{"nbformat_minor": 0, "worksheets": [{"cells": [{"source": ["2-D Haar Wavelets\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 2-D multiresolution analysis with the Haar transform.\n", "It was introduced in 1910 by Haar [Haar1910](#biblio)\n", "and is arguably the first example of wavelet basis."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 2, "cell_type": "code", "language": "python", "metadata": {}, "input": ["addpath('toolbox_signal')\n", "addpath('toolbox_general')\n", "addpath('solutions/wavelet_2_haar2d')"]}, {"source": ["Forward 2-D Haar transform\n", "--------------------------\n", "The Haar transform is the simplest orthogonal wavelet transform. It is\n", "computed by iterating difference and averaging between odd and even\n", "samples of the signal. Since we are in 2-D, we need to compute the average\n", "and difference in the horizontal and then in the vertical direction (or\n", "in the reverse order, it does not mind).\n", "\n", "\n", "Size $N=n \\times n$ of the image."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 3, "cell_type": "code", "language": "python", "metadata": {}, "input": ["n = 256;\n", "N = n*n;"]}, {"source": ["First we load an image."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 4, "cell_type": "code", "language": "python", "metadata": {}, "input": ["name = 'hibiscus';\n", "f = load_image(name,n);\n", "f = rescale( sum(f,3) );"]}, {"source": ["The Haar transform operates over $J = \\log_2(n)-1$ scales.\n", "It computes a series of coarse scale and fine scale coefficients\n", "$a_j, d_j^H, d_j^V, d_j^D \\in \\RR^{n_j \\times n_j}$ where $N_j=2^j$."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 5, "cell_type": "code", "language": "python", "metadata": {}, "input": ["J = log2(n)-1;"]}, {"source": ["The forward Haar transform computes\n", "$$ \\Hh(f) = (d_j^\\om)_{j=0,\\ldots,J}^{\\om=H,V,D} \\cup \\{a_0\\} . $$\n", "Note that the set of coarse scale coefficients $(a_j)_{j>0}$ are not\n", "stored.\n", "\n", "\n", "This transform is orthogonal, meaning $ \\Hh \\circ \\Hh^* = \\text{Id} $,\n", "and that there is the following conservation of energy\n", "$$ \\sum_i \\abs{f_i}^2 = \\norm{f}^2 = \\norm{\\Hh f}^2 = \\sum_{j,\\om} \\norm{d_j^\\om}^2 + \\abs{a_0}^2. $$\n", "\n", "\n", "One initilizes the algorithm with $a_{J+1}=f$.\n", "\n", "\n", "The first step apply a vertical transformtion, which corresponds to applying a 1-D\n", "Haar transform on each column, i.e.\n", "it computes $\\tilde d_{j},\\tilde a_j$ from $a_{j+1}$ as, for all\n", "$\\ell=0,\\ldots,2^{j+1}-1$ and $k=0,\\ldots,2^j-1$,\n", "$$\n", " \\tilde a_j[k,\\ell] = \\frac{a_{j+1}[2k,\\ell] + a_{j+1}[2k+1,\\ell]}{\\sqrt{2}}$\n", " \\qandq\n", " \\tilde d_j[k,\\ell] = \\frac{a_{j+1}[2k,\\ell] - a_{j+1}[2k+1,\\ell]}{\\sqrt{2}}. $$\n", "\n", "\n", "\n", "Shortcut to compute $\\tilde a_j, \\tilde d_j$ from $a_{j+1}$."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 6, "cell_type": "code", "language": "python", "metadata": {}, "input": ["haarV = @(a)[ a(1:2:length(a),:) + a(2:2:length(a),:);\n", " a(1:2:length(a),:) - a(2:2:length(a),:) ]/sqrt(2);"]}, {"source": ["Display the result of the vertical transform."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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ohIIPBoNWq4Uh13UPJGRM0/TJJ5/84Ac/mCTJV77yFaQF7gSnCluoMdbNmzfvogcABg/5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C3DgkEPE6wruMldJlqCarqCGnfzgcvnjxomO98/UaLlKMkl33fcmDleuJWrnuOX5r\nNK7hZGVl2rowz4K6gPlrnfizUxr4Q3Wlkg1aVdVoNDo9PaXMX99UH/R7WpO/W7z9BFZbkX+2Msyq\nqo6Pj9VvrbThEZh7aqknI2tu07AIHXG0sX+yDW/NljukE4EFqsWqAxRBY2G1nI8ePfrss88ODg6g\nBPVG0z7PNuCR4kRWGOkhLMTr6+vDw8PRaFRaolSyDnK9Xg+VUt9IF1aWpZogpJRyznhgs9lMvaMK\ny2iiYxbgbcnUl6nrtTipcB1r+5RNWPfipHZd97WWu17R4gYqcSaZv0WGCw6ZF4GTG7OkYIw0T8Qx\niY06UmVrJ2f2ehmqjdCRmpbr82ROldbxnTgrD1Hpcykl2TELq+GVCo2jk8y70gEqwyIvV9otXKfd\nZK7b/fv3WVrZ9a5lmUGx7EGd/sjsOed+vz+bzYbDYV3X9DP0G1zGk055kUSygQbib31utmy9xrpg\nSAz3HvnZ2RmTAv2a0R0Wi/vPTcvTSaAZWXLyn7zxpxzO7IJSK5zkuUpvKBsluV2pFa4bRTsSYv/J\n0VV2sdLcBu3h7ScwPfLGgqXUOVGwOR6PyQ7nQMzWeC3nTFSptjx45PXLy8tkFpm8GShB9fbJNiqJ\nW9nlKaiRWrb+N7u7u51OZ319HVH7zp07NBQQDdR1Tbllp9OhdB+RsNfrDYdDLEe2OkE1iqio+yGm\nhUVMJr3CXVQZc/HkkiCxNjZbkq+j4yO52Ml3332naJnC1B3LlVdv1salGmr/FK5dfXKxMYWUeQf2\nj2JXc+vGm+wA4kmRHonwiAUt+xRbRI+eJwVPJ+tSkVxL3+TanMv/0LNrI5CkPIexLJnniZaAyHzH\nBo6rAYc/dnVukhHKaciCIbzK6yUPLmyomOo3lA8iGsMgUzVktiRSKQ1adSxRvGo0AMwX2hEUzpvX\n+/BdvBbtz+K8PJQku35Xoi6/2PQyVdTwuXyQCED6gVgkO++/sSI5sb6nimTbQevQWwN6WePGrPBd\nGtdzUjZidioCy7hyBQ9FUXS7XeIX/qnp5qRWyeZvP4HpEVZVRTez2trsrq+vHxwcNCZVk7NbVRUC\nI+O19Iw5zjg6tbDUw1uLdWEtfRW4kh10e3urab8ppaqqyAOeTqeff/45GgUjH9fX1xHNOMHJpN/c\n3Pzggw/qur64uCAG0Ol0Hj58uLGx8e67704mExrYaPgLZYmYzOhCNDImLW1zc1NBI+RQOJidv1gs\nNjY2mFCstkzz+fwf//Efv/zyS5iAhk97e3uFaxkgizW5wZ53bNSWTkAdFp5yCpteQRue5CLh8tIw\ninGwsEV6vd7p6SmVc6WlMiYjocZljTcWoqMSnLOAhaHMyez666tY4v9s7f7vIPLOTkdqmoZGKgik\n9fLILgwXHa+1lSorPCNVVsQgqkvOwcKEolKYyCVHM8nl2Wao1pZlWlo7eakItbUUEHmwldhWlcvr\n86etbCa5TbId9VY69PVFvIycXM4ef84e3NjYUJv5xqazwqw4hbokfz31cpZQYRMpPemyxliHtRt+\n3Vgap2wIT+0rFKjXqL14NpGjtHBgv9/nVMHGbUwB1tV6lzG1REV8+wnMy9lra2vT6VTPOKV0dnam\n0YhaPXdsElW2wimvU6WUFCXKFnpdLNc1s0wlJjSmIio0LUvz9PQ050yeYV3XNHrP1puRKkh6YzN7\nU4cyV6uq3uFwiNQ5Ho/Z56iF8jk6bk4ruyU5e03hK+KFfIWqqjTT8uXLl4eHhycnJ51Oh+R+0XDH\nJnglMyG9FCPagPCqqlIdQjIBKi03TS9dvysuRp0e5zbYpTCVT7eicXMouIZbm5ENZGFwNvFinn7H\nGq5zrPNkF1ax9wdYpb8P+AO6tKaI9C5R8qFXkArTVJPT07RTxOW4aAs3LUy3SF41L6YVhUpTut3u\nbDZTSg6nf3bZGZeXl+fn5+TlV5blz7NQGxGmR+blRkrJitKkWsuPFBtJqWtcakbjqiFFe4UFomT4\n5pwJKieXnsr4Suw/ekotrPZZPKqNoEstnNYnGtPLpAF4c1DnifgvOU2SP5cCWRQFbUpyzru7uzQT\nwWrHyCuWx6kUywqnaDW1xA/7URCYrC1OZ5rrcDaRnMOW9gcWJ2ZpZYD8rAIvz0yl6+SrlSrfwu9t\n1qIMHwTDlBKSzvr6+ng83t/f39/fR07s2uAJNoliYLhQiqKRuct3yTkrg4MTvGOd4JWdKONX14kE\nh+PFd2ks8Yn28EdHRy9evOC+DYfDnDPqOUzp7zMf6g9E7tXCJlZ798sHKhor6062i0qXWyjbnG/K\nnaytC6LarEiDkmmvw5FNqztAy6LCgFcneK+lFdv4t0KqLBXiCF88UM44r4CJFbIrgCUzUNHHwgZ6\nSS6TH5CWh31wk8nlS0alZMOLDouiQGmQ7TIYDAaDgZfF2Js5ZxIN0Pr0en/c89DV/dJrcY3Jd8Vy\nioQujPuQnXMmd0ormYox75To62P0EGG9c+eOBkfo5ogb+AE31wcOdX8ql3TDp3ACVG4QYLmsz0uV\nVWBibW1tNBr1+/3j42NYVihdpmVhAw55n9cL9sMDeyMwGo2Oj49JjijLcm9vj9TBXq+3vr7O8BH8\nDzYq2W5sBq1gUhllp/vIEGEAdVTi1JDS7SXpbCVfVVXdu3dvY2ODc/nm5ub58+e7u7sPHz786U9/\nenBwMJ/PJ5PJV199RdIBS5M8K4Q+Nfugq8hwOCyK4sGDB1wJI06IZ/R6vb29PdJA+C0Vx5UlWJZl\nORqNFovFb37zm6qqiJxdXFzM53Pyu3TxZVkico5Go/Pz89lsNp/PyebvdruolNChd1yyNaHX0Hpx\nRrKux9rbMA0Fy8lNeCJnurYs0NIamtR1/c477+zt7c1ms7Ozs8pSM/h2JFVKJyxM+JJoVlhZAomp\nUh2zCZulize0DhzBDN/h0dAWcuHaMfDdk+skyTpnoWKxJWehE+CUp5JcvrWoonKdX1bsAD+zQ5e3\ntrY2mUwKS5qVo0CcUmXCuobGEmIbF/ip3WhmsVq2VEBZe/5NYEcfuva8yCJhEy0WC5Vyr/j0Wr2Y\nPpoTJrJPJktAn/QT8OajtphfaYVzLpOVEzQ2q9ZTI0GHlBLzdfnVZDKZTCYrq9c/FGnCCgcqzKwd\n+r9bfX8gvP0EBgfIYCHes7BWEQr8yEgXjWk1Y1s1Lq7rFxyLRrZMthhScltaln5KiZQNmABbmClW\nIkVmC7HW2ZAob6Rs8M6Qa6fTOTk5IQKPf9Y0jUaudLvd6XT68uXL6+vr+/fvl2X58uXLfr+vvgx8\nr9FodH19DSNyN+htz93TV/bfgr9CSxSx0b5BuZ2yMRvXX7x0HYzE5YVLe0nLlc6NlTY31jFPb1WY\n/oNYxCxBnoW2uh66muKrME5vy4s54pOda4UTfO64YVrtAiY2GkPl6sTTcrIZ6pwalZEiW9j4t8by\nuQvLdyhtUIB6LvtPTK654op0tnJ52eo0uELJiepZdWtznOUp8obIJ9qe8JMcGtFYckKc/EW/H/1a\n4pIkD+iLQDYoFnVdHx4eHhwcJLcXPEnreyW397NLuEXFoXZbPKSX+W+kW1e6vHZZw91ul76RRVFc\nXl7Ss1g3WSbFykXqUksXmJeAVDif7396ZG8g3n4CK63uQbaSbH9ywWW+yQaprZvU3CaHIa+TTKXc\nNv6L79W1JqRaOto8lRVzsPJwVra3t4fDYa/Xo6vbaDTi0KdAmE34/vvvEzZgfiOch8cDq6WUUIfW\n1tY6nY6qMilzns/n0+kUbe3p06fUa7/zzjt0hPv6668xxB49eoRWToYLf1i55tmidoAjS1pHp9OR\nYEJ8vjA5rqoqupYoJbq01N603ARd0FmpW+efiNjLX0yy3O6qqqjsqeta9eb6UARS/6V0QnGA+mhZ\nZeU7/h3aCKwZzJpkbmvl8rx5arWNmtTcODlY1WsttRrL7SYnNlvbyexUMlAsd4hoXHjMS3O8oWap\nsCWz8+qSc3TEW9qA2tf+oE+OD2pr2KjtX7j8Ba1nWbEc5StLEb8T4QQhQWW/XvfWXdI1ZBf/Ti69\nEIsBdlRak67Qe4SlVS7zldllKSVSzPytqC2/xqN06Uv6bTYfVJpkYc0wvc2xQsxvJt5+AuN81wKt\nrQe8DNLKdazwCQUd64+nxKdOpzMYDPC+abNbWWETAz5K19wsuc4uyXSP4XDIjEcm+DG+i2tYLBaT\nyYQjmJVNK7bBYEDkQOO1OHGgMYoBaFdISgLulJIy2OSXl5d1XaPVsBVpCALzTSYTzF6JJ43L1Fr5\nOVklVmGKHHeJDdk0Ta/XW1jjwWwTeJVDqD9RQZKM09qKpqX7+648Mh69hVvYqF8uiZPFO3OFhbh1\neKXlJGbq2RfWnd0flJKn/rAL9ncGJVD4f2xc9J60DnIFeej4zZD93I3skS9bWKaD/61oplmOLaXl\nnh26Kp31ehljKjVLhUtSiRj8Qb28DmJWSO3GaGXL1EiWW4Fyrq+sD9UPjRVld6wnpJYTpqRWfrKN\nLBE+uYXk37awRgHZKhp1ed79pR5URm1RFCxFT/CNm+fAzVeLA2Wp6NrkRenfa+tkn5z+kZxZwP/K\noPcbrS14+wms1+vt7u5yVPEINzc3z87OiGNvbW2xglHAkmv35+VmWq3knFlzOECyoTpW2a4TsLFY\nWrZUPU7Sx48fP3z48N69e2dnZ8+fP885f/DBB7TSmM/nDFM/ODh47733GPfAstvY2CBK/Otf/5pu\n+jqXh8Ph1tbWeDy+e/fudDqdTqevXr06OzujefHV1dXZ2dlsNoOobm5uUB7W19dHo9GLFy+ypZlx\nZxgrU7hOQvo6jWvpxpftdDq6SPaMfubFOj35E5h17tqYsglF/NkSiGuXOVZZVXhyA6v4lfiSB60U\nm8rqeOTASU5MZo3iN0Dq3kbuWCMxlLS2e2CgtIo3PSl5OTRU8/Z7soqR5ArPPQt6gS69dnSmlHw5\nlPfj2Uo+EyHZOBUCnzQnW1jLlca1VWRAFxuN90FOb1znzIWbolC4UuvCqYXJBbGK5SZM1XINsnKa\nfE4QSr52R3JVyf5tCzejxHNnek3l40jxTctkaWFh6InoAjrWgTo51vSBNG+flS5PJC1T1wpRKWjC\n/3pufpPx9hMYUSKmJBSuLt3LCJj8/CMNKWSDs5I6No9DzjjGEctUS8pvp9JlQFU21SLZThsOh999\n9x2Cyfb29unpKUbfdDo9Pz8fjUYbGxvM99KbMNzv+PiYFyfbKpX1RyhdDICjf2NjYzgczmazhbXk\nV5sl9kZhvXQ90coTXbgRYsmlMBWWtCb+0DZWSdnCSrV4Cpw7VNLoHFFOsK7EG9elyyqUiyxfrbC6\niNLiJbgFadnE9hubR+ZtaqWQ8OcylhduIFx7PbDkjiqlschzLd2E5cK1qaysT+bCRh/wKLtusHX+\nbVGW9FogU4fp1dUV0sL+/r7ym5KpWFhX2UpWdDH+s9iVeFRFUVBkgg6hC2ByOv+IteolUL+uSquZ\n8XSiM4EPrawsJLtAVLYiaG8N1K42rnAufrEskvv/FeX7uySdoFpODRWn/laNMTk1wnOYHk1a1jD0\nRfwPxbL269/8DcfbT2BwUmGxX68OqUciWelKv6EObGG1XMVyhxjlgHBissm1mnX6c0DAmqh8+AFs\nZnwXZkJSXExo7ebm5tmzZ5T9PnjwgGozplMyBuLo6Oj8/LxwEd1sFUuYn3TvzpYzllKqqur6+rq0\nLgxlWd7c3MxmMzGE+ENzaUvr5JSsgYjOdEDQqCiKjY0N3/tYOzDn3HW96RoLNvhjVFJhtmQZf7ZC\nWqXl0Bdu6GWyQ1lylty7ZMdo4eyPbNn8/iwQM2FbKG8l2fnCI2svgRWmHamFRFEUWDA7Ozuwvryo\nyqpoG6tSkH+MNJ0tEqlzTYQnk65xGXrJnZKbm5s7OzsppePjY2wO+UYMTNBx77dbZe0CgNcex+Mx\nE1g8ZQJkZ1Wn6WT37siK/ap7xSsbl8qoP5FhqjYxWo1aTvJyVnyXFWrx9K8r9GsVSIdIFost3IQU\n3WH/WdoaK7KBf5luRXIRr5VLSk7yfcPx9hPY9vb25eXlnTt3tra2mC2bUiJeUhQFM1uRBDV8qLCI\nF+XD5DUgwSkzqrHgTbJuN3RHpFcTh6k2YVVVBwcHH3744c9+9rPxeExN1ccff3x4ePjll1+WZTkY\nDNSI/fPPP6cnL+3p4DYabRweHhInG41GiIGcMjlnunWsr6/XdT2bzabT6cXFxeHh4dnZ2fHxMaGy\nsiyZIENPOZ0U/K3olpRIHLuzszNOOrgNsry9vWXmS13XOIvD4XBjY6NwDexLi3XJhsVNhEFLVzMH\nP0n6W7jGhpRg8ywKm8LOMfrq1StCfdfX12RaqnUsz1FBaYU3WA8KHxaWhYU9zjsUy3k38pvbiMKC\nUtIeyrKEii4uLvSAdDiylvTncJJ837ScsCenQUeqnKr0Wk9Y/LmqqijSz9aVaj6fk85KCaP/dJGc\napNrK/tjtc/ncxrN0DubZHcxARuWD02uTYEs0WSaoezRyhIdvUDXsTEIvAn9ONgdK06Mp3aRgdx9\nUYtujlhf/9u42HlhMQI9x+TaLfpLEjumZYXQX4l+lV3keOVq/f0XMf+/Lbj/C7z9BIb0QQG/mp6x\njTlMk00SuXUDSfv9vppc4NagokwmE3yLhWsbo7OAd6Z2RKGdsiwfPHjwR3/0Rx999NH29jb0Q5XS\n+++//9VXX7G1sByJPE+n0x9++OH09JT0Ew4gEuUZksSB3nXzkwh9k2YCfzCuSe2gtCX4Iqenpwoq\ncHwMh0P+Vzn6MMHV1RUUzqew21GEeKvCokc6X1j9cl+UqEkpKAJj6TKyCDfqS2WLP2sPSyNNKfEO\ncrlevnypyjPFunixmkIpkq+Imgxb2fU6v8hfeD3m30ZoBWYr3y4s/VLF8slNokp2q9Oyu+DPu2Tp\nTtXyaGyxfulSfhrX70NmBMRAMWKyjCp/1peuTWV2AoN0TtZAzlmWiq9dqV1NmFcjFc0qXaC0sQho\nvTy0rLK6ydLqCEnT1Z1JyzVh6bVwYOPif57e/M9aisVytkvhkj5ql1mm/a7UaE+NyZVXv06Z/uPq\n13LlV9zE//8194fF209gKaWcM/1qSSmmhTnrWEEa2WVksdNkr7ASyJ2dnVsb+Ma6p+EFuRWNlbkG\nDXgAABU1SURBVI9w8GmpcUzfvXv35z//+YMHD+7fv4/xS6Uwq2Q0Gp2cnLBFqdAqy3I6nVZVdXJy\nsru7iwNECwxmTywWC7w9rhbHq9/vM4pFlW03Nzf/9E//REmyVmRlM+PZ8HQWZgOr1RtlZCklyJsm\nCCiTjRvhyrfGCECnVXaWdqPXNKqqIteRv1J8orGuH8p016FJHlpZlgrIoxly2TxH3TTxqJ57ZQ3F\ndRmiK+9tSAuSrrJybb/Xxfl7RTbdrLHGejLgMOkW1ma+dAmlaTnzMBkRZtc2Qge0Dkf5BI1LZ/BS\nlb8weqywR7AIZT52rNmH/jzZqarUu8biAiyMwoo3Om6wTmFNCxtLCNRp7hdn4VJ7PA2Qhdg0DYbX\n9fX1ZDLxOqFur67QU76nJTlM1XLjLv5QHlixPMouuZpIfWt+JU86OXrTZegr5GVhNv02N+v1n/XV\nWkFjbz+BNZYoX9f15ubmdDpllShyg5yoUSksDnbF1tYWyhse2Gw2e/DgwcbGxu3t7f7+/suXL0mO\nWiwWFxcXt7e3l5eXJGi8evWq2+0+fvz4Zz/72ePHjz/99NObmxteP5/PLy4uJpMJDaFxIHCSaHW/\ntbXFi7/55pumaXZ3d/f29jo2+ujly5dXV1dEFHq93ieffLK9vU0Pnn6/z8Wsr68Ph8PBYPDhhx9+\n8cUX0sQqQ1EUBwcHtFg9OjqikRXdodBaR6MROwT2KlyaQ1mWXC038OrqipYcOWeESgq0yVFsLOVX\nRXWd5S4P2mCEoPAJFIyUTSrKvLm5oen+bDbDmIAUk9tymBS4dLJXKpcjqs2cLUU7ObqSvuRLp9uI\nhWt3W1m6nZwe723o1ulkL9xwnJUoYOHqbfOyjLZy6q1QQnbZB/KrvK3DG15fX1PdmF1uZGnRUw5x\ntcVJblALNiXMB0HKKMwukpQsPb2x9sG8+cbGRkqptmaYpQsQUClcWMvQZJpNudyVSrd6xbnxlpNu\nhd7f3y7dYf7rrbGVOyyeEzWKSj3trQi8Cpz760m2+MV5hfP/3nC8/QR2cXGxtbXF86MLO9JT12bV\ny2lguczncw7HjY0N+CnnfHJyQosK2XcMpMg54/qw+n/44QfmaZHa8P7779+9e3dra2s4HNLeAu3r\n+vr66OiIn2m1yfUom47z/fj4eDAYjMdj3pwj3rPF5ubmaDQajUZbW1udToeWCjhk8/l8d3f38ePH\na2trv/zlL1eitWxdNJzj42Oa9wwGA841om6ljUnjLvX7fQ1cJ9IGK6h+CAm0tkbaKHiKt/F67jzf\nURfDCVJYsKS2xq/Z0jS61tOrruuLiwtvanSsfDu56EthFbiURogjFTLU6awTamUz6wBqL3uBxjUW\nkUein/03bVyhcTI6UW0QQSw9ERkWjWv2n1xCR3JHudwjyXcMUEWl58/lfPP0ue1q04cnpC+F48V2\n0AOijFLLVexIz3ieO9I3JhT/ziqlp9psNsvLcTjvl5RWEZ+dGMvKXPHeVsJLUiZ9dG3FCdMDSs4+\nSE4P1F+JYJJzdr135W2Llff03yi7wobsYniVK6TTY32T8fYTWDY5gnVP3yYWa7ZyIh4hchlVKRh3\ndO/u9/sUAnPkoUZCcpyJVVUNh0Oe9+HhIa1iHj58+PDhQ0aYqznT9fU1nTVQ5KbTaWGluMiAUGzO\nmXqvjY2Ng4ODvb09tr3kwaurK3wgjUgnmIFZSu12r9d79913ucjPP/9cG48sFY4n/C3Kv/Cfss09\nIvQllwWHTGnopJxIiOMmKyjCiYBgi3uqoBfnxdwmuHddw0m5CFwnaiFiZmED2q+vr2nwoQHT+NbJ\n+pFztVKQFHcpXWqiFDO+Ub3c01bZp6klmcT/ExDoGlcYW7nMVaBUF29P6KZJTsRxT+6shCHSstMm\nmVFWPPCkyLsxrIdRfFytpPhkB7dS5Fl+3p7QB/m3FU8onIz4TL5SYQVVbHAvdablyWcrISt9YmF6\noKwfAlHFsprqNfDs5jF5eTwZwevLipz8TfPfMTkvVv8ul7pwbnRedux02clJiNpintgaixR6Pn7D\n8fYTWErp6uqK3Ift7e3z8/Pd3d3FYgEDpZTKslxbWzs9PcVg17jkk5MTGAJ+ms/neDyQzXA4VGta\nzghlQ5EtsrW1xcixlBLJFNPp9MmTJ5eXl8+ePYMbMOh4n+3tbYqLR6PR/v7+Z5999otf/AJN8t13\n38WpomisqioCaby/Ro0k00aQ72lPNRwO8QKfPn16cXGhTvYQec55Z2fn7t27R0dHFNmUZXlycjIa\njaqqorMUFjeVALyG7C/VYPGhGOlKfoGDuZ94mTTGVjqGDPnkNKvktp++C7pQSqmqKumWyXWerSwF\nHAm03+/rkl6+fKmGjaXLyC9sDggVAnIRkhUn6UBUyWrroChObc2i5HT61jM6wqrlUeBS2JRNo0eT\nXUp6YXkWctf0j7UVFKtnDcYZ5gstaBvLk+TZqfPkShgS/0/Xls0XlEuUrecLKzM7AU1PvCgKVIrs\niuGUKiI+875msrxEz9/JZlUX1nT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"output_type": "display_data"}], "prompt_number": 7, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(f,'Original image',1,2,1);\n", "imageplot(haarV(f),'Vertical transform',1,2,2);"]}, {"source": ["One then apply the same 1-D horizontal transform to both $\\tilde a_j,\n", "\\tilde d_j$ to obtain the resulting matrices at scale $j$,\n", "i.e. to compute $a_j,d_j^H,d_j^V,d_j^D$ as,\n", "for all $\\ell, k =0,\\ldots,2^j-1$,\n", "$$\n", " a_j[k,\\ell] = \\frac{\\tilde a_{j}[k,2\\ell] + \\tilde a_{j}[k,2\\ell+1]}{\\sqrt{2}}$\n", " \\qandq\n", " d_j^H[k,\\ell] = \\frac{\\tilde a_{j}[k,2\\ell] - \\tilde a_{j}[k,2\\ell+1]}{\\sqrt{2}}. $$\n", "$$\n", " d_j^V[k,\\ell] = \\frac{\\tilde d_{j}[k,2\\ell] + \\tilde d_{j}[k,2\\ell+1]}{\\sqrt{2}}$\n", " \\qandq\n", " d_j^D[k,\\ell] = \\frac{\\tilde d_{j}[k,2\\ell] - \\tilde d_{j}[k,2\\ell+1]}{\\sqrt{2}}. $$\n", "\n", "\n", "Shortcut for the vertical transform."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 8, "cell_type": "code", "language": "python", "metadata": {}, "input": ["haarH = @(a)haarV(a')';"]}, {"source": ["Shortcut for one step of Haar transform."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 9, "cell_type": "code", "language": "python", "metadata": {}, "input": ["haar = @(a)haarH(haarV(a));"]}, {"source": ["Display the result of the first step of the algorithm."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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gR0NV1aGhobm5uauvvlqSpGQyWavVtm3bls/nO53O7t27DcNIJBLpdHrv3r0P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iB98MOUnqhCaoLpZ/BxPB4nZUyn03ReMwbMbDa7XK4tW7Zs2LCBaehIkMTjcTEx4k4ES8RP4xcL\n94mhuRiSUSndxZXXwzn5PPrIkqiZCiY+i4dTmjIqjV9cF8cGiQOXRkzACvF6vZyts7NTIpv3brH+\ntQ/qOsQ3CwsLAwMD7777bj6fdzqd9EhJbipDVRwOB9VQUvOcnrlTUVFRWVkJ5QevMzMz4/V6/2gt\nkUtFo1FmebS3t7e3t6fTadhuSI6BKNKnNTQ0hHPNZDLUumCEU/7kjc/Pz/t8PvJFdm5hdiUGVxSn\nlpaW2FyCjZNwo2QvJVul1PT0dFtbm1JKaoG33HJLLBYbHBxkmFY+n/d4PAsLC6h4RKPR0dFRi8Wy\nb9++lpaWkZERFszk5OQ777zT1dW1Z8+e7du3h8Ph2trajo6Orq4uKB54aKfTmUgkent7lVLU/zZt\n2nT48OHe3t5sNmu323/3u981Nja2tbWl0+nvf//7F1544YEDB2699VaPx3PjjTc+9NBDd9xxx9LS\n0tDQ0P333//aa68FAgFixNWrVx86dAhXBCcZkSo4XzC8AH7IF3kC7FN4TLlcDgnglpYWWLjv26r9\nU47/PajidD2YOso+tOmJtJRe+EBW61UXlluEhtTQ0HDZZZdBVIMdXlFRkUwmm5ubf/3rX7/99tuR\nSAT2RCEHoaysbNmyZawkq9W6ZcuW7u7ukpKSZDLJPeBvgKoCgcDIyAgiv2QkkjaRXkjlRikFX9ak\n20WVUlSGFhYW2CRi7nNaD5caA3cixSEcoUVL25G6WXRbVU6rF+a1zgLXqqysLC8vT6fTzC9noCUS\niEVFRSBIk5OTnAfo1aRVhYjlsTKwkE26JdbQ3cpQgUWFiBeXy+UYUcjm5DtKyS1f0LKNX5Sz5Qpm\njeLGpH2CkJPkg0oJuD/YpmEYZWVl//Ef/8HuOHTo0Hu+bP/iwzCUUmdv2VJaWrpnzx7yyNLS0mXL\nltXX11dVVW3evHlpaYlVl0gkZmdnzVroXcavGIYBaFxaWppMJn/7299eeeWVS0tLbW1tdXV13/ve\n91wuV2tr68LCQm1tbTAYRDMJThO7rJCD09jY6Pf7YT3U1dV5vd5IJBKJRHK5HKO2MOIQccGrSQFZ\nV0qp+fl5THBGj2ZlgYlSvtLNasSL4sNI2UtLSysrKwcGBg4dOnTonXeUUv/HP/yD0+m8/PLLf/vb\n3xYXF8MSbGlpCQQCzz777Pe+973+/v6xsbGurq6GhoYTJ064XK7FxcVwOHzuuee+88474XA4EAgU\nFRV1dnbecsstU1NT9fX1l19++ZtvvvmlL33p9ttvb21tvf322ycmJg4dOnT33Xdv27btggsuiEQi\nZrP5+PHjAHeGYaxcuXJgYGDTpk01NTUDAwPZbPbKK6+8+uqrv/vd75555pn5fP6JJ54gCLvvvvvI\n6hobG3/+85//7Gc/+93vftfW1iZC9cFgMJ/P19fXExMQjMZiMRq0xSBYtcaQ3++vqKhoa2s7ePBg\neXl5OBz+5S9/+S//8i/ZbPabf//3Sin1wXYQp38GpgpaXohQiKyFrcS/CzmKRCt2u/3zn//8tdde\na7VaCdympqYSiQRMh8nJyU996lM//elPpbYk+yefzzscjtraWjzB/Pz8wYMHt2/ffvDgQcRvZDCV\nUiqbzVZUVGBfzHrqh9I8PcHc6H8iziXrF3jQpLuspK2Kwp64Igi1XI6blHylkJFlGAY4JxkJf0v5\nzaSVtim/+f3+srKycDgMmZg/RyYcpp9kUfxXHrVZa2Fks1m+Mrdh6GZtmocAVCVdhsCGohXJsbmg\n99nQ6lAm3WbOQ0hpZUi4wrwXi8VSWlrqdDq5BynOoaOK14xGo9JbJsncKXoQctXV1cm3i8VihOQM\nE5BJQ4ZhwO8gu0Lwory8nGD85MmTDz/88OzsbDweX1paorFJdCggFhJn1NfXWyyW6upqpRQc0Zqa\nmtLS0urq6mQyWVdXV9hEnMvl3G63lDmp4LKKlFLl5eXQJdiwSk/rRhyHKITMiQ5FWfOEqvB+CcKA\nQ4l1qqurpclp+fLlsVhsz549GzZsYOM4nU6UAS677LKRkRG4LaFQaGhoaHR0dHBwEK+J+wE59Hq9\n27Ztu//++5944omvfOUrVVVVxF47duxobGx86623ILUODQ09/fTThw8fdrvdzz33HEWB6urqV199\n1TCM66+//v777//a17529dVXz8/PIyBy/Pjxr3/96/fdd99tt902MjLy1FNPbd26dfv27T09PTt3\n7rzxxhu/+c1v2u32Y8eOgepnMhmv1+vxeKampmZmZvD6NpuNGqdExpAAiNhaWlooN9rtdmgySimq\nfe/xWv3zjtPfgdGFLo1fJNeGZtAJ+uH1egm98Wc1NTX33ntvfX395OQkXPDZ2Vk2WCQSicViZAMz\nMzPf/va3M3qEFSbPbrc3NTWZNHVQeBwHDhzYsWPH0NAQwhnAMswBWbNmjUWre0gpKF/QFIV9L9Tm\nMJvNqG+YtFi+IGPAaHCjlfYEhYUuQcwMzcDk5mOxmFLKrHt76YzOadFhYudAICAd0zwQLmTSgsIC\nAOb1xBYJDrCh0MzASE0FLO1C38O7s1gsVFxmZ2dnZmboKxA2KVc0a8UpKS6CF/EB7jOTyWDsmM2Y\n0jPAALXi8TjBPtE9HJCMls6SmzkVD4/HQ/eutBhLDH7gwAEcGEVckC54SWQ/hC/MZd61axdlpMHB\nwZKSkvLy8kAgYLPZmpqaEomE3W6vqanp6Ojo7+9/9tlngRZKS0uXL1+ez+eh78NNRS4W4aj+/v5I\nJIJ/ikQilCpRd2OhoniklGKHFuk5CXgOKnl5rTmAX8zqnkhsNC+dujWbBb64DJVFCjUSiRSGYgcP\nHmRNbt++PZ1Od3R0LF++fHp6uqampqamZmxsDHlf1Kp8Pt+dd965a9cu7q20tPQXv/hFNBo9dOjQ\nP/7jP371q1+98MILn3nmmWuvvfaVV17p7+9PJpOXXnrp2Wef3dDQ8Pjjj7/77rto6Y6Ojm7btm1q\nampqamrHjh2hUOgnP/nJ9PR0KpXq7++/9tprm5ubyQJXrlwZDofPOeccggxmgxFVY0MQaXS73aD0\ned3ASqhRW1vLDkV1Pq+H/CF//L6s0r/kOP2VOOjpE5ue0ZqkBGtnn332JZdcEo/HQQiRdpXKDUPK\n0+l0X1+fSAWijEnbUFlZmcPheOihhyoqKj7xiU9wxdWrV5eVle3ZswfaiFIKbCqXyx05cqS/v1/p\n5i0uRDqybNmyqampXMHsR8MwJGyU3mHuH9iE3W7V2olCmge6Iffit9C6pJSt9HSJVMEoZ6yM0jOa\n83ryumQ28Xgc5A1zI3uDpA3+GC4WvM6m51Ao3dqFshSIPHFxrqCPO6f7lKUchZTf1NSUoWmKqVQK\nvVTuHAPHa7Varci75bQ2D7dhtVrJM2gtV0qxwzNaxYoP8JS4AZQqBUx+P5btX+d44403aEInhoMl\nm81mm5ubU6nU4ODggQMHUDdnnefz+dra2qeffjoWi6XT6VdeeQXDhw9wOp09PT2MeVxYWNiyZQut\nTtXV1UeOHGlqamKADugxnY6w4BoaGvr7+9G76e7uxo0JPkwTGCqg4tKIQogdaZrGyGb18NXi4mI+\no5QS1gkoPRm8xHCEd7zZiYmJF198UTKwSy65BDbEiRMniIfa2tp+/etfz8/PX3XVVTfccIPL5frR\nj35UX18PH3V8fNxisdTX109MTHi93jVr1phMpptvvhn14aKiooMHD15zzTU/+tGP0Cfs7e2NRCJv\nv/12LBZbsWKF3+9nOyxfvnzv3r0TExOwAV955ZWHH374mmuuOeussx5++OHvfOc7DzzwwHe+8x1E\nupFIfeKJJ84///y6urqHHnqoo6MjmUwODAxcddVVfX19S0tLHo8HrZySkpKKigqsk9PplMdFQ9vm\nzZsPHDgA6oPMTSQS6ezs7O3thb7rdrt37twpSfAH/zj9HRgmkjg6r+cT5rSq7LJly9hXqVQqGo1W\nVVWFQqGmpqZAIJD7wwmzuBBiNzwZTG7m8fh8PryFyWRyOp2UpuH+Eu9AGqRchDngPCwUiIsejycc\nDttsNvIeq1bm5YsYWsnC0OObpUeb0I/EQmkxQzj3S3ruF4uYL6709Ejha3AbeDJDi9ZndOMzP6QL\nh71BJU9pDqTZbGY+vSS13LNkkEIHiMViAt9ldRtNPp/H7uAsq6qq6JhmAi8wEbdKIELJDX8sQGJZ\nWRleHD9UpOd6EAdQEuAxkm8BF4OcEEmQTJDV8QrUKT4PTMh+9FSEQiGz2RwMBpFxyuVy4XCYxu3R\n0VGlVCaTOXbsGF2AUkPiSa5du3bTpk0sgLm5uVAoJEzXubm5devWKaXa2tr8fn84HE4kEjT48xNw\nxS1btoyOjp48edJut1dVVVVVVTHgkb2AqgU5IuERtcnS0lJokMJdMmvhK6qzgkxYLBaUX7K6y4Vd\nIFN1lFKCNvO/u3btWlhYCIVCn/vc5/r6+mpra2dmZlauXLlz584f/ehHe/bsSafTPT09AONoGLa1\ntXV2dj711FMej2dwcBBGq8Viuf322z/ykY+cddZZNTU18Xi8s7NzbGwMJfF169Zde+213/3ud7dt\n29be3r5t27bHH3+8paUlHo9v3779/PPP93q98/PznZ2dg4ODGzZseOaZZ3bs2NHe3o7IeEVFRTwe\nP/fcc7dt2/atb33Lbre/+uqrZ599Nru1pKSktbV13759tbW1JpOpvLwcrciSkpK5ublcLoeqr9vt\njsfje/bsYZsw8ZJd6fP5XC4XkV8ymTx8+LBRoKD9AT9OfwhRUg1aGlN6ZEkmk2lsbMQPScPTzMyM\n1Wqdnp5eWFgAWKioqGBQUGlpKfEgeQnbPpvNJpNJ+gf/7u/+LqPnIMvEHaUU4J5QJCg+57WmbVbP\np2AfinEn38prXqLUroSIb9btn1wlo5UP2ep0NIMhZLVwVE4z7PN61HpeCxDjqwo/ltKjoZT292Av\n0g2a13NPTHrMilgNQE5DN96RCRUXFwO9CklSSlNYKMwK3ot5FtTD8FicRGm6ZlaLC0i2SoUmk8kA\nF2PdYGdIZ7rFYhGVKeL0ZDLpdDqxg4BIhA4gyYXG7lQ8GOvj8Xjm5uYK278WFxcnJyfpT6enMJPJ\n+Hy+3bt3Uw5EM97tdvO4ysrKGhsbDcOAfQphFUaMqB6Pj48/99xzUHiUbkFLJpNnnnlmKBTiBubm\n5pC8icfjoF7sC4vFEovFqDgirsj9gxZyw4buwaeQadXDZq1a9JKujLzuaBbqkKRf4PCsWM4/MjKS\ny+UgHJaUlKAZ39XVpZR65ZVXjh07VlFRkcvlxsfHmY+cz+fHxsaGhoZIZGmhY6V96UtfWrNmjcvl\nisfjlZWVkUhkYWHh2LFjwWDwsssu6+7uRj7q+9//fiaT2bx5M51bi4uLL7/8MlDt2NjYzMyMx+NJ\nJpOf/exnzWYz8uK9vb3Dw8M9PT0UI+l/iMVi55xzztLS0vDw8MzMzIYNGwCQkKNTurqMuXM6nalU\nqru7myyN/Y6cWGVlJe65vLw8Go2i2Sja4h/84/SfB7Zz505qrRhW1jrtWZdffjn2Wki3ZrN5amoK\n1AW24ZEjR8ASlVJVVVWJRCKrhZowB2gszc3N1dTUXHXVVUVFRaOjo7Ozswzfg6+R1yMcC5vASAuk\ncqaUop7EMG/MulxF6ZI4f5vV6qXikJSWRjRrcTkY5JgDQ2tkkK9k9MBoVaA4pQrmGeJgcBhSo8Lc\n5PUhTM5sNks4LzhhYQKk9Bx3PiAOzKRnIZJKlpWVdXV1oQKO4CkkYLxgWk8vE+eN8coUiHEI692q\nx1lhzpRm1pjNZhTEzVqHBfCQek++YBYMd9jf38+f33zzze/9uv1LjzvvVEo9umKF1Wp1Op3Hjh0r\nKiratGnThz70oWAwuLS0NDIyEgwGJcmem5vDuzQ3Nzudzi1btqxYsSKbzcLrQTXNbreXlpYGAgHm\n6TBziycJejExMbGwsOB2u3GKSqmZmZnjx49XVVXlcjm/308ZRmAArl5WVhYMBqlWsq6YP2do6V7A\ngLm5OdaA1IZJzdUf6kUV5s3CEh6/9gAAIABJREFU1aJZJRQKbdu2jaDk7xIJpdS7l18+MjJiNpuv\nu+66hx56yO1233fffd/4xjfeeOONO++88/Dhw8eOHfN4PPQFBgKBcDh88uTJT3ziEz/72c8uv/zy\nrq6ueDxeX18fi8Xq6+vvuuuuD3/4w16vl+qdz+fLZDJIGK9Zs+aRRx654IILbDbbW2+9RUP3Zz7z\nmVdffbWoqOiee+5B2mPFihU/+MEPLrjggtdffx0JLjgaF1xwwcmTJ8FyE4lEdXU1QV4+nwcuQqEK\nE0HEbNNzAU26W5nWung8XqTnMbHaS0pKfD6fzWa77bbbULIH9Tn39deV+v/ngb3fB04La0stRMTT\noB4hKk81G1SQKBUbWlNTg4cjrGPvkbTlcrl4PC6ah+Pj45FI5OMf/7hSym63UzFSf9hlqbQ/4DaK\ni4vBJ2mYpWFZhCTo2xCSBYifQHySwQgRA8ub06qdSs8ioUSU18MmpANaab04PChuXspacl0sDi4f\nGyG8RJECyWkdWL4UVkMSR7CdnG7EVgVDmTOZTHl5eWNj46pVqyKRyOjoKPV/bCWZU1a3XgqxnouS\nDlr0+A+uaLVaRWsAQWFyLw7qATy0srIyGjyRqoOYh6smkjAXSDacokdWK5HTBldeXn7WWWd97GMf\nMwwD+yhyKuIDeI9kGKx2Mh6v18vUY1xLYaBA0dHtdl911VWXXnqpUopnbuiWRCTVIXdIFxeLJBaL\nHTx4kFfMumKXsWglL2fZE2DhGiURNAoopoXwNZgEqT8Zxvj4uGwuPkO5KJfLoVhNS8yll1568cUX\nj42N9fT0NDQ0xONxaIF+v9/j8dhsttdff91kMvl8Pmh7dLkNDg6uWLGitbU1nU673e633367oaGB\njklGw1x11VVWq3Xz5s3XX399eXn5zp07P/e5z7lcrkgkcvXVV5OxUYycnp5etmzZ8PCw1+udm5tb\nv379j3/846KiIrvdPjEx0dTUpJTq7+/HUrEvQqEQ6aC8TVy+PDpgYYk5pPxsGAZ2yWw2u1yu3bt3\nE0O8D4v1zzpO7f353zmWlpaampoqKirg1FJosVqtTU1NsViMWQmsdYoxWPl0Os2AIhoYkWBhMwBn\nwS2UThelFOyG8fFx5EedTqfSFgRtG6UU9r2kpAQDzQRhq55ywmfGx8exNaxC0hSMi0nL4fN5AJbC\n9mT2M/QE2dg4v4wWUaSMxMewX0pP0pIUDTcjkTJYBE5IMJ+MllvE82W0iq5SSlj++GBYl5gtYgV8\nCd5o9erVjY2N8Xh8enoaTP/ss89es2YNfQhEEmRLwvYsJFYUXos8D84kYQd/mNfNf+gJLS4ustXp\nKiNWaGxsdDgc8Xgcf4yKY/6D3QTz/3rwraPRKEs0FouJZrHdbod5q7SAIbaY6BtNQtGpKS4ubmxs\nRHva4/HU1dUppfgwQUxpaenU1NTJkydHR0cxrLhM1i1VGTgXAl+XlZXxTn0+3+DgoHCITHqWqdKp\nlcR8vFnh7BTC7LxEs27wZ5VKSmexWPr6+ihKlZWVSZcutP6amhqlFN0pdFKfddZZBw8eVErV19ez\nQYLBICwSvvj8/PwzzzyztLTk8/mUUlar9dFHH73tttsAD2pqamiPy2Qy9fX1kO+PHz8+NjZ28ODB\nw4cPQ7KfmZkpLS1NJBKbN29+9tlng8FgMBi85JJL6OlcWFhgGNOHP/zh3t7e2tpaVvLU1BSallTi\n0+l0a2srWw8p4YWFBZvNxuAIetUF+SgqKgIi5klSX6D0e8cddzzwwANKKZseMHtKHKcG0PmXHGQb\nNGMqpQC7Lr744o6OjomJic7Ozr6+PlQDCOQh5+DDhEBBkTMWi3EeQtqFhYVEIhGNRum0gEA1NTV1\nww032O32Rx55BO3tZcuWFdLn8vk8u47MJqU1D8no2Y3T09O5XK6rqysajS4tLcmAMQk5C5MbKVzh\ngDm50gUz/ByxGOwGroJvEMYXRGT+i54WVh54TZBDzIQUyVn9Ajayw/O6TZt/S2exoXXxubHm5mbK\nAO+++y6Zpfx2165dhlYgFcAQs4gbxvdL3F2kB35SFDTrzuiMVvCz2+0itE9eRRFbLsp7UUohGkRI\n/vrrr2dOkaES/09HcXExBLmzzz6bFQJmYNZDSeivxxPAgCC8i8ViCwsLq1ev3rVrF/JC7e3tpAjQ\nhcRvORwOOiukMElHYEVFRTAYLC8vn52dxWgSGbDa2Q4ej2d0dBRWSFtbG6saMc+M1mOEOSUy6nwm\nHA4jayk3XxjYUemxWCy1tbVKKYvFsm3bNgA9gi0wNKWUz+erra2tqqr66Ec/etNNNx08ePCWW265\n9957P/axj8VisdHRUVrBKioq0un02rVrnU4nNYJPfvKTDz744ObNm48dO1ZdXd3W1obg5OTk5LJl\ny8gjJyYmlFITExMbNmz4wQ9+cNFFF5lMJo/HA6T5ta997cc//nEsFluzZs309HQgEKivr0dKsa6u\nLhgMejwes9lcVlZ2ySWX3HLLLXfdddc111wD4j02NiYDbA3DoEtVhpBBWvF4POihmEwmZIjhoNLj\nTJw6PDxcXV1dVVX1sY997Kc//SncXTRTJEn9gB+nfwaWy+WoHudyuenpacrRHR0ds7OzJpOpr68P\nfCCVSgWDQbYx5B/yG1qjmLwXi8WKiorcbjdxE3EKu5EMHXs6ODjo8/kuv/zyq6666uKLL2ZvE0uS\neRDowerGTXJReAQmkwnX0tvbS2NvZWUlRgf7QlwpJT18bVpPqsUwiTySpCwAMoIWkoik02mSS4iI\nBMupgoEagH6FTjGv5e2p4YlDoiYh1Cb+C2GaLktp1jaZTISosVjs+PHj8nBwnyYtnZAuGIMCCEk8\nQWFAKSX2i5crcYBJd6PjmIGL+eLyKMS70woDd4Db5hL4vz/K9k65g5VGS9Dx48dTqRT1WvQe4cix\nVKxWa3V1dWNjI0jazMxMX18fjcxzc3MwuVly8/PzIO1IKdLID1ApuCuQOKEAVpXNQjDEz3FUwWCQ\ndzEwMBAIBFRBk6JVjy4iUchkMoSAeF803uiqFvwQJr30yPPvUCgkSLjUj3k+MzMzJpOptbWVenNv\nb280Gl21alVfXx/5zcqVK4uKisbHx202G0yKbDbb1taGnPzBgwevu+46p9NJHpZIJBwOR3Fx8eTk\nZHFxsdPphCjx5JNPfvGLX8xkMjA+5ubmJicnW1tbES6B+E4u2NzcTK0BcYPh4WEiOZfLde655/r9\nfp48u29xcRFZHGwRipSdnZ3RaNRut5Ox8RbC4XAmk4GYxkMgUkcT5Nxzzx0ZGSHhxshQBXi/Fu2f\ndJz+DqylpaWkpCQUCoHC0xKLbo1gTSTRhmEcP35cKYVZN/QoHcTfsPIQdWgXI/+AqcXgdofDgRDO\n4uJiPB4nAiJsFGJecXFxPB4fGxtDgIq6KzaU8BAoAwOKNQkGgzabzePxKA2wgIrgwEj58TechJ8L\nNig1A+iXuEyA74wWtufSWa3za9HzukgQ+TnWRKA/HKFZDzehqk9RDbyeKBgJRxqtaA9au3bt6tWr\nh4eHx8fHaTaQQ2lgSor8hmGQBZJjoV9AbwAGDloNnlUMKCE27i2Xy8ViMZhvf9QImNUH5pLeWJvN\nRmeS0FXet7X7Fx88UrfbPTU1tbS05Pf7Z2ZmZmZmKGWBSRA3EAHw3qHsHj169PHHHx8YGCgpKYnH\n436/P6Pl6lEzYYh2MpmkrCK8dhI1YQ8J14aXIvCDIJCsH7/ff/To0SNHjhT2P5j1lAYCI4wsbW0k\nZHhfDDqLAf8KkXLv3r2vvfbaoUOHzGYzmracNqdlJmw22+rVq/fv359Op/fv34/WFPxMsnCHwxEK\nhSorK2E8MeOYjvjPf/7zTFV+5JFHUB6prq42mUyHDx8+99xzRYirs7Nz7dq19EHPzMzEYrHW1taK\nioojR454vV6XywWsvXr1ajZ1UVHR3r17fT5fS0sLwpWBQCCfz6Nwf/To0b6+PqoSkDVQp4OAk81m\nfT4fCq6zs7MWi2VycpKwjz0CiamsrOzw4cNlZWU33nij0+l87bXXxsbG4vG4FOBPFe+l/iewEJ9+\n+mlkb0AtGhsbP/vZz1K5sdvtYIDkLvS+EKLyk9LSUoI+mAUyXyedTkciEelbstvtcJwSiYRMS0om\nkx6PJ5fLud1u0XHJZDJgX5JL4Q+wueR/3AljEQAEKNTNzc3hIzNahF48B4eUrJQG39JaDEmEhsWI\nM3uaSm9Oz0UT+iKpTyaToWQiZkIIINJzJvEy49Ao3ZMtwd3KZrMej6eysrK7u7uqqgrSxOjoaEbr\nwXu9Xtzqkp7aLsx77BeRJvUYq5ZzzGaz0KaJshE0waVlNVlRGsnLysqwfRk99zmbzYJKZfVwNYRN\ncedzc3OHDh1i2JJS6utf//r7snT/ouPOO5VSP6mqCoVCdXV1dOBGo9F0Oo36+/T0NAiSUooBHMFg\nkJCLACKdTs/Ozi4uLo6Ojvr9/rGxsUQiUVdXJ7HC3NxcLBZzOp02m62iogKhQvCD8vJylhyvgH+z\nwknficbIZk6ePEnts7S0dH5+/vjx46h5IekkwZ/SggCFy17QAso8lZWVTqezv79/7969b731ltJ6\nE4iye71es56m9K2FBaXUw21tMzMzBw4cuOKKK3p7ezds2ADXI5/PV1ZW0jiF0CI4od/vhwyplLLb\n7UAjPT09i4uLy5cvv+uuu2w2W2trK5BPS0uLyWTat2+f3+9vaWmpqanx+/2lpaUNDQ27du0ymUwX\nXnjh9u3ba2trwVcnJydXrVrFDl2xYsWxY8fQXfzCF77w5ptv/p/svWl0XFeV/n1uTZpqrpKqVCrN\nkiXLku1YduLEGR0yOgQSB9LdQCC9QoB0w2ro1UBIGBKGbgKkwxBY5N+BNGZ4CSENOBBoiI3j2Ikn\nGcuyrMGyrKGkqpJqUmko1XTfD7/3nFXQ/YHuzj+J/fb94GXLUqnurXPO3vvZz/NsZHxbtmwBhKRJ\naTabQ6GQxWLxer3Mic5kMna7nS4Ae7CpqQm1n8lkQhB2+eWXNzc3YyLMYG5U7dls1m63+3w+dsQ1\n+/YJ8b8sxNf7Yr3a7XYqm7e//e3hcFjItpbRaIRlEIvFSLhIGzm4oZzCniLO5aURhtVqpbriGCWG\nAUTous55CuKsKHzwyxWEokQqQgh+hSaHBxLwhBAVFRXYdOJJyMkLzKhLu0JdjrVUeZPCvnJykARf\nIUJQhxUKBfZ2Vl6FEpK60rEqoseqNCzXSjzjFWQHouL1eoEyLBYLhuL5fL66unrTpk2dnZ1CCCY8\n0ZoWQiDGSqVSBekPogBAFXeNRiNGiDwcwE8wEJ/PV1tbS8iEfK/gLCGJJ9RPKysrWTn2kLOPiIhz\ngdlsVtM6yDNWV1dnZmZUivB6LNtX51pYWKiqqlLczrq6Oo/H09HRgdEGT5IimPMRpbNBzhc1lAxl\nXl5eHhwchG3P7uBT4wFCTSoWi4lEgsoMvgBOMUbpH6aop+Q6hUKhvr4+GAyCOiq6TTgc7u/vHxsb\n6+/v37dv39TUFJ+FKrVJ8hRQTN8O5/Xf/va3Q0NDgJa6HDyUy+Xoc/t8vtbWVpQqQoidO3eOj4/f\nc8891dXVg4ODZrO5ubk5kUh0dnb6fD6fz7e8vDw1NQXSoA4KIQRoP/uFDm5NTc273vWuAwcOFKWF\naSKROH78OBG9qanJZDJ1dXXl8/n+/v65uTmHwwGCB2AIgHHs2DGv12uxWPbt25fNZrdt22az2T71\nqU+xbWEsA41WVlai2aqrq8tkMv/4j/9IY5661uv18g6xMlhdXSVPffe7393b23vs2DHUyjy0XC6H\nf8LS0tLMzIzJZGpvb1dtwjf4dd6Uiv/tCzCaiVxGozESiRQKBXRadLlI6/L5/NzcXE1NDXw2r9eL\nQzaRxul0Mi6EMbLsbdixyJbZJHyb3W5PJpNQGJiHBI0VsxnF5hBCIHvSpA+vEILljj8bgCRsRkz8\nQPywrfuT9gA4oVI4KfhLQWSlgQoIkfCpgqVqDpEmG0tmAuG7odpgQtqCcEwA6/FscbUhDNfU1DCG\nZmZmBpcpXdrp6nIoqCq8iBNUgcqdhEGCnAWqiYhJK+RsknRwKiZkFotFvMzVQ1AVKg0hbjObzZJ4\nAnzxQDjyNE0bGBjIymkv5zWEqKSEPDoGIgO60vlXYDikJI45OGykFzxSgzQM4ykZjUYAcPIAtczA\n9NQM+2w2G4vFoCOqdEEIQZmrXvy666777ne/q4ghutT4p9NpNm8ymZyenvb5fKYSPw5uSkgeUy6X\nO3DgwLlz5zjoQUfy0g+MNkEqlQL8FEKIkREhxJ49e86ePdvd3f3MM8/wDWfOnLHZbKlUat26dfPz\n8263e3V1NRAIFAqFiYmJpaUlu90eDoerqqogRmHXxI72+/1vf/vbmSAaCATgdzB+ZXJykma21+uF\n2xyNRpE/Li0tLS4uVlZWbtmy5Xvf+15HRwcUDKJmIpEAjyFRg3yUy+UAFdB7WSyWd7/73UKIXC5n\nt9txqmTOe1lZGWm6z+drb2+fmJgYGhpaXl72eDw1NTV0IjkHgsFgNBoNh8MOh6OxsRG+5Rv/uvAD\nmK7rbrcbQ51t27YNDAxQHyBYdrvdkUiE7Dsej09MTLDx4vE47hvZbNbtdicSCZfLtbi4GIlEwPQM\nkvhOnQERS9M0u90OrsIBweJAasYhQvP5T1pEjAcTsvPMqYq5C+sVDQfmFOl0mk0rpJeHUc6NFNJB\nUQhRlP4aBTm7FlAIkJCjnDBGYKPHwLHF2wYR0qQDAsWNCmPGkjFjRFaz2Wy323EoZ4YTm5OYwYGS\nlU67qvFulEO8dOmviP086Ba9MYZ6MGwMK/RiiV5Vl2plApWQAyOKclKMkL749Fc4JXVdJ/TyqOHa\nuN1utK6ILgznuQ6MxkYul2toaKivr89kMslkEoALvnU2m4XjQJJekAw9pavjCSsLm6NHj6KeVNo7\n1h4ufyxXUD4wLiEEMKAQApAZggzNM8hQNptt/fr1qVQKAYmqtExyOFk+n5+amopGo1itI18jKKLP\nDYVCzCTSNM3hcDQ1NXGniUSCSIZJo6Zp4+PjCvYQQuzcuXPv3r02m23v3r0XX3zx1q1bf/KTn/T2\n9k5OTu7ZswfTzg0bNoRCoZaWFqJOoVBwuVxq7rkuZf74wFFXMcl6cHCwubn5pptuomw9cuTITTfd\nNDc3Zzaba2pqxsbGUHpZrdbh4eH6+vpcLldXV3fs2LErr7xyamrqxIkTi4uLnZ2dMzMzX//619/z\nnvd0dXUJIVCzsLBHRkauuOKK6enp8vJyhIzxeNzj8QSDQb4zmUzW1dUxMAVjRgxQGhsbfT7f/Pw8\nK5+/V1RUNDU1ASPnzpMhDOf3/vxzLlAv2lojIyPgZjCaEK/ous5KrampUTKv8vLy+fl5jsvJyUnY\n5+CEhUIhHo8L2YXiBITVQ5cIDQcdFyVeZp8z01aNOSbJooWglbi3ke2y03jn6XQaBIYwY5CzGSk1\nVuXoYV3OqC3lKRA2uDQp66bGwhGVHwSBNPyxFDQrnbcoVrhUwOBPXqGystLj8Vit1nPnzg0ODk5N\nTdlstoqKCmIz75Mgyi2jVy1KNaXFYkEYZLPZ1q1b19ra6vF4mOsxOzs7NjY2PDw8NTVFh4BnzkOg\nIACq4itCCIpaBeYYpGFj6WMpSmcQjmM62DghmaSjB8H1dVq5r8LFSY1vuq7r4XB4ampKtV29Xq/B\nYFAu7Orp8ekQkKCSKvKLyWRyuVwdHR2olArSCA3CkZKrU1ibpJEuNbdy5mTXUIFBMWhra6O2YOvZ\nbDYgENjeUBtgHkaj0bm5OZZcRUUF3AoqG8VvIsVUc3MA0lUlzUbg74hA+vr61q1b53Q6Y7GY0+l8\n+eWX6+rq6urqOBPm5uYuvfTSkZER7g74ESUcBwIpEVY++Xz+97//fW9vb1dXV1VVFTXN4uJiW1vb\n6urq2NjYyMjI4uJib28vUJ7P52NCjcFgmJmZQbEwPj7e0tIyMzODuplMDniQJQ3tubKysrOzE8kN\nodRqtTY0NCwvLy8sLKTT6XQ63draarFY4KEEg0GQBuo27IccDofRaMTNXAhBks2Wf01X6n/3Oo83\n5595Wa3W+fl5xhqpBjU4nhDC6/XCONLl0CAhBF2fiooKsH6kxJzUJJXJZDIWi1VXV5MAwoxHPYPp\nlMvlwjhHuRNRhMViMfRM4OmcwpzyVqsVAqGQAY/iiZBGO8pgMCCR4SzmBg1ywLGQ/oT8r6Iz0Aag\nDlPuCfR7CQaK08hVkGaDeTnkk/fGya5I8xwWQoi8NOBIpVL8YFVVFS58dCmUTEdlALS4XC4Xb4YN\n7PP5XC4XR22hUJifnx8dHeVXFKTyzCBnsmjS2piHoHJq3rN6Dibp98pRi5DgT26Ep1osFiFGGqS/\nsArk5/VltVppqxgMhkgkAmxAB9dqtULYIy3gM+WUZLUrT7yCdOXQdR0rI+Z7UcOxbufm5gByhRCV\nlZXgbHx8ql5XLWS4hay9lZUVj8eDPRV0QRYJZyjkHYOc6M0GZEvSk8aMUU1O0KXFGr8dbo4CJ0ph\ncCFEsVgMhULUTCaTaf369WfPniVnQmmzcePGEydOOJ3OQCCANBimDz2/QqFAzFP0y6mpKXziFxYW\ntm3bhrnixMSE0Whsa2sbHx9vaGjo6uqamZmBKxSJRDgHYrFYJpMB492wYcPhw4crKyuZBb9p06Y/\n/OEPtbW1PKgzZ84YDAY0lDTayQWJ3JFIxOVyQQdraWlBat3V1WUymRAOQTqFZ2swGKqrqykQeWhF\n6SFePE/mgV34AWxqagqooaGhAZ0gbNpoNMoS55/kICSnIHsc6yQstA0IcjAITCYTU0VgKwCLCSHA\nFhiwRB+brBPoDGyN4xLWEMsXdwC00iwdviebzTJ8S/0KohdxhZOXfU6maZJmIvyJxRwWIUAuaqhK\nVVUVC5rCRZOG/TTeVTqmXlnIeZvE/rwUenOyFIvFeDwOC4bwA41YAfGKaQnD3mg04lDOrqMsBt0i\neSzKaZzwOKjMSnkZCglUb5LqUMiIzjfDriav5PQsZWabpAjaZDIdOHAAjqjauqrWPH8vHPmKxaLV\nah0bGwN44KZo9+bz+fHxcYWpMr9GxZjKysre3t6GhoYf/ehHhUKhsbExEokMDAxgogi5hj7K3Nzc\nFVdcsbi4WCwWJycnV1dX0Y2RxCCQ4sGyZmh8Qk0ym819fX1Yj9Ik42yl06nsXRR7nrDB3SFlU3U8\n/VHGTNPfhU5skMTFguS48nz6+vpuueWWoaGhZDJ5xx13PPPMM4uLiz6fL5vNvvLKK6zzq6++uq+v\nD1AERR3zIak7H3nkkTNnzvz85z+PRCKPPfbYsWPH7rvvvnPnzmWz2ZMnT9bX1y8uLl577bVMZP7i\nF78YDoff//73f+ADHwgGg729vX19fRUVFXhFVldXm83mzs7ORCKh63pvb6/FYllYWJienr799tt/\n85vf1NfXHzlypKGhQZezjQqS98ujjsViCwsLHo9H13WHw3HmzBnkekw7g1Tsdrvtdns8HmfrEb3A\nhwySm+ZwOObn51+3VftfuS78AIbctaWlZXp6mmwul8vBraDDubi46Pf7ObVdLhcsD9VhKhaLDQ0N\nDOouSochUh7Ir2fPnq2traVxypQdYA06CjBHVqXbvRACRAVQnrVFKmc2m1lkNI2IRrA5YAoJIYBT\nQOHYhKpvpGBxFiLBLxKJqH1LyGShOxyO2dlZMjXerUHOK2GjKpBHYZJG6U1FakyYp10P0ARAhIgS\n4y5y4UKhEAwGaWJhKKXa0YReXORJ56l9CcM8fyhtxBL1ThSP5j9yVfQSiTd0TTiKKvdXyCebH2bH\n5OSkkKaxBmlfJKTz/euybl+VizTL6XTiBw9fg/QLpSOrVNM0JPOqjtel88upU6fYLLocsrq8vIxZ\nrfJGWVxcJOew2WzpdFo5eZLw8VJCCPJIXboXsqQVP6i2tnZ+fh6oQEh8XgjBShNSBA3qDrYBIUXI\nxalM18D6aAZTZPPmjdJHWOUoZrPZYrFA3CBiaZo2MzMTDAb9fn+hUHC73Zjker3eyclJZqFxhgCc\n3HzzzU888YTP5zMajUxjaWhoYJQd7Vse7/Ly8jvf+c7GxsbFxcW+vr41a9bQDMvn87itmkym2tra\nUCjEdNBjx47ZbLZQKNTT05NKpc6ePRuPx61Wa11dHZ8L2bAqKNVTQrEqhEDbynhSskmqK8DYsrIy\nQnsqlaJ8ZC/TyVZMsTf+deEHsHw+X1NTQ4WBnTwmKwaDgaarAkw4rz0ez8rKSjKZzEubdl36FZnN\nZrhDLA6GFUEDoQmEnJlTGDQmmUxCfgVtp58shMDZiEqIeGCz2UiQOWqBKTjNiSgK4VFqU7UhAd/V\njmUiLduYr5fL6X8ulwvGxOrqqqLz0eEoSCdfBTMqVj0eVDxPQ8kMZaA5Wg6apkFtb2xsnJ+fx5CX\ny+v1Ehfn5+fpQNDYhycCP4VtVpQDX3jsdEFUYM7n82ToqtzkLUEJUwzMsrIy1HIKWQWqVZtcUQ8U\nKjU+Ps6nr9wfuIQQhfPZiYMlFAqFRImpaz6fh9kBn4jnwPNEqqUiBxkb8HV1dfUVV1xx6NAhvkcI\nEY/HeezgUWfPnl23bh0qZvUw4WKoKqq8vFx99Cqw5fN5nG6MUlKicGwFhrP++VBIQwml+CfxQbOL\nFd5elHYe6KWUol/9XiHEyspKTU0NqmEhBNpNNJ0Yls7NzRmNxsXFxZ6envHxcbq5FIK8566uLp/P\nVygUnn322Vwud8kllzz//POIrKF9oYRh+HUul1u/fv3TTz+9adMmTdPGxsZYul1dXb/73e80KUJF\n9oPf/Pz8vMVi+cY3vkGCC/AIdCFk/kqHHkUzqA8WX2hSE4kErHpd10E+FXir6zoEemJhUY6JoFv/\n2i/X/8Z14QcwIQRTR8kgq1LEAAAgAElEQVSeKG6YAEQPYGlp6dy5c36/f2lpiTzLZrOBOFO7QKan\nScvJiH6exRQIBNSwBqfT6Xa7SWZJcCAoAnTgu1NWVpZOp5XbG8kjWw4CGA0no5yJgFKEVC6TyRik\njFeT85qLcogzgZNvw/+bU2BlZQVjXBXhdDnlOZfLwYRGhc0xYZJe8larlVhSlDPMCG9CCCjRkNYo\n14A10ul0KBTiACJNxlEU3wfuHWEyEZ3hhyovVocUrUrFsRRCGAwGjmO+ThguylkqoFLswNXVVeaR\nCiEASGmiwHV2uVzYXXLwVVVVPfvss+I/DK7U5QTO1365vooXH1AsFsOBl/Wj6/rg4CALTzEPS+Xk\nQj6NvBxxYLfbHQ5HX1+fx+NhmnMikWAT9fT0HD9+3Gw2r1u3rlAoTE1NOZ1O4A1YrLquV1dXZ+Xs\nbwp3pVD+2c9+Njs7azabsQzVNI31QJS1Wq1w94WcabC0tITHhFFOOsWR2WQyMfAM5F+RXQE8VI5F\neMhLi0vwveXl5XA4HAwGmf7V3NxcXl4OdSuVStHi+u1vf9vW1sbJHg6HwXXIlvBLu/baa9vb2x97\n7DEwm9HRUZvN9u1vf7u3t/f2229//vnnQ6HQO97xDlpuKtFcv359VVXV4cOH/X4/KCtwC0Glu7t7\ny5Yt9fX1jz322JkzZzRNQ2ppkAPZE4lET08PPGrU3+wysPdkMulwOLCoPnz4cFdXF340fKDwbngI\nEGroW7Nzz5eVf+EHMKhKrFrOZbzgVKZGLCHnQj+BXmR1dZUOJ2AxzqScfUUpiRVCkCL5/X5aTQQq\nELminGyCBFjXdWQlBTkEgTyOVWuQtgIAFOBslFkmOdALzIH70uQEL4WQKJpfTvoi8j3qDXMi87bJ\nwggVnOOsbFHSv6WHX3qOKxQRKhTqNGIP3Q5scy0WC+pUo9GIHwfvh3svKyujNSiE4DkYJEswL8cC\nELkLcuwZ0Af9OdWhgS+aL5kQRh1Jvs8HobAvg5wYAD9eSVMPHTqkZAmaFMmqYk6c5xVYsVgkigC+\nrUoXVyoYY8lYUaOcRCokUs2N8xXA50gksnHjxrVr1y4uLoZCITBJj8dDnIOCy69TeYMC8YRcV3w6\npP+nT5/GlRHMgM+dbjRItSY5TUU5V52iuVwOZCFKkc1UVlayW7kRqDoGOTCPi4VXWoH5/X50UfPz\n8y6Xy2w2h8PhxsZGkLS2trbp6WmStkQigbhTgfZ4BhLO/X6/x+P5xS9+cdFFF2H+W1tby2Pv7e0N\nhULgcsPDwz09PYuLi2fPnvV6vYxLxpeEKo1eQFlZ2cDAwA033LB//3632w3PeW5uzuv1MvqLNgTn\nUmVlpSbZy3kpfRMye0MrwoxDVYOyi3VdB4bheKTfAdTxvySON8plMploupLxkYUJIRQZAVIWLCDI\nSwQPnEZramrMZjOSRhx7oUUQbMgEV1ZWxsfH6+rq4MeDklutVkw0FI9LCBEOh3VdJ6+EMkQBBEhN\nyQV4mJfTjLJyTDNb0VAy01JBMYrgzrJTI0hUAOMoUY0HYidfyWazyj6OI0P1kIScpsZtqsabIq/j\nMMJh5HQ6sbRAHgv5QoHsBjnZsvQ9gOlxImDJYZGzUdiEgEVGaRTLKytsMC/HlanXVE+JqMwCUEGX\n7Y3XABB/oVA4cuRIUbLt+X5yDk2K3s6XVPQ/vTihIMEqYJBPuTREqdukhBVSVCckr7quro5nWFdX\n19bWRh3jcrl4cRYMdDin06lap6h0lbeexWLp7++Hi5tMJo3SkKmhoSGZTNIwFtIdW5Nz7MAeSolL\nZjl+CCdA7jSfzzc0NFDcsBg0SSFRLTeWeulnajKZfve739nt9rm5OSbSwZ4fGBjARg5TNFY7EUiR\nhwHlCoVCNBqNRqNOp3Pjxo1nz57dvHlzLpdraWmJRqNtbW1IsmpqaioqKiAT7t69e+PGjdCFxsfH\nsZoMBAL5fL69vf3UqVMNDQ2ZTKa6unpoaKhYLIbD4c2bNw8NDfX19V1yySWQawhycLhMcnAlTXSw\nHPiZtPmBkSCAsP5VNqOEByZpjY298vmy7C/8AObz+S6++OJQKGQ0GpV2WE2E4mRH4yXkWCx0spz7\n09PTDoejra2N4oxAyIqhz5TNZpEez87O0qRB5iyknJa+KGNnVYaFCINCkJEHQghlasD3UF1p0jed\nDQn9XZeWSJBByAehkOWlgSGrU5NDqBUrjzemJNiwTorSo1pIJrrq9yLNMUrTXr6IjwnnCxUSNnTF\nYtHv91dUVMzOzpaVlYVCIY5ClfLn5Gxlo5z5pMsZbKpS1CVBAwGcLjnxegn/UPXJSLpVYFOYqsFg\nYNKNkPpls5xexvbOZDLPP/88Fs+ixNSRng0ImKVk+OH5eFHWkBmAjymqC80wlYjQWSEZV1CzxWLp\n6uq68sorgen6+/v7+/v9fn9nZyeQYzabRT5ss9kCgUBDQ0MsFjt37tzy8vL4+PiJEyfQjY2MjBiN\nRmYTR6NRlSIQVywWCzM+DAaD0+kEsYBACFGeD4W+L8cuvTelheC+qqurUUYjN+a+NOkNls1myVz/\nv+2ZTAohduzYsX///s2bN+/Zs+fMmTMQ/HjB2tpaoEUwEnRptM85PRAPfOYzn7nooou+853vbNy4\n8dFHH73vvvsee+wxXdcdDofT6dy0aVN9ff3p06c7Oztffvnl2dnZjo6Ou+66a2ho6Prrr//lL39p\nMBgmJyfXrl27cePGr3/965FI5Jprrjl27JgSI9IwPnXqlNfrXb9+fSKRoA0M7KG8gDmFiG2cQqWn\nkxCiUCgkk0mG3lVWVs7OzhKAYfToUqWHPZ7f7z9fhMwXfgAzm80Y5FD3QGzLS19axZjgi+woCiAh\nBB8t7s5w0GliVVZWort0Op0w3IQQmO3yF6aLuVyuYrEIGrmysuL1emHJ43ZDsaVa1hzEQpYRJEFE\nHYXAEGlMJTPAhFzKCgVSiGJeKpqFtABnZ6owwM+iY+XVlL+AOh3UWcNfLNIpnLdRUVHR3t4OeRei\nJpwUg8FA34vmOYcRvnzFYpG+C89KyFKMyygn72maxs2W3mBRzjwTslagCFZZhXpoChpVgZNTQCth\nWo+Pj/MbdUnW4LfkJReffoD5/Bnu959erC6qFqol6HOUVmQ8MJj4HqofnjnZGEmYEMLlcsVisYGB\nAZxtoSMODg7CGmCD0MGyWCz4uLP71Kem6DPKF5F1uLq6SiOZI9gox5HDE9GkuYxRStHhZZCI8AnS\nBIXIqrYPWL2CEyncSbx4OIODgwaDoaWl5aWXXqIDBCLncDiWlpboucIkIqJTOJqlOz48jqqqqr17\n9z733HPbtm3bs2dPMpn8yU9+cttttzU1Nd14441ms/npp5/WNI0OMWPMaDv19PS8+OKLXq8XJgUE\nTgogGh+apA5qmjY9PQ3OQQbGccH+Ak0FIKXUTiQSPEY1ujOZTNbU1ORyOeZD8Qpgj4BJBDPYHPl8\nfmFh4fVYrf/l68IPYCD+0HOz2SzuUNgVci5bpA08K5sdhcyZEoeu5tLS0sLCAtugIGWYhENiIUMl\nQMk4I0KhEFwm8kfqFZN0gcJEh1CqS38NhY8pUJvdy55kgeIbohw0VOOKt1FKwVJPANavOppVQFJh\njABGJ4ONoSbqGqXzt0maX3D0UKSOjY2h5uE3YsoF7cog50o7HA6v14tJOekCNtu8T5phnFm8ASEV\n2aXqbBWJeZjcF8cWp2dWTvskT+dEFnKkiMFgINXQ5fQNhY4Sj4XsDRTlpe79tV6yr95Fe4nnwPxx\n4GjiOimLqoTYKZokBxkMhqampq6urrKyskAgcOrUKU7VoaEhnN2Xlpai0ShztGkOsVPy+Xw8Hp+f\nnwdGxpoIuaSmaVS31EOsFtyBs9kscH1BCjMIqxD/1LJkedBpYzPSJYUtpWZw8/Gp/ij3pcjACh9j\nqhGUY7DNeDxeXV0NJcTj8RCSOeg1TYtGo4FAwGAwpFIp7mLjxo2f+MQnnn32WZ/Pd/To0aqqqttv\nv/0HP/jB/v378bbP5/P9/f21tbUejweEM5PJtLW14T0di8WCwWB1dfWvf/1r4iW3U1VVtWnTppde\neokhGDgyj4+Pe71ela2yzt1udywWQ9ZdlEPVybP5Hk3TmL6NpmJ1dRUr4Vwuh7kX80IhdMAH5kVe\nx3X7518XfgDL5XKzs7NQ8pibXJAjfaPRKO1fm802OzsbDAYJALW1tfi7FItFHA7hDfIVfMqJNwaD\nAQd0TVLjsnL6DrNacrkcskr2DxwEzgtEOdRAJKr5fJ6s3yT1wqqPpfh4sA+UtQRLjQRZBemCVC/x\ni0D/mcyrOkx/0mmvqKjIyqmDHG0YLrDzTXKesgp7igam6zpddxBOsku2Nz1FmC8K5MxmsyTp8DwJ\nP7yUyh7yUkGckwPbipKgyPlVkC4hRWkHZZB66kwmQ8QSQjidToxT0+n08PAwE4eN0qyP56AEdopA\nrEt3f9UOfD2W7atzIQNaWVlB90om5HA4WltbqYYnJiaoU1OpFMAdgLDb7d65c+f111+/uro6MTHR\n19dntVpnZmYWFxftdvvLL7+8bt26ioqKhoaGxsZGqtXm5ma/32+1Wt1u95EjR44cOQLhEL9sNmBN\nTQ0UX6PRODU1xWQ+IhkydrvdXltbi7eAGryJSk/xnsAYwdstFgu2ONQrfGp8fGxMCjWjFJygg1ZV\n9eLi4p133sngFfBqsD6v1zs9Pb1582aXy2W32wcGBm655Zb9+/fX19cXCoXx8fHf//73Y2Nj73rX\nuz784Q87nc729nbahOig77vvvm9+85t9fX2hUOjNb34zzrwoHfft29fd3e3z+TZt2vTCCy8YDAaf\nz3fmzJlNmzYdP35cCDE4ODg6Orpjx45gMHjFFVccOXLEarWePHmypaVF07TR0VGOi0AgALPGbDY3\nNzeHw2E41clk0mq1olCGLVVbW0t4QxWqcIt169aNjo4W5HQLylmywGKxWF1d/Tqu2z//Oo+zyz/z\nWlxcRO9iKKFoU/TYbDYo7zScKbZI6o3SYXZhYUGRjxmSomma2+3O5/PJZJJCHuM1RSjnUjY8LDIO\nd03aRigTQtIoNcZbVV2Kv0DFQz3BrzDJ4bO8vkkOJMxLz8NVOdWlICXAdHEpAYV0ZqLC4GUx0VCR\nib8sLS2pIS+8eRpgCksEINV1vby8HMvjmZkZi8XS1NREDZfP5xHJcRc8bb/fT2hRjGdAVz4pePYQ\nIym8lpeXof+Cd4EDa3J0WSmBULFaDAaDYgTwWMLhcEFeCkRV3W8uUeLioVpfyjfvfLyU45GqrhCb\nMz9hdnYWCbkQora2tru7e9OmTQ6Ho7Oz89Zbb+3u7kbsmEwmz507B+1QgW9zc3N4OmBS43Q6m5ub\n6UJ5PJ6urq7bbrtNCAEyjDszfV86WzxtNlSp2ndhYWF+fj4ajcZisenp6bm5OcojxcGh3yPksmcE\nDHeH6BAHnFImXimPoxRdF0LU1dX9+7//u8vlKhQKExMTW7dujUQidXV1xCEcmLDvOX36NCTY3t5e\nj8dzyy23CCGCwSAhtqurKxQKRSKRs2fPRqPRN73pTVu3bmUVdXR0rK6unj17dmZmpqGhwefzwXf3\neDx33HEHZ4XFYjl16tQll1xC0KWzVVZWFo1GPR5PJBIRQlChWiwWePYkuFSTqAtKB2tws1artbGx\nsba2dm5ujm1FxqlpGo4bRqnGM0hePrkmmfrrsF7/69eFH8DS6fSpU6d8Ph87B6qCruuxWIxQlMlk\nGI5OSWQ2m1lhCi4jPKjuN8a7VDAAVphAp9NpxmvxbUQdwkw2myXTxGsAoIx2NKgO/B/aErxJoEX+\nouiFKhqVgn7IOVVRRXnBe8iXGO9SKqFwVNtbyIPAbDZToqkDnZ0PwqA2PL4VZjn5paKigrkbqoqy\nWq3hcJg9DwpUKBSWl5dxPFHqBV3XaVCDx3KbQoKZS0tL2M7SsSD2G6WdPL+rKCUK5ApZOTmaUwOC\nlgr5fX19itnIo1DYoKHEvFiBrryyql9fy+X66l7gaeBC9EtWVlbm5+fHx8eHhoY4pmtqarxeL3UP\neZjP52tra6MfMzU1hTUUBTo07jVr1gwMDGAzyK4RQtDdIV3zer09PT3BYJCyG1pBXV0dz5M6j81l\ntVrxGgYVBwCnqGI6RCQSUaWwUSouyEGVm7BBupQhW2Z8EhsKKgR/qvxSreezZ8+uWbMmEAhs3rx5\nZWUFu3eXywXWvW/fvkOHDnk8HnaZy+ViiInBYHjLW94ihGhqaiovL6+qqgqFQuFwGP7IwMDAysrK\npk2bdu/ejaJ5+/btx48fJ5MAqhkfH3/hhRdMJtNDDz1Eu3dycrKysrKlpQU3zmw2OzMzEwqFHA6H\n4ivRnlhaWlJ8HK/XOzU1NTs7qxAFbpNbhiCmjH3ph0GNrqysZECHAs/hPaqTTdE73+DXhQ8hogcS\nQiC6IumDXkFLM5vNzs7OQsJRBYrZbEYXRe8EJSZc80KhoAo4vhPugy7tChcXF2nnqKKKeYxCCKjq\n+XyeLi59dZWBgrbTLYAxxcWip7oirgCYFKSnn1G6aQghFCuBN1+UVh3sAabN5nK5aDS6bt06hQey\n1a1WKyOqDX/sh5uVc7OEEIRbMLdMJuN2u6nGcI9UMiBqNVz5MQJIp9NIUAkhiutMfcapJEr8iGlK\nm6XHvEH6Y/HjNEsIbLr0hRKSJkCxyPecOnUKN1UV8DTpXWKWvqU8H9UyIbYBzJ4vqeh/eiWTyfLy\n8kAgEI1GKbZ4enNzczRCsHw1mUy0gkKhkN1uv/zyyxcWFtrb26PR6NTUlNVq3b59+9GjR+l1TU5O\n1tfX/+EPf9i9e/fNN9/8tre9jeonL9VgpGV1dXXbt2//7W9/GwqFKK8JkJFIxOl0BoPBSCQCZY7d\nwbBjtXfo7kCphd2az+fxdTQYDA0NDawx9qbVamXsJAoWlgQYIyuNG1fkVRXAGhoadu7c+dd//df3\n3nuv3+9//PHHd+zY0dfXV1NTk8lkeERHjhzZsWPH4OBgU1NTbW3tqVOn/umf/gmSIZMlHn74YYfD\n8eijjzY0NNxxxx0Gg+GrX/3qPffc8+STT37hC1+wWq39/f133323rusIIplWMTAw0Nra2t3dbTab\nfT5fZWUlpPm3vvWtn/zkJ00m0+233/7Tn/4UaMRsNsPhTCaTk5OTdrudAM+RxfuEqU9hjSDV7XZ3\ndHS8/PLLLS0tPp/vwIEDdBnJntmMfHZgyErwwKf5uq7cP/e68CuwbDbrcDhOnDiB9znmlbBFSdKF\nEMVikYGtlEpmszmdTnP8IdeAPUhHF/NAqNuEH14HByODwYCChLpECKFpmuotQ1jQS+ZX5eXUDzhI\nnKqU8JQjig0IHMT248Dl+Cap1KUiVUjTIJOctlUKkeXlIN3l5eWxsTEV5HQpaaT9oM5xjgD1u/i9\nRC+YZtx4mbQe5k5X5XAph8NRIYdKOxwOilf62ArNU8kjGJdeMghYvQGeZ+m9qBip7pQ/qSGgmZSV\nlSWTyQMHDvAjKpHnlg1y7lQpfqiQQ4UDny87+T+96JiSmsCezUmnqGKxmEgkEolEKBRCUEUMM5vN\n8/PzrMzq6urW1tbLLrsMYW9DQ0NLS8vc3NzQ0FBdXd3U1NSxY8egKSl9CAi8EgtbLJaOjg6TyUQT\nqKqqijGtALwsLVTMQq5bWjLJZFIvmeRXkHMVwPmBIgHfQFaIhUIaA7L71GKjEQjUpkT0QrpY1dfX\nP/fcc+vXrydXo3xhL6RSqebm5t/97nd1dXUtLS35fJ6GXDqdvu2229AVLC0t+Xw+g8EQCoUymczH\nPvYxk8m0b9++G264Qdf1H/7wh0JWPJSn0KGTySQJa19f34033gg5K5vNHjx4EF3mwsIClCWkBblc\nLhKJYJecyWToew0ODmKpTHlnkh7WJpMJpXM4HF67di1qltraWkXanJ+f13UduBXyCEZF5PGky6/P\nkv0vXuf3wNk/57rtttvWrl07Ozt72WWX4RLtdDphDOJpBLZGNNKl4gROgTJwoibAi5YoWJBzkCk7\n4NljBMc2oHooSpY8uBaFF6kiTTVemcQQTIYKbH5+nrrEarVSCyLWKcjxykKIghS4EFTocuVyOdoS\nQgg8v3Xpb8v+4aChD+H1eteuXUuFapaG7qFQCKKjCgygPdyCSSrDiBN0zng4qoFUGjAA93gmPp9P\nPdVYLKbLIWQK9xBClEoL1KgqLt62UdrJCykSpzokaIETsp+FEAMDAwcOHChI0Tfk0lKuCs+zKKfP\nFKSGQQihZHOnT59+LVfsq3Odz9yT/73eQNcbO0Bc+AFs27ZtgUBg3bp1yWSSCkbB4gXppUvCAmd3\nfn4eFEIIQXZmNBppMhGWhBCappFyKlkuwcYgKdcFKdRVgtDV1VW4+AXprIMjHOUFcBknPtWJ2WyG\ny0DjvSglSkXptSGkR5RqkiUSCU5tpDOFQgGvbiFTXUOJF7sy3airq+vq6jLKuRUksJlMBlKykEYe\nmnR4IlTQuisrKyP3JKAi7VIgnnosBemkYCixUYCTaTAY4NOTNvKaBSncFhLBI7ia5PB4vlmVX6KE\nyUI05aN55ZVXjhw5AqWeKlnFV8WnV20Jxb4RsmXI/wohRkZGXsMF+ypd/xvA/vd6Va43doC48Htg\n+Xx+ZWVFSSUcDofFYvF4PNAT8I/3+XyatJiy2WycobQ9qbUNBgNRAWoiP0tRQsUN5ZffCEoD75ET\nmTILFpOihjNzHa48zvGqajFIraWKWIpGRfUAvi+kQpl3pTA3i8UipKu3Jt3kSqMX/+QXxWKx4eHh\n9vZ2JVKmiDSbzSMjI6Vop5AkPdxRqRo1qaUjjqqik5/KSy9gxYEGxGDYyvLyMmxDIseyvKCiUL0R\nqPLSZcMkZ0YoAVNejtPkV/PcEMz19fWB96r3SWTlY+I5lEYsXXrw/0kwe83W6qt+3fn2t/t8vq99\n7WsPPfQQJA6eGF5EtKzImTBhERI7JbejyWQwGBgpsnfvXmYSBYNBj8djs9n8fj8zO774xS9+61vf\nGhoaampqojeD0RTySr/fPzw8HAgEqHHr6+t37drV3d0NkAgsZrPZ1q9ff+zYsUKhAEcceW8sFmND\nKQIOOVY2m3W5XGwrOL2rq6s2mw3OCL1hDMNQSUO+wO49m81+7vOfF0K8593vvv3226enp41GYzgc\nFiVe9dCp/H7/6Ogoqik2HYcAPpCqL8uOKBQKYLAgcmfOnLFYLE6nM51OP/LII4cOHfr6178+NzdX\nVlZ244034stz6aWXHj58uLOz8/vf/77P5/P7/UKISCRy6NChW2+9NR6PG43GmpqasbExhq00NTXB\niynKgYJqGypcoby8nJleONEorIIDhKRWcUNQTSBmhWK9KqcpPfjJT74ui/a/dF34AQxiRSqVampq\nWrduHQQ5vk4Dmban6lfBlBNCwDTlRQwGA6bOHGpGoxFJE9zFnBw1SZWmOlL80ygvxWmkR61pGoUU\nk0dQkqqOS+m5qZAuRQhWJYIQAsyToq0gLQQ5gDi+1Vms4llRWlrw59zcnBBi/fr1KqoRbBhgyELn\npxSvki0NcUPIeSVmafdgkBPINClw5lcX5exzAEzwekV6ppWCZ4eQg+2FTAiUI4mQtAsqV4iOVKtw\nZODdAYSqpmDpIy1Kl14eY6HErlcvceVQn/WrviZfs6u5ubmjo+PJJ5/s7Ow8c+YMtanJZAJIyGQy\nLS0t0LW5X5PJhIaPNGthYaGvr2/fvn1dXV1Wq/Wqq646c+YMoMWVV14ZCoUKhcKVV1558ODBf/iH\nfxgbG2NIZkVFBeNaoHsYjca+vr66ujrw7YaGhvHx8d27d2/fvh3rek1KDKPRKGgz9lRut5v6mKjA\nuwK+VlPBmPuMgq1YLAJ956XqWQjBWiLfUq1uNezqqaee4vVhWyjuEsW9y+WiTWWQNoN8HcI6jeTm\n5ubFxcXp6WnGJSMgq6qqisfjTKr86Ec/2tLSQkjbvHmzx+MpLy8/ePAgxBn0CeFweOfOnXTXBgYG\ntm/f7vV6P/7xj3/pS19aWFigD5fJZILBYDqdZtkjMOXwoTdvllOQ+DqhCO+r6upqurmFQoExK+Tc\n0IYRkrMqCPzF82cOw4UPIW7evJmBk2VlZU6nc+vWrYlEAl6s3W5n9fMRAu7V1NSovAYY0GAwYGeg\nS80/vS5N2ngDapHF8FNFaaUIbMWaI2AQ/MAtyRYLUq3FIaJJinxBymzBzYh5RamDLsrhloRMJUJU\nxzFlYkE6xSkSuWrwCCGgqFBg2Wy2np4eOnBCHvq8n7m5OSokj8cDhdftdre0tJw7d47cmf2slj5v\nj1+hWutCRg7+rtwNjEbj6Oio2Wx2OBxQM9Qtl74HSIYUZLocjQ3PAt9CqrqKiornnntueHgY3Sg/\ni3FXKQ1EZRuEMc5H/heKNow40o7x8fHXfNn+jy8OIF3/2c9+hreeOtlXVlaQrqNeCofDjGJgIrBC\nCDRNA66oq6t7/vnnE4nETTfddO7cOZPJlEgkuru7/+Zv/mbPnj1DQ0MY9LFOhHTR1XU9FAq1t7eP\njo4GAgFm79H3ZXOdOHHiRz/60cMPP4xxn9lsnpqaKhaLOB5RWilageIU4Dil6zqcRj5i1QkWQphM\nJrfbXVlZCeuSxQ/yQQwDA3jkS18SQmhCRKPRr3zlK4zOElI773A4CoXCuXPnqqurGxoaGE6k+MzI\nrsls4HxBWHe73bW1tRgB+/3++++//4UXXpiZmfnOd77j8/k6Ojr8fj/OqBMTE5DI0un0wYMHA4HA\njh074vH4wMDAVVddheSxoqLirrvuuu222972trdhC8IYZaByThKMEebm5nw+XzqdNkofgIqKCkZq\ncBBxRuXzeRI7v98PnYejg0etRgMaJGP5Mw89xBJ6HVbvn30ZP/OZz7ze7+H/7vUv//Iv8A8NBkNV\nVVV3d3c6nYYIBMX+qkgAACAASURBVLgH+UoIAchA8NClw2xejilRLOGCnFAFbcFYMiBYMQJgEi7J\nCwb5ysoKf0cKhvduQc70gyulOmSFErN56BsKRRGyllJ9GpWF6JKDrn6Wr6u9rZeQFSndlGmWEIK0\nEYMfrYTTiHEJUIPX6zUajZs2bSJBxiCK8xFpHeeOJg1EeB2eKgGDR6r+SwiBeoyJDwQenjwRkcBT\nkNo19emY5eAM5boL7vTCCy9wouWltQdvphRQ5X9VxmCUgm5ek3elWoB/93d/91qt1lfveughIcTP\nL7rIZrM999xzExMTPp9PCAFABPWcQZSwaTZs2EA+VLr8isVid3d3R0cH6gsYhtls9oMf/ODS0tJb\n3vKWY8eODQwM1NfX79u3r7q6mnPfZDL5/f5kMslLud1uimmMi4hzTU1Na9asufPOOwkzAPhIXIQQ\nikRHDe3xeOCaO51ORSPCd5gDHZKqEGJxcbGysrKmpiaVSoXDYRYMhzUrH4FXsVi87uBBIUT+gQeY\nfRwMBmOxmBBCyT/i8XhDQwORfmlpaW5urq6ujm0IDRLlTCQScbvdpF/xeFzTtE996lO333773Xff\n/a//+q9CCA6ZI0eObN++fWJiwm6343O9ZcsWbrmqqqq2tnZoaMhisVx00UVHjx7t7u6GhXj8+PHV\n1VUEmvDvlVupahlg3uh0OvlwSewWFhbUruRscblcvHOn08kgN+ot9qOaKkADAp+wq3//eyGEeGMH\niAsfQqQ+KEprjEOHDtXX1y8sLMBKHx4eRqCuNOoEFXIWIf3pGTdA0gTCoGIeWxrWosLxIOMqGErV\nVSQ4CpXiSM3LKVak/4QZo9HIbhFCKBsR8imTtK8tpaErmoYocbU3StskFY/5J8UcG0AxVjiwQNtV\nLaKXOOfiY020aG5ufuqpp2pra0FcISiCAZLWKaalulPxxyGEbwAJpE2CcpkowocFixKRNdRneCL5\nfJ5dvSpnVZOQjoyM7Nu3D8FcQcq9hezGiZJmniJxKLD3T2Iq13nNoRdCRKPR4eHhYrE4MTFx9uzZ\nv/qrvzIajST4OGeiiYRGOzs76/V6OftYErlc7vDhw7FY7KqrrtI0ra+v7+qrrz5w4MAjjzzS3t4+\nMzOTSqVqa2sTicS2bduwU1lZWXE6na+88sr1119/4sSJYDCIB0qxWAyFQjSV3W53OBxWxXdra2si\nkcAwM5FIoHOnYmO7NTY2UkLhR8Uuo4DgFoQQmqbF43GGzyHWVkiAisq6rkNVV2ZjzPCrr68XQiQS\nicXFRb/fD3/K5XLhfTo3NxeLxVpaWnRdZ+atKtEymYzP54tEIg0NDb29vb/+9a8/9KEP7d27t7u7\ne2FhweVy5fP54eHhxsbGT37yk/Pz84VC4dSpUzh9YApVWVlZX18fi8VaW1tzuVx/f397e/vKyord\nbvd6vbOzs7/4xS/uvvvuQCBgsVhmZ2cDgQCm4WCAZG9UZkY57Ui5JGtS2gisUl5eDrxpMpkgOVPJ\nqU2UyWRqamrS6fTExITq6L/BrwsfQrz66qtramo4wSsqKgKBAALJxcVFOsycoQwu4ognligwkJWh\n6zpGwJqmRaNRUn6SdCINpT0wI9IKVStQ6RMViFUqpPErlDuOikxsP3Xsqm/T5SS6UqJ8vsRxo5SG\nB1hEwaFczngs4Jm0H5S4WBVeRJQ1a9YwuRUoRkjifmVlZXt7O8kamkohBF55xWIRtaaKHAChRSkS\nErLaU5WuUQ70ovZSj0UrmUlWVlYGtGi32/k66Tz71mKxTE9P//73v+egxIKS58Nzpvuo8H1iufp0\nVBFmkhfBFahZCBGPx1/rVfs/vzRNCHHTjTdefPHFPT09+Xz+3Llz6KVsNhu8ShY/4SSRSOzatUsI\nccstt1gslmeffbalpWXHjh0GKUCsrKx86KGH3v/+97PYoDBw1C4uLlZXV8N7crvdjDVvbGycmZmZ\nmpoqLy+vrq5eXl6GjECCX15ePjs7W1FRsXv37iuuuAJ0LhaLrcrJisViMRAIqEjDYl4tGcjJCD2P\nx6NalX6/HwkaPTMhBHgA25bQhRWTzWZ74MEHhRDP/OQng4OD8Xi8vLy8o6NjeHgYdwIqklAo5PP5\nIKTE4/Hm5ua6urodO3bs2rXr+9///sDAwPvf/35ltmmz2e6///53vvOd3d3dd955ZyqV+vGPf2wy\nmV588UWTyRQMBtGBGQwGq9VaU1PT2Nj49NNPA9IaDAaHwzE1NYV9cHV19bFjx5aWli666KKKioqr\nrrpq165dLpfL5/PNzs4SfhDt0O5la1OfraysOBwOWsLRaJTXz2QyCnNinhnnhpC2dvwXKQJIfllZ\n2T989KNCvNEhxAs/gG3fvp3eMuWLzWbbtGlTPB6nWU0ljr8GqmSLdMumIikvL4fNYbVaiXlsVLvd\nTse7vLyc0SrEuYwcvkyEYJGZ5dQDmA7KcJZCRAgB8FKUfqP5kmkv3AUhtry8vJSYgDGPYiIQeJAH\ncEaz4bk1wiHRQi+ZbVEsGdorJAhJndTQ0BAMBgEowuEwwyZ27tx59uzZmpoaIHW88iKRSDAY1DSN\nSKkc1YSUTquPo7QUozQksBkMBjQMnFA8k1K5GymCqht8Pp+SOiSTSR4jgfBP/PiBFolPutR+KYWc\nuniT0PGBi9HVQS17zZbrq3ZpmhDihd/97tixYyqfKCsrg6engFkcg/C/cLlci4uLW7ZsefHFF30+\nX3d39w033MCLfeQjH3n00Uc///nPsyDpr1itVpfLhY+a2+3GYoN0il6Lx+NZWFigXmG5xmKx2tra\n+fl5o9EYCASgG+zatesv/uIvrFbr9PR0JpNhy0DKAK9WiEU6nYZqqKb2CCFY2/S9WEXgKyxvFiG+\nU7lcDjvBXC73xUceEUI8/NBDBHWLxYIbHK7tgGxmsxm3KrfbferUKZhcnANWq3XNmjW6rq9du3bz\n5s1///d//+Uvf/mDH/xgNBq9/PLLM5nMI4888o53vGNqauq9733vvn37lpaWOjo68vk845737t17\n6623vuMd73j88cfr6urGxsbMZnM4HMZh8tSpU3fcccfBgwd7enpGRkZ6e3sjkcjMzIzX66W5Ba5Y\nKBTi8bjD4VAJK/GJ50B5Sq1mNpsJ0kajEUAVTapK0IuSsQy7B/H4xz7+cSHe6AHswocQleUln1Ms\nFnv55ZcvvfRSszT0g9TEBB30RjBz1Maj3IaRyPlL+olgixUDbqYEWJzIqkTAUUmhiBzuat0Upa0f\nOJgyNsTPHs4kVR0/q15cwYAKJKGi0koGkRDPtBLzxmIJHVmVa0bpsqEKRCHE5ORkKBSqrq6+4oor\n6urqMIsLBALLy8vDw8NtbW1Uq1qJ81M+nwf54a0qRqIosUhQValewvgyGAx4H0xPT7NFDdLgDtYM\nSgOVGSg2jSjxgqKcUk1BJcFWAzkJ5zzDYonUTD0Bg5xEKuT86Ndl0b5a18TEBJ9LsVjEvQkCRX19\nfbFYjMfjUECNRuPQ0FBZWVldXV2xWOzq6jp69GhFRUV/f39PT8/CwoLD4fjLv/xLyNnhcLi7u/vw\n4cM9PT2JRIK86ty5cw0NDXACsU6ur69HiKKAdOj7cENsNhtH+dzcHGe3y+XC6DkejwNBU5GDWrOQ\n4HkLIdC9pNPpSCTCyslkMlB5s9ms3W5XXViztF7j9XkRUEchxNTUFO6grPwNGzbMzMxQfy8uLkLT\nZxm3tLRcffXVhw4dYlpmY2Pjd7/73bVr1+7atauvr2/Dhg01NTV33XWX0Wg8ffq03W5/8MEHgQdf\neeUVAufRo0fj8XhbW9vs7OzGjRs1TfvGN74BMDs0NOTz+bLZLFaTF1988eHDh+12+6lTp+rr6wcH\nB2tqaoxGI54GQEEcF3V1dVDtKcUovFSq6vF4UJoSg+fn5xkBoT6OQqFAB5FUG2AJyqLJdH6Ehgu/\nArv22mvpcHJg0ce6/PLLmWCpuNR8YNFoFF8WFjqpPQcZCDhHM2xDpEhFOenDYDCogeUqenFQEhXU\n0SkkXdsoZUm0c8Ak6aYSSnHKZz0RUwlCil2iWmjEPBpaisJAKUZcyUsTKU2OkNclK5J7J5jpkuCn\nS2tHg8Gwbds2cKTy8vIzZ86QZd94442k9pwghHmqNPx/4ZIps4xSqhjgu/qLAjPLy8v7+vrGxsZU\nkNOkG1Aul7PZbFu3buXAZdfxDZFI5OjRowom5TYhAlD+Qs/hKC+UuEqWxi1N2mXx5FHM8J7PnDnz\nui3f//alaUKIj3/sY9AL/X7/wsLCmTNnWEt0Fq1W6/79+4PBYG1tbTwe93q9LpdreHh4dXW1oqKi\ntbU1FoudOXPmIx/5SH9/P9SDcDiMn73FYqmtrcVaJZlMQijnfwOBAJaJdEbn5+fT6fSaNWsAvubn\n5xGEzc/Pt7S0nDx5slgs1tfX05pCeQYmaTAY6Bux5nGRNsq5cUQpIQS+f8oJE464kj2xQ8lg2P4L\nCwuJROKJ//N/hBCf/tSnwOKWlpZaW1vT6TTDTsnDSJjWrl0LxgBPcmpq6h3veMcPf/jDL33pS1/6\n0pcIil/+8pcfffRRYJJIJBKPx2+77bZvf/vbN9xwQzqdRhDGKJlDhw5t3boVwQCkFYfD8b3vfe/U\nqVP33Xff3Nzc+vXrlWWo1Wpdv379j370o9nZ2S1btqAxYDzY2NhYMBg0mUw0wEp77YqMw1nH3nQ4\nHEIa4AkhqDuFEMQwxAZKowlJ5NPQN97YAeLC90JUU7LIPcvLy6+88sqstIfnaDObzYuLi3Nzc5CU\nKEE4fzn6cXyH0UutTRlukFx5gEGD9B7UpLSF0EKVI2QVwulMCLFarahK1SwDeFBFyUfHSAKPQZOc\nxaxCUVFa09LKMknnC1VJqM6WscRI0FgiWDZK025dqpuhtACmCSE6OjqamposFks6nY7H46z7ysrK\ncDi8YcMGr9crhIjH4/l8ni56a2trbW0tUhtFtuThKLdDxSrkL9SI7MMtW7aouE6uQGNyzZo1W7Zs\nodIVsttHHhAIBK6//vqmpiYV+zkKzdKGXN2mkMRIbhDyPfdLRx2KCqGaxo/SDJ2PF3OxJycnz549\nixaCJlA6nZ6enj558iQHaFtbG6DT3Nxcb2/v2NhYPB6PxWJWq/XjH/84dn+apgWDQbfb3dra2tPT\n43a74TjMzMyQW8Risbq6Olqhp0+fVoxci8USCASU0KKxsTGRSLBW5+bmrrnmmm3btn3+85+nVkun\n0wxtYSQmPrMqIyQyIcFEEVwsFmtra71er9Jo46yoWCrUf6BzECva29tra2t5PlAVNE1jxjpZqa7r\neDZivYgZNGg8Czsej991112f+9znduzY8ZWvfMVms50+fXrXrl2jo6M33XQTNtlf+cpX1q9fPzg4\n6Ha729vbV1dXvV6vrus1NTXRaJQnYLFYwuHw2NjY9u3bd+3aFQwGe3p6xsbGXC6XyWRqaGjw+/1P\nPvnkW9/61l//+tfsIMAe2MJ0uUwl8xxUdgvSQ9tidXXV7/dzmBColFquIB0m+Y2AUngC0HJ+418X\nPo3+q1/9KiIVIQSfynXXXQdMp0lJPzJ+ZBD0YGBq8QGzN4zS5JAjGNaiQXpn5KRBrZCCX1VqcC4r\nVghnLgg7eAtupAppodqjOSeEMBqNTGJUsJgunXbVFxVaoih2igeRk2ZXqsulwpipxAmXuytKliMv\nhWVJJpPp6Oige0zTDgSPdY+RNj9Lz0DXdbvdzg8qpoYutWvqt5uljTJvmOYfNzg4OFjKsDCbzZdf\nfrnD4VAzOPgI2LeqNGxubu7u7iblVwo8LnXX2KbocmQlmQddT8XPVtmGgl7f+973vubL9n98PfSQ\nEOLf1q+H14r/QiwWC4fDoVCIiGK325uamlpaWp577rmenh6Yt9FolNkiVVVV7e3tv/zlL4PB4HPP\nPffud7979+7dim0LwK5kQ0TEtra2aDRaVlZWX1/PFsO+Wdf1hYUFNMs4UxSLRZpedLOSyWRrayv7\n1GAweL1eq9UKuaC6uppVp0u5nl4icVEevhaLhapadfiEJNYW5AUaEYvFKisrr9izRwix58orsasg\nDGBHQtwKhULkLidPnrz88stPnz7NjXR2dgJUDgwMTE9PU7/u3r373nvvzWQyjz/+ONvh+uuvX7du\n3enTp3O5nM/n8/l809PTbrebmZ+dnZ0LCwsXX3xxJBKhih0ZGeno6Dh9+rTL5Wpqanr++efn5ubK\ny8vf+ta3/tu//dvRo0dffPFFHhpPD19/+O6MREd8wpaHJAmyCtOSgEfNCmSi6Ka6HABG6cYzXF1d\nvXb/fiHe6DT6Cx9CbG1t9fl8HFXAhsFgsKOjg8+7vr4ehA1CPLxEIQQZH9pYghZ/gilDZxJSDswx\nymx12jbgeEWpEc5LjyXsn9nPQgj2oaqleMNFaZROUsxBrLTPKsbQuxYlvou4UinuA1kYmmtohEAQ\n/BbIe6IknoGzh0IhDI4JaZlM5j3veU8oFNI0bWJiwuVyJRIJwFUOmk2bNhFNGW0+NzfHhBrVnwPu\nW11dXVhYAMEvSvJhXjrx87vUO6mqqjp+/DgfGTAgNApNXqJkjhd3QaOLHIJWNriQonLwJ2fo6Ogo\nPJrS4kyTFiecjKUEmd8jiDm/Lk0TQnzj619XzCNN0xoaGsicTp06JSSH6Ctf+cpnP/tZTZLOBwcH\nN27cKIQAa0okEnV1dfPz86urq+FwGNtMl8vFKIOVlRXoPIFAYGZmxm63z83N8TwbGxvhHCoSYEtL\nSzQazWazTqczn89j6UR1UigUEokEUYc54MvLywBfQ0NDbW1tILrDw8PPPvusEOKSSy45dOgQN9rb\n23vNNdcAMMbj8Vwut7S0pOoSChdmb4JkkKB86ctfFkL87d/8DS6pSugphKAWZy3dc889TzzxxKWX\nXvqb3/ymurqaRjhrEm+EN73pTc8//zz4+YEDB5588slPfOITa9eutdlsLS0tzzzzjKZpzc3NLS0t\nQ0ND1dXVkUhkeXmZ0JjJZNasWZNKpUZGRrZu3drf39/R0REOhzEGcjqd8/Pzk5OT27dvHx0djUQi\njY2N9PnQhKmEG/InOcfmzZt/9atfzczM3HjjjfgMvPjii9u2bSOWQxblgVdWVhLYVKMa5xGLxcIU\nns9+7nNCvNEhxPOjU/c/vAghnJjZbHZsbGzdunU0b9X8IYfDsbCwgGgR9IyEnc4Wa6UojXTJZQpy\nhiQpjEEKvKjDCCoEM/rGBoOB+XJ0m3IlkxIVnqZ+kFOYfJNqg19kkXOfC1JzpugY6mQvloh/KXTM\ncnqkCpbq4OaXIv/klKHbodraPp9vfHx8enpal1PKzNLG1+fzMdOSQ99ut0PGNUrSP0UYu4LOOR+B\n4sUVpeFIsVjEfK9QKCwvL/f29kajUT61VCqlwpX6UzWudKmEUywPpk4QztU30ERhtGNLSwveH3S8\nVK2sYpgosT/WzhNPnf/0mp6exm2IFsjMzAx2aCzp8vJyBLw//vGPGcyxurra3t4+Pj5OYZFOpxmH\njV9oPB73+XyY+PG5t7a2ItWYnZ1dXV2NRqPNzc2zs7Otra2Tk5OUYixj4h91ua7rR44cWbNmzbp1\n6/r6+vx+Px8WOR9vjybZrl27/vZv/zYajXq9XpPJdOWVV27evBkFxa233urxePL5fGtr69DQ0Ic/\n/OF7771XLSqWH90vPnrVqKaBzfMJBoPknSqVtFgsVDmapjEI7bLLLjObzdXV1du2bdu3b5/BYHC5\nXMeOHTt9+vQPfvCDY8eO/exnP1u/fr3FYnnnO9/5oQ99qKWlJZlMejyeQ4cOXX/99S+99NLS0tKB\nAwdcLtfo6Kha0tu2bRscHJyens7n836/PxKJsGfPnTtH5dTQ0DA6OnrttdcuLS0BXZrlKAlN2qUy\nB6epqWl+fr6pqel973vfY489xgRO3sPU1FRra+vGjRt/8IMfbNq0CVoNSCxNELJP8jnI9Pl83u12\nq4kzb/Drwu+B6SU2EORZ+BMyHYcIhIqeeou9RKWVTqdRq6zKmb9kK5QvRBSr1creU5YWXAQJ1Vxh\nSamgBfZiKJkbaZTqevDJYglPDyKJ6tyU/rhiQPzH0kpRDUuPeyGE+nWqB0aAvOmmm6qrq10u186d\nO7dt25bJZD70oQ81NzefO3eO8Lx27Vq238LCQjab9Xg8DCxnogrjEDOZTG1tbWVlJb+d6JjJZOif\nsfcqKiq8Xq8CPFWzZHFxMZFIpFKpeDw+OzsLIR6DHIPhjxaqoYSKQkRX3UHOPiUDKspRZzabTem7\n1eB5c8m8eU2SGIVssFGfndcBrLq62mg0glQToRUViLsbGRn58Ic/vHv37p6eHiHE8vJyY2NjU1PT\n4uKizWabm5vbv3+/z+erqqoKh8MXX3zxgQMHbDYbLojl5eX9/f3V1dUWiyUWi5mk7wPCMpPJ5HA4\ncNlIpVK4aeBwEQ6Ht2/f7nQ60V2VEmWXlpYefvjhw4cP9/f3f+tb33rwwQcHBgbi8fjU1NThw4cT\niUQ6ncbVSZdTkA4cOLC6uvqDH/zgN7/5jVn6UWma5vP51qxZ09DQ0N7e3tbWVltbGwwGbTabsu0Q\nQmQyGaYqG+QkOUBUdk0ikXj44Yevuuqq2dnZvXv3TkxMhEKhiYmJn/70p5s2bfrsZz/7mc985uGH\nH96wYcN1113X2dn5xBNP3HLLLWhsOGp+85vfNDY2Dg8PJxKJzs7Orq4uh8NhtVo3btz4q1/9anZ2\ntlAoTExM+P1+JCJwYTZu3LhmzZqnnnqKtvHJkyc1Tdu9ezeH1bp16wqFwv333z84OBgMBnfv3s3Q\ny/e9730PP/zwxMSEpmk1NTVnzpwZGhpau3ZtIBAYHh6uqKh46KGHGMaWTqeRiKgzTQiRk85SQqaV\nr+O6/fOvCx9CDAQC9GyNcsaHEOITn/gEvHkGllM3cGxBeDMajfTAlJ8e+xNeg3KIAKYgItJFg0Sg\nSysNYpJ6hVIefFESvhUXQ5fuuqplpUvfW3JDIWdiCQn66yVWFyB16mUhSQo5eyWVSqm2EPxGoxyh\nkslkvvzlL7/00kt79uzZsWMHsIMQQtf1nTt3Pvnkk3feeeepU6fAIamuiKlut7upqUnTtKGhoQ0b\nNiiSOtCfEIK5saqXzkOm3CSd1KXyGjKYLsfm8v2cLIAe4o/NiIW01VAMQx7j6upqPB43SFYLWYVR\nqt/Uj9M/L92uhRKuP49UCR5eeOGF1269vlqXpgkhPvvwwwBoU1NTPGdN0+x2O9zrD3zgA0888QTi\ncUoBJOrQMRApT01Nbdq0aX5+npmucOeSyWRTU9PZs2fXrVt34sQJOIRCiFgsVl1drehR5GFCiGQy\nWV9fPz09zRg58onKysqJiQmaMfl8/uDBg7t27frFL34RiUSEEC6Xa3Z2dnl52eVyvfDCCy+//PKD\nDz7IndXU1MDTg1GVyWTA7eFf4JBks9k+/elPv/e9762srARCx+4PVkhFRQUUu898+tNms3l5eRl4\nkFWNqtpkMh08ePDyyy8HQnA6nXCUyP/wKvzFL36xcePGa6655vHHH7/77ruPHDmCHq6pqam/v/+y\nyy77+c9/vnXr1oWFhbVr166srOA7BdN4dXW1qqpqz549O3funJmZwdEDkrPL5eJZhUIhk8l03XXX\nLS8ve73ej370o/fddx8nUqFQwHy1paWlr6/vsssuO3HiBG448E2i0ajP5/N6vTgpIyFtbGykVTk7\nO/vRj37UZDLdf//9JpNpYWEBYRn+v7FYzOVyffz++4V4o0OIFz6J45FHHmF2lzocdV2//vrrlWYC\n1REHHF0fgHLIHYqDQKFWlMMScahi56goUpAKYiEEs0KQMan4pHBCRUMobepwxOC0zatRXhilUx/B\nklhYkCOMC9I10WAw0OUyyEHPbDbVElM/ZZDO8QQwxau+9NJLhRCcDolEwmw2Hz9+3O/3u1yupaUl\n9cYQSDL6BN+pioqKxsZG5eG0srJCHup0OrHqUHWMKgpVlMrLi2YeN6sYKAU5Bl5VkIowycNRpZ6u\n64CZStqimPrq+fPkldMKoV29Mf2Pja+UEdF73vOe12ChvsrXQw8JIfZeeWVpC1CTFFaTtPtbWFjw\n+XwzMzN0EM+ePdvd3W21WoeHh8nPMpnM6dOn29rapqen+cSrqqoga1RUVJw8ebJQKBDPYNwpizWW\nmRAC+gAuhUQvps0JIfiwwuGw2+1++9vf/uKLL+JaiwLM5XKZzearrrqqpqbm0ksvJdEECafUJrGz\n2+3wEjHFQFXtcDhuvPHGkZGRNWvWlJWVoXAqKytraGjgpL5yzx4hxIHrrlO9bU4DABghhMlkWrt2\n7enTp71eLwZLvNtoNLpv377e3t65ublLLrlECFFVVcWM3MbGxsHBwfr6+r6+vubm5lOnTl111VUD\nAwNWq3V8fBxwEoMPh8OBR0Ztbe3s7GxLS8vi4mIwGATM4G1EIpFt27Zdd911hULh5MmT/f39H/zg\nB0lEKHNTqZTdbn//+9//05/+tLy8PBAIpNNpQjWKlGAw+OKLL65fv/63v/0t9NrZ2VmbzZbP5w8d\nOnT69Olbb72VRBnJKYRnMJKVlZVrXnxRiDc6iePChxBpsXC2MnYBD1A1X9zpdPKBAWHBlQC/Up18\nVVcR4ZimA5uDzJQ55ep0oMQxm8056YGtCqxiiTufwgCJH0QgXQ6uVEJaoheQt+J6aJKPrkmKPOtP\nl+6FANwF6YFLbLjtttt6enogPhnk8JSKior9+/d7PJ6f/exn3/nOdzCx5jfW1NRkMhksEhTUZjKZ\n0ABpmjYzM1NRUTE5OYk7BlbivIH5+XnmdHR2dnq9XoOUWguJ6wohDFJezVdouiwtLXGnmtRmEZMQ\nGPCGCdJ5aaOsRM2qraVeUz0rhZuBnTocDrvdroKWKlAoMVVtnT+f7RBp+C8sLMBKyGQyk5OT0WiU\nkV3c4NGjHrxgGwAAIABJREFURwOBgMFguPfee9/1rnft3bt3eXn5TW960/Hjx0dGRioqKrZu3Toy\nMvK2t72tUCgsLS394Q9/QNiUSqXwiAoGg/Pz87RSjEaj0+nklMzlchRYOelqtry8PDs7S1cskUjo\nuj44OAgwPjAwQOkDUaKsrKy5ubmrq6u/vx/uj9lsLtVpWa3WbDaLTbbNZkulUj6fL5lMut1up9NJ\nYKPP1NjYuH379muuuaa3txffCiVkNkjWLsIy2gG6HJ53+PBhCtPp6Wmz2YxPY11d3Q033NDZ2ZnJ\nZMA2dV232Wzf+ta3BgcHFxcXsUVuaGhYv369yWTy+/11dXWtra033XTTyMhIWVkZoCK8UJfLFYvF\nAAPj8fjx48cxplpYWOjs7Dx9+vSvfvWrWCxWLBbtdvvg4CBsF+Lo6urqAw888M///M91dXXT09OR\nSAS03OFwnDlzxmw2DwwMrFmzZmBg4Nprr6XBycKORqM33nhjoVC4+eabH3jgAcjDLpeLhj39Y9N5\nImS+8CuwL3zhC6CCpWza7du3K5ZaNpslSRRCgCXyg5iSqbKAUkAIgeMRpQ/HOuY3LH1mRvAK+LIb\n5CRJDl+V6RelfQthjDqDuo0SBPywqqqKxBlalOoGKfq74haqg5uvcBwronMul3vLW95SV1cHMl5b\nWzs+Pl5bWxuLxT784Q/39PSAVRYKhWAwSJsK7ZemaZWVlalUasuWLWNjY5WVlVia4pswMTEBmZhY\nZTKZsF4F0MdUO5lMFotFj8dTU1OjjJp06aIrJBhokFYgPCUyzZy0wlLlGoeyktOBxuSkAZVBChuM\nUpAnZHVVkII81QRyu91MAFEPkyfGa3LmFovFe+655zVdsq/K9dBDQoi/nZtrb29n/dCYrKmpgQ3I\n2IGnn346EAhMT08HAoHBwUHqjL6+vv7+/ksuuaS5uRkgPZ1Oh0KhYrGYTCZ9Pp/L5QK4M5lMeC9N\nTEy0tbUVCoXZ2VlKIiVCUkIO3NfA9PL5/ObNm6PRqMvlmpqaamxsZBHSsQM6npqaSiaT8/PznZ2d\nqVQqFotRPNEW9fv9GLnl5KjJfD7vcrlYEjhmHTx4sKWl5amnnsLVYnx8fGxsLBwOp1KpN/f1CSE2\nPPvs/v37gRZTqVRPT8/o6GgqlQJfWVlZ+drXvnbgwIF4PG4ymTo6OjRNW1xcDAQCx44dW1xcHBgY\nuO2220ZHRy0Wy+bNm8fGxt785jfv27cvEAhUVFQwahyJ9MmTJ0Oh0HXXXTc6Oqrr+po1a9h909PT\nnZ2dNpttZmYmFArpug7hvqur6+TJkxBGhBAmk2l4ePib3/zmzTffTPBev359JpO56qqrOHZ+/vOf\nNzY2ksWmUqn6+nqr1YoBUHt7O/yRnp4eVvWGDRsGBgaA9y+99NIHHnhg7969LpcLCJFdXywWzwsa\n/f8vApheYr/EiZ9KpTo6OpgCx8kF+ZDIwZgDt9sN5gZuzqtB0iVb4e+UWcQMh8OBGr8gR3mpY5Qm\nmeJTFKQSWfWTCVcKQ+MrsOZ0qYNRqKA6oCGY6NJZg9eEUaL0OpqmveUtb7nnnns0TRsYGOjs7LRY\nLBMTEwsLC7W1tVdcccXJkyd9Ph+3ABfZbDaHQiEG5UFJgpDidDrJRltbW48fP760tITek3NNCMHk\na3LwRCJB1OFp0OqoqKjweDzYS4JtaiXyOAAN1SNUqYMQQvFNDCVWJlzFEgWCkOVdQRpK8VMqUaAw\nLUplnsfjQeGrcgvOXMIYXzl/dWCTd9/NSsDtE6MZGlQ0KSGRDw0NQR8g9jc3Nzc0NLAk8Jj3er1H\njx7N5XLXX399KpViTDm5SCwWO3v2bFdXVyqVwmxCsdWhj4LsoUWD01FZWRkIBE6cODE6OurxeBoa\nGsrLy9etW/fMM890dnaWlZWBQyr0glJbWWsCSAAhLi0toWljQ2Gun0qlTCZTKpVqbW11OBy33377\nyy+/nM/nnU4nqmeTyXTdgQNCiP/n/2XvS6PbKq+1Xx1NHjTPtmR5lucpTmxndkJICDSBUOCW8ULL\nZWray1CGUigEQiktpS00pbS0jKGEhhQINCQhpHHiJI4dx47nUZIt2RptydZgWcP5fjzrvMt3fb/u\n135lWD0/sjLIinTO+75772c/z7NLSwOBANrJfD4f2m2FQoGiZH5+fuXKldCNTU5Oer1efBH8TW1t\nbTKZPHPmzLZt2/r7+8GqHxoagqf+kSNHhoeHE4lETU0NNhrqQuigQRnr7e2NRCJ6vT6VSk1OTiqV\nyng8rtPpMjMzT548iWGY4Mf7fL7p6el33313ZGQE+x0EEACqIpHo2muvRT2KO69Wq1mWxUk1PT09\nNDSk1+tbWlqgiIhGo5DZ/fnPf16/fn1XV9dDDz30t7/9DZsLSyUtLW398eOE/DuAfdHXM888Q7jW\nC+EOPrSpgWshW0R7FvsEFDVInXCEJTgfpng8jvlGAEbw4+CqqVQqxBvMxmQ5f1jUJQluQiaf856A\nkBlVHUIaQDDKZoQhCMMw4Prj3fCRaIm2FIqkZzqyYyCchBA+n//EE09MTEx89tlnBQUFaWlpmBBv\nNBqrq6uBp0Wj0fb2dlSiUKsIhUK1Wi0QCLxeL7gSONZnZ2cZhgFXGCgcGum5ubm0UkQel5GRATUr\nviOKXYxD4/F4GMWCPJcsmWTPcGoE2gMjHNRDuCpz6fOlyCR+inYZ6bPGUYsai3B2kbgtYHkwDAM8\nB/UfXBZT3MXj8b66FdjFq69+/vnnjx07dvz48b///e8Q8IXD4fLycqyulpaWHTt2XHrppRhgDe/a\nRCKBJSSVSpVKJUJdYWFhMpl0u92lpaUCgQCeLAqFQiQS5eTkgI4B63esB4ZhtFotiCG0vYQ7HwqF\nJicnDQYD7Dx0Oh3DMFlZWStWrGhtbZXJZHgl8japVAprKx7HHYeKA7yGaDQ6OzuLagN5UiKRMJvN\nw8PD8KPKzMx8++23W1pa1q9fj2WAowDlxYGqqvvvv//IkSMYnpJMJpG9wUNOr9fv2bNn//79VVVV\nRqMRGwFCbELIY489JpfLr7rqqgMHDpSVlU1NTTU1NZ09exa3Pycnp7S0tLGx8eTJkzk5OWazubOz\nc35+Pjs7OxaLFRUViUQivV5vMpmQq+n1emwE5MR6vX5hYaG7uzsej7e3t2OIV1paGhqEXq9Xo9GA\n4QIza6vViicCtr1QKAQvAzgtzL1Wrlx5/PjxtLQ0yFrKy8v1en1HR0cikejr68PrwU/B89r47wrs\ny3ChAqMdoxQ3SmNsbMxoNCJhhJkTZlmh/0zNdlE2gU+xuLgIG03sFurKgcMRrDnM4EBcAbK31Dkb\n78myLHYpDgsgKpBGodODEoTlHDfwmXHuCzibDBzEcIUhHArHWzIBCwAOfuQb3/jGmTNnJicnKysr\no9Eoag7A8Sg0Ea1tNptUKnW73bBStVgsDMNMTU0BmvB4PABjZTLZyMhITU0Nn89vbW2tqqrC2QGQ\nan5+Hm434MrHuSmgNA+IxWJ4DZ/Px54hnHiOfhcex4CneCC2JeGcdmktS5aMe6a1KW+JaIxw9EVq\nLkUxWyQZ6IvA5j+xZGwpTQi+ugFs+Prrt27dumrVqm3btm3evFmr1eJQc7vdkHZUV1cfPHgQjkSl\npaXAu8DEa29vn5qa8vv9cIn1+XyFhYWxWMzr9ebn5w8ODvI452jkN3COIISgLQriD8V+MbSB5UR7\nmDmp0+kMBkMoFGpra5PJZIFAAGO3ktyoICpmiHGzK1mWBZEklUo5HA6tVgsgLj093e12FxQUjI6O\nhsNhrVa7atWqc+fOwRyupqamvb0db46t0XziBCHkD0bj0rmXDMOo1eqsrCyGYXp6egwGQ3d399DQ\n0IsvvgjKg1Kp7OrqQum5e/fuF154YfXq1Zjpis1YX18PCUGCc6Cuqak5ceIElMWDg4MzMzPQJCS5\nGRFTU1Mul6uwsNDhcMjl8uzs7LS0tGAwmJ+fD74l3t9isaxcubKrq0sikeTn5/v9fuDzmZmZ4XAY\nWjq4WIFwCBOTVCqFequ3tzc7OxvtTHTvpqenc3Nzq6urWZbNyMh44403CgoKgPfixPs3hPiluJ59\n9lnadsKDwZVIJEZGRhwOxzXXXAN9H1AjIPtolSFazM/PMxyLPcXN2YJHRnp6OqYQgVawdK4H9afB\nHuZx062wJ7GweJw1Inym4SNMQRjYuqN1DKwASCafc2gUcLZSFD9cKi+j/y8hZP/+/RKJBLznyclJ\neMkvX75cpVIdPHgQ6WEikbj00kvh1YaqDjzyoqIit9udTCZHRkYaGhpSnBUImL4IyQUFBRMTE8BY\nCCFQYXs8nvn5ea1Wi9EnlJ+Z4qamgTWDcZ18bmAmTk8kAbSJxXBWePjiS1tc+BVC3aXVGMMJV7EM\nkHDgyEhyGhckB3h80MdQEj9ZEke/ugHsxIYNPp9Pp9PZ7Xb0UEUikclkUigU8Xj8iSeeOHjwIAwM\nhUKh3++fn5/fs2fP559/PjAwUF1d3dTUZLPZYBtRWFhos9kUCoXf7/f5fMXFxcDZ4G4D8XIikfD5\nfFqtViwWj4yMEEKQNNA2LZxQQCVHtHM6nU6ns6amJj09XSaT2e32mZkZgGmwSmFZNi0tLSMjAya8\nWOGgEOt0uuHh4Wg0unLlyvb29srKSjRi0aMdHByEshM+VXV1dRhezOPxFApF0+HDhJD+665bXFzE\ncOqsrCxKPA6HwxkZGTt27NizZ88jjzxy22231dfX9/X12Ww22JUtLCwcPHjw9ttvB4ELU9acTmdt\nbW1mZqbVah0YGFi1apVMJvP5fBaLBRUeLSth5mswGMLhMMwki4uLy8vLJyYmwMmMx+M9PT3FxcUY\neLZlyxa73X78+HGJRNLc3PzXv/4V6IhQKATTym63E0JycnJ8Pl8gEMjNzZ2engb7yev1btmyJZFI\nHDt2zOl0YmAbKrmamhqv14uJmjk5OTt37vz2t79dWlqKDHst1CNf7gDx9WchEg52Yzn3vCQ3fhf8\nuvvuu0+tVtMJ3NCCAOiDAZJAIACOgRwfjVkQZ+GLmuAsyAAqpjiRE0IgJTXh3KcNMPpPVEcJOBvV\nAGIVkjh6EFPSB+HY5IQQ1CWEcxTED6Y4ZwGGYYRCYUNDw+TkpFAofP/993k8nsFg6O3txcGdlpZm\nt9tXrFiRkZHhcDg++eQTQgju0uTk5MTEBND2SCSC2EwIQbElEoncbjcQCQwoYhhmfHwc9DCQ/pPJ\nJHxU0fbgLZnqQi9CSDgcBhYUCAQSiQSG86I0ZLmLLKEsEg5yJJxyHHOtELBpqBNy4y5Zbpg1LRqo\nZA2fAf3/pfjk/91p+ypeCNuDg4Ner9fhcKjVanxZjH165JFHtm/fvmrVqp6eHrfbnUqlNm3a9Pjj\njz/00EN33323TCZDHTAyMoIpBBaLpbOzU6FQpFIpr9cbi8VycnJAqMEQRcBfSM6goQbrAfkE+Lpy\nuRyMXz6f7/F4dDpdU1MT/DICgcD09LRcLseOQ721uLgIpgZs5tPT041GI6qxVCqVn59fXFz84Ycf\nZmdn+3w+QohGo6mqqsJyRX2PcdICgQArCkZWuD+AuKempvh8fl9f39jYmMViwVJUKpXvv/9+X1+f\nWq3++OOPQcSvr68/c+bM4OAgouaJEycikUhDQ8Pp06fxl6dPn/b5fBkZGZdccgnEdtFodHx8HMIS\nEJv1en12dvYVV1wBy+mysrLbbrvNbrcPDAyIxWKTydTW1qZUKktLSw8fPtzV1WW1Wl977bXs7Oye\nnp5Vq1a98MILGPMEAvPc3JzD4SgrK0M2ybIsjJWVSmU0GrXZbBkZGX19fRjIWVJSUl1dnUqlzpw5\nA5J9IBAYGBjQ6/V+v/+dd97BD/J4PHBBv/zX178C++lPf0qW2OjRswz/imJ/YGCgqakJw7cAu4Hg\nhGoMyk2UUxiLB7LGIjfjmAIj1CsT9RlOUhrSloqUUWegFIAdGbprEJklk0mpVApyBMwMCSFL3wEF\nDQhdEDaazeby8nJUNvhgiGeEkKysrBtvvDE7O3tmZmZiYkIkEtXW1s7OzmKcIDZYKpXSaDRtbW01\nNTWAEFlu2AoVV/H5fLPZjD4E6FLgZ6MjyLKswWBAEQNTVLQMYTUJkTJiG1DTJGeqi12Hugf0P3gE\nEEIgsxNy42x4SyxF0HdEwEbgoRwcKp7DhdeLuLll9DW4q5QaA2oAYC5cKU7m/NWtwA41Nubn54dC\nIZVKlZubm0wmVSoVQg7K/YMHD0ql0uuuu87j8YA7gJNaIBCATJiZmVlWVuZwONBqWrZs2dTUlFqt\nnpiYQIkfiUTwmKC25HNCRhjh+3w+k8kEdjtyGqQ7FosFeglsh9nZWZVKtbi4uGHDBqlUCg0+OFYi\nkSgUCiFNFIlEmBgHs1pogcfGxkCMxCodGhrCENp4PA7xmdPpBGptNBr37t1bVVUllUrrDx4khJy6\n5BIsBkz4M5lMp06dAi8JrYS2traf/vSnP/zhDw8dOsTj8fx+v91ur6mpWVxcrKur4/P5g4ODZrPZ\nbDaD6Q6WCgao8vl8MJ7y8/Pn5uYgY0BcwX1raWm57rrrbDYbSPBA8Fwul0wmk8lkQAUXFhaGh4d3\n7NghFostFsuTTz65YsWKFStWQMMHzBODQ2nzWK/Xj46OYleCxBgIBJRKpVarHRoawulRXFxMxcsi\nkcjhcGRkZAwPD58/fx5lqFqt/kpUYF//APbSSy/R31NiHhCqFGcbHwwG6+vrUcvzeDwAERC6z8/P\nwxkWTSOYwgFzoIcgIYRlWUCCarUaThAM5xZPz1ZEIPwU6ioUSei7wLAnxY2NXlhYmJqawumgUChM\nJtP4+DhsdhUKRWNjI5oZhYWFBoMBxqmg82LiLcuymZmZV1xxRTQa3blzp16v93g8GRkZBQUFfD7/\n3Llzy5Yt02q1k5OTOp0uPT197dq1fD5fqVR6PJ6cnJyysjLksBkZGdFo1GKxoEfd29u7atWqrq4u\nQkg4HMa+hecQhvBi7BP8t2i3CXcelhxpaWmYqIuWNRKIZDJJe3sMJ4ZD8g60dimrEAU0Lb+SnNKZ\ncI0xPmf0xXD6bobjNKIaY5cIz5PcQLjMzEyQsMGWxGdGqP7qshA/X7cuFAq5XK6tW7fabLbBwUEA\ncdBvCQQCi8Vis9kOHTq0uLg4NzdnMBhWrFiRn58PLAGkuM7OzuLiYthew0sCpCdCSHFxMVZ7ZmYm\nrG0Qe4CP2e12ATcKADxVwGjYgKD7ghwkFArD4fCVV16pVqsHBweBFoDiRHvAiAoOh0On01E6rsvl\nMhgMCoUiGAzCAspoNCLZCoVCer0eQ8iE3OiD9evX33333eXl5ZtaWwkhvu9+d2xsDAklki25XB4O\nh0tLS7Gi+Hz+0NDQ+vXrGxsbMWkT7OW2tra0tLTrrrsOU1pMJhPGYKpUqqmpKR6Pd/z48W3btgGr\nh/AO8Q9GJ1KptK+vr6yszGq14ijQ6XRDQ0MCgaC9vV2r1Q4PD4fDYRBt4G3o9XpbW1u3bdsml8tb\nW1vRh8N9g8kO4HeDwTA6OhoKhUCPgrEWy7KwU8GdnJ+fl0qlMzMzDoejoaFBKpXabLbs7GydTkcI\n2b17d3t7eywW+0oImb/+Aez3v//90rkeKc6enLdkBAmPx1u+fDlKKGRtPB6P2vWi+YRAAn8BcKtY\nzqgeWAFKN+qJvpRfQNH8FDeCMsENJ0tyzr9owhFCqBsIqhaFQrFhw4aBgQHEvxQnczl9+jSaTMuX\nL29ra4ODbSgUwmZeXFysrKwUCoUej+f8+fNFRUXnzp2LxWKjo6PxeBzW1zid7Xa7SCSamJhAeu52\nu71eb0FBQUdHR05OzuTkJL4sxqEZjcZkMgkJczAYpPJhvV4P3yy/319eXh4IBGZmZmB/B0CJcK07\nqLhYloWtCcQGVDXJ4yj1lBnPLrHWRVxhuWkauP9LAxL+HhGOgoSgxdO+F14AVTvLzYxGHxt/j31O\ni8JUKnXHHXf8ixbrP/HatYsQ0nXlleAsDA4Orlu3bmFhAY4MZrMZaipCSDKZPHHixK9+9avu7u7p\n6enh4eG2tjar1VpUVNTZ2Tk6OopOyYULF6RSqdlsTk9Px9hiQghYgnSmYiQSQUASi8XhcDg9PX1+\nfh7kCDS9kEhpNBqpVNrV1XX55Zc7HI6srCy1Wj00NNTb2/vaa68hEiBzwl6DaJrP5wcCAaxA0Bxw\nsgNawK5BeBAKhWCa9Pb2ajQaEOiDwSAMqW+77baXX375+7OzhJDn0tLKy8tR6q1YsQKTkTUajcPh\nyMvLgy2ZVCr99a9//fjjjx87dmx4eNjj8VRXV9fW1nZ3d7vdboxZcTqdiUTCZrNZrdaysrJQKHTj\njTcODw/n5OTAPTIzM/Oyyy5zuVxutxurHaUPOsFoImCLbdy4USqVqlQquIwihFsslgsXLuTl5bEs\nu2LFinfffddisaDmQwqo0+nm5uZUKpXNZiOEaLVawDlms3lxcbGsrMxutyNNTHF2a7FY7Morr+zt\n7R0ZGREIBBMTE9CGDg4OPvroo2vWrPk3ieNLcb355pswn6XHIj3LeJzDIcMw2E7T09OEm6eFUgk9\nKmoDk5aWxrIsuH+IWEh2kEXyeDwYHPCXeMODAIK2s1AopNF0qT4JkIhEIsFvUqlUenp6SUlJTU0N\ngIX29nZg00hIYWcArKywsLCtrQ2nMOhesOHZtGnT9PT05OQkISQ3NxedD1j4gMQP4wPAqpFIpLCw\ncHJyMh6P9/X1oSMIVQBiLQD3/Pz8hYUFjMxAv1Aul2PSvN/vhyxaq9UC08C3YDjLDDBTkH0j9YYY\nBYKepXeD/Z+aB4r98jm/YyoO43HeSEnOcITH2YUQrsCiRQDD+U/i/qP4RmUM7zvQZ+x2O17wNQhg\nbVu3IkKDIzc0NBQKhdrb2+vq6jCYA3JmeM9v3759enpaKBQajUaoRGpqaj777DOBQABSOCBHsMBV\nKhVavCCJsNygONQ94NotLCxg10SjURAWQP2Fwr22tnZ0dFStVisUivPnz6elpcHIqrS01O12X7x4\nMTc3FwgzPes1Gg2fzwe+h5IRHd9QKDQzM2MwGJxOp9lsttvt9fX1w8PDRqMxkUiEQiFQ5BXcpdVq\ncTr/vbnZarXCDuPtt9/+j//4D4/HMzg4KBQKz507l5mZiQ0SDAa9Xu+uXbsUCkV1dfXAwABmqul0\nuqeffvqPf/wjPNUyMzNXrFjh9/sDgUAoFBoeHgbTPTs7OxQKjYyMiMVipVIJXSn2UW1tLcBAPp/f\n1dVVUFDgdrvn5uYikYjdbocHW3p6OhibmKB28ODBSy655Pnnn29oaEBTMBaLhcNhk8kE+BR1Wzgc\ndrlc6DKg8TE1NZWXlzc1NVVVVWW1WktKSlCfwWGrsLAQ54lWq83Ly1MoFOv+rQP7MlyvvPKKSCRS\nqVQqlQqG6Ph7ytYl3AST1tZWr9dbWFiIc1MikYjFYrVaDTIPEkk4U6RSKZqB4kRG+EEYUygUEBtK\nJBI+nw8cA/0eUOrREktLSxOLxSqVChOVtFqt0WgMBAJIPwsLC/Py8hAn2traFApFZmYmMlnY8xDu\nZM/JybFarcDcwTZmWXbt2rX19fU9PT0+n0+lUhFCAoGA3++/5ZZbPB5PTU3N2NgYmgSQbYXD4YKC\ngq6ursXFxZKSktzcXKVS6XK55HK50WhEpTI3NwcUZX5+HieIRCKBbM7r9ZpMprGxMbCbcIqBYYX6\nFXQp+vEYhgH2Eo/HlUol0gIq9EYPBnAfDl9KnachnGKGPG6UMyXpUCo8jxOHIRfhcdT8peU4Eg5o\n26GCmp6eRvRC9y6ZTN59991fwML9B69duwghf2toAI4E1aPRaLRYLBaLZWhoyO/34yEit7vxxhtl\nMllTU9O+fftgiN7T00MIqaioWL169XvvvUcIicfjl1xyCbw2ZmZmQAgkhMDNRKfT5ebmjo6OogWF\nDAa9NEJIKpWqrKzEeGiVSsWybF9fHwiuHo8HNEiGYVC6TU1NbdiwASuNSsdQS0HIgXY16r9z586B\n9YM9aLPZ+Hw+hIxzc3MikWh8fLywsDASieh0usLCwoGBgTVr1hS+9RYh5NiaNVqtFrSU9evX/9d/\n/Vdzc7NMJpPL5TARrqysdDgc4F+o1Wqfz/f888+//vrrIpGourra5XK99957YrH4wQcf3Lt3r9Fo\ndLvdVVVVU1NTiGR+vz89PZ3P52PwplKppF7+eEqJREKtVmOKU1FREWQMEolkenoauanZbG5qajpy\n5Ai63bCPMZvNUCtDsIwWl81mQzIBEQuyT8zHgfArNzcXzwWkG+gghULhxo0bx8fHEd4Azx47dkyl\nUl16+jQhX/YA9vVnIdIcXCKRKJVKmtSznLcv9Lk4qgBWoJuFIXiEEEQa2seCSBNpDsXHQJRC/xYq\nMdj3AffHIQv5BQoF0OWBYjMMo9PpjEZjZ2cneH0SiQR1CeUjIBmk0Da0nyhrhEJhVlZWMpnE+oYj\ndUtLy549e9ra2rxer9VqhXuQ1+t96aWX0IdnGAYEaIgBmpqaHA4HmkBQvMFqC56hEolEp9OZTCaX\nywWXXpwjPB4PyCHCs8lkCoVCbrcbHZHs7GyFQoHOBL4FYjx6JGKxGKQY8NkEAgGNZElOBg52AAIP\nw9nzL41quEUikQiz4WkXDQdrJBIJBAJ4oFQwTqFdCmCmuFGfeB/wGAF1ggX6RS3df/zC4szJyRGL\nxXDtMxqNhJBYLIZmD5gULMvu37//gQceaG5ufuWVV/r6+o4ePWqxWG666aaGhobPPvvM7Xb7fL7J\nycmzZ89iDhFWAvYUulAjIyNgfqNDLJVKc3JyUIsgQzp//jwkVkKhMBKJVFZWmkwmk8k0MTGBfYHR\nZcFgcM2aNStWrMDCw/1HpkUIEQqFsN4ghBgMhsnJyeLiYkIIgvHs7Kxer1er1VqtFvUlwzAajcZu\nt2cI/p76AAAgAElEQVRkZHi9XqfTmZ+fPzExgftTWVkJ/hRC1N69e+12O/ZyLBa74447FApFRkaG\nSqUaHR296aab6urqlErl3r17s7OzOzs7FxcX5XL5L3/5y4cffpjP54+Pj2/fvr2rq2vVqlU8Hm9h\nYcFoNMY5Ezt4s7W1tRkMBnBeGhsbA4GAw+GYmpoCKMLn8/ft29fa2jo3N2c2m00mE1zq0WsIhUKL\ni4sKhUKj0WzatCmVSnk8Hux6+A+YzWaoPE0mEx46IQTZMyFkenq6t7dXLpejx5yfn8/n8/1+/4ED\nB3DinTx5cmxsTC6X19XVIev98l9f/wCGdjFIt1lZWWCg4p/43Cgs0N6QiiaTSSw+t9ttMpkMBgNa\nYkjVCSHASfx+P0bKyuVyaqVIk0SctrCNAfpPiQbgC2g0GvgwITSmUqkLFy4gKMpkMpPJlJ2djcZb\nJBLBnFnKsuPz+TU1NcBtSktLrVZrbW2tXq9HvMzKykIQgpJMqVR+61vfamlpAU9kbm7u0KFDgA4i\nkQhic1paGnJVNDMSiQQQc7jdpKenDw0NmUwmGBDAQJKyJxAbkEKCM5aZmQmgPxKJAGaB1wnLje+i\nTwTFWTKZ9Hg8sB0CABLnxrZRQTGlLOJZ8Di9NriIeAFY13xuvDLOODyXubm5YDCI54VIRoMf7qeQ\nGzQDfg0cnxHClzrWf+UuzAjNyMiw2WxA0vbs2QObqPn5eRBqVCqV0Wj89re/feTIkW3bthFCfvvb\n3zY0NGDI1quvvpqZmdnY2BgKheDzFAwGnU6nRCIJhUI+n29hYcFgMCSTybKyMmRXDodDpVIJhUIQ\nF4HdEUJ8Ph+Ugrjn8/Pz+/bt++ijj7KysmAdgIzqxRdf3LFjx0cffQQwnBDi9XoBJyJ9AQKZnp4O\n1/lYLKZQKGw2W35+PsMwmPzidDox3A7GgIWFhfn5+Uajsb+//+jRo06nE/entbUV+SucFfv7+0tK\nSk6ePIno+8knn7zzzjtqtVosFt9xxx1Qtl166aWNjY2jo6OwzS0vL7/11ltra2vhgnHy5EkoOggh\niNCRSAS8SpfLBTtHQkhBQYFEIvn73/8OF10+n5+VlQWL5NWrV69atQoMmvT09L6+vtbWVphVAnK/\n8cYbr7zySsy2xpLGbceaZxgmLy8vHo9brVaFQtHU1ORyuRhufh7ml0JJPTAw4HK5iouLUQWyLIsm\ngkgk0mg0tAn9Jb++/vPAMCwVqx8u8h6PZ2xsjM9ZDvK4yfQIABUVFXh4QqEQ4+CSySQdarUUAZNK\npaDJQeuOwxQyMkCC6KhRagZCFwi7iURCIpEAcf7www/b2toaGhq2bNnS0dFhMpnkcnlOTk52dnYi\nkRgcHPz1r3+t1Wqzs7NRZ+CTGAyG/Pz87u5uZKYVFRWUWIHvSFtHtA9HITW5XO7z+QBuRKNRvV5v\nNpvPnz8P3m00Gl1YWFixYkVXV1dtbS0YUGKx+OTJk2vXrh0YGFCr1QaDwefzIXR5vV6WZaVSqVar\nxZAO+EuJxeJQKJSTkzM7OwuZNu4DCBRISwkhQD5RmWF0NZ+bnc1yroZLtxNij0QiWVqrUVk3jxuu\nRgjBrqZcD0IIRqbhMSGaIklnGAb9cIFA8PHHH+PzQLUTi8XoefdVung8QshLL77Y3d0N0/3MzEy/\n3w/4TqVSPfjggw8//DAVmdx66615eXmzs7NopSgUip///Of33nuvXC6HJSbDMPv27du2bRuI+Cih\n3G43ZMIej0cul1MAHGsSYYk6y6BYB1kpIyPD5/MVFRX19PTcdNNNjY2NL7/8stVqzc7OBoNJwA30\nQa80mUxiVKlWq+3r6ysoKBAIBJ2dnQ0NDUqlcnh4GLU7IUSr1YKLgWKurKxsYmIiOzsbJAiBQICR\njy//7neEkB888ACkHfhZpIyQGUgkkh/96Ee7du2anp5++eWXc3Jyrr76aqVSial4g4ODnZ2d58+f\n3717t0wmM5vNZ8+e7e7ubmpqAu0wOzt7dHQ0KyvLYDCMjIzodDokwRClQFqA7C0QCFRUVMzNzfn9\nfthn6PV6l8vldDrz8vIIIUqlEiXpX/7yl1dffXXLli1paWkYHwGWB4a3eTwePp8/NTV18eLFtWvX\npqenY7JMZ2fn6tWrMYN7ampKLBZjksv4+Pjy5csHBweNRuPIyEhTU9P+/fstFsvc3NwPfvCDa665\npvviRUL+PQ/si74OHDgAvhnDMDiy+Xz+7Owszi/aaAH1Ft0ytKlQxNTV1c3MzCDYgPGxlCaANgnw\nQDASKUdRoVAEAgHUc/gk6IEJBAJ4LQKzevHFF202Gz5DQUEBJTRmZGSkp6eLxeKpqanjx4+DeYgf\nBHSJnI7WB7Cw8ng81DoEmjaQ0ICUEkJAj4T9DAqj9evX2+12asrO53z3TSZTRkYGOFfp6emjo6M8\nHg+ZO8OpsPHOVO4GzmQ8Hof9K27j/Px8fn4+SPnANIRL5qeA7UlDDpU3ULYnPhLhKPJJbnwzbWXx\nl8wPY7nx1vgpagABVJDlLh4nI4PrMVp06enpeB+73Q7+J3UDuffee7+AhfsPXrt2EUL2FhUhAuHp\nnD9/Pi8vLxwOP/3005OTk36/f2RkxOv1FhUV/fKXv9y0aRO84UdGRi6//PKWlpYf//jHGzZsUCqV\nb775ZiKR6O/vb2pq8nq9YOFTs+aRkRHQcwQCQVZWFvYL3G3o1kOxixhJCAkGg1lZWfF4fM2aNW++\n+eYdd9wB4A6TdMAkRAsNxGCgBSqVCk4f8Xj8448/vvbaaw8ePMjn86GDFggEcFTBJOicnJyJiYme\nnp76+vrZ2VngdePj42gNgCN+atMm6jkgEong2q5UKp966ql169a1tLRgbQcCgVgsdv/994OKWVVV\nVVVVpdPpurq6EonE7bffPjQ0ZDAY/vSnP0EajD2YkZExNDQkk8lSqRS20uTkpFqtjkajaIPB4BGa\nzkgkEo1GFQoFRMcqlerAgQMWi+XUqVM2m21xcfGWW27p6elhWVYsFg8PD+fm5mZmZk5NTSUSiVOn\nTmGDu1yuvLy8aDQKHwAYXUICFAgEoAsSCoXAJPPy8jo6OtCwl8lkHo/nrrvuGhoa2rhx4yuvvFJf\nX3/JqVOE/LsH9kVfRqMRlIT09HRCCI8baU9xPypXwokGlAknXTwex/QdZH+AzjBGEioWQgiSRMov\ngNQJRnNJzvIDyy4jIwPD7AkhqPai0Sgd0uP3+wcGBsrKykB2wP8I7QjDMEqlEmxjuOOgzkhximx8\n8vXr12/ZsiU9PR3nPmIkUD6c+DjQ0QiUyWSYgtbf3w8bVhgcYD8zDCOVSuFqEw6HnU6nXq8vKipi\nGAZ1IehVQNv4fD4cPdBQwX/q8/lg6o/NmZWVBY02bi9iGEX5KLGQUiJnZmYwNYoQglYfhKWU3okG\nFXpUkUgkxYmRl5p3CLkLNx+BEFEQdrHgfMPmHLcI9wd9EayfrzREAYwaDdRnn332d7/7nc1m8/v9\nd99993e+851gMNjZ2Xnq1CmWZV9++eXHHnvM5/N1dXU9+uijTqfT5/M9+uijv/jFLw4dOvS3v/3t\ntddeA+SVkZEBdwysasgQMaYgHA5brVYwHlFG479mOCcaq9UqkUhQEWLl9/X11dXVud3uvr4+MCMQ\nS4LBIPBP1O7YntDLLywsBAKBX/7ylxMTE83NzcggQSmKRCKnTp2CneDIyMjy5cs3btzIMExGRsa5\nc+fcbndRURGfzy8oKMD9AQKJunzXrl333Xff6tWrKysr77nnnv379z/++OOxWOzMmTMdHR3bt2/f\nu3cv9NSZmZk9PT2wj7JYLM8999yFCxeSyeTrr7/+i1/8ApEJAyvQYwMSaDQa161bBxyvsLAQJoRQ\nNYDUjpEuZWVlIAQ2NzfDIxtohEgkCgQCLpeLx+NpNBqn0wlhqMPhWLNmjUajyczMzMrKysvLq62t\n/eY3v/nYY49dccUVra2tOIsYhnG73Xq9ngq9/X6/XC6/+eab+Xz+wMCASCTq7+/X6/UnT56cm5uD\nN9uX//r6V2BHjhzBeoJKF1AVj/M0QvoPVAotMTgQIitnGGZ8fNzn85WVlYF0TjjHJrfbjbcCgSrF\nmRgBzs7MzASIRwiBXQVGK4FMaDAYfvvb37a0tFy4cAF4BWhvMzMzQOFyc3Pz8/NxnmI9XXHFFSBB\nzM/PQ4eIHm9FRQVcVs1m8969ey9evBiPxzHGLBqNmkwmeEsLBIKmpiZMIAQX2ePxRCKRrVu3ZmVl\n2e12DHFA1ElLS4OrQm5ubm9vL6ZZotZkOE9IGInCvwdaArg1ghiG+4kNqdForFYrOhZgMyNgL5WB\nE45VgcBDDUegYkYwpix54RJDXtRMYGEgCYWBLOpCPBfEPFoE4BkhKDLcRBvEYAQzgUAAkVycG6ry\ngx/84AtavP/AtWsXIeTTpib4CSWTyZqaGpVKxePxLr/88uPHj//qV79KpVJWq5VhGIPBMDs7e/PN\nN9fU1BgMhg8++ABJulQqRYWKONff319VVXX27NlwOKzX64FV4GzVaDQajYYQgtFxUEwSbgSBQqEA\nnAvBEyFkZmaGEMLj8aAdBKpJCLFareC4wraD9jgXFhaysrIef/zxe+65RyaT2Wy2kZERs9kMuSFo\ndVKpdHR0FB0ghUKB1vLBgwfR8kG9mJaWBlARE5k/Wb4cgIderz969GhFRYVAIHj//fefeOKJ/fv3\nf+tb38K58fnnn+v1erlc3tXVtW7dur/+9a95eXkulwuSANxAkCxaWlqAlID5OTQ0tGzZsgsXLigU\nCiSykUjE5/OlpaV1dXXhXplMJkIIPJxgHQDcIhwOg4ECK9He3l4Y5IN2iMiHxhVt1mLTLV++/NCh\nQ5s2bcJsI5Zlse9KSkrQBEG9xbKsVqu12Wxnz54FaNnV1eX3+/Pz82OxWHNzc/HevYT8uwL7oi/k\n+wAZZmdng8EgmFFwyEWUEnBjolA90OkbOFXhJgd6Fc7EYDAIvxxsM7JEfoTXsJwMFisSyIZYLJZK\npfn5+a+//jrVGOHIpsKsubk5zGPFVD1MsAW3lWEY2A2AcZRKpdra2k6cOCGRSDQazenTp3Huezye\nubk5qCMnJydxaixfvtxqtaKpLpfL3W53eXl5dna20+ns7OwEC8vpdKLy4PF4ZrMZlkIUFwWWgjYG\nRNyIZ+BHobGBGI+/B7qIUeV8Pt/r9SKnTnEaZJbzgUQcAqJLuEiGX1EioyeHJ4VsNMlZ11PRGIBE\nYML4tDDUR41LlgxmQxjDxuZznlJgk+K7u1wuFMGIXomv8kRmDPO1Wq1NTU3FxcVnz54VCoUXLlx4\n4IEHvvOd70xOTkIWkkwmCwoKRkZG9u3b973vfa+ysjIrKwuWegMDAx0dHadOnbLb7R6P5+zZszt3\n7sRB3NbWhlxwbm4OBtCAbZG4oIkIW2eENEIIand4vvCXDA0AhAt9IZqgaWlpmZmZ2KSZmZkmk+mh\nhx4Kh8OnT5++7bbbZDJZSUmJ3+/Hi1Goud1u6sCChTczM3P77bcXFRU1Njbm5uaCwMUwDKiYhBCb\nzSYWi/Py8jZv3vzpp5/m5uayLLts2bKLFy9u2bLlgw8+QMpbX19vNpuvv/76ZcuWgdkxPj5eWloK\nLR14GeFwGJt3//79er0eBChIdwoLC/V6fVdXl9fr5fF4Op0Ozl4AeBB+kBarVKpAIDA1NeV2uzG7\nKy0tLZVKDQ8PIwAXFxenp6dnZ2drNBqXy7V69Wq/3z83N+dyuW644Yann34a7lCHDh2amJiIRqN2\nu10ikeTk5MhksomJCSjMgOvm5eUFAgGn01lVVVVbW5tIJJYvX/7f//3fwD/pLfqSX1//AAZeAMuy\nwWBwZmbG6/V6PB632z07OxsOh2k7BEsfIQfVGPxqERVsNtuBAwfMZnMsFgMzG1sXPwvKkEQiSU9P\nhzcgKgzQ7fh8Pqo6qVQqk8kefPBBcPwo0oUjEiEQHtKwE9VqtfPz8zabDUbaiUTC7XbjDbVa7cDA\nAMxPIbjBPBQRN0IMZEgUHJs2bcKuQFcc1hsikaigoADa0ng8jplPlKmMtjYS5BTnIg9UDSknZNSz\ns7P4PIB9gOND7o1+Ne4MLI9DoRD+IwSYpZx4Zol1Ie4Dy82wRuCJRqNwk0OQo0kDIQT5B9JtQkh6\nejqSU9oYg5QVZG7C+aNThgvLKbVRmQkEgqGhIWrn8QWt2X/axefzrVar0+kcGhp65ZVXGhoa3G63\nWCweHBz82c9+dvHiRRiZf/bZZ52dncjhPvvss8cee2z9+vWnT5+Wy+Vqtbq2tra6utpkMpWXl4OA\nt337dhRAYAyxLBuNRiGCBusdZRY46MDM8cd4PA7iIqbKIenBKD50YsLhMBIyUBJisZjBYPjLX/7y\nyCOPRCKRBx98kGGYn/zkJxqNBoIzEGgdDkcikcBwSwwHHx4eNplMTqfz/PnznZ2dDocjJycnJyen\nqKjok08++c1vfoOPpNVqu7u7XS5XdXX1xMTExx9/DKQEEpTHH3/88OHDPp/PbDZ//vnnP/zhD6HT\nf+SRRywWy86dO7/3ve8NDQ1hjYnFYr1eL5VK77333h/+8Ie7d++G73B/f38ikZifn6+rq0OmhQ5f\nMpl0uVwoIsF7QgYJlvzy5csVCoVcLhcKhVCay+XygoICn89ntVqhSaiqqpqbm8Neu/POO3fu3Hno\n0KHx8fF33nlnx44dtbW1BQUFXq/X5XIhjcCewgaRSqVjY2O5ublorMCpeX5+fmRk5MYbb7z++uut\nVusXs2T/l9fXH0I8duzY1NQULFJmZmZgqQlgjfIyUEgtLCzMzc3hmNNqtejZYGmiDP/0008JIUCo\nab6P3+NMBMZoNBqhDsYGSyQSLS0tZ8+ePXv27GeffUa9JAg36h5vJZPJ9Hr9ihUrqqurs7OzCSFD\nQ0OBQADFUywWm52dpSY0APdE3IQXi8UCQ14gotnZ2ShT8vLyVq9effjw4YaGhqysrLKyMmwVj8dT\nVVXV0tKCqefA4v1+v0AgKCkpMRgMLpcLQ4YwSD7FDSyG3xpCETBPdFmoA280GlWpVKFQCMVWnBsH\nReVf4GQCooTcCkkA7YrxubmUhJtKAwkEj5s2CYyREIJPjjiERgsCLd4QT5a2wcB8Q6UFxj9VkiFM\nggMWDAbPnTu3NIiyLPvQQw99IUv3H7p27SKEnLv8chCRbDbbli1b8Fibmpp8Pt+BAwcMBgOsOzdv\n3gyeXiQS6e3tvemmm1C/gnPk8XggyIWJjFgsPn/+vEwmwwjT/v5+GPmD1Q3NIgpcUDDQBiOEoFgH\nH6+6unpxcVGpVELpjFfCtwnGnjwe76OPPvr444+fe+45gUDQ3Ny8ffv2q666Co94cXERNvlYk9nZ\n2VdeeeXbb789MTFRUlKCAQvIlmZmZsRisdPpDAaDsVgMEPfLL7+c9txzhJDYD394xx13PProo9dd\ndx0CRjKZzMjIWL169bJly44dO7Zjxw6TyfTEE0+sX7++v79/bm7usssuO3r06H/+53+Gw2Gv11td\nXQ3S+eDgoFKpXLVq1Ztvvvmb3/zmhRdeaG5uttvtdrtdo9FgncOCICMjY2pqCqU/8uOMjAydTodE\nEAIbuMGBMcuyLDQzmHmWlZUF28ns7Gw+n//UU0/dfffdkO4RQubn5/F5Ojs7t2/ffurUKYvFMjk5\nefvtty8sLPT29iJqsiyLONrR0QHDlIaGBofD0d/f7/V6H3/88WuuuabgrbcI+bJDiF//APbmm2+6\nXC4QfAHxUUtD9LeFQiEVM8JcAExToGFYeTTshUKh0dHR6enptLQ0jFORSCQ4XhGu5HJ5JBL52c9+\ndv78+TNnzrS3tw8ODtITn/bbKOcb2iaGYerq6jZt2mQ0GmEtA0wP8wMBvDDcUJhUKlVaWoqR54lE\nAr0omUxmtVoRRNVqNQYa5ebmtra24hBZvXp1MBgcGhqSSqUlJSV0QiA86dFwSiQSRUVFiGqRSKSk\npKSnp0coFMJHgIq3+Hw+bgj6bfBwQ8hELKFfE90LJJ6Li4tAe3Ar0HHEpsWTQlWE5JQsmcKMlhV9\noOj/45PQHwTCSe8Ps2R8KKU4orsuEAjAFklyowCowCCVSjmdTofDQTj3RcSwr24Au2FoqLa2dv36\n9VhymEhps9mi0SicnIqKinDDMWgKALVer7darVu2bIHvFPqyuBWYSlxcXDw6Osrn8/v6+srLy1EB\nIw8jhLAsS8m9GJrMsuzU1JSQs/GVyWQAloEogO0JU/nS0tJ3333XbDb/6U9/stlsjz322Pvvvw/H\nlp07d7a1tS0sLMB06ic/+UlDQ0MgEPj0009HR0dRpni93tnZWZg2CYVCm80WDAYhligsLAQvNxQK\nVVZWql58kRDy2erVGzdufOqpp/Lz8+vq6qRS6ccff7xy5cq77rprfHz8lltueeKJJ7Zu3bps2bKe\nnp4tW7b09fW9+uqr5eXlhBA+nw+FlsViAeLncrlCoVAgEDh06BCa08FgEH01RG7sdHQuELdmZ2fV\najU+IfAMOFGhl4GRabFYzO12m81mmUy2b9++W2+9dXh4uKam5plnnjl9+vSTTz559uxZhmGuuuoq\ngK6QjV5++eWffPJJfn4+7P8/+OADvV4PUAfaZ4xTt1gskKWHw+Hp6enq6uqRkZFDhw69/vrr/57I\n/KW43nvvPcw/xQYDdwhUPchmITHBJsGZJRQKpVJpUVERsjYQDtERQWMZqdzExMTU1BTsqRDAgGbs\n2bMHpRudjJ7k/PcAlwGmJ4TweDylUllXV7d161aM/cYOB6VKyI2/i0ajGPGAUkYoFKrVarlcPjIy\nggKxoKAgJycHc2nh04rCZXR0FArfzMzMjo4OWNsVFRW1tLRUVFSEQqHBwcHVq1fDSL60tBTBOMUN\nS8M0W5PJhGENPB4PRQzDMABaqWMWIQQJI7rEIERQK0WcXDjXIPGm/0ob9YhSlHCB+IEYk1riW4jn\nCDATvwr/r+liLDf6WcAZXaJDluT87JH54u9pyw1UUuQNS/93lmUffvjhL279/r9eu3YRQgL33ltZ\nWYmOzsDAgM1mW7FiRU5OzuDgIPR8Wq02Pz//4sWLfX19DMPo9XpCiNfrraioGBoacrlcSFDMZrPb\n7Z6eni4qKgqFQuFwGF63WVlZhBCAVBgAhvHBeJSEECj9L168mEqlQqFQeXm5RCKBCTXI5Xjl3Nxc\neXl5VlZWT09PW1vb7bff/sorr+zcuROjyCKRCJKqnJwceCz19vYCity3b9/atWtBkRCJRPh44+Pj\n+BY8Hg+2Fxgb5HA4nE7nq6+++txzz13a2koI2S0QXHrppZdffvnPf/5zHo9nMpnOnDlTVVV16623\nWiyWDz/8cMuWLe+99148Hi8tLcV9UKvVAwMDtbW14+Pjzc3NaJiVlZVdvHgRpoVms7myshJs+Egk\nMjo6ilYZtg+6UOhhI4ED4Z7H46FqpIaoAm7SEMuyaWlp6KXpdLoLFy5IJJKCggI4UsZisby8vFAo\nND09bbfbtVrthg0b9Hr9rl27xGIxpNmwsEJxtri4WFhYODc3J5FInE4nGFjZ2dnwUdNqtQ6HA1NX\nNpw4QciXPYAJvugP8P/9QgmFcgqdG0AWfD5/ZmYGhhpIElEPodUEzYRCoQD4QAhhWRbQE9YWkiYk\nR+gxoOjBO6DUgws1sBGKmFF4imEYs9l82WWXEUJABUaZCEFSOBzGWEuxWIwPCWNGnKp2u10oFN51\n113JZHJ6evrEiRPhcBiqSSjtAYQyDIP562iq/fGPf7zxxhv9fj/+aWJiAnUMyjjcDcqJgDs7zOUQ\newBRgiFGCEEwA00A7QrccNBVEMMIp9/CrxSVIoRgzgXUPwhRCCoIkJDIJLl51sgAQMbBtiecywZ0\nDqgOGW5+CmUzYgHglMTHZjgrI4lEgu6FgDOR4vP5o6OjQm78GC3g/vWL9p91wbSwsbHxzJkzfr8f\nCl+sqNLS0tHR0XA4rFarXS7Xrbfe+sknn6Snp1ssFoVC4XK5IASEc1hXV1dFRYVIJALrAZxvm81W\nUFBQWFgoFArRZAW3E/lTbW3t1NSU0+n0+/18bh73wMAATNZpFigWi+HgjuQvGo3++te/FgqF999/\nf319fTKZPH78+DvvvIOvY7fbd+7cOTw8TAipq6sLBAK7d+8mhCC3Q5WpUqny8/OzsrJwuBNCEolE\nIBAA+KnVau+77z5qD7ZhwwaGYY4ePQpixcjIyAsvvDA7O+v3+7u6usrLy+fm5kpKSnw+35///Ocn\nn3wyGAwODw8/99xzDMOMjY29+OKLjz32mEqlOn36tMFgQOg6cuQIfI1ZljUajfPz81hL8XgcOrBI\nJAJPOK/Xi8mCqVQKPW8qMxUIBKFQCHCCTqeDnWNHR4dWq/3oo4+qqqpqampgjW+xWKanpzGh7dSp\nU9u2bcP9b25uFolEFoslFAqZTCaARhgti0QTg5uhNAeD1GQyLV++HNMYvirL/usfwECFwnFMc3xA\nSbBow+PESUoLgsXFxfn5+Xg8PjMzw7Is7DOQ2iOLR5TicbJZHJ04SQkhDMNIJJKsrCysTkCUUEQt\nLRTm5+fPnz9fWlq6dOIzSHfwqfN6vWjXUaQLUZZl2Xg8fuzYsbVr1/b29kJ243A4UqlUXl4ePjkV\nt6FUAmiA5QvpPijj7e3tFouFfkFaCRFCxsbGUFziW+OLwHMETA3gHpAHMJzHLhJqZAwoTOG2Bz0K\nPjmCBM4d2g+jYQYwI01RacgHxwT3mYY0vCF+FqQVATfqmn4jhpspCiQWxRxCF1IZvGZ2dhYmW/gj\nAjD7VdaBZWZmDg8P22y2yy67LJlMFhcXDw0N2e32q6++2uVyCQQC6O3Wrl375JNP/vznP3/xxRdh\nxqFQKEBXS6VSRUVFiUTCZrM1NzdDxZGZmYkpwAiKhBCDwQDjEj6fbzaboeG1Wq0qlWp4eLixsX9f\nLiMAACAASURBVLGlpUWtVhcUFICUCFsWrMaioiKfz5efn+9yuYLB4MaNGy+55JJjx44RQr773e/u\n3r177969XV1dw8PDr7/+OgKVx+NZvnw5SMXwwVlYWIBv9dzcnNfrxY6bmZmBHQGEJZs3b25paUml\nUhjzSAg5cOAAn8+vra2tqKiYn583GAwoRpubm2tra/v7+ysqKjIzM2Uy2Y4dO44dO8YwzM033/z7\n3/++sLDw0ksvffTRRzs7O2dmZkpLSxmGwSQzlUp15MiR5cuXT01NgccxOjqKoQ0Gg8Fms6H/6vP5\niouLu7q6dDrd7Oxsfn7+8PAw0jh03wHdQ9kikUjsdntlZaVUKj106FBpaen1118vk8kikcixY8eU\nSmV+fv6GDRvA5Dx//rxYLNZoNGlpaVNTU1lZWePj42g3ogMNpTMyv0AgYDAY0MP+wQ9+8PTTT4tE\nIhwXX9yy/V9cX38WIjT8NAFHvEG2jh4S0Dw41rCcOxEhZHFx0ePxwIEXhGzq0UdRQepDAaUtemAQ\nFcHH3Wg0gpsE3xfUHzhDCSEzMzOdnZ2HDx9GlEV3Bz1zuH2j9AG0CEoSUBfKDJydnaWjNcFWxzkC\nZIBuA2iZcfTDydTpdMpkMo1Gk5WVNTExgYQLHA2KIhKun0H/CLgVhztVfENzTb8Xfo/RzLT8QhAS\niUTQA6HkogxAWngBuqTRCEEIzwuEe0ihEZ/wfCnFA8RLSiAE+RC1NQUS6a+UbQ8eHRLSM2fOUOth\nwjHv+UvEal+5C7W7Tqf7wx/+gNUbi8UwmBRuarFYzG639/X1XXXVVU899dS1116LuNXZ2Ym2FhTK\ner2+sbERLFDUx/F4HENMoIvHJGJwDqenp8fHx+G1mJmZuWrVKrfbvXnzZq1WixfodDqPxxOLxTC+\nJxgMplKp7u7uK6644umnn2ZZ9rPPPmNZdtu2bXv27PnOd76ze/fu3/3ud+np6XV1dRUVFbm5uevW\nrUPKBe4ohgvDvlYqlW7evPnKK69EaYgd53Q6o9FoYWEh7HEpMfLAgQOpVCoWi5WXl3/66aeFhYVH\njhy58847T506VVlZOTs7a7PZVq5cOT09/e67727durWrq0uj0SxbtqygoODtt98mhIDSfPToUY/H\n43K5PB6PVqs1mUzt7e2hUMjr9fb19eGcEQgESBoQeNRqdV9fn9lslkgkubm5drs9Nzc3EolkZGRo\nNBpAONjasAeSSCSzs7OnTp1qaWl58sknDx8+3NzcfMcdd7hcrk2bNtlstj/84Q8WiyU3N1ej0eA+\nA78FWkh9wAkhLMs6nU7gmaOjo+fPn2dZNisry+VyoSlAOIrvl//6+vfAXnvtNeg/cKhJJJLMzMyM\njAyAHsh3xGKx0WgsKysrKSmx2WwgaKSnp9vt9kAggAl7ICPQbjYOXxDHQRnCm8M5BrY3lZWVcrkc\neS48rVlOpUtRRPjG1tbWEkJg/huPxylfHPUBrD3QrsMFOC4tLQ15ltVqxT4E147GEhxYpaWl+KaL\ni4sXLlyYmJjwer3AG0HHj8ViOAtgrgHCBcgsLOeohFoKEGJaWprL5UJzDkk3ihUAoShusHkQC4Xc\nYHiKkNCnw+Px4ItI2Ry8JT7xDHcRQtDHQscLwRihBVXXUkFYkvNMoVppiocgwwVAiueOdwsGg2+/\n/TYMUgnH4MD/yzDMAw888K9csf+ca9cuQsjFq6+uqam5cOGCwWDAAnY4HFKp9LLLLgMGWFNTMzg4\nKJfLMQLR6XR+//vfP378eFFREeawYPo2PH/RD66urobMWSaTSaVSoVAIA0MokXFjw+Gwz+cD+wls\nVRiui8Xinp4etEvhnzI7O+t0Oru6uurr6/V6/c9+9rOrr776zTffnJ6e3rFjxzXXXHPFFVdkZGQo\nlcqZmZmxsTHInhKJBPgIRqMxPT0dXrQ6nW7lypXxeBwjikCGzM/PLyoq+vGPfxyPx8fHx3Nzc1Uq\nVVpaWs0HHxBCvjMxUVJSsmLFis8//7ysrIzH4+Xm5nZ1dWm12p6envvuu298fHx6erq8vDwajXZ3\ndxNCEomEyWRqa2uDzqy3t7eoqOjChQtXXHEFmlJ6vX52dlapVCaTSZPJBJZWJBKBaRPtSQNx4XGz\nmaRSKVQ9tbW1drsd+lGG01kuLi5idvMdd9zh8/kaGhruuuuunJwceHDPzc1pNBqTyQQ/fpxLPp8P\nYzEIIei6jYyMwL8U2AlMc2CswzCMSqU6duwYyC/4ddXRo4T8uwf2JbiQRy/14GC4GSVUyyyXyw0G\nAxjwg4ODdOYW0nC4u9JMHyJNWtakuPm/tBrDixPctBQe556OUxgpP8IMIUSlUuXk5NjtdsBxVI2P\nPg1mblECPd4TwXJ2dra3t3fz5s2Li4vd3d3Y56DhIq6gGAKJmbJIEJZ4PN7k5CSdD0vpgqAzEEJA\nrhWJRPgf6aEDLysMFuJz1u/4skDkwPeFLg3fFL/BixEh+Jy9IcvZ9fJ4PNRkCGbsEsNDigESriJE\n347lRgcwnG4aP0s/Fe2B00KKvifNQgAmX7x4keW8Gekz/UrXXrgSicTo6KhYLIYoEHIiQshHH31U\nUlJisVgg43W73Xa7XSwWj4yM/OUvf1EoFFdddRUU7njoi4uLJ06cMJvN4XAYjkRQI/B4PJ/PF4lE\nNBqNz+fDzoJfLeS9IN2hCxsOhycmJvLz84PBoN/vhyMMiqQNGzasWbOmtbW1pKTklVdeufTSS51O\n586dO6emprxe7y233JKbm5udnR2LxQoKCtLS0gKBAKoTwPvYqqdOnero6BCLxSaT6cMPP8zNzS0o\nKNBqtZdccsmjjz6KeAmWLFTVhJBwOIy5LVNTU9XV1e+99961114rEAhgUXb27NnOzs4bbrjh888/\nj8fj27Zt8/l8o6Oj2JubNm2i6M4tt9wCs9BNmza1trYC6sDewbQzeEYLhUKtVovtybIs5k643W4s\nPPhidHV1gSiPH8Q9RI57ww03vPHGG6FQ6PXXX+/v7//444/1en0ikZicnBwcHJRKpRqNBqYn8OeF\nwZvNZisuLkZTw2QyIQtPpVJms7mjo0MqlXq93ssuu+zcuXPxeBz9UXCzv7hl+7+4vv4BDBOe6JkF\nxSuQLnRleNy4YbAkqqqq0FkhhMC1SCwWgzQFCi89ZPl8PqA/QGoIY9iu6EJBFoPjHn0gyoKjIqT0\n9PT6+npCCFpcarXaarUiRgKbBvEkwbmt47jn8/lACAUCQX9/f2NjI8os8GjRo2Y5/3UB54fLLpmF\nhunyNFQgJEA6AyIJcjfcgRSnA0PXEI0ldA0p8wLsTR6n6GI4sTNlYAo4/9+lFAnCufXT3ILlBmcT\nDseAmxQt3Wgko/05+lNLvaN4PB6OCf4SxwcaxpA64OHG43HIZqkaGq9Pcde/cLX+k6+qqqre3l6c\n2qtXr+7p6RkfH+fz+eDBz83N2e32ZcuWgaqnUqkEAgFceo8ePTo0NFReXj4/P19ZWQkxL9iGhBDY\n9UYiEagAk8nk+Pg4spZUKgVwLyMjo66u7tNPP0W9ixQHCLZEItHr9YgoQqEQ7ZkPPvggHo/X1dVZ\nrdYzZ86IRKL6+nqj0ej3+x944IGpqan29vY//OEPPp+PEIIRJ2azubGxET0qgHJisVgmk6GFw+Px\n5HJ5R0fHyZMnkT9lZGSAG0UnnlRXV+/du/fKK6+88847sT537NixsLBw/PjxVCqFUqy7u3vlypUD\nAwP79+8vLy+PxWIdHR0ajWZkZGRiYgLIm9Fo1Gq1o6OjJ06cUCqV/f39RUVFuEUQ5CSTSYx0mJ2d\nxeCYWCwGGTKkXeCOYWgRJAfQOKOZjVD91FNP1dfXq9XqP//5z6dOnRKJRNPT04cOHWJZ9s4778S0\na8xqh+VxOBx2OBxwAZ2YmAAi4vF41q9ff/Hixbm5ucLCwvT0dJ1OBzUYTg8wtKkX6Jf8+vpDiB9+\n+CFSKsQqAEfxeBwGcaij0ViSSCSAF3g83tzcHHWjAKaMIx4sRJFIJJfL6dgFeFLAlQfhEK1jmUwG\nxBIRFH0CWoKAx1hUVLRt2zbQlqgxlUwmYzirRvSNCCFoeqHFilKP6i67urowsgT+tvio+HZms1ko\nFMJ6Dj/F41yvMHAB+CEiWSgUorb6uHuIfxBUonSDvVBPT49er6cZAF6PGIAbCEIaQiz+UxpIKI+D\n1qBofdFijuGsOqjYc6kVSOp/jmNG8oG/5HF0fBpQEbGAMeLeotmJF4tEor6+vlOnTsH+H1CtmLvw\ngfl8/n333fcvX7b/8LVrFyHkjzk5xcXF4+PjiUSisrKyra0N0JZOp7NYLMPDwzg6MXTD6/U6HA5Q\nPWdnZ41Go1gshqsZYCWtVqvT6Y4fP67T6UQi0dTUFE5hsVi8uLjo9/vVajXoSEjz7Xa7TCarrKys\nra2FQZfH4wGcLpfLscw2btwIJ/uZmZmKiorR0VGtVvvGG2/Y7fb+/v5169Yh1mJ45tq1a9esWdPQ\n0NDU1JSbm7t8+fL09HT40sLmhmEY8HWDweD3v//9s2fPAupHo5QQAsxTIpGAI/59v//666+fmJjg\n8/lvvfXW1q1bX3vttdbWVp1OJ5fLWZb1+XxQrdnt9qqqKux9WIPG4/EVK1bAQSoSiYyPj2OG35Ej\nR0KhUFZWFo/HCwQCNBXGlBm9Xo9BncgqwNUSCATf/va3JyYmQqEQPQd4PB7UOzMzM3q93u/3GwwG\njUZz4MCBG2644eWXX77uuus6Ozvhiz8zM4PGM0SZkNklEglMTiGEwAYzGAwWFBS0tbU1NTXdc889\nn3/++bFjxyjyTwjB2Yj9uOXMGUK+7BDi15/EgcqG5SRHODGx7FAy83g8lMyLi4vBYHB6etrhcIRC\nodnZWToMAkCHSqVSKBR0OirMjQDr4UBMcg5JhBtzxbKsQqGgJoqZmZkgiNPTFhwk6ljBMIxGo5FK\npYACBAIBPD1RhaAKBL0e6aRGo5mZmWGWaJwpjImgSLF1wgl+kfaiAkOZQkVahBCApbTgg58IAgkF\nQkHQcLlc+CkEP8JFJj5nmIuvQ/mEKc4FEV+HcBUhIhD9eDRegqaI2ENZKvh2KU5Rx+cu6gRGuPqJ\nNhrxyen78Lh50DhQent78WFw0ZIL8Q/dgn/xiv0nXqOjo6dPn06lUlVVVT/60Y+USmVlZWVDQwPI\nhOXl5UNDQ729vd3d3evXrwfpHO7vLMuOjo6OjY2ZzWY0VECgjUaj11xzDRwuKisrtVotCAIo4ECa\nBbOXMqF6enqGhobWrVun1+vh1IfUEP6/HR0dkKXD1yM/P5/H491+++3XX3/9H//4x3vvvRd6QWSB\nXq8XABeQf7haJJNJeOnOzMx4PJ5kMhmNRuvr69E0wuAkhmFkMhmmZ6E6xP25+eabe3p6+Hx+X1/f\ntddeC+fi+fn5sbGxnJyc06dP19XVYaBgdna2SCRqbW21WCyVlZWEEKPReO7cuYKCArVaXVNTc9VV\nV01PTwMLReCfn583m80wMgWVH2YlaIkBewTsr1Kpvvvd76pUKpSq/f39QqEQWoWMjIysrCx4/rrd\nbofDUV1dvbCw8M1vfvPs2bNQbonF4u7ubkxiSqVS4MHr9XpgjwD/0X03GAzt7e0FBQWffvrp0NDQ\n7t27AZngKAMAA9oIaKJf/uvrH8AQbxLc2HucelR1q1arzWazRqOpqKiABScKKYrXES7xx5EnlUpR\nktMcH4csDjsc5QznUIWfwlhkEHn5fD5ssykRkX48dMvw8eCpyHAzAPEy1PWpVEqlUuFllLicSqVQ\nq+HQx4+wLIuPiknKlNeHf8WBjlID74NAgqOBCmtw32Aijq4hPDhYjq6JygaxDScRYgCCDR4BXkw4\nTRi+LI30vCUjKGk7DWMD8XtUnAAt6bjLFEfZX9rxorAkCmUaOCkCSSs2sEanpqYAM7IcrXTpr0ub\nZ1/Ra9OmTTMzM+vWrdu4ceOvfvWrAwcOvPTSS4ODgwqFApF73bp13/rWtywWS39/f2FhYWVlpVqt\nhkQvLy9PKpVOT0+DXyeVStHlwsGqVqvHxsbgrqLValFAA07HmCHA6Ui/RkdHHQ5HVVWVTCbT6XTt\n7e2UEonNODc319fX19vb6/F4otGoy+Xq6+uz2WxvvfXW8PCw2Wx+4403jh07Vl1dDewRjlMFBQV+\nvx9zFVCigfXAsuy1116Lj0ebuFj8UCjSZ7pu3TqNRjM/P19cXPz3v/89Ho/fdttty5YtGxsbe/TR\nR+vq6kKh0CuvvHL77bdfuHBhfHw8HA4fOXJkenoa5m15eXmgeMRisQsXLjQ1NX3++eeTk5Pbt293\nuVxCoXBsbAy3Dni7QqEQiURAUPH1CSFCoRBOiTfffDPq1K1bt3Z2dkIuhtWoVCrFYnFxcbFKpcIW\ng6gL43a7u7svu+wy+OxgbavVatgayGQygAoAWnw+3+rVq1Uq1d69ew8ePAjHuwRnro3CC8fRVyVv\n+/pDiH/961+p2bNUKsUe83g8JpOppqamqakpLy8PsyGQfQBRSU9PB+JHjR6APKjVap1OZzQa8atW\nq5VKpTgNCXf+okWMRZORkSGTyfLy8sA+R84IExdUY6WlpQhOgN1o5QH1NBTNOK+BlqCG8Hq94XC4\nsLAQW5Sa01DwDc2z7OxsgUDgdrtR2VCmA70bqLf4S2TI2ACEEOSq+FRgOgDZ6O/vRwVGjfZpOKdC\nE5AjKFxJaxraTuPz+agveZyQjnAehnxOiQxaPMONkkK8hM0HRYSQWtJSDN0+NCNZbmoa3lkmk4G/\ngNQkHA6fPXu2q6sL/mGIyhhvBtIpPic+/86dO7+IlfuPXbt2EULObtnS2Ng4MzODualr1qzJz8/H\nnAEkW/C6JIQwDLNq1arm5ub6+vra2lqhUOh2u//2t7/ZbDYsWshdJycnYSgKCRdWI0STwNzQswGo\nwHDDdwghIyMjY2NjjzzySEdHR2lpaTwef+aZZxwOR11dnc/nO336dEVFBeakuN1ueAsAnCwtLXW5\nXI2NjdFodM2aNQKBwOPxQPaLBQYvYOQlkCc+//zzL730Eqh9lJSLA3pkZATv/43z5wkhvzMYnnnm\nmWQyabVaMQ2ru7u7v79/w4YNlZWVLMuq1WqsjZmZGR6Pt3btWkDN4EZBAz46OhoMBrFiYdfkcrlq\na2vh2JSVleX1etVqNSz5I5EIy7LA+hhuPAIEjocPHx4aGvrFL37x0Ucf6XQ6mUwWjUbBPrvrrrva\n2trMZvPFixfhNsfn8/HZJicnLRZLLBb7xje+AYqpUqm0Wq2Y1RIMBo1GY1pams/ng4mUWq2+5557\ndu/ejfErqVQK4pmFhYXs7Gyk77j/m0+fJuTLDiF+/UkckDTi9zgc0SCFPCuVSrnd7sXFRYPBgKcI\nPApgNFliXi7gnF1ofwh/CWAQoAGKhjg3+ziZTAKrYRhGrVZ7PB68LW0UpVIpnU6HhhAKI5C4UHPA\nGzeZTMpkMnoQMJwVE3XlQBeKcKZKIMiGQiFwkOAnEggECCEwpcY74E1oWYbAk+KokjiYUKWBckJv\n4OzsLG5CLBYbGxtDBYkDEccEOCBLuXwsx0qn1D588mg0CnYWUJ25uTn8EYGKEIIojnGFgv9p4Mtw\n88Bo6KVeIbT8RWxDJwBfB0+TZdn+/n63283j8VA6UOiVFnaoDpOcKPAreonF4mXLlu3bt6+2tvah\nhx569tlnTSYT5kLJ5XK73e7z+U6cOFFYWKjVag8fPozbCyqaQqG4/PLL4dTn8XhS3GhWrEyFQpGd\nnQ23pKWIN05nPufkkpaWRo1DvV7vnj17nn/++fvvv18gEDz88MMMw3R3d8N946233oLssrS01GQy\nSaXSmZmZYDA4MjKSl5cHI0HoAQoKCjQaDUIsMhWMrANQ/+yzz7700kvI2FCNAWzHYy0vL0cIwf1B\nknrVVVc98MADBQUFExMTi4uLVVVVk5OTSqWypKTk+PHjsKKvr69H0gNzbUKIVPp/2Hvz8CjLs238\nfmYmk2X2fSaTyU4IJIQkhLAJAioirry4ILS4oRZBX9cqFbXQVsUFbevSxRZBRW2puKACIpAQIGHN\nvq8zmcye2TJJZnvm98d5PPcx7fv7o9/3+qlw9PmDA0Jme+a+7+u6zuu8zlNiNpuDwWBWVlZ/f/+0\nadPC4bDH44FifUdHh8Ph0Ov1kMmw2WxKpRKJI1JblUoFawvYfRFCRCJReXn5L37xC71ejxAik8kO\nHDgwb948vV6fkZGxYsWKOXPmHD9+PDc3F6ktRgjQADt+/Pitt9767rvvyuVyk8nkdDpnz57d3d0N\ntjDacmlpaZs2bXrnnXfsdjvCJ8pf7HG73Y7mPUDOH3Lh/tvXpR/AUHMQTkMIM0ksJzzT29vrcDgS\niQQgY6TeYHDQsSfaZcH3jZwIOpssy1J9WyieEUKwQ3DOulwurVYbCoUwSYPKA1qLOKkxrogij8eJ\n/BJChEKhz+ebmJjAOAsNn+iBgQCCAoXCbujnoacFMB06ckql0u/349PRThLhnI5p8URRPlx4LJvE\ncSeEuFwuChiC9AGdctxb/j9T1VnO0AuvQks6HCWo5+iNwkUFRBIc1ROUXwiaIDIh0vM5br2QE5DF\nRwApDjgqBSeRhqNjxzCM2+1Gs4TWWLRGxO8jL8ELXdQsRJfL9fXXXysUiuzs7C1btlxxxRUMw1y4\ncKGjo4PP52dnZxcUFBiNxkgkMjY2NmXKlHPnzk2dOpXPSUeOjY35/X6pVJqZmQkFMqVSCbQcVDe3\n2w1THnxfAAZVKhVqej6fj4eDkatQKILB4OOPP/7ss89u3rzZ7Xbr9fr169cPDg7u3LlzZGQkNTUV\n48OABKH6JhQKm5ubZTIZXCJdLhcMU7Kzs/V6PSFEp9OB2bRkyZLKysrXX38dq4jH4/X396N7jcUm\nk8lMJhOeHPdHIBC8/PLLixcvbmtrq62tLSgoUKvVc+fO7erqGhsb++qrr5YvXz40NLRmzZoTJ06o\n1Wo0/MbHx/Py8iYnJ6HA5Pf7MTRts9mQVGVmZvb39+fn52MoLRAIqFQqKDwxHN0Jjd6cnBx4p4Hl\ngcHwX/7yl01NTV1dXWfOnKmsrHzppZcOHz78hz/8wWq19vX1LViwwGq1Yk4ZtxfD2nw+f/fu3Zdf\nfnlnZ6fH40lNTYVqotPprKysjEQiLpdrx44dPB5vZGSEZpYJTiIHzBcYhwJB+eGW7f/BdelDiHCP\nJIQIBAIQhd1uNyQGrFarxWLB4QtYye/3wyeMstpEIhFAQmTrOC4RgYDFCTljX4D+PB6PIssQIbXZ\nbHa7vbOzs62tLRAIQHUNCmngHAN5Q4sLdumIEyKRCObfYrEYYZiKgxgMBnTCEU2xAdANwj/Rcge5\nCKJqtFdEz2WQyGmApyRydJsoqolVDl3HkydPgoKM4oZhGMyoDg0NIY/D7RIk6cTjdhFCaOyhqCCC\nB48T1cVNRscCF4UBKcmFPpzGSMIFXZyY8XgcLT3EfrlcrlQqUWebzebOzs7Ozk7I/BOOWE/pkeR/\njDATQqLR6MU7yHx86VKIRdntdq1WC7VDs9mMkgtRRywW5+XlYdyYz+djeAMtnEQigS0zNDTEMExP\nT49IJDKZTCMjIxaLJS8vT6lUOp1OhULBcAakuO3A04BNAf5FOojv99tvv01JSZkzZ87SpUshxRSP\nx++66y6lUgnPoPLy8oqKikOHDmGYDKLYQAtBH5dIJEie7r333rS0tOLi4lgsdttttyGi9Pf3O51O\nJG0YynS5XMFg0GaznT17trm5eXh4+Jb2dkLI2WuvFQqFa9asWbRoUV1d3bx58959990pU6Z0dHTU\n1dVdc801HR0dU6ZMMZvN8EDBPLher8d7tlqt0PMEJcpgMHR3d2u1WsRUrM9EIqHVajE2CrwdqvNo\nw+NIwXJVKBSAcxYsWNDV1WWxWMbHx1977bWtW7e++OKL7777rkajWbt27d69e/Gi2dnZEDEJh8NI\nDjBgh2cWiURisbikpKSvr8/lcpWXly9fvvzTTz+FUgHDjazgBKDAA6wkACZdFGK+l34Ae+edd7BR\n4Uvk9Xq9Xi/kB+FIQghBBwtjm+g58TjNeB7nEokzFHsJhHLgEgDNCCEA7ijoRFEpxCSbzQZFbaSo\nYGqFw2HQf9GGIYT4/X6DwVBZWYnJJKBwDDfSBAVuqVRKq7REIhHmHIf5fD4IzeAlI6SlpKQgXhJC\n8DzJ2CCPEzDEp0MXimVZhEzaM0PSnZKS0tPTAzSS1kx0l05OTvr9/lgsBjd3JsntkxIi6Dgzw9Fk\naBijNSjDCU3hgXgb6NXh87IsSyHNOKfBge4LGGi4IZjqk8vlLMseP37cZrMh1aV6YPRToMiOcubL\nLDf0RgvNizeAHVm0KBwOj46OarXa7OxsjC1PmzatsLBwfHwcDNhIJNLV1YWpBrVaDYMF3FJCCE7b\n1tZWhUKxYMEC0HfhviYSiQA6UbM6JBCQLILRIlislK3A4/GQ35w8efIPf/hDWVlZIpEYHBxcvXr1\n6tWrp02b1tDQoNVqH3zwQa/XW1ZWlp+fHw6HbTYbxKskEolOp3vzzTdnzpzp8/meeOKJZ555BpsU\niPorr7zy9ddfz5gxA9sKCRzeIUhPQDsNBsOVdXWEkMYbb/T5fEeOHFGpVPPmzcNnbGxsvOqqq8rL\nyxFsBgYGMJKFMSmRSNTS0pJIJIqKigBKRyKRrKysb775RiKR5Obmut1uq9UaCATa29vh4anT6SB2\nNT4+7vf7ZTIZyIFCoRD9cnTUQqFQSUnJmTNnIGdaXV29b9++1tbWuXPnvvrqqx9++GEsFrPZbNAj\n/vjjjzGQAFYLsB+pVKpSqbZs2bJs2bKJiYnNmzdXV1evXLkSWt5Wq3Xjxo2XX375woULqWAb9JRx\nGmBeBcEvFov9J4D9KK633noL57hYLEYqKhQKYUpps9kQNtD+xSmJPJHHud1HIhGaOeJgwsF5gAAA\nIABJREFUxVbHCmA4JaREIgEdjTh3JTjlX1ROICuyLEu9IegrgqksSLLWxAlCuAoGhz7kSmUymVwu\nx+IDxE8IwTukAwPQEUAiDOEMcJBwyrPchayWcGpMaIkRLhYynCQHwEmgH5FIBEZQzD9LpfE4FUTw\nIDBoRbg6L8FdhCMi/gt2R7jeHt4AoFGQIWmDKvlW4HzkcQqKSB7pYFl6erpGo1GpVJBsOHfunNvt\npu8H3w6laYA5zePxgJfGOLFmGpjj8fgTTzzxPS3W7/DaupUQcv7662H/duzYsfr6+oGBAZVK1dXV\n1d/fT7sgCoUCmNvIyAiIAzweD9gdVrXNZrv22msBvQLRdbvdCoXCbrcrlUrcSRiaIC0A6wdnIth3\nhBAs/ra2NrVa7ff7Idt26tQpo9EYj8cdDseTTz45NDT02WefVVRUbN++ff78+b/4xS8ArCkUCujV\nBoNBgUBw+PDhmpoalmUfe+wxSr6VSqXLli2bO3fuo48++vDDD589e5bP55eUlFit1v379xcVFRFC\nQMJSKBTp6emXffstIeSr6urJycm6urq+vr76+noo4ufn5587dw48TJfLBaiTEGKxWLC2obyFckej\n0bS1tclkMoPBoFarJycn0ZIYHx/Pz88nhODMSU9Pt1qtcrkcvToEV/h+ITND6tnT07Nq1arjx4+n\npqZ2dHRcddVVubm5Fy5cKCsrW7JkyY4dO4aHh/V6/a5duxYuXDh37lyLxQLOZyQSUSqVoIaePHmy\np6ensbFxcnJy+vTpQIkwAA4O/YYNG+rq6rxeL95GXV2dyWRC3x0jreBqXnb4MCE/9gB26ffAMNcC\nyBjACIjjwWAQqtVAveAZhi0HTgEyJjRao9EojA8QBjAWDS4cOlj0tCWEUGYqw1HDKShPcUJYqmP2\nELbLGRkZAPqATOKcJYTweDy73Q4So0ajAWkCxFy8E+AzaMVh50CHEKgCsmAodoNGjAMF9pV4e6B7\n4MhGeEhJScHcPnJtGtfnzJnT3NwMf07EJD6fD7gcKGgsFjObzcPDwyqVatq0aYhPKGFx52kFhr4g\n0gK8Lg3AAOXxQCD1YASgzqOfguGYNYQQPp8PkiHuA1wNYeYpFAoBziQ4GwHwytDnQ/8AbZJAIABg\nijbnUOH9QCv3O7iAxNbU1PD5/DVr1gQCAQifu1yu3NxclmWPHTuWkpICToRarRYKhYODgwzDXHvt\ntSkpKY2NjZmZmSzLQuYVyRA0YqB5ATYvPFeR8aANSQgBVIUUDVvgnnvuKS8vZxgGnZu1a9du3769\ntraWz+fPnDnTZrM9+eST0Wh01apVr7zySkNDw6pVqzA1UVZWhnZafX29yWR68skn0XWD0g14d+Fw\n+NChQ9FotL6+/pe//OXAwAAQkdzc3HXr1iHWEkKgJQ0UgRCCBcAwTGVl5YIFC7Kzs5uampxOJ0o9\nn893/vx5WBXzeDykZfAtamhoqK6uNhqNCFR4J8PDw9iS+fn5sVisra1t4cKFQ0NDEc5sGghNPB73\n+Xx8Pt9oNA4ODppMJoycvvbaaxaLZfHixX19fW+99da2bduysrLeeeed0tLSgwcPDg8Pf/bZZz//\n+c+bmpoKCgq+/fZbSAPzeDyPx0OFVCYnJ5977jmhULh06VK3283n8yFmP2XKFHTudTrd888/n5OT\ng3pLKBRefvnlubm56AJAygAN+B9y4f7b10W8Of/Ni4JaHo8HpyR0XFBCJaNYdBPK5XJQVNH/ZxgG\nE5H4CR5LzSpjsRgq9PHxcYpBJTi5dByaiF5s0uQTJblNTEx4PJ6mpiafz0fhR3ouA5xJTU3FID3y\nNSDXgEcwrUzBQPQbMEYGogTO60gkQie9UKkkU/UAjfK40TS08agQCRY6bs7ExMQVV1xBB7cRSzCe\nhc9IW1Nut7u7uxsOuTabzWazWa1WWGNDtQShmj4PbTomuOFokjTpTDjOZ4KbmCYcAIggCno9NPeO\nHDly4MCBU6dOoahKvuG4D8mEOlpyicVihUIBl23UZJTZ8X0v2e/uwhddWFh49dVXt7a2ajSauXPn\nBoPBnJyciYkJs9lcVFRkMBiysrKWLFliMplAczCZTKdOnRoZGaF8JWRU4NOLxWI+nw+iE7XNIxz0\nitrL5/MBANi9e/frr78O6sef/vQntGO3bdt25513VlRUgCeiVCofeeQRn8/30ksv1dTU7N+/f8GC\nBR988MHu3bsREdva2urr6y9cuDBjxox58+bl5+fjyeHV19vbe+HChVAoJBKJpk2bZjQao9FoYWFh\nWVlZNBodHh6GCjCf8zmCPD/uDxi/r7/+uslkuvfee+vq6vR6fUlJCSHE7XafP3/eaDTyeLxwOBwM\nBoFqEEIwVjw6OgrvU4lEotFoMAwHU2n0wufPn9/Q0GCxWAwGA6ZIY7HYnDlzBAIBZsNBF3zuuee0\nWm1eXt4f//jH7Ozsvr6+NWvWDAwMdHZ27tmz59SpU4lEorq6euPGjaFQaP78+aOjowaDYcqUKevX\nrz9y5Ah6jUKh0OFwdHR0QAoOYuV45wqFAtswFApZLBawyRKJhFqtFggEgUAgHA4PDg5CHBzjp3AS\n+OGW7f/BdekHMApGYagiIyMDLjsOhwOaaUBLNBoNfPZ0Oh04u9Fo1O/3I7dClALeCDCEnySFPj4+\njnQPcCLl2lFgjZZiNELQsx6sQgxjwn4JaJ7P58MZAaAvEAggm4ZoCPAZZLu0QQWEHW1hHDp0Aobl\nrJxZbgyL4TRw0TricRdt/GDYi3Z30UUQCAQ45ggHBtJOIeFI5zyOpm+32/v7+4eGhjweD8JYS0tL\nfX19fX19XV2dgLsYTmUqkeTdBbIMk8Ro53Ee1ugXUp4FAE9UkJ2dnXV1dUNDQ9CuZJKGzAghQAjR\n62I4bgi+O5gMwEMA1hV09JV/MQ8yo28KPZHi4mKr1fqPf/wjJSXl7bfftlqtk5OTWq128eLFfD7f\nbDYPDg7CvDQrKysvLw9tWrSOkBUB7OLz+Q6HA7uJ+sQixQEOBjnQyclJo9EYCoWgSzsxMQHVwTVr\n1kQiEbfbbbfbR0ZGNBpNNBrF3NX06dM//PDDN954o6mpqaampqWlxW63//73vw+FQkKhEArCZ86c\naW9v93q9cCVWq9U5OTlTpkxBTeNwODCghpl6nU6XmZlpNBrnz58PJzDwzmkPFSvZbrdnZ2f/5S9/\nCYfDDoejv7+/srJSq9WmpqYaDAaFQoHwUFFR0dLSMnfu3KGhIeyv/v5+iUQCx05AcJiYHB4eHhwc\nHBoaUqlU4ABD3CQrK6upqQkTnDKZbGBgoLGxsays7Prrr9+/f/9999333nvvbd68ORKJPPLII1u2\nbOns7Pzss89KS0sLCgp27NgBLuiTTz7p9XqFQuFjjz1WXl7u8XgGBgZQ+cHyAoxHMDblcnkkEiks\nLGRZdmJiAuATEg5Yt2CkmmXZnTt30vYw5XP9+K9LP4DdfPPNDocDOi7I7v1+P0bcAeJhexuNxpyc\nnOnTp2NeGGjJ+Pi43W6ng1bYnCg7GIYZGxsDNRYAF3YFmPdYxyjIAJ1hEBgFEJ/TYgdHA+lYXV0d\nklwcphCgQooK1VSEXsB9iBnIkkA5wRyu3+9HSwDJF36Hx+OBJw2RUNDNEdsQFAOBQCAQgN0lleGI\ncHZfOKcIIfBiiMfj69evZ7iJY8QqIEWEG+UmXBmKEVefzxcMBjH9CtAGNvOQNqAlFMsZfkY5j2ZE\nUNRDuIe4jaB4oJgGZaCjo+Ovf/3r0aNHIXEJPgvUg3BDEpwIPaouQgjyEo/HY7fb7XY7yDtCodBk\nMuXn5+fl5Wm1WrRMfrC1+7++IGOYkZFx66237tu3z2QysSzb29t7++23Z2RkZGZmdnd3Iys/duwY\nulxqtdrpdDqdTjRIML1UUFCAjN5qtfb397tcLrAkMNJECMnKyhJyRogCgQASfOvWrZs9e/Y777yT\nn58/b968o0eP5ufnwx7lueees1gs58+f/+abb6xW69133/273/3uF7/4RXNz87333nvbbbcVFxfv\n2LHDZDI98sgjpaWlq1evlslkiE8Mw8jlcoZhzGYzIIrz588PDw+j0Ac6AvIUCiOMTC1YsMBms0Ev\nEdKghJBQKOTxeJBF7dmzZ8aMGSzL1tTUDA8Pt7S0hMPhqVOn7tu3T6vVSiSSoqKi2bNnt7e3G41G\nQojZbMa0fl5eXl1d3fj4+Pz583t6erxer0qlKioqUigU06dPz8/PxzECwafJycn8/Py+vj4ej1dX\nV/fBBx/k5uYmEomSkpK77roL01eLFy9++eWX9+7d29vb+8c//vHzzz+/77774C+YkZGxc+fOrq6u\nVatWZWVlgUpTWlpqt9uXLFkik8m6u7uxiTIzMzGig4IPcxGUgQVQHXkzjsHNmzevXbv2rbfewvF1\nsQAPlz6J4+233wZvHv1npEKUf5Geno4WMXA5kUg0MjICuADcVuTyPM5wGZ0kpKU+n298fFyhUCBC\n0BqCchwQ7fDAZNSO1jqEq2Pwd5PJhNCCsgwlHWqI5OCHGImDGOR1xBuwMPBBKAIGQ+RQKIRoRzs6\ncU5snsfjoTGA0TE6oYLGHhU4wHGPZhvDMPX19YSDHym1j3AKhCTJEI/uBDqRI+BMkKPRKJymKV+R\nx1kUJoOHFOWLJyk84S65XK7m5ube3l6z2QwIF+GcVmZ8TsIRoQvPQDjdRdRz6FniXeGD0xfCTx54\n4IHva7V+d9fWrYSQmsWL+Xz+xMREY2Pj66+//tJLL+Xk5IDFIBaL9+/fP3PmTLlcfuHCBYPBIJPJ\n0NaNRCJSqRTaE2B22O12mUwGrykejwfjRJfLBR+T1NRU0Mr53Mw78v0///nPy5Yte+yxxwwGw8qV\nKxcsWGAwGH7605+eOXNm+fLl8+fPd7vd6enpcrn866+/LikpmTlz5uHDh3k8HvwwtVrt3/72N7wQ\nXMRWrlzJ5/O//fZbzFdpNJqhoSFqI5KVlYVCXC6Xo52DYTVIYITDYa1WCy5DPB5fevw4IeTr6mrE\nwpSUlAMHDiCArV279r333tNoNJACKS0tnTp1qt1uf/rpp4HHwoSIZVmlUulwOJxO59SpU9Vq9blz\n5yorK/v7+6+99tp9+/bp9XrkRkajER5mUPypq6tDvyo3N3fJkiWtra1KpfKKK65YtWrV0aNHT548\nOXXqVELIiRMnAoFAdXW11WrF9LTVanU4HD/5yU+OHj0Km8oNGza0tbVh2BRJmEqlysjIQLZaWFiI\nPBudflhlAuBFhg09WBwdk5OTp06deuWVV1paWoRC4cTEBIiaP3ISx6VfgQF/ACBGCEGLCwR6NGYV\nCgV4HAqFAsEGXz/LzbQCsKJ9LHzlPp8vFAph9gLtpUSS8y8F3MFaxE/+ZwVG0TwgABcuXMCCo04T\nIpEILAnauyKE8DnppihnIxmPx1FvMdyF6grhEExfGpwAGAo4Sy00LYB+8JK49SiDwCvDdsWtQDCD\n8TQ+FCXs/QvsQGMGXpHy/fAqqNuQAwKkolhrMiDJcD5hUU5iGG+mpaXlzJkzFy5cAO0b9RPeMw35\n4Iwg+OFbo20twCZxbnabZVmqzgwAKnnS4Htdr9/pBdQUIfnXv/714sWLIR3b39+v1Wqh9bdz506V\nSgXCOvI5kUgEyBrYLKQ0xsbGpk+fzufz8/LyGhsb4f0dCASwkJ5//vnf/va3Z8+e/eSTT0Dq2bNn\nT0FBwaOPPsowTG5u7ujoqM/ne+qpp9auXbtt27bXX399z549HR0dR48eLSsrW7p0KYqGhQsX3nDD\nDX6/H5Dgb37zGwgzgmv3j3/8o6ura/ny5WvWrMnLyxseHjYajRAaTUlJgUYMy7IDAwOYlYRFg0Ag\nGBkZARTR2tqKAgX3ByIvhBAej/fQQw9lZ2ffcsste/fuXbJkCcuyubm5wFc+/fTT3NzcjRs3KhQK\nEDhlMplSqUS7lGGY8+fPA6oFEemjjz4CaieRSM6fPx8MBq+77rpIJPLss89S9BtkEwzYjY+Pz5kz\nJ5FILF68eGJi4qGHHurq6hoYGHA4HJs3b77jjjsuv/zyrq4utVq9evXqp5566qc//emUKVOOHj36\nzDPPXHfddWazGYRb1JeYFMI9odM4hJB4PO73+5FGY9K0oKBAKpWCzYRivaamBpkoNa3+kV+XfgW2\na9cugUBAHfBQUAcCAYVCIRaLIacNQwR0szweD6h9KKoQmXCMUqEj6MFjLBGAJDW3FHJulohAAs4c\nmVZd+CFORrwK7UJRiUKgjjyOXaLX61luhhcISTQahbIZGHR4OcRRlUqFB4pEIpfLReF+HueAhb4a\nRecQD/Bh8aLAGNEcFggEGOVBVBNwGhlpaWkWi0Uqlep0Osy1UAILw81IIrLiURB+5HNj1wh4wBjh\nTI+2PxXuwoUIneCEg1GuEULADk1wuiQ08qWnp8tkMnhhoB2NqAZ7tliSvyi4MPTdIs6hUQoCC+WR\nsiy7YcOGH2r1/t9fW7cSQr6qruZx7B6RSHT//ff/7ne/A3P96NGjCoVCr9dXVVV5vV6PxyMWi9PS\n0uDbq9Vqh4aGTCaTzWYDTS4QCPT19YF68Oabb4pEopUrV3755ZfoRZWWlq5duzYtLU2lUvX29qan\npwP6e/zxx3ft2vXEE09gtd96662BQMBisTAM8+abb86YMePhhx8+ffp0U1MTGkXo4jz11FPPPvvs\ngQMHYGVy1VVXMQxz8ODB3NzcWCw2NjY2MDDQ19enUqmAuaH+Q7oGuA9sUtCLxsbGcnJy9Hq9Tqeb\nO3euw+FISUm5/NgxQsjAunVWqxUAAHwbHnjggfnz5xNCeDye0WiE1OHExMTo6OjMmTMxpj1lypRg\nMFhWVvbVV19VVlZiog6d7MWLF7tcrtWrV9fX12/fvj0vL6+srMxsNkOaq6qq6uzZs48++uiNN964\nfv36VatWnT9/3ul03n///b/+9a/PnTunUqlOnz79m9/85vDhwzt37rz55ptnzpz58ssvl5SUNDQ0\n5OXlQQXq5ptvdjqdJpMpNTX1+PHjOTk5kI5zOp0QvxeLxRkZGQ6Hg86M4myh4LxWqzWbzTgccG54\nvV6tVut0OpEjxmKxxRfDHNhFnF3+mxfCUiKRQJclzHkrgwePid0EJ6/pcrlAmoccIgQ3U1NThdyF\nlBbdGhwKCEW07sGpB/QJrRo+ZxqJfJ+e3XRWjOXkz8Em0uv1KJWcTidM8AKBAFyOxsfH8TYQMNCz\nSSQS6OTxOU8vOogdi8VAnuRzQoV4V7gbAk5aF+AhjngEMHxkNL0Jp8fP46Q0WJYtKCggXIKPQEgj\nAb0bqampmBsFYZJWUTQ+4QvCX+LxOFrfOF+g2EtpFJDihf8LEgU0q6EBgXeC6pnPidajWULLRHxe\n3PAYZxiGP5mkC4OcKDRphPuBVu53cNXW1g4MDFCy5SuvvFJUVJSZmVlXV4e5Zqj5ocvlcDjGx8en\nTJkCFgAE8WbNmkXvQygU2rdvn9Pp3LJlC7g8CoXCYDDU1dWJxeK///3vRqMxOzv7xRdf3L59+5VX\nXvnRRx/t3bvXYrG43e7Tp09/8803AwMDy5cv/8lPfpKTk3PgwIHe3t6UlJSOjo7Zs2dXVVVpNJrd\nu3e3tLTs27dv48aNWq22paWFZdlPPvkkLS1t27ZtDQ0NExMTkFZBrYOBCtjg4YW6u7s9Hk9xcfFN\nN92k0Wh4PJ5MJuPxeAMDAxaLZd++fcFgEAIfhBA42yGrm5iYkEql27ZtmzFjRlVVFfYjn8/XaDTw\n3IJlmsFgwKzxrbfeumTJkg8//FAul8Mg7Z577lGr1SKR6MEHH5w2bVoikTAajQ0NDT//+c8DgQCA\nxLvuumvTpk0KhWJ0dPTmm2++/fbba2trYeni8/l27dr12GOPZWZmJhIJmUx27Nix++67b8WKFR0d\nHeXl5UVFRe+///5HH320aNGi06dPGwyG9PT0oaEhGIaNj49XV1eDUAPhLpZlA4FAPB5Hkz4jI8Pj\n8UCOFfUctj+SQr1ePzY2lp2d7fF4kCD+oCv3370u/TmwGCfxTqMLKFK0rYLkC5ghohfsgsCDiMfj\nCHI4Hwk3tIvGEmqy5D5WnJNlwnFPKXC4QCTBf9GQ9i/UcLgt2O125Iao7cDdCAQCaN3hUIarEABS\nCHBgeCs9PR1tW9QoCEiY7qL5OJ9zHkFRiAQZbxjxG7gTIQR9ERoCQTaTSqV6vR75GgUJCSfFRGMq\nQjjhohToMDyO2sckDXLR/2UYBkNytE0FPBBNOAruocAC7ZPPOU8SzkKaUlRinJVGMoODcjqSg1OC\nm9ujQChqwYuFjvX/e11zzTUfffRRZmamzWaDW5BarbZarS+88MLZs2etVmtpaalIJBocHBwZGcnN\nzW1sbMzPz0cHq6SkxGw2T0xMdHd3y+Vy6ALfc889c+fOdTqdmFx+6KGHamtr165de80113z11Vcr\nVqwg3NhfT0/PjTfeOGPGDKVSWV5e3tPTA/eGAwcO3HPPPTabbcOGDffcc8/u3burq6sPHz5cUFAg\nFotXrFgxOjo6ODj4wgsvBIPBwcFBj8eTk5PT3Nx85syZzZs3Hzt2zGaz5eTkAOonhGDnCgSCqVOn\nUoi7o6OjqakpMzOzsLAwLS2tqalJIpEEAgG4Z2EjE0JYlt24ceOBAwfy8vKg9yEUCltbWzFX8Nvf\n/lalUmVmZsK6zGq1Tp06NRKJ3HDDDStXrnz77bfPnDmzdOnSycnJw4cPV1ZWrlmzZnh4+Msvv7zh\nhhscDsfKlSuvvfZauB7fcccd1dXVzz///NNPP71jx46ampp33323pqbm5MmTDMNAqXLBggWXXXYZ\nIWTKlCl79+7dtGmTw+F4880333rrrXXr1gkEgvfffx+hpbW19aabbjp37tzMmTPBpO3q6oJW1vz5\n881ms16vHxwcxLQ1zhwQLA0GQzgcRrMTStlIxMEXSyQSYNtrtdr/QIg/luvPf/4zijCM9+p0uqys\nLLFYDK68QCAAlQj0IdAZcCgjhUdvSavVMgwDyA5AB+YnQBygtAJAeTgHqe4RDk2qWIh/gjFP+0Z4\nOHhfRqMR1YZarUaFAVwLf+KkxhAbZnTsdjvKLFDyCGfGKJVK3W53ght0Q1GFoo2q+tImHOA+SjkZ\nGxsDAwVKPOiQ4RlQ4YGAC9ciBBXaBZTJZPCLAcWf0kmAqQKJRZhBaAGAgzuGbh8hBAGeWleAqw20\nEE1BFMGwDcQXjadCtGaS3L9wYFFraUwpsEl6Uf9SEeKHfD6fmvvdfffdP8TK/d9dW7cSQn6TknLb\nbbfV1dWBk4ZbGo1Gu7q6ysvLg8Fge3v7+Pi4Wq3GfB5ue1paWmFhodvtttlsSO9AbWdZ9q677jp2\n7Njp06cXLFjQ1tb2wAMPTJkyxe12V1RU+P3+CxcuTExM/OpXv3rrrbcWLFgQDoefe+45v99/++23\nBwKBu+++e/fu3Xl5eU1NTU1NTc899xzg+rS0tJycHFiBy2SyhoaGgoKCpqYmg8Gwd+/eqVOnOhwO\nPp+vVqs7Ozsxd5yXl1dfX4/+HFRsEAb0en16ejr2F8BG6F5i2UQiEY1Gc+7cOZPJNPfAAUKI5e67\nh4aGYCMCfTiWZbOzs1mW7erqKiws9Hg8BQUFR44c0Wg0YF6kpqa63e6FCxcinmH5Pf/88zU1NbNm\nzXrvvfdQ4uTm5i5duvS2224zGo1msxkG7m+++eYf/vAHuDwLhcK9e/d2dnauX7/+scceu/POO7dt\n21ZUVHT+/HnQ5ffv37906dK0tLTbbrttcnKytrb2/vvvB9CnUqm++uqrhoaG+++/f3BwUC6XS6VS\neEBjtMblcuXn5yO/hOEZyFxyuRwwfjwel0qlaPoqFAq/348+ulqt/tnPfgYZRqCs/4EQf+ALhzJK\nCpzIhBCWc8xCweHz+ah8Bkny7KD0bsBfDOfsTDjqBA0/vKQJKsrNAxiFC2w37CWw+fEoWnhpNBrM\n4cLTFg9P5lwwDKPVagUCAfJiBBU6Xo0DF0RKTOfgGYCY0Q+FMIODnp+khUg48SS8PUreI1zFSRmV\niDpoLPE5QWuWU3sCggfIjrbfaCMwefArmSWYHEvQp6TelXjngHNR/CFNBqCPPIC+yQTn+wysMsEp\n8+IG8v+HAlZy6Er+e3LDUsgZ2VyM15VXXlleXg5oC4bFIyMjCBstLS2PPPJIMBjMy8sDKVEqlWZn\nZ0NhyOl0hsNhk8lktVpffPHFF154AXV5c3NzKBT67//+7+zs7HPnzj3yyCOzZs06f/785s2bjxw5\n4nA4nn766fvvv//dd99dvnx5Y2Pj3LlzlyxZ8tJLL23ZsqWysvKBBx6QSqV1dXUikWjfvn3QbWps\nbIxEIlarFa2sGTNmYIWHw+EHH3wQZlqTk5OgB4M5fPbsWYhRabXaadOmYSa3p6fn1KlTjY2NYrF4\n1qxZVVVVIpFIrVZjTsvr9SJ9XL9+Pf1OodmGGV7s1rGxMYVCAcS+srKyq6trcHAQ/Mbh4WGfzyeR\nSNrb2z0ez7JlyyC2uW3bNr1ej/nuoqKiPXv2CASC6dOny2SyHTt25OfnL1y48Kabblq7dm0ikait\nrdVoNF6vd/ny5W+88cY777wTCoU6OjrmzJmjUChaW1ufeuqpdevW3XzzzbfddhtYkQ6Ho7u7WyQS\nvf/++263e+fOnTab7eabb37hhRfWrFnT0NCAhAwcFuwakUjk8/kMBkMoFOrr6wOrUK1WQ4MxGAwC\nS0xLS1MoFD6fD0M70WjUbDavX7/ebrdfLMj5pR/AcKghPWc5KULMrkIhe3R0FCRXim6hXMNqwIww\nogh0lTBxxXIXjXM4/hKcJzIECfFCANkojBnnjCfoOwTNAV0ueuGFMJiMlxAKhSKRCGMok5OTiCUq\nlUqn0+l0OrxVuH+hzCKcqAeWI+VJ4lYgUIF2j/uDnYBOGEURUZPhgxNCsEOi0WgD9BYLAAAgAElE\nQVRLSws6ZPQ+QDufIniocmjYQ2Si/0Xp9TRmoGLDhfoM0zyhUAgcE4xsU1gSFw1dlG31L40uwplY\nsklKKPQ+UE4/vj5akhIujNEwfDFed911F2BhyPeZTKbS0tI5c+YwDAP5waampsHBwYGBAdQNwJ0A\nP1it1nfffffjjz9+9913gUPY7XadTldRUbF161atVvv3v/9dJpN1dnaWlJTs2bPnZz/72csvv0wI\neeWVV4xG48aNG/fs2dPV1ZWRkfH3v//9nXfeeeihh06dOhWPx7Ozs8HqlkqlQ0NDixYtQgWPli1G\n8g0GQ3Nzs8VimT59ekpKSlZWFgwzQVvNyMjo6uo6efKkXq9va2tjGEahUIAAAsr7iRMnzpw5k56e\nnp+fP3fu3Hg8DqGsrKysRYsW0TmwM2fO+Hy+sbExjUYD3IxhGJvNhr1z8uTJxsbGs2fPSiQSVCpp\naWkdHR2rV6/WarWtra2jo6OPP/747373u1/+8peAtcPhsN/vb2tru+eee6688srjx49XVlbW19ef\nO3fu7NmzDz74IMMw/f39fX19OTk5UNmorKw0Go1fffWVRqMxm81er/fKK6/s6Oi49tprdTpdJBKx\nWCzHjh1bvHgx9FMeeeQRm8328ccf/+1vf/vJT35y5ZVXms1mxF1wMWjbb3BwMBKJTJ06FaREIMPY\nWdA8xEloMpmw8iORSGZm5sMPP4y5z4viYhIXycDa//WF7YoCGV6LwFJSU1PVajUAAUxTUVJ4gjOj\ngqEJFfwF1wP9M5zyJKl3ArlenLnkn10/UOtkZGSsXLlSrVZ3dXUdPXoUvVaBQJCRkZGfn88wDDLQ\nsrIyDBQj3AoEAr1ez+MuFEN2uz0QCPB4vKVLl3o8HkQdxEjsbTwc2CDcmwDcIU6g04ubAKgTcYIy\nBpGN4veRnSU4p0oI1TgcDhjDQxcDTEUK9yU4FcFkaA5BkQ4Y/EsLisfj4YCgQQhPgq8DaB44k/ik\nExMTfr9/eHjYbDYjhwCnGcUfnjO5AYmyDDMPlDUj4FzWKPGScFrGhBAAmCkpKQcPHvw+Vup3ezEM\nIWTTxo2RSGR4eLiqqqqwsDAQCPh8vqysrAMHDlx33XXRaBQWKna7fdmyZUuXLiWEHD58GOL9g4OD\n8+fPB0siFAq99NJLhJAdO3aMj4/rdLqcnJxnnnlmw4YNH3zwwfbt2ysrKwkhV1999cGDBx988EFw\n4YqKilavXr1p06aUlJTXX399/vz5f/zjH/1+v1gsfvXVV2E6DHifYZi5c+d2d3c7nU6ZTIYBEgoJ\nmEymlpYWmGwB7rPb7aBLeL1eTN2iLsd0pt/v1+v1wDOwbkExZxjGbrfn5eXF4/HfPP88IeT1114L\nBAJ+vx86TzjBz58/P3XqVHCpRkZGCCFSqbS1tbWnp6eqqurqq6+uqqravXv36Ogo+kl4/9u2bWMY\nZsuWLfF4/IsvvqiqqhoZGdm0aVNbW9uuXbtqa2s//vjjTZs2VVVVnTt37ve//31HR0dZWVlDQ8PO\nnTsJIbfddtvPf/7zvXv3ms3me++9d9euXX/961/feustCB4ajcYLFy7k5+efP3/eYDBA3DU3N/fs\n2bOQOuTxeNDaB0qMsw4pIJD5wcFBWG663W6VSmW1WnNycjAtB19p7O7CwsJgMOhwOBQKxS+efpoQ\nQn7cAeLS74H96U9/ogclAGug/FKpFJbbCEg8zlAAf4LzjYuS8VBRsdwsEQIYthlOfFppkSQ6Aw5x\nPC0URSORiNfrJZy0aGpqqkajicVicDBCgwc1HCoPTFAhCmKbwesS5EBM8uOCy6Xf76c0Qj5nHYl2\njoATl0KOyef0wkGRwBOiTcJy4oQIsXxOnx43c3x8HBx9RAsmybEakYB+alrZMBzPAm+VwoYU2xRy\nFirA6HF44WkRfRnOdA31MYIuUk7cN5SkNG/ARQjBEyKJof9Fv51kADP5J6hBGYZZt27d971q//fX\n1q2EkL9Nnw7Dw4qKCkJIe3s7lPGWL1+enZ1NSTFisbipqemzzz6rqanp7e31eDzHjx+HqguApoKC\ngs8//zwjIyMYDMISbMaMGWNjY4cPHy4tLe3v7z927NgDDzzgdrvfe++97u5uEN4ANqanp1922WXF\nxcXbtm1DTTYwMPDUU081NzdDMoNlWalUih0EExybzRaPxzUazcjICI/Hs1gsRUVFQ0ND8N4cGhrK\nyspCcMrOzsZIEyEEmk/It3CCQzweY86YAnzooYd6e3u9Xu81DQ2EkNqlSxGPITkvl8t7e3sLCwsh\n4Y19ByEPjUaTn5+fkZHR19d38OBBCG9OTk5izozH482fP3/u3LkHDhwIBAKlpaV5eXlVVVVdXV0H\nDhxYsWLFDTfc8NVXX23cuLG6ulqn0wGnFQqFM2fOnDVr1oULF1atWnXLLbf86le/Ki4uhtg/DFAY\nhjGZTIlEAlx8lUplNBpra2uzsrL6+vrAV8zNze3r69Pr9TgWkKGi5QwXGL/fbzKZzpw5I5VKsd2w\ntjMyMiwWi1wuF4lE0KtEPapWq10u19WnThHyY++BXfoB7C9/+QshBEchoAOWZTMzM+HC5XK5SJLj\nIuprFEACzhwLTaZYLEanoSkIhj9BjkA0Yv6ZyYazkoY6Ho8Hl9tEIoEMDsc6Bpi8Xi/DMMg9wdpA\nBILwfIxTsgfSQo0lQUhhOessNGZ5nEoh5fghURVwwrjAOYFJUq0sXBkZGRMTE7hptDBN5ZypUc4i\nbxUIBGKxGB0FekPotACNXvSioZ0GMFy0+0WTA7wf6r5GySnJapOQWIVYDiWA8DgXsXiSqD8CWLKV\nDD4p3lKCm/ciSYxQBEL8wl133fX/dIn+P7m2biWENN50E1T/gfW1t7fD8xemlAzDYG0nEgmULOPj\n4xaLBYtNKpWyLIveJ4/Hu3DhQnFx8alTp7Kzs4PB4P79+3F2Q+4PolAsy/b392MASyAQyOXyX//6\n1yqVas6cOU899dTNN998/vx5SPadPn0aOYRIJIpEInK5fHR0NDs72+fzgTcxMTEBj2Z8GpggI1+Z\nNm0alJkikYjZbMb0LiGEMptA4khLS5NIJJCRAyahUqmKi4sHBweFQuGio0cJIe8VFOj1eso1Hx0d\nnT17NgjGg4ODhJCcnJze3t5EIoHBanAiwInv6ekhhIjFYqvVmpaWVltbC+AU+sIYzHrvvfeWL18O\nCWyv19vf3+/z+Z599lmg4keOHJkxY8amTZtMJhNmn61W61VXXdXT05ORkdHf348Dis/nT0xM5OXl\nASxpbm7Ozs6Ox+OFhYXt7e3QftNoNCCLajSaiYmJadOmAQhVKpWI0D09PUVFRWazGcIOKSkpEMm7\n7LLL8JuTk5Owxp43bx6SXdyiH3kAu/QhxLKyMiHn0zE0NIQ6ZsqUKahm4H5ECAHsOzk5CX8NQgiK\nMDApxsbGKA5JOEIdn8/HHsY5i2iUSCRQpeGMhpEKPQ1R2yUSCXTdCCEwOiooKHA6nXC8hQkeywlB\nARyjoQjnMtQ6cHxIpdKsrKwpU6bAB93n8wHWgHYUwzBQ0Ub5RXHF0dFR/ASeJtj8hGvIocRBNIIB\nEqIIy1HwDx06hAYSpnDwluiQAK3eEPOSO0+ECxuoqGhbjpZQuEW0NZXgdDRinAslrYz9fv/IyMjw\n8DB9FMOR9WnoosGJ4ezE8OVSeArhNrk0xG9S+JHH4zU1NX2PC/Y7uhiGEPLS9u3Ivs1mM9QLz549\ne+DAgdtvv93j8Vgsluuvvz4UCg0NDUEk2mAwAG3Oyclpa2vD+ufxeB6Pp6+vr62tbdu2bZ9++umU\nKVOQBU5MTLhcrsLCwkgksmHDhltuuUUulxuNRrFY7PF44I8MC+NQKITeTHd3t0wmi8fjwWAQYgJX\nXXXVxMTE/v37scAgvZGTkwOpNnxlY2NjfD4f1FbQECKRCEjhSG68Xi/NnDQazejoKIR6Y7FYX1+f\nTqebnJx8/PHHn3jiCdB933r7bULIxgceUKlUKEM1Gg3oDDqdrqamJj09XavVOhwOsP6gR9rV1SWR\nSIxGo9frBUvZ6XSyLKtWq2Uy2b333vvmm296PJ6UlJS2tja0bPPz82tqatavX//GG2988803DMN8\n8cUXLS0tFRUV33zzDaRPXC4XEMtoNHrixImioqJoNGoymZxOZ1NTU39/f3t7+wsvvOB2uxEvNRqN\nRCLxer0mk8nj8QQCgaysLK1WW1tbC96yRCIBkIO9gA0VDodR1E5OTqrVaovFotVqkT10dXWFw+Fn\nnnlmz549mLcJh8O//s1vCPmxQ4iXPokDCTuthECWc7lco6OjSOcJIRiZosBdMOkCjQKwFcIG2BnA\nKPCoCHfhN1GyYH3T1J4eoKgbKIMjPz9/5syZ6E+gucrn6OCIN7FYDC9Kee0Czk6TcO5WEGRDeIhw\npoIsy0IWhOYodE45zmk7JThSJagc+H38DuHkhlGuIRjg52iqgV2ZSBqn43ESUMl1GOYHkushfBfY\nWhQ/pNAfDWkJjg6DIVMwa4ALoStD9fuRd09wVzjpAswIrwCcUzRi8ZOmCNikYa8EZ2iJl0ZH8yK9\nUHdCcdzhcHg8ni1btpw9e3bRokU5OTnl5eX79+8PBoMLFy7MzMyEhGAikfB4PH6/H/KSdrvd4/HA\nRvmVV14ZHBz0+Xytra2ZmZmQd6qurm5sbAyFQnv27FmwYEFpaalQKAR1m4J4DocjGAympKT09PRo\nNBrY1kSjUXDhjh8/jlEQJDSgervdbrSNkVli9BgYV0pKCuQ2+vr6sNrh0oLdJ5VK4fACdTFUbKmp\nqb/97W8/+uijkpKSadOm6XQ63B804ZAgwhulqampra0tOzt77ty5qampM2bMYBimt7c3IyNjeHgY\nXXMgeyjmcnNzvV6v3W7Pz8/fs2fP8PCwRqNBsltWVlZdXY1h8JdeeumDDz7YvHnzc889NzAwoNPp\nRkZGysrKeDweBIWnTZsGVEOn04lEIrFY3N3dHQ6Hq6ur161bd9lll9HDpKSkBDfTaDT6/X4qdmqz\n2eRyeXFxMYBEu92OLgPYiWh/uFwupKehUAjoq0Qi6e7uzs3NXbx48aeffgrwJhwOo9nx478u/UFm\nnImEg/XQ0aEAN1rBlFuIAx3xDDEDBy6oXCkpKeii4Tum1QyfM+6jmT4wLio9xXJUb7j1AL4HqUGl\nUqF6wMQxoDDKtieExONx9FdRLeGtAlfE3BjtYIG7SPtqqampiNAoxTDVC2qGgJsyxpsHlwQ5Gst5\nS1JdQXoDaWAbHh6mE8QCTp5RwFkwINAmuElhiqnSVhPLjYWRJIsZ9BoRldGuSCTJlFD1KcLhn/im\nADGFw2EB55RG0VrkIvSrp802PAS8SsLNuScjw4SLwVSM4/tbrN/1FQgEWJYdHBw8cOBAS0sLdBaG\nhoaKioowrtfR0bFz585EIpGTkzN37lyr1VpcXDw2Nub1eisqKg4cOLBs2bLDhw/rdLqCgoL29vZQ\nKDRr1iylUgkVXaPRePTo0dzcXHSqgFkBuIOlAyB6vV7vcDhcLldmZiYFD3CIo2EDRivEcdLT0202\nG1jdfD4/GAyCDg7BNoZhvF5vVlaWRCKB9PbAwIDJZMrMzAShw2q1FhYWgvja3NyclZUFgajf//73\nCAyo53B/VCoVnvbWW2/99NNPGxsbCSG33HLL559/TggBGJOamlpQUIDOWVZWlsViKSgogOKtxWIp\nLCxcsGBBX19fR0dHd3e3VCqFoElBQUE4HH7//fcfeeSR3t7e119/fe3atUuXLoVH0uDg4MTExI03\n3ghTp+zs7FOnToXDYTTPUCSJRCKVSuVyufr7+xctWhSJRAoLC81mMzAb5NBKpdLpdGZnZ+NewbcI\n1fPMmTMZTlJgZGQE5DWhUOh0OinBOCcnJxQK4UkYhgG6CELWf5Q4fiwXTiJk3FDHQf2BUAGZQZRN\nAP35fD72GLJRSj3AcYajk0JbCFH4LxzNqHJwyKIoodVJJBKhbr+EED6fLxaLnU6n3+9vbGwMh8Mw\nTEH5Tz2WWE71SiKRFBQUoP/kdrsjkQjmJcVisclkwiAqVOcREkBPQicMnQYok6IuQU7N46adaAzG\nio/FYpCIpDZ3IFDU19d3dnYiEkDwCfkmDVdxTtSRJBl7CoVCoKxIyfGbLDczR0MO2lrYSBTTY7jp\nPbQkUUKhmEMukpaWBr5AIomJQ7gghPhHX4KGvSjnkY2FgVuNr4ZGR9oz+8HW7v/6QtM0Kyvr0KFD\nDQ0NUNCYN29efX09nJfnz59/2WWXwUEbcLpUKs3LyxOJRP/1X/+1YMGCjz/+eNGiRYFAQKfTRaNR\nuVzOsuy8efNefPHFwsLCgYGBysrK48ePV1RUMJzF2ujoKBKjYDCoVqv9fj9mLoVCocfjgT9WNBoF\nXJmdnd3a2srn81988UVCyBtvvGGxWFDig93O5/OhJgxmf2lpKSQnQPcwGAwmkwmjkwhy8XgcRAy3\n2w3hgoceemjjxo0YIIPeI8UksGa6uro++eSTq666CjvixIkTpaWlAC0vXLhgNBqxN00mEyITWI6d\nnZ0VFRVqtfq111678cYbP/nkk5tuuml0dHRoaCg1NfWGG27o6+urqKg4e/ZsdXX1Z599tnDhQmzn\nlJQUiURSWlrKsiw809ECjMfjBw8enDFjhlAolMlkwWDQZDLBYXn//v1Wq9XpdObm5tpstpGREbVa\nzTCMxWLB7kBbvaCggMfjqdXq7Ozs0dFRsVg8MjJiMpn0ej3CErJY0Iz1en1LS4vT6Zw+fTqm0alI\nDSCTH3Tl/rvXpU/ieOuttyiDIJFIQIQe5RTlW+O/ko9UFCs4zXnc8BYtEXB88zjZQJIkOIsQiKDF\nJskeEkKYf9aQRac0FosFAgHg5nw+X6VSqdVqtHNQPGHNpaWlYY4Hwk5DQ0OgYBgMBoSH9PT0vr6+\niYkJaOrjMMrIyEhw7iq4CTS6UIod4WI87QChS0d59oh/4+PjZrPZarVGIhHIz2DnSKVStC5oKUML\nL1ozAaxL5hkyHN+P9pwSHDmQAomEm8TCB6EUfEpLwU5D2E4kTfvRD0tbibQsxgOTXwWtOGQhiHaA\nZxEm8ZfNmzd/jwv2O7q2biWEfF5ZOWfOnFdffdXn81F0i8/noy2Egh4EvPT09NzcXFRIMFMNBAJL\nlixJJBKZmZnQr7FYLBqN5vDhw4899tj1118PIA5dIpDfIGuEyFRcXOz3+7EqCCEYmIV2qFAoBJ0q\nPT29t7cX2d6ZM2fq6urWrVs3MDAQDAZDoRD0/Xg8HmBhpFx2u12lUuFLx4JhGAZKExkZGXK5fNq0\naS6X69ChQ3w+/09/+lMgEKitrQUlCur1fD4/NTV14bffEkK+rq6ur6/ftm3bF1984XA4wGjVarXA\nYFDNiMXi5ubmysrKxsZGyOZqtVpUnHhvjz766Keffgqcdmho6Lnnnlu3bp1CoYjH4yKRqLa2tr6+\nfvbs2WazGZMDNpsNQ2nPPPNMcXFxQUHB6Oio2+0uKCgwmUz4FGAnQfv0xIkTGG6RSqUHDx685ZZb\nGIYBBUypVILJKZVK0cwG7wNj6VartaysrL+/H6OoAoHA5/Phpvl8vtOnT587d+7WW2+ltLIo58dE\nCBEIBJdfDCSOSz+Avf3224SDqkACjMfjoMVTpgCfz0e7BSxtkM4RAygTAQci0vkE5x2MzZB8INLy\nguHY2CRJ55Ae2XggFfQDaQrusXq9nr4xBFoUMUql0mg0pqamxmKx9vb2aDSKPjNVLevp6YnH45mZ\nmfgIOJpBcQSTHqNsqOeS21HAJFGIJBIJuM3i7wBqPB4PVF8JIVjiMOQFkokPRUM75TTSe0LLKUqs\noLGK/DMVEB+E3lvEeNoaRBVL4x+eyufzIczQUpLPqSejDmC4SXOSFPwoQZ+KXUG1hHbsaGuQZdmL\nN4D1r1tnNBqvvvrqWCyGVpbH43E4HISQmTNnzp49u62tTS6XZ2ZmKpVKnPJoO0Fb/cSJE1AIVKlU\nYrFYqVS2t7djFhiZwYIFC1pbW2UyWSAQwNwVLC5R7iMhAGUcSRKteqGdbTQaP/vss4KCAsB6o6Oj\nDQ0Nzz77LGXwY9Pp9Xqr1YraJZFIuFwu8H3QyHE6nUACGYbp6uoym81nzpzZtm3bo48++vzzzw8P\nD2PPoiMwNjamVCoZhll05AghZHj9+lWrVh06dKinp2fhwoUjIyNCoRAap8FgELL9DocjMzPT6XQa\nDAZU55FIRCgUgvo7OTm5f//+nJwct9t94403Dg8Pwy/UarVCufTZZ58VCoXDw8OgVg0NDZWXlxcW\nFnZ1dS1cuFAqlQ4ODmKmWyaTWSwWm80Gn6aZM2eOj4+Pjo5++OGHFRUVYDlptdqmpqZz584BBIbM\nt1gsPn36NNZqRkYGiIvRaBTURNiDFRcX22w2iUSSlZUVi8W2b9/+ySefKJVKOlEaj8d1Op3f78e+\nC4fDS2trCfmxB7BLn4W4YMECl8uFExAgFbzgkLKp1WpKs6aMAAQAJkmiFwAIpbbzOHUJkIjQfCKc\nXBPthCWSyOKEA8RwnhoMBsDxaKfZbLa8vLzS0tJp06bp9XqoW/X09GDuCr0cpVKJCRW32/35558z\nDAPtH7DLGIZxu904I6A+jElGlG4ATnE6MwwDciM+Jj5LLBYbGBjgc96bcLrzer38JBUPGmMojz8e\njysUCvi/ULYFfs5yrHqW49MnEgn6LSQSCYDsiNAMx0ukOQEiTbKnTIyzPSOcLj6lyEejURx/9MlJ\nUiON4oQ0paAUFVqA4mijEZ0Cm3g2KtxwMV0MQwh5+aWXBgcHr7zyytbW1omJiYMHD4rF4rGxsTvv\nvBP4klAohNOQ0WiEdwnug1arhV8Pj3MYSE1NnTlzJrwcw+Hw2bNn58+f39LSAkqb2Ww2GAwg4w0M\nDAAtLC0tBaSmUCigEN/R0QH/WHQow+Gw0Wh8+OGHn376aWASwJkBDxiNRrfbHQ6H77jjjvfeey8Y\nDGJhMwyDYUeEsWAwqNFoLBZLKBTavXs3IWTz5s3wbJRKpcAwEOrS09Pr6+vRyas7cYIQcvOqVeXl\n5R0dHQaDQaVSpaWlOZ1OpVLpcrkAMExMTBgMBhhuYV2lpaXJ5XLs9zhnKIE/A4HAwMCAXC7fsGHD\n8ePHvV5vUVGRXC7v6+sLhUIGg8Hn82k0mqamprKyMtCL0tLSoNmdnp5usVhuuOGG/fv3FxcX4/mb\nm5vvu+++hoYG5KPoOkNSFV189M71ev2RI0cqKytxZxKJhFqtHhkZgasAhFUhxvbKK6+0traePHnS\narW6XC7MC0WjUVjJMAyjUqlYlh0ZGYlGo6/u2EHIj52FeOlXYB988EEwGEwmC6A7hdKEx0nO00YO\nmjR0UdJwleAEigjH0QDxAWd3IonOx+eE3mlywCRZjUBlALaBsDnAppVKpRC91ul06Pf4fD48GzgX\nCoVCrVaDgNff348fAp3H2A0OdLBgUbVQ2iSgBpZlqVk4cmGwSPB39NWi0ajL5YLgCOHAN/onPggt\nEHE/qbgJDVo0bFMgkaKmNGYkOEsXHudSTYMlhfWASSJEUZuuOCdBSfmEDGfbRumLNFfAW8UMAJ/T\naeQnkeYpQR9ZAsItnxPLx3t+/PHHv981+11cW7cSQk4tWwayGXIspVKp0+leffXV+vp6cBBANquq\nqurr62tsbGQ4t5pQKBSPxz0eT4zTqo5GowAh29vbq6qqEolES0sLj8dTqVSBQKCyspLH46FEw7gS\n/OxlMhkWrVAohAYHJs8yMjIQgQghJ0+eXLJkSWZmJlwUCCG0h9rU1OR0Oru6ukpKSuLxuMvlAmDI\nsqxCoQC5CRj+HXfccf/99585c+bQoUPwIE5NTUWHOxAIpKWlwUVFLBYj0F518iQhJPr006C2Ag4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8/33/8zMx6PZ21tzWQyoeYQFer4HGCitbe3ozYKnxKW8OEhvXHjxtGjR0dHRy9evCiEiMVi\niKbgvTgcjmw2GwwGA4HAd7/73cuXL3d0dKysrMzNzY2OjmI+iNlsdrlcLpdrZ2cH864wjKapqamj\nowN9Xbhd8crNzc0I51qMuaYYo4WCHWgtvGG/369pWiqVwo4LvL7L5UKJsq7riI7oxsg0lGWZzeat\nra1nr10T4nEPIT75o6Rw9uHRkvqEiDNCGUIIuB0yGYNYs8zQoLcR9zFK22H1mIw+ZZMxqgOvjFAD\nUm6w/sLh8IEDB+LxOJrGnE4nIjbRaBTdx7rRF4VMA+asr6+v435F6ANHbWtrK4RHM/p2a8ZUdRRr\n2Ww23NMwA+U4KKiCfCDX19cR95Npc0RZYb2ajMEZqNaFxS3DhtVqFcJWNdqlRd3qZ/2LJexCCERs\nEF3UNA0lf6a6fWB4DuWb0o2lYtLxlTFSIQReQbpc29vbCAxCuurrG+VQKHxKUheltkELNaO/Qhhb\nYOpH6eiPdx/Mfw7Osj/96U/JZBJ76+fn5+12+/PPP18qlYrF4traGj7w1dVVfLOBQMDv92O40d7e\nXk9PD0b+v/zyy+fOnXvjjTewdsRut8/Pz2OnaDabdTgcr7766muvvdbb24vCAUTzisUiRo9iwVVP\nT0+xWMR6l2QyubS09L3vfS8Wi7311lsojcPFIPq9tLQEIxI3P75Tm82GOnhsNE2n01hkNTEx0dvb\ni+Qc1kfgE4CElMtlhBZbW1thmeFvMQ8XIdaVlRVN00ZHR5PJZCqVCgaDGDqMOYHwZvx+P8ph4Dti\nQk0wGNzc3PzNb36TSqW+//3vw8rE/YZVXpqmbW5ujo2Nvf7667D/MFXn888/h7M1ODiYSCScTieC\ne5VKZXFxUUYFPvzww29/+9tOp1PTNOw5QggHdy80CVtU0KVQq9Wg3HCqGhoagsEgoqzBYBDnHnwy\nuLbwv1HWIXMQcjzCY86TL2BCCF3X4RejCBXfMaTFYmzNkMkq2PhortKMonm3240ZtfgxXdcRBMc2\nB+lMyJp7nJU4pn0+38mTJ8PhcCgUgjGIPXg4GVFkjLNDtmIgmIDdqYjdNzU1ORwOZN0RMcCVQ2Os\nVquc2y1HGu7t7d24cQMtyfIUxuksjOYVGMI4xPFsaEatvxAC4o38toxsVIyZgXjXMAIQp0X9ofji\n5hRheKtmo/EOv2U2SvMhwFLwZDkM3jj8s3K5LGsj5WXje5QfWr2jLN8sVFZehvmLrWb4MVkSaTJG\nJv67a/tfvTn/V4EVsrW1NTQ09Pzzz//973/v6OjI5/OffPIJhr84HA7ZwY0VJFiBiNIJs9mMc9/n\n8x05csTn82H1xs7OTi6XQwhhd3d3cHCwubn55z//+YMHD9B0hSg3cirox9I0DQM+1tfXMX7iwIED\nLS0tV65c+fDDDzFAHYYdvu5SqdTe3l6pVBKJRCwWq1QqTU1NNpsN4fGJiYmdnR2sBMpkMjabzefz\nISQA7ZSbFvAeIXiaptnt9paWFvn5rK+vLy4uYn7xyZMnsbKrv78fJlGhUGhoaOju7sac+GAwKIRw\nuVxy1MjGxkbNGGDW2Nh45MgRLDFBPgnPuOzNmpyczGQyR48exQx+TH1zuVyYwIsXiUajCM4fOnSo\nvb394sWLXq/3/Pnzf/7zn7GlFqFXrImH44X8HI4aWAB2ux3nEkL9tVoNu1disdijR4/kuktM6JD2\nH840tDPLNWyPP0++gNXqthLb7Xbcc7izNWMAhAzr4xSDPGia5nK5kEeFB7a1tRUOh1tbW9H5iPmh\njcY8w1KphD0pDocD+dWRkZH+/v6RkZHBwcG9vT38POqGHz58mM/noawwGNFrKYwnBFuaUCXo9Xrh\nW2AEHBqThRDNzc0HDx5ET7QMJFYqFeRybTbbvn37bt++DRdEpqZwiAcCASTGMpkM4hjFYhEflMvl\nQkhH13XZZYIqCVjBuFp8gCgJgUaieh41ERaLBX2gwhiEL+N70Kr6Rmk888KoqqhPdwkjA68bbebI\nvW1tbcGYgCiKurUDMCng0kl7pb4qR6ubLYITU9TJlYyl4OFXWsBgVAWDQYxdgJHkcrmw8WBxcREB\nA4vFAjdCCCF7H00mE+z35eVlWEW//e1v+/r6HA6H2WweGBhYX19PJpPDw8OoLOjr62tsbJyamvL5\nfIVC4fTp0+fPn4eZGIlEJicnNzc3X3jhhTNnzjgcjvPnz6OjMZlMPnjwIJfLPfXUUwsLC2hL8ng8\nuM5SqYQ0Xi6Xc7lcOMShhYFA4ODBg4gko+Lu7t27+Xw+Go1i8AekDrrV09ODKYjb29vJZFIWcZRK\npbGxsfn5eSwq6+7u9vl8uVwOM4hR0QdfH4+qbISHjSVLkVOpVDgcttlsly5dCoVCfr//8uXLL7zw\nAoZ3d3d3Ly8vZzKZZ555ZmVl5fr166+88srly5fPnj07NTWVTqf3798fCoUmJiZCoVA2mz169KjT\n6fz8888xvBs9yFNTUyMjIwgg4UlEtSG63JBWNBltPzDdsNoNhghsdxjQ0L9KpSKPGvigeKmmpiZ0\nrX2ZN+4/jBpX+T+hWCyiclcIgc5zhJ5goSAuJ4yuVSEE5hLBiYY+6bqOKU0YBFw1mtgReYPrA48b\n6Su0Kjc3N6Pzw+VyoeMS/fao+MhkMvjvcrmM5A2qjaETON/RhuLxePDiJWP1kVQLhGKcTqfL5UJA\nAIYq2hjb29tHRkaampru3LlTM+YH6sZ0DJlhymazaCqAeWsymXCyIO+Fn0c1PPY/IW6OD8FsbFFB\nj4EwvBk8SxAAVFjg5+u7kuXFyMIQYdQ9QsZkOg3xQ83YBF1vauBd1+r2s5iMInthtEZIjURBgZRG\nWYso85pACqFmNISpC5xaHFXJZBKR7VKplE6nA4HA0NDQ+Pj40tJST09Pf38/zALoHBIhfr//zp07\n4+PjAwMDCwsLMMhcLtf09PS1a9fW1ta6urpk9OnOnTsLCwu1Wm1tbW1wcPDTTz/98Y9/3Nvba7Va\nr1279tJLLw0ODv7sZz977733kJ5BwKC9vR2u1fb2NkZVbW5uZjIZRPXhxsEbE0LAqEIfiKZpGxsb\na2trmGaL1ZFOpxPfssPhgHQhOi2MOL80MfH5oD8yEongEE8mk3jjCEtiKGIwGLx+/brH4zEbi4cw\nfTGTyaCiBN1vH3zwwQ9+8IP5+XlYoidOnFhdXV1fX4/H47Aph4eHoc1jY2O3b9/2+XyffvrpysrK\n2NiYruuzs7MOh2NsbGx2dhYDDHVjVE2pVHK73SMjI5999tmxY8fkQDhN0xChwX7qqjHyEXZksVj0\n+Xw4o9bX11F8j0cG3pvVakW/OT7AfD7v8XhgIMJW+BLv23+cJ1/AUHeA77tcLqPkTBb2IFcvqzCw\nVljG2VB00NLSsrm5KcuvcRND5GQBntxrvra2hnKMrq6urq4udNVAvYQQu7u7W1tbGMGJPn+ckiiB\nRS7dbrfruv7o0SNUOgUCAa/XiwpDGR7EbYpyI9yCKLJAMweSvc3NzZFIBBc5MTGhG41W6PTCsw1/\nC0VfuO/x2CDfK8cZy6wh6jUQn7QYYwzlh2w2KvjRDAujD+6pTHqhNhKvI4zklmZ0N5uM1m84RpVK\nRY7PqNV1lKPSBNoJ3xq/Ll03GdSt1XVAS+mCLuIGgLchSyiRezMZbXD1wqYi1WoVNriu6xsbG6FQ\nKJ1Ow8ZC3fbQ0FB/f7/dbr979y6cZl3XURmIlqxisVitVk+ePHnx4sVareb3+0OhUDKZdLvdXq/X\n4XCcOHHi7t27uVwOBegejyccDt+5cycQCLz//vvvvPMO9ntFo9G3334b3ptulAJZrVZY/Z2dnffv\n38c3BQcOKjswMAC7SggBU9Jms8H+y+fz5XIZe4IQCgsEAuiXgkOGRsmWlpZarba1tXX//n2ZXpV2\nCSZ0XLx4cXh4GCHBWCyWyWSy2SzEHvVQwWDQ5XJhqogQIhwOY0JxQ0NDsVi0Wq1oEH7llVc8Hk+t\nVuvv78fbiUQiN2/efPrppxHCkeXKPT09n3zyycGDB0+cOLGwsNDZ2bm6utrZ2Xn16tWtrS2M88eD\nbDKZisUi/M6BgQHEG5CEdjgc+KAQWMrn8/F4HJ+PEAKbydra2jDqEJmCarWK4klMI4J0tba27uzs\n9PX1wULt6uqanJwMh8Nf2l37X+HJFzAhBNKb1WoVmWTE1qFAQgiTyYQCRRjsKDEQQuRyOSgE9An3\ngdPplP0WjcZoWjgc8OjhSEEYUKIthEAxxcbGRiKRQGM/tAHNMXgdDNFIp9NYYjQ0NPTxxx/DYIxE\nInCq0DRmNpuRSMPrw5HSjZI/GGiNjY1Y3I5JCui5KRaLeCZhEtpsNl3X3W63z+fLZDKwi1Fi63Q6\nzWYz5ijCQ0JsAT+D0w3B1aqx+xERG1n8gocEnye8TOTVZTmGLMoQdVMWRV3RhHwvaLgRQpiN4fdI\n10kZMxtDEMzGLmx5SSgq041eckvdshXoX0tLS8VYnlI1tkhX60Y5V4zd2SqyvLwci8UePHgwPDx8\n+PDhW7dumc3mSCSSSCTgeCHGhaIM2EDb29tIFG1vb7/77rs7OztDQ0N//OMfv/Wtb21sbLzzzjvP\nPvvsuXPn0LCYSCSuXr2ayWS2trZisdiBAwdWVlby+fxLL71ksVimpqYaGhrC4XAwGMxkMkhTybl/\noVCoVCqhZs9isRw/fjybzc7MzGxvb2PSjc/ne/jwoaZpyDcLIVZXVy0Wi9vtLht7w1EkEg6HOzs7\nHQ4HdBR7ilG+j1VhMLawIkuGr4UQGBfy1a9+FeleTJ1HBsFsNi8vL6PKvKmpCaMDNE2bmZk5dOgQ\npHRjY2NxcTGVS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"output_type": "display_data"}], "prompt_number": 10, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(f,'Original image',1,2,1);\n", "subplot(1,2,2);\n", "plot_wavelet(haar(f),log2(n)-1); title('Transformed');"]}, {"source": ["The output of the forward transform is stored in the variable |fw|.\n", "At a given iteration indexed by a scale |j|, it will store in |fw(1:2^(j+1),1:2^(j+1))|\n", "the variable $a_{j+1}$.\n", "\n", "\n", "Initializes the algorithm at scale $j=J$."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 11, "cell_type": "code", "language": "python", "metadata": {}, "input": ["j = J;"]}, {"source": ["Initialize |fw| to the full signal."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 12, "cell_type": "code", "language": "python", "metadata": {}, "input": ["fw = f;"]}, {"source": ["At iteration indexed by $j$,\n", "select the sub-part of the signal containing $a_{j+1}$,\n", "and apply it the Haar operator."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 13, "cell_type": "code", "language": "python", "metadata": {}, "input": ["fw(1:2^(j+1),1:2^(j+1)) = haar(fw(1:2^(j+1),1:2^(j+1)));"]}, {"source": ["__Exercise 1__\n", "\n", "Implement a full wavelet transform that extract iteratively wavelet\n", "coefficients, by repeating these steps. Take care of choosing the\n", "correct number of steps."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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A5YhEIto1lOAtZ6q+lHbvNDYJ8/v9mDq/34/R6na7yWSShZgeN2Lo44Wfbemp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\nKsq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oSxiBGQwGg6Eu8T+MjG5m+MVqJgAAAABJRU5ErkJggg==\n", "output_type": "display_data"}], "prompt_number": 14, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo1()"]}, {"collapsed": false, "outputs": [], "prompt_number": 15, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Check that the transform is\n", "orthogonal, which means that the energy of the coefficient is the same\n", "as the energy of the signal."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "text": ["Should be 0: 0.000.\n"], "output_type": "display_data"}], "prompt_number": 16, "cell_type": "code", "language": "python", "metadata": {}, "input": ["fprintf('Should be 0: %.3f.\\n', (norm(f(:))-norm(fw(:)))/norm(f(:)));"]}, {"source": ["Display the wavelet coefficients."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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bmxsfH/d6vQMDA1gB/vznP7e3tx86dCiXyxmNRpvNplKpUJlw/Pjx3t7e06dP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M0D1cYUD0lkoZGzXwQGeQEq/IYNG06fPt3W1jY2NmaxWNrb2ysqKhgUCa2AUYrwemjWZmRkDA0N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\n+WhB/CdPg8CzkW+BcS5EUOGpRUw9x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"output_type": "display_data"}], "prompt_number": 17, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "subplot(1,2,1);\n", "imageplot(f); title('Original');\n", "subplot(1,2,2);\n", "plot_wavelet(fw, 1); title('Transformed');"]}, {"source": ["Inverse 2-D Haar transform.\n", "---------------------------\n", "The backward transform computes a signal $f_1 = \\Hh^*(h)$ from a set of\n", "coefficients $ h = (d_j^\\om)_{j,\\om} \\cup \\{a_0\\} $\n", "\n", "\n", "If $h = \\Hh(f)$ are the coefficients of an image $f$, one recovers\n", "$ f_1 = f $.\n", "\n", "\n", "\n", "The inverse transform starts from $j=0$, and computes $a_{j+1}$\n", "from the knowledge of $a_j,d_j$ by first inverting the horizontal\n", "transform, for all $k,\\ell = 0,\\ldots,2^j-1$,\n", "$$\n", " \\tilde a_{j}[k,2\\ell] = \\frac{ a_j[k,\\ell] + a_j^H[k,\\ell] }{\\sqrt{2}}$\n", " \\qandq\n", " \\tilde a_{j}[k,2\\ell+1] = \\frac{ a_j[k,\\ell] - a_j^H[k,\\ell] }{\\sqrt{2}}$\n", "$$\n", "$$\n", " \\tilde d_{j}[k,2\\ell] = \\frac{ d_j^V[k,\\ell] + d_j^D[k,\\ell] }{\\sqrt{2}}$\n", " \\qandq\n", " \\tilde d_{j}[k,2\\ell+1] = \\frac{ d_j^V[k,\\ell] - d_j^D[k,\\ell]\n", " }{\\sqrt{2}}.\n", "$$"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 18, "cell_type": "code", "language": "python", "metadata": {}, "input": ["ihaarV = @(a,d)assign( zeros(2*size(a,1),size(a,2)), ...\n", " [1:2:2*size(a,1), 2:2:2*size(a,1)], [a+d; a-d]/sqrt(2), 1 );"]}, {"source": ["Then one invert the vertical transform, for all $k = 0,\\ldots,2^j-1$ and for\n", "all $\\ell=0,\\ldots,2^{j+1}-1$\n", "$$\n", " a_{j}[2k,\\ell] = \\frac{ \\tilde a_j[k,\\ell] + \\tilde d_j[k,\\ell] }{\\sqrt{2}}$\n", " \\qandq\n", " a_{j}[2k+1,\\ell] = \\frac{ \\tilde a_j[k,\\ell] - \\tilde d_j[k,\\ell] }{\\sqrt{2}}$\n", "$$"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 19, "cell_type": "code", "language": "python", "metadata": {}, "input": ["ihaarH = @(a,d)ihaarV(a',d')';"]}, {"source": ["Shortcut to invert horizontal and then vertical transforms. This defines\n", "the invert of the Haar transform."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 20, "cell_type": "code", "language": "python", "metadata": {}, "input": ["ihaar = @(a,dH,dV,dD)ihaarV( ihaarH(a,dH), ihaarH(dV,dD) );"]}, {"source": ["Initialize the signal to recover $f_1$ as the transformed coefficient, and\n", "select the smallest possible scale $j=0$."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 21, "cell_type": "code", "language": "python", "metadata": {}, "input": ["f1 = fw;\n", "j = 0;"]}, {"source": ["Apply one step of inverse transform."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 22, "cell_type": "code", "language": "python", "metadata": {}, "input": ["s = 1:2^j; t = 2^j+1:2^(j+1); u = 1:2^(j+1);\n", "f1(u,u) = ihaar(f1(s,s),f1(s,t),f1(t,s),f1(t,t));"]}, {"source": ["__Exercise 2__\n", "\n", "Write the inverse wavelet transform that computes $f_1$ from\n", "coefficients |fW|."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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QxCoZj6BvbS/AG7BdYTgczs7ORqPRra2teDxerVZFC8QgEU9jYiUSiXw+H4lEms3maDRS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\nfJFeAAAAAElFTkSuQmCC\n", "output_type": "display_data"}], "prompt_number": 23, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo2()"]}, {"collapsed": false, "outputs": [], "prompt_number": 24, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Check that we recover exactly the original image."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "text": ["Should be 0: 0.000.\n"], "output_type": "display_data"}], "prompt_number": 25, "cell_type": "code", "language": "python", "metadata": {}, "input": ["fprintf('Should be 0: %.3f.\\n', (norm(f-f1))/norm(f));"]}, {"source": ["Haar Linear Approximation\n", "-------------------------\n", "Linear approximation is obtained by setting to zeros the\n", "Haar coefficient coefficients above a certain scale $j$.\n", "\n", "\n", "Cut-off scale."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 26, "cell_type": "code", "language": "python", "metadata": {}, "input": ["j = J-1;"]}, {"source": ["Set to zero fine scale coefficients."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 27, "cell_type": "code", "language": "python", "metadata": {}, "input": ["fw1 = zeros(n); fw1(1:2^j,1:2^j) = fw(1:2^j,1:2^j);"]}, {"source": ["Computing the signal $f_1$ corresponding to these coefficients |fw1|\n", "computes the orthogonal projection on the space of images that are\n", "constant on disjoint squares of length $N/2^j \\times N/2^j$."], "metadata": {}, "cell_type": "markdown"}, {"source": ["__Exercise 3__\n", "\n", "Display the reconstructed signal obtained from |fw1|, for a decreasing cut-off scale $j$."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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V1GlmCkFvvqwPP/7xjyPic5/7nA4qo5qqcoWalynyVzLLRZpLyj/CmkO+8pq3eronRw+d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\nz1mXS3t5ll0eZi4qLuAAsPh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"output_type": "display_data"}], "prompt_number": 28, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo3()"]}, {"collapsed": false, "outputs": [], "prompt_number": 29, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Haar Non-linear Approximation\n", "-----------------------------\n", "Non-linear approximation is obtained by thresholding low amplitude\n", "wavelet coefficients.\n", "It is defined as\n", "$$ f_T = \\Hh^* \\circ S_T \\circ \\Hh(f) $$\n", "where $S_T$ is the hard tresholding operator\n", "$$ S_T(x)_i = \\choice{\n", " x_i \\qifq \\abs{x_i}>T, \\\\\n", " 0 \\quad \\text{otherwise}.\n", " }. $$"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 30, "cell_type": "code", "language": "python", "metadata": {}, "input": ["S = @(x,T) x .* (abs(x)>T);"]}, {"source": ["Set the threshold value."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 31, "cell_type": "code", "language": "python", "metadata": {}, "input": ["T = .1;"]}, {"source": ["Threshold the coefficients."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 32, "cell_type": "code", "language": "python", "metadata": {}, "input": ["fwT = S(fw,T);"]}, {"source": ["Display the coefficients before and after thresholding."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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6vayszGq1bt269cMPP4TCMj6fb7Vao9Go0WhkMBgSiUQul5eUlGg0mlAoBF9N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\n", "output_type": "display_data"}], "prompt_number": 33, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "subplot(1,2,1);\n", "plot_wavelet(fw); axis('tight'); title('Original coefficients');\n", "subplot(1,2,2);\n", "plot_wavelet(fwT); axis('tight'); title('Thresholded coefficients');"]}, {"source": ["__Exercise 4__\n", "\n", "Find the threshold $T$ so that the number of remaining coefficients in\n", "|fwT| is a fixed number $m$. Use this threshold to compute |fwT| and then display\n", "the corresponding approximation $f_1$ of $f$. Try for an increasing number $m$ of coeffiients."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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j/gWqb+DvN7/5TSHE9u3bN27cKKbjL6h5KBWPSBBqCSIjnnjiCTFdqH5kZES+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"output_type": "display_data"}], "prompt_number": 34, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo4()"]}, {"collapsed": false, "outputs": [], "prompt_number": 35, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Bibliography\n", "------------\n", "\n", "\n", "\n", "* [Haar1910] Haar A. [Zur Theorie der orthogonalen Funktionensysteme][1], Mathematische Annalen, 69, pp 331-371, 1910.\n", "\n", "\n", "[1]:http://dx.doi.org/10.1007/BF01456927"], "metadata": {}, "cell_type": "markdown"}], "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"}]}}}