{"nbformat_minor": 0, "worksheets": [{"cells": [{"source": ["Tomography Inversion using Tikhonov and Sparse Regularization\n", "=============================================================\n", "\n*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_matlab/) 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", "$\\newcommand{\\Om}{\\Omega}$\n"], "metadata": {}, "cell_type": "markdown"}, {"source": ["This numerical tour explores the reconstruction from tomographic\n", "measurement with Sobolev and sparse regularization."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 2, "cell_type": "code", "language": "python", "metadata": {}, "input": ["addpath('toolbox_signal')\n", "addpath('toolbox_general')\n", "addpath('solutions/inverse_9_tomography_sobsparse')"]}, {"source": ["Tomography and Regularization\n", "-----------------------------\n", "We consider here tomography measurements $ y = \\Phi f_0 + w $, where\n", "$f_0$ is the (unknown) image to recover, and $w$ is an additive\n", "noise.\n", "\n", "\n", "The tomography operator $\\Phi$ is ill-posed, so it cannot be inverted.\n", "\n", "\n", "We consider variational reconstruction methods, that finds a solution\n", "through a convex optimization:\n", " $$f^\\star \\in \\text{argmin}_f \\frac{1}{2}\\|y-\\Phi f\\|^2 + \\lambda J(f)$$\n", "\n", "\n", "\n", "Where $J(f)$ is a prior energy. In this tour we consider a\n", "a Sobolev prior\n", "(the image is uniformly smooth) and a sparse wavelet prior (the image is expected to be compressible\n", "in a wavelet basis).\n", "\n", "\n", "Note that the parameter $\\lambda$ should be carefully chosen to fit the\n", "noise level.\n", "\n", "Tomography Acquisition over the Fourier Domain\n", "----------------------------------------------\n", "The tomography operator computes the projection of the signal along rays.\n", "It corresponds to the Radon transform\n", "$$ (T_\\theta f)( t ) = \\int_{\\Delta_{\\theta,t}} f(x) d x, $$\n", "where $\\Delta_{\\theta,t}$ is the line\n", "$$ \\Delta_{\\theta,t} = \\{ x = (x_1,x_2) \\::\\: x_1 \\cos(\\theta)\n", "+ x_2 \\sin(\\theta) = t \\}. $$\n", "\n", "\n", "A tomography measurment computes $$ \\{ T_{\\theta_i} f \\}_{i=0}^{q-1}$$\n", "for a small sub-set of $q$ orientation $ \\theta_i \\in [0,\\pi) $.\n", "\n", "\n", "Set the number $q$ of rays used for the experiments."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 3, "cell_type": "code", "language": "python", "metadata": {}, "input": ["q = 32;"]}, {"source": ["Size of the image, the number of pixels is $N=n^2$."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 4, "cell_type": "code", "language": "python", "metadata": {}, "input": ["n = 256;"]}, {"source": ["The Fourier Slice Theorem shows that obtaining the measurements\n", "$ T_{\\theta} f $\n", "is equivalent to computing slice of the 2D Fourier transform of $f$\n", "along a ray of direction $\\theta$\n", "$$ \\hat T_{\\theta} f(\\omega) = \\hat f( r \\cos(\\theta), r \\cos(\\theta) ). $$\n", "\n", "\n", "In this tour, we thus consider a discrete Fourier version of the Tomography\n", "operator. It corresponds to sampling the Fourier transform of the image\n", "along discretized rays $\\Omega$.\n", "\n", "\n", "Compute the set of rays $ \\Omega $ by computing the mask $ \\xi $\n", "so that $ \\xi(\\omega)=1 $ if $ \\omega \\in \\Omega $ and $ \\xi(\\omega) = 0 $\n", "otherwise."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 5, "cell_type": "code", "language": "python", "metadata": {}, "input": ["Theta = linspace(0,pi,q+1); Theta(end) = [];\n", "xi = zeros(n,n);\n", "for theta = Theta\n", " t = linspace(-1,1,3*n)*n;\n", " x = round(t.*cos(theta)) + n/2+1; y = round(t.*sin(theta)) + n/2+1;\n", " I = find(x>0 & x<=n & y>0 & y<=n); x = x(I); y = y(I);\n", " xi(x+(y-1)*n) = 1;\n", "end"]}, {"source": ["In Matlab, the 0 frequency is in the upper-left corner."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 6, "cell_type": "code", "language": "python", "metadata": {}, "input": ["xi = fftshift(xi);"]}, {"source": ["Display the mask."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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oJckGaifMgQ0SdcITd169KdliJuz6wj5PJbOxFnJgAABQEkKIv8JWK9CoTIlq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\nZyIqZOdAdvXgPSXG2ssGAvY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"output_type": "display_data"}], "prompt_number": 7, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(fftshift(xi));"]}, {"source": ["Sampling the Fourier transform for points is equivalent to masking the Fourier\n", "transform $\\hat f$ of $f$. We thus define our Fourier tomography\n", "measurements operator as\n", "$$ \\Phi f(\\omega) = \\hat f(\\omega) \\xi(\\omega) $$\n", "where $ \\hat f $ is the 2-D discrete Fourier transform of $f$.\n", "\n", "\n", "Define a shortcut for the operator. Note the normalization of the FFT by\n", "$1/n$ to make it orthonormal."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 8, "cell_type": "code", "language": "python", "metadata": {}, "input": ["Phi = @(f)fft2(f).*xi / n;"]}, {"source": ["Load the clean high resolution image."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 9, "cell_type": "code", "language": "python", "metadata": {}, "input": ["name = 'mri';\n", "f0 = load_image(name,n);\n", "f0 = rescale(f0);"]}, {"source": ["We consider here noisy tomographic measurements.\n", "$$ y = \\Phi f_0 + w $$\n", "where $w$ is a Gaussian white noise of variance $\\sigma^2$.\n", "\n", "\n", "Variance of the noise."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 10, "cell_type": "code", "language": "python", "metadata": {}, "input": ["sigma = .2;"]}, {"source": ["Measurements."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 11, "cell_type": "code", "language": "python", "metadata": {}, "input": ["y = Phi(f0) + sigma*randn(n,n);"]}, {"source": ["The pseudo inverse $\\Phi^+$ is equal to the transposed operator\n", "$\\Phi^*$. It corresponds to inverting the Fourier transform after\n", "multiplication by the mask.\n", "$$ \\Phi^* y = \\Phi^+ y = \\mathcal{F}^{-1}( y \\xi ), $$\n", "where $ \\mathcal{F}^{-1}(\\hat f) = f $ is the inverse Fourier transform.\n", "\n", "\n", "Define a shortcut for the transpose operator."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 12, "cell_type": "code", "language": "python", "metadata": {}, "input": ["PhiS = @(y)real(ifft2(y.*xi))*n;"]}, {"source": ["__Exercise 1__\n", "\n", "Compute and display the pseudo inverse reconstruction\n", "$ \\Phi^+ y $. What do you observe ?"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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4+Bh1ZDqd/vTTTw8ePFBKvX37lhMJF0uQJ3GG6kpaIUvLcZybbAmiFg+HQ2+U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"output_type": "display_data"}], "prompt_number": 13, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo1()"]}, {"collapsed": false, "outputs": [], "prompt_number": 14, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Sobolev Regularization\n", "----------------------\n", "To remove some noise while inverting the operator, we\n", "can penalize high frequencies using Sobolev regularization.\n", "\n", "\n", "The Sobolev prior reads:\n", " $$J(f) = \\frac{1}{2} \\sum_x \\|\\nabla f(x)\\|^2 = \\frac{1}{2}\\sum_{\\omega} S(\\omega) \\|\\hat f(\\omega)\\|^2 $$\n", "where $S(\\omega)=\\|\\omega\\|^2$.\n", "\n", "\n", "Compute the Sobolev prior penalty $S$ (rescale to $[0,1]$)."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 15, "cell_type": "code", "language": "python", "metadata": {}, "input": ["x = [0:n/2-1, -n/2:-1];\n", "[Y,X] = meshgrid(x,x);\n", "S = (X.^2 + Y.^2)*(2/n)^2;"]}, {"source": ["We need to compute the solution of:\n", " $$f^\\star \\in \\text{argmin}_f \\frac{1}{2}\\|y-\\Phi f\\|^2 + \\lambda J(f)$$\n", "\n", "\n", "Regularization parameter $\\lambda$:"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 16, "cell_type": "code", "language": "python", "metadata": {}, "input": ["lambda = 2;"]}, {"source": ["Since both the prior $J$ and the operator $\\Phi$\n", "can be written over the Fourier domain, one can compute\n", "the solution to the inversion with Sobolev prior simply with the Fourier\n", "coefficients:\n", " $$\\hat f^\\star(\\omega) = \\frac{\\hat y(\\omega) \\xi(\\omega)}{ \\xi(\\omega) + \\lambda S(\\omega) }$$\n", "\n", "\n", "\n", "Perform the inversion."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 17, "cell_type": "code", "language": "python", "metadata": {}, "input": ["fSob = real( ifft2( y .* xi ./ ( xi + lambda*S) ) )*n;"]}, {"source": ["Display the result."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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QYLzMMxeAFUSRq73y+byQnNgsrlarACxDpp5DxvNEh+XZihOlXT8hgv/wVxVqfGs+nykw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kGgMenVvskgh5DnJ3pk8vlwsb9/t9jgvgXu0SiCKR2CMRMRqNZrOZMBDG/Is1rcjWSdAYnt8g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\nNYxU+otHrsurK6mObzq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"output_type": "display_data"}], "prompt_number": 18, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(clamp(fSob), ['Sobolev inversion, SNR=' num2str(snr(f0,fSob),3) 'dB'] );"]}, {"source": ["__Exercise 2__\n", "\n", "Find the optimal solution |fSob| by testing several value of\n", "$\\lambda$."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 19, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo2()"]}, {"collapsed": false, "outputs": [], "prompt_number": 20, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Display optimal result."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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LlBH07AtNy4jASO+F7Tz4SWNCaNrW8LdXqhHHeAm2q1LpXuh62VSxURgMBhTt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"output_type": "display_data"}], "prompt_number": 21, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(clamp(fSob), ['Sobolev inversion, SNR=' num2str(snr(f0,fSob),3) 'dB']);"]}, {"source": ["Soft Thresholding in a Basis\n", "----------------------------\n", "The soft thresholding operator is at the heart of $\\ell^1$ minimization\n", "schemes. It can be applied to coefficients $a$, or to an image $f$\n", "in an ortho-basis.\n", "\n", "\n", "The soft thresholding is a 1-D functional that shrinks the value of\n", "coefficients.\n", "$$ s_T(u)=\\max(0,1-T/|u|)u $$\n", "\n", "\n", "Define a shortcut for this soft thresholding 1-D functional."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 22, "cell_type": "code", "language": "python", "metadata": {}, "input": ["SoftThresh = @(x,T)x.*max( 0, 1-T./max(abs(x),1e-10) );"]}, {"source": ["Display a curve of the 1D soft thresholding."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 23, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "T = linspace(-1,1,1000);\n", "plot( T, SoftThresh(T,.5) );\n", "axis('equal');"]}, {"source": ["Note that the function |SoftThresh| can also be applied to vector\n", "(because of Matlab/Scilab vectorialized computation), which defines an\n", "operator on coefficients:\n", "$$ S_T(a) = ( s_T(a_m) )_m. $$\n", "\n", "\n", "In the next section, we use an orthogonal wavelet basis $\\Psi$.\n", "\n", "\n", "We set the parameters of the wavelet transform."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 24, "cell_type": "code", "language": "python", "metadata": {}, "input": ["Jmax = log2(n)-1;\n", "Jmin = Jmax-3;"]}, {"source": ["Shortcut for $\\Psi$ and $\\Psi^*$ in the orthogonal case."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 25, "cell_type": "code", "language": "python", "metadata": {}, "input": ["options.ti = 0; % use orthogonality.\n", "Psi = @(a)perform_wavelet_transf(a, Jmin, -1,options);\n", "PsiS = @(f)perform_wavelet_transf(f, Jmin, +1,options);"]}, {"source": ["The soft thresholding opterator in the basis $\\Psi$ is defined as\n", "$$S_T^\\Psi(f) = \\sum_m s_T( \\langle f,\\psi_m \\rangle ) \\psi_m $$\n", "\n", "\n", "It thus corresponds to applying the transform $\\Psi^*$, thresholding\n", "the coefficients using $S_T$ and then undoing the transform using\n", "$\\Psi$.\n", "$$ S_T^\\Psi(f) = \\Psi \\circ S_T \\circ \\Psi^*$$"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 26, "cell_type": "code", "language": "python", "metadata": {}, "input": ["SoftThreshPsi = @(f,T)Psi(SoftThresh(PsiS(f),T));"]}, {"source": ["This soft thresholding corresponds to a denoising operator."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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iGrCIZ0YY/uBGuvDiNE3b7TaWea2urp49exburg8++OA3v/mNmZ09e3Z/f//b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\n1+tBeKwUs1NG/CyIBuyXAjV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bamRl6ZrCaoczcTcrLx1tZ2WAZcmOAWDA4jChpWH4Q205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\nmZXg0XM4AAAAAElFTkSuQmCC\n", "output_type": "display_data"}], "prompt_number": 27, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot( clamp(SoftThreshPsi(f0,.1)) );"]}, {"source": ["Sparse Regularization\n", "---------------------\n", "To better reconstruct edges, we consider a sparsity regularization in an\n", "orthogonal basis $\\{ \\psi_m \\}_m$:\n", "$$ J(f)=\\sum_m \\vert \\langle f,\\psi_m \\rangle\\vert = \\| \\Psi^* f \\|_1. $$\n", "\n", "\n", "The inverse problem resolution thus require to solve:\n", "$$f^{\\star} \\in \\text{argmin}_f \\: E(f) = \\frac{1}{2}\\|y-\\Phi f\\|^2 + \\lambda \\sum_m \\vert \\langle f,\\psi_m \\rangle\\vert. $$\n", "\n", "\n", "Set up the value of the regularization parameter $\\lambda$."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 28, "cell_type": "code", "language": "python", "metadata": {}, "input": ["lambda = 0.1;"]}, {"source": ["To solve this non-smooth optimization problem, one can use\n", "forward-backward splitting, also known as iterative soft thresholding.\n", "\n", "\n", "It computes a series of images $f^{(\\ell)}$ defined as\n", "$$ f^{(\\ell+1)} = S_{\\tau\\lambda}^{\\Psi}( f^{(\\ell)} - \\tau \\Phi^{*}$\n", "(\\Phi f^{(\\ell)} - y) ) $$\n", "\n", "\n", "For $f^{(\\ell)}$ to converge to a solution of the problem, the gradient\n", "step size should be chosen as\n", "$$\\tau < \\frac{2}{\\|\\Phi^* \\Phi\\|}$$\n", "\n", "\n", "Since $\\Phi$ is an operator of norm 1, this must be smaller than\n", "2."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 29, "cell_type": "code", "language": "python", "metadata": {}, "input": ["tau = 1.5;"]}, {"source": ["Initialize the solution."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 30, "cell_type": "code", "language": "python", "metadata": {}, "input": ["fSpars = PhiS(y);"]}, {"source": ["First step: perform one step of gradient descent of the energy\n", "$ \\|y-\\Phi f\\|^2 $."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 31, "cell_type": "code", "language": "python", "metadata": {}, "input": ["fSpars = fSpars + tau * PhiS( y-Phi(fSpars) );"]}, {"source": ["Second step: denoise the solution by thresholding."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 32, "cell_type": "code", "language": "python", "metadata": {}, "input": ["fSpars = SoftThreshPsi( fSpars, lambda*tau );"]}, {"source": ["__Exercise 3__\n", "\n", "Perform the iterative soft thresholding.\n", "Monitor the decay of the energy $E$ you are minimizing."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 33, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo3()"]}, {"collapsed": false, "outputs": [], "prompt_number": 34, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Display the result."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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yr9c7Pj5Gyzc2NiqVCsuBQoeDtq0Jlnh6NpvFnKnX67du3YJdF3OMHEtSImn5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d74kohoKkQSHuCR8qknNAiK047H49lsRngtdl2BEslT1jPz0XCR8Jla1njy4FNvael/AQizqxle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+AAAAAElFTkSuQmCC\n", "output_type": "display_data"}], "prompt_number": 35, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(clamp(fSpars), ['Sparsity inversion, SNR=' num2str(snr(f0,fSpars),3) 'dB']);"]}, {"source": ["__Exercise 4__\n", "\n", "Try to find the best threshold $\\lambda$. To this end, perform a *lot*\n", "of iterations, and progressively decay the threshold $\\lambda$ during the\n", "iterations. Record the best result in |fBestOrtho|.\n", "armup\n", "terations"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 36, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo4()"]}, {"collapsed": false, "outputs": [], "prompt_number": 37, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Display the result."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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B/BGPQKQQIyIiIiKeJaIG9qRQDYy73aTIY6sMYRDqQKFEXxBOO0EykD5s+jv9\n+KvUL9tJjASh/tbQwNQP20JOK9i20z5/dHQ0Go3gYz0cDkEbYj8ODaxWq00mE0Qf//7773Bsg9Fe\nHWeyogAuSCfk0We6+iqqhy4AFlJQHH7POUHzPFVpYP4M6zHa1ywYjgbmZ6D3KURf4dPTms2menzw\n7onER+uxMz8WSijMH5Vj4HPHL7Vajbeu1WqbzQYegFbUA7u9vSVjDCd7vA8HBwd4ammaDodDvANI\nlEwNDE1NC5jZeDymr3+WZfcmbwOgm7LPOnv8GB9BSGLsPiEcsT+iAHtS0DFd2Tk6lWGJ3/0lKH23\nJ9kYpH2sHIPFFSe7LxeiPYpCJHdkZQGm7mo8GTYnMEXD4RAHBwcHo9GITobgFZG7gTkYF4sF4oH+\n+c9//vLLLxgOXO3NrNVqsRssi4wseQw5otOdhpc5GRlwnEjVaWdlV6ljOwUYU3VYSG4FKURFFYWo\nAlVFnfMjfqElyfeS1zUa7ZMt1K4qIclrOV6KfzV3cTeDmWF/rCiPst1uIX4we7B9jsdjmriOjo6w\nicEOBtTlZrMhYzyZTHAwnU7v7u4QpIgUIXkR5rinAPNnMvjXh8owCDB9ByIeiijAnhRB2eC4We9u\nIQ/5bjwOSTkXomO5sQo3kIeKLkJTz+mixjmhrwRCu7A8QfEys5OTE5ZLPj8/R5gXLCVYhm5vbz9+\n/AgXAMaDw2hPh2xVW3Hft2/f3tzcYPk7PDxkosJEEj6pBUvnX1WWoLkoqJpQIjoO30GhRVlYtU/f\n7YivHXOOnR8d8ek3m0u8tmO54QmJuNSrowR/VPOqTp2qaDQxYqsBMc+XJC+qi5EnaLVah4eH8NnJ\n85x5pyAerAgWZCQfvEJMPE2qwPuuVqu0iJ13BBWGw02P7fdp4BxkRKOHy71XRfiINrCIiIiIiGeJ\nqIF9EVB39v0pxKpz/N2c7s2rzncsN1XnowOP0/98ry0dRaPRoG8hneOPjo608iEUr+PjY/x1Pp/f\n3d1dXFyY2bt3796/fw8KcbvdklNi+tdtATMDJWVmSOOLLfl3332HRAxWJN23QgNj6LEaDrWUhm8c\nUjVItS6NX+ZVJOJyydvrMIF6svOAVIlxflcLlqOWqWti5mXEZ8+p/Cmtqo+PChZfTg0c1qfP350e\nqgZGq5K+lmgHIc/UwPCADg4O8jzH41ZSNC8K3yCRCmvfzOdzPGI/NMJBr9djdjRw0SaqofLzJlrp\nvSkICGh1Wi58zwsjiCjAviBU5dRQqOEqeIJDyOxuTb8Zv52HW74AACAASURBVFlH7KnUeQSFqKAN\nTO/V6XTAFr548eLk5EQtHFYY7WEgIVV4d3f34cMH1IW6uLiAjcTMFosFVzEKMNCDTBDl9+rm5mY6\nnWZFIWDEG4H9Y6kqDVwL2sB88Q85obShEwdmHp2rpJy2XzX5VVsWlZEqDoM/8lrl90h+JkkSFGD8\nMZEwLx74RKJDimI2ON7g681Nw2KxIAG4WCzwgI6Pj7WiGIdcq9XgZ79cLukrAbsXrGvj8VipPx8q\nwKxI4a/uV3k57PIRAoylZKIAexyiAPuyUPUt+VvUKlRZ0XwlzFkjdoguxadIr6AHBK39w+HwxYsX\nZnZ+fn52dgbfDVovarXacrlE1t2LiwusTePx+Pr6GpkMb29vWbmDGYOwX4bQmk6nwUTJrVYL0w7t\nDUjTFFoanNbUikZHBrXeUWBoy5QNjueh4w3oQFUlNbHs2ECoKNIWgpI1+HBxJl8/7a1fFCaRkjGa\nWtA3MUL2+KZWNqteLWoQdazF1MOYWXG1WsEd8e7uDoVarPAZYaJnJgNjzxeLBT0SB4MBnBux6fEf\nHIOpgWCwIOdQ9dc9kUgR0STkGxJxL+KURUREREQ8S0QN7HkgaDTy4biN7W5qR7MOvw/sbnYf0C6S\nJAn0GxYw7Pf7R0dHMHGNRqN+v08TBTbXWZYx5xMPJpPJ3d0dUwcp56YqAlidqvCAbagyL7bt5vkN\n+gyhY17yZwyba9Vp9EKc6ai/1EiUOeQJvh008bzknVs4DBWJPnYylYCtpJz21zfQ6nhxIZ8vXQf9\n2+k8OKUJ0qKkCx+TYyrzfVbpfXp3d3d9fQ0vxF6vx1GoNtlqtXAh0rUwnwu0fF8DY6CYjhq3oxHO\nPBXW9gbNq3TXjPzh4xAF2JNCy6lwDdpfJNzrvhE0q1RRhfcKRZUHSch3YHdnqgDrEQwYp6enKIBy\ncnLS7/ch1RAcw1JM+MIXi8Xt7S3Ck5HCHD+y/hNCuMj1JUVo3b1BpohlNrNOp8P5abVaOnaf9EvK\nru08WVsOCrAd9KxzoSO9fArREWA7WErnXo6lCuNlAni9L2WSDtOhgmtFgTSeoOKHcVeOLRD3AkOb\nFhFgvFA9WfLCrd/ZV5FG/vDhA5rt9/sYiJXdcGq1GvjAdgEz6/V6sLNeX19jP0TQ46MmpSEo58jr\naqJ9/qtO/0Egq6cVPv1OfHTEgxApxIiIiIiIZ4mogT0pDg8P88LPmCkJWHnvXuzWvaxMHwVZweDB\ng+6oyoE29VDHemxCj46OvvrqKzM7Pz9nNvQ8zxGAbEX2VTO7vb19+/YtvN5vbm6gganW1SxghQ5n\nhWMn+xzsZFJkm1VtQHP8BEk/tubvwR2kkuHXIcQcosy/BafXUb8cDUxvoRpYUDXk5crIIaIWagp8\nVazIk6IamE9p8ke4aHJopAqVylPfDT6pZrOJ7qEFrXPtT6nOJDRvZIfCQJDuGcp9u93mAd3oUYwN\nv4O1NrP5fP727Vut/oWT1+s1VTHzKGjGdFs5EKLRaCg/4WtjSA+NOdfcchbxcEQB9qTodrtcGvBV\nILnUni9xXlHKJNnpbGaf7AFPCsgqVljzCsQQXFVzqVDc7XYHg4GZHR8fIzvU+fl5vV6H0AJDSAsH\nnAOvrq7evn37+++/m+epjOVAaxUmkqTOhNsxj44Dv8Tiv1pHsUoeUMqqTNrNB2oLjmVFZ1jP16l2\nhJYeB3lOX+I6DDAnhw8rz3O1S3HJ1iU4kcwgKjvVj44u5sF8JXTKp7BUAZZl2WKxcGSksz9ICvtc\nkiSkELMiq2G/3z84OIA9DMdW0Mi06rVaLZzArCsQt2CnYRClTY6EZ5AVpPVU3wS+QmBfgxcyjZmO\n3T8t4l5EAfakYAUHmhaQXGd/+rtK/OhK5Lemcit5eNI2E+saeH/dY7JZqmWOjcSKHTd2vp1O5+jo\n6D/+4z/M7B//+McPP/xgZi9fvpzP5whJvr6+vrq6gty6u7tDyBf+C7GHjL3ByXF0C7WBJWV3dq6D\n1MCQMoqGEyoWepVVyKrdAkz/y+xBjGher9dMLowCWlwWKXRzCZDyDZlVGljQJmqiQOubsNlsIBJU\nLUjKpj7e1F+4swIm7g96U51eulqgUhe+BfjmMA6PBjma2fQWrL+DOD8YqHq93mQygXw6ODiAVBsM\nBu12m491MBio/4iVPeAXi4V6/eyOuVToHkVZFj5BX0StVqvZbOaU5454EOKURUREREQ8S0QN7EkB\nZcLK8fy6TX4cHE7JN9g8wkalwDbc4db8+zqXmOgQyLiKRBuj0ej09PTbb781s2+++QZeiAcHByyb\ne3t7+/79e6bl5UG73T4/PzezzWajKRLUgqWcmxXzrIQh2UJNokqOkXl7nZS7/pRaWbXarUOrStpo\nNOjGjXshIRa9LhPxYmfwrGaz9QnhxHN0dLwQHah5jz+uVisn2TxNU87tVJMjbYip1sJAAF88TD4V\nDmpdqn2SHGbRE02+BR2RjDHOXCwWfKwIUoYGNp1OWYWZmt+LFy9YrbvT6eDHPM9XqxWTONMYVsWK\n+8CE82FpCAc4g16vd3l5qWY2K8wHvs01Yn9EAfakCGaCyLIMK9p8PlfGXEmYKnuJA4e+c+wH5rFG\ne0LXRxAvXMh8rkm/ZK7FnU7n9PT0m2++sUJowYY/m83+53/+B2Onl/zV1dX19TVIIfyOg8PDQxjM\nlsslBFiapt1ulytdTfK7K+HGztD00m63mWdB12UyV1xAdVnx51N/9yct+GOe56wYkkp+I6zIuhSq\nhzpbgMGGrB1FjkMbBiWu0zelztArnQdMApf+XDIZql9GIlFrvrXMuam+RWi23W7nRXZBJHlCnqfl\ncomxayZDZFpByxS3eHxodjKZ9Ho9MIez2QyMdK1W45szHA4ZYsg3Z7PZoOSKFRtKGqrv/ViCFDp+\nQfeY72q5XJL65uMjbatfTcT+iALsiwCXHl0CdA3iyrK/+NHt+f42tsdBVTSsTTSY4cder3d6eopi\nKN9///2LFy/wMf/8888//fSTmf3666/MEoSe06EDXojL5bLRaCDSeTweI/9hmqZYIKxYenzTi5qU\n6PzGYCCIOgbPqiODX24jqODq3PqaqHnzTyc0bvAhGBhd5JeFVL3HUdl9DSwp4NxaJ8Tv2Hq9pgKU\nZRlLh/BRqh3OQVAj1x85/yrA6MTBiHWEJNOyxTN5TiaR3fRXVD9JRA0yBSIryc1mM/ivnp+f12o1\namC4CiGG1OlVj4da5mhOCp0QZ4+Ilwo9Z4yjQnczsH1W3SWiClFpjYiIiIh4loga2BcB7v7Iazke\nUNzcPaLxx9GGiizLmBFjuVymXmlEsC7YcmIjT08w2ACQJgq7UXA70MBIFcIQoowWbkcHaMT6gF/a\nbDa0YKXlIiCO5gFmhmqBesn72ZJUuUnEZdxpNmhe8lXkHXPOvvlnVil5PIZLNzM2MXGtiWqVi8vi\nnvv6VEp7WHU95eAw9UdHz0ukTDPYSIZ/0R0xlRzB1OMZTUW2jf2kFZNcIk/D86X7Il6hu7s7vk7Q\ntJjwBdT9aDSazWZ4ew8ODsbjMR1f0ex2uyU94AB9gMM9P1IaAnlfxzpA19wkSfavCh3hIwqwvwz8\nkjUVW7/fx4s+m800JtRnxp4eQYM2lxsry1r8fnh4CLeLFy9etFotrDV//PHHer0GMXh3d4cvHOsR\nQwsYQJMUycVrtdpqtfr48aOZ4VqAsTiAs/TTV569pdxSXssXRRxp4jnfkx0NCozMKyliZRGVSCQT\nuSaO14mpULpP2bOsKGuCycklWksFiSO9dtCbablomc4GeUVnmFb4KfCVCG4g2CA8OLBFa7Va6p/C\nmAc9mZPGOs6wGlJm8xakFhGqwfhltZbh+Orq6uLiAn0YDoesKHZ2dob7DofDm5sb7K46nQ4FGCjr\nKoAAdKxf+AUk5PX1tYpA9LbdbqdpGgXYpyBSiBERERERzxJRA/vLwBS0+iPoDhMK0QrDvlU4MX46\nkrITNnu1T4Ir+s6RFGo2m71eD87xr169evXqlZkdHx/P53NsbD9+/Hh1dUVPPI04DrJV3KqzoBfz\nNTjKim78eYL6d2l5RvyCuSUh6QSYW1mHw+VUU9iI429N1U2dL9jJvFwFkb3laY47Bn5UZU5rOjst\nOyf7LgZW1pP411ycDFWpDeqmVPjg+kGFI/WSKUO7VZ9G6E908szLFajVFYjaHl8SaFrUyFXJY6Yo\nZpBqNpvQ+JHxGa1dXV29f/8eJVLpyAN3RNCJ4/GYdcKazSauWi6XqDpm1dBvU584q4HTLSWV2BLf\nUSjiQYjT96TwV5ntdttsNmExmkwmQX8nvvFaPPCzgAwPve9SKWyRhzK5BZFlWaPRgLnr4ODg6OgI\nzOHZ2dnJyYmZ9fv9+XwOU99vv/32xx9/oGXNXkjhocJM/dnYQiolPAgVw0r66WriDNMKQo/LLrkm\nHigXp350aSjESi1YQThGKV+opFIQx5EinBCu/k6iQueJWNkT1beH6X8hRRwfQkyjiklHNKIDNMjV\n63UVRZxemnzoPU8TF13h0Sxf9UajwR3etlypnOKQvaWMRKpDls+mGZUfzs3Nzbt371h7BQ22Wi0W\n/u71ekzbkSQJxA/cI3cLsDzP1RrHGcZGDf860p0hChGPRhRgT4qgBYtLgKJqmfuMnUkkzxO1EFU4\nVIrsbgobWMQpn56enpycIE1qs9nEEoA0UainjDAvtIwVxwrvFd8dwHFw4Pqo/aRE4fKnSowzXg2P\ntXKcMk8zWUn1rzobVFOc3nLStMGqCVSXB1UKHUuSDtPK0k4DxXT21PfduWlQqdI/OZqf7zqfi2c8\nk0JpGLi6YCQSl+37yGSSMJCBBCZZgJ0pTQqnEhN9N5d4RI2sotsRtZ/ZbHZ5eQkFq1aroQL40dHR\nYDBgfEW324UwYzZF5FeEZweij/2pq5rS4AnoLfXCiEcj2sAiIiIiIp4logb21yPLMjgiJuVwVN3K\nqT3sc+3aalJUUJ2PdQOOA6006IBkSL/fx37266+/Pj09xaZ7uVxeXl6a2Xg8vri4gCvX7e0tc7Yy\n7BRmLaXR2D738nShVquVY/dyKET81aezHGdC9RukPuGrI/uUxyR8ys7KqlJwJnVEzoGqa44matWu\n7Tvu6/zo31dPc4DZA5mJE5xEXHq5T7omSUI7KxkITWRFDQxumUoJ8HcoWDDC6Sh89pg/LpfL6+vr\nVBKgWOFDiOKWJr6d0MbMrNfrMcn9fD7nff1p2Q3Hh3M+nys9G/EIRAH2RYD+An5SaqyD/iqz5zIa\nBFpgenj4NPuEGO1M4G18GcYlCVaE09NTM/v6669fvnwJT/e3b9+CNvz999+vrq5AwozH49VqhVsg\nEbuV/SO0LpdKNRU/yu8phajCjFf5x7VyLV3f2YG34FMwj62is4bKSOfYaSEoGPRPuDxIIeq1zg5D\n4ZCuPOBjdfz7nbtXddKBPh2lEEnMkmh1nOzZeF5EUG02G5q7KO3oxLHdbpk4Eb3VQnpogTlE1GCW\nFIYx+O7jvqvVisXk8B7iTPr3q9cJK4dBgMHESzxagHGGZ7OZ//giHoQowL4g5BUuALqh/owCTDUw\nblexQHMRoTzgVWrVZ1dRIQV2r9FoNBwOqVchcuv333+/ubmhQdtfZOHPFrRp05wT1J/SUEQXpYjj\nn+LLxbwcuaX6HGVbXg57osGGAsyRl+y2L2Yco5Qe+yIw+NSc43tXQDWMOdYjq9DJ7oUKrbScuZEb\nC06OShRfgEEgaaiZ83KqVFN7mCZm3Gw2eLWYIBHA65SmabvdptvLarVC2sPxeIxme73eYDCA3avV\nam02m1Siysys3+8PBgPQJHwB8MbuM10+KN21q1GYPQJRgY2IiIiIeJaIGtgXBND6wY2YUog8eLQS\nhq3r3d0dtqJmVq/XERODNO3UQhyaC8CW1sy63S4MA4eHh6enp7AcTKdTModXV1fYt8LhyqfRFGr/\nU01IlRtHA1O7l9JZagxzruLJOi78q3/SeVa7i29W0d5WDS34pBxa2B9FUqaOeaH2bf87+iy006z/\nrHcMyn8oVJLMC0LQZ8ELmZ+XalMmuXrV1/z3338fDodWRHSxP8zcoVq4Kpoaf0Z9jgpfnues+n17\newuHw263y2lvNBrUwIbDISO6aL37k+IyI/ZHFGBPil6v59ghNJTH9qss7lhxUi9yiLdQ2/hubDYb\nMiRc5R2vAV0T8WGfnJwwUxRz071//36xWKCA8sePH7FG1Go1TQ6kjCVHoQFDuiz6Ttgqn5yln0Il\nKOEcGWnlhb5Kvjo+Eb6E0399lmz3sRW+GByRnqYspd5uN7TDeqCj8B9E7mVQ9MlMHSZPYJeCcRdK\n52qiffK6LCVj5U0MzWnz+Rzh8Mq8caI0zAu7jbxwKuGejFH2oDR5a1yFkj3w11iv161Wi64oeM8P\nDg4Wi4Wa3MxsuVw6GQ4/BVEWPg6RQoyIiIiIeJaIGtiT4vz8HFs2FpZdLBasSPsgpJJ0R1kyK8L+\nUUDLiuq3924V6bMwn8999YJ7aniaYW87GAxQo/K7776bTqdv3rwxs7dv3757945FvNCZWq2mzKQa\n9n39SVUlVU12q2VKxDlcoq8upOLEoWM3UXFUjVCXbqdjzsm7GeCqmU/FFYItaEZjhy28Vw9Tlxz9\nr385jvFEOExfwU1CrrA6546PuyrWQTqXLyc95k0CA1Q1HI1GubjF0guRChkdOmoS3o5Xzsw6nQ6V\nqkTioNnUfD6/ubnBCZvNhlk5WD2u2+0Oh0N+ueASp9PpZDL5vJlxIh6KKMCeFEdHRyw+C24NXlgQ\nZnvatLjmknAjxc8S9fiXRW+TIuxGQYq/2WzSKZl54k3kBJz7ma2n2+3CYDAcDuE6f3Z29vbtW3zY\n7969+/HHHzEiJsuBk1VaODeyMyq0tG/6uwotR3jcK8B06fePcS8uoI5U4I+OFyjnBBOi7JzDAFc9\nUMpOlbIaGOCbo3iLfcSY9mcHKa1zDuaNtijdXji7GWcg+mMmpUH9rQ/GSGJQy6no/PMRM1Lw7OwM\n2yANOyPriJtyvLr1YZYyzR7JfFcc73Q65Y/oOS+ECIQ8Q38WiwXI9pubm2aziY49zhqN2YvJOD4F\nUYA9KabTKb6Z5XLJerJcyB4kwDIpJ2/FXnI2m6Vp+sMPP5jZy5cvf/vtNzP75z//uV6v1SnZ8XWG\nQzD6EzTI1ev1TqcDodXr9YbD4XfffWdm33zzDc756aef3r17hzjl6+vr6XTKFZD2Btb2ZYiP7fRJ\n8c1djjCzkFLlyCdfwjkn6L+OhHDUEecErsV5OddR0NQUHKmz+vOvahb147X1kry63JdjA3Nu4Utx\nnQHNsMwkTI7HfHBPkJZjh/0J0W0QmsW2yW+Ncw6lTaeUyhYOEEnmRz2rkWy9XvNkZh/Osgx7tc1m\nw8LfWZa1Wi0ENTNRJ4aGh3J3dwdrGVIm/qlZtiPuRbSBRUREREQ8S0QN7Enx8eNHEiB0xt2WSzLu\nCV6FXScd5PI8/+///m89s9vttttt7EC18mRe5M+mv6IP7nYHgwEqpCBg+dtvvzWz09NTaF0///wz\nUvSa2WQyccgxKwhPbop9Zkx1BXX2q9LA1HK2gyH0dRf/BNWA9XcnZZF5GljNS6TrQNURvdZxKVTt\nB88Cd2Rmph3wecVgB/JQoWelB2nHsnL6DP4JnXGUG0Ui2rDGG5AqyMtp46kSZUXRbSs/FyrZ0Iqs\nzNY6GhhVRu0ST+DHgmNqYCDbJ5NJrVZDSEm9Xh8Oh/gcNGOZFaWfu90u89fQudGZsYgnQxRgTwpE\nR1nFiuO4UPMguDhyYU3uo9E3mw0/RSTXcFIJ7Kj7lRUJwgeDAVyZv//++7OzM3Tpw4cPv/76q5n9\n+uuvNzc3qDcBAeas0WkoC4bJSgcWjsd52b3eKmxgKp9Mlj/zBJXtlHCcaiUkufw5diDHOOewW1WS\nzO9kcB4g6jSyyspvy717HeeFCfZHNwd6Xw6Zp9XKafudW+i9IHK4+aD4V8OYScFl5s5QAeazlLmk\nSnEoRM2myGO/b8gfT3ZUPU0gkxCIBr+kXq/31VdfsUAMNxBZluGETqejBwwOe4Qf1iO2rREOIoUY\nEREREfEsETWwJ0WVqhTc5NIBOhgfajvJKwUiN9V4ztRz9xqfYcTu9XpHR0cvX740s7/97W8vX778\n6aefzOzXX3+FBnZxcXF3d8ciy0nZOd7KFKImLM7FdXsrFYF9EtLJ46Ckk3NgFRSiA6Xv+Ivj8WFl\nv3a9kH3A09Hb7fabcPhPTgJ5NmUOVb8JjnQ3gupp6qU89nueFsnmyZIpW3vvvaxQ4zLJJAk1yHcy\npJuMTo4WLHX8YkjC4+XUZL5JOW0K+6Alx9halmV4Y0Ek4vjm5mY8HjMIhN2o1+ugMdvtNktf9no9\nXIU+PIJFjErYJyIKsC8CPuej3+En0utYFPwVlotmFYbDISqkvHz58quvvsJ3u16vr6+vkVd+Npvh\nA8YKosufLs1WTvBhIU5MJQ14LUdOqABTClE7vLvZ4Pqblx35fFMcTvDJT9tj68CeqMzQaDZfgFEW\namc4b1Uj8nc5jqxy/nWEtBVOlVijk8L+BOlFTzydYTVG+lsB/yk4w3RKqAQfUFBgqzAjK85Opmmq\nLpQ8U90jdbfB4BO66W42m9vb2z/++AO/o554r9djTBjSSpnZ8fHxfD7n680KQbvfBB1mlF6fjijA\nviDo9vCzmIV1ueciokKl6hb4RL/++mvEKZ+fnw+HQ+zELy8v379/f3FxYWb8aJMkoYWfZjM0RXtb\nUAyoBsa7c/E1L+TLUVU5KH8IvgBzoLYf/Z0j0v2+qiyObFbPAr21PgW15DGdEiV6nucQ8FZ+B1RX\ncFQlTg7upQWx2H/zJK52ycoaGBZonIxwKyvC+BgCXNVOcFugs8EZY8hjrVaD9q/2TqcFX/TqtKcS\npNhoNCgIVcHVBvlyasADrFmI66DPyO3tLXiF+Xz++vVrMzs/Pz88PMQ8IIzEikLPuO9isRiPxzv4\nDLy37LkyEOpXFfFQRBtYRERERMSzRNTA/noop8d/P31Hlkg6VN3xqRtx8EIyJ69fv0ZM9OvXr5Mk\ngWHg8vLy48eP4/HYzO7u7kAEIVFvrSi5pC3Tsc3RwIJ6DHuelNNKmZeIqMpj0zmw+4gaf54dzSzI\nyDk9D86kMqLac01oSw2M2UlAstF4o+oUVQRSfP6TtbLHfG1nvit9EMhbQb9KzeOuBjlHNaz6VydB\ndVZqYEmSaCC/M2MOgrpUUs4RTDURb5p5z50amL5pGifO1u7u7uBPe3l5CaUKk4Do5na7jQM8KVDo\nt7e3wdAC3rfVavGx8mVAZxyvy4gHIQqwLwLOuvCJwJeg5XF12c2lpq1/bb1eHwwGMH29evUK8V6v\nX78ej8cQWh8/fvzll1/gPcxG1DcEBnN1zbAyr+gIsB0Ln3lu9I4AS8p5nnZPoGNK8U/IPXsY/3X4\nTKumEP1lKC1gnhhmazTM6IKeSzb6pOxhQU8HJSF1FLq483eOyOdXIRR5O6UQNXrPkdl52cdde65i\nhnOy2WyYNY1VmC0kUPXAmVVfgDUaDZ0otqaPQPcEOpOcJRwvl0tadq+vr2H3Ojg4QJkhkyqXaA3R\nY+/fv1evEwVnMinCXfhQ0BmNbwm2ELEDUYD99fiT6G/ne9BVhjYwPQEfMBwOoYGdnp5Ckh0eHk4m\nE2hgkGS0ZKhpJy1c1xhhs1wuaavPJEWsrqpcCnXNUkuGSjKaPXRV5dCCi6k/FTohzrH/o8oD8/wm\nbKfg3PO+yNjEmDwV/9qOTo4jyDMJZleJ6zg06lRbeblXWxR7CD9VlTHO0NAZrsuIuHJuoXOraT8p\nUUxcQvSN8j1NctGGHSHNP/FCqmKQXtwf+D69cFPkPCRJQtsY5NOPP/7IR3x4eAip1mq1RqMRCo4j\n3aj/rDk0PiYdGpKrsTjLn7QO/N9GtIFFRERERDxLRA3s2YOWJ/7ik3K6ua5SF8CQ9Pv9o6Oj0Whk\nZsPhkHUllsslXOcR74VtY63IKQ7zCfP2sn0W28UGk7FouvnV3vq8k5JvvuZhomzpttr3adSZ8RGc\nMT1QDYy/3+uFqJoTO5Z4lQHW6zXrzqxWq7wIlkpDOYuhkTgRdQ5LzJvyoSRS6VHZTu2qnuCTzEqE\n6gE1ITxW1YbNo+xY9ECjREyoPOVX/dlzjjlGHZHawIJMKQelxuBM6r80Gg3UGW+326jLinTYOOHs\n7Ozo6MjMTk5ODg8PkeGapYJ88M1JCx9aPtZOp1Ov1xmREjWwRyAKsOeKRBK9Z5KESc/RBcu3rDgA\nbXJ4eDgajeAo3Ol0cOZ0Or28vITrPNyFWZSdgoS0HuNprIjLsSKPHLgXx8zjCw8sN0EKUVe64HDU\n68EBpLi/TDiyyp+uRAKn9Kog8ehIL+cqlbJM0Icp8iVNsOWkXL4Z88BV28prPRfNRDJF5WUPdcCp\nikABxoeFpjT0yukMln6+h1rJjA9IhYe+sSQ8mQCeJDOkC/1TdNo5RseBYrcA02eBu69WK3rAdzqd\nbreLDVy/38c7/+uvvy6XS+zw6HD/4sWLg4MDiLpWq+V4mjiPHkn9OXs4gABDBtEovR6HSCFGRERE\nRDxLRA3seYBMnWYXpS9GcPumyk2QHFPU63WwhdDAcJwkCfyJx+PxxcUFMhGjCi331OpooA5X1A7x\nVy2bi57TfY6dVJYsyFal5aqP7Hxwo717S1vFFgaPHT+C4KzuULxwudJojgaciF9GLukqgi7mzjwo\nladtOioaOpAWsdI+O4e/UtHRdM/0s9h6dbRB9KkW7g+NPc8KOCeY6FLKGAd5XV83TaQOmdKJzgPi\nj5nkTc6KdFb0oWi1WvV6HXrV4eEh8xq/f/8e0c10ozezXq+HM7vdLvQzB51OB0PThNok3uHEsTsb\nTsRuRAH2DFCTxBP8LDVljiPDHL4LHy3XCCsTKUC/nPTTzgAAIABJREFU3x8MBmZ2dHTEpAPL5RL8\nxmw2u7m5Ye0VvVApI39ZTNOURdm1OIVvo/JpQw2csoKidMTDnsQLFyyHfdrdgiOBdDKdMx0Dlc9W\nWUhMBgVkIh6PjvlE7V5+/53Z82k0nYcqKetsGlQ2ANwz6UZB3RT9oSm3pi8th0Ypu1wu5/M5r6XF\nlHUj8eYoneg/LL8POmSdHBWWDCHI83yz2SA7Yq1WwzsPXF5emtlkMsGZ9Xq92+3yqzk+PkYCKnam\n3+93u13KSL5+dMVUZ9qIxyEKsC8X/nqkesxW6vY6V/kCzLHo1IpMd6x7dHBwALvXcDg8ODjAtZPJ\nBF/aeDy+vb3VUBv2Dc3im2SauyRJGLOJoBksu+rl4Symvo+Ao0NAiqsg59D2F2P3yi1ftPvSiHqM\nTrj/sEzW9LwcOKXeH86U4lgDbM2z/3Ha87JZS2dMz/GHrBK9SskzMctZWexlRZ5cLPeqBfqCUyeE\n4oeCgQoiflwsFixQgjen3+/3+32a3Px9QCb5glXJ8+fZf6bcE6hquFqt4Lsxn89VgE0mEzNjBCRS\nR8KJ4/j4+OXLlzCY0VqGgmGwri0WC6fmC3pIq2HE4xBtYBERERERzxJRA/tCUZNCgonkmsqkSETw\nwtTLDu5rYGnh90zT2mAwgAZ2eHjY6/XQ+GQywVb06urq5uaGDmOOi7MVdh2WtDChELGPhosjoBRi\nrVwhRZUtn0JMyymJndGpNuaoHUHFq0rZ8n8MUojK7znht/78q8Nh8LlUaaJVbvT+2Nklh2vdQV0G\nB6v35QCtrL+q/dXpuYYkW/H28qklhRc7ogWs7ENrZvRCtMJntdVqKb/nK1jqprgtYGUNzMp6pKOB\nsaoy7rtcLvHaJ+WAB+heGnFcq9W63a6ZodjQ1dUVTtPXGFZkkodmNpvNoJatVqtut4vO+ObDiH0Q\nBdgXCl0CTMSVbwZ3oOsFf8zK6cxJDeHHTqdzcHAAMqTf77daLbAlt7e379+/N7OLiwtUzrXyYso1\nUWupKEtJf2tY19XrxGer0rJvgk8hBhfu4LEzfJUTzo/3cobB/2oLTvSSShrluHzWjgu3Ur6peKur\nC4beVwUJD5RC5Oyxk/6/DpxVXgWYT8T5WyIr3lj8riXf2Hnl+sinYbrIaTcaDfBvLG5g4lSCAxVm\nVhZaaJbCLEghOvSmlWnMLMvW6zXNvWgB9VZwOX3uV6vVarXCVb1e7+TkBCXLtcYKq8YsFou8SD7C\nplDMQdnaiIciztoXCm79MikQZeJnVeW8pHv8oB1CpQs+m2632+12oSTBM4pfHfIf3tzcbLdbLmqJ\nmKCCFnXVTnhmUrac7TZx+VqICvI8FEQc1MAc+JJMFYsqWVUlP/hf7a2JnOCTclZVqggUG5wciHx6\nqakPIcUeb5GVY5N9dY3nJ2Vzl3Y+KOmdFd+fBx2jCjC15PFa9lbVI/wJLnlQtuis4fQkL5u4VNny\np1ePq14DZzjQAvnscgmDwwmwFuN4vV4jfdSbN28ODg6Ykrjf75+enpoZcwFPp1O4peD4+vqaFjWa\nUdXGFvEIRBtYRERERMSzRNTAnhTD4VB35VbeMypIX2w2GzWxqP0p6IXoe6g76leapjR9ga7p9Xrt\ndpuV48l1LBYL7CXhOswUCdQCs3KyeaXOOEzuwYMmLtVdnJ2++vWZKHNW1sDM03jM0widCbGy4mUV\nSoZvNQnCOUFVJeoNwcetfoxKZ1VpJLxqK7WGVaFR/dVXlcxTQB3dy9FlnRO0k07jPMHRobVxKyg1\nquykDdvtNgylNS8pmtOCP5NWzs+LE3isz0gfVtVD9E/mW9rv99MiRzB49X/961/NZhMPaLFYtFqt\n4+Njk+wz4/F4Op0iHfDd3Z0qW6DrkUQq4lMQBdiTYjgcZkVcCF5oHOCbCQokihMre0hTBnBRCF5r\nngGMcZRcOCDAuFayb8vlEoZrjc5JJDaIrvwQVFyCcwmWUgpRq0z5ckuResE6aZH13CoEmFXLLWdC\nTKgzR4ztFmBBjtG5oxJQtIWopNcV1tlYWLm6FddHPXmz2fgG0VxsaSbLcV6RNsyZBPMEmHOaFW+O\nmtmcCXFmQ4Wcb6xyBBjoazxituM/VodCDAotZ1PlP9bd0LEoE86vZrvdwl3+l19+SdMUcWCtVqvV\naiFH4na7BfG+2Wym0ynMydgIElF0fS5ECjEiIiIi4lkiamBPik6nQ+cr/JJLbpt9zM70pFC6xqp9\nOvwWSCF2Oh2kjOr3+51OhwQOFa9ginSoCL4rc1pOBOWwTJmXs9Uho6ysSKnS4+g95mlg+rtPJzrD\n11vsnqigBuZ3DJOgKoJqBuZxXH7f0JRSpk4IgSpYvKnewkSHU+7OmaJ7tRDnBFVc0DHHPVK9Ls2j\nlNkB7S0VX2pgdJ1PhBV3/Fp1eoM8Z1B31EH5T9AZb/A4KXzcO50O+PbpdAp3eVRggOPGyckJPKHM\nbD6fYzh5npPMiPiTEAXYk4L5LNTxl4sp6sr7nyLdBdUOpF/yDprIysQjvl4KMBAgg8Gg0+ngBLjL\ng/eYTqegPiDP0qIKnwpaLpc1yfCm5WW5cDBxjr9K8oCrm64yXLyq5Nb+yCuScfj35YEjaFVO+E1l\nXrVfK8KJ/AU0aJHKJRdiJmmTHNuPkpPO7fzRVQ3NZM4dSlD3JTwhDWWo4kYKEsWZE/yoRimfhHS2\nHf77r0I0uDUJCuaqOc/KqSB5gt9hnRAO04rN4mQyubq6Avk5GAzSNMVxr9fDvhAHEGBpERAW8XkR\nBdiT4uLiwt/98cCXNOat5qqu3esuTLmouYWsCDpB+JeZDYdDRo/C8ReW59lspvkPKXG15JLqCmgE\nG2pfSmlUky4QunTutuJkXkWrR8AXG7mUEfEFFaw1voRLJRgu6MxCRQpiQEWOI4Y1Vh1mRc4Jz9Qd\nD6OLKMASqZYSXM2dqdZzOIpUYh6C+mJQ9jvyONgCR6F9qEnyYoRGYbyO8Kg6Vv8gWnkhZpjGzL8c\nM7nD/qo6tHMhpxeXr9dresyj//is2u02MvwOh8PRaISTW61Wo9HYYfpKi6yhEQ9CtIFFRERERDxL\nRA3sSVGVfpemBa0ZqPpKcPdNDazqdtqUTyEyl/ZgMMjznBGXNzc3cKOieySK7aZF9KWqCNTA4E5m\nRQ5Tf7fu6JEcu3JuDqujJyu3U2Xi8pGXi1jqjtunEPUE5dYcXdnZv6vmgd29w5KpBgYfa5KiHLi2\noNUpSSGqRY1+p9QVlBPLypHvqscHjWRBqI3T13rvnf+8HHqsGhiteuwGxxvsmL4JqgEn5UQnLKPK\nl1PpXGUIfZKDfbaysqtTyh9pQt5ut7PZDOz6er2mRsgMv6PRiLThdrsFq1GFb7/9Fia0iAchCrC/\nHkpZOJYkK5Y8Bvxz7dCrqsBUb0k5SIg2MHxph4eHi8ViOp1aIcBgA1uv10zVwU86z3P+zoxB4A81\nCbcuylYmo5zlTxdfnzXNyx75e9rA9BbOyuuwRr4Yc8SVyUqnJ1BQqYEHs8TgIV2st0XNEc3sp5NA\nAcY/ZUXx31xyAG6rc3ko8aXzCWhAgj8DOufaAXU/yUKlopVr1X/VcUMFmHoh4SArsmiqncnpPI9T\nia/Q14m7jVqtxmSh2iW16vEBqSx0+q/D1PnnEDabzWKxgJcTapRnRd4pUIjHx8esXT6ZTHa/tKen\np/gYIx6EKMC+CFAzc758K8Kq+H36OdOCWp2C4sTKzhS1otbJwcFBmqbQuizkGqChXaoNcBFxNrNW\nEUu04xtOygmZtDXVuhzdRRvX++qO28rS0YezePnNcnSOuU7dEJjmLi8inKwsKnw5rQNUOWGy5qp/\nhM5/sMM7kJZjpXXg7JIzInZMFX0VRVZOZGye8meeBqYzwHuhLomJJNM+BLVJK79yvEUq6azUNpxL\nxLevgal8gi2KWxO/Fh2bWi6XSZKAt1gsFiwnVCsy/I5GoyzLoHgxtq8KLDMW8SBEG1hERERExLNE\n1MC+IIDBB1vILAy6+wP75zh23+uFiJyw3M+SnKzX67Ba9fv97XZL3Y5mNtXDnO0qj5XGIcdFRy9C\n9Senh6p16bHDlFbxV47y56h6uKkzY1Udc3rInX4mqUxsDw1Mg7d0jFZWdNQItF6v4ckG9TcpO9o5\nfdOWnQMfSr45982FnsVfya3p5Af7wKYYrGaFCdDppKPgqi4LkMqG+yvJBv9t0fdQ519z25PWRhFk\nXKhTqrls2LISHgwCQRY3K9yDk8IehmeN75Qa2GKxwBOs1WpQKNEO8k6hWeWcHbx//x5XRTwIUYB9\nccCHNJ/PKX4Y6QlRxA/p3uBlWtH4rUIE0szGVFLInG1m19fXFxcXTswKzucKy3VKCSglP9XLQ9sJ\nCjBdj/TYkVtBAaYrmhqB9I7Ocu/zhI4Ac85Hs0FCUq04eBacIudGejLjDVgxZLVazedzDflyJsdp\nSmW2L7ryUIy2XqWyQdvxBZjeSHm2vFwNh4Y6tSrp/DsbDhxgvU7T9Mcff0R+97OzM1QkMak5ojxn\nXnbBwAm1Wm00GiH06u7u7vr6Gp2kwICEQx/q9TrFkrMF4ZA5fMYgM00o/qsRnDhnUcAKGzAPYA9L\nkoSCDTLPAWYg4qGIFGJERERExLNE1MC+XOg2kHl3SNfsYI0I3b+n4i6oOXzROHyCzezm5ubDhw/Y\n/9IzHjtKMoR52TPQ6bC6Rzr83p5DvvevDj1V9buFZqlKO9l996CKpuNVfdHRb7CjVx82x4dTKUr1\n4a7SpVIv03FeTh7hs6bBWXL+qyqa8ws76fRHFbugalg1/2kRblyv1//+97//13/9l5nNZrO7uzvn\n1VINzNEdWSt1PB5fX19b4YJBvVYngRyjUqm+05CeTBISYSTsjyr6dOiYzWbw4+10Ovhqut1uq9WC\nQ8cOEjviUxAF2DNAFY2jzl1BgBWcz+ftdhv0BdaC0WhkZq9fv8aXdnt7e3d3p/SXs/roh6dr/bbI\nRo/Fgt5oSTm/xg5wFFo1RvPgmSx5ShIqr6g/OnwjLIgUvUGOKxFHcF2ncEJaThnl+3xrckuH78UK\ni24nBfHLIod8lE54ny+GrfyUVWaoQx2PdZjMBsLW1JFVh2kiM/QZBUURe64GM0116PSQTWkn8eNs\nNuO757/MendnaOytekLmhRdolddfIt6YmkeGb76eQHnGiuR0TWy32wh/xI+IP8Hv+KxM6OJ6vb5e\nr2M2qc+OKMC+dKgBOfdy4u2+FgIM3zx5/CRJULjou+++wwlv3ry5vr7GIpKKGzGt2Wp/MlnLuJpD\nh+PipVmjeJWzHHPVY1NWDrvhIkLZkHmlNByVyMryFVe1220YJyAXnY75PdSNv5XdLtBPTBS1HGoS\nVph2sFdoNptcQ/mkEDyEhWw+n2P+rbyY+n3zO+YrOo4mRDnB1ZyzR9ub/ptKKZMqldQR5By7Wu+o\naKqXh7bgq4ar1Qo0g6PA+ceYHL3WPNWQt2DKaeUMdL+iSQMwP2xWAyityHDNfFe4CiYuyKo8z5nk\nlzmyN5sNHaYajUYwqy9scv7vEXsi2sAiIiIiIp4logb25YL7RN3+54XHNkmnezGfz+v1OnaFaPbk\n5MTMvvnmm19++cXM3r9/f319TW2AeoNqfo4SphY1KxL40iah/l28xNe6TPbySZJwi4rT2BpVk63U\nLaSjf1ZOAK/+llZ4WkJFmM1m2jFlJnW6VLczzxClmeBVPdXIBGpg+DGTRERafZRZV9ACI23ZSdXG\n2LGsnNMEf3I0Kl8DQwfYgvJ4jkHIabCKoKYGpgY81YY5BL1K9SdeotY77YavXOKvTt8wIcox0smQ\nX0pWTivFOAc+FI1UoekLhRcwe2oPgwkZ9VPIzMMAZma9Xu/w8NDMVqsV3956vc7vS8ET7mVTIoKI\nAuwLRVokfKoSYDvCv3zw48EKiw/s+Pj4559/NrPLy0steU4BplShs6BTgOEDxqqtAmwHGZWUCwH7\n7KiVqSeSMLr6c2XRFVAlLkkn1G0y4cqsbMDXRVOlrEoyx+5oZeGhIkeTWOZiKWQBbkq7tEhAjjgw\npeMc8aPxWHk5E0fQaKR0orbAoakfOXurk8DJ8Z8dXwkr4qt8wRkUaU4LHEIqXvvOKNgx3W0ENxz6\nAuiDZh9UsuaFLVApRE04wt0PzsQDwuW8qtPpwEUeV00mE3xlh4eHsHGu12sWOm82m0ERVZOSb864\nIvZBFGBfKBx3Ay6FuYRb7d/aZrPBdzIcDk9PTyFpbm9vkfNQnQjMrF6vBxfx4ELmw1lA9U9Vq62V\nY3FySZoHtwjzPDBxFZKoati1cwv+1cpbgbRcm5ECg33YhmpuYUKcPISppFPCrp8JXlNJf6zagDON\nVDGtUI/YN7ZgopH4TivO08m9ulzoNqcCLaB9Ns6WORxnVU3Eu8GxWZonwILrtaqGuonRx+q8OUGl\nzWmWvzifBjuZSg42vS+GCb9B3OWXX345OTmBOrVYLHa/xtxNLpfL1WqFWywWC5yAzRMThDYaDUpB\nguIw4nGINrCIiIiIiGeJKPyfFEzpFCR/AO5hdROte0w/0YMVm0T4Dfr+TlmWQY85OTl59eoVrn3z\n5g0r7OVii6JLse40fb2BLVvITXGHihY8U21mumWmBtZqtbZSrloNJ9oTB5vNZrlc4ipE8+B3MrS1\nAmyKihc210mS6H1zccDT9EU8QfMyB4evMxN01VPGjEOjTpOFMpJoOIGqy45aphFmnGedeedpqs3J\nyg5+fEMcC5bvS+nQd87rvQ9vpiqa/qgd0zH6n1gqlQEySY6lWj4sWz///PPR0REGRR0abwgVTero\n6/Ua2vZsNlsul3hR+fWBrmeNoXa77bvRk3COFOLjEAXYkyIt14Cw0GrueBnod5iX48C0WTIVaZoi\nqNNZQHHCycnJ+fk5/vT777/jTECdC0hn4Rdfeu2mEIO/Vw1ZVzQaXWgfarfbWFlarRYDhu7u7pDk\nG2dq3I8z6vV6PZ/PGQZOPpArGlYQEoBckdWjIS9sQlgcGeWqKfk5NEo+SriaV+aN8kntcI7Q4q2t\noC71ofh2IIfzdMi0PBQtpwIM/3WyOHJa+LCcIAR9FfHGKh1qXi00lXD6nvvSLiiPdU6SULr6rIBJ\n/kO0zzgH3TNpAACky2Aw8J049Lsj0Qq7JqvoLRYLyKrVapUXNjZSiHyNFeC0+c5HAfYIRAoxIiIi\nIuJZImpgTwrdmfpEhyo3SdmDWb3gfCcOOmS3223qLo7bLn4cDocnJyfgPd69e4fcAcqMWTnJqbag\n+1mf59TTHKrHGaaF+B9cpZoB/Y/pjZnnOXo+Ho/R8zRNO50OsvXQJV0nBzkUsPltNpt0ptBmqTek\nkqmI3uGpl4lDXav5TKkur9drzPxyucSZ8NVk1i5qA1qYzXEk4Siou+gL4zO06qMBzlP77DxiRwNz\nPN2dh6IugkF3QYdCJOfGv+pMqlu5Tq+qdFQ6yWo6BLXzCuVlj5VMQiySwkeGD1F1ylqthie4Wq2W\nyyWe2mAwYLJdRjdjxpiqIy9cE3kVDvA709JDoyUB7hdcdsIk/DFG3IsowJ4UrJigckgDdBzi3squ\nceoF50DZOV+oaAZ0Zihg/mx8cjSxZOXIKpM0E1ZegpV8U7Gn/KffSafDZGl0mGmacnGhUUFd+JSF\nUxGof7UybaWyilFr2k+0T3d2BglpnifNhKIiX+lW3W2wP5xJskntdhsPBayUn2BFqWP/iQcfNM93\n+qBiL7gvSUPlSxIxaznvIW+kpKsjNf0WfNGLju2WsvfOg5XltNMNJ1xSW9ZftHG+6txh0FeQhCoS\nu+DMVqvFF/Xu7g4pOcBJ0o2egZiKzWYT/FIi9kQUYE+KdrvNJUDjTlRv4PrlGwaqpBdXvfV6zQVU\n0el0uF7TNpNlGWsakbiHYsHNJuUT9vVWXpJUh3AEib+WOeCI9ECtFxCuvAU2vFnh581iHNRddNJ0\nx037E9cjM2u1WhrNymfBiB9OIyZEg8cdAaY6k0oINbNpMEC320X8UK/XYxgslAAz4xhNxI+zs8kl\nbhe/ONsg7bwKUd/2k0j4l86hOi9w0nIvDC6X9FF0RtDHqq0l5VAzx6TE34MvhiNyOO0cvs6Myhg+\nVnaS0ojjohSxIj49LaIX+J7rZoVXbbdbfFa9Xo8Zwm5vby8uLsxsPB5T+4QAw3OfTqdsBHGBOoSI\nByHawCIiIiIiniWiBvakoCd3JiUQgzk1tkXRSG4GrXqbRuILGpjfGjUwE3UtL8rxzWYzKnZZRU5x\n3b+rqcPXfhyaqIoh8TeejnnPcciGbYl0EFVDNeE4nbQiUFQ1MLosUrHLC9/3VQHtcCaJoBxtwKfO\ncAJvnRfu+7SBtdtt1tTmSPPCZ92KGGGfRnN0GocrVm7Z8UL0aUwTXT8psjw7j9u3WunD4hsCP3Km\n5+92uz5rp06MPqmgL4MzZNW6qt4fvykdBZRppP9H5weDwXA4RDWGXq8HX9aLi4uLi4vxeGxFIU2q\n77hKNTD+FZPAyimTyQStjcdjVGEej8c0RjYaDaaYAgtihYFWKXSLeCCiAHtS8JOwsj908N2ll3Ym\nBvyqlhnkr7cger0eKCwT/+88z3EVcgfUJGkezkzKPv1KBPEL903x+m/QkmFl8cBfHAHG1QdNKX1n\nIsAceanclxU1TSjANGFjIj4CnIfFYkGTm56g2w6l9fwRJeJrTgMJq/Qi0z9aWK1WdLtQSk2H49No\nVvZf4DQ6trdgJ3Wq+VB8249uUFSAOc+LE+JnQmFJ7lSiIxRZyIkpOJ+287V3Jkd3V7wK5DM6ORwO\nDw4Ozs/PzWw0Gl1eXprZer2+ubmh+GcLaTnoRd8HK5cmJyNtZkxLf3t7S88OJCMdDodogeUIginq\nI/ZHFGBPiul06mhgMLEEVSv8GMwB6gPN6vfAlbTf7w8GA/qPrNdrnLZarbBwax4pfOqOpV0tB5Ai\ntO5wXWb5q1ooiHWHJYPHQVcxqkd5OVli0N7mqA7m2cDYYbV/5OXC8LoH53T5+SdTyU60Xq8xdo1F\n4zxoCiss93lhbtSVnSJnK8ViKFGCs8f/+ss950fFA+Wl9palTDRTl04jft+W05jhR7xauGq1Wk0m\nE0bv6aC0b47c0v3BQ+G3oO9PkiR452HC5NhXqxVUpSRJkEoNpiwYqJynH1QZtbfc+tBgZsU3O5lM\nIMPMrF6vHxwcQPPjW7Tnpx2xA9EGFhERERHxLBE1sCcFUzc5Tlb7t1Ar51HdAWz6zOzo6Ojw8JBu\ne8yMTv49yzIe0x3Ryl5n1GOgMpJOpJcwrUrQPJTOMo8EM8+ZOy2nLFJrlppzHNXEUb+Ssvscu60h\nZdQdSTqRQgSl4/h5zudzVp7cbrcaclcrUmMwVzJGQW1Ag6LIi2ZSzcShW82j9XjmvZybTqzOHs/M\nJZUU00PQ+1GZZ8cYRiusr4HBuQ4T8v79+5ubm1Sqj3LUyidzFCTisnKIW/D1cP4L+C3g3eN7qM1S\ntZpOp+/evTMzFnGdz+eNRgP8HggGRlD4GlguAWFmBl9ZvANkINCxyWRydXXFYMF+v390dGRF2JmZ\nweoW8SmIAuxJ8YmUNz5O2oR2n1yv18GKjEaj4XDIaN+0XAPeyp7iIF6cVSbLMgYtgWNMi2LEGBHX\nWfPK5nKV0VHoEqlrpVq2nE4GuSZ/mdPWLORG7wgwyAZSiCrAyMpm4k7N9dFkda5L6WreIi2nTaIA\no7WSY3EmRG0wXPrV9KLX+gfB6XWO0ch8Ps8L22caiknXSdaIhVRKbWEFx4vBnO7z+ZytseUsy4KP\nNejrrw9X9wR6AgdOUg63oPmTr2WtVsMjzrIMOxL2zYo8ABRg5Nhpf83LAeyckDRNNfiBUX3oDIxh\nfPdoA5vP5xBdvmkw4qGIMxgRERER8SwRNbBnBn8HWgUkfTCzbrdL/QnbUt1XWmFVTgp/XzoNa5VF\nJb4yiQHQOyp952sADkHkqErqL4CdvlN4Wvfp93JNqsQEj2vl5OIcjtKqaBCbenBuTukmnAPvFdXA\nSKOpN8oOF8GknISJaa6Ssv+ecp76izOlDvRHejcwbKDZbDLHlZVpTB6oesTYAzovMMNyv98/ODjA\n7E0mEwyh2Ww6HVPPCys7/QOqzQdH4TSVlyt88uSaZOcipTwvgFFg7AgxxvF2u10sFnQgYidRtdnK\neiGZydVqxUgJvk7QtJCAI03TdrsNSv/29hYfY9TAPh1RgD0n5HnO0P0dIN8FJmQ8Hne7XXxIi8UC\ndUmsHBDGug8mWf6YvwBMEW1gdSk6rPKJX7t+5Eq4cREnCcm/+k05NsLci4XiyRw4G0klPsxxUXOa\n9ZlJSlb/XhYSvY7ApihyEKTy9Bd13eb8s1n9Ny1XofTv5ViY/J74Zs5Mwt0on7DXIVmtHvNsnz+u\nVis445nkIcRwKB01os6X6BiOM+1JOX9HsIW8nJrEF8P+FOktlFvmW2FSTyAvJ+Ly5bFJgZ7pdKrR\nKbov4Vdz7yccsSeiAHtm8NcjNfNo2eI8z1FYdrPZNJtNuDvDDcGxcmdZNhgM4OMLZ2guKFkRsaR2\nCHWFUCWDegy/20QS11KX0rABrk2OdGFrKl1yL1jK8QtgOypF6PSfSLiVWk30KhWoqqKxA4nnJ4Kd\nvuqRuphaaPlzZGRarunsmP2scNn3Q9/0gO+Dqk1O4AFvxzeH84wtBT0d+Pi4HdEHpI7+vC/cfzg5\nOkZVZzXa2n++JnLLf5R4hdBJJ1pR9TaKn7wISnMiCKEAIcmyvsacc0f7RyeDAoydZCMQ5DjQKLpE\nCokxMsQiPg1Rh42IiIiIeJaIGtiTgu7Fjq92EEkRBhskgqzYSqNSAxjCfr/fbDYRp3lzc8NqKcPh\nEBnQX79+/f333yPZ6Gq1evv2LTrTbDbhIjWZTGazmeMqhuQdOO50Op1OR73G0ZmsnGiYihfPVNub\nunL53JrPmFmhfoEUVTZGJ0S1Meou9LqEkqG0X/c/AAAgAElEQVSqmxWqmE8GOsQjJ1wNdWqxUx1O\nNTPz9uy5hCezWUeHUzXaPKXK1wD8W/i7e/6YSaVHE62XKot6XdIOqpOTFzHRcKrEQ4G+Ui/qaGvP\nSSEqY6kEIKc6yIiyqzWphKAt6Bj5HiZSedLRwBjUT1XMytwGh09VOEgb8iEqC8J6Ouv1mj/yZTNR\n7KIG9umIAuxJ0W639aOynZIMlDoqNQSD9tMi516n04F9eDgc0sR1c3NDJ4vtdosTXr169fe//x0u\n9ZeXl/iSsyxrNBpI1JamKc3yTHOHu+N7a7VayndxRVPPAq7RXMQdHwEliIJCK/GiqTKJQwp++Uok\nginF74kUcErEjVspRLpd5IUFPgvFXWH19GVzIhastMjQUSsnityBRLJzJV79EStTZw6dRemuq7/+\nvtsOpHJR/+XQ+O41Gg1NmKRuL3w5mehE75sXhZ6tLET96WXnrUKYIVyBv6s84HekBJ2asmjN0jgH\nrQnHVyuVGt8aEBacSZ/ndNx/uInJJGHpPvvXiH0QBdhfA2ddDp7Djyeofpks1svlEuauNE2bzSZD\nU+mXcXh4yGOuOPS4S5Kk3W7DBvby5cvz8/M3b96Y2U8//fThwwfzwlHpguEYY1TBUhO9FVKEUs3k\ny9clwNcMcvFoaLVa0COZchcRPKp1qduY3oX/Ogvotkg4aUVwGO15usJSmnL5oyFQrS/OKFSiOE/f\nnz39k0p6Kzb4GHsuNRt1L883Csux6nN8giqJ+QqpWRELepqmCFS6vLyE3LJyQluqYtvtliYfK0fX\nsX1HRPlyiwdpRU0yFQO+VNMTTJwA87IhUPdD3FRxloIPyMpvKfvAIahHCaP761JjaLFYsI4lfaMc\nDTjiUxBtYBERERERzxJRA3tS+GUmarVaVU4NbO64vfWRS6oI5g9l1vl6vX58fGxmvV7vxYsX2Ecv\nl8urqyvYxmazGc0brBh7fn7eaDSw2b++vlbljy3DKdFky6wbWw2aaTQamqqcA/fVFNXhgvOw2Wz6\n/T72s+PxGKE8oKdUA9M0P5wl7ohN1FY2npcLoHBovpucielLo7V0w65bdf7Iy5Oyy5xyjNS91FDE\nmWdJTNilOHyyxIlUH1XFS0ehZif+qGoZxw4z6tXV1eHh4cnJiZVtnIk41KkGxng41YdUf9WHoseO\n3qkTkpT5VdXbVHXTjjkksA5TX7Mdil2VIqijwNzyXnCat8ImjdmYTqc8ZtqarAip3JNhjtiBKMCe\nFOv1mvZhElAoqmQV2aH04wc7QWIkk+xEzI6TJAkySA2HQ+Ree/HixenpKWTSdruFmwZuh860Wq3N\nZoM8jcPhsNfr0QaGdN0AWkiSZLlcpkWdWe0nOjkajfr9PkY0nU6zoriX2sN80iY4aitIUStSzKHn\nWZZBHqMprlOaBUo5TAowdUwnCZZIRsekKDyt7JAuf3xwzL7vD8RfFnmg0kUNJxbi1vgj3CsYm6Xx\nWCoL2YIGSKjThOOdr8caUJwUBqF2u73ZbFAcpNfrdbtd0rDoDGxgeNZq7GRuLZVJwfXakWq+NHUY\nQvOki56g8tI50GehBkv/CfotOP1JizxqeTneDid3Oh34QzWbzdlsRj6fAszZUUV8CuIWICIiIiLi\nWSJqYE8K9YHWXRjVhSr3JFyFXb/Wx/LPzIv45dFohODls7Oz0WhEFwCt2UhHx/V6jY12v9/fbrdg\nkCaTie524QYCv2rayflXKlg3NzeXl5esE0Ydwso+x7pDt+qQZHo8Zlk2n8+hgdE/RTklZSmdTbRS\nZ9QIqYEphejMpHML1cDYMWcgFtLJnB+dvbyJ/qr+Mg5Tp44YfgvOZPKAGhj1NsdPjxNFIhpeqWbW\n7/en0ykIZ3ji0SmcBQ1YVQ4KDb1LVOOhBhbUSndMlFVzy3konZj/uIONOzynTlpWTrqvb5HPWPKd\nx/RiHobDITSwRqOxXC4xUc1mU78aDf+P+BREAfakwHtsZtPpFGLmoeCHtMMTV8WAFcsui4Awa1Sz\n2dQEiT7f4lAcZDjpZ5WXg5OUZ1OCzsqLl9rAtLccmi7izkCC7vvqS6bLMS5Ry43JOkWBoSENJGa3\nUrtSyU91wtbV8F5GVAUtaUwlG51V2DlQlozNOit4sA/qJc/WuOw6PeQJPJ8TomnakyIHIBblICGp\nRjj2XDvsM4T6YqivYJWBSt9z/y1yJioo7XigmUGcabFC5FPqo2OdTocvJEqe0u6rgRbk+XNhDvd5\nZyL2QRRgTwpYmx59uWPJqDqNyxNWmeVyycieTqczGAygxzDDb71eV3sMW2Y6YBg58K/GA9FYAnCj\nXSuXYjLPu0ElEAVJEjLR6wGTADkTUuUMbeUVTRdxR4DR7sV1itELGjyL/LxcYVWyOgdOH7Jytlme\nzI2CGsZ8DWCHhPNbs/IarcdBnwVtikPTAHa+GFQykiRh8LLzHjobCEd30Vv4Oxs1lKpU80WOlcWP\n/7Yoduwz2Plcgsb4o2rArINDkyoCK7XGUFIYqnGVvq7Is8Wws6h7fS7EeYyIiIiIeJaIGtiTgjzD\n40LxwXXcq8ORsWGdRlI60MDgW9jpdDSZaV4YqxjgnKYpnIChe8FAgmwLtIX4G+1UEpCzM6p1peV0\ntHoVLwnyTqkX6Orsl4OKRS5ZQkw23Xqy5nJVOhE/khRqNpvaB9XAght87YPv08jLQfDiv5p5iGc6\nGph/Cz0hOA9W9t7WM3c0q1xunufqR8eMunk5E7xzU0cD4+2cl0EpRF8Ds7Lu5U9vVpE2RQ/8YVIL\nz8sh8JmXXxg2SI2dN7N2uw0rl5ktFguWiaCfMHJW4RaYLhIekUL8XIgC7EnBZHHdbpdZD5BKwzyn\nCR9klnbfJS3isfDJzefz9XqNrwVBKhBLrVaLRdC5JE0mk+12C6f8LMuYv8OKjxBMCFlKn8uysnOB\nv05VrZuJ5HnyRQJ+0ax6eolVr3RB6aUdUxNXVqRbzIt0f7qMgj9kJ4OSjO2roMrK1VscFxiHvmM/\ng+SbcwsVRVUWNSsIWAokv6kkVONDO2ZCIfJtgVCkaUcJQKuAI2V90avz4Fxl5efr71Fw7IsuZ8gq\n1P2Holsc3/5H/hxJQVnZC2YwkwjCJEm4L1EBpqWig9MesT+iAHtScEnSpX+1WjEutepC/YCdj7Dq\n5FwyrgYrG6ndazqd4uTb29s0TeF4dnNzg0+x2+3mRUY7XVl0ndKFzE8Y6K9uzhpXJYrUuyT1ajkm\nIXOanqCahGoDPJnGPKuQrLnERyOH1o6ZDxqE2E9nonS8amfKQzYwnhNc2RMvPtpf8akF1mo1hntX\nSRpfcOaSworTmKYpl+M0TfW5+452Ov9UBx3bp2pmWVHKhxqws2nQ/UFQseYvzkgpYKh1qcLtDJxT\nh7E3m01GTzJN1HK5ZOJQkhmQ99xNcvulHwXNjRGPQ7SBRUREREQ8S0QN7EmRSIlI7oKn0+meNIIy\nRfcSiZlkv2ZRDBxQI8GZeZ5Pp1Nk4sBWlG6H6KRWnQcT5fN7aZGFHRYdp+YItuRBL7ig/pSI17hu\nyR3tEzcNahuJODeyWeWa9EwyhOyPoxVppUd/FA7X53RGh+M7hftPTR1NgxqYw7lZ2XqEA56gdBnt\nr1Uap08I6wlZOdeJla2nuC9fkqAPoRJ0qp7yHGWeaYzUkDt9oMrKUqlKK7xDgxNChpAamM6JM3CO\nHZ1pNpsIoGRvwaOQdd9sNovFAix9LknuOZyogX06ogB7anCNIKd3r/RyVpm0iLoNmsT0q6PQogl6\nXcAKYWZFUnMe+9+qCk4TqaAyiZ8loq2daF8cBMlDdju4biqFWLVwB0WgY2GyMoWl6clrUn/LaZlP\nSpMAOUNzHqIvRBOpkOL4KVDKkuPVyKodOdSdFhwJpyfo+6Yn2P/H3rf0xpElV0dmFevNh0Sp1d0z\n8Ofxarwx4KX//2Lg/cALwzAMeGbsVksUyXqTrMxvcXAPTkbcLFJSN1uEbyyEVDHz5n3ljYgTrxBZ\nHHeRw0sVAOwbjlugyCAV1HWv0zdWKYBvv9/T7KQeTFkIUeUDxyDj3mikPDRLnNRiE3UMzMWBIZ6E\npWRYBoy2xoeHh/1+z5msBEKkP/1gMGA2y0JfQAVCLFSoUKFCL5KKBvasVIkP2xMjmqtuNm4ndFsw\nYqtGwnBUamCa+4dSv4rDVO8syLAKqenvltQRdeKIaIlKwRHkcepXG3zJIJs7ud7lCnFKGH9UHa5O\nmVjpM8Yy2ZT99RWYRq4aZGedf3tMA6tDrC7nROdT3+4mxw1Hb9BXHNHA3I96EafXchpY1fUspRZC\nbZvT5TqpExJjhDF1UQNrkwsScmhxUbIT4mAM7Ul8SrVAdZ2P8RitJJohXKHghIYkU02n6zx+0TzR\nuliWtD2mLHkUiSkUqTCwZ6VaUqe7z6yPFDKqJVuS8wh3R4/J56f1fMG9mpTKSBNMRDhRoUK+S3HL\nw+HAVPG8ASe+OwH1lMGB5QauB188kqx7gLrf46Hpmq2T1XC9XsNQcXJyAlsFeqgnmvbBdUzNLXrk\nWY5v6bOcSZfSiXuA+FJVVSxKcoTich+/U0WfupuuSV0i2R/KRtoUHxxIVU8GBbpJU5kg8rBKKiCr\nXEJIrZLMZJT2dIF0gCrV6YNZaSY7h3pzI8VOwZP2iSxljbJuLW+VD1gCFFii8mMGjbGuCqPK4oYv\n9BQqDOxZifh4nbyEn8LAyB6gx7iAFSfDWvfctKTtkYHt93v2AV/adDpFJCZuZt5YkzBkPa+j1zKS\n9uK9KDORHZcKtpF/61PN0dxLdTdrlGM5+hSOM/b29PQUCY5dWffIn/rYrUrlOqi+wfIRviLaojAu\nRik4Iz9boLqsifvcBLLnWfmApB1QRZCvcyzWuqc8j12oX5pXzNll25zXhnU3pzIwxkqzETiJ0Aap\nC8Sn6qN5KXUjOcmJZkXdeJxVVorZJbIkAlo3iB4TAmFuPB4zP4D2geGe2+2W5ZO47o8KIoWyVGxg\nhQoVKlToRVLRwJ6VCIJR+nZIoAVhGW7iqq45F7U+Ul2Bgu1ut0PiUfQBMuN0OkW2DjOj35R1fcn4\nXojnzMjArASqEWb7pjKmOpupchNROx0OihFbV7npmwRVwjixvL8Si5HJKmSVm7aLCmY1sCymx/c6\nq6EieNYNPAAAxWI0NJAQ11U/Uv7oZu+4BqwdUOWjD4zVpzhpUQMz8evjK7RMQeykJY1HNTAHY6oG\nZkHptAQ8EpnU33XVsrNBjXMg6afpcEgNDPghXsEKKTAhtwmjpm8hNTDgJcQVOTS2v1gs5vM58roh\nA07sZKHjVBjYs1J9NI8Dtrtz7lDDDz57h9K4FuLh3jQNE+HsdrvtdotXVFWFT246nU4mE96g3uE8\nWXgK44gniI9vFceQy5BkXRbojnhlKq7D+qOaNNxsWPew1snpm15tWV0wFJ1zMVgW+KV7hQOv6pAU\n33VSb3bgsKVUk7DPMdcXVpBlt9RawyM4i5u5PrDDkYFBSHIMTNmtDk3D+7S2TsTB8F6VzCjlZFFQ\nnWpmDuR+0/Zb8ZFpQxBh31S03WAM/KgGP+xkfCDkVbR7WRIgLEWhkIHRqkoTpnI15JTSr8nMNpsN\nQy1VDij0dCpT9tzE7yR6IWZ5W9MNxY2fn4k2AKHeCZ6Q+Ii/k4G1SX+aTCbT6RQ3wKHDHWStmKAR\ngs2gGUYvUQpmPy0EtLqz3o26j4Ghk+Px+L//+7//3//7f5YKxFjuTHQaVRyIMz3qCWuSw9edeiqe\nu05WwQbDtcgKE3EGMHs8oyup4kF3UHbMmV7YvooI2nN3wQ6bJLWyZADj0LJalzoTxfj0VkybVQpD\nVubt5iEKCm6xVANzVkOdPZ2xuHC66G5EbER9oyilmQRK6sZWFw9uhsFgMJ/Pychvb2/NbDabLRYL\nSngUIuniNBwOGQodNctCT6FiAytUqFChQi+Sigb2rNSKa3v2r1EKO0hFQYV0FAHjzVBBVCK2JP0B\nzd9ut5vNhlIwNbDJZAJREVYN3hB1OKYeMAHfEChDcZ5CLjsP/UwTEWVxHqdRmQjd0+n06urqj3/8\no3ZM1VOMnSpOn2LnnAytqzY1PfVC9XVOrlcIi16FcVBHVAS4a9O0hvS1JrBSHA4nR9G5SKrxOCXM\nusEPDkKMbopZDQwOk9R6o2OnqmXW3ZPugteq11rXLRPDcfqTU2e1NY49NmsB32YYA3d1LNepQwOI\nQg1sNpsB87y+vr66ujKzt2/fnp+f4xWr1QoOwBY+iqyXZqEnUmFgz0p956PewOtKIof0q1Pvg9hU\nhBCVgW02m/V6PUg58XABCBFlmkejEQN7TeKW1L+ZpPy4Sp4mlaQ1Qvp2E9jEwonDppTT6J/Qh91u\nd3l5iSOgleLCbvb0SHLN4hRzppfIXeI54lgOW87aXaqcK4QbGv+k4CcdBzh7A6nz0sdIYjorN5NZ\nhq2mxCp56OhhqoyK71VAWB392UKETFtxfHeWsGgDAz/AbdyEqLNFPsFu6z5XYa6WkgXKIyltaAuU\nA6wrdqi517rEraV5raqqQsUGM/vw4QMYWNu2FxcX+Gpub28jA9P3HreOF+qjAiEWKlSoUKEXSUUD\ne1ZSv+csKXqjsJUKa05ki6Z7NkWEihrYer1erVbAOpqUkhX4ISFEBYWiTJ0lKFjacypeRGO0n4Nc\nUnanplBYRgubzeb7779HHo1a8ke4XnFOdK6iNqD4knuv0+Fi47yOdx7RI7Mt9M0nW66Tn736s4H0\nhkritRWAzapl+hanivG/1PzocKhQnlMH8Yi+VzWerIdLdhLwlIvTt+5qOj0+/uicntzY8VdtmT9m\n9Vf3LqwFIXrn9M+YB+zSwWBwdna2XC4t5QeABqaRD8V34yupMLBnJezs49SHLoL0Y84elAcplsEb\n7u/v8erlcjmdTlGIj58iuBfxGTUY8MfxeAwvYTBC0GQyOQ5hNRIYZN1T9cihxpG6X+rk9Oi4i55u\nzjTo7sxia03OY96xwKeTjp0nnTKPJmSriu91r+4747Jc1rV8nJvqWut71QZGgSlim8rA9L96mrsf\n3fxXVUVLEgPgzOzu7g4/wgH9iDSg28kCV85OlMou/C+2Fjzmq+QliPuRMg0/zudzGiaJMepTZnZx\ncWFmi8WCkXwYJqPKNBnpcZtCoeNUGNg3StzQmga3Ds7okWh2ojEA0h8ZGDQtM5vNZswHyLq6kCvV\nmmVSugXX9NdgoFKfsnLEsE/VIStcZw9TqoxODOfk6Is4nKzY7rpE/hrf2/eg+1McheoQjnHSX0Pn\nmUOrgpu7+krUOe989wp33fejap8QVsif+kbthtm3anVPusUsZ+VEjcfjs7MzbNTNZlOnEODsnn+U\nqeuFKnY6fH4gNGjBdR6vJtM6HA6TyWQ+n1tiS2wWStVms6FeVdf1u3fvzOzi4mIglVnIwJBMwLql\n0osq9mVUbGCFChUqVOhFUtHAfjOCaDaZTLIOfkpOqHRysRPcKD9S+kP7cDK8vb3VrEXT6dSSWYUq\nCzUDunFDC6TPvTpfOUXK9arpxmtT6I76RC0FQewzobx4sxoI++T3KPC6m5/43vgKp2RUIRcwhX0a\nimgU1HmgByAuaHbS2VboKaKF7trBd63kuNIljrDwkbG7eeB+UIwxQogk/JWjIEA9mUx077mJdeNV\nJFY3Ay9oGGskFfIhFdpGqmtWS6GiPxqNaAyeTCavX782QR3QbehSq9WKuaC+++67H374wcxevXql\nIOR6vf706ZOZrddr9XIsGtjXUGFgvxkRhauq6okMzLoHa595g8AUb6ANbLVaDYdDIIfz+bxKLsvI\nuGhdBkbTQszqlnVGj30gaYp6XDgjSiv56PoYSR8vYc/7noqsKNuaO4KzT/WtTmTkis7ps62EGeHQ\nJE7IBimCxIQX7hXsRhYttBxXMxEveKcyTrWGHlni7FTgos/uhVXWUQwGA7V7bTYbbM7ZbOY8SuL8\nKz+OeG+VLLi6MbB1W3FuslTfhJWRyci1rN1sNoNli8NxDOzDhw9Yze++++7t27dmdnFxAZcoSwYz\noqPO4cUkmU6hz6LCwH4z4sdzvKZ43wHqTqhIZFTT6XSQyn2t1+uqqoDmX1xc4FnNaGe5lKw4c9Xy\nrJzGhIVYOhadId0dtRRyXWQPh5nlH7zHHeKOYesNUMXU1JQ9ynWG+aB2ILKutlvOg+c1X6eZXp2i\n6Xpu4p/iUjpZD2WVLT3Qj7fAzvAevdanlNPUR/0JtWWdRnX94A1NTz2dOoVIq3sIr7PvdX3W6dU+\nqNLpGNh+v+dnCO4FnlrXNSCKi4uL8/NzfDVVVfFOVkhBeCXey3TYQDigt/3444/r9RoPfvjwAbmm\nbm9vN5tNYV1fQ8UGVqhQoUKFXiQVDew3pkcd653Nw4Lu1SdlE5yBizw0MMAX5+fnZrbf7/HsQIqj\nE/Q3SaWDPKSamZu2GaYM1+5V3aga10kAPlH1yQJB7h6dEzZLoT57M5GxrEWnTwPraypK+gohQpGi\ngN+kkoyqUHKMrdiiVANjWuTs7ClC+CiEGC+083G2qTtqb1WPOaIDxWlhCy5nlUmMgcKY1Ht0IbQP\nffCprovGeEXHTg35ogaGCC1sb9yG3weDATSwuq7Pz8+BZ/BFrkoRO7Pb7fCtDYfDxWKBPkBFw21V\nynR8c3NzHH0p9CgVBvbtkn60EbqhE3AfA7u/vwe+oQeomT08PMChg/EosXyXhsTiFajDYont1Sk/\nIfEld4g4CLHqRo+68CPrcrW+EfGk4wmrVgQLrD3OZDyys1wtvvc4aKYQooZIs2yNSXImSwYPIFeW\nsDU6bmQBQO3nowxM/42j082grMUxVEuwobrbuHlwHXBzEjvAbaAu7HqPbvUsA8sugTIVtmxm8LYY\njUZ0x1Ck1DEwfCyQ5JiEHgwMhbsQf8LILVyAgWmCUGaKms1m5+fneMVyufzrX//67//+72b2/v37\nm5sbMwOQGBel0NOpQIiFChUqVOhFUtHAnpUGg8HTbbZZh4UqZEPvI6aPsi74ZklgvL+/19pXEMZP\nTk5GoxFdiilsUl0A4dW73Q5CbsS1nAYQ8b0qhYhGKKkPBDvuaow7Nb+Ga0qnIivwOi1HuxoxN8up\nyIqzOWVCF5HlpiC/Q9Fh6a/YjT5Fx/3Yp4DGX/rGzs1JT4q+GTv+Cqc/xd9ribJ3Glhswf2b7QC3\nmVZ0w/2srsA7nRco3OiJ5jGo+XA4IGfNfD5nTo1WYuS1Be0M8YnFYvHzzz+b2adPn/7zP//zz3/+\ns/VYDRjHUuizqDCwZ6XjKEFVVePxmJ+HpgngPTwfaXY6kl9RmQe/YZpYBoMBYP3FYnE4HF69emVm\nr1+/ZrJE2r0AsChqx/YfdQKOBzcONcdpmkRuyMoCs1CqY3WRgTXdtIeP3uAYp/rRxWsLqFRVVbQL\n6rnMcB8N/9KiJHF6n0KcEB6sTbesjN6gw9QL914a5NCObsgjYGyWIsvnMLVj2lvHzI6AhyqjVOL4\nx/mvUxwkXdh3ux3qIJsUXHZlU3RP6rTwR2V7XEq2MBqNlP3HvZel438t1EeFgT0r9R308NCFvzt2\nPC1YWkzdCfsMqFTZWUmPp+hGXEls8uFwgGfH5eXlbrcDY0P5ZkuZcqK92uSr1o5VuWgqHgfqIe2Y\nlnI73qzNuuNM9ZU2l6vX3RD5kwsm1RbwiqqqGESMeAP2Qf3CyZsZJ84DFJoWVhMhR21SeWFWASfL\neorH41t/0ZmMelvcCfxXx+s0JxPuAv1Yp0Jfxx/j61Rd043Blp1BtG+w8b/6Lo6Cevx4PJ5Op2dn\nZ2Y2mUygVCHKGHbfzWaDknhmtt/vteByBDwaCTnn2KmrwZsJdxK0MEmW2Lat3sPlVoOZjuW4dFso\nS0VpLVSoUKFCL5KKBvas1AcQIQpyu91qnRHqSWpWUdSOUEYf+KAQIggCJiXTjx8/mtl4PKblYDKZ\nXFxcQIRcr9fM1UuDDWsH6yu0nIp1hW662DGHKXLYO1k+woaUi1U0zmpgqnU5JzfVPNwSsOdMqOqy\ng1NPGgwGNPWp4hUd4oEfQtCezWaYxu122zQNpH74WBPCZV5znZBHSefhiRpY0y1d3UiYRFbBimox\nIEqqxXzkSCdds6oBcwhPwc2ckud0aL1hs9nc39+jgslwOMRnNR6P6WSoHvP0wsXQqoTMRw1MPeyp\nTONx3Dwej5umAXTJHCL7/R7Kn5ltt1tU5uybKB1OoadTYWDfEOlpQoIHsOJLjVRweLRBS0CQgk50\n7YWF2cyGwyGDV87OzoiY0axCJ47tdqu+IWQ/jSSYzxqKiFy13QzxbEF/YWtZBkZyDEwBwL6TUY8n\nS77UmomcsBLZzMnJCXteS1QTjx4TnlHXNQ6y6XTKxP/b7RY3gEdWKfYgBio9hRxay4XIMjAyDG1B\n+RMnStkSJ4fvQvvRptUerYzjsESFcLWHai7izbE1B4TyThrtNpsNgUEzu76+NrMffviB3QYASA6k\nTituUSwZLNlzsiXyQjKwyWTCzKKnp6est0cQHtzO4fyAjrP2tkJPpAIhFipUqFChF0lFA/vWybke\nWA4g6qOshwWBIKaoX6/X0+m0TjWQKNc3TQPwZDQaMS1pNvTVoZS1ZMqAuNq27WQygZ8I3gv0jBGm\nqs2oPue80qMmoZhqVgNz3gSuBahcGOZ9IkvZhy1FPiicixlgOhLnmqj5W/kUs6LAs4B9I/BYh9Qk\nrvPuR5cSV++E24VOWuykFujSZp1ajLnVWAv+lVhi1Mn0QoHHthsEwqbUZ/L4wLGsDnPTTkLBxQry\nTpYWM7P9fr/dbhlGwslhLtC6WxWBzXJyiEDe3d1RmT45OUExMzN7/fo1kvl+9913b968ubq6MrPR\naNQ0jXOAqqqqaGBfSYWBfbvED1XhtSrn9NVH5AcKIdLRkalId7sdXepRWgUf1X6/x7E7SGTBMVoN\nEnpW4q9kgfByvLy8NLOPHz/e3Ny4HLPscgYAACAASURBVFSOgRGxqcSh0eRci4eXAmJkYMq0nHuk\n2sBo6mDkAC1VWsyzEo9EWq0QIUTPQxRgNPE4bZqG03s4HJg3lphS1a23EtfXsZaq6wBp4bjn/XrB\nddH08CbO6HGPqR2RPM/6OU3cnPGvjv2oa6L1sGTXmkNKD4lMBAJLMpMlrz8KbXAExYOsK6TFoNWA\nqsZCMjAtR8k9oAwM+/z169fn5+eIJIMYFGFtbqfCwL6MCgP7dkl5Q/b6s9qJEL/WWOERPB6PaQ9j\nRItjYOpazVfoyesEf9xwf38PafT+/p4ODs5phQdHmwxm9dE0QjhrlIGpg7gFg5xWbFEGRo6isUGc\nJR5eqscoJ6PrPGfM0gFnqUIb7GG6drRiQhKn1tu3svxd7XBR0bQcAwOfUO2Zd+qcu6ZaCbrQSXPv\nUkcSsAEqN5Gz6iisaxBVaUM5mZsEDplcVkOPY3AxhtBIVk/6blB/mkwmTHWoWrjyRZDawJqmgXfP\nfD5fLBbgW7PZDPdfXV3t9/u//vWvZvbx40emqyfVUgfuKc4shSIVG1ihQoUKFXqRVDSwF0AqdarI\n/MTHIdSrDtGmWGmA8pvNBhGglrQByJVa0E81j1rqHbt+8l8idYzVXa/XyGE6nU5PT0/1Eev6ELbd\npA9ZTEmlb7WBMfeVGmnUeqfds67eBtE7+nbu93s1yDlsExgjFdwqJd1gH/AvFdyHhweGshJC5DCh\nCTmtSBFanXne8EQIMerulWTXda+LneGLsg6TeJfTCKMe5l7RByG6RXejNvkoVAvXQAi3MQgGEtqt\nqgr7fDKZzOdz7H/g6q24jFrX1EodHVomlhXlLlHxcjqd4qn3798/PDz813/9l5l9+PAB9mYlZ5iM\nU1roUSoM7NuleKKBPpeBKTpkcjToZ6/nTrT2KxtQII539p1Wek1HBsBl5EB6EQ3a7iBzJ3VkYK6F\nuuv13gdMOZtHJLAcPWW0hzo5jYQT6PzraZvlE8qSeQQTR+Wr3SHOV2THZbmlUfnDTYjjDbpzlInW\nksmQlqTxeDybzf7jP/7DzP74xz/SzlTlgtWaVNHUcVb3Ojd7DiHUWYodtsCqrSt+odyJmZ2dnZ2f\nn4OB3d/fr9drFWisK9kQ+G2ahsAvLMeQ1c7OzlDE8nA4XF1dATnMRrz0LVmhp1NhYM9K1ZNdMPRk\n0Y/ZvoiBuf/qMeFu0L8q83C2n8jAaikWpV8me0tDEa3W1k2cGk/2I3NCy4Fz3HCTgzOX5hbr4YhO\noYnUpOTFbYiVtq5MACOiiZdH27YcJgwwmsGID3JCyLfoI6Dzjy2kQd/uoo/6jkttwTFyHSOuIwOj\n1oUT/G9/+5uZ/fM//zN1l1ryFKttUpU5buxGnB6jadNNjv4Yd46uOzkodi89L+B2cXFxcXZ2Bga2\n2+2a5HnE6D11/aATqS7KMJGZnZ+fwwvx6uqKHo9t1wCpS/m5n3MhpaK3FipUqFChF0lFA3tW6gv7\nUHwDv6g64nCtLxPWIlqVVbzarmM6u5fVwCjkDrpFh7MdyML9Bykq6LzLXMf0dXyXal0OnevTX9mU\nsxI9hQ6Hw3a7dfie9hlTByiJAWGtOLbBTZ8aWNR+GvGp0znXtWjbljewA00IkIoUtU8OXzdG081u\nzLU+pJy5qoGxD/v9frlcQvkgCldLiJWugs4/W8DAdR4sBeppfR93Q9S83coqoguXUZq+YLU6Pz8/\nPz/Hqg2HQ8ZHcpiwFsNgTDBwOByydoQaiWezGRS7jx8/Xl9f0/lwPB4jZ/fd3Z0Czrp/Cn0uFQb2\nrKRVMyIDUw+LSkI+v3Jz17lauqBoZoBpWmE9654LzqrEE63uqTevd/K71YObaZyyfNrZw9SZwron\nbJOrLFVJFnz3ezzEn8LM2hSarZOjpy0RQmKJTdOQgcEFIEKIjzIwLc6ip14E4uLMu6EdwRIVymNn\nuPpkVxpJxi2NzEy/+93vzOz29hb2TsQVaKiTw10hD3EUrdTc0ZmJ5i5lYFkZhXxRxSbgnPCYR70u\nM1ssFrPZDB1+eHhgBjVLXjZgYC6LPKfCUhwYWCA98h8eHm5vb8ELD4cDYwGrbu3y2PNCT6cCIRYq\nVKhQoRdJRQN7VqIEWlUVQvSHwyEyVVtKeu0I8NERAe1RxxB4TyiQ4nQ7qAgQMIfD4eFwcOm6NZrV\naWBM+6shyapbZB0oXP8tOK3ov6oFOghRdUcFwbTZrArbp4EdmUZH6kRAz/jtdksBfDweM4e9uh6o\nZ0R0a2ykupXzCNcJ4c0KxD06iiPaJ7Qfh2hFnSk7k0QLFcZUUIF7IOIKlaDTZoYZM9la0D7xO7Rb\nRhlz3Z0XYgQnuWk16YZivAQGNRsLY5Z5oYTJQVNnZ2fv3r378ccfzWyxWOjng1wBt7e3Nzc3SC4M\nbcy6eVsKfRkVBvaspH5lgNQdbhYJR8zXMDBgWQ58M+ENMEThS6uqCmYAS9UXLUTPKObDU6YSp69o\nj3HcJbJDWAcjbGhymFqOEfa9gh1whrF4iD/l6M8SmsUs4YQ9OTkZjUaKnlkXMrUuMKj+5bhQvz4y\nMGfq0w5EPuGWmDdHFBEdU3GBHoA6t9m1UIRW+RNzuOj0qhDjWohyCScHnUHkHHHm/X6PDbPf7zkV\nTap7whnWea4kARgMYFwXwubb7Rb9Wa1W6/WatW/IwOLqo6sQVs7Pz3/44Yff//736PDt7a2ZbTab\nQ8rWtlqtbm9v+RHxggy70JdRYWDPSjySKgmDVf0mkgrsjuIxlKXxeKyO73q68TSBo7AlqwaOAzoB\na6AYWA7PCI0RJqmiqachf9TO08eacjSOxT6TmAmn0SPPusabLC/UqWMHIlf7XGqaRk86mlt4UGre\nKXK4KgXSas/BBqjTqAamQ1Nm4F7Rite4TpSydo6dQ4CZx02v9URWHd9v+upaQr+15+r9UXVjwzlR\nqnFiHhBRXiXzJ5kWb9BBaVP0cYfSwxA0NksRbblcsnxzzCumpEs5Go2m0ykc8dfrNRjYx48fKbCO\nx+OLiwu8gkAL+H2U6go9nYoNrFChQoUKvUgqGthvQ5S21MFMERuVVY83pRhjFk6EyEmhXvUMvoJp\npWCAgcipEqhqYOwwVbGsnzS7x3dRwNcOUxOlRGwCjjltABdNNz2/zoO7Oc7GkQdVmfsaalLOIUJP\nVLZQVgM/qjVRdRoqWy6AV0FUp2hqcnror06VPIIlUkUYDAZHEDOlz9JT+TqMkT2PmLBDp/l4K66J\nVLbu7u6ot7VdQx1bIDqtGpjq6zSnmRnLlK/Xa1ahpDtuHD7c4qF1ATrG65bLJaK5P336RA0MLvu4\nYb1e41uDP6qDbQt9FhUG9qz06tUrnk38NrIYwlNQms8idcjW884SAgNepTYYjb9hC+BeBCTVR1mB\nuAjKVV0DvtqlLMTEuAOurylgdzQUVeJnT5f9yLEifSWE+Ci1yU1AmTfnXNNDqLmImwTHnGKMena7\nFqKA4obpQN0Y1sawM0Wn0awzL1kutkFf7Zay7UYL8L2cHAuSh/KnphtTwZ1TS4WzOoRz6H5TO6Lu\n0rZtGefAQAjFtHUmwbQWi8Xp6Skc8Wez2WQyITKsq8YMLFqHRbPdF9b1NVQY2LPSu3fvcGat12tE\nOGoA75dRNFGQGH/D0w3cSz0vcCctClknArIr62YyNDn61eSgvgnKtKIVx7rMg6eMUzise4DyThQV\nVM5HXqudyR6sTikxOYt/PcJBSdNLjCLConAesnm2HC+3rhOHzmRWNtJFb7rRVFWKzVKWow+6nVN1\nM2cq4+QQmp4oLtyMWpGKHzjJBsR4LFVZOHbFMLQPalJ1T1ng9Bo3rfocxksz2GQyQZwywp+Rlhph\nZJwHltShjLLdbtfr9XK5NLPdbofWCuv6eio2sEKFChUq9CKpaGDPSu/fv1dBz57gJf81BKEewjUz\nzLrq6ZbET8JWDmKyJC/TYFOH9OGVFGGByU11KUtoGF+hEq5CZ6BGEkC0YgxTzIeWG83OxRYcGMin\ndHJUR4l6zFeqxZH49mj2mE6nbdti9rL6k3ohgpzS43wpdQXj1uKUwiCEZYW1hnqGQ2LZMed0ioWg\ns2XUwLJvNwEDI6p5RJdyGhi7qvtN29QZiw6W1t0Y/DD1E6DzPTfG6enp+fm5mb169erVq1fQxqbT\nKfugbzlIprTdbgfTWtansdCXUWFgz0ooSQwiOkFv6S+jeBDgKNRURpY+RbAZd+JEQwVbjhCiib2q\nj4ER0lFHZ4cQKltyY1GjhZ7LCv7UKaE4EVHYHpgyvG9K+w5WNkvc9fOWwcwEs3WvGKSC11VVRbPH\ndrs9OTnJnmvsrXp28DBtc1VUdPayDMxkKdUfB0etpVAK97hDiXVo0dzYBluXBQiRLTTdKK64QOwG\nopiJebJjA0nO2YSaBpi6uM2sy8Dw4/39vTJ4JkjkvxcXF6i8/ObNm8vLSzCwyWRSSQI2voVh12Bg\nhXX94lQgxEKFChUq9CKpaGC/MfXJyE981nJ2aYXyLMnIlCIVQtQ+KLZDWVK9ztQzLUIxA8lTrICk\n6mpOrMYFlTx1+lKZOouSqf5KDYyqA8VwVQuaRBYyQUSXhC+jrL81JpwamColJIrq9/f3mveLQ6PP\nN7wuuYK6QOoL6siBqPFCffmaboZZDb2PEKJDpDl7HI5q3nH+Admp6padWGpgmsErarqt+FW23ZxS\nWbAhvgLNYkTT6ZTpd+u6hjb2+vVrZNx/8+bN27dvUbtyNpvR0cM5GdILEa7zhX5ZKgzsWSkejl/D\nwGLLOIY0AYSFOBjF3LQP/OybpmGcCj5a+A2TquA5rfiemrvUBqaYj5p51EWN7MRZWfiUHknuR2VF\netSyKXeAqsM651Af/BpcF6TzTxOXDpl30lgCT2uKILhAO7ihlQTwnP9BIuuW9lB+7DDY2FverFkw\nrMvdoxeiy1LG1/E0h6eopWUlt1N0NFqPsqQ+91nZqJFc/gpT15K/g761WU6GSWDpcH41yLVhZpeX\nl2Rgr1+/pg3MUooNRk8C7SSEWPDDX4MKA3tWckqP/RIMjGK+haxFNEHT7oVvkqe/chGep01KjLTd\nbvW4UbsFf+dF1lu67WbadX02sX+o7QHHomONegw5VUxPPRqK1IyhyiXnX3362Svl+tqg9txpM0cO\nJvIDx4owUTDpsz+cBxyXls5NSxyF0UU6Xg6TPNLJK6631uVk2tWs6ct6GJi6jOtTjhUNBoPxeKx8\nwqnmKlVoP7WTuveaELiGxyMD02y/+q9+ejGEYDQaTSYTyG2z2QycaTKZsPbK5eXlmzdvcMEqYmgE\nYt92u9U4ZZVLCv3iVGxghQoVKlToRVLRwJ6VHsX6v6zNNuVvdV7yqnUphEjMLRonTLQBBX/cEOoU\n1EzNj8YJWGu0NQviub6amkclXtpq0VFlK/ujDocul2gfegmVy775j0oG61xErcLpNAOpdwPTjsM5\n0SbVI0saWNM0wJoU6FOXUdT+sOS7SM3DacMcJhPLqkITIUSnRMZFUY9wdqkKVbl5wXYiCDyQYHno\nRmofshAhoBqYopFa4ZNKturQus34O2Pzs2gh70S3dUvD9HV6eoo4ZVwALby8vITd6+LiYjabocH9\nfr/b7VarlZlpLmD6TH49HF0oS4WB/cb0WZwM50XEHh0iNEj5HRj7NZCkhYNckBaPA4WSEP7Cd0V4\nJ8td4nFsXeN5I4k23MmiI3JsQHlV1mGhkpikKnmyHA6H9XpNS16EzvRddTfsKRrJdNo5IUCciBDC\n6mOScMEhk03TgNPQDgejC35EOTHW9sWPJnjvIWSmZyd1FA65jStogRPrzeooH7m7M4bpexWUY7dV\nTorz76aU7JCMczabYUI2m81yuXSyUdPN26LCnJqy0KzWVmZWeHwd2DnT6VRrK4NpvXnzBhYvMzs/\nPweWiNgvZk28vb1FkMynT59YTgXAuIVyDYV+KSoM7LlJBd6nP8XT7eTkpEmJClltshJHL54+zC6q\nrnpgYDxl1P6EF+EE4bmJc5lHid5j3bOPJz60QKpuGhaTTSkUDzXlzSYHaGRgjvgjLVjL5XK73XL2\nLJms+ApVLDBLfEWWs2rP65Sn9fT0dD6fY7ooiZsZJHHl7lDFOGRKGHpozmYzFDslA2ulFKTOGPkE\n/BKjOwxv1umK8oebdr2wHgYWpYqBpBDLhsO34q+R7YNqhPr7arW6ubnhcHTX8Ue6IOkewJSOx+PJ\nZIKe73Y75HOylGLN0o7V+eeD0MDevn37448/fvfdd2Y2m80oJLH05Wq1+vTp088//2xmnz59Qm/X\n6/Xd3R06ORqNTk5OGGlX6JeiYgMrVKhQoUIvkooG9qzkZNunEx1zByHpOLwKVSytU0FFuss7v+qo\ngZmURFE3Yv7InqjQbQG8YjtVivJR6Zu6Y1YD68P34nsrMZD0TS+aRf14ptQy0Sd0UJwcnQdVR3jN\n1BWqOLJ0tUkK+bZtmceBXqA6n1TyYHShBsDSiFC4rWv3OiTSYULTpYujArOqL0acVqfxKRqYqqoW\ngvM4J8Qwo4Eqrpp1dS92RlcHN8Cvz1nXdGsBPOAOxEIsl8urqyvaw9gsMEDrlqaEusb5J4T4448/\n/vDDD2bGnCmAIuFweHt7+/HjR2hg19fXyNO92WzofHhycjKfz3HzkTQxhT6XCgN7VjryDT/xcXXa\nxpGH8u0KIeLDpgXLun7PaqCis4aCQvQ4MMmKdAR3si5v0HT1Cvg03byIzqju+JOOWg9Q1wfXE/7O\n9mFSOqQ0d1XXqcG1UEk4tnJoBcH0dW1KPrRarVg4jdYU9apQBsap5iSDxQLhVBsYanShWfaBJaZ0\ngSqJj1ZIjaHoeDxOrJNF2BolkkpSxVfBzFknsm6oH00+bS7ZlVtBclY+4i7qbjS6Skj8kaYmTntV\nVYDyrq+vr66ugOuORiMmM5zP5/Ss0cUiA1ssFrjz8vLyu+++e/fuHV6HphCwDJT45ubm48eP79+/\nN7Pb21uWVeM+HAwG0+kUr8uWU/maY+H/MhUIsVChQoUKvUgqGthzkzNZ25e62Ko4bDm5tUquzIAE\nIdRDLaPln7kDNMOvqm6qu0QNzMnXvI5egq3k+MmWXHJieFbHqiS1UnypiatCK/70fROliBw7E/0U\nVANrJOrZBI/ij9A+6XCokcX8UTdAnVIS04ljnMhEh4aXzUHKinJ11HmB+CSDnVWZVopKrYlbCi8s\nQHlZDUxXkPqELh+xvrhweIrv5V+jD8iRFtRpiCiFXlRVhe2tCtZ0OqU7BiGKk5OT2Wx2cXFhZm/f\nvkXSjYuLi8VigUVhjPzhcNjv99DGrq+vCSGuViuNpI6x0s4FRnHaQp9LhYE9N2Wxr6x78XEahsLK\nFjAufpNaL5GnDHO3A/EAhIUjT89u6xZcduQwQJNjxboMrO1mKFeAKLaQZWBE57JIrMMYeS5QPqgl\nnwitJqjQoScLOQ3f5dzWo6xgCc5VNswhwPMz5qLkj6NE7lrzaND2gzHqTFo6rMGrWqmZyZCmNlGc\nPWVmEUJ0w3H2V7dStbhuHl/KticqI2KJ2nPdLSpzMLkMUHF65+KiqqrJZEIv+cViQSfPyFlhrEK+\n+R9++AEM7Pz8nDcTeN/tdqxReXNzc3V19fHjRzPbbDaUjdz+ZM+jW2ahL6PCwH4bcnrMFzAwlYKd\nwOu+duD7ON3quqbTPL9wpC+iFQFGNTPjoek+s6y2p0NTRqJP8cNuJNlunBOV6ysxpw2HQ8jONJ7X\n4vjeJ8/qdfTa3+/32+0W7Gc+nzNElyppZGA6t5YUSnRsPp+rE4cyMPJFroVe8BqLpR4fHDsZmA6H\nDEz9JjhGpnFSI2V2zt2/kaMoK3I6RLxBfyQXdJsz+5RurcjAlNMoAyPjBPeixxMuYDbD7MHESA2M\nT7VSQiUysNPTUwY/3N/fQ+DbbDar1QohX9fX158+ffr06ZNJhrBWjLIai5kNwY4zU+gpVGxghQoV\nKlToRVLRwJ6VVNpy0u7TSUOSLSV3cM1aVwNQU4cJOKMqEf7ktB/8mJWd43D0qeNYk/5bJ+d1Z39i\nC6r0EDXlELQ/Tq91F5bzsweOysBnVTJUAVI9hquAO7fbLbFNeDxS8OedagNjil7iulC/1COO80C1\n2C0KtVJqYCrXM1ETsUQ1MimE5WYve60zk90YkfqUiQhjRmwzBgA4DcyhlLW48kMbJjBOEI+AMMIq\naO7FX6HADVIJlfPzc2hgl5eXMIbBXxF9uLu7g+ch1C84Ot7e3i6XS9jDXHJnfoPcA84wVhSvr6HC\nwJ6VeKjRv7nq4v6PUpXM0XT8RbZ1TbmmxenNrG3b7XYLZAOe2fzyWbuZqf8aKY9LV4tHkXrnou2Q\nE+umS1cuW3dThOg1AVLiabSZT6dTBOi0kn8va9px3W6TYR956jD2s7MzgELL5RKJGDCHBDkdnsmD\nDJNzcXHx7t07TC+6R5Yc4SNlA46UszqgLOYuiayIth9iia4FlZnYw0bqoj19H7KpKBw49qNRa43k\nfNLhuLwhvNYLfVHkvuRqSI2BeaArykCqAQAqB/7cSCYO+G6Y2du3b3/3u9+Bb5Ht0SppZg8PD7B7\nXV9fX19fM2vUQaqaxWXFp0SRCOTEykJfQIWB/WYU7V5VNyYmStwmXIeOhRqli38ZB9MmWxcjbZGW\nlAcri0HQcePh4YHRlyoqun7ycOePPGXU5Y/s53A48Ajgj9atQVVLdStlbHBDGA6Hq9Xqw4cPZvbu\n3TuUtDgcDtvtNttJ9sr18JBKmWCYZ2dnb9++RQTP1dVV0zQ86XjcqFrGg5WZjt+9e/fDDz/85S9/\nMbOff/65rmschY43q18fpQ16Gbg+02SlniZaB8sJFmgTrakrioojtQQyczi1VHqMPMzNXtwASspZ\nybS0qKMyM+VqbjiOgcWOOW2Y91sKsSKHo1oMxcvSloacUVUVjGGnp6eIDzOz77///u/+7u+wgnwv\n3W3QczAwGL1wjb2EV/Tli+IwK3EPVpZWmNkXULGBFSpUqFChF0lFA/uGSCWyNjnBa3iN5TQwOPiq\nuOrASYicEBXrup7P53S4ggQK/JAuUqx9zpe2Xdc+aiQEoOoQA0S9ir58JtiaurZzmJUEbCnOxqia\n8XgM48RgMIDtoa8P1gWa4uTQr3q/379//x5Dns1mRA5pyhp0a7vUUqSG3fvpp59wMxI3UNmK9j8T\nraiVgoqqcFDxVWQMSph1E3G14r+q+hz7RtD1JBF+H6SkUwp86Qq6ebOufsA5d+NSBYu9pe4YtTHr\nUSjj3lOMkS1YIMVaOQ/j8Xg+n0M9Qv4npHpi3fDT01MgyWb2/fff//73v8dMrtfrJqRCvru7w967\nurq6urqiBlZVFaACNH6EWglSjJlfCn0WFQb2DVElqYysJ8KXDIznkcYdx3PHEk/CQbZYLHhmDaTe\nRCN5zePRkDXgK0X0iZ1X/4jodaLoXJ+fAnjD4XCAgd1S8m9LKCht8nqYRguKMrDZbIY+3N7efvjw\nAZDRYrHgbDPYoJYi1zDjYdqZSe/6+vr9+/cQBV69eqVOHHr0qxWNnheRy8JSwgUlA6PRzjEwXQI6\nbvDH7XaL4x4OI+wPsc1HGZgyEl2sLFeLEOKhWwPMMTPrspwsjKmbAa05BqYuP66TFPWY1x9eLayB\nglWr65pW1cvLy7dv315fX5uZlm4h3d3dqes8PiskYyNI/ijp8hXW9TVUIMRChQoVKvQiqWhg3xBB\neKTTXQRwAGFR8eKdDkKMiN/JyQldIRS5ojCbFXtN5F/VwCrJyOBu4834XcE0amOQ092zDmczcZ+L\nPnVtN6CVkNGR/nNynH9EJel9NcKazarLtYMQsRCTyYQIlSYy1oVQdJQPavouDm232zlczlLwLDwF\noEM4DUyHpkoVR6Ej7fMuiQheGyp46X5gs3qz6lLW1YChbLEAQkREm5xbuc5GKy6aWmScM4ktTb8V\nLArCEqIXqHrhLhYLaGCoZ40bNCUN/93tdgCcl8vlzc0NIUT6FQ+HQ+dJ30dAhosG9jVUGNg3QczJ\n1ibXqfF4zC+8khyAg5TdTr/Jtpshydkn4BeH68lk0khOQmI7rZjc9GzKYn0mn7Sz91gXd6olUZ5j\nySTHbCxwGvyIY44O0JwxE4c0PewUsmOzESmt65pZghR845xjjDoiPQrNbDabqed6lYpBt+Jrzl4B\ntmXieVZLYdoIlEB0LPA+kXUZmHXZNnkGrTu1ZIdSvoXZQ6YVLmjTUysyrmbkXtYVnhz2SK6mtjFF\nRFnrJMvA9L215PrS/P2YSQSBgdMztxYdMjkKMDYgh2Y2n89PT0/BwOq6Zi4ootOYUuw9+q+u1+ub\nmxtYvHTVWG/lKRTHW+izqDCw35jU6dnM2lRPeTwe83SmqKjy+0DqIbXimd2kcBNlLfRZmEwmjO6q\nJf1rFL0tHI5UFJxZjneqJE6+FTlcfNC6XK0VRwalVqxHTipnDx136dPAVDXhcOhbgQfZgT5XFPWB\n5nFchYSBFpg0XrTdbsmP9WRXpwa1JKljOjup2pvOknaeM8ajn+9iGly3amrKUhbohuYkksjAlKtl\njWRqGHP8MjItsFuGP6IK9mKxoAZ8f3+/3W4RaAzHCq4vNwlFQKQ9NLPZbHZ2dgYGZmar1WqQappz\n3VnKebPZYNWQCBHvwkdBvQ0cztnPeEPW/aTQl1GxgRUqVKhQoRdJRQP7zYhCJeVZiMB1ysBL+weT\nbiC61mV6hYysGphTa9q2ZQuW4A7tg3Xd9rLwlBqNrKvZ6LvcKNpczKyqJkoqtrMPvFboMj5ionHq\nddQAeB0733RdFqltqBeiqg4RvoP9SVUHy6GylNBVSOeUqm1SVROqShygegO62eM1PfKHw6Hmbrak\niqkJUPeDBQ2Mr3hUA9MNeTiaQyQuigMDFLhWABZ55S3F5iOk5O7uTtVinRzOHnW4wWAA71MHIdI7\ncTKZoDXgt/CeXy6XxBKpjWF6xmdSmAAAIABJREFUuUnQGWb15S6qU6SKFfqFqDCw34x4LigD03+J\nSIzHYwZsaUaArOWAZ2XTNMypw6Cxv/zlL2/evCHepSZ3PYz4Oz51GqjZMs9ofo0OMeOJo0M+Dida\nF2pz3M6xPYVP2Wfeowzs0E1f5DAu15nIRJGahPwJIJVJLnmIIJyxKjhxKL7kOI0OVvvM9CXaczLO\nwWDAkC/uHB2avm6QkutXkteDDEzzirVS75tNuY45WEzZWJOLA9McIrh24hGNu3G3cF3oODMej2ez\nGb4FXoxGIxdGolOtv7NZDYpAs9PpFMxsNpsRnGQufxRZhm/97e0tXOeR3QZDUxmlFXxb95WTeAr9\nIlQY2G9Grdhd9GTn147tDpGTFYyGwyGs/fSGAtbPb5JHEo88hDThCPif//mfy8tL9RdwvXKslPK7\ndU8B1cbcsyYMrJWYTVpQYGJRTc7NSWSo7hX6VJYnaYNNLilR9mZHZGAUBXa7nUvYaClRnv5IGyTH\nq84s7L9jM+5HnRCNf4KfAjWDOiUAc66J6vRoXS5LBwqU0aqSU19d12Q/eLtKLdbDwMgn0Cxa5smO\nbtPrtRGfRvVLUl4eHVx5Mz4EfAvT6RQyGcIKuaXp3xjNaRwU3QU1UIzaGHW74XCIkK/b29v1eo3Q\nQ6aP2u12qkNz0rKRlFb8NX4dKjawQoUKFSr0IqloYN8EKa5CtYlRLCzBh1xH8Nzd7XaQdjebDXzB\nLWkAhHQoitJL++Tk5Pr6miVr8VKVeRWpOzk5+d///V8z+4d/+AfK1BYE8yypyyIvqJooMJXFVZyN\nineyNaeEWYpmU1AUf+1DC0kOX3K4k6JerksU5OmuBm2MSZZpa1FtLOKcqrdBh+bNuAHQJZUbVfJ0\nZtQOSo9K2NtYw8UkXT3QSK47W8BWcfOjWLe7oJpIF/bdbhfDvEz0S+fDyQnhRDk4kRoYNCQTA1Ur\nVkPkK4mpOppubAmnmg6N0+mULvXU7dixw+Fwc3ODb+Hnn3+GWqaz1HZzej3dyjVICbXn8/nPP//8\nxKcKkQoD+7ZIcZ7IwFCXiOFKgBBXqxUjLmEPIABINJKHyHQ6/fTpk0OrlKNU4i09Go2urq7M7B//\n8R9ZWaptW8V8CBWqycfEqsEoHJ6Pek71mbgi1ufMG9k7eXYobGgBj4otxIVgswqCHYGAMBwYaWBB\nmc/nbQoMUgamscOE0epufLQ6+JjZ4XA4OTnJ5masUgQbMcaqqph3iqnZkePR+QcdUvpES4yTwhOP\nYwf6OXS0kvoJD1INmeLOIZSa4zB13blbGJ6ctZ7CUoVvYTwek92Sce73e75a0c66G0lWiXUZzToG\nRoSWm2G5XP70009m9vHjR9jAAPJTouJEkYM+SnD3AFz55s2bwsC+gAqEWKhQoUKFXiQVDewbIoRY\nUiqn59V4PGbSAXrrPjw8IIhyvV5TbmXGDRNPMOS5ofZDbyiqAoNu/a02+Rzvdjskz91sNirYUjvk\ne5F9ANI3JFC6BqjDm2KVWUkcPa+6rnp6EZ2wOXuqDVjw8HbkAEYCj9HPG1P3RI8PqCDqN4EWuGrq\ndKcXjQRutyErirqi1HXN6qMEwZBoCvPfiheizoP6MWIpB1KDjRqbdVFT1cDYgvNPoQamejmDhStx\nSc0qWK2UDtfKk7pbCCFSVaJK2jQNiy+7KG8upSIBrTgW4bNaLBanp6fQhIDSo2OcqO12i7BlM9ts\nNk5tdTunrx5YltpUXfPjx49Pf6oQqTCwb4II2aFisgUnN4L1RJ/u7+/BwEyqUCr43iavaK3yhw/Y\nuag1KTOTda0au93uu+++M7PVanWQQhjsMJN8j8djVsK9v79HQj+TlPl4heJO7KfCmNGylfUh5GGh\nHncKRjljmONq1uWL2lqWgX2W8xhdFlkXFAAgj8VagrfYW75Fk+PphZq7yAa4HLvdrpY8+spg+BTn\nhEupaCR2CA1XWQuiWpLIk9QGxq1F13ZlWsNE1k32wakGP8aOYgvo4SClp0HiKBP5QHf+QQpP6ys0\n/oQ3n5ycgBeenZ2RgXGZQDQzr9drfG4sZFpJ7BdGgZufvlvgPImoDJYHKvRZVBjYN0EM1tHvNuYq\nJQ+wlOCVLfAzVqEe5xGUJzUO8XCJhqJGoqlImu8HTvks+oyL6XTK75ZZ46x7+tOhA0Zyiqt6TqmB\nSpmKdVkRe1iHYmnOiUN1FzVUOF6oTOuIkvcoYc65RtoUe86VVSahbheOPVtSTajs0v8bqZkt2b3I\nzPb7Pc0wcUo1Wksj/B6kxEmW0+tI6Qehqh5hA4cfwNQEdIE3ROkKDIwuMNTVlIGRw1XJ3QnbOGty\n4xKb1G9TWyBc58HAcO1WkyEr2+2WRViaFFnPRcEQPmurWIhkL/QFVGxghQoVKlToRVLRwH57qkJq\nABMlIzphN8lNURuJWTkUBFMNzES5UUSIf2J/YDCzhHGpmYRAIt3HqUsBS6GGREQUpiAzm0wmr1+/\nhkXh+vqaYGMr2ZssByGa6BPR+9FEuFa1z8m5vH6iBvZZpBOlHTNJhjRM9TydmqhakQvFhb8cobNa\n6oBgQh4eHtbrtRrYnGVRzYqqgel4tT865xHC1dVRbVhhA3XwQ8+Bo7KThAeoL2KY1MCY6IRwOjQe\n4t5QiSrJFIWhKQhhXZMep87MZrPZ6empmZ2dnQE/dERkfrfbbTYb5gjWeBLu2Ed3C2/+XFC60BEq\nDOwbolYygleS+EdjgIicZL+BRtL5KGylJ75Jmgb3auuGWFXdrEjq8aHVTPguehbwjKCRoK7ryWSC\n1v70pz/d3d0Bsfmnf/onFsJwJ348TCOc5SaBHdYLPcTd9fEbPm/xUn94gHLOkfQdp55mU2zEcUMZ\nyaFbH4tjV7bHvYF3TSaT77///vLy0sx2u93NzQ3SRlxfX8PnG71yk4N3KQYYL/qYGTvAdUc+C9ZI\ng3lpOp1yDyAgBPxJXfYZoYEKKWRgGjVIYY69PeRSLDqPG3412+2WkhaTbrx+/frt27dmdnFxwcAv\nnQEmtl8ul7e3twj/Wi6XxBKzoOujVEmsYaGvpMLAvgmiaHx/f08RFd/Gfr/f7XZqD8i6OdEbSoOW\nVA1So5HqdhYyuTUhiFjZHqx0OKcqCbtukokL5xSZGUVycF8z+5d/+ZeLiwtqYJS+rcuQjjOwPh6W\nnViQ8icyb/dGZWCUl4+0n30j1VOyHHfC0mXOTTv7k+Wy2r6L1YUyAUXHzH7++WfM5/39PcLeVT9w\nTUUGZv3MzI1RWSB2Ed7L1IKQWrh/RqMRo7hUHWxSsBrdglyGQ2XedJVUu5eCDWRs0J/u7u44/IuL\ni+l0Ck7/448/wkfp7OzM+W4wXS9mDwzMJfN1QdPFmvWbULGBFSpUqFChF0lFA/vtiQKmiuSDlHF8\nv99vt1vNgMBM5MNUV9e6GpgzcfFP1pWynWmNnXFQngUtRzEoOl5TA1M0RkPN2Ox6vaYrF3WLvpfG\n391fs/3kBbqqeowCp7xHUVMHHkZ99FGKuqNDCF0K8yqkqI8aGP9EFzgTTWi1Wq1WK/zp7u5utVpB\nXXh4eMBytG1LS5ICv023cGgc6XENTF3nASyr6cuScZQpQqBjmdl8PucQqLvABZEJaNhJZh/GNZN9\n4EJjv3AD+6YZfnHD6elpVgNTf066tlMDW61Wy+USmAF2r6UENy4r2/FdUZDDX5wKA/smSP0yiFzh\nv8iAzmN3IKU0cFjQuGJmAFj4MRPHyyJm2VO77WYcV07gsDWTXETgT4w25XGgrJGH+N3dHQZlEtCK\n90bu4g7QLN+KQ1NSk4MOWedEcUX2nCfaFzMw7XkWQsQNcdTsZDTIteLxwU7ihAXTQtAeRwSGoe30\nrfWjg9L5jxsJwLJzgq8kbAB/BbS4WCx4A4eJMBIXIXCQFItkYxYYmMoHxBizcdmj0Qilvy4vLy8u\nLsxsNpsNpTI1A1QQkGAJxgdyiCoqbimfMo06aSqRFPoaKhBioUKFChV6kVQ0sG+CVLClLBkz1lRV\nNRgMqKhBuEbkrGpgbFOdNZwU7y5cZ6KiQy0QfhnUnA4poSoBSfg6O1EdQBw9PpAHXYem8apo6ngn\nI+kAq1wxw0qSIenFcTf6rzHOZ5c1QohNN7l+HDKVQjMbDAb7/R7ecdPpFIAbmqKzH1fHKZqxh8cB\nUrdn4p1RPWX6GOYVm8/ngOxOE+FaU/XHjao9n8/nmLFPnz6tVitqrsQtCBtqxP1BaklXocyYhX2u\nW9rpxNiZTI7FLcFP7LN0KYXNm26a/Kc3UghUGNg3QfoB8LPkj2APuKZDNhkYHif8pfFhPBecmUeZ\ninVPMTW0OMRD04W4VEbWzYtYSXohRpK14rqmr1a+6HropkjP0D4s1E0pDgh2xiWhsC7TakNaqZ7l\neoQiN9Lx8nxUCLGPgRGdI0I7HA6vr6/h0v369WvwBuSwQBZ85KXU0VkP+8n+aGE+9YyOHXNWTHJZ\n4Jk3NzeLxQKmpsViMZlMEHG1WCxYjpIQt6KjTdOQYYxGI4xiu92qk22TXPndslJWYCcHgwH5JYU8\nJJA0sRSCiH9SotKKEKyiUkkOyc8izlgjUXSFe30ZFQb2TRDOBehSZAk8LJgyqm1bhsHSBoaQGn72\nmpxJBVtKoJUkOT2krG7Kw1TAZA8pwyLMi63xNNHkjZRS6TrvGAnNEvyA4WONEVVS8+LIdLFjfQYe\nXkSrj2NgysgjU/9c6jNc8XWcdvy1Dnkg+WrGhpOBDQaD7Xb74cMHMxuPx2/evLGuBqYheo4fO7XY\nyQROhbWuWtCKd0mbUtDe3d2RcYLLcu/B/eHjx49///d/j3ArOG7ABjabzSB+YbcwPzWZCseLyC30\nAVl3mVQXrhZQ6JVP85pbCxFmlso3s742R4EhkBi1woRYDAygU34rVttBKrH2xO1Bhl341ldSsYEV\nKlSoUKEXSUUD+80oqyuoQ7DD8SzkdGeuHeIYmomA4jN0I4qK1MCIZSnwohBi1fXfYwuaEIFElEZz\n9Z6cnKj66MxL+qP14F196kLflFJ10BY0kMANB9MVNTDX26fL13W38DR/VwjRzZ5qnIrX8TZVE6H9\nAEK8vLyMmGrVTV1PVcwEGY7jzU6jMwXpzfSGVzXCddLMlstl27awe83n86ZpmKFD61YPUgHJStKF\nYHsDr8aP0+n09PQUvdput3gF1C+3uNbd/8xQhezDzGJFf0I3A1xBhuFTEaR5D16OManNU8h9odZV\nfws9nQoDe1aqcs4FJg7cWqxLbyD4pgUpXFEl16bJl8xPEZyMrdH0TQykEW8LHtx6wuIU4xdOI8Fi\nsaB5g8npGbWDaDYmOKAhQY/7RvIBaj4FBTy1k49OtXVNa46UUanQ4PBVdIZ+ARpmpFxNbUI81DTu\nShkYO8CDrJbq2LpwuBOu5EDM0Af67LAKwVPmJMubI4Soa63X+m+8wbrp2/HjdDqtqgouJ+r+o3W/\nKF2BmQGpOxwOnD0OUxMnOvBTpSt2hp8SDGmWihPFdIt9M6abgSGPugFUMjhO3A/cA9rbL8ar/49T\nYWC/PdV1jS8KpYZUBwK1Yrnh4aWuiU5FiDYYtWCRNTIfHbiXIvvxjKaMib8ysxx6jlRGCK9ZLBas\nq8mmEPulDMz5buCYg3ljuVzynFKhXjmNTo5K3GrqY/s8K/k6d9LpOaV8y1KyPvrUadkz9tB6Auai\nUuUUPoZzKQNTFog24dGDrIZQR6DHVFUFrtZIAG/Tk5aX11n7n24S3uk896IVrUrEBQKn2Ww2mPOL\ni4u2bZGY0cxOT0/ZskYT4kLr4XFikUgXOwdFuRgHqYICPwrapTiugdQkQy4rWLzm8zlrY1qXVKCx\nJIcxgxQ3g0pU9hixk1gyDBxs9YktFIpUbGCFChUqVOhFUtHAnpWyQAHlVpXCnOZBUZ1qEzEW1Z8s\n55NtXYyFkFrTNINUT7YV362ogTlcka+mU9n5+fn5+Tk0MNQGdNgIDAaa4EDT/FgSbI8UhVEN7Ag5\nlXEwGLCGL/IbOfio6pYqVqRIO0bpm25yHIJCSaro9C09R6Fal1479Ni66ZSgcGPaqYHpYrX9DocR\nlVWUOGuPUQXLRDVxWib7iYli1BRm/uPHj5ZSdTB4QNVBbC1Vv7iCo9FouVzCpxGqGH04VQOjBybx\nbb4CnWEBGmajP6KBcSYZuRjXHSo4P4q44o5U6dcftauFPpcKA/uNSQ9Q63p26BdOMCfLwLInjjbF\n/9IYZoJMaqJCXLhgqUO3ohhxTnonLxaLs7MzZWBkD3gXWtDsjnBDuLm5YcLvzWbDuBzt/NPtXvpG\ntX/Q42A+n9ONG5wMFsEsA6P1DpmELDleu5RCepAdQoUt6+EoJuWzlYFhLVy1GqwIIxYYk1RVFTrj\nzGzKLLPoaIQQwQ+US1kXIYxszN2A3zEng8EAjhuLxaJt26urKzODwz0nTde3SqmkMC5HrMulGLvC\nhrxGU46dgHFGBkZX/j4IURmYE2Lcuj9xZ0bJspaMZY+2UChSgRALFSpUqNCLpKKBPSuprJqVufpE\nOQqVdKBomoYXAyn3VXdTy1uw1Zt4BzhzN5+iFsJU90xPgIzjBGEgw7pURooF0UR/SNnB1SyPokrW\n1Ruc4M+LLDqn00jXAPXV5OwBCOL9Lp8T++BASFUl1Z2aTti4oGcHyzOqxsM+OA+L6H7iVoorSP0V\nEBnUR9WfTEA5fYW6/zjnUkWe0Qc3vehVjLrlbXE5IvBLZQuhx8A8N5sNWoOmi46t1+v1es0Eu1ig\nzWbTti2T3BMQ1rS/mpDMupCDhSzDWjMTLRxxgo/zT+cdTSL8FNLZ1h+jal7o6VQY2LNSHXKcf8Gu\nje55BJ0sZFqzbqIN923rBVHKVrzk2RRLESIlAc8OFqJ07AfXh5QaHEwLfnSo/cGKFXQE5wD1QFdc\nq2/SyAY0cIco3OFwALNUZ/TVakUXapemxM023kt2yIohHBrAJZr3lJlpa3roO4zR8Qk3Luu68jdN\nQ95pUoVAeZVDLy1xVrYcUdm6m3wycladeSd+6c0qDWByKMoAOsYeYK4WsDQMZzweMxiD+B6YE/wG\nd7vder1GC1p4RcMc2Ss1K9JddpTIukkj46LrhQLgWsTysxjYIcT/mWSMK16IX0aFgT0rKXfhj18m\neTUpI04rHs+a9tBZ0dTH2nUGhxSd8nlekz/RFd7MHh4edrsdDhe6y0+nU2UD+ghO9vV6zXofNzc3\ncJQ3OVhVRWjblq0pA+O52Uj2W46i7iZkUnWEgavb7dYFaakFBReU5Xln1c3SxPYPqWT2aDQCX9SY\n8bj0+NdZEzmEqD2oG73Gog2HQ5qaVNM9pKg+lSdwsdvtttstQ4OjtUxf58Qapwr3ke4idRTiCj48\nPJCBVVWFIaAQDGZPOc18Pn/9+rWZvXnz5vXr1xCeFovFarVirWfcqQxMdyBhCYTYaxwYsyweiQCz\nbsQ3598lC/4sBsaJ4rQ7l5ZCn0vFBlaoUKFChV4kFQ3sWSmLKX0xUclQx2t9RRZCpFypugtleVU4\nqJrADQxi8t3dXdu2wHmapoFgW3XT71Ib2O/3dDK8vr6+vr42MyRTd6Yv7ZgOhPK7yvJO/aL0raoP\nUTKdrti++lhDNqd4Hk0sOlGUo5HaOIs9KuzG/BEKsjl7G6/ZeWqcziMUs0ddygQt1Jlks9AXtYak\nPsLhZHdRVHb1T6rHR+AXuBlhzM1mgz7QqQ+VjrFJ4G2L6Z1Op7///e/RFHFFWLCg/U8mE0UCFUug\nHZRLrKUSNLC9TwNT101L5q6YieOzPmGq7NwtTSpo7ia80NOpMLBnJQfs/FJt6lnZ94rIJ9zF07vk\nzixL32Q0GMD0ZWbr9ZrmLpfCQDvM/jijnaVjHU+dnp7CC3+QyAKE2Dc5vOYhrqNQ6JIXjSR3aMWy\nyLcw7AmFP9z0AuylwUyR0sgbIkvgQGJIA6cR5370tuCMvXv3rq5rrMVqtdIhsJONhBseUooWx9J0\notyMtW1Lf3cySzAP/shKZuPxmCIOs64QUMUbwdVWq9Xt7S141X6/Z0gJJQxwL90tbvYi03WePo5o\n3eSqacmxuDOfTiqKuRZ+wQPh/xQVBvas5BQC+yU2rh5DrUTVWPiSeUME7t2hSXcA/WjVzBbTWfGE\nRRQXUwrhGAIDg9mjkTJIzsSl3nHUJ1wPzWw+nyPpFM7H7NGvo4vc3d2p8xPZDyVlnV5l2OQZkO6d\njx+NfJaYt3Jl6+ouTo/R7kVOQwaGeVDzXpV8/HDD69evT09P//a3v5nZdrvlU+qRSC8DJ17opPHk\npdCgnj58nRYsHaYKdvCmwcKNRiOO11lP+S7M22azubm5Ycd2u12T8kRHR9MmlAblqulOpmaWtVZS\n/KKzTKzYEp96OrWiK39NO4Ws2MAKFSpUqNALpaKBPSuphPhryF8QqLMQiqpoR1ynWvFWd7kbKMNW\nPRWT6Xl4OBxgMKPTM/zmafeqcmFPqvRQTVFAbJAqtjw8PMAQMpAi9NZVpFybjlSfU5ndwZiWNCf2\n1t3MRyjUU+GgegpLFa/V8VK9EKngqk9dVE20b1xKPE6bEKuHaIBgk0qZvH37FmqxFjhmB6yrXN7f\n36vm4XQX3Vq1JLxg9hPk7oKqdH9/v9vtkJXj4eEBvZ3NZkyPUokdjjDmZrP59OkTprSqKvqda6if\nToiLB7CczuqAUEeahOV43t6o7T2Riu71S1FhYM9Nv/jejfzJ+UPrZ6YfszIMWjucNSsyMBghHHcB\n6shIoypV0EDIFy6Y6lBDvnRa2m5KpzhMHJFmdn9/z5xDffMZPRq0w203LFdPOuVbnNI4k1lssxJX\nchrGLEV/WzrEwd33+71iicq0ogiSZWbKbqvkeoOIPUaa45S/ubn5+PEjbri8vMSPQOTccW8huFvf\neGRrYXXIt1hbR/uAQC4zWy6XuLNpGrqiqMmtrmvslvV63abqYqgc5ixYdarrpotuXdmlTaEUit/q\nwinRksfwviyEqGLHEYmw0K9KBUIsVKhQoUIvkooG9qz0a+CHkASpQyjgFm8g0GddWdIEb1ENjOqI\nBnJWqaYtBU9oYIq3QANbLpfQwNbrNTMGHbqpItgZVfLYct1N2U4NQNN4a1NO+lbIVEVySt/qp+A0\nMAr46mHBaXfKk2okdJOjUqueDhqcwFGoBsa+6QIRPlWncF13+s6pE4elmOLdbqdJHzSoNupSfApZ\ng6FHNpJOiY/r0DjbJo58+/2eKul+vyc8QNebh4cHppWCH0oMhWb+FICNUL6ZiWOQqkRa0MP0v7yN\nLasLjI6dECI1MPUdbXKpAAr9VlQY2LMSQZJWQnC+khxCyGuH7+sZzV+a5ITdJidDxw4V02OBx6qq\n4sfMM0u9pWkDQx3CaIfQfqpHXBN8KdVTXA/otpuZKdo/nC+lmzfYWrJIKZMlOv4UO5ZlYDyjMb1q\nalJzF5vSYAC3SaqqQrSZdVkgtxOkCg6ZINhms8FT4D30hGQhGOsKOpwcMrDFYgGsDxlYcA8aty53\n56stJW3hU7gB5jRAqQpRrtdrNIi6yUyZwd5ut1s8hXuAjrLI8iCVBLKu+MXO4L2UV5R34imXjV5t\nYIAukR7M7aIqkXWTaxR6TioM7FlpPp/zs6RHwxe3poemHtxOudEf9cyiOIyLaJZX3kANDAzMWRRa\niQEC92KqQ3AyeHCQN7TiDkBHfMfAnLml7kZb8zRvu2FPTndxDMzxMEuu5JGBPaTK16oSuTMrqobg\nQxwaf+RMQutyceIYgmpgHA5bYPit6wPuZP+xQNmJ4mJRkWrEm6auay1Xjd7SFMT+4IInvnZGN8z9\n/T3eBZsfGTayIeNOMAnsEGyn8Xg8n8/R2snJCYOx2rbFdhoOh+Be1uNGf0hRYiA0i7AB3kaGzQ3p\nSDUwdbdRfc66Xx9klPjdFfq1qdjAChUqVKjQi6SigT0rUfpjCpmvoWi9aLteiEoEo0z8ngmGtN0E\nE0c0MLWBqb7SNI3ChtTGaEXQNN5ELFFC17pBtYoEWhepoyxPxYJKVd31n1ZjmCKi0fbWdHNnoA/D\n4ZD4atWNMua0q87Ea0urTF3KpQupxU1RveaOOBlCPeJTcYHablIo1YoU1eROYFy29laRSSzrdrtV\n/YlKj4NwtTN0cFXlBi3AogYNjIYoFNbBzplMJgBLTZQ87DF0cj6f88NR3Z3b260mVdLD4UBLHqfi\nkMslDywhBjJH3d1NskKXRQl7NioM7FkJQTC/FPFD1VMve7Io1qf+ArxoxSGeLfNTdOCbXuALX6/X\nDw8PzP2zWq3o5UE2oI4M6kiiI4pIXZ/9KT7VRwpFNiGEwALPiLOXtXDQ/oQzkQdoXAstEqbTTgaW\nPUbjuLKIsftvnBmd0uwRHGfPjaJPLHB/1d/dqmGA4FWoSGDJTgZHCQKP6/Ua18o467pm/bNG8hNG\ni2+VjFv4EWxysVgw+QjkMHLuOHZX5YsmPXp/qG8OV/DIEhT6VakwsN+YKinl/rn2MD7F77DO5QNU\nMR83qyzPprIMTI1S8cRv2xYKFjgZPQ9xYRLMC02LjgzRYIBuU69ySg/vceemKljx2pJRiloLbSQc\nWiVeFcpl9cdsZ4bDIeR0x0IoK3A1Nd2fKlt8hXV5g3UZuXtF9qCMqiFPf22BTJQL4RgVl1sngSqa\nhS2qXcLNeu1egbhgFuVRVscF4kTtdjvoaiibwtbUNYNCUtV1E+Uw2YKyPWSjtp5yKipqVKnmy3K5\nZOR1I0VwdPl07QozezYqNrBChQoVKvQiqWhgvzE5a8GXtdB2S+iqhsRXZPUYUlbYP0j6HBW9eXOb\nUiQACGL2jc1mA9/rNpWKhgWCCYGyA1H5vQ1VobXbTTcj1xGB1/kQOqOd3mNdLbDKmbjc9DoV1pIS\n4+YfqFT2vWzBGed0sdwrnA4U191Zs6glqItmVI/cKFRf16HFPjiAMUKIOht1ync1HA7VNfSQ8nWN\nRiNWS3HFta0bi8bK1+pBrKmBAAAgAElEQVTUqiojrZiIRWNuLXpI0p9eCYsFXOHh4eGPf/yjmf3d\n3/3dn/70p3/913812dLWrVbT5PIIF/q1qTCwZ6Wzs7NDShioJd6/hpzHed0NLLWeI89dOAZGp2Re\n8Jyqu37eDJRhwbD1ek3Ha3YMECL9nuMBxwPIEq9S/sHOR9NLk6solj3R6rpmdFeVQtmsy6tiHkLX\nW+0PgS898dkfzh5ON7rA6ExqOLa7cJPTdgMH4+w5BkZXCKKytAxxwzjA2fGt+N4oA7neOtxV+2nd\ngteWkvQDV8RaIIXj2dmZmS0WC/a8kSgu+riDFVk3WSU6QM4HiWq32w2HQ6S2Aiqo/kpua4GBsYV/\n+7d/M7M///nP79+/B+vlFrKwe90sFXoGKhBioUKFChV6kVQ0sGcl5m/tQ72y+N5xchiaE9vdu/Sa\n8rJ6eTikSBUaFXLxO/3HUGCX2lhVVR8+fDCzP/zhD9oUJXHNqcFmXScjBqWdJBqmWleEEysJAR4M\nBogB0Bsc4OZ0Gl5ktTG00CSybrVJXlhXueF1lVzGTVwDYv/jckdPE6dqazA1hob3Ri8hDlO3StsT\nU6H9yQ5Hld2oGsKDhr/TF4OzhNY0KNuSG46mznJOHJbCDFwLTcpthkRQmGqE2GuKXktB61w1Rowc\nDgdoXaenp58+fWJgtaqk6n2qaroF5KPQr0GFgT0rMQfPEdJT44nEm/W80L86hIqWLT36NRtF/PaU\n09B7mNUFwcC0Gi/Qmzr5l8P2w1OV0JYrzKFGBf4SMS7lzY6BuQlRPA2p9hxvxl81OCm6tjsGpjin\nm1JYaLSMr4XTja9mWFUjpeWbbkGQuMo6UZw98D/2fCC1BZh4Xu2gHJf18EiioA5XVLZtCSYlt4ty\nSXZDagtoX3FOQotcFOWLbTe6C09peknNM8JgRHYSBlpIWqyWgleoCOLKJuCvZIc63sjd6254ZRx4\noV+QCgP7tkjNDLiIWkUkp4G5390pb3JGN5ILkY+ryKznuEa8UsjVzFiUZ5umwemz2+1YuEvb4SuU\nH1juMI3DiRfxX32cbvQw2qu6yfZ5eMX3KtPKMjBVbnD8qeDPRhi6QIMi3bgxIar9xBVXpdPkrOTR\nz5O9bVtN9cSZVx1Xh5ndMFEDc6xItcwjDEx11uwK6mw7QSp6u6gGVnWtmFobjCoaPYzI7VCXjuVs\nsFJYCH4U9LihuQtrSnaYnU9VvFQt1huyW7TQ11CxgRUqVKhQoRdJRQP7hshpIRRLsyJ5fBCkd/Zp\nYA5zi9gUG1GIP0L/dApX4BGA2Pn5uSUHMEsojaKCaiOJo4j/zQ7NemR51fAUAGyTd76mcWql2qFT\ntrK9zSqL1MbUY141MMWXVLewrizfSuIPN7S+IfdNVx/16etRTzKBUlVRtq4SH536XGdUTYzrpVOq\niGV2EhqJI6bG6bBNogJaWJmgN9Ob7fd7gr3qMtpK5mW2wKfYHzXpWfez1eFkJ6TQL0WFgX0TpMzD\nYVyPEiEyS8yjD46zEOoUb4jczrpf9UEqMvPwMoFQAIhp+gY2om7lHDJhTAvM23UsXsfTMA6tSaWi\n1cLfdjOP6L+Ru2vPFV7rmwRFLC25XagVR/tmwiT6KMoZbbJRcby0A9V1PRqN6lSnGHDZ4XDQAgj6\nxoh3PSpJ8KmTk5NsZvqqG053RBSrQrFpzirL2fBPQAJ1Laxb60dtcso8lMPxQc3loYEimrCUECLl\nkth5N4fKpI/LHIW+ngqEWKhQoUKFXiQVDexZqQqOSZDTKVxHjOVIU3SuMxHJHx4eIgim0qga2KNY\n2icmmzja8XfVY9RZoJVk8+pYyE42ISuE9YSFOsp27PgvxDmz0+s0MJ0QTfvLFiJApNOlTo+VeBlY\nFy3kkKPDQlQX3EUj9ZTZ1GQyYQ4L5r01M62Crb4JXGt9V5zDOpda00TzQGByNhw7O6URGMQNzvle\n5x9DwHBGo9F0OlVN1JKGrdXAeQMhAWqKmsBeJ4RP0W/TRAPLql+uyEBUDYsb/TNQYWDPSpPJBJAO\naTQatZIlwXqypkbilzYajYiSKQNjDp5aivzWUhZSD5eqJ7dCPFBMuI4za2nPeV4oA1Pfa8WLdODW\nz8AeZe11yDsF6IznFCdNj1193VMwH8ddqq6pgzybqYwc16zEmqjJkPjXvv6ohOGA0MFgMJvNwLpm\nsxnqIFsKb7DEKbUF7X8coCKBDlnlMC3lztBotmwQQpSNdE6qbtYuNkXmUaWgsclkwlQmbokjA3NY\nLtxiEb/hfGgVQoRciG6QgTnQFVRLBGEl0RG6UnaUKim0fURoK3SECgN7VooMDMccPyQTIZ0HR7Z4\nGDWw8XjsSm1p/Ip1Be06V9e4CtZmPb+sa6pB+8xwSCHXxcTQd8MJ4JbOi+wX6xyRP4v0tKXSCY6O\nQ/z+/p4VgcfjsQrjoCakMXTX2SOpkqzkdTe3uh7c8WRvJL8Ujz/HvSIDw+zp4c4L7gd29f7+HvsN\nU8pldQwmjkj1JycTmCjcJycn4GH4XXWa2L7OgzvlVQziMPVOvA682U0UGBjLzkVUACIFo8rov+M0\nMK7gaDSqksntuAbG/a/zGbX8PkKIfdQ+Cz2dig2sUKFChQq9SCoa2LMS8RZm8nVYigV5v0+aGwwG\nVCYsxVeqJEixUV3YNY2TE/oUTtRrSzK7utTjr1Sw1NYFcgGt1hW61aITh1ZLgU1Sn/aj/zrVwZKY\njGfRGfXYdMPJEp22rQfnUYUyqzg6ZY7D5wJhbnW5Hdbnhkydj6qJ2qJ0iR0IfKRj8S3Z8brW1OvV\nuuULVDVHx9Tn3gFuquQpzsynoNC72HDOv2pglZS70z6oDSxqYFoDE4WhrVuROaIg0D7x3u12q5r3\nE61f9/f3VTcZ1VOeKqRUGNiz0mAwgKX9/v4e293ZP6zHUJFtCt/kaDTKYozW9cjPnm56M5EZxRvV\n/UHRoSq5dZCBKa+Kn6Ie3PpvFsuqPicHj3uXO3lppbDgQKF+Gfpex7xxgHL2rIt6uRuy7tS40ONY\n+ZZ1nb8bydikfdOhUfJQe5sl/xqEN3F0ESl1+40/tlJm5fhU89hFfBWkMR0m8UxlHthCHHJk0pxw\n/FfxPfwIRtImExfhU7WBDSQPpMZ10B7MV6iPBr8gIKK4jc1qSB/7ORqNxuOxJryfzWbWj/lnCe0X\n+mIqDOxZ6fb2Fl87xVJ+jdY9GZvHgpd5NCOlXvbQUVO/qkTunNI+gNwBqswGJwhdH9VhRH1DqGSo\nxK0nixudHtxHrAhHpNRKYrCoZqFO9Gq1snTKsNwULrQnjZS/ci1Hdqu3Oa/CqEMrf3J8y4JqonKD\nLgSXiXyLh3XTNDc3N8vlkjdziaGmt+L68ejWyuptbuaVo8Q54axiZ6qHatPNXua0z0Z8LNWBAjeA\nkfAzUS2QnMZk9dU2qbmmDt1sy1CgKbSNx+Mq2cDoZROterCnam9VvSv0PFRsYIUKFSpU6EVS0cCe\nlZbLZUzToIL2Z4lv0c7kSMXnmBkhq81U3ZqNlIJN9LBWYqT4lNpg9JEIhEbkyl07DexR+Evv5PRS\ny1mv11dXV2a2Wq0mkwlyXHH+oROow5trEworFUq+WrUN1Sf6+kbS12Xfy/8qtqaLMpB6lfhxu92u\n1+v1em1md3d3k8nk9PTUzE5PT6fTKZ6i7qLwnb76eLfbbtBYtN7hr257Q/WBFliJJbXpurCrSqqa\nGX9U6M/d0Ej6Lu0PSVVSfbVCiIQlNPTt0FORHFRLVmudwOPTWOiXpcLAnpU0NgW/uJNLoQz82MfS\nFADpA4WyzhpNt4KzBYSqbVum8XYO99pV6x4iTbekuhq62GGmaT+kHEgMVoNHcvbjzzKzOF5namIH\ndM6Jc2a9SxRKci+KEKKSdjuOwk2LcjtdCIXRHABbSb4l6+JvfW4j7ozW1lRQ4IhqqZKjLE3tXsrt\non85bEKwA81ms/l8bmbz+ZwBapAVmCqe5bUYqKdiUFVV9I/YbDYEJMfjMa5Z1gurFmFDJx9oyB36\nwKromEbapDlRrHejUYMm8Cnr4YHQHwbOF3oGKhBioUKFChV6kVQ0sGelyWRCrUiF+qhkKNAXgyhN\nXKQ0+4AjzcSBX5qukxvfqApH27YEoCBUQiGLUc8q6bOfGo6qwv7hcGBrd3d3AMEmkwmFXIdtEpjS\nEbkfddTQAt1cVVU1HA4Bo8GjAb4b9IPQVcDkRAf0Jpc/whGXNfrION3UjcUE+bTkw6apaa2rmuAt\nzpu8bVuGVQC1IwjG+lURsVTADVU9oZHAGd3EScT1uZEQbIYQTKfT+Xz++vVrM7u4uFgsFmY2m80m\nkwlzazWpLCTrdyPLO957cnIymUygrrEm6u3tLUdxcnIynU4xClT2sqQ/YexIQ8P9QxCyTQ5EUI+o\ngbHiaF3X6OThcNhsNthF0Cmtm7OYtNvt6JMCYn+yO6TQr0GFgT0r0WhhPfkd3OFiRyHEI0EqIA3y\nV9RIkUPcqdcmLITcVI0E/L2R0hWtOGFHLBGnDBgJcl/RgEc09emkR7/jYfFOnux4tVZntsSceNIp\ns+ck6KJkeVjVzVLhkNsIrjpPvOi8TosOTnaF7yAo8GaOokqe4mrvod3LZDWzcCV4AEFpdb7XeeBE\nEQmk911d17PZ7NWrV2b27t07MLDpdDoajdha0zQ45TebDc14w+EQ/AkdI7SI7a3cBcgk+rBcLskw\nBoMBUUrdDJSu2hQwt9/vt9stWlZMlWbFh4eH1WqFB+mq2sfA2m7IV2Fdz0+FgT0rqelLTxY11zsG\ndoRYrEjPKZJmqbGuCwbfFfmTaj+0VIHNxDiwVqrf9vFF9oenDJiHM/P0DTar8fRZwtQ9Qd9L1QR6\nhkkSLKeBueniW9S0xlfoeNVHxpnZ1OGlT8lzjJM362zHO11vleu0ye9cQylcjIHJPsRflVe5qdbf\n225YGzcJnUeogY3HY6qDlYTZ6YZn+1A9adnSdFkaMQJfleVyyTSP3Frg7s5PRO1e+/1+s9nwFbyT\nq7bb7TabTZNyB2O3UO5RcsFhjxI/sfaxEM9CT6diAytUqFChQi+Sigb2rKR5jCjvN7nU7E8hmhMo\nS6I1dbqzfhvYQcohOr2B4CRuQMp8St+qrtEji8anKpG+WqV+6yof7venDDw7Ua0k0VDtlgAUYCLI\n1KoeOYTQ6ZGN+Hk7CJF3cnSVFJYkSqlqgRb/1Z5TdwRsGG1gnGp1lVSDn4NSuVht8t8bDofUeuM8\nwzJEbYw/ZldK4UpkpDUzVNFsUoYOqEcwShGlbNtW7aCc/yz4rOPCv7vd7vr6GhrYarVSFY3JPvRf\nF7BsyfOQKCWjRHTD6Pryo1DM2T6fYJhk7gL1H45prws9nQoDe1YapJTtpHhGPH0f4zuEJYAgkmbo\nOJLfCMRjiLgWnqJ7MVpAfm4+GJ2/XaKdShJ/qP1DfSV4f4QuQcdNTVmK3EUZmAlTJ1ym70XHyCfw\nSB8DUybddo2FLlU/WZelEALFLfkKnraaACIerK3k9VAngjaXrerQrRLiJhZD4AqyeJj6QWgHOF0c\nI0eKf9sUgHF7e6uOPzpjijlbYpyKKOq6sA9oYblc/vTTT+B89K3HIzHhSNuNJcDNYFpqwLMgVcSP\nsZYaDl/GwPBVMn+N4qgAPxeLRTYiotBxKgzsWUntHO5Dtdwh/hTa7/e1VKyPGoB1jz+TeFt+jWwB\nDKxKLlssOaZP1VJRiXnw2H/V55TnuXPTaUvurMxyL6qM9hirc53RYzdrB1LOSrMTT5kml4Spkoy6\n+t5aws7qlFKPh6lTVakSMSYJp2rWLsi1UxdW5TT8keyQDAzKtOoTlsQp8lf6K7ptEzctf9R1h68g\n1KOqm9mWt2nLWQFCGblWCKLjBrIvmniaQJnGiBpJLtx2XU44D5QP9BV8b5sr8qmfFdNwfxZB+9fa\ns2wKH9fp6ekXeDMVKjy/UKFChQq9SCo8/1kpCrNKn6t7kdQTzCGH1nWApjXCvVdVJTXUoZP0MGbn\nqS5Qh3CWAyd0OxUtO3w3D242AAZmHeWz1yBokxTVXUqF7COxG6q/OkjN3aCkSrbD99wrABtCASK2\nxkYseB46OJE/comdwm1JyWNRRwV4VZk+snOsu3vj5Nzf3282G9zDSDK9AVvLYcsa/wc1iLAeL9gC\n8jLXKYcLbW9szeno1MCo9aJZTQLCC7WH6Wa2pLt/mYakICTVRIIZlsAALWxd6OlUGNizUhNSvTnP\n7KZbF+qJ5M5o/Oh8yvX0YRAxoUKCMGrhH0iyc3equlx8bdvyXHiQ+sL6iANLs2CU4wpumPHH4/+N\nj/BQ0yPYulklnQURqBRxregf0SSyhFaBFbXJNwFln8A8FC3kjOEXhbAYSaYhZfqjA2Dd2Dm9aq00\n2QP0pBiNRsj51HRjwPmuJufKr+0r1koPdYYuIBaYTjRuRBYcWFyCNLeCuIGDoonR8Rs3IQ7tJEqM\nGGrrenboWljiLvD9Ifv/LO/5iKtXyRAIoiX7y8DJ/+NUIMRChQoVKvQiqWhgz0qHUMdP5XenjT29\nWQVkKvGj02TblP6YHXw+n9MRv0qO0TSSW0IOLQEvlIh5M2Gcuq6R48CSh7QKnnYUNoxaVx9S9+i0\nOC2EP6rW5TQwwKT0OOCIaHKH1M9CU865wILrgSUPRgYh4HXI6TAYDJipCJibdVEy6ChOn1ZFx01j\nnCjcwAepeSi2xkhe1cAQEW/ifXpyckJ90br6HBUpqun39/e73Y5OPQhkPj8/n0wmyPALT3GFFi24\nnOi1gt7ZZT2yW/RmvFT1V2pgms4KHwWuowbGAIwj9WOPE7VPh0+gDzc3N8UL8QuoMLBnpeMMTA0G\nTyd1cKolaxTNKo0kiyPgbmbz+ZwnaSWRPewkQX9NtKE2LVoOAATxw45J3xX4UkjHhDM5UI43K3c/\nMg993LF9zIrDQblzihCiMhI+olii4myN5H+qkgUR5ectpdECp7+/v2cypKobckT5IEbyWff0j3NS\nSVya9hYsysyYiHKxWBBGxgbgVNP71OVW59pRLlELFqq6mOzz2Ww2GAyQQkxDtZqUkBBj0YAt2uTi\nuoMfO76lS+w+H7U/KXTpIMT9fn93d8e8NmTDlr4XyHyuAPpnFVNWJlp1o0Fo+8xu4ELHqTCwZyUe\n8WoMc8zs6QyM4qHzDm9ScDGPHp6wYCT4FFk6/XA43N/fU9+iTE2nCUXncQTQwM6IJb2BBiR2THUI\nJXcMRZmaw+mbGddmVFPUzUFv6zvpnK+587ngCVt1MwrqDPBm9kH9JhiyykPcRLnRSL4sA2slDkz7\noLxZ1bU2edmQgbVtC45yfn5OJ46qW3KMjhLqOENhw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"output_type": "display_data"}], "prompt_number": 38, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(clamp(fBestOrtho), ['Sparsity in Orthogonal Wavelets, SNR=' num2str(snr(f0,fBestOrtho),3) 'dB']);"]}, {"source": ["Translation Invariant Regularization\n", "------------------------------------\n", "Denoising artefact are reduced by using a translation invariant wavelet\n", "frame.\n", "\n", "\n", "Define new shortcut for the translation invariant wavelet transforms."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 39, "cell_type": "code", "language": "python", "metadata": {}, "input": ["options.ti = 1;\n", "Psi = @(a)perform_wavelet_transf(a, Jmin, -1,options);\n", "PsiS = @(f)perform_wavelet_transf(f, Jmin, +1,options);"]}, {"source": ["Re-define the thresholding."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 40, "cell_type": "code", "language": "python", "metadata": {}, "input": ["SoftThreshPsi = @(f,T)Psi(SoftThresh(PsiS(f),T));"]}, {"source": ["__Exercise 5__\n", "\n", "Use the iterative thresholding but this time\n", "with the translation invariant wavelet transform.\n", "Find the best value of $\\lambda$ and\n", "record the best result in |fBestTI|.\n", "armup\n", "terations"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 41, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo5()"]}, {"collapsed": false, "outputs": [], "prompt_number": 42, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Display the result."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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ke0cZa8toid+qM/88CALsWeFHSj02/sm8jDXHSy/LbD8sWFUowBiLppJsnzA7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\n", "output_type": "display_data"}], "prompt_number": 43, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(clamp(fBestTI), ['Sparsity in TI Wavelets, SNR=' num2str(snr(f0,fBestTI),3) 'dB']);"]}, {"source": ["Medical Resonnance Imaging \n", "---------------------------\n", "MRI acquisition directly gather Fourier measurement along a curve in the\n", "Fourier plane.\n", "\n", "\n", "Create a spiral for the sampling.\n", "The parameter $\\alpha$ controls the density near the origin."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 44, "cell_type": "code", "language": "python", "metadata": {}, "input": ["alpha = 3;\n", "q = 30;\n", "t = linspace(0,1.5,n*q*10);\n", "x = round(.5*n*t.^alpha.*cos(2*pi*q*t)) + n/2+1; \n", "y = round(.5*n*t.^alpha.*sin(2*pi*q*t)) + n/2+1;\n", "I = find(x>0 & x<=n & y>0 & y<=n); x = x(I); y = y(I);\n", "xi = zeros(n,n); xi(x+(y-1)*n) = 1;"]}, {"source": ["Display the sampling pattern."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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QKrHFD30vTig9EF4/trBnsgLTFoCVu2L7iJ9vLNFgVoJ207TBCc4pqdBGRGEPAlaXhOp5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\nALQEDwwAAFqCgAEAQEsQMAA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"output_type": "display_data"}], "prompt_number": 45, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(xi);"]}, {"source": ["__Exercise 6__\n", "\n", "Compare Sobolev and Sparse reconstruction for MRI imaging.\n", "For a given number of Fourier sample, compare the quality of the\n", "reconstruction for different $\\alpha$."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 46, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo6()"]}, {"collapsed": false, "outputs": [], "prompt_number": 47, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}], "metadata": {}}], "nbformat": 3, "metadata": {"kernelspec": {"name": "matlab_kernel", "language": "matlab", "display_name": "Matlab"}, "language_info": {"mimetype": "text/x-matlab", "name": "matlab", "file_extension": ".m", "help_links": [{"url": "https://github.com/calysto/metakernel/blob/master/metakernel/magics/README.md", "text": "MetaKernel Magics"}]}}}