{"nbformat_minor": 0, "worksheets": [{"cells": [{"source": ["Optical Flow Computation\n", "========================\n", "\n*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_matlab/) for details about how to install the toolboxes.\n", "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\enscond}[2]{\\lbrace #1, #2 \\rbrace}$\n", "$\\newcommand{\\pd}[2]{ \\frac{ \\partial #1}{\\partial #2} }$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\umax}[1]{\\underset{#1}{\\max}\\;}$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\uargmin}[1]{\\underset{#1}{argmin}\\;}$\n", "$\\newcommand{\\norm}[1]{\\|#1\\|}$\n", "$\\newcommand{\\abs}[1]{\\left|#1\\right|}$\n", "$\\newcommand{\\choice}[1]{ \\left\\{ \\begin{array}{l} #1 \\end{array} \\right. }$\n", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "$\\newcommand{\\diag}[1]{{diag}\\left( #1 \\right)}$\n", "$\\newcommand{\\qandq}{\\quad\\text{and}\\quad}$\n", "$\\newcommand{\\qwhereq}{\\quad\\text{where}\\quad}$\n", "$\\newcommand{\\qifq}{ \\quad \\text{if} \\quad }$\n", "$\\newcommand{\\qarrq}{ \\quad \\Longrightarrow \\quad }$\n", "$\\newcommand{\\ZZ}{\\mathbb{Z}}$\n", "$\\newcommand{\\CC}{\\mathbb{C}}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\EE}{\\mathbb{E}}$\n", "$\\newcommand{\\Zz}{\\mathcal{Z}}$\n", "$\\newcommand{\\Ww}{\\mathcal{W}}$\n", "$\\newcommand{\\Vv}{\\mathcal{V}}$\n", "$\\newcommand{\\Nn}{\\mathcal{N}}$\n", "$\\newcommand{\\NN}{\\mathcal{N}}$\n", "$\\newcommand{\\Hh}{\\mathcal{H}}$\n", "$\\newcommand{\\Bb}{\\mathcal{B}}$\n", "$\\newcommand{\\Ee}{\\mathcal{E}}$\n", "$\\newcommand{\\Cc}{\\mathcal{C}}$\n", "$\\newcommand{\\Gg}{\\mathcal{G}}$\n", "$\\newcommand{\\Ss}{\\mathcal{S}}$\n", "$\\newcommand{\\Pp}{\\mathcal{P}}$\n", "$\\newcommand{\\Ff}{\\mathcal{F}}$\n", "$\\newcommand{\\Xx}{\\mathcal{X}}$\n", "$\\newcommand{\\Mm}{\\mathcal{M}}$\n", "$\\newcommand{\\Ii}{\\mathcal{I}}$\n", "$\\newcommand{\\Dd}{\\mathcal{D}}$\n", "$\\newcommand{\\Ll}{\\mathcal{L}}$\n", "$\\newcommand{\\Tt}{\\mathcal{T}}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\al}{\\alpha}$\n", "$\\newcommand{\\la}{\\lambda}$\n", "$\\newcommand{\\ga}{\\gamma}$\n", "$\\newcommand{\\Ga}{\\Gamma}$\n", "$\\newcommand{\\La}{\\Lambda}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Si}{\\Sigma}$\n", "$\\newcommand{\\be}{\\beta}$\n", "$\\newcommand{\\de}{\\delta}$\n", "$\\newcommand{\\De}{\\Delta}$\n", "$\\newcommand{\\phi}{\\varphi}$\n", "$\\newcommand{\\th}{\\theta}$\n", "$\\newcommand{\\om}{\\omega}$\n", "$\\newcommand{\\Om}{\\Omega}$\n"], "metadata": {}, "cell_type": "markdown"}, {"source": ["This numerical tour explores the computation of optical flow between two\n", "images. It is at the heart of video coding."], "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/multidim_5_opticalflow')"]}, {"source": ["Loading Warped Images\n", "---------------------\n", "To evaluate the performance of optical flow computation, we compute a\n", "pair of image obtained by a smooth warping (small deformation),\n", "here a simple rotation.\n", "\n", "\n", "Original frame #1."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 3, "cell_type": "code", "language": "python", "metadata": {}, "input": ["n = 256;\n", "name = 'lena';\n", "M1 = rescale( load_image(name,n) );"]}, {"source": ["The second image |M2| is obtaind by rotating the first one.\n", "\n", "angle of rotation"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 4, "cell_type": "code", "language": "python", "metadata": {}, "input": ["theta = .03 * pi/2;"]}, {"source": ["original coordinates"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 5, "cell_type": "code", "language": "python", "metadata": {}, "input": ["[Y,X] = meshgrid(1:n,1:n);"]}, {"source": ["rotated coordinates"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 6, "cell_type": "code", "language": "python", "metadata": {}, "input": ["X1 = (X-n/2)*cos(theta) + (Y-n/2)*sin(theta) + n/2;\n", "Y1 =-(X-n/2)*sin(theta) + (Y-n/2)*cos(theta) + n/2;"]}, {"source": ["boundary handling"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 7, "cell_type": "code", "language": "python", "metadata": {}, "input": ["X1 = mod(X1-1,n)+1;\n", "Y1 = mod(Y1-1,n)+1;"]}, {"source": ["interpolation"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 8, "cell_type": "code", "language": "python", "metadata": {}, "input": ["M2 = interp2(Y,X,M1,Y1,X1);\n", "M2(isnan(M2)) = 0;"]}, {"source": ["Display the two images."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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eZOgZq6NzPp/v9XoQksRRkJK2jakWnzGGciKurwajNgA1ItlRQnr2cFxo/kRC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\nYZUnBchKhUGYeDI1Ud2COI4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hvCDc4zjWlolK5hiJnSBT8IbROrCmtNONpQstJnwgZba+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\nAAAAAElFTkSuQmCC\n", "output_type": "display_data"}], "prompt_number": 9, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(M1, 'Frame #1', 1,2,1);\n", "imageplot(M2, 'Frame #2', 1,2,2);"]}, {"source": ["Optical Flow Computation with Regularization\n", "--------------------------------------------\n", "A first approach to optical flow computation is to solve a ill posed\n", "problem corresponding to the optical flow equation constraint\n", "(consistency of gray level intensity when moving along the flow).\n", "\n", "\n", "Compute the derivatives in time and space."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 10, "cell_type": "code", "language": "python", "metadata": {}, "input": ["global D;\n", "Dt = M1-M2;\n", "D = grad(M1);"]}, {"source": ["Display them."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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MJp988sn3ve99xgYZOJRhpFudsaJT3DIJLrkWEisXE9W1jTvDCKmEIAkf5Hne\n3Nzc/v4+f/O+971venr6oYceqlarb7/9Np+L9hLdAE93enranFzkQdS5+MFULEWppAgRnBiJ9Qtr\nUYhqxjbvYPvIGDk2fRK10JFBqVRqamqKNdnd3cU6WVxclKAij9TpdIIgwDnD8t3Z2fnRj35ULpc/\n8IEPBJYaJ8aT7COHTdIz6XQaSptv23+Ig+5Eqjh83+drytazPmJ15XK5VqvFtxgMBrVabX5+fm9v\n78yZM0hDlnFs6+SQd+12O7DUp/sPsSCFGyU+WcwWJ3DXWAS2hquNK5bJZNxI0ZWw5+lyC3NByE3s\nNXoLiUHwv1KpDIdDApIYQ1gz+PrpdBpWyHA4nJ+fX19fb7fbHCHpDsWaIxDE/ghtmjaItG8NbQZd\n4Np+cn6Em2OMyWQyWFGBLThzHIdaab5vOp2enp4eDAaHh4esA6dLNLExJpfL8dHjE6qHebd48BVY\naCsNRRtxvtmnwNYFx20bVt8ysjDkA9tuzo8k6jkoYvVE2XeS2EATJJPJ4+NjUYeDwaBYLOZyuamp\nqampKYzEVqtFNBLp4DgOoi2ZTD7zzDPZbDbqBQYR3od8wZjtty3fy7WFRxL5NDZ3LXa3eGDGxse4\nDFNTUzRXXFtbe/LJJ8MwnJ+fv3XrFjYv+Z5erydagWtsIgm2EwGBTd+2pSA/JyE+MTIQAdlstlQq\n5XI5YTSwXNKYgwVJpVKdTodEN4sT1fpPPPHEwsJCt9sl6NpqteLxeK1Wc12XVCIbSp3saDTKZDL9\nfv/g4KBQKORyuXq9nkwmt7a2rl+//uEPfxhPqN1uizgTs0kEViqVarVa4qWxv54tNgpsCaBvG5hJ\nQFJqq3ktr5qamoIax8nc2tpCS9Hkl/NGwACtEI/HC4UC9taJbHE0noZrSEO1MML8npqaYrNY8263\ni+Kh8Xy322XRyELJVhK+w/kQ847bHQQBn9JoNEgHFgqFVqtFzS+eK5caJlEsFtve3m6323Nzc51O\np9PplEqldDr9yiuvuLbaD7NVIgHjSI8MsQv5ynKjPct59iK9uXk2DgAbhCnDV0bLLiwsuLbcsFQq\n/bf/9t8WFxd5z0wmw0UObKEbPpnjOCe1xe8WD74C8205BXFhDGFjKwddm7EUmeVHSEcSQZIOMb5l\n/hAqNJGeF8a69sPhENIqPhaRH8IaHGjUJB0I5cHi8XixWITy63lep9N57bXXbt68+cEPfvCxxx7j\nbeXZ3HvTYxJqiFpzYj/GbDWJ+G1iVhtbLm0i5MnxeDw9PY3UDikAACAASURBVJ1Op59//nnH9uPA\nP4vH44Tmeeder9doNPC9XnrpJalyu/8g4OZGOoRJggF9L/Ym9vtwOKzVaqwYhI6RbbTKC8WUoZY5\nGolybK+mq1evXr9+PbC8eXz6crk8MzNTLBYJyMzPz8fj8Xa7nc1ma7Xa8vJyOp2uVCrQKCRH8hd/\n8Rezs7MYBygqz1awsuliOki4O2bbTkrsWtxHEfSizt1Icb3sezKZhGEYhmGz2fzmN79JETevIt3i\n+36xWMRBGQ6HzWZTPIkTAQKXw5zP56NBBYnEchgkC8Uu08GEcyt3VlKefGuhe0hUBs3d7XZzuRz2\nB86T53mYNYTZaR6GA5dIJM6cOdNoNHq9HjknY0wsFvvgBz/YaDRqtRrai0/nULmWv4pAQNSI8Akt\nazqwzA7yuMaapLFIm6uo9cMLd3Z2KPUztrUmEUXfMkFQe6TE2GWOxEls77vGg6/AxERl16vVqm+z\nBa6tq5C4HL8a2+lZcoyEWxhESPnRP0DlBEGA2ZXL5VzXFfMWIi+CT/K9vCQWi2HWYYhRv+Lb2q9G\no/Hiiy+++uqrjz766HPPPceHStWLPFIYhiTbJPhgjOFQYuhx00jzSNgBJRdGUmU8bRiGy8vLv/AL\nv7C9vT0aje7evfvbv/3bxMqlzQwB0k6ngzh7+eWX6Rp3UpEHWQcIfpD7ZbNC2xYZ5xszE6EsOSHX\nDrhB6sXsnBpZXjkSxpgf//jH+CJIfNe2PKZSeDQa1Wo1ceL5LWlFbBpcNKFXOI4Tj8fr9XosFrty\n5QqWAXIzvDepyfMjdsN7+0iJ6+/YtCiyyY1MckEpOhH26cbGRq/Xu379+s2bN//Fv/gXYaTyHUkN\nSw1XLJfLQTU6qSS/pKUhGiCFiakio6NBxfF43Ol0/AjXXKIXEopAITm2AiyMtH/b2NhoNptcT4nC\niTosFArj8bjRaDi23KJQKJTLZYxRoWMcHx/jzkq0eXZ2djwev/nmm9IRSvxsnkc6EuBFiS4Re9qx\n9TDGttjnfxO2Hb5oMsws3/cbjUY+nz88PLx9+/Yv/dIv+ZGcnMg0YwwDhiCnaB3YewWIIUQSoR4/\nUvwxjhQXG0sDS9iOqGNb0Bq7t1ODsdpOVIgxZjgczs7O7u3t5XI5YwwSCmtaDCLy5HJ2mZ+JFYZn\nQN7FteD9h8PhK6+8sre397GPfYxYKAYmX1D0q28puRIXRaTGbQsArms0vR/YohbeSsKtDz/8MH/z\n+uuv//7v/z6/IiSFEyZcc2PMrVu3qtVqoVBwHOfDH/7w/d9iY4mgWOLFYtHYtgVj24QJ3YZQYA1D\nmyprNBpCGBPvxBiDSpPlFaPhypUrly9fpnskByOZTNZqNeQdH5fP5xFto9GITl2MnWu1WrA5YLjx\nSEGk6fO1a9c2NjboPYguDGz7K8Tx2PYlYoNwziQzFzW/RrY/OgkY6e8wtlx/3/fJ7hSLxStXrkhO\nhWWUtI1jeZK9Xu/o6CiXy505c+ZEdjmwTFeuJ526aITRarXEyyQ0Yowh3xm33Syls4m8jxx+3/bS\nxQ9zHOfq1aszMzO+70PGCYIgnU7X6/V6ve66LgFMx5JHdnd3K5VKPB6fn58Xq05y2yy4VOa5rnvx\n4sWrV6+iYPDk2BdIs7KJ/LFnB2IIRV5CoIBjICwqPkVK1hALu7u7juNcuXIF5eraqgyyqlLUwS7z\nwxPY4HePB1+BiU2Kfe3aFvLBX+soE+1P6EQy/zFbShw1cAgTS34iCILFxUVYthLwISLh2KJ92D4S\nNJAYSK1WkwfDJjKROmuE19HR0Xe/+92vfe1rp0+f/sVf/EX5M9dyFkJbtuxG2lkFQQDdiEc1tkeD\niZTHRQMUXP7Tp09ns1k4UX/2Z3+GXwhrA1nZ7XZpmE3K5/DwMJvNNhqN8+fPP/300yeyy4EtBw5t\n5a942DhJjuUZS4MfTHi8KOyG0A52QjcMbbspZIdnW/f+z//5P/Fl6UGFYigWi6lUSmqPWq0W4tVx\nnGazSWiIaXP5fL7T6YjTLJqmUqmsr6/Pz89vb2+zmJJ5RY9i/XAUSVeIExYl16GVPVu2geTleMte\nG2MwrUjpI6lpz+Ha5iMk6sgbGdueanZ2dm1t7c033zyRXWY9+/0+UWtuAWtI/snYIidu2Wg0wq7C\n6hJPFJ0Us5PN+WrC+onFYoVCYWNjg5gKZoRnh9SUy2Xxzgly5PN5WKyHh4ee59EBJJ/PMyddOrYQ\nrG61WlTHP/HEE91ul8m3xAMcWxdhIu282UHPjoORfxsbOjYRmmLM9vQJw7DX6xmb1h0MBm+88Ua5\nXJZ7QXaQ5Ci6NplMclNI9T300EMnssXvFg++AvNsbZAkQuSqY96y645lcGGCIcrj9zaVidsmmyM7\nHM+1JDH6h1YqFdfSiqSbA2RoAhoSMYCuaoyh4jKwDdHjtjtwzBYV7e/vO44zMzNDMvbVV1+Nx+O/\n/Mu/LBRH19Li+Wpipkmcc3Z2NpfLYYFynUiu8HJz79CNXC534cIFLNaXXnrJWBJBEATSgoE6/06n\nc3x8vLOzI2T0p556Cu/n/oPwoDGmUCj4tkUpGyTlwL4tEieHIdRhMcYRSTIaFAWDASuWge/7i4uL\nEprr9XrxePz4+Fh6Z8AF8Ox0sUqlUqlU2u12pVIZj8fNZhNJGthmSJDZTp06NT09vbW11Wq1RqNR\ns9n88Y9//MQTT4g2FT0nISMn0tlZIoQ8P6pawk0iB421eDgYtJK6ePEiv6pUKgk7s5QTyMNgVx0d\nHQVBcOrUqc3NzZMKFIe2hMNYpqj4NIHN6RrbVQetw5k3tjkAC0jWE182agrEbIMuODhi0Xq2RWEs\nFiOH7do6GbKk5XKZWd5wcAaRETlS/Y0lQUqVM5bJZJ555pmXX37Z8zwhQKJBETUx253ZtVQsHtix\nvQuMrb4Q5R1YHrKEkXq93ltvvfWhD31IIjHY1hKrJNNhjEkmkwcHB8lk8syZMzdu3Lj/+/t3wIOv\nwPzIPFYn0gOUCJsbyQBLwTLJVbHvHJshl0SRhMvFm0G+o/mwzaUnEATrWCyWzWZ922q6UChwiIXQ\nH1r6ALdrb2/v4OAgl8tBZQxtNfRgMPjCF76AFTayXWL9ewm1fqTEjctJXxksSs5rPNIt21hmh+/7\n9D9MpVJbW1sMCXPt2FnUHgkkCh4PDw+NMUTDTp8+XSqVEBb3HwgUSXiEdvxEGOFryVcWjTuy/TUI\n8waRmbkSIEWayDvLKArX1iyzp1NTU/l8HhqbsW1KXNfNZrOwvxJ2kAchGoyeXC537ty5qampra0t\nwjjj8RiHwBjzrW996/HHH+dwSiRTvtRP9ILxLZ+NAAA627GdOIIItVqIANVqdW1tDQFtrIjnOuTz\neWOM7/uFQkHKqtbW1ra3t09qi40xeNjlctm3ZEuhmEuiCFFOlwC+WsKO2sGM49qO7Xxtx/aWlEgd\nLouEmlk3LI9sNpvNZrlN1E4YYwhB48I6tp5BArlw93l+UhhYWsK/CMOQDvES4CVWFJVRgaUK49w7\njoMwEStZwt1iuIhZc+fOnYsXLxJ4YJWEPoaLD5HSs32QNzY29vf3T6rU793iwVdgXGMZFSGCSZwh\n2WxJ1ZqIpRNaPpKxNUBj21peAujj8XhhYYGXcDF6vV4ul5OyU6xsYkpMieV9ODdepFdCuVx+5513\nKpXKqVOnFhcXjTUnxeGjf8SXvvSlX/mVXzHGIE0wHiUq6NrG88JJIVzW7/ehjHNDTITAxmMvLCxM\nTU2RXfjBD37ADZFkMkYosr7ValGhifM3MzOztLREzcCJ7DJbWSqVHNsNTxJFoqhYH+wGJJSwB40d\nOyLSLW7bsnh2vFMQBPjQ/OVgMCiXy8fHx9jUnLHd3d0gCMiZx+3o0ampqXq9zmpD8m42m6PRCK4a\nqgsOAuK41WoRwvU874033lhYWIjbGj5ju/8FtsVweG/LTYKi5t6eYb7lKLm2EwQ71el01tbWpGkk\nQjC0UxMpd61UKr1er9VqydA43/dRbyeyy4yzYinwerm2vi2iZx0gvvu+3+12xaxk2LH4Uk6kJtpY\nWjKOFAE9GmrIVWLTG40GvfxpUMI5GdjxY55t7c2nVCqV6elp6E6hnXMtbjGBzQsXLrzwwgtC5ZAT\nSLRQfi6ZTrbA2HamYsjKXcbcRD+RnqAFCa+C2BUEQSaTofGp4zjMwu31eouLi91u96Ru8d8BD74C\nw/OI2TYcjq1IjdqnjqVduZbX4NlR63L5xdGJ+l6cMLh5xBw40HhgfDSBct+W8vAR/X4fe9DYqD3s\nxB/96EdLS0sMz6U/Qtz2K6KuhbBAu93udDr/9J/+04SdTTWKTM2QVIc4lMaYfD5PYpaLPY4UhPFU\nqVTqfe97H/rppZdeQrNKrCkWi8E34WodHx93u91UKpXNZmmIFYYhLsWJ7DJZB98y+ojmETXlxsZs\nkTKSBQIbW4PricITwpisjGTFqIiYmppio4MgaLfbeKIyYCmdTrNK+Aqu61arVdJXvHA0Gt28efNj\nH/sYSS9cNGOnqoZhmMlkcrkc5RbY1CsrK1RiSI2OiVDmZH8liCrpLgQ3mTMg4yiDIDg4OKB9VMxO\nSpQufJgsUIoQsqdOnTLGNBqNMAypwj6RXUb7EkVgteN2zkvCdreS1BSXAj9YXC7+y1+yDuSWHNt2\nq1qtsmKj0YhQsBdpYyh5MqrKWHMsG8/zaHfJxlUqlYcffjibzXISWFtpicCn0+Y0kUg899xz0ax8\n0k7aNJE57JxqHp7AtaRCgkgjsZgt6EZe3bx5c2lpybfFBqwJH9psNiHrGmPy+XwikZibmxsMBlRK\nnFQu4N3iwVdgom8kSxREGnB4trRLZDqRAfGKJGgjDrh3byEh5p5cEsmd0OGG4CG0H7G8CEFwsok3\n5nK5ra2tzc3NtbU1BCgvb7fbPCQcEAhsPPmXv/zlnZ0dVM4oMu1eEPUmwzBMJBJra2u+7dkxsgMS\nJXq5urqaz+eDILh9+zZ9x5Gn+HwYrUTPMUIhhkxNTdF5iIS5e0JtXh2buxbO4diO0ZKdNcagifE/\nkM7oG/Fco/yrke1ozg+JPWLQkIBEYXNOWAdjRzYb6xwTPMQkunXr1kMPPXTu3LkbN27AYJSwD84u\nrS5wfWBvD4fDl19++aMf/ehDDz0kXrgboVPLwZaIYr/fp/6Br8M/eCr+Bt02MzNDu6NMJiPMcqmL\nGtsSeNRbv9+vVqvGGFI7/gn1DJudnUVho1+DICBE79opEIQKWEaCtyysMAlRQhKGdSLz1t1IHTRW\njixIOp0uFoue583Pz2ezWX7LmRGqDlYpWc9yubywsLC5uYnC6PV6uGu81rd1YJ6dF+h53muvvSbj\nTzG4XVufw/oL8wvt0mg0jDVW3EjpvfheXOQLFy5gPfO9aONgbMpAMoJUnhhjGo1Gu93GDT2RLX63\nePAVGMEiDquYNq7NeKOBOPee7Qs1tj00scUkEuXZFoLGTn5C1tAqhptvLGGd04wf1u/38/k8ghJa\nl9wfz/MWFhZ++MMflkqlU6dOSbbDs0PFSDKLFEbrUN319ttvdzqdT37yk9PT075l0JpIq2KxuYZ2\npHo+n5dxiCIBjTG5XG59fZ1w/Msvv4y3wTVD0HPE0RPb29u+7RRXLpcJpODleCdUyDw/Pz+w04yG\ntumqfDvRbfhSMVs6SmhX8qOhHcskqbLxeEwrh/39ferGCAShBUulEu4XFcHGmJmZmTAMcZiMHb/E\nR9+5c+f555/f3d2lvgK6F3KkUCjgJhaLRWEo+JEpz//7f//vSqWytrYmeSwT4emYyFxH13Xn5uZO\nnToliRwJM8rx8Dyv0WjgK4s1JgSTwM6xw+5h4iXPjKN2grM2pP5BwhLshfgraGt2mWwlR9qz/ZnG\ndgRXYCkbeGA03YcwZYxpt9s4WNgTBFF93282m+hFIjqj0Yj6aNTq9PT0zs7OM888U6/Xj4+PJSFa\nKBTCMGw0Glx8REcQaXVojHn88cdROcSBjQ0JhrZPELICfmmtVuMffEH6P8kWo88ajQYHgGQepjDv\nls/n2+02ppXv+51OB9+xXq+T5yMPdyJb/G7x4CswLGgn0otFbrU4Lj9B7HEiLfWijpckHiQKgSMF\ntY/4oYgAsW6iDdaoaOY9E4lEPp/v9/vXrl1bXFxM2A49hNoJspMrlgikJOERbcaY27dvv/nmmz/3\ncz+HWpLwV5SVFE3XZbNZnIZer7e1tbW7u3t4eBiG4aVLl3hyUl9cIaGExGyn0WazeePGDUkoLi8v\no7G63S7ck5MSbcfHx9znsa3y4eeyZb7tQNHv92u1GpEWnFqcS6wNidOiQgJL44zb/kwoJFJEnU4H\nOnK73W40Go1Go9PpIOVdOyEF32U4HJ47d+7atWvGmNFo1G63wzDEmBjbEqtKpVKv12VeM8YWTuTU\n1BTiL5/PC1MjSjeVcKKwGELbpRdJhHmBbXR0dOTbaSAI+unpabQXn4tvTWQbjiXbKsw64fvdZzB6\nNIwMNhpHWr65lo5LVMPYfJjoG8kOihkasy3h0+n0a6+9ViwWw0h7a64ztb3YqSgzimRkOCpKsdVq\ndbvd1dXVN998kyA/+sD3fVpylEqlTCYDiVEK6iW7PB6PZ2dnC4XCO++8E7O9QtxIHymIwTHbRToI\nAsozCIbzDrIgQRC8/fbbZ86cQT2Hdhwapcq4gAz5TCaTzGJmnh+/4kacyBa/Wzz4Ciy4t/OTd28L\neXGDfDuVwBgT2qF2cdssNbA0J/kDzuX73/9+zHbccxw4RIZUUGIS0ljB2MaJfOiNGzdyudz73//+\nWKSdDFel1+sJewpDWHJsQsLmvy+99NJgMLhw4YLIbuGVjS1kNRCI3/3ud1944QWqLzc3N2/cuDE/\nPx+GIcNc+BaSSiEmw8NAneciLS4uIukGgwEchGiC4T4D2QR92UQGcPNb8Z5dW94gwKrA/iBxIqwN\nViCTyWxvb9MaigUMgiCdTs/NzWUyGexxvLHj42NSCwQGUQZBEKyurrK/qJ9isZhIJCqVSiqVWlxc\nRMk5jpPL5fL5PDVM0jbFiwxl7nQ6P//zPy+1PmIueLZ/uW+nI0LlIFGKlzA3NxfY6um9vT2KmfDs\n8fJhnaC2IfuMx2Ma/nKSqXILbWrwRHZZYqFikDmR5FYYGfuHq0p2Uyjp7DhKBRMQRRIEwcMPP4wR\nhlKHfV6v1zne4/E4n8+jxjCV6F8qqmgwGDzyyCPFYrHT6ZCAKBaLLCO+NSeq1+uVSiVjuyuI2GGv\nwzAsFot//ud/vre3J0xUIWdJGowbzc8JJJrIpDRO2p07d2jpIgY6K4MAIZmKlex5XiaTOT4+Htue\n4CSDEyc0Mefd4sFXYKIG8K5CO27At5x4zpacePGfYBWGtt2tY+dwO7ZpwvHx8dLSkkQqgEQAMGRw\nofjHTxSivvbaaxsbG3wuf8NN6/V6lB4TFnBsD2Je7tsu49hiKJUf/OAH/+bf/Bvf94d2uvzYluVH\nGVZcpC984Quvvvpqs9msVCpLS0uPPPJIYEcYv/baa2EYRoMkxvaL6/V6/X7/5s2bpBAWFxehVw2H\nQyIkvq0VO5Fdlqgp3X1kc8XfFdvcdV3qc6VwQnwaYwxMaKKRiJX19XUqnaWxUzweb7VaOzs75M8k\nmT83N0fyMp1OHx4esqrPPvss2fLbt28nEolCoUAv8JmZmXq93mg0GMPG3hEX6vf7tO3A8sC3xj/+\n8pe/HEbKzyWJgpAlHTKwKJVKjz/++MMPPzwYDP7qr/7qoYcegsL3vve9D9MKsx0rjWV0bY1jGIZL\nS0tUuTqOwwqEttLgpDKdnHke3os0HJCzGovMe5RCMe7L2E7+FEuL2C8rUKvVSACT+MQkLZVKXLpO\np4O/1Wq1qFgHOOI4Tzdu3CCxaoyBCUVpMGHqwA5mazabnq0xJybv2Lpybta/+3f/7qtf/aqxlu7Q\njhkztrmMxJPG4zGWbrFYnJmZIQZYKBQwMePxONGFaBKE5tRkMTgty8vLzWaz2WxyL6QIcnBy7S7f\nFR58BQadzxgjW+LaWi7Jn4v7FZUIiCq0mol02+Plh4eH6+vr1WoVDSSRSaGEiAEFXR73i5hkpVJp\nNpunT59OJBIIMkYFEs0b25pTAjgoNsdxaBhqrErmUUk4b29vHxwcPP7446HtWyPGuzhknNrf+73f\nOz4+XllZuXjx4j/7Z/+MMNfZs2ffeuutS5cuiRJFIsDgEqlBh4gwDFdXVxcWFlhMnAbs1hNXYBQt\nkYIiCc+dD22KXroS05YJJwlzOLQ9LEihSRryhz/8oWfn0IdhiMAiIS99fvv9/t27d6Eg4gaVSqXz\n589PTU1dv34dsuL6+vo777zjui7MNLFpxrYFPiwY4thMMAgis4D5XNd1n3766dASz8IIRZ5omEi6\nRx999AMf+MDVq1ffeeedRCKxsLDw8ssv12o1XMnQ5npxNTiclApx4Dc2NoIg2N7exiCTnoGkBk9k\ni40xIzsgTYpwpUoP5wx/Cz8b9xcFkLDtQGOxWKfTQS2Ftk/bysrKX/7lX8JiJVQuep39IiPY6XTy\n+XytVuNQURpx9uxZY+vP0A0kiSVSwnQVPDlM25HtN48yC20bgbgtQJRJysaqZGPrIkLbV2hkO2s/\n++yzx8fHN2/eNMYUCoVqtRqGIU81tFNb2UEJqIjDeunSJQbYUuwhfJ9oWvE9jgdfgYnFKvV6xhhJ\ndYDAtkMkGYapwss9O6nSsUXQHP033njj4x//OJcBdycathrbYYPj8bhWqw0Gg1wuh4Db3d2NxWJw\no1utVrPZpGF5s9nkQznuKEVjDH1do7GvwDLQANbcl770pY9+9KMkYAPbXoTcFcb7H/3RH/3X//pf\nZ2dnH3744V/6pV+ind309DTOVq1WW1xcdG3DPc8WSotAr9VqW1tbruuura0tLS1h2FKuJGmDhx56\n6KRyYJlMRiZrQNkSUY5O9SMz442t+gpteZAQN0Jb9seBcWwW07EdGZB9MnaEiHEsFjtz5gzlQaPR\niHlg169fp1t/LpcjIrSwsNBut3O5HGZHr9ejEKfT6RSLxUwmQ4P8sR3xzAPAsmNqhu/7b7/9trFd\nKxHfyHFaAlK3/qlPfWpnZ+d//a//9cwzzxhjKDszNr1KyDSaaME84g+IHfFU/BlZH88WO4txdv8h\nFgnWCeQL/BvXjlkZ3zulempqCssVP0wMLDkeGHCwfjzb5JfjgTTHnc1ms1RHZbPZZrNJPnJ+fp4E\nZ61Wg9OfzWZHoxHMdUwE7E7COZ4dpswzi3IyxjiWbJVOp//Vv/pXn/3sZwn30Rbcs41jQpuY9zzv\nqaeeSiaTf/iHf7ixsVEsFiU7WCgU/tN/+k/GGNR8oVAYRWalhpagu76+vr+/T3NzPGzpISnJlPc+\nHnwFRvhesrjimiAaJF3EbyVxbez2E3lzLF9Ioj3FYrFer0NLRcQEQUAjGddOksQGnJubo8m0Y+eB\nzc/PIy/K5TJCR6Ii6XQam5F5UTRa5axzBJGwjs0we3aa+Gg0+spXvvL8889jpUoahvTyZz/72a2t\nrdnZ2StXrjz77LM3b96cmZmRKKV0iYWMJFdlZOfeOo6ztbUFm3xhYYG/kZCmyAL57/0HrpUQzKhr\n4VfiNLu22auEU2BPYLMTvnMsewIT23VdqDSJRILzAH3LcRwGGybtzK3j4+PZ2dkwDEul0vLy8uHh\nYaVSCcMwn89Xq1Wijv1+n27u5KVKpZLIWaxgWg3JYcNrrNVqI9sjxvO8w8PD559/nq88sgMMJXUf\ni8Wee+65z33ucz/4wQ+effbZ119/ncDUeDym0x3Jf05aPB6vVCqYRNPT0zgfvV6PYwn13LF9Z3xb\njMjZOJFd5ovgb6GW5KoKj8O1tQRc29FoJD1IubwyGoKdDcPw6tWrBEjZzVQqJXycXq9Xq9WgtpbL\n5Wq1CtEjFouxs1hLxWKRknbarBhjKJF0HIf0cLlcxgqEjsHdkXhgzPYTicfjvOG//tf/em9vj/M2\nsq04fVsv77ruL/zCL1y7du3VV1995JFH3n77ben7QxCbI0ERqjGGzBxSi88i7A8bi/x6GOnEfyKb\n+3fDg6/AYpERSsYYjk7MtnsRh8axlHoRcyIX4vH42LZmgIp9+/ZtyIFysOBbl0ol9IGEzmk1XSqV\nWq3WO++8Q4yLCFIYhpVKhbbl9XqdOCGcdcdxhDiAqiAHxhOeOnVqOBxi2fETulUNBoNXX331ySef\njNp6b7/99le+8pVOp3Pq1Klf+ZVfWVhY2N/fpzqk1+uR2UokEufOnUOas2ISPUeHNRqNg4ODwWCw\ntrZGyRea3thCS2P7aZ1Uet+z80qI4LVaLbwcyXHi0UpVr2Pnj3i2oTNyDWfXsz3Acrkc6wwJcDgc\nLi0t7e/vI63I5KP/ut3u7u7u4uJiqVQ6PDw8OjqieOj4+HhhYYHgUhiG+/v7QvGq1WorKysEIcMw\nlEYt8MqMMW+88QaDN6FXwLkwxnz9619/5plniCejUfg6uVzuV3/1V1944YUgCK5cuYLHbCKlzWPb\n3wiKRxiGEPfFjaODTDqdbrVa0GKx2WORMnDPNpO9/4i2C8H6jFb4upERaK6t2paImW/bfvK/XKvx\neFwul2nzaIyhF3O9Xp+bm2NsWzKZxILEGzbG7O7uzs3NlUqlo6OjXq9XKBQomCFigSKpVqvQK7iV\nhUKBnBNahEJ1XMPRaFSr1RxbwgGFJwiCbDZbrVaPjo7kcvGlut3uM888c/bs2T/6oz/qdDqXL1+m\n+YuJmNpSv4/lQagARSXBm9XV1b29PRKcxpjhvUNBjbUM3vt48BWYeAYSMAlsjyUQlb9y4Y2dhYjf\n7diWaNyTvb298+fPj8djqn/GtmaWdAKxb/wVgoTj8bharWJxS1yOuDyMIGrgeX9sLunkZiLGuOM4\nMzMzlUoFwlvs3nZ/HN9ms/nII48YY2Kx2CuvvLK9Z8MwPgAAIABJREFUvZ1Op5999tl/+S//JcN8\n19bWMD+57cjrjY0N8hwiFuFMY+revXt3OByWSqW5ubnQ9vpD67v3Dsk8qfQ+Wzmws7bZFMxb10Kk\nGKEkxzbw5uc4Rl6keY/v+1NTU4VCgTwfinBnZ2c0Gi0sLMAnJIKKDjt37txwOISjwfvgqI1sM71C\noUB5Fp0alpeXqS5CY7l2IBkr2Ww2H3300Xq9LhJZAoZBELzwwgt0GhOO0kc+8pGlpaX/+B//ozGG\nLkGieFzLLxfmG3Y68U+kNlufyWSWl5ePjo7EMovZLsaObefvWnbJiexy9BuxxdIpKrRTsiQGzvqE\nYchx5ZAIX5F3OHv2rOd5xHU92+CNQivHcSiZStqx1GEYrq2tdbtdhqINh8Pbt28vLi4yXNtxHKrr\nIMsMBgOqwTgAPA96ZWzHPbfb7ZWVFVYb/o7kRBcXF0Xm8NvxePyJT3yi0Wi8/PLLuVwul8txZ0Xx\ncCVJBHLBiYRz04WaRGkErp4xZmhnpYokDP9aV4T3LB58BWbsGCGYWsZakb6t+5MjEtq2csLic+4d\n/eXYHnS+7587d65arU5PT9MxQeiLc3NzCEcMQ9hKlUqlWCwWi0US9cxZILlKiqXZbFLqPxqNCGFR\nHs/zk2MPgqBUKu3u7jabzaWlJaEFYyvhcsVta4nBYHD79m3P8xYXFx977DHaRkAFJiLPSyTDF42y\ncs/7dt50t9u9e/duoVC4cOECrglmr1j0Y1uQFFquxEltsTAvQltsjh8mRgwSOW4nrwvPxVhGgLFS\ngMWp1+sEBsVrx3u7e/curo8wrR966CEMC6RPq9WirRz6hoZSJOow0lOpFD17+FDOA5FGbJ2VlRWS\nT3ArxnYilCgSXu66bj6f39jY+NrXvra7u7u0tESUEpno2kZTnFvJIYnKFCYL4qxQKOBrspKcAbHt\nZH9PKsqE/UfJyjjSkwm2kReZqy5MKKFuhZGKYIIZjBC7ePHiwcHB/Pw8vgv7hR/sOM5wOGQ9uc5r\na2sSycfJW1paOj4+Rm9xa2ZmZij2CoKAmCQ8UoZb+r7farXIeSeTyfn5eZE5ktoQImihUHjttdeE\nu7G2tvZ//+//dV13dXWVkENoy+rFGmNbH3/8cfIXKHiJx6CVZ2dn5UC6tomJKC1WIKZ1YO8RiAsl\ndw89JJwfY6+oJMNEhAkJNWZHgonHTWABuUkQD3dNavgx5eK2mY3rurS3uXv37uzsrGO7YIhXB0Mp\nsB2q+Gh4H/gB4/F4f3+fTAZpeW4IcQDf1nCEYXjjxg2aSW9sbNDxIRaL5XI5zH85pgk7j8rzPHgZ\niHvOOjovk8kg0ZaWlqQVhWt7FHm2QUlga2lPKoSIIndswTL6AFvSWAKhsVJMhIWxetezbVlCOwCQ\nX2FZo/IxYIlcQYD2fX9ubi4ej8/Pz1+/fp3UYyqVqlarFy5cODo6MsYQZqTpHA0dPvCBD/R6Pcg1\nfBwTmBhQcP78+fn5+aOjIzqXY+KgPyQYzpel5c+FCxc6nc7t27exTowx0kUFgc5OhbaKkcwZbRro\noM8R8iwdDrEes11jxJLDNQ8j1ZD3HxLPF38acwqWjWQ3vUgJY2D7XHO22UQTGTJANI/qcu4p8TcO\nPwHkVCrVarWWl5c3NzdhbRDiW11d5fLCneFEua6bzWZXV1dFyKCKwsgsmGw2Wy6Xe71ep9MhFee6\nLlx2vikFfCTPXNddWVnJZDI7OztTU1PxePzu3buYMvw9ulzsG2MMWVJsKWJOSTtSYGpqitadGKNy\nTZBXvq2APJH9/Tvg/wkF5kRa70h4kN+in0QVOZEGB2S/HVtUJJcBiSCZFde2pUHfYAcFlu5BBp4S\nk1QqdXx8DKWVPi6tVsvzPPoNwrGWnnuoz3a7DVGQ5hHcQKpr6f+LcWeMicViBNkpAVlaWtrY2JBA\nPBThcaSP/tzcHG1kSUfTLkhoSIhIz/OOj48rlQrcDew7+nl7dkqFpAxFF57EJv//W0nWWmJloS3/\nEgfa2HvO7SVDELMdUc29/ZmwYY+Pj107I9HYqjjebXZ2ttVqMdIT83ZhYeHOnTs4T77vHx0doe26\n3W6hUNja2ioWiwcHB/wEEwQyRbVaJa9WrVaxgegHbWy3PWOM53l0ySP+jEj69re/jec0PT1N6E/C\nBpxkUU6czDfffJMTm06nKQJBUVFCRBmQZ5vO+PfWShpr6p2UAsNJirYnjuotJ9KkZmTnF4spIz66\na2vduLZXr16lHIK749vOF3h1vh37OT8//84770Bwz2Qyt27dOnXqFH17iV7QWDIIgjfeeIPcAbvA\nTLVer7ewsICxgsZFRKAySSuIIci4ADqmrqysxOPx69evS1pBejpHox3MWeb7Hh0dYTDxN/jWDFHy\nfX9hYaFer4sphiXHP8TQMbYLz3sfD74Cc2w/scBy5U2kKVwQmd4dRFrySAKMa+DbQjGyR9R14bzn\n83mZLuH7Phwh/rfZbEKhbrfbNOsjbm4sOT6XyyEmjo+Pi8WiY6cR0k9IRj80Go1sNhvYvm0SZsT3\nCuxchr29vcPDQ0RYrVbb39/PZrPT09MEMXxbaExkHxOVrMz6+rrv+1/84hfxTjDEJFXTarUw3Ihl\nuZGuxOI+urZY8qSCS6xqJpMJbftHE5lBE0bGaCFuJEpjLE0R6RaGIYwYKbTgbECiQXwQt0kkEp1O\np91unz17FsujVCrt7++vra3RuIQHIxKF04wRIMOskRpSLF8qlQj4YK3D+8CdQqgRWK7VarlcrlQq\n3blzJ5vNMua00Wgw6lc8D3EI4JqTQRmPx8vLy9L9OZ/Pe55HylaOHwdPnFFsPv/e/rMnlSDx7GDi\naFZPfFNWVaqs0HMYbSNbnowrxj6mUqlMJnPnzh0KlukrRkAV05PICkZkrVaDrUfL5vX1dVw3qtcd\nx4EU0+/3+QOIx81mc3Z2VlrjEzqWRpfGmhck0SWa1+12GUeQSqUODg7a7TZUr9FoJMOYoqEjjq6o\n8D/4gz8wlpfBAUNd9fv9+fl5YwyBbmO1lAROAlttbWyZwXsf/08oMEneJuyMyiDSAhWpbWxRiNgj\n6DDJl4gNW61WuUWNRoP3wcobReY7Y18L/35mZubWrVu88+zsLALRt40zjo+PaYFPqHM4HM7OzhIM\n5MHS6TSVrVxLbiZpACbsUUg7HA5nZmYymQwzMhYWFiATSl2UbycVzc3NDYfDer1Oeeajjz5qjIHt\nLQkGAvpwnIjUEzSXxRF/K+qhnuAuh5GO8ogeKfVlxyVbIGETaQ5rjKE7HE2/2DvpwT87O4u5zR5h\nTNDpbmFhAaoY4Vm6KhNJnpmZWV9fRwChOFnwXC5HOyLq1nHQc7lcrVYT+hyyst1uY8SghOgU/vTT\nT29ubg6Hw9OnTzebzX6/T/U0G2esWYbWqdfrdL8kwsl3idn2gCRZEeULCwvMmCdoLEFs1ocD79ky\nqZOiqGGmsErGNnjEHPHtmDRxPQPbZwuTxXVddDDGHMxe8nwceAoYjo6O5PwYY6j6Pzo64luXSiWq\nC6TxfL1ex66tVqtSjIg/BCmGCvdarYacaTQaFKSyy6hS7CEsDGNMLBZjBCWWK1oZ71BCKZIww3yh\ngyVPvrq6yhv27YwnSfTm8/nj42MUXlTCiMnOwo7sjLT3Ph58BSasHgxM6W4pMNYSwXoVeyRmR95J\n7FFutWsbqQ1sh0Mm82KnE+IjEkj+g17mSCtOcNxOB261WvCksbh5IfleghXdbpdO8BhTvIogEtUt\nNIWKxWLz8/OVSgX9R7UKLXDCSO49tG0VKWFJJBJ37tyBMew4DjGKwHIRocAtLCzMzs6Ox2PsU9ZH\nzDRxcZwIDez+I7RdFRDTRPBQRTFbe4sKR144truBSDc2nUgLwUMy83TcqNfrxWKRuY6O4zDmkSgc\nlH02l9pk0kvVajUWizEfxxjTaDTm5uZwuOFVr6+v01z16Ogom83OzMxQ20DLWnKisp60qrp48eJb\nb721uLgYWtonjyGkUMdSaTCPcrlcoVC4du3aI488Eo/Hv/zlL3e7XdomobcQtaTK4HAO7bD5aK33\nTyzjSfnZdLvmBKbTacxEoe+KBYNW45rja6KDfVs1wdfkJUh5vFJMENg0EIPPnj17dHREo8hYLEaM\nutVqESnhXkD4PH36NNGRWCyGuyyRXrosMoGoXC5DzKFBc8x2tReCSaFQSCQSkIepZRaCGM8gGUo0\n0ObmJt14v/3tb6+uroZh+G//7b9N2k7QVEbL6L5arQaxSKw6jtl4PMYvDO8dXPDex4OvwLifTqT/\nKbZ5lNMhysmJdOWQiLBI58DOuqSGAyGSsNOeEolEws45lDg72og8PL4LDFpKL2miSi9zaBo03PN9\nX8b40p7Dt4RmrlkikcBsv337NlQowg5zc3OLi4vxeFz6tLIIToRsSSBrPB5fvnx5f3//9OnTnud9\n8YtfJGYYWDI6bdSnpqaYOu/abqHIRzFvY5FhWjHb3OH+Y2xbkfKtucCxyKAcCZLIhEPkIO0STGSS\nr3wjyVziKBtj5ubmsDni8fiFCxdQXdRLSYVy0g6fjMViOzs7EGTCMKTKNbDdobLZLCY2w7KlgSH2\nMqYD5vzBwUGr1bp8+fLBwUG9Xs/lcp7nkVsdj8e5XE6i4mJ+hTY7m8vlfvCDHzz//PMHBwe5XO7Z\nZ5/lUcnE4JrH4/FCoUBlvVhvRAJkiUSHieI/kV2OslHQ3K7rcpejV5Wrhwno2Up8TiZaTUoGCZwS\nSqWtjDEGPnCr1Zqbm9ve3sY5gzaVzWbJW7u2xtnYOZ/NZhMbNJfLYcRQIkZuDDOo2WzKKYWk4zgO\nxXY4jqVSaXNzk4g9BwkOYczWkku4SPhWCwsL+Xz+xRdf/NCHPnRwcICVKW1H4KGQwZ2dnW00Ghj0\nvE8s0hNE2ADQf5RG/16BlH0YY9zI+NowMiQlsE3cJa8ztrNNo1l9Y4mIJBI4ZDFbeEhAI9pJQRLC\nnGAkTjqdxhQiNdLtduktOxgMWq0WbhBxcMi+xhg6rLfbbdK/XLPt7e3r16/PzMwUCoW7d++WSiWc\nvFqtRpQAESaq2hgThuGpU6eQTU899RSBkeeee25mZiaa4+FVUIEzmcz09LRE6jn34sIKoZFV+uIX\nv3hSCgyn1os0i+MJeWAp8PJsdy7HJvzxILF/fVs+gVbb3t5eXl5+7bXXdnZ2pA1/t9ul9Re5xn6/\nDymZslbXdWHE+L6PET0ejw8PD1ut1tbWFpqPrOR3vvOdIAhmZmaq1So7PrQTmGh17zjO8fFxKpW6\nfPnyeDw+ODhYWFhoNBrErOCSOZHq3ZEdyc0iMDMFQVmv11dWVl588cXp6Wl0AO4pTgmxTbgqCC/2\nN8oU8Gy9gRhSJ7LL8Fl4MOZwirr17GAzY+te2I7QdjAxEWsVJ8l13bW1tfn5eWxQJAMdSVqt1qlT\np9BMjuNsbW1NT0/DPKQ+EhcqnU73er2ZmRnf95vNZrlcPj4+JsbI1odheHx8LBRHzhjXHGPRGNNs\nNtPpNAzSbre7srJSrVabzSanVBJjTqRNhhgrr7766uzs7FtvvfXUU0/t7u6eOXPmM5/5jLyEN+dh\nkslkp9Mh6CKsJXYzjMyNEstbafTvFQR2UJCEjOWUSy4U1wpOBNpLovxD29OalxhjarVaMpnc3d09\nODgQQ1jGREkBChoRM4oDh9dFazJuIN3zqtXq9vY2WdZ0Ov3KK69wmMrlMlRpY0wymSyXyysrKxBG\nbt++vbKywoUJw3BmZsbzPFpFkOwRJ0N0cCKReP/73//UU09NT08Xi8Xvfe97X/jCF7797W8//fTT\nv/d7vyfdpGKxGD0p7ty5k8vlLly4gGPBGxobhzSRCnEJo0c1/X2GBFs82/qWNYzb3sReZIwOm4KI\nEQfas92c0d+YJp7nwXMhp+i6LjRCooidTgdujrH1RrjC+Xy+Uqmsr68nEgmYh5cvX/7Qhz6UTqdf\nf/11qPmf+tSnfvjDH77++ut7e3tzc3PJZPLtt98eDofNZrPVatEb4rHHHms0GltbW6dPnw7DEMEn\nwbEwMj3Es1NXkGuUW1y7ds33/eeee25hYQH6K19TLBsUIcIU/osUV/FBjp0eiQAVHXlSIUTcU0nQ\nChXCsZws11a2EecnGBjYASuxSLdDQhRzc3NHR0fXr1+v1Wq4U+PxmGkmW1tbNH7b3d2dnp4Ow/Du\n3buEHEulEpNL+cvhcLi5ubm4uHh4eJjL5ebm5vb392mSS9+1eDxeqVQwsBzbo/mf//N/jhe1sbFh\njCGyDa/dRBjwcTuIzrGMX3E3b9y4ce7cuR//+McrKyuDweDSpUu3b9/++Mc/7tjRhqguTO1YLEZv\nM5ZFgq6yhibS7UE4nO99PPgKjEPv2AEE4loFtlWgyGUnUivm2+a82KRxOxEV14QsN+ECrHXJKguz\ng3PGFRra0UGIP9/3V1dXR6PRzMwMJ/7y5cv1eh2r+f3vf38mkyHd6rpuKpWanZ2l/14ul/vTP/3T\ng4ODS5cuvf7668YYSs2kuY5jKZTG3ucwDFOp1COPPPKJT3zi0qVLtVptZ2fnq1/96ne/+91MJvNb\nv/VbQRBwRfmO5AMODg56vd78/Lxni+FikTJex5YlmMhAxZHtwXgiu8yVi9kZu9x/rHKShYEdWDyO\njPpEdksDcjFF+XdgZ3plMplyuew4zuzs7P7+fqfTidtRh5JCHw6H6+vrsEC3t7c3NjZ83z84OHjm\nmWfa7fbrr7/+2muvbW5unj17lizXK6+8cuHChbNnz87MzNRqtT//8z+Xfj937tyhS9DXvva1UqlE\n1w9ikj9hcglX0LczB+CGHB0dDYfDf/JP/sl4PMbK+cY3vnHq1ClRga7tNM3wuagxLoEHnPh4pNe7\ncKBOisRBuyZ47eyOhExCy5k01gOTr+nZ6vuRHVDg2Lkq+Fi472EYzs3NTU9Pk6Hkbe/cuTM/P085\nJlHfYrEIj7Rer6+vryeTyYODg7Nnz+7v75Mm3NzcfOaZZ6anp/P5/J07d7rd7sHBwcWLF2k2NhqN\n1tbWPvjBD/7n//yfn332WTKUdF+M5h1kOyRaKxQPdvDo6AhuJBTixcXFTqfz6U9/+syZM77tFcnB\nNsbQWNVYEilGiXT0dyLDfmO2CfhJdQt7t5gMP/HvAzExYEBwDkRpCTsjsDMPJeYgQWG5zLwkm80e\nHh5ubGygPIIgqFarUGbJZ5AGFxGJmU+QCl6Z7/vXr18vl8skPzw7U25xcdH3/eXl5f39/bt373a7\n3UuXLo3HY0pix+Px5z//+VardeHChW9961vnzp3j0xFeJuIbIXQQx4888sjGxgY5g29+85s7Ozt7\ne3sHBwfD4fAzn/nM+fPnP/OZzwgXQ8pCd3Z2CK/TDGJ6elrkJqsqyyKJPREKJ7LLYjkS/8HZDe2s\nW/7LLgS29Q6qmnAQ20Tg0VgJCEseKgch1ps3b5bLZfiHxphut3t4eJhMJvf29ug0jwvIiJxkMrm0\ntLS5uUlTqGQyeXh4uLm5yefevn37ySefrNfrH/zgB7/yla9cuXLFGINf/uu//uuj0ejzn//8888/\nv7e3R9MEYxuW813EJhPaGE7z1atXP/KRj1y+fDmRSBSLxXK5vLW1dXx8/JGPfIRjZuzoKVK2ZFli\ntqo3tON4kPKxSBMTMiUoS+fk6sBwXyAiSaGL0Ijkb4iREtgXx5GQIy0QecPd3V3JfrXb7ePj4+Xl\n5YODg6WlJVyxc+fOGWOoJNnd3Z2ZmRG6fKlUwl1eX1/f3d1dXV09PDxcXFy8ffs2RK3ATgo9derU\nnTt3Tp8+TalDs9msVqsf+chHaF766KOPVqtVNpcbLXtKHM+15WjkUGFmQawvl8thGKI+G43Gpz/9\naQluo24d26uX5DqkMM+ObOXKR6OFUZLaCWzwu8eD74GJSJXAQsx2XuHncvSN7a4UjRGTXRDPPQzD\nfD6/tbUlxOJcLkf6inm7UDzCCORtRYbCnCaE6DhOvV6ntJAaZzjxq6urMNlk/sX3vvc913U/9alP\nfe973zt//rwcO8/OGjaRScR4Hk888cTCwsKtW7f+z//5P1/4whdeeumlzc1Nimr/w3/4D+fPn/+r\nv/orGCWhzf97nsc09PX1dQSW5JNMhM/CivErsXZPULQBLp64DhIu47/00RGSDtkI8b3YILhYxph4\nPC7NVqSLPGUJhUJhd3cXzgshuLW1NTGMyIv4vk95A2zD7e3tL37xi9evX4fTQV0gc9wTicTy8jKl\nr7FY7KmnnvrmN7/5p3/6px/60IfefPNN+oWLWjWROSD8fGhndnAqPvnJTy4vLy8uLpKmPTo6+h//\n43/wMK5tUwQ7jmwc9IGYbQjpeR6xUEkJ+5He8wM7mvmkQoiB7WKatDPJHEsZNZH8EPoY/QFj0BhD\n+llKsrjgdDCJx+OEH8gSzc7O8mXX19dd1yWj3Gg0VlZWEB004qFFDn5tuVw+ODhIJpPXr18neel5\nXqVSIehC7FFKPIfD4YULF0aj0Xe/+91Lly5B3PdsA4TQ0p7lS4W2NQ86OJ1Ol8tlePPZbLZQKFQq\nla9//evQPSjmYZcJPKyvr0tyXYg5o8hEUGO1vrGlk+HkNON48BWYxJ2NLe7zbbk+90FIaBJFFPeC\nd5C0mTEmCALaptHUzhjj+z495inwkpfgxZMyxa6J5mngfRGQLJfLvu9TKYzhn8/naaKRzWbT6XSz\n2fyLv/iLS5cuPfbYY9/61rcuX75MGYc8lUSTEFLj8Xh2dva5554bDAZf/epX//iP//j69evE9Gdm\nZlZWVv79v//3jzzyyOHh4Xe+8524BU+bTCZpjb+wsIA0x5sUzRQVFkLikNU+KdEWRtptkN4noymJ\nT+/e3lGY7QyUkRLdmG2OzI5Tyyzxlr29vePj46Ojo2q1Ojc39/+x96axcV3n+fi5ywyHs89wVpLD\nfSdFcZElWZIl2ZYXVbaTNAkcN0nh1giCpE0LpAiKtOjyIUVRoGiDom3SbIjTJkgtJ3XsyJscW6sl\nWVIkiiIl7tuQHM6+D4cz997/hwfnxZX7yfnhLzqq7wfDpoece+85512e93mf18jnpQHCBf/F6/XS\n/KdyuZzJZJLJ5MWLF30+X1dXFxg3Docjl8utr69fv369trZ2dXUVgooej+fBBx/8wQ9+4PP5vF7v\n7Ows6pEKVzqn+pzE1WSwjV966aVgMPj4449jawFTSiQS4XD49OnTv/M7v4PmIVVVscT6larwwVq4\nCGiFMQVoiY8JvLW/vH2zegkdgbi7puuB0biksqijyEJSC/GoIAhgDjMukon84+jRo9BnQuI+NTW1\ntrYWi8XARYTPxiBQgU8w8Pl8wF2RyoC1i34Mi8WCcGRlZQVRTqFQiMVibre7rq4OU7lHRkYgaehw\nONbX17FjETEAyRQEQW83sAGWl5dVVQXTCsEHypaFQmF8fPyBBx4AqQd/B+R4eHe0DxJCXuWtZtgS\ngq5tWeWKZRSwfvive9+B0W6mlOV9QQfTRXYKJ1tTmwgZC43zsiBjkU6ncfihMS+KIthHIidrIWAH\nn1WWZZoChRkN0DqDWgxmCC0sLIRCob6+voWFBb/fHw6HR0ZG5ubmamtrz549e/jwYUmS5ubmRkZG\nYJ0RS8KEaXz4C4DKj3/840eOHLl+/TqUQNEM1NPT09/fbzKZdu7cOTw8HA6HX3jhBTrwxNUEe76+\nvh7lPdSZKVITecOjoONEUeFhG5lLAp/widhT0AntqJw/Letmgohc+xW2DLxBKixR9evSpUuAmCRJ\n6unp6ezsNJvNgUAARS84A0rvjEYjyKUoXIHl0d3dHQwGZ2ZmQMoPBoMgaAwPD7e2tra1tZ06daqr\nq0sQhLa2tn//938/dOgQ6v9gjlGQhBSBAmSUo775zW/abLaPfexj6XRakqSGhgaDwbC4uAgW/urq\nal9fH4q4YJwzjlJC8blQKGi86AVnScUkuvBCyA2ApqRsE40ed0shlMLFU/Q4p8JH2SFYJLgVdR2R\ny9hTCa2lpQUzJRobG8vl8sDAQG9vL0LJRCJRLBbj8XgoFCoWi+A+1NTUJJNJURRra2vr6+uj0Wil\nUmlra1teXgb5K5FItLS0gDff3t6ey+V27NiBRFzTtCNHjhw/fnx4eHhrawuTxsBAFrkClsg1Chif\nczY7OysIAtqTSRYumUxCZvPGjRtNTU04p0izcJ94P+BSonyucvEqiYsKEfSicblqOjXbVcz+oJf0\nt3/7t9t9D///XqdOnVJ4xwPjI3rfV5QGxIfedcTUsE0EADKu8ItAr1AoTE9Pd3R0YEtVq1Wg4Var\nFVsB8AI2h8CFUCORiMfjKRaL2CgIpYGSA+VAPQaR1969e8+dO1csFjOZzOjo6OrqqqZpjY2NdP+M\nl/eqXPNNVVWfz/fEE09sbW396Ec/2tjYoGAN9iubzT711FMA3//7v/8bD0XzHfCW0un0xsZGf3+/\npmn5fB7/lxJTAjQEnQ6TxPU4NE2zWq0o59zl68KFC3gDMPSwuXBFIp8Gosc/ZT5CEJkNtI9hgLBk\njDFRFM1mMwClGzduFIvF+fl5t9tNPVsy12sgIauOjo5EIjE9Pe10OqvVal9f39jYGPwZZpPevHmz\nXC6DVehwOM6fP//0008vLCw0Nzffvn17//79KysrgPWQ2FG4oC86Kopy48YNxthzzz2HGByFmUwm\ngy0BJggmeyGnhPwEeCJIHdxuN9wtZZDEJiXSJmJ2xCVw8EY+xGfv3r13f5WBokNBQ+QXYW7YpTSS\nRhRFjJSscJVblevT1/Dh5pqmRSIRDFsQRTEWi83Ozkaj0d7eXsaYLMvRaLSrq4vGVQNPFkWxvr6e\nNDCbm5tXV1cdDgdUchoaGn7+859rmtbV1WW1WpGrzc/Pd3d37969+/vf//6DDz6IqgG8F3AOQSel\nTQwOYCF79+7FGG6Xy6VX8bZarTMzM4FAgIQHmaVUAAAgAElEQVQ8AJIbuN6jyWTy+XxLS0uwWiRh\nVeXieVTmZ7yqTVk4bmDfvn13f5U/0PV/IgOjPYFdq95JVWKcMUhHQl+plnT9JTgGiqL09vbG43HM\n41laWjLwoc/YQ6VSCVoJaDoGIBAMBkOh0OzsbCAQ0DQNaVwul+vo6MjlcpjzK3JRu0AgcPz48U9+\n8pO3bt3q6em5deuWLMs0eYHOKuPcJGw4nNtTp059+9vfRiMRkB90/m9ubn7mM5/p7+8fHx//0Y9+\nhHMu8HYo/MFyuRyLxRwOBx5N0in2qrpuR0p3RM70Q2jM7oQT7+Yl62Zlva9KhMCWPklgMm4Ynwex\nHo3DIm8LA9ILUNflcjHGBgYGUPRiujwe7wSs0dOnT6PXGMHvrVu3gA9jk+A1ejweVFZSqdTAwMDp\n06fb2tp++ctfQgiYbJnKNQkp3sI3bm5uZjKZvXv3joyMTE9PQ1UWeh9Envznf/5nFFkZJ7aASI2a\nGcIaanWntaOWIMYYZWCU4jNdm/N24UswvghNyMXiDnEQsBURysA3EJJMRlzkqivYFaurq88999zW\n1tba2hoKh4wxUqvZuXMnurKQ2yEt3tjYAHpcU1MTDAYjkUipVBoYGICADkafB4NBVJEzmcyePXuQ\n5x0/fvzo0aNra2sIDbH3CNRVucQJcserV69KkrRz586TJ08ODw+3tLRIkoS6LKD+l19+2ePxWK1W\nWZaxrFarFVohqJWQHAwF08QppUMt6iYg4j8FHZP5w3/d+w5MuFNklgQF9PE4+ScEbiIfeomwlMok\njB9dh8NhNpuPHz9erVahM9Ta2koCRYBoGGOQlZJlOZvNRqNRv98fCoVAVkSBF9g03BL6W4EnoEzy\n/PPPP/PMM1euXPH7/SiwCZyHwvjwIYFT0crlMpofUVSrVqtWq9Xr9W7xSWCf+cxnOjs7X3jhhfPn\nz6u83x45BwrLOPzVajUQCKBjF5gSIasI/fTOXv+SVZ3I5N2/NE1DcEpILwoeAI4knRIHAYnIb3C2\n0QhFVHVR1ytz4sQJiDI7HA7kxHhS4Ipk9AuFQn19PeR/zGYzOpQxZwA1OUEQpqamOjo6IOwLtmRH\nR8ehQ4cikcgDDzxAhQrGxehgYVHPIIippqYmEAi4XK7JycmBgQGfz3fr1i0aa+BwOC5evPiFL3wB\n34tnR1CFRyMhfLwrSChJfPCKpmmAlVTdmHJiTKA3brvwQ8YDTTh4VKcI70WBGSuunxYGygluG71W\ndP8A0zRN+9WvfpXL5TY3N6PRaCAQMJvNsVisUCjYbDZ0asKrud3ueDwuSZLL5VpaWkLxOxKJSJLU\n3t7+i1/8AklYLBbr7u4ul8tjY2Mohv3jP/5jc3Pz1NTUk08+OTc3V9XJ/KO6CcBT4AwjRFcNDQ3V\nanV+fn5gYGBmZmZycnJhYQFeU5blf/u3fzt06JCBK9Khlo/2ahgxl8vlcrni8TjOOBw5KE5kSTTO\nwMJPNE4CQOS9Xav8ga5734ExnQKNyGdDMF4IYTrVL5DIsaj6ko+e5kdx7kMPPQT4G2nKzMwM+oiJ\nCIAymCRJ6XQabNexsTGETgjY0bYMEV6DwZBKpcCORT3s/vvvr6+vX15eRk0YlheFa1gllasiIcGC\n8B2ERBF6AwbB2QsGg6qqfve734XMFZiN+kfDU2CiChRLgfJTrYvSAkIOmY7hqXEpwvvvv/8uLy7d\nAHIjA58XhZyYNLk1rhBIxX/sBMh7C1zAXuWzaci7j4yMgJrBGDt8+DA+Cai5UqlkMhmj0VhbW9vS\n0hIOh1ElQjsgYwxTLTY2Ntrb2+PxOKQ0ZmZmsHO2trYuXLjw5ptvlsvlcDgM1UrGGJriSZWxwjXI\nrVYr2tjhk+rq6s6dO2ez2TweDwKsTCZz6tSp4eFhbOBcLkf9TBCOwkXUWafTyTg7HwZU5K1IhEYQ\nk5M49EzXTXGXLzqhlPfjQBHaKfJueuxViYv9A6UAzkbSU7SZNzY2nn32WavVWlNTc+XKlZ6eHhSl\n4Msp7YtEIq2trdlsFlgc2sXwN91uNyDBt956q7GxEaJTIAr29vZ++tOfnpmZue+++2ZmZrADqb8e\npgk99QqfF2E2m0F2zWQy2WwWSh9Hjx6tq6tzOBwbGxvXr1//gz/4A40Tl/RtFQAPEFGhLRrDDfD2\n6KRTwCpy8jChsgJvCNuWJf6g171fAzt79ix2bYXP50a6TeGGwCn1+CHmpIi8yE/RqD71hnHXNC2R\nSASDwc3Nzd7eXpR5GS8vV6tVjGCuVCqQ+gXBD4YV9fOtrS2fzwddasahg62trXw+73Q6UdLY3NxE\nCI9HAPJDBxhHSM9PAViEMi95aOQTq6uruD3QwfF0CGaRtaytrdlstrq6ukQigXCS3Sn0TqC5xKUf\n9OUHQRB6e3sxsuHur7LA26TI0aJ+o+kGCkt86BFeJjhdVBzCSwAODM9B/Q+ojcdiMVEUzWazxWKB\ndklra+vGxoYoijMzM7Isu91uMHSwW+rq6rLZbLVahYYTGmbdbjfEwwYHB8vlcnd3NzoC8aVVrndF\ns5shcamfz0mVmJqamrGxsUAgMD09TY1fYIuQywFgiACcwHCr1QobXeWNvTgXBBGr/HpfjELoxbZE\nKmfPnqVGFFVVsT+pfowHgTVHoQuugvYAHo2OvKTrCocuM14+5pg4nU7MPNL4eHRVVaEo5vP5LBYL\nZmpXq1WLxRIOh/v6+ubn53t6evBFOHEGg6Guro4xZjQao9Eoska9r8I+xFLC3RKyB+RGFMXV1dWG\nhoZz587hNkgKFVaICCACn3CGPjm32w3BblgPKpwTSiHxIWoqJ9Bjg6m6ccwf1cC2/6LGIJEzRN9H\nR2QcDRd1Y8BEXiEj/hXjZEUgjZubm4ODg1DnFAQBuJzL5UIeY7FYUFBBHXhubg5FFIVLnvv9fqgA\nJBKJ1tZWuARsaMbY6OgoBjc7HA673U6d0YgEQRgDdxH9PXgK3F6hUBC5zjT6o0E5UxSFoPAKV7cC\n6wRmLpPJpFIpv98PRgPuBPVhGj1OpWb9G5Z1fXXbCJ3DXYFeId4pusN0SisgYgF91YM5Gpd2BJAL\nJT3iLgLMQUN3sViMRCJ+vx8xgSzLAOug6IN4HGUziPl6PJ6xsbG+vr7+/n4wxwwGQ0NDw/j4uM/n\nu379ejgcRrkeYokoWpRKJTDHIAOhcmlNUUcmBGl+Y2OjoaEBCo3FYhE9hQqfcQP8UON0JLvdjgYJ\neILNzU3SP8NXE70FNo6yVY3zMxWd+NBdvhBhYPfiJ0g4jFxpniqgVOOhgig9F81kqXJZWzg89KWA\nFgF4P5vNYtyXoiigE+dyuf3792NwKL4FxAoEsjh6SHYZYxgsd/LkSZPJVF9fn8vl8O3IfqDjA0dL\n90kXdqbb7QbsiUR/165d4ECiRoD4FfU/NISInNsF4BeeGDgEnDdaC6juRSdX0I3tpbDmri7tb3rd\n+w6M4m7saVKWonYH2AWFN/cxXs0moybo2omwDxiXUkylUhC9dbvduVwOU7t8Pl+hUEB0ZjAYQqFQ\nU1PT+vo6YwxSUjabbW1tzeFwYPihLMv4RaPROD09HQgExsfHXS4XBo+RnhtyL5SRaUCzqlN6FLnA\nHShnGO3hdrvr6+tFUZyamkJEr3K6EWNMkiT8kDEWi8UCgQCkyoFG5vN5ABHAPSikRW2PDoDABfq2\ni8HBuEGnOQOUNVJITkRExhiIoBK/kAqrnKUCoAzOHmDL3NxcpVIZGBhA+qUoSnNzM9QT5ufn5+fn\nMXEDYkLg/nk8nsXFRUTWxWKxsbFxeXn57bffBtmkqalpeXm5s7MzEok0NzeDWJ/L5TA0R5blhYUF\ngMlU5MB9IpTGloaftlqt6FhaW1tTFAXz4UAQgHHEZkYPryzLxWIRbRjYM0C6YFjRmo0/q48AaOcD\nP6ea6LZcmPCJO2TcsyIJo1VGoiNyOQkccMJd6J9EW1VVdXx83Gq1plKpBx98EIwqeAXqADMYDJFI\nZGho6LXXXnO73Yyxzc1NcJ1EUbTb7fPz81/60pfS6TRI+ZAfm52dffjhh8+ePYuUsVwuw7ch6AER\njDFGst0yb7zD6cajIeLp7u6+ceOGLMuLi4s4g0zXu0Ib2GAwWCwWv9+P7mm73Y6AhnJQlGMFri5U\n+V+TXfHSPnJgH5aLIC+JK+OJd2q0C7qGMHJmBBDLfCQHzAeGnhD6jPoH9hCK7dh2GG6Sy+XC4TAS\nJszpMBgMXq93eXkZE+1gdsPhMA5MKpUaHh4uFArgGuHPEtsC4TPoFWTUmG7Ku97cEPW5XC4DS5Rl\nGdpoOPyg/CKuRCdALBbzeDyE/guc84YHAUBKPDeJj4+hSjjb1vQLoTSCa+KF46AS6EQFAxLqJeiY\nrDMC+UAgADMNTNLhcAiCAHeuaVpDQwMGsLW3t+/bt89iseRyOapTplIpUp0HMQQxhMPhAGFs3759\nExMTTU1NiUQCNTObzSaKImbulEqlSCTS0tICDApWD/eG94wYBWkT9ipg53Q6XSqV8I2owOPBsSeB\nOmIGGN4SlBrwBxEVAXymHAWvi6rCGp9KQzjk3b8ou6J8CyEUyWIRKs64bgil3dT7j193u91nz56F\n90KO8sQTT8zOzsIhRaNRQRBQoo5EIgaDAfBsQ0MDqDq5XA5ABeY4W63W27dvr62t3bx5ExjJyMjI\nzMxMfX19OBzGWGefzydzaRtRFNfW1urr6+EtisUiQfEC77snipAoipubm6lUCn8ZJEyBk2BhH1Al\nxfKB6YM9iZ1Ato4wHmwbwpkJnSLQ+CMH9iG6RM6q0HSDA3AGEFoauBAckZhhoEmXhfG2dtC9CDHr\n6el58803W1tbcWygoKGqqtvtdjqdJpMJqtVIdwA8MsaAAEDr0+fzAX8olUoNDQ3QFsLuqampQWgJ\nJ8EYy+fzBHazOwU4NN5rTEE6Am1ZljE3FoxwxuMsojPAn0UiEafT6XA4yuUysCkD1y/WOBO9XC6X\nSiWgFhSyUQZGXLVtufTJdJVLdjGddgMMMT5MXhwwLDwBjCCyMahpIMhljHm93vn5eaRHtbW1sVgM\nzWFLS0tzc3M9PT0A5bq7u81ms9vtlnQSVvl8fn5+/vr167Ozs0aj8cEHH3zllVd27NgBXVcAYrBB\n6XQaCRCkXgSu+0C0BST0yIFEXo1HeGQwGNra2ojmgwijymWL9WsERJp2u8gvsp5UNAIFgEplTFdh\n3a5UmyIzbEvkEFSr03TDB3C6Kd6CdD2VAwwGQzqd3rNnD9wJfnj27NnGxkagx5hUCR+QTqcxqxoj\nLlH8bmxsdDqdoPi63W5N0w4cODA+Pg49sEceeeTkyZP3338/hn4BDlG5ejKiW4/HQ53LSIKxY6ll\nDauDs485Ml6vN5lM+nw+VAowzo1EUiiTDgQCyWRSVVVUv1Te3E12T+W8HlE3YoLpuFpM5/M+5Ndv\nx13+v1zEqBF5K67CNYdo/cgrIByj9IX+SahUqVSSeN+uoijBYBBRDxYe4hrFYnFmZkaSpI6ODpSv\nwuGwyjVkYWoxr1JV1VgshrFPLpcrnU5jth48B7WkAB8gToE+98LfFDi1BH5U5nPqQNZADz+gRZUz\nr5CvwDKqqop5wSgjE/kQpwKaxXiTSOmg/QhRUaJ+0TncllWGZg8QP/3ZI9RL5T0ueHXlcpnep8i5\nqahZGo1GDJ7Y3NyErUd1M5FI2Gw21B1XVlYikQje0tLSkt/vr6mpef3119GkhfQI4J7Vau3u7kYk\n/thjj/30pz/duXPn/Pw8bCJjzOFwqKqazWbhe2w2m8DpzmjCY7oCHlElFS4cA2ONwp6qqouLi06n\nEwwUYIbUA1cqlTBiEaMgsVVgQyndp8CfMUazPcEfkbkWvrZ9QnkGroJPFR2ELAIf9UJtMCj2kCqp\noBs0gf+02Ww4FHjVsizHYrEnn3yyUqk0NjaiPQZ5T0dHx44dOyBqMz09vbKywhibnp5mHLjL5/Or\nq6tjY2OMsd/93d89duzY888/Pzo6OjMzg53AGGttbd3a2qpw0RxMJcUOJF9CPoxCMZxohK2lUika\njQ4MDIAhTBIekiRBBQZfBLk4iDHiuygAwquj4kiVj/eTdFRkvEy8pW1Y4A9+3fsOjOwXzBOtpaaT\nQRK4IBh9kkpElHGTexAEASgN5KD6+/uPHz+ey+VQQgDQ1NnZWS6XV1dXIf+Mo4WwTlVVTLjw+/2Q\n4Whqavr1r3+dTqdJB5buBB4F50TklARF1xCGDadyNhFFpkAIYZgw0WpjY8PI5dhRGZb4qJRCoYBD\nhXBb0imP4HSBpAAoRuZTHhCeFwoFlNwYL0JsyyrjPOMeCBwT+LxHij/If1e55jotqMYHr2ickW+3\n20Giqa2t7erqGhkZiUaj6HZwuVxgSCPlunDhQiwWO3jwICJuiNTl8/lYLGYwGCB599hjj33rW9/a\nv3//+Pg4snmkCKj8YzgqUjECwYDZUiCF5cDzUrYNDQ7GGEaooNtdEARg1ECTNC4H9T54kMIpwiGx\n6/QAHeISoBFE99hG64aMWdTJpdPZZBxrIcYduJcISoAWSlzsDbOJAeNj6QuFwtTUVD6fX1lZQbFK\nUZTR0dHJyUmLxRIKhW7fvh2LxXbs2KEoCkKTmpoaj8eDCuja2pogCA0NDc8///zDDz986dIlBK8g\nIqbT6Wg0ipdJLV8wPoQVC5wbifePJcYgXHouYMsyVzIkABC+UFVVi8UCDUbQOijPZjypEnkft8Lb\n2Oks4H1qvGXot+L6rbnR3/gSOMGG4gskFljI/x2dkbILYTiEyGlc5pWIDDBPe/fuDQaD+EX0t/p8\nPgSwGKsRDAbNZvPq6iqKT8lkEh05XV1dsAherxfMZooxcScYA4Y0CIkRYd+yTpCQXA72tM1ma21t\nraurw75PJpNI7Ox2OzjWuHnwtuEjHQ5HbW0tSPlUoiejQP4SZTymGxGLd4h8ArH8NqwxfwnE18CF\nFAfOgJjEWGUDl3PVPyAsDv4gCg/FYnHnzp3T09P/+Z//+Wd/9mdYVsivhEKhubk54MYdHR2NjY3v\nvvtulUumGo3GlZUVjPK6efOm2WwGge3atWter5eqiZCRffPNN6PRKDRkEW4TMqzwOT4y72kj65PJ\nZAqFQqFQkDlzGqYNf0TTNDQAIXevckUoapnA3tYbL/qJxlWhUePEi6IyCdUa7/5F6QIiS5wmgavL\ni5x2iINQLBYZ35/IfkTe/iXyOWGEEm9tbUFXNx6PAyaFv7fZbNBInJ+f7+/vb2lpSafTUKoEk7NQ\nKMzOzh48ePChhx4SBOH69esHDhw4d+4cOh/wzgVBWFlZQUeXpmmILKt88hw2Hu1MTSewAHdLhSvk\nhZjdjGkpiCnxcwCVAAlgNIBbClw/U+RjBwh1YDqZZo1LOpDv/K247n0HxnhmQNZK1c0QEnVSthrv\ngUAsU+ETBxiP7DQdM1tV1aGhoXA4fOvWrePHj+NXyuXytWvX+vv7JycnJUmCCOHW1lYkEoHMDFXX\n7HZ7TU3N3NxcOp32er3A5ZDlMB4EWSyWtbU1yCGinyMYDOIXNU6PZDykwnavq6vbvXv3wYMHK5UK\neqvhrsD7QBea1WoFh1jh/TTlchl+Fy5N1LH4NC7tKnLVKNw/6i6yrrcaJTcU7e7+RWeevC8gONw8\n3qfVamW6mpDCB4Wgbo/HgZOAUcBvnThxwu/3P/roo9/85jcBzKLzIZlMLi0tQU4eyffo6KjX64XF\nWVtbO3z4MOawSJLU3d29vr6+vr7u9/uBOYOnUyqVJiYmvvrVr95///27d+/e3NycmJi4fv06ZoAB\nB6MkycCHRVUqlZWVlbm5OTJYYChgV4AGqapqNBrFFGaBj9HCVsdiybzVl905XBtLjPFReDOMnxpK\nr7crQhd4FweyFuCf9L80XpFljIHFI3LpXrzGKhddU7hSAez7wYMH3377bUSQX/3qV51OZy6Xm52d\n3bVr1/j4uMlkQuYEujwSfcwPUxTFYrG0tLScPHkyHo/v3btXluXbt283NjYiJDKbzQaDAYl4Y2Nj\nMpmEHcAp1ofUgq6VWOadG+h2h+wcfOHExITJZEKFAp4MQy2wb1H3AruECiIqp7rAhZN/gu8HmMwY\no1SMepy3ZYk/6HXvNzKfOnWKwCKNdzkwriqkXycqJxAGDdoefYZgZVjDycnJmpqapqamlpYWgDmC\nIGCw4ebmZnt7+4ULF0DlgIQ5Ztkhaga1nTEGRrXH48HuqfCpGdhJGAeMXZ7NZgET+Xw+BF+EI+EM\neL1ep9N55cqViYmJeDyO1hNYPQBKmUyGZBvhk7Djl5eXMUtT4dO/8Lz6Q06xIVVBBN3kVgribt++\n/dBDD93dFWaMsQsXLjDGEIfCMcMTg4uh8i5XjXc3U9UHKRc5bPgwkA8xbwl1vsHBwZs3b6KcCZa8\noihutxtCYhaLBdpgsiy7XK5SqVRXVzc9PW2z2ZaXl0Frpk6gbDZL8zvy+XxdXd3i4uKNGzdqamo6\nOzubm5s7Ojog9op7oxvD3ltcXAyHw0NDQwcOHECzrcwFHYANMMaARcONIWsBBxX9QFQvIbdE4bnE\nh1YDOmY6/TBsQrKw2yLme+HCBeKXMt6kSEwNbFS4c8C8KqeJ650WXKDGqVVms3lqasrj8SCZ3tzc\nPHPmDCIDYCpdXV0XLlxYXFzs6+uLxWKdnZ0yl1fG/hkaGlpfXz927Ni//uu/Hjx4EDHc8vIySIb5\nfB72gepVmUwGq9Pc3Az9M/0fxP1ns9lkMilJUnNzM0ra5DgjkUg0GsUIdcbY1taWxWIBl1XTtMbG\nxtXVVRBMVC76ircncqqXxrW11Dsb1TWdmgnM4EeNzB+Ki8AuZBsCV+kls2XkczEY71QH7g/SIA4t\n40FKtVqtq6sDlHT06NHR0dGOjg5wMSqVCshF7e3tCM+BJKTT6ampKUAK0O85ffr07Oys3W6fmJjA\nqFayJpTyA6/D33Q6nQAAK5WKXhmWeHe450qlMjQ01NHR0d/fzxijviLGGKSDNjc3s9ksQQTAD0Ga\nh8Aou3OjS7rRUypXoyesEoU0uHOYyO0K3Kjmwbg3RbZRU1ND6SmRy+klVyoV8LvwXIDa8Bl0mqdS\nKbPZ3NLSkkgkJiYmXnnlFcQrTqdzeXlZkiSUOSuVisPhgDwHetihyJxIJLq6uvbs2XPlypXx8XFs\nMJQnx8fHGWNbW1vhcHhlZaWhoeH06dNnz55NJpOVSqW+vp5CCgOfjYDSfU9Pj9frPXXq1Jtvvnn6\n9OlCoUDYMjJ4VVWRSYOcjZ8Ui0VUU5D24aVRrYvgB1LAEzkxB6cGjETE5mz7MjByVHoIDg/OGNNH\nfqIo4qSj4AS3h4dFmRnHvLGxESXqoaEhi8UyPj4+OTlpNBq7u7vb29tnZ2edTufVq1d9Pp/P5ysW\ni7FYDIs1OTkJ5LxUKv30pz8NBoP/9V//9eUvf/nmzZuapoHKazAYFhcXMZGrUqlAmFvTNJQbUqnU\n9PS0w+GQ+EBzxtnt0WjUYrE0NzdD9yuVSqENQNO09fV1o9HY1tZmMBjW19f12TnGPWO3Q9KFcb6P\nPiQVOMVRXzzTeGG4ho8y365awAe97v0M7PTp00xXAyeckM6nxAnHVA2mnIPEdVROX2xpaWlsbEyl\nUul02mq1JhKJZDJZU1Nz7ty5oaEh2J3l5WVN0wqFgtfrhbFAYX9xcRH1D9DrGWPt7e2yLK+trdFo\nY0mSMpkMPIHGCx7xeByuFCEb8ew1XrowGo179+6NRqOLi4vnzp2LRCJA5yFQRL3YmqahD1TlNDaQ\nO9ACDEFbqrHpsXh9EkABu74Oh5vB23jqqafu/iqfP38ei0Vdeipv/lP4cApyyeBSynyIjMrpfBS/\n2+32WCyGD2iaFo1GL1y4MDg4iCrI/Pz8iRMn9uzZQy+qvr4e0oXVavXUqVOf+MQn5ufnCVkdHx8/\ncuQImI1oLr5582ZTU1Mul/N6vR6Px+VyCYLwyCOPQMZlfX0dG4DgO42TRa9evWqxWLxeb29vL4Zl\nMMaQWNMWosG7TNfjSB0CNptNT8RAcAaXQK+Ivpco3ZR+AYVTVXVbpKQuXrwIEAwxGeInKhNKXNMW\ngabJZMJWp6ya8fSrWq12d3dXq9VMJgMjnkqlZFkGFxeTHILBYLVaTSQSGxsbHo8H2TCwCmAtQGu3\ntracTuexY8cSicS7776LwnM+n6+pqRkfH+/s7ASgxxjDiDiA1YcOHZqfn9cfJQJ+CoXC2tqa3W6X\neeOm0Wi0Wq3AISHDAc1uSKEKul4XLC58EjUO4kURKkhRqcSFExUunyjoGuywAT7KwLb/Ao6s8UIu\nMQzpTGq8pkUOQ+AzhLAPsCcqlUowGAwGg7dv38Yo+lQqNTEx8cYbb7zwwgtdXV0o6v74xz8OhUKo\ncIiiiNGu0EEIBoMSH5jLGBscHDx37hxjDB2sMBPFYhHN+UyX1GMqeSwWu3TpEgi4hPXjM319fadO\nnQJJZGhoKJ/Pg3MIzErgNBYDH1nLdHxi8MIlPvNQn2lpOgqTxmksjFs9bHS8zEwms7q6mkgk6Lje\n5QsWHLGnwEnSdP8qJyiLXC8fACPNmEcGiVgewy2RqFEzXGtrK0Quzpw5k06nd+3aVVdXR0O2VlZW\nIC9UW1v7wAMP/NM//VMmk8HfGRgYaG5uPnHiBG5SFMVwOLx792689sbGRnzM6/Wm0+nHHnussbER\nEDGBe/SL58+fHx0dNZvNhw8fdrlcMGSqqkLhl/EEFJLkIp+2A9cFThpjDOQ6jfMg8Isy79YX+VRD\n8mT6zUZA4naROIh/gSwTr0jleobkaOmlSVy+BBGMkatg9/f3X7p06Wc/+xmsdiKRwAEHMuzxeNbX\n18fHxwHqhsNhq9WaTqfBPMTjt7a2ViqVcDjMGNuzZ8/f/M3f+P3+pqYmoNaCIGxsbAwNDSG6Ffis\nhoMHD966dSsajV66dGl0dFTRzWxCMAgxEOcAACAASURBVJ3NZtfW1rq7u202W3d399LSUrFYRA0b\n0mWiKKKyjnZDirmxmj6fL5PJoNUM90kvBHsb/6nwVjCK5qtcngPLjRe1LUv8Qa9734FJOt1e+CTQ\nEGiFBM5CVHnPkCzLUP9DvAbmK/hd6O3A53O5nMlkGh4e7urq2r9/fz6fn5yc7OrqcjgckIaC2Ew4\nHAZogG09NTVVKBQwV+Xw4cPpdJowEEVRULARBAFoXrFYtNvtVqu1oaFBUZSOjg7SF6f2aovFcvHi\nxfX19UgkUqlUFhYWenp6IK4hiqLD4djiU5EgMgtDhm8En15fIaB8RdK1MBOkgJdG5TfUGOLx+MbG\nBkhxwjbxlyjeVFUVg4wRS0o6MXVyz0Tugo1GugPCQrFYXF1d/c53vkM80jfffFOWZZ/PB1qEx+Pp\n6enxeDyzs7NYFJx8FMwQye7atcvlcm1ububz+W9961vgdoIVVqlU2traVFXFNNTl5eX19fWurq73\n3nuvWq2ePn3abDZDfw8vH03lmqZlMpkHHnhAFMVgMPj8888vLCxks1mZKy+k02msKcajUAYGGgug\nRbguhdOvabeDSs54SYnCF3j094V0giDY7fZgMLgtq4wbAzyI9kQ6y2Sp0RGhhxnxuzDfqGhGIpHa\n2todO3bgJ1ALczgcbrdbluXV1dW6ujqr1drb26tpWktLSyqVCgaD2Wz285//PEpW6HHGXJtyufz1\nr3/9xo0b4HogrW9rawOyYrfbNU0Lh8N+v390dHRoaGhlZaWjo2NqakrkumWUSt64cQN4tSzL8Xjc\nbDajJRllMAI/V1dXIfiCiA0QMZSAANUoOmE8CjQRa2JlRR3BldBCkdPBVN0MnQ/5de87MIKSGA/A\nZd38G/oYBTIS7yPGsQd1ELX3K1eunD59uqenZ/fu3ZlMJplMwp8NDw9fuXIFw+Xa29vX19fr6+tV\nVa2trXW5XHa7fXJyEvsJdHbokSPKc7vdYFggVIQ7gSI+8oZ8Po/ZHBiuSu33NFUWsTxwj7Gxsc7O\nTuR8qMklk0mkF3a7HRJWFKsSEZnItRrvlKIAHAmKyInm9K4YY9VqNZfLra+vx+Nx8LZ9Pl9DQ8N2\nLDLTY/oKFzOt8snxBI/gJOMzeMP4v6FQaGFhQRCExx57bNeuXX/xF3+hadoXvvCFSqXy+OOPHzhw\nQJblsbGxSqWyuLgYi8UEQQApo7e3FxYEglKwKSIX9YnFYl/84hctFkswGCwWi6+++ioq7aiudXV1\nyVzzwu12z8/Pl0olKHRgOgFsLm0Mq9Uaj8ddLpfT6YxGo/F4HGVRRVFcLhd2b6lUCgQCGxsbGudk\nYjNv6YafEY+J6iV4h6gPqVx6BuaS8TAlGAy63W5QVHK53LasMrYoQg19vkUpBeM1TgOfPkE1MKyL\n2+3e2NhIJBJ4/xaL5fLlyx6PByPI4UhoMtz6+rrH48nn82azGXJfsVgMvAzKVru6us6cOfPiiy/C\nqWcyGYIBMNUPRxuv7jvf+Y6qqm63+/z587lcDoryVIzPZDKHDx/O5/OdnZ2otOEwImZVVZUYYZFI\nBAEu3BJK3XgzgiBQIVO68yKoiVDWGj5PnHpkDVy8e1vW9ze47v0a2Pnz5ynJEDlFVR+ba7oWIsIZ\niDjOGPv1r3/t9/sPHjx4+PDh2tramzdv/sM//EM6nf7iF7+4a9cuVVUnJyeBKGIsEKjSIKTFYjGJ\ni97CEMiy3NHRcfbs2fb2dljYQqGAyIvgO9wtNiJK9JiUWFtbq+gag+Bc4/E40D+n09nW1ra+vo4W\nWoi6or5VLBadTmc4HO7q6iI6w/sIeO+L1yRdswi7k/MCP7e6uppMJkFbCAQCbrcbknoPPvjg3V/l\nixcv0v0zDggD36fwXNCNGqClh+fL5XIgR1y4cCEcDudyuRMnTnzlK1+BpOHLL7/c3t7ucrlkWW5u\nbrZareDQo/lhbGysubkZMQdjjADqgYEBp9P57rvvAiR88cUXn3nmGaoqbW1tIYMH0REUwXQ6TdRw\nqIrgk6BvYE3D4XChUPD7/W1tbdFotMr79CUunUfMGlwKVxjBq2C81gvYsFqtUmszlWQYR4nxSczn\nrFarpH1erVa3pQZ26dIlTUcJliSJMh7sW0mSgJ5Vq1UA44pODfL5558/fPgwRicHAoFr167Z7Xa/\n3w9N7aWlJYit9Pf3Q2E5GAyCPeF0OguFgoGrwhsMBlIvfPXVV/fs2QMANp/Pv/HGGyMjI6hToIhF\nSlRYJp/Ph3NH0iHAPEwm0+rqKr4ulUqFQqFf/epXgUDA4XBge2ChGWMNDQ3Ly8vDw8PAaYASM8ZA\n9MezS5x7hdBH4Bx6vIqqTj2HvL6maeiNoX527SMW4ofhEnQ6rYwbX4mLsmtcjUniE8rBekD4BvDt\nYx/72M6dOxVF+clPfvLSSy+NjY2FQqHHH3/86tWryKi8Xm9zc7Pb7bZYLJVKZXJyMpFIgL9EEBD8\njcClxoaHh6EvpWnae++9B0aAyFvTcOc1NTUg0aFmm8lkYEH0gCcsEQ4J4noohzocDsjPYMwmTjt0\nhxHQMcZALTPwiUQUzGq6nlA6NoJO04gxFovFMKwoEAjU1dWhM1rQtWHd/UtVVSCHqo5WR7ddrVZJ\n2Y+qO4wn6GgiVlUVvclGo3HPnj1Y/Z/85CdHjhxhjCG7kiRpfn4+FArBVk5OTj788MN4avgJxpjJ\nZGptbX399dedTic+qWnas88+C+8F+yJwaU0kB7Ish0Kh+vr6pqYmwoWwCoQGw5xhgiW0zBHWoM+d\nPB8kM2gzM8aAZ8pcYIxxK4bbBvREGSpl23AVmFUG5jchkNsFFBO+DWiUvAKBYNQ+ofGuJsLbNU17\n/PHH4/H47du3Z2dnFUUBBRGKt5qmjY6OYiRKoVCYmJhIJpPj4+O3b9+2Wq3T09PYJwDhSUXw2LFj\nzzzzDAZ9qap64sSJz33uc7g9jbM6HQ4HhiMjAojH46VSCYxQrLKmach4IHciiiLYYag7MF1XKBoZ\nGa/4gtxoMBgwFRqEZ6vVqnKKFrYBvCnxOBSuuKgPRiG1Q2L54MJsyxJ/0Oved2Blfil86jYlW2SO\ncTKrXKwB56HKVXH7+/tXVlZeeumltbW1vr6+pqam/fv319bW2my28+fPF4vFXC6H4RpTU1ODg4M+\nn296evq1117DJF/aCgjKDhw4AGIkuoguXbq0f/9+OoGUK1AgzxgD2EWoBdN5LyrAIFJGOQ1jFUU+\nbwLGGqSsTCYDoSOFK+6Ty1R0pGrhTqE5pnP8kiSl0+lkMulwOBobGx0OBzUhoPpytxeYMcZr+IST\nUOGTlMAYn1Uh8vnL5MYMBkN7e/v8/Dy6RIeHhzc2NlBicTqdTz311LvvvgsLZbVaC4VCIBBAjOx0\nOv/6r/8a0+XRd4HMWxCEdDrd09MzOzvLGNva2nr33XdpKBc2myAIKHACqZZlGS1BoBRSgEWAtiAI\n6C9EOg5VJ2xmiTdvKTrRIKpjVSoV4juQZ8Lrgi0mb0eLThgjCI0YGIQ/QgHftqwyuqlgiyuVChoS\nND7ri+IDjbfEkeHGO2lvb4eAZ2NjI5hTFoslGo2Crb62thaNRg0GQyKRKBaL9fX1LpcrmUyeO3du\nbm4OqSrmWCJHqa2t/eUvf5lOp5E/vfrqq1/4wheA9lN4hJoiFV+hFFypVIrFIlBiIrtTQolnURSF\nGtLxsPo6iJEPHUTebzabTSYTWnH0/Fvi4wh8iJqqI5TKXAgYXFbKrWnjbcsSf9Dr/4QDwxmmI6qv\n6yhcLkzlxGKVNziTBfze976Xz+dDodDTTz8NLDsYDFqt1s7OThz4qakpTdPq6+u7urpOnTrlcDh6\nenoOHToEeUM9hChJ0u3btzETb2tra2VlJRgMAiREYUbivClihTHOfKXUocJH+BCZGHC2ysXrZD6S\nGMcYFV0kiDMzM6DLU05GZVt9+kXvgfH+OUprtra2EomE3W53uVw4b0yX/WxXbA4tRFmW8TI13rfO\ndMMMZa4pVeX9YTDKJpOprq7uU5/6FAS9fvzjHyNkrq2tTSaTc3NzR48evXLlis1my+fzY2NjqHSO\njY319vb+0R/9UXd3N5JakAuq1WpPT8/U1BRGWsuy/O1vf3v//v24K+gbIeQ3Go0QJkdszrjqFfpw\nkQgigpY4GxbVLMISqKECdRrGSYZV3heo8rHFgq73UeZT3PASCEuXeIMwtn1NTQ0cGFwjMmxJp9xx\n9y86HbgfxueJ4P9ilfV6JXhA+vVUKoVBbltbW5cvX8bbQzS2uro6ODi4vr6OHvBQKJRMJltaWpqb\nm0Oh0L59+xBiYuFQGz527Fgmk0kkEoyxpaWlp59+Gj4VKnE4v1DxwHFmjFUqFSTNjDGQhJHMIT6A\nu0JGbuDzMXBho6ZSKUVRUAmjYhuMQzAYxE9UzjpGuKzoZjKQDyOrwhhzuVyYlETRCdOVFT78173v\nwCgUpdBGu3NSHz5Q5RfjlDZZltva2oLBYH19/fT09OLi4vT0NNBzt9sdjUYvX76MPkTALIuLi/Pz\n8/v27ZNl+fLlyydPnjxy5Ajoy3AAoigePnwYmgu43n777e7ubsbVLihvIAUQmDB9VoF6HuOEFDhj\nBOYyl6oTeZMWQj9U9SBKu7q6yri8gspnspCGL+1giff2qrwMTj8EcgXrzHS9aMRA2ZZVRlBcrVYh\nTCxJEsqNeI0VPv8Fb4NyL7/fjw7TW7duvfLKKysrK0NDQwMDA4wxwLYNDQ3BYPDFF18cHBzECvb1\n9a2srPzHf/yHLMu3b9/+2Mc+trCwAPFfZJ+yLE9MTLS2ts7Pz5fL5TfeeOPLX/5yDZ+vhteLe4Bc\nkyzL8GFYR304hd5hotgAYpK4XjNtWkWn9ovyDCJ9wEH4LVTUqrzvjTEG407yQoyn4FQXqampgXQ9\n4/w0fRa+Xass6vQP8cYqXFMNZ4eUkCSuR4yFxmOurKzgQXp6ekRRtNvtdXV16O567bXXRkdH8ciZ\nTGbHjh1zc3NjY2Pd3d35fB6zI6AVwBgzGAzf//73BwYGcCRTqRTTqTHJXNOnwmUt4ckIwUM2RhEV\ndT5gogLjLgexKWMM1SmEFOigWF5exhGGGCYAVcwLpGCXEFfcBlGdNa65BT1xoq1KnMa1LYv7m133\nvgNjfGPpK9uoxDLdRBJcWGzqdlxeXkZ0xhiDBJksyyCM1dXVuVyuubm5q1evtrS0CIKAwbgrKys3\nbtwwmUxPP/30jRs3stksHftyuTw3N4dZUJubm9/4xjeeffZZmWu6EOVXDwTh5waun6tHPukzYI1r\nvCNS0/V20ARLIB6QeS0UCmazGbsffwc4jMJ550zXcCNw0Q3cGKJLAClUJEP4BkuxXQ4MTw2fClQQ\n4zpVToqBCQZCgmcE+xxiYIqi2O12t9s9Pj7u9Xrr6uq8Xq+maZlMpqamprW1NZ1OK3zYaW1tbTAY\nbGlpAe6E2hh50Pb29ng8jr4xo9H44IMPovYG42vggzcp3SdUh5iB+CKiSm7x+ZP6JZZ52zWF84Q5\nI+2jBcKT6oMegY8qpWoc4yEUpeMWi4UwScqqqbNquyqdVFvCk4LdIPI+P1pr9L2Q4EixWEwmk9j/\nNpstEAgwxtBFfvLkyX379kH0BDx1nMdMJrOxsREIBAKBQGNjI/4FebDJZCqVSkeOHKmpqXG5XJIk\nfeMb3xgaGkL+rXKiFhU7YVjgJ6joRdViCgtkLrsD1wt8DwQNpOCKomCyEoCBK1eumEwm9JsS4UvU\ntTxKOk0f+neCf6vVKlQOAFAR6MI49/UjCPFDdFHohL1FIae+AEYQGbwFbEomk1lcXHS5XB0dHYOD\ngwMDAyMjIxDYJdGE3t5earupq6tLJBKhUCgQCKCqQU2poEVdu3atubm5XC5PTk5+7nOfI6ayxpmH\ngk63TQ8jqHzwAcF0gk6NDYgKsiU8HR4KIBWsNoo0aL8Fjor4Dt1LVGihCJH+RdNJk2SzWavVSgPD\nVE7JJbmj7QrfcP5hgARBQKe5niAO649tACtDuvvVarWhocHn801OTg4PDyPPXltbczgct27dgh9y\nu90QN4GZ+/SnP51IJIDamUymnTt3wmfYbLb5+Xmv13v9+nWj0fizn/0MN4CNR8pkUFCVuMyuyIXe\nZS72jzAf1UokVXAkoOQwnUQQGO0of8pc5dZmsymcRlvlneYqF7EkH0mbDeaMcT1f/NYWn3upzx1h\nYbfLgSFGoYAMiS9umI4ttisE0jQ+oVEURZSdSqXSrVu3stlsW1vb2bNn77///nw+n0gkMD0ZNh1v\nJhqNQrk0mUwuLCwUCoVr165h53g8nh/96EehUOjGjRtvvvnm1772NXRAElJNbgPcGYQX1OAh6MZx\nMcZwALEhIdTCeDyB1SmVSuj6QoyIkaRAd8H7DQaD0WiUHpyI1pSYirx9CMAmPBnGJ1V1rXL6JOy3\nJQ+79x3YwMCAwC/AKeQPmE6Hm/EjCiMIA+F0OoeHh0H/q1arNpvt9u3bRqMROqF2u72/vx/pP6hf\naJhHnoR/v3nzZnd3NwKfvXv3NjU1ra2tybL89ttvNzY20oAMqloRKERgjqRTKtN4pxoh1BU+aoE0\nHt+XosGlbW1toe8VM8lQSQapSeGdqvS7mo6exHgTq8Ll40DZpywB0ATwEHX7+GnIgZAioM5v5OP+\nGC+SE8on8QHNqqqiGevChQuJROKpp54aHx+vVqtms7mpqSmRSDzxxBPvvfeewkfGVHlv+MLCQl9f\nn9frtVgsjY2NL774IjhgaBtqamqyWCzvvPPOxz/+cbo9SmSxVfBzEEFJdwO7lHGhEJTWoP+EzM9i\nsVDdS5+rQRyWMQbHk0wmkbr5fD5sBjKLIifQU2qFfYI3gyiktraW2Kcin6ui6XSQt2uVsfPz+bws\ny3h15EpVrgsKKy9wLezp6WkkZLW1tbOzs5lM5plnnjly5Mgrr7xy7Ngx0EAwSAjzi0H0FQTB5/Nl\ns1lUeTExZ2hoCF3P6CjfsWOH0Wj0eDy1tbU03NXIR+7pdZNFzhXSp9qyLCPsoLIoHA8OIPw046Vo\nqD9jk4ByMjw8jMEumOSOgRLoZ6dkGvuECmOaptGwhbq6OprpI+lE8Rm3M9pHNbAPyYVsg9AtStip\nkkmYkqqqsH1wXahOkYK7oihXrlxB3G2xWFpbW41GYyAQgPAzhtBbLJb+/n5FUVA7aWhoKBQKmHyB\nNL+7uzuZTP7d3/3dpz/9aVhYQTeakgJG8lh6cB8fww/JhQiCYDabgX1rXGCbcUo31K0AR2QyGa/X\n63K5lpaWqEKAiFLjRUGqhLH/NdcOjgESpdjfMHnE42DcC27LRYkCrA8MLh1g6lmmC+S61tbWV199\ndWtra/fu3Tab7cqVK3V1dY899pjRaLx+/XqhUHjnnXdGRkYgNo/MCcZ9fn5+eXk5Go0uLCygPeva\ntWsoy5tMJrS77t27F+4ERp9eNeVY8AfwJYgPmC7FEbn0F/IqVPXwsSqXVMCwAvwWGN6MMZBrVD5G\nB3r8TJedEKJOO5+IDwqfQaNy4RVCnPAIepx5Wy7wIwQ+t4ECEUHX3ImcEqUyl8vV2dk5MzODzOnQ\noUMnT5584403+vr6EonE8vKyoih79uz52te+BpcPVyfLssvlikajO3bswKv43ve+Nzg4mE6nzWbz\nyZMn3W73lStXNjY2duzYAbBa0FFb9W9b0M2uJBCPgj+4W/gMzPqieBTnC1o5BoMBo96r1SrES7E0\n+XweUBBSUnbnbF7lTqkqvEA6CzQ7l0JYhfdR/LZ4L/Z/wYEJXCiTMmt9SQBmgnHIGL9SrVZnZ2cj\nkYjdbs9ms6qqBoNBoEkdHR2tra2YYmc0Gm/duhWJRFB6ra2thbp8JBJpaWk5c+bM66+/Pjs7W6lU\nHA7Hrl27xsbGVFV96623Dhw4ANFPYpTAYJEbA86j6SjLCpcOkbgMElB1ZG/whfQg+IMy73RGgB+P\nx0OhEFxgpVKx2WxEGaCkjaw8pQuEtaIeQ+AhY0zTMUqQDYjbxK5m3IGB8wlfS+kCXguVDGk/WCyW\nbDbrdrtFUVxcXEQDTU1NTSQSmZ+fhwyr2WyG8B1CBNQO0S7a0dERiUQsFksikaivr/f5fKOjo7du\n3WpoaLh69erbb79NzBpCYySdEBfSVoG3SaBEjxAet6HxrgmE6li1fD4v8YlWgEwRwqMPDLsFQmWU\nneBh37evqGiKDJ4I6Lgx0D0oWqJNIvDxPdu1yngoYHSIJATezCvqyLca56Birs38/HxTUxMo+JiE\nXqlUvF4vEuixsTHG2PHjx2/evInGf1Sdx8fHJUmamZk5c+ZMX19fc3Pz4uJiS0sLBnPff//9mUwG\n+bogCIVCQePjIJhuuhDjrFewsUQ+SBqbEKGJpmlAhqxWqyiK+InKxZyAhOPn8DrRaNThcCB7E0XR\n4/Fks1nGq6SCbsIG7T1VN4oaFTXqGjRwfVT4PPJevy0+7P+EAxN080kVXdO+wMtIMBOMjwSz2WzB\nYBDzDvL5fEdHx/T0tNPp9Hg8UJBaWlqKxWJGozESiaD+D2VV4Dw2mw1zFurr6+vr6xljgJKSyeSZ\nM2fy+fzIyAhFRjgtVF0n30OUAUojAP3BDZPBgqXDjEr8BQjDgCmOMUJ45PX1ddBMMAjGZrORK1J1\nXWhUyNU4TZ/pGI+UtlJ5Xx/E6Qv+d/nCO6Q6Ad2JwIkJjDE6tBi43tLSEolE/H6/IAhNTU3pdHpo\naCiVSi0sLJhMpgsXLni9XkzEfvXVV0G1R7cfY2znzp0XL168evUqsKNisQjS2tGjR9Pp9H333Tcw\nMAARPLgfAxe7Y9zXwvGInCNKO5PSRzxX9U79CzTA4n9ls1lSYEFdU+D9PRsbG3DkSAH1UCFuAPsH\ntwFnBuqHrBsTVeUauJR1ESVhu2pgcPNIdDASj/H3WeWduRTGVatVi8VSW1sbj8dlWabOvObm5p6e\nnrW1NcySXV9fZ4yNjY2tr6/LsuxwOPAykYG1tbUpinLx4sX29va1tbXHH3/89ddft9vtV69erVQq\nO3fuZIzhTuDAsMq0A+nwEm0HRwz6NTi5hABjISD5gSx5a2srFos5HA7sE7jJcDiM4Urr6+toYQR6\nSXJZFOIgyiGrQoERGtspoKEzK3JZIvnOQYkf5uved2CIyLB42AdQLqDTrnE+GFyCx+NBQMQY8/l8\nqVRK0zQIwEQiEWiplctll8uFQ37gwAFozMDWLC8vz8zMvPvuu+vr6xsbGz09PZVKxefzLSwsdHd3\n53I5wj1kPs6YLJrGp2XiDCg6GSQYDo0PdHe73SitEVSCxkyR1+2BeTIO/siyDNoVUjcgS4DdmW7M\nEuP+Xl+Wo5NAQKt6ZyuJoOtG2C7TRqVNWAr4DFk3NIcoYdRcNTMzA2NXKpUQk6ZSKfiDXC7X2dmJ\nJrlwOBwKhQRBSCQSDocDipfj4+MHDx4cHBzs6elpbW0VBOHcuXOxWGxycnJiYmJjY8Pv9wOOQ+YE\ns6VfbkqswU4k3Enmw9va29sxEYp6AAAFE8wL5Vk8dZXrCYEOwPicQ8gGgo+H24AfQgyk8bneoijC\nemp85oDIW+YFTgcQ/xcr9e5feA84yKIoIvdifNAPcgs8hSRJkI7E2CNRFLPZLOZsLS0tRSKRHTt2\nnDp1am1traGhwe12r62t/eVf/iVioN7e3s3NzY2NjY6ODhREIahtNBpPnTqFnhnIv7lcLsYYWkok\n3gOuP6cK7+yUeDMo1TJQzUInMpQW0CWGYJS4NuBMgsqxtbUFofC6ujoMd0YKji5AQI4U9Qp8MrXM\nZwlhK+JckM1BOotFFzi7ZLvkCH6D6953YASbYC1ra2vr6upsNhspkr2vNhCJRNLpdDQalSQJ8t4Q\nqVtdXQ0Ggw6HI5/P19fXw0Lt3r3bYrGcO3dO07T9+/czxoxG46OPPgosa2RkxO12Hzp06ObNm5FI\n5Nq1a+Fw+IknnhB4pyGkXSkwZxwAVLnYLkFzOBU2my2VSlWr1UwmMz09HY/Hp6enZ2dnUbTHRoSp\ntdvtONtAHgwGA7omGWNNTU1Iv/BziqwZJ3Qod6riwmKC8aVyqSF9UVrgXeFs+8pgGp9yhLwTN4/K\nBMjNgq51nXIISZJgDScmJiB/HI1Gd+3aBS/odDrhGDo7O/1+v9VqJQEFu92ey+UgxtHU1LRnzx6T\nybSwsGDjF6j59NWgk6g6aSuVD72lV6fxNiaz2Qz5ovn5eZPJ1NfXB7W9Kp+lIAhCOBwG2QfuzeFw\n6GG0zc1Nu91OLAxJkkgOkXEbB94/AEOZiygyno5XuQ6TyumOVa4ZIWxflyveFZaVikDAFcklY9Oi\n6AvuA54OSWc6ndY0bWBg4K233nrggQfC4fDg4ODi4uJXv/pVVVWvX79uMpkaGxtfe+01q9W6d+/e\n//mf/+no6MAMo1AohEQ/Go0mk8lDhw4xrtcj8S49xukkqG7iq0E6halBCcput0ejUcDITDdXtsob\n9ZCIz83N+Xy+crlcKBRI11RRFIzANRqN3d3dUKQjz42tSz0ViNUY7201GAyoHejJh5JOLFS5s3Hi\nw3/d+w6M4gsDl3YFVKLpdC6YTsMJRsfv98PD5XI5YHfxeNzj8aytraVSqfb2duyMfD6/vr6uqqrD\n4XA4HIuLi5IkZTKZfD5/5MgRr9e7b9++27dvz83N7du377XXXrvvvvs0TUOkj28HtZpAPDKssB16\nYhIcBhiP+C1JklpbWyGBIXI5x2w229DQAPynylt5IEuDOeso/yA2J+dNJp4Og6CrdVElSeKqDQSa\n02dwbVcZTOYSeaqq4hURYEK+Fqda1CnrowW1vb29sbGxXC7X1tZ+9rOf/fnPf46SyeLiYj6fVxQl\nm82Gw2GwgS5fvoxh8PPz811dXfCUP/nJT9ra2p544omXX345FAoxxsLhsMD1/mE9Fd6QB6BJ0E12\nBymRRI+g/YpgvLGxcX19/fLlcm3UuwAAIABJREFUy8QEQYDc0tIic33earWKtgH4JLSlAzMXuXq1\ngU8eoSwfFzwifgi7hpiJcQUWAhL1K6tuE8cap0Djzf7Awcib0qNRikOpT7FYxEATURSLxeL169ex\n4seOHYtGo1arVdO0GzduAD2uVCpHjhwxGAw///nPH3zwQewcwIaCIOzcuRPNgoRDwBSQhiodbQoF\nUJ+mU4MVwV0B0kfggnkIxKJMpVL9/f34CTaD2WyGkAdmf3s8HlEU0cuIN0Auk90ZapBxo0Z4I58N\npukKnCoXiaVH+PBfvx13+f94KbylSeVMMIgg6Fk6+CTiFBpuC20hWZadTuczzzyDJhK/37+wsADN\n8lwud/bs2aGhIZvNNjMzs7CwgCnMjz76qM/ns1gsP/zhD998883R0dHvfve7gC5BcML9gE3EdDPJ\nEAQRsMN0SiKE/+DvgAjLGEO2RE5odXWV6nlQZIBLFkUxmUy6XC5MuyddV5V3ekk6QlpFN8SZcfaU\nwOv8TGfCVN6QwLjJuHvrqrtgu7Gs4OxRvkiGjDBGgZfENjc3A4FAOBwGX7Stre3v//7vYc4QRKOC\nNTY2BjuIAufKysry8nJLS8vGxgZYYS0tLdFo9Etf+tL+/fvT6TTSAriEdDoNE/a+UpzGiaAap4Di\nV4jvxxhTFGVjYwNUUkKVRVGEpaOkCn3lcE7g6MP/MU6JplgEzolgYaqq4umoXkJvj2AASubwnrdr\nlWUuSkIpDhyGouv9xyex9MhpKpVKXV2d2+02GAyxWKylpQXzhhRFWVlZCYfDkUjk5s2bp0+fvu++\n+xKJxDvvvIMgo6ura2BgAIfru9/9rs1ma25u/vznP//AAw9IXKEbCC0yYPohBYVVLgYPOJHev8wl\n34xGo81mg5A0Vlnj/F6MbIbzA35oNBozmQzmzJlMJkyRJtIHFSZgJWRZptYaRdd/RuUxkc+kJVND\nF4L+u768v8l17zswlYvUEVKH8k9FJ+dKCQRjDFtNVdXm5ubV1dV8Pm+z2fx+/3vvvbe8vOzxeHCk\nl5aWHA7H5ubmAw88YDQa33vvvaWlJY/HE4/H/X6/2+0Oh8Mogx0+fHhycvLatWu///u/XyqVaCod\nCrn6KFLjtEMKlzSu48d49mPQDcsgQpHCpeoKhUJnZ6emaYVCQRRFIJmapqXT6XK5nMvl3G53Mpmk\n/g8CuyU+2Za+lOmCOJwKAlrphiWdeh7jVMltWWVFx5yGzAqIyPg5mWPGeTpIR5qamlZXV1VV3djY\n6O7uPnfu3COPPNLf3+90Oo1Go8PhsNvtNputsbERlFREMw0NDfBeqVRqc3PzxIkTZrN5dXX1T//0\nT2tqapCLI15mjEFLDHo/qq5XiaA5VLbIn0F0SuSiMEClYG4I62tra2OMiVy+GWE1OoHQpIiCP6wn\nDZDD18E0Y+0gUKQoCtTwCMkUuZ41rSZFLdh+27XK6AxBRZaqrdjMeFEiH0ikqiqwE0mSsFjpdDqX\nyx0+fPjHP/7xyspKOp3e2NhYWVlRVTUQCHR2dh49etRsNk9OTq6vr5dKJbvdbjKZIPxWLBZ/7/d+\nLxAI/Mu//Muf/MmfAJ5VFAWfwXoBnIRzrfBhkqquTUXkrE6Vd5TTKQOOTUcP0OiuXbvwgAA/kGRj\nnguG/Kmqur6+jrVAMxk5Hiw3LAnuUOIt7fowlKgcjK+7xDWIpY+UOD4kFxaVTAZjDAIqGiebaryo\nTjZFEAS/3w+2z/LysqZpt2/fRiNwR0eHw+Hw+Xx+vx8mEo0a/f39165d6+np2bNnjyiKGPn68ssv\nFwqFgYGBM2fOfPKTnyRSBtA85E+bm5uY/EuJP9PR/DQu7Kvv1mKMCYLQ0NDQ09NTrVbb29sx7V6W\n5YmJCSQNwKzwW/qoENM9crkcojONd57psSNKQOFHmU6tX9I121KNhP5zG2EHIhrgPpFmkTOgBIhA\nFbzYd955BzEERHUxABezNjAoB03BjLF8Pr+6unrq1CmTyTQ4OGg0Gnfv3h0IBFZXV48dOzY0NNTZ\n2SmKIkhlYMqQ+VBV1e12azp1OwrVsS5g1unxHNzz0tLS1NSUwWCYm5tD2FGtVmdnZ2H78PLhw1RV\ndTqdeK5EIpHNZnEDaGxSuaYz3g+ApgofHQBPBr4J7o2YsUyHuGq87L+NBRI0DFBXNX6I6Irx1Fbk\n4rl488Fg8Fe/+lVTUxPcfyKR2Ldv3+joaGNjY319fUtLC8ZOXrx40e12p1Kp3bt3T05O1tTUgCWB\npjrMMu3o6Dh06JDL5ZqdnQWAAfAW7VmA8qh1D8ElCR4yztAhtiTTVT0FTkkFZI2AGMg/9oPT6URU\nDWorYywQCIi6PhyBs231YAlqbxiDQMV1MiBkjlSubiXy6rs+a/+QX/e+A/urv/orMl4qV7Sk00jS\nn0wXZgJ5UxQlFos1NjaC7ASN6ng8XigUACVtbm6GQqFwOLyxsQEOW3t7e11dXSgU8nq9v/jFL1Kp\n1LPPPvvDH/4wFou1trYmEgkCDNGPubm5ifgOtkzgFSnUchC+qaqK+q3Iu4IQUmEusKIoNpsNJqlU\nKkEgP5fLwQmhwYgxBjO9uLhoNpv9fj+iOTLowIVoQ5MoLaVc+CS5TwpyKVqnGBNfd/cvrB2KSTKX\nRyJcFAZa5Rf8RG9vb29vb11dHUIKzA80m80YQwprDtlip9PZ0dEBte8nn3yyXC7Pz8/fvn17YWGh\ns7Nza2vr61//OtDLpaUlsKKB9qicFQmiAfEACfaBjSuXy7Ozs2i9SKfTsVgsGo1mMhm73d7Q0BCN\nRqG5YLfbzWZze3s7LVaxWFS4mF6lUoHwps1mQ/iickFLlevJ4m3gt4jLR+QOkVfvydvR4tIZgdXe\nliWmlQXSgFOAn9P+xPYjGM1kMp0+fbqtrQ3kBfy62WyGgEWpVLp9+3axWIxEIo899tgrr7xy3333\nGQwGl8t14MCBgYEBSZJWVla+/e1vd3Z29vT0wJIgPGW8do5AEAeZQmQ9cILNBqY745VOhXMUsRaY\nnIlAFgpPDz/8MGMsmUxie0AsWJIkm83GGJubm7NYLAMDAyqXXiQYCTU8mSurkdFgPMQkj0XOjMoB\nVS6/ov32SPpuDx32bl5VrpEqcxUc+ABUUEnBjwoDmqa1trbevHlTluVAIDAxMXHlypVKpdLd3W00\nGgHI0HD3cDjs9XpbWlquXbv25JNPulyufD4fjUbfeuutfD7/1FNP3bp1a3V19ejRo9ls1uPxVCoV\nvTp4qVSiKZdU/ECAiaOYSqXAgYSGkNFoBHcW9xCLxTKZDPRjcrnczZs3R0ZGgCYJgmCxWMxmM8wi\n+qzz+bwgCC0tLQS/IMkg3BLB4PsyFbJ9lJ6KOsoi4XLytooM6ekJmqZhKjxIw+RFKJFFJv3qq6/2\n9fVB2cvlcmH47NbWViaTAXrscrkg34BoA73nJ06cANttc3Nzbm4ulUp94hOfQARN4QVcC+OzKlQ+\nU5FopbJOihfZ3sMPP2wwGNLpNNYCSpWpVAoyjMPDw8lkUlXVdDoNWQ3kE3CTMNyCIOh5oapu3i5B\niNhgRC3RuFSEnlxAyY2iI6RpXH8Wt6dtUw2Mgk4qHgMrpjsnoUhN09DMDsIwCKIITWw2GwDG+vr6\nXC4H7PHSpUuPPPLI5ORkW1vb3r17z58/HwqFzGbztWvXnnvuOU3T/vzP//wP//APNzc3s9lsV1cX\nZNhSqVQikUA1GmNdGVfzAjAjcsWcQqHgdruxB1DDBsaLdmzgH7W1tY2NjZubm2fPnj1y5AgCHYvF\nYrfb8b2MMbCHTCZTc3Mzthm9B+CWClfB16fLBK5Q+3OFS/gzXj4Q7mwWFLaPa/qBrns/AyPcH9sa\nuL/AG24ovSCbvn///omJCeTvMOjBYFBV1UQiUS6XQ6EQ1GzL5XI6nQ4EAna7/fLly9lsFoo1V69e\nTSQSk5OTfr9/cHBwbGwMsuU4ZhIXzEXVF8YUtDEqqxKsB+jAbDbTaDtJktxud0dHh9/vd7lcLS0t\nCLdlWU6lUo2NjYSkkbHG+QSvAaClw+Fg3PFUdIPyyOQJvJ2Zim3w9PQx2D4Ke2Wu9a5s3yBXkc9/\nwr3l83m8LiSXAp/KzRiTZdnj8bzwwgttbW3A7qxWK0iD8XhcVVWXy4V0J5/Pz87O5nK5aDSKUUyD\ng4PZbDabzZZKpYmJifvuu+/YsWN//Md/jH1S4fLhQPAQO+tdBVwIVhY3A8+6tbUVjUaXlpZKpVIs\nFtvY2IhGoxiruLa2Njk5uby8XC6X8/n81NQUEXbwsCaTCZWYfD6PriDGGA1F01cysKbw6EDAaLMp\nnChPydb7Cl0EUSDO28YkjCJRrHiVa2IRT0HljNne3t7FxUUkNNjJmUwG918ul7u6uqrVajweb2pq\nwoCScDhcV1d39uzZUCiUzWZTqdT8/LzVagXa/6lPfQr6AAgdSFDD6/UiG7ZYLBgpSdES09HH3G43\nXJrKla6QK6ucuwFqRjabjcViBw8exGkCAonSNVR1kskkzrXP5wPugreBmJXK2Pg5CuQooAicrUaJ\nl/6fom7MqT7h/vBf974DE3gXMPyWyhuWGU/OEJwCRwoGg+fPn2eMQWJ1fX0dW99ms3m93kwmA33P\nSqXy61//Gv2Dy8vLjDGr1WoymdLpdH19/blz5/x+/6OPPvqDH/xgdna2v78fXwEkATdDinPYZIwx\nbDKqe8m6aV44csjSGK/6gqbR2trKGFMUZW5urq6uDh4L0Hw+n0clAHQ7HB5VRzpSuSYk7JekmwHG\n+M7GecNtCDpWrsZLvpS6IeDdLtMGQwYyQpWP8hN0vUG4f/A73nvvvb6+PlmWL126ZLVaNzY2mpqa\nIpGI1+tFnhqLxRoaGkqlEgSEQqHQ7t2729ralpaWRFHM5XKNjY2PP/64y+V66aWXnnvuOeKIBgKB\nbDaLRq4tPnkSPXkEt6qc0UeopsYb7WH7jEZjPp+PRCIIurGOQCChTI0UE+RGSZJgl+vq6phOSlHh\nLbSapoHDhoADXEfk/RSGK3wKs8xbXDUuwKHpBpwKXPBC3qZGZqKfMF2dmHHwk/a2pmkej+e9994L\nhULBYPDMmTPFYrG5ufmhhx5aWVnRNG1qaiqRSBgMhq2trYmJiVKp1N/fH4/HM5kMOqtMJlN7e/uJ\nEydGRkaSyeTbb7+tcaI5HA+1fCEVQ0UcGjc4FPTq4GZQlkPcAOogGpYRNplMpmAwiDufnZ2F5A0W\nsVAoJBIJamKLxWI0lTsajSpcrMCg04QEqoSsjsJ0jVfTBZ1II0Epqo6zo+nm5334r3vfgVFFGqEr\nYwxzAuHGNF68QSC8urqqKMrCwgLEF0BvTSQSsiz7/X5syvb29mw2W19fPzIycv369aampqGhodHR\n0Xg8nkqlampq+vr6PvvZz7722mvLy8uPPvoocG1sHTTMV/lEYPSyKFyNUOQXsWM1rvEDcAD0Ezgz\n1DCwTRcXFzGviNRGcLbxYYwRgufGlzIeG5KzpABNjxzi84xLtzEeqeFY4okUPt2KvNq2rDKZdSix\nmkwmoqLASWP1oUKCnNhms/X09ORyOY/Hk8vlrFZrIpGw2WwWi8Xn8+Xz+Uql0tbWFgqF1tfXC4XC\n22+/jZjG7Xbn8/lqtXr9+nWXywWGpyiKJKwAZ4OBkKqqYmwVrD/N+EBGKPHZgyQ/CNeC1478uKmp\nCWpSwA8Ynw9AyguovmSzWWwzaMuCLYK/A14PNjz+gsLJkLTxNK7JSa+UeCI4LPB/eLHbRVETOJtO\n4DITJLuFbU9JZCwW8/l8jLHp6ekdO3Zgjc6ePdva2prL5dBb0tvbi8ymtbX1woULjz/+eEdHB5Te\nINr0la98xWazXbp06cCBAzhZHo+HMVYqlQDPAMmEkj1K2qg+4p9Ig8iR4MgQXkdylAaDoVgsIvaa\nm5trbW3Fc2EnA3I0GAwozEuSBOwRNGZsKoqKCEjX7ixOEw4h6sS33pejUwqLW/qIhfhhubBUyA8Y\nYwjJsaL4gKLr41MUJZ1ONzU1gcQRjUZ9Pt/W1tbc3BwEYzY2NhwORyaTaW9vTyQSqL7G4/HLly/P\nzc2hyCSK4vHjx69fv97d3Y2mWmjVY+fhGyEjvbW1BRgBhSiNF/bJjQmc84oLNiUej6+srIA4hyKw\nzWYDGYFqHqJuzK6e9qYoitVqRfam6ogbMpcQpDoKJVga53MTAkagK7F1UY8BXr8tq6xHZuChKZmg\nPSDxCyYPJAs8by6XQ2NQJBIxGP6/9t4sNq7zPPx+z5mFHA45Qw73RSRFaiFpiVpsWd5iK/HW2HVs\nJ2maNPBFEqR3zWWAFuhynYsW7UVRxEAMFDGSGrGTttmc2km9L5KtnZJILRT3IWc4G9fZzv/i970P\njvNd+f/hEz3C87swbJkih+d9z7MvIWoOd+/e/Ytf/KJUKo2Njf32t78dGBgoFAqHDh3ir8fjcQS6\nMQY3msmE4q9U7EIyljvzo4nierYt3bHDJHEQEVjhcHhwcHD37t0DAwNkPRsbG6empiS7SaLOn6ny\nZz7kUMQDq9ihJBSYcPSSyqr4+g4rthGi6usRpExRgooVOzj/1iMvKYpBxDdXnXturHG2sbHR0tJy\n/vx5wu/sQvI8Lx6P33HHHZ7tA/nGN76RSqUCgcCVK1dWV1fz+Xw6nWZpbSQS+du//dtHHnmER1ou\nlxlBQNlhMBjkfUfBtLW10YEugWu5kBh/0p+DOYhZUCqVsFBRQidOnGDJeyAQYPcsSqujoyMcDlNd\nTB0HAZW1tTUskqodJMTTEEfZn8UUUWB80+PkoM0nB5qrB/ZZAeGCsEgkElT0IYUlVuYPndXX19NP\nc+XKlf7+fkI6bMpA3gWDwYWFBcqaA4EAY+mRXP39/e3t7QsLC0xNHBoa8mwPMlJeGrCwcfL5vBjv\nFE3xreTDe7ZfRC5iQ0MDLZnIkVAo9Oabb+7atYvAt2zACoVCuVxOFtaRvKW0gbC+yDjH5u3FLuN3\nFHsNeUdVgvG1fPGqBO1CkEAg0NnZ+cADD9zyE/5/cO3EUrwZ6eLkfXZtn7hjaxbQ1gRtjB25RNCm\nt7eXP+/q6orH4ysrK4cPHzbGtLS0UFVfKBSuX78ei8WQI01NTa7rstBEBmFUbJuXMUZmzBcKBdmK\nKTYB96Fiexg2NjZSqdTMzMza2hqff319fXx8nKsojUf9/f2kXozN4XOO3CWJMUiiiytHcbm/cQLH\nzrFD+l1f4aJrh4Xy3aq2z3qnpJsE29va2njOcsrGxg8kGOB53tbW1uDg4NzcHBVP6+vrtHXic3Nk\nL7zwwuzsbFtb2wcffFAsFltaWhh7UalUXn311eeee84YQ0180M4HMLa1n42jtNOk0+n19XVjTCwW\nw13jI/3R8zfW5sCXJUZCgPe1114TO3V7e5vBm0yxEq3jOE57e3s8Hmf2aS6XE//Y+KaSOnbTuvFN\nISDeI0JPYonGqi7OXfIUt/x4/2+4/RWYZGVQXZLwZLeT4yuyEqFGAiyfz4fD4WPHjhlj9uzZ43ne\n+vp6Z2cnpUczMzMU43Z1da2srIyPj9NF9L//+78rKyv19fVPPvmkfFtjRSfl7AHf0HHSM57nYfWj\nq2TrsUQewuFwLBbDn6N4iZBgOp3mbaGMHiHItW5ra6MQkT9HmSG82M7MN5TX0vOVn5XtAlmuOONF\nqr7hNPxEXLT6+vpdu3Y99dRTTz75JLNHbz0Id+Q4GiJgx6eSdUcu8zIj2UulEjnOvXv3dnV10WvM\niVy7dq2xsXFgYGBoaOj8+fNMCXJdd3BwkG1q586du3DhAjZEfX09CRW/dsHcdmx/DyptbW2NGRBy\nB8q2sxXlVygUGK/AVdm26955+ChLPmdjYyNzj0isSnUrYeSyHSjDIUrZoWQ0yVaK6SYZVv6XeP9V\n28iBFOb3zWaz169f35FTRitQ2iBVRSG7nLNqlwFJwTpDt4n/P/roox0dHa5dJ8SoAc/z+vv72dx2\n/PhxBjcXi8WTJ0/W1dV97Wtfo72SeKzEbDGS6FyuVqsNDQ00GjY3N9fX11+/fn1jY6OxsRHnTOxC\n3hccKb5VqVRCDxWLxenp6SeeeOLKlSuUOjP/MJ/PJ5NJQqO0WLBvIZvNsgbI+JqO/afMT5RLaOzc\nmZ6eHj6q6C3uIafs2vlq1R1tlvhU3P4KTMK+gUCA/evYv/Ja8mVcL7xy0uZcLInvEacmaHDkyJG+\nvr5YLJbNZtlqMT8/Hw6HFxYWXNdtbm6+++67PbvDPmDXU8m3kmxc0E6ZcxyHkFQqlSJQ4Npa6qBv\nzTx/KFEUQqMILHbLera2ghgFBGwvlITLxdZutFDNGI1GpRBDwm6u67a0tGAkBuzYX0nXhUKheDy+\nZ88eui9/+MMf7sgpV6tVsoaYuv5ktTToiO+IcK+rq6O/OBKJJJNJx3FisRjtwPF4HFc4k8mgvOlk\nuHr16gMPPBAMBr/0pS8NDw/zkIN2OSoxYSRCKBRCNiEBUS3BYBC7RBRPPp9HNuE1kn5HTyDjSDFi\nuDCCuaGhgbU4hLIpz+EJyOJWfiLdfighjHTJtvqNehQ/5ovjS4X+v79ye3t7dnZ2amqqvb19R05Z\n3tZ0Os3dwxit2KZGx46Z5ubz3vEnqVSK1SRYFbxosVisvb19Y2OD+aWBQODcuXOLi4vz8/Pz8/MX\nL14kX+7ZReQora2tLbw0woN0H/IF5XI5kUiUy+XV1VV/TE8iKBigUoPDJ+cTku6SGxUKhWKxGMN8\nSa7TDOo4DtFv5AOhEX40AWoJUUrqyxhDnJNGe38cgufpD31vbGwwpmQnTvhTc/srMGNXyMsADvzo\noG9Ek2d3UiDp9u/fXywWKSxMpVLLy8t1dXW5XA6d0draKvWs99133+bmJq2RoVDowIEDg4ODyAtq\nmnGwuKncY0I30jPo2Lw0IzmMMcvLy/Pz8xsbG44vEYWIoR3ScRzqBVzXRQLSwcqrwg6wYrGIFkTn\nIVUDgUBDQwPe2Pb29tbWFiN9UX6JRII23ubmZvQZkhGhKR9Gouf8akxaCofDr7/++u9+9zu2K916\nSHobO89028LTDvhWXVALE4/HH3744dHR0XA4PD8/T3sf5guJKwYrDA4OUpdB23h3d/eVK1fIPpL/\nx/qmzpCInOu6hUKBsBsnxU+vVqvknyKRSFtb29DQ0NjY2LFjx/r6+jo6Otra2lA85ESDdos8/hO3\nlP6/7e3tXC5nbLV01bY2UrkjrW/8X+48fhi2F58H94sTFJHq+CoCJApnjGGi48WLF99+++2urq7j\nx49TH3Hr4bPhWESjUdZoGVtIbGxREv6oMWZ8fPzSpUsffvhhOBx+8803h4aGqOIhgzUyMhKPx5eX\nlycnJw8cODAzM3PvvfceO3astbX14MGDsVhsaWkJ60fm9WAvVm3DctmuAOVZlUqlbbsYnXRAyQ64\n4nmG7AyUqq1ElcQ8bjR+mzHGcZzV1VV6dRioQWlS0G7iJRbq+YrgSUI7vqWj3CiukGdLdTw7ZKdk\nh78Yu7KjXC6vra1du3aNKWs7csSflttfgZE0knwAJptEb8TwxDjd3Nz84he/uLCwIAmMxsZGNgDJ\nbL18Pt/X14eMmJ6ejkajq6ury8vL1WqV+OH+/fuz2ax49K5dw2qMEb3CfwaDQexEAtnt7e2xWKyr\nq6u5uZkato2NDTqXZVRdtVpFAvb09CQSiUgkMjs7+5//+Z+//OUvJycnpbSSu14qlYiaEh8gE7O1\ntZVKpeg9WllZIStDXRYKLBaLMYGioaGBlYDMvRZ7zfMt1+js7EylUj/96U8nJiaoENmJQzaSWaza\nJlbKIsiAcgpy0B0dHe3t7efOnfuv//ovmqi6u7u3t7fn5uY4WRy4jz/+mJGGJ0+efOihh5aWls6e\nPdvX13fgwIGXX36ZACN6a3V1lWpSUl9ShuPZoVCEDdlhiGuVzWYXFxenpqbm5+fz+Tz2ytbWVi6X\nQ9nwPbEtHnroob/4i79oampCzHEPJfMRtH3KaEfGNyC8YrGYa+dXSaaT+cLGGEbMeHYEqOMrS0Ne\ni1zb3NzcvXv3Y489Fo/HScHuyCkbmwYjyYfNV7atYKJXUPzPPvvsd77znYceeiiZTOZyufb2dioj\nFhcXOSPGCDC0iWKoYDD4yiuvYGoMDg46jnPt2jXifpyjsT6rZ/vncNEYPolv19TUhBMWsAu4yT6U\ny2UCxcYYmaIgDVuBQIA1pMZWZBBDJkJIikFkV2trK2qVSGPVLr3DHvVscaOxNdiyvCKXy8lVkU41\n5N7W1tbNmzcdxzlw4ADjNHfqiD8VgX/4h3/Y6c/w/y+XL1/u7u7maI3dI0dlOfrMGINtVSwWDx8+\n/PHHH4dCob6+vjfeeKNcLlODWywWsTol1meMmZiYKBaLx48f9zyP16NcLk9MTBw7dsxxnPn5eTQf\n06abmppwjIhou3bEnBRQoSyx7ygvNL4mNmztkp1tiLB2XbetrW1sbGx4ePj69etXr169dOlSPp9v\nb2+vr6/HqCcwQtBsc3NzfHx8fn6e+IkU5bNTmCeAIOO1CYVCrB0aHx+fmpqSxiY+fHNz8969e4PB\n4IcffsiXEVR5/PHHb/0pf/jhh9I5V7UldliakiAxxnie19jYOD8/Pz09LQU1OCXGmPr6evKXgUBg\ncnJybGzs1KlThw4dogx9eXl5YGDgxo0bi4uLTz/99JUrVyYnJ9vb2z07VLNqy+Fcu5JUOhZEixhf\nEXzVTkw3NmHD3XBsYRuZzmKxODMzc+7cuUgk8rWvfW1ychIZSshRzPONjY1wOCyjOiqVSiKRQEpS\n2O35huBx4cWu8uxSuqptduY/uQ9ra2vccLboUVpCbvgWQ48mn5CDYwqGlCRgr7iue88993zve9/7\n1re+NTo6iovMEsjW1taQ3fkZiURmZmYOHz7M2IHBwcFCocDKlXQ6ffLkyT//8z9nIiXhwVgsVqlU\nKOoh+CxVrxKZF8tYEmMiSpN+AAAgAElEQVREICVNJXUcnJr8CXUZLARHmGCNkasuFouZTEZ2PG1v\nb/f391+6dCkcDre2tjLtxbODoYN2RrDrq0Q1xkjRP3/i+BrVi8Xi6uoqZivVJehjxtN8lrn9PbB7\n770XN0JSOBhEuNsBO6S5rq5uaGjo5MmTbCv+/e9/v3//ftoGsbKpC2K5BtsLu7q6Pve5z7GP48aN\nG6lUqq+vb3R0tKOjI5/Pt7a2nj17FtPGtX3TmI1Yvo7jkJAnZi0pLvJzYkmJdYl8dHx1riKjGxsb\nn3766W9+85stLS1nz559/vnnf/3rX1PySyYf+YjcpP/aGMN+POQpJv/8/DwjumdnZ5eXl1Op1Orq\nKnqLvy6RJcdxOjo6Njc333333VQqFYlEyJ/tlAfGaBIyjrFYjLCYxN+MNYT7+/vPnz/f3Nzc19f3\nyCOP0D1KyRkLojzP46/v3r375MmTDz/88E9+8pPZ2dkf//jHbW1ty8vLBw8ebG1tnZmZKZfLeGCe\nnevv2dUzFbtJi+QWA1gxCzBBqLsR71zkDuU56CT+lyQd8ZxeeOGFAwcOfOMb32ByVaVSSSaTeHVI\nTBqVSJitr69TF0fZbX19fSQSwbIxdswKPxoXnNBl0I6ZMMYEg8Hr1697njc8PByJRPhKybXcerbt\nDqBSqZTL5TCYMLZKdiV3MBjctWvXiy+++I1vfGNra+u9997r6emRWhu03fLyciQSefvtt5944okP\nP/xwdHSUZ/Xv//7vW1tbq6urhw4deuaZZ5aXlz/++OPOzk6uk+ebcEigsrGxMWQnm8hoAmPj2JL6\nCtj5O8aaCP7pydJZ4XlePB5nwuHHH3+Mq0QyYmlpiaRmKBTKZDKMaCEVt7a25truF1RmxW5gkDos\nDDhJn0tFpbHFHQsLC83NzZ2dnTiF/trOzzi3vwc2MzPT1dVFAiAWi21sbOTz+VAoRGECFxpvJplM\nbm9vM7mVnlZslt7eXsZ3dnd3r6yscHsOHjy4vr5+/vx5Zg4tLS1RNM/XX7lyZX5+HiOR6QyYTuLf\nSJSA7AXOEHWSoiqCtr9Y3hljC16Ddk4M916yvvv37x8dHT137tzc3Nzs7OwDDzxQLpdlTN/6+vq+\nffuWl5d5GyUSgo6kooS8kShRqhv6+/spPBPtRYDu0qVLVFIhmnldmUN6i3nttdfIi/DhedoBO7Xd\n2FlTrGMPBoMHDx587bXXePj4LrlcjuJMz/OokmhsbHzzzTeffPLJu+66q6urK5lMtra2XrhwgW0m\n7777biAQ6O7uvuuuu2ZnZyWaJ6UEfB7P8ygdoqbD2GoI8k/8CX3HfFrkC79U0G5akeJJx3EWFxcv\nXrz4Z3/2Z0TGCKMhcUJ2IB7ikt9OAsh4Y3w2ZBnhAX5rdL9ny+gx1ZeWlrq7u/fu3Ut4CneW63Tv\nvffe+lN+++23CbbHYjGUmWSVPNvmaIyh5KG3t/epp546d+4cAcDV1dVjx4799Kc/PXDgAPr+ww8/\nrKuru+uuu6j96+vru/feexm2wn0YGBgoFotdXV0vv/zynj178KGbm5vT6TTmL7USni3xoOKXukSC\nvcYGt4msOHbQuxyKBFcc30bAYDDY29ubyWQmJiY6Ojri8XgwGBQzkW9CuwW3BZPLX8bC9eOHcj2Y\nvRC0vWti/pZKpeXl5UQiMTg4iDDkslFuph7YzpPJZKLRaHt7e2dnJ3U++CX8O1aSFH1hLJPTTiaT\noVCI0thAIDAyMpLP5107eAk77siRI5OTk1tbW3v37l1dXR0YGKirq3v99dcPHTrEmNeVlRXqGiiz\nltBfS0sL6SiZnFa1xa/GainZg2B82kuatKQOxbWlz3gATU1N3/ve9/r6+paXl1999VVx0chse7Yw\nj2wNMo5/Oo5D83/A7gQK2eVP2WzW7/8VCoWJiYmJiYlAIEAWXWrV3B2axIFKZjYrB4pWkBFKruui\naD3P6+3tff7557PZLKWAjuMwsvKLX/xiIpGoVCoTExPJZPL+++/ftWtXoVA4depUOp3et2/f1tbW\n4cOHL1y4kMvlBgcHP/7444WFhRdffBHpKdU6nufxMZLJZMUO4qIAR+KNEvCMRCKMufMrKo54c3PT\n2IlfUnfKEbz88sstLS133HEHnpZnq5DkURjr8VftKGEKHfm2lPPwxJDm5PmR0eg/YsuDg4Pr6+to\nr4qdMOLtUB8YNeiRSIROiYpvbkjFbuHi+e/atatarb788stEIILBYE9Pz/nz5wcGBqrV6sWLFxsa\nGo4fPx4KhX7/+9/v27evs7Pzvffem5+fv/vuu43tffzv//7vo0ePJpPJv/7rv85kMtT+ObaYkII9\n+rSKxSIai4i9dHPySAnqcCswWYh8hHwTgqp2Upexs3dbWlruvvvuX//61zQDiJPtum5TU9PCwgKi\nwNhVYcbu9BInDA3n2GZ5+esiKwi69PT07N27l1uErJN20s8+t78Cw0wj8osgKBaLkUgkFouRzRIP\nbGNj44477lhcXGTKeyqV6unpoT2rt7f38uXLkUgknU53dnbG4/H5+fkvf/nLFy5cmJqaYm0uLcyt\nra3lcvk3v/nNo48++oc//OHw4cOTk5MSusTIpXDD8TUSMtu3UqkQ7THGEOSklMP4ZhAgwnhdkXeI\nNok38rOee+65rq6uM2fO/PznPxeJQ2FbyQ75dWz9rvFF5+naDtm5kY7j9PX1SfQDq42eUKo0pS5R\nUj47QigUIg6GbohGo42NjRQQGt/k4mq1Go1G5+fnn3vuuXK5XFdXx5rKe+6558aNGz//+c/T6fTC\nwsKuXbvW1tZ+9KMfsV4gGAzG4/GpqalyuXz16tXOzs6Ghob7779/fHz80UcfPXr0aMk32MnxdZ4l\nEgmunxRJV+22a8/z8Pz8oo3SG/EkpEAfi9v4JilXq9WrV6+ura3t3buX78wcKboapOIGrUYfm+R+\niFWW7HR817ZdG1siQajQdd077riDalupgeJp71R8iZvM00Zb0GAg7xfSeXNz89ixY//8z/9Mopfm\nvNXV1VAodPz48UKh8Nhjj62vr3d3d8/NzXV0dIyNja2srJD9+uCDD9ra2vL5PNMsV1ZWJiYmNjY2\nXnvtNdws7AljDC4OS3YcO+snHo8Tv2UkDWGS5ubmkp2/ygnS/FCxK288u5kFQzboGyPw7LPP/vjH\nP6YAFXuLQVZSW+tPelXtOOOAXX6LxOCGtLa2yhwWHEHWHdDbWrTbXyu2+3NHjvjTcvsrMHbEsVRJ\nwsqebX9xfSOX6AsZGRk5ffo0O+Oj0WgikTDGTE1Nzc7OkuhaXFzMZDKO45w6dYq5eYODg4ODgwQW\n5ubmmMswNDTU3Nx89OhRNBbDeOR24pAhT0nXl8vlhYUFIum5XK6trY2hrv7CBJmo69kWk6rtZvPs\nNlhjDbGvfOUr2Wz2/PnzZ86cIQfQ2dlJpSwheAllBGzrkrSdMVfJ8zxqTxg/wVPK5/OFQqG7u5sM\nRNWuKyOTtFP3fmVlhYoDKYhHBpXtFF0kAk4SbtPQ0BBFnrlc7ubNm01NTUz8Onr06Pb2dkdHx7Fj\nx9bX17u6ugimNTU19ff3swm3XC6fOnWqt7f3Bz/4QSaTGRoaCgaDrAA2xkgMVlwfeh6CvilclUql\ns7NTkqCiP5AjGApVO23Z2Ln1xA8krULfIdoIh5KFLI6dXSlyk1wvtR5IVaQev07ADin3fAM5Xddl\ncQEBCWMMViCXZ0dOmcgB4lg8HprqAnamjDGGTuG/+qu/+pu/+RvSVBgrRTv7n7+YSqWozCKckEgk\nstns6OhoJpPp6elZXl7es2fPe++9993vfvc//uM/fvnLX7JOUxxiqvvIMtAJ3tjYGAgE8vk8KwPl\nDZJlYBKokOixGNBU3ktSwLP9yIFA4JlnnvnHf/zH9vZ2suaU59CRhvQoFovYRqJfyUdgU2IBB4NB\nPgY3jUpXY8zu3bs9O/2ZRkPGODCw6rPP7a/AGBuIaGB0E4LG78W7toN9amrq8uXLFy9ePHDgAEkj\n4s6xWGxgYCCRSBw6dIi3aG5uLhAIDA8Pz87ORqPRGzduVKvVWCxGdL6rq+ull1565JFH3n///Wg0\n+v777xvblEpNFz06hOao/MHcw9RiBxXzEo0xxKP93aaSi+J35AUu+wYmGWMIe5ZKpTfeeCObza6t\nrfX09CArCS94dmuGqC7UeTAYxKKn1aZQKDAWnR+ayWQCgUBHRwcvm/PJxTQ75YRJlRfKA3NECuhL\ndpYd+uMLX/gCkSKqewYHBxOJxMrKSnNzc2Nj48LCAnHRpaWl/v7+2dnZAwcO0IwxOTlJO3Mul2tt\nbe3r69u9ezeFrEh5PFoqyowxKFFCxzxzYwyqrqmpKZ1Oo1AdO2mMX0FCSa6drothTse6Z/vw+IIb\nN248++yzxKzIRzq+9XIoM5n5QvDQ9U1BXF9fr6urY6Wca0eL8QwTiQQV+Ti1BCQRyvzKO3LKPEzm\n56JNEb6u7bXiEU1NTb3//vvf//73ie8Vi8Xu7u5EIkH5RqlU6u7uzuVykUjk0qVL1Wp1cHBwcXGR\nhr+BgQFOZHl5uVQq/eu//uv3v//9tbW1l156CXMNlenaMQWEQEiZO45Dmnx9fZ3md54t0kZcH2MH\nNsqTlAh82E7i9uw6iGAw+Nxzz509e5aftba21tfXR8Afyeb3C0XtFe24V8mZpdNpfx5udXWVKFQq\nleKVr1arBA/wa3fkiD8tt78CW1lZyWQyITtZAxVCqDpk1/NIaJsCrbW1tampqd7e3lAoNDU1hcIL\nhUJtbW0c/MbGxgMPPJBKpcrl8uc+97lqtdrS0tLS0nL69GlaEffv37+6uvrTn/50YGDg1KlTkrqQ\nXJexlUiUEnFxKTDBs5GsBtdRLDLPN77Ms1NqAr5GXf6EL3v00UcxOV988UXXdbu7u43tuuevIK0w\n4Y0t1QvYBUvoe2IjfEPKbXt7e13bg8k7SQQsaBe+3HqkBgxF5f+N8DwkPuN53uTkJIKDntaFhQUs\na5EsRFri8fjJkydLpdL58+fL5fKNGzfi8fjGxsbevXvj8Xg2m33rrbcYfHfjxg3HltuU7IRD9A0+\ntGcn5jHuxD+aC8q2sb3qG9LIOWLvh+2odY7P2IJ4Y8xvf/vbp556ytiilZWVFRFq0gwkRka5XKb8\nASOdPcWunX9I7nBra4t+amMMJUUUozJVBC24I6ccjUZbWlp4PtRleLaCCetN9HpfX18oFHrnnXck\n8cxcZokxYlIsLy8fPXo0l8stLi729/e3trbmcjk2sTU1NQ0ODo6OjhaLxatXr/7oRz8ikkGpKvaf\n4ziEqZl2TySf2KPrus3NzbT3Be08SfGuRN3Kq+3XWHIrXNsBErTjrKiY7+jokP5O4g1cMM/O3uQ7\nu3Y6KDa3v9+A6R69vb1kN3kyvA48rp16kT8tt78CKxaL8/PzNDcQqk4mk6wuNFYNSG7p3Xff9Tyv\nt7d3dHSUyBjWFqlaeatXV1enp6cPHDjg2Vm9DQ0N169fp05k7969DK2fmpo6cuTIY489lkgk6JM3\nthARuSAl1wG76Ij4BhkIf7uoiK2Sb0ShY2d3SrRK7Dv5l69//evFYpGiW2NtWBK2XFN5c/gRyPqt\nrS2GKsmMCVFpDNGp2iFJlCf8URvsrScWi8kkJ6SMzInngCTNEwgEEokEMT2kAL4ac3rImmxsbLS1\ntTHj8ebNm6FQqL29vbe3V6wQ3OjOzk5K3hcXF/EG2LKBOWKMQT2Uy+VoNLq+vt7S0sK589PJ6CB2\nJfyF9nV8O9vExvJ8S8P9qQ7P8/7nf/5HIkjGCsGqXX0nd4xpjTwl/t3zbQszNtJIDr/qm4FEtQ6B\nL9dORbr10Jzk2J3CqAfxX7EP+OS/+93vLl68eO+9966trTEsbffu3VVbjSnFLOjjxsbGkZGRYDBI\nqR61WvF4fHFx8ebNm0888QQxc94XYpI8NIwk+swwbREFnufRMuz5+pElgOy6rlQah31r9uTEHZt+\n5j95p44cOfIv//IvNLSx7c+z24s4d394GXOHFiDW4XqeJ8U+fNTOzk5jDM+Hry/6Fpf7C2Q+y9z+\nCqxQKJw9e3bPnj2JRIIq0nw+v7S0hOTyqwHHcYaGhjo6Ovr7+7e2tsLh8MrKing2Bw8ezGQy3NHB\nwUHm421ubl6+fHl5eRmRNzExEY/HKfVZX18vFAqtra1NTU0TExN8GM/WfSGn2traKNWV6Z+kKCi/\nFqNYRJVca2PjS1x9jFAJrItWq1are/fuJczy/PPPe3a2vePb71W1w8WLduGs4zjDw8ODg4NofVS4\n53n5fH55eZmhFa4ty2ZuJFNt5PPcesrlcjabxQ/jM+NtFO1iCznocrk8NzdHxgjznFYBQj3ZbJZh\ng8lkMhgMxmKxu+66C7cmlUq5rru2tkZrRE9PTzKZ/JM/+RNKN421LeiI4AgYMxYOhwuFArk0f9qy\naiGhIv/p2bZi4+tkl1QWMUbXLt3mB21tbT344IMiB7ld/HY0FSC1Ue2YHVgemG6eXSJF8SGDYMQw\nd2zKTc5dVhPcYhoaGrAp8WMwSiR9iGuFuzk2NvbEE0/Qtry5uZlOp4mvoktu3LiRzWb37duXSCTW\n19eTyWRdXV0mk6HHP5fLTU9P45HE43E6HQ8fPvytb31LGrxIB/AvdIj29fVtbW2RaSPX1dbWJkqO\nFIZr2zrLdsMR91Miuq5NlPL7IpTkFL71rW9hTZ47d66np0e68UQUYH1KSVE4HN67d2+xWGTlqbjs\n2Ci9vb3kLyq29yAajTY3N+PJkfX87HP7KzBjTC6XI6ogl69QKDiOE41GA3aPAJcmm82ePXs2kUik\nUqlsNsurS/KWHYb5fL5UKrH9NpfLYc43Nzevr6+zmtnzvF27dq2srDz++ONf+MIXzpw5893vfpco\nE3eXOB7pXxQJZju3H9tQ0l3i01Ts8tmA7Wx1bC0AXyyBCDGlHTtU7ZlnnqlWq+vr68vLy7wwvDMS\np+KL/a9KZ2enVNgjPSkTwPz0fNW6CEfcHWl1uvU4jtPS0kJtAiFNPlXA9mziEonvMjw8HA6H8Zww\nn3ft2nX8+PGrV6+SiZTCaIxuit3T6fSePXv27dt38+bNra2t++677+WXX2Y0A+M8SG4Zu0a5oaGB\nmYqssEHmerbcRgxevDSpwcEyMHZmBxLZH+HErJEGWETeysqKtD1wHJ5tmSjbsUbGDq0uFAroNv99\n4Av42HLfKHpybXMYOZidMlOYOGrsGk/0MRk+yfZhCuRyuY8++og7wFm0tLQUCoVoNPrAAw/Iq+Q4\nTkdHB8GGQqHQ3NyMz9TU1NTS0tLX1zc/P/+Xf/mX9957789+9rNnnnkmn8+TAx4YGGhubiaGSdob\ny4/gZEtLCy+7a1cfVO1QaV40STkbn8EhAcOq3WVj7MwO7gy1tdFodHl5mQ4ccdYl/iEhRKKs1Csa\nO2yF77+1tcVwIk6ZxApzRjzb0rNTNsqn5fZXYKQ3COMwh1BizVVfVgnpwJQKDBYKPTDJu7q6eHmW\nl5dp2qU2DwurpaWlqanp+PHjvb29CAv8sLvvvvuFF174zne+09vbe+rUKYxfXirM4Xg83tjYuLW1\nxYoW6uaxj1zbXc/Ndm1/lXgSzic7/I0xITuV3LHLkfkXpro1NDRMTk7m8/mqbYumfEDCULxaEmap\n2tUbPDE8D2KhSEx+i1AoxI4YdPBOzWjgw/tT+mgIY19dhDUlqZFIhLwFywNJCLW0tPzkJz85ceIE\nS+Nw1ikvph+rVCpdvnx5fn6eoNPKygrjTt59990vf/nLo6Oj2K2u66IRSZNwE0g/4CBKTkvUEpkM\n8ufGTnng95KDrtqVu1WbpRdvDAE3Ozsr/rd8WynlKPk2rSCk+EjSjIGGo6aDHy31Ixy31O6G7f6O\nW0/VdpIg9PEVjK2A8Gx62PO8dDpNqyUDf2l2dhznxIkTzz///PDwMJ7K/Pw8AWEsgKGhoWg0ym2Z\nnZ0tl8vPPffcmTNnbty4cfr06fPnz9fX1y8tLQXtgghprJTAdaVS2djYIFlAx3fYjvot29Xnrt3B\nXbVjguVtrdjCerFmXFvdwy9+8uTJpqYmifESG5T0G1coYCd3BwKBTCZTtQ2CEqOmNo3fgmM1dsYj\nOW88uR054k/L7a/AcLrRBJjkYowH7SJUgj94MySi+vr6CEDFYrFAIHDjxo2mpqZ8Po+uktqKuro6\nPCpmsw4PD09PT09OTq6urr733nsnT5588MEHR0ZGHnzwwaeffjqXy9FfSeLUr66MMbxgqFvPV92H\niSQJfInU+csu/F6UFHTwn9hl9fX1ra2t586d+yOT3LNljf4XhoC4MYbJ9Ijd1dVVSe1gSyLWiecQ\n+TS+7Wu3mKpd0049nrR4u7amnIIFLJjm5mYKzChcZnzXwsLCvn37FhcXc7kcui0SiSAEGxsb6Qg8\ncuQIky1bW1vb29vvvvvucrnc1dX1wx/+kLnAX/3qV++///4LFy6E7Y5T/1iQjY0N6as1NulIZKli\nxxXyh5KU5XyRfSg2Mcz5xRF/xhg6EUmEVOy4IHxiz8IeBk7c/xlEhImuQiLTXVe0m3TW1tYYerlT\ntab8FnKx5cZWfcNWeIZNTU3Ly8vI4mKxyHs9MDDwhz/8YXh4uKWlhW65hoaGdDrNOzIwMFAqlait\nv/POO2dnZ3O53Lvvvru9vT05Ofntb3+7vr5+fX2ddHI0GmWQd11dHWZQxW6IlcZNY2fooF3kFava\nkg0JFdDJjj4jxCK5TGPLCPlbv/rVr9ra2qiSpUskYAe4kE6TLACnKdIvaEfS0CtJx0i1WmWRxR9F\nIFdXV9HBn31ufwWGfUQfO4EgXk7KhxB2RPyDwSBT5yXCw0uO1FtcXFxcXMT8oY4LaHTFAe/s7Ny/\nf//U1BSjaBKJxMLCwuzs7KVLl9588818Pj8xMTE9Pc09ZqwAXaIoUWMMcUXuk1SmGV8TseubZG9s\nQIkvllSKY+s4jH3njx8/nkgkMplMNpuliRIpULYbZCSCwddTME3zAL2ZMnJNOp3FvymVSjKPY6dC\n54SPeCC8zzwNni3/ydANYwzNQwzHQ+/SwcPJRqPRtra2tbU1zjQcDs/Pz8/OzjKOnVaq06dPh8Ph\n7u7usbGxSCSyb9++++67b2lp6Yc//OEvfvGLJ554gh/HEZfteAVuGlpT7IaqzdI7tnDDH74T59vx\ntStgXHu+pbp8KxZJG7sdg1vkD5eF7GaWYDCYTCZFHUpwEhuF90Xq5hGUxhjeoKqt2L71SAiOOy+V\neMY6KMbGXSORyMDAAJMbZf/4tWvX6Isie728vBwIBNbX1xH96XR6bm7u4MGDwWBweXn5kUceiUQi\nN2/ePHny5KOPPprL5S5cuDA2NsbuU6pPeZj5fJ7WCBQPli7xCT62mCNl35xMqekQh1uUlucrqvLs\nCGa+1ZEjR6SWWO62WG/GGqAS4accTB5guVwuFAq4X+FwWFr6KpUKzXN1dXU0v+5UKOXTcvsrMHps\nsSywdHhF/WU8jm0Iw+4gBOG6LrEm1MPa2hoVGdw5JB1JoHQ6jWU6MTFBLqS/v/+JJ55YWlpyHKe3\nt/fIkSNUkdA8ND8/z1hV13WpFCIEx/oSqTsw1nbzfDl246vR8EcRxSyV2Lq8z57n3XPPPbxvFy9e\nrFarra2t1P3Tp2xs2Irvs7m5ubq6mslkPDv1HHGG0RoMBtEQlBobY8hjO47DQ9iRU+YZIs6ILIVC\nIUrnjW+pKZJCtk5gLhhj9u7dWygUMIFZAue6bjKZ7Orq8jwvkUgUCoWZmZkXX3yxp6fn0KFDbMz5\nyU9+wtxu5hrjRSUSiQ8//JCLgQLg6bmuS0cdwosHVbWjaUUoi3kuxyqXQQK8Vdt77tgWCzJVly9f\nlulTlBJ4nkcNjrgCOA08DZq4PduwUbZd2DhwWFdMZ97e3mYuEUZMKpXakVMWjwSX2rWt/Wh041vF\nWVdXhxbZ3NxkijGtWmQKqSdsbW2t2N64zc3NkZGRTCbz6quvMlrwzJkzhULhc5/7HGZBfX39gQMH\nbt68iX9z+fLleDxOkU7FDorkQYklJKU6xt491zafiE8s5kvFrq1BvIiJ4H+Xq9XqY489RuxXqrr8\nGVPHbgMXcUHBsAzW4YeG7ORfLh5D/cl7sZXCcRzygp99bn8FRlMe8Wi0EQMPZa0710gicvjRhHpc\n1yX97toCa2NMc3NzsVjcv39/Q0MD8W7P8w4cOBCPx1tbW5PJZEdHx/nz55nmQOVIpVJhxBQCaGBg\nQPpbsZI2NjYYIEtM3Ngbj2SRsR38Rkg07qKk/UWr+ZWZ/JP33Bhz/vz5UCjU0dHR0tLS2dnZ1dXV\napGuoGq1Oj09zShIYwx5IMYf4KRSiE+/C1EaY2dQUcu3g/BKS1M2IVnX9rcR/DR2j2g4HG5ra7t8\n+fLVq1dpakacdXR0EHQ9ffr01tZWf38/CafPf/7zP/vZz37+8587jpPJZMbGxjY3NwcGBqLRKIIG\nVz6RSDi2mRSTiKE+DCvx7CwxnhvqhEuCBsWWImgsKk3+L5a1ZDo9u5XDcZyi3RAkE5n5QdIAJ4WI\ngUAAH4JZGwg+zPCqLdbg0EN2z0vI7gsmCr0jh0uSVTJ/tAQE7cxiFAbll/yvy5cvY5YVi0W0dWNj\nowx2Yvva5z//eTovb9y40dnZ+cwzz0xMTIyOjp49ezYajS4sLCQSiVdfffXw4cPsqGxra6P/Vw5O\nDAsqa7gVVPzzNpHSJjslVTximlDLU7Ujx8p2li6vv2OL7CESibz00ktMOQiFQo2Nja5vhhaq1NhB\npo7j0Ljd09MjCdGA3f6M4KJhpmxHYBNgL5VKzC747HP7KzBOtGznryMduGEVO/nbs+klhDVahEZ3\nvAoOWJaGBIPBxcXF7e1t5opSGpBOp99//32WHSSTyWvXrp04ceKtt946c+bM+++/jz27ubkpBUgM\n2OWmzszMxGKxnmDFQKsAAB5wSURBVJ4ePhvSUDqZJKgoOkxq7bi1fsuOi2t8nc78MxaL5fN59oAQ\nPjLGNDY2dnR0dHZ2dnd39/X19fb29vb2UrnE602EM5PJMKWCZX1YA67rinAUexAP4NaDzkY/idtq\njFlfX8dqwUgv2VG/eMBbW1vLy8t79+6VfCcj7BKJxPb2NhsJIpHIb37zm66urmg0urKy8sADDxw4\ncGBpaWn37t3BYHBwcBB9RskPro/k4YkmobHInKMw+EhMvSLyI/40FR+OXbJMGMAYgwkiN1bCRxgx\nUsTY3t6+srLC78jEW9o2OBfXztrA9EYWO3aABY4IUhgZ6vimbvJhqAvYkSM2dsWweKgSwMAaqNjp\nGMRLstks20qJ2RI7WVtbk1nGNAtev349k8m0tLRMT0+TMFtcXHzttdfuv/9+Cm1yudyjjz767W9/\ne3t7m8AyCSTkAOM8pLQkmUySOuU/8ag4QfF0g3ZOCiaUJDL4JgG7E0AKqeQyc3OuX79O/TOHJQ46\nfpgMbKROB/NXWsRyuRxPA0+aaZxIm7BdKEFMVUOInxVQEvjLrBtGhUgRqvjXBHlYFZ/NZnEmCDZi\nsVbtSknWE2xubsbj8Xw+H4/Hr127JrZePB4/fPhwPB6fnJxMJBJtbW2UsCO26uvrY7EY46URFsQP\nA4FAZ2cn4sa1+8PEBi/bMUhVX9M+dz0QCCB9ynZPvPE1PhvrVo6Ojs7Pz6fT6XfeeWdpaWlmZmZ6\nenphYYH3ubm5eWBgYM+ePcPDw319fW1tbbOzs7Q0ocWR+NFolM2wdDFj6VcqFdpHSG7vyCmjPNLp\ntJSAc+LoCRHEZKToB2JLBb8OYu769eu881NTU8YYAqSe5915551Xr14dGxvzPG/Pnj3MMVpeXm5t\nbf3lL3/51FNPUYjsNzskE4lzIIFE9sNJwr/yyX4vpBuK1p8vEYfM+HJgrm2ZEGHned76+npbWxvT\n5cXxwvnIZrPMsRQPgK4p127I8xfy4NjFYjEW/vLxSKjsYA6MEYgE9sWY47Wq2GJxHMeVlZXR0VHW\nFdXV1RFVxoBYX19HiNPITLFoKBQaHx/nJT1x4kR7ezur1LLZbGdn57lz5w4fPlypVPDJyG/R0d/U\n1MS6HILq3d3dq6ur5NiMVSqcI0i5hLH1sfLJRVFJctTx7VSSN3p8fJyAuaQ5UbQYvpSqSSCRIApd\njxij/O4UHEr2mregWq3GYjFuRXWH+mE+Lbe/AsN4ZMgpwzVYmeFfEuH5VtW5rtve3u6Xeoyp5kLw\nPmBDdXR0zM7O3nHHHcFgsLm5+atf/WqpVJqbm2tsbBwfHy8Wi9euXUMkjYyMoKKY88ui+nK5vLGx\nsba2dvnyZaJ5/NyK7bwxNqOLS+FPg4ksc33DnyQTYGyJh2PbYPHAPM/D0sR0ZaX9lStXpqenZ2Zm\nKNNIJBK8yYFAoLGxMZfL5XK5zc3Nzs5OupXX19dlEwcjavhdMBR2ygPDE6UhjwcoQ5JcX1EfzXaz\ns7PIuHA4THu767oU3fD15Ma4MHV1dYVCYdeuXa+//vrS0tK//du/Pfjgg42NjZ2dnWfPnt23b9+N\nGzdYbuD4imJQBlgnJGB6enokKSV5RM/mLIk3yu8S8I3AMLa2U4Kf/oIF/z3BxKZ6pbW1lQ5FJu5H\nIpGtra1UKpVOp5eXlwuFQkNDA6425h1Snogc4p7uCFxAcRpQA0i9W0+lUqEAh+wXV9rY14HXRLK2\nTU1NPT09GBAMpHddl6nzDFuRrobGxsapqak9e/aMjIz84Q9/mJub++1vf8uZtre3v/DCC4FA4NCh\nQ1tbWy0tLTwK7AzeMklDTk1NUdRDMNb75FgcBJFnF0GIrhKHEip2bIprextcX3VVpVLBICYHIb8v\nvw62OIVCxpiOjg68fAxldL+xjYalUqm5udlxHNkXSMowFAqRD96RI/603P4KjNSOBM3J5UpjPMOt\nuS6u67L6hDEcNDKLjYbJJsPONzc38/l8e3v7uXPneOFZ4Ds0NJTJZIh6J5PJpaWlwcFBvDfsbm4e\nabnNzU22aDY1Nd1xxx2FQgFFiztFzoM3MOgbmMsLIOEgz7Y8SwhCBJxrWyONDdaT0OY/yQ8tLy9f\nvnz5woULH3300cTERDAYpE63ubl5a2urUCigsXhEbOasr6/nV+YPqcrlkQZ2qEMokUiw+s/4ujj5\nX1Ku6dlS5n379knGgmdLt1+5XCapgCaur6/n12drxuDgYDabHR8fX1hYoEbj8ccfL5VKbW1tGxsb\nMzMzmLeO49DuLemNVCrF12PkclhEqiU5Lwl5+cwY79t2x67rq9xxbEUif0vOGgVz8OBB8YzD4XBL\nSwueR2dnZ19fX0tLC/VECwsLYuZTrYeq47vxXqAOkdeyi8fZuV29VTtt1tj4RD6fl6wYj5c3glWr\nKOBUKkUaeHZ2tr6+PhQKkcYmil4oFNgV+cEHHywtLZ04cSIejx88eJBRBg0NDU8++SRagYAhn8Sz\nEwY4Ysdx5ubmjh49SoiSggh/CjNgd6tyQzjQqt14wlnjP/H5Zd+KBGCMfZ0dx3n99dcpB+Xs+P5M\nWgiHwzyigwcPIk9kNBSt9OTjiXxShCknLrFQXLGdOuVPxe2vwLq7u/v7+zs6OnjbKaZAG0ntuLE3\nkmGGyWSSKB+BPpLk4XCYGnrP83A7iK2xJnFpaYmWqXA4nEql1tbW0um0MWZ4eBhbjLpzfC/qQahN\nn52d7evrGxkZIcUiBfryqdBPxpqZxtZ3VD45R8qzFZWSBpNfTQpVxsfHjTHhcDiZTDKFJGxHxJK3\no1CTXDfDdXAmuru7WV6Og4V8R8hW7FBtngxFa7ee+fn5YrFYKBSQblRSia/sr8zE+8xkMkRWM5lM\nqVRKJBKkE5gKVl9f39zcvLa2hsXted7Q0ND29nZ/f388Hj9//rwxBhEZDAYRAbt27cLU5QFKbAeZ\nOzIywvxDnifdP0XfvHAqGPl4Emuq2mpDLJ6AHc/q+PbgBD45SsYYk06nsX4wrgmFYWdgvbFEpq+v\nb3Nzc2NjI5vN0kTf0tJCYW1raytVKmynw0mlBV7SOTtyyji1vLnkadbW1uR9wStCE4+Pj29vb9PJ\nwOjb9fX1vr6+arUqC2YbGhpk6wKnsGvXrsnJSc/zDhw4YIxh+uXc3FwkEmGGXNAu3mM2brVaZYcq\nV4Ux9ozElboSY19YXmTe5aAdCcQLVbEND1VfabH438YmwiWlPTY2ZozhY1erVcI2eF0Ui+7fv39x\ncZGyeCKHxWKRVk5S79VqlYLnsp3lwU8nJtTR0eG6taEaauNT/n+hq6srFosxI4PzIzKez+fz+XzI\nrnM0VlvQz0FmiJcWUxp3BEXo2e5gsu7Y+6dOnUqlUkNDQ4ODg7/61a94f1KpFFl6InKJRIJCr2Kx\n+PHHH586dWr37t0PPPBAf3//tWvXqE4WU7pi59QR5UdbSPpXgooYkpLbl9Z67DLxLz3PGx8fpwb3\n4sWLoVAoFotFo9HW1tZYLEZEK5lMLiws5PP5gYEBch5U/GOM48LSQOPahiF0AI5pS0vLTpXRG2Mq\ndrYhp0kNHtpLck6ID8rJGAWLU87nJ9/e2NiYyWRYKIp0aG1tnZmZ6ezs3NjY2L9/P6sjSY9LfgjN\nJCqHAvrV1dV8Pn/48OFkMin9rWJ9G1seLaFg4xsVZqxpgqpDdDqfnJePJ0cGNGDnL8j0kKqvIh/p\nGYvFOjo6CBii7xcWFjKZzPDwMEkUYlN1dXWoW3xE8qDS8c3d25Ej5oBWV1e5ePX19dlsVmYMile0\nublJFfj6+vrq6urm5iaFJ+R6A4HAxsZGZ2fn6upqMBjEP25qaspms5x7KBTKZDIjIyNbW1u/+c1v\nDh06VCgUOjs7CUGTAMNN5226cuVKU1PTnj170uk0g6ZE31Tssln5J+KCIKdrp2wYO0Y5ZMfCSYIZ\n1eLPkAUCgePHj09MTGChYkdSsoFO3d7eXl5eRr1Fo9FUKpVKpW7evDk2Ntba2up5HuMuC4VCoVAI\n2R3cxhhiTrFYTPb/ffa5/RUYqRHkLNcdGYet8Ud1TUSQqE/DLMKEQTDxVlAMYqysGRsbI4jc29tL\nWHlzc/Oxxx4jdsSEIc+mxBk/Oj8//+abb25ubh44cOD48eOxWGx+fp7Vrp5vNL7cZs8OKOPTGmP4\neNieEkA3PmcLVWdseZ4YWXgJxWJxbm6OX5xIQkNDQ2trK+92tVqlPww/JhQKEa9AnEl1tRQrI5qx\n6XZQtFFJQfjFtTPoKnZTmmfbwKvV6vT0NFmucrlM3ssYI014qVSKUfSe53V3dxP+bW5uPnfu3Obm\n5iuvvMLvOzIy8s4772BBo07wsPkMc3NzFy5c6O3tPXHiBDLUtXMijO1KRtFKAZvkObA5OFyxVzhE\nTjYYDIon5NkqnopdVGiMofAMwcQ5Srw3k8lQ/53L5ZLJZCAQQCUTFqZsj0VlWDABu/0yHo+zChWj\nbUdOmbQcaoPnELaL0KSKj9+0o6MjEomQBDJ2q5bUKyYSidnZWc/ziBuTSxsfH8edSqfTTC2oVCrf\n/OY3i3YNZsWuGG1paZGfVSqV7rzzzoaGBpSffAxjazH4nJLr4lwQMpL4dOxcU4wwrA3XDvbl2ojd\nwL+/9dZbfs9Jymu5V+SzCQ8sLS2FQqGRkRF8Tc/zKKVGg0rOjJg26ZXW1lbJyH7Guf0VWC6XI9s0\nNzcnbjUOPouVg3ahjjEmmUzib3HGyB3Hcdra2gg8Bu0kb1yx6enpTCZTLpfb2tow5VAtN2/ejMVi\no6OjTE7jtQ+FQteuXXvvvfempqb6+voefvjh+++/v1qtXr16NZ1OV+zGxYBv5aBnh73yu3h2arWY\n236rXL5A6ggQcI5N9XueNzo6ilqanp7m4gYCAabNuq6L11goFCYnJ2dnZ7nEmOoESHkgaFaMPv+a\nVyaz7cgpk5LEAUW407dgrPCq2knHdMAsLy+zk5PEAMkACszog1lfX8ezzOVyp0+fLpfLw8PDzzzz\nDMPp5+fnBwYGsLXL5TLx5EAgkEwmp6enS6XSgw8++PWvf52BQwhcvgBniycGVd8gFfGosJmwEjhE\niRlKoMnYwGDVDs3yx5A5ZX4cFjqla9TfptPpS5cu9fb2dnZ2YrWsra3hcRKDwnMlmWeMoTGIEydc\nvCOnzC/IbiPML9kOU7WLknmjz58/T8SCkCkZL8dxuru7l5aWMMIIMNbX11+7di2ZTCaTycbGxhMn\nTmxsbAwPD/f29r799ttkwoifc9x4MMlkEh3DijjaJDxbzMn/qtgKeH+JvBw3/wzZUc5Uh5FoEG2H\nZkJeeXYONd9zbGwMccHpI5cI+fIWk2VgxjyfnHeEEhj2SXFV0GocejabRe1pEcdnhVKphGFFAJqM\nBe+qBPfkamJ8ceH8ZWzJZNK1Rfbcqng8zq4sYvGpVIrU6Pb29l133RUOh6enp4n8SM1uJpOJx+N4\nXcjBqampZDK5sbGB2hNX6Y/iUZ7tC3FtfXPVTm2o+IZVe76Z3K4dICT1KcQ59+3bRyRkdXWVu0ti\nQ3YCXbly5YMPPrhx44b8rYqd48BYPDph+UFsvOQrZULSjpxyPB6XrgOab2T7sPguvNJouLq6OqxU\nHnUgEIhEIiMjI5VKhY29CCMiQnfeeefw8HAul3vttdcKhQLR1B/84AdHjx6lHBHFgDt+5MiReDzO\n9Cn2NqF7pEfYs0PqMH4JusooB/EhHDuN19gS6qodMkIIml+cb+7adkCewK5du7D9pSqSv06TAHfy\n6NGjzc3NdLx5nkeJKT1/np2a7y9NxNBByLKN4dYTiUR4QaSAMGDr9CReyj8vXLjArLhAIBCPx6XR\nu76+vq2tLZ/P7927lxA6kWHmgZ05cyabzQ4MDFy5cuXSpUvPPvvsmTNnCK6iaYg8h8PhoaEhaqD4\nYPR64z9xoyTaIcEADprPzOkEfL0Q0jUhowzA9Y2McnxNzQcPHuTOkNoM2NmV3K6NjY10Or21tdXX\n15dIJOLxOB+M4Pna2hrnyK6fzc1NCTiHw2EpLb7Vp/t/xe2vwOrq6lKpFBkRtkhQTC/CyxgjmUyu\nwubmZktLC9YKr3d/f79ns6ye52Uymenp6eHh4XK5vLKy0tPTk8vlenp6GhsbJycnp6amuBzXr193\nbWdGIpFob2/v6uoiibqysoK2Y22BRIdcm6V3fauDJEvvV0ViiyHOcD7EivdsxlgyZHwHYibosLm5\nOf4kbOeLSwOcWN+oAUbmIzII0DU2NtKyJtUKbPsM7lCHULFYZJ2KZxdLshoDVeG6roxQKhQKW1tb\nzDkMBAJEpZLJJLUtxph0Oo1lwyD5gYGB1dXV06dPDw0NUTJKVuzpp58+depU1Taf4S1ls1kq+ij4\nZtqLuMtBOzJD4sNSSURsOWibfsQiIXTMcfNTME0k7m2szuPcxS/n0LEqHFuCi5NNqJArQWZLQmRk\nYaXcQ9QqXg5+hlh+t55UKhW2w5q5schlMVMCdqpkY2OjTGpeXV2NRCLFYjGbzS4vL7OcjwFga2tr\nly5dYg97W1tbU1PTzZs35Q/feuutnp4eWr54p1zXpZKLaGTZtzegahfkhuyed8fOuJK4CFHrgC3G\nwRLlOzi2MIfX1rNTtl1bSMy3krRrNBp94403eHMlsSpXiIJJMV6rdpUBnhbNJOJql+zID6wihFLI\nt033s8ztr8A2LK7r9vT09Pb27tmzR7xm7EpO6/r161zTjY0N9A23IRAIsGWcA0Z8kwcmmE630Kuv\nviqhpFwuF41Gu7u7JYDT2toajUaxjKS5yvVt/QBEg2O708Tg4iI6vg7HgN34VfXN0BNbm3dABCV/\nhUAfsTXP8y5duoSVjR8m70bYLkzBc41Go7FYzLV7g8gFHjly5MEHH3zooYfuvffe0dHRgYEB5lH1\n9vbe+iM2toaFypSgbU+WQmSqHjBixsbGuru7C4XC4OBg1W6y7uzsZEMpvy+FiLiVNJal0+l33323\nv78/kUh86UtfolT1kUceKdtBkc3NzZVKZXt7mxJE8bHIOHJSFHZXbJ8fit/1Ddut+npXq76hrvyO\nks4M2VlTrq0CEOeDv76ysoIxQaGKa5deGluHiYRCb21ubjL9j2wQzf7iyqDwHLvzhRKPjo6OHTll\nmk8CgUAikTDGRKNRlpHyf3mwxpjr168PDQ2RuCUtzfXo6OhYWVn5whe+EAwGyYGhlR9++OHz588v\nLCyMjIzMzs52dXX93d/9XTgcvu+++65evYrcp0EeZV+pVKj1EMUZsntJMBE8W3bod3/lCxxbmSWh\n4KrtQOW3YCAZTrD8LWPfdNeO3WEwo7FtgvS6SIiSdj1egfX1dczxSqWSzWZJBMZiMVr1RQpJfw7D\nY3fggD89O2Mv30rwhbe3t3GlEfT9/f1TU1OoK1IRnuclEomuri7Ws9ImiWMeiUTm5+cJGE5OTjIq\n5vLly5OTk4ODg/Pz81NTU4wMZhxRoVA4duzYtWvXPv7442PHjtFew2dguo9INMcOayAoTyDC2II6\nUm58MS+AmOchu8C3bBfvenapir8k158Gc2w19vj4+DvvvPP3f//30WjUcRwSV+4n1xH90z/906FD\nh1pbWwnHzczMeHbtUDAYbGhoePvttxlTtLGxQZECawB3qn1EgniZTOaP5h9KHoJf8KOPPmppaamv\nr5+YmMBpo/mJCnJjDH0RnueR9Zmfnx8dHR0eHu7q6jp58qTrurOzs3TMvPLKK1//+tdPnjxZX1/P\nACfyYXgz+HbGZqrIjrh2GrI05bh2YYprk1tFu2CFWm1sFzJYjt0PZ3x7vzDkRYZiU+OaSPE9KlOC\nzyRlGSFBRS5eIwW6uGjcVZ5bsVhEQzN9ZnZ2dkdOOWRHSvIoisUiNiJuDYdeLpfb29szmQxeuDGG\nMhaR17wOFy5cOHLkSCQSSaVS7777biAQWFpa2rdv3+nTp997772JiYlisbh///6hoaHLly8zvoef\nzlMVY6LqG67BoxMzwhhD9NXvdclddWxDugzFkDYA1KpndyqJ3vLsIln08dGjR4ltenZPG+Ecvomk\nzfL5PBEIJA+h7HK5zABPkprygtB5QgnuTqUDPhW3vwIr2bkpjLZjbhAFGvl83u+kk8hFQEejUYQy\nVjDDxPbt23f27NmGhoZCoUA6DVlAMS5zDUql0uLi4vz8/D333LO+vr64uBgIBFpbW7kWXFO5oyQk\n/IFyVJdIK39yy7ML6+RX+8pXviKSGieSd4C/9dJLL4XDYQaVBuys7kAg0N/fXyqVXnnllUqlQoUh\n/1xdXV1ZWSGxHLDd3JVKJZ/P85UYhhSq4VgwcQ7t63keo6935JQJjfrLvUp2Ey4P3Fg7d9euXcaY\n1dVV5KBoCCrIif0mEgm2VpIzQDRQ9ZDNZmnpjcfjQ0NDb7zxxh133HHt2jWUDc+NVDzWAFVnPEyR\nsMhBNG7ZzjOr+Bq/+Eqpnje+kjZJnHi2PIfhvGI+c7vo1a1Wq9S+o1krtqobJcd3oCWR8TSiPmkQ\nFh2J58GrUSqV0AS3HsklYydJNMIYI3rdGDMzM9Pd3S1zp3jCTIarVqtLS0t9fX3hcJiVC1iojz/+\n+K9+9asTJ06sra2Njo52d3cnk8l0Op1Op//0T//0o48+2r17N3UcvAhYHrzOEvaXYkjRVZ7t1DTG\n0Bpf9q3ertpFppK8rNrFKNxJz27qcuw4AjFPPc8bHR0lRkpIMJvN0hPCtAFjV9ChaPkXotASnkEM\nYuVI9MUY09zcLPnXzzifGHWsKIqiKLXC7Z8DUxRFUW5LVIEpiqIoNYkqMEVRFKUmUQWmKIqi1CSq\nwBRFUZSaRBWYoiiKUpOoAlMURVFqElVgiqIoSk2iCkxRFEWpSVSBKYqiKDWJKjBFURSlJlEFpiiK\notQkqsAURVGUmkQVmKIoilKTqAJTFEVRahJVYIqiKEpNogpMURRFqUlUgSmKoig1iSowRVEUpSZR\nBaYoiqLUJKrAFEVRlJpEFZiiKIpSk6gCUxRFUWoSVWCKoihKTaIKTFEURalJVIEpiqIoNYkqMEVR\nFKUmUQWmKIqi1CSqwBRFUZSaRBWYoiiKUpOoAlMURVFqElVgiqIoSk2iCkxRFEWpSVSBKYqiKDWJ\nKjBFURSlJlEFpiiKotQkqsAURVGUmkQVmKIoilKTqAJTFEVRahJVYIqiKEpNogpMURRFqUlUgSmK\noig1iSowRVEUpSZRBaYoiqLUJKrAFEVRlJpEFZiiKIpSk6gCUxRFUWoSVWCKoihKTaIKTFEURalJ\nVIEpiqIoNYkqMEVRFKUmUQWmKIqi1CSqwBRFUZSaRBWYoiiKUpOoAlMURVFqElVgiqIoSk2iCkxR\nFEWpSVSBKYqiKDWJKjBFURSlJlEFpiiKotQkqsAURVGUmkQVmKIoilKTqAJTFEVRahJVYIqiKEpN\nogpMURRFqUlUgSmKoig1iSowRVEUpSZRBaYoiqLUJKrAFEVRlJpEFZiiKIpSk6gCUxRFUWoSVWCK\noihKTaIKTFEURalJVIEpiqIoNYkqMEVRFKUmUQWmKIqi1CSqwBRFUZSaRBWYoiiKUpOoAlMURVFq\nElVgiqIoSk2iCkxRFEWpSVSBKYqiKDWJKjBFURSlJlEFpiiKotQkqsAURVGUmkQVmKIoilKTqAJT\nFEVRahJVYIqiKEpNogpMURRFqUlUgSmKoig1iSowRVEUpSZRBaYoiqLUJKrAFEVRlJpEFZiiKIpS\nk6gCUxRFUWoSVWCKoihKTaIKTFEURalJVIEpiqIoNYkqMEVRFKUmUQWmKIqi1CSqwBRFUZSaRBWY\noiiKUpOoAlMURVFqElVgiqIoSk2iCkxRFEWpSVSBKYqiKDWJKjBFURSlJlEFpiiKotQkqsAURVGU\nmkQVmKIoilKTqAJTFEVRahJVYIqiKEpNogpMURRFqUlUgSmKoig1iSowRVEUpSZRBaYoiqLUJKrA\nFEVRlJpEFZiiKIpSk6gCUxRFUWoSVWCKoihKTaIKTFEURalJVIEpiqIoNYkqMEVRFKUmUQWmKIqi\n1CSqwBRFUZSaRBWYoiiKUpOoAlMURVFqElVgiqIoSk2iCkxRFEWpSVSBKYqiKDWJKjBFURSlJlEF\npiiKotQkqsAURVGUmkQVmKIoilKTqAJTFEVRahJVYIqiKEpNogpMURRFqUlUgSmKoig1iSowRVEU\npSZRBaYoiqLUJKrAFEVRlJpEFZiiKIpSk6gCUxRFUWoSVWCKoihKTaIKTFEURalJVIEpiqIoNYkq\nMEVRFKUmUQWmKIqi1CSqwBRFUZSaRBWYoiiKUpOoAlMURVFqElVgiqIoSk2iCkxRFEWpSVSBKYqi\nKDWJKjBFURSlJlEFpiiKotQkqsAURVGUmkQVmKIoilKTqAJTFEVRahJVYIqiKEpNogpMURRFqUn+\nD9tu+ep63LrcAAAAAElFTkSuQmCC\n", "output_type": "display_data"}], "prompt_number": 11, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(Dt, 'd/dt', 1,3,1);\n", "imageplot(D(:,:,1), 'd/dx', 1,3,2);\n", "imageplot(D(:,:,2), 'd/dy', 1,3,3);"]}, {"source": ["The optical flow constraint asks for consistency of gray levels when moving\n", "along the flow |v=[v1,v2]|. This is written as a linear equation\n", "\n", "\n", "|Dt + v1.*D1 + v2.*D2=0|\n", "\n", "\n", "This equation does not constrain enough the flow (one equation for two\n", "unknown). One thus needs to add other constraints, and this is achieved\n", "by performing a Sobolev regularization, as first proposed by Horn and\n", "Schunck in the paper:\n", "\n", "\n", "Horn, B.K.P., and Schunck, B.G.,\n", "_Determining Optical Flow_, AI(17), No. 1-3, August 1981, pp. 185-203\n", "\n", "\n", "\n", "This corresponds to a quadratic regularization with a Sobolev prior:\n", "\n", "\n", "\n", "|min_{v} norm(Dt + v1.*D1 + v2.*D2)^2 + lambda*norm(grad(v1))^2 + lambda*norm(grad(v2))^2|\n", "\n", "\n", "Its solution is computed by solving a linear system resolution, which sets to zero the gradient of the functional.\n", "It can be computed using a gradient descent, or, better, a conjugate gradient descent.\n", "We first detail the gradient descent, and shows that is not very\n", "efficient.\n", "\n", "\n", "Regularization strength."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 12, "cell_type": "code", "language": "python", "metadata": {}, "input": ["global lambda;\n", "lambda = .1;"]}, {"source": ["Gradient step size."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 13, "cell_type": "code", "language": "python", "metadata": {}, "input": ["tau = .2;"]}, {"source": ["Initialization."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 14, "cell_type": "code", "language": "python", "metadata": {}, "input": ["v = zeros(n,n,2);"]}, {"source": ["Compute the gradient of the functional.\n", "First compute |Dt+v1*D1+v2*D2|"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 15, "cell_type": "code", "language": "python", "metadata": {}, "input": ["U = Dt + sum(v.*D,3);"]}, {"source": ["Then compute the Laplacian |L(:,:,k)| of each channel |v(:,:,k)| of the vector field"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 16, "cell_type": "code", "language": "python", "metadata": {}, "input": ["L = cat(3, div(grad(v(:,:,1))), div(grad(v(:,:,2))));"]}, {"source": ["And gather everything together to build the gradient of the functional."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 17, "cell_type": "code", "language": "python", "metadata": {}, "input": ["G = D.*repmat(U, [1 1 2]) - lambda * L;"]}, {"source": ["Perform the descent."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 18, "cell_type": "code", "language": "python", "metadata": {}, "input": ["v = v - tau*G;"]}, {"source": ["__Exercise 1__\n", "\n", "Perform the gradient descent of the energy, and display the decay of the\n", "energy."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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"output_type": "display_data"}], "prompt_number": 19, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo1()"]}, {"collapsed": false, "outputs": [], "prompt_number": 20, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["A much faster algorithm is the conjugate gradient. Several variant are\n", "implemented within matlab, and can be used by implementing a callback\n", "function.\n", "\n", "\n", "Set up parameters for the CG algorithm (tolerance and maximum number of\n", "iterations."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 21, "cell_type": "code", "language": "python", "metadata": {}, "input": ["tol = 1e-5;\n", "maxit = 200;"]}, {"source": ["Right hand side of the linear system."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 22, "cell_type": "code", "language": "python", "metadata": {}, "input": ["b = -D.*cat(3,Dt,Dt);"]}, {"source": ["Resolution by conjugate gradient."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 23, "cell_type": "code", "language": "python", "metadata": {}, "input": ["[v,flag,relres,it,resvec] = cgs(@callback_optical_flow,b(:),tol,maxit);\n", "v = reshape(v, [n n 2]);"]}, {"source": ["Display the flow as a color image and as arrows."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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zLNu3b9/D9Wv9OfHoV2DWDs/71tnHNJSB1oP4NK0A8bLYolKDXzuDM68dXMbb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\nzWbzDW9440c/+vE3vOGNDEbZtR3HMd/Y8ePHZ2dnuSwmTHfsdDr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"output_type": "display_data"}], "prompt_number": 24, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(v, '', 1,2,1);\n", "subplot(1,2,2);\n", "w = 12; m = ceil(n/w);\n", "t = w/2 + ((0:m-1)*w);\n", "[V,U] = meshgrid(t,t);\n", "hold on;\n", "imageplot(M1);\n", "quiver(t,t,v(1:w:n,1:w:n,2), v(1:w:n,1:w:n,1));\n", "axis('ij');"]}, {"source": ["Compute the image warped along the flow.\n", "\n", "compute the grid, translated along the flow"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 25, "cell_type": "code", "language": "python", "metadata": {}, "input": ["[Y,X] = meshgrid(1:n,1:n);\n", "X = clamp(X+v(:,:,1),1,n);\n", "Y = clamp(Y+v(:,:,2),1,n);"]}, {"source": ["compute the first fame, translated along the flow"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 26, "cell_type": "code", "language": "python", "metadata": {}, "input": ["Ms = interp2( 1:n,1:n, M1, Y,X );"]}, {"source": ["One can compare the residual with and without the flow\n", "\n", "residual without flow"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 27, "cell_type": "code", "language": "python", "metadata": {}, "input": ["R0 = M2-M1;"]}, {"source": ["residual along the flow"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 28, "cell_type": "code", "language": "python", "metadata": {}, "input": ["R = Ms-M1;"]}, {"source": ["ensure same dynamic range (just for display)"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 29, "cell_type": "code", "language": "python", "metadata": {}, "input": ["v = max( [max(abs(R0(:))) max(abs(R(:)))] );\n", "R(1)=v; R(2)=-v; R0(1)=v; R0(2)=-v;"]}, {"source": ["display"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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DMumaBYpSN8ZECqTO0zRl2pOhCf8gA2NVRz2jFihlVD1p66XdOgjneDxGGST7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\n50ulkpV+zFAI9EZlEkZwD1ocGpFAFfOYgZ3A0Bin8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j89RCAaNPgK+HIr+sWAPUDRgi3C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\n1iAi2g8H6FtvvcUxV1UVAdz5+fn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"output_type": "display_data"}], "prompt_number": 30, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(R0, 'Residual without flow', 1,2,1);\n", "imageplot(R, 'Residual with flow', 1,2,2);"]}, {"source": ["Optical Flow Computation with Block Matching\n", "--------------------------------------------\n", "A second approach to compute the optical flow is to perform local block\n", "matching, as first proposed by Lucas and Kanade in\n", "\n", "\n", "Lucas B D and Kanade T,\n", "_An iterative image registration technique with an application to stereo vision_\n", "Proceedings of Imaging understanding workshop, pp 121-130, 1981.\n", "\n", "\n", "The advantage is that this is more precise than the global Horn/Schunck\n", "method, and it might also be faster (no iterative scheme is needed). The\n", "desadvantage is that it does not regularize the flow in flat region.\n", "\n", "An optical flow is a vector field that describes\n", "the movement between to\n", "consecutive frames of the video.\n", "\n", "\n", "The flow can be computed by block matching. A block of |(2*k+1,2*k+1)|\n", "pixels in frame 1 around a location |(x,y)| is compared to the blocks at locations\n", "|(x+dx,y+dy)| for |-q<=dy,dx<=q| in the frame 2.\n", "\n", "width of the block"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 31, "cell_type": "code", "language": "python", "metadata": {}, "input": ["w = 8;"]}, {"source": ["search width"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 32, "cell_type": "code", "language": "python", "metadata": {}, "input": ["q = 4;"]}, {"source": ["sub-pixelic search if <1"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 33, "cell_type": "code", "language": "python", "metadata": {}, "input": ["dq = .5;"]}, {"source": ["Number of flow vector is |m^2|."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 34, "cell_type": "code", "language": "python", "metadata": {}, "input": ["m = ceil(n/w);"]}, {"source": ["Precompute movements vectors."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 35, "cell_type": "code", "language": "python", "metadata": {}, "input": ["[X0,Y0,dX,dY] = ndgrid( 0:w-1, 0:w-1, -q:dq:q,-q:dq:q);\n", "[dy,dx] = meshgrid(-q:dq:q,-q:dq:q);"]}, {"source": ["Start with empty optical flow. Each |f=F(x,y,:)| is a 2D vector mapping the\n", "patch at location |(x,y)| to the patch |(x+f(1),y+f(2)|."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 36, "cell_type": "code", "language": "python", "metadata": {}, "input": ["F = zeros(n,n,2);"]}, {"source": ["Example of block number for wich the flow is computed. Each index should\n", "be less than |m|"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 37, "cell_type": "code", "language": "python", "metadata": {}, "input": ["i = 3; j = 40;"]}, {"source": ["Pixel numbers."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 38, "cell_type": "code", "language": "python", "metadata": {}, "input": ["x = (i-1)*w+1;\n", "y = (j-1)*w+1;"]}, {"source": ["Block pixels index."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 39, "cell_type": "code", "language": "python", "metadata": {}, "input": ["selx = clamp( (i-1)*w+1:i*w, 1,n);\n", "sely = clamp( (j-1)*w+1:j*w, 1,n);"]}, {"source": ["A special care should be taken at the boundary : we simply clamp values\n", "outside boundaries"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 40, "cell_type": "code", "language": "python", "metadata": {}, "input": ["X = clamp(x + X0 + dX,1,n);\n", "Y = clamp(y + Y0 + dY,1,n);"]}, {"source": ["Compute base patch of |M2| at which the flow is computed."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 41, "cell_type": "code", "language": "python", "metadata": {}, "input": ["P2 = M2(selx,sely);"]}, {"source": ["Compute patches of |M1| that are matched. Use interpolation to handle non\n", "indeger pixel indexes."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 42, "cell_type": "code", "language": "python", "metadata": {}, "input": ["P1 = interp2( 1:n,1:n, M1, Y,X );"]}, {"source": ["Compute the distance between |P1| and all the patches of |P2|."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 43, "cell_type": "code", "language": "python", "metadata": {}, "input": ["d = sum(sum( (P1-repmat(P2,[1 1 size(P1,3) size(P1,4)])).^2 ) );"]}, {"source": ["Compute best match and report its value."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 44, "cell_type": "code", "language": "python", "metadata": {}, "input": ["[tmp,I] = compute_min(d(:));\n", "F(selx,sely,1) = dx(I);\n", "F(selx,sely,2) = dy(I);"]}, {"source": ["__Exercise 2__\n", "\n", "Compute the whole optical flow |F|, by cycling through the pixels."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 45, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo2()"]}, {"collapsed": false, "outputs": [], "prompt_number": 46, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Display the flow as a color image and as arrows."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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7A4GA3x8MhUI+ny8vb1Zt7UaDwWA2W4lIFMWxY8fU12+1Wq2KokGu9Ca8WNNF\nUWxq2klEo0ePEQQDAi168TLS57Dw1dZumDJl6ubNm4gIiRhFRcVEpKoCjJVgMFhTU01hlcXSj1a5\neg8I3fcIWYKtgxz3ioqV8+cvcDqd8fHx3d3ddrs9EAjExsaaTCa73e5wOHp6euLi4sxmM/7i9/uT\nkpLOnz/f1tZ29OhRZEISEWxHPW0SsqSGO2ApioIMSbgWLRZLIBCYO3fe8uXL8EJCoRCUGE+NQfgY\nMQ+MMD0BUv9cVFXdsKFWFK9saY03sGVLnaZpodCVur0NG2pnzJihG15EpE8oCILb7f7rX//6ta99\n7fRps8lkQj6I0+m8++6733rrra6uLghhXFzctGnTa2pqiSghIRFBx4yMTORx9OvXH60R8TZOnz6V\nkpKKZ9fjajc5XwEBY5ivJFg6BUEYPXrU/v0vGwxGr9eLmEpe3qyamlWhkKQnCIwcOaKpaZeqmihs\n30yenFtaOvfixYttbW2vvfbGk08+9fLL+4cPf5aI9NZQurVBRE1NOydNykX3+tzcySaTpaCgUBTF\n6uqqkpLSUEiz2+1IsVMUpaamuqSkVBRFTbuSHrly5Qo0iZBlAXOazWaUaiFBEbkbyAEhor59+6Kk\nTG9a8corvwgGg3ADxsXFqara0dGRkJDgdruNRuOZM2fi4+NTU1Nvu+228+fPf/DBB16vFxeCFQVt\nIKKrH0oJ938iImSvyLJcVFQsy1fOQgEAnHIwXPSek+hFopeOQYD1DwUKh6voMUgK++7Q4bemZhUO\n0UUdig4JVFX13LlzaWlpuqmNsuVvfOMbf/rTnwRBQB/h5uZmXAXPhYbCGMF2MLBuMzP7IvkQ9QnI\nEPlCvpefK1FwiwzD3AAwXCZOnLBv30uCIOm5GzNmTF+2bLko2lwuF8p7R44csXNnEzxGCO3k5Ixd\ns2Ztc7OCytYf/vCRX/7yd0OHPmMyWZVwT15YY0Q0YsRIZAHU1+8eP36CyWQyGEw4prq6avr0GaGQ\nBc5Do9GI/bSKi2cbDGZ94y4iWrCgDHt3aZqmd8GfP3+BpmmqqgUCATghq6trVFW1Wq0mk0PvR7x6\n9RqTyfT009P+N6/nuf/ff8yePUdP+oDSoEJLrwiGAqnhFk0IMUIb9G65KCFAHbcuY5BqhPquTnDX\nzTWYuUg8wf8q4a0DIG8oIUByChF1dHRgT1FIlyiKNpvttttuu3Tp0okTJxRF6ejo+PTTT+PjE3BL\nFK4TuOOOOwOBgKJop0+fyszsi/nT0tIlyXjhwvn/zWv8O3jwZasAACAASURBVBMdkbq/BWdX+TUj\n3b3wCMX1YubIDMPruBB7kYUYyXWOiZjZGTHz5+Xoirx6Vi8SBSMvf7oXM///Bq+lF8mTkXmJvZnn\n1cZrRz7MuXak3Fnei6lvOnbt2oXf0bqbqKenx+PxeL1ebPjkdDoTEhLQggFrIjL9YH+0tra2t7ej\nHWJ3dzfsiZiYGCzBTU07n3tuBBZ6ePZgnVit1tjYWJ/Pp2cbSpJksVh8Ph+qaLXw/ltwzcElCA8b\nrquGO4DAhWi1WkVR9Pl8fr9/wIABPp8vGAw6nU63222324PBoMViaWtrS09Px20gH8TlcvXt29do\nNMKF6PF4YPogxT8xMRH5kHA2njhx4v3331fDja/0iJ3OnDklV4/k5xcoirJu3drp02fA9kI4bffu\nXZMnT0lMTHQ6nYgpoqIZrFu3XlGU/Pw8Itq0aTOSRzRNe/75mevXb8A/iUgUxVmznq+urtGTJI1G\nY3Fx0fLlK/C24YosLi6qrq7x+/333HNPVlaW0+nMyurf1taOlJaOjo4DBw5MnTolISERXk34e9va\nWgcOHHR1Ks3p06dSU9PgO4VxjAJwu91+/Pixm18cWMCuDwvYfxlhAYtCmpqa4HGy2+2yLPt8vp6e\nHr/f39LSgj0+9EV59+498IbhlziS32RZPnPmzKVLl9ra2jweD1LDLRbLSy/tw1ljx+Yg1zwQCGBX\nsJyccURksVhMJtO6dWuJKBz6UvUCYVQ6YyFGtqF+wxA8PYe7f//+qqp6vd5z586pqhoTE4PaXlgS\nCOfExcUpihIIBGJiYux2e2tra3JyMgJXqqo6HA6IVk9PT0pKislkQk8Kr9cbHx8P7TGbzbIs9/T0\nvPTSS5qm2e12XcbcbjcRQdRx3UAgsHr1Ktxtbu7kurotRDRhwkRIr9VqRdhv8eIl2DxTDu8ZpreT\nX7duvSiKM2ZMR1IiDpg16/mamlXQMCT6FxTkV1VVK+GtcDRNKymZs2LFSsTM8LtkzpzZRLR69Zr7\n77+/T58+MTExaWmpHR2dROTz+U6cODFs2LBLly4mJSVjHvxS0U0umJhnzpwePPg2eFnxQiCr+P1x\nOrLE5yaDXYgMc2uC9D+4vPx+/5gxoysrqzo7OxH7Qet0Itq5s8lgMAvhLSL1lg3wTUECEaFBfjnO\nGjFipM8nC4Lg9/v37XuRiMaNG090pd8EoiwzZswMhSQ9ZoNC48LCIj3HD+7EuXPnKeE2hii3Wr9+\ng8VicblcgUCgu7sbigV9xbmob0tOToY3z2QyBYPBQCBgs9lgXKIHv8vlSk5OVhQlMTGxq6srLS2t\ns7MTQog+/ZjWZrMlJyd/7Wtf+/jjj1FwbbVa4aODruv2pSiKBQWF4c1KhGnTpvt8vm3bto8fPwGq\nP23a9OTk5LKyciJas2YthZP4a2pWhdP3BUVRNm7cNHnyVCLasqXO5XJVVVUXFhYRkS5aq1atLigo\nIqLq6ho4EpcvX1FaWlpdXaOXxFVWVimKkp9fsmvXbrvdbrfbL11qSUhI7elxQTu7u7udzvi2ts6M\njEzcidls7t8/68yZc/37Z+FjSk1N8/uv9F2kcKNnoDcCvpm59S2wr0cUMn8UUcgcub9KJPERI72x\n0rJ6cUwkkbZEb6yLG7vWF3fWjT3FdSe/MeMy0ko8ELHBylORG6xcx7gsv6Hr/53Zt28ffs673W5U\ndxUUFLa2tnZ0dGRkZNTVbamoqExPT9c7++mFzAaDAe3nz5w509LS0tPT09raiuXvzTffGD78WTia\nUKeMxPpRo0ZL4V1aZFluato5a1YehbPeTSYT1AuNcRHECgaD1dVVxcWz9ZZOjz766A9+8HBx8WwK\n1yDrzTUKC4usVit2WQwEAitWLK+srEKrDovFYrFYZsyYjj20rFZra2tr3759W1paBgwY0NnZGR8f\n73A4EIFzu91QbizQXV1diYmJyCZHtM/lcjU0NOgmixDei1nvjqGF92LWS7D9fj/ac8D0TExMtNvt\nc+eWrlu3HgdTeA9JFHfrCR1w7cIiNBgMRUWFRFRZWYXsCVVVMbJ27Tokv5jN5qKiwqqq6qv7WkFo\nk5KSHnnkEeyw7HTGEdGgQdmdnZ0okGhtvUxEGRmZEFGHw3HkyKeJiUnIM7TZbJBk/BpwOBywbmVZ\n1ptO3bSwBcYwtyZIag+FQuis4fP5TpwIIgZWV7elrGyhKF5p2ArPIeJScPEh3QPVRS0tLbDY3nzz\njSeffCoQEARBwN4iuucwGFQRXkLd2MSJk7xeAbuNmM3mVatq8vLyEQPDCg7bq7R0LpEBS2dVVeWK\nFfSTn/xUlm+HQaCr16xZeaGQhhvTsxDhhxRFEas8CIVCPT09drtdkqTBgwd3dHSkpKTAJuvp6YmP\nj0feXXx8fEtLS1xcXEJCAqJoRqMxFAp5PB6DwfD000//5je/6ejogMPTbDZjXxIkZ8J9B/2G8MD1\npxuRRKRpWmVllSjaVFXFvmXIZtQTNyAVsO1w56qq6jtt6sXalZVVs2cX+3w+fJSCIFRUVCJvE1FG\nCDaeWgnvz4JzW1tbsSGZbqLAeNVbJ7e3tyUnpyC0CTHGAZDG7u5uvcPyzQwLGMPcmuC3/9ChQ+rq\n6oNB2e/3ezyejo6OAwf+kJs7WRDSsUAj4dtut3d1dV3TUk9vZqGq6h/+8PtHH/2RKNopvCfLrl1N\nw4YNN5lMPl8IwrB3756RI0ch7QLnIiY0a1aeLCsIcaHYq7CwSJIkWdYEQUBB2LZt2w8fPnzhQows\ny4gz5ecXIAOlo0NVVRUnLlq0GLtihkKhhQvLiKi8fBHic7m5+Tfwlv7613fRQh59ciVJ6tOnz4gR\nI9555523337bYDC0t7dDpaBeGzfWTp06jcJJEGgCgheidw8hIsSQIAbQJF3nYKrCeIKFBGedqqoV\nFZWCIOkiJElSVVU1dqbWO13BioKkyeGdP2VZvnz5Mu5n2LApBw4cCAQEvct+RkamJEmaJp46dXLQ\noGwiSk1Na2m5hAldLpeedel0Oono8uXLfr8fonuTwy5EInYhfjFnsQvx78svfvELRVH8fn9nZ6fb\n7e7q6nr33XexncrgwYNTUlJiY2PhQnzuuWeJaM+evUK4eeCoUSOJKC8vv729/cKFC9jaA2334LLb\nvXvXpEm5Xq8XfjyTybR7967hw581GAxo44s8cqIrDe8VRbHb7V6vF5EnfYcqpAzExMQ0Nzcj5IYF\n2u/3I2UDmReiKLpcLuxwhslhNsGQwrU0TbPZbG1tbX369IErD3aSz+dLSUlRVbW7uzs9PV0PkiED\nhYi+851vX/3eDh48dO+991w98vOfP/2LX7zy37zqcePG+/3+vXv36COrVq12OBy5uZOIaO3adUiN\nCYVCJSVziGj+/AXwvhqNxnnz5uIY7GEmSVJBQf7q1Wu0MMFgcO7c0oqKSrwf6FZhYcHq1Wuk8CZt\nJpNp0qSJ69at37t379GjRxECvHTpYr9+/XFMKBSyWq2ffXakX7/+Xq/XbrfHxMT09PScPXsmM7Mv\nEjvj4uIkSXr77f+0Wm0Gg+HJJ59samr6XL6KXxwsYEQsYF/MWSxgf19efvlltIpob29va2tbsWL5\ngw8+BB/RPffcg32Nsa0UqouGDx+2c2cTomW1tRuDwWB+ft748RO2b99GRI888ig2EtOX8lGjRsP1\npC/cOTnjEM0iImTozZqVp7drQgwJxpkQ3oUEaeI//elPd+3ahex5tENEY1xRFLH5ssfjycjIaG5u\nTk9PRx8su93e0tKCPA4495Csn56ejlRymBQxMTHJyckIU8E2QumbEN4S0+FwoNWTFt7oC2ZTMBiM\niYk5f/7866+/fvHiRfwvLEJYUfAZhkKh3bt34fFHjBhpt9tTUlJ0P+emTZvNZvP48eOIaP36DW63\nG7GlxYsXoY7bZDIlJCQIgjBz5gyUuKH5FnLr8eMA7U5mzy6urq7R22SoqlpQkF9bu1H/rdDS0jJ/\n/rzMzL4IE2Jnlo6O9gEDBprNZsj22bNnkpNTVFWNjY2F2edyuS5ebM7KGoAexN3d3WfPng2Fgo8/\n/sSPfvSj6dOnf3nf1xuCeyEyzK0JEvMQzcKOIVARMbyRh97cAW6uF154EerV0NCIhXLOnBKo1z/+\n43cp3LECkw8bNlzvEwiGD38WQgJTg4hmzJiJ9AeDwbBmzerVq1etWbMaDS/0fvOrVtXExcUdO3YM\nAtPT01NfX4d6XhwWCASCwWB8fHx7e3tCQgICM7AUMzIy9Cui2ik1NbWnp6elpQXNpTIyMoRwX3mE\n9GRZxqZZKCyzWCzYyhm7tCAh4uLFi0grj4mJ+frXv15SUpKbmwsXK1x5WriPPmJO48dPyMkZ9+yz\nzyGeJIpidXXNunXr6+u3ovhsy5Y6Ipo5c0ZpaQm6IRcUFK5cuWL58mVKeK/n2tqNRUWFs2cXQ1xX\nr14zc+YMvHO8jaqq6qKiQv0j0zRt9eo106dPE8JbWh8/fjwtLR3dNFCKZ7Vas7MHnzp18siRT2Ni\nYoxGY1paOoW3kEZlhclkysjIPH36FEriOjo6HA7H97//8K9//avk5OQv6Zv6N3Drx8A+ivj1/mTE\nMVk3NHNkT8VIm6wX5VKfG7251nWu3ovTenPPN2xv3VD51g3e0nXsrUhyIkYid3OJBhRF8Xq9wWDw\n3LlzRPRP//TPBoMRRg9++8MWgcAo4S1IKLxtGIWjaEQEg8ZkMu3b9+KQIUMVRRFFC9b93bt3Pffc\nCFEUQyENJVlE1NjYMHnyFFE0o9sTOuoSUWnp3EDAgDZ9sizX1FQvXFju9SoHDx5ElvzOnTsmTco1\nmcy4z40ba3Hi7NlzVFVFOgO8YdBmeBdlWfZ6vX369Ll48WJsbCxcYT09PUg1hOcTW5Rhs00iQjdb\nbDKCtdtqtTqdTpPJhFwP6Apswe9+97v333//qlWr3nvvPWT6wfsHsUHkjIiwnaamacjO0FttGY3G\njRs34Uifz+TxeLq7u5944kmr1XrpUiwRIQl+7dp1Srjfv8ViqalZVVhYTEQ1NatgF65ZszYvL5+I\nqqtr0Dy+pmbVzJkFRFRWtvBXv/qVzWZLSUm9dKmFiAYMGCjLssViQY+oTz45nJ09GI5c5EyK4W0K\nLBbLt771D3/5yztElJqaNnTo0Ozs7JycxuHDc4YN+xK+p38Tt76AMcxXE2iJx+PZsGH9ww//QJKM\nFG7Sip2f9Oral19+ZdiwZ4ho167diqKMGTNmy5Y69IwYNWp0W1vbv/3be//0T//8xhu/e/rpIaIo\noazY5XLt3r3rmWeGqaqIdVAUxcbGBiLKzZ1MJGAFVxSlqqoyP79A0zR0vhUEARtCzp49h8jq8Xhc\nLte2bVtxosVihXpt2LAet1dYWCTLGmqcUShGRFVV1W1tbcFgEMYlES1dusxkMnV0dKSnpz/77HAi\n2rfvpaSkJLgWU1NTPR5PUlJSMBhsb29HVKytrU3TNLfb7XQ6k5KSxHCbfHjt1PBmnrCBnnjiibff\nftvn86HYGU+Hjh56m130iEJBAk7XGyGiog7CA0ENBAJ+vz8lJQXCD03VEw5FUayoqES1Mn5e6FkV\nesWe/lPjvffe0zTN6/XqISHsAwdTuH//rDNnTrvdbgQUUZeNYKfFYomJiUFgkoiSk5MzMzPhvP2C\nvpafLyxgDHNrggKjefPmPv30kPZ2DWkOmqb927/9Kw6orKyKj4+32+1Dhjy3b99LqqoSGVRVraur\nz83NraysOnfuXDBob2lp+e53/8/vf/+nn/zkpyZTLLp4eL3eF17YO3r0GIPBoapqIBBAP45nn30u\nNjZWLwhDFmJ+foEQ3mESHe5LSkqDwSCRoaenBzmHkyblEpEkGURRRF5iYWERolOCYPF4PPpUyNpw\nu4PoJFJWtpCIrFarKBqx3IMNG2qHDfufQzgffPChw+FAZiBMQ9y5etUelXhvd955J9yV6PIOkcNZ\niIeh2AC+SpRt6f1/oUlEpGchtra2aprmdDphVkLbULenp+MTUVVVNdGV+jxBEGpqVhkMBllWcaQo\niuvXb3j//fd///tDangv5rS0dJPJZDRaiainpycmJsbn86WmphEJoih6vV49GInsTViNd911d1xc\n3G23fTMhISEUCrlcru3bG4jGfW5fxy+GWz+JQzhdfs3Ik1nXHnOgF/P0ZhOWSBfijTnWvrizrjNy\nQy7EGxu5Lp/Xw35uPBUx8mr5F3e1L47q6uqWlpbLly+fP3/ebDb/67/+yxNPPOnz+URR7Nu3b2pq\nalxc3OzZxTt3Numt0GFS+P1+9HG4fPkyOiK2tbVhby3kfCPXAA30cAqsB7jskDoIndMXbsSokMGB\nIy0Wi9vtdrlciHWhaAxJkk6nE8Eq6ISiKGj7azQa4+LiXC5XfHw8EcFIwp6ZCQkJOBLVwQkJCT09\nPf369XO5XE6n02AwwPy6fPmyIAgdHR0PPPDA/fd/g4hOnjw1cOCAq9/bJ598etddd149cuzY8cGD\ns/V/PvjgQyaT6c0339BHhg0bHgwGX331F0Q0Z05JXFyczWZzOBzYbXnTps0wzogIka0ZM2b+8Y9/\nbGtrQ8vB6dNnxMbGJiUlIdtl2rSpyEKEJhkMhsLCgpqaVUQEO08UxYKC/C1b6kRR3Lt378cffyzL\ncldXZ1paOhpowQV66tTJ7OzBeD+KosTFxR058mlSUjKENi0tLRgMHjp08NFHf+T1em+//fbU1NTl\ny5etW7cejf+JaPbs2XRzEx12IsMw/1s8Ho/b7e7s7DSZTP/6r/+Cwav7ZcyeXayPwEMVCoWQQI8s\nDyR2v/76a+hKZbfbjUbjK6+8/Oqrv8BWyAiivPjiC01NO2E6EBESE7Zt24ofx6iXAtAwPTjk8Xiw\nb8jV1bvovYs4kNvtRjzJbrcbDIbY2Nj29nabzYYFGvkXSKfE9tOIfsGZFhMT09raGhcXFxcXB1sH\nzkNN0+666y6bzXb8+Injx0+4XK4PP/zoyJHP3n33vc8+O3rkyGdEdOjQ4YMHDx08eOjw4U+OHTtu\nMBjOn7/Q1tZ+8eIlIvr3f3/rzTff+PGPf/L4408888wwItq378VXX/3F0KHPjBo1uqJi5dy5pTDm\n6urq6+u3Tp06RfcirlxZUVa2cMOGK006enp6Hnvsx7W1G7DXMzyu1dU1+fl5usWmadratesKCwvg\nM0S+ZV1d/eTJuS6X67PPPpNlOSsrKzU17dKli6gQQACvX7/+x48fg+sVtQ3p6X3a2lrR08Ttdsuy\n/P3vP/zb3/7GbDb36dMnKSmJiPC5BwKBuLje5Fn/nWEBY5hbE7fb3dPTAxOHiB5//Al0lIDDCsfU\n1dXrTZJUVcWuzVgo0W4DMS3EYNDTHSciZ0/fL5iI9JZUgiAgd1EvvEUZclVV5dq1axB6kSSpo6Oj\nrm4LLmS1WuGy27q1Hj//0cYXxVvoZ4EGV4mJiUj/Q6WX1WpF316king8np6eHhzg9XozMjJUVe3s\n7AwEAhcuXDh58uQDDzxwxx13wMkJdbRYLE6nEz1HoIg6MDf1QmNk3re0XH755VcefPChQCDg8Xg8\nHs9jj/34Zz97fMiQodDg0tK5RFRcXJSbOwkmVF1d/ZQpk6dPn0bhTseFhUWHDh1Eh6dAIDBs2PDJ\nk6cUFRWiJECSpIqKyvz8PNwDfhmsW7c+Pz/v6hrzhobGgoJ8GG1I9E9KSm5puYRPHG2rMjIym5sv\nwMKGJ3PAgIEXLzYjc8fpdCqK8sMfPvLmm2/Y7XZ8jpDM5ORkPTB2M/MViIFFuMh+GTESBb80IvgC\nfWi92ev5hk7q7T1HNtq/sae9obOe+vDakehMQqQLFy5cunTJaDS+/vprjz/+hJ48jUWwomLlypUV\nopiEtkaCIIwaNfKFF15UVdXn06BwNTXVEyZMbG5uDgTsCNK89NK+n/3scZvNhuQFFIGNHDlKEAS/\nP2iz2YLB4J49uydPniJJkiSZ4LuD7OXl5UuSJAgG9CTE1peIxCCrvr6+johwCvyTehbirFl5ffr0\n6ezsRDMkl8ulR9piYmKQK49IFeJAqFNGdOrcuXNGozE7O7tPnz4U3qMSOgp56O7uRtDL4XD4fL7Y\n2FiIIpx+Xq8XiQ9ouiFJ0oMPPnj27Nn/+I//6OrqwtOpqorKa7R3Wrp0GbaVkeUrm03X1m6cPn0a\nAmYwOu+9976DBz9OSEg4c+aM1WpFDxSk1axbt95kMq1ZszYvbzYRVVRUQlRqalYVFBQQUX39Vp/P\n99FHH2VnLzt+/AwR9emTIQhCTEyM0zkYI1lZAzwej8/ny8zse/bsOSJKTk5xOByCIAwcOOjkyVNE\ndO+9991zzz0ZGRmPPFI5Z84cIlqxYqUo2jMzM/U9xm5yvgICxjBfSdAaSs9Yw8qOIq26ui2lpXND\nIZte2vXss8NfeOFFChtbqqoWFxcVFBS2tYUMBkNPT48sy2+99cehQ58RRRuy16BeQ4YMVRSj0WiM\njY0NhUJ79uwePXqMqloQoML869evKyoqFoQrZcsxMTErVizPzZ1sMpmCQQNiV9u2bZ058/lgMNjV\nFYqPj1dVFckdM2bMtFqtTmdKa2ur0WgsK1uAp1u8eAkCWkuXLsHIsmXLzWaz3hWXiBoaGltbW1ta\nWp566ik41uAfczgcJpPJ7XYjPoQdsGCbmkwml8ul71tGRFarFeINUxVJGWPHjn3ooYf27t371ltv\nwb7Be4brlYj03cWgsoIg1NZuVFWCMGP+1NS0tjbFZrN9+umnd999d35+ASJnohgDg7imZlVhYYHe\nt1eSpLVr182a9byiKJcuXXrnnXc6O/9fDwY0LNZzGtBHPyYmRh/Ra+b0UywWS3p6emJi4tXJLw6H\nA936r97p5qaFBYxhbk3QavY3v/m3J598CvvEo0fGb3/7m3HjxodCiaiRkmV57Ngx+/a9pCgawjAm\nk2n8+HHV1TXnzl1pYCiK4ltv/fEnP/mpopiRc2Eymfbu3TNs2HAiCcuipmm7djWNGjXaZDJTuCiq\ntnYDEeXl5QcCCnpeYLflCRMmyrKmqqrZbMYxU6dOU5Qr/QaRhTht2vTY2Fi3m8xmc09PD9IXy8oW\nIkNEEAx6wwsiqqysCga1qxv77t37wtGjZ9EvsabmyuCnnx6BYomi+M1v3v/nP/8nNkuLjY11uVyd\nnZ1IFYHkIMgHDVau2poLOjFw4MApU6acPHny5MmTmqbZ7XaIFnpLwiyDDsF9hwT61tZWvBy9yb3L\n5bLZbOfPn09LS8MmzrApiUjTtIqKSkUh5BwSkSiKGzduEkXDRx991NzcTERxcU48AmrIJEnKzh4c\nDAYFwYKdQhMTEzUtMxQKOZ0JiqKgy9Q999xrMBhiYxNRZlBTs8pms02dOqW0tKSpaRf0VW80fDPz\nFchCjGglFVm33BsX4s2WhXizzXPDZ/UmMfJLdSFmXTvyakQia1Tw1FNPwZYiIrTR0/s+ZGRkJCYm\nxsXFJScnw6pAFIqIVFVFcMvj8Zw9e7azs9Pn8128eFGSJJvNhuUPiRIxMTF6wrfeVRZ2HhEhz1DP\nEMFq/o1vfOPDDz8MBAKINiGOhYaNUAuULqFTFKI46LGbkpKCfn0ejwdeUFRha5oGfyNWfHS57erq\nQlOM73znO06nEyE0Iurq6vrBDx6+gTd5TXfE06fPaJo2YEAWER06dLigoODo0aN9+vT585//RERz\n5pSguMput0+dOoWI6urq8X5kWX7++ZllZQvb29vff//9s2fP+v3+9va2lJRUQRDuu+++5OTk1NTU\n1atXrVq1GrViMOnmzZu7bt167MBCROfPn1+8eFFiYhJeGkrHmpsvZGcPRuSvtbU1FApduHD+rrvu\ndrvdHo/HarVKknTmzOk+fTKMRmNqauqdd945YMCA8vKFVVXVaDSMBol6x0VFUUaOHHnDX78vBxYw\nIhawz2OeGz6LBewL4rHHHkPMBt68X/7y1ccffwLyk5GRkZKSYjab58+f19DQiDwLqMWQIU9v394A\nATt16hQ2Vv7+9x8WRdFqtdrtduzIPGLESKiFoijYVOW550bAcDGZTKhKnjp1GjxvenfBYcOG/frX\nv25paUFWPVIk9BQSNF6i8CbIFosFfr/4+Hi32x0bG4vHaWtrS0xM1B1iaLohCEJ3d3dSUlJXV5eq\nqvfee292dnZXV5fdbo+NjaVwMxGDwdDd3a1pmsPh6OrqMpvNTqcT2f9oXOJ0Ot1uN3JDkB+BlwMN\nvu22wXi3Z86chamampqCkQce+BaagOi9ItFBStO0KVMm45/YWRRm4re//Z2LFy+in0h7e1tCQuLA\ngQPT09NTU1P79u27cGEZtrLEnUuSVFpasmFDrSiK7e3tb7/99nvvvXfp0sXU1DRE++x2u6Zpp06d\nvPfe+7xeL34fJCcnHz58KDt7sCzL6F1CRCdPnsjOHnzvvfcOGjQoKysrGAwWFOSXly9KSkpCWBFy\nSERRIWCchcgwtyZo/oSyoV/+8lUK7/tF4ZDY/PnzKNwZFhozZMjTFM4nhNRhKvRDonAGBIABpDua\npDCwyZ5/fhZCbtiMEfGn5uZmrK1EhAJhWBhItENKBTQDWfttbW2o60IWoqIobW1tgiBAe1BK3Nra\niiQLh8PhdrtVVX3wwQeTkpKsViv2ZoTHD0629vZ2BMBcLpfZbIZXU+8GiQa42OgL3TfgMETgMBgM\nHjx46MMPP/r00yN6H/3Ll1tPnjylb/JJRAUFhWVlC6uqqmF66q9r8uRcJHEsXrxk+vQZf/nL29Bp\ng8EQGxvX0dH+7rt/bW9v7+jocLvd5eWLiooKEbFD9uOaNWtnzJguimJLS8uhQ4dUVU1JSW1puYQs\nGHxk2dmDDx78GLcKW3nAgIHHjx9DiA4beKamph0/fiwrKwuZGqqqLl26rLx8Id4hTDEUO1998zct\nUeDl/Bu5sQzD3thb1yHSdLixeSJPi5i5qzcdC28o2Ii6VQAAIABJREFUn7A3RJpEXZ/ftSIfrVcv\nthdnRR4TeduvRhYyRyd2u93lcsEjRERDhgz1+WQUHXu93k2bNlZWVsXFxWmaCSbaqFEj9+zZK0lS\nKHTFMbN69aoJEya2tLS0tl7JlX/llZeHDBmqaZrHo2Bnk71792AXFUm60k6irm7L1KnT3O6AzWaD\npeX3++vr63bv3nP8+PHu7m4kgNTX140fPwHBITgP16xZnZ9fIIX3Rw4Gg8hLJKLFi5d0dnbGxcUJ\nguBwOGDKILEeTUDa29tVVf3ud7+blpYGVxtEyOVyIfADue3p6XE4HIhRQRrRexDJjVB3OCSh39hn\nC3XTcG9C1aBesAvj4+M3bdr0wAMPIJsfFowW3rgZ6RuYX5avpGWKovitb/1Dd/eVzv0Wi6Wnh4jo\nz3/+U2ZmX5vN9uSTTxJRUVHhhQvNbW1tly9fTklJIaIpUyanpqahSNzhcFy+TCdPnhg0KDsUCuHe\nbrvt9qNHz/Tt289sNnd1dUmSNGhQ9okTJ4goK2sAESUnJz/yyOjVq5uIqKKiEvV2W7bUoRNKQ0Mj\n8kujYjdL+ioIGMN8NUHemqZp+/e/9KMfPRYIXMlEkGV5x47G+fMXKIodloemaaNGjdy1a7eqkh7W\nKi4umjOnpK2NsAuXqqr/8i+v/+xnjxOZ0flQluX9+18aNWq0qkooHI6NjV2/fl1Ozjif70pTD9hw\n9fV1kyblfvObhWfPniUiVVV37twxdmwOzDbUim3cWDtu3Pi2NjkmJgZdP9DksKxsoSzLqmpKTk7u\n6enB4LJly4nI6/V2dXWtXXtlj5ympl0wVn70o0cx8sYbbyINr6Ojw+/3+/3+rKws1GtbLBYYcPBk\n6q2k9DQNg8Hg9XotFktCQoIW3roMNiVOJCL9RPT+QJcT7MNCRHolMpReFz+9k3J7ezvcsJqmpaWl\nu91uIlLV2KKiotjY2NbWtuTkpPPnzxsMhttvv12SpDNnzvbv36+l5VJKSipyQPr27Xfu3NkTJ44P\nGDAQZisCkOfOnb399juwtQ28skTkdrv79OkzePDgAQOudB6B0Yn2xBjRval0VU/nmxkWMIa5NXG7\n3QaD4Ve/+uWQIUO9XhFVsT6f73e/++3YsTkeT0JMTAwcZSNHjti9e4+iqLoDcMqUyatWrT53Loje\nfV6v9513/vKDH/yTLJv1Nnr79780dOgzXq9KRLB4du7cMXLkKE0zwB9FRGhgOGbM2EGD7rLZbGfO\nnEHAbPjwZwXBirja+vXriGj69BmBgITFFK1+586dZ7VaRdGMLS4LCvKJqKSk1GazSZKpu7t7+fJl\nRDRlylQi6t+/f0LCfT/96U/0x3/ppf0ej+mHP/xnfeStt/4dS7Oqqugj9ac//Rl+PDTvcDgcRBQK\nhSBFsbGxkJ+uri4hvNMmJAFCJYqix+NxOByqqj700EOvv/462uniZwHQ29LDSUtEiqLArYqiAmQP\nwoNqNBpzc3NTUlI0TWtpafnP/zzudCbALsRrj49PUBRFkuzIClFV9b77vuZ2u0VRCgQC3d3dJpNp\n8ODbjh07KoS3gTYYDBkZmX6/n0jo16/fgAEDEhIS1q/f4Pf7ZVmJjY3FMY2NOwThv6REREV6xK2f\nxOHsRRJHJDfmQoyL8Ef14lLXIdJBd4MdC3vhebuxdIysXvjibjiJ4zqPdmMuxF4cc53bLo84a03k\nUBTws5/9jIiQxKEX4QYCAZ/Pl52d7XQ6HQ5HWloa0rux2mI1QMinu7v70qVL7e3tZ8+exf5YBoMB\n7YX0yic4ALGtiR7Ewn/pbRKRmL5w4cJjx4699tpr58+fx1moIw4EAqg6QiMohKbg30OBMxr3nTt3\nThTFzMxMhIUsFktra2t3d3dqaur999+P+FxqauqFCxeQ9IGeI2iWERsbm5iYCLH58Y8fu/oV/eUv\n73z72/9w9cgf/nDgmkzFDz740GKx3HnnHfjnJ598Civ2nnvuJqKjR4/Bm+dyubKy+hPR1KnTEhIS\nnE6nxWKZOXPGhg21SM6Eek2bNnXhwvKWlpYPP/wQWYgdHe12u8NoNL7yyitZWVk2my0tLfUvf3kn\nKSlJj+GlpCR3dXVbLJbt27fPmzdPkqS2ttbMzL5wvUKojh8/lpGRqYul3++/fLll4MBB8JEqitK3\nb9/33nt306bNcMBCm/PyZjU17SIi3azMyRm7fXsDfriMG3ezN/NlC4xhbk2QWIhgBtxWSNaAYIii\niBqpnTub4BJUVXX48GFEtGPHTr3AeceORiJ64IFvwYAjol//+ldENGzYcD2tA3mJQ4c+Q0QwU/RN\nVVDY1K9fv0Ag8L3v/Z9p0/ZcXWyLTRetVqvH47FYLAhQwS4xGo09PT1utzshIeHIkSOZmZm6eRQM\nBjs6OvAI9957LwqTjUZja2srpNfr9aalpSGN0Ol0onCNiBwOx+9//wdord/vh/Hxzjt/xX7NPT09\nCQkJZnPSwYOHkNkBCRQE0eVyffzxwWAw+MAD37zrrjs/+uhjk8l06NBhTdNuu+0eIrpwodlqtb7/\n/gcLFizYtOk1IqqsrIqNjd24cdO0adOJqK6uHr8Pqqqqi4vLp02bjvoEIoqJiXW53FOmTB04cKCq\nqocOHfr008477/yHCxeag8EgpL25+aLTme7xeL/97W9DZhITk86fb+vbtx8+l56enoEDB508eX7A\ngIEIs8XFxTkcgxAhQxZiRkbGc8/VTJ1auGFDbSgUwi4qTU27Ro8e1dDQCEtx/Phx27Zt1zTSbfGb\nHM5CZJhbE7vdLggC2uAiVIO0AlTRYk3ftGmzXqgLE2HPnr2IBlE45/CHP3wEVpTH44F6DRkyFCnv\nanhTZuRxILkROjdx4iR9L5J77723X7++f/jDATQ8RGoDaquhLqIowrbr6uqKjY1FWkcoFHI4HJ2d\nnf3790dUqb29PRgMejyeYDDY1tb2ta99DQEzlD8ja8NgMCQmJp46dercuXNIkZdlGdNq4Z2UYe1h\nx0tN0/x+Pw5AO3yv14sej/oDiuF9KQ8f/uSTTz5F6j+yJfGqMzL6qKqakpLy85//fMyYsSUlpciq\nMBqNmzdvIaLc3Em6F7GsbOHGjbWffXYEz+h0OtetW7958yav1/vee++dOXMmJiamufliRkafvn0z\n8RF0d3efO3febrfBbtaTP9H10efzmc1mWZb79et/6tTJrq6uUCiE8rg777zrxInj6G2YkZFhtVpr\nazfOmDHdYrHAjFZVtaGhcdy4HD3nEL5KihIX4lfAAvtGxMip//mkyNzFG3Mqno4YyerNab3J6Lux\nrL/PaYvortO9OKiXM0c68SJG8rKuHWmMuIHrvI/e5CVGzHM64qyIi0cHul2lL3aSJMXHx8N9tHr1\nqoULyw2GTBwsCMKIEc+9+OI+WdZQ/xQIBNauXTN69JjLlyV4/FAO/OSTTwmCUc8Rf/HFF4YPfxbR\nLGTHbd1aP3HiJCzWLpeLiJ566skPPvjwxIl2lD3FxsYaDIYdOxrHj5/Q1dWF3SaDweCWLZuLi2d3\ndnZCetesWY17W7iwvKOjA5u5dHd3ezyeBx98UN/ejIiQo2G3251O58WLF0OhUGpqqiRJ7e3tyFNI\nT0/HnaBlBtrSi6J44cKFtLQ0WIFIAMEGzciJ10vo0EYS7wRKCXPQYDCgtYcgCG63wWw2P/bYY3/9\n619hJsJtq2ka9j1RFM3r9YZCoba2tqFDn9m//6WYmJhHH310yZIlMMXuuuvOw4e1mJgYCBuePSur\n/8GDh1DmRUSDBg0cOFCAz7Z//6wzZy4SUWpqGvTVYDCkpqa1tFzOzOxL4S25k5KSL15sHT16TlZW\nFnyJFRWVhYWziQhxL0VRGhoax47NwRUREdSrwW5youAWGYa5AV5+eT96/ekbKkqShKa327ZtzcvL\nt9lseufD4cOH7d//sh4JEwQhPz+vsLAI/wu/3xtv/O6JJ540m81IQRQE4aWX9o0YMRIdN+CIg3oh\nkQFL/65dTc3NF81ms9VqxSIriuK2bVvHjBmLbTsyMjIkSaqpqV6woCwUCsXFxSHHAU+xbNlyk8nU\nt29fk8nU1dVVW7uhsbFBEARsa9nV1TVs2DPPPjscsnT69Gmj0fjoo488+ugjwWBQURRoIfJZ4BV0\nuVxwbKKkDDVP2HkS/Q/dbjdWcI/HozsSu7q6AoFAR0cHcu5hTmnhbWgobAzJsjxy5MjU1FS9rQn+\nghdCRIjq9fT0/PM//7CioqK0tLS1tfXYsWP797987NjxuLg4RVECgUAwGDx8+JOPPz748ccHtfBG\na3ghJ0+egMboFhJq5nAikjvOnz+H+m6Xy4X65crKCiRS6q1ScFf4bmiatnXrNn1Qb3/1ZX1Vb5yv\ngAXGMF9JRowYuWfPK0OHPmM2m/GLHr+p9+17cdy48RZLqtvtjo+P1zRt5MgRe/bsVVUDEq8FQRgz\nZvTmzVs++0yFFSKK4oEDf/jhDx8xm+NRkiwIwt69e5599jmj0WyxWHw+n6qq27Ztzc2drGkCMuOJ\nqK5uy/Dhz8pyFdTF7/fv3/8S7o3IEAwGk5OTkYU4ZcrUtjYhLi7u9OnTe/bsJqLCwiKbzaaqpu7u\n7p6eHuy/XFBQeN9997ndXqPROHr0KCLavHlLXFyc05l0/PhxtG4iotdee93vDyUkJDz88Pf1F/Lb\n3/4Ooa+WlpahQ4f87ndvQPbcbjdSIfD4+uuyWq1utxvey0uXLp04ceLrX/+6bp3A8wm7FmqNkN7A\ngQNTUlJ++9vfXr3PGX4BIIMGrs6ysrJ+/fq1t7c3NzfLsoxEeaRXIDsG+gHpQnoIyMjI9PuvNAfp\n3z/rzJnTyO+H5zYQCAwalH3ixHGT6f+y995RUpZJ+3B1znF6enJiIkGioqysi2AAARnykGEACeZd\nIybWsLrvguH9SZ4hJ0FEgoKrwKBkGLLEybl7puN0jt8fl32f+RzPWQ7Kvohdf3jGhyc/faruq+qq\nq4RGoxGI8+2334EIMnK8Uql0zZq1RBQK/TQhOkIZXTZ79iy0EHg8HpzwNrc/AAuRM//nm24ghdje\nbk5Kqr2l38A+t1A46qZUmm5ojnP7fW6k1frGGIY3lEK8ubfW/jztpqekz59/Aye67WzcuHFYpyPX\nB6wAImJsbKxarY6JiVEqlRhNCZYHHDHW8h6Pp6ys7MMPFz722ODW1lZM6xCJRF98sW3SpMmgkuNC\nGzdumDBhotPplEqliAREhCW82+12u90fffRReXn50aNHW1paWlpanE6nUCgE+9zlcsXExDgcDp1O\nhxIdCmPglAcCAYvFAva/y+Xq3bs3UqACgcBkMvn9/pycnNraWqPRmJWVpdVqAU1AjET4kclkbrdb\nLpe7XC6tVtu37/3s/Xz77Xc+n68t856ISkoOto15RHTqVOmlS5cmT56E/z158hRoIN27dzt79hxT\nevR6vX363Hf27Dn4faFQuGvXrueee/bTTxcB5RCR3+//29/+eu3adZlMduXKFbFYbLPZHntsUGVl\nFcj0QEjdu3c7ffoMVgBor2YTQc+cOTNu3Dgul9vcbExISERyGCXA2tqauLh4qEQSUTgcrqqqTExM\n+tOf/tS/f3/E2qeffmrZsuUymQxw2e/3T59euGrV6kAgMHPmjBUrikKh0KxZT0AEi8PhzJw58xb9\nOH8ri6YQoxa1O9M2b96EzlYkhVgui41nfPnllxBjgLpGjhwxZsxo9HgBY6EfC7lHLN6/+GIbEWFS\nM7wn0BLiH4/HczqdRFRUtEIgELCElcvlMplMRARRKI1Gg6JOIBAQi8UNDQ3QNEKLFSiFAoHAYDC0\ntLQoFAoAl6SkJNDuhUJhS0sLOP3nzp1zuVzp6elExHgToO/jilarVa/X2+12iUTS0NCwadPmf//7\n2z179paUHMRD7d791a5du48dO75z5659+/YLhcKjR499//0PSN8dPPh9VVVVXFzcDz8cKik5SET3\n3HM3MnVHjx7r3r1bjx7dWdw9cuRo9+7dOnbMY3lFMCaee+5Z0CMfeeSRhobGnJzs69evS6VSm82W\nlJRUVlaekZGOshlydxSZBcrYIrjVUChUWlqK10hE7KUB5yUlJRsMTcgJ4+oZGR0aGurT09ORJAyF\nQv/v/306a9YTRIR1TDgcXrly1bRpU3HCmTNnsED7u+hipmgAi1rU7mBbu3YNRGyFQiFo9BCb53A4\nyMghVIRCIVZigeuELC+2MGTGnBqSZtiILRBeQl6rqGgFEaHUFAwGMURx7NgxarVaKpWCBBgKhVat\nWunz+VpbW/V6vdPp9Hq9H330IepDgUDA4XBwuVyAMw6Hk5OTk5ycjBAFygOPx9NqtSKRSK/Xo1+K\niGQyGZfLNZvNeASHwxEXF2e32xUKRVNTU0tLS3x8PMJPc3MzaISIDfX19TKZzGaztba2YrvZbDYa\njXV1dVqtVqvV4s3s33/g+PETHo8Hiavjx08cPnyEjc4KBoPff//D99//YLPZoGFIRIsWLSaiF174\n23333SeRSGpraw8e/L5fv7/06XNfhw4dZDIZalQdO+bhfYbD4R9/vNS1611ExMQJKcIILS0tRVYw\nKyu7pqYakldE5HQ6PR6PThdrNBoqKsqB2/R6/bRphQsW/AtTNDFzYOXKVRMnTkAiFB8CPwN8RzwX\nfhK39qf5G9kfoAY2rN2Wdjmrm1Q+vAG7dXOTf7Mz3zK9xBs8843sNb/qP+/TPhV5Q7zE9J9vyCj5\n+ZbfdZId9A1QD+Cn2DL//fc/EAj0YLqPHDlix46d4XBYIBCh/jF58qRXX51XV1dnswWxzP/qq92D\nBw8RiUTBIA8Fmy1bPhs3bjyXy/V4fGB2IH9FREKh0GKxBIPBu+++u1OnjkSkVCoB71pbWzdv3kRE\nmESMBCY0O2QyGah6Go0G+G/SpMm9e/eGK/d4PCggiUSiiooKl8uVkpICQSm1Wo0+MJ1Ox+fzpVKp\nx+NJSEhoaWkxmUzBYDA9PV2tVqMrDllKq9WKLmmPx6PVar1er16v93q9VVVVXq83Li4uHA6npqZ6\nPB6j0ajVatGjDeeORKvT6QQtBUOWsTiQSCR2u93j8TzwwAPHjx+PjY2trKxqbW2tq7MBdOp0usuX\nryBige54/vyFrl3vApBCXDl37nzXrl3PnTuPlQQuyuPxTpw4gXsIh8OZmVnl5bWZmVlI3raFTRjs\n2bNnzw4dOixevGTu3Kc++uhjBprXrl03efK0lStXAWcXFRUXFk5fvHjJ3LlznnhiJkXC2O9CzDeK\nwKIWtTvTxowZS5FaFLq+mEzGkiWLX3/9DfhTxDYcwkTW2f6o94CjQURtNQNBZgPdAJiMy+WuWbN6\n0qTJhYXTGW6YO3fO4cNH9uzZa7fbQajbvHnTE0/MmjFjJuKZ1+vdtGnj008/g/NjZDNOPnXqtPT0\ndOj2cjicv/3tr2+88bpAIKiurtZoNHK5fOLECU88MRPVL5VKJZfLx48fN3bsGJFIpFQqm5ubMXIl\nLS0NtHir1QpwRhE3jT5ok8mk0WgQ15HkhOQuUAtuEpJL4Cgi+MFQvsJr4UaGXhKR3+/v2rVrbm6u\n0Wi0WCw6nU4oFGq1WiR1f/zxEgIeEbnd7lOnShkqIiIU0rp160oR1X9sh16i3W632+0MiYpEIoTS\nUCiUlJRMREKhUCaTxcXFYS7aggULn3/+OSxfcIdr164rLJyG6MjlcouLV86dO2fFiiIiKioqRqj7\nXYCwPwACi1rU/pDG4/FGjx6zadOWYcPy0beEDNWWLZ899dTTfr8MfDORSFRQMHbnzl2gdGFVPmnS\nxOXLV/z4o5cN7iopOfDww4/weHKKpBA/+2zzuHHjg8GfuCHhcHjz5k0FBeMEAinSYuFweNeundev\nl9ntYozE5PP5y5YtnTFjpt8fROZNLpevWLF82rRCoVD79NPPhMM8mUyGqc0TJkyMi0uGCpTX6/3r\nX59fsGChQqGorm6JjY1VKpXgHC5duozHi62trVUoFAAQRISZ0U6nc/z4cdjy9dd70GHmdrt9Pt+o\nUSN37drNIpBGo3G73SjgofIEXOXz+eRyOXAhoguHw0ErgsViYQlYh8OBShUI90ql0uPxqNVqwFC0\nEOAqoE6wqI96FYARlhogQzocjh9+OKRWq8NhET4cIC9iJEZp+/3+zMwsm83B2skR5lNSUoNBrV6v\nR2t2OKKILxBImABYIBAoLl4ZCv0UxXk8XnHxymAwTJECGwvzt7n9AViI+fN/vqndht8qhRgdaPnr\nj7rB3dJvYJ+b4yVq2o1TCZfMv4Gr3XY2ZswYZAuhoc743BwOB/BFp9PFxsZiVi+qJnCmKJmYzWZo\nIdbX18MLCwQCFLSAFdjMEYAtFJMQ8ODrMRn5k08+qaioqKioaGlpsdlsPB6vrq4O2h/AQ2q12uVy\noVFaqVS63W7IQfXo0QMjVBA8AoFAS0uL2+2GMAfQIfqC0dCWkJDA4/Hi4uIsFksgEKiurr777ruB\nLw0GA2pmQ4YMZu/n66/3+Hy+/Pz/X41h795vBg58tO2Wb7/9TiKRMPri3r3fcLlct9s9bNjju3bt\nRqs4Ebnd7vz8YatXr7nrrrvEYrHFYjGZTMOGPX7s2HFMbwH06dSp4/HjJ5A1xQvv2bMHOIeMLNq5\nc6fPPtsSDoeTk5NjY2P9fn+XLp0rK6v8fv8999yDWqbJ1JKWlo5edbPZLJVKa2qqO3XqDCWRbt26\n9ezZ87333v3440+Qj8UNTJkyed269SiLIuxB+ZAJ57OACjH+WbNm3drf6K+2aAoxalG7M43P54vF\n4q1bt6BXF6AExRsovgNsUWRwRn7+MPzBtBjee+9dImLivFCgZ31gcMGbN28C8Q9pNJxtzZrVgGUg\nj1gsFo1Go9VqkTPUaDQKhcJut0Pmyul0ApRA8qq+vt5ms6WkpFitVgBHaATr9fpAIJCcnCyTyZh8\nsNPpRNZRLpdDNb+urs5ms7W0tOj1esRFFLrQzrx9+5c7duzcuXPX559vM5lMBoNhz569mzZtXr16\nze7dX3355Q4Oh7N9+5dff71n167dBw6U7N9/wOl0hkKhgwe/x1sdOPBRpCu/+urroUOHPPzwQxh4\nZrVaV61aPXXqlF69etbW1lqtVpVKdeLEyfvuu7dr17uQZvR6vaWlp5l8MKaRnTlztmfPHiAZ4pWu\nX79h7NgxqESazWaLxVJeXpGRkf7NN9+AEYrPBMEO9I0hFWm1WoPBYExMTFJSkkajWbx4yXPPPcs6\nE4ho7dp1kyZNxN/4gqtWrS4snPaznuW29Jzb3KIBLGpRuzMNGSci2r79CwQttNPyeLzFixcREUsY\nCgSCESOGU0QwAvUnJOhAYQ9GjNpk2JgiH9wu6Aw+n2/t2jWTJk2GvIXb7Q4EAo89Nggy82ASJiQk\nvPfeu1KpFGQ/ADWZTCYUCm02G5/PT0xMVKvVKDj5fD7Ep8OHD0P2ifWZwWur1WqFQhETE1NVVaVW\nq6FAHx8fn5CQANlfiEihOQywA91pfD4fWot8Pl+j0VitVovFYjAY8N4AWbhcrlwux/67du3esWPn\n1q2fCwQCINoNGzYuX77C4/FAF793796XLl3eu/cb3JJarWa9wF273uVyuZBZPXWqtFevnhRJ0/H5\n/LNnz3Xu3AnZRY/Hg682deoUk8l09uxZm82GctfTTz+F+5HJZBkZHerqajF5EksTnS62oaFeLpen\np6fjRXm93o8++vill14EUR5ClCtWFE2bNhWrEFBaiotXzpw5A+VJpILxM4hKSUUtalH7PzO2MB89\negyyVSjeMKIgABOyc9jC/Dv+6Y033gRZA4Fq9+5dI0eOQj0Gc5A3bFhfUDAuHJmcyePxNm/ehDZn\nIsJcSsaMMJlMzc3NAoEAfjMmJgbgSSaTGY3GxYsXgR+RnZ0NUsa8ea++9dabkJk4d+6cWCwGnoPG\nLhqZY2Ji5HK51Wqtq6uTSCRQONRqtUCcyNpRhCaOyV4OhwNxBQ8FiqbL5bLb7Xw+H3EU9Aq73Q6E\nijCMmB0MBltaWrhcLhBSKBSyWCxyuTw5Obmurg63QUTgoQSDwdLS0ydPnjp06DAQKlDX2bPn0P6M\nqwsEgrNnz2G+SUVFhcfjWb9+AxGVlJT4fD7cJyAg44z4/f7U1LSqqspwOAwyp1AozM3Nu3DhfHp6\nukqlYh3W+LJMEyQUCq1Zs3bmzBlEhKfgcrlFRcWFhdOICBlXBLPfBQvxD0Di6NduSzt69Y0oaPxW\ndbLfSE33N7NfGIh1Uzd0IxPLfvnAmzzu59a+4vULxPp2KhvtC6Lhkpu6/O1nrJuH+SM4dJfLRUSv\nvfa6UKhGBQv+fdu2L+D1gNWoDWuRSflRJOAxTjab8cg6lrAxHA673e6EhISYGO3nn28TixWor2g0\nmlmznnj77Xd8Pq7VaoVi/caNG6ZOnWY0tmZmZkJLF2BlwYKFLlfw0qVLarU6Li7uhRf+RkQLF34I\n6qDH45kxY/qnny5Sq9WhUKi5uZnL5f71r89v3vwZSHoSiUQqlWq12sbGRuA5qVQaCARsNhuGVTY3\nN8vlco1G43A4YmJimHQkIrRQKGxoaIDcVDgcdjgcgDUymcxgMCBz2Lt3b7fbXV9fbzKZhEKhWq3G\n/qFQyG634wXCKFImRAEM8rsMTULB5NixY06nMzU1lcfjzZv3WkZGJgRK1Gr18OHD5fJGLpcPTib6\nxIkIhEmv16tQKNCvlpOTIxaLXS4XSpKrV6+ZOnUKETFZZ5/PV1y8csqUwlWrVrN04ooVRYWFM1au\nXAVF5rZtf7ezRRFY1KJ2ZxoqQEQEtgWSSAKBYNu2zzGkClvQZbxt2xdYeqMSM3HihCVLlqLfCCvx\nkpIDgwY9hojIiejQjxgxEoM8UCHbtGnjhAkTkZMEX27Rok+rqqr1en1zc3NGRkZGRsasWU8sXPgh\n1Iy0Wq1SqYSwr9vt7t69e0JCAkLIa6/Nmz9hHERuAAAgAElEQVT/7+Fw+OrVq1KpNDEx8cUXX1i8\neMm7777ncrlkMpndbn/55ZeICE0CdrtdqVRiarPD4eDxeBKJhM/njx8/buDAR6dNmwp3j3A7Zcpk\nNCl7PB6dTud0OqdMmQxOoM1mY03ZGONpNpvxloBoBQJBY2OjwWDgcDidO3c2GAxNTU0ajQaRUigU\nOhwOt9uNZmdGkUPHNIp81CZ5iNQuErlGoxEzUMLhcGlpKfKodrtdLBZfv369ublZoVAwPgiooTpd\nLAZRhkIhmUzm9/tnz56DCEpE2CcUCmFkJUUWFjDoRTGlZj6fX1y8EkEONMXfRRksGsCiFrU706BC\nRETwkuB5u1yuiRMnMdYZ0NWWLVtZ7ypi2Jo1awGYgBUCgUD//gMEAsH27V9QhNYxZsxYkUi0YcN6\nIgJxsaBgHMIJgIXH4/nkk/+12WxWqzU7O9tkMtXV1W3atBlCG2lpaUTE4/GmTSsMBoNZWVnw+16v\n9403Xv/73992uVyXL1+OjY3V6XRcLnfBgoVMVr+lpcXr9b7zzruLFy8RiUQulwvFs5UrVy1fvsLt\ndtvtdnRML1mydOnSZR988M9QKCQUCidNmjhuXAERzZr1RExMTHJycn7+MOgcovgnFAoLCsY+/vjQ\nceMKJk2aaDabhUIhGIajR4/CHQaDwbvuumvSpInw8jKZDJr33bp1dTgcTqfTarUiEPbtez+CEwPB\n3bt3Q7GQIvIlHTvmYZVw4cKFcDisUqmGDBkcGxsbHx9fXV0NweUHH+zH5/PBz8QXqampRqkP6VAu\nl3v6dClopR6PJxQKeTye559/DlgK9+nz+aZPL8RFUbOcNm0qRcj3oYhNn16IMPa7CGB/gBRi1KL2\nhzRU6QsKxnE4ItROBAIBxkUisLEiB1hqqDahwoQtID5gt0AgsHPnDooQPeDgtmz5jCL8CGjvwvdt\n2LB+xIiRgUBAr9dDFwP1sLi4OK/XKxaLUYpLTEy8dOmS0WjEwGW28H/nnXd9voBQKFQqlSkpKYhq\n6OsKh8PNzc2YpRITE+PxeKqrq/V6fVxcHIQ2/H5/U1MT6+2FIbuIYFlaWvr0009zOJxQSBAOh4uL\nV8KbB4NcSNwuW7YcpHaRSOT1CsDXX7Ro8ZNPzp08edL+/QdiY2PLysq2b//yL3/JP3LkKKSnbDYb\nEd17b++SkoMYF8nhcI4dO37fffeWlp5mmViKrBsA6fD+kdpFJrOxsZGIDhw44HK5Hnroofvuuy8l\nJYUi1S8MmGZfDQogwEyPPTb466/3DB26GNlXfGKUML1eL24A2wEoCwunrVhRFAz+BBNZMxl+GEBm\n/50f6q+xKAKLWtTuTEMyEPUbNn6XE5FOx6ofzgs5JSSmULBBIsvtdjNiPSPUoUkIPUPYgiCHhT8S\niSNHjkK2CrIaSUlJDQ0NSqUSt6RWq1955WUulyuRSJDEUyqV4NqxKR6VlZUej0ev1yONCeJfMBis\nqalRKpUYcWK32+vq6rKzs5VKJbrE6uvrS0pKzGZzfX39hQsXfvjhh/Pnz5tMJqvVitax7OzsvLy8\na9euEREek8/nNzQ0lJeXWywW4BvkJ+vq6tatW4fR1fX19RwO5+233zl69JhQKKysrJRIJPHx8UeO\nHJVKpYA4zN0jW0gRVREi6tWrJ2tXuHDhYrduXbt06YwtXC63oqIyNzfnzJkzNpstGAyWlZX17z9g\n06aNO3Z8mZmZGRcXx+FwJBKp1WppbbWjt9rj8SQlJTc2NgBXYcGRmJhIkYk5fr9fLBavXr1mypTJ\nkCBhYQ89EoWF01auXMUSwvia2O3TTxfNnDkDYiv/nR/qr7FoAIta1O5A43AI6g8ikQiYCR4KfhYI\nAHGLifBSm2U48l1CoRDgAO2xRPT448N+1iQ0cuQo0O3A/li/ft2oUaPhu0EFdDqdjY2N6enpSC0G\ng8EpUyYTkdlslslksbGxycnJPp/vgw/eZ9WsmpoatVq9YMG/2HhJl8slFosNBkNSUhJE7mNjY10u\nV3x8PFN7qqqqOnr0qFarTU5OTklJiYuLi42N9fl8JSUlHo8nEAikp6enpKT07NnT4XAcOHDg0KFD\np0+fFgqFqampKSkpZrP50KFDzc3NyNq1tLRYLJbXX38dio4ej6dnz552u728vNzj8ahUKvA1QFAM\nhUISieTIkaNHjhwF1uFElCfPnDl77tx5vE+88IsXf7xw4SJFgC9CTkHB2Lq6us8///zs2bMymQzv\nNisri8PhlJeXM7Fd4Cc0xhFReXkZ1iVisViv1//v//6/OXNmsw9HREVFxTNmTG+LpTgczsyZM5Yv\nX4HbxjoDxTkM2+TxeEuXLpszZ/bvIoD9AVKI83++YerqGzioHaVNcyOis+2O6t5ul6obYevdnMDu\nTZ3nhjQ1bu5+bp1M8A1ev90NlFS125L+8y0ft9vnF77ibW/hMHE46ydOnATagtvtZqUXIoLHZ0tv\nZP84bURjkX9jNAShUHj48KFHHx0oEinRQsTj8bZs+WzixEkez08BjxuZ4QsGh9fr5fF4BoOBy+X2\n7/8gER0/bufxeLW1tbgHzJYE6lqxYvlTTz3N4chEIlFDQ4NarV64cAERQZCQiKxW6/z5bxHRm2++\nJZfLHQ6H2WxWKpUvvfTihx9+xOVyGxsbk5OT09PTn376qQkTJsIpX7t2Dar2kOqwWCyhUMhms4Hy\nzuFwKioqLly4kJGRAWlgoVB4/vx5q9UKZmY4HLbZbIsXL966dWtTU1NVVZVGo8nJyZFIJH6/H7KE\neL1Aum2Te4wgQxEojI1IJLIgZzQaDxw4MHVqeX19/cmTPMwNSExMROARi8WbN29+++23ORxOYmJS\nQ0O9y+UCWmUhze12i8ViTNFE2vC5555dvnxF21YBIGYcMn16IUVY9VidMDkVdv/46E8+OXfu3Fv8\nM/3V9gcIYFGL2h/Sxo0bv379xokTJ6HowmJVcXERdvjXvxawTqlRo0YS0RdfbAdlUSAQQL4WBzJ+\nPP5VKpXif9moRvjorVu3FBSMC4V+kqN1uVz19fW5uTmnT58JBoMej8/tds+cOeOtt+Y3NzcnJPSs\nqKgIBAKrV6968smnRCIxj8e7fv16YmLiwoULFi780OVy+f0BkUjU1NSkUqmI6M0332Liwkql8vXX\nXyMil8tlsVjq6+vFYvG8ea8SEVSpLBZLXl7e6tWriKhv3ydramri4+Nxw6+9Nq9nz14IsQMGDLBY\nLJWVlQqFor6+HgPSkLH0+/0ymSw/P7+mpqaysjI2NjY7O5sXGSWD5gEGUoFguBG5ekQLxFGUFQGe\nEBfB4D98+HBtbW1lZSVCIOMo3nPPPZmZmSdOnHQ6FQsXLmS9dKmpaYHATz3UEomkQ4fMiopyn8+n\nVCrj4+N5PJ7H41mwYKFYLBaJFCxMrl69Jhz+Sb6yuHglj8ebOnUK+sCIqKiomFFVAaxR3Vy2bHkw\nGCSa81/5qd68/QG0ENXzf7bl1iEwVbuj+rXb50YQ2I0MKf4F5HTLzpP+WyG5G9t4c6f6BeXD9gis\n5D9v+Xh+u/O0l9P8Pdj48eOZAw2Hw1AOFIvFaNdVKpVKpTIuLk4kEo0dO2b79i/BlwN0GDlyRFFR\ncXV1tclkqqysxGBJPp//739/M3ZsgdfrlUqlqK5t2/Z5QcE4tsCH0wTbwmazfffdtw0NjY2NjVDk\nMxqNly9fttvtTqcTlHSTyYTMYXJycllZmVQqVSqVMTExAHNIu9ntdjSHAe6IxeLW1laNRgOoFwgE\nLl68qNPpUlNTm5ubDQZDZmYmMoHZ2dkWi+XixYsIaa2trd98sxcvp2PHToFAoHfv3mBRElG/fg9e\nvnw5FAo1NxvZO/zoo4979ep1+PDhV1995fTpM0iW+nw+r9fbt+/933//A2IPEYVCoT/9qc+xY8cZ\n0uJwOL169Tx58hQUgZHL7dgx7/z5C9euXVu3bh2+y549Xz/22GDU3jQajVKp/J//+eeJEydlMtnz\nzz9/4sQJkUhkMDQlJSUjeGM90dTUmJmZhfxqTk5Onz59/vWv//noo48hc4Xa3sSJE9atW48Pyupe\nqH2ycW6sm5vVR2fPnrV06TL8GKITmaMWtaj9nxnLIyHHhaIUsoXvvPM2QgIRbd/+ZSgUys8fhmJJ\nIBDYtGnzjBnTiQjCr3DH//73N0SE88Atbtv2OUWobrhEMBhcs2Y1uPjhcLhfvwevXbuGIcuMgycS\niRobGzt37gyKoEql0mq1586dQzeVQqFAtjMYDBqNRqvVirABjOLz+SD3jpu/cuWKwWDIzc2NiYmp\nra1tbGxMS0traGiw2+2XL19euXLlrl27ysrKysvLGxoa4uLi/vGP9x97bPCcOXPHjx+flJQkl8vj\n4xO6deuenJyiUCig5CSRSFUq9eTJU3bs2FlZWblnz56HH364pORgz549bDYbaoFEdOzY8Qce+HM4\nHGbwlIjuu+9ePDjT2brnnrtlMhmi+6JFi4jo9ddf37JlC/ZHjjEjIyMtLe2RRx4ZMmTI8OHDiWjD\nhg19+/YtLS1FUpGI0ALB5XJdLhfEPvBRUlNTu3XrFhcXR0Qejwf7MxI8WB7hiLQ80oasDspmnKIV\njDFOmdTvrf59/nqLBrCoRe3ONEQvVo8hok2bNkLE4eOPPyIiBBX4r5EjR1AkfYSVPkU6hPAHc9Nw\nf8xBs41+v5/P52/atJGIINoLtPfDDz/k5uYoFAqTyeT1euVyeUNDw9KlS6qrq2NjY9PT08PhcEtL\ny5dfbicilUolkUigZdXY2Ii5IUyxIhQK+f1+rVYbjgxclkqlcrkc9wxyR1lZ2enTpysqKoBCAoGA\nRCKRyWQ5OTlOp/OHH34Qi8X79+8vLS2Nj48XCoVdunRJSkoCCvR6vWAqTp8+/Yknnvjmm294PF7f\nvn0ZCQI3BvoDXghwZNueZbyZUGTWF95GU1PTvn37EMZ27twB9AOm/quvzlu06NN77rlHp9OBXUlE\nn332Get9xtURbOx2O3qZ2SdOTU2NiYkRiUQff/zJq6++8swzT2OaJZ/P37Bh45QpkyUSCaOb4hVR\nhKyI1jfsj2vhcyNLCTr+bW7RABa1qN2ZBhfJaGaffbaZiHw+H3OsrHmZybYCXTGK/FtvvUmRVTwc\nX37+cMxVCUXGOk+cOAlQAMgD58FKH7KKb7zxOhG1tLRoNBroHr3//j+ISCqVQh2Rx+OtWrUSW+Ry\nuc1mQ+vS8uXLWNIMEdThcOj1emg5OhyOYDCYmJgIJcDm5uaqqqrr16+fOXMmKSlJqVQCskAnPi0t\nLSEhQalU+v3+Q4cO+f1+tVptMBjOnTsnEonKyso8Hg9oHYFAYPTo0QMHDjx79mxCQsLgwYPBGXG5\nXF9/vQfdBWyU1759+/mRcczhcPjo0WNHjhzFDeOtnj177syZs/v27fv0009PnTolkUhmznyCiHg8\nnkwmy8vL69KlS15eHkW0E8PhMAT4m5oaMaoN5S4iKiu7ThH1wmAwmJCQeO3aVR6Pl5z808g0JmiJ\nxQTjwaPsFwqFVq1aje+C0+LzcTgchG3WULF48ZI5c2bjGW/1T/TX251P4kiv+vmW1SX/+aiS34h3\n1+7iN3TUjexzI9J/N3epX5AQvIF9bqhy9UuXP9vv51v6ldzAmW6Kctkv/edbVlf9fMv8dke13/K7\nMHhwLK43bFg/fvyEYDDI5fLWrFn91FNPKxSKUEgDrzdixPCtWz8Ph8M8ngDJOpY+YuqIhw8fevjh\nR0IhCdPK27x507hx4/3+n3qJkN+jn7SD+UQEnUOcBxFOKpUmJydjS3Nzc3Z2dkVFRXV1NbYoFAq0\n3NbU1EAvH3HCbrf7/f5//vODBQsWer1eDBXTaDQQjnruuedPnz5tNpslEkm3bt2KilbY7cmBQABn\nE4lEbrc7Li4Oxbyamhoej/fnP//53LlzOp1OLpd/++23er0eJTqVSlVYWNjY2Lhr164uXboMHjyY\nCeojTYrAgIcFDmPJUvwBHIPwcPbs2eLiYmQ7k5KS3G63RqNJS0t74IH1REOBqBBOiIjP53fo0OHK\nlSsFBQVxcWGDoYnD4UCw3+l0pqam1dRUQyMKql3om+ZyuUlJSVChDIfDS5cumz17VjAyITPUZjQl\nVjNcLhfqG0RUVFQMGj3KXfhG7G8ul9s2NXrb2p0fwKIWtT+mQe1izZrVRDR16jSHw9eWccD48XBz\nIFIz7DVuXMGKFUWNjY21tVy4OSJCronbZvQXw2E8Hs/tdm/b9vmYMWN5PD5FIt933307YMBDGzdu\nNJvVzc3NPp9vyJDBX3+9x+/3X74sFwqFFy9e3Lbt85dffkWlUvn9IYFA0NDQsHJl8XPPPS8WizHu\nWSKRfPDB+3PmzDUaFZWVlT6fr1evXrjP/PzhR482gpKQkZFRVLSCiHw+X0xMDGQJa2qqiejUqXuV\nSmVVVZVAIGhsbFizhh5++JGUlJTt27f37t37+PHjXq9HpRoyYsQIpVJZXl5+zz33pKamhkIhsCRA\ny2SETMbRQGAAbwVN0GAkhsPhpqamNWvWlJWV3X333Wq1Ghr8eBY22IXtvGvXbr0+/tq1a8899xxA\ncHx8glAocTqd6L8Wi8V6fZzLxUFuEPNTiCgpKQmlO1QWBQLBpk2bifhIGvP5/HXr1nM4AnAgQXgp\nLl5JRNOnF6LGuWzZcgQ2/CRYGez3YtEUYtSidmcaModTp06bOnUaE40NBAITJkxcvHgR0oDId0EL\nkQ0FJqL16zfAqWEjj8e7//6+u3fvgpsDCBs3bvxnn21mBaFQKFRQMI51OMHVDh36OBE1NDQEAoGk\npKSUlJTvvtsHkkWHDh2uX7/O4XCee+553C28fCgUeumllwEc0U8WCoWefPKp+Ph4tVrds2fP7Ozs\ngwcPnjt37qWXXq6trUWMSUtLu379eqdOnbOysrVabXx8fF1dXTAY7N69x4QJEw0GQ01NDYfDycvL\nmzFj5r333peXl3fixIlAIPD99we9Xg8RTZ8+3el0Hjt27P33/zF58qR+/f6CsI1k2iOPPNy//4No\nSEDMHjjwUaAx3CeHw+nT5z5Q5H/44YfJkyenpKQ0NjYYjcaEhAS/35+YmPjKKy+zd4XCnkAgGD48\nf+jQISqVavbs2TabLRwOm0wtrHML0ArZQopAUq/X29TU2KFDJs6MT/DMM09LJBKW3iQiqD5SpITJ\n4/FmzpwBeF1UVLxiRdGKFUUs/UuR4QOYAzdnzuzfRQoxGsCiFrU70+C2wN5mgq2MecFkOKCagcjE\nbTN1Zfr0QiYVwcpmCHhofIZ/B60cGapgMLh58yZ2BkgvqlSq+fPnt7a2ymQyhl1kMhkGMyYlJen1\nepFIZLfbrVZrU1NTRDxJ4vV6A4EAoEZaWlo4HLZareXl5RUVFbW1tSdPnjx9+rTX601PT9fr9Xa7\n3ePxIDRmZWWdO3eOiBISEjp16oR2ZrfbrdVqrVbrvn37vF7v1q1b6+vr33rrLT5f0L17jw0bNh48\neLC5uXnAgAGnTpWeOHHyyJGjADoMthIRbokREdmygPn6e+/tvWzZsm3btt17771XrlwhouPHjwkE\ngpSUFKfTOXXqtKlTp7S2tgLocLlcuVx+4sTJ/PzheXm59fV1fr8fSVek8oRCoUQiQc0PaA+fD2SQ\nrKyslJSU1tZWr9eLrmpGZkHCk9pAbdbwx7KdWGQwTRb2FMuWLV+6dNnixUuiASxqUYva/5khbjFS\nHFNAR22D0axRQQGDgMUeuGx4OlSScDjcH3gBDBOwqg87Cv+KHb74YpvH4ykuLmaM/OnTCzEZBJ3C\nLpfr7bf/HgwG4YUFAgGEM4gIiS+NRuNyuYxGo81mk8vlKpWqY8eO6enpFoslJiZGIBDU1NQ0NjYa\njUapVJqbm+twOJisMO5BoVDIZLLm5ubq6mqXy6XT6RwOB+gSI0aMeOyxx7799luRSPTggw+iBY2J\nvoOD7na7v/tu37///S2Xy7XZbDjzV199zePxAoEASBAoShHRPffcExMT09LSkpubiy2nT5/GnEwM\nVoZKk1QqhQbx7Nmzf/jhh9hYPUV4oRQpQfn9fgyDxpdiEQUvJyEhQSaTIaBCfQqIDQHJ5/OBhchI\nJYxQil46pvaLpgVIhDC9q7bqjrezRQNY1KJ2ZxrjASJnhVjl8Xi2bPls+vQZjDvH6h9tBRKZdC9C\nEZsOBT/ISGswBLC2PHIiYuGNiMRicU1Nza5du1iJRSQS1dbWHj58mMfj2e12ihAXpVIpWp3+8Y/3\nkL0Mh8NOp5PD4Wi1WrVa3dzcDARjtVp5PF5cXBy8LQjuIDjU1dWBwgchQV5EaB+lMp/PJ5VK+Xx+\nr169TCbTAw88IBAIysrK0JfG0Ak8OPZHHEXuDipcaKJCTxVCiEajOXLk6NGjxzQaTWZmZnx8fEND\nwwsvvDhlytTMzEyDwaDT6RITE//+97eJSCgUxsXFyWSyvXv31tfXI/DHxuoZRb66uooXmfuFb9HQ\nUI8YhoGWDz/8yJo1qyG6DwXkzZs/Gzt2DBObp0icw9dheUImgYjcI1OTYnUy7MnGdt/mdueTONJX\n/3zLuXYEtmHtttwkC7Gd3br5yzeisvFftZu9n+4l//FMv3Sq9pdrf1i7M7dnhbZnIVrbH/X7NDiy\ndevWTpgwkd9mCjARgcwWiIwelkql+fnDiGj79i+RqhoxYnhRUbHRyEd3VyAQOHHieP/+A4JBCfCH\n3+/fvv2L0aPHUKRKBKb+2LEFAoEEXlgmky1ZsriwcLrHIwuFQrt37x4zZgy8qlarLS0tfeCBBzDa\nmIgMBoNSqcTEZIvFQkTIpyFaCASCt956s3PnLkQUFxcHD3v48KHY2CEGg4GIFAqFxWJRKpXInul0\nOolEUl1djZAgkUgsFotKpXI6nXK5nMvlZmVleb3eixcvxsbGGgyGl19+GQx1h8OBVjmfzwe6I8AQ\n8qhisRjBHllEkUgkkUgYcsWtpqam4vWeP39+//79XC5Xo9EEg0G9Xp+TkxMIBD79dBGResWKFd9/\n/31TUxNSefgvcoCZmVnl5WUymQx9WjabLTk5pa6uFuRPPHt6ejpF2swlEolKpWLwF1+2LY+UNQJS\nZElBEYCOWwWvBC8cqxNEsv/ab/WmLYrAoha1O9MYG14sFiMZxUiGkORg8hyjRo3cvv3LL77YHmoj\nM4+AJxQK27pCwDWMx6QI2EKqjdGvcRI4fSJCbgpwyu12d+7c6dy58x6PJzk5GdOEFy36dNas2TKZ\nDJlDj8ezfPmymTOfUKvVgIznz5+fN+/VefNek8lkEonEbrcbDIbm5maKtNyGw2GHw6FQKH788WJz\nc3NmZmZubi7ccU1Ntcfj8Xg8PB7ParW2trbW1tZ8+eX29PR0TA67du2aWq2+fPkysBRI816vFyHK\n7XYDybG2aMYeVKvVUGhkSddAIAB4pNVqtVotEUml0paWFrVaLZVKT58+HQqF1Gp1KBQym83QC4Y4\nFsTyhUIhcI9QKMzJyUVmEqJcbrc7JSUVY6wVCgUmq7333j8Q+zEUOxQKbdy4CQlDqJZwuVwMJkV9\nSyAQ4H8pAqwR7IEyEYNxQhwS+j0MtIwGsKhF7c405IiICF4VwIKIHn98GPNNCGlbtmxleSdQ5D/7\nbAtShXCIPB6vX78HDxzYz+VyhUIh/N3o0WM+/3wrylqggRQUjIPfhN/3+/0zZsxE9MLlhEJhWVm5\nQqFAotJqtQYCgVdeeVUoFGKgpdvtbm1tfeONNzMyMjDHEgWbuXOfvH79Ovyyy+Vyu90mk6lnz15w\n/YmJifHx8X6//8EH+zc3N8fGxiqVSsDE9PQMXJoJ7Wu1MQ8+2B+dzgqFYunSJR988P5LL72I0CuR\nSAYNGvjoo4/k5w+DbLHP5xOJREOGDGZ6862trUOHDsFpAT35fP4999xNESkT3PPevXvQ+oZZMDEx\nMe+++05rayuwWjAYtFqtNpsVrW9MAorL5V6+fAnSiBRhYZhMLSiJ4bMKBIJ3330HQUskEiHvWlAw\nlnFnOBxOQcFYoDHGzZkwYTzAIpiQSM9itA1Db0T0xBMzUb8M/x5kcqMBLGpRuzON9XhhpY8oEgqF\nIGUE9XRGSmRSUgxPTJs2lR8ZXCkQCEpKDlCExg3uwNatWyiSPwQ1ERlLIgJqEYlEQqGwqGgF1vs4\ns1gs9vl8ly9f/uqrr8B0b21tBdnEbDa3trampaXhhDabzePxENG+ffu+++6777//Xi6XNzU1NTc3\nYyCn0WhUqVSY8Ziamopwq1AoGhoaYmJiHn/8cXSnAW4ajUaIAhcWFnbs2NFoNA4ZMqSgoGDJkqX7\n9x/Yu/cbkUgErseePXs3bty0Zs1awEFG5Bs+PD8UCslkssTExBMnTvbtez8iN56rtPT03Xf3QhFO\nIpHodLqRI0cdOXLY7XafOHGirKxMLpe/+uq8+fPfQh7y0qVLPB4vNTXNYjFLpVLQLpASJCLoY7FG\naSLC8E+BQCASiSDeQUQQ1gICIyJk/xjdA4EKfNG2XERuZOglh8NZuXLVzJkz8HVYHwV2iyKwqEUt\nav9nxsSEVq9exaQC4aE2bdqIViR4yTFjRuMQtjYfPXoUEYGfJhQKEUgo0p6Mwhi2wIPDY0IIkbld\nn8/HBDWA/5DMzMvLPXfuXCAQEIlEXq/X7/d/9NGHZrNZJBLp9XqbzdbS0gICBQYih0KhlpYWlUpV\nX18P/AH+OsgIWq22tbW1tbUVYFEoFF66dKm8vFylUt133339+vWTy+Xw43w+f8KECdnZ2SaTadCg\nQRkZGbgHlIKg3CgQCECGRBoNio4+n2/duvUbNmxkmIbD4Rw+fASwFXx3UC26dr0LUY3R/CorK3g8\nXlNTExQRiWjGjOkqlcpqtXo8HjAM6+pqEbPR80BEp06dZFRAxv/Et0tMTIyJiSEiZB1R8cJ5mFAI\nTsKPTGkhokmTJjIpKWQUORGZsZUrV5pkOL8AACAASURBVBUWTkPdC53OTzwxs23zwO1sv4NbjFrU\nonYTxlJABQXj0MgFggYRTZo0GW6Okd0p0scKtwsDuhIKhYAFAwY8BDfHnOnYsQWsE5Zp8eFCDPMR\nEVb3UqnUaDRmZKQTkcFgQMBwuVzLly8jIrFYrNPpiEgoFJrN5vnz3+JwOBaLpaGhAYmyxMTElpYW\naDuJxWIE44qKCmi9WywWYBGxWCwWi2tra0UiUWlp6dmzZx0OB+pJPB4vPT393LlzKpUqNzfXYrHI\nZDK73Y5bhaohIgGgDJfLxdkQeAAoKdKGxepMFEnBlZdXlJdXQH0YXW7DhuVTpGPBaDTW1dUtXboM\n+wNEMrYna4hmawUWvHF4VVWl3+9XKBQ6nQ61t3feeVsikQAtIUqhf8DhcBQUjF2/fgPrnZgyZfLq\n1WsYbQf5W2qTOSwqKp4+vRBrEXxHFBd/mx/irbQ7n4VY0m6Lqv2YqFs2O/imxjjfwjP/N5mKt46B\neaOnSv/PW9Ttt7Sfv5x/Ixe77SwcGaIByMJtMzWY9XKxuv2XX+7gcASs15WIVq1a3dDw0+CocGQS\nCpwpi3OoM7WlXI8fP4GIHx8ff++99+7evZuInnrqaY8njELR2rVrid5rajL8/e8Kv98vl8tZi7RW\nqw0EAjKZ7OTJk7t27SSisrKyS5cuyWQyLpfb2NjQ2Ejx8QnBYBDDWaARlZWVff78eejN+3y+ffu+\nGzFi5MmTJ6GpYbVaKZIrGzJkSH5+/v79+3v37p2RkQERYaFQKJVKPR6PyWRSKBS8yCQz5PS4XG5t\nba3P54uNjUWBCjcMAj3rDUfsAQcdA2KkUmkoFIqLi3O5XA8+2P/KFZ7H46mpqREIBKdOnVqyJMzn\nx8bFxZnNZiJKT8+oqqrEgcFgUCaT3XVX1wsXzre2trKWg9zcvKtXr4TDYb1en5GRoVQq33zzrbff\n/rtOpwOMxmsMBoMI1URkMpkY/YQik0jRCRCOjASjyFID33fq1ClLly7j8/nLl69osxq5re13EGOj\nFrWo3YS1FV8ATkK3MhExmjVLKrZV4ghHVOqBqxhKg5sGcmrbY4SzMcAHfY2vv/4agQ1EBtDZ4bLh\nNIEwgGZefXUe479lZGQQ0dSp0yorK0HAA3lh2rRClIhQ7iIivT4OnVuYrVxeXkZEWq0WVTQIYVit\nlnA4/Je//CU/P7+8vLxbt27Z2dlWq1UsFjO+g9frVSqVCOdMwdbn82FAM8jxeId8Pl8ikUCWCU/B\njWhLUoTBgZAGWgrOD1wVDoe1Wu3Vq1cR3hQKBTKEgUAATBPUEdHU1aXLXSwjCoK7TheLZjhQYAKB\nwIcffsTymXiNiLJs1YIli8fjWbx4icvlYmUtxgtlhHsOh1NUVLx8+Qoi8vv9IOn8LsR8owEsalG7\nMw2oiyJ4C2xpJIgQyZhGw9atnzOlRNAQPv98G/wpknVcLnfgwEH79n3HVDaCweCkSZOhFMyQ2fjx\nE8A1v3TpEgIbdA6BgcRisdPpfOut+cjXgfUXDAZffXVeKBSC1pTL5TKZTBMmTLx48SKGh8lkMj6f\nr9FoHQ6HRCIRCATNzc0KhSI+PgGxBKGitbX1rru6Dhky1GAwJCUldevWLTExsUePHkKhKBQKDR06\ntLy83GQyPfvsMwMG9FcoFOidkkqlM2fOGD48H2PD0BU3ZszokSNHAE5JpVKRSDR69CjW3Qzs1b17\nN7wKVv/LycmmyIBKvMxXX32FiMRiMeOs7927x2Aw4LYxt7Oiopxp9gPYXb9+LRgZNIrw3NjYgIjC\n4/GSk5OFQuELL/wNNTaJRCKVSnEgPjSyjp988r9z584BLIOWitvtnj69EFJYTONx6tQpWHkAZ4dC\nodmzZ+FJ23JHb2eLBrCoRe3OND6fv2rVymnTCkORMR/gcTz++DD0RWE7/omtzeE9EdjA6QD42Lt3\nD0W0EBGQQDgE2mDE67Vr1/j9fqVSGYrM7wDPG1hEpVLZbLYlS5YAkDmdTq1WK5fLeTxebGys3++3\n2WzHjh07cOBAa2vr/fffn5OT09DQAAd98uRJjOZyOp2gnnO5XIfDgTgkEomsVmtLS8uRI0eOHz9+\n8ODBkpKS7OxspVL5yiuvXLx40ePx9O/ff9OmzTt27ERsBk/9b397YefOXdD4qK2tbW1tXb9+w+LF\nSwKBgFgslsvlCoVi585do0ePYhJToVCotPR0r1494fQBW69du56VlQnOBR559eo1a9aslkqlSqVS\noVBwOJyUlNRr164eOXJEIBDExMS43e7k5JTKygo8DvrkcnJyz5w5zZK9fD4/MzOrrq42FAoplcqE\nhAQul/vee/9488030AmAKIWMLuZZi8ViNqIFmUlWs3S5XC6Xy2q12u32wsJpn3zyv8gfIpPcVmzl\nZ0XN29aiASxqUbszDRN1nU4n3Bx8IgsqSE9hxgercoXaaL8ybIGghXOioMLIIBRhNOBAsBA5HI7V\nakVt5sMPFyKBxhRmP/74I5PJBOVAdPi+9to8hUJhs9mam5tramq8Xm9OTo7ZbDYajVevXoUzlcvl\nZrM5MzNTLBbn5eW5XC6v14s0l0ajaWlpiYuLCwQCZWVl8fHxgEqIslOmTEFGEUd5PB68EHht0PfD\n4TCkOpxOp8/nc7vdAIgIunD9u3d/hZ5uJr9EERIEYgCrDuJV8Pl8jFeGojHwE4JNVVUVl8s1Go18\nPl+tVhORWCzGvwJOEZHH40H/GYZPEpFer4fYFaty4Tba6mXgusDNFBnJjYIlaypH9QtUEXRee71e\np9MZDAbnzp2zbNlyRrXnRcV8oxa1qP1fGXwWmOuodoBPiJo/0mWMac0UOhCQkESCawYvnIgefXQg\nq/xjy5QpU7FyZz1n1IYvgGiH2Ol2u+12O/QpLly4AGnduLg4RFnIalgsltbWVo1GU1JywO/3x8TE\nIEXmdruRdbx69Wrfvn31ej3r4eXxeHq93mKxVFdXSyQStVrd2NioUqlwnzU1NTExMSdPnuzRo4dO\np3O5XLg3nBChKC0tDblNFqchdUGRWdXszXAiIpB4upMnTzElfpAzr1y5ytYBXq9XoVAsWLAQ8BT0\nCnwRi8Xi9/tVKhWrM+EVMYI73jDEKgGacc6YmBj8LwufoYgiM9ASng7vCt+CF5lbxvKBoVDoxRdf\nePnllxYu/BDPgkXM008/RZFsM2Oo3uJf6G9gdz4Lsb383dT0n2+Z3+6gknZbht/UxW+dYqH6BiYy\n38jU5t+MGXizpMNbR1a0prfbVNXuWvN/o4vdllZQMG7t2k0FBeOAmVDtgDtjbDqKSCOyNCA097C6\nBwBiguhIDDKPiYawtsT6iRMnCYVybpsJLFKpFIcIBAIItPfo0aNfv35nz55tbGyEJDyojNevX6+t\nrX3ssccuXPhJwS83N7e6uloul5eVXe/Ro2dycnJ9fb3JZAKYu3z5Um5unsVi4XA4NptNLBY7HI5H\nH3307NmzWq2Ww+H07Nlz3rxX33//A5Aj4uPjoeGE5wLIyM3NDQaDV65caW5u1mq1IBOiRsikdRHt\nkFZF8ENejk2WAVzDO0G4Qg+ZUqkUCoUQIwZ1vmPHTvX1fvRrX7lyBZEGbH58FMROgE6cH6JWXbp0\nUavV6NoGSkOVDggS8QnVShQyKSI8j40sRfzMM08T0YcffhQMhsB7ZK3NRAS9MTbE4L/3S71ZiyKw\nqEXtzjRkxogIkAshgc/nb9/+BWNdw9OxliaEKBD/2AKcQRP4TVD1+JGh9aHISGI4QWjrIZ4xvUS/\n35+Wlpafn19VVUVE69ate+WVV+rr6zUaDY5yuVyVlZUNDQ1xcXGss0qn0+FOmCc9c+YMUovhcNhg\naCIiDocDiamkpKS6utq4uDi73W42m51O57Bhw957710ievDBB8FMEYlEyD3CO4Og7/f7169fv3Hj\nxsbGxuvXrzc0NNTW1jY0NLhcLjwdCoSIEyATsqY6xOlwRC0XcIrJ2NvtdqfTabfbIRCMR0C1CcrC\nyLV27twFcA1yU0KhMDU1LRSRNMSZu3fvodVq0f4FvItnxxUZeZLpP+F74W/Wz04RjsmiRYvbqlki\n4hLRBx/8E4MLoB4JcHybWzSARS1qd6ZhyT9hwkQMm2+7oGYCDQg2o0aNBChhcWjs2DFtl/Zisfgv\nf+nHuGoIAJMmTWYLfyQMJ0yYiKMYARImEAj+9Kc/WSyWtWvXEpHD4bBYLNnZ2Z07d8YsFbvdfuzY\nMYlE0qFDh/PnzxMRaB0YkuJ0OomoubkZVSiBQKBSqZKSkhMSEhUKhUqlUqvVcMcKheLMmTOtra19\n+vTp3r37pEmTd+7c1dLSolQqkY2cPXuWQCBQKBT8yGTIoUOHBIPBjh07ejweg8FQVlY2b96rly9f\nvnTpks1m8/l8wWDwsccGsZwqCIG9e9+D0MU6u7t374b4gbwi9BIvXrzY3NyMkMDhcMxmExFptdra\n2lpkLy9fvqTRaPBK3W63y+U6efIEIBRiEliIGo0GxTCsDF555WXIguBz4E4o0h2B3OOaNWsnT55E\nkRwyozUuWbIUXxkrjBde+BueYsGChYDpL730ItM1/q/8Tn+V/Q5AYtSiFrWbsGBkjGFbShvQAxwx\nw0/YwsTRWW8TWoXg6fbv3zdw4KC2bI7i4qIJEyYCcKDZC75bLBazuhERCYVCrVb77bff6nQ6Lpeb\nkJBotwd69uwJ0mBzc3Pnzl3M5niBQJCTk+N2u2tqapKSknv0uG///v3Z2dmhUEgsFj/66ECDQRcX\nF9fU1JSXl1dbW+tyufh8fnl5eceOHVNTU+Pi4uLjHy8tbbBarbNnz+7atev+/fvnzp1bUVGhUCj0\ner1AIKisrFy3br1Wm4hZmvv27Wtpafn446MSSX+M1gwGg2azWS6fXlfX4Ha7v/nmG5lMlpmZSTQY\nmop4qwgtjKgpFosRHkwmk9Vq/eqrrywWi8lkIjrgcrliY2N5PN61a9fC4bDFQhB+NBgMeXl5mZmZ\nRAQkijCDbCFKkuB0IHgnJyfHx8cD/AGHsbY5lhGlCCDG18RnAtUF+ssU0aPitJnFTJGOsbbzU4C/\nmSbI7WxRBBa1qN2ZFo4M2JXL5fBNPp8PCrxExNb48FNtaXVAJ6imAEvt378Ph0gkEgC14uIiIuJE\n5ox4PJ7Vq1eBtgfA4XK5cP709HQIXjidTofD0djYcO+99yKCSqXSysrKH3+8iHmPGK8sEomysrL0\ner3ZbM7IyICau8lkcjgcp0+f5vP5iYmJFosFPprL5WK0CjR8TSZTMBi86667ysvL09LS6urqgD5F\nIhF07pVKpVqtFovFmzdvNhqNCoUCMhwOh8PtdvN4PKlUmpqaqlKp4uLiEhISMA8Fg0uAxkC4oIj4\nE0UoGER0/vz53bt3GwwGqVTaoUMHIsrJycH4MSQwiaimphqMfy6XizdfWVmhVCpBYwGORJM1og4r\nkjH9KqlUSm261FFdYwwarEhCET1fHIV1Sdsvy2sjNg9qD3rscBTrCLyFv87fyKIBLGpRuwONw6FN\nmzYiO4RVPPgXI0eOwg7hiBAi/NTIkSOYpBATH2Jpxj/96X6KrPqRgJo0aTJFvCcRgbeNVTx2YC4S\nfVHwkjNnziSiwYMHd+zY0Wq18vl8qD1ZLBapVBobG2uz2RITEw8eLKmtrTUYDHV1dUlJSTweLzEx\nEUJ/TqcTDAsmgmUymSoqKr744osff/yRx+PFx8f/+OOPJpOpf//+4XBYJpNBusLpdDK9eTBBoLVR\nXV1dV1dXXl5+6NAhm8125cqVS5cuicXitLS0rKyspKSkpKSk1tbW5uZml8uFuBsIBA4dOtxWCNHv\n93/66aLy8nIgNpVK1dLSMm1a4bVr18rKyvCkCDypqWmQIGGqgykpqUzTC1m7a9euMtIHgtzSpUuY\nKgpiEopVWF4wWMyCGVudIOvLieikgG8CWMbuH1lQqHhwImr0TGzlNrc7P4WoLvn5lk/aSdut/q2u\ndQM8wF846qauZb0BMcRfGFJ8c6qPvxHjseqXzp3+n692s7zE9odNvYGj2msh/g4tHCYkhFhvMqMU\nEhFrBP5Zs2pbYT2UWNqSsJn7xkAQikQsLPDHj5+wceOmsWMLuFzu3XffDU1eIgKMwFFXr17FUcXF\nxRwOx+Fw9OrVi4g6derUr1+/bdu2QdWJiFpaWvh8fn19PdqNd+7cEROjCwQCZrO5pKQkPz9/1aqV\nWm0M7sTtdttsNo/H3bNnr2efffbq1avjx48vKytDhUwul9tsNoFAoNPprl69WlxcLJFIWltb0ayG\nSIB86ZEjR4jIarWCQDhjxgy73Y735nA4UOsC4mRqTHw+Hx0CO3bsMBqNDocDCVWw/BFOkPSrr69X\nqzVOJ08sFtfX1+t0ulAoNHTo46WlQUhkOZ1OpBBTU9M4HC4iFqTx//nP/wkEQl6vV6fTAclNmzZ1\nzZq1jF0yfXohRRYlIJUgOOHzMdYobgw9Z4xlg3/CoDIGxNF0cet/p7/WoggsalG7M238+AkbNqyH\nOi36kDBxiojQmMVcMBHt2rWbKSXCkMUCbmP1fHQlc7lcQK5AZEIxYhsRuVyurl27xsTEDBgwgHHh\nsN4H+46Ivv32W3AEpFJpz549icjpdG7dujUnJ0epVCJigTERCoV+/PFH1prG5XLdbrfFYkGPcE5O\nDriCEokEdz5kyBCDwfDQQw81NDQQ0eDBj+EoJPEUCkVRUZHf729tbTWbzagzsXKgTCbr3r07Ep5+\nv99kMlVWVmJWJF4gmqPZK5LL5SCV2Gy2ffv2VVVVISLGxsZqNBosBZCUQ/aSzUizWq0ARj6fD4pW\njC4YCoUSE5PYSwNN9L77+oAJKRQKFQoFItOKFUVIaWIlsWTJUopoeuE+g8HgsmXL0fXM9mHQClEN\nKC0U0Y5ifHpOG9nM29yiASxqUbszzefzjRo1miKNrqGI4CxFAo/f7wdjjSJ5JFZWwRZw5xgXEe4P\nQ4qBFSjCIwABZODAQR6PZ9CgQXq9ntVv0MzU2NhoNpsxlwQTUsLh8AMPPPD9998TUdeuXc1ms9ls\nVqlUCQkJRGSz2SAcJRKJsEWn06EUxOfzDx06RERJSUk6nc7v9yNIE1FaWtqJEyfYEGQiAkRDc1tl\nZWVp6Skul2u32xl5r66uFv0GHTt2nDhx4ty5c41GA0DMhQsXUKx699132EuD9elzHyS4nE7nunXr\ndu7cef36NWThBgwYMHjw4M6dO1dWVthstnA4jEygUCi0WMxEBH1eSPpu2fIZ0oBovSKihoZ6lnrl\ncDhyufzYsaOhSKs4q0ux/ZFInDNn9qefLsLfrLFh1qwn8B3xBng83pw5s9lYZwbHWcBzuVzINqOq\n11bj47a1aACLWtTuTIOPY/GJy+U6nc6dO3c8+GB/OF9Mrpo4ccKXX+5g1Xsulzt06JA9e/aybt9g\nMHj48KH+/QfweDzwQTgczpYtn40ePYZJHQaDwS+/3M7j8VpbW41GI2gXPB7v448/EYlENputqakp\nPj7+0qVL2dk5zc3NAwcOHDp06NGjR2Uy2f339z106BAmW/bu3dvn840ZMxaw79q1a8FgsKKiolOn\nzkOHDmVkOYvFkpSUfODAAajTxsTEdOnS5dNPF3311VeFhYU1NTVIHp45cxatvqFQ6J133tm9e3fP\nnr0sFovH49HpdAMGDMjIyMjPH65QKJRK5blz5xITE3Nzcw8dOvz8889nZ2enpqY2NDQgEQqo53K5\nIMFFRCqVSiaTffDBB+Xl5ahvAWC5XK7evXs/9NBDFNFqQu0K2BfRC/3C8fHxRCSTyeRyOVYSLCYR\nkdVqRV8BRXrLgOFYaQogj3UsAA4y1Mu6uIKRgQNMw5cpO2Mf1D7xJoPB4Lx5r82f/9bPGiFuW/sd\n3GLUoha1mzBWhgH+YEDqwIH9yJuxeRn5+cOQ72I+a9CggaxvDP56//59SHyBqkdEW7duQWorGJka\n/NVXu6urqwOBwPvvv//xxx+/+OILGo0mHA5XVVWdOnVq7dq1BkMTGA0SiaS0tBRr/7q6Or1eL5PJ\nELQyMzP9fr/b7YYIEyIQIgeIi7grZCxtNhufzzcajSaT6euvv4ZaYGNjIzgXENDyer3r169XKpWx\nsbFJSUlZWVlKpRI6Fz169Ghtbe3UqZNerx88eHBsbKxEItFqtXl5eenp6fHx8W632+PxPPPMs3hj\nGJjJUKzT6eTz+XfffTe2pKWlpaSk5OTkQPOXiHDnLEdHkUZvv9+P5CFF9DJY+zNFpBGBHWNjY/G8\nHo8HU8pYfxiwIFujIBqhPgc6KNuNIkBt8eIlzz33LKeNAv2777738ssvITOMNywUCv/5z/95++2/\nA/je5hYNYFGL2h1rTCMKa3P4sgce+AvTnMVun3++DTswVuGOHTuZf+RwOH/+8wMUmQeG8sn48RMo\n0kIkFouTk5PZRcvKyvr06TNmzBgimjJl8t13371z586amhoM6GpuNnbq1Ono0aNisVij0Zw8eaK6\nuspisSQlJaHV6R//eA+8QXhhrVYLBduLFy+CRA5aCoQQWXGrX79+AoGga9euZWVlGRkZHTp0gNAi\n8qLhcBiTtPLy8rKysvLy8gwGA8Cl0+m8fPmy0WgcPXo09rfb7S6XKycnRygUoneN6S2FInJcNTW1\nGCet1+tTUlL69u07fPgIuVxeV1eXlZVFRG63u2PHTghFFMnixsbqY2JiMLqFrRUkEgmohsFgEOFZ\nJBIhnoXDYVBaOBwOFP0p0urQlmjD5BMpQjtkQipQEkEWF/t/9NHHzz77DGiQ2O3dd9977bV5+KwS\niUSn08XGxm7e/NmMGdNv+Q/0V9udz0Ksqvr5ll/g5rUz201d6xdk/W7ZrOcbsfSqn29pLw94Q1KE\n7TmHN7BPe+v3n3ch+iWyYvtbSr+B86jbnchacgOnbm+/T14iZMjZBBCEhKFDH9+16+CAAQ8BNITD\n4Q0bNo4aNf7rr/cgMPB4vD179g4a9Pj69RsA3TgcDlM3Bx0DHhaHl5SUQGBp2LCrO3Z8+frrr6vV\n6oKCgvLy8i++2D5ixPARI0Y88MADBw8eDAQCEydOWr9+XU5OzqlTp0QiEWuVValUQqFQrVbD7a5d\nu2bkyFFXrlwxm82hUMhoNBARl5usVCoBgzCOWauN8fl8MpnsySefvH79+ptvvlldXa3RaNj4ErPZ\nvGLFCoVCAZHDQCCQlJTk9/tTUlLUarXf77dYLIMGDdJoNDKZrKWlxeFwsHCl1WptNltCQoLL5UJ3\nNuBRMBgUi8Visdjn8xmNRiIqLy9Xq9W5ublSqVQul1dXV5vN5suXL1sslsTERBQa3W436lgymcxm\nswEeqVSqoUMf12jSjx07BklJgF2gT1A0k5KSiMjpdGo0GgwSwxtjg0ZB5SAiNJw5HA7UwNryCRn9\nhE3gfOmlF99//wMcjnJmhw4dAC4xh/N3QUGkP0IAi1rU/pgGYgVKI9CTZWlDeDSKLNthWK1z28xx\nFolEjEdOEXIHUBdEeKVSKQgR2dnZjz766I4d5PF4KioqrFZramrqk08+STQ8HA4bjcYhQ4Z4PB6Q\nwkHiAGOew1HZ7TbQC+12e05OzoIFCzGwMSMjA6QPGJ4CtZnExKSGhnq45j59+kilUoPB0KtXzw0b\nrshkMolEwufzvV7vsmXLMEIaHhnhHPE4Li5OIpF4vV6r1XrmzJnc3NyysjKpVGq1Wnv37q3RaHQ6\nHZAZmBR4k3hvoYgwrlQq7d+/v81ms9vtVqu1qalJpVKdPXu2paXF5XJhfJfFYmFdXwghfr8fohtc\nLlehUHi9XrZKCAQCCQmJKlWcyWRSqVR6vR7vXCQSsZltrPmMZXQZ9oLMI1NQXLp0WSDwU8GMhbpA\nIPDBB//0+XzB4E8fWqfTrVhRpNPFMTyNZzx06DDR/f+FH+qvsWgKMWpRuzMNpZd169Yy7gMqKPff\n35fpP2G3L77YDsfHiczR2LlzF6o1TGhq4MBBTGKKiLxe74wZM8PhsFgsTk9PHzBggEwm+/DDjywW\ni9Vq9fl8O3fu1Ov1nTt3CYfD169fD4fDSUlJJ0+eHDdufHx8vFgsRpjRarUDBjyk1+vB06uoqDCb\nzY8/PkwoFJ46dQq3nZ6eEROja9tf5fP5VCp1KBRKT0/v06fPmTNnEv8/9t4zSop66x4+VZ3jdPf0\n5DzDBGDgAjMkJRoIRgwIqFcxkDMKCpIkSc5BQDGAKAgqGAAVUEAEReIwwyQm59Td07mrq98Pm653\nnjt3rYeHv9er2OcDC4rq6gq9frv2OfvsExn5wQcfKpVK5Bg7dEjPzMzYu/cTlUqlVCrlcjm2z5jx\nKi4hLCwsKChIoVCsXbtGo9FAQNjQ0EBEw4Y9VVdXV1NTg04DnueXLFkMsSUqSU6nMzQ0BEIYk8mE\nDutFixY2NzfX1NTA3ZHn+by8XNxn3C6v11tcXAS8AWKpVKo9ez7Cw3I4HNAiVlVVYlgaWCCSioBh\nPCDBgoT8IyuxBdPOvP55pBMmjAdLw0OHhPL1118TFIbYc86cNyIjI0NCQpCiVCgUffv2Ac/+S8jo\nAwwsEIG4M4NhmI8+2j1ixNMWi0tQyZ88+WP37j2g6UCxZNSolw8c+AwfAYzde+89R44ctVqtYC0M\nwxw/fuz++wcIrc0cx2HWs8PhWL16dUVFRUJCwtChT44bN76wsLCxsVGhUOj1+sLCQp7ntVqt3W4/\nduyYQqEYM2ZMQ0ODWCwODQ11uVyNjY2dO3eur69Xq9WhoaG5ubkejyclJaV3797nz5+Pjo72eDyl\npaVEhAmcKpUKKS/U9jwez5QpU65cuaJWq4cOHdrQ0KBWqxUKhVwuf+aZZ6urq5OTk6ENgf5erVZv\n3LhJJFKC1ng8HplMtmrVap+vI0QTMTExUql09+6PUDoEJRIYD8dxzc3NarVaEHbqdLqIiIjm5mbk\nQmNjY+12e7t27SwWi9frPX+e1gRhlwAAIABJREFUDAYDymwcx6G/rbm5GczJbrcDnCwWi8PhsNls\narW6ubmZiDD/MygoyGAwoNbV0uhEaEkGuEKLSP4XC+Ehkl9wyPqnLQs02uv1qtVqrVaL8Wzh4eHo\n+kIQEdheQIUYiEAE4r8Wu3fvGjZsOFbDlg2tbrfbYrEAA4S6js8//0lQcjP+uV+CfA6LKfqCye/L\nl52dDd9CInI6nRjxlZCQUFVVVV9fJ5FIYmJioqKiYmJiOnToMGfOG9nZ2RUVFSBqHMfZ7XaZTHbx\n4sV27drFxsZ26tSptra2pKTkypUr8DbEcDKQBpw/YNXr9Wo0mpqamqampjZt2lgsFjRBa7Xa999/\nPzc3Fxo/9HgJBBSifwQW8eDgYCzlcLVXq9UwI245bWTx4iWACgH1yT9PEtPOBD8tJFf1ej2+XSqV\nAnoFLTu0J2jCA6QBiqRSqcViERSGcrlcrVYLQtCWE6IFyT750Qj74H99LcajCC3YwiMjv5geSg1I\nHAVhJw546tTpvn37/CWMECkAYIEIxJ0ajz32OJp7BIm2AFfk930QnBfIr5QTepkFs1rBJwJCA2Ep\nBIo4HI7s7OyzZ88S0aVLl8LCwhITE8vLy6uqqohIIpHo9fr4+Pj09HSs1zU1NVqttrm52efzhYSE\nnD37M2Yiy+XyPn36yOXyb789evXq1RkzZqBcJJFIqqursChDTAGZuFwuz8jIAFAlJSUBA2C6+M03\n3wQHBwuSd6FBG43AyOBJJBKdThceHi6TyYKCgmQyGcaDASNBa3ieB5CgOigcRCKR3LhRBHMsIlKp\nVFKp9O23t8GzmPx2kaNGjUbTGDST+LiQ5RNgxul0ojrl8w8FRYEwKCgIPWTk72TAhQj2GT7/OJWW\nnsKMfxw2tWBp5Hc2wYODXYhOp4MrVbduXfFyIJCwU6dO9+p191+Cgd35KcR1rQSF5lZ6uaBWn2q9\n5fZ0ib9XtJb4xd/Cp4pvwZ/wj4zif7fxVpwPb9MusvXltz6D+FZbWu/z11QhEpFSqYQsDSrqlhOe\n0LuKRQqcAK/qvhaTpQB+2B9v93BOwjINxhMcHIyeqvfeo8zMTHjG2+12uD3FxcWFhITgsEgGpqWl\nffXVV3K5XJAgWiyWPn36mM3mgoIC6PrS09NXrlw5cODAqqoqhmHKykihUFitVp/PBx1HbW3N8OEj\n7rnnnosXLz755JMWi+Wxx4ZcvZplt9sfe+wxeHZotVqhEZuI0EMm9GOBlIhEIozjAhJDl4Frt9ls\nkBriJKF9t9lszc3NZrMZ/EkqlcIYV6PRCAb5EFy0nF8jdDLgpmFaJjgxETU1NeEZEVFwcLDBkGqz\nSVQqVdu2bVtyKfIDUkufDghAhGckTBnFPwVnKcHAV3giBoNBwFTh+YImYkyz8KV/8vgLnGIgAhGI\n2whYLeDtHtYPHo+nR4+eV65cFspCHo/nww93Pf74YyL/aGYi+uabww8//BAcAtH41bdvv6NHj4B+\nqdVqpVK5c+d7y5cvCwkJMZlMlZWV5eXl8fEJO3Zsr62ttVgsWMQ7d+7y00+nTSaTTqfLysrKyMgY\nPnzEJ598DFyRSCRmszkyMuro0SP5+flElJCQ0LdvX51Ov3nzJplMlpCQEBsbS0RRUdHFxUVATTAt\nIurZs2dhYWFCQoLX69Xr9UQkk8nmz59fVVWF1uBt296GhAF/Cto8EBehsxvSeSJSqVSo/YBvSaVS\nlmXBGtFtJrwHAOFAboAiVqtV6NPi/bbxPv84GwhAFApFx47/AE6AAno8no8+2gP9ITy6gNA8z0dG\nRoL58Ty/bt16dGST3yNR+BaWZYWxNS1fOLwtjORxhuCvO3a8o9PpVCqVyD978/z538gP5wBFKDjO\nnfvlL5FFDABYIAJxBwbD0Ndff3XgwP4jRw6DWgnpxA4dOoJ+IfvEMMyBA5/5/H618J89dOhLLOJw\noBCJRPffPwC6BrTuXrhwYfLkKcXFxU6ns7i4+MyZMzqd7r777geJgRGiwWB46KGHKyoq6uvrBwwY\n4PP5zp07FxkZhTqQSqWCGC8+PsFsNh84cGDfvn2XLl1yOp3h4RHh4eHAg7q6Oo7joqNjkN7ked5q\ntT7++BMikaihoSEtLc1ut0ul0rNnz+3fv//HH3+Uy+UajUYmk02cOGnVqpUgfyAl48ePQ3MucIVl\n2UGDBg4d+qTQKicSiR555OHHH38MHc1EBBSfM+cNwD+SeCzLpqQkC+iOLS+//JJQagJMrl+/DneV\niCBZvHLlMmgfkMnhcDzzzNOoBQp1voqKco7j1Go1YEYikUydOsXXwqMSB0T6F3dSaFLGCQCzyd8j\ngVSw1+tdtGihTqfDcGekIhmGyczMOHfuF8E3hGGYHj26Y4LaX6IV7M5PIQYiEH/D8Pno3nvv9evT\nfFgcxWLxmTM//eMfnXz/M4BbSEBBgkh+/YJYLN6795M+ffrC7shms4lEolWrVo4ePQY067fffmtu\nbj516uRLL718+fLlzMxMNPampaVlZWVZrda4uDiv15uXl3flypWEhITS0tLm5maGYRQKBeiCx+Op\nrq6GHByNYih9OZ3O9u3bKxSK3bt3AzmQxHO5XHffffelS5cUCgUWengbrly50mAwIF+HmZCvvfa6\nSCQBBWFZdu3adQzDOBxyXBrDMF9++RXLsmKxjGEYi8UiFosPHPjMbre7XG5Btf/qq6+Qv48KRaMx\nY0ZfunSZ540Cq3v66RHbtm3nuJtJPIVCMXfuHCJyOByNjY3wRIbVE7q18CYhIITH44F+BCrEiIgI\n6CE5joMTh9BDJnhE4XxaaltYlnU6nQqFQkghoi2M53m73Y5PGY1G+OsL7YDkt5tC23vLVr+/hIw+\nwMACEYg7M5A1QgszlirUwLBawT5DUKm1TEANGjQQZSGhuHLy5I9CgQQbt2/fxnGc2Ww2m819+vQh\nonfffSckJEQqlYaHh3fu3Pmjj3ajrcpsNsfFxZlMpkuXLtbW1go+F2hOwls/0nd2u72qqopl2fDw\ncIVCIcyHFLQn0KOHhoZWVFTIZDKwNJZlQ0ND9+7dK5FIlEol0oAcx6FdDLANVQURAbfgrAj1BBEJ\nPd2ClgF/AStas2bt4sVLOP/UFUAUWsTApXCLRC1CqJyJRCKn0+lwOORyeV5ebqdOncmfp5VIJMOH\nDyOisLAwmIbI5fKSkmIiCg4ODg4OxkMJDQ3FoUCkBLGoAGa8f34bHpDH4xGM5NkWY250Oh0RAYAF\nriZIeKB7hLxF+P0wATf6QAQiEP+tEETnaHgSyid2u114uQaGCYaBHMd9881h8hurY00cPnwEjgYl\nPcdxzzzzLPnJxMiRI7E4ElFycnJzc3NGRgZArry8LDQ0tLa2FtkwIsrKugohu0wm83g8ZWWl0C+Y\nzeZ+/fpB6KFUKquqquCBe+TIkeTk5G7dugFf4RbYoUOH2tpaiUTSpUsXSOGrq6u3bdsGlILYEjlS\nCBwAZgLSCF1TwrUTEXKGXIvxnkLTm2DTDhm9x+PZsGGj4K8BDPvggw/hcgJ+w7Ls3Lnzpk2bbrfb\nUX3E5UORiH8K82hiY2MNBgPP84KqRafTYU+GYZ5+egT5haB4fJhdiWeBq5g+fRoeB2wPhelo+C6A\nrtFoJCKhVx3PuqUEH0aXLMteu5bdsWMHvMH8/j/K3zvu/BTi1Pf+dcuCH/51y8hWn1r/B6r1bnPc\n8C0cp7jVlvjf6dtvxUHxi1ZfNrL1Cd2uwPL24pZ0ia23tBrh/ZcIQfYNsZwgpMaqBy8oxj+EnvzF\nFUE0j/WU4zi88tvt9pCQEMgBwsLCiKht27Zms/nVV18NDQ3t2HHXlSuX6+rqtFrt/v37FQpFXFx8\nSUmxQqHQaDQNDQ1t27Z1OAYfOXKY53mNRoN6EhHV19eFhYUTUW1tbWpq6unTp4howICBBoPhnnvu\nOXjw4MMPP0T0UN++/c6cOcOybPv27QcPHpydnd2rV6/IyEipVPrdd9+99tprIpFIp9OFhoaWlpZy\nHPf+++8R0SuvvIqxW06nU3B6hIYCNS2e59VqNVQngi6D/Lhus9mw4oOkgr9Chylk8IKDg+vr60EE\nPR4PJjKD4ni93vr6euQPOY7LyMhkWYlWq4UGpLy8nIhmzZrtcsVeunQJQhsi0usNiYkvKpVKj8eD\nZ/TuuzvFYqnD4ZBIJAK3Q1cD7x+1TEQ4AZ/P53Q6BbTGyaelpWF0i8AshWoZEaF/QOhya1lj+4//\nRv+f4y9wioEIRCBuI/BCDQGbUO3v0KFjUdENt9sNvyKe50eOfF5omMUCd+jQl08++QSwDVmpXr16\nnzt31mazJScn6/X6nj17jh49Ztq0qT6fD8O0HnjggeHDR3z88Z7Kykr4OyQnJ//zn88dP34sISGh\nsrJSq9XW1tYmJbXJy8vFssswjFqtISKXywXVeHBwcEZGJhEFBQUlJydHRUWlpqbq9QYiamhoABL3\n799/8uRJb7+9FT6BJSUls2bNstmsFosZs2PAQkaOfIH87QHAkrlz5wjVLKzUMLl3uVxCjxeSrsjC\ngbhg0iPnHzyNBmQACepVOp3OarVCESM0DuPPDRvWC8fHAUGq8E+LxbJnz8dGo1Gr1eK1wGq1hodH\niMVizGiGOvGDDz5kGAZTsCG7IKLt23cAmXx+0401a9bi72h5Zll26dK3IECFPy9yg/iIUPTCc2/Z\n7Qch4uXLV/DL+YN/sbcRAQALRCDuzMCKdvr0KYZhHA4HyiEOhyMpqQ2qMljsyL/QY+knIrFY/Pnn\nXwgWRETk9Xp79rzLbrdHRkYmJydfvXrV6/VOn/5KQ0ODSqWC8C83N3fEiKebmprsdrterw8LC4uK\nisrIyAwJCZFIJKGhoUajUaFQREZGNTY2QgLOsqxWG4QyT1VVlUqlslgsQ4Y8FhMTc/36dZlMFhoa\nKpFIBg4cVFBQwLJsdHS00WgcO3bc5s1b+vTpLRaLp0+fTkQ6nV6rDcrPz9Pr9QBsp9M5atRoUE9g\n1ZIlS5cufWvy5ElITvI8/+yzz7z00ovDhj2Fm8Nx3LBhT/3zn8++9NKLPp8Pqz9w4q23lgr0FBj/\n8MMPQRiC2ygSicaPHydcVMt2OpvNhkwmz/O//voLaJ/P52tqauJ5/pVXpkMpA1W9SCSqq6vF4xBs\n5l988QVhDCbLstu2bR89ehQuCo9s/foN06dPE3rP8dRmz56F9w+pVKpWq1tKClHtExrVhbwiIDY9\nvT1g7C8BYHd+CjEQgfh7hlCTh08uy7K//HIuPj4BhRz0D02aNPH99z9wuyUYF6JQKB588IFDh75k\n/UN+fT7f3r2f3H13LyKCDl6pVL733s433piDhdvhcHg8njfemD1kyK8WiyU6OhrSg48+2v3EE0+G\nhoYizwZPioiIiPLycjAYkUikUChQSNPpdKWlpTqdTqfTwUuwqqpq7969yLMVFhaiTSozM9Plckkk\nkszMzJyc6263p6ioCElChmHat08Xi9sCVFDgsdlssAwGDIvF4jVr1opEN3nV1q1vo2mXYRQAmA8/\n3IUWZqfTA5n78uXLiGjRosVW601FxqpVK4loz56PHQ6jz2+y9dxz/9y8eQvDyKD3A/INGfJYTk4D\n6KbBYADdsdlsGo3G6XQCwHBWsLYSBBfYE20MXr8XMMuy8MRqmdmDlAPHQfMZUos4DpqX4QiMYwJ9\nRf45ap06/SMvLx++K2BmbdumZWfnMAwrNID/ySMAYIEIxJ0Zglpao9HAqpyIiouLIiOjkEbD+jty\n5PN79+4j/9BeIpJKpRhJJZRSfvrpdK9evQ0GQ8eOHeERtWTJ4okTJ9XX10ODQERffPH5vffe19TU\n5PP5srOziejAgf3p6R3S09PRCtauXTuv13vt2jWYMBkMhtra2srKSvQdh4eHJycn22y21NTU4uJi\nvV5/4sSJmpoaDGGRSqXjx4/neb6goMDr9Z45cwaic0gNQS+gZkSBraXiHPJ3gBwyooKIHzwDcgzQ\nJoZh3G43Cld1dXXTp7+i1WoZRoxrbGpqev31WQqFQiRKQ2YP1a+1a9d5vTenhqIE5XA48vPzm5qa\nAPNWqzUnJzsjI9PlkoD4Xr9+/bnn/vnBBx/abEFdu3b9+eefq6qqmpoan39+pFrdDS6RLMuOHPn8\ntm3bOc4L7EEBj1r47QrPCEiGWp2QE46IiBC8eslPtsg/9LnlQxc0PhCa8n6Hqj95BFKIgQjEnRl4\n0e7f/54TJ44jSYXt4AeCspz8mgUhozho0EDWP9dR0FLHxcV17NixqKgItR98yul0ojMMW2CpzrJs\nU1MTtqD2U1xcHBQUtGLFcrSCqVQqtVp99uzPN24UOp0Oj8fT2NiYkpJSUlKSk5Oze/fuqqqq69ev\nl5SU2O12sIrMzMz27dsnJSX16dPnH//4R3p6ekhIyNmzZ10ul0KhAB5DSqfVagXqialgkCcAuloK\nVYBYvhZ+GQKoY30H4AEIcbsAWiCvgAqO41wuF3aGUkZQglgsFiABx3FlZaUdOnREcxv09/n5ecuW\nLQfHwrwxfAqTNiHHEBq8BMU8y7Jjx47ZuHGTcGSWZadMmbxp02bIUiDUfO21mbgKTJMResWA4tD6\nC83LAjlj/R72KID9JfrA7nwG1lpB1toLcX2rfX4vL8RbkdiZWu2kuwVp4K3IJH8vU8FbidYui/2K\nW+3070669V6tzzL+dxKFtlYh/puvf/9/PZ2/RoBYnDhxnPxiwk6dOl+6dBEmfkgqbty4adKkiSi6\nYAn+5pvDDzwwWKimsCz78suj3nlnh1KpLCwsREXnmWee/eij3WKx2OFwWK1WhmH++c/ndu36UKfT\n1dbWWq3WPn36pKXNX7jwTTSKcRyH0ZTfffft2rXrli1bBrsNuVxeXFwEAd6+ffsaGxsbGuqrqig6\n+sWwsDDkD81mExE9/PAGjuNCQkJ4nn/hhZFENHHiJGGQMapBQtEO7ITx288L8gr0RQl5OUEoj+2A\nK+GD2ALUx9xLtVotAFVTUxPEF0jG8v4Rl/gucDiYK+L48fEJbreM53nMoVYoFCKRwWIZh/Kkv4m7\nmfwaE5/PB0U+tfDhFUBF4Iv4LvLbHuKpgWrPn79ALtfiWVML93pclCAy9PnHNAt6EPK/0Ajc7s8c\nAQYWiEDcmdGyzRZ+u1ihtFqtXq8PDg5G7m7nzveGDn0SS5hQUMESBk7DMEyPHj137NheXV0tlP1H\njx6zfv26xsZGdJg1NDQ899zzR44crqys7NSpU/v27Q8dOvT88yNraqqzs7ONRqPdbt+x453o6Jhp\n06YaDAa73Z6QkIC8HNTnDQ0N4eHh/fvfQ0THjx/PyclB3UgmkxORRqMRiUQajSY8PPzcuV+I6P33\n37fZbGKxWCaT1dbW1NfXofFLo9GoVKpPP9339ttboScEmxEsnaADJH8DLzAM+VJgAOR5oC9gmVlZ\nWVlZWSUlJVlZWXl5eTabrba2tri4uL6+/vr16waDAclDNMkhCXnq1CmhswopU4zNBP1SKBROpxMI\nXVNTExISotfrO3ToOHz4CPQ1A3o5jtu+fQfIFs5N0LgL2kg8XzBCf0mPefPNhSzL6vV6rVYrzPo6\nf/43uPhjeifrn4kD+Idwg4gETeZfwkoqAGCBCMSdGQCwPn369u9/D3TeYrG4e/ceDMNg6hUWMolE\nsm/fp4K0XSQSffPNYUGWBj0eEd17731SqRQlHzQjv/jiS3q9Hh21Vqu1tLS0S5cMt9vdtWvX3Nxc\nkIOEhETYHrrd7ry8PIPB8OabC6OiojweT2FhYVlZ2dKlb4WFhcGcvqysLDw8PCEh0WQyKZVKjUaj\n1+vbt28/YcLEkpISs9lcU1NTU1Nz5coVjUYrnIbX642MjAoONmZlXcXpsSz7/PMjJ06ctG7dWoHQ\nLFq0cO7cOTNmvAoM4DhuwoTxkyZNnDBhPFJ2gK4XX3xhwoTxICharRaGyJ99dqBr166xsbHx8fFx\ncXE8zy9atBDySyCcVCp99dVXACoej6ehocFsNtfUVKMDDJAgkUguXryAvnIiYlm2oqJi+PBhYrFY\noVCEhoYqFAqDwYDsH9oe8DjGjx8nvHyIRCKQ5paFq9Wr17z66ivItQouJPPnz0NHM+pkDMNkZmYg\nC4oUIhFdv56blpaKXDF+M/n5BcnJbQRo/y/9cv8PceenEAMRiL9nAJCkUun333/Xu3cfmUxmNpux\nMsINHQsc458gBek23v1ZloXybcmSxUTUrVt3QUSwd+8nRDRhwkR4Sfh8Prlc7nK5QEpCQ0OzsrKy\ns7MTExMrKysxVbmhoQFm7WlpaR6Pp3379ufOnQsODq6urm7fvn2PHj0OHz7M87xCoYiIiMAQk8TE\nxNjYWK/Xq1Kp6uvrRSJRfX39E088oVKpxo4dS0QQ2dvtdijgvV5v585dFIp75XK5x+PRarUej2f6\n9Fd8PrAL8RtvzJFIJBKJhGHk6Ghes2YtQEIiUUGOwfP8u+/u9Pl8Ho8UB1m0aCERzZo12+e72WOw\nZctmIvr++2NSaTLafkeNepmIVqxYyXEEvM/JySkvL4uNjeM4Ho6RRPTzz2e6d++BfJ1EIrHZrMeO\n0XvvvX/9OjEMo9PpTCYTxmBCIo/zEXSJOGch9ScU8IQtqBei7IeeaKlUqlAoWqoWBZoFSEtLS71+\nPZdhWJF/bgsRXbuWnZbW7vr13L+EiCMAYIEIxJ0ZwJvjx48RkUQiwV86d+6CxiClUjl79iwi2rVr\nNyo9Eonk8ccfI6Kvv/4GZXypVLpw4aJ58+aiSCMSiVwuF0aibN68afPmLXv37m1qajpwYD+O/M9/\n/lMkEn322Wfl5WVqde/m5ua2bdvCaOrtt7f269f/wQcfbGhoCAsLg9BRqVRevXrV7XbrdLq4uDi7\n3b5z584XXnjBZrMplUrMaG5oaPj2229Zlg0PD6+rqxs+fDh87r1eL+QkKpUKi7vQAoXlXkAOgAp0\nEKiTAZ7RyKxWq/G/uAOgYjgawzAbN27yeDxud5BUKtVqtdHR0SkpW8PCwrTaGNAd0CkigpqD5/lf\nf/21vr4+Pj7B7b7pYqVSqa5cuUxERqPxxo0bCoUC98RoDKmomGq1Wp1Op8vlSkxMfOutpWvXruN5\nQm+A2+0eN24sbIKR5GQYZuLECRs3bhK4HRFNmTJ5w4aNDsdN330htYjR0kL1C38KBcKWdTUkHvGO\nIpPJcnPzUlNTCwtv/KG/19uKQAoxEIG4M8Pn84Ek9e9/j9vt7tGjJxG1nKKyePES8lu+4u3+4MFD\n5H/fB/4JL+aYkCIUSLZs2ZqXl4eaypNPDiWiHj16hIaGnjlzhuf52Ni406dP+Xy+kpISjAuZNGny\nDz+c0Gg0169fVyqVaWlpxcVFFRXlc+a8IRKJ4F1bWVkpl8vDwsJiYmISEhJCQ0PFYvG+ffuqqqpE\nIlFGRsbcuXOxyMrlcvROGQwGGAGj2uTxeASBeEsZIepAQseu4H8o+FZgo8PhEIgmkAz3SiqVajSa\noKAgvV6v1+sFXSIOu379hrVr1xERUrJFRUUoWcH6hPGP0Bwy5LHm5mbQX5vNFhYWLhKJTCaT0WhE\n49onn3y8evUaxm/aK5FIxo0bS/5aHeSLkyZNJD9/wtOZMmUytuCpoRi2ePGipUvfQnELNwE8DDlP\nHDA9vX12dg6yxORXZhIRsD8/vyApKfEP/LXeZtz5DOxgqy1B/1Wfw1txEWy9U2sZ3r8R1N3KkW9r\nn1v51L+5rlu7z/1aH+r2HtAtfCq+uNWHWn39X1Rz2DrQLExEVqsVWvP09A5ZWdeQD0T1a+fO9555\n5oVPP90PEsNx3OHDRwYOHHTw4CGff0LYqFGjd+w4fe+999ntdoVC4XK5xo0bP378lsmTp2AlNZlM\njzzy6NatBzMzu2ICSHNzc69evU+fvtypU+fGxkaWZc1m89ChT40du2/YsBNKpVKlUnXt2u3XX38Z\nMGCg2cyWlZVFRESwLFtdXRUd/VFTU5PRaDQYDDk5OW63W6PRMAwTGRlZW1trMjURUXU1xcTEOp1O\nuVxOfgsoTHMGtwAqQ3MIqgGBA6gVRsNATwhEAS2DOz7WenQEY7nH3VMoFDKZLCgoCOyN8Q+KhJ4e\noAWHe1AfYViMx+Pp27efy6UUlDJOp9PpdIrF4tra2pSUFLfbbbfbZ858TSSKZPzTPpE83LZtu9fL\nA9JaygJReBOMEPF6gQ8CngUPfsY//IyIAKvgW/ggZJy4TCHZ2HKHP3kEGFggAnFnBt7Zicjrn8gM\nXRkMlrD4CousIDTA2CqMhsL+Pr8pMBa7Ll26ADY4jisuLo6Li0tMTGzbti0RWSwWq9Wq0WjAqHCc\n8vLya9euBQcHFxQUEFFycvLly5d79uyp0Wg++WTvt98eRVdyfHz8ww8//NRTw5599hm1Wm00Gvfv\n3z9mzOjDh785cGB/TExM3759lUplTExsmzbJODKIo0KhKC4uqqqq9Hg8JpPJ4XDU1dXt2LFdMIKC\nssPrn8kirOZgbE6n02w2C3pF3DQAG26ITCaTy+UYPAZZptA7hRuLiZogQOfPn2f8LoVIx2EyJJKW\nPM/DghJtDFB8aDQa5P3QDQb3QpzMtm3b8Th8/iCiDRs2kj/1hwvZuHETnqlIJMK8tLlz50GkAxKJ\nr7t2LRuNYuBkubl56I3Dr6Vl3zrQ68aNoj/mh/r/EgEAC0Qg7szAuzb6Z5Fc4jiua9duwioGpvLh\nh7uwJ1QDYrH422+/8/mHXeH9PTOzKz7Stm1bmUzW2Ng4b9588rdSlZeXo+qD9dRms+n1+qampm7d\nukPGLZFIKioqkpKS4uMTbty4kZyczHHcgAEDLl26pNFoxWKxXq9PTU1lWVYqle7atVupVMJcatCg\nwU8+OfTo0W+nTJnM83xQUFBcXJzb7TYaQwoLC4CjDMOkpqZFRUVXVJSDf2Ah3r5926pVKwV15ZIl\nixcsmD937hwhMThz5ox2Ca8qAAAgAElEQVR58+a+9tpMoIvX650+fdrUqVPGjBkNp3mg2tixY154\nYSQIDcz1Q0JC0tPbA8ZQcHK5XK+//hoRXb9+HQCm0+mqq6vggi+oAU+e/FGn04Gr4dXh44/3oCgF\n/sTz/PTp0/BduL0ymWzcuLF4ZF6vd+3adRzHIW0IfFq7dp3T6Zw6dYrQywX2NnnyJKFpDLnE9u3b\nCSIOxt+7nZaWSn7PMABbmzZJQprxv/TL/T/EnZ9CDEQg/p6BQVa8f9ju2bM/Y3v37j3Qvjpv3twd\nO94RljmPx/PEE48fOXJUeNknosWLF40aNRrtsSzLxsTETJgwfsSIp51OJ6aQXLx4sb6+bvjwEVKp\nFN1dNTU1Wq22qakpLCxMwE6LxYIO4vPnz+t0Ong+HTt2TCKRtGnTpn///l26dLn77rtrampSUlJ4\nnq+pqQkODjaZTBEREfPnz4+MfMHpZIODg8PDw0tKSrxeb2pqmtvtc7vdoaGhTqezsbExIiLS4egL\nZ6nHH38CKnyR6OYIxzlz5jI3B3KKBGkDES1btpxlJUQkTCpZvXoNw4hBoWBg/+67OxsbfQ0NDdXV\n1U89NZSIdu3afe2aF9LBhQvfJKJFixafPXse9bO6utrqaoqKipbLlXgEYrH4+++/u++++5ubVRaL\nBawLN1mv15eUlOj1egEzhOkBwlNAmwEoHbZAUCNoGrGR94/OwRbePzaF98/hFALoKzx6wTjK5/MV\nFBQmJSXl5xewf4VxKgEAC0Qg7syAhSAmpwgLX/v26URqwWZe6g/G7z4+aNDAw4ePCFYURLRjx/bM\nzK7BwcHdu3f/6quviMZ//PGezZu35ObmOhyOhISE+nr65JOP27Ztp1AoLBaL1+v98stDyckpnTp1\nunr1alRUlMViOXToYNeu3QYOHGgymc6fP49hKBqNZsyYMV27dr1x44ZEIjEYDOnp6dXV1Vu3bpVI\nJM3NzZmZmT179ty3bx9mRRYWFsrlcsgXbTYbikk1NTU6nQ5NwUqlsrS0FEgAQolhnlBkgFbCJlGh\nUKxatZrneYlEVldXd/HiRaPROGnSZLlc3tgoBUNyOp0TJ05iWfaXX1zQYWq1WqKhc+fO27XrnNFo\nhACSiNav3/DDDxcuXLjAMAx4YWRklM93UxDR1NT066+/kL8zz2azwTrZam2OjY3zepfU1dWlpKS8\n8cZsItqwYSPLynBYt9s9adLErVvfdjhcKN2JRKIxY0Zv3ryF50nw1Jg6dcrq1WuIxKCMXq936dIl\n27fvEIvbQWkiPH2UxIS2aMFAhPH7VJF/4KcAb3/y+AtgbCACEYjbCNRyiAh9XdgIjwm5XK5QKIjo\n+eefA5i1tEZEQNSAv/M8n5GRoVQqhUXNbrfjTR+TEolIIpFotVpUiYgoPz8P1vJSqRT7/PrrLxcv\nXgwKCurXr19ZWdmKFcs/++yAx+M5f/58SUlJREREr153E9H58+fR+BUZGTlgwIDVq1eLxWIMXYQY\nJCwsjPdb0EJDgdXW6/VarVbAg8PhQD5NaMjF5fA8j3walmkQRJfLpdFo6urqrl27dvny5WvXrl2/\nfr28vLyxsbGurq68vLy4uLi8vNzhcDgcjunTXykvL9dqtfAjjoyMXL58hc/nu3z5MpgrbiM62Hie\n1+v12HLXXXdjuordbg8ODoZxFHhYSEgIJiajvgVYkkgk0BwCjInI4/GMGTOaiNxutyCnnDZt6po1\na4XGc57nly69KS6F0gT/lZSUWFBQSEQQqgimHsJPBbcXN6ew8EZCQvzv+Vv8j8XfgIGN/NcN5nX/\nuuX3cj78z8W/UdjdllTv9hwUb+U4ty3e+w9qQlsfurXtZPF/7uv/ywG2gdxgVtbVTp068zx/+fLl\nwYMfwMK9cuWqGTNexRqHEtdXX32N+VuHDx/Bajhv3vzq6urt238bPXrbyZMnOY4bMeLpzp07z5gx\no3//b+x2+/Xr1xMSEhsbG69cMXXu3EWhUAjZOVh+QMqPCA0NNZlMSUlJDMN0797j3LmzcrkcdTLA\nXmJiwrPP/hIcHFxaWvraa69lZHQhOhQTE4uFnuM4UJmoqGgQHSKCFEKr1SLJKVw76ljwHiQi1j+h\nEeu+1+sNCgoCy1SpVImJiTzPoyULEk30euPmCGQ0JCSEZdmEhAS4akGyL5VK4fALvJRKpdHRMV4v\nS34poEQi6du3H8fdtLDSaDQ4ycjIKMgmfD6fXq8Xbhr5tZREtHXr2zzvwxa8cyCAcILvF+AHAhAi\nWrhwkUKRhLYHIRWJe9hSl9iSYwnGKyBneBZ/fg4WYGCBCMQdG1jls7KuZmRkCqZQ0JcDD955591n\nnnkaJKZlZQj/K5PJHA5HVFQUEX3wwQdlZWUhISGdO3eurKwkIqPRGBoa2rt3b41GEx0dTUQlJSWY\nazVixNPh4RHTp0+zWq3Xr1+3WCyjRo2eNGny4cPfeL3eXbt2derUKS4u7rXXXl+8eBG0jt9++21R\nUfGmTZt3796Vmpo6duzYZcuWRUVFE1FZWSmSnAzDREfHEFFFRTm8MyQSyeXLl06e/LG4uEgul9fV\n1XEcd+zY9ydP/tjY2AhHXYfDsXr1qpUrV+DCHQ4HBHtwymcYBlaEMplMrVaHh4dHRERgipharQ4L\nC0tNTR0wYMD999/ft2/f7t279+nTJyUlBSwWZol2u/2zzz4jPx0E8YWTskQiAV3DbcHsNJlMVlNT\nExYWDnbIsmxYWJjX63377W3CEYBGmzZtbtnTBrxZt269QMimT5+2adNmAZJhn/jKK6+iiRv6SYFb\nA8wglxf+UlJSiuQk+Tvf8WdBQWFOzvU/+vf6f48AgAUiEHdm+Hw+ZNJSU9PAQogoM7MrivbCQvn+\n+x8g08j63dyPHv0WCnWNRhMaGhoUFNS1azeAX0xMjMFgaGpqeuKJJ0tKSnQ6XZcuXVQqVXl5eVhY\neFBQUFRUlEwmg4nU/v0H3G53eHg4y7I3btzIycl58cWXvF5vcHBwZWVlc3Oz0Whct249xOh9+vSp\nq6s7cODAm28u7NChg91uv3DhglQqjYiITEpqU1R0A6fncrkSE5NiYmIrKsphBp+e3qFbt+6ZmV2L\ni4vq6+tZlr3nnns7dOh48uSPO3e+Cx4zadLkyZOnrFq1cunSJWAts2a9/sor0195Zfr06dNwsYsW\nLVyxYvnSpUsWL14E3Txw6OWXXxo8eFBlZWVtbe3ly5evXr06cOCAuXPnQBzv8/mKiorKy8urq6tw\nYwUJfm7udaH8BufGkyd/hN0wSB7DMPBLhLcvsGrChPGgQUAglmXhzYhYv36DWCyeOHEC8GzlylXA\nvJkzZ+DmkF8aOmzYUzg9fFFBQWFiYoJAvxh/xMXFClUxTNRMTm7j8XgwGua/9dO99fgbpBADEYi/\nZeTn5xFRUlIbh8NRWlqSkpIKfAIVczgcK1eu+OCDD/GGjhLRI488fPTot0SExNdTTw1dsWJlTk6O\ny+WSy+VisTg1NfWll14cMeKYSCSqqalRKBRWq/Xnn89ERERC6ygSibKyrrZt2y4xMbG+vt5kMt11\n113Hjx/X6/U5OTm9e/d2Op2dOnWyWCyNjY3o/NXr9bm5uVFRUZ9//nlycnLbtm3btWu3Z88eONCj\niTglJdXrlXo8Htjqy2Sy2Ng4r5eE5B7LsgkJiTpdLByYeJ7v3r1HYmKiz6cUij1TpkxVKBReL88w\nzNy585RKJd0kN1Ih9zh37jyn08lxPp/Ph3HMixcvEYlENpvK4/G88sp0Ilqw4E29Xu/zidHC/M47\nO4goKira4/EqlUrkLaurqxISEt1uGVKRzc3NJ0/+2KtXb5dLgVodx3E1NdUREZE8vwJmkizLTps2\ndePGTUSKfzGF4v3TOIWMKNCF8c9/IX9LMi6W+Z9TKwUoQme3IN9ISIgvLS3jeR++CF969WpWu3bp\nV69mBVSIgQhEIP7LwfM8ii55eblJSW3QkIu+ZiJ6/vnn3nvvfblc/i8VEdY/zXnmzBnPPz8S3CI8\nPPzEiRNEL3788Z4OHTpiHURnblVVpU6nv+eee7KysogoJyc7IeHB2tra/Pz88vLyiIgImLgfPHhQ\np9N17dr1ypUrnTt3/uWXX5KTk5VKJbww9Hr9gw8+qNFoHnnkEajGha4mzB4D0MLwKSgoiPVPtIKX\nBMdxNTU1UVFRSIK53e6GhgZgnsfjgWIQKzv8OJBRxLhLkUi0YsVKt9vt9d7kPW63+9VXZ3AcV13N\nCb4YM2e+ZjAYDIZIs9kMWIKGPjIyyuFwwhGqsrKCiNq1a2+z8VC6x8TE7N69695777PbvSzL2u12\nZBSJSCqV2mw2hUJhs9lwOUJlC9Rq/PhxW7ZsFYulghPH1KlTNmzY2FL7Pm3a1JUrV3k8nKDsmDXr\n9YMHD4lEnSBv4Xk+ISG+qKiYZWXkHyeGE0BLO/kHWgpG9YJw8U8eAQALRCDu5IA7Q1xcvNvtLiys\nTEoaiHSWsAManGHGQUQDBw749tvvsHquX79hypTJaHPGfEUhFQkjXY1Gk52djS0GgwFlnsjIqMrK\nioiICI7jkpOTT58+nZqaumzZW0Q0aNDgyMjIkpKSgwe/OHiQiGjUqNE2m83hcFgslpdeepGIunbt\nZjKZIO5HLgtUSS6X2+125MegDcEOwFoIFjDYRafToR0K0yY5jgNgQPgAywkAGGgNkBKdwqw/xGKx\nRqNBOzPDMFqtViwW63Q6SOGxkeO4/v3vyc/Pd7s5VPJUKlVsbFxUVJTJ5EOdiYh2795FRDzPKxQK\nvDpcv55DRMnJKRzHKpVKsVg8efIkIlq9eg3LagRXpzFjRr/zzrscd1OdAaAlf4u6IPQgf2Myspcb\nN26YN28+w2QKVycIQ4TUsdDqJ6AgsovYkp9fkJyc/Jdw4vgbANjIVltaSdHMrSR0rXWJt/Kpf6Nd\nbO1qeAs2gq19Dm/RV/APi9/RMPB3FDT+SyyI/9ct61p/2aVWW95vtWXq73I6f3TExMSWlZWCOgiV\n/PDwcCxeEolk7tx5RqNx9OjJe/Z8jP/9+utvHnzwAaaFf/mcOXMXL363fft0u92OBfGpp4Y1Nzcf\nPlyUkpLKMMzVq1djY+N4nr9xo+wf/3jcarXKZLKIiMh3362cO3deSEhIenp6UlLS/PkL3nxzQbdu\n3bKyskpLS6dPf6W6unrPno9CQ0Pr6+thkH/y5Kk+fXrX1NRAJFlQkI8LadMmGbWc6uqq6uqblyb4\nhgjKdYZhMAoZgkCXy+V0OqFrAKMStI7CQEsIVQBIvH+UMz4CjYZarRYMeQUDKrfbDSj69ddfkVwF\nFuLGSqXS+vp63CvYR40c+UJ+fj7DyASpRceO/3A6nQ6HE9YhPp9v7dp1DMMgUwhogWJeQFmkf8eO\nHbNly1aXyw2IJaIpUyYvX76CSAQoWrBgPvnZm1Duio+PKy4uwQ683w5RSE4KtliCJwhue0CFGIhA\nBOK/Fj6fLzQ0rLS0BK/eYrH4vvvu//DDD6jFWA2slfDxIyKe57/55vD9998Hm0SGYaRS6ciRL1y7\nlsWybFVVVUhICNZ3IsrMzAwNDUV6DQOoQAIwLbNfv/6LFi3MyckJCwvLyckxGo1jxoxduPBNu93u\n9XqNRmNMTMzYseOWLFnc3NxcW1vr8/muXLmSlNSmtLQEmcOUlFRcSEFBPiAtNjYOW8rKSh0Oh81m\ny8vLzc/Py8nJFlTgly9fOnXq5KVLF4FbFRUVX3315e7du3bv3gVsg7wekCA0hKG8BCFiaGhoWFiY\nVqs1Go0hISEGgyEsLEyv18vlcpwG4OHKlSvHjx83mUwgo6CARCQSiUJCQpA8xGGhafQJo8nEYrVa\nbTAYcEDYLcpkMqvVitkuOJ9t27a//fY2obnY4/GMHz9u27btgqQQnlIrVqwU3Hg9Hs/rr88ioiVL\nFqNzjoiio6NKS8t8/sFvggYVLyjIlwLqUDsEc83KupadnfNH/lxvLwIAFohA3JmBfFFoaJgwGYRl\n2WeeeRYzDwW/onff3Yn0GpZ1juOOHDkqjDZGVqpTp85YeW02G8hcv379r127hlSeQqGQy+U9evRs\nbm7GCOPIyEiWZV988aWKioqrV69qNJrS0tLw8PCpU6clJSUZDAasuXa7ffDgB0pKSkBE9uzZI5PJ\nwsMjQC9sNlubNslRUdHp6R2uX89B0iwtrW1MTGxKSmpVVSXDMDExsUlJbZKS2mRnXysuLpJKpTEx\nsbj8kpLin346LZPJoLwnoj17PtqxY7vVal21auXixYsWLVq4YMH8N96YjSudMePVV199Zdq0qaNG\nvazVag0GA5Jvw4cPe/zxxzCxBQyGiKZMmXzmzBmZTAbxhUKhKCsrhechETU1Nbnd7pKSYjhM+vxj\nJ0+cOO5wOMAdfT6fRqPJzb0uEGJIFidMGE/+MhUcGseMGQ0StnHjJmyZNm0q4Gf16jU4SUyahiB+\n/PgJRNS/fz8iEolEVVXV8AhOSIj3+V3n8RCLiooTExMAaUL+sH37doKj1R/9k/2/x98ghRiIQPz9\ngmEoMpLQZut2u4uLi+LjE0QiUVNTE9JiGzasnz9/Afnn/0ql0gceGHzw4CHUSHieHzr0SSKaN28+\n+BCk4R988P6gQYMx4quhoSEmJmbfvr3t26cTERgP+qusVmtERAQ6rurq6kQiUadOnRQKRWlpaURE\nhEqlqqmpiY+Px26//fab2Wxet25dbW1t165df/75Z57nVSoVjOGBGWlpbb1eCSpe6Dhu16692XyT\niMjl8tTUNJ7neZ6VyWQpKamwhxeJRHK5QqFQREZGqVQqg8EQEhJiNkteeullnU6HoSdSqdTnE7/2\n2kzct02bNqtUKolEjcsnok8+2ev1ekUihUwme+SRh7Fx1KjRn39uZximsLAAW6KiokUircvlkkql\n165lEVFERKRIJOY4TiwWa7Xar7/+qnfvPlYr6fV6h8PR1NR0+fKl9u3TxeLZMpmsubnZ5/NNmDD+\n3Xd3+nw3+xlkMhlyhm43B54kaG0EM46WDx11QSLasmVrz549RaII8vcvC6pFBG5sbGzM9eu5Xu/N\nbmghTcpxHF5x/qM/0d8lAgAWiEDcmVFZWSGQDyIqLi5SqzuEh4dzHIfR9W++uWDz5i3IbkFz+Oij\nj3z11dd4T//ii4NDhjy6cOGbI0e+0NzcrFarTSbTU08N27fvcGRkVEhIiFqtbmpqIqJr17K6d+8h\nFovr6urEYnFxcZFOp8eYFYlEcvLkSZfLVV9f39TUFBISIhaLw8PDrVZrXl5eQkJCUFDQqVOnHA4H\n1Ofnzp3D2ophZpitBTe/yspKnueVSmVjYyOYn1wuR+2qubkZoxohpxTSgyBtUVFRxcXFbre7uLjY\nbDZDXeJ2u1UqlVQqValUMplswYI3lUqlSCTyesXQfezY8Q7Um5g/6Xa7Ma6aiNasWXv2rJmI6upq\nsaVNm2SWVYHIXruWFR+foFarXS41EXEct2nTRiIaPPgBh0OkVqsZhvnhhxNE1K9f/4oKt0gkslqt\nPp9v5swZK1euamjwyWQyAWaICC1iIMc+nw8qRJ4noXXsjTdmL1my1O32QmQvl8sjIyOF2ZXo8UpO\nbnPjRpHPR0KvOp64AIEoH1qtVqK2e/bsyc3NLS4uvnDhwn/6V/r/GAEAC0Qg7sDw+Yhhbr6nE1FY\nWLhYLM7KKg8K6hUUFMQwzJw5c71e74QJS3fufA+U69NP9w8d+iTKPETk9Xo3btwEOz7QuKCgoNra\n2oSExKKiioiITLVaXVhYGBsbV1pa0tTUFBQUhB6j+PiE4uKmxsbeHMcZDAaZTHbmzE9nzhARvf76\nrCtXrtx1112zZ8/CeR49+q1MJjtx4jj+GRMTi5UaQgnOP/YeVSIk1mAzAcE3NBEAYFR9fD4fTDpQ\nmcMETiRIMTTEbrdDiG8ymYKCgjweD+yvUKMCeECIL2TSMJRy5873rFary+XyeHikBKOioo1Go9Vq\nlcsVsBjmeb59+3SHg1UqlfgitVpNRP3730MkVyqVTU1NsEfp27ef18sL6URINpqbm5FylEgk06dP\nI6INGzbyPCsSiTwez9SpU7AFFUphn2XLltvtLlgbo7opDHBpOf8M1whQj4+PI6Ls7BxAGuSaVqsV\nQ0GPHj3a0NDQ0izxTxt/AwArvoV9bkHjZ76FfVprF29l2vK/ieJbOdDtxL9RM/5e1oe3q5OMv83P\n/e+xrrXCsNVpm1p9ve6HVp/6a6oQQ0PDamtrIiIisUTijRvVDiyjYBiCmoNl2c8++3zgwMe+/PIr\n8jtOzZo1+6233ouPTwgJCenVq1d2dvbjjz++ejW5XK42bdqUlJQEBQW1b59+7VpuZmZXs9mM1dBo\nDDl9uq5//3lIBt5//4DvvvuW/GnGCxcuPPzwI19+eYiI8vPze/bsOWjQCp7nZ816vaysNCwsHCYX\naMQmou7de7hcLpPJVF9fhy1RUdHQ1qOHCSOnMaSYWpgNkn+4sF6vd7lc8KSARv/GjRtKpdJisRiN\nRoVCAZU8IFMoPgE+eZ6HREXoInC5XLW1tThJi8WCRgVo+nH5LMuazWan06lWqxUKxahRoysrlZBp\nYLeHHnq4tvYmtkmlUqvVumvX7ry8PLvdwfN8UFAQwGPDho1ut1uYJS1cFFK1AnnCNSLj6vF4DAaD\nQqEAECKSkhJv3CjyeDjWbzQsHAdaTdDT0tLSU6dOET1bUVGBNoP/zA/z94y/AYAFIhB/y8ASLxaL\noYAnovj4hHPnikJDH3E4HLCl37Rp83PPTfjkk72CVvuzzz5/+OHHDh48hJd3h8Px+ONPfPZZ0Zkz\nVS+//LLb7U5MTIyKis7KKjca+ysUCpPJpFKpUlJSz5/PTU5OgZbd5/PFxycsWlS0fPmKIUOGnD59\nOjOzq8lkWrUqf+jQp27cuDF06FCr9Z6MjIyJE1dOmDBx3759zz777J49H2dnZy9eXB0cbJRKpYmJ\nSTduFBLRuXNnu3XrzvN8UlIb1JwqKspjYmLFYnFVVSUuNjIyCusyPkJEaWltHQ4HDKuCgoKQUouP\nj4caxWAwYDWHZRTM4z0eD0wOoYb3eDzgecHBwUhIRkREQMrhdrsNBkNJSQkariHhA8MDriDDiZIY\nhB5msxnvChAxwo8DJ9bc3CyVSktKSgwGQ2NjI4gjERUXF6tUKpBRXBRamJFLxBctWrSY6GbWFKPX\n2rRpAzaMUlZSUmJubp7bfZOQkR/ALl68VF9vKysrKysru3jx4vHjxwHeRCSRSFQqVUvI/NNGAMAC\nEYg7MxiGadMmmWUVLcXTmZldm5rkWPvwFv/uuzuJVEIOjYi++OIgEQPPC6QBi4qKR44ck5qaWlhY\neO7cOZlMZjSGuN0parUavCQyMtLtToiOTsjPz0dnVURExJAh065fN3fr1s1qtapUqurq6r59+3m9\nwR07dmxsbJTL5VlZWR9//ElFRUL37t0//vjjcePG9erV6/77B5w/z8NlKjExiWGYuLi448fPhYWF\nq9Xqnj3vKi4ulkqlJSWlbdokR0ZG4etKSiqIKDU1LTk5BdQNzcLR0TEXL/6PQs7Mma+tWLG85ZZF\nixYTEdJxiK1b34aTk0wme/7554hox453kMaUSqUKhWLx4kU//XSmqqpq48aNBQUFFRXlRBQXF0/+\nJjOn01lWVhoZGQUmhPeDo0eP9O7dx+FwoMOsubn5l1/O8fyXaMFG6vLDDz9Ac/eECRM5TmQymTZu\n3DBp0mSlUjlr1uyaGlYikSxYMP+tt5aJRKK33lrm84l8Pt+CBfNffXUGzhm1vbi42KKiYo7j8vLy\nkSdMSUnOzc0DXbtw4aLXyzscjhEjho8fP6GgoAD0EdgGoQ3Y7Z88AgAWiEDcmaFUKoWmJYVC4fF4\nSkqKS0qoZ8+7fv75zE8/0ezZb2A58/l8Q4Y8SkT79x8Aw/B6vcOHDyOiRYsW9+rVa/To0VhJiah7\n9x7IQLpcLqPRiOyW3W7H4h4aGtrU1OR0Ok0mE2QR+fn5SUlJZ8+edTgcMTExSUlJPM9funRJq9W6\nXK78/PyCggIslydOnJBIJE8//bTX683JyYH0EYCRkpJqtYrEYjHrn1kVHh7hdkvFYjEyhxERkVKp\n1OMRsSybltYWFMpsNovF0uTklLi4OIVCodPpjEajRKKE4SEyijKZjOdp/vx5uGkrV66SSCQeDwtr\nDCJas2atRCIRiVRer/fRRx/Bxt9+uyASqdq0afPjjz8Q0aBBg0tLS51OEcMwEokE2JmQkMiyCp1O\nByus77//bujQp0wmOca+iESiCxd+69y5C8MsxFWo1eoNG9bPnv1GQwOLgctSqXTLls1jx45zOr1w\nHJZIJGvXrpk1a7bTKW3pskF+ow040AtiQjxfr9eL5CoCsg6n03n//fe9/vqsn3++VlNTwzCMSCSq\nra3p1au3TBbU8sh/5ggAWCACcWdGWlpac3Nzc3OzyWRyOp2lpSXY7nK52rdPv3Yta+nSJatXr0He\nDAqOJ598Yt++TxUKhdfr3bt337BhT82dO+fpp5+prq7WarX41LlzZ4OCdFartbKyUq1W5+ZeJ6LU\n1DSMuMzMzNy+fRsR6fXt9+/f/9JLL0GhPnnylIiICJZljUaj2+2GdD4kJOTKlStxcXFOp3Pw4MFJ\nSUmxsbELFy586aWXHA7H0qVLsfiitRYCBGAYKnYYAwYTW0EN4XQ6Q0JCBJ9D8E6kDQGoSJ8SEXKk\nOOCyZcuBxDx/c/rX0qVv+W5OkhQj9ffyyy/hBp458zPPS8Ri8T/+0ZGILl26LBavcrvd586dGzdu\nLN20RnQ0NHiDgoLq6+uhOezTp6/ZLMdEFYZhjh8/1rPnXXV1zTCXMpvNmzdvevPNhV6vODo62mKx\nqNXqFSuWT5s23eEgNF/j6oioqqpKJpOh5VkikWzfvm3s2HEWi09oJ09NTSksvOFy3ax6SqXSlJTk\nvLx8nveBWNfU1IEXY/UAACAASURBVJSVlRHdfeDAAZPJ5PP5jEajVCqtrSW8WCBx+gf/Ym8jAo3M\ngQjEnRlJSUnQsoeEhISFhQnbm5ubnU5nRkYmEaE8Q0Qsy37++RdEhJ5ijUaTnJz89tvbiIhhGJVK\nlZGRMXz48PT0DkQEo0KGYTAYjIjKyspEIlFjY6NgYZ6YmFheXn769OkVK1YS0YYN6w8ePHj16lWH\nwzFu3Nhvvvn6yJHDdXV1cXFxFotFLBZv3brFZrNxHBcWFrZ161ah6oNua5fLhSwcSkrgEILDBfln\niGBMJfnV4VAtws8QxScoLHz+ISNSqRTsBGQFTcrQHLL+oVnQMojF4k8/3f/tt9+dOnUaJ+bxeC5c\nuHj58hX0oslksnvvvZeIevToiaIaTjIr6yr2F3rAeZ4/ePCLXr16w48fwD937pylS98S9JZyuXzF\niuWvvfY6jDxQkXK73fv27R0x4mmO48xms8vlslgs27dvGz58hNfrtVgsJpOprq7uvvvuvXjxEpKB\nHMd16JCempqSn1+A83G73V6vt6qqauzYMcnJKWB+wcHBSqXy6tUrPXr0hGkyDLT+cz/O3yv+Bgzs\nh1Zbhvzv+9zSROZb0N3d3gTk29Qu3l7c3pFv4VPx8a0+VPxvdvuh1ZZOrbb8Xu6I/0ZNeQtKxb9o\nyOXy8PBwu91usVi+/PJQ167d5HL5qVMn8SLP8/zgwQ/Mnv3N5s1bsGh6vd6DBw89+uiQo0e/5Xm+\nqqqK47h58+YvXLh76NCnrFbryy+/vGnTJp1OX1fXFBSkk8lkTU1NI0Y8rdVqt22zORzhcrlcqVTe\nddfdIpHoq69OqlTq3377TaFQzJkzt7KycufOn6OinjSZTG3aJA8ePHjjxg1HjhyOiHjRaDSin2z+\n/Hl79+6Dynzs2DFEY+rqKD4+AT1hXq8X1ayYmFjkRVE3wnRHQRwBnINMo7q6GvUnDG0RhsJgCzwM\nyT+9U/C2h0SeiHBkGD4B9lA1BFdDAziUEcJfCgoKq6tX7dq166uvvjKbzSzLduvWXaPRhIeHFxSI\n0U+GodJEBOsNjuNmzHgVXwdSKJfLZ86cQURQRSK5t2XLZiJ67rnnWVaGtrnPP/+MiB59dIhYrIEl\nldVqPX782Kef7idqAzAWhBhAd7fbzXGcxWLJyckhovr6+qSkJGhPcMlKpRJDWID6f+Cv9TYjwMAC\nEYg7M8CcjEbjl18emjRpcpcuXYxGIxHp9Xq43vl8vsWLl0yYMB7ibwgIP//8i4EDB0C/BwX5/PkL\nPv10X1BQ0NatW2FLr9cbzGaT3W6PiIgICgqy2WzJySk1NdW9evWCiZTBYEhLa2uzWYODgzUazZ49\newoKCkaPHnPgwP5du3YFBwefOHFi9Ogxr7zy6nvv7fR6vb169ZozZ+6MGTOHDXtq//5Pm5ubo6Ki\n161bT0TFxUUnThwHbHTv3oOIyspKy8pK0eBcWFiQl5dbVHQjIiICSJOXlwvSA/GewGmwoAOrYN4B\nf0iY04PotJSng5si2QifJ3ykpc4eKk0cEIzH4/GEhobOmDHj1KlTGRkZTqezqakJe8Ji2Ol09ux5\n14ABAz0ej8VigcTjrbeWLVu2XK1W41Q5jlu5ctWyZcuhBlQqlSqViohmzJgJb8aQkJCQkBAiGjHi\nab1eD7dGmUx2/PixjIxM9EoDy4HB+fkFIKOlpaXHjh3bvHnz7t27iSgtLS0kJAT/Beaq1+slEgmu\nDp/9k8ffgIEFIhB/ywC9UKvVK1eusloNZrNZoVA88MCDNTU8EVmtVizQmzZtFouDsVqBrxw69CUR\nAwNZqVSakpJy//0DXK7kwsJCaLjVajWRwW53VFZWsizbtm3btm3bctxCjyf8008/tdvtNpstPj5e\nIuk4aNCg3NxclUrVpk0btVrdr1//6mrG6XTGxcVdvXo1MzNz2rTpsbFxRUVFPp/PYDBkZGSGh4f3\n6zduxYoVubm577zz7pw5c7RabV5eWVhYuEQi6dGjZ0NDA8dxN27cSEhITEpqg6bms2evEZHg9pud\nfQ1/gfK+sPD/vy2TJ09Zu3ZNyxu1ZMnSWbNeb7ll4cJFjN+BHq3cu3d/xPrH0Nx9911E9NNPZ5DY\n9Hq9GRldiEhwvwUE/vjjD/ffPyAnJ8dkMmk0GpfL9cMPJ9q1a4+UI8MwxcVFROR2bxGmpTAMM23a\nVCA34/eSnzt3zqJFi+fPX8BxUiKy2+2bNm0cO3bc2LHjXC45sGr+/Hljxox96KGHnU49WFRKSvKN\nG0Ucx924UeT1ktfrbds2bceO07/++uv58+dFIlG3bt3Dw6M+//yzvn37IY86ZMhjMpnywIH9AwcO\n+kvkDykAYIEIxJ0aWIO8Xi8yVHPnzrPZbCg41dXVqlQJ4BOo9KAOJOSdOI57+ukRy5YtDwoKuuuu\nu9asWXPx4kVMXkaHLzQRLMseO3bMZDKFhoZGRETU1dWhgOT1em0224ABAxoaGn755ZewsLDk5OT3\n3nsPtMnpdOp0Oo7jKisr09LSGhsbpVIpXKYyMzNPnTo1bty4Z599Nisra+DAgdHR0WazOTw8gud9\nNpsNTVper7dt23Zo0+I4TqFQpKd3sNvtXi+TkJAIPiGRSIKDg/Pz2ZiY2PT0dMjxWZaVyZSzZ7/h\ncrkgZzcYDD7fzcV62bLlUHkwDDNv3lxshIBeLJbyPD9w4AAi+v77YwzDwJvx3nvvIaILFy6KRCKe\nF+FmsiybmJhQUlJaXDxn1apVhYWFbrc7Ly83La2tz8eIRKLjx48RUWhoWEREhFQ6EWzY5XJNmzZ1\n1arVDHMzKSoSiWbOnPHWW8tcLi/Lsmh5Xrt2zezZb9jtcmGqGWAVwkuZTKZSqQT4EVKIyAdWVFTU\n1NRYLJbExMTw8PDPP//sgQce9Hrl0EmKxeI9ez566KGHfT4xpB9/2G/1tiOQQgxEIO7MQFXf7XZv\n3fo2ES1atBAqdmSfiouLkDZE0uzhhx967LEhWH8F247XX38Nprf33XffsmXLiKiqqlIqlWo0GqPR\nGBoaWldXCxUiEZWXlzc2NmZlXYUmPj8/f9++fefOnauuroqNjS0pKUlLS+M4LiQkJCIioqioKCIi\nQiwWX7lyBUBSVVV148YNg8EQGRm5ZcuWlJQUhUKxYMGChQsXwipQoVDAqwl5P7AWjLLEyEqVSqXR\naDDNhOM4zEOJioqSyWQmkwk+ivBbQmd3ZGSkWq2GwnDp0rdWrlyFfiyxWCyRSFatWr1p02aMLwHA\nDBv2FBF98cVBh8PhdDptNhvQ6+efzzqdTqGPWLDwYFk2MTFx06ZN2dnXjh49Eh+fAOf+c+fOElGX\nLhksy0ZHR0P5InAvVNfgGzJz5ow1a9bCYx4HhMkIsArKDqlUunz5sjfemBMUFITpawqFAipE8r/E\nuN3ujh07fPXV19nZ2aWlpXq9PjEx8dChg48+OgS4FRYWFhYW9sknHz/zzLNQPLZ0M/kzRwDAAhGI\nOzAYhjZsWA+PO7fbvWPHO0QUHBysUqlUKlVYWHhsbNyxY99D+0BEhw59SUSo56M7at++Tzds2Dh6\n9Kji4uITJ05kZ2drNNrQ0LDy8jLosK1Wa7du3Ymopqa6sbERFhJEdOHCb0QEoYRare7SJePLLw9l\nZWVFRUWZTKampqYffjhx5sxP77//XkxMDDRv06ZNBQWEr0dcXNy4cWPFYnF1dTWmMDMMgz1h9+d0\nOjG6hYgEFwybzfb/tXfe4VWUW9tfM7N739mppNIhQVABEcsBPOChF/WogICiFBWUEnoLJaEkQGgW\nQAEVlN6rShdQioDSQkJ6ITttZ/cyM98fi8zrZd7rO1y+p7g56/dXHHaZPYlz7/U897oXNgxI4yVV\nKpXBYMArgMdxxLM0hRLqsrUwOxHtG1i1SOZGqGuc+uqrzTt37kI9wxr06NFj3333vc/nw4P4+BYt\nmqN+oKTFxz8Y74Iq6HK5nnqqQ2Jiks1mQ/M6z/MzZ86YOnXKRx99jJuR+FITJoxfvHiJWDewDb0V\ns2fPmj9/AWbto5CvWrVy1qzZKGZqtTo2NjYpKTE/vwBPRiaTNWrUMCkp8fjxE7W1tdXV1RqNpkGD\nBjt2bB8w4CX87BqNRqPR4FcWvDL4R4Jumj85j/4SYpvOvz9yrb7xrJ7psH6q4UP5EuvxL7TP/Udf\n52HIu/ZQ71Xfc/if5Wq9s/yzneHDgGG+VVVVkpXuiy++HDr0vdmz52B/j0wme/HFv82adRTDfFUq\n1YEDB3v37gUAR44clYQtI2Npx44TH3/ct3TpUlxTMpnMhYXVUVENRFEMDw/Hucx37hSFhYWzLDtw\n4KBLly7dvZudmJh0//59j8eTkJBQVBRx9uz9s2chMfFUVVVVhw5PYxVy9epVbNUCeNBKPHFistls\ntlgsTzzx5K5dVwAgL2+p0+mUyWTV1VXl5QAAzZo1l2a+AACO0MQdO3Qf4BUwmUwajUav16tUKqfT\nabFYHA6H0+kMCwuzWCwYs4QlHZruUDywLQzDc6FutDG2gWN9hv+Kgx/Ruil1lUmmj9u374jig1HR\nRUXFgUBg+fLlBw8qPB4PNrThNE4AsFgseMKrVq32egNSSwPuybF10ywFQcD445SUuT4fj+uo8+bN\nBYBp06azrAJrOJlM9s47b+fk3MMbO7bK4dXw+XwlJSW1tbVarfaHH84CAK49YjsEwzBr1346aNDg\nQIDFgu936Yt/WqgCI4hHk7Cw8A0bPi8sLMTYWblcvmHDxnnz5prNZgDATaCMjKXDh7+FdzpBEA4e\nPLRv3/7u3f+GzjR82Llz569e/bl79+5OpxMj+EJDw0pLS7p06XLlyhWHw8HzfExMrNVartFowsLC\nqqurH3us9c2bNyorK3JycrByiomJfeut4Tdv3ujQoYPX633llb//7W/dv/vu28OHDwUCgR49es6c\nOWv06HeXLs3YuHFDaWlpbm7uU091mDFjZnLyRLu9NhAI6HQPFrWysu5gXZKXl5uXl5ufn3fjxq8M\nw6jVaqu1vKqq8tKliyzLYgGxefNX9+7l3L59C63nkZGROp1OqjIxAFcQBIVCgcEfkjSKdQO00Lgo\nxSyhGR0fg6KF2ik965dffpWawPCgWq2eNm3a7NmznU4nCiH+IJfLmzRp4vP5UlPToC5KA8Vj2bLl\nmZkrsCiUtCQ1NQ3PExcqAWDGjJnSwBSLxZKRkf7dd9/jp4C69cOsrLtnz/5QUFDw448/KhQK/PrS\no0dPvV6PKSehoaGffba+X7/+WKpiALEk4X9yfj8S7dHj8c4pvzvyr6vAHiqN/iEe88961r/udf6J\nn+tfd4nqU1PvN1T/da4m/P7I41dT/tC7/YcJCwvTaDTR0dGDBg0KDQ3FNHSHw3H//v2PPvpIFMX4\n+PjXX3/daDRipKzU6gQAPM97PJ6Kioqamppbt27l5OTIZLKff/45NDTU7XYLghAXF4cdZoIgGAyG\niooKdKJ3795937596AgvKipyu916vf7JJ5+8cuVK27Zts7OzW7du7ff70WQhk8kuX77cpk2bgoKC\n5557Lisr64knnlAoFGfOnMnLy6utrR07duyNGzf27t1bVFRoMBgbNmyIJotbt24CQFxcPIYwWSyW\nX365DgANGzbKzb3324vwxhtDvvrqy///hUpNTZsxY/pvjyxbthwAsKIaM+Z9ANi06Qsc3QIAgwcP\nAoC9e/dht69SqXzhhS4A8NNPFxUKhbTy1qJF87y8fNx7AwC3292wYUJkZJRSqXS5XC6XKzQ0ND8/\nb8aMmTqdDnsbAOCDD8YuXrwEyyncpJw8eVJa2kKUUswnnDs3Zdas2fgzjrmZOzdl167dWq3WZDJF\nRkYyDBMXF5ufX4DfS7Kzsy9cuDBv3twePXpiR4FcLkeV2rRp48iRo6qrq10uFwDg1hou1bIs+/XX\nX/9f/wr/xTz6S4gE8d+J3W4HgNra2rFjx+BYYbwjY72F3UtSlYC7XzhVEg+++urf0f2BDbZWq9Vu\nr1WpwjEsA1/B6/VqtdqamhoAEEVRqVRqNBqbzabT6aKiorKysrBA8Xg8nTp1KiwsrKqqKi0tValU\nPp8vIiICd7NKSkpQGzp06FBRUWG320+dOhUeHo4NSW3atNm3b19YWLjXC3q9vrq6muO46OgYhULh\n9ws8z2NmR6tWj1VWVgqCIjIySqvVNmvWLCQkxGAwVFR4n3vu+cLCwtatW2u1WovFgulTAIAdV6Io\nzpiRgldsyZJ0XPebMCFZuowfffQxAIiiZvjwt/DIjh07OY7jeVGKRjxx4qRcLmdZFVZjjz3WCgCy\ns3N4nsGrFx3dAAD0eoPPJ8f+ZYVCkZ+ft2rV6upqJeZ9CIIwbtyHGRlLOU6B+2eoXosWLRZFxuv1\n4m9q/vx5uJCIYfmoXlu2fG02R8nlco1GI4pifHxcXl5+IMADgM/ns1qt8+bN7dq1m0ymRs8LrgZv\n2rRx9Oh3nU43/ipVKtXu3bveeGMI7gVKoSp/ZkjACOLRBBtaHQ4HALz++mu7du3GuxLeKxUKBVYG\neMvu0aM7ABw4cBDtCbj69O67o9PSFsbGxrZq1Wr+/PkAYLWW4+5XZWWlXq+3WsutVmjcuAnDME6n\nMzExccmSxQCLeV6PS1UWiyUvLzciok1OTo7NZlMoFGjha9y4cWVlJZoFcHVOqjlatGjx4osv7t+/\nX6fTFRcX9+nTBwVSrVbr9Xqe5zEmGFfbAAB3wjBjAuNu4+PjQ0JC0M4XGRmJFkRpVJgUeIFRhwzD\nLFy4iH8wwVnE9be0tIUo5BzHCYJCpVK9+eYwvKpbt24TBEYUxb///RU8cuLESbxooig++eQTAHD7\n9h2WZTlOLghCXFwsAJSWlrEsu3Pn4uTkZIZhamqqAaBv336BQBdsGUb1WrFipd8P+ClcLtfkyZOW\nLEn3eHxozRdFce7clOnTZ/h84Pf78Qznzk05deq0Wt0EU5hVKlVCQnxhYRFuBfp8vtra2mHDhvbp\n09fvl+F3Aq1Wq1arP//8s1GjRns8Xqy9vvvuWwAYNuxNp9ODnd1BYaMnASOIRxOn06lUKuPj40eN\nWhgWFvbSS+9s3bpNSsUVRdFut2PiLcuy6ODA2zru6u/cuauysnLkyGmbNn1x6tQpjUYTEtKkpqam\ntLQiPPzxyspKo9FosYRWVlbk5GSHh0fo9frmzZsvXLho2rSpDoe9tLQpBkkAwPXr15o1a46C4XK5\nbt68cfEiAMC4ceMdDkd1dfWZM6f79FleVVVVXl5uNptVKhV2leHGldFotNlsmGRhs9kwwspsNmNP\nmyQeqFhGo1Gj0eBQ5vDw8IyMdLwa7dq9JN2UsViUlAx9GZJ3EesPKWURAHieX7t2HXrWef5B29yu\nXbvRcC8ID74KCIJw8eIlpVLJ8xwmSzVp0hhfAV/zhRdeCAkJKSoqBAClUtWgwVuiKJrNZhy1vGzZ\nckFg8ImYhb9o0WKeF7ENQKVSzZkze86cFFQ4l8vl9/szM5efO3depzMrlUqn08kwTNOmTQoLizBL\nHvfPnnmm4xtvDKmpEdFyglKN6qVUKsvLywOBAA4XHTbsTcmTqVarcUnzT86jL2BX835/hKm3nfVh\nvWdt/Ce9+z/L9ffHnpX3EEfqB0P+sXdPeIjHPOSLP0w64x+bEW2qv5NZb1csIe8h3j5I8Pl8RUVF\naEP45putr7322rp16yWPGVYb6AhQKBSHDh3u2bM3AHz77Xe4TSIIwqJFi4cNm/Lcc+vQ7KfRaBIS\n2l2+fNViCS0vL+c4rlmz5qWlpeXltR069MW1xwYNokVRzM4uCQsLN5lMDRs2EkUxKys3OjrG7/dX\nV1d36fLCiRPHAYBl2bKyMqz2JkwYP336jNDQ0Hv37kVHR2OUxpo1kJT0cUpKytixY91u18GDAAAd\nOz4jrYPhwldtbS0uQubn55WWwu3bMHLkKKzPxo0bn5n5YEML7+lY36AHD43mkozhKisAaDQaTGTH\np6CqYcMchvfjBUTBw9YxyX8vVUuiKN6+fadOKQWZTGY0Gnv27Ll2LahUapblDAaDZNBYuXKVKD6w\n72NNCXVB8vgZ0aWJooLl1+LFiwBAr9fr9XpchExKSoS6khqXiHExE2OxsHmO47ivvvrygw8+FAQ5\nFn84IVqr1QKoUNQlm8m/9Y/1DxEEq5wEQfwB8FaIcXx4+961a/eIEe8oFAqPx11ba8McPyxKsDLb\nv//AgQMHu3XrKhUigUBg1qzZZ8+ewf0VlUqVlZUVHh5RWVmBhUhFRYVWq01KarV//75jx45lZ2d7\nPB6Px9OgQbTVWi6KYnV1tdVqNRiMxcVF9++XuVwuu93+1FMdEhIaLlu29KeffvT5fK+/PjA1NS0t\nLXXhwrTGjRvfu3cvJWUufor33nt3y5YtKpUqLCwcj5w/fy4sLMzr9ebm3ispKb53LycnJxt7s7Av\nDQDWrv0Ub+sMw3Tt2q1z5y47d+7YuHEDTmaREuhx9RI36vAHtMhLfndUOJRz1CqWZZ1OJz5YEja8\n1+OOGj5dSqLCvmb06LMsO378+Pj4BFEUcaal3+/3eDzr1q3HiH0pqnHZsuU4shJPCdVrzpwUrI8D\ngQCq14YNG3F8JcdxqF5S/7K0ejxv3nx0G+K25a5dO6VTRT8OLt7iViIuw/p8PpfLZbP9sdahfyuP\nfgVGEP+dYGVTU1MtCBPxXgwAmzZ9YbUqTCZzTU11VtadWbMAAHbs2CmtnimVysOHj+BEZgBQq9U2\nm61Fi5YcF8JxnMfjUavVCoUiPDwCF7LQld6vX7+qqgahoW2qq6ulUVXPP/8Xl8uL9nSfzxcZGRUZ\nGZmTI5SXlxsMhrCwsJdfTuZ53ulshzUHeu0mTpy6ePGSkJCQU6dO//jjjytWrDh+vAgAmjVrbjY3\nd7lcJpPp559/AYDmzVs4HA6z2ezxeLKz8wEgIqLtc889/9RTT6lUqrS0RQAwYsRIh8MREhLSr1//\nkJCQ9PTP61+otLSFUnAUkp6egQ1SgiC89967APDpp2sBAMd44mAwDM5HOeE47vnnn/vhh3Oof1i8\ntmjRPCvrruS/5zguIiK8sND35JNP7t27V6PRKBSKqVOnLFmS/tv9vOTkiUuWpKPJHkefTJ8+bcGC\nVI/HA8DhV4qMjPRx48arVCqj8Sn8xcXERN++fYdhGJZ9cNoJCfHHjmV98smnublO3NTcuvWbl19+\n5dVXX9Pr9RynsdlsgiDs2LG9X7/+2GiBGRzbtm3t338Aboz9+SEBI4hHE47jnE5HSIhFJnsHjRv4\ndVsURYPBAGCOiYkZOHBgaGhoIGDE1iV0peNmld1uR28FwzBGo9Hlcl26dBEAIiIisSzw+XxhYWFm\ns1mr1e7Zs4dl2SZNmty4cQOd5X6/X6PRWK1WXHmTzI0oqy6Xy2q17tu3r1OnThaLBTuRjUZjQUFB\n167dHI6O1dXVgUBAr9e/9957X3/9WFJS0nffVRqNRvQpJCW1YlkWu24BwO12x8bGhYaGKhRKvBeL\nojh58hSGYdxutcvlCgkJUSqVLMumpMzFc0ClwTyLKVOm4RWbO3ce3ut5np06dQoeXLlyVSAQEAQ1\nDqsEgC+++FKj0fA8oA+wV6+eAHDu3PlAgMcr3KpVEgDcunUbgMMSLSEhHgCKiooVCmWPHj327dun\nVCqnTp2SlrYQVw4BwO/3T548KSNjqd//YFiMKIpTpkxOTU3DFUjclktLS50+fUYgoMCMfACIjm6Q\nlXWX5x8M52QYJjY2Jjs759KlqoqKCp/PJ5fLN23aOGjQYJ/vwQfHhdC1az/t27cfx8nw7TiO27Zt\na9++/Xj+QR7/v++P9Y9CAkYQjyZOp0OhUAYCqtraWoxXwBscbiChlUOKQ0ShwlkhuBGC3U6LFy9J\nSEjYvn17TExMaGhYRYX1/v0ytKqr1WrsH8LpJH6/v7S0FDe3wsMjIiIibt68iVkYAMAwjN1uxxnK\nTzzxxJkzZywWS3Fx8a1btx577LGoqCiPx1NaWqrRaGJjY9PT02Uy2fPPP//jjz+iqzA3N3f48OEA\n0KRJE5vNtn///ry8PJPJhCuH6OCQyWRms1mn0ykUCtyX4nl+5coVbdu2Q/XS6/UoJwCA2z9YmC5a\ntBhHyQA82AbD2Av8+F4vq1b/j3p99tnngQCDt/tXXnkZAPbvP6BUKj0emUKh6NDhKQC4fPmKQqEQ\nBJZhmBYtmgNAfn6BIAgAcr/f361bt8TExF9+uZ6SMpfj1BzHORwOk8n09tvDMzKW4vKmx+PhOG7q\n1CmpqWko+Xiq8+bNTU6e5PMBx3Ho4WzYMCE/v8Dl4nEVVKlUxsRE372bXVtrz8vLs1qtgUBg/fp1\nQ4YM9fsFsW6kmdfr3bDh8wEDXvJ6A9i75vP5vvrqy379+ns8XoVCYTAYMCvkTw4JGEE8smDVhaEb\n6OLTaDQYWI47IpLjAHe8JEc7wzC7d+/BeF9cIkMjXExMLJro/H4/xi+53W4swmw22/3795955tlz\n534oL78fFfU4PsZgMBQXF6NCmEwmNCC4XK4mTZpYrVZBEGw2W2VlZUhISFFREdoNevfu/e2338bG\nxp49e5bjuOvXr6vValEUq6qqWrdu7XQ6O3TowLLsqVMn8WNGRkbhrtLhw4fwyNSp01CV+/btt2/f\npbi4lwAAbXj4MZVKJX52yVIPACh7ALBgQSpOaWGYB2q3Zs1HAIAZTvjxBw0aKF1kzNd47rln8Yi0\nAYbqhY/BlT0AaNgwAeD6oEGDAZqhOE2cOAEA0tMzWJbD3TJsrJbUi2GYuXNTAGD69BkACjQKMgzT\nuXOne/dyGUaGH6F582YAcO9ertcbcDqd6Etcs2b1W28N9/kEhmFwpJnf79+8+asBA15yuVy4hbZx\n4wYA6Nu3H8tyGLrodrspC/FPwcb83x+p7zl88yGOdK53xFbPwPb4xt8fuTrg90cy6z1r4z9pr7R+\nwEh96hvzSuM6pwAAIABJREFU/pdwinrnk1fvWW/We1ZevWclPMT5wP9qcXyIHJSH8Rz+MafiH0y9\n/JOB8zTQOI6JRDjaEbubDQZDeXk5znJEAwJ60CUXA77I2rXrRo6cCAANGy5H37YgCA0aRJeUlDZt\n2gxlz2AwoM9bp9N5vV4cN5yYmHTt2o2oqAYhISHYIo3+t/LycpVKtW3bVgD46Sd4663hRUVFPM/P\nnz8P33HUqNFNmjSpra3dsWP72rUA8KnZHI93XnzlnByIi4uvqKjo2rVrdXWb69evAQD69ZVKZe/e\nfQ4c2A91+3+4WhgdHbN7dxEAzJmTgu+CO0loJhQEAX9wOp2YGymZD6WtKUnX4TfitGXL1xhY5fc/\n+B7www/n8JqLIoMd1rdu3UarC88LaBXBRT8AMBqNHo9Hr9fjW2RmrnC7AxiBIT1G6o2TWrIk16Lf\n709JmQMAXq8Xa1CmboQKfqtAI4bkwMTFYZxDvWXL5l69ertcAbQmbtmyGQAGDhzkdIJGo6murkbT\nR1D0gZELkSAeQUQRNBot3rY2b/4qOXmi0+lE15nkFMd7MQBgijwuIeLNGmUsEAisXLlq/frPcnPv\nWSwWyehhMBjv3s1iGKZVq1boynO73SiBANCoUePa2tqkpFalpSV5eXnFxcUY8IHlV/v27du2bYcn\nuWHD5y1btlSpVGPGjMUjn376yc6dO2tra5cufTBzsqAgn+f5kJCQZs2aS0cqKiq2bNni9XojI6Mi\nIiILCwtu3rwhk8nCw8PfeWfEhAkTFy5MS01dYLVa8/LyDAbD0KHDPvxw3Ny5KSzLarXaWbNmzpo1\nE40SuNIo2eLRf4GfXVIsqLN0CoIgBSFi9YaXDnPu0d+ITkUAwOwMvKpQ5wz0eDxFRcX37uWKomgy\nmURRdDqdK1asBADULZ1OBwCrV69JT8/AYlGhUPj9/rlz582Zk4Jj2BiGSU1dAACLFi2+c+dOXl5e\nYWEhy7J5efnFxSW4i1lWVrZ0aQYAjBo1GpvHRVFUqVRff70FAMrLy3mexy8fAPDGG0NqamrwrwWv\nAMdxVVVV//q/0/8rj34FRhD/nbhcTgCQMnBHjx6FP6xevQYjd9HvgFmCeBNHczl+x8f0CofDERoa\n2qrVY02atC4tLUVzmiAIbdo83rhxu4qKCiyqGIbRarU8zycltaqp8eJNv0WLltXVMuwrMplMLper\nttZWXPyUw+Fo3brNM888s3fv3pUrS7Zv33Hs2LERI0YGAgGXy7V16/l27cZmZWUlJ0/69ddfBw4c\nOGxYRWUlNG3arFmz5n6/X61W37yZDwAJCQ0BgOO4pk2bRUdHHzx4YtSo0WhtmDZteiAQSE9fn5DQ\nsEGDBgCgVqtnzZo9Z848TM4FAGmjC5uvf3vp5s9f8DtfYmbmCnSmoMlw2LChGzZsxGVGvFzdunU9\nceKkZIVnWbZVq6QbN27i47Gka9y4UUFBoVQwyeXyiRMnjB8/wePxoDLxPD9x4oRVq1bjgBjUwokT\nJ8ybNx8dHJilsmDB/PnzF+AeXm5ursFgePvt4XfuZIl1I2BwC3P06HdZlnW7fdg8sG/f3kGDBg8Y\n8JLb7Q4EjDiBZdOmja+99rrfD6Io4qBRAEBPR1AYEUnACOLRxGIJFUXR6fQ/++xzTz75ZKtWrcLC\nwhwOh8slUyqVaOXAZajt23dgHgfP83379gGAAwcOYnsT3vtQ59D4oFKpNBpNSEjI1atXA4EAZr/i\nWOSamprIyEin04k7bV6v12Aw2Gy2iIiI27dvAcDIkaMOHy7zer1oAGnTpg3PR6SmNhAEoUuXLqGh\noUePHm3atNmNGzHt2rWLiYlp2bLl9evXY2PjtFqtzeYwm81er9flcmEWotfrKysrjYuLRwvJW28N\nZ1kV3uJx1bRTp875+WAwGMxmM9oLU1PTsDtb8rvzPD9p0gP1Sk1Nw6XCWbNm4pFly5ajADMMi3Y+\nHFmyfv1nPt+D+KsBA/oDwNGjxwThf9qZ27Z98tq16wwjl8q4Ro0a3r2bLQhy7C1TKBQTJ06YP39B\nXl4tAGBX1sKFaSkpcwMBI9Stf06cOGHJknSGUWMVGwgEpk2bunTpMo7T4+5mRUXF+PHjNm7cBNAR\nt7gEQXjqqfYrVqzMyuKkhK2dO3f06dPX51NiFa5QKHQ63ebNXw0cOCgQEPA3snv3LgD4+99fVSqV\nNpuNXIgEQfzH4Hne5XIpFAqMGMfmXBz8yPN8VtYdAJgxY2ZoaKjbbVGpVH369AaAgwcPsSwriuxL\nLw0AgIULF+Xl5aHRo6SkGABCQixyuTw7OxsA0M9mMBi8Xm9RUVFMTExRUZFSqUxMTCwsLCwoKGBZ\ntrz8Ps7xMptDjh41KJVKjuPi4+Pj4+P9fr/dbi8tLRUEYceOHY899li/fv1WrVoVFxdXWVlZXV2N\nx6OiogKBACZj4Ttity9+zIKC/Kef7ojmQ6klGe/jhYWFaKA3Go2S8QEVBWUJd/sww5dhGAA5Jl+k\npS1EJRNFNb6LlCw1evSodevWAzBqtXro0CEAsHXrNo7jXC4OtVwQhKef7nDp0mWGUWDMFcuyjRo1\nvHcvVxRZaadqxYrM2bPnXLnyS2VlZUxMTFlZ2fHj37/++sDSUiOGRjIMs2jRwgULUv1+RnKQTps2\ndfnyTK1Wj5eOZdnU1AVLly4zm5vgYmAgEGjVKmn9+s/y8qwOh8Pv99fW1h44sH/AgJdUKl1JSYnd\nblcqlS1atNiw4fNBgwb7/QEc9blv394hQ4a6XC6v119SUuJyuTCC8k8OCRhBPJrgPVqpVJ44cfzE\nCQCAvXv3oRsQnQ4AIPmqUb2gzq4NANu2bX/11b9joENISAjLsk8/3fHChfMMw6jVaqk/F4uS0NDQ\nQCCAVZpMJsvJyVGr1aglTZs2q6mp4XleJpPX1tbqdLqEhISKiorKykqTyZSbm2s0GpVKpdVqtVqt\nW7ZswbJPpVJ9/vlnAGAy7cKlxdpaW20tAEDDho2sVqtMJtPr9W3btrt8+RLavlmWXbNmNX6KyZOn\n2O12r9d75crlK1dg715ITU3z+XzS1BhppwcX91DYMH0DHRmYEun1elG6sN9gzJj316z5KBBgWZZF\n9YLfzG72+XwvvtgNAM6dO+/zAXZwJya2BIDs7ByG4aRqLD4+7qefLn78cWFtba3VamUY5tSpky+8\n8FenU+tyufR6/ebNXwHAe++973KZAEAQBI1GM2XK5NWr1ygUWkEQXC4XdqrNmzdfownD8OKoqEgA\nOHLk6K1bdrfbzfO8w+E4cGB/3779WFaOplClUnn+/Lnz52HgwEE+n18QBCkIEYDFz8JxHI7r/Ff/\nif7fefQFbFy9Iwn1jnSudyTlIV7ZWM+utufN3x/ZWM9Qd7K+E+4hbG95D2HMu1bvMW0ewrz3Zr0j\nCW3qvXve/+fU6p5V78gfCzkEAFPneof2/sGX+sfPeiQ8h/8rCoUCb+Lx8Qn5+XkAIHXvvvPOiNOn\nT8tkMp7vg1lHe/bs7d+/H9TtoGC20CeffDp69BQA+NvfutfW1sbGxubmRt6/X1FZCRERkXivV6lU\nKpUK0zfQFoHBsgaDwWAwuN3uyspKs9lcXV3NMIzBYGjcuPHx498DwI0bsGBB6vPPP3/x4kWc71Vc\nDM2aNbdYLOHh4WfPnsVPgTtPLpcrMjKqrKwUANAuKMUhPv/8X06fPv3WW8NVKtV7773/0UdrAMDr\n9RYUFISGhj7+eO+DBw8AAC4AolahMRI73ux2u0KhkKYtS9WbUDdJEt0cHMd9+OEHUOcDZFl27dp1\nGObLMAp8WenKS04Z8TfTFqWARGxqxslqHo8nOjoak+Bx1Q6tofiU8vLy6upqjUbDcdyiRQvxcykU\nCr1eLyXtYkuyTqdDN+Pdu9kXLlhdLpfH47Hb7fv27YW67ESe51HRAeCNN4a43T5UdOkMMf6xtLS0\ntrYWBfuf/Sf5z+fRFzCC+O+ksrICALTaEJlMNmLEyPbt2/fuPWLv3n0ymQwXu/AOhb4Dnud3796j\nUCh69ep96NBhoW4k8bJly4uLi5cuPdK1azfcWMIdqdu3y8LDI/AxGo2mqKgoMjISPfoAIJPJHA4H\nqiDLsjk52QAQExMLAHFxcRqNFg0mM2fO2LNnL8MwISHtMeYjK+vOSy+93Lx58y+//DIxMcnr9ebk\nlAGAwWDU6XQWS6hCoSgtvQ8AkZFRZrMZq5wBA17asGHXxInJMpls7NgPWJZdsSITADp16qzX6ydO\nTDabzTNnpgDA/PkLpIRDqXEbAzVQ2lGV8faNRRXe4gOBwPLlmSzL8rwgSRo+GF8QtwyPHftWLpcD\nyLG2CwQCN27clMlkoshirxiqV3FxCYAyPDy8tLQUheeFF/4qigZsRLPZbM8//xe/319ZqUanO/a3\nvfPOCLs9Bh/v8Xg2bfrC6/W6XBadToe/zby8fLvdY7Vaq6qqKioq9u7dAwCdO3fRakOdTicu9gLA\nkCFDcVQYlpj9+mGgtwnXVPFq2O32oOgDIxs9QTyaWCyhFkuoTCbzer0OhyMQCBw6dLhfv74sy2J5\nhLbviRMnYGmC3/13797Ts2cPXEbDDaHjx4/369efZVm32y2XyxUKRVlZWVhYuFA3ZKu6uhp313ie\nt9lsV65cDgQCly9fys6+K5fLjUZjo0aNAaCoqDA/P+/AgQNRUVEGg7FbtxcHD36jf/9+ERERr776\n6qRJkwcMeKl37z67du385JNPsHWa5/kWLVqGhYVj9DDOiTabQ0JCLGVlpRzHGQyGkJAQrVY7ZszY\npUszUHdv375tNodYLKGnTp2MiYnBu3ZqalpKytxZs2ai5qHrEj0RuFaGNZMUTYJmELynT5qULIm9\nlImF6Vxutxtbwl9++SX0u0PdPGvcRcO4E3TeJyTE5+TcKygoxIpt2LBhAKDVaocMGRoaGhoSE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"output_type": "display_data"}], "prompt_number": 47, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(F, '', 1,2,1);\n", "subplot(1,2,2);\n", "t = w/2 + ((0:m-1)*w);\n", "[V,U] = meshgrid(t,t);\n", "hold on;\n", "imageplot(M1);\n", "quiver(t,t,F(1:w:n,1:w:n,2), F(1:w:n,1:w:n,1));\n", "axis('ij');"]}, {"source": ["Residual Computation\n", "--------------------\n", "The optical flow |F| allows one to compute the residual |R| between frame |M2|\n", "and an extrapolated version of |M1| along the flow |F|.\n", "\n", "\n", "One can translate the first frame |M1| along the flow |F|.\n", "\n", "compute the grid, translated along the flow"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 48, "cell_type": "code", "language": "python", "metadata": {}, "input": ["[Y,X] = meshgrid(1:n,1:n);\n", "X = clamp(X+F(:,:,1),1,n);\n", "Y = clamp(Y+F(:,:,2),1,n);"]}, {"source": ["compute the first fame, translated along the flow"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 49, "cell_type": "code", "language": "python", "metadata": {}, "input": ["Ms = interp2( 1:n,1:n, M1, Y,X );"]}, {"source": ["One can compare the residual with and without the flow\n", "\n", "residual without flow"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 50, "cell_type": "code", "language": "python", "metadata": {}, "input": ["R0 = M2-M1;"]}, {"source": ["residual along the flow"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 51, "cell_type": "code", "language": "python", "metadata": {}, "input": ["R = M2-Ms;"]}, {"source": ["ensure same dynamic range (just for display)"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 52, "cell_type": "code", "language": "python", "metadata": {}, "input": ["v = max( [max(abs(R0(:))) max(abs(R(:)))] );\n", "R(1)=v; R(2)=-v; R0(1)=v; R0(2)=-v;"]}, {"source": ["display"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "png": 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L5TIJBgPAzMOXmNMw0ehPh3gtFotObXz8EJTGlQDxigGLTllrGIGAnToucADXgzOWDfRH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\n", "output_type": "display_data"}], "prompt_number": 53, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(R0, 'Residual without flow', 1,2,1);\n", "imageplot(R, 'Residual with flow', 1,2,2);"]}], "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"}]}}}