{"nbformat_minor": 0, "worksheets": [{"cells": [{"source": ["Curvelet Denoising\n", "==================\n", "\n*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_matlab/) for details about how to install the toolboxes.\n", "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\enscond}[2]{\\lbrace #1, #2 \\rbrace}$\n", "$\\newcommand{\\pd}[2]{ \\frac{ \\partial #1}{\\partial #2} }$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\umax}[1]{\\underset{#1}{\\max}\\;}$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\uargmin}[1]{\\underset{#1}{argmin}\\;}$\n", "$\\newcommand{\\norm}[1]{\\|#1\\|}$\n", "$\\newcommand{\\abs}[1]{\\left|#1\\right|}$\n", "$\\newcommand{\\choice}[1]{ \\left\\{ \\begin{array}{l} #1 \\end{array} \\right. }$\n", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "$\\newcommand{\\diag}[1]{{diag}\\left( #1 \\right)}$\n", "$\\newcommand{\\qandq}{\\quad\\text{and}\\quad}$\n", "$\\newcommand{\\qwhereq}{\\quad\\text{where}\\quad}$\n", "$\\newcommand{\\qifq}{ \\quad \\text{if} \\quad }$\n", "$\\newcommand{\\qarrq}{ \\quad \\Longrightarrow \\quad }$\n", "$\\newcommand{\\ZZ}{\\mathbb{Z}}$\n", "$\\newcommand{\\CC}{\\mathbb{C}}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\EE}{\\mathbb{E}}$\n", "$\\newcommand{\\Zz}{\\mathcal{Z}}$\n", "$\\newcommand{\\Ww}{\\mathcal{W}}$\n", "$\\newcommand{\\Vv}{\\mathcal{V}}$\n", "$\\newcommand{\\Nn}{\\mathcal{N}}$\n", "$\\newcommand{\\NN}{\\mathcal{N}}$\n", "$\\newcommand{\\Hh}{\\mathcal{H}}$\n", "$\\newcommand{\\Bb}{\\mathcal{B}}$\n", "$\\newcommand{\\Ee}{\\mathcal{E}}$\n", "$\\newcommand{\\Cc}{\\mathcal{C}}$\n", "$\\newcommand{\\Gg}{\\mathcal{G}}$\n", "$\\newcommand{\\Ss}{\\mathcal{S}}$\n", "$\\newcommand{\\Pp}{\\mathcal{P}}$\n", "$\\newcommand{\\Ff}{\\mathcal{F}}$\n", "$\\newcommand{\\Xx}{\\mathcal{X}}$\n", "$\\newcommand{\\Mm}{\\mathcal{M}}$\n", "$\\newcommand{\\Ii}{\\mathcal{I}}$\n", "$\\newcommand{\\Dd}{\\mathcal{D}}$\n", "$\\newcommand{\\Ll}{\\mathcal{L}}$\n", "$\\newcommand{\\Tt}{\\mathcal{T}}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\al}{\\alpha}$\n", "$\\newcommand{\\la}{\\lambda}$\n", "$\\newcommand{\\ga}{\\gamma}$\n", "$\\newcommand{\\Ga}{\\Gamma}$\n", "$\\newcommand{\\La}{\\Lambda}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Si}{\\Sigma}$\n", "$\\newcommand{\\be}{\\beta}$\n", "$\\newcommand{\\de}{\\delta}$\n", "$\\newcommand{\\De}{\\Delta}$\n", "$\\newcommand{\\phi}{\\varphi}$\n", "$\\newcommand{\\th}{\\theta}$\n", "$\\newcommand{\\om}{\\omega}$\n", "$\\newcommand{\\Om}{\\Omega}$\n"], "metadata": {}, "cell_type": "markdown"}, {"source": ["This numerical tour explores the use of curvelets to perform image\n", "denoising."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 22, "cell_type": "code", "language": "python", "metadata": {}, "input": ["warning off\n", "addpath('toolbox_signal')\n", "addpath('toolbox_general')\n", "addpath('solutions/denoisingwav_6_curvelets')\n", "warning on"]}, {"source": ["Curvelet Transform\n", "------------------\n", "The curvelet tight frame was introduced by Candes and Donoho to enhance the wavelet\n", "representation of geometric cartoon images. See for instance\n", "\n", "\n", "E.J. Cand s and D. L. Donoho,\n", "_New tight frames of curvelets and optimal representations of objects with piecewise-C2 singularities_,\n", "Comm. Pure Appl. Math., 57 219-266\n", "\n", "\n", "In this tour, we use the discrete curvelet transform, detailed in\n", "\n", "\n", "E. J. Cand s, L. Demanet, D. L. Donoho and L. Ying,\n", "_Fast discrete curvelet transforms_,\n", "Multiscale Model. Simul., 5 861-899\n", "\n", "\n", "and it uses the implementation.\n", "\n", "\n", "Load an image."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 3, "cell_type": "code", "language": "python", "metadata": {}, "input": ["n = 256;\n", "name = 'lena';\n", "M = rescale(load_image(name, n));"]}, {"source": ["Parameters for the curvelet transform."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 4, "cell_type": "code", "language": "python", "metadata": {}, "input": ["options.null = 0;\n", "options.finest = 1;\n", "options.nbscales = 4;\n", "options.nbangles_coarse = 16;\n", "options.is_real = 1;\n", "options.n = n;"]}, {"source": ["Perform the transform."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 5, "cell_type": "code", "language": "python", "metadata": {}, "input": ["MW = perform_curvelet_transform(M, options);"]}, {"source": ["Display the transform."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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NZljlyspKDEgkEpmdnb333nuJ6L777nvooYeI6MUXX1Sr1VB1Dg4O4tJer5dl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\nq9Wy0skc5wx4DIzjZAzska9/XRAEvV6P0zcrflEoFLBn6XQ6V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"output_type": "display_data"}], "prompt_number": 6, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "plot_curvelet(MW, options);"]}, {"source": ["One can perform a non-linear approximation of the image by thresholding\n", "the curvelet coefficients."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 7, "cell_type": "code", "language": "python", "metadata": {}, "input": ["T = .2;\n", "MWT = perform_thresholding(MW, T, 'hard');"]}, {"source": ["One recovers the approximated image by using the inverse curvelet\n", "transform."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 8, "cell_type": "code", "language": "python", "metadata": {}, "input": ["M1 = perform_curvelet_transform(MWT, options);"]}, {"source": ["Display the approximation. Note that is not the best non-linear\n", "approximation since the curvelet tight frame is not an orthogonal basis."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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Hh4dwGFMaE7ZarZZKJcxrUXPRMt0BRIjNzw1RX0KbBQZ77e7uNhqNdruNbffjTLP7i5Nv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\nIhHfbrexOSH0sLu7OzIy4vv+E08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8sLAQj8d5nKvjOEidQ6LJIykzFGwCEr3mvBDKSPi+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\nTCAQCASRhBgwgUAgEEQS/wfHASsQQ0/NtAAAAABJRU5ErkJggg==\n", "output_type": "display_data"}], "prompt_number": 9, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(M, 'Original', 1,2,1);\n", "imageplot(clamp(M1), 'Approximated', 1,2,2);"]}, {"source": ["Denoising with the Curvelet transform\n", "-------------------------------------\n", "Curvelet thresholding is useful to perform denoising.\n", "\n", "\n", "We load a sub-set of the lena image."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 10, "cell_type": "code", "language": "python", "metadata": {}, "input": ["name = 'lena';\n", "n = 128;\n", "M0 = rescale(crop(load_image(name),n, [108 200]));\n", "options.n = n;"]}, {"source": ["Add some noise."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 11, "cell_type": "code", "language": "python", "metadata": {}, "input": ["sigma = .05;\n", "M = M0 + sigma*randn(n);"]}, {"source": ["__Exercise 1__\n", "\n", "Compute the best threshold to minimize the denoising error in curvelets.\n", "Call |Mcurv| the optimal denoising."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 12, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo1()"]}, {"collapsed": false, "outputs": [], "prompt_number": 13, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Display."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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0fjKZ8Cf1RxVSQqGQvK/ZYVqtFtOSy+U4qF5fX2dDUNLF7zjMhGgwGAyGmcTL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\n2jt37pB5TwHIS0tLkOnZ2Rl7ohJrindWq1Us3b1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S+/ZhJkSDwWAwzCRefg2sWq1yFK88\ns5LUotGoqhoidxSLRYQUZf9EPK9Wq4g8rVYLNevzzz/X6be8CdCujo6OkOCU81QutkoEMB6P0T+U\nsb5UKuEMUi6XpekjYCpfRq1Wo4lHjx7x1Pvvv49GMj8/j7qmAI5YLIYEp/qTe3t76hhthcNhOQGj\nLC4tLaEGVatVlKpYLIaQLpf9q1evSjVk7Jubm3TMnXsKPH/+nNJ/qm/U6/U405bxiqm4fv06ouLT\np0/RUxuNBvpWMBikw3t7e+h8N2/elOjKlYcPHyLwrq2tKU0XHzEYDKKn6kT67OzsQrXAubk5rMep\nVApVuFgsMpZmsynleBahtLzuXKDWqD0ejxwNpFTxTZvNpoLGeFbBG8rf4c4NX8ocpvz0bsplQ8lT\n5KCvgopcURRUNBq9QBVyGe/3+zSqxO06ApDNAwyHQynTvDafz/PsYDDgu5fLZZaS3++/EOqUTqeV\nn4nRjUYjSLdSqTADSk+jYgter1eF9Oj5wcEBG048Huc94/FYBweoPrKCDgYDFmk0GpW2R1tnZ2cQ\nvxS4fr9PW6FQiLW5t7eHRhiLxVh3Oig5OjpSaJD8VhRjxwuXl5chdWX5SqfTF5Jcf8cxG738bZDJ\nZKCMQqGAkaRer6vmnryYZAdgM41GowoZds75/X75ASqxGGRx+fJl6Mzj8SjwkyvdbhfLcqlUYpeM\nxWKKKYaJ7u3tsSyXl5fZbcvlMhFUh4eHhFEPBgPVmKCJUqkEKd+5c4ee7+zs6MiBHzs7O5xvVSoV\n3nN0dMTZ0tzcHCvz5OREhxBc6Xa78LZarYahdWVlhW1id3dXogA7xdHREcdjtVqNAW5tbbGw5+fn\n5dXGbrW9vU2EpmQF/vvxxx9jY1RK8qtXr8KBJFisra2xZz148OAf/IN/4Jzb39+HHSrntwryRqNR\nxrK9vc3jDx8+lF1UtRDfeecd51w+n2dXTSQSbAra9PVjdiEzKV9Z5UsikYiYigpqKFOoEj6J6uTE\nqNljdWhPvJA71E0lM4zF/j/23qu5sew6+z/AQc45kAAYO5Cdp3uSNJKmJFuWy7euUvne1/4S/iL+\nCvadbVl2qTzSzKhn1BO6pwObESRA5JzD/+JXfAr/li9eS/VKTb7YFywWcHDOPjuu9exnPcvLajge\nj+kXCaXrhv1+n4t9Ph8XD4dD7W30ncC60Wgk9ULmIPVMpVIgh51ORwJpVK/T6XDbra0tNQVjbD6f\n68iZHtevpKPf6XQwrdQU5XJZ8WSMsXK5rHwOfKLT2UKhwCv4/X6dpbHOKK+m0+lUGnEMMuPikF4A\nZiAQYIs9Pj7mLYLBIO02GAy0XrGMzOdzGlnLXTweZ7vKZrPKE8RDe72eTAFtln/AePvTlyWEuCzL\nsizLsiyXslx9D2wymWAQPXnyBIWFbrcrVh42V71eh+Agm8tqteKu4aFns1mpCkn6k9sOh0OpeUqy\nReK5fCWETYLuk8kEey0SiWC62u12PIm1tTUePRqN4DIcHx/zichjYig1Gg3cLAlQKdOmVO0DgQCW\n6WQywUCez+fEvdlsNlSXjo6OMO5cLpcybYK4fvPNNzhekv4UgjEej8H6VlZWPvnkE/5REk4lTefi\n6XSqVzYWUB2Jjfp8Pny+w8NDHTLLOsYvDAQCX331lbHA77DZbNLzpk2UgPHevXt4aR6Ph2fF43F6\nbXNzU8wuwWK872g0whdxu90QRMFCL10RWiBBCuOC3iLsdzAYgAQMh0MRXDUgRQdQgivaSnrwUl6X\nxJSopJPJRHpOfOLxeGhY6RUZCwiHDH99on6Ra6hks0w08bP4ba1WwzMzTVMkW3mE+Byqp2maTCKL\nxcLIF9nPuHCqlKkumUwyfiwWiwiZ3DmZTDKVptOp0DxJHjNfBBiapsm7CMOw2Ww0oM/nk/QPF0sn\nSF7p+fk5EzkQCNChXq+XRu71eorspGvq9bpIm6Aj6XQazENZD5UxwLgg5bbbbWYTrykY+a0tV59G\n/9d//des0dINMy6WKg0ap9PJQiy1aafTyTigO6vVKst6NpsV6EEf53I55tV4POa3hUIBfOb09JRH\n1+t15dJUklzJErKg+3w+ajWfzxUsyZQ4OzvTGQb1cTgcsCX9fr/okcwNwaHtdptPYrGYAnLZp+Px\nuIAjYfGgiw6Hg40wl8sRBz2fz0n4Eo/HmZlffPGFXoclUmQ2SdhtbGwQ/qz47rW1NR6qxBm6kv3m\n+vXrTMLJZCKtL7UAy02j0eAmgUCAdrPb7fzz7Nkz1gulqZ3NZixJDoeDbd7n82FJVCoVWjuRSCh0\nXZgS12jFvKRY4k9+8hOlSJXouw5RlPUG82I0GmHuKLRZ2Q4lHu9yuZQPUysg/S65Re120ogyLgiE\nOs2aTqesrU6nk/osarFrSaXvxKGVypSCiL1eLzsWHefxeJThQQxVlmzh6qFQSPs0T1FOTtM0td8o\nDIOfC53W/up0OqlVvV6nbUXkk7Znp9ORkqfaQeRPaTPyrQ7ddeSsRyicX1pcEqp3u92cDhSLRSUc\nYPDP53Nm/fb2Ns9SRLPD4ZASozIQqekkX/dGJ76dZQkhLsuyLMuyLMulLFcfQlxdXcV5ajQauNJ7\ne3tYpqFQiHPOvb09wqE++OADvAEFRfLbwWAg6XQxGiQ5j/ESCAQwZmezGSZPLpfjtrlcTrnycHQO\nDg4weDc3NxWBwbMEYaVSKQXccMPRaIRNVK/XsQSVT0hxM71eDxvz8ePHP/7xj42FzOv1el1i2HIE\ncV9arRZWntPpxAD87rvvADAlDlSv12muReVQ0RGB+ER5Gg6HhLVtbW2h+y6xHBEr6I5yucxP9vb2\neJfV1VVMV5vNJh4XdUgmk9y20WigDiVl/eFwiIG/v7+vYGreNxaLEZLp8XjwC2ezGa9Qq9Uk08xD\nB4OBAoPeEMO9XEU0VCXAk8dss9nwWorFIuh0IBBgHAokUGZF0zRpK7vdLhFnkfHEYlWIrggUynWJ\n2+F0OuX94HjZ7Xap+sq34+LpdKoQTOqsKGx5LYqUYtjM53N+UqvVGFrSrRePVwHXYirKdxyPx0qE\nhu9it9u5odVqFYQo/gjzxeFwMMYsFov4nBC1stks1ZNPKe9WYXMiKssZlVy1QlGlO2W1Wpk7qVSK\nO+fzeWXBpYsl05XNZiGepNNpYAyh5cJRx+Ox5PaVKICvLsvIv/obmBJ8pFIpdpFUKsVC/OrVK0aP\nzWYDJZOyQKPRYKAzCM7OzqRBIPV3xtmnn376k5/8xDCMp0+fMlIjkYhObtgDnj59ygQIh8NSDRBN\nH8huMZ+F8jgzOnO5HHvA5uYmA9ftdjNFdWin/LnSCLhz547wCjZC8aYajYbiRtk1NzY2lOhP1DXu\n3Gg02Jz6/T57dqlUQlH+s88+E4JP2HI8HucFP//8c6QUK5XKo0ePDMN49uwZE4kd6NGjR8oWwU3u\n37/P7jIYDFhBut0ulCpljk4kElI34JPz83MaR5IKFouFU6uNjQ1qPhwOsSS2t7fRQmy1WvRRoVDQ\nmQHP0rGEMti+/ScB/2NRtmWNalknEjxcTE0pzqFCkpUQnGkimXZxF3UUpPsoVbHEU2azmZIlyrDQ\nWs9YVYi0wDohzAqIlqLHYvA1UwboT1IaQvNmsxlzP5lM8omeKD6hCJkK5ZbhoqSa0itR1EGxWOST\nWCz2hoZIoVBgbiq3pEQp9QpWq1UsfHZWXax6Z/FqAAAgAElEQVRzjUajwZpjs9lYPZTz9vz8nKWs\n1+vpuIFHZLNZji1isZjOHXiWeKGmadII/X6f9ul0OtplaY2lGv2yLMuyLMuyLMv/xXL1PbDJZIKp\nPplMOJK12+14NslkEqO71+thcfR6PSCCbreLSYK7sL29rRgj+Q2Ype+8845yn4v+hyeRSqWw6fQr\nj8ejnHsSV4RZtLu7i3dVLBalnCYKCSZhq9XiWaFQCO7TaDQC2zw7OxPTiVdQ7kd5e6VSCZrfZDKR\nWI4itcHNptMpdb59+zYVi8ViWHDBYBAPLBwOI1K1sbGBbeh2u3Fhnz17hrk9Go34udVqxUMS+odd\neXR0pIAzcNFqtQrV4uTkRN4ViKtQrHa7TSu9fv2aR3s8HiXlw13OZDLqaOAdMZWOjo4QNszn81zj\n8XhoW2nTVSoVumY+nyvX5R8xAP9sRTL/kg4SL0NRVop7lXk+nU4xz8WOGQwGUprnzqPRSKFdmPBu\nt1t6YGJqcMNgMKjYWBp2PB6/wXgUrZHONRb6ZdEdlHMgaUf8D6VxEEDHox0Oh4LomQIWi0VEXCrj\ndrulXUBH2+12GkcurMbYZDJhDIdCISH2VA+3yTAMn88nNE/0S6VGo8IiYfr9fr6KRqNMwGazKSUz\n5bug8tVqFcqGaJbNZpMaJhIJJqDC+UXv6nQ6NNdoNKLZlX1U+vTqEVExlxDi21KU1i8UCjFuQqEQ\nu0i5XKZrTdNkiLhcLljFu7u7hBMCf52enuoQi4GbTqdZZFutltZ3pY5lRW42m0pkwGqey+XeoOMH\ng0FtmQxurQ7JZJJaSUHYbrdTPdM0GabJZJIB5/P5wCKUf1nIYSgUYhuIRqOwEKWSMB6PAevy+TwX\n3759mw1MZ3vdbhdIpF6vP3v2jMqz93S7XZpF52RbW1s0i/JTK1hV4bRYD36/H4hfzMDpdPr1119z\nfypz8+ZNpIrT6TRT7ujoiLuJ5f/s2TP0MtxuN+CJ2+3m0YlEgouPjo7ElmQBUmZR4wItKZVK/CoY\nDGITFAoFJd69jEXgm8/nU+4Phl+v1xO6yMXz+VxkPPaMZDKp1VnXiILLJ5JU1gGVzsmsVisDu9/v\nKz5Bh2raaZRVkmEsAQHtNC6Xi6Guw6r5fC5rhr5jDCseQ4KKFouFBdrr9SoQRUw8KXxycSaTkaqv\nSLbsf06nk1fudrvMstFoxKxXPYWLat/SpFA8Q6/X09tp+nPx+fm5FB2ZDr1eT2q8sHMVrdzpdHgd\nt9t97949wzC2t7cVyMw/Ei7RQaNQWSWNMhbOw6ihNJ0vixLH5dhml2VZlmVZlmVZ3iiXY5v9Y0qp\nVJLuH8bX3t4e3Jtms4lJIv03eQnlchk9J512yjHXUb/0Xbhtv98HlYrFYuB72WyWa6rVqmItMfMP\nDg5wa5xOpxAMDP87d+7gJVitVi6+ffu2TtHl6XNxrVbDGpXK4sHBgYJjsHzj8TjUykKhAMgWDAbx\n0s7Pz3/3u98ZhpHL5SA+yBFZXV19I+h1UW6cT8rlstLN/N3f/Z1hGE+ePFHSdIzfs7MzPKTDw0Nl\nu6AluSAUCmFOPn36VAlWFJFKs6fTaZwzJZ05ODgATtne3sYA9/v9GM7lchmOSaPRwAhdW1ujSV0u\nl+I9RcikAV++fEkLHBwc8AqpVEon85exyJeSRle322WsyhhXRJc8sOFwKFoB91Fol3ERHiReq9Pp\nlC8lNqw8OXHwgA1ms5kyHkhRiadID0zcAaV0sNlsSlMph1IUEqYVA6lWqwmopw6iOI3HYzFB6O5u\nt6v0JXCL6vU6Ffb5fCIGc5/BYCCpObmMEqmS/7eoa2Us8BIVH+10Ohmiert2uw3S4/F4mJs2m03O\nGfMin8/zyXA4xO2TI3j//n3AFYUqBgIBBXFrHZCqpABbocS812QyoZKL6QX+V4Ptz1Wu/gamNSgQ\nCLAIikHb6/VYqhKJhJKb0IXz+Zz1kZ8rdex0OmWmlctl5nA6neYm5XJZ8gQsoEqktLa2xqg6Pz/n\nmq2tLf4pFougi1tbW1xTLpcFQytwmFcIBoMPHz40DKPVahHIvLm5yRx7+vSpFNiEacBLbDQaPGsy\nmbCXf/vttyL1sY5vbGwgWnF2dsY1iogUrBoIBMDoSqUSU6vf77MK/OxnPwMYHI/HbJZOp5NV4O7d\nu9IUZn2hhW/evMlt9/f3+fzGjRvMRs20Fy9eQG5UPjZlfLZarR9//DH3obkCgQBd43A4qIx0Iubz\nOV9JmDGRSLBwRCIRujiXy0lGlt3d6/WKhvcHD78/Y5HFpnRoSrKsIpK6x+NRtLISl0vTlouVHHk+\nn7P+ut1uce51XKQIDVEBReIXHVGPEFOOwWa325VtmbkzHo+VZo+fn5+fM4R0uiYyPUu23W5nX1Ta\nEUm6FItFfuLz+RjnTqeTETuZTLjtImmeWlksFk5/BXVKjDuXy2n7fOPQTu1vmiZfOZ1OxuFwOGQC\nDodD7qwDiGAwyOg9ODgQe54B2Wq1aJzbt2+T+sfn8ynGQIRMgcO8qXYppRCazWY6utbP1VCKAf9D\nxtyfvCwhxGVZlmVZlmW5lOXqe2Db29swFwqFApZ+IpHgk1gshvczn88xrIrF4l/+5V8ahvHtt99i\nl8lMU543TBWBEqPRCMNQBA2v10uQTbVahRp0cHAgPpKiW7CGwuEw+VDa7TbW6N7eHlxBndkaF0pu\n3W4XBOzg4ABcTvpYmUwGdyEQCGB+VioVQInbt29DvgiHwzhz0mHa3NzE6nz16hVvEYvFeLqU5k9O\nTjDlotEo/pDSA8rGfP36NWayaGnSrRkMBrT2e++9h2nJgx4/fgwB5Nq1a8q7CEISi8UgLiol7uvX\nrzGuZ7MZtUomk8TYtdttrNrJZKLQV/wDdc23335L9/X7fW7YbDbVs0r4S5tks1ll1L0sQMr/WJTP\nU7QC+fRCtxZ15WlhiXUpy6sutlgsEgzTyFSCbIkriq8rpoBCpJVphQ4KhUJy18T0ERnyDfdXeSbj\n8Tg9VSqVGDmiSinYi89jsZiUHol2V55i/B5uoiA5BXsxx/mtsRCwL0X8brerlI+4LJPJhGoIzRuP\nxwLhaVuPx8MBRKvVYm4mEgnFveFd7e/vK8ZLEda4mGtra8Tjr62tSRKMyoth6PF4eHclPxIqKHFL\nxQUu8k301eUa81d/A4tGoyyposzZbDbGyng8ZiYIG4lGoxDEpdYhjJ7RYLFY4MW99957fKXtsNfr\nKRu3oHlGldjbUk5rtVpE1DocDnbKmzdvUoe7d++yrXo8Hqkj8olCGh8+fAgk8uLFCxaFRCIBqa/R\naEBM6nQ6zNLnz5/zCHEOp9MpJ3DPnz/nERaLhUdcv36d46JeryeGIXPg9evXHPK1221xf1mJ5vM5\nMzMYDCoLFP90Oh1eWVRmHtTtdmkTCZLqpOqTTz5hFXA4HCwinU4HdDGXy7377ruGYdRqNZo9EAhI\n2vjLL7+kKWgTqS9GIhEFpKPP+9FHH7Gpp1IpGkfPkgxmv99nnFzSIl3KwWAgTEw6F5hfdA3/iGEv\nPptYtewlSlAnUcTJZCLyoY5eZBBIlpeLB4MB/ygsoVqtMoxl2A0GAyk7s4tIYMUwDAaMzWbDjDMu\ntLaZiZKm1VZUKpU0f3kpm83GgFeubVEWFWMgNRkt9IVCQcEh2iylbiOgT1RPwar8Shmd9vf3+SqX\ny9EIVquVkdnv91l5rFYri4Ym4OrqKvvW+++/z7PG4zEV8/v9XNxoNHQYSXMtyiUrekEh28rsLHxY\n1whm/F8Ntj9XWUKIy7Isy7Isy3Ipy9VXo//Hf/xHOIH9fl/RGGIiYVGKuaCIYwUJYYk0Gg0suPl8\njrtQrVaBBdLptGJrxGLCU6lWqxiAXq8Xs6jVaoF3vX79GnSx1WoBbty5cwdrdDweY2DabDbMtFar\nJcSAX5VKJeA4i8UCsULhz1KEW1lZwdyLxWLiHPKaN2/e/Pzzzw3DsNvtNEWz2QSRKxaLeC1erxdb\ndTqdggVZrVaaq9Pp4LkqkW65XFbGSFghrVYLfuPHH3+savBQvECLxYL5vLGxQWuXy2WIM4FAgH++\n++47DMMf/vCH/POjH/0IFKvb7fJo3shYwEO63S5QpNfrpUmVL7jf7+N65vN5nWwzKiSUpaA944JR\nBiXn0pV/+Id/wN2cTqdvZAZXnL4ipRwOhxgHssqVWghzXmxGu90uUp+IS1JZ5FmK8RK/Q4pc4hco\n2EiI+mw2k1NIUcDW5uYmKEipVKI+kUiEO2veKXezfCB1rtQXJcYmWBV3bTqd0gLz+VwAKQNJCooi\nbRoX3ELJRCm0azgc8vRkMqmvWCLC4TD1iUajHArM53Pm5tHREdOtWCwy/fv9/vvvv28YxtraGqcM\nXq9X7yWRMzFHlHFXybK5Rp01Go0U2C7mDmuFQptFYKFx8A7f5nL1IUSFHksYzbiYOe12mzVUSJHU\nci0WC8iSEhnwuZhUs9kMUOv4+BhCkcPhYCbYbDbwtNXVVZYAaYlOp1O2vWw2q/Dq73//+4ZhPH/+\nHAgrGAwqSbn49JCOYrHYkydPDMMYDodc0+12efrh4SHrBTucYRgrKyv8vNVqsWcIgVQyEaWald7d\nfD7P5XLGQs6L/f19VvBSqSSMhQ0mGAyCcqTTaZqlWCzSyPF4HC1ERXPXajX2SGU7Yxcsl8sQAgUW\n9ft97v/w4UMa8Cc/+YksCfouk8nwds+fP+fRi+glXVOpVMRapg5+vx/2Zi6XY23q9XrsW4eHh5re\nUlOVvMJlLFLIHY/Hkp/QLiXoT5lWdHAoTRaukVW3+HMeIZEO5ehSGL5pmloKBQjTwna7nU+UwWRx\n31L0tM7JsPkODg6oWCQSYYwNh0OdenJb7q9jYAFioVBIIKrShSgEW/XkYpfLxahrNptKRc2dFQlg\nXOSe9vl8GmNUz+PxCFenGtLo0cmZ0+nkNV+9esWvBMKXy2WWo5WVlZ/97GeGYQSDQYUxyMYV/VJh\ny1JLoSO08SuVzBsxy8YCRipMUkf7St3ylpclhLgsy7Isy7Isl7JcfQ+s0WjAbnC73UBVQkIikQhW\nfDKZxPgaDAbAR36/Hw8MByUcDuMeud1uuAOmaQKRXbt2TVrRGFy1Wk3Z6sTNU+pYskTevn1baoRU\nz+/3Y/vk83lcxmg0yn1CoRB239dff82zNjc3+VUwGMSC297exjrL5/PyP7BPbTabmEjYuZVKhX9i\nsRj+kM/nw0CTcSeLMpVKKWEgntzp6Sm/SqVSyh5LDRVqbbVacQ1FsrDZbLQ/huHKygr1PDo6opFf\nvXpFPU9OTpSLD8oG/WgYhtfrhaAYCAQwVIVZiSHm8/noLLvdjoMoXmIwGMRLPjs7E9LCNZFIBOhG\ngveK97ykZT6fCzDkjZToQEKFgUBAbgdDS9w5xU6JqWGxWBiijUZDGks8SxFXajQpPykRpRKsjMdj\nUTYUI49HYrFYBD8wGNxuN5kE7HY740TSoNPplN4U10kCBfK3uJsSUYro4fV6BX4qmFf5dKRYyDXK\nANnv96UkIGUD7txut5WRhPkiyF2ETM0gzQ6FzUniIJFIoAj6/vvvK+c7s0wqnZKOFAlZvBWh+v1+\nXylv8K58Ph8YrBg3ynTT6/VU+csiIkW5THX9w4ogiLOzM3pUIYdKT5DP50HJlN/IYrGAdwFxaO4l\nk0nWu1qtxrTZ398Hgzo4OFBGH6Hq7FKJREJEKeCOarXKTBC53+12c+d6vQ62lsvlOL2LRqOEJEtO\nt1arsUavrKww81utlg6oeKiyfzkcDnZlh8Oh+SyUjDF9eHgIK3J3dxeaZTgcZr04PT2lzr1ej9Yw\nLpYMZXxQfupwOMydvV4vn9y5c4d3FxwnSV/+yefz2BNPnz7Vzv3BBx9wN6X3pZ7Xrl3jbvV6nXex\nWq1KEcJ9fD6fKM4sHE+fPv3e975nGMavf/1rVpD5fC7dBCwVv99Pr5mmKSm8Sw0hKgOy6OyCUpUf\nZDgcKtxYX2kHkhqhhDy07YmHreQpPEJsxsFgIKqb5pRo9NIglYi2CIoKW6Y+BwcHjHmp7nY6HcbY\noqawsYAodjodqTm/cYxns9mkrMijdcAcDAbFNNb9qYOYgcPhUJ9oxVfg8O9nXKJt2+02X7VaLcwv\n2Z2lUgnk0Ofz8ZqPHj0ijkWiMzpdk3ix1+tV1uw3ZJGF5WpKKgWMz+fTxdy52WxK4kAsfJ4l9ZC3\nvCwhxGVZlmVZlmW5lOXqe2DySER8uHfvHv57rVbDVlpbW8NkOzo64hPTNDGRpH2OnXV8fIzldePG\nDfybQqHAldKLstlsODH9fv+dd94xDGM8HnOxUjaMRiMcpkqlwifFYhFP4gc/+AEVlp9ULBZ1VI5N\nd3p6igWt3A2PHj0iCiqVSlHn9fV1rMVYLKYQE3Gf8D9M08T/iEajYBESdrJardAjvV6vBJmomHRr\npEon70fW4v7+Pq1dLpfxLOPx+C9+8QvDMHCIlS9YuQHH4zGn1js7O4pKwXTN5/PYp1TJWPCTms0m\nj87lcupWrhEtbW1tDd/R4/GIWIgtnM1mZbYrVpqH7u3twf66pKXX6/Fq/X5fhAVGi8TU/X6/3Gu+\nEvlC2pLj8ZgmdTgc0qgUMVWaivzD9DEW4mcFPMoD0yNms5nyEXNnm80mr5GhlcvlJBIvTEypW5hW\nguyocCaTeQMEVp8qbeNwOOSlIpGI0hEIVVZol0a+KE58omjler3OI/S+tVqN8Sw43TAMdNpM0wQ2\nbzabIlhx8TvvvANyqCA5u91OI8vNUn4J0Z3sdjsOq1JTSo1eEfoK/lMjdDod/plOp6I1KthOSS//\nz0fan7FcfRr93//937Pov3jxAsp1p9NhZHQ6HWZCo9HQ4oWiqzIgUJ4/f85NHj16xMIXCoUgKK6u\nrgoTA3P74osv4GqHw2GlwmKxns1mQH82mw2csFgs8qv5fM4jlJmi2+0CJozHY+5z/fp1aq7lWxiO\nZM12d3fZMIbDoYBHzXAGtxKQN5tN4rWHwyEz5+joCJAtGAwKQBN0Q1WlU3d0dKS81coTwR6zs7ND\n2wq4/+yzz3hleqFcLitfFE/x+Xzkto5EIuy4N2/eZJsvl8sSjKAOlUpFM5bWLpfLTMsXL16wB/f7\nfdib4/EYU2Bvb0/iCNz5xo0b9IhypN2/f5+lrdvt8g90yktX/uZv/obRUi6XxfpjvksU0WazMWy0\nNIuXaLFYOGe12+300Xg8FgZIn04mE21ywhslyaG0aiK2Sc1Zma74uSBf8fJ1BqYDLUUcKy+SYEDu\nH4/HFTEt1qU2Hh3Xif7OgNcJn7BTn8/HJ51Oh3pKgsS4CC0YjUbS8haULftVPEx+9d1333FxMBiU\nOrBOMTiq2N7elvYuFZM+stJeBwIB5p0yonm9Xurc7XYxHUajkc4FJa/MMJAdI3vaYrHo4FOZg3Sx\nYRh37979g4ben64sIcRlWZZlWZZluZTl6kOIOsyMx+NwGbxeL0zCUCiEqbWysiJDRhY6ngSGyc2b\nN4FcFIe0v78PC07Ou24rZtfBwQF2n5KiKpGg0+nE8Bf/ZzQaKYkDNl04HMY++vbbbzFUX758CdVC\n3qGU5ldXV6lPtVpVvlrMPYXoCnJ5/fo1ON7KygoGqcvlAoHc3NwUr4k7n5+fY7hls1nwRuUZyeVy\n1LDdbiu/rTJkEmHdbDbxY1ZWVvC9IJWJJCJhvVwuh5+aSCR4F8l4i1u1uroqjXwuHo1GiEJdv36d\nOwcCAd63VCphuiaTSaWQRs5xPp9jY7548QK/cDqdgsZ89dVX6pFLLSWleGTjwm9wu93Y6UqOLBdq\n0UdhZPb7fZxUuT69Xo9+l3S9VDEVWjsej0U0YKgLzJjNZsJ7uNjlcknciK+EJVqtVhCO2WzGzx0O\nh8YYY2A6nTKe6SY5XsIAZ7OZgApNcEUNytUQD5OX6vV6yl4kOF1xYKK6KCOMuK+SOVX0NLxWBXJJ\n/UA5ZldXV+UIKlpcHadU76JH8onoOYtMGaGdvI4S+S5GcwswVKpxpc9mktpsNqm2/gFD7k9frj6E\n+IMf/AAsolKpsLaGQiE66dWrV0jiVqtVpQDmn3w+D7bGMK3Vagx3JbsaDof8r/Eh9mC1WmVYZDIZ\nabIp/Q/jrFKpcP/pdAriJ79eJMZmsyk6Ew9NpVKMPJvNxvI9GAz41uv1gvhNJhNeQQkjjo6OtKaI\nlMVG2Ov1IEGlUilumEwmgSt1COFyuWi3crks5VBe2e12K+kXp2vn5+fotrVaLX7e6XQErehogcZ5\n7733jIXcVIo09/l8yDmen58Dz2YyGZ0dKhaCpWRtbQ274fT0FPi32+0qqJMdV4pzwWCQT8R/azab\nsglAzKrVKhdrS5PYx+UqH374If9Uq1WGn5JlSOZYEcQK9a3X61J54OcKbpU6sM5XxLl3Op06QlO+\nG50iC6PTViFbTQR9kQ8Zh5LQFIVdx2xSlMhkMosZTASQKuBaFHnjIu44HA4zSZvNppKTKTkWM2g8\nHvNzYXdaJKWyofjlVqvF+85mMy0IvEKz2RSWyJ0DgQAqAbu7uxIp1vbMW0jJczwei9Us5UkpiSuR\noVigNNd8PmeJGA6HtFsoFFJVRZjkhpr1srADgcDiJJUqwltblhDisizLsizLslzKcvUhxFgshk3x\n7rvvQg5UzIS8jQcPHmCYDwYD/gmFQtihENsikYiSHWDmv3r1CvcoFothqypuJpvNokHX6XSwvBqN\nBtaoy+XihrIiTdPE7VhdXZUDwTXz+ZxPjAtmXbvdVlA2KMrdu3dRXVJezUqlgo3pcDh4O4fDwSMk\nj5bJZIDd0um07Fzuo5gVAXrj8ZiHGhemqCKFh8MhKlBbW1swIKbTKZHaHo8HHCYejz9+/JivABV/\n+tOf0sJyEHnQ7u4uFa5WqxLDxj1SKJIS/opBOp1Ocf4KhYJQWWgdpVKJZl+klsjgxcoulUr0rN/v\np90ajQb18Xq9dOglLQo6dDqdCqSVRJDQWqXrZawqYVC/38dyd7vdXCwwcDgcioZH6ff7ip0S8YGv\n5HgpSFbKh/1+H0ckGo0yWjTSAoGAekreBl8Fg0GwiuFwKLk/Y8EvmUwmvG+v19PIhw/ldDqBHJxO\nJ43j9/t5cTnuyu4ov0SBa4JeRWKMxWJM5Ha7Ld0A7hONRtEts9lsPP3hw4f8IyxEfSQWTCgUUlYE\nwYO8uHw7qUMpIF1dY7VaRZnhEXLFPB6PSIx4aXKFhYgKeBSt5i0vV38D63a7dNLLly/x33u9HgHC\nu7u7yokgEh0gdSAQYC5pWoLIr62tsWRfu3ZNKdjZS1hqDcMoFov8SoBDIpFgTDebTcAcTRvTNB88\neGAYRqvVAgpTtnJB58FgkF+9ePGCmR8IBIi8HgwGLN8ulwsoUrKN33zzDTPB7/czOnd2djglOjw8\nZAGKRCKaHqwgu7u7YrcDIHz55ZdsFePxWElhaASHw8FWMZ1O+VUqlWInK5fLfBWNRtm3IpEIqKni\nPTmOSiaTrAV7e3vU6v79+1gAt2/f5uwqlUox91KpFO1msVgA+obDIS/u8Xh4tMViYepubm7ySSgU\nYpdSpgwlDxNe1Ol0dPjH+YTX62VTv6RF6Fm322VUT6dTwcsM+F6vx+xQ0g2tkmLDanGcTqfKXCMa\nvbQhRNBXsDy9KYxd/4hEF4/HQctbrZZUZRVFLn6jks8BI0ubWKdWvKnOb8rlsqRYmHcbGxt0bj6f\n58U9Ho8wUmouHryOpQeDgUi/Cn8W2U8yJRo27Ao6OlUaMKnxbmxs8FLdblfR9zzLbrdL5kbZn7m4\n1+txsc7GZN6pSQWtOxwOLtaxsUSK1VlKh6QIdx2hSUHxDUnlt7YsIcRlWZZlWZZluZTl/wkPDMso\nFAph6dvtdsCiTqfDJ36/H/trMfYCfgd2zfHxsaI0sGJM04RiFI1G8b3wnwzDKJVKOAd+vx+/ze/3\n41Ikk0ksuEgkgskj8MTn84Feyq5UaoN8Po+tdPPmTYiUyp97enrKNbu7u/AdarWasldgsq2trfFS\ne3t7gJPxeFzpB6nPq1eveK9nz55RedM0gf4ajQaW7+bmJnc+OzvDsL179y6Vl7Rgu93Gpg4EAjyi\nXC6TFcLr9eLZYOBnMhlq3uv1eHSz2QQaEunrd7/7HTCjABa9r4TwE4mEkgJT83K5TCudnp5iC+vA\n/PT0lApHIhFA1GvXrnHnYDDIGHC5XPiXs9mM+lzS0uv1JIIn8g7vqAApBfaapqlkCNInfCNWzLgQ\nbRKfUKk6pKonlSPjggAl4SL9yuPxKJ0jnSjfbpGIgWdjXHSfaA7K2tzv90XhMwyj3W6LP8kPw+Ew\nntPJyQktsPh2uhhvQ81ls9lYMTqdDoM5GAzSXAK3A4GAEiTxSaVSkS9FBWKx2Mcff2wYRiqVUuJc\nJX1mJipH9srKiggatInkSUejkVKliO6kVpJElvS06OJIJCLUnVVIoX4ioBkXfqdYOUKSLwu57+qz\nED/44AOAr9evX9NbErcVTig2zng8Zkqcnp4ynkDqlDBMiboFwhiGAdK9vr4OYJVOp7lJuVyWxoRw\nMzAxn89H4L00NZS/1WKxsK0KQ4/FYkwAYd/Xr18XGU8TibBl0XkFC7TbbQX20hTKkCLRCqvVymK9\nv7/PUjKbzZjGiUSC+yhVSrPZ5N23tra++OILwzDsdjtIpuaz2+1mknzwwQcyBST/wQVAixaLhd1d\nvO3t7W2sgUKhwDXK5yR1A0F/kts4OzsT1Z5JGIvFJPTHyVwqlWIh0xmncroLqNE+WqlUeE3qf+lK\nNpsFsy2VSlqaBQ+K883F4/FYXG1xDiV4KJxKWogS09NhmEJr3zjxMi4gL80C0YDFU3e73cK7lPuD\nr1wul45wGAPSb7Tb7QwGkF71oDQ/5/M500SA5HQ6ZSr1ej3x9yQBLKGKN5jxnU6HubA46ni0lEdM\n09RegkX78OFDQHiLxSJNAFaGWCzGJnvTS7EAACAASURBVCcJG6/XSzWq1SpPF2wuBRMhh4tpUN4Q\nWdVWJMa/2PMKSJ/P54zwxeMD9RF9TWUYP29zWUKIy7Isy7Isy3Ipy9WHEFdXV7E6Y7EYpvT5+Tme\nzerqKtZ3rVYDr/B4PNLR4R8MpVAopIAJQoBlwXW7XbyZSqUCHePk5ETgmPI441IkEgkxGjDKxDWS\nVdXpdPhVoVDgXFfHsDJCDw4Obt++zdMhpASDQSDEd999l5oXi0Ugu4ODA67Z3NzEkNzY2OAft9st\naIUWGA6HCjqRYB0UPiXA1UHx6ekpRqIAvV6vRyNnMhnYhicnJ9JC5OI3ojKn0ykvJVUeqRAp2Eu5\nPS0WC5bvzZs3sRklFLm1tcXp98uXL/n506dPBb2CLg4GA0QvfT4fjm+1WqW5yuUyHB+lxXG73dzw\nkhZp6C0GCYnYRsPa7XYRKxYDn43/f7pkBr/yd+tit9utDlIGE30lvFGsPPql3+9LbpGnSLFeccFu\nt5uvnE4nDxXvJhKJcJ9isUjF6GWBIgoKVpi/PM5EIiHlMM10zVZRP6hMp9NREsg32qTdboNeyOPp\ndDrM1kePHqHA5HA4BDkoswxVXUyXLNKmOot/Wq2Wgs25j+adaZrChEVsodk7nQ5vMZ/Pwc99Pp80\nJJXJmvool5BQYuUruCzl6kOI7777Ll2SyWQYl4VCQWk7+MrtdrPEZzIZVvZgMKhMtYZhJJNJjkzm\n8zlYommawI9bW1v8M5vNAOs3Nzch+ylJz2IuVGUkERoD1DadTqnV/v4+e6TNZgMoT6VSfNXr9RjK\nOjmbz+cA3G63m/W3VqsxzQ4PD8VH4p/bt2/zOvv7+xrBUivmPsbFcmC323kv5fGKRqNiP7OdCBQS\nNnX9+nWqEYvF/vZv/9YwjF/96le0RjKZ5CtJPzBnYrEYLfDixQu+qtfrbPP/+Z//qZNC2nB9fV1K\nHCJ56xyFmiu6tl6v0yMej4dttVarAXVWKhVwHpGnv/nmG40TmsLr9UoW8g8dfX/Okk6nIW0rKHgx\nLZYCV8Xo0w4kEViNOq1u2v+0VUioUHRwIWlMN9M0ldJechvMCxkoYrFKdVDSfIqgEENYcQ7GRbQ1\nldH9xR7Ukp1Op6XYq3cR3ZHxo4sV66IkL8bF1jUYDBh+wk4FmSYSCTQzb9y4gQLn/v4+Z7E+n0+J\n/bShyjblGm2W8XhcFF8e7XQ6hZ3qEJFv6/U6m7qOjaXPK7XVSCQiuFh9reQpLEeLmpY8gokDkfht\nLksIcVmWZVmWZVkuZbn6EKLf78d+MU1TukS4HWKpDYdDrBWRsr777rsf/OAHhmHAy/jss89Ak2w2\nG9CB1+uFECEHX379wcEBR7vBYBDbs9vtgpvl83nFgQE8Sh9duWJXV1cV4Yui0ldffUVi4nw+D3L4\n+PFjAY/8s7a2JmVu6uP3+7GzMpkMdt+zZ8/wLQKBgCKl+NXz589505/+9KdPnjwxFpw8kfHC4TC2\n6qtXrzDQvF6v4oEgXKXTaUlwffbZZ8ZC7tpYLEZVla6au925cwcSh8vlAmhVTJsyPlssFty4a9eu\nEdxdKBQIS3e73RyVl0olAsu8Xi/Nns1mFbgNKphKpTCu3W73f/3XfxmGsb29jU0djUbpGhF22u02\n7IBL6oFJFl0pDSUMbywMdX0iJUAl9mQgSVpQLDiBkwqAFeor3Sk9S8wj+dxerxfHS0rw0+lUvpQc\nIwU28Yj5fA7vdzweiz+lZN/GQlZGUWGj0ahAFw4L7Ha7VgMerfS2fr+fadtsNqXKBjagTJKlUolH\nCGozTfPRo0eGYdy4cYNho3jEyWTCiyu46vd17uXxTCYTaijupaTX6vU6r5lIJKhGvV4XTss1rGy0\nrZJlM9Hcbrcy5kj0jvoMh0MaSrxNDYbLksr16kOI77//Ppp7h4eHDBFR4WezGTMhEomwdN64cUPE\nP1Y6BoHf7xc6wTBV9iCRbq9du6ZsVQw4HaQp3Y7D4eBiscyDwSCj6uTkhJ3s3r17DLjj42P2Cb/f\nz8JRKBT0c4nRKesEeRnOzs64Rjz1crnMrPP7/WzDzWaTa1ZXV8EJI5GIhBzBNM7Pz/mk3W5rBWdf\nabfb4hkToXnnzh1gk1QqBQRfr9cBQpPJJLumCITKNcMONJ/PqbnSTMdiMayE4XCoAGSlcgddPD09\n1akY66zH46FJNzc3WSb29/dp2+vXr1MZATU6cVRO6vF4rCNDloByucw/vNqlK7lcDmOi0WjQDkLe\nZFXMZjMaRLIjEhJU7g+dr0jlwbgIe9c6rtVWEtKKhBXDXhlSRHUbj8camVJQ1HGvIluUHkj7ljSF\npcRoGEa/39fduH+r1XqDXez3+3UKpQ2SnzebTaycbrfL/YfDIRN5Op0yTfQIu92O2bSzs4P4ZywW\n41eVSoX5IrkN0Z49Hg8bRqPRYFJkMhnq0+12NcJ5R+GNvV6P0Wtc7DSK+261WgLS1aGiNTJ3FKAt\ngRLphsvE0Z0XN13DMHi1t7ksIcRlWZZlWZZluZTl6ntgf/EXfwHxzG63gwgprkKpXZvNpjwkfJTj\n42OZjcZCvGE6nUZLTXo2q6ur3FbxQ/P5nMPzcDiMYzcej5WsEsdubW0NPGQ2m4ETyvas1+s6YMds\nfPz4MaZ0tVqFjLC/v49bEAqFuI/b7ebsV9LpPp8PaUGbzYZpmcvl8DaUh1cqQScnJ5i3pVKJN81k\nMgqQUrZcRb3QCLlc7sc//rFhGN1uF4NUlriCukajEV/Z7XaYMrRANpvFNrRarbhiyWRSIjr4l0o/\nIT29cDhMs798+VL+hOS+eJdgMIjv2O/3FcqtWFfM0l6vx9O73S6WuGmafNXtdvFB4/E47UZa7UtX\n1tfXGflKXzkYDJQTWVmDuViSg8IAbTabBPEUe6ebc814PKaFxWVQkHKn0xF3ESBBBEXJ9CWTSQ0S\nyU7SCw6HQ8Jgil/mn2AwqLEqLpKxQGftdrvS6lTEp6pHnzocDmU4ojKVSkWsE2qlxMftdluUYzye\nnZ0dRoXL5VK0u/xUfi51qPF4TH2UkF3rifJUiA6qOLxYLCbdRWkzch9pQYkgEwgEuE8kEqGq8/lc\nlFExHqUp9fsaj3Rut9ulDWkl0NG3uVz9DexHP/qRpD9Z6cTT83g8OM7Hx8dsOXLbs9ksWCJ9H41G\nWXwtFguLbD6fV1Qm693Z2Rk0eh2G5XI5Tnfi8Ti/Oj8/Z2SIrHXz5k2pdUgwAsxkZWXl5cuXxgI4\npmOkyWQCm+7o6Ah4wev1AusJ7m82m4L+2PYE4h0dHXHC9+TJE9aLly9f8oI6gWs0Glqk2Ibv3bvH\nP7u7u8zMO3fuUOdSqQSg5/V6+eT69evMqKdPnyp/ChArUyWVSrHunJycKP6UCRYKhZT/heopcbvV\naiV02rjYt7RL5XI5alWtVgVwvSGl4fF46KxWq8UZ5Gw207PoCElQjsdjeh/Q8tKVTCYj6IlRPRqN\nRBoUmqeGZVJowzBNUxIn2ucUpCyQTcmCdRzFNVqsA4EADxX/Vol+hsMhfSeRXLfbLT1DIZkCtRRi\nL9GQRZHAfr/PIySuYbVaaQHlkZF2aLlc5qVE5HM4HG/o2FYqFX6lpT+XywF3b21tcefZbMawMU2T\nwZZIJBQ+rzNIjEvjAppzu92MQ5kLLpdLZ1cCSJUVCABTB10KEjdNk19JAEXR3OIu6gxyMplI7lKZ\nApUmjYtld2JlcvjyNpclhLgsy7Isy7Isl7JcfRZir9eD2BOLxTA3lHlS1vfOzo7kwkQTAqYANFOg\npcQMlTX4+fPnonvg8fR6PRllxM+Ox2NIdDJv7927Bwr3/PlzDLdGo4Hhr+jOk5MTaAVfffUVZqOS\nsCjUKZ1OA9ScnJwAKr569QpjKpFIEOrUbDblkVDDdDoNYa/b7YJAOhwO3jeRSHCx2+1WQCUYoDI9\nhkIhiUliSK6srMh9gX9hmiYvGIlEFFiNSY7Tf3h4yCsEAgHF1hAopuDQtbU18QB50OHhoXxi2eMK\n26JtrVYr93n8+DFt2263FUlK40QiEclgKtWhsiNi4L/77ru//OUvjUvrgYnYpvYUC0PQkxKsSNfc\nbreL5yLMUOiigpMAEhSNHgqF+Hm5XAZkS6fT3LlSqSjYmSkj4XblcVZm1EajIRknHqS4NEXdzudz\nZRgXjGwYxtnZmfA0gRmSYeRBivqq1WpKWqSxwYjqdrsK6pcLxRRQIkplFFIrhcNhxSyKLEYrhUIh\n5p3SIRkXrpiyKc1mM0V/8ohyucyd5/M5Y3U0GvEWKysrSi3L3RSi5/V6qbxCMxfDnyXTJUFXvqpW\nq+I0CY/9Xwy1P1+5+huYpmiz2WQbyGaz9LHVamU5U0LYRqPBkpfP5+WbGwvTSZGwo9EI7UGHw8En\nOsvx+XxMMKfTCQ6pzeDBgweM10KhwIjx+/2MmHg8jkxivV7noe+88w6T7caNGwoFBehLp9NKhwEu\nN5vNvvrqK2MBNxsOh4oSBcH44IMPJNtBC1SrVW0qbJYvX77kvO2rr76CGW9c5Ju4d++ecszraJCq\nttvtjz76yDCMZ8+egbHoVKzRaLD3KG0K+02xWGTyKC29RIfL5TK3LZfLCBwrF1QymQT7Gg6HfPjx\nxx/TyIVCgSXpnXfeYXFZXV3lNdfX1+ksJUvr9/v0mlROdJwjLWZJCF7SYrFYpJwiecM3hArFFZR6\nxWw2kyiGtBAFc0nDUOIa/FMul/knGAzSd7VajTGveHD9vFwuM3oX9VC0yWn0irLPbler1bg4Ho+L\nuUePK+sQfSp1GyUnCwQCEsaVcCKGlMPhYHdRkHI+n2dS6PTu1q1bUGcDgcAbyf+CwSATRxlSxJYU\nYs9opJ6SHBSoy+FFt9tldsTjcZpCZwHD4ZD66Hh7Pp9TsdFohD2tyAGl2Nb5n54l5FBwsbrYNE3e\nXfTmy1KWEOKyLMuyLMuyXMpyiQ3M/8PS6XSkaIc5H4lEsF9arRZYU6vVwt9SnFAsFsNRIFr57OyM\nC7rdrlIPA5VEo1FcAZvNhsN0/fp1PJ6nT5/y82w2i1GmKI1arQZiIH2mYrEon0CogpIuYnI6HA54\nIh6PB7NOCfry+TwRvqr5o0ePMDalF358fMwNj4+PgTKU6XE6nf761782DMPpdBLI7HQ6//mf/9kw\njPv373/ve98zDOPatWsgrq1WS0o2P/zhDw3DOD095S3u3r2LSShe09dff61XxiClzcWVmM1m2Oxn\nZ2ff//73DcN48uQJb2ea5ueff24Yxl/91V8hJ7+7u0vNlVn0V7/6FS0pgflCoSClInpEnIVWq8Wd\nLRYLrXT37l0xzfAvC4UCRqhyRl/SIjEnwUEiIygAWQCdCIpS51P88mLsl5SQpIaOlyDP6fz8nA7y\n+Xz4ForWajQaDIBwOCzyId650+mUwBjjWcFnhUKBaiSTScZJo9HAWalUKnxFN4XDYXHqeJDVaqV6\ng8GAYVkqlfDnPB7PG3XQ3Lfb7QySGzduwBDO5XLi1nKNy+XCJ7Pb7cwFOesSYFT1xJRREhMxjyTm\nlMlkGKulUokV5uTkhJmiXDNKFT0YDLjY7/cz1JvNJs6okrCIO6NOdzqdVGw2m70R2CdQVxW7LAkt\nr/4G5vF4WLWVxMHn8zHHtDG4XC4mbbvdZtAcHBwALHBWtL6+rmhKbYeQgkTBD4VCjLxnz56xA92/\nf1+SH3LVJRJBZSqVipI24cV7vV7Yz3t7e6DYtVpNzEAAuidPnrD+drtdHrG7u8skqVQqDNMvv/xS\nAqbMscFgoLTxKHo4nU6aolQqMWQDgQB3DofDEIU3NzeZJIlEAlak1WpVfmpmi/j9pmliJYzHY/YV\nRZXO53OwPmZ+vV6n8ZU2YmVlhQxka2trsDefP39OUzidTmIqxWSrVCpYIefn5+zTGxsb3EdiypFI\nhJ9brVaaYmVlRagaq+HR0ZFSItERwWBQROTLklj9fyx6Iy1Y0h4UlqhkXWIj9/t9nQVKTFYahnwy\nGAwkJovV1Wg0QKdHoxGQmhbQWq0mzjcXz+dz+lH5l6XE4XA42Jz6/T696fF4RM9jaCnhcjAYBJzk\nNbUct1otRa1wt1arJdVaJriyBVUqFWar0+mUPCmD+datW0z2aDQq8U+WhWQyyfDr9/sCFSUTzH1M\n02T7tFgs7C46hRLVcDQaibIvhrDO0mgun89Hj5imKf0dJnK32wVdDAaDTMlCoYAloQ1V9ocaWUlY\nZOK4XC4Bj1TjsmxgSwhxWZZlWZZlWS5lufpxYO+++668H8wKp9OJ/WKaJgZgKBTCQi8Wi5hI0+kU\nBwJzMp/PYw8mEgl+cnR0hDW6s7OjM1I8jGg0ijWkOM12u60nYtO9ePGCf8RdlO3T6XSA9TqdDnbf\no0ePMCRnsxlED4VMyckwTZN/vvvuOyzWarWqOFaJDep9aYqzszPwE6nsv3z5Egvu7t27Dx8+5Cu8\nlsFgwEN1dB8KhbDghMiJfOj3+6FLZDIZnLxut8tgUwSx9CchTXz55ZdQIhWfF41GUfi22+20gMvl\nknoQ7mmxWKT9W60WipEy8Pf39/nEuOChGBcib3KzgsGgslTjaJbLZcBJ6RuRHePSlRs3biiLiigS\nyhii1MAKElLDMkjsdrsaTfdRul4GicPhkNfLJ2q06XSqPML8fNG15ROlhVTKj+FwyDWdTocB6fV6\nQf/Ozs6o/Gw246tIJCIhJcMwBoMBDoqUCrrdLpGLEnMSVbVYLDKiBFpWKhWNfAi9wWBQOSSFATK5\npHQ1Ho8BThbdGmrldDppgdFoxGsqnlop4D0eD3Pz9PRULBjus7GxwTogIHRRAorKt9ttnKpwOMxX\nlUqFuZPL5RTapcQa0l0U51DJb2l2yT/SHSTdfZvL1d/Afv7znzMBvF6vGN5ykDk32t/fZxxYLBbo\nag8ePFASHcMwzs/PGdxer5ctRPqwGqbj8VgJyOW/s8i2221G1U9/+lPW906nw9JvtVoZJS9fvuTM\n4OnTp2wqHo+HI7ThcMgnxWKR1TYSiYCELCqnKQ8Cb9ftdpkbouGurKwIAqJilUpFaZclwAHEt729\nzeb97bffMsMzmYwE62iuWq2mvVbsSvZsNYvSqCtFLJM5FotxpXGhlvvJJ5+wAKXTaeVGYlUNhUJc\nXKvV2Pb29/dpt0KhAIQYjUb5Sgngy+UyC248HgdpqVQqbOqLKal46MuXL8Gjut2uwp9pnMu7gUkG\nl2ZU+jfjIl+GYC6bzcb2oKNE5fqScIOyJCsxR7vd1tkVDbtItGNEBYNBSWYrszD3CYVC2uSEHDIY\nYrEY96nX60yZRqPBV5lMRnij9EiNhRTSrVaLn4gir62o1WopolnjU2l0wNVzuRwDSdek02nhzEwB\n6SO3Wi02sEUap/iNwhLFXwcVTKVSejvkcmq1Guxfp9MprqBIv0qCQ310GiKqvc/no3GEwUq1Vfa6\n8pNpi9VOLxNH6oh8/vargC4hxGVZlmVZlmW5lOXqkziazaaCkaXAJmcfsOjWrVs4Kw6HA5/MYrFg\namEEFYtFrrRYLBKnwRqSnvfDhw+VBw9jdjAYYHuurq7yya9//WuMO8V73rx5k9PvUqmESFIgEMAV\nSCQS1Hw0GuEKFItFwq263S7G1NramsRgcNc+++wzuWUYUysrK5jbsnObzSYVk/JTq9XC37p58yb+\nx3fffSfZRrmYtFsgEOAr2XSz2YxDcmWpGI1GNKCE4GKxGJYgdIxIJELg2unpKWjq5uYm7q/X68UI\n7XQ6ABpnZ2cy8LmJ2+0GX00kEjijxWIR16HRaFDPzc1NHN+TkxPe1+/304+dTgfHy7jwwo0LYcDB\nYIDLOBqN8NsuaZnNZkp6IuqKYr0Vvs0/8kQX3Rp+1W63+UoIWKvVkmfDaOl2u7pYcvK0nsvlEmWD\nX0mmT6kp6/U6gzYSiYjUwIg6ODjghtvb2wpGVmQub6p0nQwJpQKJx+PUqtPpKF4KYE1upc1mY+SL\nsqHgYq/XK115OayMqF6vpxwxPELcDavVyjUCJ5VHNJfLMZ5PTk4UB8164na7lTmIayaTCdi7EB1F\nkTcaDZaRlZUV+X+apApd5atwOMydG42GlDCVjYUekVqm1WpdzET/9perDyE+ePBAELAU2MSJZw5M\np1OABbfbzUh9/fo105hzILGYlB+2Wq1ygcvlYrjv7Oz89re/NQzj2rVrXJzJZDSHlVgBxGBtbY0Z\nu8i24j7BYJAxXSwW+UQJGur1Ogp+UuNV9ia3261U4nx1cHCAhEQ+n9eGyrhUiqDDw0NqGIlEiDvO\nZDKs9Y1Gg31Ue1Iul2Pd+fzzzxXNDTHs5s2bWju4YbPZVCCqcEvOuph7//Ef/0FTS0DZuFiS7HY7\nRxfr6+s08uHhIV81m01wnmazKb072qTRaNDsbrf7X//1Xw3D+OEPf8gTO50OX4lkfO3aNc7barUa\nTfHw4UMmvMViUUgp/8D8vHRFvHPp44VCISm5aJcSRZBfDYdDfiXStpaI2WwmBJLGl+5tu92WWgdf\nJZNJJZ2SgKfEFbWv6CtGhcfjYTocHx9rOijnkTYwqU5ISIK/yiUtyWb2TolQS1yj1+tR81gshgWz\ntrbGJ/P5nAcFAgGaQjoj7XabWul0UDacYgwUHexyuZS3GhtrPp8/ffrUMIxms8ngDwaDrEWmaSpH\nmpRHRG2nJQW5i0+olEmVSoUqVatVZpPOFKrVKkuEkm63Wi0dNyjXsxLcUGde8+0Hz5cQ4rIsy7Is\ny7JcynL1IUSJjBUKBUXvYgDq4DoYDIJQFYtFQkBsNhufYHLqJicnJ9hZCnF1uVx89e2332JnKVik\n0WjgqeTzeYF4eEXValW5jCFopFIp/Bu/3w+SdnR0hCm3trZGPbPZLF7RaDQi5uzGjRsAJpVKRVrv\nsBuSySRBbE6nk587nU6JJAEura+vc8OVlRX8DOVfNi4YIjrplQHu9XrlsGKv1Wo17iOtQglZ2Wy2\nn//857QPYWTUXHDW1tYW5p5yZ5+cnOBmTSYTrM4HDx787ne/o1a8pvQJp9MpOpPRaBT6ycHBAS0g\n90K5gKfTKdZoOBwGudV5eKVSoZXS6TTeQKPRkITYZSzSgy+Xy2ItCfgSTQaDvVqtMowbjYYIckri\nquwk0lfjK6vViv8hUUQxXWezGd2qtK6BQICLW60WT1fC0kAgwA2Pj49FuGWKyRGU4PpoNFIiAmVY\n5aXoL4EZzWaTmttsNqonEkcikYA0kclkgBAVNme1WhnDYlRq5He7XaatMilL0F3UPtM0laUaD6bR\naAi4psKivNrtdn4eDocVvC/Sr1LeCG+UxhX9qHlns9kgl5mmSWtIT8vr9Wr6sy51Oh3REYV2KppN\n6TL+uNH3JypXfwMzDEPkWpbmSqUiziEbTLFYZO2zWq1scqZpgvVxZTKZVJZxhrLH4xH7liknn31z\nc5MZe3R0xPjIZrM4+B6PhxGs9aJerzORcrkcKNze3h6/8vl8jM5+v0/NTdPkoU6nk2t+8YtfAID0\n+332yHA4zLg/OjqiPsViUYsUla9WqwzQra0tMNJAIADMEovF2GYePHjAVK9UKsznk5MT1pSTkxO2\neSVr3tvb04Io/Vz+CQaDUMJOTk54BN0hdZLRaMQEC4fDgHjb29ts6na7/bPPPjMMIx6PS/tRsIwa\nUAp4vJ1yTDQaDaWgZSTkcjlgmd/85jf0eLvdpmva7TaXdbtdKuzxeJQ2948af3+mopXU4/GIDi4x\nX/HQtANp5RJmyDUi2nk8HgXScsNGoyG0TQnslTwMc0QBwo1GQxq+yu4mqjdL/Gg0egO183g8zEGv\n18uzRDKcTqdK7GcsBADUajWNNGaiIq8HgwH1zGaz2ECi5hoXYKnX62UGORwObVdKjqzGwTYaDAb8\n3Ol06mCCamxubvK+BwcH2pzQ19YJsUQp2+029xG1XbCnx+OhAUejkWqo9F10jWmazE3t0LVaTYio\njhXpa8UziCytZU2Zz3SO/paXJYS4LMuyLMuyLJeyXH0PLBAIYK9tbGyAPq2treFur62t4VfpuFUw\nQr/fx8DHZjk4OCBI2e/3AwskEgmgMEmnCwFzOBxYT7J0hL0oFEZMyEqlgn30xRdfYLjpQFtqgcpx\nEIlEMAkHgwEW6+bmpuJwJZ+DCdzv96WgiHVWKBRAh4LB4Pvvv28Yxnw+5+fpdFqAIajOb37zG6JA\n/H4/huR4PIb4sL29je7+2toabAtFqOgs+saNG4qB+/TTTw3DePDgAaYl7yseSrlcpqk7nY4AW/pO\nUd7tdpsGTKfTNOB0OqXvrFYr/uW//Mu/IJ+/urpKZaxWKw5cMpmUaLpCX+m+nZ0dLNbXr19TH0kp\nnp2d4Vt/+OGHf9QQ/DMVr9dLn3q9XhHz6JRAIKDwL4YNA8NYyGNpsVhAC8rlslL6cpmGjdfrxaER\nYCUfxe12C0ymhWezGdfIybBYLKAOyn0ci8WYidL6UjiUtJrK5bLCqsQSpHrAJ7VaTSFZvJSyIynH\nUDabVWIUaXJKQlO0RhE0xLAQtibWH20irlM2m+VdTk9PWXni8biS3yqbj/ROFdzNyLRarfpHqVYZ\n4cqmNBgMuCYSibCmJRIJKq8g8VKppJQRVFjPUoiYcRHp2Ov1RB6+XLS+q89CfO+995gAjUaDiNc7\nd+5ISVMACMuZeEfSW+PKdrstNA/Ebzwec7ft7W1WfEVuNhoNnri7u8vw2tvbgylXrVYV5AjCdnR0\nJA1DePBut5vVIZlMMl4fPHjw5ZdfGoaxvr6Opu2iqJqyN7HttVotjtAEqSndqsPhYKu4ceOGcoYx\ngrV+KexUAnqlUomzPSU3cblcvGCpVKI1lLljOp3yXuPxmLf47rvveOjdu3eJVWAFEZe6Xq9zpXEB\n2K6urvIgt9vNHmyz2VjpIpEI6GU+n/99NRCFSdAUx8fHTGZpDSeTyTfiWJV9LRaLsdH2ej2OP10u\nFz1ySSHETCajsyKAJkmoaFELZXVcfwAAIABJREFUBoOs0aKVm6aJAdTr9bTb0VPhcFjZ8lj9FfUs\nNE+5lcfjMT/Xyq6DFkmlDAYD5cCjpywWC0PL4/HQid1ul3HYarWkFsENFVbM6wyHQ+asYi3EmRSy\nvbGxwYiVdIVpmgpS5h+bzabzLfatXq+nbCySCebRLpeLyni9XqDsfr+PVVetVmn/9fV1tqt0Oq0D\nCCng8HNphYzHY9q20+nowJJ9Wu1mtVo5zFbSmXq9LruQd7fb7UwrpWaWWrFOgnUqKcVk0zT5itsi\nrv02lyWEuCzLsizLsiyXslx9CFEZTiVvOJ1OwT2Oj4/xzYvFIuDYnTt3sNAjkQhwBNa9UDglPPV4\nPDDlFPbYarUU2IQJf3h4iN8QDAYxEhU3apomvlQymcQICofDEkzDJ2g0Gpwzn5ycYLidnp5i0xUK\nBezHWCyGwbu/v4+TV6lUcBY7nQ6vIOQhEomACupg/PDwUBRNyCCRSATDbWVlBdQ0FotB2BN4Mp/P\nSbmysbEBWKo6h8NhWuzk5IT3isViVEyxL8q9q4weGH31ep3GaTabYHfr6+t4P6Zp8s/5+TlvZ7Va\neXS1WtXBOP7u/v4+nyhrZb1eV/QYVm0kEqFrLBYLnzx79gzXM5VK8UksFpP4/WUs8/lcJjwGtdfr\npYUnkwn2vg7tQ6GQ8Fsa32KxSHkdwKrdbnPDZDKJ/2FcQBSLqKAAZ4mxid0n/SQBmDxC4KRySNrt\ndkmDSvNJqZOZtsPhUKwQwzBGoxH17Ha7Cnzk0el0mqm0ubnJDJL+wGg0EvtXyalpAalBTiYTOe5c\nEwwGlUWFCttsNtYQpVOJRqOiCDLLlG2y1WoxbSUvqfAvOXmxWEw6T0wlxqdhGKZpghjF43E508CV\nPp8PV8ztdospqpQ3NMtoNFJqWQXCKqpV1Mc/eOD9KcvV38C8Xi9L1bVr11hJHz9+rO2EforFYgxH\nt9uNa//pp58S2MskVBqq169fc5NisYh0odfrpe+VeqPf7zMEv/zyS8Ubilus9D+gZEqsILa6gL7J\nZMIhxGw204xlU/noo4/4R3lXlWY6l8sxuGezGav206dPmbS3b99mRk0mE2ZdJBJhTDscDt73/Pyc\nRf/rr78WzY8aSnrVarXy7qZp8taZTIZNrt1ug6z6/X6ukZ7I2toaE5uWTCaTTDmRviqVCtO7WCyi\n1nF+fi4ZPemewKff3t5+9uwZ7Ua0wK1btzisOj4+pil2dnZoivfff19mB6+gWM6vvvqKelYqFXo2\nFotJxI+Rc0mLw+FgjTZNUwnHdWCjJGGMTKUPrlQqbE4ej0fJaFi+tc1I7k9nxhLTU7C8cUFy097W\n6/UU1cB9FJKsHN8Oh4M769BOJ2eDwYD6iDI3Go0WyXLaDHQOpwPdtbU1uPIKmZ9MJhIGVEI4Xvzs\n7EwbtqRMGH5Op5N6SjMwFosxg46OjmhtZS+Kx+MiSQrk5OnK0SW5E6vVKi4uD7Xb7VRMu2Y+n2du\nlkol5djTRJYCqlLfATNWq1XlX2bXrFarGKlS4ggEAlgSHo+H+6j93/KyhBCXZVmWZVmW5VKWq++B\nxeNxaZPjXcViMcyoVquFRfbNN99gpBwfH4sUJETOMIzpdIpd8+jRIwwlmZlKANhut8W/Et1Rn0Cs\nEB2gXq8L6MPOkryTgAsFewUCAVDKcDiMk+Hz+ahPr9eDYbG/v4959fjxY6nL4IHdunULK29lZQVb\nWHaf/L9YLIYS43w+V2wpD200Gm94YGtra5jk0+kU3+5Xv/qV5LHJYDIcDrHp+v0+FSuVSou4xLNn\nz2h8i8WCKOL9+/dpJWE42WwWR3N7e/uNQJxKpaJ0LdTz1atXdGIqlaKeT548ATiSRv7+/j6H+Qr4\nU5T3dDrln3g8/vuUs8tYxJ6w2Wz4/T6f7w09eGGks9kMj2QymeDoGIZBx81mMyB34Y2K8BXjQ17C\ndDpVrJikpBg/4/GYr9xut+TVleGIJ0qQybgItBqNRowTJRQ+Pz/HP0gkEoxDal4ul5kvgiUymQxe\nyMbGBpNLuUU8Ho/SQRDt53Q6lXaS2yrOVyxln88nYieN8/z5c/2Kdlv0ZqiYMiVZLBaqMZ1OlYWc\nVpK4l8iQ5XIZ78q4oFTM53PxEuWViqnBz30+H6ucNK5cLhf/iDtaLpfF0uQtHA6HhNl4QRr/7S9X\nfwNrtVqc7nz99df08crKCn3scrlYs1ZXV1m1j46OGKlKcCwBDiCIfr8P0h2Px7W7KIMqkhC5XI67\nzedzkKvZbMaUOz8/Z8UXPBUKhSDEZzIZLq7VatTz7OyMed7r9YAO1tfXAeieP3+u1RaULBwOs/rX\n63Vm787ODtWIRCJsltJObTQatInT6eRUrFAo8OJffvkl28mtW7dYL5jexkLuMQVf1+v1X/7yl8bC\nscTW1hawZy6XY9KGQiEaqtvtClPic7aQjz76iGU0n88TVb23t0cL1Ot1FiDl2H3nnXeIsz4/P+dU\n8vXr1zSO1+sFk7RarVLjpfJKOKt9SyCM2+0m5ZjiRh0OBztirVa7LEDK/1ik29lqtbSp6JxVkQaK\nVsYgcLvdb8RjeDweFr7RaMQ14s6Nx2O2tMXzUWnO8qGUGHmQsSBaYbVadQ7KxTr6krRHKpViytRq\nNcwaHdi02+3FIVqr1Zgvfr8fq+7atWvgwzabjStrtRoDVazdWq2mDGFUT+l42u229lfRlSU9QySJ\nImSUxsjhcCjWXu/LPzIpVHQqGY1G+UfR0zabjfcKBoOSQlXYjyBcxqrENSSSYhgGS4TS4pRKJW44\nHA4x41ZWVpgpguj7/f4blX/LyxJCXJZlWZZlWZZLWa6+B1av17HZvV6v6AMiOAlLVFZlXC4pxODN\nTCYTbNh8Pg8qFQgE8BtqtZpiErF9jo6OJLmEOSOxZ8lIN5tNMIS9vT3Mq+PjY7wiKQ0Gg0Gq1+l0\n0LWSkFKr1eLn7XYbxysejyN0HQwGMT+73S7VWF9fVwJcbNhEIoH/p9yArVZL+TWU2pUG9Pl8fOX1\nenEWt7a28NKOj48xY6PRKO+ezWZpZJ38VyoV3LVsNgv/Qoo7tMmnn36K9R0IBPCMRaA6Ozuj/SOR\niDoIb5KnGAuBXJLpkkKj3+/nk5cvXypbB7Fo9XodxysUCmGNtlotOpQ6GAsC7Ze0jEYjukCUjfl8\nTltJ7khihj6fT4AVA0ARRRr8orwKjFrM4shv5UIpMsy4YAlKU0oJRwRYmabJxQp+UmSYwgSn06k4\nIFSjXC7zXLpM6W/W19fBFTKZDNNkPB4rqF9hUuL4SZhRUW4SwdLEYRy6XC5OB05PT2mTSCTC/A0G\ng9L1F4jHrxwOh9xKHFaFkUUiEbGTmIndblfMFF6zXq/jNYqVM51ONTgVt6qJrAQ3IDq9Xo+HKs2Q\n8l2srq7q3YUt84jLIiV19TewRqMBkmaxWFhti8UieOBwOKTXz8/POZ1Kp9OMp16vp43BWAikFUJS\nq9WYV9FoVHRh8IrDw0OlfpYGAVBYv99XGhTmxtraGp8Eg0F4ib1ej41HEnbNZpPZ8urVK9GoNNm4\n+Pnz50pexdq0vb1Nffx+v8L1lWZCcCUjOJVKgaFJ9lS0KLvdDkHR5/OxNdbrdS7e2dlhXRAiqkTy\nDoeDR8RiMXaRk5MTRQUYhjGZTES7Ija52+0y02q1Gquq1+tlUQiHwyA8lUqFt8tms48fPzYWYNVW\nq6W4XVaQ69evM2PFzGy32/TIhx9+yLv8+7//O90XCAToI4/HowPRP2Lc/flLtVrl5E/0s9lspuNM\n/lFIicvl4prRaEQPlkolUe0liiHqOT+XFq32yNFo9Ia0hMvl0jXK7MzgF4O32+1KLJQZNxgMGCfj\n8VgHt4x5h8MhFiJ2DP3l8/kYqGtra0xnj8cjZT9pDzLgz8/PdRimXDNMW5mbq6urggcZzPv7+4xM\nj8ejs4A3EtMobZ7T6VTYuJBSukZbu8fjwUitVqv8Shu/xWJROhuGosjSCoxRgISA+sUkZHxVKBSk\nskHbrqys8EmlUhGqv5ir5Q8fc3/ysoQQl2VZlmVZluVSlqvvgRkXGRTPz88xbex2O6bWZDLB/IzH\n44IBAQTE0VAEjCLGcLwKhYLSJWPKbW1tgbCJRuj3+7F0QqGQUgyDU00mEwy3+Xwush8W0+rqqkIx\nsPuKxSJm2sOHD7mzZAMVpBWNRoEF1tfXeYVms4m12Gw2YVQeHh5imQrtHI/HnEU7HA7sx263S1Xb\n7bbivvGc9vb2wN+UZ8TlcuHS1Wo1Jc/EAJxOp0BSn3/+OQ6Wx+Oh8nJ/uX+326UFfD6fnEg+sdvt\n9MLBwYFgKBrn7OwMOUed7Q8GAyW35eJ8Pk/7HxwccHztcDgePHhgGEYwGMQr3d3dpSm63S6eoqQU\nFaN6SYvX68Wank6nNIgCsEajEdZ9KBSSA6GAMEaCMpFKZqzRaEh/UgqKWO5ibI7HYzln+ChSO2u1\nWgJ7uaEShTgcDoXfKsaWEW6326Xpx52VlGQwGNB3oMrZbJbhHQwGlV1Tgbo8VG/XarWUpVpAvbTn\nFe7GVCoUClC3DMMAoAuHw4IH5cvSpKPRSDgtn5imqeZS+2u6SZyTthVSKsBQEdxSBPV4PLSb8ohK\nWXQymbAKTSYTOZQ8IpfL8aY6yOj1eoqeps5ut1uxg3/wwPtTlqu/gcViMaR7lRJFIfe9Xo/F1GKx\ngFdkMhnGyvPnz9HBE4TF4vj8+XNGw9HR0b179wzDmM/nLHOvXr3S0RoDd2NjA1Qwk8nohInxsbOz\nA0Q5GAyUgJXR6ff7P/nkE2NhUdB+89vf/pa5KiVGq9XKhirhu2g0CswoUpbdbmcbTqfTAH1iMQWD\nQTGGgRdEoe52u8zVRqPxT//0T4Zh2Gw2dsRsNgtdUOzKaDQqehst2e/3qc+tW7e0iPAVh082m43N\n7+DgQAxASZRqlWHjAQullajwfD5nfoqsvLu7y8/L5TLrzuHhIWd1UlCMx+O8lMvlYhH0eDw8fTqd\nytrgpUKh0KVW4rDZbGJv056z2YzW01mvaZo6A+MfLakKpJW4hpQ4QqGQ4nlZ9CeTCV8Nh0O2CsUv\n9/t9hrHH42GmDIdD2YsMElG98/n8G5oXSgMmuEzZh4fDIfOXQXvz5k2xTwX0AX7qxXUKZVyEFS/K\nlHCxDKB6vc6+pTEWDocVZEIrTadTiUlKZEeZoxWPwT8KExZl//z8nOaKRqOMzHK5rI1QXakNlXbT\nfVqtlkBF8UKZMvl8nhpubGzQ136/n1lfr9dpUp1cilZqXMxBUUnf8rKEEJdlWZZlWZblUpar74FN\nJhNoDltbW5yFioyXTCaxg6TgNx6PMeJu3LghFRnDMPr9PnbW6ekpFtOtW7cw6hWtFYvF8LcePHiA\nxVQqleAFHB0dcdvr169j0+3t7WGWulwu8D3RH1qtFvwCJXsdDAbYfa9evZKZzA3b7Tbeya1btzBm\npZy9s7ODLabIyvl8DkY3mUww905OTrDpMpkMLp3dbufpAo6azSZGa7/ff+edd6gzd7ZarXylQEid\nD/NEwzDK5TJeo4LBEZ3y+XxgHbShsUAKdTgcylWhCovApkhSXNh0Ov3BBx8YhlGpVPC3RJY7ODjA\nNvf7/cq7oSTL3LlUKtG2p6enoKCffvopCZ1PT08vdUZmiRCKaCcSh5KvWq1WxRrio4hxMJlM8E1n\nsxmOu2matFU4HBaFT9liaXNxIhRj6/P5lN8ASFwpP3w+n7IXSWCeO4tm4nK5FDWv+lDnRCLBHBTp\nSeHVTBOFTjscDnlgNI4cr263i3+ZSCTE4gGgKxaLPNFut4NXyzlT/iCFhEtT0bhYNCaTieTllC5S\nAXPSrxIhhZOOQCDA6mRcBGiLZ6vIvGaziZ8k6mOhUOATxT56PB6QmHg8/gbwKI9QHEjFPopdolyX\nb3m5HLX8Y0o6nYaBdnx8TB8XCoWbN28aCxBiu90Ggq9UKnDuI5EIgw+a02AwYJE1LhY+ZfqQ5mm1\nWgWCPzs7Y8SMRiPm8Pb2Nvc/OjriH7Fd2+02CKdigV+9ekU9o9Eo80es92QyKVkzKuNwOEDzhFvG\n43EmZDqdFo+Wi91utzYeePkPHz5ktojX1G6379y5w4tz4lWr1WiK7e1tGuHWrVtsDC9evGC10kFC\nvV7XqaGEGJiiCtVk46nVakpjwc5hsVjY3ZPJJFqIZ2dn6BxK8aFYLCpjr5K60UrS7hM8+OGHH7JI\nVatVqtfv95moYuFvbm4yma9fv86vVlZW2Fnn8zlryiUtGiTat4wLu0TL93Q6pWGlDSiZjGazyTWN\nRkNDSydeQqdpPakairBuXMRL+P1++l1kSO2a0r0djUbKLKzExG8EeCiLis/nY2jt7OxoMhoLHD+d\nPVutVuUfERrP+NQJ32QyYdsTsV6SPaPRiGtSqRS/SiaTvKYYnna7XQd7vILita1WK6+g+GXtTNq5\nda4h9rweoVO6RftDbaItjV6bTqcYoKZpygAVw1AhCtxQqdrU2gp1l2iIzinf8rKEEJdlWZZlWZbl\nUpar74GdnZ3JQ1KyVxT2IpEILkW1WsVS0znndDrFWcF7ODo6IspY6VYVOWhcuDihUAiIUglwfT4f\neT1OT08xFWOxGGbReDyGBacEksPhEOcvkUgotoMbmqYpIxTXQbBMPB7n7ZxOJ0hdu93mk9lsRgSx\n3W7/7//+bx4KB+/Fixe4nuPxWAfsQjD+7d/+zVgIGvv/2nuz37iu7Iz31DzPZJEsziIpyZrak5zE\n7rQ76QQBgiBAGnnJv5B/LU8JkAbSSIDEdtweOrK7RUm2JYrzVFUs1jwP9+EHfqjL9AXSblzbR1jf\ng1Aqnjpn73323mvYa33L4/Fg2TQaDazGZ8+e8cHn86lSIl2ORCIEgyhndmVlhZH0+XzYo4xwNBpl\n8G/duoUGvbe3JyZyUp4fPnzIbdfW1hgu5yoMTKVSXrx4wWudmZlR5hBGZD6fxwjQACraCmeRM2V6\nlkoltOxCocBfLy8vP/zwQ+cqbNJ1kOGlADllYo1GI9X2ZfaiiQMRDmFL5fN5hlolQ8UZPxqNGE9x\nESkPSXlF3W4X81c/7/f7cgir5irX+3w+kTTSMIUaqhyP8hFVTET+fxmRLLdms4n3ReUXZBWptsvs\n7KzCMTD3lcyby+XwqYjXam9vjzWVTCY18xW7wQrq9/uMQLvd1p+4oYzI09NT1pQiZeRfHQwGPEKW\nXL1eF8cjP49EIgpClrlM3wuFAo4clSqt1+uK8pVNxkM7nY4YpHjFgUCAptKYHz5efQG2srKiulZy\n+LLFd7td9qxSqcSci0QiLAnxa+CwevjwIR92d3eZH9qOc7kc6/P8/JyVPxwO+SaRSKgoLb9qtVpY\n+ul0mieK92EwGBD3KEqI58+fc02tVmPCyT/+s5/9jGdFIhFW5tdff81JQLPZRJJ9/fXXiM9ut8uR\nw2QyQWZsbm7ik/R6vWJFw7P3xRdfcOeXL19y4hUKhWj8dJjWb3/7W8aWZfbixQtkxsnJCY1/6623\nVKuJZ43HY5qKg06RkF999RUCI5fL0TwViv34449//OMfO1MVsUejEWI+Ho+jUjx58oQxabVarHzF\nvxWLRXmQVCaY2tbyhqnAiuM4Dx48oOPMgfF4rOhHN0JOLREeTiYTHc8w8zkUcaY8h5VKhe1yNBqp\nePG14zExNXe7XdVWZovPZDIipUUviUQirLvpeSh/Ne2Zm5vjQ6/Xk59Nu78YhHkd8XgclUKOZVFg\n8KHX68lXKQoMPmSzWf7U6/WYjQrEPT4+ZubrZEFlz+LxuOJRUZLm5+cZgZOTE2avRG8ul2PrCAaD\n3HB62PUi+JM87aFQSMJYpd4l5pFbakMwGFQOD1+Gw2EWaTKZ1Omayqfp5ExFo2iqVHA5dVXUSfTK\nP3CYC9FgMBgMrsSrb4E1m02s9VgsJuY07OV6vU7UAFaI4zherxeTqFAoYA2gi6VSKTkBVDqWn/R6\nPTSm58+fixZdNG6oV/l8nuqLKysrODf8fj/a8eHhIc2bmZlB81UURj6f56GtVovH1Wo11L3BYIB/\nb3Nzky40m01iLn70ox/RHgWhXV5eircND6TIBhWiWS6X0XzD4TAhFX6/H/Vzbm4OEyoUCtH3i4sL\nOri3t0fj4/E4vr5sNksHW60Wo7G9vc2dxanIlZeXl3/5l3/pOM4vf/lLbLJ4PE47O50O4xaNRuGL\n2tzcVJotXsFarYZfVHEZgUDgr/7qrxzHOTs7o3ndbpdn+Xw+BYzQX52Q+/1+8tL29/cJbInH49Kg\nMftcCvXa4/HwQaVtNGjiWFIQrIwVFS/WN36/nxcUCoUY2GmvHV4Hn8+nlHOaUa/XxSmFLdVut/Fe\niL5rPB4r0pWZKW4qZUYvLS2xTpPJJJ4AESeCWCxGO4vFIuaRapQMBgPV27wWkFKv13EzqlLP2tqa\n/Gmy7UQ9yjf7+/sswMXFRVrOvOIaLJtisXittqecqLlcjjmvJLl4PM6LkJmrcwfVrVYl5Xq9TjNE\nHj83N6c4W3YPDU4sFtMrxuButVos21wux8XValUeYKaKWwoJvfoCLBwOi72Q+fTOO+8we8rlMuRp\n3W6XF6YUv8PDwz//8z93rrwTxWJRlYeQAWJOU7jOG2+8gRcun88zCUqlElv/7du3caYru15+kq2t\nLf50dnaGfD04OGDmRSIRhOiNGzfwGORyuT/90z91pjLwz8/P8bxnMhnm4vb2ttiBRSaCt0TeeeU/\nOlfObmUTj0YjPIdyXPh8PhIha7UaP0+n05xIabXcuHEDd9O//du/vfPOO47jPHr0iBBnj8fDiYXj\nOMoz5b9489bX1xmucrnMLnB6ekob+v0+e8rTp09ZcgrKPzo6kkqBZ6lQKLCZ6mhEK1bFdkVhl0gk\n0FTG4zF703QcM5t7t9vlUARPrOsgLk2x8UajUR19MQ5ysvV6PSXkosGorsdwOOSaSCSivA4F9bHJ\nitxBzBSipozH46oVJ55fhnp2dlZx7RIVvPFqtapkW974zZs3laEh76KOr5wphkYd7Hk8HhqczWaV\nf4LIDIVCrMHDw0OVy0JbzWQy4qHQISLzZzwea+UySWZmZviVIl3L5bIYikVBKUFLp0qlks4UFGqo\nuipc2e12VQxIJJDsQpeXl1w8Pz/P5M9kMqKyVP6P2HZUGJoWdrtdVr1CPQOBgHQCDd23mHLfPcyF\naDAYDAZX4tW3wOQ2mUwmmAIff/wx3gMlzKoqnRiv19fXybdFQ8zn85g1uVxOzIpSuNAQa7UaMX6n\np6dkFOXzeRS3k5MT9JqTkxN+tbW1xZ9mZ2c///xzZypqKxKJoJ198sknfDg5OcFKm5+f5wxZ0XTt\ndhtDR2FIKsIiHapardJCFWDd2Nggicq5SiI+Pj5G63zjjTfwqIxGIx2Vc2Umk6FfyWSSeJPFxUUc\nmCrC+d5773366af0gqbGYjGMs7OzMwxf5XjhEZJfdLqcCreNxWLop2trayI8xFM6GAwYATnKRqOR\niL15d8pPT6fTjNKvfvUrXFs+n4+XdXh4KM8ho1QulylMGo/H3cII9zsxnZulkaFH02yBDEi/32eG\nz8zMKMKC0fP7/awOudTG47EI5nlWOp1m4SguMZPJYHYcHBxgrMinvbS0xA9VLzQQCNAM1SiQC2tu\nbk7FVxVKKmYmcTU5U7m3XOY4TqVSmSYh427c+fz8nHnebDaZP2tra4zSeDzWuDECwWBQ0UCsU6/X\ny696vZ6q4zJpQ6GQiKx0VIHFIx9+MpnETpqbm6O1tVpNkRryJdKvarXKB5lH0xnlWE7/O1NbQzoa\njWj8YDBg+WezWS4uFov8XOx6sq3dAo9Sr19V/MM//IOKx/NuVIxHOYzOVTiWwtXC4TCriwmh3y4u\nLrJTV6tVOQGY5e12mxUbj8eZrw8fPmQ3T6fTeFpEpZjJZEim/vjjj1ljkqbK1e10OtxndnaWi2dn\nZ9nHc7kctv9kMsH1p6A+VTJTTv7m5ibOutXVVYRHq9XiTG5/f1+uJEooTQf6c5YmTttOp8MsV8Gt\nubk5vrm8vORiFWJWCSVRJ6scFGLs3r17RIcWCgURrYqEl46//vrrOBVLpRLVzm7cuEHLs9kst713\n7x7NOzs7Y5RevHghtg6uKRQKSKlEIsHWORwO2a+r1SpMKI8fP6YZq6ur/Pz4+JhtAhYG1+GP//iP\n5e9i1nU6HTmRxHOoD5p18s2qjglTIhQKKQ6b3XY8Hsv1p3rETPXLy0tmgsSAuLMzmYzYImjeZDKR\nu1uRe6yLzc1N5oBKESnjWEF9EmzcTRWwMpkMqziVSqGNtdttvPqnp6cKLudPKlYiykF52DwejwIC\nmRKpVIpH1Go1tg7xgIgLOBwOMzhSJWu1mtYmk9bn8/GhXq+zkLvdLmIvlUqpMjgdrFQqvD7xpkaj\nUd5RMBjUkSHSV+JcgaZyKetPCvdtNptKOGHEGMy///u//31m3PcAcyEaDAaDwZV49V2ICkC6vLxE\n6S6VSiq7wDXFYpGD68FggJJycnLCB9xcfr8fZfbzzz/HiEmn00q/VeE4lKmtrS3cjI8fP8bnViwW\nVTSPmLeLiwt8dysrK2hMcpcNBgOcbxcXF+j+qi25sLDAh5WVFRSlZDKpKCZx4dOM09NTXKa1Wg3i\nfI/HQxJVr9dDD1Uslrh2Tk9P8dh0Oh3uU6vVCNmYru+HvhyJRAgnq1QqDHKpVOKG8Xicb0ajEf4K\neZlwPypYq1Kp8BO/3y/WbfTcR48eoWLfvXsX/96TJ08wFHw+389+9jPeFLEzk8kE72Kv16MvYpkq\nlUqo88lkkgEsFovyj2GcLS4uoo1eXFyIB90t6Zy/EyIqrNfrSvWVbSG/Ou9USUuigQ+HwwpvkVOO\nb2KxGGNVqVQY6kQigd0g4kQF7ClXd3NzUyEkLD1F5amkTq/Xwz4oFAqE7SSTScWmMk+UqzSZTPi5\nCBVpZK/XU10ePmSzWdxbhjV1AAAgAElEQVRo5+fnuApkA4meTQHGmociKgyFQpg+kUjkmk0mt16t\nVlNtJoUoKzSXjsdiMfqi1obDYaZoOp1WEhsuilKpxOQfDoe8mlgsxiPm5uZ4+nQZBzFaiR2KR0Sj\nUcU0sUWoeSxMZ6rIg+M4ynn/P06z7xevvgvxb/7mb5AiCwsLCoHF2E8mk7xjRZp6vV4EVafTYf1o\nmyN1d3FxUfRoildkDFWIJBQKMVFarRbb7t7eHis/m81KQMIYq6gh58pdeXZ2hlR4++23oan94osv\nECo6zJhMJqoWL+5UuvDixQsmXy6XU4ErvJ3dbvfx48eO4+zs7CBHfT6fUgjYd9bX18V/KuJELvB6\nvarwpELybPEKdJS6UK/XCUf86quv2A5EVcBw9ft9Wn54eMjgJJNJUaXwxOPjY3Eo800kEkEUbW1t\n8adgMIgqEAgE6MLdu3cVjaYPiqhkE1Stpt3dXYZCLHD7+/saUpxLP/nJT37PSfeDwJ/8yZ/IeS4O\nPY0DszeZTOL6q1QqqqSsYm+MnsYqlUoheEajEe99OBwynslkkp8rIF4nLuLJVOWRmzdvsu5Egdhq\ntZjPrVYLBVGKnarbiNN2ujqJ0p+dKWkqjtrZ2VnEaq1WQync39+nVclkEvXO7/cjDBTTqLBJ1YmO\nxWJ0fLoSk7IOGNLJZKI6XkzRTqcjDYAloBOKTqcjgaHiNUp1YD5fXl4ykpFIhHU3NzfHCpJ3t9Vq\nsV95PB50PrEhqwZTr9eTR12NF9UIQ1oul5UpQav48POf//wPmIDfBcyFaDAYDAZX4tV3IcroqVar\naIuitltbWyO6IZlMissZV4MOPFUWFltK2UKKuSgUCihBiqdIp9OYUPPz87in6vU6qVRHR0c8fW1t\nDbXo8PBQcXGqAfH22287UzRrt2/fxokXCoVUhlFE12h5Xq+XwMJut0s4RqVSwSry+/0oXLOzs+hZ\ns7OzNHV5eZlYrFwuR7bT0dERTrbXX39d9ha6oWzN4XBI47/55htsu6WlJfx4iosJBoP/9V//5TjO\nrVu3UEjH4/G0B0PU2qo3XalUeHQoFFKSKe9lcXGRLqysrPCrnZ0drlEEqY70d3d30bsHg4FCNNFq\nFYR2eHiI0/jGjRuYKY1GQ9URMT0XFhbcQqjzO6G8KOcqU0o5kQpPELvmNM/etZ/LpTat3esyxRPK\n8mZCigRdy2F2dpYJOV2XnNehEpc3b95kpWQyGVUGVzabTCU1nm+4W7vdxgoRl5ucwOfn5/jl/H4/\n6zeXyyn8Qb47JbcxtVKplEpay3a5VhhFzO7idXQch+ik+fl5ZSIrNIwbplIpmUfYl36/nxFwrqyf\nfr+vCEPGJBqNyszlykgkwp9ULiMSiajkpijBZLmyn0wbggyCvLK9Xk/f/L7z7XvBqy/ATk9PsdYV\nFa1YoPPzc1V+kjRi//V4PCwSZkO5XMbhEI1GFXnP7tbr9ThhgnjXmdrE6/U6AVQiASkUCuytH3/8\nMdulskRDoRDrcGtri0evrKwg0vQsxTrn83ku7vV6PPfo6Ig5t76+zqJVsPJHH33Er7TL3Lt3TyQd\nqsugGDykyOXlJVLz7bffVmF1/DAIDB7BvG+324pBZ2xXV1eJKr68vGT/ev/992kz4qHf7zMUd+7c\nQfiNRiOWXCaTITR5NBq9//77juO8fPkSosL/vZUsLS0xSqIVCAaDHIbp9CWVSul0jaen02l2GUX5\n+3w+GnxxcaF9Fp+kS6MQnStpFI/HtfFJh1D+siLTrjG9er1eqVYqPC+iPIVoKzdZjIXM3lgspkpj\nIolQPCoXN5tNft7pdFhfmUyGJaOCW3LxBYNBnXVJ7KlUkOM4hUKBmb+ysnItnLVcLvPbhYUFXq4z\nVZFZVeg08xVyjAipVqsofIPBQPkDqsai00TRlGhRoBxsbm6KPFcjySKqVCr8qVarqfQg/VU0bDqd\n1iNoc7vdRgyrxl673VYMJDqu4mxFETld4lmhpypnozBLvZFvM+G+c5gL0WAwGAyuxKtvgamg5fLy\nstIJxSSGh0p8QoFAAHMtkUjgc0AfuXfvnnJsucmtW7ek16Dvq2RDPp9X1BbXZDIZLH2dor///vvY\nNx6PBz/Dl19+iSVXKBTEfIgyu7W1RQjJ5uYmBkS1Wr3GHp3P59Gq8vk8mqByvJrNJkpZIpGQL0j8\ncrSn0WhgJ21tbdFTVcYT308+n6c7T548QWldW1tTSWtIuYrFIo1/+fIl0YYHBwcYZ//+7/9OTAqG\nVzKZVAUWGjw/P48XdG9vD4V3Y2MDnX1mZoZW3bp1iyzj+fl5+XLp3fHxMV5QpYL2+32iLn/0ox9h\nMYTDYV5NOBwmLqbf72N4KS6mUCjw0i8uLtxSl/Z3wuPxqG4vir9ybBWDoKo3SlJut9u8DpUWkmcs\nFAopBBQNXYR74XCY1+r1ehWgwQ3FNN/v9xV6oPogtGdxcVGUSMwKlYxot9vEGSmf15kqeSzSJv5l\nyolp6eDggIkUi8XwCmazWfnTtIKUHazQJJ4iCigNjhwMMzMzSp/nerWz1+thRMoHe3x8zBLQag0E\nAnLYKluOpeRceX08Hg/3Ef9crVbjg5LNm80mb2dubo5Xo75fXFzIXKZfisZSNZzBYMDTRYzg8Xiu\n5a79wOHi9fl/RKfTwVm3ubn55ZdfOo7j8XhwhQWDQd5fMBgkhvDZs2c6duKMRLOc76PRqIqesCd2\nOp1r1TcUJSw2ilKppJ+zSx4dHYkxdnt723GctbU1xFWtVlOxZgWz8s3Lly8Vxct0j0ajPCuVSmkB\nsCCHwyEncI7jIIqSySTdrFardHx1dVWB/kjfJ0+ekGOg2rVfffUVi2RlZYXVu7S0BHdGsVhkX1he\nXv7Vr37lOM5rr72mkvCshLW1NXoRi8UQJ6oXxQA+evSILoj7uNVqIZwikQhOvGg0ioA8Pj4W1Szn\nl2tra2ghDx8+ZFtcWlpSTi5OxX6/j2gUJYeiqFXPQkyPtVpNWaLfetb9EBCLxVRYju1S7qnRaKSj\nDgVqMnper1dRiPoVm3UsFpMTD29bu92WSsTbFBdts9m8dvSi8sGtVotmdDodzlCljohdUwiHwzji\ndKimwN1AIMCE5HXriLfX6zHzdQycSqUUJMxNgsGgBI/4DWhMIBBgKA4PDxW/x4N0Ktbr9a4FSWYy\nGW6YTqdpj8fjoT2NRkPF/xilQCCAQubxeESTIQJrNFpxKcTjcZ23MUrlcplvOp2OxDx3Futjo9FQ\nPSNFV/JBfkJJMvkSPR6P3uO3nHbfLdzRSoPBYDAYruHVt8Dq9TomebFYRAs7OztDL1NVSR0F5/N5\ndJN2u43zAZ6hb775Bg1FJT88Hg/60eHhIc4ov98v6xsW81wup3oWKP6Hh4cEC0k7Ozs7I2hwZWVF\nIQyYNcPhkEd0Oh3sj9u3b//P//yPM1UjZn9/H+fkyckJeVcqjLK7u8uf4vE4KuH6+roIY9Bqh8Mh\ntp3H48E1evPmTSy5O3fu0MIvvvhCHhulpvKIZDIpYi2CLOLxOKrl7OwsOn6n02HowuEw/k+02rOz\nM5o3Go0Yap/Px4fXX38dJbTf7/PbXq9HBtvKygqj/fTpU1TFk5MTvtnd3ZVXh3Zms1lG6ejoSAUY\ncRi+9dZbdFOFJBSslUqlGPZwOOyWdM7fiUAgQI/kJ1T8npiflJslUkRVIeh0Olje09EcuA1UwTyX\ny7G4YrEYF6vocDqdlntKWbe6RszrOC1mZmYUpnQt3EYly09OTpSXxg1zuRyLEcup3+8z97755htZ\nTkx4ZTfKcyiiSJkaMrhFulgsFpXSzo4hq7TRaNDO4XDINJZ9KfegiPknk8k1inclDqtUTSAQELuC\noiL5k1hDE4mESubyCHFBKfRGVF7BYJBp3Gq1GHYFnojyfzrwRLW25Uv81hPvu8SrL8CUVjxd0p7J\n2mg0tHrlSGG1TCYTovtYVw8ePGDHj0ajOE+eP3+u4h1cs7m5yf0vLy+ZXrlcjlC3TCaj+iNsAXLQ\nbW5usreKJ7TRaPCsfD7/3nvvOY7z6aefqvLIu+++6zjOBx98gJNkY2MD4tqlpSXmYjwe17NYCQpn\narfbzGC/3083xUmqcyOPx8N2cHp6ihieTCY6hOCcw+fzqbIXG9nNmzclqhEnquYejUZ5+szMDMOC\nlMpms5wyajGPRqO33nrLcZxUKqUNiPurwbVajW+SyaRK6+IF9fv9yOmXL1+SDKszDNGqSuzt7Ozg\njRmPx7zH1157jdfXaDTYVfv9vthm3QhlK08mE+2kIsrTcRSTxOv1il1TKbqin5Dk0BCxS4o5ut/v\nK9BR6hff6Ohr+myJwV9YWOC9KIhcR8KJRIJVcHp6quMrJrayp52r4yLpgjiTVfRrfX1dFZAVyHct\ntUBDoZSJZrMp/54chjRvdnZWxDcSV0qI1vql42pGIpHgPrVaTVWQeJbCERVzHwgEuHgymSi5GLl1\neXmJHE0kEvypUqlo2UrrUoo6S7JWq6GbquBZNBpVYCcvXTyTXq/XXUqbuRANBoPB4Eq8+haYc5U5\nGwgE0Nf8fr9CA1BJyuUyyns6ncYaqNVqOA/RoQ4ODpQ/K1cDbr0XL15gsoj3KBgMij+bm5yenqIW\n7e7uorE6Vyxtd+7cQeW5vLyUbogqN5lMVDNTNV6xNlQ/d35+HqUsHo/jZBNZTrfb5c6JRAJPWrvd\nRhcbjUZEYVQqFX1DcIrP52NwFLCXTqexwBSKcnZ2Ri0Sj8eDParcYZ2rRyIRfnV2dqaUF2KxsMy6\n3S7xhNSudBxnfX1d2ZR0U5Egsia73S7XqCSgOBWVUrq8vMy4pdNpcQDyLEVdtlotXkSv1/vpT3/q\nOM5HH32kDCEU3maz6RZHyv8XRN8u1zHf93o9RfTRR1GnK7FJuvx4PJaPl2tUskDxDnL2quaAErnk\nCR+NRqwyFYFUaqZeazgcxhJqtVqKneMRlUqFb6rVKksvmUzSHpwlz58/l7NavEqy1VjXIigQ66nK\njvj9fuVWKqGeRSpv6vHxMfZWLBbjhh6PB0fC7OwsO4OsyX6/j/3n8/mUGIptd3FxoQxRFoUoH5VP\nLZNO9Zedq5kpr0Ymk5EHUsOu8p78RJyWXq9XUTA8QgVOlQWogXJLEMerL8DW1tZ4JTdu3GDrPD8/\nV5g77y+ZTPInJTKfn58zA8hyVUi6yoXcunUL9+Bbb70lxlgOusTO5/P5+JBKpdjN5+fnERgLCwtK\nYGQ11mo1VvXOzg5euOFwyLarOhQHBwfIiaWlJS6ORCIsrcvLS5ZxqVRibXi9XsRMr9e7xsbbaDSU\n7aizEKUNKGBSB1E4jkajEetncXGR6MpUKkXo/+XlJT1NJpMq2IFr9MWLF4qS5/yJ/VGcucFgEFGk\nNNu5uTn57kRdSDsXFhZozG9+8xv9nE5tbGwwApeXlwxpqVRSgRvITX7961/zp8lkov0LH+zNmzfl\nrkT+ZbNZ+utSyEHk9/t5BTrrnT780PUivFCWKwtHvBvj8Zip1Wq1ROXAxhcMBuWsU4Q9i4vvnSlK\nl/n5eeaG3+9X6CObrFSWWq2m+HImg8/n41fr6+uK12UykAjfaDSYLbFYjHOpSCRCF5LJJMJPYZNi\no3CuknaHw6EYPRT1p/pBLNtMJqNaMyiFrVaLP/X7faaxkg20lCTmNSaSmgsLC2L+lAKhMtCavXyo\nVqvS8BiKUCjEB4k9+RJVJ08sCoPBQCqF3O/iwtXPRZ38+8y17w3uELMGg8FgMFzDq2+BdTqde/fu\nOVfWtzNFPnR+fo7S5Pf7US1PT0+xbJLJJOfMWCozMzOcD8s9eH5+zp+8Xi9OgDfffBNNUKUcdB6u\nwIpAIHD//n3HcVKpFE68crn861//2nGcjY0NFMClpSW0oaOjI+zCXq+Hmra5ucnx7+rqqqonfPTR\nR47jHB4eEnpAj5wpahxxqW1vbyuRC71YYR1K945Gox9++CH3oTurq6sMVyKRoGurq6t0ZzweE+ih\ns99ischD7927p6qeqISnp6dYNjhYstksNPBiK6/X6+iM1WpVGiJ/Ojs7w3rb2NhAQ8zn89x2dnaW\nN+XxeNBGd3d38YIGg0Hsre3tbfTlzc1NBrnb7TKAe3t73PDy8lJxKPgS2+224g7cCLH7T3uTeE2j\n0UjhPPy12+3KXGNkGo0Gs3cwGHCfmZkZkcerti8vSN5F8crLAasqmtlsVjGHDGytVhNbEmZ0v99n\nhiu9Uh57FdmR4+vp06d45LBmlK2s+AVRvFerVe4jNkLRQnq9XibkZDJhbiiMUO64yWQikw53i9fr\npeXj8ZjG1Ot1fCHz8/P0d25ujj1HbHY+n09BK1wTCARk+oh5kv7qmEBzNZPJsLgUMqNM1nA4PP2W\n+YAVJVNMqW/9fp/FrphqZe8Fg0Hd+VtMue8er74Ae+eddwjhk3diOByyyysoaDKZMDOWl5dZEqur\nq//xH//hOI481OyS77zzjjhz2Ry9Xq+4StlAnz59imzT9nd8fMys2tjYEC8cEy6bzbIRn5+fQySh\n2MhEIqFDO5rn8/nYAo6OjhQYjZjJ5XKsw9XVVeSEyi8NBgOuiUQiLNFKpcJCKhaLyOPj42NW+MuX\nL5WIiojt9/sI3XA4jGBQsbSzszMm+ptvvslDq9Uqy6ZUKqE3PH78mNV7cHCg2DAGlj2rXC6LUFgO\nDXmW8O/5/X6k3XA4ZGwV7h+Px3/zm984U9WSHjx4wIq9uLiAJKXf7+Pz1AaUz+flYGGXKZfLyK1W\nq8WY5PN5RsmlmJmZ0b4pfthr7LSqA6c47GQyia4wHA75lfzVxWJRef3IjOnCOkxjcUM4V2SDXq+X\nOb+wsIAY0CmRYvclPFTfXPws3W6XeRIOh0U/wWs9Pj5m+tHNmzdvssqSyaSi7MT0SPM8Hg93U/il\n0qI7nY5mnfimaXk8Huc+yrUol8t0U6k4ovUZjUYExA8GAyZ2pVIRfwdHCapP5lz57pRaLsntXOVc\nKwq03++LrZgBbDabOrynX7FYTCeOkqxyF8vNyzeiRBmPx1JkVTHnW0+87xLmQjQYDAaDK/HqW2Dd\nblfBCOgvv/3tbxXegyYyMzODOtZsNvnTs2fPUIjEfsT3z58/R8/y+/2o5wrWUinbVCqF7jOZTFRH\nGBdWIpFAY0qlUirUooAFpUNxjfSso6MjYknkHjw7OyPm0LlKhVlcXMQ0yefz6MvTkV3QYjUaDezI\nUCiERrm2tkabDw8PsbfS6TTGyvz8PMbo0tKS8rJV9pPRGI1GyuZGZdvY2MAw6na7DF0mk8Gg3Nzc\nxMRRbU/0yng8rlAx4mJGoxHjplgb2QelUgnfi+pZqKBzo9HgRVxcXBDZuLa2RmRKIBCgVb1ej24q\nkCcSiSguFKU4FAph7/Z6PaJpXIpkMim3kqr0MkTTabzyJfKazs7O6P5gMCAwNRKJEKHDBHMcZ35+\nXvq+spVlPctK47+FQgGLdm5uDoNJNIly1rXbbVFb0cLBYIBxkE6neb+hUAiD5ssvv5RnT/XEnanY\nDbn1fD4ff4pEIqpuzIOUrq5ynTIrxViofCldo28Gg4FcnaypdDrNz5Uar5jPTCbDnNe4qVio7C2x\nSg6HQ8WO6oMqW16LFHWu/MNKiA4Ggzyr1+vxq9FopDLcPEsE/PKRKm5FsTNuYQF1Ryv/EAwGAxVN\nZxdbWVlhj1Y1kOXlZV5kpVLBS1apVFha+AlVQ/brr7/m1RaLRVxh5+fnTJRcLscMjsfj+NNisRgk\nvEtLS1ysB5VKJVxY/X6fPz158gTnZDAYVHV21sD6+rqyJjmEODk5Qdp1Oh2E0xdffPG3f/u3PB0v\nmeqg12o1hJw2hePjY4S63Osq7t7r9fBkKvm3WCwiD5rNJg69+fn5p0+fOo7TaDRwiTx+/Jic63Q6\nzU5xenoKaciNGzf4RgnLbDrdbpcPhUKBYMt0Oq1oN7xYc3NztHxubo5TN8WVFQoFLlaOwcXFBTts\nr9fjRddqNQZne3ubvnS73S+++GL654rjajabKqYutyrkmXAQuw6j0YgehcNhZHM4HOZdZLNZcTHI\nlyiWDfm7WDjdbhfJMZlMGDQVAxMpn3J+Fb3W6/XwpK2uruqkGZkhKSK2iGq1qjsrCpyni8GvUqmg\n34goQDXWyVvXb50r51u73WY319FXt9tldahekmS8jooTiYQy7pkJztXBbaPRQLqPx2Mk0HA4ZJBn\nZ2fVF6JhU6kUNywUCgpkl1v1Wu1j/Uk10nRgqYhZpWOLnEErutFo6AiN4ZLjUSiVSjQjGo2KklEj\npmwK/ovy+sOHuRANBoPB4Eq8+hbY2dkZKpKK+DmOQx1LHa7u7OyI/AlvSblcJr8VPH36VN4JZXSh\nMa2treFhk55bqVRQ7kqlErrh7Ows3hjFStRqNaw0JZbdvXtXZgf6kepP5nI5NMEXL17gOez3+1hX\no9EIRfWnP/0pT5+fn8dGUfKjz+fD4kwkEvjE9vf3ZYGh5fn9fj0dfXkymTAU6+vrNFVW6cnJCR3M\n5/PcJxqN4lnt9/s8vVQqYVkOBgOiOZSRijWZSqVUxwTt++joCDupWq2qEAzXvHjxgv6KCujw8FAO\nVXoXj8d5NU+ePCFopdfrKbaKD3Ih7u/vM6SqLJPJZMS3xIfl5WXMcZdCjmK51AKBAINWqVRUUUiF\nj5X1hUk6OzvLBPD7/VjnhUKBPwUCAVVg0KBho4gws1AokBY5NzenIgMqXMI3Wo+j0ehaUJ+S2ESh\n+fjxY2b4tPtdJY+dKevcubIk5HkejUZ8I5NxPB6zEqcZm5g/4/GYcVtaWmLG1mo1DRfzUHnH/X4f\np0i325Vjk2fpLECBnXIqyiepQGWFEU5Hc/CnWCx2jaZSgYXiwZJlKbM7Ho/zK1VjiUajiktUDI6C\nPJVVqbCXbzfrvmO4o5V/CJaXl3EoKUF1eXmZaV2tVpnxqinlXJUbvn//vpIQHcd5+fIlNnU6nVYN\nb+br9vY2Prd2uy1HDR6Mzc1NPGDr6+s6VmFmJBIJFvNkMmGPXl9fV4C+liWT6fDwEGFwdnbG0o3H\n4+z1MzMzHPOMx2O+KZfLeDDW1tZUWIimHh4esqISiQTt6Xa7eqgOPERui5j/+OOP2ZtGoxFHcQ8e\nPGA0FHquI5BqtaooeT4UCgVixlSXFiH69ddfS5aw5FQhLBgM0uDpGr5snR6Ph4W6sLDAuL377ruK\ng2dsVYAqEAhwza1bt7jzYDCgwQ8fPuSNh8NhhiIajfLzUCjExq04SZfC5/OJiERkJXpNqjcvrYKt\ncG5ujg8qIxcKhVSURFF/CvPjWdVqVayycFVo8kuu6ERTMYfdblfcGaouJC8Zc/Xi4gJ/davVki9a\nZJV4oVXkhTYof8Dv97N3i5ZwPB7TX7njfD4fQt3r9dIpZUzv7e1pLdAXJJwzxYfrXB1dK20gHA6L\nSYDVKh+gBkF12J2rWOVAIIBobLVaKsPG8IqpVeqCpK/kjc4y2+02d242mzpyVsi+ytkozJJHhEIh\nsTyrwMrvO9++F5gL0WAwGAyuxKtvgam28vLyMlpeKpUSazU61/Pnz7EtVGckEolA9452Fo/HUfpE\nMRWPx9HcVa21VCrhcZqZmeFXr732GgZEsVgUUw66Zz6fRy1SqMXLly9pw/z8PBbA4uIiCubu7i5J\naQoea7fbaMeFQkHhCfT3xYsX2IiDwQDnRiKRwGpRfIe0P1lOKuisKidnZ2do4vF4HKslHo/DTbW9\nvc01sVhMxQAxcfb39+nF+vo6enGtVkNFVY1mIkEikQiWot/v53XEYjE0RFW7rlarDx8+ZNgxo0Oh\nkEJLGNLDw0MU82AwyK9GoxHN29vb4/3u7OwQBbq4uCgbgladnp7SYK/XyzdbW1tS213NRi+i/Uwm\nw6uMRqNYAJ1Oh7GSm9rn82H3j8dj5lK73eYNKvQjEokoaUk07Vys+q5ra2s4JJQp3G63RVTPfaTd\nDwYDWb3YBB6PRz5twnZ2dnYU03uN2lGReMoPYyn5/f5rPjdxaA2HQya8uplKpWhVp9Ph0fV6neu7\n3S6GTiQSwQKTB4Un8oFp0263GcBkMqmwZ+VEYgyFQiEZizKO5TBUCIkappd1jbGw1+vJWNT5iPKy\n+ZUCC5W0rgIOo9GIXSiTyVyrEN3tdmmYzOUfOMwCMxgMBoMr8epbYM1mEzMoHo8T11ssFtHiDw4O\n0OLL5TJWmthojo+PUXYwWVT0y+fzoZUrlyUWi2G0tdttXOeLi4uc7vR6PUyxYrGoo2me+OLFC/Q+\nGXDLy8voj9VqFR96Op1W2gcqZ6fTIUFqf39fB8UobtVqlXMpxfVWKhXuc3R0JBuIspNbW1sy8rB+\nWq3W3/3d3zmOU6/XsSw1StVqFcber776CqVY1dm9Xq9OklDcstmsTrb4MD8/z5CenJyIMsNxnEQi\noU6hn/Z6PR6k4mQ6xQmHwwzO/v6+qExo3pMnT+hmqVQiaL5Wq2FqR6NRbNBGo4EB9+DBA/EFc1Sj\nfDKVejo4OCCz5+TkhFnhUsiEkuEufV9H9DI7pnkuVPJRGXvo40obcq5sml6vx9QKh8MYsnfv3pX1\no6B5xRPpG26o+B3FRinp5fj4WDa37D/lWTKjwuGwakdwfywMWUU6fNJhm0wNse9Xq1VNSOySUqmE\nvaXDMMWGJJNJFYcU8y9TVHQnYsidn5/nYtWYlQklLgznKt4kGo3KKrqWcybyeEGMyX6/XzRRog2j\nzbKta7Wazv8YW1mfvV6PlzVt0ul0/P84zb5fvPoCbHd3l/2oUqkwser1OpuXqM3D4bA8GGx5zhUP\nveY9a6bf7yvxE4Ehmqh6vQ7l0ptvvsmsarVa2PVzc3O4y3K5HLNqfX2dR3c6HSbc8+fP2fFbrRbh\nW//yL//CytnY2GBWJZNJPty/f59dW1k7qv8SDodZLe+++y4cWjrTTqfT7MiNRgN5IILqTqfzi1/8\nwnGcP/qjP+LMvPiEprcAABYiSURBVNvtIttWVlaY5dlsFnGupX5wcCBORVWYJdFqbW2Na+r1OiJ2\ncXGRi588eeJM7UeHh4eIolarhdtW7Iizs7Pc5PLykncnB0s0GmVIx+MxMYe3b9+mwaFQiFTu4+Nj\nqSyM25MnTwghkSpweHhIpz777DM25Ww2y55eqVR4oS6FCj8qZKDf7zNtVI8xGo0qNI49UcSb8nep\nxEmv1+MNXlxcMJ7Kul1dXSXgNhgMigJK8X78fDqQQcnOXBMKhZi0Pp/vk08+cabi9GKxmAptM5GU\ncCkGTpFhcn/VQR2Px4oeZNoook9MoSLB8ng8aKL1ep1OZTIZ5qHX62VbyOVy9KLZbPII6YvJZFLh\nD4ytIoRZ4M7/O0lOPPd8UEJeIpEQKSUfRIqoCjXj8ViOUFWyljNWb03hkXRQ0ZupVEr1qdnE2u22\neqqs528x5b57mAvRYDAYDK6EO8TsH4J4PK54XDQsn8+HJtJoNGQ448EIhUJo8Yq2UMltLIwHDx6g\nsKuw0ObmJqrTu+++i4Pu/PwcdXIymSgcAFeb8rd8Ph/ZLZlMBgXt4cOHYgGHACKZTKrAmJh2sR0j\nkQjkCB6PB0tubm6On1cqFXq3vb3NCHi9XhHXorhtbW19/vnnjuOkUin5A1HSt7e3Udzy+bzKz6uG\nGbaOogNkiq2srKDPLi0tkZXVbrelG6LlyVmKn3A4HPJePB4PvVOxwX6//9///d+O4/z4xz+mVfPz\n86rDJAYpJRURX9Pr9WQuY0QuLy+reQpfRk/f29sTuQn6+6NHj/Bker1e2qPajO6FAuI1VgrZwJZK\np9MMWq/X42K57MQGK9eTx+NBPZclMTMzw4S8efOmuJH4k1K7nClqZpn7PCuZTGJUhUIhrISdnR2m\naDKZxI/X7/d5idlsVjEgrEHniqseJ8RkMuF96a8KSfB4PCyBbDbLRB2NRiz5crlMVFEoFLrmotRw\nyb9Xr9cZEwVWKN1KDMKdToeLxeghI1JmViwWo5Ey4ES7c3R0xJjIvyoo6Ex5ERpSj8fDIPT7fQXE\ns7Tlrmy32zxU9TBVBVABUNFolPsoP+wHjldfgGnfHI1GzCeF+U0mE1bLvXv3CCBUDmO1WiXijsTh\nSCTCG3327Bmr6Pnz52x8m5ub/OnWrVvIJJ/Ph5Ta2dlBkq2trcHGVCwWmXA6Yer3+/xqZWWF+3zw\nwQeiW+RQRwF7t27d4hr52UejEVu8ggYVRKfQu5cvXzJflRx6dnamzZpeHB0dKdf1tdde4xt8koqh\n6vf7rPmnT59KQosUUbT9uN16vR5ro9vtigNbJY8dx6nVakoAx3OYyWS4/8LCAmOys7ODkAsEAjpF\nYBGKKScSiYhpXkJOHFryE+rVw9e1srJCdtrdu3f/9V//1XGcaDSK4BcXomL23AuGSNWNPR4PPRIt\nXjwep9fKVlYe7sXFhTZQRfExD8PhMCJteXn59u3bzlRpShHe6wVNq3GiQOTp8jd2Oh0mw1dffcWd\nV1dXpd/g9kwmk8wfuSJ1jMQTQ6EQkkMEg3IhqiPFYlGngKrxzQe/34/k8Pl8EgbcJ5FIqAqrKpgT\naqh8NR1DKMmyXq/T4GazybJVnO1oNNLpGnqn3++n41Kter0ei0tFJrU7KX+53W4rClFjIl/itYKi\nu7u7/LxUKtHT58+fy0upMtyiwP+9Ztr3BXMhGgwGg8GVePUtsHg8joI/mUzIUJFqubS0hD4u7iLx\nNN+8eRPHAvr+4uKivI5iHsL0WVxcVGaYKtoRPXH//n3x6yhAgCem02nuHAwG5dSiwb1eD/3ojTfe\nQLV8/Pix1D200dFoJFVOVO5EnUy7KbBaZmZm8HKI2+bk5IRvzs/PaaGuUTLN2tqaaiBxTSAQQLU8\nPz/Hbms2mzw0EonwLEXBiLE+n8+jXItAFjV5cXGREE2FgV1cXGCVKrslkUjgCM3lctxNKqd02Gq1\nyuBMJhM+6Aw/mUxinOn8//Hjxyikn332GU//xS9+gRMsk8mInpzQD0XTuBTyf8oFXa1WlRCm4o1Y\nTtFolGkciURkZIiQCbutVquJfgLDS2xenU5H8YTKlBJ/Er9qNBqKeJRZgFdfOZTZbJbXIe75VCql\n2q1MbPFQiKpGbgnVzRKTiwpoKVaQvhwcHMhPqPmjgEBRcIkUg19Vq9VrXBiJRIJODYdDfhUKhRQ1\nhiMhlUopVlPcJdeKUQSDQZ7l8/lofLVaVcQjf1L5tEgkwp9UBlOF2VTts9lsijGZtRkOhzGgQ6EQ\nRNv5fF6MHiLuko3+Labcdw93tPIPgeL05ufnlcbL3L1x4wZuLrGEiS3+6OgIN6MKNCu2WMc/bKBy\naPzTP/0T3Evn5+ds62LSCwQC8i6y5kulEuFw0w59SNlTqRQz79NPP8Wbl06nuVhTcG5ujr3+8vIS\n6XLv3j02oJOTE37e6/UQDCL3S6VS+DTk22y320jE4XCI+041XrUkPB4PjrjPPvuMpT4zM8OQFgoF\nlpaYCZVtGgwGxRaPcnBycoJPkt/u7++zVUWjUfFFcVI4mUwIyNRqV5UHsRCpeaIKm52dVainxlP3\nYZtIp9MMcqPRoFV37tyhU/Iwy/cSDAbx5boU4/GYVzA3N6dAcOWtM2gKcE8mk+xc9XqdoU6lUsyf\nTqfDKabX62Vsl5aWVN8AMZPJZCRmdE6m+EZx8aF8SCbVajUm/9nZGc/K5XKIz0gkosJDLDQlrvj9\nfnnM2H9VpVN+dVHF0xcFW+7t7Sk5XS7o/800eC29t1QqKe6cxuTzedW2ljBWaB+9E7Hq4eEhi6vX\n69HgTCajLG8Gp1Qq0TvlMygZQFRwIqFXx3UYpgwHj8cjkjB6cXZ2JkY6GtZut3l9CwsLck6qFIMy\nLn6vyfZ9wVyIBoPBYHAlXn0LbDgc/vznP3cc59GjR6h7lUoFk6JUKqE/JpNJlJR6vY7ZFI1GUVJQ\ngnZ3d/mgg9l4PI52L8+GWFBViFIpNeJOXVtbQ3nc2trimrOzM8yO8/Nz7pzJZMQMjUlx584dcqfu\n378vLnblbIrDF9NEdNRLS0v8PBKJoHmdn58TnvfNN98QMJlKpTAo4/E4zhwlDykGLxwO401VFmci\nkVCuJV0eDAbYsu+99x5DKm1R4V69Xo8Sl6+//roz5VZdWVmhU5988gk22WeffcY17XYbb975+bko\nj1VRCRsin8+LqUjOE15NIpHAMStlNplM8oh8Po+bd3Nzk1d/cHDAsyKRCCOpEC+Xwu/3Y1zWajVG\nJhKJKIuRORYKhZRlxfsSwWs4HGbSYh87UyXi1tfXGU8FrY1GI5kLCitQrhgzKplMYvX2+33m/MXF\nBTau6i1cXFwoKhJHnFxzaqEKCCh2jnYqHCMcDquWIzNf67rdbnNbxUHog8fj4ecKFa7X60pt5onJ\nZJI/ZTIZ2UlMY5Uc8/v9sncZ/+FwyOIqFApco7COXC6nWgp8WFlZoTvBYFCRigro5bbNZlMOD5pR\nLpd5NXKEVioVbliv12mzCrydnp4y2tOMvcrCFm3Vt5hy3z3c0co/BH6/n9WimNrNzU1VjiBkTvFL\nZ2dncjfzc6Z7rVZjVb/99tvMqocPH7Kl7u7uKkidSbm3t4f3Y2NjA39IpVK5Fh9VKpWYlJVKhXC4\ncDiMh21vb4/pLkdNIpFAtp2fnzMX5TfzeDyKZtRJFbNToYaJRAJJdnR0hCy5ceOGyjmq+AUdnEwm\n+IuazSYbukr0ttttdqvbt2/TL5FYb25uctCo0MeTkxOYDz/66CNamEgkeBZHYsvLy2wcOzs7vJeb\nN2/Su4cPH+KoOTo64oPX66UxovyPx+P4gj744APeVLfbZZPyer34Cefm5uQWozGlUonlXSwWkWQS\nUT/+8Y/p1OHhoYq5yDvkRsRiMd6XQt30usXXIA5+TVGxdYzHY6b6YDAQFztHX81mU9JONZGZJHId\nK+Gh2+1K55M4waO+u7vLbCkUCjxL9X1yuZyo35EQYgZxrnZe0eLwEqfLT6umORrMxcUF7VR9Z8ly\npQ1oene7XdamAuJ10jw/P6+TKrVBlZTp+GAwYI0r+HN+fp6d4fLykqFQQLxYFrPZrLJW5DkXVQ0j\nIGoVj8eDcOJk13GcWq3GptHtdllEctguLCzo7TPsKo3Nl86UIJxmvv89p9v3A3MhGgwGg8GVePUt\nsHQ6TV5wt9tFn8rlchjgyiKcm5v7z//8T8dx9vb2pFihxGGrdTodNK8nT5789V//teM4tVoNHerO\nnTtYeIPBAKrAy8tLUmufPXuGDjUcDtG8SqUS+tHR0RHa2f7+PpEaMzMzInHh4rffflt5M4SHHB4e\nombW63Va7vF4VGQSm0wnz4VCAYXr66+/FsW+KioxOJPJhKYmk0lln4gwDVKfXC7Hz5eXl7n46OiI\nKJVYLIa74/j4mG/K5TI672g0IoXurbfewqlYr9dVTdFxnEePHhEUKjdmLpdTuAdjq5TwZDLJTdrt\nNoNzenqKzt5sNokV/Od//mdVgkedTCQS8BstLy+jhC4tLWH/ra6uyvfFmGxvb2Mp3rhxA9taZZNc\nCvEzKZpO4Q9yBoZCIQb/4uJCx/io57LJRG60uLjIxf1+X3zwyt5l9jK9eSjPikQiiipiQl5cXOBw\nLhQKYvLk6aFQCFM7m80ySxXN6FyZBUr/UhFOVe3CTpqZmaGd+/v72IVyFSjzTCyC0WhUdIKy5HBs\n9no9pnc6ncYTI2+8LJhmsym7TZXGVEoQT6asolgsxtSSJVculxVFpXRsJvY097wCRFnjYlar1+vc\nMBAI4GVRauaDBw9YrQowbrVa9FRbBO13HCeZTLIKxPIlL+gPHK++ALtx4wanHdFolFkYCoWIZZ+f\nn1ftYzwqojH84IMPcG4wPxTY9vDhQ6bpwcEBmc6VSoUQwU8++YTSwzs7Ox9++KHjOHfv3mXbzefz\nbKniUtve3mZS3r9/nzVcLpf5JhAI8I0ixCqVCq3y+Xy0BC+fM1XQslar4XAfDAZ0U54Hj8fDFr+6\nuooo0kYWCAT4RkUlzs/P2douLi7Ybp49e0ZNk2QySQsXFhZEecyvVldX6emtW7cYsUajgbja3d2l\n76p5yIp988032SbK5bJCqnD9iQtxbm6OPTSdTstliq+yUChw0HXnzp1PP/3UcZy/+Iu/4OcbGxsc\n2j158gRixn/8x39UhgN+2vF4zJ1VQIdBoxm8o3w+7+ooRI/HIwJAcWrgc0skEoywcmPT6bScq6qQ\ngpRKJBIIlclkwpSYmZkR4R6BdtlsVqqeXNmoGuJ9uLi4QLlpNBoE96bTaVaTTkyVXDEej5E9k8nk\nWuqxSqJIZoBkMslyLpfLeIODwSBLSWHiUvhUEUZnxkKj0cAXPZlMJOZVluUaJ6rC3+PxOB3vdrsM\njtrZ7/fx+IXDYYTKkydPmG+xWEwFaRV1qaLt4u+gYcVikQ6urq7iXz0+Pua0WOVsXr58ySCfn5//\n2Z/9mTNVNl1sHfV6naaOx2PekQpjSn2xKESDwWAwGP5/xKtvgf3yl7/EuioUCqg2X375JTrXzZs3\n0Yx04KxSeJlMRhUjHcep1Wow+M3MzKgSBMrsaDTCJohEInwTDocJGVCs0czMDAbKZDLhtvF4nCf6\nfD7+dPfuXeIRtra2sFH8fr/I49H7gsEgKqfiC5rNJqrTzMwM+lqpVMLiLBQKNCyXy4mAkY6/fPkS\n+3JhYYE/iWg8Go2i8R0dHdH4xcVFdMNGo8EjyuWyKOb4U7vdxll3cHCg02CaofPhw8NDxhY9emNj\nA4Nsb28PNXB1dRXNNxQKoWBOJhPuXyqViLl49OgRyuNrr72Gln1wcIDCu7y8zA2fP3+OFt9oNBjt\nw8PDn/zkJwwXF2ezWUw67DD6gl2bSqXQzff29mSWuRHK+5EjlKFzpjjLlZiv3CwZQ7lcjsHP5/OY\nYtVqVbVDmSSXl5eiQBRrqPJnlVasLGBsu1wup9KUTL9SqcQj0uk0g6+qkjKe5JpzruyDwWAgL6Xj\nOB6Ph9cts0w8T6o/Ml3AhcYoR9C5Si5WJKTMEfEGeDweBkeWXCAQUKAQw9tqtRQOQztPTk4UOssA\nZjIZInIDgQA+lUajgbF4+/ZtxmQymWDUxuNx5upkMlEameIt5eegX7lcT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"output_type": "display_data"}], "prompt_number": 14, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(clamp(M), 'Noisy', 1,2,1);\n", "imageplot(clamp(Mcurv), ['Denoised, SNR=' num2str(snr(M0,Mcurv),3) 'dB'], 1,2,2);"]}, {"source": ["__Exercise 2__\n", "\n", "Perform cycle spinning to enhance the recovery error."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 15, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo2()"]}, {"collapsed": false, "outputs": [], "prompt_number": 16, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Display."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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n5VCWLTcej+sGAV/fQCCAYJdOp5mFfCA9Hg87JRwOM4tSqaRCLcw0Ho8z5kQi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\nTdljjIC+7PP5VCpedeXlcWX5X11dse6cl444fBLOtY2JcDjM9ItGo0x1N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"output_type": "display_data"}], "prompt_number": 17, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(clamp(M), 'Noisy', 1,2,1);\n", "imageplot(clamp(Mcurv), ['Denoised, SNR=' num2str(snr(M0,Mcurv),3)], 1,2,2);"]}, {"source": ["__Exercise 3__\n", "\n", "Compare with translation invariant hard thresholding."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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NdjQ54XQ6VQv9XSIoUEHtfPbsGdZFFm4+n1PKTm2YTCYUYkZqT54L9dJwOGR/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cQmIMMOggBFpS6gL5n5yVGVBGSiftl0NkGVR40tn0HDCTf++PFjDTa/VyrOQ1BPGmzFYhGTMzRE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\nv7A3pC92qVRibODBd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"output_type": "display_data"}], "prompt_number": 18, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo3()"]}, {"collapsed": false, "outputs": [], "prompt_number": 19, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Inverse Problem Regularization\n", "------------------------------\n", "L1 sparsity in curvelets can be used to regularize inverse problems."], "metadata": {}, "cell_type": "markdown"}, {"source": ["__Exercise 4__\n", "\n", "Applies curvelet iterative thresholding to solve an inverse problem such\n", "as inpainting, deconvolution or compressed sending."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 20, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo4()"]}, {"collapsed": false, "outputs": [], "prompt_number": 21, "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"}]}}}