{"nbformat_minor": 0, "worksheets": [{"cells": [{"source": ["Source Separation with Sparsity\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 explore local Fourier analysis of sounds, and its\n", "application to source separation from stereo measurements."], "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/audio_2_separation')"]}, {"source": ["Sound Mixing\n", "------------\n", "We load 3 sounds and simulate a stero recording by performing a linear\n", "blending of the sounds.\n", "\n", "\n", "For Scilab users, it is safer to extend the stack size.\n", "For Matlab users this does nothing."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 3, "cell_type": "code", "language": "python", "metadata": {}, "input": ["extend_stack_size(4);"]}, {"source": ["Sound loading."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 4, "cell_type": "code", "language": "python", "metadata": {}, "input": ["n = 1024*16;\n", "s = 3; % number of sound\n", "p = 2; % number of micros\n", "options.subsampling = 1;\n", "x = zeros(n,3);\n", "[x(:,1),fs] = load_sound('bird', n, options);\n", "[x(:,2),fs] = load_sound('female', n, options);\n", "[x(:,3),fs] = load_sound('male', n, options);"]}, {"source": ["normalize the energy of the signals"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 5, "cell_type": "code", "language": "python", "metadata": {}, "input": ["x = x./repmat(std(x,1), [n 1]);"]}, {"source": ["We mix the sound using a |2x3| transformation matrix.\n", "Here the direction are well-spaced, but you can try with more complicated\n", "mixing matrices.\n", "\n", "compute the mixing matrix"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 6, "cell_type": "code", "language": "python", "metadata": {}, "input": ["theta = linspace(0,pi(),s+1); theta(s+1) = [];\n", "theta(1) = .2;\n", "M = [cos(theta); sin(theta)];"]}, {"source": ["compute the mixed sources"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 7, "cell_type": "code", "language": "python", "metadata": {}, "input": ["y = x*M';"]}, {"source": ["Display of the sounds and their mix."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"png": 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bggfOHzUHxvIHlc0dLM6n69mskDLCAewa3AqDltBk+jtieZ8cscDmLfC0qnCd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\n", "metadata": {}, "output_type": "display_data"}], "prompt_number": 8, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "for i=1:s\n", " subplot(s,1,i);\n", " plot(x(:,i)); axis('tight');\n", " set_graphic_sizes([], 20);\n", " title(strcat('Source #',num2str(i)));\n", "end"]}, {"source": ["Display of the micro output."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"png": 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"metadata": {}, "output_type": "display_data"}], "prompt_number": 9, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "for i=1:p\n", " subplot(p,1,i);\n", " plot(y(:,i)); axis('tight');\n", " set_graphic_sizes([], 20);\n", " title(strcat('Micro #',num2str(i)));\n", "end"]}, {"source": ["Local Fourier analysis of sound.\n", "--------------------------------\n", "In order to perform the separation, one performs a local Fourier analysis\n", "of the sound. The hope is that the sources will be well-separated over\n", "the Fourier domain because the sources are sparse after a STFT.\n", "\n", "\n", "\n", "\n", "First set up parameters for the STFT."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 10, "cell_type": "code", "language": "python", "metadata": {}, "input": ["options.n = n;\n", "w = 128; % size of the window\n", "q = w/4; % overlap of the window"]}, {"source": ["Compute the STFT of the sources."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"png": 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GH+Djs84Unrwmdf/7CgOjZ0oqb/aRQUvpwXZ6Xfv+Swoes/qG3tnRAdfwMq5i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z1wwqLGw30m/gJ80AQRqIFMiFMpPMV44LiXUoPdzdg17OzkYDldNj1fYZdT4bQiejSl7Us4ZGMV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\n1TjOTFUIbeoUf7oyN8X1Ks9uMFqk3iFYYO6nuvO/lEy3yAmNVvi0W5Rl7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h8AB4rQhDrY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\notD2NbCXgr8gNNMsJKOlsJsdsEMALuIEhsAFAcyiJPL3P0p7enr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JLRY8ykEWUmCDCqpt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\ne78J6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RctJrAMQJ8rSiINAGxYQBKi+5RYApculW9Odj5IqlL0i/DyUi27MpsYRE8VJszD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"metadata": {}, "output_type": "display_data"}], "prompt_number": 11, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf; X = []; Y = [];\n", "for i=1:s\n", " X(:,:,i) = perform_stft(x(:,i),w,q, options);\n", " subplot(s,1,i);\n", " plot_spectrogram(X(:,:,i));\n", " set_graphic_sizes([], 20);\n", " title(strcat('Source #',num2str(i)));\n", "end"]}, {"source": ["__Exercise 1__\n", "\n", "Compute the STFT of the micros, and store them into a matrix |Y|."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"png": 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PmUS1XHhSv6+IUfvEKY/62U7zOo1sOQfLOThMcRKnn2gV75dz8Gm+VcmBsqkj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J9Ozi8yxBlgjoAEfxzvrK4aO+JfKZfuyVXvGyu/1M7JMUaNOi1meaXuoyk5fjjTOVbZzqzlRmAh\n4sShqL+dI4wwzgS/d4ff+//0Oft3hNc7A/v/T7/efvs/e/W299/2ltv+zSqZW8UqVrGKvwY/ftt/\nvO3Lt9fdfvXv+qX8T+H1y8D+tg4PmxKdEvQhTlJggSYJdrEjocwsn+FNke8HAR8N1KKT62GOsyva\nTTeiZvEWQ9EWaYL7d6mxyLQwO/hfNI5tT5466OFQxggVi7bgzkKjIfmrB/bYQ0JNOqN6rZC0nwKB\nW434S5M5WZJRV/1QZ57QCEddqyTjI621udatcjyuJcHDAu22oCHZFphxqZjuKDp7mUFSmgQLlDkU\n7YuPc5okQywywT4dQSJUI1oUmI4sI7u8UstYjCYwi+4PFtNB7amxIccYox0dsodfJE2RJqlIRwm5\nzicX3FPoEKOkDin5lkgZjvkdjZjKMeIkoi9b5sWm0YQEy8fVd3ms7a6MF9vkO3LavaWOiLgjEjzC\nwbA6381CYICT7KVBNvrmFiJhYCxK4xVNnCY5Q4tpdn1b1UgjEjmmSNLiX572J+MdrnmGHQxH2952\n9Fx1hgmYkVYbMj1o5rhdFhUsNCVOG7eLqlkDKfWMaqhXPV8u/GTuYKCd0Pz8/uF7D1USmi3xEWdC\nJleXSmjeW6q83MgacddsvSF5X6L80smcPQy6P7nYkFT23Onic22fG/TO4am8xXCOcdBMW5C3OGxK\nVlsQNs0H2t/6MWOwLFeXenk225m1C/XUexMiZRkmotrPfzblXcOh+80eDpLhDMPk2a8zvxpE4bal\n6BKdps0ARRYpuzKSunIiZZy9HKLl2lRSgf0+f2j43ekJo9FT7yDObk5YN91clDcVTRiGCzt85DAp\nN5oJ2B1RxsM0ohndFrtJkItec51Z2gyFTrhEZ6lkWZvqfCwUOc1QpOCGU3/l6AOkwgLbI7tYLrIt\nzpLhu5r+KNE5+wnfL6Ms8FzZ2pwz1L2yPXPXeP3+YPHFSt4c/3jWHwyYJs47U+Fnnx/IiPPLNVIW\ngo4vLRytDBftIi+27Qo6kpiOTNu5Gq97vH5vYP6qI8S/wc68ilWsYhWr+AeF1/UN7H8Vf6VmFu40\nlajyUlsqkGBEaF2CE9RYQ5saGT7RcFfSPlJMc6lpJGF79IB/PeG3x+xmis9UfXdGgSMMMKqTAhCy\nh4bvzxw/6OH9DrUFk0ZT6jnllPp2p8pyX9lXCocMb43GXzqUk2NvVEwX77g3TPCZlh+KG7U20bqV\njTtGgoKa9K1qXE09lwoJ4q3d8ZcezjnFTqapM81hZsFvJmXIc4yhiHWFpDOcYCxTsG6imVZ7aWfO\nNEdIMu/tA9NPjQ2pRe6uJieiicchCc24FtH43xhHIoaxnUUS1DjB9ig+Y4r7C0YIoqHQ0egKl7+N\nqOUi0XEPjWheUegTSkgySGKXJO8MTLMmsFzzUoKEjwYdChuOiSaZ7thcDEaXKBdtfuejzI5alLKx\nj0NMRCkVp9jNUKRmxSMC2o5Er4XIbZbm58c7EmOSQ1HyQgscZWckjYRTZwVIaoSzfA5pSKbUS+Zm\nDSwvBo8ZfXdmIq6VUcXu3LGEZlJjQWHdoWZbMGaiYKEtOGZ3wULBwpThl+vZ8Omu1FJXZlN3jdUd\nACe9uCt/Z7wREpqQXn/+4PDnB4fDlfDm5Fxb0BLPqmRVwiHDpkRCE48Z/Q4Lz9+R8QfJTlRNLpr/\nTEQuvelIWx2IKOxPDhuKFMRQ6ZxnjJ/lVyK3WYoJqnxlym8Od+Zvx6Ikjina0VRekkn2RUkrIdM9\n4P70YltwV1C/Uk8ZdW+8UpVZ3h6oS6Yar0xl1g63Au0bxxIGo7VU6rxVpd0ZbwSFdko9taM+a2C5\nFaDj8cpFkl74dL/BT0ZsJiRS4eThUQb5/IxdgxLRYpuIjgF+qqKd7QiiO5gkzxATUdL0AntY5EcT\njkfvlKHofALfk9OgToG6K3tTVw6n7g5q7VJw5esDjpAFAb/MR0kwxVvTqpwh+W3DwG3GWOT9QecK\nhNreAgvRB8LrHq/fG9jfPB8f/jpM4vjvHrnKz1axilWs4h8CXu9DHP8zuCPCX/uIJLVw5z4vznZK\nOrTpW3uN5QWLLIZaUcWVeuefxJEwFdmDDvFDYx0OF0fKY1VthqOd/ml0ZtLWZlpptXBqqy51yvZj\ndp+wc7djJ+3Iqrw3cRra1k62Osf9+Wi4sUrRGm3H+aN4SINuVeOdMcg6J71cz2pQ0hbYG03oZdnH\nZCdKQ4ksOxhjj3uGqxpRpUierHuzFceiaoxF2m5UEkkNY+yPrGDz4lp3BzXNjranwm5mOzzmK+1S\nTdpkZ6auk1QyQDVyU7WY7OxY15ZahhhgL2PfFgrwiWYnrmKGWY4ySSpyw8SjDWn827aZdfIRCZhl\n+ZQBvqPkriQ1TcqdRkFVCjpXqUo+CmfZGeXFhWLMRJRikGNfxFyfqUuxK+rDPMC4TupjKOAlOuTV\nTkb5lwvhRbOLWeKciJjcYpSWcow91DnMnDBBY07p+ZmC76y1xFPqRfPLp4JQt6vKJDXCKbu41j6H\n5xXLcjdmEq8czCwopNTjWg3JGYMLCs9ViqajeIjT7h2rXDmd6jixktRdqyZVGKTECX7qlOnOgvnK\ndOm5heKLk/nP7Rv5jYXdvzWx67HDo0+NDz22e/Sx6qgFz08U/EES0pSYZ44xRsiSjrx6ZyLdKJw2\nzLk7VzPCVJSlkuS7O+UyHcvdPnbwm8OG2R/RnblIjhqJ5NsKOMxkxPB2WZtthYa2K41U+JimRKAd\nakuvVDMGxLVa4p1p0sOMU2InaffGK2FAyYgzdallwbp4k+j/lWJUJ7lmF/+JNuMMRhQqFS3+Hfzo\noJNUIjqFHZT49WyHaY1TZ09HfusQynR0XDHLL9Y6U7hl2uzgAIcjohZEy36RGZdK6YZkx0M5zmkO\n8Z+jQJPn+GJZiltNl5oCcpHwdjwaXJwGQxzlYdrRQPLrHm/sG9j/SLZW6dcqVrGKVfwDwRvmBnb7\n9u2/8uZ0+7/F3/QlMryl1DGXzOscJR9jkVca1hYsTymGW49ZWp2A+RzfE5k2RHv/0E+T5d1xP5CR\nidwbM9yadWVCk5NuzcdP2T6vOGsgrjVtqCkxZqIutdOJ8EXdNVbXcKse78QDNiNiUbMm3SZyodUi\nK9Isk4x1DD3rCk0tbUFH4ylZl292Jt8K0dH5gnWppjaHDZkO/3xt0AqJ2svz2fsPLkJg3famCsc1\nJTSpkurkRlZkLzXT4Vn5PaodrSvd4bJrg1ZD0lwUHNeIBK1B8pyydnvr/snFu2s1SQULWuyKVKgy\nA4zzrkRHEwpHOts81+ikGByk3Ek9t5fxiEWNUtLx/QzyvdsVohg9jc6k2W+1tRmJlJJvXedktBWd\njcoKmlESQTsSdepM8fupzk65FXl62swyToEKOxmM2HyJXy8YYA8HornKCvM8zDBZqpEHLssOnlts\nSoQ2QWnemW5IhmTCSEeprciG4RoJzTNGhk01Jaoy9w5W7ny4kdQ4bXzGYELz+dOFzy2OvDU786bx\n+TuzjdCQ15lTPRKZ7UajtdFglnnevV2Ck+yJmOICQzozugFDDFPjCBNUmNCxGAYRf2pyELSj/JEE\nZyJv3EGB9ppE267I7VeMrsZpRq0dbsl3qPZ92fJdxXonpWWQFmciuXGcMc50UtjvLtXMkxHXujKX\nujST7vildrsyn7qViXcGjw8w6dp0cnkmEJByv8U1xbaWNaX2XfH6y+3sjflEGOf4YjlvuxtHEx2j\nZyuiLCPkKZLi/5kJQ/FlI29ZhqFonQxFzOkwc1EfQjwyiS4wwgjTkUnrMLnOBLIGH013Dop2stjJ\nOXRpviPajbCbErtJc9Ty4cCZDttbW2wpUGSSEX6Fj+bU+fmE302YosohdkfLNclspOCGIlwpdLW+\nAfCGuYGtYhWrWMUqVvHteP0OcfxtoS2QjHIlKlHwVznaVdVp8x1JWRrDnqp7e8pTReqCjInI/xE6\nXV5ESy7esbIPIAoQCw/ir5Q7Y0llbrWVg5cWcpUd2TCn7saxRGn33KyB35ve/ttDO7+vfWJt0Lp1\nIG408oUskuUIOzhhOR50MguyDH5bwdVYZLyvupFJOOrWznhHwEtqiXcEqiS/sei9eVU3KgmD1g63\nMqrrNG+0ErfEHeIQo/IWX2zlneQwGcbFtTSinWaRSVWZexOVl7PZe1OVlHqnhCkatItrJTTt5QBp\n92yvvlLOrNnfDuPy6idTA2ZDhaaRTdaka9l0wUJKff5AcVE+oXltLikrNLgYiibN8klVWpE3SDRM\nWGU80gNCmjXP5xp+NGmBGW7U3FXoaGPvCvzqnB8odeYM65FamaPIbBRDfpBCFPkR6jcL7GU4al3K\nRj0GM2Sj7JVEtIrmour3gcjrMxMVldXYFaWKjFqbarXHguVm4ADDDPDd+Vpk3grticfs3utIydxC\nsnDjRMJOV8qp31rcZdhd8XpTIpxl/Xx5+F25M0Om5xU/cWanBXfvq4VBlE2JpMa1SvK+0fJLci+2\n8jIcI4hMeO2II85FV7sVeaSqTPIUPx6VgY1GzrxFfqvtzUEYqNjx26V0+PoC4+RpR4Rjgh2R+y2v\nLpXUuJJMdQZT0xHnSBO4VYs7wE6KAu0rrVTnezSpQ6yrDLKfrDdPzqXUwx9TO4aDHe2i+XIp98Xm\n4F2Jek75maMDdxXqV2ZTHRlpnCMc5ARJEupSy5OBOcujwZVUyiIlX5ktiZNnLAoz3NU5kTERpV2E\n74ufHOzkiCbYywRxfuOUf7O9c0JzRNjDJxOx2AlaUapIlkYUploH+YjiV6Ih5OMRk2uEamvQeRdU\n2KHj6WzqiJeNjs/s1nxcjQY7o5ObLKeiM4Z933bZm2Sia3uIAuMRmV742/8o/t+BVQa2ilWsYhWr\neENizYEDB/6uX8P/RjzyyCPxA/tvTCY6e+Qvz/nm0wqbbGI9N3mx7sFuLbaxRCL8dUZ/WoUPUuIm\nPaynRU8gy2X+4pgHSzYyyWNVsR6TPNQrE7e0xTdaXNWXuHN/I63WkFwR2106ttnZpkQ+u4izsc2v\nVnrWjrWWrwedw/2uKKzhZtSqdZwZulihlx5WeIELfJACT3NeJ0r/Mu9wux7zMbaFodopvfxART6p\nLL65tdG5m7ovfSjdOax/wP2JxZr0N1K9+rzW3aXJZZd60i5HgRFTXPdaX9e1jydNurYluZTo+saO\nXjusSzVfO9Fl2q3L8ZUtsW/e7DbBsFh25VZX/D1djxbN46bupMa8YltQlptX7HN5kxe6LPW4vskL\nBQu59eW+3OXMSPVrO/rVGGCA8/zHM67mPEQPX+KfN5TiznCTk2xgJ31cZiTuC/zJvK6018q+Gbh0\n2VcDw10K603wJXCBHvpY4gkuRw6eSSps4HFusoXTrCfOXh0iuJ4a52nwQR7gOmdp8ShzkVDXYomt\nPEnAKRqc4UG2EFhuBLqJ8zAZqv5f9u4+OK7yzhf8Z9pd7d6mq93VdIkuoRK6okuoFJVQCZfxOi7H\nF1zgIi7iIiybSqgMm8nOZGezc3MzU3uzmWyGeds7k5uZyc1NMsnkjSGEJYlJgBjigAEBwmMb2ZGN\nMMLIpm3acls0pi3aohFtaf8458lkZ2Zr7t67qSFsf/8SptV9+vRpnef7/L4vZ8ZK/YXjdcW5bPc5\n+TeOZzI9iw35qp43k2lVV26eGhyYOTHb98bmzIWPJF9pdg2lj5QKtaZsdCar5Z7shubpSveV+aly\nz+w6+1OWnk2PvFYvXJKtnZ/NWqbEH1Ggiz+hixJjfJA0BxkKrrsuFkNI5hTr6WWRBksJGX4vruYy\nFq7AP2KemxigygMscwtDfIUdLLpwS/KNhYwv8i2+RB9LvyBc/CQ3c5K0VwtFXyTNEEiwjhSbrd7d\n+kDmno0mus0lLLekU5aiCJKiendqbtj0kCNDXUd6VKu5Hn3SY623tqR83uoNrQuFZPTpvDGXcU/8\ntKtG2pny4lv7U0pWD7UuzCTNMRC4yCzXkeMx8iyF2JH/I7zBGndzlE8N6yLDZmo8xGGuYS9NellP\ni6N0c5avMsIyZ1mgnwX62MNW4AuoFgAAIABJREFUUowzxLdZZrQrDkg8yRA5vkAvc2zi39bdlFHl\nq3ytZS6ph/0scZYRktzITexkCwshYyjLMutD29lJymzg3//h2//u0GFgHXTQQQcd/Erinc/ASrd/\n7LWhgof4UdVFg4aGpPlR02jKLLdmDIjrdx9mgY30gySjQY0zR44jDDESLcHWGmKWMdI5CY5NKPYa\nZImXa67t1pC/tbHBnkiFmNQecHTMwaR2Tamqp5A/26dyarpHgwmGuI+zJBlhP3ewgYc5TA9joRJ6\nAxuZ5aFQU5ulwA5OMiJe4EcMY1teNyPemkvVS8UX6oM2cYS76ffq4eJr/6pgmC6m+QJrKfApiiQ4\nyDjLzFOj3xuNjFs44q3xlCa3MOKNpYwvkWKDUqm2NbWry/yktd9t3frcjuHKcN/T92w8kF177PPl\ncz/Mn17urg8UH21uee7h4cZAfk43liWymtl080xPybow2eovW6Ye3t1NaQ1289NZGwq6uY5iIMoP\n8bGSTYyVDGbIO7MgnzHCccbI88Q3GIM/mHJTSZY9fLvpmpQsT4YE/XIQFh4lF0I6IudNFy3200sf\nc2zmHs4G+WKDJ5mnm6XwRq4jyZyVPQmfY4idLLPAfjZJ9C1/b+oD50p51/F7RtKHp4yeUTJNyuDg\nzKipRjGf/u3WUjJ1YTKZ7230qD7khoq+QTMPVreN5Q4W8/VliTnd2+w8rv/52pDPOt+dVXBleepM\npuQgXdQ5SoVxbqaXkwyT4CzraPH1toGE7fTwGG0O02aDON+kTDf7maOLW0CZBBP8h92eSenJSbKH\nJLfQS579jLro5uZA5ugrvV1xvfWNIQsxYtutaMODBaY5y16GXPqt6nUe7jJ/XP+4zT++78YDxbUv\nLA8+d2T4Z8mxuUz3zybGFnszs8rLEvO60loDjvY6ufCJXKHv7GsKiqQ4yDRzrOU+ieuWcUFSxoX7\nkj7DLeT5MEM0maBAlbM8xn76yZJmjqPikJr17KGX+9hIgZuYChsnc2SY5/u/MClcJscO/njSrd0y\nrOODYf+jKzy4i2vYzDLHWWYvRdaxnWWKmfggJ+hLxu106zlIkkU2son3VG3Nabl4Q315U+JCJelh\nbuIkdzDCjYzxFR7pMLAOOuiggw46+OXgnc/ABm7/4KmzPR7iSM4bM7YW5ZhJWWaQEfYywxI/qejP\nu44nmeQa7qbOEab5AbdRYDebyZGhRhcD5Mn0xpEfVbpzGnzU+ZFsIXH26V0be8snH3bdmIPLEnf7\n4FmFg8Y2mqjqeeW+LlnuIMlGuikzEWST17GJbuYo8DnOch1ZDvINpulnnAUq7GEmXuwbJcFdbI2t\nS+dqeR8JU58c41T4CDvJssAMZQrsD2F9dwfaN0qKs+wJcXaCwSXD73ANffQqFWqzynutf2Fq0FYy\nzvXmtbmq5rPZqG/p3FxenV6v35N77Y7Cy5O9L9/XeyxfPpMtrepqDyWOLJRzFxJJE9QZC5EiOyhy\nC9MFB+5THoTx4MMbYwAsMkSGgxl9FOhmHnSPxR6+3yzB77d9NuHGlDvpJRNiRKKV9U4er5nPmmOZ\ntaLeqfiCieRhyZDl0cs1QRi5gTT9tDnJD3Ypl2EH+4OPbY4WBYZISowu95UqZ5oln/OuT09vtatH\ndd/sep+LhxN9Kj+9a+uGkT1lsy/mBqRV9L3WLLRS6SFHNuT2NOSPGFqUudEDg2amDb+QGPQlxlw6\nVs1YPFMt6Q82ry9wE9fFqXru4CytMHOqcTThA6SCj20P1wTN7V6GOEKJOTbyRQaY4ChtjlPpV8gZ\nCqe9xFcCef0fK/7X/PJgAudPBsPREHPUA/Oo8EOWOcoSI/SwxTWpx1rS36l9+Lmp4Vdu6vIR7iBD\njj9yfi6r32uzhVf/pvjSkf5T+3teuburuTWLuiK6zb1WKUiwRDUae5O1Mp+4UEqaZ5mdDPEYwyGs\ncpF5fsgwGe6fsaVolgx/XlfKEMalA3y5Zms27jf/IZsohK/PAsfpIcMQ/9N9ioPxVXSQdd0W+Sy3\ncJajZPkdPsoQg3yFtUxy7z1ODsc6z0308hhf5Ub6GQrnsJsMKDPHmNUDrQvbCnoYMZQ58nK1V5Vy\noKTfrZGVos8V1828+odffvvfHToMrIMOOuigg19JdG5gHXTQQQcd/Erinb+FmL79U689XPAVXm2T\nsC0TqzCOUKTEQR5pWZ+0mHeobimjyaGWgaRMqGDfIFbeR0baZfazzAZ2U2SGFnnG6CVFga8w61iy\nvPqGVl0xsu7OKhecbUvOGDyrUNXz1u6Uh9jEIA+HQ/rTSc/k3JIySoE2f0OOW1jioRA5ExlIC/y7\nGb1F/SG4NtrJHKNAlsMc4clQLLnMHpaYCXLnSrAP7wylkS0+zSAZ7mNTaINs8UHuYIwMR7i2bUtC\niQ1WbWhnCounP9X9+hdybx1JWReEyLkovSYbdwBew0nmOM5JNpKmi/fxeSvLiaXNqbzG65mcAh+l\nl+McZS4Mz7/TcPGoLBNUWOLr4+b7JEIr4BIFnmrLJGLR80kq9FLmZkpRo3zCKBl2ij/uU7sl+2Mz\n7zy5rAXOt9SScY9MJFuY5WctyaQEab4fKisLPN6STzrKIn9e05P1wqTMsBoJ5phnN/18vSWRtEhL\nfmtj1NRsqnxhOTm24WCP6pzuQ0ujbmcDa6239/DISLe5GYOj6am64pzulbnEUP7IvK6m7JTRV77Q\ndf6ubN8NlWHTeY1HEtc5woiB3qM/M+aLlJlmkcd3ODjkkyxxmHzYs9rFEXZyA/2cZYoMy3Tzl+TI\nc5iDrGeQw8yHdKhHmxIp3+T1ui2ZuLzxmzulBnxYHNa8PW/eyvHE+aNZv02RB8jxFcYZYRdJ1nOU\nvmAXOWvVje2jBl6oDrqTh7ideb7BCA9wG6ngechxBx/kVm/UMq9s6XqrN/VGO1Monn0tUdBmkjxd\n/JB5Egy4pL9WLNTPrcv7Br0hn/co89xIlm6mSRTj0UObkYxBumlToY9mVpk+UkFw3+AwY5wMto1Z\nlvj4oAKzIYb7JPtDA8v3g83gExwXS29GyTHHs8M+E/onC6G/Zh2f57pgb+hhnju5iRp3sl2xWD+f\nydrjsg2VbnMvLfV7iM8zQZJnGEj5Iuu82lvsyOg76KCDDjro4JeFdz4DS93+6fOtrB4WEwYzsZY6\ncg4WeJItjCa1KDOU8aNZvQX9Sf3sYn1oWezjW4wyyXH27fJC3XCPIbqCxTgRWNrfUOa32U7DhUby\nfD47n+qqKX3njg+vH907YeOxPyu/trvwVjIVt3JEYVSL1PmLSb+11tqUj3A41DQUGWE4xArv5/fb\ntiekoqCjojoPiHX8dbo5zAI4yd2hIfNsKF28jkxQPcyRZ4T1IdNzWzD85sIq+KvkyLKBDdxNgSk+\nmbCL32/5RHIln3jrtpQvV7w47tODRljgS3yWMf4Hflz1iVxcXbiO/iCBqfGX/BlljnpzIP36bC5W\nRuRcNNZ8q5KyyFm+Pq7R54a0FAMhWvfv6v7nIcs8FkTwi/TwZMItNElwE0McDk6DRY6QosU8P9qh\nf8gMbyWU8jZS5qlJbyxIFK3sNDjo3mmlrvgTWaadNBjqYCLtxneb1qWUkvZQoJfrshZ4vsfZNGSC\nk3otM7xEf8IEI8o3zKYsPT87ZEJ6S6uu+KPaTWbpYcmb/elrso8ltbvMZyz2qPY6eWhmVMmZvyyd\nGu5pp5ObjR9dP3ChO3m81N+j2pJ++ujGyLm8tDH1xmcysX018n58ZEgPOQ7zSbpDUee3Ocswx8mS\n5EsMhNC1DZS4M0QwL9Lij5vSKRn2tV2SdoD3MZjRzV9VlPOGB2Iq388YCyFG4HOkQ9vnrbRY5o8n\nfbjbIMeDeyRNnZLEpuULn0nGxTQZijxGKpjcBwNtqpOLvtdkuZk/oZ85rzUKqnTToJtZEoyxk5Tz\njWyrL32hlYylEJ/i1pAZnWWOqWBxicQsESdrMsmP67ozsQc5Utv3BsHLWTYyzzQDIYF6nsVQU9lD\nOWRB9bHASQYpcZIWM0xSIBEc5b8TrNCpEHFwQ9BeYVMcl2U7d/EQI3xYK51e2ZIwJLm2ndd4ea7X\nk+JtkrtZl9LFod029WvxnQ4D66CDDjrooINfDt75DKx0+8deqxfM8PWq4ZyHwh70PL0hummZr39e\n1wY5+gvxgrorROgu06DAOqrsp8RLWdcOWuDrTcMpjZDqtFNcl/cjtrpseyU72FzsyazMJ948m27l\n00ujqacam05XumXJBC1+nV7+u4bb0qoMdMdUbBM9VELK7TA1JhmjwjNzNuekuYsDFevy+jnC96q6\ncjEhW2IgTJsKoZQvzQ100aCXUebZH0Y4CwyR4t1TxkrStMOMp8VjrA+xwkcZYJ676E3aHHTY+bze\nwTitqh26TiLp8MZcXJnREHs2c6xjjCXmQkrpMsukY/tnYmT5QjEZp5EW+uJKwEhaXeI4L8/ZVLAU\nNMSVWJseZ4A9xsmQBhSFru4kRZG/bhtPGKI9FK9/C3l11kbE7iQ1ubLRQUnqXXp5hgy9dNPLBIvs\nj2alKX2BiG8kRYIWz7a9tcdgnwVeqlnOWo7OfCJWsV8jtX7puP43HsvISYwuL8q8NlVQJUOZXrn0\nwmEjPap1xZyFhvyLzQEPs8nq3laUm9yUPTNVuvCN5OKWTEv6xTsGDHGDN2YylphnjjvF5v276CbB\n95pyKb9NF1OcbtmcjDnoZCgBqfHDYJnvD5fTQ7TpTjnUsinp0JzRnHVcw3WkqOdN8zuh3TSayD7J\nEGc5zlMtL7fVkj7CwyyyvVsXRebYTpo/4mOss9KViEuOvlm1PucLDLPAGH/eNpAwxAJ3cQ09HEUI\nytobAq6yDPBn3Gb1ppYtVrIJeT7NAy6Ukx4Sz5K3Mc3hkGh8d4jZLfNAMF18p6Y3a44NGWXqYfiE\npdAoe5xB7qaP9cEZ/R8YYSpkhW+mzNcmlHuNMUI3Ff4m5DxtCG6QTBjFRSPb7weHfoatIQYhol+1\nUCT7SsOn06vXt5YlVgYSfuiNazJz6e6VkwmLIR07z82kOdyvj4/yxx0G1kEHHXTQQQe/HLzzGVjh\n9t957UjBfuSkOUuD44wGJ+l0tJzcEAcFbWGaBj+dUSpqMMCOkMtSjYshdGfNcIREyhgtMuwjSZVe\nellguy7zdcWVowmHvZHMrOxM2MJvcpSzzPNZEtGKL22K/1S3mPFUSy5pMfDFaHByT0gwSjJDLedG\n0nSzKS/NBIe5KWees7yy09JAnGm0yCE+wkQgQ4f53/aa7zFKMiTcNLgrrCKPl2T4BgfFVCDFPAsc\njYsWtdnJM7M2FiQ4HGYDC6EydIoiOymH8cBM6PR7mOEQGjtBi4MMcDxwJmSZd2EqGRPEI+GDOB4C\nfjI06Cro4cmQmjNLnimepMAyS/SzTIYHq/pygW3crXdEkwqnZ+SKMuKBaIOfTTMsn4tTjp5tySSN\nMsYWSvx1S1dSlipnWo61DKc8yTAT/Gjc8T7LFFPO5G1Iq7Ahq8Iyj1IOGWAPO/eR/BvLGePMOz+W\nTaWWzi9mfZRtzHHWwkDudKtb0oH22uVE4unZjXrjEpMLPclEdnlO94zBt7IpWwynpuuKp+/uto11\nfInfn1TtNsouToY2kza7WZdy/15beqSZ5MyUYndczNjPnjBTmaCLBR7jN9nAKF8lzZmmjWnrcooM\nMBMRcf685i+zsYg0H7YoRpjhK1EdaNKb9CdsoMER8ADT3EKBGmPMcDDUsgyzJScnMuTGdZeZRJTI\n5SRLdHEwzD6LQay7jiY3iUMMSBdaaa03707HHSKP7HTdgDbFYOuuBN72fV74heHZyTASW5c1wHqW\nuCvMj9eFqw4pFliKMue4h+v4KlsYYYAuhlnmIbp6HQ5u5Wn28HJNIavAyaCafjLUu9T401m3Fhzn\n1uDmjujUd9p6Ev4TRdKsS+t3oSu5cjjhSzxG2cquhMco8C1OBtJZIsUetvFXHQbWQQcddNBBB78c\nvPMZWO72T56Tj3vT2zzb1JuSD4OWtrg3JEOSE03ZlKcrcnmbi2b5SV1vxmRofIikgHczwNNtqYTr\nGOROSry40+CAlxqebxtNWfbmYPqVI10r0wl1Psw0N/Jha8YabxbSPsNcUM19kmtY4OkFr7VdnzXA\nl6ekSrEQK9JMvlxXyzgejFN9NCK7ElPsa+lPKvJoW09CeiCucBwjyQu7bC87GQpB9nNiQmNYizkm\nGOaplmRSlqVQIX+Sp9s2JMxxkMNk2MN3Zl1TcJS9nMsoJH2fB3c4MhRL7Pawn79tSKZjlWY0Exrh\nCL9bM5R1nAlyHKWHxxt2px0MLO0BkgywwOeocDg4Zh5mmVmqPN724UTMUyu06WIt3+I0JR6d8MFe\nhwMzS+VUxKauuRFd/KyqnDNatG/G2WIsPb2Pm8tyOcs0yZJLOrDLcDme7bUpJI3Q5plmTJOzKWvB\nQxT6dLOZDEfTyrToYR8t8S8+SYtbaLNMlS/Q5Xwja4JlkiFFd6O3JlOvFLsuTVWPtcqxJSjqbVl2\n+vvdpwo9b30hFUndMrnFacMr/Qk5TjLA5u44gawU4ncP0x3Gq1t65NjFdZztdpQEC/TyJBvoosbe\nQF966aePoYjmpqUZ4fvU2Baken3ZuHf0j8jxLcphAr098I/uhBvZzbxYvYleRvgM8zQZDq2bu4IS\ncpJJcU5Yhb9o+1hChRHSgSHNh2N+kq1BiRpdvV/lk94aSr1ZT8fZxGvZMuA4++nmIyT4Fks8MqHQ\nG7u7+mgFtXAPz9xlaUQ/uzld152RY5As9wT34UEOtSUSmiE6uZ8Wf0OKFF8MRSqzbKTGtMjAp5a1\niW9+wfH1Ujws3mnY11BMu7EgE4TKXXzvq0pr7ZtxRVdc2DtCKRDHCe7hOL00EDxwh3mp4mfThnpl\nyQVX6F93GFgHHXTQQQcd/HLwzmdg6ds/dX4yG7cnvDhJ3g1p2zjJOvrop4vHovaQlBSnmvHYY5BE\nJh4DXBNmMzcwxiybEmbYHCpXDnOu10jSDWldKUW+07ScWv3x1oWTSVU+HhRc3d5spuNByB3UwuZ1\nMiqqyFpMxzOq03nZpGkenLCt12bKGY+2nVpWTHg8FFtE45z9FJJeakkkbUr4MJvD06LGpnLcmzcX\n9vc/OGxjSLKY49is1V1KHKi4Jk9UzcBtiXhkGA2TotTadQVLoTG9lDTGVsaG3BSGiCUKZNLx4CrL\nZMjYfYxqVoUGC3y96lM5edppXQxxDUs8PuWGUiwXjOI8tgbmNEkivLuPJtTDOyozxma6GGGMb3/B\nb9wSN5uk2M8zO4wMOcsi/fTzfMbnE0bYULQuJIwssI5NIbh2jiNsLktxnHlaVBmkwsYURe1U/IR/\nNevTBSU2sp4iS5QpUeeFlrfGbepXpp9ppsN6vM6DlJjhTvYGy91t3iqnoviY1+dyHggjybtDTMZG\nsjxEhfVeaXatjCbcRYa7GAzRLUfCSn8To+RpBElbNJ26hgwzgWbdTTvoKkfoCqOsb0/o6tXPkwxS\nIMWOIPv8IEXGSbAjXIENPkgyRJmMhUHONbRDZc96cJLNVEPdTJEMgwyE6y3KC76GrDiV4zcTun+h\nmPEIN9LNAANsYpaDpNgb0mGiufUPw9mOhHzfIhHkuJHgNstQrz7anOVw6CyNLGJ7R+Iv10b6M7G0\nMrp+om9iRKw/kfAkz4bo5yhBJsEjO40M2B6kociygxanq7bmbOMwx4bdmJKjFoam69KxnDjBt5t+\nJyXPUwx0GyvG1PM6ztIUX2bzpEJQ9dFAJVu82LSqyyd7zfEweb4z48NF3+wwsA466KCDDjr45eCd\nz8DcfvtbCyk/5FCNFBM2DhkOM4zREAx4NvSXD9PMebFuMBMvxCL3e42nmjal4qV0O6jaTtLmey3t\npBuT1rJEjhk2pmxyoZyM+xiXWOAs+9nPJ0NtxKmmSkqSBbKhHiWyFmWSjt3jTNNVG+LiklmaCdlE\nTDIOskAtMnBEiQlJiyxxI5kQ2zHH3uBJigZOkfBvG718lQSnkHFhXKlfT97OUHLYzyZy7CbH35EP\nReYPsZY6363bmpEXL1T/OAwhxsJA4pPMsSso375clc95JbQ/3JpTYJJ5lsiT44dsKMVFfItUGGCY\nef4kGPgOcgtd7OQIt1FniSUqFDnO2vUyLPFV1jHNxiGP19UycYxhhRsT+kNtZpPDPFpzvmKyy3q6\n6GIxENBZnmu5KRlLN6NEyjGEq2iZTQVTrGMg9FtG0rseHiCdtKlflv3MskyNtVQ5ziIjYboTzf+2\nBmHbzlB+0eBOcvwv02a67GAdxUCzekLoYisMBXcyTpo93DvrU4U4vu94NKvjJKdpMESdPSwErjDP\nJL2IuzeVefT7ejfEXqtFNvAVPhOMSpGK724O8/gEvZ5o6Uoa5DFmODUrUYijAouBR/aE8Vhf6ALN\n8RgVFvgiBfbQZiDMC0dZF5I51weHWSbk2pTCNkA6XFHR9HcvR8NoMGIhe7gjsMydPDijWHScrvAN\nimjuBK+1pJK20h/iSBIheHORFEPhmn+t7tW6VF4XG5inyjGyPEAPP2m7ajDuvUyGvqQsB6r6cm7K\nybJIm0wqnmMdpcYoR1kb8kFSKeUo5KU7TqdM8nRLT9IICf6gbTgRV2hOxQ0y5hAd51kjWUOcDGU6\ny0Xb+HqHgXXQQQcddNDBLwfvfAaWuP2zF3YmPUBvVjsvM2SABFWS1JjhBzWvNw1m45i4CksZM0TK\nspJ4KTSfMhsSzXeGDOxnowlHUl/IqniYOXIh72CCu1hkN1/kCC1mQ9bAAgMpiZD68QDPVGTyHqfA\nqxV6rB7WT43D7AajbApLv1mWQh52m1O7vNljORl7dGr8oGVTUpoat4QN8RYLJMjwyKRXu3jIpUOu\n6zfEFGlOVS3lTAWt47docK6iJ2+GR5ryKWkeZkPGIv++oifvzjA5eGlWV8EAS2ygxjqWorCAnBfb\nrkqohqDuZf64qpWzlmSIulhiPxv5KqPsIcedDHIydNv3Ms84Z7guuOt+UHEwDztZG5xtAyETJEE6\nY61YLjhHkUm+PK7U526qnJ9gSX9fPKt4krM833bmqNdbrioY5SQ/ndIqKYWxx7NtJ45aKDrCobZk\nIk7Qn2KBarBSRZadn0fhdceDq3giOMIyLR7g6ZpDM453Wx/mNEe5MzR2HmShS5NB+nmIPP+mbiAT\nn5ZGiAuZCdWjZdYXFKjyDZbAIqVQvznOAi/eIT0a+8B+MuvWQhxU3x9IZGNDbBuK5G3X8GEKzPNF\nkkyQ5wczdOvJyifjYWGGs+QLDoQtgSQpftJSSxoMLQczLJKjn2vC9OsePsJcuDaqHGGZoSBo7KHJ\nFsZ4gAkaPMa4OPgmG1IoK5EelVmuCSLAGmWW+WBRiT3kwxd2SazQezkZk798+AL28IOGVNojbT2J\nOGT1OK/XWJYoOFHTl40LMD8Yai2fGqdLLqXMSe7iWFU2J0FvLh4h7wqRnj9qSybiDtVocFsKitD7\naSGqR2jalIpZZn8yHk+22bfHYK+j7GI6hLv+XVs94fS4NcM2s8hhfhymwkW+12FgHXTQQQcddPDL\nwTufgRVv//j5TNZRZjhT8UZWK+GHobUrWtoPZG3KyoXu7UdCBVdDHMu2mxZ13mhbn4iD4OZDVvSx\ntk0JT9BgKlSwt0L30v8+baQrZmZRfPUjdS+lnJg3n4UR8eRskZ/W2KUwZkOUx5hXyDvTkEzb11JP\nuol8oBFLIWhgjPt48T6jg0bLupLxyiRa5h9rKyVlIrZHN0+GxG6c5MUuq5MuHJEatDmEBB7ljbNG\n8rr567qljDYvNUjLprVJpyzxd1VLOX3McSofLwafntJf8nJGKWk4pH58rWE4bZY0S5yYt5x1umI5\nHwefb8tZzy6OU2coEKONHGchnNVs0MKdDcObvSxxvqY/62E2cDavm6emKMmzOcx7crT4WttAwjjD\nzNIIS/Llvthat8zpPPNSffE8I+LrrYRi0dqckeBPemHGcp9s0PLlE/qKsa712GHH2k7m5Mjxk6oN\nuXjhf6jt2JJ0MhaJdYVFdCM8bY4jvHAfJasHtRjjTr7CWe5teWKHxLCuoNOLyOV+ahxI2JiU4mho\nfYsI9/1TDpdkGWeRxxgkz/1tNyZsJh1qvZZJjDrV9PIPLQzrK+hhhifGre+LuV2kvJ0jxTij4hSP\nP2z7XMJJJnii7t29XiafspaDPHGfxKBUiFR/cbeXC3rSTtKb1Ahr/69waNqhPQ4OemqvW3p0kQ4S\nxD4OhhnYPeJUyd+q2ZiNaVlk4YqGkZ+jn/+zajHnKNcxJw4tbITBYW9oiYush5Fgr5tRvttyvmUp\npRrsX6/u9tYe57qdzZhlgS5SaSd5/bjBgidmZIvOUixIFgyRylqiLzDdZZ6addWY09/yastyr1lO\n1Ug5vezFhJGEOvm4iECGgURcQJjhxaahlP0kSLEYNkgWKKf+Pt81OsPrWKar1xLfbXl13IX+OAFk\nXUKOY1mlTBzImadFgQf4vV8NH1jyX/oA/nn82q/92s9/XllZ+S94QAcddNBBB+88vN1vYL94c4r+\n8xdvUf/g//7jB8SI7CbDZPvigL48e9nONu7g49TBN9jIpZxqW530Zls5aYo6NYqcnzExHKelnRm3\nZrMszaQ2v8E3G96Vj1/iTEWrT4mLhmPZTz5o/y4uGmWqpI2Q8NaijSm2xmHSPbQoks2roS7fI8lP\nQzz2JHlerbu+qMG12/UEk8pzdyjdpk4fV6Xj4z/VtDMbV8dmGeQu1nJpUpGZ7V6dVSur8kTFe/u0\n++IL5NqiRyve16ec12Bfm5pVPS60fKgnZjCjYQLR4HdHzaJhqmQ9XwWX5E2H5rMSlZIy6T4n7nCs\nT3GzbUxR41zLibQqm/lAlEu5y3u3OtaQz2szy4m2q5MxcUlSJl+S5ePUSJLkslFV9lJjljI97GR1\nMpZyTXKgxhQbrc66wDTUP1WpAAAgAElEQVQnKt7b59qiR0cNhzHV+R3W32yYB2cVy1r87aRL17po\ns/N15aI2H6AZIiJ3cEV0Esgzw6qeePyQ5KKk81OeG+UO8tI3S7LvLlEqZWvQLEmu3g77ZvWUTZDm\nfMujTWuKzm3XZHfEAuu2Fc2ym81o20GVBsfajlVV+9RR9ua0vcNxFsYLNbeW1PlQMnaDRSdtI19u\nW5W0Juvcxvi7ExFQJUnSDIYUxzZVtrAj1A68PynNeirUisoUs/Fl+Vzbldsd+hI9ytuVOVN2aV4P\nVWbDJbSTPOdn2GItg+ul2UU+9MZNsQOB9kUS3A+V4ijCKr8XoiyH+TPSJHtMczO7+du63y3GdrEW\nfdwTlHtR1kaTr9W9r2g9703bxTlUvZB1ad5VW0xxoa2HQWqh3+DUrIvKoBzT0+HwEk83rc/q4XvB\n63ltWZbGx+Ia61NTVo26MO2SYWfqakVbmeBAy+VpUwxyq7gl3LipbapkGY6ef8IVG/WRZoa9bKUa\nRM4TVBhlTdrgFmVq3BNKzq4qSvPltiuT8pyYNjwcz6F/FfC2Pszo/vTzG9I/vl1F+Gcf0EEHHXTQ\nwTsPb18Rxz+4e/3855/fpf6fblf/4N8b8nEA3XDQ5AxyqqrKeNRlTJVdtPgUT+x2qh2Hha1JKosj\n7M7XFVk97M2qJGfa3rXZuVlFLsxqM4FkvFPfx5o+J6bNsJ1SWMNO0mKQ6RCueK6uytd2xuvfa7e6\nrEeS77bM8kQjFgQmUTfIJO/hu21Veni1wYSftuIi2ib37rKv4YrbtDnUjEnAgUmnmi7Lxu1i+2jQ\nZhujnGrGhO/Ksr1MclGfmaCai57h+j73N2MjmhmKcEVak2JYGkc+sH13qFPh/SVbg8PpfN2ZlmSg\naOOMBn5pPa14ZT3DOd6XdgUNvjfly3XjXLJVmg/lVTg07gT/LhkTvirP1U1Tpy4OvTxR06CPMq/O\nOlB1rhFPqkZZy3PT9jITXSMbrcl6kyvo4d19mvTw/rwy6ymz5mYN0lxcjjWWRtU4P2V1UYt7q3FQ\nep6kWOIYXXJNnvuSC7u9UJFm3049XLqWCW5mW0xJr7jVlcPeP+g28rxZjQmBRkw6a7wv7T1FH+C3\n0locaNnIbxTtYDJ8EJdlPTfpm2013pt0eV8ctf6urFXDBtm321quKKnzH++Li4C/EXH9yPY07UJF\nnqt7nJhQ5EzdqV3WDJplmkmqEY1mJ/dX9TEadLC7xIVq2wPRL5LmfUll3v1xtuuJrFp91gZSvj60\njk1T5uqbXZaPpbkzYeSW5XaanKrbHk5yxMJneHQ2phfTfImd4o8szyi3sTHa5Ei7J/wd2MVeiuzi\nP07EOxbTaMYVYtEbWYOaVXlp+tjMxUn5YKuKrISy8Xfw0mRMznrC7Pz92fjr/+vsq8dpGvfPqIbC\ndz2yvGvYmbtcXIwv7AMNF6Vj8loOFXoXamxVEp+3aPKqHld/1Xjw85Ls5HsVD7bjkfy5cdO/wJtb\nXJg0xTgHprXQkOWJqsuGVYI2+1cBb98b2D+JlZWVf7BD+I/vcB100EEHHfz/Ab8CN7Bf+wX8F/z6\nm610bAOqkyRLkd/ocVvIQHuuYoLRoCG0mZ3WFOPy2YiIvLnTu4qy9PGeHlu5PqnKVWXDXFuOl4FI\n8+i0Y5ybdsWwvtB9de/nPdd2punNVrzUTdIQr98v3maaKmlOzGhwedqxGaqO3ePpqipXj6qJW4Pf\nl1TixCRNSlal4wFbWxxC16TOqmzMSzRpO9GMYwhWcWDy7xdZV2Y1ObbXoWo8CRjlWNtzs4pRNAlp\nrs3GIfHRqvjCTJzslw8BIpFJ7n23KQaCNcl3m1qsKro2rcVW2hxqmaTOgYZLB63Z6kTdDHXeR57h\n6Mh2ko3rpmrUIkYSLdQjnVvLoRpp52pa7OaJmhnxJOqJmgbvLbu6h4a6mKlEA6ELFLm65PKsc/wb\nNocU/CdaqqAm5grnqFDn1RrR8CCpzBWj1lJidY+9TPOnE/FUZpxDgele/3HXbnFpn1OTbI0Jx8Wb\nrcm7Kg2HmrIcIhvO/3/fE7usLl2rxqG6Nn0hY6LBLJelDYdZS5NjM1ps55K17DZDLdD9PpJsYSt/\nsEWJzUxz7XYP1lTZRj1keVwxanWfPva1XbVRi+uLrt0aj/dabA6spUKDd/XE52SUrSSZCtrO6O3v\nYC/3z2jTw9Vh+2ENlRCWOMM0TS7cp8So+Boe5w6mxKPoT5DnQ0XrKfG3O+NT8XH+oKzFB0LifoMa\nf8Yk3+DftuNX//dZ65lilu1iF93NvH+jFuM8XXFtnynuH7fvjrjfztq4gmBvSD7cyzdbMR2/0GKn\nFgd2xI2AffFXM97+eaIRc2jJuCt51aBbKUabEFnndktjUIN7W5pcmZcN8Z4tpnii5n0l1yfjlrI8\nD7a0UXOOJxp6+NDv6eHcXXBZ4IKXb/bqbvsqxtlLiavW6uHVSZcMS3NVUQ1TTvBcw3PT8Wf9tsfb\negbmnxNx/Gfhv/m/3/Yu67C0DjrooIN/EuGv5b/+Fz2K/2y83W9g/pFG4//1PeyNFb8nXvU0g6is\ngw466KCDf4gVGlQ9Puxf/wpo4t7uW4j/9SOuVem2m/nzsE1RZ3ewMc5Es8qsE3fYy4N1D0ZbbFvi\nPvVTdQfqnm5avU2LCV7Y8feT4XNNB6aCdfceJa7KSnLpcNiO4VDTZCR+/YTLkq7IeldaI2wBjYYy\njlf3xps800jHfZvS7I7nvBdq8a+cr5oJsvtoPn7pesPxppo0V6xlC0Fl2452zNaSdGnWEzXHxl0Y\nd9FaVb67111Bd75qvUt79HGIElcnXVR2rBWnEEU2gBfa+nhv1tWjLh/UZCuYZC3loIupgAfbTtSp\n2dewOezithnl19PWi70BTTbyoWKsQbi/4S6meRMf8+60MpKenvXoDkmuz7uqpBJtptWYtjpLUh/D\nXF2ykWvTBrm6FBuf+7i0z3OcaapS5fq06znR0hftscSbrLLU+Y20Ztiz+mbdNJfw6j2qXF6KhS3D\nvFBR4+mGdlAT3MPFG+2mwakvcY9j0x6dVRLrQYxSkQy6hnOTDrSluT5rClOxBuHRSrwfOxEeaTyW\n8Hy36T4mOVPVoin2hhdRjiUJW7hyq1Hq4oF/HeLXzfMNpniUCleWNNjBX4AmH2AbffxW0s3cyhZu\n5TNsJB3ybWeDaqPCvdwV+lny3N9SCddztNn1XNt7BjWYDFFG0bEduiv++dikn065v+Xa7UrUeLXh\njtBmGWmF/qJpUKwXj6QT12+zhVGGg0dlljx1Pi6+PiuU+N2kZNhuHeTetvv4Ennuo0g1KDKu7pPm\nhXtY66LbnG9rcgXrOTHt1Kzn2mY5w5q0CodQdcVH5bHNiYpHdxvnu/fJcu+sBvKxduPqvAfbalyY\njS/FRvS9HdVCnwtNl6bVo+CFGSd2x9fVo1XXluKt0WPjcYT06rQ+3vUxlyEfzxHy2OrSvlghEn3p\nIs3Jqd1mmQ071devdWZanWx0jZVouCjP1K8CteHtfwProIMOOuigg38S76gb2D+p8shHCtE1wc16\nfjbWXn+v6dg9LuxmF8OaQpRKnbRjnKi5rOiyYvxEx3a6MMNWTb43bTeaLhmNmdnqD2gHhTEuKlpd\n0kDDE1UX7hKpAiri1WUprCsPtbw6ScO9TY+2nZikJ143XdTHzVb3UWK3F5oGkbVv3IOznmvErxct\nrhvcWzPJIBdnnarES61Xdzu/Nx6m9xF7sIdjIcmq9c7sjWNkL7TiyfOVwR96vsGk52bjxsUpsXe4\nFfjKgUYsWy+KaeX2UM/4t1yStKoYR3LNhPKLXUxSFnNcVeca8Vq+xQttai5MqaJJNhYCxAP94t9H\nLjU4MB57p99su7yoxKOVeJc40nlHioyd4uo/08w413Z+byyI+PW0Og/WYv1ORLmeqMfi6WH2cknR\nsaozswzHVPWFinFmuKRPEzNmeHpvLJXuCUTEzeQpurSsyteosibpXeVYG31qB2Wrk/62ZYa1XDWq\nytdmqTuww2QkWmGYi242ztMzsRrlWJ2GM02TTISzenEyFulEloxK6NIc5USVkLE7QZJ97fhLcWjS\nCzNe3Uvd7l+Q5EQ0qyk2GkdC7fv485rJ+MOJFRAt7JBkNzPMcmnaLK2ggYoEAm1Eyp223dxb1+Sy\nW5WjL8dwLMyPqGeFNfn4OolYXeTfmKDKVqbYFey60yEMLElfcFM0+FrdFPdX4ut5lj9hnHGuSqpw\nfjxWZDTC20lSisRc24i8JUlC+pSiVWWXJT036aqgNLmMa8txT1DsBaHJe7dL8v6yZvR3oGE2+l4n\ntbmo7Kf32E2bVWhKYhcNp6jxZpWKNVtiz/KlPbHduyLWKL3Q8mbdjNjqo+KeIJyJLDeRrGknJyrB\nJZ6W5NBeT1Siv3PePazNE7OaXLHW5XmD2NphYP+1+AeuL//o/vSPH/CL/97BL+C//Zc+gLcBjv0K\nbOj/0nF/5yTwtc5JwL/6lz6A/4+w8jbGP3vA/zkPuGTltMdXeI0Vq1d43RUrLl+xaoVv8wjf4ce8\n7KIVl6+4ZIVX+DZP8ZbVKzxrzYpVK1avuHzFZSu8zssu//njV1hxUfTD87zO6y5dsWaFr/Mjnomf\nPD6GFVeueHd0VH/NDzjNWzzPj3nWu1Z4LT5a0cP+zuoVV0XP+SN+wMu8weuc5kVe4zUXr7hkxZro\nYJ61aoXT0VlxxYqroyf8MS/yM5eu8AY/dsWKd6+4Ijq2Z1y+4soVnuJ1fsLrPG7VSjjOF3meH/AT\nHuc0T/E8b/CyK1a8a4W3+Akv8hLP8go/4w0Xr/ATTrt6xXuih73MT/iBNSvxSfYTq1ZcHB3MGy6O\nTtTP+JlVPz/Jfx2/0OXRw75jzQrh1z3Ds/yM5128wss8BV7iB7xo1Qor3rMSv6jT8TNfsuKSFVev\neN+KK6PXio75eR7hr8J7j97ya/Fpvyx6kud5LT6qK6PP+jVOx09+2c/f0WlrVly54r0rrlhx2YrL\no19/ypoVV0Vv4XVejz9KL/J6+Pcfx6/ikf+LvfePjuK6Ez0/tGqlGqmP1Cv1k/pIvVI/1Af1gR6k\nQRqkZ2mNjtEaPaMFHaM1eoYX8wIxjGHHbMwGNpAxjjljJ+bFJCaBBPJMxpyHxlYCMThWghyUoBjF\nko0MsmmjBhpooEENNKhBDWr03T+qysPEv5gknljifv7QKVXfqrr3W7fqW/d+f1yzIRwkR6g0fu2H\nATgNg6QZt28LOcKMD9tiPC+nrR41yHShwLhcPwyaN3GSsFRYaPTzAdKEAiFDqBQqhRyBA0wy+tKA\nWbcSY/uwKc9So1g/nCZHwGjgAcotwbIX9pEnlBg/7SPDqMYw7DO7Csaew+QIjwuLjapuIksoFlYK\nTwjThceFmUKpJYQCYa4wT+Aw1cIkoVqYI0wTZgjVRrWBvXCAIjF7yEKjjw2Y8mQfXIYBOECBIYdu\nJhlC3m/eTeOKDME5io3Dh+EwDEO3eRfmWG+McoEdcI4MgX7yjANPwD7r/CdIs/qD2fYh6IfXyRM4\nxySjMxwGMWuSZohxL3RTaki1nxRDnkOkGdUbptiQ2+twEE7DMDnWOyFLzGON91iJUCrMFuYIOcJh\n+YJrB4Mv7giMjxtLySdHMX/SHoVCoVCMSf7tYVWjinHjxuXJufNdLv6T4WnkIcPNtSBgeefYrUxN\nXdBAhoNrUcvDybBpOKCHtCXcSFj5cyDNbrqQmatTNFjLthtBrbq17ncbGfVc64A4GQ2mB9HFACk+\nbkWtOvRixm1ipU31msaVa8AGKyS4giwnCbgRgfZ/mdE2LRWGv6IHgE6osn6qgBj8BzgHcdK83EhY\n0acOy+UuAhXkOLmIlUAmCG5SyrgF9BnriFjlA9YhrtuifHUImKtYptlxwcko7LEsY4bDE6T40eBG\nh+VDZniwVVg3Imj9q1sulb1QRoaHa0nrilFou82prpYcuJiwhGDEHiesmx+EOqvyUfgb2GklSPaT\n4kCDGyErNrURwhCHMiZpxOBMnxWPqlsx50Y8sOGvFrZc+lwU+DkTwAyGd1o2Hxd0Qh30gAaN4IAO\nsxMSodhHBK4ZV/dZAomaHYwQGX6ScMNI82o4ivVC0lrKMAJNpHjQjby3PoiY1lwzcVkPVJBSxa3N\nUG/ZkcbBsNnTCtyciVuyaielETecbIcqMux44L0YGQ6uhUEnz2mG2Gf5uLKZvCWcj0AH1EHUagtm\nW0odxOFYDCKk+bixHVzk1eGCd+Ok2LkVhihFZZzESkEG7DGTimH0kGbyNM53klVDDYQhBFeiZDm5\nEqXcaaZESsLbhqnNbd6pmToRY2cftFO0yszm1QdeCMC1cUwS3BCEYxthGQUQhRt7oIo0JzeSVlo2\nj2lWvLUHGqAVojAfAqRU4IIzUYiCjzS4sQ0aTDt6it20SwXgmGHJbIN6CpwAZ2LQaboQZzhIwK0g\naJAky8uVLiufVZW5wmYenI+bkd4ZC0xbnQ4XDbtfnJQmdLi2mYwlXIubRukUH7fiYCcHLibNx7ag\nDCdE4Pw4OAFRcEMf1JKicSsMdqY7zCxTfz0KtMMoqOKfgkrvq1AoFH8cX3ztMMYVmEKhUCjGKl9o\nG5hCoVAoFJ+EUmAKhUKhGJUoBaZQKBSKUYlSYAqFQqEYlSgFplAoFIpRiVJgCoVCoRiVjJKUjYpP\n5VPWSLs9Eu5jy3xmgS84H5sh81PKKCH80QVGC0ZD7kIhfGzY60dbMZaEoOLARj2f9Lh+Zm++w+7+\nReZPb6MSwp0UGF187BNxNwjhLuwJagQ2irmTPCMfdr5PKvyZBb6wfFjhP2jCR8ejY14IH30H3VVC\nuJ1Pr/yYF8KdKJuxJARlAxutfHrf+qRfP9z/mQVGC7c/sXfy0c1YFMLt3M1C+KS59LtKCJ/EmBSC\nUmCjlQ8XFPj0Mh+7fecFxgBjWwif2Qc+LPax23deYAxwlwhh3G189NcxJgSlwBSjlTt8d99tfIoL\nw9jmU1yZ7gY+nDr+6M4xjLKBKcYOd+27m1HlOfZ5MObf1HfOZ5qExxJqBKYYI9zN2ot/PaX8SdNH\nY5u79tbfzuiaAPzTUSMwxajnLlddf4CI3G3aa2wPMu6Qu1MCSoEpRjEf9aRX3J18VGerz5q7ATWF\neLfwmV/lo/Sz/d/kyjH2hPBHVHjsCeGPQAmBMSEEpcDGJh/aQj52/50U+OLzmU/X3SAEPsvx7G4Q\ngvxrbt/54TZjXQgfNXz+wRh0TApBTSGOccbAR9ancyfJb8awEAyL1528dMawEO6cMSyET+oJH2Us\nCUGNwMYsH32FfVJuoU/ZM9q5G4Twp7dxDAjhM7kbhPDRFo35nqC8dxQKhUIxKlEjMIVCoVCMSpQC\nUygUCsWoRCkwhUKhUIxKlAJTKBQKxahEKTCFQqFQjEqUAlMoFArFqEQpMIVCoVCMSpQCUygUCsWo\nRCkwhUKhUIxKlAJTKBQKxahEKTCFQqFQjEqUAlMoFArFqEQpMIVCoVCMSpQCUygUCsWoRCkwhUKh\nUIxKlAJTKBQKxahEKTCFQqFQjEqUAlMoFArFqET7S1dAofgCMW7cOGNDRO6kgPHvJxVWKBSfK0qB\nKRSjmHHjxn2s+vxQ0RooFasYk6gpRIXiY/gDBfBJO0XkL6gbPraSH7v/k0oqFKMaNQJTKEYfn6KQ\nPjoLauz5pLGaQjF6USMwheKPZ9y4cf/+g5s7ueLtukrpLcVYRY3AFIo/REQMzXT7q/9Df43P1B+f\nZH/6gzN89OQfPeSTqvexRykUdxtqBKZQ/Dn5TPvTnRio/hTN9Jc1yykU/56oEZhC8efnzkdX/w4m\nK+XrrxirqBGYQvEx3B7mxR3rgI8tdiea4/MzWSntpRjDqBGYQjE2UapLMeZRCkyhGGt8Zj4RhWJs\noBSYQvHxfOiL+OG/f9x5/iIjIaW6FHcDygamUPyZud1r499kPPvo9p94dYVibKNGYArFJ/KxMVt3\nUv7OtcgnHfInDqE+tgJqWKYYY6gRmELx5+SjSuIz1cYfcYhCoQBUejSFQqFQjErUCEyhUCgUoxKl\nwBQKhUIxKlEKTKFQKBSjEqXAFAqFQjEqUQpMoVAoFKMSpcAUCoVCMSpRCkyhUCgUoxKlwBQKhUIx\nKlEKTKFQKBSjEqXAFAqFQjEqUQpMoVAoFKMSpcAUCoVCMSpRCkyhUCgUoxKlwBQKhUIxKlEKTKFQ\nKBSjkjG+IrNaXl2hUCj+OL74q0WO/RGY5CHDVMqBLLmcJkOT5PA02VciRxiQSXJ4hrzOsBTJCapl\nsWxiUJ6UJ/fJNBnkoJQyTWQvspMXZOkRKZFu5CVkJ+yV/VItzyObuCxZMCRHkE3ITmSAg1Iqm5DF\nyGpkC/IKshCZiSykXLplH/IcMgPZz9OyWrYgc5CZyH5kCHkCeQRZjDxOt5TLFuRxZCHyArIbhkQO\nI08jTyC7kW7myCvPyMohSXtF5gxLigyyX6p3yFzZhzyP7EbKAQRkGgNwDqQcASlCqpEcZB8npGgI\n5AkkBZmD5CF5SBaymkF4SeYJyF5kKUMglUgaUopkIGnm9iBIKZdBZjNkXGUul0Emcdm4Vg6SwWWQ\nFIZA5tIPJ0DOcQ6klH6QYmQGspPDII8jaWZtD8IgXAYp5gAclklDIMXsg24pF+M85eyDITgNspe9\nIOUMwCDshQGjJ6SYdTD2DINsYj9ICidAnkFKeAXkCbpBpiFbOAeSwhGQecg0DoKkMAwr5RmZwU6Q\nvRwA2Uk/HAGZzmGQAmQeJ2AADsImWSxP8zpIKVKEvIRksBdkNUdA0jhhSGwle0FmI9X0wxD0w26Z\nKTs5ATIDSUNWIznIJGQGMo3ThqBKkWIkBSmhWvZLBvI4UoRMYqbslpeQHCQPSQOjXSnISiQF2YJM\nRyYhS5EsJAc5jeRYPaEIOYJMQwboNySw1xSp5CBFyA66DVHMRbKQUqQUWYqUMAADxr1YTD/IbPaC\nvI6UMwz7jC6Rx2WQco7AORgyblAaB0C6zVu5F+Qgw9AP8jqvg+TRD7LTvMXG4ftASpDpHAFZzH6Q\nEg6DbGIfyHSkkn6QLUgJwAGQfbxu9S7p5nWQaqSIgyD7kGIkhwMgu9mNJcBB9hrvk0nsg70yfR9I\nMfvhCXluv3Hfs2Cp7AWZi+RxAk5I0X6QUk6AzKEf5BWkyHwWZAuShhQgRUgWUoBMR/KQamQTUo3M\nQJYiB5FqZC5SjFQiryOzkdUMgRxGliJ5yIvIfmQ2ksZM2T0AMgdJQZ7nsNGvZjBo9PMMgAHrIT1i\nSDILyWGfUQCG/kKv638rY3xF5nHjxkkB9DLOLvRBFynLkreCWoE3fKbdTYjFizaHcfvp8xCqostH\nQG+9QQgiEIcYxCABcdCsjQQkAYhBEm6BtSNx26UTVnHj0CQkQLPGvIl/VU2zgIGOecKktY21B+sM\n2m0H2sEBdiANAId17Vroo+8Mfw2SB0naL+IGXw6RiwRAg5os8NL2NjVgL6XjXRJQD5TS/i51WaDR\nfhEdakrZ8y4e8M+g55fEoBa0NHpvUJZD8CIxKIMIRMALneAB/0z2vEYSKqAXysAJASgrJnCMJPjn\nsOun6FBfTOgYniy2X8EOjUuJfp8Q+KAXalbS+i2iMB/sOSQv0gYRqAL/I+z6CVGoAie4iuAk7ZAA\nF1RsYeNX0OErICuJfotdkIQlC6GN2BlC4IIIlOXRdZ5O0KAMaqcTfoM+qM8jdh7AsYW+rxAEHaqg\nF7rADlVQUUznMXSoyCJ+BTvwJD1PEQQNGgBogTg0gjuNthtEwQ9leaATO4kjA67RAUmogT0QAzfU\n50GSjotoUPMksadIgGsGBOg7SRRq04jcIGxUOwNaYJHVLXRohBXgJXEefRLj3kOehBYIkbiBXglV\nEIAuklfQCqAKghAmeREtBdbCOtpv4ISyUgjQfoMkeMEJXZAEH3gziFyjC5xQAzFogxi4oA46IAx2\nqAFPOdG36QQXVGVBLX0/JwwOqOom9LcELPHqrxP8zwShChxLiXyfXkhCwzQSv2EPAFXgXkjkx3RC\nDbieI/T/0gU61EIUukCDOnCeIPAf6YNG+F+gG/M+1kAUeq2Lul4g+H/TA1XgmUvon80z1IBrOi1v\nYIeGInDQ+S5h8EAFBCAOLtDADT0QAQfUVBL8PR0ALCpg+xli4IGGEgIf0AvNJaDT9y4a+KZjdvc4\nkd8QgbI0SNJ1Cxd48gifJwplwHOwHuoJ/YQAOMEPnUbv2gHL4TzMJPEafVCRwa5rxKAGvCsJfosI\n1BQz7hiSBo30/TNhcIEP2jAfVc88aGfceTUCUygUCoXi80EpMIVCoVCMSsa4EweAG+zwV1EqndRx\nq1ND44zHPamur4xeBzEfASdRN2E3YT15g5A1IJ8PLRAFJ2iYcxM6yTNopUTfRcOcE+gDHwTBCUFj\nmG/NUSSsiUY7xEAHDaKAeTJi4LB+MuYM47ftSYAd4tbf22cg7dZ0ph28xvlv4IT4eavwL4lCHPZC\n8jyAHXwZ0I7zb7BDBEJX8PQSMibf3iUISegB+7uEofcKYE5ThN41J8R8vyQMUUMwN4gBbrSL6KCV\noH9AFNwQhRhEXjMnheyYUy5AGHzHiEMAAj8lAC6IHSMAgStmnfu+b7WuGv13bP2WOQ3VB46LaLdJ\nr/MnRIAPu7IX7FS9Zwq58yt4AcMM1kcYMKrRA8/iWIPrJK4XcT1L6wckwQEuiANJs+aU4dDoeA37\nV6jIInmFBESs6Sm/MbWr4QIHsAJ7D/GfY1+PHcogAbvADWUQBRf03iAI8yECOKAMhzELHKY2TOct\n9oADHEYDz+NIIQ41kHwKRxrBGxCABAljvu6GOaVdkUXkCq5lYIdl4IHt4Ifl4EJPQB3SZMzWgR89\nBDrsgTKoQAtDgzUXFkLzQCt8A6DC6GzvYhxRBjEIQRSaIQgkCUIM/NaMXBLc4LM6vwec4IH424Sg\nDDwpECf6c1PgzrAtCDwAACAASURBVBQSfwvWJLNWTPI/gzF/WAm7iIPfuL999EASysBdDG0EwAeu\nEthMCHOG01FK37vmDKezmOR/JAxe0GYgHXTewAeAs5zg23hBB1c5rDF7r6cS+swn0QOu6eCDN3AZ\nT9FyvP+NCNhBq8YfJfgBnrnQSfIMfnBBAtp+TwyckIRtZ4iAC3To+ICg0ZYoxMxpUuJwDJZAGP03\nxGHXDfNYDXrPm8+FG5xriVzD1WK+W2LQg/lEJP8LWpF5iJ5C4ha7rhEHIAbxb5mGCXycOwY6RMy2\nGy8uYxbUk2HNio4G1AhMoVAoFKMTGdNguB4JsJvZwjPCUmG38KJwWHJkIEcGDF/EabLvGVn5giyV\nE8hKZC5yDlmMLEVeRJ5GCpByZBqSgyxEQHIYApnOOcOFCaTS9KmTaUge8hIyA3kCyUCOIClIKTKT\ny4YLXA5SzRAMSsYQSAaShyxmCGQLQyAFDIHsYBDkEYaNMqXI0wyArDYd/PYa+1N4HaSAAyA5HIaD\ncASGjWsZfm4FyEykBMlDKuk2XL+yzI1zcNhw98piP6bj2W4YhsMgjzBo+PsV0G/sSUOyOGj4JWLV\nqpTDIFkMwzl4BY7AYRiGA3AaLkO3dazAAdgJ5+A0pjvZCeMqIM9wENPXcSemk+EJo2IpSAknQB5B\nSug3WjfDdCSTF5G5yJDpNSfdyAxkHjKXczAAT8tqKUZWI/Msn0nD+W0hp0EKzGrsA0nhMkgau2E3\nSBaSxjBIEa8YDSnihOECNxd5ESlHNiGw33B1y0ByOGFUeBqyicuwH16EfjhteILtR55HFiMlyCT6\nYaexvwDJML3+DJEKln9gAZLFoNHrZiMlSAoyw/TwHDZcDVcic5BypBQZQqYjc5FNyFxkP9KN9CNp\nSAkyiBxB9iGvm76XcgJ5HpmGlCPPIE8ij/O6zJAipAjZgszknNHAFCQLKabbcGZ72vKWzEBKkCeR\nGQwZTm79yEqkgMswJGnGo3EaROCyyCZOG557W5BNyBZOG9J7BXkRyeEclitvCQdh2HBAfcTyG9xv\nej8eMY7aiczlsPGILUYeZ9C4m6VmXz0BMhNJQR7htOGhl4XMRCZx2uhIM5Bq61l+BJlplVmIlCOV\nDBjuiCVIJTINmY0UIE8gBVbfrjY7rSxEMjhsdTPjhPsxfWuPwBajnikcMfw2jY49l5eMx9NwNM1B\n5nLEuGiKKQGpNB1fd4Csth6cLE6DFJs+jYdB5nAaq3OWmM+OlCAzkNXIIDIPWYlUI/OQxchCpBpJ\nGR3aQY3AFAqFQjEquQvc6F8iMT/tr3wJdNNLlQrDzAIJcFtFq2ABPIvUjWM7xGA+tIIbqsAH9eAG\nN3TSGa6usf+OMuK/w/44bAVgkeWQa7gvO6GPrasWLlr1YzTYA3VQD+stS0vIMo4lwAdR669mzWpj\nzU/r0GtYiqzaOiwP/R56r9FjTOJbbvd2wPL216xzODCdrQ0fe8NuVGOcLI/e8+jgsGxXWBc3tjVw\nYprNfOAohxChi7hATwGdwDXTe95daRnNgAQ9Z/CBvQRqoAeWQBS2QxIWQATaIUlbcEb9xl8Sha0Q\nN41msWPEjBl5F4lj6JWwCjZACBqIf9+smF5gtdYByy3jjBfchvEBfLAZgrDGsjQmodnysw5a0jbs\nNiGwE79i7rBXwu+hiOBJvCmWcK9AFugkzqNPgy7wQQ0EIAp7SPxvBMEOnklghzUk/k90YCmR7+Oa\nRNd7VBXBSSLgmknLnrkeQlW7fs966AHAB5pl5EyABxKWLdYwMEasPmBc120FbbhIfhcNqIYQkTO4\ncmAVbMeMGKiFzdBHzJ9lH3dFy4MNUMtW18JaOry1x6gi+Gyxt/UY26EGNsIGWAtRaLA84g3LbQ8c\no0sqq8b9PgjeIojBFfoMW2kGNIJGx0/wgjsPlsGz9F6jrAD88Eu6wA/2AvDT+0sc4CkHP2gEf0wC\n/AIdMN8KbvBCr3UXaqEGloMdFkAj1FlhDW6YD7XggeWwjdgPzcgCpkEFtFhRKW6IQAJ08MB82Gi9\nIqqgDeLghUYIQZjYhixH8AoroA8qLPfzKKyBZstw3WlGzASu4DWe40poAC+sAif0ErmFKweStF4h\nAWXgfw62s/5d01zqgD1GHMXz0Akh4m8D2CcRe8+suxEvE7Wsy+5yom/TA2XgKiByhgR4SiEASXCS\nOI9eCrUQBx+sBx8sAQ06iX0XxxMQhzCR19Dhf0W50SsUCoVC8Tnxl57D/HwBZDqXJYsCgctwmXJh\ntjBNKBdWCtVCgVApvCT0y0zZPSgZ8gyyEnkeWY28gDxu5TuYZhkVqq3g+RwzaN9MQ/AE8gzyIjLI\nCSmSfqQbI02GPInsQE4g55BB9sm0YUlZKFtkmMuStUkWy2lmyu6nZfVBKRVBLjMoGfIKchDZixzh\nsmTJADKMnGNI0gYlQ15Cii1TWTFShCxG0pB51kR8HpLBMMgk5HUkxTKoTOeAYUx6kXNYdpoipJSd\nxkT8NHaClDAErxhT+cXshm5j8n2A09APB0GGkCwGYLeRLONxZJ9lIUjhgDEvvxQpQiqRJ5A5yEtI\nCVKNvIDMQ2Yi3cjjyGxkEjIPmWellpiBlCOLkXKkGtmBzEbmICuRSmQlUo7MRHYgW5CXkNVclqxB\nyZCD7JTZshp5CdmNDCH9yAF2yNyDUtot5bIf2Ys8jwxbd80wwExDnkdmIk8j05GFVrUnIXMtM1se\nMg+pRGYg05ECJAeptPI1zLPMmbebSQzhZCGTkGLTgCoFZqfaJIu7pfy0FIggu+mX4mFJ6ZdiGWJA\ncoYlZa9MPyCVO2TuCSnqlvJzktcvxfPkpSFJk8sMSM6QpO2WmQeksl+KZTUyA5mEYFm5HkGKLLvU\nQmQ3p6XgcXleipBiZCFyjhNSJEesvA/9yCZkHvIIMgmZiRQh0y0b0uNIsfXTM8g0pBiZhixGpls2\n1xSkHFmKzLCybOQgc0x76jBmOph90G/8W2LaX82+OseyE3cjQ8gcZBOr5WnZibzIDpm7X6pFuCxZ\nsptuKTe3DYPZAeQAcpADUilbkGfMiskmZB+yBXkEeYkByZHHkSeRF5CDyOPIXtNMOCRpsgNZigwh\n3cgOhiVFdiP7kCM8J0/IOWQTshp5HqlEqi27UTXyHPKC1fYs5BHT7C1zkNlIDjLPygIzBykyzWyX\nMbNvbDHMn0XITHbAS8ZDusO0okmadSsHkUnIaaQSOWjZC19HVtNtPHF5SAEym8NG5pRpyEEuf2gI\nF9OSPQAyHVmMVHLQkHw1cpkTcHCUaAc1AlMoFArFqCRl7dq1f+k6fI489dRTa/OJfdnx359wU1nB\nmQjXHdjhJmTCCLwW5d50HoIp8CsKq04105IaGebLbL933uSrh8NfKsjsGWQyxEi+mmJ7WXgQGuAC\nRC1DTjasgkNwD0wlNisrnmp/hykT3unHyWbnkgWhn5CAOlry5/51a1/V1C6gi6plbIzZHDqJQ0yO\nZTqaaM3k6gSOniX/lF54lcwfTXz0Xm1/h3+aJ3FSP36DC2CjLX+GL/hB6qFhHjCDcbQHrbiN8XDJ\nyluVDVUwgq0O1sAGcHH2JPmQasM9keyp8Bb2EwSG8BbBKhI/BnCDthXHS9h1tO8wcTcu0P6RkdeY\nnIFtCpHHsUHhSlx90AuTSW8k/TfkpsA98DLp6ZAJ6biv4ngYwhCGNdABOlyHe+AmxKEdjMJX4THo\ngEZw0NEyzXP8JD7wgAfuh0LTEBfeUHC2Lt8Zv4gL/KCDn2BT8auTZ5XZ3tX1G0ftE666Mm2MuHPP\noMFUIva8RLaebh9ao69LoF8gN7/wbPr46/9Q9c37/mkf94ILGuBlmGp1nQXwMqQD8B3ogK/DzyAX\nonAPdIAP444YN5cQAIvgOHwNzsK3oQtehh70yfBtmAUXYDz8CsKwBCZScfPt/OxzmdFBkjCRdNv1\nq2QG8KVqN12cf5+JSTQbI2X0dlJzk9QRbEm0xxKbgppX1xNRnKncPEVhKjd1Es6pF6NfzknPHyIO\nv4AFkAsB2ABeqCHyQN7X+cdmWjydJ1kH6TCZ5fqGxm0/5xTUwXjTTNqzuTz/1DlmQQAegHzM6DPD\nIHcKEpAPXpgPnXAPtqnc7EzTJtzi25AJduwNaF+DVPgatl3kFmK7B7LhKq5Bcp/DNh4gN0T2P2Iz\nIuCy0S9g+w7EoQsuwYPcp+/DAwG8ZcERbL/ggamxbt4n1X/zZzw4Nd6NHfKhDyZCBHf4TGvjnPya\ns30N/vxL58zIu0twneiKHGfbRargKsyCm1AIR8FOy1fnlnW8ixvOQj5MJuFPS40PEyRcX5AZG7wn\n9QBn4RKdy6sLW06TgEYIQiF8EzZCAqpgDxRCLqSCDfLhHSiDN0lPxVYINvBiL4QkehWchShTNNJr\noQl+TfIiU8CdAu9DhNxMaLAyR62HL0EM7ocVZCZhCuTDKdK70SDdDw/DIc6eprAIGmAK+jaSw+gT\nYQFs5uZlcnOgDGbBHhwX0X4GUfg6sYs44Tn44msHNQJTKBQKxajkLhiB3UO0yfndp9bj1/E5eBAy\n4RT8LsYEncJ0rkMz2OAxUlfc/GryeWKwnck9hzlFZniQBKTCBWxbhUfht+CDLngQfgZ1EIQgfB3y\nAdYWrh3P8SSaJ/0kvUz1dm/LfqQs9i4ulusbvlf299/hq8vYGMeezvUILk/8pCs14iX4PhPdhA8x\nuSrxe01LeoInJ2cfSqTrMRzuQ2d4E5Iwgr0wbj91zfRCPA5d0AUReAfOEv+A1CTxM9guYosR7Sf9\nMOyBAESID+OcBGHQIWjme3Am4B/g22gucp1otdCG3UilEIbvoF2CX+M0UjIEsQ9hLwEd3PAATISt\nZDpgMsThUbBZyRIKwQMaZEII8uFeQl8rcjiuABy3HLfGgwZtMAJVEMXTehIfLV+f6297jxFwk1iQ\npnXewkmq/yZg77n27JKVvqmBdPcQZznuG5/NJXfiDEFybQNHHRPaqRvJtXkiJxPetG0seJN7pujv\nzOJVD6E62ltp6qEinetTnd2chavQYeXATUAYfm15dqbCr8EJ4dtSOYcgHRKQC9dhIhyFCrhgfYD/\nyvo4nAo/INhenP3OZe6DVvg6XGVb3SNlyXe5BA9BLkCbY4ZDj71qm6WTuET2VTIvkW1j5BCT3YR/\ny70OYq8yq4KeEB4n0Q6t1k48iNdB7Ec8msnVqbyVzvX/kfplwBM9SRiOQ9xKtNADN8GN3XGtUft5\nTHO4vnaePRCHSzTqPycb/gechSRchffJ7z3HdXDCO/AWNMJbVrbmidAHYVgPb0ImuGAF2NDSb+GD\nbXA/VMFE4r6M6/XpetcNgtAA3wQndKJNhIdhPlRBD/iIfy8jtWyYQ3AdNJIrUmxR4ShECN5fnJ28\nzDtoPbcyK66GcU+gn07SDw0dnTJh4sgRXoVDtCyZ6w+9hwd+xYSqo5fI9nV9QAROUTtr34LrPyFI\nemBo68MLp9gO4oG3aKjd/TA7qIFf43/zPSZb3olBgNb8Jr/tPa6SGRrEDklogQiFZ0+TDW4YDw9C\nLZyCIFSA3+oJdnCBFzPLyxK4CY+y7ker79X3MwKXIAoPA/AoBMADl0DHdZX0RfAYVEEqNLP9O/NS\n628m7tczk4M00jd10j95v3RP4ACTYRvJqSm2X4keI30BPEbsS1n68RuudFgFC+C3cAj9XvgqeybM\nnPCLfrsbvkb7N6fn+i6k7hnWFsGb0AQJHO+Q/ipP7VAjMIVCoVAoPh/ughFYDaEGzw+fcuKfTCrc\nC6lwCSp0FsFEyIZ7yJgYH16eqtmSKw79d96EEBSCAwLwCwjBUbgJNyEEATgECTgFQARskA5T4CxV\nE7qcRGM48pPnsBNx5vkIpKcOxZ0ZDmJG3sVcLiTQs7nURr03NRjCU8ipPTToJOLY07XrbzHVZ/ug\nQ6/1x99zj5zht+CiqemVh26+Yj9+jWxr1NIFcaiDKByF69wc5vogI3ATooPG5zWXhjh7i6vDJOHq\nANFhjg9wdRBOYruINgKvEb6C7SKpRjjRUQA8EIRD4IBUcMFUiMBj8ABL1m2qbe5IPT4cfKg4O3KZ\nJWxdu3CK66C5EMiDcB84wQYVJL6ZpvXeoo5kU0p212UmwClohPFwL0yBbEJfLXK8f4VGAg+UOCMX\nqcB/6j2ySSxJ0zpvaTdv2WcNfj35DC5GsOkXbtSk/+545vhcxwD52PSRDmrdzrA9+1rMlRXCE8JT\nQU+ue6CF5m/yDxX01NDZTt1bTB3P8VRudlF1isL6zDZbobRPnJ5774XU2DC1RmgSNJuJCqmBByCX\nri9XuqNnmAUTifwgz568Rg18HSJQCJNhKly14s/ccBOcEIVcsn97mRhm+rwgxCm7+S5n4V7IZJX+\nDBpvcs8ItqtkdlB7iMmbWZLO9RiOUxQeZ/xZ8nUSuVx4mYde5qEpvLOC9UeZcIHcbC59Zc3W5fdt\n0EhuZ/5E3l/HmgVXf0I7OKARvLANTsEscJrd2JV6PrkS2wjcAxcgBkfhLRgP+eCHs3AWbsJRuAAa\njEAE3HDcinaqgDZogh74NUTM9rIeMw/gz+DXpB4d1r03yIZOyIZCOmuqC986jQ9qwcaa8U/f17eP\nVRxKnfw157cfDO0kE8p4c/I9hfppbkIq2YnLCW+aFrnFVWy6XMrNjmmO3KMDxDk1tVDTko5TV7iO\n/9B7TCBYWJzdc9mWLz/KfNTmHnHbzhBnwchP8MAFcDDFftC8Uwketu3gAhyHqdALqXRVVLr9Z3gf\n7sOrBZfZNvrcgewLl/8lUjNKfFlG6qVhHoSjVpbSq9AJmdAHk6ELfmBlpOyCr8JGWAed3Nu5nz4I\nwX2W8P3wT5CEr0IvNEAC7oMYfAnKCM4q9hDyciwzMMgI7WXTW2h+gF+4L5zBxyrfM5M5ZO+8Rjas\nhzhdrirPOyf5Mjjo9FQX2k/zPpSxfcG8JJq/5z1c0Mj44IlU9zBt8Cg8DFfhAhyCX/DUoBqBKRQK\nhULx+XAXKDAHMRzkzccFSQiDExqsTPMxM3HFtT57qdbrI4DH/GiNL8lgPjSDE5618msY+TuarMwW\nHitLQjNEzEwYAXwJ9AiuuCMDJ0207qKx3TU9jDuB7iOwnfmtNPkIuONnnETDuHUSWviWlyDgp6+T\nGh+BiCOvgh50aIMqqGI785PeFGLQgZl+w/jmDUI9+KAZewGOuTim4XgEdwneOXhz8E7HC95H8O7H\nBd5nsINvDs4U9IVghxJz2p81cMzKmd8KHiv9QQDs0AMuM/fE5s6/sz97jQa2sYAaqCKJZmT5bmue\n0VcxCZ1IU15sWRYO4tiN7CRa7BY+9thnJptTsBOeX9DbWGpk1PeETtIAOr7kB7EFWZ0V1dGqnGhj\nThv1NEEVPVQky1LCuIF4Q0aPuzyJ1qrNWe94YiPLVrD+WVYtcmypofP/CLVvZ/4Glq9j9X/duN1H\noIzeBHoCvQ9/DxV24ovY6iMQx96pVXsI2ZPX8JL0piS9Ka3Nc+K+DCqgjHBVQbtnOnVEcVJFsK6Y\nRmI48BOZn0c71IMOyyEAFbAM4rAA3LDWGh8DOizBzM2QhDorGUQIDyFjMQQHsRo6nUSr6DKspF1U\n1dPmJFpGr0aynrZmWtazwktwPSvqafMQchHZu67OTTiERyfhMNKnJKzVDZy06nPMtC/zaa+b3llR\nHfHmtdrnJAAfsY1Z1ICPwNoS3LAVFrG5bjFLoJGObdNotjKbGE6ha8BnJh8Jbi3GD3ugz0qW3gdr\nzGwsLTVzzcwUfdAHQBJ2QSc18d8BtMMaaGNd7BtEoYWK9rc3swQflEEDUZwhd1HPgvLIkrxwTUE7\nddTBfEL+oj78Qbzmv3gC+PBDE8RIeNPqaKeBPe6ZHkJdVPVVTIo3ZeAm4syLL8roaS5PelKSpLQ6\n57TVzOh0V5s5LezmWhJVyd8DiQVphNH7bmwO/V0Yt+k0GwQnLMLefi1Zl7JLn22m6++wUrpEIYS5\nkOUKjHYRgbUQhmXQAXushS/brZdSFzjBCa2gWcawBOhs1hfjIolWQ2eCtD2+mThppiWI9z/1deED\nB0209lJmZu2JEigr8RDCA2GoIInW4yk30tDU0e4gZhp6dehiDU/jglZoA6eVykT7XF7Gf3buAgWm\nUCgUirHIXaDA6ojgYj44IAl7oAVcsBm2wmaIQBxCBPD1UtblqDQWyIpjN40ZDmgFJ7QDkIQYeDFX\n/jFMPr3Wyj8OfAQiuIyhFVHms30ZG41hVhVdwHbm19KRQCdBDZ124i4iuKmjvS72hi/+QQN7Avj6\n8CfRjOx8e3wzW1xz/yqaiOI03P/CdQUxZ5aZEM0Nfmt5cyfEoMIyQkTAA13oGbCH2P+OBqzDlwJ7\nwAVR2AxVkAXA/wfFsNGMr2IZ2MFuJmRDt2bnQ9b4bxXrtn0jUZdGC0sCP8QJPuqjv4xjx4krcH4V\nz3bUTgvijVVkbat4ZKNjacSRl0TroHarZ2EXVT1ULPC+2OmpXu55vq9qUqezul57fTNL1rFGJxHC\n00MFDmJkBfFGcMVwhHGHcXsJxrFHcBk7rzXbv7t8+Y8XLHov7CfJsQ3eH/cu6qWMBQTwaSRDeKI4\nXUT68GskjZMH8NmJO4i1aTPQ0GK3tNitpuBP7T3XjE/yJJqfvjgZ9bSh4Y0dI4ov+gEaruR5HLcl\nmjS2u6wlxRzQZqwSZg2G+qwQvYSVurCXhC+thk6gidYoTg8hL8EKeoB62n4YWWIMv2I47MQT6B5C\nMRxuwq00+elrodlJNIIritNHALATr6cNwAEh6KKWDvMzfwl1nW9oJB3EmuI/1SD5exyLrqDR1zCp\nD7+xklXSkbIk+UM0Ek1ptat+Y67E1WiuQ9bunk6UFVufo4o26s1xg5E8UIdF4Ic6aKKRXTRAPdRC\nGRF3Hl4oAzt99klmGlKjL7VCwPxrj13DA53wLL2UGc10xc4H8a5jzSr9mQp7dxm9m1nSQ8Vm12Kn\nY8B4vojAeoznaxeNXZ5KB7E62mvpaKZlGwu6HJXrWdFMy3I2bGZJG/V9+DeybB1r4jUZeCFBX9Ok\nrU0Le7TyZdoLa1lrrm8WxUPIXAatz7KCQxh3A3vMheNilgS81lJpCai3/A91qIIYnbuqiUGL5ePq\nMlY2s2ZQXLAAXFADXqKLcnCwJPlDdIz26vEbZfTioJ6215INz/lXoIGDDSzfyiLjUe10VwMeTuKE\nMhKkrWdFRfRtQtCDa8X5+l2/NNu1BNpZt/4bofVFaCQa0kzn4QqY//m9kf+c3AUKTKFQKBRjkbHv\nhej6p8VBvPsP3Us6uOAC9EIZjIANJsNVuAf83Dqk1eW3r2z+9trap7iA3XVtc/bieLrd8/5JUiEB\nmbAKgpaP2Q/gOtwLYNhLkmUptlx5WXvoTe55i6ktND+cuWO9bUUQ70O8PIKtkV35nN1Dg5EPQk9P\nfIevAkeZEMf+PhMnxPt3OWbHsR9nfDaXJocOkw6FTND7n2XVD9Ifm8BRm03w8DX9202Jn/IOLIE3\nIR1yYSPEwAcPWQus/k8ohBGYAGvRe7B5oAHq4Lrp/kcj6PA+2TFrDVpj3DYe7oGrkIQfwPuQCoAT\njsMUeB9ehUtobbc4BFHi92Wktg3zFuEqt7vtDEdp8L+2wrb+qzzfTt1VMptozY0MuOyRH/HoBXIL\nOZVAv0rmUSZM4Z0ozt9ybxz7W0xtpuU44+sTv7wvvC/kKHIQS+VmDxWZXI3g6qHiKpmtND0d/4dT\nqYV24jRxsd3JdcgnoyI+q+rVh1wvP8jPbKkj+2P3OvXoHhp6qDjKhAS6m7BG8llW1dPWQ4WX4Jvc\nM/VC967C2b7gB7ig0DKRunCGLtocIwn01PjwxvylU23d0eyc9JtD7c7p4+MnyIQgTIRTkAv5EIEq\nOAS5EDY/vbkOLrgKNrgEwAXQ0Wy3cq8OOFMvaqnJdK5nRy+fTc9P5eYFcmvofNT+I8BBbCLvh3Hb\nGEmijed4LhcmcDSfs+lcn8whF5HrpLuI+AicJT+Vm4fyJ/uj7+GFBr7H39e0/Q4HFML9bHfMr+U3\nnEXbjA2wg5NcBib++ogRLGhLF2O8qAVvEYWbgBmDyAXGnz3Bce737iXB1OvdZMNDrHng6fvY1/tg\nqev6ebz0PTTJ5hw5S36fw99TU/H3E783PvW4jRGn42L8sYx3Jk+Zkjxomnkeo/ehUtfV8xyFybCI\njuxpnvBJOuE6zlnRMnqdXReJEnJ7DL+7VG7mcuGNQF2687oxsL7Y4rzuT//S1ZfogetMmXpws74k\nitOQzNf5x1Ru1tGezaVXmeUjMIV3/p/tG2ZNfrWN+uVsOEVhAv1910S/9t51PT2XC0201tD5ID9z\nRc5TQcBbsoZ1TdGftjw415/6HhOgFyYQz7U7uq6QiZGbw1yn/DiMwFuQgPchbokuCKkUtpzGBr+C\nEdAhFa5amWjSzYhAUqECvKSPDBE1O0yZs1cjaUsdyY5fpo8Hx+/02EK5XJjgOmp7Ux5077yamjnl\nnYP8lsJTp52ui6uyn6lre4NtaNm3Hu7akZiapn3zVuwA+nGogWxoh+vggVwc+hWmst0x3+mIZgYH\nKSS8qOD5pwa/+NpBjcAUCoVCMSoZ+wpsK4uiOOmDAHwjBKBD+LaFhcogBjFyKqIhPM+3LMcDNeDC\ncAkzzUtVVryL4exUB2EiC/IidXnMJzi/eF3N6l00tuhzt7FgO/O/G1zuI9CrlWokl7DZTjyEp4E9\nPVQYxhiNZDt1TqI6if8W26aTiOLESS0dDmIV9NRF3+jwTOtxlbc45oYp8BFwEdEStyLuvIgjb3Po\n79hu+YY1QQXti6bTC3XQAFHQYRUk6K0vZT4sAgc0wXqaN+6gEdbCdqiHPmiGBbAdeqAFPLCe+OYM\nArAEmmE5rIX5sAKaoQ5j8t2MlPIBkCSI17ADVQV+TxLaYTvrWUGYGI5tLOiiiihJtCDeTmocxBLo\n3+1cvoeG8jAJeQAAIABJREFUrSzSSbTQHMTrIhLCE8bdq5cCrTTtoWEta/+v7a3L2LiMje3UrWPN\nD/uWsJEzUffP2xodxHjW9O671mHXSDbT4iOQQC9yhNqpcxOupWMZG/30tdIUwNdEaxKtgT0hPMsi\n3ydJY+jnOK2shnHQcHRewYPWdiuCizjLQt+nl3bqCFJFlxndFSHoKjZzNxjLdNkhDLUQhk4IQtgK\n10uCzor653BBBUF/cchbFLdnbGC5J36SKHHs21jgp08jGcC3ime7qHIQS6LFsf9tssdNOIZjI8sc\nxMroDeFpoflvwz3bmQ9EcAXw+emjChpZxJYaOlkGrbCGjZ6lHkJhCnZ5ZlMLq2CN5SdpdPsa8NPr\nLMVFoL6EOqiwjKxVGHU2La9GTFgZBFgX/wZRygLvGj6H/p73nD0XfYEPatt/4yH0RrJuGwt6qAhW\nFK9jzQaW12r7aCCxJq3RvzOBHqotopHEurQ1zqc3s8Q0lTVhNNkwx8axG89jAv2nNBGmi6oEup8+\nfLwRr0v6U0xTd5wYjmVs9EU/SKBHcZbRm0RLov20rSmCq4Pal+bPtxNvorWON+ppS6JV0YUDO3E7\n8XWs0UgCsYqsuDPDF/mgJfFfCNIc/+eWirl4TD89d+TMrqrZ28vmral7mioiy/L+5V2xBipY2/mk\nGYTXfNs7xANrrVX7NlhLjsUhYhnUA+YDFXIWmcbmMCtYbyeuh2/QAl2wjgUtP2kK/XQ78wnBdhZF\nf2y+2drBiZOoaZvfCJ3ojTc4Zt3lOug0F0sLtxRQRqCipNUzp4PajSwb55F4XUbUXNPvi87YV2AK\nhUKhGJOMfRvYt9de/xX3n6zzpDQlZVE2ZfAgzLK+K+ut1VS/x9CF9IH8XGd6ND/9bEt28494dAJH\nH+VHzb6W0HiPNiW51btoarKbfGK+rNgER9ThBI4zvlA//X7qxCTavPb/aR8f/zX3OYmSzXXSr5Nu\nGLc8hDaybAHb7udXj8U3TUl9x0swlZvf4+/v5bfr9RU+PrATf5mHavhdbt9A/qlzBPCknxzJtE3l\nrQiu44wP4o1pjr/Z3ts7uexLkZc4ixG6NOK2PZD9i/v5lVs/Qz6R3LxkoZaYoC/XNzi1aBi3L/uD\nBb4XG/X/n733D3Pjru99X15P13Psuet5NnOduc4cZ46jx9Z1dOxprCdRE51YJLqJSlQiYEvUoMJy\nWMi2bJul7C3bYhq5x5QFltPNYdNnw9kcFtgUhW6o4MqgUCXIVAE5Vw5KkIOcykEOspGN1ozNOIyd\nsXP/+EopF/o8p+1pS2j1fvzYWnlWOzu/vt/39/N5v99fRKd945VJMtLQpfqO7TLuoPoyQzBEJ3zF\nxR2DFTW4ZfB7qLCNwXMvo0ATLGjjvWXt89dt0+RVztG+5cplPaXf3B56y48Wbrwn6D/MIJjo5ile\npLtwX4canEYdOkuVneq3N6snhzljvHBiPT/+7aE/+0P+RMWuEXhhy9bv5rYmt2WAzxXvdkxFlAxP\ns+n3+K9RtdBB+2P+6GA1svE2+1jH98OXho8O+E9UDQKwCTaBzgnZWDfgXjotcQZ8BLVKlMJpNn2S\nd/9NctsPGpvC4dJ1PO2gqNgmzd/sLN+4/hs7eTbgHXlpYL2suIPuy7RgGKrgh6fgIrwEg1BjuPZD\nnoWnYZCAd4Q6g8++zDAUYZDhb/yQgV4VZAjqcBLKcBJehGEYgiegg7DWvG3grwhQ9O05zaY6/g7a\nAJcHBy9qrA6vP/M017UwTrK5hfHxxan2dXod/0k2u8hvG/iMhOegGLQGuXiRwRLhBca3DT3/ed4i\n4T3PtufZJuMOa2cKUlTGfRufGfUtPbd+x+z6qW9wo0X1Fp6YZmaT9oPSu296auv1n9z8bmWL85y5\nw7fjWNj/14PSxZdYr+vtFoYhnegKDfWfKKa2ARiEy0xv/XD0zOPLxlt3lr7NLd3yXil605aL3yv6\n9phfPf5ccMcTA7dEKYQpXWbgC7zpCW55E1/YrJ4sEf4SbygRdpHDW59MD6arWJs4HZBq6pazc9a9\nNQJ+6uv1lz46+PuzTJk0O2gPdCZ4A+xrSmlFxv1K/vXk2R6r/y6f4Bycgx3MrJ++kW9o61efZ9t7\n23N3K39exYpSGPRdNGk2MQPUOmg1ArHGY98YvnEbz3+U39/Bc1fbL5pyc8x+SJGdJqaHZOaPd31G\nTFAJvHSEMlhMb/lwVHm8jn+QiwNcDuqHlZPnGYTh3sExiJQOIsOzcA6GYX3vcnoOABkKMAAv9tLT\nT8ILcBqehm2o7bNUIQDreZP9l9LAJV6ENs7khsEXXhax8lb1GUpQgQb4IA+bweDGZ7/JTnge7gYT\ndGgh++DdXd96boMwn9/0lq/7bo63Dvz50N2fyPyuGWh+dPD3B7hcInxg3+HX/ujQZ2B99NFHH338\nQqI/gPXRRx999PELiTWvvPLKz3sf/hmxZs2aV35MVP4rIVwVb8q4Cg7gIUl4LrKoFcu4LnKYkhDP\nBqmUCc0wPcncBPMRilkSe50PIZGUPzfNTIWgi2xRtaguMSrh5YjbqE+WwxtD9llH3aVUMyQ9pAJR\nCU/BGeXT1MGhFbzKcE60lSsXGXORp5kRmtwOWpiSg6J5qy3pKiFiXWGkjT7PRIhygFob3U893HgS\nBUv/VplQB61A1E+9QlD0hYvekBaGn7pYcRJy3UXGpphV3PO42OrGNrpOW4h5hcHVfva6yKOtT1eN\nXS5yiEML3GPSjFBso9cIxO0DBfVWIbKOUFwmZdKc5P4CtxaIJsiGSofa4Ss9JKN6gmVQIAzlbs5I\nJ36FtrxKGxJM+D6RYjlC0aLawlgm5SL/aiOPzF8YI2VCZUJRCkEqdfw54gath0ntpuIhPYNFG1pc\nGWyfQicLOttD9aMlPw0osH25Ps9EB20v+xUcP/UOmopt0DJpekgaHeHDpOAYnOiu/rXAA68nRpYB\nsHptHU2owghp333pzD46MAJzYIACAaiRGb0rySO4MAcxmAcdor0Inib5ydtj6ccYhQZedK04NVL1\nkmet7aCJK9NF1tzVlnyVgyIMxjykMiGTZpq0gpNiuUJQfK+H9N7W3F1GxkX+opvA4Sat5KNh0lxk\n7ATGLqpVfrnDFSuMjLCiVVYBN7hObl4omns6aD4ak8xlSLrIM0xbVMVlEyPv8L/RgBrVxC4V26wd\nbwWuMkonkuHPZezfqKnXBppHup5qZZB7Dr+ijcWAIivRN2dJiLssTbpI5L323D3qQox8mdAC4zpt\ni+oM0/+h2rzDyh3w4i9LksQlP9/R6KRYDlKJkxOLfgatA+U4EjTZNVI1aB2w49R5T2h+vvA7FCFO\nNbRLxrVRLapAgaiKHbafpEU1sEvFnmNylKUS4SrWovMuGgibJUxyyh0SXizzGCr12HZ//SgNiECO\nTPIuFzlGXndP4TGjvF/GTbHcwqgRSJCVcaX6Jdu/Ua2crQR3BxuHF33vHMs+5CQ2KI3znm+t1Ljk\n+tbJhQuL0XeOLT0EEIMSKD3B+wr52dtj+x/rmo1JUGX/+Ac0OkkyIkbHqJzAIiV9Nk3a1zjW9any\nuo82kUpDAorQgUhP9iNBCvZDnK4XndxzafB6mTvQzYtxwWTNL/PaHx36DKyPPvroo49fSPwbYGDf\nZibw/jRpCU+jo9FRcGRcGVfCE3/Ea2GEKuZuMq6HJGZ8AWoGLaCKZdCq4xeGmHliwmcoSEW4E9Xx\nA+JDxAsHRVSeDVptdBc56ByuKLvzxCyqCk6atEErTXqJ0RaGTnuchSqWg1Ij4KBEKRSJBKg5KOIn\nGrRGWQLq+C2qDXzzTEQpCAYm2IyYuYtIEVHkP28r31H9VSzhD+ujIeHliSk4YUolwoLJCZIXdR6v\nKLslPOFO5KCsMDLF7DgL08y4yMLBKEwpRFnFXmK0gU+wwClm/13cvTVXyBGXqxfmrfcEqYQWDgFd\n96A82JCgOXK12TiOQV6+fZGxFffXaTLp/9MsiQJRBWeK2Yf9qY/Vp3Tai4xZVFVsQQ72s/eZtEWS\nq/ytE1lDNBB/bGyqjd7AVySi006xbNB6h7d0ldRKkrFRH3LG7lPSAWq/3ll5jzYvGKQ4iQYtP3U/\n9SKRKIUyIYuqj0aemGDnNQITzMudC7Pa+6bcj1Pvqi+6fRmCcMiggB9PXistXaLVs4gVMgOl55zk\n9cIzxfZOz2tK702H7R4RpGfLK/X8VZXeNjrIPdKjgt6dxVfM3YJ0OigJshqdAtEoBZ12A9+o+2kK\nPS2/Sil8k4wrznKF4AojgoUHqAlqHus8VtBujZYf90JrJfcSMCffO9m8f7/5gTEWC0RTzsOUWYje\nM15/UOx2LXxtoHIEiYJ1a4BakswIKzUCQSpCySDbF5BoK1dOMqfgrDBi0swT+z9q7T2Borgspfal\naf3DLYwRVkKUhbVYhGKAWh3/Y7kYHfaMFoNU5pm4MCXfOZvNLr6REsQoJvfU8cfJGbUTdLAjG+eY\nTHf2kSMy+rVi+3U4OL4N80wYtFLth7vaBrVLuzvaFVpuFQ980AaNqrWrRsCgNcbiGIsanQTZLAmx\nFrJMSsZNk/aQAq0jKLjqugY+k6ZY6miqV0t4hnvCkTcozvmOcoWKLXUudZ3Bo9jSRrV8VthTuaPr\n5MaFZd9bU9WHO9YVWns1pX9Wp10kIuOW+E8ea9OkP2TvReUrxGLOYy3lKsBon2C5a9/cNYz2eh7c\nXk/w0IIKeD05h9bbTAKn99AUXxqs+WCfgfXRRx999NHHPw9e6wxszZo1P/nl37m3P7nNT22wZs2a\nV77PqP6pT4dGqYEP/OADevNfUeoIgwQ+NmK7yBc8+S4po+A85I7h8afK5ByT80zUCIiSiejDrhEQ\nNRUFx0YF2ugislJUJhr48sTSzX3dObWKF1grtS6hk5XuFCEaLYw5JqeZAeaZeMCZ+KyS8lPfy/4k\nGTGRVLElvBqBX2+tbDTsaWZMmmMszjIFiBqGjapiC8WriyxKVguMx8l90NuPx/vlmRh5oafOEffR\nCFF+1f5V5Ww3mUX62ylYUdkjKnBi2hsjX8Vqo0cpuMhZEj4aHlKeWJCKKFGo2B20FUYeWUj+YFzT\nnNUV5c3zTBTrr8v479Jpt9GT+x/BhRSYdEMXwxTZEykdpAxT5Lgj3jpADSwq+u4sif21D3qBtfvZ\n66ORaj1MhyXr7UUiCk6EYgetQvAhZ+z7iq5zqsLuLIllUlPMBqi9zimuVbw4uSlmG/hqBOr4Q5Qt\nqqI2KQhKlEKC7AXkD7C/TEickTr+BcbnmXCRWxjCNlcweEFodNrClUrQ6DEW/d7RhnSNYNgWVaVx\nHpOadG3AO9KlUM2eu6vdqxW5PQ4n9fI4hKz1VdtfQOq986odsNejYq9uID5f79UzJPDBCOTpxK7Q\nyqsAGgu+e8bTDwJYeIm14siYNCW8NvqvtMpvNZYLRBv46viDHKbTVQcvqW/X6AAx8m10B6WKlfQe\noQEmOHjaWhd5lql0dp+T2KDkz3eltY2fuLTs3t1ngA9MOqErpplZ5F0rvDlN+ogT+IGiadVVz1r7\nSwXvW1HL8p6pSrsWGH+wOv4VK1bFWiYlLshRlsqEFhkzaNWW/iNZSNJJXiEWLfzlozSpJHf7qSv1\n87R77tUaOf8doiIYrx3QA98XpL+FsWD/Vl3dLuTSBaKj7U+jsKS8PU4uQlG4JE8y18JIsWyjjrHY\nRo9QFKs4YUrivigTEosf+/lglV0mTdU925GvULGl5qUu+2lj+zdOMifjLrR/y9E3KNXzdWs7IFaG\n2ugyrnC1bqOHKaVYbqOPshSirNFpYgp9wiJjwgPapJkjXscfoajTDnGowTUucqB8hGDvLGhQAg1M\n6EAb/JDrafDFKdNZ88Y+A/tfw0+NXj/7zpo1a372nX/23eqjjz766OM1gNdubNmrQ9GrswDxzpo1\nP80af2qDn0JV3+V0Mys9XKnbSAZ4cCzDhiR+2A8R+HTx7J0RvujxPR6pJ/FzrVET32vQKhMSJSUX\neZyFJJkc8RBlIZD8UHbvvYm5MiGDlsjCkHGzJPazt2zeEKQiOZfwkFqXAJqEfGW9dYoWmrK65H+H\nmFDvVfebSlPMp6aYtahqdMQEXzRxUeZsXG3KZpRCgaiPhrC1fZUHaHREwUbM4GaYrmJ9WJr2SQ3h\n9NrCGHEeHWk+itQr4ci9KbzXDdBDBhU6RFoH8aFK9iRzFtUE2Qa+LAnR69hGzxHfz15RN9LolAh7\nSCXCQSrEaGGIOBIFp+S/CVgmlWKZCOhkfXdGKKrG2ZZ1laBQEe+gICV+pf634SNxfDTIITUvWfFq\nlkTKfZgCEav4jtLS98O6Xj+FSl5vZpSk3jyFR8eniUxRg5ZO+2qlqdEZYSVIxU+9TOiAE59SZgPU\nZNwGPvFCpy0omo9Ggqxg2IKumTTN9vGivmeJ0U87o19TIhH3YEu+aj97RYXSRn2wM/4xbWo/e8NS\nKUY+T8yglSST8GVt1AY+T5Ieao6935zJmfEkmQ/W99/hz7nIjxPFZbtc76BFKdioj9mxa4KNMCWd\nto0qKqziV1CxFRzFOd+laMK8yv4JNub1eiltcEGDLLTR9q/iggUzjKcfJISI6ZG4lCA7wso0M3/Q\nmvmskbraaKrYC4x381naZPS7qliWWrVRRcOqQUvw7DTpurTdbx7NyncmpC9K85eU1vl0cx8tlOXz\n3X149bpSQeq9EM1vNaijVVcXI+9q+K8RBWNFcQAMmph3RTN1/Jb0jFA0v8eaF2RXp23SDFMyaQJV\nLBm3GxZaQAuu1nyBEe9REWoTbB5GI+u/s+73T9sfQWVRf6eMq9GJUERmhukmpkFrr/0hbLJqQtTG\nRuufbkauLhOyUTV7dVEd+5V8GZepxGyAWpzc/ROTvvlGiHITU6zBiPTRKlaF4Ac7+7+rmUADH2C5\nz3iyVMUKtg5jUlT3mGrzPzSan/WlVOy6vl2jU7f8OeIBahWCEYrTzIyzYFEV56JCUKyFmDTr+FXs\nxyeiqfnlEuEHChP3RBdUbJ32CiMhyouMZUhW2TXDtE47GcqEOoea+tVlQiuMTIVnJbxpZh5Xou8M\nLk4wX0qGRWuxjDvCyus6RfgFIAOvaQbG/39J8GeXB//Ob+mTsD766KOPfwt47TKwvyd+aoT72dEr\nT6yNDkARL9rVfLiwWmNXkjocLrMxRAYwqMIVEi7okOHIVGAXVRX7SS9sSC0hFxOfNsfkeUd5ZsUi\nSVM21yXc+7OTTHKowqOjI5Rhkv+yd69Oe5qZR2dHbp0q+Gj41bpwoZ1kLmMkde2UJ6+VOpdcbZ1c\nv6B3Tk1pH8fuWqMiYYabgsHotIHPjSRtVNFDWMUqETZovcNd+qycypIYYUXM9XTaKnac3ByTaXdf\nR75CK6/SBglNW+2ec9Hh5scxNyjt8w39GrHuL+IiBYfT6Pi8YyHKoodthREH5XE3WpGDLQwV+2Az\nkjPjwlJ2hmkFR6MTolwkstusVLEKRGeZOrWox8dyi4wJ9VUkfLDETW90sx+Wp6cDHxFiICHZEUIc\ng1bXw9THLFN+6qJJT2ibRFeVg/Lm8IrePkUNggARirg4/g1VrBoBUahrox/vmMfLZj3uFyy2g4aH\n+AWrWC6y4M1+6j4aH8rtDcdLOm2NVQVHzFJNjtMkIh9EJaSUI85BOmhmR3TQ1QjEyK/VPAlP9Ih6\nvdvqgBdPScuCDsq4YrdHWapi3eAvOygHS5F7w3P35ye1REcwrTg5zye10fPEfDQa+B5kHBuq5CJx\nP3UbVVK8tqIbeuuRcnLPRFGc6BmmoxQWGdvb+lCXlmUgDpWePMiGKozRjZMXf3cY7zw4bj5ImKyR\nED11y6QmmZtitkB0VF+aY3KElSIRB0U0x0YohilF84/jobdOUSfR+WKXEXq9G09Ii4ye82+oF7Ia\nFXfl7TZqsvEIHhQhR9Nv7mW/OICau+pq66pYYUoBaqIoWyIsdHI26uP5KBFk2Q1Qa2I+Xo5eE2pg\nQLC7DxWCs9L7psIfd+QNFYLiFGRIKqoTJ9fCEO9UscLmkxJegFoLQ/QBmmYzQE3oqEzzeN30/0Y5\nM6nfX1f9d8ayIg5Udi5oSocJDFo1AqIsPc6CWLARZfIPaPtbGC4ykCXRVE2ddgsj6D+MSpkQ8C2f\n5SEtk+qgBakUiYiEW+GlO8KKyMUVjEq0cYpHUICais08orOaKB6S8PsWTcUekuKdX5FGWhiPlJOd\nkOZpUoFoFUvsXpZEHf9NaumhzlhSy0wzcz6v3B7LC273p9rke/+pntH/nHjtDmCv/fphH3300Ucf\nP0e8dgewn4VgV//Qga1AtINGA66N4sFqBzKQAp1nWtCEBk6ISytsH8EPfjChDo3u2r2Me7XUbOA7\nPBdMTmba6MfSPvZCDorgRwt1Ts3rFCELyxAEDT6Yae/VgQa++6bSHlIbXUSrTDI3xmKGpF+u1wgE\ntUoLQ/J7EYo1AkG1ojpnhbooYB/pljQkfOoxn3xMdKl50i+hEFCPeNrab8mW1Xom1XoYA/RuAroQ\ndqSlfYDmrXatJQw8c22FoFjsVrH3szdEWdM7ZUJt9KOOnzpo3GSWnvTCOHxKHY1QnGK2RPjX2jnR\nS3nWUb9YThAFjY9kpwnzTm2xgyaiKwLUjk77b5gpLzAeogwQwEdjhJUqlkanxrUiI2OcBRwcVbFR\nPSRhlpoj/mB1/BXW4GfW/74E2QpB/JSjN+SJVQjSARORRIMNGivmmzMkZVxURJ9kA9/RnL8T11Ts\nXVrVjctLjEYoClOSe9W5FUZEBcVBEaGIIpvjPfH5OSYb+ETqvAgxaXOlrp8qqzcIKV5EKTYUX4Da\nCCsuskh+MWhpdGLkRT1yilkP6T3SvEg2EX2kmq9jUXWRH3ZSe5RiiHIkXJRxhTxOfHuYEvChxt51\nPneCeZGcUlGD9Yj/kVpSCnhPzodJggMVNow4B2ci1WlrhmkhQxxlac641zSaifYXu5WnELXktYHS\nEXEqsHv9iiJgqN6rgK5Q1n5FMN2w9qR4c0J5AImE9MWuXq3Vq5u6vdfi+SE+QXiRGGD0pEgR2vqV\ny6RGWBFsNUBNwSkTypCcYbrtu9JDqvqt+OKBaO7xVuTfZ5U7S4RdeZ2cvTCiPzofek8DX8A+EtGK\n80wINd4BN74h5ig4Js0WxgojtGlheOba7HRiZPlRFEKUIxTFE6CBT1SIZ5kSISmifiwKt9PSh5Nk\nBAkTDhQlwl3ap4FJG31PqEiDJBmddomwzAUUJLwr/B0FRywMHMM3w3SIco2AglMkIgRwKZaLREZY\nWSYVplTHH9dycvOCYbammJ1nwkYtE0qQnWdCLKIIzaJoKVRwEmQ9pCiFDppI/wlR9pDmmXi8Hp30\nz8U58P8SjJNbtN9FhXR0X4a7lknRZsqYrRHAh7ANClHe10p/wpjwczRJRsZ9b3FuY8RuYSTJ5GLx\nJmaSjFiWgPv/cQ/qf0n8wgxg/7jRC3h8zf/VfbUq/vnBP91O9dFHH33868HRNf/nR37e+/APwi/A\nAPaPHroE3vrKZ0uEj+smp1xosV2jOYECqy26wpAQKgRG0ECBNrukqhuQOwuaSfPwQtAYbx1fNM2x\nJgGEb8Vd6UwVS0t2pKQnJF/NCfN8VOmKeD7U4k8NOskG+RLhGaZ/NZv/XCIpmveEZEQYW4jJu3hf\nxS4S+Y1OZrdWaSpmLRLQnVN55XZTbfrVoyiU5RtC9iE8aOGF10pLl7CoalawepgyKFDpOaq92vRl\ndosQNhuXSf3O5Py9c3P31yfRuUPNHWjG7zBzHbQOmo0aoOYoCkFOOEaZ0HapflT2LzA+y1SOeJwD\n9+npfaSv0Dsu8vmygsz7lNmPR6Zo09b0ALUDxTg+VMO+daZQxdrLfhv11IJ+53jWTz1ObpExQKPj\nIa3FU72ztKmqlqCDVXOX5Tyj4NxpZSmDhEW1SMSgRYBlUg94E++XZoThxTKpKAXBXWzURxn5L+xt\n6VeJtrRLLQmFxyoxHDZGbAclQnGJUVFiUXDq+AtEn2la/90cE9aIDoqHJARt4p0kGSHm66B5pjTP\nRIBahGKBaI74DNMtDHE2ReOZUOA1MYMcFr6FZUINfMJd0EGZZyJBtor1PmVWKPBEcOU9wQUP6X53\n8nNyUlxgd/qyouopKi4GrRLhXYGqir17onK4FsRk44ht0uxMa8AC4yOsTDE7zUyCbAfN0TeQRGmd\nt42NgcyRenK7P3i0KxqTek2A5Z4MqAVOrzD2qsLM+wmbBuknzB1ElUvplbiEz54JMVaUN+u0R1jZ\ny/5pZpZJFYgWiBaJjLGYIKvg5Imp2CmWQxyiju3faNDyxtZKI5eokBj7omdIcvOCKILW8fupI9PA\nFyfnIjfwvVleEc6Q4tSPsSglvAA1qXlppP4oQVrGVR5SjHxLNlzkPLEZpisEO2ganQC1UZaEnU2F\n4ChLK4yUCE8zY3gn2uaVEl6G5H79gwQw+W6K5QY+5K42K0a+wm7xUWFKr7reHHN9qmyXCWl0hNBQ\nSMEa+ESWpknzvRNzd81nZC6g4qMxxqIojoYpVQimWA5QE3eHjaq5q5qzWtBuBZqYPhoVghmSU8wK\nd9AgFc+/aNLExlSbU8zSRLh7+OP1EmE81OzZbOyNDe2aBj4/dRn3w8b07xTnJ8IPmJXjE6F5Iohw\nmRDlIJXaK58Q5LVG4FfXPPaPfmj/i+E1PYD9bCd9H3300UcffQi8pgcw/oFD19/ZQJ9iOUsCie5U\nU/ERgccq7AniGjThFKy6Xbf6R12+Jfupq9gPNscnzbnR8SWNzn1j6TKh+6LpMCUZd47JODkxl39X\nfvF9sdkagfMoGDAFcUOUB6p0W4y+nQiIEpGKrbjno9LjMSmfJOPjWIz8q1NUB2W7Vj9McA/FNrqs\nuA7KOAtRraDTlnFzaryKlfP9mlS/hAN1gvrhgnVrtPW4E9+gZM47yQ0dNJPjNa61UeeYfNQb+RhT\nFtXp1jRlAAAgAElEQVQc8avnmhqdtX7Pohoj7zfrH3emrlEaI6yIiWSKZQelpRiAgtOUTQ/pyFig\numh10NLePp/eqBA0aXZS2gLjEYo+tTGvToQox8gnIxlh0BCh+DqKcXImzfh4Tqc9x6Rr/zualK0b\n9PwpvXPKC/2SmM5PMiecvAEkOmgTzAsqLER1b8xlJ/33hynVJX+I8n71A3v5kI3aRl9R3jyiPRqh\n+ClGm5gZkgatKt2WRkyQObuiMsvj49Guf2CcO+WsSDW8xmy4yIIW+Gg4KDni4szmiIcpTTA/ytIi\nYxPMx8hbVNvoFtUkGaG5sbuclylm88Q0OkEqDhvEnkcpiDm1KG8ABaLCh7OJKbwVhOujh/R2eUlk\nDgSoif7JV6mbkBkFqAn6si7gXqjKjqW4yCcaxm5fpY3eRp9gfo5J4anRwvB3juKh1s7i4HeO0qbh\nu0b4tgjv/2bUFA2TI6yEKZm149jd1kToWTI6vYeEMG9Uel9G8QJr55gsEW6jj7FYJAK8GoMgvChj\n5AUTFS2aFtVlUlWsMRYB/BSJvNHL3iHlcvKv4dAyrpLwul3DIR5goo0eVCoWVXHEppnpoFlUteoq\nNtRAYsx5CB2a0CS/eHus+lja3pe29rnqOhs1TKlIZIyHiuyR8DR3NSFnNXe1IV8T4SBtknomTs5q\nPEMLvXYqGijEOSCo6hiLwrQFg1GWHl5O3ZAq1/Gfbao3maUn3bAtqyXCALMcC/sKkaiD8mQjvNtX\nEQ2TIcoOSobkJHP3zC8EqdTZXlCjJk0ZN0fcTz1EWcYdZSlHfJK5NGmLKg4N7ZoKQeFTKsSFFtXX\n2cX/R43/2nLuL1IjNqqNWlOvFZmof+tvAlEKtrlRbZ315LUqdhNTxQ55h3xS49pIDcBFal6yzGqO\nuIrtax/zdEn4rxrOCUM68fd/8P4c8drVgf1P5VxibPvZzfp0rY8++ujj3wJe6wzs7xzG/p6KZgGh\nLT+vKKCwMYICdbg9SACKcKrANVH8shDt8wmZX65Lr3gBah8zp4TbmDDSbmKKTCmzdXzFGKkREIbT\nn4slHZQY+Yo/+EzFwgITcrDIqRF9Up/r2gRAimUFZ1r+cJr0BPPAIu8MUPNTb6OXCJcIHy377w3N\nhSmtMCLML2TccRaEBXt35q5fqdunCIJHRd+t00ZHWTlPkCVGbVSNjkg8SpAdkxaFfV+atJCSpEnL\nuCHKYUqm0iwRVrEFsywQFS1zFlVhom/SnFict1FnmSpV/lNKezjsKwlfEkE4QpQlvCgF0z0e9A7H\nlK/MMG3VnnmluYYm2ATVw8Cs9X/ThBah/KGuSqkEfogh4UVKB7HBT8l301L1HQ3rmlrg2kDjiL9y\nVAp6X4tHKJGUHgmZ5WVSCbJ4pFieY9Ki2tGuEEFuYta/wDhAHKp/6+rGIl2/Po8r5baMK5oVY+Q7\naFkSR9oBW1ePZX2E0PW2hGejVgiOsCIqHMJ3vEbAR0MkDwirugnmhZ+9OHri7xTLgAiLcpHFURJU\nYIWRMRZFR1kDXxXrcD5ImA2KI+MKstXEVHCCVBJk6/irWK8KlS7My6csnTbESJIJU1rxjYjAsCCV\nEOU6fgcl2Xqk23No9TzyS1Rju+aZCFOaZUoUgcSP66D9Znn5/aGZWiAgYhD81EVF0KAl+veEMcQK\nIyeWjO2j9aNz/nsCC3X8B70IWa4dqb3LXrxC7QSpyLgzTLvICbLLpBScJJkgFWFO4ac+xuIyqQ/m\n94/GlloYb/SyV0rtPDGmoIhRPZGxkl09WZlPxCZEAgMg0hWszDNkeuaKr5boBByAWOGxrveHiqxe\n8OnHJrX7kcAioh1MJ+8LyhWtsYpD3fIbtOT2BUn3PKS270q9cooGoUC5zZW6cYoO49qCuEJ02j4a\nJBFNhmerOKbydnlJxNR5SCcMgzA+Gg9UJm4Ilg/Nhe6dnBO8x6AlGlYjFPPEXGRBdISxKiAKoqJe\neNCOtFQjQM3T1jYxWxgPeBPXSA1x7iS8z6qpBr73pOZt1CgFCU9cSB00VBjB4HtLjPpoRCkshUcT\nZMdY1GkHqNWkaysEj5QDrdBVhnWioN5axXq8FPXCUlXfVSQi6riOskHCgwv/qGf2vyheuwzs74Of\nJVt9+tVHH3308W8Er10G9vcciv6nm5UIOyi4sE5DBwmOt5F0FDi8yNqx7oK7C2FQ4Vt+l1oLQ8hE\nhFqoRsCiKqKhxrSHRIkiQ3KchSamqKOo2OR69nSzkIAKjbhPKJlEocVPXXzOCCsif7lAtI5fCKFs\nVCwcFOEZIfLDBJf6kLP3aqUpHDFyxDP+pI26wLjw6SgEb7WCVY3VMqFJ5ioEfTTmmKwQVLELRHXa\nJsc1OsItXvxEByVIZYnRAtE4uSZmjLyHJFz2FZwQZTFr7qDVCNihjWrprFk6jslsZEqEUHtIk8zN\nMzHqfnpOvTef+1VBvLoFJ6UrD3KCGxT3PBIEYAmC0OoKhgz7hKh40SDsPEkRX+UYOjQggc8+NqdO\nRtSDrrmuG16Mh0YV6yxqmZDQBj3QmUDj/cyo2Ift4AbVOa8pXe+JRi/ctgltTvn1jqEdnIxgUJsK\nNPAdWQwwwrGWjxh4PMBEFctPPUsiQM1GPVCIvz26JOE91Bl7q7b8cCNFGXzsCRWjFLIkIhRLhEVz\noyjOhSktkxL0tIkpGBsQpjTD9DgLIivukXYSExqc9yuPF6O7Y5UTZWNPqHiwGhm3Fgxawujy1ZNI\nCBx2jVSf6Vim0gxSyZB8sD1+n54WjgxLzjtwoAEqaMz63lcmtJL4dUosk3JQRI9Zgehe9gsieLgd\nJEgdf43AiRmDCIes0BVyZ7WoHa34SUKFKxKd+xcmsaDE0YQfmwez42LPWeSIG0BjNaPVl/yiWFXH\nv0zqUkVqBQ0FR3ijHHDjUbngo+GjcUcs5yH5aLxVWgYkPFRQIM+U8vFuTISCqA+Jam6STDq3jwm8\nVQBpXfd37MZK/JQhJHTTFdq9pKsCSKRz+zBBIpL+Wp5YFStg1fayv40+yVzcOoBOnphOu2hFLKqC\nAYuqYYy8Ijlt9CrWqYYuuk9Xi1oskq8QJMRdUiZI5T3BeRU7PFkS5NWk6acunhgyrghwKBBdYNyg\nJcIrREelTlvCu1JtiztxnokqFkCNY3nfumlX2HOIDATBy+93Jz8hTxi0hJlnUdsj4U0xWyRSx58k\nkyYdJ7fE6H72inr8R9zpW0MFD6mubp9nQsW+JtyQcRcZ+3hz6mqzaaOaNFcYgd/8Bz2xfy74xWZg\nffTRRx99/JvFaz0P7H8Ra9asueaVvznm+UTFqBuV9Ajd2fg1IY612a0jQwNSYIHH1aPN4w1znc9V\ncFY72qe00Xdkl/YkigfTkb9KR8Uq/4Fa/H2BWTGpUXCOOyZNqMAcPNNitwEQ4s757DIpF9lBEbbW\ngniJoloLQ8IrEW7guzAi71kpCrO+OLkVRiaYV3CEMZrgZ0IvJeEJGwIbtUYgSaZGAEh2HkGhLV85\nwbyEN8ekgrPEqIh+Fp5sFlVhq1/H30YfZ6HrZQDCa99H472Lc98cC80wHScnhFCiKFIgusiYnj9F\nvRelFiGj3iWELNriqjioyGCCxVz03gC1MKUyoUjjYNcTz4MGBLqxWFX/rgY+i6qEZzrH55R7J9v3\nU4Z6L7hIRhxJdBx5g9I+P6V/bJK5f++0rlTap0r6HeFcheCphr7B50ww/5H6NMvghwpYIMFvwr1Q\ngSc77NLI9Nz51F4QrQdtqEIQIpDuGUlUYAKAMgShya5o9RnXIg1joMDebqrZDWa5g3as6bvSbAtL\nuidLYXzcruebmEfxs6b59leKDopQ+x0r+AixUbEdlEtLknBaYYxdWrWNLjpOhfd8jngT8xmsG4RM\nh4CoUXXDxnBWGFkmJVKpOmjZ6hu7hvQ+cFiw7qnjT5NW62cz/rsiFBv4hNm8qOQ9Ph/FZHu8HidX\nIXhQj9DgCqWz6mrkIAc6JGAJ4tCEKBv9tox7ao3Ot8GEPMxDqntCt0/VG/guLUjCcfTO8azYyQuz\n8rVTtTTpGoEqVh3/CiM67RoBsQ6xkPut7uloQxwaLEffOs6CiNWOUghlDzEDNQhAACyw8MJrBU0R\nRWIXWS2c7Z7cCjQhBdPgQBDyPTWb3Auw9kOSmcD7/6A582FzWvRSihD2GoE0aZ12gWgb/VJRui+S\nbmHYqMJFU4T5CWv8Br5DndC1Wk3EqRu09nXS92lpkTAACKFhB00kfQs3fVG8FGVLUSYvEc4RF9VN\nBaeBL0f81Uzws1V1t1UBDreDVFkb80yaJk2d9sORFEV2UdXoPO5Gd8uVw5ng7mRFp32gHafEV0Zi\nFtUFxvetpO8cyaZJtzAWGBfti3liv5Iosx88brUKYUo1Ao+u+fXX/ujQZ2B99NFHH338QmJtOp3+\nee/DPyP27dt3W/rGI08H+K+QABXqcKIXfzs0hKagQwUGoAKb4VnO3qIyyKUXpcvagLG+5SF927+z\nhbEl8uJWXniOHf/dfDc3MrDt8tNcd6JgyFvd8y8qLMBeGIYfvMAZnQF4C9HrCjrtP+KPx3jIRX6B\nrSr2Dp7bybPreclPfT0vfcr+z4rsXBiSLV/1Rr4h42ZIanQSZM8w/CJbXmTLh/nDN/Clr3Pzm/jC\nOYY+w9tSLF/H08Oc+TKv38KL1/PU0MkfMUhRjgj76oh38PTAphVG/pA/WSb1DW78PG8xaP0Zv32a\nTSI06EW2bOZkHf9FBi8y+Bftt/iV+vR1MwatOv4Zpq/j6SqWYGkDXK4Q3OQ7vcX7Hi/Ac/AEgfYR\nf/Ho+syPeR7OwVaYJHvbndJW71l2fpXbhjkzwGVz6HhY+evbhr76dfXmrVtfGKi/wvXgoTdO7bC/\nM8wP1TNni9qeEOVFZewF/9adgW9zC/jgMgzAU9BksPkyA9ym/NULg1sLg9HLDLx7yyc9pG+O33jV\n21o67a28cFrb9MOhYSQYZN1/dpWdzoWy3CXH5np29vJnn4Bh+G8wD3OwAn4oQRJMAIbBB0/A57u8\nHI9TX9LxIAXr4UV4AvxwhhOS8UNvePvm+vGOuXP9s1t48chAYN1m92jOvzqkXaF0htOX/3r55jM7\nh4c5882VG/HBs1zw5FdWBgDeWyel8VH0ZLuNfo6hY65vQLr8FNc/x47LDAxxLkF2kbEIxZ08+4Az\n8duDfzbEuY/y+9fx9PU8NcncSO3R5LOP2DdulM9c4MvQhE0Ut0Ru4YkVRm4u/XWAI2hMM+OjsZmT\nmzn5NNedOGdgomp2jYCMe2LC4BzDypkfZYYIwjloQB5+G4LwSbiRC1+Wz/sVEpCFF0GHLbAMT8Hd\nrH5Ve+X5Ab4AF2EB5/eUJ7XwpbdJPMfl0IAIsno0OyL5vdv4apnQV7ntDMMdtDet/8v8dbd7OyTt\n3CpfBpudwW8/MXDLX7hv+ZL0hq0r3+XP4Hn4I5qLVy+8Ydy+Xj25ZfPv8t9qBJ5n2yd59x/zR+t5\n6S1bP1/YFj25ZfO50JAcc4ee/hFp2AlDMAAGRHqZ1y9ADSqEG0+mW/vCTz+5vvPjHfXvGM+fGFz/\ncmdIa2HEyfmpD3B52DzzcCH1reeu+85ndjRu8QWplAmdyBunfZsON4OG2jpx2fjBxU2XBwee5rpB\nLvrWN4Bn2TnMmSVGq1if4W0OyoFq/CV9/Sd5t0ZH/OJvLGdPGptzxEXl6TSbbubrFxm8zMCbvS8M\nD5z5ztIOv1XfxOnvVzcP+85EKVxWBk6UjVcGB37oDA+ol2XcY5KPj+K8SemgbZOeP8fQDwPDN/P1\nYc58q34dYYJSRTSyHjgTP/qsP7EtO8DlP+fuv2lvu5CXIzuKA8nLL21afzajXgwN3sITX+b1q/se\neO2PDn0G1kcfffTRxy8k+gNYH3300Ucfv5D417+EGErHvvWl63gCtsET8DxcanGVxvAQHbBhCI7D\nIIShDZvhNgBmuHSLdDavbtp2+rvG1ld2Dpz9vGqGm8A3AzeywsAbLn+3tRWD8ycVZuAzAKyHyzrn\nO5x9ns36m+JfUHDewueHOFfHv43nn+CWnTyrYm/m5BDnVGyf3LBRv1ffEtxW2czJP23+3oWmfKP+\njZ08++fcXSTSQUuQ3cTpnTyr036ebdfx9BZeFCGTf1CZubh5MEH24vDguLywlRcuM1AjsH7gpRbG\nGYbPMbSely4z4KB8mdfrtC8yGKZ0huH725M+pdFGLxPaxvPfae6QNnkXGTRofZnX+2hs4cXTbHqB\nrZs47SF9pfL6LZtfbG4xjRtb6wd+zBl4Fk7DEEQhjjuyrqpYL7B1idGnuD5BtkzoHEPrB166ma8v\nMC7hBamc3rxplKUXlS079WfPaUOX1w8MnnnZ5Ljqnr1R+ubwwJkh70fNwav9g/Xi5sjprZtC8iF2\ngkVNv/bc4NBz7CgS+W5j6xuGvzTEuUo86CF9L7llx8hzLYzVlzSKEEHb1LGofre8FRfeBEmI9MQS\n8yDB/4AbYRNcDzY04CLYMAynoQNnQIWBnsHSs7ADvgF/Dg5cB5vg82xIOS8/N7i6XuMlrKHqFl48\nNBS6NClt+F1nh/LcdwtbfzQwxADn1yvG+tZ3d2wVBkgYEBBtBRrj3DGWu46nT7L5+97muwYzRSIn\n2bxqa9fJT7/A1pv5+lc6r/evr7fRbxl8Yj0v3cZX38Zn1/NShuTdtc8xD08jdy5QAw/egBPcELEP\nmhy/KA1ubXyXYZ7XttXxX89TT3CLjXqaTcefNnk95/5w6IetYWXIWfU08gwFzg3uvPjjk+t5AT4C\nd8MQqPAmuAwe/A94DkrwPOwAkVAUgIvwIpyD50CDrfxoyxDr4fOwlR+b6831zRqBU2X9vKJcP/yU\njJsn9rnS3d9+dmc8mPs6N3+dm+Wtrjl0nAZUeFv7s+n6vsHPv8xX4SLcRuePrng3n7yep15ifZ7Y\nRQY/Z99dl/3f3r/zh9cNPze4I0JxE6cXGH+OHVEKm7b9oDKw+xvGjTvs73AjnAMVdsBYT0PUhueh\nBjV4Ds7AFprXXw1odIY5Y6PmiD+DxWa4CNu49LR0ZtvwD2vDnOHl04Nc5oRkrFPdSzdLx1K+TdLp\nGoGTbAYGuCzh/SVvepEtJs1DnRCb0aW2RfXT+dG2T9/KC7Lh/lXlth88tUnyexcZFKmVRSKbOakM\nOM+zbbWpbfKfBk7J+tahF7bygozr7pRX0VjP2+TPeEhH3h3gd3mD70sRil/m9Zs4/YPqplF9yaD1\nlT95PV/GH6/HyF9ksLrFim3LJ8gOc+YcQwPK5et2PP0sO784njgbVjF5k/qFJJk4uYf2nXjtjw59\nBtZHH3300ccvJP71D2AtDDIQBQcMuFDhWpMTTY5XkUGCBrCIBg14rIkGQB3C4LA27gFMQRUCCKsV\nHEhyvGPSgQaUIQcWaHCshB9QeKvFJAFqDXxTzIru56B7WKTV+UtHzfbxOSZFz26Qyl3xjDARvt3M\nX2M1ikQmmZtgPsVymFKWRAdNdOSLL5uYJcI67Q8E98fIi+QOP/UFxoUOeoSVJBmRYJIkY9I0aE0z\nUyNQJCI6+GnRwBehKBykbg0UnuyERbu/8O8RIeiH7WCFoEELEBrVEVbS0fvqe7eTggmYZi5x71zg\nXo3OGIsLjLfRE2QD1EQ/SI3AEqMPtCZ+Jzdvo7rILnKWxH72/u+dzjwTOfMOR90QU79CE6NyggJm\n9Xgdf4akglMI3DqqfSrC1/4jtSwJkVJBDXFUu/HqexEH8wZfmRQscKqpy7j4el3yvl7oTLvb8800\n+MCEFtTgQJMHPDKwDHthCWSo0dW/ByAKPiiBAyXIggFjnPcUEVuDixC230CZEYAAtRui5e4V1cKi\nupsKPqizQXf2aEV0sGCcCMUoBY3OLqkapiTCLW9VCxGKC4xbVL+mRQLUhLurQUvpnGeBKlam/Btk\ne4knLiQgQjGwZ5qZtnqlLW8MUiGE5v+Biyzcs4R3cwcND+KYNG838g18NKGEi7za1ihCDT4BIfBD\nHXIgQQmUnmrY7smEk2B0u9Jx4VDvfyvg77HbFkI6QggyiMugTIgVCFAk8sHK/kXGXkcxZ93BGEQQ\nPAwbArCX6uwucRlXsVYYeZBxF/kmtXS2o9LkVqUwz4QwpF4taQatGoECt4oglVr42gXrHlJ0FdNF\niMH+nudAEIIQgiBeYm2GpIek0ZllSkiA1+FSh7muMnrV1pB6F0AJZrnQlJmGGkc9/6qniRtHmCxv\nxL40Jh3xAru06pvllRTLEYo3xMrCHM5H4+pgc3uibqMeaoUerqRs1Bh54QXcRsdCtMtvN+rCZyBC\n0UWmwbVqTWQA3VouoGHSDFCbZO4IAZqo2CHKe+aLGxYcP3XFOS9Mt4XmXcITAgwbtYXx4YXpO9Tc\nTWZJ3LMizee1j3/9A1gfffTRRx//KvHatZL6p0ILgzioPb+ZcBAHFBO1J6d9tMP2MY7W2BBgu9nN\nRzegCE0u5aVOSqMIU2wIO8I8iRWYhRpEwIIxGAUgAnaYevdH3+nPCiVvhKLaPqtqZ3EItQ5hHkKm\nqu+aZyJLYsR7NO4d8Ml/I1LyRKz4R9xpR1aAJmaWhI+GTns/ex0Uk+Y8E8ukKgSnmRlhRXYupJX7\nBNfx0ZhlSsY9m1ffE5t3kQVHEYwqSGWeCaGWtVEf0saKROLkhFKyjh+PCEUVu0JwgvkglSlmJ9U5\nYWGFjo1qUS0RFmY2H4zsp8DbraUwpSpWiLJG51UjYJFa8t7luUCqViG43ahHjKKMq2LHyXXQAtS+\npkUUnBJhi2re/dVZ3/uSZAzjBEXU5llUxpSHloJvT7EsFKMRiipn/dSbCdOkGaI8zcwbS9krw20f\nDZHpjs6hRGid6bYwWIQ2aNAGG9rgwjjIkAW1lwJqgWwSpHsBjEEdQmCCrzfRnoMliMIsRHsN2RL4\nYA7irPO5R5qBbiO+wvm2Iuuun/ohJYTFWsvT6KT4/9h7w+g2zvPO92doDjQHmgPNgeZCs9RcaA6F\nS+HSqIwyODJWQWVU5nV5bF6X63AVrstNeXN1E9Vhc3QTXUebaFul1UkVr5JVGiXLpkrLJIyXcZiE\nduiEdRkXVmgHUmkZUmEGYiAFoiF6SA3pIT2khvSQuh8GSHu37X7Ym/bYLv7fdASR0ODFzPt/n+f5\n/QdiWnH0cJu3Fy7qsdkj6rYjpsdY6uWsR6XyIEMeCTrJhIWcdF+WBctDwbYyxggU6T79TYrQCh3Y\n8S3S8HJH9HvnoocyvKBiePmc/fT0Kx1ZMjlSHuBqkK4UuQoaMRhAxioRXR8XkKGDeVdBBQ1KkIIi\naDAIR8CCEVBAgRdLfCNKHA+s5THDGAMNPgEOJEFkW7c5H1e80e9KQtOoSDH7RrduoMpY66aw/Ywx\nm1eB+5NjPxpvReekdnxEbs8lUvnor2KBxIj8kDfv7C3yPInFfpl28kriZkWjAilsJA/O5CAS51vl\nrlG9rYd+G6mXs30c7mLQULernbPDwm92jD1NAURIUz6+06OpdTGYtX/dwzdL2B5vN0UuT2J1QuQs\nJKAIBYhRPaqxYAy6wAYTJHBgFKtTFnCvVmKqZizm5G3nTC9P0qMkAw5ikgmPI+WBoMro/1k7UtKi\nFbRTHDvFMRVj0ZS364aJ4v1zEcfjvYk4O1KVV824oLg65QT5UjLqHcnkSG3DnNcV73cViXn/F0DA\nHaLTm1OOUhqh3ZvFFnA1KjrlLBkvKtZBhBv/lDfmX47qDqyuuuqqq653pN79DgzAAqcGDRJrW0W3\nxpL5iIIF0Xj1ZR5GSAUVbFAwUTgCOsvdkjsgSNj0s1lwVNVwEGfTKgrY0PZ3WDWUGIl7yYRyeTEh\nXaZU/clmdJvizCMSpSSY6+3KCCUQsKNSK2PeybuE/YficS+GTsQ5yXEH0duMj9A+7P6bIeF9XsnE\nQhbLq4a+3YsndxE8QoyE7bSJCfK/yLkfpMvLc/HyAL1IlG/o3V6KY4xiiWiUUlodT5DPkvEMgReF\nfpTTeRJdDBa1mLc/jVE8yfEM2U9w6rMcy5H6Gj33M+Zt91yEcdJRSgnyIs6u7pKHm/rSWO/V1thJ\njos4EyQt5A6GBdxR2jy4MA7nxEP/z/HTXzzZ25v8EgqOvFmsrHrxLrK7GBVKIqtAipxHR/WoWp9I\nn/JAuoBX4PEYVJeLCUQQqdY4x0CHIrRBCcahEwRIg4aHyiVGFS2WBP7OztqqVcVMUMCEfM3AlcDl\nbqEAvCrHXx2Ie+tnh1rJkbKR7lYKpqJ4uSQe4ddzil5Y4hit8xOKkxQ9Eushzh3hjFeG8T7QElEJ\nGwGvnPOdoc6hjn+LAm01WrEKCaTiMkm8DCBvtfTT4y0n73M3UOMUPJuuYrzopncmyjf6dOOwaqJg\nQhpUNgnuui1gQxRiNV6UDiocgT6woAyHolVgrndNMlXW1N8Cw05Dlupn4UKZClqcgoS9Vbe8r+bH\nldN5EnZC8hI7f5RupRNzSPHqQ3eZd7brRoziC2bGe/1OpZwnsTguI8IANw9p2zRz/qyCyYVDKe+K\nuQgI7NTLDqJXGM6TaGekRFTBlAWrw3n6bOtHejNfYhzK6MaNQ9JXiRKVSoBcWRzWOjwKc4qcF6i0\nO1m82hXjKLzq8mGheq/Q2ZxwVk+IFEGCczAEOWjjhqtvF4y7tYKNhE6SiSKxGyd0FIReV8W4PJDo\n7B7yYoCuFmNXo7H3CUOeVfIqu0ViX80eIsXsmDqbUC1FvlqJ7dJKHoz76ukYR8HAUuQxWi3kG5Ye\nlasdxau2SAIRx0KOUvLyhsrSThupk6HPusdkwYpR9ABX3xzr/njrae9gRsBVMcZJW8hw4Z/rBv0/\nrroDq6uuuuqq6x2pd/8c2K34l1FhEL5Z4SdLTAbJwnX4SYWLQTyq1DdMDgTYgJfgY7DBtrB5+3CA\nHvDzphrEYnuTsRyU2htHQizkfCmdcogFYP6SwgfgAJTgClRAh1gYnUc7n9QpK9L8Cen3MzMvMKbx\nPJUAACAASURBVIfVuPW7PBIUlkK+N6YCTcHAkmiuEqES2tHMZIJ8hOkr7PljPpogH2Dldzn7Ib7i\nIHq/y8fGF9wjJ4xPN/t+qvvLAq6ftQbhdWltOXjlzZDvDUuSc6Q6GG7h0kvsa+S67tzoFIb28ZKE\nXUZPkPcKac1MXmHPHq48zPdtJD9rOuVhOj7DJydpHiftYa6G6CwS28OVfbz0HA+Emaug7eViAzNT\nNFnIB3lKaTSDLO3hygTJmwVNCts/6d+37EqJhjwwTnqFgFe++qmv+bfkgSQT12mcJrJCIErpKQ4+\nweN/mX8gpeYaxevf5ZGWA5f28VIwtPQx8fPvK39XjDg5Ug3MXPTtzZH6DJ/0s3ae/Zf7E42J6xL2\nefaP0L5E0EuF+GHfg7fkMFnWFYEpmIA90ANhAAy4AhkYBReaawixQ9ABJ+BhWIHHQYcfQCPsARHO\ngwIBeABaYAnWYA9bH7ZWL4qbdSfC9Aa+2X6VB+EShHjzyeCt5vCiIy+JwcUJ+c1LwWDT0nn2/9XE\ngY0G3xJBHxt/OfbAnad8LNHVMqhTbmJqiM4/5qNeCOR/LJ1MhPIqRguXKmiP8mSKnN5cfmTle9V2\nymmwIQ1pEIirf9NPz3M8cIxTUzR5eUCTNAdY+QBfXyFwhT17udjCpTX8r2y0iD5nWZXWgn6NyhsT\nIdbYErVXR0SoXTcZ1qgOrqXY8qjd1DAVbpy7FQnvai69IYWYgefgcy6P+diAJGzAMxCBSWhnPStU\nG/aus75feD3fcMsMr5ZFf2StQNxAPc/+1Zzo0zZspJ85TTzHWoc/RjHC9F+f2rvsSjcUHR+swRJC\nyH2jGOIKKPDvDT4g3RYDTEInbPBo8EkfG1/nA68/05BozjuIMtYkzRGmbaRnePjrfKCJqeeEB5qZ\nLPpi43o61lh0IqLfeYs1Hg583xC3F4JxHxtPcfCL5kcbA9cLxH/cud85KIaiC8sHJDp87IUkyLBA\na3xMVq3Xyw00wgcgDNdBhQWWg9ItNxzxTd8sauUG/Q0nRAL6CXUsBFh5NRhfkQNBlnKk5oeU7XuN\nvVwcoHuc9AGeBwRcW5cahJlb4fAm2b11LMw0TampMvoPiw/SCAtwnkVNvlaJ3jynodCsTnrc8Dee\nC7GGEHZLRKdousKev8w/kFQnxmj97Oixu5sK33cefpb2Hz7xoJFW9zW+NEmzgtnCpTBzXorTF9wj\n/OGn3/5Ph7oDq6uuuuqq6x2pd78D2/LU0bem/ZyBxiBisHoc/4YDz/FWnNccHAEpgAIavAiPs6u5\npFN+LR0hAE1wnN2PFjsZ2t94PkE+yUSQpUmaH+QHTUwp+802/6iMZUTUt5J+otAAJuToOjzYwqU+\n3+Fj5mdZIp+8p5uBbgYe5cmmwJSBWiKaC6R+dTy/FvHPEQ6yNEC3F6Q5RdMwHY/zxCTNnz12LNC6\n0saon7Vu30AseLXP/+EmpkZpe5wnwv655rWfolOWdq4Q+F3r7KPik2O07uFKhOk1we+BgxcIeSUQ\njcoGvhLROIUAK15+XZg5BfMop+MU4hT2c76NUc+xTZBsYup/7x9xEuLThY6PhT/vNUFt4DNQG7le\nRp8jHGDlCntWr4hCo9uUmJr1qTNSA/AVPrREUMX4ptONyIbf18j1S7R8hk/qlCNMj5OepHmvejHA\nSoCVP+z/vVQid4Dnlwg+yaMrciDMXJrx3+MPPnfm6PethyPR6SyZLJk7g75g69Ic4T+a+OTrGw2v\nzzRElOkXjTSjcBH8sAItUIF2GIQPQBImIQYJ0KAB/gwq0AHdoEAQNqiWf6KwBBtsetANyCtvNfm9\n1MT7Y2MRdVraZ99qDu+IV24Z4V2x0gqBBmbmCC9G5fuUrJ2Qbi8EOAkf5O5g4fWhBkx2PFLx0Ml7\nGy56EanNTM41hheHZPbwwaY/CzM3RuuTPPplHhNxKmhOSDzBif3ujwu+eCJ/+QH1uX9vDjweeOJ5\n/4HU8AUuwgGq/bQOBf3uw/RlyXydD3ifr07ZqzVqVPysXadxgdAYrXEKX+cDbz3nXxYkHmU9LPia\nNm43BxjmraCfS6DCPjgBgAt+OAP7aVBnVghI2FLATpAPyQuvTUWQ4QO+TQfcOx/ycRDKkIIUtIAK\nh2APHl4ZFybhJKi81hB5bSxyI6DfOeEDbmzoP1tqYhye4q2Mf1Jp/omzDwUeBwsuwgpI3C4HKMAc\nXIEHJebguyDCU9x3KOuVrHKkXm9quLGghwNzEvaLpNsYNVAXCLVwaZS2z5lH5YDlQWFOcvwJHpdl\n66ngQccnnuT4NJHf5w9CLCgB01ufawf9y2UpKU/ccHRcuM6OROVNN8gG0YZSmLmlpmAosLBoydsl\nY3lNQmJz2NEpb/h8KsZra5EW+dLrdsPdoYK/Yy3M3LNj7fe1ZD2vc8FJ3ZPKa1SCLF1kbzsjXoVy\nhoYfl/bvD53/6ULznbKP89BLSsoZqCgsN0n0Qj80Qwgm4aOsfcyfJzHbq9IJDolw/pvj3fM7J9at\n2D09+TBzBeJXz8ZuZcLvFcebfFML6VCYuTnCr+RawtrcNBGv3dFGuvrlGD+sO7C66qqrrrrq+qfR\nu9+B7T9x4OdGI/0waxESuWET97MmcBtYYluYZojBHkhBE5yn4cGZKCVDUf3BNQn79kagp7E/Qd7P\n2hX2tDEaYTpGcYEQ0Mh1FWOBUIH4ek5gutb0GObRtiebmAqypPpm8TMupRPkr7DncZ54ioNtjJ7i\n2Br+C/7UHumKgLtCwEvPC7Eg4BaJTRO5TqO/de2CnTrof2qYjhYumShpxqeJHOLcIc7t4cqov+0Z\nHh6mY4qmh8VnZKwpmp7jAZ3yefb/Ab/XxugCoSE6k0z4WZOwc6R8bPhZcxA/wycbuf4MDzcxBVxh\nj0YlxMJe96+bfT/tYHgPf3M8cXIvF6WwbSOFmWvkuoA7R3iFwGfPHrvqi7kNwmtOhCaamBJxbgra\noiAvEGpg5kZRDykLQWFpdkq9tRD2KRvenH8j1yXsKZqu5mOqalyn0c/aC2LGVJQgSwaqi9DAjIli\nI30v/ghfARlNqgRY+VlPE61cU6NhcW6pIbh8SaKbjV7fvKjwGfCDDE0QgPOwB/axtclSAuaboSAJ\nGIdWUCEIeyEEA5CEEMSrTX20QBp83Lnu29B9d0QfFnyenyuN0caSghkJTIs4Ny3tQPB5r78uzJwl\nyhmyUUqv+Fu2fdQM++dmaHir2Y9IJDTtpSAaqH7WMmQP8HwDMy9EMx9O9XUxOEf43xUG74R8n1n7\nVL/QE2Cli8Gm4s+4hJa9ySRqy2w6OD5A92f4pDC2DvA4BEGHJwnP3JJiy78yU5CDVoiFDoZ9bIzS\nJuB6y+a/DD32RlNI8ZkOooQ9m1erDmaY248F2IAHoBlskEGDaZiGR8CBS5Bi0Se/+UBwNq2+MRRq\nSM44iDdDGgVoxB9ZW39QQAYTmrnbV7hlh1mDH0BLLWPzz6ATZHDBx9ZHrFVbZA4s2AcB8EMUHmU9\nKtAHZ6ETnodx8MF5KMMoGLBUm067DkE4Qbs84mPjLL2vVFo8KMm8pIRY2MdLFbSX2LeHK+OkN/Dd\nOKDnDyUqaGHmOhhWMP2snePQOOkmpqZoamO0mclvc1DF2MdLDqIhqwFWbl0Mk2RHoiLivPH10OZ2\n5+qpWCC9crUSiwZLYWlOwVQVY0EMebDTa060WZjU5Mo+XgqKSysEfuY2pX3jjY3XVYy/sg5cc6O7\nAqVmJp/nwCTNYeZ+XNkfDxb+qPzJqFwyQ4pG5Wo2RgGG2XrU2sOVMrqLEDi2smxJPAXNUIKnQMN+\nVFp1Rc7BXngM7YMVI6K+1dGMxGxA1eXyBMk38iHO4O9acxBfsyNz/vDsUXX7B40pmm6ivW43/M1z\ne9JN43v3Xnz508++/Z8OdQdWV1111VXXO1Lvfge258QjV6/E+EYOdBZ9cIVAAzFYCLO6hl8iASI0\ngVaNtVw6GPRMzG03sObz72t86VvZrj36lQ18e7kI/IAHbaRPDXzm0p6WH7oP7vFdeYqDb54Ncp1q\nduIkLHHw0acS1mVJtH3CxozUkMpdaNKmBNy9xl9rUsXPWjsjGpWINP2fix+7oKSamdQpe2bIRBFx\n9nKxlbE2Rj/q/2NAo7JCoJnJDXwhFloZUzHyJFQMFSNDdomggjlBcoYGjzg+RZPXnufZpv/LPnfF\nv8cbBTvOyQM8H2ZuP+eDLPnY+M2hZ6Rm+zqNAVbyJAyfukRwA5+PDQdRwJWxEuQzZHXnRkwoNjHl\nIEb2TisNZoH46mGRMLOienNBYw5yLD4u39LD5Pm53jjrqCzAYWY+2DBNxEUwUNfwX2Tvoii/bjfs\nD5zPk3jNiLx5Pmg3SyO0/6Rv30/VZjloKZiTjzWvHxdQcCPCNJHbfQEUyBBg5dpElOfhMeZtBRMC\n8GUIwxyUAbgEMVYVccUfuCP7EGEJRLgID4MLh+Ao9EEWOmANRAixUygvrsiI3Gny0Q1Z+Dz3N46Z\nKD+e2P/zlUZCvOkP7hfOe1VAjYqB6nWRvdifDifndMorBA7w/FVfLCCuzBG+eVJbfUlclUU1bLQx\nuoHv6a93HEmd2Vf+iSrOyg2W7LM6K9/ZkH3n2T9I18Hit4kA4JDe++PD9OmUm/I/Y4nSiV0LvlCz\nOnn03OeYgiAnUr/fGzwbZGkNv9e/+gSPdzMwStsCoQsNKZaISqVpIp0MvfhomjZohI+xUy87grge\nFBiBNqoAySWwoAWugw0BMGA//NogZ+JLoeDP8k08D3NQYF0QeB6aYZItUVujcnNOwwUgBM2wAZ21\nL1oDpJAC9u1LAb4LEqgAVGADDoIMUfhPDiWBfRACEf7U5ScrBPzsg0YwIA4BkGCNyJ5pG+lZsx0L\nGtgsOetjgq9xA1giOE2kQFzF+HF5/4eP9sUpPFtszyuJx/iy1/HrZ03BHKXtwpHUY21f9rHhIlyn\ncQ2/jDVH+Iare1OeAWnlNSKbWty38v5Nna6DuBH0hVi4bCUQKRFtYurn5caoXKoIWoTpSZof5pkV\nAiEWQr6FOcIO4hxhW5RWnxEbmmc0Kq/0tYSSC6+NR3bGyw5iVC4FWQqy1MDMK8EWKhBhNS16ZvFV\nO768IZEFHySgUp0FvBP27YhU3mwPsgAtlKO6gPtWxc8JeIBYuLiG/6as0cBGs+81J8Lz3Fnx8SHE\n446LsG4J24LmnqYr3h3gp5/+9tv/6VB3YHXVVVdddb0j9e4ncZSIYgMVNqcQYVHEBRMWTRBYtClL\nvFjEijEBSciyWhRf0DNMgMB6TnCPCLszRY8C3stZjcogXRU0NJaz0t2ZQonovKsgwxB0glmlpZko\niIzR2mE/rWVvIiIWV62YjI2DWCQ2RuspjknYYszJk/hSuXerbi0iv48h4DtmZ6sy5s3SqxhHOa1R\n+Vqh5yfx1L92cn8tJiXsXs7KWMc45aE0CsQ7GRqhXcBtZ0SnnCdxwUgZqtrJkIXMKFfbYklpooJ2\nnJMjtKsYacZFnDMceahz5Cy9XQx6P2qCpMe39oyFx9c4yuksmZhYHeM3UEdpS5AHNp1z10sCQ2DB\naYhDL5yFCijgwGk4zKIpL2ZldIhTEbWbXRpJOEexGLOQKUGaPIn1ikAaJF7OJ62EvFoRaYMBbsY0\nXFDgBJuPOAXi1YmuUTgMQyBBG4xDBgxIggo9cJz1skAJBqAdClCCDrZ3GLPj6pa4vRyTqMAxdg8X\nvV6sH5mtHrZ8h1UxUVY1cTOOx3h0k8KrlfjNvLY9YXjAyadPdNx3IpshCxSJoXLD0RNivo3RAvHf\nkEfzJGaLKl1QggJ2XPJ4E5SxkbAhTzRVKqNTIVl5Oam/XIVcmKCDSx+HK2gnOd5q/giIjl1zWzcZ\nhX/lDWkR44T76T7hw2nGuxmIOVd/gdP8gnNks+i8R5542U2WiB7jlITNQA1Jk8JCXnVE8pCFw1CC\n46DVsBp9kAMXxuEI/HYXNvOmwq8a/JVKAoZgECQwIIpXwa3CblprmQ8iHIEBGAQBLObjSpWBUoaT\noMOXxnkoXe2rNACRG4MUuxinauZ2S1WmpQ19cBhUKIFMngSwSyldOxm950z+spHY2mq1MTpGq4w1\n7yicJH6y0KEPA3kS74sNmSijtHnkiyE6VYx2RlJncv+H3f9x6bSBetWOXR2OPdQ90sVgv9Cz7Ego\nzBoqE6xnBBzWo8J8QWEA85CyXTYcRI98sVsvAgKuhSxjFYl9te/QfYezOVKrI6J3Ye9N5YqdMY9W\ns/tw8epAbEd35UZOl1PWZTPxXmW8QDxOgSIkYABi/CjWig7jMApxsEAFByw4BFEUzJu2xiDYrMvC\ncl5Cgw6IImMJuChwisV2GaOan8AwMtb8hIKOjHXhTGr7EcOsoh7f7qo7sLrqqquuut6RevfXwG6p\nX8aBZ4OsX2R1hZ1xbtjMTrNFwxdgfYYVmTUFA14CFZogCN+F87AXmjDDymy3+rMHm1YF0Uso/qH1\n4O1SgAegnVvT4XDjnOsT3gwEuQ4uFGESXsklTxj9Qs8x47MswRKl1l1rir8l/wrXCTUtrBDIkUoz\nHmDlodwPUlruFaNlFZE5muSpJqbUgHGdxqc4qGK4CA7iGv5COL6f888ID3tstxkaHuA5D5DRyPUw\nc2X0JqZWCOznvEepuFHQo1qpjP4s7Zua3Yh/egPft7sOpjpzG/hkLKCCtkJghcAMDS8OpIN7ljwE\nnzdDBjiIFnKIhTX8NpKFPEbrGK0X2ZtmXMZ6kB/EKfhDazccnZcgB4kqW4/zcBgSsAfW2JK0A80r\nq1dERILy0putQS5CCjllSdizqLgEQistwUuEeZMgGnu5eC0Q5YNwBo7V0qdE1luEUGDh9lyAKxCF\nFlCgHyKQgDiEwA9qrf9NhBSbmt07Jd+2mBlsXUoE8i1c2hu+GKN4OZTA4O5PFh7kBxv4vld5ZJda\nWkoGI/J0mDk/a28oITlgSdhr+BcI3fKFmWRZkmTJypNY1iVDVi+cSDVkZgrEb42F+Rj2IclCfnkg\n6ewRG5h5va2h2qRaINWWi1F0EL/jdiaa8vvD532lOw36zHM88OD1HzIDDZQadoWkN5jBzmzxa29t\nCD4V4zB/gh82QOOKskf1z7KfSsuOJyOPRn2lLJkneLyNUVUwbKQvFI/sVS6GhTkV48Xu9L2duWYm\nPTDKVLjJz9pbjf5NPvd2d4BGcOBBCEMQgvBFl5SPDgiDA0vwCMyAAwI0Q5eECiHohx7oBBvWWP2y\nuBoXyXH3vsKCGtobvijF7HlRYRqAUfheme+4zAXQoQlegimYhLkIV23+ZoUfGVwYZVucQJwkxMCE\noI8lmLcoi1RqDPg5EGGNPQ9emSaiYryeatDF8s0x7VDsnIf9LBCfH1ZIUtRiacZXCHxx/KOByIqf\ntTwJG2mBUAXtrwYPNMavNzNp+6UgSxqVGX/Dclj6mdAUFuZKRNePClsO2m8Z/ioeswjdsAFx3iS4\n/HnpNgE3IiwRfM2KKKL5WimyEfLdsPQVMdCYvP7iUHrdL1CCB8BBDlnNTF5kr4Vsokh77L1cjGql\nMHPhwNxL7LttBVTRuGrHyEEDfBI+WyEeJFNDuQ5DJ5v2uHcO+BBAR/eVb05oGJCGFX7z0WGrSV7+\nukSChJxXMP3S2s01jSbuacgLEffNM0GWeCMZuj8yFglMLxFsSM08wHMS9uVPP/32fzrUHVhdddVV\nV13vSL37HdimkeN3Rn3MBfE1IoRx4fYkXOKtFdDwyTiwPsFGA/vh2y6vXKchVD33T8F51kMCKzAH\nH2L6g5FLtKyPCbigwgrsw5HF160GLsEEDEMjTMFeTftg5cs85j/5FhK5B+4NspQls8f8GyQEd13b\nuBkXCyrGdRqbtckAKxuKzwrIyLzqxFXByJG6UEgRpplJbwRNwbyQTz2ifjdOYZrIUxzMkwixMEJ7\nipzHsT7K6RALc4QXCDmIEyRvnQ7PtYWBACs+Nmb71NcSkd88OLxC4M+ND65J/j81PlSUYh4G7QY6\nzcR8RQEX0Kh8hQ95Cch/euZDDakZbzQtRe4ch1q41MzkWXqDLHkcjTL6jQadQViAByBSCzsOU93g\nBwhqS28QIgd+fNrGalakDCJCyr3mRMnDDM2xScBEuT0e2KLbB3g+6Fv6eWsjEpu7nHWfsEWz32rw\noxHxTbvNwmpcZBLC8BJcBwmmYAV8YIAGneBCCKLcWfPRwe32gBo0LpuJUGBhmsgGPluQ5EbLG5Wb\nJmIGlb1cjDBdIvrzfOMbbmiLai8a8jU3enU0dutsmBQosGNCOBF+bTTCcdYlYethS8b6Cft4Aj7J\nm5Xg7EWVOG+uBF+faKiWK/7I5ajPbFYUzBkaXnwu3bR3KkZRsefnwuF/Vx48kfg0IicbP+UgCkFX\nic1PE/mQ8JUH+YFizrOBq2xaaAy9pOzzsfE/GxVHFkMsKJhjtIo4LVzqYjBFDhAU9xcNq+IjjokS\nZu6/OI+94rQ0+GdunQpzkDudPvbVAIY63O9wVGADvrXGAwIahKAA5yECYxCFMCTAgQ02R5z1nLDj\nscrDgWd8ysZsWN2SsVsCl+LxwgKhW8VwXCkIuK8tRBiDNZiBBhkxQNn7pgDwBEQ83IafqEhcJhD3\nUtEJQQvIIIACCZHGWk5blOrk2T46EsMHeeo6jT8vNd5c0j68r6+JqRLRPIm/Zu/9zWM/FxoPSM8r\nmGv4yxH9akfshq63aJdypIrEXiWOwLQSKaNP0SRhD9MRYGX5pESMGbnh9miADjZCvjtLPtbAB2V4\nAjLwDMjQB0lWJfG2HUDG59t4cy24bEhc4dbx8M0OjTjMwTQk2BYyPVr8zyuNZlB50woiEmbuL4bb\nWmKXvu8+fGfBx5eR9tuv723gIgTgx2W2R2gDGzbAgg0IEoiu+OSN9ecE/KhhI6CvvNESogAbZJqz\nLsJreoQ/oOGRmQxZCfsnjfuokFQnBNybzRorsMGG6rvsJN7IhW75wrFgMcDKO2IO7B3TxHHXXXcB\nd+7c+cf+ytM/+IK66qqrrrrefXpnHyHeddddf/fpxf/3YVZXXXXVVde7WHe9IyzLLx5L/827/W9s\n2d93aXfdddfuOz+9OhDjHDhQgZtjbGuthluul0ECkd0SGRChDE87fFwEEECEUeivxvFVA+sEGAUF\nxqECaYhRxd6sl9gaRYcSdMFp7lh3cQZ66Y1+MclEmvFo+ZqrbyqjR7mW5544hW4GFEwF00RxETwa\naTsjLkKexNV87P7EmJcjDnjZhqO0lYiumwKAzSbd7WLwm0b3Q+qIijFMh4x1bTj6no4JC/naaBQX\nCqBCK2Shna2yJeLMltVNurs+JKBADoA4aOxMlG+gv4cJFUPB1Kj8ImTdyynPkBVwvcDyEdq/Wewm\nyj1C/nJfghQcgRdc/khAhFMgQAyOQAVcaIcRyMIptkTt5WGJfuiFKNhQgBzbzxiztlqNanS5T8vK\nWE+bHUjcI+YraBbyelao5tY7UIAxkGAQZGiDERCgDLNFPhJDgWFIwyAMwRBo0AXU+rBFqo3FcbZi\nLY7KtEKJu2OFV8fiJAA2K85qv0gKKgAMwVkYZUu7vXxGogQmnGBXrHTNiVKEcZBBhApEQQId+mvp\nJO1s6zbniwoWn0idOsV/wOGc+H+e5miK3CHOpcgN0zFBUsY6whkvCqeMftT9HCWAcmyniSJhZ8lk\nyBqoBeJAGd3LzOynx0bSqLQzkiVjoH6n1Lk7WvRWUYL8C26myjI+BjnohH7oBqn2zoFjkAIdxqh2\nzHeDAB0wwZaU7f1qryGlRPTy2cT2XiPNeAXtgpGiwtaktejInAQJKpCBYVDAABeOgg7/Cn4bSvBi\nmXt0esGFQYiDAi7kalevE6Iggg2l2lUt80f9x1oZy5E6wpn1ivB+bdBBNFEEXG/OQcQRcbJkEuS/\nNtxzT0feQlYxLOSrlRhJOAMuJNgUd0Wc5bKEBgI7qFjIy8ckPjvO62myYFV/KTpI4IBKNdZShBx0\ngQRZUGvBp+1sla3FIzIdYLKjs3ITjUoVrLVJdtfzwvaEIWHHKXg5qMtIABMAlCELJrTDERiGX4N7\nIQpHQYRzkIQudlK+4eqchSy7h4sG6uKYjMtDbSNxCnkSf1Fp260VZawLdoo+UKACZchDEfqgm/vI\nvnDXr7/9nw7vAAd2113/8FP2HzNbdRNWV1111fUvQe+YGtg/pr/7bLtz587ff3pVJ/KKMGuwXeU9\nrZgw73CvSF5ntQ+iSK3VDV0R3itSrlWqvUj1CRAgVwtN93aOZSiABhWwoR+64JsSOihgwVcn6EwS\nhyQonOV3PQs4GH2/RiVLppMhwEU4wpkR2gfpulqMvTc2LmMt5mQtVXEQHUREZKwsmWdPt3/k6FmN\nyqftE9XJUBdibFcMFeObx7rvO5XNk7hpaijMG8qWDvvl8SRpOA6DkIQC2zVjtlVlgEVDXgQSrBcE\nFIiBCEMggsWNrE6Zl7uSXrvwNtn0hqYdxDJ6kgkbyeu/t5CLxDbF3PV+4XIqQRucgyJsExgGHQTo\nghQcBRUyUIAJKEEJNypUobpKbVeuQisWctUBAwIvDGa2dZlbFHt5TLqcSmBRHbmNwRCMQgeMQ5qq\nJzNqc68ZMGIMgQmdMAGnapt3qzZn7fkkryu6CEkW0zIaWwVrMSqbKKTZLRZFHBfh1Z44Lp4529Jq\nK5g3MvqyI1URwCpkuFaIUoYE1WbrMuQhCWJtt16CKIwwn1Iw4ThatmKwPStmTJSrh2OH+/piFL3L\nq2L0clYorx/Rz3QxeIYjBeHukVj7MeOz3kegYshYMpZG5QxHnjY7Pq6c/sV0xMtmcotidzI0SpuB\nujtaLKOvG8KiJCNxr5DL64nVUbFqKTQ4WvPBGltbLRtp/ZsuKZFyzZOdAh0q7BTKSsqUsSRsCbtA\n/PJwAgVSzKKO0rY8LvFr8AkWczJlKEEb6CDDYRBgHIZgDNLwERBBhoROK0RhoDaw7H0xUsGwaQAA\nIABJREFUPRxwGwzBKThdc+0uxMDGRZCxVIz1UwIaZrci4qQZt5AraF8r9/y53pMn4Q0O39eRBRRM\nLzPI0NTFIRkHTsEY65awbErVNyZwU9EwIQ2pdLV/fQROQwKi0A6HYLQ2XTABbWBAHkyIQ0d13HjR\nkOmuLpKbaBRrDnKM9cMCwzgJ0csqmkV9DxMv20mKkIN07dJVwKmNK3wDilCgam0NGIYSN6I6Fggg\ncPV0jHNwBOKM0jZK27opMMFVYji1K9kBSeiHdSBLNoPJC0rml3aP/qfU292B/WP2q6666qqrrn/h\nels7sF/KYeD8Xf/T3/5hFqJ3MAGbkshqBVLsSKDCOVh2weaqDBW2arzs8rIANiUJFUZAAgnc2vbf\n2weVQYHDYAMiLojexjD5nraJavFsvJZBXkGPlkdoLxKLU4hSKhA/w5EYRRWjFIu+aKXvlXO7U8UK\nWpIJF+HuWOE7xU5EdhytfGm49/0dg/TAEdABGEbvKrsIHMc7PVcV42UjSYllU6IIDoyxWXZWHRHQ\nKc9aatUrCODiDYTulMs3yjp56KmlXUTZLDqrokiReUOZTylDaidwwUx9tXDo/ZnBb9ldH5b6CsRf\ntpJbZNvtEVZ7RXphEPoBsEGsbT+jkIQyGCDV6EESq+Ni1Y5UQMdLjMRgtSgSA53dYvGqG6ODeVuh\nC3rAgjL0QxksMMGAcbCper4C2HC5xMejyPCtIltjKJComaQifM3ltwQkGIU0iHC2SmOq0pX6cM6K\nlJmV1S2KbaLMjyqb2txNuJJgL47J20VDxLlh6pjgQhxMUOEsFEBhu2DMyioGm7rc9bTAGWitFWzk\n6mVHgRHoRqcs4gAiDq300C9XFrPafac4lmTiCF9Apo3RAbpFnDJ6nMKYen+G7ATJMrqC6SK4CF0M\nJpS8gpkhO0arhw5aNiVFMdsY/RK9LoKAG1ULIs4LE5lqD7rI1oQFLI7J21uN2bPVRMTFcRkVXhMY\nBSABBijskCpWTBZxHMQcqWVbYhzy8B/gt+FrRf5rbNmQOAV/Dr2wbPKQQhE6IQdFSEMPJGCsmm/J\nAByDJEzUijoTf7seUCENwGHoBQuOQRFiMAIJyOCN3gMcgzwlot4lfdZsv0fJv0efMFC/kD3yvszQ\nGK03Lc07OPnE8VMjtLsI96fHyujXYlEstsj2MtK2w6aE7RWnbwh6dQRCgKMQgxSkwYUSnAa7ZmEd\nMOEotIMMNpyAI9APydqnX4J+aKvVHeNs0tz144J3Scvo95G1kLdJ5rypMAFqzcqfxiuhMQzJ2pHD\nGFyugMr7BPpABgNStduUClmosD4mYIEMwL/J8xsJLFBqpa8uyMOrv85X///fdP/59HZ3YL8E+/XW\nHb59B+6w6Q676maurrrqqusf0cfv8Fd3+NkdXntn3Crfvg+wX9rhocdCpYIM10xedFk2oMK8wy6N\n3QlkKHslkwJU2AWoLNpsEcBms8SLLhasDhOFLPSCAvEqkBQNxiAPZdgm8+o4E/AjA5k4haPCf0Kj\n0H43JRgEgziFGMUYRQv5V+TCWXqjlLyD+FbGGKJA/Go2NkjXEJ2AhI0Ap7lpa+/tGBdw6YAYONyj\n5e/vGrtQTnmbtQmSf0GbjbRDrfztRs+C47gIDIOEg0gFTtdy34HfGWcICXtHqsIYm+MOh9mll7Zo\n9mqPiAlj0AYg4kyQBLZlzGE6Nknun1QOl4hi0c3AIc7tPlv0Xr+lzUaHDrAgDjF2aaXNAw590MrW\njLXppMtpGIPTcAgGYBgGoVArJHjAVpESUSogQh66akbHAgtawYIOOAVAmmqBwYCXx7k/Wm0AQ2Ox\nQge0wWHogSJ8Uaj2wnnb/BhoYNWcnAOwmhc9su3ygDR/SCHOuiOsjwgSNjlEnBt5nRicgHGYgF85\n6/UWkmFz3AE4w+Z2J8nETq1cpRsDrdWPjzhbZJseGEbAlUuLXca3FEwOI9uLyIyT7mRIozLBewry\n3V4RrkT0HIfSjKfICfb6/1YcmyBpIZ/mqI0k4MYoalREHAPVYwR/WOkro6sYnEan3MlQJ0MdDDMO\n2WpH6KIpL5ZkJGZROcQW1UaFJFui9nu0iW2HTHqgHTpBwkVYzklXB2OvDsaX7xJQ4QzEYDck4cOx\nqiETQYMB+HOFJBwCDfRar6MDGeiGGLSyKe3SAUbVmG5WHbpAgDY4BZ0wXlu0XoHTK2RmARiCETw0\nNnA/YySIUUyQz5NgmCKxl3PJEdrJ4CCKOF4Jeftxw0BVMXTKFTQVA4X75KyL8Bvy6LyriDglohW0\n6rFBFAw4Dr3QCzkowDj0Uv2meA7bhgykasupu9bg6vnIEkxAB7jQVV1sEjYuswV1sVe+UEm9MJC5\nPJGY71OYoFo+7ACxdjzQCX8CQ1CGDPTCfRr3CUxUEWvMOwAuzFd41a42GCdBgk/buPDxBDm4MMK1\nfNWWVaD97xQpzV/CrfefQe+wI8T/zjhzXXXVVVdd/6L09nVg/wP6h2tmFW83oTBv1noHS2xKgFHd\nE71qYcLqKMTYFEeH3QJIiECJVQdAhF0dXDCxaoEpEkzAV23GQYO/sNEgDdvSzJ5hs0oCAbeH/nLP\nzvjYqzjQDkkkc1nG6uVslNJvWsMVNAH3a3ZPjpROedshc7lLujtTiFOwkNsZMVFwQGSLZEcplYju\n6i7dr4z9VnTAYwXdq+fiFATc2dMqHVwdjN00NWw4xrZT5vZOg9Osdwk7u8rvTY0rmLtbi4zBYXar\nxS2d9qY7qW2HzFeNuIrxfgZFHI6jYC4fkzgFMpuPOw+JI/ep2Rd6MusIyMwXlVVbXDcEFGbHVSRk\nrDTjGbKovEefkLAZAwc62Bx3tqqWhK1R2Rx3dnWWUuR0yt4kE62g1EbrdChCFsahH85AN+spgRKc\nq3UVVuA4dEMSKtAJaUjCseqoDXGIwuZ0dQwrA++VuFdDZVPC9XrkqrXMdhiGHhBrlT8NwIOiEq91\nx3VBP8ShWPVqNysaPbgI1Z+Wh9+pkINP9WKwSyxtwV4dFWUs+vFG5W5UdHJVT1ltY1NBx0HEwfNz\nXr3HRtpsOp69iFMQccZoPcppA9VEiVJKMjFEp2wvSsVlR9r827F+BzFD9kzl/9aMmw5iilyC/Dhp\nEUfC3i0VDdRTHLORdhytOIhDdJbRRZy/XckS9MH/Av96nEHoY7kkMQQFlk2pjD6PUj1CKILKbFml\nFwpQgG0iy0VsMGtzUUchBYlqdWd7h0ES2kBjW8akG8pwAqhNU2XAJUqJTG0NeGsjWe083JR0q/74\nO30okKwRpBTIQBuUoUgFLc04oGJswRZxvNIgvYg496fGXnTSv8GoF5RDgnv13Oy4+rViT5HYq2Zc\nxIlS+pR48jB9A3S3Mfo+YUjBBNZNYYdQYRxOVfNlNmccdOgGC4CzIILOVsWiB3RohfbaVKJXQYyD\nwGbR2dTmVm8aJhwDDfJoVLaKFoPQXvP0XTAGldphzylwIVPNRmEbqPA7TrWEfKTaalgtDH9ErLZ0\nUoAhbuSqq04ExOrs2qIFEggkoB10qsOyPZCvDZ+97fX2dWD//Zllak3zf/+kse7P6qqrrrr+Jejd\n4MDuqukf/uvqOJEJo2CCAEl02KXzcpYibJeR4Z42tousV/jRBDG4F+YH2JSoNhq6cK3CdoUMJCFJ\n9bz+IxIypOAPJeIw7m0JuhEhSwVNxtIrN7z+tBHloZHoQ+PKe9utZ09yPErpMH0/yrY6iJ+STuqU\nc6RiFHcPFgFvjsdAvTYQJQ5pliekPAkL+ZoRLRIzUMdJl4gKuBK2g1h1CRWw2BkrbxmwVQyNyg6x\nsnOwLOAaqO2MtDFKjvdJQylyyyNSOyPzlrJZdbzK3GJRRkenTBe71BICCmaBeDcD7+8f9PZl22PG\nJsndoVa2i8audMnzRgKuiUI/cQqOt8sbAIHVkrhYlF2Ea8Xoal68lo16LI9qFIVXDvHme7yOzS84\n1eGYTxto0AtjQK3b8zi0Qw9I0AUdbI46jEOiVns4B3nI1MxZJxShDY4QpwDwrOl1AG5Sq++bAsSh\nHbLVuZ8dYmXTYRcVxkCDPuiAEhym2rg4WJvj6YYz8H2NNoiBwjU3unxa4iwWMhOsnxMWz8kAZ2rl\nvdOQw0uqXM8KnIN5x0VAxNS2neOQTtkWtmCRZKKMXkY3UYrEZKwCcQ+y3Cb9kBjeeNN/tE8WiHsp\nLQrmBMkcqT4O50hdsFJXx2JP5zq6GSgQv3lCe9FML5uSgFsgjgJ2reBhAiXen65OPRYgD61wlPnD\nCkfhf7UZ4f9l7/6D477v+84/svjecme5A+6AO9AOtAftQHvUlsLROBojY2SejbF5CsdhXJ7D6+ka\n1dHlOK0mdXNKqvbUnnLHuEqiXJRETdWc0qouE7Mp49AJ7dA2rMIK5EAKpMA2JEPUkgLpJbWkluCC\nXIALcAEugPvj+/0m7iV/3NzVc3aE1x8cDkEC4P7A9/P+vl+v58skTzDBbDwGFflfyg7xCMcYdU+p\n4kGORP/ToqoKg7Y/1Npv/KO5cb/QkWKIKv91JxyaC2qqHOYwc1LaO4caoek0p6FMiQ8/oh17XDPR\n0+oIj3BYUbWgNqc0bXi5mvnCg4cqyiOmtrXbmDF0T6pSVgl08uo7gmZG66591Q+WJy9XC3flqsOm\nyyqjJkZM1RRS2iOm8uop7Xtzsx2BEY4w696HZodNmxb9NBhhkFn222/8jkodcu4MajsyTafj1VeN\nitW5VEbLM/FD9zQFO56KblFES9zDjPAww9HS0RwBrejdbZIjtLgrJRsnL8N44n4eZJSAIT5wwL0P\n6xqJikmz3BNEe987wu+gHCX8RtnHFI9HGbIfCP1gX8D+8rC1NX5taUtb2tJ7RD8wF7DNzc2/8uK0\n+R/rr/iXQeTzYTC2Lk2phkeMEVenXT2pHvaXc0/BHcMCsmx7yHoj4vc1cCK67T4UVZhHJY0PMRTH\nQQ6En3bMYkXOnNIphxqFnSGvb9z+jNa+zsudbNfTHkNK+5dGHw/hhw2512eHwuP2m7XBl06PZjVr\nCu97aGanhmlSXm8PnZ0qO6Iu/7XW/jfrgwW1sLa8LRUhGY9QdLFRXD6RqSl8Y3b48lOFQbPnO6Xz\n06UhM3NKH9w/OWIq0JFVVP2x7MnVVmrITFnlJ8rH7spXR0wJFFV/PHc8q3mxVgx0Djr90eHxDwaT\nh5wqqwybHjVxwJintaVqCqcc8pCm7OJk1qM8YkeqGT7kZZUoslOX0cpqGoW783OylOL56SF+JKVC\nll/KK1HlQTuPNCKcR44ij0YJtrtTc/tM3vlELerPrP/HzILDduSbno72FtiWa/uJnGna1tuBCZ6h\nSsm9uVlHomPyZYWsphH2M+yeUuXe4uzORxohAGL7kdb2B1vbtYiWNDsONqPB5Vi8hDjo6mzeo7Tt\nONL8YGFy+4mWIdsK7W3Pt7smOmFeZ/toy6f4Z6mmrJSchZBS2JCTM2E0o3XAWFN21mBDLqeR0j7t\n4BOebNnelvpfi0/+z5lnsppzg3dXivdUlB/1zKc8+4jnDhj7m9lTAk4KdKaMOEiVU+aUcho7Uw2/\nMK3JHKP8eik64M/FG8EROgQ0+JuZKPV4nCmeF01F4bJnhIfIUZHR2hk07spU71TbdqjdkNtxuLkt\n015uZ4qqeXUfCAy6s1W7c7jmz4IQU1JQu/fwbOQyPeSAsWHT4eqrLRURTHJM8yCNiKXyPjN3Z+dC\nNOKw6RlDz3j07OmyDI+rKYQmw8Xx7MJk7myzfMqhGUOvzwwtHs02ZS92imWVHyueHDZ9woNPeXzM\ngRlDP1N95glPzhr8fOXw1al8Xf7q8/m78lV5ysJw2I6DzQh5+jAlcuTkNIqqIdjlcquwOJsNe5fu\nzc12Pd7xsG2l9mIr65Q7U7WQwdGls5jLNuTerAyqUxOlTstMx6vfaswlKTDDz3RMkecIGUr8k8nI\ngjhIgRyHKER0xDDVF8UlR+JbUVcrPlAkUBbemzBMwEQMpvlB0A/MBWxLW9rSlra0pe/We+ACFgY4\ndhSEZOkQC7F+2tkw6dCgpMXVhqucHXe1rs3En2/O2pTM0fWYemxFQ4WTTDLGDBkGY8Ke/eG4dL5W\nesKTFeWQ9XfS4UGzs8G9/1mjk2quPu6pUw4970i4PaoqekhWc6Gek6Fh2vA3poZfrw4tyEWw/Ka7\nR+Ycl1fXtiPfbMm8NDbalF3tpMLV0Y5s0wRzfuTB04NmFb3v8Zm21I8FJ39i+FhBbdj0sOkQUmBc\nSnvUxA9nxk463JYqmQvB8zpC0vmb7cHthdacUl79sJMHnS6rPOxYyVxNoSNwxJxSCPxWV1N4376Z\n7XOtH3PygLEQl5DT+KBJj+t6sDNi6iHHf2z0pKL9xn94ZGzbwbafaXk0NhNe7cixn3GO0jJq4odT\nYzuyzei0m41m6fOtUhh+UmCS/7FhhNEY/NG0OJNV45c7ZrxuaLWW8ikO82RMHzhAjqpBs+8vTXcd\n7YTIyoVncqoM03J2ulxVbEuF819BbchMRqtrf8eDdIQPgkEOxEfXoq7BjicoCjnoJXNq8uoHnT7k\n1PvyMypyGh/MTnpIOHLpOOL5OaVjHm7mdgybbsj9XvXBkrnTDj7iuac9NuZARTmsBRgxNWriqKMt\nmVETf2Oq0pTdZ7KgFkIUJ+3770dP/PjTxyfty6vfMRw5b8M1ZEfg7w9HR/gSI/H7YygGvY/HBQLh\nwf9LDb912n7RiPwMqNOixD4aFHQEC1O5i53iZYXVeuq80mIju1pL3Z2ay2q2pcKbBAeMlVWMCV/b\nKe03m4MmOeCDwWS4eZXjf5habGe7Mh1H2RcD40/SioahQKdrf+fuI3Mp7Un7rn4qr0idE862y68+\nNXJxqqiqa1/njmz9Yqf4VQfUeExF+d5g9rSDw6YrysuzmcXp7K/OPva4pz5QnOoIagofLk98dGS8\nIzAqr65J3autkVmDi/WsE+4qVO8I6ioc5Ji6/KszI9HAdCDm09d1BAW1rmxn9emUNiMCna5yxwHr\nY4GGquLOciO8NxBBPWpxcm4qzmaF6bomXYGXGhEIMdzg/r19KuRoiPy3LY5TYjZ+vxQ5wBAP8iTf\nLjvKP+RBiozF/tuD5OKA3fe93gMXsC1taUtb2tJfR70HLmB5qiGosBXHXvKUw1BGdNpZn3F3jiYj\n7siHuStt3ld294j3BRab1uMwyiQZTvLVut8+5t9M+rm2Z5hhjOVZkbtrzoyHHMdc5u5WcXut/p/n\npheKqn+WG25ltw+arSoecirQyWp2BB+cmQx0tuXbXdmOw1alVHhWlMZvM6mgpubybOHu3NyIqbq8\nsoZcyI/YOdxYbEXFS6Hb6sOZiZrC1+r7P98+HK7Kyir//NijswZT2h88OplXDw/jYZtUU3bacEXZ\noNdbQy2Zu1Nzy3OZZzx6xPMzhv5J+6nQ5BbG1KaMeFpY0DVs2rBvGG7KLtcyyKu/b/+MjLp8Qe3e\nYLagFv55TuNvBqeKqkNmBs16J3NHuf5Bk+r8w8B+ChziaZ4wa3DC6GIr679rRHfzC1SZ9urMyMWJ\nogZT/OtctNPqcIrj/FdtFT4QmOM4D9OKmYfPxQDGPKN+r/NglI46SEBBxLA/xUHL45nlJzPmKGjJ\nvNzed/WZ/PqJwBx/o7l8OmP6uxI/jxBIaRu182CjIfe10/tfnx0yJux4mzKS0dp2qH1xqtiQUzNu\nfzV712xwb7hBnDIybXjGUEHto8Xxl9qj4WarZO7nnn+yIxi3vykb1sKltIuqj3n6n408ccKDB4wd\ndXS/8bz6iKmmbEarotwRFFVNUZLVPOnwYicbwTIKcQauwXEei7oCIprf/pgTf0/O3ztoMOZB7AdZ\nfwF6CGhIaW8faYWrxzvy9R9xOiwfqCq2ZPLqRmxLtcNM244nmoY5Hr9bq0xqyTRlL7cLnucPRzSt\nHw+iRFSBlK5jHQcZMqd0tlYOdM7XS5P2dQQK8Y2QcFVWi7NNdATRVvVHa12ZDgKdw06GbMkPD07c\nOzyrrSGXV1+UDR/YpuziYPaOUr0pG/XGHXB+shTej7l4uni1nY++yiO+4JBB2lQoxF7NUWer5Ysn\niuuNwDAVHnWxU1xvBneVqjsPNO5QX58Lyip/gfwPb/YUeS6Gd8xSJc8gT/E/5ULfaTSc/Tmd5BHK\nYJaHydOMugW6RjoeZpyHfaA49cODY0bJxn0Rj1GMt275mG7zfa/3wAVsS1va0pa29NdRXUePHv3/\n+3v4Hurnf/7nPX7Udb7I+jgJkrryNq/Qa73jjj3yKQN5GS53bMtADxdIxGC9NfpShhICzvFH4y4M\nuECQkRzS02+56eYrNga8M8HumI+W0j/wof1fP2AsPBtmM83kudvJudt9fe/OB70V5bz6gAvhNPNO\nq783Of+t+t7148HmWEKRL/MieznNh2y7rz20eyZhI9m7luxd2+XcFX3fGRowLBjo5FKNxf7srXpa\nh+f5hExv62vj+y/2FW/NpF1xT6kSnuhf8ED30FI403xnbiDo6fyL+k9/Z2ogM9CqKH/Fx1LaGxIX\nl4r3dFd6XH95bp9pG4OJbksV5f7g0td9aGEu961v7m0M5F6fGdIjs7v1TXsv6V9MZCUsTmSd89bA\n7lTQrssvHssa8lJ19Np07+IvZjMfb/35tLci/YIHruhb/XQqeKCTtnL1XD46w26QpErBQiO3/muB\nFAPpCAreJMHv8jy/etKp3YbYw79p6w0UaXOcZOAbDfvSKlznI0xwH4OMCr1qhvg1XQ91lucyt19M\nOsJhLonskX0cYIY+7idwc6U76hXrZopCSjcTJCmQZ57PuT2U9BtujaZvtHt8hke5382R7hsTPTeP\ndr9zqH+9E5i3cCGnJj24stuZpz22In3218rFA9V9Js/Z1ZS9YCAbNA86fZ/XktY+tvfLeM19fa6E\nz2ZVsWTuKY8/4IURUx3BvN4HvDBt+BX3f21yf70/X1b5uC9WFS8mijt3N6qKC8dzUc1xiofAZ6LF\nkn30k+eLDHI4KtzSpkwfu/lNBlhjngw9zNKta18nbeXddp8MK5ZHMt0/vfRuvk/CZndiI5Eoq/zJ\nix9aLwVDwcyACw25iw8W/aTh0nQq1X6np98HtI+m0lYuThSjyaNEhX9Kho9TtikRQt+XZzP+y/r6\nvqxLFtK5hddyHmCap+NS6f0UuWDzNxK3LqT9oh39zdWjvZunEhvlxEe8OKf0+ebhViozbLope/lM\n4dZS+uxY+e6hOXxp4uC7uT4PWu5kFjo5EwT0xPXHPYzF/MMXeJG/RcCHGOA4acaYZxfXmed3aDHM\nim272mGRW4/rGz2Jt+y2wT53FOvtT6TSB1duZ5Ku8wJrBCzxRQ5wP88zwCifiLfCIVxxieuxz3A/\nu3kqijneP/DKhsTN17oN6+SCA8YKQa3yofLmfGLHrmaqr73aStnLBdDLL/z89//VYWsC29KWtrSl\nLf1A6gckb/3/RTVarLZpxFVXyFGjqrX/L/ZiWK0ZKZhjfUz5gDoL43Tce8Akq2i7d783p9w9Et2A\nrnFXTrBfgGJMgM8ypKQhN2PoOY885ulx+58o/YKG8dRHMWvwsJMV5au1/D2FiopvFIe78p31ThBh\n7x/n8YjmjtV2qpXKfOOR4Tufq5VVqornKyUnKLhaz4e909rkOcq06mDRSOTa6nqi05JZrmWOFR5+\nszjoiZiutt+XnjioxpzLg4XwIVnMZV8aHXVC/ZF8WaWr1Fl/KlifDS7uL5p2+bGC8SiI8/rMkFHK\nzh8oRf2zkzzIM1H51kvlUY8y4mynbD/n234/NWvw4ngxdHd+oz3sJEVGLLayr1eHNDnJVAwhfCSK\nLvkUT1CIy2c7HGdxzj0l9x7WJvNdqLcU05TD0SEXBfsy1OLjfCne+jwRffL1RhAlxkbiHVvoxzse\nd7m14yd2hGMMMcMMpbhjbCLmr3fIcCqua5qhFrdY1eL3XIUW+zlKx6zBuvxhJ0940OEoBVVUPeL5\nVxsjd+WqTdmO4O+0j/9Jal9H8LwjU0bq8lnNunxb6jmPVJQrymFiL9VazWUagY6yvPo+k3n1jJZB\nC0/mIu9lhZl4xVKPur6iby9cNF5kRrj5i3ywJ+IF2AjPU+QLdb+UN8Zx9lnvBGfLcQV2g2O+cXrY\nyYi69/IT+zK5lgyPOv3cwYNO5zQcY9qMoZaMAp+V0m7IaZCLQekNFtoyqahu+79o+t+zUfLynrwn\neIxxhsjGHL/jpGL3XZPhaNWX1VysZ8Mg4Fyq9OrciHHBI505pVcfHfF0BJI/Xyu1CykFno9rvSoR\nJcRkDAycpcVz8brrpYYfyckyQYFnRe+UOqd5Km4Ry0Rb7dV26nyqZJojzDHGwRDC2l5vBe1MKnqd\nhNnTQtzvhTERcfE4n3KX6sXRYmQZDYRWSUNxAV6Y25tR2F8bMjPxzGhNoagarvfCn5EdQVvKNA8x\nRZXH/xP9+P0ea2sC29KWtrSlLf1A6j1wAQuoiu/fZ2wfksNclNFYblh/zuK4mogk+FLH5Q5DURus\nQfJRGmYnH00p8MERGS7X1bjY0OH8rDrbi7YNCREO9+Ts99u1h3+0c3rEVMg57BS6GkM7QyhfSnvW\nYFVRztnJ8o7h5h25+vpkIMOJmPs3SyaOd8w6+1x553ONy2OFlzqj558pOUaNCR5jUlQNXOMkz1p4\nJKdJninrjeDyeMExVUVPxgfqcE6aIohB46fJxKVcx7WlOoL1ShAdz0/QjI+Ep+Kv+DiHmY2Lqgc5\nSVnEM2xHhsC7gzlP8OGUhpZM9KSMUYttVyfiWrXQB1XmAGPRwx8VaHWYoMQgJ8JnpxF9NBcPOr/O\nfqpx+1c5pq+E/jEUOEKbwzwXlzNNMsVcbFM9zQzjPMqTTNHmBI/zFM/EPWffHfwKB69KPIGjzhwz\ntNhHkWeZisJSUSdvMdqzrh5NtaUKanl1GSGyry1VVDWurIKM1q+kHmvJTBl53FPmSU/VAAAgAElE\nQVQZrabsnFIYY5pTqiif8ODP1Z4MGwxCrF9IhAmNiBNGo1kwGxs1P8UJnmSMk7T57YpfrTsVHvar\nYW+WU8wxyH5OUY8HrBbvzzvBz08a4gSneZ5nY3Df8fjf/sspOU766tyB0Mp7tlZ+xqOT9pnjR9uv\nGnmzNhh2X12dzjfC7GOLp+Mk0w+nIjrlMT6bjZx+4ZRW4jQ5dw7V7kjVo/myHjuQT/Gj7LNzuOG4\ni81i9ASd9GpnJDQQnm+XXpob3fFM8wPB1L2TsyHxsiUTJaJG6cRLpjyPRsSW6B0XvsBa7Mj5Uts0\np2KDa4dsXD5wOO5rHuYADU7Hr5YRxNG6ky5Wix6zPhZ4ImYtjsWv29MUGWe/nQcajjKrKRvVNfyD\nOYd4jNM8TYeH4y86JatZVjlgbPHZbDj7zhhaPxZoWK5m1g8FjujKdiLiybHvyQ/j/+R6D1zAtrSl\nLW1pS38dtXUB29KWtrSlLf1A6j1go/+7R1VoplzN0msgI8e7ffFNxRNRm9tt7uin4PavkeJFNwct\nT9FD0+oFyX43a7q7vdyRSDjb4hWLA+7MyBD0anCrIZMmaf241rBHfbgwkUm0WjI9rq9JXtF3v1d+\n2m/MGpy076TDLZls0LyW7F1NpbKJ5s3r3VIxx/MM/5g5nuAwRQZsdCfWs4FnSDPAEsf5OF8Hv0Mv\nU1znEXAmtoPPc9rtA0mfYJcdB5rZUnM5kTHOXp7iQzxEgQt2Djdu9aSDcmePN9q51I3+nqj28HMc\ntHOocWskrZddlPhZ9rCXPi7QxyGafNw92crCvpz7fKTvxY2hxEIp54Ld958ZKF5YuS99ayxtwPaH\nWrd3JV1gg49RosVP6nqgkyhsbL6Q8Ds8Siv22hTZzRWKtAuanKHFHhrsI0MfBfr4OmfY4OMMxYaF\nP2w6nNLPr5EmzWvMscTXnrM07PM1K93eYI0ks4zH7uSXO/oS3oj5YXNMcYU0F3iDAb4exZ/9JjVe\nJMcaNcQ84gu8yAPcT4bdPlH8g4SNL/r4O6f7H9j7wpLuZ33qDXuuBvnzuVJB7SNevK4np9FtqaBW\nMvcbfrrPlS/7WF0+ae2AsT5XKt3ljNbu9Jk1yecdOXuwvNqf2t1/5leq/7g7u3Qrmdag373l2Wvd\nvXopgj4+Et7+zdmXMUuZRNZ1HqIdRxrCW2f7OUYv3XFSON9viWHO0aFIgRJNTvMApQLxbdXwlfO7\nNmcTy+cy/tuGX+++a6S6uJKNHvMZ7dHUZirh07H/IsUkyfjuZRiiWCPP7jjn+yl9PVdqCptPJ1zi\nEHsp8ov8BkW3Oumu+zqJ1MbmRMI58u4crN2c6TYTf9pBBbW2VGJ0I7e3cfWxvAd0PdTpz15aLGe9\nxhJfjqt/emNDUOg73x0+s4EzvNT2YBDdu6uwRpZu7qM3vpU9ze4w6cFX6w5llFniAElR3UyHV/gQ\ne/inDDGga6CzWUhs29vuNb/Wk0z2rnVbujnSfcfu+vJkf9dPde5PvNLbPf/uRp9f5Df5V+zhZ+1P\njS/p/pXmP773Q7PDpjNaM4YuThb18bM8Qt7mUkKSXib5wy0b/Za2tKUtbWlL3xu9By5gIReqFv6u\n7WxLnW0BWdszMS0nw5Sr4T84HPuga4zYlo9Apx12FMyh42KTU7oO0nb5ZGTzXa3TtPis1Q4PW31W\nw37jDzoxbDrcvc8pfcqzT3ts3P6s5pCZnEZVUU1X0Lk8WYimpadox6v+0HQ7K4QVrZ5KORabJvB3\nKg4xGFsJwtGnHVuip3mWkzRj3GqWcUoCnY7AdNxjcogKdGU7Ri3UcgatVlNN2YKaEk9H5XvhGHFv\nYdYwYxSjApcIR9SJowX/aHpb0C6Ze39+OnRmD5o1zD4h2TanEZaVQId9jMc27mdC7E9nvRHIcrGh\nyCSDsRO9xnAMFrpIwFWmGeE5TogW6ZW4EKQRW5AblEQO7IBBkfv/Gw0pqtzziDebFOQoU2Ocf1f1\nhVlfqBtkZ2AiimD4rU7EFRsWug9kYvRXUQhtimwdM5yOrdjP8Lyo/6VEPWrgDDtTXq7sE6gpVJRn\nDDXktpdb95pFGP1uyTTkOoLwqQmrF1Pa+42HJaiBzimHTjo8a3DGkDzDTnjwjmJ9oZEzzXMckFc3\nRid+VEMjTGhSD3iUAzwkamB5lBl+ru7fVaNMQo6zc77Wjnb+Z5ten1XjG8+bYoLx+CV6kBxzTFDh\n58c9xWRszZjj3pwpFxvFKNLwD1oOI251ycZAr3BwaZLhOdqx+z+IPzTlrPJ6JXCSXIxQ6nASEelt\nvRNktKLCEZqy0XcyxpDVSurlyr43Tw/m1YfMvO/pGW3rMwF2ZJuR86UazWrRMPqlmtdrvho7gOoU\n2ZGKLEUNarG9aCbmI08hHk+LdPhoPkRISzFFRtehTgjN8s8notfVo1Q4ZV1gyOrR1Pl6aXkuszyX\nCWlkGS0PW28GswbnlMI+0p3ZhkcpMK4u35R9X3bmzbHBacPThrOafxF6eZAa05xg9gcmYPUeuIBt\naUtb2tKW/jrqPbAD+9mjZvhKOJIkGXcza71jW94trEUZSy0uuF3Rtddm6KAPcVMJd2fcWLH5olzJ\nQsv2tP6UlT1uh07hDcmiDsmM9TMMMw/2eDh9f+GVnMZ1PeGR57qez7cPv/rYSHCg89W5A+c3Shvp\nxNVO3rjNVkKKK6TiEoQXQI5PkGCSKhv8/aZiSoIGozkXSPIK8xynFQFP7eIxsgyQpB03L5yh4FY9\nfaueDn/vkxxkibbNP0joJRnNE7Vc4Xyj5EU+xhDnaLqVSa/1J1dXUtJc4kyExvEYQ6RZItO3/vEg\nbeVbnb3OWSp2N+RuzPU4YuXvppd0vzW52wn63D6edC7OLPfwAl+teDC3vhYYZYCX1vxUKjrzdvN1\nEtS5wCXydEjQYYM25zjBFSq8Rp1u5rlAjTWhn1s7HpvapNLavF0R5CxX7czJ8KWmpZTFjrt73Oil\notGnmx7mebtGYHPectpAwgSXpyw03DzmakujpMqfjemUXJyV7nWODTb4Vsvbr3mz26WUFP+o7krG\n39Kbma/Lv/nsoEEDAxdQl39zerC3b74puybZbWnc/rSVb9qL/82nw76VEA3c58q83ikjaSuDZofM\n1OV/u/6wD7m3Z/Z8rbT8mYxLLNHPUbuDM2/Xd2mQj1tUxrhEL72sxGnxLBd4mAu8XiEp2WOE1+jr\n0RN4h5UQFNCrN3B1xXLardd0F3Xzb4/r3WODNaq8PseQA4mI03aB32rZlfQGGdaYZDRpr81mwkfI\n83rTfMoVvtOST5qiSW+MTQpnwdfo8LsiOu3vMMRz/OGMjbwCQ+ymn3Gr+dT2Uut2J+mHZ28fKvhX\nvNT2yQBmmaMmta8dkp2XUt3rnWDxhezqfMrz1OOs+hU+E0bXu62mSfhOxzufc7VtuE+aBglqXGIw\n5nv/1oRy0QZNPsMaayT4o6YDKdc5E2HSNqcS1qjzhzndSXPMU6SfGZ6gn+tUeMP6WuCSpV3dm+/7\nukxx9XdSq19PGYJb82lJlshr5rN1+W/P7rHizbXBP+3cf7ZVlo7ZwbvoZ4V/xSSf4LNbO7AtbWlL\nW9rSlr43eg9MYA8dVeWPO8yT5npsdMvoJpsmYYPNC7So2+zmHAlGaDBnpd/6i+yTTkolo5Njktu/\nS5Y9+pJuVKRybn+dXcxygWGjVvakx+1/w55zdt06kL78fOGeI5X8gfqoiVRP++KZ4o3unp2pxq1c\n2gz4NBv0RKFqG1FCMzpp/iYpXp2zq9fnqJLkJAHzjHN+XH5Ajs9WHchKxZuG/3PSfL8q/TzHJD/T\ncCrtI3yR/XSYJhEvBOf5JuesHw98LnbThZniK+Stnkv5XSaZ41em7ClEc+xkjMFd4rqrmbzfYdbN\nRPeNyR6/xj63NtLX5nu9wTle40KcFF6iypMUc/rjvd0ZyimXuMJpXmOANMepcPVZ6fu80zSU8nbL\nW19XH3Bx0maPbNLbJ7QG3Wi6morm2ixfjBtANpjhVsvia5Yvubpm+y43GqxI5FwgkXKr7q5uGwTc\nWrM+5WZKqVuW74Qn5BftGI7sl0HB7ZmI9no7Z/lFXQdssKvX6+NurejtdQFJmxcoGEkaZzUjzZoz\nH9mdsHE1lfdN3yrtvZTu//bcHkfd3N19ay2d6m73ufLZ9id3B2cGXJg2nFdvyVSUcxotmdMO1uU/\nu++Tb92/uzc33+P6rMGlTPfChVwivzHUPbM2klzOZqzw0xyS7lm5ejofjaSpeIqd5CDjfH7KqymV\ntA3mCciw0afeYyi+ExBGyLO8PUFKV04P11Z4zc6P+RA9BHv8MRu8PCnRbzVhW1qTlybN9bvCvqRX\nuMEM/2HW1YQ3ryt3m2KYKXIp35mwmrczrcQFzk65TKbbGTJc56tTsgXDHBSWx1ri5Ror5C3FAeSk\nnXsbt1Lp27NJZ0j3us4oAg2ejClZKxZ7s8ufzlzr713/ZuAKx6jyGl8DG/wm/bzVUEzLJ1wTg7dn\nreyOxv0mv19z+ZLuXhvMslKU5ptkeIO3eLuikbM/BVXWmOA488zxCvuS/oANarHf9SSD/PKs3l41\nfrkqm9Vn80rCStG/nPWtbg8EzvAUvzKr3us6P2VxKHttrNckv8Y0L3CGCiu8yDl6aPD5Gb15Tb61\nNYFtaUtb2tKWtvS90XtgAjty1BleS1k/RR8bugr2ZlzuKCZ0aNHHYjjvJOhlg7I7emVylpNSGbdr\nduzSZPmkzG43Om5fYS91+qUS5CyHy5YNyqTJGAje/VzfkY8/X1W81urd+ZON7oeXiqpJaxsS83rf\nTff5jFv1tB5avMG/HVMqRYe+Ib4669oFlYJ5Ydu662z0RlUj56uWsham9BX8h9M2dlnvVUjKcT1r\nb0x+qrK6oZZ1PSbYVmik9dOgyjejnhktEkzzjyb19Ps6XzrmrYIH0vCrLSvJCPU0yywNlmgV5GOr\n5zi7OSrK1lyhwBeZ4AWm+eOmr6eiSvjfb/n2a3L9Xu64nlDhCx2rFyxs6E37XQIqpJngC03vzNrb\nZx+zcd1f6j67GUq5zkbS8itu73LngD1JWVYG5VhLRRuXQdLkmOUSJda4cS6qBbyrqJ93k3b0utm2\nWbH5ih3D8pzt6E0Ism51OKO4S5q31yIC7uoehYQN3m3Sop8rzNv5QDQK7KI5IOhV5OKUZMF6ngs2\nemXY4NqsN3o3hxNXB/ImOcYRi1NZx+LNxxvu3/tKt6V0sNKUfc19X33uQH043+P6q6dGrk7nM3ta\n93mtJXP+UslR6Z9aqcv/+2f/dvu+1O1acvnFTP+eS2uSN071yPNJvqx1f+b2p5Om4qRaaLEbYw+/\n1444UX1535hRy/vTpqWUBJfHFQZUeedpV+63m690bB9wO2Wz7Vr4fHf7UFYP58iwh3murejk3JfS\n4WLVzj0K7AIjjPASVtzdZ6nbProJmKLFcsAb9hQNhIbJgpFuS1xsKSZ9pUnOQk2qxz6SzPMH9Hfb\nk/chyrzGPP/NxK0ndvsin2YmXip38wKXRNugCeZES7sNpglfIBm+grZrgRbdrPHuioVzknk3W1E1\nrl43Mm5OSRW8Hbow+81T5hXW6CdDkzTXmjQsd9S6rfGH0751SbNguSWbNEGTHJfoxHUq86Ja3ZVe\nCT5fd2/BH1X8Qc5vN/WmdHrdF3iD32tLB5K9Vvj8MQeHvMGvtLx8SdDjW7PSveb4bMtk0ttz+np8\nmX5Sed+o+Vi3P9mawLa0pS1taUtb+t7oPTCBPXJUPTw9DUYjQ7qgTCsBu9hgheUsaxTt6LcaQDvj\nZse2bgl6ihZaNi8xaLHl7owbSdvS1lPMWu64HS4T+uIzQZKa3l4/aWDgwop0I5lL2MhqXtJ/dq78\nVs/ud4/1RSuf6dg7t0a25N93DCfcR5u3XiGw3FbNRRa7Nld4/YTcoEzWBumC15GW6nY7IZWwIVyr\nRObK82jZfMPtHrWkl8ZdvS7R5+q4xIAmF9veCrz1nG+XvEwi8O6Kt+a0C1bLbCil5Hh93jvX3Ux5\nveHbLb0Zr845P2+ZVxOWAt3xybQK6vEy7ysV9Zx3q9ab1C3m5fjTpm3dyv0CMgl9BCxsULGzrBBP\nh+X41Hm+To9dGTmu820WOnYn1Enwp23Lk97/cWuBq02JlCXe5UbN7Tes97n2Te0+V/jKpJV+u5jn\n7Azd9Lu3117OkUtYQSDXS9nNKc2CYsIAqXDGyrnYo4fLqXif2nAp59oEJXpiD+h1t3oNJt3Pdd4e\nM1DS4VpFMCATWN2w2LGWkmZ5w+qMvf0CLjHDA/RwRvSwjBjovdDj+u9X/tb5TGkp6L6dT651J7st\nvTvWZ8CNpZ5svrkm+U6u35jgSKfXfPO+7OJE1jy93qn336j3RC/PJGW3c0k/0bSWijoqG5HFVDfd\ngfk+mbw0iTzc7kgkJViYly3o52KfvqxeggT0B66dc/cuPYFkVp5z/Om4t9+QLmtws2kzbV9giWsZ\nt85I9krzx1XDWT1k2ZWV4fy4jw0Y4jqzfKdGll7NlHneqsl020WVVFKRYsr5iu27fZKvxznIFrMM\n0CtKqr1BT9Eaz1DgDJdnXMtaCmQZ5NWW7qReWpymlx7e4AV20+CtZrQKW+jXCeRJpt1oW8navBRx\nhXfklOgpuNyJdurq1i8oFszHy7k3J12+4FpAt20FuW69XOJWgob1bq5LZS105BKm6eGdaVf7rHG5\nri8jzZ819afkMua4Xbd5iQE1hrjEm7OsuTmnv88F1gveWpLLaCTdnrfcsm2XNc63Oef2mO0fiWyN\noU9go9sh/mhrAtvSlra0pS1t6Xuj98AE9smjTvPtmu1Zty+wprs/usd9Hbxd187YfCPq+MsMuDVJ\n1eYsbesJyYyBcMWywhnSurNagQ02X6OFKB6yrdt6hhXW6KjljPp2957LtcL63mD1TOpGsufWgbQh\nWqSZYo0/6UglfLZqLmuJ3oQerlDlao297ixExsnXZ7193Y22990vw5tjEiULY2TdnZcik/CdU87n\nXWw7l/Jyx+UEU6TpZUk7KzXg9obNBHkLFRt5t+tsUKXH3b2Ed+e7rc7aMSCTEvBNlpdiSlq/rpzL\nTR/ok825ltCVioonwpXVt1tundGdV2Sei1WjfdJZiaxs3m6uc/OE1JBW3MoR7jwkLJ9xK6WvW5IN\n3uD8nGyPdxt0S6VM0keNdML5toVxzZLVgJaP9GpzlcVxi5MUWYuzb03XCt79P3T9be04y7Vc44Id\neywR0CDN5Y71eTIyLJ+y3uvGMT0jGiz+JuwoOy8ODaVhMx07OMP4T7gf/aalft3UWchaSLjWIW39\nktUkuOR2SidlvUbacE5VtB0M43Sn+BcNvWl19Q/lO4LLlYIzbp9Lqti950xbamEsF2Iw54d7v9Ma\ncJyMmx/pzgSt71QHHORftwwmfYbrTMUlIMfYy7+oSOQ1ebnl2694u2DxN337PolohrTQlggsz7i3\nXy9VOgUB367ScLNPnnnemdGdt6tXH+dYOOF8WSfhVo9tQ9ZYYqBHOdDNEu+u0HJzxpUBfVl5nuch\nJgnYPWCDbmb4SseOrHJSO+Vmx40X3Ln3L5pKWpwBG3kj7CFPi8cpMkOFCl9omwqU2csYo3yOBus5\nO5Le4QH6mUtGE/D1iL0TVbEs1Fzp9gbrnbjVdNatKzYGXKQrK8utz7CXY1b3SKYscWsp7sE8xxUb\ne1zuCBLS3Ogl4DU2rOflON9x6wy9ZOzIyWY1GE6osjpjV967PbT0pHQyzp9gUCcVLcbeabNClis2\nq5p9kiyuUKTPwnHrF9hjW3dUx7o4R876jOV5VmjzgD0JLS6OWZh0fUiKPH+6NYFtaUtb2tKWtvS9\n0XtgAvu7R60w1W25wQRFt9quzbnZ53bFQsPOoiwbfW4n2eVWaAdsR7g0PZKZ6OC1nuA6RYsbNls2\nQ5ZDlnPcR916eBe5jxbX3b5ivi/KVO2nSptPMsMKb/Air3F7nozerIszbtQtZCwlfZONcOjJubmh\nO/CdNq/Qa8eAHPNkSzrcSpF3o2bxNRsDustudVhy+xwpXWmbKZZsK1rPRGfAW69Rti1lnds1knSz\ni4pEUYeNHren2GMwLcO3TlgO4f1VymzYnOWMYJe323amlLnEtbbVCdcHrF6wbVCRr3W0Enr6IjJ3\nD2lWSHEt5/Ylq/NWz1m94GrB1TOW11ihqb8/osufn7Ftt3fqLNHjWlImzi1d7XCBtlTRapMVGzkb\nLAXWWzHk8Zv06eq3WbA9sLHPesPml109R9ntND1WE1YvuNySz+pmJWH1pNtty1WGOMMnI2jCrQG6\nrQacoJ9KNG91Ddlcockb5Om2rdv6C1a7fSdp4RV6SNmZcusF0Tm/QjIKKm02GdCbMMWrY67OGim7\nxAq1tJc6LiVu70pebhacZoIV9rvW27tQz5kkzwPW5wNHYhxfx9X+vAsh7DzpCh+J/WyvcY4hlljJ\nuxD6b8PnJqT9NyxecfOMzRrn3G6yW2/gDW7N2byut8eNrK4+mw31NNw67cZeLZpce862h61fl0i7\nXbeetdyWDPQxQ5tvt2hHlPVkyo2OTCKcPVyJPYTh//0Fbr5odUWpVy+JhMWCgUAhAgZqcq3iWlZ3\nwusNhbQEVfq4Ti8XK2623dHjxozuvG5SfDMuutycV8i4EUcnB9jgHEXSBFzg7SnOWE5YD38shAbj\nHjvus8bqs3bdJ8mNPSyRpu3mJbcysaP36yHV3w2sudWWSLs1TondEU5xMc0bDLsrabFhNWP5jPXX\nBLv0ci2vh5XA7YrlvID1toUNq+fcWHI1K4qJhZUKgzrdlths0/aBtMsD9OnKuN1y65LFMGR6RTRl\n97HGinTWWXQYkki7MeFjRX/8AzCB/QAgG3/oh37oz3+/ubn5/+IvbGlLW9rSlv766Ye+z3/if/fF\nKdR3f8N/+aN/xV/4s01j/FyDgFmq38UmK9iesXza3Qc1WQhdRiG+ohkz3ksEMQJ95LtqzMODJHK0\nGbQ9ZXmSElXRcXSfHfmojzzLOA+T50kW2M7yBDlSFN0VCDg/GyEL7xyUisvpF5q6stZbzNk2ZHVC\n16j1OdtKOqyfYpTwSxftSFlsMsUIdV1l6+JFXYWM7WXLFUp2BhbmKNiWsjrBoK6cDIvxf+2unCFm\nOT9Ni3IMUQ+i9ULXpyI+/XqI6S64IxUdjVNcbpGxneWaOwsuj7tjv6uz1G3bH823TZbrEQBu24jV\n0D1W9sGsPLOc7Yhq7VNxrX2BOrOMxC1h4a/hU9zWVbI+F1HtjJKLFyZtO8oWT0cMiW0Zq1URBlzE\nGN8+aLlKg1RcLzZLPprIuzLWT9HiIC2mIwj/XXkXOzSpu2NQm8VZWgQxPj1l25BVTMVYi2q87Ao5\nKyfc86AGC9NkvL8cVQqUebnt/amIWDhBm9VZvzQY9dlPUOex+KOTdHgwnpb/+RyT7PfjhYg1vjxL\n0c5M9LIN1zoLrbiBYcyOgxYnqbAvJli0dBWtN6m6Y0gxZsAHdKizLG6+KlKPTKSvi98gHfdmBLxe\ni5/BnO0UaXB1zp0ll0+555Czde/PR0VrbVZb0Xvt/RnfaJNyR/y2W6/FL8g5Mu7NmyMVvnRbduSj\nd2r42Od4nXuj8dLrdR/ORx0FNZY7ugI5StESXIkvoebDBbMsTMZw+6wdZYsVcuTspEWWq+ImhfAn\nw0zcYBbedgiYJq+rbH1O5K/Nxt0EyMQlDnlmGKSlK2u9Jho2h5ggSzmOqoUc+yqHdQXxp41fgWrk\nbR+R4WqDaYbJElAVNTsM2ZmxgDoYiyvISu4KtHiCn/l+vzr4Pp/AwuvTnz+If+Xl6v/JX9jSlra0\npS399dP37zX2/3b1+st/+OeXq798AfuP/uSPN43xyy1SnKYYN2UNUXRPPOVcrRG4I+/q6bgqqkn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"metadata": {}, "output_type": "display_data"}], "prompt_number": 12, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo1()"]}, {"collapsed": false, "outputs": [], "prompt_number": 13, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Estimation of Mixing Direction by Clustering\n", "--------------------------------------------\n", "Since the sources are quite sparse over the Fourier plane, the directions\n", "are well estimated by looking as the direction emerging from a point\n", "clouds of the transformed coefficients.\n", "\n", "\n", "First we compute the position of the point cloud."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 14, "cell_type": "code", "language": "python", "metadata": {}, "input": ["mf = size(Y,1);\n", "mt = size(Y,2);\n", "P = reshape(Y, [mt*mf p]);\n", "P = [real(P);imag(P)];"]}, {"source": ["Then we keep only the 5% of points with largest energy.\n", "\n", "\n", "Display some points in the original (spacial) domain.\n", "\n", "number of displayed points"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 15, "cell_type": "code", "language": "python", "metadata": {}, "input": ["npts = 6000;"]}, {"source": ["display original points"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"png": 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xHuD1rC1gu7iWl/gJgDjpodwQKy+Kk2PQgzZaZpuCJkld5mfOkz+o6lFlMy8K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\nnHWYfX/5ATqse1E6ZAt/VZm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UO8hmAAB8ADwwAABYkrU9sA1/C1Zm33cuYIBm8MAAyvBr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\n", "metadata": {}, "output_type": "display_data"}], "prompt_number": 16, "cell_type": "code", "language": "python", "metadata": {}, "input": ["sel = randperm(n); sel = sel(1:npts);\n", "clf;\n", "plot(y(sel,1), y(sel,2), '.');\n", "axis([-1 1 -1 1]*5);\n", "set_graphic_sizes([], 20);\n", "title('Time domain');"]}, {"source": ["__Exercise 2__\n", "\n", "Display some points of |P| in the transformed (time/frequency) domain."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"png": 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"metadata": {}, "output_type": "display_data"}], "prompt_number": 17, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo2()"]}, {"collapsed": false, "outputs": [], "prompt_number": 18, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["We compute the angle associated to each point over the transformed\n", "domain. The histograms shows the main direction of mixing."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 19, "cell_type": "code", "language": "python", "metadata": {}, "input": ["Theta = mod(atan2(P(:,2),P(:,1)), pi());"]}, {"source": ["display histograms"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"png": 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"metadata": {}, "output_type": "display_data"}], "prompt_number": 20, "cell_type": "code", "language": "python", "metadata": {}, "input": ["nbins = 100;\n", "[h,t] = hist(Theta, nbins);\n", "h = h/sum(h);\n", "clf;\n", "bar(t,h); axis('tight');"]}, {"source": ["__Exercise 3__\n", "\n", "The histogram computed from the whole set of points are not peacked\n", "enough. To stabilize the detection of mixing direction, compute an\n", "histogram from a reduced set of point that have the largest amplitude.\n", "ompute the energy of each point\n", "xtract only a small sub-set\n", "ompute histogram\n", "isplay histograms"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"png": 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"metadata": {}, "output_type": "display_data"}], "prompt_number": 21, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo3()"]}, {"collapsed": false, "outputs": [], "prompt_number": 22, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["__Exercise 4__\n", "\n", "Detect the direction |M1| approximating the true direction |M| by\n", "looking at the local maxima of the histogram. First detect the set of\n", "local maxima, and then keep only the three largest.\n", "ort in descending order"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"metadata": {}, "text": ["\n", "M =\n", "\n", " 0.9801 0.5000 -0.5000\n", " 0.1987 0.8660 0.8660\n", "\n", "\n", "M1 =\n", "\n", " 0.9803 0.5010 -0.5028\n", " 0.1973 0.8655 0.8644\n", "\n"], "output_type": "display_data"}], "prompt_number": 23, "cell_type": "code", "language": "python", "metadata": {}, "input": ["exo4()"]}, {"collapsed": false, "outputs": [], "prompt_number": 24, "cell_type": "code", "language": "python", "metadata": {}, "input": ["%% Insert your code here."]}, {"source": ["Separation of the Sources using Clustering\n", "------------------------------------------\n", "Once the mixing direction are known, one can project the sources on the\n", "direction.\n", "\n", "\n", "We compute the projection of the coefficients Y on each estimated\n", "direction."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 25, "cell_type": "code", "language": "python", "metadata": {}, "input": ["A = reshape(Y, [mt*mf p]);"]}, {"source": ["compute the projection of the coefficients on the directions"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 26, "cell_type": "code", "language": "python", "metadata": {}, "input": ["C = abs( M1'*A' );"]}, {"source": ["At each point |x|, the index |I(x)| is the direction which creates the\n", "largest projection.\n", "\n", "I is the index of the closest source"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 27, "cell_type": "code", "language": "python", "metadata": {}, "input": ["[tmp,I] = compute_max(C, 1);\n", "I = reshape(I, [mf mt]);"]}, {"source": ["An additional denoising is achieved by removing small coefficients.\n", "\n", "do not take into account too small coefficients"], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 28, "cell_type": "code", "language": "python", "metadata": {}, "input": ["T = .05;\n", "D = sqrt(sum( abs(Y).^2, 3));\n", "I = I .* (D>T);"]}, {"source": ["We can display the segmentation of the time frequency plane."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"png": 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OK8MC6bxNP039Urr9sRZTNhedlPfLY9f0mf2o2tMbYi872YbIcfyBAgYA+I0o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\niU67AAAAAElFTkSuQmCC\n", "metadata": {}, "output_type": "display_data"}], "prompt_number": 29, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "imageplot(I(1:mf/2,:));\n", "axis('normal');\n", "set_colormap('jet');"]}, {"source": ["The recovered coefficients are obtained by projection."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 30, "cell_type": "code", "language": "python", "metadata": {}, "input": ["Proj = M1'*A';\n", "Xr = [];\n", "for i=1:s\n", " Xr(:,:,i) = reshape(Proj(i,:), [mf mt]) .* (I==i);\n", "end"]}, {"source": ["The estimated signals are obtained by inverting the STFT."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 31, "cell_type": "code", "language": "python", "metadata": {}, "input": ["for i=1:s\n", " xr(:,i) = perform_stft(Xr(:,:,i),w,q, options);\n", "end"]}, {"source": ["One can display the recovered signals."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [{"png": 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"metadata": {}, "output_type": "display_data"}], "prompt_number": 32, "cell_type": "code", "language": "python", "metadata": {}, "input": ["clf;\n", "for i=1:s\n", " subplot(s,1,i);\n", " plot(xr(:,i)); axis('tight');\n", " set_graphic_sizes([], 20);\n", " title(strcat('Estimated source #',num2str(i)));\n", "end"]}, {"source": ["One can listen to the recovered sources."], "metadata": {}, "cell_type": "markdown"}, {"collapsed": false, "outputs": [], "prompt_number": 33, "cell_type": "code", "language": "python", "metadata": {}, "input": ["i = 1;\n", "sound(x(:,i),fs);\n", "sound(xr(:,i),fs);"]}], "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"}]}}}