{"nbformat_minor": 0, "worksheets": [{"cells": [{"source": ["Anisotropic Fast Marching\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 tour explores the use of geodesic distances for anisotropic metric."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 8, "cell_type": "code", "language": "python", "metadata": {}, "input": ["warning off\n", "addpath('toolbox_signal')\n", "addpath('toolbox_general')\n", "addpath('toolbox_graph')\n", "addpath('solutions/fastmarching_3_anisotropy')\n", "warning on"]}, {"source": ["Structure Tensor Field\n", "----------------------\n", "An anisotropic metric is given through a tensfor field |T| which\n", "is an |(n,n,2,2)| array, where |T(i,j,:,:)| is a positive definite\n", "symmetric matrix that define the metric at pixel |(i,j)|.\n", "\n", "\n", "Here we extract the tensor field whose main eigenvector field is alligned\n", "with the direction of the texture. This can be achieved using the\n", "structure tensor field, which remove the sign ambiguity by tensorizing\n", "the gradient, and remove noise by filtering.\n", "\n", "\n", "Load an image that contains an oscillating texture."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 9, "cell_type": "code", "language": "python", "metadata": {}, "input": ["name = 'fingerprint';\n", "n = 150;\n", "M = rescale(load_image(name,n));"]}, {"source": ["Compute its gradient."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 10, "cell_type": "code", "language": "python", "metadata": {}, "input": ["options.order = 2;\n", "G = grad(M,options);"]}, {"source": ["Compute a rank-1 tensor with main eigenvector aligned in the direction\n", "orthogonal to the gradient."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 11, "cell_type": "code", "language": "python", "metadata": {}, "input": ["T = zeros(n,n,2,2);\n", "T(:,:,1,1) = G(:,:,2).^2;\n", "T(:,:,2,2) = G(:,:,1).^2;\n", "T(:,:,1,2) = -G(:,:,1).*G(:,:,2);\n", "T(:,:,2,1) = -G(:,:,1).*G(:,:,2);"]}, {"source": ["Smooth the field (blur each entry)."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 12, "cell_type": "code", "language": "python", "metadata": {}, "input": ["sigma = 12;\n", "T = perform_blurring(T,sigma);"]}, {"source": ["Compute the eigenvector and eigenvalues of the tensor field."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 13, "cell_type": "code", "language": "python", "metadata": {}, "input": ["[e1,e2,l1,l2] = perform_tensor_decomp(T);"]}, {"source": ["Display the main orientation field."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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JfZbjiFQpoyaycSmuh6vx6bZ0cP1jjjnGppRCQP3WqYxgGcEjRoyQK9SEt8Bu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ekxdMRGNq1pA4HmSxVaPxoLD3WkMEIqGFKw0kDBwM5DqV8F2xdRnDCk7RiHaw71A9qCmQhYWriS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"output_type": "display_data"}], "prompt_number": 14, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "plot_vf(e1(1:10:n,1:10:n,:),M);\n", "colormap(gray(256));"]}, {"source": ["Anisotropic Fast Marching\n", "-------------------------\n", "One can compute geodesic distance and geodesics using an anisotropic Fast\n", "Marching propagation.\n", "\n", "\n", "Anisotropy of the tensor field."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 15, "cell_type": "code", "language": "python", "metadata": {}, "input": ["anisotropy = .1;"]}, {"source": ["Build the Riemannian metric using the structure tensor direction."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 16, "cell_type": "code", "language": "python", "metadata": {}, "input": ["H = perform_tensor_recomp(e1,e2, ones(n),ones(n)*1/anisotropy );"]}, {"source": ["Starting point."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 17, "cell_type": "code", "language": "python", "metadata": {}, "input": ["pstart = [n n]/4;"]}, {"source": ["Perform the propagation."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 18, "cell_type": "code", "language": "python", "metadata": {}, "input": ["hx = 1/n; hy = 1/n;\n", "[D, dUx, dUy, Vor, L] = fm2dAniso([hx;hy], H, pstart);"]}, {"source": ["Display the result."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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rqdRLIzBR8UGyWrOX/5WAiYovlEbAZGarZMWX/0EEhmXjMc7mGUV++U1HYEUa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t3bJly/bt29ErFu8CaJvr4eExaNAgIho4cOBTTz2FgE15efnAgQORskgtwSes0UqlskOHDuvX\nr0cuvp+fn9gS6YcfftBoNCaTCT01evfu/fzzz0NgampqgoKCQkJCxNiSIAiwJH799dfm5mabzQbJ\nnD17tiAICCnpdLrg4ODw8HAcf+LEiYIgIKWlurray8srJCQExcVnzpxJTU1F7GfJkiVINcSJ6urq\n0LgdD7OysjZs2DBr1iwiSk9PLyoqgtzW1dXBWoXx19TUdOHCBXzZIiMjhw0bdvr0aYjKqlWrMjMz\nxZbKUVFRVqsVUqTVaoODg8UaZ6vVajQaxda6Mpls3759RFRSUpKfn3/y5En8l0NDQ9FqmYjkcvm0\nadNSUlKQNfrkk08GBQUhAadXr16PP/54ly5dRBUUu3KgHb5o+UnVApt3KwETsRcDNwWs1S6Ns22n\nAuYiScTNq3V65W7qWattR+VwsUto45WOu+5MwG7Z30lUGIfiZRe58m3tcicG9pd2rw4cA2MYhmEk\nyb1vgVVXV/v5+eFXPDx+Yp63zWYrLi5GoKu+vr5Hjx6wdfbs2YOWTrBvBEH485//jCaBCQkJUVFR\nZWVlSK777LPPcnJy4FRUqVTIPBSbAfbq1Qt9frVarU6n++qrr3DqvXv31tTUoBciInBqtRolTTNn\nzkxJScHBKysrS0tLKyoqUIekUqksFgt641ZXVwcGBk6dOhXNG3U6XVpaGuJGMTExcrlc7MZUXV1d\nWFiIWNHIkSORNAjb4oknnli7di0u/tq1a35+fj4+PnCXoe4NxllUVBRGLYuFAfaTl61Wa1FREdI1\nYQWi5kyv18vlcqVSCT+kTCZrbGwUc9mReS9+dnEoF5LyYciK/0Extnfq1KmXX34Ztm9gYKBer8c9\nPH78uFKpFIdYenl5yWQy+DOnTZv22muvKZVKcQicWI6GTySaWQqFArNP8WWoqqqqrq5GCBP+Uukx\n020LrBVthcEcMxLv3gJzatvdFk5tL/ttNy2wVs+7MJjaOsJdWmBO7SDHXcY23+Sima/jLnc6KLZ/\nC+zeF7CmpiasTXRzOS1iIR4eHlALVEGhcHXlypUBAQHi7Hks2Vht+/Tps2LFCq1WC7+TxWIxGo1Y\n6LfElvf0AAAFG0lEQVRt2/b111+LlWRms1lsgm6xWNasWdO3b19oTGBgIPIOiOijjz565ZVXREmw\nWq39+vVDc8Xk5OTGxsagoCBM46yrq0tMTBQz4MUJjSLwdGVmZqakpERERKDvopeXl8FgwPJdUlKy\nc+fOnJwcXNiiRYvmzZt35MgRInr88cflcnl9fT3aUqCL/FtvvUVEv//972NiYnr06IFG+BUVFTNm\nzEBM0WQyIVIotsoV9QDaYDKZxLrjxsZGnFepVGo0msrKSlyVIAgGgwF3xs/Pr6Gh4dNPP8VtjIuL\ns1gs8AeuWLHivvvuQ0dKakljgcOzrq5u/fr1gYGBSOLo3Lmzp6enfeGEQqHA7Wr1BRAE4csvv8Qx\nDx8+nJSUhNK32NjYhoaG5ORkXDCGXEuPCQ4C1kobWn+D7F7WloC1khkPZ70QHdskkksBu8t4mODe\nQ8Hh4f+1gDk9oJt94IU2RIb+3fyw1QtdH+92BQwHfLndq8O9L2AMwzDMPQnHwBiGYRhJwgLGMAzD\nSBIWMIZhGEaSsIAxDMMwkoQFjGEYhpEkLGAMwzCMJGEBYxiGYSQJCxjDMAwjSVjAGIZhGEnCAsYw\nDMNIEhYwhmEYRpKwgDEMwzCShAWMYRiGkSQsYAzDMIwkYQFjGIZhJAkLGMMwDCNJWMAYhmEYScIC\nxjAMw0gSFjCGYRhGkrCAMQzDMJKEBYxhGIaRJCxgDMMwjCRhAWMYhmEkCQsYwzAMI0lYwBiGYRhJ\nwgLGMAzDSBIWMIZhGEaSsIAxDMMwkoQFjGEYhpEkLGAMwzCMJGEBYxiGYSQJCxjDMAwjSVjAGIZh\nGEnCAsYwDMNIEhYwhmEYRpKwgDEMwzCShAWMYRiGkSQsYAzDMIwkYQFjGIZhJAkLGMMwDCNJWMAY\nhmEYScICxjAMw0gSFjCGYRhGkrCAMQzDMJKEBYxhGIaRJCxgDMMwjCRhAWMYhmEkCQsYwzAMI0lY\nwBiGYRhJwgLGMAzDSBIWMIZhGEaSsIAxDMMwkoQFjGEYhpEkLGAMwzCMJGEBYxiGYSQJCxjDMAwj\nSVjAGIZhGEnCAsYwDMNIEhYwhmEYRpKwgDEMwzCShAWMYRiGkSQsYAzDMIwkYQFjGIZhJAkLGMMw\nDCNJWMAYhmEYScICxjAMw0gSFjCGYRhGkrCAMQzDMJKEBYxhGIaRJCxgDMMwjCRhAWMYhmEkCQsY\nwzAMI0lYwBiGYRhJwgLGMAzDSBIWMIZhGEaSsIAxDMMwkoQFjGEYhpEkLGAMwzCMJGEBYxiGYSQJ\nCxjDMAwjSVjAGIZhGEnCAsYwDMNIEhYwhmEYRpKwgDEMwzCShAWMYRiGkSQsYAzDMIwkYQFjGIZh\nJAkLGMMwDCNJWMAYhmEYScICxjAMw0gSFjCGYRhGkrCAMQzDMJKEBYxhGIaRJCxgDMMwjCRhAWMY\nhmEkCQsYwzAMI0lYwBiGYRhJwgLGMAzDSBIWMIZhGEaSsIAxDMMwkoQFjGEYhpEkLGAMwzCMJGEB\nYxiGYSQJCxjDMAwjSVjAGIZhGEnCAsYwDMNIEhYwhmEYRpKwgDEMwzCShAWMYRiGkSQsYAzDMIwk\nYQFjGIZhJAkLGMMwDCNJWMAYhmEYScICxjAMw0gSFjCGYRhGkrCAMQzDMJKEBYxhGIaRJCxgDMMw\njCRhAWMYhmEkCQsYwzAMI0lYwBiGYRhJwgLGMAzDSBIWMIZhGEaSsIAxDMMwkoQFjGEYhpEkLGAM\nwzCMJPl/2vpjwUgs7bIAAAAASUVORK5CYII=\n", "output_type": "display_data"}], "prompt_number": 19, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "subplot(1,2,1);\n", "imageplot(M, 'Image');\n", "subplot(1,2,2);\n", "hold on;\n", "imageplot(convert_distance_color(D), 'Geodesic distance');\n", "hh = plot(pstart(2),pstart(1), 'r.');\n", "set(hh, 'MarkerSize',15);\n", "axis('ij');\n", "colormap(gray(256));"]}, {"source": ["__Exercise 1__\n", "\n", "Compute the geodesic distance for several anisotropy, and for several\n", "starting points."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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BQxrSKEBBEXFyn0y+t+GQTO/8bVHEXQA7L143khhiLEmGBFhUcuq8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\nQmCC\n", "output_type": "display_data"}], "prompt_number": 20, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo1()"]}, {"collapsed": false, "outputs": [], "prompt_number": 21, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Farthest Point Sampling\n", "-----------------------\n", "It is possible to perform an anisotropic sampling of the image using a\n", "Farthest point sampling strategy.\n", "\n", "\n", "We use a highly anisotropic metric."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 22, "cell_type": "code", "language": "python", "metadata": {}, "input": ["anisotropy = .02;\n", "H = perform_tensor_recomp(e1,e2, ones(n),ones(n)*1/anisotropy );"]}, {"source": ["Choose the initial point."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 23, "cell_type": "code", "language": "python", "metadata": {}, "input": ["vertex = [1;1];"]}, {"source": ["Compute the geodesic distance."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 24, "cell_type": "code", "language": "python", "metadata": {}, "input": ["[D, dUx, dUy, Vor, L] = fm2dAniso([hx;hy], H, vertex);"]}, {"source": ["Choose the second point as the farthest point."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 25, "cell_type": "code", "language": "python", "metadata": {}, "input": ["[tmp,i] = max(D(:));\n", "[x,y] = ind2sub([n n],i); \n", "vertex(:,end+1) = [x;y];"]}, {"source": ["Display distance and points."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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T7t+/b29vX6VKFYxMSkpKSkrK5cuXiej48eNTpkxxcHAgopUrV44YMSI7O/vo0aNEhCqV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ohEUs1Wq1RCKBP3PmzJlvvPGGQqEQFoETytFwR4KZJZPJsPYpvgxVVVXV1dUIYcJfKi7wzf8r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\nAWMYhmFECQsYwzAMI0pYwBiGYRhR8n8A5GEcSzgBI6YAAAAASUVORK5CYII=\n", "output_type": "display_data"}], "prompt_number": 26, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "subplot(1,2,1);\n", "hold on;\n", "imageplot(M, 'Image'); axis ij;\n", "plot(vertex(2,1), vertex(1,1), 'r.');\n", "plot(vertex(2,2), vertex(1,2), 'b.');\n", "subplot(1,2,2);\n", "hold on;\n", "imageplot( convert_distance_color(D), 'Distance'); axis ij;\n", "plot(vertex(2,1), vertex(1,1), 'r.');\n", "plot(vertex(2,2), vertex(1,2), 'b.');\n", "colormap gray(256);"]}, {"source": ["Update the value of the distance map with a partial propagation from the last added point."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 27, "cell_type": "code", "language": "python", "metadata": {}, "input": ["[D1, dUx, dUy, Vor, L] = fm2dAniso([hx;hy], H, vertex);"]}, {"source": ["Display old/new."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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wMIgDp8SessC+rF11ScBWOEZgv8BOpRawxeVmaRiVqphtUb+QvkfI2SCvm0XLIhL11k5F\nyxw/LX+8gBXNMbPbvlvA3lq1lEAmYLgnVKwilKOwwEKVymI6jIBh50RVw03kdePMlJBNiRtbKjTI\n6rDGKQl9hihgpnFiu+0X6fin8xOGAjYSxIFSF5pcixwv7a699hjRWvu0dyH6s/QvJuS4a69h+mms\n/f7iibH1m3JXMvUuStJfpB//GVxXOoywrBqD7DUK7bZJYBAHIYSQKaEFNuYQ+F4LDHyS7+5NzMIC\n83+Ls+ReizithSDh5JaxqKQfQppNP5z0LsQtirA31TC+RF/J0Hqrp8HDw2pr7De4ENWWCn/oS1y7\nRRfih7y1LYzUUJNrMIzeuBPNvJem23a7mzuhz7CwwNYka8QCa9Ff7cVr/lgwhpr67vbPc4Os1r0o\njbEepi9gw85cC/cuYKLqMV0800ZstXkssD9ewCT6spf+Cw6l6FTAzHX7Qt7csgKXBCw7sj7LlBAy\n4kKsBSycAwuV7EVMIcWDIJwk8+lsemxWagFrSZMGAdtDNjIBM27DJ4I4cA7sLl3qABwXsBU28azV\nnSXlo9k8B4zbUKALr9FnuEF/x3Rzm/vL0fKYHtO2aqbHsp5iBex7R1nbdxf4d/IHCJiRHxc9EY9W\nTm2pqwK2iPSRGlcFTPdg+urMWWGB+cf6qZm1GyiZgBk5MbLn+6qpg+FU8wprzNfk6llTUgiYH5/1\nAvaehGM8IWDFIh2dyaWG1MhsllGs1ekZpkcErEEieywshzWGKtUgjXNgmladw83jWsf02Ju4jnA6\nzrufpTJWV348ax71Es6BEUIImZTJx5gjLL39dMkC82eNW2AuC92Gy9jvQZyaX3hkaNLhia+4EMNN\nM9EVpo03H886++YEJ8NG6qzl485xk8ts/k4LzLRwAfNrEZH7pNdIqOGpBZZNjy2ytu0mEnn/vNWl\n6dA4W3u7LbThcN6rsMC8EWbS2rv1WvoZboeNpUeqI27rP23vabTTY4+1g8U15uM+oDddssCmsq5G\nmLyLjuDlJ/uyF/dlf5+AvfeLuY0LmPTCk51VFyj3WnybCzFTqcEsrMBVnXjFl+jnyf4gAQubsTz2\n+3Xlv0vA+jmwr4fHL5y+Kl5JNs5GcS7ENSohcyFqusFfyZ/76+FF1M9NFWtzouXdiei8xetu3bVg\neuytla9OHjfx9lhu+FSlfEBKeNYms7T9Sar5CuMC1vpG9h0CppNey3UByzZxv7G66gJftMDMHhFZ\nZTHKVITttf4VsUEjzFcvq39Y2iXzqz54PryAhaOr5T7AyqasvlHA7jNen9GUlY+52FxWKHsrCJgx\n1BCjUojXOen7uwZ0LIeG6Ue6QAkNRMtbYzgHFk6P4eNo25fzuOuZMctsLzDSizc78riT45PEofwk\nTN5FR7gkYEalXhOw3Rsj1wVM7gUEy20Yn6HPWqK4fC1Q/+KencIC85s6MFQNC8/KYjoMxQBTC/S6\nNeiExDsdN78Gy//RfPQvMidNWn2G3ytg/eZfD735zPWmcCGGoqVpY3Xt+Ke5x3sXjd32Ceeq+bX0\nR2oalclbY6oKxggD0bJ1PlSwySPWo2JEwIxoYZY/68fDIA5CCCFTMonOvkIYuCFuSFJbYM2NZI3V\nhRfaJ8PLHzRa+l/nk9488oaXJsyk1+AcWGGEIcZ/GAZumLQaYeasq9NjWr1tIIBYL13fheKnvvxh\npwbZfKAF1vqOcLgN5T4v9Z0WmF3nd+snvT57+ykzffykV22BKb6z49eoaTMZhqZbZgh+HjaWdyF+\n9H5C4zNE82uDGkpfQ6zn5moucl+Mv26VmQWmFVhdlrfM5mHyLjrCqYChSr0oYE1keawlXwiYn74K\nQy2K2SwUsMX96sq3zIGNCJhqmJ6LWd+7kkUmWpfCOrxQDerZfPwr9W/j6GpEwDKVqgXsHmr46fTm\nMxEwgc21T3vRWuEs7NSms0skDwLnSlSBJanGdsiYHomKpcMFLUT6hMDXIVDJ8Om0RZv3reSXX7Vi\nXpnW/Fp4gMn68UxSzVcYFLBQsa4L2HsvWuMCJvfyAtvLH6mKVWSdTqohYeyGJk5tKTwFAzoWWbOz\nUNsaxHdgrU5VJJse8/eVFRhe4jeol/Rx84vIsWy0gGjJawIW/pzKnmjr8YZyIWDe5PLzXpII2I52\nQD8MNR085HQObIFqtL5Wn9FZGjKDJUhkhGkiEzCsNqhXlw5pTtf9pzGobT8ezoERQgiZkkl09hWK\nMc4SbcqTFtg+vPVWlxyDXGMkofEkYEZkLsSwBDSzQp9kaOFh2hgxhQWGm7iIFGZ5dyIaZP3Xsppj\nBhkMSgwPGzHI8LDa3frT6X/06939+NbfZoH9Zf2En6UFJpA2/jrjM9SzmuuA3iOCXTvDW2DiqrHA\npNcK9g3eyIcrYelL8+aXuHpi/1D/Id4CGoLGujK347OMBaa2l89qfU1+Nn+2gJnm/qyAvfWiEgpY\nuCnHI7JwIRayZyJBzFnL4WcpPIdm5xYtA29ciPjQ1/37WRrNoaejbhnFyqbHBueofG0vORL9fn+V\n6R2JHyLt0Tix/ZwK2OVIjXv6S+R4rNcCZjxvcmyi29ALWHvcl+2PhQuxYIsS3oWIrralf+7v6X8f\nGmYKkX5WDDele4Y8yjeii85Acy9bf2RIcyWE18IsgY/6xzNJNV+hFjAcu5lx3JiAvecTXSMCJpGG\njQhYEcThYzrwQgXGlkLFQltKjmk5o22mBLOph+mvHmfTY6df6Wn98Wa9tv0hQRz7C16m8bwuYCZL\nz3osy1sLmKYlmQNTMwsnvTbodKZvLq4Xf6OAbb0GLPBwx/LXfkrsw91XZpBJZCRhGuvvZ7Z0f3Gb\npvzsWkaYJ2n7k1TzFZ4WMC9akMYlNp4TsMzqwr+F4zETsDqII/uQQkei/m2wemEYxGE0Sc/VHyXx\nplhhhF2lNr/8bSqZbfcL1Et2UekbDIoWWmOh21CcgIVZ9/LXY4kNiUINNf3ZR717AfOBGyLSoh8z\nG3EhSp8wbH06qxUKGPru/MPk0xWCpaHVhddFj6IWqIZaJsaadapeG6QLAZMrwv9jYBAHIYSQKZlE\nZ18hNJZx/3ULzKwR9ZwFdtQu8B+i8ZTNnIVTYliCt8DKD6mzvVr/00ToUazD6DNfogmpV4tNzzLW\nWGYbFYQTeKaoEV8i7h807H4maHIZC8y4E1+wwL6s1SXubWWTLmwdM++l1slHZHWNzIENskV/1RAs\nLLAF1ppSX6K/TX85vYqZEtPnDM5R6VmFhVTMhzU4Bu/F3EjoGv3xTFLNV8hciEu0OSBgfomNqwIW\n+g/NvJemBwXMFI4aqYzMgfmHuInUeE7AJPIiomhlk2pPMOhR9Cr1y6bB7u9jHY1nyaMQnxOw+xIb\noYB5t+GetUU6gQLm3YbiBMz0zWwOTCm+w9M5sAaa2lzsg07mGdX8PO7XlCluAszU0Lv4jJcPy9Qs\n40U0smf2m0uIuwQF7GeBAzQ/7rgoYO/9ZLgRmHEBg9oFK/Yau8oLmC8wTJtrJR/P4/GNB5uwwzAc\nQ40nlB89rEiYs753wQ4ktKXCCT/kCfvvB7K4SA1sPyarWC8qzGrbrVOmUwHT0IxMwNbe6kLF8gJW\nB3HIkUaapF0hNAq3KEuSQnxL+XSaXVwap8E00Xqpqy0wc4zZ6atqTEnpN+cRMM6BEUIImZJJdPYV\nvJmFAw00zrJh3SICK5++YoHJ/VIn817FzFlogS0uChHLV2prLJsfMgH0YdS7D4L3CTW5dALMvyLm\nTbHaj+dn7HxWccvZkbPbXjvoGDTt9hULrK3HjykXFpifAwtnmLZ+0ktEFvcLnLpzMApRkqda6FhD\nP6FJq10o/UzVGvkAjZmljkQBX2LoNTVFoQXm56XMFU+zClpfApbjjb8fzG/oqCcY0fLuRB+A2wuY\nLrEhrwmYn/fCv5kUjQsYOh717u8rWCNbudn0//uCodvhT8sErMHqG4WAmZ11hL1XxBEy0coKweMz\nR+K8eJV6WcD+eqjUZyJaEmlb6KOTQ71UOUK3oYwJWPY0L9AnOD7xzdN/AYmV46Kqanq5z+P16pA6\npgMx/s/QrRe6+Lb+9BHwWtuzn+H/mnlq+jShaAm0v1zA9pe9QuV4QsCgRla60ALLZs4GBUxUtHyH\n2VwiPEy6odmuZK3dRL5EZJO3LV9KKjS89hpKb3sZC2xkGmw8qmIbXqSjLuSJs34OxgLL5sBOfzOl\nW2LDh2YY0RKnbcUMUxFq+JyAIeEjHs2sFjX+FomBWmBofpnNz0PtzBU1N9yf1dloSWjzhXq2uVvA\nLLzQBmljii2g2T+bubvoEFmQkmn6zmeosfKvC5iziuz6hHikTxfV6O020K2wI40LmKR9qbVbaze1\nWvblo/ZNv5QUXOSxqeqFFpi3xr4FH5kSHvONV/w5dC8auxeZMZ2FGt5L2KMNpRQw7zP87JuicaDp\nZhZqeCpgZhiK36F5ZKNoIV5Za/TJrnaYPuibyMehYVg+Fv4pFl8fE83R4FqDFth4W/aap+WPOCF/\nBgziIIQQMiWT6Owr1HNgZih3DPGyl71CC8yYXN4Ck95tKGCTqTWGM1hhgaUF9mWHk9KP77KszBQz\nzgfngm/tJnL/m3kO1aXpN03IxuICOoqAkSf4HS8mXyU0udRk9wvJhxbYI1xeBiwwDOhYI/tGza/9\nC/n4JgtMoidZ5iTEangbUfo0+uKMa3HpXYg+uCM070I7bDsKVIoOqP7MzCAzc3vh9Jh3J5prTcI8\nNX2aS3Nge9RGuWzBJQGDWgTzXpjOBOxsDuwICZMBldrKLP+5acIJmKaX9rW1LfQcGr1BDcM0uhC/\nxX+49SsR+1y4xSp3dk5diKcr9t7VKxOw+j0w07S0iW6HIAkok5wJGB7pJwUMtWhhGjez0+uuoQmv\nXjhbhvu9hnlCAfPuRMP2rPwYhc6E/+fxe7prip/oMtYYCNh71NtDxRoRMP1rNsOojTCesBawtt2C\nHuglqhawoqVmA0BjjS233RSTUsDEBXRgApcDrmUsCxrMGA/oeDrc42cSWmB+Diz80a8uVv4JARPX\n8DCQ7+MpAQstsFq9QtHSdGgjegY7iLhni56+gJ5t/TvOdclGIHW+LR9QdnW++nRHu20SZeAcGCGE\nkCmZRGdfIZz3wvRhWLwPLBwXWmAmCtEYW0ct4reV1Wd40QL7CoaQmjCe/SJLohL0c9OE8bOb0d9x\n8LJ8bVDKKovxo+p+dBguEJF4+lNhxUzYVfvpdGJsdnci/pyKt8Cyn6a8m1/4dldtgfkoxKIFfnyT\nBdZkkze82eB9R3GV0fQ6PAc2iOkOamxhWje33lT1FRZ4RpnyJXJXmtOxq269XYVlSnKbZkrsZzNJ\nNV8hcyGq/7CJSPyD64WAGdESF1ix4z2HmgjPSia6MOtLxPVAidKhVhWneIyPQnvC4nrs0Y5auy2t\n65e7Jhkl8/NhfnmO78W/s1yr3S9wJxrFarJh4Iaf9Lq38PX28HFdFbBQt/an4a5YIwIWrsQBbsOt\nvZmxxeObCn2Gxm2YZWkJlzBS4WfFtiPt+x1Kvmb5UA7pe9mSR9Ub19/TOsQ5sB9EYYEtIm6NKAFZ\nMpsCD4VMwOpJr0sCFllgt0eLx6afPTik7NKSd10z4vN+9kTApElbbiJiZEwOg0xgDkw3zXzY+Ntg\nV+fDxClTHdMxNcUcWLjk/H3ey6vUSBTiCvaEaWMoS68IWJNV3o8r5N8atvY12pTIAnv6m9cT/ayV\n6s0Gj50NxGxzRphp9aGAaeFZFzHG1nakN1Cm0x4ziTJMUs1XCK0uEWndGlEYjqEqsgxomwkgND5D\nTPvADUyHBXabe8hG5qWRvjd60QqzzF/E95ZQwHQ8qJ/2tudYU0wJI+yNBbYfgD7Dq8skyv227hGJ\noTj9AjOrwLsQfej8fphdIyqL1PBp3Qz1wIiWPC9g+/ovuPBm7+e4Ba19jTax+wwGcciVxyT667CP\noKigmHkNU9Aa8wLmYzpMWgv51c94BnEQQgiZkl+tzjvGejjSan55C8xEaoxbYAIDw9BnaAI39Fqh\nIahZbTvWiFolGGlKNP4dtMBGBp7t8Dws/U4B80vfUFEW2VecCr2mJr4jDKk3LFfW+R0xuTb4ic78\nI5iY0IVo3IaCS/SGZlZmga39HJj3RRsza9wCM/NeIqu8m/atdPAAACAASURBVPgd6+fwVpdWybgN\nCwvMJBScEBpsKRgHYTzwxhpbwN41LLDfWGDo9ggdieonNFN0WW2lfA78YH5n1+3o3YZyLNEbhmOE\nAlZ4F40zUFzXCgUMZ8uMIrrCv7pe550euum1zXTjMEuSrhvOgfksibLws1++/BfiYw4xXWjYd2EC\nOgov4tTaZgQs+tnlv0RAlkzgRp21wr+dDZ6bH98gYFt7879y4Ln7D8PWvrrNcQFr0R4vA/4wPBg3\nfW/S98N0HtHdW5fAYSKOGn3hxouoJWwuMTm/4iZq+jmwt3yhpjpSIw+sCH5SGTfxWn4OrFBEGyuP\no0spzaxwHIqHYZaWZsgc64U7fumnHPb85cQCCyMSdQ7s71ayLKDjF+BXo+/nwP6qQg1NlrG6BMIO\nsS2pFJk1okYEbAENO6wuFTC8L9u/so6g6rX2mxL1EYm6gPStfUs0LCMUFZNGg2x1GmZMLl8lLSQD\na/tbRAvhHBghhJAp+XWK7IGwn7f810/qia7COEOfofQWmE9jvKK5bl+rYyEftMBC75+xunTnmmeN\nWGChE1+zxG1Gc2B7+fsEHkYkqvnlX2QWNw32ujvRLI3450Qkhi7EYw7sqwo1HAmjX51LAEMNP9ym\ncSei27APO9xj5fef5sGwQ+m72D293WyTXnszK7TA1rwjGHQC2G+OPzt9D8KetUCBmQWG6d0aQ7fH\n6roqbspxjzjX9Vse/L/lPgoWkSZvvb8O06cTXYW2aUeSMwEz815+0guy+pe9Mj+h3wz9+2G68Bzq\nft801PkurjtJvxNpItIFdBjPISqWCpufJPv7firMh2X/jtXrTdTGoWHHT1P60IzBII5QA4xKmXmv\nWsCO9D7ppW9N+KiNfoL5iGzCxo/Ne3UCZrStFrAW/d3cDNMp4WRYoTdmFLhGaTNqPPUiSlRnlDSj\nlPO0+j9AwFq3RlShHJeCOIxcabqwwPAsP+l13/Qve6H8SN/lsK+adChgfuDpG2s4/Wu6x+rmk3cW\n91DYHr1OAzrGLTBjfi3wSyunr4WNLLdh+B26pfiojbvhJVE8YRGpEc6BoXSJlSI77+Xnw5yA7eq1\n/5Pju8Av0XS0dCTnFcsLmDEfvYAZawkFZnOb5nhJBCCcAwP/UNcfw0FhNmr074SFvhOByocUlf+p\n/H4Be09+o+uSn9DrzVUB89ppqhHEynu9EbH91owoMe2zTIFSNlZs636Uh+4L7E4e7RWbNIj/zFaj\n1z0my7AkPxt2lcKj+ERpPwprge0/rByGY9TrRfnADTlakQnBMCZX+CKzcRt+iPoMQ7eh0vesW9fa\nM5X6zLNMH3EX62wviGF+aMzS9xEpbZcRswb1ZoUuJlHaiBnWM8TYjiiWM7d0BnEQQgiZkpnFdwxj\n7mRzYHUQRzh9JWcWmPE0FtV4/LKXGRgWFljoNsSswgJ7DhwG6h41wsTVtnchyvE7zkv/spexxjLv\n4t/9W5fjPxs2C10YvZpfmZllJrrC9aJWaEsS+QlDC6x8D2yV9/2bNRbYju9c952+mWkLX+G+fOUz\nCwy/7dBtqOkFjKTxx2fooqw9fth3/GSY9yJqlcICsVhxNZ/WIJuqsk8Rznth+jSII5yy2gsPfYbe\nhagSGBbYtlusMaZ3FfJgVKoQMOn9Hr5fbVEaWSMNM457LAEVd9+93Hw0x8hvXV7SMAzQGI889IvW\nz8u9eW/HzxfUKpXNgfnAjZ1wosvMh/n3wPogjk/5J056aQTHjp30ekyG3Wy7MsoUVj50J2Jv6j+7\nTgPQhbg5j6JAIqTlvUkP8AWa8V/9KhheKOsloRdxcua/gzPCCSdN10Ec4Vmh1YVpY3Vh2hf4UC+v\nN972MgLmRUtAvcICpU8YwnGiP9homFbeBHGgs76v/NK+oDN2YoYWWKZz38upQTYpj3kvGVCp2jjT\n535zi+0u/aaASmVBHIt8yj/lsLpwuY0w7NDON+OT3bR2Y2X6zVDA1r6RN2jhxgJb+jkw1QPTKk3c\nRE2oba3vMgJXMW4PtMY0oCNUxCyaI1SySZSBc2CEEEKmZBKdfYFw3ksGohDDs9DGMpua9kcaF2IX\ndrj2RtLaGzGZBbYm41BxY9LNDTBrMu+iQU0uOZsDC81HuUckSu8bVPNLPzfM0r9nd7D5qZQRf+Av\nsLqQIOzw6TkwHeD7gPjTOTAThbjcPYci8ikfuF6UMYWjjhatam3chsUtFxaY9M7zBi3chB0u0Eey\nySeDMe8KR72fezP+DHFzYOhOXKAmEvkSt/74rU9jYpJ+8PsFLJvNqoM4snmvYqJrxIVo570EeqNu\n1gK29mksxKTXvhAPNt9wp6azElC6pJ8DM078Zm+nyU0vbSa69HMLYz0KL+Kluavip8J+yUL16xWV\nqlfs1QfikqvUSBDHoV6f8iGHCzH8kONhonGSYw0zYR4RMO+sa/3gTA9TDdPDzPFXMRetOxq43R9/\n0Wco/TQYipnX11Mv4gzMWesrnE50FfEdft5rXMDC2EU77yXQkbw73gvY6tLebgtHlwU4GBw80u/0\ndV6daG324D0o8bj442lVz4FlQYmDZlZ+c0FAx9wG2aVIjeJBL0k4RjEH5oM4IGrjUz408tDbytns\nl12hJhSwtb/l4r62vo94AdMbN21Y2x2mcVIKCzml9X2nYO01de1VyqR11OiVdYMsSbLmYarKPkXt\nJyziO1ofNFi7DfGw0AKL3Ybi+tLmxCDUgLUvxHdpzUJMD/G2V9EczHhNS8gErKi8HryKiLTlHlsv\nIuo8PHUhjgd0XBK2J9bv+LmgBeZVqjbONKtF4YVy2YWoURu7eqGAaX3DCKlHwoz5jJllREucgHmd\nw+6zJb0jbMPbvbodS1+CMafCBuX9h2bTnK6auvYqZRRL4K/J8kaYuJ0yk0HGIA5CCCFTMonOvkAx\n0VXEd6DVVYTO195FW8IW+UCMM/DUAlv7tB+TmqyC5zwGoSlWWGDiNk3FtocvsfVBHOJMLjS8Royw\np/2K0/sPxdlVl+bAdNiOVtfizKw6jP7YxKiN3QLDNcC8z1C8nwPXCPW2FG5+Jre8Rp0us8DQtbAe\nt+ytNI9vj08HRGyJGaddXq+19lEbuLn21pgpPJwSm8f8kplq+izdS1djQRxmDuw0UsOkTeCGYNSG\nNr7NpbF1Zl44o1jYpTeXpfj+E772kcVQhac4EXokxl2IcO6uYfg1CXgUjyrcRwNyzIFhrpGcPf1i\nFMZvCOIIVco82f1c0c4SiVa4pkb4IvPHXt4jakP9h+EL5tG817Fncy3cTHp5/6dmednzAvaYjRV5\n65/mchQedtIQfYesPuy47aGdWg7OfkkvS2s/74XTY5hryvdiNlLtn8HM/XMMb3UNBnHUKhVOdGUW\nWPy2shn9nQqYHzOuUYEoZhlqe/kgJe8il7I0HCe2/tLhvWBprofrar9H/uYfcJjOAjoucfpTYbNi\nnuafzswyJpduShlqWLyt3KfNvNee1gmwkHgOTM0vb0v5V629BZYJ2Coalg8VELmJvPXV0g6Im8kN\n3I8MQ9jrswab3haZX8bMyqbHvBEm0OW3fnMGOAdGCCFkSqZS26cwfsLBKMQWRR5qYsS72IUdhgYT\nOgaltMD8Weon9G5Db34Zi0dg5NXA3eHdCIMDQzS5cDS3RZURGOi5LHQkCkyJ7Zsj6W+heEVsJrw5\nkkUhrr3nsHijy78HloTR6yq9u/mlLkS/XpSm/eZ9z9bbT+obFNifuRBXcAD2HXA73Ibb+HNwg0/p\nqOgjoblL1Om0hBqciMo6siRGnvQGGc6BmemxcAKs9ZszMEk1XyALbS+COK66EI3P0M48S6Q3Ji25\ngJmZszXK2lxWiDZTdDho+67fC8k6pDl+i27EZEnUOY+r7L/dfOzrPIom7TXML8U7twK9SPE093Ng\n2pbC0Az/HpiqV+RCXNv7Hq8hhwtR0/57CWXs6FnHaydewIqJLnOP0fhPu6YcmY92bfyHBtQw7Avo\njjNevucoWi66NIur4BzY2vf9pXchhtEcMzBPTZ/FW2BhEEeLwg5HzaxQ20zclBkAer0xz3qBhz7a\nakYR/bxX0e6ba8TGAlNQukZAoyoULUyHcVmgbQ1+8SSc5w83v90Om57QAsvmwGTsja4iiOPQuf23\nlXXeSyMPRQTDDneMk8P0JqtYONFl0t6yzL0U261rp1Uz9yEPynZ8bgLdKhy9mbOwg2SHmQoYsUVO\nlRLnw3BnPWCdhKkq+xRGtIrlNrxjcMjMsubdV6c3ZtLYSxE+36VPb71KeT0oCnSfggh0Mx1fh1FJ\nflMrdnqAcSGG9Qn7Cdy+N8Lgsuebr/yylxHO6aMQzUM/cyFu0SKHUgrYEmxuy5uAYuF6USpg0ouW\n9F9iNzT0r514C0zVy8d3eNnbBD36G6iD/ZrHv3aUB9WSrR+lPdeIahcipo1j0ERmZeEegwFcPxsG\ncRBCCJmSmQeYY2S2VDgHho5BgRHiiHG2yNr91B6aXCuM+nBTSgtMzS+zKVCadyFGH4EdkYWjMHl5\nzCjRfeF+tL3C2h6jTl2rvja5TBi9bk4ff/EtmHWVsjmwLVnkENM+UsMEcXzItryhzxBdiLhkVPa9\n+J4VmFnZHJifEvNZ22PeyzTSuLG3JJH5HtbehfhdrS9zYIwTuhBPLzqJMkxSzRfIXIjFHFjtQszn\nwI5Jr1BvCmeg9C2+OMvPgYWn7/hIDU1nkYdZGves5TGewoXofZJHVpPH2hx9FYLu61UNJ8MKMat1\nbnoVDF2IOO+139ylVQ2TII5dvYzPEDe1UsZt6HvWvT/u/sNCpYxiZVnaNW62uww9+4xoZedsrlP7\nC/gRqsDx/rCC51rloAuxDX40P4J5avosZsqqmANLwzHO58Bgid5Mb3Bzc404tFTWqFdg2k+kKSZS\no2ipOGvlT5d+rkD62Fw8XuB4XyDuCWceUHch/YSA7XtMROLTs2ITE1pgaNMYkysJiE+jEGHeC0MN\n1fzyK/Zq19s3jZ/jMYss1ni6ZoEZAet7p8DfNG4J23+RwNOyrmq4qlWFu+LPaMU1nAMjhBAyJb/f\nAmt9GH02BzbsJ/TGGcRKnboQRywwY6iNzIFJZD95M2uJsvoPyyZ8lveNDDoSC6dKshN/MOy4VHCO\nD6B/0d76PT9oWbgQx/2E2fSYm/fC9aJwU8qpL03c++lzZpbZlHuTM/NeaIFlPuzW4DZ9u83ssMLf\nsPUXMwcXHgtfmmJ7xtmJGB4ppQtxqldRZu6fY5zOgV11IXabW+9ZL6asCg8DpgdlryhBVcpPdHkX\nomDHhU1x/RtdfH7zEvW56MrZOg0r1KieBpNDilCWfr8jsXAhDkZqlC5EnPcyy22Y0HntL5K4DeUh\nYMdbKF6WiqGhmRvWs9y8l2nRafhG69PYJqU/rZjowp6VqdTrbbBQsg3uZe3vq2D8yB/AJNV8gXo2\n6+kl55t5o0TcRFdoMGFnkiTLT5WZQsKzJFepbNJL8u/faFt2QHFWUbiS9d5+Ggx2xyeEwhZGJD4d\n0DEloQV26WWv0gIzS2ygyYVzYOEMJfYmHFCmZtYmQ1nYX44FtMM+J26EJsctai0fR59aYKZbbW5T\n+s2t3+/rUWf1axA7P8UYm3ssTGV77fx+ASsssOfWi2q4RlQoMIXBdCpga5QutA0f9OMCZpRGwNFh\n9mBCK+zxvXrAuuqeEf66R9o4Er1bLxSeLIjjD8JbYG3AzBqzwD7ln6hS4ZvL+hWg+YVfhHHUL/I1\n5Cc0HWF1faQfW2aNt1YZrWIgdCNDQOmb8cllxnKTAzevYdjRsvN97nqcNY+SMYiDEELIlPx+Cyx0\nGwpMep0GcfTpWzeuCweD4Thx0ALzJp0vxKSP+4z9hKHb0NtJ6E8Ql6vH+J2eQc9h4ie0Vpoe0m6X\n5q72r3WT5ifD0CzLjLPfYLR5V9vVl738elGLrPIuEKnhXYjmzWVP1h9jq0vASXjqpVhFttRJ4XuM\n2cyqm7oKzDFZEduVzXD/5vZE5537EsNuvu8/XSnxRzJJNV/AB25g57niQowcE0XMRRh/gQ3RZI24\nR0IJlDPRMtqGZ2WEYra6w7wCjbgrs0KwqEgsX48nnF6TLrEeU18CYYeXXIgfNmtfZl7cy17mxS8/\n+2V6lnkXUwTeXM4muszALpepcIy3uYa2VW3tUe8uXcwZZ+3cXEYgvSU7zwjv5V6RS/NheucNRGsq\nF+LvFzDnZ7diNiZgLhq3CDUcjLnArNDMKmIXNY3dxvwNe5TXtqz7eitNI3ElOasYh25uv9+j+yXq\n82VTzZQpXJUjXLG3sMZmBVfsHZ/oCtOw3EYWK49zYH7J+bBnYX98KFY2B1a7ItzTP+ttHjTFNpFm\ndG9k2OdbPo7tTlVqSxJblHWzO2xdMg3bXA2zPjWPBcY5MEIIIVMyic6+gPkJlWux8vfN6GUvYyRJ\naUtFjo7RAgu7TSLfoLeBCmtM/9aGhxmB4tjNGEnF3Buy9caft7S8hefCEfvyrIdQ9/y5vxO2wlC6\nXhTqNIx+2ct7mFnqMwzD6KW3urBSZt7r/rMp4iyw2szyXUmzbkF3kT69uVbffA/wLdD7JPzOqN1a\nwpp7Tu228gy55E7c+qfEPF7E3y9gmcvCu+PjSS9J3Hr+vZOim9Vd7vSszJ9QOzdOJ5/MwalL4uxE\ns1mIZUjh2Si8HF3ZQdX1PTCjYVkQx2/zHwoEbgh4Ai8tOX+kP+Wf4pbb8EvO45vLWBE/NAQB+4pj\n5cM5sLCP9PheEuoZCo1RimbKz7rYaTs3YhZqaVbR/BT/LCl4aFjRy0L8hPeP5PcLWGGBlUEcyUv8\nXlQuxVz4rJGJrlAFDZdmm/1YMmzQWees1c4bhYbtzIwrsrqt7TgkjdTYpUu/2VN+VazH2kvRx4lK\nxVkfsrb3cKILl9vAtLjepH+1M9rIQzm6z+BEV5F1kI36NFHM/zpN63N99/GtXc/yTQnrsblrYZb0\nf3uLyt9X2C8vhCbiJi2wH8KpBRYJmIuVN2kTuDFigUlZ4EgWYnpec3/7j+B8tFhoUlamRKeEDsyM\n8Pmx5Y8Wt7LUcQW79jym9auXw7uVBXG42k1ukz33tvLSuRC39gjcCE0u1LP9k9TVbRQzagQB+3o0\nb+PbOPWlD+ClIRQLe8Ctv1bWGn2f8i25rpZJ1FXcHv+Hqlxc8F67ESWT4y4mscAYxEEIIWRKfr8F\ndjGII3rZy6RDqys8CwnNuPpakpcgbgA4OBflUVuqNsLMKSNj0tCvoqcX3ssNauWv0l2wM7O8HbbI\niu8y+8mwcKXE6W2vnQVe/HJvdAUm10d/pOx2a+A2FIjaQBeiN7zEuUAarKAdR22EHSHsTdFZpv+F\nZZg+ZBrjJhBJ788/DeswJeJOn97O9sPf0GT0+wsqIyys849nwipfJJz3wv123kvKvqTqFWqb35Sz\nAk2WHi/RfndvNhFulp/OI3HaggtvyeAByHiHSWSs9a9widMzAUk7VaZfIloIvMJ1EoWYaNsq72Hg\nhkRzYP7dL030URvrPXZDzoZu5gld94UzUA7CK2C6hRcNr14M0Yp64FUjrQquHv0uTFgp7VhxfW/9\nof4WsIgfzyTVfIGBlTjA6trxDauI1CjWi5I8a0T2lMEOPGhyFacPPiCKCBFMZ3EcpoeZ3pbZXn2n\nUtHye0Idwgkz3FnMn+FZU+KjNoajENf2Lu6HUcKlN3BaUTHhG+Zn0JtEq2UUfUSi5/4AtSCGR94v\ne5OGHXzpTzPNUnfW0hHWo75lSPvdtbCeMvq+88+Gc2CEEEKmZB6pfRY/0dXPhyW/2JqNjKLFQ+Oz\n5KzAglNrTM7mwOD+u/kwbxiFc1Hjg7qRCONTBgd9m4jcAxE3eZPeZzi47GGTLXuvefCXw6YB58BG\nwuj7X6qUaMXebCkp6X2GAm5b/NW9hwvktNMhxuIwO8960+b+Sp9uYGWtakp9wcc4aPIM+jBqC0z6\n9P63/wEwyT8n478w9mFc65vITeRtoOY/j98vYOFvgAlOel0SME1nQRzK1QIz0TpVu5DMfWeO8Ztb\nlHVawtWZ7XHFKiM4ioD40GcoTpnCwI3foF5iZek8iAMCN8IVe8MXv/Bzzua9Wr96733dXinlJxSt\nguTIULFCKVzvNe8qZV9qLq91oVVrongsyGMzO6q4x6vcZUwmU7LfL2A+CGr0ZS+zia9byoDeXBKw\nEfxhmX48F8QhbgjnC68LGTk4KyGbwBt7KBQW2CU1+lU/gxmaXNHLXpilv1QpoFJGz6QXM0nUy857\n6StiYeMfeTA/9W0MPutVwLAlNnwnzE+GDSpWVqGRca1bujeUUXMv2Js32Dny+d3nxiZp+L9fwKIw\n+oFYebPpl5wveuBVAZPyLAQbo+f1L/PvaA4blIzp12hy2+TNKJZJHEee9MVwNXo06WbFR20ksfL7\n/j1ww0RteNHyby7L8Z64idowofNy6vYQSBSP56fIepLZsx1eRH2Rd/G+RF3gP7tM0Wr8zWafxioy\n8NMw4Wfz4gd27TdZ/qcwiIMQQsiUzDzAHMN4M5r0/ncpDaaRFXsFRmuXLDCBswrCoeM3fm/ei2jS\n5jDP9t9tR0cNdyNMettLeuOpng/LrzC583DHv/iVuxD3JaMErC4pFzxUC2w5Wr931HsX4sN/aLqe\nHIlTQ+kFChtP+oaPfWKTKKRe3I9mYS8wnTS7qdD7gs+ZPMLMlBp+Tj6wv7lEzc+Xh59fw1fp5r22\nxH0hURvx737hYWEjGhcw/7doUP/NtnYpzsIfsyUlhKVl8154gH/nJjoe3X31fBhu9hUPZG9uGfM/\nwZy5EBcJQw1VzMxPqOhhZt7LvWH50LPH4ocrtGfTAb+JUweeuRqmP48S9kLuzsKbiEjb1Qt/oQaL\naK6Rh3cUarZ/Yqyyj7R1qxD94ma9YtXDVMPPl4efX8NX6X5zaFBUviVWHinOkv74Qsn+C8/SrDls\nZ8fk0jJ0IZw6R1UrRHS7G2EiYuwwTIfzYSNLzk+vXuKiEMP3mkXkQz7ln1605MwC80tv4EyzX/JG\nJBqu+Y7wxKfeD3QK4Ti9znYolG93y+3QsJ21b64oF5KbX+LuHTdVsm5BZpjObkT66kh/R80VYio4\nizBwDowQQsiUzCK0z/PM28qaLlbslStZhtNRpx+oSnTYt5AZTyO+xDCOvzjS/M1ciGGxeTVwMkx6\nA6v41UpvY/nD5o5CrF2Ij99Zfs/eVvbvgWFE4mNay7kQw02RxO0hLh1SHNBneVOjLsDsX11DU3fi\n3QgbcSEWPTd03ujm8fPU/gkUnuTvJZyJ244O5/vW2n9KczFz/xyjc7tfErDiLIk0xmtScS3PYPca\nJHSCXDpdL/10OX5CHLPCzZFraa2gs9a+RP/K81FS5Uuc3ot45kLc2pskKoViFmrb/uGEKpUImHuh\nSTdf/IzLpr7BUfW4MdQ5LPhDNWzfrl2IWT3MlbAe0QS9edjUNQ/rH3biTOOn4/cLWDeD5SeQMwEb\n/21lico0hPvDHnO1KZVTROfUh53OSIvrCibdok2/MyvklERii5iO5tb8DRfznV69pF9yPlovyshS\nGKnhAzfCdXvDHzfHzfvRIyO5SwRffZcY0RTfL1fXVHfu6r/HdNyg+5wOvzIBgzWizEMiC9zIqu33\n+LASk7uzwG/aTMcfIGBbbktJv2l0LhMwyVuWGeONiNZITy5ykyf4SZYymHsqh6ECebky6Vr8QrQm\nW1A9Y4dJL0iaCIMMQ8Wa24Xow+j79aLCVQ29mJlfYd7LLvyEmNCDLyjWpVax9blN5Na1MuxnzfW2\nbOi4DTzQm0i7He/8fh0rMNWV3Ll1FQifBKHQXx3xYlY9ktR1IOsCfyAM4iCEEDIlMw8wBxl3Bm79\nnOmIBebLkWgMs0WjplPXRsiLPsPxs55w69UuxDCdXeiq/xPSGtMhve0lh5l16if0P9Y8JR8uaqMP\n3Mj8hH7BQwyd38s2v61sLDD9i4k7oWciozgscUrrKvK+laljcMQz8pnXYt9cTIveTbFbV53s3EEL\nzO8Mi80+pEGnifmg5rLD/gABK6ToiSyJ0iNZcpY+bZJ42H/5exu/nFcg/6DxU19PeI1alC41TNNe\nzEyW5tb3+tOJ5sD0lyr968nhr1aqF1FE9p39sqLBRFflQjSc6pNJj8zXvt21xLQy408b7H8oY3J0\naF3Rt0XtOsNrZHjdQtuycuor4ueQefelj6lcBwr/IfwBArYm7eKqgPnTzVkCx2T4rP9hS9nc9+/3\niNtzdTIsM8Kyw04v4dn6p1Q0H5a942wU69f+IvOxXG+2pkb9mykYebiXbQRM9+jFv0f+94/fx5KX\n1rx5ZOOxK6Sz+uF+88sTWAssvGjCxbOhEM4t2jwt0FDLqu+LRsOmgHNghBBCpmTmAeYgxpaSfij1\nhAUmrkDpc33aVynbc2nYagym7/UubsmQ0lBYbOb0wn8xOPW19SPbdp41/o6z7gmzpuSji5vfzS//\nspdZ8ND/Zkr9u1/GW3iZ2oLIjCl/GBy5uxAX1x3XfjOshe/Wn32nX6CfZRaYr+agCTWS9ptmP/aD\npfwIw3T4KzE/lj9PwDa3f0TAJDpR3H5x7c5fV/rjx6m9Hpe+yVDqxgupnYqFMhUaVoC1fUHDpPcl\nGrJojrEq/khg6Y21vRcve526EFX4VbH0xa8RAduktcHfmDK+wUIfsifx8QBuX+mz+DPqTIW/zvwo\nxRJVMKvUNuyuzPaMH2ayFveZiauwyOMnmO97blb7fzIz989B/A8oh1JUCJgkp2Cx4aZhcHw1wlXF\nunpuoROFWVYbVbWYjWP0TPqqRlmoYVDBLYzjwKyLNfth9D9TacysLIgjjEJEyzV4PVkk3NOR5fin\nO359usdPZ2GW7lm6Xzx5/BZlX+Q2EKcQdn1dj36/oApkVrvwbi4xIlSeTGJtDbFPHF9Ee7tr2BT8\nAQJWKJb0m2Hal3CaCDezneMFhuhjeoO+8sS3enpWCmWVvgAAH8BJREFUUf4lGcsID7hub2VZGtPh\njbAR7+KUQNSGKpYPNTRZoQUWxsSbIA6DNV5HGkAmZkbAGqjHfjyuEK8Ks4g4DetrmHbHwhrTuET8\nZZXQDgvv+JLT4TnCz6kdBpk3vHwnbcdqIz8fBnEQQgiZkj/bAvOb/jCJRmWFz/C5sdO3eBHRGpMB\nm8ac5TeLcjK8+fWcQRYyboSVFO+BYbqYMJsCjNrwb3T5JXr9ir1m8cPwPWXM8ofFYDPI/A3GIEML\nzCwDL8eklvQuxOPcwgjbecKdKPDTl+KMG++sM93r7wOtrqUI4nhLOqbumMQCm7h/jpL5A08FTBK3\n3qmX4dQH6GXPZBUYgfFuPdzp8eqVSUJx2AhXjw/vy1+6qEl2FqT9ZJjRreOM3+BCRMXyqxr6dOhd\n3KRt0pYjgi+LQvTsJz4S+woZe3iA6s3IgoMCj14/M2O60gphgmt3/IiMhUXWg1VssMZ3Z+7A3NPf\nQetFC9fCfFQP12zMqjKPLMxT06d5RcB0M/wr0WH+6iM1vHqWN7ZwrPqE5RReorDwsOM+IW9XayJj\nNmKWFdXQrzJlsqa3wHozK9QzSRbzxXQ2AWYuV7z9vUlb5V1ElvbV6dAGc0rakHRl2TBewhXtb/uO\niaVrsqypYaE1Hl+EQlVSnH2D6S3pnea6T4MlLL1oeQF7GF4tL2UqOAdGCCFkSqZV3nFqMyvLkn6k\ndJrr06fGma/n4E7MDa0NcaO+rNiRKaXnDKz6rNNreSOy8CVeqWG9TKI7eG4Xogk79AaZgM8w/NVK\n40fN1o4q3qLbbbi7O7Ftbbk9vq/F9Re0n9beVsvImvcWlNBWEZGP4ydXjKNPqd2JmXcRr4/WWNFU\nn/OV+H4Q/ujb0ldD3vuTa//hJMowSTVfwauU1zAZ8BBKdECRHq/eE4UUnsMiLbDTF1hooTnAuC79\nZljVQeru/vQEWFKNOo5jOZ+l+bmc/rKXEbPQhejfANsxiqUzXrqJi3d0C3ksN9vasa0uTsPEiZnH\ntPDQiwjHtPX4UUq4svRp/8UX/XJzoiV9i8MLPd1FjKd8Z4FfedPFL/Wii0jTSS+vTPM//ue/g1My\nATOGVyFdp1mSHFA3+depFat8cNtC6oZwyQgbFLNBoXrO8CoPw3V+DTgf9iGf+5GT4t9c9qIl0YvM\nmC6iDQV0a0/sZ+2KpaMB3anpBQMqtLz1+KsxhCaesNYwzxYVctxGW+XjC3fYtMqYUTJvbGFCG3iL\nmrk5y3eOopP5yTM1sz7cpJduNpz0ykyrmUVg5roPkq3EkUmXuFZZJ4p0QWgYXSqqEANTfnYtzcUy\nC3nwyrRFm+aUQq4KoR3U4OxDyIBjwmUSj6xtka9HC5llWYIeH1uYWWA+iENl6dSJigKmirXIuvaf\nWme97Y7E4/xHQsM3dnw84aVh32dfCDaV4xK7hjVoOO2IkdQo+QbaivgWGmpb6L8Ql872aK2Mmbr0\nbkNMNw3ceOt1a1zA5pEFBnEQQgiZknmk9mnQ6hJIb27gVBtVIybXE6ZYyEg5Wz8wM/6FzPyqfYn1\nNNIII9bYc9cK7bYia8A1agI6Hvu3W9ds5rTAijD60GfoXYjm19EQ9Rnu04ToQgwx82dLW0XEzod9\ngvmwRQEdsEZUCn7j5tfYpe8Xh1GyrKKuYj9lhabL2tdLohYnxzVNo/b+ixGwM+3ppf+ZgThu/u3Y\n9oaX95b69DzMWetLbEkj9gJm0tI3yfCYU6UJS8jqefWAUKVaXqsRX2L23PduQ4HuGJ7lszKP36Ce\nvS6r7kQ7y4ULj+uz6l/DF/pJhFGIfsXecA4sewEOgzXUeSj9jzWfipmytLV9uFlGdBuG2mPaMIqM\nB9VmgRbYOwT1FbFawIy/fC2rplmDg0Zx/Rj3q0p9RG7Dx6SXiLyD1nndGknMw4RVvooRMG+K6WaY\nzrIGj3+CcTPOVMaMAzOjRPKv3QtGcXBdq0Hz67QaIzbZE+VLJOdr304m+mX1iHD13hELDMMxsEAf\nZ6hzXX7Sy+zBII7uMK9hOHd1Fk/opSgee0k0kO2l6R5h38+KfZYC1lzZ4dOlHjSakScqaLimxgcY\nYZp1P+vNWV1G2o1W+b+zwTkwQgghUzKn7F5iLcdF9TBp3Bh65ZTX8b7Q5xyJtb/OuA1xv/cKZoX4\nateuS3/YpTa75eWbD83Ml+DmnJy+7BUu5rubVtkiWybUULPCyMNBj+J9PuzD+XIx+HBzsYjtOCwD\nG54WEvoke0fhxyoN3nT+BBPlFQvMd0ctDcvHGpnJrfBt5f2wx0vK3gLDT8NcIMySaPOnMkk1X8G3\nLEwMev9GnIrF6c8x4oMYqUkhZgXjHrmsYoO+/zA9rmfSP1FOa+U3zbyXgHr9IgFDP2H45rIqU7iY\nofRStL/mpUEccmiYHBJ4tbYn82GST4lJ6TTT03XVQjmaiv6c12pLWD4fU2LqpPw84kgKARPY9GmP\n8eEZWakF7BErj67GXowff8OL+f2zMWetL+FHXtKnB+Uh3FkIQ5HlPd/SP5HH63Namea6uq9MfbkR\nefDGWVZIfUVzodqAGy8kO0aOob3AMF/TWznA//EUAlbMgW0P80PkEC0VMH21GU0xEWmyoQXmrTFf\nms/6aJ/t49ZlonQV9lP2NZlH89af1UDV1v7J3qR9ioh8fHVysKrF46JMTAXrcXJYu9oC828r362u\n7s0vSIxcwKdnY9qKj2NeZFZqMcj4LqtonMFahaLoT79014WQFIol0Vl17qA4XdK2kS9o6wM3fPqX\nWmDG5MLNmzT/eYYWmBy6tR+jFlgRAGKW5vJitrT1sU6HER60j31Mh7dijIUhLkhHj1z7Jt26LGON\nmbafCZi4CmZkmhLHx+v6GksvWmiBSfk30y3TgyZRBgZxEEIImZJJdPYVvD3v0yOFDOaOF2u8apnT\nb/AqTzg2d8ZfDh1xAGaHhQZT5l18xXNoLl18UOok/GMsMLWffNz8w3MI5sPWGroNzQqHGBmPLsR9\nfxhGX/CwxpqIWS/RvD+8wFejfj3NbaXNgS5igUI2cCcaM04j7P+6z4HhCsOhBSYuneFNIP2bWWDy\nbibBesPraQssrM2PZ5JqvkLRlL7FpzeoFq/7Emuy8s0SqNml0bufESpQc5umVq9L0VVtO/1GQpUK\n0/MLWLHchkrR3W2IN3t8sH4O7Mi/r9iLcmWkC3/iEp2HZglg40VUGVs+eg3zM07ivHWoZLrH+xL9\n6aYN9wKm6X0JYD1wcXOmVwVMnGqoL9AIWPd68uLchiMClnlWfcKkfzCTVPMVxpvSYGnFZpZ1ySx7\nztp7Qkc9K/SKgpFWU8tVpkOXRM4UeLpH3LPvVMDmD+LIIjUek15by1rIV1s02nDf4y2wHRQzOaQr\n/LWw4kdqgikxfK/Y2zsCf9u9Hvfj9azQ5vh0oiXw1eNZi4ujb7LsR37dNUyiAc+4Bbb1FUSz6j7d\nJZHJtbjblD4hyb2fypW3zH4wnAMjhBAyJfNI7dP4pTe/hWLIf9Usy6yuU2ssK7xwG57+qBKOSf1+\nU6AOILd+09fKOwPNMacG2RYVMvhR6yaOk42Z5dO/0QLr3Ibmh4cxfXy8a3s4AwsXoglHzCwwNb+8\nCzF0JN5jF5f1vmRl+CXilJiAF9FYYK23pbJ1frUNq22lBa7wT0SatE3a1+OksLxLzpfOL+hDDc2k\n16AFZkyu0AIz++cxwiap5ivknXOU8Ilc7ymuXh+DV3zFl1iIVq1hWUwHnjXo8Xsl95TTr898Jvjs\nC1UqTH/jiOe/Tihg90iNMETFtBkRWeTW4nU0dLoLzlhQzNDHaBLjXkRNL8va2u3x7fiADu3a/vVk\nfJqbn/kKpSaMqse0bh5teNdhuXWtbGRAe3ws91tp6DNE0fIve3mtkmhn4UI0l6eA/VBeN5Xqr7N4\nChTqNS5az9lh5hQjS6cFhiKnA1tUMjMmMHuwViO2VMsPDo8Z/Ab9Kr2Y1qzfGIWoAvYli713OdIZ\nm8gqX0sw3vHTXT6gA4/R98BQvYwFlqnXnn68ImZUx9g+aIFtkXUi8IxGGxRtuA0K0RM1BhENMm2N\n6/0eRKTd7KdrPuPWp++bZk2NxW1mOiruHgsBC2tQH/yDmaSarzBux0jSq8eHJCP2VpYV7myuX41c\ncUsUCMeYcuZLLAw1XLZggZL9R/SimaWFYOH45Do9S0qVwk3jU5pfwP4t/+oiNcwNZi0fv6/1/tT2\nGlYIWLaJx4fvNffV6dSri7BvvYxt7r5QVLz9JLDIfOsLkagQbeShSWeGU8f4oB01bG55rAdvRzlq\nWjUwuUKry1xXYGeYFR4mfToTvxlgEAchhJApmURnXyEbRIfWTGbwh46IwQtJP7g7PeuqzzC7ojez\nLk2GyYCh5l2ImB7xImZpb9KFX02GGU2P+Al/Yxj93fCSyKYs+oU3wjYRka+W+hJ3G0uXksossN1/\n6L2ImjAxHZiFm8uytu0I6/AWmHEneuuk9b/0FX4y2hKwkaORtB7r++JhaNIVn7MxktCfEcbKZ5Ne\nAvtNaT4LzwpLmNACm6Sar5C5Ssyeos1lfoORK151JIb7Q3kYvGgtWiN6UPsSMcs7PI3CjWD0bLCS\npgT8O6hSPj25gN0+W3BHp41z/8pMIzmGMl7DTByHgP/QC5iJTsxecMY9+hc395V/RaTt002ZgKmG\nievF0m+as/TDQcegqhduYnpQwLzeoIChYi29dzFTo0KKwmOyaoSF/2wmqeYrbElHFfekuyRgT3xy\nxbOjeJRke3xudrniWoPacDofFuaaLm3EzAsVnnVVtMTdl1GpTMBG4jsm5TN5+VfK+zLP5QW+/TXW\nMAHRwnQoYGqEyRHT8bCrnJgVdtjOImtrW2tR/J+m1cwqBMx8UNJvmjbsx7Ia37HAWaZBeuvHC1jr\nLbDWC5g5N9vM0j6RqZ306R8M58AIIYRMySQ6+wrZOLo2vIxNIM6W98NQ/1kO2jrZYejEyGhwpClB\nE4UX8XQaLDwrzJXkM8G7wNpm9zVo9NSfZ+YMLMysMD21Bfbv3DNW4F1tC3y/RzPYWvdy2CJrZoHt\nphVm7QnNknu97ByYj6oPp8ful26bCHgUpf8qBcxKcTZHg9boXw7DfmQsMP1k1A+hheBH7R8moemz\nuPQSHY8JPN0X6I+sKzChBTZJNV/BNCZxDetUZvCwJWkx2bkhTzjxDLV30V+reA9svAKnMR0w4X/O\n9lTrO9UtTRjH4Kmf8HcLmJwJmPEsmYatX/rxyL4tTZroO86bNA3iMAJm/qoXUXeakHrjMNSdRXxH\nJ5C7R1FvOXQh4sSVJvDtMa+CmoVRIV7M9CkRqpf0H6z/tBeXznyAtZiNnJU5G02ZP5t5avo0xWgo\n69JhJ8fO3KClFh+hF5VCOWo7LCwtFK3iojiZIVF6hFNTrPhA9EEQbhanjOwfFzAca48YZ5Py74vq\n5R9nrVevnaPZ3Ja2tsUok4A1Zua99LD6vWb/cthpgKIvf09Lk8f0WIsiEnFTu4N5YU76xqP9CwVs\n6UdvftxQf9S+Gl5gJN80e2rzq7DDzMEzME9Nn+YT0oUddgo+bcPBi283hUSFhY8QWnuZ+eULz9Lj\nvkSBB8HpKRtUuLmdvhp1UUVWNmre3PPIC5jZFKdtk/JvEXHSheMh6dP+7+I+2P70W2u31kRka4HP\n8FTb5DDC9KzQhWgETI/3Wea6cthkItL23zszEYkoWiaeMBwMCbQKFLANPivzQV0VMJ/2Z0mfGxYr\nLu2fWplozSMLDOIghBAyJfNI7dMULkS/eYo6VYxHUdyIpuYVXyLW5OrlTARHg80n3GW13Zb5W4pr\njZuSZr83FLaBrOwVMZM1KaEF5vHOpdY379CwWI4vdBHZTbGlbYfR4wM3QuPMh9TXyyTiC2HZ6894\nXb26HKZY+7iJwHyYNk5z+1vvTManB1pdJh0aXqEFpunMKir8OrU7sTCqCrehf3BNogyTVPMV1qQx\nXXo2efdX+PfUpRY6AJGrNcQCBws3DkAMMBu5BYM/Cx8K2MONOIVNbx24C7yKebC+ImAbNJXfIWCf\n7pMxjDiytqRJqHrtJS8im+zuxF3J9rAOcW69UGPk0J49If370eELzpmAmQgRHxspIm3ZmtxiAdM3\nuowySd+ENKGdyByDH1T4mUv/OZtqSJ/lE6Fj0JT/+lk/nnlq+jT7HFg2IKrxFkPrG24xqAmL8lcf\nqdiIqjVXSX9Fcy5uhvEd4/jFDrZ+kCuuw2Q3cmox+MNClZI8S4U81DNMTy1gJoze4NULH6PavAv5\nVyNMQM9EZJPb0m7tbpD5AEXUGB+RqDKGM1tyL7iZrCL43gdD2vSy3dejwlte3aZvV/7TWPrWMjJo\nkP4zD/8WiUEpyk6sFWseWeAcGCGEkCmZR2qf5tSFWHwG2XAGBzVbP1xdojFOYXCEjJhcGf5aLfkE\nvuUFZ8MGt7+5DyqrYVjO6QG1b6cwzrIs/7rYr7HA5Ej40bq3wBY42M+BYRqsLuNOlCa3pYnsP4m5\nqVWk/kMB/56ANYZW16mZVWT5aH5z3Sbb0lYR6RajUvMLXesjzUz6T1vyxuONp1MzK8zyZ/mDw8L9\nKbUN94OZqrLPYVyI/ud5vo7EW7/fPGfRVYKug6w5YgvbzhpZ1u5NHxgXtlAkmutjfj5sSbJCtsj7\nhA/KsEPWNffP2fBDCJ05I1m1tq1R1qT8O78F31AbfN1bnx78OYINvt9eBXePoohsTqVMhL0cvkQR\n8e7ETMBWWT7k02f5aP6j1t3raLuSPaLt3fKPQeORqPHIywKWpQvHo8n1FxrUrZH9P495avo0X3YM\nmnLrv2sjdXoyPqYF0vqCc/gqYqhhnqKKzz1MQyXze8wcWHNKZlTK9I3NZW3uU5IrzS37zrLHh7in\nyUjWqbbN/h6YEbDsOdjgG9/69KkF5mVPv3qXdcyNPZTJGGQmCwMUMwFbZcEjP+TTBHRkC4Lgpoac\ntLYtbW3LLbbAwrGR9LkCx4SMmFlhevDE09Ky4yfkt9xHjp+MPx2SiksL6Fm7uYeCH1Jp+uqDGymE\nd1SToTL+4HpzxIu49bcp8NiS/t43SI+Ax5svzzxEBB4l/mkSqpTkWVmBM/LvqP4t+tt6ByCOyba8\nGaCA+bTRM1DH29L+ah8i8g6h8yo2Pqq+fsd5P8VHIe5K9lCmaHWrQMCOdFs2EVnkK7DAwmYm/f4C\nbzn5fpHZXpj4m0RrqjbPIA5CCCFT8vstMDMFJvkIozbQN0g8rLG1H3j6ZRJxkLvln7fZXwyCXhwf\ntfyzwHsx7kT0KG79fQnc16mjQ5I9GcaDF9pPfnMwy/uFMuNsUv7t9oRfTYscgCMuRO94NBaYj+9o\nnVX31ZatbUeNulfEwnecBy0wTe9GmF8mUTcxrRbY7pPcN1dZWrsvRrXss+VZgxG3mTFiePnNEbvt\nfvE3SA91tuPej5cK5mn2f4qAIc8JmMm677mBR9HkqZ7pztYfiemCQntHZHmwZIP3H67R57K5+8LW\nPy5gI5UP3TWXFCvMqgucpycHoID5sQWOQoxomfFaGMWw9sO11rf8fb9OI23uWsdZt6X9tdzdidkr\nYqpS/hWxWsD2U/b4jjAiMZse2zXMnLXKcl9ZscmR1S97rwwKmER9ITlSZUk1KROnS6Il4DXdL3G/\nqcGn0/+aH1/Bl8mm4U0ba/1C6q1P+2dyJ0z7wOXmREsHoQ3+CfRngf589au41GHweWQ2s3OLOTD/\nPPL3JbmAXcLcZihFZrOQolPZM6X5mNWJ+Hc+KMP2ra6CFTZNC9Hv18tSIWB4ViJg+rF/LctXu8+K\nSR+guAffY3z8uIDhWUUEv9/cfyYmfBU6KKRJa9p6HtqQEWqM3qw/ADeLrKLAsG56rc4CO06eAs6B\nEUIImZLfb4F95jeJVjIOzQXGi+avGVwaT0y7SftL5B3ypD/OjEOlL1RcXY2/LkyHd/UE/kSzQBTe\n89anzUi/Tl+t0pZvZs5Ab0sVWRJlwU/7PvdK9/+evzaR9pgQydq0rmapm0tvZq3gXfRptNtMCf6s\nwgewiSyPWbGtX4DKzIH5tImqFwip91nGhej3ZAtQYZZP6wd/aoHJ/Y7Pe0Vhe+lOfHPOVwDtsLBi\nxz3eHl9E4Zj5Yfx+AdOHsAe7kqdFnV3cTutOFGlfIiINS1+iQ41aYp0Ktnwzu5ORtlh/Fv7InZZ8\nOj7tN4vyw81MvcR1OaNY0m8WZ91sztwCtvsQb8c3dBORJl/H1/DWt0Z8b91rz/5BGMUyL/y2RKW8\nYmUCtoossH5Hsy5EnANT95d6EQU8ipq1ew7lcCFqgcUcmDkgEzmfq5/7oICFnLoEtfzwSMwaEC29\nx1v3RVDAfg6FBWYwz97wQa2HVQK2b95kuUGb8EGJxgJ74qso1Guw/aFo1ads7iOQ/nbE5Up5U7Ve\nhre2nf318hYqWS9aI5o4J59REwY927Xtq4k0eU8sMFQpv0QFipZZfsnInhEwtPDMYceRj/U7ml2/\nw4vZnoUvNZs5MGOcFUYV7vGKZTazLKUQs8FoixGyiS4jq4lleeua+1RN//cLWGGBGTKDwcgNmk+V\ngO2yhfEd2NtNiVt/mtG2qzzX+LKzNnfPemRhnIpLP1eNUL0kl6swy2w6SysrcpJenPHvQLdiSWvy\ndRhnb82qlNczAZUymwJSZPyQeNh+5a1XR/zQ2zHsO373eWsPqwvjO/wmipmxwPbQDL9MYvi33qyP\nNOlvxIsT3r6/dBiB8nAbinM4TNX0GcRBCCFkSn6/BWbcKDWh8RBaYD7LW2DdYeaNMc324cjm2sbc\nOSWzYHzW6enG7eOrEVpgPu03T68eVntL/sqwJXWrMn+7BVabYodZdGtyW+7W2DsYYdIbT2qNmU0p\nQz/WxFaT4+M2BhlYfrsdJiK7KVZYYGpmoQtRDTI5bLg6HKO2Zoq//iy/WZAdiZEarV+JGP9mTs7I\nAnNRGxNaYL9fwNb+Jsd9iaFjLBSzQsD2ZvCI4TAeRQEHHW6GyoEKN8JV6ULMCiOSf4jjGub3hLXK\nBHhEscJcN8s1KGBZBefBC1juQrRRHE1E5GuRr2VoDszrXBb6EUY5ynEK6pmXwF1hl7tHUUTa8dKx\nipZOdOmkl7oQUdsGXYg+nWneKxpWzJydZnnHoDkmEbAoaoMC9gP57Hstkt38qYCZTT+UNVlbN8SV\nh0GmeeGDBcVMYOfpDRgySfBZ5rDiWuGn4498Tm4lqeSIhongSgJbeeCpek3SizMKAQuHYT6g8B4X\nKH81EZG1Dc2BLb2eednzc2wSWWA+DAT6xW6N3Zb21URFy4iZES0VM1wsSpwU6V/cg1mZbhVGm9mZ\nZY2bWV6ZTN3CrG7eS5d4CAVsEjgHRgghZEp+vwVmFojKCA0M/1eicaw5YI2ycL6gy7r1HkXjNsSi\nvSuvGChlt5qZX9vZAYUrdsR/WHz0tUU4Yn7d0pwXLbDJ+bcx+89asbZcb1jdwwHlr6NA8/qzD1bc\n+s0Ru81bXaFJZ0xE+H0WabL2ZhbOe6E1ti9seHwWJxNghdvwOTMuOyzbTGypkyys1cP8Mq4JmdsC\n+yMETJ7VMO/V03QoYEXWVp91eBTbF7xhKnCQQEH1DWzuMH/PIw3U64p/rn+X/9BXqRBX5yHMNqXv\nldnf8Cxfown5jEZNhQtRtShz+UH6q3XTY+EcWBj64WVPP24jWl4C1Tu/9ONEKPCrLV/LIsePjeG7\nX+hCrOUnlKIRF2LmFdQs9Q36byv0/n2rgN0eH+kW9Y0JBewf//nPf/7XdSCEEEIuwzkwQgghU0IB\nI4QQMiUUMEIIIVNCASOEEDIlFDBCCCFTQgEjhBAyJRQwQgghU0IBI4QQMiUUMEIIIVNCASOEEDIl\nFDBCCCFTQgEjhBAyJRQwQgghU0IBI4QQMiUUMEIIIVNCASOEEDIlFDBCCCFTQgEjhBAyJRQwQggh\nU0IBI4QQMiUUMEIIIVNCASOEEDIlFDBCCCFTQgEjhBAyJRQwQgghU0IBI4QQMiUUMEIIIVNCASOE\nEDIlFDBCCCFTQgEjhBAyJRQwQgghU0IBI4QQMiUUMEIIIVNCASOEEDIlFDBCCCFTQgEjhBAyJRQw\nQgghU0IBI4QQMiUUMEIIIVNCASOEEDIlFDBCCCFTQgEjhBAyJRQwQgghU0IBI4QQMiUUMEIIIVNC\nASOEEDIlFDBCCCFTQgEjhBAyJRQwQgghU0IBI4QQMiUUMEIIIVNCASOEEDIlFDBCCCFTQgEjhBAy\nJRQwQgghU0IBI4QQMiUUMEIIIVNCASOEEDIlFDBCCCFTQgEjhBAyJRQwQgghU0IBI4QQMiUUMEII\nIVNCASOEEDIlFDBCCCFTQgEjhBAyJRQwQgghU0IBI4QQMiUUMEIIIVNCASOEEDIlFDBCCCFTQgEj\nhBAyJRQwQgghU0IBI4QQMiUUMEIIIVNCASOEEDIlFDBCCCFTQgEjhBAyJRQwQgghU0IBI4QQMiUU\nMEIIIVNCASOEEDIlFDBCCCFTQgEjhBAyJRQwQgghU0IBI4QQMiUUMEIIIVNCASOEEDIlFDBCCCFT\nQgEjhBAyJRQwQgghU0IBI4QQMiUUMEIIIVNCASOEEDIlFDBCCCFTQgEjhBAyJRQwQgghU0IBI4QQ\nMiUUMEIIIVNCASOEEDIlFDBCCCFTQgEjhBAyJRQwQgghU0IBI4QQMiUUMEIIIVNCASOEEDIlFDBC\nCCFTQgEjhBAyJRQwQgghU0IBI4QQMiUUMEIIIVNCASOEEDIlFDBCCCFTQgEjhBAyJRQwQgghU0IB\nI4QQMiUUMEIIIVNCASOEEDIlFDBCCCFTQgEjhBAyJRQwQgghU0IBI4QQMiUUMEIIIVNCASOEEDIl\nFDBCCCFTQgEjhBAyJf8fkJ6n63OQUekAAAAASUVORK5CYII=\n", "output_type": "display_data"}], "prompt_number": 28, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot( D, 'Old distance', 1,2,1 );\n", "imageplot( D1, 'New distance', 1,2,2 );\n", "colormap jet(256);"]}, {"source": ["Update."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 29, "cell_type": "code", "language": "python", "metadata": {}, "input": ["D = D1;"]}, {"source": ["__Exercise 2__\n", "\n", "Perform farthest point sampling."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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h2Ne2Ar6V1mw2qcpipgFePx4SulYEBUiKYl+T60x5E8qI5XJpAybCL7RFtDS0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TDxHSPUhZtczItgXWO6i1NRiXpqpM2m811IJNljgUAKnXl7iFSL6S5S11Q3b4VbhLk3Q2AfENvb\n21hYyWH1ep1/F8ZhGDBw58JkzzjM1ceawFLBaRKLxVhkFmkM1u/38RzYfHgzYMqlpaVarUbqopBI\nDoPcBwoM5m0dEPoY38uJo8QeiyEXR77cSkI8TCaTlmWNRiOwF8RDeC4QeAVBEI/Hc7lcs9lkow36\n5uPxOEYsBjPZi/tgGkYke2UymcPDQ3ZTlIc4w6uCd0F/5JMfLacCQ2DHwnsTGKaB5LBHhWJKt9KI\n5Jx9bWpXIsShiUNeZ5HDnPnTwpgnU/q8CXQoAELhpGfkR3qz9HFKkrekuIff2LotIRegRCIBvsQ8\n9EWfYi5YoOS5AtL5i+NDua6LSYvLymPGpM8w0gTEsiywFyt4gA95XJxzgMBkTrRSqZTLZYbaYLJu\nt0vKgTuRQzSTyUAxxmjBSdlyS8Sad+458Ffm7gc2Dc4UmlrRhEIGYXia53kxcTor1RGZHjty50fe\nAh9jl6a0LoLfuLoLNjgG51ODvRgMwVeFKmMcPy0Do2q1Ch6FLx9lCXLDBzkRqolkr3g8zrMr8V7o\nHRyLxcBefJdkMvn4lPAbAjsWIgTGFLQrjumCGhDoM7Qw7SP0wwuSwyJTi6FYTHdRIvlJLdHRnWZG\noxH1EEljUD8Y1iAIWwSuidkOLYXEQyZT2gYtxUPWt8bjcdCkJ6qhJXsx8OLX4okTC6V2yvQe8tWw\ny0cyXqQuVlLjxniaLTfyhsA+OL75rW9de+EFZkPxAMulFBJRH4Z13/d9KSdyE4bNFsIXEEMQBEgm\nYc1l8wsEFjifRemWnrBpIMHp66ZleQ1wGFKkCMIwp5QeWnDDU/NgTMYpw0gR0b+rG5ZKZR5zAf6j\nfr+PomZwGM40AevgajTWLy0tSQJDPThkRp5x4ekGb0opvC/ZC91+LcviEWII8kajke/7tm2j+IxB\nXhAErVbLEJjBHDKZDPNP0oUYCcKoJVIKoPgg9TdcE2X2oQBpjHOPnMEEEonN1r7EIzlM5sYY/di6\nvxxjIE8fGyGpCxkv5r0k21miK3xMt7ma6pNqg3nLvhJKJm6DOokS8ZxkLxg3sG2PODUWAy9Pt7CS\n7kdu5FE9fQpj5dzAspRS199449lnnpEENtP948vlMgkMcZjkMIZiMCUhDnNdF4VccX3Iqq07viul\noDTmcjn86XE+i69du6AxFDJ7nlcoFLDRqVQqyAzR48PZhJcrYZJS86flyW0iTUlwIYVhCOOrnM6w\nWsDg3ul0QGC0uSulEomEZVlgL9gFJYEFQYB+HGSvSOzlOA7FcGbaPM9j4AWmxEbZ0edfI/wqFAqD\nwQD0Hz4eRWDKENgxMR6PE/qEZZo4FiG1xCNTYkfGYfwnXiXzUnKaYS49isMWb4OAXo+X4FMw2mPS\nK5jvPsVdJ29Y3jy1HRr0fdFnJJzPeHHt4LvI1YQBpSOSapa2y79H4IWFybZtbFQXS6dNBPZBEYbg\nsFarxXhacgOa1ZLDEIf5ulYdjlwceUW5GCQxHo/xKrwPd0Vgslgslkwm8/k8uh2COTAXYLWAwIho\nXinFhFyxWISwNhgMlCjb577KmndCOcIJGWk9BQILRfdhfBxwJBRLcBi8r2EYkqoZewHLy8ulUimX\nyw0GAxAeeCiS91JKUTUBMWMkj0YjnjeGwAtvR7JHnVw8HkdWDOV01nze/RzDENix0O12IbvncrlI\nDiyip0c4TM6BR3EYH4ciQSXlODVvoFCaTshh+HnknSBVJoV+pU9bD+f99JLAIrQqjYtybxvMF0Tj\nCuQkKTlCxpF3rnTsZc/XLMfjcViQJXVFAq9An1IYWXci7GUI7APiP/mRHzk8PPTb7X6/DxkgIhgE\nQZDP5xuNBnOWksMQsriuq5SCrw9DAnEYns99jLR+YMxgHWf0w+lgWZbnedAYgyBABXFSH506m83Q\nZtfzPFt3skc+jMktOepc0ewxqXtwQKVg0AlzCgVtcJjsKYVYTSkVYS8QmGVZPH4FPXk9feIzJx3e\nFFMY7IVU1qGu8uaHsiwLKgXfaDab7e3tsRg8FovJtPf5hiGwY4E7Jijvke2bTIYtcpjSto4IgeEn\nkjd4F8ltlujeS2cgaUwJgVFy2GIQhqjLFljkUbkeST47kp8YJvJVStd48X64VHGZkCk0ftIIeyGF\nzqMpaTWUp2UyMHUcR1ZPpwXIXoGoVDV4H7hw4QK+0na7PR6Pu92uJRqVcY9VKpVqtdqRcZjv+ygl\nhotdiZh7OBziJWA4iniQB5Q+CQwjTQrXoZagfd+n1ZA0ABIi50W0cSVGqa17ldFYz/Hp6dOZ5amt\nHJagLtwVqAIvlGevoKtvoVCYTqekLsleklDBXtAMAdd1u90uuyDSlIjwFOyVz+dRPMdG9biTZDLp\nOI/Lwv64fM4PiE6nw8JbaO6LEVgkGRbhsFD3z13kD3AY1XaqhZbOG1Mw4YgnASitzFg6xbVIYJge\niwTGTyd1oQhRRX6j5o+GCUSJjJRJIzktkhbtkYu7YCwEo9FoMd0lu6+GWkRdLD6T7JVOp6FfndwQ\nOY9A8wsAKy/6FqqFZhkodWLrDXKY0jzkOA44jMI44jA83xFF0NjuBLo2C1yCfCc1c7IdjjKAQCJL\nlTErMfLljGPQz7fjTaKaiqMd4SPPbcFeCuWGSh+/wIEdi8VYp0UCwxbq3r17Efai8B7qQ4ig8yPj\nhSM92X6+r7sghmGIN2Udd6hb/ZK9bNuG+0nqOucbhsCOBRAYgjCIG9glyalyZAqK3no1z2EyvaSU\nQiKHnCT5iU+TFg/QmxJeQUpzJI/3IDD57qQiuR7hruTuNfJLeZPyPslJ+JlKpVzXxdxT2pQon4lt\nNfbdWCYWM1745vG+Md139Uj2AlKpFHfNJzQ+zikYgTEOU0qx4ZOM10FXuVxO9kvkhgMSH1vVUEym\nQkCmSerjgeRuCbEUq/2ULq6P6WOLXdfF2o13j8xKWpzk+FfzwoM/3+1MfjQQGKgXfANJIwgCRxuU\nePAKqCWTyViW1ev1cPgLOCbCXkrzTXy+I7Bt2zRV4n1B3phQPN4FF5fsRSUDlSSnMmBOHobAjgVG\nYLAgzmYzTGnUZ8gJI9VFPMbQ56UiciJ/H4ZhXDeI4sbQWkAgDPcyIFNiVlu6nSBmrJQQGSep+ZOa\nQ5GlX/ylEvKLEnksfgRLO0TI4hD3EH5ZwhKiROoLz4zFYrPZDBINCExmvJj0Urr5/Xuzl23bmPmG\nwD44lpeXuSfA99zpdELdAhHrphwkQRAUCoVmswkuQUcMXCoMQ7QDJY2ForVmXHfRtSwLBjxbt7Xl\niAWHwa+PaEyJEmPJhXI+SoU/EnWpee1BbtHIMQBUPkZ+gT7NXGn2yuhD70DA6IYFgtnY2AB70TCF\na7q6DyRDNzazp1+DZI+vAuxlWRb6fYC9ut0urkZFHRf8kIfGDwsMgR0LUkIEgQHItco5E2Ev6CQR\nDmMoFomEsFHFcxjfLHIYaYxTAtPPEqIiQ5xIBCaFvshnlDNWLRgRGWzFYrFQn+NsiaMopI4KPQfT\nSX4cNW87xBKAMxJ5ntORsqGlq0pl30WuquQw3/eRXaf148MZDo8LKpWKZC+g0+kopcIwRIrI0p2p\nA23zKRaLSIkhOMB/4e+ey+VC3TCX1nMpG1iWdXh4CEoAGUBb5ghE34rIeSi2aF6zyF4yAosI+IsC\ngzWfYLZE8QllQ0x5SH9YAUCcYFm4ARkebWxsoIKNSa+Y7vYJpmHCDN8ttl9wGwa6cbBlWejwORwO\n4QehFx8fGbKhlDFPacicNAyBHQvtdptLqiQwhmI4MMWZBxd0cNiiFkdFEb/BdMLqvEhaasHlYVkW\nJEoGZIE4pSWyvV10cMjLyldJ7pTJLVsbxtR8EguzkT85vWHoirwRX6V0Tag8kFDKhuw1JdemR7EX\n2hTR9EGc0Pg4p2i1WqhkihhkyGGgsX6/b4l6qSAI0M0IfyO21cD+DGMg1I1DEWRgeDi68JkchpjG\nEaUgvV7PsiywV+RkL6WJJ6IfLhJYREWXA550xf0fJrKat03FRQ8aUBcoGQZFhF/4ubm5GQgfP7d3\nYJqiRi6X44GZcBsyQ2ZZViaTcRzn8PAQsRe9+GRTLEG8ICK2xwGGwI6FSA5sNo/pdIo1NMJb0uMU\n4bBQVwoH+kwvbv0WOUzNl2QBlk6Mce1geTLDsk63q5RaajYxD2MLVdVH/owJZ2OEtCK8RfZyF/oi\nxvX5lmqB85Quj0N2gRlyHjk4050SlVK8h7jojhhhL9u2MfMNgf1gsb6+PhgMSqUS4gPp8GT7KKzO\no9Eopq3qGIHlchkOe7Q3pFsVVIRS4lB7JZjp4fhstVrU5VBthkU5n8/j5ZgpcDnCoco2Zkqpza0t\npdQLV6/Gj+oaFZv37lKf4PwlaVlCIcf/JhKJbDbLkg/btuFtkQ57yWEIv5RSoGHUb6HuuFwuk8DQ\nUR6BF5Ne2LelUqnpdLqzs8NmHLiy4zjgQhaE4YKWZe3s7JzeqDlRGAI7FtrtNgnMdd1FAmM0lslk\npJDoipZLUMaOzDZhQlqWRZsWdmqRUImIxDTyn0xBQ59RSh0eHjqiDuzIqSt3nZb2QJJyOHtt7WZ2\n5qsIEgLgGPySaQx+ijAM8Y1Jf5c87l3KhqTP+HzPexl4QTbERSIEhoJWg/eNjY0NxMTlcrlUKjWb\nTRJYNptFPkxpUQGJTLALAXEsm81KDlMLDiCKigin8HvEYTRHwCECAouJQkOlhz3m4Hg8bnc6uP8H\nDx5gEEqDVUTnl1lbS3TloCeCgxk2d/wTuVtICJE207LMGeU3tm4gkE6nQTNkL3SB4skpGPyY/viK\nkNNl+3mKh64uF4MIiU7BqAlrtVqtVuu0xswJwxDYsdDpdGa6a1mEwJgbYyiWSCSQj5XshSX4SA6T\n0RiGL84YA4dhBibmgc5yiURCHqyFvRtvzPM8tbWllKJus7jxlPKg1Ez4IPJLV7eMw5TGY0ldtIGB\nbBx9ihK+RqpGZC/85FnvM3H8GGTGRfYigbmuOx6PyVvkMJMD+0Fhc3OTG4vxeIyOEiQwGYfRCgFF\nES/HCC+VSggUWFXiiLO1uEnCFOj1eljHsY07PDxkEAbNDe0E8/m81JwRuzN7+vR4fOPmzQvLyzkd\nwTuPQGSLycEs/ymHH7zHjuOEYciSj8hBPzAQgsOCIMB10CgEPZ8QfpVKJXwctADmcedMemFfy7Mx\n5VktuElQV6lUQod77BJaGqc6cE4OhsCOBVhgkbJyXdebP7NYMhk4DIusnBuJRAJVL1ipmTBQwscl\n4yfwHEgCEsri1IJ4ssheINrZbPZMLuf7fmE2C4V//VH6yWKkJVWXI3N7cnpHaAwT3hL+FBl4ETAK\nM+mFOYx3xGvl8pHUp2WiUpWy4Xtw2OkOm7MOEBj+QGAyrL+1Wg0Eht67+PtCQsSonkwm8lBKBGFw\nIcZ0nwgOSIZcCLiVqCP2PA8cBvbK5XK+7+MgLrQBRJsMis+4z8lk8umlpTW9GVLzPpFFkd8VzTiO\nJDA8YNSFHRjGG9lL0hg4DFRNjwaUWDyA57BcLmP3hhMVeJ9KqdlsNhgMIkc8X3/jjXQqhW8+csZY\nOp1mX3xDYAbzsKyHSi0vLTECixAYKUTSGFtPMQdGDsOKEInDaKniog/fcBiGEY1urCHDL1IXCYwp\nMdiZ9EeJ+jIiHAbGYtL7PUIxmfc6ksNc1w11Tyz2NWDghXVHug193Xc1rssJZF6NHTfi8ThXkMWf\n8p+bW1vKstRj09j0B46//eY3lVKf+fSnJxr4qyEUazaboBZyGJkMf/fRaCQVxVwuh1b0CV3yKDVq\nNa8r4oV4x7v37imlrj7/fD6fD4IAheqYXxgYpVIJuTTS7XT+zDklzuuJJLqOJLCEKCbDzSDRBf0A\ncT97c0j2+vo3vqGUKhWLSFAlEglIhYi6mPECh+Fu2RoNkxHfmzxjDHj3xg2l1HA0enplhb3toRy6\nrru3t8dn/sevfOUUx8wJwxDYcdHtdjEfHhWBRfJhjMY4JRiBUTGTcZi0YyidPQ51N26llOM4PBVw\nkcAi1AVK4GNZ1xKxF8poLBJ7EH0fuQAAIABJREFURSKwyPyPTHsSGHvcwUtC2ZAhF8Ov6fy5zEp0\nFVHaMR8RD5VSR/JWhL0Gg8He/v4pjZTzAi38bm1tSfbi5gMxUC6Xy2azCDiC+d5jlj5YkjSmlEqn\n047jlEola96dFNGxOdJ4O+vr6xECS4ojXfA4m80yBIwMLaaUFiXxxZFsicbBnGKYbvweWPjRE8Ct\nIkzM5/PoQ18UYDQWaS4DWRVF4gyk+LPdbqdTqeFodO2FF5b0qZX4OZvNtre3yV5/F3s9Hlu3vzsq\n3uCRwEw2X9SZw+Mxhz9E/JB8gWdoAv6Q3OoPyR/uw4chMAMDAwODM4nY3/8UAwMDAwODHz4YAjMw\nMDAwOJMwBGZgYGBgcCZhCMzAwMDA4EzCEJiBgYGBwZmEITADAwMDgzMJQ2AGBgYGBmcShsAMDAwM\nDM4kDIEZGBgYGJxJGAIzMDAwMDiTMARmYGBgYHAmYQjMwMDAwOBMwhCYgYGBgcGZhCEwAwMDA4Mz\nCUNgBgYGBgZnEobADAwMDAzOJAyBGRgYGBicSRgCMzAwMDA4kzAEZmBgYGBwJmEIzMDAwMDgTMIQ\nmIGBgYHBmYQhMAMDAwODMwlDYAYGBgYGZxKGwAwMDAwMziQMgRkYGBgYnEkYAjMwMDAwOJMwBGZg\nYGBgcCZhCMzAwMDA4EzCEJiBgYGBwZmEITADAwMDgzMJQ2AGBgYGBmcShsAMDAwMDM4kDIEZGBgY\nGJxJGAIzMDAwMDiTMARmYGBgYHAmYQjMwMDAwOBMwhCYgYGBgcGZhCEwAwMDA4MzCUNgBgYGBgZn\nEobADAwMDAzOJAyBnQdYliUfA0f+831f9ji/NzA4Mfy94/x9j3wz7M8QnNO+AYMPhMiksiwrDEP5\nX/KffHxMfL/PNzA4SWB8HjnOIxPh+xrJZtifIRgCO9uQc/j7gnxJ5CKLa4F8Jv65+HIDg5PE+xt1\nR47byMgn4S1Oq8hvzMg/dRgCe3xx/FgtstWNPN/A4LSwuMf6e/F9xWqS0hafb3DqMARm8H4gVw0z\nnw1OHqe1izIj/4cKhsAM3g8+SI7BwOAHglMZdWbk/1DBENi5wuL28D12i8d/5pEwpiyD00IkEbs4\n7N8jTjr+M4983+9XsTT4UGF2EI8pzObR4DGEGfbnDKYOzMDAwMDgTMLsRwwMDAwMziRMBGZgYGBg\ncCZhCMzAwMDA4EzCEJiBgYGBwZmEITADAwMDgzMJQ2CnClNQ8qHCfL0fEO/7C/zh/+Z/qO7wB34z\nP1Sf7sOEcSEeA5allCoWCvl8PpfLNRqNdDqdyWTS6TQeZDKZXC6Xy+UKhUImk0mlUq7r2ratlOr3\n+/v7+wcarVbr8PDw8PCw1Wq9e+MGLn/1+edrtVqtVqtUKpVKpVQqxePx2WyGp7VarYODg/39/SAI\nEolEPp+v1+t4fjabxX/hLXDx+w8e4G6LxWKpVKpUKs888wyeX6/XG41GNptNJBK2bdu27TiO53nD\n4XA8Hk8mE/lzOp3i52w2w2P812g0Go1GeAmfOZvNvvXtb3/0pZccx3FdNx6PJxKJZDKZTCZTGul0\nWj7G95bVyOVy2Ww2mUx6njcajWazGd53Op3ijYbD4WAwGAwG/X4fP/v9fq/Xw088wBNwe63Dw+/9\n+cwIf3/Qi+C1F16oVCrlcrlUKhWLxWKxWCgU8CCVSmGU7u/v7+zsbG1tbW5u/n9f/Spe+OM/9mMX\nL15cWVm5cOHCdDrd2NjY3Nzc2NjAEy6trV2+fPnSpUtra2t8WjKZnEwmm5ubm5ub6+vrDx8+fPDg\nge/76XS6Xq9fvnx5bW0tl8ulUqkHDx48ePDg4cOH6+vrW1tb29vbO7u7SqmPvvTS0tLSysrKxYsX\nV1dXL1261Gg0tre37969e+fOndu3b9+9e/erX/sa7nDlwgUMQv7EvOZPPEgmk7FYrKuBwTYcDkej\n0WQy8X3fsiyM+VQqxQUBy8XS0tJsNhsOh71er9PpdDqddruNLw1z9uatW7iZJ594Qn7JRKlUchxn\nNBqNx2PMiNls5nnedDodjUb9fh8Tv91ud7vdTqezsbn5vb/gYzDyTSeO4+KFF17I5/PZbLZer6cF\nwFiJRCIejzuOY1kWVt4wDIMg2N/f73a74Biw0eHhYa/Xm0wmvPLVq1dBMPl8PhaLjUajnZ2dlsZ/\n/MpXlprNeDxeKBTy+Xyj0ajX6/V6PZlM7uzs7O3tdTqdvb29brc7Ho9jse+F1NeuXcPQL5fLTz/9\nNK6fSqVs2w6CYDQaKaXw5G63i6k4nsdkASSSkQaf3O31lFLf/s538rlcIpEge4HAJHXxn5LAwF4E\n5qfneb7v+74fi8WSyaTrutlsFvN2Mplg6kr2kgQ2Go0+OR5//RvfOI2Rcl4QhuCwn/iJn8C+CtRV\nKBTCMJxOp8PhcH19/fDwELsoDNrhcMgLvPrqq7VazbbtTqcD9jo4OOATXn311UsatVrNcZxOp3Pr\n1i08c319HQSWSqUw4JvNZiaTcRwnFovduHFje3v7/v37+/v7/X7ftu3l5WW1u6uU+qmf+qmlpaUL\nFy6srKzUarVYLHbv3j2w1507d3Z2dkaj0YvXrr1+/To+GmcxHqRSKQxabKSGw+Hu7i6HWafTAYH1\nej0Mtt29PaVURlyEQxoctrKyks/n8/l8uVxeWlqKxWLj8Zi72MPDw3/6sY/9/h/8gVKqXq/H43Es\nIKPRyLZtRBe+75dKpclkgkE+HA4nk4nneWEYOo6TSCTA07jhXq+nvvjF7/35HgOYCOxY+Lmf+zns\npzKZTKVSicfjrusizIrFYmgtEwQBSCsIAsuyYrFYGIb7+/t7e3uIkDDop9Op7/u2bRcKhVKpVK1W\na7VaoVCwbXs0GvHJwDvvvosbuPbCC81ms6GhlDo8PNzd3cWMGo/Hs9kMMR+WGO7dSqXS008/jQYE\nuLcwDMMwjMViruuCzLCRPJK0GIrxMTaA4BgQTBAE3/r2t5VSH33pJVvAcRzbtvFFxeNxbFEj9CYJ\nDD/T6bRlWXw7vlEQBPgqZOMf3/dBaSQw8is+zhe+8IWTHy3nBr/2a79Wr9fBXthdIZgYDAaIJNrt\ndqvVwpo+Go08z3Mcp9FoLC8vV6tVx3GGwyHordPpDIdD+YTV1dW1tbVms+k4Tq/Xu3fv3v379x8+\nfIig6q/++q+VUlcuX75y5cqTTz554cKFfD6fSCTK5fLe3t7u7u7e3l6v15tOp7ZtW5YFdaHZbDab\nzWKxCM4Yj8d3794Fe+3u7vZ6PYz8paWler1eLpfz+Tw2oOl0Oh6Ph2HoeR52aQBGFMBBxfHved7/\n8+//vVLqH/7MzziOA/mBAx7jvFwuS24DR2LqDYdDRE4Inrrd7mw2wx2CmXAFvDaXy3W7XcRtBwcH\n/M6xV/7q1772n//jf1wsFjOZDPSVX/3VXz3t4XMSMBHYsXDt2jXICEop3/exRErul/09wQ3JZLLb\n7YKQer1eEARYxLGFzOfzJDDHcWazWb/f39nZ2d3dbbfbiKgQJymlXv3MZ65q6srn87PZbHt7+/Dw\ncDQa+b4P4QLTWMoO+JnJZPr9PhZ6Nn/D9EA0hgmDOQOSsCwL9OO6biKRkKRFxorse/7Fiy8qpV7S\nneJ4Ei4exGIxUhoneTwexw1MJpNYLEZmDcOwUCjg5RBJKFTi3XmHlmU5jqOUisViiUQinU7jgngV\nXvihj4xzjddeew1Bj1LK932s5lRrp9OpUgpjr1AouK4bi8Xq9XqhUIAGjhXW930swfiL12o1EFij\n0cjlcpPJ5ODgAOHR1tbW/fv3MfhxA5/5zGeuXLmCG8CMa7fbvV5vNpthTcdsajabS0tLqVQKtIGJ\n1u1279y5s7m5ubOzE4YhRAjbti9evLi0tNRoNCqVCsan7/vj8ViG+6A0COYcfthIRUb+//raa5Zl\n/bRlYR5ZAphWvCu5b4vH4+PxOJlMViqVfD6/vLzMrRg4zPM87oMdx+HnwqYZgx/fcKvVwjb3D//d\nv4MIWS6XK5XKSY+VU4IhsGPBsqxWq4VAh6u8HKbkgHg8DkWx0+lA31BKZTKZfD5vWRYmObaHxWLR\ndV3f94fDYafT2d7ePjg4aLfbnU7H8zzXdcvl8k888US1Wn2+VsN8s20bkvdwOAyCADTAd2fIBSST\nyTAMu93uzs4OJl4Yhrg9SU6u6ypNCa7rSu0OD/gb8haIPPLxlW40xxmOB5Lt8EyErZLSsAxhdx+G\nIbIOuAK4DQEZ0wBcSiSHYW5DCMrlcsVi0agLHxCxWGxzcxOKNyJ4pbdokNM9z1NKua47nU6xh0Bs\nMR6PMYaLxWKtVsPIxxOYHEK6a3t7+9atW+vr69vb27u7u9PpNJlMrqys/Fef+MTq6uoziUSr1fI8\nz7IsiHLYsTUaDYwfhFOIhwaDge/72B4Nh8PNzc12u+37frVarVarmJ6rq6sXL16Mx+O+73c6nd3d\n3YODA8w4vIvruhC6IXEjpqEAAJGDY55cgq8Lz+Gok6/C0zCbZrMZVBNmlEGQYCzXdfETuWpseTFh\nR6OR4zipVKparV68eBGZ4P39ffXuu0qplz/5yapS8Xgcsd0pDJfTgCGwY+H111+H9BwEAZQxR4CK\nAYKAXC43HA77/b5lWZlMBvJgLBbDWAR7cd/X6/WQRWi329BYEFHFYjFksKAxYrGACOn7Pq6jlOKm\nr1gsIgMMycL3/cPDQ+TesKeLx+OU+LEjBnVhYoNKAw3GagS+B8lVmMyWZQVBwP0jrR9SaZRiIy5O\n8ovH48lkEhpLNpvFhB8Oh9gE8PunVAvLCV0nUl3EBwGH4Wr4igzeN/70T/8UwxKhCbY4VINpW3Ac\np1QqwVsxmUwGg4HneRwGvV7Pdd1MJoMAAnEYvDmtVuvhw4c7OzudTmcymaRSqWw2a9v20tISUmJv\nvfUWArhGo4ERjjQzbgbMsb6+HgSBbdsU+WOx2MHBged56XS6WCxirMbj8bW1tVQqNRqN7t27t76+\njuAME8S27VQqlcvloIhkMhkQIfZVYRgiL0UNABsmsDKdSslkkulhauB8FSYRRjJ3ZvgeaEcaDofY\nn4HD8JGxCCSTSU40aCGWZSWTyWaz+Sv/6l95nvfp2Ww0GuGapzxuThCGwI6F69evD4dD7Pez2Wwk\no6OUgmZYKBRyuVwYhqCxUqnEgCORSDiOk06nYfyDzg7XENcIx3GKxSKeDyqqVCrValXmhGKxWDab\nVfMnStCvgQT7wcHB3t7e3t7ewcFBEASxWAx0hUAwn89Dz3Fd13GcCK9gZsIPAs5gkg/AMzmRcGPS\nqXhkFo18FslpUbFhMiyfz3e7XTzI5/NQbrljIJMhcpXWLKguSilwGEyhpzJazg3+x1/6pU9+4hMY\nvVymaV/COIS/Jh6PK6V6vV673YYFA393zBcYiMBwYRh2Oh1kblqtFh7H4/Fms8mkcqfTefvtt+/c\nuROPx6vVaqVSuXDhQqlUwu4NNBMEwdbW1p07d4IgyGQySCTn83nYHTE+E4lELperVCrJZDKfzw8G\ng7fffvvu3bv3799/8ODBF774xReuXoU9ChMNKTQ4pGaz2e7ubrfbpTOI1CUTVDQl0bUYSZ4dHh7K\nhC6YDF8LMnC4Gm4Y21m86Xg8DoLgb/72b//Zz/5sXSObzWLLCBMTdnIY/EopxG1YQ0535JwYDIEd\nA5b1XaVyOgEL1Q7KleM4yWQSqy2Eu3w+jwGKHSJWW0xvJJkgHdDXBOoC4VGUKGtks1mk3JDBQpAn\nJQsoh9ipua7bbre3t7fhTgR7Ib+dTqeRcstms67rYkcJyqTCjm0sbtu2beTbpUWFciIIA7+kEoir\n+QKe5zFrSBNjhNXwuW7cvPljP/qjeY12u43FCEB+BYEgHSIkVwSyzHuBTYMguHP37qdeeeXUxsw5\ngGUppb7+jW9cuXwZ8p1SyrbtRCKBIZ3NZiuVCjJecCRuaoC6crkc3INw2Nq23Wq1EHNMJhPSVTab\nRdbT87xut3vz5s3f/K3furiygsjjypUra2trruveuXPH87zV1VWQxLvvvnv79m3btovFYi6XY1XJ\nw4cPES/CE1QsFhuNxnQ6vX379s2bN2Gjv3fv3lf+8i+VUm+8+eYrP/7jcJRAXUylUkiecRL9wR/+\n4adeeYUqqKRw6blPp9NgLFolMcu63S79sRQPIBh+9Wtf+9nPfa5ardbrdWgGPGZ6PB4PBoM33nxT\nKfU7v/u7L167Bg8XvCr1er1UKoHwsA/GWyAC++a3vvX5f/7PT3XonBwMgR0XV69eTSaTqMSSmy/s\npEAPKOGaTqcyl4vdEJzHUL1lBQnSvNlsFqSIIIzTA0SChTubzcrD9LB8w3CYy+Wm0ylWEOQS9vf3\nIRtiDler1XK5jI0eIzlQF09IwmNcGTfGgAYaI2uzIt9MJBEojYhUOJXOkAVBMJvNlFIIQweDwfbO\njlLq+vXrIK1CodDr9fiYKBaLWDpx2cV3VEr5vg9efPDwoVIKi5TB+4S20X/qU5+SdVEMHZBu6Xa7\nu7u7W1tbW1tbX/zSl64+/7zruoVCAUvtlStXqtVqPB4/ODjY2NjAX8d13Xw+v7S0hL9mGIaTyaTV\nat2/f//mzZvw9WUymcuXLz/33HNI9ty+fZujfXd398aNG7du3UokEvV6vVqtLi8vx+PxmzdvPnjw\nIAiCVCqFzV+z2VxdXe31evfv33/33Xfv379/69at7e3tdrvNT/nqq6+ura2trq6Chm/evHn//v31\n9fWNjY3t7e233n5bKfWVv/zLK5cvo4oA21BpTZKeWwz4YrHIf8LABU1VKQW7FtybSqnf/b3fu/r8\n86SlRqPxxBNPXLlyBYbk/+IjH/m/fud3lFLxeHw0Gh0cHFAvwc4AExMTFmrE9TfeUEp98Utf+p6Z\n/rzDENgxEIY///M/f9VxILshuQoC43xmZAZhGiIbEs5QtDFLKbghdsEVuBBjrZdWPUwVKJZMPilt\noIATxHGc/f19TLmtrS3I+pZlQSfELrhQKARBMBgMsDFESoCJKMuyxuMx2AWUiZ/IUeHDwuA3m80Q\nSNGwTo8WLe9M9VNl8n0fL2QFNFl8MBionR2lVL1eV0pBG2m1WpGcGXxZxWIRd4hIt16vw//S02CB\n8ytra3/5V391mmPmXOB/+bf/NpFIfErU89m2jT8fsrYQq1HC/Dd/+7dKqTffeusfvPzy0tLSpUuX\nLl++XCwWB4PBW2+99fDhQ0Rd+Xy+2WwuLy8jhphMJjDrPnz48MaNGxsbG3jrV1555ZlnnkmlUnfu\n3Ll161YymWw0GrVa7fbt2+++++6tW7cgJF64cGF1dXU2m73zzjv3798HyaXT6VqthhsYjUYIvB48\neLC+vj4cDl3XXVlZ+a9ffhmVzq+urmL/d3h4CM/9zs7OwcHBZDJJp9O4mX/6T/7JZ0slbKQQ2IHR\nWdqYSCSQRUZyC/ZCpZTneVeuXIHlnT9ZgaB+//eVUplMxvO8TqejlJrNZo1Go1AoVKvVpaWl6XT6\nP7/00t7e3ov7++A/yPuYILVa7cKFC2tra7LpgXrjDaXU1eeff/M0BszJwxDYsfDSSy9Br0OCl9kv\nyiCYihADsdCDe0AVqVQKizjDKRg6sC4je6SUAvnBZUt7IeMb3AkDO+yCJ5MJS2cYfrmui2x2uVy+\ncOECnfS4N8ieuHlsJw8PDxkbQcnBHdL6bNs2exCwcDhSHINPwc9IyUU248jlcgiVUAYLGvtvnnxy\nMBi82O/3ej2lFLLTk8kEW1dJYCBvOozpOWw0GvAoksC63e4/u3jx8PDw/z29MXMO8NM//dO01QDY\nJWAhBoGhGBH5IeDVV19dXV3N5/Oe573zzjso8MKIBXU9+eST2K9gN9PpdFABNhgMMpnMz37uc1eu\nXPnYykq73b5+/frNmzchA168eLFYLP7RH/3RzZs3a7Ua1cXd3d2bN2/eu3cvkUhUq9VisXjhwoVn\nn312bW2t3W7jv3Z2drrdrm3b9XrddV1Q18WLF0EzvV4PVv7t7W1s8srlcrPZtG37f3rttUql8tlS\nqaQJDM4OzPfBYLC/vy9zsVglMOahu66srBQKBTyfFg+YvP7Nxz/earU+dnCglJrNZpjmg8EAS4rr\nuqVSCf1HJpPJ/v4+dHgWcU4mEywUpVKp0WhA4/ntj3xke3v7J7e2TmnInDQMgR0Ls9mMvILCF+jU\ncHYgnxThLeRm4SeE7Yq2b6zIo9Fod3cXVgilVCKRQGyHOkcMRwR8yEsx9oK+7zhOq9VCN50HDx4w\n/IIgWSwW6/X6xYsXy+Uy6mDw7ky5I6gaj8cHBwd0SGMWJRIJkDRUo1gshuo0FE1HuukwosLsYmbr\nO9/97ic+/vFI5p+5bpgsSqWSUioMQxAPqBFfLKtqsEMHkyFTiLfD94lvBpFxOp1GAhIOaTQ7ON1h\nc9bR6XRs20Z5A40J+GOhgUsQBNgqua77P7z6ar1eX1pauua64/EYWtxv/fZvX750CYIhqOvJJ58s\nFAp036GhRrvdjsVi9Xp9bW3t8uXLsVjszp07b7311s2bN1Hj9fTTT8fj8V/4xV/8BaV+5GMfW11d\nff755y9evHjz5s0bN27cuXMnn89XKpVms/nEE0/gv9rt9t27d7e2tuCSh1MjHo+jgHp1dRXCw8HB\nwfb29tbW1mAwcBynUqksLy9jsuOjMU0Ad3Gn02m1WpgOsgUMaOz//uM/Vkr9Z//oH8GRVCgULl68\nCOZDpIU5EoYhDISNRgPchoQZHmD1wHwfDAaYiU888QTyylhAoOTTTgIPpOM4Kysr4/F4k92kzjsM\ngR0Lr7/+OqrosSJj3QQrSAsfRh7ogW6lVColS8dQEIqaZXgi4A8EgaXTaTh3Pc+TXkff97vdLnwc\nGKlbW1sPHjzA1vXBgwcIvzDN6vU6esFhuW+32yijhhcRRBIEAaQSfASmwXAn5XIZs3c6nbJ/Y0cA\nNCZbN8keVOgs9Y2/+ZtyqRRpu0WPO22H6XQaFkoKSgzj4K1C0DYajfDtlUolyKH9fh/2FqUUokkY\nBwqFAioKWAlu8P7wla98BTYNGBPg5MZQgRiIYkTHcVAjDIfhxsbGxsbGw4cP//wv/kIpdffevX/4\nMz/zlIZS6u7du/QB7e3tgV1KpdLq6mqlUul0Ov/dv/yXSqlyqfTkk08+8cQT165dm81mX//61/9b\npZRSzz333LVr1+r1+re+9a133nnn1q1b6CN66dKlq1evXr16tVqt9vv9jY2Ng4MD1E4h8EokEmi9\nWC6XJ5MJc1H9fh9mKITyNAriS0BKL5PJ7OzsYNqiLRwmAjkMNIaX/Nmf/RlrPdfW1mR7gVwuh2ei\nVE4pBTEG4iTf1LKsTqfz8OFDVO/gaa7rIvWFfTCiXqxF2DdzcVheXj7BYXKaMAR2DFjW/6nUj/3o\nj6LrTDablSZDmrxZCgb1DBIfPPeo80cPNLgEwV6WZSEowbKbTCaRjJW2+3g8DsLAALVtO5lMwgd8\n//59PPizL385l81iGoO6ms1mIpFAHZhSijkMFJAOh0O0CCF7kbrQNyibzaZSqel0irl6eHiI2Q75\nnh5fpPFQXElzfBAE6pvfVEq9cPXqBZ3Vg/DCLJoSdnxcB2ZO1L2i6QbEVWinlF593+/3+7C04Z9s\n0EXzJzyZWHlPd+CcdfzSL//yz37uc1h2M5kMwnc6V1kWBoUcFnC4OUAeuMgv/sIvfOqpp5566qlc\nLre/v3/nzh0o1fl8HnXHjUbDsixIduvr62+++b30zerq6tWrV1966aXpdHr9+vV33nkHv3/55ZeV\nUl/96lf/91//dSUCsqtXrz711FPpdBp9fjG6EOijyuXy5cv1et3zvFu3bsFVy/ZXqVSq1+vdunVL\nKYVtImZKoVBoNBqpVGp7exvtb/r9PjadMPTCuM9iR/XHf6yU+sQnPqGUwveDUYqKT6WU7/v5fB4S\nItyDqC51XRc9SprNJoY35iaUCcS7/LqWlpbK5XIsFoMaie2p67rNZvPChQvNZvPxGfmGwI6L69ev\nI0KC1ZCFIIixkMgFSaB6H4+TySSkklarhZ7ZIDD4O9DOAJwRi8UkK4BRHMfZ3t7udDox3dA2nU6D\nt5BauH//Prx25XIZbmCwVxiG6+vroKhCoYAJCQ8Vd5GY4bgmqmGazSZiL5Buu91GMxHwFjRD8AQ+\nr6xxJizL+i+vXQuC4CXfRxGobOEB4mGJKDbCoW4fhW8SSiAiMLyQCirkVoqodPmjjSk2CmhiUqlU\narXaCQ+ScwXLUkr97u/93jNPPw2na6RTO+v2EolEr9fb2dnBEj8YDNBN4xc//vGLFy9++sqVZrM5\nGAy++93v3r592/M89OeFsahSqeCvORwO79+//+abb97QpzR88pOffOmllyaTyY0bN+7du3d4ePif\nfvazn/vc58YHB6+//vp3v/tdPO3ZZ5+9du3aCy+88OSTT4Zh+NZbb4G94vE4hHRQ7MrKiuM4mDKw\nBSLfPJvNWq3W3bt34WDE/IUv/8KFC0tLS57nodQaPIGNqSz2V8Ja9b+99prv+z89m0EGR4wVE+2g\nwExLS0tIdKGTFiaX53loMfzLv/RLzWazWq2iRIFuT7RAvH79+ptvvfXzn//86uoqjDCYpNBssH+9\ndOnSZz7zmVMYMycOQ2DHBfaJWHmld5YNcjDDoXezZWe/34dNCzo72MuyLDBcpVJBe0PswrD44lQR\nGOs3NzfBXqC0bDa7tbVF6kLqC7f31FNPgb1KpVKv1yNFoe8GLP6e521ubqIRqsw2Z7NZtKfDARmQ\nK8fjMbrSQSqEBwS5AX4P0jwZ8Ztg9iKKwkeDjiptivwaYT7kdTKZjFIq0nibzw/DEHIQkvZ0o2A5\nQHS4tbWFDianNlzOAbSNHgUY7GnEPmQY7YlEAt2Y4D6AiJ1IJGq1Glr6BkFw8+bNW7du3b5927Is\nuCFgoGDCGB4K+OA7nc6K64zVAAAgAElEQVRnX3vt2Wef/cRHPjKdTu/cubOxsdHv9z/60Y8+99xz\nBwcH169ff/vttx8+fIjbfPnll69du7a8vLy3twceCsMQRkHsyTA3UfV87949jHxo15ubm6gngwcE\n5vuVlRWc8AKLx3g8Rt1xKpVCFhlaQiB6FSJpjRoVZMSV7riG0St/aeseIuyMalnWaDRCR2yl1Je/\n/OXl5eUlDZTBYZDPZrNvf+c7SqkvfPGLn/7Up3AeTaPRQMV0r9e7efMmmtMbAjPQCMPPf/7zL2rd\njB1xZDUYjwRDuwE0FYRMt7u7SwLb2dnBxhBeqXq9nkgkQCeYG7gUQpD19XWwVzqdRgh1cHAA3nr4\n8OHm5ube3l6/3//Iiy+urKw8tbq6urrquu7GxgbYCy9MJpOwZnW7XaqX+BSYw3AqLi8vo904mqXC\nQ4/GNkop6EXs60r5iCuaZHTMW5AWz/TCY2QXYHXBLpj9OCjlQ4qBeoO6byTYEMzB34/al2KxiOw6\nOQy72p2dnXa7vbu7i6MuDN43/s2//tedTuflXg+LPoS4SPUI4i3LslAygbFRKpUQoMMiCCN7Op2G\nIwMWQRp3Dw4O0B0DXZ0+9rGPPfXUU88///xkMrl//z4OQPnIRz7yzDPPPPfcc3/yJ39y9+7dg4OD\nj3/84//91avXrl37B9euJRIJdO548OABNORMJoMdDKYSgr+7d+/6vo+NYyqVevvtt995551f/43f\nuLC8jH6Ja2trTz75JJTGarWKvlPIHMNsBePVvja127ZNGYalxOyYaulWTwjpaM7CcyDX5/P51dXV\nbre7ubn5+eee++KXvqSUCoKg3W5T3oAlslAorKysPP300//i6af/jy984emnnkoeHsJic+XKlaee\nesq27du3b29tbSH1qH7lV05x5JwYDIEdCy+++KIsoaf6zw7TIB5IBL7vYw3FQX+7u7vb29sYVZfW\n1nDG3cWLF2u1WhAEEDTgzkfDG6jqm5ub3W4X4Qh+PxwOaZfH2Uuj0ejy5csXLly4ePHi2tpar9d7\n8OABOghAnc9ms5AEGf/t7u4qpcCI8IaBR9F7G04NpeOkmO7fCKcfO6Ui7sS8jeuTZQDaWxB+sXcU\nj+ADP7EHB75PpbVBSzfnDcMQBs6YbhzFDuhw+VuWtbGxAakQvhXJYbFYDBtVZVmPycFIHwYsy1pe\nXsZ2Qepg2BghFuHflC+Buw9lVbdu3fqN3/zN5aUlHMvy9NNPX7169dKlS7PZDCdVJhKJ9fX1/5+9\nNw2OPM3rO5+8lKlMKe/7PpSHUldVqaqr+piD6cbD4DXnLGvwBgZmuhkMjjU4lsNhvDZ4vRA74AUD\nGzs9DeMIGMCw4MXMMhfdM2wf09VV1XXpTmWmlKk8lLdSSkmplHJffEaPRce+qIWgFN2t50XHjKoq\npUw9z//3/L6/71GtVrvdrkqlunz5ciwWSyQSWHtQKmZmZhKJRDweJy1sd3d3fn5+cnKSoVev17t/\n//76+vrGxgbXNYvF4vF48K9qNpuonnO5nBACOobRaHz77bcXFxf/zz/5EyHEVqn0XdeuJRKJRCLh\n9/tJWgGxQI94eHjYbrchTJXL5aOjIzx/ubZqNJqzdhuS03R0dPS1r39dCPFjn/oU8y2XywVZCSMo\nEG+Qc+gqvzw1Va1Wp2o1pr/9fh8/HY4hd1+9Xv9zP/uzH240+AB3d3cxH6GGKZVK8eABv4n3w86/\nKGCPtObm5mQBw2hDnmeW3OVsYuSKzWaT7KLbd+7wOi6XC5DaarW22+1qtSqEgLUoiw2qFGQrTN1w\nOJTuAIRYHh0dhcNhr9fL0IswXP4UDYpUz+Tz+VKpVC6Xt7e3YaIzePP7/RxXtVpdq9UgB8t7H6wz\nzgyMEqASvg53g2IDOZgDKbXMcoItmRo8487KtPlePCOYRlD5lKe2vGazWQKVfICHh4fwlWH8AxVy\n15apwbhwfcRiefmVV94PZ/jvbv3UP//nQogXnn8ejhy4t06n63a7bHt5ceF/KxSKvb29SqVSLBY3\nNjay2eyff+ELQohSufy9Tz4JRdDn81UqlWw2OxwO9Xo98cSohhOJRCQSCQQCeMm3Wq3BYDA9PY05\nBbz8g4ODS5cuJZPJdDrtdrtLpRJExHw+j+2h2+0GSFer1VtbWysrK2tra9lsVqPRUNtsNtv9+/dX\nVlay2azb5apUq89/8pPPJJPBYFAaKiJo6ff7EIZJewGf5AThO2o0GtVqNe6FZ4UlUmnAx/jKK6/A\nHvR6vV6vF2UY8Hi73cb/iQ8QsTaDYYSVjJy73a7ZbMZx//DwUK1W05bVajUO1+7u7sjISCKR8Hq9\n4otfFOL9Emh5UcAeaXm9Xumzjq2nbC9I1cNiA7wLpWen0yHKr9lsWi0WEu6TyaTf79doNBQbIQSX\nWdh3er2eQtLtdtVqNQfJbDbrdDowQ9IfUCUHg0Gi041GYy6XozPb3t6mPmFSwI+9srICeqnVahmG\ncciDwaDdbj88PIQzRvYEEyYII8w5iAc8W73Up8HTkFMgE3P3lKa6FDCJsopTPw7pVsDzTgjBXOT4\n+BijBwYM0qoHqxHZ7alPg1e4KOC4SgGTzwhZxv5bm+2PznffvKvXqWnZyy+/jIuSNKGQ7n/yfzD0\n3dvbazQa1WqVAlYqlXxe71ap9PwnP/n05GQ6ndZqtcvLy+vr60IIaDvI1UkuDoVCDETRHZ+cnKTT\n6Wg06vf7iVxpNBqzs7OJRMLj8YyPj2cymcXFxZWVlVwuZ7PZbDYb4x+DwTAcDrPZ7PLy8urq6vr6\nusFgkCMl/Hy3t7eHw+HTTz/9c4nE9VjMarVKv3wAlb29PfDP1dXVn/6ZnxFCYM/o9Xol2U+r1aIm\nttls3MPAzFGI7u7uit/5Hd7pcDgEUAF4ODg4YKZ+cnLCTRcWhlqt5oeEKQb2wHFQq9Vut/vw8BCY\n5ODgQKPRhEIhcUro5WXtdvtnX3yxUCj8m/PbOI9zXRSwR1psO/qDdrstW7GzS9YwDAt4rB8eHmq1\nWp/P991ut9frjToce3t7GxsblUpFeeo3CpVDrVZzRHd3dyUxhGdxoVCoVCr1er3VasEDDAaDPKyV\nSmUmk9nY2KA5o/mgPvl8PqQk5K+ju3I4HIFAwO/3Q2GiQeSVJU2DOzW6YNoao9EosUQhBKcRQLLR\naHCi0HKibgEUfcfIBDdYmIf0T+IUcZJgIM8RfI2pkQxXAC15XFLJGIb1ej3GXQ6Hg7sCRORwOMwT\n7Zz3zbt6nZI4HA4HdxchhBQ+nl3D4RCrCC5tJNv1ej29Xp9Kpf7FxMQzyWQ4HG61WsyiVCoVG7vX\n6yHA4h7W7Xb1ej2XIYVCMTk5GYlETCYTIn3kjFeuXGHUms1m7927t7S0tL6+7vP5fD5fPB6PRCKI\n3wuFwsLCAqZTHAoUYJlMBnB+ZGTk+vXryWTSZrMBBohT1GFsbAz7xOXTxedhMBjC4TBDMrwTJU0J\nlw1s9blx8nF95saNQqFwtdlk4IfNjZSvkGrGVt/b28NfamFhAQPGn/+X/zIYDEIJlgypZDKp0Wj6\n/T623fl8PhwO+3w+kEzM58bHx2dmZs5t2zzedVHAHmkVCgXIgVw2EXYAZ511WJdNGF0aZjD4wbhc\nLq1WW6lU6L1QR+J5SiIfbdDu7i4oDT2Z2+2GlAHRCwWV3++HNNjr9bLZ7GdfekkIMWYwALJzk/X5\nfCidf+dznxNCRMJhyBoAmAQjYbFTq9Wwkho5zbqEyI4XOOliDKsANIbDYbfbBZPEd/FsE3ZwcPDG\nN74hhLg6P08ZxsiAmT8XeSGEBEmkM1apVKKG2Wy2ZDIJU5n7rIw+4h4qredkN9ZsNpeWlpAT/MD3\nf3+r1cLjYGJi4hz3zHtg/cqnP91sNuc7HX71Z70xuZrABZXeSHBWYagzXuWJr9frM5kM5USr1bJR\nQeC5b1EwaPQPDg5UKlUqlQI/aDab29vb3W5XoVBMT0/v7u6azeZisXj37t3/4zOfEUJcu3o1Go0C\nToJt1uv1Bw8eoBK7fOkSzlKJRCKXy9Xr9YODA71ePzs7G41GCeWR/T3ExV6vl8/nKY2Li4u5XA6k\nEXvGeDxutVqPjo6o1tz/oD790R//sRDiO/7BP2DMhh4xHo/TG1HkJLd+f3+/3W6PjIxg/CH9Cr45\nuxXi1VdfjUQikUgkGo1CbAZ+l5sfxw14H5/4kR8BOEX1T/zF+2FdFLBHWisrK9Ai2JScYfoAcQqO\nSRa4RqMRQjA3oomBgsHtr1KpQMqw2Wz469DNgBzSk1mtVqfT6fV6ZXtEM6dQKJhaAX/n8/l8Ps9P\naLfbKV2hUMjr9UqePX/q8XgIjOAvDIfDTCbDVKzZbCpOPRi5flosFkA5dGMQrrhon5yc9Ho9rBZg\nhcjhmUQR+Y63bt+2mM1n+Zny07PZbGazWQgBTZ/3pVAoyuUyfzoYDGQAPHeFs7QuHqN0hPICu3H6\nTpeWlvANoRt7rLvkPbcuXbrEdLPdbiMVh5WKVab0fUCSDyVPGtVjB+NwODqdzs2bN5lUAW77/X6v\n13twcEC7v7m52Wg0UENin5ZKpYbDYa1WM5vNjUYDf8J0Og3fp1ar3b179+1T0vnU1NTc3JzVat3a\n2tLr9eVy+f79+5///d/nT5PJ5MzMzNTU1ObmZrvdHgwGY2Nj0WjUbDaXy2XGzICiWN0rlcr19fVs\nNotDFT4ATz311M8lk8+kUoS5NJvNYrFIKiZ3OMZgfMeXX35ZxlNYrVZmdYgHpO0c07Jqtcru9fv9\nVqs1Fottbm7+cCz2O5/7XCwa1dfrEnIMBAJEeiJTA+qE9yvu3xdCvPTbv/3tH/vYxMREIBAAR3n8\nu+Vc1kUBe6SVz+cpS1arNZVKSVSNp3On03lHuByTJPoPIcT29jYP/UqlwqMceoXP5yOKAikiDYrD\n4WC4xRUPkSOsJJ/Px5O9VCpRn4rFokGv3+v1JiYmAEkcDgdCMcZm/PyJRAKVWCAQ6Ha7/BFQj/T7\nADNkmGSz2bBug+gskSJo+szbyuVys9nE+QnkBKz/0nB49969melp36l4S06txGnO+tHRkdPp5PTC\n2KSMlctlChg9K64EHHs0DJQ67q3mM+sjZvPLr7xit9kMzSaFlpnEOe6Z98DisqVWqwOBAHNfaOjS\niJIxJ1mRiC6wsQBdEELkcjnY6qurq9yKYrHY9PQ0RL7t7e1CodBoNIiR1Ov1h4eHVquVomWz2XAL\nU6lUiUQCUqLf779///7CwsLGxgY/5BNPPMGFbHx8vNlsghw67PZavf7C888/OTWVSCTgLqIPC4fD\nvV5vaWkJ8T6CDYvFYjabNRrNw4cP19fX4aODgs7MzMTjcVABtVpNWtjW1hYMSYjyTqdzOByKv/gL\nIcT169fpVrlgQYw6Ojri3oafNS+yvb0NWLq6usrZnJ6ejkQi/yYc/mA+j2QN9qOUnXFOk8mkx+Mh\nfvOTbvdnX3opFAyaikW2/TcL2/tjXRSwR1pEngshSqXScDgkvEfmjEiau0z5UpzGgNGvFIvFv3z5\nZSFENBKB/hcOh91uNx6G9Xq92+2C17lcLmjxhCZgIQNxHFmoxWLBaK5YLFYqlZ2dnVgs9u1+fzwU\nCoVCJpMpn89D9m00GgcHB/NXrly/fj0ZCEDc55FB/1Sr1WhlsHECY+RbaDQaOB1wLmT3U6lUqMSY\ncGMIZLVaJecCxuAPzs7OnZyA/onTCSKfCSppIcRwOJTGbrKMHRwcVCoV5gRM17xeL+gr2Czp74zi\n1Gq1z+eTLnMft1onq9VarQao+P/pEnKx/n+tarXKE1ahUIRCIZvNptVqlUqlxWLhi7KGAaeDQ3DV\na7fby8vLP/lTPyWEcNjtAADpdPrSpUs6nQ4/p42NjUajwU0uHA4T07O+vt7r9RwOB8JHRMSLi4u1\nWs3r9YLs1Wq1q1ev/g/p9OTkZKvRKJfLFotlOByurq5ubm7u7e3duHHjpycnn0qng8FgpVLBno0I\nHjRnMh5Buo6Njo4uLCzQV1F1rFYrEivszbrd7vHxMbCBUqmEJ6U4dUBVq9W/9tGPHh8ff3QwkAm0\niEM0Gg0XOOiaer3e7/dze1tfX69Wq7u7u5lMBmw/Go3OzMwwqM7lcrxIs9mULReDOrgk6Or+ldf7\ngWwWiubW1tY37dzeH+uigD3SMhgMBwcH4F1CiEaj0Ww23W732NgY5G8UYFBvacKoQMSrv/7GG7wO\n+T08C9bX15lvdbtd6LNw4oPB4HA4BJTjJKhUKqxljEYj5UfOyRnhsvXHxsY2NzcBBkm4iMfjXq8X\n6uPo6Cht2dbWFnxFaBFghk6nk+qFQ125XJaJXLKbpI+s1WpAOthfcUOXRGqIHgD9tE1wOsAAOY1U\nRDKloETKSRhljFnCP/qBH5DsZEJheEriWM88jAdoKBRi1sjDqF6vn5ycYNJznpvm3b9wdanX63t7\ne7lcLhKJTExMuFwuOS6VUxmFQiHnwRjprqysLC4u8jq1ev2//+hHZ2dnL126ZDabacuYSMVisXA4\nnEwm0TPVarVer+fxeFwuF+Ww0+lAGgwEAh6P5+bNm+12+/LlywzJaIZQbq2urm5vbx8fHz/xxBOT\nk5OTk5Mul2t7e5tuj4199+7dXC6HNw1Avd1uhyixsrLCHPrw8BBQMRqNBoPB4+PjjY0Nti5ECYyg\nsDllFigdaoansX+gJjh3sxtpyzgXo6Oj8XhcSkQoY5lMJpfPCyF++Zd+KRwOX7582e1253I5Dk6v\n15NljOM2NjY2NzfHGIJqt7m5CbOpWCye5755jOuigD3Sws2Feczy8rJ0Z/d4PGazmcc0pFiQlr29\nvU6nQ/Uql8vjY2Pd3d3nnn0Wv4zR0dFMJlMoFKALQ8mFGcg3wmIDnaNarUa8Qn2C+9dqtQ4ODkKh\nEJpootBB5IFfhBCxWAzWRjwe39/fX11dLRaLiMmq1Sq8ZxBLSFxWq1Wn0+3u7tbrdVm9KFE6nQ6y\nH4akzMbgUEiLXuiFijMxYKAlKL1UKhWJlwjmcNwQQuzv74+NjXm9Xtm9KRQKsbkphFheXqZ6AU/5\n/X6z2UxRRENDDeNfWSyWiYkJ+GYYoFzgh3/7FQgE4Np1u91arcbmAU9zu91wmngiD0/TQFA3Li8v\nE4Zis1obzeYLzz9/fWZmdnZ2bGzswYMHwHT1ej2VSmG6USqVNjc3t7e39/f3/X6/x+PhwgQJvlKp\nhMNhv9+/ubm5u7s7OzubTCbVavWDBw+2traodsVikYzjq1evplKpdDptsVi4ynBypWsUegBoUOx5\nBIUcOoVCAaIQiUSAHAqFAg0N5CagcqzdpDk1dEo5U2CSjZyZcZT0n+v3+xAUIapIFxulUnnv/n0+\n9ldffbVer09OToZCIZfLJWsYwzOoH4PBoNFoqFQqj8dz/fp1TjqzA+kg+n5YFwXskRYKFZCrSqVC\nDSNPAScLkkToDEh3heOAX0Y0Gv12n28iGAwGg0KITCYDeLizsxMIBGi8QqFQOBweHx/nEspTXqVS\ncbscHR2l4EFW7vf76JdhFWq1WnojdJEcP17W7/c3m83C6aJ7w7AODIRlNBqFELy+HHpxy8OPuN1u\nM+uCDYiTt8xBltkQjPffwZ6XRo5CCGkWxYMPiJK5oPV0iXv3bFbrWL0uhJAm98Ph0O/32+12iMsw\n32hPlUpls9lkdCeFzGg8z3PTvPvX6upqNBpNp9NCiMPDw2Kx+Oqrr2JIlkqlUqmUy+UCmRBCYMBR\nKpVwvtja2trZ2bl69eo/m5y8PjMzPT2tVCpv3bqFiHh7e3tmZgY9MlhitVrt9XoImQOBwMrKysLC\nwtraWqlUohOC9TA1NZVIJOr1Osow4Mf9/X1gPfwS0+m00WgERoahvrKysry8TBKmzWbD6tBkMnHB\nIsQH63oOgs1ma7VaS0tLGxsb0tiMNTo6CjkWiBs7ee5tcKCMRqOMB8IKVY4MIWfC3lSpVHq9/vLl\ny9Qev9//Sb//sy+95Pf5rKcNH8Fmly9fLpVKUuzV7/d3d3dbrRbFb2trKxwOB4NB7+mihp3z1nlc\n66KAPdKamJiQzJ9SqXR4eLiysnLzrbeEED/0j/9xr9fz+XyHh4cw3cGsYRX2+31ogVSa4+NjVP2F\nQqHVanGvpPEKh8MOh4PqJcNBmO5otVrQFaZi/X5fqim5I5dKJcw7Dg8PlUql/I7BYFCv17/xxhvY\nJ371L/9SnM7hODaInXU63f7+Po2LHBdjAYcka3d3V5zyKnu9ntR+dTqdL37pS0KIVDJ51mroHQUM\nUpb0OFYqlVwnMcuhPjHqoPZ87/d8T6pS4YnWaDRobVn8zPK+D2wFONNqtWCgEFdvNpuhkF2sv/Gi\nFSDTRK1W0wG89tprf/KnfyqE+N/+/b9HaKxSqcrlMpiBHJFKA8Opqanp6el+v3/79u1bt24tLCyU\nSqUrV64QgMJMizEVRKRkMnn37l3yUwqFAuqu8fHxXC63v79/9erV5eXllZWVQqGAlS1JXSqVSn47\nslG4YxUKBUmpn79yJRAIpFIpv9+v1WqBBOG4q1QqKEhCiOFwyE+Vz+eZnMHyCAQCJycn0lD0P/zG\nbwghPvDMM/ReeKKOjY3BZkSFYrfb+/0+Ksl+v69SqdbW1jiYLpcLo2273Y6xp9fr/XmP5wOZzPr6\nOgpOpVJ5fHwciUTi8Xin0wGZB3XAjIq6WCqVwuFwJBJJpVLooCXD5T2/LgrYI61YLCZda0ulEhtL\n7OwIITKZDE/hQCDAYWAWTX/g9/tlpRkMBvl8PpfLQeiYnZlh4kX18vl8rVYLngIPdE6CRqOBf0VF\nPDo68ng8PKb9fr9Op8N0RzIVGRX4fL5gMEh+BA2fpNTTmXF1Jdkdsr6sXhgH6/V6PE/39vaGp9FE\nHF1GgMSD8ZrLKys2q1XKWShgDANADmmkeEBgPiKJUnBe+FMGcgcHB1AzyJ3hGsvf4SP1eDxAl7ge\n8HSghrVaLRiMBAk+/q3yXlpvvvkmv+iZmZm5uTmaXSlUunnzJts1lUqdnJzgjdJut7ljpdPpeDyO\nY2G/3793796nfuzHhBBmk+natWtUr8XFxdXV1a2trb29vcnJyYmJicnJydu3b9+5cwc+BRhjNBqF\noRCPx+/evcsfJZPJiYmJUCiEQRqdGWg5EHq9Xl9cXLx///7vff7z/MDJZHJ6elqmVo6PjysUCoAE\nMHO9Xt9qtejVstmsXq+nrQ+Hw3a7/SyGgQmcEOLBgwcAhihGDAaD9JRiIuh2u4UQuPPwyWSzWRJP\notEo1CoQeCEEfsculyubzUJlYrQWDoedTqd0sRFCQCrhicFDqVQqRSKRWCw2OzvLN30/rIsC9khr\nOBzG43GezpgNjo6OikJhzGBwlkqMYdRqtdfrZU5GC8+TlF5HCEF0Mm2QEEJWLxaVj3EC1QuIQ/o8\n4ZzkdDolzx7VC/c76Hk+n0/yGIUQkk8vAwafe/bZRDAItGgymagN9HacDWlthT89DjcHBwedTofx\nG5zJg4MDhUIxPj6eHB9fWV29/sQT0zqd1GbJgZZarQaiwTFoeGpFr1AoUAtJ818hBCM3IcT+/j5G\nc0ajsVqt4klP6jy/C2BPIQTNGYgi5A5qWLvdhhdzPtvlvbJsNtubb75Jk/0ffv3XL126ZDQaXzAa\nP/Pii1aLJbq6qjqNck0mk9iqwVaIRqOxWIxZlBDi4cOH908HPO1O5yenp2dnZ9fW1h4+fJjP57vd\nLmOtqampBw8ePP/CC0IIk9E4OzubSqWmpqaazebBwUE0GjUajf/Tv/7XQohnnn6aarSzs6NWq1Op\nVCwWs9ls5XIZO4x2u724uPjw4cOVlRWM3F54/vknZ2YIK8BTTaVSdTodPKUwLVtfX4c26XG7ge6j\n0ShC7K2tLfzyiW+22WxPPfnk62+88eyzz5K0Aj4hiYJMyHZ3d61WaygUYquzjTudjjyYExMTiUQi\nHA6zh4mym5ubczqd2WyW21ulUoEb5fF4mNjh6IE7PjlhEK8YW8RiMSym3g/rooA90spkMn6/PxaL\n6XS6er0O7+jva7WxYhEVFwNtvK5BybAWpXrpdDo4h1tbW2MGg81mi5PfdSouViqVVC8hhFqthv4w\nMjKC67wsUSD4tHQGgwG2IfRlpVKJAzcNFtQp2PbwBmOx2N8/TV1hFAfpQ1YvgH6kYEybAIV2dnZI\n46TPw9sJeyelUjk6OvqD16/P6XRn3TGoSRK1F0JQz2AzSwtEKUnGF0oIAd0jmUwypZM1DMhxb2+P\nQf1gMKCG8cgAWiH0FrM4LGLb7fZ5bpp3/5qamgInF6f91uTk5Pj4+E8aDFcXFiAiAZo5nU60umq1\n2mazBQIB5lvj4+M3b95ECma1WAKBwPXr12/MzNRqtXv37jFLxlp+enp6dXX1zqntdTwen5qamp2d\nRYwYDofVavWtW7f40+np6bm5OVg8YIzY2+PcdnR0hIfvxsZGq9UieGU2Gu10OrVaDSKGWq0ul8vF\nYpERrNPpXF1dXVxc/EkhhBDlSuV7nnwymUwmEgmVSoXeX6lUQnPF28lkMv3qxz/+9wwGtVot2RyQ\nueAxySxKtVodi8WkmSeTwnw+/7u/93vi1O4knU6bzeZer0eXhmaOGnZ0dNRqtZhfeDwe6JT8l2AH\nzgUOyOXT9dxzzz3+DfP410UBe6SVzWYBBLBck94zLNyYmBvDrSe5FSgP7jtZzNvb2xDWg2cWDvQ8\nwWGTQ+TtdDrSZnAwGKDQgvirVCqx7XkHz57ObDAYnLWuPzg4kKkryJlbrRZ7nbkXsy7geFJorVar\ntGBoNBpwizUaDT0NxVWlUkl7cmjEfFEWMBA/ycKQvResYohbqtNcMdmAMn4LBALMz1gyMo0JNkUL\nQZ7qdPEtaMVw4mi1Wue9cd7d64knnvjRkZF79+6trq5Gl5aEEMPhcHp6+vr164AQGxsb5XKZGw8s\n0NHRUYfDAbfQ6a1wHPAAACAASURBVHQ+ePAgk8lkMplsNhuJRCYnJ2dmZpRK5U/803/6E0LYrNYn\nnnginU7PzMxsb28vLCwsLi6ajMZ4PD4/Pz8/P28ymWq1GuD87du3FxYWrs7Pz8/PX52ft1qtvV4v\nFosFg8Gtra1ms0n1slgsCwsLuVyuVCrJGEyLxZLNZmu1GodICMEUbWRkhLS8QqGwuLi4vr7ucjpB\nPp9OpaLRKN6nOp2OngZCI/0QhHW0mMCG0A7/4otfFEJ8/Hu/l0nY9PS0EMJsNicSCd0ZlAJbOCHE\n66+/jhPb9PS0w+FgA8OLIcATDuT+/n6z2YTBCDtJp9PhNQNEgeBh63RdFLCL9V8XA2QesmCJMqAW\nxAAjOHgElDdofiRJbm8Tr1gzm812u12aYgQCAafTyR2KggSjyWAwoOGXUjCr1Yo7IlaeIyMjtEeE\nj4DUY+87GAzQKUvKIgwlqpfH4zkbKkY3yeSJZpEE25OTE/yI6fBUKhX22JJkCGMYUob0xOMzEadU\nQ2lzDMQvyYSSwQGlXuZxYPILJQzLnHg8Ln0Ua7Uar8xxld7eDodD6mkobJBolpeX/59XX32fpCL9\nHa2ZmRl+3UajEa4gVKaZmZn5+XmAslarVavVKpVKJBLBesZut4fDYavVWq/XcTvb2Nhwu93BYHBm\nZsbpdN6+fZvXByGcnp4+OTnBrSOXy/GV+fl5CLR+v7/f79+5c2dlZSWfz3/bt33b/Px8MBjkWjYy\nMrK8vIxmH3kvsZYw8iE6DgaDhw8fVqtVLmeHh4cLCwubm5smkwl3+XK5nMlkqtXqYDB46qmnSM4M\nBoNcs0hmATYA6Nvd3YXHxP1SFjAm37y1L3/5y6hfqtWqZFRxDGFOeTyeD7rdq6ur7vV1bnVCiMnJ\nSehg3W6XMKZ4PM4YTAgBCIFlIiMD1NY8gjgXpVKJxk78wi+cy555zOuigD3S2tzclAUMO5yzWNlw\nONze3ka9iDcoLAaz2axQKGQ3gFeTZM1CqDs4OKjX6/RweH2OjY1pNBrsqahegDMmkwl2opSY0HtJ\nCw8mcDK4UpI+4vE4HEibzUaqOuo0Ciqx67KajoyM9Hq9k5MTTEAwt0b8L0P80HhJy23qENI3ydRg\nuEUTJivZOyKYQV1obXlB/KJ2d3ch6Fut1kAgILFEsH7laVI7MeoKhcJms0kjSg6zEOLuvXvnumXe\nC2tlZSUUCkGWgwdYLpepUrOzs/yis9lsr9fD0BY6AzFAw+GwVCrRDZhMJrvdnk6nw+Hw5ubm2tqa\ny+m02+1PT01NT0/bbLZ79+5BzY3FYslkcm5uzm63Hx8fezyeg4MD2rhCoZBIJK5cuZJMJrFx6XQ6\nuHIQcBwMBlutFuPeg4ODdDo9MTFRKpWy2WylUolGo6FQqNForK6u5vN5afeMPL/b7Wo0mhs3biST\nSSTSDPOEEBxqNh56bQbDaJmRSA/OrP9mMDg+Pr56qlyG+iR3Pk8PfFAZ0xIWwe1wOBym0+lQKNTv\n92nv3njjDc6vwWAggQg2I/dXTE80Gk0kEuE+oVAoLgItL9Y7V7lclgXM6XTi+CInPTQW8AC73a4c\n6o6OjtLKkO81OjrK+Equw8NDzLZhRsCDAuxGXHV8fIzuUqFQtNtt9iiyYo4QsRTQOobDISJlnia7\nu7tQFsPhcCAQMBqNpKrn83n+GnwQJGjBYNBsNh8fH0sTpsFgIJstcEI8tul1CHTgyomB1uHhoaQa\n4q8DpR4RGJWMyAmIKthK0XthpWqz2XDDoxXb3d3d3d21WCwulysajY6Pj5tMpmazKds4xWkmGQ3i\nWcq+2Wz+FosFVOq89867eK2srOzs7EQikWvXriGK2NzcRNFsMpni8Tibn4KBIa/RaGQPI4GARzc+\nPs6kCg5eLpfzeDzAjOFwGGPPra0tr9cbDodnZ2fRdWCpvra2Bh6INfvMzAwWUDgWVqvV/f19nU4X\njUY1Gk0+nwdLTCaT0Wj04cOHq6urpVIJlkepVIIfD/9+amqq1WoBj+v1+unp6UQiMTk56XA42Ngc\nEwADzGhw/sX5UyIKZz8xeXa4YIFps1dxzT48PAwEAnq9PhaLAZzgIdJut7e2tihj/LSMdTc2Nl5/\n/fVEIoH/IX9Br9dD36jVatgAaTSacDiMfeiPeDy5XO6VV145n03zeNdFAXukhW8TNczpdA4Gg3A4\nHA6Hz455yuWytEoitkqr1aIMGw6Ho6OjoHwINbxerxCi1Wptb29LG8DR0VHkkJSEk5MTDgxAIiUB\nK1XIDkRN2u12t9ut0Wg2NjZgZMixmdvtdjgc6KPx2M5ms9AgE/G41+uVNEi9Xt/pdAiHhYsIjEnd\nktJL6IggJxI24WM5Gy1PG8QnwEtxK2fWRegMIzFmZrR0nU7H4XAYDAbMf+loWfSX1CfCX+QCOdnd\n3TWZTBMTEyjnQG8uWIh/y4UYudvtRqPRK1eugCsQTVcqlex2ezQa7ff7a2treIOdnJzgmE5MCUIl\nk8kkJ8dgd3jSI4U+OTlhQgyKAOceEf1wOET+US6XgRCSyaTD4RgZGbl//z78+16vp9VqE4mEz+dD\nPtXv92OxmNvtZmZWKBSoTOVymfiVJ2/cwKK+3+8Tmzk+Ph6JRBKJRCKRGB8fLxQK2DKVSiWucRBV\nSEfCyBFqCRgjwk3oG1wxpXhfCCEjVNBokljNtler1TMzM2gW19bWdnd3t7e3gToCgQA5LAx9X3/9\n9VqtlkqlJicnccG22WxHR0eIu6EvFgqFcDg8OTkJR/+ct87jWhcF7JGW2WwulUpoOxwOh+wzgsHg\nWXwMsvhgMKDfZ+SLmQ2yKofDwS1Jp9OdzRPqdrtwIpgkEUoCRieZuzR2BoMB+sPZMEy9Xl8oFNCK\nAf0dHx87HA673U4KA6pMVGi8IxovrqJAoDyAEBRzyeW/wBSHh4fwLRGBAf1L3P9rX/+6EGJ6aopj\nSV8lBWH0RpQWrq70WJQ9vinp8thCgiVSF0lnp4b5/X5eCnYGKArNHI+S8fFxv98vq9dFAftbLrfb\nTRPW7Xbj8fjc3BxXqHa7DTHVYrGkUilsKdAzMCtlUDQYDHCmDwaDJpOp0+mQYOJyuYAKx8fHs9ls\ntVodHR11Op3JZLLVap2cnFitVu6CmIXiWotKbGRk5O7duw8fPtzc3NzZ2dFqtalUKplM1mo1qhcZ\nmG+99Rbi5Q9/6EPpdLrValG9hBAzMzOXLl2Cai+EGB8fD4fD8Xjc5XJpNJq3336bnq9YLHLotFot\nbmeYfzYaDa6JXOM+9x//oxDiI9/yLWchB7pVzGUwh0O2SFPVaDTIC8QO3+12gxlkMhn+lPuiTqeb\nmJhgVNzr9d544w2O3vT09MTEBN0bLESm7CcnJxsbG0RSXARaXqy/tpj9FotFQrthxKlUKqSIdBUw\n6Hgcw4NABUWHYTAYzGazzWaD2bG3t4fdFBy/wWBAPguZqvzb4+PjSqVCw8GIyGAwCCFgeUBzcDqd\nRqMRb19J+jg+PsZUCb0z11i4G+VyORaNRiIR/hsKhaA8Ub2Yco2NjUEYIcpyf39fug9Ik3j0qpQW\nObh+uLBgMZu1ZxbqAgo/cmYu6cycqfqIYRkW8pozMzMyGpSLPCLZ/f19nLeodkII2BydTgfymxAC\nfjMej8i0L9bfeMXj8b29vYWFBW5Fh4eHU1NTJHiBfjcajVAolEgkMpkMT2Sr1YqoGWgXfpDVatVo\nNPV6nX3u8XgmJiZ8Ph/yeensvrW1tb+/b7PZ6K35U64jOHSEw+E333zz3r17a2trONum0+lUKnV0\ndESQJqagb731lkwLgyFyltx4dX7ebDZvb2+TpUC4+djYGF4hi4uL0FVgo5hMJumUTQgRyhN5Cvgu\nb731FmCJlDPTtHU6HT4Bo9GI/THecswaEFMST3H16lWTyYR+GXUaVz0M72nFvvilL4kvfUkI8Vu/\n+ZvD4ZDBZCAQQIRTLBZ3dnby+TyYynd/93ef2755jOuigD3S8vv9PFI3NzfJ6QEl02g0ExMT/CnT\nHeqHTqdj6gtNnEuZDHWEm4vGq1Kp7O3tSSt3xmZKpfLw8LBarVar1X6/D+yu1+vHx8dBI7nYUqXQ\nPEH6YGx2NldMqVRiP48DPWSNaDQajUZJI5PIoUajkddGu91us9kgBEpWCJfcZrOJ/5sQgivk2NhY\n2unkLaTPRE1KOTMcd+oc4hWeYrKMAc/S2AEGcmMgxBazVGltEAqFsALqdDq0cbSDnU4HIQFESvxK\nznvjvLvX0dFRIpHY3d198ODB3t4esHY6nVar1ezMZrNJ3g0+akdHR2NjY+12m2sH8gyz2Tw2Nkav\nMDIyAqYdDocxPxsMBkw3S6VSrVYjiRsDQ8ioY2NjIJDRaFSr1d6/f39xcXFra0upVF67do1wvkql\ncnx87HK5DAbDzZs3Mfi4cvnytWvXXFbrnTt3crnc9PQ05MZAIICxC09/cUqavX379o//xE/wxudm\nZ81mM6NuJgVk77VaLYxpyEe2Wq0fjkZ1Ot2zp570Ug3J/oeNJaNn4EkiDmNMsLOzw8EMBoPEbGaz\nWXhMY2NjEKNMJtOVK1dOTk7Ea6/x4927d0+pVE5PT/OQcblcfIuVlZVyufyVr35VCCF+/ufPadc8\n1nVRwB5pARVSw3Cnlnp7rVaLERQ1bHt7m9RXcAPUUWftAbVa7d7eHsxDfOUHgwECe+ZMCoUCTKBU\nKkGOorBB/3uHbeDR0RHafp4vcBRh8OPDhg83cwt49njY2O32YrEIS56RA4ZvoI6YtLbbbeRi1WqV\nVGgywKig4pRMqFAoQD75UTm9EH/Pklz4+4PBYGdnZzgcGo1Gr9cL0MoFEyMiYqkPDg4CgYDsw1jS\nqQQFGCNx/g5PTOZzrVYL0Gl8fPyc9827fN25c+eJJ55IpVK7u7t3794FmobzNjIyQkhevV4PBoOI\nymmyuXbQsTFA1ev13W4XRM5sNvv9/m63u729TUnT6XTb29sbGxv9fn9sbAxAmGhmoGDoGzqdbmVl\nBV5Gv9+/fv16KpWKRqMwV5Gg3blzhyRlfD3C4fCDBw82Nzdx0McssdVq4XCIEwfc4Js3b969e/fH\nT984MWCxWCwSiaCvwggGizUhBMUJzaKMU5FXN3Gq9+C6Ji9q/X5fp9MBFWi1Wm51IDHAkvyQpLcg\nX+FmZrVaZ2dnP/mJT9y6dWtjY+Py2hrmVclkcmdn5+DgwGg0YnqiUCjIaL5gIV6s/7oQhbAWFxfX\nMhnx9a//2Kc+JSsTfF+YeP1+n+xUnuxn8bTR0dHhcMhzttlsMv2C9k2jNhwOu90uWnrMCfm3Um6F\n+QXtl0qlIl5PVi++hcVigZQBZI97IZUpEAhEIhGj0ch1kkcSyI/NZnM6nTQuh4eHiHuwCd7b2+PJ\nhdWCJKxDmJSnVzpxwHSHN4xmhbk3WmP+COoXVvqcfFy48vk86WvYHsoCRpdGARNC8JkA1Mi/AP+e\nlpQyFo/Hz3XjvLvX73zuc+Jzn/vtl15KpVLdbvf27dtv3rzJV3DpZO5brVbtdjvkJva/jLyBkSRZ\nhePj4+j2gKNxTjo6OspkMuVy2Wq1sruAzckq8vl8ExMTarW6VCotLi7+4X/6T0KI7/rO74QDotVq\ne70ek6qFhQVmvaFQaGJiIplMohihuaEDOzw8pDeiXzQYDJD479+/v7S0ZLNasb96OpmMx+NWq5XA\nca1W63a7IWVIFT/sRPpFpVKJ+4YsZiqVqtfrAaVKyQ2tHj470LXwDeF+wBQAl8hCoSCEwM0Ajanb\n7Z6amsLLplAoQF+ku2VIqdFoZmdnXS7XJ7ze9fX1r33ta+e7eR7Puihgj7QoYDRhXq9XZDJCiM3N\nTQoGwLdswhqNBhsaOh+8QZ7vIyMj0Iq4WEE+hO+HP83R0REDJ6BFDgM1jDsmEmmLxTI6OorSCytb\ncVoCTSYTnHvODM0T4zfiNA0GAznulCWtVsssDd8Qh8OBiBLxNUQyxm9UZUnTAC05i5xQz6he4hSZ\n4e4pjX15wHH4OfnBYFBaeNCKra+vg4XSaYEfMm9jbKBUKg0GAxk3UqVEheMwA3W22+1nn332PPfN\ne2Ldu3dvfn6+1+thQi2EuH///uXLl6V1Nd64NptNp9PhYS2DAsAqqAHczywWC7j03t4eY55isYhR\nAKF3KEDAKnDRxWUxm80uLy/zA6DWcrvd6Jf1en0ul4M6iKgxkUigCSNyCKsqYGdCjgaDAV69i4uL\npGu22+0bN25MTU2l0+lkMqnT6cD2UXOi2QD0Qze2u7tL9eJcn01gYFJgNpv39/dJtT46OgKcQNHM\nYEz8df/Pu3fv8t4Hg8HU1FS1WmWfcxvDdiSVSg2HQxI+uQRMTExQ5+r1Oq72k5OTdrv9vHbLY14X\nBeyR1ujoaCgUwlEiFApFBoPt7e2JYhFRJ7uW+GMOM7F1dEt6vR48hAaFs407NW7uer2eAqZWq/f2\n9iS0eHx8zPSLyQFzYLgbeApDUDxrj2swGGAlAdMzbeZEud1u6PJIeTCvoi5CUvf7/Var9R0yMlhn\nw+FQXhjPqrvOapmpUtJNX95Meb4YjUY6J2BApikALCqVCoBIevu+8cYbi0tLQgh6XK/Xy0CF5pXK\nh94LkbWUx0k/AtmNne+2ebevS3NzGxsbVxcXCf/90RdeuHnzZj6ff2JpCW4h1QsUmqkSv3pmk9yQ\nUF8AeXEi2IHAyIPB4Jd++ZeFENNTU8ySSVXmiiaEGA6HmNRgSZWenHz66aefSacxxGF2W6lU8vl8\noVDgKhaLxU5OTkqlEqDCxMTE1NSU1WpdXFzM5/ONRoO5ss/nIwe5WCzu7e1du3ZtampqamqKyNnB\nYMAmh63ebDbxr/mVX/1VIcSTN27IFBVOJQsAH1Tg6OgINykcDjE5XFtbCwaD5Chh3sZ1EIXy22+/\nDaH3t196aXZ2tt1ugzqenJxUKpV+vz85OUkaGdwrDKzxrhuc5uiiiTzfnfPY1kUBe6SVz+fxeD46\nOmKoq1KpKpWKZBxh2YdXzdHREWGp9GEUFTnXlUIoyhgkdQrYcDiE2QVdAlmYWq2GUsEjALIiIzTG\n4FD46IS63W6j0WCWzoy93W5DfSQbbGNjo1KpgJ9otVqIHtgkSpkqXHwY6iCHVBf6LSRu/GAkvks5\nM7R4GfElfXslgQU6lhCCvwC6yP+emJiQNSyfz4tsVghRKBQA+j0eD4goV340cMTpMoyU/+U1ASrf\nP8f472jNzc1pNJpMJmM0Gg0Gw6VLl7iKZTIZFBFKpbLX6+GhzO2BAGLQYDoPxE9Op5MCRj5Ws9nk\nb0pLQFKY2dhAgtyWUPRXq1WEjOl0Op1O02RwDHd2djY3N7e2tuDiB4NBg8Gwvr4OfyQUCqVSKXDC\ntbW1arUKdh0KhU5OTvL5fKVSOTg4mJ+fx5IRvxtmAdiblcvlXC63sbHBd+GnXV1dxR8HmjHbj+up\nnAFTyL1eL+fl4OCAk4WZAD73JpNJq9UGAgHuu2984xu8/sLCgtlsnpiY0Gg01WoVszo6QrI9i8Wi\nEILwZc4mnzledJFI5By2y3msiwL2SGtjY0OlUiGPp4AJIWCWU7rwOmI0RRMG2g7uLwMqYTFwPyW4\niIcspW4wGDAbIz+CgTZkDZvNhvALJi7tFxbUQgi6t1arVa1Wd3d3R0dHUf53Oh2NRgM8aDAYNjY2\nisUi1gNarVaGigWDQa1Wm8/nq9Vqo9GQzA7AQyltoR0UQnDCeTBJLbP04+BPZdoyZZtrKYxqp9OJ\nLFQIcXKasTIYDLB9U6lUuVwuNBi02+1EtQqLmhELAZXQuux2e61WczqdQLVUSiEE7V2/3ycT4Lw2\nzHtjXbp0SalUon8fHx+fn5+/fPmyQqHIZDLr6+s2my0WiymVymazSbMlhMBpGjCcjcE+UavVSNRp\nHdrtttVqVSgUu7u71594IpfLPedwKBSKYrGI/YparTYajbKt56Gv1+snJycxKkQpj18G8jJEltgP\n6nQ6i8Xi9XqRTJEiRqel1+uj0ajD4VhcXMQBbnZ2lrqIj6iMpgPeLBQKiNUYV89fuWK3258zmwEA\niCw/m6UC5xYmIe4EKFI4pEz74DSWy2Usjw8PD00m06VLlz75iU/cvHmzUqk8tb6OMbfD4YhGo4zE\nqtWqQqGASAzLg6GjBCEp9sAS57x1Htd6v7zPv+Uim1WpVKL85eIjKRIybpyZs9vtHgwGNGEwiXmk\n0pPRIjDoZr4NxVaj0TDCgeLBJc5yuogXEUJA3+KiSg46zI6dnR3QP+JOFAqF5H253W6r1YrJqWTt\nYy2KwQEePFChMIgCpuNwUpgRBuDNCKDPAwtIkDMvrTFAXaT8a3gmXdpms8GHZEQvYSJqGDdHpHUK\nhaJxurDLcjgcCK6Pjo6kIg1Ol/y+Ml2eO8F5bpp3/6JcjYyMFAqFjY0No9F45coVki0ZXDmdThwv\nW60WO5w2HcNZBE8UrV6vRwFjsIrjGgUMXwm73U4gCDcSr9cr/+H+/v7m5qZCoXC5XJOTk7FYDGMa\neWk7OTlhlzqdThp0m82Geszv99+5cwc3RXzlZ2Zm4vH45uZmvV7v9/uQQSKRCLg9JrnIsaV0Evka\ntCmHwwF7AnMZ3ixyRqj/sIKRmgD94eEbDod5a9jOvfbaa3/6n/+zEOJ//63fslgshJ6n02k+EMIz\ni8XizMwMPsjr6+uYfW9ubiYSCbfbXavVlKfZYAgiEdVR2s977zymdVHAHmnJAqZUKilgQgjaCyoK\n1ctisXApczgcsBU0Go3ZbMbrlg5MQmcAiZQKrm8Mxv7vv/gLvul3TE/zstjzMAxA3Ql+iJsnzvTV\narVUKh0cHDAhg3wBQG+320ulErGWlEbkwBgKa7VanOjQpTH6IlGTSDNYIWfPJG9fsjko0jSaQHyA\ngVRrWjRk4LSSFJ6dnR2/309spnSRZ6rB0Ov4+Lh9uvb39w0GA8aPW1tbmfV1sb7+434/2i+gTpzC\n4WTSg17Q6P+Wa2Vl5fLly1g5VyoVHNxnZmbQcjQajVwuNzs7i2yLJ69Wq43FYgx1MAMD5dvd3TUa\njQqFAvC82+1CR+QGZrVaDQbD//JLvySEuHL5MuYyMCYOThO3jUaj0+mE0w8BFRklmZYUGI1Gc3h4\nyG0PaGFlZeXBgwdLS0vlclmtVk9PTyeTSezk+/0+dHmLxZLJZDBRHBkZwYAN/i1ACC6dGJ6hVpYL\n2xHYvNIFFN4Kbh2ZTAbPtomJCegbjAaOj49FrSaEuHPnzvXr17lxCiESicRgMEADWqlUUqkUwgOf\nz/dHf/zHQghx8+aLn/mMyWTio8N2kidDq9Viz79/PGguCtgjrVwuJ/3On3zySTowWhCAb5zd6Zbo\ntCwWS7fbRSliNpvhQYB0UQMoYNIPUPJu5Tc1ni5KCOlcIIe0X0IInDvq9TrcKtBwmjnuwkajsd1u\nc6Erl8vHx8eJRMLr9WKKPzY2ViwWNzY2SqVSvV5noobBNiZVY2NjTLBlcqY4BTypnVLohk6AnD2u\n2MzAaSWRG9+7f18I8exHPkKZ4YYeDocNBgMUD+zm3G53u92mWAoheDXJ7DKbzaJQEELAwOTBwecJ\nhx5iJ5/bOeyV99C6c+eOQqHAeEmv129vbxeLRYvFQqOcz+f39/e3t7dDoRCeMgDLhLThGYjZoDQJ\nA2eWhu6MUZmNIZ8SQiBhVKvVJKkCx+H4HI/HqYgGg4EESxwRdToduXpHR0cUFafTGQgEKpXKwsLC\nwsJCJpM5OjrCbH58fHxjY+Po6Mjn84XDYaVSubKyUq/XsbR3OBw+nw/BslqtBnuXPCl5AQWHkANg\nMHPOMi9ClVIoFNlsdnV1NZfPCyF+5dOfnpqaunHjBjPFJ3S6lZWVS6urVqs1FosJIVqtlk6nY0gx\nHA6BHyYmJvDOl7+XnZ0dl8vFlI60aGp5t9uFxvL+kfBfFLBHWArFV4WI5XIkG2m1WgIOfD4fBoMw\nZZEwwxTCUIfuijud2WwG06PrB2DpdDper5dRmRACpvhkKtVsNmdmZmadTowT0YEyQ8YRg3xY7rBb\nW1sLCwu1Wk2tVvt8vvHxcWleZTQadTrdF77wheXl5aXlZSHEd33ndyaTyWQyGY/Hd3Z2vvGNb5wd\njOEiSsxmv98vFArAlVjmwPTj4kmLA2nirGaTW6HJZEIGh9AVXmW1WhWbm0KI27dvr6+vezwe6FgE\nq2N/J4RQKBSpVAp1ml6v5wkIZxJ3KIfD4XQ47HZ7uteTGmd89v7Ln/85v7Hvu349FovJZ+LF+pst\n/AN/7FOfeuKJJz7+8Y+vrq4Wi8V2u724uIgj3+bmJnvjqaeeunXr1quvvrq+vr67u/vBD34wmUxW\nq1VCvNAgQrugqm1vbyeTSShOROgNBoMPfuADxWLxWyMRp9PZbDY3Nzd7vR7dD60SES1UneXl5Vde\neSWfz4+MjGBxy4tQP46OjpaWlv7qr/7qf/53/+6fCSGE+Nmf+ZkbN24wGx4dHZ2bm+t0Og8fPmQw\nptVqp6enZ2dnzWYz3gKHh4dEwoJkSBsdJkwajYYJNJdOkEOugBiZQoz60Ic+FI/HM5mMeOklIcTv\n/u7vJhKJ6enpy5cv37hx4/bt23fu3FlaWrp586ZarXa5XJ1OZ3Nz02KxXLlypVarHR8f1+v1cDhs\nMpmi0ejzn/zkV7/61WAw+KFOR8bqNpvNtbW1//XTn+ZX9gsf//i1a9feP+D5RQF71FUul6FFbW5u\nUsOCwSAPbiEEfobD4bBWq8EAhnAlhDg6OuK5zwNaDntpR8S9ez84O0t7J2UlMlGMdXJyghYEgiKT\nZwoVWxxavPnUhxDnDq1WazAY2u32N4uHEEIImUbW7/c3TxcFWKPRELUXCAR2dnbo2BBB86CRLGHg\nFMkTk22flApQp3FBJcMT3eWP/5N/UiqVEltbpVKJgQSfDMbBQggmi0jTWq0WUhsm0sRGgJnwfelc\nGQDQe8lf0BtCPgAAIABJREFUFhaRjUbjce+S9+JaXFzk1pJOp7VaLdFClUolHo+HQiGtVru/v69W\nq2Ox2B/84R8KIcTa2r/y+dLptM/nQw4hPv/5fzs5CfSn0Wi+9OUvCyE+plAIIVChSCcaEHiVSsVF\nTaFQWK1WMAyFQlGpVDhZg8EAU7dGo8ENjz0phBgfH4ewnsvlstmsz+vdKpWEEJOTk/TouAi22+21\ntbX19fV2u63VaicnJ1OpVCAQoOnBzqNYLEIGgfIKnM5bYL6LFTXblYMghOh0OrVabWVlBQH1hz70\nIY/H8y+czqWlpcOVlVKpxDkymUzT09MQMfAy9Xg8AImHh4c+n89qtfKCMKp4gzibYA7OgwKkkd/U\nJ37kRz4ciTgcjmKxSBL0e35dFLBHWMPhc889FygUCDtgW+t0OmoYBYydB5Vge3sb2gXEBM4bLQUA\nHc/fMy8/PEvGBZE7C83hVQpBEZYgB1utVu/v7/N1+O5wvaTJjXREHR8fvxaLpYjq83p1Oh1+2wzG\nUD3TU/r9/na7jSYUWgdFi6k4yn9ZwCBWoV+W5ofSJZKRPvWJ8RVzNQ5huVze2dlpNBrQ6+12+8jI\niJwIMiEHvRFCSE0C3+Wsv8nx8TFX4GazGQ6FTCZTOp1Ou1wnJyeybF+sv9l64fnnFxYWCrkcdWVs\nbCyZTKJBhDHLeAblBr6CrLW1NQY/8iswjJBY8RUwN1l7pGUoGix2NfJ5JsFcpxKJxMjICBaCW1tb\ntFxUPi5ScC56vd7GxsbGxobdbv+ua9eeeeYZl1JZqVRw3zg6OsrlcktLS5VKRa1WT01NkVTSbreX\nl5fJasnn85iCQnRyuVxw2SGhyBg8UlTwFnA4HDLo9Ytf+pLIZhNbWxaLZXJy8sqVK/A+VldXCVRz\nOBxTU1OJRELOz6RxCU7ZOCCr1Wr82zhTUnjKGz85OeHVLs3NuVyuD8Vi0Wj0+Pg4k8k899xzj3u7\nnMe6KGCPtCKRCA/QRqNRKpVkbyQZidQtXHGPj48h8mKYBDvu5OQE2E2hUNBdfcuHP3z//n2v1zt1\nyuI7W7TYr4hLoBgBU4DOcw9VKpXYebTbbb4CZsi/Al5oNptw8SH+eb1eh8NRr9e3trYYjFUqlZOT\nk3g8TsbmwcFBLpdbX1/f2Ngol8tw/zwej8PhoIDJDuwd3lGSyC6HhfwYVFPwQKB/nlboAfA/pL/E\nVUgIQe/Isww5mvxGQggAUtmh4maE7ptwCszFcYA8z03z7l9XrlzhugB9A3LExMSEVqtF6n5wcGCx\nWDweD03Pr/7Kr7z22mvr6+uaTMbr9c7Pz//iL/zC1772tWazGdnawkvaaDT+8A/90Fe+8pWUEIeH\nh3a7HR0uXX6v10N9BReXPlur1e7t7ZVKpWazCYBB21Eul/E2o3IIIZgGaTQakqDx0cAUCvkjNbLR\naDx8+BAH/evXryeTSeh/d+7cuXXr1t27d9fW1nAcJofT4XDAk+L6KFOEZEjCYDCwWq1+vz8SiSST\nyWAwiG18r9dbXl4eDAbT09NTU1NMheFSVavVUCjkcrlCoRDpMwAwkv2BgIz3zvmCVAyYidcaeu3B\nYIBee2JiwmazLS8vr62tnffeeUzrooA90iI0CxJwtVo9S0PyeDzi1PePoGSAfhLWZfAdsyIqk8xc\n4IJJncPDHj0yGjLlqVUuFC8poAGTJKuFwsbJ5I5MeYDmRHnD8M19ugaDgcx6R3YjaR0jIyPcPQm9\nFEJ84PJlhAHkD1HAaLxkEJo4pXWAWzKZh2yGk6kkfdhsNv6tLEUQF/HWgseIMkylUlGfpFM+sD6/\nBfTUtGiYDsvoKdzo9/b2yuVyqVQ6tx3znliXLl3id5HL5fC5oIeWFQtqD6yBvb09lUrVbrfp+2Hf\nxWKxQqHAc7lcLsOShesEMqHVaon5Bjzo9Xr0HOx2u93OIHN7exvFMXp/YPNarWYymRBKwuynJxsf\nH8efngYxFovho6FSqRD4Ly0tLS4uNpvNp556it5Lp9O98cYbd+/elbFh/+hjH5ucnKT4UbQYbgHc\nMfcFvu73+3fv3RNCRMLhQqEQj8fj8fhv/sZvlMvlZzIZThl1d2pqis8TGkuj0YjFYj6fr9PpVKtV\noAs4Lzs7O/Rbo6Oj5P/xD6EmQX3EPRldttPpTCQS8Xi83W6vrq5eFLCL9deWxWKhRIHOv4NK6/F4\nqE8qlQo9BySl4WnsvbSy5SuYd7CoQ/x99iveifIRL4Q461QrRU5CCNCz115/XQhx6TSLiAIGKR+m\noslkstvtyDwNBkOxWOT2WiqViltbQojv8np9Pp/FYkFfWSwW9aOjvf19IQS5TZCgmEPAy5AzAN4m\nN0Tprmu1WuFr8XfEqXs35TkUColTEwGYLzKGBrNEmlHpsggJbWRkhF+B8jQwmps7ah7Zfnk8Ho1G\nwwCvXC6fz3Z5ryyXyzU3NyeEoKcpFouwQAOBgMfjgcUgI+ii0ahOp+MZvbq6enh4mM1m6QyQkZAQ\n5PP5GIhyI0EgCCPRaDQi8JJmYJwpVJW1Wo1iJgHGeqMhGo1f/b7vs1gsh4eHhOfBURRCQFwMhUJ7\ne3uZTKbX60F6qtVqL372s7zBn0smU6mUz+e7f//+wsLC4uKifO/Xr1+PRCIajUaqSjCREUJIryxZ\nh8S9e0IIlUqFNmswGCSTyWg06na7v/jFL3JkENJNTk4Oh8NsNgsJeTAYWCwWl8uFq8j4+Lh0tzk+\nPsaFjgIGngHeDlkMY1XaL+KkdTrdgwcPVldXV1ZWHu9OObd1UcAeaW1sbESjUSGEQqGAVm44s8Df\neLwStyqEoGLxz4HLgQhonsZPlzj1VcKfjQmTLGCAkzLakVaMLCK0JnwvIYQ0ZKOAIZYEugTKp4bh\nNScX/xYHrGazSXJYtVoNBoMfDYXC4XAsEPD7/R6PB3SeFhB5qTSOQsgshNBoNLKAORwOs9nM00f+\nkDxTSHiCeYymWzIYZUWUlA0KGP+j1+uhiZZ0EppX+MRms9nr9drt9kajUS6Xv+k8+/4Ilfg7Wg8f\nPpydneWCMjIyUqvVtra2EPkSpoWZGbwDIcTU1BQXMkJ8+v3+1taW1+vd398vFotsV1xUUO9hNMUv\nF3swZMjSp4a8KxmeiQW+tGzmh0Rljxyz3W7TY9GHYcC2sLBQLpdHTtNis9lswO8vFItCiFQqlUgk\nisXi0tLSyspKNpv9wDPPzM7OXrp0acLngy1JzLoc0bH4TFDIOZ3Of/uLv9jr9T68vZ3P5+FV0Ut5\nvd7r16+vra0dHx9zviwWSzweR0sAVMP9Esl/v9//+l/9lRBC/Nmf/dpHPkL7RWtLNjp0ErT8er0e\nS2KXy5VIJAKBQKFQWF1d/exLLwnxftn5FwXskRbseb/fPxwOmUJRw0CxxsbGyIfkwgjKR18FY54n\nNadRCMGwCvMOZjx0aXQwAI+ABlJxIjOWoPxyK0Q1nEwk2u329Gk7iD0gEml+HqyvkXnCKoTZMTY2\ndjUSmZycTHm9w+GQlmV7e9vj8WAcEA6Hg8Gg3+/HDYgBwDuMo7hISkaWSqWigNXrdTyCdTodICGf\nBgNwsD4m4aTI8/lIn1+4y0wEcdjDFk8IwbAEh2IsUAGLPB4PYb6VSqVSqdis1kazed4b59297t+/\nTxPDb1an07Xb7a2tLZPJtLe3ZzKZyKXEvYVqNDU1BTkWdxh+rXiwSY9B5BA0WCcnJ9L3Fhs2SqB8\nxCsUCnlzwswMtYlCoYhFo88+++y3Go1qtZotjbUNwDXP+r29vc3NTUZKGo0GOYrVav2Oy5c/8IEP\nfDCVEkKAueVyuXg8PjU1dfnyZZPJhMKs0Wio1eqzqcoAJGx76aM2GAwg8brd7kKhALRYrVY1Gs2l\nS5fGxsbW19eFEPh3M/cqlUpyrGC1WjkXBwcH3/kd3/F//dmf8fmfnJwwZoNXDCVyZGSk3W4DS8j2\nC3MpLL6++ct7H1QvcVHAHnEVCgX2rsfjIaDk8PCw1WpJJNBgMAQCAfgLAIm0EUIIpq943QK1UWng\nVkEpxDtRzhikV5NcZ92n8MlVq9XdbpezKikP7HLOPN9ao9FIlxAsfySzA8mw2+02Go1QHmq1ms1m\n83g8MosWIlm73aaz5MEkg5FYQgh4X1h1EOyE3cbu7m4gEMDOuNfr8V+JnBDdIoTghisLGP0c30gW\nMK608EHw/qBVhd7J4w92JR6VY2Nj8+Hw7du3z3HbvNvXw4cPodVZLJZUKgXHb3d3t1KpGI3GXq9n\nNpsjkcitW7dIYaYgMTk7OjoqFApynBmJRMrlMnZTIL04+zEkRp5stVrxwmAzUBSpcDITiw6MgsF5\nMZlMJycntGjidBqt0+nwvIBtS8Ok1+tXV1c1Gg0eiYlEwuFwLC8vZzKZfD4fCATi8filS5eEEHfu\n3MH2enx8HOkh1yOTycRZlmbWJMqy1YfDoc/ni0QibPWTkxMcqKenp9VqdalUAk05Pj4eHR31er1Q\nt9jM3MZ2d3dHRkYcdvtTTz3199Rq2lC+yHhbp9NhaMDbp/3CkeDtt9/OZDLZbHZ2ZiYUCv2Xc947\nj2ldFLBHWrKAUcOwCTg6OsK7RbrR2+12qeXa39+XVrayRMkmbOQ0Q5KvACEOh0MOJEwQejie5vQo\n0rwDfod0r+BwMkLjiQ83BMIe3R5+2J1OB2mwXq+3WCxOp5M8+Gq1WqvVeAvBYDASiVDAlErlWT0W\nHR7ja1lTe70euKVSqazX651Ohz6PVvXg4CASicC2kMHKzDwgH4Mx8uyTBYx7AKMvpmu8X4VCgRQM\nLgk1lZ5vfHy8VqtRvXhxr9d7zvvmXb5+/w/+4IXxcaPRmEgkVCpVIpGAQ4/wjukXxhxvvfUWTn38\n4q5cuYLfWLPZZKJps9kg6O7v74+Njfn9/sFgoDpND+h2u4Qq4MF2eHhIqsjHTufHYA9cdGSJo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l1BxBmoFA4PDwMJPJMLRBpVJh78VMqVQqpWQU6RAhnOztwWDgcDgY00yAvdFobLfbXNQGl0sI\n8cdf+9pnf/iHhRAcAVplABWsBvfLarWKZg+cGAwGNpttbGzM5XKtrKxIKceHZ2aQI8ZiMXxdu7u7\nxWKRhu7IyEggEDCbzcS/lUolJF242dxudz6fPzo64kSwt+HMZQ4vFAVYCIDBvuj1+nK5/Du/+7tC\niPWNjX/1/vdzIZufm7Pb7W9729veFomQI7q1tbW/v49RTKFQhEKhXq+Xy+VkStwjv64A7IFWNptl\nCvNgMGCb4jqkCItEIuSs46ulkKLIoAgjCMPhcNyPYfV6fWhoaHR0FAyTwb54PijFqMOEEAjHuYdC\nNXC2kfDBECLY1Wg0Z2dn8IparZYGuyTlqMnwO9NFk1Ed/X5fjk4uFApGg6F5ciKECIfDANjQ0BBp\nHfV6HfVUv983GAydTkelUjGoSXq3SQqgdqSxh3FNopSsUNFAQhjyV5Ri/OAgnxACQxjCLWZbyyQO\nUJlWSq/XY8iZDKW8Wv/Ti9SJRqMxOjoajUbz+TwNm3K5HIvF6vX60tLSyclJt9u933i0ubn51FNP\nTUxMpFKpTqeTTCZdLtfs7CxhfZlMhiAYr9dLtiFCBqVS+a9+6Ze+/e1v64rFdDpNrHsgEKBZRWoM\nIl6IYkpweWGSXR/AjLqHuxo5TABYPp/nDMIiqNVqLny0uMrlsix0PvLhDy8uLMzMzExOTioUimQy\nmU6nGYl+fHzc6/WsVmuz2ZyampKN51KphDqJHBCLxYI/RAZVkzt1dnZGNo2cxkLOJxSF2WxWKpXF\nYjExNcU4UHKtiODCoEnfbnt7e3t7G6zS6XTBYFCr1TJlQgZFPvLrCsAeaGWzWYPBEAqFAoFAsVik\nAuj3+7IOC4VCpLSBW9Re/DfSDIvF4nQ6pZqjVqttbW1lDg7ecQlgmMxQLgBFPNCxyxCcwSsJAaF2\nwV4Kz0YzAACT6kTydnnKn5+fa++b10wOm1qtJuSt1WrR4QPGnE7n265di8Vi4VAoEAicn58j6KhU\nKrVaDeYHPgcy02g0MnQGACPvlU57t9sFUGWEB78iKbxEkQ+nDxPLL0GKD2kkyIEynU4HaSLtBDQ1\nDoclzZsGAAAgAElEQVRDoVDIGdOMBbha38/i+VutVhH4BYPBSqXCDUOpVEoMoxb/lX/7b+/evbux\nsXG8s2O1Wq9fvx6NRpk2B4ZFIpFcLnd4ePjqq6/eXV39sNf72GOPBQKB/f39fD6vVCqdTmc8HhdC\n9Pv9VCrFvRAKEVcZ1B92XciG+7WpTofj+vXrz/R6/csxCBRe9H2JvmX2UL1e552Jg0J9rlaraf1e\nv3Ztdnb2+uLi/Pw8CRqbm5u7u7uZTCabzTL9vNvtjo6OwoJ4vV54EVpxhMX4fD6DwYC6BAkGqkv0\n95wCORWTSpcAOQo15r+/7a1vffvb3265jDgwm81jY2PBYLDVahE5n0qlzs7O0PHb7fZCoZBOp0k/\nedh753VaVwD2QCubzSJYgtMnhgNGolqt8gANBoMQieVymQqJxzF1Rr/fx3EiBR2vfve7QoiXv/Wt\nH7daGTDBRC5JOHBEpfrOZrOhlGV3otmj8kAHhSJDaiJQOnByQBRkxEQLyuYBXSWp9adAZMJQOBwO\nhULBYBBJFXJE2tEom8vlsqzDMHvZ7XbF5fRYaD3tfQus5SOdX47xFELQ8ZJ/BUdKqAe/jX6/Txoe\nH3LoMqp/cDkFlPlSjOjM5XIoYmjgX63/6ZVKpWKxGD4Kyojx8fHj42M4AHSeR0dHd+7cQcTE7JVU\nKpVMJpEsqtXqo6OjXq+3u7v7+OOPR6PRXC5HOkYymfT5fA6HIxgMplKpP/7a1z7i9YZCoW63W61W\nu93u/v7+/Py8zWajrcv1CPDg3kb0xsXFhYxzo8rn41HVQZXj3K/VatyBjo+P5agErVbrdDqNRmO1\nWj04ODCbzdFodH5+HvQaDAarq6uomarVKiduMBikUilk+nDvnCPoGVDNZrPRqIMhlDITbrRsdaI9\n2PM0ILhW8t+jo6PBYNBms6EittlsDNikAgbAiBTnYl2v13d3d/P5PMnID3nrvF7rCsAeaFGBsXw+\nH8JiGCqkidz1/H6/RqMhppproCQSeVij5Ts+Pj4+Pn7mHe/45ssv26zWqULBernw6nOPk9OchRDE\nvjmdzkqlAj/JX90/3AEYAzloNYEKUIhc9O4fr8VHknMjpRsUj6Tf7w+FQn6///z8nEG3/Lw4wPjp\nlErl7u5u5uDg7RaL3W5Hr4hUROr7kVDyXdC2yFRy5IUAngxXpHyU5ZcQAuNBo9EoFou1Wu3s7Mxs\nNisuvQQ8uYaHh5PJJABWKpU6nQ5Ckoe7bX7Q19bWls1mC4VCxWKRaDQhxMLCAsZetVo9OTkJHty6\ndevGzZsfe/752dlZlUqVz+d3d3dtNlskEpEi8kwmwyOYN9/d3fX7/U6nMxKJfPF3fkcIsbOzg4KU\n/dBut4+OjjweDzGhTqeT+xyJHtKtcX5+DgduMpkkgEltPT0wAmtkNi7YQwgIJxcCcGhoKBAITE9P\nLyws+P3+s7Oz3d3dbDbLXD2TyWQwGHq93snJiVqtvnHjxt3V1Q+53cFgkGgS7q+np6dMcKabxTAU\nZLfQrXzCs7OzUrn8rosLzjtVrF6vxyKGQY3fHm1Ik8k0NjY2MjLSbDZBr3Q6rVAoZmZmiBHZ2dlJ\npVInJycMx3iI2+b1XFcA9gBLoXhNiGcMBlg+BkYQBk/PVmLYyMiIz+djO1KikWALadDv9yngJFQ8\n8fjjxlKpWCxSgaFQHxkZgd9nl3P4lUolUU+IGKvVKuAkhACukCMLIaR0GHyiCkS+QXEjXc98OfSd\nHDnGHRMrlcfjUSqVuVwOubCM1hWXgx6GhoYq1aoQ4lv/9b/+pNtdq9VOTk6I2VXft2RII93vs7Oz\nWr0+7fHwZIEjksDWbrcR6CsUChmTykB38u74Kz4G6KjT6fb29mT5heeayPOHuGsegfXVP/zDj1qt\n169fD4VCN2/exHg+NDQ0Pz8vbw+JRKLZbH7jz/5MCPEfX3jhH/zczyUSCY1GU6/XsT+73e5Go4EM\ntdVqTU5O/l+/8iuvvvqqbW9vd3fX5/PFYjG+3e7ursfjuXbtms/nY2II1CXx1sPDwwj5wFH+6XkB\nDvrR0VE50wDbGXo/m80muTt5NiE2iP3lAkcqRyAQSCQSEPWnp6fcF9nA7DoqP6VSyUQx2nXYh4UQ\niOPpENtsNnIa6Y6fnp7m8nmRz//yu97FpVYI8Y0/+7PP/uiPosjv9/v8COfn5waDgaEzSqWS8isU\nCvFDHR8fb29v/z9/9Ecet/upp56KxWI6nS6ZTG5vb1cqleHh4fn5+asw36v1Py6KML1ev7CwQBYi\nTS9OS7/fr9VqYNjo6CiHhNPFc1kWYWT0EeZNoUaONdm+VquV25wQgrYW7wA4UcDRVOMP8WbC+MuR\n5xw2yrLBYCBxi3KQzjmqCvh6LFncDRFGOp1Ot9ttsVgODw8h8Qnt5UuEEDTVpG4+GAjMNhr8ROIy\n7AOVI5gHk4P48LUbN3gN6n+1Wk2/kNVqteAD4Tbxe6LbLBaL3W4XOTUlGk8WDNcIBJipAfpeRUl9\nX0uhEEK8+NJLn7Rao9FopVK5deuWjNN88skn2QATExOdTudjzz//H194YdRiub6+bjQax8fHM5nM\n6enp/v4+D2J6VzBjU1NT3MCOj4/39/cDgcAv/5t/8+qrr1rT6d3dXcYzarVa6i0SCOlgKS7nm0up\nFMCjuBySCYDRCQYv+W+a05AW8qIm06G0Wi0zt0ipt1qtGLZgSvhvNMPEbLrdbvlLKpVKxPOj18et\njJ4eJvz09FSn06E25Es4cfJ/NRoNBS7lI3sbxEInyTflF9jv93d2dhhZmS8UPhmPB4PB3d3dtbW1\nTCajUCimp6cnJibeOBk0VwD2oIswX4PBgMaX0URs/YvLwZUMdCDcWg5QpqqQpJkQwul0+nw+LCBY\ncRHFAmA8vsWl6FxOvOSR7Xa7OcM8AkjFxYHPkaBlLXVZkopETNxutznnso4h1EcasREfOxwOq9Va\nr9eR/BItKjtSYKrBYOj3++997rn19XXV5eQ9PgMARmlFNUZ2BkjJ73P4clECwrHI+bOglxCi1WrR\n96ICozHGwsoqoSuTyeTz+bOzs3g87vV6fT6f3W5/KFvlEVn3hflardZ4PF6tVm/dusW/oFarfeKJ\nJ4xGo0KhWFhY6Ha7H/rgB8fX15PJpMViefLJJ1FwXFxc7O/vLywsSKGpECISidRqNRpj6DUmJibG\nx8fpISWTSXxUdN04NdzJMFxeXGaHglWtVkulUrlcLqfTiREFFS4nAh0KtmLuW8j/uP+xzbhpYY7E\nR4XUvlarIVniA5DwRI/Z4XD8409+8uWXX9b0evV6/ejoCC+NEKLRaACQ5+fnWOXwa0tV0cjICG3y\ncCj0zDPPPK5QsMOZuYx+0m63M7uSrMVisciJPj09TSaTXo8nl89/9CMfeXpqqlQqra2tbW9vn56e\nvulNb5qYmGAg2UPbNq/vugKwB1iDwVNPPWUtFAjzzWazIyMjsViM3QahId0e9XodRRzTYNm4PLgp\nwjjDDofD7/fLfHc4lnK5DICFQiH5mJauKY6i3+93uVwXl+NXpE0KqCMFUbadKLPQNVFsUTKqLtfQ\n0BBEKE8lwI9REUioiT3kYsg3gg7t9Xr1ep0JhCaTieuh7PnhIVXcF5ZP8wCUYoT0rMEgR0gTT3B6\nevqnX/+6EOK916/r9XrM3ZVKBVVkqVTi/g6OWiwWrVZbrVYBsIODA0Qx1x57DEm0z+d744iJ/5LW\n3/yJn9jZ2enu7Fit1scff3xiYuLo6OjmzZs3bt4UX/jCb7700rVr11ArLC4uIoVlKLDFYnn88cdR\nFmBqnpqakgkyRqMxkUjQqapWq5AQExMTdFu73e7u7i4ZVHKz0azSarU4KGCJudgxbUSn06GD58bG\nFe3s7AzfNIJA7me9Xi+by73vknKgciI6wGq19nq9crlMNrScLYcNJhAIUNPncjlcMUxkhcBHdvjf\nxph1u0IIJlGAqRxwRkg/oVTSFKBrwFHa3NoSQvzC295Gt5uWHj9gMpmEOLm4uNjb29vb23M6nT/x\n9NNvTiTQmPzel75kt9lAr3g8zuPi4e6c121dAdgDLXJZ6vV6oVAAwIaHh6PRKNhA2DZzIoQQlUoF\n4S+TwmELCY+4X3rndru5IXI+QbJyuTw6Omo2m2HhZX+IC50QQmIYBR9PDYAKbT1Fjwz/RbXBxEiN\nRgMf4nA4sGphxpL9J2pKKAtJ3YBe0C/UXsfHxwcHByqVyul0AkJwj7J/DjpKAGOBXtSCOLKhZJGf\n3H9FxbJN818C2PHxsdQljo6O4j+T6IXtWggBdBGCns1mH8pueWTWzMzMYDDI5/PUVdPT041Gg2B4\nIcTy8rJGo5mamtLr9cFgEB5CrVan02mCE+fn52WKUqlU8vv9FFKtVkuj0YBhOzs7lFMajWZycnJo\naIiKZ3d39/r168SuozYcDAaMLAAS8NQLIaRV3+/3s7ugK4QQXA2R3TabTTY2F50/+k//6Vfe8hZG\nakkph8FgaDQa6XSazlYulzMYDExkHh8fj0Qi9Xp9bW1NrVZ7PB7isOWnktnZLOATExsyWpVKBc/J\nC7RaLRB4enr6+1/+Mn9ot9uhJZi3wITMYrFIDlaz2dzb2xsZGfH7/dPT0263++bNmy+8+KIQolKt\n/qPJycnJSe7Q3KrfCOsKwB5okTxG7nU+n6duGB4eBoTwbaCPkhZdl8tlsVh4NKPagJG/vw4LBAIy\negN1MkedsEGJYUII3pnOk0qlIhcDNg/LlBACoJIzR2jI4Y/GaKJSqaA7jo+PmaHVuwyA52PzQ4F/\n/X6fx4cQAjkJaE10TTab9Xg8fCPoGtBFXMbbS85T1oLctXu9HlWd6XKhjUbVwm8b17ZarSb1BwC7\nuLig/EKBJoQ4PDyUAGbQ609OT/mV+v1+q9Way+VyudxD2i+PyFIqlRh1j46O9vb2LBbL3Nwc7S4h\nxPr6OnuM2Voul2thYYH7Uz6fB8MmJydPTk5QMJ6fn/NPA2Pc7/enpqbOz89LpRIPXKvVGovF4AkG\ng8HBwUE0GkXTC8ih5mBOCu5Dbn6wCJFIBEaRixR0H/pVtVqdz+cjkYjVan3/T/7kl37/959+85vf\n3W63Wi0mo6Lm1el0JGD99he/6HI6ie6NxWKxWIwu4L179zY3N+PxOLoPg8GAuoTroEzNp7PbarVI\n76WZDXxig8HQwgUunU4vLiwsLS8LIRjsotVqTSZTPp8nUxu6HpfIYDCgRzg+Pr69vb2+vj5qsdSP\njp7/6Eefmp7WarWVSkWhULxxMmiuAOyBVjAYBHJqtVq5XJYAxjWK5k0+n4cqlN4vj8djs9kAsJOT\nExJRJSsyGAwCgQDRRxRhfCF1mMlkgkUBwyh9OOfUN06nk9sWYjDkfJhL+G905IAE5nxCbsjRYKaD\nbIbLCoyWADYyYIy/Qv4Eu5JKpVqtVjgcpsySMy8oBIExqRyhzTB0md8oLsdpmi8X74waOxqJKBSK\nnxwdHR0d7Xa795dfUJG4uXU63dHREZFX2Wy2UCi43e63+nxjY2NjgUAgEGg2m0QSPNRd8wO/1tbW\nnnzyyXg8fnh4iCLDbDYvLCx86IMf3NjYyO/uosvlUkWY7Pz8PGV3tVrd39+Hatva2pIXuG63azQa\npeaI+eY0jbRaLQomIG0wGPDnaAjZPEIIduP5+TlR2kqlstPpIE/1+/1YAC8uLqicNjc3q9Xq0NDQ\n4eGh0+nESZmYmrIMBkdHR3TULi4u6G9pNJput0tmbrFU+tHHHycLMRQK5XK5e/furaysHB0dLSws\naLVadEbYpeEYFArFe5977s///M/fNjw8PDzMlpZ5V8zAJE14MBiYzWbArFgsDg0NPX79+jPPPPPm\n0VGCqS4uLnBVl0olRLlCCCDc5XJNT08Xi8XNzc2dnZ14PP53p6aemJ+3WCyFQoGKcH9//yFum9dz\nXQHYAy0qMIgygqC4e0IkIrJqt9u5XO5+DOv1el6v1+l0Soosm83KSXpgGCZEgISGAX8FhjH6AR4f\nMQgEHThhs9lwTJN2WiwW4WdkIrBWq2WM0+joaD6fzxwciPX1n/74x1GLAFRURbgpsSTD0kAwCiG4\nw4LcxNkVCoWpqSnUgOLShizHg1F+8aiiEITGpBsPXSPRS6VSlctl/LDEG9KKwJcju1+I+wkisdls\nFxcX2ctVKBSYIBoMBkOhUCgUGgwG2Wz2qgL7/tfvf/nL4stf/o1f/3W1Wo0ENJ1Oz83NLS4uIrRJ\npVJQwV6vt9FoMGNldnYWIrHRaOzv7y8uLrrd7s3NTUmkh8Nh8mIIIYvFYrlcDlri6OiIkN96vS6E\ngPbApEhkmslkGhoaIn1KoVAw5ntoaEjKNEKhEB0mumJerzeZTN5dXRUvv/z53/xNj8dDi5QtWq/X\n6ShfXFwwndzj8VBifvCnfupNsdj4+Pjo6GgqldrY2FhdXd3Z2fkrf+WvwD2g7Oj1evi9UA6TAirb\ndUdHRzabja4zOQaUbmq1mmmf/BKYguv3+5kHq1Kp1tfX9/f3Kb9MJpPT6UQG6fF4JicnLy4utre3\nk8lkIBCIxWKzs7NWq/Xw8JBardFobG1tPey98zqtKwB7oEUFhvcF/ZLEsJGRkUgk4nQ64RJzuRyn\nVHq/aFmh0Ds9Pc1ms/f/rRBCYhjdoPsxLBAI2Gw25LyEC8ggH9bo6Cg9BtQfKB2426KkMJvN9ssl\nymUhRKlU4sXMtL1fWIg5BmmlEILWV7PZLJVK0IYvf+tbupGRaDTKKE4hBIZWPFsgular5ekgR6Vg\nxqQC4yTLaEc6HPjDKCXtdjuPEqCL+A8IVdbIyEihUMjlcvl8HrqVNORwOBwOh41G4+7uLuziazdu\nCIVCvGFidf5/XpceiWQyOTMzo9VqkQ5mMpmpqSkhBCiVyWRw+Aoh8E5RImg0Gs7C/v7+1NTU0dGR\nxLButxuJRHA1QW47HA6Ec8wM0+l0brcbfe/IyAitLI5GIpFApkEgIZIHaZBCGR+JRHCPkSOzd1mO\npFIpcCIYDJZKpcFgQF2INImrVTwe73Q6vxKPv8Plcjgc3W53ZWXlH/38zwshzCbT9evXx8bGsGTx\nveh28+MDt8Qd8Ns4OjrifGk0GhniI4TQ6XQkcXPpJIQ6EAhYLBa2N2KNQqFgNpvpHTLb3ePxGI3G\nO3fu4Ddg/rLFYkmn061WCwPoP/zEJ/7h679bHtK6ArAHWp1OJxgMCiHkpidECgAjDFQKwWUdJkOk\nAoGA2+3mb1utlqzDZBpFNBoNBAKI7kgFBE6Oj48dDgdFGJE8xMxI/y96B0RH1FXEOyFHJOfQ5XLV\narV6vS42N4UQxWKRnHjUIpwoGaQrhKBdgW/m9PS0VqsBYN977TUhRKvdfrffz4widCWUehLOh4eH\nQS/qRTT9MuAHhSSpxGazmbQFvi+f1m63j4yMSPRaXlkRQrzl6acdl4vfMDoxijniG8LhsNPpxBN2\neHj4zZdffmjb5dFYg4FQKOw225Obm2azOR6P63Q6QCKfz0ejUahCiFyz2Tw/P39wcEAd5vP5IpGI\nSqUiOSWXy4XD4ePj442NjWazCZEejUYVCsXp6Wmz2ex0OswXLpVKUO6MCCd+GqcgA53D4TCbH0jD\nWOL3+9PpNJp1OriJREII4ff7x8bGPvqRj7z40kt+n++tu7terzccDkejUTYk/mIhBHe+drttNBo5\njN1u9+DgYH9/X8b7xuPxqamp8fFxi8XCPRLPjFQMSoESSVcAGNc7vV5vMBhcLhemF7PZzJcIIYaH\nh51OJ1hLSDG1F+n+H3j/+0OhEC8jkj+VSqHzdDqdJGjv7e01Gg0Y1GQy+d/++d4YV7crAHugVa1W\n2TFgDHyFEEKal0dGRjweD0/tdrsNRIEElG4MqWK1221mI/G3aLdo39CAJeWPKm0wGDgcjuPLxZdz\nVJRKpdFoRNCvUqkcDke1WsW/Atph4XrsscdoMj3x+OOlUklVKAAe0C9CCJ4IEIkXl9k2Qgj8K9Vq\nFTbPZDQ2ms13PvNMNBjETEbZRHdKtsG5IPN74GILycNPinyD767RaKrVKka3Xq/HtGXm8AJghUKB\n37/zcimVyoODA9CLaU9Op9Pv94fDYb/fzzAzGmN82jfCGf7LWz/5t/5WcHs7mUxy1yGxmttGtVqN\nx+NU2IzUMplMfr9/a2uLMisYDI6Ojh4dHRGnK4SIRqONRmN9fR1bca/Xi0QiQggwr9vt+nw+l8sF\npYyBMhwOa7XaQCBQKBTg4QuFgsPhIK4C2hkXczAYPDw8xHmmVqvtdjtu6ImJiXK5/Nff9z77/v7O\nzg6zXcbHxzFpNZtNDFjUggqFAiVRp9PBocFccofdXq5Url27Njc3x8gSDiANYzSxnGU52+Hs7Ax9\n4D8zmWAdHA6H0Wjs9Xo0zIaHh2XmIbFtNptNq9Umk8m9vb3f/Pzn+SeIRCImk+n8/NzhcAwNDZFv\nwr0tEon0er1kMgndOjs7WyqVNjY2+LRvkJ2v/NSnPvWwP8MPwPrGN76BWJyAADm+hGgZblWjo6PM\nh0X1wDiP+6lCn8+HeQtNfKFQQFgoKUGv10tfSkbcIoJA7ERZg8+f8ghsoDmEnqJ9uYrFImUi6mRo\nPekew+mp1WqBHLJEZR4H34h4m3q9XqlU6ED4/f7/tLBAwi8iZpp5XDAJMHW73Qy3xDwA+6/T6U5O\nThg2oVKpaMuFQiFa/UdHR7VajfmErkvehomaqVTqF9ptIcR33vGOcDjMkMBUKpVOpwmOw04XDoeD\nwWC1WuVLJK/1B4nEhz/84Ye8dX6QF1M8er1etVolMdlmsxWLRfa8RqMht5AXNxoN3BEHBweUWcwo\nyOfzdKfcbjdbdHd3F2GhVqt1u90gFsJCqT4ljYlgXMxSuVyuVqtJ1qFcLsudCZ2AypwMKjmjlbPD\nMeRCptfrw+EwY9M5fQyllMkDR0dH1Wo1l8ul0+lKpdLpdBKJxGvPPruwsJBIJNDlQ1rSe4bWRqVV\nr9fVavXU1FSj0XjzN74hhLjz3HPcFFHG8yhAl0GYLzVfOBz2er21Wm1lZWVpaennarVPNBof/chH\nFhcXQUdkLLlcjp83HA4zqga+B2HkysrK2tqa3W7/r29724//+I8/zK3zeq0rAHug9dWvfhWo4EQB\nYGAYEkGUgaQ0ScUgGTPynAwNDYFhoEi3283lckAREKjRaBi7xTdFkaxSqWhW4U/EGsWNFQDTarVY\nj0k75DWdTmd9Y+Mj2eznbDYa12CtVG0QsaPRaEwmk3xz0AstMgBGZgHgSvMApl55Of0Z0TxXQrvd\n7vF4EDqzgHyCwGu1GiFvEsAGgwH596hXrFYreQqHh4dAkVKp/L14/JV3vCMSiYTDYYVCkUqlMpkM\nAGyz2TweD9xLs9nEvsM4RJ1O53K5QqHQj/3Yjz3UjfODvbjaS3kFCbNarTaXy2HPF0KMjY2hX1Ao\nFCcnJ8ylTKVSEINM6uH1rVbL5/Px6Cc5otfrIcw5PDyEABwMBna7He8zSo1+v6/X60dHR+Et8ISR\ng3N4eFitVuEAKV+azebm5uaNmzef+tM//cbTTzscDoTp3cvZPRcXF6enp0ajMRKJEK7YuxzoQ5QM\nvB8zGdCYTExMJBKJ2dnZ6enpUqmELgPOgOODi4BW8enpqcFggAx45pVXhBD33v9+5PJgM7dVrVZL\nGIdCoSC/KhqNDg0Nra2tLS0tLS0tqdXqP33qqcXFRa/Xy+zAbrcL5ul0Op/Ph1Ijk8mcnJyMj4/H\nYrG1tbWNjQ2TyRSLxebm5n7oh37oYW6d12tdAdgDrc9//vPkfiJVZ+jc0H0LDIMZ0Gg0F5eTQUhG\nl5pDKHsghNdsbW9/MJN57/Lyl+Jxwv1cLtf/gGHM1pKRHJ1OhwKL5jAYJol4NJCdTucnt7eFEP9a\nraYq8ng8FHaQ9SRIUfkhqccHzaeS5Rqkn8vlAsD8fj+jO/E18wKkIgAYkQcwlqT9QrGi3ceDDJ1C\nigeEJ6GrdLkNBsPa2tr+/j43zUAgwP3UZrORF4VrFT1xIBAIBoO9Xk+iVy6XA9uQdbzzne98mPvm\nB3x99atfRa8BK0CjJRqNdrtdjBn4DqPRKCJyIUSr1SLKiEnBnU7HZrMBNmAePHmn03nl1Vf/+t27\nL/n9wWBQpVJlMhkwjFwoqnDGzmH+MxgMJycnq6urqMk9Hs/Z2Vk6na7X651Oh3kr3W6XMBchxJfG\nx+kbIRoUl4ZiGslw78PDw7IRJc8OzD+l3tjY2MTExNTU1MTEBOIg3hP2BQ8cNHv7clC41Wo1GAz3\n7t37FwrFr9ntzz77LA0w5IWYIw8PDyuVilarhQkcGxszmUwHBwegV7vdRggzNTWVz+fpauO5ZAB6\nrVZbXV3d3d09OjqanJycnp7e39/f2tpiqFMikZifn5ep/4/2ugKwB1qf+cxnqLEI6j07OyMG9H4M\n611m3QI5F5fzQQqFAonysAf0bOV98AOXTdffcLn4Fnq93ul0ysB1uBo0frJCOjs7W9/Y+Gg2+zm7\nHcOWRqNh1DrF3/n5+b8zmf7ZxUWlUnG5XLwt40UQUAFj8P4KhcLpdIrLE87nATuNRqPdbne73SiS\n7Xa7VquVOklqR0hOi8WCrwVVIY8eEnpGRkaOjo5AKcyhEPrtdhsAQ0XpdDrNZvP5+fmNGzdOTk6G\nh4e9Xm8wGIxEIqFQqFQqHRwcIJ4mq9vn8wUCAY1GIwuvXC6HQNnj8QSDwXA4fP369YezYx6J9eu/\n/uvMx5Kpzc1mU6VShcPhVqsFVcj9LBAIMNSRmxBZoFCF3W7X4/Hgw4X9RsX37GuvCSH+tUaj0WgI\ntWHI1tnZGa3Ndru9v7/Pn6jVaqq3r3/96zdv3Xrq61+/+df+GrTh7u4ubWPSnv6Dw/GeO3fsNpuc\n5kMDj2hNcbnJmbQSjUalj40XcMscGRkhTndsbGx8fNxmswEYQgjqfnDIaDQ2m00az5wmqkN0K+fA\n45QAACAASURBVLgt3/GOdzDxhzSN8/Nz2AWGwvh8vng8jlt0dXV1aWmJOe+Tk5Ozs7OIlbj5hcNh\ntVpts9mq1eqdO3c2NjaKxWIikZibm2u329vb21xS4/H47Ozs4uIi+aWP/LoCsAdYCsWHDg4+Z7MB\nMBgn6YRZrdb7uUS6uLLDJDGMNgBFGM9fm83GQfqM2fx39vcNej3ufb4F/SSJYdR2aHMp7M7Oziiw\n/g+NRk7e4namVCoBMBnazZmkamHgpHweAUVCiH6/b7PZKMiEEIRlmM1mwMbtdrvdblgaIYQkXqRV\nWeryUS2S90HQHGINUq8ov6xWqxACz0C1Wm21WgwVtFgs5DLs7e0JIWw2G9auSCTS6XSQvfCeVqvV\n4/H4/X6TyZTJZBBu5PN59F0ul4vy6+Tk5M1vfvPD2TOPxPqxH//xJ7/2te+9+92BQEA2fWkj2e32\ndrudTqclhnm9XqbZUZrgndje3qbdFQ6H+/0+rz87OxsbG/t8IPCe27d/4fSUe1IwGKQ9xsBxeOZW\nq7Wzs4NRhKHM9+7d+9DBgRDiyxMTAOHJycnGxsZrN2686U/+ZPm977VYLJ+1WC4uLvL5PF3k4eFh\n4jbY/OKShMDm4fP52LqcuOHhYZPJxCwelEHdbndpaWlra4sNjNqCoAA2MCOeh4aGlEol99rT09PD\nw8N+v+/1et/ylregs2da2N7eHulQCO4lvX94eLi8vFypVAaDQTAYnJ2dRUyLdWFsbMzhcFgslkql\n8rGPf/yvr6w8n8v9v48/Pj8/b7Va7927p1arnU5nNBpNJBIMHX2DDMO7ArAHWJ/+tBDil1QqkiYi\nkQiHFraBTHRZh9Fq6nQ60IkSw7LZLE5hTjg6cgiN/9toJFMD9IIrIBpAqkXIZDIajfB73W7335nN\nf2d//xcvdcaay+X1eiVFCfNTKBTkx5MYxtsKIaTAnRa6VquVkb5YrGD2YA55GQAmhFCpVJREVqvV\nZDL1+32aB/V6Hb0Gl1/STvmhSPUVQqCEJgpBJhS02+3Dw8NyuWw0GlFnoPU4PDzkBkBMHBBlt9uJ\nkspms/l8Hs7H4XBQtzF+5Yd/+Icf7t75AV6Xt5zfiUYx/8od3mq1pCcXqhA5ktvtttvtvIw5xe12\ne2NjA69VPB7vdrv7+/soDKempn7d5er1etlslhuM1WpttVpbW1tMaUCC2G63X3n11R9bXf3NQICZ\nlu+5c8fpcHAcyJpqtVofPjgQQvxOLDY+Ps7AVbSsXN2gAVqtFu0oufOx6kOA81dcLl0uF4Ev2Wx2\naWlpbW3t4uICQjsej1O0VSoV5B7FYvH09JSkKKKBOQUjIyNwAJRf/X5/c3MTgxcRVk6nc2pqCtHT\n+vp6sVg8OTmxWq3T09OZTCaVShWLRaYrTE1N2Wy2Uql0586dd7/2Gv8ut9/znvHxcVrFzGuemJig\nct3b28NI8MivKwB7gPWpT4V+67c4DCqVKhgMkhMjMQz5BueWCgZFn8Qw9A6ZTGb73r3n7tz53bEx\ntL/EXgAzRFbLIkzKGhUKBf02hULB6NiLy/VvdbqLiwviauQMSVpW1F7wgXSYFZeLDBvZwxNCkCnF\ni4kSsFgsdM4BMCIzBpdTniUClUol5hXxUTudDtow6i1QcGRkhKIQixhqY35RzKjVaDQMX0f9gakZ\nZ0w4HCZDBPSiZ0BXY3R0tFKpgF6FQgElJDLIQCBQqVTy+XylUvkbf+NvPNSt84O8PvUp8elP26xW\ntpbH42EMHlux3W5TVLXbbYokEpI8Ho+Misah2G63v/PKK88tLX0+GIzFYmjnUJDPzc2BNJgiotEo\n6YXfeeWV962svOT3T09P9/v9d99HNo6Pj3/mslKnHQVl9547d/ioWq02kUggl8D0wj6n7mdqOSYQ\nxeVkO7kh6VTB9QG9d+7cWV1d5W4XCATGxsYikYhGo0mlUtVqtdFolMtlEsvMZjPAqVAoyuXy2dmZ\n2+2ORCKzs7Oo7dPp9N27d5PJZD6fF0LY7fZEImG1WpVKZaVSKRQK1WqVZJ+Dg4OdnR3iu8bHxxOJ\nRCwWK5VKy8vLCBT/cafzseefX1xcJPkQIb7f7x8eHu71eru7u5lM5umnn36ou+d1WlcA9kDrD//w\nDymSlEoldkJ62ogMeSgbjUYMT5AnWJV5alOybGxu8m6fu7ylIq+QunliL/4HLpF6Tna2aAUDYJw9\nmtLq+xZOFKBRoVAwVYSsdw4t3AXSRxnqQe1IhSeEkHjApVKiFzjX7/cRDeNxgX6RjjEmXPAxuPDK\npx4+M74vF3OlUskVng/ZaDT0ej3GZJfLValU+Cq1Wi0bcgxWJyyqWCwKIQBRBq0xMaBUKjWbzQ98\n4AMPZ8c8EutvJ5NIt9lXHo8HjhoYOzs7C4VCQJRUFVINAHXsnG63++yNG0KI99y+/fvj44FAgNej\nQpqbm4PQq1ar2LZ6vR6I9a9UKrVaPT8//xtu9//e6yWTSY1G8653vYuNenFxUavVhoeHQ6GQ0Wj8\n95cBY9zhEokEigkhRK1WE0LQ6O10OqgN0T2RwyuE4ACyw0l9RM6+srLS7/dHR0eDweDY2NjY2JhO\np7t37142m2VsWCqVqtfryIChJZVKJdGd4XA4FouNjY0NBgMcWisrK4A30f54vRUKRb1eL5fLBFll\ns1lypI6PjycmJmZmZubm5prN5vLy8srKyvr6eiAQ+O673nXt2jUQ2mg0er1eorQ1Gs3u7i4Jiu9+\n97sf5tZ5vdYVgD3QevnllzlmjUbDbrcrlUrSyXAWy/Reag68XOiGO52OXq+HQPiMxfLPB4N/enbG\ndY+nwP1OGiEE4ReyCCMyGG5NYhgaSAknfDCpU+ILHQ6HXq+n5QacgB9SiEjLV2bPj4yMaC7baYQL\nAAYajYbe3v3oRfMDcQrtEFTOhUKhWCyWy2UCFCQzg74LRT4yYi7INPOOjo4kkkEueb3eUCjEzE8Z\n/0hGIhHGpNeDXij1qcy8Xi+dg0KhgMv1p37qpx7WnnkEFgMn+/1+qVRid5HtiWSJB6jT6WR/vvLq\nq+9bWXn8j//4G08/jecEW9hgMPiPbvc/7/c/2W4rlUpSzdrt9qvf/e77lpe/EA4nEgn28NHRkV6v\nj8ViErHoYE1MTPAxDg4O4vE4oy/ZkMfHx8PDw1iq+UNmP+p0OuowbmaYt4QQJpOJrSjNlGjo1Wo1\n++rg4GBzc3N1dXV5eXl5eVmhUDgcjnA4HI/Ho9Gow+FIJpPJZBJpye7ubiqVGgwGbrdbr9fT7ePC\nygjQWCyG+zibzfKGh4eHKpVqZmZmdnaWSXtqtbpWq52cnJjN5nK5TL+tVCqh3V9YWFCr1Xfv3l1d\nXd3c3HQ6nZOTk/Pz80j5yY3Ez2A2m3d3d3d2dvL5fLfbfe973/uwt8/rsa4A7IHW7du3B5eLAoKH\nJsOx7scwsmRwVqEzPjs7wy8sBX6S1gDGwDDeXAhB5qHEMLPZLIQggAMMo5msUqmg8sAwQEJ+lVKp\ndLlc5GKQT89JxrkFIFFNWq1WEnFoeknVhsPhIFpN0ob9fp9En1QqdXh4eHR0hF2UC2A+nwfAyH/j\nTgqbRFwQUCTNbfzq4GFQLatUKi6w8Xic8ElU2tzlR0dH7XY70IV8sVQqYSQggMrlckklfbVa7Xa7\nXq/3J37iJx7ervmBX6gnQJdarUarFTFqr9crFArMPXG5XOfn589e9ma+GIng6Li4uLDb7WazWapb\nM5mMUqkMBoMGg+FHbt4UQvySUqnX6ycmJtjDXBA9Hg8Aydg5i8VCZgeb0Gq1kq7E2yIqkXa0wWBQ\nLpchQnDcU52w/ZA7nZ2dYVgmtqpQKDBmYX9//969e7/wyU++4zvf+Qf1+vDwsM/nQ0kPH5BOpzc2\nNgqFAma4ra2tWq1mMpnC4TDJIDT/0PSPj497vd58Pl+r1TY3N5eWlr78la/8dKn0Z08/PTc353A4\nOIPY19Rq9fHx8e3bt3/rC194Pp9HoLGwsBAIBFZXV9fX17e3t5ntMjMzEwwGoU/q9TrRIW63O5VK\nbW1tHRwctFqtycnJt771rQ9r27ye6wrAHmjduHGDJA4hRK1WAyEYukimteQSsUbhGCOQAuCBXh9c\n5rsgWwLDUBBhVWHdj0aoB2U8rvSpIBrkxXKdnZ1JVlB1Gbl2f3GmVColgKHdALdMJpPFYrFarRCk\nRqNRo9FI5hBqkVlo+/v76XS6VCppNBqbzcZksnq9Tt0jyzKz2ezz+QjpQawhAw/x3JycnNAtoy6k\nVdbr9YxG4/T0NB01dMnoIUdGRlB8kfQI5XJ/Zba3t5dKpQ4ODkqlUrvd9vl8wWDw2WeffRj75RFZ\nuVyO1pEQAoMEG8nn89G2zOfzYJjf7/8Nt/t/u7j4p90udTy1TqvVIniTm99gMMjlckqlcnJy8ovR\n6D/v95PJJCw0VJsQotlsksvON83n8xAefr9fCLGzswOIYvxg2xN0S0yipA0RQ1LloLTiBqbX65G8\nM6+rUqnQMU2lUslkcnNzEz3IJ5rNP33Tm6anpycmJgKBgN1uz+fzd+/e3d/fHx4eFkIsLS3t7e0N\nBoO5uTmDwQBzDnVB+eX3+2u1Guh4586dpaWlD2YyQoil554bGxtDY2U0GolkOzk5uX379r//3Of4\nbd9+z3see+yx2dnZ7e3tjY2NnZ0dhJqTk5NjY2MjIyO1Wo1LZL/fDwaDuVxufX2dUEQk+LOzs6/7\nfnkI6wrAHmh95StfsdlsVCT0t0AI0hG73W69Xr9/1hfwhlkYeyZjkEjx4IwxJAUMYyAs82rlN6Uc\nwQdG4BN1GNUe8WjAniwN+TCSn4Tihx5Uq9VQJSAZyCTDD9H9M3lSXF51+Rgc9Wq1yqTdVCqVzWZV\nKpXVavV6vYFAQKlUUpMVCgWyG1A8u1yuwWBAhCNBODhskG/UajVkV/S36JeQJmW1WmkrCiGQNff7\nfURfNP8l5YjexGazoU5Op9M8Un0+H6NV3vKWt7zum+XRWd/+9rfhq9n50susVquj0SjEdS6Xazab\n/X6fiQo0ovD/qdVqSGAiLmmFCiGYgDU9Pc0NKZ1OK5VKWWYJIVqtFg4ttjSic6/X63a7S6VStVpV\nq9XhcBiQE5ekhc1mYzcqL9N++/2+yWQSQlDlKxQKKjY5hIG9TecVAVGz2fyM2fyHs7OvPvPM4uIi\nCdFms7lYLELuaTQai8XyDz/xib+5sfFphWJ+fj4SiRwfHyPlsNls0Wg0EokEAoF6vV4sFkul0vb2\n9tLS0vLy8ucDgeX3vW9ubo5QAvT9SHlBuJ+tVn93bGz5fe+7du3atWvX8vn81tbWzs7OyMiI1+vF\nlKbRaNjq1Wr14uIiGo0eHR2trKzcu3evUqlMTU3Nzc0tLCx4PJ6Hs2le33UFYA+0XnzxRZxSOp2O\n6BqJLvAn3W63VqvJ4CiIdVTvTNuTdRjTHwCqZrN5v8BdFiISxs4uG2a4RDEyy8GAUDSayzmw4lKj\nASNH34smBIMHUUXCoqhUKp4m1GH8CJILHQwGUihYr9eJ5Qa9YHVAr2AwSA7Q/v4+AAZfymwIvV7f\nbDZrtRoJBaRyMP2SrgCVK6iGRRovKjUZhJXBYGg2m+VymT4BNZkQAmAmBA9pMp+hXq8TjYqC8Ykn\nnnj9d8sjs/7gD/4AaDk5OcH8JC69zGq1Gn8e0dXEhoVCIalfRxkv2ePR0VGyEHmTSqWiUqmYjSLL\nMovFgrVLCEEMlXRDwroz/ZVumUajicViBoNBnqZOp0M2Jq0vdm+/37fb7VDf8NXNZrNSqWB9gZOA\nNYF1tNlsNJ+ITKOJm8vlENNT/OXz+R/+3veEEH80P7+wsNDr9e7du4c0Y2ZmZmJiIh6PM3AVeeHK\nysry8rLBYJiYmLh27Rq9XkRJwWCw2+0iL7x7967D4ZiZmQG9+v3+1tYW0hWn0xmJRMbHx/v9/vb2\n9u7uLuPZ6LHdvn17bW0tm81OT0/Pz88vLi56PB6J7o/2ugKwB1q/+qu/ysmhd8qBIYqJEgGKj0QZ\nmUCPfAPU4WHNZHGeBZxkFBacJcosLrxS9c4je2hoiMl4MqtQdt3sdrtMxJGHGcDgf2k4wbaRTUfT\nS2YQiMt2Qr/fV14OR6d3lcvlCA4AwDKZDOhF1EUgEKjVavwVhAYdjlAo5HK5iG3kB0c2QoVXq9U4\n29h9SNyAxnS73TCE6Ep4MZdu2uZCCACYX7vZbN67XC9/61s/W6t9MRrF++zz+Q4PD6+ipL6f9cIL\nL3S7XQqFfD5P5AqyILVaTWQMQ4JI5VAoFEwq6V3m/3q9XiakAEgYotmZqMbHx8eHhoZkmcUNhhcU\nCgWNRuP3+/lfknzHx8eFEMiptFptLBaDt2B1Oh273e73+zWXs1Vp37rd7m6322g0qtVquVw+Ojoi\nUVOqdlHMQlQypg7iWqfTZTKZpaWl1dVVjUbj8/nOz89XVlZ+rl7/3Vjsscces9vt6+vrhUJBrVbP\nzs7Oz89PTk6enp7Si200Gtvb2ysrK6DvzMwMuaC9Xg88MxqNCEZWV1dJBpmbm7t+/bpUiyiVSqvV\nigay3W4zhZmZgvF43OFwfOzjH3/v8vLPn5zMzMwsLCwsLi5OTU2tra29QaKkrsapPNBirBEYFolE\ntFotz1OmRQQCATmUGcutnJMSDoetVivKXXIRu90uObNwekdHR8fHx3IUpDxyHo+nXq8jTT46OuJv\nzWYzBCaKKTkYk0xblUql0WjkqBduqXTCaJtxyG02G5kXuDhp0Q8NDdGd0ul0Go2GFn25XC4UCvl8\nngEluVyOUBycWF6vl3xVgjCKxSJ0PHNPKLOIcRNCUEHy8RiG0mg06MAR52o2m41G4/HxMTkmMDz1\neh1/DPou2FSDwUD5pdPpkskkKYh/9s1v8i/l9/sDgYDf7y+VSul0+iHumUdg5XI5tKOJRAKelrrq\n7Owsn8+bTKaZmZloNNpsNo+Pjzc3N+l0Tk9Pa7XaUqm0v79PFYV5ud1u84BG6VosFovFosFgmJ+f\nHx4eJlEFL3AwGCSiPpPJWK3WyclJvV5fLBYLhcKb3/xmjUZD1G86nTaZTJOTk4x0oRvHrLKZmRmr\n1VooFI6Pj1EDjY+PKxQKpFVw11/5gz/gx/zbH/iA1FWq1WqLxeJ2u41Go1Kp3NjY2NjYuHfvHook\nvV6/tLSUTCbD4fDk5GQ4HCZiCj9AJBKJRCLn5+fZbDaVStGgooSCWjQajblcjnuw3++32+3IRnZ3\ndxnlSvEXCoXAP64OKK2azebW1tbW1tbh4eHZ2dn8/Lzf77979y4/wtHx8c8mEtPT0zMzM3t7e3fv\n3v2RH/mRh7dxXr91BWAPtGw228HBARgWjUY9Hg/aIaRHIyMjPp8POqXVarHDZHAUQbTku0sMc7vd\nwWCQdnej0Wg0GoR7oi/q9Xq1Wo3OM/0e+QK9Xo9GkTeUGIZmAVCUtqpms6nRaNA48eL+ZfK9EAKm\nRfItCJHxBsi7KrOPCWpC6OF2u30+H5fcZDKZyWR+6wtfEEKYTabx8XGXy+VyuTQaTb1ez+VyR0dH\nDNUVQpDzm8/nmYuBtdlms6GrRlJFqwx65+joiJnL3BWwKjNznScg3x341Ot0TqczFouNhUKhUOjk\n5ITk34e6a37gl9/vX1tbg1SYm5uz2WzEG3o8Hp1OVygUTCbT1NQUPSRmfVFAT01NkeCcTqeZhwKG\ntVqteDw+Nzc3MjKi1+vL5TKpK3Nzc8ReZLNZg8FAFiLvmUqlTk5OEC6WSqVMJmO32+PxeD6fp9Ax\nmUykY1QqFW5LlUplZGQkHo/b7XbsgFgb4/G4QqFgn/NK1re+9S22FhWY1+tlJvjS0tLm5ub29rbT\n6eTAEjONzWNqauqf/uIvCiGcDsfTTz8di8VisZhOp8vn89vb24VCgSsX/jOv12swGNLptKxEg8Fg\no9G4d+8e14LR0dFIJDIzMzM5OYk6RqVS2Ww2AlcJ2VpdXd3b2zs5OVlYWBgbG9vd3V1fX7eYzdFo\n9PHHH39ifn5ubq5ara6urq6urj6sPfM6rysAe6DFPOVMJkMWTjQadbvdjGDgiX//QEsYFZphQgjY\ng/sndckOViAQoC9FWAZeTtDu4uKiXC5zgeWxfnJyUqvVGIXcvhzuzJha1I8UH4CHVP21Wq1yuexw\nOLRardTiQ/oTRiBFHxQ9SCSOj49rtVq5XP69L32J30A0EkExz9mzWq27u7vI1nnBcaPxnMdDEAMm\nLabJQI2iQysUCgcHB0Tpkz7scDiQk1FuwnwC2/l8HgkyNheU9DabzWQygV5ydmWhUOCDyakrmUzm\n87/1W0K8UebS/iWteDzebDbv3r2LBv3atWtQWycnJ36/Px6PF4tFk8k0MTGBHv34+BgMu7i4mJ+f\np87OZDKM0eLhiwppdnYW5wZJuEajkcQK/tGJw3C73bgmQM1wOByJRHK5nNFoPDs783g8dNcODg4M\nBkM8HjcajQyWE0I0Gg2ulXjhIatloAbRzx+YnMQmP6lW3+99HBkZqVQq//if/BMhhMNuhxKfnJzk\nwkRMIggqf0usUChULpe3t7cBXaLXLBYLjWpCh4eHhwOBQCgU0uv1t2/f3tvbGxoawjmQSCRmZma0\nWm0qlSJtDgg3GAzFYnFlZWVjY6NarS4uLtJj29zc3N3dJY1+cXFxYWFBqVSurq7+zN//+z8jhPi9\n33uIO+d1W1cA9kDL7/cjAtzY3BQ7Ox97/vlYLOZ2uzHhMj6cOT1y5nImk5FqCIVCQU+IvyoWi7Jy\nCgaDWq22Xq8zfKtWq6EGBO0KhUK73Sa7XWKYyWSScNhqtSqVyv2IGAgESH+HdhsMBs1mEyadIX5S\nyiizPMQlkcisy1ar1Wg0aD7J3wCSDaR9brcbQQcFkF6n41I87vf7fD7mnCFOE0IYjUYiD4rFYiaT\nyWazyC+9Xi/opdVqEWiAuCMjIxcXFwz5RZrc6/UI2qBc0+v1DLYgArFUKnFBRrhhNBrBtoe1VR6l\nlUgk8PwuLS39+V/8hXjppV/73OcajQZxEp1OZ2JiAgyj8UMptrq6Sq1/7do18tqz2SwjrIAiOHbU\n59lslvRng8EwMzPDw7pUKjF20uPx8J6kVcViMbvdXi6XaU2Rc9bpdHK5nF6vZ8IcHTWkffV63eFw\nxGIxtFR4v1Dth0IhNrks+kmjPzk5oePLb6BcqXzgr/7V2dnZbDZbLBbdbjd6ilKptL6+PmqxBIPB\nJ6enE4nE1NRUp9OB5atUKkIIh8Nxfn5OiD7h8UqlcmJiAo3i3t4e3CP2lVgsNjs7a7Va0+k0iR7k\nsRmNxlar9fd+5mf+nhBCiHe9850Qqrdu3drf349EIlS0i4uLdrv9tdde+++11xvj6nYFYA+0kBqe\nn5+LzU0hxP7+/tDQUCwWc7lcaMTJJHS73cRXg1WpVGr73j3xzW9+7PnnFQoFE4zADwR7VE6hUMjj\n8TDUlVNHgBP4hLMKcwnCZZhxWe3Jqo53owOk0+mYckvfrt1uNxoNknx7vZ78hNJVJudEA2CoB+v1\nunV0FF4lHghI9GLqMQVQoVDweDwQmIFAYHh4OJ1Oo9E4Pz8nUNFisdDPyGQy+Lei0ajL5XK73Waz\nGZkijT1yEcvlciaTwRPd7XYhWGw2m8PhMJvN6XRaole5XObPSf51Op0S24wGw+jo6BWL+P0sonLb\n7fbp6am4dUsIsb6+PjY21mw20d0xJ8hgMBDZJ4caf/s73xF/8RfixRdffOEFo9GIWSIQCDSbTcCP\n7To/Pz8xMZHP5xkX5/P5ZmZmjEZjuVzGis7Worwj5Pe5554TQnBd29vbc7lc0Wj0/Py8WCxS0jFG\nvNfrUcqXSiUUs6ThoKhqt9vSuUE4AFLh4+Njsg0LhYLP641EIolE4smZGXppHo/HbrcHAoF8Po83\nKx6PT05Ozs3NAb0rKyubm5vIQywWC8y5EOLu3bvpdPr8/PzatWuESx0fH+/t7eEDg1Gcnp72+XwE\nYWcyGW6uKIeXl5flv0gikQiFQqurq+l0mj2fSCQWFhZCodDt27c3NjY2NzdtVqvP55PtsUd7XakQ\nH2h98YtfDIfDQojPWiwfvy/cHbIexfnQ0ND5+TmjvOArtra3+fJfHR0litdqtUqcIPGFGojcd96E\nGV2jo6McNo4WIUyMJpHuFoQY8jVyhIpKpSJlUaYjStEjvQdxqZ6XEzJxw7CazSaCdSkppDsdjUbt\ndjuFFyRMPp8fHR2VU7vcbjc1WT6fR5OG1kOpVKJUzGazsE+8rdfrZRQFgpTBYGC1Wq1WK4PSGTwt\nhGAamc/n8/l85XIZ3hIA0+v1DAYLhUJ+v//w8BBNx+Hhodls9vv9H/rQhx7WnnkE1n/5L/9lYWEB\npfunBoNfOD0dGhrS6/Ver7fVat27d6/VatFewqhE9Xx+fv6jt27xDi96vT6fz2q10sIUQtz/hb1e\nz+VyIXynrWuxWEjppPFDm02v15MJsLu7q9fr2STsWK53sAukrBE9g/sQBz0z59DWDt03FAaJPzuQ\n/HhEs/SYZ2Zm5ufnZ2ZmIOQtFgv2jEKhsL6+vrOz4/F4JiYm5ubmHnvssXg8fvfu3fX1dcxYQ0ND\n8Xgc0eaNGze2traq1er09PTs7Ozc3JzVakXwwjHHnsxdYWNjY3t7O51Ok98YCARSqdTy8vLPVqtf\nmZxceu65xcXFVCq1s7ODcZvZlYFAIJlMrqys8BkYhvkGmUV+BWAPtD772c8iERZC4N6XGDY8POx2\nu+X/otlF1P5Zi+XTCsU/6XSkzBflN+XO2dlZNpuVjl2mu2LPohXEKHSuwPV6HXyiRlEoFLzP/RiG\nMoI3HwwGdrudUCvUidLgiRlr6DKHXggB3EolvbjMpKeuAsAwlsrRkVQ/cixyOBwOBAIHBwcAGOwH\nqGOxWDKZzIsvvfTBTOYXz8+ZMxkKhQKBABwOJSzSLIL1VldXi8Xi8fExv0w5DJopvaBXasBa+gAA\nIABJREFUsVhEA4KgPxgMFotF6sJsNqvT6SAV3yDH+C9pvfDCC0KIa9euicutkslk6NlYrVZU3dAP\nQgigBTvjCx7Pp4X4+dNTDgXD3nB64R3e3NyUU16JYkKCi8YB1TvkYS6XY9oO+U/FYpFIaxS5vIDR\nqVardTAYQNy1222CyoAxkqI6nc7w8DABNyR0yJQZOWNBq9VarVbUgMFgsNls9no9Bqk4HI7Dw0MA\nxuVyjY2NTU9PLywszMzMrK2t3b17FzNWt9sdHx8Ph8N6vf7i4uJf/Mt/+Xw+/7Unnpibm5ufn08k\nEvCoQgiDwTA8PBwMBhlyzTvg8To/Px8bG2u1WisrK2tra4FAYG5u7tq1a8fHx8lkkmFDRP2Ojo4e\nHx/ztZubmxaLJRaLzc3NvUEs/FcU4gMsheKbQrxToQDDMpmMVqtFEyjnmPj9fhgV0jcikQgYhna8\nXC4DJCqVKhKJ+P1+CTwbm5vQkh/9yEd6vR4hPbSveEBL1jGTyTClpdPp+Hw+BM3yfaATM5kMxCBf\nFQwGJZVBiwvDJkMcADY8VTqdTvqjUdXrdDokJA6HQ454z2QytJ2azSYZvtyg4VWozAqFQrfbDYfD\nDofDZrPR+uIXKQspv99/dHQEeYia3+12I/RIpVK5XA4WKBgM0idzuVxarXZ3d5fvjkSTcHrgDdEj\n0n/iOQC2h7dpHoX1wosvQgMuLi4KIaDdEE3Mzc1NTEycnp5+55VXxHe/K4R48YUXFhYWdDodgMcW\nSqVSBMEsLi5Cwk9MTMBJfvs73xHf+c7Hnn+eK9fU1JTZbMY1yAOaCommWjgcHhsb63a7//k//2cs\nE//h137NZrPJFyBxTCQSOp3O4XBw88O7wggVIUQymfT5fCR6qFQql8sFEFKoAajYTrBqnJycGI3G\n0dFRo9HY7/fpjVUqlWAw6PV6Y7HY1NQUaU+E7SaTyVar9dhjj0UiEcwzksebnJxMJBKJRAJuEKJe\noVCMjY15vd7BYLCysrKysrK9vZ3P52kQ6nS6mzdvJpNJxrjMz88rFIrDw0NsJ3R8FQqFUqnc3t5O\nJpOpVIpJZhMTE/fngz/a643yc37/i77X0NBQJBJBrV6v17FnQdMhNQQAVCpVLBaj6sJfhcIQzXo4\nHA4Gg9z+xL17vH8ymeQkh0Ihh8OBJM9ms8kCq9VqpdNpKd8ACYg9lQbndrvNtHKgrt1uUx7JDEYK\nLEKYRkdH6T1wgAEwBIpIB5mejC4/m81i9qrX691u1263WywWDGE+n48oOXI6Go1GJBKhxXVyckKr\nzKDX2+32seB/W/J2fHZ2Rpi31WrV6/Vk5MALhUIhoMvj8TidTmKiiOTAhW21WtH0E9JYLBYrlQqN\nEKfTSe34sHbLo7SWlpaUSuXU1BQZ1nq9Hkfg7Ozs2dmZeOUVXnb79m2FQjExMaFUKq9fv668HE98\ncHBA0R+Px2EOp6amut2u+PM/F0LcvHlTzmidn58XQhCzFAwGJbPdaDSWl5cjkcjExEQwGBRHR0KI\nGzduLC4uOp1OXrC0tETKRiKRwOELnd7tdtH3Eky8tbXFYDOXy8UNDFUhJ4irm0Kh4EzJmA9S6nO5\nXLvdpg0cCoXGx8enpqbu3btHzPz6+nqpVHrssceIkjo/P19bW9vY2FiYn3/yySefnJ2dnZ2luYs0\naTAYjI2NQVHcuXOHd0in06enp3Nzc36/f3t7e29vD/k+PrytrS3CQfx+P3Ofw+EwNrJ0Oo0YJBKJ\nGI3G1y6DlR/5dQVgD7AGg2g0WsjnqaLe/va3E6WD17JcLlOKqdXqYDAoT4JOp4vFYnhvERai64Mk\nRBMshHinQpFOp3O5nPfwUCZIhUIhu93Oafd6vczDBJD29/dPT0/R0Lfb7WAw6PP5IECQWrXbbUa+\nSqk9w50hTyRzSHgVIhQJYPTkMDWzMLqhKkSjDCNkNputVisoRdDUiy+9JITQ63TR+wb4yoGTFGqh\nS5MWaQitVmswGHg8HpvNZrPZmEJLyBvh37yP1+vFxAp6kSTC9C+v19vtdknBZwauTqcjYhiu8uFt\nmkdhXb92bWdnZ35tTc60hHxLpVKFQgHt+8eef/727ds7Ozuza2vcz9xud6PRWFhYwK5nMpmy2ez+\n/j4juNATJRKJjz3//PLy8t72NnYO8jxjsRiS9/Pz81gsxp3s9PQUiIpGo08++eRTOt329vbYxsbQ\n0NDc3JzX6+UFt2/fPr5c09PTNpuNMAGlUnlxcYHEt9FofPkrX+Gn+wc/93Ojo6Mmk4mjIS61uCTE\nE1szPDxMIC8pM5FIBE1TNBqNRqObm5t37tz5+E//9MeFsJjN169fHx8fn5ycRHlBasYP/dAPzc/P\nz8/P1+v1/f39QqFASCNpv5iRGTy2s7NTq9Xm5+djsRip2Uy/I9V+b2+P8TQej4fadGxsrFQq7e3t\nYQDHIWA2mz/04Q//L0KI3/7th7l1Xq91BWAPtGKxmGQCDw8PmUSn0WgoI2TAIBhGfFS/35ejaSVN\nR6+YBLZgMAjCMYKPNBoZhIj9GbGWz+eTY507nQ4Ydnp6ChdBP+l+Qr/dbqP1YrHpkfyNjIxotVr6\nYUIIBqXrdDrqPCllBA7R6JPkhJAMuwyISDBBOp1OpVJ7e3v8oijI/H4/wQ2M7KK5BaJ0Oh3cXaen\np6CX3W53Op084/b39w8ODpDFwzf6/X6iE8A8Pj9ySo/Hg7cMUhFHHVZrrDYPc8c8EuvatWvDw8OS\nBnzssce0Wi1OKVL/DQbDtWvXCF5Kp9PEuHC9Oz4+pm/KszWXy2UyGVJ0MRqSaGMymchM4nalUCjs\ndvvJycnx8TE0HTfCdrvdbDZv3br17LPP6vV6k8m0s7Ozu7urUqmmp6dDoVC73T45Oblx48bR5Zqc\nnDQajYzWhDIZGhrCqsH65je/SdOOaUfom3A005ATQpDwe35+DimNpBa3/tra2tLS0p07d3g3CrJE\nIuH3+2/dukX9FAgEQC/klzI/fnx8nNbX1tYWMb5ra2v5fH5xcZGsrHQ6zfygSCQSDAbxd2NqLhQK\nVG9DQ0N7e3uHh4d6vZ4RtWaz+Y1Te7GuRBwPtL773e/CH9ZqNTJmwuGwVDRBsvMC8tz+v/bePbrx\n/Czz/EqWZEuWZF0tS7Il62rZ8q2qq6ov1SEhnSZhSQJ7ZjMzJJAOJN0hk0BgYYHdObN7DgMcWGaH\nZOYsu6nuJskuYUjCJQnLZIZ0JxC603Wvsst3W7Z8kW3dL7YsS7ak/eMTf8fM7JmtCaRqXP17/qjT\nXZYl2fX76f2+z/u8z9Pd3Y1iQt4MEhwwOW+SlsQ4SqPRYHsjX5R5MpmWBO5J/+ydnR25yNVsNhFD\n8l2UsYODg7n5+R9fXPyXJhMBSNCbQgipS4S3kdtgMmZFGhDncrlsNit9PaRbAREqHR0dsmfa2Nj4\n5YODlwcGkHsMDg6mUinscHhvMJmtVgseEl1lb28vBa9SqaytrV158cXnksn/8fBwYmKCDjUQCDCN\np/1C2MLgjRAyuQrGlyAVcfbCd3x0dPShXDCPBr71rW8hUMJqXa1We71eCG2ceYvFItwgRyIeJoQg\nuS2TybDhwKgVVY7T6UR8kU6nXS4X09zd3d3WSS652WyGtctms1qtljdwfHxM65ZOp51OZzAY1Ol0\nuJe1222v14uPKG4gf/mNb0x+5StfjMWIIqJrJCfaZrP9X4HA7/X2fqqnR1pan858sNlsbMqrVCo4\nDHhF6FODwUDyHOJAPAx/oVz+43gcB97Jycm5ubmZmZmFhYWenp5AIPDss882m825ubnV1dWdnZ2D\ngwO40JGRkXQ6fevWrVu3br340ksfSaX+/Pz5iYkJn8+XSCR0Op3L5cLdg901i8VSKpWy2aycCxC+\nzAeO1+t1Op1QkZ8sFL40MvLRj370YV46Dwqq9ptg2e3vjj/5kz9BX7e9vb20tCS92P1+P80BUjpY\nNT6UCamincKZFJUBZFexWNRoNMgQXC5XV1cXPjp8HMODMeAZGBjg/tzb26Na0PT89be/LYQY9PsR\n9QEiyXmrn/v854UQNqt1cHAQ0t/pdCKssNvtpDQZjcbj42O5EyYjx+SetbRJZCrGXV0sFnd2dnjD\nmUymWCzybvv7+wOBwN7eHkpFlUqFw5vX60VJn0ql2O/hDhwcHDQajYkTzM7NCSHe8cwz73rXu8Lh\nMNtCQojd3V2m61RQkjbRyu/s7MgvUdiY4en1+o2NjdXVVXR0Cr439PT0DA0NnTt3rr+/nxkk4jez\n2by5uZnL5fAMJL/GbDbTduzs7LjdbmbAxC2GQqFoNNpoNND4ECK8trbGtnsgEEBxh3cimgW/35/J\nZMrl8vHxMSqhbDY7NTX1+c9//u7UlBDiQ889F4vFSPmBY/D7/dVqdXZ2FjZ7Ynycp+JEhT0bo2WV\nSiWFuBCGHA2hIlH8stcBl4jYNRKJMItdWFiYn5/n/eNIghdGLpebnp6en59XqVSkbsZiMSZhW1tb\nBwcHuP2eP3/earXeuHHjxo0bN2/evHPnTqlcFkK8/NJLvD00tIzJG40Gdz1B59FodHR0lFssl8s1\nGo1IJBIOh2/fvn3r1i387KPR6Pj4+Mc+9rGHeu08ICgd2H2hWCzq9Xr6JMgKKTIcGBiQi1aHpxTz\n1ADMZ9H4cg7tPAGyXVoxtPioPFiIOX2wQNCFzEEeGN97544Q4p8eHfEMHEVVKhVeU1qt9o9isZe8\nXoPBAPuHXp/+TOrv2TljCCFOZmOcRmFUWLSEviBmM5PJ4Ge4s7NDI0XpYhUMWwTiLnt6evDm0el0\nq6urfHjt7e2hG8T2V+5Eb29vv+jxfGViIhgMXrhwgeWbZrOJMxDe84iscEbnHCC/xM4ArigGg2Fr\nawuL+g9+8IMP5YJ5NPDlL3/55q1b77l16/ODg9FolExR7JHI+trc3FSpVMiX8M6gvy8Wi+12Gxc0\nZqi1Ws1sNvt8PtY/WGSkvV5eXubwx3wUEkKr1RqNRoY9KOC5lnK53Htu3RJC/KZOp1aryT3gfkRD\nPzg4+KWRkRc9HkxE4caxtGC7v1Qq4fPCgJZLZXl5eXFxcWFhYW5ujmMWeUnd3d1I/sLhsN1uTyaT\nS0tLS0tLu7u7+DqOjIyQv8VyN3GXuHXEYjGDwfD1r399eXk5l8vRdY2Ojrrd7pmZGfTxCwsLgUDg\njXe+c+eFF6ipJMEGAgEM1cgDw7yYlGfJRlYqFd4YpojLy8t9fX2spt25c+c973nPQ756HgiUAnZf\nYP2FUsSVTY2hVnk8HgZLkOyUAY1GU6lUGIbBsNvt9q6uLuZh1LB2u80sSgih1WpdLhdlUqvVcgCU\nb4AzI0ZK1JgvRCK/53RqNJp8Pi9z3/kWbDuIL9Hr9TCcMsFS8oSnU57l7Fp/At4z823MT2m88KfH\ngweLLNpE5hCYx2u1WooKrseEdbEfxoPRIm5tbWFmz0I0Kg+SEvf29qQLMJMSulur1SqrF78TCpsQ\ngjptNpuz2azMWPnkJz/5MK6XRwS3b9+mWvyGVouEwWazUZw8Hs/R0dH+/j7KWKvVSgxQIBDgoEbv\nZbPZ6GmIuhdCoCllmYxV+r29vbm5uVqt1tXVha2G5BLJ9Nnb29ve3j44OGD69bnBwX9pMqVSKfyy\nYSnZRRNCGI1GNFBspNFmUcYoLc1mk5TwXC5HWlAikVheXr5+48ZPJBIf3tr67a4uzou0QagKTSYT\nD5PBMVJGL0dcm5ubXV1dTqeT8XZ3d/ft27e/8Y1vpFKpWCw2OjqKvHBjY2N6ehqTe6/Xi5UGnLzZ\nbOb3w3U+PT29sLCwvr5eKpWCwWAsFjs8PFxcXNzY2CgWi4ODg5hVzs/Pr6ysOJ3OcDg8PDx88+bN\nW7duvfDCCw/tunmAUEQc9wWUtVhFMJqGOqtUKnIPDJ0hphLVapV5NTKKg4ODvr4+xjPMtAFcohAC\njyidTofPN8Nk3JjwP6Qz6+jo6O3t1Z4C2hBUDOTbsu/l9XqDwSBpxWq1mmaF0kV+LpKQWq1mMBik\nCEVO4BGe0KUhZZZWBZClHBUxGseTF2X83t4eT4jOQq1WJxIJFPaZTCYQCEhpRiaTgVPN5/M8AwWs\nv79/c3MTjzjeBtGgcJ7EYFYqFcbyFOlKpYLhr8PhKJfL7Ot8N2DlzeEI931CZ2fnz/3sz87Pz+cS\niZWVFbVaHYvFYrEYI8mBgQFcx2ZmZvb29oaGhtDNT05OWiwWi8WSTqfJ+mFqe/Xq1Vwul8vlYrEY\ny/4yG+z2nTvijTfG9/cPDg7i8bgQgnS9/v5+Lr9yuXzv3r1yufxDP/RDXV1d7G9BShMPjQAYCb5e\nrw8EAozKUqmU1DflcjlWLVkG6OnpKZfLe3t7LJCIE3PeZ555ht1HRLBGo/Hg4GBxcRFvYnLYIcb9\nfr/P58tkMpubm/l8HpEUF39nZyc5louLi+fPnx8aGorFYg6HY3d3l0TKjY0NZE0jIyMM1BFzNZvN\nzs7O9fX1u3fvzs3Nra+vVyqVeDyOVcfi4iIVlDAXrVY7Pz+/tbXFWx0cHLxx48ZnoM3fHFe+UsDu\nC5CEMBK9vb1Qat3d3Xio03MwqaKGIZrQaDRHR0dSDXhwcICDLX4cZOjlcrlSqUTh4bvIQzIajUaj\nMZfLUdtKpZKsYS6Xi092mjm4vlwuh2mvEII71uPxsK2F9gRmH2GxZDvRK9fr9dPcJq0hMe248sil\nYxKijUajnEhBbJZKpWKxeHBwQPWiYTo+PmbOTC0Jh0LohmGcZCOFMxB7xy6XCxsqq9VKrAYcLOov\nttCoXrzhRqORyWTohh0OR6vVkjZXD/uSeRRw/fp18hWtVqusFtFoNBKJ5HK5w8PDwcFBCsz09DRu\n1GSRBwIBi8WCUhHnXCQYb7zxRjabzeVyw8PDw8PDJDqaTCbxR38khNje3tZqtUKI4eFhucJB/WPZ\na2pqyuVyDQ8PU8Cwvs3lcnDg5PhIcxkhBLpzqO/j42OoC3IbfD4f1xKj1maz+VvveEdXV5fJZPoh\nq5UcE56tVCrl8/lqtapWq5mzsj1G9CWz7XK5jBc+XVRPT8/c3NydO3c+c+XKZ4T4xMhIPB7Hhjif\nzyMd5BgXjUbD4TCzA+4yggAJaF5eXs7n82NjY6FQSAgxPT29trZWLBZHRkaCwSBhN9vb26gifT7f\njRs3Zmdnv/uP9yaoXkIpYPcP4kgwioZ8p1WCTCM90u124wpBHwbTiCkOJqcAGk2WMbzaqGGQe+12\n22QycTtls1khBKQHNQyrw9PqfHZW0EdUKhVUW0dHR8iu4vF4oVBAW0wfCd+C+lEunwkhWJqhNEof\nBEyBW60WIehM4PR6PR89arW6VCoR2YX3KN0Srt7Mt3jywRNoNBqp/qAyIVexWCyE2CILJg+XMmkw\nGGCiyDbjZ8e5jvfmcDjwfWCclslkhqLRgYGBV1555aFcLY8Grl67Jq5d+8mf+IlYLEYuZT6fRw3v\n9/vL5TI5JvV6vVqt3rlzhxp2eHgYj8ehxG02WyaTCYfDQojj4+P9/f3vfOc7fI7zQez3+81m8+c+\n+9nZ2dknFxaWl5fX19fVavXQ0BDOivhTw2pUKpWbN2/u7e3F4/HHH3+c7n9zc7NWqyFSdblc2Kex\nfY87drvdxkoNNS80A4YdWq1W3nGMA4jEOzo64riGKQHsPVsucON2u12j0bDCAXe9vr7O0c1isSST\nSUZc/BonJyetVuvu7i50+vb2ttvtRucSDofJcd3c3Dw8PHS73a1W686dO3fu3Jmdnd3Z2ZmYmIhG\nowaD4e7du0tLS9lsdnR0NBQKYQm0u7vrdDoJob5169bi4uLa2trlp56Kx+NvEvGSUsDuC5jQdHV1\nIdhDyIRc3mAw4H9TLpd1Oh0LTKSZHB4eyiTJ/b8Nr9fb29tLbDkoFAoov7GH546ClIBmpBDKrHTc\nlWi/KGAWiwUP0MPDQwYVFEWMCvv7+9lZpuvSaDR0Y1RE7nkk+41Gg6IFtaJWq+UwjIkCDAyH2XK5\nzLSc+E0KT6FQQFt/upYgBsNOPpPJlEolVsrQ5Xd2dqZSqVKpdHh4iFLDZrMZDAZm/hyW9/b2eLf1\nep3Faj47cKlHGLm7u5vL5WBUFCupvxfMzc21Wi2pYmAi1dnZiaUvAj/o6Fu3bnHZHx4eTk5OosGh\nXx8fH6dC3Ll7V2Qy4vXX/+H73sehKh6PP/XUU9DdDocjkUjkcjm6n87OTlYVBwcH4Sdu374N70f6\nsNPp7OvrQ75frVZRnNPQWK1Wjn0cMblnqWQoRDioybp12hGU+wIJotVqtVqt+EtxF/AM0vwXvSsr\nkna7vVwuo86gljz33HNGgyGVSmGEzVI/Ko9QKAQRurOzs7+/jxsye8137txZXV09f/58LBZzuVw3\nb96cnZ1NpVLj4+ORSITqhfrXZrN5vd7bt28vLy9vbGxEo1FUiA/7qnlAUArYfWF5efng4ICYEvob\nhs8Wi8Xn88ElcmpjgcPtdmNvAX2BKQ4xd6fB5Mxms1FCEPVRILGfF0JA2anVaohB6ETJJdKjMFez\nWq3cUbRZh4eHkP4WiwUJFmlGHDkZmEm9CTG1cp0ZMTru3SgpmFXwH/z43POHh4dCCHovmNV0Oi2T\nVvL5PH5XDMOxq2frgBEaXgPsh+H0QU/Gndnd3S0L5P7+Pj91LpejSpG0S/WqVCo4/ObzeQyoCJt4\nqFfNmccv/eIvLiwsVFdWNjY2Ojo6cInd2to6PDzMZrNdXV2s2E9OTnIxXLt+XVy7Jq5d+9Bzz2EN\n1Wq1KpUKXdTFixdNJpP44heFEL1Op2dpiWrRbrdHRkYuXLjAKNTlciUSCcZmdNt6vd7v93Pwmpub\nu3nzprTbiEQiGK+Q7QDvDQ1ut9t1Op0QgnMhPAGVjCu/q6sLEgJSQZ7k5DkMwxeYAPRZjUZDo9F0\ndXXBga+urpIqaTAYaOmEECStbG1txWIxtpK3trYcDgdGPL29vVLl0Wq1KEtsbVssluXlZYhHfv+f\nGBmJRqM3bty4fft2IpE4d+5cLBYLhULr6+v1et3pdMJe3LlzB10i/iDxeByXnzcDlAJ2X1haWoIG\n7O/vpw8jZKtarfJpSx/GBjGuM8giTkcQYVRI+DLPdnBwMDAwACMHWyLDVqh5HBvRN1qtVtwBqJ0Q\nGr29vaFQSBYwm82Wz+ehCvl04INAlkM6Np6w4wQIOvCRopgJITiESp86osV4HoK7TCbT8fExtopM\nqjQaDW0QcczclljvYBeytbWF0IPzLLL4vb09CtL+/j6jL5w7tFptOp3mdWk6m82mNMLHRxG9lkql\notUjwNDpdBLQrBSwvyPsdvtTTz3lcDhWVlawTBscHIzFYplM5ujoqFgsEuKqUqkuXbqk0+nE5z7H\nN87NzTFhjcfjFI+7d+8ODAwMDw/DFj6+sIA1M/+sx8fHIyMj4XCYAtbX10dcVqFQgHLo7OyMx+Mq\nlWpmZqZarV67dg0bz2KxODw8zNXFUiDbKVy3DoeDmiSEYHMf8WGxWNw62bl2OhySw6Dvp3r19fUx\nCcM6BO9dmQWxtbWF+/vKyorRaMTyw2KxzM7OoleKRqPBYBDveafTqdfr19bW2MLEiapQKNAzFYtF\n3NSy2ey9e/dmZ2ctPT1shp07d+50Pft4PB4MBldXV2u1Gp7gTqdzamqK3Tv2QYeGhiwWi0yLfuSh\nFLD7wtLSEvz+wcHB0NCQtLdhJ6xarWJry2GTv5T5KaddoOjDKGB8I3v1Qgg6GJw1KGNMng8PD5vN\nZkdHR7lchmOhVapWq9Qwzq1wHRQwMkrow2jFaBA5bEq9hqQEqUmyVmGoCJnJe2AYIEkYo9EovXaY\nKxgMhmaziWUijdf+/n5fXx+/FkT2iO/39/dZLMPMEFE+9vZ0isjlGTDQY+n1+o6ODvz48aaCs2Wc\nDidJSSPmg0Vy7Lof7mVz1nH16lX2iux2eyKRwNMLjQbKIwaWHo9Hp9NdunTp919+eWpqam5uLruy\nsrq6yhUSDAaREVLDgsHgE088gfwnmUyWy+WtrS3pC+Pz+cLhMN3M5uYmqkLKWGdnJ2J0rv/Xv/Md\n8Z3v/Hf/4B/k8/mhoSGkJUQOwVVAKnR3d5OeGgqFGFl9V/r7hS/wM77lLW+BxoCEt9lsbMpDUbDO\nQcRzd3e3RqNpNBrLy8tzc3N0WhaLhQ0Qn883Pz/PrgiL2NFodHV1FQfIQqHAYcvr9Q4ODq6srCwt\nLSWTyWw2i5tau92enZ1dWFhYXV0dHh7+SDx+8eLF5fn5mZmZHrO5XKkIIQKBAFEswWDQ4/H4/f6p\nqalkMplOp30+X39/fzgc5pDncDge5nXzAKEUsPvC0tJSpVLBIZfOXX7WHxwcbG1tVatVmCsZFClN\noYxGI97YUrm+vr4uqxcEI5EK3CTS1Uk+HlJRCEFoLKdUpmvUML1er1KpSE5hU4fzKftbkCdyACBO\n3KRQcKhO4jcpYKyFsRFMTwblolarGX0xqbZarZCKjApIjkZdTSSgy+WSZiI+n08KLsgnJKKCTVLm\nYdiq8vGh0+l2dnbYouvq6lKr1blcDnsRqiPPj9cJJvSVSsVut0uXKVbN5I6dgu8Nb7zxxle/9rUX\nnn8+Go1ibkk56erq8ng8LJtXKhWDwYDnMjNUupm1tbWtrS3ku319fdhHTU1N8fl+4cIF2h3yi3O5\nHOuGrVYLMSokdrlcZn68vr7ebrcHBgaeeOIJnl/MzoqTDAduRkzoe3p61Gp1q9Vi4ssiphACyhqT\n+2q1+n9cvtxoNNRq9bMaDYuPNGpCCKSt0oyDdWaWOmq1GmVmfn5+cXGRdp/9YkZZlUolFAoNDAxY\nrdZ79+7t7OxcvHixo6PD6XRarVZq1ezs7Pz8/Orq6u7uLrJkXKAWFxeTyWQ4HI5EIuPj46lUinoW\nj8efj8d9Pt/W8nK5XA6FQljerKysQMgPDAx4PJ5gMCiXUtgTfzNAKWD3hXKlIirQSrxpAAAgAElE\nQVQVX61Wq9XwpbXZbJLrq9VqWMWw79XV1SWEYF9SCIGdrsvlkjXp8PBwfX2dcihrmMvl4rVYzpUv\nfbqMtVot5t6VSoXRERMsaBNm0dJB0WQysXFJ34MfwelvYQvntPpRuknxVqWPFNpC5gr0eajzqX+V\nSgWLLLbEjo6OZHWh/eI948XAZ4FKpUJMvLu7WygU8FTFVauvrw9dsowfrFQqxEDDTFar1b6+Ph5c\nqVTo9ux2Oz6NtF80tYzBH8Ll8qggk80KIa68+OKP/+N/TB4jXRFFS6vVViqVhYUF2hTaDlbBTCaT\nxWKhM6ZHd7vdGPJOT0+XSiWsb6Hf2XnY39/PZDIdHR1HR0c+n8/tdrODyCy51Wpxjb3lLW+hVfpV\nm215eVm9tpbP51dWViDqQ6GQx+PheETlk2teXMw6nQ5G2mq1CiGQnxAGy2vxN/LEZjQamcUajUZe\naGlpieqFMAofKViEWq0WCoWYC05NTW1tbXFBwjfgHnnr1q25ubmVlZVUKoWnqM/nW1hYYIiF/yey\n4aWlpfX1dUQZFotlYWGhWCyGw2HGydlsFkK+v7+/r68Pd+NcLsfmjPwweeShFLD/AjDcSiaT0opX\ncn0HBwebm5twjGhkkflRDKrVKqz66b6KGiZNCOv1Oo4SQggOfeJE6S6EgEvkVqQP44CJIQKR7UII\nSQnSljGshu2RczVpOS/9O+QZ9vqNG7GhIV5XbknDGVIhuD3kFI0nl40XHzQMA2gTvV4vqe0k7bI9\nipMbenf2wHg8Ak6DwUDkPNWr0Wisra0lk0lcgPmRebCszdQ//pL1Gr5rbW3toV0rjwReeP75Ky++\nKIRYXFwUQsTj8Wg0ipvUwcEBqXWI7rgm2Wo6rSrCRWJ7exspLNT01NQUZYlAYYfDsb29DUddLpeR\nFEYiEVoixLeE7+zs7HR3d0ej0QsXLjBAdbvd6+vrLCmjszg8PAwEAhhccaRjg4WVL8gMTmzy0Far\n1f70z/7s6cuXhRBoNMhEhc/w+XxarXZpaQnHqa9+7WtCiNF4PBqNjo2NjY2NMYprNpvM8HZ3d+fn\n55PJJJFj7Ie4XK58Pj89PT07O4uVRn9/P/6N29vbaOuxpxkaGpK+HogyVCrV3NxcNpsdGhoi2FOl\nUrHR7/V66W7n5uawTua13jzcg2IldV/4J5nM/9nXR0gE0gwWNu12u/z0r9Vq+XweqdLx8TGf8tIn\nF4EiTtvS8R15hZRvoNeQ1YX/haMTp1oxAvpOVz7EFzwnb4Z3KISAISSlhdkADCHyYtJSSNtaSSSE\nEJ/I53/9JHOdc7TD4WDM5na7WbJhYkHeSiaTOb2PddrO2Ofz1Wo1agyCeHSSFCTCnaVfIlMEo9HI\nFI1Nnc7OTrJakslkKpXK5XIwhHTA2Wy2UqkgZZSvyIuuneDd7373Q750zjLy+fwfhMOftlrx1Gi1\nWl1dXbjLc3zBf5ITCYwCLjCMkdAxocVVqVR2u91oNFLDkPXW63Wr1YpBIhbMkhVoNBpoeVQqlWzF\nUABVq1WSzT0eD8uInNi4s+if0MfDtMMo8iQE+GF4vba2lkgklpaWrt+4IYT46c3N39TpUCchjoWI\nbjQaiUSC3mtzc/Nj6bQQ4u6P/dj58+cfe+wxtPs4Dvf09KysrOD/xM8VDocff/xxt9u9sbGBVfy9\ne/eWlpZcLlcwGBwaGmq32/Revb29iD7q9TpcotvtDofDtVptbm5uY2MjGAwODw+Pjo56vV4WUdCD\npFIp3hg2VMTh3r59mxDtRx5KAbsvXL161WQyMTra29tD0SdrGOWHOySbzdLiHB8fE0zOEY9FMWyq\nMfWg3mxvb1MMZA1TqVTQfawbIxdkAZMtSz4CMpnMaRd5NBqkTkgBCIVQPgP/Ic2i5OKXXq83Go3/\nu8Px8WxWCPHvn3wSv4yT/GSf2+0mmlmcBOYi6EAwwhYzP5qsXl6vF/tE7Dl6enq6urq2traoK3RU\n0tEAX3+9Xo+YsNVq8ZY2NzexNNzY2MhkMuyJ85b4LKM1lLb9fr+/WCyunsJP/uRPPtwr50wjl8s5\nnU7qEHuK7LNL0068PXHZkIwCtQcnC5hnXBBVKpXb7SbcZ39/f2FhgUA7nU5HzZMrXMiLWq0WRygu\nvMPDQ2yrmB/X63XaI+JVIS0Y6yI7QoVhtVqlDTcSeXgFaVRttVqfO+nUZ9/3vtHR0Xg8PjY2FgwG\nzWYzKZR0SNy/33jqqdvvfe/58+cnJiZw2FGr1U6ns9Fo4B01MzNjt9sDgQA06fDw8Ozs7O3btylg\nc3NzHo8HF2Cr1cozM0iLxWJHR0fYLVLP0un09PT06upqOBzmXXm9XvbP7Ha7Xq+HzCSOGQvggYEB\nnOl/5Ed+5GFeOg8KCoV4X1hZWUHko9frp6amDg4OsI2BsvN4PKfnWxsbG3K45fP5kN1jyVGtVkkz\nkdwd57up6el3PPMM4zTywjm0SoMAaYHBizabzWw2u7i4+MbVq8+8/e24PZVKJRw6qH8UKqhFvIZJ\naYG9ge2UsSmcYZ+7cEGv148ZDBxsmWxzKOZHo0Hkk4tDMXM+aZmBOYLFYmEVutlssk9Tq9UIPl9f\nX3/l1Ve7DQaPx0P1olJqtVoSIiqVCvtt29vbfHa88uqrBr1+cHBQ2tjv7e3VajX2oDmnk9hJgcQL\n8T/YISr4XnH9+vWRkZFLly4xdlpbWyuXyxg+DQ4OEq9jNpshBuAGZcD32NhYT08P9mlGoxGNe7lc\njkQi9EkHBwc3btz4y29844Xnn9/f34/H4wMDAzB7jUaDNfm9vT273R4MBhErdXR0rKysvPbaa1/6\n8pc/8uEPZzKZSCSCwMTv96dSKVgHzm3YsGk0Gjzb+vv7cQCB7cSkA67it5599rsmUhYL50sSnLGJ\nQjTEGI/lQmQapPd1d3eT3TMzM3PlxRftNlsgEPD7/ZFIhHzLGzduTE1NTU1NfebKFavFAss6PDw8\nMDCwsrJSLBb7+/uZGQshEGV4vV6Px7O4uPiZK1d6zOaJiYlYLBaPx3H4bTabbrc7l8uR+Hx6lub3\n+2/evHn79u3PXLkifu/3Hvbl8yCgFLD7wsrKCnr3QCBQqVSy2SymTdxXhKpIu/d6vZ5MJuV8C9Mp\nihOmOwcHB729vX6/n1ka3N0rr7769OXLVD5sFdmykmoLFPPS+UmlUq1vbAgh5ufnZQptsVgkeZmX\ng1pkKY0jrUajYUdYLpzR/KEnlIdfIQQzCXyzEIngJqfX60nXZL9Yo9HI4RbVq7OzU7rrovXI5XLr\nJyDGDOtebrnBwUGVSoWkuFKpyOhqqhdzrINa7YdOHs9iANVLSkWsVit1C+PgtbW1b37rW/ya3iSm\ncN8PXL9+vVKpjI2NRSIRmpVkMlmtVpFm+P1+i8Wi0WiGhoZoeqrV6t27d+UJaWJioqenh5USdEnU\npImJCQ5wcHdXr15FbUGcMf5k8prkwOT3+znJLSwsYLz70ssvv+fd7yYeIRKJsEqFDwidIpdxuVwW\nQmC6gVqPq5oejksacgKyXfp/Io49Pj7GRwrnEZYLzWYz8qjOzs56vT47OzszM/NHX/yiEMLr9Q4N\nDWFRPzExodForl27RgETQhRLpZ8aGRkbG4vFYhsbG5VKBUeeWq0md/m9Xq/D4bh37x7rX+VK5Z+M\njo6NjXEI4Pi7tLQ0MzPDLI28wGAwGA6Hb9y4cefOnZdeflmIN8uVrxSw+0IymaT8HB0d4Uafz+eb\nzWa1WiWaEndEIQR9Vb1eX1tbkwp4v99vNBopKuwzoVcMh8MajUb89V/zKhwheQaPx4NnEgVM9l4O\nhwOfX5PJJG7eFEI0Gg0Om3I03Ww2TSYT02+OmTL0SzoOyOeUxODx8TFyMt6AXAhFkcVUzGw2k0vL\nXifqLBhCdMYUtqOjIzjPRqOxu7u7sbGBs5T02A2Hw/giBgKBer2OiKtUKkFJcQKQkZV8CwIto9FY\nLBalEX5vb29fX5/BYJClC2xubnYbDNWDgwd/qTxKwN7w4OBgYmLCbDaHQiGr1bqxscEWMyEGWq3W\nZrONjIzQOVWr1du3b0vFxMTEBMaYOIG12229Xn94eHjx4kWdTic+/3khRCqVkuvMjUbD7/dzAqO6\nSAcWv9/P4NPpdIrFRSHExsbG6b1Jr9er1+u5ArnsWaDk9Cb90mT+MjopZsZsHPIjcP9qtVoOSSyf\noI91OBxdXV38IOxZz83NkcXFb+yJJ55A2TE+Pn50dHTnzp27d+/Oz89vbGzwgEuXLg0ODhKtKdOo\nTSYTfqpM9fBRlOtf586d0+l0bHcZDIa5ubm7d+/Ozs6ura1hzxaJRGKxGK8lDRjfDNVLKAXsPoEb\nNwXsrW99KwR6LpfDuoZWTKvVUsNoxRqNxurq6r2ZmXc888zR0REHN2rYwcEBAwO32x0MBj/2Mz+D\nJK9xEnPFAMztdqtOgjGhEzUaDRuR/f39ZrP5Ex//+O7u7kgmQ0coyxhSQAQjGBvKeGVpHyV1SlJJ\nLx/ABjQPY1QGl2g2m2l6ms0miZdCCKyEGc7hLyXnbfv7+9vb29jDs+9VrVYnxsf7+/sjJ71XqVTi\nS4VCQa/XI1ym1CGa9/l8zw4MBAKBYCDQ29tbLpcJkmYPGi2irF54B+/u7pKf9MP9/V//+tcf5nVz\nxuF2u2/duvXqN7/50RdemJycpI8ZHBzkE3xvby+XyzEocrlco6OjdO21Wu3mzZuvvPrqR194oV6v\nT05OolfEGHpqagop3WOPPfbZ3//9e/fuPbG4mEgkWGfGESYajapUKohimAOdToeU8emnn3a5XP+L\n17u2ttaTTNZqNZT9wOfzya18vAKg7rmk5QyYn44hGesuXPkyroFpHLwChzP+Q6/Xy4K3ubmJEwdj\n7B9973uHhoaeGhkZHR0dHR3N5/P37t27d+8e/vEXL178+eHh4eHhXodDCIFvb6FQSCaTZrPZYDDk\n83n2waemphhrjY+Pf3Rk5LHHHms1m5ubmw6Hw2QyLSwswBBaenpisRhs5OjoKPrG5eXl3d3dZ97+\n9pGRkX/9UK+cBwalgN0X+vv7l5aXxcpK4PgYl4eBgQFWQ1BMkZjlcrmk+0Or1VpeWRFCvPLqq297\n61uPj48HBwctFguaDiw56MNwRKQosufE07bbbeT4nCgxMFSpVBgm9fT0BINBNn8zmUw2m+VWpIxx\nLGUohYpdjuUQmJyW0d+dmhofGxMniczS5x4LjK6uLp7HbDajLkPuRQlsnYRP8oapQCyH7ezskFe5\nu7uLFQgOApCHHo+HGQPbl4jWkF/fvXuX/TCGAWQ9+3w+thGoXsj0CVw/Heucy+Wq1WogEEDZ+PAu\nmUcB8Xj86rVrQojPXLnyUx/6EIa8UIIEqxLEfHh4uLCw4Ha7x8bGKAnXrl+X39VoNCYnJ/v6+sg3\nICukVCohZJCRcslkslQq0aO3Wq1IJNLZ2clEjX4I7filS5cuXryIYGdtbW19fV3manLsw9WCUxQM\nfKVSwYWAs6BU+bZara//u3/37DveIU6M0zirYSWF4S/2nhADcJL7+/vsYOG7gSz5iSeeiEQiv/Kr\nvyqEaDWb29vbMzMzMzMzKysr9Xr9woUL0WjU5XLxPEdHR+gVt7a2oN+Pjo7cbne73Z6enmZFjKwZ\nNPpsd5nN5o2NjVu3br340ktCiFK5/OF4nDBosjHZWCB7bHh4+CFeNg8SigrxvvDaa6+99/ZtIcQ/\nbTRQWBgMBvKRofhUJzCZTNKl4l/ZbB9cWxNC/LpGg3DRbrdrtVpp4UEASqvVcjqdyPw6Ozsx3RBC\nQIygfkT7zolSfqNWq2XyxCGOPU16NSlitFgsiBv5SxlQWS6XC4VCNptlkPaxTOZ/ajR4adhCGblk\ns9lYXibJDGuMdrvN3OL0eg3ad6yNt7a2aLxw3ZUhTNCGpGCwDZZOpwlqYbNnZ2dnYWGhUCjIiEvI\nw+PjY4PBQOlC0N9sNmXpkt7BBwcH0kcqEAg8/vjjD+uaeQSws7PzotdLKPNvarWtVqu3t5eevlAo\noF+A39vb29vZ2VGpVIFAoLOz8+Jf/IUQwmqxSD+z/v7+zs5OtB4UKtxe/H4/E18KIQ+mD2MfH/ox\nn8+z+3h4eNjZ2QkJgVxIOtHwjRzCuK0kZy419Pl8Pp1Ob21tJZPJqelpIcQHV1d/hUBLIWQYEJGV\nJpOJn1FqI3HiX19fX1tby+VyGAePjo5OTEycO3fO99nPCiE2fvqn7927R5JyLpcLh8OhUIjJMaLK\nYrE4Ozu7srLS1dVlt9sHBgZsNlu73V5YWECUQcrl2NgYFzY2CPV6/e7du9PT0x854eG3n3/+scce\nW1xcRLhYLpeHh4fHx8d9Pt/U1NS73vWuh3bdPEAoHdh9IRQK/cxHP7q+vh5KpdLpNPNeCg+RYPwv\n8Q0OhyMUCnEG/GGtNpVKVXZ30+k0LYvf7+/t7YVwOzg4WFlZkQErsP8WiyWfz0OD7O3tqdVqu93u\ndDrRrzOmFkLkcjnmAQ6HAwd3p9OZzWZphoQQ+AuwoUJKHudZnBjp6ur1+vlG4/adO0KIkZER+EBp\nbCrBUqcQol6vS3cfqf6n8UK1aDKZCKhlrIWXDwouVrg8Ho9KpeKYScOEkzcLZ4VCYXd3d39/n2B1\nKY5nSQihIx1erVZjusacDPlis9n0+/3SjAM/DgXfM5hUfbKra25uLpdIrK6uqtXq4eFhlp+ktyFJ\nQ5VKZX5+vlwuB4NBTBEvzM2trKwkEgnU7ePj44w8UUncuHGDnNVYLDY+Ps6QCT4Qt3u0UYODgwSJ\nsWtI/fD7/VQ+YoiTySTrXxCbGo0GkgNKkLBZl8uFdoM0lv39/XcfHv4/f/EX733Pe97W3c2SIkMm\n7INp4KAoINgPDw9TqRRBrOgSXS6X3+9HQEHmpBCC6RQ5q9jiQIRCTrBPhvCdzS08VMlozufzpKXY\n7XbywHp7e202W0dHB+HO29vbz7z97fF4fGJi4uLEBGQj0e0TExORSEQIce3atc9cuSJ+93cf6rXz\ngKAUsPtCOp0eHByEYZiamioWi1QjJK1er7dUKsHIUWPsdns4HOY2gIvDRZQ7mWBiOTBYXl7mjurv\n7yfuGU9e6hA1o6enx+PxIPDlGFuv17PZLOv3TqeTmAZqWPMktZKjKCnP3O3QOFJDjxDrQ+PjGo1m\nXKul8TpdwJB4tFqtfD4v0yg4O8ND4uSLCrmnpyebzdJUMaZuNpt6vX5gYIB5VW9vL8MDGTvJy3Hm\nrdfrDMOYlkuykfMv1YsfRwixt7fHnAwT+mq1KoTw+/3YeaDOf/MY6nyfkEgkJicnOZfIpSWtVhsO\nh5lp3b17l6zUaDTK38zNzVUqlWAw+Pjjj+OQi2cYFBx7URSDSqVy7dq1fD6fz+eJGCYYZWtriyuf\nNfne3t6hoSH2N/b39xGmsgsYCASwYPf7/evr641GQwjBBpher8cChhmYNEVDBuX1eom1/PSzz75D\npeKrLDuXy2WYDJpCdisZftdqNTITOFNSX1m9stlsWq02sbKSSCRS6+vEQTAw3tnZkWe7paWlxcXF\n1dVVWA02t3CNIQwPcVOz2Zyenk6lUjji2+326enpRCKRz+fPnz/P0Csej9Ou4bMzMTERCARyudzd\nu3f/7z/4AyEUFaKCU1heXj48PBwYGODGyGaz+/v7+XweWpz2gs9rIQRaLKvVSg2j7BkMBhzTUQAS\nkcUwqV6vLy0t3bh585m3v51cO45d9E/oKer1ukajcbvdMhadzeh0Or2bTv/g296WzWZxE8Y4GLMM\n5MicH3knRqMRRysKGPMwrDpkvjOkJfU1m83unYBhOBNvBPTUZukblM1m4fGYW6jVaohB3pjRaCQq\nDA/fdDqNKgRXw46ODmzmiYqQXZTRaKR6kbnePoHMriyXy5xwMYGV1ctoNBLvqeB7xrVr16rVajwe\nl07tyWSyUChsbm56vV42ixloVSqVkZERjkczMzPlchkTCpaF19fXsbHv6OggblGlUh0dHVWr1Tfe\neOMrX/3q8x/5SKFQiMViwWAQdwkEQUSZ6HS6aDQKGci6xerqKssn//zXfi0YDFLJKF38SVZDq9WC\ngTxNdCPQ/+a3vvXuH/kR+E/WVE4LN6xWKy+HD1y5XOaewt6eYCOOjFartaur6+joCM48m82ytW00\nGuv1OkvN3CBYAJOuQiQYIuREIkHwQigU8vl8Ozs7OGvwOTAwMMD/7u3tnTt3bmhoKB6Ph8PhRCKR\nTqf39/c7OjrGx8fdbvfm5ub09PT8/Px3//HeBNVLKDOw+4JK9f7l5U/19BwfH9vtdowJJF/PaRGu\nAIU6LDwJXmazWYbmaTQaGgUhBB4BBoNBCNFqtbgbn1tb+63OTg6S3CeGE8gcWMItKZxHR0era2tC\niF+uVqEEoU3QN9MYISDkvMmmF3arDJP6+vpcLhf2GXa73Ww2M2/L5/O7u7ubp5DNZkulUqFQIGqd\nJRiz2cwOpt1uz+fz0hGR6oVnOXsq7Cmz2oXM3Wg0YgGFB082m6Vps9lskUiEaRlBa6g3UVpScTOZ\nzOnqhdrl9IxNCIE7/tjY2EO6aB4FvPNd7zr31a/+6fg4v1tsLLCGQllOI7W8vAwdTT+xt7eHQEmj\n0cTjcZQLpw8fbrcb76hms8kq2K/WvgtCFTweD8Q1FyQdFUxaoVBoNBqFQuHnSyUhxK+pVCwmHx4e\nyo2O7u5u9pHFicP1aR+p7e1tpl/vX17+2XxeJqOq1WruCxS88JD5fB5WAMu0arWKgAVXaxlvu7+/\nD4/NOa/RaBAYdnx8HAqFHA7H0tISGnebzYZ7/cjISG9vL70XroY+n29paQmvqd7eXh6GEqpSqUC0\nnjt3LhwOQ3JUKpV2ux2JRPr6+tbX13G4z2azX3/88dvvec873/nOh3vxPBgoHdj9YmlpCeum8fFx\n1rDQ+1WrVenKQQwPdgBwfVarle0TaWCDjWGlUtFoNE6nMxqNGgyGZwyGV7/5TavF0pNOSw1hX18f\nBhzixNIQrRTUBNwCoRJM0blXYe0RXCDt6+rqog/DdIpHAiEE33La0RGVBwINZmZS3AG1Qk+J5oLJ\nQS6Xk5733OEqlQoHRYPBQObT5ubmZz/3OSGEyWiUsZOE8qXTaV6FcshYhUTdZrMJSchvlc+LXC6H\nuyuCfshJyEOXy4U4pVAotN8ch9DvF05W5t944w2cNQgGczgcGxsbNO6sf9VqtRs3bvz7v/zLj77w\nwsTEBO6I09PTbDTH43GqEalD2WwWLf5TTz1lNpvFl78shCgWi4lEQvoAhMNhmacshODK1+l0ODbB\nHxKemcvleAzqx8HBQZQder0erVAoFGJqBYdPVN5/u7//Z1/5ihDiySefhHKg64J7OD4+5jSWy+U4\nTZIKbbFYOE5xMFWr1Yh7uXFwpcEcbmlpKZFIoAfp6emZmprCE/nCY4+REzYyMuL3+1dXV3O53OHh\nIVYjt27dmp2dTSQSwWAQL4/9/f1cLnd8fMx8a3h4uLe3d2Njo1QqkZMXiUQ0Gg2Dxu3t7VqtduHC\nhVgsNjIy8qCvlocEpYDdL7Cib7fbAwMDTqcTboRVsHq9TkEiIpkkPQoJHvNUEWQIUFt41Wi1Wrvd\nHo1Gu7u7f8xkGtrdJdpxd3cXxSAheAyW6e2EEB0dHTBvDofjEx//eC6XG83nEZLwASE9QfgEh4GU\n7QsfPVJJLG25ZXI0Dm97e3uvvf66ECIYCLD1ZTQaMepGVII00eVycRgkeJMOD+dWq9V6fHycSqVS\nqdTW1pbcYob9R53h9XrZHGg2m1Qvp9MZDAZ7e3s7Ojr4HOFHE0LQ1UFR0gF3dXXxLTSRer1+a2uL\nIzN7Pw/vejn7aLepYQsLC3K/kArhdDo3Njb4/cMH3rp9WwjxmStXPvTcc5OTk8glpCvH2NjY5OS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"output_type": "display_data"}], "prompt_number": 30, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo2()"]}, {"collapsed": false, "outputs": [], "prompt_number": 31, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Anisotropic Image Approximation\n", "-------------------------------\n", "One can combine the farthest point sampling strategy with a geodesic\n", "Delaunay triangulation to perform image approximation.\n", "\n", "\n", "Load an image."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 32, "cell_type": "code", "language": "python", "metadata": {}, "input": ["n = 256;\n", "name = 'peppers-bw';\n", "M = rescale(load_image(name, n));"]}, {"source": ["__Exercise 3__\n", "\n", "Compute a metric |H| adapted to the approximation of this image."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "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": ["__Exercise 4__\n", "\n", "Perform farthest point sampling."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 35, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo4()"]}, {"collapsed": false, "outputs": [], "prompt_number": 36, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["__Exercise 5__\n", "\n", "Compute the geodesic Delaunay triangulation of this set of point."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 37, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo5()"]}, {"collapsed": false, "outputs": [], "prompt_number": 38, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["__Exercise 6__\n", "\n", "Perform image approximation using linear splines."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 39, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo6()"]}, {"collapsed": false, "outputs": [], "prompt_number": 40, "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"}]}}}