{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Image Approximation with Orthogonal Bases\n", "=========================================\n", "\n", "*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_python/) for details about how to install the toolboxes.\n", "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\enscond}[2]{\\lbrace #1, #2 \\rbrace}$\n", "$\\newcommand{\\pd}[2]{ \\frac{ \\partial #1}{\\partial #2} }$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\umax}[1]{\\underset{#1}{\\max}\\;}$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\uargmin}[1]{\\underset{#1}{argmin}\\;}$\n", "$\\newcommand{\\norm}[1]{\\|#1\\|}$\n", "$\\newcommand{\\abs}[1]{\\left|#1\\right|}$\n", "$\\newcommand{\\choice}[1]{ \\left\\{ \\begin{array}{l} #1 \\end{array} \\right. }$\n", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "$\\newcommand{\\diag}[1]{{diag}\\left( #1 \\right)}$\n", "$\\newcommand{\\qandq}{\\quad\\text{and}\\quad}$\n", "$\\newcommand{\\qwhereq}{\\quad\\text{where}\\quad}$\n", "$\\newcommand{\\qifq}{ \\quad \\text{if} \\quad }$\n", "$\\newcommand{\\qarrq}{ \\quad \\Longrightarrow \\quad }$\n", "$\\newcommand{\\ZZ}{\\mathbb{Z}}$\n", "$\\newcommand{\\CC}{\\mathbb{C}}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\EE}{\\mathbb{E}}$\n", "$\\newcommand{\\Zz}{\\mathcal{Z}}$\n", "$\\newcommand{\\Ww}{\\mathcal{W}}$\n", "$\\newcommand{\\Vv}{\\mathcal{V}}$\n", "$\\newcommand{\\Nn}{\\mathcal{N}}$\n", "$\\newcommand{\\NN}{\\mathcal{N}}$\n", "$\\newcommand{\\Hh}{\\mathcal{H}}$\n", "$\\newcommand{\\Bb}{\\mathcal{B}}$\n", "$\\newcommand{\\Ee}{\\mathcal{E}}$\n", "$\\newcommand{\\Cc}{\\mathcal{C}}$\n", "$\\newcommand{\\Gg}{\\mathcal{G}}$\n", "$\\newcommand{\\Ss}{\\mathcal{S}}$\n", "$\\newcommand{\\Pp}{\\mathcal{P}}$\n", "$\\newcommand{\\Ff}{\\mathcal{F}}$\n", "$\\newcommand{\\Xx}{\\mathcal{X}}$\n", "$\\newcommand{\\Mm}{\\mathcal{M}}$\n", "$\\newcommand{\\Ii}{\\mathcal{I}}$\n", "$\\newcommand{\\Dd}{\\mathcal{D}}$\n", "$\\newcommand{\\Ll}{\\mathcal{L}}$\n", "$\\newcommand{\\Tt}{\\mathcal{T}}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\al}{\\alpha}$\n", "$\\newcommand{\\la}{\\lambda}$\n", "$\\newcommand{\\ga}{\\gamma}$\n", "$\\newcommand{\\Ga}{\\Gamma}$\n", "$\\newcommand{\\La}{\\Lambda}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Si}{\\Sigma}$\n", "$\\newcommand{\\be}{\\beta}$\n", "$\\newcommand{\\de}{\\delta}$\n", "$\\newcommand{\\De}{\\Delta}$\n", "$\\newcommand{\\phi}{\\varphi}$\n", "$\\newcommand{\\th}{\\theta}$\n", "$\\newcommand{\\om}{\\omega}$\n", "$\\newcommand{\\Om}{\\Omega}$" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "This numerical tour uses several orthogonal bases to perform non-linear image\n", "approximation." ] }, { "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": [ "Best $M$-terms Non-linear Approximation\n", "-----------------------------------------\n", "This tours makes use of an orthogonal base $\\Bb = \\{ \\psi_m \\}_{m=0}^{N-1}$\n", "of the space $\\RR^N$ of the images with $N$ pixels.\n", "\n", "\n", "The best $M$-term approximation of $f$ is obtained by a non-linear\n", "thresholding\n", "\n", "$$f_M = \\sum_{ \\abs{\\dotp{f}{\\psi_m}}>T } \\dotp{f}{\\psi_m} \\psi_m,$$\n", "where the value of $T>0$ should be carefully selected so that only\n", "$M$ coefficients are not thresholded, i.e.\n", "\n", "$$\\abs{ \\enscond{m}{ \\abs{\\dotp{f}{\\psi_m}}>T } } = M.$$\n", "\n", "\n", "The goal is to use an ortho-basis $\\Bb$ so that the error $\\norm{f-f_M}$\n", "decays as fast as possible when $M$ increases, for a large class of\n", "images.\n", "\n", "\n", "This tour studies several different orthogonal bases: Fourier, wavelets (which is at the heart of JPEG-2000),\n", "cosine, local cosine (which is at the heart of JPEG).\n", "\n", "\n", "\n", "First we load an image of $N = n \\times n$ pixels." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "n = 512\n", "f = rescale(load_image(\"NtToolBox/nt_toolbox/data/lena.png\", n));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display it." ] }, { "cell_type": "code", "execution_count": 4, "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": [ "figure(figsize = (5,5))\n", "imageplot(f)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Fourier Approximation\n", "---------------------\n", "The discrete 2-D Fourier atoms are defined as:\n", "$$\\psi_m(x) = \\frac{1}{\\sqrt{N}} e^{ \\frac{2i\\pi}{n} ( x_1 m_1 + x_2 m_2 ) },$$\n", "where $0 \\leq m_1,m_2 < n$ indexes the frequency.\n", "\n", "\n", "The set of inner products $\\{ \\dotp{f}{\\psi_m} \\}_m$ is computed in\n", "$O(N \\log(N))$ operations with the 2-D Fast Fourier Transform (FFT)\n", "algorithm (the pylab function is fft2).\n", "\n", "\n", "Compute the Fourier transform using the FFT algorithm.\n", "Note the normalization by $1/\\sqrt{N}$ to ensure orthogonality (energy\n", "conservation) of the transform." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "fF = (plan_fft(f)*f)/n;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display its magnitude (in log scale).\n", "We use the pylab function fftshift to put the low frequency in the center." ] }, { "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" } ], "source": [ "figure(figsize = (5,5))\n", "imageplot(log(1e-5 + abs(fftshift(fF))))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "An image is recovered from a set of coefficients $c_m$ using the inverse\n", "Fourier Transform (pylab function ifft2)) that implements the formula\n", "\n", "$$f_M = \\sum_m c_m \\psi_m.$$\n", "\n", "Perform a thresholding." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "T = .3\n", "c = fF.*(abs(fF) .> T);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Inverse the Fourier transform." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "fM = real((plan_ifft(c)*c)*n);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the approximation." ] }, { "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": [ "figure(figsize = (5,5))\n", "imageplot(clamP(fM))" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 1__\n", "\n", "Compute a best $M$-term approximation in the Fourier basis of $f$, for\n", "$M \\in \\{N/100, N/20\\}$. Compute the approximation using\n", "a well chosen hard threshold value $T$." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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f8pSn6Nhjj9V55523WzYIGRkZWVJSfXd3t/r7+/d43VLl1FNP1cknn6ybb75ZzWZTxx57rK6//npJez7eZv369bruuuuUJElbKsD/5Zg+85nPlCT913/91wFnYFPZs6S2tF32hy09/PDDJWm/nKl5sNjSH/7whzrrrLN00kkn6ZJLLlnSPdK8fT3//PN1xRVX6B/+4R+WfB/iY7U3LPh9kQPZlqY5q3spL37xi5XNZvWLX/xitztX//CHP2jz5s27pfiRd73rXfc53+rDH/6w1q9fv8cf31W6KznmmGP0m9/8ZtHBzDfeeKPK5fJugU02m9VjHvMY/frXv1703Y033qiNGzeqt7d3ye3an8JGhU7GHznnnHO0bNmyJeVbIUcffbRe+tKX6jOf+Yw2b968x+tPOeWUJY3Vm9/85iXXYalSKBR03HHH6UlPepIKhYJ+9KMfSVKbw+gkxxxzjKrV6qJdsTfeeGP4fleyevVqdXd364477lj03W233bbkus/NzUnSft14lsr9R1Jb2i77w5by8oA9ger7Kg9UW3rjjTfqxS9+sR7/+Mfrsssuu0+75UnJGB8fX/I9LksZq9SWpszqXkulUtGnP/1p3X333YsOp3a5+uqrtXbt2o47O2M56qijwoQ98sgjlzRh9mee1amnnqpvfvOb+ta3vhWW4oaGhvSNb3xDL3zhC9tyqDZv3qxqtaqHP/zhbfe/853v1K9//evQ3ttuu03XXnut3vrWt+7x+fsiO3bs0MjISHirDdJoNHTNNdcom83udremMwKPfexjl/zct7/97frKV76ij370o/rYxz6222v/EjmrneSOO+7QJZdcohe84AVtTnN8fDxsDIGNeNGLXqRzzz1Xn/rUp/Sv//qvkubfMHTJJZfo0EMP7XjsC5LL5fTc5z5X3/72t7V58+aQa3Xrrbcuyt3anXDQ+H0Zl1QOHElt6d7b0pGREfX39yuXy4XPZmdntWnTJhUKBZ144ol7rGssB5stvfXWW3XSSSdpw4YN+u53v7vL8R0aGtLKlSsXbTb9/Oc/L0ltetnJlg4ODi4CpFu3btUXv/hFHX300bvNr05tqdKXAixVOHj6V7/61W6viw/jffrTn5684hWvWHJ5d9xxR5LL5RJJ/+cHWc/NzSVPetKTkkqlkrznPe9JPvnJTyaPetSjkt7e3uSPf/xj27XHH3/8ooOIJyYmkqOOOipZs2ZN8sEPfjC5+OKLk8MPPzw55JBDkoGBgbZrb7jhhuS9731v8t73vjdZs2ZNsmHDhvD/DTfc0HatpD2+NOBXv/pVkslkkmc+85nJRRddlHzxi19MNm3alDz2sY9NJCXnnHNOuJaDrP3A7iRJktHR0aS/vz+RtKSDrJGTTjop6enpSYaGhnZbx/0pd999d+ivJz7xiYmk8P9XvvKVtmsf8YhHJO9+97uTz3/+88n555+frFixIjnyyCOTLVu2tF2HTn7pS19q+/xtb3tbIil59atfnXzuc59LTjrppERS8rWvfW2P9bz55puTUqmUHHHEEcmmTZuS973vfcnatWuTo48+uuNB1sccc0zy1a9+NfnqV7+afOELX0je9KY3JcViMVm1atWi+qZyYEpqS/efLf3Sl76UHHXUUck73vGO5JJLLkkuuuii5NGPfnQiKbnooosW1Su1pe0yMTGRHH744Uk2m002bdoUbA8/P/vZz8K1F198cfKwhz0secc73pF85jOfST784Q8nz372sxNJyQtf+MK2cjvZ0le84hXJ0572tOTCCy9MPvvZzybnnXdesnLlyqRQKIQXXOxODnZbmoLVJcreGNixsbGkq6srueyyy+5TeS9/+cv/IgY2SZJkZGQkeeUrX5msXLkyKZfLyfHHH9+xjp0MbJIkyb333puceuqpSV9fX1KpVJIXvOAFyR133LHoOt660ennggsuCNdNTk4mkpLTTz99t/WemJhIPv7xjyfPfe5zk8MOOyzJ5/NJb29v8uQnPzn53Oc+l7RarXDtrgys1+u+GNjrr79+Ub3/t4U2dPqJndHpp5+eHH744UmhUEgOOeSQ5DWveU3bW2iQXYHVZrOZXHTRRcmRRx6ZFAqF5FGPelTyb//2b0uu6w033JA87nGPSwqFQrJx48bkkksu2eVbV7wd2Ww2WbNmTXLGGWckf/rTn5b8vFTu35La0nbZF1v661//OnnhC1+YHHrooUmhUEgqlUry1Kc+tWM/pbZ0sfBWqV39vPzlLw/X/upXv0r+7u/+LjniiCOSYrGY9PT0JMcee2zy0Y9+dNFb2DrZ0ksvvTR5+tOfnqxevTrp6upKVq1albz4xS9e9Nav3cnBbEszSZIk+8LMprJrueyyy/SSl7xEQ0ND+3XDzMEkV199tV7wghfo5ptv1mMe85i/dHVSSSWVv4CktnTfJbWlqRzIkm6w+l+UZcuW6ROf+ERqXPdBrrvuOp1++umpcU0llYNYUlu675La0lQOZEmZ1VRSSSWVVFJJJZVU7reSMquppJJKKqmkkkoqqdxvJQWrqaSSSiqppJJKKqncbyUFq6mkkkoqqaSSSiqp3G8lBauppJJKKqmkkkoqqdxv5YB9g9W73/3u8C7nVqulQqGgQqGgcrms5cuXa+XKlVq1apX6+/uVz+fVarVUrVY1NTWlarWqRqOharWqVqulYrGo3t5e9fT0KJvNKpPJKJfLKZ/PK5fLKZPJhM+azaZGRkZ0zz33aHR0NPxuNpvKZDJKkkTNZlNJkiibzaqrqyvcy1tUZmdnw2vP8vm8yuWystms5ubm1Gq1xJ63XC4X6iXNv0GE9nZ3d6tQKCifz6vRaGh2dlb5fF6FQkGS1Gw21Ww2VSgUVCqVJEnT09MaHh5WvV5Xb2+vSqWS+vr6lCSJarVa6Bdp/vWc3idzc3OanJxUrVZTJpNRPp8Pdezq6gp91dXVpWw2q3w+r2KxqCRJ1Gg0wmsHu7q6Qt8WCgXlcjnNzc2pWq1qdnZWuVwufC8p9AljkCSJ5ubm1Gw2w7WlUkm5XC70HW9zaTQaqtfrSpIkjEM2mw1lUCf6CD1pNBptY5jL5cJv6kSZ+Xy+rW7NZlOzs7NBT/mfMaJ+9Bdj2Nvbq+7ubmWzWTWbzba6dXV1aXZ2NpTb1dUV2kObqWuxWAz94XqQzWZD26lPvV7X+Pi4RkdHVa/XNTMzo1ar1VY/fksKetzf36/ly5erVCqp1WqFejGm9Xpd27Zt09jYmLZt26ZGo6FyuaxKpSJJarVaqtVqqtfrmpubU6PRaOsX6u1tbTabmpmZUb1eVzabVaVS0YoVK9TT06NMJhO+p4+Z35Tj8z9JkqDDzL/+/n6VSiVVKpWg77Ozs3r3u9+91zbqQJH/9//+n2ZmZjQzM6NaraZ169Ypk8loYmJCPT09Wr16tQ499FCtXLkyjF2hUNDs7KxqtZqSJAnjvGbNGpXL5aArzItly5ZJUrAfuVxOo6OjSpJEIyMj2rlzp7Zs2aLx8fGg6/V6XZlMRitWrFA+n9fk5KQkqVQqhbcI9fT0aGpqSjMzM+rp6VFXV5fm5uZUKpWCDhQKBa1du1aVSkUzMzOanJwMNoT7ent7tW7dOv35z3/W7OysDjvsMI2MjKjVaumwww5TLpfTli1bVC6XQz/ceuutKhaLbTaqVCqpu7tbrVZLY2Njoe3d3d1KkkRjY2PK5XJas2aNms2mRkdHVS6XVS6X1Wq1gl+Ym5tTuVxWV1dXmN+ZTEZzc3PK5/OqVCrhlZnFYjHYq3K5LEmanJxUb29vsO3ZbFazs7MqFouhTPoQG5EkSbBnSZKEt2zNzs4GGzI7O9tmX5iP+XxezWZTc3Nz6u7uVrVabbOL5XI5zHV8JX7NbTT2slKpqKurS7VaTa1WS9lsVtPT08rlcpqdnVU2m23rp3w+r1qtplKpFManVCqFZ9FHjAOvSKXsSqUSbFm5XA7+NJvNBh3v7u4OfeW+J5PJaHx8XENDQ8G+4NdqtZq6u7uVz+dVrVY1NzenXC6ncrms7u5urVq1Sj09PcH3FQqFMA5zc3MaHh7W9u3bNT09Hewf/mhmZiaM4cTERLgX/ybN+0DecNZsNtVoNJTNZoN/4ZnNZrMND9Tr9dDWrq4uzczMaG5uThMTEwF/jI6OqlarKZ/Pq7u7W1NTU1q2bFnAUEcddZTWrVunsbExjY6O6p/+6Z/2yU4dsGC1UCho2bJlwTDi1DEWGK1arabZ2dngrOr1elBQQFyxWFSxWAzKCVj09zoDDNz5+/NwikmShPIBFCgU5QOImKClUkldXV1qtVrhR5pXpO7u7gBmZ2dnw4TO5/MB+EnzTr1YLIb+wNkCIJkAgLK+vr5QNv0jKfQJ5QFAuL/RaCiTyQTg7UbP+8vBHX1DmwC0fOfgjP7iJ5/Ph2cABhH62QEJ5VI3gCX1YRwZS/8fowxo4/nUBYPuz+M6/sfRokOUPzc31wYGCbCY2Dhmxoo+pI9mZ2eDcaI/aDtOgusduAOSKc+DKUlBd+v1enC8uVxOxWIxGDLuox+7u7uD7tCnru/j4+NtYz83Nxf0Ed3EmDroxunRJ5RLOZlMRt3d3W1BHPOi0Wi0BRmUh22gTe6oXb89WEEfXZceyPLgBz9YXV1dqtfrqtVqWr16tTKZjEZHR8O8aTabmpqaCgFzuVwOgU9XV1cAozh9aSHQmJqaCnqFLvb19UlSABWVSmURoM1kMiqXyyoWi2o0Gurp6Qlj6cEcNgwQNTMzo+7u7jCvZmZmlCSJpqenA7BBb6kDAGLDhg2SpBUrVqhQKGhmZibYwvXr14c5ms1m9ZCHPES9vb0BFFerVfX396u7u1vT09NauXKlisViAPbd3d1atmxZAHToJqASW0UQiJ5iawnuSqWSisWiZmZmAmhygoOgz22Y+zX8Bv6RINdJgVqtpq6urkB+cL3bBkBmq9UK4CaTyWhmZkbT09OqVCphrhPEOmDDF/ID6G80GsF+8EpVAGi9Xle9Xg/+s9VqaXR0VMuXL5c0b+P4Hv2gf7Az6DntYrwAxthbbOP09HQbgONe7BF2tqurS2vXrg26mc1mVa1W1dPTo3w+r/HxcTUaDRWLRfX396tcLmvFihXq7+9Xo9EIfhk7Oz09rWw2q7GxMU1OTgZSjAAb/cV2EehLCv66Xq+HoADAiQ2GKKHPITSc9CGwBCP19/erUCio0WioUqkEXaPPPGg46qijwpwGV+yLHLBgFZCHQ8MA8YMTm5mZCRMV5kVqB03ODLpzRHGlBVCG88UIdHd3hwmEQ5e0SHmoM4YHJcH5M+D+zK6uLnV3d6tYLAajRR1op4NhAEQmkwkOXFIAONQ3k8mot7c3GFK+o+30Kc8oFosB3FM3B3kYGYwt91OeG0qvN5MCloNrHBgBOPjMDSrlO7vIMygnDjg6AWsfb2djXZccJDvIJcqnLwBNHrBQDxh171sH09ICkxqDa3TM9Z2+o1w3HNQHBpPyvA/Re/SPezHgzuA6gCuVSgHg4TiZTzBiPhfpb/QxZic8AMSAMu5cz7gCMAGtjJfrkK+EAEIApYwVrIjPUQIKnoeRf6DLzMyMVq1aFcBFX19f0DnsJawrAZ2kEHB4EACzxPvV0deZmRlJCk7dmXzK9NUK9AEggLPzuYZu+aqOB7boE0EM96HXMYvP/EqSRJOTk0F3sKe+OoGzR1/RteXLlwfddqYXf7F8+XI1Go0AWLG/bnOwG9VqVZKCj5EUwGOSJCEwwKY4SeFzwYEvtpp6wSTSD6zG0ZcemANGfHWG/oAEom60BQDI3KKuvpLoY0c9saPYLnQlJhb43dPTE9hTdI32YEfQO+rg/stBdKPRCMSAr3YCkJkTfAbYd30iqHDdQFfAAJRbLBYDMMbXw2j29PS04QPmoBM+CHpHW2GzXR9gy93n+5j4qm+hUGgj+7LZbCAoarVaCMZYlUEXIBLq9bq2bt2qwcHBNv+5t3LAglWWFkqlUptjd1AD7c3ndDqRJYbBl/4dHAE6nO1kgnjEAY2OUYodoRvJQqHQllK5s/8uAAAgAElEQVTgy9g4XGcVYxagUCgEsOH1BmCw9O7gzZd1UDoiJWfFnKmVFIw90SmTl/735S9fmqFPY7Dqfcz4OKNAuc6MebSH0Bdc70bSv/NrHfzwv7Nv1APH5vX2Z8f/M44YdgydO1MH1X5tJybW2UXvc4y3j48bbWcCvV9hGZx9Qe9w6DE4hIHvNFZ+PcEUThlWi9UGfuhP5h/9h+F2Vpb55Ew6cweQiq4SjOJEXOcYG5ZmCbgYP+oozQOxqakpzc7OhuU2dP5gkKGhobB8BzDAyUkKDs1XgxwkuT41Go0AqNA7mCvsHywtZVar1cAS5vP5QCqgewRWc3NzoQwHlg6osB+uE4BpHLEHvLRHUhsDPD09HYIyAMzc3Fxw9vgGWGBpnj2am5vT9PR0W/oPegfbyLKqL6VLCwQAdQd0wRYSFDI2pDo4GKXtlOcrKcwxF0gTQJy0wLxiX2gv9gNgyuoQ90kLgTw6AmDExhE4SgqfYQM6ESEEC9gx5j7XO+DCVgLwHIzSj9I8+GdJ3YEn5botRX8oA3vCMz1o8efBWHubnI12JpJVTp8DXEOAMzMzo507d2p6ejrolc8zfLC0QAih07466H6JOePzF312rEBbPahyYIwPqtfrqlQqYSXhd7/7nYaHhzU5ORkY1n2RAxasYjhYCnSAijN0etsZS4AARsqZOhwcjhXwQrluDFCs2KnxOQrsYExaWPpkojF5vR4exWMAML4OVB2w0h7E2+SfSe0pCdSZMnyp2SNDrnNA7UxfJwDoDCh/0yb6xRlZxAErdYzbS5/ifDywcBDuINnHKM5j9ecg7ggQN0B+Hc4XY+6GlWvje+JlaxhD7nPA5vcTfTtTynN86d371h00fexjhGPG+Mbt9+CO+zOZhRQcdIN52Wg01NfXF0C8s5++xEQ7nVmlXc48E7yhE74c6PPJGSX6kjkJQ1cul4NRbTQaGh8fV7Va1ejoaMhjPJiYVVgVABjOCEcnLdhNQIHna2LDfFkbu0maEzpVrVZDoO9jWCwWgzP2OQFwQ/dyuVxgl6SF+ej3SApgmjmFLnEddtxXKTKZ+VzKarXaZrMBb74CBCvq7QEESQugrlwuB1YMZsq/p03MY0lt7QMgxGkqzCP6BybOVzN8vsFeeoAbkyReHsEkwArm0kER/eb2ivKchaf+pI+4/SfA9eCB+kCoTE9PB2DoK1MEFowBDKTbR0BWoVAIwUbM6rp99dVPZwQZd0+xALg6++g+HbzgezAAgvV6XdPT05qYmAg5qvQl+lAoFLRy5UolSaKBgQFNTEy0raQxLz1v2ZlpD+J9rwf/M47kB3vwRipEJpMJgRPPJb0Hn4NdLZVKGh0d1fDwsDZv3qydO3eqVqvpoQ996NKM0W7kgAWrLBMBODy6kxaYM2mB2YyddhxlSouXin1p3oGDs5adyoiZxfg+DIcDKDeO3k43YpTnz3BAiCGm7Q5WYSeooz/PGdpOz6JsNz7eBw5IvT0OaF3oi5gx9WfxfQy2Oz3Dy3XAzMTjfwd2Xmevh9fVWRgHe26Y4n5HXzDeu5IYiLrBdB2MwaKnOXj7fXnJ9c3BRjxG8bxwHYh1ye/lu1iHqB8bvdhsEQOFTgGUP9v70oM0no1hZ3y8b+j7uK1uL5wJbjQaYYMhm3Uw+AeD0L+wdA5APZCImSccHmPgQUWnlCYnDTwXWlqwRx5g8bkHHg5C4tUS2uLz29lWn1f4DJ/r6AVsIfcCfmivBz9SZ7Ds88JTEFz3IVI8/9+JCq6jLlwjLRAxgISYQPD6MD/oY1jrmHDgOspjhcPtUuyPAJ2w19TNgRPt8eCaMglofHk69iexzXdQ7ePiQM3Zdi+XcY/1EqHfCVz889jeMnbeJvrA7RHjF/sVxpZc2NhmEWSwObWvry8EiK6HCKDbcQd1ickSt/u+qc7nGNc7TvEAhz5iBYKxHB0d1cjIiEZHRzU1NaXp6en9YksPWLDqS+4OEHzSxuBKWlBGZ/+QGIw4o+q/iaL83tggOhvpE56JHrOgbsy8jV5vlNONjxtsDAcOx42egzXK9TbAWjmTwnPj/qVNiLNjvtTrTo3+8b71AMPrSX/6s2J21gGhj4GfKODtpo/jZ/Ecn7juZJ15jgFcbHRjR+t97Lrq7XNditlT72/PY/UxoT0OxLiP/qFdbti8bt52rkPfyeH0/mq1WiE3lQ1cHhxyuoGkwJR57pTPFwcdbnzpS18NyWQygXUjh7fVai3aCOjldwKrlFWv1zU5OamRkRENDg6qWq1qaGgoLIPDJjzQxcfUwQh95HYNpkhaYBtdL9xOMU6klDB3fYMOTpecWFhJxh1W1oFGvV4PrF8cSPnKUGxn4uA+dsLODpZKpaD7LNfSV5LarkXot3K5HDbSJMn80ipsFHXHDvuSttt6fwbMnadlsOxKXzrI9LxU+iSbzQb2NQ62HaR6ffxa1xPmFulwMVB2MEf9JLUtuaMn5OVKCjYi9o3omuckO5vpNkOaPwnBc9SxaXyPbuXz+cBIUh/XXbfdceoLfUwfIJ7igP6SYkRgQb0B1uPj4+rr61v0fas1n67EJsOpqalwwgrzBF2CnXYygJUMmGpYU2ybb/CNCRHqx4lJMN8+D30FmXu2b9+uO+64Q2NjYxobG1OtVgt5r/sqBzRYldqdvjt2JpRH4T45JS1y9g7I4qXpGKjE1/lgY5jjqN/BBwYJ5+A78v1zrkeJfGnZ6+WpAtTRo+a4/R4dUyZK5wYctsMBuwM36uaT2Y3hnkAe98fRf2y8PVqMI9R42QuD4obHJ4tP5His3QH7mMSgmGc5K4Ke+XJ53BbvC2khb8v725kYyvQcIspwvXbnGbORboR8zjjgd93AaQAMYkdOGZlMJmwOSJKFZcpcLheOlIK5JA+xEyvjS3sAUtiGVqsV0hNIJ8BRo7u+Kc0DnJhR4G/aNT09rcHBQQ0ODoY0gMnJSc3MzIQl3YNB0CVJbfMWoMU4A+IJEAgMmSs4LxgaX9pkGZmNebVarS0ns9VqBSDH585eMs9gI/0opPha9KderwfA5oFgbPc8UKJe8e5lcgTRNUlBTwjwnQ1NkqQtp7Cnpyf0g4MG8g19XmBHpYXd7ASFlB8v5fpyPfPbg1OWhWEwPeiP/U4ulwvAx+0DdhWQJS3kndM2tzP0r6QQeAJymPPkont6Af3nwQj3uO3FLnV1dYU0IwKkiYkJLVu2LOgEYJ2AHBBNHzjzjy3zusS+28cIW0f9udb3AuwuGJSksbExrVq1KswlxsE3ZB1yyCEaGRlRtVrVzp07Q/2oC8Cb/uJv+o05zRzicw9i/J5qtRpyt70d5Iv39fWFXPCxsTHt3LlTd999t3bs2BFOXHDmdl/lgAWr7mw9Fy5mR91Iodi+POLgx9kcwB9GjPwPnuubcTxK7QT2kPg7f2ZsTHlGzJ76NVL7RicX7vdlZiSuk0+KWKkoxwGwiwNiZwhjY0k9nV2N+8wZWH9ep0g7bo+DXNrLeMdMsoNrZyGduY7L5u9Yr7wPfGkqDmycnYgZCtdj34lKXXGIHun72Dkwc3AdMx0x0+gA2iNm8jjd+TmjRH9h1NlYQn5TNpsNBo72wKKhT4DhOE0DINop7xdGwJkjH7M4uKNtDmRrtZoajUY4CmZ4eDgAVd9Y5GcDP9DF+9gDH2khNYOx9CVfHz+WcgFDBC2cIMJcYFMcbKMHOIAOSW15pl1d80dHkVPH5lUP0t12MH4EbG7v0X8267ge+3x1HcvlcqpWq0G/pXYA4ysD2Ww26K6zcoAzT7HI5/OBuZIWAlnqTV3QbU+vAEyRi4ntceLFgzPmpANZt9kOwDy/0u2vs7V8T729X/hNoOmA030arKdf46fyOCvu+gFYIs2IkyWoS7PZbPvf24i4zePECPdfngIR20knxdBhxtaDaAfg2BXaTPvQ05GRkbbNZ45VsMX9/f1av3592LREeZ3GBxAa7yUBRPsZ7b4BF6aYMXIywP1AT09P0KfR0VHddddduuuuuzQwMNAWhPqpR/sqDwiw6pPBnZ6zqh5Fu0P3Scv1Dnak9l2mzoi6M4/ZqTj9wJ2yGzocANf4pMfguJJI7Uvwzgw6OHQw7IoWlxMDbAdSDlTjZYK4X2LW1IERfUtfxWxfp+Vp+s8/93GnL/17L9tBvgP3eIwwIs7QIp3As7ebazDotMmXiNzZOHvlYN6drE90DDKT3p2+PzN2FDGr6GPfqT1uhD2HynUFHfN5RxvYqASbBLjI5XLhDEGYId/BHwdSBDR+HqDPW8C8s38ORvhxwEUZGO+RkRFNT09raGhIIyMjYYku7gu3Aw90YRMLoI22d3V1BdDYarXCwfUeCPi8ps9dF3K5hUPcGVuWfmGjYG59k5bP2Uql0ha8wdj7uarohoNsB2HoAv9zP0DF08pg5xxAxSDVVyEA9J7HJ6ltUwq7w30lhv6V1HZ2J8wxuu6gBJviS6/YB7f11BEplUqBcXb76X6N8qgfrJjbS+pNPXmOBw/cS73RJz/Zxm0zY+59wxg6CeH2ze2C9xtl8rkDS8+tpG99c6jnXVLvbDYbAjDSnjKZTBg3xjYGjPl8Pry0wX0+7Lzb8larpYmJCU1OTqpSqQTmF0Hvc7mcKpWKDj30UE1NTWnz5s0BxErzKwoOLNFNX21Ev71vaLsTZASfjC26l8nMH3tJ6s7MzIy2bt2qP/zhDxoaGgp9Qr8lSdLWP/siByxYlRZAA5S2O12UgEH2XDzAoRuheDkYhfPvHASg1F6HmPLncya9tJBvhCHGeLgSxYyYtHhDE+2P6+ZLO+64HRjFz3BjwI8Ddy87Dga8Ph4g+DO8nhg7B6oe4Xufeh84o+3AAsFYSYtzaHFGsREDPMXLNzHwZeLHDCX1j/PF4qCgU33j/3Hk09PTbePmehMHGl6/GDzHwNTH3sfO69hqtQKo9Pb5igP1gDlAtz1HGkeCM8E5ePtgyVy/YVt9uc3nreuW9zvt4z5f5uP7er2usbExbd++XRMTExoYGAhHFflypQe8B4sALGDVHKT7agFHJcHmsTrhNqbZbKparYZxQ6fQF9I+MplMyGf2oAv7yIHoBEKeGjA7O6upqalwzi8660EcNoU6+hhjnzlybXx8XEmSqK+vT9lsNrC+zlB6vqTrBiAsm81qcnJSrVYrHE+FHUP3e3p6wpmmvF0NUOK6Ky0E4p6Dj51iV7uvGjEGvlTP5+6zSGdwewLb5vYExtGZOverktq+6/S5Bya0zYGbA1lfyncmzsE3ucNuk6vVqrLZbGC96UcCEtdf+sLtn9tNZ0idfY4JJPQIvSSQ8wDJ78GOc22tVmtjjJkj4+PjYTOVB27Uv9Waf3PUmjVrNDIyoh07dizyYd7XAFBO9+AYsHh53tNYfMypmwewxWJRlUpFY2Nj2rFjhyYmJvQ///M/uueee8KxVR408sbNgx6sSp2BnQOaGFA4EOF+afExH3GZHrnFyuviwMEj+vg+B6w+OWOgF5cdizN2scRgIO43/zxmDWNg4EZvVyxdzKrGYNv7qtO4OVPr1/gznC2Px5A+9KDBl/S8rXHA4c9xHcF5co0/03XCGXdvj9fP74uFevITg/g9AdVORrKTDsTshzstHyMfb+pAvXycCQZwAh684fBYroM965Ru4o7T6+btiedtpz73uuM8cAYcEzM5ORneWENZzsR62w8G8TQqnyPe33zGSgRO1JkXX6ECrOGUfe4CQCS13UPfO2ChHJ9/6CKBBkGS6w2C/sYrODhjaUF/Os03/ncwR/luMzrZok5BODrZKXCPdT0OQAkiY3/muZAxu+pzu9Pccf/nTKt/F4vXy9len/fxqlcnv+Gfx4QGdiheIQL0eJoS+ucg2O0+4oGREy9xfzvQd+LJ/bTnH8c21gke1xnXdQAcdjNJ5hlIziP2I87c3hOg8YpeXlNOwEGf8GzmH2Mc6wLiZyh7v/ickxZWPSYnJzU8PKyxsTENDw+3sf0+12Cv94ccsGDVB9InOwwBhoEIwxkiBsEjTmd0vDxX9pil9CVRn2AotYMnvweF8mUjJhpKRI6OG02vC8/15Vj6A+kECOKJ5WDZjZUvG3i73agQzaHQzrT6uPiz48nrxtJ//BoMsifxw5zFwNJ1g0OfMWxeF6JR9IE6xG1y5+j94cxnDOriVAW+93QMr4uzmrz9yZe+YyMb30d5zhzE6RuuM3FUH+uIty124M6u8Bmgr7u7O7wqkrrAEMzMzGhsbCxsjOEIFl8JcGfjOkf/e/C3q6R9Z3Vpc61WC0zEzp07NTU1FVgwz1324Mzn+QNdWEZHGAv6x+cfK0G+29ntnNsSB6e+k12an1/+nnbmvINDGHIYN1ifrq6utmCDueEbkDwQAzwjlIuNwsmSF+vHMOVyucAMuz64ncDX8AIM/ucILM8p9cP1pXmGlVxF5iL9TBnkhNMv2Wy2zc9h57BXgFYH0b6CwGcADFhvH/+YBGEs/UxaB6veF+RKYgvwUZ3sDvbK2XHax1gx3z2tADvF+EoK9pO+pI/QO96G5a9WZywJxJ2gYCmfFQe+o03onp/o4oEPG55cB2i3L9dT3vj4eNBLWHhWFADkvb29ajabOvTQQzUyMqKBgQENDAyEvnSA7n2GDsTknetyvMKRJEmbDydXfOvWrbr11lu1ffv2YEt5pezc3Fw4wWNubk7lcjm8oGFf5YAGq+6gY6cKOCCvSVqYcM4GSAubnGK2ycGTtPjNTJTpzBsSO1KPagDGziLFTBjGzRkHLysGK7vqHwwx9zkY9PrHTBTldor6HYzxWRyZxsv83m8OBD2y9b6OmTMclk84j6ZjJo6AgNwkjxg9YHCAHT8/zglttRbyrrxtzjY6AMbBoX9unOLx8B/vC9rgjCRt8KVPr48z9nE/YjxjPUacEXXj7X3reoizzGQywWk6SCaq7unpUW9vb3hFJJuopIV8WK+vH7XlwQb1iJlPZ3TQKXL0RkZGtHPnTu3cuVNjY2Ntx3G5ftEedGt/LF0dCIKziplHn9ceJCZJEsCU20Z0k1w3Z+sAjF4W/esggECGOc04w+bmcvObtnp6esIyLGkFOEhpwSYRdHV1zR+T5LvQpXmHTi4u7QBEo48AWOYdQaSznMx1fx0m9QC4NBoNTUxMBKCezc6//91BJn1Qq9XCu9elhVdvOwADoGIn4rqjy8xNf20n5TiIciBIOx380l7sJs90f4kNgP3zenifOtjzQIkx4DtpAWhnMpngBxhXNlehr3HKmwdPbl8pm3zKONByNpWNgyzjOwMZg2J/rgco/M+pGH5yBf0B0J+cnAxnqtZqtbZNV/l8Xv39/cpkMhoZGZGkcJapp0DAOHOKjLPh7r+dQIp9MtJsNkPu+sDAgH7/+9/rnnvuCd+zidJTdxCOMDyoz1mNlxncyWO4PP/Cc+6InD1/xZ0hZTrbEjOCDgBRbHfuPujOmDrIY5JznUdEzsY6YPK2et34jra7EY3v43/qwyTlf5/k7rA8Yvcx6MRweT8RueOsvH/2JB55xvlZGFkMBX3v+cA4DvrDmXTuidkGZwbjfuTvWAfY4IEuSO27rCnb9So2Ih4Y0PeU6+CRzwF76LQvvdBXMajz8XRdcMAbX8/nXEc9mTdsOgCAclg5ZeXz+fBaVvIC5+bmNDU1FdgQ+t03PHhgwbyOgxKP/H0MyY+dmprSjh07tH37do2OjgajSX+546YMGOGDhVnFVjK3cXC+tCwpgELf1Uzg4xtOcK6uh7B4Dq481w4bjW3hc954hC63Wq0QvMGWcURVDFYZaz+GCmDT3d3dtqkkto3xgf3NZjMwwOykBrB7mwAMsHhuS8nLdJLFz1wlgKLvKX92dlblclldXV0h0HJmDnDlYAyw4qya23DmIHmd3g73c9SFAMOZUh8zAhj6h0CR57jNiOearzx5agftwP450eK2lz4nH9j9DkSF7z/BF6HfBEfUl81o9A2BRezH+Z/rITPia9Ff3tjmcyMmNjjij1dEu11GP7u7uzU3N6fVq1eHVYbbbrtNjUYj5O4SXMBu83w/Ao1+cnCJzSOQoW85weOWW27RnXfeqZmZmXB0FUFETCLwO86n3Vs5YMEqEjN8Hh15QrezhET+3OPUvQOLTh0fA8ROLKSDG19ewdlL7bk4HuV4RENd3Dn75PSlEMQNjTt8dz7OPsXgmonmhs1ZZ2eDUWwPHOI60xcYDWd146iukziIp30OUNxodEpTcCbdWR4H3DHzHgcUvkTnTCnGVNKidAOMpbfL+7pTHTz3z8fbNzjxXBgGDwowUp6DGIPPuJ9jNhyH5cuZ9AHj5AwvThoGCiOLofUdpeVyWf39/cFRZDIZTUxMBAfszDZ1i4Myj/o9mPC+wrmOjIxoYmJCW7duDYf9o49sbGHzgeuJg+WDQWDcpIW8Pg/gk6R9+bfVaoXNSeQr872PDWCU7z1wBTQCeAF6BGc4P3RYWtgIBuuI88cx+/KuL5N7QA5QQp9JgWD+MJ8BWPEyvLTAcLFJygFhqzW/2WZycjKAIuZn/L56PufFC+gcm1QkBRDoDDH6i/0BvHqaRgwUHBQDUGBC49U3xo8xdCbS03H8BADuz+Vy6uvr08jISHhpAXrjKxU+Zx2k0geMBfaMz7mPepGG4q9RBZj5cX9u431VhRxQAmfqz6a4eJmfMrFXPT09bT6IoG1ycjL0O+0kwEBf0XUn1jiSqqurS319fVq5cmXbSgVt6erq0rp169Tf36+xsTHde++9bUQVeubpUNhq7DfzknnH3PR0DQL6LVu2aGBgQLfeeqvGxsbCSoXPGYIn2kdbm83monOL90YOaLAas1OIRw0udCDgwIGXA4QY/PlvF7/H/49ZXzfiMTB0VjNmPWMgKXXetOXP68SQOaCOWag4uvU6x/3sQCEGyZTVqZ+8TnG/7E5ioOLMtbcLY+ZLTM6Kuz7En9MW73f/m3Z2YpE90PEcMQePcTu9j+K2uWOLr3NWIdaTuL/iNA3E9W1X40S/cj2fuU7F88XTCzwX2FczACqwGN3d3WEJLtY7fryt3sY40PIAk3rMzMxoYmIibKiamZkJThc7gIOJwfDugqcHonh/7up7rmE8Y13lOqSTzsdzAeDl+u1jTzm+hOzgpdOc9LpQN2dPKYvymL98DiPp5eVyufBMJK6vt9lXSNxexXY2Xg10++bXxgFap3b6KhNBAOPlpIXXD/Duy8dOgLh/dXDpbYnJC+6P/UNM8kgLRA7zlk17Hhi4bXa2N2b7qZuTQy6xD/XP4me57hH4xvPDdd9tKu32lSCvQ2x742t4Jsf7xfX1MWUTVn9/v/r6+kION/rggQV944FnTJx4MOr+q9FoaGhoSAMDAxofHw865ukXnewmc8TJu32RAxasOhMTOxuf6Ew6osmYNdkdIJQWHLzUvknIGS0YQzculMN9Hr3jMD3qd0bPo8xYuXGwsdONFYZ7MO6u8O7gHYx5lIR4NB73WWyo3TD7hPdxoa04vU7gzcUNoZcdgyM3Ds4sej/6Mzo5E/oBg+e6EfcxY4ohc2fo4+vsbmy83QCzEdBBgBtDxqFTf1O2M1Rc5+PujLCPvdfJI2uvh29oon3OVMN4+cYYaZ61o00ce8J8abVa4YB+2snzO4F+dAe9d4BP//DWlfHxce3YsUPj4+MaGhoKc8pTgOKlq1hPduX4HmgCuI/nYTwW0gLAdGAiqe1YId/U4XPe9crzVX31hjnLPGw2m2EzHgy82zZJ4UgeB6UIS5lTU1Ntm358mZ4UGzazdHd3B9bIwUx3d3dYRvUAGZvpNtz9j1/jdhDb0Gw2wzI/Rz15bryDesQPsadc+pjNLmwOYuMXzCF2gPLjYAF7yrhSn0wm07YB1J/NeJLXyRyP7bczhDxrZmZG2Ww25D7CNnr+aTwv0cuenh5J8xvVPDgmR9eBmteBuvueAOqELnpqjPdVvJIzMzPTlp/rekA/o6/4a+YSZQJMYXJrtZomJiZUqVRCfcgbJS2CVJYjjjhCg4ODuuuuu8L+AXSElQ3fpEg6AH6CviA3mxWFubk5jY+Pa9u2bbr99ts1PDwc5hHtcVzAGbL+uupyuRxeHrCvcsCDVVeMOCKNo/hOEb7ntMbLkLsSB8QMkLNqrowMZCf2k78RB6tMLm9LvIThZfoScQyS3UnEAHhPbAhlx6DTJf7ODVHMzsXAj8nfqe/dGLoxwdn4CQHuOD1tIQ4c3JnEgQD97fWI+4kyAVpueH25k/FiiQ9j3ym4cn1ygBgbeDecOIiYIYkDE/rRmdG4nx1MUG/vu3jc46AIZ8DSGe+DzmQywfHQv4BX6gUDisFGZ+LAL9YHd4DORoyNjWlkZCTslJ2eng4ba4rFYnjHNYLTddCKDu2vXKv7uzhQlBaCGPJP0Wn00JfafZmTsYvZujiQJ/ip1WoBFPqrTLEdXifK45Wt5Dljg30+epDBvPPXslJX1wV0j1dnci/2xkkLvsvlciFHW1oAGpOTk2196Mu9MbPKfXwGGGQzFSBFUgjMHVQB8OgPgl7SI3K5XFjNgL2kLQ4yPYB0ciW2m56ril2TFuYmuarxcnQcKGPT6XfSKrLZbADX7qPZ2Y6+wBySiuE/6DT1Rh8ddHrqBTqPb2IMAHUsw/vLUgD0vh/C2+3pAvilarXa5s89tQY9Y1k+SRJNTk5qcHBQK1euVC6XC+evur7lcjmtW7dOGzdu1MTEhO6+++62XGonUySF8fc0sUqlElaeSAnKZOZTtG6//XbdeeedGhoaCpsc/Q1ytM1zvNElCEL89b7KAQ1WY1ZManfQdJhH8m5IUao40kVpHEA5y8NziTA9AsM48UyPqpYSXaDcOAo3bPEysLfXmYWYWY2dfHyvlxeDar53tnFX/R5HrA7aXXxJAufkDsbrEJftTLEbIXdSMVhztjAeTxfG0wGl/+3tR0/oX3TDjbLX1YF8J/F+9aDLQUKst98MqVsAACAASURBVF6Wt93ZAzeYGDDP5fKgz8GKX893gDraF4850TQMViaTCXlf9Luvbkjz0fzY2JiazfndpD6mrmNeN9pP3dikNT4+rsHBQQ0MDGhsbExjY2Nt5wfG5zHSl64LgB7X3we6ZDKZwBr6PGccHYAy5ug0mzOmpqbagCMsJcyob9bwgBtWi/kB0ILpZW5jT9lEg54lSaKpqalQN3/dq7O76GMn28kc4Xv00PMVqasHpLSDvuDgd46jwj4AtNyfkKubJEnYoEN55Hs7yeBsJf0IuPYgFhaNI5w4RsjJD9pM+TyDvmF53wNSTy3yMXGwTz94G/2NWTFRICmsdHAdusLRctQtl8sFYIpOEuwyltSRNnNSRLx/JJfLhdxNcmr9rWq03Z8PQJXaA1mO4uOgf3TZ9d2BPuXF9po+gOVnTknS8uXLw7yiLzyPt1AohNewbtu2Leivb/xyXSWQIV+XVApAqDSfc3v33Xfrtttu0+DgYNsmNcaOQLZQKGhiYqLNVwJapXmQflCDVal9F2usGDGIwuA6a0lnd8o79ONV3Gk6c0XkwNIHxt4jWM9/wjgAImLg4hEzz/FrUFZnGL1uDmhj1tDL393/MegC6DlY8CU86hODOE9KdwaDa9x4+5jF1/FMB19x3zjYcMaWPnOjzPVx26k/SeEAGoxSp36NQZwvWfsYdWKNvb+4zvu0E2D0OnhOWny/Mxq030GZO6w4EIkZMK7ZFdvs4Jxxr9frgVn1o2GkBaYLUFGtVtXb2xuWnBhbN+zuHAkuaSOH/ddqNQ0PD2vHjh0aHBzU9PR0YE/8fE7XCcbNmS2cLr8PBgEgsdtdmu93NlHB6PnyPCkUvhFIWgiOnYWXFo6SY2xxvuQpYjczmUxgK53t81UB1w30TVpgXT0IZc74cVjO7GPPAI/+umMCf19CZj74xia3NU5i0Hb+92VXB0WwzKQDAEYoEyDV29vbVqYznx6IwT6SckO/u11gVcptLm2CXY6ZVwA8/etBJcwc6QwcY+RHZPE/9xKc0BeUzZI+zKbbfN9z4sweBBE2AlDW09MTxt5TPTitBOA5NzenSqUSxh1Ahw2RFk54cEIAxpX+5RoCJNIcCNDpw5jYov/drkEyVKvVMM9IBSAIlOYD/v7+fh111FHaunVrOKKPduGXCoWCqtXqovSDZrMZUiZIo7rzzjsDUAUrsUKA8KIXggbagR5SPkHGvsoBC1aZSEwCFAaj50yotMAOemfjkAFkTAjucwDgy9C+3OAMJssE3O+TCuF+B3wxuHCm0Jf3HWDFzF/MTuKcY8ARg46YdXX22NvqLGnMqjnjS70xfIwTzsZBpTudGFx3Cjbiuns6ggMYB2HeJ9TRDb4/g98OWGOgG7PRzj74OHm5ncbPDX4cvMRBRiyd+hHDjb454AY8+Bh0AtK+5Os6Rd2cfYz70AMJmDGMH9E3+uPAo1KpqLe3V7Ozs6pUKova5H3CUrGzKtVqVWNjY6rVahoYGNDQ0FBgat15ObsSzy1nvfkuDiQfyOKAlHFyZwOoBCAxxr5kCRMIY+NslDvwJEkCuITx9pQe/kY8MGLlC/BRq9XC+DpIwQ44AGZ+AyJ9XlA3PsMBO/uLzgLS0V9nFNE3Z6ooF711gMgRYW4LELd1Hqzzv5+iQP9QDjbMgQ/ls1QNYOVzfjwYiMkL72N8JvXHRjAWjCX14SSE+JhH/Db+FYYS/+VkgbeHXEhOTkBHJYV0FF/yBpB5yovf53YFYIsfc8DnKwCSQn1JxyCo89NTCAZzuZwmJiZC/7i4/6CNzJXt27cHFhh9BJPAolcqFa1bt04bNmwIBNrk5GQbU0+7fVVLkvr7+4Ot3rZtm4aHh3XLLbdo+/btYew8QIMNR8+npqY0OzsbgiknSWink3Z7KwcsWJXUZmSkxbvWYxDhjtmBjjvtTk7KwVQnNgtw4E7O2T6kEwjxOvo1zri5AsRlxixep3p7PR1oxMyi18eNoy8BcY2Dy7iPvX9iENaJgdyduJGIQWUnsMqkcjDsfRSzGl73+Dlxu/15cb/5eMT91IlV5XPu936K6+t9tzsd6vQ8/nZQEbfby8CJxGPofYTj8Pu8LA9YfFk/3jxGxE4eFOdXxmdGOiBh/Ak8YQL4zaHsDh7iIGhX8/xgYVI7CW2P2WdJYVyk9lcZSwsBIGMefy61b5L0QBcQ4YFRp3QpAg+EZVwYuzi9pZM+epAazwHqzL2s1rneANY6BZTY5djnAK5g1gD09DNgA1vkdXBd9JSXTgGw3+vBoO/D4H9PwfD+7ZRL6/7GbQDj3MmPuF11Gxf7C89Nxhb4ectc50CY8nlmrBPU09PwXL/cZ3R60YjrI9d6X2GHAHyAb67F7sSpfzDrbs+dVac93j9OvExPT7cx0ASVzDkPKAj+i8WixsbGFqWTIdTDU3cmJiY0Ojqq4eHhtjf8eb3RW68f5JunWDkWov37KgcsWGUQPB8O0EjU6hPQmVOp3aFi+KT2o0BckTEgXO/OnAgXBfQlml2xNO5MqbczWtTR2xZLDG74m7J9V3oMsBE3RtQbYxIDFu8bZ8fcgDmLG4NRvzdeTnFmy+vCJGAM/IUJ7jw8pYPdiG546BvfuRsDc651wEe7OxnmGAg5uPI6er/GTsffnOTALh4jd7BxoMQ1nQwSeuV6SJ0dwGKI/TxG/x07G2clPfBgjsCq1Gq1tqR9r2M2O39CQF9fnySF5U7OXkWv/K1D6Nz09LRGRkY0PDyskZERVavV8LvZbAbwS/87+HJg5cDAnb+Dgge6MMblcjmwMr57GOfkoFNqX5nyecXfzmz7GcKSwsHxztw76+j2TFp8vrGDANJcyJF0oT6kFWDb0CfqQDmcZBGvavEsXxb2ORfbAYSgCgDMWb9s+ON98LB7+BLq6cvb3gZPWZMUAjzOOead8Z3slYMbvmcTF0vODvBju0V/+AYh2EJ2sNMef/Mg5QCoAYxx6kbsB9ERGGLPhWWMSqVSsBkeVBMoAKQ83SOTyQTGlyVuD47Jkaav/WUQ2GqYRuweqTOkdfA/ekDb8HGFQiGk3/jc8Bxdxr3ZnD/VgrpUq9Uwb7lu5cqVymQy2rZtm8bHxxf5IscqvAmuWCxq27ZtuvPOO7V582aNj4+HfF/6v6urK6TzMX/8zVx+7rKnnbjd3lc5YMEqEjtwNyxMRiZUbERQeJwYneubQDx68IGInbMnwzs75UJ9HLBJ7SDHwZGzg9JiFiz+nO8cJHk0HwNefz7P9qXiGDTRr7HyeV9gKIikeIYzd74snM1mw4HBccK/Ozk3kp3qDjjxM/GYZL40juHDyXp+mOeawdg7EPNlxZhFiZ0rbcY4xeC6U/6YO2/vV2ckpXaQ6c/qpBfoE2V5W3xcabszXg4k/IfneR29XAyZpLZXsDJefl8+nw8vCqD9nCjgS7iMIW94GR0d1cDAgAYHB8NGqmq1Gsokf5FnwdrR714XF3/e/jCwB4KgY/QTTojNTM5OObhvtVoB3KCfABNnwqUFfSGXzwNgtyvOZPE8f8OOpHDYPODRmct4dYv6Y+c9uEWfsPfc6znxPq9oNw6Yv70/aFOz2QyvwCSvNT7pgv7gmKWurq7AaPHmLuyCb5KS2o8NciaSlQln7WDIePVl/D1BidtD5qLbRuwJ4+GAhKVm5qB/32otvJI5DpTdtjs44vmMoetkLpfT4OBgOEXA006cPGk2m22BFhuYKJc8zVqtpiRJ2jYTJkkSQCCnFABCSWuhD9EtB4RsAPTAwv0SgBSQ7Dn17tvIUZ2dndXOnTuDvaSfALwA01WrVqlQKOiQQw7R1NSUxsfH2043QOdhYfP5fDia6t5779X27dtDqkg2m20D+y5xPjltdr/EuHo6wL7IAQ1WnYlzFhJAxCB7fo2ktv+dDeXH3xjhjtsjL186cLBJGYAQgJEvU8cMk7OWTN44Wneg4BEy5QOI3PjHQJHy4rK9Dg62YgaBqJ3ndmJQKZvJ6IaZOrjzYVnBxwYj4GC1E3jw4IQIsVarBaDk/ey5XbHRdMPGWEkKTK3rlhtQ78c4qHDn7gDfwWqSLJyvFzOgseH1Ojtz5cGFM64eHFDPuEzXZX7iOeVtcUccs6l+Hc41k8l0PGLM61IsFrVs2bLAZpGDiv56YEOOaq1WC7v+h4aGND09HdpEXwNAnLH2pWzG0FdU+G5X+vZAFdrLOaaSAuuCo8PpuI7xpikcO/oRn7oQr5agE756BWvlTJDr9dTUVNtqmdug2JE6kJO0aO4ArtBF3nbkeYJui3G2fuYoLBL2x+cN7B0gsKenJzB5tJNyAbL0KUFbDLil9vzweM6yesFpCv39/erv7w/zvFwuBwDM5kfO8AQ8EXwQABAAui2g7vjDSqUSxoR5mslk2vqZsXIdoG2wyeR9Ar6wjT7/saWsnEkKeZwAJQSA7sEPdaJMPwYK0Iv94nmOEVgxch0EwNIWB/TOLMfkCmQIQJWc15gdZpMZY7Zs2bJwji766ZuvmH8bNmzQ1NSU6vW6xsbGgm6Vy2VNTU2Ft7KNjo7qlltu0bZt2zQwMKCpqak21p16O7kAMcTnvorJnGC+ORm4r3LAglVH7A5EncJ3ZaMznTlAKel8B6utVitEUT5ZcYTOpvJcfjsY4DPf7CQtPl6J62JjHUcqvpTCZzGAcjDtz4h/7048EsTg+PlqcW5ZDLCJtmK2DwOCEQFcUJ6DFMaR5HLa5QBTml826e3tDXUjynfHwA5ZJrZvePDz8+KjlbwvnJH0oAPxtAk3OARPXpbrAv2J7tBnMQPK/X7GX7whinvROTeOPJv70SN3enG+EeJg1P/nb59n9Cu/OX/VnRUBFQEQ50qOjo4GkITjZ8lwcnJSY2NjqlarGh4e1vDwsCYmJoKeoSu+uTBuR6cA0G0Hv31cH+hCW3HEDih8d7czRLDnjDPsKrl1vpHFgZyzn87QdbIljB9L2tSl1Wq1pSmwMlMsFoNue6Dpdsl1XFo4L9WZPnQYm8MmGl+Bwu84q+gAVVp4ZauTFDHYR1epK2CMA9V5IQJ19VQGB8rUIZOZPyi/VCqpr68vlAlLzskDrVYrHKjvjO3KlStVr9dDOsXExISq1WoAMc6g0UaCRMbMAYuv1qAD+C42rhH0+BFm+Xxe09PTof/8PNl6vd62JD09PS1pYbWqk7/z82V7e3vbVko9lRAdyWQyAbBjrwBrfg6sj7mTUlwPi43e8yx/VS9j4yc0MB6eblWv1zU0NKRcbv5sVa+3911PT4/Wr1+vkZERTU5Otp0mgL7mcjlt27ZNO3bs0F133aWxsTHNzMy0+VnXtbhP/aUCfD43N3+El/t3J0r2VQ5YsCq1Gx5nrHzJ1cEDkwVmlQnvzKovG2MUnbH18p25lBYvTccG2AfNjZY7AJ4Tl92JJfDyYrAYA1IMRqc+9DryGT9eJwwPBsrrE9fPDamL19OBuU9QB6ueNsB93jZnYT1HhucCEv2oGT7nmjigiccsZjy9z+N+9vGNy+BZ8fXurL1fYtba9dlXBOLy4r71cfXAq9P3/jzqE7dpV8CV8mPWlZxBxhj2BEbLxxFGgqVi5hEHgvPqVAywp0R4kOa60gl8et/GY3IwCo4XIBE7wU4sO84WR+XHqfE5YCR2bNLCykBs/zyQ9+d4wO/pMvGccWbIA3meSX3d9vh8cj3mWmkBDLnt8+e7HfO0AgeqHsDTBtjB2FdRX/dt+CfAM/PHmS5nDj1AdBBPv7ivoRwACsDF9wxMT0+37dAHrJHG4HnH7oM9kI4DRsaZvuUzqX0ly+0eeuo2DXF75oEx/Uj6iKfHARS9bvh+X6V0PXA7GesMGCOuC8GCE10Oel18TlL/qakp9fT0tL11i772sYbA6e3tDYyxM/+tVksjIyMaHR0NG1OxywhgmP5jbOMTlWIf6fbf/95XOWDBKh3vg+wgxxXG2VeofDe+DAaAh4GBfmcJEVbVo/UYcMWO3o0BRjGevG6Y3LFSlgPXToDNnxcDmBiwx9E94vV0g+lMtbOqRMUYMyQG8T6BY+PYCUg4mOH6QqEQcndarYUDxzGivizhyxTci3PB0PNMzvNzB+T97mPk38Xj72MbG814GV5qf/ta7MRjVjweQ/K5qBtlecDlka2Pi+fuMW5xrh7jT33iPuH7uK3eLgcZnIMKy8TYoE+wYjD3lUpFK1euDE610WhofHxcY2Nj2rFjh0ZGRtRoNDQ1NRWWrWNg7mMczxPshju4ODA82MTZQmlB37LZbGAq/SUJrdbCG+Q81YLlb5gsbGm8gcQDpnh+UXZMHpCjCvDFJqFn6DubXNCfTCYT7gXISWqzCb5q5jmI6HOz2QxMHvmN1A2G1/c4OPCGDQS40Q/YpVarFY5UIqCDRXSww/yAQaVsysFnNZsLL2FgblO21J6rS5uTZOE4MQc7/f39yuXm36a1bNkyZTIZDQ4OqqenR61WS5OTk+FsZPSDfEeWpP0d9567Ky0wz26H6BPyR71/HYz5Bie3ba5PvH3KAy76i/QG2jIzMxOeyf2zs7Ntue/kb8apYc6iAmzR+e7u7pCv67oHgGT1Fkziebu0gQCeN/Tl83n19vaGcSJ48TSRUqmkdevWaXx8XFNTU5qcnAz50KVSSffee6/uuOMOjY+PhwP92eg6NzcX5kyr1QorGthymG10h3Fi9cMDVPprf8gBC1aZ/L7UA7DC+LJz33fw+yapGDQhDgp8WYkfp/Zx+iwlef1iAOhlex5iDGqoP4IT9miV7x00uIP2aNWX76iDG1VfNo3ZPJhNnAdKGPeft5H7+C7+8b729nuuoUfzxWKxbanNGVgHy4DTnp6eRQyHpLDc7CAPR+fMroN1Z086saqdAF3M7Liewta7rlF3X7ruxNh60MEPehTPjbhOXNuJVYlTaVw6gWYcoDuHuG60leV/xqq3t1flcll9fX1tDl6aBw68IKBUKoVlr+npaQ0ODmrHjh2anJwMz2fMYoaYPvBlMvrBgxNnJaSFXPY4xeVgEF+6ZP7Nzs6G/DZpYcVoZmYmLAszvthdX5Z32+Pzl3FzNst1ptFohM0vAGBp4ZWoOH6YPgCSL+VLagOqkgJb6AwTQt08+KFuABY2pmCnpHkA40DD35jmuZfYZWfJqLPbEXwMqQ8sO0uLc9QlLbItAG6f67Bx7GTHPuEjWYZnfJnHvB4Ue0r9meOk7IyPjwdQiU1oNttPZaFObrM8KGIe46MZM84CZbe5pDafTn/RP26DuIa+L5fLQWekhV33zm67PUWfvSxAG3YFFhvbQbpZrVYLefiAbYgyfJz3mT8XME++KvnO6OXU1JS2bdsWgheYYuoJSOzt7dWaNWs0OzurkZER3XvvvZKkgYEB3XbbbdqyZUvwRbwQgb7xs4Z9taXZbIa0BU4mYI6WSiX19vaGAMVTbeKVrb2RAxasumPypXlfIqnVamHC+JswYgPh4M8dsjObMUOKxBMtrhNlY3A7RczuaAGZ3Odtc2Dg5cXspYNHZ3K9rdwPQEIhffIAGJ0ZdBbS+xBj6dc7UPS+jvubfsDR4aTcQPr91NsBLZ97DqcDf357xEpbWVbxfDvaEzOUnfQvZq49DcUZGh9/z1GlvQQ8npCPbsRsL+IAk/JcPEBxkOtj56sPMdPt/evj34nJcLBOW8m/8yVmDzZw5jiC/v7+sIQ5OTmpnTt3hp3/IyMjbc7WHXdsDB2sMg4ORLEB3Mt4+5E4BwvTGh9k7gekS1o0byYmJgIAQ2cAl8xL2PRCoaByuRwcGs4tk8m05e05GCAFJM4n93xSNmi5LgNinb2TFHbbY1ulhYDO9ZoypfbTOgBozqDSbjY0oesALWwgbXCgynP7+voC6+q7/3H05J4WCoUADJysAKC4HvuKRAzGkyTRxMREAG0wofEqCXMEYEW/5fN5LV++PPRHb2+v1q5dq4GBAQ0PD2tmZiYwrRMTEwFI+vx0EoNx8uvob8bIAxzGI7anHizB+LNZi9Wzvr4+lcvlsCrHC0gc4EPGeCDD6o37UX++s8IwzNSdDVwQIuARPncm1sEyOkQONkESbxabnJzU3NycVq1a1cYGxyuqxWJRa9euVSYzf0TXxMSE/vSnP4Wd/854Owh338Xf9EOlUlGxWAzpA4wredGMKfOV1bT9Efwf0GAVhYiFCMYdJRFvbNwwUgySA0zP4XCmzIGJOzRnCWO20ZXAwaPUeUOHM6EOaOMJ44n/zsDuCnTTZgCzO3w3BjHAdUBGW72uDnakhcPFvQ98uY5neJDhS0IONGJwzvUYTertTIwDDqJfb4MvU0gKRsyjU3ds3OusqY8T7WEsceQe3TsY9d3QtB1WCTbbN5hRN+oTg/14PBxQxvrpuulMKXWKgaDrm+t//Ox4XjlQxACXy+VgFHHwOEzSAkqlUshPHR8fD7v+faeq60jM2MdBm7fR88Joo+uvvzbwYBEPPDyFwkElTpN84Titg2VyP2aJ+QXzxHxnfHxFCn2grPHx8WAvPPihHA8mfT7idD2oIzXAd4PzuacWAMw4G5j5SNubzWbbcUcskUsLQT719TaxnAyrKymwULz/HebN83vZ0Orz1MEP85U3DNEXnubW1dUVlrqZgwQj2DlfPaPPPGBxJtpJlr6+vtCuvr4+zczMaPv27eF1x/HKBs+CeUev6FNsMONAoAOoYmnd7RNz11P3GEt0xp/pm6HQJ3wDARl6iV3iej9f1TGAjz99Q308AKJ8dAl/QZviMvkb3yYtbGyanZ3V8PBwqC/tcz9AgOZ50n/84x911113qdlsho1WTpB4yh96RLuxz9VqtW0zFmMmKRyh5asr/ntf5IAGqwwSigebytIQFDpGgHuIwjy69CVJjCn5qRgCNxpSO4jrBGAdHMVL1zGIiBlRB4Zc0wms4vg9MZrr4uX6eJnEy/e6+ncYA+pNW+gDByTeB/HSAc9wkO3PRmIgxP3O7mJcY1DkbJrXJT5KByMuLRhlNg7EQNXHg888N2hX48Wz0D0cpLOT9Kk7N5Z8qJvn2XrA0ylQ8mjYc7o6AU8MlLSwC9UDm12x9N6vfO8gMTZO9AH96kt4HPlCPXp6eoKBZQmaI6pgEzyX2UGlO1oYd9oTpznQ74wjgS1j5WcAHwziIJN8SZyZtHAsEOffstmNHGO3d7Ozs2FTR6vVCjunYYe4zllY9LqrqytsoKNevrLCOMLU8ipfSW2BFkyc23RsjoMcBwCZTCbUGR1giRVw4Stc9BEg3dsEuOXaYrGo3t7ekL/o7DGHwgMM6Mt6vR52w9MPzWZTExMTgXXFPtAe5q6DOewfGxIB1wDfVqsV8jodUOIn40CcegKSs9msKpWKyuVyW9pCuVwOpwi4/Scfkr9ZiveUEE+1w25nMguvZoUZ5ntsGfbFfXW5XFalUlGr1dLU1FR4rjPv6Dgsq+/2d1LEdTImBLCtnkNK+9Apad7GxcQObeX5zDv6w8EzbHc2m9XIyIiSJNGKFSvCGNN/5I5mMplwusrY2Ji2bNnS9ppidJdno8N+aoQHsgSrzA8H+NgH9hyMjo62Mdf7KgcsWJUWqHYG3RXIl/2YCAyEO1iU2hVOWsg7jKPDTmzjrnLcOgHOXbUjBh+xdAKWnVhQr9ue2Ft/nrcnfo7XLb7Hr4sndFx23I64rp3AP8bAx61TW+K6Odvq7As/vvRCSoAzMXFfOFilT5iofNapL/3HGSCvc8zCxyyu64dH3v47BvcxgAbsxmxjPAadgHc8hpTXqf5ex1gfnKkBGHoA5AxzvV5XrVYLG6kAtDGI9r6J81YdmLs++LW0K2ZMDiZhPvmmHKk959QBmi8zO9PJ2LjdzGazbWwg5UrtJ1fgKGFxPJiI2SvGzlNL4uCPcQU4UE9YVxf0J9ZjQEq8kuIrZJQLSHC77LbHN5wBAkkB8LngbWWVheDcyQlWIggQOtkF+pjPvE+pv88Fb0tsS+ljfB3X+8atbDYbXjzAPGKDsgfPbiNgIH2FkPrFq6G++uf64+w8+kz/e3oAOu79TDk+Zo4HHMwxxh7U8x39CrAkAPL841xu4VhMt4feX3E6ntS++dmvR0d4SQbsuNtfgqVMZj59gPHyfnTSwf2qf07/API9d5k602YH4ej8/gj8D2iw6sxqnKcKQCUaIVcEo+Fg1ZP8pQXjzf/x8pMrNwyuHyTsEwzxQcQ5Su3HYXmqQQxIfULEbFcnsOr3uBH3zyjLn8H9Xgbi9/B8fx7fObDyvuMe71t/FhPJ73EGFkPgQMOBkLOLHvF6ezGWsDpE+Rg0nAYnQXgfM/aUH4sbfGmBsaQMHz/Pa0NwBCy5uIPZ1WT3djlbEgcIsXF08Of9zfNjNtZ/fAxc52Jw6gbQdYKNCKQ6YGhxMhMTE9q5c2dYUiRfLzZ87lDidAnag6N09o4+xSE6m+4O3XX/gSytVivYRmkhsKlWq2HXdCaTCRurOGyc3DtfafG8OQClO24AjM81AByAjDowfh5ookesmjlT6qDOgxTKceDsm5bIDeTgdewMZcFUETQ54KPdsc/I5XJhmZxUFwc2+KlyuRzYap5J2ZTrtiMOJEhh87xAz8vGtrG07iys21P6CvDn9p/PyQdlXuNbKT9JEi1btkxr1qxRqVRSd3e3SqVSOB85fosV+uOgnPp50MK1zF33K3y2q7ZKCsEA+ZZ+xjb2EoApadFnHghRR2wN9pNNTg7USM+gPE60cSLMbb0zsYyRr8h6IMkYVatVbdmyRYcccojWr1/f1h+tVkuVSkUjIyPavn27br/99jAX43nDfdR/bm4u7PiX1PYKZrefmUwmvOqWUzzoxyRZOLd8f9jSAxaseuTkYCc+YqVWq4Wf7u7ukKTs4BFxx+pRsYMzflB0BokJJ6kNiHi064CRZ6MocU6lA0EUxB0uEgMEN87OWjiAcKfgkaMDXmeiOjGZDk48KvXvnd2OWcL4OVyHYfb+wIh7PZzxpb+p3EU9fgAAIABJREFUh7NBDtbdoHkSP7sbeatHPp8Py/G+iYHnEpg4CHRGJHYsDvSobwweve/jNuyKSXYH6UvsRNhcE5fP/85y0DavgwNM1xdnihwY8L3rHH3j+aIs8edy86/8Yym12Zzfubx161Zt3rxZW7Zs0ejoaFvOr7eHPsfpYhRjoOrj7g7HgzHKkNrz0w8GIZcRp04/sAEqSeZTAEZHR8NLGVgG9iU+dNuZcF8OLZVKYe6gq36NpADu/BBzdMjzEDlqCX0EcDnogrUkxcHLg5HEh0gKm4/inMpcLhfq/v/Je5MeubLjfD8ya2BVzjUPHJot9SC0WkKrYRvwCHsh77zwwgt/QAP+BN54Y8MwDNuwLKk1mZK6m2xORdaQlVkTa8j8LwrPyecGk/rZooA/yL5AgazKm/eeEydOxBtvxDnHeu7AiecxX2ZnZ2NjYyPm5ubi3r17cXBwEN1uN+r1ekk5O/2b1x4gLxZwmWTgO6zctu27uroq6WC2xMrz20CY9gKSsNV+pgEsF/2F4eU9i4uLsbi4WBZKrq6uxv7+fjx48CD29vbi6OioQgjQrmazWd7pxa8uJ2PsXHJGe7N94vkcp0s5AGPpfVZzoAVYxm55Gy7aaHtB0FSvX2+HyDORiUsJ6LPlif+hThv9xTdyL+SKT5WjfK3RaMTm5mbxYWdnZ9HtdmM0GsW///u/x7/+678WsEr5DqUhrVaryNnYAiKQdyBv9MUlQ5QKjUajQgyy5RXted3rjQWrmdXDwJmBhME5OjoqZxZzrq5BGKyMDSMXxijXxkC/ExnaiLmOw6DVwIPn+p12sKbyUQgb1mlgGHkYaPKZgYPrOv09yzanuDOQzv96ghk4OUWV28zf/RzAnsH2NBkhCwcdyI3nZkY1A3Kem/cupF7HTA6GjXaaUcnGZRpraqY7g2suM1SZtXEka9Dl8UHW1g+PJ7/z7syg/78CEGRBH5gT1iPGJdeWAjBo5+npaSwsLFRWQff7/djZ2Ylf/vKX8eWXX8bOzk45SnVaoJOvHHQ5SLCM0RXGlH0M+XsG4G/7hd0k7eoa5qurqzg9PY2Tk5M4PDyMg4ODODs7K1sJsUjDQaCDA8aD+UGwDGBD1hANDnIdmALgsAG1Wq20wUwf+kzNnoPN8XhcFoWY4IiY6AOBzMnJSWUBn20L88L2CAAGW+hT2XZ3dwt4MBMZMalXjKgeKkO9rPdFjaimgSOigEzAF+DALLJPFaLtBnc8h/nDe+13eE8uu3PdMXbf2yF1u92yXd2jR4/i/v37hUm+uroqQW9ElCCHcUafbFfRTeTiDJFBPKDt8vIyms1mIanQR3Sd7aFY/Il8CWS8QwxgFdvGeFxcXBT5eRFoJpdMyuQMBJk8P9tjZB+OrC37nZ2dWF1dLf2E4fzP//zP+Pu///v4+c9/XvZodZ13JjEyOUcWxLYf4Iyuo5v0iXrWiGu/d3h4WAKr17neWLAaMVEUnz+OQAGwg8Egjo6O4vT0tKz8tPJ71bWVxGySDVPExLAx4TBinrDcC6AyWJvmdIm0nWJ2ATTPN0jLSuzJ6J8MVJyO9vf9HvpuQJTT4e6zjSjlF/TF7+EeBxv8wLRMY6gtIxtNOx47Sb7PeNnJORLnfaRo+B3DCLiPiGKEaafBjPUBZtMrapEPz8tpSrORHgO32T+O1s2sYkh4H+/BuLk/bkMeU3QN3ZiZmSxcoR/0LQdigL9prBdg0Kl36lP39/fjiy++KHsAHh4eVhg0X/7dpSIG+L4sD76DDfDqYJ/Q85uA8dt0oRcR1RKKmZnrrX8Aq5x0Y3k7g0GgDnuFwzShkJl+M+QmHAB/gE7fawDgfSsjqiyZ5wrf9/vn5yfn0tPfiChtRr/dB38/s8fUIzJf+v1+qbnmOGgApLMaBMwwlF4hT1+Yl9ZJ/ADzikDAsrEPi4iSeWHcab/njVPJyJD+wgLaziFrjx2AmaCi0WhEt9uNxcXFePDgQSkpwV8g94uLi+h0OgWU+QemnLGiTdhqggYAr20Rz4YNRK6AcggL7A22jEVxuT7a2RfALP5iZmamsvsDNjkiSuBgv2ZAaFkyxvZzDqgoobq4uIh+vx/Pnz+P1dXVomc/+MEP4u/+7u/i3/7t3woQpt38zhzmom+0gWDP99J+FhJ628dOp1OO8Y2I6Pf7sbu7G7dv347Xvd5YsIpDdvrYBsZRnsGsmRc72MxM8n8uf57Bhw2YDRptedXlZzEhnQ7ys1/1boPAac/GwOV2+kIGmZXKDiz3Jz+H+wxOGBMbvcxwur0R1YMOuDILbMeVx4v7DHLNMvuZ9N8gDmZwfn6+kqrk3/we+oQemjn3ewzs+LudhD9zH7OMMmPJs3KQwt9tYFwW8arv5Mtt8rsyO0M/MHY5qzBNVwExNrhsU0XNcL48vzLz9ap2W6/ddthBnuFxM/vxNl/egsYBku0r5U44S+Y4MvM8JEVqG+asyTTghe3gMrONnvMugzTPYbbb4fs50M223SAA3eS9tJ/Aapqd51nOLAHiarVaIUpc1sT3nW6PqC6iySyu58C0IMykgOseeZ8JCtpnAsaAEVnkcoqsF7a/OQDPBE7ENdvW6/ViY2Oj1D2fn5+XUgvICrO5bhdy8fhNK3HwZfmyINB+AN3g7zzfe17zXnQ3kyyMHfLiWZ4jDuyZHx4/dNY19zzXfUGu2Kvs11mbc3l5Gbu7u/HjH/847t27VzkRLo8Jl/vA85wtnia3PAciohw+gSwpJYJpfZ3rjQWr1BWx958nF+n/wWAQw+Ewjo+PKyl8T1gvzHAkOS1VElEFs0RmjpgjJukRM5jZONgY4QRy3SY/vM+GICvqNGaY9phZNXNChEpbMRo83ylTM5OWSQZuRNZmT81m2ojZ8NoIZgcC+4ZzyT9+lxlK+p7lxTP9bjMEGPtms1kYRVh5avIIfhgvFhtYh5wStYx4v6NxA8lp4M5j7zHLgJYxMcimZg95Wd+nMbiWix2VZelUltkuAxX0gct9xDgCSo+Pj+PLL7+Me/fulfo2SmzMrHiM0Zds7PPcm+aQmaMsBMnOvdFoFBbpbb82NjYqjpLsBXb19PQ0dnZ2yvZhbB1FmY+3H4Il9NZAs7PXR67CwFgX0c/xeFxx9HbYlA3wf4AKOoE+GNjQFusquhBRBW2uXfXemhHVQ1pgynIGx4HuzMxMOcXn6dOnlRpgmM7Ly8s4Pj6ulDGYQSO1SymSZYLeMydcyoBdYGzMLts/0GZs1czMTGXxGHPTq8szSKMf2VYZuJu0qNevdwq4efNmXFxclH1Yv/jii5LNcHYDcE/fXbZzdXVVTrKDJR6NRpX9Yw38WThHjbV9zHh8XWdL/9Fffj87Oyub3/N3BzKQGmwH5UABfeNd2GGYXtrNehrmUPYTWY/b7XbJKEdcB5uNRiNevHgRT548ibOzs/inf/qn+Md//Md4+PBhWSjl0+ZqtVrlcIhMVjhQpSQFX3fjxo3yWa1WKyUX8/Pz0el0Yjy+LofY39+Pp0+fRq1Wizt37vzW9qnYkdd+wv9PV7vdjlqtVtlUPCKKIej3+3F4eFiULkcDOX3FxDcAzIDGzozogdN2UDRHIxGTEy4cKQKcIyZK4UiO75ul4jMMBQYwAzeUjqgToGVQa0XL4M6XQRXfhe7PVwaBfIc2maHwZOTHrIOfNx5PitIxxJkJsuNyX53+9vv8Hi7GHzlybCv7IVLYzrGLAFbSIDgWGH0ba48X7bq8vCxgzJG4gbMdrFN9vscpLQIbsxTUh1lPXfs3DchjYC0r5IzcSDcamGaWw7pqfeY7pP6fPXsWg8Egvvzyy3jw4EHs7OyU/Rkd3OF0+WEuAXYyI8aVA0TkhaOhRhlZNhqNWFlZieXl5Zf0/G28Njc3K7/DdgGEsKXIGfuX7YYBF4CXVfcEWWQtWJBhxhSQe3V1VTnJLmKSnoRVyqvnAb0RUdHviAl5EDGxK2Tb2CvS9/M+g2fsDsd/kqZ3Jml2dnIC22AwKPMVwMT+ncx7SiWwkdhMaifZdWFxcTF6vV4lJW62LgcApLxZGBRRBdR+Bm3IgIV7kK+zTNzvRXAGlrZRtv3sc7qxsRGj0agsAIqIAoAIXM/PzwtZEBEVO+kFfCzOzAG/WfH5+flotVqVQw3sP+kvsuDZMzMzJchCrugJi9is0yYOTJ6ZPIiIstduvV4v6X/rUsSk1MyLowHaTuVDrqBn9+7di/v378c//MM/xOPHj6PRaJSgkOfTVq878P7e1jN0x4QBcmFetVqtAmLr9esFWcPhMJ48eRL1ej2+853vxEcffTTN9PyfrjcWrHa73WK0nD44OTmJg4OD2N/fj+Pj46IwKMe01EpEdRGKjXB2ehhQBpxaIwClBxjW1QrokoUcsXIx4addBnO0x8CCNhgk4Qzcd7MSBkQ4dRtQHE9ElbWin/7d7Kif6yjeE9Df4XmZUfQqW8CF5W2mI7PLuV3ZKfkzs3czMzMVYw9YXVhYKKUl7APKbhMwBBhys3qumzNQdZ01Ogood+rOJQa0j/6aUQG447COjo6K4+IUH04UynPDdWDTDFdmVfKY+bvWNxw/bcQwHxwcxOPHj+Orr76K4XAYT58+jYODg+KkM5tqEI8sc+DngGnavHGA6oUGyG1+fj6Wl5dje3s71tbWps7Bt+3y9kmMF9mMvb296Pf7ERFlFxFnBCImss31dRFRHKUDG+seF7rldCqO1PV8jBl/c0aFcfWiHD7jfQYGl5eX5ZQo5lc+XCW3z6DXgR5gtd1uF4Dj/S29YMuAAR2nLhY5AaaZuwZps7OzlVOrfJAGq9F5Lj7IpQVuQ0QU9gzAiO0mdZ7BmOehMxiAH8vEpXesG2ET+7W1tZidnY21tbWYmZmJ58+fx/Pnz+PBgwdxdXUVnU4nIia7P3B+vRlMkzkEQMgv4prUYseR7GNN3LAoCMDsYJjsDbXHgD4YbHZtMOtKptXAHUZ4ZmYmer1e0S8YYeRnBt1EACDRaX2P4+HhYfzXf/1X/PKXv4zd3d3odDqlP9kvQmwY90RECcYYa7ImvodsF7qK3tOGg4ODsrPBhx9+GH/+538e77zzzv/SGr36emPBarvdLhG8F1kdHh7G3t5eDAaDQrvbsUdUV8ybdeFyZGbwZqBKYbbZL35QIAwhhsRp4sxc+R25nbldfDcDVRTP28JgTAxQPcnNngJKuS+DgcxO2SkZDBqQAgQceduh0Wau7CBoF3J0agoDz8ThnV4wwOW2mz23ATcb7nfxf05muby8LCfMzM/PV46jtBzzu1yWYedhUJdT6Q48bPisA7ksAF1jEQPjxwIXMx5+H4FNHlM7fbMHlil6ZwDse3B6pHEPDw/jwYMHce/evXj06FE5wo/UM202mH7VQiDrjue2gS7yYvU6f8OZcv/y8nLcunUrbt26FSsrK1Ntz9t2AXJgfCKux204HMb+/n6cnJxEvV4vpxQRCLlW0iwWem4bAkB05gmHzxY6sDPe35gNzyMmtYPMcdpp/WX3CC/+YS7AovJ5zjABBCMmdeuwyfQZnfIRwZ6HL168iP39/bIPre05ZUSwtNhdmDsYMmTLPqUEyNyHLhtAICvYbM9F5FKrTVLhHvu5ubkC5kxi2D4b2EREAVTe1QB7DRA6Pj4ucqRNzOe5ubloNpvx4Ycfxt27d2M8Hsevf/3r6PV6JXAl/Z59NTaE0it8sdPWjDEMPXvaOsCxT2IOmNH0IlBObkJPAM7O6BLs8DywAHabLBw+hDmCHNGzer0ezWazlN0gA3zL2dlZsdu878WLF/GLX/wifvSjH8Xe3l45WW44HFZ0kL5ZzzxPvHsGekrQyLzjOwD68Xhc9lrd3d2Nw8PDGI1Gcffu3fj000/jo48+ilar9dp26o0Fq0TYBlRso0CK1tR5Zt34bmbZHH1ndtNgcRrY5PsMpNlc1zc6HeGo34odMak1zU6Xd+f3Y0xeBf7cdz6z/PJ3MzjlXVle/jvtRe5+Du02gDYYskz4PIM+A+wsd2RtsGVglZ+f256fZXAdERUAaWAYEcWxmF312PF8s9ceG8vgN7HOOVjxODid5xpofgAaOBiMKY7dujgN3NPnHFDYkfk7GUjayZ6ensbBwUHs7e3F/v7+Sztr5O9lg2ug6vlhWfI35GlgbmCLbs7NzVW226Eu/m2/zIDxO7oC+4+OAEojqnta8h2ABJ9HVLdKyxkd29FX2VQHFgZozPdpth2AyzPRSdvaDK4cwFrfM+jmPei8g/O8YwKfOSDCL+CzAJh5Dvq8d0CLswqMlReV+X0uMaBswsGIx9AyyHM1YrKg2Yy1bbHBKrI3Q+4dNwx6G41GdDqduLq6KiBneXk5Hj16FMPhsKT56R/PZTymMen0nTZjWwyYaAM2gWwZbaZftmtkbsfjcSnp8PyhLbaP9kkAfOTgANxy9I4OJo7QJ9pE4D0ajWIwGMSTJ0+i3++XoMuA2AQHjDD9t62m7Q4q0Df0grYzN0yUUBqysLAQN2/ejI2NjbKd1utebzRYZXKcn5+XdGy/34/j4+MyuVHkiJfBUEQ1rW7GJQNSgzAbDBTazBeLNpgsuT7RSs3k5f12oq4V9femGXWcjZlM7x/J8ww8eD/t81Ynls80cJLZSS7X8ABKLH9Yadhf2m+GwmDJBt57xNFfJh/OFGBmw2tDZsPpsc2OEQPOOBl8R0RJ883OzhZnAaOJA8IRWs7um52PATQ/mf3kPgPwrJuuVTbgqNfrMRwOK1t/oR/UakVUt+Pi2YwpjpRxpo+8K9dBW1ecHjs9PY3Hjx/H559/Hp9//nkcHh5WWB/LwOwIl5lpxskyMQMTMdnih1Qfz2LBwfz8fAGnm5ubcfPmzVhZWSn1lm/75RKd8/PzGA6HZS0AtWzWfxgXNtD3gh7bMnScWtRs75j3MLaksG1vbMPQH1jeer1e6vZygBIxAS0wbQ7mbH9hPPOZ8DwT1oj5bLtE3Svs07Nnz17adxtG17IBrDrr4H7AtEZM9h+lH/g2FoTBaPs7zJ3xeHLkKX7JG+J7/tBW20DbD8uXdvAs9trEDqMX1J2SbeREtIgoey13u924uLiImzdvxtLSUpycnMQXX3wRu7u7JcWObXW5Dm2B+USXZ2ZmyuI1MgbO6tguOci3XSQrC6POOBweHhYfxv2wl68qIfF4tNvtClBm+7TMWtMeL26i5MN7+tZqtXj+/Hn85Cc/ic8++yz6/X7Fp8CY0z5KU2BnTbpwD/Lt9XoxOzsbg8GglMDNzc0VfEUdMFuNYf/X1tZifX09fu/3fi/eeeedsu7jda83FqxGTBgAVv5zAACDycDkNGpmacy+5ChkWtT9KiaTScnEYAANzJi0LoqexsJZeV1TaLbWbXDUgzEmhWTmlHbyLtqH0cvymMb0RVTrFM0U5nQv9zJxAEa8j3FhUtIv1/swqV2r6sVGLgHwRKcvOeo2eOLivTlo4fn0gzH2Ag9W/LLKleJ71y15cQqXx9LtsY4ZODtwcPqVv+dxMmtOGpC6rGazWRZmmPXwZTmZFTEgNPPgaNzsjnVzMBjE4eFhPHz4ML766qvY3d0tztZMErLBwRK1O/0bMamT5G95R4vZ2dmiW8w79A/9aLVasbGxEe12OzY3N2NlZaWAoa/DhSM8Pz8v+nt+fh6DwaCcAFSrTU5zYw57saPrnBl/xsJgcTQalbUEEdUSDbJi3Gd7zI4NAITFxcXCckVMsgSwei6FarValXQqOssqZuy7bZbT/g7usZeQAZ6T1Kri7JlXnOjj+QWz1Wg0SorcpVsA6MzMGWBZ3t4zFtkBQqg99eEnBJqMLbYKwEUwDnjJjPRoNHrpFDF8LgGIGVD0wPORs+oNkG7cuBEfffRR/OpXv4r/+I//iOFwWOwvNvb8/LwEts4ImAEfj8elrpmMyXh8fbiC97Cl1hU9oQwFJtbHjB4fH5fSL4gRdI4TuGAWGS/GEfszGo0qwUxmvglsjo+PK/qMvWcMCcSPj4/jV7/6Vfzwhz+MZ8+eVbIktmGuh4UZZawpf8Bvo5cLCwvFBtBW3j0/Px8rKyuVuuzj4+NYWVmJDz74ILa2tuLu3bulxhe7/TrXGwtWmZhnZ2cxHA7j8PCwLHSJmDBoGB8bJIwAl50jv5uVBRQATPmx446YgECzVLQTAAlAYALaCOXUC84+orpZs0GIjS1tx5EsLCyUEzqcLjMzDLPABDJgMmilDZlx9vUqsI9saA/yszMD5DjKBJx7JbuZbORothtQboM9rY1OB9PfnN5yH18FjA3KXrx4EYeHh3F0dFRO7PAYIV8/B3lPS00jP9rqFD/jYP3LfaT9GFvq/5Cdxxh9NbPEmFgPeL/LGZC1garHn+efnJyUfVQfP34cBwcHBehnlh75eAGMddb38A4cGe3i78iOLVws14WFhVhfX4+bN29Gu92OpaWlwqhm8P62XmwLB1gFsO7v7xc5osPMRzIIZmUdbDKeXnFvYBlxrfNkxHheRBRGyyCNZ3jnh+xgATwEwTkg58Q0193RJwB3RFT+b0bZhAbPB4AANtE1fA3t4r2eP84aMPd4NvPCqXyA+o0bNwoJ4awIssq20KUBvAP52UbA9jFurtFnqyg+Z9yx6Z6HzMvsm1wPj584OTmJvb29wpbfuHEjtra24pNPPond3d34/PPPy2LVxcXFii2IiFKL7MDDTCs7usDuo5vYerfJY2Hb4szo8fFxHB4eFtCe11JgI9ETdonJmSt0BnaeE85mZq4XUREkmm01lpibm4t+vx/Pnj2Ln/70p/HgwYMKOTAej8uiPvplnXbphEt9GL+ZmZkYDAaxv79f2n5+fl7auLCwEL1eL8bjcRwcHMTBwUHMzs7G+++/H9/5znei0+mURfA+Pvl1rjcWrMIGHh8fl/1UXasKwLFjN0uFM3Wa2RFkRPUcaSY6EXHE9JrXiAlI9aTAiXv3gJyOMHAwaOHvjganAQbXHjqydzTufpsVy2CNy+81swiotgwctRswGDyTLjP7yeceAyaeU9ARE+MyrT9cvDs7Gd7l5/IZTIPH389DH6a1mc9evHgR/X4/hsNhiXxZOJT1MGKyFZfBsfXJ+ppZ48xy+F+PG2yCI/XZ2cl2I+h0xGTRiMEH4M5jmll2A9Jcs2XH2e/34/HjxwWwwvg4ePN8RD44DL8T+TiV5XmD/jjd67bx7KWlpdje3o6tra3i9GDQpgVkb+OFLSFD1e/3i94yLhFRKcOBfXXNdsRkn2XA72g02b4Kx41dwH4ja2yEywFyeQlzEOCBbQDcAVoMNLy4KDPBzn7RLpy7F3BSI0j/DQJZKwGoYl6ZEURHmV/ovQG4gQ62OwMpkw4828wXY4SfYo4wNjkdS5tcmgBDClvLOJEap21LS0ulDtQkBuAOMMs4Yj8ov3GWKoPgd999Nz755JOyIwULpnm39yllnjpg4Idn8g7GK5MutIuLTAL6hd09PT2NwWBQsAU+nYVT9sU81/pqEgV7a8DM+HsRGbWpBOP0//79+/H555/Hr3/96zIXsHHImBPgnGliXM0aIw/azZjDfDvDAUlj29FsNmNrayu+9a1vxfr6+tSyvNe93liw+uLFi2JcKQEARJrdMdAzS4UiR1S3PcmO2Mrm1fI2nhlgYvx4lxXBEyizsnb60y47YjOyfB9FRNkziDOwMzOcgTLvMuDD6OXJ688x1Nn4G/j42ZnlNEMQ8fJhChhfDDbPcX2YPzPYswwMhtzf/H+nsXi+2cL8/263G6urqzEcDisbiLtGjLGC0TFYzQGDGcc86Z0ZyIx/xGSLMVgGapkWFhai2WwWJovUrt9hfcxsdg4A3E4+w/lhHEejURwdHcWzZ8/i8ePHsbe3V072IVX1qoCC503TCTvtrLMe52ysaXOz2YzNzc3Y2tqKXq9X6asdyNt+4YSPj4/j4OCgrEImuEEOOE3XsUZMxoQ0Mo6f+YpOAV4BMIADwKyPHI2o7vjgtDisndufGVIzvRcXFwVIeA9ZM6kRUSE6pjHBsHMGPswZjqPNpWdmMSER/BzAt8tbAIvO3vAugxEDTEC4iRbk4vniPjM3kVfEZK5RD3twcFAB9vPz89HtduPGjRtlaynKAWgPfUN3MvlAoMN4O0XNs1ZXV+PTTz+Nq6uruH//fvz3f/932fYJf0w/PJ4ECS5tctbQ4BwAaBvCM7HZkD7cR013xHXAtri4GJ1Op8iSC3tG8HR6elrKVwCStIW0urekAlTbvhqnPHv2LH70ox/FV199FZeXl9Htdkv9Nvav3W5X0vD2J4y7ywYdjJKhJhNMWYAXgPHdXq8XrVYrvvnNb8b29nYlIKQPv4vA/40Fq0R8Tkc5zWoBZeZymvBeBdQMiLLTzM9xyUAGFb4XEMO7/jdgkb9NmxD8H2XObGNmPkkpuH1ZBvnKbTSb5+9mYON25UBgGuDP7/RzzWyaDTbAMqNo0GMQk8fODHGWt4GrDXY2cDMzM2WLFlJn3rrM/cZYZibX7/KVAyfG1m01S27Z4azNUPl3pwKngUK/d5ruTdOLaTpBuQ57TjJX83hk4Oq+OzjL+pLb5v8brPLOhYWFaLVa0Wq1Kgu7zFx/XcoAmEPsHezte2DpnM4djUYFuHqcmF9czPusz4AInGQO+NFbB/J5K6AMVrlsp3MGw2wWOu2gFb3jGfxuwMdnLLDB9zDPCAizfA3WMpC0P3A7rLfopdP0fNdz1SQJjJk/B/DmIM92FZsAMJuZmewLymEpEC/TdIMxZjzcf8vERAd6Aqiam5uLlZWVuHnzZjkYod/vFzDrvnm83VfeabvB+2wf+a5rOv05J07xjIuLi7IXK8ykCSreDajzqWhzc3MFVPJOakcBiG4fMuNexnx3dzeeP38eg8Gg6DDEA/PKdg2ZoV/ZT0wjymiHF+HCNiPXev26fKPX65UDMbCxyMW14K9zvbFgFVaVWlWnPHIq8jeBIoPJiGr6HSMeGpUuAAAgAElEQVRCBGKGzcCQi88ZSLNDKAiTmQnmZ83MTI6nyyl+gxErFxGOWSQmcC5qdqTpaBnjkA2m+5rBHc935JdT6QaPBs8YN5ct8HcbMP4Gy0Vb+TvtY8LjQJn8RKy0zYybGVucjt9jsGKQCNjDWfmZCwsL0el0YnV1tTAT3jvU9XYuvM9p9KyPmcX23w3YbbTdB7IQPJM2HR0dVRZeTAt4YLXMTvCDLuYgjO+b2d3b24unT5/Gs2fP4uTkpBixaaDfeuZ0X56vLo9ADtlh5X4RQMCCr6+vR7vdLm01OAa0ve3X+fn1Ge39fr+yR2ij0YjZ2dmiv8jk6uqq7OOIEycNiu21XpNKZFUwixJJRx4dHVXeYZ1gMQvAAyYN4GYb6h0FsEOMN8AKkAfghTlCf1jtHBFlJTs7mqCDgAZv9l+rTVbSv6qsBV2lLAcWi3IK6gtzcOVSCzI2PjqTFfP5kJEcNLrExwGD7cXp6WkMh8MyNuPxOBqNRmxsbJS+Az4YB/uc0WiyUp9UM2OFjWJMeQYr1uknJQ+dTifee++9WFhYiK+++ip+9KMflZX3+KxWq1Vh1mu166wiJSwef7PU2C8uxgKfyQI+dizIxACL5gaDQRwdHUXEpDSMZzNWjIHlRjkWuuFae+sZcrVO7e7uxo9//ON49OhRJYDhOePxuNT3uhyFsbDvpr38i9zwmZRG4Xdh8dGhhYWF2NjYiE6nU7aosp9kjuWA9be53liwSq0qLI0HHmBk8JWj9xxtmT0laot4OV2fr5wq8vug80lbGGy6DZ48ACdHcm5zRHVln9/HfY74kQmXwaoBoyNJO/eIKmNMPwARBiaeaAbDWb4YOCYIhpN3WaZe2GE5Af6QH86CMghkklP9vM9touYMY+57zDhg6JGrwSrOudVqlZQyoBBZ8Q4ibRvyXAYxjVF0uh3ZoFN2RBlA4qQBDjjLo6OjEuwwHrlcg+g4n1pioM/YOVhzurLf78fOzk45Xx7dzuPD+CIj3o+ue84a1HoccAjoI0wNYKnb7cbCwkKsrKzEyspKJYXnEgpA+tfhury8LCfPeDGmHTx6D7OFY2QsucdbuqHPrl90wD87e71jAGUHAAae78VT2cag4xyBHDHJWHirHECS24COZIYWW3h2dlbu4xkAKeoTWRTjDf3Z4op5gh1xnSt2CznSTuYebXC25/LysuwaEBGVMUE+2Y9gN7ENDgz5HBmYdeaI8vF4HO12O9bW1irvHo1GhRxqNBolRe60PDbFu3eYoWerI8pJxuNx2ZuW4IH532q14s6dO/G9730v9vb24uHDh2WHAFbgsyag0+lUygQ6nU5lvLEFZtWto8jLcvTuIuAMxpm9opeWlgoxQnBiooM6T5dZkXFj7AiizKR6MRXPPT09jV/84hfxP//zP2VhJPvR4nPZdQewyOJExg8WmDIfTp9iW0GXHfDuq6urslANfW40GtFut2N1dTUajcZLeg6D3Gw2C6B/neuNBasnJyfF8RkYOlXjy+AjA1kUicF1OUFENZXoNHdmQHnPq4CVnYABlcE1hoyJYWBrh2wl8sTASDn14MiXIm1AQI54cp8tM4y022LmygDOP/kdOBWDWdrtukwDW0fCGCOcFn2fnZ2t7KNJP7L8zDQQ/bvoH6Njx5h1he8bQNXr9TL56/V62Z5rPB5XTroaDoeFTfKeebQdeWegmvUXGfBur0ymrXbs6CIpedJEBtuWmcfdwRMBgfXNxs11e/1+P54+fRpPnjyJg4ODCiPERRvyvpK0fRpIte54jptRxREwX2BTG41GLC8vR7vdLs6eOcS91PN+HS5Onnnx4kU0m83KuefYEBwlugL7Sk0funRyclLSnZ77OGPmMHLHaeLgnU51qt3sP3WxPN9BPHbTe5s66DHLFlE9eAW7jw4A2pytM4DkbwCCRqNR0W8AiYNF7A9gf2ZmpnKEZ8SEhXNamr5BMlBqQFvY4u3i4qKc4mU/R/0oAAcZYZf29vbKWLCSe3l5ubLFIvoAKGKOAfSYm8fHxy9l6Rh7+oTtol3O2hgQd7vdWFpaio8++igODg5ibm4uHj16VJ7/7NmzuLy8LAu9sOdZB2kncrUPdq0r9gM5wTZbbrSR4G0wGESr1YpGo/ESrvAY8gx8Q8QkC2v/5QwYx+AyBvfv34/PPvssDg8PKyQFARnBuP2UAypjDNjXRqNR2U7O5BA6SfYSUqXVasXm5ma0Wq1YWloqpSH4H4B5u92OXq9XMh6vc72xYDUDDAbU6fKIl4+IRIgGBSgYrGGm4Q2ITKPzkyPbHOF6FV9OfdLmiEk6CMPu9IzBlmufMvhyn/wv/fN+qpm9MzBCUW2cuWgD7891ob4sO0fz7p/HxcDWjC7ghvHACfE7LIPTMH6Wx9Fj6fEhbZivrANZT5yWmpmpntWNfhJdUkTvFcQYEqJiB0T00auDXScVERX9x1DwXcsF+cOsDgaD4rDMRll2DlKyLuIADGIXFxcL23JychI7Ozvx1VdfxbNnzyoG0XqHDM2yel5mttt65bme666QYb1+XVe1tLQUq6ursbi4WDa0NlBl7Pj71wWsUk6FQzIQ5YhJLgDYixcvot1uFzvhjBY2EflHRLE5nsukjBcWFsr6g2lbWGFPHaTAFnpTdVLh3hKoVquVRS2sJscW0Q6CJIMJA6psT8zAOaBiTsIOcl+u62Q+UvdIiQLzOGLCPNMvQBPtheF1EEeQ5WwL8obAqNfrZY/lRqMR5+fn8eDBg8LO3b59O9bW1qLZbJa2ePwI5hlr7CbjQ+kTNo/P6RNAl9/xw+47q9BdErW+vh6///u/H71eLx48eBBffvllPH36NB4+fBg3btyIVqtVFm4BgqnDdgBrhh455bIlB7mk8hlvfAXlF+PxOPb29krJSKvVKrve0Ffsi4/Btc3CLuNHmUPYfezR7u5u/PCHP4yvvvqqjAnjCcBkwSpBowOBiCiZE+Q9M3Ndh3p0dFT6jD8yoUSb6vV6LC4uxvb2dmxvbxew22w2CxBGfp1Op5zM9rXeugqDGFFdWOP0iZ1hZvqsMDZCGQTZUNlB8sMz7FBzevL/BZpsXOhTZrvyZcbJQMr9cfv9nnxl5jG30/3IE5/7/Dvtz23LgDt/ZueW++rn2oFg1F1nOe37+XuZGbfMzCr5d48X38l9MHAGFGHoMT7UuSFbjLXbYdbIAYGdo1lnR/z+PkACZganilM38H0VWHVfp80j+mzQ4j0JB4NBYUo8PnYKZlWsl27PtLH1fR43j73LADgW13WKGHoDe/r6dbgYf5w4QZfZfetixETmZtyYXzg2z6nMghoAoJPop+2NddzjbL1xbVxEdWs/HDJ/t15HVI9jdXATMfErtpuWB21xwM1lG4Hc8lzJcobMMKDh79ZHEyau6TVQsB+zX7TtJVULE9lqtaLdblcyJ1zZ3vhvXLSBcXX5BH3x1lL5+zwDQAW4ZSyWl5fjzp07UatNNqF3oMGYo4/Uw9pH8Q6DL8A8cnVg7Eyd5Yi9gMllZwCvyCfoQ+583/PF6XnrrvWQ+bG/vx87OztFpvZPtM96aN1yv02auTTFGWGXgvEMg25KLLjQJ8Y/rxeZ5tf/r9cbC1YRMpPf1Hx2imYHcdBMBJQjGw1SRjyXycPzzR5EVDfM5ztmEzASTm/lEgLXqBA9OzVhg+r3ZqU0uAI4MHmc9rJC2jBNYyANTByhGpQaWFvxeY4NphkMlDw7uMzAYuQM1GdmZspm0gaiPDenjR21egyQJRGzWUqzzOgQsjDLgAzNyFPj1Ol04ujoqNRYs+WajV82WDZapK+sV/ydE1RwBpZzZjvRMxZYUUA/Go3KQg3GK8soBz5mkqgVxNnu7e3F7u5uPHjwIJ48eRLD4bA4O+sVfcz67MADuXo8rU/+rp07c63ZbJZ0YqvVKuPj9KzlODMzU9r7dbiQJfWf6BJ1ZpkRYzxIOZNCxW6Nx+PK4Syuw+QZpMBhT2E9vQ+1warZJ9cl43AZK0oU0BVYHQIS2yN0xMEQumOm0otKOIb29PS0ZCXMhpHWPjo6eikLxhxCf5lro9GoBFG01+URyINTvMbjceVAhtnZ2bKHLX/zPLC9BEBeXV3F0dFRXF5eb3u0vb1dSWUzprzPuzHYT9Xrk9rKiCiMN2PO/cgHIEWQ4S2h7AdhE9mNoNlsRq/XK2VW8/Pzsbm5GYuLi/HTn/40dnZ2Ymlpqejf0dFRtNvtSo0lss5lXOgMug4rW69Pjiu1/uA30fG5ubnY3d0tJR2j0SR7sLy8XO4nq9lqteLo6KiyE4sBrvWN9/T7/fjZz34WT548Kfqe/Tyy9jg7CGXNBHtso7ewnugaeudyQWxms9mMmzdvxvr6eslk4L9htjmIgYzJbyIa/i/XGwtWM+uRIxVH43a2ThM5mjf4mcawZPbTwNDAK2ISYdpQMeAuEXC7uTBwFDPn5wISnCIxs5wZS5crMDm8yW9mSsw60j5HlgbcBhR+v+XPMw2I3U73ySCQCefAgZ+IyYIE0hk+ZjEzcY7iHSDwfgMbP4vLrObV1VWZ9IwnfcxMLCCx0WjEyclJSVWdnZ3F/v5+qeG0jJG5a6jdBi4DYdqM/NwnwKhr7jBQ7AZAKhV9wwFbr3PGgH95D6nPq6vrOtVHjx7Fzs5OPHz4MPb29opTyOwGOup0IPKbFpHzTvTTEb/fwX6ybKvS6/XKeeGAL6cMMa4shvC8e9sv9M/jDpCgfMSst+1LZspd88u9th8Rk4WGBO0w3/V6vegyz/bxnwBLdBhmzXbS7D/f824EZk1pH/0i8KRPEBsEm9Qxs7gm2zEDH+xDDuiRm/WatiEb9NtyIZik9AbgyBwBCHnxmMsUyOhweA4+bnl5OVZWVmJ9fT3q9Xo5opQg4OzsrMiMgAYgTlCDjHgfftb7rNIGA1jGBTvHM6xjjDt2/fLyMpaXl+PTTz+t7BSws7NT6qbNUkdMACr2zJkcfCNtcRmZg/+ISW19rVYr6w8Yn36/H/Pz89Fut+Pi4qKy4Ij3AGIJlEejUQkOXPrCuHM9e/YsHj58GPfv3y9jbx+Mj3Q5g5nliCh9ZH7xPuY+e+baT9o2s3D49u3bcfPmzbJvMWUEzmRQHkR/eM7rXm8sWLXzNMPCJCdCQJAANYSaWU1HvHlVNIZlGuAy22fnGxFl8YFBU06JOfXAZIDd8+o6s5sARhtc2uNtJS4vL8sJMUw6DEJmN7MhtXI5MjWTPQ2o5pSE01mWm5lwAzMHDTgvGD9H7HxmEMezeB8yzWxgbiPPRO6ua6N/XBhsp2/M3HusAXH0gX8Hg0GsrKxEv9+v1MviILxy3/WnBnjIwDrm/juomDZel5eXpei9Xp9sWTIej4tBsx5OY88Zb+6F0aCWbGdnp9SqMn7Wo2lg1YX9LonxvwaR9DlikplYXFyMZrMZq6ur0Ww2Y21trSymMjNF0IcMzZIxN74OF+wLeoAcPF4R1ZXr1g0vDuRzB1kRk1pv5qGZGxzq0dFRCfjQiYgJCM4lA8fHx9HtdqPRaBQAgE6a7cNmApJoI3MsYgJEmHu0t1arFcau3++XfWg9F+kff2PO2dYjZy4zzblMgcBzcXGx1Dmenp5WAgDGiM8AhMiH4NHM19HRUYzH4xKY9Xq9WF5eLtkEvx/5AnhgOgE9tCHrBP3MGUDskVlW5jlAvNFoRMSkrjIHIMPhMMbjySb0zWYzPv7447h37148efIkBoNBjEajcmb92dlZWfxE+5z14t0OtpEpMmOLKrOr6JTHngVP1M9ub2+XxbRs8zY3N1fqsvFfLs+yXjpYuHfvXnzxxRexv79f7Dir/cErtvPYTept7RPps/GQF9oRHIATXrx4EbOzs7G1tRUbGxsFqDJ+2Ix6vV52jfDxrs5gve71xoJVHLEXu5jpQamIWiiKtvHIAMogJ7OCXCiSi9/N4EZMVtPRFoMdA9TM0JqFxbhmY4fC8S73gzpJIq7T09M4OTkpE8vMaL6cLnKq3IaXvlkev4nVzX3k3bzfZRm5BIDostFolC1SmJQZXJA+ycXrecEOP07JeayzkzGL47TkNEfl8TC77MCC5/R6vXLSFU6BxYLIA/nwLht52m6gjiwNVJGn00b8wEyxRQwOazQaRbPZLOPAPJuWegKgkL48OzuL58+fx8OHD+Phw4dxcHBQ0l0wBZa95ZvZJjNyHsfMQFsmZpOXlpZiY2OjrFaFMTVgcgbFNb+0Y9o8eVsv2Db037bVdZQRUZyZA5eIap0688r6yWJCUqs+KWs8Hpe6ZgADY0VQii1xkG7wCbBgG5+IlzM8ZNXIngAYGXcYUQBTq9WKtbW1wqZiT52RyOCAVdfsJoDtsu1wiZn3XAZ8UNo0OztbsjEGhPSN5wF6nGWgHpUxrNVqsbKyEltbW5UsAmPrQJm5ydxwaQB9IaCwj7M/gAFED5CHa8admbEvz7bBY46tn52djbt378Yf/dEfxeeffx4/+9nP4uTkJJaXl2M0GsXh4WGlZtXy5oINpMTi6uqqlFTYXwDUGRMAHvedn59Hv9+PxcXFOD8/j16vV0gE+g9Yhbg4Pz+PwWBQ9C+zuKPRKL766qv47LPPSq2qfazl7/5QRsG8to4wdpyohWwAqhAnfLawsBBra2tx69at2NzcjG63G6PRqJAbtKHZbJZMYkT1GFze+7rXG2uNHVk6lW5wYDCUP7fjxrDmSZIj45wGzwyM38H9OHeDVO41WDbbGfHy8Z9mkAwcUHKMnRUGw5P76guDYWbZ/XcqymkRg+ucMqZ9RPUGbWYBMTpO/5s1bTab0Wq1irHnM9f0wo5gaA14zd4ZTJqpo992rGbec1BgGSIv1+LxNztrA4DRaBStVitWVlbK3oILCwvx/PnzssOFWXPa430ZCSSQN0EMjthpWJdXoJuwWjAyGGjaStqHUgYiaTPf7hvG3Kzq7u5uZWs5y9rzA9bLrJDnBeyx5wv3Ihv6h351u91YX1+PjY2NEuxYFzyXvcgll6L8Lgzsm3AxDswr9N+2kfsYP2xRTvPluRYxsVfYTWrZfD/vM/vG863P6A7BKlkOt9ObsfN3rxNgrpCJcrkNjv/i4qLYoJWVlXj8+HHZUg0Qt7CwUIIxdA99dxbHdss2lXbQFtiyiChA8vj4OPr9ftRqtbLFFZkBB2hmsGZnZysnxVGHTG3q2tpaGUOyK/gR7xNrwoddTJA9Y2EywqQJc8qM6vHxcSnNubi4KKcvIW/XFjtQt/4w3wHga2tr8fHHH8cf/MEflB1OAI2szAck0q6IiQ0hNe6tBXm2bQygDJuA72GbN/SIOu9+v1/kip2kXn5xcbHYU8YHQO79Zff39+PHP/5xPH78uAQ0yMEBD77Ha2QMaMEpEFnUKpPRyIEH7Z+bm4u7d+/Ge++9F7du3Sp7UtdqtcK6R0S0Wq3odrtFv/OWb2C1173eWLA6DdgZlEVU6+LMLJoFzKwn/xqsZueZGYT/zWXml3fg+KfdlyPLV7XRkahZWdqbwaoZw4jqvpVuSwZ0TslY1p4sbl9eIJRZZtfSZkbVjBc/fk9mcbPM+DtOjM/sfN1mj4lZd//fOoQxnSZP2sP7DWR5F8xJu90uQDAHS5YxxiQzDXxmuRt0AyKcTndfkT9pHLYNMjtLSYDZJvQGXaNd1LMNh8PKsZ15zlgW/ht9N9hxEOc06rSxB9iylQppKYy79cwBIs+B5ctz4G2/arVaxaF44UfE5DAN5pAZvGnznzE0O4VOoS8Rk43iWYSBbbYuAw54t5m7iKpdzdkO94+L9hpIugyHZ8IiUuICmMrP9722xwYpDm5tN+mT9dEB8uXlZQnoG41GIWdoK4vUaAe21Cl8gFSn04l2u10p6+Fz5paDWss2Ikof3Q/aw5haJxh75J0/A3QCavnduuZ2OBjKTGS73Y7bt2/H9vZ21Gq12NnZqRAotJ+fnLXMOot8LAueR5/cDuYPoJatASktgEkFsFLawRjzTjJYtOv58+fx/Pnz0vfMVppxpo/2r9ho7Dukk1P4eV4ha/Z4Zb9d9lFFFvYD9JM2Abh5pu3F61xvLFg1G+PfzY7lldFE6TjZDDZsXCOq25sYCGaAaQDn+3mGDbZBIxcTOgNrKx6D7b9FRGVFpVlHs75mjjM4NIA0mDMjaEDhz5jAuZ1E4q5tcsqaPUaJ4lFsJvXs7GzZRoV94zxRI6q7C2TQ6yuDFNdxMg52djgZf9fj5rqsrDMGibSNCJM+RESpFxuNRiX9uru7W2quzDLhWFl5GjHZbQBmxnpEvSDG3EyhdRLn670anbZsNpvRbrej3W6X1aMw2LQBOZJqPD4+LgaW6N0OH8dkHbMTs5OOmABin8BitsOOHUewuroaGxsbsba2Fr1erzBqNqAYbnTSzBHjxTO/Dtfc3Fz0er2IiLIfKQGjAw47Yy+CcoAMI4WDZKcJAzp0ud1ulzUFyB09I7uCc0V/DBp4H3qOvllX0DeDCnTWZAf9GI+v665Ho1Gsra3F9vZ21Ov1smm+F+1QR8p8R3YRUZgrbDFMGLY9orr5v8kBM1O8k/SySwYom+BZzOOTk5M4PDyMXq8X7XY7tre34/bt2xERFf9oudIXslhmWZENY047Kb0A+I5Go2K/CVbpMyz21dVV2QUFHaOW1nbUAabZZ97LeLMrw3e/+904Pz+Pzz77LO7fv18JfOhDDvzRn3q9XracwgcNBoNSW+otmhwoYN+dgaGk7dGjRyW1vry8HK1WK27evBmrq6tlLo1Go7LHMadvwe4+ffo0fvCDH8TTp08r5AvtdRCPrF68eFEJrhg3xo6ttcbjcTka+fLysrIPMXO1Xq/H2tpavPvuu/Huu+8WH8B4R0Rlj24TCvbDlM98rRdYYSBQHhcm+zNHrV44laPoDFh5hqNJR4lOFUdUASoGgciYSWKa3ZdZXEejvNfMUVYKgAKG3ZPU4I5Jz/MNHg2ckQ2TIkfMZjbMiHEPAYLraw0MvRm+gSrpZlZRwo65LshAxTVteUuuaReyd/mAwSgXDmRaIINcYBkd7ZvRNMPhyY+85ubmypGDLCqhtgr9sawxzDZO2fA6gADEMhYOhmhP3qwbAMeqz6Wlpeh2u9Hr9crKT284DmPjsoKLi4uyryogmIUTGHwzA/y4jMHzlvscPPhf7mVMARebm5ulZgzmDB3AOfuULfQ1Z1usF2/zBeNCSpgFONiZHIxS/0+Q6BQ74NSOEl1AzgAVgADPqtVqRY/QcbbT4vvj8XUNK8GFj5WMqOoXF/ri2rm82MvBH2zdnTt3YmNjIwaDQRwcHMTs7GxZvX16eloBZA70vcsEdtfbUhm8Y29JyZuNgk2lvRFRyAgTHtZdgnf2JOW0tuXl5bK4BzBMG213aCPgjflC2QWBBvbCtb+MO2y5fQwA9OTkpPRhcXGxyJ9n1mq1Ym/QR/tG7kPm6M3a2lp88sknMR6P45//+Z8LW89OBdgq+xPAMnbUrLP9NTbBgTp9XVxcLGOO/uL35+bm4r333ouPP/44tre3Y3l5uRxb65KtTqcTq6urpVRif38//uVf/iV++tOfVjCNd1yxrhur+EACp/b5HgEdekeA5oCvVqvF1tZWfPjhh3Hnzp1YWloq5BK6w9xjLD1eyBACw9mF17neWLCa64xcsO5CZU8Ws4SeAEx6Bh9jMo1ZxOFPq+EzsGWiAKIyAMlAKOLlbaPMBBlEcQ8sB8+jnWYeMF4YkFxDYsePLK3Ejog8ud32DIjMVDAuEVH2J7TCo/SAU9INNjCOhDNjzvudyqDfXMg9F8YD9D2OOX3kizHgczMPyMasai7RoH1mJZeXl+Pi4qLsCQhzYiYyByqWtfUcA8HcMHuBE+IzmJ6FhYXCnsJKbm5ulpX07L2IY0BeEVFYGGTJvMRR8HwzTGbqMPquT5smdzsp/w29o/23bt0q7AVOweAaw+qacxtonsvY/S5WsL4JFwyVtyBycBNR3aaMCydHQIHNqNfrJSPC3HTdsRcgGRA42PK4kcqkjhS9MeEAExsxAQLYQc9nM3ROmzpVOTc3F+vr67G1tRXNZjMeP35cQBbAMqK6C4qD8ryPN33ADrtdvsfZMQe6AGuC+YgoizLr9XrJGmBTXZsaMUkZU7sJc4yt924eMHvj8Tja7XYBlIy1FxmZRaPt2IfRaFTa6lPJvP4AsE8AQJvIduSFjzC/zFePx+zsbKyursbdu3fj5s2b8etf/7qUQpi4obaUMaFvBniMJUGRj83GJuBDM6NOnzY3N+Pjjz+O73//+/HHf/zHsbCwEPv7+0VWzJfNzc0C3Dnu+PLyMobDYezv7xfbFlGtEeYZo9FkCzfu43PKRNAnZzFMerGdGTJpNBrx7rvvxvvvvx/Ly8ulrAF74BPuHJCenp6Wv3kO5yPQf9vrjQWrKAiG0PvxmQl0mjuiWn+YozUbNBsulN0g0SnvV4Fd0/Yop9PIOGra5fYRFaFAGUDCJrr+xICIdgAeWBzAMw3YXVvqqMtysDOxDFBgl0jQV7+DtDNbabEalRpDthsiPeHgwwGFAY9TUnYWZgz5oU38GKSbeXNU7ajWz3E6O6LKEro2x6kt2sNzMfjdbjdevHhRUnY4RZx2zg7wk3UG2eSSCBt/zrgej69X5LL9y+rqarTb7bh792688847sbW1FcvLy2WMYHhc4gGbDwhhlatZEjPZZjg9Vxw0OlPCv4y1dY9xg1VdWVmJ5eXluHXrVmxtbUW73S6OE7kw/nmLGt7tOeQMwNfhwomhv2x8HxEFnDhwh4mFRavX6+WIYVYZG2TkQCsiSpaHACpnlCgF8NHFtMH1eLSTmr/j4+Myv5yapp/ojG0099kvbGxsRK/Xi/F4XNlw3wuQvGDHtgjb52yLARuX7Zt11uA8YqK/BKPMN9LMMLfz8/PR6XRifX09tre3K3WUBBUXFxdlj1gHujzTIBFm2xk/5g4gCRBM4HOxmlcAACAASURBVGgw5XnkrCY2fFoNMIGvfcp4fL3QDN3Z398vx8ECuM7OzqLZbMbW1lZ89NFH8ejRo7LAE/ttn24WHH1mvvNe5OayJGwGcwO7enx8XMZgaWkpvv/978ff/M3fxLe//e1YWFgo6XBYY4gTdmFBtmQZbt++XcouwAzIBWB6eXlZdAr5ssALrACbzClbzC/eh4+H2FhbW4vV1dX4xje+Ebdu3YqZmZno9/ulHeARH4jBuDmzaFLmd7VQ9Y0Fq5nVfBVy96Q0i5kvO0//n38NPDLg9TPN9mVm1ECHe6fVHPlZ9METiDZkoO0UfcTLm8sbxGcmFIPoz2gfSjiNlbY8eLZBmUGIU+dWeCu+U0eWk2Xid2a2PI8pspg2rpnJpl+/SS+mPedV45efYTl50gMKWSXq/juKNiC3XHKQZL3gM/TA9YjNZrNsCt7pdGJ5eTm63W60Wq0yJuidGXJnK9hyxluJASpz8JTlwWU9sk7yjFw643u9awSrf5ljyAFZ0B7LxWOX9f53UWf1JlwGLS6JyKw+8sQxRlRtVGZSPZZ+joMSB1bWXcCz9Yf3Aqiwh1n/zexYt0wMZDuCPpHZYDcMAAzAxsE+uuRgH1BUr0/qogGUyNgLRj236bdBnzNyJje4l6Ob2d+SANTb+nmMbef5O6UJAETAGwyxA1C3kxKQPM7I2Aum0BePhwNg+k2bCIKYj9jL0ei69M07fDgr02g0YnNzsxzAwrPts3iP8YP/5bI/sC0DJNI36nsXFxcLI//pp5/G+++/X6l/tc5Yzs4MEnBsbGxEs9ms1EB7ngJqAb7GBsjFRJfnhsff82t2draUgHU6nVJj7LHh3Sa1ctbF45V9+etcbyxYRVlA7mZdIibG05Mig0sbHW9VMQ0cOF3JZabVzzbjyfNQToqfHdnbGNiwZ8XgMqOLUSRtblaOKJoo3dEb77JTN/vh9jklhywzMLJRyoDZdTyj0aicLtTtdkvb80IDnplBxzSAadYnBw8ZmPoznu3JaLD+qmfw/6xHbmOesNOCm7m5uWi1WnFxcRGrq6uxt7dX/u6JX6/XXzIQr6pbslHj7xhTGLSFhYXCRG5vbxc2kt+XlpZKOtiglXfhhEiVRVzPx263W86MdqSNrN1e67IDJoNrZJXnIT8sDNrY2IjV1dVYWVmJZrNZmavOatCPHMDkjAK6Cmv3tl+e2wAQs5bMeWwI6V3k5mA8jxklP4A4Sg5gTdmWqV6vF/0EAPBM0pnUw3Kko8GMV7ZHvHxCGn1AJ50e9nw5PT0tDD1HEqNrMFMwiQ4sIyYlVAAT5gy6SEkMwPPq6qrMFezkwcFBtFqtGI2uj2D1mKCTMGIszlxbW4s7d+6U5zN3YS+ROf1khwz+Tt0t8xmQcn5+XkAwQDZikr3EPyFv+upSJE6Nm5m5Xjxk38rCHhhd6vYpF0PugLharVbYRWeL/Hmj0SgHBfziF78oY8ihIKenp9FsNl9igGu1WkW/GGcHaRHX9uro6KjcMzMzU8bk448/jr/8y7+Mb37zm/GHf/iH5XSt4+PjuHHjRqysrJQMMGAbdpo1DCym++53vxvvvPNO3Lt3r8jNdgqWn8ANtpr+EMSgB5AUrVar6Ftm/2FUV1ZWYnV1tWzn5TkNqQLuINNmu2os4OzB615vLFhFeEbvEVWn6IgJhcyX7+H7CNnpEKf7DeqcEjeQ4l7AIZHuNFYyYlKA7r4xUQ3gcO6OxKj3ZB817qMgGqofYA/z4EjdjAFycB0X7c1sRZZ1fgYGk3HhhI9ut1vOeKY9OB0z5dOYzswqG+hMY88NhnB808YgM2/TGF3GNoMsZJnT8A6kMvifmZkp9VqA1Vy7hV4YzOf+Ixee7bGiBAS5LiwsxOrqaty+fTvef//9soik0WjEyspKWVBF1P+qwAZnbIbLx5oCHhy4melhrJGVsx/I0mACmXmboUajEWtra7GxsRHLy8slleoFaW6nAbcNNf10qtUlMG/7BWOF3hH0OjAYjUYvbW/F/dgty9o2yyDO2R1AB2MCAOJ5LDjhb3khFeM2rSwlYrIfqO2zL9fSmSHa3NyMpaWlODo6iqOjo/J8dNbBu5kqbB/vs+/wKXwAHFK43rid2j/S3BET5w+wBNAtLi7G6upqSfsbOLIAzPu+jkajsqqbOeQ5Mh6PS3BRr0/2umbFvhlY19SbwGAceb6ZcjPigMHRaBTD4bB8z7qA3ADWZ2dnsbCwEEtLSzEeTw496PV6RT/q9Xq888478emnn5bdSSIi1tfXC1HkdtVqtVILjV6jh9lXw6hmO76+vh7f+c534q//+q/jz/7sz6LT6cTJyUn8/Oc/L4cUcMgD8wEWnzpPz6f5+fl499134+7du/Gzn/2s1JIju4uLi3I4BfIiKPFBFZziRQkgfhed5j506d13343t7e3o9XrR7XaL72b+Ech4UZ7HhfG1L0e3cnbst7neWLCaa4ZwilZCR/tm4CImbILBlQ1gRFQctQGNJxxKnB2bBymvrM9Az4DE/TM4saE1OCf1wzZPRF3UClFzRLtpi2tVDHgiqqwEvzsas8NxKiWieqQgTt+R6+LiYnQ6nbLfHH3xYjTLPrfN/7pdZkOtAzArTGzaisHyuJolcr8te4xddpy8A6MB6+9UIXJzVA+L0ev1YmVlpcKYYKjdLhtPdIcLWWBkAKqkNqlDvXv3bnzwwQfxwQcfxK1bt8pxkkTNsD+ud+W5yCRnJRqNRnS73XL85eHhYQlW6IODhAysGYPMaJvN9WKUxcXFWFtbK4vB2u12Ac05/TitttBzHceagx3L9m2+mEtmaJzdMUsYUU3p5ewCcgTE2E7WapOjeQeDQWX3B+aLGXvmrgNs2pX13+ARHaHN4/EkVUr7KT8ajUalJhen2+v14saNG3F4eFjmI/XeBEEGwvwfJtq7JUTES/cjM9YTuDSHQ1BmZ2dLrSwAhIUwEddA/O7duwWkAmbG4+uttzgZySQMQP7o6Kgw216w5vUekB/MU5g6g9uISXkB6WrGF93xjiQuIbAtoD/4cNpF1i0iCsPN7z4aFDBLgNDpdOKjjz6KnZ2dckqax8llItZnxuvGjRuFUbR/Rz741vF4HFtbW/FXf/VX8Zd/+ZfxwQcfxPz8fBwcHMSTJ08KUF1fXy8+gACJ9gP4B4NBWZQYcc1y3rp1qxL4AQApuzLABryiO8jTR2o7CByPJ6c+1mq1uHnzZty9e7dkpwhQeBd2FNttWzutDAZiIWKy3uB1rzcWrFI0jHCc+ouoglWMrCPdzPJY2ExKA2Ge6cLlzHJxoVwZqOLsbWjNTlD/wzNMoZtlM1gg+mXlJmkzfmhHRPxG0MyFHCxDZJQnt1mJiOpBALQRR0F6g5NFcnTGJIyYgATkMQ2oul1MIBtnxo1J49o2y5H2MwauraI/vM9gM68i99Yl3mYmM9Vcbiv1o71er7Kwx2DX4Nzypf1mNUhjE1HPzc3FyspKWfn//vvvxwcffBB3796N9fX1ktZlnPhh/GCBPLdcekHU7Xo5y9D6QlvNUDEmefyYZ2asMcS9Xi82Nzdja2urgIuIqDhHQI4Bk/XHztO6hCzox9t+oSOLi4vFiUZMTolyxgM9BjSQQrYNyJkR9N5lGMx3Z0UiJoAPx8g45CNXI6o7PfA+l4Mxluw2AjgEGBukAw4XFhai0+lU5jIABTawVqtVTh2iZKLf75e+w2DyLtrGc90HL1yBcGC1P88/OjqqbC22sbERGxsbsbS0VMAHzN/R0VGcnp6WeUFKnaDarCi+0IDaxASlW1dXVyXV7oVY9qVkbvCds7OzpW7Utp6gA2aUPh8eHsZ4fJ0SJ9VsUgB2mX5ERHlH9qOrq6vx4YcfRr/fj8PDwxK0e99bwKMZV0oR9vb2KniBXRQODg7i9PS0lB39xV/8Rfzt3/5t3Lx5M3Z2dmJ/f78seNvY2CgZRLIEBv8R18CYRYELCwtlATJrCOynvBARMIpO2ycxTvhV9I/yFMYDEL66uloW1rbb7ajVauWI35wRttzBEsiduUzwZTn/LnZWeaPBqsEihsHA0c7RkUW+z2AHJ2aAEDEBqnZmvs/v5F8bRPadw7CbFjdIoD0RL5+A5BoaMwmspGfPQQCanbbBN8YCZZqWcscBuAzB7eIegzFPHIC0a1LZb9P7JgKucF6MaQ4mMoOTAeur0v+5TYB595dAgH7SrnxcrPueWVcckMGSwaWjT34yOKJ+lfaZuceB5BIAgzzu8QprVsvPzFxvk9XpdOK9994rQJWFJFw4GWRBqgoQkYMq2klJSp6X/hyZ4FQ9Ly1j+mXGA6dHmcLm5mbcvn071tfXo9lslrFB/x18IEfru42tx9WO++sCViOizElYTRw3afaI6tZhufzKGQzbNvTA9WvYwlqtVph3wI7Bq3XR7GhOM7pkAf0HTDrDwf3MFwfr2B9SoPSHgHRubq6kQOkPbRqNRmV7n8XFxVhZWYlGoxHHx8dFtr7XmZcctBpMEdAPh8M4PDwsIKzdbpeaQmwJQIg2A+4NSJEx9ZHD4bCAd6+u964h2E1KGGyrASXoBu2nf/zfmSW254PJnZmZiWazWamPRjey3QHk4XOtT1wwx+PxOO7cuRMXF9cb7FM7CjtrXEBAzs4TZoLH43EZ252dnbi4uIgPP/ww/uRP/iS+8Y1vxJ/+6Z/G9vZ27O7uxu7ubhm3jY2Nig2ynkEUEbg4w5b9WyY4CGgiopR5oDuQMu6bSxCvrq4KEQIzvLCwEHfu3Inbt29Hr9eLer1eiC7XMTsLhXwIWJFVPkLZ8yoTer/N9caCVVPONqK+/rfAxmwV38v3Mjmm/Zjhmsbo+tk2UDYgZiP4TgaTfod/z3ViTq06Ned++cq/+3t+56vkxDsxlhjHiGrNbi6f4HK9U26XGURfZhNpG+2YJkMbJn43s5qZIKepPZZul3+3s/Rnfr/fRZvtnGdnZ0sKnsuL8TJAnjZuZu4xKKT2V1dXS8TOvq6Omq0rPMuOyUY3X1kX+FsOaDI7HPEyq+r5hD4R0ZPy5HQtttUCvPD9XHtsuWTZ5QDAAPrrcDk97vpT5ksOYiOqZVQR1Tns+3mGvwdLZxbWY+aMhQM2/g7bHjEBzVnHcntdhmMSg7bTNoIUZzKQUbYT7g92wkGX++RAk/cCJm3/M9t5dXVV2DYWpZJFw/+ZMZ4mRzPC0wLcbHvdXj8TAO8yJrPGDpg932wbZmdnX9p/nHHjGfTH20pdXV29ZH+yb2Q8CFipab+6uord3d0iL9hHt5c2OyvGs1jwFRGxsbER3/3ud+N73/te3LlzJ9bW1krZBQw9p0Who5lMsx0HqAIE+T9tyvInkLYeORNs+TM3aBfAFqb4xo0bpXwL0sI+0RlOE1ceV5MKv8lXvwqj/V+uNxqsviqVnQVug4sSWHgMsEFdNtKOLJxycE2hf/gbbMNoNKqANjOINoRmil10HTFxKtxD/9j+aG5urqwQRC5WOq5pwGsac8mENdPmhS+eHBgyb+lBapEVoWaaXduagXUeGxtNZJYvAy6eiWHy5DKjaz3hewAzGBp/5hSj34lRo18eR59YQ99ov2tLiXLtREejUUlxuc30x+OQ9d5H1zabzeh0OrGyshKtVqtywpOBfm4btVDUzv2mInmPv8Gy6179XNruDEUGzjyT71BPuLm5Gbdu3Spb1GS9dI0sdsIpNNpjcOASFFLPriF/my+DHtgS5g66wQbpEZMggjlMXadLewz++RuLYACFEVWb5jIcz3l0n3Qpq+VrtVrlCFD0x0AL8OOFMzlb5H4SBI3H40pWwSUIfGZAeOPGjXJkLYtOHPD4/fSVuez72CkBW97v92N/fz/W19fLQkJqOkej64VUw+GwBABe6c6hAcx1FnLRjsXFxQLQyMYwZ2GDHRwgC4Ntgg5kf3JyUmwgbKjHwtlBxhr7Apva7/dL+8zmUeZGG8bjyYbzlGkwNgT+29vb0Wg0Cvt9cHBQWFSybLwbO8xuCbu7u3FwcFDk+Mknn8S3v/3tslJ/cXExhsNhPHz4sCxQNRtJGzmcgHnlWk78IjrRarUqZR+ZAMMmUUsKcPWhK17YhC9A1pSJDAaDeO+994otXVtbK7W/lOvkLBRtyPv3OuChpAKZMt7TQOz/9XpjwWrEy4wIwrVT4vccQfliMkxjYZmEHjw7YtcV8kPUFhEVsGrFyxGKWQynMyNe3jrJ9XuOzFwnYiPhCDQzexnI8T7/GEQY2OdxsPxhwFgFaYaDduT3GWBMi8QsD0fy/jFzZ93g2XlhgOWLXPOK38xG0H8Ddfffeuc6ZTtKxhgnMR5PtmFDNvwdY/6bWFqeTVkIBqrdbpcDB9hWin+ngWjeS41XPm3MMrfe4tj5Hs8jDe+608xCvYrx52/IptPplDpValVxOGanLcc873keIMO1Xg4gHaC97ZfH0UGk2ctsE637PANWqV6vl/UE00qXDFB5p8cex+uyAsoRHJBaX2u1WgHA6JuBJe0yg49dYM7XarWSZj8/P4/hcBj9fr+AZIiAiKhsnxVxDea73W6cnJyUI5SbzWZl3p6fn5cFVPSbvtkOAA4Hg0EcHR1Fq9WK27dvF/AGsIq49l2cKIQs6C/gf3Fxsei4wb3L2lyD32q1CruHjej3++XgDza2xydgP6iVp97UuygwrtYJAgB04/nz5zEYDKJer8fNmzfLNkvoInYFoO+SLAdX2HqyQaurq9FoNGJ3dzd+8pOfFHCN7DicBgxwfn4e/X4/Dg4Oolarxd27d6PX68Unn3wS77//fgmA+v1+7OzsxMzMTNltAHlw2V+ji7DktOH4+LjU+rsNh4eHFX3Gd5HKx4ZTWwoQrdVqpVTA9aIA58FgELOzs7GxsRE3b94se7pCunh+oIueOzMzM2XxFffRzsyi/67qVSPeArCaAYwFagYOJTBQzdE1z7GyGRh5IDKIMYA1IMrgwiDRBhpni2PlHe6rGT9HMmaBzMJ5AgMQXANmEOX+2anwg3F1vY3bRlu4fMymv4+cDVQMbFwD9arLLPS0IMR64TSIQTCG2WNiBsZj7L6aBba8LDO+Y3BkvUKOLpvw+NjxsIedgwU/147HJ6JQK8xG/7Ax1N7ldtvhnJ+fF4bEGYHMetFPnNRwOIyjo6PiDJgPzC8cV2a3cnrWIDMiyk4FGxsbBaiyg4EXcPHMfLJKnocRUWE6nCK2jv0u2IA34UJXsC0Evl5gElFNWzvLQdoT3ZoW0Doocu0jdjliYgMBdiwGcvbKYBnd40JXzeDSbi+i8VxCP09OTgpzPz8/X5z6YDAobXc9OmlpFjABEjPI5v0AaYAaQSCMNQuH6vV6HBwcxPHxcalNXV1djeXl5dJ2WGa+b4aSVftLS0tFDqykn5mZKeNs3+CMFzLjc8YJQNxut6PZbJadZtAH7idowA8xLrB/2Ab0C0A7GAzKcaRspWe/BUBC17C/zGP7FfQLgHfjxo1YXl6O8Xgcq6urZYcA2keKHD0cDAZxdnYW6+vr5Qjqbrcb6+vrMTMzE/v7+5XxYyGb0/7U2bsOmYCAcajX66WumW2mxuNxWZD1/PnzEmBw4UezD4dgYD4DnPmMAGc4HMbs7Gxsb2/HN77xjdje3o5ut1t04fT0tBJ0OlBF5ow1QQPzFL1xQPrixYvi31/3eqvAqoWEccPAePGOgW1EVCZaZvWmMXfT6nnsaHMqahp7mlmkaYwgkacdKW214TeLhHHxSlbaaDBoBhbFzGxhRHVF+zSQzWUDFBEFqBrgOEXBmEVU97o1SPBYZDY8Bw6WIe1z0OIUIf1jImKovSOB0x/Inf9nnbAM/B1k7PaZ8Zn2DAdAuY15HOgXIAGQxrZgi4uLpT41B1VmupAzMjg5OSnMDXVNTscZvGAET05O4vDwsIBVs9kuDzH4iIjKrhUOLAw0OKFqa2srNjY2ys4GDqDQVct/2jzzHHbGJY/FNB1/Wy8ABrbDTLuzAxHVnU4cAKIfL168KMHFNLAPs+Z3GVxERCWV7LlAahWb5nZSh5cDHeugwbCZRPQTYAEDxaI+r5J3m0iZ0hfPKbfh4uKisI1Oo8KCuQyId9fr9dja2qrszzo3N1eAlhceGSRTEuZN9C8vL8u2SABPs7PLy8sF3EREeb5ZtkajUewAAQOyop/IxyVU6AXjQvDNOAKwT09Po9vtRrPZjKWlpQLeXarkzJYDFYIX3mPgORwO4/j4uDz7zp078fnnn5ca02azGefn54VtJPja2NiIO3fulD1cI6KUEFxeTrbXomzm+Pi4Ul/rPW7ti3PZE4cDALwJ9g4ODuLZs2cxGo1KQGJ/SGkC44VecC/6TPvwvxxO8K1vfSvee++9WF5ejpmZmZIJQZ600YGM5zBlZgau+Aba6kzj7yLwf6PBqi879MyO5jR/Zk1Q9Pws/ubJZtCa7/fz/FlElanJDpEJz6SMqBasG8i6Ni8zu2aQ/L0sm5xOtkxs0DEClmPuH32zc3P7bbiddjaQz/KaBkTzNQ3w+cfBS05fZ+Dr/k2TF+3LjOa099mgTAtIIqolCBk45st98DhZ5tSY+T3sDkGKy2M7LcjjezhxHA/PRn7ul4M9QKeZLi6z8Q5qzNxw5TrRer1eWVCV+8PcjJjo3P/mQt6Zkf86XnYqjHtEdeFRdkKATi6cIaDSIBMHnp8T8XImy+/Nwarnm4kHnp+DQ54fMdlSy/bIJVroAE6XfTYJnBx8GWwjOzNbLjkYj8dl1Tt/gzBwOtpzkDpzav2tnz7BifupqQVAulaU53m1uPf35DLRAKCFDaXPZF4yQ24dcACJ/BhL+szcZXs95NZoNGJxcTEiotIn6w2Bhy/bI95PG9FJbAjgEDawXq9XgPnc3Fx0u93Y3t6OtbW1AjZhs2HvAaoAQ2pI0V8D5pxRov+8z+QDbRsOhxW23UEi407fncliHo5Go9I+l7SxReLq6mr0er2yEMw2ADl7blrGJnI8xrTLmCdnZ17nemPBqtkgLrOcNgiOahAgA5LZQgvYtVQMqJk5BiYzZ2YOPVmnMat+loEI/TD743ZaqTCoZlQNOMww8iyMtdtGe3zZ6US8vNKXvhL50zezvTgDs2B+Th4DZGem1UAzy2JaWtwysjMDILncIAN9xsyOzcCVNpitoa2W5bT7Lbtpk9wMP2NoNsbjA+vp9D/MNZE/9We5djqPO6lXmJh6vV5OR2MhhueD9YmtXY6Ojsr3eb7H1nOPOUU60fKyjObn52NpaSk2NjZibW2t7GKAkbahdl+sRwYEBjIecxtlg5evw0VGwUCHbBRgZVrNHKAUHfCejAYJMKK2SbCFueQmohroci/vwOG6HZn1t/2n7ePxuLCLBGW2RePx9cKaXq8XFxcXsbe3V9nAnbkWEWWLwKOjo9J2B1x5s33mpM+zh6FjA3YWWkZEKXMBSDA+7PVJ6pnDCs7Pz2N1dbWUXpFWRw7tdrsA8IgJSObH9u3q6iqGw2GRhwNhGFwyGFdXV2XcI6r73vIss5/MdVLm1AIDhmu1yR60V1dXFca9VqvF0tJS1Gq1IneDTXTFYBl9JlvEoirr7cnJSVxcXMTS0lI50OTmzZvR6/Xi8vIyDg4OCvAEAGITAbKAWeRKaQOlDABjM4y2kWZqI67LOZ48eRKDwaASRHAxJ5B5xGTxooMMb99Wr9fL/rW3bt2Kd999N3q9XsENJr38TvwhNpxxsh+gP4yb55MDw9e93miwykQz6rehM0AyG8Bky0wnztT1F7kGg/sNlvwujCHG2Io2jYHFKQBIsuM1c0d/DUDzQhIDVT/TdbS5Rm9am+zELSc7FxScdnhyOMpFNhmQ5nfa0WQWHBnTR0+YzEhmoMt3PGncfsvZuuCxNitJUEB7s95ZZsjShwUQUWemJwMlA38DNN7VaDSi0+mUVcBmS7zAIqK6fQpt8DyxA63VJnvkmsU0Q4DxpTbr+Pg4jo+PS0qTd5q9d8RuoJqNpecKdYQrKyulr3zfY2l5M2ddM+gyDi6zqlwOhqYx3W/rRQqdMcN2REzAYNZrl9ZERNnc3SvfWbkfERWnBwjymfU8m8As4lpP2ZuTFDL1pzBYOSCOiAKuzcA6g+EAnx03YJsY/2azWUDV7OxsWdACiMInAOI4CMDzDJYUuwZjy2b4jUajzIWrq6tot9uxtbVVKZ9ijpmNq9VqpUyBQ2EIyl2vS5kC2195P09qI2Hw7Buob7dNxL95ASp2HXtgFtSMIYuWbDPr9XpZDHp+fl7qcDk0BlCbx89kRa1WKwu/kBcgmqA9IsqpXfX69e4InE4WEYVFJThZXFwsK+bRI+o4W61W0SlsOlkiA3d8P7W+2HvrB0w3WATccH5+Hnt7e2U3AAfT6LdPu0IvT09PY2ZmpsgUG+ndghqNRmxtbcXy8nKlPMvbYTnoB6wic/rK3KNNzAWPjWuXfxe29I0FqwYHXAaVGeUzyXGYOWXId80Y5csg0t+z4jJBDIwjJsyZGTqDKO418LHBBnDaObjNGVBgXM0gGhS6T2Y1UNC81Q+fud+WpYu6zWIaBE4DoH5uZjx9YfiYKH6GAU4eJyYsDgWwldlaA+lpTC9tvLq6ro0jgn1V4ONxpgbMp+AALGmDI1PX9UZEAapE4dTKtVqtwpyaLYiYzA/e4XS7wbwjX4AqzwNcnJ2dVZgo6ypOhq1WCJYyCMTgI2sYCetYnpf1+vVJQL1eL3q9XjSbzZdAaQZQXlGd+4kOMk7+Pc/LrxNYBcwDpHB2Ede1eOiD61ltJ2ZnrzcqZ3N3bC3j6UUkBrKAScvdrFzEpFzD852Uu7NK3MPzeQfzZjS6XnUN+0igRVZgZmYmNjY2YmFhoRy7it1gPvIdQAbOOCJKFoI0PTaEwI+5Sx2jD1wAlLAQCHBuu+s09Wg0ir29vTg9PS0BHIDT9pOFX8iXk8CwWWxnxT2804GxAXLE9Tyhj/Sf/VAJVNAJ/jVsggAAIABJREFU2+Gzs7M4OTkpq975jPucPUJmzD/8DAuQkCWMKnpif8qz6B/glQViLCrqdDqxvb1dFsqxCh9QyMI22jo/P//S9l34Xvsfgn/0kPvZr7XZbJa/MaYR1yD06uoqnj17VupSkS9B2mg0KkEHz4al7na7Ly0wYy7Ozc3F+vp6bG9vx+zs9YltOTNlYot+mAXmnQQg1g/+Dw6Byf9dHbDyxoJVM3AREwdsUIECIVwvwDBwQhHtLHN6yixNBls4e/bWo1bE+5XxHNeoOJVs4262KyIqyuZTIiImx0Ka+a3VamWRQ65fepX8iID5P/IjVZcdvllbFNzvwqC7T54U09hcxs9A0mDOQMh1b/ybGVU7VE+4DEoM6hxdmiF2v3xyiEsGkJ3ZRAwl6XGn1Vxa4u/wrxlr9A1Qu7i4GO12u6wq9UIsZOqUmHeQMEjD2WTGC5nA3hBQMe5E2CcnJzEcDkuNFYwz88djjpOBBTBoyekuAHGr1YpOp1NAOW3+TbVyjIuBKsAFGXmcPe+te18nsGo99iKNi4uLMhY4aXTTNsjpZGxPxCQ96PpWsy082/PJAWlEdY/Ser1e5lLeYsllAYwdzBbO28G3/cX8/Hw53hIghj2g7WQecjAEsOeZAM+IycJMgK4XQPX7/QJEut1uASTe85Rn2g6RkWg0GjE/P1/ApscpA11S4LQX0OnT7iKiMIfUZyIz5Dk3N1f2W3UAaltH//LJUo1GI3q9XukL+oH9ouwBW4YtoV+k/9GRi4uLEnxgmwli2u12OVHKZX08b319Per1ejSbzVhcXCy2C7l7saptOmSFyQBAPsCRey0X/sZ+xMjUwTlMcr/fj0ePHpUFUeg3JQYmWeybWFjLuBmLwCjfvn27lFMwptYfBx22x9Yn7sMGu3YX/XKARX9f93pjwWpE1bH73wzKpv2f+3PU/iqGzOAu35tZxAyastHh+VZs329l5DOnUN0/M1J+L0CHy+9yv3xlJtEANV/Zyee+5fYbOOT3+d/8fzODTvGaqc6sde5zTm84WLDhzADZ7czMrp+X9cZpQO7PNTtmuWmf2T07B8ua91ELaMfs7/NjIJyZRWRkFmgac2aHYrYEEAzTDKiwzK0vjBUyARyj224joNn9fJU+Zj3Kl8cnz1/PzRxEfV3AKuNgeVhnPY/z99DNPMcYK9j6nK3yM613nqPcD2OW0/r+rt8P22oba/32Z9w/NzdXORXK+pFrBl1S5SDfPsOBmQkR9DkiCvNGLSEyygEsMmHuuFSHyz4AksBM5bR57yOi6Rfg377NZTrIz8yia4Zh/SB8PLYAQO+cAOPLle2P76Pf/jyTBAQ1yBf557ns+mqPE4EbvtMMs30A44wN99oI2uBAytlMdId2OMA+OzuLwWAQh4eHL6XP/W7aRLtsnzMxRVvYazvPdZ7h+cjfPM/cDuTkoJL/522s7GNf53pjwWp2PmZEPfhEyNz7qgHGaWaHaAXmdxtJAyreYWDB3/wOJqvbmRd9YUjMWromiM+8xyEywFDRXjNyyMu1jBlY8L2I6SdcEenyTi4bWkeTpKgxak4TexK43iX/blY1t41nTUsr8n0HGrSRe100zve4D6eDXpmJsIPl+5nxc9G72+eUlR2pwaoZabdvdna2RNFZp3lvNpKvCgTcBgwN7BUpflgRWFzm2cXFRRweHka/34/BYBDHx8cV+dBm664ZcvQ3gwEYVY4CbLfblR0JDBCsd9Z3AyvrruekQYe/93UBqVxmLQ1icMIw74yBAzDStTBGpLCZUzCzMG05oM1OPOuyyxO8FZ5rBGnT5eVlWQTlwIxn0lZqzs/Pz0v26caNG9HpdKJWq1X2huQzwCHtoNYVBstgnHmPjEx00H7YyVarFaurq2URGt8/PT0tQRqMpW04eydfXFwUhvXy8jIODw9LPSx/A1TgN6iPZdzN+DL+04J+M+C2/bValQWdn58v299xjCe2/+LionLIiX2abTs2GN2zTjgrA/jF7vKck5OTODk5qWSnGGuChAwiGUcyWbxrOBxWxpB2eh0CARJzB5+M/tIPZ6Twi6enp4Xt3tnZiS+//DIePXoUx8fH0Wq1yjt9GiIsJjJ1aQU/ZHp7vV50u924fft22aqKthIEYvftb11m48Dg7OysbI1o/wGmYgx5T/aLv+31xoLVDCjtZFxb55QrDvby8rIYU4Cg0/ARkwmaWdfMyHDxrFynyjUtzRgx2cydOiqMKbV301g7FAdnb4aNtplV5Tl+rxUJAOkaLxsiLqJjfmivywxou6NPywWjBoCcBg4MyM3wZcYDGXsikJbiOfQ1MwUAFN4PO8R76Zf7ZLbJZR6O0H0SjWVrI8J7MJq00SzpNB138T41bzgwlznwfBvirEMO7Az2Seey9+FwOCwG3IaHcoh+v19+hsNhZTcA669ZCKeAAQJmShqNRiwtLZU9F9nfMeuJ56AZPbMvjugNJhzgTmOAv06AldQyKceIqOiEgwun4jn9x8Gp7ZcBmvUNW0tAZD2lHhLnydzx+OPwcd7YKoIpdJr5Akigfw58vc8vK7wdnI7HkyM9WcTI+2gHbXDABCA0qwRI4ep0OmVDeQdO1Gbim5iLBIykuc3OnZ6elgMMqLeljYuLi0WuLHS6vLws9aMA33q9XhZiZTICNo40v4N+y2BmZib6/X4BUNhF5I5/8Xx3ytmgKCIKqEJvrq6uCohDN3NmhcVojDk7OaCrLsmC0eYyk07pgYMydBMQ53UAJrXc99PT0zg+Po6rq6uy53UGt9z7/PnzuH//fikD8PxjLqEbrp/GF9A+QPD5+Xk5CnZjYyNarVbJhoFvut1uAf30xcEa5S/24TyXdrsu9eTkZCpGet3rjQWrpqlNNWeWCPBigOCJZOYSo2q2MTNumYGkDYBDRyiuZclMUMQkdQPocR88sXEUGAbABoDJzGBEdbsep3UcSdq4IhcDL/rjNL8/c6rt/yPvzX7kuq7r/1VDN7u6qmvouUmRIilLTuTYjuMXPThBnAR5yX8aBMlTEMAOAgd2hMB2ACuRRUmmSJFssqfqquoae6jh+9D47Fr3sJhfYgb4geIFCJLdVfeee84e1l57n30c/MFwAEa9oTVj4B0Qbk9/pekWL6+QsufXOyjzuUpBjKc2HEynNVcpy8x9PHiQlJl3j7Zhe3AMPl5n7WFbeTcH7DzTZRp5Rka8phSZwOE6+PI0DvPqQYXLg0fEsEaDwSAYHp7jDGm/34+zy1utls7OzqLG1Vlkl3k3Yh68MeaVlRXVajVtbm6qXC7H0bA814OVFFB6KtTBesrm8Vnm00Gtz78D3W/yxWYVnDn2gzWH3cNhpoEYn8HmplkYSeFU+ZnbVLdJnoGS5lknxuPBrzQvV/L9AW67GS/BIM3TCbZhR1MWyTMEgDMAC/JFraNviMznr2v2aPhPTeXFxYVarVYws5ws52OezWaZjZu0xzo9PY3+mLC76CDf6ff7Go1GKpfLunHjhvr9frBfrMd0Og375H6vUqlImh+5KmVPQUp9h88R9oz+x5eX18fUVqtVra6uajgcxiYn9y8ALmwRHQGwy8w9zC91osgb9+LELphOTt+jvZfbarI6rCV+hNpQt0XYMDYFYuvd38NS8718Ph/Mfj6fjxOjsIsw1hsbG8H+8i6M/euvv9aDBw9izSkNYC7QsZWVlah5dl3k3V3/NjY2tL29HfNBQEL3Dhj4QqEQ9deMleBPmneYYT0Bt2nGg0DVuzn8X1xvLFhNJwDA4sDFnZRPom/EcDDhTIuDID7nEbeDGk+7O8WesmE+Tne4PJexptEq4FWaM8QOtB1g+3g9CvPvSlnQgAEgKvcaQgAAQs18OYMB8PI0bT6fj6gWUMB78C4YXXd+gF6MIGvmLI0bT18Hr4/jb/64fHgZAuNIgao7Zk+/oYTOLDvb6GA1TXMvGoPLgEfmPrYUpHEvDL3XgHrw5pezxtI8bcU9vTxhUQ0qDoMxj8fjOJKy2Wzq5ORE7Xb7JVYIOULufC6YZ96TVOzm5macUkUfSoIrlz/kwOWZ93IQ5KDYA04AFvPDPdy5vw2XyzapQw8gcWbopjsyHDnAg7V3WXb9AYh4z04PhHDc0rXtgfnyTAu/AxB4oMUY+Dz2QlKmUwRgkGfB3rOBxZkiQB4yPZvNok0QzBL6zjww9tXVVRUKBR0fH+vs7Eybm5uq1Wrxh13yzmYtLS1FpgIwU61WMz4EtjGXy0UnADoyACTxDQA0GEd6FQNMAIZsiGGeyfw4kYIf5XPMgwNG9G44HMYZ8sViMXOkL0E3fgMGEnvPfdB7/Cl2kpISwCLf4Vnr6+taXV0N38R8SPPjm3O5nAaDQZRSMDb8gNsHaZ5lQBakbJkdY+NdCDR4hrOorVZLl5eXmc2jvV5Pn3zyiX7zm9/o8vIyOhGQ1UJ/IEXYzY//h6WWru0hqf/d3d04pYw5wodJCqYVW+s1uk7+OenG7xwL4DOdoPLs4etebyxY5XLDhJJ59OugB1DmTljKbgBK7+vO0IHBImC4CDSltaaSMqAhZX0cNAEwnNVLywPcCaf3TVPczrI5mE/BW5oGcOFzJ8Y8kFZxptFT1Q7mvN3FIkacufOIDoV91ZjdwHo9qaf/fW75Dr9zJtI/6ztymUc2/fh7IQteKuBOEQPjsiNlN8c5u+9j4dk+Voyep1bTVJzLsjPyyI4/P/2c18fxTFrs8D6UCnQ6HZ2cnOjk5EStVisYEO/R6gCZyxl23n91dVXr6+va2NiIM9p9N2saWLrOLCoJcCPpbLzL26KMh+vj23CxVs6+p4GMB5AEtdIc5MMocdyqAzkHjbBRTip4MA4AgUFye+flBF7mJM0DceTJ2Sa+AwgFULhNRA5Go5Gm0+sabWojCai8Ppf/A3ZdrgA/sKCdTkcXFxeq1Wra2dmJ2klpfioVpVzLy8vq9/s6Pj5WqVSK7MLS0lIAM/d3kqKchvcHwLMezAlpaIAaenx2dhbr5VkiAlQPuB1oMgYYNIAh7Jv3hoXFIx2ODaXukYMIsJVptk+61mcAaLfbjfEAwJEPWGvvgIKcw6o7m4xcA5axW35Yics/9pCAxAkk71Xd7XbVbrdDzukfe3JyomazGWvEprtPP/1Un3zyiZ48eRJrWihcHzftdhv5Y13T3q7F4nVv362tLb3//vva3t6OceKnfXMeeglOIptAoJMGMPg29MxJQM8Ue4Cb6uvvc73xYFWa9+dMHUzKgvrv0886E+UGW3p5V3l6rzTV+SpA5OlJB7v+3PRaBGDTMafj9d+laeWUcfP7+/cBPA6kPH3HHxSAe/j3PApzcJvOjc+Zp/B8LA4803KMRaUb3GvR+/H7FKz+d7/z98J5+zr6v33uF7F6Dip9t7+DAn+3lDXydXXA5iDjVevrICQFqjgpD9BwXs6I+8+ox+JAgOl0upBVdbbbZQdDBvNC6pIAyefQWXNP2bnc/E+uVKd8Xhbp0jf9chlzm5LOMfPigcGirBQX33WQ6fL7qhShA1nAhKcafc39OzCIrgNOXvBc7DCyRzbA5d/ng4Dd9YoAOs3G8TvkHP0oFotxQhIg0et8+Q4ZC8qk0IVU1gEDrAGXg3s+z7sCJPgd73N5eZlJizs4SwNh9yPYr0KhkAE6/l2IHN7BM2esK1kc2p2l2UcnHlgX3pP3wF4wb+i1dxoAMDnbzlo46ZDKiGfnmG8PFACqjB0ZYE7QD5hl0vcEGMwR2SnAn+uj66WTYegfoJK5pu6femQv23NbLCnKN/Dl/jvexf2cB30Er6lcMU7Xude93liwisIwIQhMGgV5+shThylgXARk3Yk505mCn9T5IhDObErzmqDU8fv4XEm5N0YdY8pn3Gk7EHPnLmWZYwc+3D8Fqg5S/QxkZyQ8+nbnAgMKUyApUjowggBfZ7uY1xSg8FlPKfJMxoQhIaoFHDkAdCCZMugOoFMjwbykYJVxO6OTKmcK2JzN83nleSkQ83t4VO/vkQYxbuBftUZE1uzQBWRSV4Uc8x6wM7lcLsMqX1xc6PT0VIeHhzo+Po4+iKSYPDUszTe/MRf0mFxevj6BC1aVejd3VMx5WgLgAUpaCuFr7D9Dp5w5TwFQGjB9ky/slc+Tz4NndtBxdIxdz2RT/J4u727nAK++mQr9dTs0m81ZR+/q4iCKMXm9Y/oMQBqyh/2tVqvBUnkAIynYX1iqQqGgfr8fbB31hJ1OJ8MO+xywI308HuvWrVva3t4OYIGtAsQw1na7rdFopEajoY2NjciKuQ1grn3XvqeZYXQ5bADGFja83+/HXDKPbFgaDAYZ+49PovMCPU2x08gG+sTvAEfS3JbCQjtr6f1Yy+Wyrq6uj7qF/XQ/KSmT1pcUnULq9bqWlpaiIwkyAOMvzbvSFIvFkDVAP/14HUhPJpPMYSuwkimY5j0Acfl8Pg5K8cxkoVDQ8+fPdXp6qo2NjQxzenl5qU8//VTHx8cxh15igz3HFnsgQ60qG/CYO8qpqtWqZrNZHBzg5YHoM3XWyDy2EX1g/JRjeI0vwYJnGby0h7l83euNBqtMgqcSPYpP2TQv8F50H6e8HQw6yPPvSS+frITx9Yic75IG9wgU4+bGXZo79jRCTt/JnXAa9QJOPOKS5kXQPJd39FQ/UbPXZzrD5qDDgaobBJ6FggF4ADKeXkjZG593j1p9s5Nv6uDy2hnu587SnbGzLs5upGDUHSjv7QbaI3PWzoMU/w7jhUFcpMwOVJEf5MYNwCJA5ukZl0vuVywWI72Yz+eD1Tg/Pw9j5cEOm60A2C4Lg8FArVZLp6ensQMYY+m1xb6eHtjhUCqVimq1mjY2NoJ9SrtbMJfOVHsACVh1kImx9QAO24AsIRtpCU06v9/kywMu5NDlCbnDNngw5nqeMjIOpLg8wEI305pY3yDijJQHF96YnbEgT2ngJs11kLF4IHfjxo0AnwBg2mXBvE2n801XjBHg5O9bqVSCHcXubmxsaGtrK94zDR5zueuU8cXFRex039raimezHs6a+mYoB5hsRux2uwH0qZuVFHX1znJ6YMnRpcyTZ7Xwn6wdZUD1ej1sGaCPjUlcvkPf6+GRnUKhoF6vF/YdYE0wgSyxLpzctbGxEevA+NkrwfOdEEB2AF2+5gCu8/PzzKZlJz+QXXyOj8+D+4ODA11cXGhtbS3moNPp6PT0VIVCIWwcc//ixQs9ePBA3W4346M8QGGcrBWBvtftQjCtrq5qbW0tghD2IbBZkHejfjUlhGB+KcmhbMJ1wu0zBAc15wRYfr/Xvb4RYNUZOQcIGBYmMQVjGDJYHmle/8h3uCcR1SKWEiPovyeaQsEBeBg8F27u4c4S9soZjhTIuSPHKfNvrkUps/RenoZFeZgvwIk0B7lE9M46Ep15WxMMqtcOuWL4+zH3DpQ8wsVIeE0Qc+VOyRkX7p+mED3AcQfLXCxi5l02+K6DVQdKLh/+Xe7NmeDeJxVmyMGib+hIWXWX33T+AGTMQcqmcvLVZHLdBoad/71eT7lcLtPih00SsD8EJNSNNZtNdTqdYHFKpVKmZ6TLJaCQOV1auu6nSo1ZvV6Puq40DeVA19c2ZU3TFG7KzsLCp0ESQID5etvAKulKl3ta0+CgJAXAh5VHztz+ScroLzWUABBqQZFLDybTtCZOnU1E3Bu7ijPl54wLe46sprZmPB5HW6K1tbU4ptJPXcKW9nq9DBCGUWSTD/aFTAm7pWm/BouG7fc5xJ72ej1Jit7C+Bvei2M6CVz9/7PZLNhfWD3qZkkBO8PsfUaZR0DaaDTS8vJyHJGLH/Tz57GvMM34Vb+fp8wlZfqCAmxyuZx6vV4AnG63G8+CdWc9mPfp9LqekmNpS6VSdELgcIVqtRrAmQuA6pkCxsI4mRPkEnvs/W5h7/k9wQ62sdPp6Pj4WM1mM3OkLpuY6vV6+A4yVbPZTF988YUePnwYXTnQC2eBkTVn0ZFp9AQ2eXt7W1tbW3GMrBNxrCm+knfyThNur/En2AneXcoebgPAx76mmcXXvd5YsCopAwTS9CCLws8BXt6X1Ol9IgWALIrtjC0Lwue9BIEozlMoXsvliuoL6dGM18g4uPJ6Gi7/HIrmYN2jcp7JGDzK8YicQm+/r88nCodw815spvIWQwi217TyHZ9PxgATlzIh6fv7/KHwvBeK403NHdxI2XSZK6UDeC7W2AGkpAxYdFkgmnTAzeUlC8ghdT58nzE7M+gsIu/pZRTMVwr0nS2HFcWgkWKnzQsN/amtA2CMRiOdnZ2FAYWRpc4PVpWUKfLjzDXjdXlmnnA6pKpwNl4i4mCUefB5TVlmZ7H5nj/fSy24vzO90ry27W25PKBxBw6DhyN2BovfSfPSDGyLs1o+1143x/fS4APZYQwAFg8qHWBRSuIBht8XkOFs2HQ6zbCLXpNKIAoAgfUDXAJE2V2+uroadoi+w7PZLECTbzxj89ZsNotgkd6osLWktSmd8jljzlmHcrkcGRKe4a0ZG41GlAvw3p6FZD6w09x3PB4Hw0eAwTM4JAR5wZZwyIEHe8iTl0fQWon5dqYXu57L5aL1F0Dp/Pw8Nocx9slkomazGYzh1tZWMJswrJIiGABUI5fStW/kiFJfB+SI72Aj3I5L85Ow+P3R0ZGOj48lXW+cAigCeqfTqbrdrq6urrS2tqZ6va6Liwt98sknOjk5ydhY5NdLJpBjD2aQNwDn+vq63n33XdXr9Qg++b5nM5y5dTDpfsSfxVqmGw35bGp33V+6X/19rzcWrDoLmTKdKcPlgBFBS9OUKEXKWDrodIDm7KYvhD83BSz8juf5953tcaCYprTdMaegxsEel7NSKah3cO4sqo+N+VwEml0oXYFRXK9v9TVbNBfOpPHMNC3JPPFeXrPmTs/LKbz8QJqzSO7UnGXzsTpY9blwNpr58LKC9PI1SeUoHXt6efTsMpzKVSprPBMH4B0dGDcOigbvXpsIy+KtqLzdyfn5efRhTcsMfN5d3nyeAASlUik2Vrn8LTJwDnQcvPg7p5/xeeG+Pn+p7vkc/l8Y2DfhSpn6dL18vtzuSVl5ToM6fp8+y5nQ9HIZ8VINshKskdsCT/O6zPlz3D7xnJRk8D9eygOriD2GtMDRuyxxug/9TvkONtHfH+AJQOIPv0vnKQ2q0CH0mD/utzzN7dkbz0Cmcg8p4SzxxcVFpocoPmpRVxRnTt12AYq9/In54TPuOzwDyrvC/hGAjEYjLS0txQEHTsYQqADGfP1TeXYWmwtAzhjJ0mEv3FZJig4Il5eXKpfLkpRhsWezWWSqYM9XV1fVarV0dHSk8XgcJRtOfPg4CZJgn1OQSb1qtVrNvBfj9PQ9JBeylvoUZCzVT7cP7kfpK4/u8PnUN/2+1xsLVlECj3RcOVzQ3Vh5708Xeo82cLwoI9/FcLIgKKWUXZQUOLsTACx44TQC40yf17I65e5sshtVZ9L4vaex+Z6zvcwBzKifwY4wYsxhLF2p/dmeAiBadpC3CJC5oPM8Tyt4fa+/P++GchBVev2op7n4PArFOjoj64AcowkbwhjcEJbL5djZuwhY836+RlxpQMTPuBiP18NhiKR5sfurAjL+P5vNd23CfDOWq6vro1Lb7XbUt5Gqm81m6vV6Go1GGg6HkSat1+sql8saDAZqNps6ODjQ2dlZRobQE2fAnf1n/Wj+v76+rvX19ZhPb3vkcsK8pNkHZ9E82HBQlQZoaaDpbKz//G0Bq6yR2630QjYcqPgf1sYzB+gi33PmGpYmBb9uJwBhbBxxgIquU7qE3WYMzhqy5rxj2idWmpcyYdcpgcCOeOkCJU/YFAAKLd+ov+b5+BfYtVwuF304Ab7Uaufz81OkaFnl2Rve3/0IJ1wxHvp2+vuSsndf5G3hWBPAKfan1WrFu7///vtx/KcDKWff+T6/8wyQs9JpVowxUeLAEaQwzQTcbuOx4xsbG8EgY7NhS2GunTl3Msbxgme2CFA8Xc4Y2WyG/8RmNptNDQYDFQrXm6bOz891cnISQJdSq3q9rnfffVfb29uq1Wr6zW9+owcPHmSCIObO/dh4fN2/dW9vLzajwb5L18zp1taW9vb2VK/XY77RCQ5ekBTlC8ViMfr8IqO5XC6zIZF35BkeNEpzYoJSIubM67sZ4+tcbzRYdTbHHY80P4FDennzCRPvEY8DiJR5TMGGA42UQU2BHp/zNJSziQ7OpOzRoIVCIZy+f24R+8nnUUpAkDteHA3OhCstV3AW0lknB6oeIPBORLEYDUkBYlkzr/vxOXOwyGe9zohn+PrzzgAd1tTZVC/V8KDAa4J4dgpWcJa8DxuRWBcMPVcKblhj7zfqwIrP+HMZK8DaAZ+vswctGE0Hx4zNn+NrcHZ2pmazqdPT09jYgBM5Pz/PGPl6va7t7W1VKhXl83m12209e/ZMBwcHmY0kyLeXTvjYfcwrKyuqVquq1WpaW1sLQOJy4fLB2JFFnDEOJw06HLi7U/Ix+D0d0GC0/y/qrN6UyzdIuINyGXJHJc03enjK2mujPQXs9yUoTwEr90YnsM++85w1coKBGk2CM3THWcx8/jpVzXcBjQ7SvT0Vp06RGse2uV4VCgVVq1VdXV1Fir9SqYSekCaV5odewFaenp5KUjTop08odeOVSiU2ZPV6vUzPUezXdDoNoMq8M7eAt9FopP39/ZgPr2GsVCrRLgog2O12Y8PjZDKJwwxGo5Hu3LkTR7niXyCA0BnmGpDEnLIJaDqdBoCTFBuleD4ZG8BVrVaLPqPU9Xr9PHWhTnAwBnTbmUjmAJ3ns8ViMepx2WzHpjApWxqUynY+n1e329Xp6alyuZxKpZIuLi7i2FTKVfr9vhqNhj744APduXNHOzs7Go/H+uSTT/T06dMod5jNZi+dXoWOMu+UxhA05fPXx6bu7u6q0WiEzE0m87677tson3GSzstECCbQR56NHvuYrq6uonSLN4UvAAAgAElEQVQBuWc90nK117neaLAqvZyyQpF9h6M7M3doDib9jzMw0stpbZ7rgJWfcfmC4rDTMfmYU9Dr93AAJi1On/F832iGAXcgTCrY+975OPzZvqGH56bzxFp4ignD7puzeA8v0vY0PL9jHChZClbdKOEwvCaNMfu6AcRYc0mZuiRprnQ+x7Cr7JSHPaH2s1arZeRvkVx4MMV6Mhc+56m88ftFARnrxXP8e6yN1+dhBDHkl5eXOjk50dHRkZrNZhyRSuN/Np4UCgU1Gg1tb29rfX1dudz1iS9Pnz7VV199pcPDw9jgkr5jGtC5/FJSUC6XValUVC6Xw+l4egmZBbw4EGXtUkbOMxkuy8g5f3Pxb+61KPB9my7f/OhZg0XzTV2nZ20IEAk2/Z4wdLPZLJhSLzPxANsDc2SZf8MQ4Ux7vZ4mk+uG92QN+C42Qso2yOd3/j4eTMJ+drvdDCNJankwGKhcLqtUKkXjd3ZeA86kbI9JNorRXqnRaASwAOBdXl5qbW1N+XxeZ2dncSIeAR5yCWikmT5nznu2b39/X51OJ7NjfzKZBLiXFPWTrFuxeH1a1trammazmXZ3d1WpVHR8fByML0yfpJdOwfJ6Yu+9nMtdHxzR7Xbj9KZer6ft7W3dv39f5XJZvV4valp3dnYy9Zr4Fep03e+ye5/184xfqVQKO+SyyDz5hlDGzv+dLQTQ5fP5OCXMgWmr1Yp5HQwGOj4+1uPHjwMAs5HvW9/6lr71rW/p1q1bqlQq+uyzz/TLX/5Sg8Eg7J8HZM5q4geQB/wbQRqbqqiVXRTkA9b9NEJkmmcQeADy0Sm/l+sq9hz5dR/q7OzrXm88WJVeTi17vY4DNmpvYBX5jNdrLmLAUFAUchEDmzJsziKgQJ6a8mPIcPb82xkHBzhuSLkcHDhz7MKMs+F9b9y4Ebu33Rl5rayDVe7pqWd36F7CwP2cbXNlQaA93QG49WBgPB5Hyp45xQFST4kjcsPha8f7w4yyJq5E7sio3fRUEbtUOTYwZYCZM2SN9/Y0tQN2/sYZcz9f11T+HFTz7JTJ53u+fpPJJFN3ymf6/b5OTk50eHiodrsdBgZWAx0plUra3t7W9va2bty4oXa7rWazqS+//FKPHz/W6emprq6uMh0guDwj4e+K/AA6qFkF+PjcI3Ned+eBSxrcpXPGmBx4piDU5Zlxp9mOb/qFo8aGeXBKUOlrlwZRsGAEi85gwtx4dkfKyir3I9BGVkghSooA18EwF5/xNKbbKil78IF0bV/oguHO1D+TBn2AYGdZfW7Yhd7r9YJthAEEJHY6HY3HY62vr0dvUA/IYbEAqqyD2wEYNTY/eskC1/HxsZ4/f67xeBwdNwqFgprNZuaEOs6vxx9sb2/Hc7ABsMv0jGV9CoXr3rMvXryIz8MIjkYjHR8fh31DDo6OjsLGHh4ean9/X7PZTPfv35ckVSoV7e3tqVar6ejoKDYdAba9hzPBDnOEjQBs8lwHrpRSYYOwz+fn58HgIkO5XC5qgLnY0IZfGg6HOjg40MHBgU5OTiJTxTwjs+VyWR9++KHef/997e7uanV1VWdnZ/rXf/1XPXjwIJhxWkRJinID1tZtGnqWy+WiRGtraysTsOEPWRtkkhIdzz44+YEOur5iFyExmD8PElK84H7OS9p+3+uNBavOMEkKY+sGylk7T/967al3B+B7DjS5EJBXRQjuNB2UONBwJtINMgvu3wOQuCFN383ZXgerKehxBsHv4QDcqX4UnzEwt2nhNMbbz9N2kOGOzufFgTD38YjMGVEAID87Pz9Xr9cLg+uMGOvr60BqydMpKD0pfekarPb7/YiOkSV+DvtI+lqaOzMCDRw0P3Pw7xfr64wN4CsFtn45A55G3e5kvUUObaWcQR8MBnFEKm15cFyAAtpJ7ezsaHV1Vf1+X48fP9aLFy/0+eefa39/P0oA0lS7gz/kyBlMQAhnp5MedeYUWXK99uAvDUpSNtr1xnXE5dcNMb/jPdDRt+FyFjINCqS5o3IbhU56v0ounJ0070qCzWWnO10D6OWY2gZSvePxWJ1OJ1K+ZHE8DQ3I8NIcgn1nVj1dzNiRea//AyAAgieTSfQRxt6xmQZZBZB6QMuzqOVstVqaTCZxrDC66PMGKOx2uwFgvOyAz41Go0jlEih70Nlut7W8vKxqtRpnzLfb7QDLgGee1+l0JF2n5bF7sLkEkGSWWq1WBKnU3m5ubmplZUWHh4eSrm3QixcvgpHkudRKStfM78nJiW7cuKF79+4Fm1ooFGK+mQPPYuGf3I/AlMI+Q2Z4do/SwDTLwlpR50p/WidksBdLS0vq9/vq9Xq6vLzU4eGhnj9/ruPj4ziBajAYaDabRSC+srKijY0Nfetb39L6+rqq1apOTk702Wef6Wc/+5larVbYRIA2WQj0h3UlwCfryOEAu7u7Wl9fz+gN96DECvbT92/k8/noaMGF3fS+wp71Qsa9ZABfnNoEbMFb3WdVytafudN+FUOVOk6Yv5RRTQ0z30+Bagpo0985m7PodyhACq7dsaZA1Y26s3IOGvxeqVNPn+N/UGCe4+yVM8iu4B41eSTrY/Fn8k4eEAAmfL6cjfP5d3bD040oclqe4EwIz+fiXSVlHJCftEI6a1G7L97zVan4/65Wx+fPAwlnTP3vRXLkP3PD6oxqv9+PjRzMNYwSDs/nmNTY2tpatJKazWbRU/X4+Dg2XcDIpQxnuu6eQXBGjsjcwa6z364brg/+J82E+HykupJmQ9JAcpHdeBsuB/s4IPTc5dll0wNq11t3UKwh93VbK73c0cFtgG8O4iKggYX1AOhVpQr+fwJaZMHHmoJV7gcLxfj8YBdqypFRTghKdRaQd3V1FUFasViMchvPPjEO9ASQ4IQCds+ZZ3SH7MhsNotacAAWgNEzYDyHsfI3NZGSIpUNkDs7Owu73+v1MiVUZ2dnASZbrVYAoYODA02n0wC4knR2dhYBL+VA0+m8ry0Ai3Z2rL3LqttPiApS3G6DnbBxOUPeU5+PPcA+8Xvak7XbbQ2Hw2hVxQl+yASB2dLSUgQMrEexWNTh4aEePXqko6OjkLs0bc94wCyMDXnHlt24cSNzMAOZKECjZyycEFrkv1K7gLykeuUlewQKyBVj93lbRL78b683Fqy6M/F0jTtHjFMKzIiG6R2ZMqopE+iX1zimztWVwR2j358SAJTH62GccZXmQCUFYDCGvqvSFTMVDgfsjN3Bnr+vGwGUDkF01o9oiXfiXb3uhndOwQJjcHCVgmY2NwCI/F7eT5D5JYLFCWH4UwDKBcBmnJeXlzo7O1On0wkg5s9ExjCesIGe7nd21zc5pUGDy0K60Yy/3TAtuofLnq8zTDDHNp6enmZSncxfr9cLdsDT7eVyWZubm7p582Y06D89PdXTp0/1n//5nzo8PNSLFy8yRzmmxs4BpO9gxniTLqRW1VNMnn5Kwar/7XqN4/Q0FJ95lU5xOWvr+vU2gVXABewndYjYmTQd7uVMaRsiP44XNnQ4HMazPEiHIaX+kvVzp02rHq40EwFYcaDlm/rc9pbL5XjX6XQam6M44IJU8NLSklqtlmazWTBsMP3D4TCz6QrwCpu5srIS6X1JwQwD0DiljfnjvtTdMqdeP+kgtdvtBoMMm8mpTpPJJAAwqeF8/nrzz/Pnz9Xr9eLZ2E2YRwDi8vKyer1enKRFSp8Ttk5OTtRqtTSdTmOjUqPRiM1ZT58+DYby+Pg4MpnHx8fBCiIPuVxO3/nOd/TDH/5Q6+vrkQEbDodqNBra29sLIAQ7jZ1grZ1NRx6YV9bO5Q6/x/d90xy/wxYSDFAe1m63dXZ2poODA3U6nQgMDg8P1e12oxyqWJyfyletVmPn/87Ojra2ttTtdvWTn/xEv/rVr3RwcBDAljZkBDDuywuFQpQxuD8tFouq1Wq6fft2bFYrFos6OzvT5eVlHEgh6aXewvieRTjDT04EY3j22XWVn1Ea4ZtfUz/7OtcbC1aZZKJPgAKT65GUgyeMI4pDxObgZNGzAIQOrDxS8bSUj8+FjujaQZbv8OR76bMdiCLMvlNVmrPEaRTpyspnnU1LQW4axSG0KbPFPHj9kis5c8R4pZeFmHSCAwVnS4lSHfhiUHASvLvXpAJ6OJvb+9GxhmkhOIXx3W432jFheDxl3Wg0VKvVwqF4BM69fAckQCoFQLwrQNjXWnp544/08g52LyOQFM7s9PRUJycnGg6HarfbkWZ1AMmGK8DH8vKyarWaNjc3Y0cpTvTp06f6/PPP9bvf/U7tdlv9fj/W249WZYzpmiKPBBU0TGcnNJ/zNXJGBIPotasO3h2s8lnSUw7w3bDynDSr8TaBVC4YEZhugB76RVaCwAKHyQYM7JcHW6TGsRmeLpQU+un2zzM0gAZSqYxNyoIUJye8ebrXkkrzDhW+k7tcLsdueli+SqWSYZSRbXTay6OoLfWjRN0Gkq2hdnF5eTlaMXkmiGNWAYtshHIGNZ+fp/6LxWKmNhHGk7R+qVRSpVKJDZPsvl9fX49NTsxtLpeLYJaU8+PHj1UsFrW9va2lpeuDEDqdTrCz2M5CoRDAnI1T/X4/Uu2j0ShAOPaq1+spn89rc3NTH330kf7kT/5E9+7d0+npaawpB4XQkQF5ApTjq1hrZDVlpPELTlIhXykJ45k32E/8x+HhYdjBZrOpVqsVNnU6narf72dO9ltaWopa/0ajoXv37qler+vGjRs6OTnRz3/+c/3TP/2Tnj9/Hml4993IOvaZoI+2gcjUysqKKpWKdnZ24lhXJ5DYF4DPkxTHAXu2AJbWMw+SojsLARJBK58H35CBZK8Da4L8evD4OtcbDVYROCYCI8RCSdmTnnCW1IYgHM7mOFhMU+tS9lg2/k7TiT6+lJYn+sDJexrMn+v3Sf+PIfMzlj1t6sDX08MYNmdjveDcAY2n0FKgmn7OwTzfceaXNcCBAZaI9Pg+c+Spe0/LoGTc23cocjnrTK0pTpe1g3Hl+9LceXL8qBuJtbU1bW5uButIv1FPYbvhw0nDDKVRqNfxujy/KrjydWUdfG54b+rJ2JjgXQzSCwYqn89Hempraytqn0h5PXnyRL/97W/18OFDHR8fh/OAUfPWZA78XHb5HRsIKpVKzGHKmnFPZzxdxzywS9lbZBZg4SlCZ8CZr1SuU/1NWdhv6oVz9JozaR7UkjmBqYJpxHG5TC4tLQXYQpcBQg4IPIBztgsAAKvop725LZAUdtUdL3+z8YY+rNgDP+IYGfDUbrVaDWbLGSwpG9Cg25AfzBvgwDsJUDvqfYiZK5fltPTJ7RNzzFHNlUpF3W43CAyOHPX62U6nE90CNjc3JSmY4VwuF7vYGed0OtXR0ZFGo5EajUa0tsJeU//I3NTr9Whqj60FfHkGkKvT6WhlZUXf//739Z3vfEc/+tGPVCwWo152fX09SpBgZC8uLmKDnte7somPtUV+3FZSFuHZFgC5g91cLhfgD3zQarWi48nBwYFGo5FOTk5Cpr2zxOrqauxjIGP03nvvaX19XY1GQ7du3VIul9Nvf/tbffzxx/r444/15MkT5XI5ra2tZfZO4I+RY+wWLDYs73h83Yd3b29Pu7u7kuYnmBGseakaMsb9fYM3dpEAC4BPOzWe7QwsMsrPWSOCqkXB6+tebyxY9fS5M3Vs9sHh4fTYRAWbyncccKXOKXWaDqzcaEnZU5SkOcPmTCJC5u2lnPnke+nlYNAp96urq2AOYUBTZ8zY+BkOAqfuzEQKQF3IXTh9TA7W/F0AhJPJ/Gxl3zHs5RAAFmdTPb2LQ8RopiUCAESUjTlxI0y9G6kNjgdkfhxYMnfsQt3d3dXm5qZKpZI2Nzej/oiyAwdEOH1JGXDN2hH5swYpKOM+/O2GBEfG+NO6ocFgEKwq7+4lJw6Wuefy8nI05d/Z2VGj0VChUNDJyYmazaY+//xzPXjwQMfHxxF4kOZjjLw/suTAHGcKk0MtLKyqyw8AyBk5gBJjdsbMAyfG4j2EmTN0x8syXpXqT2X6bbhYQ4CUg3+3Pcib11F6jSv6WSqV4j4ATQ80+I5vtvK1cIbSQSUX+loszvtQ4lTz+Xnzeb+Pg2VpHvwCXjjT/ebNmyGLMJU4a4J8xkKGgJpw0rAEiWTQYMWo/2Z+eT9pbnsJtJkvSZkeqYzNbRbssKTY8U3gLykIAlpGsQYnJyc6Pj6OdYBhBqR45om/YXRns+sNRGx4Zb3z+bw2NjailpX143CRH/3oR/rLv/xL7e7uKp/P68mTJyqVSrp//74ajUaGCKEkIGVC8ROeYkbnmUOAmZNV2BLmDhl0RrtQKKjVaunLL7/Ur371K52engam6Pf7MZ/YkWq1qu3t7WBjCcK3trZUr9e1s7OjyWSiZ8+e6W//9m/1i1/8Ig4t8M1e3NPnDEICoDeZTAIU3rhxQzdv3tSdO3dUrVYja+A6SuDCd93npiSck2/IB117qtVq5qjlNHvqc8z33N56tuZ1rjcWrKbOxNMmzga6YfOaCxhGd6x+uWPn8zz3fzNG/rgwcH83fIuu1Jk64GD8GHu/r8+Bs6N+H5y+C52P2d81TZGmDKALPgaO9fDveGqX30vz+tG0noh35PvOqnq5hqfriKa9AwDzz30By0T9OFEHYA6u1tbWgmVYXV2N1KSnv31uffxu8FNg66AI2XXZSGWBOfNNHsjUeDyOtJWDbr+fGw/+8I4400Lhukdip9MJ4NvpdDJNyTFKKYhIL9cfZwgcwKRy6mDf5TJlCVwuuYd3YEiZaw8O0+AsvVxv34Yr1f1UZrGdXOi1f465daYTHcBRuS1EHrxxvj9TmtsSDywWBc5SllFzB8rn3G7yHGdN2UjJvRw0OTnhjBXZMc/uzWazcOwEr55F8/aH6C3zybvzb4JadA9w43NMQOprRZCGDbi6ulKv11O/3w/dHY1GarVawYZ6Oy7YRWwl4yQQoSsDz+FiPRgnwIjg5M6dO/rud7+rvb09LS8v6/j4WOfn5xH8A5qxa/yb0g33e+4ffKc6f9K9BgQxzmYjI/yfIOf09DT+MD++/m5DqUtl/wvpfgKU5eVlPX78WL/73e/01Vdfqd1uZ9L+3u4wlQWALLWwkjLg2k9RRD6QW4Ia7uvBELLlMu6lAOjceDwOAgFfmZJrqQ3xeXX/ln7+97neWLDq6XV34EQYGCFXYhg+B0AwMR7JsnD+M3eKzq7iUH0xUge4CLi4M0zTmm6Q/X0RMowe6atOpxNAY9E7uLLD8nk6zhURALbIOfi4AQRO9/tceHmCv2sKuHg3QKaXNMAco9DT6TR2sV9cXARTi1GYTCbq9XpRpwkj4RvYiNhpfZWuF9Ho8vKybt26pVu3bmlra0u1Wi12XdJ+xJkRLw3xGq0UALsjZE0dvLtz9HQWDobNILTY4jvUvbERQpr3EZayqd6VlZVoZ1Iul1WtVgNEjkYjHR4e6vPPP9fBwYEePnyo09NT5fP5mGfYaa8RxbExlzzb//ghAL75AQeLniKfOEj/fcrk+tySOk5r1ZAnd0yLAI+U3eS2qETnm3g5c+fMJwwdzhlbQMDopVbILLKapv3SfQSUCjgAkOZ2jk04pJS93U6xWAz2liya+wJqzHH4sI6p03WGiaMxqTlMsxHYPM5uZ+ykxpeXl6NjxtnZWcg7pUTYIA8iafs0nU4zpWnIu/s2WrzBYjKn2IFarZYJKlqtlg4ODmLD5dXVVRwBe3p6GvWnkiLIzeVy2tjY0N27d+NkJNjY58+fxyaitbW1YHSdYaXuVlLcn7X4/ve/r7/6q7/S9773PQ2Hwyg/2Nra0q1btzI9silrYI49Y4Nd9+DA65FZM+yxZ1OkeeBDECFJ7XY7ek7zXIgOgmoyhBy+QO099aKUhbGXAVLj6dOn+ru/+zt99tlnwSJTMgBTz9ojC4DM0WgUZR/4fEpOGo2GdnZ2gs1HBmGi/fAETiwj+JEUGQAn0VI9l+YbjNFzZ9zTrOBsNotnYMdZG3zt61xvLFj1FDVKjYFJGTwp67g9heCMjYM0KVvz6ZdHcbB9XpvJlTI37ghTptMvBMUZBRdqIsB+vx8RIKlVZxgxXn5aVS6XCxDlrBysFkbeew8yh8wrwpka89QYO2M9nU4jnYLBAdwwf56WJxJmxzpzzrnRvB/Aq1AoaDAYqNVqqd1uZ1LPPgZ27vqzmF+MRKlUUrlc1u3bt6NBNcagXq+rXq9rbW0t6lx579QopgXmLhu+5s6aStk+v97bkYb9HH+IIcCZ8165XC7q45wJAMhRNwpgxcHR4PrLL7/Ub3/72zg4YDweR9kDrEkq04w7Zbxx0jdu3Miw0l5i44CW+6HTntJjDp0pdwDr5RIeNKS/c+fnAMozBYuyLd/Ua3l5ORgXSeHkvKyKQBZ7m2ZfAHnYWIIaWqg5w8a88swbN24EAGFtYVxXV1dD/j04JGDCbjGG5eVlVSoVnZ2dZYJRl600O8Uu7MPDQ52cnKhSqWRYTuSXhvD5fD5aF2ErLi4udHBwELvqASXIt6SwW7wPew7Y5Y2u5PP50HdJoTMQENJcPy4uLlSpVGKDzWRy3Wz/wYMHarfb0beTex8dHandbodvyeVy6vf7ms1mcWb97du3dXl5qf39fT19+jR2+RPUstmKTZmdTifsru9oH4/HunPnju7fv6+/+Zu/0Z07d3RychKbsO7evRspdC8/Yd14Z/wRMkTgjCwSOAEqkQkH/IVCQbVaLe4lXbcaazabevDggR4/fhzzcPPmTW1sbGh3dzfTdcYPcmCTLQEG74D8lUolPXz4UP/yL/+in/70pzo7Owu7R9DsZQrOBJPdwu5WKpXYAIyObGxsaHt7O1hdWGkCRdhYyuJms9lLm6s8EHWd9kyE15mn4FSal6yhj07yESg6Y/s61xsLVqUs6+cOhglEwD3VnUYJ0uKTg5zldGY0/ZmDOgc+Pj5ndvz3/u9FLKszQwiQ13dSh9RqtaJ5u4NVWFWiMRQZ0AbQJmokzc3l9aNO6y9io9I5JA0hzYEq4I1ID8VhHJ6Wz+VycTQhAMxZUcAXKRVPXbNbnfO1Mf4O6FwBUS7qoBuNhtbW1vTOO+9oa2srjBL1OxhtPwoQ2UiV3tOGabSastKe/sFo+4ld9Htl01SabkVWSOOx/rwXRg3nBrvJnL548UJffPGFPvvsM3311Vfq9XpRX8U8p8aKC9DsqVVkAxn0DQzOkHraiPdxwMnceYrYQWha6pKWoHiQxe+8JVN6T09rvw2XN+YH2EnKpGP958ybNNd9bAQZDs/YeGYGwIle83NsGwE2IGtRipLgm+btDlL8xCvGzO9ms1mU7/hRsGtraxoOh3r+/LlevHihDz74IBgp9BRQyhharVbcEx2lZygpYQDkeDwO/UXfhsNh7OZ2m4udhDFFZ+mdSp08QSNpWrIQp6en+q//+i8dHR3FhqXV1VWdn5/r2bNnarVawRYCws7Pz7W5ual33nlHe3t7WlpaUqfT0fPnz/Xw4UMNh0MtLS3pu9/9rqrVqh48eKDxeKy7d++q1+vp2bNn0SppbW1N0+l1zeSHH36oP/3TP9X9+/f17rvvqtls6vDwUHfu3NH29nbUrQLMsMuz2SyImbTtWVoOxM/QcWdZ3R57UMEBJ61WS8+fP9fR0ZFarVamlV6xWNTW1lZgCIgcz0IB5pD1UqmkmzdvqlQq6auvvtLf//3f65e//KXOzs5inJIyQVma4XESCVYV/8k6cFjL5uZmnF4GgQXLCjPuhJcH64BlB/m+qXk8nh/M4WUrKVGB/gOMIRUIOC8uLsJ/vu71xoJVjJg032zFpHuK2lPRKXvjTspBLZcLkjtj/+NO1TdOSYoC/hREp8wqdPki5+h1Jc76EDH2er1ICxP18Sze10EjQoTDJooFUPgJGvzO21dxH4Te55HLgSpGlPFSegBwBDh7Sy+e4zWYzAPpXVJrpOyGw6FOT08jtUWqhh6OvKvXjDE/GB+cB8fWbW9vRw0SoI/C+DRF72mnRevsZQjez8+VPWVN6PvKTl+Murdp4TvIGQwNgYuzxaQSK5VK9NKEjT47O9Pvfvc7PXjwQF999ZWazWYAOt7Z03QOSr2uzQG066cD1bTdVZqBYJ5S1pO/fc5wXp4OZK6ZXw+yPEjyVDD65euWBmXf1MtLhjzlLl2zW76BhsAWEOhBtHcCOD8/j/UhWOboSt98NZlMIk3tdc3oLU7Veyg7S+PrhIP2sgZnSK+urlSpVFQoFCKghQm8urruE3pychJpYpcpysV4Nq3dKMciW0Qa2GsI0zI1AsBGoxE2Fpml9vzq6irAE7ZgOp1G2pf3OD09DV0dDAZ69uyZjo+PYyMoQcXx8bGePXsW6WtnvZaXl3X79m3dvn1bs9lMX3/9tZ4+fapHjx5pOBxqdXVVH374oT744AOdnp4GEXB5ealPPvlE3W43AohyuSxJ2tnZ0UcffaQPP/xQs9lM+/v7Go/H2tzc1L1799RoNCQp7Duyh14SUFCzSgC0srKSkS301jOsZN0oH8NXtNtt7e/v6+uvv9avf/3rOD1rd3dX5XI5AnhkiA4O0nzT3+rqagYUEziUy2Xt7e2pXC7r5OREP/nJT/TP//zPsfmZLAVZC8cMXleKTQU0E9i5f6zVatre3o6sIfJOdtA7XmD7ndDgGQBVbGWarkc2nPEej8cvtW2EoUU/8NesUQpyf9/rjQarUjYqd6DjbKjXGPl3PM2/iC3yBfY/zn76335vLr8nEcciULrIKb/qffk/BtiL0rmcaXbG11Nb/i4enabgIZ0rBwSLPuNjd4YQZXPA46fBwKxyL5ymp9S93tgZdMoDMG44Pn8frwnl9xgLwDpF635EnUeg6fy9SjZStpm1WQTqPJji9zifTqcTdajMu9f6OSPpoIE/jB0nxf8xcnRNaLfbOj09jTY0HsQ4E5DKuzSfF8EAACAASURBVL+f6wOGOB3XIiaU+XyV3Lk+LQKtrutp6t/ZGB+/P+tVwPRtAqvO7LijYZ6d8eFyxpTvI8POeBGM+zrnctepWo4CdlLBL0CnlwDg1H3TF5/1OnjkplAoZHpSe1DitjGXy0UnERirNAuGLFcqlQj8YUqReQJ1B/0+19K8pZZnjfzywBi7yI59tzUA2eFwqH6/H+nmer0egcHl5aW63a6urq7UaDRCF8bjcQS2tVotAhNvfVepVLSxsaGtra0YJ/Wx2AsOW5CUsaN3797V8vJyjK/RaESvV9YEAO81qNhYbL6/72w2y+xF4Dsuny4n2J3Ly0sdHBzoiy++0NOnT/XixQudnZ1pd3c3U67hmS3WABlibGQbWKcbN26oWq2qXC5Hy6sHDx7EWriuuC7xfX6fEmnIM8/kZzD3fC8lsvzf+Eie7z6MOWKeHMim2bG0vMu/6yV57qPJsrCWr3u9sWCVyfd6NxTThddZFI+SnAFjwZ2lkbKpTWdt3Mm5QXOmjO8ggP6slIlM74dA8z0HitI8bYpSUag/Go0yu9QRWMaAEwIMMS+wcTh3j1CdnQIcA5z8Gf4sxssa4ABGo1GmJgdwCSvhbTW8NhJ2lvUEQGJYer1e9BScTCYZUCbN23x5PROpzKWlpehbWK1WMwaVeiE+zzrTa9Rret2YeM20A2QuDyzccfvaDAaDYENgVVwePJvAM1NgSjqVejucBE650+no4OBAjx8/1unpqR4+fKjnz5+r3+/HWlKryzq47qW6kRpAxgxT5j2Ovf2LgwhnTGHVFoEKZBoWD/YKVoxgxPXLHZ/rUTpmD2DflittTSPNU6yckgRIADyRCp1MJtEQXJoDDg9ynPFMgaavx2QyiXIX1pnPup55qQDj5rlpNgrdc5DhNg9QWSqV1Gq19PTpU7377rthSxfZxPX1dU2nUx0cHEQd5mQy32xF2lZSZvxkKrxEwO0DYITNPLzT6uqqhsOhms1m2OnpdKqzszMdHx9HQFsqlSKVf3JyEo35e72etra2tLOzo06nE+Caz7NpiqxKu91WqVSKfqFLS0s6PT0NkH50dKTPPvssTmZ68OCBRqORbt26pT/4gz+I8oajoyMNh0NVq1V98MEHUTdK6QQXc4Bv9nS1+4V+vx/21wMqD0bd/0nXu/wfPXqkn/3sZ/r0009DbrFJW1tbWlpailILzy7AbPs4qSWmLKzRaMRmqp/+9Kf6zW9+o1/96lcZXw/wzefz0VcVW83GqtXV1ZfactGNgM9XKhVtb2/HOjAm8IvPJZmDNIPK5i2yGdzbSyTRi+l0Gkw8gSO+yvuk8x2vcYdt98Dxda43FqxK83o4aHYpu8nDUb7XNaWMlN/PmZo0rZgyszhE/namiOem6V7fiJMybuk4uJcDHU/18l02IvV6vTB0DnxTEO6OGGeAo1hUP8o8ASx9p2T6HIAFQBX2DsDK5wCg3JOG/IANjvrDCDlA9jotlI4NFUS6pPFgbAEhyIunFGnq3Gg0VK/Xo0DeazV5HzZGeOomDSK85o+5wkj4unsNs7N/dEGgwX+n0wljhxHwAMnZVOYGQOggEfkbDAaxA5a0WLvd1osXLyI9yns7qExZL94fOfTyG5cvNsGxUYSxpTrgeunMKZezdV6b6CfDIctpfa2zgKy9y7YzFClT/E2/isVi6CbrjaxLiw8N4LPYOnTeHbGkjF3mYm0ILllTZJ9+ll6q4gDN08LSvJ8xhIR3AklBTdopw3VwZWUlNtzQI3M6nUYZBDWs+Xw+gliCyfPz8ygZSjN0MJsAYuwDYDbVLeoiCWqxUdPpNE56ajabmWAvl7s+eWlnZ0elUkkHBwdqNptR4769va3bt2/r7OwsjmCWlGFUqVuXFIB8fX1duVxOT58+1dbWliqVih4+fKjHjx+rVqvpL/7iL/TFF19oMBio0Wjoj//4j6M+9euvv46eo++++652dnZULBaj7ANZQD6w9+gdG6yclQeoLmIEveyCOW232+r1evq3f/s3/fznP9dwONR3v/tdbW5uBmAfDAaZrA/AlfT7cDiMoA1ZIvu2sbGhfD6v//iP/9DPfvYz/fu//7uOjo4yJ5SxYQ+fwVidYEN/KCnBVjqWYD/F+vp66Aa/xybi5/C93gmHZ3u/c/ANeo8uSArgSVkBOsNa8Fk6CzgeYwzoa5oF+X2uNxasOuhM613cuTpjImXT4345he6L64LPd4h2HSgQieHo0qjHv+/g1xlId468H2PDscKo+U5Jznrvdrsql8uaTqeZei0EmGc788G9MQQIvwN7SeG8YFgcBC+aV4AkINVbVeEMvQtAv99Xv98Pp4EzIMqGPXFWlcgOAI0i+iY02GDG66wehon2TbVaLdqQOBtYKBQywHo2m2UKxlMW20En7IEDqBSE+Ty7PLBpg/ZNjJdneFbBdQGDgZxgxPv9vs7Pz3V0dBSbSTihpd/vq9frhdOjRcuiFCXru0gOXHYANLSsomaWmlVP26c6jbFD9tDhlAnwoEeaH7W5KEBzJtXZbHeIXCng+KZfBHkE9d7hhOCH3zE32Ec+g1x7mybuLc0dG6wNNaykabmXlw1Q0+pZAcA1TA/lRW6r+D82xzeaYg8IbrEnhUJB3W5Xjx490rvvvhvnqnN0qadP0XfuXy6Xtb6+Hu+GTl5eXgYQJPXvG1Ckl8tNqBPs9XqSrrsBkOb3zZW5XC5qIGEsZ7NZdDXA5i4tLen9999XpVLR559/rlarpclkEoGjJJ2cnIQPqdfroc/tdluDwUAnJyeq1+va39/Xp59+qvF4rL/+67/W9va2fvGLX+i9997Te++9p+3tbbVaLTWbTS0tLen+/fva2tqKk8EcmAMynQ3n574HhbknY7RoDQCbzCfPIOAHhO/u7kbXnFKppE6no6Ojo8yphOPxOJhlNgIi//iFWq2mpaUlXVxc6Ne//rX+4R/+QQ8ePAhyhKDED4Mg0HFg6OVw6BXgDttNx5mVlRVtbGxECYAzsGwgQ6bxHysrKy8doECA6PWo/Bw7iq6i424PvS0g60BJSYo33He/7vVGg1UXeq9V8z/phVL45HkKRsrWwKAYAFNPFXqaCkO26P4+Lmcd+R2MhS++j9+BkG9W8bZGpMIBqyjDIrYLhXFB8tQ075caEm9G76yyG1sACOAHgORsbTrPNOQeDAbhUABlPn+k0JxxATQR+eIo3aATgefz+cwGKYwCu+Np/wWowkDh4ABGzsy5rHkwAgjHITtYZZ5cPhcBNmf/fM7Sz/nv+bkD1dlsFhvQut1ubKA4OTlRu92OnbyTySScMykrN2asByUbV1dXUU/ocgaohBHyQxW89tfljM+nbBe64jLtaT/f+MP3fR34vM9RmllZZFDfFlZVmrOKOCeAPI7bs0bIF2CrWq1mgmhsJMDENyU5kPW2VWRUuMfS0pJGo1H8HjtEH9hisRi2wp2vNN8showAgH0zphMbBMBOXjSbTX355ZdaX1/X7u6u6vV6tKnCjtJuazQaqVqtanV1VeVyOVOmAMAcj8cZdtrZe+bLa3bZRY0e9Xo9tVqt6BdLJpFWS+jX+fm5ms2m9vf3Qzel681ge3t7arfbOj4+DvvKprF8Pq/BYBClDMzfxcWFms1mgO1cLqeTkxNNp1Pt7Ozo5s2bOj091dbWlu7evatqtar9/X0VCgXV63Xdvn1bt27dinkZDocZpo+gAYYRWWMtmQf8EgE48w64Yk3wM7PZ/FhRSqC2t7cjOKCnLB1wer2elpaWonzi7Owsk0V0X8jGVekaCH/88cf6x3/8R3322WcReHmWi+NqvTdsmmYvFAoh7wBRB6zoysbGhtbX12MTE5kJDlRAtjxIwxey5mQ+0LXl5eU4HhUbi67TPcFLMrCVEE782/0FNgT9dGD7OtcbC1al+bGei1hQLgcSTDagyaM56eXm/Cw8hhIBc2DpjBZKhTFKaXUftzt2T5EtcqyeNkDZPY1KatfBKqlwN9C8T9oLz5UGx5SWLiD0KQPlaVbuRxupbrcbu9i9bsaZQB9DWo8G8CCqRilgOofDYdwzPRWE9fN5wJhwb1g+TqmCVeVensr0k8LcGbpsSfPUOPPgJQCvAqseGPGu1NDWarVMIOZy6rLq5S8pAwsz8uTJE7VaLT169EgHBwfqdrth4KfT+c5R2GkHxp7a8fpi7x3IOvJ5NlrgTB0UoD8OUNzgppkJlzOMZJoBACyxDqkN8GCRv7mfs7ce2L0NlwdkXt7D/5lvD0wnk8lLtoXv8FkHvAATngOgIAgGqEjZ4BR7lwa43IugCXuCk2YNGQfjIyPFTnh/X+k69TwYDPTw4UNtbm5KkjY3N8MHEPytrKyo1WppMBjEISHYu3K5nNER5Bof4u9IahhdyufzARoJHk5PT4NlJdPDmtAZADYNu8s8LS0tBUNMz2rANd9z5o12gIBIxkpv5mazqa2tLe3u7gbj98Mf/lD5fD66ity/f1+3b9+Oo2vJRjm4JAD1zIY034BEGzBIFQesnnFBDrk3gQvytLOzo5WVlTgohuNTsVuksDlqljVmIxoBvNdIHx4e6unTp3ry5Il++tOf6quvvgr5wP47g45OME7en8yU+3zsn7P27Kvw7jSU13lGwfUA8sYDRe6Zkhz4bmennajDZnN/espiD9LAEH0jYyLNsyuvc72xXa9RRgQhBVFczqCkDi8Fp2ka/lWMj3/eU7/SYuY2HXc6FmePHCC4g/U/KXvMPFC07jtfU8F0YQZUp47fn+lj9bGlZRQIPEaa9D/OBMfnCsCznK1mrp3J8dIH3+yTAkgfq6cvFgUAnirnDwbJgV66Nq9i7F/1bJ8v/7NILpEnxkHdLEbHmUCXHZdn7uGs+Pn5edSqnZ6eqt1uh2N1YO9y4bLq8pMGWIu+k64ZcwrAcP1IGeJFupqCVa+1QpachXbwnmZQXBb8fVL9f5sAq8+ZpIyOLpI5t53OmvjvXC7cNrMu6PmrbLHrB7KFzrujdDuHvPt30GMH4siiZ5+8jl2at3TrdrvBFHlteC6XC8bKd/bDRKWbRf17bkt8DQA4Dui89Ir78VlvR+fBMayX14U6m83u/0qlEuli11uydwT1BLHYIIJ50sy1Wi3GC3gmi0KGybN2rM8iO8M6IzOeuXT5cRtHAOE/83VNN5hyeQaBw1Y47IDWYO7jC4XrlmdPnz7VgwcP9ODBAx0dHcUcY08cQEICMSZ0LcUJ7lOd0PB6VPajEKzwLJ8bv5cz+U6o+Dyj14B8t6FpSRfj98wk/jhtp5j68Ff5zP/N9cYyqygj9UHSy+2dEFx+DpDyom53+L74KCZCCgsgZXdze7o2bVXiAOm/ew+/l4MZZ29TwJUCSpSNNEKj0VClUonfA57caPIuvumAZzM2aXF7jFcBg+FwGMfAsqvXgSoKhKNyAIlCekRYKBTiPXgX0kDerBxDwW5KHJOvJf+mjpLjEKmnZBMQTAvAyFMhjD0F68wxCp5+3teWeXAHjaJTlpDP57W5uRmncZFOdCfmkTXz6sZvNrs+8ev4+FiPHj3Sw4cPowMARyP6WiJnXj7BGsBWOIOR9ktFBnB26fGqOFHWjLVw9tsZGA8UkMM0OIEhl+YOAyOfOgAP9gA2iwIRDzzfhov1kOY75pkD7B6sDE4NAERqlRPdJGWcJGvJfZwhS1lZ5FqaMzGU0UiKrg84SW9hBLCYTCZRJgT4YpMMPUBd1qfTaTTlp7SAevtHjx6pUCjo29/+dtgn7Bb6R8aAtDyZDGyxB9nFYlG9Xi82aDohwh/PclDLTxspmDlqITmgRJofoSop6hSZm3w+H5vEKpWK1tfXVavVdHl5qWazGfIP8MdPIP+MHVBLKnwwGEQmr1C4rpvlOGp0EkLBSQb03INEZ93dj/oc4b8LhUJs+sF+kGZHFtzWFgoFbW1tRaCOTA4Gg8iutdtttdtt1Wo13bx5M9jYXC4Xn+n1evryyy/18ccf67PPPlOr1dLFxUV0bXCQimwxJggk1h1bTmYB3+TkCrW4yDs+i+CLsZFuR/ewcTDBPheUZaFLKfPqAatnBheRTGANZMtbVXnw4L7kda43FqwSSQLCHPlzuVNy4IHiOMhicl3YpJdT1g4uURYHN57eTNlQLv+/s40YUK+H9BIBDIozSijm1dVVdANAsZ0xYOzMj7OxAPgU9HjKzd/JxyrNW0NhXOlO4OfXcx+fFy5SFvl8Pgw8c+I72afT+SYhNk8xBzAEnlJK2x7x/JWVFVWr1djE5TWqPAvDSQrT59tZaWeYUnbcSzh8/d3Z+3o4mC4UCrHzk96KbK7wpss4Lz/2D6c9m83U7XZ1cHCgp0+f6tmzZ+r3++p2u+FgvPTDU+hpcMLPfS2RFZ5HGogyBoIAL7znu85qeH0yYCnVNX8GbAO6x++5rzO/DladzUqDSA9mnMl7Gy7SyZKiIb2kzHxgbwlkcKSsE3qCTLHWKZMlzTuzeL0bz5bmJ97hYDkmEnlDf7yUhrVClpzNkxTsI90uGJfbD/Qnn79OaR8eHmp5+bpPKDWPpO1JP1er1bBH3JfOLKTskUsAre8UB3jB5F5dXUWPV3pHs1mqXq8HIKVNFc8HfEiK0iaCxdFopNPTUy0vL+vWrVsqlUq6vLyMtlLeRH4ymajb7WZYRVoj1mo15fN51Wo1LS8vZ1pp0UmFfqP5fD7YZXSawMF7RlO+IGXLP7ABbl+ot+TwG4Cos5+SMjKbz+ejZpVNYshBt9uVdL3pis/3+321221tbm5m5GQ0Gml/f19ffvmlHj9+rGazGSeoIYPe5sr9JLbeGWHeF3IHHUgzts5ucyIjwBdyx8vc0swXeoPcpmVSXnqHjLquup/2QA08xTvi1+mwgD0BABOEvs71xoJVjJ0bJK6UTufzKAyAbhFQBYi4YcXRpSyoLxK/98jIGTUfm0eSkjLAwKNsB0IIEovvwM/ZLqJF3tUbMFOUToTqtUo8O2UNnYlyh+/AmXOsB4NBpKxGo1GwD97b0NMOvNfy8nI0ZnYGjrXCMdECBmXxKJIWUVK29y7vgzIDVGu1WjAE6alKKKIzwouiZk9NIxs4UIyUlzU4W5DKhQcgBD9ra2uq1WpRWwobSokFOuCGyAOH2WwWLaoODg6CCcDRMj4PPBygeUTuNc6M0Q2fOx/q4RyoMlcOFnm+g2FvFJ5G42kwkOoeht7Ti6wlc56mxHw9WLM0PflNv9I1d7vp6+b25vLyMnY6w+C4LXVWC0bc18s3YvB9GCQPagjeeJ6DX7ev3A8ADbNYKBRi9zc1mzBRPBu5AlQQwHIyIEej+gZO6h6n02mAHthKSgMIvKmvZ369dzEBMpsdAX6dTid6RwP6J5P5aV/j8TjAIzYHe1kqlYK9hRHM5/Pa2trSvXv3oo8q9yLAJKD0Aw54v/F4rHfffVdbW1uxhgDySqUSABZABRniBEihUIhNZ7x7ahex6cPhMIAs60M9LbvenZnHFnmmNJfLhf+bTqcql8tqNBrR9eD8/DzmfHNzM+TmxYsXcXoYgHI2m6nT6cRmJAgV/HKaiWVjlQM15BTm3wNqxuhrwHqur69HIOCsqner8dIU/1tSlL7AlhJYeQmO+1L3d07+cD+IMN+fwP0Yl2ea0f/Xvd5YsJo6Epx96oT4GYviKVr/nIM17ufpWUkvRRL8W8qeR54KbsouwNK6UU+Bqr8n4/UdhW6kGSsgBWePEXKwTT/TRXWtDlqcGWE8Pi6AHOkUDDsgyjclefNn33iAclYqlUxpBQIOuMRZeUoYsEW6hOcCPEkP8Tf/JnW2trb20hGOnrZ0Z+pK7Oy5M/burLmfbxLj8ylbmTK0Hui4ccYhEv2z3jgVDCgsD5sfOp1O7Ph3oMoGg/+vizVGxpl75DVl+mmhgtN0lj7VDQ8OeI63ofK0/CJwCTDxlKIHkZ7W5EqDRH7m+u/B6ttwpU7fA0pJmX6r6D3/Z40JCD2YcYbW5ZsL0JquA/JBSRB2zEsDpHmPaOonGReBW6pjgDfspu+GZtzcZ2VlJYAJLBbPcna53W7HkaTYKZr+072g1+tpPB5HqRGlAYA575bCJqAnT55E/8+NjQ2dnZ0F2Aa4w7xWq9XQh3K5rGKxqP39/fAX4/F1G6x33nlHW1tbsZPcdQuA4swx37u6utLe3p5u3rypjY2NYBWLxaJu3ryp3d3deCcyO6m+A8K4N/rvzB/r7jYFkAO5wLq7fLqNcUYQsO3lIV4+MJ1e9zU9ODiIVn3j8XUPW7oYYDMB5bwDIBg764DMWV4Ybycn+Kx3Q/BMKiQS7Pje3l70w3UgifzyfS8pcBuHb+T+HrinGaxicd7Ng8+hb15T7WUifB75Yx7ZxIiNf93rjQWr0suGzy+Ug8sBRgoOXpUa9O+nEYczEM6u+fP973Tczpz6vdJ38rH6O/J+/l0+66ylKwnMVVqD6enoRc9yo+bAAYABAAUAO6j0dwAAEpFhxABNDjp8nnjHlO12xSI17mkTHIwDV8CvG0ifIw9ofF7SNVn0b9bFgY+nlVO5c/lYFGwxN75LE2PpqXCMFEbOa2dZHw/QfGzcMwV0XL4e/t1Un/gdQJhom8+4PqSBEXPtbagcaLhO8P90zdLxu4P0tUvXNA0cnD1/Wy6cmAfAzlQD+tNAGZvnARYO2x2UA7x0Xl3X0qyVs+ZeD+e1f65TrC0gaREzlK69B5vc2+VqEVsvXdtSsklcXh7AeAGhzt6jJ7wbACOfz6vT6Ui6bp/F3Pludq9b97nm++gdQQUAD7YUQAnY4t1S4gLgDBMNYOJ3k8l1y6R6vR7P5A++xwN81pp590AVm+CkkM99Pp/txuPv637TfRTrT50tMuN7JgBVtO2C4ac7AHbRs3Ree+pBtWcgnLhirSRF8OI23AN9ZDjN+LKXwn1vCnJ5Nvfj59jU2WzeG9znlTlI2dOUqOKZ6Xz7mNOyMLcpi3DQ//Z6Y8GqC7w0d3jubFKQkAJUd2qpg3aB43nS3Fk72+TgjM86+8oYHKDwGd/J6HV7KFjKNqKIKAWfZ3xe1+dpV1JIZ2dn0dcQMOSpUe7p7aycWWQsk8kkIntqtGBM+UzKSNJPVVIwhr6GHoUy164gMCyeXqCWaTgcxi76er2uUqmkWq0WTB+bqTihyg8XcOAGmPa6TWdUcbppYODjhbX01Foqg3w+BW1+T8AopRDIhO/ilxQpRVii0WgUka8fo+kROUwVDpUrLVtIy0RcR3Bafl+vVU3fH2fhdd7OSqebK1JgwfO9tMDXKwXCztoypykD43aA7/L7twWw5nLXZTQeYCCHgA/PBCE3fhBJvV7PyDclQMguz2FtUqd9eXkZrejYnY1M5HK5l0oN+Hs4HAYI8ACed6EXs6dfARvFYjFTpoTcLy0tZdrizWbzjZvMT6fT0VdffaVOp6OtrS1J1w30Z7NZAEEAZj6fj/7NPJ938JS4JH3xxRfB0Nbr9Xhn+lYTkPqmQsoRUgKFd5Kue4KenJxoe3tbt27dUrFYjHKi6XQa9y4Wr2v6OZXrnXfe0b179/SDH/xAuVwudstvbm7q3r17kZJ31pi0OGAp9aceSHodJyUUbCZFFwFBrudeswpokxRsZblczpRDzWbz9ltkhhjTaDTS48ePtbe3l2kXduvWrSA2aHnWbDYzzKIzxFxkMF3eyRQQNDjbCVOOzjm2IRu4traW8cHuX7CZ6BnfRwa8bMBJBtd3mFQIIC9t8Lnmux544Gf4Lu/BeH1vwetcbzxYdaGXlFGGRYzMIqAqZdklJtsBC890WpvPOGvln3Hg4SUBqeNnfNL8pKj0u+5M3YkjRBgJFx7aRlFDisHjRA6vIfN3TufD54TPDAYD9Xo9DYdD9Xq9SKX5nLNGMC7sypXm54ovYgx9DlkDB0Pj8Tg2FXgtbqVSUb1e1/b2dtRNko72nf9E6TwfgwQTw7s7C8fPfXzIAOODrQUIpoDMARDv52lnL6HgM9QlYYgYg9cAIS8YtvTEEpd1nslYUyaX3zlw9vFyT2fIkSXm3DsA+Pul9cEwwryvszDOgnpgxVgwqDDKzhSkdbK8C2vqdsADImcWfV6+6ZfLiwNLzzrwb+Y5DSqQW5gaZ9pgAZEttzmpnU7XzOWEGnN0EhuHPGGb/DOMz8cymUyiMwDlAJIyztmZImwcZUmcAndwcBDPwb5Wq1XNZrNg6yRpb28vzlf3EgbqYUulUgTzR0dHWl5e1tbWVmzY6XQ6UTfpthr9A0QDDovF68040tzOjsdjPXv2TPV6XX/0R3+k1dVVtdttdTqdjD1lr0Gn09Ht27f1l3/5l7pz544KhYIePXqk1dVV/eAHP9DW1pZKpZK+/vpr5XK5KKsCbPmGHcA+thP9YvNsoXC9ocrLmwga3C5jn1KWNM3g8HM2AUrZdoWAPOZnNBrp+fPnqlQq2t7eVi6X09nZmXK5nGq1WshQt9uNI2x5njOeTvzwnuzex/5hv7nAEvgIJ05qtVr0xF1bW8sENxA9kjKBZqpLAE3v0OFAHbCf4iBnSL00hLn2IIM/1Nl6L+DpdPo/Kjf7n1xvPFiVsruU3RH5tYhJTUFlmgLickZWygIrT135osD6YJAZsxt+7skYcLqeWkV4YQ09lcBzeDcH0bCN1Kjybz8ZxQFzyhDzfOYFAAy46Ha7YUSpa/J3RQlgQvk+TsBZX4xl2iSZOSaKxBgOh0N1u93M0YOlUkkbGxva29vT3t7eS/VhDiBxlgAUjJiXZngAxHwsArGedgL0eh3RItlz9o7/uxFhXnCOKH+aeqH0gfutrq5m+jsSmTOe1IGnQMGDC3c0fjnj72ke1ppDAAgOAOw4H/8ZtcbO+hIE8DPWn/lBN2BZ0BkPUplTAIwHnD43bkP4DLrta/9Nv5hj1jaVT+8Q4ilKX2d3tsgk/2aNpPlOf5gd/sYueBCBbrqce5A4nU4ztazSHHCmgQ6y5LqFfnhwmxRa5gAAIABJREFUxvfX1taC4Ts6OtL777+vjY0NTadTtVot7e/vx71dBqfTaWQ3yOw0Gg31+30NBoPMJleYzcFgEHYWUFuv16PFEACJLAt6x/e91ynAZW1tLYAx83Z2dqbDw0N95zvfiT6i1J6iC9j4crmsH/3oR/re976nfD6v/f19ra6u6tvf/rbu378fpQm+CdWb3zPnzHfqH5hrGHPmBgbSgyfsEZvhaJPk8sB7p2226ExAtxxJ0e6J9l+c0EXwK0ndbjc21jH20WgUWUn8JONyBtW7A3nQDIvrtgUZT7OmdG7Y2dmJLBWbizlxMZ/PByGFzgAuHeATsKCf4I0UZHtZSfo5bKL7IkkhizwPxt/9pAdpr3O90WDVWxy5803BasqipMyks6S+ECww9+ByhhEF9IiIz3Bvj15SJeZnztyhHCiz11viNHgHZ5sQkPF4HLsuUUR26acpTnfOzqR6qo6epmzMIgrudDrBbLoh4rvOVHjqy4EwRgBmFkWX5owPhgWGdjqdBvhGQTY2NnTr1i3dunUrmAyvWU1rR50Nh41zJy3N++kuYt99HVl/B4X+LP8MMuggalGw4QEKRthbPQH8nZWsVqsBdr37gQN0d6q+Fg7wPAh0uWLuvXbO2Vjq4QAxfi8MsIMJ0v7ogKegMOgp+4vuMWZnkBcFqP/dzz3ABGyROnT245t+efoO+XZwinwCRghM0uNz3QGyG5nvugO/urqKlDxgyWsJPcAdjUYh/4A8nGOxeN1vNN3E4nLNOlODyYYwbKvrN3bX2dnhcKijo6MAPpxc1Gq1Mpu/JEVbKkD07u5uAAoyAJRhoZOtVis+P51OVa1WA+gCUNixXqlUImD3sXY6nZgT5NjtOWCW0o3Dw0PV63Wdn5/rxYsXqlQqMb7RaKRGo6GPPvpIH330UWTRyuWy7t69q3feeUez2Sw6BNAaq9/vZw4vQUcBgU6MeFBPOZl3jCFQYO2QKTJYHtxL16w2a4vsAPz5DHJDiRLMOlmrcrkczC526vDwUO+8807YMEAuOuMBmjRnG92Ppq2gaMkmzZlP/u/+rVaraXt7W5ubm8GwDwYDFQqFqGH1PuN81zORpOZp2+ZEiHfB8ODdSRH+eKbJ74H8oS9srqPe19lZx1y/7/XGglWP3JkMV4gUGHlaiovfO2Bl4dwAuxFO2QXuzfMRVAe+DpIdJC5irTDm0lypASxEQERh6T19gw21pNTueKo0l8sFWEqBAcYGxpL00Pn5uTqdTigTZQAwrWl5gzuqRQpAakhShvH1qBDg4AYAR0iEWiwW1Wg0Aqju7u5qc3MzQL4DJr5LdwJv3cTnvNbG63h8/Z2ZdgbIDaszsw6MPNL261Wsp28Qg2UlFYkDRgYxnl6SAGBHbpCvNBWVMloebMBgejCELPncsWOWbgCubwAW3tNLTpzdBpD43Hnq07MPXpeVBl8Oxl3PUsPswBwGwLtpvA0XjJqvlctLGqQhH+gHds8dt8uhs6bS/NAAd67M98rKStSLAmrX19clzXeGE7RL881hzup4itKDHcZK4O/sF+NBj2D5isXrllftdlu7u7thP6gbXV5ejrpNac4YAoYAYry/s6q0rBoMBtE7tFAoBOji5LnhcKi1tbV4N0+1c52dncXcjMdjdbtdVatVLS8va319PTqFPHnyRM+fP4/2XNhw2g8uLS3phz/8oX784x/rxo0bOj091dLSkm7duqWNjQ2VSqWoxaXs5+TkJCMXTqagS4Bs5ph1abfbUZZGUAKD7Cl/3iuXu25HxTwwp263rq6u4n5+7n25XNb6+roqlUoQHYyVwKHb7WpjY0OVSkWHh4fq9Xra3t7W0tKS1tbWtL6+rhcvXgQR4DXzXoqCrUMukSVnP6W57QNjdDqdyJKtrq5GuyrGS1cExwH0Bk7LyGiv5llKHwefLxQKmayt20x00/EQtoD7wPYuLy9HD2/kIS0vei079dp3+P/pcpDmKUKuFAim7Ip/LgUOfl9fvHQR+QxG0O/pINc/J2V3/PnvFjFADgJ9PP7e6fcRWKJlBwYpWE4V1qNWHD+1TNQzSfOTSVBUvuNlESlz6OyLM9Mpg+nv4Cln/s3fGOxKpRJF6DCqDlZT58r7p4AyZUQXrWMqB4vYcjfYKUhnDRdd6ed8TXCy/l4ekC1ikxaVDjjgTFl6/3wqc8gJz0llzsfotWTpO6Q652P1YO9VgZzLrbNoaTDxKrCa6mO6Zq6XbwtYlRaXPf13n0UnPZBwJgygiE1I9cvl1vVQmgMyJyEIWl2ufO25d2ofeRZBpwdyBGDOIJEylRQp6ouLi2hRhQ5yP7J7OHTemcDYd/rncrk4XYoep4BETsGCDSOTQTrbA2ZpLpvOqnmwMBqNAgDDeHY6nUyq20sBIAsajYbu3r2rSqWifr8fIC2tF+b9PeBn7RifBzKpnuGPYKLTdeW72OylpaUAnv6cdO3xKQDAtBMD5E8aVLEhMJ/PR9cD5tTtGfdl7lnnVN54b7fD7keYI/cTEAn5fD7AthM3Xg+aknCpLXN77SWLyCZygA75ngj+uL9a5EfScg8vpfQx/V+VVL2xYPVVwM3BpDsrF5LUmS0Cakx0+tlF40iBphtQj2RcINkU44DU25lI816ivnvRDTv3l7InSkmKzUyDwSAExt+J6AujgeFlswHRNrWpo9FIZ2dnYZRRbmdmuRirpwx8rCgpxsf700nzAxz4Q6nB1dX1CTB+5B596Pb29rSxsRGGdXl5Oc6wxhERBaNUbPrwuUmZvFcZgpRVTKPOlKH31I8zVT4fKbBDhhyQj8djtVqt6JO4KIByuUyDKAyf7/b07/g6YPh9Q5cbfuQOp0V6yjfveYqX+7oxhFHF6aWbm9IAD4Dk+uDAx3/2KuCbXuiDd4FIszDf5CsF6DAuyJ4zZs6wux3Bfrgty+Xmdc+uQ9gclwdkjD+e8SBYXl9fz5RtwBS9KlvmjFcul4tAj1Sun5jlgBtWT7qWv8FgoC+//FLb29u6c+eO9vb2Yvf2dDoNVhPw53JISpl+nDCkrVYrE/zTteD09FS1Wi3TpYBm9rDUvP90Og3mzHu5OjPM82G9nPy4efOm1tbW9OzZMy0tLWlzc1M//vGP9f3vfz/s7O3bt1WtVl8C/H5OPZuMWGt+znORG0mRDULvqcWFHZzNZnESI4EDtsHljnkAiHvtJnKFz2A9qXWt1+vRGowaWU5blBQlLOiBAzlv6O8BBPNCwMDv6ADhGT0vM8HWTCbX3XpggDc3N0OeCCR87wV21Ukgfoa/86DS9YMSG9YLP+esLP6Imt80MMSXMtde3sB43BZ7x5nf93pjwapT2yhSmi5OASsTmAIGBwgocxpVpFf6M38GikoKNqXQHTShCNR0OfuUOgoXvhScMiZnVzHyhcL8NAlJGcFDyDHknkqhLpW0z3A4DOORgr80knY216NAxgjjwDq40nlEyHucnZ2pUChEgTs9/mq1mnZ3dyN14/W91CPxPOYIAOby42N+VRDjET9/PBBBtpy986gZliBlH1IW1Rko0k3ValWNRiOMWdoMOmUXfLOg34/1x5B4KtwBpX8W48bznE0CBFCvimNwsOxnqnMvfzZy7rrN/x3kp6DH18vXxAM+/z7fwTD7enhNFzLjh1l8ky8PACRFxsRl0+cUOUE3J5NJpAFd16fTadQSStfgEF3x9eV+ZHEKhUKAOn6GjQIUMWZJAXrSQIZ/w9ABehgL74PTJVAHEAAqLi4udHh4qK+//lr37t1To9FQpVKJDaaTySRzspKkyPIAANiIChg7OTnR+fm56vW6rq6u1Gw2oxXYjRs31O/3ValUtLm5qXw+H6dSOcD3dwNE+elVzB8728/Pz1WpVDSZXNeJbm1tRbnCH/7hH+rb3/62/uzP/kzT6VTtdlt3796No0i73W74KOYnl8sF4cBcUsIgzduXwZ4yp17+w7yVSqUA6NgMt530e8Vu4WcB5xAYzhxiK/FXsIHI6srKitbW1qJsgppL921sHoZFxcZhG7wEymtYPb0OkOYEQt7J7TLsdq1W0+bmpjY3N0MHnJl2Rp/n8XN8wnQ6jZIOvo++0XYL2cEXUP7EOyFTyBulfmAE5txxGHLhwQTz8H9xvbFgFfaNSfSIykGpAz2fNGfS3NE5CFyUikxZn0XpJxy6N0v2SCPd0OTAFifhQNYBlQMpZ9RSlla6FjAibK8Pczaa94XdYm5Ho5G63W5sCGDTCQbLmSyMOvf0+eJdHWi8il10wOdrSX0qIAPwtrOzo2q1qq2trTBAzkZ7eyZ3vOk4kCUcowPwFDxyP19fjA/jdXl0AJ4yuIuCIpc9DBN9LBuNhsbjcWxegp0g4MDoOGPjKdg0ze5B3qLsAOvHe2OMMFY814Gqbxjge6nMYKi5lztg9GdRxsLZeWTF058wT57yYg6dzfU0s29USdmJRUHqN/VyGwZo82ySp7mXlpYiPS3NU5HOirt9kubAhSAyn89nWNl0RzXjwQ4CeFlb1hrmDFDA5cEm74d9881fntKEBXOfgX5dXFzoyZMnevHixUtMFKnlUqkU8kRdIUF+p9PR119/HZmiZrOp1dVV7e7uqtlsRmuqRqOhyWSidrut9fV1NRoNnZ+fR2cC+tkC4Nl4U6/XYw7xP6PRSJ1OJwAmoG9/f1/Sda/rer2u27dv68///M/13nvvaWlpKdo40f0Am/v/yHuz5zaz6+p7YeAIYuQskWqpB/Vkx25XJZXyTf7gXKSS+OKtSiVOKrZTiVPt2HGP6m5JnEESIEaCpAjgveD321g4DSXvF+VGraeKBQnDM5yzh7XX3mcfFi+xaNN3LKSsCJ1+8eJFZICcfHB2VlLs9MW5qLHNZDLRpol5gwHFpmFbHOC6f8U2wTQ6I8lC0FKpFNeFLYeoWVpaUqPRiEVny8vLsasgi7qo019cXFSv14vx5z4A89gS1y2egfFjUd7Gxoaq1WoAYJ6HeaV7gJfKpOfnmoBK5N3tuftamF/knfsHYINBCAR5BnSd+/Hz8plnKl7leG3BKsDCHa40DZZSgOdRCIbMGcGUAU2dt0d1fg6uxQQ5+PTfpqCW6/J9IiAUBoVOn8NZPqfaPf2GMb26ugoh9RotntXZMr4HUKU9lDf79zHjcNBPesMZRBTOlTY9H+PEZw6uSA06y7i6uqqNjQ0VCoVYOcuYpzVUPubZbHaqoTbjhFFxsOpgnvn28Urnl/N7eYAzd+k50rT4rEDId24pFoux+YGn99ww0d9xMBjEufx+nIXlmMWmevqI66T98yQFUPVFVS7fXMtZ9JQJZQx5Dq8Lc5lJSxo8bY/eImu+kIPvu0578OBg3Xt2ejD1Qz4AfuiKj4FnZVIH6K3hcrlcrNz39CS2I9UPz0RJEzC5tLQUi5LQE/Tadw9iNfRgMNDS0tL30s2eZiaAdPnztK0v+PJ7RSZYVX5+fq7f//73QSpks9mwR2R1AKjeNYWWUcfHx1MECvWktFRaXV1VoVDQwcGBer2eOp2OMplM3FetVtPy8nJ0HQAwXl5e6t69e5qbm4udmDgvjOPOzo5Go5GOj48DjBWLRW1sbOitt97SBx98oIWFBe3t7WlpaUnb29sBYKhbTetnKQFgUxj0nxZPAGy3706IIGsvXrxQu92Osq58Pq+LiwtlMhmVSqUYV8+iSnd+hVIOmEaXG+bQSSFIDOSWRWIEO1yH4KHX66nX68VGM8gpxIDXFxM8IDcEKgRaHgxzLUlRCjE/P6+NjQ1tbW2pUqnEZ+gfHTh4n2dyfIHNW1paCrmHAOO37nc8mOcz5pfAim1mPaOR4h+3q040OLZ61eO1BasOQN2hSbO3KXUg4ABEevlii/Scfl3/XXr4RDqDiEN1cI1wpClbZ2ydDfMjZZAdhPJbZ47cYThocvbXF2Z5s3B+5883iyVMyxNSJpkxcUH376bgRprsrsHcEc3S9B/n6vWjnM/nU5oYLAATxgxFdAZ61uHjxT0y/n7vPg4O0FK58bSQB1N+HlKUDsRnjbXX/VGf5fONc/7vGEMPzPi9j60bLNgL3wDAj1k65M+InPr7zsqlY+KMWypnzIMDbcYpPbw+y59tlt790A9nGV02PXiXpoNutzWeruV7bo/83Kmj5N8eGJGCnaVDqe1I7TF66J03+AwWyu2MBzQwrs5WDYfDKJFqNps6PT0NIMB9wOy63FCb6Tv8eQaK8XHQ4zv6jcfjAKuj0d22qeVyeYppw7YCCDOZjK6vr8NOEHgDjAHPw+FdC6tmsxmdVKirvb6+1ubmpgqFQrQg4j7paoAc8OzpCnCyOy5Ps2wih5cT+X0Dft0XuKxBWC0uLgb77dk/vuPymJIF3veZZ+CexuNJ9xiYY+bOX5kLZzXTDK3LNLrlGVcnBHzHQg4IEsgCruH36vc0S0cJslKf5Rll11HHC559Su+fsU3tOIeXK7zK8dqCVWcUfZAwFj6B0mTy0uJkfuOvbhTTc7rSpGysG2gXJL9Hfodge+9J//3LnHVqpF0ZuRcMMMwTwoJzJrJ0o04k1e12I6r3fpqpA/O0K+dxVoUx9I4BADZ3cLPATco6ouQwL2tra9ra2ooFFzgT6qUYv1kN52FJYGKkuxTl5eXl1OIrxskDF87Dc6agzo2hp8vTaNRlw6NVNw6w7TBczBfj5fPstb301mXLVZ6D1B2/d1DP+RhvLzvhGpQAuMzRExFmyZlml9VUX32sUmCIjqbBpn/XGb5ZaSkCLuTAZc5lyndTc2PtDO2bcjCGOGhYMMbK5whmEucHA+sLYajzI4sBiKKEwB2fr0x2+eN+AAqeOfKV2swTesR8jkajaN9DWzQyTd4jlZXmg8EgahjdqRMYn56e6vz8XLVaLXoaO2vLPXAdajAbjYbOzs5UKBS0vLw8ZVuHw7vdtLhWu91WoVBQLpdTvV7X8vKydnd3o37x2bNnOj8/1+3tbbQakhQZllarNbWIiDKFxcVFnZ2dxbz0ej0dHx/rww8/1L1793R2dqbr62tVq1Xt7u5OzTcZm6WlpdhBkPZQlP+wjXUul4sNENwPr6ysxLzBTgK8MplM9D/NZDLRNxYQypj6Go5sNhvMOkwlMszhi3rcR1IyhnxCePC9bDYbwQYtG+nYQEkdfgY/m8lkgt2VFL6K+mPfzhY5Rl4Gg0GUWSAjHuC5DXaSjvEYDAbxPd8pLPXx6Gxa8oRdJBvnpItnHQhWRqPRVJ9W9BPd5LmwzejSqx6vLVh1AOVO0CNwjwJ4BUQ4QASgeBTpDEIKVhGM9Jopw+u/cSaKV2lSj4PhmhUlOWgACHrdnTRhDAEk2Ww2IntPGXjPzpRZpMaJ1AdC7+PLOAISuXevEeU3CKkb/1nsokeDzlz6YieUtVqtam1tLVb+89wYTpQJRwUz4gCSCJV+jtQfeVoYRXOmZRY74HKTMp8+nx7cSNNBjL/n8+i9+tLV6owXBywDCzm8STbzzXylAC4Fjc7Ye3Di953NZqMEg8UkzjT7/DoQSg8HoBwpME3P50FBWjKALruB9Npivue1XA6y0UPv9fomHMg4mQXSh27vsHkEApKiRyYyli5opO4OYJDNZqfsis8rACFN2SNz1JSSpsXmoOde5uJziNMlAAFQc22+R0oY9hG5WF5engIMy8vLUT/ebDbVbreVz+dj/3bkbmFhQTc3N7F5yr1795TNZgO4UH++u7urL7/8Uo1GQzc3N1G3ygKre/fu6erqSsfHx6rX65Hq9/ptxqHT6cSC05OTE93c3GhnZ0eS1O12VS6XQ7c2NjZ0//59nZ+fazgcam1tLcoBWODlhEO5XI5yNeZlbu6uBysLt+gLCxiXFIwh/2c80S/fkpQgGPANkCMoB6Thv0hVcx6YasgIl4cUYOMrIQPG4/EUwKUcDnvKgjRsn7fFQobcf9Erl/7k/JY/t0O53N2iQvqoStOlcvi41HZ55ghmPZOZpPzdRrrMe7keY7q8vDwVYHA9uiq4LXByBXnwciICWvTwf+N4bcFqyjLOQu4OCqUJaHWGKgV+adqL19QJ+0R7tDOL+eReePUIBKXF4LqRRjg8GsPYw2i4AOE0pDsn0u121Wq1wgGw/V+hUJha5ECNUavVUrPZjN2ueM50fLkPhNOZLwc/zniki8RmMaqeiuU3OBf2SQaolkqlUH4UmWfyxVLOnhBNe2oHNhLGxdkhALc/F/LjLBAs1CymkDFwFt4ZVWTFZdPTMqTuut1uOAGfC67FfVxeXkaA4kbIU0sYVR9vPxdz5tkAB4LSnSN24+oLB9wo+jl97Fwn/NouRymQdZCezWYDDFA/yHX9mmnazYMEvx7/Rw//twzs63AwrugbbAp2g9Xd2LN05b1nljyz4sEm53AWiu9T5sNvABpeh5fad4LONMXoWSQcLjqHzOBsmes0Fey2cjS62/8dvWJXKcYDJpprS4qAGZvabrdjlXe9Xp/arW99fV0vXtxtX83OVjc3N1pZWYmtNq+urnR2dqazs7OZuruysiJJkR2qVqtR98mCJTJmCwsLAYJ//vOfK5vN6vT0VD/60Y/09ttvq1qtqtVqTaXk0xINTylDGDSbTV1cXMQCNILJ1CYDynK5XLRVdIIhn5/shOQtlhwcz8ou8YdNhzHlcHAmKXwlGzQAygGVZAAAqsPhMOydd5+gfIOOC8gbpAX2em7urguBlx4h97lcToVCQRsbG1pfX4+gByaWTRLQGWwxNcTIrTO2bg/xZ35fAFvm1ufEv9vtdqfkjblyIgO7gP309x0Tverx2oJVB4XOfDnYnJVq9FdpusH1LAYoZXcAv65Abrj9nP57PkM4HSwTGbpjdmPtBe2e9uR8RJoAEhxKq9XS6elpFHDzeaFQiKiJdOjFxYUajUa06sBwSBMjzBjgkNJ0vddkuWL48/i44IRSRpXxo73VysqK1tfXVa1Wtb6+rkqlEvslY6RgIYk6YcicqfTncZBKg26vc/M5lKbBDg4OuXJZY0x9ftMUNGDVZTkFbnyn1+up2WxGaxvfys6ZQow9qSvAK86JAMXl2Nlm7i0Nvhx0+PMsLS2pWCzGSlhn6V92pIGeA1qeNy0TkaYXyTlA8kyJA+tULv03DqRTGXVW9k0qAQBs8UrAK2nmuJH1kCZO9/LyMhZ2eBCP7Dij6jbMZcbnjs+9wwPpzmx2UsMtTdcXSpP0r//W7aekKVCODABa5ubmtLGxoUqlEoBzf39fT548ibZxxWJRDx8+jF2iRqNRMFDS3Y5Sz549i9X49+7dUy6X09HRker1um5vb7W6uqpyuazf/va3sX0rdnllZUXj8ViNRkPX19dRB4rd8/mi/zJzwKr9XC4XLN3BwUGUGPz4xz/Ww/+vLdXTp0+1sbGhjz/+WOVyObZ2LRaLUyvvASROvgDyz87O9OWXX+r8/FzPnz8PgAyjStmBbx0O8HLbiO6RWveAn+fBhrE1Kr6RVlIelFDeISnaXtEejB7krVZLZ2dnEYAgD55lYcEc48J5CTh4LsaKA78O+OY9B5Xj8VhLS0uxtWqpVIrFg7QaIzPkRMDi4mIsCp6fn48MB9dKyRQOgCt93p1oQgd5RQcB4OgxMu5glHHicEwFMH7V47UFqxxu1JxtTRlNd4jOSHION6qzGB9psjDLwQwCPYtt5XDnmLK6nm50VgnD4BS/g2EHeN46iOuS0m80GhqPx0HxuwEhqmw0Gjo9PVWn05mK/Liu9yj1uiHGhud3o4KCeUTrSsTBmDoYhPXAGKytren+/fuq1Wra3NwMgMRzABypfYNVwXAT3QPmGBfSMygS14cFgJ10tpNVvr6wK40wHcDOAk58h88ceN7c3Kjf78ccNpvN+CPK57d+bc7vKXBYZeqg0poqAL7LOffozLbPk3RnvAqFQixwc5nwDEIaLHrK152UlzlgfNPMicsb7/k1fExgx93ResAJWIc9ctDj9dVvyuGpP/SYbIV3AuGgRIDxcntFXZsHnsgQwYEH6F7T7WUy3IvLJUDED7e5nH84HIbO+4ptZ+YI7l9Wj1upVFSpVHRzc6NvvvlGn332mb766qt4/t3dXe3u7mp7e1vLy8vq9/v64osvdH5+rmw2q1arpaOjI11fX2t1dVWVSkXNZlPHx8dqt9uq1Wra2trSaHS3Qp8aVAJISdHSyplM2idh6wqFQqTRc7lc1NLmcjltbGwol8vp+PhYJycnGo/HevDggX784x+rUqno5OREt7e3+tnPfhYtsq6vr4MMaLVaU9lG10myNPV6XV9++aX29/cjBU2Wha1DmScyXJQOlcvlqHUnAHK22plxB1VkIpkv7B2lSF7Hz9Hv99Xv93V8fKyzszMdHh5GDTJsIn1xCapYSIf9HY1GsekMfXKxwfgGX2dAk3/u2TMNyDhgtVarRabQgwNpsuKf7B8yii1FXugQAXhn3PDfzqg6JiAY8rIZ6c6Ggys888y4wxrDYEPiwEQvLCyEXXBy5n96vLZg1R1Yym6laWY3Rp4G9CP9P+/5uaVpJ8v5ONwZp4c7br8nJtMjGme2/rvz+cImN/Q4DoTEHYan6WAWWQnq33En4Glqp/hTJs4BQgrS07GdxbQxpl7vxO5NpVIpQBcGAmPhDo05c7DMZ5Q8UKfqwYYzuvxhJB2QpkywP1NamsGB/Lks+nm5P38G9iSnjhgAz/zzW2coU0YYMO8AAmaW6/v3U53y4IKxTFNvPsb/1eG65HLtANnlJNVhB6yur6mcpffjDIDLhtdY+/fSMXhTDhygz9MsoJpmkBxYSpo5D6mNTjNEzvLwfebf2fZZc+VBPp/xSraHe/XOIdJ0VwJAluv1zc2N6vV6bIzCJivb29uRpSJlTCBM+hx7ijOHjcvlcqpUKsH2OePMfWCfJYWc8gy+3oLnhEiAkc3l7hYS3dzcqNPp6ObmRsvLy7H7FoumyuWyKpVKXA+fwtyn9o57BJydnZ1FCnxpaWlqkSsZguW3AAAgAElEQVQLzAA2pJRhNd2ueKmJv6Y2yu2SNCn7IPBGFgB2gOB2u61Op6N6vR73zK5hno30cQD00gOWufFUuOsBIBJG34mxWXiD9zxwdp/qz+8+FZ/OfHjG0MG+BwHuswGSXtbh/sevRbbRS3IIaPGdaQ0y7yPfKeP8Pz1eW7AqfX/VPhObOimMFlGEAxq+l4KINPXo4AAj4kLoiuKRSZpuxAgQxXjvOjdA/mzp/UkK5STygWVE4Ii8ibIdKPNZr9fT2dmZzs/P1Wq1JE12b/E0BUZcmqQRnHnj/7zH8/ifdw7wI3Vq3jJrfn4+Wquw7V+pVAqg4e2cAHKe8iPlNBqNIuV/fn6u8/NztdvtiDC5BxZ4ULPrdayMoS8cALR5ysWdN1GuK7+Po6eg2eGEelOaap+fn6vX68X9pE3wSad5HaHLrNfzkh6UJj1mPXhyOUuZVQcbAGDSll6CwTErOEsBC3Lui8dg4xx4pE4hPQfP4alhHArXwGAiG87eYrT9OdN//5APHBQghpQnc4F+SRM75wwQ7zOe6KcDnNQ5Y6f4nsucszBkjkgPI2cwvsylBydeZpPNZqPGEEbVaxthhgB6yJf3SD06OlK/34+aPlZ6l8tlSXcMIn/NZjN6od7e3kabvcvLSzWbzdhK87333pOkqGdl5T7PA4hglbykYKoAJ9gvOqSUSiUVi8UAhyzwOTs703g81qNHj/Qnf/InymQyuri40MrKij766CMtLi7G/PoiOGxqLjfZ2jqTyQSxUa/X9ezZM2WzWe3u7oadwW4sLi6q3W7HDoTsQliv17W4uKh6va719XVtb29rc3MzGvijo8gL8+kgMJUnX3xHoI8/ofMBr/jE4fBuEVu5XNbZ2dnUDlOwoWS6AKsEKPgVdMM/d6aTbhTcm4NLD+qKxWLsJka2j9I934o2k8nEpi+ARMbAs0L4Ls+QOsuKTnhtfhrweVCHLsPwc/9OfLh993Ke/4rE+/9zvLZg1R1y6hidocOBe42pRy7OSPk5/PBreHTJfUjTEZAbc6JUByYADxTPI5jUsHMNT4N5upNaRISKI5vNRg0LBns8HkeKud/vq9vt6vT0VBcXF7q9vY3I2EE1UZ+neT1VzjjyOQqDYyD9wzg6k8h7jKcbyEwmE02r79+/H73/MFg8P+PrYN4ZQAAoGxycnJyo0WhEmgQFxHlRJ8oWeV7SACDCyZLWkjQVRTP+XvvkMuFsJGPY7XbVaDR0cXERO4Y1Go1YIezML8Z2cXFxaiFVyhAj+4BLACb357Lv7DjOhnvz76En3lXC22oRYKEzfj8+5ymLjtz4Qi0+d33lHgAvjCeMECAV481vGBu+6yUQfj8Oot8UsOr12syfOyJAkrNEbu+kiW57uh3ZR1/5f+q8OFcuN1lVzTx5/aLPDXYIHffPvC7Qsxu+wQaLe9BBAGg+n9dgMFC73dby8rLy+byq1aouLy8jbZrNZrW2tqZ8Pq/T09MAQqTsIQGWl5e1ubmphYUFffvtt2q1Wnrw4EGUBRwfH0uStra2tLe3F8CGND+yfn19rVqtpocPH+rg4EAvXryIdnu3t7c6Pz+f2pyDxbXYtG63q3v37umTTz6JHbOWlpb0/vvva21tLRZ0ud1kswHkgtZU9Xpd3333na6vr8OXAJRh/a6vr2MB7MLCwtSiUMAuXUvolDAcDrW5uTllazOZTNhhZ+q8i4cHO9Qcj0ajKPM6OTmJhakw35VKJYAhtpN6X+nOXuALyuVynB97QukF73nrKPeL2A92xmK7YeQIPWLbVzoMeKkZgBQ7ii0naBkOh+r3++FTsPnekgqbCn7gvtNM3SxyBcCJHmGr5+fnI7h1bIAeeecarx1+leO1BavSy1PrnspzJ5ymrWedb5YhTdkDv55/z2l5N5LOHnp6nigeIJGmptL0rgNqQILvxS5N0ptspSdNWiKxzR+AiIVVCD7A11MNft/cM5GfR7begov3AdVeW+qHp7U4L46J7f7u37+vra0tVavVKRbRU9E+Ny4PGJx+vx+Lx05PT9VutzUej6fui8DBOwWgiN4fj/vF+MHSYEicFUTW0nSmBy08c6PR0PHxcSykurm50cXFxVQzcQ8i3Fh7ahNjRLRPKQPP6aUhjH+qKykLyjW9NhvZ85ZYDtRT2U1TTLznIIjDSyGc3U1118fan9+DS54hPTztmuowQOhNOXhudu3xTiHIHSydA1AH/x58ONPi9WswQt6VgmAdh40t8/kDuEmTBX7pKnPvYOC1qQRfvgjKmT9puiTEAevCwoKq1ao++uijsKfb29u6vLyMxVfdbld7e3sBwG5v79pZ3d7e6tGjR1pfX9fFxYVOT0+Vy+X07rvvqlgsan9/X8+ePdPKyooqlYqKxWLsZIUtbTQaAcR3d3f18OHDOFe321U2m4196s/Pz6MEAGDUbrfVarU0Nzenn/3sZ3r8+LEGg0F0A3jw4EEsLAKoYEv6/b7G47vtX6nTbLVa+vrrr/X1119rOByqUqlobm5O7XY75vHk5ETNZlMffPCBqtVqMOArKyu6vr5WsViMsibYSOwyBAC1uIBVL2XyzA5yB4Al0BkMBjo5OYm6VAAT9+L2DfY1m83GpgvYTWwKhIdnqgCwDiq9pINXaoyxcRAGXoJA8IIOYp+ZCwI8l9WU4KEjBLYeMO3ZzPF4HOUbzHU2mw0gCTD2Ugj8fop5nIhjfN2WeKsrZ5tf5XhtwSqRjDN1Xn/hg+r/ftm50j/eTx1e6tQ5vBbQwWqa0vRaFmnSg857YHoq2e8DJfUal5TpxRGUSqUAdSgGqRhp0qYGpfTtMh0seIrX6zkdzAJIUV7ODYglkvRojvnyFD4ReD5/16pqY2NDm5ubqlarU6wIY+FglX9zndHornUMtUq05IJVpZZnfn4+nGi6ytHHiHnNZCb1OjA4XNcZaMbYWXVvbwWDS5qsXq/r8PBQjUYjnB7bpqbpTg9OnPH32qXBYBDtdpBPl0uvAXN5dkY21QEOWHvfuQpDyLVcjzxg5MB4OwvhbC/vz2oo/bIg0fXM78NLbDx4mHW+NDPyJhzuoLy3L3OCM5cmK+353AOo29vbWBnNeHsacRabyr9J5RLQEiimW20SKMFCwZAiN+iJB0PeL9KvDQvE/vQ4cIANwP3x48cqlUp68OCBDg4OYjvUg4MDdTodPX/+PGpZsdvvvvuu7t27J+ku1c9C0bW1Nd3e3ur4+FjNZlONRkM7OzsqlUpTIIVUNu2yer2etre3VS6XIw0/Ho+j5ICyA9o2XV5e6vT0VIPBQD/96U/153/+5xoOh+p0Ovroo4+0sbERrCBACbknWC+Xy9ra2tLc3JyOjo70xz/+Ud99912wkHy31WqpVCopn8/r6dOnOj8/D6D77NmzKaJldXU1OhoUCoUIgK6vr6M0C9vkMoTuenDumVJAa7fb1dHRkY6OjqbqaWFe8WOUe9Xr9TgXq/Dpx3p7e6tutxuLhjyIxdZzfW/Ndnt7GyxqPp+P62LH3D6vra1pe3tbpVJpygc5seG+lutBQvDs/ooeUF7FJgO+UNrtm2ctPMu1vLwci698nUiavZMUbKqv83B9eqPBKoezWBxputHpbEnfc5x89//ldRYLxcR4begs9jVNo/EbQETK+DoVj0H3+snUofr55ufno0cfjAkRI9916t4duhdFozA8q9eocgAUUwaM/3v9IA6E76SghedktxQa/adj6SCF/3P/KGmn09HFxUUwDL5JAmPpqTZYU2fF01pGfwXIArCJNDEazOeswIpaKtqosJCKxRAOlj0Nzlyk8uKywH15b0M//BlmybMfPr7+Hs/r102NYHpNxsKNbBpIuiF0RtafYVZwmQaTfj/O9KV2wu8hPd4UsOoyRGCKjXJdR3cBD25PfQx9/AFe0rSzdd31uUvtrAdL/ruXERB8DiGAbOBISe1LirZuXvqE7vr/sUXFYlG1Wm2qJWCr1YrsFKlwWu3Nzc1FSQ+/lyabH9zc3ATTi93h1e3keDwONpIaS1LbjAH2yEErrOTu7q5WVlbUaDTCtmYymWBPvXzNyygAZFdXV3r+/LmePn2qZrMZtgcCgMVnuVwu7Fi9Xtfl5aX29/fj+YrFYtwf6xHYzUtSLAqCCHAbw/z5QiyXW0lR7kV2ijEiUOn1evGcjBEttTzAQX6vrq4ie+WlUTD7+CXsSD6fnyJrXGc4J7YfJjibzUYJBhkE9xUORD3DlfpgQD1gnLlEJ7gXnkeaLITyuXdf7D7MgWp6H04y+P9TLPSqx2sLVnGYTLBHWPw5y/VfDRpG2gcdY+1pwbS+ziNADKhPmvT9VDCC5LVzaR81X6gkTbbLJE3P86TC4MwSC2pgFa6urtRoNGKhAP3bvMWUL6qBkeBzjOHl5eUU+waTQVTqYMyLubk/okRYM5QaBWEXmbW1Na2vr8eCqlnX9NIJ6jqvr6+jzOH4+DhSZjgFGAlf8OV1ODS5H4/HUbtK6pKxZI69vk6arKbm+bLZSR0lrNFodLfYi3qq4+Nj9ft9nZyc6PT0NOreeGaXIYCnlyR43RFsMb1zcZRu4BnHND2EzHJN1x+XL8aeMhSeOQXlKZOWsqycL9Uhr41CRhy0vAykpuOE8fbyE89ouI6jl84U+D3/0A+CLfTTAaLbMnQ6m81GzSLyT9ALGwV7xoIMbB3ZFZdvAkw/H/PvO/94xsdTqmlNqzTJHKCznU5Hw+EwFgqR1oeBAmxgk7xnNTtD1ev1CISfP3+uTqejdrsd242ur6+r0+loZWVFW1tbGgwGOj8/1/X1tTY2NmIrV9g76klhKrHJ2B4Hzc+fP9fS0pJ2dnZiXGlHxfwAyihRWlhY0O7urj755JOw2++9955yuZy63e5Uit2zMre3t6pUKspms9rb29Ph4aF++ctf6uTkJOzZzc1NLJiiJIFWZ5eXl3r69KlWVlb0/PnzYBnpB8vGLqSuHVThay8vL2MOkD30mtS724NGo6Fvv/02WNVOpxMAFZkcDAZR4uCZQEkB3gkiKKNigwXYUJ6T4CPdIMLrY72EDh0bjUZTpMni4mL4OPSEulaCCg8EkR/8F+MG6JQmG29kMpkpBtgzfZQboLep7jvRgn/PZDJTtad8TubDbbnbTsrxXvV4bcGqOyt3MA4wPTWIY/RB9MF2sIrT83NxHYyXR+44Z3ews5hVZ0i9mF2adpZEkZKiLnB5eTkaErtxduZT0hTYxSD2+/1g8QaDQQge5QQOLv3ZSblwwAam13ZAQERIyQAGJh13ZwsJNBYWFlQqlVQul6P5P/WkRPukBgHi7vRubm6i/qnT6Whvby8ifJ8D5pKIHhC4vLwcO2WhrP1+f0qp03IAFmHh6FyOGAuYmUwmE6tLT09Ptb+/r6Ojo1iQQS1tsViM6N0L7r2HrAPmlLXkN8gpINmDET/8M9cvf3Xg7Z0Y3GGgK14C42PugaBH7ehoWqbAvabBmJ/T2eE0NeVg1evaXCe5Z6+dfVNAKgepfpygy4MHRugA9sLBv9ta/u+ZJK9xRW+8VybyyuFyWiwWA4iRvSAbhD30DIgz6pnM3YKeTqcTNfD0OB2Px7FgyR02JQIAr5OTE3399dd6+vSpFhYWVK/XdXBwoNPTUxUKBf3oRz/S+vq6hsNhAKHLy0sdHR3p4uJiKlj11fLoVK/XC7AqaQpkIKuXl5c6Pj7W2tqaFhcX9e6772pubk7Hx8dTfmVhYSF2w/rJT34SPVXPzs706NEj3b9/X+12Oxg9wBfzgt3J5e5W7f/mN7/R/v6+9vf3o0yL+ep2u1GLCsCnjGR+fj46BLBQ9Pz8fCrrs7m5GRuLYP8hTQBMsL/evsv9TTabVbPZ1O9+9zv9/ve/V7vdDrLCZbFSqWhhYUHNZjO2ovYyMggErk1gw5zgA8rlcvgtX1wKCeELi25vb2MspUkHH4gVylmQVVLpzA2AOg0kxuNx9PalrtwxBzYMWZvV6YF7cCYfIggZlKZLhLgHz+phH7zEhoAO+fVe8q9yvLZglcNBGocbTT9SJsmdqaelMNbOEuHsAJIpk8ukAFZnpS7d4TORfF+a1LsQ1RHxwjZSdM49ek2XR4Owi41GQ81mM4yXR1ZesA6oRTFyuVw0zWZhBREhKy5hNp3yT+tTAKzOpKRRojOGi4uLqtVqWl1dVa1Wi1obH0+20fP6Nhxfv99Xs9mMRVT1ej0MZLoIydt8ZLNZFYtFVSoVbW1tqVwux+fsdQ0IY/78HBh8Z32QM+qBV1ZWYvFHu93W8fGxDg8PY7UqgQSMOOzP7e1t1N4SDb9sNxAHgZ7WR549IwDg5p5nAThABmAcph1mxwO5NLBzHeMzv6eUsUU3vBbNGQm+43qepu1wMl5v6cYYeUyfFQPuKeqXlQb8EA/Sx+h0p9OZYlYYF/TaHSO6yZwh64wpGScW18DKYkO85IgxT9vXcQ8+/9gFZ0N99T9AmqxSNpvV/fv39d5776lcLqtarerw8FAXFxdxPg/Q2TkKMETQOxqN1Ol0YkvSn/zkJ3r77bd1dXWlZ8+eBRP3hz/8IRjmzc1NZTKTButsvkIw3mg0poI0WiMdHBxEqyxJsdtStVrV2tqaVlZWvtefk+xXtVrVn/3Zn+nBgwe6vLxUoVDQ7u5u2FBf84CdARSORiMdHR3p008/1R//+Ef1ej1Jihp4QA8MK90Ler2eCoWCSqWS3nnnHf3FX/yFOp2Ojo+P9eWXX+qzzz5Tr9dTo9HQ7e2tjo6O9Pjx49iGNM3gMHcO5Ml+IV+Xl5f67LPP9I//+I86OjqaKoXY2NjQ6uqqisWi7t+/r7OzM/37v/+7Wq1W/B7/jm+jww5AE3nFZtLdQFLMk5MXnqH00jjGnc/4LTLgZIf7dVL36BAMLPaKZ0A/3B/DUKPX6BtrMPhjwZXbSS+R8sDRiSgnDDyQpOYZsP2/dby2YNWdqYMgN3rurDncobtTSx2tpyYw0un1nD2jBgYDLU1WWDpzlDYVBvgi7JyHaJ+onFWF3JszowDoTqcToMf7pwJUSQf7Fm6k30hxUD/DNYlmAdG+25ODImlSmuHKC+jGGKclEfwtLi5GKo3Vkf68KCLtuFiQBpjDgbAXN+AuBSfMpdfmkIrZ2trSzs5ONNO+vr6OXa64toN0zsGzpgAHAE75BoFEo9EIIM3Kf+SGlGKxWIxFF/l8PsoYMKo8C+PK/aRZAp41nSd0xecBXfBU0Cw2G0c3Kx2f6lwaELoRTJlXwGoaDHqLMtdh5t8dQqrvrrd818fC64j9d663P/SD8fa2YQRajCc2ALvp3/X5x+YhO4uLi+p2u9/LhC0tLU3ZB5y19P3gBYdNuyFYGy9bkTTFJqEjyDS9SNfW1pTNZqM+nMU0kgIYDQYDnZ6eqlQqKZvNRmaq2Wyq3W5Hmvydd97RO++8o7OzM52cnKjVaml3d1etVkv/8R//oXv37ml7e1vb29tqtVrRcqjb7Wo4HMaagkajERsHYAcAWqlfosaTLiEsEsMukD7/5JNP9PDhwwA577//vpaXlyMVTsDNLk3OfB8eHurTTz/V559/HusdOHc2m1W1Wo1ztVotrayshH1aWlpStVrVxsaGPvjgA83NzanZbMZisydPnkSw2+121ev1tLS0FKVW3ANzRzsu2Hz620LMfPPNN/r000/19ddfB0AEOK2vr2tnZ0eVSkXvvvuuzs7OdHx8HGCPgMZ9Pf4FggIyCUIH/+bjR0kC18WfZbPZkG8HeePxWLVaTZVKRffv31ehUAgfgI9BD7g24zE/P69erzfVeg3ZlzQFkLkWOuklD2lGFx9NIMmzI498z9ePuO456ebXH41GMb+very2YNWPlKnx97wuitfUec9yuBwvc8b+mTQBPz65qfN3BtcjYQwFDjVNZXrBtVPvfAYTcXl5Gf3+HLDhOEgtOauGMjgzAah2hi0dMz9eBoQ8Xfiy+eF9Cv9hFH2/eQ8ocGB+/4PBIP4IGJxtkyZBBywE8wLghxHij6bLsMukbRh7n/f/isn3RXEYK9qGocw+zzDaGGm+78bDI3DGzxknv79ZTGYKxNJMgx8uu54VcNn3czlInaVjXrbh4+RlBOlnyL8zs1wrBSxc2//Nd5x1flnE70D9TTkYf2cweV/SlG3y0o3UxjE3yKe32AHs+lx7oM7vvSYb/YHd93IWz1qlteIu3+gnwAT9IUj0TS2wUwSV3AM1htQj5vN5bWxsaGNjQ1dXVzo5OVGn04mSKupQAc+FQiFqG2mN5+l9gBopYlZfF4vFKEXgXrD11KS6H8HWsop/NBpF2Ve1WtVweNfWiQb6XgLDfL948SKYZBg4n3v6K7NN6s3NTbwnKdLakgJY0rZsd3dXZ2dnUw3wAcME/T7njB+MoNs2yrhOTk50cXERGRHsLXYUWYIMqVarqtfr6vV6U2lvl1fGlOcgq8q8IG/IJOST+xwvRURuPZ1eKBRULBYj2+ABtxMP6BOH+4HFxcUp+4qecfB8nM/Bpj+j65/bA3Qd28vvnIxyXXQf5MEtc/Cqx2sLVn0CoMKl6YUcnuJM06GeJnIQ6U44Baq8h0L5RGIEWWkOOODcACUHYPwG4+4GR1Is6nHg6OfDkLA7Sr1ej0VUpMKJbIjAATgwgRhmhIr6WABj6tzd2SCAPIczKggzhtXLA9L07cLCgiqVijY2NqJWlQ0AGGPS4zzLcDgMpwCLDFMiTbbw4xre8ssBIkzB+vq6tra2tLGxEYwHraW4V4wygJfDlTQFdzCRmcxdcTodCrhXACDgfHV1dWo3GgIPSVN1gilgZm58wQTBDbJIitMjdQ+O0nHBKXj5BfLIXPpzc05n//m9M6tunD2Ic93wIMaZt9TIIntc2w0nDtCzFsi9p7Zd/xlDnN+bcAAGAJP8H1aGBSO+45vbX+abmmBJUw5NupsbUtoAVRYAAnQAJ8wFbP5oNAr7QVANSykpmsXTIohdoyRF8N5qtfTtt9/qwYMH0W96e3tb9+7di3uGDbu4uNDFxUXI48HBgQ4PD6MNUK1W04cffihJ+uyzzzQYDFQsFlWtVnV8fKyLi4uo3yRL5QCLxV4wy84m9vt91ev12Dzg6upKFxcXQTQAsgiePfXMArXHjx/r/v37uri40IsXL/Tuu+9qeXk5ACh+gLpc7OLNzY329/f15MkTXV5eRncDrpXL5cLXshMXz0VLLupP6ZtbrVYj5Y3Nc6DFhgbIC/Pe7/c1Pz+vWq0W8rOyshIZPmp4P//881gIlclkAkgzJmzmANO6u7uro6OjSOUjI95bmDICCBR8S7fbVbVajYV3yCsBDYEMQQGBCoylB2elUik2WsCPI9++OcTt7e0UGz7LrnIvgGoHqXzOuHtrOPw4/tRLCRwvMTdu18EOXjpCFtDxAn6HzMGrHK8tWHUaOwWG0gSsOtPjdXs4aWmaPXLHxZGmLD3S43qefnSn570xHTz4uWcBaEAjysB3Aamci96hx8fHsYc1xnkwGMRKPtg62qXAInixN4CQaBZgy5gA1jCuABQUCsVIo1KPmhFqr58tlUpaX1/XxsaGarVaFJcTBVKztLCwEIYCkOqN/qlNI6KWFM2aGTPOiYPM5/NaXV3VxsZGNMDm2rVaTd1uNxQT0JyCGAdaLk84VRiRXq+nbrcbTgXg6wFItVpVtVqNMcCRAtSQAe4RGed9L1NADzDiLNhy0OsgzkGgPwdzD8vsY+Cy7HPOPXk6n8MBp+tGClS9RhiA40wq8ulBpxtaxgxGG6CaMsheI4Z+ASTehKNUKoWjQ25TEIrTYu6QS5edlEnhHEtLS1NzJCnqrz016hsPuMPld8gRgT/BlpekoBuZTCYY1FarpaOjI0nS+++/r2w2q263q0ePHqlarWo0GgUj+Pnnn+v58+f64osvAiA8f/5cZ2dnunfvnt59992omdzb21Oj0dDm5qbW1tZ0fX2tZrOpcrkcuoNdd5DhNboANUB5NjtdooCdRv7dhlFvC1inDvbRo0eSFCxrtVqNALlUKgUJwFzl83l1Oh2dnp7q888/V6/Xi3IJurzQc7PT6QS43djY0Gg0UrvdjoVuCwsLWl9f149+9KNghknn379/X2+99ZbOz8/jGbCvyAvyQPqcsWPdBuPR7XZ1fHysRqOhtbW1aIuFTHIO1kHQiYCNJ2A7m82mhsOh1tfXZ5Iu1K/6Ntv5fD7WcWB/2KoVX0h/1kxmsp7E/Ti+hHHAlnnAjc5gn5hT9ASSywk596tcy7O07oux7SlOcuzjvcSdZICUw856ZxzPzkKWvdHMqoMlHJunC1OwijJjMGal+TCOzoBiZJx1cnbOGVnSCLBPsAHclzQBDwAABN9bEM3Pz0c62vu/OY2PsJ6enurg4EBHR0dqNBoBRImSSG9jFElpeZoLcMqipXRsvXXWYDAIoZQmbWdIVQEIUoDOs5G2pz5ncXExWM1arRZgEUcB4KN+FsPQaDRiJf3FxUU4T9+FY2lpKVqE+LinLHWtVot0lQOoQqEQ6TNWpXr9EfLgwY0HNc5+05WBFjLOqLqCl8vlqRZl1GYxn7C1BDGUeTDmMLnIGkCdEguAvi8w4/ceNaeA1YMn7tmfNy0/cB3EQHINrufgEB1LU3Dp2L7sehxcw8trMNKeSsQ5+Hh6xgI5fROOUqmkTqcTrCWyi9OnxQ62s9/vh7NiDrCLnnXh/UKhEHIPQw5AYwV16mzdufkmA9KEDIANdLtNYHl+fq7BYBC7SXE99IO5r1QqsVjp6dOn+s///E999dVX0ZoKoL2yshI1quPxODbwIIDDDhJ4o4Owl7Ba2Ww2dBzW1euueaajoyM1m81YtESfVE/RwjiTGSsUCvrwww+jM8Hm5qY2NjYk3TG2BMIAeRr5n52d6fnz5zo5OdHJyYkWFxdVrVaVy921mwIcwgrXarXwcYBadK5SqeinP/2pPv74Y0kK5hjWu1QqRfcD5gMdxu56rSAAACAASURBVH9Q4sBYIFtepkbbsMXFRe3s7Oj29lZnZ2cRSN3c3KhcLuujjz7S9va2isWiTk5Owh9wkE3woAiSALsAoEcm8/nJRjbIEufxIABb69kaMnSlUinGkcwj403gQuYNAoIOB2yp6/XW1As7UYC+gBkA/n5+AkV8K4QPpNCLFy+m6po9OPUFY054wSYzn+xk9qrHawtWAVU4OgcN7vQAFYA9ohXp+70f3ZE5M8XvpekFOtI0wEVwvX+pn8sjJZyC0/IIDSAJY4IweE1Nu91Wr9fT/v5+GBpvEo2SFYvFSJ2TeiOVBD3P596PE+CCAA6Hd6tUaZfhANqjN8Z9Fgjxlkq5XC561WFUfWUkYN7rV0klNptNHR8fx0p6VjwCaCnIZxGA93kjSnVG00sOvFcs94izY444kAXAvSsuc4XzJOUJo0qPR0+B+b1IikUTRPHcN7LGPADuvEzBGUevhWXsmSs3bj733LsDEeaCtJrXOXkggDy73s1iXZ0BcGYOp+GgxdNKzJuDyzSD4kET8ufpTO6TVJ+vcOZzHMEP/fDAgDllfHCYsPIETsgIeuRpSmScecLOuq2mjhEWl3PTPkuatrkua8w3gAmZaLfbOjk5iYWRklStVrW5uanhcBi7SmUymdi5Cpt2eHioX/ziF/r1r38t6S7oPT8/VzZ7t+vSW2+9pYcPH0b96fn5eXRQQObYBZBMECUDAJX5+btG+JeXlzo8PAwd4bk9M1ev1wM4kFoHVPEdQEev19Pq6qoePHigjz76SLnc3Qp/Oh+wxSrAFZC7tLSker2uP/7xj7FpCvKPPcWGEMyfn5/HvFAWAehmrB4+fKjr62vV6/WQI5jiUqkUmSVsEuAS+SC4Ri7cJ2CP+/2+8vm8tra2QjY3NjYi0Mzlcnr06JEqlYry+bwuLi50eHgYBAessTPIvM/5AGPYGYIs30SC+0lT4fgLSVpdXdVwOFSr1dJ4PNbm5qY2NzfDBwCeCZ4WFhZiC1snHvBJTpxBQAFWnQWeVZ4F6Pc+q2TesJvYZG9lB3Ps38NWexkbC4PR31wup2q1qmaz+cp26rUFqx5pOYslTS+q8IgdIXZWBieJc0vrMR2MYcRhy7x2EAMsKcCqp6fcmUqKe8fpO2tG6yYiGqKoTCYz1fuv0+lEr07SMxgNaPhCoTC1MQBpaO6RXnIOYGBmvd6EVI43U2ZMUubMnZg02SnDa9qWl5dVrVZVq9ViS1XYQsYMJSDFxEp6GIDz8/MAod5qi/Gm5MHZVZ4HhWQuJE01OmcsqIECyBJRIycOqHxhiaSo2QMwo9isMk5ZfMAUY0ZgAbsACPeUjKfNfdW816HCYsBkAGY9mHOG0ktaXLYZX9c97tvZSk/nO5s6K83PvXpLLsaGe/K0KdfDgXh6mjlLwSrPgTz5ghDeR1e97IDg7Yd+wMz5gh1nnimLwMEhPz5/LLRJSyzSRVTYTNgr6sN9v3K368gwdoeshNtV7BLp+6urK1UqFdVqNX3wwQd6++23lclktLGxESCiVqtpfn5eX3/9tf71X/9V3333nX7729/q9vZWDx8+VKlUUqlUmgrSFhYWIpMD61kqlSITAkh3G4f9haUjnV2r1YIBxqb4QppOpxOZLlh+z2igtxAU9+/f1+PHj7W6uqp+v69Hjx4FOGUHLdKytBY7OTnRp59+qidPnsTnNKh3+8RzoQ9sYco80a6KjODFxYVOT08jgAb8zs3NRVtAABXy4KVLXvIDCIIVnJ+fj04PxWJRq6urwVoDTKlB3djYiP7VnU5Hh4eHqtfrkhStEfEtnk3EtmSz2SiZur6+jsVqdGuBfGAsyEQwdilDPB6PValU9ODBAy0tLU3pmjQJypw8cEIBmWehF/4FUOhZY7fJnEdS4AC3zVzTM0+OU3guxsXZVcAoGU2yuF5Pzhi/6vHaglUUCuCYsqTOFKV1amnE4b9JWVc/pzS9/WRah4EhcTaBaziY4/ycg+cAPNKaiSgKkE1KhcbHvuKfiAiGw3urIYy+8h9QxPd5ToxHKvCcG+HnuTCa/pyMgdfDYIwBF3Nzc2HMMco+ns5wAzx9gwOveUuf24MDnztpshsYAMfnxpWS3zqgTOfVgVCa4mY8UsUGLHt07LKIgyat6L/1liZp8INMp3LL4WUyfj0OB92uT4ytj4FnMfy6zn7NOmZ95gy9swGzUv8+1mkWxI3vrN949gM9S9PKKeh2Wf8hH14D7LKME0QWGVvPMqRMNr9PMy5kLpxlZ4wZew/wkTGugS3x3xDIU88uKVKlpOPX1tZUq9VClymbWVxcVKfT0ZdffqlPP/1U+/v7arfbKhaLGg6HqtVqsZiGsqXRaBSgxWsYAWKAVECOl5v5AiUAtmedkEHG2HUXUOTtrRhLgMva2poqlUrMo7f5ckBCpuzq6kpHR0eRGgdU4HeYR7c13COZOF+Ix9oHSsywzQSGtVotgkzIE4JUSREAIY8elLv8SZMV6V6fj8z4/bI4rdFoxLa4MLos+sKvouupbUx9F+UnAFA6OTio9MyUZ5pgYpkb1zvsjpNs3Ady5qASfYDEcgLNg3rGBpkiCEh9WVoamWagsf3+fO7HYZuRIw88nBR5leO1BasMiEcBHM6opuwOh0fmDih8gpwFmgUypWl6Pk0LS99vmUX04+ySp+wpAfC0G9+FZaNOlQbLKBvMKlEwxp/nI63sRdi+uh3D4YDAU8re5gUF9ojPo0TYKlLwpP9hVeipSr2orwIG1HkN2sXFhXq9XvQn7fV6oQC+iAxmFVbIa0M9ZUGEyrx7KjIFQ57WQSacdUDmbm9vpxwsKzuRE9ih1dXVYGLcQPu5YFMAzzgI5IiFCxwpuHfD6WlIZ7z5vd+zGy3Ohzz54juvyZ6VpXBdcafD4WMO4552jeA3Dp45L69uRP2ZfUwwqgsLC1ETxpa6MBNcA9nz4OCHfniAOTc3FzqLzDA/HpA4U86YM3ewpNhoDwal6e4D7vxWVlbU6XSiVAVbk7LxBBq+4QgMaLlc1vb2tn72s5+pVqtpfX1dS0tLarfbOjg4iHlutVo6Pj7Wr371q2Bji8WiJOns7EzvvPOO3n77bd3e3uqLL74IPSJlje10ADUYDCK1y85VOG8yXpRg7ezs6PT0NMbEN2BBL6jzpVwin8+r2+0GQKHt1dtvv6333ntP6+vrurm5Ceav1+vFCnXuky1Cnz17pl/96lex/TZyQPkGB2OPPKysrKharYZcUHPMoikY2tvbyUYT+DXAOs/ColMIGvdTzHMmk5lafIyPoqSJxW6sBxiNRjGG+/v72tvbU6vVUq/Xi/vZ2trS8vJy+HuvmcY/cw3S/2QfqOGkHKTb7apSqcRWrR64AegpVcvnJ2sSCAq4pq/+xyZxeB03gNkDL0C3r81g7tBLnot7dL+PL8GvOVHiDDoyTrlHsVgMNh77QRkb8uLdjV71eG3BqjOpHo36XwpWPTWaMmB8lqZFUyDsjhnl8d+krC2vHkUjkESHxWJRudykuBrmzcGldCe07H5EjaqvEPW+oBhJB8cOyj0SRQkw5A7MHRB4JIsgEj06C+U1hdy3LyBgO1WAKlEZTsdr0fr9vlqtlk5PT9Xv96eAqqehAOk8szRhE71+COBJ6jJlwNNo1T9j/jxgSeUOmeT8OFPq2Dx1zQp1j3iZBzcWGBaMGA4zZY25FwIJX1SEg/Ba03SeU52B7fINAQCp/Hk9oTP3PtZpgb/rDqADPWLM0zKctOzBWQRnQdBFrksJBAENC/gAqwRRsGIANmcAf+gHoBJ9cZYUmWBMkC2yPSk7hL1hHJk7nJ3LlzSpbWbeYS2lySYqztK5MybQR39qtZp+/vOfB9DEfrD18rNnz8JeLS0tqdls6uzsLIgCmsFjZ2lftby8HDX1APmdnR2dn5/r8vJS3W43aiw9lcrznJ+fq1AohF0pFou6vb3VwcFBjC0LjbANLH4h2JM0BUYoWapWq/rkk0+0vb0doOqdd94JkESwSbr26upKv/71r/XNN9/o8PBQ9+7dC9DhXT6oTWQuYRJrtdpUcFgsFqfaH3p983A4jLIHZMUXmnEe7I+XQCFLTqyQ+SLohBwZDoeRaUOeh8NhtPyjfIF7BjhzLs8A+vUpSyOYGo1GUULn6zsAge6nJYW9pxQNO06PVWdRXXckTZW7eIrf9SbN/KCTyIrbRXSbshv/jHZmYATsOedynAEzTIcFMiCUUrj9dnb+fyPwf23BKoKPYXXWcpYTd0Ob1nVI+p7geDpB0pTQEGHhZFPg68DFBYrvudMFnM3NzYUSoRS9Xi9SUChko9HQ6empWq3WlHHwZvoAC4+YnTXjGf2+HHA7c+xMM5EiERlAi+f0VKoDds5BzRLpOeq9HFRQ80J/R+8fS+9TFJnv4Wic5XNm1EtFGBNPlTgQ988dGHm06/LBc/ozI2eAUSLn8XgcjggnwHdcjl0OMVjInLPZfqSgGTDogQngnjnnSMsKnFnGMKdsKn+euvRWO8gJTA3PzLNi0Llvn480EGWskDnkyVnkVBadjfZ92WE1ABd+HQ+8XG5/6AeOhODNbRlOz8ecgMltGfPD+QAkpEmpZ0UHHAhLk/puzuUkgGeiCOIBcbCNAKfd3V3du3cvGN6bmxs1m009e/ZMX331VdTxVyoVDQaDCAa5Dv9++vSpbm9vY1c7mL/FxUWVy2VdXl4GM8qmHdJdK6aVlRU9fPgwdB6gwkLQ29tbXVxcTC0wc1kEYFIDL03q4enoAUP7/vvv68MPP9RweNd3ulAoaHNzM9L1AAjqOf/5n/9Zv/zlLzUYDLS+vq5SqRQEB8FBJnO3AA02EJ9Cayjul/cHg0HYUHxYoVBQuVyeKmljwRBp8/F4HIsbPStJnSQbs/AMsNuLi4tqt9tB6vT7/ehg4HaSgJP/z83NxfxgWwuFgtrtdgSrrvO+gh1bAzPsJWcARw/cGEvHClyP+k6u59jEyRZ8E4F1v9+fsnnICMQXNpU5YszIzkE2uO319Rfch7OpBGeA1NXV1Vh853X/ru/YcF+X80aDVdglBh7BfFkJABPjYBXH5Cl/STPBqgNVFInaHDfunlrlPQc0bqBhBgABgG12oqJFDMpGtE9TaQwSba5QfF+g4GOQphek6VXYKLCzZWla2FPJ7uQBa6kSugIvLS1Faq5WqwVwwACVSiWVy2XNzd21Y7m4uNDe3p7q9XqsRsSZ+eIFFjh4WoVrej0TAAwD4g7Pa2fTMZsV4OBE/NXPTfpKmtTJOltJKpSx9aBJmhgAVuSSrgHgzgoGOAATDh59IVcaUM0CqjgN7h2mPl0Qxu/dSaBX/J5xdAYVg4ssITcOph0M8f80M8K4uBx6AAej6s/ioJ375JxpScObchAUk8KDyXaW32Udhsk7bXgwBxPDOKcbCviKZWQHOc3n89EFg88533g8DubVWdXRaKRKpRIdQLDNzWZTh4eHsUHKyspKpI7b7XY8N0waYBA7A5jc39+fsnPUQbp804uUGlLY0tHoblerdrsd5wdgUNvqYMkzd3zPSQ/kcm1tTY8fP1Y+n1ez2VQmk9HOzk4AY0gLMm6/+93v9H/+z/9Rq9VSrVaLhvs8P2VXrkPYe/wNtgI2GL/lWRvK0dzP8TtY18FgoNFoFJkO7oNAFzaSOlwnPNwP8Kx0YoBdBiBy38gKWSKemawP1+APdp2SMT4H1HnmAIDmATf64PcxPz+vcrkc2QufS64zK2BnXvg3wN7tNnPkOsacMq6MDey2+3Xsn1+btonVajW2IWeMGTfGwksDPVPjfvdVj9cWrHrKNGW53Jk53e3vSy/f/ztlrVLhSUsG+E4KkmedI2X+nPHinABhjBogAKYAgYS58p2FHKC50ZvFOPu4SNM1fh7BoSh8h79UuWbVOvEbSWE4vcWLR6GwzDjDXq+nVqsVWyNKk5ZlGEsH+n5dnzO/L3e4jJUvSMM5ufz4mPmzuwyl5SHOBjlbN+u3fq/+PgbR5wJA9TLZYgzS4ORlrOWs+fL78jlivNLfOPj1c/i1vBbLATnX8nnzc8+6T0+H+Xc4H3rhK/8Zy/QZ0vlLMy1vwuGZA2SYwDmtOXM59EB3VibC6849bcnv3Km7nLrNdjlIA2SXI/4PiQGA9e1M6TO6vLysVqulfr8/9dzYpdFoFCxhNpuNbBbtqK6urtRqtYIp5D74DHtNlmg4HOr09DQa3cNcZjKZ2EGK8YZw8WfHdqBDMGXsL08Ghe07fbzILPT7fX355Zc6PT1VqVQKdtF1y4NxaWLrOJ8HMthggJKksMPYUg9MOR9zBGuJPXcm3eXEARmywn0CXNNMGswsv2M+GXvYUGzzLNzAtTxb5rbXAzG/9zSwRr4A4QQwLuOQThzcI+eY5WdTW+uvnoLnAKymttOfPb02xAN9fvHZ7l/9WrP8rtvzVz1eW7Dq9ZfS9BaeqZFL/6Tv11W600oBBQ7Oa+yI3qTpVbQpuGHy/FpEpA5UR6NR1Gt1u91YXEPBOS2rYNUAqGzb5jWF3C+Gga3gMOAOajA+DtowPm5sGEvYYP7SyN+dBvOEASmXy7E6l/QTzBes6vz8vG5ubtRoNPT8+XPt7e1FKxLGjWv7qlSvO/JygFmgGsNLNEv5AekZT7cjZ4AgP1I2gud1UMr9YUAdmKVMfgo6uT8PNpA3xprfwxzi7IievXWQz7sbS14x/MglBt6DglTW06AwPWDNCLRmBUb8H33x+0mBPzoPe8094CRhx3DcnpJOgwqvrfXzONh/Ew42+kD2kUPmTVLIku/GQxaCOfJ6eGmSDoUJdXCUzWaDFQPgAco4UvYdmcHu8p7bPLqjpNudwtDd3t614KJlFLKwtLSk3d3dAJlbW1tRF7q3t6fBYBCbJ+zv7+v09DTsD3ZxfX1dg8FAJycnsQsU6fTr62stLS1FicLl5WWUIVBLKk2vygbE4j9gjG9v75rvf/zxx7p//75arZZWVlZ0//59VSoVjcfjaLlXLpc1Ho/1T//0T/q7v/s7DYd3mwWwHa2zb9gM7+GM7fAadQJBGFIWKznxgJ+UJj4QUNrr9aZkCL32DBDA18uG6BMuTXYg9DpNrkG2xQEpYBE5dqaW/qScA9nE5r148SICGz4nEKYMhN2ykGdkE93I5/NT24hLE8yCfLIgjrHmmZFjZNwXMULupL6da+Pj0SfG2Bfouj3ER2EHarWa1tbWon4XX+OZRJ7DGV8Hx66zr3K8tmA1ja5RKgdX7uTdSPrhhpUJkL5fu+c1Hd5j1FknJj0FIQ4mUCh+4/Q8K2EBpThlFMBX0/NXLpdjC70UsLDa0ksKuC/GCqGEfeLeRqNRNKPnWZ2BqFQqUynyWSwu84SBK5fL0RIGcEjNKT0N2SVlb29PT58+1cnJSaT9PfXE+GGomBuAokd5nrZ2poD3vaTAI0FX6LT+l3l2RtQXF2E4vLaT8zLuzia5rDhwdVbKwYCzLgBu383kxYsXkaZ1sJoGFSnYdNbEF1N5yo+55hkZY0Af98C8eCsbvu81ws7o+Pi7PHFvjJ87HO4ZNgygygIHT6FyDl/ANovJSRndH/KBwyct7WlBr0tDJ7z20Jkqvoe8YEewAciZr/Lnujg1bBHpeWl6gQzg020ojhSZYcGUdx1gIdDXX3+tZrMZdY7IzdramtbX13V6eqrV1VWVy2UdHBzETkjsSvXFF19ob29PkmKhFHIKg8uK+E6nE6unt7a2tLq6qvX1dfV6PZ2enmp+fl7vvfeeJMVOWw76YOVSIDU3N6e33npLH3/8cbCba2trWl1djdQ4nRFyuZx+85vf6K/+6q/UbDb1+PHjqQ0wAEXYzUKhEIEKdp/V+pKCBcRW3t5OmtGn9pU5ctDJdbBnLMxJwRU2yDtDYMvoBABYToGh71CFDCDX7rcZa4LwYrE4Bd55BRh6n2FqNumIAMjDnnqNJnOyuro6tQENYwSrSmmMZ/2w/4w9+grIBTCDDbwfqssQ12IMKFfxoACbyLXprEHpCrqILWAMCWiZU67n5S7/G1mq1xasps42FZaUmcGxpmk+j+Zelg7wdBUTioP1ugw/0tQErE8KGmDxBoNBtKZywON9/UhnIODeqD1NcRLxdbtddbvdaIPibBbnR2klTf2ea3M/AIxSqRSABYbA2RVXMMAg0SNtVQCI1KrSJLxer+v09FRPnjwJRqNWqwWTSiTONRzcOAvgc+Bg0OtaPQXjzfJTJtYBFb9L0yfIDMrpBieV2Vl1gO60HagyL3zXQa802VwCsEralpSjN65OSzxS9tDBgwNWX1DF8/P9FGQiAzAbXjOFI0AfHDjzNwuwpuPN+DF/zB31294dwo2+6zV65rV2nsp7kw5/dsaHcc1ms1O71qUsicsHwNbLXqRJcOx6y7UIMCRFs3fuyWXB9cizQNQlE1yvrKwE2wnLSbsnauBZ6ASzVy6XA+jx/J1OR5lMRuvr61pZWVG9Xtfx8XEwsoA3rttqtfTdd99pa2sr5BG7jf1qt9s6Pz9Xs9nU1dWVPv74Y11fX+vJkydRt49N88WZHNiA5eVlffDBB1pbW1Oz2YysFQByaWlJ5XJZvV5Px8fH+uu//mt99dVXevvtt6cCOC89Y9yk6X3fGWv3D2kWxsGI+woPApGL4XCyu5mXYDiQRNbG40kDe8oWCC4gjLwuH9uAPcTnYbMArtgftyWSIgjiGZB15JjspPteJ0sAhIwb9wjYr1Qq4etgXyl94zkduOPLPLuXy+UCPHNd7hW5cd3lO8PhcAq4uz464YSPZ/c1WrHxbMiIB6BO6jC+HnxwrVc9Xmuw6syqA1VPcXrdngMxIgkEyxULg5oCXwAGRttZVQe7zsryHV89KE2od99lCUDKQQmALwIA4Dmz4CCAex0MBup2u+p0OlPlA25EhsPh1M5KDuxfvHihTqcTe4aTxgBoElWSMnAWwOeENP/KysrU75eXl2Mr2EKhoPF4rEajoW+//VZHR0f65ptvdH5+HgwynQ48unRA5KBvFvjxcfJ0EcbY2cK0rjJlO91Yv4y993RzWoPmQVQKpl+m1MhYClaRLRaYMQfejSB1Oqms+/kYm7RVVSrjKZjH8DmLkqbneE0ZcfQQA+hj4HPpY+nMLs/vCw3JMKQBKOPuTC/jm+rum3Q40+zMvTMuDkx8IQWZjpQs8JQk50wdJzIhKWr1e73elOO/ubmJXd+4tm8k4rpOqvno6EgXFxf69ttvJd2t0qffJsAFxrVcLiufz6vdbgfQHQ6HKpfLqlQqGg6HevbsmY6OjpTP51WtVmOBUCaTiZItGGrsFL1Vb25u9PTpU+3v74d+/uQnP9H777+vo6MjHRwcBKM5GAxCNhlf6c4XDAaDKKW6d+9eZM4ePHigarU6VRY1GAz0m9/8Rn/4wx/0L//yL8H4cn+AIA9EvZQKnQKQ+FaszC+y4gAFn+u2D79DEOvXpGWS6zg2C18LaPO5psyh3W5PfQ8wi267LcLHYa8I6imvQOdvb2/DnlxcXMS9emnY3Nxc1P42Go2wn4Bgfx7vUw3oBlRSB8r3mG9KRFx3kG+eleDOn80XPnEPzBtAHLAOmPbd42DlWaxIwM8zu59jntBV7t0zlID1tITuf3K8tmB1VoowTfGnQIGDVL73VkTpSL+jAM62eCugWSlbrsn3/Xspe4sgk/YnxcGzcO+kBsbjsRYXF1UsFkNoeBa/J56B/n/U2kiauof02TwFKCnaZF1cXCiTyUQjf0oASHMNh8OoQZKm937HcBaLxYgqUQDAKiCr1Wrp+fPn+vLLL3VycqKjoyNdX18HuPWdMTxFheJ5mYUHGD5PKLWPr8sEY+IBjoNJGGg36v7KGCMTs5j4WSAofd8BpAOnVHaQ3dRRuBFxdstrwXyu0uviqHB+XiKT3r+/72l6fy6uy/ddV9Kg0e8l/fNnd+cEc0FpiQcfvHoa0gGVg/SURfex+SEfMM3okXeSSPWK71Ojhy3F6TuYYY5cjp3lJqPkPYMBpzhA0q6u0w4eLi8vowyK7Uvb7bbOzs4C/LLwqdfrTQGS+fm7LTrn5uaiA8u9e/diR6xutxvbWh8fH6vX6wULDHjwFO1wOIwOAd6nVJK+++47PXv2TMvLyyqVSqrVahFobm1taTAYqN/vB0iBsWacADdra2va2dmJ+tlCoaB79+7F9rHo9Lfffqtf/OIX+uqrr9Tv97W5uRn64j1d3R4CSLAVjDFECdlBACb2kPMCmAaDgSRN6ZI02dbXwRct5DwAlabtKDKFXca3AKa5FrIFMUNdLffnAT7nobyOzhOMDX7Ja2K73W74OYIWZIv7BpS7LLMpAu3P0swNtsb9CvrAmPNcbpP4Pyy/B4GDwWAqIAS/IFuQCoyrBwArKysRHDoJJk26hvCcyDdlD5ANsLuSpnzOqxyvLVhNnZgzYXyeKgDfc4cufb9tEN+RpvclT4GD/9vvhevzmTvh1Oj7vaSUefpMXuSO4vtzOFADjDtwILLCOGGwpAnbjBLD+NJrD9DiW805UJoFNNw4ehsUwAvPMhqNYjcuWsKkUaOnFp3ZxHmlspGCNQedKbPo846DSefTj5RBwsD4NdLzpUytM5OzrpPKd/pcDsa5lkf06ZFe188563teCsA1/J4Zh5c9Rzres8CoP0cKSP3/rtOzwKUvBkuZWeTbgYP/Pn3udA7ehMP1SdJUux10z+2MNBnPWSy+zxMMFwADm8c1nRVDVlIbTgCUllyx2IsV8P1+X/V6Xe12OxaOUrsqfd9m+0YAvV5Pc3NzkbnKZDJR7w/48qyBkwPYRdi68XgcAIjacc+kwGDBaNEDFeDP/fo4wXZWKhVVq9WwuZS9pCzs/v6+9vf31Wq1phbNEjRyOBhkrNFrntUDUm+Gn+o078PYun9hrLwELQ2U/b20lMTtcnrvHgQhj/gez6bh3zz4cfCI3KZZAq5PWYGn6FPQ5r/ld9S4wmZyaDZQawAAIABJREFU71zTA2PXM3QScsrXH7gsOwZyHUtZVq7rc82fy7Hb0RSvELxwnXTsnIxI/eGrHq8tWE3Try8bkFmTgkD7xHtE5uyQ117ymqZDpemJ5Lqu5K7cs0AlRmFWBEK6i/pUfoeisQMWCgnQBNA62OBeGUOeEWYCxel0Omq32+r1erFy1FP3vmrRV1kC0DAWsKqUABCZw7Bms1k1m03t7e3pyZMnev78uTqdjq6ursIIO7vHvLlxQEk8tcyrv8+/U2YU2aB26WUgkXO4U0hrQj1Vn66Cd8bC2XG/Zz9SsOQlGs5GwfC4THuqPWW2ZjkYvxalG8yRsxyMAa8eqHEOru0L/rw2Vnp5CzifOx9zN5rIlrOqzr5zLxh75glj7uk0np8x83t9k5hVXukcAqMpTQOFtJzEA2bmhfeQExwfIGxWQAgTA1gcDAbfm0NqBcfjcWSj0OWrqys9f/5crVZLCwt3e9EvLS0F6yspmK3R6G7L493dXV1dXeno6EjdblcPHjyI2tVms6nz8/PYfKVQKOjq6kr9fj8ACKDE0+rou7fG2tzcnGoviD09OzvTwsKCdnd3dXR0pPPz8xi7TCYTwAZgu7Gxoffff1+bm5sBxmFZ+c3CwoL29vb093//9zo6OlIul4vtrCuVShANniL3rU55NmfnCFYcEGJ73DZggyRFRwDkCH1n0RRspPeZ9TI7Z3+liS2FgXS/PhqNolUW/hS2ERskKRYZw3rjQ1ng5JsAOAHBYk62rsVHUloxGk22LIUJ9exftVqNLV45F36TOlnKU9xnjceTXr9kn3gP2+42n/KFXC4XZA8+E/9D5iS1r6TrCe4gpcBL4CRn2QmwkBu3DdiT0Wg0VRbwKsdrC1ZdUAGXGFM+50DoHZy5g3QF9FSmO2IEKD2/s6Ae1flnKbuGoXDwzGT7kcvlop1SNjvZ/g0D7NfyVPDLUs8pU8t7DppRRK+hJT1AuylnZmEj+A0KB5Aol8uqVquxJzLAwldAHh8f68mTJ3r69KmazWYYaQc7nmp2FtoBIPfuJQKewnBQlQJ+5imVsVmvjDFpRoy2MxgYame4uR/fSSRlC5A/ni+VL5whv3UjgoFzhsrlgfPDaLt8M598vrS0NLWzjQPUlwVivA/A9fH3OUvH12WR8fDzcW2el+ejTZVvhuHywXlIaTvIdVlgzFLdflOYVeyj18khH9T14ZxnMe+MO04O2UeWSA+nu14xj16OJCkcqs+zNAEQ6O54PNby8rJ6vV6svN/d3dXq6mqUT3U6HY3Hk52SqtWqFhcXIy1+fHysRqMR16cOfzAYRDbo7OwsAm1aJ5GG5j6wB8gvOud1mvRwpUyLAH99fV3vvPOOJKnVaqnVaoVtQfcGg4G2t7f11ltvKZvN6vj4WJubm9re3g6bAxD91a9+FXWq1Wo1SqUWFxcDkAHg0Ekvx/FsHPpPhk1SgP9cbrJlqQPZQqGgfP6uZRm2jrnzbje5XC6CEuxZyjBiqyRNAVru3QkgL1lImVsOfIUHMZ6Z4x6RY+SW76WdKSjLI8hjoRvyury8rNXVVa2trUWJEkHWysqKisXi1DP52goOz3LwfsreMmbcJ3KWrlPg3CyM5pnoHkGNqi8SJNBEP71tF3bTbb0/f+rfXuV4bcFq6iQxuO6kpcmCG2lSl+iCPIsS5313jDA2Hu1J31+0BUvpNTTS9O4u7nx9NSP3DsuDwnhdDsbPF4jgEFIw5kBnVsrNU0yAZl+kA5vLIgRWkjoohyngGQBSrNSFVS2VStFOiPP0+/1YRfvNN9/o5OQkDIPXI/k9e1rBnaXPu4NKfz5PBXl0z9hyLY50PB108XsAvtcD+/w6WMVQUBtIRJsynx7UOHvFNXHELoeMOffCc8CyO1ij2N8XDfj1YVZhLX0uXO6dyXamBTYGHU3BMnrhsu6M6qwAkTnAKCJftBzzuijPljgAppbQU2WwBm7QU5D8Qz+oHfXxQVf43JlxB2TSBAAwX7QTouYZHWB8pQkY8ZImwAiygN3FDpJNQF5oun95ealcLqfNzU09evRIw+FQe3t70RGDNnsLCwva3NzU3Nycer2e6vW6ut2uSqWSpDugeHBwoLfeeisC7RcvXmh/fz90F8AJCFteXo5uAy9evJjqPe0lBpRDEWwyFicnJ1pZWdHq6mqAqN///vc6OjoKPbi8vFSxWNTbb7891RJrdXVVlUpFmUwmFk/927/9m/72b/9WZ2dnevz4cdzD7e3dFq0EkwAfxtVtJj1hffEPxAS2zANz9B0fAIj3AIf5JPNHMJIy7v7MjDeyyL3BcEoKcOWyAXGCr6buFDlym/TixYuoRcX2ArKwjYwBttcXUdEwHxLJMwrZbFalUkmrq6sqlUqRIcUGe/svxtGzZLC6nBNbyHN5D23kybNCjkWcPJE0NQeQUZQqkPW7vLwMtpjzoZOMDz4ltRlug9Ps2f/0eG3BqjtKZ1w8Sndnz3sp0ncWlcF1UOSAKK0PdabV6XBfieyAxwEXk+9C42DZ66B4ToQ4BR5EQS64vigCY+ROAGVLo1RnN9jnmSb+7NbiIA1BdkOEkfKFVfS+hJ0dDoc6OztTvV6PNlWdTiccnBd2e4TsqWyYnHRVMM/jz5WmPnyrXK4lfZ/d82DDmR2YbY/sGXs3/F6TzPdmMZs8W1puwnkAFN4YPD2c8cLIXV5eRushWCoMk9duORMNa4QhdrDqQDoNeKTvt6yZVQbhwST6g6FzoIqseoDIXMFKEOXzPYAMv3EQ7YvGYP74jbPHjIGDqx/yQZDvaUjGjIVGODkCNepF3V7yvjRhHkeju73bCRacNWKusZsEW+gm+kBwdX5+Hozn0tKSVldXo/XdcHi3JWq9XtfZ2ZkODg5ULBb1+PFj5XI5nZycqFqtKp/Pq9Vq6YsvvlA2m9Xu7q5Go0nN/NXVVaRr5+fnp3a8qlQqkfZFtwh2sBmLi4vqdruan5/X6upqbI+N06clEJugNJtNfffdd9re3latVtOf/umf6vDwUAcHB1NZjMePH2tnZ0f9fl/9fl/r6+t68OBBZN/m5+d1dHSkv/mbv9Hnn38eWRHO4Vtnuu3BjgAwAdr+u9SeYWM87YtN8sAa3yNN2h6ia7DQgFwnUiRFre94PI7ytJQMAWQdHR0Fw5vL5cLeLS8vTwEoL0HARrAQGRs3Go3i3OgCraYuLi50fn6u1dXV0J1CoaC1tTWdnJwEuMT+3tzcRF9x6qozmcxUtxL8Spp2Z5zxXYxbWkLjmUXANPoiacoOgh18QTK+iKCQcXA217MhAFn00zFW6jO5vsvBqxyvLVj1lF36x/vSdMrb2Zz/jjVxtsVrVGeBi/Ta6fcdgMxiNB1gE8k5YE7T2ziSFPg4gE7BBNf5r9Kd7rx9tSWAwO8DI8rzudMBSAMk079cLhfN/y8uLtRsNtXr9cJ4YQxTMOdj7vPjY+3f4/B7dnY8ZTDTMUkBL2P4/5LeSBnZVPb8/tKD+YHRcBbQAya+61G3A0WCG37D2DqzO2vc+J4bNL9fLwHw8fF7SFPxDmr8cF104Op/XMMZdQyrB4Yc6fU98ATsAjLSZ/F7elOYVUnfC8adFWMO+XxWehUZxX4RtDkI4dX11jMEXA9AIk1qWdNm5DhknCzM4cXFRTCItMvrdrvhaPv9fizi3NraUrlcjpInUuXoEECZFkbIIOyXr872jIik6NxCxwJsIkEWm6RUKhUdHx/r7OwsUsYE34z1/Py81tfXoxn+aDSKTJekAODPnj3T06dPAxi7/Hr2x1kyt0epb3SWTJown4wPIMptv2fwHNTwvVS3PLvkvs4Z0OFwOLWwy/2VZ5E8o+XBvts3Z0ydneTa7rdSW317exulA8ji3NxclOr595ANgK+TZsi/218P4Hze3Be4D/PA38/F587+uq9yHIA8uG1MiRcnCnx+8M+85/rqB/P+RjOrrsyzQEV68JmDQJ9gd5R8xmQ6qwSAcIOWvu+pSwSY8zj4gJ0gGptlYKTpRutcg+gMhgwB8wVPmcxky0RnVdPzupGCzaXlVC6Xi0UPsCoeRWOcaAEiKWp5YFRJ19KXbjweq9ls6unTp9rb29OzZ890cXERTf9xGA72qINl7p0Nm6Xcnm72wn83cA5iiOLTmsmUBYcxcOV0h+6K7QYmvbeXyWdaLsJ9UGNFCYDPpdcPujMdj8dTmzbQcoZepH5+B6neooZFbinLyHXcEKYGDvni/GkAwTP4/x0Q8H0HSDAQ7NyGHPvYpkEYDggGyuXdAyPGg3F4U5hVyiqwg17OJE1AG/KPzLmjRHZhvbE72Ww2djjy8UYvADzZbDbKALgOINU3P8nn71oGkf7mbzAY6IsvvtDp6anu37+vhw8famtrS7lcTt1uN7Ihe3t7Oj4+VjZ7t6sUgDKfz2t7e1vb29tT5EE+n9fW1pbOz8+nSqW4XxhY1yXKn1ZXV5XNZnV1daXLy0stLy9rd3dX5XJZxWJR77zzjorFovb39/X5559rNBqpVCrFGFG+U6vV9O6776pYLKrT6SiXy2l7eztKdG5vb/UP//AP+vWvf61vv/02xiafz6tQKESZBIAPf0CLLkChkyBucz24x+YOh8NIE8PAcgAGOdxHYHeRLcYRn+Ny5OsoisXi1LnwW+gprKHLk9slbLv3VvWWkTwbpQesw3AbjnwuLi6q1+tFazcWVDlOYOctSt+oVSWDAGnjvgEGmTQ7dgvg6wGj1+h7oMT3OMesbeGx2egVbP/KykrYUuqp09JGxp35w2bACqege1bA8D89Xluw6oc7NgSS9z1K40gjG440onCGwJlNJsGZI67nr7OArzTZDtMVTNJLlQuA+OLFiymqHicjTYSGYva0TsWBs9+3GyRnU91Rk07yOhqvhex2u7HlHMXaOBQWwLBjFSzA4eGhvv32Wx0cHOj09DRW/3sKA1DmwCedd+aYZ/NghGdlHJ2VQdEZQxwoY5kGQThQX1zgKX8PhjiHR8IcqSz6PXq5AIcDZQICb3/CvXsbMB8zDLIzZb6xBNdH7mEVmAdYAe6F6/q9+/tuVH0hzSzZ8zlkTHwu06wAxht2amVlJZygR/np+Vkwhq5wD8xhWuLg9/WmHJ7VYHzQG+o0HSB4rT32jYU2zFk2m51Kr3ptPeyX95AERDFn/K7X60XwLCn2u+90OlHS0W63Y+X+/fv3tbOzo3w+r8PDQ3U6HY1GI52fn+vy8lILCwtTTCV2r1KpRAcBgOFwOIzFoa1WK+QQW8YqbmQ/m81GqROlNNiacrmsnZ2dsG/Ly8va2trS0tJSAGiAEAuR8vm8dnZ2tLOzE/ZqZWVF6+vrAXp+97vf6S//8i/19ddfB7nQbrdVKBRUrVbjvgFqjC07MDkJgu65DkqTgMYDdXwADCq17p7G9q4llE643cYXEjwDkAiOpEk3CScMCLyZO+qGR6O7vqOw5el9Q7ikm/AQdPjzkW1wAgP59xpZ1x8nCgqFQsiZ+yMOWHLkH3bfS6ncDjFv9Dr1dQRO0HmGg2uOx3clKsPhUN1uNzIP5XJZGxsbWltbUzabDZCdyWRiS1YH1Yw5YBgWl9IOdNbLC93Gvsrx2oJVN5IoGkqTCnnKbjnV7YezLfyfCUlrY1Pn6wBp1vk4J6AEwOcrGFNanUbRzqbhFFwQUQ4U0+tdUrDu//coFgfhfdYwKIAJnBMNthuNRmwTy+pWgMTGxsb/Je/NfuS6ruv/VVOzh5p6bk4iRUtiZCOe8hADechD/tW85C2IYcSIHBgOEMeOoYR2ZJkS52ZP1UPNQ09V9XtofHatOiwm35/klyYvQJDsrrr33HP2sPba++wTxp8/pOuOjo70/PlzvXjxIjY5ENX7XDFmAHs6x+4UWds0fexgh3XyQIR1cvYuBZcpWExraj1NynecqUuDHZdHfo7R9ugUeUGmva0QDI8DVU8N8Vzvmcn7Okvl8uvpde9b6nLgc5QCcY/8PWU4i2XmfuiH/z6dU0/rMfb0fHLWX5oYa+YDFgJZYvzMFQDX9cQB77t+wZThfJkrdM5Pq0NmCBDSOlWa/CNDOHx/Dv9n1zCOHzAMWzgej9XtdqPRvoNdjqaem5uLQJ6TqEqlki4vL9VqtXR4eBhgsdPpqFQqaX19Pdg4gjfAd6vVCoCYyWSi/+p4PFar1YqWSF5fjW6hXzhuZ+5u374dJ031+33t7Oxoa2sr5qfdbkdd+eHhoTqdjiRpZWVFDx8+VD6fV71eV7FY1K1bt+IdXr58qX/4h3/Q559/ruFwqLW1tQBt1MXSxaDX6wVAJTjHx7k9TBlF9x1ePwnTBoiDLGFPg/sg7k2tOHYVm0q7MgCm38+ZeLJEbr+c8XNWlffDJ7IWw+Ew/Nbl5WXIIf7N20Fxf3Si2+2q1+tNgWBAn6Robba4uKj19fXYOOeMKGw2wRn3lqZbYGYymWCvKccjEICA4vPYNWR1MBjEARbuE4fDqzZv5XI5evZWq9WwxR5EcD/uzZr7pi1pOjvmdjQlBb7tdW3BqqQpYClpysGloOX/5V5eL8lEezsnd7A8z4EJC+jgiQVO2VKvQQRw+aKen5+r1+uFUZYU9S8UOZNu8BSOgxIur+tJLweu/h5+ygWfY6zdblfHx8fa3d0N8ARzwM7Hra2t2JAAQzcajdRqtfTq1Ss9ffpUOzs7arVa4dwwNGmKGeVkDrjcYaS1lQ42HKS60+P3XsOEkfJyDcAyUb8ra1oOgcK6cXAwigy4rDpQTcGap0UBq5RheL2RZxYccKWpIAek/j1+R2DhHRak6fPjfZ5crnw9XJaoDfMaOE/Fp4HFrL/dUKbg3FOKHnR4eQTjc7n3dfY5T+fxXb9w7tguD674u9/vT+kL7Fe/31er1dLKykrYSxwr9gmwgh6Mx+PYxEQD/5QIQF4BKM1mU5VKRblcbgrUeKADczQcDnV8fBxgZGFhIXSc/quNRiPYpXa7/UZLKthPACppUQADbX9InTIv+Ajs2mg0UrVa1Y9+9COtr6/rxYsXcRoWJVy7u7th5zkmVpIePHige/fuaWtrS3t7ezo9PdX3vvc9bW1taX5+XicnJ/rss8/0y1/+UqPRpBcsds4DPBgzB4mj0Sg2/rgckNJ2/aBvp/sZ1ofU9mh01Z+bsgs2OKH/lBj1+/2p3fisoWeACJTwQfgY5AdGXpqQUl5OQFrawTE+5OLiIjZLdbtdraysTIEvAggPqvL5qw1MBwcH+vTTT7W8vCzpCpzSmvHw8DA6YWxsbMQGQM/+kbXyn7md9RIK7D+gnTEBdqUJmQHDSccGAgDP1KGP+OpisTi105/59UCfsZCZcvzjmU8fOzLj6/Xeg1WvtfKibunNE2qkN082cseK02PBPVrx+8y6rzNa/jNncR3McG/fXMC7EK0BVhF+0te8L2wrBtPHyftRSwJYnQVkUqbVnZSDbAT98vJSJycncaY1BnxzczP6/pVKJW1tbcUuSIBot9vVzs6Ovv76a718+VInJydTda6AL0B7miLxyNlBv5dnODB3B8i7eMsVl4U07eXgz8sweI4rsj/L/43TdVaW3/tc++YEHwN1ygBV6qyQCdhQnuv3cQMF2CeKd7DqOkAJhwNZnxvuh8w6WPV3Yp7RKdJLGF7WiTGmgJ77+P18DdEn9MzX3MGqA3nGx71cD9J/OzP8PlwEA8iUp+hhF1utVjgrQAHgEHJAUjhj7MVwONnp7JtZpOlNWdLEjqLX1NTRpgyA4kdjzs3NxUlT0lWJQK/XC3C1vr4ejCnjuLi4ULfb1Z07dyRJ29vb0aMVYIatoexneXk5QAI2o1qtRloVHaePK46cEqhqtarRaKROpxPM4+vXr9Vut/XixYsAJGw0/eEPf6i/+qu/0srKiubn57W/vx/ttGhf9fTpUz169EhnZ2eqVquSrsA1rbqor4csgHEG6EsTHXbS5Pz8PNpWOfECq8qaEdDSSoo0vwcR2MlerxdEC3MF07i4uKjRaHK4AjIHc5+CHWSObCBywXe81yn2wDeDDQaDOEocWwqZgm10wgsbMhgMVK/XI+AHULvNpCxEUtSqQrCkHUjIDDFPBHT8m3ViTiihIEByH+K7//mbtcKOUbZXrVa1srISz3diDkzBOlGi4eVg+DVk3AkbnitNGNd0g+43va41WE0nwMHM/1ZvloIUvscfd/7SdN3IrGfOWghn+FKmwv84WOYPhgPH7YwvEZkzVSng9Eg57T/p7JY0iYrcYHkBO7/js5zi0m63QzFRcHa30kvVT6kaja76ttXrddXr9Uh7eRmCs21pOsdT+Z5+Y4weGTMn3Is/vr7pesySF2c//XM+Nl9jT/Mz1+kfnu1r5YDRwZODWUAvBsRTR75+DqA9SHLwlbL4fJaACZmZJddpsDfr/d3BedDBO6dsqr+rs86+nj6edM5cnlOd8mCLZ/v8cj9/V3+39+FKnaU0vYHOS2ikNzNKzl7jnLFdyEMqSx5UedDs+gwTR8NyacLqehkOLd0AsNhGsgR+7Cl1ljj4wWCgRqOhXC6ncrkc3+VegAb6+fI+OHCALe/hATf1qqPRSPV6PRg1UuWdTifYOEiFfr+v+fl5ffTRR/rggw+CIXRGDqa71Wqp1+tFEMHzqSlGvt23OPOK/rvupvqELHhpnPtM1tJ1BhbQ7TOZoNTmIRvMC9/1bAif5eceMCOnvIOXGHjgytzQAhDf44SSB7cAZLeZngHzVD1y6pt0mQe3pR5op6QRATfzgP/yeUgDvdQn+fuyvtlsdqq84fLyMsaVYh7GxFxweZo/Hb9ns9yH8/v03t/murZgNTWcTC7paxcGd0qzgKKnCx0QInSSZhpcB8ezWFXpzVMcEBqPTIgOYf0AJd6zFECYzWaj0bSn6VBQr4HllCgUlxRAqjQAIgy5p0vdwJydnanZbOrg4EAHBwcxrzTbvnfvnjY3N7W0tKTV1dVgVUejq00S+/v7+uqrr/TixQudnJxEzZjXgPpaeJkEf5h35pH/s2YpaPc6XGeOYLjToMXXkvQVjNB4PH5jM5MHIr6+3AtmlDICjIezoClbyz0pP6C+CsaIdXRZw6j7RjJnaGHiSaP7fKAD6SEAqZFxBhRDngZirhepbsyaZ3TR19odn+vn/2aoU+CcAuI0KOGZ6J+nv983sEpQS6AMm8Na37hx4w02DgBI/bCXILHJE8DngRvribxyb6/LZyyLi4sql8txXOnR0VGwutgLDhbBHmYymahlLZfL0SMTWdjZ2YmjS+fm5uIwEsqXGo1GsKkrKysqlUra3t7WxsaG7ty5o4ODgwDQlANgu09OTkKGOV769PQ0Sp6++93vBgNKL9harRYbui4uLnR0dKS/+Zu/0d/93d+pWCwGGF5eXo45I837+vVrNRqNKZ2sVquxTugGQBMbRGcWgDnst4Mt7JQze4Aq12tsDf+HvcYmYCvJDLF+2Co+B8OKLXOQhs52Op2wa9h+CJTz8/Owa7Cg6S76GzduqN1ua3d3V4PBQLlcLkpLvPTBbR/MLuPpdDpqNBoqlUpT70swIynkmh32LtewkozL58CZV9Zzbm4u+hSnGUW3f35ffD82GP+F/GDvvK7c/Sf21jNZ7tNYV/qlU+LhNlqanKTlBMq3ua4tWJU0JbRey4jRdQrcv8OFU00nOgWz0pt99Dwi8/s6gEVJ3ABIk24ALsTe2ByBxPj7hhIHlQBZnoOQoyw08sexADbcgEmTXYlnZ2fq9XqhmHyG8bZaLR0dHeno6CjmXbpKtd2+fVu3b9/W2tpa7KxdWlrScDiMvoZPnjzRkydP4qQqlIS559+uLB4wOFPqyucAVJpOSeP4/F08Wvc15V4UqTsIY2zpbk1nPxkH6+p1WfyNM017SXorEE+vsJmNTWykz5w55LMw7l7+ICmcG4ysA0CcEQa3VCpNpQB5lutFOmcp6J7FgLJ+PBOA6fOXfh5dZoz+vilQ9vG87XIHixw46Gf87gDeh8v1zDc34jxTwIczR69IEftmPoIh7u0tr2AWuRc2jbEQtHN63vn5eezkx7nCRvrO7k6nE0eqIsvcM5e72ox0enqqtbU13b9/X71eT61WS6enp2q1WnHS1Gg0is1YGxsbev78uRYWFnT37l0dHh7GeNF5gN9wOIyg0oP0169fq1gs6tNPP5U0OWK6VqvFznaY0vF4rO9+97v68MMP1ev1lM/ntb6+rvF4rJOTk2BaX7x4oUePHmlvb0+dTmdq4yH1ipRxSJOSIoLRbDYbraQosygUCrGxy23srI2f+F7WyMvmkBv8GGtKyh1d8zp6ScEyX1xcRLcFv1e321W5XNZ4PA6ACjN+eXkZrbiwm8goAXCv19POzo6Ojo6m0t28J+Pgecik2zQCo7W1NUlXthXASl0wpXkciOMgMiVM0C3GgG0FPPNdL6fCjzvWSNtTOnGBbYW19iCGz7qPJGDAR+CPPBuHDcDue4DidmHWxuhvel1bsOqO2ZkiZzTTy8EQDJPT1Clz5wDK04cOmhgLTt1BBAKPsPmmJU+TMCZpYlQQKtI/fDeNrDwqkyZdEihuJz3GBSDDkDlt7+2ovKYG5qPVakWdj3TFqFarVd29e1dbW1taWVmJ3aeVSkWFQkGNRkMHBweq1Wp6/PixdnZ2NBgMpvpd+rw5c4lypADWU4cYAU8nMzee0gLYwOCwrihrmmbx9cbY8s7OxPk4/jdwwzMkRf2qp189ovY15YQVNmC4kfK5Q+YdADN+1pW2NZ5RIP24uLgYf0h/+n2Zx5R9doDpv2OcGDS+74YsLe9w5+KsATV3fkwkuuJ663WXjI25SNfCmXoun9d089m7fnHcKkGTs/OwMditubm5YI3SoB32jqwOAZo0HeAjnzA5NFZvtVpRgzgaXdU6NhqN2GDlQAd5R7YJ+lyOJYUdevnypR4+fKhPP/1U9+7d06NHj5TL5aL3M6f/cFrRgwcP9MEHH+gPf/gQ+DVRAAAgAElEQVSDzs7OtLKyEmM6Pz9XpVKJzYjIOJtPO51O9OpcWFjQvXv3VKlUVKvV9PLlS9VqtQB7mUxGzWZTl5eXWl1d1e3bt1UoFFStVlUoXJ0kSN/Zk5MT7ezs6Be/+IX+53/+Z+rAA9YOn8i/mfeFhYUA1l6+wNqSyaF0C7uKvU9bOY3H46iVBBz6xkdvxcRnkANsDzXJ9Xpdjx8/juNvb968GYye19az2Y4AezAYqNVqTQX8jIUNgOj74eFhMOsODr22Mp+/6uTgR9PCbI5GVxuEAf3n5+c6OTkJmwbLTu0/bDEt0NwOMV4Hq2RVsU34MuYLAOl+DfvqG9X4vm+Ey+Vy0YKOTc/ouTO8/m/WZzAYhD2glhWmmqASdppn4QNOT0/j99/2urZgFWd+cXHxxpGbsI7SdPsoFAeB8mbO3u4KhfO6D2eZUvDnzhZFlSbA02s9UkZJ0tQYWGAALilZj1Q9nSlpSqgBuCiQA1acjZ/+46UFRKTMFSkbWmi12+0wZgsLC1pZWdHKyoru3r2r1dXVMDzesaDRaOjVq1fa3d3V69evozUM9V8OtB24ex2cr1daZ+lMGHPB/HowQQCAbPDeAFnAZLrWzBFr7kA1BWqeJs1kMiFvHqQwFlfsNPDxNBmbWxi3R8UO6Lk/l6e1qdMCkPj4ABXUGcPgeypsVuCWzjfPdBDv6XrXLcYN4HDwjG5z5fP5MP7p2JBn9MoDulmZDg/wPPD0izGkNcHv+gVL6IASx42jItDz9eDAD7en1Idi8/i5Z33I+EhXsudMZSaTUavV0uXl5dTpQKyNZ66QFQIad9gAK06tyuVy+uSTT/TRRx8FW7u2tqbxeKxmszl1OhGZn/X1da2vr8dxq3Nzczo+Pg7wh70tFova3NwMYJ3L5aLv5M2bN/XDH/5Q2WxWT5480c7OjkajUWyWgs1cWlrS97///eisQFqcllNzc3P653/+Z33++ef6/e9/r+FwGIDYN0y6rclkMsEye79sxuzgRJqUYAB48S3YY4IC/JH3TXWiCD3je27vsKfu9zjFEKKE7hOw9sjk0dFRlIhgI8EA2Ww2NqGySYoWT6PRSCcnJ3H0rWeLGDu2HcIG28i8XF5eqtPpxPpSH80cA26r1WoEVg4eIQHIcDn7ib9PO9og3+gO8+6+i3l1m+pkBXIBYYa+Ys8J1Nzv8SzPcLJmrCV+nkw2z3Lyj+e+12A1BXvuKN+WfoQK9zoNp7IxlhhDBxJvY1l4hqcfZ6VNUZC3pUilSRG1CyYG2llU3tnpdQcMbghS4XEWCiFyA+UpbAwVBgFQAHOxsbERLTDSQnLpitGjxodjEInYSL/wrHQdPep3kOOXM7I+Dw5UfO68KN6/n64DF/OP0WZNZsmXByqMxVlinuO1qs7keSDkIBNgiwFKy1b82e4w/N19DamF4v285MOB6Cw5Te/tcpfKNobK7/F/rdXbWFGCJ98UwDM8RZXqqs8Nz5mlpz6+WTr1PlxpsJReLt/oOoEpaXuXc2dPU4Ze0hs21p9NUOm1lL4mbrel6X7a0uS4S5x3r9cL1nJ1dVW5XE71el3D4VU/TGpD6WxCSpPa11KppMPDw5BBD4gpK6hUKtrc3JzqgwyzyC7+Wq0Wvak5xpV6Tnp1bm5uhvOH0ZSuAH29XteXX36pr7/+WoPBQOVyOeYYGWcO3U94n2F+BghBf3wjbGo/PRDnu6wzcwQAJYB0eWC+/Jn4X2dp6WpTLBan2Dm3QX4gCjKDT2H86C1EEYEShAxjQaZm2QxsDmDcA17IH7eXkD8QMbyDl6q5nLofcdDpJJT/nMt1yz/nPp6fsY7Ms4+Bvx3U8tmUAPK5Tu/tl+ul29JZ7/FNrmsNVn0xmCSvJ+J37uA5SYneedIEmDGh3gzdhWkW4EyZGh+fO1MUHoXl+wgYrAXjd2YXoOH0vh9v5mNLU6EOdh0Es1NW0lRrJcAUJ7nwe1hHokYMP6dVuaEbDq+aLh8fH+vVq1d69eqVDg8PY+cq4NYZcF8r5on1Ya38XWA0eEdP5zuAwsAxh7AKs4CRO2SMZZqiT9lCN+I4M+6FI6R1VxpwuDK7Ul9cXJ000263owcka+1/cBzpGpMyQi457pGaP9KjOMxsNhu1bJ5q9wDHo3D+n8p9qhfIjDPd3McZBwcuqREkrUtNnTtAWHkcn7dWcibAAwUMqQc+adkBf78vYNXrEV3GPeWYz1812/fAHjY+zVRlMpmpTRvMecq+oWf9fl/tdjsAJn04kW3KkVgn0pleGws4JDVMXXi329X29rby+bx+8IMfaGlpSfv7+9rd3Y00Kc85PT3VrVu3JEntdlv1el3Ly8va2NiItlQ0Wh8Oh5Hx+NGPfqQHDx6oWq0qn8/r+fPnwQzTmL/f7+uPf/xjsLI3b94Mu7myshKlFXfu3FG/31etVguG8JNPPtHJyYl+9rOf6d/+7d/UaDS0vr4eZQiXl5eq1+uR2ofJ9BICDyJgvb0pvf8MfwLL6QE0siBNjm3lnpKm6lupn6UnbblcDoCfyUwOm5CuWnx9/PHHU6w5dciwnJwMtra2NtXZYTweR40wQPTy8lLdbldLS0vK5XKxMRjfSumHzw0b5+bm5qLu14N37FOj0dDZ2Vn4seFwqHK5HAdGLC4u6tatW8G84s+8VRV/vG7eGVNk08tynK3m9w7kPTOYzU7qRb1uV1KwuGRMnP1kLelIgF304I3aV0p80gDSga40qYH9tte1BaseYXgqg8g2dT4YT09b4XxxYjhRd1YowCyn7GNxZXb2jAvw5RGnNH1CUZrWZHz9fj+EDbbOAUAauaQsnwMi0hcU40ua6rfm7IQrP86oWq3q5s2b0f8PxQJkA3B7vZ5ev36tly9fan9/P1JdPBfD6FGcj9cZX2dWnOGE4eH9nLlx2aCOzhlu5p6/PThAVhw84cQ9dQ1rgex4P7pM5qpmik1uHgmnYIi19DrVbrerdrsdzcVdhp0ZQR64v7NKLl+UAfjhC2yqymQyMfaUvWTOmVOXNQf5qW54KlCatCJKwaaDVQ8gmCdYG+/zx5gAQd4tA52YNR7fXIBDRy5wuv6d9wWsuh3xjRoekDhoIUVO6hNnx+c9eKKLgJczMefZbDY2EOJY0S02+aGDPN8JBOSUGtPBYKCtra2o/Ts7O9Pe3p7q9br+8i//Uh999JF2dna0t7cX9zg4OIhjUcvlchyrenl5qWazGRugPvjggwjMOYWKDgSLi4taXV1VtVrV8fGxnj59qn6/r/X19dh89OWXX6pWq8XG0zt37gTYvH37tubn53V2dqbj42MdHR3FUbL3799XsVjUZ599pn/5l3/RxcXFVPBeKpWiCT9zhL1g0xU9aB14kc2iPrjdbodNgCBh8xCfh2VERlgn2EYv0+A5gF8CeQJvxoccFAqF2GFPEEKvXEm6deuW7t69GzbLg3rGi8+irlKanCa2s7MThy0Atng2fg8GHOIIm5VmWlqtljqdTvgf/BilB6VSScvLy2Gv0owggC8tgXPCifIAZNlrj92uOkbxrKkDYXTFfWUKHn2DrwN+z3ryPPct/jvvqOBj5L7f9rq2YNUdG8rp7KH0Zr0q7Rbc+SEAb2NN080lXr/hlzOitHKQJoqLM0UBpDf7aGKYnaan2BvlKZfLEQWzU9IZWk9zSJNUtDfrdmDC+3nq1kEd4GU8vjrr+ObNm7p582YUXgNQARaAona7refPn+v169dRiwSoYO7StfEIPk2zEFSwDl4L6oGCR5YYPoCTR4AelTIOBzI8xxU9Ta14OoxaoMXFxSmQ7S3JeG+v82FsrB1sQqvVip3KbqhYU+SKP97qhT/8n0MFAO0EGehDLpebqgd1kOBBDP9PMxoO8hzQoo/OqjnLmW6EQw6596ySB9dt5hTdwgm5Dvs4AFIuhylb7mnUVMff1Qv5xskTQPjv3WFiQ1PAj65IE5ssTVqeeRAhTZg5P3zANwFKk9ZFACnkABYMe0wGYmtrS7lcLjYknp6e6v79+3r48KG63a4eP36sRqMRn7u4uDqmlYNMePfV1VU1Gg3VajXduXMnfnf37l2dnZ3p6dOn4dA5yrRUKkUqG1u5uLio169fazQaaXNzU+VyWYVCQaurq1Hn+r3vfS9aWWFTS6WSPv74Yz148EC7u7v61a9+pU6no83NzanTncgasROeVl7lcnmqhtXtrjQhT7LZ7FTfWTo1kKHBr6IP4/E4wC9lDAQGDjzdVjEGfw5sG6wp8oJPhpFm3N/5znf0wQcfRLkGflZSjMltLM/u9Xqq1+s6OjoKBtZT+WSWUuLH7RCBFjXNnCxZKpVCN2BiFxYWtLq6Gr4pm53UeI5Go/B1jNW7/riNxy+hP4BEgjNnXcEAHAWezU6f/kgtLGCcgzGcpcWuEwR4Vozxuj9Iv8OYsQkET8yd25Nvel1bsOr1L47aPep2Jwp4wCG7o0+ZSE91oaR8lvv5hbNDeQCHCAmbdNiB50bbHamnnHm+n2HM9wESKdBxR+MpcqJf0jC+O89LDNzAYMzY1chmg9u3b6tarUabKxwCSsnxifv7+9re3tbx8XEACAdUgD3mL50L5gnFA5gDzBgjyuUMns9hygqigKQwGJczlL6+aaqbi7lylrJYLKpUKoVTdQDsgMtrlzzQYJcujKoftZteDgCdhUfG2aTH+sLcp2AbBwUA8VomnuOBkDMAbuQxZB69824OYtPsQ/o75sTv4zrmAShzz+YTT3exbm5gmXvWGp1zlsKD3RRcvasXc+z20AMWSVEilM/noyTDmTpPm3q6mHIl10dk7PLyqnE/a9NqtcIOIR+eovQgB12DCHDdchbw448/1s2bN1UoFPTFF1+oVquFrSbwR54APWTfDg4O1O/3devWLQ2HVxu1bt++rXw+r2azKelKjlutlvb29qJMAvBLLez+/r4+/PBDff/73492fjdu3NDGxobu3r2rubk5HRwc6Pj4OGzZgwcP9N3vfldnZ2f6+c9/rmfPnqlcLk9lPLz0Abn2tk+U/kDO+Hp7pgog45vikAeehS+A7XRb7il4Z+64L0EgJA4/63a7EWh6GpvWh5VKJfrZUmLhG3nwDegsQU6r1Qo5q9VqOjg4iLZZs7CCl5F5ORxrwbG4nJCFz/NAi1PENjc3tbq6GvPn8+LlEykYxV97sM3n3Z6mwSTvgB12AoVAwoN0yv/cB/I5CCdfV8c9b7sIUHgX3sEZ5T9H4H9twSovj0Hzeg+cll8p4+bsnjtZaUJZp47Thd2jCYwwgMrBk6drAUpcfM9rYtJ3IspJGWO/HLB6nQnPxGksLi6GoeR73N/nyME8x/TRv5DIjHILlIFxk5ohVeJpjjQSQ8id/eTfroRpOjkFlF4Skc6Lr3/6eV9/lw3/vkfZ6dx7oAO4Z0OIs7EpsEQOfC68DAAGNA3E/ErlmbE5G8m6puyyM8YEU16n7e/KvRmfg1gHlD6G9PuuW+ilBxGsif9J18vHzXx7MOCMhOtounb+h3lMdTlNb73rF/bF39vnM9VF5EnSVJCALZPeXHsHvlwpoeB6wjM8XYmjxvHyLJd5PkdaeWtrSwsLCzo+Po5NVR5kQXhwMh9O2mWRDinD4VClUknVajUYOmwpjCg18YwDoqFarWp9fT3S0vPz81pdXY2yA86pJwO1ubmp0Wikvb09PX78WKenp0E2uC8ifQ1rSeA8HA6DufYyqjT4kzQ1d2k2JQVMrLH7WAfC0sTeuM+bZYtZN9bdiaGFhQUVi8UoERmNRvE34/TMp7N3lEFls9nIUpFWh5H0AxF81z/35j1cprnY9JqysYyZQBhCAkIEJp+ygbQ8wDMQbpPQE7JkfJfxpcywA2S/uCfvgxy5jvtGvNQuuh1IbWiKXdxeuE39Nte1BasIt0cEKcuUgo1ZgMTZVH4OMEwBsNPrvhBEhQAz6lEYS9pE3r/LhQGWJifEkL5F0Vx4uAfP9dYvLoz5fD4UiPF7FNnpdGLXqaesl5aWVCwWY4MBKatyuRxsL62scET0ROx2u9rd3VWj0ZhiMB3Qw+o5a8c709aKi4g7ZXMAc85ov219HYh4rSSXgzIPQBwouxNnHPzh9CffuOfMHmP2dfMo2plVTqqi7UoKoninWcDdmeeUjXKAyOcYNxE3upCyixjdlNXEMHH59xxMMBYPxNzgEemnrdn4LE6DdyMNzbN8Tn39eN/UMOMEHDBxD3fQ78PFBjxfO9aDmkDmiPpn1oF+yh6U8zlnfByMuHP1fsOe+WLduSf2RZI2Nja0tLQU8pLJTMoCWPOHDx9qY2ND4/E4TpDqdruam5sLhorP0qWEDFGxWIxULo3kb926pWKxGN0B6J95584dLS4u6uzsTPv7+1M6x/xtbm7q008/1a1bt0LHq9WqPvzwQ7Xbbf3xj3/U9vZ22EYOV/nVr36l3/zmN/r8889jnZhLSl6kSV2mB3TYUvSNdXV74RuoPFOXyUxOLPIgg9MNKZPC9wKOHUADGD0tDIMHOPbz7L10CpvEjvrRaBQnTvEMAhf0GNIDkMZRuNvb29rb24teqQTm7XZbp6en0dKL+zAeSVMyij5Qy0zWywkC74zjJARlR9lsNhhZD/7dLyEDAF0CInrRttttraysBOD2wJw5cByCjIzH45AHSivcJoJR8KHj8Th8kJeQ4Hf5vAcBtGrjs74fgBKKb3NdW7CKQUD4HRB4HaaDHv9u6pCdNU1TgR55zmL7uGfqiFNGlXS7M6DSdF0pz6cW1NmO1Kh4dIniSNNnQaP81HiicJyGRCofUEsqmFYq6+vrYaiXl5cjfVOv19Xr9SJNMhwO1el0tLe3p3a7rZOTk6naKt5fmvRng52QJs4N0O3KzkVqwZkXB57OsPnauRF1NpsLkJIGOLNAT8oE4aSZX0/DsD44MGSW01cYNzJ7dnYW6+KGKGURxuPJRjuelTJj3JdxeGTL79nx6X0y/V7Odvn3U0bV58mjdw8wXGf5d/pzar+c0UnX0plgWDGva5zFRDuDhjHn/jAULhuM/8+RuroOF/KBsyE75F1VZgXX0qQ1ErLPDm/vWYrTd/YGFjINsJ0hc1aWkgEaxmez2TjVja4iANbl5WV9/PHHymaz+tWvfqXHjx+rVCrF8acEJABxAIkzwIBN+mrevn1bxWIx5JNjOh88eKDBYKBaraadnR3Nz8+r0+nEZlQ2U21tbYXcLiwsaH19XQsLC/ryyy+1v78fm2jv3r2rTz/9VI8fP9bf//3f6/Xr17G/gt3YgHnXITIplEAgx9h2NoKyZs4ypno4Go2irMntgTNqDrDIBAE43Y/imyBt6HPKLn3W2Dfr0pnE2XlkyDcm+fOc7V9eXtbFxYUODg60t7cXR9JiO1zHKWnxQxKQczYRcjQ4dphDKKj/B+SNx+MoawCIozuAfHwr43Z2MpvNTm0C5ZmU7fFzQCnfAWfkcrk3NmPjU3kWBIXjJAKHNPigQwfvkgYHbnuRAU4QAzwzz2/LEP7/ua4tWPUUOY7rbbUVKVMGYPRC4ll1hBhRZ4bSP9KbqU8XHhSN4mc3CO7YnbkFqKa1ng6U/blpugwQxHsRGdFKpNPpBGjiyL1SqaS1tbUwIrQIoSk2ILbRaOj4+FjtdjvmLpPJqNfr6eDgIM5d9qPnHIB6PSxCTKTM+7tgO/vorEDKFr4NqKaF4Cn45V44V2cnUvnBOaQpLU9Ju+EE8PFs0ji9Xi9atjjLQY2Zp5lSRhgDlTKnPm+8gzshvxe/Q64wrikT62l2nIWDuJR9Znxpes/v6XPvKTR3ej73Pr/8cVYXPfZ7OWuQOjzmCMfhjptxpU7rXb/8EA9shwMb5Iu5R1b8oAlkfxbId91xJ+kMutswL1nxa3NzU+vr61pcXNTJyYkuLy/VbreDdZufn1epVNL6+rrOz8+1v7+v3/3udxoOh7p169ZU1g27xCahy8vLqYwTJyW1Wq1oZeRjvHPnjiSpUqno5cuXevXqler1etTBPnjwQFtbWwEwCQA44W95eVnHx8d69uxZgLlcLqfvfOc7ymaz+qd/+ic9evRIS0tL+vjjjwMgSQrGFsZZUpyoBPsJM9bpdCIQbbfbU+w3AWvKXmcymagH5oQsb8uXEjNpmRr3djbSZcKPXaW7AfJQKBSiS4Kk2LAGoHLCBVlxdi+bvaphPzk50dOnT9Xr9eJZbsu89Amb4/4Xmcf+8B2XkRScUY8L6cN7Y3ccZ7gvgnWWJnYJUJjJZAKA+sZYb9nnOIQ/ZEDwJWz+ckKC5zrg9nQ+ZAhtwvAJAGl+trS0FPrD2BysOob5Nte1Bavu/NyJupFLnaqzTM7kpGk/hM8XHwHzK3WKjAGmgQjIGVSM9axxwjagCJnMVfsjGFneBaHn/9zTU7gwBexIRxAzmUzUUXkUXa1WtbW1pVKpFNHV+vp6nEyVz+fjJJhGoxEpKQS30Whob29Px8fHEQ16PaozKA5UWQdPV/FeKbPJGnE/j/TSVLgDupSZTI3G2dlZpCNRMv8M43Sw42vnaU6chY8NA0Bw0Ol0wolJiu9xrKozq6mcOMMIkADsu/Pn857S8s10zmbNAm4eiKSZC5czT2mRVkQu+DfGy5kZ1yn/vrc/8Y2KDlLdAaAzKcPg4DX94zqZssaeCnNw/S5frCuyxEYbaZLNcFKAdGYul4s+mqPRKNovOfPtqX/m2tfL5XLW+rDWi4uLsZP++PhYjUYjajjZBMpYhsOhDg4O9OzZM7Xbbd28eTPYIrIJ0oTFha3zFCqdOHjf3d3dOAlqPB7H0dKHh4fBjp6dnWltbU13797Vj370I1WrVbXbbXW73SnmrVKp6OLiIo6fvry8jP0A1WpV//Ef/6Ff//rXkqRyuay1tTX1ej3t7++HnqNfMMVLS0tTgBRbgx3q9XpTR9K6bwGISVd2jbQ4pIZ3kgGgANpcRgBxXuKFzgNc0StnwwuFQpSiuXxxUqI02d9wcXF1ql+v15tiOLEzyNru7q5evnwZAMuJIe99ip+lswSfkRTtuDxLhEwTGPgpVunGX+w/hBHvDcvtAJh5w34j17D70uSUNi50Bd1l7KwD68V6UF7HCV3oJOvEmrE2lNU4QcLYfce/s/10BHKfmxJJ3/S6tmAVZ8lESm/u5uVnTJoDDRby7OwsUrge+b+NQXVHDEBEUEnXULuIYnA/fu9sFO8CwwnzxsK705AmvSdRTh+XAxOYO4TL2SJ/NmmptbU1bW1txTFxNKkmsu33+zo+Ptbx8fHUEXsYtYODA9VqtagLg62hFyGOwmvSiM6k6WJ73oF1c9Dh/2c+nGFGMVgnZx6RFzc6gGUPCAD3Hgg4G+4y53KHc0CRkQsiXRhVyie89U+z2VS9Xo9jH3Heqdx5oILRgJV0J8b33LjCGCFrfM6ZBwf9zKczx5Kmxua65fqV3o+5c5A6i7l0IDFr45cHMB4IOePtsumBquuSs0MOolM5fB8ur3uXNLVbGF1xNpt+vZRQkKInOwC7KE0zNNL0zmZnxwEuBIbSxObl83mtrKxoNLo6MvPw8FCj0UgrKysBVLvdrmq1mubn53Xr1q1gQkulkiqVyhQbBjjhGWST2u12vBN2rFwuazwe6+joSKVSKZiqarWqhYWFAIEEardv39b9+/d169YtVavVOFCAVkwccfrVV1/pyZMnarVamp+f11/8xV9oZWVFL1680C9+8QtdXFxoZWUlunQMh8NgPSl3wG5BOJCxArwBItF9WDXICEmxXsPhMJr1Q0xImjreGDuDXpFW92CH9cYPuy6SbSMAYRzIHkFDo9FQp9MJ0gfdPD4+DhvKWEhVYyekqwMddnZ21Gw2p2wb7wFQw496sA6wwzbwLM8uAf4Hg0HIIB0DnE1Gfwh+/RAFZA95g1xym065AH6ePQzoLHYrn89HdsF7uXM/sIkHgthD1oM1Rb65j5MlyBcy5xuJnSzge04y+b+/6XVtwWrq6Fi4t/17VlopBbFvS/1yOUOQOnYXehSc+7iQz2ILMdBpacKssgZPi0oTAZ4FRnHm/B9j4gwjYJUNVTCr1LZks9kwdhhmjBD3ZcOVn0g1a/wOuBifR7wegTmg93dK1yMFQylbPWuN3WEyL75ZAwVkjnHIDngcmGEE+GzamgQjgLOEZcZRE6VjiB1cp2P2OZ21xv7uzKmzkDAzLjOe+vZsRBoQOCD0v98GPLnP//UZT2X5s96ma2kw+ragctZ7+N8+fn6eljm8D5dnWZy1dnly5tUdE78nuPNyilQXXea8FCAFNem8U6biJ7FhY7PZbGQlAFiuK4Bqt3/o0Hg8jhpJSVNssQe20tUO8GazGaANQJ/L5aJFVSaT0dramkqlkiRFPSRgqlKpSLpibff392Nj1/z8vNbW1nTjxg1tb2/r6OgobK/rBqUYrg+pbeD3/l2yFfl8fmqDq5eZsd4eyPkRpu43ZgV27tf4vDTdbF6aZBf5N/PutY/eUom+1ZlMRu12W/1+P55L4I39A4wjI2k5HIE7KXXPGPHO2AaAmJdreVBLNo5MDH9cznm+A1SvyXZizUE8Y0QGAbQEIQ46kfc06PZ39nXhfZ0xZY3TfQ+8C3+7T0NuHAekZIF/9s9hS68tWE2BCgvvKT1+J02ftuAsgQtGyqakzIwbaQc8RLvsBKRmxZmb1MHyt6dWvFbGN7x4ioQTPBgHUVhaC0OEBtDkYhdjNntV1L64uBgbqdbX17WyshLvSYTMDv+jo6NgVefm5iIdc3h4qMPDw+ibRwTmBpWxe38+r/WBzURZfSch0TBRJsbLnWC6jhgLTzF6qobvMO8c8ejMnxt72B6vxXQWiAvgiyOD/aAWlbXBWVBXVqvVdHh4qHa7PQUSMDbuIPzZKUPvQJXnIAOdTkeLi4s6PT0NY43D4t48z+XIgyOMJHPl+ujA0sfkhjXVYQfLRO2Mw+u+Zz2HNUoBdgpwWQtv1J3NZt8wzm4bXAZ2ek0AACAASURBVL7e9ctBqKQ37CG/hxlaXl6Onqoe2HptooNaB6EOFJEvLxdym5jJZMIuSdLBwYF6vZ4KhYKWl5e1uLio7e1tvXr1Kk5xWlhYULfbVbfbVTZ7dTw0QJvx5fP5eJd79+5pY2NDnU4n7DoMq2+mgl3FhlDPms/ndffu3WjC/+mnn4YNWFtbU6VSic1HS0tL+v3vf6/t7W1tb29rMBhocXFRDx8+1Pz8vF6/fq1///d/V7/f19raWoC4Xq8XbJcH19hN7AHr4SVhpJdhMHu9nqrVasy1N/ZnrWDYXef5mR/E4nYW8EbDfMZL+YCk2KjjIM17lrI2DtDpwDAYDLS7uxsyARNOX9zLy8tgm3d2dnR8fDwFqGGcKYXg3aRJXTY1nufnV4cyFAoF1ev1mAu3lc1mU+12O2QZYI3fnJ+fj9O6eN/0KGv37fg+5pX9DQ6wPavoAaLrmgeEbuOw9wBMZ6y9i4BnQbwMhvd0xpi19U4ilIhQ3oGfSHHZN7muLVh1Bg5Q5sbWnTmKizKkNXopA+DMC9fbWBvuC9hyRtJrAz09mz4vTeW6kfddiNTwcH9pUl/jkRlAhbnA6AGOKLimILxSqcQxgoBVQFy73Q4g2ul0AlT4SUtHR0dRiO/pBwc7pCLSFAGgGYCAYaSTgK+vNIl40zVI/0Y2KMMgXZXWejqYIt2SAlKv80SGALEeDfNMHAEGxjeyOTvKMZGclENTcE+teaSMzPCMWawjF8aY+faWWHyXVC33YZ18w5ZH9z7H/nxnQxnvLEY8ZUBTxgOHktY4pUDdWXhSh7Puy7/5rre64v38Pd425+/6xRp5aYw0YeZpg0TAWSqVQn9oe4bT87ZtLjfokgftAK65ublok5PLTTo8lEolPXjwQNVqVa9evdLJyYlGo5E+/PBDffDBB8rn81Ot9+hN+qc//SnWneOEYd5w9u12W0tLS1pZWYlUvzNAZDi4sLl37tzReDzW4eGhdnd31el0lMvldOvWLW1sbGhjY0O1Wk03btyI8+IpY9jb29OXX36per0e9uOjjz7SRx99pF//+td69OiR9vb2tLS0FHbn8vJS9Xo9alIpIQIcYYspsQLopBkfuoxQ83lxcRG7zCEz0H3qHCkLwH5SUoacuM3kFK9GoxHMo4NpwIsHgU4WQNRQkkcamvR2q9WKbgusS7/fV6FQULVaDV/ZarUieIGRxIf6PgC39c4aSxMmEIIBsM+Yx+Nx2G26UYzHk7I9bA/Mvgdq+JJZz/R6b7JtyC5BoTP+TlpQk+1ZO3wpgL1UKoV+egkPfpufS5M2ZQST+CwPKri/t7fCb/u8evDxba5rC1ZZEAQXACpNmLa0fhXjyZ8U9HDfNPJypUfYPVVLDZGnHVKWxw2lNJ329jQ09+NZXktJpApri4Pl3dzB8vvhcBinjsDyFQoFlcvlYFY5bWVxcTGMe7/fV7PZ1MnJier1ekS/OKbBYKB6vR51lp6i4lkO5AGlnpZwoOWpapwi9yLKJGXmTJ/fizlPd4o62+iMuEeyztaxvjwTY+dAm/llvKksMQ7f9OGnp+E0aFZOU3Bk2cfEM318HtQAFLztk9et4lg8xeaF+p4qS0HpLCPjoMONs7NxBAx+D2fvGJ/rYbrjeBYARcZmpc18DJ6i9lqqdO35jLOwzmy/DxcMHA7P07D8XlJstHQ7xQ7ly8vL+Hc6r8g+cjgr+MLJYre3trZ08+ZN3bp1S/V6XYeHh8pmr3Z6b2xsaHV1NZr8VyoV5fP5+NmLFy+ibZTbUtcl5AGbTZkBpMDp6WnU7/f7fS0sLMQO/06no2fPnuni4kLNZlOFQkEbGxu6f/9+vBunSEmKsoA//OEP2t3djflZXV3Vj3/8Y7Xbbf385z/Xzs5OlGN5sNvr9aYICt6HzUOUGXhKmvpWZJ6MGJuZWD+3Oe6zkAmAqYMjCAvWPd24iU8DBCMzAMRKpRI+RJrYd7dtlKdhr6kLdRYZYoiA6fDwUK9evdKrV6+CzQbwwYz6HAJC+/2+8vmr3uLSla2haw7dCorFYhxlOx5fnXTWbDZjDfz4YUAcwT/zzbsCAhkDgct4PJ4K+Og57rKKbrp9JIBwcs5JMgIZz4ZwoXPIqgc6nmVzu8148Y8cOMQa8xk+n2bHvul1bcGqRw5EZKlB8tRjypig2F5D48wZAgFA8HpPZzuz2WwIAvUt/F5SCB7KjsLiQHHO/NwZUcClNOln6Ju0GLMLICDAdxwCNH1zQblcjmMF0x3X4/FV02x6DNK3j4J0GEFvYcX7SQoGl3nGyLgzS1k5am9TMMj/AWKktZgTX1/WyecQx+RA1WUDoMeF0wTwsu4+lpS18DF4BIpCMz90SJCuWFX60dbr9Tc6BHjmAMX32ieMNU7DU+1eq8o9eG/el0jY2V6XpTSI8LVxuXP9QS9TBs1/7ywp7+Gy6zW2vBMG142egykPTGfJFs9xvfaUngNV5phA9H24zs/Po4SHeQS8oDfOuOKYSZWT4mTePCPijL1notBJ7ycMqKpWq3r48KEqlYrq9boeP36sXq+njY0NlUollcvlAIrS1Y55adKCDrDU7/dDf71FFSAbhnF5eVn5fF57e3uxW3t+fj7Ojd/Z2Ql/cXh4GLqKjC0uLqparca4xuNxpJOXlpa0uLiop0+f6osvvoiNW5VKRT/5yU9ULBb1j//4j3rx4oXm5ua0ubkZNswzcaS5AdTIOu8ESKJncqvVirl3gOl9V8fjcZQiOFPO/HF/9A59cMKHOmFK32ASSS1ztCoZLkAo9gN75xkr1rRarU7JaaFQ0OnpabwjMgmx8erVKz158kT1ej1ab2E7AKDYS45yZb/F5uZmpLWdnea59O89OTmJsVPqsLa2Fr1101S9y/usLCA2ye0Qz/SMIPdEJrx+1UE4Polnp5vgPBjwrFZaLidNEwqOnfgcMuDEkpNRTpo4Fvum17UGq55+dSMpTZysR/B8L2VRPX3pjtQnmH+nm1+c5eHeDkg9xejjcsaH/zMeBwY8l3uk7B3v4U4cAeRegGwECLDCbssUnHjklHYckPRG83oHDswRDK7Pj7OavNP/BXQYE+CC1JizuH4PN+RpsOLz5vOKMjrTymffdvG5t62DP4v5IShgftidDxBP59nvk74H8+oOLZXlFMw7A+zfTwFbOqfIkAPXNEjyK42i03lJ/5/+PJUDfy9+xvs6G5ym1XyuXD98ntE9D0A8MHkfLmc8+b8HXQBPr5PExnhmQZpmMKVJUC7N1qdUznK5nFZWVuJ89Vqtpkajobm5OS0tLalcLiubzUZJCxe+gGyRB66UFMB8eUaLPQBs3up2u+GAsTEwUu12ewqoEixyCpJndyi9Iouyv7+vdrsdMru+vq6trS3t7+/r2bNnyuVykab1DinIKXIJk+r+w+fWddKDBj7jzDb6AvOZ6g82wktm/Hfck3nwjJZnPL0cjr0YvB+b2/BHrBvZPp6XyWSi5IJAYjgcxqbewWAQqXkHhO5j+eMnNTI3+EHPWGE3eO9ZnTEAw7DQDgy5vI0bc5ba9NQ+Ety5TjEuJ1Bm2TXWwNebn6VZJt6Zz3NPLwWa5U94V+6dlly6XrrsfJvr2oJVbw9BZCC9uQvVHR2GC2F2wfPPOpvgTppJZyGJDH3HKL9jh70fVebPR3mJSnxjjtd6SNNnXzs4SQEzwoLQMS8uiFD2xWIxmgTzbk7ts0kBYMj80MLq6Ogofg/opYDdHRVpe+bWWRSuFFj6+2G8UFCAtheIcz9nF5mXFFCxBm5AUTpnv1kHgNks1tHH6AAuZTRxtGyM63Q6UWbBLmY3rKmRnPVOXnftz/KgwL/jYNkZdK/jTI0K93Aw7UxBKo8+hhTAp2AZ4+31pq5nHmw6IE2NqLMZ3laH7/nY/N1cNnytPVhLN8+9qxe2hg1uXvYC6Do7O4vMQLlcDl2n9tEBPmvta45dQF69lMAdPyc7nZ2dqVar6fHjxxqPx6pWq1pfX1e1Wo0ULGlkguatra04EODw8HCKQafWH+YVfaOP9Gg0ivr8fD4fDf0pL+j1elE3u7CwEG39Njc347Qn7A9gFlvz/Plz/dd//ZcuLy+1sbGh5eVlff/739fp6al++tOf6smTJ1pbW1O5XA52GN3CrjebzSgtAASj/653rp9seHLignuPx+NYTydIvJQIEAbIcb3yuks2bPFdfEkmkwmmFX3yVliFQiEYUDrRIBu8G5+9vLzqJQs767Wg7XZb29vbevr0qY6Ojt5g0LPZbNRdMyaeQ8ADMHZgiv2AWHCswM/xSdLkkAW/j5fJ8HxnOQn23PaAC8AE3Jt6XQIurw+HLeXZEE3D4TCCN06jon2aM+CsOexyStpg07G5zA++mcwofXGZH0lRAvRtr2sNVr1BMc7IIxgUHoEHvHkU4OAgZYvcgZIWcOAHSwnj5zvtua+nadkx6e2miMSIlh38AASg+VMw4uNNa1+cOXRA4ql/T6OikDh/HD/vNx5fpbbq9bpqtZrq9Xo4NDYReD2OGxue78Dfo1jmkzFK062rPLKHmeSz7iS9ZsoDEGfrPGDgHgBqr/thTA68nSX2tXIAnjJ6sA5shhiNRlOb00hV8lkMVwqscK7MqRs8Pu+GkHHxea+XdXDNmDCoHsUzp8hHmrp32UdfuFKmwAMvf0d/T998wHO8PhkmD932OUb2kRWXKQJMl0sfozsKBxy817t+Efylto21xcFjY6hFxBEDcmgzNBwOo1xJUtg85h77Iil+xg5/ag+//vrrYMlowF+tVjU/P69Xr16p1+sFmAaA3r9/X9VqVX/6058CGDhL50GkdFUzCvilcf/l5dXZ78vLy9EV4ObNm6GjyCOdX6rVajCiDvi2traUy+VUq9X0m9/8RvV6XQ8ePNC9e/dUqVQ0Go302Wef6dGjR6GbAHoAPLXubIrk59hMupi43QP8kDLvdrtTAIj5Yo+C92cej8fRDorjN3lvytwcrFFeUSgUYjOSNN2uClaTDaY+/6PRKOqgvUNJNpsN/4NvHwwGofsA+kzmqva+Xq/r97//fRxIA0PLfOGXkEVqVP25i4uLYYt93NIks+T2m/mhnjglKxzseb0uNh78Qm2tpCk/i731cgTPcNBZgM/jq52VJ+h0Qoe+xNQ0e9DjWIgyQmwnth5AzLzwt2cyfCPbrJK9b3pda7DKhGAU0yulvFOwypUyYykbl6ZNUkd9eXnVXoSCbAyXAzUiK9LnbvzcWDiIgulIAZSDcMbiNaoOCp29pW7SNx14Las3jk7TO+xKPTg40NHRUUTo3sKCP8xlWrbgQNFZAeaYK2XBWDeUyMEqn3clTZly7uEMG4ENAQOOmFRhyvQ66+51lWl6xGWGNcIZIQOtVkvNZlO9Xm+qNsyNowNefz5jQKZmRaysgYNVGBTXgbQzgtcYukPCMZDOcoY0XfeUeXZddHlww8tnfQOYvytG3D/vTLt/Pq015bsEiF6a4vPF+Lmc1XjXL+YEEJo29Pd0MzYMgIb98HUDPJGy9gAauUMfXE/G47Gazaa+/vprbW9vK5O5qi2sVCpaXV0Npg9gTFP40WikSqWiW7duBdhyeVtdXdX8/LyazWbU20pStVqNOtDz83OVy+VgZrvdbqTtOeTggw8+iBOsKpVK2JGVlRXl8/k4RnQ0GmljY0PZbFYHBwc6ODjQ5uamfvzjH2ttbU2DwUD/+q//qt/+9reSrvqxsuschu/y8jI2P2Hv3TdkMpkIAFyvstlsbDiSJnWH2Ww2wKrbyHa7rbm5uWjxxWexsWzOoX2UNF2vjtw4g42dxh7AvKHL2KDRaBS+A32mxRY/496Mxf0p+nx4eKidnZ3w9W73eCffHOhpbi+PwyZ5dwsyo/jPlFyBkUQ/PJvgXQ4IQhyM806srX+HMbtNA8ACUp2gcBKIeeYELuaN7g88W5qUcXA/35DMexM08G9IARhT5op19owUdv3PcV1bsJoCOxcYfubpSgdHzrQAGj2Ckd5sFu6Cz/P5GwNOlOsGnmeieF5r5TUfjIn0BQaCn3EfwA/CRQE1IM57tUqTDgJ8blbrJgSU4nWACdE0OyMPDw9Vq9WmzotGAf10DQfU0gRY+Lv4Z9OolDHxGb5LcIDy8o60uvIaL2dXHcATAbrBkabrw1BMZ2Vdnjx6TmXRn89ckzZj7U9OTuI4xxQkIXtu9JgD5svLXviup+M9tU66iDX3Ug83uC4HvCdj8UwF88C8eImGM8s8nzH7mjvw9I2FyG5aG+bjYG6QCS/V8PVKddl3LAPeZ829r2casLyrF+8KYHJQCVvjLAkXZQB0lnAbSqrVddEDaAe1AN5ut6v9/X3V6/WQweFwGEeO0teZ+9frdZ2cnEhSgOdarRb3JQik/rXT6US9YiaTCXaxXq9HrepHH32kvb09ZbPZaPa/s7OjtbU1bW5uRo1ltVqd2mAKk8VF0A+z+53vfEf379/X/v6+vvrqK/3617+OPq0XFxexOYljY3nH0WikYrE4xQ6SrsXmYn9PT0+DYKAGFBvkdh/yot1uT6XqR6NRfN99qvspD/ay2WywkV5eBJHhOgmZgs6S6oedxN5Rx5/JZKKTinS14coDGwgiSjcAg9i3UqkUdiuXy0UZiO/Sd3uFf764uDqdLN28ysX7e3bGQSg2Bd/tgI/1c9zB55jTtPTLs6XpEebYPQIX5C6TyUT5B0Eg6yxpis3lOWAHAlUn09BF7ChrmJY8cD/mxompP0dJ1bUFq9KkVhOl8vpLfo9gukChmN6blYWUpp0VwpCyhBhbUloeAc4Cx6RsOKXIU2L0VKPmFXAJ2+oLzW5K2CKcOvcDCGPEqJd08OhsGfdnrCnbe3Z2ppOTEzWbTdVqNTWbzTA0KRh3ttJrjXBiRMxEhw58fO7T8Tj4BnARZeJkmSM2f3ia3NfMgSWghnVMmQuXF5c3aTqF7N9xwOvAbTAYqNlsqtvtxu5/P60qDY78+dLkTGvm2rtEOJsJiONytoHAA+Pn8+EG1EHarPXh916ekaabHDQ6U4yRTd/bWXfeFxniM6y366/rpQMtB6wYWUC6Oyqf87e987t+ESS4U/EsDfICuMNJ4dyliU2B0eP72F3uhV1yFh37SaP9bDYbwGI0GmltbU1zc3Pa2dkJYHN+fq6DgwM1m81IxedyuaijR5aKxWL0Ua3X61Fbv7y8rNXV1UiJcszx3bt3p1Kqe3t72tvbC9ALkFlaWlKr1dLx8bEODg6itZFnMQAIH3zwgW7duqVGo6HPPvtMX375pV68eBHMlJcgodtkrFwnAMV0K2AusS+SAmAz37Qk4/4EaWR16JlLyQGgOZudnFyIT5Ku9BIG+caNG1NlB8iE95RGb2F1sRPYJUgeLwHgZK9sNhu+ELnCF7fbbe3t7enFixdqtVoB0ABTzthShoW9c3aWe2NPWA+3O5JCVgng8Bte44u/G4/H4YdYW/fv0sRu83n8xsLCwlSZDPcHD6BD2EJkBrKGAI/epwQDYADG7oEn2Q8nHFhTdM039TnmoHwQechms1PlXDDH7zVYdWCQgkn/DMDBUx+eDk6ZPmkarPIdp//dkXnK3Z/pz3GhSoGJgw9nJpwVxEhJk114zrrxef+ep2q8FALjx2fSFKhHzc4acxZymoLnHfz9AWrpXLqieVTr93kbq+Usq8+Zg2AHIf5sxuXvDZhJx5bKlr+ng1XA86z34LsuI7AE3pybtXCgnK6BM6az5tvl27MFzoK6nLlxTOfB399Bskf83Itnpyl3vxwM+lynzGe6xrOCGF+PdO3S9UoDifTzs56frmO69u/65cEG//e5IhAlm+K1zz7PXpPM/9PMlcud6xE/I6XI93HgHPdMT1QyPPPz8wFmZp2/7qQADBQAl98R0EhXgO/GjRtqt9tv2DIP+gkg2aU+GAymdppLVwHUysqK5ubm9Pr1a3311Vd69epV6Cj39E1tgB+eCUPnoIZ/8123i54thEn0rAI/h+2EtPHyDQfPXqLkQa23LHJSJg2EWUff4c7auLzxnthigLMDHp7X7XajfaJvtnY/wbjdTnDxbjCjTnz5XLtdZa1cL7w7Teq3ZtlTadq2eCDvNtnXPy0nxMbNyix5Kp9gIPW7yC76x9y47fSM4HA42eztWMsJCGQdsMozUj/0ba5rC1aJcABiaQ0dF2lz6j88IqFGyxk4aXrHOILlKW3/DEoqvdlOyBlFaq28HhJ2lNM/iF4cqHoNCAaCKJXPcM80deNzBODgD4rK+2Ng+PxoNIqm9TAYrVYrDGrK+jqrzDhQBhgSdyI8N71QHGf5fE1hCwDOzK8DpxSE8ixP9fs92YyBUrPmaWkJ92Ac/M7Bt4NLDCI9VUk3tlqtYNiJ5pnX9I8/z1kWPu+Nnt14oQ8pw+11Tmmw4sGdA39kzFlo7s28MAYPHtOUlqev0nqr1Im5gcPw8rOUnfVUFXLtDsqdBuNxWfH7Y5R9N/C7flFWxOUlQm7v6DXpzJs0yVrAPFHL6u3rpDcDXL4L80baGoAwHA6DyW2329E1I5O5qrVst9taWFhQuVwOcHl0dKTxeBwpYewQNqLVauns7Ew3b97UysqKpKu1rlQqYYeXl5dVKBTUbrdVKBR08+ZNVSoVSQobjn6yURKGdjwea3V1NcoFisWitra2dHh4qJ/97Gf6/PPPNRxebUxy8NDr9cK5c/maoC/Uv3uze/RsOBxGWp763n6/H3rG/MI+09XB1x09x35Q7+iZRAd1+AxYw9FoFMGFg2jK2nyvCffwMgPmLJ/PR8N//CR2p9/vR/P/k5OT+BmBDf6GoCcNXmGePRDI5SanTXmKfn5+fqpsL5vNTh2W4KUYMMoOYsk2UBbidhM7yD4JJ0y8PzupffDKjRs3YsMZ78lBEvhF/DNy76AbvwK2QF+ctGG8fD/t5oC8SdNEEHqeBvveJeCbXtfWGjtb6uAjTYP6bmxp+gQqUsmz2kt5VClNs0gIGYKJsKN80mRDFSDCe5YiLJnMVQ0mtYw8DweLgCB8KesJY4fiAMyl6UJvfy/u6YCA8Xj01u12dXR0pP39fR0dHU0ZQYyLzzNKAGiWJhujZjHG6XzyO7/faPTm5jmAE2eEY1wwLLyjGygHqTgvnKGDd2ccmT83pA5GZ8ljuj7I42AwULvdVqvViro72FWcgxvMWSeNpKwJKSOCMNbCwZc7vlllDtyX73i9m9etOTh0mfd5SsEua8oceDrZwa0byDSQcb3y5uHMQ3r5mjP/LuPIE/PirI8HCDif9wWseh2cNNFHguKLi4toxs/mk0wmE4wmKU+Ca8AvwTf3R55xgDhIBwbosPdQbbfbcZrPcDiMzU/s4s7lcur3+9re3o6jTJFbQFu3243m9277OV2oWCzGRicP8ldWVpTL5eKAFOZrbm4usiSAEECMEyNsmPrd736n3/72t5F6Z4MWKVi+B6BzGzU/Pz/FVkmTABsARaqfukPGR/kLoMs3L+GTsJ9c+AdIDy994plvK7nx/qVuK9ErgCtlDm6/AaSk/kejUcgDnXbm5ua0v7+vly9fBlAFhKWN7j1dTW0ogN51nTXlnc7Pz0PO+R6lF+73yALkcrl4X2c8M5lM3Mu7RQCiubwO1EkI8IBnbx2rMEesv5d4eaYAefBshfs+3mM8HoeM8M4ESJSNFAqFKBmhEwSngDl+wbbTLstPTPym17W3xoA2Z/g8XUDqCgNKmog/DtocYDjAkt5MXTkzh1LwGdIspFcwjs7UAoKcceU5RCru4FOgjBEioiyVSlOOw8EgxsdBuKeyHBjhnGq1mnZ3d6OZNYLoxsjrJh0Ue3rA59EBgbOeabqEeeT3bvSYX3bwepDC2FJA5AAZp5qupwMwTwk5M8Q7+Dg9MmddUVTmqN/vBxMEe4NB4L0xUB65crkseOTLSS7IrQNy5iJNiXoQMyuASA+LgB1zFi2dW5dP/xnPZC48QzCrzCEFq+5o/GxuzwT4Onp6zvXZ18Vlnc/z3sim24/34aI+DvZMmmQLYH7K5XLorTN1ADPf3czJT9KEQQWg8hwArGeavGSA4Pv8/Fz1ej2Ogj4/P1e73ZakaMNXKBSi9pG67BQYNJtNZbNZlUqlCBYvLy91fHwcG3RgaHl370N9eHgYAJGfDwaDsLmj0WiqHADH3u/39dvf/la//OUvY+PP4uJi6BDslgM0wHKr1dLFxUW0GnRAgB3sdrtR78k9AZ7oLHYFkFYoFCLbw0lQ1J7ybg42AJAeXKZZLw/unPHzbAdrD2MKgMrnr86tZ/0AVOztkCadKSTp1atX2tnZ0XB41Ymh3+/HvZgvlyHfKAgwRhbz+Xx0e+BdsEudTifmE3vimc2Li4toBcXmNrel1MKm/hF7yM95Z+YIHwUDLGkqW8DcOuOJLmHfGJ8TFJICXDqD7vac9WKe+D3+pFAohC5xT+7jbK4TB5By3/a6tmCViBQHyML4ZoE0fShNp1Y81YpTlWbXIzqQ9dSpO14HFfzB+ALaPLXiANRBLCDDdzC7kLMhYTAYRLE7AuLHsWJoeAd3RKmQSooG0IPBQK9fv9bOzk6cf+xABqDPfDGPHnW6IfN0kYMTT2kzfw5YuJzRdPDDGNzYch+el84z6+bAhvumIIqI1NMcXnLCujGnKLQHHN4Gp91uT7Uuc/nEiDjYdRDmMsA64+A86EJ+vCejy7Lrgn8nfQf/HBc/g3F2ZoL7+b/9ebAwsxhZLl+PFKjiTBgrY5Qm5TbOuPrzYV38Wb6hwOcN/Qf0vA8XGyRw+P5zHJXLEfPEfLNxjUBZmu6uwWc98+Qkg7NBkkK2JUVje2f60b35+fk4Z57PcZGeJVvhDCMpUbqz1Go15XK5SPX3+/0gE7DFAKBWqxVHlC4tLWlrayt2nnNk7cnJSRAWL1680E9/+lM9f/48NnrxOzq4eAaJ94IQAHQgvwBB5Bo2V5rWCeyHlzYB+LDTzMfphPSnIQAAIABJREFU6amOjo6mbAY64SCK/8/KjmATvUWcd58hGF9aWgo5kialbe73kEFnbwuFq562rVYrWFVAPOUagDbu6yVpDpjYDId/Tls7Li0tBbGFrx6NrjalMVbKSbzfKbbTyyFgjD1Y877DXt/s88JhMRwshM9DVz2tz1ilyUlclGW4PSTAzOVy0VfY28+xeRs8gbyR9UBHCUglxca+paWlKZDs5QsXFxfqdDr/r+borde1BqtOt3t9nDslv/znzp6lLEDqgHG2DnL8d3wHw/A2oOFKnjpzjHs6Hi83SFP5KDbglPdyxsnfx8EL//aIDzaYukqOFuTzqbNJU7/SdE2vXz4uafqc+7ddzm75Z93RubNj5ytj9XpIB88pA+d/eBaA3p0Iv3PZSefWARKOyYOLWTtC0xKSNGhKQbWz4bOAZ/r7lD132fWf87n0malz4nMe4PmVzqv/3P9Ov5MyxDzLg4P0fV3vMN4OklJW2cf8Nj2mFdr7Alb9csbMU/fMK/KEg3MAlOqEs95u81J99P9nMpODUjwY9dQrfwNmPIUrKVg0QJ0zkS5TjB9SAFCSz+cDsDAnxWLxDUAM8ILxQtdhQFutlg4ODlSr1QLAsSMep888MceMl8t9j5MB6Ifrjeui6wF2hMvXJJ/PB3giZc0cut55GQLPc/adMfl9PfAHCDJH/n7S9IYn1ouxE+jADnc6nTfS6MgN8uI+lfmQJoAe2eLfBGWMwf28B1xcnkJ34I18OznlJBH/93XzywN7/u86ybq7rfPfpf7ZZYV1YY6ccKAeln603J/xuS57GQxr46Qcz0SHfSzf5rq2YLXRaER9BeidRfZFYqKc3YTO9nSnC44znS7wXgDNd7hSxtW/QySN8Ud5UXjSac5Y4Qy8tpJWIl46wDt54Trv4ArqAMABDJ/hbGXSQ7u7u6rX61HD5YX2bhCIDmG8UlZQmt0Q3sG1GwfmDpDoAIvLo0zm1tMq0qSHrb83isX8pAGDA3J/Z6/ncyPoTLCDON7v8vKqJYyDf8Aqz0DRnaXgHf3ycTqTna6zs/0+rjTQYF2Yc5dlAhfXG3dAXvPpc5OWWKTjngVWHRi5THj9rMudM7KsAbrlaT9PS6V64M9Gvnj+YDDQycmJarWajo+P35C9d/HCqWBLHSCS/pUmDou5hlWBeaE9kMsw5TnUv2GrUmCTlhVJEzs8Go0iBX9xcRGnMl1cXOjw8FB3796NE6qy2asm/p1OJ4AnY5cmdoEUPfLcaDR0dHSkYrGojY2NKcBYKBS0tramfD6vvb29kLNqtRpAlk1XnU5HN27cCJD6xz/+UcPhMI5SdR8hTbJSzCt2lLSyB6HUnZ6fn6tarU4FFJ6uZ+4oT4BV5r6ZzOREMhhJDkDgwAX6bdPjdTAYqFKpvKGHbntZL3bwu4+kvtmzK8wxpRPUN1JnjIzB7p2dnenly5c6OjoKXwlDzrswD2xg88MIfE+G2yK+T6snB7KezWHuvJSNTXWpXyDghfV3LJEGAay9Zw/TU+UYN8EE7brAEcwRoBObDLaYn59XqVRSPn+1Oc/tOAEEcu11rA6EkVvKc/wUsX6/H/Pg/snf5dte1xasnpycTDVVd1ZTmq65AnAxed402ZnMlC306NCdqS+0NImyPDL2dAuCSzrHQRJpKgcZHlFi4LgPQJX3RugROP5NmtOjW0/RueKSDhsMBup0Oup0Ojo+Pg5F9Hokj54Aqt5aJI3wpTdblPgOVAeSfNbBG99JQTiKjiGGYWY9PXXJ/LE2nnpPWTUPJgBJvBefYdxe1sDPkANfd043o1GzyyCOiu84gHI2kDGxHqwzAIDxOPh0R5cytw4iUxaNwAe9YkyeJvT6Z0+now9+OavmV8qQO+gFrM4C2c7QeVAnTbqE5HK50AFqx9FnfzZAiDloNBra29vTq1evdHBwoPfhIui7uLiYOhucQBr5cxvjtouNJwTP/N9l020z9+fefsoPAAUA5Ond8Xgc/Z4LhUKs2yeffBJpyMvLy9hNjmzR8D8tOxmNrjocUCbw+vVrra+va35+XuVyearfdS6X09raWtSge10nQGxhYSHSw48ePdLLly/VaDS0vr4erZYgJRyELSwshK31EgVPjzuopVzHmT50yMkO3+iGr8xms7EpDX2bn5+P0xfb7Xb4A+ae+sVKpRIBP98nGGEM0pvlCKy7M6DSdBtGP36XzUUOKofDoer1ug4PD6MulRIGgKY0KStI58frslkzZNJ9tW+S4/5k69CD5eVlNZvNqYDNGUSfEzYZEgg7WJUUYJZABcZ9aWlpKjBzVtMBrLPa3poNe3zjxg0tLS2FnKN3MOroLPcFdOZyuTglzu07uutHA49GozhQKJ/Phz1h7cnWftvr2oLVVqsVACRNLTkzh9FDqCk2940sHulypUwk9/eIEAEiOgK0lUqlMNieUmS8ab0ngu3RHobWI3F3zCg9xdJEvzBiHikB4jzC9A1ew+Ew2sK02+3Ysc73U5ofYOjGlHG7cfIIEoF3sCtNgAxK53VGrE36HdbW04RulIl6cU7UBzlj502m03RMCq54Bv/2MXgZhYMu/9trzzCOHn3yOWf9ne3lXZwlAqw6y8j6eprOA6BUvlNmkvfxNJYDZS5YOHcoqQ46qHdZ8PnlOd6Umvd01pnPuZH2dXGQz3f93oPBYIrd4x3QSQzv6empDg4OtLu7q52dHR0eHup9uGCq0pQjDsyZbweypAylSYDjnSxYv7QLBHZzfn4+SmP4LmwYl28+7ff7AVgA1evr6wHOnAVaWFiI3sak7glsYUFhGMvlshYXFwN8dLvdOGzAA7BisaiVlZU4zhSdJpCjm8Dp6amePXumer2uy8vLqdMFOVSAGr7FxcWYJ/cv6CHrgoyT7XFb4H4CMOn6IE1qhv05BB8EHAA67FUmk4mWWqurqzF3tJPCP+AbWF/sg9tpdpB7LbADZtaQsSJP2Ak/0CSfz091QSkWi+HLPGt5fn4eAIqTzugK5KCRemDsl8svZAw2i3IGZxndN/vmMmlCDDAeghHXD2d/YUb7/X7Ybp6FjUqzVYzr4mJymhz3oU6YUhWIEsbmc8G/nfxi/NhnabqMBHlxPQE7EPw0Gg198cUX38w42XVtwapT8h65I0D8DMMHOEDRHWR4ilKaXcvmTKanNzxNSrRXqVS0sLAQ4BElwxkTbfEH5UoZLcbAmFyJiSY52xoh8dQnY03rL1FoDBbvQe0SzsGBKp9BGT1F6zstMZyepoa1801R3M8jcGcpuRwEeuqM92K9maOLi4tYc37vc4AD8MCAZ/j8uIPm71ROHACmTLiDNU8BOcPnjsYjYgeG3MuNjNcduRz5dxwYOmB1xtpLS3x3qAccGGx/V37vfzzqdpYU4O3McMrowpAjNwBW1vVtgMmDjFnzioMjDefy1O/31Ww2o2k2B1/s7u6qVqup0Wio1Wq9IY/v4sXJTswvc+vBF7bM5ccDWFgcl0XkHUCEY+czBNgAHdbP2ZrxeKxKpRIbl7BNvV5PpVJJa2trsQkUppfxcb+Li4tga5F5yI5CoaCVlRWdnp7qxYsXoceclEXqlRTr4uKiFhcXNRpd9aEGNGWz2UjNM0+FQkH1el37+/sx1wC80WgUILbX60X6Hpve7Xaju0CpVApfBhPJMwA/XKenp1MtwVgnSbHz30Fhr9fTysqKSqVSpMG73a4uLi6i4T6sMfOM7ykUClO1vaR8uffS0lLYE4BcLnfVzgtbxrsXCoUILGiT5MAXRhsG2HWfcWNXeD5MJMwotrbT6cRYPbvmJUS8EwdHYH/RC9YPBhc59+wm9pmgj3XyoA6b62WB4/FVv1RKMbBfmUwmAm9sJM/xUi98FTrAIRcOqB0DELQDzE9PT9VoNCLzwFy6bXB5Zs6azaY6nY4ODg7U6/XUaDS0vb2tnZ2dCBa+zXVtwaqzTSyQ9GY9HNEEguICDVPjjj51gtzPwaoDXcDbwsKCisViROqZTCZ6w2EkPSUpTTeTdwH39H3KQnnqRlI0Ax6NRtGbkO9RcuAOhvfh2b4b0VlDmAv/risgIMYBhadj07VyBUp/zuWAwh0mAIO1Avym8zeLjfX1Su/NfHA/7o/zJGJMGb00CndWg+9KiigcJgYnh1HkcgDPhUynrCFr5u/kMpzOqUfhzrCznjQOd7CY3pM5TwG4j5HPEpQAKjzthNH2cROA+e78lD3iXj5PDuL5nMuid+TwABCgenx8rN3dXbXbbQ0Gg+iBe3BwoHa7PRX0vOsXLYycPXE5IhBuNpth4wBcrD+1cQBWt2HSRIZcJ5FrHDX1mMPhMNrjPHz4UJ988om2t7c1NzenjY0N1et11Wq10Knj4+Ng1ZaWlgIQAoKoxXc75se9FotFbW5uamtrK3b0DwaDKLm6ffu2MpmMjo+PVSqVpnqYrq+vhy1YX18PvV5cXFSz2dTz58/19OnTmAtPxxcKVwcP5PNX7ZNghGmL1el0ojUS7DAApdfrRaoathF/RK2k+7C0nIZ1gzih7pYOM8gA9gPfwjwuLi6qWCxGsIuOe4DjRAd9QE9PT6OeFP2EqaRVE4Hq+fl5gNPhcKjj4+MIMAHkPNNP06KsAFDNOACs/X5/qm+qM8LOlgJ2PZgC6EJMYf9hNnn/drsdtg/W+vLyMsAfuAGbBukDSwzL7cSVM9FOPuEjvFUVa1woFCLTC37BPiJP0qR8Al+KfALCmROALvaRfx8fH2tnZ0c7Ozt6+fKlWq2WarWaTk5O/iwlANI1BqspWOFKAZH05tGBacmA/zz9/ywQzD0RNNgANhp4P7QUGOGcWXyvWQSoOijwGjsfM8KEU/c0KcBkVlGzj8cZV+YRQEPdEKBkVh2iz7enot62BmmqIQVo6Tj9974mGEJnKv19Zj3fGUgHuA7yUibY0+zpOBw0peP1qBaZwLHgxN3Q8Hn/uYMrZxw9iOFzs97Xx+v39syAM5uUjzjzyft5mQLvhVN2Y5qylzyX32Eo/XuzGFofq3/O9cjXNZVF13efB5xEr9dTq9VSs9kM59dsNgOQUVv2vlzIuQejnq5n7tiYQa0lgR1sm8uv20b0ysEJ93dgQmBPCrNYLOrBgwdx0hIbuGDveBbfdV+AHSOIliYpc2Qee5nNZiMjxv89g8Q7eOre097IGaUBgE9JWl5eDgY1JU2Ye087E+yxJh6Ae8qdcebz+QDd2Cpnb93W8b5OvLBW6J1ny8bjcfgzD1jTYJWfYyc888MY8FGM1e0s8+DBJ2SB+zSfO+7NOnnTeScL3H77uD1zw/z6s3iG2z3PZsHYSpM+ow5WvfTF5c5to9tOB4i8u4+NMWEXU/vGWJ3YkjQlv862ExTy3BQDAfLdp/NvbAXE2/n5uXZ2drS9vR0ni3U6HR0eHk61z/y217UHq2nq2B0awsXieqrWWbBZIDZ1eCkTh+EleiJVBXikyNgF1p0zAs/PqafyqDsFX6kwkVK5uLiYanTN73mOC7inI2BfPa3A5zEAXnfpbKUDJo/SXSFSQ5Ey2PztY2QN0ib0zoZjEN1BOhDj/57WIZXN/9M5dSPOO3l6Jl1/XwtkSJo+GjSfz6tSqWhtbS0aTKcMcWqYnLWHiZAUTsM3fqVzyfPTd+O+1OuyLp4mx6i4PLhs+k5t76cJs8KF8/SWZw6AGY87OL8/DhNWTJr0RPX3S+WKZziL6lmFy8urxvCk9589e6bt7e04qIGNMTBdpDDfl4sjMtkNjhMCBLLZQ1Kwq5lMJlhomC3WkzlnfQC72CZfI+zK2dmZut2uRqORfvCDH+jhw4f667/+a3311Vc6OTnRw4cPNTc3pz/96U9TO8Gl6Y0mDoDIbgGI6aaCrPCdYrGoe/fuhe2BVeWdMpmMjo6OIm2+srIS9dDlcjkY3ePj45hHgGq73daLFy9C/ubmrk5UZMMtDB3kQqPRUCaTUaVSmWL2YFGpB/VAGRvqbLb/nDVxwMUYTk5O4ohZ0t6SojbU/UIul4vDE9AvtxdOeLgM8G7YZ3wK78GmKQAgG86o6ZWu9qncu3dPw+Ew1tCDHA/cSWtj5wiMpMkhCQ5W3VZ6qcVgMAh5ddDoYBewOhqNon8r/pJ+utKkbh+m0ltleZAnTTJHnrGDdef93JZyMR+dTkfValXLy8tTAY+PFd32/6M/1CWnYFZS1KJyiMPXX3+tL774QrVaTQcHB2o0GoFnWFP3cd/0urZgNW0SLU1HKg5MM5lMLCLOmaiB7/lieHrLBdLZNN+BTgGzs2Uwq5569e8BOGBTPYpzY+HRIM/2qNqL41F6gLCDM48UPUp2UDccTlqf+OYH/nZQ4aAb9s/BGwbOmS+P8BzcecToAQNz4BtmWBcMHUbcjQ/3JC3pO8QdsDngSxkI1tGBHz/z9fD35Pl+/0wmE2CQ2ireA2OIc0ydN/Lqxt4Nm7MTjMfn2+cRRsp3MTurSqDhQBs9wsEjKwBSSdE/lucyfpwH7JYDGX7O+PmDvLJubpidqXVW3JliB0C+HufnV6cedTod7e7uqtFo6OnTp1FbdX5+Hiloau08bfquX6T1PfhnLlJWxlkVZIANi6RYK5VK1MBi02D7WNd+vx+pdpfBGzdu6Cc/+Yl+/OMfa21tTTs7O/rv//7vaK0kTWScEg42S3Y6nSlQwv09oOc9OA3LwdTa2poODg4icCMFvbu7q9XV1bAhS0tLWl1d1ZdffqnT01PdvHkzai6bzaZOTk5048YNPXjwQKurq/rbv/1bra6u6osvvoj0MAEY4NCDY9LajI1/dzqdsNsAMUAReonc8jMA0fn5VQ/VdLMbYL9cLgfRQk0pp0x55nBhYSFYY869Bww7WHXyg3EMh8NYK04gLBQKwUaXSiXlcrkIiiqVSpxQRkCxsbGhBw8e6ODgQKenp2q1Wtrb25vaDISMUlbAXIzHk7pfSZGW59/ui9xn+toQlHjZFH4XX4nMQx65HnnXA+4DNmi1WnFPyhzS1D5/exYWYgm7i69eWFiIWmTW0ev3U5bVgwgu9wP8jrKpvb09HR0d6T//8z/15MmTONaYNedYYVqufdvr2oJV3/iB8A2HwxAWFNQdFjvsAJfOSDnYkiZpwxQMeE2OpGAYcOgOMjKZzBTIgAnAIKFAXGlNiqcrUCI3UNKkhZJHTxgNB2n8DmOVFlljsGlrMhqNouC91Wopl8tNNbXHCKA4nu5xUMNc8oxU8Xz8nmpgjd2Bouy8O7+n1sfrQGEAMbLMg8+lAzwHec60epomvZzNdYDuNZe+/tR48QflJjWNkUGGPZXmLJenlJhTZ5W9fILxA/oZowdznmZHDmCUYXfRJWdbYZActGDwkA2AyGg0Ch3xi3E4WMW4IptpMOlglbX2dXPmfzy+Ou/64OBAe3t72t7ejsJ/Ntmg1wCdP1dfwOtysamCLil0A4Fhxm4CatmEc3l5GcAUVsnTmZLC3rAhE2bJ64EBvktL/x95Z/oj2XFc+1NVvUzX1rX0Nj0rQZGiKFmyBX0wYP/j/mDDMCzQhmRI1EqOyCZnepneal96rar3od8v6tycGvk9D4H3mpNAY6a76t6bNzMy4sSJyMiSHj16pB/96EeaTqd69eqV/vVf/1V7e3taWVlRr9fTbDaLNcMaevjwoVZXV6OO8fr6eoaBrNfrscufOS4Wi+GgsKYKhUJskhqPx1EfeXV1VfV6XQ8fPlStVtPOzk6A2Fqtpm63q+l0GoeotFqt6NuzZ8/0i1/8IkOE9Pt9HR8faza72zzG+p5MJuF0Y8sAiJyAB5BkHJ0ldrvgES50AOW+pHm+ujSPgOGYzmYzra2tBbPLeGEbsI1UQKCl6Tt8BwKEMYa1dmbQ1/rV1VXsAQHMr66uqtls6vHjx/r444/1+vXrKLH4xRdf6PXr11F9AZ3S7Xa1vr7+RiQJRllSRCBxDLw/6ABsDIQODrGfdoVM8k6w0qwBD7kDGtHVy8vLwcj6qVeAePrvkct8Pp8BzEQ/ILBgSSGzmBuqBKHvsLfobmQYtj8l0y4vLzUYDHRycqLf/va3ev36tfb29tRut0MfI7ONRiPAaqfTeWc9dW/B6vLycnhFhKtZrB6y9rI8TDSK2YFTmgMC+EoNpOfdIBjT6d3OUAQWoAFgQ1BRsNK8Nqs0z69y4CjNa85hmLkXZzw7UEnD4Gko1Vk0lBLgkMVHTTaUIUWzUYBsPFiUewPI8ffmWmfApDfr8QEkPbzOfdNQvM8tDHWhUIii5D7PPgZeDor5TNnIlLVz2eD5/LgDkHrksLmEfwDM1Wo1wCgbmwCp1GHFoOIA+U5SnCHkwkNr3g8HeLwf8+EK2UOnvDtADfYUIwgzxhx4SomnNbA+ACn5fD5yHQkbpcDaHRRYHI8I8OOhMfruZd98DKS5g3pychJh/4ODgzBysCx+vGehMD8f3UH/97mtra1FhIL1irFGnjwSxM5s9NzNzd1xirA4LodupJELd0oAW+VyWZubmyqXy+r1evr3f/93HR4e6vT0VLPZTNVqVVdXV+p2uzo9PQ3jzO53ZxSRT9Z4tVpVrVYLpwtZAgC6LueceCoYALAePHignZ0dNRoNLS0t6Te/+Y2Gw6HK5bIODg7iUIJSqaS1tTWNx2MdHR0pl8vpxz/+sYrFon7wgx9oaWlJBwcHwQqzUYr3QeaIuDDu9A9mDz3O33FwpWw+7KIShh6dcrCGngVscDgAeg0W9OLiQrPZLA4MYP2iQwj/A74dzEHU4JwiE745Fzvk92McAK31el3j8Vj9fl8bGxs6OjrS/v5+bJS8vb3b5AQoBBx7ulAareE9cVawZXwOWIQcqVarKpfLoeM82kcqjTsFzImTPNgZNtCx34V+s8GOa3wuALGSMrVaWa8AZsYbRwcnzW0i783/YcKdkMAhPTs7097env785z/HBqrZbBbAeHn57gCLzc3NAPPu1PxP270Fq7BWgANfqB6+Y/F7MjCevAOQt7X0M+7nwi3Na9O5kXZA5AxSGgZ3MOHPQ0l5wWMUEGFZZ5c85SBl0VicGA+UVQp43Uh5uoKHtRc1BxW+wPksHb/0Oh8nmjOeDnyZF95Lyh50kKYQ+Fi4A+LNAbXPsYeX6R/9hUFI7+FhMDfayAnglXHy4wdRbrPZLKOknBV3A+FA1RnoVLZ590VMpc+dj2PqrL1t7NO/e4gKY+RsrAPLtC9pX1NHJ72ef3k+/3qaRa/XU7vdVrvdjhxVDIgrdn73eXsfGnmJGKy0Hq2vP3cEYKoAgVI2Tz2VOWQBg8rcYeQqlYqur6+1t7enFy9eRJ736uqqarWapDujPh6Pw7nwDRz0maiR659KpZLJw2Oddbvd2AAJGKBUU6VSkSQ1Gg2trq7GYQOc9ufnrBNR8UiO98dZ3svLSzUaDZ2dnen6+jqiQozdIpvkG51objfSlDOiULBtOBrMH9/xtZNGVgDpfI7N4D4eJvd7eIqYO7ceKaJ5VM71kdstZ/h4P9IPcFZJWWi1Wjo7O9N4PM4cGoTs+jP8//yL7uNa5NTD46mtc/CLHvaSWKleYpxpjBGEDU4XxARAmQiFEweMET/uqDFWnqLBmPt7OGGVyoXr79vb2yhJdX5+rl6vF6AeuUGWHZ/BEL9ru7dglRMZMPoMyHA4zHhRDtQAtJQfubq6CoXztubKgXuimLg/mw844g9mjQl2gIxQerjAQyvucRFCwaNj4judTuzIJbQGaEdhkeuD0b69vY0wPp4gAs5CBqgCVukrTClsiCsbZ32dnYIFlrIhKX7ne872sZilN49Z5RnOVLPIXMk62PRwsrOmXOP35v4oJ++r5+TSN77noJF7MIbIgaRgfsmlIiQOg0LxZC9dw/v2er1gTphnB67pWLnRSBWyNHeckCk3rr4LlObeN4aDefe1g0HxDQ+uGJ2hRca5xseSe2MMmCNPjeC+KQCnH5eXl1E6ZW9vT3t7ezo5OYlakeRoPXjwIOoQMt8o23Rcv6/t4cOHKpfLUQwfnUNYHXYM+UPf3dzcqNvtSlKEPKV55MSZPD8Jh3tMJhOVSqXQVdfX13rx4oX+7d/+Tfv7+yoWi9rZ2dHm5qaePXumly9f6vT0VMPhMMrAsW7QlR5Zc4DFbn8HFZ1OR7/5zW/00UcfaWdnJ8MIr66u6unTp6pUKqrX6xFxOjo60snJSTB6s9lMvV4vQywAjuv1uur1uqS7TVOtVkuVSkWPHj3SeDzW7373Ox0eHkpSxpgzbpKCpQKA4MgC8tF36F8Az9LSUqRleHoO33U9Kc3rllcqlQDl6AdJmdQkz8knasJzXQaYU9YU6x09SbQxJSwA34SjJUVanTSPuBWLRdVqNTUaDT179kzPnz9Xu93W/v6+tre3tbe3p+Pj48zBEH6MLfeCmJHmemo8HoduIcII8MdBQ46c0Xeyghxs2FKICuwF8um6mN9hKxlHj0jAduJwYXOw74wh4wtLyzjCwDq5ICl0vxN5pGxwDPuLFy/0xRdf6MWLF+p0Orq9vY09BsViUY1GIxw/aR7dwvF7l3ZvwSrJ2O7dFgqFTGgCY4OBY+EQYhiPx+GRSVkmz70LKet5AnwwsiwGgIMzZsPhUOPxOFPL0sOeDsDog6RMCAAPGXADAF5ZWVGlUgkvE+aAHCOUCSEKBNXZPAy9M4HSm0Xupbni5HNnL1gMzoK9rTm443pnfpkDnuNK0HPh3ONNUxHo0yIwnDKC3m8W+aLQvzf/Tsrues5qynSTxwUjhGElHw0njALkKCeUDmPioXB/dgpUMWxvY0WRlZSddWfKc7ectU3TCnxOUsYEA+QpA+n68hQPnu+hQJ7j84nsoNhR5O12W9/+73PE9/b29Pr169hpjhwRVmV3M+/Ae3s5nO9z29nZifqllUolmGf0BBEjmL3BYBCpVGyuq1ar8TeazzdGFxklP69UKsWpeaenp3r16pW63a5KpZJqtZqePXumJ0+eaDQaaX9/X+fn5wHCi/aOAAAgAElEQVSkZrO74umvX78ONnRnZ0enp6c6OTnRbHZXJ7Pf72tzc1Pr6+vhSC0v39Vf3dvbC9bV633e3t6GbpXu5KHdbuvzzz/XcDhUvV7XgwcP1Gq1gpmezWaxRhuNhnZ2dlSr1SLv98svv9T29raazaa2t7e1vb2tk5OTKIxPzrCDErdhgA5fy66T8/l8bDTyNSQp1pvLN06JpAjteypPLpcLMIrNIczLHF5cXARITucb/evkhaeO0Q/0opMGgGlnbdF5nl+OneN9Go2Gtre39dFHH+nVq1f6wx/+oFarpRcvXuj8/DxqyHpNYHQr7+ORRthKSZk8fiIyzDlzAZB3woSxc1AJOEWfQmwwB4B4bD4OiKTIG2Us1tfXJSkIKfKwG41GpOcAsiGrGHMnM3hX5A77cX19HWkW//Ef/6Gvv/5ao9EoHMRmsxlzhU5FbwCAy+XyO+upew1W07w9Jleab5jAA0Egr6/n9fpGo5FqtVrGGErZQupStgYbDKOHZlFQbECgnibnQZOj6AuPPnO/tAQLyesoAoTWN3LxGYaV+oX8zXMhPT/WQ3oeHvdwhudWAljJE8b7RDGxwN4W+v8/Cal6moQDJvoJkOLHFavnO/FdwKuztQ4wF4FqHwPu4cDW2UW/H597GM6/46Ehac748p63t7cBUgk/sovZlbwXBk/Da2nonvlOwWrKBhOZcMPgjKzn3qbN8wSdrU3vkwJ+HBAPkblD6bl7bqyRbe7h8wpIZc0dHR1pb29P5+fnsesfNorrYFXZ/e8pOhjC96HBTi0t3dUHbbfbUXidGrSTyd3OdXY8AyiQSYA+64rv+JrwyAXjPh6P42QqHHryAJvNpj7++GMtLy/rs88+097eXuxAh/2cTqdqt9sqlUoql8t6+PChut2uzs/PNZvdbWCiHNn29nY8o1arRa7k/v5+OEqNRkNXV1fBCna7XRWLRe3u7urg4EDffPONCoWCdnZ2tLS0FEB3eXk5is3X6/UAQ6wtdOZf/vIXtdttffDBB/roo490eHioVqsVDpNXBiGvkA2YgAFJkXfIJiivdIAddOAIo4pOBThhd1h/zC9sOgDZnUe+7wDSdS1OzWw2iw3IHs1CVwPu6KOn9WFDiVBJCmANS4mDCSsMkG40Grq5udHjx4/16NEjnZ+fR/WGL7/8MqpGoOt90xGgEjbT+8mz8/m8qtVqgERkHZKC8ccmD4fD0KPu1PNdtwVu/2E5Aas4MmAATwvBwcHZury8VLPZjLlkrhln+iopwLanaYFXrq6udHJyos8//1x7e3v63e9+p8vLS21ubgZ2qlarAZSdWQbAv/dgtVQqhYGXsiEnBI1dqyxA8j5QXn6aSMrWpMCFf/EEnUXK5/ORQIxCpuB4t9sNA5yC4DQ07knULFi8X/rAAkK4Ly8vwyv3cDehBC9y7ouCd+V5ABpni4fDYSZx38tAwbZ4vz2XyYGdh3UXNQ9H8H+YBa7j3ZhnGLhFAMfHNM0R9vlNv+v98WsdqDr77HlB/hnXM24OFJl3GBHGnOuLxaLW19d1eXkZIIr5BjR4SAd58NxCB6q0RTLO3xhzTy3gfVHSaUoB68bHydeIGyYHsD7fnqPH555y4fPgqTGeQgBbNJlMohD14eGhXr16pf39fQ0Gg4i64Nxyb0JXGENPb1heXs6Etr/PDaDOxhYAhzsHkoKJYje116SV5s6371JGJyPHMEaAsPPz89ChrJfd3V0tLy+rVqup2Wzqyy+/1Oeff65ut5tZbxjufD4fc1mtVuN4UmRpdXVVGxsbsT5xurEdL1++VL/fD+AJQEOO19bW4iheGK7xeKx6va6NjY3YRzAej9VoNAIIw/weHh5qNptpc3NTv//973VxcaHt7W09f/5cH330UbyDs9bSfJ1CiPCebgso3cUaq1arAViYD3QRc+CsJ/NPS51rT91xXYGMOFlEvxhDwuaz2SyTkuC6irWOvfMIF+sSgOhONSDIw9roJMikRqOhcrmsy8tLbWxsaGtrSw8ePNCf/vQndTqdiMiii9xeMU7cT5pvpoUoor/YZ8aIeZLmdaN9tz1pCMgY6StXV1ex7qS5PqKlpA+AFkbeiSZYVCdJyOV22XYizp85Go3U7/d1cHCgX//61/rNb34Tx++SlgOJhgwR4eV3P2L5vc5ZxZCyWPAEAaBMjCfgo8Bg4tK8N9qikK8DLmfdmAi8fXL6UCSev+ehbwdui8K2rkzci0375GDM34O0AUClL7r0HlKWkXTw6AxWCm68P/47fXDA/zaQnjbeIx0b7odS8rFxoJveC4Xjff1roNnZ10WKwseY93PWiD45a+jKx8fSGdg055e81NFoFAYMA4VRT1lS5Nxlyfvu7+n99+/yf/qVAha/NlV2yC19kOYsytvG+79rqdxzf2f1GVvqLrZaLXU6HQ2Hw1CmsCOemwp4ZezSdf5dKNj70BhjB+mwKs628Dm7+GG6kCGXcwyplD29jt89kgK4gEnkyElyvM/PzyM6lEa8AE2AT4AoLLDnJANsvA/oau4NwwsBQLQDp8fLd6H7GZ98Pp8p/QdbRS1fooEQCblcTltbW7F5zKMTDnykuWPsTqQ77XyXv0nZELuU3fzm4Mz1qz/Toxre+N3fneYkBXrASR3Xoa6r0mvcEQXMOoHhebg8151sZI7rHj16FJUkWq1WgGdYWX82jKDrcd5zOp0GkZCODw40/0+dd8bCbQVzwfN9Q7OTGDCw3N+jsn4/18+OIRg3vuu6m/t5ROzy8lKtVksvX76MCNXV1VVU1vA8amQGjMHc8i7M4bu2e6uNvUgxk4unUyqVdHl5GaERPFbpzVxMN7CuyNLJl7JgzUPW1Wo18v7IP4SZHI/HsRhRFn5v7gU76eyt99cZVQcZgFL3YkhB6PV6EaZzIXKw5oDLx8HzeHh32E2UAuPkBwawgDxn823Nw/pprqSzcfQdL5IFz+ew6Bgnv48rsb/G7nKNG1HmxBcjY0V/MBoeEnfl5+xsqphTQ8R528w3Hjk1Dwlnd7vdMLz8MJ5vcxhSh8yVWcpkouhd8fv1GHh+GGsP6xUKhcwmq/TZi5qPMQoVxxID4rLgO1UvLi50fn6uly9f6ptvvtHJyUnk4QE42MhDfxlbZAhHgHd4X8AqaxvgSG1E2P9yuRw5aJPJ3cEh6FY3frCjRL3IzwNsIKceDcFZwCF79uyZms2mXr9+rdvb2zCWkjLzApOOvqds1nQ6Vb1e149+9CPd3NzVbt3d3dXV1VVstsnn7w4UIFT76NEjPXz4UNVqVfv7++p0Onr69Km2t7e1tHS3wXF/f1/9fl/VajVyeQeDQYwTwIgSWZAoFxcXOjo60ng81tbWlp4/f65Op6Nvv/1WlUpFT58+1fn5uf7yl79ImkfY0C0ehQG0ANbIGWZ8WcOAWa7xep3MH/PT6XQCnLtj6k61kxg4xq6zAXYwnu78sH5zufnmTXQXfUV2nJQBjKXRTxwhTlwj3zeXy0VOOrrCx2N3d1fFYlHNZlNbW1v653/+Z3W73Yge0idknHq7aUSJU+62t7fjue7kurOPPXRdlc/no8yZs8I4zujd9JAW9Bi1dyE3uJa5QE+vrKyoVqupWq2GDWJ/D7YNtt4ZYnT769ev9atf/Uq//e1v9cUXX2hlZUXNZlNPnz7NzBeyBoMLDkI+eO/vot1bbezsh+e6FAqFCEMQasrl7o4FXFlZyeyedq/AGUV/Bj8OotwDJhxA6AU2lZyiRYs+XZjOOLo3h/fuoDHdyUiOE6EkSQGYYZZgk1JGwr1sB1x85iAIpcn3ANksbhY8C9i99vR5DoYAt/zNQ8ooKd4bMAQLwr0IeyyqtsA4OZPJtQ5o+T0Fqym4dZDnJToApr65j/dJWUDG2EPkGBwPSQPOq9Wq6vW6isWiut1uOF+MPXPO5grWhQNMZ6QcuPs4vg1Epl66NC8Z5IycM5fc21kZnuuMsrMPGFjWMePEGvZd+vSFCMZgMNDx8bH29/cDHJCXtba29sYpZ647MKie98zz34fG3AFAKcbO5ieOVpTmYXxnqGkXFxfBYjJvhJzRVTChABGcX4q1/+QnP1E+n9c333wTNTMHg0GcQgX44N4cQToejzOHPDx//jxA5M3NTWzOYpc1QPnjjz/WD3/4Q9VqNe3v7+sPf/iDarVaHCzQarX06tWr0KXkpy4t3e22r1QqAWBhv2BNqZGdz+f19ddf6/LyUh999JEajYb+8z//MzZcPX78WPv7+6ETACTSXDfzL3MwmUwipxrd44RDmr7jKQDcjxSYfr8fui4tM+UOZKq/2FRMGgjPIi/YnWeAszvXvIMzevybhv65Dp2KbXTd4JHA1EnO5/NRx3dra0tra2t6+fKlfvWrX0XVAGSMvGjAoqfBATDZkOcYwaNbfNcBObaTk8TQ/4VCIZ7HmGNTAKRsSPSIEPNIxBS5BAttbW3FLnz0rkeZGReXldvbu5PSvv76a/3Xf/2Xvv32W+XzeT18+FBbW1va2dnR2dlZXMs7QR6ChabTaTgC3sd3afcWrKbsqJfT8BMcoPlRfHh/TKoDF2eQmFwWuTOgLArCPsvLy8GkpkD1vwMIDrykeS4q90nBqnu+eGdLS0uRl4pnNBgM3tjZyLhJ8006fAZo5F2lbKjaww40DAahLt8lyb8oHQfn3J/7YdwcDPF8FgNgldCChxh98xxefNpSVpQF699NUyCcpXTZYPF5CIZ+uDfPPZFFf67vivUcLvd+8/m7I2PxkHO5XDCvnDQkKXOymJceWxR2c0fNGXpX6i4DKDfPc/KQmK+9NCdUmp9g5OyIRxmQQWeW/TxyX2s0fw9yJ1utll6/fh1lhcilZJe4y5IDVQdRLve8+/vQAItS9iAOzxFknLwqADrKjy7lfg5KUwfRc+ik+Qk/Gxsb+uCDD/Ttt99GDUc/nlqazwmMOCynA9WlpSU9efIkjqE+Pj4OEMJO/+XlZe3s7IQzeHl5qS+++EJnZ2f6+OOP9fTpU/3xj3/U3t6eut2uGo1GPN8JiJubG3U6nVibAC3kmh3qw+FQX3/9tX76059qe3tbnU5Hp6en6vV62traUqPR0Pn5eTgFrDHkH5A5mUyCiGGOPLJRLBYzoW0cCyJO9A/ws7W1FWkKgGCPCjFvTj54ag3Mnq8Vdtx73jP9ns1mGXCE3kFOeJak0C3OXDqQdR1AhQccFDa7cb33+cMPP1Qul9PBwYGm06nOzs7UbrczctnpdEL/ejko5sPzRJEFZB99yTumOaoeYXO76I6f2wJsvLOXtJQUYD4qlYo2Nzcz+cxplJB7ApyponJycqJXr17p6OhIk8kkKlhQgQkShTUPAPe1gUPBe3wX7d6CVeqlwZYg7Aioh2EI+3CyhYMMFxQ32hhUZxHJd/X0AQTq4uJC4/E4cptYUP4MFnyaL+SGmEUP6yApw9CmTCVGw6sJoJg9l8kZUxSGLzT6wz1hUqU3w7YAE68W4MyqL1gPpTJ+hD68HilMoo9FCqT51xlDvEEPCfNMB2DOHktztjV1IBgfDICHv9L5450wKl4WhmsZY8YVBeW5XvSFxvfw3lGONzc3wUSUSiV1Op1Qnr1eL5PP6n11VtVbCmJhEVJG1BWbA3pnRFFgMGW8J8qZ53gok2fwt2q1Gik1zPeiHEPGjA2UrVYryhVx9jo1GGF0nDX1EFrKHmHsuP/70IbDYdQRlbJySzF85gxGsdfrSZqf8U5kQJrnrLpjS0SEsLU/B5nDGAIcOJmo3W6HwyfdyUu5XM6wmRh1yvTxHeQDJ8/nG71FEXk2WTUajegHdWQhJshXle7KU81ms0gxAxQ5cyXdVa7Z3d3VycmJLi8vtbu7q1/84hf6wx/+oNPT06jJyrGtxWLxjfQe1hU60E+tcgYXwOCRAc8fxkYCYDc2NnR2dqbz8/OYOxhML1PFDzvTqVuLHnPig36zfhl3dCClIz2fnecwP06cuJ1Dl9BPd/55RyJtvoGVuUZOnzx5EqeicfwyckwaHdezFhxcMjakKaA30J1p+pI7Ma47iU7yXqkucgcaAgj2Eh1Jw64jb8ixs7X0g/fJ5/Nhxzmd6vj4WO12W/l8Xuvr63r48KHq9bqWl5czMkjlBI5chpXv9/uZfFtIq3dt9xassouPifUyTnhYs9ndMX2SIqzlZVcQHAd+HqZ0AMck4y0gnEwgJV7IE/VdzZ7EDMCFIZSUCTvzg0JhMQKG+B6NfBgWmoO3FHC59+tgxEGspDdAiDONGCLAiS9E34zhjX6xgB0k+zgCiHgv9ya9P3zuzd/BHYCUzXOv3QGie7Y+5z4ezjI7eOL7gDQHgHxPmm9wcFbS2U9XJP5Mrtnc3Aw5X19f1+vXr4MVkeYsJv3E0XLwvuiH/qesv8uYM53Ohqa1Ib1xbx9zxtefDSO7vr6u9fX1YFbTsWEN8P/RaBRMwOnpqbrdrm5u5gXgOU3F0xWcVWB80ggKRgmG6PveAHnMj68hdvhCChDmZmc+P5AEOAJsNEqjQr4e3TliLk5PT3V+fp5hCc/OzjKg2dcQ38MoA6bZREO0izJwrB/0NSH7tbU1bW5uajAY6OjoKFgp/nZxcRHP8ZrHjAkEAZvEACq8349//OMoY9Tv99VsNrWzs6Nf//rXWltb05MnTyTdHR4A0QGgxOGjrBcAh/0I+Xw+CAvWaT4/L+Po6S+FQiEK/2ODYN9ubm6ies7Kyorq9XrkKhPOhUGmBi3VbnimbwKazea1k50Zh6Dw1Db666wp0TKPxKAT/JAAB+lpBBPbyriQpsc4/OxnP9PFxYX+5V/+Rd9++22msD7jyvtgZ3O5XFSOgJF2MsWdMtdZ3Jeog2MQT2/yNAzWlwNmTwEAt5Afztrb3NwMBpY0jVwuexwxMgHrfXFxoW63q1arpcFgEHmqu7u7sZZJNwRwEw2T7g5qarfbQbStra1lSLd3bfcWrCKs4/E4jJukjJFz5s5roNGcpZTeZJr8uyl4ccGCQvfd9ykT6uEOZxAdYPLjHpx/D8H3HZAIgnuZDjS4NmUL/bNF/QQkpuEonuFg0sGdPycdu3S8ndnkd/8/7+ifefqCM4ZvYw/9s0Xz6+FfZ9ZTeUjBrr+Lz5HLRzr+6e9p6N1ZpvT9CbV42Ho4HGYcHwfQGEvu4c5Y2vjbos/c00+vcbaaMU5lLb23v5ePq+er8j4+/oyPG46rq6sAJKPRKMrDwdrTL9ajy5b3KwXVGIHvamPA/++NOp6+JhxUIjtEsnwzTjr//M31guuO9Lu+lnFAHKSgT3GIAFU4vW7oidjA2uFAY5gx1pLiqFUOhiH3tNfrRXieUljkYDoB4I6lbyqS5rLu7721tRXADiCAfh0Oh3r27FmAGa+NyXv5xk1pns7F+GI3aMgvDJc3z/3GTjrhIM1LMHrEyMP+AKiUyXXGME3T47vIjDu+9JmxZexcV9JfJ39cd7pOcSCWOuw+V5VKRc+ePdPOzo5evXoV4WvfNIacOlGErnKSgnXj17l9cf3qOtKjX04e8I7p/GGbGYuUjHFiBxKB+WWc3FbzbpRfgwAhNYv8W8/rd+eE90QGPILpkc53bfcWrOLtSvOF5RPEAFE3kAL7Htb3+pweCkV4aCk75mkGKNher6fBYKDBYBBFeZ1t5Fo2ZGGQYR7Ic3X2E8FDKNPTLDzvzoWIMeFvac6KL1jGgcXBuKGUnC3FS8J7w7PEeKXP8vFzMO6KxxWHKxlf2CxOHA9fEIQlXPnyTObSAY+zanyPhch7O3sDw4GxxHhgMN/G2PJMZ4EWpQS4s+GsKp+580CIfG1tLcb+8PAwPGry8XwHrecLvQ1wp82BXZqy4grW2XWPALgidFCSgnmPNKRsaOo0uBzBXHQ6nWBVW61WHG8I65E6UYvkjr+7/DDHgIfve3v9+rXa7baeP38eLKGkOPoXwMU69J3pyIaHfj2KAygh1xV59KoLjDOye3Fxof39/dj8I803lt7e3h2O4Skc5A4SQmcdSAqWcH19Xaurqzo6OsqEknnXBw8eaGtrS0dHRzo4ONCTJ0/iuNVer6fJZBL5ubC4Xo3AARosobO/jUZDt7e3Ojg40MnJiQ4ODvT48WM9fPhQl5eXevTokSqViv7pn/5J/X4/Cs7ncrnIxyX8SySFqgxstGQ9YiMArKPRSPV6PQMmXJeS3gCrCBBlY93t7W2AeSJ5DkZdh6E7sBfYZNhmADhr2cGy/5/0PWTJa4RfX19nCCoAuVciYaz81C8cLmdi2WTX7XZ1eHgYOpXx4X3IjceRKJfLevDgQaT8IeeOJXwzMHYatleabzT2zWFp6gdj4ulzaQSUtchpWfn8XcUBogluexlH7Drjcnl5qePjYx0eHurk5ES3t7ex0RAHK02xAwcsLc0rPPBsScH0F4vFiAK8S7u3YJXNJdLc45tOp7GZwkMcJJM7QCRs4snweOUObtzIulCgOL1EFcCT+/M7uSTUA3SgSz8Aq7wPTBONxU94wRmq1PvlXVyhsOj8HVnM9M+Ntod0Ya1gXzgDuFKphCOwsnJ32g0AwIFZ+jdnHlhcDib8+w54XME6M5GyvM7cuNfuDJF7m85MOAOJksHBYMyYWwyR9GbR/bcxzClgS4GTNN9gADBD9pAHgHOv11Oz2dT19XWE7DjPnbIk7Mp1uXKg7my5h3+dpfC1wLt62MtBoTMifNfXk88ln7EJCgPg4DZlJZBlQr2np6dqt9uRN8hZ887c8I6LUm/ciXMmkSoD70M7PDxULpdTrVZTuVwOwyrNxxun5G1HbqJH0Cm+yZLNGG740aOEznEumQMcf8LP7tgzp8vLy6pWq6F72u22NjY2IpeQEC07wAuFQhT2bzQayuVy8R3AYK1WCweoUqkol7s7oadcLuv8/DzGAlB4cXGhzc3NAAE8dzgcqlarZfTx06dP1W63dXx8rD/96U9aXV3V8+fP9fLly3AMIFcIV7OmsBkARcbKTyeUFGCoULjLeQeIeLUYTlYi1xXQ4Ud5A8JYqzBs0+l8gxUlynhvaU6ScK3rMvrHJjLsjqeJoGNJhXP9Ayh0wsjlKs2vhYjCdoINeB5RqrW1Nf385z/X0dGR1tfXdXh4qF6vp0qlEqF/9P7NzU3MKwQSzK3rTydeXOcAUNF9njpARQxPI3HGmPvyTIAi94fY8lQP+i/NNyWyrn3z62Aw0MuXL3V0dKRutxuESC6XywBV9GSpVIr1Lc1TCdhLxDOQ/06n88566t6CVRYWCJ8yErPZvM6c58dgpFGmKCqEwYEOzcEGE4CRho0jOTllEgGs3N83FC0tLcXGJBQJ7CbMHyCJv8Geep6us5muwJyWR+gBeAAdac5ksIi87JAbI0A1+V0kW8Oowlo46GH8fFyciXGGYBHziALmPXzjnAPOFKy6R8r/PZxEPxyAAVZRON5fxgxw61UHpDd31XuoKGWJeT/6gyL1a5g7xtyf4XX4OOlqa2tLs9kscoXIZSO3ajKZZPIOARrMP+slBdYpO5yykIyvv4+nv7jj4eDTQ4koMthinB767Q4O/UHWh8Oh2u12lCMiVEwEhf7QZy+JhZGiT+nmK577vmywIpXi8PAw44j4nAFuJpNJJt8ROcUx9kiVNDdYrqOkudPiEQqMPyweESopm2LDs6mven19rV6vp/Pz8wyjxvOXlubHPQJ46/V6yAlMfb/fV7FY1MbGRpTCwsBz3jlAD5A1Ho8DfK2srKjX66nX60UkhDUEO4nuPzo60p/+9Cf9/d//fTgInLTFWLFO1tbW1Ov1MlVFfO26PfH1R84ihIo0z7HFmfOwOQ4BqRiAVAgOZ/+QE+YMPYxNWV5eVqlUyqRPuM1FN7POXG8jV77+SbWrVCqZED399znHqaIfANSVlZVwqvwksIuLC21sbOgf//EftbGxoS+//FKfffZZAD022fEcHGqP/jhjjF5EtlNc4WF9+uARUQfdnvbnINAbawwyg3nj3uCh5eXlqEvrmILcfzYazmazOC7Y349+kadKBI+N5ZB/9Xo949w6YH6Xdm/BKgnthcLdkWkOmFiQvnPNPTwWvedR8XlqtJ0J8u+hpBF+hCU9aQjlCjsHgMSjv7y8zFDo7m0REnFwRdjA87RQFL54HYx5aCTNe4S5kBQnx3gIGMWIEuN3dh3m8/lQIL5408Z70SeUC+wWY+o7R2lpGgDj7aDdlS6fOQhzj5t5d2aN7zhL4SCYz1IwyvMcSL2tvq4z3J5jBjh1ZoHxcI8aA4WRqlar2t7eVqFwdxRrv99Xp9OJDX+MOwbbU1BYC/TRZd1lwFluxtpzkHw8nKVMATBGG6ejVCoFeAQIpaE9l183YoSlOp1O7DwliuJhWvqCk8N6wsC60ndw7s96HxrOzqtXrzSbzaIeJUbdS5NJd+AHp4M6zhhqZM2NrUc1GGdKDXlKFTmdpVJJjUYj9CMOrus1nA+AKjvp3fF31p/+4dB56s9kMlG/39erV69ULpf16NGjzNGXZ2dn4VB5TnWz2YzjTZEpNtlubW1lnEvklvzXpaUlffPNN3r27JmePn2qarUah38w1s5koVNSMO4suEeS6JOkALNLS0tqNpsBVHlHj7TQWKsAFnQAIBq96LvhneUD3KTpafl8Pt4N/e8RLZ4FkPI+OdPouov1DpvLhjGiAD5G/j0ceID+48ePtbKyol/84hf685//HPIyGo1CxqnI4iemkTrB/V3/8Q7u3DkIx6awDpCTyWQSaQawzIA/lyfuTck/aR5B87QL+o5N8XEdDAZqtVqZ6Ajj6Ho0l8tF5ApbS8S11+tlonE8F2LQAfr/tN1bsOrsE5OAIHv+mf84O8lkpbmBadjRQaKzRR7uxMtkwfp9uD998kXPzyIG0he+C4HnqDAOPM//nzKJDuQcXHi4IX13D2sz1ixCBBLFC9tG8/87o+pGjYUDqGde0rBWCkr9x8fAx8g/98a7OlB1+UMJD/sAACAASURBVHCl6dekfWOOPKTjYJi59nvwu78/v6ff9XwixsY3LEgK0McxeCkzKc1BX+rkeJ9c1tNxc+XFd5zlXJSj6usknXsHKIBVj3ykkY1UJn3d48m7g+rsA33hM/rka9D7y7z6OnpfGuF8IlaM0/Ly/Hx4j1wAEGBVffyked6zO1y+TtCdyKTrRJxf5iJ1wJ1dJfQIsEY+XFfQL4AKYBa5hPjo9XpaXV3V+vp6Rqfj/AEGuD+7rPv9fowRBt+dZvrBc5zlG4/Hkf6CPkGfIuPYLO4JS+VOtOfhS9kNWIzvbDbLAGhnJ2ncx3W6r29/N56dpl+ljq6zn+gDxtE3Cnn/+Tx1eF3Xc/9F5Iw3B4ke2ZvNZsEyMifValVPnjxRo9HIVPXhfXAY3JFApv07butoDrbdGU/ZWH9vJz38d7czAEvKufEDNmEsU5nxtQ877sSEs+/MK/LDvWezWTgdEEkuL+k6fJd2b8GqpDBU1NZD+Xk+nAMRlJV7O3gsUpbJcoDoC9uVKt8nsdlLhPiE+w5aFJALh/QmuHN2GOGDIXajjuLyMDTv4qFlz/PJ5XKhBElATws7o+AcnHM/7unem4fhnQlmDN1AIcweNoZtTL1pB+78MCcO0D3cAVOTGi7GBdDN3z3skoZtYMkdmDEXLmvuwHAtyt4BOmOC7EpZBcs9eHcHX5QXYkzW1ta0sbGhpaWlOPf68PAwY0iQUWTdT5Jx2XODQnNmwI0C75fmfbrjx3NdBggnr6ysBBNAv0h7WeT0OLiG6WBDo8sfIUsYhzRPHJlz9sJZEF/7LjPf95Y6Ap4rzVyiWwErkjL5nm7UkAmMmxtN5CRNweL5vV4v1hjy6BEedikTIQKoErXi+z6Py8vLqlQqkTICO4W8sImI0D8pAtJ8IyE6gH9JOSkUCpHTB1tLf8g/Zcxubm6CBWZdDwYDbW1tqVqtRo4079rtduOdc7lc9AsWV1LmyEzC45JiExppC6PRKMYNhhig7/qM6IszrugBxpe0IkA/Y8+YM+ej0SizrhgHtwWcNjkcDt8gaLjWSRf6yzPIReWIdRjVXC6XcS5SoMkmNHQQc12tVvV3f/d3+ulPf6pf/vKXGgwGYRu85BXvgd2DtHGSAt3CD7ba7QTvSL+lebh/kV3AbjgzvLGxoWazGdEq3oU+gHmQR4/+TqfTKEXn+bd+lCz2FCzD3DmJ4swwayHNW37Xdm/BKsJDSCRlSlP2iO/5hqqVlZUIPTpQSdm7lJl1kIVnyMQ4w8DiB8QCxnwzlYMZrnMWzAEO/XTwTJ/5P0WpESIHN6knmIYj3sYGu2eVet30je/7GPCZf+4evzNcKEL+zvcdCKfgwa9lXOizs5Vc64aUBck8scgwoPTDk/S5H8yCb1bjM5cjDHg61imz6gvfm88ZssP7wKKSirG1taWHDx/q4OAgjKjLDsDa8xFTp4w++bs4eEbWeUePDLhjl7KTOEPFYjH6zbGcnsfNOnHwgkJnLqhT2ev1Qtb9jGyfI98ch7FwMJYCapfX9wmsMnboG887dRaPOXZGVZo7xnwmzddIoTBPe0JO3DkkJO9MDoAEOcB4+yltksLh9vdw4M071Ot1NZtNnZ+fB0kwnU4j9+729jbAb7fb1WAwUKFwd9CLAx7WNUwW4V+XWc8vLBaLESZlnWDI0Tv9fj/WRKvVUqfTUa/Xi53chOKJoqTPWUR2MN58F1DDOvH8RZwQwtowZymg4llOEriD6s49oNnrryJTrmtx9L1iDmPkhBPjCVjz8XZbQ59waAD2Trqgb9h7cH19HRuV0AePHz/W3/7t3+q3v/2tWq1WyBpAjpQAxoX3RRe5/GEnaKQ/oLt4v/F4HOwk44m8kT6C3CN/lUpF6+vr2t3dDdDNs3yPDuNEOggOHcw+m1Rvbm4CiHMKKOlZYAmvQUs+MhFWwD/35nhinv2u7V6DVYwlSswNZBq6SNlQJsTDTW97jjTPdUFJO3hEMD2ZHIFyBYDicjbUARwLGwWFN+794P+ehgB49TwsmjNzAG1nTfye3CsN26CgAd5+Msgi4+QAw5lVmjOP3N+VLkAV1jsFqr7IGYs0PALwcrbPP6OfrvTSsBO/O2uUhry8P644neVOwZd/x+UuZZodpHuI0RkTlMHm5qZ2dna0vb0dJ4r4vd0bd3bDWWRvDrD9h/dAnjyM6EDBASHGslKpqFKpZHYXe9jT0xRSRpUwdb/fD0CB4UJJo+BZm55j6My3hyd5jv+4jL4vDR04HA5jswRjRngPhgYdhj7x/GsMOjrJASR6GEfCo1w4T+zuPz09DYBAKgJsKIcFsOHTz2svlUoBeAEt29vbURUG2RwMBnrw4EHsmAasdjodDYdDraysxMEHOLeAdHTqcDjUxsZG7FVYlGZAHit6vVarxalRw+EwQAs5s6enp5LudCMgu1qtqt1ux5oilcAdT3SVRxh533K5HDv3HagB3rBTACN3pFO2EJ3gUR9AKQ12zx1YT3dDf8xmMw2Hw2CGkQXu7XsDnIhwcoBIodtQtz2eWuFEggMod7zz+bsNnz//+c/12Wef6Ze//GUGWHqqFfJLlQH6Iylz1LmPC84bz/YURid7kDt/Hxzu5eW7Umjb29uqVquq1WqSsml9PMsJE4/YzWYz9Xo9tdttHR4eRs1uDlFCjvzoa+8HhJtHHJAx/ubRyO/C8b+3YBXFgSflYBQj7ADGmTE3kA6saGlYTJp7q0yE5914MV0/NURSZiclJYVIUk+BAkYdIwuAAgQj2P5uDsRQ7ixSDDljxU4/F5z/E+CFomUTAGUrvKxHmp6Qjqc/05lj98idAU7DUT5W6f18rmAUGCf3Nl1JpiAlBaPOINKv1OimIBvwSz8xIBjilLWnpaA1ZQ3c0XB2Q5rvQm00GtrZ2YmQImVd+J47Ha64ARU+Pmnz8LAzsM7cMhY+DyhO5qBcLkfZF+TbZdXBuY8typAKAP1+P0r2uFww3tzL03KQ1UUOQfp8PnMZ/j43QAKnAlIr2ufdDTsOtBME6Cnmz40Y692dHAAGThWbXjc2NnRzc6PT01OdnZ1lmLlaraZisajb29sAepyEhOMC6On3+7q+vtbHH38cG6bG43GAhX6//8bmpGq1qslkEpsTqa8K6zgajbS2thYn/eD8uRM8GAxCNieTSVSLYbwajUboEnLNb29v9fXXX+vbb7/V5uamPvnkE7VaLZVKJdVqtTfYNYw/IVlPj0Dfw4zxbkQZOMpVUpxC5f3jMydM3A7yvrPZPDzsa0p6M5qGfaCvTu6QIwzL6fqJcluu65g/SjjCZOIU8y/y6no81Xs4sthF9EGxWNQnn3yin/zkJ/rss880Ho/DBgH8Z7N5ria5y85mM0duV9NIgDTHJtgN7JMz9F5y6vr6WtVqVRsbG9ra2goCiTXnQJG16A4IpBml3o6Pj4M9JoyPrvQUNwA6sttqtULmwTPFYjHG0esp40S9a7u3YNXD8VDOXlYIoXFwgLF2AOphTD73UIeUZXHdW0JJkes0HA4j78jLPrBIXVgXAVUAGpQ+k0yOqzMNDnb5ntec86LoMHIADc9BAcj5OKUsJGFC6jACVgHfvsnF38u9cQ/PSoqwI/NAv/EI0x2X7iE7SHHQd3NzEzm40jwUgpLiPR2MOphMmd5FDkwKQD01w8Gqj2EqWylrh3JxRjEFYM5AOXPA2Kyvr2tjY0MbGxvBrDqjnbKHPAtlIymzWcb7knrm7i37+yDnRDv4PnNYKpWisLgrZgfSKcOJ/LABhiMyPfXHQ33IiG9YQS68XJWzK745EvlyA/19b8yZF9vHuAAqOCBkOp0Go+9jBpPE+HEtgILoADLDdzBwjPnKyooGg4H29/d1fn4eYAdnhwoEzup7WgGnmVFV4Ic//KE2NjaicgQsmIfACY0D0KiZncvlIgowHo91cXGhSqUS+aQATeSIKhXcl/ev1+sql8s6PT1VoVDQ9vZ2AK4PP/xQNzc3Ojo60vX1tf7hH/5By8vLevnypZrNpiQFeHYwl27IIu+WH8ApY5fP320Iazab0bf19XXlcrnMRiLGgnunBI/09mOdPdrmESHmFdDtG5GxP56Ch77zVB3+BljHPjuIkuY2B0ckZWuJvjBHOE2+yTOXuztS9uOPP1a9Xg+2m/QE2Hu/N79jW91xpi9EgygphhOB/kXnADwB1M7qQxqtr6+rVqvFe3tqHmOZbsZjPkajkTqdjrrdrrrdbthMnC0vPYZz4HMGo+zEGPrAUzjQHd+VLr23YNVDeixQDytJbx6lyOLiukVM2yLGK2W+/DsIEaEZzxN1JZz2K21uON07456es+hAFWFisXCvFHRisBG6NHSbvruPD31zIC0tBvvpfdJ3ZNE4iPTxfRuISMEMfXdP34FXCvzS1AdnSfk9vbcDPb7rYAfZcFlLAT/X+Zz4GKeAOAWSi77jjWs8PxOgmgLORfPiMu7GIX0n/74/29/VmTOXd8bQc2aluUJPx83HnHFgjcHApDluXOfpBDzDoy6LmHD/cblYxDJ/HxtjmDpJqUPirBsGifUwmczPX3d94I6JpMy9FjmN0+ld3UaY00V5lBhjmjuYkBaVSkXNZjNCpJSM8nxAwrvkLJL6gIOPLK2srGg4HGbCsuTjOUNH1IyQOroTBw0bwfGutVpNm5ubms1mcWJTvV7PRMmcdXbnznW42wKuYb25PsTJAJj42Ps1PMvDyr6HApngO6nTyt8W2U5YX8Cwk0fIIvPE7x6x8cgH/eTZDoqc3Xcd46wl45VG+vi80WgEs+1ssufd8r4eaeJvvK+vEZ7nuo9nOjnG2AJU6RPgldxbxhwHBB3mpJuDeVh4Kn9AZDFfriNdB/OTAtW3ETG+3t8Wsfu/bfcWrDqAg1lFGbjAuifKRguMHqeEONOyaLClbCkqlC2h/dFoFCkAMBIwOr7zzr1RZ36ZaK9p6Iyxs8YscrxAFCshToAsoJf7eL8WMaqAR96dd8MIYTQoYH17exupD17zjxCvKxue46DTPXcPjfBe1HNj9zj39sXoISNkAo/UF5A7DfTFlYfPP++fLkYfF2keJnaF7ePp7873U5YyZS4wjFyP3NCYH3cIuC8ef7VajfAeoVwfCym7O9Z/AIGwVcyZs7ruVHBvxhBA6E4jn7uzUygUghn1+6WGiDG8vLzUYDCI4x8dVLjscJ3L/nQ6jZPfUjbAHSKXLYzDdxG6ug/NSz+RFwd7ybyhZ2azWWzCSA2ROwjsTPbNUa5rXJ5g9KfTuyM+W61WgNVyuaxqtarr62udn58HiITBcqdwMploOByqVCrppz/9qRqNhiSp1WqFYU5BxtLSkmq1miaTiQ4ODiJXkl3mXvuXqjOTyV1dVgBOqVSKHL56vR4AmY1ilUpFFxcXGo1GoSuazabW1tb0s5/9TOPxWMfHx2GbDg8PQ7el9WAJ2cMwQo6Qj8p4emRlOp3GYQfUIGVduGOcy803CHmFHRhXab7G3D78NbKHOXcm0lPGbm5uMqQLupi158SPNC/M7+kmgHc2KTEGFxcXscZT4ob+kS6Evebf5eVlffTRR/r000/1+eefx7ijW72WNhjE9YuH1N32+ru605VuKuQd6Cf2AhvB+kJfE92Q5gcXgR08FREswSEA/X4/M5akIrK+mHP6RNQBmaC/9BP23OePCi7v2u41WAU8OLPpXhqgxo+XQ1AAgp4HSMP4enPvRJrnEXIwgNdHQ7joF33yBGpf3Ch++gALKs1DsywEgCp5Kr7RgWd4nifKGQVAn5z18x2ijK2Hcl0g8fQ4taLf78dCBoykZU987Nxrc4/ZlRgMALm7zsh5Xxyspn93wJMyfSmb4woxZd/cKHuIi3fh765Qudbf3+cXQ+2MKyDfy3+43DgT7QyWvxPVAWq1mqrVajgxzoJhNHydOGPl8wMg9bFlTFNAmUYqFq0d5jEdh0UMLvelrE2v14tjf112U7CLAp3NZgG+3Sn1XDbPU3WFjOx/F6eu3IfmeX6AVJd5/o8uRd7TlBwMs4M89JKvd49ApSlEgEpyT/3vHKnLfekPzgsh0qdPn+rJkye6vr7WX/7ylyjt41GoarWqfD4fTvFoNNJ4PI4Qr6ff4Cx3u13V6/V4PuXTAESPHj3S9vZ2yBJ95HSwyWQSzFij0VC5XNbDhw/14sULHR0dxdnzt7e3+sEPfhBsrbOgnERFag3AgOoBADbXYQ8ePFCz2YwjVZkLdIM74V72j3WEbnAnwZ12wsg+bnyGs8vfnZX0v9FYw8ikM3bYPd7RP0PO3C4SkvZcVe7vugsHzcmgQqGgnZ0d/eQnP4m83kKhEPsBPFpFCogz1OghT48pl8uZg3BSlpp0GXScA3rXrWwkTEkYxwiSMnYe4DydTiPnmpP/yInFAXOng3WFgwkATgkz1rVvZmVuIAfftd1bsJpS7g56HISQz0Q+EgAOoOkJ3x5m8eZMnjNIHipzFs9BIR6Y5xdJ2XA37+AgmkXnIAsv0Nk3Tw/wzx1Y8w4IFMqdhYbSR2m4B+YABm+ae7HRhdNRYELdk5PmOzZ5H2fePNRUKMwrDngZI//XAY3/zRkyV0bMUeqp+7hI2Zqi9JU59fAIoAgg54x56uQsAmEpo4viw2HwceNeGMP0/jhEKKelpSVVKpXIXZ1Op7Gz2dkNDw064HP2wt/R38PHxteMX+vv6WvHQeEih9ABPOuLCgDkqfq40lK2nnWBnHkeO/3xeWQsJYVC9tJM3/fGeqWkEmPE2AGyyFsFwLFZB4PKphdnU0ejURT5R/b4njQHdOhrmMjNzc2QW4AqoBGD7qznysqKtra24vqTkxO1Wi2dnZ3FuqD2qacnoDNns1kcD0rIXJo786VSSf1+P/QcbP9XX32lhw8fanl5Wc+ePVOtVtPV1VUc/317e6ter6ejo6PYSe45kp1OJ9YgYPyTTz7R1dWVWq1WZr2iK50N9HxT2DiX8+XlZdVqNdVqtZhj7IOXAGNHP/rXIw3IBGkT6Cs2t5GT6aFr9AL6lwMbpLlzTA4mdjMlTTy0z/pOgZCzvJ5GB1DlHRgjHFTmFxbdgTn5l/l8Xs+fP9fm5mbUxoXwckeNfrt9dCIF+8D4TyaTeEfuw739GHlOkMKhw1673BM59XHh+dI8wutj3u1249hVnAn6iA71SKHjHq824dE95tbnH91Bv9613VuwKmXZHffWnLFhApydc6+BCXAGwBsGzUNcbqQRHhYdQA+P1/uRAgAXaEAkOU9e95Dv8g5pTpGUPfozBWMAIvfS2D1bKpVioQCIEGqEnH8JrRDOIlSHAvUUAJ8DXwCEdV2QGUcWvSf4e7g/ZT/d6ABw/ThESRlFznymwIvxQCmwEF1Z+rv4HKRpAQ7AnG1FmbtS9xCmM+58n+d5+SV3ylxmGadKpaKtrS3t7OzEvd0J4V2cfXaQyJg6m0p/kCfm15UUMuiKMg3Lp/dxOfV5ZZxubm4y4f/USPEMZN91gacJpcy9G2GUsEdE/MjO96G5PvEwuG9WZL6RTz/GEoDv4WKKrktzhpxrnY114gDnrV6vq1KpRMqHV1Chf+hyQp9ra2tqNpuaTqdqt9va39+PY2HZ+MQmUdYO5azG47Fyubs0LN9ExRpFhuv1uhqNRlQG6Ha72tvbC8b1Bz/4Qeb0LXQKrNLl5aVarVY4+uRDwtgVCgU1m02trq6q3W5HeS82WAFisAscxYltcmIDe0FpKtdbyDX39zzE9NhjTwdiVzxzDDCByeS5pC+QawsrynuQioC+9fUJcHMGFjs3GAyCcOL5XIMsuT5IxwVWEcdEypZocscdR3l3d1cffvihzs7O1Ov1MiwtjfckMoEsAZJJn2EtkFrD8xnn1LbRD2wS84n+pQ84b4wHclssFt8oL+WbqnA2Oao4n5/XdmWtcj8ixDxzNptFdQ3fXIXT4GA11fX/03Zvwap7fNJfP0aT77uhc4FPw7t8lrI3kt64P4vXwayHPdJ7edgWw56GTzxHkOfQZ7wchBUh88XJeDg76IwTwkxzIO1gyoE5qQkOUtyoe0jV7+1AneZsFw1A46Gf9If3cqXCHPhPCowWgQ6/J++K4vfxcvbcx4p+LLp3yq4uav/dtcz5IkbS+8yc8X1O1uFnMBi8kaLAff13/paCwUUtXXs+ns7Mce90/vwePp/IPOPuu/jdYUj74T8Odn2M/bmuPNOoCnLgIPz73nCakAFnVNN1sMgZY6yYa3QTjjKOh0eEfB0Bal1X+5rkXtJcf9IvLzwPOCCkP5lMMuHSdN4xzpzu5AyYp1Xx/RTISfOd+tPpVI8fP84c+cq4ETEaj8dqtVqR6//48eOMw12pVFStVjUcDsPx9Hxijw70+/3Qx95HKevoui5Fj7iTy1g7+ZLq4NT2uGPnIfxUL6RzxZi7nmeM0ogRIMnlAYKFMXbWUlJG5uizy6YDPGerFxEF6J9qtaqtrS2VSiV1Op0MUMRW0C/Xs+mzXHd531yvOfGBA+HsrUeQnPAoFOanY6W61h3xq6urzHHK9MMjbS4LyEBKAjJHjDfzjt5Idep31e41WHWBZ6C8vmNqsPA2PeSNQcRjkbIpBr5o3RCiZKDq/eQKVyLc04XR2UI8EhhevBM8HDciLCgHkXit3lgEDuBYVDxjOp1GGRcv2cEic4+MElWDwSCTe+JlKRwYS2+GsFnkMFds/pHmOxw9/O8LG0XAu/tucJQyu+FhdlNA60xcCgA9Qd6VtTsysNrICe/u7Cjj53PuYMwBoofI3PnA8DCejF0aaqHfDuYJV25sbGhnZ0e3t7dxjCH3Y6xQeMyRNHcYnIFZBMpTeUznyo0IAJq5c+DhytFZOLxywsiw92k/3AA7wHEH0cFtqjh5dqozfG7fh4YsuM7BWMJYuXPBekDnwYgyD4wjrB5yLs0BKQ4+wAS5o9g/URv2A6TpU8iRhxi73W7UNfVKIqw7T8sit57voyer1WqsSc87HA6HqtVqkUuLzEwmk4g0dTqdTG4f4/PgwQNVKhUNBgN1Oh0dHx/ryy+/jOd0u101m02tr6/r9PRUBwcH2traio1ZpVJJjx49iooGPNPtkMtyLndXeokcSMbWmUZpHs3xzbuAcaJ7rCX+xnOkbN1q7gX5AvBNmXPkBb2AvfNoFe/pLK47LQ5k3Ull3XoqAHbQGVjGCXlFZ3E/T9N6+PCh/uZv/kZfffWVDg8P48hS1sDS0lKGHcWeU6JreXk52HXGyNlimEjeCVvnzLQ7daw72FqvFZtGb/0Ao8lkol6vp06nk9ls6lEPj4iSf8rYs8b8XSktSToIOMEZbuQxjdT9j/TUO9/h/1FjgpkYBso9Bzxt91DIvXLPHAXmiwlvxw2cg9V0cRIuQZALhUKmMC59cJCaAmRfTO7NpOyiMz+ATYQfA/O28CgLmmtdmTtoTsEzKQB+XBtjwr/OlNJv91hdccEYwDrw46ka/h7MhadtOCD2NAB3DNzR4J0dqDJuaUjdvXl3dvy9U2DqzMZfA3pu0DG2Xq4l7QfKM/Vu+RsKkDSM9fV1NRoNjcfjKKyO4iR8S3+dgQdwIDNpWJ73dOC/CNDBBDjjjlIkL9KZEZdxZJSNNr5x0oEtBs8ZUZrnSKfNQSjPQgf4mk/Z5+9zI29tMpmoVquFPLLDHaDChgx+/2uOvKd+cOwl6x3Q5OBCmjO1hP89XxM2jby+i4uLyMNkHinUD+B0Y00Invcpl8sZJ0WSqtVqAFMHdjCh1Wo1dBDMbaPRCKf/4uIimFPkzEH/xsZGfPbixQt1Oh1dX1/r4OAgDhwAcOdyd/VPB4OBGo2Gbm9v1W63YwxLpZLq9brOz8+DQEBfUQ+bOWCufN2gZ/v9fuTNAjwYZ/IwuUa6W/9+QhXrzu0I4Gd5eTk2GDkIIpyfAiRkKE0pkeYHAjjrnbKxXO/hauSKd15ZWckQLs4+Yp/9vVZXV/XDH/5Qn376qV68eBFznbLG4/E4KuUsqj1OQ26IOPhzGFNnT1mbEFPI1PX1dcyR772hcgdy7nZmPB6HfLnTkUbnaB5NdaKJDdBegQKHzXEZ98S2v2u7t2A1ZcYoT+P5NygxTwpmA5CDFQcyKTPIAmCyUEIoM4w893SQSOgGQITx9t36/iw3sPTdwYR7fAAlAIY/BwDrwMipefrmu/lcATCGGDAHzh7eYtG6QgYoOKjjehaZf9+ZUVhVgBV/87nyezgzmCbne0jRQUsKVlMG1vvtTk7KGjv77ob6bT/ep3RccKpQcCnATxlBv1eqoFEO6+vrGgwGYbi9UgPP89IzPjYOQvx5yLcz/i5f9AfDwNxiYFLvP30vxsQP+XD23iMDNGSafqSpMOnYc62vac9ZZ12maTXf9wYTury8HEcvAuKpzckYUdTcnShkF2cU0EMOPs9YxO5hgGezWWxCojEf7Izn/i6frD0cNdhZACtOdq/XCz2Rz+cjVxUGkXqqo9EoGCsnIQB9vAeAsdFoBOg6OjrKRJJgwB48eKDNzU3V63VtbW1pOBxmzns/Pj4OkFGr1TIHIkiKM9wpTefMpzPgANlUjzqAw2nN5+8ORwCcA3SwLQ7aHJylG6pchvjXQ9Zuv9yGofdhI6U3T1QkJxlglDrPnj8rZet6+s506a7slINu+up4IbX/l5eX2tnZ0SeffKLt7e3QaQ7AGXtJsVnPWWCe6ZUdfDwhKtLoK2PBpjwY1263m1mDrB1PP6Sf5OgiW5zs5mwyFTUYB+aY9U+5KvpTKpWC3YW5BkzDsrLGYWC/i3ZvtTGLABCV5rcheHwO0wlIS1klD/9Ki8GAf99DIdKc4fTNUQgi/SEc45+75+rheITTlYGDNvqIUvA8V767iKWlj1D4ksKTx9tlPJ3RYsy5Jh173+iAEpKU8XABmsyH5/vyO4A1PW6VeXC2jQWS5qz6/C2SG8aGliqVlK3zeznD546Dj3HKpjoAdYbUFSv5aM4k8zya52K9JyTcngAAIABJREFUDSQiRxxtCitDaRtJEYGg5Jg/L+07ssQYOWinueECWHiOlaQ4I51UB8AA8+FsNkrS5c9BpTteKGhn+OhPuknGIwz+rs7u0pdFFTW+rw1Hnt3wGEP0F7pVUobJwZGcTqeZ3enoEoAUURTmGnbWmTI2ptRqNZ2cnMSzCD1jNJkjNlq5PsMx4zQn1pozpegvdAjVAZAXclxHo1HkKpImVqvVIj1lc3NTt7e3wVJVq9WIJgBsAexnZ2caDocqFova2dlRuVzW0dGRzs/PVSwWVavV1O/3Y22Uy+UYN9Ye4dtCoRBgwyNhjD+EjEdTABMeAZzNZlGGKJ/PZyIunqIB8CiXyzFOHgFJwZ+kmHcc/UU/gCtP72AN+9rDngOE0JGwox6i9vQtZ4P53nQ6jY1/jJE7H8g69nR5eTl2zT979ky7u7sZkoUx9EpD9MH1sRMnMKjgASpskAqBfWQcWJvIMo4YDhVOPWMIRnFbLs11Psw1Y+n61fUotubm5kadTke3t7fBqFLejUozRCkYb49S+sbgd233VhunhikFCz44DkjdMDMxKZvlrE/KjvGZPwfhWpQn5RPlTKiUBT4IuIOBRZOcUvXeRwexfo8UcKaHD7iguTfqnnAa0vAxge3gevcQnblz8MB8OIjwv/s4OjBDSTqQ9Hs5aPHmn72NMVwE2N42lql8pODVQ8h/DQh6c9aB37nOZdL77/LB2CKLsKkoXuZgMpnXHmXsfQ7exgj7GNEv/nXQLGWZAZwM5tOrLXhEwu+VAn+XyfR5aX+dtXYHM1033lwPAITelzQAX9uEF32teRhSmssca5R/naWS5nPpEQMnD/x+GEqPegGiYH2oTuC5mH6Uby6Xix3yqezwnhABDoBgnabTaTjbMLWeygATSSh0Or0rN0UFgfX19cy15XJZs9ksogqtVkv1el2rq6sBdgGnsGaDwSDj4DFmgDJSaZgz3sUJGXS7s5suy07upGPD+kTfeGjcm49tqne5zsE78+n6NP3M9Q320J/jMsh7OIPpZFNqO52A8T440PXr3GatrKyoWq2q0Wi8QTLhOLj8ux52lpr5cF3F/bgOvQVp4/sSuA5yaDQahfMCAcZznO30HGtJ0WfWAgSAr1tfK9h2dCMOputlbAy22YkN1wnv0u4tWJWyJ/y4h5B6dXib6YSy4H0Tiw+yM2AASUkZocFDz+fzKhaLKpfLkdvl+Z8oXkKxHhqX5uEMjIYzQ65QvA/S/EzlFLyxKLx0yurqajAQ1Jm7urrSeDwO5eolNXz3f6FQULlczuQlIbCcUOGLkflJd/2joGFfHag4O03YBw+bsXL2HMXKwk5Bp4drUqfEAZjnCCFD/hnKif67UuXe6QYg/p8qZv83ZUlRdqmM4/nDfLh8ODj00Crnlu/s7Oji4iJTPH08Hms8Hms2m72RaoGhYtxTpZo6a978u8ztZDI/HANDS2SDtci9XW5ccXueso+z/zjw8c0vjEe6dtL0B2dU2fjxvoBV3hv5YY7Z5OQpN4z38vKyKpWK6vW6pHn5nEKhECdcSfO5ROdhvP15zLGzVgDRarWaKV/F55SSqtfrMfeHh4dqtVpRkmoymdfMROd42bxKpaJKpRIpA6QskAvLhq+lpSU1m00NBgP1ej3l83k9efIkdGWr1dLS0pK2t7ejBuva2pqq1aqku/Wwv7+vTqej5eVl7ezs6IMPPlC9XtdgMIiNVKenp/r9738f6xLbwKlvgGOAAScp+dhxIAN1cDkowfPQSaOAbcOR9IgbpAXjxrpyxpV5RWbQg55rjI5EZtyuOkB1W+6pIbCEpCgwr1yHTiMS4KkTsPX8DWaRTX/OJKKD6Bcymc/fVWl49OiRPv3006i1y+dejqvVakVaQy6XCybcWUx0H2NSKBTitEGAKTbNv+tr5urqSsfHx3HAw3Q61dOnTyOfFtnl+Ryqwnh6hQmiWKxt1iMsLgexkJ6T2opCoRD7hCS9gWd45nvNrGLYESj3vjBUzuLMZrMAqzQHI26w3LN0o8z38DYAehQVXltbi3wOz61E+VCPFSreQTVKgWcgML75y8OlKAuEJM0Bk+ZF4z30ur6+Hrk7ns/loYZ8Ph8hIkmRq+WpA91uV5ICsDMGhB8kBUihb4y917xlHviX8D8L3N+FZ/lOSFfKzHMKSJGX1Kt3h4X59rn2hmw5eFwUPn8bkEpDz4vYZeTNAStgmPFhrNwg+N8Z52q1GgaJunrdbjdqTrJbld3NNIwPxsHTELz/KcMsZSsYOJPrG6sABISPnOHwezEOvsvUHR9fEz6vni/F2OCQcp2/E2MHuPYav+9Lw2ijp2D5hsNhxjlyxw/ntVwux5oECOAIS3PHxZkxmFtkAfCE4STPEoCDXDjrSWk2jCWHR3gOP06bEwCDwUCTyV1JK5hQSfE837h1dHSk6XSqTz/9VLVaTV9++aXa7XYA2t3dXT169Ehffvmljo+PVS6XtbW19QYYW19fj3AqYPbDDz+MU7aur6/1xz/+MXMstsspc8Oa98iNy2oulwtWlVMbqc3JOHrty8vLS52fn2s8Hmt3d1fr6+sZ8On2EVu2tLQU90AHssbRX54PKWUrn0gKcscBIrvPU8fd1yQhfGSK76SpQax3UtM8vYpx5V5ew5ox8tA1Y1etVvXJJ59ob28vZOny8lL9fj+AcKvV0sbGRhAFk8kkHBb6iX70XHz6C5hFbmB1kSU/JMDzSJeWlvT48eMMtnEHEBbWGXmPUDLPzlxz6AWsbblcjprsDu6Ze2TWN40TuVtEwvxP2r0Fq56/5oaaSWJBE75BCJmYRc1ZNg8XOTPHYgKIjUajUCowpwi755+Q10LfOXmE6zzsjbJN6Xu+4wYbBeBhL//MjbYLnTO/bEzzXBtyQ30MMRAIIYAd1gOv2cMNMDP0H+WwaFelK9Y0HQLwzyJl3MihAYw4GHxb6Mp/d8YVWUoBpIeUeU9X5s4qeGjEmYM0LcDTUtLQlsu0f5cx8ZCWRwScdcJIY2RGo5E6nU4ck8v4TSaTN5SNg1RPTXBm1XegIl88Ow0j4hSlYNtlNmXAkSOASApWeabnnzNPNDdSKHI8fWdVcSBdN3jU4/ve3JkEsGF0MJ7OrCLbjL0zr8gabCDXAkaQY8L1pVIpZIM8TZwoP2kPA+k56b1eT71eLyIFt7e3qtVqwTzi+KYAkND7ZDIJ5ggD3uv1ovJBt9tVuVzWxsZG5PKSinBxcRH65/Xr1xqNRvrqq6/UbrcD+FxcXKher2t9fV0PHjzQ8fGxWq1WbDp59uyZHj16pJcvX2ZKIzEOzEmhUIjfSVFh3gAxjBPrz/WnOxKu3y4vL3V2diZJ2t7ejsgZa90jSPQF2+h2hr4AFMkHdebSQTLNdSOf+XOd6fNz7tNIDLoGm8b7OWiGOUbuisVi6GwPmfN9mG2P0Dx58kSdTkc3NzdxeuNgMAg7ORwOQ78ByJFT9E6lUol5ZFyQPz9hs9/vx4579DPX0C/q8XKMroNdxgs7TrlIvoNupQqKRyRns1lch6xWq9U3Dj7yPSiMOVEp1xe+P+Jd2r0Fq+6FOjBxYOFGPv0XAXTA557k20KcGFYmCkXAhLu36CwEi/z6+lqj0ShCEjyL7wFGUFgwsw5InAXEcHiIGRDqSgZmF3bXBRRgTUjDwTLNjb4DdWrieYidcfLQPQ0j6IZHmp+I433iXb1/o9EowlGAZ0J9zGcaUmZcuJf3kebpE8wVcuS5xa5wGVfu5fOBUuHZGH7GkuvT+UQWuAav2wuqu5JwB8wBYz6fjzBmu93W9fW1er1eJOejyHkefYddQNmyNvD83Wt2kMJ30pq9rEe+52OZAszUGQRYDwaDiGAwf6wz1rKnzKSsUDrfKbvtRorx5XnvQwOA5fN59fv9CJ9jPD0nTpo7vhg15ALDNB6PAwxcXFwESGJN4SChJz3v0MP9Th5gVF0HUQYKdtKjXgBVZAx5LBaLUXz/6OgodJMDm9vbuyNSORVrMpno+Pg4wxwDHKrVqp4/f65Op6NXr17pm2++0c3NTYzX1dWVtre3QycXi0Wtra3p5OREpVJJm5ub+uqrr7S3t6fJZKKtra3Yoe+pNKxHfsf+PXjwQPV6PULehGp9jRD2ZWMM+r/T6Wg0GqlWq0XUzO0Dep37EI73NADmBD3n6x9d4RFQtxG+aY/vwe6jL9w5z+XmlRuwTcioO7wwquVyORP9AeSVy2Wtra0FSZPaCge8bscbjYYajYa+/vprHR0dZQA0BA8gjzzkbrcbNrJUKqlcLseGuJWVlbgHbL7rN2TIbQInSblepuoQhBxj6SDfo6i8Y6vVijq+5HzzGfrdZQL8IinuA1AtFosZvIPeHQ6HcQLhu7Z7DVbds5KyqQFMsDcPu3r4ITWWi5ozQIAYFK3n0KTNgYQzme7RpEAFYw2T5N4w1LsvQgdkzgRjXFDwDo4QchgMlB9eIu/Mv9yb8CDntTsD4JsjfNycpUsXI8JdLBbfyHNzFg4FPhwOwxiRI5yelexeHX/zUDrN/84ceSgqBVoesk4Zu5RV5Z4+N+nz3yZrNACup0x4TrYrBg8FMheu8HB+YCphX1yuYaR4H3eC8LAxRChmSZGykQJ95JTx8r4yDj5ezpDAWrRaLXW7XQ2Hw8z3fE046z2dzmtEOmvtbJTnTnq0Avmm1uZ3oWDvQ3Ogh/EGkGBYPVWGCI2zVtI8H93llXC8pMy56BxvybwCsmBJmV90ijvOyBjrx5l8ZACZhLVCxqvVatSSBWh5asDq6moA5nq9rnK5rIODA/X7fW1sbEi6K6NErm6xWNSHH36oTqcTkQtY5PPz81h3MKrPnj1Ts9nUt99+q7OzM1UqFe3t7QVoePDggQaDQdgGAAp6DZvlerVarQYjyxoEZLA++FdSgKivvvpKkoLty+fzcewr48h1yIBH6/wAFk//ceYdwoXIIqHo1DH3aKHrMicefL0jR8wxJIiDLXeucfCXlpbiOF1Pf3FdxTpAJiGkqNxwcnKig4ODjDyix9iAt76+rslkEikx9BmQnMvl4rhT5hQHbmlpKZOSQeknQB99ZExxNjz6Bb5wXUb5NsabU9B4ztLSUoDb4XCoq6sr1Wq1AMOkT3jqCZEKUhSYRxzZ4XAYZMO7tnsLVh1AOHPiocU0nOAGE+FMQ4d+j0X3XvRcVySLPvcF6XlHKTjmb/QJQXZPNf2+g3IHRXzmAMGvRbkAhlxZpCwp90ZJAngA+s5Q+bWLGC3GI2W7HTw5EJfmeY+eGwewdBCO4knHIG0exkrZVVek7oQ42E3fz6/xH/fKF/VjkZymz/HQdAp86UPqIDC+KP5FMozs+wZF3zDnLD/GH9Y2l8uFt56yuj4Hvu4WMcDerxQ0e3ktPxjgrzlSzqq6/DIH/j3G2h1AZNw38b0vzZl11qGznOigNMLjgIL5SUO0ngoA8KEEVqo/YL+QDwemro9c1ngmBtrL3VEn1plZj4w44eBjQb89JA8zyd4Ed7Svr68jygMDeHNzVwB/aWkpWKpKpRJh+/F4rHa7rdFoFO+EXHo/3dHCgQAY8l3Gkz7BODJnzA8h4k6no263q2q1Gmwl88wYMD6LyBBpvomGsaW5bUsJJSeG0DGuZxfZX9eLKREFocM78L7oM57he0foo4+5pywgq+kGYGwNAJA5gN3n/Xzjk6cZkCpAyopX3mDDK+kzrudc/zvAZr687JgTcTwf/QkZRT+dCWUsiBY7mYZD4GkWbqeciPGorD/3bWTe/027t2CVSXSPn8lE+TBoTIZ7/ShiBtKvR2AdCLhHKymjwD2/NKXCHTh5/UgpW3/TDTH9QmkvAnO0FFC6EAISXClcX19H4n0+n9f6+npGGTrz5YacDTqz2SxYBGdKnFVbZFQYM2d26Qf/9/fjOnJzut2uer2eRqNReLzUffO8OpShM6MsOu+PP8cVgnvZzi7wOfdxmZOy4W3uk8pTOnfeP28pUE3DXA7WHVR6/1y+cEy4p4NCZyqQOWTBlTwMAwaK3GHPGS0WiyG7yDzsMLIBUHHGGPkgbDUYDNRut9Vut4NZRUnyXvSd/7vydmaPd3FD68w33wV8k3ZARY/3oZFfeXt7G/VCYV4AAp7uwlGfhI4BncwDaw8Qhe7EAAKyHKSyBsbjcexi9vQX5E6aM7nk6ZXL5egbTBNhTxwtr8sJgCSdABmYTCaZ3d1sirq+vtbu7m4w8CsrK7FJlWeWSiU9fPhQa2trOj8/j3XKJlw2o5Hq0Ol0NBgMdHV1pV6vF+Aa4Moa8ZQ20q9ms1mclsSYk7ZBqBlA7HIPsHr16pW+/vpr9Xo9ffDBB2o2m29UqSHnl70VKUh10ofPfT3y3EKhEAwvII05xAH2jUfoJeTBU5oAW7C8zJfvV0CmiJJ42p/LjcsUus71BlEjQDvyTWqJy6jLJZFTdCz525I0Go0idY50hK2trejTysqKNjc341lEslKyDT1KSgr7Nry2qjOk7XY7bCfVJHhf7jGdTt+IKK2trUVlD06o8tKbNFJCHCt4riy1l9+13Vuw6jmAAAlp7n2gHPmONF8gKKpFTJOUPYHDgQaTnM/PE4l9YXhowZUh10rKGEpnF+m7gyT6zCLCa3HF4WDXQZizG9wX4SmVSpmdtRhlZ8o8hM1YYsBJAeCZaQF1H0fGQpqfnUwKAhujPGSbGjCOiGu1WpGvimL2cO+ieUwZtEVz6kAxBbgOVD2Vg+e48+IhtpTtdAbfQ+/Sm3VeU9aRe6esvW9kou+pceI9fLOJp3mkjXfwfHDe0Vk20jJwfHgnwoKu1NhQx70JXVFKjlQQDDvHP7ZarQCsbCTwdeIGkvcHHDEuHqFYlF/raRwoV8Cq51l/3xvrx2UR4wVzQ4qIG35ADnoRQ+VyCFuKnnD9hXyQezqdTmMDDM9kfpEx1iNGP5fLRdrA2tqaarWa8vl8zGGtVotwJGHpQqEQZ7zPZjPVajXNZrOomcqGqH6/r5ubm5Dxk5OTGAdAk4/R8+fPA8RQ8H9lZUWNRkPNZlO3t7c6OTnR9fW1Tk9PtbKyosFgoOl0GrvG2QQDU4isow88Nx/bgW1ZW1tTo9EIUAzryNqYzWY6PT3VixcvIme22WxGhRjAODLhDmBKQEhzvYRz43sX3GFBBvL5fMyrM7Y8D7DnusxT15xYcjYUB8CBLc1D69js8XgclSSk7BHYkkImpTkWQI9QBeLPf/5zPMsjbHx3eXk5nF9sR6/X08nJSfxOOqAkDYfDkF0H+DDhsPLYL1hZ16fpiZn9fl9nZ2c6Pz+PUDzrhtqxxWIx+sa4U2GH9ALWNJgL0gvbSoUgomFur7xyzzvrqXe+w/+jBrsmZc+4B7j5Tj4HKnisnjvjjCwLCKPnwITFgZCmdUDT5zkr60CEfi5ivLzRX/f4WKQ0B2Cu1BaFVtkRSEI1SrZarWaUQcp0QeezuChHlbJ2eNnS/ISrfH5+BCvghB8AMwopBeawuWdnZ+r1egGm8SYXjQtjzd98fBwU8n5p8zCUh8ZS54ax8fCoA21ncumbMwYOWF0+HcwidynT7/nLvAufe26f55ZRBYINAZIyYJffHfQzn75GJIXHfnt7Gw4HIUgAIWsDVgGwiHItlUpxbCRGdTQaqd1uh4LtdrsBOthhzLs6S0dpNXd4HLSjC9z5QNZgdtiw4/nk7oB9n5sb18vLy1ivlMaBIVpfX4/xK5VKsUMYsIijQpSJdeOVUBY1dwT7/b6q1arK5XIcDYnuZWMT6UCwbWxc2tjY0NLSkk5PT4NVW19fV6vVCgONrCD7sFTOli0tLcUO69lsFjJK6Tfpbq1sbW2F01wul7W7uxvljCaTSYB56qgCVvr9vrrdbjjbvNfNzY16vV44mb6REnaVDU70o1KpBCFQLpcjDcEZWd55MBjo22+/1fHxsSaTiTY2NrS2thZMrOtsCBhfV8xRWpdTmkesGFe3qc4EeplDX2foOZ6Pg5sSNzjOvHNaYo8+pAygO2EeDvfz7XHS3RZ7ZDafz6vRaOjp06dRNQUdgUPjRFJKFuGU4RRMp9M4Vhe54WSqWq0WYwFo3Nraimhmu90O/UcJQOYrl5uXJTs9PVW73Q6g2uv1wuEiz5f6wbD/0l0edL1e1+3tbQDQfD4f8ugVDACwsP6Mm9e1RWbepd1bbcwAIYSEpBDoNMSKcKOwEEppvlvRSwE5I+gMjTTfqAVAdqDkTJ6UXdAsQv8OQiO9WX7KgZL3hcVAP/iuM6JusP0awhJe/Jlwg+fToqwkBVAlLOjeMO+BkfLqBYA3lB07YWHVnFF1YI7n2O12dXp6qvPz81Au1Wo1NhSw2JxN95C/Ow3MFX11z94960UA0oEnc+rXwxqlnrqPjYO9tz2L+eU+yK8/A7lM2QAHch7CyuVyYZCoicmGEoy2Rw0cqNJSBxDF5yw+G0tQTshVpVLRbDaLXaw4KoBnUnKY77Ozs1CwJPn7mKay6SkyrIXU+fT3gZH2vEbPh+YdGO/3pZGDSdTDHSYiVKw1xs1ZJSlbzB3wAeMjzeuAcn4484PzhJ5pNpuZsPdwOJQ0L7V2dnYW5XTScOx4PNb19XUw+u6kUtuX9/KQsaRgmTDKfI4MkRc6GAz08uXLAE3o8UqlouXlZe3u7oZ+g6GezWaqVCo6OzvTxcVFMKpsjIG9YvxxEAAW/Is+cZAESAVweliWUO/l5aX29/f1zTff6Pb2VpVKRZubm7EGPVUL/euRIJ93Z0Rhdl1/e/oMdpb3REejV+mrR6n8qF7SU3K5XByF63mrbouczU11pqc3OOMHg+2OLY2/gRvQOVtbW6rVapGHTLSvUJhXXnBnyccBGWLPhx+zenp6qrOzM1WrVTWbTXW7XT1+/FgffPCBNjY2IkpAzjHEDeUkZ7NZVBtot9uRrtftduOafr+vcrkc84ScIf9s5mK9uw5GP+J8+HHL6IulpaXYCE2Khtdsf5d2b8EqxsnDf348ni8omrOZHipw4JGGZ/kc8JEuar+Hs5n8Le0vSsQX7KLnOODysK33L80D8Wv9MxYugMOLtDuYZEF5SDv1kj1XkO/w7u4g+Pt5WoQXXXcwmTKFlPhi9780r5UHGHKHIB1/B4z+48yme8A+nvzf++/zmv5/0f39Xn6NM9feh1SG+Dv/pgCcZ6XPQZZpGFI8YIAdMgmL4HlfKOk0lQRnxPOuARgYNsrFAAgxvEQlUrDocknxagpYe6jJ1wiyyPXOlLlz5j++Dvnh2e7UuRFO9cf3tXlomdzFlAFyZyyVOWnxUcLuWGHk/B7IsJMGDhZwclJi4erqKlhdX1fsmvdUH6Ix9EOaR8FSHYqO4rp0DUJy5HK5YEr/V3vn2ttmcrTpokhZ1oEiqZMly4eJB8mH5P//jQBBMjPIZBDbY1sHiqIkUmeJ5PtBezWvp4fexcZZrDzuAgzbEvkcuqur7rqruvrs7CyazWZKm5JeBfigzzCo6KzBGV06bCd9chgso3USO0BmwRkmdN6g7+LiInq9Xpyfn1dOMpzFeHvN/O9smu2vs0/MYZ7Wt11xtmuW7XWpiO3lLJ9rP8X3TSQYrPrQCN7THYEsua/lGmSFyCgAQskG8nmAMCUF2D7rHnYRf2f7fn9/H2/evEnMqss0IuI3gNH6TfBNFwCyRswLawmb5ywIY2rG2oxprVZLgZ1Zbz7H3hzGn0DsS+WrBatEzUTupI7yjTo2oKREHKFFTA8YQHEQLySU244z4rfggPuagcRYwgbzHa7FIrdy8D2ewSDSQCpPPZi5zUEu7zg3N5fqW2DAcPh5b1cWvlPC/NzvwrPnkTMLGaPqXq95CYDTTEdHR7G3txdHR0dxc3OTShc2NzdjfX09LRbm0dG2x8b3YBxytpnfebw8fn5Pz8+sYCEHzDyjP5sDS4NTG3LrVb6b3iUPDngYC4M4WnwtLy+nNNPt7W0lUImIBCwBBwBCnDdAwY4cowhDSkoKVrXZbCbnxaYB5p9as+FwGCcnJ9HtduPg4CDVWAEMeEbm2hkOn3bmUhx03eucrIpLiCiPIb2G0Xfg9HsX6iXX1tYqJ5rhkAGx2ELYIewHY4mjdqDijTHYOUpRHLQD7Mzws5t+NBolNvbm5ibZe2rlqJ+eTKadANBT7C4sOXX32EmvGwA62Qee8ebmJrFOgM3BYBCDwSD29/fj6uoqTk5O4smTJ/Hq1avodDrRaDSi1+ulGkl0td1up+bxsJLHx8dxfX2dam75ObrPBjj0GpYRAEx5BvrOOxF09Hq9xKpeX1/HxsZGrK+vx/b2dioBQ++xSei/7Sn2D2AG6+ysHgEH6xIG3c3jsVk5GeCAFJtCBwaYOWe68EsAwIiqbWW8GBsOcqDhP3p2cXFRsbtcxyVZvFej0Yjt7e14/fp1fPz4MbUBRL/M5rt/LM+Er+XnLg+DNY2I6PV68erVq9jZ2YmdnZ1KBpLnbbValRZyAMOLi4sYDAbR7XZjb28v9vf3E7ButVqV0izji7m5ubSmsPXgAcaC8TYbzzqnbZfXGNmR5eXlLzVTXy9YJaqYn59P9VOkt1FCM1VEoU5NYohntVfIAYcjBwMz19Q4bUYaBQVDoXPQh+SMqq/n55rFTvDZnFFlAdogwz7QMoPNSrlxMltl8fUd5UVUWythgFwfiNPAoeAMeG4zEfv7+9HtduPy8jKePn2aNgJsb29Hu91OC87BAvNkg+H3Z968yYN3tvN0RM77wHIYEOdA0TrH8/C7WWDV4DZn+WbpBvfDaNipmAUj3WWDibOlRiuvvzY74b6bjFXOtnMNp4YiIhl01iJtfXAsrNmIB6B7enoah4eHcXx8HHt7e9HtdlNtICk95tNrzZu0HFT4mc3S5aw8AIksA99lvPOMxu9Z2u12zM/PR6vVqpyo4+4OzD9pZVKH2FKfYgdABKg625IzXIBB2HR394io1gwCmlutVno299t2cIUeUMLz8Hv3AAAgAElEQVQAoKbenvptHPTl5WU69x1Gam1tLQV21FnSemp+fj6Oj48TaD09PY1ms5l2ZVNy4A0vc3NzsbGxEdfX16leO68xB9hToxtRbUWH7V5bW6uUcgFmCDgJKi4vL+Pt27cJqLbb7RTwt9vtFEza3zlrGTFd82z+skAGGHS5gbyfHf3xOvbmS4T3ZJ0CiNHLnCVnjNA9g070B9vmNmEu4ctLyvBJrrVkXFZXV+P58+fR7/fj4OAg1tfXK8/LPMC0ujUYAYQzRNR2koJnB31EpCOBCcQA7uiXM2KUFpyensaHDx/SqWicoLW1tZWCE/sb5jHPbHqfijEBxMDKykqaC8aJvwlUzs/P4+nTp6kc4kvkqwar9Xq9wuBQ7O7aNTNWRKIU/OKk3FPR4M+gwfVCTKSv4e+YfQJAub7VqQoDoJyx5W+ARZ5+mQUk/RkcPQacZxuPH4q9G41G2s2aM4YGkXm6LCIqoHtWutzRHu/Ps5AOsRFh0ZKqOjw8TL3sOp1ObG9vR6vVis3NzdRQHCfIPXJjlaf383SUQYlTgB4Lp4j5DouWBe/5mqUzHrs8tcTP7MzNqOZjj86YSbLuWN9J65CS4g8O2Mw+oNXpJNeVMW88E4EPLZ/QCTNrgATmmOtETDdpHRwcxPv37+P4+Dg+ffoUvV4vHWHMs+FEPF+kMg3SAUyeM1JcfB5wi84BVh2sGsR/C7KyspKAWb/fr+wyhpVig5KB0fLycrTb7TSWbDpxpgU2zWsyomrDAIONRiM5YO8voHXZyspK5QQjMzgEu9hKn751f3+fbAYBjHUfpjhiyjYRCLErG5YWsH5/fx8nJyeV9/706VPMzc3F9vZ2dDqddLpUo9GIfr9fuWez2Ux1kNwjotrvmHVmFpa52tzcjIhpGynGjTU8Go1iOBzG/v5+/Pjjj3F+fh5ra2vx/Pnz+O677xLgz1PL6DxjbBuLbeDzgC8fsckzwOQ5WxMxtae8r2vETZhg44bDYbJ/V1dXKSOXZw0dTDOXZgsd5DtVH1E9QcuBr5l8xoaSqd3d3Tg8PIx//vOfFaxAoDU/P59qPWFzsZXY7fv7+8Rkkj7HhqLr2DPGEuCIHjo4u7i4iI8fP8anT5/ib3/7W7x9+zYuLy8rpJ71jNISt8HiXSCNnKnDf7B+qNFmfeIvYHv7/X4iCUo3gP+1y9mbNXI20MxmXrfnehVHlYAQt+KwwQCM4hwRIiUrpel7M5cYJBvBHJQApFEiP4uZtrzsgPc2SPYzEhlRJzMaTTe+5LVpBp6+l+sWczbYUbrf3+PAZzFK5+fncXJyEkdHR6lWtdFoRLvdju3t7dja2krzTMSLY8pZ2vw5/H8HMDmT7IXs7+fg28xDDi4NagHy3JMF7fv5u/kYmoFFJ1wrmoNgv5vZLYwjTKfPXc8F3QBUYoTJSljHGX/m1G2jHATg4BgDGPTBYJB6PsKw0i4I3fa7Azpd/2eW3GuAsUA/AF8ENWQ/cBA5o2Jw/nsXgDyBLKwfm3eoPTSzRhpyaWkphsNhCk6waXbUtCfD9iDMl/UUHUefHDwS0FJG4BIPgyrAEywUQJvnNpsGu9poPLTiGg6HETHdVGjGa25uLjV8x8mPx+PY2NiI5eXlGAwG8csvv6TvAYLr9XpsbW3F+fl5CsywC26lZXvirAB6OD8/nxhRPwM7wr3Ojo6O4u3bt7G3txcfP36M7e3tePPmTbx69So2NzfTeHijInrvTCP+0alu5gPCxn4BgAXDavvHPgkHoLbF6I8DJIIBA053ZMCO8txkmwg6APGzAnrbVzbqcT13QnApVK32UHq4s7MTL1++TDaR++V7KRhb64ODKQIVrs/7cl/GgLK9er0e7XY7/T4iUq3/3t5e/PWvf002lXITWM16vZ7WMGUpnATJ6WnY9uFwmNYGvuzu7i7ZXkArLDDrkWsDcpm3/4Z8tWCVCM4snRm+iKg4TCs2hoyo1elqgwgUML+200xO+6K0jpCcTjSYzCl4A7qIKXNJwTOSpzsMBtiJaEAF84bYCRN9c9QfCmyDbjDPc7GwACsIjgWQzh8AcJ5WJ4V3cXGRemvSooqNCjs7O/Hs2bNotVqVDQMOMKiH5foGH2azZ41jzh4b1OYlAXwvF7PjOVgyy8fvzVD67xz0+74ECM4a2ODjYEiFWmdxajQMX1lZSbv3CVrQIwdDCFE9QBZHyi5Y7penpVzqkrNhw+Ewut1uvHv3Lt69e5cClFkBkMsB3EmCZ3cqOF9rsB0AIsaO8XRrJD5vm/EtCAwWKWbqIdk4hAPGvsB8ksVyFsOZoHzNYxcIFmCtqJXHQRpkkl0BKEZMAxcAJcCCYIRm9qwROpmwqQh7QQ9njmDtdDoxGo2SkwdcbW5uxtLSUtrlPJlMUj9T15rWarV0eEmr1UqnU21ubsbGxka8f/8+sV2Ml9PEtl3sEodkgY3lMIK7u7tK8Mn6Oj4+jqOjo/jpp59SX9hOpxOvXr1KjKrngLXt+7t8zX6Msg5nXHyS4SybaRIIwAawIbuHH8TnoDsR1ePKqTWlNCxvQwbgdA90SAVv+qI/rv0rPgdgbsyAzmFbJ5OH3rwvX76MVqsVp6enafyp/yazanxAJph3NkvNO3IPxhvii3IZAhZwxsXFRVxdXUW3240ff/wx/vGPf6TsJOPJ9ajbvbu7S3t8WH+0ABsOh6kXa0Qk3QPk1mrTemk6BTC2EF882+3tbSKX7Hv/U/lqwWpEfBZcRFTbFvHZiGpdpSMsg9KIKlOVgwrf08/hFDOGMv+OJWfmPned/Dt8lgXFvSKqaWjeyYvFNT+TybTWzMwDkanB56z0ntm/WQDPzKrHH/DGgnYvV95lYWEhms1mZdMcztD3NjMaMWVrPM/WF/6eBT5zFtZjnbOg+WfyObL+mLWbBWz9fHkUmo9vHiD4Hc0s5uUDGD/XeuMYzfrOAuMGHnlw5/ZjGDbm2eOFA2YzDAc99Pv9FDA5Rev3zlO2rpMCpPOOeVbFGQavL//xPMwKen/v4v6q1IwyZg5+I+I3NhKxzjuYBigAVJ29iIgKWPE8OphwwG9mbhag4vl4bhy+N1DxGYI8bI7T4ug5zn5paek3ZADXZlwWFxfj9PQ0vRtAmk2NTqvOCm4JNhEH0wQRngdSzpPJJNnQXq8Xnz59im63G5PJJO3ncJ0/98jt46yggnWf2wYHdbk9MnmTZ9PQAcYdEGUSw5kZM5XYT+yVyQjbPXTD5JJLu5j7WT7WepOvf8/V/Px82idzeHiYwJ51Of8+gBv94llYayYbvDZ8X8D2/f20heDZ2Vns7+/H3t5eJeDnPRlLZ0W8d8RAmc2mDjK81lwKBOCPiEqrs1yPrXNfIl8tWCUK9IaKiEi1EU63OqUJo+caNUdRBn3cg//buHhRmIVkogzkIqqso4GHFdw/5xo504UzIDXiRtkYeDOkKCnPS11vrVZLKVnSERgHFrhZJxaNGWXGgZ/bAPF8RO1mpFkMMCMwFqQNGo1GdDqdePbs2W92/pvpzcE3IJjnIJLPwWn+h7HP/3iemQuDT77H5zwevCu6YTA4K2DKGd5ZxhYj6lpYQD9MCenNHGyRKry7u4tWqxWDwaBydrPTszmQ9hpy6paT0HhenD1zYF2BPT88PIzLy8s4OjqKg4OD+PTpUxwfH1cMcb5OKPmhkwA67X6FjA1jyXPzXTMs/I3dMHBCr/5bbMDXILCX6+vrqZYSXR8Oh9Fut1NLMmzH2dlZpSVNrn/oKEAYu2LQCiPo1meAH5wmjp3PM5fYOermENYpNt0OHzBOKQmfxVbxJ099Uo4E84v+LS0tJXaR2n9KBggKR6NR7O3txfv372M8fjipqtFoxMnJSURMdZXSMpMQDm5XVlbSKVNzc3OJIab2+/z8PAaDQXz48CH14Hzz5k20Wq3UmxpmcjKZpLR+zmp6/gDqeRDtwAGWjXnC7kVMa9hNlmCn+R1+yBvZmCvPn2te0U+XJHljnrNuLqswS8pnrHf8Lve3JgGsE+vr6/H8+fN49+5dxZYAxp3NiZhuPmIsCLSMVfA3dFQwhjFGubm5iQ8fPkSv14v9/f04ODiIt2/fVgJD71fgudHLdrudWM+ISH6YQynwt4wVwdL6+vpvfCqEkxlz1gCf+aYPBWBjEw4JoMVkOaJz2i/f1Z1v9vHiyoElP4Ol4r6TyaSSUjTrx3c+F81a8to77uPIi2tTO0KtkhebGUcWrFlO11uS/oC1wigxXi51YDH6Hjy3Fypphbz/H4A2Yqq8KHqtVkvNrRcWFmJtbS3teIU99rg5PcQz5DWInksMKYswZ4X8+ZwdjphuKjJw9BjgUM3skl430861PWazrmOW0MzsrHIUxsXlGn4vjBf1VTACAAx+n7P0vDe6wRhhiHOdcXDE0XuXl5dxc3OTjOre3l7q+UjZB46O9D5Oi/uzOcBtX9zI39kPg02uh9G3Q8kDRWcg0IP/hoH9GuTq6ipWV1d/k/1wmQiCPrk1FAQBgS//Zs2jF6TxOeaR3cKk2xcXF9N1nXEaDocpUHEpx2QySfV7MIuXl5fps8whwM/6gP7bjkdE6qFJ8GzbDfhGX6lZpHMJRABrZWNjI+r1enz8+DH29vZifX09tfDp9/tpcxg6u7i4mOwB3Q4YB9dNzs3NpVQttf6np6cp8Ox0OrG7uxs7OzuVQA8dp3Uc72YSAkID+48f4ll5N8YE0M/aMYNtexox3dPBz5hLbI+7cjAfjDfPBRGDjrqNHkwix/Cih/49jCQ2gvG134NMATQ6Q4P9w2a+fPkyrR2uB6bgngBFAh1jE8avXn+oAceeckxrHjjf3j6ctLe/vx8///xz9Pv96Ha7cXJyUun7mhMJ2FOylRwpjK0+Pz+P4XCY5tuYBpxBv1eCKvtJ5o8DCKiF5Trf9KEAnI7gdAiKkgMsb+5w5A0VnqeYnX6JmEZTKD0GmmgNBfduVANfrmkgA5h0VMfzOuJ3qx9+z+JmF994PK7skpyVsnHEaLBE+tbsk9lJg3X+n4N6xs2pAm9mcV2O0zG8E4trZWUl9U+kDYzBXs44mv1wMDKL7eTvWSDT84zkDCf3N2B3atwse55ezlNhZh4c2PBvX9dMuw0g4+7gwe/jAMtpzslkUgGrzkqYZWEMCJSc+gX4Uh9olsPpJJpcn5+fx97eXnz69CkODg5Sm6Dz8/PElDQajcSa2gHBCFNfZTbFvVF5tpwtg92wrhjE54GL7ca3wqxeXl6mXrcRkXa7o7fUEwNSvUkVgObUrVO06Ag6GTHdGENfRnSe2rizs7PKkc4mCgAPrEOYfGczeAea7ZM+N7Bigx6+gN+vra3FeDxOTfphkdfW1qJer6e+r2QWlpeXo9frpVOpXr9+nUoG6vV6qhelNZffhUwSTCKp1YhIAJw1CHBw4BsRleOISfnTLYCjM9kcGTEtVwCIUfaAL6BPMm0dEcAcOsAYREwzlhFVRtkMLP7Bm98AtWTOYP6cCfU65PMmk/INTegIG4D8Dgantsd5wIqNyG1A7jsXFhbixYsX0el0otfrJTYa8Ekttf0ArKQzagRqMJ2MLbqNzhGsdLvd+Pvf/x7//ve/4/b2Ns7OzpIdpaTP3/dmJ+qeaVkGdqE2lmdzX1x8M3NnRnwyeTgFDPuBnWA8/dxfKl8tWCV1BKI3WDVw9M5iO1om0OlNG1jX4ji65vem+N0ZwKwukis+iwU2GKNp8AI7idIZBEVM+6IBWjnCEiHKzBlCG3kWD+wlUZYZv5zdw3haWbmf38cMCJKDNt5jfv7hqEL6/hHBMzd81+yw0/F5VJ+D01wcTMwKTPLPObrNgwC+a7CKscNo5XW7rhXlPjmz53E3WM/TLx57nt/66nvAiri3rg2/Aymz8wbPEdNSGxwT74Rzvb+/TwaWXf/0UO33+2m91Ov1BCRgTDyfDmJghTGqpP9zUM6c8GxmzRx8eT0Z9GPcHZz+3uXq6ipOT08Ty7e+vl5h1Ghjw5om9Tsej9OmN7N1tqMGifzNfDndWKvVEsA8OjqK4XCYmCL0FZYGh4+9IaXsmljYdA4UQS8AaNgS/MDc3FzqbvDkyZMYDodpncIWYZsmk4dU5+HhYTx79iw2NjZSGza3FuLv3d3dOD4+jo8fPya9zwNuxCykS5wGg0HaWOSypLm5h1ZZL1++rBy2AZAGcPCuBhCMu+8FA44vtR0wiIuYBsYOshcWFpL/tV0iGHUtKBkazwvgk3thX8y4knLGD9vW+rPYATJIBpsILPLd3V3KUsKeYjNzjIAtnJ+fj2fPnsXq6mq8f/8+bVzFbsDqm71nzuityrijd4wlTPjl5WV0u93UT7ff78f79+/jl19+icFgEBHT0gjm1mPKs5L6x5bWarXUWQOchD+HCCCbRfaCd19cXKzUxU4mk0Q+mDBzdvabrlkFaNrBABRcs4hTQgnNqM7adJGzW/l13AbDqVicrJnHPPWcAzdH9RaDnzydMsuBOp2V1yHl7FD+DCz6iOkGB0d9Hh8/m8fGn8VJ5SAR0GdQx79JGbgPpsGXx2vWvDBn/rdBnRm0/DMGkbPG9XN/Pvf7WcJz53PouZnF5Pl57dz83fw9XIvl52FMHYzlIN3j6THwv62TXM+Ok3ehJU69Xo/BYJBYNG+Iyq+DseV6ziCQguX7Xm/WQe7pjQPWjVl/nHWBafhvGNevRXhvggAHOoy12R4Ca9eTAiBnBXueF67F7wFBEVXggCMF5HLPPGA3mHJw6/8DinObwTph7rHttPLhOwZOABLOWic1GhGphpRMF3YK9on3c0kP4sApB1/j8TiRCKxdiJfFxcXY3NyMTqeTgCrPAsBgjhHAPfPC71kHJk1Ylx73PPhzBobx9nXzgJ9r2F7gz60v2AA/P8CKYACbZ1vGc/kz6FtOEti/cW/7HNsldNB6Tbkb1/BBCL6OGWH7i9wG8nvmn04d9IY9PDyMbreb0ur2ZWAAyiEZZ8baG6pY7/YTYCmXObCO/OysWb4HIOVdTcrk2c4vka8WrFK7Q5sEg5+VlZVKg/CIh0HG2PjUlYjpAnCKwKypUy+5Aea7+f0MTpymyplbp/lz9tAlCjkQslEjMnPbDJ7NRs/jRpRLRHd//9BWyK2ueA5H4jlrOouBc/rHBfrUkpnl9rOzuYNrc0+DegywAQa/+xx49Bw4jYG+GADni8rX4rOOrg0iZ/3BgAC2DAptGM3u8ZxOa/pefh/GnZ6PZgYNzB38uLYOw2WGkXFDh/3+yCzGmd9Tu0QwyQk/sAkESTm7yzPYCVCyEDE9SMABqYU1w3ftrDyuHiPWLoYbewIQ+xYEPbi+vo7BYBDNZjMipuubeaFt2N3dXWJ1nOFBX/mOmVPby9vb26SD6B/M+u3tbWJpSMXjLH3QCjrkmkbuC6sHE3pxcZFqRWHy2aVPnSt1jo3GQ4uo9fX1+PTpU1qzNzc38eLFi/j+++/j+Pg4fvrppzg4OEgbQVdXV1P96GAwiNevX6d79Hq9WF5ejq2trXSSVESkUgS3TmPdOiPAum02m7GxsZHYx3q9Hmtra9HpdColQu5tyXqG4Y6Y+gcTFWZDWe+wq9gu5hsQn++t4HMuEbBfYP7cp5Ofm/XFzpl84Xm85gmyEACagZXXMGsf8M3PTAagPzy7r4c9M/kwNzcXOzs7sby8nJ4F9p972x/wft54xbsyR4BeGNi9vb3kh3u9Xjral/dAdwiaeAeTCxHTnsfj8ThtFgSTQDAAMMnUmglnnVODylqmZZixAkEPteSfI3L+b+SrBasYUA8cCsGmDkd1RBX39w+90CaTSYpYHE1GVDeK5GlYKzVOzxt7DHZyhtPRlNNETvMDyDD6EVFR+ohpxGIDQz0KTtZN373oiGABLSwONjpQEoBRMvvEIsuL7GGrEcacUgbe1YyFwaq7GpgB8fPnQI20hcF/Pv6IgwXmIU/LGDDNYqQNVmeB1Hye7VAxcv4Mvzdrjx5iaNA/R+DMP+/E2JtFQS89F14LPqrUz8CGGQccfsd8HgzuzW57l/h4PE7rMWJ6WgygEgfnFBtOCr2ImAJV2v/wbl6T7iULEMoDFvSGVJcP+MD4epPItyAEqJRZXFxcpP8vLS0lu8SGSXZfr6ysxGAwqLBOBqvoum1ZvlkmYlqfeX5+nuYF1hCmG3bdKdknT55UTgt0pi0ikr2hnRTvsLCwEKenp+l0JDatuHVQu91Oh2dEPIA56ugXFxfj119/jdvb2zg6OoqNjY1YXV2Nra2tdLAJ43J2dpYCAPwO16QcjbH2OrN9YrMp9dusjfF4nOr6WX+UZZgRtv9wkOm1Y9sFILFNur+/T3PA971ZijWZp7wjpgQJwBzWmc84M8I9uY/nE13156xD9kd8hlIS1jY2mWfm5DR8JtcguOFZWAPODDKPf/jDH2J1dTUODg4qgQKfc5kS4+VMBGNu/8Tn2fzkcc+7DLAmGo1G6pccMWXLcxLJaw39w+9wnVarlcgj/CubX9n8NR6PU10492Kc0QXG+Zs+wQoFQgGdkvIOYacSMaK08GHwzeIhBmkGII6+YGHcssoL2IoaMT1H2WlYL1gvXLNcZgABFUQzsBQ4ABg276Y28GCMbAx4h5wp85hgbGwI8p97bojMlpeXE2Cjts3jYQaZ93bUjiE30+V2S4DdRqNRYbcxxh5PM9GMB3+YaxtHz6PHkucwUPPnGYM8DeVgaFZ5h9MwPHM+vrkTMstvkI9ztk4z/3SSYNy4n8G12fhZ6SuPk/VhMplueOOZmDvSZRhcCvbNiBDUEEgBJmjPg2Ek4nfKnw0mnLqUryXSy/xNOjdv0cYcfSvMqsfq5uYmOSN+bhCALW02mwmsNZvNuLy8TE4q12lnCiIeugEsLCzEYDBI1764uIiDg4PUAoqNNgTRzO9kMkk79R2k8pwEQ7TjWllZqbTFoxaw2+2moygNgAeDQTx9+jTW19djd3c3IiL29vZS8L+6uhqj0Si2t7fj/fv3cXR0FM+fP4/FxcXUImowGMT+/n5sb2/HaDRKbPTx8XFlbc+yN4y7W/89e/Ys1tbWEqjhPbCBpMWxN4Ac1rNBg7OD3Nv2xbYNEONgfzQaVepAeR/0g+cB2F1cXMTd3V0C+c5oEmDWarWZm70M8ngGlwTZtphVBCQShJr5xTegJ+xcx3/c3t6mbKODfvSN9l9cZ2FhIXZ2dqLdbse7d+8q5EzENPNq3xsRFfLMwR4bCE28YG/n5h5qT/Ht3IfjTRnrnE1n01ytVkslWfS79podjUaJ7V9eXq6cEApe4HvNZjOxsT6xk7ECK9l2fKl8tWDVBgZwilI6PQGAA9njpEmDenHmABPjmkekZjZRcNfSebMG13ILKgOBiPjNxNpAYKAwZCwgIkJYiIhqrZ7T7waF/Jv3o6UG7AWGJGKakmLzFc/q5+ZvA+D5+YeGyZ1OJzGpZjW4dw7YHRx4HsxGOop3ShsjyTVskCOqNaE5a+q5zwMWpx15V+aB38/STeYNsO3xc92Zr+EAxRG4dSYvC/B3bOByvfacubUYgBajyk5aM6W+DmM7i8HOxyxi2lHAAZmZYmcvMP4G+gBfMwGMsbMmbNKjLVLEtITHLMpwOEw6j5F1gJPXzX0LggOOmIJV1hVjREp4cXExlQ09ffo0tra2khOMqNYz4nhzZp77DQaDdC368EY8zC0Zs3q9njpXRExTudhv2Fenz9mktbS0FJ1OJ/r9fgwGg8QWeS2Z8UHP7u/v47vvvos3b97EeDyOvb29tNEFXWu1Wom56/V6Ua/XY3t7O7a3t+P8/Dw+fvwYc3MPGwTb7XZ0u904ODhIwKrX60VEJFBme724uBitViuNNSlzl83AmOHvEDKLd3cP/ZTRY8bN5Aljjd7n2QePTZ6t4bnRC4PIq6ur5DPsS8fjccU/Y9fQEQAuaxU7wP3NkDrwx7bkmUT0Is/iUKaAnuFD7XvMGPNMEVO2kPsA7DY3N5POei4jqv6LtUD5H2VI+edth8A4EFNk0QDGHDhBQFWr1dL7sn4A7/1+P20C45mYWzJT+Af+D6lnHwajyj4EMISxABlv+/0vka8WrHKWNTQ2k+3UKSkJwCqsj3ebo0ARVQYmB6osLBSYRtAGq7OMAc9mBcjTqLNSyQaqBqu8AwaFe/J9lxagrBgiDDz3Majm/SmfcJrFqY38+SKmAAxntrCwEOvr67G2tlZRUtK7fD9PTziNbcDq9KLnmrHBoHlcHY3mqf0cJPLZnF3ns2ZqPVc5ULVT5m/my/fCwLo9WM6Q5mxmri98B8OPHvDz/D1zdtitnbiex33Wu/E3QDJnmBlv16nlzO6s8XP9LQ7Za9FF+gbB6CYsgI8QNGOLsTejgGFH51iXBLAOdH7vgtN2Lfpo9NDJATvpk63suNvtdoxGo/j48WMFnCKsbXRmMplUDgGwDlO7fnFxEf1+P66vr2NjYyMxb5RtwZhGTE/fGo1GKUUOwOZzT58+jW63m9L7sFFm77DPJiC2trbi+vo6fv7553T2Os34a7WHvtCwTaenp7GxsZF2XANsNzY2otVqJd0G5PZ6vXQErMmQJ0+epKNfnS53oMd6zgPZiGrTeq8jr0PmCVsN4Jhl21nH9hFk9WybXBJnm8ezUWYDAMf3uBbWGa/8Hbgfz4qdALhR3+wsJGSGAS2fp2sDOpDbUhh+23R+T4A1mUwSqKZZvkkmE1zYe/wzbCvrwt9j3D3f2D32mYzH43R0rplNbC+23S3+eDfe3dgG4MsaclaUecIe3t3dpZMHuT5YiDZksK50IbBN+I/t1Bdf4f+ToDB2sBHVtkR2nE4BGPA42sFJm5nzZ/Po3vU8s4COn8dsZ8Rvi8CdRuXnXnj+fc4C5mDBiyTitzv1WWg2AgYerjHDyEbEZ/uYck8MvlvZsID9HB4bz00OkvL/G9h6jv35/5MYjBlA5u/0ue96/tATP1+uKw4KHHX6WbktPqQAAAyUSURBVBywfO7+Bp0wzDnAnPUOTov5HVgX/MmDrPyd8+c0oDOINivqd/T3eK5ZgDhnSvIsA++Sg24HoPn7wPIZ+Pr+Ls1xX1YzVr9nQY8iqkfWmoUifW47x+9IHVrnrWOeOwcd3sxZrz9siFpYWIizs7PkHA0SCNC5H8E18wS758yAM0rOOuUABiIB2359fR2tViulQQ8PDysHGMCoMQ7oFkE7gIdSk3q9Hqurq7G8vJzYJs5bN7HAc/DH68nrx7bCPob5M1PKWPAzwKoDCM+r13a++Zd3zYNik0SsPxNIAEK/g8u7bLMmk0ml1t82zBlU220DOgfNXJtxcF0zn7G/4/6uh2WMrdu2eRGRargJnJyB4m/A6mQyPXCEOXCdrv2T8QjlcpQ0wJhyP+u2MxyMc05gMSZc1+sA/53beMAu7D3/9x4hhGBheXn52+6z2mq1IqLaazKvCfXEoWCOMs2Yml1zDZ9ZMj4DU+Oohc97svwz74AE3NoA2fDwc8AeC4zFh0FEaQ3qUGZvZIEtWl5eTvS9gSbF+mboxuNxqo1ywf3FxUVa6Dgo6lPptEBvNpocuyzDRtZG2Dti7Wgi4jdgJWf1DEDzIMMGBbFzzkGi58+sga+XBwqzAiDmxcad8bKeub7I7L2B9ywGMiLS9x2U2UjZyJjpxJjDStKhwbqXi58HBp00vXfPE7AgfkY7GPf181qEXcHAAixJd/FuGEJ0jlN68s0dGFMYOEoJ7MBdFgGbEBGVkpjfs8Ciui6asRqNHjZZbW1tpd36yM3NTTx9+jSxiYPBoJIypZSAdcmGUGwK1xiNRunUurm5h9OZIqanI7FT3zYeu+K2V5QLmFU6Pz+PlZWVyrHNzD+63m6349mzZ9FoNNLmsl6vl7pRvH79OrrdbhwfH8dwOIwnT57E5uZmnJ+fx+npaUpb9/v9pIO12kNpBIxxq9WK7e3tZBOPjo4q+gWo5kjVRqOR2F82tBKYORDDrjibFvHgBxhv13+Ttuc7ebDpulezm/ia3FflwSeBAoA8J4Du76eHm+QZL9sDaqKZj4WFhcSWY7vwwwbdMPeMJcAZNjEiKrbHGCEH+thw21benWfns7u7u/HixYv44YcfYjKZpLXCdagzZT3gE5xVJOi+u7tLQQ73wJ/XarVoNpsJVMI04wMYC1poYfu4fq1WS/b+8vKyEhjAgtJCkuCNd6VEiO4uXJt6dQeBc3MPfYsXFhai0+nE2dnZF9moiK8YrHY6nQq7BCPCQLvtU0S1xZQdKIs2Z4LMDkRUIysctFka1yGi2AbNGLE8gvX3vKO+VqtVUm8YGWpIABlEPxhtAAEGwjWdEZHAJu9tA+42YBGRGBUUFaUnhYex4jg2TsYA5MKq2rghOQOHg8uBqpmZWQbDDovrGjzmwM/fc/TvoMV6YKA663r83IvUoNDMO3rCPZwqQ19gIngGBw8565zf3yUjBmu8A2AXJ0naZ3V1NaXFWTc5q+C1srS0lJzqzc1NXF5epvkD9Ln2zesD3XTaEYfi2lZ+Z5DrcUU3qVPl2az7znzkwB6gCpvAyWmkeXF634IATgEA6Jlr5QCyDv4cJMNGYR/z1mKTySSBX07PYU4AlScnJ3FycpLY09FoFKenp3F6ehqbm5uxvLycHKM3meBsrR+wricnJ7G8vBwbGxuxvr4etVotpe3RaZjaq6ur1Nh8f38/AdmXL1/Gr7/+GkdHR3F9fZ1KTv71r3/F6elpWi8nJyeVtXJ7+3C6ULfbrQSxzWYzvv/++7i+vk5OHx9BI3+XSbCWeU/0GfAxK3DPbRTAizVLKRvfc3caz5vttwNr7Ai1l2Y8AaTNZrPSH5aAJSc77ENZ2/Pz86lbgztH0OnADCE/g93jnQisTOSQnsbGYMf8GYJiZxHzTCXPjk/f3d2N58+fxw8//JDWAWAQoM448fdo9HA6FYG4N8K5PIJ5Zy7ZQErqnWcF3E4mkzg7O6uwuGaPYWQvLy8ra7fVakWn00nvRsBD0HB5eRn9fj/9G7t/fX2dAktOuCOIjXhgnQlAv0S+arDqaA0Fp1+nKWyAyeXlZVxdXSXQNTdXPemGqO1zYsrd9alOldhJRkTFIQI6I6YLn5palIwUEmCVgup6vZ7SDOPxOJ22wgYDgzwA0Hg8Tp/h/zSmBlRQd0WExLMBOOlJS2TLODiKgpHij6N8R6gGqwZnOUuJMfD3HPVGVHfF54xCRLUO1QaX77oEwOmR3OExr/7b37UTMhPL59CTvHQkf187Je7PtdBfp5Y8bp53jL71mN/xM9hF2Id2u50idFLrfib+4MzYdT8/P5+YDcaY+efYPYNtnpV3dBCSM+auF3MQx9gQILGhylkPM7eALxgqQBD6B/iGUeB8btbItyCkMAGr3owC03lycpJ2AGPTcLZkmXCI3hTDOeys24hIQTFthYbDYRweHsaHDx8SaI6YHgNLDTz67WNIl5eXE+jF6TLfMEvNZjOePXuWdvfT3md1dTUBJYMo0prdbjfu7u5ie3s7/vSnP0VEVLJNBswGMtTy4sxx+Pf398nGrq2txXfffRdHR0eJ/W02m7G4uJg2/OQZPZ6T3zMH2ASyG6w37D4BQUQkX+P6S9taMmjOzrGOvGaxbQbWrDtssmvD2VTHPOE3AEQINsMHQtTr9cQ0sgmYrjK2q2xugjmEUY2YsvRmCgHssN98h0AbXY+o2nquY7tar9cTQz+ZTNIpT3zO9g1fDMkGA4kfbjQaiRVm/vw9mFqOq2aNupNAXiLpwIeOQegCvtynaLGW0TcyLa4HB6jzXexFHvjTIeNL5asFq/SsY5F4RzCTz+JjwogIUCKMat5EPAcNNhYGEhhMvosi22BiCJxesZEBLHMtp0xQCIw39xyNRmkjycLCQoVV9TuRliE9RkpoPB6no9RoAI4x491Jq7KzGgeOYTYT6c06ZksxtgYrsxauawMdMZuB5l42lIBC0lUYQYNKp84/B1gjqoc45HWSBtMWg9Qc5JqZNcvIPPE8TsU53e/ntkHmWZ0JQGjmPKvLBXVzrAnSYuxWNlvlkgT+5n0BqxTiU5+M0UPvYFx9rxzEY+hgFBwAwW7kbA/vxXMvLS2ldWNn6F3+9Xo9gVQ7GNYLYBUATCrOAOv3LH/+85/jxYsXybmzqYlm+isrK4mpiXgAkYA1ds8/efIkOp1OdDqdaLVaaU6Ze7JArnv3Mdk4WkApO58XFxdTn1GAq9OiNOO/ublJm65wxM1mM66vr2NlZSV2dnai1WqlY2N3d3cTmGbn/erqarx8+TJub29jd3c3AcvFxcX44x//GHNzc9HpdGJlZSXG43Ha/Y9dcRlJq9WKfr9fYazoNoBdfvHiRbLNMHys88lkkjIGEdUTG2FgXXOI7WH9me26uLhItoixc3rfpUoO2L2uWDPYIqfiGW/WPfW4bKSLmG6awobhG/LMGNcDcDobSo2vQT92C32l7A3/CoDns/gonmUwGFRsC+/qnqynp6cRMQX6DrDx3YPBIBYXF+Mvf/lL8vEEZQBRp+shotbX11MQ6GwYwQpZAHDM/f19mk/XuWLHTHoRPJA5YP6YV/wQa4mgn2sQwJHJhdVnXXLQC7o6GAxibW0tlbo8f/48dUnIfed/IrXJf+MqRYoUKVKkSJEiRYr8P5Bvp5lgkSJFihQpUqRIka9OClgtUqRIkSJFihQp8milgNUiRYoUKVKkSJEij1YKWC1SpEiRIkWKFCnyaKWA1SJFihQpUqRIkSKPVgpYLVKkSJEiRYoUKfJopYDVIkWKFClSpEiRIo9WClgtUqRIkSJFihQp8milgNUiRYoUKVKkSJEij1YKWC1SpEiRIkWKFCnyaKWA1SJFihQpUqRIkSKPVgpYLVKkSJEiRYoUKfJopYDVIkWKFClSpEiRIo9WClgtUqRIkSJFihQp8milgNUiRYoUKVKkSJEij1YKWC1SpEiRIkWKFCnyaKWA1SJFihQpUqRIkSKPVgpYLVKkSJEiRYoUKfJopYDVIkWKFClSpEiRIo9WClgtUqRIkSJFihQp8milgNUiRYoUKVKkSJEij1YKWC1SpEiRIkWKFCnyaKWA1SJFihQpUqRIkSKPVgpYLVKkSJEiRYoUKfJopYDVIkWKFClSpEiRIo9WClgtUqRIkSJFihQp8milgNUiRYoUKVKkSJEij1YKWC1SpEiRIkWKFCnyaKWA1SJFihQpUqRIkSKPVgpYLVKkSJEiRYoUKfJopYDVIkWKFClSpEiRIo9WClgtUqRIkSJFihQp8milgNUiRYoUKVKkSJEij1b+B62nzO1SAg6fAAAAAElFTkSuQmCC", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/coding_1_approximation/exo1.jl\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The best $M$-term approximation error is computed using the\n", "conservation of energy as\n", "\n", "$$\\epsilon[M]^2 = \\norm{f-f_M}^2 = \\sum_{ \\abs{\\dotp{f}{\\psi_m}} \\leq T } \\abs{\\dotp{f}{\\psi_m}}^2.$$\n", "\n", "\n", "If one denotes by $\\{ c_R[k] \\}_{k=0}^{N-1}$ the set of\n", "coefficients magnitudes $\\abs{\\dotp{f}{\\psi_m}}$ ordered by *decaying*\n", "magnitudes, then this error is easily computed as\n", "$$\\epsilon[M]^2 = \\sum_{k=M}^{N-1} c_R[k]^2\n", " = \\norm{f}^2 - \\sum_{k=0}^{M-1} c_R[k]^2.$$\n", "This means that $\\epsilon^2$ is equal to\n", "$\\norm{f}^2$ minus the discrete primitive of $c_R^2$." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 2__\n", "\n", "Compute and display in log scales the ordered coefficients $c_R$.\n", "_Hint:_ a discrete primitive can be computed using the numpy function cumsum." ] }, { "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": [ "include(\"NtSolutions/coding_1_approximation/exo2.jl\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 3__\n", "\n", "Compute and display in log-scale the non-linear approximation\n", "error $\\epsilon[M]^2$.\n", "Store the values of $\\epsilon[M]^2$ in a vector $err\\_fft$." ] }, { "cell_type": "code", "execution_count": 13, "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": [ "include(\"NtSolutions/coding_1_approximation/exo3.jl\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Wavelet Approximation\n", "---------------------\n", "The Wavelet basis of continuous 2-D functions is defined by\n", "by scaling and translating three mother\n", "atoms $\\{\\psi^H,\\psi^V,\\psi^D\\}$:\n", "$$\\psi_{j,n}^k(x) = \\frac{1}{2^j}\\psi^k\\pa{\\frac{x-2^j n}{2^j}}$$\n", "\n", "\n", "Non-linear wavelet approximation is a the heart of the JPEG-2000\n", "compression standard.\n", "\n", "\n", "The set of inner products $\\{ \\dotp{f}{\\psi_m} \\}_m$ is computed in\n", "$O(N)$ operations with the 2-D Fast Wavelet Transform\n", "algorithm.\n", "\n", "\n", "Perform a wavelet transform.\n", "Here we use a daubechies wavelet transform." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "Jmin = 1\n", "\n", "h = compute_wavelet_filter(\"Daubechies\",10)\n", "\n", "fW = perform_wavortho_transf(f, Jmin, + 1, h);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the coefficients." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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