{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# Wavelet Denoising" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "This numerical tour uses wavelets to perform non-linear\n", "image denoising.\n", "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\qandq}{\\quad\\text{and}\\quad}$\n", "$\\newcommand{\\qwhereq}{\\quad\\text{where}\\quad}$\n", "$\\newcommand{\\qifq}{ \\quad \\text{if} \\quad }$\n", "$\\newcommand{\\ZZ}{\\mathbb{Z}}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Nn}{\\mathcal{N}}$\n", "$\\newcommand{\\Bb}{\\mathcal{B}}$\n", "$\\newcommand{\\EE}{\\mathbb{E}}$\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", "$\\newcommand{\\al}{\\alpha}$\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": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_python/) for details about how to install the toolboxes." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "using PyPlot\n", "using NtToolBox\n", "# using Autoreload\n", "# arequire(\"NtToolBox\")" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Image Denoising" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We consider a simple generative model of noisy images $F = f_0+W$\n", "where $f_0 \\in \\RR^N$ is a deterministic image of $N$ pixels, and\n", "$W$ is a Gaussian white noise distributed according to $\\Nn(0,\\si^2\n", "\\text{Id}_N)$, where $\\si^2$ is the variance of noise.\n", "\n", "The goal of denoising is to define an estimator $\\tilde F$ of\n", "$f_0$ that depends only on $F$, i.e. $\\tilde F = \\phi(F)$\n", "where $\\phi : \\RR^N \\rightarrow \\RR^N$ is a potentially non-linear\n", "mapping.\n", "\n", "Note that while $f_0$ is a deterministic image, both $F$ and $\\tilde F$\n", "are random variables (hence the capital letters). \n", "\n", "The goal of denoising is to reduce as much as possible the denoising\n", "error given some prior knowledge on the (unknown) image $f_0$.\n", "A mathematical way to measure this error is to bound the \n", "quadratic risk $\\EE_w(\\norm{\\tilde F - f_0}^2)$, where the expectation is computed\n", "with respect to the distribution of the noise $W$.\n", "\n", "Image loading and adding Gaussian Noise\n", "For real life applications, one does not have access to the underlying\n", "image $f_0$. In this tour, we however assume that $f_0$ is known, and\n", "$f = f_0 + w\\in \\RR^N$ is generated using a single realization of the noise $w$\n", "that is drawn from $W$. We define the estimated deterministic image as \n", "$\\tilde f = \\phi(f)$ which is a realization of the random vector\n", "$\\tilde F$.\n", "\n", "\n", "First we load an image $f_0 \\in \\RR^N$ where $N=n \\times n$ is the number of pixels, and then display it." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "libpng warning: iCCP: known incorrect sRGB profile\n", "libpng warning: iCCP: known incorrect sRGB profile\n", "libpng warning: iCCP: known incorrect sRGB profile\n" ] }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n = 256\n", "name = \"NtToolBox/src/data/flowers.png\"\n", "f0 = load_image(name, n)\n", "imageplot(f0, \"Original image\")" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Standard deviation $\\si$ of the noise." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "sigma = .08;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Then we add Gaussian noise $w$ to obtain $f=f_0+w$." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "using Distributions\n", "f = f0 + sigma.*rand(Normal(), size(f0)[1], size(f0)[2]);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the noisy image. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imageplot(clamP(f), string(\"Noisy, SNR = \", string(snr(f0,f)) ))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Hard Thresholding in Wavelet Bases" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "A simple but efficient non-linear denoising estimator is obtained by\n", "thresholding the coefficients of $f$ in a well chosen orthogonal basis\n", "$\\Bb = \\{\\psi_m\\}_m$ of $\\RR^N$.\n", "\n", "In the following, we will focuss on a wavelet basis, which is efficient\n", "to denoise piecewise regular images.\n", "\n", "The hard thresholding operator with threshold $T \\geq 0$ applied to\n", "some image $f$ is defined as\n", "$$S_T^0(f) = \\sum_{\\abs{\\dotp{f}{\\psi_m}}>T} \\dotp{f}{\\psi_m} \\psi_m\n", " = \\sum_m s_T^0(\\dotp{f}{\\psi_m}) \\psi_m$$\n", "where the hard thresholding operator is\n", "$$\n", " s_T^0(\\alpha) = \\choice{\n", " \\alpha \\qifq \\abs{\\al}>T, \\\\\n", " 0 \\quad\\text{otherwise}.\n", " }\n", "$$\n", "\n", "\n", "The denoising estimator is then defined as\n", "$$\\tilde f = S_T^0(f).$$" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the function $s_T^0(\\al)$ for $T=1$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "(-3.3,3.3,-3.3,3.3)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "thresh_hard = (u, t) -> u.*(abs(u) .> t)\n", "alpha = linspace(-3, 3, 1000)\n", "plot(alpha, thresh_hard(alpha, 1))\n", "axis(\"equal\")" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Parameters for the orthogonal wavelet transform." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "h = [0, .482962913145, .836516303738, .224143868042, -.129409522551]\n", "h = h./norm(h)\n", "Jmin = 2;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "First we compute the wavelet coefficients $a$ \n", "of the noisy image $f$." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "a = perform_wavortho_transf(f, Jmin, +1, h);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the noisy coefficients." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_wavelet(a, Jmin);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Select the threshold value, that should be proportional to the noise\n", "level $\\si$." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "T = 3*sigma;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Hard threshold the coefficients below the noise level to obtain $a_T(m)=s_T^0(a_m)$." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "aT = thresh_hard(a, T);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the thresholded coefficients." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_wavelet(aT, Jmin);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Reconstruct the image $\\tilde f$ from these noisy coefficients." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "fHard = perform_wavortho_transf(aT, Jmin, -1, h);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the denoising result." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAa8AAAGzCAYAAACYf5jhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAIABJREFUeJzsfXmUXFW1/ldzVVdXj+lOd9LphE4CJIEkEJIAIgkJwxMwgMwQBJ4ICMigIqC+Byoqw5NBhICioE8GgfeQQQYjMwGBhDAmkJC56fQ8VNc8nd8ftfbOPqfu7e4Ef/oa716rV1fduvfcc889w97f/vY+LqWUgiOOOOKII46MInH/syvgiCOOOOKIIzsrzuLliCOOOOLIqBNn8XLEEUcccWTUibN4OeKII444MurEWbwcccQRRxwZdeIsXo444ogjjow6cRYvRxxxxBFHRp04i5cjjjjiiCOjTpzFyxFHHHHEkVEnzuL1LyoulwvXXHPNP7sajjjiiCO7JM7i9Q+Se++9Fy6XCytXrrT8feHChdhrr73+wbXaNSkUCvj973+P+fPno6amBpFIBLvvvju++tWv4m9/+xuf9+KLL8LlcsHlcmHVqlUl5Zx11lkoLy/Xji1cuJCvcblcCIVCmDlzJm655RYUCoX/789myptvvokLLrgAc+bMgc/ng8vlsjyP3q/d33333TfsvQqFAm644QbstttuCAaDmDlzJh544AHLcz/99FOcdNJJqKqqQkVFBY455hhs3Lix5Lw//vGPWLp0KaZOnQqXy4WFCxfa3j+dTuOKK67AuHHjEAqFMH/+fCxfvrykjvfeey+WLFmCCRMmIBwOY6+99sK1116LVCplWe5vfvMbTJs2DcFgEFOnTsVtt91med6qVatw9NFHo6GhAeXl5Zg5cyZ+8YtfIJ/Pl9ThzjvvxOzZs1FeXo6xY8fiS1/6El577TXtvM2bN9u+jwcffFA795prrrE8LxgMWtb18ccfx7777otgMIjm5mZcffXVyOVy2jmy/5t/cpyQ/PKXv8S0adMQCAQwfvx4fOtb30I8Hi85r6OjA2effTbq6+sRCoWw77774uGHH7as5+dZvP/sCjgy+uTiiy/G7bffjmOOOQann346vF4vPv74Yzz99NNoaWnB/vvvX3LNNddcgyeeeGJE5Tc1NeFnP/sZAKC7uxv3338/LrvsMnR1deEnP/nJ3/VZhpOnnnoKd999N2bOnImWlhasW7fO8ryDDz4Y//3f/11y/Oabb8a7776LxYsXD3uv73//+7juuuvw9a9/HXPnzsVjjz2G0047DS6XC6eccgqfF4vFcMghh2BgYADf+9734PP5cPPNN2PBggV45513UFtby+cuW7YMq1atwty5c9HT0zPk/c866yw88sgjuPTSSzF16lTce++9OPLII/HCCy/goIMOAgAkEgmcffbZ2H///XH++eejvr4er7/+Oq6++mo899xzeP7557UF/q677sL555+P448/Ht/61rfwyiuv4OKLL0YikcAVV1zB561atQoHHnggpk6diiuuuAJlZWV4+umncckll2DDhg249dZb+dzLL78cN910E5YuXYoLLrgA/f39uOuuu7BgwQKsWLEC8+bN057r1FNPxZFHHqkdO+CAAyzbYNmyZZpC5fF4Ss55+umnceyxx2LhwoW47bbb8P777+Paa69FZ2cnli1bVnL+xRdfjLlz52rHpkyZon2/4oorcMMNN+CEE07AJZdcgjVr1uC2227Dhx9+iGeffZbPi0ajOOigg9DR0YFLLrkEDQ0NeOihh3DSSSfhvvvuw2mnnWb5XJ9LUY78Q+See+5RANRbb71l+fuCBQvUjBkz/i73KhQKKpFIDHkOAHX11VfvdNnt7e3K5XKpr3/965b37ejo4O8vvPCCAqBmz56tAKhVq1Zp55955pkqHA5rx6zaIZlMqokTJ6pIJKJyudxO1/mzSHt7O7flhRdeqHZmyCQSCRWJRNRhhx027Lmtra3K5/OpCy+8kI8VCgX1xS9+UTU1NWnPff311ysA6s033+Rja9euVR6PR1111VVauVu3blX5fF4ppdSMGTPUggULLO//xhtvKADqxhtv5GPJZFJNnjxZHXDAAXwsnU6rFStWlFz/wx/+UAFQy5cv156/trZWHXXUUdq5p59+ugqHw6q3t5ePff3rX1d+v1/19PRo5x588MGqoqKCv2ezWRUKhdQJJ5ygnbdx40YFQF188cV8bNOmTSXPZCdXX321AqC6urqGPXf69Olq1qxZKpvN8rHvf//7yuVyqbVr1/Ix6v8PP/zwkOW1tbUpr9erzjjjDO34bbfdpgCoxx9/nI/dcMMNCoB67rnn+Fg+n1dz585VDQ0NKp1OD1v/z4s4sOH/YbnnnnuwaNEi1NfXIxAIYPr06Zaa3aRJk3D00Ufj2WefxX777YdQKIS77roLQBEKuuyyy1BXV4dIJIIlS5agtbV1l+u0adMmKKXwhS98oeQ3l8uF+vr6kuPf/OY3UV1dvcs+tmAwiLlz52JwcBCdnZ27VMauytixYxEKhXbp2ieeeAKDg4M4/fTThz33scceQzabxQUXXMDHXC4XvvGNb6C1tRWvv/46H3/kkUcwd+5cTZvfc889sXjxYjz00ENauRMmTIDbPfwwf+SRR+DxeHDuuefysWAwiK997Wt4/fXXsW3bNgCA3+/HgQceWHL9cccdBwBYu3YtH3vhhRfQ09OjPRMAXHjhhYjH4/jzn//Mx6LRKILBIKqqqrRzGxsbtfbPZrNIJpMYO3asdl59fT3cbrftu4rH48hkMkO2AQAopRCNRqFsNttYs2YN1qxZg3PPPRde7w7g6oILLoBSCo888ojldYODgyWwIsnrr7+OXC6nWdcA+LuEOF955RXU1dVh0aJFfMztduOkk05Ce3s7XnrppWGf8fMizuL1D5aBgQF0d3eX/GWz2ZJzly1bhokTJ+J73/sefv7zn2PChAm44IILcPvtt5ec+/HHH+PUU0/FYYcdhltvvRWzZ88GAJxzzjm45ZZbcPjhh+O6666Dz+fDUUcdtcv1nzhxIgDg4YcfRiKRGNE1FRUVuOyyy/DEE0/g7bff3qX7kv/CnNysxK6Nzb9YLLZLdRmp3HfffQiFQvjKV74y7LmrV69GOBzGtGnTtOMEga1evRpA0d/z3nvvYb/99ispY968ediwYQMGBwd3uq6rV6/G7rvvjoqKCsv7v/POO0Ne397eDgAYM2aMViaAkrrOmTMHbrebfweKvs5oNIrzzjsPa9euxZYtW3DnnXfif//3f3HVVVfxeeSLu/fee3Hfffdh69ateO+993DWWWehurpaW3xJfvjDH6K8vJyVoL/85S+2z9HS0oLKykpEIhEsXboUHR0dJe1k9Uzjxo1DU1OT9kwkZ599NioqKhAMBnHIIYeU+L3T6TQ/m5SysjIA0PzF6XTacoG2OvdzL/9cw+9fRwg2HOrPhMusoL8jjjhCtbS0aMcmTpyoAKhnnnlGO/7OO+8oAOqCCy7Qjp922mm7DBsqpdRXv/pVBUBVV1er4447Tv3Xf/2XBpeQSNikv79fVVdXqyVLlvDvdrDhnnvuqbq6ulRXV5f66KOP1OWXX64AlMBPdrJgwYJh2xqAOvPMM3fquXcGNuzp6VF+v1+ddNJJIzr/qKOOKnmvSikVj8cVAHXllVcqpZTq6upSANSPfvSjknNvv/12BUB99NFHlvcYCjacMWOGWrRoUcnxDz/8UAFQd95555D1P/TQQ1VFRYXq6+vjYxdeeKHyeDyW59fV1alTTjmFv+dyOXXRRRcpn8/H78fj8ahly5aVXLt+/Xq17777au+ypaWl5Lm3bNmiDj/8cLVs2TL1+OOPq1tuuUU1Nzcrt9utnnzySe3cW265RV100UXqvvvuU4888oi65JJLlNfrVVOnTlUDAwN83o033qgAqK1bt5bUa+7cuWr//ffn7ytWrFDHH3+8+s1vfqMee+wx9bOf/UzV1taqYDCo3n77bT5v1apVCoD68Y9/rJX3zDPPKACqvLycj33zm99Ubrdbbd68WTv3lFNOUQDURRddZNnen0dxCBv/YLn99tux++67lxz/9re/XcKqkhrWwMAAstksFixYgGeffRYDAwOorKzk33fbbTccccQR2vVPPfUUgKLDWMqll16K+++/f5ef4Z577sG8efPw29/+Fo8++igeffRRfOc738GiRYvw+9//HuPHjy+5prKyEpdeeimuvvpqrF69Gvvss49t+R999BHq6uq0Y0uWLMFvfvObEdXv5z//Ofr6+oY9b9y4cSMqb1fkkUceQSaTGRFkCADJZBKBQKDkOLHdksmk9n8k5+6MjPT+VvLTn/4Uf/3rX3HHHXdolnEymYTf77e8JhgMamV6PB5MnjwZRxxxBE488UQEg0E88MAD+OY3v4mGhgYce+yxfG4kEsGMGTNwwAEHYPHixWhvb8d1112HY489Fq+88gpbf83NzRrZAQDOOOMMTJ8+Hd/+9rc1BOKSSy7Rzjv++OMxb948nH766bjjjjtw5ZVXau1g11bRaJS/H3jggRrEumTJEpxwwgmYOXMmrrrqKjzzzDMAgH333Rfz58/H9ddfj/Hjx+OQQw7B2rVr8Y1vfAM+n09rp3POOQd33nknTjrpJNx8880YO3YsHnroITz66KNa/f4l5J+9ev6ryK4QNl599VW1ePFiVVZWVmI1bNmyhc+bOHGipdZ83nnnKbfbrTmWlVJqYGDgM1leUrq7u9Vjjz2mvvSlLykA6qCDDuLfTId1f3+/qqqqYuvLzvKaNGmSWr58uXr22WfVHXfcocaPH68OOOAANTg4+Jnr+1lkZyyvgw8+WNXU1KhMJjOi80er5fXggw8ql8ulvva1r5X8tjOW189+9jPV0NBQ8o4XLlyoxo0bx304m82qvfbaq8TCWLdunfL5fOq73/2u5f2kXHnllQqA2rZt27DnNjQ0qMWLF/P3nbG87OSUU05Rfr9fI+G0traqL3zhC5rVefnll6t58+apyspK7fqHH35Y1dbW8rkNDQ1q2bJlCoC65JJLhr3/50Ucn9f/UdmwYQMWL16M7u5u3HTTTfjzn/+M5cuX47LLLgOAkpinXSUVfFapra3FkiVL8NRTT2HBggV49dVXsWXLFstzyfp6/PHHLX0DJOFwGIceeigOP/xwfOMb38BTTz2FN998E9/73vdGVKfe3l60t7cP+zcwMLBLzzycbN26Fa+88gpOPPFE+Hy+EV3T2NiI9vb2EqLA9u3bAeywEmtqahAIBPj4UOfujDQ2Nu50mcuXL8dXv/pVHHXUUbjzzjsty8zn8yUkm0wmg56eHq3MO+64A4sWLSqJ+1uyZAna2tqwefNmAMDLL7+MDz74AEuWLNHOmzp1KqZNm4YVK1YM+6wTJkwAUOwnIzlXntfY2AgAtm01krafMGECMpmMFsM1fvx4vPrqq1i3bh1efvlltLa24oYbbsC2bdtKkJoTTjgBbW1tePPNN/H6669jy5YtaGlpAQBLVOfzKs7i9X9UnnjiCaTTaTz++OM477zzcOSRR+LQQw/dqUVq4sSJKBQK2LBhg3b8448//ntXF8AOJ7bVwCa59NJLUVVVhR/+8IcjLnfmzJlYunQp7rrrLmzdunXY87/yla+gsbFx2D8TKvp7yQMPPACl1IghQwCYPXs2EomExtYDgDfeeIN/B4rMsr333tsy2P2NN95AS0sLIpHITtd59uzZWLdunQZ7Wd1fHj/uuOOw33774aGHHtKYd7JMACV1XblyJQqFglZmR0dHCWwOgIlMxNQjAoXduXaMPikUzG1C06YopbB582btPLtnamtrQ2tra0k72d0/GAyWLNRAcRH+4he/iIaGBqxZswbbt2/HoYceWnKe3+/H3Llzsf/++8Pv9+Ovf/0rAFie+7mVf7Ll9y8jOwsb/uIXv1AANMdsf3+/amxsVADUpk2b+PjEiRMtyQyrV6/+uxM2tm/frj788MOS4+l0Ws2ePVu53W6OlbGLc7nmmmsUADVr1qwRxXkpVYSvXC7XiGCRlStXquXLlw/7Z/UcQ8lIYcOZM2eq5uZmVSgULH/v7+9Xa9euVf39/Xxs27ZttnFe48eP1yCm6667rqQvffTRR8rj8agrrrjCtl5DwYZ/+9vfSmKiUqmUmjJlipo/f7527po1a1Rtba2aMWOGFqtlSiKRUDU1Neroo4/Wji9dulSVlZVpMV177bWXqqmpUd3d3Xwsl8upOXPmqEgkwvDrypUrLck2q1atUm63W51//vl8rLOzs6ROra2tqrq6Ws2cOVM7bnUuwbA33XSTdnzPPfdUs2bN0t7JD37wA+VyudSaNWuGLPOdd95RPp9PIy5ZST6fV0cddZQqKyvTXARWsm7dOhWJREra+fMuDmHj/6gcfvjh8Pv9+PKXv4zzzjsPsVgMv/71r1FfXz+kZSNl9uzZOPXUU3HHHXdgYGAABx54IJ577jl88sknlue7XC4sWLAAL774om2Zra2tmDdvHhYtWoTFixejoaEBnZ2deOCBB/Duu+/i0ksv1ejSVnLJJZdw5olwODyiZ5k+fTqOPPJI3H333fiP//gPLYuEKXPmzBlRmSORLVu2cOYM0ravvfZaAEXL9owzztDO/+CDD/Dee+/hyiuvtE0l9eijj+Lss8/GPffcg7POOgtAMavIpZdeihtvvBHZbBZz587Fn/70J7zyyiu47777tEwPF1xwAX7961/jqKOOwne+8x34fD7cdNNNGDt2LL797W9r93r55Zfx8ssvAwC6uroQj8e5/gcffDAOPvhgAMD8+fNx4okn4qqrrkJnZyemTJmC3/3ud9i8ebNGlBkcHMQRRxyBvr4+XH755VqsFgBMnjyZs1eEQiH8+Mc/xoUXXogTTzwRRxxxBF555RX84Q9/wE9+8hPU1NTwdVdeeSWWLl2K+fPn49xzz0UoFMIDDzyAVatW4dprr2X4dc6cOTjssMPwu9/9DtFoFIcffji2b9+O2267DaFQCJdeeimX+d3vfpfh93HjxmHz5s246667EI/HtYwd9C5PPvlk7L333ggGg3j11Vfx4IMPYvbs2TjvvPO0c2+88UYsWbIEhx9+OE455RR88MEH+OUvf4lzzjlHC3U4+eSTEQqFcOCBB6K+vh5r1qzBr371K5SVleG6667TyrzkkkuQSqUwe/ZsZLNZ3H///XjzzTfxu9/9Ds3Nzdq506dPx4knnojm5mZs2rQJy5YtQ01NjSV0+7mWf/bq+a8iu0LYePzxx9XMmTNVMBhUkyZNUtdff7367W9/O2LLS6liloSLL75Y1dbWqnA4rL785S+rbdu2lVheg4ODCoDmRLeSaDSqbr31VnXEEUeopqYm5fP5VCQSUQcccID69a9/rVkbQ2UYoIwGI7W8lFLqxRdf/LsRTUYq9AxWf1ZWDJEB3nvvPdsyqS/cc8892vF8Pq9++tOfqokTJyq/369mzJih/vCHP1iWsW3bNnXCCSeoiooKVV5ero4++mi1fv36kvOona3+zHZMJpPqO9/5jmpoaFCBQEDNnTu3JPyCslbY/VmFH/zqV79Se+yxh/L7/Wry5Mnq5ptvtrRKn3nmGbVgwQI1ZswY5ff71d57721JFEkkEupHP/qRmj59ugqFQqqyslIdffTRavXq1dp5999/vzr44INVXV2d8nq9asyYMeq4444ryfSilFLnnHOOmj59uopEIsrn86kpU6aoK664QkWjUavmV48++qiaPXu2CgQCqqmpSf3gBz8oIefceuutat68eaqmpkZ5vV7V2Nioli5davme7rnnHkYiIpGIWrx4sXr++ect733KKaeoCRMmKL/fr8aNG6fOP/98LbPNv4q4lLIJJXfkX0qeeuopHH300Xj33Xex9957/7Or44gjjjgypDiEDUcAFFP5nHLKKc7C5YgjjowKcSwvRxxxxBFHRp04lpcjjjjiiCOjTpzFyxFHHHHEkVEnzuLliCOOOOLIqBNn8XLEEUcccWTUibN4OeKII444Mupk1GbYWLhwIW/ilkqlOFGt2+1Gf38/gGI2iIaGBgDF7QoWL16Mf//3fwdQzJFGG+j19PRwzjyZcyyXyyGbzXIeNY/HwxsYDg4O8maM/f39nNvN4/HA4/Hw7rVut5s/e71eyxxwbrcb6XSac6hNmTIF3d3d/AyUqcHlcmlZG1wuF5dN9yWh9pBk0nw+j0KhwPniMpmMbdlUltvthsfj4S0gCoWCVjZ9LhQK3E6ZTIa3ZqDnp3q6XC6tbGoPl8vFWRQ8Hg/C4TAnQe3t7UVXVxcAIJFIcLvT+6G65HI5rmcoFOK65fN5vr/f7+cddROJBILBIF8TDAY544d875lMhu+TTqfR3d3NdTvmmGM4wWp/fz/fMxwOc4LiNWvWaHWV/UO+N9lO1CZUB3p3VDdqN9mn6D+Vkc/n+Z6FQoHz/rndbn7XdG/azLCiooLbN5lMcvLijo4OPtflcmn3NfsY3dPn8/E5tEsytX02m+XxKzc1VUrxM+dyOXg8Hq6rvGehUOCyvF4vb72Sz+eRTqd5K5eamhp+hu3bt/NzVlVVcb3pv5xDqA3lfQKBALdBeXk59xXqN9SPvF4vb+pZXl6O6upqAMXE1LTT+OTJkzEwMMC7mtfV1fE2QX/72994w8ze3l6ez7q7u7XsOoODg5yId+vWrUilUgCK8yG16cDAAHw+Hz9PdXU1912lFJ83ZswYHn/5fB65XI7bI5PJcHsGAgFua7/fr81tso/5/X4uLxAIcHvI8RuLxfD4449jV8WxvBxxxBFHHBl1MmotL6ntud1u1hJyuRxrA+Xl5Xxee3s70uk0W2KDg4OcQTuXy7FmUV1dzZspJhIJxONx1qzl9upSg6c6kJSXl7OGlcvlWBuRFom0dAqFAoLBIG+98NJLL7F2EwgE+Dz5nJlMBqFQiDXBiooKjB07FkBR8yKtNh6Pa9vd53I51hgnTJjAv5mbN0pLSba3UqpEUzWPK6VYQ04mk+jr6+NM5zKfndvtZi09mUyydhYKhVBVVcXbPFRUVHCde3t78emnn/I7kM+Vz+e5Pfx+P2vw8t0opbT29Hq9rCFWVFTwlhapVIo12YGBAd7Ww+fzYcqUKdxuhx9+OPejvr4+vsbj8fBmoS6XC93d3di2bRvf12xfEmpTsiboGaTF6/V6SyxjOp7P50ssCjqP2ktazPQb3SeZTPJvHo+HrQZpNZF1Q88qy5NWnSnSerQLL5VoApVlvj/6jcasbDeXy4VAIMD9L5vN8jXSQgsEAlpmemlpFAoF7f1IK5l2dXC5XNwH/H4/vF4v9+36+np+95FIhPt1TU0Nl9Xd3Y2KigrOLdnb28uWemdnJ885mUxGa1u/38/zSSgU4rHg8/m4H1dXV/NcEovFNHQhFApxXtDVq1dj8uTJJe+A0ACr/maKnMM8Hg+3r4kg/P+QUbt4FQoF7pQul4sbOpVKcWNVVlbyC00kEkilUloHIfM1k8lwWclkkieqTCaDVCrFE6w5+GiAyIHd398Pj8fD8IScdMztGsxJhv5LqEQOJHPCkRBLMplkqJEmcvosJ+uqqiqGS1esWMGLOW2fYiUej8d2sjGfhYQGX11dHebNm8fQB8F/9Dy0yEajUQ32KhQKGjxBE5UcVFLkhGdVH3lPOocUAyovkUhw2+Tzea0NadKiiZ6UE9rhGigqLfQ8fX193L98Pl8JlCwHtJycJARoQoqyPua1VGf57BKiNaE9OtdUTuwW02w2q/V9t9vNY0sqLrLvmROeHLPmAipF9lcTSiWRSojV9XQfejdAEd6jsuRxOUkPVR95rqnEKaX43UslVymlKVl0D1Ksaa6JxWLcXslkkhdGmreA4nsLBoM8tmKxmAb3yn5B7yYSiWhQn8/nw7vvvgugmDiY4MmysjJtF2zzmaWCJMeY7DemoiHFbCt5bFfFgQ0dccQRRxwZdfK5sbxI6xgcHGTCRV1dHR9PJpNIJpO8HUhHRweb3FLLSKfTDAPRPaQmSJLP51mbqampQVtbG4Ai+SOfz5c4z4GiJmrl5FZKIZvN8n18Pp+mEVtBMnRver5YLMb1ltqqqb1nMhmGRadNm6Y5zalOEk4h7cpOY5bPIY+TpTIwMIDXX39dc5RLuJW0yu3bt5cQWwgGlWSQ3t5e1lYnTpzIlpzf70coFBpWqzPbUD5bNBplCzEejzO84vf7GfpxuVzo7+9nSDMajbJVWF9fz++gq6uLny0QCGhOc2kRSevT4/FwWWR5kQYdDoe5vGw2yzDvp59+yv2dID4S8z6ybaSWLi0Oadm63W4+T55PqIPsgxK2o3Pl/akOw8GGdB1QtE66u7t5zNbV1Wnbg1iVQdfKPizLkwiNHJuBQID7aDqd1kgkVhaeJCeQq4L6dV9fn4aISHiT2qy+vh5dXV2MBBUKBX5/iUSCSSapVIpdDUopVFdXcz/o7+/nOni9Xr5/JpPhZ6upqdGILn6/nwkbL7zwAn+2ak9pTUvyhfx9qHFmVZb8bLWh6M7IqF287NhxXq/X0synxYsGvc/nw9SpUwEUOytNIMlkks1+c6L2eDyaD4JeQjqd5s9koluZzxKuMTFhc4BIM1ua6eZ58ruVX8pqEBNkkkgkbCcnq7LkPYb6LL8TFGYFfSqlNPaWZJINDAxg3bp1AIoKifTb7b///gCAt956i9lW6XQayWRSq7d8V3JSkwxLWZ9CocD9o6WlhWHYQqGgTfByC/e+vj6e9MrKyvi4hHuIuWjl53K73TwhuFwuvoZ8cfReUqmUpviQArL//vvz7sKbNm0qeRdSCZLKngmzSniQ7kmsM/rdhPnkwigXJavJnhZM6VcaDjbq7u7G1KlTce655wIA1q9fj7fffrvkvKF8KrL/S6XOhG5zuZwG98n3LRdzeU/5PhKJhOYeIB9tKBTiiV/WJ5lMamzffD7PfTyZTGo7SNM7yGazSCaTPFdJ+Hr+/Plc/2QyyX3C3Hmc/KKA7vez8lVKJY8+p9Np27lW+l9NVrT53WzPXREHNnTEEUcccWTUyai1vEyRsSByRSdTOhaLIZVKsXbT0NA9JPAQAAAgAElEQVSAPffcE4AeS9He3s6frawOqc2TSKtFxoJYCdWnvLyctWypsch7mXWw0o6stHmz3qZ2JWN/rO5jPrPUpnfW4UqsMKmlyuslM5Q+53I5dHV14a233gKgx0WFQiH09PQAAH70ox/xLsckJgFBPod5T9OaUEqxpnr88cfj4Ycf5vaTcEkul9OYiLI9iWU2MDCgEYKkBW22j4TfqFyCSqV1QzDm+PHjGUpau3Yta+J2BAgrsWOTmmQfaSmRZLNZlJeXc1xiNBrldyLLlOUSimGFXNhJVVUVtm3bxrseh0Ihbt+Ritl3qT2lVauUQiqV4nEfDocZJjafR4pERCQMKRmfwWBQG9sS9aD3Rsfp3QPQIEBqs3Q6jcHBQf5eV1fHZSxfvhyzZ88GAJx66qm8G/oHH3yAUCjE/dfj8XDZwWBQQ3jMOUjOqdLyorIkFE4kM9mvhpq3/h4yahcvaYpKX5KkyZqTeCKR0GjW9OIzmYzWWWTgqwnBWMEocsCHQiGNmioZihIm+PTTTzXauNfrtfQrSbagFY1Y+hpME16eR3WW55mY80gmPzuce7jOKWFMq4VEBrSacIRUGjKZDMMw5AuhuktYVj5fNpvV2sNkjMmJmyatTZs2aYNZwqvxeJx9Ep2dnTyh7r777rj77rsBFIM+afFKpVIabCjbg+pEQotSZWUlGhoaGIYkGIhEUp+pLvF4fESThAwIt2orGRgtISuSYDCI9vZ2vPbaawCKfhWCMU1GLAn5iOT7setvpp+Y/KcybGQ4kf1NQlnyegkNyuNykczlcjxPSMVYKh35fF7zP3k8HvbXRiIR9nnJoPNoNIp0Oq0FBlN7bNy4URuzNDelUinuD/Qb1c3tdrP/96WXXmJfGjGuJdvQCtozFxg5NgOBgBZ6Q+eVlZVp7WEmSpBlS6iRPg+l5I9EHNjQEUccccSRUSej1vKSJqvU5qVI0xUoQoekkUQiEU2bl9qNDL40LS8rrTSRSLAGVV5ejmAwyNpiKpXStFfSgN577z0sXLgQQFEbCQaDmqNcpnCSpriZzsnUUs3z6LvV8ZGY8/JaEun4l3FEVvU0r5HvSl4vrVWyvKzgPUoZBBTT6Mh2SqfTJfAWsCMNFFCEhOQ7NON1CJp7//33NQteltXX18dabltbG1tLq1atwh577AEAWLlypeZ0lwxLKTK2K51OM3RF8XErV67k+8j+Rv2rtraWjxPBxO7d03OacYSyfdPptNY+VrFl0WgU4XAY8+bN43aWkJcVo9a8j/m7XSyX1+vV4o+sRPZjaUWb9TZZlbJtpEVSW1vLlmQul8PmzZv5PCrf6/UyKaO/vx+ffvop19Pn82HSpElcloxRpHZKJBJwuVzMFJWw8urVq5l5KK0riv+yspzKyso4CH7t2rVc7pgxY7RxZlpHdnODJFOFQiEtflEyqc1yZbo32VY0P8rPpvW/szJqFy+5eMhBZg4QmS2AIB+guJBJWjRNQKafwVwUJVRJv/n9fq1DSVNf1lMufo2NjdqELPMz2vkDzMXLZE9ZdUpThmM5AqWMMXme6Q+TdZbtbrXoDXW9hAYJQqXJX5bh8/l40pDMK0CHb62eAShOzpLtJJmIACwnBiqbRPo1JRssl8txPzLFXOitFlmXy8UTXTAYRF9fH7MpP/nkE85S0tTUxO+xsrKSYUPZz0hM6I6OmYqBVfCtndDEJIP3pdixUHfGJ0fXyknQrk/bBfLblQkUlUqZr8/n8zFzLxqN4v333wdQXJiITi59dh6Pp+S9SXjQVA4AfZ4ixUm6Lmhhk3R4GRxO18j3KBUvErmY03wmg9LNAHW6xg7WljKcwmvn75TuFiuFaFdk1C5eZqewamzpcKaJSiaFJFq0XLxk0lPTyWxOiDQZSWc+iaSzyo5FnbK5udn25ZmTm5V2ZP6XncqOgmp3rbyv1XHzmNWEZJeWaKRitajJRLbSHyap5XQ8n88jlUppiod8TpmiS8a9mc9o1zZygpZWv1y8CoUCK0dDWcnSSpVWmdTmy8vL0d/fj9NPPx0A8PLLL2PMmDEAir41mSxWZlYxF2yrd2FmijGVCKtYLHMRlBaBKTu7YA1FmbYj3pjPaVp0dhaeDD2QWSg8Hg/H6M2ePRsXXHABAODOO+/EihUrSsqSSilQtHykJSFRIStLltpQ+topu0tDQwPWrl3Lx01lXCqScvxJ/7e5qMn+Juto+sPtRMZgWi1yVu9JthU9p9lHP4s4Pi9HHHHEEUdGnYxayyuZTGpajIRurGjsXq8XuVyOocKBgQEtKFCa6WbuOOnLMbNPUNkm/CUZiyQ+n0/bWkTi85KJOJTlJH+TzB1pkdhpu6aWZAeJjtRyMiGmkVpeVteY1oDUSmUC4kgkggkTJgAovkMZ1gDssGxlUK/X62Wture3l4OKw+HwkJa1rKPMgiFZVuRrA4rWtoSLJYNP+hBku0k/jGSwEUJAjD4K9QBK+7j03ZoWnxWjy7QCTS3ZSiRERZC5FTpgHreTv4d1LsWu75rX0HnSSiJocM6cOQCK/YL61RNPPKH5vwihkSxEl8uFcDjMsGEqldLGgqyDDFKWbSXZnFQ+/ZdWlB2sK9+bZOvmcrkSa8nq/Ug3iGnJmlDhSCw0iYxJl4acg2VQ+K7IqF28BgYGtAEnJwopdI7P5+O9mABg3Lhx2n5gNDEkk0me6MwUPWVlZba+AQkdATviNGSMUiAQYEdqKpXicwYHB9Hb26vRWaVTUy5q0sclnZ+BQIAhJztflAmDyoExUhnKZ2U3ucjBIAeJOXjNjPBUz3A4zM8p9z3asmUL1qxZw+0RDAb5ms2bN3N7VlVVcbu9//77nIw4EoloqYDc7h3JZuXgTafTDAeGw2GUl5fzO4nH43wf6YOTi1oymbT1eUnChlSU+vv70dvby3FnfX19fI1MseX3+7lPJRIJrY9IpcqcfMxwErsFx8rHO1zIhZ3YLSw76wsjkQvwSO4jFy+ZsgkohkasWrUKQNEfTenepk2bhsceewxAkfxAuw5In18kEtH2B4vFYpaZbcjvDuyYuEnhlGQuGc5hFRtnpzBaJc8lhUYmB5bl2fVJWW8rGr2VyL4s5xaXy8X+2q6uLmzcuJHP+SziwIaOOOKII46MOhm1lldZWZnmCCWtQe6BJFkukskGFC0fCliW2ozL5WLHuPmbpDtLp7vP59M0pWw2y9q8hPYkccAkckgLTWq1VjRgWS9pRZGmL+tsdY0VW8k8V4pJBrFidpr3tCKUmOdJkdRlqqNsd9Ic4/E4v7d4PK5ltMhkMqwxy73cvF4vO8MjkQj3gUQiUcIulVkXTGYn1VNqmCZ5Q1qYMquB6eCXbW5FliAGm8zCQgmJiT4PFK2BDz/8kJ/TLNsql6bb7S6pi11/kWKSIKzeo91xq/NkfazEyiKzguDMsAr530QhrMgGFEBOfUySN+rq6nDOOecAKFq/9A6k5UWwmMwWQ2VJREHulRYMBjUmYSqV4j244vG4JfPYhHjtSGsmhZ3ITPSb7MtWzEOzfSSZwy4JBLWzOd8CxfFLQfaFQgETJ04E8C8MG06ePJkfvre3V5uQJbNF+iBkB5WLl0yfUlVVxdRY8oXJDRvlBEsQk9/v12jD8Xict+uWFNpCocDQnh21nD7bsd5M9qTEtmWszUhEwhNDiYS8ZGJb+k5i1dlNsfNVmNCE6cek+wwODnICWr/fzzAObS5KzLCFCxfyNRUVFfj4448BFDPRyz5ghhiYiVxJ5GQgMxaUlZVpUAmJzBhSVVWFLVu2aP1ATpxWMKrf70ckEtH8XBSjuGXLFoYKZ82aheeffx4AsMcee2jMLrkAm++Zsru888472H333bWYNCsZihFI9zKfbaRix4q0uofd+zEZksMtWFb9UL5j8ovKzVxdLhdnzojH48xWpr5L14fDYX73Mk5TxtBReiqZ+ol8QWa4hd3iJfuLHeOadgmQCZ9l9h8JWcu2MBmL0lcox8tQixddk0wmOS6ypqaG0/LR8+6qOLChI4444ogjo05GreX14osvMmQ0duxYSxKCNO2TyaTmwI7FYmx5lZWVsaYl47yy2SwymQxDgPF43DK6XDo+SWNuamri8yS8SFqxuTOtue+WJGaYDlQSM/7DjOEwryENUTr0rbQ4U0uXpBU6l8QqMFbefyiRGp0JG0rGpozJkbvMBoNB1t5CoRAmTpyIBQsWAAD23ntvhhDb2to4+4GEzBKJBMrKyjibgYRX5B5ILpeLM1qQ090qxkmShSQpIplMYvbs2XjnnXdKrpEWs/muZExaJBKxjDHs6+vjZzOh6KFYp0ROOO644/D888+zNm7GLErLTVqLZnmyT5hMNXncDJKn//LdS/jLvC+9O4kayOtlnczyrCB0+ux2u9maBXZAWhJ5kduJSKuFXANkWVdWVvJnuU9fNBrlfkzvjIhAyWSS+6sJp9nF5MlnkvB3Pp/XyB+ZTIafIRQKcb0lgcTcoVx+l7FZkjxlwtzy/Zh1lIQR6gMEwe6qjNrFa+HChfyy161bx40TCoV4Eslms9w5KKGk7FTEPKysrNQYW5LWWSgU2Izv7+/XkoTKCZ3uT4GmBGfJ1FOS2WZi2RIzlwuZnDjHjBnDnXBwcFBbnOVnu4WQJmS5MZ0Vti5NfqWUBjVISafTGu5vl+1jKD+I1eJFCzG9O8mqlKm45OJXXV2NhoYGZiI2NTXhpZdeAgA8/PDDnAHd5XJxG7a1taGhoYHZh6lUiicOCQf6fD5to8JUKsV9R26aWVlZqfkDqc3a29uxdOlSvPrqq/ys9FsqldL2mJN+q3Q6zd9ra2stlYbOzk7ODGEFG9sF69Jmmn/5y19QU1OjnUft3tPTw+OipqaG70l7OknIiT5Ho1FuK/P+UuSCY+6dZUKA9D+Xy1lmXZF9B9AXNtmXJbQn70/viuqdz+c5S75MhksbnlKdJdNXblg6ZswYnmckVBiNRrmvNTc3QynFc0ssFsP69ev5eeQCQWJCohJGlQq0bB+v14tYLMYLRVVVFT+DZCiaIv3hcgGWuz/I8UduGekzlvWW75gywkhlYVfEgQ0dccQRRxwZdTJqLa/6+nrWHk8++WSOh1m/fj1bN8lkkmGl7u5uDcopFApakKHUMkgzNxl95nYCZkyXFKktSu1IaoGS4WgGIEtWEjk733rrLU4cS5adeT9Zb/M3E3awigEz60nPL59BsjmHqoPVf/lsUqxgRhmDIq1pau9kMsmans/n43gqoPi+ZfwWiewDtM+YhFtlElVpiVJZZDHtt99+APQtWuTWK2VlZVxWbW0tEomEBtfILXwoBkZaEMQEkxaElKF2OLYS891QexKUTr/H43Fm2+633348fjo6Ovg5rd4VjZnGxkbW8mVbk0jCkRVUaCISUkxSj4TGRwJTy/ubFpmVxQeUpiazGqM0JqTrQn6WbgM6PjAwgHg8rqWRk2011Pi1IkOZuQllHV2uHVvg2N3DLIvaRf4f6jOVZzU3SEhWKcXz2We1vEbt4nX66afjySefBFBsHPIxTZw4kQdPb28vQ4sms05mewd2dEQJNdKiQi9JbodtFTxI4nK5NPahFUNKdkIafFadMhaL8UueO3eulqHeHPRWgZFmNgU5SOyYbuZkaEfxtxtIQ5VlJ2Y5ph/DDjqiwR8KhZBIJDR/CUEy5gIlM9mbmQVokEvMX77PcDiMXC6HAw88EEARviUa/rp163ghqqys1HD+ZDKpTf4yk4Yc2LK9ZFubk7qEZ6wmXSuRfUVuSCgnWLk/2BtvvKElCjY3cpT+Tmqf8vJyZtrKtiWxYz+SmIux6VexCieR5Zp90m5Rs2LtWfVZM0xCwnnmmLBS8CjDBaCH8dDiJdmkEo4byr843GJiQqIul0vbsWEkzM5d9WHLPiEVcFK6Ozs7GR4lBXBXZdQuXg888ADOPPNMAMBvf/tbLQuGzBBP1PSWlhYtAe/g4CB/li8qnU5zvIXf79d8W1ILCwaDfJ3pazAd0HaLnJ2Yk5hMJioncXkft9utJayVx4eiEcsBbGdRmc5g04E8XP1HImYGB3oO+k6TYzqd5omf/E9AcVDKnWUTiQT7r2RcllI7QhyI0kxWFQD2W8hNSfP5PE/odXV1GDduHHbbbTcAwPbt27k86W+Nx+N8vL6+Hv39/Zr2S+dNnDiR7y83gkyn01pckFQ0TCvBKlyBRPZDKdJRbyoJ1FZlZWWaL5c+h8NhzReUz+exYcMGAMB5552HN954g683dz6WioJ8z+a7t3seq0nUigRixn2ZYkXksDrX4/FomWskWiMXL7mYm8mfqd0CgQC/q97eXgwODmq7cMuFWSphZp1NxIY+S58zCc0T5Ofy+XyW/WgoYpidWBHIqDwz/ITi5qSh8Vm3RHF8Xo444ogjjow6GbWWV2dnJ6666ioARatKWkHSZCfNb7fddkN7eztDGoVCgfF8qQXG43FmklVVVfFmbkBRgyBGkmT+EVuMyrKDvOh3uv9QfiH5WdJzSYjhJX0nVDdZdjabZW2RIAQr/4L5WYpkHtlBlabfwU57s4JLgVKqrrQ0zES0pNWl02mO3Pd6vZg4cSJreNFoVAsile1GGl91dTWy2Sxb2pFIhNlg0WiU+0cqlWKa+1FHHYVCoYDZs2cDKGrZFPA7Y8YM9r2+//77rO02Nzdjw4YNmvZLUOMRRxzBud5kvsve3l5Eo1Hb5NMkI/X1UBlmWdR2UiS6IP2OZJWOHz8evb29Wn0WLVoEAPjVr37FiZPtAmdNsbPU7axIYPh96Uyfy0iEkAvJKpZM04GBAX5vwWBQy6Ihx1kqldLGOV1fVlbGFnxnZ6fGJgV2MJZlf7eybobzecnnJWYowdkSiTHbZSh/lpXYoS4kNM5yuRyzNysqKjBz5kwA4HG3qzJqF6/TTjsNH3zwAQB9h+RVq1ZxhgyCdgBwHAbF9FB2BaD0RUmIKR6P86Al3BYoJpi0Sr0zUienXDAl1ZiEOsFQOylL34Wklg8FAciJwoSb7PxUSintPhJelPWW99pZ2FAKLWqS4GAFqQD6AInFYgzBZTIZrqeEMGR6K4rpo4FtZkqR1x966KEAgPvuuw/XX389t0dDQwPfU6kdKcNkpotoNKpBvoVCgX1J27dv1zLhm3GAw5FbhmtnO/hsJL4gs39Q3Qh+l/5XKl/GQpmQ5kjrNtSzmePETkz40CxTxi65XMUYJVJam5qa+LNSO+jsPp+PIa9cLqfBzeY9rfqrOfbkBpQyblAqF7IfWi0W8p5Wn63mo+HEbDuzPPm7ScSSafikYivHIBE2SFHcVXFgQ0ccccQRR0adjFrL64UXXtA0A6KONzc3sxYzMDCgwWqS9bJp0yaGmILBIMMEkvhAjDWKhm9oaGAm47p16/h4fX19iQZipyXJPHiSFm2yxqSGZgWZmYwvGRYg8ymGw2G2LIgebEW4sLs/idTGTTaWKSZDzIpJKNvKSqS2ZpX30GwPpRRisRhryel0WnMe0/XZbJbf9dixY5FMJpnY4XLtCGD2+Xxobm7ma0gmT56M3XbbjeHBKVOmaP2NYCV5naREA8U2JIbhpk2b+P1I6InYpLJNd0WGal+g1PqR2rQJ+5nPIyFN+s3v91uGjgxVNytY3U6srM6dsURNejvdM5/Pc8adI444As888wwAPUlvfX09dt99dwDF0IFPPvmEyzLp9XbjQroA5LY5cj8/oHSLJbreFCsI3iRv2IUY2JVlikSG7NiKNOYl21DObzLEiODRz5rbcNQuXqFQyJbaSgNpYGCAXxTtu0QNd8ABB/BvkpkmU5zk83mk02meXCRMUFNTU5LgFdgx0crUQnKikDCX9Bm43W6NeSRTGFmlc6IBQvcJhUJaPImk50p2kgkLWfnbrKjKcgKX5clksxKSkXT2ofxhVlkBrGi6sg0lFCU34Ozr67NM5isZVhUVFTxJvfTSS2hpacG+++4LoAg/0/UbN27Em2++CaA4aREETQmdp02bBqCI2xPEJD9LZlpfX5+WKVy2oWwrMxuL3cRlQqckdn4SU6RiYOVTsUt+SxBXf3+/BnHKlGyyX49UpB/HrI9cCMxYJhkCIo/J8sxML/RsmUxGo3JLVuGnn37KY1sqgsFgkKH5XC6nsUftoHq7d0HzFPll5dwiU4bJzXHpuawgvJ31V1FbDeUPpN/kPnky5IPCLIAdirC58wbVR/rjyddF7phdFQc2dMQRRxxxZNTJqLW8CoUCwz81NTVsgkajUWb0bN68mTUBn8+HMWPGsEXypS99ibWbNWvWMPnD4/Ewe6y1tRWhUIjhwWg0yprc+PHjWVvq7+/XdkEOBoOsaZjms2QUyW0oZFJYpRSzc2KxGGt+Xq+Xy6Wtvu3yCcp2sgv6tCME0G/0X2qCMsuAzA4h8xxKsgJpd1bOX5NIIcVMBixFanR0z4aGBmzatMlyny352ePxcJ7DvfbaCy0tLZg7dy6AYnYW6gc+n4+3bkgkEvjoo4/4+WOxGFtiH374ITNYW1tbNQhS5sSUmrVMOiyhIzOWy2R2kpiW11BxSnZkoqG0cwltyfdGdaa8mhI2lFa3FWxoB6PRfWSfsLK+qAwaPyZbVz672Zck4UGSaGgsEdGGyFwbNmzgMVdVVcXEgng8zvNMIpEosQitYDuTUUvPEggEkM1m2Q0Ri8U0hjD1I7NtzbylVIedgZjtiFlm+9FYqqmpYWupu7ub26m6ulqzvtPptLYdD1llct4aGBhgyN3MErSzMmoXrz322IP3dXriiSe4Ifbcc09+oYlEghs6FAqhvLycfV75fJ59GsFgEJMmTQJQZH+99tprAIBjjz0Wf/rTn3jilpML4eQkciBms1meuGQHk0wpOcipg1ol8Ny4caPWGSVG7vf7tcFgbm1O9TIH+VB0fRLTL2YGS9Kz0qQsJ2RzorWbLIdiONK1ViLrSvDdk08+iYMOOkhLIyUnRKsFmzZ7JN9FX18fK0TxeNwyJMDj8eDll1/W6PpWbEFJd7ZSIP5RYkeL3pXr7SZI059idy8zy4283gpyG4rKLb+PBFI17yM3VZSJuOm/DMqXkLnMzkJhOOFwuCSgW9ZdsluprwwODmoMVPk8Xq9XSyBulXbKbI/hdqWwal8TkpUiN6rs7e3lejY2NvJ9UqmUNuZN35+8p0zjRnOy3PR3V8SBDR1xxBFHHBl1Mmotr8bGRmZsyeDUjo4O1lrmzZvHK35/fz/Kysp4C+pcLoc5c+YAKGoI48ePBwAsX76cnbJr167Fvvvuq22VIC0vK62WoAmZfkfCV6TpSC2KGHxU3vbt23HMMccAAD755BMtdoLghGg0qsGTkUhEg9mkVmpqd1Y51EwryCRwSI1NOudJzCSyQ2n6w5FEzGcYqhzKkzZ//nx0dXWxViitXEl0SSaT3GbhcBiJRAKrV68GUAwiJQteBpoCO5Iv+/1+PPbYY1izZg0AYN999+V2aGxs5PNkH6D2k1u5WMFcJvw10uDdocTKYgZGZtWaDE8rdqB5HzP2zxRZpp0VYVoJIyGgyD4trS/Zd2XdfD6fthO6JF3J2CoJgSul755O/cjv92vEDml5SfhMWunxeFyLRZTP6fF4GAFwuVxa+jk5tpRS2jVWLgTT8jLbbSi2Ij13T08Pj4vp06czKamtrU3rC2bsnCStUVler5efTcbh7oqM2sWrv7+fg5HnzZvHjVhTU4O33noLAPCnP/2JYcKmpiaMGTOGGS6xWIx9FTU1NVo2hKOOOgpAcSF74YUXeL+kWbNmWS4+coKxCgalTiGhJDNTu2QYBoNBZsSZNFMaIG63W2NPEnWefrNabKizWwUp03WAPtnTQmZFo5e+MCkSZhwKNpTttSuwoWzbfL64AZ8Jl5hSWVmJbdu2ASguVpIdl0gkOGNHNBrVYF3JahwcHGSW2EcffcTZNmTOQqoTUFzIkskkK1hUP3pGq9yXnyXIW8pQviASu8VQTo5D1cdkuskg/6Hg6JHIrsCddtChZFlK2DCVSmHMmDH8fuReXXYKnlygaDNKub+XFaOX2MvADsamXGTMzS2B4sIow2skHC7bhnzgQOnuBObCNBTlXgrVQbICOzs7tYTXJjROzycVGNk2wWCQ4UKZmWhXZNQuXn6/n62QgYEBprmm02nMmjULQHHDSnLA//nPf8a4ceMwefJkAMU4LdLaZ82axSSNWbNm8WRUWVmJrq4uXjCSyaTtYJIxI/K/FKlFWSVapY4QCoXw8ccfa9eR0CJbXV1dQsO3mvisou2lY1ji/jI2zKSc0zXSKZtMJrkDylRVPp9P27zS1KqtFlbptLcSqVlLCjwt3kopVFVV2VqSVPbEiRPx/PPPAwD22WcfbVfkvr4+tLa2Aiha8DSZyZ1xKS6MtM+uri62ktPpNPdJmWEgkUigt7eXs8DU1NSwpS8nNCl2sTTmswG6xm5as8MhBcOJGWYxnJjUdLlY2WXbGM639VlELsCybLm9UV9fH+bPn48VK1YA0DdplfWTyZqlL4r6F81BpBQBugXvcu3YBaGjo0Oz5CRyIckxPp+P5yZp1VN51C8DgYBlGIHVu7ZS/uS51FdobEUiEb7n1q1b+Xh5eXmJ357iJOV8IjdfraioYMTrf/7nf0rqtjPi+LwcccQRRxwZdTJqLa9oNMra67p161g7kfmytm3bxrTo//zP/0R7eztbNJ2dnZo5TvR6SogKFLXspqYmbasDK2xe7hdFPi9i4UmLRH4295GS35XSt+ema0w6vNSETezc9AHI47LeEtuXkIa00mRwtQyalPU0NTxTS5fwk5U2aPrVzGut8qQVCgVNG43FYpr2KLc+oWdrbW1lXwX5yCQlmK6ZMmUK05g3bdqkwcWSoi9p9E1NTdwPN27cqGWdqK6u1gK65bY9ZE1L61tq9sOJtF6t2m6oa0YqdvCf1X2s+h6gsz6lRWRCYVaWkt196RzTPyfrbVLaAbpITMAAACAASURBVB3WikQi6OzstMzVmMlkeD4oKyvj0JCKigpmzdH9JWtRIhfU9+Q2TGSJyntKRh65KmKxGIfNSAYztadsaxKr8WV3zI5taCfyPNNn5/P5mIcQCoXYQjOZlzSuZK7YXZFRu3gNDAyw+fncc88xHEgTE6Dv/ZTNZtHW1oa3334bQLFBadIAdpjifX19vMAlk0nsueee3HkIUgL0STgUCnEH7+/vRzKZZPNZTlQVFRXcKZPJJL9oCfvQd7k/GYld3I8pEkI0J4JCoaA5nalucpBK0gt1SOpoJtHEamKgutqJ1UAbyi8mISsJQaTTaR7wsVgM3d3dmhOd4vMikQif9+mnn/IC09bWhjFjxvAkNH78eFZ+Jk+ezPEov/zlL/mcQqGYJVw63onwMW3aNPbDrlixQmvDuro6TJkyBUCRhEPXBAIB7gdyAqO2tmpPs52GauuRTEp/D/+a1Xu0ghqtSEFDUeVNiHm4xctqsZNlWxF6xowZg+3bt5eEuwA6Hdzv9/P4ra6u5n7k9/tRXl6uuTEkvZ3KjcViGkScy+W0xYzed0VFBZMZPv74Y6xcuRLAjn3CqP/LUJmR+C3NNrByKdiVQSLnFhnPR+OCnkf66sxdycmf/1kJGw5s6IgjjjjiyKiTUWt5JRIJrFu3DkBRGyDr6MMPP+RzQqEQW1rLli1DeXk5a+Nut5u1IOlM7+zsZK06kUggmUyyNpFIJNhqkWQBj8fDDJqJEyeis7OT69bY2MhWoaSyV1dXs9MfKGqCMgCZ7ikZalZiFUhrp0UR84i0Vxk8WCjsSL5ZXV2tWYFut1vb9kNqYtQGpuU0UljKLghWigkJSScxic/nQ0VFhUbPlfAKXdPR0cHtTIHiMtsFbddApB+g+A6pf2Wz2RJiBP322muvYf78+Vwfsqjq6+uRTqc5GLq/v19L/izZn2ZwOInUoE1YWEKN8jfJYDMZsTtrbZnwsxRTg7ejZUt4XVrtpgVvirSW5Biy6i/5fF67jxRJla+srOQxRsHlMikzvTsJ1ZeXl7NlP2vWLBx++OEAgPb2dqxcuVKDlmX2HDmuKQzHtCJlppWOjg52Y3R1dWnQorQKJUIjCTG5XE5zVdhZXubnoUS+H9nf6PpwOIy+vj62TGUoggwRKhR25EmltthVGdWLFy1MHo8HbW1tAID33nvPEn7zeDxaklvyTdFnalxp2sdiMfT39/OEtm3bNsa8KysrNeYRdfbOzk4sWLAA99xzD4Ai1EhbpCcSCYYkFy9ejCeffBJAcZEdM2YMT4LRaJSfR/rmZHqpcDhcgplbsdbo+eh66XeTvgZgR5LbcDisTajZbJYXUUmFlvWxu+dIWWojnUytYqGA4iIqt1mXA6u8vJzjsj755BNWYGjSkslwKQ1OS0sLM1Wbm5v5vVGIgmxreletra0cDyNjB7/85S/jlVdeYXaV3+/X/FwyfZEMQzB9WHISl0oHXUNJU+XERdClDM2wKttOZN1MiNgKKjTZa/SdnlmOGVo8ZD+U/ZGS38rk03KHBDmJyvRlfr+flS2ZLUNC5vX19Rwq097ejkQiwamfwuEwX1NWVsYLVlNTEw444AAARWiPfDfd3d2oqKjgyTidTnP/kLFd8jO1KYlc2Lq7uxlak+4NueMAtYGEP+V+a3RNeXl5id/RigksYUvT5WC+RwmZ031qa2uxZs0a7LPPPlw3yYokkczl4RTz4cSBDR1xxBFHHBl1MmotL6n5krYFFCEvydqT+10BO6wLqS0qpSzNfI/HowXo5fN5Ji7U1NSwwzYUCmHvvfcGABx00EEarLTHHnswsQTYsfV1TU0Nb4fd09ODnp4e1uR6enoYhgyHwxqsJfPomU58qYVJDdgMrDQj6a1kKGtJtq/VbtLmuab1ZcUmGylsIR3wI7XW+vv7ObPKhg0b2MKtqqrSYBCZZeH999/nPlVWVsb9gNiXVtafy+ViK6y+vp4JPjfeeCMymYy2tbzcGkfCuEPBZzKziRXphRz4si0lumAVVG/KSC1lWY6ZYNkuQXQ2m9XG2XDvj/qzjJezCoqXgfwUKGsVsC/HRyKR4Gvq6+vR1dWl9QOZYJkshKqqKh6XlZWVDDPSztJyJ3MSCf+a2y3ZZS0x+4H8LCFWSdjI5/P82YT9h2Jj2sV5yX5g5um06h+xWExL1GsHTduRbnZFRu3iJbOty6BAiWuHw2ENO3a5XBqWLTuVhI4IPvB4PKisrOQEnHV1dQwLNTQ08IQ4ffp0jfYbiUQY3jCFFjwqDwDjxCRtbW1Yu3YtgCI8QbBlV1cXT7y9vb1aveWESM9nikkTNtlcn0VG2iFN35bV/c1jciCZCwcJTRJW5bW2tuLf/u3fAABvvvkmLyrjxo3TsgRkMhlepF5//XXeeDAUCnEfoIEsYTe6PhAIsO900qRJfA6xsCTESu9CQkzy2c3wCSl2EwMpJ3Kht2IsWk1AUpGTYqcoyElZhhvI1EbRaJQ356yoqEBdXV1JSjQqW8L5ci86ueDF43Eez4FAQAuWpXFFMLdd+1Cd5U4QU6dO1ZTBrq4urqcMG5EhI5WVlZyNRcKXsi1JrHyaBONasYdNf62p0Mj2kdlMaD6cNGkSMxQnTJjAv9N/OyayGdhsJlGgz1Z9sr+/X9tpQ5YjRYbXyGw0uyIObOiII4444siok1FreUmndVtbG8fn7LfffuyI3bJli7anTKFQ0AIOyRHrdru18wgaIC2FtLB0Oq2Z0qS5lJWVadBeMpnUtBr6LRgMslaaz+cZZiCmH0GKHR0dDG/OmTNH222ViAOpVAo+n4+fQW5nL8Uq6FNqclIjI5GalrkVvBS7gGNT7CALq7qadTHrbHdPek9WZVRVVTGcB+xgSEoYByi2KcFSMn2QTMKaSqU0EoDP5+NnGhwcZKt906ZNGDt2LIAd8VtWFpZ8HhnEO9IYJ2mpmMzCfD7PcPlQ8VPm77JsEllPk7BB7QIU+zihAePGjcPBBx8MoBhft379ek2Dl20vn1uSVqQ1XVZWppFWJHwmg+hlsLoJY1IbBYNBvj4ejyMQCPC4l8HILteOlG65XE7Lxyfz9UmkhXZGN59NWpFkhZk7EZNYsQAJHpUsPpm6ivrohg0bcPrppwMAHnvsMW3ecbl2BPzL/iYDns372lle5jiU50lWsyl21++sjNrFKxwO80LU29urbVFuZRYTtEgLW0NDA/uvJHusqamJOwFh2YRtx2IxDdOlwNWKigotY4Kk3QI7Fq+KigpelGKxmJYhfmBggK/ZvHmz5kOjztbR0cH03DFjxmDVqlV49NFHART9ZHKCNuEnqrO5MEgGmglpANaTpjmpWclIaPN2WLwJDcpF1oQdrfxvZr2am5s5KNjtdqOlpQXAjkWFyojH4xy+UFFRwRBzMBjUJkNJG5dboSeTSYZ116xZg7322gtAceJOpVL8m5npQSpR5oC2WlRM2rpk45nUf4LZJMuUsqDbiZyAJLQu6yyzgw8ODrK/tr6+ngO1+/v7sXz5cgDgJLQUQkLhI4CeyNmkj5sZaghiHxwc5Pu/+uqrOOiggwDsyLdJeQbLy8s1SFOGgxCjL5vNoqysjMecVAoHBgYYtk+n0zzGZDs3NDSgsbFRo97LxUf60iRtXmaokGMO0HMTSng2FAppSQbot3Q6zfNHZWUlnnvuOQBgBUrKcBC/CSHvSmiFuRhbHZesx12RUbt4RaNR7jxVVVW8qJBvCyh2djqeSCQQDAZ5wfH5fFp2CdKc3nvvPS1pqqTUZzIZ9n0kk0mmUu+11148SbS2tmqJaeUEkEgkeCDE43Etzmzz5s1c9qRJk/gzsIOcIrUmyh5CZJAPP/yQ/S2mE9bEu+V3K4exvIY07pH4pkisOvpQBAR5H2D4JL1W/hlzsMj79fX18YJFE5YUuYDLhKq0kCmluE8MDg4iFouxBj44OFhC7waK75o2S3W73QgGg+wvlT4z09ch62/n3zPjokzrWf4mU/TICdWkyg9neZkbqZq7a9OzhcNhvs7n8/EC4/V6sXHjRhx//PEAij5FuShZKZw0acpjNEGPGTOGfZd/+ctf8Mc//hFAMZylu7tbWwxl2dQGg4ODvFP2+vXr4XLpuzRLGr8kf8isKdLSlQuTXbyeVNbIx2T1/s13JS1HadVJH2osFsMee+wBALjwwgvx4IMPAigqwkMtPubWQbIeUnEZzmdGc4m0poebM6x23N4ZcXxejjjiiCOOjDoZtZZXR0cHM8Oam5s5D93HH3/MGkkoFGINc2BgABMmTMDUqVMB6IGNhUKB4YhnnnkGhxxyCIDSfXoSiQRrmPF4HHfffTcA4N1332XNfsaMGQgEAqzp+Hw+hjAymQzDK9L/0d3djQ8++ICp8/vssw/fs7+/X2MxkUZIFubixYu5PNrqw9zPRzKSpCZqRfcGhmYh2uHUw8EKw+HfEpYy4UR5X1MTl+WYLEa6prOzE4sWLQIAvPjii9o5UiuljBtA0fIiWDoYDLKW3tXVhb6+Pr6G2HRUR7nxIEFke++9N1wuF7NT4/E4s7Li8bgWAC7rZj6nbCsrKNiKKUj9yAyLsNvLzY4qHwwG2erxer2aZdrc3MyQm3yeQqHAllckEkFzczOjAy0tLVyeGaw6VF8iOK+/v5/RiTPOOINhyHg8rvmCTKuDjre2tuKUU04BAKxevRrBYJBhYpntwrQkaG4xN5wkX6h5TxPpkGL6n+U7IISotbWVYVgK7KY2CIVCWnJxYlzut99+uOGGG7T2lOE/VpCkVZiG9O9LkbAyCTF1afyYWVekUJ3tkiqMVEbt4iUT1vb29mp+JatYGfJNEL3V9C+QP6K+vp6d7lVVVaitreWXWFlZyaSKQCDA9/z973+PadOmASjS5qdPn44DDzwQQHHBo8FpZpumCUhu7mY+G7DDeauU4gFWU1ODZDLJ8GQgEODPJhxnFRtD55lQldluZh3sFhU56VnBFLIjy0lY0tRNJ7uM85FOZnnvoRZZScklWFjuQUR+PvldvhOC/Xw+H19PWRKk75PqHQwGuZ7d3d08uba1tWHSpEm8YKXT6ZK9oKzaUy44sg2y2azmBzGhJwmb0+IhJ1EJ75gTlQkFycmRfMSffvopvF6vFnZCC5nf72c/SzKZ5HYaHBzE1q1becEKhUKWKZykmDC3FOlLku9UKYVAIMDPIe8hYdRJkybxXEBxUTR+UqkUw8JKKU15pH4g98/KZrMaWcrcpFHWeSjylCTubN68GQCwYMECvPnmmwB2KMLynVDbVFdXs1/36KOPxnvvvQegSPgy+5hViILb7dbmDzmGJaXd9DmTlJeXY/v27UycM3edt7r+s4bpOLChI4444ogjo05GreVVU1PDWlx7eztrCdJ0jUajrCmR6UywRTgcZtjR6/WytVVXV8fQXkVFBcaNG8flVVVVsYUGgB2kXq+XtbiXXnoJ48ePZ637i1/8Ik4++WQApXR2aVmUlZUxVCADmSVrMZ/P8zlm9g8TQjC3oAd2JGq1ohvT73ScNFapxZsirRsz4NJMEizLJk1OWoXRaFSDZMztz6k+lMOQrjfhM6m90m+JRALNzc0AivAVhSikUimtDlIT7e/vx7vvvgug2CcIbqZ3KHfEpmvC4TAflww8ANh///05x6UdXGtq5bKt5HUUJkHtYQanSyKEpFLLfelMi8QK4lFqx06/qVSKYe033ngDdXV1DJXH43Fs27YNQDExNW110dfXx0SmQqGAF198ka21qqoqLRTBSoiYIutE58ZiMb6n3KKGvlO7SWhKEi6mTZvGc8G4ceOQTqe5rbq7u5kMEgqF+B15vV7LPagymQx6enq0nYclW1feX44DaVWarMqmpiYAwMqVK/meZlvI/QUpryVQHC/EdKV6SNcBtYkkjLjdO3IomoQcuRu06ZIgqa2txeuvv65ZXjK3odX1JsK0szJqF6+BgQEtRoJenITzqqurmRofDAY1CMCMsSDYo7a2lqHBVCqFgYEBhnui0agGEdEkOn78eH4h0WgUPp+PYYd169bhqaeeAlDs1HIDO5mJYPv27QwVbNy4UZucZEYMGZcBQMPZ5b5Q9JxWZr6En+RkT/eUCxVR0K0SuZpsRSuoxIR9zFQzdP9AIFCysaVcQGUbyJRUJj3eCtKora1l/5OMQzJjxuR9JGwJQFusJNNsqJAAWU+aaK3azWSHmuXSdzkBWMG4I0n/NJLf5T0lrZnGSHl5Ofx+P4+TpqYmjZkp98Kier7//vvagpVOpzUlxAp+NqF9pRQrmWPHjmU/5tatWznxsqy7vI7+S6XObC/JkiSl11QgZEYbuaOCfI8mRCv7uxkvZecPo7r5fD5Lv5T5jHJRsGLrSvjZjvlrVU+6j3w/VtfHYjHU19dbwuF2Y8RhGzriiCOOOPIvJ6PW8urq6mIrpqmpSdvynbTkuro6zhG42267lSQDlVYYWWhz5szh+C1KtknQx9atWzneZ/LkyaydSQ0qnU6js7OTy4vFYrx1y7777ovDDjuMr6F6tre3Y+3atQxpVFVVcd7DcePGsYUWDAa1+ufzea5bMBhkTdDv9zPDsa2tjeGqyspKNDQ0sPYqd0yWO/pGIhHN4T1UYLCMCZFWkEkasYrNkmQDCWeSxk3vx8zbaMUeM3+TmuS4cePY6R2JRGwJLNLykhpmobBjDyLa080qP6RpZVJ7BINBbNy4UcszR+XJNvR4PCVwq5WmbcJ8ZgyOlWVlZ5WaZVP5dA1JOBzmAN2Kigr4/X7u44cccghbYRIuSiaT/MxbtmzB7rvvrsHEMl7JLt5NilKK+3VXVxcef/xxri/BVStXrsRee+1l+Y5lH5U7JFPbSIic7mO2v8zEI2Ezs79bsQ1Npq95nryP7Dt2cXzADgRGjiUJlcpxY15r1zbkAhiqv5hl9ff3o7m5WbNSh4sd/JdlG3q9XqbHv/zyy0wnnTRpkrZJJO3dRMw2OdHIDNc0kLZt28YTeiqVwrZt29hPJff2kvdsaWnhhbSnp0dLGiw7VU9PDy9klZWVvBBms1lUVFTwwNi8eTN3ysbGRm3DNzNgk+rd1tbGE0VXVxcv2g0NDTjzzDMBFOHI1atX88RL9Telt7e3ZMBZLUx2E6WVyOBfKfQ8Mh0TTcjUueVkIn14ZvZyc4EdbvCZYqYRklAL+a+qq6sRj8c1BqjV5ETfgeJ7CofDWkZx2YZWIQJDhQuYqXxIrPwsJky1MyKVFgnxhEIhzUfS2dmpBe9SvTOZjLY5rIS9k8lkyYands9t9YyA7iujRLRLly7FM888UwJBk0h2q3QbyPsGAgEez3InB7mvndvtZl8U+XiHC+GwWtSkoiBdAFJMRUYyBM3UYEBxrEn/8Ujeu/RTW40dO7jSfG9yXMg2kPeR7fFZxIENHXHEEUccGXUyai2vnp4e1jZmzZrF8Nlrr73GFkggEODg42g0qkED+XyeNftgMMjXtLW1sRZJWzoQYaO1tRVTpkwBAMybN481pbVr1/KWG9u3b9cgPKl1bN++na3F6dOnM6vQ5XIx7EHlkeYXiUSYVVhWVsbl9fT0IBqNctD0+vXrOb5mv/32w0UXXQSg6FwnC2/Lli3o7e3FSy+9BAB46KGHNG2ToJ/29nZ2plOeN6qDGf8hgx8l7CI1QY/Hwwy/gYEBzbFNjCOykOn8dDrNFlY4HOb2GBgY0IJgJZRiWoJ2GqIUMxWPtG4kQ4uYadOnT0dHR4fG7JIEAyuNc3BwEJWVlSWwDJ0zEmvLDGK1i8kbyuLcWU1XxlLJvc6oH9I727Jli4Y00OdsNosVK1YAKEL7gUCA2bOU3gzQrVyzvmZ7yHg/uk+hUMCMGTMAAE8//TTq6uoYVZFsXXm9jLUD9H4QCoV4LHV3d7PlFYvF2AI3k2xLuExaxmZ8lbQ6JEwN7EAnBgcHtfdrZ3nJnbJlWi4rwpQ8Jq0/un8mkymxmuh+Mthcxhha9VU5tq36mxmv+Flk1C5eUqQvywwelFRU2Vnz+TxP0L29vQznjR07lqm+ALQEpjL4MB6Pa5HmBCdWVlYiHo/zoikzNcjOG4/HmY5LcIqkMhMl/6OPPuKFbdKkSVyX2tpaZDIZXnDC4TAz2mKxGPsnxo4dywN4YGAAvb29vABfc801zHBct24dl9XQ0KBNtJKqbi4YdhtgmtAiDYxIJGLLcLSK3Kc6DLdlvHlf2Z52myCarCrJ7DTLpnJzuRzi8bhG3ZeTiuxjcst7uRibA5vaYKiga3lcTvZygTG3cZfXyfdm0rfNRd6ufaVyIjPUVFZWMgTt8Xi478ZiMb5XNpvV8nlSnYDSRLZ2AfFWbD36TO0eCARKFnCr8+QOEcTAM9sFKI5/WqQrKytZ2ZKQpblASB+pOXbkO8rlcpahEI2NjawsmQu7ydwzN9s1z7HqT7J9aW4YN24cK5hmfcLhMLOnSYmk+5uKlwydGYqJ+/eQUbt4mfi5pPRKGrmkv8prJGGisrIS8+bN43LlZCKp95Iw0d/fr9G8aRFoampCb28vW0S9vb1sucnOFovFOLVQIBCAz+fTYm9kdnKZgFjGdjU2NnIWiIaGBrz66qv8Gy1Es2fP5jagyZkGY319PVt/LS0tHKvW3t7Oi3Fvby/a2tqYah4IBLTtFSRxQYrsuLlcTtuKQmq4ZDH7fD6NxCAHBsXoUVlWYjXhSgtRZlqX22dI53hVVZWWeUJqkXR/sh4kmcS0/uRz0/9MJsOTg2mljsSiksfM3ZLN57UitNgtXqYM53Oi+8sM+mPHjmWFqLu7m62TaDSqva9kMqlN1lIhsNLmzdhCuUCYCxSVSynhrBQhU0GUUijs2C5p+vTpWL9+PYBi+9F4iUQiTGoyFy9TEZLJniV93FxIpV+U6P7777+/5U7QJulpuATWJCapSF5Dz7zPPvvwdkter1fr1xUVFTz+GxoatHFFMhTByHxXI6nzSMTxeTniiCOOODLqZNRaXmaAKWlpkUiENWtTu5KabT6f1/a/IXhQ4sj5fB5+v59NZlO7kpYfZdQoKyvDtGnTWHNLJBJs0svARpk7r7KyElVVVZo2T0GfmUxGo8DS1vQ1NTXYtm0b05U7Ojo0rZ0sqmw2y1pTKBRCMBjUtrQnq9DUiondR74f0jjlhotDQXBS86XAXmAHzZrKJn/cxo0b+VqyLCTTjd6VUkrTeiWlP5vNahkFZJ5CsrKVUiUBwxTyQDkIqf7SaqD2oL256D4yR5+pYZK1RvkQqQ6S1RgKhbQsMDKw2Y7xZeYztGIEkljR3k2/oF0QqtSQpZZPOROpjwUCAX62RCLB1nQqleJ3lcvltCTTwA7NXWZXkRo/Qf1WUNRQ1qPJ8JMQON0zmUyWPDONrSeeeIIDoFOpFM8HZWVlmp9O3k9ChTJcQG54KgOjCe4l9KWlpQVf/OIXAQATJkzg7C4SLSJYTj673CjTar+28vJy7X1LGPP/sfdmz3Fdx/34ZwaYfQY7iIUiKYqLRZGUZJmSLZmWvEi2bNlxXHbKSaqSyOWUXVElT0kqT37IP5CXbM5TEldcSX3t2LHjpexYsiVbuyiJkqiFmwgSAEFsA2D2Gczg9zC/bnxO49wBSD1NcvsFg5m7nHvuWbo//eluHmMbGxuKDMRiMQchicVijm+bhS0um5+Rn5XX3Z0G028nXbt5Ae7k4tQs8j07mWXCy/+1Wk0HTjqd1iqqXIOoVCo5A2V1dVUdubFYzIkZESx8cHAQd9xxh8J2s7Ozunmtr68rMWRlZcWJm9m/f78OkFwup/6wQqGgG9m5c+cUNvzpT3/qLKKLi4sO+UKep1ar4cUXXwTQhsVyuZzGkPFiZym1ApVks1lUKhXt35deeknj4NjXUSgUFEZiMoycJ+2WdolIVvwzZ87oBiexWJwNQfqT02gx3blarWJlZcVJVCwbXiaT0Q03kUgoPLJ37160Wi1t0+nTp3HHHXcAaC/CDGPK5iWhEzLxstmsPmuj0fBCR5JFnsME5NqWeMA+GVYI7ObhK2LI6YKAzvCMXbiZBCDCacLW19e3LOJM4OA4OM5QI3Mpn89v8amwT1AWxWQyqX0tCXaDiozywumrIm37lFMesXtAXAoyrj/ykY9o2+LxuLoAuM28icg9ZD6xT5TP4RALcUEwDV/67b777tM1o9VqObFa8Xjcubb0Kce9plIpnZf33XcflpaWdK3jFHWtVsvJGCLzV/qf11T2h586dQpA223B46ZWq+m6wXwDfh+JRELvL4rzjUoIG4YSSiihhNJ10rWWF2sfthy2aCpMd06n046Wmk6n1Yrq6elRKyiXy6n2EIvFsGvXLtUU9u3bp5AIO6OLxaI6PovFImZmZpQheO3aNQcWElIEa+ECK7FmLc/ANcmazaZqh++++65DJS6VSl6ygrUE6vW6ajyrq6sObMCQlWiLy8vLTqn6W265BX/wB38AoJ2vTsq8j4yMOBWomVXG8BEA7Zt8Pq+hA5lMxoFHW62WQwZh8gSz9kSSySRGRkYc6q9Yuevr606uSA4ujUajaqFZiIXhKnn+q1evapCu/ObLksAiLEQZR8lk0iEFMdzkI1sALhtT2m77ZidkC3u+wFfcvwzFivAcK5VKToAsQ05cLsZmtLHiQ05s9hLbD3yupY7zNTnzRFD/BNHWmYmYTqedMABGN4KeJx6PO6gMM6HZSuYyQPl8Xsf1M888o2sGJ172BeWzu4SturfffhtAO1H46Oiozk1L9hEra2lpSV0DQnqTtq2srKj1+eKLL+KRRx4BADz++ONqWUejUezZs8dJcs3tlP66evWqPo8kH75R6drNiyEvTi/D2TJ6enp00ZmcnES5XNaFm2sdFQoFzUixe/duHbg33XQTbrvtNt2YJiYm8OyzzwJoM/WkDaurq7owNZtNzMzMaNzJ2tqa+nOmp6d182ORzUsGH3+WTVfkmWeeAbA5CBjnZnjBhysL640zn3PGARlgxZ8MzgAAIABJREFUfX19+jyXLl3C4cOHdXG5/fbbceeddwJoTwye5LIp5PN53aTF18FZSyQb/+nTpxXC6+/vd97NW2+9pcoFL07sq0wmk/r8/f396Ovr0/ZcvnwZ73//+50+k/6QDPHnzp3D6OiovpNbb73VWdSlP1utlvp3fvOb3+DEiRO60FSrVW/MFotAX1y3TcYl+zSYjQZsXaxYfAu2794+n5c93/7uW+zZPyLKiLzTUqmkY4qhXLsZ2/szZZshPF/qLSvbfc+bWKeYOP4sbbDZPzjtGifjtRCtjw3KCkAqldJNXtYi6Z+ZmRmdc+fPn1fYzxezJcIK3uDgoCqMvBECbZeCjPGhoSEnplQU9enpad28JPGzPM/S0pKySVOpFB5//HG9pxwzNTWFBx98UBnPPT09ujEWCgUtFvr000/r/Jc18kYlhA1DCSWUUELpOulay4vZZAx7sCbbbDZVm5+fn3fifWx0PSe/lc9S7ly0ZE7ae+3aNdWu2Nl67tw5DA4O6jmlUkk11GQy6bW8enp6UK1WnTxlcj4HSZdKJW2/ZLFgLdWXvJahxWaz6cCVzJAqFotKqmCNeWJiAmtra2pVMdElkUjgk5/8JIA2hPizn/0MQDuAWkrer66uolKpaH+zpcPCwbYvv/wyPvOZz6gWJ+wnEY4P4r6p1+uOlixEl3Q6rX0zMjKi5+VyOczPzythg+OIGGLe2NhQrXhoaAiNRsNhGG4HG0YiETQaDXWIM+Ozt7fXgdn4npZpxtdji8oHn3USbrNYNz7IWdonbZaxk8/nMTAwoL+Njo4qI5fJCkHkCrkuW1scrN4JLmTxMST5ueRvUHYVESYTyP+CtmQyGbVIksmkwnnVatWBr5lQk0wmdd0pl8tb3qk8M7sEksmkznmeCz5ryz6/nCN9yO+z1Wo5wfc83iw5h+M37fW5rxiRkGNzuRzm5uac9Uj6cNeuXUpAGxoa0gQONvvJ9UrXbl4MKfDmxVg0D8LV1VVnkPf29uqxPT09TkZ1GaCZTAbNZlPhq49//OP43ve+B6BtJsugGhwc1KDetbU17NmzR69XKpV0UIgZLe1ner5kKwc22U9A+2XLosE+KqGyciYAGfy+RRDYpOrKoFleXtZrX7t2TXFxngj33HMPnnjiCTX719fX1U/V19enm9fhw4dx9913A2hDEBK0Xa/XMT09rQzHiYkJ3fx6enp00eOFWuBZLgApbbabCm8ilUpFN+BcLoeZmRkAbnD3oUOHdNHJ5/O4dOmSTqazZ8/qO4nH487kEkhmcnLSm5Fc2uCTnp4e1Ot13bRHRkYUupHKBdK3vPDzeOXr2wXMLva+7BIsGxsbTliGrVYgYv2OopC8+uqrDgvu8OHDqrjU63VvQKpsSjzGmb3Ix0tbpF28kLNf1mZ38PWBPU5+Hx0d1UoDx48f14QEgFvocnh4WKE1ZiUvLi46rgJ2V2SzWVVm8/m844uSz+JXYoVT1oy5uTmcP39e78mJCWxWCy4syz5ITu/G94lEIrqxck1CTkYs6ctkLGazWbz66qsA2kU8pZ3Mbh0cHMSlS5f0ehsbGzr/7r33Xnz7298G0J6LUsRUfr9RCWHDUEIJJZRQuk661vKSGBCRoJQlrK0G5S+z+eg4LkNKnADAhQsXHGhNNPZSqeQwgkqlklpirL2zFm1JCMzQ6+3tVa1ufn7eq0lLSh3RvBqNhlMhmBmKvqBUuQ+zMZldJMG6s7OziMfjasHW63W1JFutlrI0K5WKal39/f3qlJX6SqK1p9Np1eimp6fVaStB3cBm0lSxyjiRLfcB96OFR2x9I7EwS6WSE0uVyWT02R599FHVuGdnZ9XiLpVKTmwM96llG3Zi+7ETn/Nd2t/luWx1XD4uKN1OUGCzhSBZ46/Val6oiGHl2267Dd/61rcAtK3P/v5+hWhnZmacccmBs0ykCmozW3jr6+tqlYpm77OcgpiVPnjSVx7l2WefxVe+8hUAwI9//GNks1knUTYz73z9xrAnt1/+Z0SEv2c4n98pAI1FHBgYwIMPPghgMz0biy9+yubL5DYHrTt8LV5/+DsAeOWVV/DlL38ZQJthKM8k6wBfi6F86UNew2655RadS/9n63kxdZfhBDsgRHyQi82lJ+dzsCHnJiyVSsoCevXVVzWB7wsvvOBQsavVqsIGpVJJB3a1WtUFntlWks1B7huPxxVKWlpa0kWCC9MJxs4Yvw/K4kXD5o/jUAJOaHzt2jXce++9ANoZ7tPptFMCXu5ZrVZ1c45EIs7mJcHHp0+fxoMPPqjPMDExoZ9Pnz6NRx99FADwzjvv6MCv1Wro7e1VmI1hD8vIE/EtUExLloly5coVhUeffPJJ7Nu3T2GrN954Q8MA/umf/snJ+ygMK7m/jyEYxOiTTY03L2lPqVRS/xdDvKyYyP87yQ9nN7agYzgMoNFoeIOUeV69+uqr+NCHPgSg/a6q1apuMhcvXnQgfKZL277hTZI3Irnv2toabr31VgDAc8895zD8gqQTVZ5/53dw9OhRLWY5Pj6OSGSz0GQkEtkSqGv7jRU/ycTjC7NIJBJOoLev5pr8L/Mnn88r1Z2z8vCx9rNd9yxsGhS8zsqFzfIuxx07dkzHf19fnxOGwMoCb17RaFRhyCtXrujadt9992mlAWZE3oh07ebFGS5Y+2Ut0gpPGNYq+XjOlt1oNFCpVJxO5uSqokFwFoB6vY61tTX1+fAgHx8f16Sl7LsRDZUzEHAMmSyik5OTTvwIF3C0zyHic85Leyzezr4TcbDW63X09vbqBOIyKPIccr5M+P7+fiVbrK+v49q1a2rJTU1NqTIQi8XU4tqzZ48O8IsXLzp+pWw2q4QRq2Gyhp1KpRwLmDNc8ET8x3/8R30fR44cUS330qVLSvEfGBhQP9+//Mu/aExKuVxGsVjckeVlF1Xpw1arpeNj//79TtiHPce3MPM9bSgEC493+720pVwuo1AoaL9ZRIPHqHw/PDzsEDg49RX78HiRFSWKM1Rw22Qc9/X1KbHFZlTfblNmYaq7L3k0l2QR/6I8QyqVUj8X+wPZ8orH446vjjcmaTvQHrsy3jmswlqi3DecEosVVNsPrFywz61T7J/PRyp9wGQuXldsBhSrQMt9WGwaKLHCLl++7FUwbkRCn1cooYQSSihdJ11rebFPg3N0FYtFB5qw5rKFRQA3MJIzUIhGyQGY8tuBAwcUGhQqNNDWPMvlsmqfY2NjihE/8MADeOWVVwD44U3RnFdXVx06uVx73759+rlarTrJONkvxPCG9RkwBMc+olQq5VB/JZlvNpvVhL6ACyvVajXVkhOJhGpXIyMj+OY3vwmgzbC8ePEijh8/DqANzTG9VoK+7777bsX8hfYu/d5sNhWiCvLfJRIJ9Pf3O1qyWIiFQkH7++mnn8YDDzwAoG1plctlfQa25m+77Tbtg3vvvVfLVbAFIm0LsrwsdCWaeqvV0mufOHFC2Zs9PT1O0mKGsqLRqPOZWXds9dusHDbnn3wvUKXkhORk1EznlvHG4/Hmm2925gUH/xcKBUeDt8LWsMxZnqejo6Pqd2Q/mJUgtrFYq/J/EOTI+ToF3pQ5m0qllFWYzWadBLNyTjqd1j7ksSYixw0MDGjf5/N5B6YDNscIw3at1mb9O7bIZLyzRcPrji/0QNwBDPVxdhcRdlvIuOEsO5JhY9euXeqvzefzW8Y7F2nlmmbSH6+88opmvumUfWUn0rWbFztCgc3BwFAYsJUkYU1le4wlOwTFWADwbpI+k1henFRZttey2C871/nZuI5UUAyG75lte30bOD9nLBZzMm+srKzo4pRIJJzsENI2gZ+AtuPZxplI9nteiIrFohI7OOO2hZRarZaTqJTbzj4Vht/Y98PYPE/4jY0N3HzzzRoaceXKFSe2TGBQOxE5Uzi3wUckEeFzmFxjRdopG2EQDd9uUsDWhdqOI5FWq+U453mxi8ViXr8UjxlRnHwFSreD9pggxPRt2QhGRkYcONIKK2hBmUA6kWY6yXZkEBYebzLGGRL0xWlZ+I7XGnscb15Bvk6GFG0mkaDYNob6gmBlESFk7N27V9/V7OysnmMJGxxHyqEQiURCYXdWEoL4CTuVEDYMJZRQQgml66RrLa9sNuuw+GQXt9VXrQQ51FlYa2J6a5BYDYbhyY2NDdVAzp8/r585q0c+n1erRc5nDVw0XJt817Z5u3aKY9qnFTIcxpH/1WoV+Xxe2YYDAwOqJff19WnoAJcQefvttx3WXCqVUoICW8xXr17Fww8/DKANS8lzchYAaTeXsgh6NobNOCzCvnOGXj/wgQ9oWEM6nda8jYuLi0reKBaLDmOMnfPRaNQJ+vRZADKO5JkajYZqn1xOxDIFO7ELfYxRy3iTfuFnl+tyvSmGF3n+8LhmJMHWTrMIBQtbbjzmM5mMsuu4uvfg4KAyWKWNth/luj6ygMydIKKKb47YMAG+tp3bPkt/Y6NdY44JFz5WoW/u+rKzWKvS3ts+E7CZj5D7gH9n4Xlmr8PHyDw/dOgQpqamALRDX4St+773vc95znK5rJAiW14TExO46667ALTDjV566SUAWy2365Wu3bwYtuCXut3mxeIb/JZ2byP8fef7JpIPQorH4wpFRaNRB5aSTN1A+8Xz4iKTYmVlRSE7YQdy29knwjR8O7mDFkiOlbMQhkBrzEbjc9fW1rS4pqTikmO4Vhj7JxhOtBRcS3nnzcv3jmXCM2VersExbOVyWc8fGRnB8vKyPtv8/Lz63ZaXlzUTiI2hY7inVCopG3RlZcWhKLPwe6zVavoeZ2dn1VfIi5bcw1eXimE6hpgEuvLBMZYlypAfZ1pgxQXYfMcMSUpCWY6T3C5cQCjf8tyZTEbfQ6PR0O/37t2rSoModAxJ+jYf3/zbCXTYidnpcy8AcOA8hjWTyaT2r+0PH9QpiiP77fk+7Dtin5uFBBk2ZBq/b/zJfVnR57hIdivwNWq1mm5Et9xyi45XX9iKL86r0Wgoq3h5ednrc7sRCWHDUEIJJZRQuk661vJiBz9rikFlqn3i04j4er4oeBGpHApshVdYy45Go3rc0aNHtfQKsFnPZmRkZEsVXo4jEg1vYWFBsz7s3r3bYbpJTJq0wRfbIkwlGzAqfSFaE5eEEI1OYB3W0DiotlAoKEusWCwqlNbf3+9cj+utpVIptdbuvvtuJ0bLMqHkevwbV5WVZ2JNUrR5LreysrKi95mYmMDrr7+Oz33ucwDaMWii9c/NzTkswCCLvlarafaQq1evOlYQ9y0HgFarVY1bu3jxolZvrtfrepx85rEYFFtmq/OKldjT06PQzPLysjIG2VIReEf6KpfLOeQUEc4ZWiwWEY1Gt2SP4L/87HJPLtuTSqX0PouLi9qHR44c0b6+du3aFouTA4l9c9sXlGuZiLYPbNyTJfjIM3Bl6EgkovBmKpVCOp12clRy/NVOgsttX0nfcq3AZDKp1owc77MW7djjZ2DGdCKR0PtwPlVhIcv/lUpF78uM6WQy6SBEDO9vbGxokPLy8rJWc08kEoo4/Z9lG1qqPLOlRCwbzQpvXr60LWL++xaNYrGoyWYvX768BRaTl91sNpV2+53vfEfTIeVyOV3s3333XaRSKWchtumA5Hv2f/GkYIpz0ASxPrygiH8LTQRthswCtDRtmeTXrl1TWA1w03fZSc2whfUziAKQyWR08FtfjWW98WYszxyPxxUmjMViuOeee3RR57LkDK9YqNW2XfyB3O7t4Fmmt8siaBfqTgHo8j9vMD09PWg0Gg4cJ+Ec6+vruphwCiceW3IO1+MKegbekHmBtu2UTbGvrw8DAwP67nK5nC6yk5OTqsgFQaVy7SBfVlA/WeF5zmPFhpTwWJT+GB0d1Y2EIVhpFyt1Pv8Ur1kyPmwiZtvOZDKp64x9Vg5mjsfjTtYUXxYMe21WJmwaLV/2DKBdPUKy5/ziF79wQm0ikYgTUsNj0wdPhkHKoYQSSiih/J+T/xWWF2sasVjMmz5FxJdayP5uNT8fYWN+fl7Lgbz77rt6rUajgVQqpdpSPp/Hk08+CaBd3uTMmTMAgK985Sv4/Oc/DwD4kz/5E1QqFQcy8gVmsrZbLpe3ZRXJOZZg4YtHsc5Xy7YKYi1xKi1pWzweV8vr1KlTGBsbc2AUdnrz/Vkjs/fjOmZcf8uWR2HLhxmTnBJLtP9SqYQHH3wQ3//+9wG0rWlOfRPUN9yH6XRaE6dyjFQnlhhb0AzjWGF2HLMnfTFect1sNqsssZmZGa3iPTw8rCVmFhYWNP2X9Lsv/14Q5CXvzVcbj59balYBm+xCCTZni2Lv3r0KP/X19Tl1tXx94rtX0Hed2KlsBVlIkc8Xa+vAgQPKmpX555Og2KxYLKZWtlRCt/GqcjyTKpj4UKvVHJKG3MdWUbcxXzJOVldXHeTCR/Lo7e111pZYLOakrpOckKOjo858Ycurp6fHsSp9lteNxuOJdO3mxZPW5yORv9Yv1glG5OvJ+cxq5AUtm82qf4TPSafTaDabSr/mBZXN5KtXryoOLC/a54PjRZ0pzmtraw5sxmXZLbzCm5aFQX2TLB6PO5sAF8e0fjZh5/X09Oim8tZbb6mPTBYiDnpmSq9IIpHwQhhyLgeuMqtSoCehb1soFWj742RBT6VS6m8aGxtDOp12NilfvzUaDb2PVQAs3CPCmw0/v+3DWq2msCU/t7zPICjIt8Fks1nMzMzgueeeA+DSldfX19W/CGyWf+dnkf71MdO4P+V7/t8XzJzJZBSilTySshFwjbVYLKbj5PXXX1dlgOeOyPUueEGhA/wO6vW64/Phe7CytLKy4vVByjjkOetTeMvlsvqsP/ShD2FqakqVWc4fykzGgYEBHDx4EEBb6ZiZmdH7cHhLIpFQKLNSqWwJfZDr7dmzR/Or9vT0OGsGh3/wmloqlbQPjh49qtlmLly4sMU3zqxknqccFuGb/zciXbt5sR+mt7dXfS+RSMSJEWJ6srVCeLPwkRDEAmINQj739/frYsBU0vHxcczNzenmFYlE1OcTi8Vw8/+foPbixYtOMTubHYInAk9gGaD5fH5L2iZ2qov4ovh58+EJK5sHJ9+UZ5PFjq3CfD6vdPLh4WFNZPvLX/4SR44cAQBto88K4rISuVxON0jZlGUyc98sLS3p4B8YGPCmjQI2/T8AHDp8MpnUxeD222/H0NCQ9mkymXSy17N0UgB8lhBrxT4fiPxfqVR0rKRSKbVUYrGYUz7GIgCcDk006UKhgEwmg/e///36frjCsVgNExMTuO222/R91Go1tQgKhYLXX2P9wpzAmjdJ3ogGBgZ00du/fz9+67d+C9/97ncBtNNvic83l8upQvHv//7vW/zHrKn7/CQ+v5zPX2PDYDj8AdgkOjDtPB6P65xdWFhw3jsv9tlsVs9npZDffTab1fcxNTWFer2u61Y6nXbSVfFm8+EPfxgA8Oabb2JpacnZFGTspVIpTXNWKpX0WtlsFsViUdeahx56CD/+8Y8BtDcYrlgh41A4BNIH2WxWr/2jH/3ISUlly6P4qP8cFrQTtGinEvq8QgkllFBC6TrpastLNJ9KpeIkumQcl60JYPv6N6xhWmEraH193Ykgl3Pm5uYcfFjwY7kHa26izezatctJcsk+CLmv/GWmIFuFHEhrqcKsybIlJgw9Efne1ndiqjpbXsxsazabaoUlk0ktYw60LR+2XrkPpM0rKyuqbUqf+TJPjI+PqyZaq9Ucy4QtNH42hvCy2azCUidPnsTc3JzCV2+88YbDMGThfvJZJr5zOglTjH1BuBJu4dP02Qrr6+tTGGjXrl0ol8uqzXOyZDveLaPQB20zUsH+N7m/b4zxe+B8js1mE8vLy4pCXLhwQbOrvPzyy8qKtCxiHss2ZCEIlrXC84qPY6ZcPB73Po99J4xicNLjcrm8bb5KZpBKNhRfiE6z2XRKiEjfSCkeny9WkCUAjtVUKBQwOjqqa9LCwoK+A2beLiwsqPUrCaotG1N+81m6pVIJu3fvxrFjxwBsLaLpY6NeT0IJn3Tt5iVFHwE3gSdnWdjY2CzwJuY7L9y+TAJW2DTnRbDVajlZAU6fPg0AuoCzOc4R5TzJxWf28MMP47XXXnPidYI2H26z3bwE/mKnqDXNecDztXhx4izQ8XgczWZTNy+bFojhAoGB0uk0XnjhBX2W6elpfQ82hRFnfue4OYZbuN/uuOMOfPWrXwUAPPXUU1q0b21tDYVCwXGA+3wYg4ODurEeOXIEr732mlbEvnjxouPMZrG+riBquD3e17/Sd/KX4UD7rn0hHI1GQ+87NjaG559/HgBw5513Ynl5WZUi9odVq1WnrduFZchnH2WcFzP7rLzoMYlnaGgIx44dUxhxbm4Op06d0t8kyz5n9pfNKyjzCgvPed9feR7+n5ME86bJ92E6u928eKNnBZr7MYhAIlA6/87PLTD92bNnFRq/du3aFpKViF3b5D4LCwv44Ac/qL7pt956S32sAwMDSuJ5+eWXtdqCQMK8tki/8ThgSDeRSCCfz2ti63g87rgxfGSj9+rzCmHDUEIJJZRQuk661vJimnaxWHTq7PgSTsZiMUdrYS3KwjNMAfYFLQMuPLm6uqpO3aWlJbRabtJOETbnubx5Pp/H3r17Hc1WHOi1Ws25P0OQtlSHL+DRlx3Cp5Uy9Zmp27lcDrVaTWEHC/uxtsnHiOYo0K2PHh+NRp3sIXJfJmvI/9K28+fP47XXXgPQhsnEydxsNrG6uupYvNK2arXqWJXSnz/4wQ+wtLSk5wwODqrlzJV2LevOF7TsE35XNkBVrEyuUsvjhkkUIjxemfosDLZ6ve7UQQPgJE5ma0Luz+8CcDMtAJvWCefuE4iKA519we4MPz/55JP4r//6Ly2B86EPfch5PiEUMPwl45itXJuEwH62bGJrefkgPMkqwgHI8h4sY5nnKKM6jBzY4HJf5g4RX92uZrOpcN7q6iq+8Y1vANis3uyzxtlKTyQSDtlieXlZoeQjR47goYceAtCeS2LxTkxM6JwtlUoOYzGdTuuzMRzP70bWRnk+S0Db7vONSNduXvl8XhfLlZUVnaSc8JMHixTW48zezICTl8MZD0SYlizXFgo50DbnP/vZzwJox3ytrKw495FBKclJRQSiyufzuOeee5SJtLKyoouoTCi5Fm+eHDPFEBH7pZLJpHNPO3jsYgO4yTNzuRyq1ar6VeyAY9xfJkg0GtUFVYQzg3DbZAGcmZnRZ00kEo6/BoBe7/z58xpi8Ed/9Ed6jsCwHO/n84NMT09r5ngpiicZMiYnJ3VjrNfruoBUq1Uda7IAbjchLVWek9JWKhUdH/V63YFe2Xdq/VQ2fABoxxsK7Dk3N4dqtarjd3BwEIcPH9Z2CcTKbDaBfrhsPW9eAsPmcjntA3nPomzYzV0W9Wq1qim2NjY2sLa25igXXJxTxr6knhLh2DnbBz4FQqBXOYfbxcU1OSPM4OAglpaWVBFiV0G5XHbgPE5PJe+tUqkgn887458z0rD/mLNY2M2Ua6zNzMwAAA4ePKjrhCgnvDEz80/6llnI2WwWly9f1vu88cYbWgC2v79fj7v55psxMTEBoD0flpaW9P3s2rVLx0ur1dK1IJ/PO0oLv6doNOqkKfOxeDnbzo1ICBuGEkoooYTSddK1ltfu3btVA1heXnYcyz5YzDrY2YHOpjA7aOV/n6OcJZFIqKU0ODiIVqul2rxcH9gaSCz3WVlZwYULF1STZe2ZxZrpbAk2Gg09h4OXAbdUinXQsyOV41bks9Tp8j03Q6cAvHCGaGQMNYgwNMGwh4UgRGsXkewQCwsLqr319/fjtttuc2J3xEnN5zJsCbQhIiE4MLRmiTpBEmTJMjFG/veV8AGg7y0ej2v7Dxw4gEql4oxrZtfymBK45+DBg7h48aISga5evaolZ1ZWVrzlYqx1ytY8/x6NRtWyqFarDnJh3xW/awtBMhPYBzFZwg1DzrFYbNsq4PZ5bLYJsQA4xgloWytieQwNDTlxgb6kB3wfsZh5DfExAn1kCx+czs/E7hGZI75r21hCOSafz+Omm27S5M8TExMaB3jmzBk88cQT2rc2EYDMm5mZGZ1nnADcxuBZC5n73T4vAAdZuRHp2s3rxIkTCvGcOXNGYcNEIuEMsCB2mE0Hw8UjOZsEZzZg4ReXy+U0Dc/g4KCTEJUnKacm4gzihUIBU1NTO6L+WjaaPCsvAKlUyvENcBgBL7B8TjQa3bLJAS7ExcfaPrTButYHwpsk+584A4Sl0zOkIgypiYkJhb8448H4+Djuuusu3Yi4vpgU0rNtkyBRgawqlYozJnwbtoUN7aQVscxBvq8VrgYgvp9jx47hxRdfdOjcAtsVi0Udo8lkErfccgsA4CMf+Qhuv/12fPrTnwbQZk8Ks/Lq1auqYNmFkhfEoHaWy2XH58Wbl/SDvZZl5NnCmQx5M2uNFUxWkHjzsou1fRYebzxembnIwfIDAwOauJjrm2UymcDNi585KORBfpd+Ddq87PEMe7IPmn2nci+f8LtZWlrS+bO4uKibVLlc1sKSiUTC2TDX19d1LgmcCrQ3Lw5M5ndlYUN+98yEFJH+vlEJYcNQQgkllFC6TrrW8jp37pxqE8PDw6oN1Ov1wBgPwK3Zw0F97FQVR6xoIMzMYi1ONLK1tTXVhAcHB1GtVrekOpLPPs3exiNZGIbFOmtZE2UnvGg1HDRqA1GtmW9jyIC2VcjObXuOLx8bMxdt/3McT6lUcmBUKwwpinC80tmzZx0LMxaLqeUi0BZfB3Ch3/7+fmxsbGh8GrMV2YLwscSCLC85x7KtmKlmYxEFYmbHdk9PD/r7+/XaUiUZaMfnyPlMpnnxxRcxMDCgllg+n8fk5KT2lYzJRCKhfcKMTKBt1fH4YJjNxhQyecEXv2OtnmQy6YWzmRSRSqW2WPY+woMERzhlAAAgAElEQVS1bvjeNhiZ2yPPMzg46KQfs+eIJBIJhwXI0K+NLfOxkm18nq0/58ulaYkh9jl8VrJlHoqIG0XOKZVKDqNWIOtYLKYIgARDc+opX403Xqfsu2ISED8nr4fMir0R6drN68UXX1TTfnJyUl8OL268sDB2Lr/5hDevSqXivGDGrLkY5fz8PPbu3QugXSY7n88rPJhIJPR6PKh4cfRRr3kQBMGJ6+vrDiVfPqdSKcXsi8WiQpgyuIKgUx5gci3xJ/qi4SX/nrSLs3BwwHGr1dJ3lUwmtT+Xl5e1n2KxmBPMzbkaeSMolUqaZPell15ycvTZpL3S36ycMFy7f/9+nDp1SguEcuA5i2/zZl+Uj/3F70kCUnmRkywHlUrF8XnJs6XTaQwMDDhwN78f6d9isaiw6Jtvvon7778fX/jCFwC4m9f3vvc9ZSVWq1W8+uqrAICPfexj2NjYUIiVfbUAnESrDHkxc5chuEgkopuCrW/G74Szo/NCmclktvgagxQF34Yp4SS8qPPYFWXJKgD23fHYYeWVM7AEwYbyHeDO0Uql4jCX2b/IUCeHTNjNi1msQf54bpsopXLcysqKA/9yTlgR2WBkLqTTaScsQj5PTU2pv3V4eNhRDng9YeGsHpyJ6EYkhA1DCSWUUELpOulay8taUj5hszaIZWf/Z8jL5n1j6IatEYY6pqensXfvXmXEAXDiN7g9NvjSxxwKckzbdvMxnIuQUz35ZKeBgpbwAmyFUXxZ4C1ZgR39XPOnWCw6bEuOj7Nwjmh+HNsm75eDfy1LSz4LpDo1NYWVlRXVFoOCUy1z0MKE/BvDuLYPRCyzUySdTmsqIMkQz6mJGEpizZoDjMvlslNyXUq2A1B48ZZbbsFf/dVfAQD+4i/+wrEARCuW88VqZ8uL+0ae1Wc1MFkpmUyir69P00MJvA648JFNbeazPHz9bo/zpZRi8oePKceWHl8vaF5a1l+QuyIob6ScC7iEJ19iAb6W7z42hozHlf1f5hWXMLH9AWzG62WzWR17V65c0fjI+++/X8lOc3NzXnjd3l8CuuWZ34t07ebVKc8ZL7QWj95uU2C8WQYlQxpCv+YXmkqldLBdunQJX/ziF/H000/rfW0OQfmeFzVmEfHE6LRx+Z4ZcDcvIDgBJrOaAHcBsH3LGw7743jzkokwOzur8EyxWMT8/LyyQTm3ITMPy+XylsKWPmp5JLJZ8oahknK5rAst4FJ/GaevVCq6gE5NTSGfz2v/CItOrm2T17Lw4mP9gHJ/ZqnZfub+FBkcHFSYb35+HmNjY84Cz74o3yLc09ODSqWCX/3qVwCARx99FP/wD/8AoL15sIL193//99oft99+u+P/FZ/Ivn37dBwzVd+OXRbuK35uKV8jisP4+LhSsRcXF7csnNw3vnFpfV6dNq9OGxaf62uD3aR8LMJOCibfx4bnsN+8t7dXE+M+88wz2L9/v/YhJ6jma7Dw5uVbG/l/UfDYvWCl2WwqbDgyMqLviksSsY82qByT9I/0AedgZX/1jUjXbl5MqbWDzUd2EIcsb158nM9vId/Ly2o0GjqoOJuDJPYENjOoywK5urqqlFOue8Rtk6JwPi2bF16fWA1O2inaTSqV0ngKwchZg+Y+9FkLVvu11iNj5jLA77rrLjz++OMA2tVWP/GJT6iGtri46NBm5fPq6qqzUFcqFSeDA1s0nEJJPo+OjuLYsWM4d+4cgHZRQ8HUmcTD7+DSpUtYW1vT/qnVao7lZp3rvn5n5Yat8Vwup74siR9jf4CMsUQioQt6uVzWBSydTjthH2xV8jhmZSKZTGqCYgD4yU9+opkaSqWSo8ixo35xcVH7oLe3F0ePHgUAVdSAtiXI/pqghZzHK2eEaTQaKJVKjo9UxDr6g+LrrOXFG5md8z4rJMjHK8KZeXw+Z7tJBVlets3sH+W+4e82NjbUSv7DP/xDfO973wPQHh8c+2bRJl9IgO+Z+Vl5w5Rrs29erGc5Z21tTT/v2bNHxwqjX9JPPkQhmUyqj3dlZUWVTPF336iEPq9QQgkllFC6TrrW8spkMl6aKOCH2ny4NDOUWEMUjV9YaqKdzM3N4Wtf+xoA4G/+5m/02v39/Xr/2dlZp3R4JBLRCrbRaBSjo6N6HjMhObtCEN3fJzboEWhbLsIaGxsbUwabMO2Y0s7ig6UEFvNBN61WS62bvr4+vefXvvY1/OhHPwLQDo5dXFxUDZN9ewyt5fN5x99ULBYd35nAG2LpyXNKf9ZqNbzwwgvahsXFRb02nxOLxRSa++EPf4i1tTV9V5VKRY/loGn2rUn/sLDWL9ZVf3+/WkrSV2Jh1et1tY7i8bjmbZyensZNN92k15RyNICblJmT1/L9M5kMlpeX1ap6/vnnceHCBb2PWD3r6+sOPX96elrbsLi4iI997GMA2lVzpW8sC5HFzj8RDpcQNEC0ds7Rx9aj9T1ZRqEvawOLzGuG53xwGue+bDQaDtu1U+aYTpYXSxCULMdx7Tpp9+233w4A+PnPf67vwzIcGQkJWs94/sbjcaeuIZ/DIRODg4M6l4aHh/HMM884WXbEn33kyBHHAmdhfycjYwMDA5rh4+2331Z2rw9qvB7p2s3LF61uhQeUvDT7nRWm+lpY4cSJE/jnf/5nAO1MDzIAOY3Prl27MDMzo/DPuXPndODE43EvDChQpfW1bSd2U/EJDygb1R+U9NRuVLbfbByJPIOct7Cw4CwyO/FP8vtkKE7axc5s7ieBIISOz/4wn29tYGAAb775JoD2AlIulx2iiM+/YTMaWIIC+zSYzs5EmZ6eni3vAdhcXIC2j8lC4dyPMo5SqZQTT8Z+VOsLknMikYiT9ZyzyJTLZU2NdPz4cRw5cgQAcOrUKd2AOm1enYQTXjPhScIhALd+nd28rLDiFOQXtimheOxwXzHcyhuedSP4SBoscoyvPXaOyhyTd8gbk5wv8J203/rzfG4R9mkyPMnkGflf4OBcLqebZCwWU9r7r3/9a3zhC1/Q7CwvvfSSXpvDhez7EfeHiDzb8vIyzpw5A6CtoIly9V7TQ4WwYSihhBJKKF0nXWt5seZl2WCsKV0vHdM6Plm7yOfzalpL3S7ApQTfdNNNOHv2LO655x4AwP/7f/9P84dxwKJtJ2telkbPEvQ/O5YtlZsJKCysoQUxDeW6QQHVPi1wdXXVYcB1ouqzBcPXsFaMz4nfam0m3xXYR65hA4ul/ePj41rtVeBegQq5dpol9/ja7Puf2ynPLRCKr9Iu5+uTIGL5nbVsZnZlMhkniNUSJ3yWFxNdcrmc3qtQKGBpaUmd51/96ld1jD///PP6PAI/sviYe/Z3W2+O52NQ5XC2OoPgOLZafNaQj7DB87nVajlMOYvkSLsZurVjgsdu0Hix0CdDmMyW5bUqm8064TVBwqSVIKKL9JPcp1qtalD7xMSEwnnz8/MK501MTOC73/2uQ8KRa3L9Oc5SJDlgxWrkXJhLS0taN4wzfPgSAlyPdPXm5fNz2YFj2TAivOHZRSKoZlCr1XJiUnzQhLxwgVl27dqlpnSpVHL8IHwdOxkZXmHxYdz2+SzbiIUTDQcV9uP/pS1MW2e2oODWfN2zZ89ugSC5r4MWAP6eJ4JNziqbzcbGhiYNlSKknPmcNw+59sLCgvoAZ2ZmnPiyUqnk+JiCFkcfTGXbycldpSYaZ/1nv4PI0aNHnfdtN0V5nmw26/jxGJpjX530lxzD6cMk83wul0M2m8X999+v9+TwBfHX+hinvjhLO8+EgZpMJrfARJ1o1nwt39zmhft6Ni8RgTGlDyqVivbPxsaGjr2FhQXcfPPNALZmtBGx7Msg/yhvmJlMBuVyWceE3Xx2Gi8owsxUYNPfKFA4bzji8+3p6VEI3dYGjMfjjluE5y/PKwshMgzKa4MIj/0gmv5OJYQNQwkllFBC6TrpWsvLwoHWfAVcJ7fkl+NyGJyvSyQWi6nGIDAHZ3rgUvdcm8jGhkkF2f379+s5pVLJCR5may+oDhmb5j5Hsi/WjS0AjtYX6040J8vYZBiWLRAOlLSB1WJVMlT4/PPPO89otXa2tjjzhtU82flr+0q+kzimwcFB9Pf3a0xdoVBQzU4c0QBw+fJltTKEUSXtKZfLTqxdEKvKCj8PO+RlfGWzWQcu5utxwtv7779fneStVmvLfbkKMWu6YnmVy2WHMdloNPQcziPHJJXh4WEkEgn83u/9HgA4gd6VSkXhQs72Ie+Kx5WPOchxXuVy2WG9tVotx5K0pBgRS5zhee6zvIIQC2kbM+gkcH50dBSLi4sOA1PGzG9+8xslsEiuU7m/zVPoaydbp1w1e3R0FEtLS2p58XG8FvAzSV/wnGfSC7OVZewVCgWkUil9d1L3To6TIPRdu3ZpQudKpYJEIuGUTuE2cFkbu2ZwTlOZf7YOm3z/XuO8unbzCsKfGSfnFEO+4o4+xhgvGoKD83E+qJAHmwwwpuTyy/b5mXx+rCAmJGeyZqjBJv3lBKgC3QjzT56P6cpBNGDbVusP40VLNn2u+SO+Hj7f59OwUGfQhsdZ/gGXRbW4uKgsz9nZWYcKzdlQBGqUpLq+cbQTtqcVXrh5I2MIUZ5Prt/b26uLKC/2vDBJe7ivZRNgirewLTmIm303DDWKNBoNPPLII042EqHx2zljx2kQPMaKBsNIhULBYTz6KOyW2cpjodO84M1CYGfpH1ZmReLxuBN6YJVe3tylzZ1CJjr5pnktkO85UJj/lz7geRnEQOXPllXJoSm2OC27PmSeMhtWUrgxW9f3Dqyrg9e9jY0NHW8CZ0t7+J7vRULYMJRQQgkllK6TrrW8WFPhHZ8djZKSBmgzXuLxuONs9MUZMDPHsohYrEZoncKiDbPWE4vFnPIovpo9fH2grbWImd1qtVQbzuVyTrvq9bo3aLterzslNxhyYk2ftT1LGhCLTX6zbCZpr1gXtVrNqYvFDCX7vD6LzIol2nBiUSaPAO3UVEC7ZI60gVluQ0NDCukK7MGa6I1YXL5n4HFkS87HYjHVctPptFpelgzE+S45lRYH3rLlJeObx7hck9sQiWzmVlxYWMBXv/pVtbY4ZpEtL46V244By+dwTtG1tbVAwpMIW15i2fM8CZqLbJVubGw4c44tEmmrTdVkSQ2CVuzevVutsE4MVO4HO755TWBSBFuI8p3cn9Ms2XvyePOxDdnyErTHV0eNmcCRSARXr14F0K7i/cYbb2ypAyjCUKFFbpiV6ItrZMJHUOznTqVrNy9b7JAp0vySZWL39fU5kz4IVwY2X24QgxHY6k+z7ZHBwsXsmMrNdcM4WaWVXC6nEwkADh8+DKAd7MeTyeaUk7YxTj8wMOBs2LYYnG9TsguWpf5y/SzuD6HBih9GNjbuA1Y6ghiechwH5TLjSzb2y5cv480339Qciv39/U4fCFQRtFDa+9rfOolvceTxkMvlHJ9TNBrVd7+2toZDhw4BaC80cl4ymUQqlXIWVH4X8jzs16pWq85mJplbgPZCI/fkMXno0CGk02ldoNPpNGZnZwG4fjIbnGpDM3wsSfZbxmIxFItFHS/JZNLJaBG0GVhlcrtMOrKgc7/5lAsO6q1UKg7bzj6PD1r3QZtBoQOsWLNSylClFXYPcDssnO6DDfn5JcyEr8dBwpL1pbe3V9eWb3/72/jYxz6mYSg+l4u0x/qsZd7X63XHXSF9yPW87Jp5vdK1m9e1a9c0ncr58+d1krKGG4lEdMJmMpktPg1fDBg7Yu0kBeAMCpmYnGFetHlO5isvLp/P60AYHBzEvn37ALQXXt6g2D8yOjrq/Pb1r38dAPDnf/7nHfuH/R5M5d6zZ49uZrYUBT+bj37MfSLCmj1nbeDfpTIr0F7I7SIon+2Gyc55W/EXaPetEAxSqRSGhoa0fycmJnTxnZubc2j3fM9KpRJITw+SoDHBoQfValXHx9DQEAqFgqMlCyFgamoKn/rUpwC0N1zxE6RSKQwMDDiFA1lBYb8lU+BZm7bWlpyTy+V0fBw+fBhDQ0OORfLcc88BaC9akoGBiRxiDfC4Ymo3b1CcEkvQD6A9ZzgRrgiTkGRBZvIQC282HJLBi7pNsut7V2J1+iqeB4V2bCeWQCX9IefLhskZUPgZOD2biPSH9G+tVnPazO20hC32rYmCl8lk9P1Wq1WcPn0aAPDAAw9gbm7OGx9qKwrIO6lUKshkMjqui8WiEmB4Tc7lchpHKO24UQl9XqGEEkoooXSddK3ldezYMfzwhz8E0NYUREuo1+uOBsN02iA2XacsHJ3wXg4EZPOZtUdpB9DWpiXxaqvV0tLruVwOH/rQh1RTmZ6e1nPYZO/r68Pf/u3fAgAmJycdFk+5XHbo2D5pNpsolUpO5LxoaAzPcH+IRshaMlPVmeUlGpal/TJ8FQTTWSuM/1pIxGqjgFt2QfqDrWFmlnHC3qGhIWUfMpvMts1q3DzGfD48fh7JpCDUYE5IPDExod8vLi46lpIU5ZS2sa+CGX0c+MrjnMcDs0EZxrzzzjtRKpXU+ohEIjrmKpWKXoPHhw8m4/7hOceaOQBcvHhR2ybns2Zuwz98WTY6iVhX7PPZyTmAP7cnW5jsF7bH+a4nn4PYlzyWOzFvuS0MtTOsbO8vxyQSiS1BzzwXxWpnhIbDeQDXV2ep/9bXKGOnXq8774DnL7M334t07eZ1/vx5fOQjHwHQNj992C+ALYPDR1Bg8TmM+TeGvBjKYojLTmYZFKlUCgcPHgTQhgrFt5DP53H58mWH8sxQo8BPhUJBs0OIf0Si5ZeWljRrgrRP2sztYNjNbgI8mCwlngevL2tJb2+vwobz8/OOw5yzV3eCXoI2Lx8hRoQx9kuXLulGwLFd7KzmzWt5eRknT57ElStXALgElk4S5Hewixn7I9nP1dvbq5vF0aNHtc3T09OOb45JOLyx2hRLfA63n6nx3Afj4+N47bXXAAAPPvggFhYW1L8RjUa1bUy1923ePgXNxn/JQrW6ugoAmpqoUql4Nwsf3May3dgR2NK3efH85TixTm2w7oWdUOV5vAZtdj6/ms835+tjn4JkN0l5/nQ6jUqlomuDDdfhzUvaY2PPbKiLtIPTW4mrQcZcs9l0IE2Gabl6xHuREDYMJZRQQgml66RrLS/OamG1QB+sJBo/M91ELJxoCRusdTAdnWFD1vzYzAZcDVKgm3Q67TDGGIa02p3NqiHX2b9/v2oxzAzj5+NrNRoNrK2tOWw0FmZ1cdttQLYPNmTG5YEDB/Dqq6/q/dkKstavvbd8tv3u68uenh7VEk+ePInHHnsMTz31FADgP/7jP9TS4UrXlUpF25nJZJDP57UfONvGdhZiEPzJGq+0WywB7gcuhS5jgp95fX3dqX7McJFNVCz3FGvNBsDK5/HxcQBtK+iBBx7Q/shms2p5ra6uKkEon897x5600xdUztR2trgFKQgK8ue+9L13n/jej0CqTNhgIhDDsDYrSBDb0Gd58fEiQdaWj84uz+mzaOz95XO9XkepVFK23q5du9TSKRaLztiVPhV05uTJkwDa5CXJ4gLACSSWz9Ifcg1mKPM85ZCYTCaDarWqxJ56ve6EcAhCEovFnID49yJdu3lx8cadRGrL5NsOKuRNxNK4gzYvSX0DbMJnDJ2IJJNJXcBWVlYcqjwLv9Qg5t/w8DA++tGP4tlnn9XjWHx+vGq1iqWlJR2MAwMDXszdsqA4AS9DAJHIZrxQNpvVjeShhx7C//zP/wBoL+JjY2O6uQokZaWTzysoMW8ymXT8SEtLS8pgWllZ0fc3MTGh7eRNfmBgAFevXnUyg/j6mjcraSf3L9cX4+J+zAhMJpOayb1arSqMFo/HnfLr7DstFovOYs8sQh6bPD4ZMmIoOJlMKmT9q1/9Cn/5l38JoL147d+/X/2tc3NzupEF+YJlHrESw/5Szuohi1apVEKpVMLNN9+s19nJ5mU39J34JDlsIxqNansYFmbY0p5jn5WVZBE734L8XL7f+JjtjuN7lctlzM3N6eZ16623aszi/Py8s/nKs8gGd+rUKb2ejLdIJKJzqVwu69yUMAa5z9DQkJe9XKlUtG0DAwOYm5vTjPGJRELnVSqVUndHq9VSn9r1VvywEsKGoYQSSiihdJ10reXF7KdOYp2cPs2tE5wYBEcybMDwiGi/rDGLFrS+vq7MNgDYu3cvgLa2y2QLFsuuEw1oZmYGhUJBa4WtrKxoElXrMGZnOmupDOMA8BIxRMv2Obr5OCmjALQZZcL829jY2BKj5BMfDOdzVttz5LqlUgmzs7NqNcizc59JO62lvt048pEVOG6GWZbSntXV1S19yNaSWIxcXdgyYi3rjN8bv1OxblKplAMjFgoFBxEQLVuCogEo1CNwz/z8/Ba2mU/su/HNq2azqda4PIcgDxykbK8bZJ10em88dm2eTx887WP0+Y6zcCk/s4jM0e2IFJZRyBKUmJfvk0wmMT4+rv02MzOjSIKtjWXhSV+GDZmbIoyucBuYocxtsmxSW+vLt3bateS9yP/qzYt/t0ysoM2Lz5OB50uLw5tXNptVk3t2dha7du1SM5lN+FKppGyr0dFRnDhxAgBw+vTpwM3LQguysMzPz6NUKuHWW28F0M7UIKW2OaiXsxcI/s9Bn+yr4MnMA4wpvtwPlnkkAalvv/22fo5Go5ifnw/cfHzSaDScgotBAdPMbmq1Wkin006AN2+sfI4IF2r0tanT+OIMKgxRSXtmZ2edBSqZTOom19/fr5BMULFD2wbu62q16gSUS3qp3bt3I5PJ6FhipSEajeoGdfz4cScJ6+rqqm76i4uLWzKv+ITHZdDmxam34vE4hoaGHEZtENxvr8XzkRdlPp7nqFX4fG22wer2fkHjdScKM18zqP3biY8VnU6nMTQ0pGvAmTNnFALs7+935iyPqWg06lTKYBcJrxOc0o7HGzMReT2xfn/x9wNbXSwyX1ZWVrQSxHvNKh/ChqGEEkoooXSddK3lFaSNs/jS/gRBA8yq4qSYHHPB1+R8YdVqFe973/sAAF/+8pcxNzen2gVr0/F43LFIJM5LctL5tLXe3l4v5BaNRrG0tISJiQm9tsCQq6urWteKy4G0Wi3V0oG2FcfMQ04Cyxoum/oMyzAc0Ww2VXuvVqv6nG+99ZajyVvygwi/l0wmg6WlJSfomJOzMlFANM+33noLp06d8l6T41Gk77g9O9WmRSxJwpd4OZvNOg5rfoecJok1XIsA2LFnLQU5R/p3aWkJhUJB3+ny8rIyDPv6+vS5M5mMknYKhQLm5+cVzp6enlaoL5lMaru5/T6ygW9+NRoNHYdjY2OIx+N4//vfD6BtKWxHVrCEDcsAtKxg+T7I0mbxEYTss1yPBJEvbCDyTmRjw03Ya/tUrtPX1+eNleP/fZAox29xnkNBi/heQHs9EViyv7/fiT2UYwqFglZtlmfluEax+kdGRnDvvfcCgK5/Nypdu3ntRLbb4HzUVl8mAx+2znVpJiYmdAH5xS9+oeY94EJwqVRKN5t8Po9z584BaJvlzPyzQaic307aPDo6irm5Od00k8mkFpN79913lfXDE7nZbCKXyynssLKyogtsIpHQ5+EikPIM7NPj7OacgFcGaLPZxPHjxwEA//3f/+3kPeTS39afIJ9HRkZw6dIl9edFIhEnk7wsvMLIk8928Wd4RIQXENmkg4KM7XVEOGMH57Fk/1MymVRm3cjICObn5/UZXn75ZfU72eBUX95HEfk/Fos50K/0werqKtbX1zVwfXZ2VgspDgwMqH8klUop87FYLGJ6eloDtS9cuKBjeXR0VK+dz+e3+IvY78cQka/fBFZ65JFHALTfo7RnZWXFWWxt/S0fhZwXzp6eni0MYa7J59tYBwcH8cYbbwBo53dkij9fh5/Jwpw+P7mVoE1Svvcp2EzvZ5EkA6L4MKOVn9OGClnXhyg35XJZlYtEIqFrlmQMknc/NTWl44XhSVaMJURDwiwsu1bG1NzcnPrmfT7P65Gu3bx2kpHYajo70bAsfZavwZHmfCyn8ZGBIi/LZkmwNHi5TiqVcvwQPmqqXANoLzrFYlE3jFarhZGREQDtQSlU7HK5rG0plUpOPEgqldKJYLORs3XD97Uig5UnTyqV0oXpxIkTuHDhglNB12dp8LsQ/6EvJqfZbDopi3zxbIBr0dTrdW+sjViUQdfwSSQScUgarMSkUim1bA8dOqQbQiQScVIwTU5OqqIxNDSkyokdn9byErH9Js+TSCRQKpWcBUTKXFy6dEnbdvToUT2mXC5vWYR8/e6ztLbbsFj6+vqwb98+zM/P6/V8igs/m7xD3+Zlq31b0guf4/M5vfnmm/jCF74AAHjyySe1XJDITpAd3szZf2yJGUGWo60UwNajz2KS67K1xWsIr0HymftJrmcredtzZE7ItXO5nLequUVB4vG4Jvrt7e3Vd82p4zhV3HuV0OcVSiihhBJK10nXWl5BloDPDBcJgoWshmutDhGGFlhTYZ+OWBhsRbHPKcjy4shzzpVok+1ywGW5XFbTPp1Oq5nOdcvW1tYUy/7Zz37m1LbishScOcNXEoKT+XLEv7DrOHCWS3n82Z/9Gb7xjW94qbJBltfy8jLGxsa8OdCCMpFYYW2+Xq9vCeSVawW1R65hryXPIMIB3Ol0WqngJ0+exF//9V/rdSuVimL8t956q5bzATazHLClL20URtbQ0JAeVygUnH6TMZfL5VCtVvU+2WwWr7zyCoB2LlBhpn79619Xi6xer2NyclKDXTlDB1s0PiuQE9ZuJ/39/Th58qQmo97Y2My8Mjo66mXX+XJNBllelrHpG1fA5js9fPgwfv3rXwNoB/xbH5pPOrENfZCgfGZL38fotde2lihbZ0HB4dZ3auFTvg8Lh3mwtcYWnmXxsj+e64Sl02mFrOfm5vD2228DaPs7pfwTw8I7YbV2kq7dvGxFVjJr61cAACAASURBVB+uHPS9/c36LeRFycLGkMp2CWZl4LCjmz8zNs8+pqGhIYX6xPkJbCY0BbYW7ePYrtHRUacir8CJ/f39uPPOOwG0KexTU1OOD84HAfBAlWeyGcrle0vJBdqLMS/InMrLTiZfrSbrsOYFdbuYMaaQ8+ZlFQW5j11AfD4zuzDVajV1RqdSKfXBDQ8Pq0+vXC4rgUZgIJ9/kccXb17RaBSZTEbf46uvvqo+ifHxcW87BdaW4959912Fknt7e3H06FEA7XEjx1y4cAFPPvmkZtioVqvOeA1KSmvhXx+FHdhcHEVR8tXwsnFEQcJ+tk5KBxBMr2fIjTNNWAVlOxKPz5cVRMjw1eaSPuv0DHKO9d2ygiOfrf/Irjk+Gj3gZtsQqF/GoVxzZGTEKRzKa6U8u3wv60QsFlMIMZ1OO/NXjnmvm1cIG4YSSiihhNJ10rWWF9e54oBDq71yYtBWq6W7voXJROLxuEI1ovGL1sAajLWoWLgNrFE1Gg3VNpLJpDLThoeHceDAAaXXLy0tKazDkk6nndx8c3Nz+v/73vc+JQGwRnP27Fk8/vjjznWYIMDao2hXTO2W5xRLis/h/kwmk2pZFItFXLp0CUAbMmC6P5NeYrGYWmS1Wm0L1CN9KImL+TefpNNpL/Rir20DWkXstZllxkGeDKcNDw+rFTU5OelQ0IXp99prr6G3t9dJFCxQbrVa1XfImnRvby+azaZaSBMTE/rebAYMtryi0ahCNz/72c8Umjt+/LiOj/n5ebUK9+zZg89//vN4/fXXAQDf+ta3nH4IqmJsCRxBVodUzRVat4wx1saZbWjREp5LDFPZtvB8C2qLPU6QCrFGfOMiCA7k3xjKBIJzrfose5/Fyc9sg4othZ5rufG8FKnVao6Vur6+7uSElTEJwCH6cG7D4eFhxw3C/ctIRzS6WasrkUjoeGO0pFqt6n12QrrrJF27eVkmoC8jNOPKwjhjyjf7YUQsfs5mexBb0aaN4v938lkYdLzA+qLPK5XKlgwRnHpKICbJUAG0/SASc1UsFp3BtxP2pRzn62v+bKnFAledOnXKSaLMz85FPO01eLHnulI2e75tp2/h5TivjY0Nx2/IkGQQ9MQMLbuxLi4u4gMf+IDez5dGS5QUUSparZYyD7djX7L/x5dOh9+hKAZynwMHDuh4HxkZ0cU6Go1qP+bzeVQqFc3OkkqlHHYsw0JWAfDFWbHwZiUbM/dpEOzOn3mB53vy977Pln0on33MyO3aEdRm33sLup7vWjsRX7aQIAYqn8MKvFUybLUBe768T1472R8m14vH41vmP4cviKyvrztj34bi3KiEsGEooYQSSihdJ/8rLC/W/HjHt1ppb2+vUwKbLSyOsbDMuCDNzDpSRaxp79PQmODQarWceC7OhHHLLbdo9gNbToShOv6d45Cy2SyGh4cBtDWla9euqSXAFtXQ0JCSP+R4uRaAwL62loi0f8+ePQCAJ554AtlsdguTSfqD+5pZVIlEQmGLWCzmlA7nZKIivpg+7mu2Etiy4N86abgcuM6/zc/PO9Ws2TKQNiWTSUdjtQlr2aFvNXNpk8A/vueWYyuVisNa/cAHPqC/8TgolUoKA6+uriIWi+Hpp58G0E4WLf3LlZi53ySLxXaJVePxuI7DeDy+pc6dj0wVZJHJcWwB++afz5oKsrwsWWI7hMVef6eWG7ff3sMXDB0kQRaunOuzFqWkku1jOYbvb98HQ43Sx+VyWdePWq22Zd31xUzynOXMGzu1PoOkazcvNn07sQplsEunS8dzIDAvolw/SwaEb8AHBRgCW4MMeZDLIGB2kIUNe3p6tJ2czYFhNmGpMQQnWTXS6bQuVDYjhnwn15DzX3/9dXzxi18E0Ga2cSYRCzVwX/gmRaPR0IWvUqk4DDYJpAVcCDCZTG5JsyTQJ7/fer0euHkx3ZfvKW2Sv/L8pVLJ8V1a+Jefi99hKpVy6L6iaAhsK/eRY/r7+52ab+vr66poJBIJncyWTbpTkedJpVLOZlwul9W/0NfXp9dmn9nS0hIWFhZUCbKB39anIZ8ZfuU2s3+Tg1FbrVag79LSvO3G7YMNrfhgL3vtIDjRzvGNjQ1n/vpYyXZM2OsFSSfYMMhXt921fN8zI5H7w/p8O/nw5P2urKw4dbtEmR4YGHAUGhsKxLD9dpD3jUgIG4YSSiihhNJ10rWWVzKZ7Kg5iYgFcO3aNYyOjmqi0kajoZo/l7UQlpdcx9YGYmYRa2EsVmv3BehyXamNjQ0kk0kN4BwcHFTIrK+vT7XiQqGgGnulUnGgRkkXBbShxv3792+5v6QvEm1c8poBwL59+/CrX/0KAHDTTTc5kEw0GvXCrUEEiVqt5qQfWltb098GBwed2DWR3t5edeTmcjmFmaSv5Hx+V3xPCRaW990pFkzeu7wDuZ6Fn9hCZclms04bJE/hhQsX9BocGD08POzE0TWbTe2DXC7npOjh+1vh8c6aNJdrL5fLapkuLy9ryXdmjNVqNT3n6tWreO6555TVyJZovV7Xttlq1q1Wyxun09vbq21LJBLad8vLy059sUgkou87nU47RBe2/Pjdc1B8ECPQlrAXlrFc73oJGzuBEH1wn8/C6hRLFvS9vaaFGX2Wk7W8Ol1DxBI7enp6nPcrQeyPPfYY/vVf/1WPkXmQTCYdYpVFq9h6lXf4fxY2tAPGV0gR2Ay49eXn4g2LXzJPJIYH+KUzHMGsrO0Gu2/ANptNnDlzBh/84AcBAC+99JK2h3HlgwcPavaES5cuOVCOHdSSV2xoaEizvfNAk75hKJH7x8f6ssJ9yOcw5Rto968snEtLS95rNRoNHfjlchnJZFKDHAuFgm7M6+vryOfzen+GM20QedAGxtkreLGUfuDnsyJ9wRud0MwzmYyTLd5HXZZnEOjOBoTb+/gW2CC4h+EgoP2+hWmaSqW8vh/xX/H/0j+5XM6htjNd2j4TbySyeXKOzCNHjqC/vz9wvNo5x31gYXw+z/aH7QOmY9txbK/r20A6bTZBc4Tb3Ml/t5ONbTtojdcQ3/mymW/nn/RdV9792bNn8eijjwIAfvrTn6qi8/u///u4ePEiAOCNN97Yohww/CjK2sDAgCYn53CnG5Gu3byq1ao3nisWizkvURYTm+KEk0XadEg8qDnOIsi5ajclrqjLYo8TWV9fx1NPPYVvfvObANqZ2HlRlkX85MmTOHXqFABoHJVMzr6+PieLhfz+8MMP4+zZs3otXlC4IGCr1VIfk2/C+QalXUR582JfSTweV0tscXFRJ8XY2JiTSYQ37MnJSV14WVssl8uBMTjsZ0qn0zo5rI+M0znVajWvNm+vz8/Ii202m8UzzzwDAPj0pz+tls7ExIQTH2j7Up6bNwKrEXdy4HeiS7PlI/44nhd2s7CJbTnRMNP95RgufSHi8wVxHN8DDzzgpD2LRjcLd9oMG0G09yCxG5INg/EpANa3Zu/BfenblHzZMXz3CSIBBSmD20nQMXbjsEQKmXMrKyvqG/eVQRFpNps6Tz75yU/i5z//OYD2hiOxgz/4wQ/0eLG4+bl4Pst6dOzYMc34I1U1blRCn1cooYQSSihdJ11reWWz2S0wHv8Vkd1f8FnWSBji4ch7pghb+Iu1G/bxMGzJ/iyrKfmst0ajgZGREfziF7/Q+3DbRIOfmppSjX1oaAjJZFK1oNXVVfWTsVY4OzurZr4kCWaGIvdbEPTKyXAZXuWktAy/WfzcarbMhgsqtFkul7VW2ezsrGqLKysrjp9L+qnZbKJcLqsmOTExoey/2dlZJ1hWmJzi/2PWoy9ok0WsZ34GsezefPNNPPzwwwDaWTWY3s/Pyb4bLlpp7xPkS7XsWobM2HpktIETRNv7sPUndHs5X/qjv79fz8/n81uu5YO5EomEQkRLS0sO1C5tknYH+byYYcj9GEQbFxZwkL/SPjvfJ8gC5uN9lpOFNy1E9159OyLyzL65ZOFVpsqzlTsxMYG7774bQPudiBsiyHID2paxWOO8TqysrDi+NdvX0rZ4PK7hJPF4XK0wG/pzvdK1m1e5XFaYiws5WiemdK4UUWOquyxi3Onsj0gmk8hms84AYXowpzyxmyf/9cGbci+5/8GDB/Fv//ZvANqTngeo+HiuXLmig0hSr0g81U9+8hMt3sj0+EuXLuHmm28G0B6E5XLZ8QdsF1si7ZRNk2FH3jyECi2fmZjCCYnld2Dr4JXvk8kkFhcXcd999wEAzpw5o/2xsLDgxJ5xMUzG6Y8cOYKXX34ZQPvd+yjfIyMjaDab3rpD1ofA0tvbqxsT04PHxsbw1FNPAWi/F3nmtbU1VCoVvW+tVsO1a9cAtIkUUg1gfn4+kERgIVLfRiaLtvRBNptV6HVpaUkVAE53Bbhpy0QJAFwa/9jYmG7yQRuhtEf6OplM4vDhwwDaY3doaMg73izMZ8NBmEDiq33GfSApsoKU2U5wqwhvfvY43wZn/aBB/iW78QRJp3guew1WgHmdYr9nq9XSMVGpVLTSQG9vr5Ok2voa5f9CoaDjoK+vT33oV65c0fMlpk/WZHa/pFIpHDx4EED7Hb7zzjsAOpOqdiIhbBhKKKGEEkrXSddaXo888oiWcZCKtcBWDTVIWNvjzz09PQ7rrlgsOlqcT7uxiYGtZhykBfL/jUbDIZ1IgtehoSGnXDpDKNI+OU7YYGzhSQC03INhw059w8Iamk1ozIG3TINmZuP6+rpaSMVi0ctsY4uhXq9j165dTgJPsYgSiYRDtLHUXGn7/Py8lgB54oknnKBisVqFrOAjnbB2a/PLcUA5sGlBZjIZ5x3KOOrv70ez2VSNlWniGxsbCqNMTk7qmBbN1Rcsy8JWAjPP5K+vvAmHWNTrdbRaLe3TSqWi1trIyIiXHOOzHhiet2Qd+T4onKVTgC/fl8dhEOOy0+cg2alFxMLoQhBT0XefThJE4mAI1K4tvutz27i9co704XZB0TyeuO1sjdt7B1mdPE9lPRMo8UalazevX//61w5rzk5cYGvyXit20gNwJnK9Xke1WnViRpihJMIDzP7tNJHkmPX1dZRKJfVfDQwMOIl1ZeHftWuX+nEkA71QUCcmJhTuYap6s9lUqEWgBR9zkBdB3+a1XdFKhkMZlpINU56hv79fN1POOtHT06Of8/k89u3bp3BptVp1WFNyLYZqLCN0amoKjz32GIA2pMrFOSXb+zvvvOMU17SLmGXviXCWjt27d2sMjEDTco6Mo0wm47AkW62WUzNO2KD33HOP+iA6LahB0JFI0OblqysnyowsSBJjB7Q3L182E1+f+HzJDDHbuRbE/PMJM2J9mV5Y7LxrNBrKuBwbG1NFg2Mcb1SCwgV2IlYZ8f0fJL54LlasfeE6vOHJ2LN+Ln43DPtVq1VVtnp6enSduummmxRurtfrKJfLTgwnj3eGhWWs+eI9r0dC2DCUUEIJJZSuk661vDiwmB22tqIoS5BmxJoBl+Ko1+vI5/NqBXGuNhaGDYP+B7Y6mflzIpHQ7/L5vGbI+N3f/V2cPn0aAPD0009v0YRZoxFh68pq2Ry3xmIZgqxJb2xsbGt58fkceR+Px9FoNNRaAjYzXNRqNe3TZDLpaNhLS0sOw1FYhNlsVt9HtVpV2JTZVdIe0UTT6bRqjpFIROE7iQXbDjLiawlzS65XqVSUKMPVmzlPYV9fH0qlkhO8K7AwAIUK2TEurFVfTF0nNpxlvfmYetVqVTXmSqWC9fV1B0q66667ALQtL4FumZRkxxBbw9IOuRbnp9xJzFVQoKvcJ4hIYT9z3wtR5Ze//KVm2BES03uRIKjTwsw+6RSk3AletGvITuBO7l8eR0EQrbWE2dplsg6XE5I6YZzAmsehb+27HkvVJ127eXEtK/ZTZbNZL1TSiVnHk6q3t1eT2q6urmJ6eloHvFDOAXewMZPOpqcJEhsQu7Gx4RSGkwn3ne98R81rSQklbZbryPm+SdxqbRaMFIgoiBLLi2MQLMo+jUgk4k2RxZu3+ClkcUun084mLe9N/CxAGx69fPmykxJKNq+ZmRkNCWg0GtofUlhPxgSzHxOJhF5/fX1dC31OTExgZWVFj+Os50yHZ1+LTFDp01KphBMnTug5clwsFtONeXh4GEtLS06WARlTrVYLU1NTANqbuWxq9Xodc3Nz6rebmppyNvogyjaz9ZgxyUpMsVhUSFZSd8l4LRaL+MxnPgOgnVJN3hXToq0ClUqldM6Uy2UH+hSISRiNltEmfRAkPMa4fpSFovha3AfFYlHb9qlPfUrfG4fDSL/xAu8L+7B9HeTf6bQo22tt59PkY3z/b+cHtf8HBeHbzbPVajl+THlWTnjN6aPsmsHM33K5rApaX1+f1vrrZGjsRELYMJRQQgkllK6TrrW8GMphLZvzZfk0C8siA1xrAnAtKbYUfNoa4CYj5et2Ej6/p6cH4+PjSsaYnJzUnGHf//73ldVz6NChLfW1fM/KWqGN4QmyQK3z1zqFmZjBmrCPmNLb26uWlhwrfRqJRJRYwkHjDEVVKhWF2oC2hsfQpzicWXOLRqNOzSuOzxsaGlKrZ3R01AlEZge2XB/wpwzi55R7DwwMKLTGUCCLEDzEepT6XnIfuf+VK1fUUolGozh+/Lim5bnvvvscCNA610UsZMxknU7pg8Tq37Vrl2rJ/H6ZYSnJbhnhkP7t6elRSyeVSqmlY6Ejlp3AbHINn7Vm4UiLAogw5GUtDdsGH1zbKf6K72WrTvsgUbmWb4wFQYE+RITvzZYgrxNBpXY6QbdBkGZQe8Ti5fvK/B0bG8M999wDoI22CPJxvfkWrXTt5sV1g4TpArSzVwsUxYuoQE12wMp3PBC4ZD1DNNVq1UuBtz6uIFahnaBM347FYnjppZcAAB/96Ed1Qbv11lu1zdPT0/o8qVQKqVQKo6OjADbLuQMuBZ0hLlnYgsq3+yappf6zz4thNut3ZB8Iw1LRaNRJDCx902g09Dnz+TzuuOMOZYZxACb7Zxg6jkajjtLR39+vC/eePXs0e8mBAwec/q/Varpw2xpvPFZkrCWTSTQaDb3vLbfcomzDkZERp44ZB5BGo1FlvfGkX19f17F57tw5Tc4cjUYxNTWFD3/4wwDc3I9BxU6BrYU3GTKWz1ywUsaKQJKHDx9W6v7Ro0f1XuVy2QmX4ABTpj9ns1lVtjgsYyd+RbmWFT6X2aU+n5Msoux3Y9aciI+Rdz3C97cKnIXseMO1vwVthjuh3gObY4HdFHyuJA3fjsno60+GTjspcnIOh+Uw1L64uKhQcjKZ1LXh/6zPSxzNgIt/c7JZ1kZKpdIWC8Jq4CKsnfX19ek1CoWCM4Flg/GVZ/Hh5+x/SiQSuuEeOXIEv/M7v6Mb0czMjPNs0s5MJqP3HBoawtWrV/Hiiy8CaGPJ7JPjhVPuIwPUp7Uzvd7GpnHfsOXF/gj+Pp1OqwUhbWfyhRAmeGGp1WrarlKp5CR/rVarTikY6QOu1MuWmbSBY8u45Ie0c3V1FePj49oeCY2QZ+Nnlg1GfEVsUd500016vkgqldJ+r1QqiEQiapHUajWHYixoATu85Roi1j8QZIEwSWNjY8OxvKTf5ubmNKtHq9VOyCzva2xsTJ+Vx24sFlOLbHh4GIVCQZ+XCSDxeFx9GkeOHNG+jcfjW+aJz0fLWr4vVqlTrBjLduQWPt8qr6yIWRSCfVR8Tw71SCaTzpz3WXtyz534/Vhse2QcJhIJ53sRm8WClRu+L78PaxEFWbbW4ucitLx5yXny18aq3qiEPq9QQgkllFC6TrrW8lpcXPQyZ2yhQtndV1dXnUKGmUzGyW3IOb7YShgZGVFtm2E7LlufSqWcCHKGSwqFgv528eJFTTabSCTURxKJRLC2tuZo/XJ+qVRSTXh4eNiBByYmJjS3YaFQUM14Y8OtZSX3F/xb+qrVaimUxYG3tvAgM+ei0c3ClIVCAdPT0wDaviTR5rPZrFqR8XgckUjEYQVy8Udf3shWq+UE9VarVYUdKpWKk2GDGU3AJhNuYGBArYnFxUVNEFutVvX85eVlfPzjH9cgYVuMUmR9fV3Pl7EgUq/XFSYrFosKiUreRLmPtAlov9+3335bn0euyaVBent7Has/kUh4WYRsAYhWy++e2YZi+T399NP40pe+BAA4f/48pqam9H3t2bNH+52p6ZlMRuHEEydOYHp6Wq0qlkKh4JTS+M///E8AbTYpQ8ncNotO8PfWzyXWXieY3lrN9n4i1n/EMCBbXgzTyvc29yUH5jPjmZNaSzYTbg8/G1s+PutG/mfkg0s+sX+SIT9+dh4vQfe0fcUIiU0Cwe2v1WqKkDCkbzPxyDm+YqbXI127eWUyGS8WzM5JpjtLtD/7a3iA8iLKAy8oWzrf20crl8V0z549ukn98R//sdbs6unp0e8vXLiAxx57DI888giAdnVbGZSjo6NbSA/SFm4r+4zYx8SDVc6RtmcyGV1Yh4aGvOQLeT5+RiEojI+P4+TJkwDaVGrJ+mFj2Dj+KRaLaexPf3+/wgyFQmHLgsQ+L06YK9ePx+MOdMsZ0Rke6evr8xJOstksFhYWHBhS3htLJBLZkpFB3l2j0dAs3dlsVp+zWCzqQisbtqTDefbZZ3WT47pJwGYMnChHTOzwQTeWWGLhLPatSQLi8fFx9a8uLy+jUqk4ChtnzJcFZmVlRTdfhgytMGQ8NTXl+CSDID9up/URBcFZ2/moeJMJErug+wgbQX6pTkoDp+Li9cO3cQVtGNcr9lyriDI5jOe5jQ+9HvGRWdhl43PRsB82KG52pxLChqGEEkoooXSddK3lxRCENfN9cISwqpg15wvcY43KmtJMXmCYwWosPT09ShBYW1tT6+b111/XzBm1Wk21+WQy6VQ8TiaTThCpBLQyFVwYX6LtMeHB5xj2yfDwsGbv2L17t6Olc38AblC09P3i4qJCSX19fY6jn9vC1nA8HlcigmjoQNtSYfIHU+o56S8zHJPJpGpv8XgclUpFf+MaXQyp8PgYHBzElStX9HksjMHvWkqYCPtU7nvu3Dl87nOfA9CGFIUyvrKyoteTd3Do0CEAwN/93d/hE5/4hP7GkDVXdU4kEo5273Ou8zuyx7Fm3Gw2NRh6z549+M53vqN9zUxVZm1yUPzS0pKOQ4HCLXMOaEPoAh+/9dZb2rdsRdpnCIIN5f8gi43JE0ESRPPm83yMTZEgGr8NkmYInMMKLDRuGX32b6fn7PTZHt/J8pI5wiiGvbe19H39Ye/J17af2e1gIc0bla7dvJLJpNfntRNKKLB1w2I/EDO02H9lB7WPai8DxxcLlcvlnEVUNgnJvi1+h+npafz2b/82AOD+++/HT37yEwDtAociAlP40v8EDQo7aCqVijLDeMPiwS/PZ3+X63ASVh9kIP4yxuZlkxscHNQNqlAoOFk4gM20SRzywG3helPNZhOrq6sKSY6MjCjsODw87CwgTB/n57G+EmYyyvkC94qv8fjx446/jWFcuZ48r/w2OjqqG5uw/aQ/pc3RaBTZbDZQkeIFxEI38j/H+HFWjGw2q4pTf38/stmswpixWEw3Mqn/BrgFNGVjljbE43GH5Wljf/jzduw6HzzqW/zlf3luFtsn9nj7v4XwLJwW1E5+N+yisFDhTjcvn3LSiSbvexYRZhEzFGzZw/w9PxtfI2jz53VCDAhfrChnQFpfX9dxZH2g1yshbBhKKKGEEkrXSddaXqzhsbCD1WpgVrthYoZoDM1m06kYywyner2umr6Nd7IkBWYoyW/JZFIhIo716enpQS6XU2js3LlzSgJotVr45S9/CaBtTTB7jJ3ErGX39vY68CJrTszGLBaLmlS20Wh4A45FC/U5s3t7e5W4wOxLZifKM8hvQ0NDGtdULBY12r7Vaun3k5OTWF9fV5hrdHRUYVjWzBOJhFo1vb29WFpa0pir22+/3WFCcqC2EE5WV1cDtcpoNKrXZsZob28vJiYm1GL90z/9U8c64dx5olky6QZoW4IMa8qzxWIxJy6KiUTlctnJe8gi70oyX7DlJfAzj1HWeFdXV3HgwAEdO7lcTtuwuLjoxMBJv1nySqvVcrKHMPzMxIdOhIsgAoplG/osBZ/VwQhLJ4iVn8EHt3ayEK1V6bO8lpeXcezYMQDtEjw8d4KgyushcQTBjoyO2PnsQ2Y4A4oc44MHrdhzfJaXzBkAeOGFFxyk4b1I125elm3ogwlYYrEYGo3GljpGQNvXwbAKM/WYuZdOpx3KJ28ctqiibHIM7QGbwa2chUICdwU2/NKXvqSbzNWrV3Wh5BQ/kUjEoZ2yH4YDJm3wsQ0sZJ8I92FQbSAWqyjwoiWLoX3+Wq3msB3Z7yWfhUXIaaC43+R5SqWSs7Dlcjn1wb3yyivK7mOaOcN50k8c6MkTixcjfubl5WXcfvvtANo+SQ7W5aza0jYp/ihjjAttclYCm7Gbs3Tkcjn1nfb39ztB7CL1et2BOHkjYF8WJ0EWSFUyyfPz2EWc/YsMew8NDem7symy2Pfj86Xa/+1mYWHEnSx4O9kUfL8FLdI78XnxRs0+r9tuuw3f/e53AbQz5/BYsdfdCSTK78T3O+BuCjIOGeL0hRtY2Snz0W5enCyd18QzZ84AAD772c9q+ATP/RuREDYMJZRQQgml66RrLa9UKrUlbZH89THtent7UavVVPvlVDwcIxWJRBxoTVhfgGt5AZsaueQPAzYhQzmnp6dH72Pbw5ZSIpHAwsICgLb2KzFTBw8eVJbaK6+84jwni2X0BMVbWM2VITghC8zOzmpA68TExBZtz8cWCtLumG0FuJYXxwRNTk46AeCpVMrR9OWcWCymcN7KyopTmiQSieD8+fMA2lrdvffeCwB49913nRgc7hvuk2QyqVYupx9jq7xQKKBQKChb8J133nHGDlus1vKS/t29e7fCcRb65c9ra2v6HgYHB3Hq1CkACyPjkQAAIABJREFU0PyHchyPdxtjxG0TCPHw4cOa43FwcBDnzp3DQw89BAB47rnnFL7lccR17rLZLAYGBvS4wcFBbadFRIIsL/7tej5vR6SwEsQWtNf2xcsBwcl4GSa0MWUM67755pt44IEHALQhxCCE6HqgwqC4M/6d0Rbu+6Ak5KlUSi1yYUj7kAdGb+z3fG3L5j548CCAdoyjwOQCNd+odO3mNTAw4C2QmE6nnQnDWbOLxaLCNeVy2WGdCSTDL4ThJaA9aeWcYrHowDO88IoPC4ADVdbrdSdoWiCWaDTqQJeNRkMXt3PnzummJvAEsLlYM52b/Uy+/IMi0j8MQxaLRezduxcA8LnPfU4zWpw/f37LhheEmXMwtTCKLO2WM2cMDAzoQJ6cnNS2cHCv/OXEvpxDkX1ug4ODePrppwEAL730ksKGx48f1/ZI/Sp5B5yl3i6uAn0mEgl9NzfffDNGRkaUEp9Op51Aa5FYLKbPXKlU0Gw2ncwgnPNRfGYcdC2FOsXvNzQ0pFR1gQel33kcsr/FLvbi3zxz5ozOg+HhYRw6dMhhU4qwvzefz+vzSNYZeXfDw8OaZcQGnjK0xkH20j4+JkgsDGbP73SNnfiSgliM8tnHurNKmWUS8jmcW7STbAcb2o3UJgS3fndgU5n3rYmRSERZgPPz85ondWBgAGNjY95N7v9j70uCJLuusk/Oc1ZVVlVXj+rqUa3RmiUjyzLCgYBwgME2GFiwgAg2gFmxZsuCgAURLBiDYAiIAGMEDsICYcuWZLCkttytHtXqqbqra86qnIfK/Bf5f6e+e+q+rOpu/kX+fmdTWVX53rv3vjuc853vnNNsNr3JgJEwm5V2VtRZSeb5fj8ysofXzMyMDnwymdTDY2xszFkwGKDx8XFZWlrSLAPlclkHsV6v68YTiWwVksSCY8ozDpLl5WV9fiaTcZLixuNx1eD5UKrX6+qo58MLJBFsgu12W2ni58+f1/uyZo+sE7AS0+m0+mvwXf4J4YOk0+loX5PJpNy8eVNEBgcmZ8Hgyc8bLJNemI7L1hUOG/YvQoOfmZlxqgHgwF5dXXXo13guBM8vFou6abZaLVleXpZXX31VRAYWKxZZoVBQksHCwoI+v1QqORtNs9l0Dl3Ofo3Fm06n5Stf+Ypu/py9fnl5Wd/p1NSUHn6VSkVisZim4kK2F5Ht5UTwPrPZrJRKJXn99ddFROS5555Ta2l1ddXxeeH5iHPjqtGQfr+v73RlZUV+7/d+T0QGStCZM2ecgxWCSuIigywwGI/HH39cLl26JIcPHxaRgeWFg5Ep9ZYaH+Rj4r/7NmR8z1oNQYfFsAOL5z7elS+ryk7WGiuS6BtbzRxnhb2F57A9nIZZXjYUgn1JrLzymuPUddZasiWSRAYKCEgVjUZDKpWKkxAc82BxcVGVKC4FBYTHd+hyNqNMJqMkrZ0K9u4koc8rlFBCCSWUkZORtbxY04lEIl5ojkufiwygMWiF7P/q9/uqjbPPC5YJB2OyhceBnbgewdO+ooasNdlAxH6/7/jaOPiWhfvG8BMnHbbWloX5mLHog1653Au0NmZgYgxZE7ZaPgdgB9GaGW49cOCAw/TLZrOOZYv7t1otx0KFJfvII4/Ir//6rzsaIsODbK1xhgFuUyqV0uDjmzdvqpXNNap+67d+S+bn59VXB3hYxA1IZ7jYZi7hOcYJTNmq6Ha7TumSWq2mEB77W9hCQBYLWBLsD+OA8kgkov6qVqsluVxO7ty5o/djrR3PP3nypL6rmZkZOXnypI7V2NiYjkOtVtN15fMXDQtN8P3fzhf7zuwY4H8+Cjl/zuVyisIArdkpt1/QfYc9x7YziOEXxIRk36n93VqvPl+jj0VpLTl8j5nYYDOLDFAqtOfo0aPqYslkMg4cad8Dr3tOoIB59EMLG25uburmtm/fPh14OMdFthdirFarTsYBW3RSxIVucHjxBoANdnx83Ek6agssMuTF0By/RDa5fXFUEIu1o29MxmAIkcXS4/l+fLDwvTidEg5cPnTZF+Qz/Rm6weHNcA1/D07bsbExhUo527+Ie3ixfzIajeohkslkpNvt6ns4dOiQwjWcST6Xy23LWsHJfOHrKxaLCis9+eSTmjR5aWlJstmsM9acTYUPWUtn575j3DhpsCXFLC4uKhGCD6+gjRvOefaH8f8Y7sXhtbm5KePj41q5m9uWy+X0gCoWizqGqVRKjh49qvdLpVL6HlZWVvT9FAoFJ93VboWVOhuOcbckj6D/lUoleeedd0RE5MUXX9xWS80eGPb5voPDB13aw2anPvs+WyXXd+9eb6vQZa/X0zlp1x/3h33mTLKCuwXv7tatW6rEfPKTn5S//du/FZEBXMzr2hKE+J3zvoc9lBNS34uEsGEooYQSSigjJyNrefV6Pbly5YqIiLz++usyOzsrIiKPPvqoap5MPRYZOCIBMzF5ot/vq5adSCRUe0dZeJ8mayPVAfMlk8ltBAV+DsSnHTI7x8fU6ffdKqQMQ9qgQG5nkOXFz7TOX8vwgpbElX8jka0kvdZqsOVbrAMZ9+IxhTWDHJA+53y321VYLBaL6dgiMTHTlX1wL2e3AOkCUOPRo0flc5/7nF7DmiGsOG6HiGsRWdiPM7gwlCqyFSh87tw5B37mJL03b96UF154QUS2GIsYXwtFigzQg06n4+RH5IwUnDgZYwjtnXNRMhTEsDQHvvN86/V6TpYRPGdlZUX76YOvWILCLyxstlv2oO/7LBsbG0qygpUclFHCZ3lZKyOof2wp+SygoGu4/ZbUEWSJ+sZmJ9iQ/8brn4lq+XxeP9+8eVP3OtsXiyD5LC+uSn431rhPRvbwOn/+vEIVDz/8sA4oZ8LmFEyNRsOBBur1um5eiURC4atMJqOsMECLMJ+52OD4+LgTB2FjH/B7uVyWixcvisgAGgMLkX1hiMPgScWsM578zDZkSNB+Hia+BR10fb/fl3g8rqY+b46pVGobDR/358OLafwYW5HBO+EFgz5PTk468MLGxoYemM1m04lDAtT44IMPSjwe1/ddrVb13sViUQ+iAwcOaIZ4sBttdhQRN00Y4CsRcTKnoG3oK6j3GCd7eLG/Bsyuf/3Xf9UQhUwmo/NLZJCI+Td+4zdEZBB/5YOPNzc3nUO/UqmoL4fhzXg8rhlcKpWKsi+RYYRrmkF4M2JYCsoIvsupo1qtlrLR3nvvPSf92G6KD/r8JnaTxRj6BIfFsM1bxM2Sj0wtQQcdw3H2WfxM/r7PDRC07qxYP/kw2NGniNq/s1i/u49eD3cLfp+cnNQ99fz587pX8sGKKhc+ZZiFw2gAL9+rhLBhKKGEEkooIycja3kdPnxYNT8EBots13gt1MLkCw58ZbYTw4Ss0TCkYrVgy/qDllksFuXJJ58UEdc0t9CPDZBlIoUNQkVbrFhYIehzUAwYP5tJDfantShwLx4TS0Jg0oKFGG1b+v3+tvyMvpxpsVhMrYmlpSWp1Wr67hh2rNfrSny4ceOG036RLYICW1jWOc/ZNvid8P9svkvLCETb+DkPPPCAowlDw41GozIxMaFWO2u1HAvF90JOPY5/ZMsY9+Z74bmWxMLttu8H/7NxTrgXLNbJycltY+0T1tB9uQ25ncOgR/7e/UJSu3nGTlZP0O8sO8WT2ftakgbEugeCCFNW+Bp+R8lk0nG/BD3Hii8nar/f11jGEydOOPvh/cjIHl7PPPOMHhAcXMppfXypcvgl+rKo4zqRrRfv8z/ZYF/O5NHv9xXOOnDggDzyyCMiMoAqAFnxJgGGGJ6TTCbVD1MoFLwHB2jQ3B5gyWfPntV0LAzhoZ+8Cfowcxwe6HPQwcQbNzMXeczQRj6ofVRd/M6ffQUobWAk4LezZ8+KyFYRylQqpW1eWVmRZ555RkRELly44CTC5cS8zLhkSIQ36lgsJu1225smjJl+TFO3mUMwDiKDwwsMx36/7/jPpqamtF+g6vvGCc/B4cUBx77Dy3eQsC8vKL0UBBAiH0y8kQKOPXTokBOOYmXYhs/P4nEMOgSD/LxBzxjmf/a1wYo9vHiOc7DusOfsZvP23de3ZjnEgdeID0b1tcFCn1w8lK9nsT5Ve38onOvr6/r/9fV1zeSBffFeJYQNQwkllFBCGTkZWctrfn7eYd4FMXpYWCPjQFwrHE/DVgjDRSJu2Xhm0zGjZu/evRojkUqlHCYja+kcF1StVrUGEFKp+NrPlli329VKy5/73Ofk7bffFhGXPQnYEv3h2ktMOonH42rJrq+vO1ZVo9FQzdrGO3E9MU4SzDAkO4Kt5slB1pzmqNVqOaQIfh+QqakpuXDhghw9elREXG2xUCioJcsQM77DJA3AGzZux5ZF4fROrP1ySRMI+o+/xeNxfebs7KwSLLiUDGqioSZZLpdzYgnxTJuWC+8Fz+Exxju11ou1jH0QomV+8jUWNgwKOLbPZOc+34u/w9A/O/sZ6rcJutklkEwmd2VxDYP+guK37lb+N6BM2wbOYYi512g0HOjYdw/8ZKsWY4vUdXhOtVp15gGPu913ORAfa2l6eloD/lm4pt29yMgeXlevXnV8IjiICoWCM6AcHMfCWdgZ9mi3206RSGagcV0olkqlos/P5/MyNjbmZI548MEHRWRwEGGD4cOz2Ww6ORBPnz4tn/3sZ0VE5C//8i+dQ5ozoHO283a7rbnm/uVf/kX7XSwWHYiL+5PNZh1fDtozPT2tCWEbjYZcvHhRPv3pT2tfr169qn0F47NSqegE5YS7FnJpNpvOgoNYynwikVBmIv8PC0LEXZgHDhyQt956S1588UUREc0YITKgpQOu5RyDrVbLCTBvNpsK4bHPjQ8bsDzxO2+OvIm3222nBhnuj/YgNOPUqVPy3//933pvzoM3OzurSsj+/ft18xsfH/cyDxuNhkQiESdbN48/GIE26Jz9ZjaInBUaXld8GPOGytdYuNkeEEzPZ6je+hMxz2u1mjLUbFUGPqw404nNJ+g7vHw+JN/By4xL9lFD0fHlGeS/+0I/fOxJhqx9Bx5DvFzxAkrl3NycKsylUsmB6nlP5HXFycBLpZJMTU3p9xYWFrxhNHZObG5uOnsSGK3PPvusfuY1woms70VG9vDiQoysLYpsLUDOsIE4oCDCRdAEtph7EPbL17BF1G63VbOemJiQn/u5nxORwQRDVoPNzU1NqioysNZwDSf8jUQizsJOpVKOjwQL+7HHHpPnnntORAabOOLh4ANhn4hP21xaWtK/VyoV+c3f/E355je/qX0FtTubzeqBFY1GnYrAnOzUEgx8C9IqFxzxbwtacmYTXpS5XE5LyVgfDd5rsVjUwnhIicUKARfI240T3mYWDyJ8cB95vi0sLDjhAxwGUKvVdEw5zIP7w59hPe+k4TNd2vZn2AZuDy+fBm8PB/t33+HByqN9PrfVFnD1+SotLZ0302FW1zDExvYfn31jBvERISwpy37P58vi98mHp4hbbgnIgojIwYMHneoETB4ScZVGPDMejztjy1U3guaTrWCAa/ETSlS5XHbSoXE2o/uR0OcVSiihhBLKyMnIWl5BlFq2ephpB7iK/R2WTorrrdbj03JZfGxFTh6L/zUaDS070mg0VKvu9wdUUnzv4MGDWlSRLS8w3US2/GToH1s3nU5H3njjDRHZKuyI7/AYMCsqnU4rrDQ/P6/sti9/+cty+fJlLYi5urrq1Oy5du2atvmhhx4SkQE8BbYlIDYLoaHfQawwhqWs5cVwMV83Pj4uly9fFpFB0DKz5vB5enpay8zs3bvXYeQVCgU5ePCgjiGu4SwpaF8Q/MSfgywiDq2Ym5tTy8uGEayvryubstlsOu/eFz5hs64EWWEM/fgsoyBmWhBtPQidCLJWrdh1Zb/HMJX13+L/7D/jtnLNOitBbEErvjEM2gvwff4f08ftvYKsmmFjxeMBhGNhYUHzUD722GMKAS4tLW1jkPrgei42GolEpNlsemu8BbUR8473FmRXWVpaUg5ANpt1/OH3IyN7ePlq8EB8CzESiWzb7O1GCrFplnaKi+LrcXBikXW7XWcjx70Z9kRf2I/CGxAm1eTkpGLH8/PzTixGKpXS73U6HZ0svrRRXAOMM59jc0RyYZGtw/zGjRt6P2QJ4c220+kouYQzv3MmczuGwxYu0853c3hhM+EEzfzumdRg611ho2k2m7ro+VBgHwSuC4KSg3wlPN+grKBv8H8BMsQz7CHjg5XsQcb0ZXu4s1hlwQeDWrHrin+38Kkdi2F/s4QP/j9vcOl02tl4gw4PkS3XARNnWHZLntjNmsf88JE5bCwWiy9pNsT3DvF9VoqwtsfHx3WslpeXFS61VR/swYrP7GNuNpuyurqqPtogQ8Ee4JHIViYd+B7xPawrFI3935AQNgwllFBCCWXkZGQtLxAarFhGE5yQpVJJyuWyUo/Hx8c1OwN/n01kC0UwzGYd5VbTY6YcmG9cX4wZbHgO2losFjWvXzqdVkvnkUceUbLB+vr6rqBPy56MRCIOM5MTqsJqZMsP7CTQ8GdnZzVCnpl/rVZLoU4eJ5uvD9ahFR/k5mOgoR/8XnBNs9nUMZ2enlaor9FoOJYKlzDBeOF7IL2wFZdKpbwJiG27g6TX6zlkg2azqRZ0v99XkgiPJ561k2bOIRZoy91Qsn1khZ0+x2IxJ8/nMJKG/Z8PHhwGL1piBrM+ef0xdMp5FDnHpYUXeR4xY/FerLJhffCFo1gLyAqvZQuvMeMRbZ6entZ5cOPGDV1nhUJhW85Bfi72q2QyqQjA3NycXL9+3RuSwv3huYbQBa4+jvVVLpeVNJbL5RSa99Hn70ZG9vACBVTEZabZZK+YxAsLC9Lv9/UgwAIUcSe1pfKyD4EXH0M66XTaoe32ej0nBsxHh7UL2frnIMxCXFxcVDhgfHzcOXA4CTFvGjyJ8D+MVblcdqA5SLFY3EbvBgzJNcnsocIhBQwfIGbJCsNCFmrZ3NwqV26zz+Pw5XfQ7XYlm82qovBP//RPShc+fvy4trlSqShs0Wq1HH8c07KZDs+ZSLBgeR4EMfUsAxb35vdmadW8gTIcZ+OdcG/e2BBDx3C4zTxhx43HG2MQJAxzQxm0fQg6yHc64H3/Z9gXv+/m8LMMRYgdC5sZhcfUQnW2nxxnhnflU4KD5geuD4LTbd+DxHcw2wwbfB8eG07qzM9BnJdPaed3YCn9/f5Waj2ubTcxMaHZNKanp9W3vtOc2ElC2DCUUEIJJZSRk5G1vI4dO6ZBbpz1oVKpOGwcWFe3bt2SU6dOycsvvywiA9MaeeMsqcHGj0AbtpoTx0hYTRZWwzDtiq0Jth45Wr7T6ah2tLq6qs+ZnZ2VarWqsF+5XNbPrB2xKQ/GGsZkZWXFIYng3oVCQdsKtiQghWQy6WissCbYQTs2NqZWjyUCBGlbFiLj8bBxKr6kxCIDiwAsycOHDzvMMzy3XC4rg+/y5cvS7/edCsN4ZjqdduLJfM54XONzgFvIzOalxLglEglHY2aCC8eD4R4ibq0yLlvSbrclkUh4M09Y8QXMov3D4CyRAdzz5JNPakA3t5vvN4ytyLITKzGICTmM4Ygxtcm0fRYEoHFOnMyW07C9AX+3EBrn/ON2MgGHf7fz32dtskWGe/P3fW3zWaW4N+97LFwCyT7XuktYODE1k2smJycVKmy32wqZc3zjvcjIHl5Xr151IC+G2nwY88zMjNy5c0f+7M/+TES2MmHYaxi+A42a/8dsJyxYpIQS2YKYcJAwFTuRSHhTUmFR4blg6qEPYCuKbLGobKHMZrPpndg88QCRAQ/fu3evjlu9XndgUCgGgBYx0ZLJpF6zubnpwKW4vt1uq+8ICz4o+W0Qrt7tdtVnxRs/xhvfgTSbTWcelMtlJ50Sw6s4oJrNppOdhaFKhjoZvrN+UIYQeaOxC7vdbjt0e6vs8E/uM0PjnP4H8y2Xy+l8CZoDEN8haRM8c4YN37Uig/mxtLTkhcb+X4o9cHz+OECiHBTrS9TN6w01+6AAI3gdn3n9crJozBtAgKw0WyYrxAYZ+2BI/szX2AMu6Jm4Nz/fBxnDF2vHMx6PS7FYDDywglimdg/2KWvsArA+3ruVEDYMJZRQQgll5GRkLa/z58871g7X02LNgDWlbDarzvqgGBqGwizRwFoKIDHs2bNHr2k0GtLpdNTy6na7+sxUKqXmuE2AajUV7gM09vn5eb2m2+06mhtri6yRsXaUTqclEokopHfq1CnNYfjhhx86MSNo/61btyQWizlpk9Cefr/vZQ82m02n2nIymVQrKJvNeh3g6XR6mwOdKxmzVogxtEy7RqOh16ytrallXSqVVMteW1vT52xsbEg0GnXeCd5jOp3WNrfb7W2pcoLYZKytslZaq9U0v+LU1JS3wjBbhYCy8HsikdC2VSoVnXuFQkEd4GtrazI9Pe0kr8X7sVo6oORGo+H0pdVqBZKXIPl8Xm7evLmNXILPfB3GvVAoyJ49e7StjCYMIyVYq84Ho6bTaYXCQXpB29LptIMuYDytJbu4uOgkwebK0lw3kHMJYt7AOguCsyEME9oYL24zW3i8T+EatgrRNr4mmUxuQwCsxYexRBvYKk2n0zI9Pb0ttR7fD/fkGnFcS5Hnbr1e1/2Eg+2HxeruRkb28ALkI+IGxwXlKYTwImOTGcKDjhfKtaQgfJDZBJXdblcX6cGDB3Vh8WFqsxJY/0ZQH3gSMVuPxbLJeALH43Hd4G/cuKETaHJy0glYxOY2Njbm3I9p+DxWLKwAYNNk9qOPYsxsOozNbhhqDIuw4lKpVHROcH67mZkZef/990VkcEhzoLcviBQStMH6fAq4lt9hKpVSf1wsFlOacCaTUUiWEx03m02pVqve5zJU2Ww2nQNidXVVlZOg/IWYoyJb4x7E9guCv4KE32+/39cN/vbt2/L666/L3r17RWTgs/X5omw7g5h3vV5PlYulpSX1yUIJ9LkBbKYJCOYODiZWWpEkWmSr0KzIFotWZAsK32mO+Oa07xpWZPkdQlll5cLXHwvncRvs9T4/G+auLxNH0DOxn2Lf4IM+lUo5fja8N3aP3IuM9OHFlkZQvBMLZ5FgjYqFHbfQzhg/53sxvZi1pn6/r5Ttl19+Wb71rW/p/XxJMX0O7mGZDvB8PkDtouBJz4dXLBbTg3VpaUlj3Y4dO6aHWqfT0U0U2aXZKuSsHLYv+A4nDOayHUFik7Na6nGQ8HO5WCgXKK3Vavr8Bx54QP7+7/9eRAaWJ28UfC/2zQ1LIBp0yPpo/HBa3759Ww/QRx99VMvfJJNJdWbncjkn44YVPrzQt6mpKfn2t78ts7OzIuKSFVjrt9lD2KfhI6T4/h70P3vIwQKfmJiQV199Va0ga/H51sAw5bPX6+ncfeeddzQRNazknQ4vpnmjwgMOQD6wbMZ6/J0tJbzruznosXYt1dy22ZJR2AdvFT7fc7mfPvEpW9hPfWnGrOIZNIY8VkwGY//3btb3MAl9XqGEEkoooYycjKzlValUvP4exntFXI2OtZh2u+2wySCcLQPwATOzfAlRO52OwiOZTEY6nY6axkjEi2fC6rGQVBBji7WbYZoKWwAMK/F9EWnP/kFAardv33YYQRzAzQlRUTMK32OGEcRSwVmLy+VyXivZ+vlsgmTuJ4sNCYDFt7a25mT2YFbkyZMn9b7MMGQomccJNbyCxp3FF3QN+ARjmkgkNIlxr9eTr3/96/oZNP5Lly45mU5Y2JJlP06z2XTqMA0re8LQD7+HIAmam/Z/QXMU42wLvdrrg6x5370xngjYF9leAoTnEX/G75BUKqU+Ug6PCWIbcmFZ37j4LCqbJYa/ZyFwvpddy3xvhvCD2rKbPcTCh5YhjPXcarX0M3zGGLNoNKq+WLsnYwyY7Xy/MrKH1/LysjNwbKKyWNiEzWQMLr9cji8C2YDrXwHTxT353vjO5uamfu/SpUv6PyYY+CL3d4r54GsAH/g2JN54LZzRarV0UubzeYUKr1696tQgYwghmUw66ZF4YwDdlWNg+EDIZDLSbrfVrzM1NaV+tmq16tzLwkg+ZzP8RyID2JMzeaTTaU0bNj8/r0SZXC6nbctms/Lss8+KiMh7770nnU7HOagZ0mBC0G6gICZFWHik1WopJFgoFDQD+NTUlBYrvXHjhipOb775ppRKJW0Djw/HAW5sbOhmUq1W5eDBg068oM/fwhviTv7FYYfaTgceC6DnIPKF79CykBfHMvV6PZ17+/btc0gvTIJhJVfEzUjBkkwmFSrnvcESXTi1GNaEJUdwCrJEIrEtNINlGCxrx8YeQJFIxFtY0t6fIUH7HJ9iiP0Ha6tQKOhYb25u6vq9fv26o7QXCgWZnJzcNm7cTiZ/DYPFdyMhbBhKKKGEEsrIychaXiJunR9fUK6Iq8VZM52FrRM280FJx/OYXQerZXV1VR5++GEREXn88cdlaWlJK/paSBLX22j9RCIRWFaC+2bNdP6dNX0fgw4OYlyTSCRUQ7XObDvO7MBm9hWzvLifXJqkUChoSZWxsTEvQcK2VcRld3JbQLM+evSoXLp0SZ/PFgn37ebNm6ohxmJbNdGy2az0+33VAO088rXFQl1BbFD7dw6G5n41m02l0CPZssgg/MImVIWwlW3H0FozPjIFvx84/YeRI/B5t9YZr7GdCBj2HnwNM3hxX1+uRyYrMGIgIk7GEYto2Hdt14rvbz4WL57PlpcPxfCtXx8szAQpht+A8DDxxhcUb61Ku4cwesPoRhC7ltm6CGAWETl06JDDyuSsNDxWlv2MdQkC073KyB5efKjY9E52Iou40B5+D6KpMqTCiySVSjlxIjCl5+bm9IXcuXNH9u3bp34VriFWr9eVfcUQBFPtrfCB64vI5zFg/4+vb5ubm9ugR07BxAvBTmTeDPBM9hOsra3p5syJZwEZfve73xURkRMnTjjjGyTRaFRcLmEvAAAgAElEQVTvkcvlFKro9XqaofqLX/yivPXWWyIyYLMxAxVtEhH56KOPtP0ffPCBLriFhQWJRqNOcU3uN88fX0zg3UgkElGYqdVq6WHa6XQUTmT/1aFDh7SfaJuPzRbkO7LC88jGFDIkGaT82X4H+R6HSdD17LvxwZvDlFGR7TRxhheZpi3iz1bB62FYu+3cYLZxv++GH7AvipnIFgblg4j7w/sMjwfvFZahG8R25MTS3F9+PpiM3F8IK+ypVEoL5PrSO2FeX716VfdHjmvs9Xrq9z9+/Pi26+9GQtgwlFBCCSWUkZORtbzYRGWNxgaHsinP2lY0GnU0Np/j0ucE9TH6AD+JDLTnpaUlR1tiMghM8FQq5RACOMMEx3lwxgOfKc6MHq5cyn3g6tGxWMyBjFhD5GsssQXWiY2DA3R6+PBhjW1jtmIkEpGFhQXV6j7++GOHvMHPtNYemEtcRjwSiWhZmytXrqiDeG5uTqamphSCK5VKympqNBpK0vjlX/5lOX36tPbl0qVL8s4774iIa1VaC3UYbOfTeDm4HWOIaw4dOqS5HyuVimZ2iES2qmaDmMIwDJ5jg3Dt5yD2n0+zB0Q1zPK3zwn6zk6fgyxDRkt4zdkYNA6KD2J/WmEClyVJ8Vri+npBRCjuE1uo/X5/W3YJrJFaraZzl8lemBNcn4zzbyLPImenyWQy26yo3aAAFq70xW+x4F35ECy2an0wI9wln/3sZ+WBBx7QvwHe56wgu32HQTKyhxdepEhwlvFebysoGYlnfcw9+5lNaU4jY1Pn4HM+n9cXXC6XZW1tTSGfTCajGxIfuPl8Xv+eTCZlZmZGobFWq6WmNSfMtZsoT35QxUVcSn+j0VCoElRfrtXlC8TlYOpYLOYUquNFG4vFFPJ64okn5J//+Z/1HjhEkDAXE/b73/++QqoHDhzwHpjoDzDx06dPaxBqp9PRRfH+++8ra+/rX/+6vPLKK3Lx4kUREXnllVccGARje+7cOfnrv/5rERF56aWXpFKpOKmAmE3G2eZ5Y0J7bbu5/XbDy2QyGjT99NNPy1e/+lUdpwsXLojIwM914sQJvT6TyXh9XgzxYuMU2b7Z83V8eFj/Jm9ULNb/NAxC9DEZg+4FscxZ9Nv2jRPoQlmyqdHs5szzN8j3woxCm7qN37fNRoK2WRiWUyXhXS8tLelzEAYBgZ8I9+ADDxn78/m8rj3MIx8T2Srm/PegNHKsMPKhZg/sdru9TRFD++2cQB+OHTsmf/zHfywiA7Yi3Av8ru6XMh/ChqGEEkoooYycjKzlxSlHGHawcA/DatZJ69OYGQ5krdXKME3Hanjs2MX3OK0PvuuDHTqdzracitxn3ANlHfA81ogs9MQaOPeRNUluG0OPFmICJLK2tqZ5695991116mYymW3pYXBvLhGC/2EMo9GoWp+lUsmBufgdMMGhWq0qjGhLe6DNKysrmlao1WrJ5uamY71CWHvmAGrbVh8jEmLnJ36fm5tTq258fFyOHDkiIgMHOLM3K5XKtjHBZx4Dfg7PyyAryN5jmOyGDPL/StAXHgNfaR22LAD9+kgSdmx81+N/bP0xLMtMWfwdpYl8pBOf6wJtEdmaz/yeOPk018ViFjGew3sQW0eWfc0xmGw9BhFlcB8RN/FDr9dzECIO5k4kEhpbeefOHc2xmc/ndV0ykgVo9F5lZA+vbDbrpVzzJODJzmWp+f9W7Evkzd5ixEGHlz0IGBJhyI5ZiPPz896o/mQy6fTTd9jguWA82vGwtF+G6oI2Jcu49B1e/X5fJ+v8/LyGC/zN3/yNPPXUU9vuhWtwaHG2Drv44vG4QpIchCriHnLwrZ04cUJu3Lgh+/fv1/GFMENrZWVFDh8+rOPOG4odG9zD+pF4LBlutUw9nhMMnX700Ue6OWWzWT1M4/G4A8/i8Ea7gvy6vnkIsQGu9vPdiB2DuznQhj0zyE+H+Y7/2XyCPmgQfl1eSxDrt7S+m53CBbidDL0CWvQdCnxfm6klEok413A7Aamxb5y/b8fKMo9tfUGfErKT74wVArR7bGxMswZdvHhRlddcLifj4+OqwF6/fl3XWaFQ0KTUXCz4vffe2/bMu5GRPbxYk+31eo4TkC2YneK/8NlHcMCE8FlgVtuzjlxerJi8nCyWU80wIcL2bdgBE5RJ2i5m4Oq84WF87OaL7/GBa0kavDB5A5ibmxORgf8LBxQ0MrSn0+nogbe6uuqUSrEWL2PwvPjY+sIhgAzsPh+RyBbdl2OpIpFBOigQSHq9nuO34Pgvts6s3w9itWeWfn+rSrPdyPFdfma9XncyMgRR5a2WbcVHHAr6ju+a3X5/p4MM3wk6RINQEPbL8Pu14TE2hRP2AyZTcdutj5V9MXZd2bUg4qZGw56B73G8IZfTabfb27K28LpC29jHzIosFD9LQkG/uc3s0+REw/3+VrZ4e6hZ/ybGJ51Oqw/uO9/5jq65vXv36r6FLPKcQYhRIfy9Xq/r3sDK2b1I6PMKJZRQQgll5GRkLS+rxUADyOfzTuAtJ131ReKLuFAY+zqg9fiooaztpVKpbdixDydnFmE2m1Wro1AoSC6Xc7RKfA6i87OfD33Fc5gpl8vl1LQHtMHWBWtb1ueDZw4rvcCMrTNnzoiIyE/+5E/KH/zBH4jIAGaYmJjQvrZaLTl69KiIDJiH8I1tbm7KqVOnRGSQDzKbzXpzT3a7XcXcubjo+vq60x+29rg/5XJZWZnFYlFisZj+Xq1WFarkmmzZbFbH08KFzJSzY8OMRE5WzJYbU6FrtZo+c2VlRZaWlpw54mOGcYiFtZiC6O1Mt4YmDkbq4uKiMz4+n4j9PQhaYxnGNuS5bC0vmwWC/4ff2WpCMm1YB2NjY95k2r6sIhhTtuyDUBlOOACLjAtgYg+qVqu6/jhTBWrP8d947mJec1sajYasrq4qUhCNujlduZ+c2zGTyTj7QZCf1r5fjE+5XNZ8hK+88ooDl/Lc63Q6ThIGnh8IbymXy/Lxxx+LyBYj+V5lZA8vm9GZsx5beExENP2Sz0zmheCD34JiJHy+I7t4rQ/Owk/4TqvVcp7jI6MwhR3CkAIvTM6gwNH61n8VJNyfbrfrQCR8HdoWi8XUKdtut9X/FY1GJZ1OO4k5EQvCMN2JEyeUPv7SSy9tw/cZOmKImGPYcBjZvlkomSnJ/L5sNnLfeAK6CopL4vHjQ82SeHiTxvthBaJYLMrhw4cDfay+51tly0c+sveKRCJSq9V0c3nuuec0Xg8wcJD4fIX27/y3nfyr9j64jmFkrg7ARCSIhf64thdDztYnxTCXjZ3ztdvuBdwOppNzSA+vvWq16iiZfB9LUkFbACei36xoMymDocaJiQlJJpPOwcrj5fOd4rm+ftvQIXZ95HI59dXhMBMZHNQY23g8rgdhCBuGEkoooYTyQycja3kVi0W1Btrttpqry8vLTrJIaALQylmjgrClIyLbLDLW+n10VMsu4nuwWM2RobB2u72NMYXn+MgBaA8/J8jysmQLH4wSBEniXmwdcB+5YjKCiuv1ugYVI18fZ5S4fv26iIhjkf3gBz+QJ598UkQGRI5UKuWUYeE+M1zMkFIul3PYYDyeHHqAebOxsbGtai6/Ew7mtCwvtnh91jyPFf7uy53H1GOGgbLZrMzOzjq0ZORqjMW26itx3jlo3D6SElt1dm5mMhmlLX/nO9/ZMfjfJz6rMOg7PgmyyqzlBUslGo2qtXj27FmnRhu/B4a2RLaXL8GzGZoOglu5D77QBUZL2NLxka+4ojvu4WMOsgDiZpcC5kGj0XDKkyAoGGNk22/F9958jFreT+r1ukKiqVRK9uzZoy6BRqOhxAwOC4rFYnoNSCn3KiN7eDFbKB6P64DYjZ8xYQsHMM7OTDve0INM6V6v58Bxw9hWfG9fnS34V9gE933mvtkku7g/Pw/XM+WbfXC2ACRTchluYniChTcT3N+OG0ICGINnCI/HkBUNG6IQ9EwspHg8LjMzM5oMdGlpydmgfJRkbCx8EDG8yX4Um6XflzosCGrBeDDjy+eXsixO3pxu3rypyU3ZX1OtVp2wCpsZn2FdHk9Lu8c1FsYKopEHrQsLj9prfPFTHP8YNHboHxcLRWaSL3zhC/Lmm29q+7PZrL6fZrPpdSNYJczGZe4EG/pgYD5k0c5cLucUvcX7rNVqEolE9JCxDFZf7CGgcTBSy+Wy009mNTITmtOeJRIJVQp9fkz+u08psy4N3tt4n+DahbyuksmkhobAv3yvEsKGoYQSSiihjJyMrOXFFYG5TP309HSg1sRwWhBkxnElPjgwSHP0xaKIuNaSdabD0qnX67K+vu5UBYYGzA5fhiOgYfuIHdw3fJfHg5P++pzeDMfhOmiMrMVx3kYmWHBs2cbGhtRqNcciwjWFQkHHqlaraTsnJiYCyQ2sOXY6HW3/tWvX5Nlnn5XLly+LyKAkA+7HkCxDv4gBYigHMJ0l7uy25Lt99yJb7w33sGQQJv5YJhcs1g8//FCef/55EdliVoq4cBFYaD4UwbaTLfh4PK7vN5fLOW2whCP7Puz/0F8IW/AM3zJywYHiNuCf5zhbJP1+Xx599FEREXnnnXdUm7dB9czmw3V4JmArxNMx1LhTPkPrarDtxLtmKDoS2UokcPv2bUkmk5pdhcfDzhW2PKemprQ2Xrlc1v6tr6+rRTY+Pu5Y3NlsVtdcJpNx4hp9+xn+7pujkchWVWRrYXe7XYUKLZOZq9PPzs6KiCjr8F5lZA8vTjnE0BoHDNvs2yLbMyLgJx+EbObv5vCyAY8MAfBi5MXH8F00GnUyiAcV0AtijEGCglWt78W3Ufh8fvx7EKzjY5nxZI1Go04SYgQzop8QDry0qZ2YPWWZnWfPnhURkZ/5mZ+R06dP6wJOpVLe8fC9J9/74SwFw3w1w8bDwlQ+mrZVNPj7fH2pVFK/Ib+reDyu7UMGBz68fFCuVeqq1apSs8vlspf954OXWHiMfNejP0EQqU8BsIcXf+Z7MdRp22J9OfhfPp9X2Arst2HQv+++Ph+0/R4rdXwQYp6xv9M3hvyuGH6z/UYaNtwL36vVas48APuXnwEJ8t36whxsP/EMVk58cycS2cqKAxj8XiWEDUMJJZRQQhk5GVnLS0QcRg87JDkmhzUB67SGMAuRoRb8HsQgY9YexEJH3M56va4xNOl02mHTcR9Y699JfMwy2z+fBoTnBDlf+ZrdssT4e0xwYHiRNUTuIydQ5dLpeAZbzmzxgt30zW9+Uw4cOKCsU7bkhvXBOsR95JggAoJvLHzPsTDMsDgiH3tUZFAuBXW/Dhw44DjkLUvO9+5tn/n5S0tL8olPfEJEBrWXmKjC89329W4lSBsPsrzQVt8cZesik8kMnfs+0snU1JR873vfExGRF198cRsr0XcvPBc/OYie2Zy2DwwL4zPnOBWRbTFfvnFnOBTXQBhCZ2ivXq8HWl58fx/sa0k9O40No0l2TvP7BYJw7Nixbfe8GxnZw2tiYsKbOToWi22rvSTiL0bJwr4oxtUtfOODPaxvgWv7xGIxnaCzs7PyhS98QUQGhRQ/+OADbUuQP8znA7B/hwT5JIbRkH2ffTBB0ObC1/AmATgkEolIqVRSn5fN6QhhSjHGjvsK4UPAHmqNRkN/z+VyTh2ooH7avnHb7gYu9I0H39/nUxAZzlRlFl42m9X5gWz4aKf9flDYBx8c3JZsNivLy8si4sLq9kAIOsDsWgiimeM+9rOdy0G+JO4bb4gWHvXBhLgX/seB2WDdBh2A/DduM4dSBK05H8NQZGufwkY+NjbmFKvkQ8B3L5HBoe1LPMx7IPyjHFLC4QY+xQxKrQ3C5n5Zwb7HGY14P+B5yO6e+5GRPbz27NnjbG48OBwDw3gz+04sCYATeVqHpk9jjkajukGXy2XHstjY2HBSTDGNH7E6nHSVFwK+F6QJWa1omBMdbb4XLZnFPpefyZsG+tPr9fSwGhsbkwMHDmi/7eaKcefSD41Gw1lkrNWydscEnEQiIdVqVdtTLBb1/TB12I7NMM3aN7/Qh7sVe2D4rHkeW2xU+B1zSMSNm+GM+dhEfdp00OHZ7/cln89r4tVkMukcSr6DMMgqwE/rs8R3u92uQwFn5ROyE2GDwxq4HTxudkx9G+f6+rr6XJDdJigsAMLvx6Zws+QWJr1gHs7Pzyu5plAoSLPZVIJDNBrVYpU2iw1bbhyyUigUHJIHP5/3Jk4dF41uZay3xTD5XhyTyjwCFl4Xm5ubTgV15iFgHCBY1/d7eIU+r1BCCSWUUEZORtbystBAkHXBJqr1Y0Bz4sBO1kCgofow60ajoUlln3zySU0yef36dclkMlpXii23TqejGu7q6qqa2Jw4E8LP9P19mFhozzK72Lfmg+YYqoD2bRmLti0WJmP8ncMaxsfHnedzG1l753pczMS0DC9u507B4miPnQOWvYef7P8aBsUGffZp//i7ZeHhe2xB+HwKIm6+vng87uSqtNCyT6zPzbbHF9xtv8N9tf/zQYP9ft9BPpjZyb4bHxTu8+vulhm4G8hrJ8HzGR60fbTtZH8YrJt8Pq/QICMNIoP36POh++B7H4TPZVhs7lHOQcglVYLmOAKb+fegcWEYNcg/iWfh78Nyqt6NjOzhxbWoghYpTygUo+QNlqmlPLh8vYh/AafTaaXaXrlyRSclUrOg+Nra2pqm3lleXtasAJzuZ3JyUiYmJgJhmN1K0DhYv4fvALd+paDDLOjwYuEDIhKJOEX4AMnafnJCZcAmnHQU/+MM/kEEAF97fHCgPUTtYtvpEBgmPod10BgyFO2D/CC8qeFw99Wr8sFpfE9L1Q9S0Pgg88FY/Dv+FtQHhttE3BppqVTKmYdBJJEgIsQwCYJ47XwPup/vkPJ9x/6PDybsM7lcTg8yHF48buzL9SlEvmfzXPalwQLMzj54DgHh/ZHfBysh7Hu17gzeS6xx4FtX0WhUjQPAl/cqIWwYSiihhBLKyMnIWl7MBmONNEhLRhl232kP01pkoNHCUrL3ZK0wEok48CLnD+SyG81m0/kfLDTWdMbGxiSfzztmfxBsCIF1w1pZEHuLGXlsFaXTaa+154OIfNlIrOOf3wNDQY1GQ585MzOjY93pdNSxXK1WnWc2m02HOQhHd1DwMawEX9JhS2PmsAqf9mjvbWHDILiUxef0D7IUfJYSLEQed1y/tram5dbZuV8ulx2LxkLEPFdswDS3AXOXPzPLzWdp7GThYNx5fH3EH86GYteynWM+69XKMHINWz3DxNdP+zdf8gPcG3O33+871g1fw/kzd2rTTrChiEsYaTabTj5TriuHPWxyclLnFOYdzxGLVuB7Fib0rRN+7+iriGjox73KyB5ezIqy5rLPFN/Y2JDJyUmlx1arVY0Jajab+kIrlYosLS3pMzgzfT6f9y4en18K98vn87Jnzx4RcYvUMd6MlC2cJZ8nG28sXDKenz02NrathhWE0xwxi69YLDr38WUqx/989HRmONlxx5htbm5KpVLRCXv48GFlIlYqFe1zrVZz/JPdbleZS6VSSdvElHFLUQ6qx8VsQ/a7ZDIZ58CKx+MOw9G3OeKw8r37ILgHTDs+iIZRlDGGVnD99evXNWv/7du3dQyvX78uuVxOUw6dP39eUyj1ej1nc2RmqM1Eg7Fm6JYTAFsqdRBcZFOOse/Evh/0oVqt6jtg6vjdig8OD5LdwOC4FyuvLJbez/+HImdTvfH3OKTGMvVsO3zPZTiu3+87Y8vvvVKpOOEGoOo/+uijGusHpdI3xy1XwLpueI7zXol32ul0tG/3mx4qhA1DCSWUUEIZORlZy8sGD7OwWY0Tf2ZmRuLxuFMTCfncWGMvlUpKtsBzINaZ7CuzITLQPhCXUy6X5e233xaRQWzaoUOH9F4QWDB8H4a2fOxAaD3QTtfW1pT9GOQ0h2XAWpkv9seOJWvTHGRsY3L4Gh+ciTb43g+gFfSz3W47rChmrXFCV34HFsZAm1OplJdVZS1m6zQPgqjsNUFsQfu9YY73IPFZcvl8XoOKe72eWrkHDhyQeDwuly5dEhGRL37xi/Kd73xHRAZaP8bYx+jjdtrMJyJuFhvAZAwl+cbdvg+O80qn00pe4GTAvoBntgCspWvHaFiAdJBYNqj9X9Dfd0MU4zb5MtowrOqDw31t8cGG9vOwvvGax3fX19fl/PnzIrKVfxTX2Tg8Cx3iJ+eFZcIT52qNx+M6X39og5TtJGfTnic7FggSmyLr+OzsrBawA6wj4g5urVaTRqOhMNfq6qqXieVjj+F+e/fulePHj2tbsVmvr69r23yYPfrDFHps0GhnNBrVbNpnzpxRej6zyXisbNssXBTEtgqCiCxtfTfCC4aDJMfHx7dlwrdBk7ieYS2uEsCbZSKRcKAKHzPVprLhw4v/zp/xrq1PDP8bBivt5Jv1+RPx3E6no/05deqU+gpTqZQqLdlsVtrttipI7777rkxOTnrbw32zmy3PMWxG7DfEOPNh5qNI242OGcKpVEoP06mpKQ3Wrdfr2reVlRUpFAraB7vmgvybFtbdSVnYDWsR/eTPww4Z/K/T6eh+UiqVtG+A7/jACmL08X3tPArycwf1MRLZovGzH3N1dVW+//3vi8igMsf09LTOK8DrIltp9nztZNid+2ZrzHFB3vuREDYMJZRQQgll5OT/C8uLTWPW7G2plFwup1ppKpWSW7duicjAoQptgCEm3IMhLZ/lxfWI4KiEk5RTT0WjUf37kSNHNEkvUuoEQSecQgmC2AtocpOTkzsG/8EyYGaXj23IFl40GnX6wBCetYh8miNkJw3R1gyKRqPeYMpIJLKN+YafrHGzk5qhV34+tHdmrfqgqKDPuB//zQcXcZ9842OtIJ9ks1mZm5sTEZH3339fUxs99NBDTjXqWq2mRKSgOllWuG323bP27IOo7L0tswzXdzodqdVqOoczmYxq9uPj4/LEE0+IiMhTTz2lSEe73ZYrV65o2ZtKpaIWmhW2Boa5FO5XmJiwE7wnMkjhBALYu+++q0jJwYMHt1mpPL6+uWJZnmyF8buywogA19zi/rTbbdnY2NA2FwoFXXOcMIAtN2ZZwupiaJrbwxAkqkfbxAx3KyN7ePHksYPEBxb7VNLptOYPu337tpw5c0ZEBmYy/Fz9ft8pJMfMub179yqN/tatW/q9YrHoYPntdtvZYDkpJg7Mz372s/K1r31NRFy2lYhLe63X61o078iRI7qwFxcXRUS0PXv37nUCEXkz4s2aIdJms+k9cPga5DiDD8+yjZgSD/H5ihgqxGceo/n5eX1XKGeP8U2lUvqcSMQteolxBysTh1a5XHYUEt9Gwxu1bW8QHX6YvyhI7Kazm03PtqtarSpT9vOf/7weUKurq854rK2tybVr10RkAMcBcrMHTFD7ef3wBsQBtTjkMY94vvGaY5hwbW1NlpeXdePK5XJ6AD/88MO6qR86dEjnxYULF2RjY0P/V6lUtBAjh5rYAotByoGF963sdOAN8+Xa70Gazab61pG9XsRVLOz9gvxpvufx4eFjqmK9cH0vhsbxrjhnYrlcdgpaVioVZ2w4ew5nSclms9pXbi8fjLlcTt0b169f39afu5GRPbzspuzDjtm5zwlc8T1sBul0WhdMMpncVn0VsrGxodc8++yzehBdvnxZN01kqPYt7HQ6LbOzsyIymNTYWGA9sXA8GK6H5o17BS2eIAwfi9fnsOU4IBZsVL5qspFIxBnfoBIxvJj4kJ6ZmZGrV6+KiMgLL7zgEDHY18jWDdO3WdtE5gBofvZQ5fZz7JJN9grZiWIdZEXx3LP39VlYQe8K1gOPJfrQbDYdy5LHRsRNfMrP5mda3xwrJL7+WHILb1zWmrWhFiJbGjcrhrhno9HQsIj19XU9mBuNhjOOMzMz8tRTT+n4+OISMQ+5FBL31XeQ8Rj6hPtmD5y7+Wwp59bntdOBBUuH/XnW187358+sXMPySiaTqhinUik9YMbHx513inRRItvJU5bAxugPt53ja/F83zy5Gwl9XqGEEkoooYycjKzlZQWnfDqddhhonMGB2W2bm5uOicvaOGsElr6OxLoXL150tBloVUtLS3Lq1CmlnRaLRbUGxsfHtQDb2tqaFlJcWFiQer3u4NLQnvft26e+sXPnzimEcvjw4W2ZMHzauA82ZC01CEKy9OOgfHnsAwjKEcdadqvV0nE7fvy4vPvuuyIi8qUvfUmh0Fu3bkm9XpcPP/xQrHCWkvPnz6slC00RFheXi+Cgb85e0m63HeuEMXzbT+5vENxjtXnftcPEB3f5kuRyBheMCf9kLXk3mjlr/cPayFYaQ7Y8pq1WS9ccr7dIJCITExOq6bNl3Gw2HRYeMw+ZwXbkyBENzi6Xy2oprKysaLYGUPKtNYrxCYKPh0GAPsh4t6EP/D+GChGy4fN52XfDz7S+MV7/3E++nsNDOBtQNpt1LC8kUzh8+LAUi0Un04rPZ4z/4b4oi4Lncn/4fXOpovuRkT28rAnOjnoeNGx02Wx224BiYVUqFc0Kn0gkFDb0bUZ4oZubm84LxYTYu3evfO1rX5NXX31V78F4M3BezurR7/cdwkW73XbiqthvxxkgWLitQYvUfi8I8rLOX7uJsj/N+kEwNvxduwFwZWmEKxQKBd209u7dK6dPn9a+RiIRZ9zfeustERH5qZ/6KfnWt74lIgMH+JEjR9Snsn//fk2cDOUAwoX6eHzZgcwHmaV881gxjMPj7vOv7CbJMl/D2VVsjJPPP9PtdiUajeqGxJnK0VY7BgxriwzmG1+DDQYHCa7hKsu8ofGGiDbgPva+eCfr6+sOzIcYNtS8Y+IA4EUuyBmLxdQn2263nYwqHA5iYa6gDV8kGCrk/wf5KIP8YXwvjJnv8Bq2Lrm2FsOGPLYcV4UQB7z7ZDKp/kH4s0UGY4v1kkqlpFAoqDdbXywAACAASURBVNLNPn12Y1hXgXUpQGKxmN6rVqupO8DnLrkbCWHDUEIJJZRQRk5G1vLiGjWcY4+j+FOplOMoZDgvk8loDrj333/fsXpgRVmCg4VwfAG+ly9flh/7sR9TTYNzeVWrVbW80um0tjOfz8uxY8f0uQwhJhIJ1X5LpZJDl7eWD0fyBzmmh0EV7LRnq4OtR9yDf9rPuA5/Z42/399KTlqr1eRHfuRHRGQAVeCaw4cPy2uvvaZWFFec5fH8x3/8R73X7OysTE9Py+HDh0VkwOwC7Pjee+85xANYvHfu3JFsNutkesBYMSxmE/Mys4vH2gbIW1IG/+5LuMvvypJfLCzrywQCAgozQzGneL7x+7SaOWdT6Pf7Ou5Xr15VgtGBAwdkc3Orqi8z/7LZrIyPj+u7Qts6nY6TiJnHg8fw+vXr2jZAzHjfHCjNAerJZFLh9Hq97iSCtoH4QUHOQWEmQQiGD9rjn8PWBq63JI2g+cHjZJMWcLYcjCHXCut2u87vxWJRmdW1Wk33FibKXLlyRTY3N3V/fOCBB/SZbJk3m03HIovFYs5+izFNp9M6d1qtlroHAPveq4zs4cXmK5vJ+F3ErV3z0EMPyWuvvSZPP/20iAwmD1JFzc7OaiyJyFY8lfUlWJgBv3MMzltvvSX1el0efvjhbW3e3Nx0oDBMglqt5mSOaLVazmLCS+aUSVaC2Eosth/s8+IN2UKlFt8f5tfxiYU02OeEd3D58mWFi0QG/kG8Rx53hirwO+5VLpcVJr5x44be2/p6cF+ET+B3nkd8YNlYLqsM+MYjKBMC/x9t262/JQhWYrFt4/mCsWKFwleklWP3cBCeOnVKN7cPPvhAZmZmdFNjBWB8fFyzk7OvsV6vS6lUcmL3sNElk0mvPw7t5N+Zas5JpfmQ5IPNzhcfbBiUXeZuZNg7uZd7sQ/S+ph8+xFSqomIk0UeYSe+DDMsrLQkk0ln3NiNwffgPbjf70uj0dA1bGF2LpjKyt79SAgbhhJKKKGEMnIy0pYX59izDkJ8Byf+W2+9JY899phaMZlMRssBfOlLX5K/+qu/0uuhbVp2noWCOFMFIK4XX3xRREThyVKppEF5rI2PjY1pto9bt27JRx995MSKccwTtKhqtaraCp4HQW4xkeEZHCxDkbVsX6JM9JnhSt99g/4HiwHtzmQyDvMQTMqVlRWFuFqtlpRKJScehVmNuD6RSKh11e12ZWNjQy2v27dvawA3Yu/QHq5sy7CUtUB8rCo7J3DPYWMS5PDHc3xxSPZ3+w59VjITKCD8mfN32lyVnGwZWvjm5qaSL7rdrgb4P/fcc9LpdHQtlUolnY8HDhyQhx56SETcWnaI5WJriee7hVjx2bI5ueSNL0cnrC6fpm8zqOzG8tqJiej7fSfIMOhevj3MIipM0uB281xhCBHzm98vX8NB6BCUm2LLi//Pa5mJMeVyWbOJZDIZJy8m4mN3yu95NzLSh1eQac3spIMHD4qIyCuvvCLr6+uafLLb7Srr5sKFC85EZhoy/oaf/Bwsnkql4uC7IluHS7lclm984xsiMljYzz77rIiIXLp0Sf7kT/5ERAY+nk984hMOJMLsOg6w5lRVIi6TDddY2IF9BviuiEtbB1QAwSGQy+WUfoz7QezG4muXHcNhBx4rHUyv5TLmTNvd2NhwarItLCx4ISKbHooXH2cJsUpQ0OF1L6mHgja63X4viNnm23gZlsF87HQ6ytRj1ioOL6ZSQ7rdrm46+/fvd5LqtlotXT+5XM6BAH116SxbkpUIrs1n2bB8nT3w+ICy9av4uUHvjufksPm7k6LyvwkZ2vvZvU3EXcf4XzqddgK9MR7DYEO+byKRUKU9kUg4a67ZbDoJdzkUw8LPPlcO+8mG+RfvVkLYMJRQQgkllJGTkba8IKw5smaeTCZVGzlz5oxUq1VlO21ubiqc98Ybb3hhBhsAiDgakYEGAs0ELC+RLaYPfn/ggQcURul2uxpLcejQIfnKV74iIgPNptFoOEGozIrCc4rForYfuRWh/TabTY2fYJiACQkgmeB+XLWWNdJms6nX79u3z7H+2HJh577VVIM0V1xnr49Go05uQ9bwOCYoEokolDU3N6cwRaVSkbW1NYUR5+bm9P0+/PDD+n4rlYoDr4IZh3b6rCqG6WyffPFcQRJk1TF5I0j6/a0UaLFYzLFAGC601YsxVuVyWWHUZDK5zYLHPWq1msMGffDBB0VE5Ed/9Ecdi6pSqSjszvM9mUwqC9FHnOC8o2z1MxuUKw9ziZRKpeIk7eUxYOIOW3w2xVbQe/NZXzvJMHhwJ2ssKBYM4ks/hvnJaAvGfWxszIlrBHJSLBad/dHmQGTrCJYXyhHBdVGtVr1MZCAXuJ7Z3ZHIViXldDrtwNwc/Hw/MtKHlw9S6ff7Xh9Gv9+XVCqlm306ndaBPnLkiPzgBz/Qe3CSSsaSbWAyU/WDIExmEfLB2uv19DnI6uHD4PmZzWZTk5m+8sorcufOHc0NyIwvK3xfCzPxc5i6j78vLCw4hQytBEEAw7BtVgqCKOPWV8N+IYZ1ceCBccbPxSHN/jTO+nDgwAFZXl7W7Ob2egvP4WcQ9GLFV+fLd52PMg7o1weDMnydSqUcyIwTH1uIhqEfjCH8XUx150MFB0mlUnHmCmdksFCfL7Aa844PFVbWeE5wVpxWq+UoiTwGPkgSnxmCD1KkrHJ6r+Kjyu8kduO2lHjsLb6xZbiT2ZwYg1QqtS3vJCs1vhyk8XhcDzwR2eY64fHlQ41rEvLBxv3rdrtqRHCoCzMc70VG9vDiRWoPi6DDC/ivyEAjgVb6wgsvyOuvvy4ibmyMj/iAl8Kpd+x3+e8cD8OxQ5ubm+rwBpbv2xTZUTo1NaU+ntdee03y+bxqS/l8XtNdNZtNJzMCJo49uPig7Xa7Onn37Nmjbbt8+bIcPHhQnfUbGxtKsrDZFIKICUGbg92cefx4g+bNyRIc2C/GG3W/v5Ugdm1tzbsx7N+/X9577z0lzjBRhh31dsMIeu++fuA7tt12jOxnu+FYog2+x+tgc3NzG9WdlQNOSo3NiWnPIq42zaSojY0NJ+HvxMSExlY1Gg2d47VazZnXQZR17mtQRW+000fsWFtbc1K98UHIc8Fuwj4ZZjn/b/qzhpE/7DP5HQahGqwUNZtNx8fLh5f15frWXCwWc0KEGo2Gl8zBB9H6+roaA8hgBCQjaA9k9Op+KymHPq9QQgkllFBGTkbW8rJ56Hz0bzZLe72eUyyNTdy5uTm1tuLxuMPaC9IOWOvnelEWq2brhrV+m6HD5mRk2ivgzXw+r23L5/MOi4dhA58PAM8UEQduYT8KxmBlZUXbhufAvzE1NaVlKRYXFzVjiKV527HyCVsQwywa9usw3MpB3xg3vh79uXXrlkKD+/bt0/EsFApy4sQJx9JmGJKfjzG0eR+HUd2HMSx91hbfF3nn2NcI+KzdbjuMSWjCKPbI1ihbHpj7iURC+5xMJjWXncigth1b40yVR3/gc2P/sc3YYfsGa8LCe7iGLTT0s16vO+PNDOPjx4/LzZs3dXx5/fP9ms1mIMxrP/vm6TC/zG4p8cMsOx9jkRmw3BdY0vw79xPvOpfLOS4NEX/IBFu5zGTe2NiQbrerc2R9fd0pMonPk5OTul7gM/Mla2632zpHRcRhmd6PjOzhxf4dUGpFXB9RKpXSl1Ov12V8fFx9RlgYIoPDC85shhoxiXzxCPw9hs7QBl8sRSKRUGiu1Wo5L5czLKfTaU2h0mw2ld5//Phxeemll0RkyweB/mHCiQywaES653I5pe0z8QRtYEotNo3l5WU1/0ulkqME3LlzR4sdsjJgneJBPh6byBZir49EIs4hy4lb+ZDmw8ZuUlgwt2/flkceeURERB5//HH9XqlUkqeeekref/99ERkcZhgrVgD4EPAlsg2KI+KD2UI1TNJgBYI36vHxcX2P8/PzCgu3Wi2d/6VSSRWL9fV1JwRkbW1N51s8Hte/d7tdhZ8LhYLk83n1Xx0/ftw5VDhzBSsQ7XbbicPjrCVcrQGC8cAc63a7TtZ/bJSdTkfX4tzcnIyNjekm9+CDDyoJ5yd+4ifkj/7oj/Tedi7hfXH9OIbPeF3iM8dW3Y3s9H32Fdpnot2Wdo49hfcGzEk+BDGeILKIbN+PbFtYoeH1j8wo3e6g2jLeQyqVUuWPkz2DiCay5a7BvORxr1ar6mqIx+NKAmJuwb1ICBuGEkoooYQycjKylpfNneX7H2tXqVRK+v2+41gGfDQ3N6daKbNpRFytjuE8tgZYy7DXWGepj94LE52ZXaj7dfv2bYVHcrmc/PZv/7aIDKrK1ut11aAjkYj2bWZmRl544QURcWsdAV5hy8HCCyJbUBL+bokvHPTMz/dRcKFxBxFahjG+LLkEP30VfC28a7MPYNw3NjYcKKXdbnur+zKsy89HX3geBAXBWivMZ8HbHIjM1FtdXVWN96WXXtJSMJyUmrMppFIpicfjCucdP37cqa+E7/EY9vt9TWYr4papYOuR5z7fB8KMR66Ua4OKGfpkFiFbZGzlMgv2/Pnz8tprr4mIyLVr15QazuOHZ/pICVaCgox3Q6wIIicN+65vDvjmhGVl8pwICs24G2uR+83saSbxjI+PKwqRzWYVVo5EInLixAkRGbw3Xhec9NoSdHDvAwcO6BzbDZlmmIzs4WVflt0s8Zn/v7m56fgHAI2dO3dOP9frdYdxZllnvvQ0eGHcLh+1mieIpUC3Wi09MCYnJx2qLOjwf/d3f6eU/ueff14uXryoLMBIZCv+qVKpyP/8z/+IiBvTwxAF2sO0VYaycA0OMoYDMK6VSkU3kGQyqdmqL1y4IE8++aT206b/8R1evg3Dtzh542XhhYQ+MDMU412tVp0+VyoV7Vs8Htd3atvJ75AlKFTAFzfE1w7zg+Dv6XRaYcNLly7JP/zDP4iIyE//9E972XSpVEpSqZTGvp04cUIhUT580Fc8B3GGIoP572M8chYM+L98sCjPD6apl8tlWVhY0HeXyWQc2JChMczTTCYjvV5P51g0GtVkwGfPntVrUqmUzn0ohfdLfw862IJk2Pd8/m98DloL1ocHsezDncTOVzsuPK85k08+n9cxzeVyjj8MivHp06cdliorcnx4RSIRVXJPnjwp586dE5H7P7xC2DCUUEIJJZSRk5G1vLLZrMPm4lPel9cvnU47TuJarSYff/yxiAwcnBxzYuPGWBNlBzaz1CxjjFk8Puc8w4aoqsyQDWslsKLK5bJaCR988IG88sor8u1vf1u/xxAgvmfz+rFwcCo7jDkmCLAWNHMeD86RF4lElHn4C7/wC/Lmm2/q84OCp63Y9nFsF56ZTCYVwqhUKo4FaxOIMtyL976ysqJ9W19fl1Kp5FjD/NkXVwXxacm+/0N4XvoILXiOJX9gji0sLKhlyyUvRLbmCoJTmcXFc5c/M9GF43V4DC2JgS1WJvtwf7jf7XZbY74KhYK88MIL6ri/du2atptLAPnYhhCey/2+G/DPUJSFDX3Q3L3KbhiGQdaOJRTZd8Lf9yUswOedrHZ+lg+h4vZwmzDXYrGYzMzMqOXFRLPJyUm1hG38Fz/PZgkC/L28vOwgVfcjI3t4lUolBxfGgHB6m0gkohvdvn37ZHl5WQe+UqloDa5SqaSbc7PZ3OafYQjBlyGAr/FluGf2IyZLo9HQNiPVDiBNTrOSy+Xk3/7t3/R+bMq/+eabXl+dzY4eBF/ZWknsP7IQka+o4djYmAaqNptNmZ2dFRGRd999V9vJ+D3Et6FiTNE+m8QV30ulUposln2Y3W7X2ezsBs5ptbAQFxYW5Fd+5Vec1FHM2rLt8v0tCMaxSg/DnUGZzjm4loNPRURu3rypTNlqteqkM8N7R0YMjAEUNginxeLUWwsLC05wKc8DvgZKSLFYdNitfNDjHmgb2nLr1i05ffq04y9j/xfD8bwubLYIH2Tc6XTUzwYKPvtvfAfETjKMUh8kQQcGH7g+CNF3b59yhM87KU58r53ay6njoGigJhuurdfrDuMTPnhm2rZaLWedWko/9onr168rhMiFK+9FQtgwlFBCCSWUkZORtbzW19cDnZoMueGUj0ajUi6XVbPmRLhWm7FpfNgi8AWUsmObP4tsj99gEgHfy5Z4YS3Od+9IJCKZTGZbIlb85GdaJh471Bk2xGdOpGnZddzuSGQrEJhZb5YJytdbi4Q1Qwu52ntAGKJgCxVWKNrADDhL5hAZaH63b992SBrMwuPvs8XA97JpvYLEaslB84ihRYbGmDDB14PlJbLFNoQVtbKyohZwPB5Xi4bTB+F3WG+rq6sO0xSO+rGxMbVuKpWKQ8ZgFqFlFGItNhoNZwyCUkUxVAkrn+c8W5y+Sso+gkNQkDKL/d5OMsyiCWIrDmPdimyNCROHbDD3MMKGD0XZibDB1/JeILIVS5vNZhX2KxaLzr0tgY2Z2hDegzhF3g8t27Berzsboq8AZa/XU+bVtWvXZHV11fE5QYYx4ET8NXB4o5mcnFQGzcmTJx2ojF8Wb6h8WIyNjUkul3NoxTgUarWa9yATGWzY3FaGAzHx2u22BrHm83lng+dCjPl8XmFLm2md+2oXDzPG0DeGq5C805cM1AedoP08/jzu/Ew8S2RwEAEihvA88G0aY2Njcu3aNYUhLZWZn28Ln/pgwyAGLMRCofYaVjp8BzvXV/IdXshFiP7cvn1bDy/eBGOxmPMemI3JftXJyUn1Y37mM59RxQ+sQQ6kxVgvLS0prGRDGZLJpOPHxP04SworEDzeEPZJ8pyyCYCt8mHbw4I5zu8x6LO9Zjfigx2ZqWnvx/1h5uQwmDAIHrV/s+vPF5gNPz0fXqDN8xqLx+MK27fbbWk0GrrfcuB6NptVqL7b7eqeg3lyrzKyh9f8/LxDUPAVVazX6zroBw8elEQioYtxbW1NachsbfGiwCa1k5Z84cIF+fznPy8iIm+//bak02kvYQJlA3A9CzutWZMM8lfBisPvPMnZcjp58qSmc1peXpb5+XlHG0Y7W62WZu/ggwjZFHCY2qwLTORgSxbPmJmZkdXVVUdDC1r0vKCtM5sPbab0wvJCsUVfdV17IPE4x+NxxfrZkuM5wcqRnQvdbtf5m0/7DdLCRdwDC7/jvo1GQw+I6elp3ezL5bJzmKKdCBfg+caJoGE59ft9J4M4W2ULCws6J86dOydf+MIXRETke9/7nipBV69elZmZGTly5IiIuFT3RCKhBWBtmjKm0dfrdSWgLCwsOIoX1jWo8vwe0M4gawvrd6f55osT9RGE+FDhzz5/lc+q4bln56EluvhQCPYdsbJuv2efE2R5BVmXFq3pdDq6Fg4ePKgZWCYnJ3UvYB9zKpWS8fFxnVe2DTxfudzS/Ujo8wollFBCCWXkZGQtrytXrigePz4+rmyYfD6vmvTFixflk5/8pIiIHD16VJ5//nn56le/KiIDGJEtL2ZIccl5kWCTGxrEI488It/73vdERJSlwz4i1k6gzbBlgGeyJgnLpd1ua9/Y3wSmIGvWeOb4+LhCf1NTU6pRTkxMyNTUlGrgS0tLCgN8/PHH8mu/9msiIvLOO++odrW5uSmLi4ty48YNHRP0e2NjQ+/FlkYsFtO/P/fcc/Ltb3/byUfo8+3x+Fp4h8eagynT6bRCZJ1OR9bX1/Wdtlot1QKZUu/zleD3sbEx1TB9ZTbQRrYyuRApQ1y2ZI+Fn/gaTsKKv6+vr8v8/LwcPXpURAaZCWC1s18pHo/ruDUaDSepazQa1TFoNBo6NlNTUw5UGols5YHkUIKxsTH50z/9UxEZrCtYZPl8Xlqtlly8eFFEBhYS+9aAdvT7fW3zwsKCrK6u6phcv35dPvOZz4iIyEcffaTt5Owu+XzeSThbq9Uc69FnieD98PrxhYBwjk3cjz/7rDUf1Z1/Z/FZa0xTh9XFiZd5/fh88PieL/SG9wZuq2UbW9ifn4l5g8TNeKePPPKI7rV79+5VaHBpacnZm4Jyg9brdc2TaFGh+5GRPbxsglTAFgsLC7owX3zxRfnEJz4hIiJPPPGExONxdTwuLi46MBfflyc4PyfI5ObsDqAH84HnK2DJzk6Y1TyxGRLl661T1Ue5bjabush5waBvDOUA9kun03L69GkRGcCLlrKNpJ21Ws1JhxXkAMZGt7S0tG2jYPH5JgDV8gbA/cTGxH1BJhFQcjc2NuTSpUsi4uL0fF84khmiYRiUoSjrd/CRffgaponjmbyJ8TVc0QDvd2JiwjmcC4WCHjBBhB5UN8D42GrjUJy4ckK/P8jkwYlxef4jyW6v19O19OUvf1k++OAD+a//+i9tDw7GY8eOyac+9SkRGdSCO3v2rIgMFAgeg7GxMU1bBqIJxB5KQb5PiIXj7DsOWr/28Am6d5AvKYh4ZK/n5/P3fPCfyHY/H4uFUe2aQXssZM5zLwjOg4CowynIuCIB5tHExIQzV1g5TyQSTqwrK1T4ji8s5W4khA1DCSWUUEIZORlZyyudTjsORmhxb7zxhnzpS18SEZGf//mfl+PHj4vIwOHd7Xb194WFBSefGmvSrI1YzcnHRms2m04AqtVooLWsrq5qGYGpqSnNnNFut52MIWytsRZm22IdvmxBIESA4aJUKuWwgJiePzY2Jm+//baIDOAaZvzlcjmZ/b8ByAsLC7KwsCAiAyuMYQ9Ir9dTyGFubs4JZtytWBiHYV3OacdQaa/X07xrH3/8sfzHf/yHiAygS87mwG3lDCj9/lZGiyBIKQh24f+L+Mvi8HMgCK5GH6ChTk9Py8GDB/U9cCA9k4V4riWTSQeKYgu+2+062rPNichB/gzhAUYtFosyOTkpIoM5EIlEdC5z/bezZ8/KN77xDb0v14HisZqentYMNzbkw1qybKHsxPDD2DAysROhxt7XWkg+C8vHBuXv73QN9hluj50vIi7hBHPPQo/2e9Zys2Pms9otYYOJZpwRA6V6RLZn7+HMPpbAhWe2Wi2dR0iyfK8ysocXF5lbXV3VGjGvvvqqbrQYJMidO3eUbVipVBxmGYQ3d0B2vsMrEnFriDENmjfraDSqB+sLL7wgr7/+uogMEq3+4i/+oogM2Dx37txxJgKzr4Jo2e1220kxhQOLzXRkXcA1DHnxRsfZyNfW1hy68tjYmPohVlZW5Pbt2yIyoMH7/A7WX+SLveH24B1Y3yL/jnZykuB+v69tbrfbsri4KFeuXNH/QVHhd8NsJ84egXswDT9oo+M2cv04648ISstlmWkcW4bnVyoVWVxc1Oeur6/L2tqatpvhSVyPcAc+5AA17t27VzPKRCIRBy7O5XL6XE7lxXOK4/hyuZxcunRJlR2uk5dIJDQcg8faZuEIgpstyzOIbWt9Qfx/C6H5DghbW8sqBEGHD8TWBgs6IET8lRuwJjgDStCB6Rsj/NytUuiDDa3rBfeCws2+WF6TmCvMeoUShWuC3iO32Ya23K2EsGEooYQSSigjJyNredVqNbUGON/dww8/rGUToHlD1tbWlDXXbDaVhMCsuc3NTWUrQpNmRg8LEx+gsUKzYc0J8QzXr1+XH//xHxcRkZ/92Z+V9957T0REnnnmGVlbW1NLMJ1OK3RTLBYVymLmFaBBrp2E6suZTMYbYAhNj6Ek1ty4PhnGNhqNytTUlN7vzp07WqKFISurVXM7bRApxoYtIp+GzdAJa8nQ2Din3erqqly+fFmf+/zzz8uzzz4rIiI/+MEPvAlmM5mMUz+q2WyqpcKa9bDgYYZEgpIbWwuMtdJoNOoE6TLLs1areR3y6XRaP3e7XSeuq9VqqSM8Go3q+Dz99NMKH4OZKTKwzCcmJnQuZzIZfRfValUt20gkotefOXNGTp06Jb/zO78jIgO24IcffqjtwbrqdDqOJdtoNJz3GASZQazlZeebhdP4erY0+F1xjCK/H4bQuG18D2u1MNRprTrOx4i1UygUtlWP5vEJsuSGQaU+CzPo/z7hvnEQe7FYVCuKmYOYYyID+NjGbzFJCIJYUZHBXo05BYTsXmVkD69YLOZkpLh165aIDDYqLDJOHprNZuXcuXN6eHGRRoaLarXatomzE9vQYuQsHGSYTCadYF9MaviQGAJkWIpT7zAL0GYX58BobisX9xvmr/H5eXDw+AKTmZnJC84HRwT5Hfg5Fp71jbcteMeb1uTkpF5z69YtPYgymcw2Pxf/5HvzhsbQLR8w3G4ex6D5gTHwZdiwBxnDK/w9tA9jxX4tPuCYzZVMJvWgXllZcWAghkw5KN2m8uF2QpLJpLTbbc2Q0Gw21bc1NTWla8yy6XhjG8b8C/J5sRIUdC3Woi9Ane9tWYjD3h1fy+NhM9fz/OdrMF8tfBaLxVQRs0VN+b7s4+Js7by3dDodR0nidvLaZH8gv2veM5B5h2t1YV1wNQFW5tEW3t8gPF95Lc3Pz8ujjz6607AHSggbhhJKKKGEMnIyspZXoVBwSlnAUT83N6dpa5rNphNDc+nSJQ2sZPIGQwDsZLYa9jCx8VasLcFMLhaLytSpVqvKyLt+/brEYjEntRHnNmRNizUaJmxEIlslK9giikajjnXG2iNbHuxITafTCit9/PHHcuLECTl8+LCOKfrDsRxWe8V4WrJGEJPLaotWc+MxgJXM904kEnL48GElGJw/f17bkMlknGfi/SaTScey7vV6TjwKf88Hh6Ctvt9tWiIbD+ZjqlkHPEM5fG8bTwZLa8+ePdLr9dSSTyQSChnfvn3bIbqw1sxkDNbA2YLgdiSTSanX6woVjo2NaTzY448/Lt///vdFxA3KxxoLiusLGkPua9BatCw+O6a+e/sIFz6ILYi84ROOt2PYHAgA541EXTqQylCHTEQcKJsF68BHFLNlh2y/fcgH73U2wJ5jDnO5nPaNrXTes8DY3k2yZMzJCxcuBI7lbmRkDy/U5RJxE9lmcMALsAAAIABJREFUs1m5fPmyiAyKOILq++CDD8ri4qIDoQHq4Bdn/RYiO+cPExGHoWgXAg6p5eVl+eijj0RkEOAHXxjXHxIJzjZts3JYSAV+Mus3wGYP/wgfkr6+bWxsaPT7L/3SL6nfRMSFPrmdfBBaavNuAr1tiAIzl2x/cHhaXwcvmGw269zPB8kAgvGxolih4WJ8PoYbX+/LrcjMVJ/wxsvts4Hr7JvjQxu+zvfff99JUMxZPrjv7I8TGfiicD8EOotsD6bmTS+RSOj6EdmiU9+8eVOfb31ZrOywEsXCY4DN0JdhnceN+4Z1ydki+Jk8DyzlnBVBC7tBgvxKrCQyE5oTGE9MTDjQXjKZdA53fg63hceDkyDDdSDicgD4vfN+xs8VcZnVPB8QQoPvFYtF/T9X40BoBtrZaDQ0k4alyqM9zWZTC5ICXr5XGdnDa25uTl8WD2K/v5WVenJyUjfuDz74wInnikQiSullRzAnzwUO7SutYScbY8f2MEQbpqam5IknnhCRwWSDRtZut50qykwC4HIV9XrdIRs0Gg21kEB5Rru5zb6KzyKDQx+aIGLARAaTFRPsL/7iL+Sxxx7TxMMc08PPsb4s/sxiNVlemDatEaxUVJrGuMG6YmIIxp0LJmKsOI6Js4pUq1XnwGq1Wvq9SCSi48nxbJwKCW1l36tPMcD75DnKlg8TD/jgSKVSzgaA97i4uOhcjw3wqaeeklar5SgXQfR0XN/r9WR9fd2ZV9w39rPxRpdOpzVbTb1e17l86dIl1aybzaaSn2yhTBtK4NPSMZ6cWoyVPFzP8zCVSjkW38TEhKP88XiyUsfjNkxwfTabVaupXq9rmRiRwbzC3C0UCkpgOXbsmJO2ivcjJiWx1d/pdJzxqNfrjlWHfWN9fd0hfEFQacAXN8oJxFOplH6HrUORwT7K6w9tzuVy2xAmoFksvV5P19JHH32kbUaaqXuV0OcVSiihhBLKyMnIWl5ci4phKTByRFxmjKVsi4gTDQ4NlQMzLXuIWUw2KJczbFhKPX6v1WoaaMqaHgJdg+p5QfL5vAaanjlzRg4dOqTwHpe/YAuLtXmwi6yVKLIdBmUYZnV1VfMeXrlyxbH2oO2xlYDr+PNOlF22cMGAgzZv/UU8rhau5edyOXl+LixraI6cZBfvPpVK6Tt4+umn1Y+6vLys78D2lWE2m9vQ11/72faTtW6G+rggIFtxlmFnYTIIsw2HMWUtDMqQO1uwrVZLrRi2IDhkIxqNOrko+X7tdjswMDnIircZISxMhnvYun98X0sz960fOzboz/Lysvr2ZmZmZHZ2Vu+fTqcVOs3n8457gtufzWbVuqlWq9uKfdq2wEflg38ZOeG90fYhKHjYBnajEKi9nq1cdklUKhVpt9vOPshhAHDzHDp0SDOrWLbv3crIHl6cHspCeBhc3vgBR7BPAxOx0WjoRlcul9XhbSEIwCF4hg+OQD0xPhR4IeHw4o0Bmbjxguv1umaxOH/+vMKbmUxGayB9/vOfd2jjvGCz2azTd6bqJ5NJ7ceePXucFFnsMMbGHY1GZWFhQb71rW+JyICCjrZxFnb0ScS/4NgZ7INhGR5Fv3CQMLzB8CgfXtiAeGHhkJ2fn9druCrsnj17HOgG1X5FBlkjMA9KpZJ897vfFZEtEkIQeYAhHgjgUZ/fi//OBwn8PfwcbEjZbDbQh8e+Q0vNhjBMjk0bUM7i4qJTrYH7xf5WVrC4Fh33J5FI6CaOuY/3lclkvImxMV4sOxEM2HeEtQi48tatW07mc3yPi7JiPHyuA/t+MAb79u1ThcYqxf1+35lvuFe323XaksvldP2srKzo3hCJRJwacz44Ef/j6ud8eAXtjdbX5xPQ2YOSJbNBgHler9cdhQ3/Rztx0P/+7/++/O7v/q7z/3uVEDYMJZRQQgll5GRkLS8bZGgZaSLbIUQLX7GmBc0in887AXWRyFZGBstM44rE7MxmaK7T6ahGxPRpC+mUy2W9dzKZVGfwyZMnHacqNFmrLbID/c6dO6pZ2tIEzDZkeMIyHtmZbdsKy42rEKfTaUdTAzsP8B9bJBiPdDq97f1g3H2sPrQHzywWi0rRRvtZM0cbSqWSjhuXTTl48KDD3qrX62ptrK+vq1a8b98+h37OBCEmHliShg2u3SnA1sKeTH+OxbZKmuRyOS/81mq1tpFyLGMW92LIpl6v65h86lOfUrLO9evXdR7g3ugbh6G0Wi1lmRUKBR3rUqmk981ms7J371516F++fFnHA9fi3tby8jEE2QrjviHJL0gSxWLRQRd8cDz2AlhIvV7PmddcHRjCiArKhHDGH0uJF3EJZMiWg3Zwtg3LqOR1wQgLuzFSqZQDofvGBn3Dc+w85jI5bDEy3MmIETN/UUaJWbl4TiwWk5dffllERP7wD/9QHn/8cRH5IWYbivh9CQwdcXR7pVJxXrD1EbH/C2XMgdsyPMibOl5cuVx2MrXbzO3YrDlzPCd0rVQqcvPmTTl06JCIiJw4cUIPH0ATaKc9BJgldurUKREZFOFEaqxqtbot5gqTj5mD1s/AdFwbOY9UXNVqVRlD2WzWWTxo//z8vJw5c0bjxN5++21Nonz06FGFSm7duqVQC6i5rADgM2fJP3r0qN4X/iH2g7A/AAduoVBQ6PXYsWOOv6ZWq2kbXn/9dZ0Hjz76qPbT0qKZrtxqtbxFMzF+dowhHJNnGXisnDDciudw8VVshDauzorNAMH3ePvttx1YCOunXq87vkH20VYqFbl27ZqIDNKz4Z0cPXpUi8Feu3ZNzp8/r2NVKpW0vRsbG944JPbviLhFOMHGxPcg+XxexsfHdY6ePHlSYe5UKqWH59mzZx1ou9/vq3KwvLys8aDsV+a2dbtdbT+y50N5nJmZcdqEtYAE3CID1l2/31e/oT28gmLOGDpkWHhzc9PLAYDCzr5YPJOZ0EhHJiKyf/9+GRsb04OIY/84zpLh2WvXrsn4+LjuYawoJBIJfQcPPvigEw93PxLChqGEEkoooYycjKzlxbE2zJSx+f9sTBLHmbBmDGZbqVTSoE+fQ9PnPLWWFlsNDG+ifXwfkYFm9tBDD6kmUq/XHajQl1kB7WctG1pdJpNRskOtVnNYP9ZxD2FIlJ3UGDd2yPP1sCoZiup0Opr3bnNzUz796U/Lv//7v4vIICExtDBmZk5OTjqwCzudM5mMowVCq56enlaLqlKpOKxCCzvye0M7s9mso9m2Wi21prk9t2/fduDAoCwHlilnn8/jze+UNVQLkaGt9XpdLZpnnnlGGY8fffSR0x87R3zt8bE3GZpiEg2k2Wxug9kZeoM12+v11AoTEYV1V1dXHWIHQ6z8HixMZgkr+B7IVPgeoy31el3b8/LLL6t1/8Ybb+i9LJGBrdGpqSmdY0wWYsuY40lzuZyT/4/hTZEt1uvS0pJ+LpVKDtxaq9V07lmyD5MvmPDEz7BB5Jah6du3GH1CPBj6LLIFX9p6hyy4Bu+QE4X7XDStVsupF3c/MrKHVzab9SaotIuXXzBPKssWhE/j2WefVSonY8dWGHO3NcBsclO+ByZoLpfTlzszMyMPPfSQburnzp1TCIKDLH2HFy9AHF6lUkmZdu122wm8FRHv5mTHxqZ5CTrIOVAcsEur1dLUL7Ozs5JOp+VXf/VXRWRw4Pz5n/+5iIg88MADeg0nz8VkR3s4YHlqakr279+vz8TmOD8/r3Ai2sYsQlQaYAhk//79sr6+rgd9t9vVd7B//37tMx8QUI54E/alxLEBwryArX/Wpvbhv7NPA9Dlf/7nf+r3rN+TId5CoaB9s+m3LHXex47lzCCskMGPCnZssVhUmLpcLsu7776r44G/g7LOY8VswSBfNDN5WQFAoDTuxQcpKzvlctkpqOnLaBGPx6Xb7epBMjs7qxUJFhcX9TC2viQOE2EIn9cS18lbWVlRZWt2dlZu3bqlGXc4QN7WlLOZTSA3b97UNhQKBS/0iuv4cPYdXszi5SBnjC/vtT4FGJlZ8B46nY7TBjyn2Wyq4cFtuhcJYcNQQgkllFBGTkbW8iqVSk6dK8B+iDcQcQkbnMxV/k97b/ob+ZWVj5+yy7W7vLft3tJL0klnYTqZLBNlmCxCGbFLCIZBAgnEIiFe8p4/AQkJ3vAGEAwjobDMjJDILCGgoROSTBZCOr2l17jbdtuufXPZrt+L+j2nn3t8b7Xj/uon1e97j9TqctVnufd+7ueec57znHNld7CSy/SHLAIbLGWyhPW0mDjAVq2PjVav1+X69etOABi/1Wo1b46F9bo4uZqFrWww0dCeVCrlEDPYa2APj7eMsd4fjxV7I2hbq9WSK1euqLX19NNPy1tvvSUiIj/+8Y8V3jl+/Lhet91uSyqVUkuQx7fb7crGxoaOLZNmLDsPbVhcXFRm05EjRzSAfvny5V1sQ36+Fpbh7305fhbG5WeANom4HhpK/oi4iaaZTMYLM6LfNqEU47S5uaneKFvmDKczIxEeGZMx0IZCoaD3ZeIP5hATnnjHZTAMP//8c/mzP/szEemTFR555BGH8IR37sCBA07/eDyZZIUyTmg3s4A5byuRSMg777wjIiLf/e535Wtf+5qI9N9tQIg8tq1WSwqFghJ0jhw5osSDZDLp5Dwy/MafbaEEfr4Mj6JvKysrUiqV9Nr8fCxhg6FKLojwW7/1W7oVFDw4CBM5LALARBVOKMc7ms/nndABw4Z27DhxvtFoKOLD7FQRcdZknG89vC8qQ6u8FhcX1c0vl8v68qyvr+9K3BQR3fuK6+fx/kZ4cFeuXHFebJuV71NEFk5gbNxi1vzgce1yuSzr6+v6MhcKBYdG7Es0FXEnZqfTUQXO8QCGA7DgYEyq1aoDOXFNPH6R2u22Q2eGWFo3LzpQCOvr61Kr1bRtH330kaYBfOMb3/CynVqtlqTTaV0EeTGo1WoKV1l4hMeDY1uPPPKI/Pmf/7mIiMOI+tGPfiTpdFohJi4GbGNZLNYggPKxELOtnMFMNU5XABw4Pj6u8xCJ65x4yonavDCwsmk0GhqvOXv2rNbSbLfbDvzGbUskEtoejL1I30BE30ul0i4oCvOq2+3qM+F2FYtFjdMlEglZXl529ksDhfzQoUNOygYWwFu3bsnk5KRCvtVqVQ0Xhls5GbrdbsvS0pLDkvznf/5nHXeufYm5VyqVZGpqSpm9J06ckNOnT+uY2tADxpBTJJgabtMKYEBMT09r+2/cuOFsJssGEcfwrSF9+PBh+dd//Ve9Nhcm4PO5Wg/PPR43TkvIZDJaKBzX4qR0X7856XtmZsYpusv7gfV6d+tI5vN5nQN4ZvuVCBtGiRIlSpShk6H1vNjKZouZKx1bK4ODzr78F0gINuR8CZt/8X9SmDnEVrIvyZUTkGEJMzTAkB+8rkOHDomIyLPPPqsEhWvXrqnn1Wq1HAgwmUzuqqQO8SXE2kTIZDLp7PIMYYjXPiu+py2tZD0akbt5JT6iTK1WkxMnTohI3ytFn8Gwst41+u0jyqCMFtd0QxB+fX096K0xYYLvmU6ntZ9MXGi1WrKysuJ4W7BUGRLlOYmag/CS5+fnvfCTbZ+FktmjgHDeHMY2VLaInw88IOQ78lzmBF0fZD09PS0jIyP6vDAv0H6G6XhsmcXGv/V6Pac8E8OOk5OTSpLiJHBeZ2zNQyZoMCpi2ZwYg3q9rl464Gqe80yYYmEkqNVqKQElmUx68zQtGmHLXTGM6dtVAs+Wc8N8BCWL0PR6PQdx8o0V+i7isir3I0OrvGwiJisvX+FIxKhCNFwWX/Kz/S10LsSn5PiFCx1vP3M7eULhegwFYYJ2Oh0nngYWHii9oFnzVh87OzsKvd65c8d5YVKplLL9ms2mQh9ICPX1BYqwWCxKq9VythSHcP1C3hsKNdtwrK2sgBeE41VQCHaBRX+w3XgymVQmJDapDO2d5NubCwsO5tWNGzd0u5grV644TDmrIGxSrIibQM3HAyLjrTV4WxZm3SFRNJlMSrfb1VSPo0eP6sKJYyFc+FXEZaAyxAThLTNsjIehJI6D8jwYGRmRQqHgLFxQXqurqxqnm5ub0wV1dnZWlpaW5OOPPxaRfmwMcSme+wxxcfsxbufOnRORPnzMCzJT7WdmZuTYsWMi4u5fxYaGNdosHR1ik4f5fE5o58LL1kDzCWKLgL3ZqOJ6qtwmGO3oKysSVl7MlrSJzfwucA1UhiehvHwVXaxx46sksh8ZWuXFFePZoioWi06BWQxit9v15j+I7LZC9yI8eX1Ben6x7Xc4h9vCi5u1JH2Yu1WOrNS47AuugWNBCxbpL+qszDHB5ubmnL2weBF64IEH5OWXXxaRfu4OMO5QPGR1dVUWFhaceBjkzp07Gv9aX1/XayCnCAua9XKZtg4plUrSbDYd+jPTgDnvjiue2JJfrLC4zdbyxG+zs7Py6aefiog4BXttkNzG5yDWy4ZgA0zfItpqtfSZVqtVJb0gPsrGDpfp4vI/VnBv3nOLKducd2e9OF4QeTxtP22hYSyohw8fVm/xv/7rv1RBIZ8MnkY2m3WUsa/9GCs84xs3bshv//Zv67V9hWxF+vOCUyYwj0DwQD9ZydvNbDEnuAQbV6TgXchRXsvXH6sY2cMclEfoy5VLJPobc/Iu65BisegUEMYxTAgS2T13fO8I5jGeaYjckkgkHAV+PxJjXlGiRIkSZehkaD2ver3uaH1YUXNzc84+Q5BmsxmscmDFxwj0CVvs1sPyJaTyOTYZlOMdFr/m7xlmsDAin4PjstmssvZarZZsbm4q7Le8vKznHzx4UCGqmZkZja/Mz88rG1Kkb0kChuFCwWyZ53I5efrpp0VE5C//8i+lWCzqfXjvpqWlJU1iff/999VLaLfbkkgkNBl5kBWHNp8/f16uXr3qwBOYE+Pj444Hg/tMTk461m+r1VLL2MKG1pKGlXrixAllf73wwgtO4VeMR6lUkp/6qZ9Suj57jzZBGRDgyZMnFd6EcC1B9HNlZUULnb7zzju7to/B82m1Wto26wFhLEXcenPNZlOfFc9Pnt8YU593YKFw3gInmUzugu1ERB577DEnqTeZTCrk++GHH2rfbPyZCwawB3DixAmlkT/88MPOruSYH4jzYY6Pjo4q9Gq9LfS7UChom7ErOsdL+T3FelStVh1UqNVqqbdn02t8CBF7VvY3/pvfASRTY85zbKtQKOj3XFDZXo9j4DzuXPcV44OUBYsA4J6dTsdhFd+PDK3y4s0PQ/seMTWWCQeDxE4Ii3P78h0shMLwE0MsnBvG98KLzVWteSL6CAr4zIFhFn6xOQ6TSCQcOjaKjtZqNV1QeaxWV1cdum+v13OqamBS2pfss88+E5F+YdRXX31VLl68KCKi1RdE+gF5UOinpqacRTedTntLaTHBoV6va55Lq9WSyclJh1ruI18kEoldW5r7KmQwts8FYVEAFYpoYWFB21OpVJzYAO5/+vRp+d73vievvPKKiPQXTs7p42d28uRJERH5t3/7N6W54zdbUFekb5zwQmtz0Dgm4YOSIfz8bFwV3/ExHHu089CXGsJkHm6riFvEmMMBgNJhLH3961/X6iJc7d0SWHi+dLtdnddsZNoq7Nao9UH1aCv+h+JpNpvOM2VDYXNz01tBBe8lp+7wb75785ig3xDuA8N+uIdN5bH3EQnHoHjd490EmAy2ubnpwKKhfDK+R6ywESVKlChR/q+TofW82LJmy4AtP2Z8YfdZPg4WkS8ZWWS3tWlJGiH3XUSc4O296PUIgjKpIOR5hSxCWxGCXXaGPRKJhFqsjUZDqw985zvf0fsvLCyoNX/lyhWZmprS/ZGs9Q3rlfcD6/V6GoAfGRmRf/zHf9RzGH46cuSIEj5arZa2a3Z2VrLZrON5YTwZFsvn8/JP//RPet2pqSnHqvQxnHhLCFSNQHtSqZR6UWwxc9257e1tWVhYUG8gl8tpcqetcIK2XLp0SV544QUN/lsvij1z1Nh86aWX5M6dO97CqezpFItFZY/C+vZV/OD5Ydlfg8QmM3PfuN1M1+ctXuw853eLvTVmAbJ3JiLKAjx79qyXxGMJCvwbVwzh+3PajC3S66us4hsD9L/Vauk//M2sSrs/F7cZbbDUcl84wMfk47aFiiHYQuG+dcu3tvjWV4bZOWUENVThlY2OjirR5ic/+Yk8++yzel0forIfGVrlVSgUHFgHCw0zpBgyy2QyDmuGJ1hI7gUhslLiycZwDU8cwGEi4lS4RzFVn9vPjCibHsALEisPfhFsRnyv19PF/7HHHtMxWFxc1O+xsZxIH9rjIsKMzTOExxACQwsjIyOSyWS8lN5ut6vMshdffFErK1y7dk1GR0f1JWEDoNVq6QL27W9/W2NmeJGYPo3x4KKtLIVCYddYMT2YqzRAMXHlDRHRHCQ8H164bUFmjCkvLlwcdXt728m7mZiY8C5oln7NCsGWI0MfGFpPJO5uH79X8RlobMj53gVLp/fBkT6xCzfnKfrgcF9MlGFKy7bFtVjhMQwaYqDa/Cn8DZiQ9yfzvZe2X76cNPxvoVNIyABm2JBjc4ivcszXF1tnuBmKjGE/jAFvmptIJJyqIlyibmxsTP793/9dRET+4A/+QL7//e+LiAv3ftE5aCXChlGiRIkSZehkaD2vqampXcFCCOeccP4K75nDNdSsR2WtTLbcfLldiURiV+IeYLNsNuskAnKhVPZGwDITcSFRWCkibnY8rCEmCMByClU/gFUKa+/YsWM6HidOnNA2X7t2Tb2bQ4cOSSJxN5GXt3+ZmJhQOBFBa5E+HMewYTqddhhX6Fs+n9dxu3z5so7NwYMHJZ/POzu+4hk0Gg35z//8TxEROXPmjD53JElyHg3IILdu3dJxzGQy6i2ij+wJwhrFNu0ifTgQcF6325XPP/9cj/v000+dYrq8Jxl/LpVKTiFS3DObzSpjkj121OFkdIELUfu8RRCCeF8pH7R3L8/Ll5vI97H5RpbE5CMfgKBh/8Znn2cHjxv95hxFew+fF4a2MTzIW4iEyE4831Hb096TyUrwOjDfwOblfuB8C/2FijUzimKTw1ksPIhrMpPSogDsYfmQCoQxuOoKfltZWXHYiliD6/W6dLtdRSJmZ2cVNqxUKkrg+rmf+zmFubkwwX5kaJWXZYNxLCuUKMrKJ7RX171wWN+Et3hxMpl0qKmMa/PiZBmSfBzEvli8UHBfRfxK1ken5xeIj2O2IVO5OYHZ4uS4Ni+ulUpF2XjoF+7D18YeQCL9hR+K59q1a3Ls2DEtMMuLHvefFQxefv4bkk6nHaODoWPLyEN/ms2mKk9bvYBhXU6Q5wUtlUo5rEy78Z8v3sLPjZUO7sPnQyzUyZCRvTYkBD1Z8SmUe0noPv8nrseLsIUkbT99cWJbKSKkvOz+VcxaxbGbm5s6X1Etgw3oUF/YgAil7bCSsu+oZXBayFjEXUsAh/qYffy979lwHBKf2ejhMEwmk5GrV6/qO1upVJy48M///M+LiMjf/u3fyq//+q/v6vN+JMKGUaJEiRJl6GRoPS9OnGOLKhQIhgXDUEWIDMFiEy2t54P/bSAZ8ITNIUEA3TKX2Bpnyz7ULtzTl4djraiQhcMejYg4nhePDUMX3Ca7JQss0ZWVFS2ZNDExIePj4wrRzc/POwQWjMfq6qrmnP3qr/6qbGxsyO3bt0XEtRAZFuM9pmAVszcOYQ+EA/A7OztOoijnqdjaeWzJ8ljZ58bHcc6ZzSsKeRC+nEEI2sPWr7Xm2UsO5Q4N+s3HsA0dw4zW0Dwd5H2FPLFQ2yy5JpSvhDaK+HcfF7m352WLROMczhEENO67f6hvg75nr9sHFeIzjwFfj+dUqIgyt8F6dXasGVXh2qK89xves7m5Obl48aJugbOwsKBkqnw+r/U7n332WWd7lPuRoVVeqLknstud98nm5qb0ej2F8ziJlGNJg1hQLKzIOp3OromD+9j4Qagqh7126MWyx/G1ufimD3rEC8LMQWaGYbGdnJzUcaxUKlIoFLzbp9uFlhUML9y2mj8v/JjAU1NTWrGg1WrJyMiIKjxfcjY+2zgBLzpoD8fWtra2nGTSer2ulRXy+bxWFmdYGnvBof02DmGVlEhfMfsqJuBvWwQVny2LkKFtZsqxsPIKbX5qY7SDFtF7wXshKjf/vpfv9io+hReKrYnsNjj5nfMVNrDwuzVcIPw5lUo5BZUZauQ1yAdp+trM12fl5TNuQnCphQpF7rIqfWPlSyJn4fUVkslkvCkBGxsbMjs76/ANEMdvtVp6rXK5rG1DjHC/MrTKa2ZmRgkXrLyYcs4Uz1qtJtlsVoOIjNeyWBzZl10PwbUbjYYu7sgVQkkmW9SVJzYTNrB7sEh/keIdoEMTjCelDdRDOBCLhc0XO9ne3ta/JyYmNP/qxo0bcvjwYS3+yl5hNpvVkjLNZtOhtluvFC9mrVZzcHZg5A8++KCOTaPRkFQqpVu3MA2fc0k41okdiXk8oEjy+bzOlUqlogH1jY0N3cVapF8JA5sQcsyr1+vpi2jjB2yZZzIZXdDm5+edwHi329Xr2QXIPlO+ts8at/EL63mFLHPIoEX0i8QhfJTrLyKDcpkG3Q+fBx1rFZiI64UxajBIebE3z23IZrNaCglrCbx2ezwrmNDaYtENn/LCZ0vxt5/Z+7bncB/s9zanjz0vSC6Xc1Ji8M6Xy2U5dOiQUx6N00uuXr0qIu5OEj/5yU/kfiTGvKJEiRIlytDJ0HpevNU3s87sfj7wJqanp6XT6ShE1O121XJii4y9BHz2wZO2/iBbR6Ca4j6cnQ7rjJlTyWRSpqenHTo3b0/goyVb2JFZcyJ3rSubfMieAhfJZSuMt3s4ePCgFIvFIIzCMQD2vOB5Tk5OSrFYVDhuYWFBPSLe2r7RaDgwHd+HvWROi+Dnwd4trgEZGxtzUhm4YO/IyIh6f7wJIcZEpA9RYzx0VJEGAAAgAElEQVQAgdqirug3PnNKAOBa3pYiBCnyvUNev/UqeH6GYCUb790ry/CLwn17ZRvu1duzzFmfV2m9MB4TZgtyPI/Hw3pBoTgZC3vFgAx9IQG+v+2r9cp83iLDgXhHQ5AiH8fzyz5vtNOm1FiImd8tX2UiWz2EIXQeH1TfwPf4jPduvzK0yuvcuXOOa+zLnOfKDJubm1KpVJQEkM1mFeJhaI8XSo6n4DifpNNp/S2XyzkvFj/sZrOpcFwul9MFsVAoyNTUlBM7wULHL1mpVJKHHnpIRPolhxgq5Jw2EVd5wc1Pp9OO0rUTFkqF90SbnJyUra0tpb5zfzhHiSEEhuYmJydlfn5ejh07JiIiTzzxhDc/r9Vq7VJeDFvgt06no/CbNTpGRtwCr75nICI6tg899JDcvn3bySNCEN4uqLwHWDqddvLgmDKNElBLS0tOtYxcLqf5ZT4oCM/MQnEhwkSoFJglNfjO992Hf9uLWKJI6Br2/nu5vlVK/Dcvjr5zbKyYDUkbo7WxU19clY0/Fp/yskbivcZGxK1S4lNyvrniM5asIrJxT2vo2vP5PjbVyKYOMFTP89CWpeI+Yn3u9Xpy584dERHNEd2vRNgwSpQoUaIMnQyt58V135hEwFZHs9lU+vWrr74q77//vvzwhz/Uc2AZc4FJzuKHF+bb5oJla2tLrYhqteqwayz0A/iMocFCoSD5fN6ht7LVDq/jsccek+985zsiIvLkk086iZEcWLaFOJkIwmw0tEnE3Vp+Y2NDIdVjx445cECz2dQ+XbhwQd58800R6RfZxfbkjz32mPz+7/++iPQJGsvLy9qfarXqkFEY+rXjzFapb8t3pjQnEglJp9N6vbW1tV20dhwHee2112RhYUGOHj0qIn0YA7UWGRLpdDrKjML4MTzI1Ht4r3Nzc7tYiCD1WPgL1/IF8blqCu6TTCa9MLf1EKzXwtUcQp7QfskXe2E1+uA9/o2vw9fFd5z4bdNELCmDIS9c29YT5baGihvwtbj9/A5hjWCPhCE8X6gB85s9JAgnxVvvyHpbjDj55pT1xvlevBYweoWxYjia05KwzjBBKpFIOLUnmcy1urrqFC0AXMjVg/YjQ6u8GC/l+MDW1pYuVvl8Xgf3+vXr0ul0dINDkbtQEFcN52riYJxBQTSbTedh40Vqt9vyyCOPiIjIm2++KTs7O3q9bDarxzHMxtuQIweIWWvoz8bGht7zxo0b8vzzz4tIvwoF+o62gVE3Pj6uENXk5KRCXLgHM5SgVCYnJ5UFdO7cOXn55ZdFpJ9zxft77ezsKPR58uRJvXahUNDj8vm89mViYkImJiacDQa54jbDhgy7bG1t6Rjyy2iLAeMYvKBQMlevXvWW5VpfX5dvfvOb2uZ8Pq/HTU9PK8Ox3W47DEdAlYAwcV9b+R33mZqa2rUwsBLdSyoE59TYOAwrLI73hRZ1S8O37fDBXCFFBsgtBD364GurJMfGxnS+8Z5mbLTgM280iWfPyoIVEfK3fLR1axyElJQVHhte+PmehUJBLly4ICJ9JrQvBxTlu0TuppwwnGbHDPdhRch/s2HK1WpSqZS+bxsbG5LP53Xd4bHhtYANA4wpG5O+d7ZSqagCwjuPa8/Pz+uGtO+995589NFHItJ/x2Dk8v32IxE2jBIlSpQoQydD63lZeIEtSGj/QqGgHsoPfvADmZ+f16zvZrOpuTucf8UWHbwwDp76cm0ymYysra2JiDiMQRG3MG82m1XLnIu45vN5mZqa0vs2m03NR3v00UfV5T537tyurbOZOYR7swVUrVbVCkun05LJZJxtO3jrb1xrZmZGx3dtbU3q9bomEG9sbKjFPDIyop6szS9ib4CLmzIzlMfaWsSAAdEuHFev19XDxDUwnrlcTq3SYrHowHacZA3vDInZeD7j4+M67lzEuVarOcVZGcKz2034cvJg8Yd2qg3lO9nvfbCWPcfem8/dbz6XvaaPLBFiyoU8ikajoRB6uVx2vItB/fZ5otaj4nuFCBO+40MMTJs4juN5vl+8eFG+/vWvi4jIG2+8ofMtl8vtShi259t2hhiFIGWE6h7iGs1mU9m+zz//vKyvr2sxXNtPHg8Lzd9rjjBUiSo06Hen05FLly6JSP/5criEQzT3I0OrvCyjhwce32PxEbnL6EP5kps3b+oDtSWDIOw6i+wu24JJMDMzoyzGTCbj/MaxLVYc4+Pj+qDn5+fl5MmTuqg2Gg2l9L/++utOP1l58STkaum8n1a5XFbmHxhvaM/Y2JhTUQKKbGpqSiflxsaGjI2NqaJnWDWXyylc2m63tW0cl0KCMWfl+yAvC6+MjNytGNJoNPS4jY0NfW4MyU5PT0uxWNQXYnJy0guPTk9PK+zZ6/WcaigHDhzQ/qyvryvzcHl52amS3+v1nAXJV+ppEH2bZRAzjaXb7TqQJAyIUqnksMSYpm3jT6H7hJTFoDb5lKuvb6Hz19fX5Utf+pKIiHz++ef6fDgOgrG28SwRd45ZqJSFoVfbZhsXs2xEXM+nIKziOX78uLz77rsi0l8PWLGF5gcr6kHKy5aH8tHbuW25XE7f17NnzzrsZTs2EB/cHJovHHPjOOrIyIgqzY2NDfnggw90fLHO7OzsqPGJ7/YrETaMEiVKlChDJ0PreRUKBe/uySJ3WVelUknhrscff1xqtZruK1Mulx12EH/m/CLrfbHg+3q9ruw8bEWPa4AUINL3tpBbZnc+ZZiKSyB1Oh3HAkJfwfphKMpCmeiDZRf52Ia9Xk8t+yNHjijkduPGDYeZyV4qJ95Wq1WFTvn4TqfjeF6dTsdLPPAF0znpGtZrPp9X6y6dTjv1Cy2zkq153nOLt3fJ5XLqDbfbbVlaWtJnCk+Y98/ykQh8ljD6wJ/v5XlZYW80n89rfsw777yjRBnOlYG3t9ccI/7+Xt7Wvby1e+Vv2TZxyS72mBmKstDVIIZhCFJlhqHNb+NCAJubm/q8LXzogwrt971ezyEg+PL4fJ55CDr01Sm0pZ72UmYMSfR7eT68NRB7tjYnDtfiZyXSR1Xw/qCWLPqCtYXL9yGks18ZWuU1Pz+v0AlvTc2LazKZlNXVVRHpL8LMEhO5+4B5+3iuo4eHaB+qSH/hxGRfWlqSEydOiEifJo6EaJG+8oICnZ2dVVo232dzc1M2Nja0bTs7O06NMGaMsVJrtVpaZLbXu7sR48zMjN6n3W47rKhOp+OwtLCoj4yMKAvo6aeflk8++URE+pstcsFZnqyFQkEXz1KpJFeuXBGRPsOQa0ha5tK9ih/jZfEpr/HxcYWWuC25XE6mpqYULllbW9Px/OVf/mXn+szW4gWg2WzKxYsXRaT/YsLQ4JcfC46Phm+T021Vg9ACEop5sbRaLW3PV77yFe2bjYGGJKSgrFL5IrGwe51jlUW323Uq3uBZHT582Illce08fIdr7AUq5O+2trac2DLGLZPJqMF55MgRuXnzpu4/FYor2TgXz4nt7W3vAm2VjZ1HPgo7f+eDDUNtYLHzk8fIZ2DxOodqPfcKy3Dsd3t7W+r1uoYoCoWChiEymYxChLVaTT//9V//tdyPDK3y4ooOtgIDL85cLSNkTYQEVFbf5LM5FngRlpeXZWJiQinXuVzOKdrrw6gx0bjCBCSbzTpxIQ5sF4tFZ4FljwJ9y2Qy6qmAQo9JNTExoV4hV8leWVnR+Nn29rZTaJcp10ybZe+32+2qYYFnwGWk+OULWY72OYQC5ew53rhxQxYXF0VE5NSpU/Lss8+KiMg//MM/ONVM7DPwWePLy8vy4x//WET6ngGnZvBCYa1PX5sh91LaPvp5KEazl1JPvMDb9gyihd/L89pLrMt+xrvEqAbvVO1bkPE3e1ghwob1yDh/EVIul9WQLJVKanyurKzI1taWHjuISMGfuc18rK3sz1vhWPGlL/Az9cXZfWWgbLFm+wwHvV843qILaJv1/kK5Zdvb2w5pjA1WfC6Xy+qdMSdhPxJjXlGiRIkSZehkaD0va4VxTTufhQqrxWfpiPgz/OFpMWzHWDSsjNnZWXWXL1y4IKdPn5bHHntMRNzqH2Ai4n5s6bDlxDE23sK+2+2qFQfaOzy+VqulEFK73VZIJpfLqac1Pz8v09PTCnGeOXNGPSa2gq5fvy5PPvmkXovZdTw+3W5XrVeOrW1tben1UPyXYdDQ3l72eYTiC/x8cF6r1ZLV1VX9+/jx4/L666/rM4B0Oh2HhWjvAxi2WCzKCy+8oGMDGPheFmxIQrGtUIzKx/jC3OU5HvIMRFzocr/e0iAvzHeOL3YpcneLGkZLMEdXV1fV68lms+r1F4tFB261MVJf/Avf4xlns1l9pjdu3NDaoJ9++qnzzp46dUqTavnati6mD9qzcVD7vjA7j8fGIkF8j1Dx3UFsw0ES8ib5Ox7PULzUeoU87lwZSOQuGsOpKrVaTd5++20REY2R71eGVnmtrq461RkYJ/cVkUROEU/+QQFs/M8QACuiXs+tzo5F88CBAzI7O6v7XzGExos1v4gjI/3yS1zJAxMpl8upUtrc3NT7b21tyeTkpMacTp8+Lb/wC78gIiLvv/++/OAHP9D+AJ4pFAoOeaFcLnt3lt3e3lbqP3KnuIQRxxQZBvJl4SPehT5UKhWNQXBFCn4p7AJhsX0fjTiXy8ni4qJer1QqadtCBUhtIJtzXfA3xoMXJjaCeAzswm0XV762b+4xRIZjfIFytJ3vgeN5jnMfWAkMaou9Dz8DXzFgK/baVtjgxDycmpry7kxt44QjI3fzB63C8vVXpD//OKUF83ByctLZGWBqasq7vx9DkINiXqHnk0gknL7ZHStYMfrOt7Chnf8cv+U22+fOIQpfzIsVJnJbed3jeBhvuMrrx9jYmBrK2OhVpK+wzp8/LyIit2/f1u+5cs9+JMKGUaJEiRJl6GRoPa+lpSWnioOvcGSv13NgMSZfWIuZxZIyYM0Xi0WH5YX7LC8vK3w3NzcnCwsLmgy9vr6ukNPo6KhTnJWt9+npabVIqtWqut9sETJTslwuy5kzZ+RXfuVX9LvLly+LSJ/J9bu/+7si0k8WhBcFmIJTCXx0YxHRqh4zMzOOVcm0d64uwdt+87UQrEXfVldX1eI6ePCg7rD63HPP6b23traCew1ZLwrtSqfTcujQIW3b8vKyY22GCp2KuNY6exeYO2yFQnweiU2ctQgAW/ahZGaGyOz9uD9sMfP3/C5w22xtRF9b7N8WQofAmrdQHX7zeXVgEXK/McdBpuHjRe56ACGEZC/CxbQXFxcVBZmbm9M+Pf7441Kv13U7G4sC+EhWNi2Chb0Y9rwymYzjwfR6PUUoUqmUF9WxzEf2vJg0lkqlnOfB66GFLi1Ej+/hUaEQNfqXyWScfuM+vB/g5uamjI2NaQ3F5eVlbcPa2pqmKPEOy8eOHfOO315laJUX5zjZPA8MOmP+KFzpc7n5fH44wLH5evzCMYsI12q321IoFJxrMM2cN1Vk5Vsul1U5sVLgfKVCoeBAFWNjY1r5gSuf82aSzWZTv8cC5lvQLNxjj+GxhnQ6Ha1W0W63deLae/IzSaVS2rcLFy7Ib/zGb4hIv/SVr8oC2saffUw7KAdfKZ9QDMEH9/B9Qt/bv78IvXyQWMjQ3p9hTF87EbcIwZgQu7j6fre/heJ19jjLfgwpnhAF3R7D19uPEht0DtPpGaK0/blX7NX+bSHFEAxrmXu+yhU+5RkaXzt/bFtwjK9osA/qh+zs7DjxdKxTdh9EruBfr9ed3E5fBaP7fW8ibBglSpQoUYZOhtbz4qKuImGrI5REat3+kEXAlvr29rZ6B8ViUT2EiYkJ9ajK5bJkMhnHO+BEYGZbsTXCUA57csyoy2az+hmFZ8GYunPnjkJ9uVxO28Z1zaz3ZBlboc+cLwdyiUjfwwIkWSwWFQa4deuW1ma0wfuRkRGFDb/0pS9pMjTybzBmlo3pExuY9m1LjvN99eUGXdt3Lxw/iKzg+3uQhRmCrAcdZz/zOYM8a77HIG/G5zXYOWGF0Ql+xwZdez9Muf2I7/o8dwD3+tp2L5Yevg95YiEvDJ6XD70J1VC1npeFcn199uUh+iBe3oII5zOKwbVJObfThjRwvUajob/V63WtR2rrKd6PDLXy8i22vNGeyN2HCNjQp9g4VsEPFIqHj0Mi7wMPPKBVJE6dOqWL9bVr16RQKDgsICgPJPKJuBU2UNSWYUNm9Pjw6mQyKfl8XicVs7dwffwPqrAVnqCDlNfm5qbi1KiAj3tCWq2WQoiNRsN5KXmhmJyc1Bjg66+/rsm/KKvFYpljEE6eZHiW58SgBcDChiEZpHwGKRNfm3kMAO+hPSGx7fNd26e8QhCfD0YdJHtVGtbQ8BW4tX+HoEJ7rI8R+kXaF5pT/NkXW/sin319uVdME33jdcJnYIVibvbaofimLW1nU3KwHrVaLY1Zp9NpGR8fdzZj9UGAvJ7BwEWKTLlc1nJm2WxW9wdcWlpS5uEgVupeJMKGUaJEiRJl6GSoPS/W3Fxaia0Zziliy4U9IoabGCITcbcxqVarWmrpzJkzmoiMmoAiIu++++6uoCbIE8w4Y8+rXC7LjRs39DiG/QqFghNch3dVKBScbUi2tra0P1tbW04NRHhesOJ8DCW22NlySyT6uxPDq5qfn1fPi63YRqOhSYecrAivFtdrtVoKEZ48edKBdVksMQNi28msLM7pqdfruuXG5cuXHRiF7+H7H599OVtWLOvO9uGLiEUMuCyX7bdPcEzovmylM1kp1OZBMNm97uH7HLpeiCyB9/VeUOp+SCeJRMJ5522Ba59XtV9PNNQ3RgcGwYb2Wj7Ym+fK9va2rgu1Ws3x5HgLIC7p1mg0ZGVlRUT6RRcWFxf1788++0zXnXa7LadPn9bvWdrtthK1KpWKXn9lZUVDGvwMGKbcjwyt8mIKLMc08vm8Q4fnhVrEXahYwfDCYGElTizEObVaTRfrI0eOaOxnZWXFWayZHsyK0Vb/yOVyqmgZDmPFynATrs2MRZ/48HtfBZIQ8xDsS06C5I07Q7FGCF4+nJ9Op3fFIfk4/uyLQbDwOTs7O9LpdPTajz76qHz3u98VEZFXX31V+9btdh2Fh/7aPvgSPe339hweWxZ7DkNUPko8vufzLPXedw7mR6jyhK+fPNdC7bf3tEqDn4+dK6EF3z5P3wLvg9x8CmuQwrV/D4KCB8XobHt8SsWnuC1MzekZHM/mtYo/+5S5TzFzkYHR0VGNK4+Pj+9KX+BkZKxHzDas1+ty8+ZNVXIvvviiUy3+W9/6loj0N7rEulOtVqXRaDgFFfBbIpHQFKGdnbvVdkKG615laJXX2trarlJJIn2vJYQXi4h3MeCJzDsSY8sNvgYedrPZ1LyQSqWiVkqpVJJE4m5uR7fbdXBmn/IScSnk/PIz/ZStRUxI/purLvAEty8lL+Sh8eDv2cMRuau8uMK0iDjWIj4jBsm5Lvwbe1chC3MvFi+qFeDYixcvyksvvSQi/ZeRKcn2ur5Fhz0/jif4ZK8eVshTCHl+9n8mGHA77fXupbzsnLCL/16UGYtdYEO/DYp/hc7x/Y02D5oXfO39EAMGtdv3e8jY8sWp+Bi8F7ypKVPlfe8FK0b0rdVqqfHLhcIPHDggzWZTY1G89RJ78+12W9NuRPpxKsTAbt68qe98o9GQZ555RkRErl696uyQ3ul0vIS0ZDKp7eE1Zy9za5DEmFeUKFGiRBk6GVrP68EHHxyIk4v0LVSmmWNjRJG+5wQGHQvjtoCLYAVxwdu1tTW9Ty6Xk5s3b4qIyJUrVySdTqsVlE6nNXmXXWaGd1KplB5j+8C4sLU2rTXN/WYviuMbOzt3C42yd8HQAhfZhXXHLj4zHBmuHLQHkq/iQDKZ1M9srQLz9yXS8rUshMqsyrGxMfVyGUq2tQ35+vbaPkjVl+gd8gwGxcKsZ4vP1stmqJC9dpbQnOBr2/uHPDfLQIUMspKtNzDoON/ne3m23G721EOsShZ7bfZeQ5DqoDb7EA18DnleIeYhoxmhJOVBnhePgWVlYq40Gg3HIxIRJ+bF7wyvU2tra4osIRSC6wLlKpfLu8IwTJ3nuodcSQT1D8Ef2K8MrfJ68skn9YFsbm46bjEGut1u64NaWFiQjY0NdY2bzaYqHMaD2+22PrRisShTU1NOpWRgt/l8Xunx1WpV8xg++eQTGR8fVzc5k8lodXJcX8RVUNlsVqanpx16O+9/xW62VTAhDB7njIyMOGVfeOG1RYxZsUOpgHyBa+zs7Dg7zvL9OZbEMRUR2RM8YlMCeGdaCBNt2u22viDNZlPW1ta0P1zKa2FhYWDsBb8xwYeLpvoKPHOscS9wYIgMwkqJFSuUim/nhFarpfPa7vJsY3W8cA+Cku3zwvkQhirvBZP5aPi+MeK544M60QafwrHX4rHmtnFbGKa2RXhZMQ7aG8sXy8Lne42HJVrw87b7A3LMy3dP22/7G/pXrVadd5tLOLGhnkql5JFHHhERkc8//1xWVlZ0Y9a3337bKWLM7zLel0Kh4ChJNrDY6J+ZmdF43OHDh+V+JMKGUaJEiRJl6GRoPS8LM7FnAAuKg/Plcln3phLpeztIkGWrX+SuJ5ZOpyWXy6nls7m5qUnKIHOIuNZvoVCQyclJtU6eeuopJ4jpI4mIuNs9DNrnx1rSaEM6nVaqPVN/fVtkhFhnTKpgz4shiVAAmj9beMR6Yj6qL39nyRc8XpxiYBPV0+m049WxF8OWv48YYY9jL5efB+4Zqqu5Vwl5rGyJc3UEfo65XE4rq0xMTOxiRfqeg7XgmfVm4UofHB/6HjIolQBi78PfD5K9jGvIs7ZznSnjFl71QfAhSNQ3b0Lj5mun9V59+3b5zvHdm9sg4q6BeJd4bUG4pN1uq0e1vr4uly5dEpE+6axSqSgCxe+/fZc43Qf3hjDTG0hBPp/XVBkuyLwfGVrlJSJe5ZVKpRw2HB7UrVu3dk1khvZw/vj4uFNBIpFIaIxnfX1d8VquZsFb24+Pj8uBAwfUTf7GN74hr732mh7rY9oAOuLFchDMInJ3/xy0Y3JyUt3wZrPp5Hn4JpYdQ76+VVa+Y/A5BFva70OQFR9nXz7OQ/HFCmy8hqFGNlxCCsqKjQH64oG+mJcvRuS7h++Z8ljYfByuNM7HTkxMyAcffCAi/Wr8nDvIElqEOZ6I8fAZNPa5hZ49S4j67xuL0PO5HwlBt/jNpsGgzYlEwjEYQ4qa/95LlZRQ+6wRGNpzznduSImxIrNwM9ra6XS0wk25XNZ3aXZ2Vv7mb/7GuR/mVTqd1msnk0kNl2QyGVVAlUpFcrmc/s3VQ0TEyVvFuosQzH4lwoZRokSJEmXoZGg9LxsI5TqBgLympqZU+yOBlUkBsG5499ZMJqOWAaxqWCATExPO9iRcWBfno64h4MWPPvpIPZ9araaEDeud2ERp7idbVLhPNpt1EkxbrZasrq5qX3k8mFzAXgRXpBgZuVtwlyEVtIcZiiFrGuLztHznWOvS/s3JlLg/VwzhWo9ov68yAdqN/3mcQ7lQvuPs9/bafBx/7zvP59naMRodHXWSxfF7o9FQdMAWI/Z5SPZ7hogx70LsyZAHMshD4qR6Kz7Px15vr2MY6vMgT4h/s8zFQbDooO9tO/d6jCUL+Rix9rzQePB48jFIRMY7w4SNVCqlIY0/+ZM/kenpaRHpIzeNRkPfOYYXK5WKnDlzRkT6KNOFCxdE5G7+Js6xniQXMT948KB+vh8ZWuXFLqnIXcikWq0qpjo/P6+TY2NjQwqFgrq1k5OTStW0cA0zzmzMiDPSGZqDUstkMsoeFOkzdRCfaDabCif64kD8YnPMycILuA9DVq1WSxmXlmJtYzfMKkS7GYKcnp7elXnvg/DsAs/tDxVn5eNsWgPGPZvNOizJarXqFPzEC1MsFtXQQKzRpwgYErIbRnJ8kONp9hrM6uL+8aamfJxvkfEdZxUJs1FDyrRSqcji4qKI7C6xE4IHWThFgWOttt2h/oSOtd/7FCkbZqwsBsVx7ieZ1bbRp6BsrNAe54O5B0Go1njj+9hrsfHli3kxy9NWyrD94jmOfqNaPKoBHT16VI4dOyYifeX1x3/8xyIicvr0aXn33Xf1eqOjozoXG42Gwwo+dOiQiPTX0B/96Eci0mcOosqNyG5WMT7ncjk5deqU9vN+JMKGUaJEiRJl6GRoPS+2FrnY5NzcnLrFvH3H0aNHnRwF3nNLxL/HFSwdmwyL+8M76fV6zmcOirLnk0gknF2CQ0yskEViIR2G83jbAuupheCIXC7n3U/Ix2j0MeJCn9EftIUt02Qy6bVwU6mU9qVUKkm323WIN2xVwrNmT3p8fFwKhYIGgZkNauE8bqP1VKxH7+sP/213nN0rrOV7JvDa0f58Pu9ALz6r20co8HkH1tP31c5DH3ge+hLCB3lh/P7ci/gQgmXtsRifQV6Hb07Z6/G4j42N7aoVye9p6Hp8XTsnfEQK+zs/99DWJ4Ngw9C42aRrXsNERBGWRqOh+a3lcllRoe3tbcdLZxYs7+xerVblj/7oj0RE5ODBgzpmb7zxhjNfbNFhrE2HDx9WFOX/2tqGnU7HYZZhEZuZmVFG4Pz8vCqyxcXFYCFKy/yz9QP5dz4fx42NjenD6Xa7Ui6XtQp7Pp/XtoF6L7K7egEvGj5IQ2Q3Mw1JxyIiq6urSm3l4reA03BPuziwUgrt8WTji77FwH6G2LZzPG17e1u/z+Vy2v5SqSQbGxua+J3L5ZzalegPV9/HODPr1FYW4TFg8fWH2zxo4Q5Be6EFD7/5IBVmSyI5nK/tq7pg7+WLN6IvvpgXQ1L2HP7e951vTHjh9CXU+mJeIfjRwol8bCj+5It18nuFMUylUvouA3LzxQdD8dqQkvb1IRTftO8Vp0kATrR7DVrokCFvCMfg0+m007c7d+4ohPjxxx9rnPZveyUAABpsSURBVHxra2sX1M9jxe389re/LSIily5dUiMdz9aXqjI2NqZx/yeffFI+/fRTERHHkN+PDK3y4gFF7EKk/zCh2bnigi8wzYuTz6qzMS8mb9jtTWxeFtpWKBQ0QMkTgumr3W7XKVjJwjGJTqezi+IMpQkcGmPDRYst/s7epy+e5qMXs0UVUl5seXJRTrb08/m80x/ci2OIpVLJqRCfyWQ0K39iYkLjiel0Wl9y0HZ920qESgHZhZBjQfzc7cLNyjBUqskqQh4Dvk+v19MqBzMzM+pVYrNRpHpwAD2UlrCX54Bz2MNkIpAtBM3z2Y4hxyt94+EjqPBv1jvgPuCedvH2jTW/V3Y8dnZ2nIUX8yWfzzuGqMjd+KE1vng82evBefbdD8UdmTCG+eBrty3azePC19je3na8I19qR7ValdHRUVlYWBCR/pqI9REokR13tIXfbRhVU1NTaphzhR4oSd86mkwmNUaLDSp5vPYrMeYVJUqUKFGGTobW8+K6d9Y7gjVRrVYdK87GXnANhgBtBQd4RfibPTzAjrVaTS26XC7nWB8TExPy8MMPi0jfUuFNInGfVqu1y5rnyhnwSJaXlx225MjIiFrmzz//vLaT+8ZxMcSbYPWnUqldECnuz8JJ4BZy9HlrzJrLZDKOxTs9Pa203V6v51D60ZeVlRUHTmPP68CBA/LAAw+IiOzyCEPxKq5jZ6Go0JzgoqWweHGt7e1tp64mW6wcS7KQKlvZGI9arSZXrlwRkb43AAs5m83KzMyMQjylUkmfT8h6tZYsowMMo/Jn64Va9iQLex3oF8aE925iOM56Iz5onFM2eNwQB91LNRMbr+EYKTN3EVOcmZnR94q39fAJx9wsi0/EH7th742ZdtZbZE8fbbY1Bxkyz+fzjifI6wTas7OzoxD88vKyLCws6Bo0NjYm169fF5H+HAOcl8lkFMbDPLZ1SUX6SNK1a9f0OLQ5m806m/BmMhlnHTn2/zIcr1+/rs/gfj2voVVeIuEyKT6X2/di22Kr+MwKSkR2KUD7WcSF4ra2tnSxHRsbc64XWhjsZMdxXL1jcXHRmeCMjd+5c8dLr7eLpo1D+BYTH8RjoSmf8D1tpQvO8PdVR2dlhTbzIsYxGl48WfFks1nHcOAFzNdOXzwFyrTX6zkGgG+vs9BY4X8bKwVck8lk9LmNj4/Lo48+KiL9ADhv2lcqlTS1ol6v6+LqK5ILsVCuryAyw62+MQkRKez3DHOx8Yfna2HTUDzOB/VhzGx1k5D41gLfMXxtXzm2QWLH2ZITfOsEz9dOp+OFtUVcIhMMF9sfpE9gjna7XVUWmFu4J77v9XrSbrfVCKpUKtrO27dvKwTP9+E243sf6QRtQn8ymYzmbo2Pj6uhnc1mnRxSuxnsfiXChlGiRIkSZehkaD2vVCqlrnU2m3WsbJ8VB8uRrQtYMLZWnS2ey5YsH8eBYMseg1XHTMR0Oq2J0aVSSZk+sMI48Iu21Wo1ZdedOHFCaa4ff/yxZDIZhRQuXbrkWFEsllQxiKnFYwUJEQKst2bJKtw3CG8PzhYdwxQYT9/WKZYRaRl0TO3m+7CE+ma9JSYxcDWVEOzI1+Y5BUsYtOS5uTm99sGDBxUG5WLRa2trsrq6qnO81Wo589WXBIvxZIpyqKIMPDLMd/a8LLtNZDfrzcLEPo/Gkke4bdYrY5TDes/8DrP4vC3AwiE6P0Pz1vMKpTnwZ0YXbPqIjznIXky3291FgEFfGcqdnJxUAhaqXYjc3SML60mj0ZClpSURETl//rzCfszORdgBc69arapH9L//+7/q4TFUiXFn8fUnnU4rGnDnzh1nK6hcLqfeFu9vaJOX70eGVnmtra3pYg26JsTGZUTuxqIw8LaagqWuQ+xE9Lm8jEMDp2e2Hz7funVL3njjDRHpx37AwMEk5nNwH8CDaDMm21e/+tV7Kl3feNj++BSRPTf0W4gWzXAmFhMc12w2FVZqtVp6HCsrEZfOzXkmGAd7z7GxMZmYmHAYZD5IxY4P07eZQcZV+huNhr6kYK1awwbXYuVlq/mzMuT4HselsBi1Wi1ptVq6cLVaLacaONOq2ejgOTo2NqZpI3asLCTqyytiA4DLlwH+5r/RV44R84JucxTRDpH+u+lTmFCKPhiTxaesQiEFX6jAKq+9xGK4b3gGoWfCZZb4HQXULdI3XDi2BeG94xqNhlQqFVVerVZL73Pw4EFv/BebsgI2rFarOqcWFhacuc/xPDagO52Odz+vra0tZVK/9NJLUqlU5NatWyIiu/Y05Eo+vhSU/UiEDaNEiRIlytDJ0Hpe58+fl1dffVVE+u4vW+nQ7FtbW+qpTE5OSiqV0nL+rVZLmTYcbLVeG1tRzJobGxtz6hkyk4t3Qt7Z2VGrJ5PJyFe+8hUREWfX0Z2dHWk2m+pJHj58WN18zv+6fPmysnZ+8Rd/Ucrlsnqdq6urCikOskLRD5/4vDBr1TJcGvJAOGkcljis8Xa7rZ/r9bpaZz7YEOPLOX3b29vOTs5MlJmfn1erkndvZTiExwOeChMP4N1wAdPt7W2dN3Y8GO4NeSOAqNBWZpqWy2Vlf/EYYg8keHybm5vaj3K57DBGuf0TExMOMQPzn71fZo/Csvd5XhZms94R99XmLOI+lgTAsBnaYHcRR5+bzeauuWdzqvCZYUcQG2x/rFdnt7kZBCfb730wIbPzeE7gPS+VSnLgwAER6W+v9PTTT6unfeLECXnwwQf1Hkzc4RqDly9f1jZsb2/re3bq1Cn10DY3N7XNo6OjUq1WZWVlRa+B6z300EPKSuRzQJRhyBrzY3x8XEkZU1NTimp8+OGHzpYoc3NzWsD3gw8+kPn5eRFxCVshdudeZWiV14kTJ5y4AU8qCEM1Ozs7cv78eWevLh/t1sZuOKGUcWkLazGjiOEiO8l9LLFkMinFYlGv8fnnnzuFhk+cOCEiIs8884wWtSwWi058gWnvg8RSxX395tge/uZFyKf87Pf88vK1+Znk83kHTuCxZcXEY51Op/XFtpRvjgsxzGWr5NvnzsYJQ5dcnsqWmvIpLL6m/cx/h+IoPoiWoSgs9vl83mus7ezsOPATb2ZpoeNQ4WebMsHMNptW4aOw85y0xg0rma2tLV34SqWSE3/i5P/QeAyCs7m/dq4yvGljXqzcfdey85jXCX63bTs5lgWF8Pjjj8v58+flD//wD3UMsBkkv8etVkuVX6vV8m4+KtJX9GwAcIy20Wg4ioiVIRvQELCdwZhmZZrNZh3YkFNDMpmMxmyTyaSGSH7t135Nzp49KyIuJf9+Y14RNowSJUqUKEMnQ+t5nTlzRi2UBx980LEcYIGMjo469fHeeust+dmf/Vk9zgcH2IA3B7eRcIvjYKHNzc3Jf//3f4tI3yPkwLCIa/2xRYQ2j42NOWVXzp07p9ZJJpNRKOyHP/yhvPzyyyLSh1qKxaLCi41GI5jfwn20OVuh49iaZ09sEMkjxPK0v3Fgmbfm4JwRznthMsfY2JjX8xJxIQlm0HHenM1f4bbZnDgfuw9/4xx7Pct6C41P6JyQpzE6OuokwvtqyIm4OWTsVdm5zvN4a2tLz7FJ+QzxWOahLWiLz1ykmud4KpVyEAoQD9bW1rxMPevRhJAL35iG5iiTEuw+d6HzfZ8ZjUA7ee5A+PupqSl5++23RUTk+PHj8txzz8nVq1dFROTatWty/vx5HRt4Skz4yufzMjEx4Yw7b2/ECf926yaG0zkpm9cj9iQ5oXtiYsJBJ3DttbU1hRAxJ7Gbe6lU0uu99tprmsvI/QGZaL8ytMrL7lPFDDae/KhYcPHiRclmsxoHYbYhKyIWTDw8xOnpaS8l/5NPPpFvfvObIiLy93//91IoFDTWwIsYx3Ha7baeDxo1XPhisejElTiT/8MPPxSR/rbd5XJZJ/ny8rK3soHtD7cntKANWoQtPBhaWKzyttCWSH/y+hJn0+m0ZDIZndxMu+VqG7YSfrVadfqGz7yNuY+9xosQVxLhpGAulMoMMFs3EWKhRWbuscJhWBptwJgxE9LGVHx0ePTV7ouG89EexNNE+u/B9PS07pGWTCa9ScE8D3Z2+nvCQfmwsOHGELEdx9HRUX2OxWLRGU9ct9lsOhAn+of28Hyzyc8hJcds4xDbkMV3bXyG4Nn4igEwrLu9vS1Hjx4VkX7R8M3NTa2uUq1WncRxtC2bzWqfx8fHZXZ21tnwEek2GxsbCsMyvb5WqznxdY7Hs5Lj9Qhj5qsJyQbj4uKiswtCoVBwNttFDJ/nPvML9hLmGCRDq7xs3AAPYWNjQwPt3W5Xvva1r4mIyL/8y7/I9PS0LvaM5/P1YInicyqVUlLBoUOHHPo1Jvvhw4fl+9//vl6Lqaps/WYyGY251Wo1J39jeXlZX9LZ2Vm9T61W00mZSqUURx4fH3fiEEwCwH3RBx9OL7I7HhCKE/AidK8YDYS3l+DtJ7rdrirwI0eOOHkuGOdsNisTExMa5OXYTT6f1+fLi+vW1pZsbGw4SgEvHFfesEqFyQa2Pxj3kZERDUSjgoQv5uWjbPN9uAgql77iqv9Mitjc3HTmUSjvjRdUWwYKY82eAm+W2uv1JJ/P67w6fPiwHsf3520tkFIAshAbJzbmzOSCbrerzziVSmkbHnnkEb3WrVu3dIF/4403HNo4b5hqn5Wdk2zA+uKQvCMDng8rZ18OJ/fNeoT8HPh9wfiL9BXEE088ISJ9tOjSpUtqjGazWSetAfO1UCjoGMzMzMihQ4d0fcrn8zqnLl68qAS0SqWiBKNbt27t8jJ9njH3DwYzx3nZyATpBM8J486Ep2w2q44Dl9JjJX8vpOheEmNeUaJEiRJl6GRoPa9areaFGjY3N1X7J5NJ+eijj0REFFKCpcGxgVQq5UBWvmRhEde7YTZbu912NnVk2MxCbrDmmUUEOjzTeCGWqm8/W9wdv4Uwe5ukzBJi5HHbBnle/H0IduT4U6vVcsYJ44HniXje+Pi4UzQ01H7eIiKU/mD7G/KcrBdkKzP4oMJBwpAkewNcd87Wx/N5wL522mMY2uaixHwsEAgw0TC+jUbDgZ+Yts7We7vd9sYReaxE3DlhK3bgXWL69okTJ+Rb3/qWiPQ9c5yH+zIqArEwNr8Xdk7zefZZh+a/zzvheYh3yhdnY4+O0wDK5bJsbm56a/4lEgmFVHk9wruEZ8qoDK8nHKNFrVV+dj7Yn9dQMFbRhvHxcWefPKAQLJa5i3bw/7gPJ23fj/z/Qnmtra1p1WSuWDA9PS3/8R//ISL9mBCqFoj0XXAEGzlrnAkaiC1g8G0gFNJqtRQegEtsK7OL9B8wV0zAZLNVGyzF2EcP9pEBfMeFSAKDPvsW8dALvBcI0SpjXrhZ+bIyr9VqCoMcOHBAq5FwNQgbr2KIxlepwZ5jxRJVfNcCocG3b5W9tqU0Q0HwYlKr1TTXJpfLaQwBwXnf+Fpjgttv285jxbEsLJT1el1KpZLGaO/cuaPGHxsQt2/f3rVY+6BCFiZ12DgHV2Wv1+v6Xty+fVueeeYZERG5cOGCEwtlhReae/iMv+2+ZTxW/Peg+IvvXbLKy5I5+FmxkY321+t16Xa7u9YaXJufr01dwBrW693dC65Sqega9sADD2jO58bGhpNmUalUdL7l83mF5tloEem/m0eOHBERkaefftpRfvh87do1eeWVV0RE5L333nPmBM835gdwFZv7VV4RNowSJUqUKEMnQ+15QYMfOXJE/u7v/k5ERJ566inV6CsrK2rdTU9Py8jIiFrz2WzWqSnHlRoQQAdkxzXpfImZ7EGg/D9b8Pit2+06JA2GIFnY7ecAPDPT0um0jI6OOuf6CqKy4HtfJQBLFbaQGderY0gQEqpLCKgG48ZFi7kmJe8BBosUnsrExIQ+k0Kh4E1u7Ha70m631cJkOnk6nXbo35zM6auEIeJWjeBjLBzFFnvIG0gmk9Ltdp2ajPwM0E87Dy1bEMLzI5G4m9qRy+V2PTuuLoK2sjeDPZgwL5n1yknCnESP/vNYsJXN7Fhb0w7nhLYh4ooS7GWJ7C152DLlQiiEZU9alqSvPfx8RkZG1Eu2nnyICd1oNLRdy8vL0m639W9+z3O5nEJ2zBIFqYPhVnweGxtTb+t73/ueJgsfO3bMCaUcPXpUnn32WRHpe9moRcjhiVOnTskrr7zihRr5Gf7Mz/yM/Omf/qmIiPzmb/6mNJtNZXMz6cSOjU2j2a8MtfLCpLpx44aWVnn//fedBQwP4OjRo3L79m357LPPRKQ/cEy5BguqWCxqRWdbNoZfWGY4Mj0fNHdWeJx7xBULbE4Sv2S+fZgYGgPbkDeghNh4ACYL4nG8qFu6MPpp2UmsvGw1bb4XrgvmFM7liQp4olqt6rW2t7f1+0ajIYVCQWHdYrGo18vn87rYc27K9va2lMtlhRcXFxd1DAuFgi7i9XpdlWa9XneeD9OIub2sWKFUcV/eONSXoyRydwcEvNhcWaRQKCgDlQVpAL6YIG9+ynN3cXFRms2mwkrlclk3ruTnVCwWHcbm1taWjg/DgzxXFhcXHaXPc4IrOjQaDY3h8bMqFAq7YiWs3Blyw/PZ2NiQQqHg5Ir58gJ98SeGr9jgYzieYXveh4wX3U6nowt/Pp930mYYBrbjwc8Nc6darTpzP5PJeN/zw4cPy+OPP67n49kgFsZzHtfmEky/9Eu/5FQF2tnZ0bZevHhR3nzzTe0frw14hp1OR0qlkvZ1cnLSMWgw3z/88EP5nd/5HRG5O29YodsqO7gfM4/vRyJsGCVKlChRhk6G1vOqVqsO7ABLi7O2OVDfaDQkl8spsePIkSPOPkrw1kRELVdb8yzEMuM8JkBs7NHYmnC4Fj7DcoV1wkUyLYOOPT++hiUR+FhV8PCYdMIQE/eNYRNbgYDhSYZH+bNluaE9DNdubm7qdSuVivYln8873sn4+LhuvcAZ/vwMRkdHnW0hlpeXHc/HVzUC8C7nhuGe/Ay5nb1eT5rNprcOXmiugKmHa3MuYaPRcBh0IeKBJUVw/UBA4airydAn0AWGr5rNpsJFKO4Mj4DJAgylWcYaJ/nz3OD8LYbZQHziXER4oktLSw4igXGbnZ11EtHhXWM8fMQhH5kkBC+y8Py3c4JhXWYoc94eoyXpdNp5f5jExftscZ0/TmZeX1+X//mf/9FzcJ9kMikTExNazPfmzZs69i+99JJ6iCDZiPTRp6WlJTl37pyIuMgSozUzMzOal5VIJKRerzvPl98fZjXiecAjY4+T1ypeG3yVWfYjQ6u8arWaMwHxEA8dOqTKp9vtajXljz/+WI4fP67K6+DBg/qZF+uxsTGnIOvOzo7jMuM3rhB98uRJh7LKzB0bO/F95oUS7WEWHX6zFcxtYiUvInwt+z1DW7YKhB1PKC8bH/Cdg5eUFSmovjAqDhw4oDBIp9NRiOjOnTv6PMfHx2VyclIXwfn5eTl27JiIuPHBSqWiL3KxWJSjR49qOTC8rLgPrnXw4EFHmRcKBYXdRO6+0EwNv337tlYyQGFgNih8cCsv0js7O5LJZLQNrAg2Nzc1oZQrGaASOGCYkZERVeAPP/ywU00F0OB7770ns7OzuuHp1NSUHD9+XPtw7do1vT8WOiTLM9PM96xtPJCr3HO8Jp/P6yJooVeG5vD8RPrvDCs5LOgLCwvOO8eljRqNho7b+Pi49rnVasn6+ro+U96gdWRkRBXmysqKwpiZTEZmZmb0fc5kMmrMFgoFvXatVtN7smJGvIiNLY7bYay3t7ednRIYMmaD9ebNm/L+++/r9xinYrEoBw4c0PhkIpHQyihXrlzZBUmKiM5VGOoHDhxQeLFYLGrf2u22/MVf/IWI9MvdHTx40Im1Y6ympqYc4xHMxbGxManX6zoX8Q6jnbZCjYg4yn8/EmHDKFGiRIkydDK0nler1XK8GHgTrVZLLZXr16/LQw89JCIiv/d7v+ewrHK5nFpO9Xpd3V/OiYB3BIuz2WxqPszzzz+vVsZHH33kWKXtdtuxZBmq4H2pIHDLff3hoDmfDyiLreSQG845J5aN9kXF3iOUF8UsqNHRUbUWuYCohZEgo6Ojsrm5qYH/2dlZfSa3b9/WIshHjhzR54uSR7B4K5WKtokt7rNnz2rx0DNnzsjKyoq88847ehzvuYU5MTMzI1/96ldFpL+n2ltvvaVWJRMZuNZfMpnUe25sbDjsSevRcC4UrNGFhQV56qmndHzz+bzCQeg/2gnr/YknnpByuaykpEwmo9tssEe0tLSkx8CzQR+SyaTD+uQaeVZ4zvNu3xgHhotQFgj9Y6ubYWUuHwSyAUOx8Pbm5ubkueeeE5F+nidqBM7OzsqZM2f02ZXLZW3PysqKevAvvviig2iUy2W5fPmyiLjEEK43ODc3JydPntTr4p6ANhk2hDA7j4segIGLsYZ3jnMw3sViUU6fPq3Xy+Vy2rdz585pH27duqXP98tf/rLuEXf27Fk5ffq0/PRP/7SI9N+L27dvi0h/XgIR+au/+itlKJ48eVLOnDmjz6FQKGjRcHjv9rl1Oh2Zn5+XL3/5y/pMbty4oePJ6xQ8t/v1vBK9++UrRokSJUqUKP8fS4QNo0SJEiXK0ElUXlGiRIkSZegkKq8oUaJEiTJ0EpVXlChRokQZOonKK0qUKFGiDJ1E5RUlSpQoUYZOovKKEiVKlChDJ1F5RYkSJUqUoZOovKJEiRIlytBJVF5RokSJEmXoJCqvKFGiRIkydBKVV5QoUaJEGTqJyitKlChRogydROUVJUqUKFGGTqLyihIlSpQoQydReUWJEiVKlKGTqLyiRIkSJcrQSVReUaJEiRJl6CQqryhRokSJMnQSlVeUKFGiRBk6icorSpQoUaIMnUTlFSVKlChRhk6i8ooSJUqUKEMnUXlFiRIlSpShk6i8okSJEiXK0ElUXlGiRIkSZegkKq8oUaJEiTJ0EpVXlChRokQZOonKK0qUKFGiDJ1E5RUlSpQoUYZOovKKEiVKlChDJ1F5RYkSJUqUoZOovKJEiRIlytDJ/wNx/oSN1lzqWAAAAABJRU5ErkJggg==", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imageplot(clamP(fHard), string(\"Hard, SNR = \", string(snr(f0, fHard))) )" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Wavelet Denoising with Soft Thesholding" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The estimated image $\\tilde f$ using hard thresholding.\n", "suffers from many artifacts. It is\n", "possible to improve the result by using soft thresholding, \n", "defined as\n", "$$\\tilde f = S_T^1(f) = \\sum_m s_T^1(\\dotp{f}{\\psi_m}) \\psi_m$$\n", "$$\n", " \\qwhereq\n", " s_T^1(\\alpha) = \\max\\pa{0, 1 - \\frac{T}{\\abs{\\alpha}}}\\alpha.\n", "$$\n", "\n", "Display the soft thresholding function $s_T^1(\\al)$." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "thresh_soft = (u, t) -> max(1 - t./abs(u), 0).*u\n", "alpha = linspace(-3, 3, 1000)\n", "plot(alpha, thresh_soft(alpha, 1))\n", "axis(\"equal\");" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Select the threshold." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "T = 3/2*sigma;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Perform the soft thresholding." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "aT = thresh_soft(a, T);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "To slightly improve the soft thresholding performance, we do not\n", "threshold the coefficients corresponding to coarse scale wavelets. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "aT[1:2^Jmin, 1:2^Jmin] = a[1:2^Jmin, 1:2^Jmin];" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Re-construct the soft thresholding estimator $\\tilde f$." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "fSoft = perform_wavortho_transf(aT, Jmin, -1, h);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the soft thresholding denoising result." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imageplot(clamP(fSoft), string(\"Soft, SNR=\", string(snr(f0, fSoft))) )" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "One can prove that if the non-linear approximation error \n", "$\\norm{f_0-S_T(f_0)}^2$ decays fast toward zero when \n", "$T$ decreases, then the quadratic risk \n", "$\\EE_w( \\norm{f-S_T(f)}^2 )$ also decays fast to zero \n", "when $\\si$ decays. For this result to hold, it is required\n", "to select the threshold value according to the universal threshold rule\n", "$$T = \\si \\sqrt{2\\log(N)}.$$" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Determine the best threshold $T$ for both hard and soft thresholding.\n", "Test several \$$T\$$ values in $[.8\\sigma, 4.5\\sigma[$, \n", "and display the empirical SNR $-10\\log_{10}(\\norm{f_0-\\tilde f}/\\norm{f_0})$\n", "What can you conclude from these results ? Test with another image." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "ename": "LoadError", "evalue": "could not open file /Users/gpeyre/Dropbox/github/numerical-tours/julia/Exos\\denoisingwav_2_wavelet_2d\\exo1.jl", "output_type": "error", "traceback": [ "could not open file /Users/gpeyre/Dropbox/github/numerical-tours/julia/Exos\\denoisingwav_2_wavelet_2d\\exo1.jl", "", " in include_from_node1(::String) at ./loading.jl:488", " in include_from_node1(::String) at /Applications/Julia-0.5.app/Contents/Resources/julia/lib/julia/sys.dylib:?" ] } ], "source": [ "include(\"NtSolutions/denoisingwav_2_wavelet_2d/exo1.jl\")" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## Translation Invariant Denoising with Cycle Spinning" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Orthogonal wavelet transforms are not translation invariant.\n", "It means that the processing of an image and of a translated version of\n", "the image give different results.\n", "\n", "Any denoiser can be turned into a translation invariant denoiser by\n", "performing a cycle spinning. The denoiser is applied to several shifted\n", "copies of the image, then the resulting denoised image are shifted back\n", "to the original position, and the results are averaged.\n", "\n", "This corresponds to defining the estimator as\n", "$$\\tilde f = \\frac{1}{M} \\sum_{i=1}^{M}\n", " T_{-\\de_i} \\circ S_T(f) \\circ T_{\\de_i}$$\n", "where $S_T$ is either the hard or soft thresholding, \n", "and $T_\\de(f)(x) = f(x-\\de)$ is the translation operator, \n", "using periodic boundary conditions. \n", "Here $(\\de_i)_i$ is a set of $M$ discrete translation. Perfect invariance\n", "is obtained by using all possible $N$ translatation, but \n", "usually a small number $M \\ll N$ of translation is used to obtain approximate\n", "invariance.\n", "\n", "Number $m$ of translations along each direction\n", "so that $M = m^2$. " ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "m = 4;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Generate a set of shifts $(\\de_i)_i$." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "ename": "LoadError", "evalue": "could not open file /Users/gpeyre/Dropbox/github/numerical-tours/julia/ndgrid.jl", "output_type": "error", "traceback": [ "could not open file /Users/gpeyre/Dropbox/github/numerical-tours/julia/ndgrid.jl", "", " in include_from_node1(::String) at ./loading.jl:488", " in include_from_node1(::String) at /Applications/Julia-0.5.app/Contents/Resources/julia/lib/julia/sys.dylib:?" ] } ], "source": [ "include(\"NtToolBox/src/ndgrid.jl\")\n", "(dY, dX) = meshgrid(0:m-1, 0:m-1)\n", "delta = cat(2, reshape(dX, m*m, 1), reshape(dY, m*m, 1));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "To avoid storing all the translates in memory, one can perform a\n", "progressive averaging of the translates by defining $f^{(0)}=0$ and\n", "then\n", "$$\\forall\\, i=1,\\ldots,M, \\quad f^{(i)} = \\pa{1-\\frac{i}{n}} f^{(i-1)} + \n", " \\frac{i}{n} T_{-\\de_i} \\circ S_T(f) \\circ T_{\\de_i}$$\n", "One then has $\\tilde f = f^{(M)}$ after $M$ steps." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Initialize the denoised image $f^{(0)}=0$." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "ename": "LoadError", "evalue": "UndefVarError: delta not defined", "output_type": "error", "traceback": [ "UndefVarError: delta not defined", "", " in macro expansion; at ./In[24]:5 [inlined]", " in anonymous at ./:?" ] } ], "source": [ "fTI = zeros(n, n)\n", "T = 3*sigma\n", "index = 1\n", "for i in 1:m*m\n", " fS = circshift(f, delta[i, :])\n", " a = perform_wavortho_transf(fS, Jmin, 1, h)\n", " aT = thresh_hard(a, T)\n", " fS = perform_wavortho_transf(aT, Jmin, -1, h)\n", " fS = circshift(fS, -delta[i, :])\n", " fTI = i/(i + 1.0).*fTI + 1.0/(i + 1).*fS\n", " index += 1\n", "end" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "imageplot(clamP(fTI), string(\"TI, SNR = \", string(snr(f0,fTI))) )" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# Exercises" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "*Exercise 1:* Study the influence of the number $m$ of shift on the denoising\n", "quality." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "*Exercise 2:* Select the best threshold $T$ for the translation invariant denoising." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "*Exercise 3:* Implement a block-thresholding method, that threshold coefficient in square blocks according to the energy of each of these blocks." ] }, { "cell_type": "raw", "metadata": { "collapsed": false, "deletable": true, "editable": true }, "source": [ "" ] } ], "metadata": { "anaconda-cloud": {}, "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 }