{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Linear Image Denoising" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This numerical tour introduces basic image denoising methods." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_python/) 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" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "using PyPlot\n", "using NtToolBox\n", "using Distributions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Noisy Image Formation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In these numerical tour, we simulate noisy acquisition by adding some\n", "white noise (each pixel is corrupted by adding an independant Gaussian\n", "variable).\n", "\n", "\n", "This is useful to test in an oracle maner the performance of our methods.\n", "\n", "\n", "Size $N = n \\times n$ of the image." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "65536" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n = 256\n", "N = n^2;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We load a clean image $x_0 \\in \\RR^N$." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float32,2}:\n", " 0.0810458 0.0708651 0.073018 0.0688045 … 0.164796 0.166362 0.17908 \n", " 0.180208 0.165931 0.151181 0.14029 0.355283 0.33306 0.398356\n", " 0.189173 0.174437 0.177527 0.150548 0.380539 0.357518 0.432745\n", " 0.193602 0.171468 0.174814 0.166166 0.392341 0.388712 0.354867\n", " 0.19777 0.192449 0.186573 0.168731 0.432168 0.371118 0.359275\n", " 0.209535 0.207382 0.194926 0.177941 … 0.418712 0.373805 0.390813\n", " 0.194372 0.194372 0.186233 0.186265 0.428242 0.479633 0.426949\n", " 0.187912 0.185376 0.184475 0.187427 0.381193 0.448724 0.408519\n", " 0.19534 0.189814 0.188091 0.187358 0.355003 0.324013 0.356198\n", " 0.178608 0.185095 0.187197 0.174084 0.291936 0.357843 0.359449\n", " 0.170166 0.178657 0.183441 0.159477 … 0.324552 0.313814 0.333511\n", " 0.164782 0.162433 0.161924 0.148605 0.383556 0.308191 0.34721 \n", " 0.155864 0.14483 0.148174 0.145226 0.394226 0.316213 0.271227\n", " ⋮ ⋱ ⋮ \n", " 0.367704 0.605888 0.5748 0.471371 0.421575 0.490081 0.411199\n", " 0.48619 0.735412 0.673446 0.56131 … 0.456023 0.506423 0.506683\n", " 0.595249 0.658547 0.616861 0.660769 0.438058 0.474903 0.464947\n", " 0.618432 0.666675 0.702027 0.686255 0.406714 0.49924 0.547955\n", " 0.582456 0.593402 0.667868 0.61241 0.509536 0.473755 0.472328\n", " 0.527784 0.572231 0.605712 0.626125 0.47862 0.508503 0.458365\n", " 0.481669 0.363608 0.413545 0.492314 … 0.465249 0.519579 0.459657\n", " 0.514338 0.433583 0.300487 0.249858 0.467375 0.497829 0.473666\n", " 0.443901 0.438485 0.354053 0.368864 0.50198 0.514579 0.512817\n", " 0.448111 0.395868 0.462538 0.431629 0.471341 0.4577 0.486873\n", " 0.35865 0.314173 0.326383 0.259597 0.424914 0.432115 0.444059\n", " 0.234111 0.254457 0.254807 0.244383 … 0.41349 0.482178 0.505761" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "name = \"NtToolBox/src/data/flowers.png\"\n", "x0 = load_image(name, n);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the clean image." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(x0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Variance of the noise." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.08" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sigma = .08" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We add some noise to it to obtain the noisy signal $y = x_0 + w$.\n", "Here $w$ is a realization of a Gaussian white noise of variance\n", "$\\si^2$." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float64,2}:\n", " 0.0846743 0.191131 0.107639 0.14781 … 0.154663 0.185995 0.242534\n", " 0.168688 0.196709 0.178029 0.0977075 0.411722 0.279046 0.334125\n", " 0.346261 0.147682 0.172914 0.140985 0.281199 0.331116 0.548548\n", " 0.151463 0.138004 0.260822 0.223134 0.319844 0.497606 0.343365\n", " 0.159061 0.0928239 0.244178 0.155761 0.584717 0.254802 0.345522\n", " 0.316719 0.268412 0.211565 0.253067 … 0.319858 0.511646 0.320477\n", " 0.141258 0.0537995 0.157956 0.186583 0.344179 0.468265 0.396619\n", " 0.226494 0.122523 0.369719 0.248079 0.309758 0.298933 0.558995\n", " 0.240297 0.203152 0.194951 0.205016 0.326283 0.229844 0.272974\n", " 0.216885 0.123106 0.162853 0.0702793 0.405472 0.304974 0.357776\n", " 0.143724 0.26826 0.0596335 0.294108 … 0.315537 0.331187 0.282903\n", " 0.166512 0.110663 0.239293 0.154248 0.455064 0.392939 0.336054\n", " 0.25116 0.128854 0.123153 0.231776 0.460627 0.406494 0.330875\n", " ⋮ ⋱ ⋮ \n", " 0.123481 0.592483 0.61331 0.389008 0.42556 0.601321 0.367196\n", " 0.425725 0.790868 0.63832 0.561385 … 0.41599 0.411862 0.653316\n", " 0.680914 0.659895 0.521828 0.726399 0.295907 0.485534 0.533531\n", " 0.539437 0.753141 0.736583 0.718615 0.483993 0.451983 0.640135\n", " 0.499343 0.694653 0.658022 0.738146 0.609066 0.423734 0.460478\n", " 0.438707 0.615847 0.611226 0.697104 0.459701 0.406886 0.593277\n", " 0.400764 0.352118 0.390838 0.524447 … 0.473057 0.620623 0.469859\n", " 0.641987 0.366795 0.290835 0.289048 0.482237 0.567653 0.531891\n", " 0.371996 0.257854 0.371666 0.475393 0.547474 0.549724 0.492209\n", " 0.614565 0.35703 0.612071 0.295625 0.551803 0.490777 0.483869\n", " 0.351877 0.353355 0.411584 0.295092 0.380324 0.290675 0.441524\n", " 0.222288 0.218014 0.33891 0.323968 … 0.39255 0.514374 0.446461" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = x0 .+ sigma.*rand(Normal(), 256, 256);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the noisy image." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(clamP(y))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Linear Image Denoising" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We consider a noising estimator $x \\in \\RR^N$ of $x_0$ that only\n", "depends on the observation $y$. Mathematically speaking, it is thus a\n", "random vector that depends on the noise $w$.\n", "\n", "\n", "A translation invariant linear denoising is necessarely a convolution\n", "with a kernel $h$\n", "$$ x = x_0 \\star h $$\n", "where the periodic convolution between two 2-D arrays is defined as\n", "$$ (a \\star b)_i = \\sum_j a(j) b(i-j). $$\n", "\n", "\n", "It can be computed over the Fourier domain as\n", "$$ \\forall \\om, \\quad \\hat x(\\om) = \\hat x_0(\\om) \\hat h(\\om). $$" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#1) (generic function with 1 method)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cconv = (a, b) -> real(plan_ifft((plan_fft(a)*a).*(plan_fft(b)*b))*((plan_fft(a)*a).*(plan_fft(b)*b)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use here a Gaussian fitler $h$ parameterized by\n", "the bandwith $\\mu$." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#5) (generic function with 1 method)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "normalize = h -> h/sum(h)\n", "\n", "X = [0:n/2; -n/2:-2]'\n", "Y = [0:n/2; -n/2:-2]\n", "\n", "h = mu -> normalize(exp(-(X.^2 .+ Y.^2)/(2*(mu)^2)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the filter $h$ and its Fourier transform." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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hOeEcHBx0Bku9pqVrhGXR1A+QX/sqv3L35NlsFru7uzGZTJrp5aKcd/b39+fODUJl+YgVTmmvXVm0ZqWcUMr8cbm8cDAYxHg8nguV2WwWw+EwptNps16ljpWjo6MmVp4/f96sVSmxUkKlnJBKJHXFimiBq6m+qjDixb19Dg4OYjqdNm+AinLumEwmc/cKEyvLR6ww56zLlUtYlCHY4+Pj6Pf7cXR0FCsrK3F4eDgXKe27J5f7/9Qbv9UjK2UhbQmW+lEHS/3u6WWjK+3/BiC3Oljq13O95UFR78Ny3vMAV5NYYaH6xV6vXannlEuslJNImeZph0oJm/p+P/UlzGVl/2QyaRbnlmgpi+balzcvWrdS/l0nLLiauqaE6juq1z9T1s+dtb0CV59YoVO9WVNENCMqZX+T9ur9EiQrKyvNQrhyX4+yRfbe3t5cqNSxcnJyMjd6UtaolFApc9ZlKqg9HVQvqOsaAnbygqulvIbLeai+e3L9M10fWT5ihYUWrV0p73DK6Er5WFbvt4dx62mb+u7J/X5/7sqispK/jKK0t9iu91YpcfKyd1ROXnC1nfUaFinXh1jhlK5IqT8vwRIRp97tlJX6XVcLnZycnLo5Yb1lfr2XSj2C0t7Ztp7+scAWll/7qkSuH7HCmRZduly0F+MeHh7OTcWUWCmRUWKlrHep42I6nc7FTTtcuqZ9uu4bVB87sBzK63nRGymWm1ihU9foSr2GpR0tRQmQ9sjKYDBoYqXX6zUfy9+qL0Wug6QOlvaISnvjJ0PCsPy8vq8nscJL1aHSXnBbL3yLeLEvQtc+LOWKoLKwtuuGhiVCuuKlDpR6rYpgAVhuYoWF2lNA9chKxIvIqH+mPbKysrIydyVRO1bq0ZkSOvUUTz2a0jX187JQES0AV59Y4UznCZY6OsqeK3W01Itp630S2iMr7QhpTyXVz5/nEmWhArAcxAovtWglfh0v5RbvJU5KlNSf1+tU2gtz69GROkLqhbpdV/y0N4Gr/x4Ay0GscC7tMOmKgToc6qt9Sqy0V/N37UTZ9ei614epH4DrQ6xwbu1QaV8dVC/CrcOmPMo0UPnd9t9+WbQsChShArDcxAqvrWu0pQ6SOlYi4tTn7b/VFSH11Uft79Uf258DsDzECq+kPZWzaFqoHTLld7ru6Nz+22dFi8W0ANePWOG1dC26PWstSztcFv3NRZ+fFSZCBWC5iRVeWzs+Xrb4tv29Rff6WPT1WYt6AVheYoUP5axY6Joy+rB/W5wAXD9ihY9U11RPOzAWTQWdJ3wAuH7ECh+5rqmeRd9/lb8FwPUkVvhYnXdUpetnASBCrHDBBAkAr6p/2QcAAHAWsQIApCZWAIDUxAoAkJpYAQBSEysAQGpiBQBITawAAKmJFQAgNbECAKQmVgCA1MQKAJCaWAEAUhMrAEBqYgUASE2sAACpiRUAIDWxAgCkJlYAgNTECgCQmlgBAFITKwBAamIFAEhNrAAAqYkVACA1sQIApCZWAIDUxAoAkJpYAQBSEysAQGpiBQBITawAAKmJFQAgNbECAKQmVgCA1MQKAJCaWAEAUhMrAEBqYgUASE2sAACpiRUAIDWxAgCkJlYAgNTECgCQmlgBAFITKwBAamIFAEhNrAAAqYkVACA1sQIApCZWAIDUxAoAkJpYAQBSEysAQGpiBQBITawAAKmJFQAgNbECAKQmVgCA1MQKAJCaWAEAUhMrAEBqYgUASE2sAACpiRUAIDWxAgCkJlYAgNTECgCQmlgBAFITKwBAamIFAEhNrAAAqYkVACA1sQIApCZWAIDUxAoAkJpYAQBSEysAQGpiBQBITawAAKmJFQAgNbECAKTWm81ms8s+CACARYysAACpiRUAIDWxAgCkJlYAgNTECgCQmlgBAFITKwBAamIFAEhNrAAAqYkVACA1sQIApCZWAIDUxAoAkJpYAQBSEysAQGpiBQBITawAAKmJFQAgNbECAKQmVgCA1MQKAJCaWAEAUhMrAEBqYgUASE2sAACpiRUAIDWxAgCkJlYAgNTECgCQmlgBAFITKwBAamIFAEhNrAAAqf0P0zPP3WceL40AAAAASUVORK5CYII=", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mu = 10\n", "subplot(1,2, 1)\n", "imageplot(fftshift(h(mu)))\n", "title(\"h\")\n", "subplot(1,2, 2)\n", "imageplot(fftshift(real(plan_fft(h(mu))*h(mu))))\n", "title(L\"$\\hat h$\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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0tSijVlr1ubvdbkj+x8fH0Ti+V1uFHTtPzOIN4KU6dXXhoWorVlR1PJvNynw+H93uPa9dvPEUacPr9va2296LAbXf78tutxvdX2/HVmG8v32v2WzW/T6HVhsKMOAlOWWfwbZNOBVSddyG1Xw+H05hap/XC7+nSh1eVQyXGF4xlHa7Xdlut6Nfdnys/nLjuJTSnUtr9ea/zIcBL8Ep2zv1FmLE8Iqh1BvX4KqvWSwWo8d64fdU5rwASCdt5XV3dzeMY3uwbRXW8Xa7LYvFomy32+F2/GTRaxuWMq7EplqI9fvW91JtAS/ROSsK6+1YOcXW4Hw+H05ZquP2du/18X2fIm143d/fd8/N2u12v7QKS/kRVtvtdlTy1semtjJpxYUd0bEtpIQZ8Decc05X2zbstQdjOzCG1WKxKNfX16Pbcdy2F6d+tnNoGwKQTtrK6+3bt78s1ChlXHnVaquUUjabzfBVynnLN3uVU1yGb7Uh8JKdUoG1iypiqy+2AK+vr0spP6utOl4ul8Pt6+vr0WPx9bGie4q04fXu3btR23CqVVjDar1ej8rX2WxW1uv18H5T7cD4bxwfCjy7zwN/06HzuY5t+1SDq9fqa0Opnm+7XC6Hr/q8OJ5qIT6FtiEA6aSuvKp4bldsFa7X66HyWiwWZb1eH91jq3cZlfoJYb/fD6+LizTq7Ui1BbwEp1Zh7XldvbZhbAHe3NwMVdjt7W25vr4ezr9dLpfl5uamlDKuwuLr/9m24fv373/Z+qmUH+FV24GbzaY8PDyUUn7+AeovrN5fnXIBy9ls1h23Qda+X2UuDPjdDs1vTV1bq7cFVG9VYdsOrGF1e3tbbm5uRuFVxzHklsvls4WXtiEA6aSuvKrHx8fRIo1aeT08PIwmF1er1dHzudrtpeLtqWrrWPtQtQX8DadWYb3Vhr2TkeMijdvb21HldXt7W968efPLYzc3N0MLMVZe7TUZz5U2vD58+DBqG9a5rRheq9VqCK/aw+0FzW63GwXW1E707Y71cf6r3dOw/R4Af8PUJgxTm+/W1YWxbRjbfrFtWEPp9va23N3dDeH15s2bbpDF8Krveam04dXOecVFGnU+Ky7R7AVX79IpvR066h8x7rARq7D4P8exsLKQA/gdTt2x4pSLTLab7PbmvGIo1bCq2/bd3d0N4zdv3oyqsLh44ynMeQGQzqupvOLJyKvVqpTy41NCu49Wr1qLy+vb8WKxGM151U8jsQpry3LL5oG/6ZKTlNs5r94mu/Ek5dhCrPNdtdq6v78v9/f3pZQfVVicG4ttx6d4FeEVA6ddpNG2CuM2UvU1U7ty1F3op64OOrX4wyIN4CWZWrhxyoKNqbZhXBp/KLzu7+9H8191nkzbEIB/TtrK6927d6MVgrVamjoJru5/2G7UW8qPVuOhTSTrJ5Dtdtu9tlevbXho+TzAn9A7KfnYgo26w8bUUvm4+W6tomoVViusu7u7UeUVF2/EnTeeIm14vX37drRCsC6Pj7tolFJGO2+0gVVXJS6Xy2Hcbt7brsKZOlMdIJtDQRbbiL0WYtxFvoZX20YsZRxkMbxq+/FS2oYApJO28opXUq6rAksZb7MfVxRuNptfqq3eZpFtudwu0ojjqleKn3K+l3Yi8ByOdYGmVhjGx9vjXHvSch33dtuox9N40nJ7DlgpP6qw56q80oZX/QWUUkYrAkspo4tRxq2i2q1JTrlMdRte0bltQ4EF/G7nHJemViG2x73e8bE9hrZhFufD2rmx+pyn0DYEIJ3UlVe8PEnVbhUVz09oL1vdm5CMizJ6V/qcKrkt3gAyOPcYNp/Pf9k6qo7jFlJxO7523LYX6/hJ/x17fSwAktE2BCAd4QVAOsILgHSEFwDpCC8A0hFeAKQjvABIR3gBkI7wAiAd4QVAOsILgHSEFwDpCC8A0hFeAKQjvABIR3gBkI7wAiAd4QVAOsILgHSEFwDpCC8A0hFeAKQjvABIR3gBkI7wAiAd4QVAOsILgHSEFwDpCC8A0hFeAKQjvABIR3gBkI7wAiCd/wPxVoOJOP4ylgAAAABJRU5ErkJggg==", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(h(mu))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Shortcut for the convolution with $h$." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(::#7) (generic function with 1 method)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "denoise = (x, mu) -> cconv(h(mu), x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display a denoised signal." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(denoise(y, mu))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Exercise 1:** Display a denoised signal for several values of $\\mu$." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/denoisingsimp_2b_linear_image/exo1.jl\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Exercise 2:** Display the evolution of the oracle denoising error\n", "$ \\norm{y-x_0} $ as a function of $\\mu$.\n", "Set $\\mu$ to the value of the optimal parameter. " ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "0.5533333333333333" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "include(\"NtSolutions/denoisingsimp_2b_linear_image/exo2.jl\")\n", "# mulist = linspace(.1, 3.5, 31)\n", "# err = zeros(length(mulist))\n", "# for i in 1 : length(mulist)\n", "# \tmu = mulist[i]\n", "# \terr[i] = norm(x0 - denoise(y, mu))\n", "# end\n", "\n", "# clf\n", "# h1, = plot(mulist,err); axis(\"tight\");\n", "# # retrieve the best denoising result\n", "# i = mapslices(indmin, err, 1)[1]\n", "# mu = mulist[i]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the results." ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(denoise(y, mu))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wiener Filtering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We suppose here that $x_0$ is a realization of a random vector $x_0$,\n", "whose distribution is Gaussian with a stationary covariance $c$,\n", "and we denote $P_{X_0}(\\om) = \\hat c(\\om)$ the power-spectrum of\n", "$x_0$.\n", "\n", "\n", "Recall that $w$ is a realization of a random vector $W$\n", "distributed according to $\\Nn(0,\\si^2 \\text{Id})$.\n", "\n", "\n", "The (oracle) optimal filter minimizes the risk\n", "$$ R(h) = \\EE_{W,X_0}( \\norm{ X_0 - h \\star (X_0 + W) }^2 ). $$\n", "\n", "\n", "One can show that the solution of this problem, the so-called Wiener filter,\n", "is defined as\n", "$$ \\forall \\om, \\quad \\hat h(\\om) = \\frac{ P_{X_0}(\\om) }{ P_{X_0}(\\om) + \\si^2 }. $$\n", "\n", "\n", "We estimate $ P_{X_0} $ using the periodogram associated to the\n", "realization $x_0$, i.e.\n", "$$ P_{X_0} \\approx \\frac{1}{N}\\abs{\\hat x_0}^2. $$" ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float32,2}:\n", " 8171.9 10.6164 6.01625 … 6.01625 10.6164 \n", " 169.968 24.6843 10.2284 1.90513 0.254991 \n", " 49.7285 39.1475 0.898326 1.20455 10.2768 \n", " 10.1713 1.2197 1.95005 1.68784 6.31295 \n", " 8.99825 0.987353 2.41802 4.17762 1.15039 \n", " 5.96493 1.35605 1.88494 … 4.59954 0.418063 \n", " 4.29223 0.304442 1.00316 3.27167 2.55866 \n", " 2.56278 0.538486 0.474422 0.102042 0.770294 \n", " 0.524596 1.56068 0.277281 2.62287 0.421342 \n", " 0.833512 0.494591 0.142519 0.295279 1.38228 \n", " 0.767665 0.682859 0.43622 … 1.44202 1.36096 \n", " 1.18919 0.281352 0.0069366 0.462007 0.0384869\n", " 0.372797 0.118761 0.204467 0.000695693 0.205559 \n", " ⋮ ⋱ ⋮ \n", " 0.372797 0.205559 0.000695694 0.204467 0.118761 \n", " 1.18919 0.0384869 0.462007 … 0.0069366 0.281352 \n", " 0.767665 1.36096 1.44202 0.43622 0.682859 \n", " 0.833512 1.38228 0.295279 0.142519 0.494591 \n", " 0.524596 0.421341 2.62287 0.277281 1.56068 \n", " 2.56278 0.770294 0.102042 0.474422 0.538486 \n", " 4.29223 2.55866 3.27167 … 1.00316 0.304442 \n", " 5.96493 0.418063 4.59954 1.88494 1.35605 \n", " 8.99825 1.15039 4.17762 2.41802 0.987353 \n", " 10.1713 6.31295 1.68784 1.95005 1.2197 \n", " 49.7285 10.2768 1.20455 0.898326 39.1475 \n", " 169.968 0.254991 1.90514 … 10.2284 24.6843 " ] }, "execution_count": 121, "metadata": {}, "output_type": "execute_result" } ], "source": [ "P = 1/N .* ( abs(plan_fft(x0)*x0).^2 );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compute the approximate Wiener filter." ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "256×256 Array{Float32,2}:\n", " 0.254668 0.0780854 0.0148397 … 0.0148397 0.0780854 \n", " 0.10135 0.036271 0.00687797 0.00567823 0.0351686 \n", " 0.027534 0.0139063 0.000751491 -0.000287227 0.00976046 \n", " 0.0103443 0.00470589 0.000710394 -0.00066084 0.00392393 \n", " 0.00296009 0.00106851 0.000844462 3.25599f-5 0.00266379 \n", " 0.00104208 0.00143793 0.00153131 … 0.00162988 0.00190061 \n", " 0.00146124 -0.000180944 0.000411345 0.000759974 0.00112181 \n", " 0.000880367 -9.21841f-5 0.0010208 -0.000365944 -0.00039197 \n", " 0.00208328 0.00143564 0.00146518 0.000837262 6.01103f-5 \n", " 0.00178375 -0.00052092 -1.86634f-5 0.00207347 0.00118471 \n", " 0.000795316 -0.00142652 -0.000958989 … 6.25124f-5 -0.000555224\n", " 0.00051408 -0.000763624 -0.00123228 0.000345681 -0.00163507 \n", " 0.000899492 -0.00059521 -0.00108793 0.000685518 -0.00135931 \n", " ⋮ ⋱ ⋮ \n", " 0.000899492 -0.00135931 0.000685518 -0.00108793 -0.00059521 \n", " 0.00051408 -0.00163507 0.000345681 … -0.00123228 -0.000763624\n", " 0.000795316 -0.000555224 6.25123f-5 -0.000958989 -0.00142652 \n", " 0.00178375 0.00118471 0.00207347 -1.86635f-5 -0.00052092 \n", " 0.00208328 6.01101f-5 0.000837262 0.00146518 0.00143564 \n", " 0.000880367 -0.00039197 -0.000365944 0.0010208 -9.21841f-5 \n", " 0.00146124 0.00112181 0.000759974 … 0.000411345 -0.000180944\n", " 0.00104208 0.00190061 0.00162988 0.00153131 0.00143793 \n", " 0.00296009 0.00266379 3.25599f-5 0.000844462 0.00106851 \n", " 0.0103443 0.00392393 -0.00066084 0.000710394 0.00470589 \n", " 0.027534 0.00976046 -0.000287227 0.000751491 0.0139063 \n", " 0.10135 0.0351686 0.00567823 … 0.00687797 0.036271 " ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "h_w = real(plan_ifft(P ./ (P .+ sigma^2))*(P ./ (P .+ sigma^2)));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that this is a theoretical filter, because in practice one does not\n", "have access to $x_0$. Display it." ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "u = fftshift(h_w)\n", "imageplot( u[Int(n/2 - 10) : Int(n/2 + 10), Int(n/2 - 10) : Int(n/2 + 10)] )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the denoising result." ] }, { "cell_type": "code", "execution_count": 122, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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7REGyxWLhUNRgMAiesGqjdD0kCGg8WTgsZioJOoLWCbOxqF8Ru45dq9WCGAAjc6IJqvXStel4jKbpmcubJ9NV40aIlWM7n8/t9PTU35XRaBQIE4SVZSLGaP4+e/bM3r596+PLNATXFl3/dru1Uqnk/+e4MbInCUhzT/dDFu50Ov2IaWp2/3xZD7rb7Ryy5rvY7/fDmsW5kxLISLLSOW9vb+38/DwweTn/9zGPVbROcglJL6y1Y1rmU+xgN6/tdhsWPjJw9ICLxaKHxdLU00I1nU598MT8kfEBjEajoM9GTFff10TUsfL5vL+k/P56vQ40UW4CDMF1HLPIbhO8aHYPbRQKhaBDxzyZFijS2fmS63OETsgiIvOI1G4yingsssdKpVKg2ebz+cDs0kvOeyNbS5AOIU2y2XSsXq8XaOFpHoX6fYQGdW/UC9QxZKSMVyqV8CJOp1O/h+FwGKAxPY9GoxF0I9O8G2FlPWvmDbvdrj179izAPcr9bDYb37w+++wzh0QvLy8DA41zQmNsFgvsxS4kBZwLDUsCuPBWq9VAt+dc0OeYu9G4pLlh3Y9M9Hiz+8WxUqkELT4Zi6Hn83nIJV9eXgZmnp7VeDz2n1norUVc11qpVHx86RCxeJl5NrFemefSsR89ehTUYZhvpQIJFUfIzuMz0HXwvWBhNJ1uahbKgdT9kClJtiPLQc7Pz+3q6so/Qy1NOqJ0spki2Ww2Pv/Pzs7cGZD2pJn5Nf5cO9jNi8nk9Xodam2Yb2HOi4nL8XjsE6RcLvsDFd5r9rBQaiIzx6Pj619N6jQ5zEp85rL4UmpzoMfGRZ35HubfWEPGWigKaVYqlZBYJ4V8Op2GSEUvNs+Zyu0wH8ZcBSNH1plsNhsbj8fh+eg7rNXhplav14OYb6vVCvVt+r4iZxnr4Gj0fkejkT9r5UZIqNF1k07OOkDVPtFx0vcpesy5Jwo8x5TXzFwLI+l2u+1/e/Pmjb/sJycn9sUXX5jZvSKMIiU5Hcw5MZeln0ljFqlD10TiAIV9GQFpYSJSQOUJOj6k4PPdofNGb5yL4Wq1Cg4BHQDmYeh4pZ9rtVofSSXpmXBBJnrz6tUrF7x9/fq1bwqFQsHHmjJ0igL3SbIxZ87rrtVqtlgs/NqGw6HPZxKumNfX75nn5tjwPpnPZ5RI2THmmekstlqtj/KVRLb0LhNRkVQdnRh9LpVco2P+KZblvDLLLLPMMjs4O9jIi7kcMmCazaZ7dPRsVEQnb+L6+tpevXrl3yE7h97ZaDTyyKvdbjtEQ2oqGVKdTidAU/QKmTtJoRK2w2A0QHZfo9EIRcrMUzHvRrpytVr1SEOUbXpHhF70M9lbKlCk3hwjQSqTyJMiRVsRMsViCU8QgtR16TrZFkbRI/MmR0dHwVMfjUYB+mTkRuFlQpqETllEOh6PgzYbz0NmKMsA5vN5YPHpGebz+VBUznyA/qZjEea7vLz0Z3d1deXff/78uc89siqFJqTsNJ2T1G5GPZvNxnMnjGiIVAhC1zMtlUr+zpF6T0UavhcqxWBEwUifyjXMEXOO8Dws6JaAtsadihDUNtSz1PlTRrAi26dPn/pcfv36dcgls6UR0REKTo/HY0dBqOAi0W6ze3SC6xaL9Cm+S5q68riEcolI6Oejo6P/a6E45zLFDHR+IRKEBznWVDNhmxyyPHm8xWLh4070al8x/V9jB7t5cWNqNpu+iBJ/Z8gt1XHlw5bLpf30009mFvFvJt3z+bzN5/OwEWjykpKsnJU+YxaxZD2sdJOUiWJKaipD6n3V+qqt0eThok78frPZhCRvp9MJCX0mo2XMRWlsSeCgdNW+HmR8BhLy5MZEmjgdDV3/zc1N2DwIabDyn4nger3ulGfdDwkBfL5UtygUCuGZ6DxUIknJMOv12hen9+/fu1ILx52QrKTANDcGg0GA6ajeoWtbrVb27bffhnyLqNiUjtput4E4oUXRLG7AJMqQbq36nn3SUexaoOeq69ztdqFOiu+f7pP9r5T33FcjSBiT1mg0gkI7YSk6dayRVGkI69gISepZ8/qLxWIQpv7DH/4QZJPoiGnhTtcZOmzL5dJub2/9Gej6qKqvzUHPcTKZ+HtKWHo8HofvcNNMJccod0V1GDMLhBoK+O5TAtJ7yY2RkKbujTC78nxcn2RnZ2d+DyTQ8DM/xzLYMLPMMssss4Ozg428Wq1WiEhk9CrJNFLSkmwhRV61Wi1oG8pDFezBglR52dVqNVB16WGy1Qe9xc1mY+fn52YWoZtqtWq3t7fuebGwuFarBZYRlR7odS+Xy6DUQGFPXZsixH3MSrLNGB0xya77k1e3Xq9DBMBIKaXTpnAU/9V16FqUFKeHJu/72bNnrmN3e3vrz0qeL++HcBGZg4xwSSCh90+CAZPzjGTMLHR8TrUVSfRhFJR66RwXQohSYdCxBdv9/ve/D2MkT1iQLuc4C0XZLTw1IQqM0HTv+jcVkiV7Uc+HdHCSMjQeugfCoxpHHYssxpTBRto5o/4UomWxuiyl6qdtZjSmv//97wPZhuxJsvtkafRCFYnhcBh0F2Xr9Tq0BxkMBn4PjUYjREoc581m43ORpTIp4Uqfkah0KsSs69b9UHxa72sKxeqc+7QaBQuzM7SiNdLuZ7PZXrTn59jBbl6sa+BLLpjKLLKOBBmwroFQn0Qt8/m8v4h6QXWc0Wjkk5+0dp5TDCvivVy4taDx5RmNRiGXlKo9y7jYTyYTa7fbAQ8nPMg6M9YmsQqekEyj0QgTjC+iygw4lrpvwn6EZMjEZI4opbOnLcr1fWL4ZhZyZpJgotSUcot8Dvq53+8Hh4SbLMsa0hqWfc9aiytzOXRCqJhARh97WenvPJ7OSfiN+Q7R083uN22WecgJWy6XAUJnKcB2+yBWqw1E56SKA+eyrkPHIhRerVZDLR9zLPw94WPCxHwnyCiczWa+sTUajVBXyJwi68SGw2GQTePx1+u1v3P1et0/x2aaaX0W5x7nK0seqE4jCSnWjuln9tbS+Jjdl0KQvXh5eRnyjnxHZaytM4t0fdZYDQaD0BlAf9e46R74DFkTKKh030ZNti9ZvFLSocOmefbb3/42jDUdtE+xDDbMLLPMMsvs4OxgI69UJJMMJ7amlweiqIshvjzewWDgoT2FSdU6nYwtdjVlK3cy2MwePC+1SDG799DYWoDRSL/fD0oLLMxkUS+/w2OTVCG2nlms61AERSaWIJFqtRqgKEKVVBYgpMhIR2QBnYeQgAqqzWJEwmMRDiHEp/P8+OOP/rnnz5/7eOozghYFf/FZDQaDEAXRG2Xkxfo2QoWCaHX9VCZgBMDvsJt0uVy2R48e+fgSzmNkz+cpRiKhaZJRdA+8NxFjGEkyUS5jEe7Lly/t8vIywL9s7UEoi+8VC1/L5bJDl4QkCUvpXvb1AOt0OoHEQx286XQajkmIlvCVxlNzkEQC1kZSbFa2XC4DQ5hC32THksHKGqdSqWSNRsNRgG636+kFqnro2WkMGZ0wjcD6OKIW9Xr9I3Fwfoes5BTKpNIJ322NB0kvmockHFE9hyowhBPZwocQOq+TRBlGdD/HDnbzMnsYcFJlWT1uZgFzTwV7NXgXFxc+6CcnJ6HAlmwlLnycYKSmpzAYX5g0B5CqXZC9ROV3snLYOLHf74f26YQaCFtSsZvFs5x8m80m5ERYoKt7NPtYAYHq5rLBYOCLo+6dk5cSP4RHSXPnhlEoFPw8glbM7rF0Qq0vXrwIOQ1teN99913YBGTqs8WyBrLumLshDMUcANlTnU7nIwab2T1UfHx8bO/fvzez+wWWcJ5+phqLJLK4MRHCUm6h3+8HuIrwM/MY6WKvRfOnn376i0rjnJNkyk6nUxsOh0EtXWNFZmi9Xvdx5yJrFkWqqU6h45s9NE/lO8McDY8l0wbCvK7mLqXR2L+rULhvVLuPNUpWcyoTRpiNBeUUvKVzY2YBvt5sNiE3TQeRHRYItVLtIlUP0TyWrBmNEnH6TqPRCAIGhERTKS4aHWbeV6lU8vshv4CQZj6fd9g/Xav/Wstgw8wyyyyzzA7ODjbyevXqlXsAqXbeDz/8YGYPRAgZvVz93+yhyNDs3ismyyztOivviHBGs9kMtWFMuNLDnM1moXiRkkn8HCMnRl0MuQuFQqhBKRYf+isxOjKz4Inres0+7uZMaIEeO69H16vv7/NEFTXonNRDY6sR1sosl8vgVZOQQzYnCRtm5jI+R0dHdn5+7mP67t27oCPJ585icF4P5ZlYhEvoVQQLjSEloVjMzOMeHx9bt9t1T5+CtRxb1lsp2iPEsk8XUM/I7IElxmiaXacZ2adSVZwLJImodoh6jGKZMcLaR4TY7XYejaTybClMRp1AanFSdoztVshwZJTQ7XZtNpt5ZMn0QrPZ3CvaLZKW5pha2OjYrI8jOkDWnu6dz0HHJkGBhBIWI7OYONVqJVxM8WazSCYiqUrnEbuPMCpRBFmKOpAMUiqVPJojvDiZTAI6wfeZLFFe53g8DpqSn2IHu3k9f/7cB+fo6Cg00NNDuLm5CYWQ19fXPpFYYc8+P5vNJlDOKYZLFmCx+NCbiHCR6OiEGjiR9SIRi7+5ubFWq+XHoJI16bCNRiOImRYKBb8GsiTZO4qV8uqBRIagfubins/nA8MyVRTXwj0YDPz3LOptt9vh9ylUJ0sXey6OXKy5CJZKJV+YWJhZq9XC4nZ7e+tCtiz0JBNS5+cixgJQ5ic5BxqNhn322Wdmdt9TTHAgcyLT6TQsrsyHccNiDoEQtSBDXQNZp9PpNGxYelbNZjOwaNPNj/3e6KAxT8Y8yHq9Do0lU4r9PqUW0r+peKL8G5XTeRwu/DrWbDYL18NNjhs432X9fp+OJGFQOipidepv4/E4OIncVLjJciPT9ZlFsWU6MbwW6WWSSUkIXnOcm42cETqsMjI5CUsLtuRmyDWE61kqGEAxX4ovcB5r8xK8SRgz7YWmsdb3tWb/XDvYzatarfqC1mw2fRD7/X7wDkihV1dRs7iI8iGSnnx+fv5Rd1vWETG5rp+1wVCGRi8CE5rz+TwIqlJKZzwee77k7OwsTCI23aT32mq1wuf2tWtRYpsKE6yD27fAi3qthZhenBYXjc2+Wh2dl2LAFMblhsUFJ1Wr0Ofa7Xao01ItSaFQsIuLCz82CQokYpjF/FxKlZepVYjZ/WLApntnZ2f2q1/9yszuF0Edr9/vB4o1k9xv377dS5Rpt9u+qVxdXYWmjqlDsa82jNevmqBUXcEs1pbpszoWNw8uVBxHRhCKhpg/0jWcnJz4Ys6SC16/WSQfFYvFEJFQMomNXc1iqx42OKUSCQlLfH97vZ7niBuNRpBz4v2lIsR0FGisn2RuisoVm83G3/NareZrk+pJ96nIMAobDAYusqt3eZ8zzPHkO6rNV3OUiA8REW7edBr1Oeas9XeVMug8q9XKnZ2UdMJ8PMXEP8WynFdmmWWWWWYHZwcbeZVKJfvw4YOZ3Xt+8m5KpZJDScz9fPbZZ7bb7fxzZMOQiZWyx8wsRC4sYiUEIi9sOByG/ALhBfbc0XXouIxOGo1G8ETpCRP2pCeYQiqE4+jxpl6lIrlOp+MeGaESYdeMHqmnSHYRNQcJV7GUgTqSzHNVq1X3xIbD4UeqAPSsdT9k0zUaDbu+vt5b7MqCSxXL6vwp1Z30Z0K3nCvFYtEhj1arFaJhtgZhtPnjjz9+pLVpZvb555/758bjscPXeoYUsmUekUWw/Mzx8XEoISGDjJ4uc8TU1SR0WSwWPVKhJ60WGZrDoprr2afaoLqW9JlwXlNfkvqFfJcYlaXqDmTnsUEn4TC2e3n69GmA2ZgPo3gsmcylUinoFDJnbhYVYWQUZGaBr0SHFdmmuUpdCwucBd3yXWS0R8RJJrSIuU1GVvw+y3uITjBHS7iVEbOQAsLHqRiAWRQP+Julyn/++ef+YEejkcNHx8fHHroOBgMXM+12u6GKfDAYOCbLXlhp/RcHO632J4SYVrJr8rFnTkofZeKUOYV6ve7Hu76+dgovGxw0ox4YAAAgAElEQVQOh8MAh6X3s687sGSwtKCMx+Mg7MnNQhO50+mEflaE84h/U02BNUH6HJX1tXCyqSMhUTkAMm7UtVrNz8/mgr1ez/L5vC+ofPmYg6DoKanCZhHKJaxEeKZQKNjZ2VnY3CmtpHvo9/shoZ8utlq0SMKREK3GTOOta6DaOp+BjitVeY09/5aqNrBGkQ6N5pfZ/cas8a3X6/63Wq0W7pWSP71eL0DR3PQJh7FMg40/Sc5RLRTzT1SO4LtGaI+bGcdAJCddD1VK+J6kzqeuhzlEUujNooI+iQy8Z+Z11S2Z+TTWX+1TpBHRhjJTKekqvf7NZhM2HCq8E6rkOaWmQgIYYWamEKhOwto91oaytlO9wtJ7+zmWwYaZZZZZZpkdnB1s5EUP4vb2NnggrMKnt1ooFBwGOT8/90iF4pdmD9HKZDIJor21Wi10KKUmHVmNzWbTr4dCwWaxZQp18NgVld4eaeH03nUMMpHkbfJYhMK63a5VKhX3+lPPPFVh0O/JSmQUwuukAHDKoKM2IpO8Zg+sM0ZRSkozemJvL7ajp34hi2bpFVer1UCx1t+ePXsWmJVmFjxhRfCz2cypwu122168eOHnoohqvV53BIBU4VqtZkdHR6HIV17nd999F4RfSTRQUbnZvQdP+JqJdkJxvV4v6GdS0YEEB1Lom81maO/DIli2aGHEXC6XHRHYbB7aCBFyJlyt698HbZntL78Q7Kjj1Gq1AOVSoUNzj/esY2g8WFTPaEJQNhUqGLkxQpRRN1LQMyMsrRn1ej28o3pWipIJl1KNhFCyTPA5FW5INONn/xKZJFWR0XOn5qc0CklkIgSonwkvivH5lyLTJ0+emNk9MkYo+VPsYDevP/7xj2FBInzFTUWbzXA4tFqt5iHv48ePPWfW6/X8+5pUOhabXjabzSD1xM2H/aa4QFJ1nDAKGWyi3ZNSTohHk/Ldu3f26NEjv5ZcLueTj3kyqm9Tdklw0776p0ql4te83W5DToQ5Izbd4xiQ/s0XWaoGpAvzPPr9bDb7SCqK1f+sr2MtCZUMhsOhP3vJWul62KdLL/bFxYUdHR35vWqzMrsXStX/CS2Kvq7vMCdBijMh6nq9bo1GwyWUCFO/e/cu5FH0PGezWZA3Y05T/zeLpRjD4TBANISfCX/ncrmgRMLjkXXGPl31et2vWc+HuRfWp8m4mAmuplND2J2KI3qmgvDJStxHO99uH/raabPgxsnNjAoodILIyHv8+LE7jbw31jEVCgXPe+peNMeOj49DzooOK6HW0WgU8oYyOg1Ul5Hjqetst9thI6Fah+6t0+kEx575L9a68TOC6TluZDKyrIGWMoaZ4xV/oNPp+L2lnQX+Wstgw8wyyyyzzA7ODjbyYpK1VqsFIU0mrFkHUS6XPZxvNpvuWf/www+hjQSFQVl5v16v/fsM8wnNKVKjV8pELKvY0zYuJIPonCQ/LJdLZ6OJYMFiRl4nk6pM1hL6oGIAE/VksymqZO2NPDLCX6wFYUGsvGAyiyjgu8/z03OQMQGvjtj6va5TyiiMZnUN9Xo9PF/W0LRaLf8Oe6dR/284HHoEn8vlrNfrucdMqNXMHDbUMczu67f6/X6AJBlRkRFI1l4+/9B6ZbPZBFhI4y7mn5l5N2AK5jICIXQkE/GIyAHZsYySiWgQ2iLawWfAZy5Egl43CQYkO+gz6s67T3+vXC67N0/Vhvl8HhjDVKHR2POazD4Wkma9IOE0fp+F6/q+4Ml2ux30TKlsouvXdZLxSERB5zw5OfF1Ss+CWpzst6brOT4+DjAs4XW+F6nqzF/SMiyXy6HmkcX7hIsZWZMkQlYlocp9feX+GjvYzYvU6uPjY4cAqVzNl6LVatnx8bFPeIp0np2dOUzw/v17P5ZwWyrJC+KhmCn74qjwj4oFXAz2YccyMvq0Sebz+cDc03cEj3DD03fK5XJockfs+ejoKLC0qLRA6i9ffrP9rKZUBouSNGQ78QXmQjGdTkMehi8VNyzm8/RcdH7JQ02n09CXirm5SqXiz11jpXvr9XohH8fFWuPZ6/X82Xz48MF+85vfhEVYC10ul7OLiwszi0XGom5rrIbDYWBy6X74Ymtjp0gtcxBUSdD3pWRPpiKdpX0Fw8qFsUCVCznziDqnFNjlhBDao4oFYWmx63QM5ksFkabf1/zQ9cxms5CXIcycymgxH8UFlvke5iTX64def8w9SipJz5qQZsqa03yhUzYYDILyDcedRf50gsj8TfN3vJ7BYBDmu54V2ZuSqmKzXDZwZZ6aqQ5C8rlczt+f0WgUGoqSQUtomvAkIW/21uO9/RzLYMPMMssss8wOzg428mq1Wvbs2TMziyKZ6/XavV8mFE9OTuz4+NhrclarlfeF+vrrr/37//M//2O/+93vzMzs+++/t16vF2rAFMkx8qJXKzkZkjzIApTtY7nR22L9FYt3U624fX2/eG30gNQnjNdKiS3dJ8VRl8tl8OCZaKf3q+9pPEickEakWSzuJHMwl8uFCGg8HoeCVDJAGblRKofJbUZ7Gh8dW9evtid6DqoJ1Pc1Nqr308///d//7Z8rl8t2fn7uYyNYdzweh+Jhswf2HSMnMjPVJ0v3nOryyZrNZiAryVRvuI/BlnY+ph4fYXfOScKLvA/B8YyGGemwFTzrt1qtll/PdDoNMCqjGBYlp4WwMhZDMxpRaoDjQmbmPkKP4DfKFilaYu82Epl4XBXbs/UKBQwIETOqnE6nQYdSUTevn9eZ6ksyXcHol/0AV6tVgEopL6UIS+fU+CqFoc9xfWs2m+EdU/QtwWCOgSLRdL7xOj/FDnbzarfbzrx7/Pix/fKXv/S/SSj17du3/rP05BQmM/eRy+VcaPX58+f28uVLMzP7j//4jwBVpBXhVLRg8eFut/MHQwo4c1nccNNcBBl9zWYzvCR88Jy8fIGppnB2duYvhdQC2HuJL6yuM63C1/F1rYRoWHysBbVQKASdQ7IFqY1G6n+73f6oHxkp9ewPRs1A9feq1+uBxcd7YJv57XbrC7SaWap8olQqBTVxqs1TK/LDhw/2pz/9yczM/u7v/i5Aq4TZ9GyGw2HIB9CBqFQq/pJzMeNLruuW8ff7lMG52MmoxMHGi0dHRyEvykWLc4JanqTt6/8sZaATQmo782nb7TZsOLwH/Z6buo6tsWo0GiHnRmePdH3CqFSoZ55O7yLhNM0xjY+OzVwu742NURuNhl874cD5fO450dFoFJi/uVwulBGwKJ5jzWNz3ChObBadkGazuReioy4nx6Ner1u9Xg9KK5rXzLObfUx350ZPR1/XrOdnZn+xbOJ/awe7eR0fH/uDn0wmjsm2Wi1fnFutlg9go9EI4rUUkSQ9uNPp2JdffmlmZv/wD/8Quszudg/dbFktz+p4Ka0rqlutVkFpnAQHqkineSZubHp5qcKsGja+WKzZkFUqlUBgYYsI5g0pC8Q8Q0qBZlSYqsXvw7JVV8JOvbyHfYl1eeLE3EnpZtSRbgjMo+iczK+Qql+r1Ww2m/mcYH6QURRzBuv12gaDgf35z3/2a5MdHx/7sdQKxuwhYmZynWLPVDbhgqTz6W+kK8vm83mQ62LuhuoUqRpEGnXQMUvJNrpO5i2ZX2SkTYeEC68iDb2bHNNCoeBjTZURoQlUbuFmrUWUTodEnJnv3LfYp/fJ3CFLKxi9U6SXc7JSqdjp6amvNSRfsfsx51S/37fBYBCEj7WYT6dTJwjpGem5EcVgiRCvk2Mk8lWq3KKfeSzWIfIelsulO4lsEUMCmAgspPXzfkgI0u8/tSVKlvPKLLPMMsvs4OxgIy9CVsxLPXv2LLQ0EbQo/F8eQK/XC54Tw1nZ48eP7dWrV/bmzRszi4W0pKOnBXm3t7cORZGunBZjypRXYnTDHkakHstbVDNMYubU22NxKj3OFHLSeEynU6d/0yMiBdfs3nMi3ZfeOKMe0pB1HTJq1xE/pye/2Ww80iRTjxECoxFBstQMJKzDUgBGHWbmXu5ut3MlgF6v52PT7/f9syr01nz785//7NHEyclJEOZVRKTjsBUF4SvmwlJ2JwuL2UdJUSXHI2Ww8tiCgjSeLPrmHC0UCg4RUaA2bd9BCjvnGNVUNpuH3noqmNaYiAWn8xBalykCJ2S9r/hXnzV7yKOwAHYfNZw5RF0b4Xsyf6nHyLy1nme73baTkxNfQ5ivpWagxl7PZrFYBKhO70q1WvVnQNFvjQchUZYOsJhbpqJ1QvrMh/MZEG1Zr9dBA1HnIXrESHQ8Hlu73fYxaTabQThi33P5m21GeXNz85EYrlkUr6UitCizwpwvLi580SoUCg4hMpm+3W7t/PzcF4oPHz6ESSnyB+VkTk5O7N27dx5mf/bZZ6G3F0Vh09oJ1qoQw2edCzsKm1mABNm1VsaFezAYWL1e30uZJnmDm6zUGHQ+vjzlctlfuLSxJPNXZhF+5HNjrRyhnvl8vpfkwcQ4sfThcBiuZ7Va7c0Nsd5KUDJzWy9evDCzeydI405HhwoQZvfQlUorvv76a3+Gg8EgOCCE1ijwPBqNAozLjZQbAdX0U5KGjBu2bF89GKFT1ueZRciLi/18PvcFVZuiFiqWcjCnSZkkEVP0/ogso7/RceM9UMiVz1OyVhoDbgqEo3kfLAMgpCnl930SSmlujLJPyrM/fvzY+v1+cCT3KeRIBcbsfu6pV56uTfdwdHTk53///r2PL8tiNFZaD9gwlvcpJXvNS5J99Hc9Q42HOiqQ6ELFeZ6H7w5THIvFIvSs4ybL8ppPsQw2zCyzzDLL7ODsYCOvi4sL90jYEfTy8tK9kVwu557OZDKxy8vLvXBCrVbzlvHFYtGP2+v1AvuJ1PDJZBKSrYIJt9utVatVj8pS2q6MVfCiA5NWTO9T32crDDESqW0ojyztk0TYhNEfGUqTycTPqTYoZveKEYSf1uu1i9TS2yMMpHswi8Wg+j69NZ1/tVoFb5dqE/TQ8vl8SJozmiBLM+1BpHvT/Zg9RD3UqFTk8+rVK/vhhx/8PFRWYF8qagn+9re/tS+++MLMYiRbq9Xs+vo6CLeSEUgYiEW0hMYlEq3x0TWTxCA4j/AeCS0Um+XzYESz2+1CqQmfoyII0s113YTW9rHeNAcVuZAsxI7LqYgso3POw1arFfrt7WvFob8xUmBpBaFbRrCk68/nc5/v5XLZi+KfPXvmUbqiKx6bY81xInOSz4pzl+/5bDYL0DpZhCT7MAWw2+18/ZHgMAVzeQwaRZyl1qLrpgoMz881a7FYeHROUQCKVOuzZubo1M+1g928ttutq2KwvueHH34IITJzAxcXF/63x48fh2Ppxdztdi6gqvbgVJVnLkcTr1qt+uZ1fHxsz58/t3/8x380s3sYUQ+JFfqc4PP53C4vL0POScceDoeB7UghXDLvmHMinEYJqG63G0SEyYAT806/13gI7tpH42etD1+sbrcbFMgJ4ZAhSbinUqn44rxcLq3b7QZxUkIa+/B7bcwUXiUtW07MYrHwnyV7w5eZ8ltaAE5PTx0aNPuYzaV7eP/+vdd8VavVIEa6XC4DNK1n1Wq1fNxJBZfkEUWdmUNguQFLHNI+aNwYteGS0SdFCzIzCe1xAWPJRT6fD/ejec25y5xZmnciTEwleOYDC4XCRxJXsvPzcz/2dDoNqjoaSx2PpRWECgk/b7fbIM11dXXl96Cx+uqrr8LmxTmeQqfM+wl+Zo2iWJmENLVp397ehhwtHUdutCwHSUWD+RkyQ3VP+pe1pbpO5d8o78TNR98nBKm0hTgGZLBuNhvf1Kim8qnyUBlsmFlmmWWW2cHZwUZeTKSSHXR3dxfYbPq9ID96SGQxsfKd7RDoQdPbrFQq7mV88803HsnJoxJrjUWr7IuVaqNdXl66d/+nP/0p6Mbtu2cxFJkQZ50XIxpFhWIXcdyoQ7evbk2imuyRxtYr+3QXmbBWVJz219LnWL/Fz0wmk0AkoGfO58uiZHroZFIpmtL9aE5cXl6G6CSfz/u4b7dbf4ZnZ2cOpcnDJPysOXF7e+ufe/ToUegXNxgMQj0W6+voWacQNbUf9/WLyuVyoX1Nqt6R1vXomTAiYvsW/sxomkXKgm7JaKXqCQV3qQDDSIFMNcLP6/WDeG+r1QrqGyQlsd5oNBr5nCQDVdetsWq32+G5KdIYj8fO3jWLvahIEDo9PfW1gRHm7e2tTSaTEEmQJUpYl8+Q9U/b7dbTEFTVSI1jlRb/Ml3CGi22WyIEn+qzUiGHNVuMwPP5fCDaMGKnUgvJZWxVxDpcKqb8HDvYzUvQkllsa55WpLOXztHRkT/UZrPpG8tu99DY7vb2NkBuXKyp7vDo0SP71a9+ZWb3+RFdi8REBTmZPSy87Xbbz6+X2ewhP6LC5levXtnbt2/N7J6KLdjx5uYmKDAQm6eqBsP8crnsi4EmmjZdLsLsx1UqlcKLTWPRNVlMZBdRzZ85E52TkBULWlkQyw2USiJUKaF0lu6VMAo/t08YeDwe29HRUejXJVssFv5MHz165Lmwy8tLG41GexvqLZdLh35fvnzp51FujcxXPQv2EKNShRYpUsvp7JBKnbZrZ35jX3Eqc0JmUU6INHwW79ORUC6NBf/cZFkmojlBON7sL6uTM/8lOI/5NH3u7du3ocBWzEc6hToeSwQoWURob7vdOhOZsNt6vQ7dJ1jIq5zXZDIJ18n8k65BlsKaFDsmDMrCat4nVYJYwE2Ime+y+teRfbhPDKHZbIZOFIXCQ8NTfdbsY3UVjZPWXW3AfFaEEMl+zvp5ZZZZZpll9jdnBxt5sQU1vXYW8rKFiZLS9IgUkdze3gbvm+wmMrZINqCnU6/XQ0FfWl8kb4+FyGnSn/9Wq1VnrT179sw9v8Fg4Jp6vV7Pbm5uPCqbzWZ72Yps/SKvix7ivgR2tVr178/n8xBtpbVhlNUipKlnINFSGSMq1m9Rg07RFcVNqYNGxhNlpwhf6Vy6Zv3MViWj0ShELuPx2D3JDx8++DlZ56ZicJ2HP7ObLcVdRbbQMVL9P/6e7DEyM3lvtVottKWhLBHnaKlU8shZ3YJ1Hn1fXXMJG5J1Ru1M1mKx7Q8hzVKpZGdnZ/4z0ZHb29vwvFijSMib8CShbZJ1qM9I6SpGE7ofzjEWQ+sZVCqVEAUw6iA0dnl5GSJZRrxkPJOBqn5p+lnPczweh/YghNlo7E+oVME+iS0KcxeLRSeWjEajwG4lMkX2JgXEV6tV0FSlmEAqeEC0huPIej8WY7dardDV/FPsYDcvswcoivismYUXiUV4uVwuFPmKHm9mYWHQpNTipc2DlGDSc9WAUsehEgeZe8XiQ1t0CgP3+32bTqfOcKrVaj75Xrx4ERbxX/ziF/6d6+tr++Mf/2hmZr/73e9CS3EdmwuTFjNBYCcnJ/5ikU6b0se5GZOqTlUPOgXMSwm2ZF81wlJaaKm5aBbVq0mrJkuTsKlyKLqeWq22V1GBhaH5fD7kIXO5nI9Nr9fz63zy5Ikrzt/c3Lj2m+6PMLOewdu3b+3v//7v/Z6pTMJcn8bB7H6OskEpFx09I7P7eUTldip+FwoFXxTSXB/hJn2nVqsFpZRc7qHtPan7vDYp8VM8Ws+q2+2G3B6bha5Wq8AoJeTK90W2XC4Do41zkWKxhAqXy6WNRqOwyVCMW7DWcrl0CrwElbXpUiGGGxEdkH6/H+6TXRFIjycTUblPM3Oh5n39tJgT5XulXBY3ENLzdZ3Hx8d+bdqg+LzZYUHXs1qtgpIP2YnT6TSkO/jc9I6p/xfnjuYo1VmGw2FINXyKHezmxTwVKafMIbDFhfJXmvBXV1f+gNrtdmgkp2MdHR3ZbDYLckiMmPhwKE+zWCxCe4F9rTl0TWb3FGsJ+prd51g0kZhwrtfrfv0SFpYCfrPZtN/85jdm9qBYbRZV4Fl5bxa96dVq5cQUXq/yV6RjU2yVOUUZvV1V5/PF1otE9QRunvKkmSTeF6FxA5DKONU7mA/QQjWbzXyDYd2UrlXP8fb21pPzp6enTsj58ccfwyKmDdDsfnHTYvDmzRt79eqVmd0v6FR+YVsNRX8aG4rQcvOt1+shCiOln1Ec1VGYqK/X6yHiZpRN8gXPyWdAZ+D29tajPLNI5mCbG4oja8wZiTGC1/d7vV6Ya+n7wg1L78WXX37pRJnLy8vwzjGCINmgXq97XrpUKtnV1ZUfm6rpk8kkkK5Y5qHPtVqtQI6hE0VniwQyNWzlQq6cG59BSgLJ5x+6a6f1ZMqZf/755/Y///M/fp03NzdhPaFzrzE8Pj4OGxG7qVPBn06Q2cO7o0aoLFlgQ0zdZ6/XCyU9n2JZziuzzDLLLLODs4ONvOgZmD1EMfP5PMAMaT6AXqk8g/F47F72dDp1T+v09DTod43HYy9CLZfLDtnd3d15Y8xutxuEdZlXUisJ/V7e89XVld3d3QU6OnFpwn7ErlkM+eWXX9rr16/N7N5zJOaeNi4k44mFhGwxo8hRrU4oYkwoQ0aIdj6fh++zmFgad3yO+g61AIfDYVBnIKy1T4xY59Ix2A+Muca0IWi/3w+MKc2Ji4sL98xbrZZ7rsL5GR0QbtH9XF9fu0LH48ePA2RMij+VRQhhKk/H/BNzilToYG5BsJmZBfiMzEMWJWsOMe8mo8YfvXzmpGSKqIbDYbgfXYsiP943723fMywUCjYej0OBPPNfulaq2KxWK88NaXzIaNX3OQc1FiwIF+zGHKCOp2OxF5d+p+9wXhJaFzIkXULCsmT+sRyEuoL5fD4wgHlvSikcHx/7mAq5YYSn7zcaDb9nws3Kk7PHmz5HlInvovLffP+UdiECwBz432wzyt1uFyq9Sbslzk5aN6WemFCkAgPzBG/fvg3QRblcDjVfCs1/85vf+O8fP35sp6enTrjodrthk9UEKZVK/tJIIYAJfhlrpgj7CQ7UpDo+Pg4vD6v6WUvCPjtMyHPyMh+hXkA6Rr1e95eWdH+qcGgB0TgT2uIzocLHfD73cyqxzpeEmyfJCml9DyFP1tRQ4YF5htlsFnJe7LHGjVX3oy7PGl+qfrPmarVaOVR2dHQUktuESFNJqFTxm5sJu1vrmgnnpfJPqTSZ5jj7O+kZ7CtZoEIGNzIJL7M8hTlAzdEUwry9vQ0bIPs9EbIizF0sFgMFnJCTFuFvv/02bObsLWf2kLvu9/uBMi7H9ubm5i/KJnFOsUYpFZgmGYQEJz5TKvsLZkudCLPYs87MAvxWqVRCbRZJGt9++61/nkSs09NTvzfmnGq1mjvjUt/RdwgZp1R35o+5VvFaS6VSUDZh70RueJ9iGWyYWWaZZZbZwdnBRl6keZKaTZgv7SBKphw9BrKDCOlMp1M7Pz8PhY1Up5DneXFx4eoYl5eXtt1uPSr75S9/6VFYp9MJ56F3lMvlgloGr21fIXBaLEhoo1AoeCTIcarVakE4lZEXYS1GQbVaLcBKiiJ0To414U16viSNMMKjggQjHRXk7qPaarz0fZ1frEpeT6qpqGuThyt6MNUd+Hndw/v37x1Kfv78efgOFTtIHNpsNl7G8NVXXwWIZLlchmS4vO9UNDkt9qaOHAWiNe7SLKRSAhVDKJbKpD3LJzgPyFql9qTeDxbyUmRVvz87O/PxeP36dbjWfr8fmHKp+LKuhbA7KfWNRiOgC0RH+G4RwiYx5MmTJ/4uNRqNAP8uFgu/H/bm2mw2/o4qpWD20A6ERcaEPgmZURiBzD2KR7PkgiQiIQhcj8jqJZzIch8yIRlJUovw5OQkzGOmClhs3uv1QvRMHUoVa5t9vPYSifn/KvI62M2LLBxW+7N+hC+vWcwZEdqSooPZ/eDqO+Px2Fqtlr9k33//vUNBooaamT19+tRp7mZmP/30k3/u4uLCmVC//vWvfeJRjmaz2djt7a1PxCdPnoScyr6aKcEj+hzHg5sxc4OCYPTCXF5e+qQk/s7jCRrgC0jIi5sHoUZSl5lr1PfMHpoA6nkQMru7u/PrrlQqYcMi3EvjZsxNezabOduQ+QgpbjN3wn5LVHNQ7yaNExXrSYXm/agU4/3793Z8fBycLc0D1t1wg1Kejrk+1lXtY3+qQSM/R/V5wq16D7bbbZj/XOAFD+o6ucky90LR3263G0SH3717Z2b37xIhq9Fo5N/vdDqBzaZNRM+AaiZ0Qghl6fonk0k4D+sc6/W63/dsNvN3VnOCFHJtXtVqdW/Oi84N30n9TRt9r9f76JnK+F4QdiSjltCgWLd0DKkSwndOm2Ra+8g5OhqNnOGY9kQjbE+2r+5D5yRkzfXg8vIy1A4yr6jrJMT/cyyDDTPLLLPMMjs4O9jIq1AoBAaYvIRut+te7XA4DN4EPQhWpNOrVQsBs3sWIT0iRVNm92E2ixfFthJ7TR4nGVej0chrf87OzkL/nul06t7excWFe06VSiW0atD1q06EESOLh3VOJl7N7j1T1q1prAh/kc2mqJbqARxTtlfRd6icoWQ+vWd56SQxMFEvOETjXq/XA6THaIS2WCzcE725uXGYbDabefTb7XYDk7Ner+/VQxwMBu49n52dfaQGwEiQzDSK2ur70qmkB83ITRFmt9sNbUZIhEhhVX1/Op36uE2nU6tUKnZ0dORjvY+ZyShDz4pRg8aQupjb7UOn3/F4HBighH9KpZITJBhZT6dT2+0eWvqQ8MC6ubQjMPt70WazWYDm2PuNsHur1fL76XQ6QWRAPw+HwzA+bK3D92e9Xnu02O/3A7tWtV5mkfgzn8/3krRKpZJNp1MfX+oZaux1LK5NnBPsflypVMJ6RjJJKorN+kmtaayRVJROFIHEN5HaGNXq/4zKGHHyc5zTn2IHu3nd3NwE1honmxb+7fah+ZxUDShnRCiMorBkdYmJpPNoslFglg+hVCpZu932SUEl+tevX/vk/+qrr/w7okXrb1dXV0HclHI/hNKYc6IAKaGbs7MzH6e7u4nKi4sAACAASURBVLvQjyuFkpiPkymHwMVuX06EGDmFQdN+TGR0kWpLCSeJy7Kqn1R3wqCETSR1lD4r5i0og8XeWWZRaHgwGARIVBCg1DIIvewTvSXEKwo74RKOA8dK15TP530z0v3penq9Xtg4tJhooZMAbqvVCjJWqZI8x535HjoeOn+/3/8ox8pCeBkFXrlwC57U3OHCy6ao3Hh0bObnOF/4bpMBy9xnuVwO90bmL8+l6zO7f3+ktMJNkve/2+1cBGGz2QR4k6ogo9Eo9BTUutButwOLlZYyPulcpYXbZChykyXzlJ/X33U/lK5iqqBQKATImA4f84lUIaIY+Xr90MGDvcl4zVk/r8wyyyyzzP7m7GAjL7IKWWy7XC5Dx1hGRaPRyCEVsvjY+iFtB77b7dxburm5ca+l0WgE6EgQlZKY8spub2+DjBTrTPQdMXME9V1fX/vf6Mm2Wi33AgW1MPLRvX322Wf+/VevXvk5B4OB3d3d2U8//WRm9+KzZDiRechELL031qNsNpsATzLCIgRIogx16Fi/pWPoX0Z/LH4kuYDnkU6inj3reAidsOWGGHgkmmgMdX/6l1p39MBrtVrQnmRxOKWRnj596tE0xVUJSzEqzufz1m63g+jvPoFa3bvGk9dNQg+jZ0bsYieyQJZ9uijBRtTiLwlWsyC21+uFukkSYoiWDIfD0HOOclu6XxkREpKSUt1Gvsc6DuHwUqnkZAURmXSM8XgcYNR9grutViusH2xpwmOxrjAVDWbEyzSGrkHGdABFC9ixfDQaBRKOvn98fBxqw3S/ZrHAnoiGUhCMTHUNZIyyANwsRur6u1kUK6cG46fawW5ebGXOXlbD4dBfmE6nEwopF4vFRxprMr7YhCDJzmGjy+FwGDTPqFtXLpd94RoMBiE0V+6lVCq5Xt7JyUl4QUejUegfxQkhWEnFqXoBr6+vfcK2Wq2wYWpBfvnypT169MgFSG9vbz3P1u/3HW4SvGj2ALey8R+hCjLl+JITniEkmObg+Dmy9kjPp2gooUp9lufh//li6fm8e/cuXOfFxUVwKOR0sPeblB70nWazGaA+zQm2ozeLC9BkMnGIhTlS5lTZrl3qMBoT9oRK2YaEyCjmq0XVLGoOpiUjzEmQ9TmdTkNDTZZf8Bq00WqcdT3v37/3eaznRmeFTgyLbQkHEvpPdQ4JjaWQJpl3zFWzgJo082q1Gko4NC8phJsWyGsjVh6YjgbLF7QZT6fT0ESUJSSr1SqUwbDJY9rzS3+jyDSdCToATJXICAEyH8fSB5YfkAJPtjFzgHr3mDpgTpBrNTt9fIod7OaV1tTohUvVKUidLpfL/lCHw2GoluexSMdliwcudOyKSuz47OzMxuOxbwrtdtsn23g89gl2dXUVWrc0m82QV5JcFetrJLxqZt61lKoYujfJVpndb0QS7/36669DiQDFYr/++msnFrx588ZfTOH0cghExzaL9R9UjiberSiKCyonLRcJbVaS8mLSW5u+/m4W1cyV49KiQXIAyT2kwB8dHVmv19t73e12O0RBrOnhYsh8KRcaqr2b3TsKkhAjiWA0GoX5JuNCoPthiUKqQmF2PyeYnyDZhwl4ylBVq9WQC2KJQUpSYaTEqLlarYaWQnKCSBPnuTWmzEPqWNx8GU3oevT/RqMRIhJ+Ls0v8tkxutDz1XhoIVZto8ZaG3O9Xg8LL+uVSHpJczlUxWFuj99hzpr53rRNDp89c1sUbk7VaSikq1ICjQHr3nROjYfes3q97k4InxXJX4q++c5Q+JqOPgknn2JZziuzzDLLLLODs/9fRF7EpY+OjkIURWih0WgEb4lRFNUhUhaSvEpCIuwhVigUPPdzdHQUhHlbrVYoBKQHKgbbeDy2x48fB4ahvN7b21v3ApnrmEwmdnNzE+BBQn36+erqyllAw+EwiI6S3t5sNl3Yk+0e5vO53d7eOvWfgsIseGYjRzaOlIdMGj4pzvtaLbBKX8+OEJWgF46nxkdjqJ5TZhE+7Ha7roYyGo3s0aNHDocxotIzMrvPDbLwvVAoeBSlZ8vr1rjJRElmVKZjr1YPzVOld2f2ACdSWFrPmh4uKdLKixFt4BwlRMuc4mKx8P+LNq7zkJlJGIjQWq1WCy2F2P9O1z+fz206nYZWMowg9uUqzWIZDNt5pP3FWKbBqI5wHAt8GcEUi0Wr1Wqh1Yjg4+FwGOYblSo47sz78ZoZwfBZqaCeLWfU0iSXyznyQsHeFBZmxMkoimjN8+fP7cmTJ6FkYR+dvVKphMiNmpJmD5qvLIUYj8fhXdb4awz1XrXbbZ/XrVbro/f759rBbl6cFBSsZSNIQoASKdXkZVKWtN8UImJjulqt5i/ZfD4PCXLmBkiyuL6+Dl14WSOlc15cXITFm0oRPPabN2/ss88+M7P7DsuDwcDhybu7u0DtpsivPtNoNKzVavlEpBwRGwVynNrttr169cplZH73u9/5pjuZTMKGQ6KMJv5wOAxirZT16Xa7vtlwI9Z9k1TAjYGOBtUl+AJzU0vzHoSOT05OQl5Jc4ebAI91fX0dkuvD4TDATxrP0Wj0Ua0Q62O0OLVardD4kzBSml+g8jtVRjjfuQilpCYubhwLqozwPOyozbIKjQ0JG5oHi8XC77Pf74fzM9lP4gFhe0Kaepf4nssIjbVarVAyQjiO84hknclk4qorIkuRxq8FmvlVbp58fzVm7Mwso2PM3w8GgwBdUurp9PTUfve73/m1UB6KTvvd3V3YcGk65+npqR0fH7szSsV6Orx8Vlp/lJO/u7sL6xEJG9zMCWFzA6fc3Gw2C9fyKZbBhplllllmmR2cHWzkNRwOA82UuzxDdrJhWASaUlMZ/uq4R0dHTh4wu48UyM6jqoe8ocFgYCcnJw4rvX37NhTVkljCqKXf7ztUQdiNCh25XM7v58OHDzafz4OXy4hRHhHZSZeXlzaZTDxCYt8v6uCxe/TR0ZHVajWHFDlWFxcX4Zz6Dr0zecjyEE9PT+3rr782s3vPS2PIdum5XC4w5UivZXE4BVj1PEn6IBGDDEkSRlKmHQVexdKULp/ZfYRYLBZDAlqWQlwks5TLZT/Gy5cvQwsPkk7YNZtJbybx8/m8zwnCjmLZMWLd5yWTjaa/pWOvzwlyzuVynrTX89X4NJtNv9erqyufk4S8dAwKxvI5MOLle8mfNQ5mUQia1yztPI0J9fc0l81iwTL7yJnFrsLVatWfNYWNxVDU+UejUYgk9+n3iRyj3xO9MXtQYmFERMhbsCEjXr4/LEfRXPvP//xPe/Lkid83P0fxas59zR+RpKgIs9lsvI0KjeQOfU7XwOdD5mL6bP9aO9jNi72kzB5yDJSdobqDcGltTNVq1RcAVvtzAZxOp1ar1Xzyvnr1yr777jszu988yWzjIvro0SNn+P3hD39wiIgPi4uWNi9NXkF0ugfSWXVtt7e3ViwWQ8vy9CXUz6T6U/07pS4/ffrUr4fOwIcPH3xSPn36NGzGyh8RriIuL+kefafT6fgCTShLnzW7n+CpBJK+T8bm2dlZqB+pVquhNoh5D/Z+21eXpXugijt7LTFflc/nQwkG61lIt9bP/X7fOp2Ojz1hbpZ5pONB5h8XxLT/FiEyfp8QeLVa9fwc8w75fD70choOhyFfRxahrrnf73/EyNNYX11dBYkr5niYCyY8SHo+a4/S+0mNkmN6VsoncmNi+QHzT8wlEfIqlUoOM9dqNd+0Tk5OAlxL+aPV6qGpaFquwVo3GctpzCzUk45Go/AMuLZ1u91QSiDjvdERff/+faijo7IL54fqMc0eaPwSLm61WmH+6/d0wDebTdgMCbXTsWUHkFT546+1DDbMLLPMMsvs4OxgI6+Tk5NQ2ChPo1ar7W2boGhA3hWLCgmzkQiyXq/t7OzMoRN2FE2jAX1/PB7bTz/95Od59OiRt4Pv9/uh1baOJRajiBCEeFarlUdXbLUg09/oIbPmi8oIqqXSMbbbbRBeFWxJkdzNZhMirxcvXjgk2mg0POn95s0bjzCpo6f70/fb7XZIvBP61bUsFotQRM7kfqppxxoancssMhkbjYZHe81m0yOgm5sbv2Yzs/Pz89BxlrAUi9jJbm02m6EGbh8UIi+fyXF2Bybzj/VOxWLRoyXW6rBYls9QSiasnWNnWxZap3qZrNkiQWCfmHCpVArsRdaQEcoi5C6CA2vQ2JdKNp/P/bhiqbHwldApCRAseCakS1Yxoaxut/tRuxhdx93dnb+np6engdila2NNoSILqrgQBeGzIipCDUYymdkzS30INU4SbNZYU/eQChv6zHQ6DfdNdRemWKhSoveXdWt6r4hisC2M1hYKCuva2u12SCmwoP1T7GA3L6oPcPKn+QwWVvL/aXNATf5Op+MLpxhAWtTX67VDet99950/kE6n49+/urqy3W7n+YBWq+VFzjc3N4EeykLT9XodBEQpaqnrIUbOiW8WxVEpQ7OPIs0NndCrFsp2ux3UGFarlV9Pr9fzRafVatk333xjZvdw4ps3b8zsnpEnCIRsTY2hNmmy1Mig00tJiR5CtGkpg9n9Jk6IiOyvRqNhn3/+uZndv1RyRqQkws1Qz4QSXfy9WKEseWD+iJss2YYcgw8fPngOkcoO2+025DdZhC2FGDP7aEGXaVNhPo1Q0L7SAx2Pz4dzTHmuer0engE3iVqtFoRk6YRw4U7zWXyOhOBIe69UKkEIluNLhjDhQJaAENLc7XZ72aQSzyX8SriT81LOWr1e/0gBhs1COSeYl2JpCTec4+PjvWIGLAYXzMdjsyiYY6Of1RmDsng6dr1eD3OPUHT6num+ycqsVqtBQYVzXOxuXQ/7Bmo9/b9Bwv8by2DDzDLLLLPMDs4ONvJarVbu4VEQcrPZ7GWppfJQZMCUy+Xgoaa6cTpPvV736Ijet9mDd6UurrqGbrfrngYlXHQPumbaYDBwT6VWq4VzptIwlJgiXEoPl7VlhDvkqcsEoW2328B4JJEh9WQpu6TvXF1dBdHT8Xjs0Q7bja9WK4czWJAr5qSuM2WW6VrIKFR0xp5VhNpSEo7ZPUw4Ho8DE5K9zuStLpdL9zDVcXafFFChUPBjjUajULDJmiv1w9JYM/JjpJLeK+vBmJzX3JfHzGiMmnKylOlHvUgWHxOKZi1Y2nYklXQi+YPXyUiQNXos3tV4aQxWq1WAQff1gtpsNkHKin8jBE5yU3pvhJkJ/263Wx/fo6MjZ9oNBgN/x0ejkU0mkwDHU1+Vz4OMQK4TKftTVq/XHe5V5Lqv3QkZ14qM9RlCj81mM5Bb9tW6VqtV+/zzzwO7VGsYWx+xRVOxWAwtb/i3yWQS0hgUe/4UO9jNazgchqJYLhSc/IR3+DLVarVQ2CyjKkClUgkitWTKsWneYDAI+P1oNLLf/va3ZnavGSbTAza7f2E4wcm82e12oaCVGLeuVdAgoQIyyGRcNNX8jirbfEk1kQm5mUXISZ/Vv7rO09NT33ApNDyZTEJzTT6Ter3uG8RkMrHvv//exzDd0NnHTOehWoAo0uxVxmalbBjJpopmD6UJpD/3+32/TubCxCKk/h+hKC5U3Fi58BK+SjcOFrRSy4/K/GR1ESITS5O5YC5oXDjZi4uLOt8fFsuzYJqamBorGQu96agJfia8p2vgQsfygNlsFo5B2J+F72YWnk/aC07zgIXNLLnYbDaBUUcmIgVrOXfIcFT+TN/v9/thThD+psIIHQCKOpNpS9FjOXSEdam+I7u7uwvCwIT99Z6YRUd9MBiEOdXr9ULTWDm2qQNAp5YQ59HRkb+nb968CQobcljpQPwcO9jNiy/pdDrdG8UwCaoIipXzqZinvs+6GSY4Wf9hZsGDoLID63BKpZLjxWkkmNaFsMsq6zz0MqfSV4wA2EiRG08+/9DWQpXuemnv7u4CtZyCm6wT4wLC+y4UHpoqsgMvPXHlABV51Wo1p9quVit/HlycRbulOLDGkMYx1HcoZ0S1CtZyMQo5Pz+3f/7nfzaz+xdbYzgej31zYw6iWCyG83AeMhfFhYE1VPq/7q1Wq4VnyBIFeuCpSC6JR1Sg4HcYoTFHw2hP46g5znwNN1yq0kskmLR3RdqTycTHgISC5XIZaqFS6StuSszxpsoqcpbYuZilC3JgqNjB6E/fkbiw2b2zVS6XncjDRpPMIfK5873S9ZO8oM+xWSmbmIpMxnIB1ufpmhldqf5S6xNlsVJRXKp/MNdGyS/S8TU+urbhcBhKOFQSQ7V5Ch1r3Jlr03gSeeH6kzqof61lOa/MMssss8wOzg428qrX60Gkk622yU5iAz+zB2YiMea0Ip5YLynGhAN4nvV6HbxrKl9Q14v0fla0LxaLwPIizn53d+fRyfn5eWiJTvhpt9u5N1+tVvf23NL/6anvK7Qmo0l5OrW5YA6BuTAW/K5Wq+CJk66/3W6DWKs8ty+++CJQ2EmLZiFvu90O0Br1IMkSS/NS+0SLze5LGZTH2G63HuG9f//en/t0Og0F5dvtNuTq9HzY1oWwmHJzjGh0ry9fvtwrmKsoQRFXoVAIjC/Ck8yLpd4s8yVp8brGs1arBcFnllZQEYMirsr9aXz4rJhHYckFhV4JczEaYMNVzT3qJmoesJDe7AFWHo1GQWiAyAXfMbYa0VwVipDP570chO8Oc8TT6TSoRrBAfTKZBOagog6q5ehYRDXINGW+VqZ3mddEhIY6lDr/ycmJ9fv9AFkz10S6v8aWsLRZ1HQl83Y0GvmcbDQadnNz4xEw1xPOO+bMPrUlysFuXmrWZxYXW8I4zJ2kIpDT6TQs8Cm2rnNQOme73YYEJR8Oax+2222A6hRyP378OGyMVIRmaJ/mR5RToLTLdDoNCgx8MalYwAVD40Ma/T7KNPuEnZ2dhRdT59KxtfCzXmkymdjr16/N7B6e6XQ6AevXi5kK4XJToXNAeMXMwnMj5MYx4ObFvB9hpGq1aq1Wy6/t6uoqPB/WC2kO3NzcfJTH0PVwjEgf17VwA5Vzw/wGNz9BexSfZfNDwsdUDG80GnvrH2ezWcidaB5vt9sg2ZPWIRFK4jOYzWa+MaZkCVLlmQvms2duTZCvzslx0nH0fzprzLfw/Kz/W61WgWzDzS9dVPleaL5Uq9W9qvTMUam3H/PZFEfW3FHOmddKZR7OV+a1WEIjWSld2z5FCxK7VMPHejD286PjxPWDufFOpxN6r3Ee6X7U003HYA6NRDVeZ9r37K+1DDbMLLPMMsvs4OxgI68U6pM3wIJjepSClATxpN7Rvh45ZBqZRfZTt9vd24JbxY8sLCQkI6vVaoHdk4bzbFHO87AHERP8vAayzMiCUgsTihDLm2fB8Gq1cq/6+vraBV917LT9i8ZKz0CRpNl9xMAWIFQJmc/n7hXXajX3KOVp0kumJ6rP8V4ajUag5HJsKBBbLBb9Xl68eGGPHz8OLVoEIV1fXztUOpvNPPoVw0v3UCwW/V4J9zAaEGzIa6DHrO+QYKFO0KS0a3zn83mAddnOhDpyjEzz+XyYE2QLErbTOMoIHxFWIkRrFjXzWDxMOHG32wXlFI4HNSVJvmKkwc/xPSdFW0XojOo0voxESThRoTijT43H0dGRrxmdTsc/0+l0Qo8rRh2dTifAkyRSMIokpMn3L9Wx5DhxfSK0zoLwYvFBOFoMZ/a247usn6m8s9vtrNVq+f/TuaJIlFqi6tdGWJX0eLZuobrLp9jBbl5cKBhysy5L+SezhxdKixDrvLgpsL5Jiwlx5X2ikqzHmU6nQY2AITvlU05PT8NLSrag2YNSCAVmR6OR4+fCvjWRCoVCaDKpn1kSoAWRorBc3IhB65olfaX7TWvbuNDpWB8+fAjq6mm/KG1YaY5G9zYejz/KSeq8u90uwCbc8LmQU2Wk2Wz6/fT7fd9wnz9/bq1WyzcvCqIOh0PPQTBnoL/rGLyeVOg0hZL5N31nsVgEsWhuXqRm93o9X/gbjUbIiXAMOKZcuFlyQYaj6t7EruMzJUxHBQoxBVl3xudLKJdOh36n45GxqfEko1cbrj5HKJb1bFRgkZPA95NKGOyfxRrFyWQSniNFmbnwsxceWaZUjCfczA1rNpuF3Dvnjq5D48nednqGUpDZpxjC5pyEzJVbY4kNx4DvvH4vpiHXOjku3CTT+U7HgwosLGtgDWrGNswss8wyy+xvzg428mLylbUPFIQkTCBIJYUkzGK9gln01OgxVyqV8B15OoR+mHw2i3ANSSGFQiG0Prm8vAwKBixclRel1hoyQgoU+iXsMJ1OQ5RAj3ez2fh5eJ/FYtHPI7IDIy9qSrJuRcSU77//Pnixo9EoCHsqotntdt6tVeQJs3vvrtfrhZopPUey4bbbbRCbZQQ+m82CSgkFkSnSK1jTLNZ2sYCbz1efYw0MxY1ZN0d4lmNIkgVr0CqVSoCLSK5hFHR+fh6ega65Wq2GYmJCfun/yWxjhMT3ItUP5c+TycTv++7uzseUJI+06NrsgUBUr9fdM8/lch75ffPNN952SGOgcSSDrV6vB71JwpbVajUIwfK9o96eIPO05oq6hyRs9fv9j4qhdSxC22x7Px6Pg34g1wY+U+o2sk6MkaeKmpnKkLHjtLpW697IKmaklWpfylRzKk1WzsN2ux3msVAUPSu9p5VKxQUIyLwlEvU3CxuWy2Vf7FLxShknlCAZLkhUQEgfttn9JOj3+36elJH06tUrM7unVWsxEA5Mkc50wpjdMw81kT98+GCVSiUUPRI2I9tRD1ztvAWDdrtdv05CDix21c/MmzE/wfFg8WG6aFDNZN9Yszo/n89br9fzc9ZqtVDQreNSnUIvMic5z0WImJASFwBeMyEhssImk8lH/cn4fS1ubA5I8V+ZFmRuHITsJpPJR7JjOt54PPZ7I+tV8DcXUc5RQoX6jvrXsSEg81J0jrjhMd/B+xmNRj6vWZC+2+1sPB4HuJOwHZXkyfY9OTmx58+f+/PSfKW8W7vdDhsdmX9kGJo9bIjr9fojhnBaIqPv71Ms6fV6wUlMmcD7GpnSGSmVSqEAm47Y7e1tEB1OKevcmJj75MZMlf5isRgkpTR32ex0s3lowstj6rr5fDSn6vW63z87c+g7ssePH/s1X15e+rhrDrBUZJ9SCuXHPlVVPoMNM8sss8wyOzg72MiLsE7qadHLJuRA9lPaskJGyEDtHeTpUECUGojsi6PeQDrGbDb7qLeV2T1h49e//rWZmf37v/+7DQaDjySmzGJPpcVi4cWtqqvQsefzuXt7lGci+4wsI40bPVO2ohAMpHoj6iuykHaf0DFZiIPBICTKmVxnPdlgMAhCy51Ox9uQU4y00+n491kbp4Jpssn21QelAqRHR0fusabtW1hvxDlF7Um27CAbTmOiZ8PIi5FKWkNHJiWhsbTuTfM6Fdklo2+xWARmKOHrNJJNZYvM7uFAJv4ZGZNMQrIQCSMsfj4/P7dHjx75vGi3214jWK/XQy8pPjdCbYx29FldG99z1rRtNpsgHcVr45gTvWH0+OjRo3BORu08FuvgNptNYGbqWhhlk9hgFpEPRtUk50gkgUxKGZ9vtVr1ImsVupMEI7SGrFOeX8+AtYiaU6x1Y+G84HMiIfuYkMvlMjyrT7GD3bxYmGxmYVKwCJULJSE0QnvMYZBdqL5cfKiCUbhQER4RZV1/U/W9TJDMZDIJxceCb3StnMCkEWuBF/uM0BSVEQhF8aWgODAhpdlsFgRINXHb7XYoeiZmzfwX4R3mnqSKQBq+jPDGdDoNfdNYWEycnzAO8w5aPFhcyg2cz1TX8vjxYzs+PnZ6POGNtCiaOprtdtuPwbwQnxsp3tzQdGwd7+rqyl9mLTgaW127TGNFMV2pwOg8jUbD5wELoFNYl+rs+Xw+aAbq2ggvclNSjphQFJ1CFiI/ffrUzMw+//xzOz099WPXarUgKqvv3N7eBliajR25KfDecrncXvanWWQ85vOxrxQdBf6fzt90OvWFm3Mn1TaUkLLGmrlxwonUcCSjlVA94c1GoxFy+4RYzWJ+nqUy3OBKpZKPD/ut1Wq1UGJEljZp8AwUKpWKzwmupyqwV678/PzcHW3m8KjkQaf+59jBbl6sq8jlcmHgZcTIRWKgx0v8my8II7q/JA9DhXfRwc0sJO/T8zCP8tNPPwXaLyccNwLW/lDAdDabBfo0X2YKexYKhUCnJy7NRC4jJ1bea3Hj51jbwcp7jifxc76MrO1ifZEiDf08Ho/9/5eXl34/jArH43Fo+VEul/3lYW6Lm1KtVgudeinBRIcobXzIBYO1bqRMM7+ZOh8c65Sqrpe8VqsFQg6Vz7l5MD9Ioo3UIOQU0XGiU0fZp1arFRZiXjvlzPL5vI+7HDzmJBnV6/udTsebbp6cnNj5+bmP9fPnz4NyhM7D/LE2K0a9HFdeG8e60+mEvA4FhLl5ckHn8+E9kHY+m83C/GIJDZ2MWq3mczyfz4fyG5mOS4KPjA7Jq1evPnrfOO66zouLC597zWbT52cul7NWqxWicxnXglwu5wQLlS6ogWu/3/cGsldXV2E8SNsnSYP5NKqpECVLCUV/rWU5r8wyyyyzzA7ODjbyImw3n89D8ai8TRbXtttt1z0zi4KqZPow/6DWJDoPoYFC4aHx4NHRkXs6woTJKiJMR8UBeTO6rn3NLVkdr2vVd25vbwO9ljAMIyIqCVSr1cB+JJtsHwatdjNs5ULdRnqFzHnRq1I/K90X2ZzyULvdbvgMPd40Vyko6u7uzsddnrC8eUa8y+Uy6LkJKjk7OwvwlT6re+AzICzM6JxMPeYnCa/yuenYssViEYqzqbJAb55QNCOlVOew0+kERRXmYfh8FXW0Wq3Qk4xMVWo4mlmAkaj8ovFPx4CMQik26JmwL9t6vfZo8fb2NrA3OV7MGxKFoNKEomQ+O94D5wv7wjH/yxb24/E4oCCCVxnxKpqgZiep4URBEebl7wAAIABJREFUtH5IvYXzRccmYjSbzeyzzz7z76TF1PuY0GYPuoGNRsO63a6PL1Mp5Ac0Gg2H7RXtaqxYvC/9TN0P4finT58GVITF1TonrzPVXf1r7WA3Ly4uy+UyCIBqsoxGo5D/4iJqFjcCDSgr5SW6ys6wqQCm2cMEMbt/OJQj4qa0Wq3CC6PzqNZIkyKXyzm8mMvlwrEIQRKLVg2I7oG5FxJTmPvQ2Ol4nEwpPZ+wEq+B6tn6/Xa79Zdzs9l8lJsjCUELIOV+RLDQ8yWkWS6XvTas3W7bDz/84ONOY34wlUNK+yGRoKONjOKmpC6zzED3x01Fx2IjScGGhFhkmpc6D0ss2J2X5COWczBXMxwOQzlFuVz2a2O9EWGxFDKTOrieA/swyfh9jS8dNC7q7EzNcSTlu1Qq+TnpPKZkA6qh0EFU5wJ9JpfL+WLdarVCHpP5WtZp0fnSfej7hNx4zVrst9ut9ft9/z57eLHkYx9xaN856UxdX197PahyvBQKZt6eeWbNFSldUMldaxVz44TTdd0kY1ESStfMtVQydJw7OvZsNgtlFXznP8Uy2DCzzDLLLLODs4ONvMwseDSEW1icqh1fpAN5NWmxniylBJOpRs/J7MGDrtfrXnz5448/flRASs+N3rfgq1arZd1uN3iC9MDJguKxSLOmrh/p/oQgBFuSEkzSiKI9fkdQnMaK1fa8NnYoZkQl8U+dk8WPjCboRbZaLbu4uAgkC3rcVJpgOxNGgoRoC4VCiGp1DWJLUfdNx051I0lISLUWyRjbJ4SbQnP0eOv1eoDCSGDRNek7LIAmgYZUf7bJILGEArFmDxBgmsifzWY+p8gSJe1dLEBC5Ywa9Dk9E7P7Uoh37975nJ9MJk6zLpVK3l2b6jBiyjI6YZRM5jCjdPYXI0xFhZxU95HQ43w+94iTQrIkaTHSX61WQSmlXC6H95fwMSE/Rp9pBKY5pQ7UZg+QrD7LObXb7QK6QJUVIgqLxcLXqsFg4Mdut9s+J8bj8UdtYYjkkNjFa7u5uQmMYxZQcwzIdP0UO9jNixM2zcMwz8UQnIrmxeKD8jrZdKR/6ria1MyhcYMqFosOIRATN4t0Y8IzVG7v9XpBdHQymfikSGnmhH7MLCxOWhg4cbjhamMnbEhhT+L8wtLFImRehRArqdRp7YpMNFr+X6bzUBCWuQyzOMmXy6W9ffvWzO6fr+DiXC5n4/E45KZI/ddiwvoTCSWzsaTGnTVkvE8dh/+y3onwNe+TAq1U8+bzSTsNsKdSvV4PkBf70wkGknNGJiJzrLoHMvg0RqTUk3WnhYYLv+B4fY4wmaBps/t3gWPw6NEjv4bhcGgvX7707zAPm8LFrDXbJ/BaqVRCHodKOswFM6XAdaHRaIT6Nt5rmp7QuPX7fX82KqUgDEYBX9ZVEVLlHElhWJpKOTQHdA0cM92DjkWnhPJslUrF5zghXta96p45/8lQlrF0gOunWcx5NRoNd1ToWGf9vDLLLLPMMvubs4ONvKjl9/vf/953cSowUIlAkA4jCBlrqei9y1uhVhxhKXpn8trUgpv1PmxjntadmVkoVtY1EI5j/VbaBl2eLD23VqsVPCR689vtNmjHkaSheyBzihGDjkGyAqMw3Q+7qCq6IQxGr1divpvNxp+nvGpGXiSmSHmDNTCtVit0x04T2LoetquQF6hnxehzu90G0grVP3htrCNiEWzKEC0Wix/VSek6SRzS+Y+Pj8McIxyu/+s7ivpPT0+tUqn48yJcK3UGMwvdllUMrv+TVFQsPvRharVazo5VyxqqcuhnefVm98+aNWxkyo3H41CHtw+dUJ8uallqPKguQ9KMlD+oCblP3Jhju1wuAzTNSI5pAhYfVyqVUFtKogxJSdK1NIusW64ZMqryEDnhmsV1g4oy1MVMf8/eXMfHx36f79+/D6o6WoekIrOPpEXi0Xq9DkXjhBQnk0mIePVuD4fDUOz+KXawm9fR0VHAdanMTdquHppyNVxUucEwJ6OB1sRhvoV5KUo4abJ99tlnHymiU/qGhciy3W5nvV5vL1xDFQnCZ5K90f1w4f1L4pvaiCjvRGiA+UBeP0VH9VkdWxOwUqkEGEPnH41GNhwOXQqoWq06TEfolrkJUfAJC/HF1AK5Wq184e50OrZer10JezweO7xYLBad/cjneXx8bIvFImxSujcWeu5bMPY5Icxz8blrHpKlRRq/ziOBV7P7fB5LBPhMdF6N85MnT3wMzs/P/TydTsdev35tZveF3rxmLUyTycTG43HYDJnf4Dxljpm5R/aYInSaCi+z2JsyY+kmzfNRyJnXwq4SPI8cDTorGg/mtcjypHOl/3PcmVsjG1LH1btHRt6+HA9VV5Tr1NxjwT5LAgiPLpdLKxaLwWnYlwLg5iWYUNfAtU7XoWPpeei7FF7gWstnyqJtwpO07XbrJTEaHzPzd/fnWgYbZpZZZplldnB2sJEXSQBMpKozrD6j0F69vFgDQ+YPmW76zN3dXeixRI+OCWuzB+KEiv0UXaSCl0w4M/w2e/BIWN9D2EJtP2T0kkejkX+WdU2MDAT56XP9fj+w21jQyu+wWJUQExlS/H4qqUVIkYzA1WoVWo3Te6Z2HskgJOcMh0OPOnRNggULhYLXgOlZmN3PFbail+alxpNRO8/DQvVc7qFzNrs0s5iZtWka930SPSQkENZerVZB5ossWM4pQtTdbte63a5HuazP+/bbbwP8rDFQ1MBnRp1Q3Y+6DWvMWNvFmitGmGQBS/4sJePoWaV1Z/oMa+cIk5uZSxHx/TWLc5HkJT4TCVubPbRe4RxlFEOCwT7mMWFgfYdFyLo3ElgUfes5rNdrXw+ot8maOo0n0RtComRcs79hGjmRoUwBbkaI/4e9M2uSIzmutddelZW1NnrBMhgMjWMaymgcSk/6+foLFCVRlEjMDqCBrn1f+z60najPoxPXLgG91GX6CxrdVblERka4Hz9+PGamMsom0kA4n6K7FJGI9SUJnX6One3m9dNPPzlogEK07L+jl1cKA2TuUTCTWHbcqpzFeizQJXwmE+6bRR0m1MhNUlCRJhWvLabZajMW7JKlSccFmYWZolsz16DvXF9fO/VtnWe5XH5U/ZmTOq7CJwTBwm+qoXDcuAlMJhMHw/CzVIqQYr3Gdj6fOwq4FrrFYhEgConX6ufb29uA9cd0/yytO903afjMrbEYk6wwFiDH0DYXAD0b5v80bnQgZLvdzn755RczO+WRtCA+ffrUMRHJjmMDTjNz18bja2wIP3OzNzt1UtB9i2lHKCxNU2s2m077jtA4i2XJjDM7vQPc2BqNhnMG6BR2u93wTnG+00Fizy3ds44RixkwF6XnRuhYivTacFRKoM8RLs6CZ/U5CgXHjiHHQQ4a3yU6nNQzlaPDMeT6SNiR8Pl2uw2Q4PX1dcgz8zyNRiOsE3G/REKK7IjAnOyHDx/scyyHDXPLLbfccjs7O9vIiwQHs1NtEUkATJzKkyZDiEnirPYm8pCziup4HhZpqjBaHi9DdrJx4pCbjDb2V2KbD92T2Sn5zHA+K7RnQa2OR1IBoUZCC+xeS7mZWq3mos+YjWXmi331f90b75usQ3bmFXmDURBhMl3/crl09X0fPnwI414sFoMnTLi43++H6x8MBvb69evAohuPx448QbiKP7PfGmWoCA1ybg6HQwfrtNtt12dLXjKJNu1220UabDViZo6Eo/uczWbOY7+4uLAffvghPBv2MRPcqiJY/Y2yWPV6PUReiob1HRbsEmYiXEQihNrHU2aKJA+y4RhBqMOAmUc+WDhL8oaeNWW1ON9lfKcURRGmZnpA901JN35/tVq58S0Wi+49ZfEyiTaVSsWRnLJq7fheN5tNxyrkO0LmX6vVCsSlyWTyqI6O9VzUQyXyQ6koRmhs+9Pv98N3yK7Vd/QuDAYDV+zOd/Zz7Gw3r1j1gLksWblcdgtip9MJC5XZaSNgu/Xj8RheltVq5XBl6pwR9hBsoN9fXl6GB/P99987SFKTnwu8NhTmVThBKfipSSKmIaFLXTdzC71e7xE8EdP6zR6cAR2bzSPjXAXbhVNJgJtVu90OC6ruVRZToTU2ZHV1Oh378OGDUx/Q31g8ycJmHVuLw3A4dFAFoSPdp5h2zCuR2UkRV0JUlUrFNRtU3oDQXHyfhKzNTgvp4XBwmoVcYGNdPEJEzFVyw7q9vQ1zrNvt2r/927+Fe9VGZGZB0WI8HrtNs9vtunwrN0a+Y8wFqxzCzBx7k6IAyhPqfYy1BTW+SZK4hqJm2YoMZLUR8tOcppYm2b58JjGFnWU1HGu9C/1+P0CidKiUDuDGTCUP/fzkyZPw/fF4HDa92OL+ebpm9QbL0iOlAgsLlrWWML+u++z1eu75UMCbhcWNRiMzh1coFBzjk7k/bpac0+v12s3Dz7Gz3bxYBV8qlcKkmM/nYTEhPmvm1Z6JfxOjNjsNdrvddkne3W4XZGOWy6UTmKTCQJIkAdv/y1/+4s7PCE8vXJqmDgM/Ho8uYUsSgL4vpQjK1RCPp8o+CRI8Hl/szWbjEsEsPWC+JY44uclp3K+vr109D7/DxoOxKj0VIJgQV+2Ork3XMpvNgjOiBUib2Wg0cnk3YfYUtVWfr6zIllGPxk7/Ur2DzkW57Ps66futVsvVyklANx4PJtC1Oei8LAfhws2eZlrYtDis12tXVkChYeUblIvjPZBEoHIDLvasgdM4MtdBEgHrjSifxefIMYwlg/h8SFShQ8R7E72f480xYJNPypzRueC6QXRjsVi4Ok9eK3vGkfjDRrfMn8fvIqN2ojW6J7MT0qHzLpdLdw0kmZDYwveUThWRqeVy6UoHKKW32Wxc/Z6MOfxisRg6Sps9zPksZSLmxqkS8ymW57xyyy233HI7OzvbyIsqAYSV6CkRUxXNllgyvSuqS7A1NjXLiKVXq9Xg4VJrrlgsui7POreZhxdZgS4snBRh0o0phEn9Mt4D80dxziruiiwvip4T2XCEt9SCgYoQYhEVCgXXJVaRaK/Xc1FxtVp1VGpd22KxcLCjxoytwnVt7G+k63/79m2IhJvNphNbHQ6HTtWDHa71++l0aqPRyI21rocYPjvwSl+PLCsZIzieR8bnQNab5mSv1wudhxWt0vsl9T4rJ6N7kLGFD+HR2WzmNBh3u52LmsXMnE6n4fmOx2MXbSoXqv8T8pYxvxpfH9vMM/okAiBonmOcNUdZdC1FG0XgLAOgAgvFmpMkcVEVxZLZg4y5bcL+SZK4liK8B6YK1uu1Kwdh25xarRaeAcsiYvHrWq0WjkEWLFMn2+3WISI6t+6HeW6uEyqx0Jjp2haLRbiem5sb12KG/AIJmZs9FlTQ8/r5558zNUs/xc528zIzB2NoIsZQBVUwqHrAhX+324Xvm52S4cSbzR4mv+AWEheYRFXoLLyYjeB4zcyhCJbLyusQXonJF5Qj+lidC+V+mOzWWBHaYo5H31eylXkDQp/M/XCs4g1B3+EEV87J7ASd6p5ZL2RmjkhBsVl+ZrfbhVwOa07ifkTa/DabjdtAx+OxWzh1b1Sep5ST2cOc0GLAXAlffuWu5PhQNUFwi9lDrk9ECpGLCAmqXo3jxtyRIGvmophTZI5Jc1L0bS2cv/71r0Ozz++//z7A3nSI5NCQ2k0IkE4lZaNYX5emabhvwmyExZSHYcNF9lXjex5TwfU+t9vt8D4zR0ySR6wqr3Preki4yII6Y0cyJrBQkkrfSdPU1ut1SHeQtELIkPk81WzyPZPV6/Xw/dVq9UjSjYLkGk+q6rTb7TBmd3d3VqlUgpM6Ho/DPKLTMB6PnZIPn32xWHRSbCSnMdf4OZbDhrnllltuuZ2dnW3kxQRiXLVNeIVwIL0gkQL0fRkhRCUadS6ymPR3M9/9VfplavfQ6XRCNEA9N1bKi7hApg5JDYzwZDFLKW6nIe9ssVgET0vQIGnEZFWxhUisaadjU1y1UCg4NRP9/u7uzkVRhFtIu6dHR608suz0Nyat2WuM8B2ft86t4zEa0fOSADKhS0YqGkMSbXQ/Og8FgMnUI8Q8HA4d8SBWfpFdXFy4Z6DEua6N8FdWEbqiX0Vo4/HYqSGwQzgtTVP74osvzMzst7/9bSAbEWpkIb88bKo4MFrIik5YgqK/EfqU18+IVfAbyxI4viyqpWII2XWMLjinSY0Xg5ZU+SxIiwobugeNJ+cIo3vCuERBzDyBo1KpOGb0x5i/JCWRes/Cd46ZymGoN0ltT1Hq+Tyk/iGG4Ww2c++P7pPd04UWsUVR1rjFWq+fY2e7eXFSMIwmBMF6BWG9ZASRPs0+Tmy8GMvLsI5IiwSZS/f393Z3d+fqVqh8kSXOGtehxGrNMuY3BJlRvofQCxl5mqASiNX9EJIgzXUymTg4MJbIIfuRQsdcaLVhLpdLS5LECfDKmA8gVZeLsdlD7oVKE/qZuYVqtWppmobnyIWbz0fPTtd5PJ7UwAn7kVJMqjxZdbpuOkRUxtA8khIJYVkZBWJvbm7c3JtOp07xXtfT6XTcsyYrk7kY5ioajYbrQMDOAE+fPrVvvvnGzMyeP38eFsfxeJzJ8uT80j1w4ZORZSoojRA282NZ3Q10Lo21YCyNoRZh5bnMzNXcmXnnr9FoOJUSfVYMVG7Oes+5QbBEgg6Mclkca5YEyFqtVphfcrTYYJT5VgnZxhJhzIfxmdbrdcfoI1Vf46h747PX/Or1egHCFPNXTvfd3Z3blDQGrMmrVqu22WzCM6LKTtyoM+7W8amWw4a55ZZbbrmdnZ1t5EXCBAsGGVbH3iG7ItPrIcmDbSDIDjIzx2KSOKmZr8GR9yS9uTRNg1c4Ho8d5CXvrFKpOPFXVsQT5iNhQ8XDrO3QeSaTiatZIXzGCId6giyCjZmPhAQZLdFbJWGDMJ1qiBjFUJmBY6vvdzodm0wmDjphbQphYUW/7XbbSqVS+A6fXavVctGOapc0b8hE1HVOJhMHf7EmkEoPbEvDWiFCZt1u110PGXTH46m/WqvVcgxJFmHHZCO2olBNYLVateVyGeZVrNEnY1Rp9sAw/O1vfxvGVx7zdDoN4yZGns5JmJuwMJmyjHbv7x9aZmisu92uI7ronNSEVJTAaIe1UHy/Y+HXWPjX7GG+8/exSC6hab73ZJrq2kiIWCwWTgCb6xHrtyR6oHumWkVMdpBxviuSZVTJc+r7LH5WXRfvRz9vNhvXpTmuLVP0F6cRNA/1nuqchKZns1mYoxSPrlQqAQniHPwUO9vNazQaOdYKHzzFawnVkBJsdspVxfCGjC+ijIsyoQE9NE0uPiwWoVLtmi/c/f29g8C4QfCcvL64SFmThUWWy+UyNARM0zQwo3ReFh8rjOfGLDZbVvkBx4MbFtmJsYAwabMsMSCUpReBChv8G8sDtHm9fv3aWq2WK3rOWhzNzAnxjkajcG1Ubdnv924ecTEglHM4HJxDwpymjE6S/s/jyZh30fVrjpHRyvleKBQCq0vOjRYUdkFgzox06TRN7dWrV/bq1atwbEr+aB7EzSfJjmWJAfu6bbfbQLtX4S1hZjpvWSrwOgZzw/y9jPOdkJiuh2PIImE6daSgM8c6n8/DWFFGLr5/vpeE47kRUQ0lZuNROUPPRcfS71UOQpiYOVrdG6n+PKaulexnjc18Pg+Qd7FYtA8fPjiHgvlAzmPBq3pOLKcgV0DPjuthfG1/q+WwYW655ZZbbmdnZxt5zWazECn0+31XVEodPnqygufMfDjfarVcrU/sBWbplJHBw060glAoQXRzc2Nm3hthiK4oLkvnjMSS4/EY7lmCsEzm0qNhVKl7FiNIEVrMdqL0FPUPCc8Q3mS0RLiVRb0qzKaIKuvWCLORuEKBWHZ5jQWVySY1OyX1B4OB02Cjx6x7Jpyh8eHPPCcZiXx2ZuYgVUZurM/h/VELsFgsBo+XxbaKmuJjmHn4K9Z2JJuScB6fAYVnLy4u7He/+12IkGazmauDoyxWLIckOHuz2bgIgJ65fq+CXBYZ00sn5MyogzV6zWbTCRozItM52+32o3Ek5CwjyaPdbrt3IYZEdT08DyPuzWbj7oeRGGvDeM0iPuk58B2LYU/KvvE9ZbQ3n8/D3IsjV5I5KCNHeTbWX11dXdlgMAjX2u12HVRPpjcJJ9T5JKJBqarr6+swb/j7T7Gz3bwI5RC2UwGlmV9MNCGotk7WnIzQkRZxQlvUNiPsR3VmUktXq5UrmGRxaYxt6296GWSkw4rGLMoq8XBCiKzWp/oIoRNulrGKNMeDmpDE5onHU2eNObLD4eAo8XFujQKigjPSNHX5BeZuyK5joaoo/BoD5noOh0MYD+aIlB9lEamMmxc3c1GXmcPTOBIelYKCfs98Wqz6r9+32+1wP3SyOCb6vuYbm5Aqt6j5P5lMHHxFBqm+8/LlS/vqq6/cHCElP6u7geBqtpqP3zMzr7EnGFbjkySJE5VlwTHZpHyO7KPGnJPZaRNvtVruOfCdJ+QshXZdJ/O8uneNqe6HizbLTLRGaKzIgj0cDuFZ0gFR2QqFCeL3Tuen88rcHGH/w+EQYEjmDdngVqbNg8IAvM71eu2cEF2frptwYkzp5zwg1Ei92azc3qfY2W5ejUYjTGCKk7IOgR6QcGx6eMxVcIJkYcpmHrstl8tBiWAwGIS8kuShtPm0Wi33UnBBY7NCevSsZSoUCk5UU5vXbrezn376KVPVgmohsXIANwJGHZxgpOCaPUQz9ERlcd6Bah9sv1EsnpqCdrvdcH5S8nmdVDgxe3i+VAjQd9iMT9EV28ro/qhEQlFbJbNJgmH+iwQLmQShs8SFufA3m81wnWyRo/vW9VxfX4fIPFZmiJ0YeuDcVCjoXCwWg7oLN/O4PkkR6osXL6xYLIY8GUs4YiIGN1I6Tuv1OrPBYZxL5gLJTY7jzihBURPfTZJbWLdGZ4D5TdY8xWrt7C6ge9LxOAZ6/u12+1ErFbNTzo6kL+Yn6XSwwwTnckwnp8CtnDrJW/F91vdrtVpQZzkej/bjjz+6Z8Acp+zq6irc53Q6DdcsUWqSvjQ2lUrFNfGk40SEpNVqBaq92em94/PNUgr5WyzPeeWWW2655XZ2draRFwtkyUxjtESoQ/AZYSqG8DK2wpDqBKMNeaxk/tVqNcf0o84YlQUqlUoQkn3z5o1jT5EGTyp27AXKc221Wo4+bXaCCNjwzezksd/d3Tk6N5lMbGdg5jX8kiQJkYNgwHgMRN03M9fuXZBhlpdFwV7CWkmSOI9XY6dzsrhbn2k2m46uz7Yj9Jh5zcq16NgsOI6LaBXNCvZgcXdWDiIuL5CWnZlHB2JxVXr/pFIzEiRjs9/vBzhrOp06OJsFpSyGZgT/zTffODbmbDYL7WNGo5HLGTNP12w2M9VM2GaHrXWazaZNJhPHymW+llAjyy90v/ocVT00Ht1u1wljMzKJWaf6meUXipoIsVI5hrlkjS2ZnEphMC/ElAQFp5kbZG6O0Q2VVphPVLTG6DErL0woW2LeOkaSJGFc2aONfdh2u52DzbfbbVjfKLQQtzFiaxxGmcwb6v861ufY2W5ehCT2+1ODNBICJNuizzBfEy9AhOaoNNFsNh9NcjOfII1hikajETap1WrlGjPq98PhMGxEZl6lmjk4LqC6brOHCb7dbkM9GV8EUnrZIVXK4NxYqbKvicg6FU18qoZnQUQUnm02m2FBFVGGi4EmMvNs3IQlscXcGseaiyhV/rvdbnh2dEIIH5Oer82BeQdCcNqw6EwsFotHmyqJIcyDcNFst9thU6DRMRoOh67mjP29WGvGsSIMqvoxQYAaf/2Nz1AEDakkEEqW+PRgMHB5R8J3fGdqtVqAQSm3pevWM6AzSWdHi7KeASEuyr3xPYthNh2rXC67eUUnjmNA0WBJSmkMKA81n8/DXNa81HFZf8ZcEMlLLLepVqvOQV2v124N0OfYq5B5MjNzKhalUsk1oGUagOU1FPomLMx7oKQVf68xZa6Rc4IkrVLp1EeNzWQ5HpRTy2HD3HLLLbfc/u7sbCMvClZKg9DMJ+dJh5eQKD0ItsZmUaMsy/NjFTs9PFJOmZhW9b2OTYqyPJ3FYuEgAEaPZuaS3Lq35XLpGGjT6dTBNbG2mWyxWIRjp2nqoBkm93WfzWbTaQu22+1ACNjtdo5WHevK6fckFex2O9cjihEvI2HCaSw85zMirNbv9+1f/uVfQiT65s2b8DcWfZfLZXfNjFh534SyYjo9PfMY3iTzkFERWbBUQKDWZFxyQYo+50Sz2XzEJtO4kZo9GAyc+KwsTVN7+fJl+LlcLgcPfjKZBEHW7XYbkAISIUaj0SMYiJEPPXPeT4yEUDmG0StRFMK/2+3WaSMyImGBcUwzJ4wal7SYnbT72AInizVHBRRBpzrHdDp132fERw1E/m6/3weGINmLbIVDRRwxEhV5HY++o3VW6YIiXL5netaXl5fhHiaTiSNKsZUMlWx4rGaz6TQ+zU7vSqvVciVLJNTo/WMvwE+xs928yPKq1WpuIyOmqhdBopaEDTVZSJfebrduoM1OtFnls8weU8Y5QWu1Wpgg3HAo05IkSVgYyM7TsVmRzoWSLLNer2cvXrwwM7P/+q//Ct8nJEK8WRACoRzCfsSgCb9tNpvwYpRKp75D3W43HGs4HIbxoDCpRFv1/9vbWyeNpMleKBScmK/GS2Oq8aXyBaGnUqlkvV4vjDsXSkJzcZ6RYs0cg2Kx6Jih3KBI5+ZGTYaW5pvOGatpk02me2DOQA6Zri1JEpezIkVZ3+90Oo5eTrWKRqMRvlOr1YKKPPN8Zg+LmFhi3FTohMXnZV0UqdDMERHai/9GmJqlKrHjRcdSklsaN43TZrNxuT46B2w4qXdP17JcLsPfYkeBHRE4V7TBUE3dzNPe43ujc7Pf78NGRIUMStepnlPX2W63w3vCDg2cU/x9rO6y3++d2LNr/g4OAAAgAElEQVRSGre3t+F+rq+vrVwuByeG73mcy9J4SCya7wOfPUW7Cb1+juWwYW655ZZbbmdn/19EXoQaYt04spOY8CVMR4+Qx1I7BUZVhJ/kOUyn08DGm8/nrgVIXOjH2hAlzXe7nRPt1LlkhBN1vPl8bs+fPw8e9HA4DEKa7HNFEVjVQZEEQDgvq9ZN3jf/H7dw0XnkfS8Wi0c6fKz+JwEmS/ex0Wg4KJhJb0I/jGbExCRphYWeMrafXy6XDhaS167xyOrUq+tmdCMYhGyy+FkTWiOk0mw2HZmFRlIRa5QorEtGn5htgqKo9UiYrdvtOlUPEpHW63UgbMS1SzGLj7APPXvq98U1WhJlTZLEMYH5zpG4QHYsIxcyBxllCzrVMyGsStieotTSL2TkpXslc5DQXowaENUhbMk1iMSUSqVig8EgHIOweKPRyBTfVURHxqYiN64zscZgzEAlg1THZrpF16tn1e12w9pC7UuSY2q1mi0WCwc1EkZliiau4/xUO9vNi4w6qsIvFgtHHyWMxBeYE5GLRJxvYt6Mk4LUWjL6YgFbFopyQTYzpwTCxWG1WjncnxsMF5lyuRwWqlevXoVJN5vNHFTBVuxcDGq1miu6llEFXmNNKFb3Q4iKlPPtdhsWtl6v54qJZ7OZm/Aa636/H14QfVaQKHMyLC4lpGL2AJ0S7uRLqmfVbrfds6ZaxXg8/mgeRdesnBIp9YReqbQS0/gJP7GHGNvRsxcX1TOKxaITHaZah0wLKO9BzydJkvCM2+12mHuaU4KP3r9/7wq/uXnKpDjCZ0pHg0zVWPJLhbRPnjxxkCbZhvq+GMVUdyFrlIoyzBc1m83goNHZ0nXoGcSbCt9d0uYpDcZNmmIGnAfz+fwRA1nn1HxVaQrXFjrG+j5z1OonRlakxo0sQMKWZHjq2PrOZDJxzGOWjKzX60yVETqiZCVuNhubz+fO4aOqBq9HRofwUyyHDXPLLbfccjs7O9vIq9vtuiR+Vi1IvV4PEZES3kxWsqaGkQdrhygfRGirXC67zq6yVqtl//iP/2j/8R//YWbmanvoRbIoOE1TS9PU1VkJUmRERhaSiBTX19dm9tABl0WS/ByLh0lKYOGp+m7p3ggrLRaLMCZseUGYjDUfhFSkOaixVmsMnYd1VRT1ZD3L/f19kN+ix8uo8ng82l//+lfnGdND1HiQIKGaIrIvWWvH6JUQVbF4amdBmaRCoeB042QaFzJARWAhCYHPShE/yTWE2Sh7xmOw+Je/n8/nYTy/+OIL1/6CTLPJZOLGgKQEjYe6a1OeSVar1RzMR3Si3W4HKIp1Y7VaLURhrJdSpEW0IoskQoKCWIBMCVCOTEboV2xYRrOsx9J4xu2U4k7OYuSpyNfMszxLpVJgwyo65NrC+ic9A0GnvHc9K0qtkcFKgoRYr+xDyEJiGqXaSE5hbVYsAsGolIQv1sTxGZRKpcBWJtT5KXa2m1eSJA4v1sCR7cSFbjgcOoyek4KFr1yENSGoLk4Yhy8ZewaZnWigsVjl7e2tmdkjBt/NzU1gebGfEIt1udms12sbjUZh8+r3++F6KIBKXFv3TZFbGandZFwWCgVrNpvhJSS1nOyiGHYkzMBFmXAknQGqTpDqa+ZzaFycCekcj0e7u7tzCzzxfMKeMfWYmoycR1oA6/W6U3Ch0olUzHUNfP5yRmazmXW7XecUcb7xnNzoyFiMISKObyzcyoVGudjxeBzO3+/3H5UhSDWFBfV81swRqXEhmZ5ZTDnCzeVy2ZrNZti86LiQecjck2BYagOSwSlj7lPCxCwB0T3xXWau0MznqVi4HitxED5mPp0KGXGRMTcVOi0xRK15yGtjgbDWNhZHExZmfpJOIRm6LAeR7mj8DJTrJASYJRQeF41zvWXen/Ag7+fvdvO6vb11JIC4xYiZ95iliKEJws+zZox1IcodURRWxu9zs9ntdvb69WuXa+PLJ++PuZ80Td1iN5/Pw+IYy1Xxwc9ms7Dh/epXvwr038FgECK+uB4mSZJwDdPpNHiTnJzM52lhYq0axVbpFTJyY40Ho9dqtfooMWz2sOHy+/v9PtwbGwIy18IFQBsUxWvpyXLR03NMksSKRd+KhUZBVuaIFouFo50z+tTnLi8vXYSqazR7yANqU0nTNHxOEY3ZKUrWd0gk4vNhrY02lLdv35rZQ/2S5tFmswmSUFSNkHOl+5nP55kqIVyc5WVzXlJtg3RyWaPRsK+++soJFDNXSEcwlmOinFkWcUjHNzs1MpURlWk2m67TNgkWJI2YmSvb0HvFiGY2mzlUh7k63js3CDZvVATEhpzMjbGsQhu+FHGIODFfys2C9XS6Do0vc2g6VrvddjlVs9N6R2kx5slZBqBoU3OMHddZm0Yi0+duXnnOK7fccsstt7Ozs428GOZSs0wwlz5D+jVbhczncwd5Keqh9y1mmbz2TqcTaMRk9FDVYLPZ2Gg0cj1vKK5KeIOebLPZDN7JdDp1IpmMLmS73c7evXsXPMQvvvgieE4XFxcOklTrlh9//PGRoKi8n3a7ncnKEhxAb4uQCLXNdM7dbhfG+p/+6Z9suVzad999Z2a+BxchFbIDCfXqeIygdW1xsXA8PrxOKqPEOor0UvkdeuL0+JknI9THeUBIU7k5Ha/X69mXX34ZnlWW3qaibNLtScOXzefzcD+KyFRcOp/PAxx4f38f2JubzSb8fr/f23Q6dS3bmesjREWYj+8W87KM9GPI7MWLFy46YITG8dR3lCuJo1Gzh8iH8LGOpTHj/I0ZjxoPfoc0es6lj+kkck6KTs95xVyXjIXEinhjNRpdj4zHjaMotnLiezWfzx3tn/cWX7c+1+12w/qzWq1c70GOx/39fYg4qUQieFWRJZnAfP/EmNTvP8fOdvPiRsRFhy82k/Yx/ZuLC5O1rINotVpWKpXCi878VZx7IW13MpmEh0iKc1z/ocmmRV99ncwsQD9UCWGSXDkZbaa//PJLSITGUIPoye/evbPFYuEWEB270WiEeyDMpsVEE40L7H6/d7/XtbB54+9//3u7vLwMhAsdU98hbk7lDBFFdD/Mx/FFpAKElPZ1bM4JQsxUiN9sNq7TNPOg+pmJ6XL5odMvc3WEfyl5pJdUm5cWIfb3SpLE1b3o3uQ06FqZgyDEtF6v3TMgTKW6Pv38888/m9kDxKzNqlB4aBipZ8fOw2w4Sdo83wGdl1R3buC6z6+//toRnJhPo1oNyTXqYs66PtK3ScRg/onH4PXM53NHvqC0knKzujbmvUnS0nFVi6hzsJMEiSos3YmV6/U7GeFfOtEU9uXnGo2GW2f4/vEd4brHDTzuF6d1zsxLYcU1W1l56nK5bI1Gw6kT0RFknlzXxgaZn2I5bJhbbrnlltvZ2dlGXoQ0WBRI/b/j8ejCarMTHZTMoVqtFkgMJHnEVF0ytuilEw6Q50fyAYtlabymSqXieoXJK1ksFo4RRGijXC6HqOHt27fhfur1ekgy//DDD/anP/3JzE5ahmQEkQjBNgrypFutlmtzQRZebGT0yeT5UdCU7E0m6nUO0bJJouH4MtIgu5DRbLl86lJLEVgqbDBpb+YJJLPZzLW5p5IH4cFyuRzKGnq9XqDQkwUo6JiF5zJCOnHRNfUMyRIjZZtRoOjWiuBfvnzp5o6gSl6/yErs0cY5Rm08Rhpk6K5WKwfVZxEUnj596iKSuPsxnynLPMzMwVQan1ar5eao7kef5bWS9s6okZAdiSqMbHmsRqPhUhUqqj8cDq4Eg3OcpCaSTAj96b7ZFVnG56HPEYrVeQjjtlott+YQ3eh2uy5Fou8IudD5KUBQr9cDEcPMQtTO9fDq6uqR+g1LDxh9EoL/HDvbzWs4HAZceTgcutCek5Kwy3g8dkKYWfUOfLFVB0T2DUNmfV9Qkn6/Wq0C7Meak1j4Vr/v9XpuI7m8vAwvKdtzc5MV600WV/RzYxZkp2vT+HDh47VlQUTMU2mSr1YrtwiyFEHnGI/H9ssvv4R7o6AqqbUSDdZ1kVbMsWYOkpi98iasYbu6ugrn0fiUy+UwbsVi0bE8t9ttcAYo7kpBZdGTdd+tVivkFJ8/f+42KJ1Tz4zXxlodGTds5XfILGMuifAxYTrmS168eBE2091uZ99++234PtU+uFDps/oc85jMI9ExjH9mzky/V/mGzsP8FYWxeT9SDOGGTrUNir3qPI1GwzFICdXFyjlUUGFpBuvbBIeZeUYfN6XD4eBYdLEDQGeR65SOY/bwnsiB6HQ6bg0j85cQK/PXhKlJu5cYMY+nz1GJh9esAIC1jTw2FYO0nrbb7aDgo2dCGFQ/L5fLcFxtgp9qOWyYW2655Zbb2dnZRl7UHyPbkDBQvV53bU/MzCXeZUxIMgHfaDSc4gDhBBa+MjTfbDZOs288HjtvhFCjziOlCkYnbHmhRDtZbvL8CNUpalAbEjOfeF0sFi7CWq1WmQWPhPN0nazZYAEkQ38WU+rzb9++dVEmPd7lchnOQ4KEmIvyeBuNRoBoCPdQD07QHCErRotZEbNgNuoJan4wKiWbLtahLJfLgcXHYmbqYK7Xa8fmZAKb5AJGJiSj6HhksFGZIa6XIVKg6DNO1HNOjkajEH0yCpPQr8ad7xvry0ho4b3xMxIS4HMgbEixWUZUVLvgfFdXcH1OsFalUnFEgpg1KtPn9DNhTL6/h8MhrB1Uh9H46BmwVpTEDrZHoiJMtVp1aQSmCuIiZ0Z4bL/CXmesAyR0W6vVbDgcujqruKZTY0B4lpETob7BYBDOSfhaEW4s1s37078svP8cO9vNixXcLB4cj8cOUyX2S5UASkXFRZbMMzQaDbfosIqdsEdMV5YR76UCOYv9JJDJnl76zs3NTZj8d3d3rmCTGPNwOAwwW5qm4WWmEkCz2XyE+xOG4cLLl5SLDgVeCZWwYJiNOkejkcPwuWiYmWN56vzVatWJtVYqFdeQU79njyjBTVxgybTjS0XaP0VDCUlqHMw8a1VOS1bOi8KkMZ5PyOlwOITNuNfrZRZ3mz2GnwjxyDi2KqugQDPze6LQE5rT77Pkt4rFooNeY7iXDDRuEPqZyjdk5pp5pROWgxBmk7IKIUXS3pnfZI6L7MfYoWDulJvver3O/BsXWJ6HMDdLHeJnQsiN5RvqEEGYmGU0nCvMF9OBpqSU7tvMw8+SLOPnCM/zWpl35POczWaug4bOr0am+lnPTOeVkbXKOZnlVPwtlsOGueWWW265nZ2ddeSVlXAlHMfwW/2y9J2YCEFTpNNut63ZbDrSAhO2hAnoiStiM/NwGCNBevPv3r2zy8tLx7KigK/qtwhNSPCWniCFUgmBkBRAHToylyhFRPhNf2f/KZIkYhFV/cyke6VSCZHGfD53MAqNJIJGoxEIIK1Wy7FBCRsy8iKBpVgsOuaZzhUXXBLyJQxZKJz6Yo1GI5ekZo0QIeuYvajv12o1x+Bk7Q/nRNw1mwXVcVE7SUCMRFkrRpiKiX7CvYvFwkHjZK3xmbKli2BYjreuk9qim83GkWMItzKiIpxOMonGjuKzNJ5Tc0okBsLrWbA/CQmKcPm5LN1TkUHM/LPW+8loI+s+C4WC0wg1MweRMrJlBC5ERTJpWVEZ5yH1MvX7uDWUzq3fE05cr9ehK7fGQ+/iYDAI19zv9x0KQNk0zg2uw1wbtEZ+qp3t5mV2gn/IduIEI4SigkdCevyZbcMJKzHUZ76H6hSEBvVg1CTyp59+cjh3FryyXq9tPB7bq1ev3P/NHl4sTfiLiwuHv8e5DurtaYK32+3wOeXw2N5expeMBZjH49Hq9brrj8ScRlbRNtla9XrdFSlzY+fnisViOK5gXOH0l5eXTjiWLCiZNlJCmllMrHK5HCDV1WrlFu5YUYPjROckSRKnaK5FtVKpuOJ5OVHtdtvpwPHamUviAiblDqp0EGLlNXPclb/R3/R9Fgiv12tXmM2NVcfR/bCbwJs3b8zs1BeOfyPUqOsktKgGmLo/KptwHhKmFwxMhfis92e/3zuRABbIkk5OZ4diz1LYkMUbGdcZ3fNyuXT3SaEDs8fs3fg6VapD3UVCe7HorX7PnmBm5hw8wt9MY1ATdbvdhneZBe1k/qmoX3On3++H+cN37urqKmioLpdLm81mTlWD40mHSOf/WMnN/6ud7eb1MU80VhPnpkK18l6v58R06fFyssaKHRSoZO0TJ7Ikd+LvcEFlvZE2DlGu7+7u7H/+53/C57gxMxnPhnylUinIKTWbTZeLUuRVq9Ws0WiEzzH3xI09TrSmaZop38OXns3wuEioRox1QDw+k+aKVPR/qqDLGXj//n3wFrmJcKHUuMmoKkLFBZ2HOQnmMZhb0GLChV+mZ6BNSt/nOUjc4RiMRqOQMzMzt4AxiuEYMmJmvkmOiqJUerZECjR+Zqd8jxYdKkWkaRoWLUYzIktxvEnyYGSs3/f7fdfGJK7xiyMSjQGjv16v5xRzmFsjwYlRJscqbjTLvBAjSb5zjNqJNDA3zhops5PqvsblYyQGWtztgdEVafWl0qnVCKMe5m6pdKEIM6sNUZqmbpOkM8D5v9vt7M9//rOZPbx/2nx+/PHHgKiUSqVHAtq8N3Zn5th8juU5r9xyyy233M7OzjbyYvjKkD1NU8dCYvsNivnq/7KsHjPH49HG47Hz0GSNRsPBM4w6WEBMqvq7d+8+yijabDb2n//5n2bm8w4UomV+pNls2sXFhaPHxy25dSzBZBItzqL0Mir8mFadrpXtRXROesj0/NSinXlDtq8gtEfVgXq9HiKxNE2digUp9TKVB+g8vV4vRCosZmbeUpAbxWsJOetzhOIWi4VNp9Nw7OVyGRoMdjqd4IHHxdD0wDnW0+k0PB9CgK1Wy+ntbTabEDF/LPIipVnGIvIs9uVqtXLqEmST3tzchGcwnU7duyMlGV031V14bulqdrvdR0iIPHiyZmliWPJeZXGrIJkiQl6bxmQ+nzthXM0JQZUxS9DMQ/BkO6Zp+ijtwFwf37EsoWK9e8zZ6lkzaomFijebjVsDYuhS9ykTjKr7IdJwfX3t6PCk99PYuJfpCp5H4xzDhWYPz41tZbh2f46d7eZFeI/wCOEjkjdUAc5FmZON9M04eU0KN2tyiN0yQcukJF+Y/f4ktMrNK94k4zwGJzVhTKoUsAxAUJDZY9UF5lXil4ybJCGdeNw4QYmz6/ukJyv5zfwCnQYSKZj/KhaLYVFn3RuPxXykatF0jKdPn7omk6RLc6Gl/BZzHe1228HCmlP6Djdj4f6//vWvHfRKKjlfWP6fm1qcdOf8jZXG+bOuWZswa6u0+cSNNjWet7e3Tqlhv9+H77RaLQfHazxVn8d8nIxSXrVazUGivG72b2Nyn04L6egat6zeeKwJXC6XDjaM1WI0nswhqm6NuW72YmM9Wpzb1tgwL6rP6m9ZAuAiZcVlNfqb3rdY3cXsREtnk1iqlMQ1qOyETiczSZJwLL5/hULBZrOZq9tkHR8/p2OJ+MQNi99X6oJrE/PDn2I5bJhbbrnlltvZ2dlGXnEilPAXqcfs1cQkJAkGlUrFMbn0GUF2pJaSes+KdkKIFLmlVxqTHahJxyJhsxOLqNPpBI9sMBgEj1kRBFUcWCTJSElWLpdtPB67aEcmZRB9X7bdbt39kM1JujH11FhsK6YfoUsmnBl1MDJgkjlWXWDSP6YA696m02kQqG02my6hLi90v9+7Pm+EZdVlWb8nCShJEhfZ6jskETHibTabNh6PXYmCxo1Fo/V63XnfJAVtNhvHutO1UTtzuVyGXkz6DpECMsGoVEEWHfXqeOxGo+HOz8iSUDIJSvV63Z4/f+7GnXRwMdzI6CM0p2J3nofRG5VaiACQiCTY2uxhXureCHGJHMPjkqwQpyj0fRIPYnarzkkYlaQoQXkk8XyMSUkWMIk77XbbXQMZqLFSDNctXZNIYfEYlEolS5LEQYUytpZi6xZF3Gzvw9ZDfE81ToRHP8XOdvNimH44HMLCSaUKPgDVG9H0HdF4zbwqwHa7dRXhrFfgYsLW8lKaoKo0qd2k6nLDJDSmWiIzs9/97nfhev7whz84ph2NMji8T25EWqi5gMjixoNaWCg6rP9rkrN1erFYDAtgXIPHvkNJkgTaPPsHxdfKvluEeFutVvg+FxaVK5Blpp5mrVbL3r9/H8aa10/FezY43O/3jg3KvGcs28SaIG6E+tyTJ09stVoFhQsuSNVqNTz3m5ubzPpAjQGhV83XYrHoxISpsE4InOowhNX0fChV9vvf/z5cm75DEWblqJh71PPudDrhWK1WK+Q69F5oXnF86PiQRah5lLVhUQJtuVy6Z8prYz8rqrjc39+HTZ5wta6VcFicB9d1kq3MNAA/z3Kd8XjsNnn23SIERyeZED5zsPpOlgwWS1AuLi4CrGnmIVpuSsfj8VEOi5C1jtdoNALzV+ujjst73W634Z1fr9cBWu/1epmlOp9iOWyYW2655Zbb2dnZRl5MZNJLLxaLwYNgXYdgMSZlWbei78fsovl8HiIPRluMQOgdUmDU7CGiYWI6Lgw2OxXusvWCEt1ffvll8Bb//d//3RE+mHgn5MQk8HK5dAXGTCATgqMnS1hKAsCMcnnfWdAaoTD9noQWKiZQX46dhzm+GiMzn2Sez+fuWsgYY50Yk+5U3lDUo/lCL53ecwybUgevXC679uusqeM4s6hdY6TrFvGAhb8aQwoPx/qKGkN+hvVY9OYZcbIly263c/Biv98PxfKLxSJ056WJJUfGIvuqKaKJCQ4fPnxw9WBkqsakIrOTfiijEP2NsC7FXvUZ/Z9khbjoW9GrGHlMQxCCJ9lHP/d6vfCZ5XLp1g3eG+cKyVKC3LgeZEHOrOvS8+QY6m+r1coRQ6i8E0N9MkLeZOTq9yz01rVdX18HvcvBYOC6zNdqNSeWnKWnyCiOkd6n2NluXhcXFy7vIIhoMBiEhxBT4YntEweO8xOcOHG+gzg5jZguBXgpfklKPWEHwicyfe7HH390zCnmjvb7vYO5yBwi04ctuEWXl+k6ycQinZWT0Ow0SXW9WkC4+ZH5JGFSwXbcWPlSMB8QK2iUSqVw371ez25vb8O1MH/Gl4fqASzUpuK42H3M5ciU69NYE87jps/nmKapc6IoNUX4mBDPdrsNDsh2uw1Oi5iULHqm1BPniq5NuUbBiGTBkmLNzYtKEhpf5tO0efGcOiZhKsJ+nHucE1RXYH7S7PT+xLlgOmXskcZctBwsjS0XfH1Px9baQDhcm6zuh7JcpMDzfWPxsOYa1xCWKJCtzDlNR1swIsfKzAuQCwbWeYbD4SOVGY1bTLfXMZhKIRzO88f9v+h4DQaDULKhY8jUh0/XqjlVrVbD+8cSJclqfarlsGFuueWWW25nZ2cbeU0mk+CBtFot1/2VSUzJl4hpmKVTSI97Pp8/iq4o8CrPulA4tSQX7GDmi3DNfE0Nw+e45svMgsdMnb/Xr1+7ejSyCCldw+MwKdtoNByLkRGJWEVmPulNeRtBexpTEkUYxdDjpter+jF9jx4eWUi6Bn2nWCw6rUayyXSfLJgULEZ4Us/k6uoqRH6TycQV9ZKRqrHXNdBLj7UIGZ3reNTuY/RbLBadtqCei8ZXsOHd3Z2D2diBlp6+mTn4i4xCESTM/LMiS5Rwk5L7ur80TcM5CTGRtRdDweVyOUBwJIY0m81wzpjRxwiLckhk7anOkvAkWXwajywGrI7Bd2S/3zuxWTJ3+Uwp1aRno2vm/bD+cjKZZIoos76OURPJEvobCTkkPOlnsZ8JbbPomVEtZZrEgNaxszQ7mSqQYDUheEKkbONChiUFxbfbrXsXhCisVqv/NXmos928VqtVZk6E/bSoui6Ygaw1atppoSJEps2O0AqhLb1w7NkjNhqLO8mq46TWZvXs2TPrdDoOFyaDTBM9Vk8gI46q3zqvme+5JZqsJhIXLcJS7E/WbrcdxEoGGqv6uehx4xBMoEWVeYu7uztHGeeLsN/vAzzR6/Uy4aKY7WhmbkEjnKfxIHNSDEst8ix6JiRKqENwj543nz03OUJkcpw41loUmSsZjUbBoVFOhCK5MqpLFAoFl8MjS6xQKIQx5LF4bWma2mg0Csd78uRJ2Gjn87nL4+j6W62WczxiKrQ+d3NzE57H4XBwwsmx2jpLWJhfZZ6ZOU12A2COSzp6ZPhlQYjxs+Z7TtiN6iox+5MbBxf1crnsrpMQLdcPzgneW5x/I3v0Y/qdcb5XP08mE9tsNuE8q9XKqchkMTmlUkRomk6/xppF5HI2mfPXeJBhzLX271aYl94Jk5VcWFh/wpoiM08Np8JGqVQKCwu9UzPfmVn/N3tIYtJTqtfrYUEk/Tqm8OozL1++tG+//db+9V//1czMJbZZ6b5arYKHK4VqetNUCtexOYm08Mrrp8JG/LKwip+KEowout2u89KZA5HFShFmFijjrHNhMl25QSaTmb/M8ua14WUp29dqtZATvb29fUS31oYhtXR9h4QLzjXmDZMkCccmSYTXVqvVbDweu9odjhtr0xgxEBHg5sO6JkYDEkel98s5wchWpIztdmvz+dzlLhkd0NlijpYL7/F4dOLEymWwzY/um3RvRrbssKBNRPfGZ8zPKV/L6FO0fx2buVidV+PB8/AZk8DC58i8sP6mZ0MEhJsP83Ts/i4ShebReDx2mwq7JVPujuUhJFLFm7GOWy4/tD3hxsi1Ttc2HA7du0hCHNGF+/v7sBlT+qpSqThkiJHkeDwOc6/Varl5+DmW57xyyy233HI7OzvbyCvWEWPuRTs64QOxv7jby/NiexL2u5JHSTydzB8x4MjqUtTF4lli4YQgFUWJ0URWIMN0wiO6tkaj4TxWep/02CleK9FVQTzEsukhr9dr19iS0VvsPbOQkQ3wdP1xI0Z6uIQgmFdTNCIPbTabOcw+SxBZpmujqsZ8PnfqH4T8eCBBCMYAACAASURBVG3SLdRzY5SsMRUTjdGAijbVM04/KzLQGMubHgwGmaxX0sI1jxkBkJkm9ha/I8q4rpUNVxnJUhFGRuFWGSnX0o7UGBCCpwKKFEjMHiJzXb9yqtR0ZD6PDFDm1mKhX6qrUKOPRli1Xq+7+R7nj/QZwoPT6dSxF3lvLIZmkTbzR4RBmXPm/FBukNHsx6jyjHD5zvA9Z4qEJUKCsnle5hr1+1hHUwiSjsGi7Sx0QUgBGeCkylOc4e9eYYNKGuv12r3kfIixQrIWEIqRqs+VmU/QCvclXEOFDYa/nITEv81OUk8vXrywv/71r2b2kN/Qcd+/f2/b7TbkJ4hDX11duYWSUCZp8LFUC8N5JqyZAGbSOyZckMTA8VEyV2PAxYX5GpmUTXjd3FS0sBC60stH/FzH7vV64TvFYtH1uCLtnc7Bd999514ykk9Yi7RYLNwGTLUMQii1Ws2prnDzIh0+Vje5vr42swfoUuOxXC6dMoo2Ty38WdAla324cWisCfFyQdbnCI8KzlQetN/vO8eQECIVR+gIkkRAWjQ3XF03iQrMCxH65HkIT5K0QjkzLvCCq7IcD5WX6HlwTlIlp9FouPpJnYclIKvVyhGzSEpiPZjUSHS/fLdZe0eiy3K5dDlWfV/vMjdNji2dbDbnjEt0ZISYeX7lzOhcc63VfR4OJ8FerRGE+vnOaazYjPZzCRs5bJhbbrnlltvZ2dlGXoQU4vBbRs91tVo9YggRLuJ3ZIJnxJRZr9euXxMZVjqG4JkYyjB7iLbkxbGQcTweO6+OZAMWFfL3arWSpVlGqIMFimSMmXmvlB4v2XBkYWmsdAwmzUlXZq8jJZKZaJdnzrIEkgNEvtB9i6mm4xF6FTNOSWGNw3K5DAW2hJEYRem6OR46z2QyCcK+jETi59rtdh+1kNcYkhBA5Qk+E3qv9Xo9XPP19bVjitIzpr7iarVy52eEtt1uw3hMJpMQYXY6HXv79m34PanupLeTGML3QpAd2aW6116vZy9fvgzXwuJuCUObPUYKiHgw0tJxzDwUxWfKshcxXSn0SySAxcccQ94fGY+ES8mW1DPRv7HmJXUkSeaI2bGabzE5hj27dM3VatXBk2T78nlsNpsQeUlhhGzcrKLvVqvlCCtxmQSjPCIiVJohLDsajcJ1c91JksSpcHyOne3mRfVqNmU7Ho/uYVOA1OwEVVBlnAyYOPdUKBTCojOfzx08oYUhSRInv0K4hnDcYrEIiy3rTLQpKYdWKp2Uvb/99lv7wx/+EM5PhhYhovl8nikFZGYuT8DFycwck0kWK3RQRoZ/I85O2IJ5R8FyZLORLqznw8VVrE6ND9lSUjAxe3juhKG4SXJBp+hxo9FwTkOr1QpzgYzAGLbUS65705z4h3/4B9doj00qdW/qDKAx7Ha7YRFX00mNB++HbDLV0cTPipCZ8lB0Lqi2wfFQW/fZbGa9Xi9syuv1OsDXqpHUvbEEhdA081wvXrwI0DwhfM1V5oyzGMKkaEuUlgus3s3FYuE2Ajo0hO1rtZpjHGdBnVLxoCwVITzKuOk7zO8IYiNdPytHq3HUsSg7xjwVpZoqlYor7+CzZJ5ZeTtdP/NnXBPjPDfPGUvf0WmgMxDnucwe3p1er+fyqqx/1PNN0zSwjeN89d9qOWyYW2655Zbb2dnZRl4M86nVx3ojFdianbwJKhgwaiFLRsZCUP2NBAl5GcvlMkBhjUbDJULJ6KGnRTHRUqnkCAZJktg333xjZg+e7H//93+bme9QTM1FGdUHGG0RXmHlPJmQcV0TE9MkKHA8GOkw+uTzUe0TI1uds9/vZxYvChISJMmaOJ1Xx44FR7PqztrtdmjJQOaVomKNR7fbdVAGI1l6pazt+s1vfuMiSTK0ZIo6SCTinGA0onFaLBah4FbHJjFD52TRt76nsYqT/YxGqFrR6XScLiZVaUjO4XnI9qNSS6FQcPVXMsHHWfOfsBKhp5iUxIJuwqOxjiUjPEYaZAsTdhSEz/lLzUySGqi+E7OaWVwtWy6Xoe6NijSKFhlNZxEhqNBRq9Ws2Ww6NSFGv4Qi2eaHRcp8z6j4MZ/Pw3U2m03bbDYhLcKOz6w31PiaWWj5o0ifHeRF8NGzYnH759jZbl79fv8Ry8rMFxianTYgYdxZCzylb1arlXu45fJJNZyLerfbdTi7YKB2u+0YVsViMWxKZNpQIUTFghR71WT5+eefQz6AuR/l83QNXCzJ+uFCJzkX0t65AJDBpgVdLw+VwmVkWRKiJbQgGjGfFTcv3dt3330Xxr3RaFiSJO4l1YstyEHXL+g2Ljd48+ZNKMTVC6xnFRcpMw+p59hoNFzuhWUVzWbTvvzySzN7gEGy5hTPSYfD7AFGZOcDyozpfhaLhWNs7ff7cJ2dTsfdD/vKvXv3zgmesnhXc6/T6ThFdzNz1Htd72q1cgtYrIBCJ0aQd7PZDJsXqe1SdyFbkHkU5gpZJiJxXpnugRsB58F8Pne0c12fxpr0fOZHKTjNcpDNZhOeQUw550bGDVPXZ+Yp9Zx7Yu3q2IVCwb2XpJYT2ovXNq4HzN/y3g+HQ3jPmGuncky9Xg8OjCBzPXselxAvNygFB1onCPcyB399fR3e4byfV2655ZZbbn93draRFxOULEYmPMN27aqRiGuQzDy8QtZOXMRKpg4ZTmSCJUlijUYjeDpx5EV4Rl6+xER1vMlkYn/605/MzCfdWduiv2UVl1ISZzKZBM9J3p3GpNFoOBYf658o9rpYLIJH1e12XSGvjs16OBZ26/4IEZC08uLFCzN7qGfTd548eeLq8ObzuWvjQPIHiTpmJwh5t9u5ViOUxJLF0E0sx8Sf2Xr94uLCvv76azN73NaFLK+47kbn6fV6ge3Hejr2qNL3dQ/9ft8hBUz0U5qMRs+c9WyMftvttlWr1fBMmLjn+8OoVnNfx7i8vAzPkREzW5DEjL7j8ehakhCeJPGBz5goApmYlHpT1EQWHqFTEmCovxnXx2W1ClF0auaZh4owCR/LCHXyOgVXk02qc7JrNcdM7yjXI8qmaa6wk7m0LvlMsgqTWdelKJndullHS/iZJC1quFJP9Pnz5+H3t7e3ru70c+xsN6/D4dQKvd1uZ0KIV1dXTvmZSscUnyXNPN78OKli2jjzDlxQOeEajUZ4Kfr9/qOJre9Te+54PLXkJustrq4nDZcFsuxHRJhPCxAr6anCrgXs5ubGfvrpp/C91WoVjsNNKF44+WIyB5IkiYO52PROC0K323UvLJuAjsfj0ACPOTyNr87farXCfS+Xy8Cao3guTXkczQkqUsQQLZmtv//978NiTdiPiw4XwNVq5TazuByDRqZesVgMThA3i/F4nKkGrnEkO470elmhUAhlAHJuNK8IoxaLxUDdJxtPLELNo8vLy/B8CMdRC1SOINVA2PuMG29cYMzNh5A+F0E2K6WDQ9Fes1PnBm4qKoRm2QkZoDr2fD4Pv48ZuVxDWNisAmgz76hIRSPOC5r57hH7/T7AsEmSWKfTcU4RNx9es6xarTrnIC55YM5Mn1GTV71b4/HY5Tez5q82b0LyzKfzHlkG9Dl2tptXuVy2p0+fmtnDgsLNS5OEtF2plP/8889m5jeZ2WwWvp+mqZP/j5WctRgQByZdeTweO2mim5ub8MKYnRb/xWLh5KXu7+8dhZTim/Tc4siPniSjEJ2n0+k8osaynkwvdrfbDff0/v17186AVGRueCRfMDdIkV3V5jDRTokd2VdffWWvX782s9PCxheYixs3KH2m0+m4CCJN06Aasd/vXcTFvAf/z0ako9EobEqs0Xr58qU9e/bMed1cAEhT50teKpXCPODCz9wPc6p3d3dujpFCTjFe3avOT+UXKsxst1vXluVXv/pV+EwstZZFFqBJTUHR56tXrxwhQGNDpYdGo+EUJuLaJ3rwsUQV6eV8F7hBsV6RdZ90LNnqh3NCjgrzN4wuKI0kp7LVarl3j5tZLIEm48KvPFksoxbfMx1UkiNkbDWkuRMLXvf7fTcvswgstVotzM/JZOI2H94D89xxbSnVb1TKo+OxFIPCwJ9jec4rt9xyyy23s7Ozjbza7bZr26Gfe71eiGAuLi6Cx6xQXJ7BcDh0ERGLEsluMvNFgdRTYz5BXtdgMHAtDcxOkM1kMnF6ecSu2e6E10Nqqlrd61r0O5m8Gxa+0iPUGDBKpSadKNIxrl4ulwN00Wq1XCEuGWj0Inn9seIHc1n6zrNnz4JHeXt7azc3Nw4SlffXbred0ClFj1+8eBGYdkmSOKFURpKaH8rFKcIh9EKopNfrhUjl22+/taurKxetUJGCuRvChGSDkpnGXCc9e+WoNH87nY4TrM0aT+UdqS+n6yRrjtT2Fy9e2HK5dLAhkQeyFQWVVioVu76+dnkuRpk6Nj1z3Sfp3JpT7XbbzVe9V/V63RUJM/pmaQkje+abdV6WabDQmrkfnVvjE0c7Og+ZoXx3eN3MTfP3zGkql65nQjFgwn7UJtU7pjnPlkbUfWT7J0WbbBZKBqiMOXzlv8ii1XkoNByrnKgdjc5DOF73RPUSRnSfYme7eVWr1fCiE6qgYOZutwuY/WKxsNls5pL4erkoREvVZFF7eWxuWIQTOXEIGwyHQ5eUpfAqw+ZCoRDyP6TtUmGaDfj0wmbV8VCeigohw+HQQUm8BoqBUpJGY6truLu7CzVO1WrVESGIi7PPEPOGXPRJ7DgejyEPI2FTXTdr8phYJ5X86urKbSpMLFPA9/r6OsybOHezWq3s2bNn4Zx6Vi9fvrR//ud/DueJpZ+4WTDvEOcbZev1OkB4pNRTzkzPUdBntVp1ZQFZSh6CvvhMdezpdBqe+2q1coLGVJTQGOtzer5PnjxxCzqfAzdQllxQdUJwMWnnvDaqOfC9OB6Pwcmkg0RiCAlKqh8jDZvOGxXN47pE1kbSSWWNU9zMlP+yJEXjxg1T16D7J9TOd9nMb9SaK3IsWAdHp4ObL98RnS8eX8nfmT2sj4RKY6KJns/FxYVTXqGwsI6p+9Saen9/72oPtQbH3cX/Vsthw9xyyy233M7OzjbyIjttuVzaL7/8YmZm7969C95Io9EI3sNqtXICk2xhcDgcHIQRQ3Ok7rLwlIlyEjG2222ALgiJUJUgVstQJ1KzB69FnrGgEzPfnVS0WXqphBKzFAvUvp1QEinGZF+SJktx4NVq5bqiUjeOJA2KAVN5grqH9/f3Ydw7nU6A/JQM17VR642svUajEb4vOIKqDVlsUKqCaHwp0Pyb3/zGzMy+/vprB5VKv1AeMpmEjMLohbMAlaorHAMWrsZ9wsg6YykCC47pMR+PR5tMJsFr1/WbeSFaFvhqrsXIgc6j6Jdiy5qrMfNU98oiWEJH7HPHyI1RBs8vRRySOchU1TsS08k1FmYPz1vvKYUACCXrHlkKkAUBEm7lHCDTNr4ezj1CdoJR+S6w3IOlKrKYkp+mqaPEZ4mTa0w1Xygm0Gw2Hwnr6toIxTKKZdE0xXzVBVzPlGsAoUKyOj838jrbzcvstFj3+/1QYzCdTh+pUpudXgotvDHNXA+u3W6HhVatufWSxHVW+hwftFh/Onaj0QgPiS8PJVwksKnFmxsrpXM4kaU8QMiKEjl84VnrRpUAbmRkARYKhbD5Ho8PLcV1PcvlMsA4hIt0T/qXTLlyuRxeGMIucR8nssLI8tL9mT0syDoGoV+9VBREljG3SWWT+B6SJHHlF4Q6uMhww2EfKNK/mXfQfQiuvLi4cDWKMuaIKD1k5ksECL9RNJkLdjxu7XY70NnJbFNPNqqOkz1J5RoyS6nOwL+Znd4LLrTKr+r/pJ2TPcl6tBiKIvR6OBzce0oIkZs7N1lCsrEQbTyPmefmuOu4HBtBr1R1Z3qCzhavn0xibh7NZvP/SbQ27tbA62efLTNzsk0UzOU6RVYyNyw6hVmpC10/6zkpnMyx5Rz43JxXDhvmlltuueV2dna2kRdDa0Y69BwJB5bLZefpxAK8FGEls401TowOSHxguMwusmYP3rwgp8lk4mos4gJjKn5kaZsR+hGpgzVCDM2pqiGPP01Tdwy2bqD6SLPZDAW+qkEjM4twp8aA8Cg7TrfbbafeQX3J9Xrt9NTiGiB6dfTomGhn8plJa0I/uiazE3wcn1P3Q2YY61EYrVL7jgWxMYtQP4/HY9e7jIQaMrno4Ur7ToQjMlHJKGRxqa6D0Jru+/r62hFgeCxdo77DvzPyY4FxHBkTUeA9EJKlyC6hLNZcsahfnyHDj8QOvduz2eyRIgb765Gty/pJHSvWkaS2JyEv1r0xWotrujivYhIP0Ra+Jzw/0Zq7uzvXM4/kifV67aI/GYUaVFtHIgWJO2TkMrqKIWHNV8K61HFVFEbYmx3P2dZG9a2EVz/Fznbz4iZVLpdDi/XZbBZeXsI7wuKZk8jayDjZVcBJWjKVyomVU2iVUB37dFGwl2yey8tLS5IkTJA410ElbLKteO1UQIjHRhtEvV53zeAIUzWbzbAAEZbS9wSHUX2Agp/dbtepelA2SjRaGeGtj0l0ceEjnZyLNX8v5havmxtm3IRTxvwAFxqy+CqVSrjParUa8H0z39qdTf+Y0xSlmTCVxvPi4sLNHcK4ZMvW6/XwNzJiyewU5EYIW9Zut50oLN+L+L5lpE/rezonBVpj+Ji5OTo6sbRX1uJFqv5isXjEouW16NhcnAVFZ8meUQGCOS/lhfme6TuVSsXNNzonLAqmRJzGSP/yXaZqCx3l8Xjs5KnYv07n0btEdimdbqrlaPNuNBqOCcxc4/F4dPBmLCVGqJyQMRVD2PWATndc3M65EzMUP9Vy2DC33HLLLbezs7ONvMzMheZMpOr38/nceV2xXh2/w4JHsn5i74Z1IvQm9H1BmFkkDeoPEvZM09Tm87krdhX8SJiL0lW6fzKp2GWZsjE6bqfTsUql4iAAelS8b/3+3bt3tt1uQ21H7P1mCfYyqSsYh3VfLCilt0stNMpY7fendiBJkjgJGjJGYxhFnqNarJg9wBa6NsEr9NL5rMikVOSVJImDaKnfR+99t9uFJLm8UnnDHN9+v2/fffddGE/WJLEWisemXBZ1GyW8TCFbQp9sVcKaIKIQpVLJ3Q+jNcKRGn99R8YIl0iFWscQhiQcp3nE6LPT6bjojEKy+/0+PBP1jNOxCN+SbRtHiGzPwvtidB+vGWTKcRzW67VjjWalMSaTiXvHSGSiTiHhRUo9KT3B2q0sRIHr1Gq1cgXzhMCTJAnvbKx5SBiRNVtMl5BlqYiKkG8sAabnwcj8c+xsN68ff/wxDO5sNgsDcX9/HxZahrUSYeVDZZisCczBNfMvZgxz8ftUomcxY7vdDrBhr9dzhZ0U3KzX647G//LlSzMze/v2rYOSNAmk5pA1KajETVV8XTM19rgZc6HRZB8Oh061gDi5WJJmvhV7rOnHxUVNFnUPMuo06jqzmFCxXh4308FgEIqMuTCo6Fnf/9gLFrdi5+difUjmwLIUQ9hIUvdDpqo+RzHhUqnkoDCWHyyXy7ABsxEqz6/8psaV0Ct19QitxgLOpFxz4SeMKmYqaeNZiiGVyqmFvQrk9X+qd5C1xndPzzBr06ZTxvda5QpkL/KZUAGFOVV2WOAcIexo5vt00YEgzMb3aj6fO+eCkBlV+zkP6YQ1m80w7mIKCnJOksTND27MXOfk1OhzWbBd7HDSUVb5j+6VajVsMsm+iHJazR7WE3YQyGKDf4qd7eY1HA5dUpa5D3kT7KJKGRX+a+ZrlA6Hg1Mf4N8ou7RcLl0DPh0/TVM7HA4hcnr27FmYvMxbHA4He/PmTTh/q9VyeHFMb9e9McEa4+laTNI0dcKxrKe5vz+1kkiSxE1k/czapV6vZ1999ZX9+c9/NjO/qO/3+5Dof/36tSOJ6DMUhtVzyFLpr1ar4XkqsiKezgVMLzrlbTQHtMn2+323gcfUYf0cL5yMbGVx/Ri9cV7PbDZzSgYcWxEwdF8cQ8230WjkulyzGSSp0Cw3YH5Gz5Y5vVhUVffA6Io5o9hbjokA+n2apk7lg0oRzOExx0wnRAQqHVcLKVUw4usnahBHE6zfYn1buVx2zTk599jpwOy0JrAMgPmeuD4uRlHoHJDcQpIXI9xSqeTWBs1XRnjxhqDSFbOHTYXvWVako3FilMg8F50wbvhJkjgFf+bd9H2qqWiuMmpWNH15eekchf+tzSvPeeWWW2655XZ2draRVwzt0bMmDswWBIwuCKkcDifBXUY3i8XCeTOE5tR+Qt/hOdM0DZEXWV4qYDbzKgnKQbAok3kuedqHw6lvkHBtFhbT+6TOmjzmWOCUkZuiTLMHL0requAQVvXrvol5L5dL12iTz4dtP2KGEXNWbFHBHA2j4U6n43KQ7969c+dhREFvUeclI1CsvSzPmL3KCDsKPiPDjwXFujZGmNISZISkiDVuuUH4mXkUwjCr1coVRsvECtW4sZD2Yz2VWIag4zEa5vzX3BWbj8otjCg4VqTNk/VGT5/XwHmoonONIxt/MiVApq7GkWUXuh4iApwr9XrdvetEJ+KCdo0B4btisehKIRhNM+9XKBQe6aYy2qMQgMZmNBq5+cG5yO/onswe5jg1T/kdoj9kGxMN6HQ6VigU3PHiddQsu5ddFqpCRKHVarkI83PsbDcv5kRYL0FsngulNh4tGlwsKXPCzU8QBjcfYtEkKEhAVclbYtFUF2eSWiZqvDa8Wq32qJuszq/vDQaDkBeRsZNprJRtdlJhZ50HN10u/LJGo2E///xzmKSE2Tip2bGZm4ByMqSTM7dFeSr9rDwB84vsFcZ8BDcbYvA6pq4h7gKscWddE3No3CwWi0W4f+XwmMTn5qXzLxYLpwTCZx8/lywpr1Kp5DbWyWQSYBjmDXR/en50xJh/Yn0c85txroISanRaCEW2222n6BLT5AnN03GKy1OovsHNhptkLM+UlefabrcBwtd1U5JN72lcjqH6S8G6pIbL+B06A3zvdAySW9g0NgvyJWHLzKviEKrkuKs3n47BPB1JY4Qd9Qx5bVQZYndtlvKwce9ms3G9xvj+cD1jHpLQq9Q3dP86blaD2L/Fctgwt9xyyy23s7OzjbwKhYJTgVCYToFbM08fped7PB6dB0CVBHqBhMDoiTYajfB9wiabzcYVsS4WCwdvkAkmeEfQQJYmXa1WCxFZmqYONtzv95lJVUIvGhMds9PpuI7Juh4m0GezWbi3fr/vKL7FYjFEADHbUF2qLy4uQqmAIjXdWwyzkWFJerI+q+dANqj+Ph6PnaoIVRdIF2ZkTm+RDDyNm7xPUYzNfFdkQVdMyBMKo5HBx2iNhI/j8ei8cRI0DodD+D8VKbrdrivKjVEDtm/XfGXvpRjeoXIE34tYxUa/VwdrlhgwEs1KxIvRy7Y/jIwJ61KnkCQaFQPrbyTk8L3iPOAYpGnqCCQyjYcigUajkRkZxwXwMcJDkhV7mmmd4jojXVJ266ZGJYucOY8Y0bAYmxAioVKhRyy6JgElSzDgeDzaeDx272OWvipJSKL3K/rr9/tuTSQD9X9L2/BsNy9WepNdZOblcbg4tdvt8PLc3t5+tGkfoaP7+3uXc+IEzlq0VHtEORZCMnxwrJcYj8duA9Z1Mw/C+iBRfbWZTSYTtzCwVxLzI6VSydGXed2s8OekJqW3Xq87eIK1TJTi0r1Q/knfITyjc9Lp0GZDbJw5TcKGhBZJcWbeY7VaubGO2WWEn3QewmyUH1Mdle5P35Nxk9b4Sk2C8k0ca9a7kClLmIwwWyyhFKtjcFElCzfesPRZljnwHrjY00SV54bFPlVZrDnKnelvPCfzX6yHWy6XzmHT5548eeLazJMqz55msdSVriduYb/dbsP7w/ISriFMB3Cxl+mZUCyZ48n7NPMwNeu3+C5yzRFjk6UzdE74jsSsRm1shNpjmTAyaLnuFIvFj7Jouakx5cL8JIMJSqPlbMPccsstt9z+7uxsIy963SQEMMQlZMe6EDPfG4uwEqM4MYWY9OY5yVojtEBPRyKmZt7jNTP3eyamWUB5cXHhQnMWIhMKMrMQDcxmM8eEYlHhYrFwfcMYnSgCWC6XgcV3PB7t/fv3jvDAhD7Hk/VXgg3J4IqNkYGOoc/u93vnHdPLZaI3JkHoOt++fesEQFkTpuc+m82sWCw6D1NjMBwOHfSp487nc8cApSfLxDiLRgWPEiYj01UREwk5Im/Q4xWEeHNz4xhsTMbP53MXYWWxH1kTqMiNnjo9ZpKFGKEyIiFRhgLT+iyfE9UiWD8pIwoSQ+n6nc5JcoC+M5vNrFKphGe/WCzCsxsMBuH8q9XKqaEwqjseT9qcjLAY/TJS0edYsxXXkGlsGFkzitI96Tx61oRxpbbBVAjnEZ815+RkMgnPm7qJLC7nmhPfN1MntVotrJH7/T4cl4X2ZieSkn4WoY0kHnZk/hQ7281rMBg8Ks40e3hwbJ2uF0TwmV5GDuLxeAzFraQAq4hXxyADx8wc+0smiSFNvm63G1hNLJrmRtjpdFyOpVKpuAnG3lrM3eh8+j9p83pJGo1GOFalUrHlcumow8TW2dNM9zSdTl0Oj0WOaZq63ByLxgeDgZk9wDutVstRj7lh8X5iqCWL9aZ7MvNSTzq3YMz3798Huj+hDm6yVLfQeTQ2zK2R2SoojRstHSTCgYR7CHcyP6k5ZOZhYUGqHCvNqdls5nIqOm6SJG4jORwO7h0hnEgJqdVq5dQySM0mLVvPXbJkhJkIrbHgme8YHb5areYEBFi8z42UjLgYZsyC1mq1mrVaLSfXxp5vfMd0P5vNxokvS6lEx5YT0263nZOq61wulyHnqmtjLpj5dP1+Nps5lR2NqSyLMarPURCZMDUZhoTm+f5wvhJG5furPKG+w1x9sVgMjgFLIUqlklNN4TrZarUCJEtnkQo7n2I5bJhbbrnlltvZ2dlGJkbxXgAAIABJREFUXoQ0YkFV7ei1Ws1p2pEUwQJMRhbH49GF9jFLjJAGmW7sTcRk536/d52Hs2AC9Q1jOM6CYv08Ho+dsGmlUgnXys60JAAQelGRJIkhrOUgI0je5nA4tMFg4Iqu6XHT26TnqHtut9uusyz1A0mwoDacngPvQ2NTr9dDtMI2EvJCNT6UuOJ1EhpRPRDZpYTgdH4RBzSGhIJ43RQXZpQgAow85rjmi4QEGSV8NL5xfZrum9+jsQ8T2WwaX/2eBAfCdNRJ7Pf7rsaKsBsjjRhuIrTO85NQE5MqyLpL09QJxJKoQl1OwtPz+dwxETVfms1mQASKxaJDEHa7XaiTJKvxYzqnOobOz3QFC+QZTbOGTtJKjJxYFMx3Ni4Qps4g3z+SP/guJUniJO8oMUfoVfOda46ujbVyFCPgdVKaLE1T9y6xzutziRqys928WDhK3L9YLNrt7a2ZeUrxfn9qeGdmjkVoZi6nE7f3pmWJ0na7XRdi88Um/s/cGqm2i8XCCd4S4qGeGnM6umcWFpNBRiYYoQ4VKusYL168CMfmRs/7fPXqlYNBBKlwgWcr+FhTslqtOiX4LAiRY63fZwn9mp3wdSqb8Jo1HsxzMfdCeJOwMBmgpDUzF6YcJlmWWZRfbjar1crNNTpYotHrZ8Fdu90uQEu6H43D3d2d3dzcmJkvltdnmKMh9ErhWOa8qMAQF3nrO6SSq1CcuUI2COVzoyJFvV53TqKOR8o3TXOKkK2MG+FsNnMLMjc50vA19rpGQppxro5sW+pyyoki5VzvW5wz0hiwJIcbDHNWZPgyn8ii791u59QzKIDAov64VCbeZDjWsaqNzs+xZu5Zxzd7eA/l1Jo9ODuEyvlukq2sMYwLvf9WO9vNi61CiN1OJpPw4N+8eRPyTcLvNXk/fPjgqsvpdWnQ1VCQUZ2M3h7rgCRyqgcc0/gpGxNLz8T5F5mOpfyE2SmHQJw7S5aH+S/VuhGnZv0Sa0bYXiVOWmtiDwYDN+GZMNYL9uHDBxcdcFKzISEjlePx6FrEtNtt13yT+Q1d83w+d54oafyUZoo3CEbth8PBRSqMnmWKDJjX0TNutVqZXqWedZbSCp2lQqEQIt7NZmNJkmQqnXO+9ft9t+lzg6AaCQkksQPB6JFlGvyZOTzliDjnZawXjJ0OnpcqHxR0vb+/d/ne+Xzu2hXxnKyZokNiZq7+MWs8sqj6ejdJNqDzpzHRtWneDIdDF63R8WHuh7k9RlwcHzNzpTa6B332yZMn4Zi73S5cMx0FRubaVD9GCmI+nw0wWYd3f38fzsM1h46fCCtEf7LUhPQ3My+s/SmW57xyyy233HI7OzvbyIuMNopN0qut1WoholK4HBdLmnmvkgWkyl1R/JL5DWoJymNWOxJ5G/S8CP0wfGfOxezBg6eGGqndOq7aS+j/9NIJNZKNdjg8CPsqGo318bIghHq9brVazY0Xi2UZ1cVFjvp5v9/b1dVVGAMehwXlFAamUCjbSlAtgOKhOj+90g8fPoTxZGsWXYMiJubJSJ+mYgJ1LFk8zPvm/KLKgT7H+6aOI58Pz8/oZj6fh3ul8kUsEkyPOfas+bzZN4xRPtsLEb4imiAFCh3j/v7UDoTlAkQTyuWyzedz9z5wDJnXivNkZLTKhHDoOLGSCCF5aiXqOTLHKwSC90CEREgDC7B1fRp3vvMaL7MHJIhNVmO0hkXcjPyEGsRCyaPRKLNQmqgMy2NUVE/kgUxKFtuz0DxWbmH0SthPKZrdbheUV8z8Osx3aTweP2qT9Kl2tpsXYTe+gEy6Ey8WNMIXjkZFDNa2MKcRwwGEr/QdwTisfyB0yE2AEAiVFpgwpSIFNz/h/FwMKEbKhYH1OUr66v+6nu321OSRCtmtVstubm5c7oWbF/NkzN1wPEka4UZEnJ85lW63+4iEwPqeuPOtfk8ZKuY4Y7hG11mtVh/R1vU31l+xdIAEAI1HrCKisfmYKC3zrZw75XLZ7u7uzMzsj3/8o3tWhKViYkw8l1lvpDm12+3CnGw2m67GhgobhNkIQfK87XbbwfbMFfH7FBqOu/5+jMZP5Q5t3qSNs8yD189cWpyjJLQuE1HF7NRdQHOHzVPX67V7PhxjHffJkydOLYM1dcr56vrZ94wkDY1R1riRuLRarRxZR+8lpdbYz0/n4cZGB4spBBrrwZjPZm7t7u7OOY/1ej3MEZaapGnqynV0LDn8n2o5bJhbbrnlltvZ2dlGXmTNkammKnQzD4EI6qGHKY+G3jy9q8Vi8UiTTh4RCQWz2Syc/8svv7TD4RCOzWipWDy13yC0R7KDmdcp2+/3wfNLkuQRY1L3Q+ZdsVjM9LJ1HhZqM/Kh8gYTys1m0y4vL83sAQZhFKVjzWazTCaZmIeCeK+urpzSA4uLCU0Q+ul2u86TFlzb6/UCvCICje6VLDW1T9d39LNEYMkMI2zHliaEKtfrdYjKeG1MZpNeL5IKUQCNJ4vI+TzEWhXEQ1iJUR2hV12f/tZoNDKL90lhl1dO0V1qOpKJKWO0qnGjwgYjmFiDkZAXo3nCWjLNYxKESJThtRGeZHRSKJz63DHaisVvyZqjRh9RE3YeVwses/9792cSjOLoO6unmNljnUP+rHvSv6SjE5IkI7FWqzl4UMaoMEkSNx4x9Z7wM9V/NMd3u51bH0mo6XQ6LpIUcsE59Cl2tpsXRW6JnZLpRiUE0Vm5YbDmgpRgCulWq1VHQSVjjC+Pfv7jH/9oh8PBnj59Go6nhZshNyEUbShUOeBEzlISiCHNarXqchWUayGbjYt/nNMg/q4FWZAMcwCkyit/RiV6Yu4a7/fv35uZr7bnGNRqNSfJQxowxyNL7dvswdFoNpuZ9UofPnxw8jiaH81m00G0PI/uw8w7Ko1GI8hKyThuxPllgrLoaIhBJzZmPLZazEjtplPGOiYZP6Pr0XOggjkdPJVsMH9DKIh0Z5ZvsD4uZqBxIaf6B3OFXBDJhos3GPaZWiwWj3Jb8bWtVivHZGROkBsR80BJkli323X3ENcP6pnS0dEziOH7WNaKc4Hrh5TYdR7mklg3SkYvIfn9fu9UKjju+kwMeTIPSiia35WUGSn6GqvVauXWMKp16O9mD+8z5dmoPMMyms+xHDbMLbfccsvt7OxsIy8WmzKUZXEo60KkHch2C4TP5HHHEGSr1XJsLno9jOLkcdze3jpVDjF39B3WsNADevbsWYBHbm9vnb4ba9hIyogVIQhJsLWHTJEWNd0YPRLW4vlZdMyCxyRJgic5Go1c1EBRTtaT0dvU8XXOuAaGXjpJBBrDyWTiPMv7+/ugZ0go6ng8BpjuV7/6VYiEJ5OJrdfrwEqU167zEKqkt8k6nNgTJizMOhmy6CqVSiBm3N7ehnsTTG32MD+n06mr8clSrojvs9VqObiSha9ZrShU0JulHEP4jFG+ohHOf5KkSLiIlSr47HVvmiPxWMckK0a71NET8UZjTSHZer3uSFYUrGbhLiMlznG2R+H1szZOep+MXhiJce5wvmu8dd0krbCon6jB4XBwJCm+V0ReZKq34rWxv5/eJUKIEoDQ/K9Wq5kKG2bmSB3lctlevnxpZmbPnz8Pkdf3338f5mSn0wnX+csvv9jn2NluXqTN8mXu9/sOZqD8UbPZdCwcFoBSkDXG3/ngY1aT2Ukw1ewk0qlcDCcsmYOtVstV3vO8o9Eos8iR51ReiUwk4s+8Tk1WUcY/9pLJms2mm7hUQCDFWAWuZg9K5+pfRSiDuQmzB/hQk5qbfAz9coFlHme1WgUBVbMTLKIFlGxBGSWxCKVp8+bLTsHarCJLFS9zUyGDLC4O1XkIaW42mzDfBoOBW5zJQiRbNoaESPnmeThHyCzT98x8yYW+E+c7NIbMe3C+klHHzYPnI519NBo5plks05XF4pWzqfOyNx3lptrtdvhZlHXmWD5GdY8ZrXx2nP9ZosGx8k21Wg1OEXOVbCZbqZya5jL3rONprMj2PR6PrsCYZT0xs5rPXde2XC4tSRLnNPBzpNQzVRCPE/vh8d0S/K2/K6/a6XTszZs3ZuYbwFYqp0adPMenWA4b5pZbbrnldnZ21pGXdnuG+fV6PUQ9TIxLviSGHvQ3MsZkzWbTedaxh6nPEgqLa4cmk4nrbUWIiT//5S9/CR4ik6LsFUaoRJEBk8mEFAkh6mcx+ghNMbpgMTZhMWkv6to07owMSqVSiKhYUKs6JiZpVdjIqJTXomJWjcFyuXQQlc5JkosiA7Z4ICQqFmKr1XLQDQkThMLI+NTx9W8cvbLFAyMYCvGSkRd71nruFB0We4xeLuE0zl1Gkow+5anrWTGC0PPs9/u23+9d/yiSCFhHxKifBdmszSI7jgW+KmD9mJYe318SMQjVE+YmFL3dbl1kHQs8E7YjyYLPNxbg1ZjGcl9MQ5BZxwJ3RtZEJ2q1WtCkFKkjSyaK85BEKv2NrFPOS0KzejbNZtO9M0RqSDSJ0RoWGROa1jWYPaxN+r5qufR/okdfffVVJgGG0eCn2NluXsejb9ImI6xlZm6zIW7PhYZipiyyFCWaeaVYx02fi5vO8XiCubrdrvuOjtVqtWw0GgW2kURMzR4etjZj9vkSrq8X8MOHD27yaoLHLykXJNLjueFxUxQWTyhHn2M+oVAoBBUNwQW6/7iQWszD6+trlzfQdaqhIiERirjy56z8ncZK10n1+Tdv3jhmKRXvq9Wq03eLmVRmpxeZiw4XJ2rncUGvVCphrONeblrgmZcSjMNFnQWg7PEm0xhm5ZLIriW0KKUHvidcqFgsz9+xhINCuKVSyUHzVIjn86HzF1ustkE2Z1xMq3vge0GGMKFPOaP6PZmUhHm5qBMKZn6TahLv3793/fiyFPQ1blRX17l1z4Sf6aDxuLr2eAxjp4PPhpscmbIx45pjy3eeP8fjT5bqfn/qoMFNttvthrVtPp879vPn2NluXsR7zbxsE7FU5hnG47HLY5FOqs+laRq80MFg4KI30mNJviBVPn4hKQnDKEhV/fpZeRGZ6OyMqDhxVEtGeq9+brVaLplNSvBsNnPUcHrJXOj48vPFjnMA7NKsl+Ly8tLlENXdVuNG50DRGidyvAAxvxnnELnoTiYTp+6gF3M8Hoffs+Zku906NQ/StOn9NptNR2Yh7Z0bWbPZdIt97LmqrCDOX1HhnYsmW5oUCoUQldVqNVdXxTnA6F7jEt8bo1rNY9Y88pnyPlnXxHOQUh/n2CgZxmOoHMLs1ETTzIu1SkFdx4jlkEhG4TNkDdZisXCOBlVc9BnNm6xI7Hj0HaTZqkbXNRgMHJ2cdZLMp0tCSc+QRCQ6B61Wy1HbNfcmk4mLbNnNgg4Jc8QilrB+kdG41jNumJpDbHiqcUvT1DnJfAZxrRuVUSjxRQLb51ie88ott9xyy+3s7GwjryRJAsV5v9/b8+fPw9/IBIvDXIpcyuRNm3moQx4MCx6Z52Lhrjyq+/t7a7VajgVHdh5zIjEzjgK8jCj0916vFzyYWIEhZu4wvyIPqN1uW5qmgaJKGIbn2W634bgqatQxKAobK1Lo5ydPnoTIUfAKoTrZd999F+7ziy++cM1Fa7Wa89bIpMxqz/Lq1SsbDoeORccIkwXUpMBfXV2F6O/t27fu+4Q9CM8woigUCuEa5vO5E05mmw61p9fnqGwi5mAM6YzHY1dYq9wpIz/Cz6KZa6xns5nL5TJXQQUUsvMqlYrrVUatSJkYb3yXGN0QhWDUT+bgcrl0cCnheI1HDNMTbWGOlefRZ6gzSAanLIZHGSlwTBkhspSCYyPomHldRjRkHhP5SdPUjSHXiaz2KIPBwClp3N3duTnB0hsiBaPRyEXQmhNMQzAnq7EhXMl3MS5/MDtR4Mns1BrC+U4BYaZ3PsXOdvMyO8EvjUbDnj17ZmZmP/zwQ5hsDMsFl1FdgYsYcW1ivcTceTw+XE5qTfYshQsuepVKxS3WnDzj8diJnXKzIHWak5ybh+qX9DnmIDj5KLhJbJ9Qp+qasvqDMWnPBaRcLrs+akmSONiRi7g2uS+++MLBHjGkSQhCxgXnyZMn1u12A12Z8AhfZi0kZg99mKbTqVtoSAdnF+EYptP4kFwTU6llgiAJsRBeYw8qQpXx52SE0pjHFZynseccMzspTFA+SJuXvvP06VO3YRLO4ibJ8b2/v3fdrfmOaGzSNLViseg2RkLL3MzjPBuhRhkhVY6hiCn6bqvVetR4U2PBsWU9pVRHdA36PR3BmCBBuLXRaIRjp2mamfebTqfuvWJe6v7+1EOsUCgEJ4olAboHbkRcg3SsuBSGpSssi+CmIsidtZUykuPU/UGf6ff7Dppm3Rrh1iySyqdYDhvmlltuueV2dnbWkZcK4kqlkr1+/drMHrwB7vgsrqUnSqq6emOZeU9H4pJZhaJkK9EjywqFKforT4hejzxueS1kRZl5ijSZRmYnGI7V9mQeER4ZjUZOpJMKDu122+nGaZwkaqvjMXplyw5COuVyOTybd+/eueiPieX7+/sQxQ0GgxCRCZrjd+RhJkniiqDJoOt2u5lCtiQYMDIQE5IFrRrfbrfrlA1IR6eCAyNwwnmEleIyDEbz9KT53Ov1uj19+tRF/VIJITmACioiRBAmpuoCnw8Lfxn5VCqVoFIyGAycpqTGRuxPPUfS1nUu/Z4kDxarHo8nHclWq+XeORIkiFxcXFy4d5HvhUzzi7C9jIXnGkezU8TNyIdkDt4blTsY2XO+karOa+E7KpiRRcsknZB5rPP0+32bzWbhb4wKGXmRiBF3KyaLlmzDGLoloY1lLFy3WA7SaDTs+vralSkRWeLcZ3T2OXa2mxdbwx+PR3v79q2ZeZkUTkIJcer/pE+bmYPf2Ltmv9+7BVIPhFRZmjYO1hJlMYI4cQS/kb3IRYf4vSaj2HiETjWpuUHxpVTjQ76MnFSEJ7VBCJZi/ZPuIVbwZy0HYRvmnEiJJ6X4r3/9q/361782sxNsyDFkI0ayurgw9Pt9e/fuXfgO2aTxImb2sEGxoejH1CE4TtqUWK/E+cYchp6nmGWEj7JgFI2Pfm92ynMNBgNHb+e85gLGGq40Td0zIZxHwVw+n9ls5soXOIZxKQUdKTY41DNhvoj3pM9RxDgLylLJCVmndJZ0ncxlCU4nzM3aLL5XdCBYQsL5znPG7zJzTLqm+JycH+Vy2TnTlAzjZhwzNvV/wYbMRTFFwpwmx6PZbLo6OKZI5ECwzEOi2EwDxDVg8X1KFoxzjPdG9iSh8c+xHDbMLbfccsvt7OxsIy+yAulZmJ2gFIbyi8XCjsdjgKbMfNTBKIpwD4uZ9/tTPyJCMmRRiWnEOg9CklnkDYl/sksslSMY+uuaR6OR65gaF9VmsdHUlZXFjvLiCMfREy8UCrZarQL0xbom1o9w3AS3mj1Au2xdTu+Mxbrj8ThEz71ezxWKMoGusdO4kSxB9mTcxpzEFM2PNE1dApvnoCArk/uqIWKkwLlDEgF/z/NqLuozjPpjck1WFESIlvcsr5gF5WSwEgalCoeZOUSBMCo9dkJuVJjgvcaFszFZgTWCZPwyGudzZ7GrvqcxIHSr+9ntdjadTl1hMxEaFgUzOtLvOI46NmFyvstkUsaKI6xFzKprUu2j0BLWTDHCo+BBnMbgO0JS03q9dnAy58v9/X14l0Wi0e8Z9bPOkmQuRlu8luVy+Qh+1ljz/eF9/t0qbJiZw4VF0SQUFQtxmp0WWBbbcXNgyK7v63displ5zDum85JpQ9iPMlTz+fxRj6m4pbbuR5OIkI5eRF4DG8Yxn8fJRiUATuQ4l0UZnbhXGOm1FGflwsCi4GfPntn3338f7oGNMlmwLGWOdrvtnluM22epHAgm1FhNp9NHhcW6T80bsaUI+3Dh54Yn+E4bO4t6me9kWQUZX5wThDtZ9B2ruRD+0UZr9rBYUnyai7hUxGWEJMn45IbHecnFmoX4HBsxAjU+MTOU182cnWD4+G+EeKncYeZl4GIomY1IyRymY6vx17GyyjxiRichVkL9dNZ4zcy5mZlzkFmGsFwuneNVLp8U4+lEFYtFN7Ys+SDbj44C38XJZOJYgMzl0rEVXCrjBkWHYL1eZzrwfE5kaOtYdLZ0rCRJXP7scyyHDXPLLbfccjs7O9vIiy0mKD9SqVRCFMadXZ6jPIQ0TYPncHd3F7wlRiDyiihmScFashpl5XLZtVJnkrZcLrsOqbFHRyYiPRmeky0qKANVKpVcGM7aGHpD1H5kCE+4hiSCbrfrYEDChhQk1vdkhHe63a6Db9mpmkl7Xcvbt2//D3tn0txIcmR/x44EEhu3Wnu6utVaZmwOY2Pz/T+D5iKZjSRTd9fKIok1sRHb/wB7gZ8Hsw5d9b/AlHEpFglkRkZERrg/f/7cXr16FXKHzMzBQvReSZyQ3JOZBSFeM0+QiAVVW62Wg1vIKqSHyRweVuElCYjBcIoRz+dzpwlJlhaJECwzr2urxaLDXDvUy1yv18FLpMXd7XYd048eCCFrJf7r2iRIkNDAd4tQUswsozQS+0OCAlGDGPngd9hIuKrX687D63Q6oV6axljjQw+PkBt1JPW8Zic4TL+jtyh9SUmjaV2S5bzf74OXLDhOP1OPdLfbhbXL8aDuqrw4vRd8BubHce3NZjPrdDq53lKn03F7GOeD3mRMiGEOKEMIZKQSReD1DoeDY1h+SzvrwytWaDbzLwXdXTP/0qdp6hIEmUGuDVHUeh1ihDyo8MGYDBMFdT0t2Ovr68Co+8tf/uI2ZLKvuOB5eDHGpReJ0IUWDpOMSTNvNpvuYCLmvt+fNNzYeLiY5YvU6nO8pz6vOXjx4kV4HrI3ufHr2qvVyv2fDDbNl9kxnsYDIUkSFyOK0wrUf8YmVqtVWEcfPnxwMRoeCmSJMsGWG/lms3FKHoTfGOOM12teHIVKCma+8Gec/MvnpCFH5q0UWcx8rFDPkhezihOrGc/jGo2p4fock/cFi+clqKZpGowLKkCQSq4xUSO8yENWihrPnj0L39H48EBjjEe07jwITe+MmX+v8jZ0rgNu3PHa0T31WT0347VU4qFRyFgURaXj2CcPtfF4HA487hNx3TyKUqtP/FdN9yfsaXY0JslQZL/VOO5U2/madraHVxyw5csnL2o0GjnZJnpLuobZ0SrlC6uXR4FObv763IsXL4KHN5/PXXVeHoy8T61WCz+T4qxnyVMCoOfEWEK9XnexE3qVZqeFwZwgSQexb7TgtbkxjqKXmtYWrThSsektcmE2m83gDcxmMycdRTklxos+ffoUXqJ2u+02eKrsM9ufnuDl5WWu9c3NRC+/gtvcNOI8Iv1e3h7HjWrx9LIZZ+Nmu16vw8ZPUVtuElIT14bdbrfDuqa4Mj0vxT00Pjx8eDBSIFbeOysFMFeOXjYPJSqVlMtlR/Yh2YgpGzSQ6PVXKr46L3MKaXjQY2Qc9nA4hLmuVCo2n8/Dfak8owKfGjf9vN1uXfyUaRJc11yjPGxEZqGEGeOdzJ9k0UweurwPD6h4zOLq51oTpOTHqSESJdf4xILg6g/3nBhtYW4YKf0sxMv3hLG5wWDgDvv4MPzaVsS8ila0ohWtaGfXztbzWq/XDrNmaWla1rK6Hh8fXeyKgp0XFxfOg6AXZ2aO1UT9QMYWZGUIyiL2S3WH//3f/w39jD0lemWyVCjSS6glhjKpM0YBYV2Pz5ZXp4rXIuQ2n89djIeWG6EtjttutwswhRQ6GK9hYnVewmOlUrHhcBj6/eOPPzoIjhAmtdlEL9f4kImYZ5VWq1UnGnpxcREsVCZtEkpbLpcuPqE5MvMsT3oG6hvjG2RC0rKmlxwnm5JyTS+Oc03VEzNzsB2ZbXHJGyaOcn0wJirPXEVRCeXqc1Kyicc9rzHJmPRvfp/MSjL/GAIgo09pK3meS6/XC2NYq9VcIr5Ktuh6mkfCYozh0YsiM1HPoPVPCD1NU5cUzLXI6/F9o8gvY3b6HJnIZBHGydRMP2Cqij7H5H/S3M2O72kMXZr52JzZ8V2Xsk4cD9NeSeWZvFjmb2lne3jN53NHdWWcSoNCNfR6ve6UCZIkcbAfYzRasK1Wy+r1etjQuCk/Pj46mRY1BY/zcmAOh0MI8lJVgBIyankH1X5/qkfUaDTcphPLHBGzJ0Ydx8OYl8FYAw9MvoBxHo+aiBlmR8FbVvqt1+vhpW+1Wk9wcjNfoVmqDzIaptNpWPx8ESuVSriWaNjMb+HGmSffJZUDzaNy2vScpLBTAZ1jtdvtwjPwUKC6hFQiSGLhwcRK3YROu92uI5poPJrNZoCLWq2WDYfD0BdC6DwImI9GeEc5ZySqqHGj3O12IcYrAgvjrTy01Qg/65AkjVyf5YEXj2Gcw8X4ERVH2E9CpIwBstpxrJBBUg6hWFLL2eeYjs/PEIbtdDphTfJaEqjOy7Oi0d1qtZ4oZ9Bg4xhS3ooG/H5/kuIiPb7f7+fG/eMQSxxrZJxc78tgMLAkScJ7EafXUPFEe0mcAvNbWwEbFq1oRSta0c6una3nValUXKJnnq5XzIJSnSizoxUni3kymbgSE2RoUaWAVhwJCWSFCYbifanYIcuWVluv17NGo+GUH/h9NdayajabzmMk/BSL2salCRTMZiItPb9YZ5GQ0+FwCBYTPbI40ZTlLOgx0vP5/PmzYz5RT46W9cPDgytbojGQN63vkIzSbDaDx1yr1cLY9no9BxGTXdrpdJyHRyudIqV8DsLPtLiZ5CxLXuPGkhexlh+VGdiY/EuLm2ttt9vZfD4PfZvP5676MtmoJO1Q/SNWl2DfuEaYrErLOoac6Hnt9ydtUIn7agzozZMstFgsXFpBnrAu9Q8FixGRIFmAyjfxGFAYm7qjJFbRCySrk43sY3qBg8HAwf2dTseFPgins79EPfhux0orLNujFnvU/NtyuXS0dUKyXH9Eo6jrqXHQdS8uLpxQLxWE8uY3XuO+Xg9qAAAgAElEQVS/tZ3t4UUoiuwcLqqYdTOZTMKGVq1Wg/tLOIKL5fPnzy4WM5/PHZxGqq4+I9VyyuroPjE7SN+/vLy0Vqtlt7e34drM52IsKs7lINVWjbkYej6z4yKkmC4PFb487JugRsbTiFnrWrPZLPSB95CEjV6ier1ur1+/Dv0S5MUYoDZkQWbMB3v27JnLGSFtmBssX3Li/LFxs1wuc40Gsf3MfCl59VN9i/PBmHfGjTqmxKtvEkvWeGh9SDpL48hCl1QSIeSnMaOhkGdc8FAql8tOlaZcLru5Y1oDDb9msxk22XK57NTnuUFyTdRqtfBeMC68Wq3CWDUajdCX5XLppNsIU7PeGhVpxJQjy5jSU3E8W9cle/lwOLh5UOO7SIV87RF5qSYUJma8WHmesXGqa6sx/ixjUQZJzOilSK/2RqmkaP2SFTkej11IghJOZGNy7dBgPRwO7vtk+zIGHqd55MXwv6YVsGHRila0ohXt7NrZel60phmIZd4NYSRZDyQS0MqmFakmL0wWCDPSCSeq6q2+T4+IyXqqSqzvE3ag5aOETv3MwKksKOUoyeKkyC3hDUI6nU7HsiwLniDLE+h7ZkeXXxayGGPULWQOGb0GWV1SodDcUCOPOWNMAI9zheKA+OfPn83M7ObmxkEQ9HApnPr4+Ojy5qhZyN83m00niKx1sFgsctmssfAyE8X3+71jzZHQQDiOsB9JJq1Wy6mKEOIlwYffoZejpFGuA8LcVG2IdR/z9PuSJHFMP457rLLBpFqNFb1KMQeJcOgZSFaIdQZp6VPYlx4E9Q/l1epvzKXieNGTFDROSJ8MXTUiDfv9PhCURMISfByLGxMtIbuQ73PsYZGtTBIMNS7p1ZHZScIGIWFdm6QRVnamHiLnisgU58PspOPYaDRcHhyZv3wXVG5F4/4t7WwPL8JXfInI3OOEivZLOvdgMDCzYxxEC6/T6QRWVb1edwX5Li8vHUOGBwljGJT84WZNjJob4H6/t9ls5jYnHn7cTAihkFKv/uo7PIiYmMn7UqRXivNmXq1aGf6k8TI5k3h8ngJEzIBbLBaOGcoNgC9yDEmojUajUJSR92fSqJlPbH58fAxzSPal6NGkJXNz4zPEaQTcaLSJUMqIB6+KjepzPGA0xmbHdcSDlDG0JElyE47JRlNskJsC42FMNM9LN9D80CjU+iKVXBCVrsGy97weD9ZOp/PkMFUbDAZB5YTxlsViEWj5Gh/9TLYjn1lQJ+OijHHyIKASDyFfqpYwPEF2HcdMxl0c+9L3CcEzbklVDo5JbPhoDiTtxvQHzi8NELKIuV4pM0YDnjHeUqlk33//fW4MTvdSy2Mrm+XHbPWM/PlbWgEbFq1oRSta0c6una3nFWv0EYoiE0yWRZIkdnl56axKWVqz2czlVVBPjd5bpXKqLUSLjomEgr+Uk0OLt91uO09Q95e1K/iB0EulUnHuN2ETJuLSTVc/1PTMhP70fwZf+ZwU6WUOTLlctlevXoXriABDUkXMymSgfDqdOqtMJefpkelfWqUa69Fo5OoR6ffL5dKxzmK9O8ocxeKqzMei3p3mmrBjqVRyXhX/pj7oc8ylYmVl6juSRcg6XyLkCOKlcCwJCoTv8vKBxJ5UX3XPmJHGhFtBhYKCzDwZRezJPDJHzEDlHPIamj8zs++//97+4z/+w8xOlbfNjrDjcDi0t2/fhvGhziDnhKy36XTqcglJ8OF7zn7FItP0TOkZky0bw3Zq9I6SJAljQyao9g/OKVEhwvkas3K57PIcCS9SDHi324W9RHPAfEpel54bCTBxfT+1GG0hqkPyUCxAQBhX7Vtlos728OLLR4iHvyeUtd1uLU3TMKDT6TRsDDy8yDZUPITwnq6XpqmDABSrqFarThiUcGCapi65VMrnDw8PgSVl5osSEjbkpq/PsI4R2VJ8Bi4YUpkJ48zn89A3Mv90H72AaZqGZyWrkPAG+yz4S9frdrturNW3fr/v4Ei+WEwRWCwWIf5FJlqSJA4Oy7LMqQcQ5uPLHyeXMkmY0A1/b2YOVtKml2VZOFQIJ8YJ6Dw8uLkT/lIRUfW12Wy6dAE+g76jtca/aR0yzkZlfsJtZsfDQ88aK4Yw9srNmj+TCUnGWrlcdvNzOBzs4uLCzMx++ukne/PmjZl5uPfh4cFBbY+Pj6FgKdcOFWWkGUotPiqGcMPk+0SonxqXFJtlagavo30m75AkjEoVC7Fj9Qw0xGJhXsYNdR0zH8fUZzXuXKdxkrUOMAkI6Np6f6U+woNNjeuIjEIZV3kqPbGSUEGVr9fd5sBNQAuZwU7RtYnbUwpIjbJPwvmpasGyBX/7299CX0gMGQwG4RofP350AWctvNevX4fDQqraissoiK5Ga5MbCy1eqk/z5VG8xeykZEDZI26s+nk6nYZFqMNL/aFSOKnUGi8zc56rXh5ZflQQp0fU6/XCZvb4+Gjr9TqMR5Zlju6v+W00Gi5WEgs0a2xYBmUymbgXLJaLomQR6f3c7Pli8qCmajo3alXNjUk98VyxIrcai4UyaE51GSqIx/JBzOPTeLA6uGIlJKDkHQr09vR89LY47twQ6cHU66fKzIw5t9vtcG0SaETE0ufoqUjay+xI+aZHE68DNaYefEk1Q/dRo6JMnMMWx5U0HnGOII06IjI0iiTobeZjUUxreHx8tOVyGT7HFBbJsKnPnCuua+Z2cm+jx621xtg4DUsaAzTGmfLAgylWOtK4Udz5a1oR8ypa0YpWtKKdXTtbz4v4N6EFlj0YjUbBatvv9zYcDl35dlJOyepi7IWQl5mF0if09OjNiG5Na05WXl58Qn1hfOLx8dGJhup5iD0roZaUazWyvwRP6LrsA1U5NptNeDYyhxS7obAu1Rjyxl0xHvWLTCiy1GgR/v73vw+f+fjxo/3yyy9OC1CN9/z8+bOz6MjsKpVKwUJ99+5deJ53796FvkkkWDBouVx2yZ1kZXHsKUhK+jRjknFKAL3marUaYhJkf02nU5cYSiiHcSmuN9LC9/u9QwH6/b5LLGbshNBRDFnTE+XzxLXcuOYZ+6AOJL0OvmdiH5od18SnT5/CWGk8xuOxE7YeDAYB+aAmJRPKtcYJm6sRnaAHJRiWMSemG+Sx8zge8sYJJcYUe32fKA+Zd/RyuTfFibyMM5ENyvkl2iLIXeMwHo/Du0DxZyIqo9HIfvzxRxfz5bOQUs94OseA64jrhrH+f1lh3lqt5iRcqAitwZ7NZs7djaVJKEekhTubzdzgEhc28woNdI01UfP53EajkSvUR/dYL9wvv/zyRCCXL70OiOl06gLlWizdbtcdXlSIrtVqwZ0fj8cuzkDcn1RVBnypcqB8NsIY6gMVR6gyHqsNMB6gRa6mF+n3v/99iAGytpLZ8aDWeJKUsdvt7MOHD2ZmQc1az31zcxOe4ddff3VEG8aRSqWSG0PNj/ptdpxzzQ1zgMz8S6/r61/GR3U//Y2bLY0JBtZj4VbGJ0lAIcRLCnmcWpEnp6QNiLRxfocwXay6ru9wvZDkEcf2uPHycN/tdvb+/ftwT31nPB4HGrvZEWqnUaV7ttttB2/W6/Uwj4ydxjmNlIqKRYxplOmgj9MNqPYe1+dj3JGwfSzCTChYRkiv13PzHlPlKcBLw4X7Cd9FxoYbjUZ4VyqVSjBYNQ5mx8NLcWU9N3P8dG1Wsz8cDk8IVDRcSCLKK1L5Na2ADYtWtKIVrWhn187W86I1Tvhpt9s565uMtUrlVLaD6hL1ej1YGmRYyVqVFUcyR1xDiPppnz9/DhaJKtXqO2qEVLbbrctoZx86nY5jgpESTKub1H16V7EXxOrLJLrQQiWdXfCQ/pZlmRNKpcVLxidJEVTLIIxar9ft3/7t38zs6EnKQ6lWq/aPf/wj9DlJkuC9cjxIXMiyzG5ubuzFixfhepqrJElC4vnnz5+DtSlPloohhBRpyWpskySx6+trp0NJNihhJVaJjku+UL2DZB+uAepqVqunOmzj8fhJRV7NAdEA1ipj4F/Pp76xnIZUOvQ8Wiubzan6shLxNQ/tdju8IyRFKaXCzJNENAZk95GeT9iQiijT6dTVNNOzVSqnSswiFzDdImYgq8Vjq/GlV0cBAtLH8xLBCR9TtID09BjBoFdHZrR+brVaLl2BcHZM1df/Sd6I573dbjt9SbJjNbbD4dA+ffoU1gjTF9RXPq+ei9qirVbLeZwkw+SFA76mne3hdXNzE34mBKgaXGYeBxbVmJR2wjjaHCllpPgOczH0IhCeoXyS4BRdg0y5w+HgymbHeDFZfPq52+06uEPPtlwuLcuycBiTPs1rE5rYbDZOSqvT6bgDTz/zmZULJoNANHZdj5tjXjxBqhFknfHw0ab3888/O3ZgkiQO2tL9KaBKtuOvv/7qGHCHwyHMNV+SbrfroEHGHWjQ8GemFCiHhps/0y+4UWjT1UZFiSpuTnrObrcbNp35fO7EfZX3pZ/JMFTjRmR2jHnpPjxseLCKQZfHQOX7I1Fn9plrXq3dbtvvf/97Mzvmb2msRXsn1Kh4NKGxNE2d0gWZnrHUEzdBrn2+2/HGGce6zI5QPg1QrjcqrxM+i1X2437xQIuVSfR5ypsRtqeByfikqkhQPYTpHDRACEXzkGFqBQ+vLMucETYcDsMeyxQjxqnIQNV6oPA4886Yj8qaX9/SCtiwaEUrWtGKdnbtbD0vWlqPj49PXGv9LOtXORV052UtrVarQJB4eHhwcOCXaidRLeDTp09P9Atp3dN6ZukW5Znt93tHBCBsOBqNnAegn5XEKpIDPSzmG3E85vO5yxMh+4k5GrGWmT5rdqpYbPa0bhcr+rLERalUclYhBVEF4R0OhzAe/X7f+v1+COJzHmm9k6izWCzs9vbWXr58aWZHL+jdu3dmdoSfWH5dz6ekYnqMMYNMz04YdTqdBguTVm2cAE7YhMnDZLDSgicrTHNCHUha8IQdKXpMmJhwLcWjYw1H5jJ9KT/n5cuXwcvvdDo2Go0cwUbfu7q6ConRTA4XS43PJ69jOp26Nae5vr6+dsn3zB+cTCaOKUsEge85BXe5Z8RElziXMQ9252fohRFu1N9ImOD7q+eUGgthYibS8x2Jy9qQbUjSCxEVPbMYtXFCtr5PZikRptVq5cr+xKxNXTv26shE1vjQ82LogyjU17SzPbyoEE+X18xCsiuTYLUgWP+J1xJ1mfWQKpWKi8WwHDzhDEIqWoQ8PAhPkP1IVlcsOsqDSI3QnuIU2pxKpZJLrqZSuVosO8MkUj4DGUFa+KTba1Fy09tut7nYPjcWfV+tWq2Gfq7Xa6de0O127bvvvjOzo3FAFh9pv6Td393dBfbhZDIJ89Pv952qhxKb7+/vw7ObeYULxqgWi4WDZ/kcrVYrPF+73XbCurExkScwS7iX7LEkSWw+nzuGIY0tQt48eObzuTNwaJwwIVXrmDEIzaM2lUqlYr/73e/MzOwPf/iDU3a4vb0N12NS+4sXL5yCOEVkuSkzzsWNjionLGio+8YqM3oGGgocN1Z/YIyJddgE8/OdVaPiB2E2QpXtdtsmk4mTpeNYcT6oSMMYabl8qqNGOJ4xLsHPrHPHODMhSa490vNjoW/2jYcJQxccayq9xOxRykDtdqdKDIQHGY8shHmLVrSiFa1o/3LtbD0v6hay/DTzIGKiQ8xKpDahvBbqgkn2hpCEGq3nNE2DlT+fz221WrkEP1lRnU7HWW60dNI0dbChLOPJZBIsFVpqrVbLwQaUxCHDiQmksjyZc8VcJgoAUxqJeTRM1IzHhEQZeljMgaHXQOh2PB67fJb5fB7GoNfrBYiK9a4orqzEX0GNZLq1223nXZGZ9vDw4CBN6vLRq2OjhNLhcAhkn4uLi2Btzmaz8BkxNHk95mKRKMMAPOeOzLJSqRQ8VkJE/K76xn6yab1qbriuCNPpeS4vL4P3OZ/PXX9evHgR1mGSJKEfy+Uy3F8QGYkmhL8ov6XxVD0xPQ9r1sW5R1p7w+HwSVIt61nlEXKUrK93JkkSR7bRPSXzpUbJpVg/lF4UQw3MJWMNrXK5HO6Zpmn4mdCe1gPhSjJV9R0yPtV4Db4z9MBZ24sQrZk9IdHomrGeYx6hhrluw+HwyTr92na2hxcFMzudjot5Kd5Ur9fDoSSVA76Y3Pi5AZDCzgXLxNPxeBwmngeP4gz6HNlol5eXzv2mFlqr1QqLbzKZhHv2er3wUvFFMPNFJ2u1mmMu6XmyLHNqH4TQSJGmwjyZbWZHZQPGFxTvoegwk2256RJTN/OQBjcwsxN9W0XyqJVIPUTGi5jkyY2cenuxiCoVv+OXjUy9vERTrRtuBkw3IERFen2cXEpadF59pu126xKGe72eg1ip0UdjhGOla5r5lA0y2BSfpTagmmIsZsd1RIZit9t1lGsqjetzy+XSwemaP90nL97D+dXBQbYu16XmZDweOy3P29vbYOQw1sc1QbhWaStcC3ECv75PCFG/Jxxr5g0AwsqsPqFYHhO/KdJL44aHHyFFGeS8t37Ws8lgZ78Zn2fMjIcx2dRcr0w9oGao0n0o2qtGaJvPSaPia9rZHl5Uvmi32y7vRb+/uroK1qL+pkNOMQUz/2Jyc9PGQlUL5nnlleyg2KWZx9npaXBDVXBUh+FsNnP0bQaaWUGXhyYDqlQZocVdrVat0+m4sdJmz/4wW19qEMztUkyxVqsFWR9uDIzv6B55cSVuwjyYG42GZVkWvrNerwMZpFKphPvHLxylfGazmYt9EtvnM8eq7tyoKFarcX/58uWT3B3NGzcNWvZxHhEPORZ/5NoRDZlkAa1dGmGVSiUcVlqT2lxYNoT5bDKWzE6bIw0XHUr0tqgyrtgVD3B5S0wn4dqT55mX9kGDjBvtdrsNYrT6nNQhmGt3e3sbPjMajVxf+c4xRsPDSdT6PAII47oaH7OjMaC1r1w9ps5wfnh46TOlUulJPJr3j2Wk1Beqo/BvHOs0TZ8cRHlGLvtWqZzKMJXLZcuyLCBDi8XCxff1bIyZydtkHJKHJD1mNcbzv6YVMa+iFa1oRSva2bWz9bxevHjhNAMZy5IFwQRQwWeMjZFiTMiKChBmp3iDPAIzb5ExriWYkf2RdcKCd9VqNdDEBRPmCdsOh8NgVdXr9XB/MZ9opebBI7K8zI4eKnUc437yeQgxMVbYbrddGRLNgaj7upYalUT0HUI/ebp+5XLZQZ+lUikoZ2y320DFJt1ZECaVQKSaQvg41o1bLBaO4s+YF+MOand3dy5+Re+NybZUu9Dc0jNVWgDngIUPlf6htUcWbDxuLKa5Xq+dh0Y4m2xWNcGt8h4Hg4GDovSz6P5mp+TnvHSM2IuKS5PEEJjGit6JvFytAcK8mvvvvvsuwNcfP34MoQLF+QiNc8zo+eiZtQ6IAmgdkGbOWCNhf70jRBv4XvHZGTvifkDUgH1mLC2OwbLsznA4fJIuoHY4HIK3xZgZvT+yCyeTSYjdm9mT2DpRIcavCb2S6c36ZNxfNf5f28728OJLslgswkKO87LUJPPEoob6+2g0CgcJB1pQCzd15uQwVqGNdzab2dXVVfgchS8loWJ2ypbns3Cz0z0ZiO12uy4OQwydxTFJw8+DZEgCIGU7Dzotl8sBfjM7LmRtvCJR6HlIoVVTegLhuRhqUNMzLxYLN4+ESpi3I9kls5OhohdrtVoFKny1Wg0Vmy8vL8N36vW6XVxcBOmocrmcW5CTMa/ZbOYIAovFwilb8PAhNMf4QFxYkuNBWbBY9ZsxszylF92fFGXmxOn+pIVrfH788cfwHRkkXEckG0hglmK8eUoreZtZnLOkZ9A6eHh4cMUnCe8tFoswV4PBIMCG/EytVnOKEFSU2e/3XxQN5vPF4873kgLGpIkzvYVSWIRKCaUtFgsX8+KBQ8V9pk9o3kjwyctHo8EqNRceoCRZUExY91RhWK1R5oAxbHB9fe0gzCRJ3B7C52aqCnMhv6UVsGHRila0ohXt7NrZel5m5phMzCintcjEPdJBmcj4j3/8I1h0LH9h5okMFCelNzGdTp2lJMUMs6PVwRpRrHNF6308Hj9hp+nn//mf/zGzI2SnJFyx8VihOI+9RYuOHp0aE18pJEvvaTweBwurVCrZX/7yl/AMDIbn0XEFQfJv9PbodRD6oeVGRh5hsuVyGZLLxV5jigCt77dv35rZ0UMT9HNzc+OgDzKxpGGo+SFrb7fbObUJ6ugRliJ0RE8jLnNDwV4953K5tIuLi+ApXF9f21//+tcwJ0wGJTIg/Up9h0ochKUpgnx/f+/Gl4xD0poZjGfC8Hw+D95elmVPoDp9hh7fcDgM/bm/vw/fkVdvdiLx6BlarZb9+c9/NrMjVKi1z9p+Zt6T4xrle8k0gjzSQ146CCEv7h9aayR56H0ho5WwsEghhKRJ4OCeQfIHVW3Y98Vikbsm6vW6LZdLl/pCZIrsT/ZjNps5YQIydwmXkshBHVd6w4RbCX0zvPA17WwPr1j6SYut3W47lhcZL9ycarVagL2Gw+ETSrfZKaOfmz9jQVqgFDOVW89FQVxZje6zStvnxSdKpVJ4oeNaUoTJFouFOxgpXkuMmgcGobFOp+OEX/UZCt3qX70kPJQajYZjYqpp0+T85OWgxfPJulvMtaGSyOFwCAeM8oHyNordbhc2ug8fPoTfd7tdq9frQVLqw4cP7qXTi9ntdh3kpuubHWNompPtdhtiC7e3t+GeEhnmM+TVhSM1XkoEGqtms+kEWtUfpnwIFtP12u32E4WLeGw6nY7d39/bx48fzczsT3/6kzvkCCvpOafTqWPENZtNZzBqfna7nWNC1uv10Lfb21sXr1R/Yno90xIY/2K8lxt3nB/Hn1UYVWND2JAGMGPljG2VSie1eIpxCxbjIcjUHb5jDAdwXfOQpfFZKpUcQ5oHBBmS3I/IxI5zqjie3INiSaskSYKBkyRJmFOmOFCVR2kEzAel0HHe75nS8TWtgA2LVrSiFa1oZ9fO1vNar9cBukmSxJWmJmwha165RtSRU57G+/fvgxUQa/RRz4zWstnJkyKLSLBhHtTAYCurvS4WiycahrKUlsul/d///V94Fno6/X4/WPeEa2QZmz0Vm41LXpBsQIuOJBJCCqyaG5dnYP4Ix4+akvRkx+Nx+Cw9CN2fAqBqJJO0222XP5JlWa5wKsf27du3gS0pr5DlVmiVaq5Y90yQCuFnlt1hHSgqdxC2o5WrsTd7KhY7nU4d21CN+UL9ft/BYlRQMbNQdoRqJISFBcv9/e9/N7MjoUUJvnGf2U/mOXL9k1DD+lti+orANJ1OHcOQ+WxxIr68NTL3SIpgHpMqHzMBlixAfY7Jw4JEmTyflydJ5Y14fRFVoS4mGcpEINToseatXSbri5nKJGEqluSRL4Q20UOKczp1T7IZicQ0Go3A9h0MBu79ZriGUL0Yw2beS+azkS3+Ne1sDy8uAglrmvmNn8nHksEhzEaqerz4zE4vUix1ZHZcVEwYllutjH664zqkSIsm1MkaRno2Ki3wkKPCB9WeuVnyUImVq6lITkovqa0cz8Vi4aAc4tSMj1Aii0rgennykpFjqSlu0DzwSHEWS8vsONc6eBRnI6tJjZAZBUwfHh5cjbdOp+OgSjVCyVKH1/Umk4lTMCHTjhsg+8ZxJzy63W5DXwRjEfbmIcl4j661Wq1ss9nY9fV1mBNBP2Ql6vAxO4laay3/+uuv9qc//SmMG9eh3gtBz3mCs6ym8OnTpwDrXl5e2nq9zoWKYsklrg/C3Jyf6XTqKg1w42cqAw9GrolyuezYrCw6udls3Hrn4UlmJ2M/NP441qvVyo0b33/Nn5kXnKYqDt83xtbNzI0n4600shU24DPo73GiufovNRaxdW9ubkJtL8KGV1dXwWAdDoduD4rTJ7hGecB9Sytgw6IVrWhFK9rZtbP1vGTJmXk9NSbAmp1qxsgy0d8/f/7srERZqIRk5AHJaiCcliRJsCqZv6HP5eVpsfx7s9kMuUcS4pVFQpc9y7JgnRHCU9BeVnacbyFPMPYg6IXQo2CiKtmWYmgRUsmrbxbnWBHKiuEwWpXMq4r172SxUutNGmpqEuD98OGDE7Zl/SwmcDcajUCAWa/X1uv1wvWurq4ClEzYcr1eh7XCXCX2Uc+jlqapC0yTkMNnpAAwrWKRbug1sLoviTRkoxE+ihOBKdCs96Lf77u/3d3dBQJLq9VyYsmxEC6JELreeDwOYz0cDsM7Qrai+sayO4S5KM8mmay8Z8hjwwnyY14gvQEmoTMniehA3B+GADQesYQUpZIINVJ8m0njZIGaeQJJt9t1aAk9RNY9WywWAXojI5a6jf1+36rVqvPG8gRxSYQS61VjQJkweqy9Xi88q+B0woh8T/Nk8f5lk5SbzaY7fMiUI55P2KNWq4XN5u7uLkziixcv3EbOTYsQGhdYTBONs84ZZ8oTI221Wk45g7Rm4t+k2vIl7Xa7NhgMHFyqTbnZbIaFmKZpgKI2m42Dr7R5mx0PL9Lz+dJxIeuZ9NxMZNSLRFWCmIXEuAEZeIRmtTFQ6YFQoRpVsXWIq9+EB0ulUoA3SJcWpKNDgQLPKg2v+aDCABloZMpRGHi9Xjt6MWElpmxws46hRcYuyuVymCvGe7ihKuYgY4eHOeHaWq3mRH6pv1mr1UI6xvfff+9UUwhRpWnqYoWMzWkMY1o11wuVSeIYMbVAy+WyM95iwVf1jYc01S7iZGw1vQvqG+eB6Qa1Ws2FHvKa1juhYMayaFwwSZr93mxONcB4EPIgk+HJQ1t9IqOWaTyClblvkTlMSr+aYouKl6Zp6uLO+uxmcyqoqzVJWJQ1zdQYDoirNfzWdraH13Q6DQNHKygmNbDiLa3sDx8+5Mo7tdvtMGm3t7eumiwprPEiyKvGa3aMiZCGr0VVrVYd/s8XjrlYDMoSS+/1etbtdt3mQJVrPcNgMLpRO0QAACAASURBVAjeiTBypQjsdruw+ddqtYBrs+ml1AZSqVTcy0gVCpJeqKyw3+/DQuYBzvIZxO9Fqc5T5WCc7HA4hBdWFVoZqKfhQtUGNcVH9TcerPIY8sZDz6XGKtyMNaqJsMF+M1ZHujPJPdvt1tGkqfTAuAE9oO126w5dijCzv1qjUorgAar1QVmh3W4X3jeNO615bmLqc6vVcocVDwwqUnCz5xhIbJnBfr4jJCuwwCGRED43DQimkGiueUhw7ek+aZqGQ41ECn2GhWG/JOwb5yEyVs6KzDLMY5WgxWLhjC96qTzMSRYiYYIoVZwTywN/v98Hb0veuf6msaaEFGOBZj6fTCLiaoytf0srYl5FK1rRila0s2tn63ktl0snqMrkwTxW1/Pnz+3169fBIvn48WOwWlgIkYmMjUbD0WDpshPD7/f7wdqUpyPdNUKXLEFidoIhpDFI2irjC3mCrI1Gw0E3TB1gwiJhMhaeMzuJv+o7osPGiZWdTic8DwsCUoduuVy6ek8szrndboN3Epd7yItVylKLNRLVqE5BOC9N02DJkqUZw03qf5qmVqlUAquqVquF8ez1eq68ie6z3W7dmlAc0eyo9SgaPq13eZJ5lj2VOFiLS16h5vTZs2cBlqVXSK9Jz0Ok4Esaihr3VqvlWI1mJ0/j7du34f6EqOUNaU7Jou33+yFmttvtgrJJlmWuVAihrDgeqM8IxWA6B5vmlEw7eRYsy8JSJbwGvWR6xlQ9odBxrDLC2DHfMyZjS6fTzMd7BQ3Ss1ZjXInes+7JUiVcY0QDKApAjUlqbn6JUav1ICRmMBjkptTQ60/T1MUny+VTcU0l6aufmg8+89e0sz28zMxBA4ROSEH//vvvzczs3//93y1N03DgMZjY6XQC7EE1c+LYZvaETkuokoH1z58/uwnW5yjtwrpjir1w8VEFgu41C1MeDqfCm4Qr46C3pK/0f8aZBBFVq9Xwc7/fd5JFLOh3d3fnYANtqIQJSHYgkcPMS0dxE+chL4UPbvBq+/0+HFBxMH6z2QQSTKVyUm4vl8uOcEHpIEFTZscNVte+uLhwxk1MBCJ8xXQFxtkE3Sp1gVBOHhW61+uF7+jl5/+Z4qAXv1qthjXd6/UcBM5GKI0wkuJ3jNXF82V2rGMm40dxqV9++cXMjoep1iWrBszn85COIgiSsB0NLOZMEh4lbEiyEftMmIwxIDNzhznfxXiNUuQ2SZJc6JWHfKPRcOoh3CcIG+52uzBXXO+kjOs+rKLAkATj6cyjy7IswLo0ui8uLhwxLK4Lx36S5MExbDQaDv5VTJmHF5WJ0jR1Fe0lYK2/kYfAZ/uWVsCGRSta0YpWtLNrZ+15sYItLV5BN3/4wx9CqYdXr14F1QKzIztNliPpxXGJCQb4CTsQzqOlO5vNbDqdBvjJzJylrz7/8MMP9vPPP4ffk53GRuiI1vNoNHLVTtfrtauESkqu+pllmaVp6ir6MnlX0CCbLF+WgiEcR7iJLCJCVIQtmJTLumHUjdvvj6XpWcpdjd4rrV8RDzTfZhaUSZrNpmNY0ttbLBaubpegsFarFe6vshLqGy1jEkhms1mAIFVWQv2nd0CiA2FUJhVr7KjPqHsq4V4/6/saa3oHMXNWjfBOrGJBBROiGxQajmvYUXFE71ij0XBIQ/w+sZaV1hTZhiR0qOUJXlcqp+rasUfDtAKOJ6tRyxOlx6fGdcly9nGZHyb/E0aN03j4TDFJgio0avSo4sR1Ei62261LF6CnQ3i93W4/SWMxO0KQRAbSNHUMYe5nFAMmQ5JrpNvtOng7Zhzqeb6lne3h1Wq1nOyKFuIPP/xg//3f/21mxwOLG+J+vw+bE+ncxMw5oWLqcLLi0t1mvjaRsvAF5aRp6jZ1bbbv3r1zGyXZZHFRQuZs6P76vV7gLMscJKLxkGCt2ekQ0DUI1xBeZE2zLMscZq26aPqOGlUOKKckWE4vAkVU2cjKEluR9cn4QgsOTNPUzQHhHubnMXePcFWcV1YqlcILx1jJfD53zEXS+CkWy8OYMGyr1XrCQGOej+AZMrm0GfHw0c9JkoRCm+y/xkFzSoOIhler1XqiPMMYEXOcNB4///yzvX79OozTdDrNFYWlck2n03FFECm7pM+aHdc7YTZS/2koECYmo5XxRMnDqd8cG0pCabx1T773cXhAjSkFjK3H64i0d6YR8FDjoaPvaD/g2uVak7HKuWOeFcMGNCw499Pp1BUr5XvJ3/O5sixzz83YNmNe3GsIkdKgYeoP03G+phWwYdGKVrSiFe3s2tl6XqvVKngA1Wo1wAaNRsMxemQNjUYjWy6XARq7v78P1hmTOZlXpYBmnptNEkOsFUeood1uByiIUIWZBTgwTVObTqfBOrm5uQneETXlLi8vQ9+ePXtmWZY55hC17whlMrD9JQvN7FT1mQFowXf0YtRPwhPL5dIJecYBZ6opqBGu5diQGadGYgaVEZgwzXIRDBK3223HZtP3Z7OZg252u114NubAEe7hnKvRa8nTAhSMSq8hZrqZ+RpX2+3Wjcnj42Mgb7RaLZfATS1AwsLKL9PPHHv9LNSBbLQ8Ri0ZuRoXsdGSJHGCAVQwiYP2TNLV35bLZYBoKV4rqJTeCeFolj1hDh1L+vBZiQ7wOxKuJROS5A2KaXMvIPzMtUzvkrlusSAzn4FCACRFHA6HsI5ms5mtVqvwPhPepKYrNRj1XtDr/1LSNT3eSqUS7jsajYInSYRkuVw6SJ/vD+dqOByGNXF9fR36QnWar2lne3jd3t6GF4YKF1xUFJSVhM0//vEPMzuKhspt5cY7n8+D+65DgJsBIUXdczabOXiEdaUmk0n4+cWLF67mFSE/qnTHUIEWwWQycUKtPBTihchk3TijXQuMiiN8+QiV6oCiILEg0VhGR/dhAioVRtQo/8R4oJ6z0Wg8edG1YZbL5TBvlFOiUK3ZU8V5Upy5aTFuQSpzLLdDw4D/cjMplUpO/UBwkdiGer7lcumU/Zm4yjpQPGwYg1D/9DwUqN1uT4U7ecDyOafTqYN+yuWyk55i/FhrnAU0Ly8vLU3TcF+qJnDTYoxW/aIqTax4YeYNEh0cmpMsy3JlpPgeSDmehofWqwR4dR/CeTS49HeNGw0Ixp/UJL+UJzJN8WrOhyBRMnR5bR6MMSuPMTw10vOXy+UT0QYyKxnf5ztHw4DGDuWleLCXSqUwDh8/frR6vR72FhYoJROa7wsNnq9pBWxYtKIVrWhFO7t2tp4Xy4B/yXO6v793SbyTySRAhXHZAubNqNFiMTvCfLI0+Ptut+usX+ZPrFYrxwLktQl5mZ2gsVKpFCDF8Xjsgq+0KNmPmP3EwD8TBFnziom8hMZYlbnT6djFxYXL86J1RRYTWYysuivii/4fe1hmR0+G/Xx8fHRjLViYSavMzRFbjPlT9JKYDyNPZzAYOIu5VCo5DySeF32/2Ww6pmuerFepVHKEE2rU0cvdbDa5OngivcQyW/GzkSWn31NOTM9DvUoKLcvDI8xNBie1K9Wm0+kT8Wld7+bmJsDPFGSWDBergudV56X0VTyu/FycG0bPjX9jY04fIUQ9Pz0PehpEEfI8TOXtkTSiPlMzVNfWXNF7ZHiBpAzmDip5miQ0rjG+8/SKCSPG7EXue+qnqqILpqZoN59lPB6HvVYlmjQmhJnJFs2yLPRFGppf28728BoOh2HgmFi8253qZ3348OEJO5DuK9XiCdnphe31ek5FnJOgDdbMH0Ry8/MOEpZvJ8NKcQst7OFw6KAGTfb9/X04OLQICNEwYZDFLNXUN40P4w5UziBM2Ov1wkFqdlyUemFIvybMxXuMRiO7uLhwBxaxdUIH3FgajUb4G/XuCKOUSiWnp6i5VKP6B7F5ja02AsZ7qPau+dlsNm4T50HLSgGEe/g83OQ1PmS3cq4Z92PcgakQ1J3jfIhFSPYin1v9IdtQsTRutjy8GHsllVxJqWbmkv9pbFGpQrFFjr3iXJVKxfWHzF1C8GzUXSSkqYOURgyNIv1MaFzpIHyXNKZMcua48X2jALHuw/Wue/JnQZh56SWEV9frdTA6dP+YARn3h+9LzG6M4XDue1pTV1dXLkG+2+2Gw4trd71eu7juZDJxgs8UI2DIQutIRs7XtrM9vGLldQ0UlSpoVeslYOCfCsh5lFNJntAK0+fG43G4z8XFhQugk+RBLJp5D5RQUo4F84VUmsPsZPl//vzZHTD0tij7slwu3YtI65ebq/pndjy8KGL87t278Jxv3ryx//zP/wxjQBovqeoUFo1jboxtUX2blizlfji/Cjqb+U1nNps5inWlUnHpE4z9cN4pastyK9woD4eDy6+Ly0Bwc9AmPp/PHSmDGygLiZIST68ulvGhRxMrg+SNbVwyg3mF3GhonPCw1jX0M98l0f31nLe3t6EfNzc34fBiYVdujvKGdGCZneSB6PXToymXyy5+k0ec4ThoDDk/zWYzvBeKPZqdhJzNju8fPVt6vPS8JOOm+1HFg14z1WFarZbzWkhYYWFVGgecF5YXkvoJ55GeHKXnGJM7HA65XhCVVoiWSBLu6uoqPCvRAcZySeKZzWbBm+p0OsH4nM1m4bmF/sR9/JpWxLyKVrSiFa1oZ9fO1vMi9ss6MjF1mG232wVLR9aWmbe4CTvFmf70GmJ2H2NQpKPSZV6tVsEKG4/H4fryjqjYIesmy7Lw83w+dxYULXgyrGJoQPCKvAZmzhO3J4OO3s2HDx/CM9zf34ef0zR1sRvBABJhNTupS9ADlrVIC5Wf0bNyrBn7IXQTezdko2lOqD0ZU6TpqTB2Gpfp+O6778Lc8HNkXJHJxc/o/7Re4wRZ3ZMeA9coISuiBoS8NdeMb9AaJ5NRXoNixPKI9vt98FSonMGY5m63c2kJy+UyJLjTk2Ryu7Qa6U2zfh3jm/rMfD5346b+6d+8daz5JTWcCcEcK3nMUssRMsI9hN4rkQbCiZvNxlarlYOF9Z1OpxP0NonqbLdbB6ERDtTfOKf6DL03ijPErET1X0Ui1ag9yTgdE+IF6TKOzzXKODkRr19//TXENKUXqXlU++GHH+zvf/+7/f9oZ3t4Md+AMSczc5CIBpqZ3WbmXPZqteo2YX6fdF82qhJMp1NHeS2VSi7WpOtRqqZerweVBG1GpFITO87LkdrtdtZutwPUx3wSqlgwpkM1dv3LHBa9fPP5PLx8gjDVBxIZYpUD4toaj36/7w5jxhMYVI8hO6p8UEmExkB8EHGjohQR54+5RoPBwG2WcTBb7c2bN08UCzSPTJ+gWjtje8oPZJoDD3NCvKwXpb/rGpSV4rwxuE+oMa4ozFgS47WLxSJApDF5QvNGY005jvrcZDJxNa/0LnW7XQe9UsmGcNhmswlQEqF5vWN59aek8sF5VZ87nY5TI4nTIcw8cUhrj4cxDxnGmPJU5bXuqGSjjb/X67n4KOe6Wq2GgymW1VKf0zQN63U0GjnoMpaT0/8Z569Wq27cm83mk1h73DflC2r9UgT5cDjV0BuNRi6tiGMSS0+RHKNni1NofmsrYMOiFa1oRSva2bWz9bzIxCKEsF6vXYVlNdE4ZQHETDkG/skiYoIrGYqk506nUwctMHmQRATCSGQnKXGPiY20JAU70AqsVCo2GAyCZdvtdgP0c3t76+r8kAjBRqiBrEp6NyoXI8FZeoKk4dMii71IkhcEsej+hO1YGZc6g/Q4y+VygHtqtZpjrMVlNghZaezTNA3j+fz5c0chJ+GC0CdpyKK2s8IwLXta82qCCUn91t+ZKE14dLFYOM+WJSoOh4MrZaO1tFgsgmeoz7FkDTXrOE56RvWb6IAsaybb7/fHsjT8Lus9KdD/3Xffhdpe9Xrd3r59G4hAhGwJa/FdrFar1ul0XII4PSKmCKgJglcfqOjw8PDgSgiR3UdNxfl87iB0jSHnmZ6K3letqzRNA1OP4sadTseFCogUDAYDx54m9KsmD4h7XZ4wgAQM9H2m7vCdZbiFkKZQLbJYSeyg96zxlI6mxp37M9ckyRvfWhLlbA8vLlgzL3TJWjwsQ06MlgcEmUKErwgJmXnohvEJQiiiiMZ4uP6mjZ+QiuJAmkyqQ6zXa3v27Fl4BuYe9ft9tynzeViLh9n6uqbGiuwj3ZMiwY1Gw+XE6fp6Nr5kOnyvrq7cgc86WRQdprpElmUOmmg0Gi62pfHkBp8kSTAaKpWKXV1dheehoPFisQjr4+bmJkCt/X7fbm5uwjN0u91wSN/f34fnIVur0Wg4KjaLgDabzfB91VtTPwkjS45Iz0aVFMYwGE/LsizIMfX7fQefUeiUjDqpyug+VABXf7ROtEG3Wq0wV5PJxMXZGANWnEj3IRRFmExjkySJvX//PvS12+262Avz6ziHEq0288Yjoelms+k27n6/bz/99JOZmf34449hDP72t785Rm8sHi24jfCsYG+NAQV39cwq+KjDK0kStyY0hqPR6Ak7Vo1GMwWVOe6C5lkok7FTKuRQKYaC0QwJmJmDvwl1MsWCwtTz+Tysj+VyGYyoh4cHq9VqTq6OoQMa9zJKaeB9TStgw6IVrWhFK9rZtbP2vJgjQdYMCQn6WWwe1qUiYYDaaGz0iMiOYxY/g9ly+VluhfCTGl3mq6srazQaDhJkYiShASZZ7vf7YDH//PPPjtUjC4i5P3LZCZewTySwxKVWmAPD59U9CUEQghRsKEuOFnelUnGJxLRwkyRx3olgGFq1JKzoWTnfaqyVZHbKdXnx4oUL7lPfLUmSMLbtdjvAk9Jp0/WZT5amqWOJUqi1XC47b5xjTsKIWrlcdtbv1dVV8MDNTqLOMaTKxE/mKNEap+coVpj6TSFa5mTFZVfYXyZaE6p89+5deGbBd3nMP3rTzOt6fHx0a43wL4lIsTLJ5eVlqOv25s0bB1/JCyMJSHOjOVWSrplfE+PxOPSH3nOSJI6dp/6ZeRJOnB9Yq9UcHKe+cW8haUY6lnqfmRSfJInbA+OaeRwf3ZMlTJgzJgiRSfqxmojZEQbVeIzHYycYPZlMQvhG11d/tJYYMviadraHV6fTCYmRlFkplUpONorMOIrHdjodB9EQDuTvzczhx6TaqlEiSHBRXiLu4XAIC5zwWbvdfoL/5sFfcW0iMram02n43H6/d0m9lFOiNFBcp0uNtYUk7/Ql0V4y6PJkcNbrtfV6vUA1f/78uf31r381s5NKtsaYBzOp6u1221UNEHzGmIE2Bs3VarVy6hvq52KxCHGYcrnsJKbE5tJ3CEnqRZP8EjcKsuaooMANnQZWmqZhQ2PiOg0dqTZo7qhSwpQAQo3VatXG43GuqnupVHJrUk3qEhRLJWyu9RpLcWVZ5qDlWC7N7Lh2VPB1sVhYr9cL64oqErPZzBlujHkx7se/0fCkxJZgOlH3+/2+g+MICVJFY7lchmd98+ZNMBQIh//zn/8M45QkSYjvdLvdJ0nkhAd1gLNQpgxhXe/+/j7sZ6vVKhgujD+nafqEIcxDjhA+1x4PTcKLaZo6Y57KN3FqB6WjdC3JSJkd1welxWh4tFqt8P5uNhsXQviWVsCGRSta0YpWtLNrZ+t5VavVYBlTxma73TpvK5aDohWTxyhqNBpOzoWyK7H7zJwikg1KpVK4NlliZHmxHMl0OnXWK9mTzHMh/CUNOAZv6Snqnp1Ox0Eyq9UqBJZZ5ZXPcHt7Gzy32Wxm9XrdJYTT4qalxfuwLA09F0og8XmYVyIyDPUVmTDJEiJq8vwISVK0mGXqyegbDodOg42Bf/WHnnksw0OImJ6wvqex4dpRP/Q3Jr5Sk5JQJ7X3YvYYE3K73a5LIiUpiB4VcwJZ+mS/3wfPic/Ncjyr1cr6/b5br4T3CEvpvZpOpw7CS5LEwWz0QDSenU7HySvVarWQG0lP0MzcHJTLZfvnP/8Z7qv+qKaf+qz+l0olu7i4CGP1ww8/BE9huVy6ytDqy7Nnz9yaJnmJqArniuOk91+e92QycTl+cfhC143Zw3wXKPFFxjRFE0iqoAwW52KxWNh4PA4eEkknRAeYtK3P6HkYKiC0znDNv2w9r06n4xLfmDzIBaqXT0oEVNzWAhNjxsxnrWtDZtyATYuVUJyShbXxsTQ9sWz2WQceoTZuaHw29V+xHn2HSdeEcJjwrPo9hBrYHx1EfFb1jTE4NRb7JJOy1+uFzwumePv2rZkdX1Jdg+xAFqzTJv7q1SszO0JmfHk0Nsvl0r2kaZq6KgKEXvLgxPl87l5StjjOR+FYUpkZo2ECKZVMFHuiaglfXNKIqR9IWCVJEqfUoO9LF1Pj/vLly7Am3r9/70SVCSvz2ZhgW6/XHRuNFHr9LEhX/SZ9utvtuvWqtlgs7P7+3h0K3Gw1B999951LGRkMBvb69evQVx2sd3d3LqbIg2O32wUIjv2gSv5qtXIGGaHpy8tLl0qge7558yZszjToFLOjgDfFmAnTkfk7Go1CP8mylIKJ2TFWSFiajEfGqVhfTWkWuj/7o99p3HgYU2WFSjicx5ihzL5RmYfxdDF0zY4pAXo2xni/phWwYdGKVrSiFe3s2tl6XmanHAUyfwgdxUrRzKUYjUbhb8wfoSaXgq1M7mQJALU4kZBB1VKp5BKBZc2wjIMsbpIfGHzNk4ciEUP91vU4HjFxgfW8rq+vw3MQ9thsNq46MPXz6vW6I5CQVEGWJ73N8XgcoJfD4RAsvGazGaAX1mGr1Wp2c3PjYAt6WyQeqJ/Kc6MqO+eAY6fvKH9N1m+r1XLJx/QANAeLxcLm87lLkI0hGv2sa4mBJziPskZkwJK0UiqV7OPHj05FXc/T7/ddHaa4soA8iNFo5EgERB3IMiVZh2wwakd2u10Hk8dVeOnd0LMngrBerwORYjqdhnFIkiSM1bNnzxxrVvluamS6Eb4lNGd2SnymVqPmQuNG+LvX6wWSRpqmLr9Nz0CkQeOjz5DFRyIFWbRcn+v12t6/fx/yAh8fH10eHuF4jsV2u3XQuNZBLJEn7+bi4sJJpRGFiBmTYvT2ej3nmTLfkKgDP1Or1Ww6nTpCjrx+vn9KpNc9v6Wd7eHVbrddnEkTzxdmNpuFjUGS/4JeqtVqmBDSTOn+K4teExIrQlCzMBZK1eKNVTny4htqTBQl/KRne3h4cP3khkxNOgrzxqys7Xb7ZHPQeJB9RX3HmK6sZyBMt1gswsFOlpzKJlDnTM/GwpJmp81A34+Tls08S5SGiqAjjSEPAsKCTAoejUaOfh1v8IIxCfmZebgyhogIpemQ1iHJjYLwip6HZTpUz0zXG4/Hod+vX78OGwPjUq1Wy8VOO52OY8rmQeYsX2J2jDmRdaa/93o9F3NbLBZhfqhWQQZomqZOISTLMqeQoYOsUqmEdZSmaeiz3mWWB2JIgKw7vgsU7Wa8h4YgY0eE38x8LIexYKZ5zGazJ8xBfWc6nYZ3lvDww8ODg9mokCERBfWf4sj6jli4WuNk0er/+pccAMaZGbqgxiYN7ul06g59MlopLMAxn8/nbq9gUdSYfclY8Le0sz28mGvDTfRwOITFFivH828MUtMiYs6JLE/SyZmrw02C9HPW8GJQdTAYOMydB1mWZWGyWRiSi4oxO76Qui9zSOgBUIRV947/xjhKu9129XcYw9vv9646rzaqbrfrrsVDVuOqfjPgS0KA7qm8GeHxCqibmb18+dI9myzX29tbm0wmTvVE/aT3zI1ps9lYvV53eTSMbXE8KGpM8oSZuUq3JGJoA5NQMvO2uImRWKK22+1cnlWj0XBVa7lp0eM1O62Jy8tLZ5AwXsO4Fin13IQphBvHNONnpSdI4hDjJlR7YaXsWPKIHhkNAqIYtVrNIRVcb6rppWtwrjQenAtdS/M9HA5d/hXFZ7nxM8dQ42XmFW5YFeL29tbFi0hh19jpOvSU4tgTCWQsUMpUDMa8SD7itc3MvctqrVYr5HfGY00Pj+SP/X5vSZI4xZZYBUn344H9La2IeRWtaEUrWtHOrp2t58UYUZqmIXH18fHRWSakDUvqX9+nBU/8nAnCxP2pEWZ2spRrtZrTkDMzF+diVr4sIiUM6zuNRsPRXpmwSziAsSdaPvQKCfcQwhMMQ3df42Z2svyYOS8WlLwA1hRTzSldW2PLsvKCXUgBz6sSS3aSVB407j/++KNLcqTFRvx9t9u5OAbLfHA86RlkWeauoe8zpkgIJY4/EsOnFd1qtZzI7+PjYxg3WrIxLZrWfLlcdnR0avER1iKkE8NMWteslEv6udAJPR9ZkpwDrmOt1zydPsJxFLhVPTBa/Ux/oHCz+iYWLwUEqA2qsWLsVfsCoWnq7bF0CzUTKUIce8AcG6ZzMF0hSRL3/uXV5tJ9dU/OL6nuTDvh8yuWTLZhXut0OmE/Mjt5o+p3DBXrM/SU4ngUa68x3qu+KF6md4Fxbypv8J7/sjEvutwMSJK2Xq/Xw6AqH4cvCRUDtIgY+xHhg5CkFkW9Xnc0ccaYmMXOgO9wOHRCq2pxUJrZ+3HuEgPoTAWYzWZOdJTxPEJ7jOG1Wi17/vy5mR0PFSpKcNMikYEHXxwIz9uQ0zS1NE2dPI2gPsr1UO5LG6WUMH766adwL6qmMB/t1atXLh7HmkqKt+j7PLx4mPK5CYWR/DEej8NhZGYu9lMul51sk4wRxbxEWtGYmB03GkLAXIeaP/WBmyqlkWhAMN+Pa4/1q2IYOK4oQOIO40qxGgvVPwjXCp6kOLHmgUYioSjCWhqbyWTi8iF5SBLyJkQrajrl0Qhzqc+MXwuO1LXX67VT7CGFnAYv45ZUoSAxJcsyR2IgRC0RbzXCv4R7KaTN5+FcUellvV47sgXlwNrtdugPRX4JvQrK1njQ0GbckAosWkOxxFn8ncvLy7AOWU3ga1oBGxataEUrWtHOrp2t50UaPBNsyXZ6/vx5sDJkqbEkiiyALMsc1EKPjNYjNQzpsidJ4iyo6XTqCA/89I2vmgAAIABJREFUvRohRMFI6mu9Xnelv/NgAkE6smho9RBKIlux2Ww6qLHZbNqLFy/M7MgyI4GFJRUIwxAOIB2cFFrCloIGyYTMs85IfRbUKI93u92GRHJaolRP2O12AVrUdQm5kTHKFAnqXZKVRfIGg/n39/d2d3fnaPj6GyEqkmuYHqBrEwrLU1OQniTHnR4etStZR83sBE3RG7+5uXGiw/IaRLDQeqVnzXnjnClpnYgA54pKEaTqxzRz9ZvEED2TxoZ6oGSG8n2JkQvSyUnn7na7YY1wfYiRSD1Aemt5pXlIHtH39Xx3d3fBy2Zf1B+zE1mIrFwKHVCMW3Mj9Cjutz5HJmX8vrLuHb1peosMecQlo3Q9Qprb7TYonmhvpFfIpHhdu9VqhX5yP/yadraHF/HWWHZJLd4YWPAxzougwG2spqBJIEZLlhibDlX9jdRQ1cbS53h/CrlSsDZm9xBWkmK7/q/WbrfdS8HDj3k4m83GQWZqZE8KtiFDkZ/VtanSzdwjQgb6PzcApS5QiYAQhpnZ27dvw7wpb8XsOGeChdkX9UEHHmFd9ZUtFlXWWGlzJbwjFhVldRgrIL0+Lvqn9UM1lDgNgJAOYcxYkYMwNTfd5XLpYnVce4yTUc2FB/hgMMjNDWNNtDRN3dqJ5chohJBlyjlgLiHXC8dW6SwUsOYBmCcKrXsS+mThV407503vKOPEXLNk+zJGy/Ecj8dhrMbjsVtHnA/2n2GN0Wjk3m1CtGTn0bAkZEyjnQxawod6Nv1cr9fDYc44u/bNvFxGQqrVatWp8sxms7B+CV8/f/48hAp46OexEX9LK2DDohWtaEUr2tm1s/W8qPpACIBsGgYURWKgJULrhnkdzBMzO3lll5eXzkrPY/soAE/Ph/CRIB2qNCjwyqRH9YdsQF1D12Vu2Hg8DtfmeGy325CkK2iPiad5tcZoZSv5mYKq1NJjPhrVQ9QvasyZHT0nQmi6D2uVKdmR1V9JSqCVrnEWLKXnmM/n7t7MdeM4J0kSrtdsNl3ukn6mVSxBWAbumaDLpE81ehJmXuutXC47NhwhGTL3zE5zTwZpbKUzeZ3QDVmEhHcEqxH25j3Vt8lkEsZDpTnolTFxXc95c3MTvJ75fG7L5dJ53Rx33l9NgrckIui9kKqFxpBakxIXUCMTkeuISdtkPLKGVuy50avUeChswXw/eipqTHYXxKxx4/iqDxobNSUPU8CASBM/K8KX8k6pxEHkhM8cNwoAaDyZv0V0Yzab2adPn8JYz+dzl2DPHES+/9/SzvbwIvMvSZKAudfr9YA3z2YzR+tm8i/Zgq1WK0wC4QA1Sihx4gl7ECJieW662dyoCJtIIFbPwBgeKbmr1cpJVW02G4fH64Xhxs8NkDWlzI4HbZ5CNA951TPixqk4GROTd7tTocHpdBpggu126+Jk3NAoXdXpdBzNVsULdQ32hwcEYTUp4KtxrBhH+RK9nqxCbgwxwypeB4wlUSiZa4JGCA8LskkF4ZkdITJCV1mWOYULGg2Uu4rLxjOGx82IY0t4kHEYbsKM4ankO5O91ThuTEpWYzI0DwXFPygFFqvQ8LnJYqTqg9YxpZby2JOE4wRNUug3j1U8m80c1ChWpdYEn5GxaI0boXEqd+g+DFfwYKfsVBwKkcHKFIPpdOpir4x58T0nPE81FCn06G9Zlrk0Cc4H5eEOh0OAzRnnq1Qq9sc//tHMfIHSvFjvb2kFbFi0ohWtaEU7u3a2nhchGiaeZlkWLPgsy4L7LCtO1uvz58+D5UQGHPPECEuY+WAj9eGYFCg4MI+VaGbO8lJfZLXItU/TNOQLJUnioCRCpfxOuVwOwV8Ki8bkiVj3jYxH5rbQ4uY1Li4uQpCXzCWzk6ezXq/DHKRpaldXV06olLWxdE9KywwGA3v27JmDiMi4ovArA/WUYKpUKqEP8RwwyEwL8ddffw3fV1Kt2XEdyKIkWULPrHWSJImD1lgxlnqXtNSZ38akYMF/eYScuJQN+0JIkJYxLWl+T7JT+n+9Xne5P5T8IpuU0Od8PneeAkt78L2KNUQ5j3w26oQSJmPOJatJc04ExdGj0PMwuTtOZKaHQyiYrFPmaS2Xy+A5se6b+sn5pQfO5GNCkr1ez1WWpnfCuaH0E/PZSNhgPqueTZ9TzqE+R9KJmsaGiIB+JkOQ+0Sn0wl5pGaeRPf8+fOAhi0Wi7An8z38mnbWhxc3YQ3q4+OjGxTCJqVS6YkWl5kvUkdqul5e4um6HqEoqjSYPc1C56ahQ45lt3l9M3NwClUfqNkmKI0qI9osuYGVy+XwkonJRZ0/wqjE80lzpaFAqjn17sxOBRbJvCqVStbr9cKmc3d35zY6xkB0KJK6zn5rrqgPKXhScTEdWKVSyRUYJfSqWJjiWkw4/u6778zMiyPHqvZfMmKazWaAblQaXvMxHo8d5KWx6na7LobBWAmhOcUu9GxMYmXRP42X/qbnZryJ15UxkKciw82+Vqs5lXDC0WS38vCZzWbOOKKiSrvdDmuCOp9UmFeiNzdyVkhQY+0pvZc83GMxXI01N2yKWbNCA5O7md7Cz2sMGYvNU59nmoribHG/42tT2DtNU5tOp45BqnuSgh7HtGJBBl2vUqmEd2G73TposFY7FS9lLDiGpfVzbDTUarUwVre3t66qhNaXErm/tp3t4cVicMy2n8/nYQBZxqFarboYSYzNqxwCqeTKVM+TTWHuQizxw9gHCQJ84SgALFUOKhZQ5FONOL2Zr5L8pdgAg8SymCkurM/1+30XP2IgWSobZl7glfGn3W4XDg5uRrLuaH2KHs8Cei9evHCqD7FiNpUJ9MLoINGzlEql0Idms+nmhMoq3Kh50FYqFVe8kda8Ylaq9Ms4KA/g6+vr8H0SNHjIMYfm8vIyjBWloZR3Q0OGOU7sIxECjj09CK59blSKs9FrYP9pwfOZSS7RM5l54k2v13NIAz9HT5RrgnT4zWbjFGKIisSHEglG3A9IDY9juTQmaJAwBsj3b7VahYOVB4K8DK5fNfaN6TAaPxk7jKFVKhWHNDAeSU+UxivRCXqREpWW0UwDngduu91+Mp40bKl4T2X9mATEUkx5yMd2u7WPHz+Gz3xLK2JeRSta0YpWtLNrZ+t5kT7NViqVglWZpqkTyO12u8F9NfPWvKwM1kAaDocuSZllxM08BZdYNuMLhNloEbEgoLLoyYgjFk0VCVr59Kqo60fYglY+411mHtoiPZ84e5ZlDgpiEjcTcbfbbYDwiL+v12sHS11cXNjvfve7cH+1ZrMZLE95pVTl+PDhQ/gs5zQeD6oC0Prmd+jBJEkSPhcX+CQspPu8ePHCCY3Sgqc3sVgsXM0tef66LrULv+RNxLqJRBE0v0zMVsKzxno+nzsLns/DRkufAr58L+hlS4SWtHMmmBOy05pUjaq894JU7rjIZa/XC14DE34Zp2ZsT3WkNN+LxSKsM5ZHYTqI6Ph5yepkmtLj5XMqRYN7gLyb0Wjk4NpYx5IlXjj3rIVFdi3LFTGeR5iOuovy1hg+0XdarZbT/2QsmpAkPXXS5hkL1z3yPEHCzwy9xCVlfms728NrMpnkCnMyiGjm8yx4yCwWC/dSaKNR3S+z40ZNjDbLMkeBl8tPCRjR1BkQ1/cpwUKae7vdfvICErbjgSPsWS45Dyn1h7lqhCokrkrRYKqkx9JAZkc4sVqthoW22+0CTk7aLWGPUqlkr169MrPjAXV9fW1v3rwJc6Vr8cBaLpduPmMMPk+8lvlBkvjiBqMDj5BOtVoN5AsdkNrcLi8vw324jrjxx+QPjhtzj5iHKChN92FcSXlJajxISWXmYc4AOqn+MkA4Vlrj2+3W1dyKjS1CqXmbE/PhtHbzhIIJ5z8+PjqlGL5bJAsRqiXsfzgcHL2d/YnV4qlkz5iR4mbx9zmGWhOsdsDwQBwb07yRhMR+UrKLsS8eUOo3Ja5oiJJ8QQOChiAPUMLL3C/MjodELDau62msuR8pT457Awko+v1yuXSHFdNl0jQNe3KWZU5lX+NUCPMWrWhFK1rR/uXa2XpehAZ6vV6warfbrasTJG+k3+/bu3fvXACWEAY9CzLlBJuZefUABnjZZOHSKqVIJgPG9M7IVGs2m4EpR9WI9XrtoA56PvQwad2Uy+XAQpTlRziADEMmwcqDePXqlT179iwQFmazWfBoPn78aO/fvw/zIbLCmzdvAh1W0C2Ts/MC7UyELpfLzpJkcjmZcrTedQ9979OnTwEipidLj6jRaNjFxUWYk+fPn4e/TafTsKbyaj2Rvk1viWQh9pOKD41GI1yHjDxq9HU6HQdJxqVECMNwfYl8oPvwO4SoZAmL7Ujat8aA2pmxiCtL3dMap94eYV1BnWSjEQWhR0X4i+U9OI6EAKmI8fnzZ0fyMDNHyOE9WaeLjFbdW/fU2MSQMr3S3W7nvH6uZTI7YxiVdH/+TIYxvX0+Fz1zhgq4BuQN5TEeq9VqrjpMLNTAd47rmPufFG6Y/qP3p1QqhT2DCeVEHL6mne3hpbwCM19Lqlr1NWqobr7dbp0SB9k9zJ0g04hwCRcoY0RchIKOeBAwN0WNcN719bWLXcTCt4yNqWmhaiHs9yexVckr6TuMTRCeJDOMB1a9Xg+1tN68eWPPnz8PY0oZqn6/Hw7GzWYTnvPi4sJRp6naTxiWslyx+kesUkAlAR3scZ4aX2zSdpfLZYBx/vjHPwZIUyXJNQbX19cu1yYP+pU8FdVZGONhPIIqDVIq0f8ZxyB8RVhZaQYaH801FVyYSyX2GZlhpKaTks+NOI7ZErJmvh83YY2Fvs9NME9ySJsoNyz2IU9xRKxOQn3qD2Xgtltf8JF5cIw1zmazXPWQ+XzuYOr4wCCLkONBYWAe1Lqe/sYxiOOBGiv2k9Jb8bOkaeqg6Tj3zsyLOEtEmX1lGIGHqd7f0Wj0ZK5YzFKGXJ56CseQ39Wz8X3h/H9NK2DDohWtaEUr2tm1s/a8yFBSazabwSoW4cLspDUnaKtcLrtaNGTjUHmDwfU4uVONwVZCMmZPk39ZwkAagYPBwPr9vqu8q2djFjx17GRpkTBBCJFuPxMR1+t1CJDTimKiKSEi5XvwevQYZZ0xUZse6mKxsOFw6BiPTPRUy7LMWbu06hjEXy6X4XssLaJSHvqbRHfja9MziVmAZL1dXFyE+YhLcSiB2MyzOWlJx+VVWJqG1nRcKoTjpmuq0cpmnharUTcajRAIp/VLiIjQ+Hq9fqL/Rzgu770wMwc1UseR0B77TohYjTqQJCsQQqTKB9EOziNVI3q9nsvDI8GHTEy+p7F6BHMuCc0RQozX6m53qk82nU7DtS8uLlzeGr9DNiY9SbIqCWeqX0KciBpw3pi3FwuIUx9V/TDzzFARzuiN850lAY1hDHra8TpQxXaKDPzLwoZUGaCEEuWhttutK23PSYxlefgikFFEJmGshs6JoxoDXxJSUxnraLVaQc2h2+3aYDAIi/vz58/hRZKKue6pJiiNcQjS64lx62cdMGQyaQGRJUYJmg8fPjgVB8Y3iJPvdrvA4os3Fr4IjN0sl8swHjx8BZ9RvUPXns1mTkVDBoASlLkBMSGUbFJuYGQVMm7X7XbDfKdpGu4pJhuT3XkYctPgZpSmafgbDSxutHxmxVTJJKSUFpmMWuOdTucJBB6v+Xisd7udgyHJROz3+w7mosFGFh/HOo7xqMnYYgwvT/KL8HecrN5ut8P8lkonhXiye2OmHSFRsh1JLZd4LY0IGls85DiHjPnwoK5UKk5pher7NHK/lHJB+Diu8NDpdMK1mTIRC1vrO+Vy2cmWxXR/MnwpNccDUP3V33T4jMdjJ/9F6LRer+cm/1NguoANi1a0ohWtaP9y7Ww9r16vF6x4Jh+Px+PgvpudTndJ/utvzEGhhb9cLp3VxTLitLyYcEmrWJ6NrItWqxW+T0u2VqsFb+ZwONhsNnOeHHPQGMSnlc+8islkEqxSWt+EKkViUF/n83nwvNrtdpDI6vf7YWxns5n95S9/CcFckgAajYaDOqnNyCRLjav6QMkgjQGrv0rCifPAukHMP6F1mCSJq8GmcX/16lUgPrDUirweWaXL5TJYtfTIKEuk73F+CQWTjUj9Q3o0JEJwPgiDUo5L48bGfBqWpWFCNYlMzPliAF/kDXqC6qe0JnVtQreE9+hxEj6mF6R3gvlCZLCRiEG4imO935/KiBBujWG2WMyWfSBLk5qfRB4qlVMplsfHR6exSWieiEqlUgnoAFEder9kfEqUQP1k8n+1WnXoAmG2WMaKz0AmYOwJcgwIOXPP4HsZe6K6XqvVcqELVk5uNpsOTme9s7wSPnGy/G9tZ3t4NRoNt8GqkUlFgU3peOmQI0MpTh7kS5GmqdtAqLOmJkaPrsX6Yq1WK2ycr169coKfctN3u90TxQBen3E7KkVkWebgGsI93CT4HSoYMJFwMBiEn7vdbnjhfv75Z5tOp44pp5d2MBi4zYRsJ7LpKERLCFGpCGZeC2232zndQzKpLi8vw/epVSf1gjxYp9lshmeLxUx1bzMP0VKLcL/fh7Wy3++t1Wq5JFjWDSOjj3AgYyIU2a3X6672meCVTqfjhI+ZIE+4hdCTkkkZe2QchHFUjYcEnrnxEfJVo6EgRqDmnvR2ak/GVGzRqXUPQs5knfKw0nc1P5x7PQMNvBhqLJfLYdy5QZNpGz8rU12m02l4TsJs3HhFzeeBwX7y8GKch+85IWMezI1GIxhUFxcXLlZHo4GpNwyjKFzCA5jahHnQp/YSpj+oca9LksTtr8vlMqxlHrIUICArlE7G17SzPbxEpjA7WjfEdFldVxOioKoGXrJF+pmLjYFVlsagcsVyuQybAeNptVrNOp1OKE/S6XSC6Giv1wuTmyRJiKlkWeborcz3oXjmaDQKz6kXhgrRul6n0wnPNhqNXN5Pt9t1XoieTbRxPYOaUg8YR6HcFTcgBrP1PNyM1Pg5WvzccGKxWP0tVmPgwdxut52VyarVJFIwZkAPmPHNh4eHJyKqHA+OO2M8rBpA0otyljRuWqOTycQZE3zmRqPh4otco8wD4qZHgg8PHBZVlNKK+sLxifP9aNlzfviscWoI8wpJ6lgsFm69sFGhhoZXHKNh2R3mC6n/8sxpoHDc9J2Hh4cnc6p+M5ZE5fQ0TZ1nrWfQ/fR9VhGOxXNZ7TzOp+IY6nmUD6a5IUWfe9hqtQp9Zj+V+sMDVD9r/9J9SJufzWbO0NBcM25JeSrNh8b006dPLp+Ma5KqK9/SiphX0YpWtKIV7eza2XpedDlj2jqtjjzrwcxntBPmYixMVgoZNYROZHXQ05EVJqvm8vIyqE0QaknT1MVeYjFeJi+qkdouL0H3efbsWegD6flpmgbIL0kSe/nyZfgO4QWzE/xKGElwYCxiqj7Qe82zntfrtbO4ac0T7qE3EFOqmfyr/+vZ2E8mdMvL1Piq0QpUwjYFQimmS6FSFqYkdKK/6zuMN7FMD2uX0YtiCZNqtRqeUwUeyZTT3xgjiuE8xhupPUf4mJqQShcgI45Uda0delfy+OVpkN3KkjP0pvf7vc3n8/Adzj0hcibRq29q9Xo9t7wQrXkzj77EaQ6E2VVPSkn99EY1V2R2cn75vsYlUeLnJpwXJxjrc9SUjAXFeU8KORNJIqVeifS8LmPtunan03FxNu4FpMETVSEKwTGX1qRgwbu7u/A5rkPGRP9lqfLT6dRRajUQ3ES5MUilmy5zHj2YUIfcdL5AFL8lVMicHlYu5eFHqIIbvPB3BtepXqBFUq1Ww+aqeIYOxp9++snBNSI4zOfzAHsot4xQEONp+v3Dw4Nb/AzWEy4Zj8fh2iySt9/vQ06QiBwM9jOmQWiNatfcrCkayrlqt9uuiChf9HL5VKCUECRzhUQKIWlF/WF1YM6HaqjFxoqehwcl1VhIROBYc7MmPBpLPXHT2O9PFYXn87nLI4ohbKaD0CDipif41Mznt30pJkHCjPqm+8QpKTQkCQHWajVHe4+hejUacgwDEBrTc6jxWlTLILTO8Xh4eHCySTQaCF3yHaUSiNIn+KyMvbIxBshcOd3X7FQdQL/j2Op91NjkqcDw91LU0Fwy9ikavfql/i+XSxeSIDGLByYh2c1m4/ZE5o3OZrNgBDH0IkP8a1sBGxataEUrWtHOrp2t50UvijAXWWssOy56MjX25MU8Pj4Gy6DVagXLT4m/skja7XYgX2y3WwfhkWbKa5TL5eCFzGYz5yGq/9fX10+SQBlAV59Ho1GwuEUEUZLu5eWlgwZiVpPuP5vNQr/JvJNnqjFgsi0hBAaMCTMwKXE8HgfrajQa2Ww2c9YjxVrpCbMiMEkfhMbI4uP3KU6rZ6PHmhewFqmCidLUjKQXRS+fjM241AiTTtXkZceJ7OpPnifcaDScIDE9r8Vi4VQS6PESfiqXTzqDZGYShpUHT0SAHh4hSULHsSelfnPdMV1AxAPqOGq+xZKMr6Xr8z0T8sG/0+MV25heM5V4yPIUatHtdi1JkrAfcL3LQzLztajYZ3o8Zse1TBIQ50NekwgW9LxIntL8kkUohibHR2NDfVUmYGufYUK4GlmNRD6kocgEeY3NarVypZxYLZkeJ/czMj7X6/U3e1xqZ3t4LZdLxwLiwtMmTGhR0JcmeDAYOPiDzBgtXGXEU9aHLwJV4Mmg4aGy2WxC/keapkGdXbWKzE71iPIEXlmb6PLyMuTeXFxc2NXVlYOPWOOL4rtUtxiNRu4A1wIlHPHw8OAYTqRsc8OKmW7EuHnwcDNoNpsufsTYgprikXl0dCpX8AXhZq4x5feJ3+vZarWaU04n9FMueymgOLbHOkxcR3E/9JxZlrkx4Kb1JaUGxlEYX6ARFkPehL1jwWoaN8xDitUQtK7jWlJqOrz0OR703FzJ1JNxov9T2oiiuBR41hzycBcc3mw2vxivIYxPhRvGMTnX/X7/i3XM+OztdttBXrq/4lBUqSdMTWNJ/RyPx479mCSJG3c+j/YzpTXQUObaIewew8J56+jx8TE8Aw88zSHXNZV81DieiomycK+u9+nTpxBfXCwWufJlX9MK2LBoRSta0Yp2du1sPa/JZOLYaYR7dKJ3u12ndUdLcjabOQhCbTabOXUIMm0oYLparYKldXNzEywT5Q0xeVf3SZIkfOfDhw+hz+122yVgMmGRJI3Ly8sgcNnv961er7tqpUxIlXUzHo9dzgjJE9vt1lnM9EAIuzABObYImQCqxpwRqgWob3q2RqMR+rxYLJzaBv9l3ovGUf/GZAXmqik4T09QRAg9C5MxuY7oRdGSJvyof8mk0ly32+0AF8djR/1M9VWNlY/JwNxsNuG5YxFXNYn08nmo1ELWHNmg9HJJviBRiR7VarVyeVYUPiZyEas8EAJnkvCXxHOVxEv2IxVb9AyxlijHNC5xxP6Qnavq3WoMQ1ALlN4JdSgrlYpTiGFld/3c6/XCfkQP0Mzc/anEIaEEXYtwJdfeYrEIe0OskUlSD3OzmLTNsZNHSIFyetkULIghUyaW69oPDw+5QtPMbf2adraH13a7DZh1zMgjJMLBipNACUcQXmRMhS434cF+v2//9V//ZWZmP/zwg2N13d/fOzqoJrTVagW46fHxMcCJWZY5N5vKGXHRPUIqfDGr1aqjHOvnxWLhlOPJYCN0w02i2WwGJXotQjK+8mRdGIuisvl8PneQIJN3ycRarVbh/4Iz8xh9lUolLHqy1MQA5MbNUu5aByocqHuSjk04zuzEWmMxS8VdBN+SAceXkRJfehYaF7onxYkJ3SgtgywtjqM2QZac1/e4ofBw43iyr4z1MZ7H73OzFqOW0CU3eEJmhKw5tqKXm3nJMfZTKg0UEc5j9HFNCdJkjJZJ8mTD6XkkbaRGI4bhAabecGxUWYCQHMVn+Tycax5yNLwGg0GYUzJbFa/VfTqdTtgPZrOZY1ZzbyMzklR1viMUSri/v3fG4nQ6DXsVWbMsFCqhCIYR9B0aanGax7e0AjYsWtGKVrSinV07W8+L+Ve0mJMkccmlrMsTV0ilNU6rlkFISiPd3987ncI//elPZnbMsZLFcX9/b5PJxOVi8H6yitvttgvEMgDdbDbDfQgRxdpp2+2pui7ZbPRIGLwWU07PSut3u/WVfglr0MpkjhEZkyx7v9lsXEkXaj3S0yGMQ0tepApa8HpO1hoj43S9XrtgP5+NHjdLxMgjoiwOYZy8MhKl0rFOGNmN+vvl5aW7tj6z2WxccJrQNtcun03eDTX/qDVHyJzf0f30/zw5NAbgNd5kT5JEQ71Nkj/4LlFnlDCZnkljyJwpkhLIQI3LwBAyJnGGLFHCiWKZcn6oYZlXakR5VZSbI3RN8ge9KK4pMhxjebe8Gm8aD5Zs4nPS46XHTqiQ5Y0o1caqyPv9UYxcECC9YY71ZDIJZBi9oxq3h4cHR16iHmPMEtUecnd3FzwverL1ej2gMoTLv6ad9eFFZYNYnFS/J4uJYpEUJ+33+47SqybmljbOwWAQoMpnz56Fn3nAbDYbh8czyZKuOOnjSjDkS8aXhNdiPI4xKy5EsxO9WAmHZscFTniRlFUWGlyv12GBqXicxrHX67n+aNOYTCbhusPh0B0I8aZDWJYKDmp6cQiJcgPJi3VqM2TcgLXTdGBPp1PHnGJMg3qVOqT0zExxYDyMQrSE+ZhYLaiRsG5e2XvOu+Ayxg7JriWMGdOdeYBqfKgswsNY/WT8lXEd6uiRHcvDjPNHFQrCoEon4UHLA5wGGhNvaWySIcg6W4Rh1de8GBrXB+dDKTGEFyk6TEgyT9VecB4TkxkDJG2dz8l0AY2r2TFOzUTgeG/SuiTLkwdBmqb28uXL8P+3b9+6mKaeh1UY5vN52AMuLi6sXq8HxvRisbCPHz+GMdR7ORwOXSx5Mpm46h4U2tZ4UKUoj3PwW9rZHl7dbtcFwrng6cGQMmpGFK1DAAAgAElEQVRmbuOVZcCclSzLXOCSclG73aki6GKxsA8fPpiZ91Qmk4llWeZkqSjvws1NjYew2XEhMLeFLwnjDozvrVYrF5jWS0Z6rmJHDPjmCWbyWlJa14JnThyJB9w0WdhOwWONNRXVGR+5vLx8IvmjxkoB3ETpVUpiKy/GE+dr8VCcz+dP5KLMzFW2pvUt6SFuQowlMf7FYHqsQh5XnY37FtOg6YXRa+G1ZZXzUMijpjNuqOdTv+P4DwPxzDfi3Ol3GlMRZUQW0O+5Wa/Xa4dCUG2chwjfTca2O52Ok0mKlf21Rh4fH0P8iGkn9Cpl8LKsCg0NyshxHkWkkmGgNa8YmJnPmaSYuOaHxgnHk/2nh8nSQzywufZitCX23mS0UxWe/a9WqzYej0N/JpOJ/fLLL+EZNFdpmrp9Jsuy8J7LMNS80fDR/b/18CpiXkUrWtGKVrSza2frefX7/QDlEEtm/IqeiuA/wk+yCgmfkVFk5inC4/E4lDQZDof2/v378DlZPe/evXMQ2n6/d9amGmMY8q4IvajRQqV1phgR42bsC0VGyfahlbrfn+pU0SIkXFWpVBzjSuOg71MoVd+5urpy8TnWyaJVWKlUnJ4csXxCRIQNWQyPHoNEeWVZ5ykx6Fpx3TSVr3nx4kVufIJwoPpJxhVpwIy9UAFis9m4Z6USh+5DWKnZbFqSJI46z++wNE/M7stTQDkcDs5i1n0EExJOk8W82Zxqg8XjwRbT8LnO6Q0wHYMQvv6vseH6ZAIyPSKmWXA85anlQXWs60a2MWNs/L9+JjxJqJ/Cz4xtUcVFQs5mJ4+GY8jnEYN1PB47tRt6wgwPxAK8aqvVKrCF9/v9E7UYzkEerDyZTGw4HNqf//xnMzN7//59iIfxvb67u3NxUP49Vj3hfqTnIc/ga9rZHl6tVitMdlyvhhACFbY5gfqdma8LZWYO8ye9lcH5xWLhxGcJuVEc+ObmxtFRCWPGB44aA9AkRez3+7CIRLXVou31eg5G4EYXx4j4fKT3cqNhbhurzBLbJyRKiPbi4sJtDIw1lEonVfn1eu0OGcJSk8nEVaolvEJoLe4/c4T0kvA7hGGVv8bNnxRrKpbQoOF64abBMSA8oudnLIoxLx6MXIc8tBnXodgyN+osy5wqB2MNjUbDwWckMimnTHOiZ6DRQ6NBEBMNF80jP0flGlHW9QxUICfxhnJOWoeEJPW5LMvCM3Q6nXAolEolRyChkdrpdEKfF4uFg68JVcZx6jxVeh6YguZIANE7t16vn9TH07OR4h/nWWo8uU8ovkojN85ZNPPxuPhgjnPl+F5oLb97987u7u7CGL579y6sHeYekoCj9c53WHM/mUxc1XgqlnxLK2DDohWtaEUr2tm1s/a8CF+QpqoTn8KmgldkGcznc8eEIiNJVs9gMHBMwmazGbQJyVZiULhUKjnh1E6n45J3xdoh1KK+kVpNZQQ16hfK02Iys6woJg/SM9H/SZkm3EN9Rlm/8vxoMapRGYEMOH6fcJnZSS9SfSHE9SX4K6azU/eRge3JZBK88VqtZre3t2bmafxm5gLzsTVPCC+vurDmhl4uyTmEg3TP2WzmvMfJZOI8TpYqISGHib2HwyGsCSa00yOTSgP7IMq0YEh9h8zXWJORqSKECgm/8rljIVyqO1Cvr9VquXnk/YkOqP/yYEioUb8JP1MVR7AwSxKxgjVTB9QE87FUjrzOmCzEuSLBKoZrCSuTmCKSh+Bn9WM2mzmYNw/6FeTPtcika3pEsQBvHtmHY5hlmb19+9bMjp5WTDKih0cSDlGcONWD4QHqwwpu/ZdlG1arVQdPMC9Cvyck1Gw2bTQaOYxXC7zVaoUBLZfLdn19bWZH+IvQC6n3VF3gAjd7Sg3lppFXUHCxWDyBNMkmI2xIaRfmL4kFF38/VpgmxEoIQOOgvnEDIlQoWFTfz4MqyQpjzoyehxsdKdpkwxGyIq2ahxcZfdq0mQvFfBJi8pTLioVsubnphVssFgGmW6/XTsGb9HqmaXCcJIlFQ4Fzyo2B8BVZgZTV4kFCxqg2Iz4DmaVkk1FWy8xyIVbmiRF2lwwWGXWM33JNEFpkX+MClHlxTLHxYihVY0W4lAcJGbZ8F8ksjWWnCO/V6/Xwt9ls5hjKceUD9pnGFg9g3pOKGoSMN5tTkdfYYOZcay7MnuYlEiLk2qUhRQiUIYThcGifPn0ys5PCBqH6vGKwHDPFgVnFQOuIMdbXr1/bq1evwhh+Sytgw6IVrWhFK9rZtbP1vFjdk4HtLMscZED3nyK3vV4vt9ZRkiTBMuh0OjadToMFEmvcEX7i73VNs6PlRteeihC0skkCYCJvu91+Inqr52ECI69F2IMEBUF4tKLioLz6xt8xAL3b7cIY8v5kK9GqlhWssdJ31WfqFCqHTgm5tBL1fMPh0D0PYdFer+dEkFkKnoLMtGp7vV4gwVB9gMnHVMQg05DzoLEmUUaen3KiKB7L+5ApS69luz3VgiL8RM9vv987L1nEhf/X3rnttnE0W7goihSHw7Mkn5AgQXKTV8i75wXyCsmVg8CxLdsih0eJpLQviNX6qjXZwLaBDQxSC/gR/zY5nOnu6cOqVavMfFL8drtN/ZNT7jyZmj2NMf5dnjPGnTmFQ3xO5gGRrlabcEzx3+g9udls3MmSSdNkRESP6nN8bp7W6pSLYnE4rnjaYT0/1umj5+LxeHRlZZg4znuhmpXvGVmi2Wzmwg56R/PcP572lstl6h8q+vKyI5vNJrU187fev3//jC1h/1IIpXeY4Y12u+3o9DyRX3//8uVL++GHH8zMzxNfg8YuXsxiz+MlajQmXIp60sRNCerxeHS8OI/2ZvV1Z5j4x0nPzE/kVBje398nqT1fKsmttfDlZry8T8m65e5Mux2q+PSbjPtdXFy4Z8mtc2j7oslA0lzGA0gV0M1Ev0+KSu1DKy6qsmhgzNgRJ97FYpFeYE5mVDednZ3ZdDp1MZ46NdNwOHR1mGh2TBozT5fgZP/4+Oh4f8Zk1AZUeYoiYnygzkZK8VL9PS2DaAqtPjLzkm/FbtjfbEMunvxMt9tN42Cz2TgXCU2I3ESVZekcNhgvUpvo3ijrZsz5cDi4iU/jpSxL1wfcGBKk8EkBajPA/qpzu2DKiGLHpAHVVv1+36UV0JqMitHj8Zjk6fx+r9dzdmp0lNntdu4eSOtyAc5dZBjzqnPY4aKiWHQeYzQ72T798ccfZnZavLjhrarKjUu2x6+//mpmp7Hz22+/mdmT9RbnZMYKadSgd4fv+NcgaMNAIBAINA6NPXmZeYEBLXL09zRKVb6IaCXuAplUuN1uE40k9RfpgTr/s3a7nTy9eF0zX2rAzJwlFU+FLN3AHcxut3NUBXdkzDWjwohBe5rVKqDP3S8pNOYOkULMKRH9G++TPmlsJwpE9H3WIGOQW9+fz+d2fv5Ui2q5XDrTVFJzPEl3Oh3Xv2pfnohkeGz2FGjn/ZFK4pggLZzbIqnvWeaeeWYan7SbYj/y2WhwS3qRu1RWtibrINEOc6bYvgJtxUTFkY7iKabO63G/37tcMV3TzFdPZk6RaEP9blVVqb/H43Gt2EGKvNwGyczbwJFSVckbthfFJHxOih1YJT03HWZ5IYprWPKGito8N4vJzzS45ftMQQ7vjfRmp9NxohOqmtkHfGapqpnnpbnh5uYmnRZvb2/d/MGTNQVY0+k0eR7SakqUbJ3RAu3ulIto9u15Xo1dvDiJTCYTR8OwaB8dD9br9TM5tpmncXIKkE4ANAPdbDbOkZ0vCAtLmplTo5H2o2/cYDBwA5kJi1zUNNjkAq9ET05ifJnG47FbvEgf8XdIt3a7XVdb6+7uLl0jT3wlpcFJj20rpwQzz8ezbekEovpmHz9+NLMnw1kzv3iOx2NnrlyWZXq2f5sQOYmb+VgM679xM8GFRoULdT3KlfW9vD8kL6Y6jy4SpMVYr4qTgdoyv09OgKLGeT/cnFCJSZqP4//+/t5J73WfZVk6OToXDPrvMTWCCf6avLgJ0OeYRpDXiOLYIxXLTVi+GHPDRB9KSvJzb9HJZOJoXta5o3qTGw3GI/U9/ZcUnhbz3N+StD0T7ikzXywWzstzvV47ulb3UBSFaw/6jzKmSQeVm5ubNH9st1v3HIxX6ppmp43k77//nv6eG2HSsmY+dko/ReFb1YaNXbzYWbmUlvZQFARwIuBAzKXHgvj2Ol6ZEw4nM8XPOFFpwRoOh054oFOTnCYoNae5KoUl3NExV42xnE6nk/KdWDxOCzNl4xRc8NRBvptxt9Vq5Ramutwhik94ulW/0TGBjhb6zm63c2VlOIleX1+nF34ymaTgsSZQXk/foQ0OhSASDahP2AeMAfK0p9MrF0GegvS8o9EoTRLaoXMDoHtg+Qrm02nToXH07t27Z6bMZv40oZMNT+rccUsKTfPc5XJpV1dXjrkQyFSwnTgG8vuhcXOeb8X4VW5ES4GS+m29Xluv13PuLoyxMibNTVi323XiEp22GSO6vLx07ywnVTINNMKlICd3jWE6Rx4P5O+o3bSB0SLJNIs81YAsDGNzXIz5LjN+Lod93c9ut3O2eFyw9JlOp+PeOT272lCG5HxflKbCcU0XfM1HRVGkd/ZbS6JEzCsQCAQCjUNjT17cqbNGE+NfhKTy2lFRMspigUwq3Gw2rrAd6TQqv6TOEY7HY9pxzmYzu7y8NLPTrpKnCX0nN/Zk3Ozx8THFyUiViqajHFygKSwdClQSgtw6TxTM9tf1lNHP2AspONIjbOuc0mH/aGeel24g9cqdIPvn1atXqT0Zp8iNXmley7gFVZ48YZp5U+f5fO5ok9xElCeVOpqaccdWq+VO3SyE+PDwkHai3W7X0XR0Brm7u0uxNflamnnT4+Fw6OJcHAfr9TqdophSIKaCJxXdw2g0StemAbCkz2pTxlF4Onp4eHCl4HnqpwciT+2z2cylGOS7c8bW2DeMK/N0z1PZ8XhMpzAyNBrfZGnIsPBkS19A3ZvYCRaA1Od6vZ57Bnou5k4pTMkhVUpqnWVZZJptdhqvpE7ZPmQK7u/v7e+//zazE21IVSTnnDztgy5Bus/1eu3mU9LcnCdGo1F6nn6/7+LS34LGLl7L5TI1PPMnKGMm/Wb2VPRRn+PxW2BHK+6g6+VZ5nX5IxrI5JjpopznnZmdJh1VbRY0Acznc2dkyXth9v35+VOtJN4zZcSKz3Ch07VJIdCpotvt2mg0cvlr5Po5idJQVRB/z1jHv8XcmHrAPJPBYJAG/3g8dkUm9SzKOdMEROsoxqVo2iqHADp28CUV3UuprxYLxivr8rcodyb1pOcW2u12erbRaJToFQXDNZGTJstzw2iqy/gVc/i4ASDdMxgMrKoq5wyivmfcj4ux+pG5RKJG8wKJ3OSxTRjL5e+0221Ha+Uy/Dqqj/QonWX03Lq3i4uLtKlkH8jFhguLrpPHiOus1QaDgY1GIxcn4wZCf8+NpBxgmCqihbUoilTodjKZuPfy9vbW0dQ3NzfpOfU5WrXJrUPvSV5TkAszrzsej9PnGHKhOwtFK7Sq0zPoO8wHZbrQt7rKB20YCAQCgcahsScvqnO2263bLVIQoF3CYDBwSaidTiftwqqqSjtj7rq0M2eSMYUUAq/V6/UcJcGdMTPvHx8f005LAXCalpK20G7v+vra7TZ5b9z15A4BPBVyR0TnCKrMKLfWKUz/RjqAO2Lusrmjms/nNhwOnbyewhDeM3fV7XY7nXz453xXyXpGlKDn2ft1Hn9KxFT7LpfLdAoqyzL9Jv0lJfSpq93Ekw4pR1GiPBmrf3lq4In3eDzaarVKaRsU51BdxxPqdru1yWTifoeJvHpumvSKvqa7ApN6Kd2nmIVgSSAqAvNqzXltOkLPM5/PnRyep3MyGjwF5uKRw+GQ+pFzA3+TSd+aSzg3CKTgWI5EqRm6Fk/9RVGkkADbKleC0sPw/Pw8eapeXl6msceT9N3dnRVFkcYEfRdJY9IRo9/vO0Pk3CuRVeKZRE+FLtWLh8NT7Tcmtw+HQydUK8symZiTTh8MBqmd/rMOG3SOoN0NKSoOdr5g+o6OvPp3M9+J4nqpruOkRMsUDTbRbHXmpIvFIl1rMBgktaFUjKTqNFg4IKqqcvERyfJ1D5R5Ux2Y2w9Rhq+XLHfFEGThRHWlOGvGA4fDoXPWp+kpKQXFEc08BUnlodqDDt6U7rNWEmNmtA8ijZI7hOSu1qRRcgsj3o+erSxLp0TUtekWz9wYUX6MqzIWRXsq/VnGpkqN2G63jv7i5oYTg35Pn6tTvXLRl5KSiz7tmahwFFqtk1u87uFwODhaWGOcaQiiWvU719fXru/oSMPxyTHy8PBUH4yqObl3CNxs6N91D3UWZuo71sajUwrff6ox9RmlEfA+OY7y1Bv1DQvqdrtd+/HHH599h4uFVIR6Z9frtUt/EDVIabpUoopznZ2dJaqR6k/G6ZgSYebl9dyE6Xr6DDdLdLshdcvrUifwNQjaMBAIBAKNQ2NPXmZPbglUHrLswHQ6dVWMuatj0mZeMoDqHlI03M1fXl665FD6IZIKYkIpA6cUBygwT1qIwVLuzrR7/uGHH+xwOKSd+WKxSPd9d3fnTkGCPNi0i+Jpj8ndpEF1SqDKSgoy0rJm5naoFD7wc4+Pj06YwmfT/TNYrM9IyECFoHLd9B3urFliot/v1womJLaoKy+S54OxjlTupkCl3b8JgmjEzDF1PB4dxUTXBypS80RrUo0UVajNzTzFSsGG/Az1PHTPoIsEr81Trtqcvpq6Nxpjs9qyypbU+Qey3UiP6l1U+xZF4cIDug8+83a7teVy6U4NVDgyb01t8+nTJzeOq6py98k+pfMMc6d4os9VkkwoZx7iixcvkjCDoq9ciaw5Zz6f23q9TjUBHx8fnUsJlZScc9brtf3111+pffT+clxTAas6YyyXQ4ELwwZMsi7LMj2PFMF6frXNfr93tdu+BY1dvMbjcXJ/p7ruw4cPaYF4/fq1m0Tfv3+fBgLjXEwyzg1VzXy8RNeWOanZqaNohzSfz9P1eMymHFX/pvvnBJ/zynz5vv/+ezM7LV65Eaaud3Nz49RbdPYm/cfB22630wCj4a4mZ9ILaut+v+9iHdxAUBbOeBxjcLRw4m9qgaI8n1JfynEp8dYz6t5I8eZFNPUs6hf9PZNoCS7y/5ZczZec8UBNZnTfoOOEfnOxWLjkYdJpjM3RaDWnxwaDgXMz4OKltmLMTe2sSZBxUNK/jI9oIdLnaOLK5GPGILUJovt7HlvWs+k+Ne6YcsCFtc4tQ4sKC4my79S+pMg7nc4zZSfHLCduKv/Y16SWScHnZrxqz/F4bKPRKN1PVVWJ2lssFo7O1/Pd3t66jYLZU5UGpqAcDgf3XlZVlahCpVuYPTfDZpyN9KRoYj0D04VIyV5eXqY5mffAVAraitUZnv9fELRhIBAIBBqHxp68ZrNZ7e5oMBik4zNrV202G1utVmnHy2Mxdy1MEFSAlrsOqv0YrNSuWDsWXq+uwrF+V//tdDrO6LMuQZd2TEpYpGkwS1nw+9y9M4l1v987M1IhrzPEWkGtVivtFs/Pz59Vd9Uz5oF+JlYymZLGutod6gTBHbXAfDgmneeehaRheKJisrDamadRWtpwx65dqBKe1b/5KYy/n+dz0eaLJzye0igqoupTeUG6B9I1TGym+CL3vuMJnAmorItGgZJsgvQd5s2xpAnvgXSg/r/umadfGrTylE21r07wVHpynDLPU+91Xk4nz09jX+flb6hipRqTY5f5ffRwpIo2z49jG1KNt9/vk0Dn06dP7uQl8GSvEzfFUKRrWTZI+PLli+12u/Q7Hz9+TPMbS0Tx9D2ZTJwQyeyJieAcyO/rxM88R1pHkaqvs8H6GjR28cpNXekaLt6VxdGOx6NtNps0yJl5T0mwYjRmp4Hz+vVrV+xPYJIyFxG6wJudJg3KzulIkbt0q+N5tG63284d4sOHD2b2xHcz5qXJfz6fu/hVTqmR+hS2222aoHu9XlqwdQ+aNKjs3O126UXipNHtdhOdocWB36EqUqC5KzcTelZht9s5dwjSULqOnpuLPl9YUrLEdrt1VAdl5hwrXHy4MDKhNnfByOugMSbBRO26pFG1u643HA5rHWG0YJNepLqN90ZFINWYVFxyXFONJhNXSsXpFKE/f/78OW0kZQrNuJ/uYTabucRXfSYfh/TMpAMLi8TKwVxjeTQapX5mkj9/X23AdA4mWnP86TPcJCiOq99k6IHzCRfFsixtu90mn8DFYuEoPdL+NJ/u9XqO6iM9qORfKjHVp9po7Ha7NNdNp1MXKxSkUlXbPzw8pA3rzz//bAQ3TpvNJm2wxuNxaqvtduvmzrpKB1+Dxi5eZuZ4euZi5e7XZqcdSFVVaQdSFEVq+E6nk7ha7pDNTgOTkk/+G08VGixVVbnSHLJXMvMTwGazcZ37+fNnF1ujwSXvReaqyvHQgsWTZLfbdRO87lOTjgYYJ366eTN3SaIGnnZ4cuJLVrej4mJjdlpYyftz58ccnuPxqSAmpfbceXLB1ylDL/r9/X36t+Fw6EqhaFGQIEfjiGbPXJjZ74fDwb2Md3d3rlwMuf08UM8APydhmhdzx87TSm7pxGvpM9oo1Um2Ge/RBG9mdnV1ZWdnZ2niVY5d3o+LxSJNjmrbukWS5TeYiqETJp0eaLZMpxfGvHTvej7GVXlCZByTLASNfWlSzdONYr98HiGPEzNOypiX2BN9hydjGoVzvCs+bnYaR2pvnpKvrq5Sv2suotCEixdPrNrUmnlLJ26c7u/vU5yr0+m4kkgs5Nvr9ZJgiobT0+k0jSlVvaYLjPqXJzgKaL41zytiXoFAIBBoHBp78qqqKp0gZBQqaEdUlmXaYb17985Wq5Xbtbx588bMPE/PBFAlVuY+aGYnhaF2Fre3t66uFh0uKMWmFxjdFMRLkwYhjSJQVq14QJ0zQlEU6XfIUUt2T8cNmpbSj41xhn6/n9pxv9+nXRh3pCr2qXtjdj797mhaPBwOXayDScVnZ2duB662mkwmrj1ZeuLu7s61F2lInkrpSUmqkDtB7Yh1P6TFGJNkHId/z7YpiuJZvIT3rfbIXUaKokiS426363bp9AikNP7i4iKNUbpvMHGVaQR5TIjjvdVqpXH0zz//OMqNbZK7atCslYnnLA7bbrcTvV+WpXvHmJjN/sp99fISR7rnXFHL2mlq3+Vy6ZSYdBDRM6l/CPYvTQoYS6bnpgqr6nP682q1sv1+n94rxmh7vZ5LpCf9fXl5mdp3uVy60i269mazSe0h2TxjbfyOwhB53JMOQC9evEjMFD0ceaLT6ZXUuMZOu/1UUJRGxeynr0FjFy/y52bmZO8aOJSvvn//3uXRULbOCagoijRwJAdWx4/HY+d4TQNUDlwuBLw2jYIPh0O6lv5bNxnkiw+pOb6oqnis7zPHiYsKXUcYVC2KwvH5jHuQomHAlYXx9G8C43SMP/EFJt3El1eBaNJubEN9fzqdpt+fz+e23W6dBFq/mVM8lDvzpWV/0R09T2NYr9eO/hKYOkDnC9FdtH7iIkXqR7FCjUPmDtWlIoxGo3Qvolm1eLFNuVlizpbo5jq3jHzs0PFE19fvcewxFkQJPa3S2L+MXzEXShs/XYPhAf49HVhE39UJB2jmW1WV27idn5+njSHpcM4TeUySCzMl/WwbPs/5+Xl61/Uu01WHDu+qVsyUAAnQOF4VJ1utVi49hSa9Z2dnaRwxFWG1WrlNN0MAb968SXZVP/30Uxpb0+k0LXgU8YgSJfVaZ7dFWvlbXeWDNgwEAoFA49DYkxfVNMfjMe0GRHOZ+YTW29tbR83Rr6vT6djLly/NzCvrlFjKHR7LX5BGoVrR7GlHTmUa3QMeHh7Srmm/36cdt5mv28WaOTyyaydd59pg9pR4y3LekueSctK/sSYSJbiSLpPWkeiFQWYGrLlDVXty91lHL7IKq36T1CtP0wJPFhLaUGhCD8T/TViia/LkRFEDqcqzszNbLpfO25ABcO2s6UmpWlj63GAwcN6G/D59CVutlqOJOd54qqTS9d/oPHp78lS53+9tvV6n09rt7W1qK5681K/6L6XhFEnlqkaNQ/l9ktqWWKDX6yVKdD6fu3v78uWLM6ymQpbya/YbT0ubzaa2UjUTZ/VvFGDVVQjX9/TMZCPW67UzRCDtqD+vVivnZ0pnk16vl+YtKvVYeobXV5uSIVEfkv7We/Tq1SszO71bomWZBE8a9vr62n755Zf0/6uqcsndumemS1xdXbl5ggIwvvNkJP6zasP8CE9FjjqElkuaXPkdFkjjpEEKkDQK87d45H358uUzCxl1sBZNM3NSfQ7qyWTyzF28TtFHFwvlOOl+jsejk9czZkVunk4LdN/I82mo/Gu1Wm4g0kJJz/Pw8FRUkXFDxXsETmCcaDebjaMwmMtEuon9IVNZsyeKia4l/F0tKnS64MKdt3u/33fUEWMtjF/pOdSGdfepz1AizImT1jlMSSjLMk00nz9/dhQr41eMiciZw8zHFzmxyOFd97LZbNJGivL4brfrNlg0vCY1zRgv2z133ye9x1gwJ8G3b9+mMaHaVXrWN2/euE0Ex4sgCpDvmf6dG0HKzLUR5KKv+2T7Mh+NG1ZdW23NsctcRKk1da1Wq5Xemdls5tqG7xVtuJh6Q7d2qnilojU70XzH4zFtDhgnOzs7c/ZUmkOvrq5sOp26vECN1w8fPjh3GI2pqqrce0HqlpQk42TfiqANA4FAINA4NPbkdXFx4QKCpKyYTEkjXgYL5S2mf8vNTc2eAt9U53C3zlyb3MBU32VeRVVVaSdN1U1RFO4UQUqz1+ulUwM/s16vbbVaPTNYNfO7ze1263aLpI+Y10Ts93tnNkuVFt07SKkyI5+mpaLyGFDnLr3O2UOnSJ2MValW1/tG4fMAAATPSURBVKNaSb8poUyekK371OmKxr4MmOtzPMkJpN/W67WjK/ms2+3WtQ0dFyjSIOXENry4uHD91m630yn5cDi4XDuq3jj29L/8eZhvxBOv6Eh9h4IcGjxTlah7I2XNEjw8gTBYT4p0t9ule6iqytG69CzkyYsVealupWCqLEtHAT4+PrqTAr0w1cd6Lo0xtjUpZ54gSDHrhMn+0e8rOVvPTDq9LMsUrtAJyOwkRqvzXX14eLDlcpnap6oql8NG70lSlQyXqI3MnrsUsdwMaW+GHsw868TyJhxvfM8pEMqp7G9BYxcv0iPkm6nqKssyddTDw6m0tQbYbDZzKi1KPPX3m83GFbOjbJeD5d27d64Uu9nTQHh8fHTSVg0qGvuKwshdLcy8fJq1sFRMT21ALrooito6XxqUukfGiMzq3a9FmXFh4csu6kYJ0PoMByjdInI5Mk1pmew7Ho/tu+++M7PTRqNOFk16UopCtSltoJhwmdNdTFzlxEmbItVR0vMwDsTFl3JpLlCiZHM6Wu3BvuYiQiXiZDJxNkO0p6KyjWrK8/Nz55KgtqIDg/pNkyUpIiby8n1TfJUUNsehihAypqKaW1RcUinHGJ7w6tUrJ0nXM+q/dYVUFf8itSZQ0UfKS9djtQA6tXBu0P1xjGvx5gIhyH5L1xKGw6Gbg7ipvLm5Se3Jsab5gzE8gQVFD4eDk+SbWUpvofN7q9VKf3779m0yQNBcJMUjN2KfPn1yNDsXK9qZ6e/0ObUBF/BIUg4EAoHAfw6NPXlVVeX8uuoMZpmk2ev17Pr62nn+aQfDI26r1Uq70Pl87iyHaO/EE1VeC4gBSQaGi6Jw1U5JYTBR8+Hhydh2sVg4eoO/RUqBu77RaOTy2fQ7UgmyrhOVXTxt5eVaSFNRAUcVEXeu2vErcZinTIG5NVSZqcR63o5m3tyUwfDNZmNFUbhdMqvhMh+O9jTMtyvL0p3QeGJmMiaD9d1u17WVfl9eb7pnJbznn2ObUfBxf3/vzFYp8OHYY6K6/PV0b7TyoTqWpyvZXakNmOxaVZW7Z0GCAJ4Yhclkkp6Bp7XFYuFyDEmJKllcz8PP0F6NtP9sNnPPQ4EQ+4T3l+cy0c+P7yPfc35OvpbqH+ZI0maMeVadTsflFSrxtygKGw6Hjvqk0IbtQSX1/f19eo/7/X4SYux2uzR2X7169Yw1kDCEIYW7uzv7888/zezU13oXB4OBE33oOcx8KGY0GjkPSLY1FZecJ8iC8OT7NWg9fusVAoFAIBD4f0bQhoFAIBBoHGLxCgQCgUDjEItXIBAIBBqHWLwCgUAg0DjE4hUIBAKBxiEWr0AgEAg0DrF4BQKBQKBxiMUrEAgEAo1DLF6BQCAQaBxi8QoEAoFA4xCLVyAQCAQah1i8AoFAINA4xOIVCAQCgcYhFq9AIBAINA6xeAUCgUCgcYjFKxAIBAKNQyxegUAgEGgcYvEKBAKBQOMQi1cgEAgEGodYvAKBQCDQOMTiFQgEAoHGIRavQCAQCDQOsXgFAoFAoHGIxSsQCAQCjUMsXoFAIBBoHGLxCgQCgUDjEItXIBAIBBqHWLwCgUAg0DjE4hUIBAKBxiEWr0AgEAg0DrF4BQKBQKBxiMUrEAgEAo1DLF6BQCAQaBz+B8TZA8m9XLuFAAAAAElFTkSuQmCC", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot( cconv(y, h_w) )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that this denoising is not very efficient, because the hypothesis of\n", "stationarity of $X_0$ is not realistic for such piecewise-regular\n", "signal." ] } ], "metadata": { "kernelspec": { "display_name": "Julia 0.5.0", "language": "julia", "name": "julia-0.5" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "0.5.0" } }, "nbformat": 4, "nbformat_minor": 0 }