OOp6enUVpaiunpadTW1koWUks7aec/n8bF85+qO5xDIFuoyj2pdaZ5MdtFZ35paSlnXLlO9LPpMdWOP/e8zmrSrtDhZGDHrlzpdBp2ux1zc3M58naa+sDn1Fnh0tJSxC9X0///e2mniEgCNyw3N1/XTgqQu8mArM7YqlWrBDWgBulHP/pRDA4OSnrb7XajoKBAEAe32435+XlZoAMDA9KeEQBOnjyJkZER7NixA7FYTDqssGd0RUUFxsfHsW7dOuFkxWIxcR64qeiY8ZDRThoXKiNUXppLk48cAllu4MLCAqampnKQGv0dunKYETTvjY5YaWkpnE6nOK5Abo9e3ifTPvw+vVm1ceH9aS6inlNuPp3S1KhAfuqer5WUlKBApWDD4TCKLrU2ZNcWAJI6ZvqE98D1Q84cjaAeYxqt7du345e//CV27NghBykAHDt2DI899hhOnz4trRjn5uYEAbz55puxd+9e1NfXo6SkBL29vXA4HIJuNjc3Y2FhAX/+85+xadMm1NXVobi4GN/4xjcAAE8++SRKS0vxwgsvSIcvXjzwXC6XpD+1c8NUGPmAOgXLz+s0Hte9PkA5/6wwZVDCeeE68nq9sNlsiEQi8vuUa6LjZjQaBaHzer0SGASDwRz+mF6PRUVFwt3kXPB13p9GFzVXVjty+Ui+XrOSKlcHYDgchrOuTrhw2jHg4cz1w0Of+ziRyLRFpPPA9D0dOtoBLSmVfyhpNArIOHHUGT148CDuuece7NmzB4FAQJAo7pvR0VGhVCQvZQq43ktLSyU4414aHh6WgHxkZERQvYGBAdkz1GLmGqOsWTAYhNlsluDr+eefx/3334833ngD69evR3d3N6688sqcve7xeARhdLvd6OnpAQDU1dXh1VdfxaZNm1BaWoqhoSFxErgG2f1sYmIC8/PzElRwPt1uN4LBoAiXa1TWZDLBbrfLXp+fn0dZWZnsh/r6evT29uKKK67IQagYpHO8jEajONfsIqaRY2YImL7lZ3X6l4htPlWLto2OE7+fgSVRTTpcdPgo2UQARCOgfJ33wiCPCB3vi874f7cmNc2Kz8QrGo2is7MTg4OD72sbXFxcDJvNhoGBAXi9XlRUVKCkpETGjBXtFK8Ph8OyV5i9I5JPW8Jx07UDDCw+CKnknqJ/wWfX35XvpPP789+nv1e3X7XZbDnZRjr0nDfdLIbfzdQ87ejc3FzOPS+3a9kXMOkDEcgKAPNw0caZzoSGz0midzgcorWYSqUwOTkposglJSW4cOECZmZmhEtIY8E05tjYmPzWqVOnAGQW4czMDGZmZtDZ2Ykbb7xReFfsJ857n5qags1mw8WLFyVq1S0WNUmcaRW9wDXPjwaLBxrRFN5TOp0W3hH5jOQa1dbWStqIThyjdJLrecjr1HgqlYLD4YDRaMTU1JQYexpSGkg6JRw/pmo12pT/mp5bHoR8fu3E6ov3rl/T96P5r3zNZDKJU6S5VpwznR7j+qFjw+cDsnqZTqcThYWFeP7557Fr1y74/X5cf/31GBwcxODgILZv347nn38ePT09iMfjWLVqFYqLizE6OorR0VH89Kc/xe23346enh4kEgnceuut2LFjBxobG9HY2CgC+Vu2bEFVVRWeffZZvPTSS3j66afx9NNP47vf/S4efPBBQSd5wLJ1ItPyxcXFKC8vl3Q5o38e1JzvZDKZUxRBh4yIiz5wo9GopKDJfQJyeXIaZdcdWPjHYrGgqqoKoVAIwWBQigTZ4YbOjUZpKALN3yOFRDuPXBdcG0Q/OOcaHdIHil6Teo1xHfCqqKjICdTq6urEjjCYJCrKg4a/S8cwnU5Lq2DNW+V35Ad23Ov6nmjL6uvrxQ6Njo5ibm4OLS0tOXamsLBQENloNAqbzSZFlLRxc3NzsNlsEjAxlUwbRc4fv7O4uBgej0fWDJ1JBqos5uG8lpeXyziT1z4/P4/p6WlMT09LWj0QCKCkpESQVO5Fm82G7du34+c//7nQq3gtLi6iu7sbK1askHXJRhBLS0uyD+bn5wWRLyoqgs/ng8/nk0I6kynTsIQ1BpxXyv5R2D6ZTAptjMFNSUmJSJzRybLZbDl8S+4FOiKcW00FooPLZ6cTS0CANpprik6lDqr4OU1botPK93FOtU3WWTId4GkKFJFPXcRDzVxth/k7sVgMzc3NeOWVV7Bhw4acNUn+8Pj4uJzHIyMjCAQCCAQCkiEhMqi7uLGeIRaLicNN8ImBJmkTnEuNZvJeNT1NAzW8f54BHEdeGhT6IH+EtoDFcrSHmn+aTqclSGcgajQacwqciZJqPWJNDVou17JHRk0mExLKKdOC6fnQueaO8dByOp2SwmLv4HA4jNWrV0tRCABJz09MTKCoqEha0hFWBzLoaG9vLz7+8Y8jEAjgnXfekd8eHBwULlNdXZ1sJp02ZRs8Rq26pRejVd2NhYcmkE1ra04Qo3Yaei1cHgqFBH0kmkmxbo/Hg/7+fuG7kq/Cjczv1SksEvsBSOtH3cVIo6oaoQRy+yJrAWng/d1wNN+Pl0YQiB7/d0ipTq3q91gsFiyq1BejY6LgHDedHtHpeiJzsVhM0o7vvfce7HY7Hn30UezduxddXV34wQ9+IONSUVGB7du3I5FI4Ny5c3j77bdRWVmJ2tpaABnu8sMPP4yHHnoI/f39OHz4MLxeL3bv3g0gg8b88Y9/xJo1a7Bv3z5897vfxdGjR0VTcsuWLbjtttskzUSHD8iitn6/X3iDpG9wvHVBHPXudCqcxpORPVP+XIc83Ovq6qRDDlE0cvAYxFDHj2ub3MexsTHU1tYK4gNA1iLXBw8gXkTEeL8sUNRtLln5qvliGmnSKG4+hYRrgL+Rn3FZWFhAkVqjPp8vZ63ycNeHFRE4HiS657YeVx5qdDR1Nkjfq27rqG1GeXk5Ll68iNnZWbjdbszNzcln2HLR4/EI+k4tUv42W9tWVVVh37597+NAsy89g1ldiEUHraamBhcuXEB7eztCoZBoMF9xxRUYHR1FIBDA6tWrEQwGRdEEAEZHRwFku9ExqAYgmoxTU1Ow2+1wOBw4c+aMjG91dTWKioowODiIWCyGQCCA9vZ2nDt3Tp6dYEQ8nhGApzg9kOUQB4NBWK1W6ajELAbngPdBigvPB6fTiXg805bS6XSiv79f5pTrlYE6g3X9bKlUSgIRVofTKSW6T5SQwaBG+jX6TjvK/aAF9Rmg6EyBRvaYDeLFwJLOHc8urX2peZma+sUrkUhIO27df55jw7VEJzMcDqOxsVF+nxlN2nYNFJSUlEhgzD2jzyL+v1Yt0Gg5x5Tjwxa/QG42juOr0VGeafqsojMPZM90Zv702cI9TxoCP8txYctdPb6k9gDA3Nwc7CoYWA7XskdGL1+Xr8vX5evydfm6fF2+Ll/L91r2yChTdUCWMEyJISC3ClYjZPF4HG63O0fjjH20S0pKMDY2hpqaGkFN7XY7EokE6urq4PP5JPoi53NhYQHnzp2DxWLBW2+9hUOHDqG1tVWq5ak3yeglGAyivb0dFy5cAJDp0RuPx4WnpHUTAUhEpp+VqXheurjEaDRK5Ltp0yacOXNGZDFcLldOFe3CwgJCoRCSySQ6OzvhcrlQVVUliE40Gs0horPSj9EvZWEYxeVzZ3TEpzlF+WilTo/o+c1HTPVndeSpUx/53Br+Nt+Xn/6cm5tDkcslfCx2R+EY6uhfc12JqhEVrampkaK13bt3w+/34+WXX0ZVVRXOnDmDj33sY4J4HDx4ULi6TqdTUplEY0wmE5566in827/9G+rr6zE4OIi2tjZBkhYXF1FTUwODwYAf/ehHeOSRR3DDDTdIdfKbb76J9957T1JMhYWFgtSwxajD4UAkEpHn0JkDjQAy3cVxtdvt8Pv9OXy0/LQ2UZZ4PI6ZmRl0dXUJB5uV9dQadTgcIhXG15eWllBTUyPdazRqq7mt5JBpLphGR4xGYw5vlOk6vUa5JgDkpCT5ffkFe3pNaB4x14xGvTg+HNf8Qged7uS4FRQUIBAICHVBF13Qpuk0qL437hemIMlFBoAbbrgBJ0+eFDRafw+/IxQKyTPZbLYcGxiJROByuTA+Po7y8nIEg0HJBHAsFhcXYbVahVpBG0kEjOoNuiAGyGQKZmdn0dzcjP7+fkxPT2PlypVih5xOJ+bn59HQ0IADBw5g69atcm8FBQUYGhqSdOZ7770Hi8Ui7UQbGhqwdu1a/PnPf0Y6nRZeuK4XYKqXa0sjxJWVlRgeHpZWpVyHuuLdaDRK7YCulud7FxcXRWWExYNAFolPJpOIRqNwOp05BUq6ox7RZZvNlsMBzz/jdNU1UVWigsw6aLSTqJvBYJDOafrzGnHXBac63U6ENb8YkHtHF/1pDiqfqbm5GX/84x+FMgNks3K1tbUwGo1SR6ELoHRqWo8Fub3k/edTrMi5tFqtcs9ExYEs7Yd2jdSM/EwcUU2dreDrHHN9ttEWcI5ImdIV98XFxQgGg6JcwP3I84jyaZxXjktOIaOyMcvhWvbOaCKREHiXG50GnZWq2lBzYh0Oh/CDKP/B6lymK/1+vxhxu92OwsJCTE1NiQZoWVmZGMqpqSlUVVUhmUxi7dq1InBOYzY4OAiz2YxVq1bhwoULaGhogNfrFUPOg0frLOqCERoLpu70BgCy6Wx+Tqc1X3rpJUSjUbS0tGBhYQETExM5TpzVakV5eTlisRgOHTqEgoICVFVV5WjKWa1WqcAm15Cbks5zvoHRHCHy8vi7Ol1Ch0c7Qpr4z+8kr1Q7kcD7e9Hr9Lk2bPw+4d+q91mtVoQvpXRTqVTOpqfmIL9bp0S1o+Z2u3H06FF84QtfAAA89dRTcDqdWLt2Laanp+F2u/GLX/wCdXV1AICqqiqMjIzgyiuvRCwWQ19fH1atWiWcY4/Hg9deew2f+cxnsG/fPnR2duKdd94RR2ft2rVSHdzZ2Yk9e/bg97//PR544AEAQEtLC+LxOKxWKxKJRE7qzmjMSsjEYjFUVVUhEAjkpMl1QVa+Bp7f75dx4musSOXYxONxOcSbmpoQCATk3umUrFixQji5Ot09NDQEm82GYDAouok8lA0Gg8wHv4vcUACyRpPJpKSJtVg305TcP5pLDuQGTxwDveb0mhInVhXccX2wKIK/D2RFtHk4A8hxVinlxN7m3Cc6AKLDSYoC+byct3zd1UQikfM60/MOhyPHydYOkHYYuF5TqZT0lT99+jR27NiB73//+2hvbwcAUYTgGiotLcWFCxeEisSDenFxUYq0DAaD2NDVq1djZGQEbrcb586dQ319vdhoIONQ8kA2mUwYHR2V30okEti6dSteffVV3H333XjllVdw3XXXiQza7OysaKpWVVVhcnISmzdvluKqwsJCUa+gLfb7/WIHAoGASL5xretWwXa7HaOjo6ICYLFYchpi0PGkoLrb7c7Za+R7UjqouLhYnpv/rzmjTB/z86Sn6UCEa4afZ7EM51urQ7BmgKoBOhjjXtJBGC/NWdZOmj47tORRfiDG9c1Afv/+/fjc5z4nNpC/qe/NbrfLXicowu/V54gutCVVR98bxyIcDqOkpEQ0oblXUqmM5jbtCzmrmrajHVIAOYW9muoAZCkFurBT055IqeG9E0TQHHW9j3mvuo6Dl8ViQeRSodxyuZa9M6odES0ErCVT8hE4q9WK0dFROByOTA/XSxcPPKJC4XBYKp8jkYiIGS8uLqKhoQETExOCUt1+++24cOECUqkUent70d7ejv7+fnE2JycnUV9fj56eHlnY5P4A2ShJIz3JZFL+nYceo172tNaIjHZM6ZQDmaprHnDRaBRlZWUIhULy2/yuhYUFrFy5MmdDARCBaN3LV/9uKBQSQj7RVhoYPhs/k7+heL/6cNYGSzuu/x0aqtHWfOdTf58mrmuDyotjprmV7JxC1EATwzUSTX3Gv/7rv8ZDDz0EALjtttvg9Xpx8uRJ1NTU4OzZs/jwhz8s0k719fUIBoM4fPgwwuEw1q1bh/Pnz0tw1NzcjHPnzuEPf/gDamtrcezYMVx11VXiHBw+fBgFBQWwWq147bXXcPfdd2Pbtm3CsePhz+IUm80mFbZ+vx8mkwnBYFCKUvQBpg8OGlweeFynPJQ5PnSEgCyqMDc3B6fTKZ1+eNEJZZYhkUigrKwMY2NjADIcv0QiI0o+MzMDj8eTgziQY0cHNh6Pvw8NMplM4oCTD8b1pvnTPGy0LdHrhOOQH+Rox9Ccd+gUXkIy6Hhy3LRmpA7G6FyzQDGdzuq86uBM80UZcOaveb2PiFSSh0z+odak1H3Va2pqRMUglUqJcDtf7+jowJkzZ6SgJx6P5+xz7tHZ2Vl4PB5RLAAyfNWJiQnYbDZxIoxGo1TTFxQUYHJyEhs3boTX68XQpS5QXFNjY2M53Eh9mM/NzWHVqlUiKdXW1obe3l60trbKvQ8NDSESiaCpqQknT54UBBKAoG50JNlkQqPj5M9SgmxxcREXL14EADQ1NUkmjQhyPnrN9UyusubScr8RLNEcaK7xfLk6vV6pWKEzgdpecr9QfkmryNDB57nH9adfp/3VhbWccwZ2fK/O1uVz//OzZtqmJpNJuN1uVFZWio10u91IJBKorq6W7F1hYaE495w77gHOD9cTHTy+R/NZGRiy9zzHWSPR8XhcbFO+M52PRudzRLUt1c4910Q4HJYiKu5z7bwyqOTv6yYZet0Q5dbFnHpOlsu17DswHdq2DUvpbJUgoySNvOl0UDqdRjAYhMfjEeg7EAggGo3C5XKJeD0PGlZGW61WjIyMSKHG6Ogompqa4PF4UF1djZMnTyIQCIhxHx8fh8vlQjAYRCQSQUVFRc5BOzc3JxEn7++DpKa4uFk5SPSU781fnLx4iPIPD11KnLDrDlOpdEYYdfKg4mbggqfRZqRJ1LSwsFAkUWhotZHIJ5frNCn/q6tEdfqHc8j/asf0g4qT8lM2HENd/JFOp2FMZrvmHNq2DYWXGgqUlZXJRueYcX604eGYM6WyYcMG7N27Fx/60IfQ1taGyclJdHV1oby8HOl0Rsbr5MmTcLlcQrNIJpPo6OjAzTffjGPHjqGjowPXXXcdOjo68IMf/AB33XUXJiYmUFFRIbI0bKVpsVhw7bXXIhQK4cc//jG++c1v5rQu5OE2OzsLq9WKZDLTISwYDEoakbSRsrIyMcQ0ynxekvP5ui4aomQYD/HZ2VksLCyI8SRyylQYq2zfffdd+Q0aZ5vNJo4ZAxSuk2g0ing8Lnqo6XRWgiU/NagRVtIT9JyRysMMCF/jgagPBO2Mcw3p9LxkKdLZbl57N2xAUVmZON8a4SRqy3tjBkE7GBx32ifthOvsAOeX46r3HZDVSIxEItI9jvIv3Gs8bPmdrOplGrm+vl4Od4vFgqmpKakWd7vdCIfD8Pv98Pl8qKysFBmg6upqjI2NoaWlBTMzM5Lyp8oGAAn8mYrkbxYVFWFkZESySNSSLSoqQmlpqUjfNTc3Y3R0VArpCgoKMDw8DLfbLQVrbLnJlKzH44HP50NnZyfGx8elIIcp3YaGBoyPj6OyshLl5eXw+XziVEYiEVmvCwsLqK6uFqUGOjC6il3LIwFZOhQ7oPH7dEMQFtbyO/4Pe28eHPd53Hl/ZzA4BoPBABjcF0kQJEFKJCWK1GFGEkVJtrK25fiQy2tHdtYbrxJvsrWV3bfsJBVnN4k356bWLm+cpLK1qsRe2S7Zlm0pkk2ZtmQdJEWJN8Ub930NZgY3BvP+Mfg0ekZ6/91dvMWnikUSg/kdz9NPP93f/nY3egwDkDX2nflwlL3DXBhK9/oK/YD+96WSvFHF8E6Zvz4GVqH+5XMfWfHX4numh93egloxNTVlpecoo8V5g8EJcsk12EfoGHQ/jWIAcwoTqaASFRcX50WPiBSEQiFVVVUZKu4jKLxTYbTMgymFc+kNRhwBn7zmDX9qxHoD2Uc/iNSB8JI8PD09rbKiIjvfbnZg+t8wlpeXVbaGJIEa4gkVhhskmWIBqUGpSrK+8yMjI1bGwbfC3LJli3E39+zZo0uXLhnisGfPHo2Njam8vFy9vb2644479Nprr1mx63Q6rVQqpX379unKlSt2ULEpSktLlUwmzfArRB/J3veHKCgn8+AVn68NxwYgbFhUlKup5zl4RUW58lTDw8OmzAmvzczMKB6PK5PJGELskRgfvkDR+exNkC9vmPpwNz/nO/7anquZzWbfUSSc4RWl5zi9G58IRCnjQquRSESja2VXaEcn5VDh/v5+1dXV5SFZ3NOHsIeGhvI4blu3btX58+etaHM8HtfOnTsNCaI00/T0tI4ePaq9e/dqcXFRX//61yVJDz74oP78z/9c3/nOd/SXf/mXSiaT2rx5szk1e/bs0T/90z/p8OHD+rM/+zP94Ac/yMuSHRsbU3V1tfW8pt6eJKNVwIMinOnpESheX9MQmUGJUwaHw83LIwgGxcpLSkrs2T74wQ+qp6fH0EspF+ZFZqqrqy3TPxgMqrq6Oo+KMjc3Z84PBlthtjDIhlf+fv2y2axlrb4bUu7lxtNDiFIU0j8Yi4uLCjgDvqioyMKKoVDIwrscQJ4qRO1NSs5RmJ3rg6J4FMyHSDnYkV36eqPjrly5ovHxcW3bts2yjFlz1oGySRhAcJAJ64OGDw0N6cEHH9Tp06clyTrIYYSk0+m8aElDQ4MhTBMTE9q5c6d+/vOf67bbbrP9hEFQWlqqyclJawAi5fRQU1OTlU3zRnU6ndbQ0JDuvPNOc6hoq8pcMK5cuaKdO3dqfHzcvk+Uikz5ubk566QnydpR4qiCfnqKl9fX7A8+p5TU/Py8nS8808zMjJ1F6DHfbKDQ8ANFZ17J8oaSwr71kSdkFwfGG0U4nCC27F2/T7yR6mXMO1CUG3o3KpO/l5dX8h6Ql/r6ev3kJz/R+9//fkm5qNvFixcVjUYVi8WsLBhnE2vN+eYpKzia3uAu5G565Jazwhvx6BBQTJw/vsNgXnzFHp/XUWi4SznnpK6uzqrqUJWGAUWAXAJkGnkC5eXfnoqEAb2RxobPpg+FQkqlUkqlUkqn05qfnzfCsUcGvbFCiBFvGWSAOnHUBZTyw5Gjo6MmiNevX1dbW5vVwHvppZcUCuWKVLe1temll15Sa2urKioqVFFRoTfeeEO7du3S2bNnFY/HzbAknDk2NpbHZwHtoS6ktF5oPJPJWHFfvs8fDmKSifjjD1uMyhs3bujGjRu6du2auru7VV5ebhsgEMj1UwYxnZubM+XKM2Ks+1ANJWV860av/DxixcBAxdsvDC/w/CBaXnEwUIj82ysWH171Dop3UjAooXGk02lTQHV1dSYn8H7wWL0zsbKyYsgqnnxJSYklYuzcudNqjHZ3dyscDlsy2V133aXS0lKdOnVKTzzxhJ544gktLy/r3/27f6ff/d3ftT7cwWBQt9xyi2655RZdu3ZNn//857V9+3Z985vfNG4j60ZLTg5EDnn4iPD/VldXrdYeNXeZE5ozgJaxj2ZnZw3p8208kUPWFJ4ahsbAwIAGBgZ07do14+MShaiqqrK6jSsrK6qvr1c2mzUaAWtGQg8ogW+dKK13ZQF1LAwR+pIpKHQfOfEyyx+uw8FKqM8f1P7+IJiBQEDT09OKx+OKx+O2//zvU+eXfcc7EeVhb4Cg+ef0jqYvd7W6umpNODCC5ufnLVpDFzgiJvPz8xZ69+9L0g1OB89L1IhSRxUVFRZVKS0t1cTEhDo7O3Xp0iWbQ5KWiMAgq+3t7Wpvb7d9esstt+jGjRtqamoyY50kv8XFRSUSCbW2tqq/v1979+7V3r17NTo6qve+972anJzUwMCAduzYobffflvve9/79L73vU+pVErbtm3Ts88+q0cffdQMQpxXDH/eiyLiO3bs0I4dO6ycFag9UQZkD84e+iaTyVh0YHFxUel0WrFYTC0tLZqamrJQf0VFhTWX8LzgwlA3csCZ4PUQDgrrWeisYxB6/rM3fCli7zvrETErLM8XCATySqKxf9nDhecu9y+MKvh94406jL1du3Zp165dCofDGh0dzYuUkRsSCoU0Pj7+DlSTz9g/nIseqGDfYEQiC6DTUBY8FYW19Yh1IZecvz3wQtQGigRrhpPPXkdfodfg+aJr2TusN8gtTrVHfdn/G2lseGP05rg5bo6b4+a4OW6Om+Pm2Lhjw4fpFxcXVboWGsSL9mFdKT8s57P8yF4EeSwuLlY4HNb169dVW1trBZwlGW8pFotpaGhImUyuDAjhArLj4/G43nzzTd1yyy15MPljjz2mixcv2jXJgCMU4wvKE/L2/eH5P//Gm8arBE0CNSz0NvFAg8GgdQIhZEsYw/dVhxtcUttGAAAgAElEQVQryUIFc3Nz1rfdozOEQgj3cB2eAaTM84V8u0/vYXM9T9YHJS4sx8Rc8Dueh1SYxIQXDrIWCARU7J5hYWFBK2tIGdm+kswb5W94i6yZ56wW8oPgJrMGJ06cUH19fV5m/tLSktrb2xWJRPT2228rGAzqy1/+sqRcFjNdeEZHR/Wbv/mbOnbsmE6ePCkpV7Lry1/+sjZv3qza2lpDqZGpVCplXjlhQeR/ampK1dXVVvYE3iitCuvr65VMJq2gNAknRAZA0Hx4r5CaAV2GlpfhcNiSr+CyUhqqtbVVIyMjedn4dDyTctUOfCkcz3Eji7+Q3oHcFFZIAOWGslNcXJyXTOhDjR5F8bLnEaRgMCi5/ba8vKyitXujYxhwZ302NO8h5XQYHNNgMGhccT4HlfF8bD8fPBPVL0jGAZW9evWqrS0Ik49igKyA3KTTaVszSsmASrNGPvIwNDRk9xoZGVFtba3t9bm5ubwE0b6+Pu3evdtKoe3du1cLCwtKpVI6ePCgzp8//46ku5WVFdXV1enKlSvWuleSzfEvfvELPf7447p06ZIefPBBo1lNTU1peHhYH/vYx4y3TUcnSVbwnbncs2ePzp49m1eGhzWfnp5WTU2NampqLGxKxzBKA0oyLqskQ6m2bdumsbExqybB2qNbQAYLOdGgcvAivf6lygmyy37n+qwX54NPAuPdVlZWbL+D7HsOP/sF3c28sd+5Nsjk/xeNCtS2EDWV1vurb9261XrUI6dEL3ke9mokElFdXZ0l0RLlkNb1M2cnOvzdIm8+6akwUQy7gL3nOaXQZLw+8tn4HoUuRIKJOEE7IsrLc2AHoI/eLUGJaMP8/Ly14ZZyemZhrRLQRhkb3hgtKSlRymVzkmFJ2KAwlCut8zsIEzEIp9Hu0JeqmZ+ft7BFZWWltm3bpr6+Pju8gd/pGJJIJJTJZPTmm29KyiUtNTc3G5yO4en73CK0GGYcCpLyNjGb0mdYzs7OqqKiwnhU9OHl2aAoYBhiQDAQbuYsmUzmhR14FsIdcCV5NoxZuEMYIdwfBeXDil5heQPaZwezVr6GpU/S8NyowuxFf21CypShmpmZyTNGFxcXFVhLUiBkLckUOkkKPuO8UK5I7MEYrK6uVm9vr4aGhnT77bers7NT09PT9jlrOTw8rGQyqb179yqdTutzn/ucpNzhe+3aNXV2dioSiegf/uEftGvXLt1xxx2Scgrns5/9rGZmZjQ0NGQlklgXDmgOKJ88Ul1dbR1nOOBTqZQZ4YlEwpKc4E358CHy5MPgvqMQ8pTJZKyr19TUVF4GKgcfITZaUEo5/nZlZaUdLnwurde9JXkMefHGHUaa55HynJ7m4Xlh3hnyDkahc+t/zrt4g2xxcVGla3IZj8eVSCTskPG1VP33ec6FhQVVVVWpr69PLS0tltVeGNaH90yoj2tB08E4IOGD68fjcUs4qqqqUn9/v/EqPacODjuOLPeFk4eu8LU0U6mUurq6rHUn70O3HMLTOE3JZNISLiTZgfqzn/1Md999t9LptHbs2GEVS6Rc1vrw8LCKiop077336tixY5Jy3cZOnjypD3zgAzpz5owqKyvV3t6uZ599VlKOr/rcc8/pYx/7mDo6OnT16lUFAgEzdMfHx7V9+3aNj4+rsbFRiURCbW1tdu9wOGycZyqptLe3mzGKjqJ0DyWavNHGteHkc/ZAv6LElw+Ns6YkAnpqkO/A5J17HFLfox2Z97x7rzeh8Ph6zuwHr/c4u7wxyXNCVWI+GF63++eQ1s8W3i2VSmnTpk164YUXJEkHDx60d/BGPu8GNaQQePIDQxHnyp9rnOve8PdADgMeL2Fxvs95ytz49/aJlBj/7EmuyVzEYrF3lN0i+ZABL5R7swcxev2azc/PK+Z40hthbHhjNBwOa3bNGOXg8kgGQiKtc7kkGZePdp+SbMPDkyrsp4uROjIyosnJSSWTSSujMzY2plQqpba2NqXTabW1tSkUCmnTpk12bUp7pFIp44J4npc3lnlGDBdquaEYUDAIe3l5ucbHx608STQazeMz8jdKxaNcIK0U38VY9UaWz/rHqPXPibHpsz7ZdL5EBghWoUJi3Qo/Yz74WeGG9/MlvbNAOX+Hw2ErFxONRrVp0yYVOw+5pqZGU2voHXw/fs6G9wYN9/LE9UgkorGxMW3dulWS9Oqrr+q+++7T7bffruPHj1sdRcrNhEIhzc7OKpPJqLGxUSUlJWpqajIH58yZM7rvvvt0+vRpdXR06NOf/rR+9KMfGTI7ODhoFRxaW1ut/BbPDgcJdJDMU0nW7AGDkP7HGE0YM77kWGFLwVAoZMYq64bMcCB7hK8QXWTteZbl5WUz/mtrazU9PW0OkDeK2JugWZTi4t28rPki0L6MGomAoKesB4N7FUYZ+Azjge+H3XcLOXwVFRVmLJSVlSmRSOQhwDhzyBT8cfYyxgjvAYIG2uUNVZ9lzfcGBwctsWxsbMwck6amJo2MjOTVOmT+MBLi8biV2SEhjWL3JJR4Y6Snp0ebN2+2otzFxcVmjL7wwgvq7OxUcXGxGW1btmyxuThy5IgeeeQRjY+Pa2FhQXfddZcuX75s6KeU0/GxWEznz5/Xli1bDNXt6elRfX29pqamtLCwoI6ODmWzWR0/flxSLpnw7rvvVm9vr6LRqCKRiOLxuNWBpnLA1atXFQwGtX37dk1MTJgxgJM2MTGhWCxmSYkYs8gh80DJLZ+4Q8a+r3zAHkDG0COglJIMlQuHw7bmvvSTj1YhQx6d9Eifj0Kx7t6IJg/BI3iF55J/L3S9d9bQOzyLj1D4fcXv+gSrhYUF1dbWWuvXQ4cO6Y033rAC8Oxdz1Gfm5szWfTXhlPJeUmBfFBQImmc+/y+L2VWXFxsn5MD4B1V9gnz6vcizjhgCGcn68Ga8mzeyPd1k0nKJq+BZ8MZpVoJe5I58I7iRhgb3hj1YRHQGISmcJN4Q3VqakoHDhzQyMiILly4ICnnPXOY+1IjDH+wtba2WskS7k1m/fT0tCTpH//xH/XJT35SUq6u4rlz5/JIzRwckgyFQPBAF1FIIFgU7gUpZFOGQiHrngQZm17x09PTZlxI6ygfBxTKE8h/bm5OY2NjpoDJIC0qKrJyKRgikszTRvEQ6vKHPAYuB51/dn6WzWbzEjeYV49cedSKUYhYeUMYQ/LGjRvq7OzUJz/5SZ0+fTrnuDg04fr166pqaVFJSYmmpqYMhSOkixLwTkNh2HZgYEAHDx7U1772NUnSV7/6VX3ve9/TzMyMtm7dqpMnT6qxsdGUIeFYDJSRkRFlMhkzRvft26cjR47orrvu0jPPPKPW1lYNDQ1Z73l6gO/YsUNTU1OWXIGD5cOAVGrwtT7JvozFYnZg+EQgkC+UoDfucJQIe/mseEnWxQXlHYlE8qgghP4JJUvrtRKlXIaxRxKy2awhSVBckLVYLJZ3QEmyhJR3Q5Kgv/gwGqFL5BU9Qam2QqTdJxhIyguJYYzipKXTaTOaksmk7WX2hTeISTibmZmxgu+FNSH934UGB2XoCG2CQpIRn0wm1dXVpcnJSRUXF2vbtm15nXwCgYBGRkYUj8dVXV2d17t+bm7OUMPq6mqj+qAHstmsNSqorKzU3NycksmkdZkLh8Pas2ePXn/9dVVUVKi8vFw9PT3m0EciEfX29urgwYM6ceKE4vG47r33Xv2P//E/JEmf/exn9Z3vfEdPPPGErly5osuXL5vur6ysNCPvrrvu0o9+9CN9/OMftyoCGE1UAdiyZYtWVlby6AubN29WZ2enRkZGdOPGDdXW1poe4V2QWfZSIW3Fz7uXx1AopM2bN2t4eNgqKvDsyB5OSSAQyKN2MLcYS+ggZKCurs72ERQwH/4GVfTG1Orqqum49FoVEa83vZ71RhB63us+dDPGmZdL0EMiYf688vdhT/BenD0dHR12pvmIoc+Cp3EHP8MQRh9x/8LELt4XmgP6D/1caIRC7yoMlXtKj6eg4cD7rolUypDWkeSVlRWlUik1NDSYvcGa+G6KVNZg/nyd1EAgYN38WLOo0+UbYWx4YzSTyWjFeYl4OsDn0rqn5DPldu/erX/+539WV1eXHnzwQUnSxYsX8zhToCeSzHMk23doaEhdXV36+c9/LklqaWlRUVGRlTcZHBzUU089pR//+MeSpOeff16PP/64XnnlFVVXV5tSQZlVVFRYiAAOTyG3pri42L7LxkE4JyYmNDAwYF4pikvKoXs+1IjigQ/ry/yUl5dr165des973qNz585Jkil9ikTj3aEwPUpK2Y3C7FBoExiiKC8+Z1DjlDVDsbwbeiqtKz2PNGSz6+VPOBS2bt2qM2fOmHG7uLiooEO84vG4FtaUKig265LJ5GrRwjHzCAB8oaWlJe3fv19/9md/pldffVVSjnf5q7/6q9qyZYtSqZQaGxttjqR1dJJDcWBgQPF4XHv37pUkvf7667rvvvvU3d2tJ554wrzs//7f/7sk6YknntDc3JxOnz6tiooKRaNRzc3NmTL1VSJmZmaslI+0jjCRnct782xwSjm8yObH+MKrx6MnHMz3fes8apAuLi6aQYlxxjMHg0HjS3uZQsY5DKT1dpUofoxyZAUkNhgMWrkbH37zZZl8uJ7r+2iKrxvp+eYY2BT1zzoZrqysVMYdvp7r5Y1jn+FcaDBHo1E7vKLRaB7q5rOmcUq9EYEDBWWkoqLC2ma2traqqanJQrm+hBwGdmtrq1E4vNPpq2bQCtZfu7m52copsaa+S9GOHTtsTQcGBtTV1aWLFy9ay8677rpLZ8+eNdR2ZWVFL774oh5++GFJMq7nm2++qX/xL/6Fvva1r+kjH/mIpFxZsLq6OrW3t+v8+fNqamrKQ/ZXVlbU29urWCym5uZmDQ8Pq7S01PZkWVmZuru7FY/HVVdXp+npaQUCAePL4uhRc9ijyNI6RYXuUN65kJQXaQPF9NQO/x0QRL+mlFvCqPbPAHUCxwWwgc8peYTRixGDnqioqLB97KvM+C5nOF6F2fqF2fOF0RlP0cpmsxbp8LxK3tFngeNw/+QnP7EzHWPdo8KscTKZVHl5+Tv2Evfl7IabybMhq6DLHvUtbMNaSFFYXl62aCl7FX3COwHMcCZ5ZBRaF/qNqiOS8uYSTij34trsdZ49EonkRba8fG2EseGN0UgkosW1xYU7gpfqw8zSOsoWi8X0ox/9SIcPH9bExETewRgMBjUzM/OOzcIBlE6nzeA8cuSI/u2//beSpKeffloDAwNWGLq+vl5PPfWUKepf//Vf11e+8hU9+uijVt7JF9iVZBsN4ffcSRA+DiNJpnykHBJF0kHhQNH57i+BQMCQUXhsfD8cDusrX/mKbarPf/7z6u7u1vHjxxWLxfIMYklm3HpUho0mrXPRvBL1ypZn5DOMRWmd/0nIkU1Y6OFK+cWd+X5vb6+qqqq0sLCg9vZ2TU9Pq6ioSHV1dQq5hK2lpSXFW1vzOEWSrKMKRpE3LHzCQ1NTk771rW/pJz/5iTo6OmzNb7/9dr311lvq7Ow0ntmlS5fsuTlc5ubm1NLSokAgoG9/+9uScmg66/0//+f/1N13362SkhJ96UtfkiR9+ctf1sGDB/Xv//2/1zPPPKOLFy+qs7PT3h2nAMOMxDVk3ZP9FxYWNDs7a/LT3NxsdBVCRj7cjINB0XxP4vfrQgLV8vKyhoaGDAVLp9P27nSI8sgrhz81bL2xGI/HrdxPUVGRGds4Vxz4hORAPTx1A4PT8569Y4MO4VD3SBQHEgf43Nyc4i5ZMRQKaXXNeZRyKK/n75EgRwSEd+Rz+OoY2FAOeE7QIZ7Lh+RAUNgHFFnH4Kurq9PExIRSqZTGx8fzEGEOs5qamjxn0KNZ6NdoNGpUp66uLtsrHIKxWMxQVU/nuXDhgpVmor4mERwK1lNv8syZM7rjjjsM4c9kMmpubtaNGzdUWlqqu+++28Lkw8PDFobNZrPav3+/fvCDH+iBBx6QJD311FP6vd/7PT333HNWwBzaEzJFHWYQUN+JLZ1Oq7q62owZdBvzhGHPHOG8eKPMR6Z8KNuHl3343MsThlghFY3v4TT4SJrXU1w7k8mYTHsnxIeMPZULGWAv8C7sRfQhBrNP2OHZGZ7y4h0y9hbn3dLSknU+PHr0qOrr6w3MwOFlztC/yLEPw7NOIJEY1J76xnc5S31NX2mdn+qjKAw4p96I92i4N9QpIcf8cX9qWkMjYr5oS8vPcWa8Qy2to7crKyuamZmx+1dUVKi0gBL1f/vY8B2YXrzzTs2uGVqQ4b23hWGBQAQCAfX09OjBBx/UqVOntGfPHn3rW9/SqVOn8hKPQAHxOvGsioqKVFtbq76+Pj3yyCP63Oc+p6efflqhUEhNTU1qa2vT0NCQbd5YLKZoNKrnnntODz/8sE6cOKHOzk5T2F5QPSmZkACHDYlJ0nqGN4c8ygY+JtfEgPZoJohkIcEcRUAR9paWFt15553asWOHjh49qmPHjul3fud3FAgE1NfXp4aGBpWVldmcgFaCFnrUjAxFngVUwGd+8nyEulBwJKiQ7QwR3Dsb3mNl3pLJpJaWlrRnzx4zOvwhMTIyotnpaT38xhuSpJPvfa+Sa/X2fM1Wj6wVDu5Po4PHH39c/+2//Tdt2bJFW7duVXNzs/7u7/5Ou3fv1sTEhPbv368f/vCH6urqMuoDXV/S6bRu3Lihuro6lZeXW7bv2NiY2tvb9Su/8iuKx+P62c9+pqqqKiUSCT322GO6dOmSfud3fke/8iu/ogceeECXLl2yUCEGvE/CYp0IR8ViMZWUlNgcR6NRU+Cg0PCoPLro/43BTHia9fSyyTVAl69du2Y8V2r7+gLYPlSHjM7OztpB5En7JO9FIhHjqfLcHPg8H8kSHDy8O0aM33P834fAQWI4RHHEijIZvWctSvLinXcqUFpqaK43CqA3+CRD9gH7gj7ZyCyfIePoN///QmcPg5qmA1euXDGHrLu72xLWSCxjrTjcKeoO4gZnmt7rJPz09vbmZYZHo1FNTk4qGAya48OzUx+TjmShUEjT09PavXu3daXDqQkEAla79Kc//an6+/t16NAhDQ8P276LRqO6cOGCBgYGVFtbq+LiYo2Pj6umpkZPPfWU7rzzTgthEs70XNbl5WUlEgml02l1dHRoYGDAIlQk1tGRisO+qKjIHLPZ2VnTf+wDbyDisGQyGbW3t6unp8cMH5wrT1mivqlH+D2w4tEwj+57Bx/96aNHDOTLc0f5mdenfLeQC+mfBSTYI7UYbThHABI+WYq59foU8MU7V+iS0dFR3XPPPRocHLSarquruTa1II7MpUcTOdNmZ2cNoafSi39PT08oKyuz3+d3cCLQA+gdAASSiPkdb2/46IpPmvS1RKEJgGyip6FWQFnjvUmkY84CgYA5rswdsjubSOjwWoLfRujAdLPO6M1xc9wcN8fNcXPcHDfHzfF/bGz4MD3ohLRe4sK3NIRwzecVFRVqbW3Vm2++qc7OTr322mtWPmJ8fFzhcNg6kQwMDFjYg17LhHZuu+02/ef//J/1gQ98QJL0wAMP6I033tDx48d1yy23GMTe3NwsKRcGikQi1tZzdTXXSQIPrKamxuoy+pCn56n5pB7CmN4rJzsfr63EeUJ4b4QlPLLlww94b6urq5bRGI/HtWfPHn3729/WyMiIPve5z+mb3/ym8a1APiFkU0+Q0CQIEEiW95R5H9BHQl0+45C/8bzxxllj3iEQCFi4loz1y5cvWxUBwm5zc3NqaGjIK+00Ozur0qoq61xESMqH6jyaxr3n5+cNfbl27ZoqKioska29vV1f/epX9fLLLysej+u73/2uHn/8cb3++uuSctzCxsZGXbhwQU1NTfrEJz6h559/3kKLzz//vHbv3q0XXnhBFy9e1Ic+9CF9/OMf1/e//31JuaSr/fv369Zbb9V/+A//Qa2trTpw4IDx3Jg3auSCDjLn8MvGxsYsG5P5nJubU01NjZVUgpZRmPTAnqNeKesCYuez3FdXV40zWlNTo0AgoBs3bujgwYN688031dzcnJd4Njg4aPQRvxfm5+cNWQbRKOwQ5JMlfIayJOvkQ8WITCaTR5nx3Ej2yuLiYl5pKfSM7c93Ca2C0tCVTcqVPwJ9A1XzVTX4HvsbhMUnAzK3PlzLHPFzj+yGw2Gj5DQ1Nen69eu67bbbNDg4qMnJybzyciQQ0l2I6ATzCHJaWVmpM2fOaNOmTbZX0BvV1dU52ks8nkdRAFFE923fvl0nTpywvcq1q6urrSrFj370I33qU5+SlAvjz83Nqbq6WqOjo1aKSZIaGxs1Pj6u+vp6zc3NacuWLWppadE3vvENSdJDDz2ks2fPatOmTert7VU8HldFRUUeRxrkvqenx9qQor9v3LihhoYG0w/IGeviOZvMBZQHKadH5ufn1d7ersnJSdPlkoyv7WtVLi0t5a2LD4OjG9lrIMl8F2QdmYBPSVSoMIOd+yHPILR+/xSeJYxsdr0NJ7QZnwjpE08DgYC9l+dse/4rdC/msbKyUouLi4ZCQkEh1N7Y2GhnGdfwXFtoX3yfso8M9gtUJF9CEAqRb8Hr6Togl4UUGgZUDChA7G0G514sFlMmk3mH7QICnUqlFI1G85KQQaBBmkmyYg5AbzfS2PBh+tcOHdL8msGJovYhi8I/hMMrKio0NDSkrVu3msEKJP7WW2/pzJkzuv/++61F5quvvqpbb71V0WhUbW1tevnll/Ubv/EbKikpUW1trd58801t3rzZCodzcEmyUks//vGP9eEPf1gnTpxQ6xo/EY4VfCdpPfMTA4LEH6B7n1FLSA6uC9xG+D8+NO6TNZgnuDjck98tDPMQktq2bZu+//3v65FHHtHg4KBxmXxIDx4LSsInK3mKgA+X+EQRn2xVyDHi9/1hzL+z2ayi0ah27dplBbLhD/pSK6b4l5d17y9+IUl6/YEHpDXDx3N/wuGwEolEXqs8P58lJSX2OcqusbFRpaWleuaZZzQwMKBoNKrh4WHdddddeu2119Ta2mo1PAcGBvTYY4+pt7dXf/M3f6M//MM/1Pe+9z11d3frs5/9rP7gD/5AX/jCF/QP//APVqXhwx/+sO644w4tLy/rpZde0r/8l/9SHR0dKi0t1W233WbcIUJ2lCtDxjm8ksmkHRwU8iZ0GAgEjEPqk4mmp6eNh0lYytMfULyEilhHH1Jkr6LIw+GwLly4oMOHD+vy5ctWa9MfgIS1V1ZWLOnJlxPzIXcfEuMgzWZzbV7D4bCmpqaMH87cRCKRvJAbc4CBQLIXa48hT53CsmBQv/Tyy5KkX9x7r5ayWdXW1q4nOK29dzKZtIPJhxgJk0PfocwaYT1Pv2Hv+n3qnW6/5wkt4ogwD8vLy8bZ9PqA0HJtba1x2tAPkUhEpaWlGhkZUVdXlwYHB+1AZp/C229oaND8/LwmJyfNEGbwXBMTE2b8EtKHKtTY2KiRkREdOHDA1vT1119XZ2enEomENeXYtGmTGhsbNTU1lZcZTzmpkydPamlpSb/2a7+m/v5+a3JSV1dndVOR4aKiIiUSCSshhIOD4+LpED5EjDx4p4HkOuYf/UUtahJyuCZrzxrBD/RGHMXr0U/IqOds8jsAGtBKOPcI9Uo5ehHluryBWEgTKAyx+yQeH5r2IIrP6Of9ACS4tv+M72OsATrEYjENDAyYzgDAAeCoqqqydywsd8YceaDDh/HRGZ76AlgTCASM1kNon7lg7TH2/VnmnQzm2tNfoIsw795gRvbh9M7MzNi5jAz4fc//AQto62pUjYWFDRWm3/DG6M/uuUflVVXGy8CzQ8gLjVFQmnQ6rdtuu01DQ0MaGRlRIpFQe3u75ufnVV9fr09/+tNqaGiwwvTV1dV6++23tbq6qqefflqPPvqolXaCT1VRUaHBwUHV1tYqmUyqurpa09PTZnTceuutevXVV3X48GGdOXNGjY2NVuIEYURxkCxCbTnKPnF4chhyEHDgcl/PffFGAcrDH1woiUIF440ufpds2wsXLmjbtm2qqqpSd3e3GhsbTeGRPMI9QES9EvPDHwZsTg5+ntvzEN/NyeAd4K/B8wqHw1bbz6NMoVBIodVVMyCe27tXgTXlA78RxearBhRygrhWaWmpFbd/9tlndf36df32b/92XmkckjP43vXr1/XYY4/phRde0BtvvKFPfepTOnfunMrKylReXq6vfvWret/73qcrV67o8OHDkmQJSQMDA5b0dOHCBR09elSHDh3S8ePHrSSTN85AGDkUSPzAyKuqqlI2mzVeJqWRGMXFxZqenlYkEjH0HQeJ9QHZl/JLD/FvDjnkC3lJpVLq7OzUiy++qCeeeEJ79uzR8ePHrSRSIfd4dnY2zzjknbwT4Tl4ngvK/i9EGL0z62UU45Ss9FAoZPIEElZRUaESyTijz+zapZI1mfHGIvrIqjmsRUE4TEmgiUQiSqfTKi8vVyqVekf2P4cte6ZQv3nOKA4Zjuvg4GBe0XZKAiErOCvFxcXGkaQZAVxiv5dAq+D4oo/a2tqsygF7keui027cuKHW1lbrBFZdXa1r164Zvw+e9ZNPPqnz58/r4MGDKi0t1eDgoDo6OjQxMWGVAYhg7NixQ//0T/+ke+65R6FQSN3d3aa/s9msUqmUGX2Dg4NWEgq5xPAmwQ+dBK8PxzmdTpszyrzhFMViMasRW11dreLiYg0PD6u6utp60oPsYUgiHx7t5N84TTyf30MYORhPoG3ewPLVTFhX0EKSTuFPcn32HGcLz1ZodPl7+XnwhrTnh3oDl+9545H9wr6sqqrS22+/rdtuu82ST+fn57Vt2zbV1dUpkUjkOQgkO/J7RB/QV75wfTAYtNwGdD3fx/hjv3I+A77AB/elClkPnt2fz8w/SKh3mtE7yWRSVWu2jAdyWB8QWr+vAVnm5+dt3wBeRYqL7ZZfNFYAACAASURBVHzbCMZoIOslZSONtc3wV//pP2nKhchAsLxQe1SNzbuwsKAbN26opKTEQu0nTpwwzyUUCqmnp8c20s6dO7W4uKj77rtPfX19VvaIIrNkrDY2NlpIj2K8PNerr76qO+64wzK0fVYgCp4N6TOLpfWWnD7ZwYddCZHG43H19/errq4ury2n99793DAnICNsLgSawTywiYuLiy17+dZbb9WVK1csPJdIJFRVVZUXkvCbC8XB9dnIbDBvVBCW4hD0z8zwIQuPCvHuZMay8cvLy3NFlJeW9Ed//deSpCe/9jV1j429Q5FzL5KyfE1GnrcQJT106JAk6Y//+I914MABRSIR1dbWqqenR/F43JAiDnEMss2bN6unp8dqQu7cuVN79uzRG2+8kfddny06NTWloqIiPfTQQ/r93/993Xvvvdq1a5ekXBb35OSkKioqLNwDKjI7O6uqqqq8cB4KlGcDqWCta2pq7OBOp9NGkfHoAd9HNjlUOSh9Nj4OI2tPeR1J+sQnPqHh4WEdPXrUEC8MaNA7ZBi0gME9SdKKRCJWvox5Y818VrE/6P0h6itQSOtFxgn5LS4uqqq4WF/44z+WJP0/v/mbCqwZrsgNOigcDlsY2BuKyBvGLogKNAvWHLoKqDXGk68Dybth/PmyYpcuXdLdd9+ty5cvq7W1VVeuXDEU8dq1a7r99ts1PDxsBjOHnSRrhVxWVqbOzk719vZaGJWRSqUUDAZVW1urhYWFvHaoKysreVUy6MZEOZrDhw+ru7tbJ0+e1Pbt2y1BiVC5r+DQ29trGfmSNDo6qj179igYDOrKlSsqKSmxZFIpFyavqakxHVFWVqb+/n6rpIIR5elQ9fX1mpiYkJTLTgbJRf8hC5KM0oAsc09C+iMjI2psbNTCwoI5cFyD9aLdKjrFnw04lxhcvpwe3bKgl/AzBg6cb2kJZYvPORcxrj11i58jj6CMzBt71ydCMYe+OoyPpHBtb9wyD4AOUi4M/8Ybb+ijH/2ofv7zn1tCJhVLxsfHzckGBGJgDIJigiYyb6lUSvF43IxRdAUDJ8DX+/SgDUCEj5bgVPB9XzUBY9fXpmVdmUNPjfClnXxSM/MOso0uRLaYz7JMRl/6i7/IvUw6LRXUrv2/bWx4zujCwoLK1g5Yj655I7RQeKScoolGo9q5c6eOHj0qKVeDjwxj2th5o2Z5eVkvv/yygsFcPbmysjIrS0LXD1AUekrTvWR+fl6PPfaYTp48qQsXLujgwYNaWlrK4xQheGRD+zpvdBcBIQKSR/CpkUZZKc9Dwwst5NZ4xNMbcfxh3rySYCwtLRkV4fTp09YxJxqNWm1ODlAf+kWhYTwy3g3d4ue+Y4ZfT/7tr1VYLQAjFFQZA6u8vDyvA1NfX58Ca323UUJcj80OUuKfw4ehy8vLdeLECZ0+fVpSruj9iy++qNnZWU1OTmr//v2ampqycDtrSb06jPsPfvCDkqSXXnpJTz/9tL7whS+oqCjXuvbcuXPGcU4kEmpqatKlS5f05JNP6q/+6q8kST/84Q8l5Wp51tfXG3pACE+ScTxZ20LkBZ4tc00rUQ5/EAeKQqPEfdkSfzj59rJ+vT3CNz8/b92rnn76abW0tOjXfu3X9Morr+Q9G0YtoblCLp2nKJD97NtwIk8YbhzOfl8g/8Fg0FqTcsCDAHI4eYPWZHCNpgB3EPlkHTgg2Q9+bkBHMWy8w8C7ezSEaIm0XkMVI5D9A4/52LFjymazxiNtbGw0eayrq9Pg4KBx2lOplCHT0jqPOJvN5mUms+bRaNSefWlpyf74Z6f7XDCYKw/ly4klk0lNTU1p7969RjvKZDJ6z3veI0l68skn9eEPf1hHjx7V5s2bdfXqVd1+++2Scq1ze3p6FA6Hdfvtt+uNN97IowjU1dXp0qVLqq2tVWlpqSYnJxWPx43vFw6HNT4+rsrKSqsmMDk5mde6F2oNTg51LRmso2+G4I0jj4zz+8gbyBfzChrG50QhMBq9Pubn8JwBMvics8VzQQE/GD5sTpjYc0N9e1GQOeaFajA4MN5g8xEx/8xc25/V/vz2921padH169cVXtPP7G1JFiFkfjwPmHfFGIfG4I14T2nwxiDrhdxiZBIN4NnZvz58jkyxP4iE0VSG77OPATJoFiHJDGAqqoAm47gB9vg96Lm6wWBQcg17NsLY8MaolJ/EghLzSBkbx3NbQHZeffVVbd68WVIOLQJtikaj5m1K6wVuKysrNTU1ZcIJqjA5OamBgQFVVVVp69atmpiY0MzMjAlXS0uLjh8/rsbGRn3mM59Rf3+/mpqarOOC5xZVVFQoGAxaCzRJFjJj4yCceKipVEolJSVWR80fkN77xMP1hyeKCGXGXPmQJ9coNGwl2SYjlMvz+6QKru2TpjzK6e/lDeHV1VVD9ghBeMME5QXK5UNrkozz6NEEuFRyyHMoFNLqGueTblRSfrs737+Z72AIEYp78MEHtXv3bknSV77yFW3bts2SbV566SULdzIikYgqKipUVFSkiYkJbd++XX+9htY+/vjj6ujo0J/+6Z/q/e9/v+bn5/X+97/fOobBq9yzZ4+mpqb05S9/WZs3bzYHxxe5p/wHhkdLS4sGBgbyCpxzCCLvJGsMDQ1ZqTOQ/tnZWePb+eQbT//w6IpvJFC4bhjC0nrNRZC83/u939OuXbvMeEHe4NxxLW8UQT0ArSJ8xbUJi4NcEG3wMoWxDH8SoxuZxECw0jZuP5WUlGhlbT4LIwQk+Pn7e8Tfy1c6nVZVVZVoTODn0YdzMWr9sxPSSyQSam5u1tmzZyXlOtpMTU3llTjCoW5ra9PMzIxoUhCJRFReXq63337bvuu5jSQa4TTDc8X5xDDFyaqpqVFzc7MlhkIdAfnmGYPBXCmegYEB7dmzRz/72c8k5Wrf9vb2KpVK6ZZbbtHQ0JBeXgtD7tixQ0VFuS5gg4ODpiOYp3Q6rW3btmlyctLOARBmRiwWMxRyamoqr24zaCDha5B+76zRJx2QwDuYlZWVSqVSdk1fUxK5Zf2RER9lKNRnq6ur5gD6iIdHFZE7QA4PNPBOXmZwcEKhUF5yFo4TBpIHevg3utUXmpfyW4ki74VAB0Yw4XMpP3G3rq5OJ0+e1O23327JWCSuVVdXG1d/bm5Oq6urpidYC8pMwRkH7aa8ma+vikEpyZwOzpbZ2dm8yJQ/E/054Q11HEOM5ZWVFYvwzMzMKBaLGd8TCoskqxlLYxQcW+yRZDJpXFGMcXQ461K1NocbZWx4Y7S4uFirDvmkCDdCjpEkrXs4wWBQyWRS+/bt0+joqCkMrlddXa2pqSnV19fnFSReXFy0LjkYVi+99JIk6eDBg6qpqdHk5KSuXLmiUCikLVu2qK+vT1LOWD1w4IBGR0f1z//8z9aL3He0YSPimVJXTVrP6vbcFTLwpPUWhFJ+YWzemzACysR/7vmkHiHyZHOfKcgc+rAnSBWbgU5KfN8bsVzDhzPwmgs5eyi6d+OQSuvKjLAGn/v7gDZ7JCocDqu4KD+rEoOn2G1iwqRQLyCZ8978Dl5qXV2d/vRP/1SS9PDDDxtCnkqltH37dktgkWTke9CQ6upqXblyRf/xP/5HSdI3vvENbdq0Sb/xG7+hM2fOqKGhQS+88IIVjl9cXFQ6ndaJEyf0W7/1W+rq6tK5c+d05513Ssr16/b0Do9ujI2NqbW11WSouLhYNTU1ZphgbLGueN2eIoBj48NV/pCBTwgPC0dAksm1pwZwT9ZtYWFBjz32mDZv3qzLly+bvOBwsOaFLWQLDTScCP5PLVLeu5CWwoGEwUz4i8MftN07VB5FKioqUmDtup7LJ+UOEepsEuLksJNk3HU4fTwbTif7g+fzCRfIBE4SrSUrKystXHzy5EmrZUvRe65Nr/VkMml7sq+vzyoBxONxXbt2Tc3NzYYa0mxDymWkl5WVqaSkxNqNTk5OGtqdSCTMuSSylEgkzLBoa2vTyMiIGXyVlZWWZCpJFy5c0NLSku666y79/Oc/VywWM0rKsWPHdMcddxiSXVFRkacToQ8gO9XV1UqlUiaHiURC5eXl1vTCd5FizTHKfLjWO1s+xEpdXuYdjjARDv9sHvn0hqPfS9DHoDbQFhrZ833lQWd5HgwZ3t8jmF6mPA/aG8DIOSAHOpl7A3Igd9AM/LNzbzioPpzs6XRcwzunsVhMq6ur2rFjh9566628/YTDCPWKLks898zMjMLhsEUOfSUDKFcYfDh/yPPMzIy9B3sQo5GBE4w8eJCGaBmfI08e3cQg5XzHOYLD6mlzyAfznkqlrDIIZ7xHlbnPRhkbK/f/5rg5bo6b4+a4OW6Om+Pm+P/V2PDI6NLSkgIuTOjbhIGU+cxePN3i4mKdPXvWujb56/lsS9AQwmqRSESjo6NGRv/MZz4jSTp16pRl3NbV1SmTyejGjRsWMgiHw7p8+bKqq6t14MABdXd3W9a7tF6TDJoBHhFeHF7xzMyMmpqaNDw8bGUcpPXQpM+w5L0KPStfAYC5wnP23FG8T595DAndc2t8QhRVAHy9NugTPlu5EInimfheYQiWOfKIKMPznbiWDyP57/jkDh+m531BBjx3kvAH6JtHnEGqs9msYrGYuru7jZoBsogMgIYRluzv71dzc7Oy2axaW1s1MDCg2dlZ42Xu2rVLKysrunjxolpbW1VSUqK6ujoL5fT29qqsrEz/5t/8Gx05ckS/9Eu/pC1btuhv//ZvJUn333+/QqGQ+vr6FI/HVVpamodCzczMWIeeoqIi9fX1WYifcBtIBjJVGA5mb4DMeO4i8gZP14f0Qdo9wuLDnoT8UqmUvve97ykej1t4a3l52ZAdEF+PDjLvyCq8XOSNtq4kXfiEAmTGc/9AfkBcCp83GAxqyX02OztrHG8yaD2Cyl5ChkFpJVn1h6ampjx0lGcjSsFe8Mgu84rMsl5TU1O65557JOX0VFFRkWUpt7W15SH9IOBUfWhubtbY2JgkvaNWI9n1IEnw1y5duqSdO3dqYmLCSj/xnsFgLsny+vXrqq+vV21tra5duyZJRgUBIQ0EAorH4xZdAklifYqLi3XmzBlJ0pYtW9TU1KRTp07Z3IKGSjn9mclkLJkNHcHaI6c+WWRiYsK4tqwbchEMBo36wue0lvYl+zzvEEQeXQVyBdKH/vcyyCAJk7Cxp0ERWvfvhC6VlIfccU0vUz5RiXPO61fQP3jg/rwkMgHqx/09zYrwvud1F/L/2Z+cg/7sWV5etigl4WkQbRDcxcVFWwvWlPrHoKvILVQkXxEhm81a1Ah5C4fDFl0ggkOSqqS8Tmw+kuI50tS3rq6utjlnvufn541/TnKs3+dEl0Cbp6en86qgUNWBM4778ewTvb3aSGPDG6MlJSVKrW1gWkZyWPu6Zfyfg4G2ddK6YeOLdy8tLVl4SJIuXryoWCxmRfHh/xCmb2xsNAVFlpsPtcAheuGFF7R37161tLRYUXlJamhosFIonm+DcmIT0nqyoaEhr8g41AQOo0JemT+ICxUCRpoPkRRyRv3vvRvRHE6lT7ri+p5Pw3W8ouWQoq2kD0v6jGPPR/LX5pqEoDxvR1onsjMP8PI8HaCsrEzDawlBqVQq7zPCeT5MxXNj9JPgcOXKFT366KOSZOVzLl68aPy7jo4OMzYPHjyoX/ziF6qpqdG1a9dUXFyseDxuB2xdXZ3S6bQymYyGhoa0sLCgrq4uHVurHbdv3z41NDTo+PHjamtr05EjR9Tb22vG6He/+13Nzc2prq7ODmcU9sTEhOLxuJaXl3O91ePxvGx5wpYkP7DGvLtPkOEQLOQh83PI9XAJJb0r94zwIPdaXc21492/f79WV1fNkPalVjBaOQglGUcMTlVhm0VJVp2hkJ/sZRcuGLLOQYBjgmwuLy8r4q7d0tKilUDAjHOMIC/vJBERYivck1BLcB590gsyzgHvnTSuyZ6JRqO6evWqOUgNDQ1WZ7Orq0u9vb15SZQNDQ26evWqstlcPVJfFJ8KDHAti4qKrPwUo7a21igNPT09WlpaUn19vckE1BK401NTU2pvb5eUa+LQ1dVl8kICGkZCeXm5JiYmNDIyos7OTo2Ojmr//v2SpCNHjmjr1q1aXV3VxMSEqqur1dbWZrQT9K+v+1jYpAH5Li8v1+TkpJVoktYdruXlZUse9fxMyvLwPUAGX8ScGqOsv2+mAYhSWGWEefO8eK8TkUfoA+ha+LisK+/o6SHMqyRz6nAevL7m/Xkmv9cDgUBeaST0M8/uExk5nzxdy8s9Z46vLkGyUlNTk1599VWjP6BDi4uL8xoGVFRUWNKYz1Hgc9+YgHvzewsLC6qsrDRevNdRGJQkwSJTzDUAErxS1o22vr7VLTqOlrLQikjQkmSOHpzXUCikWCxm80aCMolRUCC49/j4uFWK2Chjwxujy8vLKl3bVPCkfJay9/Ig3/vEE34myeqCBoNB1dXVaWBgQCMjI5Kkj370ozpz5ox5w97jlnJ8qVAopNraWi0uLlpNRl/25Pnnn9cXv/hFRSIR/fjHP9Ytt9xiCSU9PT2qqqrS1NSUGhsbrZA698ELKi0tNS/Pl+coLS21+8Ej87waDDTPSfKIsVcQHkFmoKwLiefSeoITfBiyZT3nyBvLPsOSZ4fcTXYjo1CB8QweoStEgL3BiEHvFTldPILOeAoEAqqrq7MELBTG7OyscUbzMhWlvKSsQCBXJL6jo8PKyQQCAV29elUdHR1KJBKW0UtZkq997Wv6zGc+o9LSUvX391vSGtfH2NiyZYsWFha0sLCgY8eOGco1MzOjl19+WR/60Id09uxZ7du3Tw8//LA+//nPS5I+9alPGScPJcfczs3NaWZmxpCcwcHBvOx5iPV44J5bylzT9YPf88gmvwsywiGF4eJ5pF7hF5a7gX9YWlpqiAYy4csEFSbZwauDE4mBI61XnvBOld8vcKA9suSRKiIgXnf4JJSioiItZ7N2mMDHY83g5npONXvF14cNBALGXfQ8NF+ayhsMfM47LS4uqqamxpKBeHfqc05NTSkcDmvTpk2ScpzM/v5+M7zgSXunE2QOoyCbzZqTQH1UMrFLS0tVVVVlOo6fZTIZK4HHM7Ku4XBYP/3pT3XrrbeavJDMRsbx5s2bNTQ0pKqqKr311luSpHvuuUdvvfWWmpubraj/xMSEyfv09LQhY8gcqBV7meGNRH6eSqWsegEVCnxdzk2bNml6etpkwqO4yKjff35OvTMCmuqRfvZFYM3B8WWdWNPCBLxwOPwOIMZzrL2D46uekFvgEwI9ikmEwBty3inyDivDogdrOsE7Tx4JLZRl7k3VmaGhIT366KPq6enJM9QxxILBoCGFkqwyAnNKroA/tziziKT4MnHhcDgvquONev4me35mZkYlJSXWkIPv0+CgrKzM6hP7xDX4vB7YkHI6BuMWWwanw88L8pbJZPJKDy4tLWnRychGGBu+6P3xBx/UshNiDiWE0ws4oR2MVUISPjEGRTQ5Oam2tja1tLSoublZr7/+umKxmGXVseELv0vLt/HxceuExH137dqlI0eOaGxsTN/73veUyWR0//33q66uTp2dnZZo0tfXp1gsZs/GweNJ80DyGFmE+goTSfwG8+EGH5rncx825HO+45OMpHyU1Bt+ZF2CQHuUlzXw4Xtv3HoD2a9dYTgpU2BEesXMYTM/P2+eOocjmZy8c3E2a0WBT773vZpMJhWJRPK6YRHKRTEXIrxeUUUiEY2NjVnY2ycolJeXa3h4WIcPH9Zf//Vf6/Tp0/rDP/xDHTt2zDKAW1tbreQOByrhmenpaTU0NFhdRhDTYDCokydPqr6+XtevX1dDQ4P27t2rPXv26Mknn7QDnhaKePCs1ezsrEUKUIiUFfOJWbw3iReFYTWMw7KyMlOUvnyMR4NAQFkrf4B5efeI/fz8vGZnZw0tw+Hwe4RST8iDp7ogA+xfj4p6uUCeOCC5D2vsaQUcDqurq4qWlVnR+5Pvfa+WA+s1VDEUCufKH+B+T/KzdDptSXOehuJDrdAAPJrm55TkP9YFmUX3pVIpLS4uamZmZn1frGX1rqysWPY5Yeb+/n5VVVVZuSoSKdgrrEMkEtGlS5fU3t5u4U0c9qKiIkWjUataMjU1ZUX+p6enFQqFLLmuuLhYV69e1fj4uKHb0H4eeeQRC8vv3r1b586dUyaTMUCAEChGHPqY9fcONvVYqQ9NNRUaHaBrfaibe5SUlGh4eDjP4cOA9PQndAXJMr77D8AC5wVzjuGM8Ux2tpdVqkMgE8gqUQuuxZ5GJ3l5Rpf6RFD+cKb4s8MDPMgdxjnIOff2wJCXWR+JQD/7nyHDOLtzc3PavHmzbty4YU6eD01jmKKbU6mURaSSyWReC21/vqGfcca9Y8mzep2FcwrtguQuH55nTaPRqGZmZvJoBQBGyALXQz8FAgE7d0pKSixBk6gHssD+Q0a8rVNeXq6q8nLd9dOf5n6wAYreb3hkdH5+XoE1xAQDEdTQGzeSzFgjnM4i4nkD/WezWe3cuVP9/f2meBA8+isHg0GNjIzk8VTomY3Sza6hI1IOku/o6FBXV5cWFxf1X/7Lf9GTTz6pr3/965JkfaI//elP695779Xp06fz6p4RXmHDFGZHo6AJW/r3xpP2qEChMuAg4hqFBq2UXwvUcwa9wZrNZvMUMdcmC9SjnP4Zfdjee8neSPHcUB+2RLH6z30/bR/KLFTwjMnJSQXWjOiamhrzMPn9aDT6jvp+nqqAYVdbW2trfvHiRW3btk2ZTEbJZFKNjY361re+pX/9r/+1JOno0aMWZjp06JAuXbqUVws3kUhoz549CofDqqio0LPPPqtdu3bZ5xUVFaqvr9cDDzyg/v5+3XfffTp//rwhIh/5yEesdeJbb72lz372s1YmB8OTDjmUNWPeh4aGLAsVQwoaBQNj7N0yiimX4hEf/7veGGAg18i7D//7eacOL+F5DkEvj5LyDixfPqmiosLWFePCI/3IMsaQrxEorYc0ORBisZiSw8P2HgsLC1pdc8rg0iEnPLN/X78PWDvPe+MwlNYzf3knDlNPW0H3hMNhXb9+XTt27MgLXVIybmlpycoZcW1J1lN9dTXXZ95XQAAZBKnPZrN5TQngxYNoBgIBix5R7H92dlbJZFKBQECbN2+2kk5VVVVmGMRiMb366qu67777dPnyZUk5ikF3d7cVn0cXc+3y8nLt27dPly9fzuOps+a+yQQ6AP2J7oazi54CDUP/gggXFuzH0LGoS3C9nzzfZ11BGFlrHBTWmc5jIMrMOToLdM3rV3Qm0YDCyBhnEfuGZ/CyBhWK+xTuRZxQT6eBeuEdb5w5ab3SCLLpr+vnxe9xziHklehWU1OTrl+/bt2PmDuQWow7v5/Q4/BoQXLZf5FIJI+GRTk7Kad/feSNaEuJM+p4fpxb310LWwSQqRBNp7ya59r7coh0mqOcle+I5+/PO/kwPU7FRhob3hgtKipSxoWXvRCjmAtDJChINhFhJoowl5WVaXJy0jaatF7kG8RqYWEhryA0ZZhWV1fV19en2tpajY+PG/9kampKr7zyilpbW5VIJMwoQPg++tGP6qGHHtIPfvAD/fCHP9Tdd9+tiYkJ2+QcjIWGnN9YHLieR8nfeGD838+LtK40vEHgjTWP6gQC+QlSPmGoqKgor8QTA9QEZVqYZORD8D7k5JFdUFX/OeFUlGtRUZFtXr6PIqJ8Bt65D9NLuQMrnU6bAeB/7jlKhUY661FaWqrKykpL+Ni2bZuy2ax53VevXtWdd96pGzduSMrxjEOhkCYnJ/XKK6+oublZ6XTauIlFRUXq7u5WV1eXvvGNb+hv/uZv9Morr9i7P/PMM1pcXNSv/uqv6tSpU2pvb1dFRYUp056eHu3du1cvvviiurq69F//63+1slCgX9PT08pms4Z4IjPxeNxQGFAxnDj2g5cBjFsffsNgwgnEQSxcNww/n4iDc+QjF01NTfZdDjYOfN+dxPOlfUtA5B9FDfqHbHk+bCaTsQLamUzG6CfcnzA9h4Dn383Pz6t8zfjBiSmkxPhuOCBP0npNSOacuWWgL3g2T5Fg3jyiPDMzo/r6ent3DqyRkRE1NDTY70g5Z4LSeNPT01peXlZVVZXdnzmfn583A9PzHUHFQBTZq/A2uU4sFtPMzIxaW1t18uRJ0xWgSPv379df/uVf6hOf+IR6e3u1Y8cOSdLly5cVi8Vs7k+ePGnv3dLSovn5eR07dkzbt2+3yBQUgEQikVevUVovASblONTRaNTQUfYAc8PvIw/FxbmuZPDyiIx4YwA0i3dHv3mHjjUh3AvC6MsNeicYve0NLvQtupU9x3vimFCLGgeMufOoJk47qCrfJx8DVM7rQIwpz6Eu5LsCCnj+qx/ewUeuuDd6qLKyUm+++abuv/9+ayaD3ud5uD/yzHwT6SAqwAA55/xcXFy0XBL2pXceqePNQA/SUjeVStn9PVUinU5bEhoygu6ANoEDxb2rq6vfAfh4I58avpFIxD7z9sDyTWP0f+/w4WUfWkD4vSKX1hMrECiSNKScoo9Gozp37pyKioq0detW83z9QVVSUmKF2P31R0dHFYvFrMfy7t27TZlRnPzUqVPq6OjQ7t279dZbb+mOO+6QlNtEzz//vILBoLZu3aqRkRELn0r5CkOSJeJwf8ICvLNHXHxolncpDIl7rxejwXvGKEDCSh7J9CFElLD39kARUIqeTsDAOMWzRYnD8QQd8EgZ6wdiDGLhDQOfSc0zE7YsdsZ4Nps1hcH/eTcUu+dLMuf8Ds81ODhoCFNtba05Rd3d3br33nv1gx/8QLfeequknDIaHh5WMBjUjh077J6Dg4OSpM7OTp05c0YDAwP6V//qX+mhhx7S448/bofzZz7zGZ07d07d3d06ePCgLly4oOXlZUuMq66u1o0bN9Te3q5NFbjmpwAAIABJREFUmzZZyN2vGcaGD+1J67y5YDCYZzj5zGnmij3hnRCcEu7lQ9bsBw5W72gU0jYwzEpKSsxpBPmR1o0AzxUjigFSQsjOt0KNx+NWUxJjgHeHw0xoj9/h/hUVFcpmc8X0A4EcV7jEHa4+lE6okMFzsc/Yax7FQOaox+iNeO8gw431+8Hzz3DkampqdOrUKZt3rksrWZCeRCJhzlpjY6NGRkaUyWQMXRobG1NbW5tx2SjkTh3Sy5cv64477tBf/MVf6FOf+pR1OMKwamlpsQSOcDisZDKpkpIS+z7I0cmTJ7Vjxw5t27ZNb7/9tskEbZqh0kxMTOihhx6SlCuYD6oYiUQ0PT2t2dlZ24sYM9PT02ZAZjIZ9a5lHNfV1dncEWnx8p7NZpVIJMxJGx0dVW1trc17JBIxY92jc4XrSgjfO0ze8GIN0SfITCGFw/MH2Sd8j/3oDROcLkLZIL3c3/O1uZav8IAOZD96oIOzwie/+ggIBhdItadVeWPR80d9TgD7BR0B5QiZISJD5Qmf/EqW/fz8fJ4zyt/FxcUqKSnR7OysIaU4T96Y9HuU63Nmcp9QKFcbnGeTcjq+sbFR6XTaDEeP1oJ40q6VgTNOMh3r6fmmpaWl5rCn02mr4iPlEupia6DERhk364zeHDfHzXFz3Bw3x81xc9wc/8fGhjdGPf9vYWEhLxzlkVKP3BHmzWazxpULhULq6enR8ePH9fDDD1s3BD6DC5nNZi2kk0wmDd0gS5Yw/gc/+EEdOHBAJ0+e1MmTJ3Xw4EENDw9rZWVFv/jFL/TKK6+ovr7enh2kE07Z6uqqeaT8gfvpk2j4Pl6355rhteK5ekI99wStwsPyCT4M32PX398jOx7lhCvHc8Pd8yR1ruPDNfw+qC2ITywWs58XIt147Kw39/ecGd67EI0tlCOQWeSHRBM8eV9+BCSNa3oqwaZNm7Rp0yZLqJmdndXWrVt1/fp1bd261fq+wyNub2+3jjZXrlzR/fffr/vvv18DAwP65V/+ZR06dEjPPPOM/u7v/k4vvviiTpw4oRMnTigYDKq7u9vQioqKCvX19amzs1OdnZ1WKoTrJpNJuzfzlEqlbN8gFyBr8HAJu/mQlkc4+D+dczw6xHx7JNBTTAh7+nCUp2uA2nsaB6G5YDBo3aEIMYOge1mVlBea8xn6Xn65HzrEd4nKZDKqqqqyhBWPJHvkk/dCz3ju+NzcnAKBgPE3PbXGl6taXV01/iT70/NreW4fquV9fTiU78/Pz1siUyqV0pYtWyySAL3EI95SDiVF3/De8POWl5dVXV1tiDPPRkWQyclJ2zsg0uFwWG1tbTp//rwhof39/Tpw4IBOnTqlU6dOKR6PW1LNJz/5Sf35n/+5fvmXf1lDQ0MaGhpSZ2enle4hcYp5XVhYUF9fnz7ykY9odHRUMzMz2rRpU568esSOxK3q6mrrYkOY1NOdJicnNTk5qYaGBpWXl1solFC+l2n0lUfJ0BkgkaxPOBy2Nffl6OBWwyUsbHvL2QV6DzXG17yE6sG94fjClSYiUYg6QtehdBUy5dswcx/PuWf/IOs+EuVRXyJ5Xs+gQ/ldZNyfTeypTCajuro6jY2NKZFIKJFIGC8T/rNfE08bIBKD3iUxDb48CC2IM89aGKZHFxImZ52grywtLamlpUUtLS2m/+n6RFvhmpoaK6MHbxlufjQaVTQaVSKRUDKZNJ3hEVrme25uTiUlJVb2cXh42GQC1HYjjQ0fpo9Go5peOzzgc/hMXx/6I3QGZ4ufEbLv6OhQX1+fzp8/b6EcwvR1dXXGQ2pvbzfeFPySWCyWx7e6dOmSvvnNb+qjH/2oJOnZZ5+1WmK//du/rSNHjmhyctIOskJOpufBSOsHEIYeSsErKngjKBofhkFJ+NC7DwsRYsHI9ERzTwfwIVcUDQevDyV5w446dBxuhcWTfeiWA495J/xLBiQHtzdyIHCjdJABPpfWk7iY2+Xl/KL3sVhM6TWHg7WQ1vmsHFh+3jD+fVb5wsKCPTvPTBLR5OSkWlpajLoxOzurxcVFNTY22s/279+vc+fO2bw899xzqqqq0vve9z699tpr+oM/+AO9+eabkqQf/vCH+vjHP67Tp0+bbOzbt8/uj1x7J8TXP6QXPUZDVVWV7REf5kNpk2nMQBYIayJnkqwMGT+nZFFhKBKDqLDkjefFsQ9IVkmlUnYgY5T6Xt7IFrIYCoWM8ybljEzoOThqvAPy7u9Pm0gf5iNRgcOq1oXYkC+SSbzxgjHhHTzvlHnumDcoWTfCkIRi2deFHDzkq66uzqosSDkqUTCYSyisr6/P00GxWExTU1OKx+MqKlqvIQpVaHp6Wvv27dNzzz2nzs5OJRIJy0KXcmH0cDishoYGq8vY09Ojffv2ScqVjmptbbV2nZFIRNevXzdde+nSJVVWViqRSGhkZET19fUKBoMW5r927ZpmZ2c1OjqqtrY27du3z/ZCZWWlqqurVVJSoqNHj+rw4cNKpVImE1VVVaYXMM4L6RMkOI2OjprhhoFz/fp141kSIvU6DL3kgY5sdr06i0/8wYFFh3ku+9LSklWMYK9xL5/74GlHmUzG9DdhaU9bYY+QXAVAgI7DAJudnTX97BOcMJh4X0/TQvf5Sg0YnuwVjCnOB08ZQzdwTntdIOWXHZyfn1dbW5vOnj2r1tZW+xw9Mzs7a88nresNn/jr26QuLy9bMrIHtJgXD2Kh3z1ndGBgQKFQSIODg1b1gqYKvDs0snQ6bc4nYXp/ZnCOeYoAPGAAEN6DNcUoRQfAkUWmAk4nbYSx4Y3RyclJldfVSVrPNEVgvLEg5ZcjgsgP+iMprx99JpPLgEZR0vc2FotpenrahMEXwj537pzGxsZ06NAhjY2N6aGHHtLRo0cl5RKUrl69qpmZGf2v//W/tH37dsu65z1isVgetw5Bk9aJ2igLNq0vbOxLOCH40joBHuPIG6nMSyGP1Aw25RddBv3zRpnnj/I5XDop5zCUlpZawet3q/+KIT09Pa3V1fUKB6B2hUZKIe+HjY8X70niICOgEpLyDgN+bymbtRqU3hArKSmxenEoCN4VwzgQyJXiqa+vt/eG29TV1aWJiQnV1NRobGzM5n3Tpk1aWFhQIpGwwz2RSFjSRTqd1tatWzU4OKgjR47onnvu0eXLl/WhD31IkvTFL35Rf//3f6/f/d3f1Ze+9CV98pOfVFFRkYbXMrsLOYmeS4vSgv/X1tamt99+24wmauZxgGGc+jWHe8v7g4gyNxx68EtBXPicefelWbxM+KxnL7cUn6bDDogN887zgwIVIp2g9uFw2PZ+Op02w8NHQQKBgCEQhTxljALPxfWyxV7w7wWSge4pRJCZh0QiocbGRiWTyXc4hhxiHin1jiu6AP3g60JGIhHrG4/u82vR3t6et0d9B6aZmRkFAgGNjIyoublZc3NzeVnfq6u5aiO7du0yRJTGA3z/Pe95j86ePauGhgYFAgH19fXp4x//uKScc7V582aFQiE9//zz+qM/+iP9+q//un7/939fUu7wLy4uVltbm8rLy9+RXBSJRKzgPfrHZ9MPDw+ro6PDuLI4C3wfx9cbkMxrPB63GsCe3+w5zvB8ffQEBwdHjT3o9Q/NBcLhsKGaPhse+fDJfJ4n7NFfkuqQI2ndaUYe4YD7MmVEGbi35ydiCPF/z2f15yf7xScRIV8guThYfO7zFNAzHvFHryCfJJPed999knI85dLS0jxgxIMgnFu+IgTDv4OvuoIOhA/qHXdfpom143cx+ElqjsfjSqVSqqiosDORKIkkcxrQj8FgMC/xFv1LGT8MXiln64BiM9/V1dV5955bM3o3ytjwxmhFRYUWnOFALTCfeY2y9Rl+oVBIiUTCkjik3IE0NzenqqoqDQ0N5dCytQVFkRCCikQiViZFyi3+gQMHNDExobm5OW3fvl0vvPCCPvjBD0qS/vEf/1GPPPKIdu7cqZ/+9KcaHx+3LEFJVswYT4iN7Q9SlFtVVZXVh/Qepk9g8ocTc8A8oBh98hOKzpfi8WgVhq7/440yj+5glLCxCB2AKIH8eEW+urpqYWTKWfDekNQxPDyqAYJAVmNxcXFeeQ3//iBoGFYZl9VaWlqqBZf56EM+dObwipfrMgegKP39/XntPisqKnThwgXV1tZqZmZGe/bsMe93bGzMGijQYvbixYt2CDU2Nur06dN64IEH1NjYqFQqpaeeesoM6o997GNKJpN64okn9PWvf13f/va3rYMU80poMB6P5zk/ZGCyJlevXlVVVZUZhj6RyXee8mtM/TsfguPe/D4oEAaj34uBQMDCxciAR1w8iso1pVx3kfLy8pzCXXs2j3h4p6msrMycCQ6O0dFRNTU1mbytrKyopqbGjFkSnDDESVQigYlOKD7iUubQnPLycs2vOUmElTksk8lkXqjPPzPzwruWlZVpamoqz4kgtMn8+NAzz8Jgj/kDenp62jq2UBrOGw4k+BAiDAaD2rx5s6QcchkKhZROp9XU1GQGFM+HPoxGoyoqKlJ/f7927dplCXXbt2/XpUuX1N/fr46ODmUyueL3tAOVpOHhYV28eFF33nmn/uRP/kS/9Vu/pe985zuSpNtuu01SDjSoqqrSd7/7XX3xi1+UlOvABEWKWqIc/lJurwEkACKsrKzkobrICIYdzpQkK1hOqR6cXI/C+Qz1oqKiPNoU8kKSk6Q8g4wIBcYYkQ7WHOcGBM3XQl5YWDDUkTPDo4sAKRir/K53zH2tS4AOH5lAzjDsfDTLG8i8O/POvn63kDd/+6gAcujvXRg1ocMh8tLU1GSUC1/dgTJcII+cFcgrtWP98/n9EAgEDCEvKSmxc4g15kwmmQ/Hn3kdGxszWWH9fVMTgCXuOT09bUAEiX6+QoNPsMUGoCnFwsKCle6S1ioDbbBs+g1f9P5n99yjbPF6v2sfXny30JW0XgKqtrbWIP6VlRVVVlaquLhYQ0NDhgjU1NSYx5xcK4rOATM3N6eGhgZFIhFdvnxZoVBI0WhUmUxGr7zyij7wgQ/YQcsGunjxompqasxQmJ+fzysXAoWAd8CwDofDxpFB6FF2KBE8ZAxSvDHe2Ru5nrKAweC5T57m4H/XKxqGVyY8gy8t4jMrUU5wyjxPCvQpmUy+A7Hiur7OIggpc4D37evJeqQ2GAxaBmIkElGkpMQKlf/snntUvIZ8UjqGTY4H6lFBFD9GLgdEXV2ddcxBFjFsampqNDMzY+9cVFSkVCql2tpaZTIZTUxMWOkvMvC3bNmi4eFh45fefvvt+v73v69r165pampKgUBAhw4d0vnz5xWNRs3AZU2rqqqM24dBixNEFunq6qq2bdtm9A/mDhTYH6TeACOc6H8GB47/e7TdG01ct1A2PB+Zzz3thIgG12DdCSHCvWbdQEGrqqo0ODioZDJpexuuVzAYtA4qgUDA1ol9BY8Q5MYbzCb/S0vWQOHY4cPKrnG0MfZ9yZeioiKjPLBXvZPneYcUyMbw8Y4h6+G/78vYYJTBjwP9on4hIXaaNAwMDNjBOD8/b+WZcFxSqZTi8biGh4e1c+dOc2CgyESjUV28eNGqkESjUa2srGhwcFCpVEotLS06fvy4Ojs71dzcrEuXLqmrq0svvvj/sveusY3m15nnw4soUryTEnUv1aWrXO52tWM34vYk6diJ3Y7hGF47yBcD8yWDfAqcZBDAs5PBYhHvTDbZBAsMZnfmk4EFFgN/mcCZwAiMOIGT2N1OkHG3267uuldLJalUupEUSZEU7/uB/B0esp39sMAk0UIv0OhuSeT7vv/L+Z/znOc85y/07rvv6pOf/KT+6I/+SJ/61Ke0tbWlF198UdIwRd7v9/XzP//z+tM//VO98sor+va3v60Pf/jDun37tmmpDgYDvfXWW7p8+bIGg6Hm46NHj1SpVLS0tGTviyQfhz2BFOsFpxaki//2gfq0XcGBw5Z5fjV2wtNYfKDk7SzpfklmH312h7OLz7EeuA9oL3sciTD2igcpPBrvuZusU79HQd98VTx23lPecLb92IBC+z3jg1LWPGfM9LP5rBxj0G63jb4RCASUzWZ1dnZmDiPrHUcfW+sVPECI/bOgioDNAxXFOecZ/JzzXnA3vVTZj8uOIPXnAQHk16Br+CAeeTrm3gc83mYwT6FQSJVKRalYzGzShej9P8AViUTUHIyFx6ejS78IpLHjxOKhAEIaIlmBwJBoDJfKp4IwWDiFg8HAUqI3btzQ9va2HVyf/vSn9cMf/tDQlJ/92Z9Vv9/XO++8o0984hPvafcJgjUzM6NKpWIkahb7/fv3dfXqVYVCIZOkIbUkjUV9fbGD39DS2OD4dAk/x3B4hGY6ImUs+W6PwnhE16dtpTFq650L/3lPwsaYegPH+Jyenmp1dVXlcnkCdSVqRTfQp6BwVDAKfH+lUtGMQ0aXl5e1Nery4hFQ/p9nnkaPQU5wjL1EB85Cp9PR4eGhrly5op2dHUN1CYiOjo6UTCa1uLio09NTQ1Y3Njb08OFDtVotKyhZXl7WT/3UT0kaiur3+32lUin9xV/8hV544QWtra29Jw0EuoeQvSQj1hcKBUUiEXNEflwBIAfLdArNi68Hg0E7NPmdN/TIfXkkya9Xf8BN77dpxIEDEM4mAQrPTjBCh59gMKjj42MtjOg8z54909LSkqFBvV5PKysrluUg/Z9IJEyf0qNk3rkm/RlzqbuTkxNF83kLIHEM+W6cFg46EGLGhUDO72nvxLCuPG3H8wv994RCIZVKJWtBC5fQUwNYj6lUytLqyLFVq9UJHeY7d+7o1Vdf1b1797S6ujrReaZSqejhw4d65ZVXFAgEtLe3p4WFBUt7/tmf/Zk++9nP6vDwUN/85jf1yiuv6NGjR3r11VclSU+ePDGHDYpLsVjUb/zGb0iSvvzlL+vLX/6y/uZv/kaFQkGrq6u2JiqVijqdji5duqT3ve99unPnjnH0pbE0z/z8vNk/Dm5JVnzneYU4ltIk/5p94RE87CKBlF/H/v5QJ+Cn8rter6d0Om2BrA/6QTV9wOLnz3NQOVO8OLtHWaE9+cYePpj0+9k7pRS6cb4N3JnLs3ib4S+yKJwN01kF71BJY8TYPxPj12g0VCgUDE1fX183UAc02wM5ZOVmZmYs2PBzzhrA2fcSUATrFKGCtDJunpfuO6px8dzIs7EeeT/QdsAt2uMy56wxziM4q8wpkodHR0cTjq003NONUXbxvFznvpreL1wWGlGo9N5DVRq3rez3+9ZlIRQK6fLly1YgIGmi+jifz6tQKKjRaBh3o9frWSVcvV7XrVu3rLrz2bNn+uAHP6gvfelL+tKXvqSvf/3rKhQK+qVf+iU9ffp0otKSe7Jp0um0ZmdndXh4qLfeektvvfWWfuZnfka93lDzj02LwaAwaTo94tOfjIFP2fn0BEgdhg4j4KMw7uXRV59C4h8iR0+X8PzFXq/3nveHSE7FarVaNb4caOL6+rpOTk6MPnF6emqReDwen+B7+YpInp9xi0ajdvByPXr0yNBWkCkMA6kxCl9A/7w6AGuq1+sZ9zMYDJoW4bVr17S3t2cOK2T7YrFoTlKxWDQUKxwO6/j4WKurq6bEsLe3p9dff10PHz7Uw4cPlUwmdf36df3xH/+xPvOZz5gziZZkuVw2NBkxfZ6tUqno8uXLqtfrFkTRW5ugxQcN/j39QUzbOlL1fl9iHEEr4VZSCMb8+Apffg/KOn1wsUZPT0/tMMFJZv6pnI3H4+aQUbB0dnamxcVFc+7hocGL5EK8fWZmxhw0Dh8Oa/jCaJZy+QAEaggV5Z1Ox9QhWF8gPaTzcDLpjuVTrnDyfCEJa9Fz/BBOh1JQKpVUKpXUarV07do16xbG+gAhr9VqSqfT5pAxhzjUpAKLxaLe9773qdPp2JrK5/PG26T4CFS4VqtZy0zahIL8Mi8nJyf64Ac/qJs3b2p/f1+SdPPmTX31q1/VV7/6VX3iE5/QW2+9pXg8bvxrKqNJf25sbOjNN980UKJQKKhQKOjZs2fG+T46OnrPevP7mzVOkQ+ODGuPefJ0C+wuwTH7w9s4Psf6ZlzJmhFEs984W0ijs89wTL3t9qorXnvTI4/ws1nPvBuFo+wVWilPV/vjxHtnE6CBPcxa9Gl5/6xkFjgrCKz4Ts5rv5455yhCRA2jWCzq2rVr1jYXp82P99zcnFEvCGj9e2OneDYCEDJ13pHkfVhz/u88tYF59SiuNKT/kH2iALnRaOj09NS6lfFswWDQsir7+/uWFfKZVtbn4uKigWM8UyaTmbAb5+E6987oxXVxXVwX18V1cV1cF9fFdX6v8+U6/z0XURUkcKI4UDkuL8XRaDSM30lUC8+pVCppZmZGCwsLEymoWq2mbDZrRTBUpkrDCPE73/mOnn/+ebXbbVWrVd29e9fafv7Kr/yKNjc3TTYE9I1CGVCMer2ura0t9Xo9vfzyy/rUpz4lSfqTP/kTS6l6Dhnv45EboicvUSGNuTfT3CE+Bwo6Pa7SOMVPsch0hMzfE2VKY94PXCOfqvIVvkSOFNj4FoREkrQKhMZA+g1+HMR0ii4gsUvj6me+i7S1jxxTqZS6TnuRdMg0GuGJ+iCEHhX2VdeDwVDHFsQiFAopm81aOjiRSEwUzhQKhYk2gNVqVc+ePdPTp0/1sY99zAj63/zmN21O3njjDf3qr/6q3nrrLRtbEDcI9vAD3333Xb3//e+XJGtJShQOT4kxIcL3iD3vxO/hxnlFgWlJLM//JI3I532VPagEqD172HOnuEA94PZRBMV7U8QCIosOIVzTSqWibDarSqWidDqt/f19+y7WC33Pe72epcF8K1Rfley74UhDjuPa+95niFowGDTkFeQ+HA4bf9ErfjAnrBeQFda7p9p4rrcvRmGsfQrSy1aBGiLnAxUpEAiY9FgikVC9Xp/IjlC88ezZM73yyit688031e12rU0r6fX79+8bd5puVdIw7fn666/rJ37iJxSJRHT79m2trKxob2/P1v/R0ZH+8i//Uvv7+7p27ZpmZmZs7H75l39Z3/jGN7S+vq7Z2Vn97d/+rRU1weePRCJ6++239ZGPfMSUMKRhX3uQbniBHnXGnpIZwZbx7qx15ioajU4UzWEvKOoDgcMW0GYUyS5+Lw0LjOhmRU2AV5loNptKp9OWuWGN+05AZBH8+cDnQdV8kazfU+wdz3X1lBy4iD4TxOW1Uz0S6lP8jN90Vs+PFzQYn8rn76YLqqRxFTtjDO0Nuhb7lPOAeWRP897sD1BG7A7jurCwoJOTkwlOr+e3UunOc8BVZo5A7ZkL1FoYO75zZ2fnPXSbUCikp0+f6qWXXlI4HNbu7q59d7lctgJLaVjQ5M+m/f19JS+Q0X/Yiw0taeJg8gaFyztrVGmnUqkJZ4EDlYV8cHCgg4MDRSIRaw/m5WsQ2u73+/roRz+qRqOharWqfD6v2dlZ3bp1S7du3dL+/r6ePXtmVXfB4FCHk+8/Pj7WvXv3FIlE9MUvflGf/exn9YMf/EDf+ta39K1vfUsvvPDChJPn349Dn5/xb3+QkH79cWl1z/eRJrXjfGoUI8mm5bsYC88H5GfeQMK3nHaaSftTze1FjentjdNP0QyUAVIf/Iz0C44Vxo7CFDhZ5XJ5wvGDp8d7eUqC508x/p47ytqCbsC94QHhFIVCIeMezc3NaX9/3wS7aZsIJ6pQKCiTyejTn/60+v2+tre39V/+y3/R6empXnzxRb344ov6+Mc/rpOTE33jG98w8eWTkxNbz71ez4SZK5WK8vm8tre3tb29rcuXLxuVgLS+166F28b7+0Ia0mjsBZ9i8/wvP8c4on5c4eMS4Pg1xXrhu/3v2Hc8CwU3/tk5rHGa4eM1Gg3l83k9fvxYS0tLVsEaj8dtXnDW+v2+pTyhBMDbCgSGEkcUP033qybQpMjMrzOCWVKEfh9zkLOGmR/SyZ4uQcBJAM4+Yl3SbjORSGh+fn6ijzpcOFLrBGe5XM54gaTkSaMvLCxofn7eBODv3LmjRCJhwvF3797VRz7yETucM5mMWq2W1tfXzYGs1+vmvEajUWuv6Q/5d955R7/+67+uBw8eqNVq6dVXX9Wrr76qr33ta3r55Zf19ttv67nnntNgMNCNGzd048YN7e3t6Rd+4Re0ubmp69evazAY6ODgwGwgPOJprifvRnU6nHwcGE+DQhGEYh6CVLiKFOngxCLbg9OLM+nX/8zMjAWN2F3u4YtJ4Tf788nbZvYL5yD22hdS8p6eg+lVUzzdxhdg8Xf8HseX78ARY//DNyYQY7ygknmKF59hf1MnwfdjW/kbnm1paUlLS0u6d++eKpWKNbvwNqbT6VgABd+T94QewPvCs/VNOGjTiS1jHyPfxHnjeZx+L0sy++ipEv732DreD0F8Ty88PDxUvV7XzMyMnYuDwcCULOLxuNmJdDqtdDqt3d1d20/n5TpfrvOPuTqdjvqBcc91zxsl8pkmFc/OzhqnBu6UNFxkSDthWEBT4HpRZdtoNJROp3V8fCxJyuVy1iebTjgrKysWBT179syiU/hZfIckXbt2TZVKRZubm3r06JGuXbuml156SZubm5KGkQ6ol49QfbGM5wexofmdLyKSNPF7aew4ep6gl7jAiMNfwnDzWTYqBtOT5pkD/gbDxP39HIVCIRUKBdvgVJgfHx8bwuodQQwYPDvv3EnjYhZJpgNaq9WG3M8pZPRkZIAxmHzeE+tBVqX3dvnqdruqVqsm3RSPx1Wr1azrBxwhUKrV1VUbz6NR8VQikdB3v/tdSdILL7yg7373u7p+/bri8bhOTk709a9/XZdHUjvhcFhf+cpX9Hu/93vGf4Z/yryg23r58mVVKhUbZwSumWvm2yPtoVDIxO79Ac24IBHE+mJMpDG6B9IDEgVC4AMZ7gv/jXfjmg6WvOwOTqIv9gNV8gfuqzekAAAgAElEQVQLB5I0lFyh61UqlVKn0zHemTQuvgJV9oVxkozDjJD63Nycks7wc3ienZ0pmUxO7HOKHzmk2a8ebecf1omv4Ce4Yc+x730xS6PRUDabVSaTUalUUiQSsTVTrVZtHFkb2LqTkxPdvn1bZ2dnunXrlvWz93bixo0bun//vra2tvSLv/iLev311/XSSy9Jkm7fvq0vfvGL+t73vmdzBE9VGu6/K1eu6K233tLHPvYxHR0d6d69e7Ym6On9W7/1W/re976n9fV160AjydQiXnzxRb399ttW0c9eefDggQV9vV7PGpVIY7QbBB7OH+8GbzaVSg3lAkdjz35g/ePssNY8isa84XTztzw7Zw/zxZx6NBHn02t1YjtQQiBY4MLZ5N2wUR4t9+ua9eOLVXHIUI3x9Qe+6AqH3mdAyEQQBE+fLdLYVrIfsc+np6eGukqa0H5l7fHM7IlgMGgSSFtbW7px44bZK48IE0h6p5n7SeOsmy9+kjRhozzv3dsp5tyPYT6ft7FjXkulkqLRqNlOf34QyHBvfz57Hm0mk7EzizXR6/WUSCTM/lJIyF6+evWqTs9ZAdO5d0Yx6tK4O4nvBuMdJTbo/v6+AoGhvihRvDQ+xKjW9tW/LBgkWXK5nKrVqlZXVyUNNzooyGAw0MLCgvr9vhlLUs17e3taX1+3w5kUFGjJxsaGarWaGT8OSA5p3onn8eloom8MExfv5+UpPJI5XYGP4+lTh95hZLN6Z5VN6it/+XvQVL/RvLECKcZIg3byzDj8bGiiWJ6r0WhMEO05kKWx1hw/r1ardoD7avpOp2POkk+H8XxU7Puf+3WFNiUyMsxVv983BxVaCLq2m5ubikQiWl1dVaczbL95dHSkz3zmMzbnu7u7euutt/TgwQP95m/+plZXV3Xz5k1JQ+rGr/3ar+lzn/uc7ty5oxdeeEFbW1s23/Pz89ZO8Pj4+D3dR/yamI7oQTeksbC1/73XzyP48cZ0+uAFRfBrhqIBb4z9mIKYghD69cM7cIiCBHExxxzA3jEg6wGqSKDJHgNpJHAEKeXzBA04uBRC+fXCOPsCK9YEKWXW9DQNwqOlBNg40nwX6Bp/4wNDNHkrlYpefvllvfHGG9aBqVgs6rnnnlOr1bJDmAzByy+/rG9/+9t64YUXbFxwrBjvXq+nnZ0dFQoF+yyO7rNnz4xqk0gk9Od//ud64YUX9PjxYxv3hYUF/fCHP9TXv/51Xbt2TQ8ePNCHPvQhSePA8/vf/75J4K2trZliybVr12yd/eAHP9CHPvQh61b28Y9/XH/1V3+lK1eu6MqVKxbYk9bEMY/H4zo9PbV5Y9wJZrEv0Bx8Gp40P7YQxEwa2zjWDxc/Y74IjHw3M69w4jsj8XuyS2TvGAPWFE4O+5SMhbfvOOk8c6vVMoeQ8xLqDHaUNc3vcN5xPnlvzh0+5/fx2dmZFddwf3/2eMfYZzM8FQA6ijS2G36MQqFhow8kE31KvtsdNkBBTzYajdqaoOhwmmrB/HEuQsfxAQdzCsIqDYNUr1FNZgnbhLPKvOK78LzI6vHdZNRAo6ftSr1en0BFQVhZMzzHebnOvTM6MzOjo1EEwEIGjcDA+IUcCAT00Y9+1IxqNBo1h7BQKJiB5qDynKFyuaxQKGQHSSaTMXF2qvw4xObm5vTgwQMTvb9z544WFxe1t7enu3fvGhzPgU8aut8fC+/6FAqblcgUJxqD5J0KjALP/uMOcv/f08gmlZ4YWp8aJFXvL54NZ3/aKWUzej6Vvz+GDi1PUhDS2KnAIfFOhqSJqvxAIGBcVMYVHg5IGk5SKBTSjBuLRqMhjYIZ7yxj+FqtlgqFgs037yXJ9EUfPHigjY0NW09E/LFYzKJbJIekYaOE1dVVHR4e2oFw+fJlO2BPT0916dIlNRoNvfrqq3rzzTf12muv6a9G2qhf+MIX9JnPfEbf/OY39YUvfEFPnjzRysqKGVnS0nCRw+HwREqJOaOaloOScePgBRnwKDMROfPEXDIv8EHh92J4PQLOumBO/ee9NJeneHBvHAKf/vR8Ux+k8k6e5oKT7p+LQwgeL2gDTjEOXbPZ1NHRkc1ro9HQnENz2u22ciM9RhxwbMbx8bGWlpYm9hfOOmsGBAjaB04/F51gyMRIsqDUU2zq9bqWlpYUDAZt3ZbLZdOtRY+R8dne3lavN1SDmJub09HRkdbW1mzcB4OBnj59OsFlZX1L0k/+5E/qjTfe0K1bt7S9vW1ZCJ6drlPS0NZir3AUstmscrmcXnvtNdXrdX34wx/W0dGRLl26ZGsinU7r8ePHev7557W4uKi7d+/autnc3NTnP/953b592yTWVlZWJGkCBUdFgOCUi/PCV8KzJnyKln09jV7DVSc1jL2TJpVP+BzjiiYuaxjJQS4+488C5oN7kw3CyfTI52AwMHAD28ua5vv88/jUOX8LP5G0NnNOcwGAIK+PO70eccJRQWG9swemaxy4AF84JyRNoJieJoADyHN7GcZwODzRUAWKDw4fAAfjwJz4LnQe0WZve1knZPmkYXMO/BHGhDNKkikAILPl5eNwLH2wyZpjjjgz2GMovfB7j56fhyswmMbTz8s1mpT/6V/+S6VHBsengzx5fXrz1mo1EyEnZS6NWxCi2RUIBGyBBoNDmZ7t7W3rU+45GfD1crmcHj16pIWFBaXTaUNG6UoSCoX0gQ98QG+//faEMwtCxALHcebw9pwVDuFpMjUbcrqggs/55/WL1R+M/oD0aIs3qmwQbzQ41Lyj6ce92WyqXC5bv2xfLAUSAY0hHo/b98Bb43Dt9XoTwsJE5BwG8Jo8qkCA4Ddwv99XpNPR//of/oMk6f/4vd9T2RUo+CCEteU5uYwhhhg0wiN0HNYYKtYj353P53X37l09//zzOj4+ViwWs2IaSfq5n/s5vfbaa7p3754WFhb06quvmiaoJP3d3/2d+v2+Pve5z+kP//AP9fnPf157e3uGzBaLRaM1gNxMzzkHDMGGj/o9WuelfSRZ1M54gd7xGYpffMcSjx75tclh6DX4OHw9FcKjJRjqTCZjzhNrwlML/CHnD1sOFmSXvGNBYBQMBo2zTMqdvQE6D6rbKpX0v/3H/yhJ+q//+T/r3YODie5J/tlLpZIJzdN6mHGnMAuJHRxmf7gjWcV+6ffHna9Il1KoQ6qSIiX6zS8uLtp7sZ4R1+bABHX2z+5tjpfbkWTFHoFAwGgPft7oXsQ7gToRiGezWTtY4RPTKYk5J9DiObkIerBN2BOfNcM++oIx72hzT+wrjiXzwvdks1ltb29P0LngxzJ2dMbxKBipXgJnT73waCXII3YEZJ53IDjxtpag29txX0SUy+VMO5tMBmuGv2Vu2Us+3UwxDhxbjyLyd3A0vfYsaXAvOYc9kmQdBUGGOStwdn0jDoI29D+lcRDg+eI8D+cGcxsMDgudyDZi8/yceCpSt9tVNpvV0dGRvQdrlnHhjOZsPzk5MfsdiUQMgECzfDrIYG6q1eoEqsu+wvGHa86VSCQscIFP7EGYubk5HW1t6Q/+038afuD0VBoFrv9Ur3OPjBZ3dkyTLhaLqVwu69KlS8rkcppxFdDSOD0ciUbV6PdVHvU6nhstrtmRgQv0xr2Aoy7dPTg91dXFRQWDQZ2O4H+/cLuVisqNhqK9no62tjSzsqICAufNphLJpJr1umr7+2qVShqEwxogPByNKjw7q/LBgW3KtbU1PX7yRNKQX1gqlczIgppSDNBqtVSuVDQYjKuKs9mspOHCfPbsmdLptKETe3t7E4ev58fRWoxNRwekQqGgN7//fX3qU5/Sm2++OaHpSVpvaWnJIl8MTjabVTgQUFxDBywwGCjgeEXNZlPRmRkNAgEFRiR7Isxet6tQt6tBp6Pc7LCzTqzf1yyGmIri0bskZmelQEBp118Yo1FvNpUaFb60Wq0JZLRzcqK5WEy9QECDXk9hIkwOrpFj5Q3l7Kg4qN1qadDpKB6JSIGA2qPDNzGK0uGdzo4MXxL0sFTStaUldSsV5aNRhUMhJVdW7IB76/XXFW619NLNm2q327r/5puqVqt2EFwpFNTv93XvjTf0P3zykwo2m1pOpRRi/iMRzYRCGgSDCo4OAQ6rkDOocDV9hS8H0PHxsemfnlardghwmBJcqNfTaa1mwRUOUysctupsjDZrEn51KBRSm/ReZ9yaslWvW4XxNDoYDAYVj8f17NEjDQYD1QfjKlZ1Ojqp1cxZG7RaQwRx9N2tVkuhfl+Bfl/JYFCnxaIqlYo9W3PkYHY6HVVHQWI6nVZv9G7sLw6a2dlZlZ8+tWd77c/+TPlLl9Q5OVFrhHD6bMpst6vTkxMFZ2eHa8HRTgojLdhBMKhIv2+arPOj9TwYDBTu9zVotxUJBIbfdXqqzGhNNWs1peNx1UYayVsjBYXwaK82Tk91KZ9XbaRBm3J81GgkotNKxXQ+f/SjHymfz5sdgae3t7c37F6XSOju3bu6deuWpFFV+CgwCbdaWstmtb+/r/jo3sF+X71RO9TnnntOd+7cUSCd1uJo3hKzs1rLZrW3t6doNKr9kxOVd3fNeahVq3ry5IlefPFFPdveViqVMmfy5vr68P0aDVUqFe3t7ekLX/iCvva1r0mS1tbWhg7sYKBWva6+hnarOrK/MzMzmsvlNOh2h2shGlVkMDD7vDBK80ejUZV3d5WbndVsv6/ByGGM9fs6Oz1VOpNRs9FQp9+3wJcrOjenzNycDg8PFY/H1Rp9dyIWG9q5wUCJUEgntZrCwaDZp9jMjM6aTaVGNQpzc3NKp9PmTNZqNUUSCaVGDiZ87cjo3jMzM5rtdhXt9RTr93VaraofCiky2k+JREL90LirWKVSUSQY1JlrlZob6V0GAgHNBAL23XMjpykWiyk8CnxnIxGdjj7boDd7v69Aq6VoaNgJKTCykclwWKGzM82Gw2o2GpoJh9VttxUYPVt+RD9QIKBQIKBBt6tgr6cMafp6XbMjW1auVJTO53U2slGJaFSJuTltbm5qdXVVD+/fHwbqo9/HYzFFZ2f19PhYkRGdq+MKlGckhVstzXa7Cp2dKTpyeOdYz4OBWmdnapye6saNG9rc3NTC6IyXpNNyWZ12W5GRBnaj3dbAff9sMKh4KqUHd+6YTWeth/p9zYbDqpRKCsfjardaWh+1MJak0qihxHPLy3r48KEVTENp293Z0fpov0qSzgHmeO6R0Yvr4rq4Lq6L6+K6uC6ui+vvuQ4OpELhH/sp/l+v81X7f3FdXBfXxXVxXVwX18V1cf3/6jr3afrv/NEfqeskhNrttg4ODnT//v2J6mEuChYWFhaUzWZNtFYa9ydG0mH6s6QzIUp7sjKFB9FodEIMmzT+/Py8Tk5OjHAMt4Xfwyv0she0c5Rkvc0phKGYhmKYdrutmzdvWktHxOH57PXr1xWJRHTnzh2trq5qeXnZ0ujQF2qj1CaC2KSjT09PrQAglUppa2tLqVTKvn99fd0kr6RxJSDjenZ2NlEhLI1J8tKY1wn1YFrT00t1+Xnke7j4/TS/1ktWkZYOh8PSYKDZEYfsLBhUf0Ry91JFnkvF2HgOm68O5bv9vf348j6+ypXiMOgVFAJIMt4z9/FVvnwXPCPuxc+4r5dU8cUqXlXBj63/bCg0bJGLaL4Xnva8LHi6FJPxbowFxWeSLB3daDS0v79vgtLsB9LZFMZMpDlH+4KxRsWA8fXcaO5P0Uir1ZooYIKHmkgkFIvFrIc9F4VLFBJ2u12jKPCuFIp0Oh1dLhT001/4giTp//r939fh6G/9+PO9lUrF5OWgyjDuFFR4GRpf2eyL9fgcdo9x4z3j8bgODg4mmink83mTicE++spktHibzabm5+eNO8vv+/2+cbZbrZYWFhasiOjWrVtWvEc1b6lUstQjti8ejxv9IJlMWhMIeIzpdFrRaNTGyfPL4cPDU4Y68OzZM126dElPnz61wixfXQxPEpqTl9rx489a9nJJ0ljijfOjVquZLq8fd18UM63I4e2S57uy//zfTP/er3EquKfVTnyjBNY5/4Y/7Peifz7sBu/Os/A7ikY5o/zzUbTqbYznacNp5Nn82cBnfOGYL1D1+rA8H3xqaZjWrlarpgHuubTwS33xY71en+BtehvJ/PpnYx146SevM+5txnRhmlfwgPbk964v4vJSetzDFyxLmvhu7HGz2ZyQTpwoOisW9TtwRkc0gH/K17lP0//ub/+22q7Qwm/26apuv3Ck8SbzRUDTVeV+eHx1G1zEkOPasCD4Tl/Q4yWTfMGQP/x/nLPllQB8ZaLnQvrv907deKgCE8+GzJI3Rv5+/jCfHhd/Lz8ufIfXqvSG2hcy+HHkcxg/HGmMje/76++HYYDwz9hOO73+Pfhv/zM/Hny3VyLwv+PyAYR/L+bDBzG8k1+XvgCEsWbOpp1JXyzG7/w69u/L+/vDyP+tL0rz88blxw3Svw/Mpp18jDzv6//7xz0P4+GfZ1oxwju7fp2x5rkPTrjfd/76cXt9+t39Wpi2E36svQwNn/VakNVqVdlIRL/9u78rSfrfv/IV1afu45+DA9I7IH59MybsdW/X/LjzfN5pIsjANvngWXqvTql3arxN4Lm9FqfvCsR9fYCDczdtB70ygsmqjcbO21A/zhS1+Xn5cYWT0/bP21kf+PliHwIIX/TGZ7FVXpvZryf+Hgdiei/6M8PPvQ8gkZ5jznle1rhf89Pfw2dw/vhv7Ii3N3wPMkDMjS/g4t38+/tiIr6f4IVn9AWe3nHle73sFFqaXpXFnxGsocEIDJi2v96hY436YlBvK7y98fZoOhjwP/Pnj7eZ2BgfmFBvwDX9vNPnJvxd/sbrjDI2fLffx14yimeZPgP9OuPzfp3Mdrv6H//tvx1+4KKA6b//FQiMRW69fEKv17MiCl+p6i+q+/i5R0WprPRSCUSVnU5HuVxOnU7HnCbEzTlsMHZ8N11Zzs7OTGJk2rHgYMVY8ow8G8UztIfz+oY4bYPBwCqJ/aLn2ZDboRqaC2MwLVfhf89FwZJ3JoPBoGmsYYi8/AebCYPg0RyQhG63a+LuVIRT/II0CUYDmZ2joyOrXCVynI6OqaSkypjxYM1Uq1UzXBg2NNoqlcqEoxsMjrVfqbxlbJnT6Sp0P4cgdZJsDqmePT09nUADfUSOk+5RNn7Goeir95knjzJT6cqz+cPOO8TScF/RwYciHZ9piEajikQiJiTOePg15ZsjYDg9EhgIBAxl84gSn/UOC4iZNFbL4H3QkvWOlEeyQDL9u6Nc4Q8CxgOZHPb6tO4jBzDyQS+99JLu/Lf/Zu/95MkTJUaFjqFQyCTF+GyxWDQtUNQGvNwMrUdpociaZNxjsZhJdTWbTdPQ5Pe8FzqE6XTaWm4uLy9PyPR0u10rhEEflAOZbmisiVwup4ODA7vv/Py8VTtLw+zP7u6uvRPqCKgQULiDZmcqlTLBbu4vyVroLi0tWSU5F5kK74TyWRxIqrVphiHJkHHW+vz8vN59911rEoHDRVUz1c8UllCpjiRVpVKxpg9cBNHYC6rcJVm3Mzqtra+v29mB5nSlUlEul7N3Aon3ovDVatWQTn6GpBO60z4zJw0bply/fl3Pnj1TLBYzNRjGkAweyDQKEtj3RCKhzc1NrYyKK1OplI1LqVSyKvtAIGDyfNh+so8gyQT3vmUx6gNkOrwUGmcKQUwwGFQikbD1jpM83U6YOeN+7EHv7LM+kVTi317yKp/P6+joSAsLCyqVSup0Onb2+PnANvlxk2RzSsaTxg7cnwYV5XJZ+XzeCpAoxsSmUZmPHfWd70KhkI6OjpTJZGxems2mZS7Py3XundFQKKS6E373/em9HqE0RhcxlDib3qni8MYx8OkbDvx+v28Tzd9nMhmFQiHroU5qj99TXZ7NZs2JDYfDlmZqNBoTlcO9Xs/SXNJw4ebzeZXLZXVHFZ8eMcGR8kgH70X3EcYkGo1aSn76IqJut9smzu5TntyPdB9zMBgM7CAjqmNTx2IxSw0iPYVuGp8HwaG1G0LXVAgGg8FxFeLsrHVWQTyaA4Do2wsXTyOEoVDIJGLC4bAZc58y8v26+/2+SXv4fsC8H4egRwz8WGLw4vG4stmsfe7s7MyExD1yw73D4bDq9bpCoZCNIY6wX5MgHfTcZs1N93rmkPbP59EgAiZ+x9hw4QxLstQYznGv17O9x+dZFx5B9XPO2MTjcWtG4LUG0Tnt9/tKJBJ271QqpX5/WK3MXph2PHj+ZrNpnWtYAzjsOAfSONiTZCLZONw42fwtSCYH1Ntvv63YlJRaLBbT7OystZ/lYtxoknF2dqZ0Om3zCtKay+V0fHyshYWFia40OP+MLQERdqTb7er4+FiFQkGpVEo7OzvqdDq2l9lXoVBIKysrOjw8tAMMGSVameIIsM/RVkXtotfrWVtKaUgrwonAOaBVMj9DpYB58OsV1G12dlaLi4t2QJ+6ivd4PK69vT1lMpmJgIox4dD22QJprBjSbreVz+c1GAys+Yg0BBMymYwF8u12W/Pz8+YQQlm5d++eLl26pE6no/39feveR1tZ5Myq1aoWFhYmgI50Oq1+v29Oh5d2mp2dNQfTd3tinAAAaNdKICENHcJCoTCBjvX7fa2trdnna7Wa5ufnTSllZmbGggACTp4DBJR1u7+/r9XV1YnOdtgofhaJRGwfEgRKw8APakoymbQmCuxzAmaflcnlcrbmoET47kPS2FlD9J7A2Kf4PbhCAOvPJTIUfDfrw8vf1et1ra+v23mJ/i7PdnZ2pkKhoKdPn1qHRtQnQJmLxaICgSGFj5bX0lCVIpFI6OTkRMujSnmPMGPXfZcqbOB0NiUej09Q8+bm5qRzpjN67p3RVqulyCjy9hwKEAba4fF7FhuO6MnJycSml2Qabx6FItJFg9CjX5IMYUBfj4iNTYPenzROFXlUot/vmxYpotatVst4qa1Wy6IfDJxPfwYCAZMeok8yiASRI5uTKN8frlxExqlUasJYoueGEzAYDOzZk8mkIRIcnPBdpKGhhgOWzWbNsPL9tZH8ByLF8M38WOGUTOvYoTkHotjpdKz/O/OCMwqK47m6PCeOA0jldGTq5bIYf+7B+6bTaXN+mNOZmRmVy2UzfKCwzJ8/dFgzfL7VaimZTJozybr00bGff5wprkql8p6DAaeFA4C1AF/Jp4ORY+JvPV0Ch86nxzjkWO+sOb4PB5N3Y/5B6r2OKYcL7+95Yohr48jPz8/r9PR0oqMKjjmf43t4d9Y090kkEhP8VISqfbc1xqZWq01IoOVyOfVHe0EaIy4EdZ73SMB6eHg4oZXJHOFUVSoVrays6Pj42JxvSabJiGYsexqnqVKpaG1tTYeHh9YXfmtra0KeiWd78uTJhDZsp9PR1taWCoWCPTeOAGtsbm7OHP9QKKTDw8OJ9cv6r9VqOjk50ZUrV4wTSlocpAr0Gnk6NCD7/b6KxaLNG04ImaFsNqvBYGC2TpId9Kx5AltE78PhYbOJrJOO8lmOdDqtw8NDNRoNFQoFW8sgfMlkUo8fPzbHJpFIaDAY657Ozc3ZPqcZQaPRMDuCUxEMDvVE+b00TvmDqvn5lsZABhJ9q6ur6na7th8CgYBKpdJ7dIRB2bLZrHq9YTOD+fn59zRMIBPnxdd9YFkoFMxOrqysaGtry84WUHqvj835Kg2Dp3g8rlwuZygqFAw+T7YArdRpmpXPSuJsm7zeSD6PsSfbJMnGGPk53sc3isAZ9oENY8++RTuX8zzlZNagPrBHkEGUxoj0o0ePDEzgjJFkgQ/BOFlAaWhjyNqgs+qpEwAY/I1vlCMNNX+fnTNk9KKa/uK6uC6ui+viurgurovr4vpHu849MppMJlUeRcekh4nQ6AHtUyUgVNO8EWmcMiDSI43K34Ewwn0BDeTeoVBImUzGoigf3RJlwWFttVoT3BOq4On0Ah8JxKPValmqjef0zwfyCHpJX15pzMkkiiOdw++pRARV5jvablzpWOWREh/1SzIkaDpKy2azloLodDoTqRXeh/v54hTuzT+SdHBwoGw2a6iCp1MgSu0vjxamUinj2vmqRN4JIrjvGgQ3FkQcCgXPRgosGAxqc3NTN27cMLSEVFcmk9Hp6amlin3BE6gIBP9UKjXBGyKV6XmXIFGMCwgba4s1AbLpq+B9NT2UChBMKrWZS/aTj/49SkU6kLXtaSMe0eL7/Lz6zjjtdttE7VlTtBVkvD39QRqjytFoVKenp4ZSMK5wSUEQfHcaX0jQ6XSMT8YzkeYNh8PKZDI6Pj5WJpOxvXjlyhXt7u7auM/Ozqrh2kqm02k1NeS9Qrvh+ZnPubk5RSIRywR4/h7IGKgovDS/JkCG5+bmdHx8/J69xruUSiVdv37dkChoEcHgUGjfq2bUajUtLy+r0+no5OTE5sZ32/HoGnQDjziz1vjM0dGRvVs4HDZuYaPRsDXHeo9Go0omkzo6OrI15ddQoVDQwcGBAoGAZYhAfCuVip4+fap8Pm/fsbCwYHumVCopGAyqVCrZWqE7mTSkL6RSKZVKJe3v7xv/kzV1cnKilZUV9ft9y/R4ZQ0QOvYbFCsasgSDQaXTaeM7DgYDe/Z6va5cLmdjW6vVrAaBq9lsGn3i4cOHCofDxquHN0y2wo8/3w+l5Uc/+pFWV1eNDsCzh8NhHRwcWHbn4OBgovtULBaz7l1zc3OGjBaLRcsmQSHwHZp8S1TOluk22pwtzAs8feb8+PhY5XLZzjRv00ErqZyv1Wo2J4lEwlpu9/t9s8O+6Bjb622s545LQ3uRTCZ15coVbW9vT9iuQCBgaC/pdK75+Xnt7Oxofn5+ovjPo8I+uznNZ+W8BQ323HOvWHN6emo0QeznO++8o0tO7ec8XOfeGZXGBxtpNeSPKACYLkbxXXQwkNI4FR8KDTvL+DQovBqKIzjEpysfj46OlM/nDejrJwIAACAASURBVHLHmHIQcxjMzc2pVCqZg0nKCk4h/CwuuDZwD3lO3s0X0Pgqdp4NCgNOhv9u0o5IyrTbbUslSUNjtrOzo9XVVTMEEOYlmcwTvFYKaxg/Uij04iWtzfeTPvEcXp+m4cDN5/OWVuTeFBDhVODQImWTSqVUq9WUz+etgtWnkZjHYDBoqV1Pz8ChIWXsFRK4aMl448YN64XMesMQBYPB97SdxCGCYnBycmKtLXn3drutk5MTJZNJS9XjFPmCOua42+1aGomUKGPF+7EeoT2QbiT9zb3hKdFjneIESXYwsAcSicQEfQVHByeVdcjhD38U2gyFAwQZ1WpVS0tLttdwyvgsDnIoFLJ14/mwFAhxUPqKX8+RY+zgX0pDZ5JKbuyI73z1/e9/XxsbG+aoV6tVRR1/KxqNqjXi8+J4+jaqoVBIBwcHyuVyVuTCmmo2mxaQQsthfbJesQGDwUDlctn2Ld/fbDbVaDS0tramk5MTVatVo9RwMPvAF54ZTjucWbjOpNHPzs7UarXsuyiQ8oWIFFcSJPp3g9OHI4mt5pBOuw5D9XpdrVZrwkZWKhXb73DEsa/JZFIPHjywA5x3wAZls1mTywoGgxOd6NgP2LxkMmmBgA/eGCfu6x1tOtZBtdnd3bX0OONeHXXFikQiajabto9xFqUxjzCfz1ubVBwN5LTy+fxEsQvUDQKIaDSqbDZrbYPX19eNz5hOp41iBWVnMBjo5ORECwsL1so6n8+bI724uKizszMVi0Ulk0mdnp7a85Keh3cPFcoHKPAicXoPDw8nAKB8Pm9gBFxtxrVer9ve54yhyx97mfNwZmZGBwcH2tjYsPXiHWHsOPaROgW+B/vmf+aLc+GFYs+gwTx9+lTLy8sKBoMql8u2P6CToMrQ6/Um0vTYGGhnhULB1hic8bm5OcViMZ2cnEzwt1mvnGuHh4e6du2azdnly5cVcO1Dz8N17qWd/t2//tc6c85BNBq1ntxE6Z7Dh7MCQuUr3jm0JBk65g9SaVJeZHZ21vhQ8FharZZpinppBnheHH6egC0NF3YikTDUECeC+6ZSKePveV0yjxjhbIXD4YmoncXvSdAercHhg8DuC4D8xYYlwvUI3XBKAsa95CCWZAcefKpcLmdkd8bOfxa5JmnMNWTsibqZU9DQUChkBT5eBYExQgoDo45B4n6giiDaHIBwNHF6cKR5X36WyWSsOIsrmUzaWgQBwFn37w0CBUIG6kDxEhzddDptBxJrfVr2yku+MI6+Otijh6AlyWTSHEnPYQRFAMnK5XITjjSoMWPL2mFNsI49GuzHjneHR4cKBe9BQFOv1ycKE5rNpmln8j2eMzsYDCwgZK9R6MM69mMOV9Y7q/B70d30mqA4yYPBwFDLRCBgMiq/8S/+hdIrK6ZYAQrI1W63devWLd29e9eQZc9jS6VShgh7DqYkq5Rm7WWzWdXrdXv3eDxuxQ+pVEpPnz5VoVCYsBMUk7CfWBMg0BTzxONxFYtF20vYSh+k+0JE3vPw8FCpVGpCpoZ3i8fj5rxQiAjCVywWrWApHo9rfn5e5XLZnKrFxcWJAGR5eVkPHjyQNOTIHR0d6cqVKxZYbW1t6f3vf7+koZOHE8v6Yux5d86Fubk57e7uTvw+Fovp4OBAS0tLxv+cn5+fKMYCkSZYaDabFkCtr69rd3fX9qLPqpEFIJNxfHxs2rfSUIVgdXXV9j57wcugNZtNKyBFz5qgmDMPAAQbg0OXTqeHChCJxERf+unCs3g8rjfeeEPPP/+8jQvKFKxH3stnBQlgksmkKaOwNgha4IZyMa4+cPhxIBHnAc/s9zHnKfYJxJj74OhiI32xJWsC++QLf3l3OJ84lAAaft2XSiWbR37GGkyn09rf3zf5NG8jsB208caRpmAORLhSqVgwD49aGgbzhXhc//Mf/IFGA30h7fTf+4rFYmqMDgmKLtLptB043jkgDetleqiyk8ZIk6/oZUOTFgcRyuVyE84gVdCIOM/NzU1IK4BqYWzZoNwrO+pJHY1GjQzvK69Jq5IyQQqIBTwYDFQoFCbQADYNxts7Dzjr0hC5BCnylcjemeYeHMo4xLz70dGRVlZWDF2gOlEaptZBI8PhsI6OjiZQY2mM7EoyVFOSOZo4gTi0HKC8R7fbNafDF4xQvMTnkeWZruj1QQaHuSRDjziEvSwUUT/Igkc9GFcOeA6hTqdj62JlZcUq2hm3er1uhwTvm0wmVa/XJ5QVuHzxSSKRsKp05h2HEKPJeqEoCGkdinkIjqiUbjQahsJxaErjAiQq+kGTvTMLGkBGwR/u0lhOzP8N73N8fKyNjQ07mFutlh3s7EEvBeQL7iRNBDU4Bf5QYD37VLMfGw44f9jx7BSLsEYikYj18ZaG6bneaM0hSeWR0Ww2a1Xt0H/Y54lRD3BSnnyGZ8cGRKNR5XI5m9NptAdnmXnd3t62NbeysmIOyvHxsSF0FGpdunTJgrJer2f3TiQSKpfLisViVjmPmoGfl+vXr6tYLJqCAgjc4eGhKpWKnnvuOVunfmxAWUGgDw8PJ1Q9jo6OrIDq6dOnksaNECgWKhaLhqZevXrVnPher6disWiZpIWFBZ2cnNi9U6mUqWU0m00tLy8bLUEaOk2Li4s2J6xn0Ml+v29V1aBpZ2dnunTpkqRhMUun07HiKAr2pMmCOtYy78+zUoDknTOcqna7rUuXLmlnZ8f2KilpxhXaWiAQMOTaK2Ncu3bNaEg8P+sC29rr9bSysqJoNGrPlsvlVC6XzWlD7QWnKRgMGura6/WM0uQDZvY9ttafi+xr7I2XPZPGZxznbSwWM7sA+gxyDOjEmuC8ZM1hU6YLVHlWgnXszMHBgQVMmUxGR0dHE5QowKR2u21zwdzx7uwxbA6/A1iC9pfNZo1CwV6DDpLJZIw2RGB3dHSk8Gitn5fr3COj/8u/+lfqjQxSu92eQBX84SrJeJNEkkSxLN5pEWcvCQQ/DSPqOZCSdPXqVXP6fMqbVMvCwoLK5fKEQ+UreI+Pj+2AC4fDSiaThkjx7CBA1WrV5Fx8RTKo4LQ0k0/Ded6Kr6JH6w2dOmnMt0wmk2YMSNlK402KI5dKpSxVRPrR/x6OI+PG0gNx8dX+HBonJydmgDgApjv9kM4EdZ7mckGPwNBRvciYMJaHh4fq9/uWWmec4Adj0HgvHO5AIGBUBQ5g7g36xHrwjjRV7ES33AODxCFChO7T4NKk8DbUCK/L6Lc2/ER+56VBcDySyaTNKWlHz2f0FAX2CQ4oaUj/e/aTd0Y9yk01OGvBB0D9fl/ZbNaQZSp8paFjwMHBWvWIMNxuaaxj6JEHT1PBGUYNgXnFQSBlX61WLf23ubmpTqejjY0NpVIpHRwcKNbvGzL6f/7+7+vEBVo4hZJMcSObzSoQCBiP2FNicNrZrz6gZp6loRMBwuj5xChvZLNZQ6Q4WNlL+/v7unz5snXBksbp4LOzM21sbGh/f984z7xHt9vV/v6+ksmk0Tp8cMZ8Yks8vxtFEc91jkajll0CmcMh7Ha7Jn0ljVU9CB68yDc8eegwjx8/tu/js57jvr+/r0ajocuXL0uS8fPJcEGTYKxjsZgODw+VTCYNqfL8eY8ign41m017t6tXr9o6YqymZaGwY1BCGFfsYalU0vLysu7evatUKjWBALL/yIoNBgNL2ZL2DofDdk54pBzaCkg4ckWeUwpSirOK7YCW5gN8f256NJqAmUyPNKYDoe86MzNj8lCsmXa7bQE5CC/naj6fN9URSVaVL42ReCgpAAdeNxjePHxbf27BI+e+ZLr8BbiFCgA0Ei6yT/5ZWc9QEqCn+HHlvvDaQcIJVEqlkjm7qPfs7OyYjSqVSmqXy/p3//7fDx/kAhn9h7mY/EAgYCkmFvHs7KwZoaOjI4s+IUL7dAeoGakxnEZJxumThpsfMWm/KTmscWC8IDQ8LlorehK/NOR4lEol47oFAgEzBtI41RUMBg1VBO3i2fk8siVEgPACuZcXA5ZkEZgvXuFe3BunhOjMk9Q58EBLMNI4dCDQoNU4LdPFKhjvlZWVCTkYHBWMhJcQkoaOPh1GSBd7pxuDQASKNAvfFYlEdHh4qEwmYyl1nxLGmUBGyBeVcehyaPo55zD1ItIeneQwRdKLAIFxZe3hyE4XCZE+hnLB/PF8pL+ksQyJP5wJfHCmSYVJMs5aIpGw4M4jzjj+8KEYM1+sQvDmJVN8WpRDi6DQFyF1OkO9Te7f7/cnROsJzAi0vBxOtVpVJpNRq9UyqTGKRHh3ggoQeYrbmJdgMKirV6+qXC5rcXFRzz//vJ48eWJjs7a2pvv375sTPOsK527fvq3VGzcM4cFhlYZoDAg56XXklngPivz4716vZ04MHFKyNpFIxOZAkgWDq6urKhaLWlhYsDQjayMajWphYUFbo7a+HI7s09XVVStm8bw7qB5IC/mCJWmczmWPwWvk9wsLC3bgg8wdHh6afF04HJ5A2UDiPJJEQOj3qF9P7NloNGopYT7bbDaN+81e9wVOS0tLdt/Dw0Otra0ZpxRaQKVSUaVSmUAwGXcyCRQjURsgDZFROMaseZ7XSw3SYrVcLtucb2xsaGdnxygUt27d0vb2tgUJu7u7hvIR+CUSiQl5OpBDHHbOEd4tnU6bE0yqn99nMhk9fPhQi4uLlknxmSmCbQ/kUJzb6/W0t7dnslHQTKbPGhBHgljOrlwuZ5zrpaUlQ3dxPnEkDw8PJ6hjPBu0Bp6XAFAagwU4nQTM/tzCFgwGAxWLxQl+9ubmpj70oQ/p3XffNeqFNA5MQK/z+bxlN05OTiYK9jqdjukN+8ATJxReOf4EGqeMezKZ1P7+vq5evapud9yy+OzsTMuuQPo8XKHf+Z3f+Z1/7If4/3R95SuSpNc/9jF1RqlOnE+QOIza2dmZoTSkRdk4LELPGfG8SX5OZA23EN6QNI6qQSkQDkZInVQtveODwaCKxaLm5+fNydra2jLuGBuRXvDxeFyJREL1et0cF7ijLHwcClAdaYzckYJEO46UMSgv6Xt4P6QOMVo4NPyM9/fFW/CYgsGgpar5fzYkKJT/OZxej+xgrOEQwilkfvr9vs0p5G5fsMJhgSoCc9JqtawiHG4dqRIqFbvdrtEoWq2WjYUkq0DmvTkMGQsMI+ONAwd6hMPFOgTlwlnmfZhT+KoEPNPcImgcIJOMLU4eyCb9xXl+9gKosHciEDGn2MQfFjwzTiNrzfM/+T0Ola9Ux4lkHv2eA9HG+cJxoACI9YUDzHjjSHJgTFNM2Bd+bTHG7CGaQvA8qVRK6+vr+s53vqNms6l3333XDgfeBT5tJpMZoivNpl757nclSdv//J/rbFSsANcbag1jw7PTocYXUZHa85Xcy8vLtvdxtqZpF/w3jk2lUlEmk5lAhufn5w1VgfOay+Vsz+KAE/j4YhTsJusFDh0pQwJUkDnsjDSJ9OAQxGIxQ559CjcQCExom4Lcsf44hHO5nIrFoqX7sdGewwzfmz0Bjater1tBCDYDLch8Pm9OPfuAgBLlBxBf+NC8C/aDvXZ6empZBoo4j4+PFYlELLBAvSGRSNgeYD6xaQjmcz5gZ3q9njmvrI9kMmlUgEBgqNzC2VQoFOz/QZ+73aEmKecDNg9HrVgs6rnnnrMg/uzsTAsLC5qbmzMACPSUYkzOv2KxaEoUiURiorCYNcR6xpHudDqmP4q9YE/4DBrnIIABdCqAB5x7bA/8bexINBrV3t6eqS5AE8EGeVvCeMNbbbfbWlhY0L1793T58mVDOXH2KcTFuWTt8I6hUEiLi4sWlEK/YH/1esOmN+Vy2Qqu8Wc4D2KxmPb29rSysqKdnR1lMhm9++675jQno1F99NvfHvpL/+bfSC54+6d4XeiMXlwX18V1cV1cF9fFdXFdXP9o17lP08/OzqrdH+s2gnyCjPhqY1AkCi+INDwSBWJHipPIBi1OOrnUajWr4JZk3LhOp2PRIKicNEQ3dnZ2DMGlx7EnaoNuSeNuJhStECWCThL1kqqp1WrvSZXyb1KSBwcHWl5e1u7urmmlSpqIPH1HGhBRUEnQZN4TJIaWnCDKpHBBRfr9vg4ODlSpVHTlyhU9ffrU+k5LY0kYUA2qBLm8VBT3B5Xs9XrWaxnkhj7HvNtgMFQmoO8zqAXjSnUv0bDn0s7MzFi6ivQN7w3CA4oDysfnQXyhhBBlg6hTCAI/GBSKVBcpeDjAVOt7xIwUji/o4d+kiaFAeC4W88T/k271ZH0Qkng8bsVYfDcoHgUTnrfqx8KrInhqiN+rIJpeagXNSRBmUA5Jho7y3vQQ9/QHUI7FxUXt7e3ZGEvj3vbZbNaKHHq9nq3XYrGozc1Nra2tWQGP54Lx/dB4Dg4OtDhaI4xduNezVOXJyYlpSoKKsTZAvXz2gczB6emp5ubmrGKee7Nmy+WyoYg+Vc44zM/PG8q8uroqaVwERJvOg4MD488yvouLi8ZLL5fLdu/l5WWdnp5qaWlJu7u7E8UYPBv85lAopFKppNXVVRs3EKnT01OTufG8X+zv0tKS9vf3DWmjWAbUn3SnlzFrNBpG1wHx5vuYA9Y7tmt7e9soCqurq1pYWNDdu3etZz38cuYFWbh8Pv8eigL6mNVqValUSslkUk+ePDFeKPMEzaFarRr/EN1W3qNQKJgWqTRZ2DU7O2v72hdv+cwAWSmfNSM7R5rb781weNjaFqm2SqWipaUlPX78WJL0/PPPm4Y1LWp53pmZGa2urmpra0uLi4va2dnR0tKSrRlsM4giGRrfvY71zPnj0XjWJe/K9zE2XtaRd+Xe2A/OS7iX2NeDgwPboyCoXh2CLBhnCJ9lTcRiMW1sbNgemJub09OnT22vIyPFO0M7gqIAmimNud6+RgSKTCaTscwZz3716lXrMBaLxbS8vKyZmRnrOCbJfIfzcp37NP13X3lFLZcWJYVHVXkkElG1WjUStCd6A5mTIsA4wj8ifcuhBzGdtKiXkoDD2ev1tLS0NEHo5vswhu122wT5j46OrOIPbg9GnQPS6+rh1JBOqVarE4Rwv+lxtv1/8044jKR1SBuSTuZ5eQfe3ctO+XQoxpoDFoeVz+MYbG1t6erVq8ZPwsHle/k3DgL6laRKSIE0m02b7263a44oTqlP7zBXxWLRaBvMJyl05p3P8I9vkUkqGd4QOok4mziGPCdjwWf4Tni9pIz4HJdP58N7In3LAYuzx3PzXT6N73lZpNRYR8wd+2YwGFjKlLWP3qzfC1BPcH49rwoHUxo7uxw2FPb54jf2DXPO+mKd+0JC0o7SMPg5OjoyjhiFirwPjnEul5somvFFToxLvV7XYDBUiUin05qdndXe3p7m5+ctICVYIb1OOppAI5lM6qxW08/9zd9Ikv7vtTWFRzI6zCfzhN0hZc9e9++Js0zQ62klBEakZNkX7Ad0W9lXjKHnz4ZCIT179syKT46Pjy0dDYWhWq2atiEpTdLacP9isZhxbVnnXmwd3i4OYTweN74ufduxuxQnIVpO8SeC7l66hsCCokgCQNYcfE1sO4HM2tqavT9FY8lkUtFo1IKE4+NjXb16VaVSydabT/WjTMBawb4xbp6KQQEiDiLpe5w9HA+AjWazac+PjQmHw0YbCoVCJrzPnPL+0AAYE54DagI8e0/tYO8Y73l21uTn0JtFczWRSBgQQ4DDeuN52OszMzNKp9NWPDQYDIzzGQwGTZ6Jc8lXiAcCAQuyCWygozEPwWBQ29vbVsDHGEPTIBjYGrUt5bzgHgRd0B54Rnj03ibzHNyDizOK7yWw9TaYMzUWi1krbGpH2u22NjY2DPgqlUoTDjjNeHB8KdpaXFzU3NycNcvguQEqTk9PrVg33O/rZ197bfiF5yBNf+6d0b/+6Z9Wa4qf5DltLCiKJEBfWHCQ7eFKoqPpnREqltn4oIgeQWs2m3ZgcIATnXOwp1Ip47Z4Hg+oK2gTC5p7+uIRHGwiKV985VEvDIvnz0B6ZlMRCSJKjwHz/BiMF4eaN3IYNfiavtIcI+IdDcj5dO9h/PkHBwkeIo5AMpm0giw4VT5IYH75e/T2cE5wFCn64DADXWPc4ZTikEtjZN1LHjUaDauKh4/Je3qZIPiwcJ14XviuHjkmKKjVahPIK2OXzWZNDQJHHX4e6BqcUw5IkGreBa4jDiDjgtGHC+XnGg7w7OysOW58F+uTd2S9+LGFf8X3cPF3/v7TP2cMCFbYf+zvXq9nXD9pzJHm2b3EFUVyfq3UarUJHnGpVFK1WrWin0AgoIODA126dEmHh4e2D0CpuFcul1Pv7Ew/853vSJL+9ud/Xq3BuMOOd9BxCuBHMq4cqiBDzB97BjQPHjR7m/2CM5LJZGyPMz843aAs4fCwKcTGxoYJ1/uGETgarKWNjQ1lMhkVi0Wzi8jYoYsajUYtuMZ5IJPD3qCwkSJG5pY5XVpasiCWz/Fc8DoJLILBoHExWRtU/oOCURQyGAxUqVRMwo4iGc/xxnaBgnNPf3546SWcXxzGSqVi8wDKxhh6zjcSVAAInitKEePS0tJEN7lOp2ONAAgGvN1k3gBZsD3egfOFiz57gb0nWInH43YGgf4fHx9P6EvjmHs5tkKhYPPd74+VDZ49ezbBC0fCjqCgWCwqHo9bcRwBFmcH445EGp20crmcodqsEdY44xaPxxWLxawQk+AZZ5Qxu3TpkunQFgoFO388d9TXNbCfCcABhVCT8WorzFs+n7cAGvWDXq9n2rPwiX2NRDabNX3uubk5ra6u6p133lG5XLZ6EwogKTyETyxJ5YMDffrNN4cG9xw4o+c+Td/v9xV2k48g9rT0kjSu8CVylcYdfPg9qRhSox7+xxlAsN0XGyE50W63rWDAp8yi0ehE54rp1BjRji/0wBhLMukLnD4MMr/HwPhWaTy7NEzl5PP5iQpiHFkqkUF8vFFjjDCuVMV7CaNKpWIRJk463yeNgwOMHvPmq2RJRzOGPm0pDdNsuVxuAi2VxtJNOLYYdB9leg27Xq83USkKOgUCM600gOPKgTdNEcCR4uDH8WROp51l6BfS2JhhVHBYGSMOW1oBSrKggTHkYAKZ5t7SGGHFacXp4b1xvBuNhr0HhxZoL0Ecl0eCcIwZK1AF5s0XB7Ee/b6DqM869L/3jghqD54mQXETqbNms6mFhQV7DvY+tAcOe8YN1Q3QXr8fQPAYU59hkGR0D963Xq9PSMh1u11FRhXA2BO+GweOIhMoKb6RAfuH98bpYdxQUcAh81XjoCmlUmlCPsp3USIoYz14G0TAB71Bkh4+fGjzA6JH8Zxf76lUSouLiyZaL42rglmPOODdbteQIvZ4u93W8fGxQqGQaWGC0ElD+sBgMGz7S/UynwV53t/fVyqVsiCDivRut6uFhQWzyYyTV2g4ODhQKDSUyiGYwk6Uy2Wl02lLUXunS5L9PQV7VK7zfIHAUJJvdXVVh4eHEw0kkBEjwCwWi1pZWbHKaeZqfn7ekH7SvtKYvgDqR7EY5xqa1b6qHqdIkjk87BH2A+oxvpMUZ4OXUpqbm9P9+/eVTCatGQWyUuvr6xZ44fCD4kmy9rN0GyJwZf2gvR0IBEwtxstSsV5nZmaUy+UUDoctI8E5gQ1C9tFnjGKxmKkRVKtVHR0dmT1jjRJoeD/B70XsC/eaPnu4F4EcezWTyVhRNMVLjEsymbR1Thb1wYMH+sAHPiBJun///oT8od+jvPuho9Cch+vcI6Pf/uhHNRhNgJf+YcERefvIDMfBR6xEe567huHyUD1cSFAuDvxMJmPdLTBiOGlEe2jLkfJsNpuGKngjU6lULKIlJRqLxeyQJGIkXeJTJUTzPr0KSsIm839HStML2fNzn3bl7zm0uT9ODZE1PFmQRpwxjK1PXbE5QTJ5X/7Oo7mgedJYbqnf71vELo31THGkuQdzAgeMceFepE2hN/DdfAfVvjg43gn17waHkAjcaw769DOohXegWatUX3MgE9gwHx5pwknxkTrrkc9gDEEMOFQ8Yk+qR5JJj+HIEXSAMPkxZS4Ycw5kX73sucY4RqS7/TrHaeR9QAOuXr2qaDRqhxLBhudySprgwYG8s549Wu15xaTiA4GAHaqgjihNrKys6M6dO8pms8pkMhPaq6zXRqOhxOysfvqv/1qS9Hef/KTORkFTKBTS4eGhpbsJUlHG4MDxqU6f4iOtzfuB2sMpZW9CQUKQn3VLYFWr1awVIUEviLtHyAm2yNRkMhnNz88b4iqNG1GwTrBh8NYRvwfFXVxcnOCXIvfluwnh9EtD/ubu7q6uXbtmHEa//0GP0cwkYKLCPRwOG1CwuLho6XjOBSr/B4OBcrmcZdEYL5BVgAvGvd/vWwodhwr6S6vVsnbJgAXsXU9DIgu1t7c3wWMklU3rTQIs6F6g9zgt+/v7hvaxd6vVqmkkBwIBoxLwrNhrnD2fmWCdIE8F1Y3MhyRrV7y4uKinT5+qWq1acwCyfpx3PAM2wquVSLKqe8YL7iTnMalsKCGcjfv7+1pYWDD7CShEUBMKhZTL5awFaa/X06VLlyb2FPaRwC8UCmlzc1PXrl2zTATyidCwfI2JB0oAmTj/oXKxP5Ftq1QqxjcFscW2Ajrs7+/beiPL8ejRIz3//PO6ffu2PvjBD5o+LvsXXjVINuNSr9eVikaNOnSBjP4DXIlEQh2HVLEx4NqQMuLCEfGpJH6PFA2Hq0dGSc1hUH16it97CQ4MLsip59zxtxgsaawj2m63jVPJZyQZnwiEzvOwuHzqiGiLe+NA4SB4ySIQY4+CocfH5SWROCQxNoxTLpf7sagu6RDGGAkO7k9gQHqJ9+XZcUxAzrwDhjPneZ0gtH58QH3RN/QIHEYa7iwIsDQ8eEn5drtdO5S44Jzy3KCrPBvrCFrGNEpWqVRMm7DX69l6kcaiyDjBOFUe4WO+4bBKkwVWpHxAX32kzpohI9DtLpodNwAAIABJREFUdg1VYH+wLj0i6tcUY4kD45Egvy4JFL2wPFI4OCY+k8D6QNokk8lY151YLGYoMqlsHFp+zxrB8YArLsn4pJImUmfcm1Ti2dmZHj9+rMuXL09072G9Q7Xo9XrqOy5qvV5XZPS31WrV2lgyFjjWpVLJimEYHw40hNU5LCnK8MgeHLtWq2W6vMiYEeASsHJBeUEOplar2bgtLS1pb2/PniUajWp/f39C2J0CnOPjY2WzWevCxO99ahke8s7OzsS9kbyq1WpqNpu6du2apGFBSbPZ1NbWlnK5nHZ3d9VqtayLUalUssxMvV43mSLG1VOdPAdakgUo7G0cIQpxWq1hn/HBYNjOFPkhNFChRTC+cIV9hyf4+6S7adrAmkB/NBAIaGNjYyJrV6/Xtbq6qu3tbRUKBXsfSdbmGDR0MBhMoK4gmr67k99L2A2cT4IJxq7b7VpGyvd8x0FEg5hUcrfb1Uc+8hFJ0vb2to1rNpu1fempANg8zg9f+NVut80OIDNG0C0NUVkE74PBoK5cuWL7WRrqtxJAcw9PJep2u9ra2jIKhu/uxHzF43G9+OKLqlQqCgQC1h2NFDvfxb7j2VlD2IL5+Xltbm5aUV273bY1Dn2Ds1Manj0498FgUOvr69be9urVq1YMtr+/r5deekm3b9+2gjiCWGlYCLW+vq69vT3TM7527ZqSTnP1PFzn3hnt9/vWuzgcDqtQKJgjAsrJ4vMC9tJYQN53AGFB+8pxadxZA0MNeogh7/V6duh0OkP9QCJgScYnAsbn8PSHfCAw7hnMosfxwFGEo4Sjy/MRTeOkYkwZIxxpUnqZTMb+lpQOqR4cQA4xzyH13VZ49n6/bz14qfbn4JFkVYR0sqBYAIcF9JO0rkd6ETz2ByQGQtJE2zsCBpxLxgXUDhTOp7NBd4jESZtwqHoxasbCc4VxVBmX4+NjM+I4tiARHiWRZC0TY7GYdeCi2ECSOfwgR/4+rG+PUBO5e5QcR56MgHek+RwBWTgctsOVYAIaA3xLDkgQFg433wTBPztpLj9mjDvvRmoRlJ5345nYlzgGZBxIyVE1yzrgQEPXkvfwbVRBU9hL/X7fnM21tTVls1nt7e0ZtSadTpud4bBhPLPZrJojIWvWxFmvZ/sKLi9znsvl1O12DW0EGeGz8IDhO/vUH8glyAsoDilV72RA6fBdknK5nDY3Ny2tl8lk7L1p3NEbPTv2FCeeuQBFBunxrUZxaCgO2d/ft4rlJ0+e6OzsTDdv3jRFj2w2q7t379p4YmcpBo3H41ZN79F51ofndnsePug54xIIBOzwzmQyth4IvugzTxEK+5D9gO3HPhPgEbDDhaVCmvWIfYZjS8bAF3aBDFI8RCaIvYCaQjabNTABNJN3wwknDY29YK3v7+9P8G8J6JhX7tXtdg3Rx4ZCxSkWi2bXHz16ZJ/FdkIZYf9xgWKz19BwZtxodAD/17e07nQ6pgDBPXxFPEEbTiXappJMG9ZnZQB1GDeCwadPn06cwdK4+xNoKI61B2FQPiAAAYVnbMrlsgWeqFt4HyKTyahWq6lcLiufz5uNe/TokWU35ufntbe3p6WlpYk2rARFgFzLy8taX1+XNFJYcLb+PFwXOqMX18V1cV1cF9fFdXFdXBfXP9p17pHRXq9n2lqk9iAuw4EiSkOjjJQwul4eMSG1J8mQJmmcziQNQsUdqEK/P9TsQz8T+Q8qavnux48fG3LmydggUIFAwAoU4F3yWSJ+UjAgZtK4v7DnBfn7UtnpC4g8gkLrRophfDoZ5MojmL5gIxKJaGFhwZ6NKBdUwcsYMY7SGKEmRYvEi0cH4cfQz5sUjUcuSd/HYjFLS/pWeJ5fyXcyB/Qn5v/7/f7EevDUAQoEeDaKMZB4IdLl7/m8L0jxUiYezUR3FhoB4zMYDKxogPXiObLwYCmo4Jl4d0mWip1eb6TuPb+T9cpe4jOzUykfX0RA2pB0FHPOs4PaoEcrjdEYivBIsXpFCFBrxhqkhmpwejIHAgHjlrGeQO5zudyETq40RBVKpZIymYx2d3c1OzurbDZr6eTHjx9rMBjoypUrht7m83lDkkids0+LxaL6rnXv0tKS9kZFjqBAnjoB2sn6hcPGnMO1jkajZgdA9eDxUVFMiv7HFStSqd/v9w1x2d/f1/z8vO2ro6MjW09w2Sjs6Ha7VoksyRD8VCplRTEU9kjD1CEtj0GgvIbmYDDQzZs3tb29bVxQryHJnLPmqtWqVd1LY04k3GfPF/coOTzmwWCg69evSxryHRuNhj03VfEgzqDHvDfIIXsItZVarWaV7n7MKcJZXFw0dHIwGBiKvrS0ZIWEyPgw51B7yNik02mlUilDpD2FpdPpWHU2v2e++D7ONs8Pn5mZsbnlO1nPnm9MRi0SiUwUppVKJa2trU0og0gyndrl5WUr/vFam3Bk0+m02QHWEs+BrUBDFVvAuJIZAGmORCITdAJsI53MuIrFohqNhm7evGlpfmylJKvOB9XknGOM8B04A8gOYvvYX9I4g4dKB/tpOoNaqVQm1DKOjo60sbGheDxuGQVp2DYYNQvmBWqOJOswGA6HNT8/b2N27DI0YTcW5+E6985oMBhUwHHo2NAsAA4NaexYYHjYcCw+HBsWhK/GJ43tJSc8r4cDGa5lv9+fMCgYs4WFBTOCEOAl2eHoW8d5Y+c5fxxmpDglGaSP0+o3jS/8kWSpARwMeFx+k/CdkiylTuqVtCP0BpxUUmSkGH1lH1wd0lOQ3CWZEwk538sbMbZoAfJsnkJAsQSyNXwf78AaILVHKlKSGTF4Tz5tzdgw5wjH+2pLnGjWB8469+Z+sVjMjLznHOHoeQeKd5yfn9fx8bEdvqSjMEg4ptAqCJR89TqOJmudOWHtUlHMemZcqbzlHSmw4POk/Pg3jiRrDooJaTkKxHg39pJ31Dzv0xdWsJf9XqRYodvtmmPq02u9Xs8CJOaFvbazs2P3zmQyyuVyOjg4sO9/3/veZxzT2dlZpVIpPXnyxKr1mUNS8LOzsxo4/t/BwYECIxUE+HqsdbipR0dHmp+ft73FmkCSDceI9B3zAu0IewD1x487yhykMOPxuKWrSd3v7u7q7OxMn/zkJ3Xv3j1J0uHhod7//ver1+vp+PhY7XbbdEglGb0gEolofX19QidUkvHl4XBTJINdoRXm6uqqUXE87WZ1ddVS4EiwEciyPk5PT81pQctSGh7Ol0dtGc/Ozox/CLWCsb18+bLpU2JXJFmxEbJV0J7YyzhXg8HAKuqhgnDBH8Z2+wApFBpqu1IMBg9SkqmzQBvDkeS9U6mUSSwlEglTPcA+QzeAQw2dBl40radrtZoKhYIODw8n6gFqtZqq1apR3AiwfEvWUChkskpQCriWl5dVqVSMYpDJZGy9QV/w0lBI4zFm/Lxer9sc+2YG/X5f5XJZS0tL1vrZgxGeLgSFQ5KdBXBBK5WKOeWs90gkouXlZW1vb9t48W5QAwgWoa55NRWK23hHtHW5fz6f18HBgfGXvbOMLNTm5qYKhYKWlpbsvX/4wx9a0wsCr263a80rJJnSBioDADnS0InvXlTT/wNdo2r6b37oQ2qNUEUOCdBNKm+JcIjocDh84YwkQwcpGqEAxHN7cMaIbuGIcqjAd4F/6WVmWFjVatUWNXwbeDWS7PCgqpDKZlAaqjXhClHRTiENGxuU0nNeiCo5qKRx/2dQuVAoZA41KDBOEnwk/s3PMG4c0hwWRNo48JLMIeUfeD2hUMj4Q4y/d149WvXcc8+ZALA0LkTyeoJ8J9XTfp7hZMEPpuKTgIUD1VecIyHC2MNxhMOEQ+2Lo3Dk4KhRLe8LtjBqRO4ESnCC0fv01e04ud4RwVFmvHg3/h7U1BfB+SpR3hsH3Fc793o9Czr4LooomBs4rDwraI3nhII2/X3cXWmMJntUmZ9LY0SafvKe88iYgVpwL/iZvlDNZznoOoYiAggJB28ikbCghGegAjuZTKrXbJrA9F/+s39mNgmndhod9yi9tx8c5hSD+X7Z2ACKIDw/1CtbMMZPnjzR+vq6oULS8JCqVqu6evXqENF1QRdjiWg86BnOPeszk8mYw0ZATZCMzUI3kkCRjAbfyaHrx91LFbFfUDWgKBG7hPPmgzT2RD6ft/2JCDtO1t7envECZ2ZmtL+/r7OzM/vM2dmZFRB59JK1TMDPXBIYzMzMqFqtKpPJ6Pj4WMFgUIeHh8a/xYl9+PChEomEcVW73a7K5bI5xgR9gApkk/r9viHhOFN+n5ONCgaDFhT4ymwKrrA1OMsEfK1WS/l8XoeHh/YdHqWkyBVOKTaAYiOACi/9h/QW78Be4f7YU5xQHHQKrHAwQdj9XHL2gj42m01DOuHmMw6sXZBhzk/GjOyBVxRgzFqt1v/D3pv9OHpmZ54PyWBsjCCDa3CLPXJfpJRSKalUkkpSucqGje4L3xi2/4m6aMDThgfdgHs80z0N9EUD8x8YGMAYe6YantqrtFVJJSkrU5nKjIwlYw+SEVyCS+xBci4YvxMv03Pb9uQgP0BQShlBft/7ve9ZnvOc51iQ6vaS8PyoGdD0CGDE2vB82GdXRWZvb08TExOmPjE/P69arWaaxpyP8fFxFQoFhcNh2+NjY2Nd6j2bm5tKpVKWwG1vbyscCOhbv/pVJ156Drrpn/tg9Lff/a6a3nO9RowqWS0BGYEBjpnyJBuLwIRyrVuqxgi53aKDg4OW9XHwKDk+W+b2eDy24WiSITAdGhrqCoI5FDhVFzUiQ+IeaE4BIcXgN5tNhUIhM+QcMhBjsm9X9oo1owOQy6UDsE5ko25wR8lSkhlMUI5AIGAHEvkJSuuUnpA0mZ2dNSSRyUg4/Xa7rY8//lgTExP64Q9/qAcPHmhwcFCPHj1SOp1WtVrVa6+9pmQyqUAgYKWhtbU1EzRH4Jv94qK/0nmgQ4CHwQeddAMrggqQVT6ThMgtwbImhULB9hoILh3flAbZl25ABi0EFI33wtpg3PhZ9h57k9Ilz46j4nvYA+wLnKy7pwgIcJzcK3vD7QonMcOpusae7+eZeA5X2YCfIeGiec4to9EkiHNB0gU0hX0ZCoVsmg9lUM4WDoryMIE3TUuunqIr/0O5kgBr0O83w/9/37ol39mEov39faVSqS7KEGXXoaEh7ezsWNkYqgfvhESMaSsEDuglug5/eHjYnDtVFzQfea9UNEDSaNqJRqNdlQ4oNX6/30r6fFe1WjU1AN4vtoP9T8MizU6hUKgroZFkCCfBC0EYNgbEFD1Ozhv7cHt7WzMzM110IUq+h4eHJl/FO49EIlZ1SiQSKhaLOjw8VCQS6RqCQeAiyQIcgohqtWpoFDaWs57P5/XKK69obm5OiURCOzs7ymazKhQKJvtUq9U0MTGhp0+fKpvN2vOipAH66CoN8ExUJAjYXCqCi5KDOPKOJFnihf0jQcA3kiBxNhqNhn0+55eEbGBgwCST8EeJRMJ8JsEdgTGVJxdN5DlovBkZGdHJyYlVz9zGXd49Qxee3evsq2Aw2CUD5QIOJPScL7f5kiZGF1wAHEEmi33E2SIp5d1jn0gUSR49Ho8ePXpkQzSYpkbc0NfXp1wuZ3adscCom4C008CFTjj+vt1uW4O0z+ezkdtoDNdLJX3w+eedw/EcBKP/vyjTtx3khAzMRZ5cKRxQIaYdPMtTI0Dz+/3a3d3t0j/DyIO6PMvlIoghK45EIvbde3t79r0YykgkYsgQ5RNJhhyQPUrnJUw2O8ERJVnQKTJfHIt0Lp1EFsczY+AwEGSPGAdXgoIgAXRvcHDQynegOy6fEmfL8/j9fpPWIEAFHanVaia8fPfuXU1MTFhHJI6gt7dXhUJBf/Znf6aPP/5Yf/zHfyxJunfvnn7/939fv/rVr/S9731PP/rRjzQ1NaXV1VVJnUD5vffe0+Hhoba3t1WtVpXL5azD1w2iSQJc3ih6gwSBzWaziy/p6vCx/qwraD3GCuSJPVGv103UHmPFJCXu3XXWLpLIeyPRQoOQ5IK1IwkBseWduu8W50rCxv+Ho4SDdlFIntPt3MUBsa4EVgcHB8bX5u8JNDmvOAnWDiPP9xIk804kaWtrS/39/YrFYl1cb3iWPp9Ply9f1uPHj80B8OygHIzpw8nxXlhruGwggpLss+no39vbM6oQ54g1hJ/qKke4aB5C7K40mdsBj1Sdu+cqlYpSqZTK5bJVItxzx1QWZG/cPYuNw0a6XdeJRMKk2xqNho6Pj41Hzu8yw5zAAXky6Xx4RjweV6VSseEAoMDc3+7urnp6eoyPyucTZFMtGhwc1NramsnZYGe8Xq+CwaAKhYKtNYErSU08HjduMe+02WyaTiPf+yxCDUgBWupSnK5evaqlpSXV63XNzMyoWCwamkuSdHR0pKmpKd29e1e3bt3SysqKpE7wtbu7axJSq6urVnJFPgtqA3bArQhAR8FnsH+5dzRHXdUS3mtPT4/Gx8dVqVSs1A63VpIhuvBuGXXrSiBRBsY3uXZoc3NTiUTCgktQZ6lDP3O76wmaXF68q2JCII5NdSlGnGsqYOwZN3Bmf/O7UJEI4LFX7EWqNXBmOQecM6/Xa0DR3t5e19AS93P4bpd+MTw8rGw2K5/Pp2KxqFarZTQN6XxgQH9/vwqFQpcaiduXMTk5qc3NTVWrVfPVnFGeYXx8XEtLS13DXOCJPy/Xc4+MfvLOOxo8m6RCFuXK+IBq4iyPjo4UCoUMmu/t7TUEjszGLX+43DU3eyJzAR36fyvdEHRSVqJUDEKCAeQfr9drUDzBNCU3ysWuLJWb0blNAK4RcgNxype7u7v/ROaGsgSODWdIxkdJFjSE+wdRc+WHOPDueDaCD5xlpVIxMj7PVa1WbfQiawT/6MKFC8ZjOzk5MQdNAwZZ4vXr1/XgwQO9//77mpycVKvV0t27dw0ZTSaTmp2d1fb2thl4giZXuouAAfSXPxOcucGFdO4wCJ5cPpp0zr9Ff5Y9xd55Fgnkdwhw+bdLl3BL3y7/lyDDRQYoD5GF885AfXlnIA4grLwb1piSqesoSercz6KsDEcRA809gIxR3mOfusmgy0HF2bhBJyMHQWxB9kFzx8fHtbKyomazacGR3+9XsVi0Ur3f77f3v729rd3dXVWrVSUSCUtceOduWXp3d9foNvF4XMeNht7++GNJ0v91/bp6zugTyIaxrygvu/sKZ+xKabFucN54h5RbeQ9utYVyK2eHdUXyh31Eg8zJyYmSyaQ2NzfNHtZqta6kZmxsTP39/cZ19fs7M+Pb7bY1XYDccZaxM/CbCf5d1LfZbBrqiQ0ZGhqyBhPOAkgkZ4qpUn6/33RaCWjc/bW3t2eNH9hm5HCQ05JkJVY0JYPBoNk7kuNcLmeyVRsbG5qamjL+8/z8vOr1uv7kT/5Ef/d3f6f33ntP/+2//Tf9+Z//uf7hH/5Bb775plKplL788ku9/fbb+vLLL40rTFNVOp22igoVLcrWvb29poULbYH/39/fb0k/gQr+hX2NTS6VSpbYsD6MGHbXz9UzRR+Zs1ipVOwswGt1Ayh0W93GILd3gWlFSBzReAWNBS1rOPgkobwX6A74cnw3aCo+E7uG/fF6vcYbxcZhz/gcfn5kZMRsNbEDSTqJnZucu9RAbDn26vDwUKlUyhJMn89nMmwuh1aSotGoNjY2zB64fvrw8NDOxK1btwxIQR7u6OhIu7u7Zn95f6lYTK/++Medl/McIKPPfTD62fvva//M6JOZYahx+G75CqPGxsWYuyXser3eVb7wer029Yf/T4ezy2/EiOGco9GoZT5uidMNCtxyaKvVMrIzgQf3y8Z3O5ZxbG7JgGfE0YN6SecBEU6K+2aeNIFoX19fl+g2gQV8u2azaV3ccP045ARhcGcJMijDoM0Gooexmpyc1Pr6ugVKbjCSzWb18OFDXblyRcViUalUSgsLC/bnfD6v27dv68GDB4rH44pGo5qfn1cul7Pnymaz8vv92tra0tzcnGXr2WxWiURCe3t71q1JoMefCbTdZhtJ5nRdHiQBCPvKfR/sD/YBBpRs2uUS8i5dDidTSCjp4sAIFl31BbckCvLols/I7mkYcN81QQ4ZP2UqAgTpXBQf9BTnTODj9/sNUXZ1/dwg3uVPuUiPi55CJ3ARU5/PZ2tBKdXlDrsC1NAjKG2h6QgqTfBOAuv3+61cRrDGpDTWiOemetHf36+T/X3jjH7zr/+1Ts9sCd8Hf9VNBECAQKkI8uGCVqtVQ7kI8tvttk0kculB7jpR1YF7DtqJMyaxTSaTWltbs7Go1WrVnGaz2WkAKxQKFhiAxqAg4fP5LClkn1AmJiEol8tdXD0cLXuXBJwglI559kWlUjHUEAAA0fp2u22jWIeHh23UJY1niInzs/C7GWVbrVYtQCVwqVQqqlarunXrljY3N+07M5mM9vf3LaDa3t5WOp220vDw8LA2NjaUSqWMd1kul3X9+nUbQPDkyRNduHBBa2trmp6etu5z1hxNTQIs9iu8X9B7t8eAYI1SNIgaZxjuJIEjvg/KEKM66QZHvYAk0T2DzEAnqcAOsFdjsZg18GIbXZ4wTTyuv6QD3bWZDHPAjuE/XH4yA0TwnYBGnE8Cw9PTU9uz7Xbb1gA7w7kkeK9WqxaYejwe29/sTSphxAGuf+Yfl4MvycCX0dFR5XI5u0dsz8nJifL5vMLhsMLhsGmfj42N6fS0M6ludHTUAmqqFX6/v1OOP5uuxiAFqGaNclnvfvppx1k9B8HoC53RF9eL68X14npxvbheXC+uF9e/2PXcc0bb7bbqZ7xJpkOQuZGpu9wOykiUH1weG80CoCvSuRYmyJQr++AiWWSMSISATrgyPK60DoiN283q8Xg0NjZmk1Ao3bkXZQFK++74Pb4zHo93aZJRVuHPoHFwPkGZKM1TknSRKuQ2yJrd0aiULem8dDNivnNsbMx4MW4TltTJHJlFvbu7q3q9rkuXLkmSvvnmG6XTaXk8HhWLResiZt2z2aw2NjZULpd17do1ra2tKRwOG1I2MzOjn/70pxoeHjapLZAYqcN3qtfrunz5sqanp/XrX//aJsNwb7w30E/eWU9Pj6EQlGHd7nZJhjTDA3MlteCmgiqxtmTUkNxBslwJK+mcu0hnLOUrMn+mvoCcuoiDO+KUfQVywGdT9uOsgMyxn+Fz9fb2WmME9879Q9t4tuzOfoWi4JbapG59V1AxftdFZfr7O3PraU6UOpJY7phA3p+L0tN1DgLdarWUTCYldSRfGMu5tbWlqakpo65I51xcVwKN75Y6Xf294bAhwm5jF89MZYVynvts/f396u/vt6ld+/v7xg0HzYd3SfMK3w8CjCpAf3+/RkZG7LzU63VlMhkVCgXlcjlbB57DRX1yuZzGxsZMfzUUCpmN4Dt3dnaMm9Zqtex800gWCoWskgMyz5lAasdtagJlp6sazh37mQ7v3t5e4/bxd3wmtAEqQ7wz+OBMykHbV5Kdr2AwaGVQaCr8fV9fn9LptB4+fKjbt2/r6dOn1mmN3ip7nnv/1VlT261bt0xuanFxUbVazfjXrnrBxMSEoZXY13w+b2V5t8GKZ8tkMsaNpcLmaoqWSqWuJsVn9zvrBNIPfx9bcHJyYpQ0zhPvzG3kWl9fVyaTMW1Rfrevr0/Dw8Pa2dmxZ+bswCllr1J14OyggUqVEAqLK1/Hz7qNsVyU3tmvbnUHxBT7Skmf3+d+otFoJ844a0By7RJVAc6ey6WliTcUCml/f1+FQsFK/+4aNJtNa7qFgxwMBo0TXywWrYOeq1gsanBwUDs7O6ZHDHLPc4ccrvbzcD33wWitVtPQ2QZ3eVIEbBhs6Vx/EEIywROb6Vl+I+V46Tzgcg0C/Bbp/NCgkUlpyS2VIobslurc5gA6ogcGBsz5ujqifCdBgNuEBFcOsrbLR6HkhYGGyM+9jYyMKJfLKRwO2/e6gQXft7u7a3ylSqVihyqdTiubzdr6FgoF9ff3m6Gu1Wqq1+vWPex2AUvn89/z+bwFPjQgTUxMqFgsqtFoKJ1OWzCEc33w4IFmZ2dNaPnw8FCTk5P6+7//e0nS6OiovvOd7+jDDz/UG2+8oVgspqWlJXu2eDxuDuL4+Fjf+ta3tLi4qOXlZUkdzUmcEuV6nCNcQNcouSLddHYiIUQ3M3uKtaFhrNls2vryTikLsid8Pp+pHRBIuE0dbhAHn4iOfygVXLxr+HJojkrqCgzpVnWbWQicWQdJXQkIsmUEnQRezxpyLug1Lg2A76ex5FkKg9uNT4AjdUbppdNp+f0dyZNms6np6emu0Y/sVc6N3++3BsLe3l4b6cgZQVCd80CzCeXSXsfwJ5NJ7Z6VHUlYuLBJ8CkpC5I40hiEc3YDdd4ZieHx8bF1RfNeXL46zU2uvmu73RHGxrHjrNmvrClUkFKpZH9PQ0elUrFkLpPJ2LqNjo6afdnb27O9h4M+cdaEhMAdcIGsFKX0drszgvLixYv2/dhJqDguZ7FarWpiYkJ9fX0qlUrGSZRkXf1wTTlf7lnp6+vT6uqqKpWK4vF4lxYnZfKpqSmdnp5qdHRUX3zxhTVS/u3f/q2+//3v61e/+pXefvttffLJJ7p161aXQgFl4LGxMaMYcd80EOXzeXk8HvMfrBvvLhKJWLnWnVOOv2Pvbm1tWeAXDod1cHBgigDJZNK407z3o6Mj68JGD9ZNsPB9+C53PzUaDU1MTHQlSOwPGkQrlYqBRNDgpI5GqTs2lX3B77daHbH7VCplPpnmJT4/HA6b/uizvH9UawBgAIUkGfWG94JfYs8cHh6aggayZW4wCmcVm4s9Y22wZzRcvfTSS9rY2DCgpVwuK5/Pa2ZmRk+ePDEqFM8NTzydTisejxtoI0kXL15Uf3+/KpWKJavQzVjHwNn7f16u554z+vkHH8h3xrlB2obuOlfGQToXAUc2yOWa0GTkNhbDRK45AAAgAElEQVSA/pDtsslxFDhat0sXpBXHCXnf4/FYcxLoSL1eN3ka6ZzvRhYL/xTkzOUywsGCj9Pb22tGzW304OfgfdJx+aykBwcIx4bTdGVOXCJ3JBKxDuN6va65uTlzegRBBwcHhizSHDEyMmKoTTqdNrHylZUV0+ibnp42o4D8xeuvv66FhQWNj4/r/v37un37tuLxuPL5vBmy8fFxLS4uam9vT3/wB3+gmzdv6ic/+YkSiYQmJib05ZdfKpPJGM/0+PjYGjBGR0d1enqq5eVlRaNRTU5OKp1Om3MgEWDdCIgIsOB8uei3mxQxvQWeD3qiOBoCfgIvDKDX6zW+GtxAJIj4fAzss9xgF0UH+XQTNpfnhwwSzwavjHfPs7P/OC+sjati4Qbj3A/nin8/2+0rqQuVY2+6igFcIBysOYgU/C8CC9Z1ZGREX3/9tZ3d4+Nj07OlEkLw6fP5rIGEoIDkBQdZLBZ16dIlLS8v27ns9XhM2unTd9/VscOvxhbwPARbLk+dZ+LZeTcg7yS7fJ6L2LkNdSSRQ0NDSqfTFvCyT+H/sueLxaLtE7r++f2enh7j8HHvrDUoDs0l7GUCFgS4aWwCIeMZsJ1HR0eq1WpdepQ8K/Jcy8vLKhQKisfjqtVqtiazs7OmYQyHlXtAq9FtEFtfX7ekCzvnBvlw/tLptJ48eaKTkxNNT09rZGREH330kV5++WV98sknmpmZMcQ6Go3q6KgzDz2bzXYF6q1WSzMzMxodHdXm5qZx31OplHZ3d802E/wlEglDyQlk2u22rS/2KhgManl52dQLaByjycfj8Zg0Ge/QlWbiv7FB8LpRpSAo4lxGo1H7nsPDQ2UyGUNgaQrN5/Oq1+tWuWEt8/m8cYThSUudRBpUn+qKz+ezdwu/mDPrKlxUq1Wr5mHXsE80dGKbh4eHzZaS8EajUfX392tnZ8e4ofhH9gTNvNhCGp+5b/Y73+tWzOhXwZ7jczc2NuTxeLSxsaFcLmdo5+bmppLJpBqNhr3//v5+e+/wiOm3QKrOPdPRaFTr6+td1cx0PK6X//EfO0bzOeCMPvfB6I9eeUWnZ4EC2bQrFkyXuCSD9pk4QUDJwaHzE9SURgK3u9cNQIDxJRkRnXt4+vSp6YeCgqDNiPOnkYUABudEEAaJHIePw0LPze0GpFEClMw9gKFQqKusQknLbegi2Ha7kl1jHo1GTQt0bW1NGxsbhnxSvgKZc+Wm3Psn+x8cHDQCfaPR0ObmpjKZjPb29pTJZNTb26vFxUVVq1XrPgwEAnry5ImSyaRNzCGgoJP48ePHevfdd/Xo0SPVajXlcjm99dZb+uUvf6mBgQFduXJFX375pU5PTzUxMaFwOCyv16udnR0TfR4aGlKhUFCpVFK5XNarr76qSqVicjkYaRA56VwLD5TURaVJJjwejzljUCMCIdAe1huSPnsMRB1UCefT19fXhdSDjINO4ZipALBPeQYQCpIjd0+yd6XzwBGqAkkNjo9AxVUScB09n0Fi5/P5TN/PpcawP1utVlfpmc9xG3xIDoLBoA4PD23KDJ37IJIkG+zRkZERc1ajo6P2XpvNpqLRqI3ExBEODQ0ZklStVu1dbG9vKx6Py+/3d4YstFrWTf/jV1+V70yyC9F71oNxwUgRoVJRLBa1v79vjXW1Wk3lctmaoEhQ6IjmXKKk4XYVg0ZtbW2ZrWDtEFyn3J5Op1UoFMwGud3uIIMksyCm7AUSEmwcTpJEkjGSkUikS0MXiRzOD7QEnHer1dL+/r4FV8lk0krB2GkQXhIY7BfTiQhuwuGwNVT29fVpbGzMgnOXvhEIBLS6uqrLly8bisi7Ojk5UbVa1csvv6yFhQW9+eab+uijj/S9731Pv/rVr7S+vq6ZmRl99tln+r3f+z3dvXtX2WzWgvLDw0OjzPT392tzc1Pj4+PWOIgcVrVatSoKzbiusgooMFJtblWMPUN1CGkvAAJXCpBKiYuo00yEr6RahXoClQzOG4Eb72p4eNgmxrnqJCSXDHGROgj4zs6ODg4OrMmXpjx8n5s4Y5NcGTxsDTaEqqbH4zHKEnJ2gCsAIW41ied1G3q52u22dfpDRWk0GtYNH36GivPsPSFztbKyolQqZecNu9tqdaQik8mk+ZNwOKxQKKTNzU1Fo1Ht7e0ZpQ4aGsnkw4cPNTU1pe3tbQ0MDCgcDmtnZ0cnJyeqVCpqHhzovd/8pvMwz0Ew6mm77cHP03W2af7Xf/fvVD4rDYJAYGR4NBxdq9UyWSdKlqAC/P2zy8Fmo3uYrAkn7ErPHB8f6+rVq+Y8KFdJshLo2tqarl27ps3NzS79QIIRV6aFLLHzuJ4uflgoFNLW1lbXLHG4N3AJXbkT94DXajVTGODeObCU9pjoxN8vLi6aYZfO59VLMueCfijldw42HbLNZlPhcFilUsmyW9YWblo4HFYul+vS4EskEvrqq6/0wQcf2Nxw3ks8Htfa2ppefvllLS0tqVQq6c6dO3r69Kmty4ULF3T//n319vbq0qVLyufz2tnZkdShAfh8PuXzeZPKgN8kSQsLC5qZmdFLL72kTz/9VKFQyNacII9gigSIPUQQThkYrpOLNhOcuyNQ3eyWgBJE0i3DEwjwcwSVXBg8HB5d3VzDw8MWKKGUwJ7BULucSpAsfhcH7wa6oKE4NoysG+S4l8u3dMW9WV+3u9zlduNk1tbWVK/XdefOHePNoRyQSCRUq9WUTqf16NEjTU1NSZJ1SYN4HBwcKJVKdb03UJHR0VHdu3eva9oXARdl+r29PZ1Wq/of/sN/kCT91Q9+IAUCikQiJqnD77pC7wT3VBfcZ0bSzKX0SLJ9glB+X1+foe6soRuAeL1em9EtdTjWKD647106ly8jQSMYpBxMEFAulxUKhXR6etpFn0COxkVfSdJ4L8vLy2Yjent7lUwmbd3RAkUlhKTKDbpIvg8ODhSLxaxsSSAbiURUq9WsbMl56OnpMe6dW2nivVQqFV29elXFYlEHBwfa39/XpUuXbFQq1RxKuVtbW7p8+bI2NzclSa+99pp+85vf2EATv9/fZcdIQNDbrdVqymaztt/W19cNsMjlcpo8G1vKWcK2kOBL5+BKOp3W3Nycrly5okqlonA4rGKx2MWR7uvr0/b2tu1zQBXpvBTuKrO459q1R1TjOLOoeHB2SVTcngvXjvFd8HIJQkE6/f7zSVach8PDQ+MiE6hjR1A4AX10+ap08AOwuEmgJDsn2E4ScJdiQEBIgI1Nl6SNjQ2Njo7a3uD/c29DQ0NaW1vTq6++qh/+8Ie6detWlxrOwMCAVlZWbB/Q3c+68TkoAJDISecjsqWODinKIZxFSWrV6/r3//k/62yzSGfP9f/V67lHRn/++uvqPZMYcptDpHOHijOFE0WpjiYcSsluMEEwyP9zZWlc3gwZPbA8WpggkHweh2ZkZMQ4MmwoDjFZJI6C7NQl+EejUUMN2u22TQghcKXscXx8bOUoAgKCAgJrgheXbwbqgMZiqVTS0tKSLl++bFn73t6eSWCBmBD80uDVarVMx47nqFarJkcyOTmp3d1de04EoaXOQUMXdGVlRfF43AIpSjnb29va29vTpUuXtLOzo8XFRUNX0YkcHBxUoVDQ5uamXn/9dZVKJa2urmpqasooBnNzc1aaOz3tjOZjes3g4KBGR0e1s7OjXC6nN998U8fHx1pdXbV56JDfaTaBF0ephncCKuSWm9lb7M9IJGJ7DMMfj8e7SPDSecACCuk2AfG70FXYCxg6l0IA94xyMmNUydhJ2OAmYxC5x2g0ao4fZEU6T+D4HlAVgirWgIYIggMa7dj/kmw0onsG+T00+CYmJiTJytWtVssC60wmYzJk3P/BwYE1O/p8PkMO+W7WDJQF51apVNRoNOwd09RQKpXUK5mMym+/+115z5ppBgYG7EzxXniHiOZXKhXjRadSKZ2cnJiGKZPbXP4uvE0E87e3tzU6OmrIEYmtO7OcNfZ6vSoUCpZMkFCTwHMmOa9SJ0ikhEiZlrNPwyQlWIIOxMupgvT09Ghra0vpdNreD5WoXC5ntpL9BfKP82YPujzQtbU1XblyRZFIRPPz84YSJ5NJ1et100Sm+sU+IJghWQFVBRF1GwGh/WQyGS0uLurixYt6+PChXnrpJZOtonHq4OBA09PT2tjYUE9PZy751taW6vW6RkdH1dfXp/X1dWuQfPr0qb0fv9+vnZ0dzczM2MAB+OME7jSmccZcaSNK5QS89EZgQ+r1umKxmDXOufzrdrszqpT3zrnFZtHQ6jabuVPOXFoGgS+UAIJ+3h9JCii/q/EJv95Nukmkj4+P7V3xLrFv+Hkakqgc0QTnctNBdqGiQHmhUugm4FCEiBEYSMAz9/X1KRaLGVeWvQZlhDVZWVnR66+/ru3tbQUCAbNj4XBYa2trGh0dtcZnng8ePzSEgYEBbW1tKZlM2nmAKrK6umq2OpFIGAf4uNF4riYwPffB6CfvvKPTs83DJsEo0WRAeRSUytW542Dy0t0ggoPnNlXA0aATHufCwWM2OqXxYDDYNaYN40F3JIYHp8AhOTk5MZFfjD4BBmP+KMUSxDHRCCTt4ODAuC8uCV5S13NymPmdQCCg8fFxZTIZZTIZhcNhbW1tmeHleQjECdrJcH0+n2KxmNbX141/h3OdnJw0XUVQObod0S3d2tqy0Wd0EB4cHGhkZET37t3TzZs3VSqVrBT7yiuvaGVlRQMDA4rFYmq328rlctrd3dXNmzfV09Oj+/fv69q1a/J6vVpaWjJh7+vXr6tYLKpUKplGKTQOum/p5v/ss8/U19eniYkJRaNRLSwsWHkblAJDg7GSzruMMXYuIoHR5HdB7DBuEPRdlIMkA2dPlz3BLgb82UkqOAH2PQkVSAdGDlSKRgS40KDpIIruBBFJxonGUOLY3RIYzw4/0+3+J7iW1NXcBtJPEM7ZyefzunTpkqGFPAelSgKiVqtlwxEw9j09PdZpzrqj8be3t2ed4yR5LiUG3jTPFQwGNdDTozd/+UtJnTL98VmziTupDVtDsxVd4zwrCQWcMTeAZSoRHDWQVRD8g4MDa37kudkT3CNBEHYFPp27R7Ej0BugYkgdpAfqT6PRsL3lJvQE/NgI+Ma8Q5w8QQfBJzYYugT7lACF5wZIAGVbXl5WLpfTzZs3LehdXl5Ws9lUOp02GkqlUjFOJ2gvyRkJ0+7urnFAvV6vHj16pGQyqaGhIaVSKXm9XsViMc3Pz2tqasrQTag98Panpqb06NEjZTIZC8zYf2htejweG5laLpets31zc9OmNRE07+7umnKA2+jHfVNuZ9zo1tbWP9EUpQF3eHi4i7bBviORZG1rtZqtZ29vrw1JaDQa5lP5HH6Orm6Pp9PISXKHDWAvYgOwnQAYPJvL3QRw4SxwfkdGRkwxgL8nmEulUgYUYGfYw1AVCOb5N3xz4gBJBvKgbEFwiK0igQfYAdCiwsi7uXDhghYWFuxZOUNSh7JQqVSUTCYNDCC49/v9unTpkiVawWDQkh5+t91ua2ZmxvxnoVBQrVZTJpPRQbX6XJXpX+iMvrheXC+uF9eL68X14npxvbj+xa7nHhn9ye3bOj3josE7ccuSzNWVZEgB3YJ+v9/gebpIyb5dGQcy/YODA0O4KDPwe5So0K+TzqcOuXO6pXP+KGUQOiZBcyFH8z2QsSmz83lkS3A8IaczEYMSPSgVqAVlABAhkOJWq6Opls/ndffuXZVKJW1ubtr3UrIFLSF7ZWINyC0ThaLRqKGggUBA2WxWS0tLGhwcVK1Ws4Yh3svR0ZEWFhb09ttvq1QqGXmfDkRQk8XFRX3wwQeamprSw4cPlc/ndePGDc3PzysQCCgcDhuSVSgUFIlElEql9Omnn2p0dFTj4+N68OCBSqWSdnd3lUql1NPTYyNC4/G4AoGAIUEg3dlsVrVaTcViUZVKRW+++aaVhKLRqCHvLk8NBMRt/CH7DwQCxuely5h9AzeZDmH4dEgJuU1sVALQcKSpA1oDF5k/JV/2mluyc/d7b2+vdUIjkQJ6DxrickvdqS0gr26XMqgw94xMFd2/rsIDiO/paWeCzMnJiXVZt9vno18XFxcVCARsbWm4oFFJkpXzKJ+NjIzYWMV6va5oNGqdyvDTDg8PbRY4nfRQONj7KBCcnp7qeG/PyvSff/CBdCYVFQgEbI1cLVE0J6XOLGymr9BcBE8TJJgzwrvl35S6oetQnvb7/UbliUQi2tnZ0eHhoY10hDoAvxFUj/UF1XaRPI/Ho3g8bjSesbExHR8fa2lpyT6Xs8P4VRpFsctQNeA7uyoPVHY2NzcN/XU50qgbwNOmggTVAbpPMplULpcze+zxeAwhRzWAGe+gd/Bw9/f3tb6+rmQyaecSGSSap0ABNzY2rGoyPz+vq1ev6v79+9Zk+c033xgFxiTAejv6qBsbG0ZvALWMxWI6PT21MjuVCs4dPgs7wzlmChTnnX3p6tceHh4qFot1NHDP9hNnkWoKyDBnkc5xUDwqO9gCSXbGoZaAOkMtcZ8B/8p5Z134PM6aW0IHWXX5svg/7BlcSldLl7UgFnDlxWhw5r49Ho8ikYih+EzlqtVqdj/wfPv6+kxOCaoJFR/W1VVBQP7RbTCjAkJ1ZX9/XwcHB0Y3QpGG/dnb26tarWbxCvcOp7tQKFgzJ6N+v/nmG/V6PC/K9P8s11kw+sXv/Z50VjqEA4VjpwSJgaUEEQqFzKG4ZQEOJUaUMW1sWrdrj4PExvB6vcbz6OvrU7FYtNnZbscmgS/GNhgMml4kBoIgwR0/CSmc0gRBHAfv2eB5ZGSki0NHcwGlETa3dM5BlDrNRrOzs8pkMurpORfHHx4e7mrugstKUw7cHHizqALws3Qh0mjFGD+3vNdsNq0pAKPbbDa1tbWlGzdu6OnTp3rttddUr9e1uLiotbU13blzR48fP5bX69Vrr72mr776Snt7e5qcnLRgcnl5WX19fXrllVe0urqqnZ0d3bx5U5lMRicnJyoWi4pEIlbaKRQKlghgPGhUCIVCJpq9srKicDisRqOhfD5vzwtFgxIme9ANYuDx8Y6kc64lCYZr4PgzZHyMHQR/kgoCWElmuOADPusMKJ3xXZD8oXaQuPB3lEq5VygnOEmXZ+byY/kctzmJ7yeofZY7zBlzu3tRNdjZ2dGdO3e0sLBgnDGeT+o0tSFSD593f39fqVRKAwMDFlhIMkdRrVYt0GaN6fLF+UciEQveYrGYlZ9rtZr6fT4LRj/69rfVds5rqVSyoIjAOBAI2J9xeKenpxYAw9fEnnm9XnNSrVZLsVjM5G74DJfP6/V6uzqn6V4PBoOmabq3t6ednR3j07LG4XC4i1fOe6dBhBL/1taWyWiFQiHjEJfLZSUSCW1vbxuNw21qgdNKsIeCAVJbg4OD9g8JNUk25csLFy5oeXnZbC/lU8qkqBAQrCDzNzIyokgkYs0p7F14yJRrI5GIlpaWdPHiRQUCAc3Nzenq1auam5szvVJkjCiRt9ttS5Cz2axisZg2Nze1v79vSiT1et3GelJShYtJMw/vcm9vz8bdSjKuJBxT9iKBGnPtWetEImHSXtFoVKurqwaqDA8PWxCFnnEqlVKpVLKzwfe7Ml8EztK54D1nmGZKuJM8AxS2RqNhexK6j8/XGUdMcobNJSnDTtAECCBUr9d1dHRkMlk04Lr0uWazo49cKBSM+jQ8PGx8V2yWx+NRuVy2vYrdoLGWZBq7TAANgIJdY48mEgkbW1upVMwu07zFEIpisahisWj3Vq1WjXoHTSMQCGh7e1uTk5OmtsBwBNaIfUCvCrz3axcv6sYPf9gxuM9BMPrcd9P/+3/zb+Q5M67wxiQZKuBysuBtdX7d8086/wgQcYBkOO4FwkNmhsMlaN3c3DSOjiud4XYk44ggIPP77n1iPOmohM8Zi8Us600mk+aA4ZEgu4Exls6bHsjseW63+xj5E5/Pp1KppGg0ap8NN4guR9YAruPo6KhNRvF6vfYd3FO5XNbk5KR6ejpTXQj66Up3uU7NZlOjo6N6/PixJOnGjRsqFos6PDzU+Pi4Pv/8c7377rv65ptv7B299dZb+uEPf6j+/n5973vf069//WuVSiVJ0jvvvKPj42M9evRIg4ODCofD8ng8WlhYkCRdv35dkjQ/P2/olM/XmbwjyfT3MID7+/uGfLuSQj6fT/fv31c2m7U9g4g3gRZTt+BMuQ08rDGfK5130YKuuPtNUhcSiwODY8l74zN4z+4+5vlAyF29WQJIMnOQdzpNCZzZ09wH5w+tWSoR/LfLl2UNpPMJUNwj8kT8HMZZ6gSb6+vrJl4fDoe7Eqq9vT3F43Fr1olGo3r69KlVSKLRqAWkbrADUgk3LhgMamNjQ4lEQn7/uSg+DpokNxaLafXRI/3P//W/SpL+l7/6K+2ffSbOmHeC8/P7/RoeHjaOoKvasb+/b+gtThs7gePH2T/LxWUtacZBSg7UMZVKaXFxUclk0pprUBkAXZQ6iQxKFe47kWTJAp3jiKcTEAwODlpjBwm/1LFrJBtusx6fyx6gakBy9OxAADiR/f39xinf2NiwM0rAEQ6HTXRe6iCISCqB+NHVvb6+rmw2q8ePH2tqakqVSsWaryRpaWlJY2NjFuAsLi7q6tWr+uijjyRJf/qnf6of//jHikQimpiY0G9+8xvjjPL56XRah4eHtifcs0zQGI/HtbS0pGw2a2cJdBAJL7dplOciwIdL29vba/Z9dHRUa2trSiQSFngODAxYkEsgTeLJmXYHYAAugE5jX0l2mWbFnsWWAVSw793qGWcVbiWyYb29vbbugUBAOzs7Foi6uqjSOd+V/eLqfbKmbkMUmr7sO56JbvhQKKRCoSDpfJoeSL4rich3UylE1mpoaMjsLTxh3jVaoAxdmJ6e1m9/+1tNTU1pb29PN2/e1L179yRJV65csYAbOx6LxUwlJhqN2md7vV7rc2DPHB8fKzMyov/xP/5HNv+Lbvr/btcZMvrr73zHRO85jDT9uGUasiCcLo4IoXJQBRctdTt4+TsycxApNjlIEOV0suZcLmedchxESRobG1O5XLbvdTveIeyTFYL8uNI8GB00KyVZ6ZYGKUohBDGgHFJ3NyZdw5FIxEqWSGK4KgIE0RinWCxmTRCUdciWC4WCZdTI1FC6R/+PjLCvr88akmKxmFZXV/X+++9rdnZWH3/8sS5evGil8WvXrum3v/2t3n//fY2NjWlubk4LCwv6oz/6Ix0dHenzzz/XhQsXlM1mlU6n9fnnn8vj8XQI3QcHNkZtZmZG6XRajx8/Vrvd1sTEhI6Pj00sGwpBT0+PdccGg0GhgYpczsjIiDW53Lhxo0ufk3GIOPPe3t4utLzRaNg6gMBJ5+MuMXYYPww7gSRBPY4JBwJaQmOcKwvF3qbMiQHnO9kv7GtQs93dXdOKBDkluGR/gdi6jUvse+6Xe6c0DKkfBJDPYPwgQwAikYg9C8g15eaNjQ3rtCVpyeVyarfbdt4CgYDRRtzucdbO7fCdm5tTMpm0IRL1et1G4YLmDQ4OGgKxtramZCRiovf/x+XLGjibkMR3UO7F6VOpcYNQGsdQ3CD4AEEiyHT1kTnT7nsjAOUsuk4cJKper2t2dlbhcNgSScaoejwe0/B17xf7Go/HrURaKBTM2UKBaLfbVh2hAYXSMUlyo9FQLBazCVSULilrEkgQ7NLR3mw2NTk5aecAvWFQ6/7+fq2urioajWplZUWZTMYaL5HaunDhgh49eqQrV65oc3PTkqx2u62NjQ3Nzs5qfX1d77zzjn784x8rl8vp9u3byufzKpVK8vl8isfjWl5e1vT0tEZHR/XTn/5Ur7/+ulVIQEhJJLPZrFZWVjQ7O2uBPHvTreBR/nUVMziH2FnOG8EHCC/yerxj9g6d9Ctng0VQEoBigr4wtBJ8J/sJVBM7xt5Elu709NS620GpsQPo6OJ7JZlvBaBBQ1bqBFlQFbANdPNDj0AFBGoFSDNADHYaWgRJO+cMG0SCDF1nZGRE5XLZqp0kfZxRAl38ITbR7Wz3+Xyam5tToVDQ5JlijN/v18bGhunMDg4O2j1CjQP9dfcDlVRUMTwej/l/kgBiEpQdLly4oEQi0aHuDA6aTXoekNHnPhj99N13dXhW4oK7hjgvGSSOljIGZS10HtlgOEMQBcqQfI7bmUdWDScFziqIxMnJic1tHhgYsBI5nLN8Pv9P5GowypQ0Mexk8W75VJI5LkqaOF8OJuiN1+s1507QjJguB44S5fLysgWi3A/GBmPAwaakSamN7tLFxUXNzMx0jY+8cOGCdnZ2lEqltLy8rJGREc3PzxuyiOEoFArKZDL6xS9+ocePH+uDDz7QV199pQsXLnQkdHp7FYvF9Itf/EKPHj3SH/7hH+ro6EhffPGFUqmUIpGIVldXdXx8rHq9rldeeUXLy8smUp5IJPT06VPV63WVy2VdunRJtVrNJoWMjY2pUqmYtFQoFFI8Htfe3p6Wl5c1ODioq1evKpPJKJFImDH3+Xy6e/eums2mJiYmFAqFNDQ0ZEE2ARdBBAhwo9Gw7m03MKGkhFF3DSLJCoaKMioIGkEEJVz2sVtCdxGw09NT4x6CyhNA4iQIZqRzbikBJz9DqYhEj/t1qwNuV6vbweqeNxQrXBUI6bzbPhQK2VSbWq1mKCj7HWdGV7Lr+E5OTkxMng56qhTIeVEChUrSbretxIgGJYFXsVhULBaTt9k0w//wX/0rHZ+dT7iJrClOHZkfprqUy2UdHh4qHo+b3I8kE+7n3vk8qRstJnjhXQ4MDBi/PJVKaXh4uAvdx4mDtEC7AGkGRWMf8R5RGYDDTGc1dgTdVgT8QZ0oIWIzstmsJYZSN8IF8gq/muQNGke1WjXqBdqcoPtLS0vKZDLa3NzU5ORkV2czI4wXFhaUTCYtoHAok/kAACAASURBVGu1WkqlUpqfn9err76qpaUlJRIJPXz4UJlMRrFYzDjnb7zxhlZXVzU6Omp7aW9vT1evXtU333yjmzdv6sGDBwoEApqYmNDc3Jz1LUxNTalUKqlWq6lUKplMz8bGhvFfsc3xeNxAFJ6f9QEJpdyNhBNUFbixVAKh84BYBoNBzc3NaWxsTL29vVpYWFAwGNTk5KSdZxe8YWZ9b2+vIpGIBViSLIgj6PR6vYZI43eRGqLqiM/Fn7JfKHOjbECA68o14uNI8t3hNYzI5efdbn56APALaNgSqOLXqFyS+GG3h4aGDFF3ARrOXrvdNmF7j6cjl4dc18TERBcdiP16cnJiAzWYBkXi1tfXZ+ePoJv1A7BizZnclclk1Gg0jN7Q5/Ho22fI/fMQjD73Zfr/6d/+W532nc/JZfOur6/rypUrXeU1l9fGZgOh4WJjQQh3N7aL+gSDQctkpHOhfRBLUMt4PC5JthH5ORoDKIW488E5oGSdUgfyz2Qyxqlym10kGWIDr2h4eNhKKS7BGmOENJR0LmBOSZoDjdMrl8vG6yJodXlaOOe+vs5s5+npaUNBWbtyuWzZ+Y0bN7S6umplIpeXury8bHIpUqeZ4eLFi5qbm1MqldK9e/d07do1E0X+8MMP9eqrr+rg4MBEnSORiNbW1iR1BMovX76sdrujGTg8PKypqSmTxNna2lI2m+1qUiAJkGTl3QsXLkjqlNt4ZxguDATOE8QD4yjJyO8E+JIMkcDReDweC3AlWeASCoVUrVZNmJpnx8GzL3HiXDT1gJK6RtRNjEBNORf8vXReOuX+QDdwLuw5t3mJ7+aMgai5yKgr08Rnuc1U3BMB3PDwsJ03qA00xlBm5AoGg8rn82q1OrJcJIxcCGNDLwAp4yJYZA1wsm5jWjAY1Pb2toLBYCfw6uvTD/7qryRJf/0Xf6Ejx2mRhEiyYOvJkyf6wQ9+oJ///OemNSjJkj4qHDwn6459o6mBc855IYDH6ePkoVcgicXzsGdZF3jgkroaQvnsdrttyWgsFlNPT4+VNaVOkgGqRIUFO8Q9FotFK0ODLkuds5rJZIw7ib3mvTebTY2NjZnuKXx197mhG9E0yH4KBoPa2dnRyMiInjx5ops3b2pjY8P2DSXQ119/XR9//LGuX7+ux48f6+2335YkffbZZ7pz544++ugjff/739fPf/5zXbp0yZ5pY2NDmUxGH330kb797W8rl8spm82a7ykWizbxywUU2G+VSkWJRMISJRqaeA+rq6tdQRI+QpI1bBI8IeHFIAQSR9bi5OREo6Oj+vLLLyVJV69etQSXyU0TExNaX1+XJCWTSUvOE4lEF5UNX8A55/Ox7ZTCqUbg3/h9ACGSSOwk5wXusMfjMaTcTWqLxaL5JumcNsSfpXPJNNBnV4aPv+/t7VWlUrF75fcJUrHv2FF+HzCiWq1qYmJC8/PzmpyclCSjwaRSKVsruMNSx34Hg0HNz88rHo9re3u7q3ExHo/r/v37ts+ePHlidoCzSS8LPSu8g0ajoZPdXaMOPQ9l+hfSTi+uF9eL68X14npxvbheXC+uf7HruS/Tf/b++2qeZfnwQVwZFXgtdBFC5Je6p8NQLpTOm4BcjhfdpXTrwdtxO6Mpg8JhaTY7U5gQmSZzoVnJ4/HYRBDK62SK8D9BLBOJhIl7U8p0S+00fDSbnZnS8HrgpYDwIrYNmsY/Q0NDikajRnpH3srr9SqRSFh5AZ4gqAaTQmjWAK3y+Xza3Ny0STHIWkiyKUlwZZgJ/eDBA92+fVvr6+vW0NPT06PFxUVdv35dCwsLeuutt7SwsKD9/X1Vq1W99NJLunfvnuLxuGZmZrS6uqqtrS2FQiH19PQolUrpm2++kcfjMemM1dVVKydeu3ZN+Xxe5XJZo6Oj8nq9mp+ftz/fuHFDzWZTuVzOyOR007vTMUAFycIpPbOnKCG7aCU8NRrL3BI8jSAgCu47pBzrcptdLhSlPXjIlPRdSoHLr3YFqTkTlDbhKbGPKHuylzgrLuLLWWAdAoGA/Y7bWQ/qRbkRpI51ADml8YCSbSKRsMk8yF65qEulUlEsFuviXkG1YX3gdSeTSW1sbNj6wYUGmWPUq1sJSSaTJtoOWlMtFk1G5ZN33pH3DAWHV05jAxzv4eFh5fN545DBKT08PNTk5KSdX6bmwFmHtwviCkcOtMgdj8h6IfDebDYNqcrlcpqYmFA+n7fpTdVqVUNDQzYIgMYqkM58Pm+UApezjiwdcnV7e3uGckJ/AX3a2dnR6elp1/9nX4TDYRUKBdtX8BpBuHp7e60RCMUNyvTtdkfCqlAoKB6P2/NwZp4+far3339fX331lTKZjDwejwqFgm7fvq3R0VF9+OGHevPNN/Xll1/qpZdesgrU+vq68vm8hoaGND8/r4sXL+rRo0eKRqMqlUoKhUJdaz8zM6Ovv/7a3m8kErEyLNPzXGF40DHUEsrlsvE6Oafz8/MaGxszugZThMbHxxUOh7W9vd0l94R6iVsN4FyBQlYqFV26dMkoDQxoKRQKGh0dtfdKzwX2BxUXziscVyqJg4ODNjUOWgbKM1QR8KXYENYDWT63hA8qCQqIXXE5tdhJ6EHQRqi6MFwC6TP8VbVatUY7GrNoGgbdparIv7HXkuz7SqWSjaNut8/H64ZCIdXrdW1tbVm/AE2vnMd6va7JyUlr1ENKj1GiUMSQ7KNKkUgkjFtPsx3leexDOhbTnZ/9rLMBnoMy/XMfjH707W/r9GyTwJPEeWG4kUkiuIHgzZ/dblQ0MQlmpfMOeibtQNbnkFKq4JBh9CGq0w1H56Df77dRdPBi4Fu5HXw4arhcruaiJNNDg8dSqVRsrjpB8fHxscmvUKohEEVLstVqWcDDQYdgj6QPBg7e2eDgoKLRqAKBgJX94BsSsIfDYQWDQT148EBjY2PK5XIWSEQiEW1tbalWq+nixYsWcH744Ye6ePGi5ufnjTuXyWQ0Pz+vRCKhe/fu6eWXXzZjWywWNTs7q0ajodXVVY2NjSmbzerJkyeme3fjxg0dHx9rfX1dp6enunbtmun4LS0t2Rrmcjklk0mNjo5qa2tLjUbDOiIJIN3OdQJQjBP7gZ91m1dyuZx1ctIRXS6XrbyCQXTLsnD7KMfDfWSvut2v7E+CKIJIt7kIp02wQsNOPB7X7u6uRkZGtL293dVwQAmIYJMgCG4ZBtp1hlL3bGXukXI3ZX3u1S2xuxqsOM5Go6FqtWo/u729bY7FbVgcHh42B35ycmIJFIaaYAnnTbMHe5umCfT9isWiNRrU63Wl02kNDQ2pVqsZ95zzEhoc1FsffiipIzd3IpnGLQkGDgdt24ODAxuPi+1gDZHRcaW62EtI6MC9Yxyhuw+hf0ALQCMVeyLJeGc0F7IPYrGYvF6vlQ0pwTLZKZFIWEACBw/bdnp6qkwmY3uRRj3uB4rQ+Pi42cJSqaSDg4OuMc3Hx8fGmSOZ8vv9CofDWl9f1+TkpCV82LNGo6HT084oz/X1dV2+fFmLi4tqNBq6cOGCyuWy2bSdnR3TI93Z2TG6AIn58vKyXnnlFZXLZfX09Gh2dtaep7e3V/Pz87p586YWFhZUKpWUSqUs2ZiamtJnn32m999/34JMaBPBYFCbm5tWjkV3dGlpyRr6aGzjnfL7R0dH9g7wD648GDJTcB/doI49xV6iDwGf446SJRHlfZAQY0dITkjuOLOMicb+kGTij4vFolFMkPljv2IP+Yzd3V2dnp5qZGTElCXi8bg19mL/SBCxMT6fz0brug2d2AZ+n8avQqFgk7lc/+s2N6Lxi83neflcaExer1epVEo/+clP9PTpU/X29uq73/2uwuGwdnZ2NDU1pZWVFUUiEfX392ttbc3k4wgk4awzApuJS5T62SNIrHm9XuMct1ot6yHx+XxqHx29aGD6Z7nOgtFfvvmmjQMl8AyHwyqVSsadoakI48lBJ5jA+UMgx9njaDjQoIBsVtdJkFXRZMRGcflbOAefz2eOinsbHh62z3azSVfuBySJzlpQL7d5CqPvioTD96PbGPI7WRiZJ9mp1+s1cWQMBZkxqN3k5KRWV1dVr9dNLkk6H5MmdXiSh4eHeuONN7S1tWWBCI4L4vvKyoomJycNGX348KEuXryoaDRqeouRSETr6+t688039eDBA01NTdl8cYLWVCqlr7/+WvV6XdPT09btj6GfmZnR/v6+lpaWbI1wtpcuXZLP59Py8rJJXbmSJG427+4RECiCUJ7fbSiTZCgQCQ28XIwcASKOmPXmZ+ggdeXCQEdd6SecCsEn/5/vBo1xgzE4h6BmPDefx/tyO+a5CHYIlNy/w3EfHx+rVCppYGDAAvG+vj7TH6R5hSSGQBrheZrWCMRp7nAl0miMQZyaznkSOaoOHo9HwWDQDD42oKenx1BLnoMqysnJiaanp/X06VPTIwXtxSm1jo70ziefSJL+z2vX5DtDgjgvJIS8v0qlolQqJY+no/RQLBYNvUWNgb0CUsieOj09NaFzmmPcxjD2IYEJlRoC83w+L5/P1yXITxBGdYN/isWirVGtVlMsFjOUl4TWbWQbGBjQ4uKioUYkbwRloK6NRsNQQgY28PsoVGALGck5MDBg4vq7u7sWBCDFBUq2uLhoIzgJVMPhsBYXF62ZpFar6dKlS3r06JHq9bpeeuklbW1t6c6dO/rss8/0rW99S59++qlu376tRCKhx48fW2ICyrm0tKTr169b536r1dF/XV5eVn9/v435xHfs7+8bNx6VDrivBwcHikajxmt1ZeAajYbi8bhJBxEc8r6xRfV63c4XTTmgi+wLgjbsD4j13NycadCiDuIOWsFW0MjjNsuhxoAmc7lcNhCDRkECRWwXPE/eGTxfOPeRSESBQEClUskSz93dXTuTAEguD3l4eNjkB0Hu4R1Xq1XbkyTX8LMJ6AFKOKc0GoFoMkPeRUmXl5eVSCRULBaVSqUsUWZcKUCC3+9XPp83fjAgCWchEol0NXblcjl7ppGREVNFwJ4TO+TzeU1PT9u4UrS7PR6P+jye5yoYfe4bmP7mL/9S7bOOTMoGBJigQiABOFR0yyR1aTe6MktsIAIrgksCTAwxhiCXy9nG93g8Gh0dtU5eSaYTRnb4rNQSAQLdgSBCbtDDz9PsRKYtdZoPCDjoZEXPDDQO54WBcnUVJVl3qXSudcqfa7WaybCEQiHlcjkrR/D96KtSQnU7gmkmQd5kbW3N0AGkO0KhkHW0Li8v2z3R/DU5Oam5uTmNjIzYO2s2OzOoQVknJycVCAT0u9/9TlKnPJ5Op9VqtVQsFo26APJN1sr3E2C4DScEAASeOH7QAj6P/eEigiQBTLY6Pj42A+o2F/G57n5EoB1DBQrE30vnjUTQO9ygGVoKwSIBAe8LAWfKrhheSVam5LkJWrhwaC5yT+MPf09i5gaMnDv0T6kguCV5qZN8IX92cnKiUqlk+5XJJblcrktb0p3xjvOjuQNtXr6bUi5IpKsPuL6+rp6eHhWLRUWjUSsfu45UOkcgfT6fTnZ39df/5b9Ikv63//SfVHKaFNzSHYgi7ymXy3UJ0R8cHBgKi9QOSLQkmx4EjYYS3bN7jmfOZDLa29uzpg32IoGt26iFI+azKpWKxsbGzCZI5/O6QeVGR0dtX4DYYacI6vl9mloIUFz7JMkGZ2CHCZigDlEJQpYsn88bYoTjHh4e1sbGhi5fvtylLRsKhfS73/1Ob731ltbX1zUxMaEvvvhC7733niRpcXFRzWZT6+vrGhsb0+npqV599VVr8vH7/Uqn08rn82o2m/YdNPmgisCZRIcUTeIPP/xQ4+PjpqYBvUuSdbdnMhkbOgC6yTsnEAIlhYYgnQ9EobJBxcvV3GZ9qApy5rjfyclJ3b9/X9evX7c9iUYrCdHw8LBJhfFOCfyoIJVKJdNqlmTIn8/nMxSRig37Fd+KrQFF5dmQOiPRdrvrSaBQnZiYmFAul7N7A6DhgrIjyQAfkn/0TWnIi0aj1hDGWobDYeXzeTsLw8PDJqsEssx5ikaj6uvr09OnT80fBgIB09BOJpNdyggAZ6wbiTzvGeSfdfP7O9rIkUhExWLRkgbpjGZ3evpcNTA998joz+7cUd+ZdiMCtwSSjBokSyuVSqanB59M6haiJjuXzqd5SDI+FyUIr9dr6M3h4aFlegRiOB0geDYWWTLILE6BQMcVg+ZwuELHfr/fHD/Z0PHx+VQo0CM6WQlCT05OjDcDD4gsi0AGegCIDIEVZb5YLGYdtwS0oERer1dTU1MqFApKJpOWKVKui0ajun//vm7cuKG7d+9qfHxcm5ubxolFTzCVSunp06c2BQNHjCTU5NkkCum8Y3tpaUkjIyNKp9NWlpudnVUikTBhcRAIeKT5fN5Qa0q1BHo+n88QG5ejBHcY4wVX1JX3gifKf2NoyuWy0um0ORQXkWKvUJbiHRK8Qa8AnXBRaBeN5PmkcyPvIt8gaiABcCJBIbgPOuvZV8iK8Rncn0tH4HJpK5ThvV6vDaFwO1hZW84cZTfOxJMnT0zPEz1WSm1UQVqtliUgrqIFpV33HRCUgz4PDAxYsApXmIrA8PCwgsGgSW+56CbqEXQpS5K/3dZ3fv1rSdL/PjMj79kZIRnmHRCw4XDh+HEWoRoRMLiam3BN9/b2FIlE7L8PDw8NbQeRIYFiLCKlV5JJqgkExCgS9PR0JumgYLC7u2uyMoyTPD4+Vjgc7uLV0d3tStoQWKC0sb29rXA4bCgVtjcej5teLPs6kUgYV5OO4eHhYUsUmU5D0gx/lCQLhOjq1auKRCJaXFzUyMiI1tfXNT4+ruXlZau2kCQODAyYHFsgENDnn3+uy5cvm9oI5xD++8rKitLptOlBBgIBVatVPXnyxBQ6KpWK0UXK5bLC4bDxzkulko6OjlQqlTQ4OGjyaiRwBO0EGewhEqt4PG4cXs4mfFIkuABX4BaSKPAs+LJCoaBXXnlFa2trxu0fGRnR8PCw8bFJ8qCogHS6doJAWFIXyk+XPFKJADIu1xOEsFAodFUS2u220eqojICEr6+v27un2oVN4nyCFlMNIMEleaCqxR6mj4MRsoBc7FESRLdM79plbM/KyorRVHw+ny5cuGBJCpOjRkZGbOrUwcGBCoWCPZskzc3N6cqVK+Zrv/Wtb2liYkK1Wk3BYFDT09Pa2toyW8hzpFIp+aUX0k7/LNfZi//rv/gL9Z0hJtvb212bo9VqqV6vWyaFcWfjEGziTEFTOCxudko5FQ6JO0dXOp+gxOGkwYWsjA3qBnvuiE0OLcEHKAEXUzukc/kXHJkkI+vTVIX8EL9LcEXg6UrVUA6LRqOq1+vWlMG9t9ttjY2NGbJIAMfaYDifPHmi69evG2HbReEo4+zs7GhyclIrKyu6evWqJGllZUUHBwfKZDKGWnD/ONV2u62rV6/q0aNHSiaTdm8gFMVi0Yx+KpUyaScCgVarpWw2q4cPH5oT49555yQTGHB+nyAHp07W7waHrtanBShngZbf77eyJM0kkmwWttuA5pLUW62WoZYEGBhc1ga0k2lHbtMC5S2cmEv7IHFBTgVuI7/PZ3JGCMJ5p67OaKvVMt4r62qI4cn5pBT3+6F/uKVnAl3ey1tvvaVSqaRsNquPP/7Y9npPT4+2trZ08eJFNRoNO8tuYwGUFM4GqBPryp73eDyamprqcgBwSKEB8O55b+wPbEJfX5+8Bwf6y7/5G0kdm3R6liSQsIC2gIiBcHLv7DdkYjjf29vbFmBLMnoOjVnQjrg3Eh1mtNNYw+eDSlFRcaVq2NORSESNRsMmiLEfmZ99enqqp0+fGs0GFCsej3dxX/v7+7W1tWWoMHJUqVTK9iUJON/NtDWqGVREpM6UNNB3GpdAqZCSy+fzunr1qo1pJTAqFAq6du2a7t+/r+npaeVyOU1PTxvy+dJLL5nGcbPZNLQLO3Lz5k1LHpeWlmzsI3tsfHxcx8fHunfvnsbHxy1Yy2QykqRPPvlE6XTayvPXrl2zKXBjY2OmGX3//n3dvn1bCwsLZl9dmwvIQBIvycrLnLnBwUELXtjvBFl8pkshIhkiIB8eHtbXX3+t1157TZIscYf6RemZdxoKhfTkyRNNTU11fafUXXUDdScJ5Z2TUDebzS5dYanj02dnZ43Puba2ZjPh+X03aSOAlGRcWPYIzWb8PVVCgCSCVBpdkWLElzHkBDT829/+th49eqStrS2zi5lMxvwDiRv7d3d316gbrN0333xj8o+Sup4rmUyaRCXf6VYpGILDe2TCl9RBRo8rlRfI6D/L5TQwNc9QpN7e3i7yNkgRpVmEcZvNph0AEB/pfEIMDpLMkezRRYgoU4G6wu+jdEWgCgcER07wAaeLQBg0CUQMh0kg4XJbKD+CinJgyHoxwC4yQwc9B9FteKBbmueB/8pzh8NhG+MJKdw1ImSLNH7BrYWfmMlkjKczMjJiQsArKys2xzoSiRiCyrg/HDXlm0ePHlnJZnd3V41Gw0bd7e3taXp62poTMMZ9fX1Kp9M6OTnR48ePzfE9i+CFQqEuXVm3qxutORIN3hfcR4JE9g7viLUA+WM/kXlXKhXjA5HAsOb8Pt2lcH1dHpTbaEBA6+4fPoN961YKCAbb7bbpmJKlk8wdHR1Z6d+9QDDd88GZcsusTJuiKcU9D3y+S+tgrwUCAa2ururnP/+5NbURjLdaHe0/StWcU0q+8NgI1gh2QPioFPCuXRoNjY7wEzkPnB+cOWe+1WrZjO/93V3rpv/J7dvyn5UDe3t7rWHK4/Eom83q+PhY0WjUUBwQ7Gazac1EJLc0cPCzBI8kA7wLEFH2AA0NVD54h9gGKiQkazTfYI/cRIP3CaIqyRBQr7czQhH0cHh4WGtra4b8MUgAZDCdTtt603TD/qSJ6vDw0KZBjY6OGseOswN/DrDh9PRUly9f1v7+vtnXxcVF3bhxwxLdl19+Wb/5zW/03e9+V1tbW6aicP36dWWzWTUaDY2NjdkggkKhYBPUSLTcpjm47tls1pJF6F8MugC1rFaryufzunz5sgqFgmZmZpTP5zUyMqJAIKDBwUHNz88rmUyq1WoZQuiO9cVOASjA38SO0I8Ap5EkhAoOfoC9g441PoNANxaL6d69e8ZjrlQqBlQMDw+bzaLT3ufrjE6enp4230v1DnuJnWGvE5CCzpJQw38OhUJdY7KpqhBcFgoFJRIJQx3x7VSoUC6hZyEWi9keYx0ocxPIslfdCVTY/Ha7bfqv+H2pg1pev35dfr/fnp8KLdOo2u22NWNlMhn7mVarpbW1Nc3Ozpr/TSaTRmmqVqvGxz48PFShULA1ICbI5XI2qtrn8xktEABkJBDQm7/8ZcdoPwfI6Aud0RfXi+vF9eJ6cb24XlwvrhfXv9j13COjP7tzRyOJhDX8UBpF6oiyNeiiizCh80X5j2wSlNHVzHx2gg68SUldzR2gK25Z3S3pgT656BZoJZxMr9draAbNCFKn5FGr1SzzhEMKoiudIxqgt5C0XbSOphvI9JR3yaCPjo5sQhQX68c8ZPgzu7u7ymaz1tCErujy8rJmZ2eNnJ9KpbSxsWGlDsr00WhUGxsbhnKVy2WbLU4DDpprs7Oz1sjC/9/Z2dHY2Jimp6f18OFDa8gAjUmn0/rss8+USqW6VBJAtiDW1+t1Q55cORpKIbzraDRqv8d74v2DfvGuyVBBvMmSKevTmQuC3263TSYHuS/4vjwXqAIoiVua5p0ir0J1AATPnV7SaDRMv5bnYywpFJVgMGjP6SoJgKq6f6Zs5/JpOUv8HLJS7GWQZ/5/LBbr0tUFrZucnLRngfJAqRrFBRBvGptANFutlpaWlhQMBm1dK5WKgsGggsGgVSvgpoIcwxnjvtk7rVbLEGPW2+PxaLCnx/hZX33/+zo+swXw9EBYmBJGmRqkBLQGfhsVCsr2yFK5XGQoR+w9ypyU9EFKGCPp8XhMVoh1brfbJuHT19enUChkXFbXfoCYsg9dyhM2BIoGWqexWMxk7lzN3YODA+OJVioVq7Rw72NjY4Y60ujY29trqCxNRlKnxB2LxbS9vW3apnByXZUHpIGWl5d1cnJi4yGxYe1225BYEFzoDycnJ8pkMtrY2DCEcnV1VVeuXLFKAO+AZ9vZ2dHQ0JDi8bjRPXw+n9bX103RAWSbKg6+C/kr1FDgyfIuqHjhO9hHSH5hN9wmWfSl6X0AdWNfUskoFouanp7W9va2QqGQyZphd+BRc+ZB7JFkQvfXLYe7igrQBTirrkoGzW5UUagAFgoF86/7+/uampqyPgAQVpqzqPCxBpwntxHQVZGh0kfpnAZC+kCgKHFf6GMPDg5qbGxMn3/+uZ0JlBMKhYLx3LkPF+VmvZGqOj4+tn6C7e1tWyOqF/l8XhcuXDAlD5oQqRrSm0KjK7aksr1t1ZrnARl97oPRj99+W+V63aQheBku95NmGIzm3t5eV/mQzUvgyUGCv+KWFrkIVHEYaEIis8O8dbdEguQMgSQb8fS0ox+6srKiaDRqxgJjwr1S9kwkEjaXGsFvOqPb7bY5HvfeXN4ohHvWhEPX19dnvCNKPayHdD6ekvLOxYsXlU6nrZwZDofNoEajUT169Ej5fF63bt3SwsKCXn31VTP8s7Oz+u1vf6vNzU1NTU1ZSX5gYEBPnz7VtWvXFIvF7GBPTExoaWnJ5DMYpTo+Pq4nT57YuNHd3V1dvXpVjx8/VqPRULlcVjabtVIIgQ8BII6E53b5vARlyOLQAUypicCe0ihBAMEnJW6MRrPZNAPv9/t16dIlHRwcaG9vz4wtDSaUpKA6wOujFI6TdRuruC+CR7ejliARBwZh3pWhQvqnp6fHBKHL5bIF1ewRN2gneOPeabijeYFg2G0sIMDF4fT395vINkkIiRj0A3dkbTqdto53OoXD4bCtC80uOEhKWUNDQ2bk7D0FFAAAIABJREFUkXcisWDvIcfiBt8uN5w1JMCxYP3wUO9++qnZpBN1SuLBYFCDg4OKxWIW6EUiEQsgaCDDUdKEghOrVCrGyUVtACUP5nPTYAENqVarWSI8eSaojZ1h1C3veX19vYtSUigUTN6HBIl3jgA5Jfhms6lwOGzBJ3Z1fHzc5te7MnckQlCOSHo5R8hvkQR4vR3ZIXQjKYUiL+XqxcLtZYTitWvXtLKyokwmo0AgoJ2dHV2/ft04l4uLixobG9PW1pYFM81m05If+Oejo6OKRCKam5vT5OSkYrGYGo2GJicntbm5acoO7n6FJ5vNZnXv3j3l83kLuqrVqu7cuaOf/exn+v73v29ap4yJxE8MDg5amZm1xzdgy3d3d4233tPT08WJZJ+ybyXZeSV5xo6TpPIeoS1hH0ZGRoyegH0nIZZkpXnk5+C1s8/cZIt95u5buuHr9bo1F/M50AJICKAksGewt+wz1pjkh6ZNKHTPNqdCj2KsqCQ7s9J5x73Ld6Z8H41Gtb29bTSXzc1N49TiX0ggQ6GQvv76a3uvruQfMQFNwAzVIAFrNptqNBqKRqP2edgnSZZMYp+gEQX8fr398cedH3oRjP53vJwJTD1nE0wQp+VlQNKHhM9kCwJWDieZGUGni4KQieDoXN2109NTxeNxy16RmgkEAtrc3FQkErFgkWlJ0nnzCIfY7/dbowbfBScPg+RybpjeRAAYCATse3AsGBc2L4Yeo+FmxfDeCBDQ8cNgwE9KJpPGyVlfXzfOFvPdEZ0nOMAZr6+v69KlS3ry5InGxsbk9/u1uLioN954QxMTE1pcXLRmjNPTU01OTuqLL76wKSu9vb3a2NjQzZs3tba2ZvxSj8ej7e1t46HVajW98sor+sd//EddvXrV9E9dFJNgiKCUQAqnsre3ZzOkCfLockZAmUA9FApZcCmdy/aAKBGA0kGPEee9PHjwQD6fzzqHkazC+e/t7Zl6gctbxbC7s+V5DhyLJFsjSYYywi+q1+smW3V0dKRbt24pn8/rww8/NP3EcrlsewN9R9YNR+Ki7QS1rVbL0EaQB9A0fkZSFxc1nU4bxw3EMZvNdvFQcX6np6eanp62xMbj8ahUKun4+LjLocNHpBLBve/v72t9fd0CcGSP6DKmKxhUFIfEusI7d5M4X7Nphv+z99/Xydm7AHGD2+t26LtcY3iBIGy8I9afdSN4JVDg+bhYU9C3SqWipaWlLr6pm5Rns1kTfY/FYnZWUqmU7RcCXewniVAoFLIzy3eTMPT19VljE9+HlibqIKVSqQv16+npsaTC6+1oHdM0RXBEgxUJChUOeOgI4qMl7HLOkYtbWVnRe++9p7t372pycrJrsATi+6lUSjs7O/r666+1vr6uixcv6uTkxNZ/bm5Ot2/fNoSfju9Go6FUKmXNUKVSyd7ljRs3tLGxoXA4rPHxcd2/f1+rq6u2xu4QBgAJuswBEEBOt7e3TTydoAz7AJDBf5MkM7seG4D/q9frBjqwz9HVHBoaMkSa70E6kOlJlUrFmp8ImJEn5OzQdIt9ArEkkGy1Wiatx3vAfp2cnOjGjRv60Y9+pJs3b+rx48d655139P+w96bPcabnee/VCxp7o9HoDWjsxMINJGdEzTgzI42kkSyXXWW7ypY/+R9wVWI7cRxJsRzHlhzbOXFOciqpytd88R+gKlsu62iOluFoZjjkDEkQJAESxNboBb0BaACNpbvPh8bvxtOUv+rYPIW3SjUilsb7Pu/z3Mt1X/d1Dw0NaX5+Xj09PQoGgzYRywUb4MISaKIG8KL2bk9Pjyl04Bdo5N3b27Nqhrs/4Zb29PQomUwa9xQfAc+YMzAyMtIy/dDv96tcLtu6ZzIZ00k+Pj62ALRQKJgKAeuDrcQusJ5uNaPD6z3XGf3/5Dp1sn/1x3+svdMvcXBwJKALXK4T5oUyaUg6M5ruBnJLDQSnoCluEAAaiiQSmSfdb3Tt+Xw+QxJdWRz+TVZIuZEAtru72zTkMFaug0RuBHkVyr2SLGsE+cSZEEQVi0Urs2GUkZiRmt37IJKhUEjFYtGCBElW0h8aGtJHH32kt956S/Pz81ZKOzg40PLyskZGRswoBYNBk3K5cOGClYX4Ovp8HR0dJnycyWT0mc98RktLSy0odSqV0rVr15TL5Vq6dSVZwxQDBRBXZ9vzDujKRhqFdXXlQZiIwTtDHocgjYyfe2OtKd8TCLDuNGLs7OyYqPrg4KAFRzjbcrls90xQIZ1JOfEs7BueHSdEguNqcbIvcID1et0QRKlJzmcUHQgxTsW92IMETDw7lQkXeaSMyL2zXtVq1SbiuIgEKCVJ1/Lysq0Ln0/C4Xbi+nw+26MIVh8eHlpnMyXgdDptKGgymbSzCorC/uAzCOxfDCy9Xq+CPp/+7Wle/39++9vadhDrF+0AARjoJOM+JWlsbMwoFIwSJuiTZJ3SJKOHh4dWDufC9hHsukgv57ZcLmt2dlbVatWeFVSSv4G2pfu3qZrgjA8PD+2dxmIxraysGIUGVIc9kc/nNTQ0ZPcQj8c1Pz9vyWRnZ6cePHhgU9AqlYoF5FxbW1uGakWjUZN5a29vNw3IoaEhayaiW/6dd97RRx99pL6+PsViMW1tbWlwcFCpVEqSNDU1ZQl2o9HQ2NiYyURJTRs4PDysYrFoI0crlYqGh4clNW1Qd3e3stms9vb2dP36ddVqNd2+fVuS9Cu/8it699139dprrymTybSMR+aMtLW1mZyVK5fm8zW1QV074557qmbYLRB0EhOUEQKBgDUk4QOkswQG0ANFF+wQyjBoYJ+cnNiegTrlUgIYBSqdaXUSxANgoDlLMN/e3m7Jr6vqQfURxY8nT57olVdescQCHdze3l7T+uZ3sW0kxKiXYCc4vyT6TGpjXfgc1Djy+bxyuZyV9EF5j46OtLKyoq9+9at69OhRi/ZtR0eHNjY2NDw8bHQHNwl3wYNarWZ7fXNz06TChoaGFIvFTNlBkjUx8XsExSSAXV1d6g8E9IenoN3L0E3/0gej/9d/+k/aPDVIzL6VZEGCK9lCaYENQOaMg2VGNNmFq9volvbJ6NzAgGDS5WsNDg6qUChIknHaXIFuV4ZHOpO5oDSLZIckc8ygO24phOelmxKkiu+5WTZZbTabtXsFuSLzGhgYsCxWkokIUzomoMfBIpkUi8VUq9W0urqqd955R/fv35ck44cxIm1gYECpVMokNB4+fKh4PG7319/fr83NTUmyoJSZycvLyxofH28Jqubm5nTr1i3FYjErB3PgMXwE0iCErnAyndc7OzvmPHl2jO/Ozo51ZrPHKPPjnF3+pnTGJSbTdhMPLu4DgfJPP/1UU1NT9v2TkxO7N7cMy98HbXxRg5SLki4dmv9Y8vPkyRP19vYqkUgoFApJknUEc15KpZKhM+w3HM6LnFLprLzF9BfprJNbkqEvLg8bpFVqBpxwQyORiD744ANNTEzYO2E9UHGAByrJeLZIig0NDRnXmXunq9kth3PWoLa4AwPcZ2P/EBAcHR0pcHys//Cf/7Mk6d//7u+qPRxukWhyg0ES1+XlZUNU3LWkHA4iTvmYZ+O9lEolxWIxE77n97FRlHtJgPk+8jJUbjhr3d3dNueeSgD/Zr+h4lEul1UqlVpE791yrIvuuuVUVyqPahZOdnZ21tbX3aMkxZVKxYTnsV1I3kxMTBg3vaOjQ319fXr48KE+97nPSWraGOwaXfflclnXr1+X1Ey+2DcM4ygWi8rlcpKkL33pS4Yg+/1+PXr0SNevX29BDamA0NmMVB17yrXhVMYkGcUMf4AKCOelXC5bgE2fAJ39nKv9/X3F43Gz6yDNfH97e9toFVTXCMrYn/weQIrrS7kACwYGBmzPbG5uWtWQ6hr7jbn1VApBerngbEuyqhoIOmtzcHCgK1eu2F4ZHh42kCmfz9v0MrroXVtEN7obrHPWoB9wrkj82H+sHZQ4AmI+H/SXeKFWa+pCk2SQ0EsyHj9VGUlWEZuZmdHDhw9b+hqgoIyOjpqaB8ivJKu2xuNxq2CQnEpNH9RZr5vc3Hkw+vO8Th3Et7/+dXlOjZV0JjsD3w0ERZIdRjfDw0BIZ80/HE5Kofwu0Dp8L5BGSS2SO3AOuR/pLDAhWHT5NJJMOgbH7kpVSTK+GcR8jDGGns+UZM0jPDfOGmFzJG/4jFwup46ODvX29ppeqd/vtyB0enraGnwIqggapWYWd+HCBW1ubhq6dufOHdMRXV9fVygUUjQa1YMHDxQOh5VIJAzpmp6eVi6Xswx0dXVVk5OTkmTC0GR909PTWlhY0LVr1yQ10Zy1tTUNDAy0CJu7HL/Dw0Mji1cqFQWDQVt3EpSdnR319fXZvmDt3CyaBiMcP6Upyvdu8xjvnv8Pik6Jxt2v8LSY6OFOdXHpBASW/D6yUy59gAY9SVYOJTiANsC+Ya+jLYskmXSGtNOsw6QR/nZPT0+LhJS73jwXiUtfX5/xo7ngzbKGxWLR1lVqOqGRkREr5YLac1YIsnCiNKhwFihlMkkKiRj2Iw6WgNKdYiSdUWk49yQx3DtoDtyu43JZf/rXfy1J+vNvflNHbc1xo7lczpoVJOnJkyf2b7d0jQaqSyNxJb+wQ/w9d0+dnJy0fI0gEi6ZG1gQHB8dNWfKoxXKWcImHB4eWimcdYHmAodOampQ8mzsbdAumnDcv01g5DbxkJQuLy+rUCgoHo/L5/MplUoZms3vY2MAGjifNAFduHBBCwsLeu211/Tee+9pdHTU9ozP59PExIRWV1fV3t5uDa6SbOJVo9FQPB6X3+/X8vKy3VsqlTKeLvf45MkTvfrqq7YOoVBI5XJZP/rRj/Q7v/M7+u53v2sJFFQX3rvbg9Df32+UJMTj4X6zrlTl2N8EV9IZHWRnZ0fxeNz8BEGfx+NRJBKRx+NRPp837vyL+51Al/L9izawo6NDz58/12c+8xmz3dgo7om96/o1NDPT6XQL+se9kZgQLGKv+D77tVgsmlg855cq4dbWlmKxWMvvbm9vq6+vz2hkNF65GrvulEMCS4J4bB2DSGq1mg2H4Ptuk2wgEDCNW0lGxyEu4OxiR2KxmNFP1tfXTSNbaupnB4NBu9+PP/7Y9rLUbHbm/uFgU01ij3TW6/rGd76j05s5D0Z/btfpRvmTP/gDeU83NyRv4PNgMGj8SEnWmRaJRKzM5G4ODqTrFHGuBIn8F0fPxt3e3jY0A54KvDmpeaAhKWOU3S5tnDvOo1AoGG9JkjU5uePC4MdJZ8EsTTI0V0iyLlG0+5jQwbPBMQI9osnB1StNp9M2MpJMd9wR893e3tb169f1wx/+UGNjYy1cI8Y6Pn78WJ/97GeNw0t57unTp4pGo+rr69P6+roGBwctIJucnFShUDDHmEql9Pbbb+ujjz6S1AwMQqFQS7clGqeSrDy/u7ureDxu78EdCoBmHqNaJbUgiASLNLm4Y/hIaAiMoDiwbuwzDBJBBd93ifeUBXESrsg7qLkbaLs8SJAQN/N3lRheRDtcVN3V5XTXDYQMtMDlXjGejxK8S4Hgb0NTcBuWXEMO/w+FCCgJkgwVPDg4UCwWs/Ie904jAWLXmUzGnArDG/r6+gxdBeGQZMkYHcF7e3vGL+XeUBxgzV30FyoMQWCj0ZD34EDf+su/lNRMkBuneomBQEDZbLZFjHpiYkKbm5tWwnefm05wkg8GJbBuND9ib9zhFJKskZFSKtxzd/QvwwlCoZCy2WwLmuI6Yp6P/cRkK/Z0o9FQIpEwUXE4uDheqlNUhyj30rAWCARUKBTMxl2+fFlbW1t66623dOfOHfX39xu6LTXRz6WlJduv29vblrTmcjlNTExobW3NkphwOGx/u6urS5ubm6YRylQcV3d1a2vLSv0XL17UgwcPLDhn0EZfX5/W1tasax7kFI1K0OhCoaCJiQmzgfDA4fb39PRYsFMqlWxQB9QYUH/WlaSZUj3cT6mZsI+MjFhC097ebokAZx+altuo6wIlkow2w2e7oQF86s7OTq2vr1uSQHPdwcGBCoWCBgYGDJGUzip26HQCdrifDZDDnnEbLwni9/b2dOXKFQMb3D0bjUb17Nkzo1JxHrzepuZnb2+v8vm84vG4JLXYfgJQ9jr9G1KTMpPNZuXxeBSLxXR4eKh79+4Zmk5iVSwWNTY2ZvxtgsYPP/ywRUDfVavhPLm9JKlUyr43Njamg4MDXb16VQsLC8YldvnBVDIBj1x6Q71eV21nR3/1P/9n80FfgmD0XGf0/Dq/zq/z6/w6v86v8+v8+ie7/n+BjPpPeRQgoWR4dFBThvL5fNYhBzeQkp7ULA2CCL7YkAE6wNfcruLm7TT/S0kxlUqpo6PDStk0b8D5ymaz1kkvqUXflOzaJWOD8LjdxUywcS8ycBelYnoJk27gYpFBwrOBc4g8Bpl5qVRSMpnU0dGRwuGwHj16pJmZGT179kxSswEpnU4rnU5rZmZG1WpV1WrV0JiVlRWNjo5qdHRU7733npLJpNrb242rNj09rcXFRQ0MDBgnCd7kvXv3NDIyYt2jAwMDevjwoX0fdMztSkY+h3UH+Xz+/LmhxzQenJycWAMXCCQ/w56hKaBerxsiKMloHJSpKZXzfcr6/BzyUG72SrkOdKBUKhliTIclZbDe3t4WZNXj8Rgi/uJnSTKUnVLOi/vULT+D9rMf3f3KBCPKr1IT5aIMDC/L3a9In4FcgrJysScHBgaMNlOr1YwjnMvlDMlFkshtLDg4OFA+nzd0mUlVrLs7LQ1kk7WD6kDzDetGWZNGNZC9crncwh/n/LHn6vW6tLdnZfq//Na3dHjaKZtMJo0DyL2n02n5/f6WswyS5HY+I7EknY0JZJ9RdUEtAzMO/7Ctrc3W2G2goskxGAz+TEPF9va2BgcHtbq6arxLt/RXrVZVqVSMc89+AbFmj/f09Ojx48caHh5uOQ+816mpKT1+/FiJRKKFS81eCofDWltbUyKR0MrKipUu4ci6XFTOKRz9zc1NK5d7vV6zA1Sl8BH9/f2mUynJOuDX1tb05S9/Wffu3dPw8LBWVlYkyTQc9/b2lEwmtbS0pFKppAsXLti9Xb582ebS05nNnoPCw16lEUuSScaNjY1Z8ybNZJIM+To5ObFqCJ3Y7ll0O8ah/fBeXOoZtoJ1p2qBfcCvuRx4eMi8H85ye3u7TQIql8vGs3a58Pit3d1d25dwQkHRXV4zn8v9UAnwer2qVCq6evWq7YmVlRVtbm7q8uXLWl5eNs61dNZwxxrt7u6ar5BktC4aj5Ei42/TDITmbLVa1dzcnN599127t1AopHA4rFQqpUuXLimVShkHGrWVXC5nskx07XPW29vbdfv2bU1NTbVQCHZ3dzU+Pq6joyOLJVxFEewmPNW9vT1TCLB1Pz42m/QyIKMvvbTT3924oe7+fnm9XoPUDw8PjY+ENhpSF24nqHQ2lx3JHUp3LmfM1ZSkc42NDseGA4gu3sDAQIsR4O95vV4LNinRSTKJJTqQMVRwoejEp+ubwBFuKEbP5/NZuWZnZ8dI9dADIP9TCoEv19HRYVwc/n4kErERiGgLIkieTqc1NDSkvr4+PXr0SMPDwybcGwwG7fOq1apeffVVpVIpLS0t6c0331Qmk1GtVrOGmadPn+rixYtW8mIGfbFYNFL7zZs3jQNI+QuaAkEo7yoajVqDy8DAgPb395VOp9Xf36+enh4FAgGl02lzWAcHB2bwWVOanSqVijWUuPp79Xrdxp664yyR5mAGOGMT6QAmeHU5W642IME0ZWaoE7FYzMq2LzoM/occFMbWVRwgyYIrKp3pDqJrSQmJAMkttcPd6uvrs3nP+XxewWBQ/f39GhsbM3pHR0eHcrmcdTyTaDHrHO1Culkp4yHMzzuAgtHb22tBX71eVz6fVyQSMUoGgyT4PokQ9Ah33rvH47GSfjweVzqdtmSMZ8aRW3OSw7HjZ1y+uN/vV7i3V6//4AeSpPc+/3kdNRo21hDRdkqA0D4IBL1er42IlWRldQI1l/POc1LylFr55gTiUtNZEqhw5hnV6fKI2Q8komNjYy1ydHQgU+JF5guJMlcUH5sHD3JgYECVSkWHh4dGe0A+rlarKZvNtuhcjoyMaG1tTdPT0yoUCsZlp2mnVCpZZzJJBXva4/HowoULev78uQYHB40PfXh4qP7+/hYVAsrBvD9GC/f09Ojp06e6dOmStra2rOmKZtTp6Wk9evRIwWBQExMT1oH+yiuvWCB6fHysdDptXENoWx6PR4ODg9YIUyqVjOrFWR8cHNTi4qIF0fguEmQ6x7PZrNFAsA8M1KB8jO/BdsEtJCEleUaP192b8Ee9Xm/L4ApK/qxrMBg0/c96vW5JIQEvjVu8r2q1qkQiYRJgUOpI0gkaXbuey+WsoRbt5VKppK2tLRUKBUsYkboi8SARhU9JUuhq9qIS4Pf7jdbBeR8ZGVEmk7H9B13M7/ers7PThtT4fD5rjjs6OtLVq1c1NjamWCymYrGo8fFx8+vBYNBm1sO1xg5CMyBIfvz4se0D9hnxQDQaNSpGo9EwP49P6O/vl69Ws0Ec59JOP8/r9ED92b/7d6o7mbck4+wwMYFMh8zR5d6BOklnPDoCN7frmUPa1tZm3cnoekpNhxAOh00YnqYbLrJwsmMMAkgSTgYD4Gaqkoyv5N7Hi44qGAzq4ODAMjCCOzhokUjEDmYqlWqRFmF9urq6bN4zXydg7+3ttezX5TZGo1E9efLEGoPo1gVxef78uS5fvqydnR09fvxYb7zxhnWGSk2+1XvvvaerV6+qWq2aMeK5r1y5oh//+MeanZ1VIBCwhihJpglZKpVsBvHx8bEd9GfPnikUCmloaEjZbLZlAgjrHg6HjWjPWoFIwZ1yOcg4MTg/6JMS+IBWQ2DHaRIcgFK5ncVwlkAZWXcmJPGe0cvlnWPQcRovSj0RPBHMuTI9IIHwpuhMl5rNJP39/faee3t7lclk7HdGRkZ09epVfe9737PPALmSZMg1ouIE9HQq7+3tGWLAVBMX7cExw+tzkZ9sNvszjs3V20SiBWfgNjlJsr2AMD4BGxdd5jQ30lDCeWZv8Lkej0fa29Mf/9VfSWrKzR2f8iHhGbOfQYh4165moSSb+AWCRJe1K+eF80Ycvl6vG1KEpFEul9PIyIjJyHHP5XJZV65c0ZMnTzQzM6O9vT0Lgl0pH0kmJYeNo1sahCoWi6nRaFjyy1rwb1A8LhBZGufQhYVX+eqrr6pcLmt1dVU3b97UwsKCEomE2e+FhQW9/vrr+vDDD60zG3m41157TU+ePFFfX59mZmZ0+/Zt2z9SsyEkGo3a/eLcOUsk7DS8uUkqZ7Gnp0epVErT09N6+vSpNclKssRmZGTEGtNcmTV405zHSqVi3EKqAIeHh9aABBeT9+J2tNM/4PKr6QTnHbpAhyt9RhLH50hnvo0JSp2dnapUKi1oPYgj5whkM51OW4OiO1WK/V4ul9XT02MTDAk4uU84sKjLIK7vIqtDQ0NaWFhQR0eHksmkKpWKnj59Kkm6dOmSgTHIDsINrVQqKpVKGh8fVyaTsaSTJG5qakqLi4vmK/b29hSJROy5mcS1urqqUChkDUv0mJRKJU1MTKjRaE4OpMrKe1tbWzNwZG1tTRcuXLCGTalpGwFh9vf3W1QE6vW6KbewH6hScW80O8Ivh9/PunVL+vq3v63Txfhnj4y+9MHod77xDR2fBgcI33IQOVhuYEMmyGGncUJqlu9AVlzDIZ1B+i652pWR4MLokOkQsFGSc8tSbueeK8fi9/vNKeEoXOFtptXgtKQzPUSMiFsmz2azLWNI0Vbl3gi0IMazFhg7yqV+v189PT1Kp9Oanp62xgWcMkFwR0eHlVClpvN//PixTaii+YmOzM3NTX3lK1/RkydPDMGhOWpxcVG5XE4XL140lNItX1JuBJ1mlB73du3aNdVqNS0vL5smnitLhIIADQUkBW7HO+VqECH3nRPk8b4o9bAXXFmcRqNhAQa/iyEBdQe9k84MDuUb0FAX+cKRgA7Rac736fJ3y9JclMZJvtwEBafjNoPl83m98847kpqBwdOnT/WLv/iLevTokUmLuE6kcYoOgi4RpEhqaZIIBAKKxWKWPEkyxDSfz/+MNBSNI+3t7SYthJi0dKYtWy6XrazrnkWSC0l21l1nTyMjSOCL3cXt7e2G8vG97c1N/Zf/9b8kNRNkb2+vxsbGdP/+fU1MTNizVSoVRaNRk5ei5E6Q7vF4jFoC8kgCLMnsB9ObKMlzIQ1HYMBUG4KiwcFBPX/+3L4WiUS0sLAgSZqZmdHJSVPsm0oNIvCSbHpVuVxWIpGwEZQEdBsbG/L7/fZO/P7mBB0cLM0nNLMQ7LnoD0l2Nps16TH2+/HxsVWP4vG47t27p9dee02S9ODBA83MzGhhYUHj4+Omj4pz7urqMpWOYrFolARKqtVqVTdu3DAKBQ17NEg9ffpUXq/XtJIHBwd1+/ZtC9zpFpdkCYSrBckewy+5YAdrClLn9XrtOdmPCK6TiFEt494Djg8sl8sWsHLWsBWsqStvR4WJ4IafdxvXSFZpMuKskeCiF1yvN8XrCfige0CroKLA367X6y2UE1BZys2VSsXE5Ofm5lSr1fTs2TNTU2F4Amva09OjR48eSZK++tWv6s6dO6Zj7aLG2BO3+nXp0iV98skntl9DoZDZoVwuZ3vZpcxACaFKio+QmnbK6/Xq1q1bunnzpur1uu19qWlDJyYmTKHh+PjYkpvh4WHzx67P4ayDjEMfAIV35cCSoZD+1Te/qdOFPA9Gf27XqcP+P/7kT1R1pGwQcWZSAvA1l1syoUxNwOce0v39/RaxaQ7bi1xSDEo4HFYmkzFkk25kNhdlFjqSyVJdTT0MOAZsaGjIjCUH1es9EwFGeofnooxI1yQbeHx83MYnMmIskUiYsQEJ7DlHAAAgAElEQVTBQ6cV/TMCE5DNVCqlarWqsbExra6u2qGliy8YDKpYLJqgNh3xtVpNs7OzWl1d1dHRkTmB6elpSU2Zig8//FATExNWel1cXLR1RQUAR4XRlmRGDsOyubmp0dFRc5Dr6+s6Pj423iOBNQEb8kiImON4SRIIwkkyCFwltYwQJLhynYzLWeR/bgLjlsPhILoSXfV63Tp8MUgu+ug6Bv6WG5gQnMJ3xRGxn6Bo7O/vq1KpqF6vt0iSIYuGJNbrr79ufKmpqSmbkoKkzv7+volRDw8PG7qHrmM4HLbzRHCNvunDhw+VSCSUzWZtbSndI1XGO9va2mopzXo8Hm1tbbWM86PbeX9/X/V6XYuLiyZW7UrmgDSSEEgyqgLnBV4me8Jdb97TYbFonav/4d/8GwUHB7W0tKTLly//zKAAOHPIcLlJJzaJ53MHckgySR93bjajCHk2Rv7WarUWPrUk00Esl8sWUHN/8NU4E+VyWfF43JJSVxECFC2RSLQkEaBctVpNk5OTLd3wBL8MJkECj7OKxM3ExIQ2NjY0MTFhgZgkQ9/y+bzZWewn++Xy5cu6d++eVUNWV1dt3eAvgk65CSfybthcEh0SsUQiofv37yuZTLbISrl2BEoKmsQu4h6JREyUHY4fvPWFhQVL7lEsIIFiXVyfRJDKvTFJra+vT6VSyRJQ3jnAhXQ2EGJwcLBFRxSaBKV7F910aUQgpK5Pdbm3lI+xzwSmrrD8izxhgBLQUipckqwU7fc358vfv39fk5OTlsA8e/bMeJ7Dw8P6m7/5G/32b/+2rWs0GtXq6qoSiYT1Eriavi79rre3V/39/WbDAAE2NjaMXgFHk3vv7OxUoVBQNBq1xB3Udm5uTru7uyoWi6Zpure3p0uXLklqVp/QtiWwxUZBbSF+4X3iO9xJkOijHx0dGc81Go2qks3qL//H/+AlnQejP7fr1JD80e/9njUwwc0EZXR5WFLT0IMcgTK5yKibfXC4MFho/fHZcIFcx8a/4e25UjY4EQ75/v5+i+guDoOyKM6VQ08ZB4SURiccKEEJ5dJGo2FBUz6fN6F9UBaaG6Qz54xkDr/PelCGf/311/Xs2TOdnJzYXF5JJsR+cHBghP6PP/7YZC3ILAm+vV6vxsbGtLS0JKmZPbvPzpx57onDSKnJFXdnXSqVig4ODnTt2jUtLCxYUIVeJWNESTZcWROcBpI9lGals2YXSmUgVpLMyIA4kKgQELo0D5A1N3slAYGzSbne1cCkCQKOMYESa+PuB1BSLoJPnAeTWKQzDhINRqDFOED2ealU0tTUlHp7e/W///f/1m/91m9Jago6V6tVm7K1vr6usbExS77c6VMIbTPelHcejUZtRC0STq5upNfr1dramgqFgr70pS9ZYubOfea53fIwlBR0UY+Pj1v0NKFWgNS58kX8PutFgE/Q654XHJnH41Gorc1QiD/+1//aDD+cU6Rw4HGThNRqzbnTBGSMAIQf2N7eboEbz85+hLOMlBN7BiT8+Pi4Za4290NgQHDnInA9PT02HpNExE2usKeURkHpJBmSirTWyclJy9Qt6ElwVtnf2MDd3V0TFSdAn5yc1N27dyVJFy9e1Pr6uqLRqJU4CTZBqGq1mqanp7W8vKyDgwPNzMxIklF0wuGwnSGXgrC9vW3JKJz4crlsASONRaurq5qbm1Mmk7HPwhZIsjHIBBluSXd0dNSqcrxDSSZNNDY2Ztx2l6pFIyB6tEzY497h8SOKDvrmUrwIXqgI0rfA54NQoseL1B97iqSG6pfbWNtoNIwLCd8SOwPvnLNC7wG/39/fr1wuZxO3QLO597W1NWsSYiIRKK7UbGACsMjn8y2Sg4VCQUNDQ7p//74lhSSg2BhQWL5HhY9nI5mATnThwgVLmEdHR7Wzs6OVlRXl83nNzs4qEomYX+vp6VEoFDL+PFxT3msymZTP51MoFNLK6eQygklsjuvzSfR4J/SlYMdpWOWsHZVKRh16GYLRl76Baf5Xf1Unp7ppOEAMNCRqeJR0r7uBJL8jnZU1pbNxhq54L40DIBYEUHBd+Ay69UHCKMW1t7cbmkQ5BkQPThJNKm6nLegbXCtJhtbAf6I8R4BC+ZB7dgX/aeaCAI9gcK1Ws65Fl1MrNQ/jxx9/rEuXLhmhPBQKtXAgKYesra3p5s2bVmL1eDym38es7R/84Ae6evWqjdBra2vT1taWenp6DHHkb29vb1vw4Hbyoo5QqVQ0MzMjv99vxolMEp4rjoBGHAIlOjV7e3st6wcBorGhVqspHo9bUweNIiASIOVusAnZn6Cq0WgYmgMJnZ8jeSF4YB9hiEgw4EWxF9FXBckgsXKpKSDelKZdJ0dwRlOVqwzg9Xq1sLCgV199VcViUbdv39YXv/hFPXjwwLRqX3/9dX366aemWUu50G3sg3tHkN3b22uJGSVFkp6dnR3l83kLDHj+ZDJpThSB/P39feO4ouPJDPNisWjvhbnVkiy4cpvA3I547IUk42i56Ct7kgY09lhXV5eqOzs2m/4nn/ucvKfOg0SB5juCb+6N6WgMi4BP6ibLBGYkwTS3dXd32x519xz3ylhJKiZer1fRaFTRaFQnJyc2DpT9RDd8o9FQLpczO0djIHqz7BP4cTh1d/gDHPa2tjZTycD2Mr2ps7NTCwsLdqZpCALxnZ6e1p07dzQ3N6d4PK5MJmMd52NjY1peXtbo6Kid8RdpSqzn7u6uNTIuLi4ad69UKml2dtaQw+3tbeP3dXR0KBQKKZ1Oa3d3Vzdu3NCjR480NzdnE7OghxAEYHdeVELA/j19+lQjIyNGH8F/pFIpjY6OanNzU+Pj49aISyIAtSqbzWpkZEQbGxuGoLkqGW7ihN/gvUMb493hk7AXVOxcFQA0YwEAaLTCjpI8owfr8Xg0MTHR0qfR3t5uGpuARdwnvGeajpiG+KIdCgaDymazxvekialarSoajWphYUFf+MIX9OGHH2p4eNgCs0QioZ2dHcViMeNXAxzQHEWFyO3VoHG3Wq1qY2ND165dUzab1ZUrV4yHSmUT6tPc3JxNrQsGgwoGg3b/gUBAw8PDunr1qiGvJHPPnj0zxZDFxUXz+9huGsBQPXGrbCD9PBOBNFW2+uGh3r51qxkvvQQNTOc6o+fX+XV+nV/n1/l1fp1f59c/2fXSI6Pv/sIvqO5I2bjSOWh60SXvop6uHA6ICJkMMk1klqAhNA6QFbvyUHRm5vN5mw7iljNcbhjZkotgcp/ufF84nKBwIHmNRsO0I90JOJT1QeyQBeIZ0Ah0uVY0L9EpSYadz+c1OTmp3t5ePXv2TEdHR5qZmdHS0pJisZhljcViUdFoVJFIRHfv3jV06tatWxofH7fuQzJJNCXhlO7s7Ghubk6rq6saGxuz0hbrIZ2Njuzs7LRSeiqVso7e8fFx/fSnP7UufxAkj8ej3d3dlrIW6DjoBtqWxWLRUGw4aaBxvb29SqfTlt2DPpDl12o1a0Zz6RSQ/kEn2EfwE/nvi2i8m8GDtHu9XuNWuWVVmlWkZlkJZJXSDWgpyAeor8/nUy6Xs7IPE1+CwaBxb7/85S/rvffeUyAQMMmZSCSizs5OjY+P6yc/+YkuXbqkQqFg5SfQHFA99jj3BAJJydZtWgFNoIwGcplIJFSpVFQsFq37nXd8eHhovLS9vT0rC4OQeL1eTU1Nmcagq1rAvmLNWW80QLER7vsFEaK6YhWZkxN9/r33JDWlndpOmygTiYS2trZauspBGd2GSPYW+4mfZ1oU94LUEU0qoOWsIeVXlw/MOvG5UFq2t7eNow0dgA5eVxYMOwNHjnIhTSOUCguFgnw+n/E3+RqNfZRIsWfr6+uanp422aZGo2GKDVNTU0qn0zb+kW5jqlCdnZ1G/6FpENWFrq4ua7aBx72zs6NyuaxoNCqPx2PoWqVSsXuENpNMJrW2tmY2mrVwOeMDAwMt0kXoMkPxgY+byWRshjif0d3drSdPnigcDlsPQDab1djYmLa2tkxnuLOzUx0dHTaZraenRxsbGxodHTXdZRpwaDjF/rnVHTinUBOoKrhnHy4tv8decZ+fn8U28jyBQEClUknXr19XsVg0n0MDHVQnqC+NRkPhcLjl33CcKeW7cmI+n0+RSETt7e2KRqOan5/XzMyMenp69P3vf1+/+Zu/qbt376qjo0OJREKffvqpSqWSZmZm9PTpU8ViMePScs6xLy79BhQaWxGLxVomoJ2cnGhzc1PXrl1TPB7X2tqaJiYmVCgUVCwWFQ6HVSwWNT8/r83NTcViMfOt1WpVP/rRjxSPxzUxMaFkMml7aHR01OIO4gOPx2OVDXwP6C10CbcCC82CZ/H7/Qr39Oiz3/9+88W9BMjoSx+M/u316zo87ejDyeHgMAy9vb0tXCtKoDgADjDBAIcZsjIGFOdIQBMKhaxcT+ByctIcu0jp0tUxpURNYwSbh43EIcFJ4wCks05iVwScYFlqHiR4oXCnCK4IxjH4dJ/z95CcIsCu1+uKxWKan59XOp3WK6+8ot3dXW1tbSmZTCqbzcrv9+vKlSsaGhqyjnf4mvV6XbOzszZXPhQK2QjRsbEx7e/va2trSxMTE+rv79cnn3yiyclJm/uL1iTOH0MAv+3Zs2e6ceOGotGoMpmMiU9DZSCQowue7k3UBxqNhjnQ7u5ulctl47nBgyR5oWRFecqV5aK07vP5rLxJIIbxhaPnloegiPBzlGUIcFzaCL+DY4Q/5I6N5B2STLhBFB2sOC06/HnH0Ag6Ojq0tbVlTvszn/mMvve972lubk6Hh4fa3NzU9evXrdN6e3vbRnmSJNBMw97a3d012gLngCCGMi/0ls3NTSsZV6tV41gys9vj8SidTps80OjoqO19xnm6PFW0FQkwisWilR3h0rpBH+VKtzGRwJC9SKmcNSbJazQa6g4E9MYPfyhJ+r9fe01Hp7SISqVicjoeT3MmPeuCo6IESynx8PDQSumoa3Au4VzyNUrTnBn2D7bt4ODAmrm6urqM/404PXuOZ0ZqiUDbbaojSJGajSloadJAAo0CTiDre+XKFXvu4+NjXbhwQZlMRolEwsTAoQTs7u7q4sWLtrYkRgcHBxobGzPKDaop/f39CgaDWllZUUdHh4rFosmWtbe3a2VlxQITv9+vjY0NG8yBWkWtVrPZ5ZTNr1+/rk8++URvvfWWEomEJd7Yi+3tbTuLHo/HxqK6gwKq1aopiMBJ9/l82tzc1JUrV7S2tmY0mu7ubm1sbKirq0vpdNqCRfiguVzOGnmQrtve3jbghHI0tBfK3tgR7A//3t/fV39/vwXlBJiU1933ju/i/AKesBfwPXfv3m2Rg2MfZjIZowg0Gg2ji+Gn8bWU4pGpamtrs3cdjUa1sbGhQCCgoaEhffrpp0qn0/riF7+oUqmkXC6nmZkZ/eAHP9Av//Iva2pqSgsLCzashQAOXy6dNQVKZ8L/7hpBY/N6vSoUCsYHTqVSyufzGhoa0u7urvVM9Pf3q62tTfF4XIODg8rlcuro6FA6ndbe3p5eeeUVs2E7Ozva3t7WwcGBnUXAC/4m98f7c/VS0Rl2G1jxJSgclHM5feX27eYDvgTB6EvfwPRf/+zPlD/tOHU7zILBoKEzOHc6nhHoldSil+n1ns3shV/H5uzo6GhpIpCah5CuvqOjI+3s7FjwSLDI77hEfw4GWbEk40OC7Pp8ZxNhuECAeE5QTX7f6/Ua79DVHIPDA98MpM0NcIeHhzU/P69EImH8FLL5e/fuaXp62pA4GoGQhPn85z+ver2uQqGgeDyu1dVV1et1y/DhQMXjcT1+/FjxeNw4hpIsSHd170DTXCmihYUF3bhxQ11dXTb9qbOz07L9aDRqZHkaC1z+HTp029vbLQ1SwWBQDx8+1OXLlxUIBIxMzvdBDXp7e1UqlVrms7scVpevx71jtJllDm9KOgs+SXrg+vD78AVBogg04Hq6E5bcxhLWjmCUAI2OXH4OLl2hUNDBwYFmZ2cNpf3oo4/02muv6enTp/J4PLpy5Ypu3bplCgg8O53XLyJ6BOgYUIIZ/j6i3/CZaXjhOYaHh+Xz+VQul9XZ2WlNA5KsSQZjzzviLMIr5W+AzrqyZRh741edBuicT84+3Du3AxjnwBofHh7Ke3CgP//v/12S9O9/93fVcSoBw/tg3rXUDJ77+/stAUa2R2o2uqAGwO8iacSzc97dznD3IulGgJ2uXOmsY357e1u7u7tKJpM2Gx6kjcAGfjmNim1tbYauu0kwnHFQVc7k6uqqZmZm7N0NDAyYuoLX69X169e1sLBgZ5VEsFqtKpfLaXBwUOl0WhcvXpTUnPX9S7/0S/rggw8UjUYtuOSzSTgR6qc5RGpKM928eVPz8/OGAG9ubtrfRn6rXC5bw+Pk5KQ1lNDZf//+fY2NjSmTyVhTkdTkXy8uLurKlStmY5lPLzU7p0OhkCUQTKKSpCdPnljjGE1A1WrV7G+5XFZ3d7cymYy6u7sNeSZw5My69sjdo24SjG9zJbNAdDmn2H9Xjxlwg8qW26TJ7xKQ06/BWeOZAFEIliSZQkBbW5sqlYr6+/tbbFhHR4d2d3etmW9vb0+JREK3T4Os119/3TQ8l5eXrdFJkiUsJPEej6dlIiPPwFoCEOF3Y7GYgVqpVErJZNKSdu6NMwiXFVSX30+lUhoZGVF7e7tyuZyBGpJsL6BjGgwGW2w3oFIwGLR3hm+gAuKqG7g9JZVKRbWdHbNJL0MD00sfjP71n/6pDhyEzy0PUo4l6AIdqtVqVsoGEZRkTgknjm6aJMv8mb4DuumObHPHiLljv5q367Es1g22+B2cT63WFMklkHVLRJIM3SEjY+NTliWQlc4OW09PjyEGBOMuqtrf329doktLS1ZOZ+NHIhGtra0pGo2qp6dHDx8+1MDAgK5evSpJFpQSNCUSCXm9XpPIuHHjhra3t5XNZk3CxDUKdC+7RHcOLGPmGo2G5ubm9PDhQ8umJVmJFacNIojzzmQympycVDabNV1NRgFKTWNYLpf1xhtv6O7du4YAuPquBFqUNF0xaLrSCfrQ7OOd8Tnom1Km4/dBzUGr3f3oolPQAyitSs1uTCRRKNPyt7l3hgDwzHy/u7tbExMTev/993V4eKivfOUrmp+fN31W9BRDoZAGBwd1584dxeNxC6QJtDHgx8fHhgpx7y46y/8ncHKDQxpHCP44QyMjI9ra2rJgknfuqhZQUt/b2zOdx6GhIasEoEfqSjGBIrO+OGh37aBHsA/5PEnWZITTPz4+Vn1312RUvv31r8tzWmKbmJjQ48eP7Xf5ed4BU4ZISkGe6cYmOGTdOjo6bL3ZP+6eAXEl4CNwdDVecWqU/HhngUBAvb29WltbUywWU71e1+rqqgVUBOxuabBer1sSsL29rXw+r4mJCeXzeaOtMPYX5Ah6zfvvv69AIGBanigeMBCBoKjPUUtxmzVd9QVUNwiMQCxdaSbOYDAYVC6Xs3Kx1AyESe7Yy52dnSZPV61WNTw8bIHi0dGRcrmc7anJyUmVy2WjLdFEi22cmJjQ+vq6lV7Z45KsvEuiQMMiF404NNuR1LlKMQSP7AeX5sT0KZJ/QJcXy+/uPoBGIjXtM01yNCi6FZm+vj7l83l1d3dra2tLV65cMXUBgk18KZQJzjL/hcJGQxP3mslkdPXqVQUCAd2+fVtf/epX9d5772l2dtbum+B/b29PsVjMbLvrZ11Qga9RNcEnU8XxvhBPsKaAWdhvJM+o5h0fH2tzc9POKkAY54AGZRQgfD6fBaeoOLj2lfVyaXyuBBz0kFqtZp31xBw+n0+Rzk793h/9UfMFnwejP8fLQUYrp4/AhsZQEjDyAnd2dszZwbsiQJVkwZo77tHduJQ80RyFi9e8nWaphhnegUDAMhdJRg/ACbyIVNB1TBkVuRZQXUqRGGTQH1cig65JNOp4Vgw4B2Fqasp4TTzb9PS07t69q7m5ORNWxhEzj3l3d9dmMJdKJTtUY2NjJpOD7IrX67WAkH+PjIxob29P2Wy2ReeOEm4kErHskXc2Pz+vyclJdXd3K5VKaXBwsCVJcEuSroC5G8yurKwomUyqXC6b5A/PfvnyZW1vb2tlZcUkddgb7AkQB9acwIExoAThOHfeCZIo6B/u7e2Zfpx0NggB7UBoHTiJF4MMAnjklB4+fGioglvGdSXK4Isx7g9EeGVlRaurq/ra176mSqWiW7du6erVq+ZE6ADe39/Xzs6OqQm8WEWg5M4YPy4QXzdgw7ByESQNDAwYmsZ5QvNwe3tboVBI6+vr5rjQEYarNjw8bHxLqenk0ZYlmHNRV/eC/gB6zr1zbnifOCv2K8/DMwWOj/XNP/9zSU3t491T2g7lPX53c3NTIyMjxtv2eDyanp62oAXJFjRxmeftTv0qFAq2rqh5sKdc7iiBNoGa1ExgFhYWdOnSJS0vL7doHbsqE24wS9IAZSkQCJitonucvw3twO/3a319XSMjIy2VKWgFuVxOiUTCZndzHlj/o6MjZTIZ0x7m3jc2Nqy7GD69JJt05qKLfr/fns29v+PjY924cUN37tyxPTEyMqJsNqtsNqvJyUnt7u4aMCA1g5m1tTX5/X7NzMyoUqmYFqrU1L69fPmybt++bcEIdC3eO58FZQTfwhARuvU//vhjTU5O2jvP5XKanZ3V8+fPjdoBNYb1Qk8YZJPklb83ODjYMj3OXe+trS3joTIRCQkl9jvcdvYaZ40yPxWKUCiktbU1e27oSFTtSLLce+vt7TUdaDSysc8XLlzQ6uqqBXWAAtjAtbU1jY2NaX193dB8l+aEPyXYgzIgqSWpAjgA5OHeC4WCwuGwySMGAgHdv39fUnPq1sDAgGlyt7e323lnv6PkU61WNTAwYLQL9kQg0Bx5DP0ONBx77vr0F/0BKDj+x7WvXV1d8h8e6t/CwjwPRn+Ol+dsAlPjNDhwnQVlCnicksy5gZ5yoPg+pQiaKJBi4iJAdZsfcAIgJ2TNcL7IdBDBR7oCbgjGIZVKWVmIsh2BlnSmeUYjE/wut2HFbQ6BBiCd6cyxueGpgBoMDAwom81adjU+Pq7Hjx/bZ0ciET179kyRSMRQhWAwaPcGipVOp5XJZIyTBTIai8Us0ORAY3gkmYB3JpPRlStXlMlktLKyIkn6jd/4DX3wwQct5fqurq6WUXgYY+6HbFySrVmpVDKj0mg0TA/17t27Gh4etncNN8edAILDplTyIpIunY3UdEslNCXEYjErLf5jxw2Uz2384b0RWENgByWWmjp3qVTKHC+NCQSMBCxuwx5GHqf64MED4yjCReOeXLkyyP28B5Iqgh1JLUgLiBxBHuvk8rUYr+jxeEwkn2CUBjxmm/OZ0hkqy3km6eO5pSbKtrGx0cLxdVEHnB5BM6iTdFYC52s0YbhTY9yGxqOjI/X5/Wb4v/X7vy91d2toaMiSjy7HRoH+1Ot1037l3mmQdHm3o6OjNjWGvUIixLO5e9+lCpVKJeP/SWeaw5QE0WLlPdMMRQUJ3Uv2OIkP/MxwOGzrenR0pP7+fkNFpTNqkSSTT/P7/aYLeXh4aKX2YDBotI2NjQ0r2c7NzUlqJqbDw8Pa2NiwAJ2/Dad3f39fu7u7Gh8fl8/n0yeffCKpOfjD7/crl8tpbm5OBwcHKpfL9mxIOxHMw5d00fhIJGJBD0AE2rejo6MqFouanJw0biN8eS7OUTAY1OPHj63E393drbW1NX3uc5/TD37wA928eVNra2uGjo6fyj2BkAaDQZPJYz+DlmKH4CCy7pT6aTJ8cRhMMBg0eaZwOGz7kM8ncONcg1zib1zZPa/XawnG+Ok0LK6dnR11d3e3JHwuPQ20EumqfD6vmzdv6nvf+55Va/BvUhMIYQwsCaLLlUW2DATS1RF1+fOgolCmOGsrKyuamZlRoVBQLBbT4uKiLl++bHuOqWN+v1/b29saGRnRnTt3JElXr15VKBSySmAkEmkBUi5evKhHjx4ZfYGqlCSbZNhoNEz6DyksqalNC+WFnyOgxx4cFov6o7/4i+YHngejP8fr1ID+xR/9kXZPX65bisH5Hh0dWbZBqfZFrgwHC66Wx+OxYI2Nw7gyyndk3S7JmFKgyydzs0sOKp95eHhoBgmnSCkfMj2Hlk5QSnQvIiI9PT32e2Se7vQnnBulqBeRLO6xs7NTDx480Pj4uAUeqVTKgjd4oTSFSDKOld/vN/7n/v6+zcuuVqvGCYRT82Jmj07k3bt3denSJfvdTz/91ITlWdNarWbltVQqZRqpBP/uszEzuqury7iiHR0dFuwODQ1pe3vbDALvn2cHOaebny58SWYUSU6kpuHGIExPT+vx48eG+uL0XW4iz+XyR/k5StsEAARAGFMaB2iOgZfFvcMnQiza4/FYY1AwGNTf//3f6+LFi4YawNWTZJqJIIoEnexHUDvQObfjm8sNctznk2R6oDQ1sL4gWTSUEHDSocvV1tZmqDU0Ezh4oNTunHEX+eQMuqL1biALP5xkg58h8HFtCN87LBb1nf/23yQ1JzB5TvWI6Zznd9HMpePd52tOxCEoooTp8/msPO+OkEWQPhAIqFAomA3j82m2k86qKTT2SWdoPokXPEbWxUW6uB9sVKFQsDGV2J9G42w2Pd3fm5ubGhwcNOSboAkqDjzDS5cu6e7duy3UjldeeUWPHz/W1NSUlpeXde3aNZvGhn4u/OlCoWDz3dENZYISNs5F4FC/aEGPTu0zIvp0wLsqLOw3GlXQVu3t7bV9gG+oVqu6cOGCoa4kd8ydr1ar1uwCBaCnp0fhcFjz8/N655139A//8A966623rIwPrWR7e9t8iMv5LxQKGhgYsIoav8P3y+Wy/bzLnyf4oZufJjcUKdxmHlcfF//KhW1wfSTrTnMoTaMg55S6aTIul8umRZvL5VooZOiYStLs7Kzeffddvdw7VicAACAASURBVP766/beQIHxbfhzkhWSaPow2G8Epm5TE3ZMktELqH7RTQ8H+uLFi0YPQB/7+PhYT548sd8nIXX1uN0LegbAAevGeuGLiEfc5HNnZ0fRaFTVatUAGPZjvV5XV6Ohb3znO80/9BIEo+c6o+fX+XV+nV/n1/l1fp1f59c/2fXSI6Pf+cY3LOIHCSCLgsPoQtdkTZTU3WwEVAqUCV076QzZhARNFkhmzRQfkAc+n+UFjaBsCOrkjuyk8YBsCF6ZpBbtQ7dU53Y17u7uKhaLmU6my02B84g80sbGhvEHc7mcSS4Vi0W9+uqr+ulPf2qd0/V63crDcBdBS6RmdsfPPnv2zDryQfAymYwikYhlnXBz3EadeDyu+fl5Xbt2TVtbW/aeQHV3dnaM/3t4eGjdyVeuXNHTp09/Rp4L3g9loXQ6rZGREVNScBEEUANQpXK53EJ/aG9vNxTQ5d9B56AUfnx8rEKhYI1djx49MukbSPZof7Ku/A0ydxpE2L+U7/l5t8mGEpm7R9xnA0Xe3t7W2NiYIpGIPv74Y0kywn1bW5vC4bCWl5c1OTlp68r+dvV2XSQXBNbljbpr45boeUa/32+ICLxknhlE0EXR4FlDteFvr6+vt0iu8ZnsGZoSKG3xdUrZIA5u167bXezSe1w01qUL9PX1GYru8/nkPTjQ17/9bUnSf/mP/1EVpzmS8pzURCar1appxlJd4TzR2MVI3N7eXuXzebNDlH75PDjOrA1f7+jo0MbGhk3fAnkFQeQs0X0uyfam25QWi8WsitDf36/NzU21t7cbR729vd3sK58JDxCkiO5jEP5wOKxEIqHvfve7Gh4etrInCh1w0qEN8X7X19c1NDSkzc1NnZyc6OrVq4Yurq2t6ZVXXtHBwYG2trYUiURUr9cN6b9w4YLp4RYKBeP0s17JZFJLS0vy+XwaGRkxfVbQSUr0c3Nz2tzcNMR+/HT05P7+vkqlktk2JhHx+yDUTO2p1+tWpXj69KlqtZoGBwf13nvv6Vd/9Ve1vLxsvoGyOjxT1tdthNvZ2VEoFDLaB7quvBf2L7rHbpkfPWzK6VRY3GYZxiS7toD93NHRYUod7pmXZNU7bDOUIVBC3ifnFYWC5eVlSTKZvXQ6rdHRUTsLrooMSjHQ17CfyEnhr+GhuxUbV8HFrXLyNVRxaOg9Pj62hrsHDx5oYGDARtG6NArOcqlUMpSdEj2/n8lk7N1APWPNoYxQQXF9Pee7o6NDmUzmH7V1Pp9P9d1d/elf/7VOX/4/e2T0pdcZvfX22yqczkXv7+83h+Lq11HexPn4fD7bpHCYpDNY/0X9MRwXZRk2LgeNMi2d2gjsuhscQngul1NbW5s1KFWr1ZbOOLidjUbDSt5uGYEyNOVD9FXRXmRmMp26+/v7CofDdggZZxYOh5XL5bS3t6fXXntNy8vL8vl8mp2d1b179zQxMWFjHFdXV5VIJOyQJhIJE7I/OTnR8PCw1tfXtbW1pWg0alSJTCZj/Fc4oq4MUXd3tzo6OhQMBvX9739fN2/eVC6XsyDM7fTlPUDG7+rqUjAY1JMnT5RMJk0sPxKJWPmfAGZ5edm4qPCaKFv6/X4LTtra2pRKpWw+ttQ0tnt7e6bjyP8ktXwWIuSzs7NaWFgw8WoaQeCh4QApLZFYuJcrPO1y1/gMV66J8aTsJ4JEEoje3l4NDw9reXlZ+Xxe/f39VlqamZnR3t6eyuWyrl27ZsGLG2yzh93StXSmBOB2c7t6vC+W7KWzhgnODp+3sbGhkZER61blXZdKJYVCITuv8HYJhDo7OzU0NGSi6nTCIpkCt40Ai/NAeZa9xXO490xJkQYod0+6mrKUKGvVqr7w/vuSpB++8YaOT/lq7HW30QA7RNKM04HywDqgsgA/nXUuFou21pRvSVQZ1UszBFxfOnbh3LG3hoaGlEqljG9MKf34+Nj4uuFwuEV+bXR01Hja29vbpsfY19dnDSIEHdlsVuFw2OS/ksmk9vb29Mknn+jtt9/W1atX9ejRI7OPMzMzSqVS9vyhUEjz8/Pa2trSL/zCL2hpacl0OXdO7b7bBEhgTiMKAEKpVDJlDppGaACFakBJlc516Wz2Oh3LUEDQAaUpEYqSy2GmHB4MBlUsFjU6Oqr19XU7g+g4T01NyefzWSNMLpfTwMCAisWiDg4O1N3dbfJcUBU4bz6fz3zG9va2Ojo6lM/nrSnGlS5D35N9AbXLPQN0fLuqIVCDSEYJWlHH4HxQziYwZD+7gAzBGUMYpGagXigUNDs7a8FVNBpVOBzW0tKSDUi5ePGi0um09V/wdyhpuw14+GY3OZbOBovw+/h2klsk3LDZlN8zmUyLXOTJyYlKpZJisZjS6bTxNdEQRh1nd3dXz58/19TUlDKZjO0xaDLEI+jCsi78LZc2yP1JzYCZQQvo2BJnoHAQkPTWj3/cNL7nOqM/x+s0IPiTP/gDHfrPJryw+QkacE6SjP+BoSQTcztVyf7IDNnEHBy67QkkXF0wlhIj6jab4JSCwWCLThmoFocfWQsmr8DLBNmEs1Qul63DUTqTqYhEItaNCBGbRiuCEDY9GdyzZ880Pj5unJiZmRmbzyxJc3NzevDggRkYDhpo6MrKik1KofN+ZWXFdEYxnOhKVioVJRIJQw2Oj4918+ZNffjhh4YAgwrQ7IHeZE9Pj/L5vD3bwMCAlpaWFI/H1dbWpvX1dQ0ODto7B3F49uyZdSkjGM3fjkajJgEEqvBi4xmZqju5hIzX5/NpcHBQtVpNi4uL9tx0OLqJEEoLksxRIptCgxxIEE14BDzsZRfxqNfrZnThbhJowyfa3NxUJBJROp02JKerq0s//vGP9eabb+rhw4fWwMS9cQbc5MjliuGccAgv8l0JiPldxObdxI/mH85AT0+P/X32Kwnji8/tclY593Dg6OZ2k0TOFJ8Nj4x3xEAELle7k3UBAezr6zNE1xDiatWaBb71+7+vrmhU9XpzmAVcZEm2f3CYbW1tLVI3OEPWFWeKPFI8HrfAZGRkRIeHhy3BE9WX/v5+U36g2Us6m2WezWYtmOFZNzc31d/fbxqxJC+chVwup2QyqUAgYNUOtxERPiCNlegw08iYTCa1vr6u8fFxhcNh+Xw+/d3f/Z3J9AQCAa2tren69evKZDLyeDy6d++efu3Xfk2SdOvWLd28edMmMqGRy1lxq1mhUMimrnHWpLPqmaQW/mBPT491lWezWdN2xEaurq6qra056ASpo3g83mLLBwcHdXJyonQ6bdUmV+Ugm83qlVde0ebmZgun/v79+5qdnTXbLMmGgkhN+zoxMWEax6VSSYlEQktLS7YnGMgBMg26z1mNx+NaXFzU9PS0UqmUdXazdpwJtzLjytLROMtZY113d3dNmgotZs4Mz91oNBQMBk3kncBPaiLKwWBQy8vLunTpkrLZbAtKOzs7a0Ma4E8Hg8GWatGLuqm8M5crTSKHHZLOmn5RIGAN6EdYWVlRNBpVqVRSX1+flpeXNTs7q6dPn0pq+p7Z2Vl99NFHOjo6ss/hvcbjcR0cHGhxcVGJRKJFK5qz6HKAS6VSS2MX64ZtJWiWzhRoQH2lVk3uRqOh/kBA/+qb39TpZv9nj4y+9MHof/2zP1P19AVS/uju7tbe3p6hTu7hAhmh7IEBk846gHFSXq/3Z14+pUgXmZRk+nhorrloldQ0fD2nTQ2gm3Q4SrIsFvSM3+fe3C55DpTbfYz0xcHBgSqVio29k1r10twsHyI2Yz739/c1NDSkcrmsiYkJ63JNp9O6du2aZerDw8M6OTmx7w8PD5tMRTwe1/PnzxWLxSzgY1IPgeTs7Kw+/fRTC9oSiYTef/99xWIxezcYtZOTE5vutLGxYUaOYJXyFI6XkjxNHG5AR8YPsiQ1g83l5WVdvnxZa2tr1tDhSnJRHiNRYc0RzwZxYqKQ23FO5yg6fiBq0tn42ng8boE5+4jvE+ARkLlaogRqri5uZ2enPfvjx49b0PJkMqn5+XlJzWA0mUy2jCV0TYGbsRNsul3x0pm2I4mQdIZ+Ejy6SR3lbanZ2BCPx20Puo2CnGWML6VeV32Bs8iZ/sf0dUEuoedwHtChdBsZXZ1FklT+PxqnPCMBKGvm9XpVLRSsgekb//Jfmug9Iyc5x0NDQ6YjyR53BylEIhFlMhl79+wl1sd9F0dHRxb8sSf9/uZYVZJVzr2rGOL1ejU0NGTOlr9xfHxswuUEBEdHR0b3obKyt7ena9eu6f79+y0JO4km+xNqzczMjKSmHjGITyKR0J07d3ThwoUWrWQoLXRZB4NBC2bffvttzc/P236v1+vWWJlOp7W/v6+enh6b7kQ5mnUHjRoZGdHq6qolpvztnp4e7e7uqru7W/fv39cbb7xhzVPsvampKTszbgPq48eP1dXVpUuXLlmQu7m5aXaqWq3q6tWrpt4B8i+d6TyHQiFD7KkcsD/9fr+2trYsSPZ6vXaWqHQVCgWdnJyYWLtL34H2wH9B6SVZoyB7jrI79ptpWyihMBJVatpAmm0JOF2QhuarSqWi3t5eO0ckV1NTUyZZ1d3drZWVFd28eVM/PkX03nrrLS0sLNhYZldP1T3j2CZXYYFgE2CKgJQgm/3A9wCpXPsxPz+v69evm7xcNBq15O3u3bsKh8OKx+O2rmiMS036Gt9ra2uzSVKcRelMS5o1ZJ9RqQAxZdgMdgSfQDCObXAbv6qFwkvVTf/Sl+nf/8IXdFhvnXcNDwtkgdI6zoNpSBhcyntwxA4ODswZ7+/vWxkXNIhAkBK92x1dLpdtxiwBgismzOav1WoKhULa2dn5mQCXg0yXnhskg9KQ5aFPhuECFQBhcZ0WxsaVxAkEAiajwlSSgYEB0xCt1Wq6du2anj9/3lKyIFAgE/f7/ers7FQul1MkEmnhLPHf/f19zczM6Cc/+YmuX7+u4+OmYP2TJ080Pj5uJUr4eCQAiURC9+/f19DQkJUgJJmRqVQqVlLM5/M2TpB1w9nRDe921ObzeV2+fFmLi4uKx+NW+uNdkcxQ2uzs7FQ0GrXOxXw+35LlgzCyn+gcRmGA+wC5a29v19bWlnGAUHBwZZkotfFvkGkCASgdSEfhzEHhh4eHjTJx5coVQ6VdTVvetYsYUuIFLXEzb+lMOorzgDF0aQUgk3DdKJ/B4XJHtMI5g3IBorq7u2ucNelsClGj0VBfX5/93b6+vp+RNfP7/S0BEl8jCcUJgy6zJtKZZqdr9AnsQDU4X57jY33pgw8kSf/Pv/gX8p0mMKxFMBi0gQrYqba2s5nsbqLirj3ybyQlODICBqbMYDdcBQD0OCkfsidCoZDS6bQNBSBpZgAEthJ6gFsKRQ0Dmwqnl/Pi7leS20KhYNO+CCY++ugjRaNRK0uyrnC8sZ+pVEpDQ0Pq7e1VKpUyLdFKpaJr164Zyrizs6PBwUET3Q8EAmazAoGA+vv7tb29raGhIT19+lTxeFz9/f0m/RONRrW1taWTkxNlMhm99tprunXrlmZnZ41HLjWDh1gspoWFBYXDYaNXMI4WsADJH97N9PS05ufnNTo6apz3YDBogQZ8QwIukHwkxgqFgpLJpInqU55nb4Jm9/X1ye/3a3FxUZFIxChE2DwQPlBxj8dj9La+vj4DNfAPaLOiM93W1mYd7wS7vKtisWjydNhuJNR6e3sVj8ctwGX0MwkZSgzt7e1G7cCP4ddA/Qki2TeAMm5Q+iJVCJoaijKcYdffbm1taXp62rjP3AdjakdHR/X8+XPVajXt7e0ZuszZ4Bytr69bolOv15VKpUypBuqCS6/Y29uzaXFQgKgcYRc4zyCmPCvv1fUNlPkPdnaMOvQylOlf+mD0p1/8ohn+fD5vJHwOiKsZKKlFpsGVUSArd6UU2Kg4JZwcDjMQCFgjDuVcmgUwtBxu+Dr8bbfhg4CHMWsICBPw8rfgLjLiDP4cJXw2JPJDu7u7FnxBiAc9ACnCie/u7mp7e1uJRELZbFbJZFJ9fX3q7e3V/fv3FQ6HVavVlMlkrHTh6s/RVMH8ZJAj1h1H/PHHH+vtt99WuVzWzs6ODg8PNTU1pUKhYIEmqDZoRaFQ0PT0tFZXV1skcFwdv0wmo1AopJmZGUP/4AUjkE6ZkfINhpgSPiUjfpYSa7VaVT6fN37r8vKyjW2EI4QT3trasoDA1YEkQCU5Ikhtb2+3aWA0CkC/wLjw2SB/1jTj8Jn39/ctSINm0NnZqUQioVwupxs3bmhtbU31et14iG5iRrDpkvcRqIaK4HKU3eTOTbBc+SqaHdjHyFvxe0dHR9bcU6lUNDMzY/u+u7vbmhHhG+KESMoI4AuFgr1rt0kQx8NQBPYlwTFBv5u44ORwwgTN8EcJ0mgasKkoR0dm+N//whd0fLqGlOEHBwetiZHGLNCnZDKpfD5vTgStw0AgYIgw59ydOY4DJggBpSJh5L1gn7q6uow/PDw8rJWVFUPd3IQD3rWbgGDzCLBe5NmDSkE5YBQqXzs+PrZg9sGDB/ra175mweX09LSi0ahJHjGJjUlNyNW5gTk6slBlCGYJNEDM4vF4i90rlUpqNBp2Tgm44eYdHh7qs5/9rN599129+uqrFiy3tbVpcHDQUO7x8XEtLCyoVCppa2vLqj8kdiD62NhMJmOz49n7nEEqer29vcbp9Xg8Jk11eHhovHt+hmZXnp0qTCaTMf4sJV6CG3wOATQJLsEQtAbOHJ/r8XgsUCZR6u/vNx6xS1sCXQ6FQhZs8T3K9JIsGWDk5c7OjtlUOJIuhQV7yJkiUCNZ4llcvioXzbSu3XIDOWxHIpHQ4uKi2V2qo3B1sX+u/aLBKZ1Om/8kyWUIDk1OLse1Xq8bt52EyBWx57zBze7t7bVBFgSfLneXWIJzXq1WVSkWX6rZ9C99MPqTz31O9dNNyqQhSgnMiiWLZwOQLSEmztcwvjS1uAGbC++TtRAsIUh+cnJizTvZbNY2CIcZbg1BCQaLje3+LMFRLBYz2gHfc8tvh4eHFtxwWCmLhMNhC76Hh4ettLOxsWHBNsgiRgBqwt7enpUYL1y4YLzJZDJpRgfn0N3drc3NTTNOCGm7qBKl1l//9V/X/fv37dm6urqsRNVoNMxxu0gvnxmNRi3h4P7diVMdHR169OiRRkdHW94lgfPg4KDW1tZMUQBH4OpAgjSBZKGZGI1GrRTY1dXV0mhC93F3d7ftBZBPjLkrTI+hhLtKYgHSiQMk8AHh4msucuf1epVIJCwgPTw8VDKZtOEErB9IB8EX9++WsVy+NUYQBI9OaOmsRORySHESrpFnDTgzcB3Zr7VaTWtra2o0GpqcnNTR0ZHRVRBrJ+h+/vy5hoaGWrRIQcopb+JoCDhJAECpCaCoEHR2dqpWq1mZ33VgrImLoHAv7GeQsHq9roDHo8+/956kZoJ84vWasHx7e7s2NzdVLpdVqVQ0NDSkfD5vgePu7m5LmR3Kic/ns7NPGR+HiM0g8Mvn85askmjzHlwH3NbWZs12fX19Zk9Asbxer6FXBGpbW1u2Rtzb4eGhOWzsjs/nsyCR9YcbSgWls7NTN2/e1N/+7d/a+pTLZZXLZfX19VnDEMoLNE9ClVlaWrJnQTv45OREyWRSjUbDKjOcTe7NTVQITjinvGveZSqV0o0bN7SwsGBIfjgc1qNHjxQOhw3tu3jxoqRmor21taVXX31VCwsLpmsNtxYNyFKpZGeZhhcCVu4lk8komUxqZ2dHOzs7xnElMYZXCp2L32s0mlOTsONUFqjm4c/Y264OKTrEJOEEgvwsCQjNgHCxCRrdIBe/5o6sZf9BF2o0GlpfX1epVLJEbGZmxhKtF1UuSCw4i+w1gCLOA/uSAN1NOLkP16fwfATrJMcPHz5UPp/X66+/bjxRuv+DwaCCwaDZfegQw8PDNuqaJId3QkLV0dHRMhgAJRRsLbRB/Bpr61ZWueeDgwOrrKLPSoMnKG3j8NCqNS9DMHquM3p+nV/n1/l1fp1f59f5dX79k10vPTL6wZe+pI5TYjRyLoxDcxtBgMcZk0YpXpJlJCBl6JOBZv1j3FMQCjJIOI5MSYKsTYbY399vPKBarTmVhXuFIgDaSjYuNaUaKOu5fCxQM9AqEK62tjal02krF9DRms1m5fP5tLq6qng8btnw8fGxBgcHbbSYJCNTR6NR9fT0aH193SQkaNBBqxAUC808eJOU5ODF7e/va3R0VE+ePFFXV5eNAzw4OLDpP9wTMh1eb1O6aHBw0LLMSCSi/v5+K49LauH8dnd3G4kcFItSF9JPlUrFkDl0AZlsA+Ec1Gd2dlarq6uqVqtKJBJGMoeLx5QOyrblcrkFUaMMREk3FAoZ2vDs2TMNDg4aPQFOlnQ2gs9teGIyCtxIpqU8ffpUHo9HV69eVUdHh5aXl1UulxWJRFpKtS7aAWrh8qP5W5RsOzo6WpqnKJW558lFa13dXfffUFxAdSifgy4w3hA0D9SjXC6bEgDlK7fRCA1JOKEgKPCjQRxcugj2QJKhm67CBvfOOeRzQc94N1Q9sBEH29t658MPJUl//+qr8p9SadgjlBT5HNYO5ANZpaOjI5sqlMlk1N3drYGBAUNPKUVT8QAZcm2SuxagKIwT9vv9hsi7yhXw2GgIA7XEDoH2gKh5vU15o3g8bsjSwcGBldo5d9gwKhAdHR36/ve/rzfffFPLy8vy+/26fPmywuGwFhcXTRc6kUjok08+0eXLl+052tvbrdmOKWvw1svlstbW1jQ6Omo/v7u7q2Qy2aJaAvUjEomoUChYdYmqjt/v18jIiE01orcAnWK3sY2pZtB9Njc3NTo6atPo2tvbNTQ0pGg0quXlZb355ptG1err69OzZ89aNJuh9uzu7lqJl/1GOZgmGZdrjLwWFTyQQOwH/giqiUsfcOXZUCigQx5bt7Gxoe7ubrMFcJWhcrhcTpqyuKh2gB6ihQ3lyVWzoIoBqst9QhXhnkE8+Zorzca58Pl8dk/w/Tkj/F6lUpHX25SIAxXv7u42/7ezs6P9/X1rKiuVSjZOmn6O999/37jOdOOHQiGrek5NTalcLht9oVarmcQcsYeL3mODiVGoqkElAelFfQeZRygWLmc/IOlzP/lJ80W8BMjoS99N/6d/+IeqObJJbpmHDed2rGP4EaeHfyLJSqHwk1x+FobKPQSdnZ1mMCQZ7yOXy1mAx0FCa663t9f0EwlUpDPtRT6f0g+HBw4Wh5PNisGHOuD1ejUwMKD19XUzcqurq9boceHCBS0tLbXIRKACgA4oAdLDhw8lNcda5vN549VwWBm5SXmmUChYB/Hw8LAZpmw2q5GREdMlDQQCKhaLxvfc3d21gAjj4lIikDahtI7QstSce7+xsWGcNe9peRSh7kQioZOTEwticGovvjMCB2YIs2eQqKLMhUGQmoLMrlAxclou6d5VayAo551Fo1Ftbm7K7/ebLI7LDWUf0v2fTCZbBP+LxaIGBgaUSCRUKpW0urqqZDJp3ZwtJZtTHpLbbEfp1ZUpcyWC3BKRu/dZN9YcjhQCzdKZ1BgGlXKUK9RN6VQ6a+qiOW1paUmRSMScBTQEzgJOjYYfkjnprGOcgBleG8EkJcaTkxMb8ejz+ew8cI5wlHw2XbTQF0hgG42GAsfHNnrvL7/1LVVPA7tcLmd2SWoqT8ChZN3/X/beNDbO+zz3vjjkcOdwOBwO930VJWq1Vsd1ZDd2bKdGlraoE6RNUARFki5p0p7XSeo2bU7TuqdN0IODLvkSFM2CJG2TOIiXOlYky6ltWaJEiRL3fRlyOCSH5HDf3g/D383/KHi/vEDa+kAPYNgyxZnn+T//5b6v+7quG4W0tG8vt7y8rMrKSkWjUeMRsk/s7OwoNzdXu7u7VjbnPUE94HBm3rneux6PxxwcCFYY193dXevD7XJ+mU8zMzMKhUJaXV1Va2urpqenk1TbwWDQVOQklDhFFBUVaWxsTE888YT+/u//Xq2trfL7/Wpvb5ckHTlyxBLylJQUs25i3IeHh9XW1mb8w6qqKlvn8MdZ+1A/SFjwTR0fHzfhCU4YUiLwr6qqMkrQ8vKyCgoKbNyXlpbMCaS9vV1HjhzR9PS0zRk4qdAHVlZWbH1JiQQoHA6rqKjI9A2Yn/f396uurs7mYTQaVU1Njc0ZWkZiA3e36ptkgOAKnj1ryePxaHp62vYxQBTuDXeH3Nxco1Lk5+drYmJCUqKxyMjIiHGvXdFPSkqKJYzMM6/Xa3s/dlME4QSEzFeXWgathmCS90YATRLMf7PWXWcM1pCUSN7RIHD2QP/gisViCoVCxs2GDsa4P/roo/rpT3+qqakpHTx4UPF43PZfguhQKGR2b/Pz8zZuhw8f1sTEhLUph1qBaGt6etqSPI/HY0JNnutuehQ96lmL+J5D1cAVgXH3rK6+rdqBvu2D0S997nOK7G2GWMe4mzCLW5KpBfGpZCFwSJEBkWES0Er7ggw3SHXRJniIroIdYQb3RlDAoYzVROJxUuwgwmuUDEjaR39AzLCDYaKSKcOXve+++9Td3W3fDbdrfHxctbW1SaphNrLZ2VkFg0Hb/Fy/S9SB09PTKi4u1uzsbNLvu7y2vLw863LCnycmJkwMBIoND4dGAQUFBYYkcwiMjo5an+qKigo7rNhoo9GocT5576urqyopKZEkM9AmuOfw4N43NzfNlgOP1unpaXsvDQ0NGhsbsyQgFArZhjA8PGyG37x7+olL+127XA6pa+sBgrG0tGQOAjgwSLIApbS0VMFgUL29vcaFkxIigI2NDfX396umpsaI7m6vcFfhDm9T2udNuoioiw6CQpCgwYvl/gkQXT7s2tpaUmLnqu99Pp/m5+ftvRKQgdgQHGMDNDc3ZwcDNjn4B/IZ3C98Xb6PcQfxcA8x7o2kgKCNJIhnBxX0eDxmZs7YgEa4yvbFcFh/+X/+jyTp2Wee0eaeIjcSiZioJzWNjwAAIABJREFUQJIhLRyOHLasHbhgIyMjpi525yvrh7kBP9IVioCiIR7Cn5i1SNDC3ONgh4NI0s6hzrjB9w2FQjaed4veeM7V1VVzkWC90Ev+6tWrqqmpUTAY1MjIiB3+IEixWEw1NTWam5szCzxpP+BEnBOJROz7ECfRPOTAgQPq7e01z8jNzU3j605OThoowTtcWVlRS0uLxsfHlZWVZQ4XzKnU1FTl5uaqr69Phw8ftnvFOookGyFePB5PMnYH2QJ5ZK0z7ktLS6qpqdHw8LAlSxUVFZIS/q+ulzAWQS7yzPOzDgsKCuzZQH4RKiHG5MJzmn1odnY26ewbHBzUgw8+qL6+PrPvYl5yXoFkkuC5CQ4VOc5mRJvSvmMMgRSJoGtlxr4FKkulgu937ag4P1jnoMd5eXkGiuDdvbu7a2dVa2urVaZcdHd7e1uDg4Oqrq62/chdF8QYc3NzNseYM8XFxYZcIySlasCaZj/gjCCxAzQB1WaPds8P+LPY7zGOzDe/16vff+aZxF9+GwSjb/sy/eUHHtDO3stkc6Rstb6+bsgoJWUWJhOcgxA0lTK0i6xyoIEcEbRyYFHqmZubs6DVVQGyuVAeJQhh0Uj7m5UkU5NDcOYAAhVhkyTTgvSMiIuuJa4dDYdHQ0ODdYEhYAiHw9rc3FRFRYWVXXJzc+1A4XCbnp5WdXW1JicnbXMmmwyFQqa4RNnNRrC6umr+aiiRt7e3LeDmwOJeCdTJmLe2tsz8GMSGEkowGLTSJO+ERYsKdXl5WeFwWKWlpdrZ2bF3ClpSVFSk7OxsDQwMGBJXXFwsv9+vwcFB+Xw+FRcX2+9Go1HrfkF5hedAYMOzSrI5QstYt/SNQbiLDrgGyg0NDZqbm9Pg4KC8Xq+qq6tNmNfR0WECOpBxxpJAyw2wXKSSoJR5wBwHMXFVn9L+Ycs/lIspmcbjccXjcUOT3FI8CZib+BE8EgBRKqekhw0XB3xeXp78fr/9PQ5zt20n5W8cJLhQWrv/z0WvWUuIZECBOQi3t/c707CmORApq+ZmZJiA6eWTJ7WzVzIvKyvTzs6OleaolnCAgJC6AQpBKnMZYRL3w17lKs0RL4RCIVNn8z2U/xkf6Bm4XzAOWJWBkEKRIRCgTMwhCsoF8oR1FPfMeDH/Q6GQ+vv71dTUZHZyJF+bm5tWOid4xlmCaldVVZUGBgZUXV1tfqC8r+HhYdun2FvwvQQNREBKORdLJRoDUJ2AWjQ3N2f7LrQfRES7u7saGhpScXGxMjMz5ff7tbCwoKKiInV3d1uwxvwGyaQLz+TkpBoaGuTz+TQwMGCiJc4cKGPxeNxKzwhLqYjNz89b4oBnNWsItJzfI9kk8WbNuJUmzkMSTdZLW1ubJiYmbA4VFBTYmkaF7yrHJZkJPi4yWE4RjPHOEd7gKsN+4yL7fC82S4gxmc/sLVDs2P9wkcjNzdXg4KDa2tp0+/ZtFRYWWiWHfa+zs9MqmleuXDH/46qqKi0vL9u40RWKPyOUnpmZUV5entnm7ezsmOWh26ADmiD7FYltRsZ+W12qLaxfKrmsOX6+srJiomeALICBjY0Npe3svK06ML3tg9G33vUupewdkHTAoJSAYpZDxm3Ft7i4aJwvNktesrRfRvT5fFaeIJB0SwlMGkrVHPpkTBx2IKN8DuVgt3wG7xAuCPfKhu0euhzY4XDYynhra2uqqKjQzMyMGhoajA9YX1+vaDSq+vp63bx5M6ntH8FrUVGRenp6tLOzo9LSUivzwEHd2tpSS0uLent7zaYCs+2ysjLLiLHqKCwstMCToJNF55o5gx5hg4SaFLQHX8NwOKy6ujore7gZNOUhytJ0uUEpnZ6ebib86enpSRw+1O1LS0tqbm42Y//Z2VnFYjGVlZVpbW1No6OjysvLM6QMVSTvy91wXPU73MW0tDQFAgFTTaampio/P9/ee2Zmpubn5802hYBzbGxMS0tLampqUjAY1NDQkNbW1qwDj9frteAalIg5TLDGfbhldje4ISBl7pJQce8EP6AdPHdWVpbNI+YBtlKsEVOb76GRHCDM9bW1Nc3OzqqgoMC+g2CCwIkGDjMzM5ao8f3cq8vH5NlYo64CnmSHoJIDkIQNBIKElACRA5Hx5XMsuU1J0bmLFyVJN9/zHq3uPQO+tc3NzSosLLQe1x6PRwUFBUa/yc/Pt/sm+OT+KFnDjQRBIVlgLPk3AQyI18LCgiFGbiEsLy/P9gjePUlNaWmp/H6/NYLgPkCbpX3qkKtQl2RJIIFRTU2N/H6/hoeH9fjjj+v69etqbm5Wd3e3fQZ7Lwr/9PR0+17eF12NYrGYBTHwmmmzWFpaaqV2rL+wvJmfn9fOTqIn/I0bN1RTU6NIJGJ0IwIYxi0lJUWzs7NaW1uz9pzT09N2nqDipwxNQ42ysjKb2ySkBOvQpXieWCymhoYG6+RUUFBgawSVNHQM3Aa2t7cVCAQskKIfPfY/BEmuzR4B0Pb2tqLRqHGCoUbh/bu7u2ucfAJzXFXoMoejCXZYjNv2dsL6r6amxhxMAAM4H1ZXV00n4e5TUG1YgwSnrtOHW6kgAWLf4gwABHE1AWNjYzp+/LhefvllBQIBe8egzfiK4gLz5JNP6ujRo0k2hrg1bG1tmT1YZWWllpeXjQJBTEGnwGAwaGgw40qAysU5D6CSm5ubVEHlLOMsJQHkXZPIs37ZnzIyMqTNzXuc0f+Ua+9gePaZZ7S6l8GxGRIowOejbJqammpiEjJ3SpmSzBeUl+kilxDC8RyjjMnvEpwxoQiCgPxBQUA1yV5cyJ+ghRKiGwDw/SCPZFkgX3QiGhkZUXV1tSYmJqyUPTMzY6hDbW2tGfPDLVxdXVUsFlN9fb0yMjI0MDCguro663wC/YEy08bGhvGbpASfqrS01DZqRBCMOwcmwauLKEsJHl00GlVaWpoqKip0584dQxZIKIqLi60sNzw8rMrKSnvn8CJBDviztG/fxdhGIhHl5+ebX6lrIcSBUF1dbe91aGhIgUDAuJuUingnPM/CwoJ5sfJcbpmeDZ+NlPnoWuN4PB41NDTo+vXrNm5FRUVWopcS3azYzNxgiE0Y7zrGBoSdv8+cdv1FKVm64iCqBcxdhDC8cwI25nhpaaklVswZF3WhpIkdDpSD1NRUS8qY88wpUAO+g/Ka3++3gxl02rV8ckt8bOoIACUZX5n9AkSYsWHzh24jKamFoWuRQ4K6tbBgZfr/+fTT2vB67cCoqqqysenv7086dAk63Jao7B0clgjVmHMgmgsLC9Z9jGem9AiijM0cJd+ioiI7dGdmZqx5A/MD4QU2NysrK0nrAo4ughaXVx+NRi15DAQCFsjw7EVFRbp27ZoqKytNdDM+Pq4TJ05Iknp6etTc3Gw2Xi6dgPdOAglvjy5unZ2dqq6uTkqi6FjEnFhaWjLeKgk0iTFerpjuY0NG96lwOKwjR45oeHhY6+vrNmdGR0ft2RiHwsJCK+8i7JyYmDBRDSgk62tnZ0ehUMh8oX0+n6anpxUMBiUl9vZgMKhIJGJtj/v7+3Xu3DlJCe4hfH3QT+zvmKcEglCYEGhJMgN+OK3RaNS6OPFe6cy3vr6usrIyDQ4OSpLZ8C0uLqq2ttaoFbwf1hnBOXxanp1EAw9d/ux2SeIMIKF0KQYE5Ajk2IulRJmeEvwPf/hDPfDAAxbQSgnq287Ojp05ra2tFkzz88rKSnV1damwsND2aigGt27dMsCGhhElJSVJ5y77KDxdF/2FS84eSbVCkiUSXPF43OYA+4TP59P4+Lg8Ho9RXbi3aDSqrJ0d/T9f/CIf8N++TH/P2unede+6d9277l33rnvXveve9V92ve2R0f/59NPa3MtIIXHTjWRqaspKY5KMI3J373MQEdAzSouuutgVvFAOc7NbNxNFkIClirTf955sCA6Wi1QhiiDrhtMjyTiKlCvgSIL2UI6oqqoylTVZFry2oqIi3blzx9AEFxEGKVtZWVFtba2GhoZM7b67u6twOGz8TDJdV/kfiURMrRmJRIzPxbiivscKaX193URGN27cUGNjo1n/UJ6VZKpWWvutrq6qvr5eY2NjkhKIBu0NsZnBsopxhz7hli2591AopKGhIUNft7e3NT4+nmSDRAkcZSbvhDIQiBKlQd4J4wSNA0Nm3otr3Jyfn28IB4hyW1ubent7tbKyovr6ejONRjQRCASSSup01nLRHkqviO1cAZNrM8RccLcDfsa8x1ZGkqFH6+vrKi0t1czMjM0h1gt0EuYnc5vPW11dNWEA6DBIFigoNBvmPPdIZYPPAtGTZAIOOK2sK5Arl1fuVjjcZ3d5pIyxa6OGap15kLKyoj/78pclSX/9hS9oKyND0WhUfr/fmlBIshIq+wXfzR61s7NjRvFSAiGG9sGzsQekp6dbNx5+PzU11To9MQ68S0nG66NqhHCQ74Yj7iL+tbW1kmSWRczf3d1dhUIhQ8EoxYLGs27g321ubqqmpkZdXV3KycnR+Pi48fgk6dChQ7p165YefPBBdXR0qLq6Wj09PTpw4IAkGZoaDodNOAgyeejQIY2Pj1vJFaEV1Z2cnBwFg0HjrCKIc9cqaHwsFjOOOM9KS8iSkhIrlVL+ZtxjsZi5JaysrKi6ulp37tyRJNXU1GhgYEAVFRU2RqwlrP/gQlK5c88eBGncH/NW2m9+QYWANUhVDq6l1+tVNBpVaWlp0nkFDxU0HiEYtB9EvYjr3IogfE+EjIgome/se9DWJiYmVFVVZdSItbU1FRUV2blM2dmtCEIHYB673G/2MBDU1NRUm69vvfWW2tra9Morr+j8+fMaGxtLEji7VC9oDpubm3ZvaCGoCE5NTcnj8RjyOT4+rgMHDmh0dFRlZWVqb29XS0tLko3Y0tKSrTU4s6wXlx9LFzXmBFQ5KjNUalyrtfz8fEUiEe3s7CgYDGphYSGpUluUnf22EjC97YPRp3/7t1W458uHLQUl9vX1deucI+1bPrCRMPndF+gKOu72JUOAAVfLVeiy+aLaRlFIYLG9vW0bPUEBZVJpv60egRsqWBZGYWGhPB6PJicn7TMkJZUkgO0rKiqsXCLJ2mDSnQSfQjYMDhE4j9hFuHYyjAk/pyTNuOfn52toaEjl5eXG13VVjRxiBBxwMiXp3LlzZtGysLCQRJHIy8szqxO4U67Sd3d3V9FoVG1tbbp165YCgYC1ZpVkHCUoD2ymHN4rKyu67777ND4+Lilx+GdmZtrYQWegzR78MOYTAVdaWpr1gnfV9G5bQOYPG4yrsocL1tTUZAdsJBJRc3OzJViIXjhsCCgpA3F4MTcopbt8aOazqxZnE8fuTFJSEMc7pL+4lCgDeb2JnuvQW/ApZNwoofHclOlYa4g1Tp8+rY6OjiRbrJmZGVO+4g3Jc3E/blclV2lKoHz3gc18pezNPHKTQO4ND0TXx5DPz87OVjweV25urgnhUlZW9KX//b8lSX/x+c9rLTXVeqEjCmJcU1NTtbS0ZFxc1NHufZKMukmVtO+Nmp+fr42NDRO78PnMC1exj80Sa7WgoMDaj+bl5dk7j0ajPyOGWFxctFI1PomsbwIJ7hHHjUgkovT0dHPHIJAuLy/Xyy+/bEkuXYlaW1slJZLSJ554Qt/73vfU1NSkmZkZNTU1JQV08EG3thK9vlHL9/X1JXlzwoMFdAiFQuru7raEEr9S/j4KfSlRch8dHVVlZaUmJydt/DkbRkdHVVpaaoCDJON4Y39VWFioSCSSZCPnOrW4Xd9IerBgKi4ulsfjSUpgpMRedufOHTU2Nv5Mq2F497zPqakpNTc3S5Lu3Lmjuro641kyD1kb8D/T0tKM4gGvkrXmchRdy0ICR/fnriMI8xahG64zXCa22QM33D9zn8xbKHUuCMPZRDtZ5rGUsN77/ve/r8cee0ySTMDsBsokYPDAU1NTbR6w98fjcQ0ODqqgoEDFxcV2VpWWlppF2J07d3T8+HHzImUecZ65QknXjhFrto2NjSRHEKzCoITgq8selpGRYfsDsQd7OuOeuramz//FXyQG+m0QjL7tBUwXz53T+t4kA3XjBaHaZpLRwx1kEuK8iw7BdeMgcw9xVPNwAFkQrjoW9Srene5npe55D0Imd4VOcFz5+674yeVY8kz8rov84e93tylyXl6ewuGwCgoKtLm5aT56kkxsFIvF5PP5jN8J38Y1Rb87c6Ufb0NDg0ZGRlRRUWGKc1eZTe9dDtjp6WkVFRXJ5/OZ+TMKXlDn4uJiQwsJfF00jHfg8XgUCAQ0NDSkkpISC4p4NtBtuFazs7NKSUlRdXW1AoGAtfnLycnR4uKisrOzlZOTo3A4nGQ3ghUYHFP4gi5aANdqe3s7KaiX9vmhBKIuugo65ff7devWLbW0tCg/P9/4d4gUSKCw2GF+gNQRfJLoSMncTuY8GzCoLcgLB6LLDwV5QA0di8XMfL2kpMTuZ3l5WSUlJTZPSUaoPDC2/AzxXWtrqy5duqTy8nKbO5ubiUYMeLyCCiEm5KAjICEgA33g77OWGEfumzFx/RIRJ+zs7CQ1zCCRYE26a551mJWVpfzsbBMwdT75pFb39hz2FsZie3tbtbW1JmIi8aGaMzMzYwgTaC5z2jW7v1soiYp4d3fXgiCET7SkdPnT3DfteBcWFnTo0CHbv3Jzc7W1tSW/32/zDGsut3rB/iAlDnuES8w5gu3V1VWNj4/r2LFjmpmZUW1trYaHh9Xc3KyxsTHFYjE9/PDD+tGPfqQnn3xSg4ODqqurUywWU2VlpaFnzG0QczcJIZDgvgmSUlNTLZiIxWImMhkcHFRNTY35a5KYTE5O2r7Q0tJi1RQC26qqKoXD4SSULh6Pm33P1taWWT9J+9UV3E6kBF/QPXPg+IJuYmOVlZWlUCikgYEBra2t6fjx45qamrJ3jq0QQrDs7GyNjY3pvvvu05UrVxQOh1VRUaHBwUGFQiFrVoLAiHWPANj1uWXPiMViloBhXt/d3W1+0vF43ALYux1rSOjm5+fNoggghz3STZw4N0ig4bHjx+n6o7puDXfu3FF2drZmZmZUX18vv9+v3t5eHT9+XEtLS1pYWLAqKc87Pz+vuro6qybhaCElUNP5+Xn5fD6NjY3pox/9qG7fvq2MjAzV1taquLjYKlXDw8P2vLSSJhZhjYG+sv+z5+BcgBsNbYIR4gF2uHMUxxeQe3jz29vbKi4uNj556s6OOXzcEzD9PK+9oOSPPvUpQ0ZRV6JGBd53If/NzU0jiXORuUPOBwUki5b2Tb+xynCzPy4QRrJUREeSDBUke0apy5WXl2eIyO7uriFBLkKISplDLS0tzUpgJSUlNgnpLUyZhg0ZFeShQ4csG5YSaCQoBnZNU1NTNi4E4mw02KJQDsFyyQ2OIKJL+33L5+fntbGxocbGRi0uLiZ5plEeCYVCJpCS9i2A2ASxD8JYGPQjOztbt2/fVkpKioLBoGWIU1NThhyGQiG94x3v0K1bt6xUEgwGDZVGRUrpU5LZZxBgEqxL+6I1rtLSUg0ODhqSgapZSgSdeAkyp1ZXV7W8vKwDBw7o9u3bJhDh3jgEMcPf3t42IYIkK38x90jCXDELiZRrocW9U9rjUHLV9iQ+bHLZ2dmamJgwQUYwGFRXV5e5NFBiuts+iQPeNYiX9ikM4+PjOnjwoHkbur+7srJipVMCEEkWEBHw3u1pSl/nra0te37msLSPxhBk45rBnKG0yM9JCPkO12sV4djG/Lz+/G//VlLC+1g5OZqamlJ1dbXRCiTZ4cHvUsK/24ILFTJrh+9cXV01g22qP25QzTMTVLImQQBxdMAahwSbcc3LyzNKDXOfOU6Z2+fzWWABOiolRD6gvpJsPXEAHz9+XBcuXFBra6v6+/t1+PBhzc/P68yZM5KkH/zgB3r44Yd15coV1dfXa25uThkZGVYpKCgoMLEIVn3cG/QYxC+xWEx1dXXq6+uztRSJRFRRUWGODBzwkszfNBgManx83ISC7L+RSER1dXUWEJeVlWlqaipJ4IagjP2DPYP5HolE1NLSYkEP1Z3x8XFlZmZa56eRkRGdO3dOb+z1Fa+trbXAZGpqSqWlpebwwDsFiGC9DA0N2bjSyerGjRs6deqUBgYGkpBZ9mu/36+trS1LHJnvGRkZVqno6OjQgQMHTNRG4saZw77i7u3Q3jwejwlgme+SzL8Yayo3YHP3KdeuyqXHYUnY39+v06dP67nnnpOU8IimuQxjDtooyVDuzMxMHTt2THfu3LGGL1IingCoWVxc1Llz5zQ2Nma0kmPHjqm/v19HjhxRSkqKVWDdUjpxCGufPYy1znMQVJPAIK7iHeHJzLjy92OxmDXvQcwo7VVg1tb0xa98RXsf+N8eGX3bB6PPPvOMlvYOUVdNiC+ga5BLpgbCJO23ueO/d/f8ylDosWjIyEAI4WxwyFAuoEUd3+UGk64VBoiaG3QtLy8bt8c1vJZkJWa34xPKTCkRUMKpYtNyg8UDBw5oZGREZ8+e1ZUrV1RQUGCLh1Iw7gJ0b3KV/qBJtOykywdj41qZYIPCuKLQb2pqUiwWs04TlMLJgCkBMXbSPmcwIyNDg4ODWllZUTweV319vb1TAo3m5maNjo5aeVRKHN7Hjx9XamqqLl68qMnJSZWXl9u9TUxMqLi42DhHksxonTmBspaMnaCtoKBAhYWF5rE5MzNjViDSPmeIzDYUCmlkZMTeH3Y+dOaanZ1VIBAw6gVqctdD1+3g5FoUEay6GxwJlOvU4PKjeQ63MuCW/rxer2KxmKqrqzU4OKgzZ85YyfTKlSs6f/68qqqq1NHRYUkWBxjBAkkTh4m7WfKuKelubW0ZH5aDf3p62uxwmBNu0EpSCDosKcnGBsSGQMVdT1AoKA+6F0EoiChleWmfEsCYrq6uypeaat1O/vyzn9Xunk0OByH3hgUTpVwQR94Z+wjIHgkw342nKLxClNvsZ+xR8Ehdeyaea3V11RIdEmvGhASag5GAlHdK4gZyNzw8bIkbVkTz8/OW+JNgSwnz9uPHj+vq1as6ffq02tvb9cQTT+j73/++JOmRRx7RzZs3rTMS98E+U1RUZNWTWCxmNj+My87OjqamprS6uqqzZ8/q9u3bxu/b2NgwPj0Ik9e73zxge3tbFRUVun37tsrLyxUIBDQyMpL07JFIRCUlJSovL9fQ0JCKiop+phtPfX29Kecl2f6OMp45XVNTY3P9xIkTGh8f1+DgoB566CG1t7ebN7OUUMs3NDTYvgDHGnrD+Pi4zd/t7YQHc2lpqQVNBw8e1ODgoJqamoxK5T6b1+tVYWGhddfq7e3VmTNnjG9LIhoMBjUzM6ODBw9aKZqKlSRLUEB2eV6Xf0+y5OoJqFgAxJAcSvtBGcmi644hJZKQqakpzc3N6f7779fly5dNDU+SSocp9lZ+l/dGdyha0UIlikQiOnbsmGKxmFJTU3Xp0iW1tbXZueX3+xWPx81hITs724JtaZ9PS3WNOee2eWUPoWkMZ65rhs/eD1+c+c7e5rqpsM/MzMyoID39Xgem/5Rrb0I98/u/r629F0TpAwublJQU+f3+pFZhrh0OhwqLBVSPQx+/L2l/Ubn+ie5m5nIpscDAgFqSdYnhIHHJ4ZIM6QByB8F1kSy6FhHkQDaXEqgcZQDKnz09PZKklpYW9fT0qLW1VZ2dnaqpqVF3d7dxisbGxpKskVi0Lj8Fgjo9rTc2NpJ4cLRFwz7E6/XaosUMOhKJGCJBmVaSeUbibecKAxBdxWIxnTp1SsePH9fa2ppthu3t7cZN3N7eVklJifG8pIRtFKVEeG4cFFKCxwZPFFEBnDfuDUoBIjJQgaWlJd24cUMVFRU6ceKEoc+MCwIfhF10HWpsbJS0f1DRZQo7LpfY7qJWLsoiyQJR6AQuMi3JOKCUZd2DATTU9c6EeiDt8ypLS0sVDod14MABfeMb39Av/MIv2Ht56623VFRUZF1l7j5kFhYWzPLr7q4yy8vL6uvrU319vc0ZN9nC0/Hs2bPa2tpKah/rrhvK6wTDrEUCV6xkoHUwliSabtmdQ9XtRERA76LKeOXCWQWFeObZZyUlOKPraWlJY8z9IsLjZ9hqsY5ramq0urqqmZkZMxTnfnnnHOgcTATjjDt0DOx6cnJyktYyJdmFhQUtLy8nCRVBpF1hFc/NnhWLxaz1Jmb70j46ub29bYFTbm6uiQ1Pnz6tl156Se9617t08+ZNnT9/Xjdu3LBKAgkxa8WlD/Hz4uJiW8PQobh3xrGpqUnXrl1TTU1N0lqfnJw0kSL+ygRccM69Xq+ho3BlpcT+TStP6CPz8/M2rpubmyovL9ft27fN17m4uNiSBNcrEioFAk5aUm5tbam/v9865LFWGQM4n3l5eVpaWrJ3zvcAwBCQEqiPjIzo+PHjtucPDw8nBU0EyPX19ZqdnbVKCBfgAxUDvktSklVSamqqiaC4dzxj3X2J98V8JHlhDeOvLe2vc7exi2tBhy1Ubm6u2tvb1drammQrRek7FAppc3MzifOZm5urhoYG9fX1WeLpcj6PHz+uiYkJNTU1mVDI7/cb2l5aWmqVAvYZv99v65KzEqSYCps7DiSN/H840MvLy1pcXLQ2sNglsq/BZSWgZd3zTn0+n3IkffwP/zDxRfeC0Z/jlbLfm96zt+hANOHOUM4hW8A4nkWFeMRVrubk5JjqkMUs7ZeqJZm5cVZWln02YqXZ2VnjdCAGkPbb41E6IxsCwmcxwsGDEM9CJzsiO3Q5YpLsAFheXlZdXZ2uXr2qs2fPSkr4oZ08eVKdnZ2qqqrS4OCgysrKrPxVWVlpmyY+lRzA3DvZMYGkG3iAolA2g3Dd1dUlSWpqarKOFRsbG5qfn7dyvHsRPLkHLRt/UVGRLl++rKqqqiTkdGtrS8eOHVM8HldPT488Ho8qKystEB4dHdXy8rIdJMeOHVNnZ6cFPe3biNaOAAAgAElEQVTt7crLy5PP51N9fb3Ky8s1MDBgCt61tTVDKmpra7W8vKzDhw9LSpTHzp8/r4sXL+pb3/qWysvLlZWVZYHFxsaGISVQQ1xzcEquKOyZs267S1f1TfDCQUGZnrIVqL778/T0dCsJuopytyNPYjmlGM9PShyApaWlRprv7OzUhz/8Yb355pv2vlAPezwe23hZD+FwWFVVVZqdnbXn2djY70UfCoXMT5F7dpF+/PfKysrM39Wl2yBII0lyuYt30xfgLnKBekr76IV7wCGA4/+7/FBJhiLzPRsbG0nKVXdPYuz5Pg4MyouRSMT47sw3OGYEMCAgPA/JBXPEfW+ISEgAU1JSzChfktEbSktLNTExoa2traRe3PiY8mzufFtaWlIgEFBWVpZ1YaOrkaSk0q7H47EyO6jgW2+9pQcffNDWV0dHh2pqamwtDw0NqaGhQa+++qre8Y536Pr166qsrLSA8cknn9TQ0JC5RCwsLFhys7CwoLGxMZ06dUovvviiTp06Zcpx3gPJ9NbWlvEw29raJEnXrl0znjqVm7S0NHs2zMfpiIOPKWMHYnj16lUdOHDAOi3Rkrmqqko7OzvGY93e3ragqbi42KgDJN+ZmZkWhGdlZWl0dFRNTU0aGRmRz+dTRkaGVVkqKytVXFysjo4ONTY2amhoSPX19ba/5+fna3BwUIcOHdLo6Kiam5sVDoctwUFtn5+fr+HhYdXV1Wl4eNgQRjpNcb4yD1lLBEounYt9hbUHwgcow1r2ehOtoRH68PmsRYI4wCH2geLiYpv/JPG4NzDXY7GYtfCkG5T72R0dHeZ7jEc41U0p4at79epVpaen25kCt1RKABmciwgFaazAemDfJsmikYAk49Gigmef4cLVgrjB9Wd19QQI6dB2SIl4pCA9XZ/5kz9JfNjbIBi95zN677p33bvuXfeue9e969517/ovu972yOhXvvhFbTs8C/h5ZAooUKX9UhxZkuuXxu+jlHa5GpKME0kWgn0Ml2uns7S0ZMo/l0OHiAlFIZw2ru3tbcXjcbNLccsdiFOgH9CJyS2H4bnZ09Ojw4cP69q1a5IS5YZXX31Vhw8f1vj4uGpqajQ8PGxiFLpUQdyfnJxM8hENBAJaXFy0nsQjIyNW9mBspASVANeAcDis++67T1KCl+k+685Oom+v2x1lY2NDJSUlpphn3PDOJGOnUxPlORT36+vrOn36tNLS0jQwMGD3FgwGDXmZnJw0AQIluPr6er3vfe/Ta6+9pq997Wuam5vTyZMnDTmlBegTTzyhb3zjG0pLS7MyDSjP0aNHNTc3Z2VVstOGhgbdvHnTVM0rKysKBoNGT3DLsAhZKGdLSqKCMJfcOQGfFTI7YheXf+gqy+H9SjJ0DU4qiBm2J1VVVbp586ZisZjOnz+vjIwMXb9+3VAyUPm8vDxD0vLy8kxQ19bWZkI+LMNcSy0QKI/Ho2AwqFgsZh22+HxKc6xd124LdJK1RKleknUoYo4wnq4KF1U2iLE7j0GvQTRcWzIuym9mv7a8rD/9m7+RlPA+1p4VCy4eroCIciNtHEH5JFlnI+5NUlKpHC475Xa4k/xdOJqUL2dmZrS7u2tIFGuZ1pSgLlICqVlfXze+rivAdMeFytPdexjzC1cRfgcEsLKyUn19fSaAQdwBwtfS0qJLly7p1KlT6uzs1COPPKL+/n7jf0PjGRoaMnSS6tXQ0JCOHz+uS5cu6eTJk+rr61NFRYWNK+0iqehQjmeP29jYUF9fn/1/qF6uGBFuPNWdlpYWvf766zbfe3t7VVdXp5WVFZWXlyfRhdLT01VfX68f/vCHevzxx9XZ2WljGwgEzOYsJyfHPFh553TN2t7eNjssl/+ckpKixcVFtbS06ObNmzp27JhVKiTpjTfe0NGjR83hZXFx0eYYYzM5OamWlhYT07m2g65zyd2UF1c4Bz/c3aNcPQFUKXetsgdxXlNpcF1IWAu4zbg+vF1dXTp79qx6e3sVCoXMZUBK7BO8f9ZFZ2enjh8/Lmnf6nFra0uTk5NKSUnR9PS0Dh06JEnWehpaDtVSyvwNDQ1Je0IoFLJ5IiXQcrfdLXEHlTMpsVeVlJRYFYzfJRZx5y9OB9K+ZzocbXQq/P7y8rKydnb0h3uuQ28HZPRtH4x+6XOfs3agTHaUqpQNOIB3dnZsA6TU4wakcDtcD0b34gBkQy4oKEji9HEgc3C5qkEOb5/PZxYp7ne4BvJ4/LkCKLh/kswuw/XRwz6J0vC1a9eszd7NmzfV0tKiy5cv6xd+4RfU2dkpn89n/JSJiQnjlSEmca1JKCFh78GhROCAbQnq2t3dXVVUVFhgAmfI4/FYoA4vT5Lxm1jIy8vLxstsbGw0gY+rYiaQpV95amqquru7VVFRobKysqQDNj8/3/iLy8vL6u3tNR7b4cOHLYFpbW3VO9/5Tr366qtWiqHt6PPPP6+cnBxVVFRYYDExMaH3ve99unz5srKzs9Xf368zZ85YwHX79m3V1NTYZoaxtUtSR3zkequ6PE4Ofpcn6B6gHI53G8Mz7oh5+DNBiSQ7zBFn0HpSStAXzp49q1AopDfffFOFhYVaXl62sifG3ggKsCNiPi8sLKipqUmZmZkKh8NJyZQk42OzJgnGCWJSUlJUWVmpnp4eC8R5Dvd3eXeu1RqcM9eeDR4zz804Ie5yS4t3X3yXG/DBryVhzd7d1R/95V9KSuxJ23vvA543ZXjElbQ1JChkTsXjcaMsxONx43O6pt9wpBcWFoyuQxJBsJGRkWE/p5TKnKuurtbS0pKpe1nng4ODamxs1NTUlAoKCqx0y1qA1oG4KBqNqrKyMonXF41GlZmZaYGj64c5MTGho0ePWrIYCAR0/fp1veMd75AkXbp0SadPn9bAwIAee+wxvfHGGyouLk5yDIFXioCD5y4pKdEbb7yhAwcOmN3b5OSk8TIJsgiKEHtyuGNnBX9cUpIIMxAIWIAAlxoxEPOIQLmystKakEBRQCCJ4XtOTo4GBgYkJcr04XBYtbW16urqsuANOlA0GlVqaqqG99ogz83N6cCBAxbkSzKfyrS0NOOT4jjy8MMP6/nnnzfRFJZRVXsuNB0dHTp06JBee+01U4y7FB43MWIe8E6hc7F+oaC5nG7+zf5E+Vrad5nhfCDhZi1j5YaLC1QuPj8ajerEiRMaHh62BA/wobS0VPPz8yopKTH/1/vvv9/aLRcUFKioqMj+7PP5zPZJSpT5SWrpXV9eXp7kQgAFJhgM2jpxQars7GwtLS2ZXR0cWdYLZ+7q6mqSTRmtadG0sM+4VCTcBRA28TlSYo/Lke4JmP5TLoczmroXmKCcx1iXoM01KUepTm91+JDSfjDr8jSZHKCiqIQlGWeN7+bgQPnmmnhHIhGVlpbaImLhuQph+FcoQ0G6uBcUxwsLC+YJysRGGVxUVKSenh6dOnXKFlkoFNLg4KAef/xxvf7666qurpaU6JMtJUQT4+PjFghzb1ygV6Ojo2ptbdX4+HgSyga6ghgjLy9Po6OjSepjN1gAZeWQyczMtI45GKtzj9euXbP+v/F4XI2Njeru7k4KTNismpubDXUlo9zc3FRJSYlyc3PV29srj8ej4uJiy36ff/55NTU1meXKxYsXVVhYaO+tpqZGKysr5tPH80qJzYve9cvLy3r00Ud14cIFOyCbm5stYMQWicNU2m+UgModVJNnYwN2xSdwHKV9E23mkd/vT+rcAhrAgeHabYHAjI6OanJyUlVVVaaclxKb4Z07d4zT6vV6rW8383Vtbc1QoNTUVM3OzhrP7Nq1a/L5fMZjAmXjvcC7zs7ONiTT5R+mpKQoEAiYuI41yFx3nRdILBlXutSwiWO55hqUr6ysWIAL0uPa0YDy8JlYynBvIKZUA9w+0P/z6ae1tsflRG3PHsM9oP5H1e9y8UDvCJJdoRWJKu+Z5Jc5ie0ZexHIL00d4G8zZtJ+wDAzM6OysjILIBFiuq4eKJndsePwxeZpdnbWxCOg2FIiYJyZmbEuRiMjI6qrq9Orr74qKYE0zc3N6ciRI5qbm1NDQ4N6enrsWd544w09/PDD6ujoMP414xKLxdTS0qKZmRkTxKGOlxIVEAJGeJNusDg6OqrNzU2zV2IvZH+Fb7i2tqaqqirduHFDDz74oCniEbjAm43H42poaLAqCL93+fJl/dqv/Zra29ttTlBV4X6wd3P7jc/Nzam6ulrz8/O2VzOucBUR26Snpys/P9/2dzQBJD0ou7nwsiwrK7NOU7ghSPud3NbW1ozjeffccZMk16mDv8NawDaKOQWyT5INgHQ3Iu/1ek3EGIvFDEhBIwIX11XD893YO/p8Pl26dEm//Mu/LCnBa19ZWbFzDVDAtQtbX1/X0tKSIpGIcXVJcBDEwbWOx+PmcyvtA1Ak4pKSKmfsO+6+5nK/sbNzXVH4Ofs5GhiCVcY9JydHWwsL+tyXvpQYiHvB6M/xStlvB4pYwF08iJfW1tbsZSNOokSX7divSDK0jyFBTSrJuq1wgUa5w4cicXV1NclSR5IFaqBHIIQEOJQgJP3MAZZ43BQTNeArhheiJPMm7O3t1ZEjR/TGG2/o9OnTkqTe3l5VVlbqypUrOnTokFJSUjQzM2NZ/ezsrAka3DaejFtJSYmGh4ftoCEjc6kJUnJZ+G5xFZsB3UcQQ0n7PncpKSkqLi7W7OysIXhQFiYnJ3X06FH19fVpdnZWR48etc+mDNLV1WUoGUhUdXW1otGoent7VVRUpAMHDujFF1+0oOrMmTMKBAL69re/ra6uLn3xi19UT0+PBQ1s4nTP4uCQZLSGuro69fb2mucb5HrKzgg/lpaWkkjmlLNcVTvvmnlAUhOPx43gz9ggXgLFILB1y9HMU0lJorH29naFw2EdOXJEZWVlhqi4JSRKxmTz7nzk0AgGg9rd3dWlS5d06NAhffe735UkffKTn9Tg4KAlLChw2SzX1taslI8YcG1tzYKD5eVlU20TgPNZBIIumpqbm5skeoDuwLxy6Tr8nEMPEZCL8DG/QX/ddqME9xzaXq9XmdvbFow++8wz1qIYNMelstChzVWyMx/D4bAd9gR70v7e5raV5b5J1CRZW8G5uTmzkMPrlfdGJxsSI3ff4fDc2dmx9c58okSKUpwDkICMShH0AxBZF/EneJ+fn1dtba3a29tNRIQaend3V/fdd5+ee+45UzJLCepIX1+fysvLtbW1pYmJCUPqURfTctjr9SocDtv4Li0tqbKyUjdv3lRtbW2SKItxQeWOqT0tRKWEkBLV9p07d/Se97xH4+PjSd39CJBHRkZUWVmZJHDa3d1VZ2en7rvvPvX09KikpCRJHDU7O6vGxkazTjt9+rS+/e1vS5Ief/xxs5xKTU01Yei5c+ckSZ2dncrNzbXzZG5uzpIt5kx6errNq3A4rOrqanV2dkqSdZoKBAJWGbybfiHtAygu7QNEDrEdl4uIQmVxKSgo1nFxQaQJYk/wT/LQ0tJi7VRJciSZTRmBHaIgSQascEYEAgFlZGTos5/9rCTpU5/6lNGyNjc3ravc4OCgzQlcI2KxmAoKCn4mMeQ8ZO+lKx/Pvru7a5UCr9f7M617NzcTHdVIKt0xB8wCUXbFVe7P8U51z5CtrS15NzbM4eNeMPrzvP4/rJ3wHYzH40m91KX9TAQVvVsOl2SG+QRNHGRcZE1A526ZnbIWmyELgUMIxSEla0r4ZEyLi4vmrwYKGo/HbdF7PB7jm+Dj5hp1wzNqamqyDZ7N5siRIxodHbWFTJchykQVFRUaHR21Dk14x7EwsGPioNrd3U0y2AXRKykpUX9/v0pKSowmwe/jMcnG5PZQhrNKQAVSJiXKa+vr6+Zxl5+fr3e+851qb2+XlDgk4PCGQiG98cYbamhosAMwFAppbW3NukONjIzogQceMBpANBrVl7/8Zf3rv/6r0tPT9fGPf1yNjY169NFHJSU8Wjc3N1VRUaH29nY1Nzcn9fvu6upSTU1Nkrcg75yAlkDGVb7z+5LM55LyslvictXwzBm3FSrjizH83YbTIKZpaWm6cuWK8Sg/9KEPaWNjQzdv3pQks9QiaKHkJiU2TagbHOJshm+99ZaWlpb09NNP6zvf+Y4F4jk5Oerr61MgEDCf2K2tLbMbq6ystCoDPoPl5eVJa3FmZsYQdzegopRHoIxSmouSoLvuaKfKePP3vV6vcVfd+UoiQALgHkKULTMyMqzCkr27q0//8R9Lkv7mT/9US3s8OBc5lGRrrKysTIODgwoEAtrc3ExCjOGC8t13+xVj6g8Sh+8mz8PlUidI/LD9wZHA5/PZ4Xv48GGNjo6aOwKNLAgGU1JSVFZWZhw/Sdb9R9p31SCpiEajtmdIsg44sVhMjY2NunDhgh599FH9x3/8h6QEZ5QglX20r69PTU1NkmRcvVAopGg0mtTqubCwUAsLC0bpwFXE9dq8cuWK7rvvPuOdz8/P2ztljZaXl6u/v19+v9+QfylRSl9cXNTy8rIef/xxXbp0SXl5eRaINzQ0aGZmxgIM5h3BaDQaVTAY1NjYmDwejx544AFzpgAk6e7u1okTJ5Senq6Ojg6z3vvxj3+s9773vfq7v/s7fexjH9PFixf1oQ99SDdu3JAkozWRFLe1teny5ct673vfa++cYJZydjAYtEB9YmLC1hKXu49sbm4qKyvL6FhUI/huLAmhyLnzlTMThJ49j30EtTnBYFlZmQX0UmIvpasg7hxVVVUW0Hm9XkUiES0vL1v3L/aQ8vJyvf7663rwwQc1MjKipqYmTU5OWiBM0gEFiTlNgoNnOMms3++384VxJfjELaeoqCipzTZJNLQQt8EFz+962br2aSRvbpLInsy4YicJ3cG1RPRubOi3n3468UX3gtGf47U3qf/hr//aTO8xyAUx8Hg8mp2dtcMbGxiyPybL/kemJBllu4c63DjQLBbl3eIHDoPZ2VkzLeezJVlwQQme/+/1eq0LjYvy3F0aXFpaUlFRkcH9HBSZmZmqqqoyz8r+/n7V1dVJkqGalK84ZEH4ONymp6fl9/utLOJuRmSuLj+RheP1JlqSkvFHo1H5/X7b6PnOiooK80R0id50XKJMxCHLuAaDQUUiEQUCAXV2dmpsbMw2+TNnzigjI0P9/f0KBAJW2mNDqKio0MjIiIqLi9XZ2amKigp1dHToyJEjkqSrV6/q61//ut7//vcrFArp05/+tK5du2YiJVqM9vT0qLa2NulwbmtrU1dXl/EWs7OzVVJSoqtXr0pKHIDT09MWLILEuTxhAgYEcdvb2xbsLi0tWYmZxGl1dTUJJXPRQAIm5gwcqKmpKQ0ODuqjH/2orly5IkmGjHPvJE98NuggFzQVMvOioiINDAzo9OnTGhkZ0fj4uHXNkWQCE/iFhYWFSXY0LtfR5/PZnCGwGRkZse5Y2IW5tBDXN5YDg7VGwkQAD5roek4iGMD+yn12yrmSTHDh2inhhwii7fV6tb24qD/5X/9LUgIZXd57vwQlJMQcLCQPoCEEk9Bc4BO76CzrHDQTpMRFY2ZnZy1YowGGx7NvDk/gPTU1pcLCQrMokhL87FgsZs8ZDodVU1Nj9xYKhTQzM2N7kbtOuZjnfO/o6KiJgEiWSkpKdOXKFd1///36wQ9+oPPnz0tK9JcvLi626lR3d7daWlrMHunAgQOWzPl8Pt24ccMs2IaHhxUIBKyKwFyl+nPhwgX96q/+qq5du6a1tTUFAgH5/X4TGfEsJMIggMy5aDSquro6TU5Oan5+3jow8fxra2sqLi5Wf3+/Tp48aY1DCDgPHTpkifb4+LjKy8ttfx4aGtLU1JQ+9rGP6dOf/rROnDih+vp6SxLKy8tVUVGhyclJDQ8P66GHHtIrr7xiQVFhYaFeeuklNTY2KhgMGuJOopmTk6Py8nITx5K8E8hDm3JL5Aj0JCXxrQEN2Ad4V+xlBEUE8XT/g+/uJuhSonoUCoU0OTmpM2fO6OLFi+bbKe2L5mg9u7CwYK1kpf39mUrj2tqa2TV985vf1N/+7d/qYx/7mJ566ilNT0/L4/EYl5aqW15enqGX3d3dtv/ilT0+Pq6cnBz5fD6zoWItI7wlOY7H43auEpQTi5CYukALFnU00OHcIlGAjkTCTizj7gPsQSDDvKfUtTXjsd8LRn+eV8p+O9DsvcDEbVfp9kfnEVmkeJ255viSrM2l2z8+x3mBbtkPFImfc6i7vY9dk1qQF8jlfr8/CRl1PcMgo1OmlPYDbVdEAV9SSkzamZkZK2U1NzcbCgWvJRAIWA/2qakpK0Ftbm5aWY0ST0lJiS0MRF/u38ccW5KhIG7v4ZSUFBsbNouMjAyFw2HzUCV4AIUAcfH5fLYRsjnGYjHz4CwrKzMBEwcl3YsIkrk30Lz19XVVVlZqcHBQx48fN/J/SUmJXnjhBT3yyCMaHR1VLBZTd3e3jfv9999vJa/NzU2Nj4/bAdjV1aW1tTVr18c9wilijFEXu88k7ZeLd3d3tbi4mOSiICU3cUDQ4qrtGWsCNcqjlKOj0ag6OzvV1tamxsZGXb161egLoIskZaivOQTm5+eTlNrwykBrUDSDdMMX4/Mp9fKMBEcEefBDqRJwmLBW6Z0dCASSOrS4cwJ0nUTJpdeQWEr7vEm3zO6W5l3+J5+fkpJifaN5NrdK4q7p1dVVpa2v64//6q8kJUzvVz2J1ofp6emanJxMajYAdQNE01W0x+Nx1ewZ3yMCcoVnBGLLy8vKy8uzdecG2ijVXZTUNcuG40bfet6ZJBN3pqWlKRqNJh2AfEZtba2JCuF9swZramqsdBiNRu2z+HlJSYmGhoZ09OhRXbhwQQ8//LC5fqSlpamwsND4tIWFherp6TF+9+joqLa3t40qUFJSYgGXz+dTRUWFBgYGVFdXZ96t8OaPHz+u6elpG+esrCzNzMwkidoWFxcVCoVMqEc7WklmNE+C4FZxpATK1tvbaz6sGRkZam9vNxoWgUZjY6Oys7NNvS0lEOWPfOQjeuqpp/TlL39Zly5d0pEjR/T8889LSpTsvV6vvvWtb+n06dPq7u7Wu9/9br388suSpJMnT1qAGQwGFY/H1d3dbePu9/utoUkwGNTk5KQlQzy76zzD3s6cwguTJMkt4ZOUcGYB2NztQsN6dM8vab+F9tjYmOrq6hQOh5PEqtBK4BDfuHEjCREvLS21+QJ6+uKLL0qS/uAP/kAf//jH9YEPfECSTEDqdvcrLCy0zohSIjiG9z45OWmBIvsv4kPuHZ4q3H6SYN45Y8q4uhzseDyuUCikSCRilRaSVrzGac3rIqaSTJSLt/Pq6qpVB+ydrq+/rcr093xG7133rnvXvevede+6d9277l3/ZdfbHhl99plnzGd0fX3dujSQvZCVSTKiLyX4uzuzoBpGNegODWV1ynpuG0ZpX+wEjA/aR0azu7uraDSqioqKJA6ZeyFOgRC9vb2d1OIQNAjkdn5+3koKkUhEjY2NGhsbU0VFhcLhsCEec3NzKi4utnJ4cXGx4vG4PV9hYaH6+voUCoWsy8Tc3JxxZ0BllpaWFAwGrcRDhkdWjnqZ8aMkgwsB7yQ1NTXJZzQlJcXsSjY3N9Xb22vlBrqBtLS0qK2tTfF4XBcuXDBbEigAu7uJ3sJZWVmKxWKGaBQXFxsaAGITiUSsxPXKK6/oV37lV9Tf36+Ojg5lZ2ertbXVykAej0cVFRWG4rmIM4pZ2rktLCwYf4fnpvwj7fuGggqAIiAwuFsJurKyYkr9uzuRMLf5HI/Ho6KiIq2srOitt96SlKARPPjgg/qnf/onFRUVKTMz0zLnnZ0dBYNBK0Xhj+vOTXoeg46FQiErmW5vb6u1tVWvv/66amtrDVXHCotnBPUoLS1VSkqKIdKzs7PGj05PT9eZM2c0Pj6e1D4XFSxoqtu1xe1kBVeR72TtZGVlmQjIXUuI/VzrNfeCXgDaChri2lJReUHotBuP68++/GVJ0p985jPy7lVg4GbyXAUFBYpGo1ZOxmfQrXBAo4lGowoEAlZ2lvZFa9AHoADA1V1dXdX8/Lx8Pp+hMWtrazbuJ06c0O3bt7W5uamamhrNzc0leT5WV1ebowf7F+sYkZvf71deXp5GRkaUn5+fxLucmJgwRDk7O1uDg4NWZSgvL9fExIRqa2t1/fp1K8vSYvb69esqKSkx79Xu7m7V1tYm2d5J+xZULvK7uLho+0QsFtP09HSSDQ+cv+zsbIXDYdv777bUQyhI618XUe7u7lZTU5NWV1cNjeb38dQtKyuz0j9jIMl8huladfv2bf3iL/6ipAQ94Qc/+IG+9KUv6Wtf+5paW1uVkpKif/7nf5YkffzjHzc3iq2tLf30pz810Y6UaOdcX19vvr9Xr17V/fffb2X+goICLS8vq6amRn19faal4L1BV4BixedyPuDokJ+fb5QR17s3Ho/b+LHHslYZZ+49KytLCwsLVmXr7+83n1A6U+E1Le0jgOxTtEZlPYHqzs3NKRQKqb29XR/5yEckSZ///Of17ne/W7u7u1YNoKzONTk5qWAwqOzsbHO8gVeflpamwcFBnTx5Uq+++qpOnjxpdDCeTUpUoJqamjQ7O2utbJkzGRkZxhUlvuDcpNIJ79xFjunKhOiT/YczEy0F/48KE/NtZ2dHeR6Pfu/zn9feL/y3R0bf9sHon/7hH2p9L6Bkg3DLi673IgHR3a0XXSEJhGEOKbcMf7eS2b34XL/fL0y1sa/h3uCPwD9z1XOUEvnHtTPi+ylhAfWjuJVkizwQCKi/v1+NjY0W0OXl5Znyu7KyUtevX9eBAweMF7m6uqpDhw5ZWzOPx6Pq6mpblGxA7qJyLa4YK8qnUA1c3mc8HjduJBw8NzhFAcz98pkdHR169NFHtbOzo7feeksDAwN617veZf3du7u7LbDOy8szK5na2lpJCQESvFOEC1VVVbpw4YiufeIAACAASURBVIIk6YMf/KBeeukl5eXlKSsrS11dXWptbbVAPBgM6ic/+Ynq6uq0tramgYEBC7joa0/JGk9JDk2CKQJz14qGOYPlFYINdznCQcKf0w3AuFJTUxUKhZSRkaG33npLsVhMv/u7vytJ+pd/+Rc7gOGqkrxwcCwtLRk1hYOEtbCxsWF2J16vN4kjV1ZWpnA4bFwlNlr4h3l5eSooKNDs7KzKysoUj8dNeSrJVPSVlZWqqKhQfn6+XnvtNUsyEKLAP3PHDgoAxusErIwdZW/KhfzDnILf5nJsXXGFy8kkgEDAwfeTrMIhL0hP16f+6I8k7XNGsbSC48oaoQd1LBZTfn6+hoaGrKzp8/ls/wgGg9Yr3KUokPBi3n53C1mXb4oTAmsrIyNDx44dU39/v+bm5lRfX28HOxY5HIBer9cOSfYBytkVFRXmmeqKxxBIZmdnKxqNmm2PlKC1NDU1mc3cd77zHf36r/+6vvrVr0pKlNLn5ubU1NSk8fFxNTY2mgOFlEiq4/G4ysvLjULA/ow/5NDQkEpLS+X3+zUwMJAkDoHvjcUaKmlJNu851P1+v6ampqxc3NbWpqmpKQ0NDengwYMaGhrS4cOHLTj4+te/rvr6eqWmpioajaq8vFzhcNjme21traanpxUIBHTnzh0dOnTIuOV+v1+/8zu/o69+9atKSUkxMOLYsWOSEvszYtTNzU21traqq6tLTzzxhKREm1WCoIaGBqWmpuq1114zTioUnOnpaWVlZVmC4XL6y8vLFYlELMBm7fH77KuIbJkT8G+hgZGkuZaFzCHOrZqaGrOdKioqMm/W9fV1417yPtizueD1sh4QR6WkpGhiYkIf/vCHLRh95plnzE86Foupvr7e2iBLsucdHR3VmTNnNDY2ZvQXScb/DAQCevPNN/V7v/d7+uY3v2nBKFSQubk5zc3NKRgM2hnJnJqfn7e9FboXcxJHDMRId2tIWNeur7hL+yOpgFcqKel8CGZlmajyXjD687wcaycG2e1dDZfFVbO6Fi8ccK53F8Rt1+vP7R0PP4zPdw8wV2CRmpqq5eXlJHQwNzc3qRMFdjGIYVJTU02oEovFVFJSYkG1tO8/yAEM2uPyX0B/ysrKkjqXoIydm5vT1NSUTpw4oRs3bhg3xuPxKBqN2gGPsptg0efzmWoW78HS0tKfCZxcJwPI/FJCRIStBf2dXZ9SeFo8eywW08GDB+1zvV6v/vEf/1Gf/OQnDaFw7Waw/sFQvrW11RC8gwcPamxsTOFwWEVFRWpoaNBzzz1naMyFCxd06tQpbWxsaGBgQEeOHFE4HLbF3dHRod/6rd/SnTt3bPzd5gNwGeFcuZ1/4HqC1CMKc8cVHhK8Sg4inp2An82X75ESvEuCuKtXr+ozn/mMNjc3LdBubm42v00CF1BaUFasvDiEOJwzMzNNsU2HpJWVFQtmw+GwCgoKLBBdWVkxvi9j4/P5lJOTY4IHN3DBwigQCJiH68rKih3+IJ3wTl1rJ9S3rsLe3YRdf07XT5NDAL9D5vvdAiUXeQbtR/DEzwnS4/F4Yu6vrSUJmLB2ousNPF6CoJWVFRPycbhJMv4axvW8O9ceiTWxu2fm7/oCu72u4ZK53xGNRhUKhTQ/P58kNpL2OXCrq6sqKCjQwMCADh8+bHuUlAjq0tPTNTExoWAwmGThFolE5PF4bF9ljBi3wsJCTUxM6ODBg7p06ZIefvhhPffcc3ryySclSRcvXtQHPvABvf766yovL1dPT491WOO91dTUKB6PKxaLKScnx6o/zOvS0lJNTk6qsrJSKSkpFoyAOINGBYPBJM9fGkQg5mEugOreuXNHTU1NPxOAuA4a2dnZmp2d1alTp9TV1aVwOGwoHDxl9g8M9iXp7NmzevbZZ3Xy5EkVFxervb1d586ds709Ho+biCcYDJqPLGJAkrrs7GyVl5frlVdeUV1dnZ09ACDsATwjYAVnHlxm+LLuuYkACU676+hBQofFGrxjxpV5cfToUb3wwgs6fPiw3RviKETFWHKxj9B0AZEleywXvtThcFinT5/WX/3VX+mDH/ygpETg+uabb+r8+fNaWFjQzMzMz6CL7HOs9fT0dEuoATAKCgqs4obLB89GchiNRq06yFqnouV6BdPgg7FjH2AdspawcJyfn1cgELCzk7MFrivnB8AH+wA+o28nzmjqF77whS/8V9/E/69rr83VT86eVdaeuTb2HJQVWSiuuhPbJWx0WGBsFgRJCJQoyXu9ibaMeLURmIJksulygNKmy7V24vNdU3NKuXhx4uUXj8dNccwiJWsng0J5TbvB9PR0+f1+9ff3q7m5WdFo1JAbLDgoE1ZVVVn7PxYk/zDx3edGBFVTU2Pdelg8bGKoe8vLy7W4uKiHH35YLS0tikQimp6eVkdHh2ZmZhQKhZSfn29jPjo6auX2c+fOaXFx0ZDXW7duKT09XZ/4xCf0wx/+0LphUP4Bac3OzlZeXp6KiorU29urwsJCZWVl6cqVK4bW1tXV6Sc/+YmampqstMHm39jYqLKyMmufyJhjoULgAmrEQVdYWGhiILeM5Ja6UINDSuf+KXkuLS2ZDx+qdd4xiB4CmrW1NXu2tbU1/cM//IM++tGP6l3vepdeffVVs3Hy+/0qLCw0tBUBBjQLDNOZRwRbfr/fhAiUGSORiEZGRtTa2mpG0cw5AtXs7GwFg0EVFhYqLy/PEgzKyAS/mPBTugZBdw9OlKcccqCfBJkontfW1ky4xbi6NBvXCJrSIsEtIgw3qCMRw+gaWyneJe8DIQto8+bmprLT0vTA5cuSpEv33y95vZYE4nXMu1tcXLT1UlBQYB1a2Ls4+GgBiMOGW/Incb7b8N/j8VhSTqkZ/8PU1FQbN6os7E1er9cUyz6fzwKpa9euqbq62lD5paUlbW9vq6ioyNYpDg+sRwJSDkbG3ufzyefzqbOzU/fff79+/OMf6/3vf79eeOEFDQ4O6h3veIdu376tYDCoq1evWjezAwcOWBUiMzNTs7OzRjFhzNhHEQPOzMxY4O/1epWXl2fzICcnR9FoVI2NjYpEIlaCXlhYMNEZny3J3glBxO3bt3XgwAENDg7q3LlzKi0t1dTUlBnrr66uanx8XCdPnlR6erpycnI0NTWlxsZG9fb2KjU1VfPz82poaJDP59Ozzz6r2tpaFRcX6+bNmzp9+rS2t7c1OztrFKiOjg7df//96u/vN6CjrKzMFPuZmZmqrq7W5cuX1dzcbJ7RVAhd5xcoZZi4s+4J+ljPIKSIZ6Ea3J1s8H4BWwjW19fXNT09rccee0zf+9739O53v1s/+tGP1NbWZghoYWGhtre3tbq6as4Nubm5Nt9ZJwRsOENEo1H7ruXlZVVVVenf/u3f9NBDD9kapzvS6OioVlZWdOzYMfX29qqiokIZGRmamZmxQBQbs5SUFEPdPR6P2ZTR8AMBFwin2+GM83p+ft6CbOwi2dOp1lIZBcRyKzmo4rOzs61xCD7krFXcQbDgci3x2MtTNjf1zj3bNH3uc5JTwfjveP1fgYyu7P03SBMvPTMz0zpOJH4l2dqJRUQGSHkeU3ksmCQl2VygxHfLEQSoblZNkCQlWzf5/X4tLCwkZZCgaCxyeGOumh/zdDZVFjGfj21LeXm5RkdHDQ3JzMxUf3+/+fi5pVVpnyPn2kmh5GNc6M6ysbFhJRk3uw2FQtra2rIyPpYV0n7btPPnz+uRRx7Rn//5n2t9fd1K7SsrK4pEIjpz5oxefPFFNTU1GWfzPe95j27duqWpqSnzoaRbiSQrd1ZXVysSiWhjY8NU9VKCLxUOh63cfvbsWZWXl5u34eLiorVNnZycVE1NTVIpJxaLaXZ21rqYoEqVEqVqFLoEOK79EVSQ1NRUU4qDRjIfUQVD2dje3u8Pz6ZPyUpKlLWwi1leXtYzzzyjL33pS2ptbTU3Be59bm7OEiPU+nw2ZtUoQN2NjblGR5vJyUnrfOO2n0WVCwVFkqEGoDgEPGzceNtCTaCUCKoPioZfJV2QXHSQ4Nb1+3U5ySA9lNnpKMRaZn5Ksu9wubx0uuLv3F0FYX2A0KamJlrv/cFeXv+VL35RsT17KRJk953g1TkxMWHdchgnHBSmp6fl9XpVWFho5URJlkDgkcl+5VZgOLih+WBVxHx2vR95Bt5Zbm6upqenrQuZ2wmIxHZzc9PK5zSp4J1Ck4Jni3sH915QUKC1tTVrN3vr1i099NBDkhLm7VVVVbp9+7bOnj2rl156SW1tbWYEjwsGY+p2BKO8P7zXMhNnDndeYs0zPz9vyRLIJ/tjLBYzNGpjY8N8RMvKyqyC1NLSoosXL+rYsWOGLoIIlpeX69q1a/ZZvBeC8Pe85z3q7u62YFBKeO4uLS3p2rVreuc736l4PK7JyUnbZ0ZHR/XpT39a3/jGN1ReXq7S0lLl5+ebk8DCwoIeeOABTU5OamdnR/39/Wpqakqy5sPuDLTP7/cb4kyg5JaAXV9dglqCOxw0JJn/sN/vVzQaVWlpqbq6usyQ/8qVKzpx4oT8fr+uXbtm3tl0ehsbGzOKE3OEhIc/z8/Pa3d3V4WFhcZbpurX1dWl+vp6Xb16VU899ZQmJiYMMWb9r66uqri4WGlpaRoeHk7SGxQVFWlqasoABdcuLycnRxMTE1peXlZbW5sBOm4FJRqN2ntk74K/HYvFfoaax1yR9itrfJ/blGRmZiapAQ2VEvYw9lyXYrOxsZHklrK1sKA//Zu/kaS3BTL6tg9G/+x//A9l7ZGhOWilfW6Je5gTCFDaIoADVseeAsNvtwMKpQQ3Y3IPOLImfNfI4l0fUiYdwgo4OFxu5oRRPBt9YWGhITLwC0FKJVkGTNbMwSAlJnZFRYV5C0pK4quyYGgXx/e6JuCgBxxmrs2N2zGKMYxGo7bh8MyXLl2yLiS/8Ru/oeeee05SorRWX1+vF154QceOHVMwGLSNdnFxUS0tLXrjjTfU3Nxs3wUHDgP+3d1dKyFL0q1btyQlAsyTJ0/q1q1b+uAHP6gbN27o9u3bFoBCfI9EIioqKrKSP88+Pj5ugR7lIJf3SRADWup2EQJJckuCbkcayjaISECpmVPMNdDpxcVFdXZ26hOf+ISkRMn3Jz/5iUKhkHJzc1VYWKirV68a14xAiwCBd8k7k/b5k5R4mO/l5eV66aWX5PV69dhjj+nyHurHRksgCPXlbj9L1xgdH1GXF0wQvL29begVtmxScnequ9cPgRX3AVLBe3H/m+dbXFxMCi5BIwjcQOm5N5JCKhPuz/l90Int7W3tLC3pi1/5iiTpc7/7u0rLz7eOM+vr6xZYgMi76Pvo6GhSgsK4Qs1x9wmQDxAhAnPuDfNuDr/i4uIkYRqBOvcCkijJuKh1dXXGBx0eHjZEkICmsrLSuuG4fFgQa4J9xEpDQ0OSZCjw2tqampqaNDAwoEOHDlkDi9bWVvX19ammpkYdHR2qra1NMlgPh8NqaWnR9PR0Ei9YSiQQ2FSxF46OjpoNG8I9UKTs7GwtLi7aPlZYWGhtQDMyMjQ8PKyCggILevDDHBkZ0fLyso4cOaJIJGIWQ4gQ4ZP/+7//u5qbm+3zMzIyVFVVpe9+97t68MEHDTmUEkFRIBBQcXGxRkZGdPz4cV2/ft3OrdLSUr3wwgtqbm7Wyy+/rCNHjujw4cPG+S8vL5ff7ze6DNUY128YDQOACO+U+Z6WlmYNXzY2NpJ4yCB+IO2zs7P2M4/HY5qAgoICdXd366mnnjLe+m/+5m8qEAiop6fHWkl7vV7bBzinQBcJeEkSXDEw73V3d9fOh1/6pV/SSy+9pPe///26efOmidukfYszqA0HDx40+z5J5kuLF3RZWZm8exUNKdFR8ejRo0pNTdXw8LDZc3Fv6enphqyyJ5Hs8HMAKd4H1B5JZgsF7celZeHJCpjF/nV35zDoS+4eICXOtfy0NH32/2XvTWMjza/z3odLcSeruFQV963JbnbPdPfMtGa3RsI4sMdQHCFCMkmMCDGQKMmX3FzbMCxria1YspSb6yRygnwIYn8IHAOJnSCGE1jRMhqNZ1OPZqZ7eiW7uZPFYpG1sqpIFlnF+6H6d+pUO8AFLqBrd8AXGMwMyap66//+l3Oe8zzP+drXqj84DUZ/jNeDRf7Pf+3XzPSetmKFQsH4YhyIkuo4ZF7YwOVNtf0kkmQHF8IGghYOCZCeaDRqKmlvmu85S54HxSHkFfRdXV2Kx+NWLuX98XkjePR8V8q+vrxO0DM4OKjNzU2Fw2FlMhlDwVBbnj9/3rhq3AMdoCRZCzMOdsq+qEY7OzsN1cVXsLGx0X4PujA3N6dPfvKTunr1qpaWluyguH79uo6Pj/XCCy/o7bff1sDAgLUyvX79uvFwEomE9vb2dPnyZUNGKUPTJzgUCml/f98ESJFIRJubmzo4ONDrr7+uF154QZVKRW+99ZakqrqYsW5padHAwIDi8bgdFHDootGo1tbW6vxX+Z4ELZSLPQePMrjnXPlAvlQqqbe3t07o5JMj5hUdpmZmZkxle/bsWV28eFHf+973jJrywgsvmM/ehQsXtL29rYGBAbW1tZnHqyRLyLi/o6MjTUxM2Jz97ne/q7/7d/+uFhcXtbKyomg0WpecoTwGKSHgZT6D1u3s7CgUCtmmzUZOSz+6u7CWmM+UuTisPJqJMMivwYf5tQSZlL68cwblMY8qeh9RxsMnGnA3ea4gtggNOk5OrB3or/3SL6nyoLqCoMcnpR0dHRbsoeynivHBBx9oZGTESqAkhb7E6ucNY8YBipsI9Af4ojw3lMyFQsH4dlQwSFAPDg6s246vkHgPRC9OZI8lmahUKoZ6e8N0aBsXLlzQ7du3NTk5aT647BPNzc2WAJbLZS0tLVlAWCgUjPOKeMyrqgkuurq6zK9ybW1NUtWVY2lpSRcvXtStW7eMz8zr6XuOr2MwGNTKyool1KBorIWVB53fQNnu3bunF198UScnJ0omkzp//rx5nEq1ZgAga4VCwQLXra0t7e7u6qmnnlKxWNTdu3c1OztrQES5XNbY2JhCoZD6+vr0xhtv1PWHn5qaMv9MOOUIEKVaYENQihsArycg856+zEueK5Uuqo8eyWfuQGODcyzJtAvPPvus/sf/+B+anJxUsVi0/bupqUmPPfaYstmsWlpaTJvA2cXcQujT1tZmAjhJ+uY3v6nnnntO586d08bGhp39/vJNL/A1Zb7hvV0oFOwffr+xsaErV67o9u3bmp6etr2S9QItiwpYd3e3crmczXfG0JflK5WKJRkE9qwjSQYWASqhg4Auwf7I90Gr4VX59swOD/Wbv/3b1UF4BILRU5/R0+v0Or1Or9Pr9Dq9Tq/T68/teuSR0X/99a9r90H2RGmNbkLwOEENPAcDFMTbRIAYIpjwJX7ffQm+qUc+4bL09fUZ6pLL5SyLampqsn7ukLZRxkoyYn02m7Wsk59LspaH3mrFK6vh/UkykjlZFKUP3yPdl5Ru3bplnSZAc0BXpZqfGu+FmAF0BKQWnu7m5qb6+/utFR+oxEcffaRUKmVWPrRl6+/vtz7QExMT2t3dtVLK2NiYstmsIdLwuRgXkBm4UFhsgXisrKzob/7Nv6m2tjal02ktLi4qHA7bGKZSKTU3NysYDOrs2bN655131NbWZtwbSiWgoh5pBzmjpAxaRwns+PjYypignghIJNVRQeBoPaxulmR+kclkUqVSyVDfpqYmffjhh/o7f+fvaHFxUZubm6pUKobmLCwsaHp62hBzuo8xbt4yqbe3V5ubm8bV/Wt/7a/pe9/7niYmJnT9+nVFIhENDQ0ZKoz7Aygh5SZ+z1jRGQT0ks9HJIe3H0p6kFvUvAiyDg8P63o+BwIBEyNSJntYNEbpkn2AOQOiCQrCXsGzpfwGcosYx9u6gZyyL+S2tvTN3/kdSdIv/v2/r9DIiO0d29vbhhizTpubm+s6KzFn6F1N2ZLP4cJ+ju8C/9x3rOG17FGhUMhK5SMjI4Y+Nj7oEsUeAlpOCX1gYMBQZKlaGqS0SDUknU4bBSEcDts+tr6+bkITXDvgmq+srOj8+fPWf5uSbTAYVDQaNZueSqWiaDRqlJv29nadOXNGKysrZlfkXQpCoZAqlYrZN3lO/tbWls6dO6cf/ehHikQi1lKZsV1cXDREbGBgwFBjSuF0d6KbTkdHR10nIDrOsX5zuZzGx8frbKng4rL2/P5ZKBT+jIsIz6VcLmt5ednGDyX+pUuXJMmeJfsGbi8e6YdTnU6nbf/zdmMIBVlb3r2C7ms4WPgqw/b2trq7u20PoKrGc1lfX9dP/MRP6A//8A/1uc99Tt/73vd05coV44r/x//4H1WpVMyZYGJiwsS6rAff3x2RJ+slEAhoc3NTc3NzymazSiaTRiXa3t42kdT+/r5mZ2f1+uuv23yE27ywsKAzZ87YWLA/Y0HFeY8jjqeGwE333Rt5Pc4NrFl4n5wtVBDw5T08PDREmc57vl0xVEE+GycPEHfvcX14eKi2ctm6wj0KyOgjH4x+5Zd/Wa3OGgW1Oib1qGWlKvTtydnwwFj0lMa8wbxviQmvDojcB2ko/igdVSoVDQ4O2kYt1UyQCSK9gTmqVDiXlLy8+IpAkkMKI19/obaj3CLJyh4Q9uG+7O7uSqoGi6ijCR48twwRCGVp7+EqVYP8RCJhC25sbEyZTMbK9D09PXYAt7a2KpFIqLu724Jh2gaGw2Elk8k6T8hAIKCPPvpIzz33nEqlkj788EMFg0ETVSDMWVtbUyQSsY2Xa2Njw8QWDQ0NGhkZqSvjIExC1d/b22sCFknGqRscHLRxeNhmB2UowZM3Z+e94BJ731ueE1xmSjkcipRZCRrhTfq+zxcuXNC///f/Xj/3cz+nRCJh9yhVOVGbm5va29szKsDDBvIc4IiTXnnlFUnVZgBQTthE9/b26gJlNkn4jfBTJZlhcyAQ0MLCgsbHxxWLxey704CCoJSfM7ZeTMT7c0BRhvZ963kekizwhMriud2MOwcavEyU6pLqSnqmTH2QCHJRvrfWf4mEvvqv/pWk6p7U9IAbyiHCuG9ubmpnZ8f6WbPuw66lMV6VzImHRZYcjHj3wnNk/OAuQ+vx87mlpcXoR8FgUEdHRzbWlEqlKr8zkUgY35Z1jIAPfjVtGKVq4DA8PGylVrj33iqL+VIqlZRMJjU0NFTX6pCkmWd+8+ZNfeITn5BUpQlQjua+sE7id9gmMVbQoaanp7W6uqpz586pUChoeXlZMzMzRlWiRJ1Op/Xkk0/qzp07CoVCVkZF7Do+Pm72QMvLy1Zu/it/5a/o6tWrCoVC2tnZUTQa1c7OjgUXk5OTevfdd/XSSy9pfX1d8/PzFpDBLezu7rYy93vvvWdJ5+7urh577DG1t7crFoupq6tLvb29unr1qiTpzJkzBqqgN/B8WmyRoKyQ9DGfs9ls3ZgVCgXj97KecrmcjZFPzLyFIhfuAZJ06dIl/f7v/77+4T/8h/rd3/1dvfrqq7p69aqtx7Nnz9p75HI55fN500dw7wjH+vr6FIvF9OKLL+rWrVuSahxqnD52dnYMzGEvHRgY0J07dwzEIOmkNS2euQTsTzzxhK3Vw8NDbW1taXR0VEdHRzbHpOo+RMLj7a9YL+ytPun3lBuSYr+XeZtJYgn44b5dMtZtUMPgP7OWGhoa1FAs6otf/7oeLM7TYPTHdj04eL78C7+gxgeiCb8YpRpvjcOZCYN6HFK3N8Pm0CEb9Nkm2SMBj7d9kWQoGHwuz+Hg8ALl4tD1hwj/ZhF51SK8OYJsfPG8gpiA1feflmRm5vAaCYzYKMlo+bt8Pq+BgQHbzDhEOHx3d3eVTqdtUaXTaY2Pj6ujo0MTExO2USBmGRkZ0XPPPacbN26Yb1s6nTaiNyT4QqGgqakp28h4hnDccAiAGyzJRATPPvuslpeX1dLSomQyaejgzMyMHc5bW1smxEL1nclkNDo6qjfeeEMjIyMaHx9XoVCwzTmbzVoGzPP36Lr3oOSQ55my+fPM4c8xZ0CwSqWSfWZnZ6fdG4gA6C88ZuZrQ0OD7t27p+eff143b97U8PCwlpaW7N5zuZyGh4dt7nr+Hve4srKiXC6nz3zmM8rlclpYWLD5RFAAooviXaqi2SCQGDp7YRsJHcEHFi18bjgcVjqdtmoGCYjv9tPS0mIBv0cIWQeowR9Gkpkf+/v7df59/B2HJz/jvTnEPJfcN8Hw+4Q/VE5OTtRxcqIv/OZvSpL+yS/+ohq6umwfAc3nezFe5XJZ/f39htBIsrGG80i1hrXIoUWiQnDJNo6jA3OqoaHBDiup1hUGhXVTU5OhtplMxgRI3kPXu2pgMQOflw42kgxthl8vqQ6twZWD5LSlpUWLi4sWdIG8ra+vq7e319YGyOng4KCN3/7+ft3+B+LEmGOBx7iura0Z/xVT+t3dXdujAoGAYrGY3QsuLIxrNBrV6Oio/st/+S8aHx9XY2OjJicnbX/e3Nw0a6wzZ84oFovp2WeftWB3YWFB+/v7unDhgorFoj796U/r937v9yTJxg/LrXQ6raefftpcM3jmBGOtra1m2yaprmsSZyD8RMaddQHIcnBwUCfk8QEcQANnFxzUUChUx2OUZEJdxJl4X5IkXL9+Xa+++qq+9rWv6R/9o3+k7373u/rUpz6ld955x8a1UqlY9QtRnbfVAiApFAqamZnRnTt37EzHVrG3t1exWMw6QTEnJJnV0vj4uBKJhN3b1taW+vv7tbq6qnA4bHsN7x2JRHT79m37/6OjI+sOxrqXah3guB8uHDloSANQQcBJ8kezFqzkeG1DQ4P5VqPXeDjhpnKDNznjdnBwoKaDg1Nk9P+X68FD+Y1f+RU1uIkAWdmrYX0nCTZMshRslCQZqdsjPb78hYKT8heBqVRrEdjd3W2ChZOTE1vwZE3cC4a7/gDs6+szrRGtaQAAIABJREFUdTC+ll51KNVU+7zGi2Eon1cqFTuQeO3+/v6fmdBMXG/xw2FESUeqblZYR6D4RuwjVQ/neDyu7u5u7ezsWJcXNuq7d+9aWQ1RxsnJiW38eOLR9QR7JklWSkPBnEqlzAxcqpVShoeHTeAAgsAzpctQJpPRk08+qd3dXds8pqenlclk9JM/+ZO6deuWMpmMstmsIUnRaLQOSW1oaPgzgg5KXiB9HPyI0kDcSXYYd5A7COqUP72i3M81VN18vl+6kUhEr732mv7BP/gHpk7GZJw2fl48heDg/Pnzamxs1J/8yZ/omWeese/K73ED4Hv6dqEcTBxyoVDIBCO0daQjSzabtZKZJDNSh9pBeZnPp4zJc/dIv+9+RjWCucszAikCDWY/4EIlz+eBgvI9K5WKIYsgmPzeq9wN/SyVLBj92q/+qo4e/D17CPeGtRrfsVKpmGcn8xUqD0mi38MQofgypm+P6Fsi00Z0e3u7DoVjT8GAnVL0xMSEstmsWcTg/+oD5UwmY8kVwpiHldWIKVin2HlNPrBNIwDe2Ngwlw/uB0svEPXHH3/cxn11ddXaObKGuLdEImFUnr29PVUqFUUikTorM5CjSqWiWCymQCBggQm2a0NDQxacHB0d1QlNeQ9QurW1NWueEYvFtL6+boE2yS+2VTdu3NDR0ZFGR0fNi5J5MDAwoGKxqPfff1/PPvusjo6O9NFHH+mzn/2spGpgnEql9O6776qhoUHBYFBDQ0OWOM7MzBjNBXqW954EaWTOI04jKKIygZUhiY43l0fURNXO021Yn83NzQaC+LV6fHysy5cv6xvf+Ib+xb/4F/qDP/gDG9fj42OdO3fObMWYU966T6ruE8Vi0azEqB4lEgmr2HV2diqdTtu+zDgMDQ2Zs8SNGzesOx9WWOPj42bDRCclxu3GjRsaHh42kZPfvwEnsHkLBoOGIEuy7mmg1Iw3a5m93RvVEy94S0gSKyoN/C2xC847JOnSg66H29v6xr/5N3qwUZwGoz+2q6Fm7eSDUVTkBAcsIH7vLWMoiXhkBX4fClWySjZg/rZYLCoUCtkhgqceB0A+n7euR5LM/BhTdNS0DD+BJGp2VNx8HhA9qA58RK+2pzsU/8/hCzoMfaG9vd2sZfgujBsm5V49DIenp6fHglqpppLv6urS6OioLWhoBGTud+/eVWdnpx5//HElk0klk8m6QLy/v1/ZbFZ7e3ummiQgA5VNJpPKZDK6ePGi1tfXbdxeeOEFXbt2Tb29vXbIDAwM1L1+bW3NetHn83lls1nNzc1JkpaXl9XU1KTr169rcnLS7gsFL0gBgYNHRv0cgisVj8et5EqAAweXLJYgHfSbvvdsqmxaZNGUxvCHZEMCHQdJm5ub0x/+4R/qb/2tvyVJ+tGPfqS+vj5DKXk99w7fEDTdJz+gNHRCSiaTNoekKgeut7fXlOhUArz/oA/iCFo4hILBoB2OlHu9zymlO+964asAzG9fzSAoIoFhs2eu+zI785o17tX0BJkcPD4pZW1h78bcaD0+tg5MX/6FX1DzA/711taWxsfH6+g+ILWU3nxpjyCPeUZi7OkVBMvNzc3GM/f8Pm+15ht6SFW0HHeDRCKh4+NjOzypxNCAApoGATv8Pbjx3kdYqgVVOGnMzc2ZBR7j3dzcrN3dXUNX4apLNboOicDJyYn1JZdk3W+i0aj585Iw46rB/dJkgefmaVfsgXQ1YlzhiA4ODlrwgt4ANLCzs1Orq6va29vThQsXLAnIZDKamZnR2tqaNQ04c+aMPVcqS4wX6LZUtSB6/PHHtbW1Zfc0Pj6u999/X1LV7eSjjz7SxYsXtbm5qeHhYd25c8eqP9wjfFavU5Cq+z/2SCSUnnfPOiP5xMWFeyepgh4Cai7VGreQ9B0cHNi/pRotZHt7W3Nzc/oP/+E/6K//9b9ua6m7u1sffPCBotGonc/JZNL260QiodHRUdt/qCowlqFQyCoqJO3sA0NDQ5qfn9fw8LDu3btnbZP5PSgp67RQKNR5IxeLRe3t7Wl0dNTWpu+aCP2BhgkklZ4zil8vSYD3sPaaA+IUnxyz91LR8lShbDZb1zjGzy/mQnFn55HqwPS/RTBKmZ6Dmuyfh8VDYgMiiMAg39tHwM/i0Kh9XEMdB+3h4A/7n3w+r8PDQzOlJjBBrIAFDwc1n8GiJrsFUfPWU97MmrKr56RShsJ4nfcmaIYTQwkGrlc0GrXDAb88AkupupFiRyPJyux8d8p7lMWSyaShVZLMMHh5ednQCS/eYDzxU/RcLbI+L0g5OTkxBK5Sqeipp57S/v6+kem9tQhCMsaXkj/Cg+HhYR0eHurKlStKJpNKp9M6ODiwoIxNHLEOVktSjdMJEsWB5zNzkIK2tjY7WLm3YrFobRm9lyXP3KOivL/vbCNVN61EImGii/Pnz9tzxSKsv7/fEEqCIho7QKI/OTnR4OCgbbQkZXw2rUA5hEhcCCR4Rrwe4RG+fDxbX+r2vcGlmvCC9cQByGHIJt/U1GT35uce6xz6AIc9SaqnN7DO4GH7jZzKACgaz9XzWb0A5Pj4WF0NDWbt9I0vfUnZBwcXgR3jBK8YrjBCGn5/7949M20nOfBiSYJHKiig8TxzBB48D5BS5mQoFLIDrbW1VRsbG/Y9+vr6VCgUlE6nNTExYbxTghL2G8RpVIt4P/iv8EoLhYKGh4dtrWJ6TyUlHA6bCEqS2ckRvIyNjdVxqJPJpPr7+5VKpSyR8FxHED+/TvxaaG9vN09hKlVejPLtb39bzz//vJWxs9msrdWFhQU9//zztscgOGK+Dg4Oand3V7FYTLOzs3riiSfqvEIR+JFsHB8fWwn/iSeeUFdXl95//33rLMW+IMmS5/fee09XrlzR2tpaHfpI9YdOePCfGdfp6WlL+FYeNAUgqJVq/d8526AHeQEeZ4DnUbMWGX+qGU1NTbZ/go739/frrbfe0ic+8Qm99tpr9kynp6d1/fp1Pfnkk5YMQe9hrXrvT8rwjE2xWDQqDHPFJ5WRSMTQRcRyzHdQVpB4kljG5fj4WLFYzNY7glz2LMSkVDAADLgAr7AbZM/hu9BpkTUETUGSJU0NDQ0GOpCc8r2hI/E8/B6XzWY11tenf/zFL+rBG54Goz+2q6HmM0oHJrIikEAWjA8qA4GAdU0g8PS9YtnIfDbDRWkOlMuT8yXV+X4SbHpvREnmO8ghwoZCS0AP+z/sgUr5ncAyl8vVdechgwIV9kIe0BgWjEddKc1z8LKx+cCD17W3tysej9ehBnhrtrW1KR6P2xgyNoODg7p3754FlPie4jkZDAa1urqqsbExnZycaHl52UpE9NrGv+/cuXOKx+MWyIJgHB8fa2xsTEtLS8rlcoYaeIFGS0uLwuGwbt68ae8PormxsWEuA5LqEBMyYOYHG8bu7q7C4bApQeGAem4jz6mhocFa3G1sbNi47OzsmBqVz/OqcJ7D/v6+HfY8c75bd3e3tre3DVn1ZaSenh6trKwYHYH35n19WREUkYsADJTSB3jMr/X1dY2Pj9sh74MmSXXVA+/B197ebqbwu7u7Fjx5n1HK93xX73FKgAxlhL/he3tqB2PiA2EvfvKBrKQ6b2HPSWTOoRgnGM/lcmqvVAyF+M0vfEHlB+4NVBS4eKY7OzvGm/VJJ3tCKpVSS0uL+Uk+LGBCtUtiyHxOpVJ1XFMEFB7Np8LhW+sy5t4Noq+vT7u7u3ZvHR0d6ujosADv4QpIpVIxfhtBo99HSPKTyaS9dyAQsHvnfpmPzB8qMOxhuJKQLEg1URoIeaVSqetQ09XVpe7ubs3Pz+v8+fOG4BKwlUolhcNhW2vt7e0mSuWzMRYPBAJKJBKampqyoIuS72OPPaa2tja99957JkiSZELEkZERpVIp4wNKMgoLzRD29vb09NNPWyeh5uZmJZNJQ8EjkYgJbrgoUTc1VRtpgJxJNV4nz2VjY0ORSMT270AgYCJUKhSseeY+1Dd4lf5s4gwFXQa9lqqoL1WEV155Rd/61resax739thjjymfz2tnZ8fmp+ekEuBmMhlNTk5qZ2fH9gISGzxtod9JNReYd999V62trfrYxz5mgh/W2vLysu2BIMg803g8rkgkYtQpqjokKNls1ioNUk2AxzPnLG5oaDAeNEmBpLpkkX+Yr+hdfNXGCz09PYb38pWvUCikhmLREuRHIRg99Rk9vU6v0+v0Or1Or9Pr9Dq9/tyuRx4Z/ernP6+cU8/DmYLPBaes+pIGQ7roHuO5YlLNtxKemO9wBGqFmAIElfcul8uKRqPa2tpSV1dXnZUOVAAgeY+uSrUyvVcSUs6WahQEUFEscUB7KNV4YjqZLSVFut08rKym9E0WFw6HtbOzU9e2MhgMamtrS319fUYV4P0pQW1vbysUCikajaq3t1d37tyx7wzfp6WlxcQZnvs4NjamlZUVxWIxTU1NmaK8ublZPT09hl6CcoHQhUIhra+vW//5CxcuaHV11TJI0Oyenh7zNvW+i9i7oNKn8wXPy3uAQp/gAm2jLEY5ySObIAmUseiEwrjyHiDxlI4lmYoacQ6Is/eWZS4Gg0G1trYqlUoZgtfb21vnSeuVpl4YhkdqKpWqE2thS8Tc8MglvGfUp6lUSiMjI4ZoLCwsmD0QCKhXfaMEhzeaSCTU9UCBzrjTWxx00Nt9Mad5Tp7P6pX5EP39Gve2TZTsPTLq0VL2kYcRdtaVoXWBgH7hy1+WJH39i1/UcWurtYF9GJXd29szi7Ht7W2Nj48b9SOZTGp0dNT2AdBobxeGmIE1BXrEc4GXDl3BX21tbbp79656e3ttb2JO8BocHfr6+pROpw3JoWS/t7enwcFB5XK5OsFHT0+PKYgTiYShtyCAVA0QdmBzBxrEz7AnY93x+97eXjU3N+v+/fvq7++vQ8EY31wup97eXmWzWQ0ODhrdB07kuXPntLi4qEwmY84ZjEFvb68CgYBu376toaEhdXZ2mvjqYx/7mJaWljQ4OKgPPvhAzzzzjD744AObC2fPnlVTU5PeeecdVSoVnTt3Tq2trfbdc7mc9vf3lcvlFIlETB0vVRE46EBzc3Oan59XNBq1fWBxcVHT09PK5/PWQQ/bNKl69sCp9Hxjz1HF3os1L8nGlVIvf+f3F17P3/g9TZLRzjhPqGB44W9ra6tCoZA2NzcVjUa1sbFh353e89AA2CNBbTl7QC7x8mTuQmMJBoOamprS6uqqbt68KanKtR0eHjbREt3oIpGIJFklp1gsmmdnNBq1Sg5VM0nmvOBRWb4DrhQPUz/YszwdiOoWr+O5eMtGftfe3m62gOyH3t4OJLdQKBgPGhpWqVRStKtLv/yVr1QX/iOAjD7ywehvfeUrOnqwITCx8FDzSmVJZp9zfHys3d1d47JxUQqFw+h5amyU2DhQ5vEL3i9KXuvLYxxwbPhePQxHlIOyt7dXqVSqrjUkgQ82Of4wJsCmdEUpks9mE0HFOTY2Zhs1oigOBmxTKPPw+SgqR0dHtbOzY2MTDofV09OjkZERrays6N69ewoGg3ZI5XI5I4dDUB8fH7f7KxQK1qYwFoupsbHRSh/wRyF5w2f14/7888/r/Pnzunr1qh3EHDKU0Ofm5nTr1i0rp8PlxS6KICEcDhsJX1LdgQ5vhwMQKojnKnsRDkFRqVTS/v6+RkdH60qmiOn4nOq0bqgrEyNaw8nBe/oR5HNfHN7MGVwLyuWyGZhzb1jAMIdTqZQdwP5508Kxra1N0Wi0LihirbEWUCRLVZPw5eVl4yPDtWVc4a/CpUXMx3ogUKTEh8CL+Qxdhe/ry8tQXNiwKeH61oV8Dt//YQ6oD4pZV+wjJA5+/QdKJSuJ/bMvf1n5BwcT5X1Karu7uzaHL168qHg8bmIxScYrHxgYUKlUUi6Xq6NP+NI0e0lPT0+dLyPzimeN1RtzKplMamxszO7f2/qggocKgC2NVA0mETChPK9UKraPcLAiKvGcZ+ZUKBQyrv7JyYkJPqVqkF8oFMzCaGZmRtvb23WNEODKVSqVOrCgUCiY3dHm5qbxT3nveDyuqakpzc/Pq6+vTwMDA0okErbPsFYICOAvM+7Hx8cKh8O6ceOGUV5WV1f1wgsvSKqau+dyOfX392tgYEDb29saHR01DjXfHS9k7plx39ra0tNPP62GhgbjhJKQz87O6ubNm8YvRszqAxPmPd8BrrJUSxK8OTtWSXw+ATICVsQzjDu8R/Yn1jF7iD/PSK6lGuezWCzq5OREs7OzdXZd+FtvbW0pGo0qk8loamrK5tT09LTu3r2rQqGgiYkJ3b9/v44j/cwzz2htbc3WemNjo3E7WfO5XM7oY94x5L333lM4HK4TAZfLZQsyd3Z2bE+HKoDbhFRzvhgaGlIymdT+/r6NI5/P++7v71szHtYDPwd08iJJxha6BNxRPpu9n32X50/yc3h4qP3dXX3tm9+svtlpMPpjvJyAqeVB9oK/HCbmBH/ergbVJep3VOlSPSICCuoRFVAKDjr/8EFAEIaQIbJo8I8DrUJVTWDBgUe239jYqLW1Ndss8evjH37OBCYTBnn1HLfj41pnG4RIHiULBoNmcE0g3NnZafeeyWSsh29ra6uhmrzn/fv3TRAUiUQ0PT1dZxnz1FNPaW1tTaVSSQMDAzZ2PJdYLGZKVQQN3Pv4+Hhd1k0WDI+sp6dHsVhMH374oZqbm/XpT3/a+nlL1UU7Ojqq+fl5tbe3KxwOK5PJ2EY8OztrdlC5XM6sdnh/gggUvt7aiHmAPUe5XOs9LckODw4Ono33u/S8Rm8rxnz0SRHzwgeEJC/5fN661/AsQME5+L3wAO/Rrq4uJRIJC/bp6rKysmJIbSAQMFEHG2wymdTU1JQhFel02rz0+Gw2XYIZDkPWKnOTsfMcTamGDpAkevN0vsfDqCHPhQqGV8ZzIWiCV0hVwXPkCGhBMrz7BAcsAqKWlhYVd3bMRuU3fuVXdOKsVjo6OgxtAfEiwKarjg8cFhYWNDo6avfJQebX4vb2ttra2kwx/zCizN7FPGefisfjGh8fN5GM9zYEXYtEItYk4/Dw0JJKXC3gHrIP8MxwV4BHR4LgnQQ8wkYiQeBBIAhaTuDJmmMc0um0IpGIYrGYJZX5fN72xY6ODi0uLmpubs54lxMTE1pcXNQrr7yiWCxmPpvMo3w+r/39fb344ou6ffu22tralMlk7LmdOXNGAwMDGhoa0ocffmhiGL47zTMY60qlUocqkywWCgVDE70hfy6XU3t7u3Z2djQzM6Nr167p+eefl1RFRtkvH3/8cd2/f9+spaRqwo4wirnPWSDJAnKEnCTRoOnYo1EhIbn0z5XEkd95n0+pvkrgKxFUjNAktLS0KJ/P23yGX3p8fKx4PG48XRTsyWRSAwMDWlxcVCgUMmsxvhNdsIrFogYGBnTjxg1dvnzZ3ntkZMQ4+7FYzBo3sNbgeCL4jcViNl+DwaC6urrqql1erU9feoJC1jT7HWuAfZhkzdtBsv+RGDKeD/e096CUVO9hzXpivHkezYeH+vxXv6oHE/w0GP2xXU7AlH7wgFhMe3t7Bpd7/0FgcdAsyoZeZcshxsJhI8TeiOAVwjtEbNCjSCQiTL69aT0HLqgHKCOfDemcjeThUguvz+fzunTpkrXM9MpBNnNKmw9nYJJMpZvJZOr8AdnIMEtm05BkSHCxWFQqlbJNgex4dnbWvNxWVlYM/WHRp9NpDQ8PK51Oq7+/X4eHh9ZeTqq1X6RDVqFQsFJKpVJRV1eX1tbWNDo6qrW1NWWzWVM8gvJyEOBzyqLu6enR2tqaOjs7rYMIxHSp1rIzEAhYUO7LMxhf81zwnpRUhwD09vZqcXHRVMi8FnoElBGPFIFqshlSxvEdwQhIfDBEUMZmRVDkmxhIMmQuFAopFovVvQe/S6fTVgbziRnCE7z3KA3yGXt7e8rn85qZmdHe3p4JsUAVpKoKt6+vT0tLS2pubq6z7KK0jCsDFBFPHSEoIUj3CB7jyYbu1wrJHg4CCBF9QEqA6suSfHYulzM1MUmAfy0HKwfM0dGRGopFfeW3fktStQNTy4MONgTnIHjLy8sKh8NKJBKKRCJqbm5WPB6vK/3RVQlvX28Bx7pl7T4sGPPfg3kICs5FFWV4eFjJZNLWMeJJEum1tTWzpJOqCQrdauj6dHx8bPONe56cnNSbb76py5cvW1c57pGk7MyZMxbYei9QniM0hKOjI9tDJyYmrNnG3t6exsfH7b3Za0Fdh4eHtbq6avM1EAjo3r17CoVCBkhsbm6a0DGfzyuRSOjs2bN1ohRQx7W1NR0dHWlwcNBKzl7swjq4d++eRkdHTVACGh8KhbS0tKRyuazh4WHdv3/fvF/Z81iLzHfeu1KpmMqeQM8Ly05OTgxAoEMVKByvp2FBf3+/lpaWqgIXN6dJ6nzDFfZn9kcEtJSFpVqQzbnJz3xYwXih9vfiV8SbqVSqzgqRSsGNGzc0MzNjycnS0pLt/Xy3g4MDuy86JUkyV5XV1VVrD+tFnIODg+rq6lImk1EymVQ4HNb29ra1BsVqbG9vzwTHCMz4XnRKQ5hWKpVsPkMto0HI4eGhrWepZs3nDey9v2ihUDDPbV+ZlGT0KIRMJKTs75JU3NmxrnCnweiP82qomd43PVjwHvWRauU0j2hUKhXt7u7a33gFG4uILigElLyWIBX1Ie3LpBqPDfNbyrksOqlWPgSFw49UqpY14cihwsZygnvr6OjQwMCA3nnnHfOF9AboHvmVVMdN4QDCv4zFwXvDCyKb8y4Dh4eHGhoaUl9fn5VSbt68ab3lr1+/bsHB3Nyc+vv7LbOT6ssRtPtsbW2t61oBd0hSXambDZYNnC4gvjsURtiUNZLJpGZnZyVVD1Csfyg7875SfTcekD2PWsBjhAvHXGDMyXaLxaLOnTun9fV1e28CKtTfIH1cJB0cPvC2/LjzOfzcZ8/+4PbPkHEFNQaJCAQCFjjQ3rS1tVWbm5vGNaQVHt1xUBCDgPLdDg4OrC0km+zDtAP4flgjEZgzNiAGjCmcbqmmZPdNLDw9IpvN1qEFdSXzQK23NVxuxoufgYqC+HpuIgkB350EgnH3lk9wYVuPj81G5etf/KL2KhVrgeqDWQId33K0WCxaa9z19XWFw2Ezjocu4z094Ttigu275RAcYE4O0sR4QKvY3NzU4OCgdRiTqj6hKK0ppcJlZFw5JD2/2fvizs3N6b/9t/+mz33uc7p586Z5WkpVhDwejxvv3FNMuDeqFpjOk4iyFkdGRnTv3j2jEBDs4SbBvezs7Kizs9PWEuBEIBCwMnUoFDJOKH9DkpFOp+usdChbx2IxXb582XxHGRvWMJUjaAG+mQGVt3K5rNHRUb311luSpLm5OS0sLGhmZkYrKyuanZ3V4uKirWP2SzQGvb29dZx75sja2pomJibq9hvWYiAQMKs5UHPWRSgUMgqNt3ojIMeLOBgM2lzzvFO8csvl8p9pmQxiC3q4uLhoDTGkmmk9YA4uA6zFgYEBra+vq6urS7u7u3rmmWe0sbFR5zl8eHhoTU2CwWAdvYzzPBQK2V7tbdDS6bRmZ2e1vr5uHGaf1KIjgLqCrZcks2QDSIA7D/hVLBatCY6nmzB2VIMODw8tYWA+g7p7XYunjLEH4ZpApZVnenJyonBHxyPFGW3+f/+Tv/gXGzEG5GzwPT09VnKXavywYDBoixGxkiTj3Hn4nEnPIcukzGQydegfgiKgew44DtvOzk7byAn6GhoarAMInBo+g/ZgXnzV3NysP/qjP9LLL7+sXC5nyIlUO2g5oODMSrXSPB5/IGmeixUMBtXY2GjCA0qAUjVwuHfvnu7du6eZmRlNT09rYmLCJv74+LgqlYpGRka0vLysQCCgVCplC6e5uVnBYFC9vb06OjoyTtXdu3cl1SyO+vv7DdXiAq29du2aBgcHjX9JYEDpHa5rJpPRpUuXrFSNjdXR0ZGJGrxVDplvc3OzJQleXEDnIkpNUg3lOjk5sbLL2NiYVldXLVvl7x4WEXBoMW8JQP3884IOgguyaC96I4jw6BU8M54bz4dN1guI4PRBqxgfH7dntru7a/dG5xFfrjo4ONDQ0JBZMOG1x0FAGZCgQ6pusL7jDRxWggD/7KEksIZ84AqCx+HvxWrMiXw+X1f6921UaSbgD3gOA94nEKi2wURoRXDIBZKBP+G+Qx4LhYI6+vs1Pz9vohvGABEKwWI4HDaep1SluXiEndKoL+3x9/CwfSOEw8ND9ff32+GODRtzBbSIqhH3J0kbGxuG9oTDYfX19Rlfjgv0bPJB57OhoSGbM0NDQ/rWt76lv/23/7beeusttbS0KB6P21ptbW3V4OBg3XOAP8/n9/X1maXV1taWdnd3NTk5aXNuYWFBPT09VvHwaw3fVoKIRCJhyT5cx1Qqpa6uLvX39ysej9f5DcMvpHMawaNUa1sJct3S0qK1tTWjMDQ1Nenpp5/WysqKVWEqlYp1mSuVSlYFGB4e1re//W2Nj49LqlIn5ubmtLi4qHPnzunevXvq6uqyYJS5T0WORg3+TNre3lZvb2+dYI3fHx4eWkelQCBQ5+fKvVEhaG1tNeoHKCXAB/sHSKlfp1CUQFj9vR0cHBjVZnBw0Gy/pOrZhDi2ra3NrLwIyuD0Lyws6Omnn9bx8bHm5+f15JNPSqpSxCKRiHE1JyYmbJ329PTYubK8vGznFPMvGo2aHRZghb83RJpNTU0qFovq7Ow0yzWpeqbH43FDZXkmHiw4OjqyPZlkm7VKEE4s4lFX5jRVSqg3rGMSatYTiDaUl76+PnUFaq3KH4XrkUdGf/MLXzA1PW3/yNZZADzA7u5ug94psXr1sKQ6wZPnNcKzAZXzE0OSkae7u7vr0DFfduR9PV3AHzJwpAiEQRK592KxaIdAT0+PmdtLNfSMz/Odfh7eMMiECRw4cGn/KW3tAAAgAElEQVST6dEoSVZi5eC4fv26mpqa6vwBQeQaGxutawV+mpQZUNuzsOF7ocgtlUra3d3V8XGta1ZjY6Op+zc3N3X+/Hl1d3dbmf29995TIBAwmgMogveYhT9LOcn7ZYJWUw5vbm5WLpez1w8ODtoG5GkbjCvvzwbqhTYcDFBBQAx80EPSQULluV6UxtjgQGI9GkNpH39HSfZcIct7sYfneMF3SiQSCgQCWl9f1/nz520+EzCCgNFhh+fC33kRk6cBkLkjLujr67PvSTnV02mkWntHlL98b5IS3huXBJB+vBR55lIt6IQ7SUD4sGiMtcH/e8N7xs2jvn7PMOpEuWwoxFd++Ze1/yDhJNn1rXWhHjAPGUMu3z0JJT4olW+GQeMB3ywA9BLv1mAwWFcqpyxJQIUCWaoidHQkg8ZAQsB4eeSIUjLj3tjYqKGhIRUKBWv1SXcx1otPkL1nplRrcbi7u6vDw0NFo1FzGZGq/MFgMKjOzk6trKxoamrKBEKgVojxEKqCOGNaf+vWLUO0PdjQ0dGh9fV1Xbx40ahAvnpzdHSkF154QZlMRgsLCzo+rraxpCUnXpfs4yRQ3N/AwICt/Tt37mh2dtYqS0888YQWFhZ0/vx53bhxw/xJfdIbDoct2eXZeOU0VTJaXXsvUJBgKkcg/cwZKgEtLdW20GgZGHf2L6odvqrGWeEpAx5R9nx5giXfuAPx3s7OjlXQPC0FfvT09LTm5+fV1NSk/v7+uqCb84RKDwkKlcRbt25pdnZW5XJZGxsbVuZHmMXeAH3B89bZgxsbGw0JZ82zL7a1tVk80dXVZb/f3t62M2Fzc1NTU1N21vLcaKPKeufMRl1P1QvxmI8rPNUP72CuxsZGdUrm8PEoIKOnPqOn1+l1ep1ep9fpdXqdXqfXn9vV9Ou//uu//ud9E/+frgcoxPeff16BByVwMl7K4d3d3YYeHh0daX193VrMUYIEIfNlQS44m2R2XukM3wkFPH3V8VXs7e3VycmJEomEqftB0SjXojjmXsgq4fxQSgfdaW1tVTabtSwMpS7kcXqk8/7exgeVdzAYNFSKPtRw50BA19fXjTPL71DoQyAfHx/X4OCgeSnyWvoG81lkfPv7+5qamjI0C2QLAc+dO3esdHlycqKxsTHLkNfW1qzV5dbWll577TW9+eabeuedd3T58mWNjY1pY2PDxE57e3uWeafTaVNcjo2NKZfLWS/hUqlk/p2eDkEJGAsVj24zFjwn0HbaX1KGp4xLyR9rLVClk5OqHyxoEegDJSNKPJ5LCs/RK1W9tQdlHUqpPGMU1pSJeA/swY6Pj7Wzs6OPf/zjNs9yuZyhGggfQB6454ODav9y0GXmCDynfD6vgYEB4+dRrvJcbi+E8J3AQA2kGocYpwrGl/GDc4z4DrTCdzEBTYX7zcU446zhuatelEE1hTVK9YL37AwE9Nxrr0mSPvyZn9GRat6SrC3u16v7j46O1NPTY7wxOObea5Y1xdoAqQHpBkVhnWPPxH519uxZ2yu83ZNH1KnE8HtQZRwmQGiZj3D9UCMjGEMACAUFxJpnSHXC8xhzuZxRprLZbF3lIxAIaHt7W/l8XiMjI2ptbdXy8rKppP1ecnR0pI2NDV2+fFn379/Xk08+qffff1/b29s6e/asobQrKytGF+nu7jYV++zsrGKxmPb29nT58mUrjzM333//fXV3dyuTyWhwcLDOH7KtrU1jY2NaXl7W2NiY7ty5Y/QCPFO7u7u1ubmpcDhsriOjo6NaXFzUSy+9pA8//FBzc3M2/xEQptNpQ+YzmUwdb5NqBPOjqanJKFn3799XOp229q2sLfZk1jLCJOa8rzxwLnmxE98FDrvfh/hvb+3FMwf1A5XnmWWzWUNLe3p6zJKL94L6MDs7q/v372t4eNhEVJFIxERE8JunpqZsv8KqCfQQ+ypPgZFkFA32dOZmqVRSf3+/7Tk875aWFqXTabPagh4H75n9ltJ7Y2Oj+vv7DbnnrO7p6THnCp456xEOLBVTxozYBL4uvHeqOQ0NDVXv78ZG/cQbb1Qf2he+IDn621/E65Ev0//L3/gNZZ0VDubFlGpQNUpV7gwead6vjsClVCrZAiOA9KIJuHM+ECG48EbNUq13N4u4u7vbDgdf6vL+gAQCKLh9uRrLKvhaLEZvQ0HA7DcpqdaGEY7LwMCALWCpypfCG5SSZiQSMd4OpvB37tzRyy+/rN3dXeXzeStRXblyRcvLy1ZugBqB8OCJJ57Q8vKyFhcXNT4+rnK5rMnJSbNPSqVSOnPmjAUgnmLQ1tamlZUVszQZGxszXi/fzavd4Qoj1IGDNzMzY6VLTPr9M2fc4e8wdhinFwoF83P0JX6pxgfFSoiSKyX43d1dBYPBupI7r+cwIDDzy5EEC99Lzy/l9Y2Njcrn8/beHDT8HnXn9PS0mZGzVpivOzs7Rt5nvkPcJ9kqFArK5XJW4oKPRwMGngHls/b2dnV1dWl1ddW4YJSYea44X3hBkRcZcRh6lSlri+/ny1XeHaKhocHoOg/bRvm/Zc75fYDkg/GHM8bP+fvOzk5LHDsl8xn911//utIPym/eK5A5MTk5qfX1dZVKJY2PjyuVSlkQSgmSoL5cLpvtD+O2s7NjQkWSCs+Tw7SeQ2l0dNTWU7lcNjFIb2+v9YBnXCkbcpgirJRkxuDw2Obn5zU1NVVHKwkGg2Y75cWjPBeSIYJyEh/mHBSTjY0Nm8vcXzwer/N5jkQiRjGA0xkIBKyhxcHBgdFOSCCKxaJxLoeHhxWLxSTJkuqZmRktLi6qubnZGmnw3PyegYUPQXNHR4eWl5etYUdfX582NjZMSHnr1i21trZqaGhIH/vYx7S2tlZnO/XOO+/o/PnzOjk5Mf9c36ecRDOTydSJQ1krvo/8zMyM7t+/b2sGihfjyTr1Vmg+mAFk8e1CmR+UmFkrBJtNTU32O1/mJkBFpPfRRx/p8uXLRlGgnW44HLb56r8bXGCSKQIy5jNtZUkQ2tratLS0JEn6q3/1r2ptbU0/+MEPdO7cObtnAlDcZwYHB3X37l319fVZYMf3Jhjf29tTJBIxU37/egAKrO94FuzPaDaYn7werQONIfb29upaxFYqFQO14Nd74XWpVLKYBJ68txI7TKX0G//yX+rBJPoLX6Z/5IPRf/blL9cFo2RkCIYk1QWMzc3Nyufz6uvrM2scb3COuAceJBdcGe9dCCIj1exkMK2GswrXiwULcgEH0fsLIoxioybo5TvQXxnuiw8eQE8JRL1hPgcK94USk0VfqVSs6wt94HO5nG1G09PTtgHTVcqP77Vr10xpv7OzY4EH984G6A/amzdvGnLg7ZVQZXtlNNywSqViGa8PLBoaGizAxh2BQ219fV0jIyMWiIKaeaU/AaRXTXukFBSKTikEoRyK/A38Pc+19T6hbMpeVUmgBTcIXha/554IAJin/Bt0AfSJ95KqG9bu7q4JUXZ3d000kUwmzdoJ/i/ooCRDEAKBgHZ2dkzowu/7+vq0srKi1tZW9ff3m6KUBIcNPxKJGEIYCARsTsF94/14Bl5tDwrHv9nEy+Va1yvmFoGGVBN2MZ7w4Pg5SYU/TAjqGTdJplQlGfCqfFAMUD4fjP6rr35VmQeID4HfzMyMfc9sNqvj42MTksDrZC2yfvv6+gw190E6iAiIKgIGxs0HDPD02OPgGhYKBQ0ODloywDNtaWkxezT2IfbBQqGgQqFgzzIYDJplkVS1sgEdz2az6n1gb8V8xcsVpTzoEigl/dYTiYQGBwcNuWVOkGQeH1cN6JeXly3Y5Oft7e0aHh42KyYC2ddff13PPfecDg8Ptby8rEuXLml5eVkvvviiJOlHP/qRpqamdHBwoPn5eQ0MDOjcuXN69913bVzL5bJ5jSYSCfNsZT739vbqtdde0/T0tPWb9/zxl19+2ZwMCPqkKu/95Zdf1s7OjiV1Ho1EYEeVLp/P1/mEgjSiKQCdxh5pc3PTRI7MWZ8USzXbLXiQnHOsB4Iyv7dxkTQ9nDgz3wlscT/AK1SqBvkIu4rFoh577LE6H+iDgwOFw2Ht7+9rfHxcb7/9tkZHR20tbm9vG8I4MjKi5uZmSzCwxFpbW9OZM2esixLnElzseDxuZzMKeL4X+zbnKwGqJKtA8Ds4yJ5Py3Ok0QbJFJd3ZOD84CqXyxoaGjIbL8/zBdACSUazwri0tLQoUCrpS9/4RvXNToPRH+PlgtFDp4ZnYbBYyAj572AwaBMG0u//SqRE+cdbJUi1A85v+lL14a+urmp4eLhOFOPJzghdIH37DlClUslETvxDmUuSbVCU5siGOCi6u7tNLNLU1GSBoSStrq4aMTwej2t4eFhtbW226Pb3921Cz8zMKJPJ6ODgwA4JFMCUq1paWszuQ5Jl8SsrK3YAgGxJVVP76elpra2tKRKJqLu724IvqaoAHxoaspINNhy898HBge7evauXXnpJN27cMHN8xjWdTisej1tXGbqwSLLn7bN2r9rG44/vgsKSe+/u7rZuJlib+CVDYAsKxkbvL1Bu0Fe/UfuyMu/LnPPzwAee/uL3lUrFbIP4fBTwwWDQ3A28/yolJ8p7/f39FpDdvXtX4+PjZqtVLBYti+f1WGXReWt0dNQQaUkmwMPH1Cd30Er6+vqMNuKFD55uwiHH60FUOVgeRpQ5uFtbW80jFT9DSXXuAJS3mWdSLZglWGftemcEqXYgHx4eqrelRb/4T/6JJOnXfumXVHlQ4h0eHtbS0pIFBli67e3tWSOJRCJhexToB6IjDiEQ7bGxMduj2McIFiSZ5RyBBUmMv3cEQIFAQBMTE3U+oaVSSVtbW4bke0cPaDt0nOEz/Lgy/7Gv4l6kGhqfTCY1MjKi1dVVTU1NWYVlZmbGGmC0trZaNzbQeEz5SZanp6ct8ODghnq0v79f5wN97tw5/cmf/IlefvllVSoV3b59u06Q99xzz+mHP/yhJQ8DAwPKZrPmBbq3t2eIOOcIxvs8F4KeP/7jP9bFixfrKmD4/BKcMR6MO0kGaDxjy/xifgNkDA8P25zo6ur6Mwb7/vUgdpScqSgQ8PF9AFm4T9YDZWgQQE8zCQQCRukgGMMKTpJ13GKOsiewx3EfIyMjKhaL5gHNPhUOh21vBZkfHh429JuKH/tiKpXS3NycJOnOnTvmjYywS1JdMJrNZnXmzBkTezJ3pFoL2Y6ODkM3fcJ+cnJiCCVBLJU5qeYJTKDK92dOMq57e3uanJysG9e9vT11dnbauVupVEwQKdU80T3l0CcIpVJJ3Y2Nj5S10yMfjH7jS1/SyYPFnUqljENJwOdtgILBoLWL9J2KfLs7kAgyTRY4mwrWO9g3sZlRzgQuPzo6UjgcrvMZZbF7Lp83TSco8KV+b6FB5gaKR0Ys1SuCQcRAqYLBoFmNUFrc2dmxe8dLs7W11RBIqbZoi8WiIacgh56SkEwmjUPV3NxsgQn3Pjw8rKtXr+rSpUtKpVLq6elRU1NTXeDiN7/m5mb7Hf99+fJlM0CG+8S4tLS0KBQKaXt72zicmF1DUSAx4Pkx7X1Zm6B0cnLSnovvVgX/0JeopBpSB/rNe/OZnufjM2vPR+b5ebU8c8V31PEcUeYEG+b+/r4h6Dw3ELiWlpa6zlQE19AiaBmJB9/09LQhP9irpFIpQ5pWV1fr+EzVJVlrZYrBNcGKrybwvDl4S6WSOjs7bX7x3R62QfGIsA9uGXefVLK+oF74gEyqL//hbcg84FBCoQx373/13HjegVJJX/z61yVJX/3851V+QEN4uNRJ5yLQzOnpafP15XumUilT+lLB4LvybPf39/+XAXS5XLbgnoBQqq1l38UGdI7v1dXVZQEKY0ISK8kaT/iGF94gHjVwc3OzdWMiyGJOYI+0vr5uiUg0GpVUNTinJe/k5KTNZ74b3qE8G4+0s/7YQzs7O9Xe3m7zeWhoyPw5aVnq+devv/66pqendfPmTf30T/+0zbOVlRX775GRET3++OO6evWqoWYg3vfv39f8/LyCwaBefvllqxYx3xcXF/X4449reXlZPT09Gh4eNrDA70+FQsFoQb5r3sHBgfL5vCWQ3sUAihDBDq2VScjhSkK/oK/9w56+VFe8doHnSpLB9/bOMB0dHUqlUnXUEt8tDeAEH8y+vj6bM5lMxvQW8DjZw5m3BIsbGxtGI/HgArQEHFy8SwzrDruuk5MTnT17VlIVMT45qXahwzO8UqnY673tEuPq6T48N+6F9cR3x8eUIBFaij/foYzAQ+W9oeawj7Ln+ItnSLUO/Qnj3t/Wpv/jC1/Qg8H4Cx+MPvICpm9/7GMqndTae3LoeJSKQ91z8yAnswixbGLzA30ErfEHoVTrwgIvCo8yjPJBD8kYOfTZoFnYLS0tdiiTMcJ1pfSBJROLgsXNQkD0gik5Gw5B18lJ1cQ5n8+rWCxqfn5e0WjU0CMCdjYRPkOqHo4zMzNmeg66yaHD38BXzeVy1sKTIOjdd9/V9PS0vvvd7xryyiGF7xsHSKVSsY2TsR8ZGdHCwoJ+8id/UtlsVslkUpFIxA6peDxuXGHQE480Q8fw1jIEMyDjoL6jo6O6ceOGNjY2tL29bWUS0DPulfHxdloIDwgcKasQtPCdvFCO+/J2OQTNPDv+3pfAfGBHudYfKFKNl3l4eKjt7W3jGXvrIkl2vwcHB+rt7TXEvLu72wLRw8NDK3llMhmjWCDYI0Hj/j0/lvsjAGUs/BplPniuaFdXlwVNlK/9uDIujHFbW5s9I9Yka4IuLXwW6ChBDHsCSLkv3bPG/Jyk3MnB3Fgu66U335Qkfeupp9Ta1WXlbr4btB6sojo7O7W9vV1XmWhubrZACdSfRJe5TBDNwYflC/sIbTd9dyqoDqxz5sHR0ZFGRkbU3d1t/rt+/hEs7O3tqb+/X8fHx9ZekQQWwQaoPMbf7CcEfQcHBzo6OtLu7q4hxaOjo3rzzTe1ubmpT33qUzbOtPfMZrO2bvH4PDqqGrBDQeEZT05O1pKDB/MMIVupVNLVq1eNOlAul80T+uSk2mJ4bm7OAt7j42NtbGzo3Llz5kna09OjH/7whyoUCurt7dXjjz+uTCZjCPVnP/tZnT17Vn/6p3+qvr4+3bhxQ0NDQ2psbNTly5dVqVQUj8f14osv6sMPP7Q9jLkAekfw3tnZaUk7QWBXV5c2NjY0Pj5uQSMCMoAK5iTCPZJcqDisD08VY6+Qas0H4GIHAgGzBKMczDxirXOeMi/y+bwlUd7GjDOTeUUy0dHRYcLfZDJp5yOILLx/Ako47qDCR0dH1gWOYBvu7fj4uH0fPJEzmYy2trY0PDxsQSmVKL53Q0ODJdT8//7+voaGhgyNhY7Ca6EOIUZkP/bCIvYoEGooejwr6HbRaNR8b/lbPge6G3OAlqHJZNIS1Yajo0dKwHRq7XR6nV6n1+l1ep1ep9fpdXr9uV3/W3Rg8pA9Kng4bmS+Uq29IjYOlNVBiDyUL9VQK6mm7n1Y8esFRJaRPEBOQGqkWpmfLg4IC+j0A/clEAiYtYUvW3rCO8IX0AFJdYTwcDis0dFRy3TffPNNxWIxtba2amVlRSMjI4rH41amOTg40NzcnGWBOzs7amlpMfQrlUopFospEolodHTUeG++SwZl8vHxcTU2NmppaclKXE8//bQk6eMf/7jRCPzYJBIJbW1taWhoSIFAQIODg/YMKJ1cvnxZy8vLWltbq1MkolQn46WkRLkRBaZHg3p6euz3lJHh5/zX//pf9ZnPfMZQ11gsZlZP7e3t2trasrFubKw2OYAeAirD/MDdgdIVY+3nrVeiMt8ebkvpOaQPK1VR2GIr0t3dXVfO2dnZUXNzs/r7+9XY2FhnqgwKViqVFI/HdenSJeOMenuZnp4eK1GNjo5KklmRgLZgMcKcA8GiIgGK7++fshU0BanGw4QnSu9lqUaL8OMqqe5z+Dsv/AMhZ+wpZ4Ky+vbB3BcoLesQY23Gndcg1gs5tX9vb6/yD9DAjo4O9ff3WwOI/f19E4bBDfQ8wmKxaNUFuJvQDLhHUF/mDuuEsQiFQsZ5p+IDbWVzc1NHR0eKRqO2V3KBRkNzYT7yWva3/v5+Q5ulGgWB6gmcXr43cwbUNBqN2mu/+93v6tVXX5Uk/bt/9+90+fJl62BElcmXXcPhsOLxuJna88yuXr2qwcFBnTt3Tn19fVpeXq4ryRaLRev0hrn82bNnNT8/L0m6ePGifvCDH9g+S4WDOUXHopmZGVUqFaXTaf3BH/yBqenPnj2rb37zmxofH1ehUND58+f1sz/7s7ZX3L17V5ubm5qdndXbb7+tsbExM/uHj5jP59Xb22tzgT2QysLg4KAymYzGxsZ069YtE28tLy9rYGDAKGeUltmf6dZHKRzEj+eCOJAKGVU27j2bzSqbzdZpLLhH1hdVBklWhWA+wquEPrC0tGQuA942rq+vT5ubm1aFkWQ8fSyR8vm88vm8IaqXLl0y9wbcPxi3cDhslQWs/y5dumTjPjExoUQiYUglY8PraeIC15b15+llaDW8MwrrAftHSSYIpDLDc02n01Y5g+7GM0F0Sanfi6/oZojbBrFIndDRnTWPwvXIB6P+AcAR8nwiz6FjA0MRTq92Jh+HphcrEQj4ReoV196zEE4mJTk6DnFvCIy6urqskwj3lkwmrayGOISymVRTy2cyGfO0pLOGJJu4h4eHWlxc1A9+8AOtr69Lkn72Z39WFy9eVHd3t1588UWzhyEQjkaj+s53vmO81enpaeXzeTtAS6WSLl++rGQyaVyy3d1dI6l7Xg6eiJ/85Cetv3ulUm0pmUwmjUBfLBbtAL1y5YpKpZJZQcH9lKqBwfr6uhobG3X+/Hkbcy+6gOrA+3vhGMEWmwSBlecCd3V12eH1n//zf9Y//af/VBMTE/bcSA5WVlZMmc7cQ7GM5VNjY6ONCyUs72fnxU2UT0kufJ9nqWYN4v/24bnPRprNZo2PyAHa3d2tvr4+BQIBpdNpNTQ0WGCBkI4As7u7W9euXbPDm5IoVjiIEnwwS3DA/TU1NdmcGxgYsISLoBVOHBeBhKdq+LUHJ4oA33c8I0CjQ5RXwXIoEdDioci4UI6n/E+JjvnIOvd8S5Tdkkxg5OkWvvtJPp9XY3e3la1XV1ctCOe+sQrjvfhsuInFYtGCOdY464EyrKfYeIUuwUEymbRDncTwscce0+rqqjKZjLLZrKLRqD2zzs5O259IbqLRqG7duiWpuhYIMrq6utTW1qZYLGbz8vj42BL6SqViIi2eM/ScfD6vUCikjY0N/dzP/Zx++7d/W5L0/PPPW1CQSqU0PT2tg4MD2xdIeCmbZzIZE6v8vb/397SysqK9vT1dv35dzz77rPL5vPWeh3uHKI/2riMjI5Kk733ve7py5YqVmIeGhhSPx02g9OSTT2pxcVEf//jH9fbbb2t6etoU6lK1w9PP/MzP6J133tHQ0JCuXbumfD5v8+PKlSs6Pj7WBx98oE984hPG55RkQbcXP2KnJskS3t7eXrMDa29v1/379yVJFy5c0MLCgiKRiAmXDg8Pra1lb2+vyuWyeZw2NlY9L9mf/bqDakUZmbV4fHysvb099fb2mkezVA10cX2AE+95kfl83roSNTU1mR2Wb9MaCFT9U4eGhrS2tlbnQoCV0+TkpJaWlowixpyi7e/ExIRSqZSeeeYZSzBIaKBjBINBxWIxW09QkJivjJsHE6CZwO30jh9QfHCHQCjmbeOgsjQ3N5uNmu/Mx94Ddcp3uGtqalIqldLIyIi2t7frwKnd3V319PRYwNvS0qL19XWLNxA8PUrXIy9g+tqv/qpKgVqbPi9KIhNhctFHGz9PJqFXMXtuld/k+R1oA5Y7XhX4sADDW2fA40Ro4gMmqR6VgBvn1fxYXID4cl8eLUKhXy6XFY1GbdGl02ndvXvXrEk4rK9evWrv/YlPfKKOqwmqLFUzyA8++MA4TRxwfHY2m1VnZ6cpg0dGRkykIFXJ/aFQSFNTU9ZD2bfs/M53vqOBgQH95b/8l/V7v/d7+sxnPmNtUBE0HBwcaGtrS4ODg8bHkWqtL+PxuCYmJmxj92Pv3RUe9gLt6urStWvX9Jf+0l/S4uKitf7kuyPqALmMx+OGUqVSKYVCIbW3t9u4swHxTEDw8BzFOF5S3QHAa8rlsh1Cra2txncG3apUKraRo25HlIaS04uvpqenDcnDtkuSiTngIa2trZmpuFRNjkAFUS+Hw+E6Icz29rZxwAYGBszzVZJx1wi+EPX5eev9P71nqCQj9YPeeUS5XC5b8waphm6zVrzNCmMv1SybsB3DmovL9+rmfQj4POLC3gBHr7GxUSoU9JXf+i1J0v/967+uA8fP9AEZqmDmE+bjBNLb29vq7Oy0ccOJwX9/f7gXCoU61BdTdtwZCOSZ/+FwWB988IHGxsYsECaQptc9lZ1SqWQoK8+ExIfkmP2Q35OskATA3eOzSdJpPPH9739fn/3sZyXVxFCxWEx9fX1KJpOanZ21oKm7u1tLS0uamZkx7j377RtvvKGf//mf18rKiqLRqG7fvl0nJjk8PNTw8LCpl+nl/fjjj9vv79y5Y4EolZ9r165JkiWy9+/f1yc/+Unt7OzY/0syhTdVp4ODA6XTaT3xxBP2/qC8sVjMXA+kKkIGv3Z/f99Qefbvu3fv6lOf+pR+//d/Xz/90z+tRCKhbDZrgXQikVAoFDL0cnd31ypAUq3tJU0h+D5c8FJ7enpszsGnl2pCSipi7Gt8L/8axpz52NbWpng8rtHRURO4+ZaZIKskt6xn7MIikYgp6jc3N3XmzJk6IeX8/LwaGho0ODioxcVFaz4g1YSOS0tLamtr08TEhInG+D3rh/2nv7/fkp+hoSETUaJah4styUAVEoCHnXewKgwGg8ZRB2xijTDn0YX4qhbxDPZtrEfWCntnT0+PUrnPrr4AACAASURBVKmUWVXxTHNbW/q//u2/rb7ZIyBgeuSD0a9+/vOmpge99GU7Nh2punAQehCwUCKVZOU4n6Gy6LzX2sMHqVSz6RgeHtbq6qp1VvBoDOVjAguvkvVmzpTaNjc37fBGLOH7a3OYSTJTXhSoPT09Zv2RSCTU0tJi3nnxeFwLCwt66aWX7N5v375t6t61tTWzpZGqFhkjIyO2+Z+cnFg2KFWRmHw+r0gkYmIpf28/9VM/pe9///t2b9ilEHRh5ByPx/XzP//z+p3f+R07nLFpikajhuacOXPGNkoWMEEHAiEvOKM8zO+9Hc3du3d15coV3b9/3zpkeLRbqpmrE5x5M+qGhgbt7u7adwO15hkRyGB7Q2AmVQ9nFO4c7FAC+FwQ+ECg2okmFovZZhsKhQxZHRwcNI9RnjulRpwKmpqa6mxlsHsBKfTzmKBjdHRU6+vrFhiCBBUKBU1MTKipqckCgHQ6bRsy/pwkONBWfOKHoIcA3fvoIeZ5WEDIBZGf9UU5TZKNCcR+RIm+mxJUHt7X26qAkuCJyH35tezf9/j4WF0NDeYz+s9/7de09+A1uBQwZ+hXjeVNd3e30um07TfQbKAR0bTAK9YRN5HoeGcBvmM+n1d/f7+h5145TfMCqBckfjQLAZ2kCkCCQhILskjpm8QQsQUJDuV6gqa7d+9qYGCgzg5tZGRE77//vt3z5OSkBSOvvPKK3nzzTRt37g8/0FKppCtXrkiqKvH/+I//WE8++aSkavlWqiHCoVBIqVRKR0dHisfjevXVV/Wd73xHQ0NDNl9TqZSOj4+1urpqNnHsM+zreFwWCgX19/fbvQ8PD6ujo0OTk5MWiDU0NJht1ZkzZ7SysmJ0Fe+FjKNDpVIxAVU0GtXW1pakquUVQjeeZ3NzsyX7Y2NjFrg0NjYqnU7rwoULhox6VT3z0ftZ4iAj1by6UfBL9R3THk7gQOEZEwIr5msikVAwGFRzc7MWFxf12GOPaWdnp84X11NGoG/5qlsgUG1k0NXVpSeeeEIfffSRLl68KEl6++23NTIyYt21cA7gWl9f1+zsrHp6ejQ/P69wOGx73OzsrH7wgx9oYmLC9mn2ep7fw4Ggp7bQ1QoKVLlctiYpUjUJKBQKJiZuamoyhwrGGi9i9kf2iUQiYUE6iTNrUJIJqBBkc8Zw5ra2tqq7sVH/55e+pAeL6zQY/bFdDTWfUQp/bNKUcVi03m4G1IT2Xb29vba4WHS08CMQkGrej5RtvSpfknWb4RADcid43N7eVktLiyEXTCaGnw2Kw4KJSybX0tKi3t5e5XK5Ol6I9y8k4ODeOERWV1f1xBNPqFwu68aNG+ro6NDc3JxtUvF4XENDQ2YZQlBEierixYtKJBKKRCLq6OjQ/Py8jo+P7ZBhjFOplJaWllQulxWJRCwowkduenpaPT09WltbMzshSdaEoKurS1evXtWLL75o5bXl5WWdOXPGFIvb29sqlUrG1aJkSbDHxuhL3ZTLi8WicW1ANF555RV99NFH5kfK4QkaRIs4ENJyuWzoD5tsuVzW2bNnTUHqg3SQQ+8vyvMjGAG98g0PJFmQjfJ0dHRUc3NztlGjsl1fX68LsDxFgY2OTieeW9jU1GQH4tFRtSUdNjuJREJ9fX32nsFg0JIMSXXenKD+lGklmc0IwQ7zne/m15XnUXk6A3+LjRjjThDq0R//nqDfns/ty/RUS7BDwaqMz/b0CVT63r3AdwkzK7mTE/P0++rnP6/DB4f3/v5+nR+x93BsamrS0NBQnX8rFQm4YvDEvEMCY16pVKx065MvkiDWIeVxxre9vV2Dg4MWGBP0NDc32zrEgN3zMru6uqxCRHMKEENJloyQdEAjYtxpNYy36dDQkN566y09++yzttYGBga0sLBg86i3t9f2QNr60uYVv1OpWpKdnJzU1taWRkZG9N//+3/XwcGBBatwPhsaGoym1dzcrB/+8IeSqhQBkD3GlxazUjXZv3Tpkt544w39jb/xN/Stb33LWlRK0s2bN812CXrC0tKS0Qhoo0wwirOAJPNV3traqgtcmDcjIyO6fv26Wdi1trZqY2PDDPs/+OCDurkdj8c1Oztrc6ZYLJqn69bWVp3TgVRrJsDeQ4WDCli5XPVlxjPWr3MqhMfHx4pEItYYxCfcHR0d2traUigUMn4je1Q6nbaK4fb2tu2Z8Fl3d3dtHU1MTGh1ddXU/3x+MBhUIpGwoNZbgWGij9vNycmJod1Q5eB6QtHzlBeqOySdJA6Mi6fxNTQ0KBgM2s9yuZxZxrW0tCgWi9X5QO/v75ufL2V55nooFLLEz9u7kWwSY/i2oHCBpWqgG+3q0j/+4hf1YAGcBqM/tssho5UHAR8bfKlUMoTJcyeSyaQdQiAL/tBrbm42ZJRNyx8ClE+8nQWLDlscFiflWjYUDq9kMqmZmRl7LzZ6uCn0Y6evLguLsh28PbJASpDerkOScUul6kb9wx/+UENDQ/r0pz+tra0t/emf/ql1D8FbjUzv6OjI2qtJMi4KrdZATGnnSWBJV55QKGRBt1QNxKenpw0po1xNhgj5ns3kj/7oj/TCCy9IqiEK/B1+cgRkuVzOrDGwj/FdkEDJDw6qfdTj8bjS6bSeeuopSbI2qFI1EKA8yOv7+vrU3d2tjY0Ns0LxwhnvJQpSyiYOV4nghUyYJYfPJ9Y1IJRsdnt7e8rn8xocHNSFCxcUi8XMg5L359lhfeMFQrTkTCQS9pnMJyxRQDooe3vqCCU2ynDY+Ei1zbe9vV2jo6NaXV2tE7Uwd/0GfnR0ZIi3VGspSJkeBJi16LuGlctlQxyYQwT+oCceGSUoA72k/Ml8ZbwJqh/mjhPMgtB6broXNRr1p1jU57/6VUnVBDl/Uuv81NnZaQgc6xp+HQgj3xuBD/sUfFvmu+cXSzWEhHvCIkiSoa6Y/0uyrkvsH8lk0ubTwMCA+eniPYxhOfOJDmsg5+Pj4xaMxmIxFQoFo474hgpSrWyKzQ8iDZLWSCSilpYWbW9v6/nnn9e1a9d0fHysqakpW+uHh4eanZ3VO++8o8cee8z2hmKxaKjZzMyMBgYGdHx8rNdff11SFV3s7+9XMpm0pN97ed6+fVuTk5Pa29vT7Oystra2NPmgm5FUpSptbW1paWlJra2tevXVV/Wf/tN/sj3wwoUL2t3dVVdXlzVk8Kb4Fy9etArDwz7OjY2NSiQSunDhgm7fvq0nn3xS//N//k997nOfk1T1QGVtMd+DwaAF0mfPnrU1UKlUO1wVCgW79/+HvTcNjvQuz70v7bvU6lYv2nq0jTSbZvd4mzHGewimsEkqVEECBSRFwhuSkPNCbAyBsJMTcirn5FAnIRWKUOAQUxV27/aAPYM9M5590WhGu1pSd6vVWltr6/3Q+t39b3Gq3k8kcZWeKgoYSd3P8/y3+77u67ru6upqVVVVaXx83NY5v8NaRm/hrk8XTYfqwztz9yiCTxD3/Px8m2+RSETBYFCdnZ26fv261tbW1NTUZEAIXq0jIyMKBoNaXV1VPB43LjoWZg0NDfr5z3+u9vZ2bdu2TcePH5eUQYVBFdva2tTT02Nr5ciRI7p586ad2cFgUDdu3LCEGyGTS6PCY1jKVivhtMIvdauhVCGhniwvL+e0H+f9USmgCQnPjpUV1VI3mOTZMe134wV48CTq2Gpx/peUlGhxclKf+spXMoO5FYz+Gq+NxfClT35SK06nCUqCbvmKRQ8Bm4wehIXNFqQDNMAVjcA/pRtPZWVljik95uOuaa772dFo1MqylGtdFIsMj4XMgekisnBXMAbOy8uzzdBtdckmg9J+dnZWhw8f1sLCgk6fPi1J2rFjh3Fjdu3apV27dml2dlZnz57VwsKCtm/fbgKmXbt2aXh42ERfvDcmPkFCIpFQIBAw1SPBsN/vVyQS0fLyskKhkIaGhlRXV2fvbmJiQuXl5eb3CorHe4fj5Rp5s2gRDzGeiH4Yc9Dr+vp6Xb16VWVlZWptbdXVq1clZYKytrY2TUxMmGoUjpKU2UwnJibU2tqqiooKjY6OmvCro6PD1JCUc+rr6y1gIwigZA03lCCMrJfSFPwgN0Gpq6tTMpnUyMiIcXMRIfl8PpWWltpmRiLmUjtmZmbU3NysyclJxePxnEQCTh+ogM/ns7mDQhQECUoLzz48PGwlq5qaGku2uDfWwurqqgWlRUVFNm5wt1mnrB/WGwegJON1cVEGpMQFcsiYU26jvA7yzCHicjHhqrnoJYGgi1C5AiXuD4SwoqJC+amUlen/6uMf10pxsZXbQYOkDOJBcwiCTPixknK4tSS6dL6RZOVtDiIXoZJk6BU0Hg5Gt2zKOEYiEdXV1VlwRODAu6HKwH3Q+hCUeXFxUQ0NDbZWy8rKNDMzY33iEUm6XeRAwuEYgiZKGf5fSUmJuru79ctf/lI7duxQYWGhrdWpqSk1NDQYJeXUqVNWlkf8WVVVpddee82Sa9ZCU1OTLl++rAMHDuj06dNKpVKGakqZ6pHP5zNBiM/ns25BUjappYXra6+9ps997nM6efKkzVH8peGaIgaTMklva2uroWUuuhePx9XZ2annn39eH/7wh/WZz3xGv//7v2+BdmVlpW7evKmqqiqb2y53f2pqSrOzs0okEtqzZ4/OnTun+fn5nIQbDixn0/z8fA6ayv+Gu0gFUcpy30G84aBK2e5OCIgQ3FDZuv/++3X58mWrRhDYkQT09vZq7969unDhgtra2uTxeBSNRu3nqVTK/Eh37Nih0tJSDQ4OGpCysLCgZDKpubk56yzodjgCWOEsRmAlZZNJfL29Xq/RtVhrCPlAu12KA3vM0tKSiRFJSJiT+fn5loC6LXh57zQfIYlzOw+ur6/nABnQBtgn4PC79CIX6EjF43rsC1/Qxh/8lw9Gt3xGt66ta+vauraurWvr2rq2rv+0602PjP7NZz+rBQdNQZQATxHLJCkr6MDSBesYt6UmWSFWCyAOlMLgdm5WvxUWFlqrPEpvKCglWQmEzBukj6wGWgBK882wPBk1nCRasLkoLOR1St6Uz/Lz83Xjxg2l02k9+OCDGhoaymlTeubMGVVUVOjy5cu6//77TR3u/k5dXZ1OnjypxsZG841zCe6VlZVWrqCXL2gSIjJ85lpaWvT6668bAb+7u1urq6tWwvb5fIZMjo6Oqq6uLkec5Nr4gASBUpEBu9zGsrIyXb16VV1dXUYV4O/9fr/xvVKplMLhsPmtSrJ3fv78eePMkp1euXJFt9xyi2ZnZw0pgjvpzhloI6BBLs/I9bkF4SOzXlxc1KVLl+T1etXc3KydO3fq5s2bNi6UgOEXMtZuGQrEfHl52drgMl8QJWDhxPyUspxRSebBCgooZflSHo/HEFBoClLGLgybFspZdNiSZN6BjCkohtvNyi0Jusiny+9EEMA98A5AXEF06WjGPsE6xHuWcj3jxl4CYs36Yq2CAsKfm45E9Df/5/9Ikv7bhz+scr/f9grXyoae7ggtiouLc8Qky8vLSiQSqqyszBG1uTZT+Nu6CBOfT6tdnpX2iC4/u6qqSjdv3lQ4HFZRUZHx1FpbW40a4vF4ctxBWIuBQCCHN+qK4mZmZkyg2NfXp927d+vatWu21rgvEHIU98xnn8+noqIiPf/88/rDP/xDnT171iofUkYk9K1vfUu33Xab8vPz1dzcbCgYKHZdXZ1GRka0fft2RSKRHJcCKWNtde7cOdMEuK1sk8mkjh49qpdfflmhUCinPerc3Jzq6uqUn59ve9ulS5fMAu7ixYtaWFhQd3e34vG4AoGAVlZWbA+kYsbcdF0xmpubdfz4cT3++OP64Ac/qGPHjmnHjh32bC5Xk1aaeXl5GhwctPkO7QTLsOLiYj377LOSpMOHD1uJGZHNZtsfrPHKysqsWuAio1TC8P1lrSSTSXV1denChQuSpJ07d+rq1asmUoV/Go/HjTpRXFxsz9bd3W0CVao/4XA4x5WGs3pgYMDeKd7VfX19am9vt85k+CpLso6BO3fuNBoBtmn8PJVKaWRkRN3d3RofH7dzX8qc6bjD4KE7OztrFRafz2ciItDT1dXVHGoftDd33oB+Uhmh4uqinFQPXH4pdmT8vKyszKpWjC17SWlpqQqXlvTnf/mX2pjA/+WR0Td9MPrEn/6pCh0OBqU/rIWqqqpsM0OQQWCzmZDM5gr3wuWP0MrM9dRzS3sYhPt8Po2OjqqgoEB+v9++e35+3oIkDhruQcqqh1n0tbW1ZvPEzzkg4Gu5JTCCnqKiIlVVVWlycjKnbzNcxmAwqJ6enl9pG3nt2jVVVFTI7/ersrJSp06dMmFBOp3W5OSkkbHhJ7Jh0DudIJ0gxy21Y2RP//PW1lZ7fxcvXjSiOX/He29ublZeXp6mpqaszOGqjyVZQEewRzlQypQnb9y4oba2Nuv3m0wm7bsJ+PEh5D26JuSuuMC1fSopKVFvb688Ho/x7dyNVlKOZyxemWyGqN/hJqJ2pcQ1NzenO+64Q0tLS+rv79fc3Jx27NhhByTl3lQqZfZXqCqlDG2CBAmFrFsmh6xPYkRgKCnHdoZDyrWgKigoUCQS0dzcnDo7Oy0Y4IAlWYLX7PF4zI5HUk6gw5pknjIuNCpgLbu2UCRs9HSm5MVa5DtIOKHVSDLHjVQqZa1OCbC4KFXznfSplrKeqhzO+fn5SsXj+uKGX+bX/uqvNL1BS1hYWMjhCbrvkACzoKDAvofGBCQROGsgMjIrqY0LXrybfG0Wcrnq5v7+fu3atcvKtNFo1L4b2gZWZtALuHeELm5i6Zab+VlfX5+OHDmikydPGg9TynBCKWNSAkUhz3zfs2eP0um0+vv7TTBIAvTggw/qBz/4gYqLi7Vnzx4988wzFvQggmHusg5duyC/368XXnhBt912m7VxpNTN/jEyMqLq6mp1dnbqxRdfNO4iIhYoHdXV1dYrXcoE8iUlJbp8+bL5/dJwQ5KJhqB/5Ofn22efOXNGH/nIR/Qnf/Ineuc732laBe69rq5O8XjcxG60QWXcksmkhoaGdM8992h2dlaDg4MWuEpZ8S0cd6/Xq2vXrtnPsfNiLlPqdhstuAb8ExMTRvcpLS3V66+/bu4FU1NTZvMnZbw8aVQQi8W0fft2pdNpC+LxhmWNEFiTRLhnNOenm2S4YijK5ryXpaUldXR0aH5+3iy9CBqlzBrHRs01q3dt2HiO/Px8K/fze/Di2dd5L6w/GrYUFRVZMuNy+peWlkx9T+zCvbt7I/dK8sx8zs/PVzweV2Njo/Hr3XCuaHlZT3z5y9q4mf/yweibvjf9ybe+VYUbnCoQO8QMWKgwadbW1qzrkYvMMKGkrKiCyUBgxf9nwRQWFubwJ0tKSsxrkV7JHMIESwhgUNQSFLvCDRbe5ORkjql1MBjUxMSEBRxk9i7aRr/eZDJppuNw1A4ePKi+vj7L9hcXF7V//34LmLHgOHz4sF544QW95z3v0blz58zGhXfEsy4uLmp2dtYOdAIrSWaQTOZGwDMzM2Pq3oqKCl28eFFjY2N63/veZ9xXhEBulxcQMp/Pp5mZGUODXV4NKCS8WriO8F4JhjiE+fnw8HCO5x8OATgd5OXlGcKMX2QikTAeIzxJ1Oig7swlOFX4broODWTCzMPV1VVdvXpVHR0dqq6uVkNDgy5fvqzS0lKVl5crEAgoFov9ChdzZWXFMuxkMmnik9nZWdXX19vc5j7cjmUgsSQu3E8kErHuP8wvuLGg4hUVFWpra1Nvb69CoZAFgxxoeHOC3oE4ssGyvkpKSswrFZSbAJ4qh5T1RuS+CUYR3RDgouIHpQB1ZT4iYCSQd7110+lsdyasvAgg+T04XCCby8vLCtbW6tYXXpAknbj7bq1srGmQfOYbASLq16amJrOAQdSYSqUsgUA0RsBM4M7+trS0ZJZLBQUF1q2F+3JtrVgj5eXlhvQjvpNktj8gLQgTOVQZKxDnpaUlEzoWFRWZv+Xhw4cViUSMz8seiE/x/Py8tm/fbvY127dvl8/n0+zsrOLxuNbX15VMJtXR0WHoNMhlZWWluru79e1vf1tHjx7V6OioUqmUzd+xsTFLXIPBoGpqasz1or+/X3/8x3+sK1euaHl5WU1NTSbajEajFuidPn3auLM01aCCRtUrkUiou7vbukWRGEqZJLWjo8PQY0kmXuF8aWho0GuvvaZIJKL3v//9+vSnP60dO3bI6/XK5/OZ+r+0tFRzc3M2n4eHhxUIBMzZIpVK6cSJE8bBX1tbszFhraMdwM0F9TXrHW4564dxYqzn5ubM0i6ZTCocDuvcuXOKRqNmOE8QuW3bNp09e9b2cYL95eVltbe3WwUwEokoGo3a+bm+vq7u7m6l02lVVVXZXgqneG5uTlNTU5qZmdEDDzygyspK1dXVmQYD4a9rd1RaWqqLFy9qdXVVAwMD2r59uzmbuH6hKNnZdzhHQB/x9GTd19TUWHJOEs8aDwQCun79eo5lE/se5wHvmcop5zkAjMt3LygoMMN7xpf9Y20t02VrYWHBmt7gAlJSUqLluTm9dYPT/GboTf+mR0b/3z/8QxU49i6UtAgAEfVIsswC9I5uChyOBAccQGSUUpZ8TyBB2cQ9aFnAHBxudkuJkntCDQdkn0qlrJxXXFyssbExNTQ02ARdXV2V3+9XPB43g3eQFSkbxLp+prSLe/bZZ7W2tqYHH3xQZ86cUV5enrW/kzJkZ5DKU6dO6R3veIcuXrxo2Sf33N/fL5/Pp/b2dlM/StLly5dVV1en+vp6s3hyjbYJHHw+n7WFw8Rfkp5++mkFAgG94x3v0MmTJ5Wfn28BJwg0C39hYSHHA0/KmpWvrGTawQYCgRy7mlAopOHhYU1OTmr37t2amJiw7+Zwp9Xn8vKyxsbGDDW4cOGC7rrrLuskUltba9lyOp1WY2OjhoaGzBLLVcO7IjQ2SdfxwN18KioqFIvFFAqFLDAPBAIWlN24cUOBQMCSEp6tvLxcFRUVdjhhvyPJkoh4PK7i4mIr1Uky9BZBBImam5kXFBQYvQCPQ967x+OxJAPFNUIkxpwDHBFMbW2t/T2VB94Rn81adb1FsUJinF3fWOaFW9LCw9Rd/xwkkszJwUVaOZD4PrcBRjqdVllZmVEh3IAaRX96dtYMpv/7Zz6j5Y3yNwgSY82hRRCdTqdNfc18BH2fmpoypwNK6bgzuNZyVCZ4b9xvNBpVfX29lc8l2fziexYWFkytPjQ0JJ/PZ98LbYNxmJiYUGVlpVFSQGGZUyQkJF00aWAfiMfjNqd6enp0+PBhTU9PW7k5GAyqra1N58+fV3Nzs65du6bKykqr0BCsQrlBUCTJkPNUKqWGhgYT1IG6EvhHIpFMCXNjHdKtp6WlRSMjI6qqqlIwGNTLL7+sw4cPG0p2991368tf/rI6OzutquB6WDM++/fv1+XLl7W8vKzGxsYce6WSkhKj1vT39+uP/uiPJEkf+chH9Mgjj1hJmfaWnA1uqbepqUk3b97UHXfcYRZFoHsDAwM2zxsbG20t4u7CucR+wZyj+oGaHJTObQIBnaOlpSWnE5vX69XU1JQln0tLS+rs7DTTevyji4qKVF5ebl2PcJfo7+9XeXm5Kisr1dfXp5qaGt24cUO7d+8WF2K9jo4OeTweXbp0yc5VjP5R8rN2pQxCHo1GVVFRobq6ul8RX+EXPjs7a44sUrY5Big2QW5FRYWd6+wT7FluosKcAbCqqKhQKpUy8RtrEcEde41rBUk1hHU0Pz9vCbuUpeW4ZyWWYVIGePCWlOhjn/60Nv7gvzwy+qYPRr/yqU9pyuGSMXnge7oHB2gXBrccgq7KFtSEoJDAwrXeAdl0y3pkSPQpZ2Lx2ZSFXLXw3NycHSKoXyk3plKpnJZtqO2DwaAOHjyoF1980ZAh7g80B/X2pUuXJMkQhtXVVU1OTur+++/X97//fes+Ap/lxRdf1KOPPqrz58/nBOIEOXC6amtr1dfXpzfeeENSpt3o4OCgqQoxl2bDcW2EUKODZkkZ2xTu98iRI+Z3KmU70rhdPeg0xHOTSZIMzM/P28aCvQpBGlYkBPKUY+fn57Vnzx7jjbrjPjAwoIWFBdsI3E4/OARQbp+bm7MNBfQN1JLAyPWzRDXOJsnBI2X5gfPz8wqHw+rt7VV5eXlOByzmAKb8brtNrKSampo0Pz+vq1evmmE+3Kji4mKbF6FQyL4bKkhDQ0NO+zoC8ZGRESubueW8zR1C2HgJFhkXl5fpcraZEzSNIBgnyePeqqqqDCFmbW7mma2uZrudpNPZbmnMFdYowahLISCog/dFYMtzErzyd4VLS1YS+x+f/7ziG7SLgYEBOyykXGoGaNL8/LwdvsPDw1pfX1d9fX3OvOXZ8/Pz5fV6zX+RdeGi3SAk0HWgpkhSOBw2mg5lefaQwcFBra2tWcvHUChkbXClDJoHEkulyU0CeHezs7OmqN/s7zo3N2dtDPv6+tTW1mZ8w2PHjimZTGphYUEDAwPatWuX8vPzbb4fP35cVVVVOnjwoE6fPq1oNGqKcXjx8BKhiZDYveUtb9HVq1fteUtKStTY2PgrQU1vb6/y8vLU3NxsXE0ps4c+9dRTeuihhzQ/P29nCEnr9PS0IbT0WncN0An4mEdHjx7VY489Jkl6//vfb61baaDh8Xhs/zx//rz1pZ+bm9Ntt92mf/7nf9bv/d7vSco0JWHdEZB4vV5dvHhRUrZLHVQe9i3me0VFhTwej2KxmCV3k5OTtnaoPvFOcO9grdXW1hq/sq6uTkNDQ5bo+Xw+Q9C9Xq+qq6sVi8Us0EZ9H41GjWLW0NBgPtCc5el0WufPn9fCwoLuuususx28ceOGAR3l5eWKRCI5HONQKGT+36CReFTT3po5sbKykpMQs1+z7rHFcjvkYdXE+6BKJskCUcAIKZssSjJ0FZ2HpBwAB3QXDQNNJXjvVHLgDypZFQAAIABJREFUnFZVVeV4IW+rq9OH/9t/08bNbAWjv7YrL+szmr+R4bm9pfG028zxIJtlgF2yP7/jdkJyJyacO9e/0G17hv0T3UE8Hk+OlxkHBWRkt2QLT2h9fT2n/RkbMQfPD3/4Q127dk3ve9/7rOuNlNkMm5ubNTExYb2kMUWuq6tTIBDQiRMnFA6H9cYbb5g1hpRZVP39/brrrrt05swZM+qmZA0CEovFjHfJu+XdEIgQXEFTkDI8IlDR/Px8C3zc0lpTU5PZXIyOjubYXzQ3NysWi1lZ3hUJuWRzECL4VZLMiiOVSmnv3r1mqO3aKzGOiURCDQ0NZkMlSbfeeqsGBwcNBaT8yb2R8dJ+VlJOAMTmz3/cMQdtx+icIIk5lU6ntW/fPvX29poptetFh2ChrKzMgjdoE1IGramtrdXPf/5z5efnq6WlJcdzF8NnMnuX/L+4uGiUCnhWfr/fPrunp8dsvKDF1NXV2b0x9nC9mNv8O8ge6wIkzg0IWS+bhV8kkAR2rA0CWTfgLS0ttcPAbcMK2uNScFwaAKVtvtfla5WUlOQ0VVhYWFDB4qI+97d/KymTIKc26AGxWMwqCDw3SQs8WRJJxpwyKvNjs60VvopQC6DySDKOvN/vt3vz+/2GPlLOX1paMpSd5CkYDCoSiaikpMQ61mBfxnsHKYVuQDLHfIzH42pqajLLsdLSUuNABwIBVVVV6fLly9q/f79x9ElqH3roIaVSKT3zzDNqbW1VXV2dcb55tiNHjuinP/2pdu/enfNuXnrpJX3gAx/QM888o66uLhOTbE5g2tra7F309PRYJ59gMKizZ8+aSfvp06fV0NBggQcc+ZaWFh0/flwNDQ2anZ21+X7w4EEtLS1pYmLCDMtdbiNlfPaz73znO3rf+94nKdOZimR0bW1NHR0dun79ur331tZWzc/Pq7u7WydOnDCBKBfzDBCCyp/bzIVxJ9AdGBgwCyPOMtYAlRKXh0xiOz4+rsOHDxutqbCw0Az1SXa9Xq/t7awtrJncSp+UObMvXbqkt7/97Xr22We1Z8+enIYosVjM1np1dbVGR0dztBu0ZPV4POad6oogKYuTNPn9fkvMENM1NDQY/QnQgHtjvoO0u5oBKHt0SQMUcKtDACVUQlxkloSZz25sbLQxh3qDWNOtZLAW+Q97pWtFVldXp8XJyTcVZ/RNH4x+6ZOf1NpGwEgm7hpZu4p4VzDEYxMk8G9uFuMKlJh0IAKUnzaT+6empuT3+38l8KioqDARDJ5t+JJJmclTWFgoj8ejV155RWtra+rq6rKfLy8va2ZmRnfccYfe9ra36cknn9T58+d12223ScpkbWTQ99xzj3p6enTq1ClJsoMpkUhocXHRuiFdu3bNnm/79u169dVXVVtbq+bmZhUUFKi/vz/nveHlRhmOZw+Hwzn+g6izXdU4huxw9FyOKS0QWXRuyzSSg+rqanMLcD8bDiAbUCwW065du+wABKWurKw0lHFubs6+e9++fRofH1ddXZ2Ki4v10ksvaf/+/YYgnj171syMObQ5AN1DmMACDpQkE6/AA3Q7IzGmrgE7PnJuwEjvYnjDrmclLSlTqZS1S6XNo5TZsOLxuKFEwWDQ/tYN3pjHLpcTV4rGxkZdunRJLS0tWl9ft88mACTzB0llXYEIgdy5GyfPvrmvNaUqLioLbkIpyZIl1qAbXDI+LjcMPhjjxhghJCGBJHBxe0lzf/CQ3WdyBRcVkvmMPv7Rj6poo9PKxMSEamtr7d5oNcmzMi9dpIn9C44z+4KUOaRYH1QccIjg3kmWEeTBl2au0h+cjjhUITD4hu8nKedwxbsTBHtlZcX4c1KmDF9SUqLa2lo9++yzevjhhzU0NGTJ2fDwsPbu3WvvhLnPHkdziaWlJe3cuVMej0dXrlyxOffAAw/o1KlTqq+vVzQazXHsyM/Pzyk/g6bzbJJyknzGBOQ0GAzK7/erp6dH6XTaFOu089y2bZu9U1om5+fnW4en48ePq7S0VJWVldY5jwBEyvpAFxUV6cyZM3rPe95jz80ajUQiRsWC6ypl23kiwltZWdGuXbuMYgA32W3/K2UrOIABVP4AYFy1PAnX7OysQqGQqbOlrMdqIpGwFsAkEFS1ksmk7r//fj3zzDPWKESS8W4nJydzBIXMmampKY2Pj+ttb3ubzpw5o2AwaKV1KdvUgXtYXV1VU1OTrZdYLKbq6mqjI4EmSrJYgHPJ7/dramrK9jnODVBFkiOXrgPPHu47nGzei8/nM/eLubm5HLEgnG9cRtiD3FbWUJc4U7l30Nq8vDyrJnDG8N4Yz9nZWdXU1OR0+SsuLlZdWZn+n7/4i8zkfxMEo1s+o1vX1rV1bV1b19a1dW1dW9d/2vWmR0b/6uMf1+JGNlBbW2soCRA9CnYp64NHmZcSHhecUrIL1zKF8hrKPlATLqyd4COhGCf79fl8JnhKJBKmzKbc0dTUpEuXLmllZUX33nuvCgsLdf36dSs3kwn29fXp2rVruv3223X48GGdOXNGkvT888/r4YcfViwWM7I89z49Pa2dO3dqZWVFoVBIhYWFeumll0zEU1lZqcbGRkNBfvGLXyg/P99sU3hP8Fvy8vLU2tpq7eiam5uND0YZu76+PqfP+MzMjCFUKHsRdywuLppCFQ9H7m1paUm9vb2mEPd4PIao8LdQHoaHh3X06FFduHDBKAauPQxera4dSH9/v7Zv366VlRWNjY2pra1N8/PzhpiAmFJmHhsbs+zU5RiDOCJQ4Oebe8G75TV3btEqFgW6lGnzFw6HNTw8rFAopJdffll+vz8HuUcxC3cJSoGUQZqwV6IMThkHNTzt5BA5MB+DwaAWFxeNO9jS0qLTp0/bZxcXFxs3Ed6mS2vB15MuOyhm+XuQYpThuD6AKoMy05Jveno6Bx2VZFxI1yuS/0Y8wL1SymI+ggQjDHE5o6BHrGm6tri8Lynr5pBOp1UhWW/6Lzz2mFY21kFNTY1mZ2etJErZfmZmxkQuCE+4N9woKioqVFVVZcgZ30k1gDFzkVO44SDCrs+yJLMkosy/2XaKfRPbuKqqKvX29krKeEKi2GdMEUlx7yj/Q6GQrl27pt27d9se9cgjj+jrX/+6du7caWKeXbt2GVLU09NjqDQc9atXr1r158yZMwqHw4rFYsbNPHLkiCTZXoRjAmOOkDEcDquiokJnz541RfTs7Kzx5oeGhqyaVldXJ5/PZ3/Le/X5fAoGg3rppZdyEEEp48LBvuZ6urpiGLoH7du3T4ODgzafSktLjWuPdRfcdkl2niwsLKi5uVmzs7M57Z6pwEGNaGpq0vT0dI7FGeO9vLxs8xLUmMoD+xw8btcyqbi4WIlEwrja7BOxWEwPPvigORTgoetaGLG2ZmZm1NLSYk4BUqYTnFv2Hh8fV0dHR07bYUk5TjHwSJnPlM/j8bgJWHn/fr9fIyMjRoEoKCiw/RnBJmsOLrSLTk5PT5tgFnoAiPX4+Li8Xq+Jmflvnh03DqqItJsG6YcHz35F9ZTnwg97bW3NOPicDeybXq/XtAI4tvDeipaXt9qB/odcGwfCX/75n1uZ3uWHscCYIFK2NSRGy641EH/v/r6ULakifKKsBjeHQ4QyHz+DM8migXNGAIOtE2pQ+jGfPXtW8Xhcvb29uuWWW3J8SEtLS9XU1KTKykqNjIzoueees2D661//ur70pS8pEAiopKTErC+kjOlxf3+/XnzxRUkZMn5nZ6def/11SZlSy4kTJ0wpXl9fr6qqKisDucEoC6y/v19dXV2SMsrsiYkJhcNheb1eK/2xqCcmJtTY2KjR0VF5PB4rbcClS6VSZiBeW1urgYEB+xklV4JcSlG8FyynBgYGdMcdd+iVV14xPz4pywOknJxMJnP+vrGxUWNjY1YmYYNnTrgbK3wuEoyRkRGFQiEby6mpqRxOJ9+/sLCgiooKS1b4bC54SLxbekrTi5u2isFgMIfjvL6+br5+oVBIN27cUENDQ878TSQSCofDikQiqq2tNdUvXo8YhVOW5qJUiPACf1fXu9br9VrQ2dTUpGg0msOhxiIIZwuCOy4Cb5TzBFZSlj7D5u7z+XJachJIIkBwFeV4rWLnROBLWZLvIVh29wDmFOIDd73y93BkuY/CwkKVrK5aMPrFxx+XNkrGTU1NmpiYsHuDbxqNRs02iBIj8x3+HgckvsRcUDNoK+l6y5KEEuCzDjmAS0pKdPHiRXm9XrN1494ikYit/cXFRU1NTeUIEcfGxpRKpXTw4EH94he/sJbBUFrW19dNoIhn6NWrV3XXXXdJkr7zne/Y79Lcw6XMJBIJ3X333caFLi0t1cjIiAU+eDg3NzdrbW1NXq/X+PGtra1WQl1dXdWVK1d03333WSDs9/vV3NysU6dOqbq6Wul0WsFg0NYDn33gwAGNjIxYiZb52tzcrOnpaf3bv/2bPvCBD6ivr0+rq6uWULP2oRC5jht8/5kzZ/Tggw+aswf7o2ufRCkZtxcp25oXekhVVZU1VZEyXFz42LW1tRodHVV1dbUlQBiq4x+LvR/vnSB8bm5OgUDA6EOsRdZMXl6eZmdntW3bNluLY2NjKi4uNocVqDN8ttfrVVlZmYaGhsy5w20cQrtjHFAI7pjv2Hkxv2k84JrBE7zPz8+bmEnK0Er6+vqsOQIBHRQCBHjQXLxer/2bJGvPyZ4L/5RxoexOwox1k+tmgngVylFpabZdN3GCJBMoQWnBAQWLvqamJuPnS5nkCN9SLMPY73i2yrw8ow5tBaO/zsvhjK5vBHxwCl1T5aWlJZt8ICLwNggOXAsZNkFsZ1zBBcEngRloj5S1PwIxQGnHZOPABbHAoojAw+fzaWRkRA0NDYacrKysGKG5trZWMzMzisVi2rNnjxKJhPbt22cH17PPPqtt27blcAZffvllSdLrr7+uPXv26Hd+53fMV3N6ejpHuUfQQK91l0TOAQmyjGk9nNNQKKRAIGD2IJWVlerp6TF0E3VpJBJRZ2enqfFdhAl0Cgsl15gYfiBm9Kurqzn8y56eHh07dkwXL15UKBTK4Wdixg/niDFlUcfjcU1OTuqOO+4w5bxrukxHqeXlZeu0hGEzKDmoObY3JCiglXDwsPciYOMeQVhAI9lMp6amDCHAicH9NyljJYNISspsoATPVVVVmpqaUjweVzgc1vz8vGX1oLFutr+2tmbzMRQK6cqVK5IyCO34+Lj5H0oy1B+fPARt7gEnKcdqzDVkdz0BXaSPcSkrKzOkCR4y9071gqCroqIix0bN5ZNiQQR/i3sDbaiurrZA1n2HiAkIdgkA+XtXIClJ63Nz+uzf/I0k6XOf+IRWN0Rx7EUux7mhoUEDAwOqra21XvEcQnS+glPLGqLKwAHoosku0k+3LEz64Zrx7qiakNi5Vjj03g4Gg5qcnFQwGFQ8HtfQ0JAkqa2tLceNZGhoSGVlZbbHEZARaK6ururpp5/WO97xDluLjNHCwoKGh4e1e/duQ4MOHTqkkydP6vjx43rLW94iSTkVFvbItrY2vfzyy1pfXzfbp0QiodraWg0ODqq7u1upVEqvvvqq3v3ud0vKJHZ0fBsfH7cEifkWDod14cIFsxnav3+/nnrqKb397W+XlEk8FxYWFI/H9cADDygWi9kYSsrxunUrMYzrhQsX9Pa3v10XL1400IN1Cq/SbWJRVlaWU2WYmJhQIBAwwSTImJS1KEIESRIDGEFAxLwPBoM5nqfsTXl5eTnziTkF53x9w2t0bW3Ngh4ps4fm5eWpoaFBg4ODKiwstMrU0tKSxsbG5PF4LLDiO6UMGDAxMaFUKmUd8kZHR3Ms0XB4IIksKiqysSwuLtbk5KT8fr8OHDig69ev2zrGIoo9fPPFOY3OY25uznQmzNHFxUWrPDA2IMroG7BsbGxs1Pj4eA5QAj/WFfpxf5wbrs0c5319fb1mZ2ft72kyQWKGRqOsrMySE1epv7a2ppLVVX3yS1/SxgvfCkZ/bdfGgH7hsccUd7r1xONx8x3DUJ7DGx9M0CSEG26ZD5ELJQsuJiWBEFkQv8OEATrfTHZ21XhkXBziUqZcjDgIlDA/P9+CokOHDimdTuuXv/ylfvSjH+nv//7vdf36dUMG8IWLRCJqbm7WwYMHLQPbvn27Ll68qOeee0779++3zJOgtaamRh6Px6xkWKC8l9nZWQsYamtrDfVCJNTe3m7qP1eMwGYJ8okKtLKyUpFIxDZLKetLiR8dARtej67lEZ5ukvTGG2/olltu0dDQkJqbm3/FQ5LMGXEQgSLTHuoFxvGYQnNvLS0tys/PV1lZmc6dO6fe3l472DGM5z6lrGGxJAvA2MAJ8vk5dkPYMlFixc4LkUdRUZE6OztVVlamcDhspfaBgQH19fVZgsUhyKZXWVmpeDyubdu2KRKJWJlLktlbMU5YiPBsw8PDam1ttSYO09PTSiQSNt89Ho8lVocOHdLQ0JAmJydzKC7cE5skZXkuEgOCI56VcaPKAWLPewHZ3owIutZOlMZcMZw7Rq4jQkVFhdEZuHe3G5uUFZvxORwuBLpl6bShEF98/HEtbJRNOYDdINst5WEnA/qIfyqJzcrKSo44y626IFYhcOXvXVcCd9658x4UxQ2oaTBBcwmEmOxBeA9jNr62tqbu7m4TOlIaHxoa0pEjR6xKQbWht7dXhYWF6urq0okTJ3TnnXfmCIwuXLigo0ePKhwO6/Tp05qbm9O2bdvsnil7j42N6ZZbbtHNmzetenP77bfr8uXLam1t1enTp1VVVaWPfOQj+va3vy0pi2z6fD5LEujKw5wpKChQIpEwNHltbS3HUSQWi2lyctLEQIWFhbaHhkIhE/1VVlba+8ML9F3vepfOnDmT4+vLHKypqTHggvuYnp62ccHQfXBwUIFAwASprHPOMzehp0LFvTMfECGNjIzY2QSiy5yn3MuccRNF15mG70ZJv7i4qKNHj+rUqVM5lYD6+nrzIiXwI5gkKWhtbdXk5KS5P/Bzj8djwmES+fLyctunksmkBdGAQ5wNWEYFg0F94hOf0Ic+9CGr6PAuSCw50zcDTPPz8woEAjkNPXh26Ay4UHBeMi4zMzOGtvJ5ri8v30Wb2NXVVds/+T1X9OV6L0O5cn2rmS/SRqC7uLgVjP6HXHnZdqBwRt0sxePxmDUDg8UG6vYDx0NTUg4vDe7P5qCIsh4TyT184ZVIWY6Qaw1FuQ3VXXV1tR2AmFcPDg6aaXN9fb1++MMfSpJu3rypXbt26c4771RBQYGee+45hUIhM6yemZmx7InWayB4+fn56u3tNYXq9PR0DqcHxA3uaCQSUXt7u1mgpFIpbd++XXl5ebpw4YKSyaSSyaSOHTtm90Ywm06ndejQIV2/fl3t7e2SZGpBv9+vixcvqq6uzpTm3B99et2yriTjloFKEwCC2h09elRnzpzR9u3bNT8/n+NgIMmMsF3TYJBpvhtLDkooqNsZx7KyMg0PD6u2ttY4llLWO5N5tLCwkLM5rK6u2lyBCwafmct1eMjLy8vxxXUNlFG3ut+/vLyslo12izwT/FHmJH3bw+GwlakkGXLDAeMa1HPvlJwYE9dPb2lpSQ0NDWYUzvwncHEbOhBo0xedewflINFDuSrJEHIoEKxr3pPrKcy8YJOnjd/MzIyhCe64gBCRdPGZrjsCKn3eh2vjxh7Afa2tral8fV1/8fnPS8rYzamiIgcNdw84txtPXl6e+TTyXuAOk1RRqmfOcV8EwqBDUrYSQIWkpqbGrNd4N3CJa2pqNDY2loPU4HVJVyxQOSnDIwbNicViqq+v182bN4132dPTo0OHDunSpUvav3+/lbIJ+MrLy60cfscdd6i/v19TU1P2btrb2zUzM2PWT9FoNKfk+8gjj+jEiROm7HZL2deuXdPOnTutNe7p06dVWlqqo0ePSsqgZKCGJ06c0KFDh+xZpaxzA4FNa2urksmkJTJVVVXy+/1W5aAJhdv8ADS4pqZG8XhcMzMzete73iVJ+u53v6v6+vqc9sDsf+78YJ247ZZJjigRU4oHlSXxI2knqGbOwPUkwCQRYQ+EikEZGAoIlwu8kKCR1FZVVZkvKUliTU1Njpcm3s+SDJnlbOE8SqfTCoVCunDhgnbs2GFzBisq3lU8HjcUWJLZMtHBrLOz04Jw9reJiQnt2rVLMzMz5vHrXmgl3PK/pBw+OoklZwzzmaSXpDmZTObQebDFI5CEfy5l9jis+DgP+WxAr4WFBXV1dZkloctnxYPbDaLZo8rKyrQ2M2PVmq1g9Nd5bWyg/+Pzn1d0Y6K72QLIpxt4sOFzsHEgub5grijBzT6B2t1ysVuSBfkElcHLDzI1nFK3xJFKpcxDLxwOKxqNqru7W1NTU3r55ZdVV1enj370o5IyxsYvvviijh07Zmgg7dj4finD+8Irkws+SzqdafO4e/fuHAqCa8BPID8+Pp7jx1ZWVqb+/n7t27dPNTU1uuuuu/Tqq69KyvChnnvuObW0tBhPLplM2qKj9LO2tqaamholk8kcaymfz2fcQTf7k2Rkdw7g2tpanTt3TnfffbekjCE0Zs4IxDC/l5RTXnIthlz+IEkL5X03WARFIQgkcJJkiCrZuDtfmGeu3RAbF1k9QSNjx4HGhoKIhkCWeUUZH6Ntr9eryclJew5XNMHBQ0DMRk3gXVNTY8Gae79jY2Nm/g9tZXx83AI+v9+vxsZGnTt3Tu3t7baxutQLKYv0sTG7Y8tYI0JzS5dS1vMQIY3bMIKOUPiUul6dfC7rEy8/3mt5ebn55a5veOK6djO0+XV5qy7PmP9NogRnFBTii48/rrUNpBljayvnb8zzQCBgnODNfe8JwEKhUA6qys+xQANBpS+2JOvuxGcyfwi6tm3bZh6crAnWwtramiFB+fn5isViKi8vN0/imzdvGsWnqKjI2ioTsPn9fqXTaZ06dUq33nqrent7rTWmJP3yl7/UwsKCjh49qpMnT+qWW25RX1+fzX9EQzt37jSjcnjJkqzVYjQa1a5du9TZ2amf/OQnkqT77rtPTz/9tB566CG9/vrrWlhYMOqOlEWpCBzKy8s1PDxsgTQIG96stG/lu0kSx8fHVVJSYpx2l5bC/nThwgX5fD7deeedljTn5+db4kaiwVpAoLe+vm6CyXg8buMCpQsNxMzMjKHXkiyxCAQCikajtv7ZA6F8kXiyN7v93Uk6qThQyWBeUAkg4GUPIzGglB8IBMy6S5JVwBDrzMzM5PhjY8fl9XqNv45dGZ8/PT0tj8ejeDxuySXn6rVr19TS0qJ4PK729naNjY3lCJS4V9YUyYYkazISDAY1MjJigBNVsUQiYWg/Jfp0Om0AEt2UPB6PUZ5454w5Zyf7jbueS0pKzB9WksUV7BOIrdmfN4uSqWqRQEjZs6SsrEzz0aj+6mtf08bNbgWjv7ZrY/P+1J/9mYocDz7QSHhNdDOSZOpfsiA2bSYAhzf8Gkk55TxQCA4Dd8Hm5eXldKqBp+Xy0FzDdFAoNhxaVfb29qq0tFR79+7VjRs3rK1aY2OjLciqqio7fOGUDQwMWGu2UCikgoICC0i5t8rKSu3evVvXrl0zygAX3nyzs7Oam5vTgQMHLLP2eDwaHR1VNBrVwMCAmpqaVF5erqeeesre21vf+lY75JeXl9XV1WXZL8plSvCgVAS7FRUVxjellO56tUG+xwCbkpyULb+hsEwmkznP5Sq46Se/mb+D44I7HowTBxIBj9/vz1n4BFIu0usG+SwvkFPuRcp2CmI+gnoRkDF/CWhIKEiu2BgJnlBV8gwE8CQXfr/fghaU+ASgVVVVOZk1pWtapaLGd0tUlP9Blt1g1M3Q3bFwUQn6KUsyYZfLk4NjzfPwXlx/TpBwN2BjHLkXKC8EhKDRJI7z8/MmapGy6l/Gg7/l2Tm88RxeXl5WdUGBIaNffPxxrWwgULxbl2eGJ6DrwEFgQMCCYHF+fl5+v9+QT4R4eEfye+69uUn32tpaTo/w6elpE00RPDBf6ZbDO3ETE0k5LXThHKdSKVO7nz9/3qoPdXV1JjByKQgkJzR36OrqsrbEhw4d0tramgWQPp/POqNJmT0yEonoXe96l3784x8bH1iSTp48qU984hP66U9/qvvuu089PT3mACFl9s/q6moztgcV5pngf1ONYNxA6Ghj3NTUpPz8TLen1tbWHLFZeXm5zpw5o3e/+92am5vTxYsXbR+jBTIc8uXlZQvY4O9jXu+KzfhuKjd0L8rLy7O9BLoAgheSXhfBowGGm/i43EgSt7q6OgvoNgstXU9nV6STSqWs8kWPe7ddJZQgV8jDWoYW0NvbK6/Xa/6srIfCwkLj09bU1CgSiSgQCGjv3r2SMv6u1dXVFiy6gAAo/P79+zUwMGBVMZfCBQI5Pz9vyCbnB/QW2nECHriosetJOj09bQgqzw7Qw3x390PAHwJkKGKSDNTp7e1Ve3u7NcVxBdOcibgYuNWdoqKiHFHlmyEY3fIZ3bq2rq1r69q6tq6ta+vauv7Trjc9MvqFxx5TnqP6Rp0GKgHCImUzyMrKypz+8a7wAYK0lOXNSTJUiGwJ/ghZLFkXalPsTchU6KJD1gp/hEwJTz14QdeuXVNxcbHuuOMOSZlM5+zZs6qvr1ddXZ1OnDihrq4uy8JoczozM2OZLc/R0dGh/Px8Xbx4UQMDA/L7/VaK470gbgkGgxoeHs4pUVHq9nq92rVrl6qqqvS9731Pv/u7vyspo+Tv7u7W2NiYioqKrCQCKoCdEtk3HDYQHMrq8ATdfuXwcOFJNTQ0WDcPSVbKcz1K3f7Cm9Xd1dXVOX6WENdXVlaM54tKW8qU0PC2wwOR9+p2BQH93VyGhs8Icuhah2GXQimId8J7o+TGnHN9LyXZXKGVXTAYVH9/v/09KC6I4+joqJW30um0dTcBKUG4x5jDM2tsbDQ0i+eD+wobA++XAAAgAElEQVRCCMWAOYUli0tPAKFkrcJFozuNm9kj7sP2xqVWwPGCkwvlxKXbuOUuEBPmAGJDkAhQe94DCn6XwwVKyrhyL3RFqS4o0J8+8YSkTDvQ6Y0yOLY8LlpZUVFhKBcesO68YZ3w/l3vSsrqIHjweLl3/jc97eEDM2foUMQaYQ7z3lBy48s4MzNjyGY0GlUqlZLP5zPnEKycWGvt7e1aW1tTLBYzxTcio1AopEOHDml8fFyBQEA/+MEPlE6n9du//duSpCeffFIdHR06cOCASktL9dxzz+mhhx6y3vV0Ppqbm9PBgwfV19dnpequri796Ec/0h/8wR/o3//93xUKhdTf328CJKgm6ACCwaD6+vpsPRQUFJjPcCQS0fz8vOrr6836ad++fRoeHlYikdCBAweUSqU0NTVl5ebKykpdvnxZH/vYx/SNb3xDy8vLOXssdBCqGKx5/pZxHR8fVzgc1tTUlKGPIIv8DtU/zp7x8XF5Njp+waVlXUhZ5NPlzEN9kWRUFgSKUGbmHfqba3nk8tLxLwWBB83lXIMahRVXOp1Wf3+/IdJQ6kZHR5VKpdTR0WHoOZ/PPok4a2Fhwb7/3nvvVU9PT06nIyqC27dvN/54aWmp8TnZJ+LxuFGe0GwgNmUdUhVCZOm6alA2x7kAOg4/93q9Rrdg7ykvL88RF3LWoIjn9xC1cV6y/7ld8/h3xtoVQG0WVb4ZkNE3fTD6lU99ynxGITvHYjEVFRUZvM7CoN88XCs2682lc0kmnOAwQpkPrwP+oMvPo8SKLZJrMUQwgV0EwTDlN9pdIkjq7u7W7Oysfv7zn0uScam8Xq8FlK5yMJVKKRaLGWcMg2UpU8rG0NwtI/C3mGA3NDTYQfbiiy/agv/sZz+r4eFhEyScPHlSe/futc2poqJC0WjUuI3Y5bAxEbRAkIfbyWaIcp+AxvV0pIzDps89814pXywvL1vJ2i0Fo5aHjE5Z1w2KSA5c0QqlcMYSnjGWQ3x2Mpm0oIbNgnskWHLL+C6ZH2W9K4ZLp9M5GzF/ywa62fiY8iClHg6SzBLJs7LU8PCw6urq7N5ra2uVSCSMU4q4iTGDCjIxMaGWlhazC3I99rh35rPLjcS2iUAajqVLcWBNsOFCVZCyhxj0A0pRzHU3EOXf4HLBHSdQhjPqlrCYO6x5lOlcPIsbTLjCMuYgPy9eWdHjX/yiJOnLTzyh1MYBlEwmlU6nLWCbnJw0mxh6SbsK35GREQtOoFC4grzl5WVTgsM/dpM3Sr4Io5iTvBv8ZsfGxqyNIu+D/0YYhtiJMvqxY8eUTCaN2w53HboNCW97e7tCoZDx9WipSStkr9erV199Vffff3/O3M7Ly1MsFjNQ4MiRI/r+979vIqTx8XFFIhF1dXUpmUxq586d9t3PPPOM3vve9+r06dOqrq5WOBxWSUmJcfJRweMnee3aNXV2dtp8ZD24gjA3UJ+amlJXV5eWl5ctyM3Ly7NxGxoa0gc+8AE98sgjuvvuu9XW1mZ0BsZNyraNdvUGBIepVEoNDQ2WELAPuFzndDqtWCyWY6lVVFSkaDRqqnvmM4E6XsmbxYrunEH4VVVVpUgkotXVVXs2LBJd9wrXoo0kE0FgfX29gQDcM9QZbOzYZ7xeryKRSM656fF4bL93le/FxcWamppSMBi0Zx8aGtLtt9+uc+fO2V4GJaasrEw+n8/OWDjizLfCwkLF43HzIeVd8504WbjOMJxvzCk0JyTUKysrdm88L4ksdDnXM3V6elrV1dVGReNMZDzYH1yRm5RtdODyxl0BdTqdzmlRvBWM/jqvjcXw5SeeUJnjpwZ/ikAStE3K2p7QXQdOp+vXxn9zMLuWKaWlpYakYFPjBqsEFygIV1ZWcrpcwMnDpNwVs3BfPT098vl8GhwcVCwWsw2jublZoVDIuvHMzs5qampKO3bskJRBLWpra7W2lukRPjc3Zz+bmprSxMSEPB6Pampq7CAjK1xZWdH8/LwmJibU1dVlARULtLe3V0VFRWppadHNmzf16KOPKhKJaGRkRFJmM8RonizSVVOT2U5MTBgPrKmpyTLYQCBg73GzQXlmqPPM8mNqaipDznZI6PPz88ZX5PDmEEE85aLdcP6krKG/6zXpCnlcZX0ymVRNTU0Oeuce/ty7y1l1M3t3E+RemFObgwbmDAiGq5blcAJdIeBCzQ+SNT4+rnQ6bV2UOCAk5SAjHFJYykjZzlagqtiOsdlFo1E7UPFvZay4OBgJBN2ADnsbNwHkWaQswuca2rvI6Pr6uiGKIC98DgkG/rC8J/fe4O/B80IwwOe7Jvr8resVurS0ZN+xtrammsJCQ0b/+2c+o4UNxJtkgjnjqolBWzbziAcGBtTZ2anZ2Vnbf9im2Vtc0YLLV+aeMY7HSsdtxODyEznIpMweBLoFok4vdimDfF6/fl3Hjh1TX1+fCQ/5bj5vdHTU/Gebm5uNA9rU1KTz589renpaX/nKV/QP//APOnr0qK3lV155xezMiouLNTo6ajxExnX//v26cuWKBXUkR3B+SVB+8pOf6OjRoxbUNDQ06OrVq+rs7LTxY890r3A4rBs3bpg1Eib97CMej0czMzNmv8fZ0dDQoM9+9rN6+OGH1d3drfz8fCWTSQuEQGBdYR3zyR17FOAkUMwZEjNXTOQCIcxp5pLbYIIqHIlpSUmJrly5Ym4r09PTqq2ttUSY7+W9845Zf64XJ9/L/kdyxL3Nzs7a2KytrRlIw5zDFSAvL08+n083b95UfX29ndHV1dUmSp2ZmdGVK1e0f//+HO46weLa2pqdz1zwrhHBwg/nctFq7N1cs3+qq+wxdH1zf04SXVxcbEJgLhpatLW1KRqN5lj7scfCd6XSIWX2fqzMiGfcCou7j4J2U81hvpauremJL385cyNbweiv8crLdmDC2onsgA0bA3e3REvpb2Zm5lfKJZSSXTEAPyMo4f+zIbBQOVTwGoVY7JqzEwCura3p3LlzVj6RMoevz+dTIBBQX1+f7rvvPh05csSC2b/7u7/T4cOHzfOM7Ni10BgeHjaEtaOjwzzuFhcX1dLSIr/fr0gkYosWYQJdVxYWFhSNRnXjxg3de++9tpl5vV6trKzoX//1X/Xe975XPT09OQhcR0eHWalUVFRYVu5aatXX11vgJclUuZLM45IgFKqFJNugDhw4YG0J8eOTshZAbNIECO5GTCAE9cD1d8VoGkFVcXFxTjDrKiGlrM0J8wN0EDTLLTXjHOA6NrjIKgI4t3yNW4OUdTEA8QeZJKgsLS21IIkDAjUq6wGrGErXvFfI72yIUE+4D9bSwMCAQqGQPRMbMZ6xCAD5HNYOByjPQHDJe+e5qTRspgFgawR1YWVlJUfwhniIwBPlO2NESc+1UWGjx+dXyoqb3GCUwxvEfTP9wl3PZu2STOorf//3kjKm93kblkwkdU1NTZKynr0cXhj7u4KOiooKxWIxhUIhsxpzLbGwb4Ia4q4XVN+uob27T1A5Yp15vV7bBzwej8rLyzU+Pm6HWllZmTVCWFlZsb+nLFlWVmZ+w7fffrsuXbpkiVV9fb3W1tYssNi+fbsWFhZ0+PBhff7zn9f999+fU5LNy8uzDkjYS/H8Usbz99y5c7r99tt17dq1nE5rdG8aGxvTa6+9poMHD+aM2dDQkFpbWzU8PKy8vDwNDAzovvvu06VLlyRlXAZoB0lXqEAgYM/W0tKiaDRqyC4VGygEra2teuCBB/TTn/5UPp9PN27cUHl5uQU+oPSUfd1ziZ/x3lZWVlRXV2d7P9QI5jCUFsaUJJi9gICHd4NtHvsrc4R9DB9PqkupVErFxcUWcGLxhj8u56uUVeqDOkIBcZN91h+0nWg0au8FShsl81gsph07dhii7ff7NTo6quLiYgt0XceN9fV1mxfhcFhFRUWW3BQUFJjgGP/l/Px8O3fYWyorK42a49o7sT+z/xcVFWlqasrGzefzmW2TlDnnmpubbb1QUcPKrby8PEeQiYsAVQi3oxhVSvbOzdZPrA3GgVjFtaLLW1jY8hn9D7k2JsDn/+IvNJvOmgNjju1aIzB5QFRmZmbM+olAJfOReYacUX4kCCGQcieDW8bju+CRosxnw6ipqVF/f78GBgbU1tamPXv2WJtMSVYyXV9f1549e/TKK69oenraLERol0ZZmg4VLCyQQw7xq1evavfu3ZJkSsqhoSHzlOP5uHdUizdu3NDdd9+tb37zmzbRGxsbdeTIEV28eNGyWLhwkowfhU8mC45Djj7QcFywvHFbl7H5MlYgFqOjowoGgzkoCGUoKbuhrK6uGj/IRSwITl2LHilb+iKoxl0AJNDNrglACUrcMrprgE4Q6yIevNvNreWYbwRoWEZtVn2TmVOmdrNjkBB4hdwn6AjJkett6HYhYq6C+C4uLpoFUHd3tx2+OCSEw2ELCF17ExBUV33slvF4Lpcn7JbwcRRwkVOXSkHyxPi71QnslTYjrNi6wQN2PVaxRSJoQ4nqlrjgkfJ7boKymYecl5eX4zP6hcce02pJiaGPkqx0197erqtXr9pcKC4uViQSsSoFY0ziCCrE5+CgAZruol6SzI6JAxAfQpfWgk1ZaWmpEomEUYPOnz9vYwza5DosdHR0aHJyUoODg7r33nv113/913r/+99vFm07duwwd4WmpiaNjo4qkUho165dkqRTp06ppqZGZ86c0W/8xm/o+PHjOnr0qM05OgslEgmVlJQoFAqZelrKHP4//vGP9eijj+rJJ5/Unj17LMjHRxSebn19fQ630ePxqLe312yqeP+MJUmFz+fT1NSU0um0WlpazH2CsSkoKDAf2Js3b+qDH/ygpMwe2Nvbq5WVFcVisRyggjlJiZognX1kdXXVWs+SHLsoPpQwAkZJFpRK2aod64C5ylpEE1BSUmJ+oK5egU5RVFd4Tsbd9aolSXNdNwiuXYqWS/lYW1uzNdXQ0KC+vj5b23V1dTp58qTe+c536ubNm1pYWMhJfuPxuOrr641vT2DtlrqHh4fV0NBglUj2qJ07d1qpHXDE9XGmEsC6wjLLRYA5x/Etdsv+8E9d7+f5+fkcfiiWV/BB3bOFqkppaanKy8s1NjZmezccXJJNzji3KgcaTGLOv0uZIH/L9P4/6tpYrH/18Y9rdeOQmZ2dNfI3PAy3bRolH4IWSTkBpZS1H2FRuwccBwObgLvgCUSxoGBTcQVGfr/fDk9X4CFlSuGusMDj8ejo0aP65je/KUm6//77FYlEzMJobGxMTU1NhojQLs7j8ejVV19VcXGxHXA+n88oB5jlhsNhW4gcWhDIf/azn+mee+6xRT0yMqLy8nLt2bNH4+PjltFxUWZIJBLauXOnYrGYed9xYdtBpupa6biGyrxrl8fres2R8buek3CgQI3c8QQxdQOPzXZPfGdpaaltLC7vqKioyAzbKbkzd0DlCCxcbiOBcDKZNH9Id+OCKyllS8sEnzzb5rKTWwKC/4RnJIg83w8Knk6nzbqJ5AZD79nZWfNydDmbNIug/AYiwd+DnnCvvCPXQ5cNE/89N7ChTSWHFNZnLsWBzbiwsDAHwWPzdcfcPbyhK4DULiwsWDtBd36BboIIuwgd78L93y6ShYCH762Q9Gef+pSkjLXTbDotv99vIkgOMNr6ujw0UEa+e25uzsYVlN9NYBA/gRRhlyZljbgZ1/HxcTPVlrItCNm73GoFfqXhcFijo6MqKSnJocyQPIDgMZ84IIeHh9XY2GiHZiQS0aOPPqpvfetbkqQjR46YMOrpp5/WsWPHtLy8bHvx8PCwHaaYmC8uLmrnzp32bz6fT9/97nf1xBNP6Hvf+54F0oFAQPF43PxZ8WBmPg8ODlobz9HRUbMcclGu69evq7Ky0sqp8/PzOnTokKRMdyiEMNXV1ZqYmNB9992nT37yk5KkO++8U6FQyDoAMj94HpJ3EgMEp5IsyHObKmy+3GBws7k6ndOo6q2srMjr9eYghNDDsEVDyMvP+f8ABuwpksxHlDXjinzdJJImCWtra4bk0+BlcXHRzuVQKGTVG0Q37FEE+1zBYFArKyuanJy0ilgikcgRxzJ3g8Ggbty4YfPJ5/PZOkOESuLMd7tWjaurq6qtrc1JUKgoLS4ump8oF3silTY+263qwVVmDbtUJ4AQ0Fqfz5fDuZey9Bz2WxdMIUkG8HCtCQsKCrSSTG6Z3v+HXBub9//80pcU2ch+ETq4nDxXhARiCSoI74qJDRIACrOZO7hZGOKq6ZkI+LhhHg1k7/f77ef4Rro8t4KCTH/q3t5eI+gvLy9r//79kqTnn39ejY2NVm5CzQmCWF1drWg0qtXVVd1yyy0mGpBk6BjcS9SRLsQfjUZNHbtv3z7dvHnTDqnm5mZNTEyoqanJ2rrBtZOyJuBFRUW6fPmy2tvb5fF4DFUgaCa4gMfGQUBQQ3BVVVWV08KVckQsFjM1vVuOAFmjrOsKD1wCuSt+YqPm3vHLI7hhDhFEudxgNgpQSkquBEEu0k7y4vIamTPMQbdk5yJ0eDnCa2KzdqkdZPugEy4fC2WoO88IFkFyS0pKrITHhi/JxB55eXkmHnCDT1TgBIRwd3mvKPVBZVxlN/OdMaKk75baFxYWzEczPz/f2slK2Q5IHBrQIAhk8VslmHR9W/l7EHACYpdCgNAA1T5oBs8uZZNY+IfLU1P66v/+35KkT3/sY8rfMDcfGhoy/0bGDB5pQUGBBZIuZ5qAgX2KAJB3xf8mmHb3vJqaGk1MTBjnnTXP94+Pj9vByV7I+4nFYsaRhHaEYEaS9u/frxMnTui+++7TSy+9pLvuukvPPvusIZder1e1tbWWBIH6wl0fHR3V8vKyNamoq6vTCy+8YJ3adu/ereHhYUO2EfCRhJCoLy4u6mc/+5m++tWv6qWXXpKUCUZZp+xRVMqkjBL/8uXLisfj8vv9OnPmjPbu3ZsDFjQ2NurGjRtGW5qZmbF9tKOjw7pmraysqLq6Wt/+9retwxJzeXR0VHV1dRaMEbzQeQdnBzeBWl9ft7MBTirzWJLN/enpaRs7V89AgkJAA6WF+Y4gC1U+HEp3/RFwQW8BYZYyQAsUtunp6ZyuhnwPyO7ExIT8fn9OKRx6HIGYi/DSwhpwgyYkrnE/QAU0hYmJCUtCRkZGVFxcbD7KZWVlNl+CwaCVuGkMUlxcnNOIJi8vT5OTk/J6vfZOCYbpFAi/nKCTPW5+ft6cXBAkulUxAlz2DaqPbgtaBFP5+flGTWFMeU8uV9iNQdBlUF1yy/arq6sqS6ffVMjols/o1rV1bV1b19a1dW1dW9fW9Z92vemR0c994hOac0RFFRUVJvKAUE2GOD4+rlAopIGBAbOccGF7Moz/G//PRXXgkhUXF1vZEnUxyuLl5WUlEgnzU6NtHggTZU06LCEw2r17t77//e9bNkYWdfDgQQ0NDSkcDuv1119XUVGRdWniatloizYzM6Ndu3bplVdekSTt2bNHxcWZftsjIyMqKirK6TOOnUdzc7Pm5+dz1PNS1qaHbIye5GTWqB9BZ11rKymTgSKQkjIZp0tyx/OR8aPcL0kvvPCCec+BPkoyCgJ8RrdE5JZsXTSMkrNL06Csxe+CvLAsVldXTSBQWFiYI0CihAuy5/JWeW4QENAQN3t1PwNUB44Q9wbqh7ACT01+7rabhOPMuJDFuyi2WzXAWw+XBtrmcQ0ODqq+vl7Nzc0aHx//lRIW9wBaB0GfZ3dpGK69k6Sckh9rxi2VgxqANiDkYj5CK+F9u2uV+UaJDPRmc+kLNBS0i/fOfAf5hBriIkkgoggeStfWrNvJ337uc0puuB7gmMG9BQIBTU5OqqqqSgMDA+YuQTn4+PHjCgaD1r4SfjYX8w8bs80d40CeQE3Yd9xOcdu2bVNhYaFx91yf0ampKbW1tSkej5toYvv27ZKk06dP6y1veYu+8Y1vaP/+/Zqfn9dv/uZv6l/+5V8kZao/tC/s6urSG2+8oebmZhMBHThwQPF4XEtLS2pra9NPfvITfeYzn7F7/8d//EfV1NSorKzMnDsWFhaM7lNcXCy/36/Lly+rsrJSeXl5ttYoM09OTpoCe3x83ObM5OSkbr31VkPSXDEI8zkYDGp8fFyzs7OmunbnK+LQsbExPfzww2pra9OTTz4pKduxrKqqynyWmf+SrOWkJPNSpiK3sLCgpaUlK7+vrKwoEAjYfJ2amlJhYaFqa2uNYjI/P29nD/3SQVfD4bBGRkbs3UhZb14pyzfk3QSDQaVSKTufQCfZ/6PRaI5Y06VCuS4f8E3T6bQh8fDZV1dXVVlZqYmJiRzNw9jYmOrq6kwoxN69mTu5vr6es08NDw9Lkt761reqr6/PEGVcZqQsr72+vl6JRMLWBi4uXq9Xq6ur1vGM1tPumY+wk33OrY6Ew2HzvHb1CJxRcIFdqh+iT37OXoIPrGtpxVizt7lUIfZK9in2Ufa2wsJCFa+sGI/9zYCMvumD0b/93Oc07ZiIY/8Dp6KioiIHFoeoTcDKxs3P3UXHJJGyfcY5GOGWuhZCWAQFg0Er/VFGHxoasnIFnnIFBQU6cuSIpAy35saNG7p27ZruvPNOO6xCoZAkWV/4559/3jw+WchS5iA4f/68baDNzc3Ge6RMAfeTsq+rHoaa0Nvbq3vuuUeJREIDAwOSZIKnwsJCjY6Oyufz5TgL0BoyGo3K4/Ho5MmTam9vt0NkcHBQ4XBYi4uLRsR3hTiudytlUTajSCRiJRDKIlJWuOUS0qEBuBsKJXmI5pQnOYh4DjZiSvpuqdw1HXYV59A0CEoo/7oWQ+Xl5RZEomBnw8nLyzPeH78LB0vKttrD9QEO9GZzdkqC0ARc4cTs7KwCgYAKCwsViURyWgDCkYrFYiYScEVizIvl5WXV1NRYgiXJaB8ufSGRSNizdXZ2mrgGBTnCIX5/fX09hzvqcrThq5IUumV5Amus3Pg7xowxcj1cXT4sJWQ3AN2cBEDvcEVCriiOeYSCtTIvzzz9/vov/1JLG+KziooK9fX12T0vLCyotbVVN2/e1G233WZ9zCmFNzQ0mEIXfjmiQ0km8mNeQ3dgTrKOUe+OjY2pvb09x47G5/MpGo3K7/crkUjk0JhIHGiA4PF47ODv7Oy0oJygYGpqykqmAwMDqqqq0oEDB/TUU0+po6PD7IOkDC8eCgI2OOl02vyQu7u7jZcHT3Dv3r3q7++3947ggyTD9fxdXFzU3Nyc9RDftm2bBYAHDx7U9PS0lW2xh3M5ePX19RacwKd1ldKcGR0dHXrqqafU3t5uAtSJiQnt3LnTBDQIZJlzWC0Fg0FNTk7a+HJxfhQUFKixsdFKzcx3xEU+n0/xeNwcRFjjaBYoqeMIIGWSf9YDe4rboGJyctLONwImknBJNk88Ho95wbr+2STagDiu9R4UAI/Ho0gkopqaGs3MzNh83LdvnwXj2Fo1NzfrypUrth4ACEZGRlRTU5OTXAUCAU1MTCgvL0+9vb265ZZbbE7gIkJyStJ68OBBSdK5c+c0PDys+vp6o3YwBvw93rjQEqAyMOdwy4CP6zpXTE1NqaamRqFQSBMTE6YfcLnCUuYs83q9ltAwX0gyoRq5oZrr0EKQii5CygTShUtLeuwLX9DGw2wFo7+2y7F2Sm1MjkAgYMbymHYTOEqyzIxDlKDIPZAIKDj83QPORbg2+xay2WC9xH8IqthIUXp2dHQokUjo+eefl5Q5ZG699VYdOXJEFy5cUGFhocbHxy3Y3LVrl771rW/pt37rt8w2BKNjKYNuIoBis+L+6BdMAOhm8VIWCUomk8Zny8/PN3RyYmLC/DQRNbgWG0VFRRoaGtK+ffuMj4Q6UZJ5gKLsxe/Nzdwhgo+Pj2t1ddUyZ4QagUBABQUFJuLigm8HJ8vtiCJlNmoSAgIMd1wJkljIIHCbrZjYjFy1OxsTQQ+HF/MJzjKoDcENn7WysmIBIEEvKB1zCgI+3CH353Sb4vDE1YDsncA/mUzK4/HI4/HYIccYVldXG1eXhEPKoCGHDh3S8PCw8WYXFhbsAKyvr9f09LR5nBLEg1hPT0+bStd9127iJykHyeYg43fn5+cNnXQTiM1JoosW8G8g+ahoN6vz3Wd1UUUpi5z+35Ag/p6xJQhanZ7Wl//X/5IkPf7Rj6rc7zfLsKGhIfv7oqIiUz6XlpaqtrY2h/sNOrMZOSawoH88lRqM5XmvJOGIIxlbgq6qqipdvnxZ4XDYbJp4bg4ymji4lneSDG0dHR01D9FkMqmrV69Kyuy/d999t55//nm1tLTYXkQgvnv3bvX09OQkW7FYTF1dXZKyTgAFBQXq6+vTtm3bTADDs4Poj42NWTWHtYAlUjqdNgEP+wHOBj6fz5I2d25SRQA5DYVC5irA3PR4POrv71cikVBFRYX8fr+hh4ODgyotLTXbIkANgBAqP4lEQsFg0N41n01wCZfY5R7yzOyh09PTOd6+8JBRrvM8bgJElQVOcigUyuHLwrV3+fub7cS4F5e37ooO3eoM87G6utqCXc7OyclJ866FE4wPKGcz7wdLu7m5OdXV1RkCy/1gm9be3q4XXnhBkqwaSQAHv93j8eRUGVDTu8k23FkpKyBlzyWRdhN6t2NfZWVljk8rGhQAMVBzzkViEOIK92xxrfjgp2+2buJ98je/0pRkdlaf/upXMw/7JghGC///f+W/9lVVVaXqTUa/VVVVhnywuUuZDQOrJ9f6iYlPQECw4gacLpoCvE7pV8qam/NzAjdsS2pqalRUVKRDhw7p+vXr+qd/+if5/X49+uijkjIq26efflovvviiWlpaND09rW3btllQ9bWvfU0f+tCHFI1GLSirrKw0pHB9fV0DAwM2+ZeWlgxR8Hq9amlpUXFxsaLRqJU2KRMlEgnF43GVl5erpKREbW1tGh0d1WuvvSYps6E0NzeroqJCFy9eVDgc1vr6uogTcVkAACAASURBVH03NixjY2OamppSSUmJGhsbbbNDccsml0qlDIWRMou7qqrKkE9XlY2ACVJ+fn6mI48bOJAZ4gfnBj2UO/AQdYUzUvagJQvGG9LdqElsCDTdDkv8O0iDK0CqqKjQ5OSkjSHBhbvZ0SWMOeOKWZjTbnCLDQifhzE5c9BtceeKUMrLyzU8PGyfXVv7/7H3ZsFxn+eZ79Pd2IFuoHfsGwnupCgpEqnNy8hOSU4qcTKTO6cqVamTpGqmkpNFjmMlkyhx9nJOzk3mwpOLqUnqVOLEmeTCnkQuR7Il2RJNUpQoLiAJgNiX3oAG0AAajT4Xjd+Lt+Gcm1PlJKrCv0olkkB3//v7v9/7vcvzPG/UMnSElz2pgUSBA452GS1b7wiRxWlpaTHwfygUUiKRsNd7GR0+UzqQgKJNT6BNNdUHZL6dTBWGfYgd8NmBQKCO2OOfC06fg4P/EzD6Nj7v65nZVGtpjQaDwboqF9AN7APmtlQLmiYmJjQwMGAsWlr+XNgc40IPB9+SLNEmKOWQamlpsXtDwo62sFSTVyKhnJubU0NDgwVsTHXjEMXuaGuGw2Ht7dXGHY6NjWllZUXNzc166qmn7Htfu3bNBL63trY0MjJifuj27dtaW1vThQsXLED/wR/8QdNDrlQqKhaLWltb09NPP21BCvY9OzurEydOqFwua2hoyKYoSTVpJ2BCZ8+e1RtvvKFEIlHHRu7r6zM/jW4lo0rPnz+vBw8eaGBgQF1dXRofH1dfX5+RMAcGBvTuu+/qR37kRxSJRHT16tW6tjKJKLJb+Dp8JIMVSJJo4UoHSWu1WjVCppfrocO0trZmsIVMJmNBD8kgNo2/8jZFIAo8bWFhwe6NQSilUknRaNSSc/Yr7wdspqmpyZ4J3UUKMbDW/fAMNLdJ7kZGRurkjVgbfEwikTAfx/1ik7u7u3Vaymtra9rb29PVq1d15swZVatVq4YTTHtFHV+c8nrQJHGe+JXP5+2ZNTc3KxKJKJ/P2+tILCFcUcH1ASOdDHSbfcxAx4zv5iGD+FbOFw8dkg6GMJCYNjY21ulnb25uqrXhwxXehX7rt37rt/6tb+L/17WPz/rms8+qsD+BB+mllpYWLS0t1THZfJXUa0nyczYzBuNbrhy8VELIaHzF5fAsbDJE5IIw6G984xsaGhrSpz/9ae3t7enatWuanJxUsVjU2NiYmpubNTMzY9Nl3nrrLd2/f18/9VM/pTfffLPu4OWw99OhMEym9oTDYZPuKZfLdYEFxuw1NMncuru76wTJGxsbdfPmTZ0/f96qhR5flcvl1Nvbq8cee8wYrdzr9vZ2nbZosVi0CiFrCmYnkUjYc/RZMgEq2CccG5k6Tp7NzKFMFYED2GN0pIPWPk4Cp4F9UAXgwPe408bGRnV1dZnt8J4EZ2Sqni1L69YzSnE8vAZZGwJJ3h+oAocQHQDpAP9I5QQ7JrimshqNRg1bh0wVQW4ul7M1pEUOY56AdW1tzZ5FoVCwNhz7wmulktXTScDGCPKo7mCTOGVeQ0WP58E9sX+lg+pvuVy2sYZUOUi6eLaekUrFlUOAw9A/R+mg2uqTT1/JZe9EWlv19GuvSZK+9dxzau3sVDabValU0uDgoFU3wP8SbINbW1hYULFYVDKZ1M7OjrUNA4GAisWiySUxQnRvb8/aoZFIpG4tmcRGRdVL1aVSKfX09JhE0MTEhB599FHT8vVBwvr6ut1TR0eHIpGIrl27pk9/+tO6ffu2xsbGtLu7a/ba3d2tUqmkmZkZRaNRdXd3236CaX3x4kUtLCxYwN7R0WGBBfs8FAqZ/wH7iG3jJ5aXl3X58mWTKKNK9cgjj+hrX/uajh07Zv6eiuLdu3cNlhKJRFQsFlUsFu3ZdHZ2KpfLmX0hFxSLxTQ5Oakf/dEf1S/+4i8aJn5xcVFTU1OamZlRKBTS5uam1tbWrHVPkkHSAnsbqBZVa84ZgsmdnR0tLS1pYGDAgp3l5WVLagqFgumhMqYTlj7BdzgctrMAP4AEH34LOyeJJ+jjTAFOQZGF1+OveX5UBOmA+eCOAI196yWnKpWKZmZmDGaAzqxfB/YCozPp8uHPe3t7LWEvFAoGgeNc4AzC53vBfKBBJK3sbRJTsPbA7VhbihrLy8uKxWLWTuc5cs6i7gIUCfgD90UBhrMqEAgoEonY7+GHOQ85C/iPc4DXgiPF3tqbmvTUvtqEPv95ycnm/Xu8PvTB6KtPPKGt/cOMze//TwZXLpethdLe3q5qtWpC2BwyYELJTKUDLBkPGqdOBQHDJVPJ5/MWuJKZUoG9efOmPvrRj2p2dtaC0ra2Nmuzfec739H29raSyaRJGF2+fFljY2P23ozbGxsbM+IO04Not0SjUW1t1Wbg4nAOBwQcxtKB1iZ4nRs3bmhiYsIOrfb2dhthevPmTXNUJ06csEkRwCPeeOMNC17YPByMlUrFRKxpQfPvhUJBQ0NDWlpaqpPgWlhYUDqdVjAYtMooG1o6ICbh2HmOtDBZCxyNr4pLsvWTZHp0OFc2Ne17HDMBF46H5MRXxbkPL+2EXA3PifvAufAagnaqar7ix+fu7e0Z4Y7Mm6o/z4uAxb8vE8IGBgasyoENBAIBIyGRpESjUUumFhYW6jCaOEkOVzCvHqvp/006EPrneUkH1Q8SKqr74XDYkgkCda8d7KWmWH9a1GBt0WklwOXPBMxUTHnW2Aj36KuvBKH82RPOutra9MSrr0qSrnzyk1rbT1gikYjpTgYCAQ0MDGhhYUEN+5jSjY0Nra+vK51OWxUUKE8mk1EqlbL9yR5tbj4YB0orEtvDjpF24nBnH3LAlstlTUxM6PHHH9edO3eUzWbr2qB0EJgq09LSog8++EBPPfWUrl69qpMnT+qNN97Q9va2XnjhBQ0NDemNN97Q7OysUqmUNjc3dfPmTcN/Nzc36+TJkyavEwrVtC3BvdN1IvlhlC1td/ZhIpHQ+vq6Lly4oAcPHth+wMdfv35dkUhEJ06c0He+8x0TMd/Z2dFjjz1mWtSlUsnOAypYAwMDFngRBFGwaG5u1he/+EW9+OKL6u7u1r179zQ6OmoY1v7+fisKkPjt7e1ZIO8l2vgekMf8epBIULFeXV017K7fowR+2B/JWzAYtHtgWAZ2AFfCz5j3SRjnAZ0MqvtIS7H3wc6zLz22GykkCg2tra32uewddF45vyDv4Ic86RTIBQErmHuS0enpafNZ4OcpKhAESgda2N5v+aSTZH99fV2rq6va2NhQIpGwteM8IZivVquKRqPK5XIWvGODPpFn6hYwiYWFhTryLO/PmeoDWr4TEBL8vCdXevIs53swGKxNblpf10f2ScwfhmD0Q48Z/cLnPqeyqxTR0mhsbLSSuyeUYDRUTDxQm9/zGQuHHZuTViHTPTxepqmpSZlMxuaAj4yMGFu+UCjo/PnzFiisrq4qk8lYGz8cDqu7u9uyazLQj33sY5JqLa62tjaNj49b1nbs2DELmu/du6dkMmmbBsasVGtTQOpaXl62Sg1rQUu1t7dXi4uLGhkZUTabNaY+UyTAUlUqFX3lK1+xyt7g4KD6+voUjUYVi8W0vLysnp4e++6MQJVk2ENayVJNm+/RRx/VnTt3bPwZxK1sNmtZPVXmXC5Xh40huOY50Nbl72SRBBC+rbqxsWGVXqAY29vb3zNmzTttj3ckuCVw8bgfT6LyhC3ulQoqh5J/P16H8+O+W1parJIUjUZVLpftkCIY4fMHBgYM7E/7nKpNPp+39+Y7+VY2AQsVbZys3yM+qKd1x3fjQGDNOMB8cuQJHnwnDhkCQPBWHloBUcNXDjwcAjvj/bnnwxVPnq2vwnPv/n18UMp3JRjmNc27u/r87/2epJpP2tmvSgUCNQ3I6elpSQczyiXZ2vI7kozksbq6qr6+vrpqMReJHrhTICZcVPaosGSzWXv/crms/v5+TU1NqaWlRYuLiwa9QOM3n89rbm5OTzzxhBYWFgzjNjo6qrW1NWUyGWWzWT322GM6ffq0vvSlL0mqVanPnTuntrY2xeNxNTQ06M0337QpSVSsWIdSqVTXmmTePOSkrq4uC4Ykmf3E43F961vf0qOPPmr+N5/PG7Th3Llz+od/+Af9xE/8hI0Qbmpq0uTkpAYGBix58sQumNKcB2ihogTw9NNP68KFC3r11VfNx4PRl2oQgqGhIW1ubtoggs3NTSOe5fN5tbe3myqFdDDJC7WFlpYWzc7OKhqNmtIF9gi5kuDK7we6LugQb21tWWcNO+vu7raAbn193dZWkvk79ildG6AdfgITARv7HEgUxRcqrL4VznQ9hPkl2dkA16Gzs1O3b99WMBjU2bNnjdBHNwoeQigU0r179wyeAXueYRLJZLJOaSUYrOmmQuLlO0qyc4G9REBODFEsFrW+vm5TB8F9Hsam40vYz9gzBSuqsqFQSF1dXXX6yPAzeD/WBz4Ayj2ccR4iwH7g3PEkzpaWFnU2NOg//+qvat/Y/t1jRo90Ro+uo+voOrqOrqPr6Dq6jq5/s+tDXxl95aWXFHJSCZ7JTeWC7DWdTmt5edkkHGgNkV0jPUM1jYqUpLqM0TMdPW6jVCrZNBvYrGRZvb29un79uubn57W2tqbz588bCUOSySql02ljIwaDQQNjP/fcc/r2t7+trq4uG+/X1tamGzduSKrNvKYtStXWkzeYatTQ0KClpSVFo1FjrM/MzBjje3NzU1NTU+rp6bEqGhXXq1evqlwuq7u7W7/zO79jVZ7XXntNf/d3f2fjVltaWjQ5OalPfvKTkmrkAip/MFjHx8ftu0M4q1ar1obx2q+MTWNcHUxr6XvHt/JnnhttazB6VCB89dJPCmJdufwYRZ/hYm9kpTD6q9WDkZfYGcQ4Wle+7c5YRV+hoxKE8gGVOd/ulmTYKbCxkMI8Foz1g5XKe9N2Y7Y9r6OCFgwGNTU1pXQ6XcfyxZ4hE9CGo1WMzXl4Bn8HL8m601mgbSkdVC+pOiD34kcQ+vdgvYEhYBP8n/fxbUjfnqcS7aEfvjUPFoxnw+WrpJLUUqnoV/YRT1/43OdU3YceeHwY9tTa2qrJyUmFw2GT4oHwAa7Xs349uxg8Ht2Rzs5Ou29J1lGhMp3JZGyMpVTrNAzvz1xH85ZK3ezsrHp7e03TFqw3E5Smp6cVjUYVjUb1rW99yyqszJ6HgAjJg9b81atXJcmImeAnC4WCnnjiCSMRSbXqKDJCmUxGo6OjdUTHjo4OTU5O6sUXX9Q//MM/WIXt/Pnzamtr08OHD7W+vq4nn3yybrpTKpVSIBDQxMSEGhsbdeLECX3lK18x6amuri6T7+rq6tL9+/d14cKFuu7G8vKy+vv7dePGDTU2NtpUH0l1k3iYAJZOp+3eUbzAV/iOHQomwAOAtuDD+Ds+BJy2r+RDFOQ7ePgR7eJKpVLHDscmsX186ObmprHfpYNKO/sHUiF/9mRRxo6yLp2dnXr48KGx1I8dO6bGxkarWF+6dElf+9rXFIvFjDj7xBNP6IMPPrB1m5mZMe1YqumLi4u2/7AZ5LewR6nWaWBUMuRQKs50T5hiV61W66Y/4UfW19eNcOa1lOlsdXR0qFAo1OHcuWDLI+cFZl+SEQClA1/m1Uba29vrcPhAPbjwp8gSesWQnZ0dNZXL1q35MFRGP/TB6Od//udVdeQh6WBcYFtbm9ra2uraPN44aD9wcYDy8D0LjyCXzdzV1WWBhFQ74Do7O43tDrCboGlyclK9vb2qVCpKJBIGvGfj/P3f/73i8bj6+/sNH9fQ0KBz585Jkv72b//WWKvr6+vKZrM6deqUGfPdu3ftHn2QIMmcWLlc1vz8vJ555hlNT0/rzp07kmpj/gicIUV0d3cbC/att95Se3u7PvOZzygYDOprX/ua/v7v/17nz5+XVGvfdXR0KJVKaWJiwkau0Y5Agmpvb0/Xr19XPB7Xf/pP/8laMRAgCBDQwpNkrUg/HnFtbc2CF9aJpMNLjfBzWI+QQLxKAi1Q9GdhwfrABewUZAyeOQ4adYDDrWjaJhw+BIdcPuAhAAKniR0Xi0UT+wcK4p0dwH1sFt07fsZaQqCjhQXYnzapXyOpFtTMzs7qmWee0dTUlK2/H/cJEQeiDMG3dCCyTZJBe8zLKaEGwDoRFEqyNjyBI6Lg/plIteCqoaHBRtz6dUPejKDQB7o8Bx9E+8DDJxpgonmN/z0C1a7GRv3C/pzyL77yig3iwJ/49vTMzIztc9jafLdYLKaVlRU7mJC88VJAqVRKs7OztoZgUyUZ3jISiWhra8s+m73Y1tZmgz9on3L4gtGE+AU0g3vf2toyof5UKqW7d+/q0qVLBjWCGNnf36/NzU3TtfVJL35VqkFGbt++bT9vaGhQX1+fvv71r+v8+fPq7+9XMBg0iANs5ubmZk1NTen8+fMm/P7666+rvb1dPT09Wl5eriNfYk97ezXt0Vu3bmlsbMzGL0s1PwNMKRAIaGRkRN/97nfN3pubm5VIJBSNRpXJZBQMBnXixAn77o2NjXrvvfcUDodtJr1Pxjxpb3Nzsy5YRNSde21paanTxyZ45+xiNKhPviikkOx6zgJnIckLe9Untmtra7Zf8IVelsqTeSORiJ2ptLphhpfLZWPP83O0VZHy8n6AJJnvAnaXYBO/FQqFDOrw8OFDOwtv376t7u5u4xR42SeSNrRJSdRI3igOEAvwbwTatMIrlYoRBb06j/dN4NQhX0k1JZjp6WmlUqk6SJ/3Pfgd9hqvhYTJzyCice//EsmysbGxTtqwYXv7SPT+X+XaDyZ+99d+TVuuMsA87r29PSO8+MAD5mk+n7csk59jnOvr63X6XdIBmBpCSnNzs2H1eG8MpqenR4VCwaoPUk3cN5PJWCBMNdBjRtGvo/rhJzBFo1FNT09b4ELgyMG4vLxsWRsBJYdMqVTSwsKCjh8/rra2Nt26dUujo6N2bxCzMpmMlpeX61QHJOlTn/qUhoeH9corryiZTOqFF14wNqkkm4UNdi2TyWhra8v03ghO29vbNTY2pkKhoK985SumL/jss8/q61//ugle5/N5Ez3+0R/9UU1PT6ulpcXmJftBBZ4pjTP0hz9OGlIQgRprI8kqBtIBltEfDFTHINbw3l5zz/8Zm6AiSpCFY/V4KoD/OE6PGeXzeRbexqQDZwi2GcUEP9O6o6NDq6urRk7xwR5Jj/9cr+W5u7urXC6nkydPGu6K5MfLLlHZBSPJhbIEbHsvewIBAkISjHaeC+zTjY0Nq9ryTKhilctlOxjZy9KBpBVr76u1/Jy9g6P3TGSPNYV57zGjHnfGYaWNDf3mH/+xpAPMKBJwyWTSgs5kMmk26IlQSD/5akcwGFQul1MqlaojQ3qcHgQIPykIohpkp+bmZgse0CVFn5HDUqoFRVSRCVwggEkHmo737t1TT0+PLl68aFJRkkysnuogmGM0JXd2drSwsKATJ04YqbCpqcmEvtmf5XJZP/ADP6Dp6em6qvndu3f1xBNP6Gtf+5qef/55ffvb37YgHg3pkydPGq71ySeftISaNclms+rt7dXCwoJWV1d16dIlSTLfigYzBDO+++rqqoaHh3X79m3Dxn/1q1/VRz/6UUm1KldfX582NzcVjUYtQcOmFhcXrQqNOoSXMYNU4wsInmQpqS4YJFnHjnZ3d78nKSEwoerJHuJzCIpISrDxnZ0dO0e5P5Lg9fV1w9NKqlN58LrankxHwJnNZm1wCzaB2kgkEtGNGzeM0IRNgu8tFot1ZDQ/xSiRSGhubk7Hjx+384s1YNgLiV0ymbTErLGx0TS5wQnncjkLNvlspKvofhLsspfYN6FQSCsrK3bu5fN5xWIxOwfobnlWvk/CqW5Ksq4Q/0bcwWtJkPGjXDyXpqYmtVQqR6L3/yrX/kP74iuvaG/f+GAkkgWR0VEN8gKyEFUIBCSZoXsn74HaHJYw3fzFwbi8vKzJyUmVy2U9+eSTtjnv379vB1FHR4fQdaQ62draqsHBQT148ECRSET9/f2amZkxcsG9e/cUDAZtVCBBNJuyXC7b+ECfsUky4PjDhw9N+29tbc2C0XQ6bdWXZDKpsbGxOqD1d7/7XatOALbv7Oy0bBIGLFUPDnGcXalU0sOHD41oMjY2ptHRUXP0CLEjkM3BKdUCj+bmZq2urlqG6ZnYEEDIiAlSfAsME2fTe9IEQQebmj/z/igr+L97mAZ249slVHrQAmTiCWvjoR9UsX3Vzt8v1ZXDAa50UH1E7omAloCOSkQsFjPpGW/P2WxWoVBtYhXVENa+q6tLS0tL6uvrs8qar7pGo1EjVeGofSAq1QIEhMwJCjlECeJ4FrQRfeUVchkBm08OJVllFiKJHyZweN/6NjzrzDPw5DPp4NCnqsvveFfpbSAYDCoSCukXf+M3JEl/+oUvKLPP3OV32YuxWEzb29vGlkf0HpIP43zxXT7QY939eNf19XWbLCMdBAH4BZJGgrbV1VXt7u5qaGhI1WpNf5efNTQ0aHJy0rR+L168qDfeeMMOZ4ZinDhxQg0NDXr11Vf14osv6pvf/KYk6fnnn1c8Htebb76pY8eOGbQCyMHKyooGBwe1uLho7OHOzk7zkW+88YaefPJJvfPOOzp9+rTm5+d18eJFa+P39PTo9u3b1sJnjCTPoFQqaXFx0cYkBwIBDe+L0k9PT2tkZMS+/+nTp1UsFuu0mFkf5IcYe8y6z87O6syZM4pEIrp165Z2dg5GaqZSKcXjcYMkoKLAz+mGERR1dHRYEE6lniJEe3t73aSexcVFdXZ22pSfjY0NGyPLs4bcyVSplZWVOpInTPh4PK7V1VVVKpW6scVUktn/JKvSgdYw1V4/qGBiYsKgGUARQqGQQbzGx8dtImGxWLR19jCs1tZWzc3NKZVKWXLiVT4oAqVSKeXz+To1AJQ40DsdGBiwAg/VVJLm9vZ2k/RiX5LUIeXF2mFTkqyQQbLPGiHxRVK1vb2tbDZrgTRFimq1qmKxaD7W+ym6bR5iwXvjM73v9ioynLOcCUCC+G4tlYpNhTsKRr+f1/7B919/6Ze066oCtLnC4bBhTMgQ+/r6rF3CBvYVEX/gUfnh8kEJBkR2ItUOz/n5eY2NjRl278GDB+ZoMSJaBbD9OYT29va0srJizHaycw4dmIG0MQgyuF/uHfYdWDypFrSsra3ZWMhQKKTW1lbbtKurq+rq6tLy8rKxbyORiC5cuCCp1joZHR1VtVrV9PS0+vv7NT4+bgclDE1gCzB5WVc053CK9+7dUygUsqrC3bt31dXVZS1DRsdJtcOWdqNUY4izFnw3MkS+v6/gEZhvbW3VtS69SoLXmKMygCOHGcrzpxUmyaoFYFir1ZrYMwdSV1eXQqGQ0um0tfn8xSGELYFL8lUP9GoDgYD9OzaFdi5SMrBksRla1SQJZObYIUF+T0+PVlZWrJrFXuru7rb7YqCE13H1wSFOnYCU9acqvbu7+z2YVxww1T6gEH7dpdqBhJg4r+P/HEy+Ys1z5SAgUOPeCYLxBb4Cymd72+E13BsVbfxBIBDQVjarL/zpn0qSfudXf9Vw7Kurq6Y8wH2h+tHU1GSJJYFJLBazKjgVY6/qIR0kVV5DlcQRe4jH49rZ2bHnS9B19uxZC7DQ7+Rw9i3HTCajcrmsS5cu2fALYEZzc3Mql8v6xCc+ofv37+v48eOSpJs3b2pvb09nzpzRW2+9Zdh2EuqVlRUVi0UbHRwKhTQyMmJVYxKL7e1txWIxra6uWvAlyWbHE3AwK146kAxC+5RxmBz8sNsjkYhmZmYsSSRYXVlZUVNTk9LptK5cuaIf/MEf1Je//GV9/OMfl1RLEkqlkk6ePGnJ8/z8vFXBkB+CVU81moCvsbFRc3NzhgEHMsbeCYfD2tzcVKFQsKDMd3/w0cgLeQURqtkkhOCnec4e3uP3DP4IXdPW1la7J/ResQtwkaFQTQOW4gT7zvsO719bW1uNo9Dc3Gxz5T0un4Ec1WpVQ0NDCgQCdZhQr02KnbCu2WxWIyMjamho0MTERJ2foFLs/QLryT7irCyVSqbdengYgcfMZjIZ28t0LhnRihIFSQSQgFAopKWlJRvAgk+ho+HhZfgoknz80uFkGr/sZQb9ewcCAQVLpQ8VZvTDJdH/L1y+GhOLxUzuBl01NPyk2gNeW1uzDMLjeKQDDMfW1pYd3r4svrW1VSew7NuaCLYvLi5aRcO3i8H4EBwkEgnt7u5a1QBn0t/fb/p5W1tbFpR1dXWpv7/fWhSjo6N1ki1U/IrFovr6+qwKwc+4F3BdfX19Wl5eliTT8mtvb7eMN5PJ6K233pJUa9O/+eab6urqUjQa1fj4uFKplB2gmUzGpqWcPn1a09PTdRU+hL2lWoUiEokoHo/XyV5BUFpeXq5LIFKpVB1ZBu1FDl+yQp7n4Wk6OGfaHYjue5C6J6yRABD4ea3PSqVSh00EDoLEUKlU0ujoqMmOoKmKbY2Pj6uxsdFkqwqFQt3IQchEXFQ8CYDJlr2cGFqVGxsbGhwc1PLych2OGTwuZDyP2aSaXC6XbQSlHy/LcwG24NuIEPVov3d2dmp3d9cODRwkle7Da4ecVSAQsAEJrLekOjgCguyeXAU2Db1FWp/Yu5f8orLivzsdEioVHq4DztOT1TxsB1uD1FWtVi2plGqB+vp+QLW+vq6TJ0/aqMLW1lb792QyafAaAjrfjkfAn6AEG6EVzLAJ36VAWxcCI/bOz2dnZ3XhwgUb4emF7uksIDHzwz/8w7py5UpdteX+/fsaGBjQ4OCg3nvvPVUqFX31q1+VVCNRBoNBfeMb39CFCxeUy+U0ODho+7xaraq1tVUPHz60WdxXrlyxwx94ENCMZDKpgYEBe325XNbw8LAd+i0tLdZZeuSRRxSLxSyxYDAD/pXK+9bWltLptPL5vGFvsfdqtaorV67o537u5/Tnf/7nwfBw8QAAIABJREFUOn78uP2cyvn8/LxmZ2fV19enkydP6uHDh/bMm5ubdfbsWesCMVlNkrWw6QgAEeHCr9PuzmQylhB3dnZapbyxsdH2GucWkA4GsXBuEGyiT02xJpvNKplM2toge1StVm0sqU/IV1dXrWIMeYhuI2uNhqcPtnmmFCLm5+dtIhHvTRLA5KfDXRZmyntMrS909PX1qbGxUa+99ppOnTqlGzdu2BlGJycSiZgfXV9ft72wtbWlRCJhGF6mEHLhB7z+ZygUsuouPJCFhQXrBIDPl2TFFbDQ4EbxkQTKBJTex5VKpTpeCph13hs4DF1JCgGewNT4IaszHkk7HV1H19F1dB1dR9fRdXQdXf9m14e+Tf+bv/zLxqaPxWIqFApW0Whra1M+nzeMByPmmPRCxYuLzMdj78hEPEYTcLuXeaJSivxTLBbT2tqaZXPgh2iT5HI5bWxsmCjy9va21tbWtLOzYxhOLzsViUQ0Nzennp4elUolE14G3wJ+qrm52doVVNk6Ozs1PT2tpqYmI5OAwZFqVRjmHns5Iqpk+XzehI6psC4uLtrPz507Z63i27dvW4WaVgsVNtqNyWTScE+S6iqVh+e5Q0DyEAraTTUzCFhrCTKNbwV78DfVP95XkoHCaWVD+mDtaN8D0mfKCp/Hz6nIepKUxyS3tbWZxA7VlI6ODqXTaasoUqXz7XhvM2TI3Ds4xlQqpfn5eYN/UFXwQv7pdFoTExOGD+TepFoGj2C2b2k1NjYagN9jKPkZbXVwakBEpAMCFN/ft98l2XrDEKbF5OEs2MthaSawpVSSIdr4NqF/Tz73sCSXV87wLXlPfvNKAB4nTvWHCle8pcUwo3/2R3+k3P5+3tvbsxGf2Nv6+rpNWwICMzU1JUl1+NqWlhZr8/PdNzY26jDa2CLPkqlBQEra29vrVByi0aiy2azi8bgWFxeNRMG6QjbZ29uzARZUsZaWlpROpzUyMqJvfvObunjxomZnZ/Xss89Kkl5++WX90A/9kIaGhmyE4507dwzu895770mSxsbGtLi4qFwup56eHtvLN27c0Llz50wR4MqVK/rZn/1ZfeMb35BUU+2gki8dwGAk6dVXX9Vjjz1mo4zxvXSHHj58qOHhYb377rsmTzU/P/89Cg0DAwN6/fXXdeHCBSPwSVJ/f7+RBAuFgmF/6XLkcjklk0kjqdJ2x8cxOpkJQXQmJFlHCy4BlV/vq3hP2ue+IwhmEk7C7u6udeC8HVMlxL/hZ+BBIPt35swZk0Ti6uzs1Pj4uPES8I98Z9Yil8spFouZj6tUKurv77f292F8Nv6ScwEJPqrlmUzGYAZ7e3tWufR+amdnR8ePH9fm5qaWlpbqFAw4Q71Qv4fjwPwHU7q1tWWwlYGBAa2urtpa4/v5bCBpPKt0Om0Dbfj9ra0tg1fgM3m/UqlkI0M5Q/h+VM+BMvmzVzrgafguj+9GhkIhBUslvfz7v19bpA9Bm/5DPw702x//uHb3jWtjY0PhcFh7e3vKZrM2ZQJwN0bhJUsIzCAv0QYNBAJWTj+sNUowhONAFxTcR6VSMYLQYfJDtVpVJpOp03bDmAhYmHkLGalarY0eQ8JHOpDz8JqWc3NzqlQqxqAm8GxsbLQ5w+Fw2FrTTOq4e/eugsGgMQ1p+8JOh0U+OjqqyclJPfroozp79qymp6cVCAQ0OTlpGqkQnCYmJtTV1aWGhgadPn1ajz76qJaXl/XRj35U4+Pj6uvrs0Oou7tbbW1tKhaLdXqKBEN+pjttc6RRaL3hTNigvuVI+whtS0l1zMVkMlkH8vd2gQPhMPdwh8PtXMaIkqwQ6PAeTJK6ePGiBgYG1NzcrNnZWSM+ef06SRZ40n5EAgXAO46KthrBIDaOLTc0NGh6elqxWMzIXT64IrAieAwGg4pEIurq6tLW1lYdXo31ZQ29JBftaxxjS0tLneIEdgceFFumPbW5uWnYUohHpVKpbnwqcA32J6B+MLA8NzBUfDdPQOP+0BakBeYxrTh5nuHhwNY7/2AwqEC5rGf3iTz/9AM/oMo+lABcJ/9BzGImO8SYtrY2C6LB97EW2JB0AA2hBU2CwKQkAjRYzLOzs4Y7ZZ0Yg7y0tFS371BcaG9v187OjnK5nOLxuKkZnDp1ylrI2Gdzc7O+/OUv6+2339av/MqvaHNzU/fu3VO5XDbdx52dHZN8Aks5PT1tE51aW1sVDAb1yU9+UvPz85qenlY6ndYzzzyjd955R4888oh6enoUDof1v//3/1Y6nbYA4t69e1pcXNTnPvc5ffnLX9Zjjz1mxLCtrS29/vrrGh8f1+OPP65CoaBqtaq5uTnTAO3r6zO/0dTUpC996Uv67Gc/q3fffVexWMzIRteuXVMkEjG5tMbGRs3OztpaNTc3K5/PWws4k8lodXXVoDLgIVFqQQsZu8DHQu4CuoMvgdxJEuUDLpLC7e1tbW9vK5VKWfIXDNZGVVNoITkhidrb27NEFGLqyspKnaJEpVIb18xz8iORwe9Dwtze3tatW7d0/vx5GyUMFKW7u1tLS0uWKBAME0ij54kPBPscDofrgjTgMVINGtLU1KR3333XsLCxWKxObgqeBr4aPwE2urm52fwPuE34Gaz37u6uYrGYjeDl7CoUCgZzA1Oaz+e1sbGhnZ0d9fT0KJ/P288pMrGP8Sf+XOd88bAkzjF8BJAq9ib/4b+3t7fVGgqZTzoaB/r9vPYPht/7/OeVdxkkG4pADdampDrdQrIcXzHhsGNzeayW10zk9xA5l2SHye7ubt0MdfAlBH4dHR2G2enu7tb7778vSfaZVFghZZB5X716Vd3d3XYIpVIpFQoFyyCpRE5PT2tsbMxkVliXRCJh7O5wOGx/5oJoAoGAkahSjWDU3d2tBw8e6Cd/8id1/fp1PXz40IgJBL1f//rX9fTTT6tQKGh4eNgwqZlMRisrK7p06ZJu3rypdDpdVxldWlrSc889p5s3b6qrq6tOOufGjRvq6+uz4JHvBWMdRwvgH5wcjo5NTMXQJx5cBHEeG3qYXEB11mMHURxAZ/QwsxkHSLBZqVS0uLhYh32KxWLmbPi/JwkBboc4B7OV+25ubraArFgs1lWKIaNcvXpVTz31lEn2SAdSYlRNONS4dy+eTeXaP5eWlhZz5B6TzF4iEKX66auSXGDHIPLQtWCv8sx4b5/1s9fBilLVZ6/6Z03Q6MmJ7He+++FqOgcX7yepbr/4AHxnZ0cN29v6r3/0R5JkI4qpPpPkSrXEi2SBe8c3SDK8N/6DSozXNvRVZZJK9hKHIEFSqVQy4h42QdcI5rMPABKJhAX2ra2tunr1qgYGBiQdkNJQScDuqKCtr69rYmJCAwMDhj0cHx/Xo48+ap89NzencDissbEx3b59W7u7u0YiAtvIsyFwYyRne3u7otGoxsbG9MEHHyiRSJhE0Guvvaaf+qmf0ksvvaQnnniijnktHUg7nT59WnNzc1pZWVE8HtfMzIwkWYX35MmTmpmZMYLolStXJEmPPfaYAoGAPvjgAz322GPa2toycqVU82EDAwMmvQR5DP9P5ymRSFjwhX0hw0Xy5fGSrEWxWDScMNqUPslraGhQLBbT4uKi2T1+hoAXHCg2hY9kn2FzvpvE632ngz0oyZRrICjhA8D0x2Ixzc3NKZvN6tlnn9WdO3dMtkiqcQJ2dnY0OzurWCxWp9cpyXRd0TXe2NgwDU7uPZlMan5+Xpubm1ZUYN3Al/MdWGPsiUIHJEtfuaTDgLZtU1OT5ufnDR9eLBZNKcPrLvPcUAOpVmvDXNbW1iz5lWS6pX6vc/nkF3/mCU7gr+kY+gqqVDu3QltbeuWLX9T+5vx3Xxn90Aej//fv/q7pjHrpGKlmDFR0pAPGOQewz0akg/YvhxEZIK8lUCGrxSAkGQA5EonYwchBIR2wOWkNEPywacn+IC5UKhXFYjGbRHHu3DnNz8+rWq0ay5nsW5JlzdFoVJubmyqVShoZGZFUc7RUyBKJhLFXWave3l5tbGxYG7ehocFErSXpySef1MrKivb29nT37l2dOXNGra2tRjIiCIxEIlYdXFpaMggCzFfahQC7feuWNhotWL8xqUZT+fFabxBpvPoB2THPlOEFbHAvsuzbuWSsVN547mSpEON8lg7ZCcfmAy+mzXAPiFnzzGnVEWTi/AhMCMCxJwhYvg0PFGV1dVX9/f11hxlTQXp7e9XY2GgtR6lGHEBvkqoNSRTvvbe3p2g0akGL3zMwVT1sgMob9+5B91SGfaDM4dXZ2Wl6f37vUonB2ROE+8rp4T3HM+dA5XtQVeDyBDe6DJ6s6JMDDndPXPPKAZVKRRvLy/rj//bfJEm//dnPam8/yM7n8zpx4oTtOfRP2QtUYP3hDpwGTd1SqWSHEIQQbJNk23dvSEzwOX7aD/uWqVW0Wbm3YrGoRCJhwwyKxaI901OnTplNAVnZ3Ny0oCebzWpgYMAGejQ0NGh4eNggCENDQ7p3756OHTtWB0vygUcikVBra6tu376t/v7+OlH+d999V48//rhVRYvFoq3rCy+8oL/4i7/Qiy++aLYF81yqtcmfeuop3bp1yzosXgrnk5/8pN544w2tra3ZlLiOjg5jjV+4cEFXrlyxjlU2m9Xg4KD5QCqMVLbQkuaiA0YHhEBEkubm5jQyMqJcLmfThKiqSTX/SccJ6A1kWUnmjzw8zMOamPK1uLho8Cs/oILKHAk3Wqs+GPayiIlEwgoV+GTUYSCh4Z+pnqLv7TszPHMqpZ5lzmfPzMyovb1diURCoVBIy8vL5mv5bvPz8zp+/LiRWw+vC4kXvpl7A/JCx4LA1RdxkD4DGuEJpwT4FAT8QBSp5ofm5+etWo+qjIeIecggBQfpQHuWe0fRAHvzah5AA0kgeX04GNQv/+Zv1m7mQxCMfujb9P/PyIjao1E7mAgYPZaCloLXpPPyKTgIAgM2JtgYbyS+6kKWgwPyVYaurq66wBZMCJUzRuttbm6qWq1Nqdje3tbU1JTa29sVj8c1NTWlgYEBwzeVSiX19fWpUChobW1N5XJZqVTKAlkPC4hGo1peXjYMFVijbDarkydPGiygo6NDMzMzmpmZ0TPPPKPHHntMhULBnPfw8LApCExPT+v06dPa2tqyFh8VXVrlyL6AkWWj4YiSyaQ6OzvV09OjeDxuGXVbW5saGxsVDoetRQxWzjs2Dm6qXbSKeYbIHRFksk7gRb0kCs+fKg7vRwsFZ04FC2Y+DoeAi59JByLQBLFU2Lg//t3L8/hKHMkOf8fpsNZ+EgpJC3IrgUDAxt1KMsgKla69vT0tLi7ahC3s1E+HgiHP2hO0+IlIrAvVS2zYt/HBRXLgbm1tGWOX58TlMWS0wcBrBwIBg9t4qMvh9iRs6H8puQAOw+fwc9px3q5oy3FoYGf+P7+nTY1hZ0efeOcdSdJrTz+tSvBglKhnxJPQkBzAqMUuvN0CuSGZ4fOodHpWPa+jVepx0BxaBFjVatVa8CSFVFmwTYLAxx9/3IKYeDyutbU1TUxMaHd312THIpGI2traNDAwoDt37mhwcFB9fX1KpVIKBoMaGhoyeal0Oq2ZmRkLWiRZdXx7e9vwxQS8q6urmp2dVT6f19mzZ1WpVHTx4kVNTU0pHA7r9OnTGhoa0sOHD/Xcc89pYWHBKllg2zc2NnTq1Cn99//+33Xp0iVbz1AopNHRUUWjUf3cz/2cQqGQBgYGDEYyNzdnkmYDAwMKBAJW3SIgYf2Wl5dt7RYWFjQ6Olqn3gDzGdhILpf7nmSCBA/7y+VyhiWVDtjX5XLZhhKA56ZLsrGxYS1oPo/zLJlM1iXO6ItKskTxcMXVS7IRsNG98TAWjw8He4wviEQi9h6FQqFOJo7BMDs7O5ZMc6aydxgzynfwuuAexw40iESDtccXLS0tWXxAm5uKZChUE6wn8ES1AN9L1d4rdfi1KpVKllj7MyscDmtqasoCY4oS+ED8C7GB797iq/g7CThFi8MJM3bLM21raNDlfbz1UZv++3ntG8Hn/st/UXwfpE7WQDuNw54MkAoeuBEveSPJKghep5L3YgMgUbOxsWFBjnQwMQajQcoDMDQkFip/jz76qBYWFmzySjabNdHe999/39pE3Pv6+rrOnDmjra0tCzLQApRqWVg6ndbS0pKRP6hYLC4uKplMWtbU0NBgmFKp1hosl8taWVnRBx98oI9//OPa3t62ShoVPdYXB4rp0KahGrq0tKT29nariDz//PPK5/N2QM7MzGh1dbVOxgZH5ifv8Nngu0gKwuGwPTMqMJDCcPx8VwIx4Be0dIE3EJAQOJCA8PxrphawJORwS9dnut4xs060aXEk3qZwRhsbG2Y7/xKhDmeDTBKHE3iw1tZWNTbWpoPgULH/lpYW03skiJUOKmTI6DBSj+8C/CAejxtUAeiIJKucsZcI4P3kKoJx1tbrD9KFQIqGveEhCLwfzpfLH45AI7wWLevF+4Fl9W1+T4DzlVDWnd893NLn5/yMgyK0taXf+MM/lCT9wa//utb3g1ZIKXNzc5JqbfpoNGoDKDwmVar5oPX1dZMv297eNowo9kx1FHyyxxBSjfaHHvch1ar1tBLn5+c1NDRkhxeYw93dXYXDYY2Ojurtt9/W5cuXJdUgMyTNBMkEAJJ05coVHT9+3ET7kQzyVWHmvg8PD2tyclLHjx/X/fv3JUmPP/64pqen1dh4MCGPbpJUIwml02kLNsDXY29nz57VnTt3zJdEo1F7VkhNXbt2TZ2dnRoeHta1a9dMOu/FF180mSEv4+NH6zK1i9+JRCLmpzo7O60YACGJZ8kVj8cNA+0nHAHFwe4IcvAjPF9PnvQXAWi1WptkBJTH22lra6vW1tasctrV1VWHn/e+HJtmr9MVwE/7kZh0d+AcsF5+CpwvJpRKJQ0ODho8ApJeLBbTwsKCKpWKhoeHzY+AYX748KFJWvnuE3uTtSKo49+BrGxubiqVStVNHKNqznpIBzKI/t/B9qdSKUsAsUfOFul7B6Tgn7FVfx7w+/g2glxe6wsjdJ88YREcLJcvhPFMtbHxodIZ/dBXRt9+/nnt6KAiFQ6HrY0LbpTJFxgEI8cIEDxuzFfWMAQCEYDnBDBUWzyzsVKpqFgsKpVKmUAuLMDm5mZlMhklk0m999572tnZ0ZUrV3T//n11d3drYWFBk5OT2tra0vHjx1UsFo28gSZpc3OzCoWClpeXrY22s7Ojvr4+Xb161dqV3jB7enrse+CoabfhADc3N1UsFnXx4kVdu3ZNhUJBJ0+eNHwOBwaVMZjC4NK6urpUrVYtGLp//74uX76svr4+TUxMWCtwc3NTy8vLddk1DoQ1R9Qf5wrOtb293Ug1HBhkiL4KjUPBsbPpaSN3dHRYa4hsF8fNaw8/U5jy2A2YKnQBCShoqfC9vCaodDDGjWcq1bJnggaCLEgsVEZZ556eHptKQtuHQJ3qCGQ1gPc8L9aGaim6h2jt+XWjuk7Lj3/3gZP/Xp4sRLDHAcm4PNaDygNVcz+9imovBzCVJ/Yga0jFg/1IZ4L7ILEgwOZw97hwDlcPx+H9PU6OBIP3gZTjE4zOtjarQrz9/PPa2T9MwHVzYEciEc3Pz6u9vd0IZTCsGxsbbZAF1SJIjZA7vHIE1Sjeg+ob1V4SsZ2dHasYDg0NKZvNqlKpWJJHAApEp1Qqqbe3Vx988IG6u7v13e9+V5OTkxobG9PKyopBQm7evGkYS+4PYllTU5PGxsbsu1DVf+211/Sxj31MS0tLSiaTmp6e1uXLlzUwMGCTnNjf0WjU/Epzc7OSyaTZK3v5kUceUV9fnx48eKBqtWrT5pj6Q2fkr//6rzU8PGwB6rVr1/TRj35UP/uzP6sXXnhBf/VXf6Xe3l4LMH3BIhgM6vTp01peXlZXV5cRPPEHgUBAq6urhsVdXFxUa2ur+REqZbwXVW+qjvgNqZaMoBuKLdLip8OC/YOfpwqJDREAhsNhgxFhq5wh+FzvJzwMiP1BkgYkCV9H1ZTEva2tTQ8fPqzb97u7uzZowBNrZmdn7efAHqjoQe4l2OWs2t3dtaoo56IPyEjs2APsT08+ZfohWHa6NX7yFLZLTBAOh22ITlNTk52tnD3FYlF7e3sGWYI4xd4kiaGDBMTI+xgSTklGjuMs9N1dn5xgG17/2XeBg8Ggyhsb+ti+VviHoTJ6pDN6dB1dR9fRdXQdXUfX0XV0/ZtdH/o2/W9/9rPa3P8zch6dnZ2qVquamZlRS0uLsT2poPg2nm+rtrW1WfWGrISfgaej1U+2S0YFiBmcWjwet+xRqrUtxsfHdfLkSS0uLiqdTtfNRv7Upz6lmzdvqrOz07QIk8mk/vZv/1aS9BM/8ROam5vT4OCgstmslpeXlUgkLIP01SfkRWgNUi3L5XKWdQ0ODlqbZnt724gqt27d0uOPP264MUkGWl9dXTUJpZaWFptOcvLkSb3//vtKJpOKRCJaWVlRd3e3tfXB/z148EDd3d0qlUqGHZNkFTCySWSR+GxIKmTiXi8UeQ6IUzw7r6FHBulbvby/l/OgNeKZpL6iys+oYlCFp/1GZuwzWKSIfPWSbJ42p2+D8Qx5br6yXiqVjDjCd4CMxVg+P7mF6jE24olhTPeByFStVk3JgXunFe8rRF5jlQoGEAE/wYnWI2vc2tpa196jku0rzV5hgbVENxiWLa/lXnxb2leTeF8wWVQaeKYen0lFgXX1zGIP8fCQGKrAfH60qUn/+Vd/VZL0J7/928rsdwto6/kZ6Ch1tLa2KpvNanNz06bEgcNta2vT7OyskRjYi8BU9vb2bJoMRDl+jg+g5eq7JEwJ297e1uLiYp1qBhWuZDKpiYkJ86W+Hei1GIeHh/W//tf/0qc+9SlJ9Yxx9uaNGzds34EDv379ulKplD7ykY+oUCjo5s2bkmpdiTNnzmh2dtZgIpCgpBqRZ3Fx0Vj/x48ft1GlJ06cMJY/e+XGjRu6dOmSpBoB9J133lEqldJf/dVf6eWXX9bbb79t60q1mxnz09PTpswi1djy5XJZAwMDmp+fN5InbemBgQHdvXvXqot0lKjm06peXV01X8bZ0dDQYNVP/I33M3RNkGOC6Or9GX6iVCpZOxl757lls1kjWrH3pQNsKLbmtX2593K5bLbmIS9UOznz/JmITVFpphLc09NjI1V3dna0sbGhc+fOaXp62iS8gE8Eg0Hl83mNjo5aZREGO98Lnw90xd8bMCf2ldcB7ejoqOM7APkBDwz5L5vN2powvRB7J6agAu6hG2i6rqys1DHnD0PAWD9w+VwQEPk9j62nA0TFlGeCnW1tbamtWj2aTf+vcu1v8pd/4RfUvo8ByeVyhmHyhAkvIwE+b2dnxzBX/pCRZG0vWhrSAVkFmQgM/LAWGMYRi8WUy+XqMKcEaji4SCRizuru3buGBQsGg+rq6tLi4qIxKhcWFgwDtru7q5GREd2+fbtOLH5lZcUEtj3LmRbN2NiYCoWCNjY2tLq6apsG0fS+vj4dO3ZMX/3qV5VIJGxTwkplbFulUrFRf1JtJnUsFrP59qlUqk6+A8FoMHB8Z4+d5D07OztNC09SnbQNAuCeyQ9eEacC+SabzdaZC61hnBab3OuR8mxpffP+zIunVUtQdHjmOjg5thT3SlDjyUTYBEEh8i4+mEV2BHhHU1OTent7jS0KrjAcDuv27ds6c+aM1tbW7JAZGBhQLpezveBZ1xwQrD8BnVeYiMfj1mL1a8OzAyoAgcgndrTzpAO2Ln/HJj1el5Y5exDiBhqkBJXsNbDekGg8W54kgOcNzILPJ1D2rg9IB++P4yfw9Wx7/7t8l71iUb/5x38sqSbttLNPgGCAg593vb6+bnCajo4ONTc31ykdYNMeS8wFoQx7hv3rfZeHvXhymiSDywwODmpqakqjo6NmL6lUSn19fbpz544d7FtbW7aXzpw5o1wuV3fwj42N6S//8i8l1fCwQ0NDJj+UTqeVyWTs8EYqKR6Pq7e3V++8844qlYp+8id/UpL0T//0T5qamlIsFjPN076+Ptvr+J63335bAwMDamlpMfze7Oys+crm5ma9++67+pmf+Rl961vfMnuiRf6Zz3xGP/ZjP6af/umftmAS3/bgwQMNDQ0pGKzNuse/5nI5PfLIIzZucmNjQ5lMRqdOnZIkTU1NmZZ1W1ubHjx4YHhrSUYexWcCX2F/cCaxJxgGgT2TrGEPnqRD25595hM03h+8qYdRePkl3gv/DHaeeydY5+c+wUUqkBZ0PB63hPjOnTs6ceKEDTjA1ki+uEeGK5RKJRWLRcNwSjUfjSrO3Nycksnk9yhfEJx5NRIfUHOuksBLsu+Dfmw+n9fg4KDZhH8GELM88TIUCimdTmttbc00dcFq85qRkREblc39EXCSrHB+MOueC+UNAk2PW6fw4rXAvY8tl8sKlkrmk46C0e/nFTiYwMQie9Yp1a29vT2T+WEO8+Hg0xMfwJtRrfGYFI8986QCSbYJwPh5eR1+jkYaB4Z0QLpClFmqBWAQmjhEWlpaDLNEVu3ljOLxuE2CQGYCLc779+9rcHBQ77//vrHjo9GoVYypiExOThrudmlpyRwnshiFQsFIBX79pJpT6uvr09TUlPr6+kzomd/r6uoyPKlXIJAOJGp6e3steGLdPcOwqanJhJPZtE1NTbZpCZj9NB7kgfh9vjOf7TNOgj/sSKpnwpLo8Gw5AKiKg7HypDUqAiQjLS0tdgj4WdVtbW1mVzgUkggIdVTjfNUX7FpLS4tVFLCj3t7eOlwpVQ9/76whGE0+GywSeCQONJ65DwA9xtOvG0HTYU1XSfadwKpyIHtnCp6TIN8HqjCwCeoOY0oJnvlMrwKAbXmCBwc+rwdLTbXBB5/gBP36pdrb9TO/9EuSpD/9wheU2WctQx7kcAUrOT8/b1X9dDpt+7yrq0v37t2z6iYWCqJCAAAgAElEQVSVSz6foIKqIQMuqEYiteRJFMgCSQeEvqWlJSUSCVUqFQuo3n//fauQw8b2UlKFQsEkiGZnZy3AY8JSNpu1QCqTyVhQ4btDLS0tyuVyikajOnXqlB48eGD2WqlUFI1GLSltbGzUO++8o3PnzkmSDQsg4fUBaCKRMMLk5uamnnvuOb300kt6+eWXJdWqWPiHN954Q+fOnVMkEqlTcTh27JhNiUqlUjZNiAss/3vvvWdqFHSHOjo6lEqlNDMzY/ZKdVqqJaZgH9PptJaXl60ogU2Vy2UjvFD9lGSkS2yRDhWBOPefSCRMP5VnL8nsARy6lxOUal01HyTBxidx4UwDl8p0LZ5ZJpPRpUuXdOPGDQv6SJhPnz6tbDZrhK5kMql8Pl/nf+PxuAqFgp3bHR0dNsGJPQ9eMxisySF6wh+dRHwoZ2J3d7dmZ2ft7EgkEkaEkmTnJ+vOhCjsMRaL1e0/uAk8UwJMJJfoYJB4UpiiYwSBk+8OPhf/7JN5EmKvd+0lC4lV8JN0f7wSQrukz33hC9p/yEfB6Pft2l/0L77yirL7B2yxWFRvb68ZZaFQ+J5MpL29Xa2trVpZWbENhqPmIPVga89e9BWif4mhyyGGEyA4lWqGC2mIsWeS7PWw33t7e3X//v064LIkaxWurKxYmy+RSFhwgUxUe3u7vcYbJi3+hYUFm6pCYDYzM6N8Pq8zZ87owYMH1k6DBQtpBge5ubmp8+fP69atW5Jkazo5OakzZ87o1q1bOnPmjGXBHPSMXqPd4asSBJ20nHktjjgej1sF1Itj5/N5C0zQ2GTKi1QLPvP5vMLhcF2Q6+VA2tvbrSpIhQ6HlcvlLBClIoe9ULWtVqtWOQWAjr2QsHiFBxwMtlIqlZTL5Uyqy7MtW1patLCwoDNnzmhycrKuOtnV1aVAIKD19XVbJ9QepFpwQLWVw4xDZGFhwdaECg4VRGxmfX1d0WjUqoxAGvju6D36ZMBXTAjSPXnIvz//TjBJwsZ68ZlUdFmX3d1dq5q2trbaenpHjmOnYuAZt37PspZ8R9ad/QNZgYBVOlACgMzV0NCgjkBA/+ev/7ok6Q9/4ze0oVoAFI1GLSnmvWn14U9aW1stkGK929rajGlMZUo6GBvMVKW1tTX19fUZJKetra0OZsQhy+vv3btnIvbFYlHxeNwCsHPnzlklOhKJ6OHDhzp+/Lity/T0tHZ2dtTb26twOKyFhQX19/fru9/9riTZ7968eVMvvPCCJiYmNDMzY0ltW1ubVlZW7LlCTjl79qykmh+5c+eOzp49q/fff18XLlzQP/7jPxqbv1Kp6ObNmxoaGlI8HlcwGLSqLRXonZ0dDQwM6G/+5m/0iU98wgTzn3zySX31q1/VZz7zGZ04cUL/83/+TyP8SLJuzsrKiorFonp6eurIeolEQnNzc+bT+/v7tb6+bhXtxx9/XOPj4+rv79fKyopyuZyCwaAFJj7Aph2Pf15bW1M6nVY2mzV7oMIp1YJF1C6Wl5cVj8e1vr5el3AT0DQ2Nlo3g70I3AU7Qh6MvYZviMfjVvmm04RNNjQ0aGNjQ/l8vq7iW61WtbW1pVwup7GxMUsuOQNXV1c1ODhoBCXuhWc+PT2tcDisYrGodDqt9957T8PDw9ZKJ2GAcEknhOfuEwqmg5EoFAoFxeNxI41yz6wL+zgQCGhlZUWpVMqqy9gbZ0pjY6PFDbw+m80qnU7b/eHf8HEQmYBhQC70xQzWmsEiPlAlHgFKBAlQUt2wEX7uSbHBYFCJ1lb9/Oc/r/2bOQpGv2+Xw4yW9x/+xsaG+vv7tbq6qnK5bDOKMey+vj5joRMg0eqSVFfZwQAxHHAdVIRCoVBd64/siZ+Hw2HNzs6aYSPMDZsPdijYmeXlZQWDQXV3d+v8+fN6//33DbMiHWDBQqGQtZJ8K2V9fV2xWMxGhnoZkO7ubg0PD+uf//mfbWN4zGcikdDTTz+tBw8eKBQK6YMPPrCKgyTLwKhqnD171kaISjKdTsZqLi8v17W6u7q61N7erkwmY21pqoas9YMHDzQ8PGyVGQ5+pIcSiURdC9sLF8OOJ3gHQiEdzH0mg0YWhJ/j9Am019fXNTc3Z88NIW6y4GKxaM7Gt7Q8bpHvTZDlp4ZsbGxYoE2VZG9vT4ODgzbVyFfo/DMgeOKA4/Ci+kUL2E+fCofDVkXv7e21JIjgZHV1VblczvBTPpD2+C/fBvb3BnQBVi/r6rN0j4f1FRECf497Yt2xdbC+vAfPjAMPRQmv5elZ7qzd4UMG2/WdEu6XyifJJkG6t1fuhwNkc2VFf/RnfyZJeuWll1TZr1Tn83mNjY1pYmJCkgxWQQeiWCxqbW3Nnimi73Nzc4YD9kx/ICZUo2EjU+0CUsIasN9ILMfGxmyM6NbWlo2JxV7Zlw0NDTbqkApcuVxWLpcz9Yy2tjbNz8/bujU0NKi5udkmk4VCIQs+JWl4fypbd3e3mpqaTOLp6tWrkmpTju7cuaOWlhYdP35c//zP/6xTp04ZfvD48eOmr4pN4K/D4bAFD83NzTp58qSuXbumZDIpqVbB/I//8T/qD/7gD/TII48YxpG9yh4hyC0UCiaVJ8mqXnw3gka6TxMTE4YLZLBIf39/HdwIfCGdEO/jmMhUrVaVzWbrWsyxWMzUNKjUeZsAj01QQrfGw1qq1Wod5AacPnubYD4SiSiTydSdi5VKxfDPXlEGez527JidRcvLy9a5kGoB4urqqk6dOmXDLVZWViwpRmKQqnupVFKhULAEhsERXokgGAyazSJH5kXrCbIJ+IH0oCfKvYOv3d7eVj6ft6q+x5azfmtrawoEatOdOJPpWvnzFl/DXlxfX7fzBb1S/+w8dt1DhxoaGlQsFq1D61VhuDd8Px0ozjmuxp2dI8zov8q17wD/9AtfsGAUkDGtarAxPEA/O9zLwfg2os9YPWCYrIQKCgepb/OkUinNzc2pu7tbi4uLdZMiGhsblUqltLS0VJdpYZjZbNbaaTMzMxoZGVFHR4dNYNra2tLY2JhVfMm6OdxpvRGMkyFLMokqNABDoZDdp1QLFv/H//gfSqfTOnbsmC5evKiJiYm6QwagdTKZ1MOHD61lItXwZ1euXFE0GjWBYelAa66trU1zc3M6ffq07t+/r0AgUCeITgUNJ0uAyb0jgu0xjT4YopLkM1E/pMBjDnlu3tH6jDQYDOrs2bO2qa9evarFxUXLrn1llEDST9CA1CQdTEjC+UM4+djHPiapVhWgrfrgwQOTD/Ht30wmo9HR0TqNV+7Nw0K4h0QiYQkOY1qpsBEgSDKs4GG8mq/+UT33UAOeOc/Pjywl2ZIONPqQd+Ew9kEtSQf3ztx2bI6LyoMf94kEEYGdDzCpIngJFCqYvN53HnD0h+EXHAL8m3eV2CX33tvZqf/jF39RUk1ntLo/OYW9gB5mIpHQzs6OBTbSQdIgHWhGeiw6wQn3cTjwP0yqa2pqUjabtQOuoaHBKv3z8/NKJBIqFAoqFos6duyYtWMJWpCr6e7uViaTsXVpbW3V448/rtu3bysWi+n69esaGRmxexscHNStW7dsIg6EEwITBmFcv35dTz/9tKamptTS0mIko1dffVVnz541Karz58/r7/7u7/Qf/sN/kFQLKBsbGzU3N2dT47yNbG5u6iMf+YitGcERnz03N6dQKGR4fqrW0sGUoqmpKXV3d5tsD8EqlUJE4+ne4OP6+/ttVj2JEZPnsBf2C5qaXveZZ0ii5avh+CZsraOjQwsLCxaQMWK6ubnZYEBeO5N9BYGR/Y5PgWdA8gSJkgo6Awa89if7nAldfLZ04Hew7bm5OR0/flwTExN1nyXVJsHRFQSa4s9FbIjxxR0dHdYhlGSfSRcDOSvWC3/NfvbFhM7OTi0uLtrwF9aQswOyFjrMYP49UbKjo0Ozs7M2xtqTiHjulUrFplq1u4AQP+X9spcC9FAgCme+O8TnkMh7nki1Wj0aB/qvdrlgdH6/8onThdnr9b8k2aFKBkNWwsXBykP1VRM/5syTJTCeUqmk1dVVnT17VjMzM5ZheVwkrGMyXdouUi0gJJDs7e3VN7/5TfX09Nimp/I5Pz9vc2795zNuk/Zrd3e3OStayEwm+eCDD/TMM8+YM19ZWdFHPvIRZbNZ3bt3z8SqCarQaiOo3dvbUzwet4117949nT9/XpOTk4pEIoZf4bvByAWkDYHKY/oI3MA+8dngCre3t609RZVaOlBAoG3Bc8Jx+gSEAMazi30lkFaHxwfSwkKsnESEdaV1hf2BzZJkrSnwQr51zGdvbm4a45pKmw/I/HQW9Gu5fzL9hw8f6sSJE5qfn1cymbTPf/jwoX2vrq6uOuws6go4W/BS2BX4TTCqHnIgHVSFwSv5IJbvDlaLio1PJrgvqv/sSZI3RvlSpVtfX69jJvPvJJa+qyEd6OH6SgfPzROrPJ6UeydA9kx6X+kneKDlVi6XVV1f12//yZ9IquHYKy0tGhsb0/vvv69EIlFXiY1EIpqZmbHEN5FIWLuXSVK0sT1Mx98zZD5smouuB36M4IbXM5RiZGREKysrhtXjmTU3N+vixYtaW1vT1NSUyuWyPv3pT0uS3nzzTcMLEhBTwZWk8fFxdXd3G9SEIAC7yWQyZtPYXiAQsLHFbW1tev31162yODs7q+eff96SK2BJ5XJZIyMjFlxKsoDh2rVr6u3t1fT0tEZHR00f+Yd+6IcUCAQ0NzenpaUlxWKxur0O9AnljvPnz+vBgwcW9ADdoWJVrVbr9sPm5mbdHkPPGt/Ac6XCuru7a8UApo4RPLE/CYq2t7e1srJiZJmWlhbl83k7mxDQ7+vr0/T0tLG4wV1yXw0NDerq6lImk6nNLt9fO54nFdpMJqOuri6zSSp85XJZ6XRaDQ0N1lU7ceKEgsGgrl+/bnPku7q67Jneu3dP0WjU7B98OAnQsWPHbHjB7u6u+vv7defOHUueCMiwe/gFPgjFPx3e7+BqKd74jib2zvkBuairq8uUL1CtSKfTmp6etumMhzs0xBWBQMDG6Uq1sysSiWhyctIKMEAVpIORyyS6vptE8gw8gZjjsI/zxRlfOd3Z2VE4GNRL+3rsH4Zg9Ehn9Og6uo6uo+voOrqOrqPr6Po3uz70ldGXf+EXVHEkI9oo0kEFg3YwUkpI0njcjiTDJMJw821LMhaY8jAzvUZfd3e3pqamjJF9WKYnkUgY2xrskZd+2tjYUDqd1tTUlJ566iktLCwYAL+3t9cYdU1NTdby4spkMurs7FQymVRLS4tlqpIsQ6fKA8GLNg4VvbW1NcXjcYVCIS0vL1srhVYmuoVgIcnMyfB5n0AgYBpskuw9V1dXrbo4NzdnLaxgMKiFhQXDZnomvtfm3NzcVH9/vzY3N+tGldJ28hmrH99KBYo2vR8nCr4J/A06gfycMaZUdHy1iqotygDIw2ArvhrIGmaz2TqlAEgHtOA8rpJsOBCoTXjp6OgwTBo2BbQhEAhYJdHPbgb7R5Wcn83OziqRSBiG+bAsCVhbLwdFJVOqVZJgmyMz4rGaXpmCdndLS8v3yHmRzQNj8Bp8tNIhNvlKEVUCquqQ0HguVPlgxXuVAjDQrBv/+cop909Fn9Ypr+d3eK7JtjbTGf2/fud3tLJP5EilUnXwhsbGRiMHeoUCLyGXy+VM8xFiBDYFXhKyDjgxcPEwubFRoELc+/T0tJ577jk9ePDA3ofqXywWUzQaNVz98vKyIpGIVcHC4bDi8biWlpYUj8dN2gnyFRAD9jx7ip93d3ebggR453A4bH4EEuPs7KwuX76sxcXFOnk7yCvI/4BzxibA7E9NTSkSiaitrc1e++d//ucaGhrS8PCwlpaWdPnyZSMr8dkoc4CD9RrVmUzGyLDIHEWjUd25c0eSdPnyZe3u7urq1asGP0kmk3Z+rK+v25kQjUbrWvylUsn8Oa1ySJmSDFNMOxdbgrHOvoer4LWwudhH+DO0TrE5iLHt7e0KhUJ1MAD8FrbMxCdJun79uk6ePKl8Pm/yU319fQYlYjQ059uxY8eUz+fr1CEWFhbU0NCg06dPa3x83HRQpZr/7e3t1dTUlI3m9J0vqpU8l93d3bppVuwX5KfQGuV7VfenUsViMTU0NNT5Z87o7e1tszvOTukgvgBewL4gJsjlcgZzwl8yzls6qIxS8fXnlp8CBQTBY+qRc/LdHd5HqsUrDdvbevn3f1/7BvjvvjL6oQ9Gv/jKK9pxrUEeWKlUsmCPoAzdUFqph3EWHltG+5C2ZTgcNsyfl+zhkAiHw1peXjbsDMbhgyrafbT/CDAk1cm1cIh6nVLkPgjc2tvbDdcnyUbhQWBihKZUOwBpP0EiOnfunG7cuGGfDf4VLTVYvZIsmG9tbbVWg8dTgWMCbN7c3KzV1VU7KGgN0X4ngPEtCZwvJCKY9p2dnQoEAubYC4VCXbsXvCiBBcGih1/Q5mnbx/F5XCYBG2QPSGs4S/CstG497AN2pG/Zrqys2Gt9ICfJ7pPPJlgjKSAY9Fg4WOAkNr29vaZikE6nTYIHrCqqB9gMJJRsNlsnvt7b22tM11KppNnZWbW1tdkzYy8RqHtGp3Qgzs768nnYBIEaWFLW0ROcgFV43C7fnYQB5rnX32Ot2MMQKzyOmEDOwwY8IcEfKEAnPDnOM6l5jf+eh3X/Gra3bTb9733+89rdT1obGho0MzNjQXx/f7+SyaRWVlaM+BYOhy2w6Ovrs3GdkOK6u7vrBlB4PPhhgpP3gUjHBAIBGzBx6tQp5fN5m3FfqVQsuZmamqrDNdKG99qKDQ0NlrDk83k1Njaqv79fUi1gO3HihKanpw33DalUkr7xjW+ov79fiURCsVhMs7OzdXsEdQZwnTwDkm4wf/jQYrFoe21kZET/+I//qI9//OOKxWJaXFzU2tqatYOffPJJbW1taWFhQYFAwDQvfVAzPj6uwcFB07RsbGy018/Pz+uJJ56oU6GIxWLmGxcXF3X27FkLurq6ulSpVOy5s2/AgQPdkWT7lyIF39PvNXDfwKA8U5959/75Q5iRDs499qH3jdIBBIwzSar5er57b2+vKZgQuEIMIwDL5XKamZnRpUuX6ta1r69PhULBCJzr6+va2toyPCp+IJlM6tq1axoYGNDMzIyef/55SbXk6e7duxodHVUul1O1Wq1bdwJ4fHZzc7OtBevG94VsRYGnu7vb1iabzZpv9zqhiUTCxquSQONT8BlgQikU8dwIblEjALbni0heO9yrEADpgwsBvhl/AykW3sBhMrYkhba29Ot/8Ac85KNg9Pt27RvYKy+9pIAjTSCm66trnvjAZiVQ9BUTgNgcpF6bkACHQ8JXXSSZxmcqlTKRac92b29vV0dHh4rFotbX19XT02OamVLNmY2MjOj+/fuKx+OGoQRz5PGE6XRaCwsLdQEjVdyhoSF95zvfUXNzs44fPy6pdkgwBxtppmAwWMcKB6AOrjMUCtkBiP7f6uqqBYmNjY06duyYpBqTlCxveHjYGISsHe8vHQQK4Kck2XdZXV21DJ8AjQ3PTPpKpWLVFZ4pVWqerWfq/3+xrD3uEvIRduDJMMxNJ9hcW1uzrB3sm5801NvbawFXoVBQMpk0FjJVKu/MIPeQMedyuTpnWK1WzabBluFw/BxrqpaeWAaRADuFMcq9k6ljR9gFz5dgwGuIencBI5f19sB97pFAnSCDZ04S2NjYaFUiEjJJFghj1766x7zyUqmk7e3t7+lw8LlUQLkHL69EJZR97lmwfr/x/T2BycvukMDGmptN2ul3f+3XtLtPumOSGlI0iURCd+7cMX9CQkkFj8CEe+GzPY6Y4J3uDsmzJAv+BwcHNT4+bvh0rwQgHRxm+Xze9jHYPZ7ju+++q4GBAfNho6Oj9ryy2azi8XgdUea9997Ts88+q5WVFc3NzVnyiT339/erubnZiEsc8uhilkol3b9/X08//bTW19f13nvvaWBgwIoJ2WzWWPP4bT779ddf14//+I/rrbfeUqVS0fXr1/XTP/3TtlcLhYIWFxdND7Kzs1PXr1/X6OioPW+USi5evGhJACoIQ0NDevfdd626CxGM4I3JPcVi0Sqb2CnP1e8Hn0Twd7+W+CTsHUKaV7ng9QT0nuTp94uvzoIJ7e/vtwSPIIj9AMbTJwHb29tmg6Ojo4bjpaAD8ZR7wmYgi4XDYdO2/n/Ze9PYuM/z3Pua4XAdcjhDznCnhiJFUaI2W3Yib4mz2AdOnCCA06BFT4HmwwH6oUWbnqKnaZbWaZu0TU/eokXRE+BtEQR9kwZIgaZOm7iNU8ebvMmObYmSKFGkuM/GWTnkcJmZ98Pwd/MZ5gAvcIA01Qv+gaKOSM7y/z/P/dz3dV/XdV++fLnus2MzRfEciUT01ltvSao5KLDH8vm8xsfHdfPmTfXsDbohZpAUejwe+5wgvRQwxDrXMqlSqSiTydj9aG1ttb3S2NioTCZjXR8STfZQMpk0EIiLJFKSnalubOJe8f7cW+K2C/DQlXGLZz4b+QE/49kDJqyvr6utWj1MRv9Drr0F8Zdf+pIyewcDgaGlpcVg81AoVLcpQV+CwaAJIw6O1HTRTAIhBzWLg3aH23KlKnNH9LHwqIa9Xq8pkSF7u1dPT49tvGQyadNLtre31dfXZygL78chh9F0T0+PBgYG5PP59Pzzz0uSzp07V5fcHj9+XIlEos4AnXYfiJOL2pJ4b2xsKBqNmgKSxIUksrOzU7Ozs+rp6an77iSQTHQhSXATk3A4rFQqZfZGBJTBwUH19/dbUMDbz/WKoz2D4t/d1CQbWN6AWhPo3WSlXK6N/0Mhz9+T9EAJICC47TBaxnw37hvVLckDHn/Svq8ta492GweXO8qUtbG6umotXRfN5fBwky4ETqz7kZERTU9PS5IF0IaG2uSRSqVStxb5PgQ6tzVd234eE++AcruqcJfewr119wv7joSXw/lgq9xFY933RvwFIuqq4V1Blesjyr4GSQDZRPjAxefh4OHv3FDp2lb5fD55NjYMGf3cpz6lpr1pQSRd/D7xgYMb2oUruuBAoSXY1NRU13rEjB20qlLZtzIDbW5oqA0rGBwc1NTUlL0/BbDf77chDIh8GG3rFhYo6rmX09PTmpyctM+2vb1t925oaEhTU1Pmlzw9Pa2jR4/WKYSnpqYMtcNeir2MVzL0Bqk20pj1PzQ0pGw2a893a2vL9srjjz+ur3/96zp9+rR6e3t1+vRpffWrX7Xnz7jJUCikarVqns9ugREIBCye9vf3KxaLGWqM0ppkw50Oxr1jn7uiS54roiqEoK76HCs8uhwUim7LlZYtwjE32YRShsURSRfPheltDAygCHRjHMgrgzF4NlKN3sYeb25u1s2bN/XAAw9Iqk3fw10AP2heR6p5WPf399vAFDxT6QQwmjafz5udliRb75ubmxocHFSpVFI8Hre14xr3FwoFSzp5XpKsk4lgjW4n940ktVqt2uuAcnLhz9rU1KTW1lZzyZH2h4VwP3mGBz2yoXdJ+3FV2hdx0jHi/vLZpfrBMq5giYsuK8AZ+6Gjo0PV9XX93pe/zM04TEZ/apeDjDKbHl4NanMMaN3DPJfL2camLcQCAOZmsdLSl/aREvwPsdEBPVxfX6/jb7iojCRLqCRZm66rq8uSLjYdFej29rZ5bkqyedDYPzG5xVVmw1EMBoPa2tqy5Hx1dVXHjx/Xj3/8Y506dco2CD8nCWHSErOyXZNgZp7Pzs7axuSzwbPBVoN7Q2BHqQrnB4N33hfeXzqdtqSZpGZ5ednQnVwup9HRUaVSqbqAgEoXGxlXVegmQ7RF3WQ0l8spEolYAOUAOYjgsWb+dwggiHI4HK6z6WA98jrlctlaQ5LqDp6WlhatrKzUvT7jbKnQ4T65iQ0oLj6DLneSg6W5udl+zj0nOPb09JjHK1w7977BlaQrcLDF5x6ItHh5Lqxht/3tJpSgmi4K6Crf4Vpx/3lttzDkM7kdDhe9cJNJ18KNQ8D9W7fNz9+5+8vlw7qdk2q1qs1USn/2v/6XJOkzv/7ragqF1NLSYiMlSf7xtywWi4rFYuZz6Ca8dA62trYM1XRt1kgA2VfufQNNPuhP6CIqgUDAirONjQ07+MfHx5VIJNTV1WX/xjhHXpsEGBqOy/NlHHAkErG2o9sJ8HprfrjT09M6d+6cVldXdf36dY3szZ4PhUK6ePGiHnnkEXOxcL1EOdRJyuDpS9Jrr72m3/qt39Jrr72mtbU1/fCHP9Tp06ctEQbdX19f14kTJ7SwsKCxsTFbE8lk0tAoEj2fz2eJxcjIiAEZxJDl5WVDtCuVitrb27W8vKxyuayRkZE6w3/GqrodMj5bNpu1eANaHQqFrGvm8XhMyQ9Vyd1LrAv2HTZJbseG/Yi1EjxVqdZRjEQilniRMB0cYLG8vKzjx49rfX3dum60vF3XjUQioYmJCUmyQocCbHR0tI7CBcJLEgiFhPi/srKis2fPKhaLGWXL1VrAg4Uf6nZJ+P/En1AopEwmYzFwd3dXyWTSqHEAPrjA8BkBBaAbuF7k0F1c71s3ZlBIsgcOxk/iN0mlS3MC8XZjmFtw878pRlxqUaVSUVu1qt/94hdrb3QHJKMNTz755JM/6w/xf3TtWRa89PDDqu5VJS6y09LSYn5lBDaqN7h6VLocTFQ5wONu65aEic26vr6uYrFYx5uDpwVCRDKMKIEAvbu7q+7ubi0tLdXZ/9y+fVsLCwtm4FutVpVKpeyQb2lpMY5bV1eXjQilkoWgDecyEAiosbFRw8PDeuaZZ/Txj39ciUTCpoGAMGEqHYlE6sj0tIVv376toaEhlctlDQwMWKBk/nVDQ4OGhobsO3o8Hs3MzFiiBSK5srKicrms1dVVq7zh9hL80um0MpmMfQemx5AMpVIpqwA3NjaMZ+vz+Yz3BOoE6sVhzmACN1HCNJ0N72hvpgMAACAASURBVHJvQL1cE36X78mhSKJBYoCgCREYBxtt/WKxaEWD65nJrHksvRAuUAjRyi4UCkZ3gLsL55b3AS3GsgSzbNYWXMtMJqNoNGo8PQoQEjS3xcT98nq9dkBhC+Ui66DocBL5XLTSKpVKHVpGcQeyw54C9XTtisrlct3UJ6xS2H9uS4uEmoQYsYObeIL48vtSvam+i8qSlLuoLUlAfzisdz/zjCTpzcceU3F7W6lUytqqxBQOT9cUnBagz+czn0dXVAUK6fF4TGgD6s7acsVera2thoDhR4rd0NDQkHlRNjQ0KBqNyu/3q6ury5LaeDyuEydOaGZmRuPj4zYNi8MYYcbU1JSOHDlik+w6Ojo0MjJSlyzhaQo3NZ1Om6iOeI1/88TEhNnowBEfHx+34jAej2twcNASdJIrr9erRx55RJ/4xCcUCAS0sLCgxx57zOg8eNwyACAQCCibzSqRSKi3t9dauPgUU/hCQ4HPTMLizhmni8OwCSbgZTIZ9fb21hUKbpcCygqJEFZcoKasTUQttMERoHJ2uWNkKegpYllTUBugVbCGKfKYaESx19XVZZxmQINEIqGHHnpIzz//vAKBgBKJhJLJpLa3ty15i0aj5gG7srKiXC6nM2fOKJ1OmzUewhzspRgG4/P5tLCwoHvuucc4oV6vV9FoVNvb24rFYpaId3d31wFKdLJ4PrTT3b3t+kqDIiOgw1uUQt8FLYizdLUqlYqdiyDhxEKXDkby6rbkXa0C8Y3nQAfK5/PZWeiKqfm5G5Nc+hHflxjn8XhU3drSwy+9VHuzz3xG2lsr/1mvOx4Z/dPPf15eh4+4s7NT1w51q6x8Pm/JIg/VRQ040EA0XTQGPiIBgsT0YKVTrVbNXJjfrX3cmqggn8/b4nfN1kFYpf2JHO3t7dZ2gLw9PT1tmy0YDJricXZ21kzxZ2dnNTw8bJXt/Py8Hn/8cX3nO99RMBjUsWPHdPHixbrJK0tLS2poaFBnZ6c6Ozt169YtC3QgCfl8XqdPn9bKyoqZE/P6lUpFAwMDFsC3t7cNVRgYGFA8HrdkHwNq1yuuvb3dRpFy+HGVy2Xlcjn19/ertbXVpnBw0aqmqnTRtu3tbXt2TCWBNC/to988a1d9zZoiIOFRexBxIOkkieWzg5RKNdSZQOmaFbNWCCCuaI6KfGVlRdFoVDs7O0omk3X8QpI0V6ELosJErHg8bp+bz4PJNwcO39/lHrrcPNa62552q3MqfJciwO+4nEv+nufnjmHFRN7dSxQSLo+X/cfhSsfCbfHz97w2iR3/TvCmAGGN8H3Yr2545L9xQHCT12Bjo37t05+WVPM+zu65U7Dm4EXiL+p6JuIxy9oF+aHY5Rnzcwoeftflf4OoUownEglDS3ku7r5yhWFjY2PGbWbNLS4uWpzI5/N27+BiJ5NJi68DAwN68803dfLkSXO4SKfTRjWampqyGIUIqLGx0ZLSf/qnf9KxY8d06tQpPffcc5qcnKxzBZmYmND09LQikYgd7k899ZQk6fLly/q1X/s1ra6u6t3vfrc2NjY0Pz9vQptQKKSZmRn19/dbMg+lSJIltul0Wo2NjWpvb9f169f14IMPSpKuXr0qRlnCyXXdJ+LxuInuUqmUxsbGtLy8XOeSAMq/trYmr3fft7dcLiufz5uim8SJZ0aSkcvldOzYMcVisZ8YAEJRjMjpoNMLVByKW1fs4vP5zMEhHA5rYWHBumtSLY4sLi7q+vXruuuuuxSPx3XvvfdKqsV+1xu3oaFBkUjEEFOv12vjQ1n3AABSDX2EVoUAdmxsTFeuXJEkK2iam5tt/C+KfkkGukBnoQBmvbJfOI8lWYcSXjCAFa4X3FcQ27a2Ns3NzRm1z0VWid8bGxsGKnEh1mWvE0Ndzj+0MgpE17vW7SiVSqW6fIEE1Y1l3FvWTtPOzh01genQZ/TwOrwOr8Pr8Dq8Dq/D6/D6mV13PDL6uU99Sh17vKGNjQ1DN6loXJ4YIgmQGpSnrvch7Tggcipb0BUQFrhqbhsPkjctKQQ7XLlcTkePHlU8Hld7e3vdNCBXxbi1tWWj5OAXUl2i1gbBcq/FxUWdO3dOc3Nz1kqSam2XS5cu6fjx4/J4PDbuj882NDRkbU+EVWNjY3UCp1QqpVOnTunNN9+U11ub1ctnHxoaMgI/I0pDoZC1//G/i0QixmEErZP2OalNTU32OlTOoMBuCzaTydRx8JjIAWfH4/HUidlcbzZQPncqFxd0ABctd73i3DXAa6N05rmD0kkyNMO1qtnc3KzjJoJ+0RrGw5U1QSsKKoPL9aUd707KclFdKABU8y6PbH5+3iav9PT0GP+J1wKhwRUCJMUVPVCVo+Tn+0v71XylUpuCBurgIta07EC5isWi8djgGrIeXCEXHQrGEh7ksrJO3JbWQbSblpn7t67gjovPB03H/e6uqr6cz+uLf/EXkqQ//uxnVdprD6PQvXHjhiTpwoULisVixnnkmbKXQDOJQ52dnXWWV6AjcFU7Ojq0trZmM9Lj8bjtB+KbuyahnsCPW1hYUDQalVSzdopEIsrn8zp69KhWV1dVqVRsvZ05c0YLCwtKpVIqFAqGUKLGn5mZsbbr+Pi4iZ1eeeUVSdLHP/5x/ehHP7L2cWtrax0yWy6XNTExod3dXbMKOnnypH332dlZHTlyxGL21atX9Uu/9EuSagKlb3zjG7pw4YLeeOMNzc3Nqb+/39YzsYe2Lq10OJ2cCTdu3FAkElFbW5uCwaCpus+cOaOrV69qeHhYxWLR/FZZM9CbEOXx/Whhw8tkcla5XDZOPVZVzc3NhjTTjZFkrWnoL9BUQOHS6bTtwXA4bGcDCB73j5GX29vbJnLls/G+TIPD/UKqxZHJyUkTkaIil2QdrpMnT2ppaUldXV1aW1uzPTU8PGyWh3QgCoWCraljx46ZswOUgY2NDS0sLEiqcU0nJyf1ta99TXfddZcJTF0hT7FYNCcCtxNKzCQO0OrmXMOlgBZ7S0tL3eQpKDJQg+jqgT7yb8lk0igXAwMD5st7kBvs2ki6a45YgpsP7+1SjuDxun9Ph4/47FpN7u7uqqVcPvQZ/Q+59m76lz7zGW169z3cmPG+s7NjbQ9geUmmfHb5Xxw+wO0cmq7BMPwRFg8tB/62Wq1Z53Cw5/N5BQKBunZyJpNRsVi0sXbYFUmy5Jm2G4kBGwvT3Fu3bsnv92t8fFzr6+vWkg2FQurv79fS0pJtWF47nU7bpsfmqbGx0SgAi4uLxm2qVCo6deqULl68aIdULBYzjzmSOe4jnw0OZmtra53ghntHsIBjUygU6sj/PL+D5Hu4iIzgg5NFEgChPJPJWMCGxyjVtxbdZIRN7XJVSVBcrzk3MT1Y3MBhJEgQCFxBDokWawbOcW0Je8zCBcNvV3ntUjSkeoNnqSY+wrjb4/GYbQkBjKIhEAhYoHadALAQWl9ft3XGM3PXOkmuq3z2eDzWWnMTRZ4br8H3hrrBxb4gsSDRdy1hcrmcJS78riRTkEuqKyrc9yZhPch7dZ8LbS0OCV6Lz3OQH+y28d2flctl3Z6a0v/zne9Ikj713/6b+sbGlM/nzVORMMuhD42I9+QAQ5FLYbW+vl7Ho21oaJDf71csFlNDQ4O1LUlMKG4QQoZCIfn9fhOSeL1eHTlyxNaaqyCHagL3rqenx/w6WW9tbW1aXl5WR0eHjZ/lWeLW4fP5tLKyovHxcU1NTenxxx+XJF26dEnvec979K//+q8aGRmpa49KteRgampKPp9PbW1t5vHIeg4Gg+rv79fa2pqy2axOnDihb3zjG5Kkhx56yOhDeEFjl8eawb8VcUg+n7d1z77B6BwhDtZP8/PzGh4e1srKivr6+kz86hYorqq9o6PDvCd5bpirY0XHnqFYQETEWuO+YidHcYdYFMoN97FSqZg4zjW1j8fjRlljVCi8SKlWhCB8bGpqMksrKA6rq6sqFAoaHBzUjRs39Au/8At6/fXXbZ/iaoCmYGtrq26cMyBPLpdTNBpVtVq1JB2Qge+KiNZdz1BdOI+hK0myQTKcz26iyn+7cYEijmeSTCbtuYZCobrhGmhL+G+cClzRJgM5KP5coIjiHEcN+KCuiJPikH/jtQ9+TrjMnEvwnElEiWluQe16Hx8moz/Ny7Nvep91ZvSSJMEPdWeFg8qBtlANcQs4PAksroEsKA2JBRvaNdhlFq1rHEwgh/NBQgLvCmQgFosZOooIyZ2yBLo4Njam69eva3t72ypcrmvXrikSiRjBHP6J3+/X8vKyJOns2bOam5sz5WHtVnrMKiaVSml1dVXvete79M4770iq2W90dXVpcXHRuGiu2n5nZ0eJRMJQPaycSAgJIHA9SWrduc2gCZi2uz6Org8nr+/yqhDepNNp9fT0mEiA7+76sJE8usprgjDEdNcYmvsOKgCh3F1PkNpJGFwuGOsCVPYg19JFxDCSx/YEfls8HldPT4/ZMMFzA5kpFAo6cuSIyuVynWE+9xguGEILnplre4ZlDogzwdBV97vqcpJ2EA+Xq8h3JwHlsGDvsdfgxPJsuRfS/gAAkgiEQLy32+Xgmbr7mCDNd+Aw43twAKCGdVEFnjGfmyTDRWNcD8BKpSIVi/r9P/szSTWHD+3Z3ZDAu3ZdOERgbO4ql6XaAQzaCY+MA7JUKhnPjOQRIZ9UQ+hIllhrwWDQilbeZ2VlRSMjI3XeljMzMzp+/LhN3ymXy8pkMlYMTU5O2j5mYtf4+LitV6zqenp6lEgk7PB99dVXJcl8QJmihr0XMRIRInG8VCppYWGhjrO6srKi8+fPK51Oa25uTu95z3sk1RJdimdiMt0YSebUsbq6qkgkYspu1kQ8Htfw8LDeeecdQ3wRzEg1NT2iHYpq1PM8V3jWgCKBQMCsiogfm5ubdYicpLqinaIe4STroaWlxfYoxZirZ2DPURgjcuS+ItqjA0NCzmfr6upSNputSx55fbp88FpzuZytJxxU6PLxPNlLTD1kXa6vr2tjY8OeaSKR0NDQkPL5vImvlpaW9L73vU9S7Uzr6OgwER5JM/cM32W6WgwjkGoxpFAoWJdnZ2fHkleugzEL+ytpPwHlvK9Wq2ZiL+3nBIAGoMQ8DxJPRLYuQsvrEzvpPLk8YGIvFlTkJdJ+l5czBPEicaBaraqlXL6j1PR3fDL6V3/yJyrsLS6SQCpqECcOApIMV+GNSlLaR7QI9i4sDprK77nTgqQaMlkuly0BZgO6VVYoFNLa2pohSghzpFobvrm5WbFYrO7QJbGhEkI4gBUUqM/y8rIefvhhvfXWW2ZIzeclkJHMERB49Exu6uvrU2trqyYnJ3Xp0iWdOnVKkvT6669bFYeRr2sOnM/nVSgUNDExoVKppHw+byMmJVmb2x2l54oySB45vFwiN5s7k8lYK94l36PsBtEh6XELCRJbNzHkUCY4kEyyJkhWORwQ0LgIGYGE53IwGUTZjroforlrCE+bOZPJWPLOmnKVlCg6XfK+KwJCeU+7SJKR6lHruoklnpIcYDxbELRIJGIJ1+7urra2turU9u694P64rWz+1qU0sK8k2T4BXQJh4PPRHsPVwkU36CJwaLoEfvaN64TBM3bpGtxf1gv3kefmiptIXN3D3VVF+3w+7WSz+sJXviJJ+qNPf1obHo8GBgZULBatNctnd9cHDgNu+61arapQKBiK5h5gqLl5LRJp18KoUqnY5C0KQDcRZ30z1Yu9hjk5xuKrq6saHBy0ZLRUKunkyZPK5XJW+JVKJUvIIpGIJQUkTOl02sRbly9f1sjIiBobG7W4uGiUI6gZJNr4J4+NjWlzc1NTU1OSpI985CO6efOmCoWCNjc3de7cOf393/+9pFobHQSqpaXFxpW6BQYJdDweVzAYVCAQ0Pz8vKQa6tvX12dOF+VyWclk0oozl7IVi8U0MTGhnZ0dm2xFIY0YDRoYiTouCJlMRhMTE5qZmbE1QUGD/VEul6vzy8R71efzWRcD5Jz1ToxBWOdaYq2vr2tiYkLLy8tW6BNLJJlFIAUZaCLnQyKRUDAYVCaT0eDgoFpaWmySWyAQMCeP2dlZnTp1ygohPns2m7U1GAwGlcvlbA9iwg+VaXNz02huUm0CU7lc1vDwsGKxmCVd3DuSPVfgx5VOp+1cBghwgQgoOuvr6xZr8aGWZPQrxGac96xXRF90WDhTic/YpoX2bN4QcXFvKJg5Y1xxkyRLgF3v4YMdKM5SnFLcdK5SKFiBfJiM/jSvvSDzR5/+tFr3Fi6LMp1OW0VMVcLF4eFWFC7sDtLCf7sJqMstg8vnHoC0SrDfkPYXT0dHh/nJsegbGxt1e29uMxYfBPJSqaRcLmd/HwwG1draqlwup+3tbTPzZVG2tbXp2rVrOnHihO699169/PLLdSPbsA3q7Oy0pI1DJBAI2PQfv9+vN998Uw8//LAlRW1tbVpZWdHAwIAhiS5viM3Q1tamtbU1MzLms4MGw1Xt7u62/3afS6lUsiTaTbKx0OCgoiKVZDOTeS1+BgUAD9KWlhZlMhmFw2Ht7u4aGgNCDF+KQ9pNWEi4QNhYB7SQSUDX19frxvzhdQtnUqofK7m5ualYLGa+jyQV/D3enfzM4/FocHDQxoGGQiG1traqs7NTyWTSkk/WHnxRN7nm2t3dld/v19ramt0fWvfSfsIGgkJg5mIdEExZz+4BSZsMyohrtE1BALUDBMOdCuYWJy66iPoUf066GG4rm2QSNML9uUut4bO6rTLX5suNB65NDBwtvn+7x2PK1T/8nd9RdW+0qsfjqbt3fr/fhkS4/sYkmxxYoEG8n3vvKWxYc67qf2try/YXr7u7u2vjF1dXV43LhgKb+5pKpXT+/Hm98847xo2LxWLWfQF58nprPsJ0NlivFJF859bWVrW3t9sUI5/PZ4lYb2+vVlZWLMmRamr5ubk59fb2yuv12n9TpOEY8vbbb+uxxx7T/Px8XQGXSCRULpcVCAQsoWGfX7lyRXfddZept5PJpNmoceXzea2trens2bOGErqjG0k+KIawapNknqv4t4JmgqJ5vV6j05CU8dq4XDQ3NyuRSNj6dulBoKWgqyTeXMQNkitisSTjqGINhsrbLZCSyaRxXmOxWF3HsKenR7Ozs/aZ4ZlLMousvr4+izupVMroDVAennvuOZ06dcrGfZLQUWjzuUGNeS2XRw+67FJyKHpDoZBZc7EmOFNoxTNwhTjgToyCqoXBv7R/rvFaUCNcJxbOe2I/0we5b3B53fY5z9UFTpim5+5zUHY8RF2nBfIF3GIO0n52d3fVUCodJqP/IdfeQ8NgWpL5FMKvkGT2L5LMQkLan1xw0OrETUIk1SUGkJ9Bq9wpFZLMt8xNCPj/hUJB2WxWxWJRfX198nq9JuLgvUEs8VGDJynVFi52IoVCQb29vVZFSvutnI6ODj377LO6++67TUDU09Nj1RuHrjs6dXFxUcvLy/rwhz+s6elpjYyM6Omnnzb7jtXVVfX39xtBfnd3t27T9ff3a3d313hYlUpFqVTKPpvf77cWCG1XF5Hh2QUCATU0NJhfH++NTVAkEjEbJdpn5XLZAizv5QYMWkMEY7cVzDogaOHR6PrDuWsC9NX1sQRZB9VxK2+3LeYmam57zW0fH2wjwfsjYPE53QlP2Lns7u7aAc+a8fl86u/vtwPTbbNns1l1dXWZ/yiJq1tA8HlBAN3Czuv12nM9iFzz2bAuArl0OaPBYNBeF7ESHCguCoGdnR11d3dbcXQQYeb3OGRcuyhQKpeDR2seNIhkju97EGklGXTFUK7vX1NTk3ZzOX3mS1+SJP3Z7/++8o6N2ezsrP0tdAviAMUzcYBEobW11dY5qIskO7gLhYK1QN3Rx83NzVYoIIqRZDHQnSTT3d2tjo4OQx4/+MEPam5uTuFwWIVCQSsrK2prazOD8xdffFGNjY3q7e3VzMyMJicntbW1ZXvR5/PZHiZhi8VidQLR1tZW9fT06ObNm5ZAICJaXFxUX1+fXn75ZV24cEENDQ1aWFgwfuCFCxd05coVPfroo/rbv/1bPfbYY3VFJVQPLNWSyaS9Nx2Pp59+Wvfdd58VoC53ube3V0tLS5Yg7+zsmHn79PS00XU8Ho/GxsaM1iXViuaJiQldu3ZNp0+fNsSUZPT69euSagk3nRD2PXEQ5BY0jL2AYLNQKBjVCx9fLlrlcEEZkMJ344LXi98wP3enwvGcuLflctliPHESEOXIkSNWqKXTaU1OTmpjY6MOMd7Y2NDQ0JBisZghzMSCY8eOaWNjw6gf8XhcjY2NlgTCu6Xrg/WWS93gLHbtxCTV0RnS6fRPtOhBh+FkQ2vh7EETAGCxtbWlUChk65291tDQoLm5OQN/3Ph/0DOWbg6/x3uSbLImmMgE+MHfst5IUEFP3b/hs1UKhcMJTP8h195N//xv/qb8e1WaVEteOLRpkx0k/4PK8fBd2NxtjcJPlPa9K6laXT86STai0w0ksVjMFl57e7vGx8eVzWZtAhFiJ2lfucdGYhKH214rlUrKZrOmdnQ9+lAw9vT0WLAn6aE9f/v2bVUqFXV1damzs9NaLUePHtXx48f1zW9+U+fPn9fc3JwGBwdtkXP4kNhXq9WfUH3TmqEV4vf7bdMy5g4ja9AWt0IksScZ52fcSxLMSCSiSmV/XCfPBI4qk23c6hZhDwHafeagRDzzxsZG5XI5O0RokbhomKtYdFEpt2XNM3NV6QQ2nosrDoKSQWBiveZyOfX29poJNwiLtD/lCLSntbVV6XTaPh9j90AeEaXw2s3NzcbJogp3vV9J6Ciu3Hax+/0pCFzqB4fiwUTOFR7BCwT5oSXN3+MUQJuNw5XW/vb2thWf/A3r0VWqEvBdfi7FCffbRbzdqWygrm6YJPGl+CoWi+rwem0O9F988YuK780BX15eNjRLkg2KOHr0qFEiQLT4b5fHG4lETBXMmuHwR6iSy+Xs81LUIsbx+Xx1HD4SGMSRU1NTuv/++yXV+HkjIyPa2trSkSNHlEgkzLCezz4wMKDFxUXt7OwYDYn7Ojw8rHQ6rdXVVV24cEFzc3Pq6+szJJ8WPyKh++67T//wD/9gf3/kyBETWCaTSa2srOi9733vT4hhQFqHhoY0sje9aXt7W3NzcyoWizaxbXNz0wRMlUpFa2tr5keLchr0kAIGAVA+n1dPT4+9t4syNzc3a3V1VW1tbXUIXzqd1j333KOrV6+aUIiEzp2wVy6XlUgkrBW9vr5uqN3ExIRWV1dNgCvVENn29nYTRx3syACyNDU16ciRI1pZWbGBI5KMm0xBt7W1VeeHScFHUVgulxUMBuvi2NDQkN566y2LG4AsCBA5D+kugbrSNSGR7u3tlcfjMc7p7du37SwYHh42cZqrZxgeHjYqFV0B7mtHR4d8Pp+WlpbU09Nj3Ulpv5VNR5D94fK3WVflctmEYu7Zwtp0NSasCabpkdT29/erXC7b+NyhoSGL2+75eJAWuL29bSCW28EihtGRc2lQxCyXd0o8lWpxpGlnxwrkOyEZPfQZPbwOr8Pr8Dq8Dq/D6/A6vH5m1x2PjH7uU59S4x46WC6Xtbm5qd7eXvl8PlMbu+IACOD8myuWcYUOBwnFKHOpPlyfQqlW5XR0dJj1ydbWlrVQ+Wx9fX02j5t2AshmPp83sYDf71cikVB/f79VOiC2uVxOLS0tNtKOChR0LZfLmVsAbYNEImE+oZDEr127ZiiZtG8dRXXmKkmlfSERCl/QTr779va2isWigsGgoVGueAUlJvcfjpVUQxVAfOH9UslCyEfkcv36dQWDwbqWKfyqQqFgFlSuOCAej5vHH21lqlNJNpXEJd3z36gZqcBd7iHoOW162k+sJ1Bbab+t4hLUuYd+v9/a5Wtra4ZauN+bK5/PG88NZASkA9U5qAJtOyYb0cKU9tXzPT09NnbVfWZwA2lV0ZYHNQClpXvgTiTi3iCCAEFzBUwdHR32+WhNupU99xBEADcKd73Rzq5TtWsfIQU94HVc1Nb9rPy9i/Tzu+wFuOb8PmN6A4FAzSpte7uOM6o9C7LFxUWNjY0ZAodQbHd310ZrwpeVZKhhc3OzCoWCenp66ji/oDVwT4kL7joDFQMNdgUltBvhioZCIb3wwgv2TC5cuKDp6Wl5vV719vZqbm7O+KZbW1uGaIdCIa2urhoSJ8nWwtmzZ7WysiKPpzYSkZbtu9/9bhvBefXqVbW0tNTZXi0vL+vYsWOamZnR6dOn5ff79frrr9fxXU+cOKEf//jHRh348Y9/LKlm7cREpZWVFQUCgTpnE+JzKpVSd3e31tbWlEql6pTRdLZAL0dGRvTaa69JqqG2ILZwFOPxeB2vEsQORTjewpLMko/11d7ebvGV/drY2GiIq0sBY9QneoJcLme+0+wVLMPQI6yurtrZAsVnd3fX/tbd66ByLjrqIq+sJ5+vNrLz1KlT1qan2wga+uqrr2pyctJi5OzsrLq7uy1mI2jiO/f19RklYmNjQ/39/XVq+ZmZGZ09e9buNfxK7g1tc2KEG//YDx5PbfSxx+NRd3e3Iab45YbDYdM0hEKhunON+4F/LuIw9jJOF6j9GSkq7cccPje8fFeMSdzi/roTlKDyQRF07Z7gbzc2NtZZK7pWY7u5nP7wz/+89kZ3ADJ6xyejf/K5zym/tzhIGCqViikmpX2hAm1At0160ISWRUNA4nc5XFk8PHS3fbazs6OlpSWFw2EzJOf1h4eH9dprr5k4qbOzU01NTRYsaVU2NTXp1q1bZjqNeAC+DocBC5qAxialZZvNZu29I5GIwuGwpqenVSwWtbu7q5GRETu84/G4dnd3dfbsWa2vr+vll1/W2bNn7bunUikja+OB6Br6M/OZNvfa2pqpWqVawOLwo93l8ndJbKrVmv/c8PCwJQYkIfjmoTjl8M5mszp69KjW1tYsqcDgWqo5Nn5QKQAAIABJREFULMBd49De3Nw0OsTAwIC1gAgsHNhceIO6iU1tCe4Lm2jfuQGD70RrhhYP9313tzYWsampSYuLi9rc3NTAwICtid7eXrvPGN/TCuLeIKw7ffq0EomEdnZ2rLVEa4954O6oPFryFDfwk0ni3WdULpfN59C1vOJ+Uqi5SRVqe9eKxOVI0x6Ho4vxO2uG++26GLAmsNja2Niw4RFuMswzgS/K53FpIa66lnXLz13FO/Sc3d1d4y5ubW2pt7dXJ06cUDab1Y0bN9Th9Vrg/8yv/7rKLS02QpY2mlRrmdLSYwRge3u7tS1xmahUKgoGg3WtOd4b2kRbW5tyuVxd0SvtCyt2d3dN7UzrsLm52QrGZDIpn8+noaEhSbWDPxaL6eTJk9ZidjnxlUpFo6OjisViVghks1n7HXxvz5w5o0uXLtkzJeGj6FpcXLQhG3Nzc1YU45k6MjKip556StFoVP39/XZvGCsM2HDjxg0Tymxvb5sYhgEKyWTS3huqEuscKgdnBMljMplUOBy2Geus10qlolgsZoNJeE4kmyS+/BuUAhLpdDqtTCajxsZG3bx5U+fPn7fYvbm5qfb2dnm9Xp04ccIs9NhLa2tr1h7f2toy6g77gaQaHjiJHd8NnihagVAoVFecra+vm8AVGoBrlea60nR1dWlhYcHWTFNTkxYWFjQwMGCDS1wXAYrfVCqlUqmku+66S5lMxtY0MQXR08rKivr7++vEe729vcpkMnZek1Dz2V1uJV6h7BUoGcQWRGiSbH9AL4Kb6t537if8U+Ihz7xYLKpYLGpoaMhEbwdzg3K5bCAFsYk1BVeUYpgk3B3zyxnojoB1LQhd3QgAVDKZVKChwahDd0Iy2vDkk08++bP+EP9H1xe+IEm69F/+i1o7O+3Q4OAHgYSQzYHqzneFCwaXA+6WyyV1/w/+BqIUFgL2Eh0dHWpvb9fk5KQ8Ho8uXbqkwcFBeTwe3bp1ywIg0yZc83MEMO3t7ebPSJLmfi8U8Bw23d3d8vv9CofD6uzsVCwWM9ueUChkCUkikTCT58HBQW1ubtpBjTgID7yjR48aYgPXs6WlRdFoVI2Njcrn88ZzQrSFJQpG3NFoVO3t7ers7DR/VgQTLimcf+cA7e7uNv5UtVq15BeiOiIwkpNSqWQIOAnI1taWfd/p6WltbGyos7NTfr9fXV1dGhoaMuSY6R+oE3t7e5XNZk01CuJKUuH6xLLmPB6PGcgjBKJgoHDZ3Nw0Q+t8Pq/NzU2zmWlra7P53VS6ra2tWlpaMh4sBxzJLu+LhUypVNLm5mbdxI94PG5BELU7SeDOzo65Nbim/QR2/g+uKMkee8bn89lzx0YGFIL16h76JFDwRxGwUUThvlAsFm1tugb8LleSRNS1YHLRTteCiX3K37qcrIP3g73c1NRU552aTqdVqVQ0Pj6uSCSiyclJzczMKJ/PK5fL1XxcAwHd9+//Lkl69YMfVJPfr9nZWbW3tysUCtk8dPZHd3d3ndgAzi48ROzLQD9YizwT1jtxiu/Ic+SZugIPkH0Kt/7+fv3gBz+wAjKXy2lsbKxuP5NQw+GFqxcOh9XV1aW3337bhnvwPDc2NnT+/HklEgn77NzfcrlsvNHp6Wlzg/D5fJbsZzIZPfjgg9rZ2VEqlVI0GrXJOCD4qVTKijXuE/xW1imdKpIjBGFYPrEvNzY2LKYgziR+ptNpszUDpYfLC5JPnCoUCiZyocO2uLioVCplLh8IvHZ2dhSPx63AhFtYKpV07do1hUIh40VvbGwolUqpWCyaWf6pU6c0NzdnXTomF1UqtYlnrlUc951nyLNgLzQ3N1sXA/cPpvCRrEWjUc3MzNRxsOl0sN+SyaQVT6B8fr9fDQ21CX7Hjh2T3+9XJpNRqVQygMXv9xtazV5hPW9ubmppacnEYz6fz4bDcK9JxkKhkGKxmMUN9gH3lc995MgR4/qScCJccrspcK7JC0jKyQXoqDU1NSmfz1unASSTwof/Tew7KFx14w/xk7hEscy/uYW26/oh1UCnpaUlK3Dbm5t1/7PP1oLdZz4jOYjsf8brjk9G/+XcOVX3giyHGLB1d3e3tQixiCEQ8aBdhAdUCVSIw5QDn0MWJOWgn6XX69XIyIhu3Lihf/7nfzZ1ejqd1uDgoPmUsbAymYwikYiampqUzWYt+EI0R9Tk9XqtMkSIQoJIQjgzM6Pp6WkdP37cAn6pVLLDvVqtqq+vz1CR+fl5bW5uGrm7Wq1qYWFBN2/etMoXJXRnZ6dmZ2d17do1QxZRcpMsgSRziCeTSfMf5XAFNaDN6Jr/uqpBV9W9sbGhra0tE3tR+XHYtrW1GfWApDWbzWp0dNRsrNrb2zU/P6/5+XmlUimrzCGkY9AN+kjAdEUg7nhK2p/5fN4CPcGVwgSxgcfjUTgcViQSUW9vr7q7uzU4OKj+/n4FAgEj7bv+shw8CJfa29sVjUa1sLBgZHcUtRxQrocu/z8cDiuVSlnywgGMWIqAVi6XbaQrBZDruekKoBBmcJBw3zDRR8FN2y6fz1uLGxGXJGs58nmkfbspBD8IFg5SAUAUUJKyT2lHk5BxL9wDk+Dtfg7+nWSV51ksFlWpVGzvkrC99tprGhsb087Ozv40t50dvWev3f3ie9+rxrY2NTY26uTJk8rn85qdnVUmk7EDkXG5/f39un79ukZHR80qCFSU70zrnRjE5DYSArdACgaD5rEs1ZArd9zoxsaGRkdHtb29rW9961t68sknrX2JfyRt0OvXr9sB7PF4NDQ0ZE4AFJGpVMqSGhK/lpYWTU1NKRAIaGRkRPPz89re3jYj/1KppEwmo9OnT6uhoUHpdFqlUkmDg4MKhULy+Xy6deuWjh07Zq4dxA7eHzud8fFxdXZ2WkdK2qdEYaGF00csFtPg4KD8fr9WV1d17NgxSya6uroMnWxoaLBEkMSkXC6bYT6Ke4oIkqZisWiip3g8bq9TrVYt2SIxkWrC0d7eXutoBINBLS0tKRqN1nWWyuWyeTXTuZiZmVE0GlUgENDq6mqdiwzJcywWM8oHBR0m7+w5uiFYBvJdpBpYw71G0LW0tKRsNquhoSE1NTWpv79f4XBYsVhMIyMjdd0Mr9erXC5nhQpnHv61nNMdHR2WyHZ3d+vy5cs2RTASiainp8ccVUhUQWBLpZJ9R/yv3c4VSWy5XNbRo0e1tbVl+5jks7m52YYwIPZzBcwUOXQ1OXtAW+lO8LzpZPn9fnttikfiD+ckr8OZ5gICxDHXDYT/DzBGR5Xig+5vtVqVr1rVQ88/X0tO7oBk9I5v03/2N35Dqb3Nwygyad93zfW7xFrInRwk1Y/gIvmE2+H6hFK9cnCRiEi1TT06Oqpr164plUrpySef1N/8zd9YKyYajaq3t1eLi4uGCsIRkmpj1Wj15nI5UwbScmC2eLlcNsUnCZIks31ijBujFKVaC4tAvbKyYtNXmFgCAifVbJpmZmbsIOS+cfDfvHnTAgnzg48dO6Z4PG6bBKsQeHLRaNSSa7fV0dfXJ0nWPqHqg9/I94YLHIlELHmiddfQ0GBTq1DVT01N2X0bGBgwP0USfpebQ2AjmeT5u4b8UB8kmdcra4x15B5MrlUTyRJUB9TOrLfjx49rfHxcyWRSU1NT2t7eNoUwk1GYfYzqnxYVlk600AhWtKFAtUBMUNdL+5NHuru7lcvlzLbLnYbDOichbGtrM/SKQM7zwl8SpT+HLtQElLYcgh0dHUZtcX0zudy2K8kuz4x757a4XMsWtz3vtsTcf3P9+9i/7iGGHzAtvEAgYNxH1iDJ99bWlpp2dowz+pUvfEHr1apisZiOHz+u+fl5ex/8DikM1tfX1dfXZxw8ugeg8RS9xBkQdRAuF1XluVKIV6tVQ97ZT5ubmxobG9PFixf15JNP6lvf+pYl5D/4wQ/0wQ9+0ApO1jj3PZlMamBgQC0tLVpZWdHdd9+tmzdv2j6nQCZRlGpcyQsXLkiqKad9vtp45rG9camhUEjT09OSavPl19fXlU6ndf/99+vb3/627rnnHnv91tZWtbW1qbm5WTMzM+rq6jK6zV133aUXX3xRDz30kHlaurQRuk/EeFAzELJXXnlF73//+5VMJjU4OKjV1dW6GEoSjLsBymsuwIz5+XmdO3dOV65cUU9Pj/G/6UTQ7gWJY+2xR9xhDa4FnM/nMyoR95/v1tXVZUkS8bVUKtUZ54P6k6zFYjGz9sMnNJlM2h5pb2+3Nn82m62zA6PTJNU47BSpoOItLS26deuWJGlsbMxiHhSrgYEBe25NTU02OnZlZcXGZ7LemfXu89UmzQHUEN8ZxMFnaG1ttfVC0uj3+42mQoHPmmCtwvsHpee5cN/gb7qxyqUAuAWvqzOhGHHpHsQk9q+bkPK9KSCwq3SpOvwtxQnFB2tEqsXPM6Oj+th//a+1P7gD2vR3fDL6h7/zO/Lsbfj19XUz6yWZco28aTuB0pF8uAcWF4eT28rgf7uJKj8fGxvTiy++qJ2dHb3vfe/T//yf/1Mf/ehHdd9990mSiQJIZuDfsMjgDWJf1NzcrGw2a8EyFAoZoofvJ59Tkhn2Njc3a2lpSf39/XaIBINBxWIxJZNJnTx5Uh0dHcbrlGSISDweV3t7uz72sY/p8uXL1u64ceOGjh07ZtZObD7X+7Ctrc2MrpeXl9Xd3W1JUS6XM44ZogvGz0myw5eA5U5OwYyfoENF7CZ0oMcUCwMDA5YUEdxJAFzfT/7eRck52N1NzbQfqBxu4gRi4wpHXKQI0jtJC/8t7dvBkGyeO3dOo6Oj+rd/+zf7bH19fUYB4fMjGPH5fFpeXpbf79fo6Kg8Ho9yuVwd/QJzc7xtXSsxfs/lR5OEs1ckGVpCUs9e42fBYFDJZLIOcaGaB/ns7Oy0di3f3RUKgZoSjGnv08ZzObuSfgJBoDh0/5Z16ooEeC/30K9UKj8hwHILPVp7rFeEIO7vq1jUl/7yLyVJv/ff/7u6hoeVSCTMfBzudzwe18jIiNbW1iwOudZRoJigvSRNxAm6P27RzGeU9nmXoDQdHR3q7Oy0wvH+++/X97//fb3//e/X008/rUceeUTP7rXyHn74Yc3MzBgy+a53vUtLS0v2HoODg4pGo7p06ZJRRlZXV/XYY49JqolVksmkIpGIGhsbzaaJpObGjRuKRqMqlUq6deuWJicntbi4WCdQYhzoM888o09+8pO6ceOGcUpfeuklTUxMaGlpyaz7AAs4tOPxuI4ePWotXZfjDEra399vgh/AgO7ubht1mU6nNTQ0pEQiYfZKIE/lcs3GDCoVSVEul1OxWNSZM2c0MzOjEydOWCdDkhXK+XxeY2NjWlxcrBtKgv0csYoOEc+cggJ+KYmQJKMbgPK5IhbWO4Ug44UHBwctjkSjUUuWQRNdcaybNFH0sibocKTTabW0tGhyclJvv/22AR2FQsEAEp5jIpGw5IuBIO5n6+zstIKb+4VP65EjR6wTx3ekKOVejo2NSaol0Twjzg8EozwTzmGPx6NMJlNnA+XaKpbLZUMhOTcpSj0ej43JBo3nuQSDQftufGbiP/eSXKO5ubnO3xpBVSaTsWdBfAaEgWoF7Yb3GBgYUGp+Xp/63Ock6Y5IRg+tnQ6vw+vwOrwOr8Pr8Dq8Dq+f2XXHI6P/95//udacagFbDyqJYrFoiAYiDqByeGyu4AGki9YtaAvcSJA4WmVMD/nud7+rhx56SBMTE3rhhRdsug2tPZSOTM7wer3q6+vTzZs3JdUQwIGBAVWrVS0vL6u5udmQXknWMurr6zNyNGgV3w2uZDAY1DvvvGMt1Wq1ZuEDyoqYZnJyUlIN0ZiYmFBra6tWV1f15ptv6oknnrD2WTQa1euvv65oNGrTNxAbSfumvcVi0YQnlUrF2iGMmUskEjaqMBAIWIXJ/dzd3VWxWNTY2JhV3lgQYUYP2sV939jYsPeBJuBOAuI1ILoXCgVDKXlv+Ds8exctB6lArOQSxvk5iK1LNOe+g3BUKhUzgHcNzl2kAzNxUIVoNKorV66YA8LY2JhSqVQd0p/NZrWxsaGenh6bnEJrEMNpEAFoIJJsH+CEQDvc/V7wpkqlkqmRaYGFw2HjFroVP98d5Ah7H74j7+EKbWihuuPsEAyARCGS4kKZTyvObdXDWYP8j7WNe7miJ6xk+HsXWQwGgyYKc1totFZBoxpKJX3+T/9UkvSnn/+8snvv2dHRYUgda9FFfbu6uur4gTMzMxoYGDA0mjgFIoLQhM/W1NSktbU129sofxOJhEKhkBKJhBoaGszY/hvf+IY+/OEP69atWxodHdXLL7+s06dP2/ean59XMBjUxYsXdf78eXPekGrWSyDi2BONj4/r+9//viTp1KlTWl5e1vnz5/XSSy/p7Nmzevvttw3tefjhh/XGG2/I6/VqYGDAhoK4o5N3dnY0NDSkYrGoixcv6ld+5Vd048YNSbL2+Lve9S69+OKLOnfunC5evCippuQ/ffq0XnzxRZXLZU1MTNQ5AXBPSqWS0aVOnDhhMTIej+vMmTPK5XJKJBIWDzHYD4VCmp2dNZ46ym3ODtTPtKSx5GI/oIjOZDI2PY/uzdGjR21eO7Zb7Al3vbEmfD6f8TSl/ZGZ7KFSqVRnAceZ0t/fb6NEQd0kWWxAQMsEJJeiwHdB7PrOO+/YPmU6EvxQzjlpX2hLTGJvspc6OzuNVw5Pu6enx9BLxpQ2NDRocXHR5tLz2ehowYHHqom9gIMBgklGNLOXENe6U8647+7ACWhShULB6GXw2umK+Xz7Y5W57y66WqnUxn+CpnMOQe/i3/gMfr/fPgsdN5fry9m/vb1tKCnfrVgsKtjYqC985SvaW6D/6ZHROz4Z/f3f+i159w5nZv9iT8EBykZAjUlywiHFA3aTBJIK/g3OGkGlpaVFHo9Hz+8RhH/xF39Rr7zyilKplAYGBmzUH1wVDsVAIGAbhkknUi0QQ4zHs7K7u9u4NdgLDQwMGPfK9VSjnXz79m01NDRocHBQJ06ckFTb0IuLi2aL0d/fL5/PZzy1c+fO6fLly9YWHh0d1Y9+9COdOnVKUu0QOn78uF544QUNDAxoZGREV65cseQgHA7X8QpTqZTZMUkyERUE9bW1NRs5yGdnxBvcUddrc2dnR/l8Xn6/38Z9unOXIZFjn0SbiwtLLsRHCHek/U1OYkWSQ7DkZySEJAM8E2n/oIFaQXuXNiFqZBJdV0xDmwd+ZaVSseeysbGhM2fOaGxsTG+88YZyuZzNseez0XpPJpNqbW2tK64QBni9NY9QbMukWlKEwC+bzSocDtfNRmYPuAmd29qn+CDAsj/YSxD3aYdz79ygy33x+XxKJBL2/Hh/ihVswVyfT9YFggaSfWl/Wg783YNWK9x7VwhVKBTskJBq3DLcJ1x/Rqk2thJxGMKi7pYW/ebnPy+pNg50a4+CwPPmgCoWi7a2Ozo6fsJCaGVlxTiLUDT4rOyVcDhsVJyVlRU1N+/PUOcgJuFdXFzUXXfdpZdffllSjRN+9OhR/cu//Ivuvfdeeb1eS1qWlpaM6tHR0aHGxkYtLy/bfQ+Hw5qYmNAzzzwjn8+nwcFBZTIZozsMDg7a5Lfz58/r8uXLGhwctLbn008/rQ996EN65513FAwGFQ6H9b3vfc/ijN/vt5GQ09PT+uVf/mV9+9vf1sMPPyxJdr+ff/55s3T6wAc+IEl6+eWXVSwW9cQTT+g73/mOcaeJMdFoVOFwWIuLi3Xq6EQiYeuRwgBOZENDg5aWliTVktHh4WGzzEPc4+6HXC6n4eFhzc3N1bXI+XuERggOKaIp4Ofn53Xs2DGjbhy8iCWsA2K/1+s1PnkgEDARJmuO2EIchcrGmnFto0jq3L2OWBPfVLcwRNTT3t5unNPOzk6jP4yOjuqdd97R0NCQxaB0Ol03DY2keH193ahAPDf8tBEdwlXnu7nOAdCv3HuHe0l3d7fpCigMETYjfmU6IzGQmC3VYk46nTZ/ZEkmFgyHw8pms2ppadHa2prFCYpv1zkEwIS1AdABN92959DCeD6u2JPfXV9fNzFhIpGwz97a2irf1pZ+94tf1N7NPUxGf2rX3k3/6y9/WYt7CRs+dmw6+FoEQ1CetrY2QzUw+JX2Z3CjliZJqL2dx/glfr9fU1NTamxsNHL+G2+8UWcOTJUGH4oRcoiXMItmcaFCnZ+fr9ucbNqBgQEFg0HdvHlT4XDYkisO7P7+fqv8FxcXzTON+zI+Pm4oxyuvvKKTJ0/aht7c3DTzczZUa2urJUV8lve973169dVX1d/fr5GRERsnCuemWCyqVCqZ3Q33LhQKyeOpjYCDW9PS0mKBenl52RIOrF74XtlsVsPDw4Yq8BkJCMxqrlarlpC6Yy3xZuMAAQF15w9TzVKVunxCXpuq9GAyyRoi8Lh8UhICkif+lkSXpInfPSjEaWlp0cLCgjY2NjQwMKDz58/rueees6Spv79fQ0NDmp+fV1tbmxYWFhQKhepG362tramtrc38OF0PTamGDCMsIPHhe7sKdteCie+OIAJj/lQqVVe8MY6Xw8pFH13lu1sQukbeoNxYiRHkSQJcfi7oubQfyF1UgvvPmgCZJcnmYJJqxdvm5qZOnjypQqFgCIXr5YlghXnX1fV1G733B//jf6i0x+nimYPAZbNZDQ4O1gnPIpGI/Ryhhmv6L6muq4Fhumvv5SYWzFYfGBgwZMjlHy4sLOhDH/qQLl++rO7ubhtLyoE2Pj6uQqGgZDKpkZER24tdXV26dOmS8f+Ghob0gx/8QA888ICk2j4mIYvFYgqHw5qZmTE09YEHHrD4e/v27TrOo1SLkTdv3tTdd9+tQCCgt99+W48++qj++q//WpL06KOPmjMJDhjXrl2TJN13333y+Xz63ve+p9/+7d/W3/3d3+kjH/mIvvvd70qqCZxwhHA9m4lBzEhH3JnP540LzXOJx+Pq6+vT4uKi+vr67KyR9otmXB1KpZK6u7vt76PRqGKxWB1/HdSrt7dXCwsLBmBQUBKj6LjwvBkl6iaEW1tbViA2NjbW8e5dUSb8d/fYPygSdGfZS/um+CCcxHf2Ij63Q0NDmpmZUSAQsPu6sbGh3t5e84ddXV01cZ0kxWIx9fX11X0GnGBYc7jI9PX1WVFK3ASkCAQCisViZiUoyfZtQ0ODiUFJDNnnFJ3oN0DfeS64KmSzWSug3LOJPdbb22tOGK5oDRCJAghgw32u2Da6nSP8TkHL6bAh3L377rt1+fJlSbUxu7dv366LgT6fTw2lkj77x39ce4iHyehP8drbaH/5pS9pfe8rUPXxEFFTugkCIgmSIrcSchX4bvtPkqGttMfHx8dtYo4kq6RZPAikIMBLNWShWCwqlUrZIU7AAeWRZIkmCkmplgyGw2FrxeTzeatipdrGQlHf09OjtrY2C/bXrl1Te3u7PJ6a3+nExERd9Y74Z3Bw0Cq79fV1E1309/eroaFBly5d0vj4uBYWFuomTTDhKRqNWhKTz+dNrYnwyrXdgiTPvd3c3FQ0GrXvTeJBC9UVL4EcSzVRRH9/f117olQqWStlZ2fH3rtUKlnblWCGGplDBL9A7g0qSy43EJLsgDp4vbV54S5FwDVy5zu4lbfbWgYtdBMsXmt5eVnValVnz541ROSVV14xCgTJGYFTqim3ORhJ4Hhtd92Fw2Gtrq7avuHnoLZ8JjeRpT3G+uRwd6ckcbDiVegmRSDg4XDYgjYtM+4HrgwgEi6yye8fTEK5rxQCrvWTi6yyrrDtchXgTU1NhnYQIzjEuWeooTlAWysV/d6XvyypZnrf0t1tSToiNklmWeP6BhOLpNpeXFhY0MTEhKHFrrgKqgeIL8IWN07hQrC6uqpoNKpCoVA30Wx1dVWvv/662VMxzaijo0O3b9+2CT2sJ5BTj8ejtbW1OmqJ1+u1hGtgYEDb29taXl7WyMiIJfzEwO9973t65JFHLBlcXl5We3u7zpw5I0m6fv26zp8/r29+85saHR21QuGjH/2oJOlrX/uaJdu8F6jqU089pUKhoE9+8pP60Ic+pBs3buhXf/VXdfz4cUkymg6fGbsz1/IqGAzK4/GYnRSqf6kWw9g/FJ87Ozt15uvEl6WlJY2NjRnlgvWaTqfl9dYM85eWlqzAaG1tVSAQMGQ6HA6bcptn6vV6NTQ0pGQyaYUI93V9fd06O52dnVpbWzMqAPvCpcqw5nl9klWsn1pbW+vujevBjdiIPUdBTfJOUcyaaWlpUTwet5Z4c3Nz3eRB6E/5fF6BQEDLy8saHR21RNvr9Vr8gHJCAS7JJjtBMwiFQnVOKKCoDCtYXl62+wYNjwlWbW1t5mfLfqDASCaT1qlEeOZ2XVyPUeIE8f6gUJM4gw0eLiSuABTRmCT7Gc9NkiXgS0tLVly7wy/6+vpUiMXuqAlM/7/wGfXutR2YQoHyz+Px1KmzaamB2pF0ugEf+JvDjISDypCxbywK1z8R7g3efoyXAzXk90CCUPXCZcQ4nSDFhJnGxkarfklAg8GgJX4oIH/0ox+ZmfaNGzfU0dGhUqlkFavP5zO1aF9fn7LZrHZ3dzU8PGxB2kWfcrmccrmcXnnlFcViMbP2AKnCMJpqkHuFJRWWTOFw2EZ9wq3BYL+trU1+v9+QUTwduS+0XqiWK5WKtX+3trbU3d1t9h1U/ijwNzc35ff7zTvObd+CzJIU8HMSIO6rtG+ejIKVBBBOJIcmgYurWq0a/4v35T5Lsu8GR5l1SkLh8iaDwaACgYBmZ2e1trameDyuBx98ULdu3TLTZZBPLE5IwFn7Pp/PrHEIjuvr66YUhXqCUTR8Jgo6vPaYcMNn52fQAbhX7A06DST27h7BRxb+JvecZwINgSSOewKKgxrVfVbsC5IHty1LQsLeg7oDBQI3Cg4Uvj/0D1whOFR470ZJD7/0kiTplQ98QNW9A8i9Dz5nq5+DAAAgAElEQVSfz5B9v9+vhYUFBQIBQ3xYLx0dHWbJBHpHUk3CjzUXbX+evWs/g4+r6+Ag1RDKSqWio0ePanBwULdu3VKhUFBXV5dZdDU0NNhISfwrGZ2MopjpN4z3rVarikQiSiQSGhwc1Pz8vPlnVqtVjYyM6ObNmza69rHHHtPrr7+uWCympaUlTU5O6q/+6q/0cz/3c3r66ad17tw5RaNRPfvss7p27Zo+9rGPmfqeBPvZZ5/V9evX9f73v18LCwuanZ3VV7/6VX3kIx/RRz/6UQ0ODqq7u1vLy8uKRqNaXl7WyZMnjXrCGscLGVU4iBstbZ7XxMSErl69qqGhIXP5ICGnDQ1twuXDLiwsmJMLFlGY8uN40dnZackRBQztcsYn0/GD4uPSxxg+ABjA+nXt3nCxwLeUmE2M4uxkP7Ov4Ibj3Uz8pOvB+i4UCmpsbNSRI0fU3t6ut956S729vWpqajLAZmBgwArZXC5Xh0xCo6NTAyUOxwGACNeGz93jra2tmpubMyocxT+cV49n31O3tbXV3Ck41zOZjILBoFr2JqgBElEU05ovlUo2vpQ9R0GOxRkxFhoa95V7BxLa2tpqn4//c50bmpqarBNAkYg3udfrVU9PjwE13JetrS1FOjttEMehz+hP89rbJF/5wheU2IO94Q82NDQoHo9b+5jEcWtry2bAU224/oKuWa9rSyPtk8h50AR3UIHh4WFDa5gkE41GjXM0MDCg+fl5dXV1WQLU0NCgkydPSqpZPzErl6Bw8uRJq9JisZgZnw8NDamxsdE4pnz3kydPan5+Xv/4j/+oBx54wKrXp556Svfcc486OzttbGc8HreRbplM5ic4J42NjVbddnZ26tatW+rv79fU1JRu3bql4eFhQz6xjqEN0dbWZm0ZSTanOhwOGyrQ0dFhdAR88To6OjQ3N6dIJFKHOJAEptNpQ62oSCG/g0JR0VP9wmOiGnU5iVxsYPioJE9SfbuatgroHciDVGujwot1L9YXSYnrYSrt2wpxiLjbkeSLJJk1w3dfX1/X6OioKpWKjUVdXl6us9RqbW215Natyn0+n9bX1zU0NGStXCxQ2CsEeRJPF+WF5sKBSWLtFiQej8f8B9PptMLhsO1F2pVMwSJx4nKRISaZsDbx4HVRW2nfo4/Wv/tvLoLqrivQDBItScabdOk8UBKk/fYbVj3t7e0q5/P69B/9kSTpS5/5jHb3hAoMA3DbuUyQ6ezs1PLysiKRiH0HEsv19XWzGoISIO2PzoWSwu+zXkmIQFsqlYrC4bC192KxmHZ2amMq+/r61N7ebq3uwcFB3b59WyMjI8pkMmpubq5DB0m6SJb6+vo0MzNj+xhUBtrBsWPHFAwG9cwzz0iSJicnzT5oc3NTyWRSx48ftzXZ1tam3t5eff/739cTTzyhl156SVtbW0YDeP755/WBD3xAV69e1YkTJzQ9PW2o6re+9S39/M//vC5evKhMJqNPfepTeuqpp8y+6OjRo3XoJCJS4nsgENDKyoq6u7u1u1sbE1mtVq3zVanUhh9cuXJFDz74oGZmZoxvKO3HSHw46TK5Ati+vj4tLy8bCkmi2tbWplu3bunIkSNGvWL8MXuVEaDQvZjUxTOtVquW5FSrVfPOZM2BTNLRoCDgu7noO8WI+7+hDbjxVtq3ZGNvkfzyvXt6evTqq69qfHxcmUzGRFQuTxmOaDab1fj4uLLZrK0JkGjOrY2NDaXTaUP63SSOIs1FFEn60A3wfaQaLWVlZUWRSET5fN74nMSOxcVFA0lYF+xNvlt7e7uNtK1Wq+aLLck6m4jaQD5dKhb3j2L5oPCWoRPt7e1aWlqyMxW/4GvXrtkYdHIa+47F4qGA6T/k2ltQX/zd31WTk9RIqhP9ULFJslYsh6rbppb2W4tUXi7kDlpEKxGBE/yPjY0NHTt2TDMzM8bPZB66JBuNSbKDuAle5nvf+14NDQ2ZWnB+fl7PPfecbboLFy7oypUr1mJfW1vTiRMnLCjE43FrMw0MDGhubs7I+U888YQuXbpkKlCqXILRyMiIISgYUYNsSrIqP5VK6YEHHtCNGzesCnevrq4uKwJcXtHm5qb9b/g0LqfJbbs3NjZqdnbWlP7pdNo+UzabVW9vb90hsr29bUgvnCbaPtx3BE4Ep4PiJhByV4TDpgaNIhk8iCa44hgSV+4baBqFzP9OGECwcgVz3FcSVNcBwuU+lstl42p1dnbqpZde0rlz56yF1djYaIlzR0eHIVlSjTKCUpViwOV07u7u2h6QaglYV1eXCQvYA7SEobu4gjra8tAkWlparHhzEQt+B2Uuz72rq6uOU+2qUA+KD91klWfDoUjHw3VIAKVKpVIKh8PWZuUql8sm6iLh5F5QkHJo5/N5DQaD+o3PflaS9Cef+5wqe8pd2sMkLbT8s9msOjs7TbjH+kfN3dvbq42Njbp4I+0b9tPePEihIBnBGaJSqViHhs/e2dmpxcVFeb3eOiU/63x0dNTM6uGOck/h5oHq3bx505JRr9er3t5ezc/Pa2Jiwia2IdIkUd7a2tLly5f1gQ98QNevX7cCaHV1VbFYTI888ojeeustvetd79Lt27dN0X769Gm98sormpycNB9MFOWf+MQn9PWvf12nTp3S+vq6pqam9MQTT9iY3TfeeEM7OzuKxWIWE1wxCYbrW1tbhnaR+HPfmdqztramY8eOKZFImBimUqmYPsDv92tpacnoDuy/W7dumYhqeHjYnFSOHDliApyNjQ2LI1x0TtxOk5sUIY6hdc9+ptU9NDRkc+NB9im4pH0/ZO6JtO+BSSyg8MGZg9gOOl8ul80vmj3Keo9EIpqentaJEye0vLxcN3wjHA5rd3fXih4mWSHEa2ho0NramrXPMfPnvhOTAoGA+W26Z7bPVxuyQPxwEUtoRHSOKLZYrxSTiNXwomU/7Ozs2IAZkuXV1VU7s1lP8FaLxaI6Ojrq7qsbU4iTrCE6gIiXoAlKqtOVABQwgYnPHmpquqM4o4c+o4fX4XV4HV6H1+F1eB1eh9fP7LrjkdHP/sZvyOeoh2lRuePyaCGsra2ZbRAIFdWRJONiSDKkxkW5+Hd3sg4VIj6RfX191oJD3SjVkJ5yuWwk6CNHjmhtbc08/l588UU988wzikajxrEaHx+3yv7atWsaHBzU4uKizpw5oxMnTui5556zNtTAwIBVZQiEIFqvrKyoo6PDWgpHjhxRLperUx02NTUpk8lY9QvFQZLm5+fV09Oju+66S6+99prZdXBP4OEy6i2RSKi1tdWQWew4qLxBbdwWant7u3n1SapT8MKrAQlw7XF4f3d2vNvG5/22trbMVkuSeXXG43GrwuEw8XqSrGKG5wqPh/WG2pq2MrweSeYpx9+CZrltZdd/DgGR61MKcsjPDiKjtGNDoZDN3HZbZqxPxpGCGjQ3N5vYwUXtqcwZoxsMBg0lcXm0IEe8x8GWOc4CPFuUzKwZqnjQnoNoem2L71s2waOS9v1Z+W8QY94b7i5oouuk4L439AbmpbNm2EOgku535T3X1taMN9jQ0KDWSsV8Rv/o059WYzCoxcXFutGsUg2NCYVCWl9fVygUMmHGyJ6XZyqVUm9vrwqFgt1/3C3cZwplBB4sqC7WM/j5ghC7ymum1KyurtbRQhhvCrc7lUqZ0wL3UarF0ebmZoVCIa2srFir/Nq1azaPe2FhQeFwWNFo1O4rHNRUKqXh4WFNTU3pnnvuMXu8U6dOqb29XT/84Q/10EMP2UxxYiBcTSgKUH8k6d///d/1+OOP6+rVqzp69Kg2Nzd1/fp1Q9Duv/9+ra+vG/cecSAxpbu7Wzdu3NDRo0eN0nH9+nVrJ7NXmfwEOuYi98SXvr4+NTQ0aHZ2tm5SECNwEXGyF9fX143DyV7nGbKX4OFDjcHPU5KtU+a044vpoumuIwjnohtnoJzw+pyD7Ce3i+G2mt3OEnvWpRthGYULAa1q1qvP5zOKQGNjoxYXF9Xb21unpsc7HL4m+0SqiWuJwe3t7eaYw2vT0nct1vhsCHURAEmq829tbm423jbIcWdnp525qVRKQ0NDxit1vVul2jnFczjIZee5utQCt33PWfjoo4/q9ddfV2Njo2kfeG2oFq2trbZv2Q9bW1vq8HqtW3MnIKN3fDL6hd/+bfMZpR3HVyJZJBhifwEZX1KdIp0DCpWbC5ujgAUS57UJSg0NDTp16pSampqUTqet/QSvJ51Om1pvd3fX/MH4HNvb2zp58mSd12I8HreAFYvFTEhx5coVzc/Pa3Jy0gI1RsvMhHf5TMzHxcMUIZCbYGMGTTDj9yRZcEDpDkGbjTE7O2tk8YWFBTU3NxshXJIdHty7xsZGS5C5N5VKRWNjY8pkMmZFxM8oDBobG9XR0VF3+BJIUbLTInNNkfmerqk9CR1JMAkLxvFuyxYeMdQO1hfrgDYVa8X1H+V9SGZIjvk3iPeItaAK8HO4RByQHAq8j6sYbW5uViAQsDY9BQ/0DddnFIESSbTb3mLvUNw1Nzf/hO0Uh2xnZ6dxo1hXUi3Qo0ZHpes6W8BhxX2A9+KAhVLBM6EN6P6M50Ky7BaVtPFddwyeGyM38/m8IpGIGVf7nWCdSCSs3YYnI3EE7iuzwpuamuTb2jLO6P/1B3+gzN6s7Hg8boeFJLNyQjhGosB6Z7wr9mSMgiUhNPX+XlzDr9ctMlyhE61A7h0z04vFou1rkp6bN2/acAWGQ+RyOXOmcNXgJMf4PEq1GITokvatO3LzxIkTunnzpu655x7duHFDXq9Xq6ureuihhyRJly5dMts6zPNfeOEFe25wNdmTiOFY6yT8S0tLKhQKNnpUqnHH7733Xi0tLZm3rOsEsL29rUKhoPHxcc3Ozqq7u9v8QHluxFP4mktLSxZ/cUjp6elRLBZTc3Nz3dkTi8UsoWEUMt+LNU9BfdBWamJiQul0Wjs7O7bm3P1IkcRYZJJFfg5HF8AAMMYt1qCOuKp3V0uBW4grquPie7kAgLsXSeIjkYgWFxcVjUZtvGdPT4/5+XIGJZPJOmN6V3jI93Qt4Di3Ef1APwiFQnXJP5/djd84ckC5Qlgp7bfZb9++rdOnT6u9vd20EZKMauPyZl3jed6T+MOaZZ3igQ4vvVwuW5JN+z8Siai/v19zc3NW9PO37HHuj+sT3dTUpN1cTl/8i7/Q3ub8T5+M+v6/f+U/99Xc3KzdvQfgKuYkGYfEtUNA9djQ0GCHPsmD+7AJcgR5qlYUfpDKCSRNTU1666235PV6NTEx8f+y96axjefnneeXEnWTEm/qlqpK1XX26e7qw3Y7Hdsdx7ADGMG8yYuZ7M4LT2YDZ50g3sSOJ57JMXayyWSDyb4IkgB20IBhYB0gttt2OvG1dl92dXd1Vdcpla6SREoUKVKURB0k9wX1efhQNrDAAp64F/oDja4qiX/+/7/j+T3H9/t9jC1JT2gYsmAccUrptnPr1i29+OKLGhkZMaxpPB43Z6avr09TU1MKBAI6d+6c2tvbtbGxoevXr0tqEKgWFhasD3ytVjPs7OjoqBkFDor5+Xk7oKSGwUG+ol6vm/Cz1DggH3jgAUmNQ5oe8ESICAr39PRoYmJC1WrV2H2MHaSt7u5uVatVpdNpMy6nTp0ylj/ZNC9qTCQdi8UUDAZ17949Mxjb29taW1tTLBazdxsZGbF5xJDCisYB8g4jzwdpx3f6QTakvb1da2trP+bcQirCmfXOJmsGADuBD+Pis4lgTX0mn3/DgWZcvB4qETWZzWg0ap+nrzPvs7W1ZUSWUChkunsERR6nBr6Pf9s7dK48MQiJJK8IwO8fFbYmO+cPsVKpZOMej8e1v79vwRnZH5x8r8/Hz33VgjmUmgoXOOBSU3tUajgm4FsJxDo7O21sYNJKsuDHZ5k9XhlCIuPCHuk87IgSiUS0v79v65n3gGXOv0N0hJmOkwfG28tSQaTs6Ogwp5E14Z1+fpd9JTUaXEQiEV25csXeB2dycHBQsVhMr732mh588EHTWOTwpvvbzZs3rfvQ3GGTDcZ9cnLSSHRoJdKTXGpkP9944w1tb29rdHRU999/v9mwwcFBY4lfuHBBq6urGhwctIB+bm7OlEGmpqa0vr7eIlG2uLhoRBbUO3BeT58+rfn5ebW3t2t+fl4nT57U5uamZT7z+bzOnDljjhEVAxzx+fn5lixxsVjU/fffb4EfJD8IYjMzM1ZxkGSYY2SX6vW6defr6ekxDLMn1fJuHs+cSCRMO5u9Ah4RtQpsHHvNVwg9SY97QojDNktq2cs4eru7uz8mzk61yxMEvd1gHyM1NjU1pZs3b9q5x/5E+3lra6slM8tZSWBZKpUsGJOaursE01RTeG4w7e3t7fbs/JwzJZ/PK5VKmei+/3mxWNTU1JRu3Lih8fFxk+9ir8IVQEu4r6+vxWn2cnNoNft3Zo+Cy2Wvcf4GAgFlMhlVq1XFYjFduXJFUsOJz2azCofDJtgfDocNX02HvLfT9bbPjP7h7/yO6oeDjsPBAVur1UwzTmqW2nd2dkyDkSyi1NSQRGfNH84sdMp2/JyFBct7fX3dwOvDw8MtLcYgDLD4IYlIjegYCYupqSnNz88rFAqZw9jR0aHbt2+rWm20Y8vn80a04ueQs9LpdEuW6ebNm0okEsrn89YxgwyH1NjwdGXa3t7W3t6eEREkGYu/UCjoscce0927d9XZ2WmGOpPJKBKJGPlqc3PTHOHGVAVMFsRrOfpIOhqNmnNTq9XM6BcKBQWDQcu0UeJkzijjI8sCk94D6XEmyd5x2Egyh8BnDTzhBANBJg7tON6LrC1ZOiQ+uGDO8hw+u0h2en9/v0X6iXfDUMFeJbuHY8GhRVmaQwUA/tramhFtYrGYcrlcS9cWBP99tpULohcHaF9fX4syhXeqOYx8xgRnMRKJtAjqY8jJ9mJ+vBwU74YBB1LDs6Oj6g/Mo+NCcAAxjaqJpJaMvNdT5PKC3hyk8/PzOnHihCRZubetrc3mv7a5qd//0z+V1BS9j8fj1rmLZ6e64Eu2W1tbRn6hE1oikVAgELASrq/ukC3iEN7a2jKHraOjQ9lsVslksoXwQlAMLIG9u7CwYKXPSCTSIivU29urN954Qw899JC9d7FY1Llz56yzFw0zJFkmhwCpr69P3/72tw0uROWlUCgY2RNCoiRr0dnZ2am5uTmdOHFClUpFr776qqQGiTOXy2l7e1vnzp0zIpXUyJYXCgWTXmtra9Py8rIefPBBSdKVK1dMXmh9fd3k4LxGKgf/2NiYZXV9pzeqQ8Fg0GwM8zI8PGyBAcQTyFr8HP3NbDbbUpmSZE1H6vWGwPvZs2ctONra2rL9QCb/qHA95x3SSJyBkkyDFFuDfB3zzt4juCEB4EvvMLU9rI29howcNttXjyiBB4NBUwJ497vfbS1kp6am7KxYW1vTww8/3JI1Hh8f1+3bty2T7ZudSLL2ntFo1PRMKZXjD1CVxOH1ZwMVlO7ubtP1JYBAhxTbXiqVNDg4aDYHfWxfUfMOJaVz9oMnPEpNrWfsvtcjRoKPbmg8M+cHjS+SyaTpSDOv0mHTkErFGnG8HTKj/79wRvOHG97jbrxIOgt3fX3dDl+yHWzExi0DVl7yGp6STM+M8jrYGiJEJCro0OB1zCS1aDbyTJFIxNj0pVJJqVRKtVrN9DGlpgTRwcGByYb4CI+Fvbe3p/vvv1+ZTMaiQ747FotZlwjKgKFQyCLzVCplxgopIKSSePZgMKj7779fb7zxhmKxWEtnq/X1dSslIpGE5iHvhjOzt7dncAGe3UezOPQ4CN4woI6AAeTesMbRiPQC6eCciDQxPhgUnhlnEHgGn8fRolTrHQNfciYjw/cxblKzDSVYNdYUjiQZCdi9vvyGdhzrz5erGAvehTXp27ROT09rZGTE9oOfUxoPIDXkvxtHjhI77GkcbRxrSuw4zl5eif9zgPmf0webjCW4W74fWANKCFITd+k7mlBu9JqIjCXzgcA3z8Q44FiXy2Xbl6xHSmdI/PgGFDB+eZ7Ozk5VSyWTUfmj3/1d7R/aCI/tlJrdbDjgkK7h521tbVpdXdXU1JQJrXvoBgLnBD7sM97N34uyL4c87/bCCy9oZGTEupoRIBA41GoNfcybN2/qne98pzkLZMZoBDA2NtaSbaPDHF3U0PrFYdze3raqCCzj733ve3r22WclybB6yOlgM5GgQ3s1Ho9rYWHBNIalpjzR3t6eZW1zuZw5k9FoVJ2dnSY75Z17qSkink6n9corr+jkyZNqb2+3n8/Ozurs2bNqb29XJpPR2tqawS2Yt4mJCaueJJNJLS8vm9O/vr6uWq2hIb24uKiLFy/qjTfesHFHKoxy9sbGhtmRnp4ek3PiXuPj4zbPGxsbFuBUKhUNDQ0pn8/bs3sNUGz90aCagBs2v4e1gGkke4fzxV6joQrJGaAxR/cs1YpCodDSBluStfTs6+vT4uKirfeNjQ3rVR8Oh1UoFFoqLF1dXTZWYKm5SM6ALfZSfFKTwQ4OHygGuMtSqWT7nCy/Vyno7e21LDRBJXaJsfHcFTDx/BzbRfWB75BasbLYHrLAkqwCCmSDwJN5iUQi6jo4sBbFx87oT/M6nND/8olPqOpwcEwcDoonJtA/lwjdG3apmcUCEO5xOWDsIBWgG8ZnadUpNaNkr6soyQ4NsJN37941AhMLn1I62VcOApxcBNm9JqTU0AhcW1vTysqKiWpzedHvUCik1dVVlctly8aARQJ6wAHJpuRAXV9f1+bmpuLxeEvJKpVKWbYUx62zs7OF6IOB8k4Km5oNidEslUom7XT37l0rdZK53N7eNmwNz+h7FtMnXmoc3plMRhcuXNCdO3dMWoN5ZWy8hialW37u14UnBqD/iQOPJtzR0ozvCuYDHD63vb1tBzYZRqkpf4QTRzbSOy44sN5JZU1i4HG+arWalYPJ7FAyRPzZH+4IoRP4eAgDWRIOLbKPnkSEg8hBhXi3JNPx3NvbMw1F71SRDQZj1dbW1NpkznBKeTZfpsc5JiPhM7k8H3IoBJk+o0G2h77YvKMkc96RSqvVaqqWStbt5A9/53dUdVguH/z4YMZLkXF5fB7kkKMZZKlZnkSey+sTYgfJaOG8sTbe//73a3l5WZVKRa+//rqeeOIJW69Aichi7e/vWxeh/f19I1dBoNnb27N7T05Oqq2tTblczkTcIdXwXNi+crmskZERJRIJy5L9wi/8gmHVyXSPj4/r+9//vqQGWWVtbc3gTeDnpQZUaGdnxzJk+/v7+uVf/mW99NJLttfy+bxGR0d15coVTU1NGQ6fZ6MxxOLiolKplIrFor17vV7X8vJyi6OMgLsk03QlYwXRhTVDi0wCFJ9wwKEh6PFNT5gzNF+xX773fG9vb4s9ZM0SxBFseN1eGqxwIXvkscbYqY6ODnNGCeY97p09wOdI8khNvWBvE/2z9fb2GiEMeEypVLJ3A0IEX8JXwZh38K6pVEozMzP2vpTPsSE8o5cU5DuAIdEZTmrYOJIsSEt5OBAJDpxY5K881GFvb8+SCn4+/Vhgy7BV/Gx0dNSCqZ6eHuu8JcnWgW+9TaKMcY11del//tjHGhN87Iz+FK/DSfv0xz+ugGNWk0HyAtoeO4MRYCH6xeMJUGQdfKaIzYDThWPH9yaTSfX19Wlubs562eJkVKtVDQwMaHp6WoODg5YVJdKp1+tKpVLWX5zD1Isq7+7uamVlxQ4qzy6U1FKChYEuyVqdsWAB2pMZrVQa7TMhu3BRJuK+yWTSyCKpVEovv/yypIaxi0QiFiGDUfNkFKkRBff29hoz3msrAgTHAWBOOCAQbqdEivGlLIeRIjL3ZBz6KYMdwpmXmmxPypPMN46px97h3OAweYYqEbB3dHGycZbIwntmM7gmryV5NNOJQ8OfPX6Qv1POJivNfSCM7e3tKZVKmWjyj370I3MAKSceBchzP0+iYi+BgyUg851/mHM0D5l7L4qPADfZaA4r9i2HB2VoynS8t2ftMy4eowxJjfv5TDx4WdYp2V3WBCLSPGM4HLb1x7zj8HL4Jnt7LQvxF3/4h1o/dKg4oNlXHGiSDBLkiS4cuuvr6waLSCQSLZki1hrBACV15s2z7yESsh8GBgb0rW99S+9///v14osvtrB/eT+aVpw/f94OSZ6dZ0un00Yq5LsymYzZ1nq9bn27wWXOzs5qeHi4pe3o2tqaNf7gedbX17W9va0HHnhAt27dMhhAz6F2KyXmEydOGGSDbC26u1tbW5qfnzeIwfXr1xWPx7W7u6tyuaxwONxS/kyn01pdXTXcOGuCvTQ3N6fHHntM6XRad+/etW50kL/Yi1tbW6aWQkc+LrJfOzs7piDBXoLZjw3z0A4qCziIBwcH2tzctDXFzwlO2W9ei5KgFQeIgII1h60AW9nf398SnFMtoLLDZ6kwMF7YAl9Z4u/eUWVcgW7RkS+Tyej8+fOW2JGajjLwCHR/JZloPWOTTCaNMNfV1WWELM7LbDZrQQAC/olEQsViUdVqtUU4HqIUMAMPpWLOE4mElpeXNTo6arBALo9T5R6MMz/3Cgee3IQTTnWVgNO3ST04ODD7HY/Htb6+3grDWl9/WxGYjnVGj6/j6/g6vo6v4+v4Or6Or3+1623fm/6773ynOg/Z8ZIs+iPigL1GCYRsBZGF78ZDpoOsCv2f+Tt4KvBasOOQgAiFQrpy5YrhNz0ZSmpEYhMTE9re3tb09LQxncnIUk7r6uqy1pcQIPhO8C9kA6PRqEKhkLa2tjQwMKBkMqlXXnnFShflclkPPvigMXPprtTX16dUKqVYLGbfQ4mJ3szDw8MaGBhQNBq1rERfX5+SyaRmZmb0jne8QxMTE+ro6LBWopQVKavDMo3H4+rv77f3aW9v1/LysvVaXl1dValUsrI13WmWlpZsXsliIKdDKZWMA6VHMn5kzHItWcEAACAASURBVPL5vMLhsGUcwFfBhPddkDyJiIygZ0pLTeKQJ9iQBaU067OZlNvJkg4MDLRIoXCRIZHUkrVgfVBqRseP0jjPR/aCLA2ZVfBy169f1/PPP69XX31V73vf+zQ9PW14KU944F58h8/KbG5uqlKpWKaNMSWjB36WewYCAYvoyQ6QUaPc5zGQ7FEyvmDSIEX4sfCsXo9/8xnlWq1mXZD6+/utPLm5uWnqC7w7WXtKapAuWLO+zAq5wbLjlYr1pv/HixfVeYhxYx7pt43US09Pj7UuJtO1t7dn+4EuNEAjyMQCpzk4aLSs9JlsnhESH2MAfCefz2t7e1uPPfaYvvnNb2p8fFzhcFgXLlzQ8PCwSqWSzpw5o2w2q1QqpStXrhhWLxgMam1tTe9617tUqVSsRWs0GtX09LQKhYKi0ahSqZT1pPdM9PX1dcViMd24ccPKnhAwpqenlc1mdfr0ab344ot67LHHTJUDdY9gMKjl5WWlUinb2zMzMxoYGFC93mitmc/n1dPToxs3bqinp0eTk5O6fPmylpaWdObMGSuF9/b2GoRgYGBAPT09CofDhvsvFovW3pHsGh3MGOdEImHrkf2+vLyslZUVTU5O2vzw7GTlgCfNz89ra2tLhULBMssbGxumn4pyxu7urnXQAhd4cHCgwcFBq+SQKT+6F7a3t1WpVLS+vm7rlqyct0/sGcrK2Fb2DxAEIEi+WkTlhfOPLC2yW8iTgb0nQ4ud2Ntr9HL32tdf+MIX9N73vlf9/f0Gg/Il7Xg8bvjkdDpt9nRzc9POaiAulLKB1gSDQdMW7evrU09Pj8k1Ub1MJBKmosGZNjIyYmRaiH5bW1uGp6WC4KtoVIvIgFK180oh2Mf29nalUinT1kXikLOSyg++DN+FbnmhUNDw8LBB1Lq7u1Xd2TGb9HboTf+2d0a/89RT6j0UtT1a2ga0DciXHrQHBwdmbDj02GBIpuBUsIkw8qTBg8GglYg4sG/cuKFLly7p4sWLunnzpqXe2YyRQyHsarWqEydOmAg/WJaZmRnDzyDTwbPl83nNz8+bgcNAQASgFJ3L5fToo49qa2tLQ0NDikQiun79upFBIDxUKhVdv35d9+7dM+277e1tYxsiXh0IBHTz5k0b19XVVc3MzKirq0tLS0taWVnRzs6OwQiq1YYeZCAQMHYhfeVpdcgFIQmA9/j4uPXExjhwmGPgcBQgWUUiEXV2dhoonv7JlPzr9brC4bCVS2BHF4tFG18ON88O9yUl1gmYSk9YQqweHT++0xt5nFwcLqlZSvbYRy4+KzXZqNyDUjJ/53nAemHsPfYzl8spk8loeHhYkUhEQ0NDOjg40MDAgJUNCUZwsngGdA8l2eHc0dFhUi9AHzxmk4t38rq2/K7/Hj5H6ZC1Q4mM0qpfEzinGHypKUzuD9pgMGiHCPitWq1mtgCH1+919gH3I8Ah0OKA6e7utnLhwc6OnjnEJ37/6ae1c/g9OEgeAgLRRFKLVBf2qlar6fz581pYWLCDjYMfh92rMNAa0zsJOPs4X+fOnbN2w1/+8pf17LPP6t69ewoEGm0h19fXFY/HdevWLdNHHB8fVy6XM0mn3d1dvfLKKzp16pTtIXqOs39v3bql8+fPq1Kp6O7du+bQs7cQ28dxwNGv1+u2LkOhkF5++WUjyuTzeW1tbenkyZOmfkKJlGtlZcXG5sEHH9Tly5ctEKNVZDQaVaVSsTI6hBPmmMCoq6tLo6Ojmp2dValUUrlcNqjB3t6eMe0vX75sZWraXRKwbG1tmSQTrGsvGXfhwgXNzMxob29P4+PjJqtHUMu+4l3b2hqaqENDQ+ro6LAWl5Tme3t7f8wGgUFMJpPmCPk1ze9JsgDLK3awV3B0IdKxf70NAqKEvfZOJ44hGGvsvSfnLi4u6vbt2xoaGjIWOrAQ9jRwFmSrwLICZ6nX64abxAYznkCivLoG+3JoaMgCjlqtpkwmY61fIRvm83ml02lVq1Wtr6+rXC6b1CBYdxx11jNj5THrXjOVzwIj8EmMwcFBO4dxfNGlZrwRvR8cHGzB6u/v7zds6cGBfu7FFxsL7m3gjL7tMaO/8e//vdYOgcGTk5MWZXisJ4cdWb/BwUGTbWFi+V2waj66kWRZVjAw3d3dxlaVZAsvnU7r1q1bttHAn+CoRaNR7e/vq1AoWHQuyQwPTiXf7aVLent7tby8rMnJSZOp8GxRsoe5XE6nT582x8/3a0eSBoPGBWYUIwSDU2qIVTNe5XLZIjLYr+C86G4yPz/fom8JfrVarRppBU1M3g2DlU6nTVlAampRstHJXgFgB0/IQVOtVg3ALzXwrOCREHWGeNRYRg28HYYAB5T5y+fz6u/vt++nRzHPFg6HzfjgOOJIErxgQNva2izzxpqAvc+YA4RnPZK1ZY36+4PF4tDhoPEKEDwX2RVPJJAa0j7o1yJ1JMkIauwlDj7mFGecLA5j4HGvfNZr73mjWavVDBO5vr5upBHezRPgwL3yXpDq/OHHd/BMVDfIXLCXcDzowILjjSkkW0F2P5VKtcj4eBJRPB5vSApVq/pPf/InkqT/5d/9O8XGxmxu6/W6yUKVSiXLkkajUXs+8NsXLlwwgXOygMVisYXY0NfXZ1m6gYEBC3b9vJDZDQQClh2TpPvuu08dHR26fv26Hn74YV27ds2klzY2NjQ/P68nn3zSiG7pdNp0QJ944gnD94Er9Z3QqtWqVlZWFA6HjYxCpopnX19f1+nTpzUzM2PjjI2EFb29va0nn3xSCwsLlk2XGvqtYGLp+05WEacfYf3HH39czz//vI3L6dOnLTMZjUZVKpWM4CfJnhnBebCfHpt85swZ0zWORCKGieXdvfg/kjuI4nsZKq/yIEm3b9/W/fffr93dXVN88WokAwMDymazikQilu1DkYQ5h7iFPjBkM6mRmSaTSlICBRTuT3AAXvbg4KCF6R6Px80J9fqZ2F9wplQcfIMAnD/sk1fIwMEcGRnR5uamrl27pgceeMCCbuyCF3c/SkTkzOKZeO5YLGZyVeAu+/r67Ls5Z6hO1mo1+xlrAj3gYrFolUHPtvd4dypJrEnODEkttok/R6NRFQoF+zwEXtYbmWUws729vVYdZAwqlYrZkfb2duN5JBIJbWYy+txf/ZUOF+XPPGb0bZ8Z/ZfHH1d6bMx0OqVm1oiyBAff2NiYsRCJzrxGI6l0IiipGeGRmfOEC1L/ZCxqtZq++c1vanBw0CJbiA+dnZ0mPUVJcGdnR+l02roAwahHcw4nQpJJTmxtbSmZTKqzs1P37t1TOp02o7+4uKgTJ04oGo1qaWnJWgqurKwoEAhocHDQDlgcQ6/RRpYYklI6nVYkErG2du3t7eYszc3NKZ1OWxkGh5dNFIlELHNIi8K2tjatr69bi8BEImElpng8rlQqpdnZWYXDYa2trVmGc3BwUD09PSoUCuZUUy6u1WpKp9OW3ent7dXY2FhL1x0MMO0nGU/+HUeR98eoUGY+mj3FuDFulOC9zBEBDZlPInhJpvDgo2iICUT5ZPw8m5rsPN/B+uW+XGSFMf4ESsAzMHhtbW2WDUWdgb1D2YnMBxUGngdDDUif7yWzxHdQ+gPKQlYbKRZJlgHgmQk6yCr5aoXU1CD178G+l5qEDKnZYY0yH9mTtrZm1yrGnTnjHtgIbw98Nrqjo8NKzn2dnXriW9+SJL35oQ+pFgyaJAzPvLe3Z8S7WCxmGZ62toYsECQaqUE8unfvnukW8m7YAJ6Dd8Wm4VD5Miu2p7+/39YLmbtEIqFoNGpwI5z+wcFBc6TJhCeTSSOWoH/I+t/f39fo6Kiq1apSqZSNF/uvWq3q3LlzpiLS19en1dVVY0AXCgVVKhUlEgmNjY3p+9//vrLZrKLRqGZmZpTL5WydjI2NKRAIKJVKWdeZJ598Ul/60peMTPmNb3xDY2NjVn5GwoysOJqU7BUURrq7u03n9KGHHrLSbigU0ltvvaVwOKyhoSGVy2Wtrq6qWm00bbh27Zpl/oA1kBWu1+sGu8rn80acoeR+7tw5Y0oTwMC+9wxy3gUVA5wXCJ8DAwPm2HjSE2dRLBZTW1ubZVAJ3j3UBtvms+3M//7+vpG+KFEDp8JWYAOPdtzjnGUPsX+xqdVqVdlsVsPDwxaM4QgGD/cSNgkiLjYXCFo4HLZ1Go1GWyA17BecbZISm5ubLdUuKnvYa2wLGXuCYM4DDwMkmeWDWw8FxG7y7pubm1bB6OjoUCQSUaFQsD3KGvLEUU/K4lyiegBxj/GK9vWZTTrOjP40r8MD+P/8kz/R8mE04x1GDM3+/r5FmGxqsi6UpP2hSCaqXm+2EZOaRpWUP84rjsDW1pYqlYouXrxoUTfGXpId0Py7P0ykxmKnHDoxMaF79+5ZeYVnp9SEeDmbQGpEcURqZNb4GQceLNtyuWylIUnWy50SIf3leZ6LFy8qn88rn88rk8lYm1M6MA0NDalerxveBSF5IndKnr7V3+joqB3MZCoHBgZMooXIGlwgG5DfBS6Bo4RsEJEpWFP6bZM5I8vmWd04jxhPxktqjX4x7gQ9OO0+EibKZtwxdDiZvrzI53kf72RKasETe9wRly8NEQz5SgCZSzKzAwMDptu6sbFhjjLvy9qWmox15MyOOmUEbTgrME8ZCw6KSqViGV+vl+lLz0fHi3nhz+gbemYywYNXNuDn4H29M+YPBZQcfNbY7xccR+YGbKmXZsHRYE73Nzb02f/+3yVJv/6rv6reZFInTpywTAaQHjq9UCLs6uoyeSaePRgMWs975MLIFBEQoJlLBtRDTLBfuVxOw8PDqtfrVsXY3d3VhQsXtLS0ZJWOkydPSmrIqE1MTJg8Tn9/vxYWFmzcTpw4oXw+b0EcpUKyMePj45qbm9PY2JhyuZxBaHy2ifUFfv6NN96wEvj4+LhBimCak/2VGqX49vZ2zczM6Ny5c5qdndXP/dzPSZK++MUv6sMf/rCWlpbMNviOQru7u9bdZ3x8XKVSSQsLCyYhd+fOHbNrV69e1cjIiJVIpUYFYXd311rsFgoFXbhwQbOzs5IaHfCwlwS1OAxcYC6BfJB9LhQK1oQFVQ0vCUj3JoLJ1dVVxeNxW1tIAQJRqlarGhwctMoWQSacCCAmZHJxIMFTepk5rv7+fq2urlpWl72GRBzOJ8EmNoy1KDX70HuNU+zMxsaGxsbGTD2DceMM9nrdvhsbiSRwrktLS1ZVA45BoEFZnYCvq6vLtGJJOnE+SDKWfKFQsOoYNpsxOQobkNTiM2CXgV6Q2ZZk8DbgSmCaGdfd3V1jyXd3d5sNkRqVzHw+b0EKMCxsaT6f10AweCx6/z/kOhz0T/3Gbyh0WI7AWSQDgnPCwiXFT8SBoWeSmVh/kfKnHEvUx0HnS4eSTLsRiQeM2VGtvbnDfrc4ZF6iQZI5rhhiovvu7m4TbvYSGUgcvfbaa0qn0+rs7DTjODIyolu3bimRSFgZHBkLqYnpo+RXLpd/rHsUZcNz585pZWVF1WrV9AVHRka0uLioscMM9Q9+8APF43EzakSD+Xzeuj+B0ZFkZUovsYHDB6aR8grOmncMyOjwe76Uk8/nW9rMAYPwZWOcVRwYH8VjvMkokOllrolOfTaOC5wkDheZKxxKHEUA+mC2vJYnxprMqcdl4YB5vDP35fs92SoYDFq7uImJiZYSNuPAOibj39bWEH4ni8GhABmHQwnCBmPA/TjwfOmYZ+cAw8n2jrYRgw7fi8OUn/nsg/9O9iKf93hmLhykQCDQ0r+dd/fyYF7KigvHFtJGsVhUrKtL/9sf/IEk6S//+I+1tr1t3cKAQkhNORlsE6QUnFEqCOVy2XrH4zRLzRaD7AEIFcwDGpdkdXEKmbdIJKLp6WkNDAxYN5m5w8YbDzzwgF577TWlUinT6/Wi9fV63bJX4XBY8/PzisViLQEBOL65uTndd999Wl5eNtvX39+vpaUlPfzww7py5YpVQ9jL6JNubW3p/PnzhsMEYnDu3DktLS0ZAayrq8t6nJ8+fVp37tzRyMiIksmk7t69q5GREZs3sKm5XM4ySOl02ro7jY+Pa3Jy0jrk8bysX9YQEKF4PK4bN26YvBKalDjm8XhcxWLRnG9sU1tbmzlvXL29vVpfXzdsK2seG5jL5RQMBpuQkMM1y72p7FCBwP55O4UgPDJuVEp49lQqpVwup3K5bFlxv975Tv7OemXf4lAd7VNPpzGcSLLkuB2+xB6JRLSwsGBdvHg34GXd3d3K5XLmzLOXGTvIf3w3UIX29nbTp4UQx5zmcjlFo1Hl83mTdfJl9O3tbYMe1Go1c/ylJp6f4JSsKZfnsfi9jU9AIsBXFJkzCMjM+71791raexYKBdXrdSPwxeNxS4LxbrXNTWvEceyM/jSvwwP3j373d1U7nFwiLhYEGRHfg71UKtlmhwzDJFNSIKL15TEWm9Rsn0b2hM/CjKxUKjp16pTa29stI+EP88HBQR0cHLRkPHwnHJwm//07OzvKZrMaGxtTJpPR2bNnrVwtNSKp/f19FYtFJRKJFh1PSnfoxJEJ4r0pgXd1dWlzc1NTU1OG6ZIaC//06dOKRqN64YUXrPTxK7/yK5KkW7du6dSpU+ru7jYQ+srKijn5ZANKpZK1KvUOoXfYwVR6Z57sJbqqOKCSLBtIuQcHzWt5kkEkkCBi5d1wSsjkemF7+s9TLoa1yfrC8Hvcj3eqKG35/uIckDirlMl82ZXfw6nCYfNZW96R7ADGzo8rJWq+y4vO+7I9h4nPfILJY+w8yQvnmecA/uIPWRxpGlAQ4fufIcDNAelL7jjhBAme/IVzz/McxcOyPz0D2Atto+tIwwGfOY1EIlai9sxkn9WFKEFnl8D2tjmj//tnPqOdQ9ID+Djwe8AWyuWyESTA7EmNA7Ber1sLVd9LnP9T3u3q6rJsi8/GSE1RbCAX7PXZ2Vl99KMf1fPPP29tgPnu9vZ2FQoF7e3taWhoSJOHbHSczXQ6rddff13nzp3TG2+8oQcffFD7+/u2V30gnclkzMHgmQi6wFS+8sorOnPmjL1bT0+PMpmMBeDlclkDAwOamZmR1HAYY7GYaYbu7OxYj3PW4urqqnK5nE6ePKn9/X1zwlE1ed/73qevf/3ram9vV7lcbhGELxQKhneE9EgV4+7duzp9+rTu3r2rs2fP6lvf+paeeuop22urq6sWgGG/Nzc37V0QU8d5KRaL9uy0J0VFJZVKGX5favZ/B6NOQxXeOZfLGawD2z85OWnJApwqzrD29vYWPeLV1VWD2FAJ8FUHnC10UH1Fj46A6GBCJOLezC0ZUYK8o2uC38UOc38PKSBI8wo1NHiA/c75LTV1loEFYAM5l3wVBnjA7u6uZeVJygDHoPzNuAP98YQkkhP83AfRVGX5PFCanp4eIyNhH8nW+sAjk8lYAELlKRwOK5fLmWKLH7c+SZ/6r/9Vhzf8mXdGj3VGj6/j6/g6vo6v4+v4Or6Or3+1622fGf0vn/iE9l22xstaeJCy1GSrUTKsVqsmkyLJMiGAv720EJGiL3v60ij3z2Qyxtik1Ck1M6u0GqxWqyoWi5Z5gUBAxiebzRqGUWpic9DG29zc1MmTJy3bQ/RENoYoUGp2u+no6NDGxoZOnjypW7du2b2j0aiVcvr6+uweZIL6+vqs9d7w8LCCwaCefvppfelLX5LU7HA0MzOjZDKpwcFBjY2NWckA7BvPQYaNCLWvr0/pdFrLy8sGCid6rFQqOn36tOHFiBiJvCFhIXEFtofsJPND+YvMnS/5evwfa8cTVvg9yvR8N2UYov329vaWlpZk0MkU+Pnk3h4zehRDyZrmIgLn/nw/c+xZ6zwz78JzkBVnvCCseSgDc8rvkX0DJyo1W2Z6wgStWrko4UF28uMOMxTAP/AIMoGwZMnW+tIef/ayMn5sfQmf5wcvLDUyn2tra+rp6bH9fFTmBvICWfeDgwNTfyCDBd6zu7tb0c5O/fYhqfKvPvc5lQ7LkXzvqVOnJDUybGBSIfiRGWccyfxAjuJZpUbZEiIkEIrt7W2rsKAjjCQXuF3W/dTUlG7fvi2p2fOcNbG3t2dqIM8884y+973vaXJy0sr4ExMTOnXqlGZnZ42QRplQanQp2tjY0IkTJ+zZE4mErl69KqmBOS2VSsZKHhgY0LVr14xxDhmuXC7r3LlzVlEgM3rq1Cndvn3bbKHP9PtuYA899JDJSrHubt26pfvuu0+XL1/W+fPnVavVNDc3p6eeekqSdOXKFcVisZaOQtvb24YvPH36tHZ2dpTL5UwyyndRmpiY0Msvv2x7BRw1349OMyTS6elp3XfffbbeqFp1dXVpdXW1pQOSx/zX63X19/dbWZ49FQqFVCgUrPxOFg87QbWPfeJVN9CZZr95oiBrMhAIaHh42NYZNggbAY6UrKq3kW1tbS3fB/6ee3v7RCct7C9EW2xVV1eXkeckme1aXV01QixnNkQ0CEnIRY2Ojtp6B3qxs7Nj+rJUnKiGcHZTecOGUXFjL4D59fafLC1kx1gs9mNVNIhPvmOXl61CtgxoBOOKLi2axL4daDqd1g+/8x39zRe/qMMN8jOfGQ3+v//Kz/bV09Oj7UPHBSeMhYwDwgTt7+9bOZzf9y22OLQ4mCjjS7Ly/9EyIhflf4So7927Z7qOUrPPcLlctpInG01qbDpa3D3//PN64oknWqR0vKBwIBBQOp3Wzs6OGSQWMiXjzc1Nw4z29/cb+zCZTOqrX/2qPvKRj9izZzIZY7//6Ec/0tDQkOmZSQ1w/927d/Xss89qYWFBjzzyiL785S+3fHc4HNZv/uZvqlwu686dO9abWWq23EROioOIKxgM6tq1awqFQhoaGjIxbObs7t27htmhrONxl5A9KIlwgPNzvzaQy+LdYLZjYHDiPQ4xEGhoMXI4cHmGN9g/WKeSWpwcghtPHEBDD9a//48152VHwNriWMAk5v782a9Rz9IPBoMtJSbeDyfWl78o+XtJJdYS9+ZQa29vN3UIvpugj+9l/DjMKKHTkADD6/VRubdndXPhkBIwepyv1+2jRMl8SE1MKeVGRNxxyoAghEIhhUIhuzflaE84GxkZUSaT0abDpK6urqrr0LFhDufn5+292Vu+XMmz42CBS8xkMtYemN+jtFer1bS6uqqenp6W1pGQzQhwgSRIMmdxbW3NnGV+NjQ0pOXlZcXjcb355puKRCKq1WrmLMbjcd25c0eBQEBra2sql8st/bKDwaAJ3be1tWlwcFA3b97U2NiYjWsg0Gjagb7jysqK2UiIPNeuXVOtVtP8/LytLalBKBkbGzPMLeVt1gvP8OUvf1kf/OAHtbCwoMuXL0uSPvrRj+q5557T1NSU+vr69J3vfEfvete7zFFOJBLWDvT973+/rl27pkQi0aJmUiwWNTk5aXJYY2NjZhN4z42NDfX399u6JRHCXAOzOHfuXEsgieZtKBSykjOJBvqfI4WFZikQAvCGjC8YYvYtsCoIb5FIxBIMUpO4C5QM7gV2LB6P2x7xur5+3LEVXN4hO4qN5JmZL584AL7Fs1H+r1QqRh46KseIEwgelvUMwx47SZCB7SNxgMYyDiXPjoPPWIER9URHzh1ss7+AFqCQQMCP/UaMHx3RgYEBG5fFxUXFYjFrOtHX19diizkzCPoISHBms9lsiw7v2+F622dG/48/+iNtHC5Moj4OZeQW2DAeTM4CQZBdah60ZLE89gWHhSjNE1OkZoYNXMvAwIAJE0tNxzcWi+n11183qZUrV65IakT9iD0/++yzKhaLZtCkRuT++OOPm04hDh2RO5sd0WDE9fkZWJ+NjQ17fq8TyoYfGRkxbKonPbz3ve/V3/7t32pwcFBvvfWW4vG4HRL33XefgsGgXnrpJUWjUS0sLCgSidjBxOEejUa1sbFhYuZsSk8eyufzLT3NMa7gf/jPa3VKMnA/BvsnEU4gEPnoFgOHI8Rh7wMNnMijunJE/N65wQFkTXj84tFOKRhVz/D32xFnz2cGGSfGBgPl5YaaW6TZQYr78HPGd2Njw3B9HGa8GxkRcFlk8Xh2nEBfWWBcwWp5p9ITHzyDNRgM2th6Bj3fQ/bBByAeI3pU2onf94x7j8Ulq1QsFq1TEWuSn2NLkODBUfBrprOzU6urqw2W+eKifv9P/1SS9OmPf1zBQ8LL2tqagsGgZUYJiAcGBixQ8Lq6a2trGh0d1cbGho27n1PGpFgsmgPh2cu+esB8UY2QpJmZGZ05c0bBYFBzc3MaHx+3w7tWqykcDiuVShkTO5FImM5oMNjoDQ5mfXFxUfF4XG+88YYk6T3veY9KpZIFiMjGca+9vT1jTdM5BhkzqammkMlktL+/r/HxcUlNLCqqAPQDJzsvSaOjo9aMA/zd3t6eHn/8cUnSc889p8HBQZ07d07f/e539dnPflbf+MY3bB/4zDvBAM4Na6JcLqu/v1/pdFr1el2lUqmlegTh9ODgwAh+rLm+vj4tLi7qwoULymazCofDRsxCqggSCvbAf5aqGs6Mt3GFQsEUUcjAHSVUQuxBhq9cLtt6xlEFJ8ue8fJo6Itypnqn6GiFwu9F1q/HpbOnuMDx41CCJZdkjj0ObaFQsIYVfHZzc9O0gD3Ou1arGSad7KYPeDc2Nmyv4wyC95VklSLOS5R6uDjzsdOQm7BLVOK87cQuSTKbs7OzY6Rk1mAoFDJ1BF/pYVy8rBQVKs4a6VDjdGdHf/gXf9F42LdBZvRt74z+8Sc/qdzhwibb5kkl/oAlewVBBg0zL7XAIes3otRstwf4G51KDDnOJtqY8XjcOilx71qtZqL30WhU169ft6wBZe6nn35aV69e1dDQkHK5nMme4Dyz+YvFotra2qxMVCwWjT2IkfSM83g8ro2NDRNxJ9KSGpsmk8mYziGsRQ6BUChkpaPr169rfHzcGKlSY1NvbGxoZGREW0Ty8AAAIABJREFUp0+fttI1sicbGxu2qXZ2dvTII4+ora3NskU+80epimeHSAbT1AcIklpKyGxOmIjMH6LyOGNkhCS1wCk4FDjQJFlAwc89cYdSEWXRWq3WwoyGXUkZyGdvWY8YYn7fO3yeBe/f+ShrnAOCteahABwAjPHRA0hqZimr1aplgjxUAwe7XC5bALK722yVS3mIQIA1xTh7nVXeFUON8cZpZk36LI3PerJevGPuDzL2IvPI+3v5I/QVvSD30bGBsEbWhLUkyTL8PENHR4c69vasTP/7v/Vb0mGGPBKJKJPJ6J3vfKck6Y033lC9XjfnmsOX+T179qxu3bplEjdTU1Mt1RwqDBC+cAwYH8hg3BdSBfuJtZfJZHT+/HktLi7aZ3lPVD3eeustBQIBfeADH5AkXb161TSKkao5ODgwGwQZq6urS3fv3lUsFtPc3JwmJyclNZtEsGfo+sb3Us2A7IZ2NEGz1JC06evr061btzQ6OtoimB+Px3X16lU9/fTTlr3EkT5x4oTBWiYmJvTcc8/pmWeesWenFTH7L5vNWutmSdaRydtMWqDyzMAv2He+SkHTDRw9T04DPkXWkswge7FQKFjwTvCxtLRkpDjmGRvjIUw8GwRVyGO8I/sF0X/ONa8uQbnZw358wA00gHbPZHYZJ7KPwOSwxzwjDius+YODA6uM4aB1dHRofX3dYCi8Gw5wtVq1dtaeXAVZkXf3NobxRqUGaTvPlodUBTSAM4I5BnKHLfIJBeCAvhxP9ZQ1m0ql7JzAVrIXq9WG5ilnPV2hJJndDYVCdrYicygdksGqVZObO3ZGf5pXoMmmr7hMUyAQMC1Nn0JvfKR5uE1OTmpxcbGFQUy2hcPXs67b2trs0GQzegye1EiN07nm4OCghfHoMT4wFxGjlxrO5uTkpFZWVozR5x0vyl6XL19Wb2+v4V5wujY3NzU2NmbZBja31Mhu5PN5DQwMqLe3V0tLSxoYGDBjk8vlzDmFFe2Z/ojQd3d368SJExocHNSbb75ph/sPf/hDra2tWZlhbW1NY2NjeuCBByRJJ0+e1OjoqGlWfv7zn1csFjO5m83NTQUCAevg4TFubEgMGnJcXGSsY7GYCoWCwuGwdayQZExwr4/nnVGMECx0nDvP3CZzurW1ZThD1ovHHJJR9c4l9/GsS19SxNn22S6eHSeJrANrjs+Da+Q/unz5z/tSug/MOBQqlYplRr3+H04iTiTrEGeCUiEHEA6hl0eq1Wq2lnAWfGmSjAsZ0Z/EiPdZT56NefTPhqoCe8XLYjEPnkVLxt2Lg5OtYS3CYMZp9q1YKeECM9jf2DDm6h9/8pPaP6xG9PX1aXl52d77wQcf1OLiomkrEizh1GQyGQ0ODqpYLFoG1gcsHMbYIvDXHGJ0Z0omk9YEwh/QHLDt7Y2Wg8whVy6XU71e18mTJzU/P28wFqmBu3zwwQcN2nDp0iW9+uqrGh4eltTQ4gyFQgoEAlbu99JM0WhUX/va1/Te977XNInb2tpM3u6hhx4y/dN6va5UKqXvfve7Onv2rCSZ87e6umr6jNgCsrC3b99WsVg0aTqyq1S/7t27p9OnT0tqOFn8ez6f1yOPPKIbN24YS//q1aumQxoMBnX9+nVNTk4a9pLAXWow4nkm9nU+n29RLGEcenp6TPpJktk6mOJ0C2M90i2Msm8wGNTa2po5bNVq1Roh+M5MvpKAikMgELBA5igkx6uvgCHl3YPBoGUZS6VSC2TJ46vhaPjAhrXrS8s44gSltVrNsq+lUskCmNXV1RaHlSqQdwg7Ojos4Ec9RWo4srVazRI+m5ubpmLD373UI9AjLr6L5Aq23kO6fPKAd2S/0KmMxBDBGnsVOAVYWw+tm5iY0Nramt27XC5rdHS0RUqS9RAIBGxOsO/xeFzlbFa/99nP6vAGx87oT+06HPT//Nu/rfXDzQdek4MNY+UlcCgJkl7n36SmsD0HmD+EyZhKTWFqX8ZBcxAHANFhL6hPdg+tNDIMkqwUQNkhnU5byZp3W15eVltbm3UnGhgYsGePRqOGVQUCgDGbmprS0tKSyYWQGQW7GI1GTaMPUevh4eEWwe7HHntMs7OzisfjmpmZaSn59vT0aHR0VKVSSWfPnlUikdAXv/hFIx7k83krVT/22GP6xCc+ob/+67+2scWRxrEkuyk1ySIcAGSHfZYLJ7Krq8vK6WQNOFyBZHg4hdSMbnGowB+xLQKBgBkljKbHO7FmuDdRMuvJl9J5Rk9WYT1xD5/FQvDbGzcP0Oe7yEJ6/VsuTw7weGoIRGTQcPaYE96VciQHrXcOOXgg0ZC54d0ikYj29/fNofMQBUr0ZGM8GcNfOPG+vOblWvgun/HAweUQA/vty2Pg8Nra2hQOh3X37l0rlfMevh/0wUGzfSNZKwgjnZ2d6tjbM2mnT37sY+o+FCUfHR3V9PS0HSq07oP442ER7BUfVIKZ4/NAjHZ3dxWJRKxRBZ/32VBPyuPZI5GI2ce5uTldunRJb775pq03pKo6Ozu1vLys8fFxqzhNTEzo1Vdf1dDQkAKBgEGECFCy2awmJye1v7+v27dvGzYW7Boi8v/4j/9oTq0PuIFMRaNRDQ8P6+rVqy0kkIcfflj37t1TKBTSm2++qaeeeko/+tGPJDWgQjdv3tSJEyc0PDys2dlZwwxLMhmzM2fOqFKpGInLa6i+/vrreuaZZ7S4uGjrEF1eGn/gLAYCjbasZBfphJfL5Ww/E9RIMgc6n88rmUxqYWHBHC6yZpVKxSpi/myhBB8Oh1vw5jiE+XzenLB6vW64VWwo5x0BJiVnL4vmS878u5c+IgMORpm95mFxfj6ZM8iLnIt8N+Pi2zKTdezv7zdoRzKZbAmACZj5HGQ+oGs7Ozs2LmA8sW0EgJypZE4hva6srNjalxrZyZ6eHq2urrYEqD/pIpD2FRr+jLPuM/6STAqSypQ/s/f29rS3t6dIJKL19XUj+DInVFaoMEAGZc1UKhWlQyGzScfO6E/zcpjRgnMOyCKxEIjmpKaoPZEOmp5HHU50CT1zmVIa/44TxKb0jGGEf0OhkGm9cUhAqIhEIspms7a4x8fHde/ePVWrVcXj8R8TnF5fX1dfX58qlYpWVlZMYwyDUygUdPbsWU1PTyubzaqnp6clah8eHjZ8THd3t+bm5vToo49Kkqanpy3K6+3tVSgU0tWrVy0j0d/fr5dffln333+/MWsRcJZkJTvwj/l8XolEwsamUCjoF3/xF5VMJvXcc8/plVde0a/+6q9aRoQDlVan3kn3h6zUZFl7hwxR/UKhoMnJSeVyOZs3IAsYBUqc3unCmSGjhp4eawrsHt/HRZRNRI/TepTARODis5K8C4caWVFfsvVYWjIARzGpja0QMIzjT2Ljc7B6gL13Dskke8Ic+CbK3ZSCyZ6Q4aCsdRTDS6aBsd/c3FQ0Gm0hE3oAPmU83p295gNLn7UlG8g8AxuQmpmeeDxuBw4EQ9YzuLp6vamSwOUhA2AFJbWQEbEhqG/sFQr647/8S0nSf/y3/1YDw8MaHx830Wyekw43OMLDw8O6d++eOXzM9/r6umGlwczxbLVazXqfgwtmvUJGgfw0NDSkTCZjY4NdkRoH1tjYmF5++WVJDcwnh/nBwYGmp6d19uxZW69zc3OGJR4aGrIGFzz78PCwMpmMxsfH1dbWpunpaSuBStKZM2eUyWTU2dmpVCplwQJ2YHFx0TJclUpFH/zgBzU3N9dS9lxdXVUymdTMzExL5amzs9E68/Tp0/rCF76gn//5n9fKyooFGGi73rx5UxcuXNDm5maLYD+QAfq74+zhcNOAAJH0TCajYrFo3atYR6x3AkmcJuALN2/eVCwWUzQatURFLpezJARBrd/DR7Hj2D//OwShKBD4NUewTedA1hA2lsw7GEvWnX8+EingE30yAJsHbMPbHOwI2UHspGeNS7L9RPYQJz8YbHRMGh8fV0dHhxEhPamSz1Ip8cRdKheeKMi44fDTibFarbaw3dmbkEaprjCufvyxGVSCmDecbzLSiUTCYCf9/f3mbDImQOM4ow4ODqyJxdGqGuOJLUFrVmrYqFODg/r4pz/deMC3gTN6rDN6fB1fx9fxdXwdX8fX8XV8/atd7Z/5zGc+86/9EP+frkOywNcfflhthxER0QN4F7AYkixzRnapq6tLKysrhsWhVEEZmGiLe1LCILuIbAtMdTB0lFvokzs+Pm6lBBh/kABoSUefajowhUIhiwjL5bKVWbq7u00XkMh7fn7eSg+Li4vq7e218j3SVqFQyCI+8DWxWEzXrl3T8vKyZSy2t7d19epV1et1PfTQQ5qenlaxWNSLL76ohx9+2FoBVioVzc3NKZ1Ot2Atq9Wq9U1eWVkx6MDAwIBeeuklFYtFbW5u6kMf+pD++Z//2TrQ9Pb22vPSDrS/v98iYdqUQtTx7GKwuMAkCoWCYX/A//J7RJNkrSnp09eYzCDzSlaUDKYnJXi8JplTSDyMO2V5TzjyuFS/5tDXI4oHN+f1+ij1S82sq6SWbISfd7IAPKf/bjKwxWLRsLrcw5ODyJL4Ei6wAEpMlOC8msBRuAJKFFtbW5YFYHzATnoIhSe0QUDi2aVmNuQnSar09fW1MFAhd7HPydqyD33mic/wZ94dgheZqWq1almQg4MD9XV06F3f+54k6QfveY/CsZjW1taMVLC0tKRCoaBYLGbZ4J6eHuVyOdMHJmNZKBR05swZI7Z4kgRkPtY4VSAyKZRrqVIAl/AZ+mKxqEqlouHhYevZHY/HdffuXXV0dOjGjRtKJpO6d++eUqmUvTfEL1RBstmsQqGQEomEwuGwZY0oX4OPjUajJmkG3AjM2/T0tMn2hMNhnTt3TiMjIwoGg/re976n7u5uTU1Nqb+/X/Pz83rooYf0la98RadPn7a1FwgEdOLECYNDvO9979P09LTZUw+H6e/vNzZ5d3e35ufnTYWjt7fXSuJUi9LptPr6+mxMgBGVSiWdPHnS1s7CwoLJznkibV9fn1UWwIL6EitdidjPrGVPWoSVTwYT3ObAwIDhXtnnqDCkUikj/oEZlWQqAZCkfJUGXoJf41QHsYm8v89oAptC09frbXqCYWdnp8ksYV9LpZK9u2edI0sWjUbV3t5ucCVK3YwZZCnO5mw224ItJ9POc/B82LlQKNQitwRJEywz2HIIi9hk7x9gL/g3xpzzC4gAY4e0Fs/sVUa2t7dtnQDNyGazP4b7Pzg4MLyz1KgarK+v67777lM8Hm/ADubn9Yuvv974hU9+UjpiJ3/Wrrd9mf5zn/602g5L2TAcOYw8gFtqOCSrq6saGxtTsVg0Z4NND5vOs+O4WEg4HywYcJUdHQ2RY9rpRaNRJZNJKzdITdDx1taWarWannzySTOU+XzeDi9fFqZUEovFND8/r76+PsNz+VI8AGacn729PcOm5PN5I0UEAgFls1lVKhUDwB8cHOjs2bPa2trSpUuX9PnPf1733XefET7Aic7OzurcuXNqa2trkddAdBvmYjQaNQYg4w6OCBA2Qr1SAyaQTqdNSsPL7FA+4x6eSSypRSsP4+e16ySZ8858e6UBL91ycHBgc+pLur48clQ+g++ipAvRifn2ZRXYlZ6Nj2MI2N1/HtiJd+48ucqX2Y46y5JaHBXGk8/i4CFbBMHBH05oFfJcviyFQxcIBAxI7x1QnJdYLGaHiO/VzboBXtDb22uBB/NyVI7FvxcXJWWwq1LD+QVGg2asJ2jgiEjNhg0+wOGw9gcAc8fYoZpAyT4UCBhZ4K8+9zktbWwokUiYygWOZjweNza1F9Lm3ZaWlhQMBpVKpaxfOAER4wrGjL/jiPhxlRpODKRKsJPFYlH1el3j4+OanZ1VLpdr0RFdXl42XVPIiJAlc7mcLly4oLfeektnz541fWKe7caNG0qn0y3BSiAQMJZ8d3e3yVa1t7drdXVVExMTLYx4YAK5XE5PPPGEZmdn7fNogT700EPa29uzlqSS9Hd/93f62Mc+pm9/+9sKhULq7e3VmTNnDGNZKBRMtgjN5Nu3bxsUaWlpSbFYzGze5OSk7ty5Y/tmaGhIL730kpLJpCKRiMEg2IMQjgheotGoBeWSDB/NehgaGjL4hyQrf2MfwCqz19gTsMI5F6QmUQY2NrAUfgebQZCaSqXU0dGh6elpSQ0IAlqk4EHL5bLZLuxLIBAwPV6vCOI1OAk6PazpaOCOZqok43SA6ff34d2xL0DvRkdH7efZbNagDejOsh5jsZglnrjX+vp6C9yHADmRSBh0B2hGPB63MQMm5OW6PAuef/fQPeYLKA/zzLyTQAJyk81mW0i9SHZ1dHQol8tZMCTJHGjGkkCL9b61taWT6bT+4yc+0Vgkb4My/ds+M/rSM8+osLVlk82mI5KUmotmf39fU1NTRojxGS/wNpubmxZ1Mdngtrq7u43IAomgq6vLsiiZTMacrZ6eHsOEkp3hwIjFYhocHNQ//dM/6c6dO5qentbg4KBlR9va2uxwRXKkWCxqbGzMnCp+D73P7u5Gz3SiIrqDtLe3a2RkxFiqOIR8ns2HLuBXv/pVXbhwQcvLy8rlctrc3NTg4KBKpZI+8IEPqF6vW0/vVCqlnp4enT17VmNjY1pdXdXIyIhWV1fV3t6uXC7XIrK8v79vMkBkduix6xmKHL5EonyW54eF7Q9mHx3jGCNPwtx7J8Mzz3Fg+T/P5LN0rC+fcZSaJCUOIXBT4B29kHogEDDDjlOMoQ2FQi1ZUqJpz87lO1nPOGgYy6OOCX/ms166hc/xbmDJWK8wTfkdnE6fPS2Xyy1ZHQ4C9g6EPhwbshQ4YRC7OBzARxP5e6WAo/rB/Dvz68fZ66r6IAIhb4KajY0NWysw6iUZK9c3MeB7CXIJPPivu73dMqP/15kziqXTWlpaUiqVUqlUsnvE43GTX+I7UTXY29vTpUuXlM/nNTExocXFRQsmfJbb44JZjz4Q8U54JBIxEuD29rbpqu7v72tubk5TU1NKp9MKh8OanZ1VV1eXJiYmtLe3p1u3bmlyctIyqWT0UEfg//l83ti+MJZfeuklXbp0yZ6P/ttvvfWWRkZGVCgUTMVhY2ND5XJZOzs7On36tE6dOqV8Pq9isahSqaSnnnpKExMTyuVyltVaX1/XwcGBcrmccrmcfumXfkkzMzO6cOGCbt++rZ6eHl24cEGzs7Pa3d1VoVDQ6uqqTp06pbW1NUWjUcViMVMtAOtOQqJer1vjAbJ12DjIa8yt1EgGtLe3m6YlVSL+7h0aWOUEm0gacV60t7dbBg/yGXNJJyIfYJJx5PygyuADOIJhqcEyZ90ShHZ2dloVBIIdARRYU/Qwt7e3tbOzo/39fWtG4gNl3/yC89JnW7GtvIcky9L6rCt7DIUXFFPQcYXg5/GlVAZhp6MCEAgELAGFcgz7vbu7W0tLS5YcQL8W+w+XANvC2eOxp5xh2DtsZFtbW0sQC0GP4Lyvr89sFeQ4Mv403KCiAP6WucBnwaZR4arXG52stjc29HMvvtjwl44zoz/F63Ah/Kff/E11HBILyECQyaFUgISG1BTppYyL9IIk23w4O1JTsxHHlkPFZ4mkJjuYjMzw8HCLntrOzo5OnDihQqGgmZkZLS4u6iMf+Yil2uv1umUTPSsR4fhsNmtOiC/l+OxvpVJRIpHQ7OxsS8YCZweSR1dXlxYWFkySJR6P6/bt23rhhRf0/ve/3xi9k4dsz9u3bysej+vGjRsKh8MaHR014WbGdGFhQalUyoxYLpczwgdZZNoalstljY2NtXRJYjNJMuMsycqcvDcHsVdAYM62t7cNvsD8YexwlgCp+8id0j0Gk3tJTa04D7BnTomcmQs+7z+LBBEBDc6Y1CQU4RAebeeJweY7cbJ8pt9nTCWZI824Hs3we9FmYAv8ni954yyRqfaZaX/xPJ5MxffgGLHXfOkRyEgkErESJplcSUYKI3vqDw/Pbmdsu7q6bJ9DOPDZIrI+PNvBwYERUSBY/CR9QchNqA/w+Z2dHQ0NDdnBe1AsmrTT7//Wb2lLDfY5hAsO51wuZ8QGysheJqdSqZiTQ5nRZz19RoTSOGtNkgWhBGqsc4iO2BsO6e7ubtt3DzzwgG7cuKHl5WUNDw+b4P0jjzwiqcEI39raUrFYVDQaVaFQMG1iqZFNDIVCWllZUTKZ1Pz8vOr1uhElb9y4Ybb54OBAhUJB8Xjc7C6VKypMZ8+e1ebmpq1nNCGnp6cVDodVq7VqNpJV6uzs1LVr1zQ/P6/3vve99t4PPPCAcrmcrl+/bmsK2Z+rV6/qkUce0dLSkukZj42NGbmKcY7FYjYf7A+psYeBUJGc8GcElRMgV9gcSTZPOH0EUXwP2W0CKpIPZF1hg+PExmIx3blzx8hb3hkiOwsDW1JLthXCp08QQHAk4eHlk9jfZDAhBzKnZAWTyaQlIgic/F7GUcfOeeF4qnzYUi83RvDMmU2FUpI1EIAwSFDBvACvgzwWi8UM7sWaQVOYn/lxkWSOIB3RfAAA+ZPAADISa4nyPLCdQqFgWdNEImENSdLptDncXuwfCbdgMGjSi1RDNzc31V6pmE16O2RG3/bO6H/+7d/W8uEhNDU1ZRkwxKG7urpsY7CQMQwsLhwKMgpkH8G6cbHIfHYGp4gNX6lUDMuD1p4kuycaap2dnZatkGSZNb6HLJI/nHGkYegNDg5qcXFRkixqXFlZ0cmTJw2nw2e9bifZVIzZ8vKyRkdHrQnAyy+/rIODA507d06SDJsaDocVDof1yiuv6N3vfrfJo4C7oaSOY+Ujx/7+ftPGIwvhlQiINim5MCfgEjECZAq5KOshzRQOh9XZ2dnCqAQrSBnIY0lxWFgPBBU4TTi+GFCvcOBZoThlPL/UZHizXjyOVGqW346K1LMmyDqw1jCk3pjyeY+n9M5qe3u7ld/9Vuf9ycZy2PHdQBZ8RpLONFx8P1hF/26wqGu1WovYOc8GVg7NwHA4bPAS1hwlajJJR/ciWRQcbsYRdQU6BMXjcdN45LP8nwy519rk+Zijo5I3ZGYIcILBoLS1pU9/7nOSGgof2UPsWewQO8p6JhDCKaGk6xUPenp6LIuDjfLjTkmQTAmBgyRzzr2+LhJcvE9bW6NZBo4uChkcaAhxM/Z+L0kNuaNEImH7BIcX2+bL9clk0mAnlFkvXryoa9euqV6v6/r163r3u98tqWGHmIupqSl961vf0okTJ/Tnf/7nkqQ/+7M/07/8y7+or69Pjz/+uG7dutViQ5aXl3XhwgX94Ac/0Pnz53Xx4kVr91mrNdqLnjx5Ut3d3ZqentbY2JitGfCG3d3dSqfT1gKZ3vWLi4s6efJki4B8Pp+3jDx2hbbNVGt8uZn9QRtIrxJQKBTMOaUbEHPGfLNXyax7O8gzIG+Ew8vnyai2tze68A0NDbU4qfyfLO729radXT4I89Ak5hScJVlRMLLsFc5bIHEeZkWwTdBPUsBj44HSkAjC6Wa912q1lo5frEcgd3QtZF37knk0GlWpVLKx8PAIgsF6vW644mQyac6klzekkkkQyJpCKYUKIRAfqZHMmJubM0UWfs569d8VDoc1Pz9vAQZZWvbN2bNnLYDl2cNtbfqNT32qsTiOndGf4nU4af/tD/5Au4eLhywHRg/gNRsH8WD0OyFvsHh8hgcjwmLzzoSPBsm2kJ1hk4FDIfvHZ8nckcr3wvSA0gOBQEs5W5I5eYg5kzkiEpqfn1ckElEymdTi4qK1UZNkODCIAtVqtQX7EovFtLCwYO3HHn74YSWTSWvzx8GP5NHTTz+tr371q4bvS6VSSiaTyuVyFqn6Nob0lEas27d/kxrSUziZlLU4fIkAMcAYem+MIIORdcXxZP4ozxPB4kjwbr6kC16VeQRzxAHvdWuJ4sFpMU7cm7K1x2J5hwonkej/KDaSjir829HgCUfI4xt95hQn25cIuVjnlMKQQGFOaR2Iw8O7+8YNzLM/+PgOX87HofNrwuNVybpKzQzfysqKBRbsFQ4Jfpdx5oDj52AVyfzxvTgOBJ1gzAhmuK/vgU2JjlKc38uQMLa3txXr6tL/+nu/J6kher8bDFrbz4mJCb311luSmlksJNbIpnDoDAwMWNmQd/dam8Fg0LJMBEMcZuwHAmEPP2C/MK8QEHE4GMeJiQlVKhXdvXvX+sDjyFcqFbN7XV1dFmR4gfMLFy5YB6u9vT09//zzOnPmjL17MpnUzs6OlpeXFQwGFY/HrVMbLYQXFhaUyWR06dIlLS4u6tlnn5UkfepTn9Kv//qva3FxUZubm9rZ2bF7X7lyxWzwgw8+qB/84Afa3t42+xwKhfToo49qZWVFmUzG7AXrkaCV0jiQAzJVzFexWNTExIT1QOf+BMVkfYGZMO71el337t1TNBrV+vq6QqGQVY6KxaJ6enpsvfjggvWMs0pG28sVYYcoR1NiPoqD5pm8vBfPzt5hTZKBldRShUAKjquzs1OhUKilQQOBJnuF7Chr8WhCAfuIncImSTL7hd0hsAQD7StbvuwuyRqx4KBvbm626DajR+1bsAKNk5qYdvSreW/GvbOz0ySz8AmYL/YaZ5HvXseaqtebTT6A1/nkFuPFeHZ1dZkNIyN7FC7An4PBoNp2do5F7/+HXIeD/umPf1wHh4cEByR4O4wnET0LW5JFEb79l8cf+iyp1Hp442T4EigHIrjSbDaraDTa0mPXa9fBSmcxUloD80EmkcWZy+WUSCR07949jY6Oql6v26EkNbLCV69eNcY7WBSpYUxKpZImJib0+uuvq6enx5xfSVYCDYfDSiaTunz5siKRiHUv+drXvqZLly6pra1NS0tL6u7u1vDwsB3OCwsLCgaDSh/i5Pgzz05mEkeQsiybljIDkAlwVVKTmOS7auHcMI8+U4AT5DGdOGo4lBhMqVm+Z53wOxhrnBkie18y5V6xJPQTAAAgAElEQVQYS9/lhDUBThQ9vqNOFeU1ntWvOd6VXuOescnnWdOe1OSJBzinR8v1/DvONONOyZXSMqV7jD7PipPPXPhnkGSHNQQwMkGMjWcSe61WnhHHnoySz8YcZZWSWfHZbIgDMJ/5HqlxQEYiEWtHy7rhsABKQRm9q6vL2h1yf7DBOF4DwaAJTP9P/+bfaOzsWWs5zLvw3awjglPWEs8C+z2bzdpcAtcJBALK5XKWrWVdsxdxZKrVqvU7Zw/6+/Pup0+ftr1A68F79+7p4sWLunXrlvb391v2KVjxmzdv6vz58yoWiy3wpmq1qkKhoOHhYXsG4D7Ly8vWg5s1tLS0ZFqduVzOHImenh6trKyY8oYkfehDH9Lf/M3f6OzZs5ahpHwJGRRGPTbtmWeekST7d8q2KBYwDjiC/f39hiXGOZaky5cva3x8/MewnMwbGWK0I2mfjP2HIBOJRLSzs9PiDPqg1RP5fhLDe2Njwyow7EUwzNvb25Z08HsxGAyqUChocHDQCLQEUrx7b2+vwSM4R30iBmb43t6eBgcHjSgDm53qDdlZ3xHMQ5N8YM+Fg4wN95UtCKtABGq1mnWwkmT6wfv7+9bgwWt1cm6AJ11YWDDiLLyCUqlkkCDeV5KpXIyNjWllZcXsAQkgoEVeNQBbz+dpnHFwcKByuWwd1KSGA1ooFCxoXF5etvbf2WzWCHWcUbT+lBr+Qi6X0/DwsCnQUCFj3Hfzef3Bf/tvOlxEP/PO6LHO6PF1fB1fx9fxdXwdX8fX8fWvdr3t2fT/fOmSUiMj6uvrsy5FUjNrJDVLhkQkZNvAKnL5LA8dhY5mRMFtHi2rEnmRXu/v71e9XlcsFlM4HDbsyZ07d6wkQWcLIkpkV8iWDAwMmMQGmDWiOqI+otU7d+5oYGBAiURC1WrVSqyeGZ7JZPTBD37QZEhisZiVJRKJhLa3t/Xmm2/qwx/+sKanp3X37l0tLy/r4YcfNiJILBbTyZMnLeKTmoSjjo4ODQwMGH6USK1Wq6lcLiuTySiRSNg7lkolYywHAoEWzTjmkGxiqVT6MdY8WSb6f0NcImtBqYmSIVk+MmngDSlvk4nzGT8ifso1npENrINMBKVcMnTAOMhc8fuUuyjRenkfj/1knfEOHsvKuxOR+xIPZCT/f+aCv1MqI+tB9vD+++/XyMiIfefW1pbBHGBE+7I94+wzz8AhfMmedUAmjfUCG5R95LFiMMfJHHmZK97Vs809Jg6CTGdnpxHDeAbkWvx/9HCHAMm8gKOFVc93wwDf29tTMpnUXrmsp7//fUlS/j/8B+0fjn00GrVKQK1W09ramulccn/IExCl6LBGxrq/v9/GDbgDLGPKr4wH6gDhcNg6zDGGjC890/ns1qEaCaQkCCow64E55PN5ra+va3Jy0vC9aBqT2ZqcnGwp7Y+OjhrxqVAoGAzEZ3ff8Y53KB6Pa3p6WidOnFC5XNbm5qYeffRRfeUrX1EymbQWkMlkUsvLy5qamtLMzIx+7dd+TZcuXdLf//3fKxQKaXR01ErZqVRKV69e1ezsrJWZIacNDQ0pm81aVgrVEHCGEKvu3LmjlZUVRSIRRSIR7e7uKpPJ2BxQOu/u7lYikdDy8rJVYnZ2dpTNZs2Gs/55bw8/oVTPWkWHkj+TzUwkEi2YZzCIzC/7AYy2z8qDa4RXgf32JFhsEZlGDxlgnVF54vspJ3M/MrkQell3ZE39uYrd8GVnbw+wcUAi0Obd2dlRqVSyyiCZ4+7ubiWTSSM0RaNRraysWMabzCNVJ86utrY20xz3Ch4eH+4hRR6K4e2WJzHBXeGsikajBq/o7Oy0roh7e3tWJaIyAGGSjo3M64kTJxSNRjU3N6dUKmVEYtRP4vG4+vr6VC6XNZJK6dF/+qeGc/M2YNO/7Z3RV9/3PuXLZW1tbSkajVprNc80lmQLgEVFmd1jQXEcMNIYFTYejgL4Oy89Az5oY2PD2rHBLN/f3zedTzZKvV638iSLFgM0MDBgOnH5fN4OE56F0h2lZRjyHAgDAwMqFApWxkF3Lp1O64UXXjCBdTBR29vb1ns5Ho/rH/7hH/Se97zHSveUGy5evKiDgwNdvnxZ6+vrunHjhubm5nThwgVVq1VtbGyYY4D0BCUk5LD29/dN0Hd8fFzxeNwOZsaCMhgbnnFCcqOjo8PwpxBlKPESNEgyJ5P/S03FBMaRZ2VdQITy96A8DogdxiyG5KhWJOsB3VSwZl5vDsNLiRiyiZcNYs49LonvZX3zOx5tw89ZIxhI3sdjo/3v1+t1Y0vPz88rGAxagONJQhhhyl+QzHDuMcS0+ZSaDHW0aJkL1r2XUkKqhnnyzqikFoIEmFakW1j/9HpGfshjaznYUTGA8MQaLRaLFjDs7e0ZztM7u4ODg3b47+/vq7qzo2deekmS9H+/+90q7+5qdXVVXV1dymQyGhwcVE9Pjz2T1MTNHhwcKJlMWklSkrUopJTnSXCBQMAcDg9NwYaBOUdYH4ems7NTMzMzmpyctL7Xq6ur5nwuLS3Z+pubm1MkEjEIDg7K+Pi43nrrLQUCAUWjUd29e9ecka6uLt2+fVupVMoCYHB37e3thtOHpDU2Nqbu7m4tLi4qm83qAx/4gF577TUtLi7qiSee0Ne//nUlEgmNj4+rr6/PhOyXl5c1MTGhQCCgF154QT/84Q/15JNPan5+3iTyurq6lM1m9c53vlNjY2Nqa2vTzMyMwQcoO6+srKhQKOiJJ57Q5cuXNTo6akLskHJCoZARkxjnwcHBFuIgjiokUAIJcLnsFZw2HGOCQf7vlRfK5bLNBxAuzgr2ht/H3AMHivuCaQcOxfvgFLKGvIJFLBYzu8reYw9hk30wjC1EiYTvBjYEjhW4Es8PB4DzkzOD9+HeNAsoFou6dOmSstmsrUEfUOKsIhW2tLRkTRSOEj43NzeVTCa1v///tPdusZGf55nnU2QVz2QVWWSxeCa72d3qk9Q6RJHVvU52EtuyjThGEBgxkqtgA+xFsBhPnJmdzCjZCSbezXg3wALBYIAAhi8cwIjnwnBgKU4cWVLLltyS1ZK61U32kecii6wiWcXimVV7Ufy9/KpnBntl0A28DyDIFsmq/+H73u89PO/z7mlpacl0RnnH2KREImHNfQR3JFgIAkMuPPdMIoFkEzxXxn+iHpFIJMxJ5Z0eHByos7NTe3t7NpsepxXqEA3BoU2gLySVSqmprk7P/MM/VBeHO6M/Rxw6o6+98IJSg4Nqb29XNpu1DrdHG5A4bFjgIR+N6JgFEjqgOAahE8jn8jksXrJ7jY2NSiQSZjxCPgkzjvkMJlMwPSiRSFjjCVmZSCSisbExm8vMoQjhe3+/KvrNZs7lciZszMQKuIHJZNIOC5yljo4Offjhhzp79qxKpZI++9nPmuEn0xeLxfR3f/d3ampq0oULF1RXV6ennnpKJ0+e1OLiounwhfy+1tZWe8ZI0RSLReucR4oL8nv4vDFePPeOjg5rEoBXK8myM+j8cWCHDhb/MHkJCSGMRNjtycHKd5MhQAoo5EbiOPP3+/v7tq54v9wngUYo+xI2F/E+OVD4GfcfdrWTfcRJwyEOs53SfzulSTpygnHyCKzI8PJPMpk0A46TR1YYrnVjY6Pxa1knPDc4j/C96NzG+eIddXd326CISCRiWTqcKu4xlIThMMTJRv6Hd5jL5SzDQZYC2S+uXZJlmzlEyTqHMmFhMx0ZJdZioVBQR0dHdZ9EInrx9dclSf/19GlVDjOaXDMO6O7urqampix4IpBEDqdQKFgADUeN6+b3I5GIOTisORwYnHMkoOBDc0A///zzWl5eVqlUMs5Z2DxG0IDA99LSkn0Ga3BnZ8cOQRpvwgxaW1ub7t69q9OnT1tmcGtrSwMDAyoUChoeHrZnj95iuVzWe++9p1gspvHxcb355pt66aWX1NXVpddff13T09Mmmr+9va1XXnlFn/nMZ3T+/HmdOXNGH3/8sUZGRvSP//iP5vQnEgndu3dPmUzGDvRYLKZkMqnZ2VmdP3/empx2d3e1urpqwdjBwYHm5ua0s7NjAw7IVsFpxCmQjnoQGhoalMlkNDg4qJ2dHeVyOQucydKHShJk24rFoq1BOJePJk7296uSYCQIstlsTZCHE/ro/HjsIg4O14otCDN8DGShgkAfBeonBHHYVrLv2NetrS0lk0mTw6NShi1k3/E32E3uE1tN4ojkBtnNSqWqwIB9QDO8u7vbpI7gVfb19SmVSplNqa8/knk8ODgw3iXNuUyY6+josMQBmdVUKmVNZIVCwYJUAgzpSKC/ra3NbGrYkITdxWnO5XKKRCJWmaK5GZ+FpsaOjg7jf4e9LvF4XLOzs5ZtHhoaUi6Xs36XiY8+0uc//LDqsLgz+nNE4IwWtrasi5oyROhEcvixsULCMb8TRphhl3To4LBIcA7okkOOZGdnp6YExkLkszY3N7W4uGgZODJHBwcHymQyJhhPJoRoG4MVdi3iyHE4NTc3a2FhwcrB0lFjRnt7uxkr9EKhEnDgfepTn9I3vvENnTlzRvPz81ZCwAlYWFjQF7/4RdO347kRxa6trWlubk4dHR3K5/M1hmZvrzpxBEcilGLCsYBELh1pInIfUBiQyalUKjZikAO8u7vbnAUOufA9Ix2CocPZIPNJNBuJRKzszPqgjBN2pxOYhEELTjsyL3RBY8AwcDhOGMjQwD+aAed7KOmGGVOMOEEIGXSc2rDpCaPH34YOOyVZ7oef4zjiwIelcsrZiURC8/PzisfjVpbjcAuzzejp0aRG4xnXyjommAwbvmiWCsWyCfJCR419mkqlrGSHtNujjW+MJWxqarJAAZAdwQ7wzpPJpGkxchhub29rdXVV7Y2N5oze+uIXFW1pMYHrsKGtVCqpv7+/RqUhpFTQLJTJZBSPx5VKpewaaMqCtgJFBRuCI8NzpsEKGSL2Ipkxmhyh+pC9nJubs8kvzc3NGhsbs+w4+wHaAddAJvfMmTO6f/++Tp06pZs3byqXy+ncuXNKJBLK5XLq7+/XwsKCOX6RSMQO2L6+PjU2NloZ/rvf/a56enp05coVnT17tibb9slPflLf+ta31NDQoMXFRT311FP62c9+pieffNI+h0Yg1De6u7s1MTFhzW737983ihB2jsoNgwBQvIjFYlYuzeVy5oiElS2agxgBShDa0tKi3t5ea4yNx+Nmi6CPtbS0WPmVLCG2FUURvpOqFmsGhy+UlaOaRADBWl1bWzP7g23BJiQSCQsuKRdj41lXYYWABA/PiKBxdXVVzc3Nqq+vN4edoJl9TIUrPKd5vqEKADaAxAgaq83NzXbW9fb22mCGQqGgdDptTn+YBU+n0zV2FhvJ9K1cLmeZcbKamUzGNEbj8bhladkDnDM8K+xteD4wFZLvQMYurLDSWLe1taXd3V37hzMjkUjYOYItIZlSX19vzWetra0mz7axuqpfv3at+iDdGf054tAZ/edf/mU1H0YTcC4wumEJgsOpUqnYIctUkZCnF4lEzMhQMmHTsbDDTBClPRbW3t6eVlZWzNFKpVKWqk+n00okEjWSUmQVEMgma9Pd3W1SPhjoeDyuvb09ra2t6cSJE6afxiY+efKk6SbOzc1ZxEfWZX5+XgcHB9axCTdrcHBQr732mr70pS/ppz/9qembLiwsaH19Xe3t7RobG9Mrr7xiB1Q0GrUDEGOZTCYVj8fV1dVlnCQO2L29PTt8cGQoe5XLZVMT4IDkPjiIW1patLW1ZSVrIn2E/ulGpRsTJycsh8G7kWSc0VCSA0PId/P94d+GJVGMOtlrMhGhI/Zohv3R4IasMdcTcsn4PtYlf4ekD9kGOspD3TsClvAwIpMfduGTzeT9xONx49Ah88K7JtuC8cRBxRmhlM/98v1kAlCc2NurjvSjqzrM4IaTsXhvksxpJwPIf+P64VJjByiXzc3NWUnt4ODAJuzg2FIa5bBvaGiw4Qzsdw4caAVUUrAdkUhE0UpF/9PVq5Kkf3zuOe0eOk0EX2SXcRJZb+Vy2fYvWcelpSUNDg6qtbVVmUzG7BXlRa6b9xkGMVKtM93R0aG5uTk9//zzGhwcNPm7hw8fqr293Zzd1tZWy5iyBskQTk9PWzdxLpczZ4AgG+oRWScO/GQyqYGBAd27d0+5XE5nzpzR4uKiObxk0FKplHW449xmMhn93u/9nl5//XXFYjH72bVr1+wzv/jFL1p26Y033tDly5e1tramDz74wBw3gk66nKFtjI6OmlIG+7mnp8cy8TjXBABwYNFnRf2jrq7aL4D+I5J60B7YowTbOBwEipw1THViCAR7AocjVLRAvpDfwe6x/5Acwo5guwqFgvUwcG9h8MszDpU0sFulUsmGfIQJD+lIQzsc7sFeRY0Bm8/vscaoTLFusRGhnaWiQuJkc3NT6XTaAljsFPYP+0QPAWcNnevpdFodHR2amprS0NCQotGourq6zBbz3Orq6uy8xkZg0wjqwvVD5hMePVQY6E6Li4vq7e21aioJBapDxWJRp06dsnM+Ho+bDBj2NqRcbW1tGaecCh5Jhd3dXdWXy8Zjfxyc0cde2ukvX35ZTYGUA/IM4cvm5YUcUDZENBo1EjQHB5po8NKko4NDOpKbCLl6cKbC1DwUAEnmONbX12t0dFT3799XOp2ukbJZWVmx79nf36+ZFNTYWJ35vrCwYFFmT0+PzY2+deuW6aeycWgWaGlp0e3bt9Xf36+uri4VCgUbLSdVOSynTp3Sj3/8Y126dEmJREJXr161iSZSVRrmN3/zN/X973+/mgk65PAAmoLy+bwmJyfV1NSkU6dO2b1haOAa5fN54xMizQQfM5xOwog7HB+yxaGThsPFcyNbKB1lwHhHOBfcO0EKGqpkiPibUJaK7wslV6QjIXGcABwmghYML5Fz+HPWFo4In8EzRR4M55dMASB7wv/ms7i30FBSjmR/cB1cW/jZXDMH7tLSkpLJZM2zRBOREh5OGmvq9OnTWlhYsMxEfX29ent7Jckm7XDP6F+G8+VDJ1U60hetVKrDDShJUTFgL7a0tFjmvampOmGIZ8d3c0CSAe7u7rZpOwMDAzYNLayoYFs4iMIJK+11dfrjwwD5z/7oj9TS02NC3WEpfGFhQeVyWQMDAyoWi/bZoZQYJVDG6jLSk7VGQMW/w1JhSEXCju3s7JizjowPjnU6ndbt27clSWfOnNHe3p5JNz355JP68MMPTcuzWCxqbW3NypZIQcGFI8PEvqZczJpiIAiTr7LZrC5evKhbt25Jkh2sONq3bt3SlStXTH6JMvv169d15coVff/739fLL78sSXr77be1srKi1dVVnThxwqg1NKzcv3/fmjhTqZQikYiNtpSqGqcrKytG7yDzRSMQdgBNyr29PXteUlWKp6Ojwz6ffcWaxHmnzA81hPXM+8NJhK/PfyOIIUim2ZO9iFMWVmfQMWU6HokFglfAfoEewJmJk0jQQWMq+4bnQlmaAJZ7kmTOGZ/HtYZVRn4vpA6F5yqVEaoDZHn5e9bx9PS0UWgkWZNksVhUf3+/Hjx4oL6+Pj148ECS1NnZaRUA+jkWFhY0NjYmqardHTrVVFl4djznzs5Oe27lctnW3PT0tJ1dBCKzs7P2c7S9qeguLi6qp6fH9jH2Z2pqSiMjIyoWiyZlxsjeSqWixcVFtbe3WwCGTdhdXdWffO1r1Zfs0k4Oh8PhcDgcDsf/GI99ZvT//Hf/TtHDDGAsFrORbqHURAiiTMpuiUSiptM6LEmGXcnhFAnKYsVi0X5OtEeHbKVSUSqVsiiMKAfu1ODgoPFRJFn0CNeJ0h6RZmdnpxHMw/FulPVXV1etDAevBBwcHCiRSFhUzbg7socnT57Uq6++qs9//vOanJxUS0uL+vv7LQqTqnN6b926pU984hPa39/XqVOntLi4aNfe2tpqmV2eDVkDBPDppEXUO7xOuInIaBD1I//z8OFDdXZ2Kp/Pm6SFdDRekcg7pAdIMroG5SoaO8LInVJUqFrA95MtDCN2PpvnyToLswusmTDTHfI8+WyuncaDMPMari+ylJSSpCNOcMh9rt0iR9xhvjfc7mEJn3fItSFHxDX+9+ZcIy8Gjy2cODYwMKDZ2VnbE0iETU5O2nujAzfMEoHw/fDsec50FpMNZ/AA61mq7jcqAHwHf09GlowFChxkach6oo5Bxom9urq6ahl1eGXtdXX60//0nyRVJzBtH75rGve4NsqYjJJkffGuyOZCN4HPyTpgcAT8X2gKZNao7PC+uU+asMgEbWxsGP/70qVLkqpjPikXNzY2anR0VNPT0xoYGLA1uLa2ZpJ4NH+RDYcTSXaqo6ND2Wy2RnC/p6fHpKIQLCcbxB6dm5uzbuaPP/7YRnJ2dHTogw8+MHkx6AaSdPnyZV29elVDQ0Mm0zQ7O2vVIahAt27dUnd3t3H8ubd3331Xo6OjSqfTJr8XVhJCO4JcD9UKqZrJIltZLBbNTnNvd+7cMT4f7y6srFD+RjKKZyvJbH06nbZGTSgnfHeYJac8HPKgeU/5fF59fX32++xpJlBhI8L3Gn4PdAzWI1Ukmqz4e+xnyO/GRnP2st6xkdjZsDKG3cTGkY3EXrBPV1ZWdPLkSc3MzNi1pVIpLS8vG4UqEoloZmbGhix0dXXpzp07Wl1dVW9vr11Xf3+/XRvlb+wGlTOujfMDvyAajdqI7nQ6rRs3bmh8fNyqZHDnee5MtaOKyrOG/gYVKBqNKpvNWrac57yxsaG+vj7l83mj/EhVWch0e7v+l3/5L3X4oH7hM6OPPWf0vU9/WuuHqXOmQsAfgb8W8s6QQ8HxYVOHHYthdyIGNuz+k2RGA+cLLmrIqUHjM+Qn1tfXq6enRzMzM1Z6p5QQj8c1Nzen3t5exeNxVSoV9ff3Kx6Pa2lpyTZCW1ub+vr6tLq6qq2tLSshFYtF43DBZ4GbFIvF1NbWZqWEkydPmlRRPp/XJz7xCf3whz9Uf3+/otGokaGj0ag++OADlctl/c7v/I42NjbsH3RC0Z+UZNMxNjc3NTQ0pK6uLk1MTFj5j1GmHFAYPg5UDjneWVtbmx4+fKhTp05pe3tbJ06c0NramjUG4HxibDjQaEjCcOCg4nRAwpeONjZOI5QDnh3cVIwtfEPeB+U4nMWQIE/pnP8edvdLsk5IOKY4ROE1hjyosJFHUk2jFoaeIArni+cLpwzDThmce2f9s0aQXOE5sRck2RqnVI50EHvv4cOH1qjD3zY0NKi9vd1KhXCs6LTn+YYBQHgYFQoFa8iJx+M1HOP29nbjX3P/vNetra2asiYHHqMF4X92dnbWcF+lI+oDhh7aB87c6uqqRkZGlJmZ0Wd+9jNJ0ptXrkixqvwYOqqUnnFAwlGgSLZwKMGPu3v3riRZmZ51Dcc05P7CK83lciaRxf7f3t7WmTNn1Nvbq5WVFV26dMmaIuAIY69OnTplUki7u7tKJpP2XLEf0WhU09PTGhsbUy6Xs+dMg8X29rZOnjyp733vexZgVSoVk3aCk762tqahoSEbzzk0NGSTi1ZWVtTb26szZ87Y3vjJT36iL3zhC3rvvfeMvjIyMqLu7m5985vf1Fe+8hVNTk6abQzpWZOTkxocHLTpPASOu7u72t7e1sjIiFE+CoWCOfEEnDTcUKLu7OxUNBo15YbGxkbj/UFtaWtrM05/V1eXrStKznDUSYJgswiw2QuUbHFKwm78sMGOsnTItZSqTg+c1TCRwvQw6BQ4QDihfA5NXSgLhAo1+XzeAiS4jdj00NawXuGBEwTjzGEL/nuqHNKR/ByqJjja2GCuraGhQY2NjXam9vX1mYbrysqKUqmUnfdwojmDo9GojWtFYxU7GjZZhtciybidyIkx0ndra0sXLlzQxMSEqejA1z04OFB3d7eWlpbU2tpqTW1Qd06dOmX89ZAnn81mjd+Of7G0tGR8fpqS9/f3tVsq6cqbb1b/8DHgjD72zug/PPOMioczhen4ZOGTbQgbEDhQl5aWrDuPDB4j1uCksBDDyEyq7ZqDi8YGJHLd399XOp1WNps1+SFGI0pHDSabm5sqlUrGH+Wz+P61tTXj4qTTaePuIK68srKiUqmk4eFhra+vq7+/3xa7dDS/u7293TQGFxcXlc/nNTw8rHg8rkgkonv37unKlSsqFAp64403NDg4qJWVFRWLRX3uc59TqVTSd77zHY2OjiqRSCifz1sGB6MSZkPIfMAz4l6QvuIZ4EDidMEh5LOnp6dND3FoaEjXr183+Q4yW8gxhZF82AjE5/J9PBe+m0xSKFCPPiyHEWNjQ+eKf+OYhc4ka4T1xuFBZ7ckcwL53zgbyD/xu6xlsmUYW/iMHHBwXjFeBFZ0vMITxTng+6PRqAUeOESSLMtLM4ykmnneqBgcHBzYqFZI9hyQOOg0vmUyGePncrhSiQifCe+HvVAoFNTf318TZMFXa2lp0ezsrFKplJqbmy3rE2Zj8vm8Hb5hoxnB4/7+vnVEIy1VKpU0MDBQk3XGUYaPR6PPQCqlF157TZL0o098QpFDu8BBxXALDk7eD81aBGc8QwKiUOied0HgxromUMLWhQ0mzc3NmpmZsW5wJOSk6jjCW7duWYPXyMiIFhYW1NbWphs3biiZTGp9fd06eXE6u7q6FIvFdOrUKeXzeeMMomjS3d2tXC6n7u5uNTZWZ8UT5KKxHMqn9fT0KB6P69atW0qlUiZz1NbWpg8//NC6wPv6+vSNb3xDf/iHf6i3335bTz/9tDl2uVxOP/rRj3Tu3DlNTk5adq63t1fNzc3q6elRNps12z8+Pq58Pm8NRxMTE2ptbdX8/LwkqaenxwJX9iDjPQcGBrS4uGgOJ53MiURCr7zyivb399Xf32+KAbwfOudpxOSc4pnQ/U33OVUH9gB7OHT82DOPqkbgZOOw0A2P88q5FYvFlM1mbW02NTVpefyRjuMAACAASURBVHnZONzwZmk04rliG2kmDW0nMm1hExQZTJI+gGfA31UqFRNthzcbZqVDLjdBcJhIYkAE+yeXyykej6tcLuv06dO6ceOG2SRE4rHxIdeepAO/h2O8vLxco37CusdWEaRg7xiH29DQYAMwVldXjc+8vb1tDj3jZJubm7W4uGhBAr0izc3NisfjNkRnbW3NghwkIbmHlpYWNUhmkx4HZ/SxL9P/+b/+1zo4TOnTQYexx+EDOIm8NA6jsAMZwj/RGj8jQ8NhT/TGLO++vj4rz1P2TCQSRu5fXl62BZxOpzU3N6e2tjbrQKWbj8MIyRDKo2iFkjmIx+NaW1uzQ7GxsbFmUgxSFJJqdD3L5bKRoXEA6IS/c+eOotGonn76aWu+kKqNCS+++KL29vZ0/fp1JZNJlUolK/1REjt58qQdkiGZnXnKXCPdkRC5OZTJStFRLEljY2PKZDIaGRnR0tKStre3jUTP30K7wMCHwso0qpClwBFpCtYMjihZj1CuA+eQ7CJla9YLBxX/ht7BZ/M7GLiwdIaESvi8WFd8d0ghKJfLNc4Wzh6HEtmtsIEuzC6GVYKjbRQxBw0HjO/mUEGQmeYiSVaKZEII94VzTeaaxqLh4WGtra1ZVzJNNByk4b5iPXOgbG9vW4OCVHUUKJ8/qkQgyf4bjhuHGbQQGlc2NjbU1tamaDRqwvZSlZJC9pnOWdYmz5WBFGjXFhcX9Wdf/7qkagPTXkODurq67FrCWeTYJRpHQg1GMlw0fOGYhJJUSA4RaLEPpKNmOpy0jY0NpdNp0yzkM6emprSxsaGnnnrK6DZ9fX3WNc+0I2TX2DNI0LE/kdWRqmX0iYkJm8rEPoKiQNYWh7Ozs1OpVEo/O8wonzt3Tjdv3rRJUJubmzp9+rRVXaLRqO7cuaOrV6/q8uXLNY1Z7JFLly7p7bffto5zng+B0IkTJyzjR0c/90a388HBgU3x4vM3Nze1trZWUzHI5XJ66qmnJEmzs7M1DUSVSsV0Onk2ZMVxbtiLvC8aQB+lrBAsUy0jSMQOhE1+dI8/SvdhuATnXdgsiEg9TvH6+rplUVnvZCBRo+BeUE4hmIMiF9LbwiY2Po9rpirE3/C8WDMEwtA27t+/r56eHrt2bDtZaq5BOppgiN1+VDeYBt2JiQmNjY1ZMxBoaGgwG8CZTpVLkiUEurq6tLi4WEP14ftLpZLZgHw+r/7+fjs/Ojs7tbS0ZEmvZDKpiYkJSVUblclkTJOXClDYoE2y5sKFC3r48KFaW1vNHygUCuqor9f//h//Y/VivEz/c8RhZvT6Zz+rzcPDhuiFzuuwTCDJNgiCtZSeKGmwMTAkYYYhLCuQzWlqarJSF1kxyrtEd4lEQpFIRFNTUyaCjWA3qXp0x3Z3d618jyYaYtWUNtEHxCmhtFwuV3UQZ2ZmrEyArAmlRA6VXC5nkT4HYT6f18jIiFKplO7fv6+9vT3du3fPygTf+c53NDg4qHw+b9kXHMtKpWISFnV1dZaZJTPQ1tZmGQiy0XBoyC4TYd66dUtNTU26dOmSBgYGdPPmTQ0NDZmTWKlUjPfJcw7fHZ30SGLxjMKSEJkZDnAOhpDPSeQNKIUSlUtHneyhIkJYYgrB59Ety/fCMSbbWSgUrBzE8wzL73w+JbpwXWPk+TvulyAIpznkeLH2KSEiX4K8CNl8hNmhMezt7ZnTgMMU6oAi6kwmcWpqysZB4iCSLQqvAccyLJUTIJKFwiHjOfDu4vG4ZTM4FMlMk73jwEX7tKmpySaWsZcIEsJMNsZfUs1BjZRbR1OTSTu9/uKLih3+TjabNWcwLGGG8nAhTxRN0IGBAXO+ydTyjsPSIU4Ca4RgCUceeRvGs0I5GRwc1PDwsN58800LmBOJhAVPSEKReUXBolQqqbe3VwsLC+rr67NAjnLhhQsXzKFYWlqyvRA6y/v7+8pms0qlUrp7965OnDihrq4uZbPZGpWBF154QQsLC8pmsyZuvr+/r5deeqnGweC9Pfnkk5qenrZpZc3NzaYXenBwYA50JBKxSUSstWw2a2uSrG59fb1x8JGek6oOeCaT0YULF2x/Z7NZMSigqanJ6BTYAfYtnFPE4bF7VBbCtRXSdNDxpWsdJQf2cCwWMztKBnJjY8PWAvuxs7PTKAoh5YwAizI8lKmQIxnyRMn+wWOkmzzsiofOQpWI58H7grpD9plsML9LQMX1YBfr66tT0JCiQ/uXZ8t39PX1aWNjw86Hra0tzc3NaXR0VG1tbVpaWrKAsrW11ag+2CB8h3Dvk1VmXbe3t2t5ednGkSOyz9+srKxoZGTEAp+VlRWzxcvLy0YPwRasrKyoXC7bxDZ+hlpPSM05ODiwLC8ybevr69rf39cTTzyhqbt39al3360uUM+M/hwRZEYjh5FzY2OjHfYccvDDpKOsQJgtYtFLRxqFYXmTx0OZgEwOxpUoR5IddIi+NzY2GoGd0lhXV5eWlpaMw0mUlkqltLa2ZofOwcGBCeRKsqi+vr7eyuSSLGtAo8Ty8rLxrTCeJ06c0KuvvqrLly9bU0lTU5NlS4aHh5XNZs1YRCJVYWuI3I2NjVpbW9PMzIxlKMNnwAFKBg1ni+eKIwkXl+fJz2dmZkz775Of/KR+8IMfaGhoyJ5vJpNRf3+/lZ66urrseZIJxYiH2o6STLoLIw3fKlz2HGgh7SD8GWuDtUJ2Fcd3e3vbsmyPZuLDsjfPLPxughoce4yeJOMl4aSRDQupAMhSsW7CzAAZQcrhXJN0xLXC6eO7uH4yORyQHFjheiuXy1aGDktpUjXqJ/Ai0xhmbQkswqwu/12SjamkpN/T01PDE0PsPHRK+Qy0/7humo1C+gK/A7q7u82JopyJ8edQDN8jh286na4OYtjY0J//1V9Jkv7fv/gL7RzyrtlLBILMv0abl+fPPqcqg/OVTCZrmigSiYQaGhps1CjPFUAJWllZMa1MKiTSERVpfn5ey8vLOn/+vGUPK5WK7XEGWyBJw3pvaGiwz56fn1d9fb01hLz66qs6d+6cKpWK+vr6NDU1pcHBQdurVHykqs3J5/O6cOGC7ty5I0lG49na2tKlS5f03nvv6cyZM/rwcIoM+ykSiejEiROW/ZSkN954Q52dnYrH4+rv79dHH31kjZOSbAJWLBYz2kJjY6POnTsnSfr2t7+tK1euaGFhQfv7+zpx4oQWFxctM3r//n1rfLpz546uXLlius3sBxxGsoboR0oyIfVUKlXDz+S5wuPESeQzpKMKDBkyHCj2ckNDQw2dgyQHn0HTTOyQx8wQD7L1OE44ogR42GoCkvb2drOl7EWSPkyGwpljTZJ4wWnm/bH3CPbgFhMw83PoV2GTaqg3HIlENDc3Z/zfzs5OO9cIRNmn6+vrFvBLsjG4ZE/b29uN+sJ3h8kHrpN7b21t1cTEhK1RspicmwymaG5uVjabtfGe7AECub29PS0uLuqJJ56o+S4mPkWjUaOlcd/YICqgS0tLxvWWqoHgaE+P/rc/+ZPqIvLM6M8Rh5nRd/7Fv9CuZMR/ynpkCShlEQETpbNpyB7BmwujjZBHghNABAdZmlIQjUkY1NbWVss4EEFNT08bR+rg4MD0Don0lpeXlUwm1dvbW9NgUldXp9HRUTsAaATY3t7WxMSEFhYWrEuVzdPV1WWC2Ts7O7pw4YIePHigsbExc4qgJczNzWlwcNA4VvDCyMpSvm9ra9Pc3JwuXrxojkg4jQUDGTrscHjhNpbLZd2/f18rKyva2tpSsVjU6dOn9cQTT2h6etq6Y8mGcLjC9+WziF7J4JHpZGQcIPOLU0Y5vVQqmWGEowo1gkg85HOSNSUggUuEjmYYtITZdBxIDDQHOv/G+IZRPzwrHBMym2FWl2xa6CgRsYfXzUETHghhc0PI22Q9NzQ02BpnjXAglkol7ezsGAcs5LBywId6u0zBoVmQ9R5WLbjnWCymtbU1bW9vq6+vT62trerr6zMHGY1aurHJwoZlP0l2GPNsabLhEMzn83ZN3G+hULDnRBZrd3fXFC1CugXBSzwetwAp3tJiE5je+/SnVdrbM01PBmhA9yAzhk5nyMWTZAL9jGRlfbJGMpmM6urqrNubcjhBdjhpjMMO+8V9bmxs6NSpU7pz5445Jq2trero6FBfX5+Wl5e1tbVlpUQac65du6b+/n6rpCwuLmp/f9+aRZaXlzU0NKTu7m5lMhm7d/iz3Mv09LSJdLe1tam5uVk/+tGP9PTTT2tpaUkLCwsWbH3qU5/S+fPn9cMf/lCDg4Pa3NzUzZs3JVX1laenp3X27Fl1d3drf39f+XxeJ06c0NLSknp7e9XY2KjZ2Vl1dnZaRpHsYDabrWa2DysArBN4u0zdKZerKgG8UxQJcCxD3mJYiSAjTeWI0afoPeOc4JjSbITKCwE25xTNUOEEJ5QlaKoj6KbaQNCDc0RPBCL0UMrITJIlhd+NfeBvw0qTJFvjZO/4N42w7PfGxkZzBPlbHED2FcmgkNuOfSeLimMNdxubhnONPaqrq1N/f39NX0ddXVXIngCRNU+jXiQSUSqVMu1f9g97j33LXuaZjoyMWKY2m82qWCzqySefNHWfgYGBmgZIyv4kDsbHx5XJZOxZY6ewvQTQ4bCJ0FHu7OysoSE2NTWp/uDAbNLjkBl1nVGHw+FwOBwOx7HhsS/T/1///t+rfFiiJLKjG5PSR5ipkmSpeaKdkCxdLpdt6k9YYiUzRYQKaPjgv8Npq6urq9EJlWT6eGT5KLtIRx3gvb29evjwoZUNQ3keIiO67ShbSbJojhJKOOmB7F1PT492dnaMWwr5/vbt2zp16pQePnyoQqFgERclrp6eHr3zzjsaGBgwikBHR4eVoMbGxqy0sbKyYlEpz5Uy8szMjLq7u3X69GnLvEjSc889p9u3bxv/rq+vz7JEkmpI22TA+L5isajh4WHLzlC649pXV1cte00ZjDUQrglKSCFBne/k/4ecKq4BXg+lXfhU4XpEzuTRJiKysnw3FAD+njJ5yGMNm6CIzkPOM9OI+DlZVMpbPHPKWmQ5+EyeayQSUXd3twqFgkmJhGV8On1ZozSSURok60jVARklPh85J7I+lOsoKdfV1Vk2NcxIStUSL9IrUrUcBhcOwDGl/LeysmJ7kWlKZLB4PmFzGe8k5IGz1zY2NmycKc8u3d6uf/WnfypJ+n/+w39Q8TCTtrKyYtkV3gkcOu4ppFmQyWJ/IWEV6kLyeSHVgfUc0pPC/YLNYuwn644ytCTrRoevzn1+8MEHkmRd9n19fRoZGTHuLdqyfX19llVEm/bhw4fWJMT+IRO7tram7u5updNpSdVy8o9+9CP90i/9kq5evaqXXnpJ169ft6whtrOvr0/lclnDw8NmgyYnJ62pjI5j1AMkmebz2tqaYrGYvRt0RumopvJC+X9kZERSNYP3ve99TwMDA9Z4RhWA9Q6nE33ecrmsubk5SVUbSZmZOfJQrajoIddDZpA1Q/k7VNGgm1qSVSioGEiyqW3S0RQjxuDCo+TnyEiFvRDFYtHeG/JnVMcWFhZq9FX5G3j7BwdVrVWujesNs/+sR7jT3Df887CpOFQN4Blj4zhn6PGA8iVJTzzxhJ3l2L/5+fmaprf6+nrjc2JHyd4iscXz4dkzRe7GjRvq7+83LjXZVZqIoARA1eGzsZE0KtJYRtOgVG2iTCQSKhaLisVi6uzsNKUe1lsymTQaExlZzvxyuaxysaivHE4o8zL9zxOHZfo3Ll9W/aFTubu7a9p+lE5oCoAnCZ+QgxyuGeRn6UheBZ4jG4INzKajtEU5jHLL9va2NfGEckNwWhE/xnCGJcZQvJiyDKLV4+PjtrBpMojH49Y1uL6+rkKhoKnDmbsbGxtmGOk43N/f18cff6xnnnlGb775ph4+fKizZ8/q/fffVzKZtHJVOp22RifmGWOQkMygPPjRRx+ppaXFxuxRKqSsQhkfzbeenh7jp5VKJb333nvmqFBu56Dlv9GsREkTsj6NXRzukmqMGe8+lKDi4KGMRocpTjhcHg4UHC6GHlDihz9EWSvk3oVd4qFjEJalOTxCeSH+Gw4SB0TIJQaU6cLfx3nC6Qmbg7gvumkppePAxGIxa46TZM8C/iQOKM1jHELwq3kmOP/t7e3WfUwXvXREWykUClbS7+3tNZ1KuHUtLS02D314eNh4vwip8+xwAJhrX1dXZ+tieXnZpG1w7Dc2NmzIAO8eZ6JSqdRQeCjJhRzn7u5uk+yh9LxVKOh/fvttSdJ/PX1a0ZYW60S/ePGi0X8YnSodcYLDdwDVhPsgKMZZYO00NTWZFiYHLc4OtivUT2Y+POVC1gbNPjgKSHyFHDw6ftFhpfM8kUhoa2tL+Xzemkbp9I/FYspkMnr22WetRNvW1mZqIB0dHVaqpmP+rbfe0q/8yq/o7t27+o3f+A1NTk5qcXFRL730kkZGRvTqq68qHo+rUChoaGhIb7zxhorFogWw77//vr7whS9ocnLS1CBGRkbU0tKid955R5cuXbKGzKGhoRqZr2KxqJ6eHpOB2t3dVbFYVD6fNw3J5eVljY2NWdBLBznOayjTRJCIvWxpaTGFBMrMOFc00cZi1aEt2HdGri4uLqqzs9PoM6HjWF9fb4MKoL3wXklcQC8Iz7eNjQ3b3+H6IjjFeaKcjO3L5XI2tASeJbSSkLfKWoUPvba2ZtzH5ubmmgalkE4XUqmwXTjrJFoKhYLJuJVKpRrKU2trq1KplJ0x2Cka+TiTyuWylcWj0aiNg02lUnZuY9vr6uqMdkIzLZzaXC6nZDJpASIjv9kPGxsb6uzs1O3bt822YkvZ78lk0uwTdDZJ/01iZXNz04J4GhFRToC6EyqePJyc1GevX6/+n8egTP/YO6Pff+opVaJH8i0QsTn8WVBwwerrq5N/WJR0hUPEDjkvoSYaBoaIEJ7oo536CDGT7RgfH1cymVShULBNlEqltLW1ZbNwaarBiWhpadHCwoLxQBoaGnT69Gnl83ktLCzYPfC5XOf4+LjK5bLNrIfvQ5NJV1eXceRKpZLGx8fV39+vq1evanBw0DpA29radO/ePfX396u1tVX//M//rJMnT2ppaUnr6+vWAXj69GmlUim1tbVZo8LMzIzxVzmoEeF/+PChyuVyjXAvxrK7u1sNDQ2W1cCYNTU1mYODZBUbOXz2HN4YF94nzizOC1kpnFQmX2EAiNTJvKEvGhqxsAuf7wq5naGmJ5wyfg/DT1YidKZwFkNDzZqtVCrmvGGocUweVQEIm+04UMIGo5CTxf/H2Sb7Ge4P+FjwHXkeyGWVy2VrXgubiDigcOwJ5nhWvb291p1KFYPqwfT0tH0G9857ymQyisfjNiEJblUikTC9QwIP3jUTcWgM4FBobKyKlbe0tNgMe6ol6EPiqIbvnc59gtv6ctkEpt+4fFmtiYRNYrl586Y6Ojq0t7dnWsgoF2BbCD4ZxlEul03+Cf6fJHMYkNghAED0PgxAkBqKRCImM0emBbH7zc1NPXjwQCsrK+Z8zs/P2+EdHtgEpoVCQSMjI9a4l0gk1N7ebrI1sVhMy8vLam5u1rvvvquzZ8/acyYJkEwmNT09rXPnzuk73/mObty4od7eXj148EB//Md/rL/5m7/Re++9p6997Wv66le/qqtXr+rrX/+6Zcunp6cVj8d1+fJljYyM6Mc//rG+9KUvWWB34cIFTU5OKhqNmvM3OzuraDSqZ599VvPz8xoeHtby8rLttUKhoGw2a5PE2Ms4M9iacLAC/y20AewzggpsMGuHgJvgjn9QhKDpR1LNOiGj2tzcbGoA2BX6HKLRqGUGw71OoqQpSNygH4tsEDYBTj3Tf8iybm1t1TTDYS/D9UuDU6h0AcefQDncR21tbXZeU51gr2C3QieZfxNQ4oBubGzYGYciCDx9uL08ewYzYA94l83NzVpYWFB7e7vtd2wFwSjPN+St8u/W1lZ7d3V1dVpcXDQHEmkwlDu2t7fV3d2turo6zczMaHd3V5OTk5a15WxiH+LM8/5o5J2dnVVzc7Pa29uVyWSs96FYLKo5GrUA+XFwRh/7Mv2f/dEfqfVQi5OSPIcrWQIQdkpjwEM9TBYlRhqnhJ9h3KVqppPMD59dKpW0sbFhWqdzc3OmW/a5z33OCP2UupFKko4mgpB1HRgYsA5mqVqqKZVKqlQqNlZzf3/fdEhXV1e1tLRkRomxbVLVoJ0/f153795VV1eXZVS4NjrvC4WCNTrRzS5VydU/+MEPlEqlLKJubGy0z5+ZmVE0GtXo6Kii0ah1jPJseIahbA3ZVam68Wh0kapdtdxX2HlI9iY0aGSZJNU0MlEqwYEleMA447wxXnR7e9u6jyORiJXzCVz4rFBh4eDgwJyBg4OqxmgomcLBLx2N/qRzPlxTYfMdhxdrCmcMB5HoXqqVn8LxwhDyczLAGCmCKZziMBtMxpO/JVvDgURnPfdO9E9GjolEvGuywJSqOEh5lpSY6Hx/tIsYxYeuri4tLy9bCaqtrc1Kw1Qu8vm8zp49K0mam5tTLpezsYcHB9VxuKEY/t7enhKJhH3++vq6NRwSxDQ2NmplZcUa+sKxlji1HR0dWlpa0vnRUf2vX/2qJOkvX35Zew0Nmp6e1tNPP6179+7VjP0NM+lcH9URHNzd3V0NDAxoZmamhqoR6hUuLCwoHo9bZjcEWVUOXZ7X2NiYdnd3tbCwoEQiobm5Oesof/DggTKZjLq7uzUyMmIByJNPPilJ+qd/+icdHBzoueee0/b2tu171mMsFrPxq2TihoaGjBqysbGh5eVlXbx4UdevX9eFCxe0uLio5557zvYafzc3N6dTp07pe9/7nv7gD/5AkvTnf/7n+v3f/33rYu7t7dX1w8zPb//2b+vb3/62hoaGLFBqbGzUO++8I0n61V/9VbW3t+vNN9/UuXPnbN3yTlH8qK+vN7WAsLLFHo5EIkYFi0ajNeVoMu3Yj5Aqxfsh4QBVi71AAES1LByEwGfiOElH2sySrKlrZmbGJMxwUvl8rp39ElLICBoZOb2xsVEzGpimXGwG1x8+E5xOng3289EMPXuH50qwR0WRkjvfHSYRCArDJk32VDKZtPsKbdj29raGhoa0vLxsnel89+TkpJ0T7e3t6unp0fLysj3XQqFgQRsau+GYbCoui4uLRmGQakcZY1+oFuzs7NhI5HQ6bdQ7kjGcyZVKRT09PSZzhi3jPNne3lYul9PY2Jg1oK2urtY0ex4UCvqTr31Nh5vvF75M/9g7o3/58svaOVy4lAsptSEIHpY4Q8Oey+VqHMywSxBHNnz5bCS+C96ZJCtNstDv37+vs2fPWpQa6muyoaPRqHWFPvvss5qdnVUkEjE+E9kiqTrrm6wiY/0wHpIsgueQZCSnVJWDuXXrlk6ePGmlK0mampqSVOWEwttbWFjQqVOnrEQlVTmln//853Xnzh3FYjENDw+rWCzq3UMNs9bWVp09e9a4SDh+RHlEdjg7ZAi5dgwW2SA6xaUjhwwpi7D0ws8JQPjvj874Dbm3vN+Qe4NTFhq60JCXy2UrZ/I3vFOymiHfiu8mI8B14RyyRriXSqVi0zcwuFwr6xJAB+HeucfwOYKQ/gFdgPsKfyYd8fEwByF3i9IymYQQ8LM5TLgmfkbARvaUa6cUjiNKIBBqt4ZBIsLcPDeumayHpBq+FYchUm8h1xcaRalUUiqVsioK98YzDOkicMklmUQLv7O9va1ysaj/+7/8F0nV2fT1HR3a3Ny0kj5/W6lUtLy8rN7e3ppOeN41308nN+uV58ZaCQNXMtSS7MAjc9rS0qLFxUV7HqlUSgsLC+rv79fY2Jh++tOf2vMcHh5WqVSycbsTExO6fPmyfvrTn0qqHp5nz57V9evXtbGxoa2tLXV3d5sTv76+rsbGRmUyGb344ou6c+eOSqWSLl26JKlqR4aHh5XJZNTR0aFMJmNTaVgTZLfhoTc0NOhb3/qWJOnLX/6yrl27pnPnzmlwcFBvvfWWcT5nZ2f1zDPPqFQqmeLDzs6OPvvZz0qS/vZv/9a4g5VKRUNDQ1pdXVUmk7Hnmk6nFYlUR1xCC+K59vf3WwZybm7OnErWO1SU9vb2mg72R/cmdorStSQbBUnFhAxpqM3KdCuC0VARo7W1VVNTU+rv77cS/KPC+Xt7eyYLhbNO4IjzTFDc0FAd1UrJd3t72ziL3C+BHUEkSi7t7e01wv0E0gRZdO/zc8rwHR0dZj8etdchDxq7AK+TDGJHR4fy+bzxKKWqrQxVTAjGeW65XM7uHYmk+fl5S4SEtAeSBVT0eKaVSsX0sEN+sSQb4R3SVCYnJy1oTqVSeu2112xE6PDwsO3znp4eq6wwhSqUxoOjS8XjwYMHNe88mUxqdW5OL//lX1b/w2PgjD72Zfof/8qvqLmjw/idRKwsODIc/G8Wenjw8Ps4UpSE2ShspjBrkcvl1NPToxMnTphUE00YbW1txrdk8TPVAuHh7e1tra+vK51OW7Yyk8kY141SEcLcbMhkMqlIJGKRICVsGnWQ3EECBH7Xr//6r2tmZkb7+/tWBsT52NnZUS6XU29vrzo6OpTL5aykVldXpy996Uu6ffu2lpeXa2SlhoaGlE6nNTAwYDqbLS0tmpmZUTqdNtF7mq/CMjTPuFwum1Avxp1nhqPGYU0EHdInwoxjGEVzwJK1w3GEahHygeDm4HDgmJAlJ9NAKR0h7dBQEsCETgMHH2Wx+vp6yxxQ8kHaBw5y6OyR5SRIejTTz9rls0O5JOmoKYO9wP/GweFzcfbIAODQhBxSMv+PitbHYjGtrq5aaSssrSMAzf2RBcDhD3lpGHaePVy0sNkCiSDknnZ3d61pKh6P27ztUNuU32f9UE7j2tva2hSJRKz0SsmRQ5RSOHs5rLjEYjGTQGuQ9OvXrkmSbvzGb+jgMLiBAwiHHCeR9RUGx8T2rAAAElRJREFUFDjtPJ/GxkYtLi4adUSSZcgJctAg5V53dnZs9GhdXZ3u3bunJ554QrOzszbzHukjJp3Bebt9+3aNPmTIX25ubjYeeSwWU3d3t0ZHR+0g5DANAzsyzwS2NDbxjIeGhjQ7O2v0oaeeekq5XE4nT57Ua6+9ZhJdfX19Gh8ft4arBw8e6P3339f4+LjRJd599111d3frzp07KhQK6uvr0+3bt3X37l3dvHlTxWJRFy9eVCaT0fj4uGZnZ01zs6mpyQKW1tZWC7bD7F5ra6v29/cto0nSg3e2urpq7xaxeGSh2E+sK2gXw8PD6uzs1NTUlDmfVLQqlUpN1ptgHqeSZ4y9oIcA+0AFjT2HfSR7u7OzY46/VHV+cLj29vY0NDSkfD6vg4MD9ff3G82Ftc9e4F2S9YTKwzvd2dmx5kKqQDi+7HuaQKFFYLtDZ5CAnn2HXSdg4Pt53lRccPLRyub7SEhwLjFJbGRkxKZvsf/DvhHoSFLV2cXxj8ViNdxZKiDr6+tGbSmXyzp58qT1UMzPz6tSqZi04dramubm5oz6QnUpTLLxXSHXlqx6Q0ODbty4YXSFkDrkZfqfJw4P3L/4t/9WuUMHoKmpyTJYHK5hCQynBoONRhiPIMyMYmg42OE6seFSqZQ5W5JMt+zg4EAXLlxQNFodO8bPuZ6Ojg7NzMyopaVFvb29Vj6TZPpxcMIODg5MUJpRmHV1Vc3RfD6vBw8e2OExMjJSE91yGPPdkNmZ0X3x4kUrkx8cHKivr0/vvPOORkdHtbe3p/Hxcd27d09S1em5deuWvvzlL+vtt99Wf3+/urq6rAQG347sMKUWoluyYJKMh4fRk45Kk/xv7lM6isD5HuloigvXHur80b1J9pHMFQ4IAUtI18CAwg0KFRAotdN4EJbZcdwobeEghE1oXCOOB06oJKMdhNzMsJEOByMszYcd35LMiQ4J96xnMntk2MOsZcgPw9mmrCQdaXqGwtmxWMx0YMl48k7ong6zLWSSUI0IO3zhcfL8Cay4v2KxaKVmynBkmdbX162CEK4b1jui5slkUvl8XqurqxoeHrbSIoHQ3t6exsbGlMvlTDOQ9xaNRi1bA5eN7uJsNluTXd/c3FRnQ4P++DBAfvkrX1Hj4V5OJBJWxuOdDA4OWrYTR5K9QFaetTg8PKypqSnbSzwrril0XlhrOCs7OzuWiWSaU1dXl86ePWv2BP64JHNAKpVq8x0C74xNnJubs73X1NSkqampmlGjOMB9fX1Kp9O6fft2DRWJSXLxeFy3b99WV1dXzQjD+/fva2pqSp2dnRodHdX29raWl5d16tQpSdJHH32kaDSq06dPa3d3V62trfr4448lSaOjo7p586ZeeOEF4wmOj4/bfReLRXV0dBjfd21tTclk0tbE6uqqBeRk2+Dvst6xzVChCAwkmWZlqDxBEMzn9/b2am1trWYMriQreyP4D4+a5wZXsKGhwfZxmBmFLtDb21vD4SQwZq2zv/j7R/sdcAjpNeDn2FUcLBoaWW80cqHxTAaYv00kEuYYp9NplUqlGlUObBCZ/kKhYNlHekB4JwQ47AfOm83NTd25c0fPP/+8lbrJkqLnTcUszD6SLUXzMxwSQVWVjGsul6uxOTi6kizBtLCwYDaROfUEPdjXUAkGJ3JxcVGnT5+usWfr6+s6ceKEvvWtb+nZZ581p1qq2uNHRzLv7OzYXn3w4IE66usfqzK964w6HA6Hw+FwOI4Nj32Z/qe/9mtq7uiwrCDZDHg1dPRJR92FzNJlxBnRCGUvSOoh54dokIwSvKL29naLniAiZzIZTU5OWtYVTlo0GtX09LTGx8etZDU9Pa1CoaCBgQFlMhl1dXVZVqalpUXz8/NaW1uzrmk6iHd2dqxLPZFI1GSUstmsRkdHLRMVSoc0NTUpmUzq7t27Gh8ft6lKHR0damtr09TUlM6cOaMHDx5YWbSjo0Nf/vKX9d3vflenT5/WzMyMfUcymbRGKiLwsJuZTCMd4p2dnRaVU9KFR0X2WVJNyYVsDD+HbgGVgoYluKN8ZsiP5L3yczKG8DH5HLiEIdeJ+6hUKlaeR0NTkpWw4E5BlOeayV5C+SCqJxMAF1Y6Kk2RZaJ0zBoigudnZP7DbEQoE8R9hY1e3E9II+C9Uf5h3Xd3d2ttbU2VSkXz8/OWrV1dXVV3d7fK5aMJMGR4qR5QdmNfhRkZ7gcaAlwyfhZKw1DaDMuLvHtQX19vk0/IgN2/f98mtCSTSa2urlpXLX+zvr5u38G7CicasRbq6+t17949mzXPqEl4dLsbG9a5+rPPfEaKxWoaQ9BTTaVSRm0g80zWnGwmpV46k7l/1iMyMmFjHplaMsg0k8FPb25uNooFs80bGhrU39+vaLQq5TQyMmKz4mdmZkzObWtrS9vb27p27ZpefPFF5fN57e/vq7Oz0ySSmpqaTHu0vb3dskiRSMRoOJ2dnWpubtaDBw908uRJRSJVSRroLZSu6USnCsS6HhsbU3Nzs5aWlvT000/rgw8+0O/+7u/q0qVLxpN//vnnTQlkYmLCZnxD17h9+7Y2Nze1u7tr9CjK/0zlIjuJzSY7BxWMfgSm6ZBR5B3SKR2W8fl9qhA0vCD3hz4wGrh0u0NrgepD9zalf6p3VBigaZF1g15EBpf9yfVCD8LWh3qljzYbhfcCxQp5JdYuz4J/oNGg4ID9a2lpsXOBe6O6g10KbRg2is/HxpLtbGlpsbGY3Df7M5FIKBaran6Go21zuZxN7cJecz9cD2V4nm3YYBpSACVZoyTZ9lgsZrPmqR4sLS3pqaeeUnd3t95//32TMhsYGNDKyor1HnAmFQoFDQ4OGs93c3NTBwcHmp+fVzqd1v5+dZrk0tKS0QGo+G4XCvq1Q77341Cmf+yd0Z/86q+qIZC4YCFIR3PFWdhIBXEghSLgIe8vFArHyKO3GJZRWDzISMA7Q8qDbjk2j1RtVHrnnXfU29ur1dVVpVIp6/TlcKQzjgUMr7Orq0vZbNYOz2KxaAc0m7+rq0u9vb3WuIE+3t7enpWJ4vG4hoaGdOPGDS0tLenSpUuam5tTW1ub2tradOvWLRsbSgnj7//+79XZ2WllrkQioZmZGZOrYtY3BoTua7q06+vrbawnjgRcLUqFYQc27wwDJB0FBPw9RgquFL+HFhvOJgYWAxU6oY82S8E94vNYN0gUQQkIf4bj+2j5DEcs7JgOf49RqhwuONE4S6wpyqKsPemopIYBx3nisIJTxeeFfCeuI9QsxVEP+dONjY2am5uz5z48PGxEfNZjPp9Xb2+vcUPpwKbBplKpWHkRp/ng4MDoDRxo4cFKCTPsII5EInZ4h41Se3t7tg95Bvv7+xoYGLDyZn9/v9bW1ow7Fz7/sOTd3t6uxsZG66LFXiA8z7pvamrS/Py83evGxob6kkm98NprkqrjQNe3towbCk2F/Q3vkHcUKiAQHKNdvLKyUhMoMaaQdwUHmrXNSFsCP/4WnjLaq11dXdbACSXj5s2bikaj1kjBQfjgwQMrkeJglkoljYyMKJvNWkC+u7ur+fl5JZNJ68onIIZ/H4lE1N/fr+XlZbNlqVRK0WhUd+/e1dDQkC5evKiFhQVls1k1NTWZc0A3c7lc1o0bN9TU1KSrV6/q/fff18bGhp599lm98sorqqur08cff6wXX3xRExMTVtbN5XIaGRkxhwNOIIEQNoY55jxfuL6JRMISHeyRUMoJagUOGA1scH8pnxMMc1+oHmxvbxt1IAx2kSriO3A+CdpIqtDNjt1kFHRbW5s5USRhWPt1dXWm8YwTxz7t7Ow0Li17EXkmuJ2hE87ZynXi4GHP4HnTyBlq7OKkEniE3f8EyZzHfH5dXVUWaWxsTD/5yU/U3t6uqakpXbx40WwUPGCedU9PT426S9gcRpAhVR3B6elpJZNJ4w9vbm5aQgjqAvQB/AeaMdHUTafTisVi1kPxy7/8y/roo4+0vLysSqWiRCKhUqlkjmRnZ6fxcnn/bW1t6unpMUmqcrmskZERNTQ0KJvNand3VydOnLAxym1tbVUKSSSiT771VtXAPwbO6GPPGf2rf/NvtH3I3SJ6QHIIxyjkxoRcUA75cAOQPSUjAb+kpaXFmpeYE83vSTLtQwwbBz+Pl6gG7gyHNZ2opVLJsgcdHR26d++eRXHSkWwRXY1hh50k+0wyTisrKyY10dfXp9XV1RoO0Obmpk2SuHbtml544QVNTEyYZij3I8kareBn3rhxQyMjI9Y9mMlkTFJJkgkI8/2rq6smJI0hDXmkYZc63MEwq4lzSPYP/T5+TuQP/6dUKlknP8RxjDikep5bmInEqefZ8qxwkHD6eI44UExO4T3xzllvYcRP5oTPxuBgdMNuTzTxurq6zFkP5Zy4BgTKycpyLSEHk+8K/z/BV9iEFe4FHDZJNVN7+Gw4oTyPkOvF59K4QSaVeycbhqNKk16YwYU/RtMXzRZkcghMUqmUstlsTbc8XFzeW6h0AQ8Xx5YDhncejUbNkVpcXFRXV1dNFra7u1sffPCBent71dnZqeXlZZU3NvR//Of/LEn6V7/7u+obH7dnsLa2ZtPOZmZmbBgFB2sqlTLVDEmWMdrc3NTQ0JDm5+drupNDxQgCYd4BPFx4aGRc2MuNjY3K5XIaGhpSU1OTrl27psuXL0uS/vqv/1rPPPOM6uqqovBMauO5ULVBEm94eFj19fXGbaSZi+taWlqyrI5U5dhtbGzo/PnzJoO3urpaw33EZra0tOj8+fN66623rLs5k8no05/+tDkPoSzf66+/rmeffdZseG9vr775zW/qt37rtyRJd+/eVX19vbq6ujQ3N6fGxkYLpiTZO6Dy1NjYqNHRUePNh4MVkK4LKxo0ZnV1dWlra8s4oPCKyUQvLy8rnU7XyBfRxxA2WobrgeeBLaMZKeSA89+QFYxGj/RGycqS+XvU8SOIpFk2nHzGveNk8k+oZsKzwVbDOeWzydaGahw4hATsBJL8fXhWEWDS+R5KHtJ/QMUslFtkihnJBNYh/97Z2TE1Ds4nekn4bBrRwolyPFfOnIGBAW1tbSmXy9XYTEkmt4S2LTrRkjQxMaHnnntOP/vZz3Tp0iVls9maM7dUKimdTtsUqZmZGV24cMF+jnxdT0+PfvKTn9SofAwODmo7l9NXv/716oUUi1JwXb+IeOydUYfD4XA4HA7H/wBLS9JhUPeLCm9gcjgcDofD4XAcG6L//7/yC4rDKQhqafEsqcPhOF5UKtJh6dFtksPhOHaENumQtvaLjMe3TO9wOBwOh8PheOzhZXqHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7HBnVGHw+FwOBwOx7Hh/wP/IP1zSWue+gAAAABJRU5ErkJggg==", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (8,8))\n", "\n", "plot_wavelet(fW, Jmin)\n", "title(\"Wavelet coefficients\")\n", "\n", "show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 4__\n", "\n", "Compute a best $M$-term approximation in the wavelet basis of $f$, for\n", "$M \\in \\{N/100, N/20\\}$. Compute the approximation using\n", "a well chosen hard threshold value $T$.\n", "Note that the inverse wavelet transform is obtained by replacing the +1\n", "by a -1 in the definition of the transform." ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/coding_1_approximation/exo4.jl\")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 5__\n", "\n", "Compute and display in log-scale the non-linear approximation\n", "error $\\epsilon[M]^2$.\n", "Compares the Fourier and wavelets approximations.\n", "Store the values of $\\epsilon[M]^2$ in a vector $err\\_wav$." ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/coding_1_approximation/exo5.jl\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cosine Approximation\n", "--------------------\n", "The discrete cosine approximation (DCT) is similar to the Fourier\n", "approximation, excepted that it used symmetric boundary condition instead\n", "of periodic boundary condition, and is thus more useful to approximate\n", "image.\n", "\n", "\n", "A 1-D cosine atom of $n$ sample is defined as\n", "$$ \\bar\\psi_m(x) = \\frac{1}{\\sqrt{N}} \\cos\\pa{ \\frac{2\\pi}{N} (x-1/2) m } $$\n", "A 2-D cosine atom is obtained by tensor product of 1-D atoms\n", "$$ \\psi_{m_1,m_2}(x_1,x_2) = \\bar\\psi_{m_1}(x_1) \\bar\\psi_{m_2}(x_2). $$\n", "On the contrary to the Fourier 2-D atoms, these 2-D DCT atoms are not\n", "oriented (they contains 4 Fourier frequencies).\n", "\n", "\n", "The set of inner products $ \\{ \\dotp{f}{\\psi_m} \\}_m $ is computed in\n", "$O(N \\log(N))$ operations with the 2-D Fast Cosine Transform\n", "algorithm." ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "512×512 Array{Float32,2}:\n", " 256.476 -22.5563 -5.41707 … -0.0298037 -0.0671784 \n", " 16.9169 18.9216 -14.5154 0.043885 0.0708448 \n", " 0.0223235 6.65404 -14.3884 -0.0400046 -0.0050716 \n", " -3.50967 -4.06896 16.7797 0.0569299 0.00605839 \n", " -5.05954 4.12019 4.90701 -0.00341432 -0.040818 \n", " -0.565607 -1.67541 11.4739 … -0.0152267 -0.0227725 \n", " 6.74145 -4.42411 5.2583 0.034659 0.000966392\n", " 7.85371 -6.22422 -3.60709 -0.00613972 0.00806962 \n", " -1.06739 0.779056 0.545067 -0.0128798 -0.0064496 \n", " 0.923002 -3.22179 0.789093 0.00241201 -0.00783131 \n", " -2.48423 2.2757 -2.15492 … -0.0278553 -0.0446269 \n", " -4.06518 0.833886 3.08845 0.0314589 0.0251326 \n", " 1.72369 0.81921 -1.13721 0.0111044 0.0214349 \n", " ⋮ ⋱ ⋮ \n", " -0.00682573 -0.0113689 -0.00712826 … -0.0179288 -0.00708245 \n", " 0.00485877 -0.0136637 0.01903 0.0070719 -0.0048171 \n", " 0.0227023 -0.00483271 -0.0130741 0.00929262 0.0091369 \n", " -0.0281361 0.00367847 0.0130418 -0.0193292 -0.0161743 \n", " -0.0159543 0.00517938 -0.0421832 0.0102047 0.00439334 \n", " -0.00962232 0.00143063 0.00356399 … 0.00389071 -0.00547915 \n", " 0.00354273 0.0125015 -0.0239548 0.00881054 0.00183168 \n", " -0.0211889 -0.0374351 0.022185 -0.00864949 0.015716 \n", " 0.00160301 0.0208696 0.0169222 -0.00370865 -0.01224 \n", " 0.00178228 -0.0151303 -0.0140208 0.0181261 0.00872959 \n", " 0.0190274 -0.00832192 0.0190148 … -0.00410498 0.0167987 \n", " -0.00653103 0.00391209 -0.00909144 0.0175508 -0.0018142 " ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fC = plan_dct(f)*f;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the magnitude of the DCT coefficients.\n", "Note that the low frequencies are in the upper-left corner." ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "collapsed": false }, "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(log(1e-5 + abs(fC)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 6__\n", "\n", "Compute a best $M$-term approximation in the wavelet basis of $f$, for\n", "$M \\in \\{N/100, N/20\\}$. Compute the approximation using\n", "a well chosen hard threshold value $T$. Note that the inverse DCT\n", "transform is obtained with the function idct." ] }, { "cell_type": "code", "execution_count": 99, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/coding_1_approximation/exo6.jl\")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 7__\n", "\n", "Compute and display in log-scale the non-linear approximation\n", "error $\\epsilon[M]^2$.\n", "Compares the Fourier and DCT approximations.\n", "Store the values of $\\epsilon[M]^2$ in a vector $err\\_dct$." ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/coding_1_approximation/exo7.jl\")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Local Cosine Approximation\n", "--------------------------\n", "To improve the global DCT approximation, one can approximate\n", "independantly small patches in the image. This corresponds to a\n", "decomposition in a local cosine basis, which is at the heart\n", "of the JPEG image compression standard.\n", "\n", "\n", "The only parameter of the transform is the size of the square." ] }, { "cell_type": "code", "execution_count": 131, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "16" ] }, "execution_count": 131, "metadata": {}, "output_type": "execute_result" } ], "source": [ "w = 16" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Initialize at zero the transformed image in the local DCT basis." ] }, { "cell_type": "code", "execution_count": 132, "metadata": { "collapsed": false }, "outputs": [], "source": [ "fL = zeros(n, n);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Example of patch index." ] }, { "cell_type": "code", "execution_count": 133, "metadata": { "collapsed": false }, "outputs": [], "source": [ "i = 5\n", "j = 7;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For a given path index $(i,j)$, we extract a $(w,w)$ patch." ] }, { "cell_type": "code", "execution_count": 134, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "16×16 Array{Float32,2}:\n", " 0.411215 0.415888 0.415888 0.434579 … 0.439252 0.448598 0.448598\n", " 0.420561 0.420561 0.415888 0.401869 0.434579 0.471963 0.462617\n", " 0.406542 0.420561 0.392523 0.420561 0.406542 0.443925 0.457944\n", " 0.383178 0.415888 0.425234 0.397196 0.429907 0.434579 0.476636\n", " 0.411215 0.420561 0.415888 0.392523 0.453271 0.453271 0.457944\n", " 0.425234 0.415888 0.406542 0.397196 … 0.443925 0.462617 0.443925\n", " 0.401869 0.411215 0.401869 0.411215 0.434579 0.462617 0.462617\n", " 0.425234 0.401869 0.406542 0.406542 0.439252 0.443925 0.453271\n", " 0.415888 0.392523 0.401869 0.411215 0.453271 0.443925 0.453271\n", " 0.383178 0.397196 0.406542 0.411215 0.443925 0.439252 0.439252\n", " 0.415888 0.38785 0.397196 0.397196 … 0.443925 0.457944 0.443925\n", " 0.401869 0.383178 0.406542 0.392523 0.439252 0.453271 0.420561\n", " 0.406542 0.401869 0.415888 0.415888 0.462617 0.434579 0.434579\n", " 0.411215 0.397196 0.397196 0.411215 0.443925 0.457944 0.457944\n", " 0.392523 0.425234 0.406542 0.406542 0.448598 0.457944 0.46729 \n", " 0.415888 0.415888 0.401869 0.401869 … 0.448598 0.471963 0.453271" ] }, "execution_count": 134, "metadata": {}, "output_type": "execute_result" } ], "source": [ "P = f[(i - 1)*w + 1 : i*w, (j - 1)*w + 1 : j*w];" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the Cosine transform of the patch using the fast DCT algorithm." ] }, { "cell_type": "code", "execution_count": 135, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "16×16 Array{Float32,2}:\n", " 6.80637 -0.253325 0.032283 … -0.00549847 -0.00405693 \n", " 0.023084 0.0347355 -0.00413328 0.00674101 -0.00891673 \n", " 0.0253314 0.0237923 0.00912516 0.00339924 0.0235926 \n", " -0.0216651 0.0086128 -0.0245778 0.00695878 0.00532108 \n", " 0.0272939 -0.00761553 0.00610165 -0.0182443 -0.00767665 \n", " 0.0266119 0.0135665 -0.00956254 … 0.00570935 0.000695129\n", " 0.0228681 -0.00926231 -0.0107845 0.00537771 0.0169967 \n", " -0.00572388 -0.0171972 0.0126138 0.00174104 -0.014069 \n", " -0.0248248 -0.00117198 0.0207719 -0.00288634 -0.00276103 \n", " -0.00362559 -0.00194505 -0.00719098 -0.0106022 0.00855492 \n", " -0.011937 0.0265793 -0.0211193 … 0.00743542 -0.00824205 \n", " -0.0110387 0.00497978 -0.00489697 0.00682962 -0.00377755 \n", " 0.00102316 0.00244797 0.00425272 -0.0128267 -0.0165192 \n", " 0.00191145 0.0212617 -0.00834749 0.00695932 -0.0023978 \n", " -0.0129812 0.0035407 0.000879541 -0.00835784 -0.0191675 \n", " 0.00542951 0.00448664 0.00655037 … 0.0100661 0.000181062" ] }, "execution_count": 135, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fL[(i - 1)*w + 1 : i*w, (j - 1)*w + 1 : j*w] = plan_dct(P)*P;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the patch and its coefficients. We removed the low frequency of\n", "$P$ for display purpose only." ] }, { "cell_type": "code", "execution_count": 136, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 136, "metadata": {}, "output_type": "execute_result" } ], "source": [ "figure(figsize = (8,8))\n", "imageplot(P, \"Patch\", [1, 2, 1])\n", "imageplot(plan_dct(P .- mean(P))*(P .- mean(P)), \"DCT\", [1, 2, 2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 8__\n", "\n", "Compute the local DCT transform $f_L$ by transforming each patch." ] }, { "cell_type": "code", "execution_count": 137, "metadata": { "collapsed": false }, "outputs": [], "source": [ "include(\"NtSolutions/coding_1_approximation/exo8.jl\")" ] }, { "cell_type": "code", "execution_count": 140, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "512×512 Array{Float64,2}:\n", " 10.5498 0.0369375 -0.0298333 … -0.0342045 0.0101731 \n", " 0.0964518 0.0352036 -0.0386215 0.00963501 -0.0116501 \n", " 0.0437847 -0.0109622 0.0227911 0.0195334 -0.0237278 \n", " -0.0190051 -0.0266339 0.00166411 -0.00204419 0.0118039 \n", " -0.0119746 0.00551294 -0.0136331 -0.0200839 0.00352419 \n", " -0.00279156 0.0180593 -0.00123331 … 0.0126431 0.0011672 \n", " -0.00589715 0.00153095 0.0152872 -0.00103595 -0.00116861 \n", " -0.00145154 0.000850352 -0.00680253 0.00821808 -0.0147508 \n", " 0.0198597 -0.0203364 0.000687862 -0.0182966 0.0346733 \n", " -0.00961395 0.0120943 -0.00772876 0.00732388 -0.0311338 \n", " 0.0068911 -0.00426229 0.00604707 … 0.00796464 0.00620638 \n", " -0.00642125 0.00393364 0.00199373 -0.0007382 0.000595931\n", " -0.00346981 0.00321714 -0.00115386 -0.00301106 0.00249017 \n", " ⋮ ⋱ ⋮ \n", " 0.0121981 -0.0459967 0.00373539 … -0.00582661 -0.00692686 \n", " -0.0255746 -0.0563657 -0.0105473 0.00347728 0.0210158 \n", " 0.00804472 0.000414404 0.00194032 -0.00401975 0.0274555 \n", " -0.0383835 -0.0312753 -0.0198298 -0.0124566 0.019773 \n", " -0.00311526 0.00430877 0.00155111 0.0251929 0.0105395 \n", " 0.00410688 -0.00423594 0.0164641 … -0.000272377 0.0145182 \n", " 0.0237584 -0.0338386 -0.00279158 -0.0215911 -0.00633044 \n", " 0.00576654 -0.0115735 -0.0269942 0.0074662 -0.00860535 \n", " 0.00400948 -0.0336431 -0.0148385 -0.00437087 0.00389512 \n", " -0.0111639 -0.0161091 -0.00127782 0.00773004 -0.0155009 \n", " -0.000153934 0.000670694 0.00264522 … 0.00684607 -0.00755687 \n", " 0.0305289 -0.0181497 -0.00760232 -0.00946231 0.000872649" ] }, "execution_count": 140, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fL" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the coefficients." ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "collapsed": false }, "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(Base.clamp(abs(fL), 0, .005*w*w))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 9__\n", "\n", "Compute the inverse local DCT transform of the coefficients $f_L$ by inverse\n", "transforming each patch using the function idct2." ] }, { "cell_type": "code", "execution_count": 161, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "6.04021416217293e-8" ] }, "execution_count": 161, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"NtSolutions/coding_1_approximation/exo9.jl\")\n", "\n", "# f1 = copy(fL);\n", "# for i in 1 : Base.div(n, w)\n", "# for j in 1 : Base.div(n, w)\n", "# seli = (i - 1)*w + 1 : i*w;\n", "# selj = (j - 1)*w + 1 : j*w;\n", "# f1[seli, selj] = plan_idct(f1[seli, selj])*f1[seli, selj];\n", "# end\n", "# end\n", "\n", "# print(\"Error |f-f1|/|f| =\", vecnorm(f - f1)/vecnorm(f))\n", "\n" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 10__\n", "\n", "Compute a few best $M$-term approximations in the Local DCT basis of\n", "$f$." ] }, { "cell_type": "code", "execution_count": 163, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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v3rrLX3LJJQ3dqy9/+csN7f+vf/0rPvKRj+C9730vHnvsMcsMzxNPPBEAxtyXV199FdVqVfzfCqOjo8hms7jzzjuxfPly8fnlL38JTdOwfPlyfPaznx13/c7OTvh8Psss1+3btzd0jgBQLpcBYMrJEgqzG8qW1qIZtpTNA+qR6sliPttSGT//+c9hGEbDEgAZgUAA69evx0knnQSHwyFC8lbVFwhlS5VndcoIBoO45557sGfPnjHFqWU8/fTT6O7utszsNGPlypXihV26dGlD5SWaqbO69NJL8fjjj+NXv/qVCMXFYjH84he/wIUXXlijodq7dy80TcMxxxxTs/6NN96IV199VZzv9u3b8eyzz+KrX/1q3f1PB0NDQ0gkEmN0lcViEc888wzsdjtWrVo17vqyR+CEE05oeL/XX389HnzwQdx11134zne+M+GyzdRZbd26FRdccAGWLVuG3/3ud+Pe3/e9731oa2vDPffcU5PJf88998Dv99cM/KlUSiSGRCIRdHV1WWaafu9738PLL7+Mn//85xNqAh0OB8477zz8+te/xt69e4XWauvWrfjDH/5Q9xwJFhqfzH1RmDtQtnTqtjSRSCASicDhcIjvSqUS7rjjDrjdbpx99tl1j9UMZUvr399HHnkES5YsGfd5MdvS8fCXv/wFv/rVr/C5z31uwuWULYVqCtAoWHj673//+4TLmYvxnnHGGcanPvWphrfX19dnOBwOA8CMF7Iul8vGaaedZgSDQeMb3/iG8YMf/MA47rjjjFAoVFPI2DAOFnY2Pz7pdNpYuXKl0dXVZdx5553G3XffbSxevNjo7e01otFozbLPP/+88c1vftP45je/aXR1dRnLli0Tfz///PM1ywKo2zTg73//u2Gz2Yz3v//9xu2332789Kc/Ne644w7jhBNOMAAY1157rViWhazlgt2GYRijo6NGJBIxADRUyJq44IILjEAgYMRisQmPsVlIp9PG4sWLDbvdbtxxxx3GQw89VPP5y1/+UrP8D37wAwOAcemllxr33XefceWVVxoAjNtuu61mOT6TDzzwwIT7tyr0PR7eeOMNw+v1GkuWLDHuuOMO49ZbbzW6u7uN448/3rKQ9YknnijO4/777zeuueYaw+PxGB0dHcbAwEBD+1SY3VC2tHm29IEHHjBWrlxp3HDDDca9995r3H777ca73vUuA4Bx++23jzkuZUtrMVlbahiG8eabbxoAjBtvvHHc7VrZ0j179hinnHKKceuttxo/+clPjOuuu87w+XzGe97zHiOdTtc91vluSxVZbRBTMbDJZNJwOp3GY489NqntffKTnzwiBtYwDCORSBif/vSnjfb2dsPv9xtnnnmm5TFaGVjDMIx9+/YZl156qREOh41gMGh8+MMfNvr6+sYsx64bVp+bb75ZLJfJZAwAxmWXXTbhcafTaeO73/2ucd555xmLFi0yXC6XEQqFjPXr1xv33XefUa1WxbLjGVj5uCZjYDds2DDmuA8ndu/ePe61A2B88pOfHLPOj3/8Y2Pt2rWG2+02Vq5cadx9990118QwDg9ZNYyDE5OTTjrJcLvdxooVK4x777133K4r8nnY7Xajq6vL+PjHP27s3Lmz4f0pzG4oW1qL6djSV1991bjwwguNhQsXGm632wgGg8bpp59ueZ2ULR2LqdjSG2+80QBgbN68edztWtnSRCJhXHzxxcaCBQsMt9ttLF++3LjhhhsaIqrEfLalNsMwjGk4ZhUmwGOPPYbLL78csVisYZG3Qi2efvppfPjDH8Ybb7yBd7/73Uf6cBQUFI4AlC2dPpQtVZjLUAlWhxEtLS343ve+p4zrNPDcc8/hsssuU8ZVQWEeQ9nS6UPZUoW5DOVZVVBQUFBQUFBQmLVQnlUFBQUFBQUFBYVZC0VWFRQUFBQUFBQUZi0UWVVQUFBQUFBQUJi1UGRVQUFBQUFBQUFh1mLOdrB69NFH6y5TqVTqLhMIBOr+3zAMFAoF5PN50T86l8uhVCqhVCphcHCw7n4a6YrRSJeV1tbWCf8vd0YZDzabre4ydvvMzWPMLQmngkaOt5H9NPLM1EM6na67jKZpsNvt8Hg8cDqd8Pv98Pv98Pl8cLvdsNvtk+o5PRGacU6RSAROpxNOpxM+nw/hcBihUAjBYBBerxcOhwPVahUjIyPYvn07tmzZgtHRUYyMjKBarcLj8cDlcsHv99fdVyPnXe9+yx19xsPAwADcbjeCwSBaWlrg9XrR3t6OlpYWBAIBuFwurF+/vu525jqaZUsdDgdsNhscDofl77LdKRQK0DQNuq4jm80in89jdHQUg4ODYlm73S7Wt9vtsNvtsNlsaCQnuFqtiu1wG9wOj8PtdgNAzf4AiGUaeYZm0pY2cjzVahXGwfrpACB+59+NHMtssqVsD1qtVlGtVlEul1Eul1GpVGAYBqrVKiqVCnw+HyKRCDweD/x+P1wuF5xOJ1wuV40t5XYqlYr4ndenkfG3GSgWi+jo6EA4HEZHR4cYA3jMwEEukM/nsXfvXmzevBnRaBRDQ0MAAK/XC7vdDq/XCwDi2eVzK79rjdyDZtjSdDoNl8uFYrEobOfKlSvh9/uRy+UwODiI6667ru52JsKcJasKCgozBxp0Gncaen5IIjjIu91u8SmVSkf68C0RCAQEATcMA+VyGblcDgCg63pDRlph8pDJpkymZFJls9lQrVZht9sbIqfzAeo6jA/DMGoIqGynSNysrp9st2YSMmGWySWPhSTd6XQKEsr3AYBwDvBvvjszfR4Eyb48gXA4HAiFQjAMoym2VJFVBQWFuqDxBA7O1s0fgjP+YDCIcrkMXdehaZowYrMJbW1t4nd6bHRdx8jIiPj+4osvPhKHdlTCyttnRVStIJMOBQUzaF/4HtMrz/9N9JzN9HNlt9tRLpdRLBZRLpeFZ5SE2+FwiO+9Xi/8fr/wptLW8pitCOuRQKFQEBFBforFInK5HOLxeI1NnSoUWVVQUKgLklV6IEulEorFIkqlEpxOJ6rVqgiz+v1+tLa2wuFwCK+qrus1hHc2IBQKoVwuo1AoIJfLoVgsColPoVCYdcc71yF74Ol9GY9I0Eske4xkr+t8hPKsjo9qtSpsDb2RtEv8P1B7De12e80z2Sz5Qz2QrFJaGAwGa2wo3wuS1Y6ODlQqFcRiMSQSCRSLRTidzjGEVX6HzLKbww2/3y+kDPT69vf3IxaLYe/evRgeHsY3v/nNae1DkVUFBYW6KBaLqFarcDqdgqSStFIPCBw0xIFAAO3t7fB4PELXnc/nm6Jhayboycjn80in09A0DbFYDKOjo8hmsygWi0f6EI8qyAO92csqh26t/s/1Zc3pfEMjZHU+XhuGyEulkiCdTqdThNkBjDsRkrcxU9eOYX5Okv1+v/CuUkZF8up2u9Hd3Q23241EIoFMJiPIqsfjqSGs8vbl85wJBINBse9cLgdN07Br1y7s2rULsVisKVIwRVYVFBTqwqxR5UAgDwic7bvdbvh8PlSrVfh8PjHbnm2eoUKhgGKxiHw+L+QKmqYhm80ik8mgUCgc6UM8ajFeWNZMVmWv0XwkYgqNgRNPADUTHyuPvQzZmzqTzxePt1AooFAoiARU/o9eX0aqKpUKIpEIvF4vstmsOFdztMFMwGcSvO7JZBKZTAbRaBSZTAaGYTSU+F0PiqwqKCjUBb0W1WoVLpdLeFUpA6A3gMYVOFiZQtM0jI6OCuM7mxCNRlEqlZDNZjE6OiqONZlMClmAQvNgpVmVE2E48TGTUzm0KWv05huUZ3V80LNaqVTgdDpF5EeuAkDwGpmv1Ux6VvmsZ7NZYTcjkYhYRq5Mwez6RYsWIR6PY//+/SLSZfasyu9GsxKbGoHX64WmaUgmk9i5cyfS6TQGBgZgGIbQ3U4XiqwqKCjURaVSEaEyqwQrmcjKmrFgMCjCVbONrA4PD6NUKkHXdWQyGeTzeWiaJga92eYJnuuol2A13vLyOvOVjAFKszoeaFs48SmXy2O0qjKZk58j+Xma6WerUqlA0zTYbDb4fD6EQiEAh5LFZOLpcrnQ2dmJJUuWQNM0jIyMjHkerNabKeTzeQwODmLfvn3Yv39/je6WyWTThSKrCgoKdWFVrsqqPAxwSA5AzRXrbM62wTaTyaBcLiOfzyOfz4ukqvmeyHO4YOUt5e8y5HI+RzLDWWFuQZYByJNN+fkZj8zNtASAH9ofRq5kT6lcK9UwDPh8PrS1tSEYDCIej4ttmY//SGi7d+/ejR07dmBgYAClUgmhUAjhcFicXzNq2M5ZstqIAWvkAtXbTj6fh2EYNdnPdOHzgWskcaSR423GMo14r2Yq67FRNCPxppEXs1n3oN6+GilqXywWhY6Ts898Pi88kzabDUuWLKm7nUb2Ve94G8l6L5VKNaFaZs7LntSTTjpJeF55bF1dXXA4HFi0aBF0Xcdvf/tbkUTAdVnyhNtpBPXCW7quw+fzwePxIBwOw+l0IpfLCR1VLBbDm2++abku68POFzRKBuVkFbloP3/3eDxjQvxm0mAVtpSL9rvdbuGtZxhXrjXZ6PFy+8xMlhNoZCJsXkeWqzSr4H+zbKmVHtF8jOZ9mROHGrl2jZyTldd7PP3xRKh3ja00pcym5z4KhUJNqapCoYBsNgsAQhbA9WTJ0lSuTT1O0YgtlZ9rh8OBYrGIoaEhOBwOLFiwAB6PRxwrcwB4/j09PSL6s3//frhcLuE4CAaD4hpwTGmEA/H9kKUH/HBbXI5Jtj6fD6VSCZlMBrt378Yrr7wituNyuZDP52tqwubz+brHUQ9zlqwqKCjMHFwuV02nFAA1hISaMbNXzGaziZIm5XJZZI1aDXbNRDgcFgNCtVpFLpfD6OgoYrGYIKsKjYP3Xvb4mLvlKBxeWF1n83tT7140a8KuMHWYy7Bxgp/L5ZDL5WomdXJXKofDAb/fj/b2dvT29iIajQrHAKsfyKWvmjXh5rbtdjvcbje8Xi+KxSL27duHkZERbNu2Dfl8vmYSAEBEqZr1PCmyqqCgUBdWrfxkD5rcdYVGk+vR68EZOcNfctiu2Z1kfD6fOOZKpSLaeqbTaWQyGWQymabsR+EgFGGdHZivRHM8b/lslZHIZJXF/ilHYoSBE20uy7axgUBAVAZg/WpGEMxVNJoBl8tVo0G12+3QNA3RaBTRaBTZbHZc6QHXaYZ9UGRVQUGhLsx91AGIjjH8TtM0IUtwu93ie5aystvtWLBgAcrlMjKZzJiM+0YkDY0iEAiIbjbZbBYjIyPYv38/BgcHRfb/fM0qnwrkxBR58JTrQyocXliFrK3I2XQxG8ndRDBLN2St82wkq9Tz81jZ7SmTycDr9aJSqYhSVvSU0lZ5PB60traiXC4L72osFqvRtwJjE8mmA3M3sNHRUfT19WH79u3IZDLi+ORENwCCRFPuMF0osqqgoFAX5pAStdqy3jiXywn9KTWILpcLHo9HaMd6e3uRz+dhs9lEBxezFrIZgwtrGLJ9Konq8PCwyPoPh8PT3s98gVWZH5moKuJ/+EECQpirKzQLjWhsZ9PkRJaljKelnY0wDKOG5OXzeWSzWRiGgXA4LGpUmzXUHo8HkUgEy5Ytg8fjQTKZRLFYhN1uR6lUgsvlgsvlQrFYbEp9U13XBXlOJpPo6+vDrl27oOs6AAgdq2EYNc4HktRmPSuKrCooKNSFnDwjJ87IVQE0TUOlUhEElaSVBrNUKqG3t1e0M00mk2L9Zpe2SiQSyGaz0DRNENVYLAZd12tkCgqNwdyakt8pz+rMYTzP6kSVFSbaxnhoRmLUTIIk3mw/ZjNZNcup+F5x8p5KpQRZlc+Ny3o8HixevBherxdDQ0M4cOCAsMskiSSZ04Xb7Ua5XIau6+jr68Nbb72FdDoNj8cDp9MJXddr2r0yOYzRtUqlokpXKSgozAw4w5f1pubfOdOWi3NTlA8cnGl3dHTA4/EgHo8LnRWNLDDWOzJVMNyfzWaxf/9+jIyMIJfLiYSvQCAw69q/zmaQlJoTQ2Qts8LhhZncmLsO+85pAAAgAElEQVQ0NasSzGwkdxNB1tKbSftsJauyR9UwDBGJonRpZGSkpvufvDzJaCQSgcPhwKpVq6DrOpLJpFiG8qxmoFQqYWBgAENDQ9i6dStGRkZqcgyoueV5yVVd5IntdKFiNwoKCnVhRUzkQZIG0tyPW85kpZeVM3JzVYFmDiq5XE6QVU3TRCICyWozPA4Kh6DI6uHHeNUXGiWqwNi2yVafow2zkayaveSyLpSVAVj32co2ksB6vV60tbWJ9tbcHvWizUAikUA0GsXIyAiSyaRoEMPycuZJLHCo1i0Tr5pRZ1WRVQUFhbqQ62maDS31q7KBko2XXEfT6/WKTFficAyQ6XRaZP5ns1lBVmk4fT5f0/d5NMNcrsr8ncLsgDmxaDYnGjUTVs/ibD9febIuE7pKpYJMJiPqqdKeyudIIurxeNDV1YVQKCTsKPX6zSKr27Ztw+7duzE4OAhN00RVAh6/XDOZcqFqtSrINkn1dDFnZQCNMPVGbla9Ir5y3TCrPtaNzkYbCTk2crz19tXIsTSrMHQjaEZdv1KpVHcbzQqBNYJmkKuWlpYx35VKpZpz1TSt7nYa6bncDKN94MABy+9JQgFgz549CAaDKJVKoqc1DSvfF13X4ff7ccYZZ+C4447D5s2bsXHjRiSTSezevRvVahWrVq2qezyFQgHhcBjBYBBOpxPlchnJZBJDQ0OIx+PYvHmzWNZut6O9vb1m/VQqNY2rcXShEVsqV33gPZe9QUyYk73tZqIklzMzk4pKpSL6uXOA5n7oxZFLkdUDn3l6gcxkzepvObTZqIZ6Jm0pZTZW25cLuPM6Up4jh2blMcbskeW5sFkJUNsIYjLa2EYxmfFsvH3LHmf5uWLtZ3oAeU+pWef1mIzmuhm2n/dALqLPyBSba+i6juHhYTidTixatKhmGcMw4PF44PV6Ua1W0dHRgVNPPRUA0N/fj1KpBL/fLxoZ8fxkp4H8zPBd4zvGyFMqlcKePXuwdetW8TzJpJPLsiEBUBtt49/FYlE1BVCYH2ikuPHRGL6ai2AIioayWCzWlKQyexPcbjeCwSCKxSJ0XW9oYgIAkUgEbrdbJHYVCgXE43GMjIyIVoQKzYMsARlPp2pFIszhQYXDC3PyG98zmZhZlbuSP3wHrSpAmLWIcw0TeZyP1DM6nve7VCoJOZNhGAgEAsJ5Zva0RiIR9Pb2Ynh4GKlUCpqmIRAIiO0Dh2qvmv8meWbUyzAMJBIJbN++Hdu3b0ehUBCVXzjpZKMXWRLGn+YJTrPGZkVWFWY9FBGdO2ArVk3TYBiGCLlzoGRyAI1tIBBAa2srAIiM00YQDodFIe1kMolcLiey/hVZbT5kD6rZe0VYeb4USZ1Z0PMG1CZkyVpywspTavY2m3Gkid1UYe6sJxOpI3EuVglgVmQ1nU6LZFB6U+VEK9rUcDiMpUuX4sCBA6hUKojFYiIj3yqiILcWlltfa5qGdDqNvr4+7Ny5U9hSWYpA3b8sBaDn9HARVUCRVYU5gGaFwxUOLxiiZb1Aivztdjt8Pp8IedHYOhwOhEIhdHZ2inasjXaWcjqdKBQKSKVSGBoaQjqdxv79+zE8PIx0Oj0m7K8wPVj1aDcPRFYDkzlLW+HwQi7eLsvW+LscpbIK2TaqbZ2LZFUuvyZ7JRn+nqlawfJ7It8j87Uvl8uiTXSlUkEgEKjpbAWgJqTf3d2N5cuXw263C80rJT7mc6YN5rtJKdX+/fsRjUaxY8cOjI6Oioot9MjKkhLZe2+etJqfq2ZAkVWFWY96umKF2QPKAAqFAgCgWCyKjFagVgZgsx3sbsVuUz6fD8VisaHZOPeRy+VE+1Q5g1ahubAqC2T1+3gkRhHWmYFVmB8Y39Mle8tknS9QS0iPhhJl5jrBvCYycZspWL1DVjpq2rlCoSBso3wf5e5d7G6VTqfh8/lqvJ1WDSVkmYhhGKL8VTKZFDWzzdIRal/NlVzk7VpNgJoBRVYVZj2aUfZCYWZAzyoTPdxuN7xer8i+Z59pJmHRs+rxeJDL5WAYBpLJZN39xONxJBKJmhaqqVQK5XJZPS+HERNp/uTB36p6gKpre/hhbtgh/wQOJWlZEVF+z2QkcwKS/Huj2vLZApmcyWFw+ZmdqcmU1Ttj9qzKP0k6k8kkvF4vQqFQzbnI3tHe3l44nU5Eo1HRYICEVm6eICcQ+v1+JBIJ9Pf3Y8eOHUin08jn86J+qlwWS/as8pj5vPF4lWZVYd5iwYIFdZdJp9MzcCQKE4EGkN1KmD1KjwC1TjRwrBhA0X4ikRCz+3pgR6oDBw4gGo0Kz4PL5RKJBQrNg0x45EYO8gArZ5pbkVWFmYFMTkg6qRWnhpFeOyZDytVtWIHBrHmlF24uQvac8pqYJ1szVVHGiqxaHYvcKEDXdYyOjsLv94ta1XIhfm7L7/ejs7MTS5cuhaZpGBkZGUPMeS24Xjqdxs6dO/H222+L5blvkmEuK09gAIwpVag0qwrzGr29vXWXUWR1doADG3+nDEAOI8mDBmUAJLaN1uOLRqOIx+OIxWJIp9PCo+rxeBAMBptSKkXhEMxJKSwHJA+6sofOLAlQhHVmEIlEapJh2IiDmd7mZhhW0o4dO3aI+0xJDVtmktCGw+GZO6nDACuCOFPPqBVRNf+/Wq3C7XbD5XKJkobZbBa5XA6tra3w+XwiQ9/tdsPhcKBUKsEwDuqSu7q6kMlkEI1GxySVyfux2WzYsmUL+vr6EI/HRQ1VLkvnggyZ7PN3q0RLpVn9/2g01MdyOLquiwfA7/fD5XLB7XbXDU1RzMxyDRQWyzeoEY1cIzesGbO2RmYyzapR28i+IpFI3WXa2tom/H8oFKq7jfXr19dd5je/+Y0w4E6nsyab0nxPp4NGQmSNhEQbea6oDZ0OGjmWRno7W5UYowZqy5YtAIDzzz8fDocDfr9fLG8YBiKRCI477jisXr0a8Xgcb7/9NgqFAhYuXIglS5aImn+5XA4AsGnTJrEP2ZNqGAYymUxNuazxoKpMHAQ9KDLJ4XvBd4MDJguOsxaqrGXM5/PweDxwu901IUduk1492XPD/dMm0ZMkk2JzuaxG7KQ5AcVch7MRYtIsW5rJZMT1ZAY1vZdEsVgUEz352Jmp7XA4kMvlaqpquFwukcUtV2sg2WD4lveD/5MnFby/JCYAcN5556FUKmF4eFiEkxOJhLBr1erB3vXcP720ct1QlqWTiaCckAMc0mTWgxWxlMGJk7nmOWuDyvuX64wyuYokj0Te/JzJz1u9Z6IRW9rIRNrr9YowPL3auVwOsVhMeFWDwaCQbXBSwvdnwYIF8Pl8GBgYQDKZRLFYFJUEXC4XPB4PBgYGkE6nsWHDhppzlic6cjIsI2PcJ3CI1xQKhZp3TB5XmzUJmLNktRGMp6+a6MFXOHrhdrtrXiZzKRMOjAqHD+YkBzNoTN1utxgY6OHhR2HmQEIKjF9uh2jmu3OkSgodDsgTJ7k4vdz0wHyuVjIKj8dTUzNVJqoyGdV1Ha2trchmswgGgzX7kicmJD3VahV+v19MfHVdRz6fh9/vR0dHB3Rdh9frRSqVQiKRgN1uh67rgrjIHlgSXhJH+bystJmzGeboAL87kjBHNczXlx+SxVAohEQiURP6d7lc0DQNmUymRnI1WcmO2Stttb48oZ0ujmqyylmJfHP5N2ctCvMHCxcuFM8APUUyETIMQ3TiUDg8KBQKwmMne9doSO12O3p7ezE6OopcLge3241MJoN4PI54PC48qwrNhzzgyBMKEg8OlPJPeT16yq08mI0OVlahSh7DeJnusx2sCVwsFoUXr1KpCA8kP9Ruy15PudMSPWnAoaQoc5Y+SQoA4fX0eDzCc0ovNu2d7DWnd1LXdUQiEdjtdgSDQbhcLhSLRSSTSei6Dk3TkEqlkEwmMTo6WnPv+WxwHdmLLGtfgdomA+PB/CxY6T0PN8yVTCZCs46H5yaH2ZkPkMlkYLPZxFglt2kl6CU+5phjMDIyUlNG0Ol0YseOHdi9ezdisdgYkml+rrh986SV++O7ab4+5uWmi6OarMrt+0hSZRc2Xd0K8wMrV65EpVKBruvIZrNIp9OiLAhLHimyeniRy+WER4ahQuDQu2gYBlasWIFisYjR0VFBUplIxW4uCs3DeHpioDaZipN+diYz16z0eDzTIqo8FitNnxwBmYvyDT7rsucRgJgoy5EEXkNO5vi+yNdxIgmaz+eDpmmIRCLI5/M10grZu5bP50W0ie+lYRhob29HOp0Wx5TL5WCz2dDR0SFISblcxsjICPr7+7F//35R09Pv99d4W0mYAQiiKpPmejW0rZ4F2TvbTFswUbQHqE0ynOw2Jgv53ZJ14GyCUigU0NraKmQ38mTAbrfD6/XC4/Fg4cKFWL16NYaGhpDNZlEqlXDgwAHs2rUL8XhcPB+ys4DnLEsn5OtA8ilLAWQ5jHzPVIJVgygWi0JfVSgUxIWTi+qypI7C0Y8lS5agWCwim80imUzCZrNB1/UabZPC4UUmkxGDr1kDToO3dOlSFItFjIyMIJlMIhqNYmBgAPF4XGjP53qCx2yCTGLM0hgO0DJJzefzImQsFyU3e2aBQ/VVGyWsctkloJYgTIagzCYJQaFQGEO0rTyj5nqW8nVlcfZ6KBaLIheDdTJ1XYfb7UahUIDX6xUExW63o1gsigYbJMfxeBxer1c4eaiZ1XVd9Kh3uVxYvHgxent7sXv3bmzduhXZbBbZbLbGYyxLFHj+sna0HsaT7s0kWQVqu4FNhGaSM/OzICe5aZqGRCKBQCAAn88n7os80bHZbCIXIBKJYOPGjYjFYnj77beRyWREUqusCzc/j+ZJktWEgTIT/t9cMq1Z9+moJ6sMvcjFxuUMN0VW5w+CwaCo78mXia1AfT6fMM4Khw+pVEpkr3o8HqFPlclrS0uLqABhGAai0ShisRjy+XxNGFGhuZAjTbJkiuFHktRcLidCvB6PR3jKJvKqToY8yiWxzN5VoLFw7GwiqzJRkwkIs/MdDkdN0s142mBeA5lMmAlFsViskc8Eg0HxNytz5HI5uFwueL1eIcvxer2CSPr9fhHlINEOBALCW8rok6ZpsNvtWLNmDXp6ehCPx/Hmm29iZGRESBoAiGQwOWFHlkRMBDmjXJajWD0X08VExyJ796e6jekcE+8xr51hGBgZGUGxWEQoFBI2lcsSwWAQhmHA6/Vix44d2LBhA4aHh8X7zOfPrJE2JwCavePmiReXMZP1Zr6HRzVZZe3FiciqwvwBNVkkp8BBqUgwGESxWESlUkFfX98RPsqjG5lMRoSu6BVgtrKs2wsGgwgEAigWi0gkEmLAtao4oDA9yJ5VDjxywW+G//P5PHRdRyaTQalUEvUeGVa20rxORbPKn7KHxorwzRWwvil7tZv1fYZhiIYYZi0wcIgMcKIth2flJC0uK2sJGeonKc3lcmKZQqEgSiMx2YpERdM0eDwetLW1CU9eIBCA0+lEKpWCz+cTkRC+mwsXLkR7ezt27tyJvXv3IhqNCgLMMkwkVHJ5u4lg9TzIpGimyCpRz3PaLM+qTABlAsl9GMbB5inVahUtLS2iPBnvCa8RJwrt7e2w2+3YsWMHgEOJfpVKpaYSh+xR5U+5yoIsO5EnSuYKOIZRW5O3GdflqCarvGFywWNzsoDC/IFcJ1D27LGr0lwbBOciOODKgzJBw8fwpezd4Xesw6re3eZiPFIpe7So/2cugJx40ayGAFY6Vfl/jXi3Zht43CwZxEGe0gq5sLpMDEjS+ZMEQ5YFyKF1ruPxeFAul8WksFAowOfzoVAowO/3Q9M0Ec0olUpiUsh3juTV4XCI+tWhUEjo/amFlYki30e3240FCxaIjnRMYqWHlpMaXpdG7uV4y5nPfbow78PqXZhpjBdRMAxDOOGYcyGXMDODk35d14W2XJZemQmqDHMFB/MEgfbcfB/kZZqRG3RUk1U5jCX/5IVVyVXzC8wkp2eDyQB8Dppl9BTGR7FYhM1mEyFJ2YvE68+arhxMdV0X+iq2GhwdHT1i53C0wRxqBGo9O/T4kagyGZElmehZ5Tb4Ux7cp+JZlX+fy2ByEwmGnIDE90Du7CaTU+DQvaDnk9fWqsMQJ3OscepyuQSR4USR5EP+ndunDIdEk5rGaDSKSCSClpYWUe6oVCrV1FqlM6C9vR2LFi0SyTzpdFpU8iCBlr14E8F87+XJzOFOtLN6fmdKBsAoEz+ytp/XjUQ1l8sJ6YacB8D1KpUK+vv78dJLLwnvPrXLHo+npsSYlV7VPIGis0dels+RbD+sfp8O5ixZXbRokRAc67ouXi5d18Vs9e2330Y+nxeeAK/Xi/b2dgQCAbjdboRCobpFna0Ew+YyLo0UZvf7/XWXaaSYfL3i7I0QrkZe8kQiUXeZRjLn2Yt6ItTrPtXS0lJ3G410PjIXiud1kL10n/70pxGNRpFMJvHOO+9gcHAQ6XRa3BubzYa2trZxheaGYTSte1IjIe962bSNoJHC5o0Ym0aWGRkZgc/ng8fjQUtLy5hSNoZh4MUXX8Tbb7+NgYEBvPLKK8hms8jn84hGo9B1XXjFJ0IjgwaNfbVaRSgUgt/vRzAYRCqVQn9//7yp6cp6nYwwmEu6UQcZj8eRTqeRTCaF5pHPPb1xMsmUPYC8z7L3XO6OxIkLCTGJlewtmsxkUrZxMjGT3/V6z2sjNiWbzaKlpQWapglSGg6HUS6X0dLSgp6eHmzYsAFut1skwvD45ImaTETN9VdlAitPKGSCwG3RaypHEwGIewag5t2hx9Xr9cLhcKBSqYi2nqwYYLMdrAQAoIZwyiRcvjckrWvXrkVnZydGRkbw5ptvirA1xzDWimV3LRJ3XgO5IoEMWbJiGIZIkOVzS8jXjeAzZU764na4ffO1tiJzvAeMOJBj1EMjdnIiRxqfD5/Ph2KxiIGBAbhcLnR1dcHv94t74nK5UC6XsWnTJjzzzDPYtGmT8JxXKhX4fD4xUZIT4szHR40sry0nKHyn8vk8nE6n8M7LFSD8fj+KxSJSqVTdc66HOUtWzSF984zrcM+6FI5OpNNpEXKORCLCsKZSKRF2kcm1XOpDoT6YHUwvUqFQgKZpNXqsoaEhxONxJJNJkVTFQYZGshmgjtAwDBEa0zStoQnW0QSzJ4WQZVT5fF4krMo6t/kOhtX5XGqaJrS9p512GtLpdI1XTtZaAofIT7M8crwvlAHIJJfvG8lssViEz+cT3jcSFepYbbZD9VPpRWUZrHK5XKNpJMnk+0TPe0tLC1paWtDR0YE33ngDfX19whPP60Uby8kOKxSYiapZEmL+biJYkc7xlrHavpnwyhMvs957pkApRqlUwsjICFpbWwHU1ufdsmULHnzwQWzdulVozFkNKZ/Po1qtCqfTeMdPUip7dYFDkyX+T/bmylEyVomYLuasxZGF//zIdVUVWVWYCkZHR0WWc2dnpwhZlctlYVhHRkbELFRu2UoDoTA+OODRA51KpaBpmjC65XIZmzdvxsDAAGKxGJLJpJj9y0kEzWgzGwqFaoqkcyKSTqfnlURIfm7lQZreqkKhgFQqhWw2KyJXcth/Pk/USqWSeJ7l7HeHwyGiM3IWPEmdmew0i6zSUePxeATh9Pv9oig87ysJC3vNs0oAE6foHeW50OvNZDFg/DC57O3lc9XV1YXTTz8dCxYswJYtW5DL5UQXLEZEQ6FQDZky6yDHS7JqFOYaouZjl0uHyfuSz9XKOSF7JY8E7HY7stks9u/fD7/fj0AgAE3TsHPnTjz00EN49tlnUSqV0NbWJiIYckky+T5Z6VVlIsoJCSc4/PA4WGuXNnV4eLimVe90MOfJqqxDlcNNiqwqTAUs0E0Pg9frFQYAOPjyjo6OCpJjFvjPdX3d4YZcX7FUKgkZA7135XIZBw4cQCwWQyqVEt4DXm9+mkFWGc5k+0G51J3L5Zo3Ze3MmjJZp8rJv67romb1XMzIP1yQNXsARLZ/IBDAO++8g0QiURO25zryz2bD4XDUeE0LhYKIHBSLRVGGKp/Po6WlRUhhAoFAjRdWtnHFYlEQSdZk5bkyrGy1vCxRaG1txaJFizA0NIRKpYJcLie06Awd055ahfCno1etF9qXf5oJq5V31xyNkInuTIFebB6HnKzHeqpvvfUW7Ha7sGW8ppQJuN3ucWVrZtmMVTkrmdTTG87kPFmWaZbgTel8p72FIwTeGBpQuUQV/6egMFnImh8+Q4FAAL29vUJLNzw8PMaTwGdOJe5NDFkbl8vlkMlkkMvlhPcun8/jrbfeQjabFckDAIQRpL6yGQiHwyI7m9nK1Oi1t7eLsNrRDplMmTtV5XI50e2N9VWVbT0EapzZ6IJ5EA6HA9u3b4fX67XUmJq9eM0C718gEBDPcjgcFnrCcDiMTCYDl8uFQCCATCYjnnNd14WGlaWs6P2kt65cLgtSS3tIDSPzN+x2u0jMYjIOiVV3dzfWrVuHoaEhbN26Ff39/cjn8wgGg0JCQa0lSTUh22RZG91oNMsctpe/l7fD45a9kLI211wFwxwanymYa9fabDYkEgkMDQ3hhRdewIYNG7B79260tbUJx4DX661J1jIMQ0w6zDWWGbGmDlcm57w2shfd5/MhEokIr2oymUQymUQoFMLy5cunfb5zmqxy1m8u/q8MqsJUEYlEBHnSdR2lUgk+nw8tLS1iJjowMFAzoMsyFHooFKwhD97ZbBaZTAbRaFT8zOVyGB4eFsbQZrPV1POUB6zpgkmP1M0yazoSiWDp0qXo7u5uyn7mAqgzpA2l7CWTyQiphpwAwyQYOUllPoIJR7IWdfHixXj99dcFiZOrXljp/vh9MyAnJ7W2tqJarSKbzQriJ4dvXS4XgsEg0uk0wuEwWltbhZe1Wq0KzSgTmAKBAAzDQCaTEZNOTjz5XMiVAeQqESSxTqcT7e3taGlpwcqVK/HMM8/g7bffRiqVEt7ZUCgklpcT0nh9zZ9Grp25hiivOa8Jf5qlBpQmmROMrLYpe9hnAvJkh6H5TZs2Yc+ePdiwYQMGBwdFGbNCoSBC+JxgcAIhyzp4rhzTeD6yV1WeXPEesVILm1Fks1lEo1G4XC4cf/zxWL9+/bTPd86SVYYeZKIqfxRZVZgqaHg42Ph8PuGF83g8OO2006DrOlKplKhdl0gkUCgUkM/nFVmdAEyiKJVKyOVyGBkZwTvvvINkMol9+/aJQUvWATNUD9SvhjEZuFwucQyjo6MolUoIh8NYsmQJVq1ahc7OzqbtazZD9qTI9jSfzyOdTiOVStWEsBnuM3ti5itoL7LZLFauXIlUKiU8SsChQupWmkl68epVt2gUnHAFAgGkUqmarH63241kMomOjg7YbDZkMhmEQiGRSMqQPI+Z67DqQy6XE9sGavWpMtEDDmX6A4c8yqVSCalUSnh1e3t78cEPfhCrVq1CMplEf3+/8MZRVys/Y1afarXaUIjZTCrNBFOuDiDfG9kJIUceZO2mXF1gJsGJkM1mQyAQwMjICP7yl7+gv79fEFV5MiRn7sv5FnI1BJmYc+JjPjdeF15Hp9OJzs5OGIaBbDaLWCyGbDYLm82GNWvWYP369TjllFOmfb5zlqzK5SrkJCv5o6AwWYyOjorBOBgM1nRe4Qt76qmnIpVKYWhoCHv37hXh61Qq1VQydTSC4UKSolQqhWg0ing8jr179yKZTKKnp0cYUoaogEMdeehJmC5IMIaGhkQb2J6eHixbtgzLly9vqGTa0QASJk70ZbLKjlVymJC6YXP5n/kIv9+PeDwOv98vurJt2rSphvTRE8WQuFXpo2aRVXo28/m8KG1EwsEkm1QqJbrE0eHDSaTsdaXXlH+zdisz/WXPpix1IBmXk6jC4TCcTieCwaCIaORyOfT09GD16tXQNA19fX3YvXs3/vjHP0LTtBoPJ1CrkZyKZtX805xkReLGZ1qexMnyGAAiWe1IEVXgkAzB4XAglUph8+bN2Lp1KxKJhJjkM3lVTuSjV5yEE0BNgwqeH8dBmcTLhJZE1ev1IhgMYmRkBLFYTEi3li9fjvXr1+OYY45pqMxlPcxZsmr1EMsfBYWpQNd10VbQ7/fD5/OJhAMaq+7ublF2xe/3i9qfcjKBgjVkrZ7szSMx4gDAwZIdbzioc7Bolm61XC6L5CHuj61e50uCFTCWCPDDgdoc8jTr/uYr+O4bhoGWlhbE43FBSkn8rQiSTIiaaTNIJChn4jOt67oI0ba0tMDhcIjsf1YOqFarNfXA6bVjm2N6y1paWoSXkedKoidnjzPKxAgVK3qYNf2sm7x06VLY7XZ0dHQIWQ7fwWaM7VYVAMb7P/cp7xtAzXkfab4hX3tO+jVNE55f+SfJqzk5ks+eXJeX14GTUlknTMh6Yeq1KTeghKS1tRXd3d0IBAJNcR7OWbLKYrMMvbJ/eCKRQDabFdmQFEdzlsCZAlA7660H2ZDLJRvk2clEmE3lXRop0NtIaKWRB7CRa1NvO4lEQgySJDI0fjSMjYQhGynYHA6Hxe9sY2fG8PAwWlpasHbtWqxcuRLJZBIbN27Eiy++iAMHDiAajYokA4bh6MGgx4plYORQNz8kYo08M4FAoGZmr2kakskk4vG4IIDDw8NCyuDz+dDW1obW1lbxd72mDI0eCz1zTMRgeKq9vR0dHR3w+/0YHR1FJpPB5s2b8dprr6G/v18Mgq2traI8FSHfVxpPoH4iQywWE4bc6/XC5/OJyQcH8MHBQTgcDrz73e9GIBBAMBgUEoClS5fOG8+q3Jee3m5qh0dHR0WnG3rW6HFjG1wmv1G+IYdVgdoQLMPB8kDK94whXbMulvdxvPI6VqAnaCL7Lhfil3WMZq/bRJA7OGmahnQ6DY/HI951LiNvU9Z0yhMzQpax8dxJGkge5aYJJCM8fofDIUL8DN/7fD6RAR6LxQAAHR0daGlpEYlVfr9/TGY/x7H84zUAACAASURBVNdSqQS/3y9IqHxtee94TYGDJH7RokXifsmePZbUAg7V4QQONn/p7OzEwMAA9uzZI3TS9MaSaMsVWfx+v8hml+t+lkolocnkMcrX2co7y4mF7DG02WyiTiivGwC0tbUhHA6Le0uPJcdN8gO5egCf5Uaib7LEQo4u8RmQk6QKhQJ27NiBTZs2ieQ5JjnxXsrVVOR6qLwOckMQjrOs5pBOp8Wy1LtyXHO5XGhvbxfnx2uzaNEinHXWWVi5cmVDzW0awZwlq/SyyGWrZBG2gsLhAgdXFtcGDmoxQ6EQ2trahJidXkPZE0UvQjPqzjUKeWJF2Yy5Rl4zIJ+nmaBw/7quI5/P1wxwZsLQDMjG3EqnJhtsj8cjvKnMlmXZlfkEDkZ8vjmoqgYAE4MESR6TZA+VWatq9lBzG2aCLXvzOEkAIGwP16Fnl8+tYRjw+/0i+YvkmZ7V9vZ2YYNisRh6enpQLpeRSCTEBJtEUe66JWf6ZzIZcf5MrKK0QG6nanWt5J92ux26rguinMvlcOyxx+KEE07Ayy+/jFAoVPMeUgYkVxWRt20e+yfLBepNcEiMqeelzMKqJqsVJnM8fD7McghZK5rNZrF161a8/vrrSCaT4lh0XRfLyZM9eRLJZ0ZOrGKzBrm5A58v4FC3O6fTCZ/PJ8ZA2oxIJIKVK1eit7dXTCzkycl0MGetEF8mGlVmrqkwrMLhBmeastc4GAyip6cHhUIB27dvBwChzaRnn0TV6/U2paNHoyB5piGit4Qz52aCiWm8NrKw3zAMxGIxpNNpaJomjJhsSJsVWub1lhO06MWSPQxer1d02AmFQiJEyuObT2CpImbz0oPWLD3l0QgO6LIO29y20xz2lomqOTTN7k2s90w9Kz1a1HHToy0nNMkJUpqmIRKJCCmC1+sVEibe3/b2doRCIQwPDyMYDCIYDKJYLCKTyYjWw4xSsr2nrusYGhoCAOF9pFfWnHhnfn+sxmZ6/riPcrmMxYsX49xzz8Xu3bsxNDQkiJPT6UQulxNE1Ry2NlcMmCzMcg3zxAKAqA3L/bGMFz3XVtsz/z7Z46GHVp4UsOIDS4ANDg6KiQsnTqyza04EM4Pebtk7zKoBHDu4bTZlcblcokwbo2lOpxOrV6/GunXrhD0lWW0GL5uzZDWbzQrvBz01cqkFBYXDBbZXZNIBAJFF7vP5MDAwIAYxhsbZG5wGfiaRzWZrWmR6vd6aTjHNIiM07BxEOVCzDFKhUMDAwICQKlBiQc1TMxMVqI3j8bhcLuFlogyA5Xg6OjqwYMECBAIBhMNhOBwO6LouEgWOdnBwI1FNpVKimDcHRhWtsgY9qXIlBbm2qBVZNSf7ALVVLigtk0tNAYeSegzDEASW9Uz5HbO9WZKKNofe2EQigdbWVlEMPhqNoqurC5VKpcazyvrlDP1ns1kcOHBA7IdExefz1YS/SdpJnMfLK+F3nKDS80t97Zo1a/CBD3wATzzxhOgsR4kWpXhch2TKqnj/ZGDWFFtJRDiJY4QqEAiId4S2RQ79m+95o/xETsaTi+7zYxgG9u/fj127dmH79u3IZDJiwiJ76CkhkD/mCDTXYeUb2mzeR1mKwudJJr6VSgV+vx/d3d1Ys2YNFi1aVFNnt1kJ73OWrKbTaVFeg/Uw5e4qs0kjqnB0gTNRhoRstoMtDRcsWIBIJIK33noL5XIZmUwGyWRSFLumAW+WhqdRMCOU+jZqY2ncmklW5UEaOFTWKJfLoVqtYs+ePSgWi0JTS33U4SCrsuyCBJ0k3el0IhQKCbLa2toqBl4WN58vnlVGpzKZjCj+Tz0qvSiqyoU15NA/CQxQW4OTg/pEIWrKhTjRo4eMP6mNlMOzJJX0uBaLRdHUJJfLIRKJiOeYIev29nakUikYhoFwOIyWlhakUikhhWEnOb6TnFTmcjm43W6h1ezo6BBeM05GifE8nVaEVdbckujymrHqyt69e/Hyyy+LpFceixXxkonaVCQA/Dnep1AoIJ1OCw86dat8T+SkTLPnfDLHw/C7vG+WEcvn88jlcti2bRv27duHbDYrvKhy0ptc7J/PIkGvNO0zo0y8H3xuqCtntQvq0/m8AQdt7YIFC9DV1YVFixbVVI3gcz2vO1jJnavM2lUFhcMJs0jfPOtsbW0ViQrpdFqEWLjeTHtWOQDIP/lpdrct2TgCqAmRVioVJJNJ4cUbr1B6s45Drico/86fkUgEPp9P6PLG84Ad7WC4L5/Pi5a3cvKRwviQ8yVkJ8l4Yf7xdI1yCSEmbMmdkuQkKk4wSWhI2mSSwE5UhUJBdLCilpHkl2F1Rnu4Lr2VTM4sFArw+/3o6OgQ3k1KFGjnZJIuJ/HwXK2Iqgx6RukNrFarCAaDOPbYY+FwOPDqq68KTyon3DJZlbdjdX0bhdU2ee94/+QatPSyys0DuDx/WmXRNwr5OeLzwDKJw8PDyOVyQmtfqVSQzWbFmOTz+WpkEkBtEposm6Rd5P3huZC8mkkvJxcAhJSKTQHkY5ebRUwXc5asZjIZMZuVdavmcICCQrMRCoXEiytXm2DIbM2aNcLjMTo6ikKhIMJHNCozCbNn1ev1ill0M98VelbptaVh1nVdyAD27dsHAMK4mxOymkWeqWujoaRHgMfmcrmwYsUKobGVtV7AIeM9H5DL5UQlFdpVeXBSEoDxwTa9JKq8ZlYJRjJRM9sAvgv0zJGUuVwuoVdl2Jz6Uznxje8yiSy1r+FwGNlsVrzvuq4jFArBbrcjl8sJSUAmk6mRBEWjUYyOjsLj8aC9vR0LFy5EOBwWRCadTouxll4/oHayKkcm5GfInFTm8XhERQJ50uh0OrFu3Tq0t7dj586d2Lx5M9LptKgERGJpfk6bMcEaz7PKiQPPjVUXGLFhwwTzehMR9UaOgZOAYrGIgYEB9Pf3Y/fu3UJLzOeF0WVWSpClTLInVQ7N02bTc0zyLUtYZC8vbSZlG93d3Vi4cGGNzeVHriwxXcxZssoBWG55qTyrCjOBSCRSk9DHQYQ61pUrV0LTNOi6jj179qBUKiGTyUDXdXi9XpRKpRktizRTCVY0ZLKuisaTLU3j8XhNeJSksNkyADnBiveFH363ZMkSIeeg5p0DLz/zAdSqptNp6LouvDiyp07BGiQtsvfL/CybPYxWNTq5nqz1ZDkw2YtKskHPplwVQG64wXUymQwCgYCovsHsepfLhY6ODlQqFWiaJrodZTIZ7N27Fz6fD4sXL0ZPT49oGMBnw+VyQdM0QUxl2Y9MmMyeZvk6mX83R34YibLb7ViwYAHOPfdcpFIp7N69u6btr+x9ljEVGYC5iomVd5xknlEpSrzoabVKsjJ7VhuxceZkKG4nm82iv78fr732mtD802tus9mE5MlmswmOJEMmqnTuUXfLcYHbovREbgBB8PkJBoNoa2sTEyA+w5SI+P1+4RyZLuYsWZXFu/RuKQ+AwkyAnWGo6wMOGSG73S7qhQaDQTGAcMZKb8lMklV5ImfuxtJsL685TEQjS08qS6qQDHGdZoeczd5ac5KB3W5HJBKBrutCcycPgHLy3NEOPst8RmW9r1wrUmEs6IUGUDPxsiIpctTPHBY3vwNm4sSwupxpz4kvSQWjOR6PRyRUsYsRCaecFKTrurBDzAEBDhKy1tZW8T+SSJ/PJ5Ka5ZbSspPIqiKPXLqL4O8kSR6PB7lcDqVSCaFQCJqmIRwOY3R0FKFQCGvXrsXy5csxODiIbDYrzk0m6cThjIjISU9m4mee1JmJ+mRgnrjz2dF1HbFYDPv27RPOBjauoW6Y5ffMel5ZAiA3NiAZpeOPEyV66xnCp1OGzyGfEY5zvD60J9VqVRDZeV0NIB6PW35P7wlQG26QZ37yp95FlA2OecbVzFI7zcKSJUugaRoOHDggdHnJZBKpVAqpVEoU8K2HRpaRDdZ4aMRwWBXet9qGYRjiRZAnJ9VqFccdd1zd/TRCzBrxIo2MjIz5rlgsipBLd3c33G43TjnlFKxatQrnnHMOduzYgS1btmB0dBSDg4PCy0lPH0Mqk32eZKNPIyJ/qKEtFAqIxWIwDAPDw8NobW0VRcFXrlxZE24yZzJzIKwHek9TqZQICbGN4t/+9jf09/dj4cKFE25jMp6HiUDiyfvJZgjLli1DS0sLurq6RJFvp9OJtra2McfBBLqjHTt37gRw0L6xnz1wyGsoh7Tr2VL+TvvIdegRlCcQfH9lnSMnFlxPdkQ0+myYQQ2fGVa2SR4PGB1gdjR16axAw5D8eOvLMJNQc5tOynRIPl0uFzKZjJCvZDIZhMPhmuuhaRocDkdNgxG7/WDRfmbVVyoVkWjFSVi1WhUVA0qlEgYHB5FIJOB0OrFw4UIcf/zxgphYlYMiaZXP1+w9BmCZuGl2KnE7+Xxe3A+SrnQ6XVOu6rLLLsNxxx2HjRs3YsuWLUilUjURLtb1ZH1ZPous/CHraK0ItewN5nU1V3ZgUhGlYLFYTDgBvF4vYrGYeC78fn9N9ErmDVbXS74ufPbkpgPRaBSvvvoqdu3aJfSoAER3skAgIPbHiZPcwIEdpgzjYB1enkO1WhW5FSxBJj/7kUhEkNxisYi2tjasWLFCjHNstsJOhCS47I4mT7KmgzlLVhWsYa49ZybbUzX4RxIygZRf+OnMXA8n5ALRLJ3k9/vFYMPqFbwf8kDK35vpHZAnWYTs6SGJlz0gHOAn+7yQ7DIcpGnaEatZykHH5XKJKgw8p/mS6a8wddDOkBDJBOhw1PQmseLzSY8Zi/ObvbDy8jKp5iRNjvrQgZPP50UGO3CQELLsUTAYRGdnJ1wuV009U3nSInvnJrpuzfLG83yYXHXCCScgFAqJKgWyR5iJrHJJpcPpTJInYXJkgpEjTnA4MWtEHkIwAY42rFwuIxaLIRaLCQ+ouTNaozAvP17JTy5H/SpJsFz6UE76k8+Rk04rHjJVKLJ6lEFOEKHRInmlW3+2eYPrIZvNCi82iQfLENEwzCbQC2kYB4sst7W1iRc+k8lgwYIF2LRpk1iehDYQCCASiYgahs0CxffyAEZtGfW0wCGhPcPfZoNTD1yfiRy5XA7vvPMO3nnnnYZaujYb9Ep1dHSgq6sLLS0twrPEwucKChOBGm/WSY7FYqKVqly7eLpgjU65axjrrTJhijZcLhlEIgtA6K7N1QOy2WxN22eb7WDy08DAAEZHR9Ha2orVq1eLSBnPl5pGeh3ZwnSijkTNdiCQMPOcWltbsW7dOhiGgZ07d+KVV17Btm3bRPUDeo05CW+2I0OO8nHSksvlkE6nEYvFRJ1SoLY9tEz2zMcly0jkSJk8ZqdSKWzatAk7duwQFQioTR2vmoqV91Z2SHAskJ0JcmSDf6fTaQSDQXi9XrS3t6O7uxttbW3iuSNZ57Mi5wqMV7ZtKphdo7zCtEGxNY0NX2A+PHNRf1YoFEQohiEydlih9nE2JYHI9UNpbL1eL0KhEPL5PNLpNDZt2iRKr/H+UC8YDoebSlaZPUyDJOuT8vk8EomEENIzfMW/J3McnEzY7XZomoaRkRH09/djz549M05WfT6f6Cne0dGB7u5u4VEyjIN1KBVZVZgIJCMulwvhcFi0A6V3tVQqIRgMNmVfJDFsO8pt08saiURErWa5xWUwGBQhdDYFIFmQQ9/UZns8HoyOjgp72dPTg6VLl6KjowPAwcoQXI4eTdpe6jLlKiJWOtRmwhyaHx0dhc1mw7p167BmzRrk83ls27ZNNGoBIGwdiXUzO7CRdPL8qeHlcYVCIWEDGaqXx1ySRFnaQvsvOwfkfQwODmLXrl3o7+9HNpuFzWZDJBIZo8u30rjKDitKTbh9OY/AZrMJKRqvO/fP56GlpQWLFi1Cb28vwuFwjfaVTjBqpjlW08uuyKrCGJCQ0DtG3RLJKuv4zSXItTLpLfN4PKLUidvtPiKeu/FAPRsNgM/nQyAQEO0MdV1He3s7NE1DIpEQWk/DMISOrJn3iGSV4nkOOiz+PTIyIry7HCDpHZiMoaf3Q9M0DA0N4cCBA9i7d6/Qys5k205mqpKssqYqz3+my4cpzD3Qg7lgwQK0trZi69at0HW9JjTeLNBeU2/KCR9JQi6Xg81mqyGkoVBIZPsz858liKi3ZPMAwzAQj8cRDAYFsV24cCEWLFgAu92OeDwOh8MhSDl1kCSpHEPobZWTyMxevWZW9ZDrzzLRiwTe7/fjrLPOQl9fH1566SUkEgkEg0Eh3eB6zZRryGSPJI0Oh2q1KmQUbEdqluWRmJolWHJdY9lRkMvl8Oabb6K/vx/pdFpIUXw+X01nMyuZF6+fnPzl8XjEhJ0RwGq1OqacIc+JeS9dXV3o7OzEkiVL0NHRAbvdLriFnLQqV1wxa9anfe2nvQWFWQXOhGWCwheEhm6ugf3aeQ584WgsZ1u5MpaK4n2gVIEhPbfbjWOPPRaJREIY+3g8jlwuJ+qxNtOzyoQIem9kz6qu64jH4yIpgAZK7r/d6MBjs9mQy+UwPDyM3bt3IxqNiiYAU0kemw6WLl0qrjUHMB4j5QoKChOBmtDe3l4YhoFYLFZDzJr5PJOssI0qvXQs9B4IBJDJZARJY/i5paUF6XQaNpsNgUBANHWgXXG73YLoBgIBtLa2IhQKiW5trMHK0kOUOLBrGXWJlBh4PB4hK5DJFTFeNYSpIpFIwOPxCELOa0Sbv2DBAnz0ox9FX18f9u3bB5fLhUAgUGPnmhl1IwljyJu/0+aPjIwIwhYMBoVzhZE22nVzUX46ZKirBw4S4z179mDLli0ikYt2NJ/PizC8VaK31ZgolxrjZIbbJDlmEjPvvdfrxeLFi7FkyRK0t7ejo6OjphkCtdxyFy/5GvHTjHdFkdWjDDR0fKjNf89FGUBXV5cwgHJmJsMYsy1Zhtm5citGapz4OeGEEzA4OCi8sIlEAvl8XiQkNXMglI2J7F2lpyKZTMJut4uSNiS3k5WN2GwH2zP29/dj165dSCaTKBaLYsY+k0X2ly1bBuBQ9joHLHqLZrqLmMLcg2EYaGlpQXd3N/r6+lAoFMRzY9b2TRf0snGCW6lUhOPB5XIhm82K33Vdr6n0QulAOp0WVQTYpITJnB6PBz09Pejt7RXHLdd7JRGUQ9OyvXC73ULfLndGMo8p5ioQzQAb/8gllORKESeccALOOeccPPvss6L5CCVwzSqbRJi9yHLCWblcxtDQkAiDs7RWIBAQ5NXr9ULTtJoC/cChuqpyub99+/bhjTfeQDQaFZMZhtvNTSHGexbNTU7k5DueC+0z5VGcsLAV9apVq9DZ2SnINyUwJKHmNtay15nH1gxPuyKrRxnMDwgfbisB9lwBs2KB2kLSfNFJYmcLaLzkuqb8nZ+Ojg5Rr5DGguS72d4AWdMkDyRyGIuhTfl4Jxu+YXguk8kglUqJEjRWrUwPN8LhsDgX1sPlc0PJg4JCPbCoObWC8jPUTI2mHNJlaJUhWZadYlIXPXW5XA6hUAi5XE6UI+I7VyqVkEqlBJkIh8OCbPCdphePFUpsNptI2mE0jsfGSZ+52L8MeXxp1rWhF5kfEiQeE50wxx57LPr6+vDOO+9gdHS0puJHM++TOYFMrpgia4PZFc7v99fYPpYMo9OCkwE5a57neeDAARw4cGBMtRZuxzyey9vg72wmIdt++R7S40stLfMoeG0DgQDC4fD/Y+/NYuM8z+vxMyRn377ZhzNctW/eHcuyGzdO06RZ2qZF0QRI0QJN07veFW2BXhYoAhTdLnoVFA1QFMhFgCBIfgnQxEmsJnGUeJFtSbYWShTXITn7vs//gv/z8JlPI3Fk0wopzwMQosjhzLe83/ue9zznOY90yeKmSjPLBKlmizvzJub9xgisPmRhHohaaH1QmVXqKDXA4sPOnw3j+fqgghsG3gttv8IdfzQaFePrbDYrixSZYurl9iLMwn1gZ1LkBMVUvWaD3wsjUa/XkcvlUCgU+kzKNbv5IIIFKeZWzJRlsJJ6FKO4W1gsFvh8PtjtduTz+b5q7b0uJuKzRjAKQCr76RJA+Qpti9xut+gYm81mX1vldDqNWq0Gu92O06dPY3Z2VjbMBBfMpJTLZZTLZTkvzhdMBZPNBSAtPDnfmteTQdKA9xNaD8n1i1IJXpNSqYSzZ8/i1q1bSKfTWFpaQjgcRqPRkOu316HBKv/PDQRrKEqlEhwOR1/9AWUlnHOZSdOA1GKxoF6v49q1a1hZWek7fwCy3t3rGvO+kCEnuGVGDbjTcYBrky5o9vl8UvnPNUpLC3XhsybIyBpzPH2oweowJ29mkXT3nmEXY4K8e33eMGnoYT5rGCBZLBalQ1Kr1cLW1haq1Sq8Xi9isRg+97nPoVqt4p133sHa2hoKhYJMcBxUw8QwzNMw5xQKhe54MCuViqSner0epqampOOT3++Hw+GAz+eTnsupVGrXz9kr4DHMuNrtPmmDeep/dBDAnTlzBk6nE++88w5WV1dRr9cRDocRCAQkJbRbDJoINLDXLGmz2US5XMbGxgbGx8dFi/TTn/4UFst2J5RkMgnDMDAzM4OpqSmcPn0akUgES0tLux7LX//1X+PChQsoFos4ceIE7HY7tra20G63YRjG0Oc0zGucTqc0uuCxz8/P4+TJk5ifn5fF1WazIRQK3fH3NA4fxXBjXs+Z3Hjo52BQOng3lsUMbPQmT4OmVqvVp+UbZnwMsvHRG3dgewwwpT0xMYFyuQyPx4NSqQS73Y4vfelLsFgsWF9fF7Nzp9OJsbExKWbSGzBzBktfV0prtEaQlf3MajDDwtadurjJ4/GgXC4LGOLxWywW0dKyCxRt2U6cOAG/349QKCTWVZQoWSwWFAqFvgIZngM1sNSs61QxZUJaj2i+f9oGSYMm81gYJnNDoMnrysIeMnosNmq32/jMZz4Dn8+HGzduoFwuIxAICLgaZDNmHg/8HK33pZsO7yGw3QyH8xr9m202mxSlNZtNlEolXL9+HR6PB48//jimp6dhGAaSyaSse+12G/l8HvV6HR6PBxaLBUtLS8hkMvjud7+Ly5cvi/SDY4L3qdlsipuJHtv63ICddZyFZlobTevHcrksx8NzCQaDOHnyJB599FHRTtOlgmOYY5TSAHPRqi6O2wui4sCC1Q9r6IlBp/xZHb/fQqeW+QBxN8agntKcRmAK42GMYrEIwzDg9/sRi8UQjUaxubkpfnV7CaSq1Sry+bwwL5FIBOPj2+0W33zzTdEE+/1+nD59Gi+88AKee+45+P1+dDodvP3224jH47t+jmEYcLvdKJfLfZoqfU/3Kmixw04pbrdbrude2QmNYifMzDzQfz/36t7qlC9ZGqYoNbO5F2H2zKQ/MLCdzWFXnnK5LAWKGjwNe84Oh0NYNhYxatN/MmXMBLBjEJlBAFhZWZHni9eAmzXaV7EL1dTUFJLJpDBqJCgoJWCRrQb/BKDlcllYM71hMEsC+BpdMMTrqK2uzKEzfu/1XmqQSxKKIPqxxx5DIBBAqVQSxxVKH+4Gjnc7DvPfVioVkRKRUSSoJbgvl8t46qmn8Bd/8Rc4fvy43INSqSSbIeqTnU4nfD6fbFpY6Z/NZuF0OoUFt1qtcj6GYdx1/Jk3A2YwzjBbW3Ej43a7MTc3h7m5OZFTmfEG7zHZ1QdR5DwCqwcsNFjlToa+o36//9d5aAOD3oC6DSMLXDjxsQBIpxG01dLDGPl8Hm63G6FQCO12G4cPH8bKykrfznWvolarictAr9eTlE6hUEA+n8dTTz0Ft9uNxx57DL/xG7+BM2fOSOtCViAPsxGanp5GKBRCJpPp203rjlZ7pZumhtDlciEUCsHn8yEWiyEUCsHr9T604+bXFZoF1df2vWib7xVa4sMxA6DP23OvNrD6fbhQl0oljI2NIZFIYGJiAo1GA+VyWcbuIP3gblEoFKR7HQ337Xa7bLa44NPYvlAoCChlwUswGJT5sdfbbpnMjFqlUpGCyEQigXg8Llp42gkRAJllVGyVWavVRC6j/YfZkUmnk1k8CgxmTAl8NFAyA8L3cg8HMYhkQFnIGYvF8OKLL+Ib3/hGX0brbmD1bpIF/XqdodJSCmCnNayW2k1MTOC5557D3/7t3yISicimJ5/PS2cwbfHEzJDVakU8HofP58OpU6fw8ssvA0Df5xEMsyLffA/47yCW1Zwl1gVe/NcwDIRCIRw5cgTJZFLcJPT1ItvL49eNKj7IGIHVAxZah8qHiYN3P1Y4E3DqiUJbOQE7zKpmW3XK4mEMbfvh8/nEF7RUKu050DJPYtS8cYcciURgGAZOnDiBY8eOwefzoVQqiT1JMBgcykrLMAy4XC5JCesOOHsdTFnRdoeyEabl6CE4ir0PM1O+l2DVrE3Xc8dePxdmIKXTwoFAQOYgAjOtP7+fMU0bKADClPEZJCDWaX8W6rBzn8/nA7DDjFarVTSbTdjtdpRKJXS7XWmQEgqFJPVL9o46eEqBtIa92+2iWq2iVquh2+0KwNVghwBJX39uHvg6DfpIQpgB6SCd5/2GLmZi8Hh5TsePH5c5gK81ZwEGFUqZ2UHzuOO/DocDhUJBXkcwWa/X4ff7EQ6H8fu///uIxWIiV2o0Gtja2kIkEoHdbu/TsnKcAzu+1kePHhXPXI4dztc81kFs5iCgamZW75bpGh/fbrnLDBUtwvQ9phSDx7HXhYb3ihFYPWDBCUCn1u12O7xer3Qh2U/BnSewM9jNOksCHKb5er1enzXGQXUxuFdojVAgEMDx48dx48YN3LhxY88LrDqdjoC4Wq2GQqEAl8uFRCKBJ554Ap/97Gfh9XrxyCOPIJFIIJ/PC8sbj8dx/Phxacl6rzhy5AhisZgszrzHuvXvXlXhM3UZiUQwNTUlFkNer/ehlY78OkMXuJgXfp3leb8xSNOowesHsTDy3HQV/qFDh/qKXwgQaMj/XsYxF3/tlUrPUqaWKaMpFosIh8MCaLQeUcK0dAAAIABJREFUlbZU6XQajUYDgUAAhw8fht/vl6wV2UbKitjMAIAASV1cxc51NJ0HBhdmcl7yeDySPdGAiHN3p9MZWPT6fsCNZm71e2i3j7GxMZw9exbnzp3Dm2++2VdcOUg7bWYdzUyxZqHJjHPDQvnB2NgYCoUCTp06hT//8z9HMpnEk08+Ca/Xi7W1NVy/fh0TExM4ffq0XDuSNbTl0gV0NpsNH//4xxGJRFCr1VCr1YQFdbvdIlcxa8IHsakE8bz2+vrzPvP+BYNBzM/PIx6PIxqNykaK0o5BrOqDXJtHYPWAhd5V8SGkh5su7NkvUalUZKBzgGuNKrAjXNdpRmpdATyUGkSPxyOLn81mw/z8PM6cOYNisYharYZ8Pr9nn0UvV32dY7EYnn76aTz77LP49Kc/jW5322T85s2baDQaYtkTjUaFkdktDh06hFgsdkf/cL1I7lU4HA4YhoF4PI6pqSmpWqWB+Sj2NjQbNghMftDxQYBUnZmiXnBsbEza8y4vL8tiDaAPkA9iDu8WbGDS7XZlY65BLyVB3W4XKysrsNlsSCQSAorYZY7vRXaVz/GpU6ck1ez3+/ucBShjACCdhwjMS6USxsfHEY/HZfNMyYJm0Ria6eZmlOuRTpMDd2qczUVY98uuakbVDDjL5bIwm5RTfP7zn8fS0hJqtZroOzWDqf9eXxPzZ2oNNYuMisWiaJzr9TpqtRqeeeYZ/NVf/RV+53d+B81mE5lMBqurq7h9+zaefPJJaUyiC5EocyEQ1bKQaDSK2dlZXL16VTYQlGLw3g4qODTLMfivBqx8HY+DrX2TySTm5+cRDoel65mZTTXLF/T7fNAxAqsHLAYVWHGn7ff7pUBgvwQNrHUB1cTEhJgIWyzb3n4c9HzYdBX7wwhWw+Ew6vU6isUiPB4P4vE4zpw5g+XlZbz99tuywOxFsPCC2uZIJIITJ07g3LlzePTRR2WHn8vlUK1WEQqFMDMzI13QlpaWhlqYp6amEAgEBKyaLVf2clIjOI3H44jFYmK43Wq1UC6X92Wx4UEOLlpmFm0Qq/N+P0cDnEFfexlc9PX5zc/Pi0l6t9sVOx+g3796WLBKtpbG+sD2Zqter4vJfq1WQ71eh9vthtfrlb8tlUpoNBqIx+PIZDIoFotSlT0/P49HHnlEgA4r/llQqZlCt9stIIam9GxHrGUCrHDXEggt3+IXN8C8BhoI6hTxva47gPvq1DdoU6TlRpRVtVotnDlzBs8//zxef/31O2of7pYa5xjQ65BZs1qpVGTtrdVqcDgc+NznPoc/+7M/wxNPPIHV1VX0ej3cvn0bW1tbOHv2rMg4WKiks076eKg75vcnTpzAm2++KfMwrQUJWgeB1EFSBo5XzazqzYXNZkMymcSRI0cQj8dlQ6VdHbh+E6xybHGtfhBSgBFYPWBh1leRGaAbwH4Dq9rWSxdIEDwRvPJ3nHjux17sIEYgEMDa2poUdPh8PszOziISiaDb7aJYLO7ZZ2WzWVitVilAYprs6NGjMAwDP/zhDzE+Pi4gdXp6WrriZLNZrK+vD7R/MkcymRQGgRO8XrT2koGjzRn1VaysrtVqYkk0ig8+9ppZ1aDBDFI/iJQj51DOQ61WCzMzM2LEb7FY0Gg0pMhEWwEN607Aea7dbss4Jeix2+3I5XKIRCLw+Xx91frVahUTExOSTmba3WKxYGZmBjMzM2g2m9Klqd1uo1QqSeqbn03mtFgsChgmIKJNFVPrhmHc4fkJ9Ms9eL8HgRl9j4axrrrfMINOhp5vyHq++OKLuHjxIlKplFyDQZ95t3s4SLNKpxOPx4NQKITf/d3fxRe+8AX4/X5sbGxgc3MTmUwGNptNCle1ppXXVFtJ8Ri4AWJm8fjx4ygWi+I24Ha7pemAYRgDr8Oga6UZUr3h49g3DAOzs7OYn5+XjRK7WPGYeI91RpTrNK3lPug4sGB1mMWIlZAcENSD6Ju122Sj+xBzd8ObRqA4TOX2MLvwYSa+VCqFxx57DL1eD5lMBvV6HdFoFMlkEu12G7/85S/R6XRQLBYxPj4uO03qBVmFulsMw4IxvUIvUTIQHMDdbhdPPPHEXf+ekx0nZ14DPhyMYQDrMEzkMHZQwxSp7XZtdDXt3eL69evy/dbWlqT5zp49i7NnzwIAfvnLXw5kmfh/YJuhZfouk8lgY2MD6XQauVxO7sljjz2Gxx9/HC+88AISiQTm/v9WpKlUCgsLC/J5jLW1tb7/x2Kxoa6LxWKRdodk0bPZLBqNBiKRCBwOx1Ap+nA4jEKhgHq9jnw+L+/ndrvFyeAv//Iv5fVcpBmGYQx1rx9kk4L9HMPMpWRguHhrcDKIRTODThqKax2z2a6Oz7meo2nvo7vwDDOXDkr3mgEvQQcLCfl58/PzUpVfq9XEgF8D1rGxMZHGcKFm4wC/34/x8XHxp+x0OpK+z2QyfeuSxWJBOBzuO6d2uw273Q7DMATYsgVzPB5HIBDA5OSkfDaLeGhNR9cPmrlTG+twOATw8Jj4nPCa87ypSeV1J7iq1WpwuVx9hu86NHtH83j+nPM6Na0EOYVCQXw/gZ2C22w2O9RcSg/xXq8n/skTExOIx+P40pe+hPX1daytraHZbCIQCMjY4D3hNef/SZLQG7xUKklHqlarhWg0ij/8wz/EY489hmeffRYejwe5XA7vvvsujh8/jmg0KudKFpWyKJ43r5F2gyCOYHtcMuWUZTUaDfh8PhiGgVwuJ4V6WjvM+61tH833iPZZ7Gh26NAhnDx5Uq4NNybEDJrpN0vCLBbLHX7DH1QcWLD6YQ+943tQ1Xh3O45RfDChF9ZBQBVA30QF9LPWDC5S3L1zsrkf3d0wMag6+L2kbs2aNLNualRA9XDGgy6kNG8EySLpApRBOkc997KQiawpswp09iDwYoETtYD0beUGj57G/HytM2TBJb1fzZuLXC4nLG21WhUtLOUC/FwA4t2q2VS20SQDR4kCGxkAEFcBOhDcDUTqa0WWUBfHmQuaer2e2BgSQBOg3+/aYtZSc4Pr9/v73E3MmR6eN68NnQTIYhOgUVv81FNP4fTp05iamsLExARyuRzS6TRcLtfA+c58XMMEAS6/57+DNKL688y2Xubfa2kHNxtmtlTfo18ntjDHCKwesKABL90AOOAGCcQ/6NBaIa1rIvPysKbwH1RowGlOnfHfQqEgujqLxSKLiNvtlgXg5MmTcLlcsNlsqFarWF1dlUUhEAjs2fE2Gg1h1LXGSYvxhwk9brjw2u12uN1uaRE5il9PmAGe/tn9/O3dfvcgg0yxnlMNwxDdZ7VaRb1e72ONzFpLdrYiW+r1ejE2NoZKpQKPxyOAkV1+6I5CXajFYoHX65VuTGQI2XmpWq0ik8lgfHxcXC84x9IRgLIXPnN+v1/AFTX/7O1eLBb7OiHxnDT45vE2Gg1h6ur1unT5GsSimTWeZA15vbheaVDENUuz2zzver0uwH630C4V/OxGowG73Y5Dhw4hmUwiEAgglUohk8kIq0+2k93DtLaVoK5Wq8m8BgBf+cpX8JnPfAaxWAy1Wg3pdFq6Wc3Nzd2RDtfX9n7BaiqVkuvIMddut+/wVyXwJ/vNZ0lnNfg66qSBbSmV2+1GOByWzJm56cNe+n2/3xiB1QMWnNT4AI2NjUma7EGnNSnK1ztnc7HCKN57EHhq+xTNXvZ6PeRyOQA7E5ZhGAgGg33A4Pnnn0epVEKhUECz2RTT8VAoBL/fv2fV83QyIFilBEVXQw8TOnVIQb/uUDUCqw8+7gYm7xdkmgHr+2Hg32/QYo2bqWaz2edmUSwWRbsH7Ngy6SwGWVGO02q1Kq2jC4UCrFYrHA6HtAglQKaJPVPPZFlZ2W6z2bC1tYVKpQK3241kMolEIiEdptgsgAVG1WoVVqsVkUgE+XwezWZTuh6Nj4+LXpKgmSnjTqcjLVx53kzr0pKJBWKZTAZOp1M8aHlNSJqYN9KardXSDl0BTwBFxpZyhmg0KoB+mNBAsNVqSe2G1+sVz1CXyyVAjZsTPea4hpIpL5VKyOfzUvw6Pz+Ps2fPotVqSQveXC4Ht9uNWCzWZ++mXQQ0qLyfuH37ttSjUIbTbDaFpdc1INoBQoNVLdFpt9tiVUYpid/vRyKRgNvtFsCrNdz7qSX1CKwesGBFIHd81HQ9qC4SOujhB6BvgPP/o3h/wcIJao611osTvk5duVwuuN1usZ1iylxX/BI4+v1+BINBhEIhLC8v78nxskMLGSJarugGEMMEz42LnNVqlWOlPdUoHmxwM8RNqflrmPtrZmMHFVE9yCBo5JzaarUQi8XQ7W4b5bNzFQEAAZnWchqGIb3nqfGrVCooFoti+5bL5eR5BCCbLwKPiYkJlEqlvq5d6+vr6Ha7YmFEVo3OKKVSCZubm7KJ4zGwAIdZCB6zxWIRkGO32wUk9no92VTqZiHAthaUlf+lUkk0sJQb6NBpfrN0x7wx0USGzWZDqVQS8Mdrer/rCOcMHjvrJ9gZyuFwIJFIIJfLIZPJAICAs/Hxcdlk8xzK5TLsdjuee+45HD16FD6fD36/H9lsVmwFuTlg8wVeB3OBsBk8DkMqNRoNLC4uSpqeG5p6vS6uEYMkFfyiZIrAGdgGq8QMkUgEhw8fRjAYRDQahd1ul5axzIxyA6aLpH+dMQKrByyYpiFYZYpnYmLijgnkgw5OLsCOXYkuhBjF+wuPxyPgVG8MtPyCO2Kn0ymVvrSkYVqQxVt8jdPplGr6vazizOfzssDrjmr3y7TrClkyIoFAAPF4HMFgcF+lpj4soYGGuTB1WKA56G9+nWCVm0CmqAkOm82mbLq0QT4Bo57bzARBqVQSOU42m4XD4RBNJrNgAKRwiyCBQNLhcIjZ/7FjxxAIBEQLSUCs/bXJuBEg93o9JJNJ+QzNzAHb4I/WVSQX+BoAfVKF8fFxZLNZdDod+Hw+0d9WKhW5V5pF1cENtGb8uD7YbDbZSBeLReTzeRQKBelGR+a2Wq0OVdipu2np49HSAzY8mJqaElsvMpXAdlaIRUz1eh2Tk5M4ceIEZmdnhX1eWlqS60RQziIo6m1p4K9lCVwT72ddLBaLSKVSfe1tea+Y7tdh1vnzZ/qacMz4fD4cPXoU8/Pz0nVQSyg4LoZ1u3hQMQKrByy46PNBZIrm16FZ1V1DtD2GeUc9ivcWTNkBEAbA7K1HsMpqWrvdLik9fjUaDdklk/G0Wq2S1tyr0JpVjkt+zv2EWQNNWzaXyyXdX0bxYEODSS31Mf9ut7iba8CvI3Q6mnMprYY0+0XdH5kqfcycAwliGo2G2D9ZLBYBt1rXqoNpZ2oTCUSCwSB8Pp+wagScZDvJiLrdbqRSKZEAkSVk21SuFXSBYTam0+kIEGRxFi2SWMXPf1kRTmaOAIxBYGYu9OG5a1babH9VLpfRarXgdruFfSbAHFbjyc/QINF8bGSNeV34d7rYimOAFn60EaQ0gXUBdBVi1ofnS3ZbXwP9jPBzhgkyqPpY9bnyPfU5mzd95mIri2W7eC4QCCAUCsHtdgvLzs2a1rlqacd+iNGsf8CCE5qubKRVx4Om6zlx6gpaMqz3m/odxZ1BixhuRJjyB3Z2zYlEQnbCVqtVJlG+rtvtwu/3A9hhODmpsgvOXkWpVOrTrJK11Sbbw3ye1qxS3kDGJRQKjZjVX1MMWrzu5xk3g1vzWHjQoJUbQBZJ2e12hEIhSYnrJiYcz3qeAyCgke0vY7EYKpWKbKiazSZcLpdU8JfL5b5q/W63KzIdPuPJZBKTk5MiARofH5e/Y6aF4G51dRWVSgVTU1PicUxwxSwE35caWwJvajZZ9a/T6LVaDdVqFclksg/oVqtVYUZ5/gwzUGSGhdeRxVPUk1osFhQKBXi9XklrUyvKuWwYzarWWRJ0ag9T/RqC0a2tLWGzrVarFNYFAgHMzc2J1CGbzYqGle8ZCoXkfnLDTxCvQaVeF/WmaJjg5/Kec+OhM2HcBGk/cn2teTxck202GwzDwPz8PObn5+UcWATITYJmvx80AXavGIHVAxZk1/TAJzB80NX3WpNjZlbNBtGjuP9goYOeRHjPuTBEo9E7/o6TFV87OzuLSqUinqXsd042Z68cATQrw7Sprq41MzJ3C3OVq9VqFQmDx+PZVzqqD0voZ5z/H/T9MO+j/8b8Pg8yuKniZsrhcMDn84mmkZkNzq9m8NHtdmEYBvL5vGhBS6WSOHEQLASDQVSrVQGHrPIniCVjabFse65GIpG+DlqUK1Am0Otte6mm02l0Oh3RtNKLlY4EZIc188isi2bfmLoGIPrZsbExafmqq+ZtNpu0iDYXVJn/1ZtVej7zueU6EQwGRRern3vNdu8WPG9t+6UbI5A8abVacDqdiEQiWF1dRblchtfrhdPpRDQaFb0yNyscF7rIkxt//p4gXzPv+przeDSIHkZ6VSqV5H05TnksvKZm4sIsM+Df6c2WYRiYmppCOByW+0ICg2OYrwfQZ/X1646HGqyyAwhTn06nU1IfHGy7pRT1pMEBqfWZwxZ7DLtD3C040ZVKJXi9XnzsYx/DiRMnkEqlAEB2rTSn5q6fEyInyd1imPOanp6+6+/0pLRb0Gz7/cQwqeFhAM4wr9mN2Uun07u+xzALs9bDDfJXBIa7vktLS/L9xMSEtP9jeL3evoWRk7WWm1gsFtGtcRwFAgEEg0GpMP37v/97ANvgmD/TMezzQp9Kt9uNyclJTE1NIZFIIBKJwOv1Ynx8fFcHg2HSVyOZyvBxN7siXfHM+8s5V1dHmzV1ZoA7KM3J/5tlRcPMpebiEwIuze4SjNjtdhQKBfzmb/6mEAEsJGIBFM+fRVT0VWXKnUDe4/EIY0f7J1pgEeSRyZuYmEChUBD/TpvNhkgkIt3jtM5zc3MTkUhEjrtYLKLdbiMYDPZ5vZIptdvt2NzcFL0pAarL5ZI1gpKaYrEoGt16vY7Dhw+jUqlIIY/FYunL6rAdp2b1NEgjaKSkQpMaLPDkF4/drGk1z+fm6nrz863lBbzPlEA1m80+htfhcGBubk4aCMzPzyMSiWBxcVHkC9xoEDdQQqWbj+jxbLbbs9vtIrlgWp3Ho2Udbrcb9XodPp8P5XIZoVAImUwGX/va11CtVhGJRNBqtUQLzevEpg1kznncBLh0mmCWbXx8HD6fDzMzM5icnJTxQAKE0jA+t3rzMgy7+iDm0ocarH4Yw6wfNf/7oNnXUez/4GTERUAXKfBnXAw4YQI7qa1arTZwEn+voWUELAgjk8PJf7/s9kdxcIMAm+NN2/9x3LvdbpTLZXg8HmSzWQFXDodDbKaYWqeZPsEKK7j5c2DbX5VAhh2R6HbhcrnkdQQOTIvHYjF0Oh1ks1l0u115n06nI8enSYitrS14PB5YLBYptCK76PP5YLFYRLajWfNQKCQdrCwWixAJWmpGZlfPFdxQaBaaoFhr2IH+jaQuYAN2GHzzOkWmVaf8GZpQ4udpwMnP7XQ6Ulzl8/kQCoWkqOrKlSvSCpdkBP+Wqf5hU+Lc5PN8tL6Z86jf75dCac1605Isl8thfHxcrjc10bz3LILjHMwKfnNhFAu/7Ha72HjR0kxfy7tJc/ZTjGb8hyx0Kn5QWn60yI/CHLpy1cxeaKCqWRLtTFCtVveEHddBsOpwOKTiloUSD9qibRQPZ2jwRXYJgABIVpkTXOrWpNSSstUni5M4x3a7XXkPAgayinxNrVaT1LTD4RBNLI+J2TBgGyzSpYDvTeaPzwMLlKiZ5fOrO1Txe4K5RqMhelhuDIF+ZprzAY/9bnMBg+dH+YIZ0JqlFPydLuoxb5R1db+2hSLY0j9jMEvE60nAabVaRYKhC8k0I0sGnO/NQrhhQl9ffa48fn0tyJRS5sHPYlaK70PATQDO62rWq+o2xvw9N0/MVtFqS8sHNEjdr4B1xKw+ZKGrrzXIAPoNg0cxCoYeH6yE5sSqCz/I9GhAW6lUsLa2JjKUvYixsW0rLp/Ph0gkgnA4LKlRmqIPY2kzilHcK8wdjBwOR9/PgB32lTpDgkfa9jGly/cj6NKghI0CaDWl2Um73Y5AICDAyePxSGEPsD2f+/1+ZDIZKawi4UA20u12i/0VW7syxa/JCX7PrlzUibJDHFPHZIuZpuZ5a/sksz5Vg1YCIAIlrjkEZ9qFgUymfp3O4hBUEXTqQinN4Go2kXIIq9WKQqGAer0Oj8cDwzAQCATEr7RSqaBWq8FutyMYDPZJFfh+BKk87mFN8vXx89qRNWcKn8V77CzIDUsul0Mul5N5WEsidOEsz5UAlm4HvC+cv+PxOAKBABKJBGKxmNxTglUt2TED15EbwCg+sGC6lBOKFqqbd3ejGAXQ34mMBRVkITgZkjnVrf+63W0vxFu3bmFxcXHPjoeFDOzGxRaT1NI+6E5to3g4g1pVzo+0nKrVasKeEmCRcaQO1Wq1olQqweFw9C3wZFoJSql5rFarImep1WrI5/PS5IIsLTdkjUYDxWIRiUQCHo8HW1tbSKVSCIVCAkJZ3MPUNYsnWe3eaDT62FqCm1Kp1LcZZVc4Ziy0wwsA0d8S4OlrAfRrSSnTYVAbr+cWc9aGgFZbQGk2VjtQaJsm/aUt/bjGVatVYcj9fj98Pp9o83O5nKyBWh9LGyfNjpv11ruF1kTzuMrlsviiOxwOeDweNJtN2aAQJHPuvXjxosx1brcb3W5X2s+y65rD4RA2luyy3pyw81qv14PX60UkEsHk5KQ0laATBYC+rKve3OwnoAqMwOpDF1pvo1MofOiZfhrFKBhMbxGcEqzq1BsBIlNMtJopFou4efMm3n333T07nnA4jEAgAL/fLxM0cGf7wFGM4v0EfUAbjUZfZT6Bg9PpRKPRgM/nE4slAtl8Pg+XyyXFUQQl1JF2u10x8ycYymazUlTEYkFKXWglR81iIpFAp9PB6uqqOAx4vV4AEBBMg35dXAQAhUIB0WhU3i8UCmFsbEw0smT4qF8k6GE3KdocsfKfoJ3tWQnSGVoupEHkIFmRTvfrGgpzyp8/1+l+/q0GpiySZvaHYJ9sOQvWyM5Wq1X0ej14PJ4+vTI3HTx2SgO0TGGYrKS5ToQbEzLVZFp5rrVaDYZhSGOfH//4x/j2t7/dZ/ul5Q/MnHJDZGZCNRHFYjt2/+PmoVar9TG/WiZoPsf9BFhHYPUhC20pwkmMA5M7sBFYHYUO3RGLrIsGq/w9WQybzSasQLlcxtLSEq5evbpnx5NIJGAYhqSrdHqV3rOjGMVehAZHDodDLIOYDnY6ncjn8/D7/SgWi+K/yQ5VBHjANjNHBszpdIpGlACgVCrBZrPB4/FgcnJS7JwIhsmUEhSnUim0Wi0EAgH4fD44HA4By71eTwqnCJLZka7VamFraws+n0+cBDwej4C1YDAooLpSqfRZ5FHzyA0rU/R0CqCmkx7NmoUF+q3JdPtOYAfIaYBEkE0WUANWAAKsCcr4Wbrgiv+v1WpiwTQ1NYVQKCS+rqVSSTr36QJkOhtosK0LufRnD7NJ1oCPQJWNDwgw+XOy1HRccLlc+N73voef/exnYqNG7bGWAlgsloEZJrMbwMTEhFihBQIBsfxjkSobQZhlAMCdNmT7IUZg9SEL7W2pq1zNA34Uo2DoCZ+6ML0YMKWpFwsuKLVaDVtbW1hbWxtorfVegroqLrz1el0W0WFs10YximFDs2nUlDIIPt1uN3K5nKTzPR4PcrkcfD6ftFSlJtHhcAhgMgxDpDK1Wg0+nw/hcBhOp1OyGUzhWywWYVpbrRZu374Nq9UqjJhui0oWlkFfVWBnY2e1WpHL5aTL1fr6OgzDQCgUkueZx1ooFISp5TNPzSllDVarVT6TwFezelxztCZVa1U1c6etlnjtaJXHa8L3JChmgRrPk5topsorlQp6vR58Ph8mJyfF85ayhEgkIlpdzaryXvHa8XPNx8Kf78au8vetVktsyXhP2D1ra2sL5XIZFosFU1NTIq9YW1vDK6+8ImwqgbS5mxSPW98bXnsA0lLV7XZjbm5OulWRvALQV4iltar6/MyODL/uGKGXhyz0zlbvCAeJp0cxCmCwqfegL21ZxWD6rV6v7xlYJSugddacsFmhu592/KM4mKELhVikAuyAEq0lZMqaryGo5L8kA3R1Nr+nR6bX64XL5ZJCRX4GgQmLuNiUgAVPBBRkzZj54Jyuzfc1WCU4YYEXnx/tGcvXahmBZkx1xTlT0Cy2NK8luqCXTLWW7vDa6XlE96Xnddfvy2M0W1/pzyoWi7DZbAgGg3A6nSJ5IFBlmp+hHRfu5iTA1zEGgddBwbmJ94IgnMdvsWxbhun5kn6pm5ubyGazwuJTQqLHI1/PccPz08cIQIqtfD6fVP/zNby39wKq+zEOLFgdpshC3zxdPah3FLtFsVgEsGP0y/dlhd9u5uSDjuVuMUx6M5vNIpPJIBQK4emnn8aTTz6JjY0NYQY4cPUg5CSqtVFMI/B77vw4mQ4DPIY53mGuz27XxmxiPyhorlwqlVAul0W47/F44PV64XA4sLa2tuv7hEKhXV+z2zkNc87JZHLX1wzbcGK32G2cG4YhOi3a6dBMW6fW9OL19NNPo1ar4T//8z/x/e9/X1JOu4VmbKjri0Qi8Hg8wqgeO3Zs4N/qZ363LjAjMDt8DDOXaqDGjYN5cRu0KdapXaB/sefcpDvmaEAzqNhDA8x7xTAMkWYQDcMAsFMpn8/nYbVaUalU4HQ64XK5kMlk5HfT09PY2trC+Pg4crmcgMZarSbzTbFYRLlchtPplDaeTL3b7XaxjCKQLJfLWFlZwcTEBEKhkGgWCUCr1apYD1GSQF0tnynaMpF17Ha7cvzNZlOAHdPSwHbDETKTwPZcWqvV4Ha7USwWRW5Ah45MJgOv1yvXuFKpIJfLiRaURTxMe1M3OzExgVwuJ5/L9Yfm9ezyReDP+gqOKW5UeW5kV09FF9LNAAAgAElEQVScOCFzFt8TQJ8pvrYR0zpYAj+unxw75i+GbqPLzQzXTF5TzpsbGxtIp9OYnJwUpvPatWtYW1vD4cOHpWWuzWaD1+vFN7/5zT7QnE6n5d7xOEgM0C9XH4/D4ZCxFw6HEYvFcPjwYXledbctuhCMjY311SwMiv0ylx5YsDqK9x56UTHvfPdjAcuwIJ47UK1Lsli2ja112uz9ftZuD+9+36GaY2trC8BOgVWz2RQgwQpmFgiMjY3B7/ej0+lgZWVFLFeGBdaa+TdvILm4jOLgxLCFJ/s1+CzTMopaVI/HI+04aXPkdruRzWYxPT2NUqkEu92OSqWCaDSKer2OQqEgNlIE6Kz+DgaDqFQqAvoymYywgHa7HZlMRopttDacUi4W56TTafR6PUQiEdRqNWlIQD0mP5POAEwZs0CLRvTs6kQCho0CKFkolUoolUowDEPM6snmRSIRFItFqbgfGxsTfSxlOmRf6XSg518eG2UW2lcW6AeL2gyfhUEkIrjRJVBmEJjqTmpal2+u8jdvoHYbL2QntWsAj4kMdSqVQr1ex+nTp4VlXV1dRTabRSAQEO/efD4v3awuX74s11gTatqvVTPemjzQzyGJJ72h0OeqWdb9luq/V4zA6ocwNEum9US6nex+Cors7xXUjtH4mA95pVKRtAv7Ot8r9qLn/H4D+7vF6uoqgP5CAp1iJOtDH8hkMolKpYJf/OIX2Nragt/vv297F06aZIfIIIw0qfsz9EKoNxzm3x+0oO6PldMbGxsIBAJIpVKSHm80GojFYrh58yYikQhSqZSM00AgIIDR6/VKsZNmVGdnZ1EoFARIVioVqQqPxWJYX18XoDw2NiYgg89ft7vdmCCXy4lEhtkjAOLhSq15KpXq08Bqmzk6HmgmliCa2ZWxsTHRpTIcDocUm7FAh1pyj8cjRV88pvHxcWQyGWn7TY/S8fFxFAoFaahAWQOL2Vg8REZVd66jfpXV7TwvsrW8Nrweeh3Ta4iWNpllc/p7M6tKGzMAfWCS15MNGvL5PAqFgsylExMTyOfzWF5eRjQahdfrRaPREF2z3+/HtWvXkEqlZAOjJRTATqZBs8Rs38oWwNz0OxwOBINBRCIRua88V51ZPmi+6yOw+iEMXYSlbYEoYt9vYHWY7kjUcXESIFiljcmw3pzDdCnZDYzulXbzQQUXAQADJ2hgp1jP5XIhGo3ixo0b+OlPf4qtrS14vd778j7V6V+CVLYCHEbyMYoHH1x49Ybmbov6QQmtlYxEIsKe5vN5GIYhsiK/3490Oo2ZmRksLCwIg8l0NVt2smCIgHVyclJS19QyEuCxWOjatWsIhULCVCYSCSk6YhGTy+USqcHY2Jj0imc7Yj6jExMTKBaLfY0KgJ2CHLZupUF+rVaT4h5WipNpo9yA99Vms0lVO/WTLN4im8zUOLW2hmEIkwtA5mZWoVM2AeyQBLoyn0Vg7XZbXBCi0aiwzyy+ZGaHwFynxsna6jADU16/QYCVxzRI8qKJHd6vpaUl8VSNRqNoNpu4cuUKLBYLjh07JhsNgvFYLIZgMIh/+Id/EL9ZDVI1s8p7QwLBfOy0FCRQDQQCfb61Gqzq9zso5MoIrH4Ig7sqPmzctWmGdT/FMGynblVYqVRkcaAubdj08jCga7frs9+u325hTgtRN6VTZtzNO51OWK1W5PN5rK+vS5Xz/YQu4CATYLfbpYvOKPZnmIHpwwJWtR6SAJTgw+/3Y21tDW63G+VyGaFQSIphDMMQeQyfGb6Hz+cT4FEsFmG1WmXjTICbz+dFI6uBFpk6zlm1Wk2Y03K5jGazKeyhTkPTuN/r9Ur/d56nrqLnM6dt6YAdr1OynvreUmtLsOlwOPokCkx/k53VhvZsosDP4nnpdUg7jpAwIflAYKw3s9S3WiwWAavaFJ+pdzY3IUAzZwV2+9ndMgm8rgSAZOB5T8k2c+wQ/FMeQEBP5vjKlSt9ll28RtpTltdMyw/4+ZxTXS6XZBepn9WhAa5+34MQI7D6IQxWinJi4ENHQMJJbr8E+yTfKyYnJ9FoNKSFHvWV9LEbtk3eMJKD3d7roFmEORwOYSqazaaYiZMVabfbOHnyJEKhEMLhMBqNBq5evYqbN2+iUqncF1jlJMt0HSdXn88HwzCENRnF/gozk/owMKsEYXojlslkxJoqEAggk8lIpT5B1+bmJsLhMKrVKrxeL6rVqlyPYrGISCSCaDQqUqtCodCnJ6WOnu+TzWYxNTUlRaL1el3Aa7vdlmeM2llu9LhxBLYLgZl258818CEj6/P5RJdKGydtr2WxWLC8vAybzYZms4lyuSzg69y5c3A6nSgWi/B4PMLMkhygJKDVakkhF+dg7ZxAqQHndZ4rAS9ZYMoEXC4XkskkXC4XCoUCyuWyAHv61gI7YNtsv2d2O7nbZmtQVsn8c20jpX1pCVRpaeZ2u7G2tibyiXK5jB/84Adot9twu9145plnEI/H4Xa7cevWLdy4cQPADlnC+6IJAwJTflGOwfHrdrsRi8WkoIvHyePn3/HnBy0O1qo6ij0JygA4GXCHzoefu+X9EsOAVe6im82m9LzmpK4rQneLYSr5d0ubHDSwSnBPcFqpVCTlx2KMiYkJ6S29vr6OS5cuoVKpiLsE03q7hWYC2FyAjg0Eq7lc7gGc9SjuJ+62sB9ksEpWjwwqswTZbBaGYQjYALZBhM/nw/r6OuLxOIrForCjoVBIwKfT6YRhGALeyIKWSiXRkNbrddy6dQvRaBTAdhMMl8slcif+XblclkrxtbU1AWa6wIYV80w9G4aBZrMp+u9ms4n19XVkMhlx38jlcjL3B4NB+P1+KaTM5XKYm5uDz+dDLpdDOp3G2toaUqmUrBFWqxVbW1vyLAOQdD4trtg8gTpPvd7wevZ6Pem0RUBG31ebzYZkMolEIiE/39jYkEYF7GynGUiy25rl1jI34O5yFv6Or90NwBIEErRWq1Xk83lJ/VPucenSJaTTaXFZmZmZQSwWQyKRQCKRgMViwTe/+U0pVCOLzHPSbKtO3evxa7FsF6KFQiHE43GEw+E+GzVdyKqB6kF7bg/WqjqKPQmCUU48g3Zt+wmsDqMj3dzclIePnY+A7d10sVhEr9cbyi5qGMnBw8asrqysANgx9OYXgL70ZDweRzAYxJtvvomFhQWZELmoDgtWAfTZp5B9cLlcYsA+iv0VgyQAg35+0IILd6vVElBIDabP55PUvdfrxeLiIhKJBNLpNAKBACqVCgzDkG5E4XBYrJDGxsaQTqelmIUb5s3NTRQKBQQCAbRaLWkSAEAYOoJVPk+pVAper1eAIEEnq+MbjQbsdjsMwxCWrVqtYmlpCeVyGdlsVlw8NjY25Hzr9ToymQz8fj+CwSAmJiZE0wpAdOSGYeDSpUv41a9+BbfbjXg8LiCezQRYBEVP2W63i3A4DJfLJY0UCoUCFhcXkc1mkc1mkUql8OKLLwoLXSgUxHM2mUwiHA5jbGwM9Xod6XQaFosF4XBY5AXAjt+tLpoC7hyf2pZq0O+BwSTEoNfTmYHgr1qtolAoSEYKADY2NvDuu+9KUZzb7UYkEsHU1BQef/xxhMNhKYb71re+JSyt1WrtOz8AfWCV4JjHw7Xb4XAgGo0iGAyKdy1lLhyDvAYE8gTe+2mtv1ccrFV1FHsSHKh6B6l1L/tt4RlGR0o3AK/XC4/HI7vUcrksqaxhwOowD+5ur9lv12+3oHWV2b5M+xSOjY2JDi6XyyGbzUpRRr1ev+9zNutWOVHvNwnKKO4dBxmoEnS02204nU7UajV4PB5sbm4iEAhgY2MD5XIZkUgEm5ubmJqawrVr1+D1egFsb+68Xi/y+bxYMXm9XnQ6HTF3Z0qboJZeqQSqZEeZ0h0fH5fjKBaLYh7P7AbT/ASG1WoVgUBAPhfYfo6Xl5dx/fp1dDodzM7OYm5uDr1eD4lEQmy26vU6isUistks3nnnHVitVsTjcSQSib70OjeSGxsb2NrakkwMvT3Z2pT2VdSLnj9/HocPHxaQNTc3h3a7jWg0KqD/O9/5Dr74xS8ikUiItvfo0aOYnp7G+vo63nrrLTidTkxNTYncyGKxiGOCLg7VYFOnzwEM1MLfbdzebWPG0C46Fsu29yllFZlMBqlUCu+++654qNJPNRwO49ChQ31V+qlUSrr/EagOOn5+Lv/VvsfcxHi9Xjidzr5Kf4JZrXPVnsUH6dk9sGB1GBaHaQumKPnFtPcwjQHMlYJa4KwHwIMKppsCgQDK5TLy+TzC4TC2trbQ6/Vw/PhxdDodFAoFpNNp2e1x8Fsslr7qQFZmsjCJLOQwBu/DnPcwvqU2m+2OVp/6ez5grGwk26H71//pn/4p6vW62IawEpSNAQzDwMsvvyxtESnc5yJD2xNOxvq4MpkMCoUCgB0JxeOPP45z587h+PHj0gecJuDDMKvDTBLDVGmyrzQZUOrweG1YqFGv15HL5aQ9ajqdlsXz4sWLsFqtCAaD4lFrtVrh8Xhw5swZPPLIIzhz5gwuXryId955B9/61rewvr4uhumhUEgm7t1idXUVHo8HR44cwalTpzA3N4dAICAekhsbG0NZjO029vZi0/FhiWGLD3UFNBk8zfBo6Q3Hri4M4fyjU7DmTjrATocejmWm0jWrtVfBeWZtbU3S/KzOZ6ESNafLy8vSXYhFVNVqVeQs5XJZ5AFkKXu9HhwOB7LZrEiMOp0O/H6/AKhyuSzFQgyytbzG/LdSqaBSqYieNZlMwm63S3q82+2iWCyi0+lgfn5eGNd2u4319XXkcjm4XC50u10sLS3J3Orz+VAul7G6uorf/u3f7vOK7Xa70q6VjWWYgs5ms/jhD3+IZrMJwzBw+PBheYabzSYuXrwo7WMBiG43Ho/DZrNhYWEB58+fxxe+8AUcPnxYsiyvvfYaLBYLHn30UbkmvEacv+8GJnU1PYPjRjckYLCgiwVnwI7OVzOUdCegR2q9Xkc2m8Xt27dx/fp1pFIp3Lx5E263W4A73z8YDOLYsWOIxWJi03X9+nX83d/9ndxfl8slxW08P/PzwnOlzpgM9vHjxzE1NSXH3el0UK/XBeBzndTP57BAdb/MpQcWrH6Yg5olghHg4O2SdOj0jU7naPNmrUViKkTvPiuVigBUDW75RW2XBulafM6/pW8oJw0WO1BTtrW1Jb6gkUhEWBYyFQ/aCYAgoFqtym6aDCVTdKlUCrVaTbrRlMtlaZRQq9UkTcSNgN1uh8fjQSAQQCgUkkKTXC4n72Eed8OOPYITbiIP6pgdxcEPvfBTaqQr45k5YMU2X0fzfgLdbrcrVf00wrfb7WJPRO03N8bcXJJR1Ru9QXO6zoJx7uNGnPMUANHf5nI5tFotRCIR2O12KVZKp9MAtmVVBDM01OdxOxwOmUsoS+D5VioVqeonYM/lcqjX66IhvXXrFq5cuYK5uTnU63UBjeVyWYB9KpVCPp+XorV0Og273Y5EIoFarYbV1VVUq1UEg8E9k50QhA6ac3SaXc9nWh6n1xE6I1QqFSwtLeHGjRtYXl5GNpsVzakG9JQABAIBKWatVqt47bXXkMlk5LO63a4QJHdrWqDHKP8lCWduu2rW2ppD+8wehBiB1QMW1D9RI8RKUZvNdl9el/spNEPK7/VCwP7K/Dl/p9nD27dv97Gv1HKx8KDT6WBra0sKFshIcuIoFotoNpu4fv06Dh06JN1pqFcjo1ooFDA5OSlpL2C7KIum+cOwgnt97WhpU61W0ev14HQ64fV6xQ7q4sWLMlbYcrFUKsn/fT6fXLd2u41YLIaTJ08iGo3i+PHjCIVCeOmll3Dt2jXcvn1b7Fd0xoKL8m7BdoxOp7Ov9zlZs4NYpTqKgxlkbl0uF9bX12XxZpV/Pp+Hx+MRsMcKb7/fj8XFRQQCAVitVun2RAZYd56yWCzIZrOSwmfhk+7uRHCqM0rAjvG8tmTSNlE00eezODY2JnrQcDgsjHmlUsHNmzfRbDYRCASQTqcFYAaDQYyPj4sUKB6P4/bt25iZmekzts/n88jn83jllVfE+iqTyaBSqeATn/gEpqen8cYbb+DSpUs4d+4c3n77bZFg8dzpEGCxWLC5uYlUKoUTJ07g4x//OMLhsGR7CoUC4vE4IpHIwM3/e5kjBpE6mtAAdvT5OktA71ibzYZQKISFhQWsra3h+vXryGaz0sVvfHwcDocDhmGgUCjAMAy43W4EAgEcPXoUoVAIHo9HWNZ/+7d/w7e//W1YrVZxiGAnK6fTiXq9LhsTYGeTD6Av+0jShNpn/o2WKujxbgb6B2m+HYHVAxYc3GTTCoUCYrGY2IMcxOCEoH3xtAyAKXsCKvr4abC6tLQkBTtknlmhSe0X30M3D9Apc4IlmjhT/0r20eVy4SMf+QjOnj0Lj8eDmzdvwuv1itbI6/Xet0H++w06JdDKplarIZ1OY3FxUdwR3nzzTTlPplV5/TqdDiKRiFzHcDiM06dP48yZM6ILu3r1Ks6fP4+VlRWkUilsbGyg2WyKl+D9FJRxEvf5fHC5XNLVBkCfzcwoRvFBBzdbtB0ql8tSZc+Od41GAw6HA81mE2tra7BarVhYWOjTTxYKBXQ6HdGSMkvhcrmEgQQgEjRuzHShC9lOzuFaLw7ssH9kUekt2m63MT4+jmKxiHw+j8XFRcTjcTkWSsLGx8dx9OjRvmcsmUxKr/mtrS3Z0BeLRVy/fh3T09OIRCJYWVnB6uoqCoWCMMabm5tIJpP43Oc+h6WlJXzve9+Ta0UGlWQD7bZoS1ev1xGLxfDpT38ajz76KJ577jksLCxgY2MDhmHg1KlTUvClnWDMGTf+bBh2UPvo6vfi++lry6wUAJGGLSws4MqVK8L6cs2amJhAIBCQe2SxWGAYBiYmJhCJRHDo0CHMzc3BZrOJ68KPf/xjfP3rX0en05G13DAMYWMJWFk4RnaXQJrzOrAtA5ucnEQ4HJZxqjNsWsao/z1orCowAqsHLmjb0el0UCqVkMvl0O124Xa7RWt50IJg9G5glYJ+PqjsFsMJo91uI5fLSWU5wVO1WkW5XJZKzampKXS7XUmF64mAExRb33W7XZRKJYRCITidTszOziKZTOLUqVOYnp6WCatSqcDhcMDv98PtdssC9aCClcS8Hvl8Hrdv38bi4iJKpRIKhUKfvstcQGW1WhGNRmGxbLsozM3N4dSpUwiFQqjX63j99dfx85//HBcvXkQ6nRYWiUwCWaRhQWYgEIDH45HrxftFBmGkIx3Fgwo+E2xlmkqlpLOTx+ORLlFktex2O65fvw6fzyca9YmJCYRCIcmuMOsFbFfxk/2amJiQRgG6+KVer9/RPYqbbjq1aPN+LfMBdiygaDc3MzODSCQilnOVSgW5XA7xeBytVktM6wlmr169KtpLaibT6bRswt966y0YhiEyKNpNHT58GMFgEOfPn5fCrV6vh8XFRVQqFWSzWQCQ+oJms4lMJoN2u43HHnsMTz31FP7kT/4EnU4Hr7/+OtrtNo4cOSKbWBamaXCl79v9bmq1dE7fe11YTDDIa7+5uYkLFy7g8uXLQnbk83nJBlHTynQ/W8uySCwajSIUCglILZVK+I//+A/88Ic/FLkVnRJ0AR2Pz1wbo71ou90uvF6v2FVRI8u1lAWr92KmDxoxMAKrBywozqZ2ikJ8TogHMbgbZGpfdx+hHkwzq7rAijtRTkaNRkMe2Hq9LhKCsbHtfssU57P4gQwqgW6r1cLk5KQUa9VqNZw+fRrPPvus6Dfz+TxmZ2cRiUTkeGq1mjAPDzJoFp7JZHDr1i0sLi5iZWUFmUxGhPoA+jSsBNVMwycSCWECZmdnYRgGtra2sLq6ipdeegk/+MEPhOWgLtftdsPj8WBiYkKkFsOceygUgsvlEuNsFvgB/drlUYziQQQBQ6/Xw40bN/Dss8/CarVK2p9AkSAhHo+L52gikRD7Kq1LZYc3yggoD9LMKuembreLdDotKX3tda1lTfThZLaD+lg2EWBRpNfrFXlPKpWSzInVapVCsZs3b6JcLqPRaIin7Obmplga0oB/ZWUFhw8fRq/XQyaTwczMjDTxYIblYx/7GF566SVcuHABXq8XmUwGzzzzDFZWVrCxsSGZJm7up6am8OUvfxnT09Oo1Wp4/fXXYbVa8cwzz8AwDClSczqdaLfbfXPK+wFZut5BF17zfgA7G/9Wq4XXXnsN3//+97GysiIFoKxf0PpPbmLYNSoWi8EwDCQSCXg8Hml8srm5ib/5m7/Bm2++ifHxcXi9XpGY8bPz+bxk+/RcqPX92jM1Ho+LnSD/jmCc56a7Ew5yFjhIcTDRzYc4OKERsHGior7pIA5Cs7+n/tIaVGCnUpjglg+2NofWmh5eGwB94FYH34+OCNwJWywW+Hw+TE1NiXE3AbHL5UIsFkOj0ZC+3rwnDzJo4p/L5ZDJZJDNZmXxpWaO7RydTqdMrH6/X9LwTOeT+SmXy1heXsbS0pIA31Ao1MfskFXlPTH3I79bsJqWC7fWqwIHcxIdxcENslVkFAlk6HNaq9UQDAaxsrIiqVlqNglCudmm1pDzMjdj1Gmai3vImjJ9DKCPsdOFpBpkARDTeabx+SyZq+Q5B9CGq9lsYmtrS0A4N/18b4vFIg4fuVwOXq8XN2/ehNPpxMrKCs6cOYN8Po833ngDn/rUp8SsPxKJwO/3o1wuiysBuwkSOAUCATz33HM4c+YM2u02XnvtNeTzeZw+fbovDa5buA7KtJhZ1mFCZ3806NOyAhbJra+v49q1a31MuWbDWVUPbGvwg8EgAoEA3G63OKpwbnU4HKhUKnjttddw5coVuFyuvs051ytuQujCwNDglMfL730+n9SraG9s7bRxt+Ksu/1/P8cIrB6w4M6bO2MCE6arDmKRFdlPc4EVwabWlA7SrNLHkGkvLhjsNc0JgsbSFosFHo9HJp9erydMayqVksKDJ598EnNzc5ifn4dhGOh2t/tch0KhPk0TC5oIZB+kI8DPfvYzqc7N5/PodrtSwMGJnj6SPp8PTqcT4XC4r3MNK5/Jyty8eRMXLlzAysoKbty4IZOetnxjGp/MTrlcFl/Ge4Xb7RbfRvY314v1SAYwigcdzKgsLi7CbreL/RTHdDqdRjwex+XLl9Fut+W5GRsbQyAQQCqVArCd5aBm3GKxIBaLodvtwufzybys5zjObexKRQ3t2NhY3+v4fFD+xTmL2lH6o2p9K2VOjUYDb731lgDx6elpBINB2Gw2MeHnZpauJ0ePHkW73cbU1BTeeOMNlEolOS+yvmfPnkU6ncb6+jqefPJJ6WqVzWbFYoup/F6vh5MnT+KLX/wiXnzxRaytreHatWuoVqs4duwYjh07JpaCWjMM7DRpeb9uALw22tuZAJUg/vbt2yJ1crvdSCaTUnjGY+FGhdIIpvodDocw3yRSWAz9L//yL/j5z38uTRsIgukGQYkFPX656WFLas6//OKmYnJyEtFoVMYvdaxa40qAO4gQOEhAFRiB1QMXfNi0hQnT4AdNMM3gDtPcLk//XFfM6p9x8na5XFLJy8mi3W5L+ttqteL27dvSOMDtdotHbqVSQalUkglya2sLPp8PTz31FJ555hmUy2VsbGyg19v2TJydnUWn05Ee2hMTEwJmdUvBBxEXLlyQAi9WhtLsm6wLK5CpB9OWVFyUuVhms1ncuHEDly9fRiqVQqVSQSAQEEaHEzAlBNwYDNNlDNgpMqE+S0+moxjFgwxu8vP5PFwul9gIkQ1jL3rDMHD16lUYhiEuGmTDMpkMotGo2N6xqMnr9aJWq8Hr9fbZFQEQBpRSAwa1sZzbdTcsypiKxaIwlaVSCfl8HpFIRDJBxWIRS0tL2NraQrlcFt367Owspqenkc/nsbGxgU6ng1wuJ88dfVJPnTqFQCCAQqEgVn1sBtBoNJBIJHDs2DGcP38e0WhU3AMWFhbE6o9NEZjdCYfD+PKXv4ynnnoKb7/9NhYWFtDtdvGpT31KNJ5kp1lP4HK5APRvXskY6v8PO28Q4Gmg2m63RUpXrVZx/vx5eL1ezMzMyNxEEMp1JxwOIxQKIRKJwOFwCBGigaTVahWZ0z/+4z/i//2//9dXmU95gMPhEPkUN/0stiOTzvPU6zu/52dQDkIwrSUD5oKqgwZQdRxYsDpsn3feLO5U9aAdpvrY7Xaj1+uJRpSpDTJNFNvvFsO8ZhgTeJ4L7YcmJiZw+fJlST9wZ8tBzJ7XWuu5ubkp7GSlUkGj0cDY2JjoEKlv2osYRkdLY2W2AqTOh1W6wI5Jc7PZlN7WsVgMsVgMp06dQrvdxvLyMjKZDFqtlkzUR44cQSQSQaPRwMbGBj75yU+i1WrhJz/5CZaWlgAAzz77LJ5//nm8/fbb+KM/+iNMT08jEAggGAxKT26ab/O49CRvBmrUid4rhjFi16w5F85MJoPXX38d169fR7VaxfHjx/u6QLlcLkxOTkq18Pj4uFirkBllWpIL76lTp1CpVPDGG2/gRz/6EX7xi19geXlZGFnKH/RiSk0esF00FQgEREvNMQVss1ahUEi0qkeOHJGUIwvnmBVge8VhsgO7NZsY5nkbsbjbQcsbYCddqotRGNxYsPBFv5ZhZm0GpWwJwGgdxbHJlKv2E+WizTExTCMX/bmakTKDG9pH+Xw+tFotLC8v49VXX8Xx48eFAXO5XMjn85ifn8e1a9eQSCTQbrfx9ttvw+/3i+Y0EAiIO4vT6YTf74fdbheWDIAUUnFzTL2j3vQxxUw9q073stoe2Gb5YrFYX/e5RqOBW7du4datW9KEwO1247nnnkO5XMYvfvELSe1z412v1wUsJZNJHDlyRFL3ly5dwvXr12W9PHnyJJ577jn84Ac/kEr2iYkJvP322zImDMPA2NgYPv3pT+OnP/0pPvWpT+HkyZM4cuQI3nrrLWxtbeH48eNit2ReZyhfBkgAACAASURBVAhSGbzv9wKl2taJmTYyxfw/x5XL5ZIOXqurq3j33Xdx4cIFTE1NCeDnuR0+fFh0pGxvG4vFpFiOuIDPAu8NU/P//u//ju985zt3ZD2ZleP8zoJh3hOO306nI3M2JWzUSD/++OOYmZmRzld8XvkckYwxz6W8lzoOylx6YMHqhzVYNahTrvTWCwaDQ72H9pYzd5zRptR7EcNUxi8vLwOAVKVzEuBDrL0Oufv0+/2isWSF+ubmJtrtNhwOh1wfassajQZ+7/d+DxcuXJAOYLVaTcyzOQGdOHECzWYTpVIJ3W4XiUQChmHA7/fLrnUYMLoXwRRhuVzGK6+8gsXFRQDbE7phGLII7haJREKcEbhpYd9vv9+PN954A7VaDVevXsX6+jpKpdIdDQaG0eJywtS7ejKpZBJGcXBDzxla63dQg53dCGhcLhdef/11/NZv/RYuXboEq9WKYrEoRVJTU1NYX19Hu93GE088gRs3biCRSCCfz2NtbU1SuFarFX6/X+Ysr9eLcrksrCEdAvhccRPMDaQ20x8fH5f3NwxDNq78vdvtRrlcxjvvvINSqYSrV6+iXC7D4XDgueeeAwBcu3YNi4uLwuTSa5V97Ov1Ok6fPo2pqSlJ929ubmJhYUFAWjwex2c/+1lxD4hEIgCAH/3oR0in04hGo2i324hEImLx9cd//Mf45Cc/iW63i4sXL6JcLuPw4cM4fvy4zMu7hXl8DQKt3DBxw67nGTKdrVYLbrdbNuX/8z//g83NTTz66KNIJpMoFAqYnp5Gu92WzNrY2JisB9QkA9sAulQqAYBokh0OBxwOBwKBAHq9Hr7+9a/ja1/7mrTWZVHqsFk3FpiRkecxkKmenJwUIoiSOHP6/2GLEVg9YEFbCnYmASA7dVYWDvMefMC12JxAcS93SUx93Su4IJDFbrVaqFarwjKw4IGTP3e67INcq9VQq9WEadYVluw+wjTX5uYmyuUy5ufnpS0rH/B4PI5QKCSm2XQV0J6HD3Jxpj8sff5WV1dhs9kwNTUl7MgwwYmP14J/R0ZrcXER9XpdOstQ5K/1XfdbOKZTUZRKDJMNGcX+Dz0/cB45iKBVz3vANrDZ3NyU7wkObDab2DnZ7XbRsjqdTnlNPp8XMEggpr1Gx8bGUK/XJSundYis7Ncpf87xFotFKuRpQcXsIO9DoVAQxpaFXdygbmxsYGVlRZg6tlPmXMpsTDweh2EYyGazKBaLSKVSkiafmJjAuXPnxA3E6/UiHA5LAebp06eRyWTE67lSqeDQoUM4ffq0FH8Wi0VMTk4imUzKPPBeM5JmwKrnFc3e60IjZqjOnz+P8+fPY2NjQ2yjWNzF60oSoNPp9HU6ZFtbZqsoGSFDTlZ4YWEBP/nJT2RssVmE3W4fWi51t2vD+8VGArpIDxg+83AQYwRWD1jwAWJXpWazic3NTSwvL0v16W7BFBNTuzpFdrcKzPcabPF3ryiVSvD5fJKWIlgFtk3kAcjEWa/XYRiGdJDq9bZb/q2traFUKomWiCkqTjCVSgVXrlyRtHcikRDNKSeiF154AeVyWRoRcGJgKuZB6yovXLggFlKsTmYx2NGjR/H444/j4sWLu75Pp9OBzWZDIBDoqyxmuv7HP/6xaO7W1tb6Gg3cj+k/J1guttxUsAnAMAVYo9ifYU7n6w3vQQWrGlAS8KRSKVy6dAmTk5MiUykUCnC73Uin02g2m0gmk9jc3MTMzAyWl5f79Kicx6rVqugxy+Wy6Olp+E6GjcCH1486yPHxcQSDQYyNjcHj8Yg2lD3o2bCk2+0il8tha2sLlUoF09PTUoBLg3+HwwGn0wmbzYZgMIibN2+Knt3r9Yr5v8PhEN9Udt2Kx+M4evQoHA4HLly4gHPnzsm8+9prr8Hr9eLzn/88vvrVr2JiYgKf+MQnMDU1haeffhrFYhEXLlxAp9PB0aNHcerUKWkqMD4+Dp/PJwzlve4RcKc+1eyqAOy4yvC6cj1jI5SvfvWr+MlPfoKPfvSjeOKJJ3D16lXUajWcO3cO165dEycE7fHNbJTdbpc1gQW9LK6lfr/dbuO//uu/8M477+Ddd99FNBqV5indblfkWMOEbsPL+Zc66WAw2FdzQQaWkhJdC/AwxQisHrAgO8YHBQDy+TyWl5cRCAQwMzOz63tozSV3k9pGYy9jt8kIgIAwdpxi33q/34/JyUncunVLmFWmU2haTTPubDYrQFbvqOm3WiqV8Oqrr+L06dN48cUX8eqrr6LVamFmZkauGdNjsVgMDocDbrdbFjH2xX6QXrYvv/wy0uk0Op0ODh06hHg8LpMdCxmGic3NTRiGgXA4LJPt5uYmrl+/jrW1NVy8eFGuk9aREqgOu1PXaWICVqfT2dcEYBQHM7RjA3BnB6CDuDB2u13xHuYYb7fb+P73v4+vfOUrcDqdyGaziEQi4rncarVQLBaRTCaxuLiIXq+H9fV1NJtNRCIRSdGzPoDMaKvVEnmSLpRhMQ0AYfWYyWG7U+rbW62WyJFovu/z+cRuj37RXq8XuVxOWFyLxYJarYYnn3wS165dw9bWljiGxGIxOb9UKoW1tTWEQiFhSZ9//nkAwP/+7//ihRdewNraGpaXl3Hp0iXE43H8wR/8Ad5880155p9//nnMzs7i1q1buHHjBlwuF2ZmZnDq1CmZS5npyeVyu44bM1g1d2Ri8RPnZo5H2nqtra2hWCzipZdewssvvywuJFNTU/D5fOJNPTc3h8XFRdHdFgoFhMNhVCoV2Gw2Aat0W+ExTExMIBgMYmNjA//93/+Nb3zjG2IHWC6XRQ/d6XSkI9owoRsE8Plit6xYLCaZNb435VokCR7GGIHVAxas3iY7RtuKjY0NLC8vDwVWmf7RDBgHPrUxwxQADRPDpD3IqLKXdKvVkknX6/UinU7L+fJnLEIgiNW7yWazibGxMdnBc1fbbrfxkY98BIZhYGFhAdFoFE888QQeeeQR3L59G5cvX4bNZkMkEkEgEIBhGFI0oft1P6hYWVlBJBLB5OQkPB6PVAE7HA6srq7iypUrmJ6e3vV9eE9ZsFIoFHDz5k28+uqrePfdd4X91ml7MtNMY91vkNUmWPX5fEPLVEax/0Kzp9ryTbt2HLTQ3YGYPSmXy7h8+TIuX76MI0eOSBGTYRhSbEkgND09LRX59XodiUQC2WxWNtJ0ayGjGgwGxSSfrgG8jrpIhtkIWiqVSiU0m00sLi7i1q1bACBd87gGUJc5OTmJq1evCklQKBSQz+fx0Y9+FIZhYHl5WTSdjUYDyWQSDodDNOvctJIxvHTpEur1OiwWC27evIl4PI6FhQXUajV8/vOfx4kTJ/BP//RPiMVieOSRR+DxePDzn/8cvV4PkUgEZ86ckRbLnKvpCUurqnuF2TsUwB1gTLdHpQsM563NzU1sbGwglUrh7NmzAICrV69Kk4ajR4/i8uXLSCQSomH2+XxIpVKiO7ZarVJ0RjkHHVbC4TB+9atf4Z//+Z+xuLgosgA2EOBmxOfzDSxuulvQhYB/T8lBMBhEMBiE1WoV5xsCWd26+iBuHneLEVg9YOHxeMTUmUCAgGplZWWo9+COnxMAvS6Z+mA15V7EMKwcO5zwc2kvxRZ1bIPo8XgQjUbh9/vFeJu6VqbMOJmwNR4ZIRYRTE5OolgsIhgM4siRIwgGg9JGcG1tDR/96Ef7JBacJHguD1IPFI1GMTs7i3g8LufKHXQ+n0cmkxkKrM7OzqJWq2FhYQGlUgm3bt3C1atXcePGDWxsbEi6iWwq2SbGsIVcWgtLjSrTmnSaOIg+wKO4c/FjkeYgR4CDEgSI2hCfQPT//u//cObMGWxsbCAUCmFtbQ3JZBILCwt9cyYr9MPhsKSJG42G+LMyA8INNgCpN6Cki1ZYFosFfr8fAETWRObM6/Vifn4eXq9XCk+LxaJU65O5vHLlimw+s9ksut0uZmdncfToUdGher1eKaS12+2i16QcgYVA7XZbslq1Wg1PPfWUeKTSOeCVV17BmTNncO7cOUxPT+PKlSu4du0aXnjhBZw8eRLJZFJag/P8qX8fxhfcXNQH3DkWdQESU+KUHSUSCTgcDmxubuLq1auIxWJ44okncPnyZWmFGggE8PLLL+ORRx6RzBPlH7rRA31SA4EA4vE4LBYLvvvd7+Jf//Vfkc/nxXv3/2PvS3/jvK+rz3DI2fd9uIukNmqzZCl27OS1HVup4zgtsqAt0LRo+z3tH9D+GQ1aFP3QoEiKIklRNGlcJwiSIvESR5ZkrZS4r8PZ9xnODDnzfhDO1Z3HlEXHNCupcwGC5JAzz35/59577rmkDdCPOhwOacoiZ/hhxgQMy/sWiwU+n080cnlvMNCh79aB5JPGXe2B1cfMONOZjpGcq1qthmw2u6fPMI5l03zM/VYD2EsmslaroVarwWKxiAPxer2oVqviYOkAfD4fbDab6AByG36/X2gCVBJgGY281ampKVkkLl68CABYX1/HtWvXcO7cOQQCAUxPT4swNBsmPB6PNEAcJNianp5GvV6XsYUejwfAvalVkUgEExMTe6JZnDhxAh988AFmZmawtLSEy5cvY2NjQ8AvO5HJbdNzx9lpupfrqDNvlJPhPUo1APJhe/Z4GbM7D/rb42gES/SBDJbNZjNu376NH//4xzh27Bii0ahMs5qYmEC1WoXJZEImk8H8/DxOnjwJt9uNW7duyTNK5ZJOpyOZVtID+vr6JBPYbDalsmSxWGSaFKcgdTod4eoXi0XhRrIkHYlEEAqFBMDkcjlks1kJ0j0eD4LBIJxOJ4rFIsxmM4rFokjxEUzz+d/Z2YHT6cTKyopQBZrNpviEra0tmdjEistf/uVfwu124+7du0ilUhgfH8fhw4fh8XhQKpW6FF6MiZGH3TsaoD4oKNJ+WTeFms1m4ckfOnQIhUIBpVIJxWIRL7zwgujN1mo1jI+Po6+vD5FIBOl0WrRzmdDx+XyIRCLCB37jjTdw69YtvPHGG5KNZWDB6hRBpF6/9upLaQwkHA6HVBV5DXXww+1ppZ8nzZ4s6P1/wIyyMRpk7rVj29gs8WlGYLvpHBq/dDcjgQ07YXlMPFZd7ueDyUyH5vjwM/WQATp6k8nU5XhSqRRMJpMoEgD4UOaWzu8gm6w4m5wAT+v12e12xOPxPX0OeXLVahWFQgGZTEa6l7V0GY+T55gUit81eNFNEcYGiZ49vvYgwPC4Gv2fVsDY2trCxsaG0GesVqsMXyHQJH+VwzZ05z+rMlTcACANPwSk1Pqm3BKBDTvO2UBTLpextLSEQqEgjaaceMRhJHocNTO0lUpFdEK5TwAENDocDlFK4T5xPynJpWlW9J+tVguhUAhbW1vCoeQggHa7DafTiWAwKCL/9L16WAvP5V7to0Atj48+mllyPbKbpfNgMIhsNotCoSANX/F4XIJ+VhSpucov0iIISn/5y1/iF7/4hQQblUqlq3lVXz89tGevvtS4Jus+DL3ma07vXs/X42pPdGaVKfxms4lSqSTzzzkejY09H2UERprfZPzai6Pey0K9F9CYSCQwNDQkv5PfSY3V73znO4hGo7h48SImJyeRSqWkC7FWq2Fubk4as1qtFnK53If2cy/nBbgvqs2sgMPhEI7VwsKCjCGk8yAQ1XPhAQhPi00F1WpVRvuFw2E8++yzss2NjQ053/xeKpUQDAYRiURQKpXQbDZht9tx4sQJyYjY7Xb09/djZWVFstNerxcXLlzAF77wBfn7jRs35Dw4HA60Wi0kEomu435YdpUKBh9lRvHr3ezkyZM4dOgQ0uk0UqkUFhYWZDEsFApYXFwUR+hyueD3+4W3xAypxWLBX/3VX2F+fh4LCwtScgyHw5JViEajXcemj4+BA7PYH2XpdBputxtDQ0MYGRmRfRoYGEAqlcLm5iYmJycB3G8g4ALD7P5eAe3D/u9JK4F9mvag8qo2Hbgw4w6gSy1DT56j6WCFvlSXKbV0HoNOPSOeGTmr1Sq+di/3CINbrfmrOYP8DF06Jc9xa2sLLpcL169fx87ODo4dO4bt7W04nU7hCbpcLrRaLUxOTiKZTMJkMgnPlCL/wD2qAYcu6PPH8c5UVvD5fKKpyueSaxeHnWiuJzWmSbVZWFjA1tYWbDYbotEoisWiNEp5vV6k02nJ9E5MTEj5+8qVK8Ilb7fbGBkZkWbIoaEhUYzhdK9gMIizZ8/CYrHIYJr19XUUi0U4HA5MT09jYmJC9K8JkgkmmVEl0OL6xSDcOKqUCQijxKK+vyjjpK8zzzf1uGu1GiYmJnD37l1pAFtbW8OZM2ewtLSEWq2GtbU1xGIxPPXUUyiVSsKzJUBdWlrC+vo6fvjDH2J1dVVUBsiZ5b2k95PHzXuSayaBK9Vn+AzpIREMYvh5oVBImrR4fFarFU6nU0C2rhLsFRjvhy8lpUZnv/ebIvREg9X/i9ZqtaQcAaDr4WZUvF9Gx6K3x4VMZza5HzqroBeI3bKWOlugH3aa/vx2u42VlRXJrnIxyOfzcDqdCIVCok/IDMFuXwfZPLUX02UjOgw6APKVtOQYHRS/mLnRGQZdqteOdD9MC1LrLK1uHulZzx5FMwZKLOWur6+jVCrBbrdLxYaA1263IxAIiEoAfRkBiAYaLN1zmmCn0xHFEavVKjSonZ0dDA8PY319HY1GA+l0GolEQgDXxsaGPGMUuucQD2Zw8/m8dNyzK53A7fz586K4Uq1Wuwat0Je+//77GB4eFh6/5kPSqtWqjKGemJhAs9lEIBCQka7ValWed10J1GNk+XfdRMV1wOjj9HXSHGMNUPWX8ZqyvB8KhURubHV1FcViEc888ww++OADmM1mzM7OYnx8HCaTSUru7KdYXFzE5uYm1tfXUSgUZD95vxirlMZ7iv/P+4GJB2PwpvmmnELp8XhkKATPG9ctI4DntnjunxR7tFbnnn1io0A+QSmdJcWD6/X6vm2L6gFsUKJ+a71elyYAI11BP9C69E9HpUv8BMGcrc3XuB3+nc1U5HnRAddqNQQCAUQiEfj9fgF+1GG12WzCpWT3+6Nk1OcjUZ/XkMeu5ct0VkJ3xAKQa8FFErg/onA/AaSeVsUMAb96YLVnj6IZwQ0DLu3H6vW6VEtYbQHui9HXajU0Gg0pHVMTmY2Z1G0mgKP8HjOCLLPn83kkk0mR39N6rMViUYL9TqeDSqWCeDwufg64509DoRAymYw8d6FQSKg/Z8+elcpXPp9Hq9USFQEGt8C9yhA1ZZnJJa/T7XYjHo9jaWkJq6uroiRjs9lkrLXD4UCtVvtQJl1nlvk7fZAGqjxnpGDp60SgOjAwIO+hrzNmVrl9nstQKITl5WUEg0HcuXMHAwMDWFhYgMlkQjQaRbvdRi6Xw9zcHE6cOCHXhc1nlHykf2PwQmUHLWul99t4v/Fakd/Kc6EBJn+3Wq0yrppUhnq93tV4ZVy3jEmMJ8UerdW5Z5/YOF2Fkhc6UiWw3C8jKGQzEnmmfF1PSdERp3ZUALpKGDQNtgKBQJfgM0WbCcJI1K9UKl3lNXK62DjAhgHOu6fmHqdhERA+Kkbxbb1vOzs7onagF1Zm1CnnxTItrwcBPp0g+U/7aXTimnfMn3tgtWePqtHPsBLBAJ8AFIBkwUiv2draQqFQQDqdFhDDYJJ8UFZ50um0lHhJmyDVij6MDbKtVguZTEaydxwHnc/nRbKQHFOHwwGXyyVgiWV6zrQnOCbvnQCW419rtRo8Ho8AQ/oYHge1pVmqj8ViAlSpwBKJRDA4OAgAiMfjoo5A/6KBKgEa/Tj9mVZZ4Ws626pL6/R5Rl69kSKgs54auIbDYeRyOUSjUeTzebjdbrzzzjv40pe+BKfTiXA4jEQigcnJSdFWJcWOU7sITJk4YLZdg22dlNEZU01h0/ulfaP+TGbvg8GgAGH+LxMC3I4Gpk9ij0CP2PWEWaPRkDI80H3TMsLfL6OTY/aBXat0nsZM325f5KaxrMOHmg6Tzl87KCPBnBkCEvrpeP1+P0KhEGw2W5fsEzOAu309Sqb5vdqpcbFiJ6+x1G9cGIw0AGYk6Pj3yzQPVWdA9Os969mjYsYSMtDdyKKbdnS2i6CW3eVMCgDoEqin/9OTq5xOp2RgGWST18mpUvl8Hpubm0gmk9LAQ64jg9B2uy10A/JeCfw4PlSDIA788Pv9AsBLpRLMZrNUrrTKAHnw/PyxsTFEIhHR+bbZbIjFYohEIujr6xO1El1J0dMRgQc35hl5pvq8GK/Rg17T29ntfwi4yftl4NFqteDxeHD37l3RFye4ZyKg0+nIe5ko4Ofrpi6jf9P7pn/XnM7d6Atc/0yme30edrtdehF0wkEPANABwX7yRB8l660eT5hx+pPWsiNftNlsfqyRbw8znVktl8td8hnUptPdpHyQdIckACmpMKIE0JUx1SPweFzM2tLJu1wuaSDweDwIhUI4fvw4otGoCHPvJbP6uwjgf1rGrAf3jeeHjRfsct0ts6q5yZymo7msBJL72YikM6qkWBBwGxtvetazR8WMIIegQMtQOZ1OAW79/f1Ip9NYXFxEsVgUaSuCBKoFMHDWEm787FarJYkDzdGcmZkRjVan04lIJCIAVisFWCwW5PN5ZDIZ+P1+8fsU9Od2CZCy2SyWl5cxNTWFM2fOwOv1YmNjA9VqVZIY9N8czkLlg3A4jFdffRW1Wg0LCwvwer04cuQIjh07huXlZRmr3G63paE1EAjI866BMykAmjuveyr0MeoEAoNrrVyieaK7gVYas7WRSASLi4syaKZarcJsNsPtdmN5eRnDw8Pwer3C1T106JAkYNg/UCgU0NfXJ+oPlErkWmakLey2P7qfhKaz0Dw3NpsNPp9P1CZIAyE9QANv+nZu76CVaw7CemD1CbNardbFWTUS1re2tvZt7CUBY6VSQbFYFCI+AAGpdDy60YoPESNRt9vd9SDqrCxlY3TTDgA5Hjr9QqEAi8WCkZERTE5OIhgMYmxsTES02SlLzqoGVOSsPmpj6pxOpzhKzTve2tqSCJ8cNp5r7fDpuAheuWjw9f0ezcfrr7PXfK1HA+jZo2jGrJf+og7p+vo6otGoZB6Be1OQarWalPrZpER/y2DSbDYjFotJ1Yc9A2xo0gGkxWJBLpdDpVLpUnhZWVlBNpv9kHIGQTPBTKPRQDabRTweh81mQ6lUkhHU/f39WF9fx9WrV/H5z38ewWAQmUwGXq8XpVIJt27dQr1eR61Wk0zk9vY2Ll68iGPHjmFkZARvvvkmvF4vPve5z0mQTKAWDodhMplQKpVkPzUwpX/XMoUARClBT0/UTUuaImYstQP3+ZnGbKpuUmq32wgGg0gkEojH45idnRWlhKWlJTSbTfj9fqTTaXkvZbhYet/Z2UG1WpXxrQSIHKrA342NaLtxVrUmLM8F1zXdVOxyuRAMBmWMLtdE9gVoeSzdsPWkgVRajwbwhJnOomlgAkAcxn6ZlrEhCZ/ASPN5dmv+0V86YqbpzlFGkDqq1n/f3t5GJpOB2WzG4cOHcerUKRw5ckQmjgQCAYyNjXWV+3ejAuzX1K79Mt2opGW+eM413WK3kr/xu85u6kzFfpkuiekS6qexrZ717JOaBqr8rrN0lJ9aWlqShqm+vntjnO/evQuXywW73S76xVtbW1JZYpMVG6kINjgApVwuo1qtSpWEzUQEb5R/q9fryGQyaLVakrl0OByo1+viFzY2NmC32zE4OCgyjQ6HQ/ypy+US3v78/LwosmQyGaTTaeH6UzaQ1aVXX30Vr7zyCoaGhrCysgKPx4NXXnkFhw8floDYbrdjY2NDBqnQX+uyvg6gjV96EhjXLWYGgQ9Ti4w0MGOGdjdqAPnHnNzF88TsuR66kE6n0d/fj2w2K8GI1+uFz+cTfrHOGNP0cBXNVwU+PPlQc2wJVvUx8fPcbjd8Pl8X/5mUBKfTuSslTkuDPWmVrMc2s7qXLjcjf8NI9m6326hWq10yO0YCt3ZkD3og9sJ13K//eZg+5+DgIPr7+3Ht2jWMjIxgenoaiUQCt2/fxqVLl+D1eve0nfHxcRHMTyQSqFaryOfzktED0DUxi/ulo0aW2o1GZ06nuLKyIteA3Y1sZDCbzbh16xZOnz6NgYEBzM3NYXFxEUNDQ9Iwtr29jb/5m7+RshXf63Q6pdRvNpsxOTkp76nX68jn8+jr60O5XBatur1MWGKX74OMnLBP+j/kunm9XoyOjooubn9/P5LJJGq1Gt5++21YrVZEIhEZvep0OiXzwrIcR0LS4XFRcLlcKBaLD92XRqMhWWiPx9NVFisWi2g2m3jxxRfh9/tl4AKbSwYGBmTSzm6caaNu7V4Cqoc54r1kF540Z/67mm540Vkv7Tv14mfs7n4QV24338n37+Zb6QOYrWKAQw4oAcxe/BdHmlLjkxkv3WAYCAQkuNYZLh4HZaVmZmakYXV7exuzs7PweDzI5/NSpicAKRaL0rhEDiczquSmrq2tod2+N31qdnYW1WpV9IjdbjfK5bKAy3Q6jXa7LUDL7Xaj1Wp1KQ1wlLLD4cDQ0BDu3LkDi8WCEydOIJ/PS7nb5/Mhn8/LtVtfXxftZpPJJNQAq9WK559/Ht/4xjeQzWYxNzcHs9mMr3/96/D5fFhcXITL5YLFYkGhUJBrWCqVUKvVZBw2kxf8fPYO8Pr39/djc3NTKEmkSWhuqdbFfVBZ/UFcUd3YS3rD0NAQSqUSksmkSHvZ7XYJINgobLPZ8MEHH+ALX/iCcHcZeDARROpZMBhEs9kUagDQ7dNYWdra2hLaBf0vj5XZbAJil8uFWCyGwcFBAdtG3rNu1uJx07dTIUJnoo30Cf36J7WPos/tV6a3l1l9woxk7FarhUqlImCcWbq9cjIZ7WvtTi5KB22UkWm1WlISyeVy0hHLudv6azdu0+NmuqzI4zF+18dm5DwZI/z9MN2tywWaAZ4xItxJjwAAIABJREFUOw7cz+A+jue/Z4+vsfmQ9ySBAoPoSCTyQJ/Ge1pzrW/fvi3i+Qxw2S1OrjYpWNTEJHcfuEd1un37NtLpNLa3t7GwsIClpSUB/PTVzLRGo1Fks1lUq1UZlhIOh4W7TkDIbGatVkM6nUYulxMQvry8jKGhIQwPD2NychL1eh2FQgFXrlyB2WzG2NiY0LQoZ+Xz+TA5OYk/+IM/QKVSwZ07dwAATz/9NFwuFzY3N+H1egF0BzN9fX1dHFNmio1Bim7+3O1/Pk3TINbos8xms1ARGCykUin09/fLvQRAEh+6WUpnkHfbng7y9N+A+01WACRo6uvrk2y45rICH6ZDaB+/W3DIfTMm6T7O16NiPbD6hBmziuwWZYTFCG6vNACWaR6FsgKj0mazKRF9qVSS5qNwOPwhsLobeH3cbDfgvRtwNTpNTf/4tMCq7krVygJ6YeL2tX5uz3p2EKYXWr3wsuLA7O1uQHW3e3Z1dbXrdeoca9UVAhqbzdY10YcAxO12w+FwIBAIIB6PSyUnk8kgk8lI93+73Zb943PkdDqlG50VFwDSLQ5AKAYci8oqktfrxfj4uCimLC0tYWVlBcFgUJpSKTvocDjwzDPPwOfzifSV3+8X3q0uR3PfaLp8z9/133cDTfp/HpQ53Q8zVkQ1RYkZWNLktra2YDabUSwWYTKZhG7F823kzGr1GpqR0rYbYDWaVkFgFlf7dt089aD1zEht0fv3uwLWR8UeWxpAz3Y3v98vjTcbGxsIBAIwmUxSPkgmk/D7/Q/9nHK5jFqtJiVzdvcbHcxBGCe57OzsIBqNwuv1Yn5+HpFIBNFoFOPj413TkoxNPprz+TgZS+lsUtLjavk3HptuUqBGLbND+2G6xKQDHpb3OPaRizRwz2Gzia0HVnt2kEY+IPmZOpvG4JdjKzUQIJjlz1ywZ2ZmZJIUy/tUD6FIO7mEBIsaDPX392NsbEzK3j6fT3iRfD85r6yAaZoTR2zzeeMzyM9utVoyxAC4l1kOhUKoVqtoNBpwOp04deqUNLMWCgWcO3cOly9fRjqdhtfrhdlsxhe+8AW8/vrrkgV++umnEY1Gu3if3A4pcFqlRWf+NHgzcip5bnXAzeP7tIzXglQxXfLXcoA8Z+TyasDmdDqRyWQkcWAMinjf6WParVzPvxGckrfL8byDg4MygldnXLX/5znn/Uswyp91M5cGsTqbu5dz/qhIOvbA6hNmdrtdZKrS6TRWV1elq5QSUHuxfD6Per2OUqkkDy8d4UGXdSuVijx0IyMjCIVCAO4dTzwex4kTJ6RkQroDnRK/HkewSn4UHZSWg+LfLBZLl7PTAuFc+PbDdOaI2zDqpzqdzq7BCvp6aBDbs5592qb9E+9DLtS8fzW/Xr9PZwjNZrOoiVy6dAlf/vKXEQ6HEQgEBOw2Gg3RJaXyie6ILxaLKBaL4nvL5TKuXr0qih1TU1NYWlpCp9ORSXyFQkG0S9ncs7GxgVAoBKfTiUQigYGBAbhcLsna+nw+RCIRrK2toVKpYHx8HCdPnsSdO3ews7ODeDwOl8uFWq0Gm82GkZERoTKYTCacO3cOr7/+OmZmZrC5uYmRkRFMTU1hZ2cHpVJJ9Fv9fj9yuZwkBKjhSn4xg2TyM3WWjsEuz7muEmmlg/1eX8gPpR91Op3SIOZwOGSIDYFhOp1GMBjE3Nwczp8/j3a7LQG5brDarWrHY+Ox6GqUDuRp+vzY7XZ4vV7EYjGRTuP7dAJGU66M9C++Rx87zfh/xr/vZo+KPvajsRc92zdjVs1qtaJer2N9fV3kRZhh2Ivlcjk0Gg2USiVUKhWhBRhLPQdhxWIRW1tbkskIBoMYHBxELBZDKBSS7k4jODKC1UdJQ3UvRkBqt9tht9s/NCaWYBWALJrMgPNaP6wZbK9Gp6sHOXA/OBbS6XR2NduYzWbZbwKFnvXsIIxAlKCRIITZf4fDIZqZRl4lM198tni/LywsIJPJyP1OOgD7BHS1gyCQU7A2NzeRzWala57gloCRovTsTr958yZeeOEF7OzsIJ/PI5vNythNlueZBWYHu8vlQqVSQbvdlgawvr4+zM3N4fDhw5ibm8Pc3ByazSaWlpZw/Phx0aj+6le/iqeeegrpdBqJRAJOpxMTExMy8IXnwe12S0MYzzF9DrOC9EVGyTxNu+D51pOoPk3+KoN30iZcLpf0PDidTslwk0KXzWZx5MgR3LlzBy+//LJwkXmNmbXkPnNd1RlMJnV0UyuPn2uo5rtSuSYajSIQCMi5ZPKB95gGw/wMXSHQ9AwNTI1UhN1UDXYzIxf3f8t6YPUJs2KxKELOnU4HmUwG9XpdumP3qrFaLBbRaDRQLpdF3JrR5UFnyHK5HNxuN6xWK1KpFILBID7/+c9LRoHZQ0b0Ro1Pdpk+bmCVjlGDbv1FsKpLbNQqpAPdTzku3QHOBZwUEwIALlLAPWdKoK2nqvWsZ5+2kXZCoMRyK32E3W6XCU4aHHHhZnDFcq7dbke9XselS5cQi8WwtbUlgMThcEhQSPBVKpWECpBOp1Eul3Ht2jUpRVcqFZhM9yZDvfHGG8jlcjJSs9VqIZVKid9LJBKwWq1SFmZmlI1VxWIRk5OTiMfjuH37NuLxOFZWVlAsFvGLX/xCaELAvalVNpsNmUwGc3NzePHFF1EqlfDSSy8hl8tJJe7UqVMij6eF+dmQRfksXfa22Wyw2+1dEw2pokCjX9LUDGN/wacFVlkFYmaVAxQYdHc6HWlgYxUxn89LEsTn83WtNdTu5vv0tna7r/QwAP4Pq6Bcm6PRKGKxmAT41NHWFADgfgMb0A1WNQ0AuK9EwP/Tyh963z7K9uK3DyKB1WuwesKM06t0iaZYLKJcLktJeS+mI2OqAjyojPFpG8t25BHZbDaMj4+L2DW5T0YtVl1eehxpAPp4jMenf6bpZjhjOXM/zNjNqyVoyOEzllQfpBLQs559mqZLsEaePQM7/YzohZ/PEGWEAEhQuLq6itXVVXkGKLWnG3cAdGlNFwoFmRYVj8fh8XhQqVQE0BWLRZkBz+DUbDZjfX0dhUKha+pevV5HpVLpGrvKrCFlsiKRCEwmE8rlMtLptFAgqBJjNptRr9dx+/ZteL1enDp1Ctvb28LPjEaj8iyzosbzMjAwIE1gALokp+hrKMH0oLVDN17y94PogzA2g/IYdVldZydrtZpwdbWf03xmNmbx3tFmBJN6P3h/cpvt9j0NXZfLBZfLJe/TDbN69C8TEvr87XYujWuiluTc6zl/kJa3/joI660gT5gVi0XU6/UuLk4qlUI6nZaxgXsxTknazen8b5RzmTVMp9NwOBw4d+4cBgcHMTAwIJwxoyMyitI/bqaPw6gBbDw2XU6iI/s4tI+9mO565Xa4DWazNSjlgsTXe5zVnh2UcYHWPD8A0hDFUrwWmwe6+YPpdFomU7ndbmxtbeHatWv41a9+BavVKuVwDVYJYinKz27/RCIBn88Hv9+PUqkkFSvKFE1PT2NkZASlUgmxWAz9/f1YXl7G3NwcXC4Xjh8/DrfbjWQyKRJUbKwiBcDpdAo/NhKJYGBgAH6/H7VaDWNjY5JRZlb4xo0bsNvtiEajuHPnDjY3NzE2NoahoSEUCgXh3hpHOTscDgG2FMynf9VUpN2oAMbAW0swfZqAVQcluw2HYWZYjwbnNUun0/I+TkHs7+/vahQzgjYjtWQ3WUHuD/2pzWaD3++Hz+eTe1HzqjVY1cHWR33pxmPjGrLXdfFRAauPLQ1gLwufMbrebcrPbtpnvNB0YroctNsNsV/7uxcQSO1ATWTXpOtcLgen04lKpYJSqYRCoQCfz4dAIACfz4fNzU1sbm6KYD4J+61WC9lsVhw0CfMXLlzA5cuXkc1m0W63UavV8MILLwAAZmdn5YEgT4sPBRcBjmNttVrCtdIRZF9fH95++22Mjo7i4sWLSCaTaLVa8Pl8mJmZwcDAAP7wD/8Qb731Vldm4vr163C5XDIKkHxafR2pZsDzPzQ0JHwuPd6v2WzK/7L8sts9QePca908oO8ncrw+yjiyT19HTrph9E5nT0dv7GbtdDoyqGF7exvBYBC5XA6XL19Gf38/pqenMT4+jq9//eu4fPkyrl+/jmq1Kt3IAITj9jDzer0y3Yb8YJ/Ph6mpKUxPT8Pr9aJWq8FsNiMQCMhxlctl4RtzoXyY7SX7v9twAW17aSTcy778X7CPKvPtdv8DkOfGWN7kc2EEgcaOe/5uLJfqxZyfqV83/vwgazabXRkwBlT051tbW118b2ZI2SHeaDRw5MgR1Ot1KavfvHkT58+fx9DQkEgC6kYj8lwLhQIGBgbg8/lkFGupVMIXv/hFzM3NoVQqSTe31WpFMBhEpVIR9ZaNjQ0cPXoUuVwOLpcLJ0+eRKFQwNLSkjzrHo8HfX19yOfzKJVKMmXKbrcjkUjg7NmzknDY2tpCPp/He++9h1gshlQqhYGBATz11FM4duwY3n77bbTbbUxPT+PMmTNYX18XUMbtsXrF4JfPn9VqRSAQQDAYRH9/v6wbxWIR/f39wvOs1WpwOByo1Wpdz7fD4ZBrxc9moxMzxQAEXOqGJX53OBziw4wZW96b5KXSD3k8HvGvbGwqlUpCdatWq8JjXVpawuDgIAKBAJxOp8gnEmC6XC6k02k4nc4u4LazsyNrKV/XNDo2m5lMJpmyGAqFZF1kldTlcsHhcAgNg5n0j/Jx+t7Xr+0GTh8GNilvxmdlN/Bdr9c/hIn2m4P82ILVnu1u586dEzCzsrIivBg6G4/Hg3K5LJOdyIup1+uoVquoVCriyEkOZ8nK7XaLAL+eXvVJzWQyIRwOY2BgAKVSSSRSbDYbKpUKVlZWMDIyIkBufX0dkUgE4XC4S4KEkSgJ7Xw49cJJORuOFyQvt1arYXt7G16vV6JONjPZ7XYpdRGAa47Qbt2YDzOeXx3h8qFmxpI8Y4IAcsiq1apk0DXlgWbct/0wZkX0OdUSP72sac8eRyPg4SLOjBkAbGxswOPxoFAo4JlnnhFN54GBAbz00ku4evUqZmdnxVcRlHg8HsnM3blzB9euXcP4+LjoqmazWWxvb8Pv92NkZATFYhH/8R//gVarJXJTfX19OHfuHDqdDsrlMlZWVrpUUYB7ftPr9UrJOpVKoa+vTwBVOp1GoVDA1772NbzzzjsYHR0V8Dk4OIiLFy9ibm4OtVoNn/3sZzE5OYmtra0uDq4ugdN3ms1m+P1+AZJsOGu321hYWMDq6ipMJhOi0ahktI26qvQlFNw3UreMQEtfLyP4YUOppnNwvWMQweyucTvA/aodfRuDcXKOOXiBAJqfT64qm6M0j5T7uptf1ACOoJtcWuOx09fq9YG+/SDNeM51UGls8NJA+UHB7u9iPbD6hFkwGJTGqhs3buD9999Hf38/QqEQDh8+DKfTiVgs1gWQarUacrkcUqkUUqkUtra24PF4uiaj1Go1DA0NiQD/ysrKvu1zIBDAyMiIROS6vFapVFAsFnHx4kVEo1Ekk0lsbm7iyJEjGBwcFCfi8/kEzOnxhxps0tlWq1Vks1lsbm6iWq0ilUoJcA0EAkK493g8UpZxuVwS3TMjtxtXaK/GMbS8BnRymnPKrBVLajqgKJfLqFQqAhr5Ht1spfUPP6nx87kAaNWFnvXscTTdeMXvrJJEIhG88sor6HQ6WF9fx8zMDL73ve9hfHwcAPDmm29iamoKXq9XRiB7PB7JtJrNZszPz0spORQKwev1Yn19XSpLY2NjyOfzeP/994VqZTabEY/HUalUsLS0hGazCYvFgvX1dQHD9DXMum1vbyOfzwuXdnh4GCbTvfGnBEEmk0kA7PPPP49nn30WFosFq6urmJ6exvnz59HpdESHm35HN2ex9GyxWNBsNiVRYDabcfv2bczOzuL69esIh8OSVWa1SnM7ycm1WCwCIPX10NxXo1/bjQdKEMnMLK8hfzZSpShbtrW1JbxeAn2uhzabTYYDcNy4zWaTJA9luaxWqzRaVSqVLpodgajRtBIAEytOpxMejwd2u12SRACkamkE4nz/Xu7xT2q7VTc0rUuD592qkvtlPbD6hFmpVEK9Xhdu1cLCAgCI8PHk5CSOHz8uQKharaJQKMgDm8lk0Gg0MDw8jGKxiFKphGKxKPOKWQJPp9P7djMODQ3JfGY+yKlUShzz0NAQfD4fvF6vlG6cTqdkO9noQAfFKJrZUTrGfD4vtASWWOgUGMGybK2nxRQKBckeMKvAbIMm6RsbjD7KOHVGC0azrArcn9pVr9eRyWSQy+VE75aROCkgBLjctgaq+6WAwKiZAQBLU8xc9DKrPXvcjCBIDw1hcHf48GGYTCasra3h8uXLeOONN7C2toa1tTWYzWZ4vV5MTk5icnISXq8X+XweV65cQTKZhMfjwdLSEm7dugWn04lnnnkGa2trSCQSwotst9sYHx+Hw+HAzMwMbDYbotEobDab+CBWmdixThBFZQI+j06nE1arVUAmKQY2mw1erxd3795FOp3G3bt3cfToUXzzm9+E1WrFm2++iWg0ihdeeAGtVks0Xl0ulwwkyOfz6HQ6CAQCoiPbbDa7uJaXLl3Cu+++i0ajgWAwCKfTiVQqhVKpJCNLKRvmdrsRj8fhcDjg9Xrh9XplshbBKXAfjGpwzuytEbAyEVGr1aRErikfpKWwgkYqXDabFf1bfq7JZEK1WoXT6ZS1YWNjA7lcDl6vV47BWFkkUOY+6mZU4H5JnPcd95/rlMfjQTAYFIoEs8VUANAUCCNw/yjbT7DKzzNW7Qi6+bMx67tfa0MPrD5hxoYjEttpjLBDoZDwZox8TRLjOTUJuA/86AR0hLpfTUvkkNKhNZtNlEolAPdA9qFDhwAA1WpVZiYzs8AHWtuDSg8s55BvxWPkdkl5oGPh74yw+dAyM0CerlGBYC+mAR4zvoz4GZFns1k0Gg0UCgXpACb/jhF4Lpfbtduewch+y0UxE0yg/KgIRvesZ7+LGZ8bPvt2ux3VahXr6+t4//33Ua/X4ff7hY8aj8eFqzk4OAiLxSIUHT6X9KUDAwMIhUJIp9MiJcSmHvozdp1rDWNdrnY6naID6nQ6pWxNDiMbpdbX11Eul7sGFGxsbMDpdCKXy+HYsWNwOBzI5XIol8u4cOECzGazcNm13F2n0+miAXDgB4HjwMAAVlZWsLKygqGhIQFV/f39ElRT9pDUBo/HI1QJctmdTmfXddCAVUsx7caVBO5zrjW9gL9r/9RqtVAsFqWCSL9KwKiHFejt1Ot14SgzAcJtagoJt0kKgVEBQd9jGshqzWr9N6MCjKZb7ZV2tl9g1fg5fM1Iy9BA9Xehx32U9VaaJ8zcbjfa7bZorZI87vP5cOTIETz11FNSLq/X68jn88hkMjKxCrj38FAzkxwmRqrZbBZutxvBYBCFQmFf9jkYDCKTyXRxRq9cuQK73Y4TJ07gi1/8Iq5cuYL19XWcPXsWx44dQzabRblclm5UAlFm/nRTHKVXyKXi62xSiMViEr0vLi7KIlOr1VAul2XkLMEfswFUXGDUq0tmDzMGC1yg6BC3trYElC4sLEhAQZkbDgkgty6dTkv2QHOwdPfufhjLdSaTSbILLperN0q1Z4+tcaFlcGixWGQcaS6Xg8lkEq681+tFsViEw+GAyWTC4cOH4Xa7USgUsLy8LHzS5eVljI6Ooq+vD+FwGP39/UilUjh9+jS+973vodFowGKxYHp6GpVKRSo6rKxsb29jdHRUplax8nXs2DEpXbPxqdFoIJvNyjCOsbEx5HI5WCwWzM/PS8Yxn8/DZDLh9OnT+OpXv4qZmRmk02kcP34cZ8+exebmJqxWK9xuN4B7wTiDY4/HIxPzOLaVzZS/+tWvUKlUMDo6inA4LJzcdruNeDyOfD6PZDKJcrksWVYOHWCGeHJyEiMjI4jH413NrcbMKmkE9LG7AVcNmnZ2dlCr1aS5d3FxEclkErlcTpRx6HvZMJVIJCQAJy2Ekl7pdFquFceVswmK54Pv5f1Ev2xMmujfzeZ7wyF8Pp/0g+iGNk5jNJbdDxqs6s/TfRp8zRhs6AzwfgHWHlh9woz8S2r3kQtK/mcul+sqhSeTSWQyGckoejweyZxxLnUkEhFu1Pz8PE6ePInjx4/jnXfe2Zd9NplMwsPkA1uv1xEIBDA0NITBwUEsLS2JowgEAgKsyZ1kMxm76hmFEnTu7OzIRBdmDzR3itGrz+eTDDMdHgEjJVy4IDBzrec179X4uRTOppwNm9l2dnawvLzc5Rw0B0rLkFD7UJeJCFj3i7PKhV2LajOI2W9uUs96dhBG8MPAlkF9rVbD0tKScC99Ph8ymYz4xVarhUwmg1arhbm5OfzmN79Bu90WfdNOp4NSqYRIJAKv1wuz2Yxf/vKXIsg/PDyMwcFB/OY3v8H58+dx+PBhXL9+HW63GwMDA4hGo0gkEigUCsKd39raQjQaxeLiogSuACSwTSaTCIVCePbZZ1GpVLC6uoqnnnoKly5dQjabxcDAAP78z/8cAwMDSKVSsFgseO2111AsFrsaR71eL3Z2dmSYTCgUEv/mdruxvb2N2dlZ/OY3vxF/zOYi+kuLxYJIJIJoNAq/349yuYx4PI61tTXpF6jVamg0GjKdq16vY2hoSLaly/eas6ozrTRuXwfm1WoVKysruHPnDgqFAvL5vNAoHA4HhoaGYDabEYvFZL+z2SwcDgcqlYpQrdrttlS3mE2mTBh7CEKhUJcChm4c05lHZk31vmu5Kh43eay6ORi4n7X8OE2t+9GIpZMwBNHGYEFn3fl/xsDjk1oPrD5hRvmMUCgEh8MhDx/L2clkUqJFNk8Vi8WuDCzBGxt4hoeHJYtw69YtTE1N4fz58/sGVrmdSqUiUkxmsxkjIyMIBAJYX1/H8ePHBaAlEgn4/X7hkW5vb4tkF2crs0uzUCgIzYEOkAoAu0WAgUBAKAmMevmd/8dFh1I1pAx8HL25er0uzV50hvl8XvZX0wHI5+J+ad1CrZmnndqnBVa5YLNsxcWkl1nt2eNmbBiiz6DkWl/fvQlUrHIw4/gnf/In+PnPf46lpSXRXQ0Gg3C73VhfX4fD4RC+6tbWFrxerwi8b25uIh6Pw+/345lnnsGtW7cwMzODK1eu4MUXX8TCwgKcTifW1takxFytVpFOpxGLxSTztrKygmazKSDG6/Wi1WphfX0d1WoVXq9XpPwWFxel2vK1r30Nk5OTWFpawtjYGA4dOoS+vj5pDgoGg/Icl8tlCUy1H9za2sKNGzdw8+ZNeL3eLl9Inmc+n8f8/Dxee+01tNttAdaUy+P5ajabokxQrVaxubkpQJDSTcB9WsZuqiv8TikwasImEgnMz89jdXVV5Kh0JpsNbhqIlstlWK1WCcA1MGRG22Qyic/zeDxCnWPWk9U1rgMarGp6gqYA2Gw2eDweOJ3OrnVEUy10EkLLQR1UZtXYSGwcSKDBKo+dr+9nIqMHVp8wO336NEqlEux2O9rte6LNzJ7m83l4vV4sLS1JZpURLh9iypaYTCYh0rvdbvh8PiGVt1otxGKxfdtnRrw7OzsoFArS3RkOh2Gz2bCysoJXXnkF4XAYd+/eRSKRwODgIILBoEx0IZ+LHFZqJTJjQJknAj8CWP7MktDJkye79o2gTFsymRSOE6kBH6dDE4CU6Um1YJTObv/t7W3Y7XZxeJ1OR8CnzvwaRbWNpaL9kjgx6hgao/6e9exxtJ2dHWlEYjmX2qdUJfnWt76Fn/70pzh9+jQCgQBSqRSi0ShWV1fhdDoRDoeRTCal1DwwMIBYLIZOpwOXy4WZmRmMjIygr68P09PTGBgYwJ07d2C327G0tIRjx46J+gnBy+zsrICgWq2GTCYjWUBmVdnhXy6XkUwmxe9Xq1WcOHECP/7xj9FutzE0NIQvfvGLWF9fx8rKCr75zW/C6/VieXlZ1ghNn8pkMnC5XOh0OgLkrVYr3nrrLVy6dAkAZPBMPp+XSpfJZEKhUMCVK1dgtVpx5MgRLC8vo1gsCuCMxWKIRCJdzUzUgq1UKgAgSQCd9TZm8jQIYuCwubkp1cJ6vQ6XyyWVwmQyiXw+L1xaBhFUgalWq12NWUZqAUEYObDUdn0YOPuoRihW+Ww22wMlvnbLTmppqIfZfoBFvQ/cb53hJhjXa44R4P6fzqzuJWPEDkFGccw+cbqIJpJr080yOiriF28+fUH2si8PM3agp9NpEeH3eDyIRqNwOp1wu93CEWRGjZIXXq8XDocDV69elWNkxzYnbywsLOAnP/kJGo2GAA1myeio2LAzMzODM2fOoNVqwe/3C4dydHQUHo8Hf/d3fydNBZ1OB/F4XCJ/Nhe43W6cOXMGm5ubKJVKQitwuVwIh8OIxWIYGBjAD37wA8kCc0Ts+fPn8a1vfQs3b97EyMiIZB1tNhuOHj0qWVN2wz7//PNyXSqVCjY3NzE3N4dr164JR2t4eFiyqiy1m81m2O12ObdvvPGG3BOMpsfHx/HZz34Wo6OjmJqawk9+8hMpvzM6Z8OC2WwWXhv1bpnx5bXjwpDJZLC2tiadupubm7LNvr4+3LlzR+4NrbfH4QFms1masJxOJzKZDHw+HyYmJnDz5k0UCgW8/PLLGBoaks7XcrkscjN0Kg8T2KeRsuByuRAKhXDkyBGR1SmVSnj66ad3fZ/O8O7XtJOHPU972c5BTV551M24IO7WxMGsCYXOyQ/nOWSFgxkunenXPvRBixaDICM4YGZPv3cvPndra0t0irXcnM/n66LWDA4OwuVyoVKpSLbQarWiVCrJ9Kft7W2cOXNGKFE+nw/vvvsu5ubmMDs7i9u3b0s1y2QyIRQKIRKJ4NChQ8jlcrh16xaef/554W76fD7U63UJVK9cuSLJAFKUGDzz+NfX1zE8PIzTp09jbm4O+XweIyMjqFQqAqrpWxYXF1EoFBAcxvEpAAAgAElEQVQMBpFOp3Hs2DG43W5Uq1U8++yzEsg3m02pUFFRgH0I9N/hcBgOhwO//e1v8aMf/QixWEyapShhuLGxIdc9kUhge3sbKysrKBQKeO+999BqtaRJ9syZM7h79y7MZrMkI8gZZX8Bs5XUOCXFyuFwyPV0u90olUqSdKG8IMEeezeuXLnSlQRoNpvCl9VqLsy28hoUi8UuAX9SFfg7m5UZJHDgAXsIGo1Gl1/VjVL1eh2lUgmdTgcTExMYGRlBNBoVP9nX14d4PN5FG+A9/78xRXK3BIiRj6r3kcdJn6FB/SexxxasPonGCwtAHl6PxyOyIR6PBw6HQ7Jync69bs1KpSIlBJaKS6UScrkc+vr6UC6XhexeLBYxOjoqQFuPYtNC71qKw7jIfJwO81QqJeAoEAig3W6LTh+17eiQ2aXqcrlw4sQJXLt2TQAeyyI6g0iwxWwpF1ICRzoSAiU6A32eKF2jlQV0V36j0UAqlcLKysqej1svsFopQHNPmfHd2tpCtVqVa8SJW8B9Sod2DNpRHHRWk6CDqhCai7VfyhA9O3jbDaAaS627ydF8Wgvmbg00u+3TRxmpMFwonU6nVCRcLhcOHTok2swshbP6wspOu91GoVBAvV7H7OwsxsfHZbLez3/+c+zs7CCVSiEej6NWq2FqagrFYhEWiwXHjx+XjF4sFoPVakUymewCVIFAAABQKBRgMplkkiBwX3GEjVQMTI8dOwafz4dqtYpkMgmbzSaapvSDbPzZ2dlBLBbDq6++isXFRezs7ODEiRMoFovY2dmRKXa1Wk3ew/frqsnly5fxT//0TwgEAiKhNz8/L8EKOZrA/S7x27dvizIN1RGazSb+67/+C2fOnMHExAQAdPUR6IBG+3T6Pj1ilBx9j8cj+z07O4tKpYJr166hWCyiUCgglUrJPaM5rcbzZbyv6LO1z+XrHMnK/abe6scxbtM4mWu/S+f7ZRqo7vZc8toY/x+4v258UuuB1UfI2L3NjmuHw4FYLIaxsTF4PB74fD6JfhnpackpZjwIsFKplHREcmxcoVDAZz/7WdmmMVoiIGOmVXMy+f+U8diLLS8vizwLhxFwtjX5s1arVRq4bDYbpqamMDExgevXr+PFF1+Uh5kOhPvBEjkBOQX+V1dXUSwWsb6+jlQqJYR5ZhNYfifg45hFAIjFYrKANZtNFItFbGxsYGBgQPT5QqHQQ4+bgJ+dtMxk0kHevn0buVwOCwsLyGazWFtbk2w6wWA4HBZeK68tABHrPminxpIVM+DAvevAzH3PHk/T2r78bpSg0U0uutFPB2D7YdofGUuLDwLOu5nL5RLQyTKzxWLB0NAQAoEAjh49ikAggHfffRf1el062Xkf62EbyWQSc3NzePvtt3H69GmpyqTTaQGE09PT0kXPgR/Xr1+H0+mE3+8XWadIJCL6zW63G2azGY1GA9vb21KRYcWMpemdnR2Uy2VcuXIF8Xgcg4ODeO211/Dee+9hbm4OzWZThplsbGyg0+mgWCzCZrPhlVdewdjYGH7xi1/gueeeE/8LQBQHuE3SpZgocbvd+Pa3v41r164BgNCTOGwAgOi/0r8yS8nmXiqqzM/PS+aVfnV0dFTOleZ00kfyevN+azabXWNHKeHXbrcxMzOD9957D5VKRcZKM0Chegv9KM+3zuYbG7eYCeU9zyCCiQ1WzZjcYBbWCGx346vyfJvNZlFV0VzXgw78Hxb86WMyJkz42m6qBzxWffyfxHpg9REyln5YQvZ4PAiHwxgcHBRyOhulCNp0BpAlJOrJLS4uIpVKSYRarVZhsVhkHCAfQg3i6CTi8TgAyIxovm4ymaQ5aS+myzgkjBMIlstloRkMDAwgl8vh937v93D48GFkMhnhyjJq1Tc+gTUj7Xw+L+T+ubk5iaoZ8WuwqLOVALpe40xtLibMrmSzWXl9r2BVy1uRksJM+A9/+EPpjOXnWiwWBAIBKY9xIchms8hkMiJtozO3B2WdTkdKcS6XS4YaAJCxvT17PI3PgRGgavCqwapxwdJA8pOa3u5uvxv380G2s7ODSqUCi8Ui5dsjR47g5ZdfFtoMG07ZsU/gwabUfD4vz20ikQAAfPDBBzJ4xeFw4MiRI/jqV7+KZDKJmzdvYmFhAa+88gr++7//G41GA4cOHZJR0OFwGE6nU0BusVgU/iZ1pZnRDQQCosvKzGWhUMCbb76JkZERfOYzn8FnPvMZ+Hw+oQXQL1Ac/4/+6I/w//7f/8ONGzcwMjKCkydPYn5+XgaqNBoNDAwMCJjWGVKv14u///u/x61btxAKhZDL5YRyxKlaLJfz3qjX61IJPHHiBF566SUkEglsbm7CZDIhkUjAZDLh5s2bWFlZwYsvvojp6ekPXX+dYeX54D3GBACD+lKphJmZGXz7298WRRjyfklxi0QiOHXqFJaXlzEzM4NsNiv/Z7VaJTPIHo12u91VZaQaDK8PJ42RTsDfjZlHI21QPyf0736/X5qrdPLkUTIdzD6IBmDMquq/7Zc9WmelZx9KnZP0zaahzc1Nyb5SlJ7lZr4PgEwgoePq7++H1+uF0+lErVYT4KYbfAhY6dhJomfZhftWLpf3fDzM0DIby/J3u90WZ0Gu0ODgIM6ePYuBgQEkk0mcO3dOjpumF1b9EHHKUyaTQSaTEfkuTnRhAKA7Lukc6DgsFguee+450aCNxWJwOBxYWloSPt5eo15eH3JxW60WSqWSgM+ZmRkZyMCyErMwsVhMaB+FQgHtdhvlchnlcrkry3CQNACeR6fTCZ/PJ/dFp9PZtQmtZ4+XGYGq8Wc+bzq7qn/fL0rAR/UFGBs9HnY8VOzQXf8Uzrfb7fj1r3/dRQNiSXdnZweXLl3C0NAQnE4nyuUywuEwstksPvjgA1Eb8fl8uHjxIi5duoQbN25gc3MTf/qnf4pLly5hdnYWLpcLXq8Xhw8flg7+XC6H1dVV+Hw+FAoFCdpJ5TKbzUilUjh27BiuX78u2U8tyZfJZPCzn/0M29vbiEajOHnyJG7evClyWs1mExMTE3j55ZdRrVZx9+5d/MVf/AUKhQI8Ho8AQD0JkAkEp9OJRqOBf/3Xf8Xdu3eFX0u6ksVigd/vh8lkQjQaxdraGoLBIBYWFtBu39N6pQ73iRMnMDExgVKphEOHDuH73/8+FhcXBcCvrq5ibGxMjpvJDGY8CRp5LzCg0NP/7ty5g+985ztYW1uDx+NBsVhEvV6H1+vF2NgYRkZGsLCwgBdeeAE3b96UiYykpmluNK8R1wXuE/2trjQC92UTua/8HP6saWAEvdwee01CoRBsNpsAOz2U4aBsL8+uLvk/CKzyb1pndj99Qw+sPmKmHTIznyxbE1hS081YduADpbvFycMkL5URMG8oRsocncdSs9VqRa1Wk+1oviazuHsxltVYPtrtb319fahWqxgdHRXBa5fLJY1d3AeeH/0w8GFh1pL7SWejs0PcHjModErU9iNVgQoBbHar1Wqo1+sSTe/V6Hz1SFTSNSgFo6kXOlva6XTg8/nQbre7gKHRERyksclLd68CkAxEzx5fY0YJ6O7e1YsQsDufdD8zq7qR1djUagStDzueTqfTxT8l35K8VSYD6GPsdrtQpkwmE7xeLzweD+7evSvyeAzabDYbxsbGkEwmBagODQ3BZDJ1jaLu6+uD3+/H5uamyDRR7onc/XK5LPtK7dELFy6I7yAdgOeAfrpUKnUNQvF4PADuPaeTk5PodDpYX19HJBJBPB7H5uamZALp++ibqO3Z6XSk4TMcDgtnt1AoyHPucrkQiUTEv42MjGB2dlbAbLVaxa1btyTj6HQ6MTU1hSNHjiCXy2FiYgI+nw/Xr1+XCVwEPJqjyvPHc0l6FBMGpLtx+hb/zpI8q3pms1lodIFAQLjBzJiSe6u3y/uOfo5+lz6Qx0afzYqosUqhgy1tDPzZ7M2SuT6+R8UeRAHQz7/++6e1RvXA6iNk7NJkJFcqlZBOp+F2u0UrlaCJXa2cIZ3P54W32Wg0sLGxIZ2PlB4h14cdn/pmo3QVozq3241cLifjTzVYLZfLQs7fyzExe0hwRmfPB5Wdu2fPnkWhUEC1WsXJkyeFPM+yD0EzHTupCRT8bzQasFqtCIVC0t1aqVQExIZCITQaDdk2HbZWAwiFQtJkQeBsNptRLBYBYM8gndlsu90uCwTPQbFYxNmzZyXLSu4xrxEz3qOjo7BarchkMrKo0Lkz+DhI46hHj8fTBdoZDO1nyadnB2c6iwl0j7nk77oh0filG0M/qemGRD1u0tjQt5dj4vPtcDiwsbGB2dlZZLNZZLNZLC0tIR6PIxQKIZVKSXMms6ykXiWTSVy6dAmZTKar0vXSSy+hUCjgBz/4gfDsh4eH8c4774jcU7t9ryucIv98RjhRyuFwSEaTnH1OgPJ6vYhGoxLgcsQqrxN9d6VSwcrKiojeT01NIRaL4fOf/zwuX76M9fV1/PEf/zFMJpMoEDidzq7hHmywslqtmJ+fx/e+9z0MDw/LFC+ez06nA6vVCr/fj+HhYWxvb2N1dRUejwcnT55EtVpFLBZDIpHooj8NDAwgGAzi9ddfR6FQwNbWFpxOJ0ZHRwUs6vK/BkNamUePeC6VStjY2MDi4iLC4TBSqRSmpqbQbDZx584dOdeXLl2Sz3Q6nYjFYgiHwzLZqlwuS8DC+1xLVzGbzawoqVAbGxvSi+B2u2VohH4OtKIQjfek1+tFKBSC3++X9Z6Z44OuUu2Fs6orLLsBVnJ6jYGGDrI+qfXA6iNknBtNEMoHmaLMHo8H4+PjIkkFQMoaiUQCy8vL2NjYENF/dnwyc8hIUmfyGJES/HBRYGnCYrEI0OJNWK/X9wxWCRR1pMlsIsn929vb+NznPodarQaz2YxgMIjh4WH5fyNvSXf58nu5XJamALvdjlarJRqz6XRawCo7f9ktSxUCp9Mpr9NZcEgCZWEYWe/FCFZJ4WA2m/SMeDwuGROW2LgQRCIR2Gw2hMNhKc1pzi3QTYM4CCN/zCiczdfZTd2zx8+MFQjNQTO+rjNQ/B3Yn0k5AD4EUnWTCoOzvYBVn88n3P319XXMz88jHA6LLOC//Mu/4Ctf+Qpee+01TExMIJ1Oy6CUy5cv46c//SkCgYDIvdVqNdjtdhw9ehSHDh3C9vY2rly5ArPZjFOnTsFsNmNubg6dTgenT5/GT3/6U5w6dQrBYFD2V/MT2YwE3Bs3bTabUa1Wxf8uLCwgHA5jcXFRpJ2oZKI1nk0mk8gt+f1+rK6u4pVXXhH+/uTkJLa3t3H16lWR6WMQ7XA4JAtWKpVQKpVw48YNDA4Oor+/X+hIzWYTg4ODuHXrFvr6+tBoNLC+vo5nnnkGhUIBly9fxvDwMMLhMBKJBNrtNr785S/LNWN20ePxiMpLNpsVaS/dOKvvNZ1I0fdAp9NBIpHA7OwsarUannvuOWl6CoVC8Hq9ACDDbi5cuCAVSS20r5ueeF+1Wi1Zh4F7awADHx38VKtVqXh5PB6srKx0DRMA7lP5dNWCn0HKFxVfWAFg4P9xFHc+qX0SsMr36/Vdy4ERe+xHtrgHVh8h09qELOnTsbBcf/z4cbjdbpmqQqeVz+extrYm3CGKylP8GLg/L1nry7FbnV96jCf3SUeMRkrAw0wDGF06Jh0BuAfSL1y4gMuXL2N6ehqjo6OybXamcttGIrcur5PPRO6ZyXRPdDqfzwO4J+Sss5HacXBBYPOYLs3wnHCf9goS9cKry6nkHJOmMTAwAI/HA7fbLd2+XExYcuf2tdM76Ewmj4f7w315FEtXPdu7ceHW95Pxd2OzhP59P+9DDVy42GvJOr7+MOt0OlhbW8PVq1clG7q4uIj5+XlMTEzg1Vdfxec//3k0Gg3EYjEEAgFsb2/jn//5n/HjH/8YAwMDuHnzJlwulwTRY2NjOHHiBDKZDN566y0MDw8jEokgn89jcnISa2trMsTkzJkzwgfl+XG5XPLs0JcxM0eKADn8s7OzsFqtqFarCIfDaLfbqFQqknljIMwud/Jjg8Egnn32Wdy8eRMnT57E+fPnZYx1NBoVX84As1AowGKxYHNzE7Ozs1hfX0c0GpXpgJTVIgXt1q1bCAaDGB0dRaFQwPHjx+H1enHjxg1UKhVcuHABr776KqanpyXRwOPf3NxEOBzG2NgYWq0WKpXKh5RejNl9DSR5vtrttqjJAPcqfa+//jrefPNNpNNpDA4OIp1OY2BgAN/4xjdw6NAh6dMgrY6fySSN5mBz+8B9ipP2t5TkotlsNll/tOn71QjGCUxJBaEqjhG4PwpmfNZ1sMrX+HzqBJhxDfuk9tiC1b1E8uQHMnPFhdbj8QgQ0uUu/dAQOGpJCp2B5E3Gi/IwK5fLIoDMpqNWq4V8Po9cLodarYZUKoWBgQH4fD5Eo1EMDg5KqYqgkjzOZDKJSqWCpaUl3LhxA3NzcyIcbRxtR4BZLBbhcrmwtrYmIsoOh0P4Pc1mE+FwGHa7HYlEArFYTEpW09PTMt95Y2ND9AR5Ey4vL3cdLzOG+sHT+qY6wv3rv/5rpFIpnDt3Dl/5ylfg8/lE19RqteLu3bvCNWIX7/Lysow1bDabol5AM5vvzX2OxWK4cOGC3A9sENAKBSwt9fX1SUmQpfhms4lQKNSloGCU7mIQQJuenpbPZHctG92sVqtkbMjLJRdWjzDd2dnBG2+8gVKphLW1NSkFMkNO/jGz3u12Gz6fD4cOHUIgEMDNmzexvLyMX//61zh//jxOnjyJUqkkcmaFQgHLy8vweDzC0dPZYAYJPC+vvvpqV6NAtVqV/eVUnb2A+L08t3v5n4fJp6VSqa5sDAEL7zmz2YwzZ848dDv/F0xnfnQAqMECJZTYbKkF60nr0Rkx/dnGhik2PbFqwwqLznjpwQJ6AeS14/5wn0nV4aQ+Tpk7c+aMNFpNTk5ifHwcfr8fhw8fRj6fx8mTJ2V+/T/8wz/gu9/9Ls6cOYP3338fbrdbeI9erxdPP/20yEtRAD6ZTEq5Ph6Pd0nwZbNZhEIhJBIJrKysYGRkBPF4HKdOnRL91fn5eeHK8vxoqSdSoba3t+F0OsWXM/umfWq5XMY3vvENUT944YUXYLfbkU6n4ff7pUrDZ5wTr371q19hYWEBJpMJ4XAYW1tb6HQ6cDqdonxSr9dx/PhxhMNhEdnf2dmRIS1HjhxBX18fIpEIIpGINCtxrHQul5M1b2hoSMagsmrGYwcgHFoAsoawsZPSjVtbW5L1rNfr2NjYwPPPP49ms4l0Oo1Dhw5hYmICw8PDkhygGH+9XpcSPrfl9/uRyWQAQHw9G+J43uv1OiKRCMLhMFwuFzKZDKLRKMrlMpxOJ4rFogA34gPgHpil2gAAhMNhRCIRoZyxwZYlc9rDOJ978ZN7Bb5G/rn+0koHRt9AfxEIBAQvcQ0jZtEJp09ijy1YfdyMpRWCDIIsjv2sVCoYHR0VMB0OhxGNRoXXorkss7OzeP/995FMJrG6uop2uw2/34+pqSncvXtXUvAsa1A3NJfLCV/1oIxgh8fMrtdQKCRi2ZlMBo1GA0eOHBHuqcvlQjKZFG7uzs4OSqUSMpkMSqUSGo2GRP868/hRxkVRcz/58HE/OVlEl0M1l7fTebjOLB2tkf5gzExqPhY/m4CApTlO/WL5iQ6PiznBcM+6TVNaGGTy61HMXvxvGgEg7z3judmtiYI/698PygiGuc+tVgtjY2PY2NjAjRs3UK1WZeqfw+HAM888A5PJhGAwCOAeAAoEAvD7/cjn8/jbv/1bXLlyRQaIuFwuHDlyBIlEAuPj4zh16hSmpqaQSqWQz+dRLBbx3nvvyf01MjICt9uNa9eu4dy5c1hdXZVAlNQeArVEIgGLxYLp6Wmsr6/j9OnTuHXrVldWzkjBAO6DDpbyy+WyVI6YnJiensbRo0fxy1/+El/5ylfg9/uRSCTgdrvRarUQDoe7mmxtNht+9rOf4dq1a4jH47IPBBhagYAZRpvNJr0Hel8Z+JtMJhSLRQHC9GUMyCORiGSqyc8lxUonjTRvmgCdVUQq2zARxWlTXq8XJpMJgUBAqo+kcXAc7sLCgmSiWYJng9tH3W96UAz5xuxj0MMGuH/UxSZ9g/xbj8eDYDAoQYMO+j4NOcK9VD2M4NT4mj4+JkiA+wMNmITTiQEGsXqt+6TWA6sHZGwmMplMH2pW4A1CzT0+aHa7vSvaIoDZ3NzEwsICNjY2xBkFg0EEg0ERTWZJn5xQdriTBnBQRhBI4EYlAc7f5ixrcn/YYBYIBERsmdIqdEzs6GWmBdibkDIdoo4SjdQCZhmB+yVJypXs1ZGwvK+jVA1WdcaI94TeL76PAY3OROtFq1d6f7BpYr+ezsb7sQdW7xvvPd1YYiy575Zx2a0keBBG4KcXQqfTiXq9jnK5jP7+frhcLgwODuLkyZMyeanVasFut0tp2+/3480338T777+Per0umcBGo4Hh4WGEQiHY7XbhYt65cwcul0uycwTDPp9PRPy5mBcKBZF48ng8GBwcRCgUQjqdFi4t/f1uQJXHqe9TVgL1yE2e+2AwiPHxceRyORl+kMvl0Gg0pLrWbrel4dVkMqFUKuHq1auSFW82m3C73cLt1FlxghICVgLmWq2GXC4n+0dePgEqnznKfWllGiYHdHXTWC7XPxvlBkl94CSwgYEBUVdgbwB1rVdWVuTcW61WuXYM9j/qHjZSA1gh281n0/S+6oqTzWbrGpuuB9vsVyOSto/zXO4GVB/ETeV9yzG1zHLzmvOe2U8Q3gOrB2S8sXWJg41TwL3Sw6lTpwDcB0l9ffcnMxHQUKNzeXlZSl7tdlvGlI6MjMiNxFIR+TXb29uo1+vCdz0IY0ZSl6zZDDA5OQmPx4NMJtNVQqPuKztWqXhAjcKdnR14PB44nU7Zxl6Amyb7A+gqafD1YrEoWTlms/lQ7hXk1Ot1AeZaSovZCq0VqB0UnRqjd2Z6Op2OlDIJsj8Nx/YkGe8NXULWdI8e0L9vOpP3oKBMl/z4zPxvyaiRI2iUFeLfRkZGcPHiRalMAZDO9UqlApfLhTNnzuD73/8+fvSjHyEajaLRaCCRSMDv92NjYwNPPfUUJiYmsLCwgP/8z/9EoVDAl770JaRSKdy8eVM66clB1/Prw+Ewrly5gpGREenwHxsbk/NYKBRw9uxZBAIB/Nu//duHuMJcK3SvAP0HS9k8buBeIuTZZ5/F5OQk3n33XUxMTMBisWB9fV1AJs8V1QBKpRL+8R//Ea1WC5FIRAAUlVno53jdCRDJwWWTl27YZWMvQawGuUNDQwDuDRvQozmNPpXHb8zec91kFYxrBSlY9Xpd5AYJgKmowwExpDaQTkBqgN4ffe+TH8t7XGd2fT4fyuWy+HjuI9+n+zE44avT6cDlciEej8PtdovyBI/p05AA3AtY1UGP8Wd+hn7GCFD14AXjesYg5+MkeR5mPbB6QJZOpwHcfziZ/eTIPbPZjNHRUXn4WPIuFosis0GnQEkROstO556eXjabxe///u93RTUU+2dUvR9E549jpCLQ0XBKUzQaRTgchsfjQblclvnaPp8POzs7SCaTCAQCaLVaSKVSSCQSyGaz2NzclKYz3TW8F2NgYGwM2S2S1AuGzoruBayyTKYdGTOjBKrGzvndInQCVYJxOkvKdh10+fVxMqfT2ZVZZUmqRwP4sBnv/QeV+vXftBIHvx+UESRZrVbRLKU2aTweRyAQkAlQi4uLeOqpp9But5FOp3H9+nX09/fjt7/9LXZ2dhAOh5FMJrvGcJJK9Wd/9mfCb3c6nRgfH0cqlcLRo0dRr9dFO3V5eRk+nw/hcBj5fF5GNvf13ZPFo7wSgc6JEyfgdrvx7//+79jc3MTU1BSy2SyAbrBkzHITnLGEztefe+45HD16FOl0GlarFVNTU9jY2JDG0UqlAp/PB7fbjUKhgKtXr+K3v/0tyuUyhoaGpLmUYEpnwoy+UDeashmM9wipStQh5b5y/CqHH2h96Qf5bmNgpAMizVu2WCzCYeVnapBM4X1WGLk9Vhd1dU5X2TQ/n/uhBwN4vV7k83nR1NXatXq94BhfZputVqv0hfB9pCpxn/azSvG7gFXja7y2zCgzo00qAwMZYyacn7Nf1gOrB2TVahUAhAPJRqtAIACfzycllk7nnlB/qVRCMpnE5uamjNpsNBoYHx8XAjxwP/oD7jca8HWdVdLfD9La7baUY/r6+hCLxTA6OopYLCb8KYpWU9MUuNdAE4lEsLm5iQ8++EA0ZskDohPRjuthxtF6XFyNC26n05FyBp0N+VLAgwWejaZlqjRfidkXaq/qiJXOnU6PIFUDq0ajIZOwOG2sZ7ubBqu7cVb5rPUMXYLwfC70vamfAf59t+fnoIx+Q+9jMpnEiRMnMDw8LPSpsbExtNttrKys4K233kI6nZZGLI/HI2L22WxWqjV8plKpFL773e/i/PnzePrpp1Eul1EqlXDu3DmYzWb8z//8j4CXQqGAUqkEn8+HpaUlTE5O4jOf+Qz6+/uRyWSQTqel8/7YsWNot9u4desWstksJiYmUK1WPwSUdEaV4EfPp+fvof/P3pf+xnle15+Z4XA2zj6chTspihQla7Msy3Z+TuImToAaKVqkLVr0PygK9FO/JR8C5EOBbihQoAgCBG2SLg7a1HUcxFnsOLZj15ssa6e47+QMZ9+HnJnfB+Jc3XlNSiNHpimHFyC4zfLO+z7v85zn3HPPDYXwzDPPIJ/PY3V1Ff39/ejv78fKyopkYwhaq9Uqrly5gv/93/8VrS1t/ra2tgRocm4yhmYf6TlKiRTPhc74+Hw+IU0oP2g2m1K0TE0pX5PvaWTsd6vS18cSDAZbPKqLxaJk5zh3Dg4OSuMYemibTDtdzXQ9AgCRXek0PcEqZQRutxtdXV2YnZ0V+Rqfy3WY8g4NzMlCammfLja+34txt7IAACAASURBVHNSu2CV33cDq5RvdHZ2yucmW6/XJx6/8avd47hbHILVfQqPx9MiAdAMHhk3eqQWCgVkMhnxAuWAsFqtyGQysjslcKOY3+v1Sv9lDiaCG4I9VmnuV1BDVK1W4XQ6MTAwgOPHjyMUCknq5siRI5K2zWazMJt3TJOLxSJmZmbw1ltviQWG3++H2+2G2bzj98eK1HZa1JFZpYaXTKX2kaVJs95p6oKqdm46TlysmiZY1RXp2olC69D0sZB15+LM9rksCrhboddvc5C5oOifEgC9AeAG8rc92gGrezGsnwRY1Slqr9crG8O1tTWMjIxIE4719XUsLi6i2Wwik8mInjUSiSAWi2FhYQGZTAbVahWNRgPDw8Nyj9FbeWlpCc1mU4pUTSYTlpeXMTk5iXq9jkKhgHA4jHg8jo6ODmQyGczMzODs2bPI5/NIJpNSkZ5IJBCNRrG8vIyZmRmcP38ec3NzaDaboiM1yns0ANRzBef3xx9/HG63Gzdu3AAAjI6OolKpiPxBM6BXr17Ft7/9bZw8eVLICw3+uDbo49C2YXqzbjKZhDThGka5Euc2bhr4etrXlVpRo2Zfp6I1iaDHGYkYpqArlUpLW1aub1wfmWJ3Op0iH+CXMVWtz71Rk0pJHckG1lJ4PB45Bq4tPG+USXCd8ng8LZ8VuN2Zi9f7fkoB2lmvjOdd/63ZbAqZZrPZpCGMZt+5eTG+n/Fc/qZxCFb3KViRSZDJm4+giTZWjcZtpwCysDSsr9frSCQSAoKo6fT7/cLQ0mSZg4tgi3oegsb9Clp2sEuL2+1GIBCA3W5HoVAQSxbucjOZDCwWC8LhMLLZLNLpNNbX18XmQ1eoMoVCMHi3YEcV7nK5c9YLAW3FtEaJgFZPMHcKI1sLtPY8176tuqjFOGkQWNHepVqtCpPOsXQYu4cuENHewbq47TB2wsisGAGpHp+aceHf9Pf9CK0RtNlsYiHIeY4afnbDY7cjr9eLaDSKcDiMTCaDVColDTucTie8Xq905+vt7UVvby+q1SoWFxeRSqXgcDgQiUQAQIAK54tyuSzV9rT96+vrE3eXzc1NzM3NYXNzEzdv3sSpU6cwPT2N5eXlFvJgr0Wdc4eeI7xeL0ZHR7G+vi7zq8PhEGBEkGa1WlEoFKQFKmsadG0EdcC6TbfRsUTPsbqAlMwbAAEy1BTzs3EtYzqcn8EIgncbT8Z5kSCan42OKWT6dmtyw+/8DBxDPAYjgWM8Jj6WGwWCY4I0gmjO/Xw9MvWcz7kGaRZVz0fcnNyv+Cj3pXGDSpkIQbVev/ZaE43g/5BZfYCC3ZNoR8SBTw9Yaqr0ItHR0QG32y1eqABw8eJF2aGxy1F3d7f4kN64cUPsTSh65ntq1mC/giCLGi76v5pMJmxubqJcLovuye12Y25uDjabDRMTE1hdXUUymZRCAafT2dK+VLd4a+cG50ROLRUBL3B78nU6nTJha90pWdx2GCSttdJgdbeJn2DZ+FyyFJwcNAtAD9hyubzvrfkelNAMkZbE6L8fxk4YNWtG5tSY0jM+B9hfsMqiR9475XIZoVAI+XweS0tLyOfz2N7eRqlUQldXF+LxOJ566ikEg0Fks1kkk0lcuXIFwM6mJhQKyYaUPprhcFgAELXyjz/+ODo6OpDNZrG0tASbzYa+vj4xoB8dHcXm5iY2Njbwox/9CN/4xjfQ3d2Nq1ev4uLFiyiXy1heXsaTTz6JkydP4gc/+IEAH20yv5uGkuccgBzDsWPHcOrUKbzwwgvweDwihWKL7O7ubuRyOXg8Hly5cgXf/e53cerUKensRD0umUGuF2z9qQEHwRn/5vF4pJU1wSBBL+c3WkoZgXaz2ZQ1YTfGlmEcbzpNrY3njWOULjLMWPL5rJ3QmTWm4dkZyxjGjRoLhAlGNQusC7L4enwPALuCVc1iaxnCfgY/G382ngefzyfXiNdZ62u5DgP3n03V8cCCVXYlulPQm5OAkGlA+ryReQRa0/L6Z50K0+ADuJ3CaGdwLS8vy89aX8k2dwBw8uTJlgKrTCYjBVa8wSYmJoRdtFqtYsEB7Ewyjz76qKSMWaSVSCTEz7XRaCAUCrWklln0w0mOFaJc5HkuqNWhpcud0qg8N9vb24hEIigWi/D5fDh27Jh0eTl58iQikYi06rRarfjc5z6Hzs5OvPfee/inf/onJJNJ/Omf/mkLuGQnFxYe1Wo1YZT1zk/vrs1msxhvM7joUYLAcQDcnqA5+ZLdbDaborPaKwjMyZKXy2VJR7GFKzVeTBGRIXK5XDLBsaKWExk/j8PhgMfjAQDxt8tkMrIgTE1Nif733XffxYULF+B0OqXbzGuvvYbJyUmZKHO5HDo6OsT8mo4Ibrcbx48fx7lz58QexhhMkfKc3S3a6X7Wjha3VCq1ZBg6OzsRDAYRDofh8/n2bNTB60uN4mGghR3aDZgyndlsNiVTwuyQzhYYMwqauSIo0ICD/9eLHwsHdXtns9ksmzVea1pMWa1WaazBecZsNuOJJ55AZ2cnFhYWcPr0aTidTiwtLWFubk58NtmSOZlMwufz4aGHHhLJEU3zgR398yOPPIJIJIKf//znWFtbk+YATHdbLBYkk0k8/vjjWFpaQq1WwwsvvIBms4lwOIyzZ89iYGAAwWAQjUYD//mf/4mHHnpI5gY2hqnVarJJJRDkXELXAR7TM888I6D5xIkTOHXqlBRuer1e1Go1Aap/8zd/02KbxDWEQJlNFvg/DTB5zbQNUblchsVi+VCWTq+dWlJFkMiNti4aJdjTGUcCObKmBPOcYwgYOQ7I2ur3t9lsLYVPHHNdXV3CqLPjIedAi8UiTVsAiO41lUohl8tJIwuPx4OOjg7UajWR2MViMWxsbMhcrzcddrsdg4OD8Hg8cDgcLTI+p9Mp64uR5LhTtPMYnbkzvr7x+bpxgSbC2L5WhxGg6gJLY23H/QKtDyxYfdCiHTaTzCr9AglkecPqAbJX8DHGtIkGcppN1MyT/nuz2RSwzPS72+1GNBoV7SwnFV3tz9DVlplMBlarFePj43A4HNjY2BBhfDAYRL1eF2uTSqUiLEA4HN73grBPY3Ai4c6Y4J0Tlzb0pqRC62sPavBzsNDDyP4cRnuhAaoRaBpZFx3G/9+P0FkH4xzGr0Qiga6uLllIqe1m+ptV+dws/uxnP0M6nUZHRwcKhQLy+bywsm63G+l0WirlyZzRz3pgYADnzp1DuVzGzZs3MT8/L+ONvs+1Wg3pdBqVSgWPP/646F/dbrd0iwsGg6hWq7h06RLeeustRCIRfOELX8Dq6irW19dhs9nEWsvhcMDlcglxwDQ+wV25XMaFCxcwMDCA119/HXa7HUePHgUAAaHVahXBYBCFQgFf//rXUalUcPTo0V31p7uNA6Ou0riJuVcZjdaG6i/OQzrboQEWw8isGj+DcQzq19PvpeVBuz1eAy/dhcpsNkuBGLXL3OySGKDmVx8/11S73Q6v1yuyES1l+Kip8nt5vPH6Ge9rZhyZ6qc1ZLvrr2bG9/r5N41DJLBPYbfb7/qYhYUF2XkWi0XxWGW7Pe7o7hTcqTKVDdy+EZk6IbjUTgL6pmel6cbGBmZmZmC1WhEMBnH69GnxQ3U4HHJcAESXSrBDJoUTQCgUwrFjx1Cv15FOpzE4OChNDMrlMrxeLywWC55//nm88sorePvtt/HYY4/tqyfspzW0fkz7jTIVR3aECweLIZxOp/gRHrTQWlQWdeiCjsNoP3gP7yYDMAJX7bfI5wD3L3WpgQSPhew557FIJCLtoguFgrS53NraQrVaxeXLl6Vl6dWrV9Hb24vh4WGsra0hn89LdmlrawuJREL8npPJJILBIOx2O+bm5vDwww8D2Ll/Ll68iJmZmZb5V5vn22w2ZLNZadO6ubmJvr4+BINBHDlyBM8//zwuXrwokqeTJ0/C7/fLPJ1IJGTT2Gw2kU6nhenkhpLXye/348tf/jIWFhZgtVrR398vbai56ezu7sby8jK+//3vY2VlRbp3aVCmQ6fQjYy4Hg9aznS3MLLze4FVI1jj+sHHaOaVaxqPQWc2d2ML+do6S2h8T35xjSThY7fbJXtosViQz+cBQMBqd3c3bDabFO6x+EpvttgEp6urS1wL9PH8Ji4A7bKvxvNi3GASD5hMJilkDgQC4qPaThg3BvrnQ2b1AYt2Ko/ZP5mVpyyK0hrKuwUrW7krZ/qG6TPgdmqDbARwewBrQ/qNjQ3Mz89Lyov6Lqb8ksmkpASpv+VNr7VCAwMDOHLkCCKRCFZXV9HZ2YmJiQkBvNxtJhIJPPvss7h8+TKCwSDW1tbQ3d39G5z1wwBua9AIVmnzQh0XXRKYmqI+mF3UDmJomQZBNdNph3FvYZQB7AZW9QJnTPXvBhI+ahgXN2PK0mw2o6urC6urq6hUKrBarfD5fDKX1et1xONxkX+NjIxgaGgI6+vr8ngAmJmZQSgUQl9fnxRW5XI5PProozCbzXjsscewtraGWq2GTCaDW7duAQACgYDoxdlFiQCToJNtP998800AwIULF7C4uCjAMxqNirTB6/VidnZW5mNKLkwm04eqxOv1urSPDQaDeP/99+F2uzExMYFqtSo+2iw0+su//EtMT0/D6/WKibsRJOpUv94k8HFaJmeUdtwt2k1T6/czHhODxcjaXUWDVeM4NDK3fC+ttaTcRMscdObR4XBIR0WTyYRMJiMAtLOzU7xr0+k0LJad1tckV7TsweVywe12y7jQ0hebzSb61vudpeDn3O2L/+OxNhoNkcR1dXXB5/PdUyE2x+khs/opCKMJ/G6hq1z1LtZYDNTOa2jNF4EmbxDqv/getNrQaRjtIMBOWPwfgS/ZYl1hqW96/j0SiUgVbblcRiAQQDQald+7urpQq9WkMxe1RLo7ymF89NBsBLVenFyYOtXsGvVe1EUfVKaScgUyq9pD9TDaDyMg3Qu08rHA7u1X9yuy2ay0Reb4rFarUsdAE3x6YuoNNDfivA8oz1pbW2vxfa7X67hx44Ys2CyM0dpdq9UqbKaucSBD6/P5pAiJYJr3lwbXzWZTjk1Xz/O+pdNBo7FTFDU4OCifgfIsOiLUajV4vV5cu3YNMzMzAoiM2k2+hzF2S/3vpWW+W+zG6H3UMaP10Dx2ffy7vZYGwEamdrfxbQTr2s8XQEsRHFlvl8slBI+eSzXw1HMUj1UXfe4Hs6p/NgJizSpTs0wQ3S543g2YHjKrD2i0w6xyh6X1LDTA501zt+ITsps6ZcLJlIwamVVtPwLcNvxmMVIulxNngc7OTmxtbaFUKkmaxOfzoVgsin6VXUS0LtJut+P48eOIRqPI5XLY3t7G+Pg4BgcHMT8/L/6CS0tL+Na3voV0Oi0WMO2mIA7jzsHCA82sciJiP3Bq4fg42oztp83ZvYTJdNvWze12y+bp0JLq3kPbshm1gUZdm178PiqIuVMYX0trHfmeGxsbACAd/Dg3raysoFqtitaUKfdMJiNG5nRLCYfDGB8fRzAYxE9+8hNsb29jdHQU3d3dKJfLmJ+fx61bt2C32zE0NIRIJIKlpSWUSqWWTZHdbpfCG2aOWMjZbO5UhVcqFfkf08WcK2u1Gj7zmc/gl7/8JVKplBAHLKplVovttJ9++mmMjY1hcnISzWYTY2Nj0j2IzGuz2cTXv/51kfwAEBC1m25zt2uv2U2tb9eA725hXFv06+sxZgSwesPEYySzulu9xV7jkM/VFlN8P8oKKIWiVhmA/KybzzSbTeRyOQGxdE+IRqO4evWqPIYWYJq4oQOOzjbSJ1b/7V7voY8KVo0/AxAPVY/HIwWGWs5wt9iNWQVwX8mDQ7C6T9FOOpV6KKYnNMvKG3thYeGOr0Ewq83lydCShWDluBaCGwfU+vo6tra2EAwGEY1G4fP5UK1WkUgkxOOT6WMNfKgvY0oqFAqhu7sbJtNOYUQsFsPY2BiA2ym9TCaDl19+GW+99ZYwEo3Gjo/gIWD9zcPY8pWLbbO5o/Oj3o0pKm5QXC7XgdesUgbAohfeM4fRfrQrAwDuDCzuR+jX0oCE7029aaVSERDCxiOpVAqDg4Po6elBIBBAV1cX5ubmkMlkMDg4iEQigf7+fni9XkQiEVitVrzyyiuS3SHQpQ3W448/jqmpKWSzWXFX8Xg8aDab8Hg8snG3Wq2oVqsiaWKVOkHy+vq6ZCkCgQBCoZBUo6+uruLcuXNYW1tDtVrFzZs3xWKP1yabzcJi2WnHra2nGo0Gjh8/jlKpJC2c/X4//vZv/xa5XE4sAnku78R07cY2ahZSA1dep7uFHlf6y7imGf+2G5jVbgF6bBh1tQyjDECPU76W0cpKN0kAbpNHBKzFYlGyTul0Gi6XC7FYTLxeNWvNc8b24oFAoIVZ5XpMF4aPkv7/KGB1t3vabN7pckYdOI/zXo5Jf3ajfvUQrD5g0Y4bgDFFAbRO3s1m865g1dh9BrhtOszfucPWi4Hum2wymZBMJtHV1YVIJILu7m6ZzJPJpBwTASyPm7terQNiX+ZsNotcLif9u+kQEAqFcOPGDfzoRz8SsJ7L5dDT09O2kP8w7hxa52U0dWYFKBl1bm40A3tQg+CbQJVylUOwem+xF/jU3/m4vcDp/dLaaZCyWwEOmdJGoyHpb7KQQ0NDOH36NCqVCvL5PC5duoSNjQ2Mj4+LzOj48ePSm/1HP/oROjs7EYvFUK/XMT09DQD40pe+BJfLhZ6eHhSLRUxPT6NWqyEcDsvxdXZ2olgsIpvNIhAIiFaWkq2enh6MjY1hdXUVs7OzGB4elsLGTCYjXqnxeByTk5M4efIkvF4vSqUSrly5IoCBhS9erxdPPvkk5ufnRSN58uRJkZdxc/n+++/jxz/+MQqFgjis8HzqblTGQjbNlu61MTGy6u1cS74OAakGpUyf78bsaiZXv8ZuMoC92EI9hozHr9tb6znDuFHSx8JrQZvBarWKQCAg0jraT+liMDKWbrdb5lK2Htf+rkZQeb/D+JpGsEr9NbNTelPQTmiAyu/3E6gCDzBY1fqRvSKXy8kNwrajFLWzR6+++bTuSOtcgNuDe6+JmlX7ZrMZwWAQsVgMTqdT+hFbLDs9qev1Ovx+P7a3t5HNZjE5OYl8Pi/mzPSIXF5eRj6fRywWE0/TlZUVhMNhnD59GpcvX8bS0hJcLheeeOIJ+P1+8XqzWq1YW1uTAqU333wThUIBv/M7v4ONjY0W7SILaZj25WCNx+PiSbu4uAiv14ve3l4MDAzg1q1buHTpEs6ePYvu7m6cO3cOyWQSr7zyCi5evIharYZIJILe3l5MTExgfX0d29vbmJiYwNjYmHjUbWxsoFgs4q/+6q9E5zUyMgKbzYZcLieuAXpi5ASiwTX/DtyWMuwW7WwYWHVLWQOL3bSH390mao4hFszlcjmEQiFpFRsOh7G4uNgygevxpV+HUa/XpT1tMpnExsYGstks+vr60NHRgXA4LEbpwE7HtEqlgtdeew1f+tKXEAgEsLS0hFwuh76+PoyOjmJubg5utxtTU1PY3t5GPp+H3W5HLBaTSmZKBNoBre3oi+8XqPnMZz7zoffW79+O+8ZBBuL7GZot02OOcyDdQXjfMX1KQEVHBi0T0OwcQ6ehOe41YDKbzXA4HFhfX5d7e319HefOncPAwID4B5NRJ5Po8XjQ19cHh8OBt956C1euXEGpVEIkEsG5c+cwNjaGH/7whxgZGcGFCxfw0ksv4eLFi+jo6MCTTz6Jt956C7FYDLVaDX6/H93d3Ugmk7BYLPjCF76At99+W9qXUjbDhZjeruVyGblcDrFYTOyn2GZ6aGgImUwGPT09SKVS6OvrQy6Xw6lTp9BoNPBv//Zv+N3f/V2Ew2H8xV/8Bb72ta9hcXERbrdb/KebzSZGRkbENzsSiWBsbAwWiwVerxeVSgU+nw/f+MY3sLW1JSDN5/Nhc3NTWDxKfehkQGmYLlYyaj012OSayO55fJ/drKl4XfVY0MQGrZ44royMK3C7GJj389bWlmiSHQ4Hurq6UCqV4PF45DXoc61ZZX7XbDwdd3RhMMcWbavMZrMUrxUKBSSTSXi93pZW3z6fT6zRaG9VrVaRy+Vw/PhxjIyMIBQKSRFWX18fgB3AmM/nWzaEPKftzJOagNoL8Op7jNfDaDU5NDQEr9fbkv7fjWXnOdSbHX7fj7n0kLY6QMGJQxdEGXU1wO79d407Xr0AUUN6L4yTtr3ioNRdQ5iq4sCndZW2zOJExJQHrVkajYakzQ77s989dmM27iWMGyyjDpCvq8fdQUz9H8YnF0aG9eN8H83m2O126f/OYiV2HwqFQjhy5Ah6enrQ0dGBN954A1euXBEiwu12IxaLiUa0r68PFy9exNraGprNphSBsp319vY2AoEASqWSeLI2GrdbMJM9A27Ps/RZZTEX/84CMLaSpt90MBhEd3c3QqEQvF6vmNIvLy8jk8mgs7MTfX19YmG4vb2NYrEontMESJQb8HUtFou0XeV5ZLZBb4rv9Vrs9vNuv+/1t72ea8wYGr8bwdpe7Olu1lftHIOReNgNIPI5xkIu/X6cM/X/+aWLo+92fB9X7PYZ+Ptumwz9vL2O934zpu3GIbVwgCIcDguL4XQ6Ua/vdODiBE1LE21JRZ2e3gUSUG5vb7e0M81ms20PMnrGcffq8/lE61Wv73TZSqVSsFgsostaWVmRTlJ2ux2hUEh6VttsNvT09Ig34szMDD744APpEnMYHw5dXMDNgN603Mu1ZApLs+oEBdxgkCEju25kJg7jMBh7MTr383WpaXc4HLIpNpvNCIVCOHPmDJrNJtbW1mC325FOp3Hx4kVsbm5ia2sLf/zHf4xIJIJgMIhf//rXOH/+PCYnJ8U3ulQqYWxsDPl8HidOnJB58+zZs5icnERvby9efPFFOBwOjI2NYX5+Ho3GTjU+XVIsFguKxaJ0sOJ94vF44Pf74fV6RfM9OzuLiYkJ8VYdGBhALBYDALzxxhu4evUqtra20NvbC5/P1zIvNhoNfOUrX2nxiD19+rQw25FIBM8++yx+8pOfCHCt1+sIBALwer2Ym5uTzn+6W9/droG+vrv9rI9PhzHtrtlZ43fdwWo3mYmWgnEe1LUYusGJ8Vj2Om6+TqVSkQwt2WseO8+hlhEAO3Mlj4nFcKzd4P85b9psNni93pZU/34HcYKRmOA6QJcM1jHox+wmudA/G0mPjzsOweoBClqd0LoJAJaWlpBKpWSXzlQOC5nICLDgSYPMRqOBQqEghvsU/LcTXV1dUhxFPRQZCJ/Ph2g0imvXromVy8LCAhYXFwHs3CCUDVQqFYTDYQQCAQwODsLpdGJ9fR0XL17Eq6++ikwm87Gdzwc9dMqKVmLlclkm63ZBJBkpAFL8Rj2qyWQSFog2OBTZkzE4BKuHoVP8Wg7VrjTmXoLelpROra+vY2JiAqdOncL29jbGxsawtLSEhYUFKcYku+nz+XDu3Dlp9fmLX/wCTqdT9KHhcFjkRcPDw1heXsaTTz6J9957D2NjY6LXP336NDY3N3H9+nWcPn0ak5OT0gKVmz8WUnGxLpVKiEajaDZ3qvQHBgYwNzeHmZkZIRvozelwOKRNan9/P375y1+i0Wigv78fc3Nz0pKzVqvhsccew/j4uLgT1Ot18cFsNpu4desW/u7v/q6lnXSj0ZD22OxE1E4bYz6XAHA3JwA+BmjtFGV8vhGYGvWcmu01gjk+h0CLwJbXmeODOmBdJ2EsDNOvzxQ9JQDU/LLyn8fN88UUN4+Frdrp6mCz2aSQzWQySQ0HsCPFYpMJnpdPOmPF60FfahbT6voEfY8Dt9vDawZWbyL26zMdrkIHKCqVCnK5nAA4p9PZYpHS3d0tNwx1hC6XS1JFHGy8seiXSl1qoVBoe3c3OjqKiYkJHD9+HP39/fD5fKhUKojH40gkEshms0gkElhZWcHs7KzYugAQVrW7uxvb29vw+XwIh8Po7u5GrVbDzMwMLl68iPfeew8XL178eE7mpyA4cerJtVAotGis2gmy8wCEddceqtRV22w20QBq7dIhWD0MLmCaAeOCpos5f9PQQIdjP5FISCvqjo4OvP/++0gkEiIh4gYuFArJuOYGms9bXl7GyZMnkc/nsb29jVOnTiGZTKKvrw+pVAqFQgFdXV24deuW9G8fHx/H+vo6/H4/0um0ZJPI6pEwIPjy+/2S+p2cnMT09DSq1SpmZ2cxPj6Oc+fOyUbw3XffFYBFkLyysoJ33nkHk5OTYkdlNpvx//7f/0M8HpeinrGxMUSjUcm4/fVf/3WL3RKzKCyepAVdu/fxbiyocaOiwabxS48NDVJ1RT+1zzx3PKd7pdwpOdNglUCSXRl3K8rimNIazlKphGw2K5piAB8C52azWTS12keXXr6UfNDhgWsvs18m0047cdYS8Hrs91yq70teExaJud1usaqiBBG4LZHQ8jCtUdXygf0sgj5kVg9QJJNJ5HI5lMtlAQ80o2ZvYWDHs5X6KZfLJTcxOw9RE+pyuZDL5WQnxUmjnRgcHMTQ0BCi0Sji8Tiy2SxWV1eRSCSQyWSwvr4uXWJyuRyKxaIUaUUiEcRiMdFVsXtKs9nE6uoqrl69isnJSWxsbNxXRubTFly0ac2Ty+VQKpWEzW7XU5Qm6kz9cDfNCbZYLLZY6/h8vpbJ6xCsHsZezKq2J7pf72O326VQhUwiWUUusKy4Z2ENN+yZTAbb29tYWVkRrWc2m8XQ0BDeeust9PT0YHBwEDMzM6hWq3j00Ufx2muvAYCAmJGREVSrVUSjUczMzGBpaQldXV3iLw3sZCt097dyuQy3241UKoXPfe5z0srV5XKhu7sbjz32GPx+P6amplAqlXDx4kUsLy/D7XZLkS1lDWazWVwGAoEAgsGg+KyGw2EcP35cMmw//OEP8eKLL6K/vx9OpxO5XE4ABDtgEXy1ugK6FQAAIABJREFUO1/w8cYCOKbddWU8WUzNaBr/vhtg5RePy8jUEZBqwEmLKQ1u6QhC2QTlTMbnMlhonU6nUSgUBNBrbaduwmOUGayvr6Ner0vNRkdHhxRss3YD2PEADoVC8Pl8ohvmed3P0Fpc3rPMyLpcLvGnpgzAeB8baxiMQJXXej/W8UOweoCCrgGcGFlxy8mZVY90NXA4HHA6nVKsZLFY4Pf7kc1mkclk4PF4ZNLm7qndQUU9TmdnJxqNBkqlEpaWllCv11EoFJDJZMRInubVo6OjGBsbQyAQEG0rGwqYTCZsbm7ixo0buHLlirgNHHao2js0WC2Xy+I4QbB6L8xqrVYTgEpdKq2e6LFKmxWfzyfXjMdxGIehwakRqN6vxcqYviWYCQQCog2lx6rL5ZK5j5Z+J06cQLlcxsLCAhwOBx555BGxsRoeHobL5cLs7CwajQZOnDiB6elpLCwswG63Y2RkBEtLS9jc3BSmNRAIYGpqCidPnsTrr78uhv21Wg2BQEAWeBaBmUwmTE1NibNAoVDAkSNHcPToUVy9ehWrq6vIZDIIBAK4cOEC3nnnHZRKJQHpyWQSmUwGQ0NDePLJJ0Xaxfl4fHwcdrsdFy9eRKlUwuuvv47e3l6srq6KdIzEgNPpbLFLatezmiBTM9yadTSCEw1ojAyp3uDsBlaZweEmmgwkg+sDNaTGYlGyq8w0kn0H0DJW+ViCVW78eZzUomqNKsGqHuurq6tSU8L3ZKaqWCzKMZrN5pYxS6Z2v5uWcNPRbDZlA8BjZntqbWWo7z3dYYuv9UnKAA7B6gEKpnGazSaKxaJMynQFKJVK8Pl8kjrhLpA3Fq1fstmsaFh5kxCctLuo6DQJwRKrY3WRD4u4XC4XIpEIhoaGRCdF9pcTEGUEqVRKjumT1vAc5OC5MRpYa71YO6EdGrj4a9E9cFs6QrG99to7vEaHoQsu9tIC3q/30elHSp2Yaq3X60in08LsUdeayWSkQQTnK4fDIR7CABCNRjE1NYVms4l0Oo1IJCJgcXt7G11dXVJdX6/XpZ/72toaTpw4IU1Ptre3ZWMXj8cFtKTTafT396PRaMDlcuHIkSPo6OhAKpVCtVrF8PAwgB12Lp/PI5/PY2trC8lkUo6RJMTp06dx9OhRAVgWi0WALJ0R6DRA8ESwSIDB7yxQa/caGbWj+lobH2PUh+qNrf4fn6PTy0bdqwZyujOV8TiMYSzo2u3zaAaQa5pmjsmS6uPmz/r9ycbSaYFjkDaPWmurZXyaidzP0Mw4zzdBqC603e24tB5ZA9O9Cq4+7jgEqwcoCPJMJhNmZmaQz+fhcrnkJlldXcXw8PCHBOZkziwWCzwej6Too9EozGazMKt0CGgnJicn0dXVJR2mstmsdFIhqOFEyRt9ZGQEZ86cgcPhQDKZlEpdPi6RSGBubg4rKyvY2tqSrh4UuR9Ga3ByNRYXaJP/doIFIQBa3AAsFoukNrnZIeuqJ7BDsHoYdwIw9xOsci4hCOjr68ORI0ewtbUlwJAZATYzYbYB2OnwNz4+jhMnTiAWi2Frawvz8/Po7+/H1NSUMJj5fF429ul0WpxYwuEwrl27BqvVimg0Co/Hg8uXL+Po0aNwOp1SrEr/4WazKf7U8XgcdrsdgUAA/f39OHnyJLa2tvD9738f//iP/4jz589LQdj777+Pl19+WbSmbrcbFosFa2trOH78OP7kT/5EPifrA5xOJ5aWlhAIBNDb24v3338f6+vrSCaT6OnpESBNGQWwA1J6enowNzd3z+y3Mb1vvO67FVvp/xuZWf2zTovrOYnEBv/P67pbZTqDrKveYBvHqwar5XIZlUpF7MaAnQ09mWk+js/Tx8+MIlPoBNmateY541oOtPqT7mfQtYCsNoEqGVXNnDK0TlU3CuL33b72Ix5YsNoOna79SU0mE7q7u6Uy3W63S3WmDor6Kbzu7u5uuakI1rQJrslkEmDHWF9fb3ndcrmMQCAAv9+PXC6HqakppNNp5PN5+P1+SRlks1lsbGxIF5br16/L5PeHf/iHeOONNxAKhWSHGI/HRTYwOTmJp59+Gg6HA2+88QZOnTqFo0eP4qWXXkIwGJQb7OGHH0YymUQ2m8XKygrS6bRUVVJbxM5ShUIBQ0ND6OnpQTKZxDvvvAOz2SwCf7IZp06dwtNPP43e3l7kcjm4XC58+ctfRjweR6lUQi6Xw+TkJK5du4bFxUVJu3R2drakp6PRKLxer0zSHR0dH7pGwIdN4NtJcXECv1PoilpgZ5zRCYExNzcngn8CQabq+PeOjg4Eg0H09PTIBMqmERaLRZoM8Dms/CUgbTR2eqDn83msr69jbW0NyWSyJZVjsVgQi8WEWecEXK/X0dXVBafTCZ/Ph62tLVy7dg1nz56F3++XBXt4eBjvvvsuYrGYaOt0gQYAsS3L5/N3PXft6KHbWTDpN8niEHaA0QvE3a43K1jvFIcgvDV2k33odDy/WN3MjY3RXUJnevS8qa89XSmYKWg2b7empPaeIGB9fV3GtslkQj6fR29vr4AUtjmdmppCT0+P9GMvl8uwWCyIRqNYXFzEysoKOjo6EAgE8OUvfxkzMzOo1+vweDyid6VWMZPJYGJiQsBNR0cHnnrqKbzyyiuIRCJYWloCsNNoZHh4GOl0Gh6PB4lEAlarFdeuXcOvfvUrbG1toVQqweVy4datW3jkkUfQ09ODUCiE9fV1NJtNVCoVhEIhqUX47Gc/i46ODvj9frnPe3t7pdDWZrPh8uXLeOGFF5BOp+H1epHL5WC1WtHV1SXHqxlAn88Hj8cj10kX0/A689qRiNDgSgNNLQMwpv+NwFBrQLWjAMcE56rOzk5UKhVJ41OrzE6HnZ2dsmGvVqtIp9Mwm3esGufn5+VngjO+L88p18vp6WlMTk6iXC6LLp/svc1mE3Ilk8kgFAphcXERPp9Pxu/a2po0T/F4PNJYJRKJYGpqCm63G83mTjveSCQi55vnhTUlRj3tXpmLO4Xx8cYvAEJIcN2gyw/rEvT50lpnnebfba41HuN+gPAHFqy2E7xJNIVN/YgxDXoQYnNzU1JIBDIsMnA6nW115dna2kJnZyf8fr90W6GvIG94Y2pCpwTItIXDYSmYisfjqFQqSKfTcDgcKJVKWF1dRbPZRLlcxsDAAM6cOdPyPmazGfPz87BarYjH49jY2MDs7CySySQACACkJvZBCl0lr9uWArd3npwEtf8io10WSuu89CKwW9rsTmGs7tztODXbqu+L+8WYHcaDHcZucZqZuVMqkdHuOKIMip6iBKIEyZQysYMSwWSz2RSboGKxKAVSwA5xQJDrdrvR29uLEydO4LXXXhMgUalUkEwm0dvbi1gshnQ6DbfbjccffxxvvvkmZmZmEI1GRfZkMpnQ19eH9fV1mTMJjFKpFBwOB6LRqHQ2Gh4exle+8hX8+Mc/xvT0NDKZjGyArVYrVldXRYIzPj6OUCgk2lafzwe/3y/dlqampvDd735X3Aboj6w377tdi09ae25kGVmfUalUcOPGDVy7dg2VSkWYY5vNJp3DSMwAQCAQkPmMDRw0qwu0djI0mXaaMrA4mEVZPB4y9DabDc1mUxhtzrNkv7WTgQZw1ICSyHI4HPD7/R/yLjUe436EUd+r1379973u3YOEkT71YFVPslyM+fVJ37zGWFxcFENpYIc95A7N5/O1NdCpH+3v70elUkEwGJSiLOqaKCy32+0yCVITyXNz7Ngx2O125HI5XLt2TXRXXq8XtVoN2WxWWsjR5sputwvbSo1VvV7HBx98gIWFBbz77rvY2NiAzWaDz+dDV1eXdIp5kMI4bqhR0pMZNUtaAwq0FqbcLTRbq5kMMovtsIcAJLvA1yG4YAtGFgiwzaBR2/ygbSYO4/6HTgeSLaLvMsf4XmnOe5EJVCoVKSbU1d8clxaLRTIvLPCkXKq7u1vSunQOKBaLsNlsSCaTSCaTGBsbw5kzZ5DNZnH16lVMTEzAYrFgYWFBbK38fj9Mph2/1WPHjiEUCuHmzZv46le/Ku9J95WjR4+iUCgI27a9vY14PI56vY6enh5pWTw+Po7x8XF873vfE2BE3+y1tTVpzX327Fn09fWhXC5L1ypW/tvtdjz//PN49dVXcfPmzRa5BOcbXaVvBCf3AjyMhVX3Q+5BHS3BInC7qFizrpSNMdvE+Y7nKJfLScq+UChIcZu229KaVNZ1rKysYG1traWOgsfFDQfHGmV29NLVBVT5fB42m61Fjud2u4Wp7erqQl9fnzCXzFZ+EnhDkxOamNhtc/lJ6lHbiU81WOXCTjCh01JkFA9SMDXB9LLZbBbfS6vV2lZrUmq6AoEAstmspIN1UUKhUJAdIG/azc1N1Ot1SYdw97q5uYlcLod8Po+Ojg44nU4x2aYfJ/1UCWqoM+rq6sLU1BRWVlawsrIi4JUdrYAHEwgZ06SaZeVYY7EczfW1UL/d0AVVmlnVbPi9vI5ebHi8PE4CkL1ShIfx2x0ELAAEJBFA3onl19rGdoIyGAACajjOKS0wppYJ6AgIyGDRPaOjo0MAzujoKLxeL27evCkgl+lxDZgslp32pbSPymazYh1Ii6J8Pi/3OPWxc3Nzciy0UxocHITH48G1a9fQaDTkOSzKItCs1+sYHh4WaVEgEJAULq/B9PQ0FhcXYTabZa3gGsfzY0zR3yvguNdrdi+hwSMZbYfDAZ/Ph9HRUVmDOjs7hUkmGNfSK66Pdyrq4vUEILI6MvWUvDGMGlqjDIKPJ9uv0+QAWsgDFt8ZJRQcs/s5nxqL2PTn4993+zpoRB7wKQerpPN5A5NJ4uTWLjO1n1GpVLCysoJMJgO/349jx47B7XYjn8/j2rVrd31+sViEy+VCb2+v2Ff19fUhm81Kin5ubg6jo6MIh8Pwer24fv06ZmdnUSqVxHbK7/djeXkZS0tLKBQKYsURCATgdrsRCAQwMTGB7u5uuN1uTE1NCetRrVbhdDoxMTGBf/3XfxWrqkKhALfbLc0N6FVI4PqgBFOHwG09jy4s4Jjzer0i39ATdLsAnR2rKpVKC0tAnW+745cMBYEvGQ5qtKi3pnl4Z2dnS4/xB3FDcRj3N4ysC9sws1seAexu4Ijjvh0AVK1WpRCEGj8a5AMQsEB7JmoHzWYzUqmUeF7Oz89jY2MDALC2tobNzU188YtfxLlz55BKpTA/Pw+fzyfOAWTQfD4f0uk0tra2sLKyAofDgfPnz+Ptt98WT81SqYRGo4FMJoOVlRX8/u//Ph5++GHMzMzgueeew+rqKsrlsrCmTzzxBILBIL797W+LbvaRRx5BKpVCKBSS7kk+nw/Dw8OYm5uDy+VCMpmExWLBwMAAuru78S//8i946623ZD5gdooscDqdFlZYg5PdtMh3Cj2X8ZxrdvWjht4gE4CSIbfZbBgZGWkx+Xc6ncjn8yJzcDgc8Hq90pGLOlQeqz5ezpecv1ZXV7G5uSlrE3A7xc2NFjNi3FDwc/P9aQO1uroqr683THSicDqdCAQCshbw2MhotptZux+hNy4a92gCxQhU+bdPwr3gTvGpB6vccdL8l2LtgwhW3W43KpWKmOXTny+dTmNlZQVXr14V+5O9gvYZTNFZLBaMjIxgY2ND7F1WV1cxOjoKv9+PkZERJBIJASdWqxV+vx+ZTAYLCwvCLni9XoTDYWnJ6fP54PV6ZZGgnujIkSNwuVwwm81YXV3F22+/jVQqJa0Qw+GwgG9qyx5EsLpbmo0TAMEqASDTQ5w4tbn4nYJglRINvp/NZpMWee0Ee2Dr17FarQJWCapdLpe8rjaBPwSrh8Hg2OEmh9IRIyPF0ACiHY21ZlKB1q47BDjcrBUKBVitVhQKBaTTaayvr+Ps2bMtVeXz8/NIJBIYGhrChQsX8Oabb2JxcRG1Wg0DAwNIJBIAgIGBAaTTaZhMJgGD9Xodk5OTePzxx7G4uIh8Po+JiQm8++67ko1gGtpkMuHEiRNYW1vDf/zHf8Bi2WlvPTw8jL6+Prz66qvo7e2Vjlh9fX0Ih8NSKDY6OgqXy4VXXnlFvECBnQLfo0eP4oUXXsB//dd/iZ82N8k+nw+ZTKbFR9UIVgF8iAm8UxidHjRbqdPKd4vd0szcJOtCqmq1KptyzpOc5zjWent7pQBU60fJturMHjNRFotFXnt2dlY2ENrGicfFwid69/J3aqV53CaTCcvLyyiVSpKZJMbwer2ii6Z1o94oMAuxn2DVqNvl/arBqvG+/ajSkY87PvVgVTNSBKiaYT1I0dnZiWq1Kjv4YDCIcrmMtbU1bGxstCUDqFarkrL3+XwolUo4evQokskkXn31VdFRasBFH8N4PC6C8mvXriGRSMDr9WJkZATBYBBerxcmkwmhUAixWAzJZBIbGxuih2WhQ1dXF1KpFP73f/8XGxsb6OzsFOBG+6xms3lPgOsgBSUlWv+j06HcodN4mZ9RT7DtBCfwarXasmBz0qFu626hmVUuPlzwqO1zOp3ClHHnfb+7Ex3GgxsauHDs2Gw2WfiAvTVu98LGaUCkN0v6byaTSTa5rL6mvd729ra4m5RKJZRKJXR3d+P3fu/3MD8/j1/96lcAgFAoBKvVinQ6jVgshnA4jFQqJWnpzs5OxONxrK6u4uzZswJizp49K/NxvV6H0+nE7Ows7HY7zpw5g76+PgSDQSQSCUQiEYyOjuLZZ59FvV7H2NgYnnrqKUQiEWxvb2NgYACRSEQcUCYnJ0XTXi6XcebMGZw5cwaZTAbf+c53ZG6tVqtwOByo1WpyHB6PB3a7HYVCoWVju1dRzd2uwV7X4l7Aqg4eh5Zv8PXIzBeLRVmP3G43Go2GyDdCoRACgQAAiI6VUhR6n3JsaIBWKBTERpFaYYJVgmftPtDV1SXrGec9sqwEeswSEkeQ4fX7/XA4HAgGgy2OClqru99zqfbX1qzqXlIAI1A9BKv7FLrASu/M9ddBCrbEHBoaQl9fH+x2O65evYq5uTlUKhVEIpG7vgYF/uxElM/nMT4+jkQigV/84hdwOBwYHh4WRoJV/SMjIzJBJBIJpFIpqZqlWJyuBLQaobk1vf0mJiZw7NgxbG9v48c//jG+973vwe/3w+/3i9icve2dTif6+vpgtVrFBuZBCY4dsvSaBSBYNZlMUrikGf57LbAypu91Oken6+8U1L3tZgxNlorHqnWIujjgMH67w+jTqzdoZN52W+B0GrKdMC6kwG0pCr+KxSICgQBCoZD4R7tcLukqVKvVUCwWYbFYcOTIEYyMjKDRaODSpUuSjrVYLFLVn8/nYbVa4fV6kclkRJu6tbUl1nFWq1Usph577DG8/vrrMJlMIkdoNpu4fv06Ll26hEgkIq4DlUoFqVQKR44cEQ/qZrMpwGtgYAChUAj/8z//g4WFBQQCAVgsFgwNDeHYsWOwWq34+7//e2xsbMDtdkujl0qlIvc/N5a0+gM+DA4/amj5xv0osNLrMOdCzi8ErczAuVwu3LhxQxhjFj85nU6xMmM7cb623tw0m01ks1msr6+LzlSPVR4H51NmrChD4XFRcqAZ/XK5LB2gKGXwer0IhUKIRCLi3MPzxaIuzbbuRxh12Fy3drtv9TXSXwelZuHgqWjvY+ymwziouwYAor8hq2o2mwU4siPV3YKidXaPYptNAlGytmazWYoEGo0GfD6f+JmWSiWxXIlEIqIDI0NKC6xMJgMAspuNxWKIxWJiW1Uul4W9o+aHbKHJZBI5wYMYeieq7dD0BMiFYq/U6N1ir/aC9+pmYbSt4usQkBqLDw/afXEYByeM4PN+jxW9WQJu3wN8T24MqWXlRoxpzo6ODpkn/X4/YrEYBgYGMDU1JRXjZC7ZGapQKCCVSonXKoMbTTJ5rP7u6emBx+MRDWWj0UAqlZIiVTq60IGAACUUCokLgM/nQ19fnzB4iUQC29vbKBaL6OjoELnUzMwMLl269KGiH/6ufW6pxdxrXriXopnfFJjuFcZiKGbyAAghwlQ/1w2duibANXby22uepSYZ+HCGyIgNyLLutvGijIUgll96U9/Z2SlSKj1HG1/nk4q7sewHNf3PeGCZVWp67hR6QBMsGS2E7nYDMzVBLzVOpKywJhtaLpfFEsrtdotwvlQqYWtrC2NjY+LjFo/HkU6nkUwmpXjJarViaGgIhUIB09PTuHTpkty84XBYzKUnJiZEDrC9vY2ZmRnY7XbRLiWTSdRqNWxubqKnpwcjIyP44IMPsLm5KQ0DIpGI2EWVy2VcvnwZ7733HoAdzanVasUf/MEfiLUKJ0JaTVHLw65U8Xgc58+fRyQSwS9+8Qu8/PLLePHFF+Uc0sCZCwnNrtmjmSm2YrGIubk5dHd3SzqNiwAnBR6PrrS3WCxt6UA3NjZaXkNrkXhd25Fa0HePqVCLxSLH1NHRIV6yJpNJFhJOsHq3zgXTZDLB6/WiUqngypUr+OUvf4nV1VX09PQAgDCfjGq1Kk0nhoeHRcivwTEnVS46ly9fht/vx9bWFrq6uoSF+exnP4uhoaGWa8Xg67Di+G7RzkTcDkurnRTImrExAPWBd3uddo73IFa8fhKh2Xm9sdFZAM3Ka5cK/XjtIsGFj4yS0c1CF50wNdtsNqXCnb/z/Wl4T0nM+Pg4FhYWsLCwIJtDr9eLYrGIZrOJhx56CKOjo0gkEnjvvfcwNzeHjY0NAT6lUgn5fB4ejweVSgWbm5twu93Y3NyEy+WSzXetVsPLL7+Mz3/+80gmkxgcHESxWMTExARu3LiBwcFBqQ1IpVKw2+2YnZ0Vm6WNjQ3EYjH82Z/9GYaGhrC0tCSbdDY+uHr1KprNJkKhEMrlMnK5HMbHx/Hiiy/iW9/6VkvBGVvB8v72+XzymRwOB1ZXV2VdWl5eRjQaFZ/W+fl5cXDREiYd+loZ9epG3bEuZNJuIswiWa3WFimH/gJuM+Zms1kkYWROyRDTlaZWq8k6zGYPfHyzueO3yvam3FxkMhlcuXIFy8vLsv4AO+x9rVZDs9mUTU+pVEI0GkWlUpH1iLILzt3sduZyubC2tga3241gMIgbN26g2WwiEokgEonAbDZLYRjPjR7vBOf6PjPKLNrZKBifp7Ng+vnEOZR8kQ3mY9xu956vDaAtueR+zKUPLFh90IIm1sY0BAHPvWg3KUDX1h0cWLdu3YLD4cDAwADsdrsAPZ/PJ0VPAAQocZDRczUYDMqkwAmQqbaOjg5JsVWrVVQqFVQqFUSjUUQiEbz77ru4dOkS8vk8BgYGPtTF6yCFvrk54bYrfiew1aboWg/E71wMeH10yomFcLxutGQhe3MQd7aH8emOvRbO/YxKpSIpdwAt82IulxOLo+XlZSwvL8Pv94sTCTedwWAQY2NjqNfreOmll7C1tSUbNd6bpVJJWFMuxvR4LRQK6O7uxksvvSQOKMx6BYNBlEol2UgT4Fy+fBnr6+sIBoPilz0yMoJwOIxQKCSSAr/fL8CB6exf//rXwvDa7XY89NBDiMfj+Id/+AfRbdIcXzOBBI5GtpJfeoPMYmINHDVYvNcwjg++JucvzqnG/xv1x/wMxpoSblbtdruAZC19IqNeq9VQqVRgs9nESYJ+t3TA4TzMeZWfV9cB8D0IJHne9GcgyCc5wM9aq9VEDrZbJldft08qdmNMP+ljutc4BKv7FLlcrqUTBsEOLWA8Hk9br6ONiAlU+TP7Z3s8HvT29koLTu7iHQ6HpP2z2ay00DSZTBgdHUV/f79MzBS5sxUsU//UuWazWVQqFXg8HoyOjmJ7exs/+9nPsLi4CJfLhZGREZmMD0roFLfWkAK3PRzbYWjJpmq/RM30OhyOFk2f3pywOCqZTLZM3rVaDZlMRpihg6anPoxPb2g2RoOQTyJlSRbNqEMsl8sIhUIIh8MwmUxYWlqCy+WSghgClp6eHunJvrCwgOXlZdGg9vb2Ip1Oo1arSecks9mMSCSCVCol2tXNzU3pVnXr1i2cPn1asiNkaFmU9eSTT+IHP/iBOK0kEgmcOnUKuVwOExMTApQoMfB6vUIcBAIB/PM//7Nk5jo7O9HX14fz58/jz//8z1Gr1VAqlXDkyJEW71kCKjKXXEt0QwAyjHQ20IwnH6OB6r0CFw0+OcdpT2hKznYr1tJB9pFzKAEp9aO60QobRWhm32LZaanKNrNbW1twu93iBMFrrD8jzxn/pnWlvBfoMKA7VRkLqkg4cL3Ucqq9tML7vQHcS0t+kOWQe8UhWN2nYHqZ/bC19pCTbjudnDRYNTKrW1tbGBwcRKPRwNLSEorFIqLRKLa2tpDNZmG1WjExMYHFxUXkcjkkk0mYzTuNB/r7+3Hy5Ek4HA5ks1npJe33+2Xyr1QqyGQyWFtbQyKRgN1ux+joKAKBAH7yk5/g3XffFWG5x+PBxMQE3n///Y/1vN5LaFE5JyXukDUbcbdgpSewtz0LFwNdhU/9HdNQ3L3X63UUi0Ukk0lkMhmZ6A/jMPYjjBs0vaDu9+JqMplEY8j7tVAowOv14ujRo2g2m5ienpY0fSKRwNbWFjo6OiRlDOy0ro7H4y293pkpYto+nU7D6/XCarWKmwnngOXlZQwPDyOTyeDatWuwWq04fvy4eEObzWY89dRTyOfzePPNN7G6uopYLIZ4PI7jx4/j6aeflloD7TzDLlOjo6N4/vnnkU6nUa/XJY3+pS99Cd/4xjewubkpwIsWSbo5gNZP6kpzLdPSgIpSC6bTAXwom3cvoEVL7LS0jkCax2scS8bxdCewrLNRdrtd/FX5GQnmadulNae5XA5TU1MCbIGdFt/MYJEJBXZkMDwX+ph14wDKDzivM6tISaDb7W7R/Rur7T+p0FlYzaA/iPUJhyviPgVBidHfTQvm24lqtSpaML4Gd7LVahVHjx5FPp8XBoCt+kwmEyKRiJhOM0VEU+2+vj6Mjo5KdypaLtHomJYwuVwO5XIZ29vbiEZTzG22AAAgAElEQVSj8Pv9WFtbw//93/8hkUhgfHxcKioPmuWRUa9MTSf/BrQ3sXBSpJm3Nrfu6OhoMare7XqbTCbRRNXrdWlfu7GxIZ3GDpoH8GF8emOvbMInoeltNBotvdn5/ejRozCZdszvmQJOp9NS5U3rocnJSTzzzDOYm5vD6uoqbDYburq64HK5xMyf3aK8Xi8ikQiSyaRYWa2srKC/v18A89DQEJLJJF5//XU4nU489NBDwpSOjY3hueeew9zcHICd7NkXv/hFnD9/Hl6vF4888ggymQxyuRw6Oztx+vRpaYdN5wAyvNFoFOPj45idncVrr72GQCAgc8PQ0BCy2azM23sxZWbzTltSFrBSqrW9vS3FVwSrPLcfdZ7h3KlBDxlQoJUB1rHb5p5ECzNMACSLFwqFZBwyG8h5nPrlRqMhzHRnZyfK5TJu3LiBTCbTAt55TNRwataU4JrSALKo2WwWJtOORVYqlZIMnO6uZTLt2G3RmQHAgQKrRpzBn7V95YMQh2B1n2K3Cm6j+Lyd4E5aA1w+n8CJAJQec2xhxx06d6y6qpYFR+wGw4paTgT0b+UNSbE2fWB1up8sga6sPQihUz5G0b+xSOROQYE/Jz6dYqOu11i1SiZdT5qc4Ov1OiqVCorFoiySD8oEchgPfhjZLi2V2e/QmkKCl+7ubvj9ftksA7elC7yX6GxCzSKfq1lN2l6xoIfOArwvWcXd0dGBer2OTCaDrq4uDA4OIh6PY2NjQ1qzAhDmkyloYMekn6/HwqZsNiuP5ftdunQJDodDCoOi0ShOnjyJb37zm/D5fOIKwAJDo8adP+vUtj53DG6ieb5IItxvOzrOp9z4GLWwd9Jvkjhghkvbj1WrVTmflGqwWLpSqch40PKD7e1tqc0wsqTGQkBqmDlfGyVbBPRkUJkZo7MEcNsGUEs1tITloIQRmN7JGeAgxiFY3aegD6BOVRDMFIvFtiQAwG1DZKZ+qLOs1Wqo1Wqyix8ZGZEiBKvVKq35VldX0Wg04Ha70dnZiVAoJKJ/ANKtKhKJIJvNYnFxUbq3MEXt9/vR3d0Nl8uF6elpXLlyBV6vV6r7aY21trb2cZ7Sew5ajPDccyfNyZzpsrsFbb2ordKOArqHNJkNTsLafYCFHXz/XC6Hzc1NZDIZqRo9jMPYj+D4BG4DiU+KGaIdFdlPs9mM48ePo16vY2FhQdwsfD4fIpEIbt26hUqlgkKhgLW1NTz11FO4evWqyJjYE56G8PV6XZoFOJ1OmEwmTExMYH19XYqieD5KpRJu3ryJz3/+83A6nfjVr36F7e1txGIxyUCNjIzgj/7oj3D58mVUq1UcO3YMN27cwMTEhFj9RaNRmXe2t7fx+uuvi2NAJpPBwMAAnnzySbzzzjv46U9/Cp/Ph3q9Lsb/yWSyxc+TbCiBlLG7HRlNrfVkyppkA4tJ7yWjpEM33AFue0Jns1mRI9CWUDPBxtRzLpdDrVaT4lIAUg/AuZJrHUE/K/RLpRLi8Tii0ahIImq1GlZXVzE9PS3ngsw7wSar8/lanZ2dstEh4UMyiE16dKtUp9OJZDIpTj/U2RqfSzLiIDCruzUCuBf7w4MQhyviPgU7jFDTyImE1adkNe8W1D9qc189EeoK92AwKMxpR0cHlpeX5TFerxcdHR3o7+8HsMMWFotFqcAcHBzE0tISbt26hcXFRaTTaRSLRWkRGAwGsbS0hHw+j0KhICb/uVwOMzMziMViiEajWFxc/LhPbdvBG5PsApnRarXawoDeLdbX11uKqrSdFnfVjcZOD/NCoSDSDZfLJWw2H8cNS6lUQjabRbFYFCuawziM/QgNOvQiy98/ieMhWJuYmIDT6cTk5KRkNOh2QrBHwNXX1weHw4Gf/vSneOyxxwQg0We6s7NTtPcLCwuIRCJwuVzo6+uTlK62tSJgpkXVxMQE+vr60NXVhevXr8Ni2WmpWqlUcO7cOTzxxBMIBAJiGO9yuYS9A4BEIoFnn30Ws7OzOHr0KDY2NjA4OIjPfvaz+Pd//3c899xzCIVCqFQqQjaYTCZMT0/j6NGjLWCVG24CMqZ0dQEvN83sYEd2kI83akjvBVTxfXUavlgsIh6PC8Cj7aP+0qwjANnM6/lXtwUNBoPSgnxubg61Wg2hUEg286wfYEFrJpPBBx98IMdJkEkGnuBNf26eKwACYFmcpl0BnE4n0uk0bDYbUqmUbHp0FyzNVurPqbMF+x16o8DfdSHYg9L05RCs7lMw1a5vFu4Eq9Wq6BzvFrypdmNAyJhWKhUkEgmEw2GMjo6K6fXs7CzcbrfcWE6nE8FgEMViEdlsVrStZBftdrtUqdO/NRQKwe12IxwO4/r167IDLpfLiEajyGazIj04f/78gQKrejI2SjB01endolAoiAUVizVoX6ILH4rFInK5nKSyWBTA66RTetq6ikVqh3EY+xE6pcw0pzHFvF9B7eHq6io8Hg9OnTqFmZkZrK+vSwqdhZ/5fF4WYLPZjLGxMaytrSGVSuHGjRsCUsmC8v7s6OjAkSNHUCgUEAwGUa1WEY1GkclkkE6nEQ6H0WjsNEpZW1uTgq6nn35afLVXVlbgdDqxvr4uG9bFxUWx0RobGxOGkcD72rVrWF9fx+DgoBzP+fPn0d/fj5/97GdYWlrC0NAQzOadZjAAxF7LmL43/qwZNKbgCcIIBvVjf1NrMqOHarVaRblcRj6fFwDHbKGx8Ih/0zpRjjtKzAgAyXhWq1U4nU7EYjF0d3d/aK7k85rNJmZmZtDV1SXsudbXcowbZXT8H2VdXJe1RI8yOjoQMJvJ5+o6koOgVwU+XIth1Dm3IwM4KFKGBxasZrPZuz6GqVebzQav14tAIACn04lmc6fLU7PZRKFQaPG/1H5vTKtoMFEul1Eul4Xd7Orqkir8vr4+mM1mLC0t4caNGygUCtIBKh6PIxaLoV6vY3FxERsbG+jo6MDIyAiq1SqmpqYwNzeHcrksla5er1f6Hnd1dWFoaAhXrlzBww8/jAsXLiCXy+G///u/kUwmcfr0aYTDYan+93g8qFarUmRF0+Xp6Wn09vaK4b/H48Hw8DACgQDy+TxSqRQCgQCWlpZw5coVXLx4EalUClarVeyttre3MTU1heeee07ONdu39vb2yt/efPPND7HF1JJpI3Kz2YxwOCwTFP3xaCiuBeGsCtUTjMViERuuO4X29HM6nVJ0oKOdZhMXLly44/9Pnz4tBWmJRAKZTEaK2djlxGKxIB6P4/r164jH45iZmUEul5NNBPtR3y30eeT5MwYtX6amppDP5yX1OTQ0hEQi0VaRRTsTVjsTczu7+FKpJLIZWgTRkYILz92OuZ3jfVAYhY87dCtVDVT1gs4Urc1mEyN67ZkJoMW8nqlb/q7tgvgcghDgdhc8mrw/88wziMVimJmZwc2bNwHs3LfsSsWMjp4fc7mcAFACRbKKTNNms1mMj49jfn5e7knqS2/cuCHMa6PRkPWC4Ghubg5+vx+ZTAY9PT1YW1sTA3+2t+Zm9Nq1a/jqV78qVfgLCwuYnJyE3W4X7f9TTz2FaDSKr33ta8jlcujt7UWz2ZSiVo71er2O2dlZmUvJEDKFrSVHPT09Ih8gkLLb7cJKkyABILpYAi1t48frr3X2Ws/P66b1uV6vF93d3XLs+Xz+Qwym9p/W4FoDSN3Jitrinp4eFItFKajzeDwthVMWiwXvvPMO3nvvvRY9Myv/mT3j2sjnNBo73cNI2nR0dCCVSrX4kpvNOzZj7AbJTcDa2hqsVqtsdFiUzPGsgaAmmYxs9m7zJh+/m07ZeE75Pz0/6gY0XP+55tvtdimCZlHwnUI7PBglHfx7OyTPbxoPLFg9SMEJj5MIzYl1VSFwezesb8x71Y3oHTMHo2ZXtf8qQTknUJPJJB1MdNpa75C3trYEyDNFw8Hu9/ths9mEPd2v0F5+xgr735Qh+Chxt7a3xoI5o02ILijQj/2kd+GH8dsZxmIYslycM7jA3ml8tjN2NRDWVcp6MS4WixgaGkJPTw+azSaWlpYkraw33dlsVirbSUiwiIlax2q1KvOyx+OBy+XC6uoqyuVyS/EMdbKFQqGl8IoEhcfjQSaTQa1Ww5UrVwAAw8PDeOedd9Df34/u7m7xyi4UCpKlYhdBk8mEeDwuxUGbm5siK8hms9JOledRazv1xoGZGeA2SCHg1ql/vaYY1wnjHMrfqQ/m33QY7ad2u9bUc2ow43K5Wp6j0/X8mY/h30lIOBwO8fZmI4CVlZUWDSoA0eBWKhUkk8mWQl/tPcvPqBlGgjv9Gfldn0ugdSOmz4Weuz+J+XuvDMid1sT7dZx3mxPudxyC1fsQwWAQnZ2dkvJlypwV8x6PR1Ix5XJZdrxsLXcvuxLupqmpoYaLExRvHlp4ZDIZ0UxS68Vdlm69Ru1kJpPBxsYGSqUSEokETCYTYrEYAoEARkZGUCgUMDk52aIL+rhDt6fTx6p3fPsZkUjkjv/n5oApJaPNGFmHfD4vRtbaBuYwDuOTCI5Npq61nk2DIA0y73WzaNQvambMYrHA7Xbj5MmTSKVSmJmZwfz8vHTPC4fDiEQi0krU4/HAarXC7/cDAPL5PM6cOSPzcCqVgsPhQLlcRm9vrwDX9fV1HD16FGtra7BYLAgEAojH49je3sbS0hK6urqktW+9Xsfq6ircbrf4U+fzeRw9ehQTExMIBAKIxWIAIBXhJpMJ2WwWq6urCIfDuHHjBn7+85/L5x0bG8PnPvc5WK1WfPOb35TzYjw/RvaKukutwySDTBC7vb0Nh8Mhf9fpfz6fx6EN9rVOmdeTmxWuK3ulkoHbWSujVZR+LX29+bo+n080/yymoqyCx0s3BDKZlKrpzzM/P4/r168jm81K1lNvuDi2ud5Rv6y9U1msTPKJ/qvU5LLWQDPQxs/1SYTxHjRmO4DbOlVjoVU7cafHGkH+xxmHYPU+BLs+0VojlUqh0WgIIOzq6hLQSE0PQabb7RbPzXaChVoUtFssFkkrW61WxONxsaVyOBySKmN6ye12yzGRRSC4Yjp9Y2MDV65cgclkwuDgIILBoOze5+bmMDk5iYWFBQSDwY/5zO4EGUjebLSk4XHvd9wNUFLrBKBFeK9dAjY2NqSgimyABqsHRSd0GL8doWU1XOA120bwwxQ/cO9ZDc0KarkAAClgOXHiBKanp/H++++LZIVpX7/fD4fDgbW1NeTzeSniYVeh/v5+RCIRWK1WJBIJVCoV2ciPjIxgcnISvb29oue32+3wer2SUeru7sb169fR19cnciWPx4NIJIJcLodmswm3242trS1MTU1JISq1ldxI12o1HDt2DAMDA6hWq3jppZdQLBbR09ODY8eOyeb1O9/5jujfjYSFsTiH8gQCaM4vXAt00a7dbkelUhHwrMEmfzeZTCIVYLHVbnUQvM5GHaZm3TWoZkFZvV4XuRxfg2NMM7DJZFLS/jabrSVz2Gg04PF4kMvlkEqlZL3TNlNk469du4bNzU1Zx1igasxqaocAs9ksY0QXrRHoEriSGAqFQi2ZSwJ9bqZ0x679iL0Y8N02kdzsaGlOu4B1t83Jbu/3ccchWL0PYbfbUSwWxQewUqnA6XSKtos3crVaRSaTEQG6y+WCx+NpS2/JoAUVK1Y7OjrgdDolnXXz5k3YbDbEYjF4PB7pKc1Jiqkv7mS5a2RKhjreixcv4uTJk3j00Ufh9XqRTqfx6quv4o033sD6+jrcbvfHci53C6Z6CFQ5MegOI/tZPR+Px+/4f6aoOHFzsqc8hCktFiRQdqHTd4dg9TD2K3Rxlf4daHXQAFr9ogko2k0H7qbb04U3FosFS0tLmJycxMrKSktXqv7+fsRiMSSTSWxsbEjFdjweF6bx7NmzyOfz2NzcRL1eFwsop9OJQCCAQqGAkydPotHY8Vt1OBwIh8O4desWNjc30dfXJx6nZrMZ8/Pz2Nrawle+8hWsra1JpX40GpU0NTf+LDR1uVy4desWHnvsMXi9XiwsLGB1dRVDQ0M4f/68NB/48Y9/jNdff130tDw3RkZQa4cbjcaHtOxsQkIQReaV17FarQrRwLmH10qDVc2ckr3cjaHj9dMbGSP7+//Z+9LYOM/r6jNDcsjZV27iLkrUYsuWZMlLndiOrcRBDBROmyZo+qNFf6Up2gYoAhTor/5qgQINYKAoisApiqJwE3xZ2gBxk9qO5X2VtS+kuIjkcEjOvu8z3w/iXN15PRRH0ZgWY15gQA45y/s+7/Pe5zznnnsv5wPzPQhUtaSB55bL5RqSx/R8q1ariMfjqNVqIqGw2+1yvsDGujY/P4/r1683ADK21GUUjnPWuDFg9j9Bvz5HzVoXi0UBpfx/qVRq0MDqWqvbYc3AqvGh5wqPUScBt3LfGsmZZuB0F6zuEGMB41QqJYlBgUAAPp8PACTUwJp/2WwWbrcbNpsNbrcb4XC4ZYaQ74tGo5Ic5nA4pIA066za7XZJ1gkEAtL1pVAoIJfLCYjmDrirqws+n092xUy+YimWUCiE9957D+fPn4fb7cbQ0NC26Va1Q9XJcLpjyN0EVtm/XNfnAyDXoFgsIhQKoVwuS/KTEawadYS7tmuflOmFxqi11slQGlQSzBiTrG5lvEe1jIBJL2SvlpaWGmo1VyoVSV6NRqNYXl5GNpvF6Oio1Lqs1TZqZw4NDeGll15CMplEb28venp6sLS0hLGxManFGo1GxacFAgFYrVasr68jHA5j7969OHnyJJaXl+Hz+bC2toZyuYzTp0/j+PHj8Pv9eP3113Hw4EHs2bMH0WgUMzMzePjhhzE+Po6ZmRmRUJRKJYTDYQSDQZw8eRKjo6Nyf1+6dAkvvPCC6G2NLKUGqRrgm81micoxTM6kH0ZnjK2j8/m8sJMcZwIUPjeCVc2satCq/0bpgJGV1RIPo1SE52IEumyioo+NGyEyxN3d3SLNoGyqXC4jGAziypUrsqYBG6CM3a9isRgACHur57UeW4/HI61x+Rq+jmsMNbXcENCfa/LkbgWrxuS225ECNGPZbyU9+KRsF6y2wdLptIjqK5UK/H4/+vv74fF4RJdosVhQqVSQyWRQKBTg8/lkp3g7QMvhcKC7u1tAJzPbGfrweDyyY11fX4fL5ZIsRSb1xGIxcarU6bARALABrp988kl4vV4sLy9jenoac3NzUpSbu7PtMoI53SaPjuLTYCC30hhTS8xj1WEzJkkwZEVWwQhWd23XttN0SE8DBppx0WsWZtzKtM/QiT1krgqFgugWGZp3Op04cOAAarUaZmZmUCwWEQgEUCwWsbS0hEKhIAyn1WpFJBKRv1EmNDIygtXVVVQqFVy+fBljY2Ow2+0YGhpCZ2cnHA4HVldXMT09jZMnT6JaraK/vx/xeFzkXadPn8bTTz+NBx98EIFAAFevXsXQ0BBu3LiB+fl5HDx4EGtraxgeHhbZFME4Na0HDhzAc889h1deeUUAJhlAXZGBQIK+QGs8NUvI54yQ0e+z/jOwUVmDf3e73RICpySAmwVtzGjX4XojcGakDkDDhpznQGLBGG7Wm3B+DmVwer7xPdS0UupGaUE8Hkc0GsX09DRWV1cbao5Td83vM4JJkjR6Pns8HpHQ6SgCwbw+V14r3cHQWC1hO0xvIowbx2ZSAA1Y70Sz2uyzt2Md3l0Z22Cs+cZJzMQplkthmQ9qiuhY9E6nVeOOmuENADL5Ojo6BJxWKhVJBqAOh7ogtk/lIsH/22w2CW/dc889cLvdWFtbw/Xr17G4uCidZXgTb5fRAWmxPm/O22F22mXa+TV7cBEGbjoIY7Y1x5/zAditBrBrn44Zq1fciqG5Ha2b0fSCavydxnuFG2tmiRcKBQEqNptNZFd8D0vxMHmGUSQ2OWGf+GKxiHg8jnw+D5/Ph0qlItGqtbU1ac7S09MjyTjM4E8kEgI8Y7GYhI3D4bAkTNbrdSEhuBF1uVywWq1YWlrCO++8g2QyKexcLpdrAKpGMwI9I9DQGe9AY9kpspUEzfpaG/0nfzdeE6PmVF87PrR+VF9LgjgN5jSzZ/SJfD8ZW90OnECUycKstpBMJmX94nE206aaTI11UPla/o/NBXQClVGOYTS99tzJfXGndquQvPH49IN/38q2es12rb+7zGobrFAoSFINy2pQx1StbvR9Z1043RGjHWBVZyGazWb09vaK3CCVSqFSqUhPampu2IOe4SQAkqhF5/PQQw/ho48+wquvvorz58/LwuD1etHZ2dlSPdJ2mWYljU710wCrWxXt5zzQGi0ddmF4S7MW+hoCu5rVXdt+0+wp8PE52GzRup3kCjJ4GizwHtFaRoZ0WbuZG7pUKgWPx4POzk4Bjyy/R0AKAIFAQIq22+12mM0bRfZZEzsUCsFms+Gxxx5DPB5HIBBAX18f3n77bSngb7Va0dvbC2BDhsS6m6wgMDw8jIsXL6Knpwdra2uIRqMIhUIYHR0VGdb8/Dyy2SzS6TSOHDmC7373u1hfX29gVb1er9QO1WOj1wSOTblchtVqlfGo1+si/aJ8SxMYejOsCRMCOqM/1ddFX59m15hzhQxqMykJfRpf02xOMeLHqBmvJaOB1NuSVMnn8/B4PNJeN5vNyniRaS4Wi3C73Q1MPfWqHE8dqQPQ0F1SJwIaNwjNALaRCf80rNV78HaBqn5fs+8wbmo+SduxYJWT9FYWCAQwMDAAu90uyUMsQcEdtO4uxAuin99q58kHy20wtJ5IJLCwsACz2YzV1VWk02nMzMyII5mamhIh/6uvvopQKAQA8ll9fX1wu91YWFiQLFI2DnjiiScwPz+P/v5+uFwuzM7OykTZs2cP5ubm0NXVhb179zaMBasCAEA0GhVwOjo6inPnziEej6NQKAgb8bWvfQ2VSkVAFWuLMnu9Wq02NADYzFphYJnhqllobQMDAw3P2ZjB+DddBYHsNhluNhvYyoaHh7d8zVZ1VnXSAENP7733Hl599VXRyvX19W35PSx/xuLmZG48Hg8mJibQ39+P1dXVLT+H47eysoJyuYzHHnsMPp8PwWAQTqdzWwo601rRdHHD53Q64fV64fP5JKybz+dlXG9lrWjA6RO4cPE+10zRZ8Fauf49PT0YGBhoqEbCRZwMHgDxnwzLaiZO6xm5oSMLykWfG3gmnbrdbgAb15ObxIsXL8JisSAQCCCXy8Hn86GzsxNnz55FPB6X78zlcujr6xOf5XA4pF89C/sHg0EBUo899hjeeOMNPP3001haWkK9XpcEqkqlgoWFBcRiMYyPj8NqtWJsbAw///nP8fDDD8NqtcLv96NerwtxMTo6Cq/XC4/Hg5/85Ce4dOkSAMh5AzcL8wM3I2QkNag/5bkwWZMlm6h51+/Xukle19nZWVitVqyuriIQCCASiaBcLsNut2N1dRVutxterxf1el3uM61N5mfr5DoN/HR1Ag2GdDRMEzOcG/p3EjAaRHI80uk07HY7stksbDYbMpkM3nzzTVy+fBkTExNS7Ua3RaXWlTKsXC4Hh8MhettyuSzgnms65XqUapElJ6COxWLo6emRNSqZTIqUgRE16m71+epNgB6TW5lRJ2qMRhhfy79xHdWtxDOZDDwej0RFdbIbK2ncynRyXbOoi567m21o22E7Fqx+Vk3rjPhTO6dWdnfd3d0CAKjTYVWAarUqjKwxJGRkAbfLWgEeuryV0Xm3+hntMu0MKpUKcrlcQ6eezwoIutstHo83ONffhHH4rBg3fHoB1gxsu+Y0s9e54TOZTFhbW4PT6ZQuQl1dXZIctHfvXkmeSiaTwozxddRzMprBgvMApLEAM8r3798Ps9mMZDIJv9+PSCQiHQ8TiQQymQxsNhtWVlawZ88edHd3Y2JiAlarVZjVqakp2Gw2DAwMCLv7i1/8Av/1X/8lLCjBDUEQj8uoDaXpsL6xeL/ebAGNumAj28cNAX07iQiCLrLZBKtaXqYT7PR6ADQmZGmGmD5Qv0bX+TSZTHA6nfIeAiwtoWL5KLLKHR0dmJubQygUkjmpj0Wb/h6LxSLn29nZKWSHcT4b9dpad7sZi2r0IcaHHrNPwm7FbhKQ3q5O9XatmS9o94Z/F6zuMGMigtlsFu0pd/Ls9LKVORwODAwMwGKxiDi9XC6L01paWmooGM2dM2887oa3y1ph43Q7QaARuOsw1HYYdWPU9sbjcWGKmi1Gu/bpGBcvneWu2aNd0HrTCAw0s8ZxIxvdDiNrTt1qpVKRQu8AJCFqaWmpgZnt6OhAKBQShszYkIMAjVVSAEjhfiYpkYGam5vDfffdJ9/X09ODZDIJh8OB9fV1lEolTE5OIpFIYHJyUhK1pqen8dhjj2F+fh6vv/46Dh8+jHPnzuGFF14QqRj9p0400gm2GmBp07IiHYIHbiZC8XX6c4BG2QXfwwY1ZCzJtAIQ/SYTrbT2VINjfZzG76P/0wXzmxEd/C5jN0aeK9ll/f4rV64gEonA6XTKvDSSKvoe5rHncjkZb9bwJduo36OrI/DcCaKN9VT1GBDM6jHX15PrULv8v1Gb2oyBNZvN0q3SuJHg8bXjeJgEvRlgboftgtUdZrqDk7GTk87QvJUxAQC4CfLK5bJkjsZisaaTj85C75i3w1rZnZFZpYPj3xgWq9VqW/aTb5dxIdLMKmup7jKrd49p1oQAqVn4btcax0o/aO2a08Zx50aZGk9eG4Z56b/YtYkMIP2XBtQaFJG9zefzwniy8L/ZbJa6nnwtw8+MQFErS10oj53sbjKZRLFYFOnA4OAglpaWBBxpcG8sHdUMqOpzMP5fa0418NDv0RIXjrHuTsZQOpOZ9AZOy+F4nTV5obXHzY6b95Rm94xAi+dtZCK5NjHZrVwuIxKJNABD45jpz+Hxcx1g4wECR+N80+Or2VatXzVev2Z+wsi+flpG8H27uTG/yfcY8UK7ccIuWN1hpvWa+XweuVxOEqdYL37i2JoAACAASURBVHUrc7lccLvdIiUge7G6uopqtYq5uTmUSqWPaffICmz3It4Ks5rJZETryGxQOnGWe6Fe7ZM2OleTaaO27vr6uiR/GB3drn165nK5bikD2N1U3DQNeDTrZAwNt+N7tDFhBoDoCDOZDLLZLDweD27cuIH7778ffr8fZ86cEYlTNBptuM+4gWRd1kAgIA1SyuUy5ubmUK/X4ff7MTk5iUwmg/379yOTySASiaC7uxt79+5FT08PVlZWEA6H0dvbi4WFBdGE9/T04PLlyzh8+DDm5+dx//33Y25uDqOjo8ICM2GIgNoIlnTdUv7UwEe/lgCKIJTXhOdqBCfU01LHyfO3WCyIxWKSzNbf3y/6/1qtJq1N9SbOuGHRTKIR7HLdMIaim2kw9Xyq1+uiLeW4BYNBBINByUfQHbhuxaxSUkC2WEdUCGCN+lk9x7lpYitYPbeMIXB9rzS7Bu0y/VnNcmmob2bCYDNmtd3Hoj9ba3Tb8X27YHWHmRGssqQLk3BaBasM0Xg8HumqxYzbYDDYkD2qs4S5s9zOhbwVsMpWfHQqZFYAbDtY5ffxmoTDYSQSCWEDdkHQ3WE2m03mCjdnLClGNn5kZOTTPsy7wnTxfgIOHeZtl+nQNhfbTCYj9agTiYRUJmFr6KGhIak9zdcVi0Vks1kBckawCgCDg4O4fPmy6E+j0ahcfwDyWZwnHo8HHR0dcDqdyGQy8Pv9OHDgALLZLPx+P/bv3y8NYF577TUEg0FMT09j3759uHTpEux2u2hpe3p6pEUr0MhCGjezGnAZwS3PRSfY6ML2+icTgAjOcrkc6vWNigImk0kkSwSWrDzA8SAQIRmgv1eH/clmGsPSms3ke7QZz4/3o8lkEqnbwsIC8vk8+vr64HK5kEwmG+Re/BxjqSydRFiv1xuYRoJ3LTXQGzICW563fq9RBqAlGdwQcL1sd+UaY/i+GVjldezp6WkqhWsX8cSorB4b+lZGge/UdsHqDjNqVM1ms/zOsh4MjW1lTEKw2+0YGRnB0tKSJGoFg0HE4/Gmk4s3NCf4dmWRtzLRtWaVIS46vmY73E/SyFjoBYA9wLXeadc+XWN95FwuJ22SE4kEksmkdBZ75JFHPu3DvCuMdUu54Onkm3ZKJsiA0bfwcy0WC3K5HOLxuHQlYiSJpfRY2aKrqwsOh0PueRad5+eXSiXZoO/Zswd79uzB4uIirly5gnvuuUeYW+r5mRFeqVQwNDQkMoRsNouBgQF0dHTIPT42NoalpSX4/X68+eab8Hg8WF5eBgDx0TabTQAQK34YqyVof6VD0UZAtxlrpZlVLQ/Q7Caz3q1WK5xOJwqFAiqVCiKRCDo7O4W55PHV63UZXy2xsFgsDWBMM8L8Hn2s9I0aBNJH65+6uyJzNWKxWEN4XreX3Sx8z3Em61wul0UnTLbUCFYJ0DXTzY2AkSG+FVjl3/nzk1qLjCCVfzOZTNJafbNNQjtMX1OCVPrVTCaDYrGIBx544I6+Yxes7jDTLd50EhT/1wqzyuLYLpcL/f39UtoFAEKhkAjJm4nE9fO7CaxqPRYdDR0UHdF2mRa3VyqVhtI5Wiu2a5+uJRIJlEolJJNJhMNhZLNZrK2tCRO+nY0v7nYj49jV1SW1no0h33YYGVIu+iza39HRgUgkglwuh3A4DKfTCafTiUAgINfM6/UiFArB5XLBbrcLiKFeHIBku8diMVSrVdhsNvh8Puzduxfz8/MoFotwOBwiserp6ZH6qcViUdpQ22w2mTdOpxMulwtf+MIX8KMf/Qjj4+PweDw4fPgw0uk05ufn4XK5BBjm8/mG5CXNTjZLeDEyq81YPZoRuBrD7vRJZLtYiYDtRtmSVpfAIjnCqJCReSyVSqLhJZijJKtZZjhZT+Cm32ZSqmZVuWmpVquwWCyIRCJCltCvEkhrzS/HRxMrWi7AxhF8ny67ZBxTo+7XSNjoMSZYNf5dyxraCVa1JtQ4znxsJsEwHuOdWqFQQK1WQy6Xk8oZi4uLmJ+fRzAYRCqVwje+8Y07+o4dC1ZZlF7vYowTLZfLIZvNyt+1hoPFh7kj0BmtujwIdVK6pIYGPybTzdIq1WoVq6ur6Onpwb59+xAOhxEKheDxePDBBx+gp6dHHC9vAN6kHo9HnBT7SrM+rAakiUQCjz32GGw2G2KxGJxOJ9LpNHK5HH71q19hamoKLpcL+/btQ7VaRTAYBLCxCGSzWVy4cAGPP/641Kx0uVz4xje+IVqw48ePo1Ao4O///u9htVpx5MgR6fSyurqKTCYjTQ9qtZo4+1qthkgkIlmWfr8fXq8X8/PzW17LrUAvk8FuZYlEQsaTYD6fzyOdTsuNypI1tzKn07nla7aSJUSjUYTDYVy5cgXxeBw2mw2BQADRaFT6mZOhYVipp6dH9FDcDCwuLiKXy0nbSGreWFeSiR5bGef7nj174Ha7ZU6xdmsr1srYtXKdWmGVH3roIekD7nQ6JalFN99o5by1Zpn3r/7+2dlZJJNJLC0tYW5uDslkEuvr68hkMp+pDYW+/zRrp31pOp0W3TXrDKdSKQmLswQRy0XxntM1OHXrYXYdMplMyGazUjc7HA6Lb8vn83A6nbjnnnswPT2NUCiEAwcOIBKJSOb+1NQUrl69imKxCKfTKeCJQLO7uxtLS0vSYIBNBaLRKFZXV3H06FFEIhEMDg5KeSNqYSuVCjweD0ZHR5FMJrG8vAyn0wmTySR+JZlMYmhoCPV6Hb29vTh58iT27duH1dVV9Pb24qOPPoLFYkE4HIbJZILL5QIAaZUNbPiuiYkJOJ1O0VWurKwIyLFarZLcxYx2yrE04Oro6EA2mxVdKtc2Dbi07IA1Q1kVgA8SIZwb1WpVvl93OeRn8H2UTDDkTNaTfo5/0/eg1pDyHmVnRXYP4zhVq1WEw2FYLBYpC8ZzpA/t6OiQeuFaVsGqEayFXqvV4HA4pH4trydZV34ONygDAwNYXl5GIpGQvAieHzdD9XpdSB9dvpDgnJULjMBaM8H63jPKKHjc9E2UaXCstMyAYH94eFjKVFarVfH9GmswMdvI2GvSRfsD/o+4hBGqWCyG6elpnDt3Dmtra7hx4wbS6bT4hTu1HQtWjQ7VuEPQoQ+dwaj1O+0ym82GcDiMcrmMvr4+TExMoFgsIp1Ow+FwtLSI347pRdc40TmZ+Ro9Ptz56l06S14xPEIHBEBaGDKMpsPYvCnvFuPiyGPU5VZ0Ish2GDVu9XpdWBRjUW3txPS1a9Yn+5O2Vr6rlfulXa9pl+lQI68HtajVahXpdBqZTEbq4LI+Z7u1ZTvJjNnktM0YPI4V9YjNXmP8DM3IlUolWcgLhQKsVivC4bCU4RseHsa+fftw9epVnDhxAqOjo3j//fdFP0tNI3Cz+ocGSrq9tT5e3n+6jqff75cwNz+PwJehb9ZaTaVS8Pv94lN5Hr29vRgeHhbt6p49ezAzMwPgpvzK4XAI0GrWYGQ77339fcb10ig74BrADYkGYLqsWTPbjNXT32msOABsbJLoI7nmsNyV9uuaMWYpM25oNUDW66KxQkQrZmRVtRFMGsPxmi3W6zXP28iUbybxMH7vZklVev7w+5q9v5XEJy1tMOILRnkzmQzC4TAikQgWFxexsrKCWCyGdDot0d52zOkdC1YJqDT9rX8CNwW+HFz9vF2iX2BjAgeDQUxNTeHEiROYmprCL37xC6yvr+PYsWPw+Xz44Q9/2JbvIgDiDlGH5To7O4VJTiaTwtLRmXR3d8PtdgvjQKdOvZXFYoHf74fNZsMXvvAF5PN5mYh8P7BRTD0cDn+ss9SnaV6vV8aADtRisTSwlTabbVuO5dChQ9JcYX19vWFXmcvl5Npp58FEhlwuJ/3CW2F522HNuoYZrRUms5VEuO1ciHWiBdlZhvtTqRTOnTuHfD6PWCyGSCQioV8mRXwS2q670TRzBaAB2HNBI7POMCr9LBcsnUiidYvaH+vftS5RA4l8Po9EIoHh4WEcOnQI3/zmN3H+/Hlks1mcPHlSmL9isYh4PC4JQQztk12r1+uw2+2IRCIiazKbzdLxqbOzE/F4XDoYulwuHD16FAsLC9JCdXV1FZVKBePj4xgdHcXZs2dx4cIFHDx4UBJbDx8+LEB1cXER9Xod4XAYY2NjcDgc6O3tRSaTwUcffSQa0FQqJXOTkSqOj07A1KCxmRmBxmbP9T1nTPbRayH9J1vLshugjvaQOSX7yPfoNcioZ9Zh9mbASYM0joH2kdS1alKG38Oxo+8hSC2Xy1KWzGKxSO1dPS+ZLKijps3Am57PJGvIZvN6kWhg0pp+D8eBUgSjxK6ZnIY6YCOg1BsHjW0060qcU6vV5Px1nVUNqvXcMN6rGvzyO8nEl0olael+48YNvPHGG0ilUtJ6mMy81sreqe1YsOpwOGQgmz2AmxS3bq9Gqp87g3ZYKBTCk08+iVOnTsHtduPChQsSfqcOqF1GcAlAWAGGdK1WK7LZLOr1ukgECDIJmLxer7RUpeNin2WbzYbe3l44nU586Utfwo0bN3DhwgWEw2FZjIANcJNKpe4qsDo4OChOjufGYsh0KgzBfdI2OTkpzB3D7mz1mMvlkMlkcOnSpQYGiGNLWch2JoQxtHgr40blVtYKuNsunTOZPo5lpVJBLBbD9evXEY1Gsbi4iAsXLjR0gdMaL27mPgtGbSEXPYJRzdxoSQU1jCaTqcHHkkHZjJnmRpqLt8VigcPhkM0yIzx79+7Fn/7pn2JqagqvvPIK/vVf/xXFYhHPPvus1DFlQhB9IOUyBAMWi0V0jR6PB/l8XkAP5WBkZuPxOPx+P0ZHRzEzM4N8Pg+fz4fp6WnkcjkBb+l0Gn19fbBYLDh+/DjefPNNdHZ2YnR0FJ2dnbDb7bhy5QpefPFFDA4O4qtf/Sr6+/vxxBNPoK+vD//zP/8j48MqLD09PchkMnC5XDJndetao95e+wWCCJ19rX/nc/0aXW2A15PXEICE8i0WC5xOJ9xudwMhQp+6WQlDDUb1JsEY2dJAnMdnZByBDb/O+3F0dBS9vb24du0aQqEQcrkcYrFYg1ROb6ToX3XonPOU89xut8t85dhrkK8r35hMJil1RimSLmOVzWalUo8Gq5pNJRNvjDLoaKc+/2bGz+T90oxdJYi22+0CWMmMalCrwbveXGosxQhFqVQSyU42mxUW9YMPPsD09LT4Cc4XJum5XK6WyI6tbMeCVY/HIwPOwszNEo4YytGOlOGndiVQ3HPPPTh16hQsFgsuXryIt956CwAky37fvn1t+R4AUhQZ2HAs7G+ez+dhs9lEy5NMJmGxWD42UZxOJ5aWljA0NASfzyfJAvV6XRgnOgY6/I6ODqRSKSQSCQlTb1cZqFbN7/fDZDLJLrIZWG3HDdOKUbxPJ0Wd6fj4uCyQ1ENlMhnRD5tMJtE1kyXfDmu1Q9hW1gpr2q4N4lZm1GUxRHXt2jWsra1hbm4Oy8vLAk7p0K1WKxwOx6alXn4bTXd54qLJ+asZuFKpJFnwZNW0JlUvgs0SSXRnN4beqbtmwtLAwACeffZZDA4O4vTp0/iXf/kXHDp0CB999BGCwSBu3LiBVColLU6pRWcCI2uXWiwWIQl6e3sRDoclmYjn6XK55LwYGbv33ntx5swZ0XKnUinRnY6Pj+Po0aMIBAJSMeXcuXPo6+uD2+2Gz+fDgQMHYDKZ8MYbbyCfz+PRRx/F0aNHceTIEVgsloYIm9Y9cqNAVpDjSXBD2yycTjMCQn0d9Os0e0ufxM0+P4c1WAk+CLiMUaFmZjKZhFXTbKDRR5Bl1nItgjeCQ/ry8fFx7N27F1/84hextLSE1dVVnD17Fu+//77oRvk5ZDl5PpyrOuzOiAGfczPDsafxd94XfD1zNwgaNdDV461D6STJjPK8zRIVNeusJQL6GnKd0eCYY8mNB8dBR5f5GfRzxqg0H2zIUS6XpfpQNBrF3NwcgsEg5ufnpVIIq2fwHrdaraJnvlPbsWDV5XJJqIqLv64Jx7AfBdIEq3pH3S6w+oUvfAGzs7N48803sb6+3lBsmULtdpkuLeJ2u+H1emWXp7Wx3P0xTMKbFwCCwaAkl3k8HrjdbknUikQiKBaL2Lt3LzweDw4dOgSTyYTl5WVEIhGkUin53u1iyVoxOh097hqsbmdIl4tkvV5Hd3c3ent7EQgEGpxBX18fotEoZmZmEA6HMT8/j0QiITf9dofLt7JWpAKtyGq2a84w6YDC/6WlJczMzODGjRuIRCKy4SMj5vF4JKFLhz4/C8bNFRloHfYDbob+ta/l+5hcoUOROrrVjEHq7u4W361ZqsnJSRw/fhzJZBLf/va3EY1GMTQ0hDfeeAO9vb2IRCI4f/48ksmkAOd8Po/+/n7xX9r/k3Xt7u7G4OCghIXz+Tzq9TqWl5fR19eH3t5exONxXLt2DZOTkzhx4gR+/OMfIxKJwOFwwOv1oq+vD2azGR6PB1arFf/7v/8rvnVubg6dnZ0YGhrC3Nwc9u7di2KxiI8++kgSG3O5HB599FGYzWa8/fbbmJ+fl7qtTNghE6l10xrM8DmviRF4abZSP9egxii9MJlMsm4SGNpsNtjtdrjdbthsNgE+Rs2iZg11FGMzYGXUxBIoa39HKQGBqt1ul88hoLbZbDhy5AjuvfdePProo7h06RLOnTuH9957D8lkUiKHRuBOfbP2rTrCqJl3ziF9bGazWXTRwEa0yel0Yn19Xe4dnTCmv1tHKoxl2XTitn6PHkMN+jcbX/0dmsXl/NGSD+M93uxzeJ0poeDfkskkZmZmcPnyZUSj0YYELVbLYDk0JnZ9puus6tp03C0AN3vCczdjpL35Gh0auFMrFAqYnp7G7Oys9Bt3Op2YmpqSXX+7rFqtSvtOh8PRAM7IEGlHoktcMUOSjpw7JgByc5PqLxQK6O7uFqfF9oNMNiDrumsfN44p2SddzoWO49ixY1hfX0dHRwfcbndD6Q8CrVZq5rbDWmEQW7nWtwpd0bYLhFcqFakgEIlEsLq6inA4LEw2WXi20uTu32q1tlVntROM+jheY+0zaRoUGX0pgazW2W1lBLi8JywWCwKBAMxmM37961/jxo0b8Pl8qNfryOVyGB4ehs1mEzaV91g+nxdQoUsykZ3kIs1wNu/HSqWCdDqN1dVVTE1NScOBtbU1uN1ujIyMIJFISGSqVCqht7cX3d3dSKfTIkcAIBVg/H4/Ojs7EQqF0NXVhUAgIJuAeDwOi8WCBx98ENlsFvPz85K8St+r1zOONXDrpB6jGWUCOozNvzUDKPp6a1DE9wCNYFfXNtUgVQNXo+5Rf18zME3TGxuCWbJ1ZDDJwFJrTKImGAzi8uXLSKfTQmBoQExwzu81AsZm/sl4/lo2oEmwer0uLLjW4BplNM0SpYzjoBsxGMdYr+18jQai+rz09dUREL7POA822+TwfaxRHAqFsLa2hnQ6jXq9Lm2Ee3p6RNNMLfNnPsGKpaJ0pyUADRmglACwDpyeMFqnc6f2ox/9CCsrKzJZE4kEBgYG8PTTT2N+fh6nT59uy/cAkJ0N9UQEp6TfPR5PQwZrd3e3PI9Go+JUzWYz8vk8VlZWRHPGxYYMCm9gp9OJgYEBHDhwAKFQSBiNu8m4u9MOX4ef+L+tjGzJnZgOK9Gh6VCa2WzG0NAQ+vv74fF4EIvFMDQ0hGvXrmFxcVGyobdrM9BK4hmZyFtZKwBvu0LrhUJBEnCuXLmCa9euIRgMSgkej8cjzJvL5RJQwnuAkZrPgo2MjIgvzefzyGaz0iyBnb201o6yq0KhgFQqhc7OTjgcDlit1o/pXI06RIbdOQ+YQc8N3Y9+9CO89tpr0mUvkUjg8OHD+MM//EP827/9G5aWlmC326UBSjweRyKRkOvG+tGRSESShHK5HCYmJhAIBKQbFo//jTfegNlsxv79+wEAH374IR566CGcPHkS9957L6xWK+r1OrxeL4aHhxEOh/HRRx+hVCohGo1iYmICmUwGHR0dmJubw+/8zu/ghz/8IUqlEk6dOiXnlUgk8Prrr+N3f/d38fu///tYXV3F1atXUa1W4XK5ZF4aNascIz7X2naOr2bEdZKbZs4IdnQ0kWBHt902glmtoWconZsVfjePSQMobUbWr9kc4XcaKwsQfJGEoo9hOJrfu2/fPuzbtw+FQgFnz57Fyy+/jAsXLkiCndfrlbqsWktLjSs7MBlBtf6pwToZVs475sLQl2qwStzBKgV6LdIMpgbCRqmAZlj5O4ExrzkjFfybTv7iteR3ciybbSz1MXM9zWQySKVSmJubw+XLl3HhwgWsrq6iVrtZzoyRKZvNJp/Psf5Ml66i5okhJDpVrf3QE4CTkjurdjKrb775JsbGxuB2u1GtVjE1NYWTJ09iZWUFb731FtbW1tryPcDGhCOzaqwGYLFYJIGK4JMCcC4slUoFU1NTMrGpq6W20mq1isNgNYBarQan04l7770XLpcLly9fxvLyMvr7+9t2XndqercN3HTEXCC3kynjLl/vXHVXHmCjFmtXVxfcbjc8Hg/6+/sxOTmJq1ev4vr168hkMjh79uy2HG8ryVOt3CutvGa75BjlchnpdFqSqebn52XMuakjyOnp6WlYvKjL/Kw0BZicnBS/kkqlJJTa1dUlnbyYqMnrR3/LKiLpdFqkLhosaaM2nvPE5XLJQphMJhEKhbC4uAiPx4NoNIre3l50dHTg5MmTuHr1Ki5evCiJIna7XcqOra+vIxAIoLe3F8ViEb29vbh48SKADbkNI01er1ey77PZLLq6unDt2jWpfXnw4EHs27cPs7OzuHHjBqampkSjPzIyglgshl//+tdYX19Hb28vfD4fkskkfD4fOjo6kMvlsLi4iL179yKZTIrEau/evbh27RpKpRJeeOEFHD16FF/+8pdx/fp11Go1xGIxOQYNIHRYXwMXo212TxkZNQ3GGCZm+S79On6n8Tv06zcL9xs/w+h7NSCjTIogVz+4rrGRCo+9WRhclw5zOBx48skncfToUZw7dw6vvvoqlpaWEAwGpbYtk5GBDdBrs9mQy+UkZG0cf+N85oZLg3Uy+7qTE1+vGU+OJa8NEzt1Fj/QyKw2+wncBKScM7wn+T+yyRrwk4XV1894nvr3Wq2GRCKB2dlZLC8v47333sONGzdQLBYlWkHWmzhERxQ5Xu0gBncsWD1+/Lgwp9lsVvRKDGFXKhWsra01lGeKRCICVqvVKqxWqxT09/l8ouOk4J2t8YwXUdPy9Xod9913HyYmJoQK37t3LyqVCp5//nmcPXtW2N7Ozk5kMhnk83kEAgHYbDZ4vV5hdf793/9dWAqv1wu/3w+fzwen0ykZ/cViEWfOnMHFixfR19eHQqGAgwcPwuPxIBQKCbjs6upCMBjEwsKC3FDj4+NSCJqsg8PhgMVi+Zi+kwkKMzMzSCQS8Hg8OHDgAAKBAHw+H0wmk8gQqtUqotEogsEgKpUKHA4HXC4XBgcHsbS0tOW13CrczYxesjfU1rJodH9/f8NNwpuY14s3cCusaSs3FXWlxpIt/L2V7HomqNG59/T0YHJyEpOTk/Ka//iP/8D8/DwuXLiAWCwmDKDD4UA2m0UkEmmpwkE8Hke5XMaxY8cwOTmJvr4+XL9+HclkEnv27GmJJR8fH9/yNVevXt3yNeFwWBLOuFCzuLzX64Xb7W74Ls0WAI1OmLpFJlfoENhzzz0nSWzcpHm9XkmecjgcmyY+2u12+P3+Lc/lt8VYIs3lcsHj8SCVSiGfz2N9fR2JREJK5QE3S+dRQpROp4VJYVa7jiwQhAE3AS4ZbOroGUpkghWz8w8ePAin04kTJ07gL//yL6V1I5M2eL3D4TDy+TwOHjyIz33uc7h+/bqw5qVSSXyu1+tFLBZDrVbD+Pi4MHPr6+s4ffo0bDYb7rvvPly6dAmZTAazs7Po6+uT0n31eh2hUAjj4+MYGBjA+vo6PB4P1tbWYLPZcODAAeRyOXi9XlgsFkSjUcRiMUxOTuL69evCvn344YcYHBzEF7/4RZw+fVrIEwK3ZDIpzDar3jARyRiaJdihlIBrhL5vjOyZ1+uF2bxR3YCluxhtpLyMiTX8bJJDHDO9IdeAR2smu7u7P6bTBG7KGnQ4W28auRbxuIyhcOM46PC7XtsfeeQRaZf8/PPP4/nnnxcWtFarNdS9zWazCAQCCAaDEo2lBtVisSAWiyGZTEqDhkqlgsHBQUSjUdRqNYRCIYyNjTUkLmncoFlYXRKO4XstYQEgVX10aSpddhOAVCzxeDwyfuvr64hGo8hmsxgfH5coCWt9a4JLM7zU+fJaab3/+vo63n//fVy5cgUzMzNwuVzo6+trSE7jxoOlzfg3TSDeqe1YYZZR58EBIWigQ9R1zZrtJNphXq9XkgZYLoULJLABRLgzNYbFeC6VSgWBQAB+v18EynpnwrAHO0Jw0WZnlbW1NdE9GnW6xjBDK3b58mVJPJmbm8P09DTsdjsOHz4Mp9OJRCIhE1ALto1Acdd+cztw4ACmpqYwMjICm80mIJ2hLb2RutVju0xHNW71MGa/GhsmtGKMJOiawcViEbFYDMvLy5Kkwo0XnSh9wWclxN+KcbOlqyE4nU54PB54PB54vd6GzkVkoYGPs3dbfQ/9r87M5jWhttPlcuGJJ55AR0cHjh8/jtOnTyOXy4lf5HvYwScUCiEejyMUCsFut6O3t7chl4FAlZpSm82GkZERFAoFuFwu0TW/+OKLuHbtGnp7e/HYY4/h4MGDAICBgQHcf//9WFhYQLFYxNLSEur1jY5VpVIJY2NjqNVqWFxchN/vR6lUkq5BAHD69Gl8/etfR2dnJ959910po/WVr3xFQLDJZJL6lVzDmNDDygXaNmNaOY783Rg+ZnMD4GYjFTK6RtMZ5GRfed8105lqMNnqfWxkZmn681vxcVv5ua9+9av4m7/5VgCzXgAAIABJREFUGwwODjbUBu7s7JRwtl6Ptd7UyCJrWUwzVpLntdm53sov8h7RLDPvT/07X6urKGjjxkVvDJodl1H/SjBcKBQQjUYxPz+PN954A3Nzc0ilUnA6nfD7/ZJ8R/9Lkk/LvNqNs3YsWNWTgxPAGELgADa7oO1cyN1ut9zAzJ4jw8mdYrM6anT0lCiQWdJZmNyJsb4hWT0uvOl0GuFwGPF4XBZoglOjPuh2svIWFxdRq9XgdrtRLBYlUz0QCEhrWC285nOtE92uZJrfVhsZGcHY2BiGh4elFWMmk0E6nZaQ090EVo0humYPDVaNoJWbnVaMzpiOkno8JslwcQUgoJb3DLB9VQl2gulNA6MsBK1k85k00SzLulVJFa+5kQXX4KqjY6MddiAQkCL/ly9fFhDH4+D1s1gs8Pl8GB4eht1ubyjtxwYDzHBPp9OoVqsyF+LxuGiXTaaNltcrKys4e/YsotGohIoPHTqEcDgslVB6enowNzcnTD1DoYlEAg6HQyRVBKurq6sol8sYGBiAzWbD8vIyHA4HVldXMT4+3rCo8zwJRgiMbhUVagZA+NMIUjTTbSwnpI9Dr1UEMPTxXJeaAbRm0oBb2WZAdTM/ttX/9E9tExMTOHHiBE6cOCG1VQFIy2kmAel1y8hi83eWPmuWONRszJsByVsBVn39mz03AlUjSATQoDE3Hn+z60P/y3u5UCjIxv/q1atS+s1ms0krbCPG0oTDJ0FY7VgZgNbZmM1mCRswvF2r1aSbRLFYFBqcN107Nav79+9HoVDA2toaisWiUPEU+3s8HtGA6YlF7QtBx9TUVMMNqCcOLzqLVPt8Pmn7x37Jo6OjMi6k8bWWk1mwrdQ8u3btGgKBAPbv34+TJ09icXER7777LoaHh3Hffffhxo0b4vh0f+GOjg7RQLZS7mjXNrf77rsPg4ODsmi+9dZbImehoP1u2hC0on1l1jjvUQ2AGHJrxXgvMZpBVvXq1au4ceMG8vm8vMZut8vCwsS1u61d8KdtBIocMzJ6DKXHYrGG0lVaD6fDl7cynUugQQE3t52dnThy5Igkgy4sLODq1as4d+6cSAVY1zIWi8Fms8FkMmF4eFjkLR6PB4ODgxgfH0cqlYLP58NTTz0Fn8+HDz/8EAAkGYqg1+VyYXR0FA8//DAuXbqExcVFZDIZjIyM4PDhwygWi3jllVeQTqcxNjaGer2OlZUVzM/PY2JiApVKBT6fD8CG1IH61oGBAXR3d+PNN99EOp3G008/jQ8++ABXrlzBr371K5RKJfzxH/8x/vZv/xb1+kbyFGUyrMbCCIouH6XHk2PI/+nXaJDE/zHBCIDofgn8+XeGbunfeY9xg8g6psbv0pvRVsGqcbMKNBI5xjliPCcCLH4WN0BGwFgoFDAxMYG/+Iu/QH9/P1544QWUy2Ukk0lUKhWMjIxIUjHBqI4Y6s8kaGNdX83CbrZx4LXSG3J9rLwvtIxAa025aWEov16vC2Bke2/qq02mjdrD3GQ2GzPjMXITyUgEN23vvvsuzp07B7vdDrvdjj179ghZRZKNvpubXX1N2mk7FqzqjEk6VT3JAUgSEouv692T1n7cqR04cABzc3NYWVlBpVJBJpPB0tISisWi1G1k4pKxkwRLSHV0bNTjI7hmxj0XCIJsi8WCgYEBOBwOkQGQISALyonLWrK8EehEWsn+HhwcxOuvvw6r1Yqvfe1rmJ6exvPPPw+Hw4Evf/nL+MpXvoJf//rXDT266QwpidgFq3dmXV1dGBoaEp2l2WzGwsICZmdnZfHerq5crVgrQJOsFhdNFmnn3Gm1GgMXRb2hC4fDmJ2dxeXLl6VJBGs1EthTp7cLVm+ajopwM01WxqhnJLOmw/mtbvzpe3ntdKIrdYYHDhyA1+vFc889h4GBAVy7dg0Oh0MakhBIEcStr69LkfKTJ0+iVqvh6NGjkhxFzelLL70k131xcVGOJxaL4emnn8bevXtx+fJlBINBdHR0YHBwEH19fVhYWMCFCxfQ2dmJVCqFSCQCr9eLsbExSeyiBpo6Tkak4vE4uru74fP5cP78eYRCIfzVX/0VXnzxRfzsZz/D/Pw8rl69imeeeQY//elPJZnFZrMJwUK/zaYhGvxoBlSDHl4fgiJG+Ag2maHN2rRaPqajcTSjVtSo628WNbldsKpfr0Eq55Vm4IGPA73NQCvfyznu9/vxJ3/yJ7BYLDh//jzOnDkjmlNufllOTBNbWhpQLpfhdDrhcrmkEcBmYXbjhoLXQoNbzarqsdeRV61dJVjl5p7zhJ9B2RPnZrMNjJ5LerwZvZuZmcGZM2cwPT0Nm80mG0Fq+XW1mo6ODtjt9oZzMM6PVmUht7IdC1YJjrSDNYYW2eebxaApPteC5XbY8PAwVlZWAEBKj6yvr4vInzopLVUAbtYtI+Dmbo4XlhOViQnValVad7rdbpjNNwsR2+12BAIBzM3NbQlWW7EnnngCzz//PF555RU88sgjuO+++3Ds2DGcPXsWExMTePzxx/Hmm28K2NZMDMuE7QKCO7O1tTUEAgGMjIxIkt3169fx6quvYn5+XmoJ3i3WCtCs1WoCSvk75/ztgFU6cLbLjEQiWF9fx/r6OsLhMEZGRkQmoKtikP1tV1Tlt8GoRaR/0kCI0ah8Pi/gx9gwodVQH/0tfSAXPEaB7HY7hoeHUa/XsbS0hKmpKQGPo6OjAhY9Ho/IYtjxzWw2IxKJ4KWXXoLf78fIyAgCgQAuX74sshCWrKrVahgaGoLFYsEXv/hFkVO9//77SKfTmJycxMGDB/Gf//mf4n/Hx8cRjUaRTqdRq9Vwzz33oFgsYn5+HgMDAzCZTBgfH5dxqtU2KqjU63WcOnUKP/vZz6RSCzf/4XAY7733Hr71rW/h5z//ORKJBEwmE9LptKwRHR0dyGQyUtFAj7tmHTVY5PXQ64heX0ia2O12OJ1OZDIZaWTSbPNBkMsQOIG0BorNHq3MC65JxrCxZnl5jgRvWtuuj0GDVv1/AFLCrF7fSBj7oz/6Izz++OP43ve+hw8//FASp5i5rnW6lNdxvSUb73a7hTTT42A0zQBrDWkzQG1kkvkeYgFdXox+jeCXQNVut0sjC6vVKvftZqBRn2M2m0U8Hsfc3Bzm5uZQKpWwf/9++P1+OBwO2UhpBp313XkuHDc9J1uVd93KdixY1WEJTUNrDRs7nVAHRakAgI/dkHdiHo9HdrIEytlsVhbhUqkkOxy9Q9V1z4CNckbcuRFs8sJzJ8YsRSaRsXoAdSScdMxoZLan3l23YlNTUzh27Bhee+01vPjiizh58iSeeeYZRKNRfPjhhxgbG5PJyu8ig0XAsQtW78wSiYQwIB6PBw8++KD0IX/nnXewvLx8V9W7baWWnmYDCFZ/E2aV2eiJREK6q8ViMZnvPp+vQT9Nlt9sNkvh/13bMDJrXOw0UCLIpx81m81IJBIfA6ythv00mNF+rVbbyIZ3uVz4v//7Pxw7dgwulwvZbBbhcFiaqzDzeWBgQKqUBAIBAWCdnRttirlB1yzq0tKSEBvRaBQejwfvvPOOsIu5XA61Wg2HDh0Sacrq6ir27NmDYrGIyclJrK6uol7f6H41OTkpZZG4/uzZs0fGq7+/X9jXJ554Au+99x7eeustPPnkk/jHf/xHfPe734XX68X6+jomJydx7do1dHd3I5VKSS1ZltliecZmIVyjRlXrU4GbtVLpq9mCkyXckskkEolEQ36E1h3yOukwPT/byOzerk6e66Y+LzL2el4ZZQCaWdX5Ezqkrb8jHA6jr69PfGpXVxcmJibwrW99C9/73vcwPz+P/v5+1Os3ayzrTP16faPiALufsToNmz3oJG5+pz52jtVmY6PBNr9Lg1f9WbrOrb4m1GZ3dnbC5/Ohr69P8mU0u6u/k5/NWuzc9K+urqJUKsHv98Pv9zdIqfg9vEban5JU41hobe2d2o4GqxwIglYifF4gu90uF4rOR+9Y2gVWdbtCsjmc4NTOOhwOAGgAqzwP3myhUKjBeeubluG3eDwuVQE4gZj1R+0od4V0PPxMsp+t2Pr6Oo4fP45MJoOrV6+iVCrhySefxAMPPIAzZ87gJz/5iYB0XUNUT8zt6gP/22oWiwW5XA4rKyvw+/3weDziJLq6ujA/P4+XX3750z5MsVbAKtlN3jNax8253Irl83npQBQMBhGLxYSRcrvd8Pv9Mi/J/Bs3tdls9k5P+bfCYrEYuru7JdFIb7x5bQgIOzs7pV7t7YZ8dURJ693okzo6Nmpgzs/Piz5udnYW2WxWEqX6+/uRz+fh8XhkgfZ6vQA2om0+n69hIwMA6XQaADA2NibJr8ViEe+++y5MJhMCgQA6OjqkBTLbsBIwT09Pw+FwIJfLwel0CrsYiUTg8/mQzWaRyWQQiUQwNDQk4V6WALt27RqefPJJ9PX1YX5+HleuXEG9Xsf999+P1157Del0Gp///OdRq9UwMzMjOQz0+dSOGpk7Y4iZPzmeGpjwWrG8GPWOrLBgrPPJ72bkjxpanfBjDMPTmiUmbWb6czTw0us0P0ufrx6DWyVW0ah1ttlsAtjr9ToOHz6Mb3/72/i7v/s75HI5IZd04wpK6ywWi9wjHMNyudz0XmgmDdDndatjNo4Hx0hLBPTYUhZAUo5t1FlCTb+2GetN4ozJqevr66LLHRkZgcPhaEj2pq/m+FOSqM9Hs7jcHNyp7dhqAJvpajbLoNM7RWMW4Z2apvSNlDdB8a2E53xNLpeTGobGIvKcZMxeTKfTyGQyDYBQ128zAl7NYrRisVgMTqcTk5OTMJlMWFtbw9raGnp7e2G1WnH9+vWGnZleePTNuWu/uZF95PXm3/x+PwYHBzEwMNCgqdrssV2mIwe3emhnbJTutAp8yF7l83m5Z3TmNENkxkQg4GbZq13bMI6hri+pi5gDNxlxXQ7wdnVo+vpqn2H8e61Ww/T0NBKJhGT2M3GT15LXniUCKSUgoIrH40ilUkgkEuLLdEkrMlRkLJ1OJxwOB8rlMoLBoJTBGhgYkFA8yQAmtzBXgIsxiQWCcvrntbW1htrZJpMJH3zwAQ4ePIhcLofZ2VnpaEfwoztHNWttrcEpzQhymv1uXIt4j+h1Q2sp9TXhuDUrfE+73XVms9C5/ixg8+o9+vu2AoAkuEgscR6Pj4/jqaeeamAxjaw/x0RfY83gGs9jMznAZsd3q/Fp9lx/lr5mxD7NKnfozzB+LoEofSllBmTh+Tn0C3ojoWUZxmPmPPpMa1Z/+tOfioh4ZGQE4+PjUhfQ7/fDarVKFxu2W2XiE7Upg4ODDQBXs5R6VwDcBKSkufWN/NOf/lQKQEciEczOzkqonj9b6YbjcrlQqVSwsrICj8eDp556CplMBm+//TbMZjMOHTrUkBlIVjORSGB1dRUrKysYGxsDsMHKsSWtvvkqlQquX78uk9ntdsPlcn1MOH/o0CGYzWbMz8/jwIEDKBaL+P73v48nnngCzzzzDK5evYo///M/R7lcxl//9V9LAsaZM2dgsVjwe7/3e3jppZfgdru3PG+73Y58Pi/tHXn8rO04MjIiiVtkqBOJBJaWlpBIJHDhwgUMDQ3J4qedPBkEY2hoM2vlptIhZGPReqA1Z9SK1pSMEbCRUBgMBuX5kSNHcOTIEXR2duK1117DL3/5S/T19UkYqKenB/l8HrOzs+jp6cHRo0fx0EMPSUmgTCaDwcHBBn3XrayVnXErTDpBEXXkLpdLAAGBRivsf1dXF3K5HNbW1rC8vCyJU9Rq6XnUrMB/pVK5q/S+n6Z98MEH6Ovrw/79+8VnAI2SCUqZKpUKBgYGEIlEMD8/L9pTNgMgiOXvuiuQZmwJLBl+BzYYrMuXL8NsNiMUCuGXv/wlFhcXYTab4XQ6pYRevV5HJBIRtouJLteuXcPU1BRWV1dRrVYRj8flNdzcLSwsoF6vIxAIYGVlRcBqvb5RjWV6ehrJZBJnz57F5z//edjtdhw/fhzvvfee+FSz2Yy1tTVYLBYsLy9jZGQE8Xgc0WgUwAaLR8LB5XIhmUzCbrdL0xin04kf/OAH+PGPf4xXXnkFFy9exNNPPw2Hw4Gf//znAp4zmYyABjJ6nZ2dDRn85XJZ6s0CgM/nw/r6OvL5vIB4AEilUtizZw+y2SxcLpdUk6lUKvD7/bBYLMjn84jH4wgEApLvwHWmu7sbTqdTdI30gc0YUZ0cpddRzcLyPToiR/+tNzH0KXyufQM/RwN7zVzqdZI/i8WizFm+3+/34zvf+Q6WlpZw4cIFqSTCY+e65PP5EAwGYTabMTU1JZ2b+JlcazczLVvgeNGMYFtHZvl6LTXgedLXA5B7w263o6+vTzZVwE1AadTF8vzi8TiWlpZw7do1hMNhuc95X/Oa6MotPp9PIslMBifeAjbWye7u7raB1R3NrOqHRvtbTZq71fRE0kwU0KjjuZXpbEEjJa93OfrG1uPF/0WjUVSrVSkA3NXVhUwmg3A4jGq1iuHh4U9oFHbtdoyMEStBkJFnUh47Zd0t1qzINTeKt6NtKpfLDc0uONeNC9qubW3sAJhIJGSx4SbGGO4li6hDk79psqqR9avXNwrtAxDGkqCWgJblqpgs5Pf7kcvlEAwGYbPZEI/H4fV65bMZtmSyEyUAzG1g1ILtUVlmsLOzE4VCQWqk7tu3T0Caz+eD2+2G1WqVhgScx+l0GleuXEE8HgcAySUIBAIYGhqC1+vF3NwckskknnvuOfzZn/0Zenp6BEwCkPwGygGYWLvVoq8Zat5H+n7S1Vn09SQAYU4Erdmm+5OKljVjRZv93s6IqNG+9KUv4cSJEwA2xpLd8TgmlA1xQ6YxhtbTtsOMUSh+hzFyqh8ErrpQf7MospHhNZs3EsdyuRxyuZyw+2xmZMQRBM1AYxK4jlzppPd2jcuOBasM++hWZcbHTjOeD0MtvOBcEFphrrRW1Vj2Qxfx5WLDcWR4i8AhHA6jVCphYGAAXq8XHR0dop9Mp9M4fPjwJz0cu9aCDQ4O4tChQxgbG5NyZ6VSScKjQ0NDn/YhNpguXbXZoxXLZrPI5/MNZd10GGzXWrd4PI719XUEg0Gsr683LFhcmCmdIFtCLZxuVrKVGUOWwM2EGC7+U1NTSCQSqFQqGB8fl2tptVpFpgDc1PH19/cjHA5jbW0N9Xod2WxWSkjpJCBGeNLptGgTyeSXSiWsra0hFovhwQcfRGdnJyKRiMgOYrEYRkdHMTIyIgx+X18farWNiifBYBDRaFQqW8zOzsr5sNUx9bb1el0kDr/4xS+wsLCAsbExBINB0RgSNOoGM2QpjeH/ZhpJALKhYBlBANI2V2fgkxnT+kyjrlITJvp5O2wrQKoJnGZMZDuB6+c+9zn8wR/8Abxer8xri8UiLYc591iGkmw31+d2+p1m0ihNxunkL24sbTabaFXZrMJI5gGNiVVMhiIRlUqlUC6XP1aKje9jYjeBMCuF5HI52QyRdNDsdDvIwx0LVpnpTgfW7LHTjAsvnQjLXjFE38qCoEtWkWHVO+ju7m4JXwCQBBSyKXqnzQWLuye73S4FuckC7Nqna0NDQzhy5AjuueceCRfmcjnpLx4IBD7tQ2wwh8MhjpBl2Pg7Q6WtWDKZRDqdlvCTDpPuZvrfnjEMuLq6KmCVIVSdrENZjc1mE1kI6yy3Wvmj2aJJMFytVvH9738fn//85+F0OuF2u1Gr1RCJRBrKJTE5j92nMpkMzGazJNgxq5++jowTy3CVSiVkMhnR4wEbfvDcuXMol8s4ceIE6vU60uk0nE4nVlZWkEgksHfvXmFPnU4n+vr6MDo6KrIA4GbpJ5/PB5PJhOXlZQwPDyOfzwsr7HK5MDIyglwuhxdffBGPP/64JDBxc2kkJrLZbEPkwRhB0GCV4WHgpnyHGd8EMdxokKDgpoTghe/RrLrWGbfLjGyh8bHV69pp3d3duO+++/Dggw/K3wjeyTzW63VJOGLSJo+jnWB1Mw0/waeOhrI0ps/nQ39/P3p7e4WJN+pLjYwocQVL/pXLZakwpGvX07dSPkgSjTrXbDYrc1ZX5mgr29y2T9pmMxaU1kyr7gSxk4zOgxODToWTrRVmlbstPZl1IosO49EB6fIcfB2zJTmZqaNiaZjdBJW7w2w2myRc2e12SQLQJWjuJqOz0w9dzup2SldxY6bvdaPYf9e2NvoAhj01U03TyaMcY63hvx1/24xZpZ+bmZnB+Pg4MpkMQqGQ1JHm8RCI1Wo1OBwOSTzU5Xk020SARyDBY+airOVP8XgcN27cQCAQQG9vL1KplABClrfyeDxS7YWtpz0eD8xmM4rFogAa4KbkxWq1yoLOkkDMTmf0isdITazW+FJvr6MGmyUjElxoBlYDFGr4CUx16FZLxDRIMYaNW02CbHUu8Nj0c+Pv+v+bvaYd1tnZicOHD8ucZDMhAKJtpkxjOzDGrcZas+NWqxU2m002/CS5gMYx2gysZrNZaU5E5pTv1TJC7V8JnHWbdy01bOc8AXYwWCWzqh+6PulO7J7EbFOTyYSenh6pDUug2gp7wQWHLK12crpHOh0WP5et2sjo9vX1oVKpIJ1OIxqNIpPJYHh4GDabDWtra7vJKXeJOZ1O7NmzB8eOHcOhQ4dgtVobIg4s9n23GJlVp9MpGdh8Tqa1FUskEhKe41xnmKpVwLtrG0agR7DF5CDg4yWRtDTpN5FdGUGQBmRM9rl+/TrMZrMsoF1dXejt7ZWwOyM/drtd6p6SPWXpPuAmaGVolGsG2SAmJjGUWyqVMDs7i3A4jMnJSQG0AwMDUsLP4/Ggr68Pa2trcLvd6OnpQX9/v2hnw+Gw/HS5XJicnJTmNGxawLave/fuRSQSweTkpPhjXe2AkTHqs3VpNyOwrNU26l/yumn2jQCD2l0SDVqPyc2ibgqhw/4co0+KWeUx81yaMaifNLtKcujZZ59Ff38/isUiksmkzBnOLbLmHGuy/Z8EeL3V+bHlK6tMBAIBKXFI3LBZ5r/enLLST7FYlEYRrG6hpVV6HgGQTZ++5zSg1bradtiOBqvNHnqh3mlGkTJDbnQenFytnBMdEJk1Mgz6MxkS4w2nZQDcWRllABT5FwoFRKPRu04L+Vk1s3mjmP69996Lhx9+GG63W8JT5XIZ8/Pzn/YhNlgzGQAZAa2T2sqSySSy2awAAYKOXRnA7ZtOltL+gIuQUR+pNfQ6038rM2pWdTIQZQDFYhGnT5/Gs88+i0OHDomsBbgJ0EqlEtxut2Tf5/N5kTARoLFGaLFYRG9vLzwej+gOqQV1Op0Smuei39PTg4WFBayurgLYKOHH+q+1Wg2zs7NyzNFoFLlcTmrA6iQl6h3dbrcwdMPDwzh48CCSySQAYHx8HLFYTMYhmUxibW2toag6/S+/08isGtlvNg7g8bIajclkksoO+lqzWgKTcozMmf4OXcKpXWZMGNpKFvBJglUyjUNDQ3j22WdFTpLL5dDR0SEVFljjV6+vlGC1y7TWVJuuihAIBNDX14e+vj7RqZLk4vqu679qhpz3VS6XQygUQiqVgslkaqiBTR0uk7UY/ue4a90sI7bGWsokzNphOxasNkuuovPk7zvNePx0UrrkEnfbrXyGrpUI3CzwzAllzOble8hQdHZ2in5FJ1hls1msrKwgl8vh0KFDn/Rw7FoLxvtgbGwMJ06cgNfrFRamUqnI4nq3WLOEKqvV+hslWFHUr+UzuwlWv7np0CDZJB0GBG6yMhrMtlr+jO/fbAGu1WoYHByE0+lELpfDu+++C6fTiX379iEUCqFYLMocqVarSCQSMl84Dwi4uCCbTCa43W4pMcQFl4CRYNXr9cLj8Yi8IBwOY2ZmBtPT0xJZYtm3YDCIoaEhZDIZWCwWpNNpOX9qYVmOL5PJIJFIIB6Pw2w2495778UDDzyAaDSKc+fOoVqtYmVlBfV6HZcuXZJ2rjxPFp9nGSldSlGDRo4pz5mF7MkOm0wmaSiiE3M6OzsFxOpmBBqY6soxvF7tNCN7qv9mZF6N72knWOU5ZzIZfPWrX8WBAwekGkW9XhfJkd1u/1gFnXaDVWPJSeDjteQHBgbQ398Pn88Hq9Uq/9NVO3QpOb3p0FrzSCQia4aWkQE3y09p/Sn9hD5GjSv0a3bBKj5euqrZY6eZPm498YCbmYBbWbPezjrkZixHQyCsHVFHR8empasikQhKpdIus3qXGK+3yWTC8PAwrFZrg66v3ZquOzXdtEOXsdL6wlaM4Sdj6SoC1l1r3fSiaAzvayZNM2B63O9Un6Z90cGDB+F0OhEOh7G+vg4AwgB1dnbCbrfD5XI1yFsofSHDQ5YWgOjvuPhSAsWSVSQG+F6eh8vlwvz8PGKxmJT2IfBdW1uTMKnL5YLNZoPNZkOhUEAoFBLwR4lKLBbD2NgYisUiotEoTp06hUKhIMCgr68P+Xwe58+fb2j7Wq/XBVwnEokGgNoMqGodpc7p4BrC5gIErDpphuduBITG72q3NfNPt/pbuwGqNjLMpVIJvb29ePTRRyXSmUgkRDvNig06SsDkvXbZZln8+uFyuSQ6wAgsr7/WlvO9NON9zsiFUd7D89IAmcemmXC+V29qeCztXIN2LAVRr9clJA1Adjb9/f2SGZfJZKSbjclkkiSUaDSKeDyOUCgkhfb1LlJnPvK79E9tDKXHYjEsLi4iEokgm81K1qXuCrOVdXV1wW63Y//+/RgeHsb09LT0NLZYLFhdXRVBda1Wa3DYBJOpVEom8OrqKhKJBIaHh1GpVBAOh+Hz+XDq1KkGPUmhUEAmk0Emk0E+n0dHRwcOHz6MYrGIV199FZlMBsePH8fJkycxOjqKjo4O/OAHP5BGCydOnMDs7CzW1tbkxjl//jxGRkZkN0+mg4sKgQYAXLlyBd3d3bDb7fB4PMIo2O12WCwWPPLII0gmk8Iu1Go1abEJAMePH5fsR4Zi2JdeAAAgAElEQVQtKGfQpVpasVZ2x1sx3K1oi1tNltvKmPV/6NAhTE1N4dvf/jYWFxdx5swZec2+ffvw6KOPwuFwIJPJoFAowOfzobu7W5icrayV1xSLRdlda8azt7cX+/btw8DAQNO6r2TrOJ91Z65cLodYLCZNL1jWKBwOA4D0rtbGNpvtOKfPgvG6lUolaVvrdruFYaHPIYMEbNRBJWAjy8o8AW6WdNITgZDOLKcxPN/T04NEIoFarYaPPvpIfHChUMDAwICUn2JDAK2550aHragJBh966CFMTk6KJjWVSsFms8Fs3mg8QLDGxgKdnZ1YXV1FR0cHRkdHGyojnDt3DhMTEzCbzYhEIlhaWsLo6Ci8Xi8WFhbkvl9cXMTU1BT27NmDVCqFgYEBmM1mXL58GV6vF2NjY/jmN7/ZUCbs5ZdfxpUrV/AP//AP+Od//mcsLCwgn8/LcblcLgAbbbBZA5ZJr/F4HD6fT/xSpVIRNplj73a7YbPZMD4+jp6eHmFvWaIJ2GgcwBbalItpcMw5oJl2oxnXSH2ded016DbqY3ld+Vw3qDB+Dv9G6YMxOYwMuz4HDab4WZrIASBJxF//+tfx//7f/0MmkxEZQHd3NyYnJxGJRGStYyte47zezIxMsXGzyHPic91Io1wuY3x8HAcPHkR/f7+cM5lUvp9zlpsVDXyJV6anp6XsFMkNrktMfq1Wq3A6nXLs1WpVNlSMvHR3d0sVF32Pa1DfDtZ5x4LV30Yz7n44WXWSQztM61l1goO+0e12u+yy8vk8zGazZBx6vV5hVq1WK5LJpOi3stlsUz3VVuetnZeRCd61zY2LCMePlRx2shm1azricDeyxb8tZhzrzcZZh4bbbcw5CIVCUs6pUqnA4XCIJpOMIZlJAhOz2SwLKTWpTJQCbsqsGNKlPtput0tnKHZy4vkxYY8F4bXMjEDKbrejq6sL8XhcEr00mzs8PIxabaME18zMDIaGhhAIBGA2m9Hf3y+goL+/H8ePH5cGBna7XZKmuru7GzaAwAagsNvtyGazIs3QVVq0T6DmUANBfX21Lla/t93JVM3mjD4eLTe41efc6vN+UyODznHi+HITzVA50LxlaTuPpVlSlJFQM1qzcdMRVq0zJYF2uyDSyGzrdZpRFu0/jCD8TmwXCdxFRjZC68I+CS1eMpmUFnKs0cbaiToMoBcGhskmJiZw9OhRHDx4sGF3qkNoZFvo4Fs9b93RSIeKd21zM5lMDeVubDabtKcFsCNLjOlGFVqbzt93oh59J5gxzL9ZJElLNrQOrh2WTCZRqVQQDAaRTCalUgRZ13g83iBR0FVMqtUqUqmUyAmeeuopDA8P48KFC1haWpIWqWT/qeccHByE1WpFLBaTcH6lUkE2mxUtHtlYhooXFxdF88fycWazGV6vF/39/Q0ygKWlJZjNZjzwwANwu9145513YLPZ8Pbbb2N0dBShUAgjIyM4ePAgVlZWGiJUbBvLWrhms1kSaXg9eC30vc5rZLFYYLVapW6tlgrwp2a+dA1uI3Gg50kr1kxvulmUstnzZo9m/2uXce0DNsbV7/fjyJEjwljzWmvAqKUT7QbOej0lucRGD4wW04zjymum70tGF3S3OtYo5uu59hpBqMYBxmZD+qElQ8aSondqu0jgLjKdUEXnQe0Iw9rtsPX1dVmM6IhZ0oQT+uLFi7JT2rNnjzCqZrMZHo8HuVwO//RP/yTMK/sjM7ubvacZqr+VMYTBhUR32toFq7e2jo4OKfcUiURERhIIBBCJRIQJ2ElGAMK5qKt8kF3atfaa1rE1a2MLoGFB4z1KP9XOsj3lchlerxeFQkEiN7FYTEpOETDo5A6z2SxhWr/fj6effhrVahU/+9nPAGzIRagPZUkisqZOp7OhNCDJAs3qplIp3LhxA8eOHUNXV5c0ASCb63Q6ceTIEUniKpVKCAQC4hNnZmbg8Xjw1FNPIRKJwOVy4Tvf+Q6Ghobw8ssv4/nnnxeQbLFYcOjQIUQiEfh8PkxPT8Plcol+kvpI3gcEpUyCZTSOG/6enh7R+rJEGFlpPue5s4YotYq3EyEzmnHuNGNOm2lRjb/rvzUDru0yVr8ha+52u3Hq1Cn893//t4A2ypg0oOM46o3AnZqW0AA378/u7u6Gqg4aHOqkuM0Y7EKhgGQyiVQqhXw+L3IZLX8EGpsSaN9A4ElsQH+gQW0zcNuOzewuEriLjOCMizSdJv/XLrC6srIiuzOXywW32y2JArXaRr3FlZUVcbQUbxeLRblZl5eXRfME3OyUwptMd7TYypoBVT52IjO4nUaNbr2+kcXa3d2Nffv2YXx8HPV6XbKed5IRrFIfxTrAun7wrrXPNDuqG0oYkzT5k75IZ/+2a5GmDm5gYACJREIWvEwmI3pKate5gTeZTKLTpL+6du0aZmZmkM1m8cwzzyCXy8Hj8SAcDqNarcLn86FcLqOnp0fmVFfX/2/vS37cvLLrD1nFYnFmcahJVapBkiVZluW2HdtR/1ptA8oiCBAgizQCNJBF9tnmD8kuu2zSCAIECBI4TnfHiRXYSctuyZMmV2moiWNxnoci+VsUzq3LTyyJsmi5JL0DEDWxyI/f9773zjv33HsdYj3odDqo1Wrw+/1oNBqw2/fbWe7t7WFubg47OztoNpu4c+cOxsbGEAgEcPbsWZTLZUnEoZ0gl8vh6tWrCAQC+MlPfiLq7crKCvL5PHq9HmZmZsTDevnyZXz55Zdwu91ot9uoVqvw+XxS25obedaVbTQaD3kDGaXiHMrSVNpzSmLByg8sg2dtEKCv/5PCajUYFN7mV63C6jGp/c5Wa9yofef02zPv4Wc/+5lYMCYmJjA1NdXnhyVJexpSfxgGEXF6iXUrUz7Xao/QCjnvbXY3rFarfX7gQVZD7QHmfED7AD87N0VWosqH3vg+LQxZPULQdVVZFoYG6VHWj0ylUvD7/fB6vVJE2O/3i4m70+mIssFOMgyJvfHGG5iZmUGpVMJf//Vfo9VqIZPJIJFIIB6PI51Oy+6N3VkeByZCWUmq7qRhMBi0buiamKzn2Gq1pF7k8wRNVq2NPwxZ/WGgw3a6tJFVHdPhZafTKZnEoyKrvV4Pc3NzuHHjBsbGxmQDxrEwOTmJWq0Gm80mTVPYeWdxcRETExO4ffs2YrEYarUajh07hlqthkwmg2g0irW1NQCQKFKv10Mul5NKA61WSzzgmhi0221p/0rvYqVSwTfffCMtaKemphCJRDAzM4N4PI5KpQKv14t8Po8zZ84gm81iZ2cHjUYDJ06cwO3bt9FoNHDx4kW88847SKfTePDgAVqtFn7/+9/jxIkTqFarkmhaq9WkRaxud8lrwYRETVL1Z9CdsHRmNzeB/D9NVgeRsCexAWgM8qMOIqv8WSdDWZOzdCLPqMBxRrW+0WhgYWEB58+fx1dffQVgX6HnsXGD80OQVX0+mCilPdQ6aViTQ30celPC61wul1EsFuWeYWSA70MMIrq6LKYmqrTUaIL6Q+QWGLJ6hKCzFTn56wFoDQ18X9RqNdlt0wPDyY4+VbfbLSHYbDYr4fyFhQVMTk5id3dXlFWGzMLhsJSBYU26YZQ9XabL+r1JsHo0dJkehqHcbjcikQj8fv9z2XZY1+/T7Ty/T2tPg+GhVZFH+QF5j1rDkKOA1+uF3W6XDG+qOgy3WhdirWwxKlWv18WLT5sS5ymWb2KlGCqTJHRciMfG9tukdrtdCbtTzdTRLq3+5nI5hEIhAP0EgpnkHo8H//u//yttV0+ePIlWqyVtkm02G1ZXV1Gr1fD+++9jenoa+XxeKiT0ej1EIhFMTU1JMwKWEmT4nudGWzWsPdqtpQt1PV19bvn994V+TYLng38f9Bz9/zyGw8bXKAkRE6x0eN9ut2NlZQX37t1DtVrtqwPd6XQk433Ux8KxM2iMPyq5cZBnVZNN3VJZv471Na0bAR3a100r+DzaCgfNH6PaVBiyeoTA0A0Akdp1xj67sjwtWDOOJn4mWDWbTcks5fcsScP2lnNzc0in07hx4waq1apYBaamphAKhaTVG1/7s88+e+zxDKq9qROuDA4Hy/U4HA44nU5UKhVp87izs/NjH973AhdPneynk6sMWR09uLhokqVVLaA/Q/yHSrCKRqPY3NxEqVQSUlWr1aTrnt1ulxAtACm7xHD73t6eKK6sIWmz7bfDfPDggSz+3NQxJKrzAur1OiYnJ1GpVGQM0powNzeHZrOJWCyGlZUV7OzsSBSoWq3C5XIhn8+jWq1ibm5OkqN8Pp/Udo3FYrh79y5++ctf4j//8z/xz//8z6hWqzh16hQCgQDq9TreeusttFotBINB/PznP8fPfvYzfPXVV9jc3ES5XMa9e/fkGrndbmmSQTXV5XJJlQJ97tiViOSESWLad6lFAyuBeVJCdphaytfj761hbCuptT5PWwFGBe3XZHSn2Wzi8uXL2N7exvXr16VSA9AfTRi1BYAbdl4HHp/uEmVNsLISf55rlparVCooFovSQlYrtJp48n/1hkZ7UHVCGccKO6bxOPV1H9V1MmT1CEF3ldIeEGB0uxMA4lEiEWYInopBt7tfx3Rvbw8+nw9+vx+lUgnFYhGFQgE7Ozu4du0agsGgLB7JZFJsDPqGGcYGwM+mbxjtrTI4HJxYSSA4obH93vMIjnutsOrwkrEB/DCwkoHDiAnvS01mRqUqtdttZLNZsXswA18rm5rI1Ot18a3GYjEA+9GfRqOBfD4Pm80miYdMJmK71omJCWQymb7xxNrRDocD9Xod1WpVQvD0xbKais/nw8zMDMbHx+H3+2XjuLOzg06ng9dff10Ssy5duoQbN27gl7/8JT766CNUKhVsbW3h7NmzuH37Nk6cOIH5+Xn8z//8jxDNZrOJTCYjHbe+++47nDlzBisrK5icnEQqlcL9+/cxNjYmyjArvNBCpbsP6c0G51WdF6GVVX2tv+/1fZRqOuz/6+N4lNo/CrTb7b5xRXHolVdewfHjx/Hll1/25VBYqwCM8tg0+dQRjMepqta/6VJVzWYT9XpdIg3a12q1MVh/1ptXKzGmCj3I0jFKb/FzS1aj0ahcgN3dXfE3kVwB+/XvGLYpFosYHx/HqVOnMDMzIxeDu2h6MTgBDxp4g25iAKIkMmNTZ8CxeLO1cPkgUGJvNpvI5/Pf67yEQiHs7e0hHo9jcnIS8/PzmJ2dhc22327v/v37eO+99yShanJyEuVyWYoDs8j85cuXkUwmYbPt95kOBoPSTGFubg4ffPCBZMRqWCeUeDx+6LFyINOHxbabTP7i13g8Lqptt9vFnTt3sLOzI3YFn8+H48ePP/K8AhjK8zsMEXpc4tgwTQHq9fpTvw8A8bTZbDak02l4vV4sLCwgl8vh9OnTePPNN3H69GnUajXx0K2ursJut4sSUy6XH/s+wyw6kUhEvrcS5QcPHuDBgwc4d+5cX6SASoEOcUWjUWQyGVQqFWxvbyOZTKJUKsnmCQC2t7cfeSzDKPKjiFK8CHC5XH3h71wuh4mJCSloz5I99KbxvvV6vUilUkKIGF7kwsUFbdCCNWhh1M/l6zFDOxgMiopJvyBbhTYaDSEXkUhEylCxjmqpVJJqEjo7vlKpoNfrwev1otvtYmZmBjs7O2i1Wkin0+h2u1haWsLm5qZ4OZPJJCqVCpaXl3Hr1i389Kc/FQ/gxMQEEokEjh8/jmw2i+vXr8Nut2NxcRHJZBIXLlxArVbDu+++i3/7t39DuVzGhQsXsLa2JvOc0+mEz+eTetXAvrhw8+ZNFItFXLt2DT6fD5FIREh7pVLp61zEBiter1dqhXIddDqdkqAGQMp9jY2NIRqNSq95fc3sdvtDCT3fN+KlLW68zlY/KnDQLMCas8CNFL+nOsw5RSeO0Z+rLSRW1dia9c735meuVqs4ffo0/uiP/gj/9E//BJfLJRskXd+a0SCrxUEf76CIkH5PHcWoVquy/vHzsB4vk/hY4YLCEyMDfA2eFwBiUykUCmJxId9gnozuZsWGEKycwWPgxohrNs8b/bS8HpwHdHe0p8VzS1YNHg2G0pndT3O90+mU+qfM2md/dhaU73Q6uHbtGiqVCubm5hCJRDA9PY0TJ07IZD/KLHM9eeg6qzoEwklOdwPTnqyXGXrCozLPaxmJRGQC4w67Xq/LJsRaSPwwMNz6tNBeKR01YFiZoUrjVX124DzB62EtOzOo5uogKwDwcL3HJ1XXmOjEBTcYDKJarUrGuyZl9Fs6HA54vV5MT0/D4XCgVqtJMh573usQLy1PLI3FiAS79bArosvlQiAQQDabhdPpxMrKCu7evYtUKoWLFy/iiy++QDKZxNmzZyVrf2NjA4lEAu+8847YAVqtlhDS6elpnDlzBtVqFZ9++ilcLhccDgeSyaQkdwWDQfR6PVF1x8fHpUMSuxRSLaYSTFLJa0ILlVWJ4/1Ows/jnpyc7KvdqiNdVpXtWcJqI7D+zvr7QSLTsGNwUNISbSHLy8uYm5sTUqbrofPnQZtffTw6a94Kq89Td17k9WBIP5/P9+W09Hq9vqowBKNuVFS5durGEsBBXWuuGzpKp5PvdH4LNwDAQV11HgffW/tmRwETY30BoQeKzvDlYKLKQEWCighvRCoEu7u74udyuVwIBoMIBoPSQGCUx2tN2rBaAbhQ0bvI55OwvqzQ4TE90dKeEQgEhFDw/HGhtmZ2PuoxKlizRbUiwocO/VsfoyqDYnAAfb8B6DvXg8639R61qmyDyMSwIVKOW45lqqPcoHKx1769SCSC+fl5aXvJhCT+D+cPHgPtALQYEFRHSRQmJiZkoQb2yWu5XBZSOT09jZ2dHdRqNZw6dQqVSkUU2/HxcamyUq/XUSwWsbm5iWw2C4fDgTNnzkhEj3kDnNv42egPZF1ZYJ9sMgKm/bq8dpqgatLJc8W5Qb8ePe+6O9Ogrz8GHkdMrV7XQX8fFtZ5juSNpc5mZmYAoG+DponfoFA58HDkQL/PoHOrFWH9P5wbmdVfKpWkfTaVXb6mvpd5H3M8WRNX+TOVXa1Q6xwB/k2r4fq1ByVf6TXpafFyS1IvIEgAOOnSWM2bjkkFJC8M4QGQnbrNZkMymZQddyAQkOLYoVBIlLpBNoDvA90AgJOmTrjSNwUtCyTQbrdb6g++rNCLMABZTEOhEE6ePCmTHzclXOR4TpnB/CzAkinAQWtHXmuW5KlUKlKJQj+sWcsGo4FVWeUY4TlndyidfMFwIK8ZcLjn9TBb1SDYbPsd2TgmIpEIstmsWGs6nQ68Xi96vR58Ph8WFxeFpD548AD5fL7Ph0ePK0OaVBZbrZaUm0qlUqjVauh2uzh27BgcDockacXjcUxPTwOAJHCFw2FsbGzglVdewbVr1/DRRx9ha2sLv/jFL7CwsIArV64gk8lgfn4eDocDmUwGTqcTN27cgMfjQaPRQCQSwbvvvgufz4cLFy4gGAziN7/5jSS4MiLGeZdjn8KDzWZDpVLps9QAEIWUirJWWIF+0tDr7Zftqtfr0vgFeLg6y4+prOpEqkFEkL/nNdZjTz+GsS1YN/4MkQPA3NwcLl26JJspHlO5XEan0xErjdUDOkihpjfWqrLqz6Gji9ZzX6lUxEPNSEEgEJDQvb5evV5PxAmqpxxH/KwUMPh5ScbZLIJVNHjPs8SXDve3Wq2H7BUEOxE+LQxZfQFBhZQlV8rlsgw0n8+HXC4nOyO2WyNxYZ9sv9+PcrmMRCIhN0Gn08Hy8jJmZmbgdrvxxRdfjOR4eaw6rE9PED07DGEzuYEeXI/HI5PsywruZjVZpafp1VdfxdbWFjqdDur1et8EyUntWSZicVKz2WyioFEh58aJCTa6EQCTAg1+GGivHwmRXow0OL+QrNLzZk3KOixs+yjs7e1J9jo3ouPj4yiVSn2kNxQKYWFhAZ1OB7du3RLfJstE8bhYnkqX2ePcQTsAw9+VSgXtdhvhcLhvoZ6enkYgEMBnn32GYDCIvb09bG9vY3l5GZcuXcLnn3+Oa9euIRAISMJVOBxGoVBAu91GIpHoi2KxM9Zbb72FVCqFv/qrv8K//Mu/YGxsDD6fT96XnkPO0QwzUw1uNpt9URRu4LXv30pWdbi60WggnU4DAAKBgIR4rZGOH3tzaPU6W8mq1e/KKNz3Idp8bSZXdbtdGYOXL1/G9evXxbvNso5Mtut0OjKW+N6a/PG88n7Snm5d5ox/4/nXPlRGx5iISDLt9Xr73oPPBSBkVM+fOkrF8cbjBg42rDqKyU0RrwHnBr7uoPuc99EweRyPgyGrLxh4A/AmYW01hrU8Hg+mp6dlZ7W3t4dCoSDEwO/3w+FwYGZmRsquZDIZUSlozh4lwSE5taqrJK56d1goFPqKghuyeqA+cFfLQuGRSAROpxO5XA6VSkX8c/T/8fwOcy11fcGnAcciFXOOVZJVh8PR1wCAYUp+bzB6WBd+eth0T2+t+gAHndP0QsrnDQrPDgsmHtrtdiEAVHK4MPt8PoyPj2N7exvFYlGSYQBIEh7bP/N+4N85z0xNTaFUKkmyEcmxTlrK5/NwOp0IBoPodPa7//CzRCIR2O12zM3NYW5uDtPT0/iP//gPLC8vY2xsDNPT03j//fdx6tQpFItF/PrXv4bdbsfNmzelsPx7772HaDSKWCyG3/72tygUCohGo7Db7bLARyIRIfD1el2K0Lfb7b5QNOdOq7KqFTod2u12u8hkMshms0LcqShbVVVeX/7/s4RVnbeqqDwmbfXgz1YS+zgMKtdGAtput3H+/Hmsra2h3W5L05t0Og2XyyXNGGhb0QmkTE7TnnwrrPYAbrxYFo2fDzhIvKVtRSfB8drpkD83SlRPOQao1usENZJYrrd2u70vgsKNgLWuKsebPtdUXKvV6lAJxY+DIasvKDh5sVSF3W5HMBjE5OQkFhYWZJdPIkMyUy6XhazqSZzKrM1mQz6fx9bW1siPVYet9FfeFPRrNRoNUXaoJLys0KEvTnZcnCcnJxEOh3H9+nWZrGq1GsrlMnq9npy/YZLlRnWOuVDqen16Yp+YmJCJVD90Yh0/t8FowAWHC7X2oAEHXkeqPlx4SfyIQd69J7EAAJDazSSrlUpFrEl8L25audGicsSIAhdW2hdYWQCALKp+vx/5fL6vQxZrq+7t7aFarUqCls1mw7fffou5uTlRszweD4LBoNQ0rdfrOH36tCziN27cwO7uLi5evIif/exnuHLlCnq9HlZXV9HpdLCzs4N//dd/xZ/8yZ/gypUrSCQSCIVCQg4ymYws9vzMWs2i1YfXgFEJ3baa59GqMJLsxmIxVKtVHD9+XF6DTRmsfvVR+tafBNaNlNV/bCWw+ndP6lm1Wgm4oeaD4fZcLodYLIZut4tcLge3291HVnW0iFVt+LNO4rLaBLRPVf+/9jAPqrTBjb7VkkOhqlKpoFwuy5jW5JWvRULNdZZrhMvlgt/v7/M4D0qa4iaH9gESYiZ3VSqV7zkCDmDI6gsG3mR6F0f1gDugqakpFAoFVKtVMeo3Gg0hgpyMaQuYnZ3tS3qIxWK4cePGyI7ZGnbiseuQBidqhjN443NifpJJ6UWD9qzqcBLLeulqACSs+n+GmUiYXPC0IOHkpKsTCLhB0WZ9nQSgyerLnFQ3alg9fjrhYhB4zfRm8jAVVRPWYTYY9Xq9L6SdSCSErHKcaKuADjGym1C1WpVyfe12Gx6PB6lUCt1uV1Qi7eNmGDQSiUhCKTPB5+fnkcvlkEqlpBYqLQftdhtOpxN//Md/jP/7v/+DzWZDLpdDsVgUn99XX32FTqeDYDCIO3fuwOVyIRKJIJfLIZ/PY2NjAzdv3kQkEoHX6xW1bG9vD8FgEMBBeSe2lgXQ5yNmxY9erydklYqq1S9Jxa7T6cg58Xg88nmpLmtyS0L1Y8yxWlnVPz9qI2RVWJ/kvUj2WOaLUR1WBfD7/dje3kYqlYLdbhffMImfvj66/KL25HN8a28q35fqpXXDQfJHH7le5/levO46iarRaKBarUrTCIpU/Moxw80OqwawvTpLXFpD/voaMOrK35Gs8vmjsgGYagAvAazJDjqJCejvC87Qn+6gwf7SrFPKG2CU0LvNR30OfpajYP4/qtCTCPBwp5hHZdsf9hjlsQ2z6OljfVKFxODJYVWq9O+s33/f1x4G1ioRg0K5DHWzLiQJAHCg/HDjAxxs4ghNnsfGxqRbHwAJgfJvLM7P42JmPkWATqeD48eP49SpU9je3sbU1JTMlSw5dfPmTSEh9EGydrXdbhcypFWpXq8niTy6FJXeZPJ7nUzFz6fPl/5ebxq055XP+7EU1MfhUWNxVOPU+po8T9wUMIFK+0Z5rXTVHf13ZtNb66/zq3V+0+u0vh6D5kOrMms9fj3X602/fv9Bm1KrHUInp/E1rbDaGKzPHcV1eW6V1UQiAWB/4ur1eshkMrLzmZ+flxJLDKssLS3B7XYjFArh9u3byOfzyGQy0sqPYSRefF6wcrksu1qXywWXy4VqtYp8Po92uy0dStrtNrxer+x0dE9nTm6PwzD1Qv1+f18Y1Vo7LRAIiCl/YmICgUBAfFAOhwMbGxv4f//v/6FQKKBUKsmOL5vN9nmfkskk7HY7wuEwms0mstks1tbWYLPtVxooFApDKXLsbMVaiH6/H16vF16vV3aY7LYUDAbh9XpFEWg2myiXy2g2m9ja2kI6ncaDBw8wOTmJY8eOIRQKSQiGXqFHYRhSO8xzHuedHKYmKYsvP837APvhFz2pAvsTB+0f2WwWH3zwAf72b/8WX375JRwOB+bn59Fut7G7u4tsNjtUiD+TyciCySoMfFC5nZqakvfn/UM1gAs7G3csLi7ixIkTmJmZgd1uR7vdlvvx3r17Yk+Jx+PIZDKoVqt9ob6VlRWxrXDXzgRCj8cz1Pll9IBRhVarJXYY3T7wRQcjLzobuNFoIB6P49+7zgwAACAASURBVOzZs/B6vULSeA0qlQqmp6dx+/ZtFItFTE5OimLj9Xpl7OqEE73Y8v2YSe1wOCQRNB6PIxKJoFAo4MSJE3jw4AH29vZQr9cRiUTg9/tl/tE+bXaYCoVCSKVSKJfLmJ6ellJS9Es3m03kcjnxo1JZZDMEl8sl60AikZDEUs5977zzjjRJYSLVH/7hH+Lzzz9HuVyG1+vF8vIybt68iWg0Ktabubk5zM7Owu/34+OPP8aFCxeQTqeRSqUQCAQkEaxSqci8xsQqzs1aZWNxdloYmBjr9XrF10viRLLgcrnw9ddf4/79+8hkMjh//jx8Ph+CwSACgUCfugj0bx54HYHh5km+jiYsVlJm9aBalWDrmnjYRkpbikjISP45v+iIAD+LVme1f5ObCI4vWkxee+01/OM//iM6nY54fD0eD4rFosxvfG1d81ZHDLW/lJsa+o3ZppxqKZPp9PFrEYJKvcvl6hMW6LHOZDIoFArS6rdWq8n8xvWCjVZYZaDVasHlcsHn8/XVJNblrXRJK1oA+N7kJ7VaDaVSCbVabSQ1sp9bsmqz2SR70br75N9fRuibljtCXUDYbrdLYoHNZpPsVk6OXGS8Xq/cePS96AYCw3SD4nFok7/2o3IiGFRahQpHs9lEPB6XEitut1vqvbIzyzAk/2UHKycAB6qBzsZ/HNj5RCvtHAdUhTiBszOannBJJmq1Wp+qz8WUfmQdrqKvStcy5H3NccJ7n9/rvxkMB12qhuqRVkn091rx0YvxsBtBTTKsSl6320U2m0Wv14PH40G1WpVQPYkisD8WOX9p9YjChN/vx87OjoQnrd2FODfys/NnjmGGWHVIOBQKoVQq4dNPP8XKygr+/M//HMlkUrz76XQaf/M3f4N/+Id/wL1795BMJnHy5EmMj4+LF7XRaCAUCmFzcxOJRAK5XA7hcBjT09OS/MJ7k5VcSFJIPLWP2BoG5jVhaS8SNYoxvV4Pu7u7iMViKBaL8Hq9cDgcCAQC8Pv9slYMMx+MClZl12oX0ff9IPWfPw/yq+r3sJJcTZCHtagA+yr2/Pw81tbWRP3mfMayZHwfVnSwgmNLRwA4b3LzT9EGOBAhxsbGEA6H0e12US6X+wgleRBV3nq9jnK5jFwuJ63SS6USSqVSX+lHXnNdvookmlUQtE/WquryQXsA53mrkjyKOfm5XeX9fr8slJyItFfnZYXO3tW+GA6W8fFxpFIpWZCmpqYkkYHt2Ngels+hQZptOX0+39BkVRv+9fd80JagFwYA4q2s1WpYX1+X3weDQczPz2NmZkb6cf9YfqrnCVNTU5iampLQHxXSYRGPx/smWH0N+ftqtSr90jmBUvnRhat1bV/ds5oJL/l8XkqU6SxWbf1gxxRufoCD0KipGvBk0JtGHR7UxIjnmsoKIzK8lsMu9loV0soWF/dEIoFjx47Je+iKBKy/ylqqXEiZCDU3NweHw4FEIiFEzel0SvkzegapxGrSYA13MuLDyhr37t1Dq9WSBJurV68iGAzC5XJJ5YG1tTV88MEHOHXqFK5cuYLZ2VmpJPDaa6/hww8/xN/93d+hXC4jGo2iWCwin8/D6/X2ZWrzfPI6WAmBJqrcDJKssMUqcFAmjteoUqng5s2bUsru+PHj8Pl8EtnSCuyzhE6css7ljyKZ+jn8vQ5hawvJYTYX63MfB6fTiTNnzuDWrVtoNpsyJtkml/eI1WOqFe5B4XEmMrN05MLCgviIGZFktJhRVdphdHky2lPK5TLy+TzS6TR2d3dRLBaRzWZRLpdFnGK1Ac6/HOsTExPw+Xx9vnCrr53HzPtGVxlglJoRgZeerIbD4b5aogD6Js6XVVnlTlzfzNpP0uv1sL29LaG9aDQqWY5U2uin0jcZ23Q6nc4nGnwc/FployJONUCTF63AFYtFVCoVxGIx6XUdDocxNzeHUCgkpbSA0bUDfRHR6/UwPT2NaDQqZcocDgd8Ph96vd5Q505bPqw+KY6tZrMpiSIOhwMejweBQEDCY5wQ2XyC/1Mul1GpVLC7uyutJNn8gR1aAEhWLckGCZQ1bMmi2wbDQYcl9QaAKo22l2hhgMlKvC6Pg56XNEHkgra3t4dSqYSTJ0+KmsO+9WNjY0LqWq0WPB6PENxAICAWLGY9c3yy9BXtLkxMYhSAZBA4UJjHxsbEJsNFO51Ow2azIRqNAgCuXr2KV199VUo+kUjEYjHMz8/j7bffFjtYpVLBxx9/jDNnzqDRaCCVSkmCKy0rnE+thIvnjOdIh5EZ3WAkg0mV2jLA8723t4d4PI61tTUp7xWNRhEOhyWM+6xVVY3DyKImqboSgFU5pT2CX/X3VrJqfb41avMojI2N4cyZM1Jib2ZmBt1uVxJZed8wmZVkj/cQw/O6ljE3FRMTE3IdWR89HA5jdnYW09PTmJ6eRqfTkYo9OmKpxzurWRSLRWQyGSGrhUKhz+rHMcKubFTh3W63VIXg/WZd7zlH8B6mzUvbvriWjyrS9dySVfqc6EHq9Xpy8l5Wogqgb/K1qqq8UVmqiIObO0MmBugwGMOD+v95ow0DDmr9sFoDNJlm6IC7vWq1KooCqxRwx6dVGoNHg2SfFR9oAyC5exz04qAnIL1wlEoluFwu8T5y8m2323Jf6rAZAMkW5bWm3YQ1YbWqChyQHB0a0yFA/XuD4cANoz6PXPyo7hGaZGplfdjEHGvij970aAsTr6X+HeciRnWo0vNnlubRcwMXZ024dVKJ9tFq5b7T6aBUKgHYb0Dg9/sloYaflUX/c7kcAGB5eRnJZBK5XA4LCwu4e/eutGhNJBJYWlpCJBJ5iHA4HA7ZkPGca5uLvgbagsHNPyMdOt9CK7S0IGSzWfGM64YqJGz8/M9SXbWG8PkZ+fOgEP0gYmsNU1tJ7aCv38cG0Ov1JImOzRq63a5UJyFZ1a/NNZNjmuSPY1HXPKfYxHlyenpacjyo4hODyCqPkWSZdipGtrT1QEc0eOx6TFlL2Onzr4kqOYa25GjrBTCa0mfPLVllmBrYL3eidwwvM2GlamA1kWv/y9bWFqampiSMxRuDapgO9wIHRm7u+EgohoFVVdUPLpCTk5N9ZLXZbKJSqaBQKKBQKEgoZGpqCuFwWAzh7Kut+3sbDEY0GkU0GpUalVSqdC3HR0Eb+K3JfVz8c7mc+OXYOMLr9UpyVLPZlM0G7TsMWRUKBezu7iKfz2N3d1fC/+y6xcWAEyTLl2lvIcc+w1kGw4HKJO9DXlO2KuX44D2qlVWqlcMsRo9SVjkW6KvmYqkJKDfJXq9XSkNNTk6iVquhUCjAZrNJGJxzV61WkzqRExMTfaX8APQtxCSBHONUZO12O06cOIHvvvsO3W5X2rQWi0V8+umnuHTpErLZLLLZLF577TVcu3ZNnrOxsYGJiQlcvHhR6pgmk0lUKhXMzc1JKT6tmjKiZSXdeoNgTXLktSMh6vV6Yteq1WrY2NjA3bt3YbPZMDs7i5mZGUlW4yZAh5KfFfR4sCqd/DuJ9KCwPoCHfq+Jk5UIa2XVagMYZgy3221EIhGsrq7i7t278l5Op1OsJVbyy80PxxawnweiFUiqkNy05HI5uFwuRKNRsZPoGtS93r6vm22B9ea/VqtJuTUmWFWrVZmXaQHgfc6xzvlaR72sG0D9uax5QjyPuuQgn/dS2wD8fn+fh4qZniRaLytZ1SoogL7dMieEVCol5acYdmC3GGYl0tvIBYnJTQxP5HI5+P3+xx7PYV5Vq2dVhzBY561YLKJYLCISiWBmZgbhcBjBYBBjY2NiEudrGxwOqgFTU1PIZrMyMevr+TgEg0Ehq7punlYzuXsfHx+XLFmn0ynZp+VyWbpqac9qtVpFqVRCPp8X3zQ3oFQDrMl4nEDpu+Jr9Xo905b1CXHs2DFJpuAcwVCxzWYTNUdbibQKY+1ccxisRENHVLjI0UdNxTSdTqNer/fVeGTdUh1mByD1SbU1hJnMbB7CSA3HPm0N+nNznHPxrlQqSKVS8Pv94lvV9S5/9atf4dVXX5XqEufPn0epVMLk5CTm5+dhs9lQKpVQqVRw/vx5uN1u3L17V85LtVrtC1/zXGmFivMkz7luiMLNn95MkIA2m01sbGzg3r17aLfbOHbsGFZWVhCJRBAIBPqSU/mezxKadPL9dcRskCJqJZfaKgAcqNGH2QC+j1eVYI3f8+fPS1Ugl8sl94Qe49pOwzGpCRyjRsCBd5+qK60CrNKglU5WKaDayg0mq1xks1msr6/ju+++k40R7TBc73XUgmuB3++X6h31el0Srq1RLApgWhzUEVwN3ocvNVll+IJhTBrqX2ZVFcDAyU6HwsbGxsQGwAWJoVudUVoqlcTgzV0XQx/0kw5DVnUVgEEPq+rLRYttQev1OhYXFxEKhTA1NSUTA1uudjqdZ9rb/nmFx+MRryg3eEzKGEZRoPeUXj+9m7aGUsfHD1pxOhwOIbgsNG1NqCP5rdVqMr5YBYBjV49rHcrViTFaWTIYHrOzs6Jccu7sdPYbglDpsyqivM46ueP7QM/VJA4Ma5MoUn2ngkhllS0vNdFmiSu9iLMUFFsPA/ubL5aGImGjusvj4jguFovY3d3FysqKKPpc4EulElZXV1GpVPD1118DAHZ3d3HmzBkZ/9999x0ajQYWFxeFfLDywdTUVJ/lgiSL0QOed86X1rJG3Phxw8D2m06nE/l8HslkEl988QXK5TJmZ2clOZVzKZMt9Rw8ipDt02CQDWFQ2J7HPkiJtVoArKqt9e/DcgYSxldeeQWbm5vY2dmB2+2WqIAm2poks9qEVnQByHrGtZBheVaQsJJ1klpedxLPRqOBUqmEnZ0dpFIp3Llzp69xD8cy51IdLaFPleXpeA9xk8gxoa8B/1c/rCIhfzfsGvM4PLdklSFgJgmxOgD9OMViUQYAd6KhUAjz8/Oo1+tCfqzS9d7enkxGY2NjUseVxuHJyUkxxVerVezu7mJhYQHFYlEUpFwuh1wuJyrTsJnzoVAI7XZbaqJRafD7/VL/T7dPdTqdCIfDaLfb2NnZwebmJgKBAMLhMN588010Oh3cvHkT9XodPp8P4XAY1WoVly5dQiKREILAiZOlVEKhkJyXtbU1UTcYSpicnMTKyspQvlXdhQM4KFWkTedutxvpdBo7OztIJpPSUWZychLBYBCXL19+6HU1US4Wi0Nltg/jxRpGpX0cGRpVndVh6ti63e7HPicYDMLn82F1dRX1eh1ra2vIZDKi1gzzma0JVlSdNFiLtVAoYGtrC41GQ2oeX7hwQSbIbrcrKurGxgbu3LmD3d1drK+vS3Y07z2SXlpVSGAdDgdarRYymcxDx0qCTPWP/naSZhLkeDwui4MOidHD/Sy9ez8meB9zQ8BkEW5QdbtFjU6ng9nZWYyNjSEWi8Fms6FWq6HdbssirBUnnSTEjTDDob3efjJVKBSSyiScPzkOuIFhngIVdT13s6U0x2EwGJRIkC691+12pV5ro9GA1+vF4uIitra25G/JZBKBQACXLl3C1atXEY/HEY1GpW4r1dnz589L/ed4PI579+4hk8lgYWEBU1NT+MlPfoJYLIavvvoKn3zyCUqlkiiu6XQaU1NTMrfq8cjNg9vtFvJNxZmKqm6zydCu2+3G7u4uPv/8c6lTvLCwgOXlZbz99tty/XR4HXi4EL2GJl187uPA5zzKP37YPaYJpybzVnJEYq5fS3t8rZ5n7dXUn1MrrNrDy5/5eTweDyqVCk6ePIlqtYpr166h0WjA7XajWq3KnKhFGP0afG9GhLgh1GolRRtGDvi6DNevrKzImO31elKpZ2trC9evX0c8Hsf6+rpsxph8yPlPz/t2ux3T09OSMMb7sVqtyvijEMjPT9GDf7NWe+F6wugbrQdPi+eWrFq9EdrYy5P7rKDriZHkET/UcfAGpvxurV2qlSedwGC325HL5frCSLlcDh6PB6FQSEq9jBJabfN6veKRo7K3sbEh2d9MomK2Ov2pBt8fenIm8eNmYVgLxTDjmE0zGJbUSXoEJ8FKpYJMJoNsNiuFo7X3TE/gOvykE2AMRgNmAuu6nVblXBMHrbLqx+Ogry2JBl9TEwQu2gyF6rHHxVxHirhoElSDAciCy/AnVUl+tkajIeSWCi03VSzhs7OzgwsXLuDrr7/G1tYWjh07hhMnTuB3v/sdfD4fEokEzp07hy+++AJerxdnzpxBuVzG1atX0Wq18NOf/hSvv/460uk0bty4IeO4UqnA5XJhd3dX5kJaGXq9Xl97zvHxcSHizC3g9zrJxu12Y21tDd9++630r5+fn8fS0pK0b30RoccnYfWyWr2u+n+tz7GqtXoNdTgcUtVEtyLVKq9+Dat/VSe+kS9wbebGjWPWusnT9jkKWtVqFel0Guvr69jY2EAul5PNHDfsFI20Kmqdowd5TrW6SwFPV5rg8/l5mJtA+4DeqD4tjmZvtSEwKPtMe3yepffGWvzWOthHaUuw3myc+PQg0jec3tHx5qUywB0XM69JEkcxsAhryMqacOVwOISw0Ic4OTmJqakpTE9Pj6wn/csMvZvn5KXJyDA4zMahHzrhZlCyI+0b9CPTn8qyVlo5AfBIwmowOnBhIZnTkRBt8ThsrDzJ/KavpSar1tfg+1tL3zBkTyvIICVQq0H8X6pIuioJX1/fF9y88XMzF4IRApvNJiX82u222BRarRYWFxeRTqclecnj8WB3dxeJRALlclnIh3WN0qFjfV9qjzYVar2h0A/Op6VSCdvb29je3pauS7Ozs4hEIiNRt44iDrMBHPa8QVaBw17X+tq0Huzt7cnmXGfMWzPhB23srBVyGPnlg0qk3lRpNZb/x1rk+XweqVSqryQa0F82UifrAeiLXOn52ZpES86geYa2/Vi5Fi0G3CyOMmnvuVVWNXNniN5ms4k94FmG8HR5CIaqdKmUUS6uevBrFYTZ19yh04Q9MTEh54pksFarYXp6WhICmMXt8XikxumosLS0JDcp1ZBSqSRJBQCwtbUlyqvf74fb7cbs7KxkQT5r0/+LBu5+eX5DoRCq1apssIYZn8O0ZHW5XOLJo0dQJ3ow9N5oNJBMJhGLxaQ7GQtPW8shcaK1el1NEtXoUCwWMT4+LveeXiS1ykJyyE2wXrx0os5h4DgjGdaKkVbg6Z+nP4/zOS1IrVYLExMTUqeUihSPma8zMTEhcxk/EzfooVAIsVgMACSKw+54unA6W5KWy2WcOHECgUAA1WoVyWQSq6ur0o47nU7j7NmzUtvy/fffx507d5DP57Gzs4NvvvkGKysrWF1dxfb2trRLLZfL0qwDQF8hed63vA8YYqU1w+12o9vtimWi0+ng6tWr0kr25MmTCIVCOH78uNTNfJYYZhMzqnV6kLKqX9/qX9Vk9bAqBNbvOZe53W6Uy2UEAgEsLS0hFouJXXCQTUKTVKC/HTWvLStV6A0cPbB8fyrsjIrt7u6iXC7j/v372NjYQDweRz6fF15Eywg3anwdKvN+v19qDQP9XSM5nnSCtJX4kudoe5fmQJy3mTT9tHhuySonMZ4Q+laoGj3LMCFLOel6Znqwj3KSIHHTuzIuNOygwQGtM/np05uampKs1mKxCIfDIZ5YFuBmV4tRgD2vadoedJ64sySRcrvdCIVC4o0ZtS3hZQP9b1SsZ2ZmkMlkJOFp2BD/40CbBzdMDAmxXFa1WhUvayKRQCwWQzabFUKhSanO9KcirzsQmTExOpRKJek0psOmXIj0BtyaQPEkZFUv2lqRoeI5NjYmooPOiKb6CUDmNo4vbmC4ESaoeDGkzkQSeg6XlpYQj8dl7mFUaWpqCplMBs1mU3yi29vbmJubQywWE7KytraGv/zLv8Tf//3fIxQKIZVKoVKpIBKJSPH98+fPIxqN4tatW7hx44aE8X0+n1TloKVFJ5Zqny+P2+fzyZxI4prNZrG7u4udnR1kMhlphjE9PY2lpSWp8sCyg4/yjv4QGGVE8VE4TDHVRNRqMdJ/12q3fs1HKbQkmWfOnMGVK1fQ6x20twVw6FeSPF3JiGugvidI9ghuDvf29lAoFJBOp/Htt9+iUqlge3sbyWQSxWJRqqcwGZHee34OJijSijc2NiZ2As7VDONrn6q18odVUaVvlUlZOnGROSpPi+earOqTQuVHZ7Q/K1QqFQll0qDMsBoVolGpg9o/ws9Nb1UgEBCPFv2fLErdbrdRr9cRiUQwPT2NTCaDYrGIUCiE5eVljI2Nidk/EAiMjKxubm6Kf5aqgV5Eer0eVlZWpGsGd3skqc1m84UNXz0r8Ny7XC6EQiHMzMzg3r17KJVKQ/tWh7kGevFltYZms4lSqYTd3V1UKhXs7Oyg1Wohl8uhVquJCqBD0FQQdEKJlawajA60ZtTrdVGIuBhxAdNkVWf+6pDm46CJsJ4PSaImJiaQTCbhdDr7ajnrjHVNIvT8yggbsD/e2UJa2w5IbKlm9no9yazu9Q5qAy8vL2NjYwO1Wg0TExNIp9P4+c9/jgcPHiCfzyOfz2NiYgKxWAzvv/8+Pv/8c0QiEWQyGYRCIWm+wQRRjmPaBaLRqHRti0ajYsUCDuwKfOhM/263i0QiIfcUoxFUiu12O06dOiVRMp0ozA3ks8Szuk+1t9L6sBJRbRcEHi5zZU2EspJVm80mFSG63S5OnjwJn88n4W9NTplPos87CSdfS99P/B0AGbsUmWq1Gnq9nmz4d3Z2sL6+LnVVJyYm+tZ/blK45jKhkfXKmflPNZRzdr1eF/5CEdDn8/XlxHAjq88jLQlM4OLzdfvVp8VzS1YbjUbfCSFz54L2LEPH1WpVLjQVQ06w2ng8Cmh7ARd2KgM+n092Nrq2ID02+pj4Wpz0rR6yUeH+/fui/rL2JosZcxLmzcMsZCZIcPAbsvp0YAiXhcMjkYh0lhp2XA5jAygWi9IilWSUClAymUSpVEI6nRZPFEPOVt+i9sFqTx7JrMFo0W63Ua1WUSgU0Ov1pGg4FWwuZjorGDhYkIcVBzgP6lCpDk+yranf75duS3p8sAoAN0T0gGplln8Lh8PiN2XmMn1+JI1MTul298sfOp1OeDweTE1NSZMBvvetW7fw2muv4eOPP0YgEEAwGMTXX3+Nv/iLv8DNmzdRKpXkWI8dO4ZgMIj19XUsLi7iD/7gD3D//n3s7u7CbrfD5/Oh0WjA6XRKsqGOJNAGQFLfbrelz7uO2rHxQDQaRSAQwNjYGEKhkMyhPGfc/I0yF2EYPMtNJTfKjyKs1s2S/j3nQW0J0P+vrQAkcnt7e4hEIlheXsbm5qYQUasHWZNSoL/rnrYJ6udSfa3X60in00JemfUfi8WkfiqrBgUCgT7rjha2tFWQUTJWoGA9VdoZ+d6sVkAOQTVZn0O+H0U6Tc45dkc17p7bmZ8DSV8YMn1ruOqHBouX68oEz8Izq5UNLuoMI3GA6Ew/7kA5iXMQNhoN8UKR2I4K+vhYeNhaDQBAXykW4MDuYLK+nx46MYClnLRKNQyGISMkASQ4JKXsS10sFmXnzfHH4+P45PFwctQPnfVsMDpwvqjX6w8lIuk5jc+1Jo3ohIthoO0GmhDa7XZUq1XxmrLTlF50dZmtQWFSHiM3vpoAAAfhVVobGHXgMXCBdrvdyOfz8rosUciwfL1eRyAQQCKRwJtvvonr16/D5XIhn88jGo1KuBYATp8+jcXFRZTLZfHqNxoNeDweSdIKBoMS+tfrGsc71zVu3BiFoneV/8vroT/7y7TBG6SIDgrv698fJtAMIqx8ni6JFQ6Hsb6+3heV0B5VPf74P1ZCq5NJgQNxoNVqSZOUXq8nnR3L5XKfwsnIAT8TSaImzIxO8T7ihs3aRUtHMrTSr60k+jyQlOrzpCOno1L0n9tRzElL16Qj0dK7m2cBhrZ5sfXk/kNkL1MN5QDiBMZahFRBOKHrCRAA0um0JFjZbDakUimEw2EsLi6i1+uhXq+P7FhXVlbE5E31l2EqEtNsNiskivUZAYg3zeDpQLJKj7PH45G6e6Mkq/V6HRMTE6hUKuKHbjabSKVSSCaTKBQKaLVa4pMmoeB4ZY1OLtJ6jOuHwWjBxaVSqfSRtsnJyb6NuJUE6BDmMPepVmRIiLWyykL2TqdTqoNwTgMgShOTQrigW6tIsP5rOp1GOp2WeY8hVYbpWbeyXC4jGo2i0+mIjy8cDuPevXvSFpVl/d577z18/vnnMo6vXLmCy5cv4/XXX8f6+jo6nY5YsCKRCBqNBj788EMsLS3B6/Xit7/9LbrdrtyDDocDs7OzfQqVtf2q1+vt8yDSG845VPvOeU40QaIPmO06XxYMUkb17wdl7T/qtbhpoOWEc9HKygo++eQT+P3+vnXfeq/wejDZT98/mrDyOQytJ5NJAJDkJ3Z21PWjWYVFh9v1+3Hedzqd6Ha7qNfr4lXlmNMbOEayXC6XHCe5hj6f3Ozpe7TZbPaR1FFxoOeWrFIqp4eIN3IwGBQju6415nA4pHOI3W6XQrq0E7ADBAkU5XI2F2BIvdPpSEcTKkW6dd7Y2Bimpqb6jpWT4ONQKpXgcDiwtLSEUqmEGzduwOVy4dy5c/B4PCgWi1hfX0ehUIDD4cDZs2fhdrtx69YtzM/P49KlS/jVr34lxzczM4NLly7h7NmzuH37Nv77v/8bX3zxBd5//30JqXKgbWxsIJVKYWFhAV6vF/F4HLVaTXoLc5KjOdvlcuHbb78VPxZDDPRKUTV9/fXXB35W7uSA/b71wEFVBUJ31XgchglnD0PMhrmpHkfchjneYdTrYaoyDLOxmJubQ6lUklCVx+PBBx98AJvNhk8++QSnT59+7GsMk2C1sLAAANLUQiMUCiEUCsmEzp09w0c6EUafX5Ioa4OEeDwu0QC32/1Q7clXXnlFNq7VahXlcllaXlJJ4CKgPdS6QcCziI4cBejOZrVaTRKLGAo/duyYbG704sr7F7fC7AAADwlJREFUc2xsDJlMRoiSDlVrdUUnVGrSSt8y6yoz8U8nhwSDQTmecrksHaiY5c6F1OPxyPVeXV3F73//e2nN3Ww2MT8/j9nZWezs7KBSqYgqVSgUMD8/j2+//RYXL17E4uIiPvzwQwnnv/LKKxgfH8fbb78Nh8OBjz76CHa7HSsrK/jd736H8+fPSxOMRCKBU6dOIZvNIhwOY2dnR4q6z8/PY319XVTVsbEx6aplt9v7mlgwH4EkIxKJiO+W45xKGeetQZYpTeIHNajRQgbwbLP4H9cwZxDh4/FZiaZWovVnsNoAGMrXY1L/bZCKqC1Keq1pt9t44403pBFROByWY9FghFFbA7V9hZ9DW/G4kec41aJcJBIBgL58nXq9Lm3Srb5yHmu5XEa325U5lSW4+LrcROlkZ26IeN44Z5M70P7FcWTdKLFZ0tPihZat9KDQCoDVQ3LUoEOhuk4ZB5Q1ZKDDqNFoFOFwGOPj40Ja2fHH5/OJT8paD46vw7/pum/cZfE4ms0mqtVqn9qlDdhP4mMz+OGhr7OejLmJGxWsYftBj1HBem9bbQPWhiH6q16cdYhZ22pGfW6OMnSomZsIqjhclGw2m9SApLrHSAiVomHB0DTDloVCAbFYDLdv3+4rYUZCpsOKAISw8WdrvdLx8XHcvXsXhUIB09PTQoapOrndbiSTSUmCqtfrUkoqk8mgUqnA5/Ph9ddfR6+3n5mfSCRkzK2srODUqVP4+uuv8V//9V+IRqOIx+P40z/9U3z22WdS2oq++zfeeAPJZBKZTEaSRkkafD6fhPd1XWKG8klWWXJLz68m2fDJMcj69Dg71CAfLHCg6NMrPCiyauUcxKCf+V76q/W5HBv0IvNe0JxGz1/aXsfwP0mtLllFgqz/l9/rcabrsOqNvZ5brbVaeaxPixeaTeiTrW9wfTGOElhBgDYGJk9xIanVag9NahwcDNe9+uqrSKVSUsNyfX0dMzMzcLlcmJ+f7/MN6h0iFwQmq1GNoALK3u5UwRhSphqga7Ex8cuEbI8GtK+JExLJxiiT157l/cTxNuhBYsLwNb20fOgMWYIkt9fr9Xm/XgboRZM1cRnec7vdaDabstn1eDzyvL29/famVDWHeR+96HIOq1ar0nq31+tJrWytPJGsdrtdUdJJPvUmnqR6e3sbzWYTZ8+exWeffSadhqLRqGTjl8tlLC0tIZFIIBKJiPdua2sLFy9exHvvvQen0ykJLXy/YDCImZkZbG5uSgkq3mOXL1/Gr3/9a3i9Xkl8mpubQ6vVwp07dxCJRKSvvMPhQKFQEHUaQB9Z4P0ZDAYlwsTzoknKURVdjhKstVQP867qvx1GbK3qp8PhwOrqKh48eNBXEUCXH9NJR3r9HuTBt763nreBA4uB1+sVDsANpb5vAEgeCgCpCFSpVGRuBA6ifLq5BFv8MjmPx97pdGT+ZKkqa7a/tlnwGEaxqTpabG3EsC5iXIj0ruEoQYchgYP2lXb7ftHrUqkkSid3WPwfqiGrq6twu9346quv8ODBA6ytrYnn6fjx49jY2BBvGndmfG9mBQPA/Py8KFT0ZzEkQfUjEAjI4qDbtzKEZ8jq0YDuAqSTrJikMSo8SyWSkyi92hxz/J7llqgksPwL/VlMLgD6s3atX18GaKWIZJXfUy3Rvkn9XL/fD7vdLmVzHgWdANVut2Wh5jxHEpnP5yVJTzcpoGLDMLme/7hIc/Pc7e4Xyz979iwcDocs5ktLSwgEArIZ52dkFr7X60UqlUKn0xEryebmJtrtNq5duwa73Q6Xy4VYLIY33ngD33zzDW7fvo233noLv/nNb/Bnf/ZniMViWFtbg8fjkXJgi4uLaLfbiMfjkkzFwvIMw+qNv9frFSsa7Ra0U1hDyvoaGhwOnflPwqftKFayan2eNZKpk1bPnDmDTz75RK6j1bPK/7OSV/1cktJBvnC73S7vx797vV4pmWXtGMXX0pYbilFcC8h/eP+wGgbHH8kqn0MuwHrp5XJZStvx/uLx6ffQidNPgxd6S2ZNzhiUtHGUoCV07p7ZBYiDkiRb78h0iQg9ubFbVLvdFk+YrvenBy53TSS+PEe6FRzfl++nmxJYla2XKYx61KGVAO6+SfKGKUk1LKyJUIMeo3wv63jTD0YEeF9QSdC/175UbQFgXddRnpujDF1OCniY+DDKoz18nH+4GFFxfZL3I7nluaZHTi/A1gUaQN8crkECwN/TX6ePzePxoNvtysaGf+drMuxfLBbh8/ng9/vFh5dIJPr8+71eT7yKbDCwvr6OEydOSFMWesqbzSaWlpZw9uxZBAIBKV1VKpWk1TA/Azdc2n6l7TuDLG3WsLJBPw4L/Q9KvLKqrtbnWL+32fbLL+rOb4Nez/paeg3X14/j2Gp10uuqbpyiCe6gscB7TZe9tCZ0cT7lmsD34L2kVVVdO5WR1kEJmDxm8oenxQtNVq196Af9fJSgdz82m00K5VNZLRaLoqxyoGplldnUY2P7XUy8Xi8qlYp0+wqHw9KpimqTXrDpseKOid4xKnBUATiAqYgwZEBllWR5mKQcgx8eWq2nf4jt9oLB4MjeR99Xhz1GBe7Wtbda/8y6x7Vare/BJD5mg2sFgKFXn88nbWNfBmgPO/Bw4XSb7aD1I0k+ky2Y1GRNKh0Eq3dak2Rm97tcrodUXfrk9UYdQF/lEB365Iaj1+thZ2cH8/PzYnfx+/1Ip9NCwLvdLhYXF+F0OqW9KpOqWq0W5ufncerUKVmk2eXv3XfflZark5OTiMViiEQiuHXrFlqtFoLBIPL5PLxeL8rlMpaXl1Gv13Hu3Dm8/fbb8Pv9qFQqcLvdfSIEK6YEAgGZ63mNtK1NK8mDPJEG/dB5HRyH+jHod4OeQ3VWvy4AzM7OYmZmRjblOjxvLW1pDZNr3722+WkVneKCFqP4PJJR3sf681AF1dyApdm4KSdJ5TpPVV83o6CiysR0/ZWRVt7LJKhutxuBQEDqEj8tjlYcfMTQOxCWeLBaA44StDHZ6imkSjo7OyslSKgEkKy2Wi1sbW2h2+0iGo3i+PHjKBaLsrjQv8JahmNjB21p+TrValVqBPLGo6qqlSq73S6vp9VXTrDGBnB0QL+fDg2RlAUCAZRKpZG8zzD30yg6mQDoU5+0DYCTr7YBMKTMB5UBJhyQAOjqAtrr9aKD9Ux1mN7q9eXv+HeSVSrSw/gmqZJqnyXrjO7u7iKVSomXeHJyUiI4rVZLNug6MZREkN5A1oUF9slDLBZDuVxGJBJBOBwWhfXevXuywDIZla/Pbn/NZhNffvklTp48iXfeeQebm5t9Ea/V1VV89tln2N3dRTAYlPMzMzMj7VnX1tawvLyMbreL9fV1JJNJhMNhTE9P4xe/+AX+/d//HXt7e0gmk5ibm5NOhDoEqzPFrdBhY+NbfTT0JukwtXOQImqtIqA97bwHOp0OPB4PVlZWsL6+3vc+WiTo9Xqy5vJ7PS/zeQD67AT6ntHKui6ZqWukauLNe5f3KZV6cgbaASmM+Xy+voiuFsJqtRpKpZJYAFhNgJ+Rx0tl1u12SwOgUVguX2iyqjN7ecGtWetHCRxkXARIAu12u5ijSb61P4w7q3a7LWVRwuEwVldXcf/+/b6bjrstlk7h7k7fWL1eT+od6oXb7/fL4KV6YQ1b6e+P2vl9WaGzU3Wo+3lOsDosuUo3x+BEqpOq9IMJggD6JnMqfEfN0/5DgQsuF2H+zKRKKjPcjHB+0l7XYUqo6VC7VkR13UfdiZA+fLt9v9YoIz9utxt2ux1ut7uPrJIIdLtdUYnoWQ4Ggzh+/Dg2Nzdx//79vuSwUqmEcDgsIkE8HsexY8dw584dKYH11ltv4csvv5QKAqlUChMTE8jlcqKQslwg58RgMIh4PI5SqQS/34/x8XFcuXIFi4uLOHfuHN555x3cvn0bLpdLSDMjVAzB6jWMc7iVmBpV9fEYJjQ/6DlWcMPFjQsjAPRDb29vAzhYk0ke9VpIIgoczJnWDZ8e01ph1RbAarXaF5LX76eTS7l+c/OjE0t1IrfuLKk/W7PZfChKxY2/tvIABzYWthpmKaxRjM8XejumvT06XKJ/PmrQCoYOKQAQGV97cPUOsNPpIJ1Oo1QqyQRIMqLDAzpkoMFFigXaaRMA8JDPkSRaT6iDvMEGPz6spX30dXteS1dp1UG/Pj+XDmXrMlYkM1p94OvpsjAvk+d6UFUQhv64KLFCgNUfx/9/ErKqw/zWuUMnilAZGh8flzrVtVpNrh/D+Pr6c46r1+vw+XxSgmtychLnzp3D/fv3kc1mUSwWpf4wP2ev18Pk5KTUPW02m1hbW8Pe3h7Onj2L+fl5aVTAttZMPNvb28PW1pYorWxlycW8UChgcXERiUQCiUQCDx48AAAsLy9LPoEWBnQpIp4ja6ia18B4Vr8fBpHRx3lZgf5zrks2BYPBvjA+gIfmHh3+t76mnr80T7EKbJy3rYRYe8G5SWdlIV29h8dC6OpI3CTxPtVCGDf8VHE1h7D62HW0VXtfnwa23qArZmBgYGBgYGBgYHAEYKQvAwMDAwMDAwODIwtDVg0MDAwMDAwMDI4sDFk1MDAwMDAwMDA4sjBk1cDAwMDAwMDA4MjCkFUDAwMDAwMDA4MjC0NWDQwMDAwMDAwMjiwMWTUwMDAwMDAwMDiyMGTVwMDAwMDAwMDgyMKQVQMDAwMDAwMDgyMLQ1YNDAwMDAwMDAyOLAxZNTAwMDAwMDAwOLIwZNXAwMDAwMDAwODIwpBVAwMDAwMDAwODIwtDVg0MDAwMDAwMDI4sDFk1MDAwMDAwMDA4sjBk1cDAwMDAwMDA4MjCkFUDAwMDAwMDA4MjC0NWDQwMDAwMDAwMjiwMWTUwMDAwMDAwMDiyMGTVwMDAwMDAwMDgyMKQVQMDAwMDAwMDgyMLQ1YNDAwMDAwMDAyOLAxZNTAwMDAwMDAwOLIwZNXAwMDAwMDAwODIwpBVAwMDAwMDAwODIwtDVg0MDAwMDAwMDI4sDFk1MDAwMDAwMDA4sjBk1cDAwMDAwMDA4MjCkFUDAwMDAwMDA4MjC0NWDQwMDAwMDAwMjiwMWTUwMDAwMDAwMDiyMGTVwMDAwMDAwMDgyMKQVQMDAwMDAwMDgyOL/w9DtO00h89y5AAAAABJRU5ErkJggg==", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/coding_1_approximation/exo10.jl\")" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 11__\n", "\n", "Compute and display in log-scale the non-linear approximation\n", "error $\\epsilon[M]^2$.\n", "Store the values of $\\epsilon[M]^2$ in a vector |err_ldct|.\n", "Compares the Fourier, Wavelets, DCT and local-DCT approximations." ] }, { "cell_type": "code", "execution_count": 165, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/coding_1_approximation/exo11.jl\")" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparison of Wavelet Approximations of Several Images\n", "------------------------------------------------------\n", "An image is more complicated than an other one for a given orthogonal\n", "basis if its approximation error decays more slowly.\n", "\n", "\n", "First load several high resolution images." ] }, { "cell_type": "code", "execution_count": 166, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "512×512 Array{Float32,2}:\n", " 0.630435 0.23913 0.208696 0.382609 … 0.486957 0.665217 0.769565 \n", " 0.504348 0.43913 0.169565 0.291304 0.56087 0.643478 0.543478 \n", " 0.330435 0.495652 0.2 0.2 0.434783 0.382609 0.352174 \n", " 0.304348 0.586957 0.413043 0.208696 0.313044 0.326087 0.3 \n", " 0.373913 0.526087 0.569565 0.213043 0.256522 0.343478 0.369565 \n", " 0.352174 0.326087 0.686957 0.26087 … 0.369565 0.656522 0.786957 \n", " 0.186957 0.221739 0.578261 0.56087 0.804348 0.856522 0.713044 \n", " 0.143478 0.221739 0.482609 0.665217 0.7 0.521739 0.6 \n", " 0.247826 0.208696 0.23913 0.504348 0.582609 0.678261 0.526087 \n", " 0.16087 0.134783 0.208696 0.278261 0.282609 0.352174 0.591304 \n", " 0.143478 0.186957 0.243478 0.156522 … 0.282609 0.317391 0.295652 \n", " 0.143478 0.2 0.334783 0.156522 0.382609 0.321739 0.321739 \n", " 0.152174 0.3 0.386957 0.278261 0.330435 0.408696 0.443478 \n", " ⋮ ⋱ ⋮ \n", " 0.7 0.691304 0.617391 0.552174 … 0.386957 0.317391 0.365217 \n", " 0.66087 0.63913 0.604348 0.547826 0.347826 0.356522 0.352174 \n", " 0.634783 0.604348 0.586957 0.534783 0.386957 0.295652 0.321739 \n", " 0.513043 0.556522 0.626087 0.613043 0.373913 0.356522 0.365217 \n", " 0.53913 0.53913 0.578261 0.626087 0.378261 0.330435 0.269565 \n", " 0.491304 0.521739 0.565217 0.595652 … 0.4 0.36087 0.373913 \n", " 0.452174 0.478261 0.569565 0.630435 0.352174 0.36087 0.36087 \n", " 0.417391 0.495652 0.595652 0.66087 0.4 0.4 0.369565 \n", " 0.482609 0.578261 0.669565 0.595652 0.430435 0.386957 0.386957 \n", " 0.608696 0.630435 0.608696 0.634783 0.356522 0.386957 0.33913 \n", " 0.673913 0.608696 0.569565 0.517391 … 0.33913 0.343478 0.3 \n", " 0.0434783 0.0478261 0.0608696 0.121739 0.026087 0.0130435 0.0173913" ] }, "execution_count": 166, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n = 512\n", "fList = zeros(n, n, 4)\n", "fList[: , : , 1] = rescale(load_image(\"NtToolBox/src/data/regular3.png\", n))\n", "fList[: , : , 2] = rescale(load_image(\"NtToolBox/src/data/phantom.png\", n))\n", "fList[: , : , 3] = rescale(load_image(\"NtToolBox/src/data/lena.png\", n))\n", "fList[: , : , 4] = rescale(load_image(\"NtToolBox/src/data/mandrill.png\", n));\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display them." ] }, { "cell_type": "code", "execution_count": 167, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (7,7))\n", "\n", "for i in 1:4\n", " imageplot(fList[: , : , i], \"\", [2, 2, i])\n", "end" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Exercise 12__\n", "\n", "Compare the approximation error decay for those images.\n", "Display $ \\log_{10}(\\norm{f-f_M}) $ as a function of $\\log_{10}(M)$." ] }, { "cell_type": "code", "execution_count": 169, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/coding_1_approximation/exo12.jl\")" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [], "source": [ "## Insert your code here." ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Julia 0.5.0", "language": "julia", "name": "julia-0.5" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "0.5.0" } }, "nbformat": 4, "nbformat_minor": 0 }