{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial: From vector spaces to manifolds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set up" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before starting this tutorial, we set the working directory to be the root of the geomstats repository. In order to have the code working on your machine, you need to change this path to the path of your geomstats repository." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Working directory: /home/nguigui/PycharmProjects/geomstats2\n" ] } ], "source": [ "import os\n", "import subprocess\n", "\n", "geomstats_gitroot_path = subprocess.check_output(\n", " ['git', 'rev-parse', '--show-toplevel'], \n", " universal_newlines=True)\n", "\n", "os.chdir(geomstats_gitroot_path[:-1])\n", "\n", "print('Working directory: ', os.getcwd())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We import the backend that will be used for geomstats computations and set a seed for reproducibility of the results." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Using tensorflow backend\n" ] } ], "source": [ "import geomstats.backend as gs\n", "\n", "gs.random.seed(2020)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we import the visualization module." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "import matplotlib.image as mpimg\n", "import matplotlib.pyplot as plt\n", "\n", "import geomstats.visualization as visualization\n", "\n", "visualization.tutorial_matplotlib()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## From vector spaces to manifolds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous tutorial, we visualized data that naturally belong to manifolds, i.e. generalizations of vector spaces that are allowed to have curvature. \n", "\n", "A simple example of such data is the coordinates of cities on the surface of the earth: they belong to a sphere, which is a manifold." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: findfont: Font family ['times'] not found. Falling back to DejaVu Sans.\n", "WARNING: findfont: Font family ['times'] not found. Falling back to DejaVu Sans.\n", "WARNING: findfont: Font family ['times'] not found. Falling back to DejaVu Sans.\n", "WARNING: findfont: Font family ['times'] not found. Falling back to DejaVu Sans.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import geomstats.datasets.utils as data_utils\n", "\n", "data, names = data_utils.load_cities()\n", "\n", "fig = plt.figure(figsize=(10, 10))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "visualization.plot(data[15:20], ax=ax, space='S2', label=names[15:20], s=80, alpha=0.5)\n", "\n", "ax.set_title('Cities on the earth.');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The purpose of this tutorial is to show how we can perform elementary computations on such data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## From addition to exponential map " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The elementary operations on a vector space are: addition, substraction and multiplication by a scalar. We can add a vector to a point, substract two points to get a vector, or multiply a vector by a scalar value." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "fig = plt.figure(figsize=(6, 6))\n", "ax = fig.add_subplot(111)\n", "\n", "point_a = gs.array([0, 1])\n", "point_b = gs.array([1, 2])\n", "vector = point_b - point_a\n", "\n", "ax.scatter(point_a, point_b, label='Points')\n", "ax.arrow(gs.to_numpy(point_a[0]), gs.to_numpy(point_a[1]), \n", " dx=gs.to_numpy(vector[0]), dy=gs.to_numpy(vector[1]), \n", " width=0.008, length_includes_head=True, color='black')\n", "\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For points on a manifold, like the sphere, the same operations are not permitted. Indeed, adding a vector to a point will not give a point that belongs to the manifold." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 10))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "paris = data[19]\n", "vector = gs.array([1, 0, 0.8])\n", "\n", "ax = visualization.plot(paris, ax=ax, space='S2', s=200, alpha=0.8, label='Paris')\n", "\n", "arrow = visualization.Arrow3D(paris, vector=vector)\n", "arrow.draw(ax, color='black')\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The exponential map is the operation that generalizes the addition of a vector to a point, on manifolds. \n", "\n", "The exponential map takes a point and a tangent vector as inputs, and outputs the point on the manifold that is reached by \"shooting\" with the tangent vector. \"Shooting\" means taking the path of shortest length. This path is called a \"geodesic\"." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from geomstats.geometry.hypersphere import Hypersphere\n", "\n", "sphere = Hypersphere(dim=2)\n", "\n", "paris = data[19]\n", "vector = gs.array([1, 0, 0.8])\n", "tangent_vector = sphere.to_tangent(vector, base_point=paris)\n", "\n", "result = sphere.metric.exp(tangent_vector, base_point=paris)\n", "\n", "geodesic = sphere.metric.geodesic(\n", " initial_point=paris,\n", " initial_tangent_vec=tangent_vector)\n", "\n", "points_on_geodesic = geodesic(gs.linspace(0., 1., 30))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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6C88++yxsNhseeOABjI6O4rbbboNEIsFf/uVforW1lb7O3XffjU9/+tMYGRmBWCzGZz7zGZw9exZ2ux0SiQSJRAKzs7PgeR4jIyNoa2u7YP3f+ta38N73vhc33HADhEIhLBYLhoeHt/UcbQdM9DAYW4R0Z83PzyMYDF5xOqvWYuliTtCb/f21IojjuAtEUC6XYxPkGbuCQCCA973vfchkMojFYshkMnjf+963rREfk8mEYDCIYrFI/+2ZZ55BNBqFyWSCz+dDOp3GsWPHoNfrodfrceONN9I1uN1udHd3099Vq9UwmUxwuVxwu93o7OykPxMIBBV/t9vt+OhHP0qf12g0gud5uFwuvOY1r8Gdd96Jj3zkI2hubsYHP/hBxOPxC9bvcDjQ39+/beejWjDRw2BsgfJ0FvO6WeViIigejzMRxNjx2Gw2SKXSin+TSCSw2Wzb9hove9nLIJPJ8Mtf/nLdn5vNZigUCkxPTyMajSIajdLvFgC0t7fTOhwASKVSCIVCsFgsaGtrg8PhoD/jeb7i752dnfiP//gP+rzRaBSZTAbXXnstAOAv/uIvcPr0aczMzGB+fh5f+cpXLlhfZ2cnlpaWtuVcVBN21WYwNkG5906pVIJQKKT+NzuNK430bOb5SU2QWCyuEEGJRALxeBypVIqJIMaOoaen54LuqUKhsK01K3q9Hp/73Ofw4Q9/GD/96U+RSCRQKpVw9uxZpFIpCIVCfOADH8DHPvYx+P1+AIDL5cJDDz0EAHj729+OEydO4OzZs8jlcvjMZz6Dq6++Gj09PXjTm96E6elp/OxnP0OxWMS//du/wev10tf+0Ic+hLvuugvT09MAVouqf/KTnwAATp06hZMnT6JQKEClUkEul697w/e+970PJ06cwKOPPopSqQSXy4XZ2dltOz/bBRM9DMYlIN1ZhUKBbuhA9cXDbmFtYbRAIECxWGQiiLFjaGpqwre+9S0oFApotVooFAp861vfQlNT07a+zic+8Ql89atfxZe//GW0tLSgpaUFf/qnf4p/+qd/wrXXXot/+qd/wsDAAK655hpotVq87nWvw9zcHADgda97Hb7whS/gLW95C9ra2rC0tETrfcxmM37yk5/gU5/6FEwmExYWFnDdddfR17311lvxyU9+Em9729ug1Wpx4MABPPjggwCAeDyOD3zgAzAYDOju7obJZMJf//VfX7D28fFxnDhxAh/72Meg0+nwyle+siLy1CgILnGBYVcfxp7mYqMk7HY7RCIROjo6Lvv5SUF0Let6/H4/0ul0w3RW8DyPUqlE/y4QCC4Ynrpbi8QZteX8+fMYGRm57N8PBAKw2Wzo6enZdsGzV7nIe1KVLz1zZGYw1oGks0gr+nrhXBbp2R6IUSKhPLJGfr52bhgTQYx60NTUxMTODoeJHgZjDZsdJcFET3VYTwTl8/l1h6eKxeJdbRfAYDC2FyZ6GIwySHRnM5PRBQJBRVrmSiCvVwt2mli7mAgi75FEIqHpMCaCGAzGRjDRw2Bgc+mstWyHeCAb9E4SIfWmXASR85bP52l3DWmfL68JYjAYDICJHgYDpVIJhUJhy87K2yFWCoUCrFYrlEolDAYDZDLZFT3fZthNIou8V+uJoGw2C4fDgd7eXiaCGJRaRlUZF6ce1yEmehh7Fp7nwXEcLZjd6mZ4peIhGo1ienoa7e3tyGQy8Hg8KBaL0Gq1MBgMMBgMkEgkl/38e5FyEcTzPCKRCPVYKY8ErS2MZuwNJBIJMpkMlEplvZfCAJDJZGp+jWOih7EnIR1CHMdddg3I5Yoenudhs9ng8/lw5MgRiMVievfJcRzi8TgikQgcDgdKpRL0ej0MBgP0en3FXB7GpVmbquR5HjzPI5fLrVsYzUTQ7qa5uRkulwsWiwUKhYJFfOoEz/PIZDJwuVxoaWmp6WuzKyhjz3Ex752tcDmiJ5/PY3JyEiqVCuPj4xAKhRVOryKRiEZ5gNXC6lgshkgkApvNBoFAQEWQTqerKPCt5rp3C2vf7/VEkEgkoqkw0h3G2B1otVoAq3OqSISXUR8kEglaWlroe1IrmOhh7Bkup1j5YmxVPITDYZw/fx6Dg4Nobm7e1O+IxWKYTCaYTCYAqzVA0WgUwWAQS0tLFSJJq9WyKEUZm3lv1hNBpVIJ2WyWimIigkgkiImgnY1Wq635RstoHJjoYewJNuu9sxU2K3p4nofVakUoFMLRo0ehUCgu+zUlEkmFQVo+n0ckEoHX68X8/DykUikVQRqNZsPj3CuRnq2+zxcTQQQmghiMnQsTPYxdDylWvtJ01lo2I3pyuRwmJiag0+kwNja27ZEYqVRKZ/QAQDabRSQSgdPpRCKRgEKhoCJIpVIxD5stwkQQg7G7YKKHsWvZ7nTWWi4leoLBIObm5jA0NASz2bytr70RcrkcbW1taGtro8WCpB4olUpBpVJBKpXSwZ67eYOuRjRrIxGUyWQqOseYCGIwGhMmehi7ksv13tkKQqFw3Y21VCphcXERsVgMY2NjNfHeWQ+BQAClUgmlUgmLxQKe55FKpeB2uxGNRvH8889Do9HQSJBcLq/LOqtJtQUH+WwRQb2eCCLjMpgIYjDqDxM9jF3FWu+daqZz1ov0ZDIZTExMwGw2Y2xsrKE2OIFAALVajaamJggEAgwMDCCRSCASiWBubg65XK7CI0gqldZ7yTuO9UQQ+TyWiyDSHcZEEINRW5joYewatsN7Zyusnb3l9/uxsLCAkZERGI3GLT1PrQuLSWqLdLJ0d3ejVCohkUggHA7D5XKB4zjodDrqEbTTjBIbIX23kQgqFov0MUQEicViNkGewagyTPQwdgXb5b2zFchrlEolzM3NIZ1O4/jx4w0fIdno3AiFQuh0Ouh0OvT29oLjOOoRtLKyAp7nKzyCmFHi1lmvJqhcBAkEgop0GBNBDMb2wq5ajB3N2vRBLX1qBAIB8vk8nn/+ebS0tGB4eHhXbVAikQhGo5FGrcqNEpeXlyEQCCo8gi7HKHGvs54IKhaLFelZJoIYjO2DiR7GjqUa3jtbIRgMIhwOY2xsDHq9vqavfSVcbjptI6PEQCCAxcVFapRoNBqh0WgawihxpwmE9URQoVBgIojB2CaY6GHsSOqRziJwHIfZ2VlkMhkYjcYdJXi2k7VGiblcDtFoFB6PB3Nzc5DJZDQSpFara7457wYDRuIITVhPBK2dG8ZEEIOxMUz0MHYU1fbeuRTJZBKTk5OwWCzo6enB/Px8TV9/O6jWpiiTySqMEjOZDKLRKBwOx4ZGiYytsZ4IyufzyOVyCIfDUCgUdDAtmRvGzjOD8RJM9DB2DBzHIZfL0Qt5rS/mLpcLdrsdBw4cgFarRSaT2bHRhFqsW6FQQKFQXNQokYigaky83qnvzVYoF0HxeBwikYiKIOClCfKkRZ6JIMZeh4keRsNDipUTiQRmZmZw7Nixml64i8UiZmZmAADj4+O0a2knTyuv9bo3MkqMRCJYXFxENpuFWq3edqPEvbTB8zwPoVBIRRB5j/P5PPL5PIBVEVTuE9QIdVcMRi1hoofR0JSns8jFvJYbWSKRwOTkJLq7u2GxWCp+tlNFTyMIAWKUqFar0dnZCZ7nqVHi7Ows8vk8M0rcImt9icrHYpCfA0wEMfY2TPQwGpa1oySEQmGFGWA14XkeDocDLpcLhw4dglqtvuAxO1X0NCLrGSXG43FEIpHLNkrca+/NpcwYmQhiMJjoYTQga0dJkAvvRrOutptCoYDp6WlIJBKMj49v6D+zU0XPTli3UCiEXq+HXq+/pFGiXq+/6Hu0V9iqA/V6IogURpeLoLXdYQzGToaJHkZDcbFREmvHPlSDWCyGqakp9PX1oa2t7aKP3S7xsJc25stlPaPEaDSKcDjMjBL/f6507MZ6HkE8zyOXy9HCaDJBXiQS0e4wBmMnwUQPo2G4lPdONSMUPM/DbrfD6/XiyJEjUCqVl/ydWkWeGBciFothNpthNpsBrEbnIpEI/H4/FhcXIRaLoVKpaHp0L0QotnvW2HoiqFQqIZvN0n8jIohNkGfsFJjoYdSdzXrvVOuCms/nMTk5CaVSifHx8U1vkDshTbQeO3XdF0MikaC5uRnNzc0AVo0SvV4vgsEgXnjhhbobJdaCag9YZSKIsRtgoodRV+o9SiISiWBmZgaDg4N0w9wKu0087BZkMhnMZjOSySRGR0epR9DKygqSySSUSiUVQUqlcldszrWeKs9EEGMnwkQPo26Q6E49RknwPA+r1YpgMIijR49CoVBs+Tm2c7213LB2Y6RnPcqPkRgltre3g+d5pNNpRCIRWK1WpNPpCo+gy/ksNAK1Fj1r2UgEZTKZiqJpJoIY9YSJHkbNqfcoiVwuh8nJSWi1Whw/fnxP1HvsVdbbVAUCAVQqFVQqFTo6OsDzPJLJJCKRCBYWFpDNZqHRaKgIkslkdVj51qm36FkLEUHk+8VEEKMRYKKHUVPWeu/UYzL63NwchoaGaBEsY28jEAig0Wig0WjQ1dWFUqmEZDKJcDiMmZkZFAqFCo+gRjVKbDTRs5bNiKDyCfJMBDGqARM9jJqwkfdOrSiVSlhaWkI0GsWxY8e2bczBTmSvpLcuF6FQSI0Se3p6UCqVEIvFEI1G4XQ6wXFchUcQGUtSb3Zal9p6IojjOBSLRfoYYpQoFovZBHnGttAY31bGruZi3ju1IJvNYmJiAiaTCWNjY+zCuUfYrsiHUCikqa61Rok2mw0A6M91Ol3dPIIaPdJzKdarCSoXQQKBoCISxEQQ43JgoodRVS7lvVNt/H4/FhYWMDIyQo3tGKzr7ErYyCgxFAphaWkJIpGIRoJ0Ol3Noi87XfSsZT0RVCwWabRYIBCgUChArVZDIpEwEcTYFEz0MKpCNYuVN3NxL5VKmJ+fRyqVwvHjxxu2DqMesI1he1lrlJjP5xGNRqnglkgkMBgMMBqNUKvVVRNBu030rGU9ETQxMYEjR44gm82ySBBjUzDRw9h2qum9Q+pRLvac6XQaExMTaGlpwdDQUMNf+Gq9vkY/H9tFvUSAVCq9wCiRDE5NJBJVM0rc7aJnLeXFz8BLafTySNDa4al76fww1oeJHsa2QoqVq5XOIpPWN7pb9nq9WFpawujoKPR6/ba+9m6Cpbdqh0wmQ2trK1pbWwGgakaJe/09FQgEFfVU64kgUhRN5oYxEbT3YKKHsS3Uyntno84jjuMwOzuLfD6P8fFxSCSSqrw+g3GlVNMokW3iL7GeCMrn83R4KpkgTyJBTATtDZjoYVwxtfTeIZGecpLJJCYnJ2GxWNDZ2ckuXJdgr7Ss74R0z8WMEufn55HL5TZtlNjox1pvykUQ+fwTEURu1Namwxi7DyZ6GJfNWu+dWtwprZ1s7nK5YLfbceDAAWi12qq+NoNRbdYzSkwkEnRGXLFYhFarpSKIRTQvj3JHaKBSBOXzeQBgImiXwkQP47Kol/eOQCBAqVRCsVjE+fPnUSqVMD4+XleDuJ0QUVjLXoj07AaEQiF0Oh10Ol2FUWIkErnAKJG9p5cPE0F7ByZ6GFumnt47QqEQiUQCS0tL6OrqgsViqfuQxZ3GTlzz5bATxeilKDdKBFY9gogISqfTOH36dIVHUL2MEnc664kgUhNULoLK54YxEbQzYKKHsWnK01n1GBRKij4XFhZw1VVXQa1W1/T1N2I3bq6MnYFYLIbJZILJZEI4HMahQ4cQjUYRDAapUSIRSVqtdldtzKSGsBas5xHE8zxyudwFhdHl3WGMxoOJHsamqKb3zmYoFouYmppCsVjE6OhowwietTVGO4G9Usi8F5FIJGhqakJTUxOA1fRMJBKB1+vF/Pw8pFIpFUEajWZHb8z1vNm4lAjieb4iFcZEUOPARA/jktR7lEQsFsP09DR6e3up3XyjwARE47LXInDrHatUKkVLSwtaWloArM6hI/VAyWQScrmciiCVSrWjzlcjDVhdTwSVSiVks1n6byKRqCIdtpPO9W6CiR7GhtTKe+dir2+32+H1enH48GGoVCpEo9ELWtbrCSmsvtLnqDVMqO1N5HI52tra0NbWBp7nqVGizWZDKpWCSqWq8Ahq5I25kUTPWpgIalyY6GGsC8dxSCaTkEqldYnu5PN5TE1NQaFQYHx8nF7cGi2y0mjr2Qzs4soAVj8HSqUSSqUSFoulwihxaWkJ6XS6wiNILpfXe8kVNLLoWctGIiiTyVQUTTMRVH2Y6GFUQIqV8/k8Tp8+jWuvvbbmXz7iSTIwMEDD8oT1zAnryXaIHnIB3CkX8J3CXktvXSkXM0qcm5tDLper8Aiq9xDfnfydISKIrJ+JoNrBRA+DUp7OIsP5avlF43keVqsVwWAQR48eXdeCv9EiK1e6nkwmg3PnzqFQKNBBlGQad7XOfaOdQ8aVU43382JGiW63G8ViETqdDgaDAXq9vuZGibtJ1G5GBJVPkGci6PJhoocBoLajJNYjl8thcnISGo0Gx48f3/AObjdFegKBAObn5zE8PAyVSkU7bcggSlJfYTQatzyDibG3qIUAWGuUyHEc4vE4/czyPF/hEVRtw9CdHOm5FOuJoHK7EJ/Ph/b2dkilUojFYjZBfgsw0bPHWTtKoh4XkVAohNnZWezbt4+22m7EbhA9PM9jcXER0WgUY2NjkEgkyOfzFxSZplIpRCIRLCwsIJvNNlRqYSewl6JZ9Yh6lHsAAZVGicvLyxAIBFU1StzNomcta0WQ0+lEa2srMpkMeJ6HUCisSIcxEbQxTPTsYeo1SoJQKpWwtLSEaDSKY8eObapQstFSM1tdTy6Xw8TEBPR6PcbGxjbs/hIIBFCr1VCr1ejs7KSphXA4DJfLhVKpRDcUvV6/pQ2l0c5hNdkrF/5GSPWUGyUCQKFQWNco0Wg0QqPRXLFg2UuiZy1ru2nJzWuxWKQ/L0+HMRH0Ekz07FHq7b2TzWYxMTEBo9FIN//NsJMjPaRAezMRrbWUpxZ6e3vpXXU4HIbVat32DYWxs2gE0bOWjYwSPR4P5ubmIJPJqHC/HKPEvSx61l5z1usOKxaLFcOgmQhahYmePUa9vXeAyloWcle4WRotSrGZ9fA8D5vNBr/fv2GB9lZZe1edz+cRDofhdruRSCQgl8thNBphMBigVCorLnB75WLXSJ+TatOIomctFzNKTCQSUCgUWzJK3Mui51KsJ4IKhcIFIqh8eGqjf362CyZ69hBbHSVBUi/bdWEplUqYn59HKpXC8ePHL6suRSgU0i9uI3Ap0VMoFDA5OQmFQnHRAu0rveBIpVK0traitbW1wnTOarVW+K0YjUbIZLIreq2dxF65kO8E0bOWKzVK3MuiZ6vvtUAgqEiBryeC1g5P3Wmfp83CRM8egUR3tpLOIqmk7biwpNNpTE5Oorm5GUNDQ5f9hWq0SM/FZm/FYjFMTU2hv78fra2tNVvTeqZzpNV4ZmYGxWIR2WwWgUAABoOh6l02jOqzE0VPOet9Zkkh/+LiIrLZLNRqdYVR4k4/5stlOwatrieC8vn8RYen7pZzza52u5wrSWdtV/2M1+vF0tISRkdHodfrr+i5Gq2mB7gwjcLzPBwOB1wuF6666iqoVKo6rWwVgUAArVYLrVaL7u5ucByH559/HvF4HHa7HQKBgG4mOp1u19w9N5I4rja7TQCsLeQvF+6zs7PI5/MQiURQKpXI5/N7qpuxGhGui4kgIngkEglNh+1kEcREzy7mSr13rlRgcBxHnVzHx8e3xbys0UTP2shTsVjEzMwMhEIhxsfHt71NdzsgU5/7+/sBrKbgIpEI/H4/FhYWIJVKaT1QNU0Sa8FOXvtW2G2iZy1rhXupVKIRoKmpKXAcV1ejxFrCcVzVryvlIohc3/L5PPL5PB577DHYbDZ87GMfq+oaqgUTPbuQ7fLeuRKBkUqlMDExgfb2doyMjGzbBbmR01vJZBITExPo6upCR0dHnVe2eSQSCZqbm9Hc3AxgtcA0HA5XmCQSEcRMEhuT3S561iIUCiGTyaDT6dDS0gKO46hHUD2MEmtJLURPOeVjMQAgGAxWDE7daeyeTwIDwPZ671yu6HG73bDZbDhw4AC0Wu1lv/52rqlakGJvcswHDx6ERqOp97KuCLlcjvb2drS3t1fUVszPz9P5S0QENfIddSOJ42qz10QPUJnmEYlEMBqNMBqNAFYjrtFoFOFwmBolkhSuVqttyAjsZql3AXcymYRara7b618pTPTsIrbbe2erAqNYLOL8+fMolUoYHx+vyt1Vo0V6AMBut0MsFl/2MTfyZrWeSWI8Hkc4HIbD4aB31EajsSquu1dKI5/b7WSvi561iMVimM1mmM1mAJUp3MXFRYjFYiqCdpqvVa0jPWtJp9OwWCx1e/0rhYmeXUC1vHe2InoSiQQmJyfR1dUFi8VStQtwI0V60uk03G43zGYzRkdH98SmIxQKodfraUE6uaMOhUJYWlqimwkxSdwL56QRIKMI9hJbEXprU7i5XI4OTk0kEnTY706oY2sE0VPv5owrgYmeHc5WvXe2wmYEBs/zcDqdcDgcNUntNEqkhxT9NjU1wWQyNfRFspqsvaMmm4nL5aownCNDU/fqeao229HGvNO4kjSPTCajvlYAqEeQw+FAMpmsMEpca+5Zb1h668pgomcHQ4qVqzVK4lKip1gsYmpqCmKxGFdffXVN7j7qHekplUpYWFhAMpnE8ePH4XQ6G0KENQrlmwkxnAuHw1haWqImiaQeqNomiXsp5bOXjpWwnZu/QqGAQqGgdWxEBC0vLyOVSl3gEVTPc90IkR4mehg1pVajJC4mMGKxGKanp9HT04P29vaqvP561DPSQ+aFmUwmHD16lArN7VjPbty0yg3nOjo6qNdKOBymJonlQ1N3U4dNrdmNn59LUa2Ix8WMEhcWFpDNZqnDeS3E+1o4jqtrpIe4Ze9U2FVmh3Gl3jtbYT3Rw/M87HY7PB4PDh8+XPMPf70iPaFQCLOzsxfMC9su0bMXNqxyr5Wenh7aZhwOh2Gz2WiHjdFohFarveIL+8Xel2KxCK/XC5fLhcXFRczNzeHzn//8Fb1ePWGip3qsV8yfTCYRiURw/vx55PP5Co+gahsllkqlukZ6UqnUju5QZaJnh7DWe6cWjpgikQgcx9G/5/N5TE1NQS6X4+qrr67L3UatRQ/P87BarQiFQjh27BjkcnnFzxulxmgnsrbNmHTYeL1ezM/P0+JSo9G4qQGUhEKhAK/Xi4mJCTidTuTzeTidTrjdbrhcLrhcLvh8vgs+R+95z3vQ29u77cdZC/aq6KnHMQuFwguMEuPxOB2eynFcVSOYHMfV1SqCpPt2Kkz07AC203tnK5QLDDK3qdZzpNZSS5GRz+cxOTkJtVqNsbGxdUUeEz3bx9oOm7UDKMnddj6fRzAYhMvlgtvtXlfQrH1PVCoVLBYLWltb0d3dDZ7n4fV66ft30003obOzsx6HvS3sRdHD83xDWCSUdzT29vZWGCXa7fYKo0S9Xn/Fa653ITOL9DCqynZ772wFoVCIYrEIq9WKQCCAI0eOQKlU1uz1N1pTLSI90WgU09PTGBwcpJvwejDRs33k83l4PB4qXtYKGqfTiUAgsK6g6ejogMViwf79+9He3g6LxQKFQgGz2Yxjx47B4XDgxIkT+PGPf4x4PI7BwUFIpVI4HA7cdddd+MhHPlKno94e9qLoadSOtUsZJRKRdLmz7updyJzJZHa0MzsTPQ1KeTqrmsXKF6NUKsHhcKC5uRnHjx9vCB+QaosMnuexsrICj8ezKZFHHJkZFyeXy11U0LhcLvj9/gt+T6vVwmKxoL29HQcOHEB7ezs6OjrQ1tYGrVYLhUJBOxjLh6aKRCJYrVbcf//9+NKXvoRTp05BJpPh1ltvxetf/3p8/vOfh9/vx/e+9z3cfPPNdTgj28teFT2NcE26FGttHfL5PKLR6GUbJda7pmene0Ix0dOAVNN7Z7OEQiFYrVYYjUYMDQ3V/PU3opqRHtKCL5VKMT4+vqkvNov0bMxvf/tb3HXXXTRCsxadTkcFzaFDh2CxWOjfy4XNZiB308FgEP/zP/+D3/zmN3jkkUeQTCaxb98+3HXXXXj729+O2dlZvP3tb4dIJMJvfvMbHD9+fLsPuy4w0bNzkEqlV2SUWM/urd1wrWOip8GoZzoLWP1QLy4uIhKJYGBgAJlMpqavfymqJTKIo/RWW/CZ6NkYpVIJs9mMq666iqacyJ+2trZtrQsoFAp4+OGHceLECZw8eRJSqRSvfvWrceONN2J0dBQqlQr//d//jU9/+tPo7u7GT3/60x1btLwee1H0ALuj63Ejo0Qy8FepVFYYJdY7vVWvG/HtgomeBqFW3jsXg/jQGAwGHD9+HKFQCKlUqubruBjV+LK5XC7Y7XYcOnRoy10J5VPWGZVcf/31uP7666v6GnNzc/j2t7+NH/7wh4hGoxgYGMA//uM/4k/+5E+Qy+VQKpXQ3t6Or3zlK/jHf/xHHD58GJ/73OeQzWbh9XphNBqr3mJcC/aq6NmNrDVKTKfTiEQisFqtSKfTKBaLCAaDaGpqqnltzW641jHR0wA0QjorEAhgfn6+woem3u7H1YbjOJw/fx4cx13RsNDdcCHYSWSzWfzyl7/EiRMn8Mwzz0AikeDmm2/Ge9/7XrziFa+g3x+3241isYiPfexjOHHiBG677Tb8v//3/yCRSJBIJBCJRDA1NUVbjMnQ1J1okshEz+5EIBBApVLRYn2e5/HCCy+gVCphfn4euVyupkaJO72IGWCip67wPI9sNot0Ok3nu9T6wkXGKiQSCYyNjVV8aXaz6EmlUpiYmIDFYkFnZ+dln3dWyFw7FhYWcOLECfzgBz9AOBxGX18fvvCFL+Ad73gHLRItJ5lM4i//8i/x9NNP4+Mf/zj+5m/+hkZQdToddDodNUmMRqN07IBQKKwYmroT6kZ2enEpY3OQPaKrq4ten4mAJy7nWq2WiqDt9vPZ6W7MABM9dYOks2KxGFwuFw4cOFDzNaTTaUxOTqKpqQnHjh27YOPfraLH6/ViaWkJBw4cgE6nu6LnYpGe6pLL5fCrX/0K99xzD5566imIxWLcfPPNeM973oPrr79+w43e7Xbjne98JxYWFvC1r30Nd9xxx4avIRKJYDKZaIQzn88jEonA4/Fgbm4OMpmMzgvbikliLal3Rw+jdpRH9YRCYYWAL5VK1CPI6XSiVCpVuEVfaRQzmUwy0cPYOuWjJEQiUV2Ehc/nw+LiIvbv3w+DwbDuY3ab6CmVSpibm0Mmk8H4+Pi23AUx0VMdFhcXcc899+D73/8+QqEQenp68Pd///d45zvfeVHfJACYmprCH/3RHyESieDuu+/GW9/61i29tlQqRUtLC1paWgCADk0tN0kkImitQ3e9YOmtvcPF3msSpSTX9PIoJhn1Uu4RtFWhzCI9jC2xdpSEUCiEWCyuGPVQbTiOw9zcHLLZLI4fP37RIs7dJHoymQwmJibQ3NyM4eHhbdsgmOjZPvL5PO6//36cOHECTzzxBEQiEd70pjfhPe95D1796ldvKn3z6KOP4vbbb4dGo8H3v/99DA8PX/G6FAoF7TrjeR7JZBLhcBizs7N07pLRaIRer6/beACW3mKsx9ooZqFQQDQaRSgUwtLSEkQiERVJm5l3t9NHUABM9NSMjUZJ1FJYkDqW9vZ2jIyMXHLj3y2ihxRpj4yMUJfU7YKJnivHarXiO9/5Dr73ve8hEAigq6sLf/u3f4t3vetdWxp58t3vfhcf/ehHMTIygp/85CdViX4IBAJoNBpoNBo6d4kMTV1ZWQGAiqLoWgmRvRbpaVQ35lpwJcctkUjQ1NSEpqYmAC8ZJfp8PszPz0MqlVYYJa59rcsRPe9973tx//33o7m5GVNTUxf8nOd5fPSjH8UDDzwApVKJe+65B0ePHr3sY7wUTPTUgIt576wd6lkt3G43bDYbRkdHN13HstNFD/EcikajFxRpbxdM9FwehUIBDzzwAL797W/jscceg0gkwo033oj3vOc9eO1rX7ulsDvP8/jCF76A//N//g9e+9rX4jvf+Q60Wi2cTmcVj2CVtekEcicdCASwuLgIiURCi6LXM5rbLvaa6Nlrx1stNjJKdLlcSCQSkMvlMBgMSCQSGBoauqz01rvf/W7ceeeduP3229f9+YMPPoiFhQUsLCzg5MmT+LM/+zOcPHnyio9tI5joqSKb8d6ptughbdnFYnHLbdm1EmSXw6UuerlcDhMTE9Dr9RgbG6vaBZKJnq1ht9vxne98B/feey98Ph86Ojrw2c9+Fu9617u2ZApJyOVy+PCHP4yf/OQnuOOOO/DVr361rhOo195JZ7PZCqM5lUpFRdB2tv7uNRGwU92Yr5Rq34SWGyWS7uJIJIIvfelLmJiYQEtLC9ra2jA3N4d9+/Zt6jN3/fXXw2azbfjzX/7yl7j99tshEAhwzTXXIBqNwuPxoK2tbRuP7CWY6KkSm/XeqeamSVyGOzs70dHRseWLYqNGesg52+h4SPvmvn376OZT7bVsx/PsVorFIh588EGcOHECjz76KAQCAd7whjfgPe95D2644YbL7joKh8N4xzvegd///vf43Oc+h7/6q7+qOI+NIATkcjna2trQ1tZGjebC4TAWFhaQzWah0WhoUfSVmCQ2wrHWkr0semrVpScQCKhR4ve+9z2USiV8+ctfxsLCAj7zmc9gYWEBhw8fxmte8xq84Q1vuKybFmDVHLazs5P+vaOjAy6Xi4menQSJ7mxmlEQ1LlQ8z8PlcmFlZQUHDx68bLv/Rr2IbuSCzPM8bDYb/H4/jh49WhMTLRbp2ZiVlRUa1fF6vWhvb8cnP/lJ3H777ejo6Lii515eXsZtt90Gu92Ob33rW/ijP/qjbVp19Sg3muvs7KQeK+FwGC6XC6VSiXbW6PX6Laf4GvX7Wg32quip5wgKoVAIhUKBN73pTbjjjjvAcRwmJibwu9/9DufOnbts0VNrmOjZRhphlESxWMT09DSEQuFluww3OsQQsPzLXygUMDk5CYVCUdOJ8Ez0VFIsFvHwww/j29/+Nh555BEAwA033ID/+3//L17/+tdvy+fxhRdewFvf+lYUCgX88pe/xHXXXXfFz1kPyj1Went7qW9XOByG1WqlnTWbMUlkomdvUO/jLq/pEYlEOHLkCI4cOXJFz2mxWOBwOOjfnU4nLBbLFT3nxdh9O2KdKPfeqdcoiXg8jqmpqS0PzdxprI30xGIxTE1Nob+/f0vdPtsBEz2ruFwuGtVxuVxobW3Fxz/+cdxxxx3o6uratte5//778b73vQ8tLS347//+bwwODm742J32vojF4nVNEsn0bblcTlNhxMGdwETP3qDew0aTyeS2DgoGgFtuuQVf//rX8ba3vQ0nT56ETqerWmoLYKLnilnPe6cea1hZWYHb7cbhw4d3vHnUpSCRHp7n4XQ64XQ6cdVVV9XluLdL9NRj07rS1+Q4Do888ghOnDiBhx56CDzP4zWveQ2+8pWv4MYbb9z2KOM3vvENfPrTn8bRo0fx4x//eFP1WjtZCJSbJPI8T6dvk8GTZOaS0Wjcc6Jnr/oS1dt5O51Ob7ll/e1vfzsef/xxBINBdHR04B/+4R/ofvmhD30IN910Ex544AEMDAxAqVTixIkT1Vg6hYmeK2Aj753Lfa7L+f1CoYCpqSnIZDKMj4/vCSt6oVCIQqGA+fl5CASCuh73Xoz0eDwefPe738V3v/tdOBwONDc346/+6q9w++23o6enZ9tfj+M4fPrTn8bdd9+Nm2++Gd/85jehVCq3/XUaGYFAAKVSCaVSSU0Sy2cuJRIJFItFtLS0wGAw7Mq0djl71aeH47iGSW9tlh/+8IcX/blAIMC///u/X8mytsTu/mZUkYt572wV0iW11Y07Go1ienq6LmmdesJxHM6dO4eenp4rLoi9UjYqqt5tcByH3/3udzhx4gQefPBBcByHV7/61fjSl76Em266qWpt4ul0Gu973/vwm9/8Bh/5yEfwxS9+cdPfk938vggEAmi1Wmi1WnR3d2N6ehoGgwHxeBx2ux0CgYD6B9XSJLFWsPRWfUilUtue3qo1TPRskWoUK5P5W1u5mJMupSNHjlT9rreRQudutxuxWAyjo6MNIfS2M9JTy/N8qbZ/gtfrxb333ovvfOc7WFlZgdlsxl/8xV/gjjvuQF9fX1XX6Pf78cd//Md48cUX8eUvfxkf+tCHtvwcjfK5rTY8z0On09FavkKhgEgkAr/fj4WFBUilUloPVE2TxFqxV0VPvY+bjaHYY2zWe2erCIVCcBy3qbvlfD6PyclJqFSqmnQpbXZzrDalUonOOjKbzQ2T3iD1RVf6HI2UJiuVSnjsscdw4sQJPPDAAygWi3jlK1+Jz3/+83jzm998gZ9MPp9HoVCg/w2HwxAKhRXDOMk54nmeHif5L8dxCIVCtEBXJBJBJBLh2WefhcfjwT333IMbb7yx7ne5jcza76hEIqlw2s1ms3RUBjFJJCKoFtYO2029N/96Ue/vAIv07CFIsfJ2pLPWslnn43A4jPPnz9fEdI9AUm/1vMCk02lMTEygtbUVIyMjmJmZaRjTxHqLwctlPZHl9/vxve99D/fccw9sNhuam5vx4Q9/GK997WthsVggFouxvLyMYrGIQqFQ4UcFrG68sVgMkUgEPM9DKpWu22pNhA85d5FIBMVikUYjhEIhhEIhTCYTvva1r0Gj0eDs2bMAViMYRGAJBAI0NTXBaDRCLpfTP2QTbwSxXisudaxyuRzt7e1ob28Hz/NIpVKIRCKYn59HLpeDVqulIqiejtabpd7XpHpRb9GTzWarMs6nljDRcwlq4b1zKedjnuextLSEcDiMY8eOVdxBV5t6uzKT8Pzo6Cj0ej2Axioe3o5ID8/ziEQiFRt2rSBRnfvuuw8nT56ERCLB2NgY7rzzTrS0tCCXyyEQCCAQCFQUj8pkMojFYtpFVywWkc1mkc1maaQmHo8jk8nQwse19U/k91KpFAQCAXK5HHiepxd18vhEIoF8Po9cLkf/nbxGOByGVCpFU1MTjUAJhUJIpVLE43FoNBoUCgVIJBLIZLJNz53baWylm0kgEECtVkOtVlOTxHg8jnA4DKfTSU0SydDURoyu7dVC5lKpVPci9Z0uNpnouQi18t65WKQnm81icnKSzpCq9QeuXqKnVCphYWEByWQSx48fr0ip1FuIlXOlAoyYSRJhXSwWqSuvwWDY1g2H4zj4/X6EQiHMz8/jiSeewJkzZxCPxyGTyXDbbbdhaGiIpnGj0SjEYjHEYjHtUiyVSuA4DolEAjKZDEqlEhKJBAqFAoVCARqNBq2trZBKpYhGo0ilUmhvb4dCoai4aSDfp3A4jEgkgubmZvh8PhgMBsjlchrNKRaLVPQIBAJIpVIIhUIqNoloCofDUCgUFYIpn89DKBRicXGRngOZTAaDwYC2tjaYTKaG3dS3ypVEtYRCIfR6Pb2pKBaLiEajCIVCWFpaglgsrjBJbASxsVdb1usZ6dktkVMmetZhrfdOtc0GSU3PWgKBAObn5zE8PEwNy2oNKbKuJdlsFhMTEzCZTDh69OgF5363iJ5UKoWJiQl0dnaiubkZPM+jVCohGo0iHA5jeXkZIpEIRqMRJpNpywWoHMchmUwiEAjA7XYjHA7D5/PB4/EgFouhVCqhp6cHTU1N0Gg0KBaLCAaDAACFQgG1Wg25XA6ZTEajUBqNBgqFgqax5HI59u3bB4VCgbNnz6KtrY22refzeZw9exYqlQqjo6PrrnFqagoqlQoHDhzA6dOnYbFYKswMnU4nHA4H+vr6MDAwAIFAQKNKqVQK6XQa0WgUVqsVmUymYkMoFosQiUQQCAQQi8WQSCTI5XJYWVnBysoKPUaz2QytVgu1Wg2NRrMjCzW3c0MSi8Uwm80wm80ALpy8rVAoKoam1mMjbISIRz2od8v6bhA+e+9Tcwm203tns6wVFiTKkUgkMDY2Vtcc6kaCrFqEQiHMzs5eVOg1WnrrctZC0nYHDhyATqdDPp8HsPpZKHflzeVy6xagkjqWtSQSCcRiMQSDQerkm0qlEI1G4fV6EQqFwHEcOjo60N/fD7lcTtNFmUyGbmhKpRJqtRrNzc1oaWlZN+1GxiXMz8/Tz7DBYEAqlaJ1PxKJBA6HAxzHUTFBanpKpRLsdjt0Oh28Xi9SqRTcbjctZvZ4PIhGo9Dr9RgaGqoQNDqdDplMBh6PB+l0Gp2dnYjH4+jo6MDBgwcRDAYxNzdH6/BILRD5PhcKhYriXiLuJBIJrQ1Sq9Xo7u6mxcCNTDU3o7WTtzOZDMLhMJaWlpDJZKBWq2k9UK2uVXu1pqee5oS7JaXIRE8Z2+m9sxXK01uZTAYTExNoamrCsWPH6v4hq1VUhed5WK1WhEKhS9YtNVqkZyvwPI/FxUXEYrEL0nbrIZPJKqZ0k1TO+fPnUSgUIBaLkU6nkc/nEYvFkM/nkUqlkM/nkc/nkUgk4PP5UCgUoNPpcPjwYXR2diKbzaKvrw9GoxFarRaJRAKBQABdXV1obW1FIBBAMBiEx+OBx+OBRqOB2WymBfRETEmlUvh8Pni9XlobIhKJqBAsFouIRCKIRCIVNVkAaAotk8kgGo0iFovB4/EgHA4jnU4jnU5DpVIhn88jmUxCqVRSkZZIJJDJZGir9tDQEPx+P4LBIDKZDNrb25HL5SCVSiEQCOD3++nzCgQCiEQiFItF+p3PZrMQCATI5/OIx+P0Aj83NweVSoX29nb09PSgpaVli5+Q2lCrO/Byk8SOjg5acxUOhzEzM4NisQidTgej0Qi9Xl+1aMxeFT31TG+R7+NOh4keVKaz6jEolGziPp8Pi4uL2L9/PwwGQ03XsBG1EBikDV+tVm+qbqmRIj1bgRynRqO5LEFLClCB1YiYy+VCJBKpsFEAVoUzESJSqRRdXV3o7u6mm5BEIqH1Ofl8Hn6/H4FAgG5U8XgcQqEQRqMREokEfr8fc3NzOHfuHBVaYrG4oj6HFDTHYjH6e2Qqc6lUQiaTgVarrfidRCKBXC6H1tZWiMVi8DyPdDoNkUiEfD5Pa4YSiQSi0Sg4jkMmk0E2mwWw2pGk0WiQzWaRTCYhl8sRiUTw1FNPobW1FT6fD2KxGFqtFiKRCK2trdDpdNDr9RAKhQiFQrSmiKT12tvbaUtuIBBAOBxGIpHA5OQkZmZmIJPJ0NLSgoGBAXR0dDRMPVC90g7lJok9PT3gOI4OTbXZbNQkkYjr7bq27lXRU8/jvhw35kZkz4ueannvbAWBQACn0wmxWLypu/9aUm3RQ1ylBwcHN51GaKRIz2Yhw2D7+/svK1oQi8Vw/vx5OJ1OxONxcBwHsVgMtVqNlpYWpFIpPPLII3A6neB5HnK5HAcPHsShQ4fQ1dWFtrY2mkYLh8N48cUXkcvlYLVaEQgEAKxu8qSOiBSKkkJ+0hFFamRUKhW6u7thNpvBcRysVivkcjmy2SyamprQ399P155IJDA3N3fBIFyr1Qq/34/jx49DJBJheXkZHo+HdlmNjIzQNeRyObhcLgQCAQiFQqjVahQKBaTTacRiMQQCAWQyGeRyOXAch3A4DJFIBJVKRVNVwGq9WDQahVwuh8FggMlkQiKRwMrKCpaWljA/Pw+FQkHb7UmELZFIIBQKIZ1OY35+nhr+tbe3o7e3F729vXX93jZKrQWpQTMajQBeMkn0er2Yn5+nheRGoxEqleqy19wox1tr6hnpYaJnF1CvdFY5qVQKdrsdGo0GR44cabgvcrUEBhmS6vF4tuwqvdMiPS6XCysrK1seBpvJZHDu3DnYbDbE43EqREgNhVarxfPPP4+f/vSnUKlUaGlpwZEjR2CxWNDe3g6JRIJSqQSr1Yq5uTnIZDIoFArI5XLk83lIJBJoNBqUSiU0NTWhUCjQjiue52nXTmdnJ9ra2qBWq2mtjcPhQDqdpqaaEokEQ0NDtL3d7/fTESEmk4l2c5WLnkwmA5lMRi/iEokE0WgUWq0Ww8PDtL08k8nA6XSiUChgcHAQvb299HcSiQRsNhsCgQDt1goEAlAoFJBIJNBqtdDpdOA4DoFAANlsltb3kE40sVgMkUhU0TUml8uRSqVoBEmr1cJgMKBQKNB0Tjwex+LiIux2O5555hmYzWYMDQ2hv7+/LhtTo107gAtNEsnQVJvNRt19iQjaihXHXo301FP0kJrCnc6eFD218N7ZDB6PB1arFR0dHXUTXZeiGqKnWCxiamoKEomE3uXXe03VoNxF+vjx45uqb8jn87DZbJienobP50OxWKTuxiQy4ff78fjjj2NmZgZSqRTDw8O0xZ3UzZDuLAC0hiWbzSKTydAOEI7jkEqlAIBGcFpbW6HX6yGTyWhUhJgHkjbvtrY26PV6WK1WOBwO6s1DvF/y+TwcDgekUind7AwGAxUmJCJCimAJmUwGyWQSHR0dtHMoEolgaWkJHMeht7eXjh5JJBJwOByIxWIQiUTo7e2FxWKBVCrF2bNn4ff7kcvl4Pf7aZqLdGcBqEizAS8VV5N1FgoFmEwmlEol5HI5ZLNZmM1m9Pb2Qq/X0zqjmZkZBAIBpNNpeDweeL1enDx5Eq2trejt7UVXV1dDRW7rjUKhgEKhqDBJDIfDmJubQy6Xg06no5/li5kk7lXRU8/jvpwJ643InhM9jZDO4jgO58+fR7FYxPj4OCKRCGKxWM3XsRm2W2CQ+oi1qY6tIBAIatpRdjlks1mcO3cOLS0tGBkZuejnjOM42Gw2WK1WeDwe2v0kkUhgsVgwODgIAHjsscfwjW98Aw6HA4ODgxgbG0NLSwukUikMBgPa29tpeznxzyGCkuM45HI5WuA8NzdHa4IEAgHi8TjMZjP6+/vR1tZGxUE+n4fb7UYwGKTpiZaWFrS2tmJ0dBQejwenT59GPp+Hx+NBR0cHhoaGMDk5ieXlZZqqMpvN1COora2N1tCRu3uO4+DxeCAWi2GxWACsRsgcDgckEgn2798PjUZzgdhpbW2lYoesgXSrSaVSmEwmqFQqZLNZanzY0tKC9vZ2KkY4jqN/MpkM3G43rFYrLYTmeR7BYBAulwvnzp2jZoidnZ0YGRmBwWBAMpmEUChEOp1GIBDAysoKHA4HFAoFWlpa0NHRgZ6eHiaAyig3Sezq6kKpVKJWCA6Hg4pQMjS1/OZor4qeerass0jPDqPW3jsbkUwmMTk5iY6ODhrhaeTIxXauzeVywW6349ChQ1d0x9Dok81Jd9XIyAitbVgPu92O5eVl+Hw+JBIJGnlUKpVob2/HVVddhYWFBXzjG9/Aiy++CK1Wi0OHDuGmm26id8ICgYDWlcjlclpgTP6QKA+wGs1Jp9Pwer0QCoXQaDTQaDQ4dOgQkskkvF4vpqamMDExAbVajaamJrS3t6OzsxOdnZ0IBALwer1YWVmBy+WCyWRCe3s7WlpaEA6H4XA4EA6HaQfY9PQ0nnnmGbS3t9MOqmAwiNbWVmSzWRqNiUajCAaDVMi43W7Y7XZks1nodDoMDg4il8thZmbmArEDAMFgEOFwGMlkkgoblUoFhUKBw4cPw2QygeM4OBwOOJ1OTE1N4cUXX4RCodjQoZnneSSTSVpkLZfLkcvlqMu01WqFzWajr1MsFpHL5SCXy9Hb20sLxNPpNKxWK5xOJ86dO4fm5maMjo7SSNZ20cjfh80iFAqpyAFeMkkMBoMXmCTW26+mntQrI7Abho0Ce0T0rE1n1eNDw/M8re04ePBgxdC2zc7eqgfbIXpIZIvjOIyPj19xG2ujikSe52G32+Hz+TZsu3e73VhcXITf76f1JQCgUqkgFApp19PU1BR+9rOfoVAoQCqV4g1veAPMZjOtyTEajUgkErT2xu12X3JtkUgEqVQKEokE+XyemtAZjUZYLBbs378fmUwGoVAIbrcbPp+vogOntbUVnZ2dyOVycLvdsNlsWFpaQigUglqtpiaBZ8+epc698XicOi4Xi0XaEp7NZpHL5ZDJZJBKpRAKhSASiZDL5ej/KxQKJBIJWK1WCAQCKBQKNDU1wWw2UxFEWtBJKo24LJ86dYp+31wuFzKZDPU40ev1dGRGLBZDS0sLmpqaqF+RWCxGZ2cnrFYrTWmVR2hICnJ5eRnpdBo8z1OTvng8jlgsBo1GA5PJBL1eT+ukotEootEoXC4Xuru7MTg4CJPJ1DAdYI3GeiaJZFRGOBwGx3FoamqiQ1MbsTxgu6nnMTLRs0MolUrwer0wGAx1EzzFYhEzMzMQCATrbvqNLnquZG3EddhisaCzs3Nbzn8jFjKTOiWpVIrjx49fcBcaCoXw4osvwu/3U/NLoVAIpVKJYrGIZDKJdDqNcDgMr9dL01v79+/Hvn37aF0PqV1xOBxwOBzo7OyE2WymZn/kT/nfo9Eo3G43xGIxOjo6oNFoMDs7i1QqBblcjjNnzlDxRDZ90pmUy+UQi8Xg9/tht9tRLBYhFouhVCohFouRTCYRj8cRjUapf0uhUEAmk4HZbIZKpaLePUajEeFwmBrY5XI5NDU1IRgM0vEVCwsLAACj0UhTa6RYWiQS0SgVWScxEiQRo/n5eTqagtQ1tbS0UO8YnU5HQ/SRSARWq5WOuSDpQdKdplKp4PP50NTUBJlMRt9TkUhE07MrKyuIxWJUGAKgzwmsttX39fWhVCohHA4jGAwilUphZmYGDocDra2t6Ovro6M7GBtT7ll19uxZ9PT0IJlMYnFxEdlsFhqNhkaC2LncfpjoaXDK01lzc3O49tpr67IO0qrc3d1Nw/FradTIBQDaMnw5eL1eLC0tUdfh7VxTI50vjuNw6tQpdHV1XfAeh0IhzM3N0XQN2bxJ4XA2m4XP50MgEMDCwgJCoRAOHjyIm266Cfv27aMmfOW1NQDoaIkHHngAUqkUN910E/bv349nn30WjzzyCADg1a9+NZqbm+F0OmGz2VAoFDA6Ogqj0UjbwP1+P9RqNcRiMY2GEpFLhAVx5JVKpbTDi/gDkfb4zs5OqFQqWvMTiUSoU3IoFEI+n8fIyAgmJydhsVioSBkeHsbk5CQGBwdRKpXgcDjQ0dEBo9GISCSC3t5eKBQKuFwuxGIxFAoFui7SeUZMCkkkRyKRQKfT0SLtfD4Pr9cLl8tVMbOJiOd8Po90Og2Hw0FHK5DfI6nHi6Upibmiw+GAWq1Ga2srfW/1ej3tFDMajVCr1dSsMZlMYnl5GV6vF3q9HhaLBX19fZdVN7EXohzl8DwPlUoFvV6Pjo4OlEolJBIJRCIRTE1NgeM4OsOumiaJe4lUKrUj3Mkvxa78JKw3SqLWvg48z8PhcMDlcl2yhqXRIz1bFRilUglzc3PIZDIYHx+/aBfG5dBIkR6/349MJoNrrrkGWq2W/nswGITVaqV3/SR6QuZB8TyP6elpuN1uRCIRLC4u4pZbbsGf/umf4oEHHsATTzyBkydPQqVSob+/H88++yx9LyYmJtDc3Izl5WXaZv3jH/8YQ0NDOH/+PBQKBYRCIU6dOgWTyYRoNEqF67PPPktfMxwOI5PJoFAo4LWvfS2Gh4fx9NNPY2JiAmazGTfffDO0Wi0ymQx1SI7FYuA4DiaTCWazGdlsFm63mwozMr+L1Bw5HA4YDAbadi6TyRCPxyEQCCCRSOB0Omk0MRQKQSqVIpFI0HQWx3GIRCLQ6XQVtUBk5pZGo0FHR0fF1HfisOz3++n3nogijuPoZ4fUO5HxE2R8B0mpGAwGCIVCZDIZtLW10aJm8lwAaFSNtMQHAgE4HA7IZDIkk0l4PB7aBZZKpVAoFKioSqfT9LyRZoaFhQWYTCYMDg5edqH/XmBtIbNQKIROp4NOp6MmiUSc22w2Wi9EhqbuxHqgel/zmE9Pg7Ke9w4RFbVS+4VCgaY6xsfHL5mz302ih4zRaG5uxvDwcFWEZiNEesrHSahUKip4PB4PFhcXaWSC+L9wHEdrQU6fPo35+XlYLBYMDAygtbUVBw4cQLFYxI9+9CNEIhGaKiHpLuKpA6ymhYiJIClcLhaLWFxcpBs4idy4XC6Ew2Hayp5KpZBKpSo2fKFQiCeeeAI2m412aAUCAdx777249dZbMTU1henpaahUKpjNZlx99dVQqVQoFAqIx+MQi8XQ6XQQi8UQCARIp9Nwu91U4JFzFIlEIJVKkUqlaKQrEolAJBIhGAxS8ZBOp6HRaJBOp1EsFmmEiQi3pqYmiEQi+P1+RKNRJBIJmEwmeuwSiYSm2jQaDfbv30//ncwIK5VKtIWfuDxrNBp4PB643W6EQiHo9XqUSiUaqerp6YFWq4VGo6Euz+UMDAzQolsyHiMej9P1ZLNZOiy1/HuRy+WQy+Wg1WohlUoRDAbh8/noINbu7u5qf5x3HJfq3lo7w44IS4/HQz2ryLywKzFJrCX1Lt5OpVIVtag7lV0jei7mvUPm7NRC9BCH4f7+fuopcikaYRPfiK0IMjIV/lJdS1dKvSM9+XweExMT0Ol0OHbsGJ5++mksLCxgYWEB0WiUFrcKBAIEg0HkcjnatUfGPdx4443Q6XQoFoswGAx0I15cXKwYtCoSiWC1WtHb20v/TiJF5HPO8zxyuRwkEgmt0+F5nkZOstksfQ/JTYFQKKQ3B8Dqe+dyuSo6YyKRCF544QUsLS3BYDCA53ksLS1Rp+KHH34YUqkUWq0WBw8eRGtrKx1vodVqaaqM1PwUi0UqREQiEY3wkJlXAoGAGhYmEgla1E1EEhF5JDWn1+uhVqtp91ZLSwv9rhcKBTr3a2lpaVPvq0AgQFtbG0095fN5GjUjwoekx0iNFWm51ul00Gg0kMlk6O/vx9LSEkqlEn0vhoeHIZVKkclkkEgkkE6nkUqlEIlE4PP5EA6HEQgEEIvF0N7eDr1ej2AwiJMnT2J5eRlHjhzZ1hTxbmArQkUqlaKlpYW6oZOhqeUmiUQEbcUksZbUc9gowGp6GopLee/UIpLC8zxsNht8Pt+WHYZ3eqSHRD2i0WhNpsLXUyTG43Fag9Lc3AyHw4G5uTk4HA7E43HaNq1UKuFyuahvSzAYhFqtxtGjR2m6g9TyGI1GejFTKBR0uCaJ4Fx33XUIBoPURblQKODIkSM4e/YsotEoLby9+uqr8fzzz1PTQYVCgZe97GV46qmnqJARi8U4ePAglpeXkc1mIZPJkE6n0dfXh3g8DrlcTtdSLBYRj8dplCibzUIsFsPhcGBycpIaEvI8j6eeego33HADZmdn4XQ6IRKJ0N3djZ6eHgAv1QeROpnyuqFyQUO+x8R3h/yMmDSSxxG3aTIjLBQKwefzVaS6SJG42WymEa31/hABVv732dlZRCIROmXd5XKhs7OTjqRIpVI0okWEI6knIq9FBr8Cq0KZdG2unVhPxmacOXMGNpuNfpZ0Oh2EQiG8Xi8effRRDAwMYHR0dN2Nr96pj52GQqGAxWKBxWKh9gSRSISaiZYPTd3u9PzlUk83ZoCltxoGEt252CiJaosKMkhSpVJhfHx8yyHIRg6tXkpg5HI5TE5OQqfTYWxsrCbHUg/R441lce9Tc3hoNghOKIX2hVlcp30S2nwEmXQSIpEIoVAIpVIJkUgEuVwO6XQakUgEra2tOHLkCJ544gk6dJFEOfR6PZ1iXiqV0N3dDaFQiHA4DIFAgObmZgwMDKCzsxNOpxMCgQAHDhygQ0RXVlYgkUhw6NAhyGQySKVShMNhaLVaHD16FE1NTTh06BDuv/9+ZLNZvOxlL6Ob7mOPPYZCoYC2tjb88R//MSYnJ/Hggw9CJpOB4zi0tLTAYDDA4XBQ0UEECYl0AC8Jl7m5Objdbtp+T5yQ5XI5jfSQbisSrSKRIfI8pIusPB1FusqAlzZ3ctcrEAggFouh1+srBqcCoEaMTqeTrol8fi71R6lUIhAIYHFxEX19fVAoFNRErxwiWEg7ejKZpKm4ctdrEgUkHW3EI4mkyZqamvCGN7wB8/PzOHXqFHK5HC3EJpvy1NQUXC4Xjh492rDT3nciAoGAvh/lJonhcBgrKysAAL1eT7v/6pViqrchI0tv1ZmtjJKopughRnRbGZi5k7iYwIhEIpiZmcG+ffvQ1NRUszXVOr112h7BJ35yFoUSD51KAR0XgTm9DLcvCHsJUCCPUCiERCJBN1iSWnnLW94CgUCAVCqF4eFh2o2VzWapQSWZKyWVSmGxWKibMqmhIQMwl5eXAQDHjx+vWB9JIRG34Kuvvpq+JmnbftWrXgWO41AsFmGz2aDRaPBnf/ZntKA4n89jaGgICoWCCpeenh6Ew2HawSQUCqFSqXDVVVfhoYceoo7KxBAwkUhQg0QiUtLpdIVpIBEEa++eiZEiWSPP81TEKRQK+n6vtVAgQolMXE+n05BIJJBKpVToqFQqGl0rL2Ym/0+6q8rb/Ml6iYEiqQkJhUJ0+rtCoYBSqYTRaKz4/GcyGRr1i8VisFqttEhaKBQimUwiFApRc0mlUgm1Wk0nlQsEApw9exZSqRRdXV3w+/2IRCLIZDJYWVlBIBBAb28vxsbG6Llp5BunncZak0TSsUhEsEQioUXRarW6Zue+3pEeNoaijpRKJXqh2oz3TjVED8/zsFqtCIVCGxrR7QbWEz0klef3+3H06NELwvX1WFO1sPtj+PiPXoRQwEMSnIPBH0CzSgphqYBMsQguk0KmlIcvHkcoFMLQ0BB6enpo7YbNZoNYLAbP8zhy5Ahtu5bJZFCr1ZBIJGhtbUVTUxOOHTu24Z0U6YwyGAwIBoO0myqdTlPDPxJJIJPISdqm3NMml8vRC5fFYoFKpaIjGAqFAvR6Pfbv349isUi9fd70pjfB7/fTwaQikQhjY2M4e/YsXd/g4CAikQi9MBMRA4DWwaz9nq5nhVDefEA6MImhIhEbcrmcfgbI4wUCAR0SGo/HaecXacsn4o4IIlL0LJPJ6OiO8g2FnJO5uTmEQiGYzWaEQiHazbV2bIxUKqVRLDJfqrOzE/39/ejv78fJkycRCASoiCPijsxES6fT8Pl8AFZTL21tbbDb7XA4HLjuuuvA8zzm5ubgdDoRjUYxOTmJxcVFHDp0CKOjo0z0VBGJRIKmpiYqbLPZLB2VkUgkoFKpqAiq5rWw3qKH1fTUgbWjJDYb6iOdLNtFLpfDxMQE9Ho9xsbGdmT742ZZKzAKhQImJyehUCjWNeGrBbWK9IRCIfzHQ5MQiMXQB19ElyQKlUSMQj6DoN+LWDS86mMkkoMXyXD06FHa4i0Wi3HLLbdQ8zqhUIhYLAalUknN6Nra2rCwsIBsNosDBw5UGKpxHIdkMklrRzweD3w+H3K5HCKRCADQriBSZKxUKmm3YPnFMZ/P0+iS0+mkYoGIAeClyGl5mjidTlM/HRINIvU4arUaY2NjSCaTEIvFUCgUVKiQ5yBt+plM5oJzS25aSCE2ibAQIpEIZDIZVCoVbUAgA0lJFIaIFRIxKRdI5O8kFUcce4knz3rXA7FYTNcslUqpSCqVSlAoFDAYDGhra0NzczPtMiNt56QTLJlMVhwH8TkiYjWVSuH48eOIRCLUqZmYL5LXJn/X6XTw+/144IEHMDIygquuugpHjx7F0tISpqenEQqF8Nxzz2Fqaoq1t9cQuVxOTRJ5nqemouS7rNFoaFH0dpok1ju9lcvlql6vWQt2jOhZz3tns2xnpCcYDGJubg5DQ0PbPj+nESkXPcRokWzajbCmalAeyTrvK+BIcREKWRxCoQyxZAKLU2exZHOgZ2gExo5hZLJFGOTA4cOHaVuyQqGA1WqFRCJBe3s7nc90/PhxWhi8srKCVCoFi8WCRCJBXZnJiIby400mk1Cr1RgcHIRSqYRKpaoYmOl0OmkdCpkKTmpaSBo4n88jGAyiUCjQ6FP5c5C0DklBEQ8fIiyITw258KrVajo6gxTuazQaxONxAKB3vcvLy7Q7i+M4aDQaOoKD1OWQ7yfZREg6rbm5GUNDQzSNRWpu8vk8rXshdUZEuJHnJoIiGo3SImySSlKr1bQzC1gV0qTra60wIn4vxHAwn89Do9FUTG0vJ5VKUW8jMu4CWI0Geb1ePPvss7BYLDCZTOjs7KS1X8lkEplMhqZP2traYLPZYLfbMTc3h2QyCbPZjNbWVuzbtw9OpxMnT56kU8qVSiWOHz/O3IhrSLl7d2dnJzVJDIfDcLlcKJVKFSaJVxKpqXekB2js+tPNsiNEz3reO1thO0QPaSeOxWJV61BqxNw8qaEgwxoPHz5c9wr+akZ6yDgJYFXkHSyehQhAuiSGPVqEv6hBQNaNoVcchkmrArgczEYpINfTFmsiAtrb22n78QsvvEDnPiWTSTgcDszMzNBNlwgOkv4wGo1U3EgkEpw5cwZNTU3U8TmZTCIQCCCRSMDv99NRK8QAj4hCEkUhUQyS0iH/RqKnZN1SqRRqtRpyuZya6xGRQCC1MOQCr1AoaB2TVCqlrfhEzIyOjmJlZYX66QwMDGB6ehorKytQKBQolUooFovQ6/W0zZ68F1arFfv376d30gKBAIcOHUJbWxuNaJGUk9vtphEmg8FA6y2y2SzMZjONmsXjcXrzRM4LSZ1pNBrqLE1GUhDRCYA6LwOgESRyfvR6Pa0lWu87sm/fPvzmN79BKpVCNpulRbJyuRw6nQ7Nzc3I5/O0iJbUNTU3NyMUCiEajVa08zc3N+Mtb3kLnn32WZw7dw7nzp2D1+vF8ePHLyi43k2QSGUjUm6S2Nvbi2KxSN9Pq9UKkUh02SaJ9RQ9jbg3XS4NLXq2Uqx8Mcggw8uFGO6ZzeaqdSjV2kBxs5DOkWg0uimjxVpQrUhPMpnExMQENBoNXnzxRYRCIQgghEPYArdCB//yc+D5EvZ3mNCqV0Os1EEuKCDDC5AXrYa0iZtv+SDJYDBIXYVfeOEFZLNZRKNRlEol7Nu3D3q9ntaBrNce6/F4kMvlwHEcZmdnEYvFaHEtqW8jvjQk5UNEDDHjI+InGAzSFIpSqYRer4dKpaKRGlKvQmZHicViZDIZ2mVEuriIGCb/T2pkSPSGiArSZaXVaqno4jgOR48epcaLpIC7o6ODFg6TqG6pVILb7cazzz5La2Dsdjve8pa3oK2tDcBLglGhUKC3txdqtRrhcJgONuU4DkajEfv27aOeSMTROR6P09Zy0va+VgwlEgk63JKIOlLAnUwm4ff7aT0OEY2kG6g8EqTT6WCxWBAIBDA0NARgtRGCzDYj3W5arRYdHR0AVoU3mTYeDoehUCgwPDyMeDwOl8sFt9sNk8mEjo4OJJNJBINBPP744+jt7cWRI0d2RQ3GWnbSBiwWi9c1SXS73bTwn4ggpVJ50eOqd3prJ533i9FYO2wZl/Le2QpisRjpdPqyftfv92NhYQH79++n1fzVoBENCokIEIlEOHjwYL2XQyF1INuJz+fD3NwcBAIBnnnmGWQyGRgMBoibr8Lv51MwSEsYOXwUuqwbGmEBvEACCDkUIYab1+HafX245pqjFemiYDCIUCiE8+fPI5PJ0Dv6lpYWGnEh55WIewLp/IlEInSkRzwepxc+EokgbsWkxVypVFKxQNJcAOgkcrlcTmdDkZlFJHpBhIpKpUJrayuddE4cppubm6HRaKi7dLngISJLJpPRTjTSfl5upEg+5xqNBrfeeitisRh4nofBYEA6naadVSS9ZDabMTc3RwewkhTU5OQkjEYjnnnmGQSDQXR0dKCvr48aNVosFroup9OJRCKBF198kdYjNTU1oa2tDYODg9QlmqQXSccZSe+RafAymQyxWAx2u52mKpRKJZqbm2lUixSVh8NhAKCPIUKou7sbPp8PCwsLFaKEbIaRSIT+PnkvSLRwamoKfr8fxWIRAwMD6OnpQSqVouM2zGYzotEo8vk8lpaW4Pf7sX//foyMjGzrd6Xe1HvzvxLKTRJ5nkcmk6GDb4kTORFBa7MJpEatHtTbDXo7aUjRQ4qVLzedtZbLSW+R+VHpdLomefJGMyj0eDxYXl7GgQMHaLqnUSARhO2A53ksLCzA6XQimUzC7XYjn8+jq6sLr3vd6+CJpvHC7LNQpJLQ8ilIRSXkhErkRQoI+RKcwhaEODluvnq17sTn8yEUCtEZVeRPf38/rrrqKkilUiSTSdjtdhqpAEDbmBOJBAKBAI0+cBxHO0RMJhONMpAxC6SeJxgMIhqN0ogm6Q4jm61araapE57nEQwGkUgkaMGuTqeDXq+HTCZDOBxGKBSitT/79u2joxmIS3F5qzrxtSH1QKQTqlAoQKVS0a6PVCoFrVaLSCQCjUaDcDiM3t5eRCIRuvm//OUvx+TkJGKxGNra2vCGN7wBv/jFL2gxtEQioTU73/rWt5DJZKBWq+nA0I9//OO0Pdzv99O1XnXVVdBoNIhEIvB6vfD7/bDZbBAIBDS11Nraiq6uLhqhy+fzSCaTOH/+PKLRKJqamirSh8QWgETFgJdSVaQAulQq0TShx+MBsFoQev78eXR0dNCOoPLNkFgQkHlcXq8XAKBSqeiAVZvNBq1WS0URGWNR3n6fSCRw9uxZrKys4NixY7umBnEni55yiF2BUqmkJolkaOrMzAyKxSJ0Oh1tn6+n8NgtnVtAA4oecuEENt+ddSm2KijS6TQmJibQ2tpatflRa2kU0VMqlTA7O4tcLofx8fGGS7cB21dMl8/naRqLpHSEQiF6enowOjpKDeVe2VrEOWcehRKQE2sQELVAyycQhRwpoQa39+cQdlnhseZorYxOp4PJZEIsFqMuyEQ4h8NhWohLRlMkEglks1lalCuTyWA2m6HVauF2u9Hf34/u7m5wHEdrBFwuF43ykKjMvn37oNFo6GuRCILX66UDMUmUrLm5Ge3t7VCr1TS9QgzxtFotrQvxer1QKpU0ckS+lySVVe5nYjAYkM/n6URmMm9LpVIhmUxCr9cjEolAq9XS2WRqtZpGZ8LhMI4fP44//MM/RDqdhl6vx7XXXgu/349sNksnkre3t9P5Zn6/HyaTCRKJBAsLCxAKhTh37hzS6TSOHDmCZDKJ2dlZGAwGmEwm+l6Quiifz4fl5WXMzs5CKpVCr9ejtbUVzc3N0Ol0dLTE4OAgLQyXy+W0zlAqlVZ4E0WjUfpdJsXTWq2W1qKR9MbZs2fpXX1TUxNNhZFzSs4rGZlAOuoKhQLtBEylUrQLjAwpnZiYWE3NCgQoFAoIBAJ47LHH0N3dTYX3Tma3iJ61CAQCaLVaaLXaiu96JBKB3W6no1fITUotz8FucWMGGlD0lM8T2i5ILcJm8Hg8sFqtOHDgQE1n3TRCeqtc7I2MjOyK/O1GxGIxPPPMM7SolaRPSAs4mckjFouxr6sNvT3dOGN140xQAlk2Cqm4iKs7TdhvLiEZjSGdlqGlpQUmk4mmPjiOw/LyMgwGAxQKBTKZDFwuF06fPk03MlKHQ7q8mpqaaNSFuDwTp2ciwkiNm1arpRv54uIiFQmZTAZerxexWAypVIpGZEiB76FDh+hYDJLW4zgOMpkMFosFTU1NSKfTcDqd1Oyvv78fCoUC586dg9/vh1QqpZtyLBaDwWBAX18fvF4v0uk0uru76VpHRkawuLhY0XEmk8mgUCiQTqfR1dWF2dlZAKtii0wml8vlCIfDOHjwIORyOX7/+99DJpNheHgYPM9DIpGgpaUF+XweHo8HyWQSPp8PP//5z1EoFBCJRPDQQw/hU5/6FK2pcLlccLlcNHLW1dWFgYEBOs2diL+ZmRlMTk7S0RiDg4MAQEUdEVPEjZmIRYlEQjcmklYn3kHAS+6/5PMhk8noa5IC9qampgq/l/KRCVKplNYiJRIJ6PV6er10OBx0/Aepa8pkMjTitLy8TAudy6OMO43dKnrWIhKJYDQaqcP47Ows/bwsLCxAKpXS1vhqmyQy0VNltrs7ZzNRFFIkWigUMD4+XvN5K/WO9JAv0ujoKG2p3q1YrVY899xztOZEJpNRfxedTke7Y5qamtDS0oKOjg6cP38eRy06HGjKIxQSoKmpnbahBlUyjI6OXtC+7PP5kM1mIZVK8eijj9L0Uzqdpl4fJJpA2r/JxZzUBM3NzcHr9dIIkEajgclkgtlsrigqVyqVsFqtePrpp6mwkMvlaG5uhsFggFarhdfrpe7ANpuNGunp9Xr6uGAwiPn5eSp2urq60NTUBK/Xi/n5eerUnMlkMDMzQ1u529vbsbi4CIFAgIGBAdq1YrFYaK1Le3s7nUUllUppiz2ZXO7z+dDS0oJQKASn04mhoSFIJBIsLS1BLpfj5ptvpo7WGo0GKysr8Pl86OnpQVtbGywWC37wgx9gdnYWvb29MJvNKJVKmJqagsViQWdnJ3w+H0QiEaLRKFZWVuBwOOg5bWpqgtlsxv79+5HP5xEOh3H27FkkEgksLCzAZrNRf6BSqUTTh11dXfTxZBwFqY9Sq9VoaWmBWq1GoVCg7czAasSPCGLynhNRRtZkMpkqIjMWiwW5XA4qlQr5fB5Go5FG74g/ESmSF4lE0Ol0yGazNCKVSCTwzDPPYGxsbMdOb98romc9TCYTtFotgFWTRDIqI5lMQqVSURG03SaJxDJjN9CQome7uZSgIBOwyYWxHhGOeokeEkFIJpO73uOjVCrh6aefxtLSEr1L4nkedrudRg3IZtzS0kLvrMkEdRKZaG1txfj4OL0IkLQUgUR4nnvuOTqvhljbDw4OIhqNQqlUYmxsjP5OsVhELpejE8NJBCoWi0Eul2NoaKiiI4y8TiAQgN/vRzKZRC6Xg0AgwMGDByuiBSSKsbS0BK/XS+tw2tvb0dPTA6lUimAwSFNCROy0trYimUxienoa2WyWtuHm83ksLCzAaDRCIpHQYmOO42A2m2Gz2RAMBmn7t91up547LpcLAGjKy+/3Ix6Po6WlBdPT00gmk5BIJAiFQnjyySdhMBggEoloLdLRo0chk8mwtLSET37yk/if//kfzM/P4+jRo7j++uvxzW9+Ex0dHXC5XLDZbDAajcjn83j44YfxP//zP/D7/RAKhbjvvvuoe3U4HMby8jLsdjt0Oh3MZjMMBgNkMhl0Oh2Ghoag0+ngdruxuLgIt9uNn//85zCZTOju7kZraysUCgVaW1vppHmSliDiCnip3qe3txdutxscx8FgMCAej6NQKFDXaAC0VmhlZaViTS0tLXC5XMjlcjR1tn//fkxPT9PSAJIeFQgE1EySDLA1mUzwer04efIkMpkMhoeHq/ulqwLlXlF7ibUt63K5nNpi8DyPVCqFSCSC+fl5WuNFRNCV3sSzSM8O42KCwuVywW6348CBA1RB14N6pLey2SwmJiZgMplw9OjRXZ3OymQyePTRRxEIBKBSqdDb24twOIzFxUUIhUJ0d3dDq9XSiAEpSnY6nbBarQBAZ1H19/dX3PWQyKTH48Hi4iK8Xi9yuRySySSam5uxf/9+dHd3UxFy9uxZeq5JzQ2Zr0SiT2TAocvlooNHCalUihZME2+cjo4O9Pf3w2q1IpvN0mntfr8f4XAYhUIByWQSWq0Whw4dgtvtRktLC+LxOJxOJzXF6+7upsMsl5eXEQgEaHqrubkZPp+PRjz6+/uxsrICoVAIs9mMpqYmCAQCLCws0G41kg5TKBR4+umnEY/HaWdWPp+nE+hVKhXC4TCNsrW0tNCC5SNHjoDneSwuLsLj8WB0dBSjo6NYXFzEm9/8ZhiNRpqievzxx5FMJmEwGGgkSKlU4sknn4RYLEZvby8ymQw+8YlP4L777kNfXx/6+voQiURoMTiJXsViMahUKlrcbDQaYTKZMDk5CbVajWKxiPn5eczNzUEqldJxIuS9I2kJkgYrb00nvj8ajQb79u2jxdek+wp4qUsxHA4jEolU+A+RgnW/30/fm8HBQXg8Hni9XmSzWcjlcnR0dNBIAIn8WSwWOJ1OnDlzBrlcDgcOHGgIK4rN0sg+PdXkYhEuElVUq9XUJJEUwxMX9vKhqVt9v5noqTLb/YFeT/QUi0XMzMwAQEMU7NY60hMKhTA7O4vh4WFa73AxdrJHQygUwlNPPYV4PA6tVov+/n7YbDa4XC4IhUL09fVhaGiIGv/5/X64XC7qrqxWq2nKg2zwhEgkApvNhvPnz9OOQ71ej46ODmSzWRw6dOiC80umOE9OTiIej9OaG4PBALPZXOHcury8DJ1OB47jEAqF4Pf7kUgkaE0PqSMixONx2Gw26vlCHmc2m2maTK1WIxaLIRQKAViNuhCxIxKJ4Ha7YbPZqKU+MfZ7+umnEQ6HIRaLYTabsbi4iJWVFchkMjQ1NdEp45lMBnq9HmKxuKIGiUQvCoUCrXEh0SkSnSBt+aQbLBQK4dSpU9Dr9cjlcnC73XC5XLQlneM4LC0twe12o6urC3fccQfS6TQWFxcxNDSE6667jqaVrFYrDAYDmpubUSqV8MILL2BmZgYvvvgienp68MEPfhB9fX0IBoOYmppCPB6HSCTC7OwsOjo6oNPpaCqup6eHFoATUUn8mAQCAR09YTKZaPccAOqK7fV6kUgkMDk5iXA4jNbWVvT39wMALVSPRCLI5XLgeR48zyObzcLj8UAoFCIYDFL/I1LkLBKJ0NHRgba2NgQCAXg8HtpBl0wmkc/n4XK50Nvbi76+PiwvL+Ps2bNIpVI4cuRIzWfoXS57Nb21FXNCoVAIvV4PvV5PTRKj0ShCoRCWlpaogCYmiZe6tu+WCetAg4qe7WbtG0rGKXR3d9ONrt6snR5dLS5nUCqJQu2ku0HgpXESk5OTSKVSkMlkMBqNWFxcRCgUglgsxvDwMF7+8pcDWO1ScrvdyOVyUCgU6O/vh9vthkKhQEdHB86cOQOtVksHUdpsNjo+QKPRoL+/n5oNLi8v09oMQiaTgdPphM1mQ7FYhFKppHUkarX6got5Pp+n9RgvvvginU5O0ihrN6ny4uVEIkHFHBlwabVakUwm8eSTT9KOLLPZDIlEAr/fTyd4k9lher0exWIRLpeLtrCr1Wq0trZCJpMhEolAJBKhs7MT3d3ddPQDiToIBAJYrVZoNBpaGL+0tASO4zA0NAShUIi5uTmIRCLs27cPAoEAzz33HOLxOHp7eyEUCrG4uEjrFQwGA+RyOTweD1wuF1paWmhBNGmz1+l0eNOb3gQAsNvtdMbYgQMHIJfLqTGkyWTCb3/7W0xNTaFQKODcuXN45JFH8LOf/QyhUIjOSBMIBAgEApiZmaH1OcTlua2tjQqgUCiEYDBIRSzptCJ/yOwuo9FIvZLUajWUSiUymQzm5+chk60Ww7e2ttI0GIkSlRclExFJJrlHIhF0dnbSz4FIJKKfkWAwiJWVFRqtJC7XXV1dGBoawsLCAmZnZ5FIJHDNNdfUtHnjcmGiZ+uQGxVyw0Zm+LlcLuqqTjoG1zNJZJGeHQrpcHC5XDh06FBDFWYR59xqks/naWh+K4NSd6LoKRaLmJychM/no9EDnU5HU0IymQw9PT0YHx+Hy+Wid8UKhQKDg4NoaWlBMBhEJpNBd3c3wuEwdd2dm5tDPp+nAkQoFGJ4eLgiBUXSCVKplKaQyKBQs9mMXC6H0dFR+hkkhoIEUmfi8XhgNpvR3NyMrq6uC+p6gNWCabfbTYumDxw4AL/fD4/Hg0QiAbVajWAwCIfDAaFQSNunFQoFxGIxSqUSbX0WiUTo6emBxWKhXjw2mw1msxkdHR20jd3pdEIoFMJoNFKTvaWlJahUKuzfvx86nQ75fB4rKytob2+ns9o8Hg8doQCAehORVFBra2tFIblOp8PU1BTtAiMdbQsLC5BIJNi/fz9tPz9//jxSqRSdUl4qlWAymTA7O4t4PI62tjZkMhnkcjn84R/+IX74wx9CJpNBq9Wivb0dpVIJ3/ve99DW1ob+/n4qLDs7O+FyueD3+7G0tESn2Pf29gJY/e42NzejubkZmUwGgUCAHhcZS6DRaGiKzu1204n2xEMoEAjA6/ViZWUFLpcLJpOJCiNSLE2eOxqNQiwW0+nsZK6ZVCpFZ2dnhXAhG51cLqcddMQMz2KxoK+vDysrK3C73fjd736HY8eONfwIi70qerbzuGUyGRXGxCSRjMog3lfl30nisbUVfvvb3+KjH/0oOI7D+9//fnzqU5+q+Pk999yDv/7rv6aBhzvvvBPvf//7t+X4LsaeET08z+PcuXOQSCQNM06hnCsdlXEpotEopqenMTg4WLE5b4ZGaKffCsRJulAowOfzoVgsQqvVolQqoampCYFAgJp+nTt3jqaw+vv7K1JXxBvD7/djbm4OsViMhowPHDhA63Tm5uYuuBgRB/CJiQnE43EIhUI0NTXRO/LTp08jEAhUCG+S+iCjGNLpNFQqFQ4cOHDBe0Y6fUhrPTE6I5EJADRKA6zWjpCOsaNHj8Lj8dDC7eXlZQiFQnR2dqKvr4+uKRaLYWFhARzHYWBggK7B7/fD4XBUjK8gporEQBFYHb/B8zw14CNrWtuOTXyLSBu8UCiE1+ulxdhdXV2wWq1YWVlBb28vTCYTFRDnz5/HyMgI1Go1jh49SgfFkkgWqW9oaWlBLBZDNBpFe3s7mpub8YUvfIHOGSNRr0KhgOnpafz6179GIpHAddddh2uvvZYWNWcyGXg8HjgcDojFYtqBR64nZL1dXV20hoc4LZOibzIIFgBsNhstAO/p6aG1YaRAXafTobW1FUajseK5STRuaWkJhUIB2WwWbrcbkUiEtuKXf7aGhoao47XRaITdbqejUVpaWqiYevbZZ+H3+yuK7BuNvSp6gOoM/Cw3Sezo6KAmiYFAAB/84AcRi8XQ2dmJq666ColEYlNpLo7j8JGPfASPPPIIOjo6cPz4cdxyyy3Yv39/xePe+ta34utf//q2H9PFaEjRs91vLAn59/X1Naw/RbWEBc/zWFlZgcfjwZEjR+gm1QhruxJI8fDazwppy+Y4DgsLC3SQJfGRIYMvDQYDEokEnXNE7mqAVfExMzNDxQyZTG42m/Ha17624rHlawFAh7OurKxAqVTCZDJVeKwQ1Go1QqEQent7EYvF4HK5qEhQKpXo6emhLs0KhQLBYJCmSkjHEeng0Wg00Gq1FRs4SU8tLy8jl8tBqVRCJpOhq6sLOp0OHo8HbrcbyWQSAoEAXV1dFane8oLl/fv30wtdLBbD8vIyPTaHwwGBQIDl5WUaJSKEQiHIZLKKi2SxWKyonyOfx1QqRd2h5XI5YrEYFUItLS2IRCLw+Xy0EJO0o1utVlqbJpVKaZG53W6H1+uFyWSCUCiEVCrFjTfeiGAwSDf86667Do8++ijtvtPr9RgYGMDjjz9OhcxDDz0EtVqNgwcP0tSVRCJBPB6nUWPiqNvX11fxHpPBk6TLLhgMwul0wuPxUAEsEAgwODiIQqEAr9eLeDwOuVyOpqYm6gg9NzcHuVxOHZuJEWVvby/16yFDTuPxOOLxOPx+P9ra2tDR0QGVSgWRSASLxQKbzYa+vj5wHIdwOEyds/V6Pb3jX1xcRKFQwMte9rItfy9rwV4WPbWg3CTx0UcfRSKRwKc+9SksLy/j9a9/PSQSCV7zmtfgta99La6++up1O36ff/55DAwMoK+vDwDwtre9Db/85S8vED31oCFFz3ZB2pHJXR/pSmlEqlHITCaGSyQSHD9+/LKjW40qespTbqT1PhaLIZvNUrM70tI5NDQEl8tFayf6+vrQ1dVV4UlE0jEej4ca81ksFrS3t9PZWGsFD1lLsVikv0u6sAYGBjAwMLDueTcYDJiZmcEzzzxDzy0psuV5HrFYDEtLS8hkMlRQZTIZJJNJ8DwPuVyOvr4+WCwWqNXqiguP2+3G8vIySqUSRkdHoVKp4HA4sLi4SAdmEiO7lpYW9PX1VURfbDYbPB4PVCoVFRPAagRtfn4eYrEYIyMjtBA6EAggmUyiq6urwgk6mUzStBb5NyIaCOR1yawzYDUqVSqV4PV6aaqlr68PExMTWFpawuHDh2lKied56qY8OjpKj4mk9Gw2Gz1fAGjrt8vlokNLT58+DYVCgbvuugvvfve7sbi4CKfTid7eXsjlcszMzOCWW26BWCxGIpGgZpJdXV00khMKhTA9PU1FLvFGkkqlFTU2MzMzNPLndDpph01fXx89HpJqSKVS1FQ1kUggnU7T1FdbWxsteBcKhbQQ2uPxwO/3IxqNYnZ2Fm63Gx0dHejo6EBzczO8Xi+cTic6OzvB8zwd4VEoFGj6IplMYnl5GXK5HEeOHNnwO1gvdnJTxU6EDM6944478NrXvhahUAiPPfYYfvCDH0AoFOK666674HdcLldFnVlHRwdOnjx5weP++7//G08++ST27duHf/mXf6n4nWqxa0UPqV9RKpUYHx/H6dOnG3po2nYXMpPOkJ6eHrS3t1/RczWi6Cl37c7n8zh37hy0Wi18Ph8tYB0YGMDg4CA6OjqwuLhIW8XHxsYwOjpKn4sUGJNxEGRzbmlpwfj4OEwmE2ZmZipmLBHy+Tx9TblcTodZajSaDQWPz+ej4iiXy2Hfvn0QiURIJBKYn5+n55rjOOq6HIvFIJVKqYgjd/zlkM2KFP6Wp6p0Oh2dOUUGVO7fv7/iPJDoWCQSoW3g5XOo5ubmAIAKITK53e12Q6lUVggckmIrTxeS8TLlokelUkEoFFYMBCadXH6/n9oHSKVS9PX1YW5uDsvLyxgYGAAAeiNjtVoxMzOD/fv3QyQSQaVSwWKxQCgUYmVlBfF4HJlMhrbyE/EyNjaGG264gdoVkCnsxHxRq9XiyJEj+Pd//3c88sgjWF5exite8Qq8//3vx/79+7F//35kMhk4HA44nU6Ew2EEg0EolUrqU0TmnwmFQsTjcTos1Ol04vTp0zh//jyKxSI6OzuhUCgqUg2k9TgcDsPpdMLv9yMQCMBut9Oi6nw+T4vMBwcH0d3dTcVNOBzG5OQk7HY79RQiQpCMzxgeHobVaqWT5TmOoxEmqVRa8RlpBMiol73Gdg9Z3grlhcwmkwm33XYbbrvttit6zptvvhlvf/vbIZPJ8B//8R+444478Lvf/W47lntRGvKTc6UqngxsK69fIaMoau20vFm2s5CZeA9tV7F2I4oeEumJxWKYmppCf38/zp49C6vVSqeXHzhwgNZy+f1+AKB1KwDoZhUMBukgSblcDo1GA4lEQg0B1yOZTNKupkgkAoPBgP3798NoNOLcuXN06GY50WgUNpuNFlNrtVokEgnYbDb6mmSMhVarxQsvvEAHEEokEnR0dNDp5+WQlJrX66WeQ2uFLhm1IZVKoVAokM1m6TiJ9vZ2CIVC6sRssVgqilk5jqMb8/DwcEUXRzQahUajQW9vb8W6wuHwuqktABd8B2UyGZ0GT2hubobD4UAoFKLfYTKiIRAIVPjgkInVy8vLtMaHRED6+/vp+3z69GlIpVJwHAexWEwLtn0+HxwOB6ampvDxj38ct99+O50xxnEc2tracM8996C5uRl6vR7RaBQPPvggrr/++oqZZ8Rvx+l00jlm+Xwe6XSa2g2QuV1khlhPTw9tUQ+HwzCZTOjo6KARsPLW476+PhQKBRrJm5mZQSaTQSqVgk6noxEQqVRK05WBQID6FU1MTEClUkEikcDlctFz2d3djYMHD9LPJulQTKfTmJychFQqpWM4GoG9mN6qd3Rrq47MFosFDoeD/t3pdF7QKV1+bX3/+9+PT3ziE1e+0E3QkKLnciHt2MFgEEePHq0I2dd7zMOl2I71kc2J47ht9R5qRNFD0gM+nw+HDh3CqVOn6MDI66+/HgMDA3C5XHC73RAIBJDL5SgWi7Sma25uDsFgkN4lSyQSaDQatLe3QywWU0+XtUSjUTgcDsRiMQgEAipSSDsysFrEXJ4G8/v9mJ2dRTAYpEXTGo0GCoWCRkyGh4dpNCAWi2F+fh5er5d25LS1ta0bNYpEIrRux2AwVJggEkhnUzabRV9fH8bGxjA1NYVcLodQKASXy0Vb+kdHRyvq3sh4lnQ6jf7+/orOoFQqhVQqhZ6enop/Xy+1Bawf6QFWU1wkikYu7Hq9Hl6vFz6fr6KIm9SxWK3WirQe6UIhnkkjIyMAQL2WOI6D3+9HqVTCwMAA7foCVlOgGo0Gi4uLEIvFuPfee3HmzBnI5XLceuut+MpXvoL5+Xn4fD50d3ejo6ODRvj0ej3i8Tiam5tpp5ZOp0N3dzfcbjcdOVEsFiESidDU1IRSqUQLzInHT1dXF30/QqEQrflZWy9BDCS7u7tRLBZx+vRpnDlzBh6PB7/+9a/R2dlJ02vl9gbhcBg2m41Gf0jxs1wuh9vtpqItGAxiaWmJzmxLJpM4ffo0FZCNwF4UPfU+5q369Bw/fhwLCwtYXl6GxWLBfffdhx/84AcVj/F4PPRa86tf/Yp+Z6vNrhE9uVwOExMT0Ol0OH78+AUfkEYXPVcqLFKpFCYmJqoySqPRRA8JvwuFQhw7dgynT5/G1NQURCIRbrrpJpjNZkxPTyOVSlHxkclkIJPJkEwmcebMGboRCoVC6j3T0dEBqVRKC5jLv+SJRIJONReJRGhvb0dbWxsUCgWWl5dp6DmZTCKbzSKbzeLs2bNwOp10Q9fpdLTtXK/X0yGk586do63dpJhVLBbTVuqOjo4LzkE+n4fdbkcwGIREIsHg4GBFKong9/srOoTIRYa0dfM8j9OnT9Ni55WVFdoBZDabYbVaEY/H0dXVdUEHGTHKW7u+9VJbZM0ALtjIyzu4CKRmx+VyVdxlEifo8+fPY3l5GUNDQ/R3yPEsLi7iueeeo3OwSHHw4cOHEQqFkMlkEAwGK6JhGo0Ghw4dwtLSEkKhEF75yldiYGCAundLpVKk02nMzs6iWCyivb0d9913H+6//37YbDbodDr8/Oc/p4XcarUa+/btQyaTwdLSEubm5qizdm9vLziOo+LN7XbTNnhSH0YikE1NTfRzuRaxWIz29nbMzc3R9ysajdLOLmJ4aTQaodfrcfToUQwNDWFxcRFTU1PUYiAajdLUmtlsprU9NpuN+g298MILKJVKDRHxqbcAqAdX4tGzHaTT6S1FesRiMb7+9a/jDW94AziOw3vf+16Mjo7i7/7u7zA2NoZbbrkF//Zv/4Zf/epXEIvFMBqNuOeee6p3AOVrq8mrbJGtbthkMOPQ0NC6F36g8UXPlazP6/ViaWmpapPhG0n0EJEgkUjQ19eH06dPY2JiAgDooNiJiQnaFaNSqXDq1Clq7y+TyegFUyqVwmw2XxAdId42IpEImUyGTqcuFApobW29IJUjEAiQy+WwsrKChYUFeDweOkGduB3v27dv3c+mQqFAe3s7XnjhBaysrKCpqQkWiwWtra30ONdC0jGFQgHNzc3o6elZ94JI1q1QKNDd3Y3Z2Vn63SKbmc/ng8lkwjXXXENdn6PRKGKxGM6ePYtsNovW1lYolcqKC6/P50Mmk4FWq70gsrReagt4Kb21dgMv7+Aqp7W1FW63Gx6Pp2KzJW3WJBJkMBiouInH49SAsFgsYmBggLpFkyjN+fPnYbfbUSwWK9J4xCSR1GhNT0+ju7sb7373u/Hzn/8cs7OzEAqFKBQK6Ovrw3e/+10YDAYcPHgQbrcb73rXu/DUU09VHEOpVEI2m4XFYoFCoaCt4T09PdSvieM4DA8PI5VK0QJm0l1Fhq92dXWhvb39gnNHIkhEtK2srCAcDkMoFFJLAjIsVi6Xw2g0YnBwEE1NTXjuuedoq/vvfvc7vOY1r6HRx6uvvhrFYhEejwcCgQCJRAJnzpyha60ne1H01PuYU6nUlkslbrrpJtx0000V//b5z3+e/v9dd92Fu+66a1vWtxUaUvRsllKphMXFRcRiMYyNjUEmk234WFKg16hcTk1PqVSidRjVnAxfC+PEzUBGZ+zfvx82mw1nzpyB3W5HoVCgdRDLy8t0npFIJMJjjz2GcDiMUqkEuVxOzxFxvF37RSYuyCaTCS6XCysrKyiVSujp6UE8Hqftv8Dq3ZfP56PzrjQaDR0e2dzcjLa2tnVfoxwyVgEATX2R4t21F7pMJkMjL8REcT2RSwaCxuNxWpBMamaI6CF1LkqlkvrcAKt1MxzH0TSIRCJBqVSigokU2jqdTgC4QPCQDrO1qS1gNb0lFAovEGjlHVzlEN+ech8fkjojRcHPPfccNWwUCoW04ywej9N0VXnRu0gkwsjICObm5uByucBxHDUZJJDur8XFRVitVpjNZvzqV7+iQzr7+vrw29/+Fh6PBzabDb29vWhvb6dt5yTVls1mcf78efA8j9HRUWg0GppmWlhYgN/vp4KPHGtHRwft3iJ/otEogsEgzp8/j+7ubgwNDdFzmEwmoVAoqLHm0NAQtRVwOBxQq9Xo6enB0NAQfd7FxUWkUilqEkmiSg899BAOHz5Mz8fhw4dpUTdZB4mSHjhwYJ1Pc23YiwNH6x3pIYNsdwM7VvSUD8scGxu7ZHSo0SM9W+3eymazOHfuHJqbmzE0NFTVIrdajcjYCFKkGgwGMTY2RmtukskkisUiVCoVLQom5m0+n4+mKsjPFAoFVCoVuru71209B1ZrZMiMIgB0vIRarcbJkyfpAE7SFlwqlegFgUzJJkZ5G0UdAVA/FFIbZDAYqDGe0+nE/v37qUjgOI6OXgBAfX/WuwiSDjBSJ0KKB8mmT2ZguVwuSCQSDA8PXyDKiK9Ma2srDh48CGC1limRSCCVSmFxcRGJRIL66bz44ovUByiZTFLvH+IDQ/6Q9nsiboiQ5nkeuVyOzgsjdVMSiYQaNj733HNQKBQ0WgSsppDImI7h4WFotdqKc0KctokwJBuHSCTC0NAQnTpfLBYvSNsQU0i73U4HhB49ehQajQbBYBB6vZ769czNzUGtVuOqq67Cww8/jB/96EeYm5vDq171Krz97W/H2NgYjXoRnyGyNuIEns/naYG4QqGg7zE5fvL4qakpzM7OwmKxUC8ntVoNjuNoh41Op8PBgwfpWJXp6WmYzWZ0dXXR9vVSqYRTp04hFotRU8t0Oo1nn30WKysrGB8fpwLc5/NVtNtPT0+jWCziqquu2vDzXU324sDRRu483mk0pOi51Afa7/djYWEBIyMjG25eayHdW43KVlJIJJ23leO/EkinVD0g4yTkcjnGxsbA8zx+//vfIxwOQy6X0wGaBoMBg4OD1FeFpJfI4EqBQIChoaGLFmOSQnBSsFre7h+LxWiqKxKJQCqV0jlKy8vLSKVS0Ov1aGtrQzabvajgIe3NxD8ml8vh6quvhlAohMvlgtVqxdzcHE0zLS4u0iLYvr6+DWfglBsKDg0NVRRil7f3k+hDb2/vusWJi4uLyOVydPZToVCgAkwsFiOfz1Pfm2w2C5/Ph1KpROtUSqUSHblRDimOJV0d5S24ZGQDGa9ARmKQ3wuFQmhpaYFcLodcLodKpYJcLqepF2IgKRaLIZFIaJ0Az/Pwer0XRIFJKmtpaQl+vx8cx2FwcLBCNIlEIvT19UGn09GW+M7OTshkMgwMDOAVr3gFHnjgAWrwd9ttt+ErX/kKWltb8bKXvQz5fB5f/epX8Zvf/OaC1+7q6kJTUxOt5yLF12uL58ttCvL5PGw2G5aXl7GyskJnuJGBkZFIhH42iBlhU1MT7HY7AoEAIpEIHUgqFArpqA6z2Qye52E2m3HmzBksLi7CbrdjeHgY+/btQygUQqlUwoEDBzA9PY1cLofZ2Vn6ua019U711IN6jgGqd+fYdtOQomcjSDonlUrh+PHjWwq3NXqkZzMfKlKkGY1GL5nO207qld4i4yR6e3vR1tYGjuPw5JNPwuPx0KiCRCLB4cOH6cWZtFY3NTVheXkZmUwGFosFWq22YhzCWvx+P5aXl+H3+2n0kOM4LC8v02GPHMdBIpHAaDSiu7sbTqcTTqcT+Xwezc3NOHLkCHWz3eh4lpaWaM0Qeb4jR45Qv5XOzk5IJBLMzc0hk8lQl2JS9Ly0tASj0QiTyUTTQhzH0fELKpUKg4ODF6SdSJpibm4OYrEYarWaTh4vFAooFot0Ung4HIZWq4Xdbl/3GDiOQ2dnJ3K5HEQiEQYGBugMr/n5eTpItVQq0T88z9OUGCmmJoW7QqEQPp8PhUIBRqORmvUpFArwPI9AIIBAIICmpiZIJBIUi0U6d4p0GE1NTV2QUvN6vdDpdPS51Wo1tFotFU5yuRw9PT20hZs4O6/dXEwmE5RKJZaWlmC32yGRSMDzPO666y588IMfRCgUolEen88Hl8uF/v5+OusrHo+vO7dIoVBgZGSECsvZ2VmYTCb09PSse22TSqW0yyoQCOC5556rGHI6MTGBUqmE1tZW+vuk3by5uRl2u51+Tnp6eqhJYz6fh1gspl1hJHU8NzcHu90OpVKJUqlEhVoqlUI6naYGhocPH173814t9qLoqXd6azcJn4YVPeXW/sBq9fjExARaWlouK50jEokqukN2GsSAT6/Xbyqdt52Q4s1aQsZJHDx4EBqNBhzH4fHHH4fP56OCplQqYXx8HP39/Zibm0M4HKapAWL+R9yYFxYW1r1QlqeZRCIRtFotTCYTzp8/T7uuSEqspaUFL7zwAh1iKhAIqMcNz/NUWK99b8icLKfTCYFAQP1Tmpub0d3dfUEkTafTQSAQ0I6zAwcOoKurCyKRCOl0GuFwGPPz87TjKpFI0BlX5SMGMpkM0uk0MpkM/H4/7HY77doiZn1qtZqa0hExYTabMTAwAKlUSkWXTCYDx3GYnJyExWLB/v374XQ64XA4aHdTMBiE0WjE0NDQhhFIUnOzFlJ03dHRQYd5EuHW1taGs2fPwmAwXFB/Q+qPiFkfmQxPjoXMEiJu2aRrj0BSksVikfrUDAwM0ALt8plaBw4coBPLw+EwWltbcfz4cfpcZrOZdl/Nz88jEolgaGgITz75JH7605/C6XTilltuwZ133kk/i6QOqaenh44YicViNCKzEURYNjU1IRKJIBAIIJvN0jQYcW0mkR+dTodDhw7RNOnMzAz1SSFmnGRj7enpQUtLC06dOoVAIEBTKyS9mkwmoVQqEYvFMDs7i9bW1pq63e9F0VPPY147OmansyOOhHQnjY6OVowN2AqNHum5GMRscd++fReNVlSLWnZvkXESJJpH6jqeeOIJWmcikUiQzWbR1taG1tZWvPjii7SNWCwWw263I5/Pw2w2Y9++feuuvVyIAKsbFikcFYlE0Ov1ND1Aal6IEWE8Hsfw8DCGh4ehUCjg8XhonQoxviPE43Hqe0K6jhYWFjA8PLyu8WEkEsHS0hKAVSNFjUZD29j7+vqg0WioW6/f78fZs2cRi8UgFAoRiURgs9moWAFAa1jS6TSkUimGhobQ19cHr9cLjUZD2805jsO5c+fQ2tqK0dHRCyJFwEvDMUmd0FpxF4lEqFfNeqw9N+WQdNl6NyYKhYIWAa8VPSKRCB0dHfS96+7upkKFGO9JJBI6ZqG5uRnt7e1IpVLUWoBErPL5PLxeL/XJIU7QMpmM/iHnPhAIYHl5mY6jAIDXv/71OHLkCP08xmIx3HDDDfjGN74BkUiEWCyGu+66C0H3Mu66tR+SuV9BmE5Dyh+AODmCgWv+CM3No7BarbDZbAgEAhWu2uUQ1/FDhw7B4XAgm81SAUcEKBmsS5ymgVUBSWamkRluZLxKNputqCu67rrrYLVaMT8/T8efkCnupVIJxWIRPp8PjzzyCK6++mq0t7fT+qBqwgqZa0u5G/NuoKFFDzFGy+fzV9yd1Og1PetBzNb8fv8FZou1pFaih3gtGY1GmvIBgHPnzlHBo1KpsLKyAplMBrVajfn5edrJ5PV6aWpGJpPRqd9kRhQhGo3SuVbkbp4IGqVSicOHD1d40nAcB6vVStu7VSoVOI6jwqI8Kkly7xzHYWVlBW63m3rLlEolLC0tbTj41el0wu12QyKRYGBgAHa7Hf39/SgUCtR7how1CAaDCIVCEAqFMJvNdMhooVBALpdDJpOByWSCyWSixbxE5BgMBsTj8Yrv09LSEh2Jsd7nLJ/P06nfa0UNuZmIx+O01X8tHMdd9MJdXiO0HiaTCTabjbpflyMSidDd3Y25uTk4HA7qlVP+nhADSY/HA6VSeYHnEMHtdtNBtaQuK5fLIRKJ0OMsFAo0mkYKfw8fPgyNRoNf/OIXuP/+++Hz+XDNNdfg6aefxqlTp9Dd3Y22tjZoNBr88If34f8M9AESBYRyPZApQbD4KBTOX0Dw+q/g8OEx2tU3NTVFI4Lk3EUiEcRiMeoTRUwISfs7uSHgOA7BYBCzs7N0TIjZbKaDWZubmzExMQGbzYZsNouenp6KzU0kEmFwcJCOYbHZbFhaWoLFYoFSqcQrXvEKPPfccwgEArTsIJ/PQ6PRwGQyUYPE7WavFjLXS/SQsTa7hYYVPalUCufOnds2s71Gb1knkNxpoVDA1NQU5HL5umaLtaQWoicajWJ6evqCaFYgEMDi4iKdIp3JZJDJZGi4t729HSaTCQsLC9QPpauri1rul9dGFAoFzM3NIRAI0NlDZJM1m80wGo0VYw8A0BlEmUwGTU1NGBgYQCQSwezsLKxWKwYHBy8QPblcDmfPnkUmk4HRaERfXx91TT5+/PgF0Q6O4+i61Go12tra6Iws0qotFArp5kv8f5qamrBv3z4YDIYLhArP8wgGgzh79iwSiQT0ej2y2Sx1Dy7H5/PRQuGNxm6Q9u5yK/ny7yTZ8NZrVSfHCFzoxkwgF9WNUtAmkwkrKysIBoPrOmWTriifz4eWlpaK80G+UwMDA5iamsLy8jKNHq2lvb0dCoUCCwsLSCaTGBkZqVhbJpOhs9NItGNlZQWBQABtbW3QarU4evQodDod1Go1fv/73wNYLQ6PRCIYHBjAgcNHYS0pMD3tQL4Uh7anA5xCDSAB+cN/jcxt30d7ezvMZjOWl5fh8/kQDoeptw+pKyLDGUlqVaPRYHh4GEtLS3C73dDpdNi/fz9isRhNFzscDjQ3N6O1tRUajQbHjx9HOBymEUaZTHbB58NoNGJ8fBwikYg6UysUCjQ3N+NlL3sZHn30UQQCAbS3t2NsbAyJRAKhUAgOhwM8z1ODRJ1Oty3Xsb2a3qpXiulyPHoamYYVPU6nE6Ojo+sWAF4OOyG9RTbPRCKBqakp9PX1bbiJ1JJqih5S4OpyuS6IgHAch+eeew48z0On06FYLFLzNp1OR4tdp6enIRQKMTIyApPJhHw+j1QqVdGuTYpdi8UieJ6nNSzE7l+hUNAJ4oT/j70/j210T89DwYf7vlMkRUrUvpZKtddxL3F3u91O4gt0giQTGDNI4iwD/xEDyQB3kg4yEwQBcmFj5o9gEFwYExuIgZm5dhZjOnf+6Ljddre73eecWlXaJYoixX3fyY875w/d9z0kRVJUHVWVqs55gMKpo6Kkjx+/7/s9v/d93ucJBoMIBoMQi8VYWlpi3YLVasXExARXfuhzI98eQRDgdDqxtLQEk8mEV69ewWKxYHV19QJ5J7E2GfoJggCPx8PCadJuqNVqqFQq7O/vIxwOc6WLspb60Wg0EAqFoNfr8eDBA0ilUnz66adIJBLIZDIQiURcESOx6szMzMDPqF6vc6uku8rT/V5oWmtY+5k0YcN2q5RGTqSn/3VyuRw6nQ65XG7orndubg6vXr3iySMiokR6aGJrb28Px8fHuH379sBzZzKZsLKyguPjY24r0/tOpVJs2Le4uIiVlRWkUil4PB5kMhl0Oh3k83mEw2GIxWJsbGxgZWWFieXBzgv8H7/7VfyPP2wgGBXh5PgYX/2aHf+XX1RjbkIFVPOQ7v8RGh/9JrcjKWrE4/Hg+PgYzWaTfajo/dGmTqPRsElhJBLBwcEB3G43Hjx4wMc+SPdTr9eh1+u5FdvfRpTL5fjKV76CUqmETCaDfD6P58+f46/+1b+KBw8e4OOPP8b+/j4H7dL5ajQayOVyPHGrUCg4N+11W2FfRNLTarXe2uBKP74kPW8Jq6ur17rQvg+khxKho9Eo7ty5c2NKim+K9LRaLezv7wM4z2rpX8i2traQy+Wg1WpZl5HP53k8PZVKIR6PQ6vVYmVlhXf31M4ioz1qEep0OhaoWq1WJjsEcrelRPF8Pg+9Xj9wGmpxcRGFQgEejwdTU1MoFot4+fIlcrkcJiYmcO/ePVSrVTx9+vRC9YrM3kKhEPx+P9rtNkwmE/sN6fV6SKVSeDweuN1u2O12rga1223cu3ePtUR+vx/hcJh372Tgt7e3h3q9jqWlJZjNZtTrdWi1Ws5mOjk5QaVSwU9/+lPU63Wsra0hn8/DaDReWFCoykOVhX5Q8KtCoRh6zQ4LG+2GXC5HsVgcuqO1Wq3I5/PIZrND3a3JqZlIGInE6T1RK/Tg4ABHR0ecyt4Pg8GAtbU1HB4eYm9vDzqdDpVKBe12m1tFZDyp1WphMBhYLO92u5lol0ol/Mt/+S/xZ3/2ZxDiJ9iwSRFKFZDINmCemMSqQoNGW4T/58/j+MpfUwMyFWRH/ysaH/0mH4vJZIJer4fH48Hu7i5kMlnPeaRKT3eVzO12w2w2w+v14vT0lAXadA6j0SjrfohIrq2tIRAIIBaLQRAEFrN3Y2ZmhiM5IpEI/uzP/gxf//rXsbKygoODA2xtbUGj0bAIWyaTseAaOB9IyWazOD09RaVSgV6vZxJ0lVbYl+2tt4cv21tvCdd9Ud900tNsNlGpVJDL5biUfFPwJkgPxUk4nc6B7ct0Oo3j42O0Wi2YzWb2Y5HJZLDb7WwiuLy8fCEWIpvNQiqVQqVS4enTp5yZRaLT7hTrblCyNAlRyehwEEins7e3h62tLTQaDRaJTk9PI51Ow+fz4e7duxCLxYhGo8jn8ygWi9ymoh3UysoK7HY7FApFj2MyHRMRnnw+35OA7nA4kE6nWf9BI9rFYpEN92iKis4P6SEUCgUKhQLHcJD49eTkhOMKzGYzpFIpV3n620F0rM1mE6VSaWhrjF7TfRyDQIRtGOmxWCycNzbMB8ntdiOdTveM23dPgQLgQFDyvFlcXLzwc0gbI5PJEAgEEA6HMT8/j5WVFVQqFXi93p73YjKZsL6+jsPDQ/j9fiwuLrIn1MbGBn7hF34Bjf/l76IgNeD/Ea9BppDwNWQwGFBORyC0ClCJZRBVcxeORxAEFItFFusfHx/ztUCkp3sCCzg3b9zY2EAwGEQsFsP29ja3yAwGAwRBQDQaxdnZGWq1Gl69esWbrVAohN3dXSwvL/fs8qkFTLliVPFZXFxEsVhEJBLBkydP8I1vfGNg1U+tVkOtVsPlcqHdbqNYLPIG4E20wj4UvMvq1pdC5vcUN1nTUyqVsLOzA4VC0VO2vim4btJD5orDpvFarRY+/vhjFItFTE9P80g4OQCXSiVIpVJMTU1dWLBarRby+Tza7TZ+8IMfcOioXq/nCtEg0DRXqVTC7Ows1tbWLm2tqlQqVCoVpFIp6HQ6PHz4EB9//DFCoRBnHx0eHjKBkUgkUKlUKJfLUKvVWFhY4EiBdruNer3ORIKugUajwePz3Q7LBBIr5/N5BINB7O/vo9FoYHp6GtVqlTVB3dEZwLnoOJ1Oc4QC8FlAKI3Fn5ycIBKJoNlswmazXRhdpWOl8z1Ia0MYlrDeDaVSiWazOfRao6m6TCYzdOdL01w+n4/1WoPcbCcnJ1GpVNjbiCoTxWIRiUQC2WyWzQ7X1ta4ddVtL9D/+7VaLW7duoXDw0McHx9jbm4Odrudgz/V2hrQCWIVCfyv20nI1edVjq995Stwz7jx/ys24RYnYZProe1aaARBwOHhIQBgc3OTNUd0vdLUFnDeiuwm9DSCbjKZcHp6Co/Hw587VcYohb1QKLAtyMLCAvx+P/b39zE/P8/XhslkglgsRqlUgtvtRjKZZM8erVbLOWc//elP8a1vfWtkW6Q7lX5ubg7NZhPZbPZaW2EfCt719NaX7a33EO/SVXgUotEofD4fNjY2eCT4puG6SE+n02GPk1Hmis+fP0coFOIkcnKX/fTTT9nAzmazDdRjxGIx+Hw+1Ot1qNVq3Lp1C6urqwiHwwiHwzyx1Q1qU1FW1b179y59wORyOY4fmJ6eRjabxU9/+lOcnJxwwGc2m4VWq4XZbIbJZIJIJILH4+Gw1P4qUvdDnYjQ6ekplEolZmZmelLB+0EiXovFAp1Ox940lL9kNpvZKJB2+HK5HPPz8xd+Fu3GbTYbBEHgycetrS1IJBI2RyTQyPwoO4lhYaPdIDPCUfeA1WrltswwvZvD4UA8HmdTQmBw5Xh2drbHp6larUIQBNY7Wa1WzvUqlUrY39/H0dHRhepZ/3sg4kPGj2QL0Fj5LmQ7/wv+T7/swm6kgj94FkMyHsNHq058dc6GukiFYMOEjHET8u1tjk1JpVLssk2Lz+rqKptj5nK5HuuBQSCfHorVKBaLmJ+fR71eZ8NNp9PJIaMKhQKTk5OsV6pUKuwVpdPpkM/noVQqYbPZIBKJEIvF2ITSYDCgUChga2sLX//614d+lv2QSqU9rTBqA/e3wm7ic/xN411Weq6asH7TcWNJz3Wz+pu2S6AQR5rokclkNyrNvBvXcVyNRgM7OztQq9V48ODB0Bs4GAzi1atXkEgkPF67srICn8+HUqnEEyepVAq1Wq3newOBAD7++GMUCgVMT0/j61//OgsqJyYmEA6HkUwme8hGt1jZYrEMzbTqRjQaxenpKaRSKU9aUQtBKpXC7XZjfX0dBoOhJ5Xc6/VCLBYP9OgZZGiYSqW40nCZoD0cDiOdTmNqaoqJDMUzZDIZnJ2dsZ8Q5T31twUH/cx2u4319XVubdVqNQ7NjMfjKJfLKBaLXNEYhnHaWzS2Pspagsag0+n0yHMyOzsLr9eLcDh8wU22Xq+jUCggl8tBEAQkk0l2KZ6enh5IqLVaLZaWlnB0dASfz9dTPeuHXC7HrVu3eIS+Xq9jfn4ezfW/Adn+f4WkVcV//PVl/M//+wU0GsB2xwaXrABj5wwesQM5269w0OvOzg5arRacTiey2SwkEgkvQFNTU1Cr1fj4449ZOD2KMFKshsVigdfrxdHREbd9FQoFC73T6TT8fj+CwSB0Oh00Gg1XlSjeJJ/P8zGSI3M6nYZEIkG5XIZEImHx9qi25yh0Z5B1t8Kq1SqePXv2hWqFvWtNz9uIO3pbuLGk50MGuUs7HA6sra31tDRuYqXn8x5XsVjEzs4Ox0kMQ6lUwo9//GM0Gg04nU5otVqsrq6iVqux5b3D4YBEIukZE6ex8kAggFqtBrPZjO985zs9C5dWq4VSqUQ2m4Xb7e4RKxsMBiwuLuLly5eXPlhOTk7g8/l4UiYSiXCsxMbGBjslE+GhKItYLMZuxJf5LVE+VrPZZAPGUchkMggGg9Dr9T2VG51OB51Oh7m5OeTzeeTzeRQKBU5PDwQCLHCmEWt6/90TW91aHqoATE5Owm634+XLlxAEAalUCs+fP4fJZILFYoFer+8hGiQSH5f0jHqd2WzuGecfBIPBAJVKhWQyya1tn8+HYrHI8RXkhry2tsaCeKqYDAI5Qr948YLduoehO9SUKk6Li4uo/sr/Dco//j8D1TzUMhXqYiUgtCCtF2FWClj79m/gWNDxZ2U2mzExMcGhs1SFMZlMbLPgcrl4Qsrn8+H27dsjz5/BYMCdO3fg9/vx6tUryOVyWCwWJpsWiwVGoxHBYBDxeBzAeVsyl8the3ubrzHyBaLkegokJdNHisb4xV/8xc+9YHe3wlKpFO7evfuFaoW96/bWMG3j+4gvSc9bBt2k6+vrA03WbiLp+TyVHmrfUZzEKHz66adMQiYnJ7G2toZ6vY7Dw0OIRCK+8SQSCR9TMBjE6ekpUqkUVCoVzGZzjyNxN8xmMyKRCCKRCAKBAFqtFouVW63WSC+MTCaDly9fIpVKsdDXYrFwO8TlcmFzcxPpdJpJ3uLiImdtkcfPZQ+uer2O/f19VKvVHjfoYSiXy/B6vZyxNAwGgwEmkwnNZhNTU1Psak1iVKoUqNVqaLVaXrzW1taG/kzaXRsMBm5XZrNZRCIRHB0dQa1W83kaJyVapVJxBtkokF1AIpG4QFLIrqBSqbCFQLFYZH0Wte2MRmNPJU6pVCIWiyGRSAw1LgQAu90Os9mMQCCAs7OzkeecKidEes+zve6h87f+35Du/9H5lJZQBCABlr4N4aP/HaQ6J9ZxbtlB02BkzUDtnkwmg1gshlgsxhNv5DKdTCaxv7+PlZWVka1EiUQCtVoNo9GITqeDRCLR024mLdDExAT8fj8KhQLr5Y6PjwGcb94UCgUqlQp0Oh3W19fZPoIMMlOpFAKBwIUR+NcFbXTGbYWZTKYrZTTeVLxrIfOX7a23gDfF1N9VcFq73cbJyQkKhcLQsNQPqb1F4ZOVSoXbd6NAwtlOp4PZ2VncunUL9XqdfUloocrlcgDOnXupxURTSKurq0in0yiXywN/h9FoxO7uLgqFAux2O9bX13kxJLLZTUrq9ToHSAaDQTSbTTgcDqyursJsNmN/f5/bHn6/H8Bn4ZSZTAb//b//d86iGqXHIVAgKI2ak7nbMND56XQ6ly5ywPlUG7Wr8vk8AMDlcnEoZrFYRKlUQiQSYc3P/v4+RzFQSKdUKoVYLOYWkV6vR7FY5AwwvV7PI96RSASHh4dccaEoB7oHu710aMy7Vqvh9PQUCoUCUqkUEomE88Hoj0gkQjgc5ogNQRBQrVZ7MuIajQZ0Oh1KpRIMBgMePHgw9By53W7k83mcnZ3BaDSOPJdmsxmZTAapVAoKheLSXTBlkwUCAezu7mJtbQ2dj34TjY9+E4V8HvX9fWBpCR3dZxNpNGF4cnKC/f19rK+v97R76vU6ty7JUqBarUKlUrEgeWlpaWQkSDgchtlsxtzcHP78z/+cc9S6N2MajQa3bt1CIpFAIBBApVJBOp3mqUKj0YharQadTgeVSoXV1VUcHBzwJF6lUoHH44HNZruWCaBhz+9hrTBq0b7vrbB3Wen5UtPzHoPEoW/74qlWq9je3obFYsGDBw+Gkq6bWunpD3+9DDT+arFYeuIkhoHS0yuVCqampvDw4UN2T6aqDU1v0WLn8XiQy+Wg0+kwOTmJlZUVGI1GxOPxgdWaVquFWCyGarUKtVrNiwiBqguU+J1IJFAoFFCpVJDP56HVarG5uQmXy4VyuYznz59jdnYWTqeTc4kA8IJMglxyaL7soUUTOo1Gg0fNI5HIyOvh5OQE1WoVy8vLly4omUwGlUoFZrMZWq2WSQ9wrkHR6/VQq9UwmUwIBAKQy+UwGAyoVqtsD0DxC4RarcbnqF6vc9tRLBZzgjpV5aiCc3JywllXSqUSKpWKCUan0+H09NPT055z2G630Wq1+Gs0mdadNaZQKKBSqaBUKqHRaFAqlbC4uIh0Oo1KpTLy/HRbEJycnGB9fX3oa1utFi/i4XAYMplsZNsWOCeXMpkMp6enTHxUKtXIqTaLxQKxWAyPx4O9vT2srKxwtVQul8PpdMLpdHLwbKlUQqvVQrPZRLFYhCAIWFhYGEi4ycZhfn4eBoMBLpcLwWCQp876q102m40tA6LRKN8f5XKZYz+A8zby8vIy/5tYLEYqleLw4M+LcSoeH+pU2Ls6zi9H1t9jEKl4m6QnnU7/b2XtwQGT3SBSdtNwlZuN4iRWVlaGeqn0gwSnCoUCv/Irv4JWq4WDgwN2Qt7d3YXdbke1WkU8Hken00GtVoNYLIbNZushMI1G48IuvdVqYW9vD4VCARsbG+xw272w5XI5pNNpnu6SyWS8YM/OzmJ1dRVarZZzhm7fvs1Vom5SWK/XEYlE4Ha7cefOHXbAzWQyPU613RAEAXt7e2g0GhwrAZxfD/1ibYLP50M+n8f09PSl1xX9/Gazye3CZDKJZrPJI+ndIMdhqrQYDAY+HzSh02w2kUwmUa/XMTExAbPZzF8XiUR8zdB/xWIx5HI5u1qTL1WpVEKz2YRSqeT8MADQ6/X8u/qJFBGoeDzeM0lGC36r1eJg2Egkwvqkjz/+GGq1+kLlSqVScSyF0+lkz6NhWipaeJeWlrC/v4+zszPWxYyCzWaDTCbrITGXCbxNJhPW1tZwdHSEg4MDrKysXLiGaPrKZrNhcnIStVoNyWSS8+Smp6exubnZo9eKxWLcAgLOyYrNZoNSqYTX60Wj0bhgj0BCaJvNBr/fj5cvX3K7q3sAwGAw4N69e/jRj36EWq2GRqMBv98Pq9V6KTm8DK9Tqf+itcKuG6VS6ctKz/sKGr19Gxc2jWen02k8ePCARZqjcNn0xU1Gp9NBMBhEJBK5UjgqxTCQmZ5cLsf29jY6nQ42Nja4ZdJut+Hz+SAIAjqdDhQKBWQyGe7evduzYDSbzQsVnP39fZRKJczNzcHlcuH09BSRSATxeJwDTMPhMMrlMux2O+bm5pDNZpFKpTAxMYHV1VXepafT6QvtSSI9uVwO0WgUnU4Ht27dglarhdVqRTweh9/vZ/LWPTVVKpWwt7eHVqvF1SrCsMpfPB5HLBaD2Wzu0bSQnkUQhJ6WTyqVYuGtIAgol8vodDqQyWRMaORyOaRSKSqVCk92DXNgJhweHiKTyeDu3bs9C2Sr1UK9Xker1eLqUK1Wg0aj4aiLbmJE54HEuJ1OBxqNBm63GwaDYegi9+LFC8jlcmxsbAz8908//RQbGxtcraKx+mq1ilKpxK7NBGqdFYtFvHr1CtVqlXPNuj9v2jiRWHlvbw9er5cJ4ih0k5i9vT1+/ahnkk6nY3fow8NDLC4u9hAsIpv08w0GA9xuN8LhMLxeLzweDyKRCDY2NjA1NYVAIIB2u90TO0IEf2NjA4eHhyxyH6TFIdF+JpPBwcEBEokEdnZ2cPfuXX6N2WzG7OwsZ85R+9pisXyu5+91aFu6W2GdTofF/Te5FXaVSvt1o1wuX6rHfJ9wY0nPmyjlva32Ub1ex87ODrRaLR4+fDj2jdNvJf++gCopYrF4YJzEKDx//hy5XA5qtRpzc3PY29tj3QmlqKdSKQDnpJDaR3a7ndsn3egWIwuCwKLg7uysmZkZRKNRfPrpp9Dr9ZDL5XA4HJxWHY/HOZiTXHVpymXQuL1IJEKpVMLBwQFkMhl0Ol3Pzshut8NkMuHk5ASxWAy5XA7z8/OQy+XY29tDp9O50G4DBlf+isUiTk9PefLI6/WyILlbzyIWi7mKIRaLMTMzA41Gg2q1igcPHiASiaDdbl8QAu/t7UGlUo2lQapUKqy56T/u/vei0WhgtVqHVk+onSISiXB8fAyVSoVwOIyjoyNO7e6PKjAYDFxtGrSQ0nGo1WooFAoOqKVSPTlwEzmsVquo1WrQarUIh8N49eoVH5dUKoVcLodSqUQymYRSqeTfu7q6ir29PXg8Hty6detSwk9txJ2dHQ6Zveye0Wg07PhMKfB0PXeTHjoPKpUKi4uLmJubY7PEZ8+e4eTkhN3Gu69RGj8Hzj2A6FptNBpYWFgYeHxqtZpjUzweD0QiEY+vA8D09DSKxSJyuRyy2SxCoRBMJtNQkjoOrlvQKxKJPshW2HWChOofCm4s6XkTeBukJ5/PY3d3F4uLi/xQGhc3Vcg8CpVKBa9evcLU1NSllYF++Hw+RCIRiEQiqFQqlEol1Ot1rK6uwmAwIJPJ8ALocrlQLBbRbrcxOzsLvV7fEzUAfBbZIJPJIAgCdnd30Wg0elptpVIJgUAA1WqVpxIePnwIiUSCn/zkJ2w4SFUhen/T09NDx5kpxXp2dhYLCwsDx6nlcjnW19eRSqXg9XqxtbWFcrkMo9GIO3fuQKfTXSC8IpEIlUoF8XgclUoFhUKBx+VtNhuCwSBEIhGUSiW0Wi2bCmo0Gl54d3d3YTKZcPv2bUQiERZ5D9JplctlFAoFtgUYhVarBUEQIJfLL71mSZczDhkmkbRer4fdbucA3nQ6jVAoBAA8Fm8ymdg9edC91ul00Gg00Ol0YLfb+WesrKwAABvtDXqgBwIBnJ6e8jg/ESJaxKVSKZ4/f855YyaTiQM+NzY2BpKwVquFZDKJcDiMer2O6elpRCIRZDIZCIJwaQuh3/iw2WxytWKY+aNEIsGtW7cwNTWFV69ewe/3QyQSQafTwev1cqo8bRTI0Zm8sYj4rK6uXvj8KDLk61//Oj755BMcHR2h1Wrh/v37AMBEQaVSoVaroVqt4uTkBHa7vSeL7ip401NMl7XCdDodk6C31Qp7V8M3hC81Pe8x3iTpIQfcaDR6IS18XNxUIfMwkL5lWJzEKNTrdWxtbbHWQyqV8tSSxWJBJpPB7u4uRCIRlpeXUSqV2A1YqVQOJIhEGhqNBra3t7liZDQaUSgUEAqFkMlkuPIxNTWFZDLJpm+JRIK9gSwWC+uxRr0/ygiTSCSsFxrlIWO1WqHRaPCnf/qn/DCJRCJwuVyQy+Xc5ikUCggGg2wCJxKJkMlkeAzaYrEwuRlGJmhcm4JVaTc/7BqLxWIQiUSX+gIB5+Sx3W5DoVCMRXoADLUD6Aa9V9IykTuyXq/H3NwcGo0Gj8VTCxI4n8wb5PBNv5vux1QqNdZD3O12sxh3fn6+5/WNRgMajQZGoxHFYhGFQgHNZhONRgM+nw+JRIJblXq9nq+tcDjME1ZLS0uwWq2QSqU4PT3l6+yyKhEZH1ILikjdZT5IBoMBDoeDpx/b7TaSySSSyWTPtFq3vmvQ1Fn3NU3GhnK5HN/61rfw4x//mCtJNCmn1+tRqVRgs9mQSCRQrVbx/PlzfOc733ktbeXbHt3ub4URAd/d3UW73YbRaITZbB4Y1HtdeNep8q1Wa6x7933BjX0n71N7q9lscvrxVds73XhfSE93nMSw8fvL8Omnn6JarcJsNvOYMIkkU6kUjo+PuY1VKBS4YtPtPNxfqaDqg9/vh8FgwK1btwAA+/v7THYcDgfcbjfkcjlarRZKpRJevnzJpMDpdPIxxWKxkXosOk6FQgG73Q6VSsXamWGuwq1WC4eHhzCZTLh//z6SySR8Ph8ODg7Q6XSg1WpZr0TRFfPz8ygUChCJRJibmxuLlNTrdQSDQahUqp7EawCcSdV9/lqtFtLpNKfQX4Zischi58tID7XdxrkvaAJsmIBbJpPBZrPBZrOh0+ng1atXrCnpDqwkkkpEWCqVwuVyIZVKIRwOY3l5+dJjWVhYwM7ODrxeL27dutXTfu7XU5VKJSbWoVAIOzs7mJiY4Gk04FybMz8/3/N91FIlh/Zbt25dej9JJBKsrq7C4/EgGo2iUChAqVSOPL9+vx/pdBpra2toNBrI5/OwWq0QiURMBIvFIrLZbE/la9jUGem1ZDIZ6+i+/e1v4yc/+QnOzs7Q6XRw7949mM1m5PN5tg4Qi8XI5/N48eIFHj16dOln0A8ylXwX6CfgzWYTuVyOg3rlcjlXgTQazbWtYe+S9LzrKtObwI0lPW8CUql0pMX964CM6Gh8+fPgpre3aEe5s7MDjUYzMk5iFCj6gQhOu93GxsYGJicnEY/HOenb6XTi+fPnLKydmZlhbxi3233hXCUSCaRSKTgcDszOzvZUdrrJDkEikUCj0XBLy+VyQSQScYXp0aNHQ98f9fyVSiVrOoDP2gvDtFl7e3uIx+MwmUw9O38S+9brdXZRlkgk2N/fRzabRT6f53DIcUBVgKWlJV4MifTQhFU34vE4Wq3W2NM1hUKBieNl1yzdc5d5NQHn1xhV/S6DSCTC5OQkj2br9Xqu/pycnEAQBB7NJn0PVfAGZbD1Q6VSYXp6Gn6/H+FwGG63m8NjB8VUaLVaOJ1OTExMwOPxcGZWu91mfyNyOdZqtdDpdNxidblcOD4+ZuJzGUEk4kOhsKFQaKipYigUQjQahdlsxtLSElqtFo6OjjiS5d69e/B4PMhms2wpMDMzw+9x0NQZ8NlEXjep/frXv46/+Iu/QCgUQrvdxsrKCkQiERqNBvR6PaRSKVfElpeXLxV+96PVat2YRVgqlcJqtXLrXBAEZLNZ+P1+Fv9eRyvsXXr0AB8e8bnRpOeq/jCX4borKeFwGGdnZ9jc3LyWkb6bXOkhM7q9vT3Mz8+Pvfj2o16v49mzZ5BKpVhYWIDP54PRaMTc3BxnWlFQKJk5Li8vc5o6JYoXCoWeayMej8Pj8XDLxePxQCKRwOl0YmpqauBDJxwOI5VK8a4tGo2iVqvhq1/9Kqanp4fe6N3E7Pbt25wCD3zWwqGFnsanaUyeEtlbrVaPOzDthMkj6OjoCDKZDKlUikle97TNKOTzeSSTSVit1p5FhUhHt+C5+z2pVKqRSendKJfLMBgMbHg4CuPkbhE6nc6VBP1UDctmsxzNQIvQJ598gk6ng0wmg729Pa7GtdtthMNhvqZGYXJykttpJpOJK1CDWmmlUgmJRAKZTAb1eh31eh3Ly8tsjdBtAEkTQ2QCSYQslUrh6OgIKysrY52vxcVFnJ6eshtz/wIZi8UQDAY5agX4LCKDWmQikQhmsxl2ux1Go5GvuampKSbB/aPzer2eBwu6rye5XI7Hjx/j2bNnHEIqk8lQqVRYVF6v15FIJHB4eIiPPvro0vfYjXdZ6bkMZH3gdDq5FUZt+u5WWLcT+DgYx838S4yPG016rhsSiWTgA/+qIB+ZVquFx48fX1u/8yZXehqNBnZ3d3Hnzp3PRfCePHkCQRBw584deL1eAOfus+FwGD6fj8dzS6USG8+trq7y91utVvh8vp7FNhqN4vj4mIXOjUaDhcfDdljxeBw+nw96vR63bt1iYzaKsriM8BAxo2oHkR65XI5qtYpgMIhEIsHj4aVSCaVSCU6nE5ubmxcefJ1OB3K5HG63Gy6XC7FYDOFwmOMB5ubmUCgULiUllDElk8kukKRusapEIuFjphDHcUkVeevodDrkcrlLNyZEesa9T2Qy2dj3qVwuh0ajYa1KN0gDZrfbsbm5iXq9jkwmg3w+z35PDocDWq125E52cXERr169gtfr5fNPVSJyRqYWEYmEHzx4gFgsxpNhJHbu/vzy+TxKpRKkUilSqRRfJ5lMBrVarcdbZxRIT1KtVnsiKFKpFPx+P7Ra7QUSRZWiw8NDnJ2dcXus+97z+/28KaDK1K1bt3BwcMAj+nq9/kL1XKPR4O7du9je3kY6nWZ3ZmrP1mo1tl0YlZ82CO9a3zIuulths7Ozn6sV9i4MdQlX/XzeB3zhSA/pGV4XNM3jcrlGVgNeBzex0tNutzmN+aOPPvpcKv5kMolgMAir1QqdTscxDhQoajAYsL6+DkEQcHx8DLFYjImJiZ42hFwuZ0dhkUiEQCCAo6MjlMtl1uWsr6+PnA5JJBI4OTmBVqvFrVu3EIlEEIvFcO/ePRwdHWF7exsbGxtsPkggwkPjw/QwIA0KVXKSySQqlQpcLhenj4dCITgcjkvDIIHz68DlciGTyUCj0TC5yGazrPXpr+IQaKElEWo3hgV6Ujr8uNOGhUIBAHi3f51CZmpvkdfPOA9ck8mEYDA4UKDc3Voj4uFwONhYr16vo1QqjWxFyOVyzMzMwOv1ctZaqVRCMplELpfj6qLL5eq5Xo1GI3Z2dnBycoKNjY0Ln7tUKoVWq8Xs7CyL9zOZDAKBADweD5LJJObm5mCxWC6tDmg0GpjNZpTLZezv78PpdHJI77CqERGfg4MD+P1+FsVTICm1zXZ3d2Gz2TAzMwOVSoW1tTWEQiHUarWhBJXu5cPDQyZ31WoVq6urmJqaQiwWQ6FQuDS/rB/vC+npR38rrFqtIpPJjNUKe9dhozdtckskEn0TwJ+NeMmPO53Ot4b9440mPTetvUWL3sbGxpV70ePgppEeipOwWq0wGo2fm+BRTtTt27c5TFEqlSKbzWJ9fR0rKytcRQPOWwuVSuXCDW8ymXB2doZkMoloNMohmna7HaFQaOQ1k06nuTVFO91Wq4VHjx7xRFC73cb+/j7W1tb4c45Go/B6vdBqtUx4yOk3kUggEonwCDT58ty7dw+CIODVq1dQKpVYX18f++EVi8VQKpUwOTnJ1ahMJoN0Os2/k5x4aVEkDYtOpxvYfiQDukajAaVSiU6nw7lbNptt7GMrFAq8YItEomttb3X7LNVqtSuRnmw22/OA7naI7v455BmUz+extLQEmUx2YSqHzqtOp4NYLIbFYuFqoFQq5TYcOSEPeh6oVCrMzMzg9PQUZ2dnnE5OIPsAcol2OBxwOBxYWVnBixcvOKw3lUpBKpX2TAp1n0t6ZpCjssfjwccffwyHw9FDzgeBqjvRaJStF+jacTqdsFqt8Pv9iMfjyGQycLvdHGciEokQi8WGRnxYLBbMz8/D5/PxJBxtLhwOB4+Cz8/Pj33tva+kpx+kWRzUCmu1Wj0Gie/yPZdKpRtHegD8HMAg8eF3AfwOgP951DffaNJz3aAd5FXRHZ75+PHjsQSZr4Ob1N7KZrPY39/n8e2tra3PfWxkfZ9KpTivqtFocCgncC70rdfrXIEZdK4nJibw5MkTRKNRTE1NYW1tDSsrK6jX67wDHYRcLsd5XsvLy9je3uYdLC2MCoUCCwsLCAQC3CqgcFNqvVGZmnb5SqUSer0eDx48gEqlwv7+PorFIrtBdzqdC+O+oyAIAgKBANRqNaxWKzKZTM+iWK/XkU6nkU6nkUgkEI/HedydxKPDQK7kBHKQvko8QPeDsFvPNAyDwlxHgT5zCrK8DBqNhhPe+72Uhu2Sp6am2DBvfn5+4Fi81+tlob1UKuVkemo3TkxMXPqeaPowHo/DYDD0OClT1XmQKeX9+/e5SkKEikJOyfnZYrHAaDTye6RqArXxxWLx2BNzVqsVzWYTPp8PAJj40L1CAt2joyOOtlhaWuIg0mHVJIrFSCQSKBaLrKVaW1vD6ekpkskk4vH42EMgHwrp6cZlrTAAfH9f51TYOLiJCeudTqcOINb9NZFItAbg/w7gf+p0Ov951Pd/WFfPJXidSkq1WsXTp08hl8tx7969N0Z4gPEWkDeNTqeDs7MzHB0d4f79+/yQ7taAvA7C4TAvYlTuJnEf5fZQm2pxcRFGoxGNRuNCS6TVarFWAAAeP37MFRS5XM6TIv0oFArsmOx2u7G9vY35+XnMzs7yQ4TEqRKJBJubm5DJZPj000+xvb0NmUwGhUKBly9f4vj4GIVCARaLBRsbG3j48CHHFQDnixgRHnKDvsqDg8I2FxcXoVar0W63eWoIOH8ATk5OYmNjA/fv38fMzAxarRbi8TgEQcDBwQG2t7dxenqKVCrVIwruFp7SmLrBYBg7NoScn7tzx8Zpb43ykOkGxWMAGEpeB8FoNKJcLve8V7oWBi2SZDrYfX4EQWAxfSAQ4OvVYDBAo9FALBbzNUItvnEwPz8PpVKJ09PTns+xUqmwz00/qPWk1WrZMPLhw4dYWFiATqdDNpvF8fExXrx4gWQyyUaRwHnla3V1Fc1mE0dHR2MdY6vVwszMDLRaLXw+H+LxeM+/m0wmbG5uQiqVskljKpWC1WpFrVYb+XtmZ2e5OlUul9nmYXZ2FvV6fexjBD68SaJBIPK6vLyMx48fY3JyElKpFH6/H0+ePMH+/j7rod40KpXKTaz09EAkEhkBfB/AjwH8Xy97/Y2u9Fz3xd2/y70MNEmxtrbGwXwfMkbFSXzeXDCv18sPLJpsmZqagk6ng0Qigcfj4fJ5dyhl94KQz+exvb2NUCgEp9PJo9yU+0S73X7dFkVEiMVimEwmeL3egQaStKA1Gg2epqGgznK5zL5CNpuNd9SDQItStVrF+vr62MGrABCJRFAoFDA9PQ2NRsOLJI2294PStjOZDKanpzE/P49yucyTRLR4KRQKaLValMtljvLIZrNoNptXmsSjdHaqwIyr6Rl3d06CbhrhHxcmkwnxePyCO3N3u6z/mMxmM8LhMJ4+fcquwcD5oqPT6aDX63vIbKvVwqeffsptmUwmw8J3i8UClUo18JklkUiwtLTEGV0Uw1CtVkdm8hHx2d3dxcnJCdbW1tijiAgruTk3Gg0cHR1hZmYGdrsdNpuNvZq8Xi/HqQwDhb7OzMxgb2+PKz7d57JarUIkEmFtbQ1isZg9guRyOfL5PPx+f0/iejecTic7iJdKJRwfH2N1dbUnB28cTdmwz/NDhkQigdFoZG+yUa2w69b+3ND2FkMkEokB/H8ANAH8Hzpj7My/UFfPuJWeTqeDk5MT5HI5PHz4cOB46oeGy+IWPm/rLR6Ps2cJCT/dbje3aUQiESYmJuB2u/l7ms0mNBoNWq0WAoEA63jsdju+/vWv44c//CEymUzPA1Mul/cQW0oYp99ZKpXw6NGjgQ9OuVyOTqeDRCKBaDTKPjx6vZ4Ftjab7dKHM1WyJiYmLiRVj4IgCAiFQtBqtfwZ0KI4igBkMhkUi0UWThNarRaPSXdnINVqNQiCwG68ZFbXH6zZD0o2r9VqqFQqrIOhcwuc3zv03KGgWPLKIS+j/td0/z0cDnP1qFgsotlschAokdruP5T+Th4w/aSn2Wyi3W4jlUqhUqlw1latVuvRNJFDMuUwDQIt+svLy0in03A4HLDb7RymWa1WYTAYOLG7+xrTarWYnp7G2dkZAoEAXC7XWO07uVyOtbU17O3t8QZMo9FAIpEwASKNmlwux9nZGcLhMCYmJuB0OiEIAhKJxMg8tXq9zmSze6rL5/NBJBKx/w+RloWFBahUKqTTaXz66acQBAF6vR7RaJRtGPqhVCqhUCg4C44W7qmpKXi9XrYUuAwfYnvrMnQ7Io9qhXm9Xtb5XZdB4nuQsP4/AfgKgMedTqc4zjd8SXr6UK/Xsb29Db1ej4cPH37wpVTgsziJUQLtz0N6/H4/j+3WajUoFApYLBYolUoUCgUUCgUsLi5e8E1pNptoNpvY2triBctut+Pu3btsca9SqeDz+WAymViTQ8LKer2Ovb09NBoNtNtt2Gw2zM/PD/xMiViRjqjT6UCn0+Hx48ew2WzI5/M4OTmBx+NBOp3G4uLiQIKQSqUQi8WgUqmuLHY/OTnhthaBqgyjpg5DoRBkMtkFgiWRSC6MSe/u7iIajfIkY71eZzF3t/ZGLBZzEjq5JItEIkSjUS61A2BtVi6X6zmv9Heq7JF+i77W/e+0iIlEIhYJ03vO5/M9lgDD0Ol0kEqlOM+t0+mwXkkmkyGTyUAqlUKlUnFri4hAOByGzWa7tOJF7QSLxYJms8lkm2IK2u028vk8MpkMzs7OIBaLuQpExoW5XI6vsXa7PVZbUaVSYXV1Ffv7+zg8PMTt27cvpL7bbDZsbm6y9080GmUdkUKhQCAQ4PuuH0Soqa1INhEHBwc4PT0FANZMkdcRnQen08nVxFKpBK/XC5VKdYHM0bPDZrPxCDYdn1qtRiKR6BFRD8MXlfQM23iPOxVmMplea/N+EzU9BJFI9GsA/kcA/0On0/GM+303mvS8ifbWKNJD4t3l5eXXDsR7n9DpdOD1epHNZi+Nk/g8pMfn86FSqcBkMkGpVGJiYgKZTAadTgfpdBpqtfrCZFO9XufKhNVqhUKh4F0m6UmobUBjwevr66xZoaT7YrGIVquFzc3NgTtQIjvxeJwrS7VaDTabDevr67xIGAwG3L17l4nRixcvMDc317M7LRQKXB2amZm5UnsmFAqhXC7zWDBBIpFAJpMN/VnpdBrlchlut3toaVsQBJTLZVQqFeRyOTbIo9iLTqfDpKfZbPLfiZAQCaLJL61WC41Gw1W1RqMBt9s9sAIjkUiwtbUFmUzGsSCjQNNWUqkUhUKBYxMoSZ6CK2u1GhqNBv+33W5ziCxwvkg3m82e45dKpayPogwyel0wGLxUmNxtTDgzM4OdnR0W8QLg9imRTPIFCgQCPBav1Wq5vSOVSsduHWi1WiwtLeH4+Jj9suh5RllgAHiXXyqVOMy01Wohn89jZ2cHDx48uEBI6H11t9qowkTEhyqd/VXgZrOJ6elpKBQKRCIRpFIpHBwc8MaEQITRZrMhl8vxBCF5T8XjcRwcHHxJegbgKu952FTY3t7ea7XCKpXKjSQ9IpHoLoDfA/C9Tqfz36/yvTea9Fw3hgmFO50O/H4/EokE7t+/P7ao803hbYj1KJSTUsYv+32vS3qIVMhkMh67JU8SGrsedFPR5Aq1bMLhMOx2+4UpI71ez7v1RCIBpVKJZrOJV69ecQTFV77ylQu/o9VqIRwOIxKJoNlsQq/Xw+12Y3d3F4FAAFNTUxd2xRKJhH1TPB4PPB4PEokEFhcXedReLBZjfX0dwWAQqVRqLI+NUqmEYDAInU43sAUhl8uHkh6q8jgcDgiCAEEQeto41Wq153OjSIZarcbTSnK5HHK5nMXa3VEa9DOr1SpSqRRX7Or1OiqVCvL5PGq1GlcE+kHaD7lczvqkYa2tTqeDWCzGRI8Ia/8Dn45Tq9XydUVVipOTE54sIkdmSs2m90GkKZvNotVqoVKpIBaL8c5YoVBwK0apVPJ/aeEmPxubzYZ4PN4zYdX/udHEXfcC1Gg0EAwGIZVKsbS0dKVFrdVqIRaLQa1WY3V1FaVSCQAuXN9arRbLy8sQBAGx2PmgSywWw49//GPcu3cPk5OTfF3S+xrkT7S2toZPPvkEsVhsYIWJ9G9zc3NQqVQ4Pj5GOByGRCLB3bt3+XdQy5kEzIeHhzx5ls/n2fH9svvli0h6Xten57JWmFQqhcViGdkKK5VKQ+NN3hVEIpEVwP8X58Ll/5dIJLrAlDudTqz/a4QvFOkZBHIaViqVI7OW3hZo9/YmxXqUF7awsDC2Id3rkp6joyOeADAYDFheXmbxZbPZhMvl4qqOxWLhXKB8Pg+tVguTyYRIJMJhjYPgdruRyWTg8/l4IQLO3Zu/9rWv9UzcDSM7RqMR8XgcpVLp0taUXq/vqfo8f/6cfVjW19e5hZJIJCAIwsidUqvV4rHUYWJThULBQabA+SJVLpcRjUYRCoWg1+vx4sWLHi2TVCqFUqmExWKBWq3mRPZyuYyXL19CIpFgcnKyR0PVDyJDdC6oRfX48WN+CB8fHyOVSuH27dtoNBpcLaI/rVYLqVSKTRb7W1v9fy+VSkxoRCIRXC4XdDodty4vmwIjd2k6t2KxmK+9QZ9pvV5HPp/Hq1evuPJCIaGU4E7Hl8vl0Gw2EQ6HYTAYMDk5iXQ6zVE0o9C/ALVaLYRCIXg8HjYGpFZYv7i5WCwiEAiwaNjlciGbzSIajfI9OewaI0Lidrvh8XhwcHCAp0+fYmpqCk6nky0Q6PPuR7FYhFgs5jDdbsNI+j5qmzidTiiVSrx8+RJ+vx9isRj37t3j15KAnqphmUwGs7OzSKfTaDQafM5HPZNucgzFm8J1Eb3LWmFarZYrhfSZvk576wc/+AH+yT/5J2i1WvhH/+gf4Xvf+17Pv9dqNfzdv/t38fz5c1gsFvzhH/7hUAH8EPwPAGb+tz/RIa8Zuou/0aTnTVc7CoUCdnd3P1eW1HXjTXv1RCIR+P3+K+eFve5x0YSB3W6H2+3mcW7K9rl9+zZevHiBTCYDo9GIo6MjFjhKJBL4/X7Y7Xasra0NXewkEgkWFxexvb2Nly9fsubmG9/4Bl9Do8gOcH4teL1emM1m1Go1lEqlkRN7VPWZmJjAz372MxSLRV4sdTodtxsue2iEw2GUSiXMz88PrDDW63X2Odne3ka9XmdtDO3gqd2kVquhVquh1WqHtiqpskGapaugUqlcSPOWyWQQiUQj32MymcTExMSlE0QA2IWaRqFNJtOVtFE6nY4zqIj0jGrbyuVyTExMYHp6GrlcDvPz8/z67soQCZ5JbB0OhyEWi1Gr1ZBMJiGXy3u+9zIYDAZUKhVIpVKehspkMjg8PESj0YDRaIRKpUKhUEA+n2eXbtJt7e/vIxAIQKlUQiQSXdomI4GywWDA7u4u0uk0ms0mIpEIarXaQDJJOjaNRoOVlRV4vV5uIwOf6cy6tSJmsxkfffQRfv7zn3P+3ebmJttP0LVL4cGpVAorKyuIRqOoVCpIJBIjSU+73f5C6Cy78aYcmftbYaVSCel0Gi9fvsQ//af/FA8ePAAA3L9//0rH+o//8T/GD3/4Q0xNTeHRo0f47ne/y9cMAPze7/0eTCYTTk5O8Ad/8Af45//8n+MP//APx/4dnU7n9wH8/tjf0IcbTXreFDqdDkKhEEKhEO7cuXOjRvLelCszxUnUarXXygt7HdJDmgYK/qQHNulnSL+i0+l4h57P5zl/and3F/V6Haurq5cuJgaDAbVajatCa2trEIlEA8nO1NRUD6Gp1+s4ODiARCLB7du3sbu7y6PZl6FWq3G8gcFgwOnpKYLBILc0SGMyCNTWoqpBvV5Hu93mJPlischTUqVSCeVyGSaTCWq1GpVKBY1GA8vLy1ci7JQNRk7DV4EgCBeIUneLZNBnRCLkcR/a1NqlhfQquijg/DpIJBLI5/NoNptDfXD6QQ7ByWSSr1MKkCSQp9H09DQKhQIHh6bTaezt7bE+jXKquslvPyjrrFwuw+Px4M6dO5iensb09DRrfo6Pj3kijNqqJDBfXFzkVuxV7uXJyUk0Gg2Ew2FoNBpIpVJEIhEA561SanuRnw6RJZVKxY7foVAIU1NTQ8NXtVotvvnNb+JP//RPWSTfbDahUCiY9KhUKjgcDhaRU34a+SYN+8y+qO2tN/2eKTNOp9NhdnYWf/zHf4wf/vCH+N3f/V38i3/xL/A7v/M7+M53voNf+ZVfwebm5lDi+eTJEywuLnJV/td+7dfw/e9/v4f0fP/738e//tf/GgDwt/7W38Jv/uZvvlX/pS8k6dnZ2YFIJOop098UvIlKT7Vaxfb2NiYmJrC6uvpaFxeJWK+Ck5MT3q3TRFK9XufpJtKvGAwGHB8fw2w2Y2lpCdPT0/B4PGg2myNHiIHPFkmPx4NYLIaZmRkUi0V4vV7eyQ4jO8Bn4bHNZhO3bt2CSqWCRqPpaScNQ71e53Fhl8uFBw8eIJFIIBwOIxgMIh6Po9VqDQw+pTaeRCKBw+FAIBBAJpNh00YAPP47NTWFQCCAmZkZOJ1OtFotvHr1Clqt9sqC+1QqBbFYPNIfZhDIC6Z/Eaf7ZxhRv0ruFvBZ+4IW0qsasOn1eohEIiY9wOBE9H7QNFcikRhoM0DtWLVazWSIKhJTU1PY2dlhbVE2m+XWmEwmg1qthl6vZyEzkVuDwQCbzYbj42N4vV7Mzs4iFAohmUyi0+lgeXmZhcPkDUTj4RaLBXa7HT6f78oLotvtRq1WQyqV4nuiVquxDs3pdCIQCAAAEx76vmKxiFAoBJ1O16Nx6odcLsc3vvEN/OQnP8Hh4SGUSiVMJlNPC9blciGdTiMQCMBsNiOfzzOJHOYQ/kUkPe8icFSv1+Nv/s2/iT/5kz/Bv/t3/w6Tk5P44Q9/iN/+7d/Gzs4O/uiP/mhgZlo4HMb09DT//9TUFD799NOhryF38XQ6fSU/s8+DG016rpv50W7Z5XKNnSj9tnHdlZ7+OInXxeuQMfJlmZ6e5gfj2dkZa3mAz7xf6vU69Ho9pqenedzWYrHw+Rh009MxHR0dYX9/H4uLi7h//z7+63/9rzg+PkYmk8Hc3NxAskPwer0oFouYn5/nVhdVni7zqDg9PUWj0cDGxgb29/cBgL1T0uk0isUi4vE4nj9/DrvdzuRHEATs7u6yeJkcaUlYqNfrYTQae4hSJBLhqlEikUCtVrtSZhEhnU5DJpNdeeEgEjis0nMZ6bmKOSFFgtC4+1Ugl8tZfzJOe6sbNpsNZ2dnyGazF9LsyQah39ASOI9FcTgcKBaLWFhYgFwuR6VSYY+kUqnElUO6Zqm9S0JSr9eLYDAItVoNk8nE5pSE7rF4Igbkcg6c31dut3vsZ+b8/DxqtRq8Xi/a7TZu374N4HzS8mc/+xlrHPuv/6WlJWxvb+Pk5ARqtZr9kwZBpVLhL/2lv4Qf/OAHPFRA9xhwfu2QqBk4J4iVSgXJZPJL0tOFdx04qtVq4XK58Ou//uv49V//9RsTlfS6uNGk5zpB4X16vX5s8e67wHWRnk6ng0AggFgsdi0TaWQsOC4EQUA6nYZcLufzTS7BSqWSd7w7OztoNBpwOp2QSqXI5/Pw+XwsqgsEAqjX60OPf2tri43i5ubmcHBwAKlUCoVCAbVaDYVCMZTw0MSX3W7vmZqiylKxWBxKehKJBFKpFBwOR8+DnGCxWNhxViqV4vj4mOMsJBIJh2O6XC4YjcaeEMlBC5dKpUKlUkGr1UIkEumpNIyLer2OQqEAo9HYMzk1Dsrl8kDtDi1Aw67Zq4SNAr2Ti90akKtAp9MhkUiwseG4oMDaeDx+gfQQ4Rx2PdAIezAYxPLyMrcKCIIgIJ/P94iS9/f3sb29jU6ng0qlApVKhTt37ozc8RJxMBqNkMlk7My8vb3NFRMiUpcFjS4vLyORSLCHkdFoRDQahUKhgFKpxNnZGVqtVk/7VC6XY2FhAUdHRwgGg5dO9pCYvtlsolKpIBgM9oSgkqg5nU6zH1QikRja4voikp53+Z5porEbo47F5XIhGAzy/4dCoQuVU3rN1NQUms0m8vn859qQXxUf/NVDidmxWAyPHj2CQqG4UUnm/biO9hblU5H78HWM4JM+Zlz4fD50Op2e1pTX6+3Z7e3s7HA2ldvtRj6fx97eHiQSCVZWVnhX3Z1XRCiXy1x9oJbD6ekpKpUK3G43V3iSyST29/cvHDtNLej1+gtTYeR4OyxfqV6vw+fz8WQMoZtEkPA1k8kgl8tx5UIQBMTjcchkMty7dw8rKytwOp1Qq9Ujd+lqtRqCICASiXCEx1VBbRMKl7zK51kul3l6qhtEKob9LLqWX4f0yGSy1yI9BoMBnU4H1Wr1Sll5lJqey+UuVJgEQRipD9JoNJiYmEA6nR6oByMNC2m9SABOC5rJZEKj0cDh4eFYrVXgs4iAqakp2Gw2mEwmuN1uVKtV7O7u4tmzZ/B6vRyM2w+5XM7kyev1Ynd3F4Ig4MGDB3jw4AGkUil8Ph92d3d7tGkmkwlOpxPlcnmkZg0431jQmDoFPtO0ImFmZob/TalUolQqIZlMDvx5X0TS8y4n1q46vfXo0SN4PB74fD7U63X8wR/8Ab773e/2vOa73/0ufv/3z3XI/+W//Bf80i/90lsVp3/QlR5BEPDq1Ss4HA4Wtr4pofB14fMe32VxEq+Lq5Ixv9/PY7rkvkpRCWSVr9frue1GYZ5qtRpf+cpXoFKp+Dz0i1nJQZoyf2iKRKfTYXl5GZVKBQcHBzCbzVAqlQiHwzg6OuIkaEEQ4PF42Hm2f0GWSCTQaDTsgdKPk5MTNJvNnokykUiEZrPJ/kPkJAycVwfW1tag0+ng8/mwt7cHtVqNs7MzBINBGI1GiMViRCIRqNVqWCwWWCyWHu8MrVaLWCyGQCAArVb7Wv3vdDoNhUIBk8mEWCx2JZGwIAgDtVX9Piz9uEqlh0TP9IAfZco4CkajESKRCLVa7cqCfbvdjmQyiVgs1jPOLwjCpTqo6elpNiOkdhFwTpKTySSSySTK5TIbbm5ubsJoNLLg/+DgoEeDZjKZYLVah07Z0TQdeRFRa252dpZ9WbLZLGKxGI6Pj3ks3mw28/3VaDQwNzfHI/B3797lys7t27cRi8UQDoexs7MDh8OB6elpSCQSuN1ubG1tcfVq0DFS61qn02FmZgbBYJDv2UAgwOdXpVJhYmKCncLJx2iQtuqLEDjaj3cZQl2pVAa2dIdBKpXi3//7f4+//Jf/MlqtFv7BP/gHuHXrFv7Vv/pXePjwIb773e/iH/7Df4i/83f+DhYXF2E2m/EHf/AHb/AdDDjGt/rbrojPc3EnEgl4PB6sr6/3lKpvOun5PJUees+j4iReF1dpbwmCgEwmA61Wy7EC5EVC0zVEeKj1VK1WWYNBN1l/BAP9nGQyiXv37uH73/8+ALDfDD1E5XI5xGIxcrkcE51AIID9/X2srKxw5WdtbW3ozl2r1XJVpfs10WgUmUwGLpeLnaFzuRzS6TSePHnCu3ja1R8dHXHrgFoRMzMzuH37NrLZLJLJJE5PT1EqleBwOKBQKCAIArxeLxsIUphlqVTiwMerglyZXS4Xn9dxqygk4h00iURkZti1QaTnKuSDSI9cLh9KPEdBIpFArVaj0WiMrech0MRVMpnk66nVaqFarV4qGqfw10AggEQiAalUygS43W5DqVTCbDaj3W5jZWWFS/oqlQoulwsTExN49uwZGo0GZDIZYrEYYrEYE9VuAkTCcpPJhHK53BNxQeJ/qVTKxozUQstkMjg6OuIRcnIBJ0F19zOXxuTNZjPOzs4QjUaRTqcxOzsLnU4Ho9GIWq3G02f9xDYcDvc4NlPuFm1E1Go1k3en04mDgwNUKhXo9XrE43EIgnChSv1FrPS8S7xOwOuv/uqv4ld/9Vd7vvZv/s2/4b8rlUr85//8n6/l+F4HN5r0AOfE5ypMt91u4+TkBIVCYWC0wk0nPa9zfBSQms/nL42TeF1chYwdHR2h1WrBarVCLBYjmUzymG0wGOQHIREecm0m8aLf78fy8jIHTNZqNbRaLezu7kImk2FzcxM///nPUSgUsLCwgIcPH/aUYCUSCXQ6HbcJaPEKBAL40Y9+xG61RFoGQa/XIxKJoFgs8uIkCAL8fj+3Mnw+H9LpNMcfzMzMYHJyEiaTiRcAg8HAQu1QKIRGo8FEjIwX3W43myrmcjm2/DcYDGzVn0wmEYlEYDQaoVAorrzjpXYBLdwikWhs0kNtvkFl7suEzHTNjLNQ9f8MSlt/HSGnSqV6bU8Xm83Gn63FYoEgCOh0OpfueMlUtFgs4uc//zkmJiY4ANJms8FgMMDv9zMJ7odcLsfs7CzOzs4wMTGBxcVFZDIZZDKZCwSI3pdGo2GRNXlVnZycXHBPJi8fjUaD6elptFot7O3toVKpwO/3s99PIBDgKmP3uVxdXUU6nYbf78fx8TFXvWZmZpBOp3FycsJxHMB5lSeRSDABy+fz0Ov1bFKoVCpxenrK05Lkgt1sNmGxWOD3+1kf1Y8vWqXnXb3fD7WqduNJz1VQq9Wwvb0Nk8mEBw8eDPzAqHd8U3FV0kNxEjqdbuh7vg5chfREIhFIJBIYDAYUi0Xk83nMz8+j2WyiWCzCaDT27B5oCmVlZQW5XA6JRAJWq5WdQUulEp48eYLp6WkolUp8/PHHiMViMJlMAydMgHOyEQgEeLfodruRy+V4FPey3QsRokKhwKTn+PgYhUIBYrEYW1tbAMDREVKpFCsrKxcIJ7WS4vE4YrEYzGYz75C3trZ6XJFppDeTySCVSrEWg3QparWaFwtqN1kslh6SNQzkity9cx53MmqYiBkYf3rrqtqa7u+h6Iur4KrVrG5MTEyw5YDFYmHdSj/pabVaKJVKyGazKBaLKJfLTFhFIhGMRuOF9mmxWByZZm+325FIJBAKhWA2m3lqi6qnRICy2SxXn+i+JJExJaR3k5B+kGh4amoKd+/eRbVaRTQaxc7ODv7kT/4EKysr3Aqje8ViscBoNCIQCLBWyO12w+FwIBaLIRqN8sYlEAig0+nwtV2tVtkROJfL8ZTm8fExNjc3uTorFouh1WqhUCh48/NFxrtsbdHv/9CIzwdDeqgnvrKyMlLvcNMrPVfxwyFH6avESXye4xqH9JRKJeRyOZ4QKpVKUKvVcDgcOD4+5l0daTXq9TobCtpsNlgsFmSzWZyensJgMKBer+Ps7Azf/va3OTMmnU5jenp6pMEePZypFUU5Um63GzKZDAcHB7DZbFhYWBhIGGj0mVxKDw4OEAgEYDAYIBaLuR1BRIAM3gYdh1gshsfjgUKhgNvtRqFQwM7OzkAbAcp0stlsaLVarAWhUf9isYhmswmz2QyxWIxEIgGfzweZTMZTO/2iaMrH6r5GurOwLkO5XL7gxNz9c4DrETLTz6Bj7447uCrpeV1zQ+D8WC0WC7dYKpUKk75yuYx8Po9cLodSqcTHrFKpuJpjNBqxvb3NTsfd769cLo9sk5HT9/7+PoLBILtYUwuMCNAnn3yCdruNSCTCoZ0OhwMmkwmTk5OctD5s9Lv/WJRKJebm5qBUKuHz+QCc38uBQIDT4s1mM3Q6Hebm5niQIBKJYGpqChqNBoFAADqdDhKJBKlUCmazme8P+hxmZ2exv7+PZDKJmZkZeL1eHB0dYW5uDq1WC2q1GuVyGWazmVvJo5zRP3S8S9LxrgnXm8KNJz2Xtbc6nQ5OT0+RSqXw4MGDS8WGEolkqOjyJkAikbCGZRQikQjOzs7emqP0uKSHPGfsdjsKhQLq9To7r7bbbSwtLSEQCHBJPhAIoNlscvaKRCLh3eqnn36KTCbDTseUqG2327G5uYlgMDj0mPR6PWQyGYeWnp6eotls4vbt29BqtfB6vay3mJ+fv0A+KK6BXpdMJmE2m/H48eOBD2GaxOkHhWeGQiHcu3cPpVIJp6enuHv37ljRASQqzefzUCqV7NFTq9X4vlAqlZDL5chms4jH42x8R1WgVCoFkUjUs9jK5fKxp4QEQbgwwt0NsVg8kPS0Wi3U6/WeFHf6OqHdbvP7qFQqnKJObRDg6gaF9DvEYvFY99IgTE5OIh6PIxQK8UTW1tYWH4tMJuPWzaDx8MnJSfh8PiQSCR7rzufzFyYaB4E+u2QyCbvdfqHCRvqgpaUldDod7O/vIxwOIxaLsWlhoVBAIBCAXq8feJ0NOxbKE8vn89jc3MT8/DwLrUOhENs4pFIpzM7OQi6XIxwOw2Qy8YAAEc5ukzoigCqVClNTU3w/ulwuhMNhnJ2dATi/b5vNJgubw+HwF5r0vEuPnnq9fmUT0/cBN570jAL5vGg0mrHDQilh+qbiMnLRbrdxeHiIer2OR48evdFg0qscFyESiUCpVEKv1yOZTPIIqkgkgtvt5lyobDaLUqmEeDwOs9nc8/A1mUwolUoQBAEWi4UdYK1WK1KpFNxuNwwGAxOpYdDpdDw2TkGG9HuWl5dhtVrh9Xp7qj7AebstGo2iXC5DLBajXq9jenp6pN/RKHJOFYFCocBas6u0e+LxONRqNVZWVtBoNDA9PQ2Hw8EOtqVSqafqQLqSXC7Ho/PUOqPFeZxxcErArlQq0Gq1iEajaDQaPX8ogDOVSrELcfd5IM3T8+fPL32fpANpNBrsZk3p5zTZQzov+jv5HpEbMn1dEAT2+RkVa9ANGsGmlPpMJoNIJMIkQ6lUwm63w2g0XjrGOzExgVAohGg0yqSHtFGjtGSE2dlZ5HI5+Hy+nkkw4PycAmD/G7fbDafTiWg0ypVBtVrNIuPbt28PzNUadiwLCwvY3t6G1+vFxsbGhbT4eDyOQCCAdrsNjUbD3lFqtRq5XA7lchlra2s990qtVuPPwG63Ix6PIxKJYHNzkytKrVYLer2eg2uBwXYVXyS8S+E2WSJ8aHhvSU8+n8fu7i4WFxev1Nq56e2tUcdXrVbx6tUr2Gw2HsF/WxiH9GQyGRSLRczNzXFQpkajQTabhdls5v4+CXHJr6Pb64be4+LiIo6PjxEKhSCXy2E2m5HJZDgoFLi8Cmg0GpFOp7G/vw+ZTHbBj4fIltfrRTweZ5GpXC6HVqvF/fv38fTpU9RqNczNzY30Oxp2LKlUiisegiDga1/72pU+NyId5NBLuUjkKdMtBi+VSigWiygUCqhUKmi322i326hWqyiVSvjZz36GTqcDk8nECztpnLpJDP232WyyZoWOBTi/FqRSKZtAUsuSFvfu9PR2uw1BEOByuTg3qv819PdyucxGlbT4FQoFyGQyNuKr1Wps0jjqesxkMhAEAYlEAi9fvoTNZuP4CIlEgnq9zueAgkW7f55MJoPJZEI2m4VIJMLq6uqF62cUqEoXDAbZ4fkyPU83KE09EAggHo/3POMymQx7UxUKBYhEIq46UT5WOp1GvV6H1+uFSCTCnTt3en5+sViEWq0eeCxUjQkEAohEIj3GneSSbTQacffuXY7d8Hg8CAQCyOfzUCgUF35uf9VgZmYG+/v7CIVCWFlZQTgc5s+AhM9EXr/IeJeVni9Jzw0BOQ1HIhHcu3fvSh4CwPtLekiz9HnjJF4X45Aer9cL4HyK5OTkpCcor3taRaVSoVarQRCEHjJBkRlra2vI5/MQi8W8SJycnMBqtfbkvVx2TCaTCblcDmKxGI8ePRr68KDdKr12bm4Ot2/fhiAI3M64jFgPIj1kxJbJZFjvcVWiGovFIBaLmVBQ2Gg/SDjeXTErl8vY2dmBTCaDSqXitPB0Oo1yuYxqtYo//uM/hlar5YR2IjE6nQ4KhQKJRAIikQgbGxtQqVQDDfoajQbEYvFAUkA+H92eN8NALtV2u52vcUpdX11dvfB6IpPUOiOyRuSIiBJVoojI0UJCGV9qtRo6nY7tAaga2Wq18LOf/WykM/cokLYmEolAr9dfqufph8PhQDKZRDAYhNVqZRJAJBK4qPlQqVTsf7Kzs4Nyucymg3Nzc6x3rFQqI92UXS4Xt7RMJlMP4adWK31tYmICZrMZnU6Hz/GLFy8QjUZhNBphsVhQq9V6rk2DwQCTyYREIoHJyUkYjUaeUPvoo4+QyWTYYJLwoWpMRuEmRFB8aLjxpKf7hm42mzy2/LphoTd9eqt/Ie90Ojg7O0M8Hh9Ls/SmMI51gCAIrB159uwZ6vU6C2y7W4pKpRLZbBZarZYXw2AwiHA4jPv377M+we12o16vY3d3F51OBw8ePOh5+IrF4pHH1Gq1OBm8/wFPrRMaIzcYDEy2EokEH79Op4NUKkU6nR65SAw6PycnJzg9PcWDBw/Q6XSQzWav9BCr1+tsZEdEQ61WI5FIXPg5VOmh6gURnEgk0hPLQVMyFPdBBpbUDlMqlWg0GqhWq1AoFFzpyOfzKJVKXOGhFpNMJkOn0xnaKrtKeZ7OX/fru9tw5JfTbDZZ3zWo3UamfJTh1W63YTKZ2DOKzhvda9QCoxadTCbjEepyuYxCofBazxqJRMLalEgkMpaep//7Z2ZmcHh4iLOzM8zPz7P1AJHC/rF8QRAQDAaRTqehVCrx0UcfIRAIIJ1Oo9PpIBQKQalUckVlFObn57G7u4vT01PcunULwPk1WS6Xe+4FCs8Vi8X4hV/4BZ7sokokaXOIiFosFqjVaszMzCCfz+Ps7AydTgc6na7HzLLdbvfouT7ESaLL8C7bW5VK5ctKz7tEsVjEzs4OZmdne8qtV8X7IGQmUtZsNrG3tweZTDa2ZulNYZyHTbf4NJvNotFosLFed55OqVRCvV5nA7X9/X00Gg08evSIhcMTExNYWVlBMpnEq1eveDHrP6ZRlR7yASH3WTq38XicH8IajQZzc3P8EKcqw/Pnz5FKpeByudBqtZBKpa5EeoLBILa2trCwsICVlRXE43GkUink8/mhwsz+n0ELZXf2kUajQb1eh9/vh0QiYYJDgmH6ORQZQVWW/vZcPp9n916q0FBEBuUxicViJqepVGrouU6lUqjX62g0GlxBIVIUDochkUhwdHTEx9dP6unrFNAqEomgUqnQ6XQQjUa5NThss9JNxDQaDWQyGY/7z87OIp/P4+HDh0PbSiRaJyG1IAio1WrcWiSXc5PJBK1WC51Ox6nsl8HpdPa0TsfR83TDZDLBbDazIJqIKS1GRATIB4qiRiYmJuB2uyGXy6HRaBAMBjlN3e/3o1qtXhq6rNFoMDk5yZsQh8OBbDbLLVLC6ekp8vk8u8DbbDb86Ec/ws7ODh4/fgyn04lCocCBqGS5oNPpIJfLEY1GAZwTero/DQYD2u02arUaPze+iMaEX7a3rh/vBekhdf/t27eHWrKPi/elvVUul7G9vQ232z3Qjv0motlsQiKRsDW9yWTC0tISL6ZUtaA8HqVSiWfPnmFiYgJra2s4Pj5GMpmEzWZjf45kMgmXy4V4PI6trS1eeIDRlZ5oNIpCoYCZmRlOpW61WgiFQqjValCpVFheXh5IZHQ6HbRaLSQSCRQKBfui0GTMIBBh6XQ68Hg8ODs7w+TkJLfjaJGgHfBlIKJFC0M8Hkc+n0c6nUYsFoMgCNDr9TxabzKZoFar2YuHXKir1epAPRKJf7vbByqViiMMgHPi+uTJEygUCojFYh7HVqvV3Mqg1lYul4PVakWr1eIWElWMSFg9SMfT/XeqWpAYWSQSQalUotVq8YQU6XuozSaXyy8sCiSIJmuBSqWCcrk8lPSQmeWgZ0u3Bw7pV0iwLZPJmATp9Xqo1eoLxyKXy2G1WrG7u4vJycnXMg6lXLrj42PUarWeMfRms4lUKsVVxEEJ7ZOTk0gkEiiXy9jY2EAul+PrI5vNYm5ubuji5nK5kM1mEQwGYTAYkMvleshbIBDgDQFVDbVaLe7du4eXL1/i6OgIOp2Oq1xarRZOp5PT4ilSplQqsTdXoVDA1NQUG5MKggC5XP5lpecto1QqfdneehcIBoNIpVJ4/PjxtUwq3XTSQ2O2W1tbuH379pV3hu8SlGrt9XrRbrcxPT3NmhyJRIJ0Oo1ms8kLttfrxTe/+U2YTCYcHBwgk8nA4XBgcXERwPlNl8lkMDs7C4PBwLlVt27dglarHVrpIW8fjUaDpaUl/Pmf/zlevHgBrVYLlUqFpaWlkRqdUCiEdrvNTs8HBwfY3d3Fy5cvYbfb4XK5LpAlyt56+fIl7651Oh0THPraoDDKfpAWKJFIQKfT8eQT6XYqlQoMBgPu3bs3chdIVYFhFQmZTDZSKNput6HX67GyssILXjqdRiAQ4PRsciymqkr/8TSbTWi12oGanH6Qfml9fZ0XYY1Gg2g0irm5ubF3vPSeKEMNAJPwq6Ber6PdbsPhcEAul3P8R6VSQaFQQLFY7BF6U2VNq9VCr9fDYDBAIpHAbrfj+fPnrzV6D5yTUafTif39fYjFYiaX8XgcHo+H3cDdbvdA4kZZWR6PB4eHhxx2S5N3u7u7sNvtnKvV/70LCwvY3d2Fz+fj1G2JRMJtK5PJxJOPBJfLhVgshnw+j1QqdSESpDstPh6P4+zsjIkujcZ3Oh0WrlPl58tKz9vDl5qedwSXy4XJyclrY/g3mfR0Oh34fD4IgoBf/MVffCNxEm8SNBJN48UkXqbFmpxrG40GBEHgZOijoyM2Eeye5CJjNLfbDY1Gg0KhgHK5zMRnmJD59PQUrVYLU1NT8Pl8KBaLEIvFuHfv3qWCZEEQ2DmZNA8bGxsoFouo1+toNps4Pj5GMBjE1NQUC0zJ1n9hYYEf2N3vBTgXc4fD4Qsj1KTHoR17pVJBNBpFp9OBy+Vi0SdVn6RSKXK53Mj3QdNJoypTMpmMhcCDHqzkREy/l0hOp9NhQfTh4SGSySRrYiYmJnoWpm4NzWUYFFlBo/31en2sdhLwGemhKphMJnutDC8aMadKCVUq+6tCgiBwdbNUKrExYHebjvy3xh2f78fk5CS3eYvFIld9KB+LNDfDYLVaEY1G4ff7YbPZ+Lo1m83w+XxsBDg3N3eBHFJ1xuv1coRMKpXC2dkZdDpdz3ABQSKRcNxFNptFs9lEKBS6IHanTYBarYZYLMbdu3dhs9m4mikIAp4/f461tbWeAN4vCr4kPdePG096JBLJtar2byrpqdfr2N7ehl6vH3us9SaBRoibzSbK5TIMBkOPuNVkMsHr9UIQBDidTmxsbHB6c6lUukB4qMpDu2yLxQKlUgmdTgdBELC7u8vl8m6QJ49KpWIDtPn5eY5SuAzBYLDHPp9gtVqRSCSwsbGBbDaLSCQCj8eDYDAIjUaDeDyOtbU16PV6+Hy+Hrfm7nMQDod5SolIYKFQQLPZRLvd5ukpg8GAubm5C8QJOJ98SafTKJVKQ8WoNP0yqpVG11ilUhlYIahWqwOntUQiEU97TU9PIxQK4fj4mHfsKpWKCdJVdueD3Jtfh/RQy44qw8Mm3i4DjYNPT08jnU4jnU4PdHsn3Rhpr+r1OnsylUolRCIRNBoNZDIZfPLJJxyCfJXFjPK/SqUStra2YLfbuboy7nuz2Ww4ODjoWUhVKhXW19eRSqXg9/txeHgIi8XCxoMEl8vFMSytVgtnZ2dQKpWckTfs91GL1Wq1Ih6PQ6vV9lRJg8EgFAoF9Ho98vk8O0+n02mYzWakUino9XoOIc3lctje3mb38XGvifcV77K6RUG2HxpuPOm5bmZ/E3cKFCexuLgIm83GmoH3CbS7pvyhycnJnokttVqNSCQCi8WCr33ta2yk1mg0sLi4eIFkdFd5ALB3Tr1ex61bt7C3t4dAIMA6AuCceHk8HnabValUWFlZgU6nw7NnzxCPx0eKkUulEpLJJI8td4MCQakiZbfbkUqlsLu7i5OTE6hUKhSLRWSzWYjFYtbFdKPdbiObzeLp06dcBZPJZNDr9TCZTOx34/F4oNFohmq5aCeezWaHkh7SXgzbqVGlh0jqINIjCAK7644CVVRmZmag1+tRqVTYH4kCZqlyNuoBPor0XGX4gKYGabOk1WqRz+evXGUpl8u8ATEajcjlcmPtvEnHQwSJfG0qlQoSiQRPvRkMBlitVhiNxqE/M5vNIpFIsIs5abzI/I+E3+OA7ANIM9it47FarTCZTDg7O2On8qmpKdYPSSQSaLVaFAoF9goblDXXDWr3NZtNTE5OcrgptQCJ9LtcLjQaDeRyOX6PFNQrEomQy+UwMTEBpVLJ91Y6neZqF43FjzqP7ytardaVjEyvE2RK+qHhxpOeDx3hcBiBQOCtxUl8HpCGZtDCRfqHSqUCo9HINv40GfPJJ5/AaDSy8Rg59RqNxguEh1yUqcpDMJlMbKZ369YtfPzxxzg7O8PU1BQMBgP29/dxdnYGg8HAO2F6CE5MTCASiYwU5wUCAYhEooFTLQaDAQqFgie6RCIRMpkMLBYLbt26hZcvX+Lk5ISNBCuVCudbkUuuIAi8eE9PT18gVyT8JTO7YQsKkYxhMRKtVgvFYhF6vX7kIkBeNMN0PdVqdSxPqG5i0p3mTTlRWq2W9SfdVaB+QjWoVUk/+yrBoeT+S6SbCF2hUBiZy9cNum7p9RaLhas9o4hzP/L5PBqNBmZmZqDRaLC3t9cTkZLJZCCVSjl6wmg0ol6vI5lMIpVKoVarcRCny+XCxsYGZ1e53e6xxb2tVgvpdJpz6M7OzrC+vt7zGolEgvn5eUxMTOD09BR+vx+pVIr1VJ1OB06nE7lcDlNTU2NXWchEcWVlBQcHBzg+PsbGxgaCwSBkMhlcLheSySRndul0OkxOTiKVSqHT6bAWqt1uM5GiKiO5hqfTaZyenkIqlXIV6ENoh33Z3rp+fEl63hEoToJGtd9WnMTnAWloBpEe8jppNBqw2WxM4M7OzhCLxfhrEokEOzs7ADB0UQ6FQj1VHsLExASHiLrdbs7o2tnZgUKh4IrLgwcPLixu3SGMgzQI3URr2MPcYrFwwOPx8TFMJhNWV1chEokwPz/P1vyNRgOffPIJ6vU6t4LMZjNmZmawsLAAr9cLpVI58IESi8XQbreHBkUSdDodksnkwIcitcu6DSEHQSKRDA0eJXHyOAsbXbv91ZhWqwWRSASz2YypqSl0Oh2Uy2VkMhns7+/ztJHFYoFer++Z3iJ0h46Oi1qtBp1Ox6SHhgGKxeLYpKdUKqHdbjNhMhqNkEqlbDQ5LtLpNEQiEXst6XQ6VKtVFkWn02lkMhmk02mEQiFuVanVaphMJszOzsJoNOLVq1eYmJjglm4ikYDL5Rqb9JCFhNvtZs0Yket+6HQ63LlzB+FwmIXOVDlbWVmBx+NBLpfrsVIYhHq9jlKpxL+zUChgYWEBx8fHePnyJdrtNtxuNxMqjUbDWjWqfNJmChjc6ul3Jq9Wq8hkMvD7/SiXy2w4aTKZ3lnF5PPgXbe3bvpG/HVw46Xw7ztTH4RqtYqnT59CrVZjc3PzvSA8wGgHZDItA85jJRQKBU/63L9/H9VqFWazGbOzs4hGoygWi1hcXESxWOxZdIl82Gy2C5UO0k5kMhkA4PT2ZDKJFy9eQCwW41vf+tZQ3QWFbw7SdNH0yCjnYJvNhkajgZ/97GeYnp7GwsICX58UAmqxWCCTydBut9FqtXhRIr2TWq2GTCZDIpG48PMpVZ0mv0aBUuwHCZrJmG/UtBKN2CuVyoGhnPRZjuN4Por0AJ8Jkymp3O124969e7h79y70ej1isRiePn3K00HdBEcul/Nk3DigUfnua0cikUCpVPJ7GgcksKXPgcT4+Xz+SppA8jmi43E6nWg0Gtzm0mg0bBjZTfqkUinHgJydnaHdbvN1TT8jHo+PTXri8TgbA05PT0Mmk3HI5zC4XC7cvn0bRqMRoVCItXJWq5UztkaBjBTn5+e5vW0wGOB0OhEOh1Eul+FwOHizZDabOTIFQI/Lc/e9NApKpZI1g48ePYLT6USpVML29jaeP38On8+HQqHw3rg7f1npuX68H6vtNWNUm+ZNg+Ik1tbW3rv04FGkh1ozarUaVqsVL1++BHBOgCgM02KxoFgscjikwWBAKpXiUj1wXuUZRT5MJhMikQh7sYTDYSZDNN48TAhut9uRyWQQi8V69DKZTIbT2EdpFKrVKlKpFKampngqql6vIxaLYX9/H9VqFVqtFhaLBUtLS7BYLNyqyGQyvHOmSS0KTiXQbrw7nXoYjEYj6x36W1D5fJ4X08ugUql4Ie9+uFLFYZydHv2efjJA/z/soS2VSjExMYGJiQl0Oh3s7u4iGo1id3cX7XYbZrMZFovlSoaiROCUSmXPwjauXQChVCpxG5FgtVqRTqc5vPYykI6ou2pHpPjo6AipVIoXeL1ej7m5Of4sU6kUV4Hi8ThXRej6UqlUiMViPIU1ChQ6a7fb+bU02RiNRkdWFUlYTPfc3t4eZmZmkEwmEYlEBlZNCZlMBgqFAjqdDtPT0zg6OkI0GoVSqYRUKkW73eaMLeC8khsOh5HJZKDVaiGTyZj8UcXnKs9s8paie4wczrvT4qlKNI527V3gXZOez+uLdxPxhSQ9FEXxNklPp9OB3+9HIpG4NE7iXZKyURhFekjALJVK8fTpU34Y1mo1VKtVdumNxWJYXFxEuVxGIpHgyo3b7eYqj9PpHLpgWywWBAIBfPLJJ6hWq5DL5bDZbNDpdLBYLOx6vLi4eIEMdC8W3aQnEAhAJpMNJVqU9xaLxXD37l3EYjH4/X6evKKsJ7vdjq9+9as9x65SqeB2u+F2u3kcPhKJ4OzsDH/xF38Bl8sFq9XKcQUSiWSsFgxVCWismkDhmZcZWlKlhyo5/RNcgiAMnNwadiyDqjGXkZ7+46Fg2fv376PZbHLKOS2Eer2eTQqHoZv0dEOr1XLm2DhEjloj3SAH8XQ6PRbpodYWBZfmcjkUCgVks1kWvLvdbtjt9gttRLvdDrvdzteYRCJBMBhENBplkXQwGEQ+n79UdxWPx/lnEhwOBzuT22y2kZ9RJBKBRqPBnTt34PP5WDuTyWSGisOptUW/02w2Q6vVskO30+mESCSC1+vl15CtBT0PqAJMjtOf95kol8v5vNIkXHerlQTRlwnu3ybedXvry0rPO8CbaG/R2Prb6vFSZphcLh8rToJyZ27KjUcYRXpo4ozs7R0OBycnk+W8z+eDTCbD6uoqkskkfD4fFAoF+3FQlad7IqsfEomERY8rKyvcViNTw0wmA6/Xi4ODA9hsth4xM3Deojo7O0Mul4PRaEQikUCpVMLMzMzAB3+73cbBwQHa7Tbu378Pn8+HcDiMXC4Hm80Gm83GYsqFhYWRC7JKpeIx9E6ng0qlgnq9Dp/Ph6OjI15Mc7lcT9tjGAwGA8LhMARB4EWTWn/jhtIS6enf1QmCcKWcN9qRd6O/vXUZujciUqm05/xSQCrlsJlMJvbM6X5GEOlRKBQ9X6f3ViwWLyU9pVIJzWbzwi6XvKcymcylO/ByuQyfz4dms4mdnR0+F2q1GnNzc5DJZLDZbAOn/LoRj8dZY1OtVhGJRBCLxQCAR+IvI8mpVAparfbC+3a73Tg8PEQwGBx6HIIgsD8RZWYdHR0hn8+jVqshHA4PtFWg50H3deh2u/HkyRM0m03cv38fGo0G+/v7ODk5YRNNsnUol8vI5XL8OdZqtWt9JopEIvZbmpmZ4by2RCIBj8cDpVLJlcZ3ORb/ris9X5KeDwRvM3+L4iRmZmbG9jwQi8VotVo3TuszjPRQkGG73YbL5WIBqUqlYoJSqVTQaDSwuroKuVzOExs0Xu73+y+t8hQKBezv70On00Emk0Gn0+Hk5AQKhYIrGzQaTRleREaoleh0OhEKhRCJRKDT6dgnZNBnU6/XOXNJoVDgxYsXaDQanEB+7949yOVyPH36dKgweRjcbjcCgQBWV1fRaDR4YSTzQwA82qvT6VhI2/3QJ9JD/ibAeYuMvH5GgQiBWq2GSCS6IGYmMfC4EIvFF+6pQSPo3ehuh1FS+iBQrhZFZDQajQttCpoIo6pi/0JF5nfjmBRS9WyQG7rVauWWbLeQt16vI5fLIZ/Ps0dPOp3miSwymKRru9PpjKyU0M/MZDIwGo3cwjWZTCiVSgiHwygWi4hGo5BKpVCr1QPtC9Lp9NCWqclk4tHwQdUm4LzKA4DvL5VKhdu3b+Pw8BBerxeHh4csRu5GJpOBXC7vOSZKie90OlzdmZ2dxZMnT7hqa7FYEA6H2YeKMreo8vimNoL9rVZBEJDJZHrG4s1m85X9lT4v3uXmt3sz9SHhZq2qQzBOwvdV8LYMCuPxOLxeLzY2Nq4UJ3FTDRQHkR7ayTYaDbbeJ+2EUqlEPp+HQqGASqWC3W7v2ZUuLi7i1atXyGazKJVKsFgsQ6s8RHhEIhEeP36Mo6MjhEIhFAoFLC8v99ycEokEy8vLsFgsODk5wf7+Pux2O+bn59lZOJlMcpVkaWnpwoOsVCrh5cuXMJvNvHBotVosLi5CJBJhf38f8XgcCoWCBcxXuUZpEo0iFhQKBVZXV7G4uIhCocAOv4lEggWrlK2l1+thNBrZKblQKMDhcLCz88TExFjHQE7B/RNc5XL5wuRWvV7v+UM6C0o3p9DIbqO8YrGITCbDTt30O4edp0QiwcnalL9F8SXUbiKRr1QqhdVqhd1uZzPAQCCAZDIJuVx+QawqkUigUqnGEjOT7mwQiaUpoGQyCZVKhWw2i0KhgEqlgk6nA7FYDJ1Ox5uWjz76aCCpIT+uVCo1dDOUSCTQarUuaG60Wi1WVlbgcrnwgx/8AMlkkjcDTqezRysYj8f5XA3CzMwMXr16hUAggJWVlZ5/I5dtIl0EiUTCZP34+Bg///nP8dWvfpXvIWptdU+5CYKAw8NDaLVaSKVS5PN5GAwG2Gw2yGQy1Go1bj1SQHG1WoVCoeCf97baTt3mm1NTU2i328jlcshkMvD5fG91LP5dVnqu4qb+PuG9ID3XjTdNKih0slgs4tGjR1duo41qI71L9B8XpU+TBwkRl0wmg1KpBKVSyS0co9F4oQxO9vbxeByFQgHz8/MDF4h8Ps+5Q5S7ZbfbsbW1hXq9PlS/YrFYoNPpcHp6yoGdS0tL/Dv39vZgs9ku6DNisRi2trbYQI3aUt0PcY1Gg0gkwkGUNE01LqgyRNWARqMBp9PJO/puoXQ+n+cKAglpafKKWhwul4t1VVfJmKKx8lQqxREZyWSSp8sikQiazebA9yYSiXoSzjudDleHSJdWqVRgMpl40ewPGu1exKhCaLPZ0Gw22aUaADsaX3ZfUKv0k08+QaVSwU9/+lPYbDZMTk5CpVJx8OxlranuShmRyXK5jEqlglwux/ocsVgMtVoNu90Oo9HIxOz58+cjvZa6fZ+GkZ54PD60ggOc3z/T09PI5/MwGo0ol8s4OjqCSqXC5OQka74mJiaGvl9BEFAul1Eul+FyuXqIXiQS4eptPyQSCe7evYtcLodEIoHt7W3cunULcrmcr09qbdXrdRwdHaHVamFzcxMejweZTAYGgwGZTAYqlQpisRjRaBSLi4swm804OTnhaiPFz+j1+ncyzSsWi9/ZWPy7Cln9kMNdvyQ91wyKkzAYDLh///5rXTjvQ6UnlUrh6OgIGxsbvAOj2INMJoNsNstiQZPJhMXFxYELgNvtxvb2NqrV6sD3nMvlcHBw0EN4gHPfnY8//pjTm4dBLpdjdXUVqVQKXq+X065rtRoKhQLu37/Pr+10Onj58iV8Ph+sVitUKlXPpFY3nE4n9vb2kMlksLq6eqW4lE6nw9NsPp8Pfr8fIpFoYIVGLpdz2R0A64fIzbbVaiGTyeDp06cQBIGzjhqNBhMrWvBogSPPlEAgwGX8UqkEiUTCLaBWqwW1Wg2lUslTNJRq3v2HcHR0hGKx2FMtCIfDaLVaWF5eHksQnclkIJPJLuQzkfB7c3MTKpWK88Lov0SQarUacrkcEwUKvvV6vdjb20O1WuUR6MnJSdaR0B8ydSTR9P7+PgRB6BmhJ5JD1b1BRH3Q1NYgWK1W1q/0tyNTqdRIQk8wm81Mdu/du4d4PI5oNIrT01NUKhW0Wi1sbGxc+L58Po9AIIBSqQS9Xo9yucwxEcBn9gl6vX5km3NjYwNbW1tIp9PY2dnByspKT2ur1Wrh+PgY1WoVi4uLsFqtiEQibLWQSqWgUCh4Ms7tdsNsNqNer6NarWJqagqlUgnVavXG6BxpLJ7S4ovFItLpNILBIAAwQboukvauyMeHSnzeC9Jz3e0tmt66buTzeezu7mJpaelKBmb9uMmkp9VqwefzIZlM4uHDhzzqSTeHXC6HQqFALpdDp9NBo9FgA7phIHHo0dERRxkA4K9JpVJsbGz0lNhzuRxUKhUEQRjpskywWq3Q6/U4OTlBOBy+YN8fi8Xw6aefotVq8bTVqAkdu93Ofgs5BQABAABJREFURMPlcnEL6jLQoks/IxAIIBKJYHp6euxJqe5d5/z8PJ49ewadTsd6lXA4jFqtxmSAjovaRXK5HFKpFCKRCDabDUajEbFYDAsLC5iYmIDH40GpVMKdO3cuPR4CRVp04yrTWwDYp6Yf3QaF3XYE/XqDcrmMWCzGQvpms4nNzU0WQVM0RjweRyQS4SgOIvP02QiCgEajwe7SJOAlp+lWq4Vnz54xEexHtyHhKNCIdiKRuFAFjcVikMlkl7YqxWIxLBYL8vk8qtUqnE4n7HY7EokEnj59ina7jdPTU8zPz0Or1aJcLuPs7Az5fB5SqRTT09OYnJzk0N/Z2VlIJBLEYjE0m81LdYgkcK5UKmi329je3katVmNX85OTExSLRczMzPD5oODdUqnEAwUOhwP7+/uIxWJwu91ot9tc6ZFKpWyWeRNITzf6x+KpIhkOh3F4eMjXz00eix+E98XH6HXwXpCe68abEDKHQiEEg0Hcu3dvLEO3Ubip7S0A8Pv90Ol0ePjw4YUHkEgkQqPRYP+dfD5/weukH+TTsba2Br/fjxcvXvDI8uHhIWQy2QXCA5zv/q1WK5LJJAKBwAVL/UGQy+VYX1/Hzs4OQqEQms0mfvKTn7DGx2w24/bt25eO8AKf5Ts1m00Ophz1mXU6HbTbbV7Yu0lisVgcWa0aBZqwyuVyaLfb0Gg07IFCDy76fWR8Rw9f8i0Ri8Uol8uIRqOsh7mqgJHaW93C3NchPYPE++NGUZBIViKRIJ/Po1QqsR6rXq9DLBZDoVBAJpOxILhcLqNYLLL4mYiQVqtl3ZJcLme9Dr2fQXYBhH5DwmFQqVTQarWcbk4olUooFouYnJy89NyRKNjv9yMcDnMAaKPRwMTEBCwWC3K5HLa2tgCcP1skEgkcDkePL5XD4cDR0RESiQSnnJMr9GWYnJyEz+eD3W6Hx+NBOp3G0tISfD4fu5x3kyez2YxwOAyfz4dWq3XBaZrCiimlXi6XX8vI+tuATCbrGYsvl8tMtpvNJm8Ab9JY/CCQ59qHiC8s6bmuSgqNNDebTTx+/PhahF83sdIjCAIikQjMZvNAgkH6jEqlArPZjFAoxHqVVqvFO7p+ZDIZiEQirK2tQRAEVCoVPHv2DMD59MytW7cuLMDpdBqCIGBqagqVSoWF0ONOT7VaLczMzCCVSiEUCiGZTGJmZga3b9++tCVBCIfD3P4Jh8OwWq1Dd0fDCA8AbguOi1arhUKhwJNClUqFvVwUCgXMZjMmJiZ48kulUrE7NO2eBUFAsVhEpVKBSqViLyWKQQiHw9BoNKhUKj2CYqlU2vN3+n+ZTMbTeSQ4fR3bBSKNdO3Tf6liSE7T3ZEnjUYDzWYTjUYDyWSSK4yUjeb3+wGAj5lsAFwuFzQaDdRqNbfM0uk0nj9/DqlUyuRIJBIhnU6zuzAF35Jbcv+Ey7itLYLVaoXf7++JhIhGoxCJRGNNe3Y6HSgUCs4GEwSBKzUGgwELCws4PT3F0dERKpUKDAYDNjc3LxwfVSKSySTEYjHq9fpYJpnAecWK7ndKtD8+PubW7CAtn0Kh4ABiIvyTk5PweDw4PDwEcG47oFAo2E37fSA93SAHcq1Wy2PxpIHqHos3m803jmCUSqUbd0zXhfeC9Fx3X1EikVwpy2cYqtUqXr16BYfDAbfbfW3HedNID7lI2+32gaPQZBFPZWi3283l9gcPHiCbzSIejw8kPfl8HlqtFgaDAWazGYlEgsfcBxEe4LzKI5VKOU8LOK+0ra6uXvpeKEmdfJqoP2+xWOD1ehGJRDA1NTXS6bbVavGO1Gg0IhAIQKlUDtzZjyI8ADiaYpRbMJmoFQoFFItFJklqtRqTk5NwOBzY2dmBVqvFvXv3Lhw3BVYC5ztRlUrFoZEUpSGVSlEul+F2u1Eul3nUmiIAyICR/t5f1RIEgSM+KA07m81CEAQmsXQ+6L/9fw8Ggyzu7ka73UYsFkO5XO65hqhqIZPJoFAoWEdCLZp2u43NzU0olUo+J16vl0Nj+zO+yOByenoaOp2OHZHFYjFPHVFlj8w1f/7zn2NycpK1L8lkcqzWFsFms/HUmclk4jH1y0wYu88nEaRUKoVoNMptOqlUipcvX6LRaGB+fh46nQ6JRAJ+vx+FQgFzc3M9v4M0RuSfNW6LnipHlIE3OzuLw8ND6HQ6PH78eOD30DXf7Y9ltVpxfHzMdhK1Wo2vV9JsvU+kpx80RUfXRqVSQSaTgcfjGTgWP6zd+zZwlU3k+4b3gvRcN66DVKTTaRweHmJ9ff1K0zLj4Ka0t7qdiB88eDA0t4oWQRrfJlLZbDa5zJvNZi9MzdBOmZyQaRTY4XBAqVTi9PQUSqWyp/VTKpWQz+fhdDovxFlc5itBWgwSaBoMBvzSL/0SQqEQj8qHw2F4PB4Eg0G4XK6Bra5EIoFGo8GxAaTL6BedkmCZFqb+B1gul0O9XofT6eQMsu6qA7VoiKCTj4nRaITRaOxpI21tbaHZbI7VDjk8PIRcLufQS2qLFQoFtNtt3pmOWriJ/FClhT5fcsduNBqs8+ie6Oqe3Or+e7vdRjabhdls7qlw0CJHRGx+fp6dovtJQaPRgEQigcvlQrPZ5IpVN6jyVa1WL/wbiWvJkM5gMGB+fh61Wo1DQSuVCvR6Pex2O7fbKpUKk9ZYLAaNRsOGfpd9HmR4mMvl0Gq1xg6cJdC1pdFoYDAYEI1GuSpCX19aWuJ7yOl04uzsDIlEAoVCAdPT0+w35HA44PV6US6XewT+44B0PY1GAxqNhu+bUCh0QZjejUE6l26PMiK1wDmx/pCEtZeNxdNE6LsQFH+oYaPAl6TnyiAjvWQyeWmcxOviJlR62u029vb2AIBdpMVi8UBdBS2AGo2GHXHFYjHkcjknrGcymQuZReQebDabuW1DJGZ9fR3b29vY39/H2toa7/DD4TBEIhEmJyeZHLrdbqRSKQSDQSwvLw98P/l8HoeHh1wZmp2dxfr6OjqdDidc379/n/1TQqEQvF4vQqEQnE4nHA4HL2CxWKxnJ2y323F8fNzjUdMtWB62O02lUpzQ/uLFC2xtbUGpVLJnjlgshl6vx+TkJIxG49CHEJFJamMNW2jJbNHhcPS0LiQSCUwmExKJBIrFIoBzgkWftVgsvjBe3i2KptdHo1GYTCYmLdQ26/d/GXZsyWQSTqdzYBxINBqFTqcbucGoVqs9gvlBCwWdw0EPdXIA7ifOCoUCk5OTmJycRLvdZusA0vwsLS1BrVYjlUrxBNrp6Sn8fj9XMClDbBAmJiY4YyuRSLAh5TigBZEql6enp+h0OlheXsb8/PyFao1EIsH8/DwmJiZwenoKn8+HVCqFubk5aDQafk/jVqoI0WgUarUa5XIZjUYDjx8/RjAY5Imw/uMQBAFyuZxtCgCwUSmJ8uk5WCwWWUf1Pld6RqF/LL5WqyEej6NWq+HJkyccwWI2m99KkkClUvmy0vMh4XWntyhOQqFQDBTyXheGkYu3hWFtu2EVKKpmKJVKtFot9kKhhzmFLCYSiR7Sk8vleKz65OQEzWYTq6uryOfzKJfL2NzcxO7uLge0qtVq1gnRjr3T6UClUnHu1vT0dM+i1Wq1eEKqWCyi2Wzi7t27PWO8MzMzODw8RDgc5qktu92OeDyOUCgEn8/H5Ice7N0L89TUFE5OTlj3QZWvQdWdbiQSCdTrdZyeniKfzyOXy2F5eRkulwsGgwE6nW4sjVihUGBn5UwmM3Dip1wuY2dnh4NQ+0HjtaVSiY356PPu1tgQ+em/9on89A8IjLtDvUz0fNnwAU33XCbApgd5N0Gl3z+OsaNYLOZKm1qthtfrRbVaRT6fh9/vh1gs5hH9bDbL9gJEgKxWK4xGY8/7pIWMrAuGZcANAsVdkFaLMqQePXo08trR6XTY2NhANBpFJBLB7u4uXwNE4MZ1kBcEAclkElNTUxyAq1KpsLCwgEqlAr/fz5NvdMzVahUTExOcXUdVIZlMhoWFBbx48YKfg5VKBUql8r3T9Hwe0Bh/oVDArVu3OJcwFAoBuP6x+H6USqUvKz3vEm9C03PV6a1SqYTt7W3Mzs6O/TB4XbzLSk8ul8Pe3t7AFPhhpIcqE1T1CoVC6HQ6mJ+fhyAICAQCMBqN7D0il8t5B2ez2ZDL5TgxemlpCS9evMDZ2RmTEyI+arUa7Xabz3+3lcHU1BRXaCjstFQq4eTkBKVSCQqFAsViEVNTUxeE2FarlSMdHA4HL+BEfijN/ezsDJlMBhKJpKflRkGZNIZLeUGDrttWq4VUKgW/38/nxWw2Y3l5GblcDg6H48p2BxRDIRaLkU6nLyzcZKe/sbExdPdG7SIS1NJuktoLRH6oZUf3D4WNksdPN1m/yiJF19Ww11MlaxiIxJD4cpg4nN4PVSQJ5Ct1lVY1kRelUonp6WnO9SLRP2k4ZDIZt2UzmQykUikTIBJ9WywWvHr1CpOTk5fmptXrdda+hcNhmEwm2Gw2iEQiuFwurhZetlOnnDvyi/J4PGi323zNj/uc677fPR4PXwOUj7e7u4vj42Nsbm5CIpGw8eXMzAyHppKz+OTkJOx2O168eMECdUEQYDKZvlCkB/js/hGJRDwWPzc3x2PxkUiEx+KpmnhdY/Efau4W8J6QnuvGVUkFxUncvn37SnlErwvyw3nboLH7+/fvD9wxDyM93REDAHj0WafTweFw4ODgAPV6HZ1Oh304yLWVTOTIlE4ikcDtdsPj8SAej8PpdGJjYwPb29s4PDyEy+ViH59uUqHVamE2m3kSK5VK4ezsDMB5FSObzWJiYgJTU1MDd8Bzc3N49eoVfD7fhXYMBV8mEgn8+Z//OeRyOXZ2dtiDg4hKKBRCKBTiqIpu5PN5xONxdhUuFArQ6XT46KOPYDKZ0Gq18PLlS0Sj0SuTHhIdKpVK1obQewyHw4hEIrh3796lD0S1Wo1QKNSTKUXoru5Qha1b0ExVoO4BgeskPVKpdGT1k+IlunenwzZL5O/UDRrdv4p1gEql4qgVev+Li4t8DOTcS1NV3WLobDaLdDrN7dz++I1BoIGAfD7PVS2z2Yxbt25BLBazzw5lg427aKlUKhYxk4t2o9HgqIhRoJFsi8XCESlUwSS7ivn5eRwfH8Pj8WB1dRWZTAY6nQ6Tk5MIhUIseJdKpXA6nchms1yNz+VyHAHzRSM9w1rV44zFm81mGI3G1z5fX5KeDwzjkp5Op4Pj42OUSqXXipN4XVy2q71utNttHB4eci9+2EN3GOkxGAyQy+UcPVEul6FSqXiU1mw286KSTCbhdruRzWbZT0UQhB7XXrvdjkgkgmAwyEGI09PT7CC7v78/0OHZ7XYjkUjgZz/7GeRyOTQaDWQyGY/fRiKRgQs6cE6aJiYmkEgkeBqnH51OBw6HA3NzczxlEwgEEAwGuXpAO1Sn0wmlUol4PI5UKoVqtco7NofDgZOTE2g0Gq4sSCQSJk7d48uXodVqoVKpsNcJuWFT7lilUsH9+/fHapNptVoWoo9Ct18NAK4CSaVSHiWnYxv3nrksnFQikVyoznSjWq0ONQvsh0qlYjdr+n35fH7sdmI39Ho94vE4C5y7SVe/c28+n+ccMRLhU/BoIpFgQXT3cVHrKJVK8WdjNpths9lgMBi43e71eiGVSjE/P49qtYpsNjsw/XwQ6vU6AoEArFYrZmZmcHx8jFAohNPTU9y7d2/k9waDQYhEIh4EMJlMiMfjyOVyTN4tFgtPWh4eHrJ4XyKRQKfTcVWMfIOSySQPRZBAXK/Xo1QqfaFIzzgkb9hYfCqV4jBmegZfZQT9SyHzO8abaG9dRnq6E7ZfN07idfE221u1Wg2vXr3CxMQE1tbWRr7PUVNler0exWIR7XYbjUYDFouFJzAWFxfx4sULniqhQE2pVIpEIsEP8W643W4cHBwgEAhgbm4O1WoVDocDExMTSKVSePnyJRYXF3u+h0rk5XIZd+7c4Rv31q1bePbsGT8chmF2dhbpdBp+vx+bm5sX/j2dTkMqlbKoeW5ujis46XQaVqsV0WgUe3t7ODo64mkss9mMmZkZTE5Ocgup2WxeaB+6XC5EIhFEIpGxSQ8Fa5LQkYgl+Qhtbm6Ofe2SCd9Vrz2qAimVSjQaDchkMq4CkcfOIDF0N+h3jqr0jDquarXaM1QwyvtIpVJxkrZWq0WpVEKj0RhoqXAZjEYjTk9PIZFIsLCwMPR1YrEYJpOJP1dyiKaJsFqtxuP6P/3pT/mzLJVK6HQ60Gg0mJycvDBNSJORpVIJ09PT3Coj1+VxKldnZ2doNBo85XX79m3k83mcnJxwdXQQisUistlsT0I7ZY91kx7g/N4ql8vwer3QarXcwjMajTg5OYHVaoXL5WIPKZPJhGQyyaTHarWiWCx+UNNbl+F1wkaHjcWfnJygWq3CYDDwBOggI1BCuVwe26fpfcMXhzZ34bKR8Hw+j6dPn2J2dnZgq+JN422NrOfzeTx79gzz8/OYm5u79H2OOi6z2YxGo8EZWt3Ov3K5HG63G1KpFIVCAaenp5yMLZVKL5AXAGxaFovFOHRTq9VidXUVGxsbEIvFODg4YM8dQRCwt7cHvV4Pk8nErbDl5WVks1nUarVL20ZyuRwulwuFQoF1BwTKvOoWoVI+1fz8PB48eICpqSlehMhC32638252Z2cHZ2dnCIVCEIlEF7QbEokEdrudR9XHAbkC03Gp1Wrs7+/DZDJhaWnpStcuva/XdSsn7Q9NddEEH+WS0Yh7o9Fg7yLCOJUemhIchH7SAwzfLNGOl1piNEX4OtYTRqOR20FX+X6lUgmXy4XNzU1YrVaYzWZMT0+jXC7j5OQEr169wv7+PtrtNpaWlthQsP/8dDodDr6lMXer1cqmipchn88jlUpxpRA4bxE+ePAAMpkMe3t7CAQCA783EAiwLoggkUig1WoHulVPT0/zRB9V5IjwqdVqSCQSxONxAGCNUrew/sv21tVBI/Gbm5t4+PAhayhfvnyJly9f4uzsjIl1Nz5PpSeTyeA73/kOlpaW8J3vfAfZbHbg6ySS89Dau3fv4rvf/e5r/a7XwRfnCurCqIUgFAphf38f9+7du3SS403hbVR6IpEIv89xx1MvIz3AZ62Ocrnc02pwOp0wGo2o1WoIBoNcNek3SOvG3NwcWq0WTk5OUC6X+aFsNBp5vLxSqeDTTz/F06dPUa/XMTs7y5UPOoexWIwJxWVwuVxQKBQIBAI9nwFNpJnN5h49i0gkQjKZxKtXr1hP5Ha7MTc3x4SZXHJJS3JycoJ4PA6fz4d0Ot1zTh0OB0QiESKRyKXHCpzvtsmYr1QqIZFI8GTRVUExEK977fXrbogAdZsHSqVS1qwRCeoXRg8CtckGHRtNLY0bnUHVPtL15PN5Dh+9KiqVChtzXnWBKpfL2N/fx+npKRNBi8WCiYkJLC8vM1n+9NNP8fz5c7YT6EYul0OtVusxWyTXaCJzw9BqtXB6egqZTHZhYoxaXe12m72rus99NptFoVDoEf4TKEain7hHIhF2CSd9UiKRgFKp5CpbOp2GVquFyWRih/duT6YvUqXnukkeVRsXFxfx6NEjrK+vQy6Xw+/348mTJ9jd3cV//I//EfF4HOVy+bX1q7/1W7+Fb3/72/B4PPj2t7+N3/qt3xr4OpVKha2tLWxtbeG//bf/9nne2pXwhWxvDUK73ead1XXFSbwu3qSmp91u4/j4GIIg4NGjRyNLnP0YRXpIw0NTNP2kBwAWFhYQi8UQCASgUqmwvLw8svqi1WphtVpxdnYGuVze036QSCRYXl7GyckJIpEIGo0GJicnEQ6H8a1vfQvHx8cIBoPQ6/XI5XIwm81jfabdQmoaYQfAU1tms5mrFJlMBsFgEIIgQKFQYGFhgT170uk0XC4XlpaWkEqlOIusXC6j2Wz2mCEeHx9DrVZzWdpsNiOdTvfkWA0DpdhTD//x48fY29vjdttVQLqYz1PpIUI4KIZikBiaziUt+vS1/oc9fXaNRuPCOSHyMi7Ro0pUpVJBvV5HuVx+7YDgeDzOhO4yc8x6vc7xIYVCAfV6HbFYDCKRCDMzMzCbzXA4HIjFYrh16xa0Wi2KxSI8Hg+i0Sh8Ph90Oh1mZmYwMzPDrVKXy3VBq2axWOD3+0e2uMLhMKrVKpaWlgZeZ3a7nU0cU6kUGo0GVlZWIJFIWMc2KAWeXMpzuRwTzGw2i2w2i4WFBaTTaXi9XrRarR5xdyaT4WR5moCs1+sfrLbkMlxHpWcUuv2nOp0O4vE4Dg8P8R/+w3/gTDq9Xn/l9fD73/8+fvzjHwMA/t7f+3v45je/id/+7d9+Q+/i6ngvSM+bhiAIPC56nXESr4s3Nb1Vr9exvb0Nk8mElZWVK7/PUaSHMoyoHE2jpt2LgFarZa2OWCwe2Nbqx8zMDOtj+h/elLA+OTnJ4r3Z2Vk2jHv58iW2trbYJn9c2O12xGIxFj6TRoHEzWRmSMRudnYWdrudHwyzs7PsrLq5ucmTFqQTI+0TtR+ILESjUZydnbE769HRETY2NoZ+TvRzKH/r/v37HMXQP8U1DqrVKvsfjVrAu2MparUai5djsRiSySR2d3chk8k4OqJWq42MnyAxbzabxdHRERQKRY/5oUQiQaVSgSAISKfTHCra/W9Ab+r6ZS62KpUK1WqVs7pep7XVarWQyWQwOTkJQRDYOqAb5NNTKBS4KkSxFjKZDBaLBUtLS9yaoqR4Igw6nQ7379+HIAiIRqOIxWI4OzuDz+fjaAa9Xn+BKJKuJ5VKDSQ95XIZkUiER+cHQa1W84bBYrEgEAhgd3cXNpuNvaoGXV8ajQZyuRz5fB5TU1NotVo4OzuDTCbD7OwsarUaDg4O4HQ6sba2ht3dXTQaDSQSCUgkEq6w03U2jjj9Q8SwAN43AZFIBIfDwVWZv//3/z7W19fxe7/3e/iN3/gNrK6u4q/8lb+CX/u1X7t0cxGPx/l6djgc3LLsR7VaxcOHDyGVSvG9730Pf/2v//VrfU/D8IUmPfSwfVNxEq+LN9HeKhaL2NnZweLi4mvvai+r9KhUKl5oJRIJotHoBQt6nU7HpOjk5OTSdHRKWaaFnao9giBgd3eXR4XX1tag0+ng8/mws7OD6elpuFwuPHnyBCaT6coi1dnZWdbgWCwWjnjY3t5GqVTilsAgnYVcLsfU1BQCgQDi8Ti31ahMPzs7i83NzZ6wVJomAj7zkdrd3UUikYDD4YDVau0RhwOf6TFcLldP5hYla+fz+Qti6VEgbUWlUuFqHGlwuoM9ya+nH1Q5yefz7O5LLaxB8RMkbgbA00zk4VSr1bj6Qz+bvHS6H7qU8VWtVnF2dsaOype16ZRKJTsrSySSgdN6lyEWi6HVamFubg7Hx8dcVaFzT2aYwPl1bLPZYDQamYS8fPmSR7cJ/YSBQKPfU1NTTMipylitVvHs2TMolUpYLBZYLBYolUq2ahiE09NTiMXigRNe5K2VyWTYV2plZQUymQxerxdPnz7FxMTEyI2EwWDglnAsFoMgCJifn2d/LuD8WSCXyyGTyZhAdztXk83F6wjMPwS86UrPKNRqNfyNv/E3sLCwgE6ng729PfzgBz/g+/6Xf/mXEYvFLnzfv/23/7bn/0cZtJ6dncHlcuH09BS/9Eu/hNu3b48cBrguvBek501UXkQiEbxeLzKZDB4+fHhtpk7XgW7TvetALBbD6ekpNjc3P5f3wigyJpfLWUjabDZhMBhY49J946ZSKZ4c2NnZgV6vHzodAoAnbEQiEfx+P+7evcuEp1KpQKPRYGFhgRcOk8mEo6MjFlnSAnpZ66EftAMmE7hYLIZGowGFQsGEatQDaXJyEolEAsFgkDOYusfLaVy3u29OBnaU1F2tVjmeIRaLodlsQqPRwOl0wmq1YmdnBzKZ7MJ0odVqxenpKVKp1FDSQ+JvSlsnrZFIJOIFyGQyQSQSQSaTsTZHrVZzhYXaOvTZl0ol7O3tYXFxERaLhbUmMzMzl55vn88HuVx+YUSaSFMqlcLBwQEmJyeh0+nQbDa5lUaanHK5zIt8q9VCMplEu93m46M/arUaSqWSI0jGbX32g8I9i8UiSqUSIpEI62hkMhnnuw0KDw2FQpzf1g+9Xs+EYxChdrvdKJVKXOGpVCpwOp0wmUzI5XJsPwGcb3YowLT7uEulEmZmZnruiXq9jlAohGQyiU6nA5vNBqfTiUgkglKpBJvNxpOBlwU2G41GJJNJJBIJ1vJYrVbs7u6i0+nwNBd5E6VSKSiVSt6QCYKASqUCkUh0JeL+IeFdkp7uGAqRSISNjY0eF/s/+ZM/Gfq9drsd0WiUbQqGbbKpNTo/P49vfvObePny5Zek502h2WxCEATUarU3GifxurguktfpdODxeFAsFq/FZ+iyqTJKs67X69Dr9Wg0Gkin0z0XfTqdhkKhwEcffYQnT57g5cuXkEgkQwMWM5kM51MlEgmcnZ0hFovxxIHZbO4RKMvlcty+fRuRSATPnz/nLKG9vT08fPjwSu/X4XDg8PCQE7CJ7IxTbpdIJJw2TWP3lC00TGNBI/X0MHj69Cm7VlMVpdls4vDwEKVSCZVKBRaLhQ0Fu12Uu1tcpFupVCpMcKrVKhNrSlkXi8VwOBw8dk7tsnFBr63X60yOx72Wm83mwPuQqoZkfmcwGOB0OllITon3VqsVi4uLPIpOpnZ6vZ5jIrqnmSjbiGJMstksj1v3gwginXNBEJDJZBCNRmE0GhEMBvn9Wq1WOByOkSLQer2OaDTaM7rdDQrQLRQKA6vPZFC4srKCcDgMnU6HcDiMTCaDubk5TE9Po9VqIR6P48WLF/jkk08wPT0Ns9kMnU6HYDDI5JneXzQaRTQaZXM7IkTUBsvn82g0GigWi3C73Wi1WvB6vUOz7ogwn5ycQCqVYnZ2FkdHR6hUKpifn4dSqcT+/j5isRjkcjm/V7o3IpEIWq0WFArFB2uSdxloEOBd4POkrH/3u9/F7//+7+N73/sefv/3fx9/7a/9tQuvyWazUKvVUCgUSKVS+Iu/+Av8s3/2zz7vYY+F94b0XFf1g+IkVCoV5ubmbhzhuS40Gg1sb2+zJuA6iNRlP0OhUEAsFrPmQiwWIx6PM+mhRUOtVsPlcmFlZQVHR0c4ODgAgIHEJ5/Pcx5POp3G06dPoVKpoNFo8JWvfAVbW1sDha9OpxOhUAhSqZRNJmu12lC36X5ks1kcHx/zhNb09PTYZm8EckWNxWJwOBzsOTKu6+/MzAxOTk5gsViwvr4OQRAQi8Wws7ODiYkJrv68ePECtVqNp2A0Gg2KxSLi8TjnchGkUilUKhUmJiag0Wig1WqhVqshCAIajQbcbjcqlQqSyeSVH7hEeqgFBgz33enHZZMq9LNpIeg2FQTO20L0OxUKBbvSdi/K9XodgiAwgYlGo1x9Ozw87KlqSaVSiEQitmHoJogKhQL1eh0GgwF3796FTqdDvV7H/v4+Z6aNQigUQrPZHJqxRe2cXC53gfSQkSAZdiYSCayvr3NVcX9/HzabjeNycrkcyuUyZmZmkM/n8fOf/xzlcrnHyoEqN6S5674+yeAzm80iGo1CJpPh9u3bCIfD3GYbFFdBn1EkEsHm5iYSiQTy+TxcLhdvUjQaDU9v1Wo1rugIgsBhvMC5tug6K9/vC1qt1jtbnwZZQIyL733ve/jbf/tv4/d+7/cwMzOD//Sf/hMA4NmzZ/id3/kd/O7v/i4ODg7wG7/xG7yR/t73vnep1OG68N6QnusAtXlu374Nn8/3zpPM3xSI2M3Pz19JwPt5QaGXZIm/sLCATCbDrSUqm2u1WkgkEiwuLqJQKCCXy8Hr9aLT6Vx4gBYKBd6Bky29QqHAL/7iL/I00KAHIrVFFhcXMTk5iZ/97GcIBAKo1+uYnJy8UNrv/r6zszOEw2HeobbbbVSr1dfa/czNzWFra4uFp6RRGgckHo1Go7Db7SiVSojH4/jlX/5lVCoVSKVS9gZKJpPsEE0j3CRInpycZFGsTqfjFg99DsBnE1AqlYrDYa+qCaKFrl6vXxor0Y/LSvkSiYRJSDfK5TJP1XWbK1KeU7cxIrXi6FxIpVIolUoOxiV38O7sKJVKxcaPdrsdRqMRrVYLL168gNVqZUIvl8vZV2aUZo4clrurGv2Qy+VQq9UDvW5OTk7QarWwurrK50skEsFut8NkMsHv9yORSLAjs8ViQT6fR7PZhFqthsFgwMrKCjqdDp4+fYpCocAbwIWFhYFtfrVaDZ/PB4vFgrW1tZ4WG1WNBr0XqsZS7IbVau0heg6HA16vF7lcDsBnmwEiYe12m69R2nx8kfAu21ujjEQvg8ViwY9+9KMLX3/48CF+93d/FwDw1a9+FTs7O5/rGF8XXwjS02634fF4UC6Xuc3zNl2P3yYSiQQ8Hg82NzffSk5YN2hnoNfrWYhKeVtzc3MctkiVB9qt0tjy6ekpADDxoYe10WiE3+9HOBzG5OQk64XsdjtEItHAlhu1kvR6PbRaLb7xjW/gyZMnPU64FosFU1NTTGRKpRK3A00mExYWFrC7uwu3241ms4nj42PcuXPnSg8ilUoFh8OBUCiEer0+lr6FQFNngUAAe3t7qFarePDgAcRiMS8WJPwFzh82c3NzHGK5t7eHWCzGlQqy9e8+flr4S6UScrkcstksZDIZKpUKotEoVCoVT0qNA5lM1iNAHvdcjeNJMuieLZfLTGhokiwUCiESiWB2dhZ+vx/1ep1bg6QFqtVqHA6bz+ehVqu5haZQKNBsNpnoUjxEPp+HQqFAtVpFuVzG2tpaz7F1WzYMQzAYRKfTudTtVq/XszEnnftYLMbVkkH3tlwu5wqOz+fD8fEx53olEgmUSiUmZqVSiXO7dDodcrkc9vf30Wq1YDKZYLFYoNfrIRaLuT1Kjs30fldWVrC9vY2TkxPcvn275xqJx+PcNg0Gg3A6nReGGmjCLJ1O8zOBqjyEbv+vD7UqPwzv6j13T1h+iHhvSM/rtrdoTNhsNuPevXu8W3gfSM9lY7f9rz09PUUmk8GjR4/eyZgn7RKpzVUoFCASidjxVRD+/+y9WWyke3oW/tS+77vLLtvl3W272919es42yUwyk5CggAIKCSAiBo0ECAIiQggJQbiAG26QEEECccEFAqSIsGiIIJPMcmbOOX36dLf3tapcrn3f9/1/4f/7TpVdXrrb3e3u06/U6s12ffXV932/5/e+z1KDXC4fUCA5nU6kUin2X+kHPv3mag8fPoTT6cSHH36Izc1NHB0dQaVSndvpobEHjQdI/RIIBGCz2dDtdpFKpZDJZGAwGCCXyxGPx9HtdjE5OYmRkRGUy2U0Gg2Mjo5CoVDA4/Hg6OiIU9yvWi6XC6FQCLlc7plbuDabDWtra0in01hZWcHe3h4qlQqHOtLu3WAwnFkIZTIZdnZ24HK5oNFokE6nkUwm0el0oFKpOI6h0WiwiowUGeQlQ+cR+Fknh8Y/p38Xi8VMQDUYDEzGJpM68uChP/dL1/P5PBs99v87efcAJ6CUjB5JSeb3+9HtdvH48WN2w242m0y6FQqFkEgkPNajhTiVSkGn07HR5UV8t06nwyTzfD6PWCwGkUiE/f19JrwbDAaoVKqB83W6yuUyMpkMjxYvKhqLUswDKapoNEw17PlgMBig1WpZPUjHTPwYgUAAh8PBsRXACcgicJ/L5RCPx3F4eMifCbki95dUKsXU1BQODg4GlJidTgehUIjHdKc7U1R03ZAsnWTrAHjDRKOwd52eV19v6/l+Y0DP81Q+n8fOzg5mZ2fPuCvfdNBDs86rXPTtdhtbW1tQKBTcCXgdRV2Ber0Oq9UKoVCIer0+0MVRKpUDoIcyrHZ3d2E0GiEWi/lrSfL78OFD2Gw2lmXPz89jY2MDBwcHAwtpf1H4aT/4Gxsb43DH1dVVjI2N8Y6YHJ/v3bvH4wkivlosFigUCuTzeaRSKej1+mdy6yalVjQaPZPufVGVSiV88cUX3DU7Ojri1+50OtBoNFheXj73+3U6HY8VR0dHodPpMDU1hUajwYaJtVoNer0eVqsVZrMZKysrPIbLZDJwuVxMGCbZOvmnUPekH5hQMGa9Xkc6nUa73UYkErn0vSYSiQEJ+7DK5XLc1SEgQ8Rwm82GSCTCbsb02Q+7f7rdLnK5HCwWC4RCIX8m1NIfZoyo0+mg0+kgFArZ0I2SyCk8t5/wPGwMSorC87g8/UUj3UKhAJvNhqOjI/R6PUxNTQ28p/M2gnRfyWQyhEIhJBIJaDQazMzMnDvaBU46fxaLBRaLBe12G19++SUkEgl7mdXrde4CCQQCGAwGjIyMIBKJIBgMwuVyIRgMotVqsRKHOuuni9SD5MtUKpW465NMJtnHiN7n6wQAr6NeF6fnbQeYby3oCYVCCIfDWF1dHWqm9CJ2+6+i6CF62Y1erVaxsbGB8fHxoYTCV1lSqRQmkwnRaJQTySORCO+SR0dH0Wg0zuyqjUYjjEYjUqkUlpaWEAgE4PV6EY/HIRQKYbFYMDk5yQuJQqHA9PQ0q5jOAz3DlC+zs7NYW1uDx+OB0+lEqVTiTglwwplIp9OcBE+mi8CJtLJUKuHo6Ijt9K9alEmUTCYxOjp6bieu0+mw+aHP54NOp4Pb7UYmk+GuBMmxr+JUa7FYEAwGB5x5ZTIZnE4nnE4nA4BgMIhKpQKZTAaz2cyduf4k+IuKQJDP50MikWCFz9jYGI9JgEHfjn7eAHFOKLpj2NfLZDJ0u1289957AMCKtNHRUQZo4+Pjlz6wKcmccoiAk8+H+EDkQ0Q8IjoW8pzRaDRMau90OsjlcshkMojH40in0/jyyy8xOjrKHSDgBLDRaOqq6j/KsIrFYigWi3A6nVfilJHNQSqVQrFYRLfbhUwmg16vR7vdvnIXmDYfd+/eRSKRYDAXjUZxcHDAI0G73c6SfYlEgkQiweGqkUjkXIdvv9/PfCxStAmFQojFYjQaDSakA2//QjysyMjyVRfd929rvTGg56oXfKfTwd7eHnq93oX22dQiv6l1ldDRdDrNrr1XVQRdR100dnO5XIhEIsjn81hYWIBer0cikUCtVsP8/DwqlcpQl9Hp6Wk8efIEx8fHWFxcxPe+9z1ks1mYTKYzLX3gRBo8MjKCtbU1RKPRAZVOsVhEp9MZajhHPKK1tTX20FleXoZer0er1UIoFEIymcSTJ0+Qy+XYUI3GOrOzs9ja2mIew1WKssjGx8dRLpfh9/sxNzc38DU0WspkMqhUKshkMpibm4Pb7YZarUYwGEQ4HGY/k9MmfeeV1WpFKBRCPB4feo0IhUKYTCYYjUaMjo5ifHwc6XQasViMOzSLi4vQ6XQX3oP9pN9isQiVSsWBq1cxl5PL5dBoNBd+LWWXUZXLZXQ6Hfj9fszOzp5re3C6SBlkt9uRz+dRr9cHFtf+bDUAbIBJcSf93BSRSMTxIZOTk/jkk0+YyJ9OpyGRSDgm5LzYhvOKpOs+nw9arfbS7y0UCkgkEsjlcuxPRMBTKBSi3W6jXC5ja2sLc3NzF4L2RCKBTCYDm80Gk8nEjtMajQZWqxW9Xg+VSgXpdJodlYvFIh4+fAiLxcLcNQIww35+oVDA2NgY+wbl83m43W4ei/fnoX0VOT3A6xkxlcvl58rue1PqjQE9VylqwY6MjGBsbOzSh/RpJchNqovGb71eD8fHx0ilUq/cWJG4Veed27GxMayvr7NUdnJyEsfHx8jlcshms+j1ekN3muRifHR0hB//+McYHR1FsVhkg75KpXIGxIyPj2N/fx/hcBg2m40XdeJVnOeySz9TKBRibGwMer2exyZTU1MYGxvD5uYmg5AnT57AYDDAYrFAr9djbGwMwWCQ2/mXVbFYZH6CQqFgZRSNnlKpFBuxEdflV37lVwZ29U6nE8lkEsFgkBV5V9mNSaVSGAyGc83uqMibR6VSQaVSYXx8nBesSCSCvb09aDQadoY+jwND12K9XgfwbJuVy7qap++JTCaDWCyGb37zm1ceN1J0BI2rAAwY7dHCSsdCo712u41YLAa5XA61Ws1AqH8hpk6nRCLB7OwsstksMpkMjo6OkMvlYLfbWcV0ldLr9cjlclAoFAOO26ffTyQSQTKZRL1e51BJGvc1m03Mzs4ik8mgUChgcnISPp8Pu7u7mJubG9o5qtVqCAQCUCqVDF50Oh1CoRDy+Txzo8hXamJiAq1WC+vr64hEIpw4T6Op08+xZrOJUCgEhUIBp9OJTCbDXSSZTMZf3y+Z/qqCntdRlUrlrfZGemtAD3U9bt26daWdJXFPbmqd1+npdDqcbfQ6jBXpuM57XYVCAbPZDK/Xi1QqBbfbzQt2JBKBUqk8d8Gk8Q/FLZA/T6/XG4iWoIe/SCRiLxJSVkmlUpRKJUgkkqE3rsfjQSKRwOzsLKrVKvx+P/vVUFF+1ejoKNxuN+/aU6kUL2xyuRyRSGRg8TyvaISi1+uh1+sRiUTw8OFDaLVa9Ho9HjeRomiYkaRIJMLY2Bh8Ph8nsF/1wWSz2ZDNZhGPx4d2C8ju/zR41mq1yGQymJ+fZ2J6Op1GMBiEUCjkDodKpWJw0+/VA1xdsn4Vzkb/PUHZZC6X65n4VTTaoriDy54DxPEh92VyGKfjIFNF+kVkZqlUCrvdDp1Oh2KxyEnzHo+H1Uzk1H3RsdLY7zTAzeVyfE8BJ/cdnQupVMojTafTCZPJxKpFlUqF+fl5HB4eYm9vD7OzswPXb6fTweHhIYCT7isdn0ajYd7NsI4axai4XC6oVCrY7XaUSiWEw2EUi0UYjUZYrVZoNBocHx+j3W5jZmYGIpEIlUoFtVoNTqeTzxUweH2/Az2vriqVyrvx1k2o83aMvV4Pfr8f6XT6mboeN53IPOz4qJPldDovlby+rLrK2G1kZARer5eVGFarFSqVitVQwyqRSMDn8+Gjjz6Cx+PB/v4+xGIxxxJQtEQ2mx1ozctkMoyPjzPPYHl5GaVSaaik9/DwEIlEAiaTiUHP9vY29vf3sbKyMtCBoogLIq0ST4K6C+12m0dR77///oUAhEjVrVYLgUCARwUqlQpLS0vQarXY398HANy5c+fchzvZuwcCAYyMjFyZ2GkwGCCTyZBKpc4FPQDOAC0ar1DmGQG8fjK0z+djtZbZbB5wZQauBnr6M8cuKrFYzPJrv98Pi8XyzHl5qVQKAoGAuy1kNHjZ8cXjcajV6gGARV0g+p0chFutFi8cfr8fAoEA9+/f5y5fLBbD0dERwuEwHA7HQFgtVa1WQygUgk6n4zEVuU+nUinU63WIRCIolUoeP1Kl02lEIhEYDAbuRNL1WSwWYbPZsLi4iP39fezv72NycpLJ+4FAgF2TTy98lPp+uiqVCrxeL2QyGaanp+HxeFCr1TAxMQGJRILj42NIJBKEw2EkEgmUSiU4nU4olUpkMhnkcjkIhUIYjUaUSiWo1Wp0u92Bzes70PPq6h3oucHVr1p61q7Hm0Jkpspms9jb23vtwahXAT0WiwVKpRK5XA61Wg0CgQAmkwnFYhG5XG4ghZek9rlcjjsc5KnkcDh4EaVoiUAggPX1dSZuC4VCVroEg0EcHh6i1WqdASFer3cA8AgEAqhUKszNzWFvbw97e3tYWloaMOvrN+aTSqVM/iWDOZFIhFAohD/90z+F2+2GyWQaWPgBsKFit9vF5uYmAGBmZob9X3q9HtbX12E0Gq9Ewh0fH+dF5VnKYrEgHA4PBYS06A/r9AAnC+Xp7ukwMjQpwhKJBKrVKqRS6ZXuyasCJFIzHR8fczr3szyciXRMPkYAOMz2oiKQOz09PfDv/Uov8prSaDTo9Xosb8/n8xgZGeHr0eFwwGq1Mm8qEAggGo3CarUOdDG9Xi8AYGpqCn6/H+vr6yzjprGTzWbDkydPBgBPuVzG0dERFArFgLUCSdXL5TJsNhtUKhWWl5ext7cHn8+HVqsFuVzO90h/tEv/zyADR9p0NJtNHBwcQCAQYHZ2FiqVCtFolO9xiUQCoVAIvV6P0dFRvi50Oh2++OILJJNJJlcXi8UBC4r+9/Us9h1vQ71On5wXiaB4E+qNBT3kOjw5OXllAmN/3fROD4GLXq+HUCiEWCyGe/fuPbc1+HUf10VFUQiZTIa9RciJOJfLIRQKMZdma2sLMpkMd+/e5QWE5MbVapUdmQFwqOLBwQGOjo6QyWTYnNDlcqFQKMDv90MoFA48ML1eL2Kx2ADg6T9Wt9sNn8+Hg4MDLC4uolKpoNvtnrug0ijB5XJhZ2cHx8fH3BEJBALs3aLRaHBwcIBoNAqj0YiRkRH2/Gk2m3j8+DF+8IMf4IMPPriy8k6r1UIikXBY41WVOKSkI/VRf1H37fTPos9smDNwfxEZ2mQyYW5uDj/5yU9QLpeRy+Xw+PFjOBwOmM3mc8nQVzEy7PV6LPm/desWKpUKgKuP+ICTjUO32x3o1pA54XlFXR6VSnWhOzUBIAovJWKuXC6H3W5Hs9mEQCDgkZrNZoPNZkMmk0E0GkUkEkEikYDZbGYlk0qlQiwWQzqdZgL1Rble/QBkbm5u4HwS0ZzOG3DyeS8tLWF/fx9HR0cchnte6KNOp0MkEmE+Go3Cms0m5ubm+H4hiX0mk+HuYbvdRiAQQKvVwvz8PJRKJfL5PJxOJ1qtFg4ODuDz+eBwODg0tt/Z+qvW6XmdHj3vOD03pPoflv1xEs/rOnzT1VtEtN7Z2UGv18P9+/dvhE/FVcCiSCSCxWLhURCRIcfHx9ks7cmTJ1CpVHC5XAOjunK5jFarBYfDgVKphL29PaysrPDOUqFQ4M6dOwgGg2z4R94ic3NzCAaDKJfLvIB7vV5Eo1GYzeYzgIfKZrOhXq8jEonA7/ezcuEqN/78/DznM42Pj6NUKiGdTsPv96NSqaDT6UAsFuPu3bsD4ZIU/mkwGNi87ypFEvt2u43j4+NzAx9PF+2uM5kM3G73wLVE/JthAEqj0SCXyz3TQ5jOH2VTlUqlC8nQdB+e9/O73S52d3cBnHxWpBwSCATPdP9Td64fvMhkMg4pHaZmisViaDabmJiYuNJrELgIBoPQarWYn5+HQqEYGIH155IZDAbo9XoEg0EEAgEcHR2hVCpxtAOZPFqt1jOmmP3dj06nA4/Hg1arda4yizYi/Z+lSCSC2+1m7k0/j+d0VatVJmLb7XYcHx+jVCphfHx8oPtsNpvZG4ik/eRxRXl0W1tb6HQ6WFxcRDgchlQqhc1mw9jYGB49egSJRILt7W0YjUaYTKbXmkP1Oup1ho2+Az03qLrdLg4PD1GtVl84Nfymd3q63S58Ph93FG5Ka/cqnR7gZJfm8XgGXH1JVZLNZuHz+bCwsHCGm5RKpQCcLLa0uO/u7uLOnTsDDwGXywW9Xo/PP/8cx8fHAE58dPR6Per1OjweD2QyGbfrT0vET9f4+Djq9TqHKpI65bISiUSYmZlhtVe/EkwikaBUKnHgqUKhgEajQavVQjabxUcffcTKG1KHXVb9Xjr9qperFEm0E4nEQGep0WjwMZ8ujUbDr3OasE3xDs1mkw0Um80m0uk0B8UeHh6yB45SqUSpVGKJMp1jgUDAyr5EIsFOvRKJBL1eD4FAgNVA4XAYlUplwNTuKkV5XNSJoepXm50GCv1dnqsqroCTe7dQKGB2dpZBGfnPUPe2WCwik8mgWCzyuRCLxZBKpdBqtTCZTJDJZLDZbGi1WkO5cP2gJxAIoFgsngEg/aVSqVgpSMdFYEmj0UCr1SKdTjPhmKpQKCAQCKBSqaDdbqNWqyEajSKZTMJisZzpUopEIlitVkQiETQaDXS7Xc7ocrlc2N/fR71ex/T0NI8DW60WxGIxR318/PHHMJvNnCdHkStKpZJNTN/mep0g7x2n54ZUo9HAkydPzsRJPG/dZNCTz+eZ5PgsWU2voq4KekZGRiCRSFg1IpPJ2GeFlEjRaBQ+n2+gnZ7NZqFWq9FoNDjo8fDwELu7u1hcXBxYsLRaLaampphPks/nUa1W4XQ6EQgE0O12MT09jfn5+Su9t+npaTQaDfh8PlgslisvqGTgt7W1BaVSCZfLxR5FX3zxBYCT3W+xWOQHvs1mw/7+PlQqFdrtNjwez5UMD0naPj09jfX1dQQCAdy6detKx0mhnKlUamChIrn66aLgUnI21+l07MpM/JLTRaGgzWZz4B4jk0FSytHXlctlHg3S+Im6L81mk4FktVplzhDJzpVKJYRCIfu5UJCqUqk889ml02n0er0zwJLO9zAF17N2eYATIEjE3P7Xon/P5/MolUoD5HHi2BC3Z3Z2Fu12G6FQCHt7eyyPP91tI9ATj8d5NHbRmJSATLlchkajQafTwe7uLqrVKqanp6HX67G5uQmPx4OlpSUO36VuqsvlglKpZFPIfpPG02W32xGLxRgwUxQFdZRcLhcDyUQiAeCkQxiNRqHT6fh92O12Hs1Wq1WUy2VWD9JItV89+LbU6x5vXRSa+6bXGwN6er0eJicnn2nHdVHdVNATDocRCoUwMTFxI2/kq4IetVoNrVaLXC6HUqkEgUDAypCZmRlMTk7ij//4j/HkyRMolUo4HA7OVqKsKrFYDKvVinq9jmAwODT3SiwWY2RkBAqFAhsbG6zOIXD1LB5GFHHh9Xo5i+qyLkqn02FVmUqlglQq5RY+jTIIvO7t7TEBtVwu826fdsKkTKNMqGGdFxrDUJBpLBZDLpe7MrndYrGwSza9N+rSRCIRlg/XajX+nCuVChNdJRIJ/06/ZDIZJ5hLpVLmR+n1ety7d+/SYyI10/j4OCqVCi+yvV4P77//PvNcCoUCq3qazSYMBgNL6ftz2oCTUZ1MJmNAFAqFAOBMt+o80ENdHqVS+UzPHOKUkSknuSITaZ2I9w6HA0ajkV+fCPhutxtGoxHdbhdarRaBQAChUIjNK/vVd71eD/V6HYFAACqV6kyg5+mixHICIeRo3q/ecrvd2N3dxeeffw6ZTMYmjuQkTUR1l8uF2dnZcxdmug/i8TiKxSJMJhN3AYm0DZxcW/F4nBVqzWYTKysrZ35er9eDSqXi4NJms4lMJoPj42MGYOSA/TZ0gV4nh+ldp+eGFOU6XVedF1T5uqrb7WJ/fx+tVgsPHjzgNvRNq6uCHuCE7/Lo0SNks1n2DJmamkKz2YRarcb777+PTz/9FE+ePMGDBw+YZKnT6RAMBnnRd7lcqNfrSCQSkMvlAyMxOh6j0Qi3283jG+DkIU+jr/N2pKer0+mwLf4wKXt/VSoVeDweVKtVGI1G3L9/H4eHhwgEApBKpbygSSQSrK2twWKxsGkmdQFo7OLz+Th6gojbMpmMx3xarZY7ZaSkcrlcSKVSPP65SplMJng8Hqyvr8NgMKBWq8Hv90MqlfKirFAoYDQa2R9Gr9ejUChcOWGeDOauuqmgTgal3lPit8PhQDKZRDQahclkgkKhgEqlglwuh16vx9LS0sCYhhRx9XodtVqNZfWtVgvRaBRKpRIbGxtQq9UD51QsFp+RrT9Ll6fT6aBUKnHnUiaTIZfLodFowGAwQKlUwm63Q6/Xs9Kwv8hp2263Y3R0lP9dKpVifn4eMpkMT58+xc7ODnNoZDIZvz+n0zk00HNYKRQKlEolHBwccMeFzC47nQ5zzfL5PEZHR7G6ujqg1EokEuh0Opidnb2URG+1WrG7u4tmswmJRMK+Vv2dXa/Xi3a7zYG4arV64BxQnVZvSaVStpPodrvMpQsEAszbepO7QK+z09M//nwb640BPW9zNZtNrK+vw2KxYGFhgZ1eb2In6llAz9TUFHZ3d3F0dASdTsdhhLQrHxkZwfz8PPb397G9vQ2RSDSwKPTv2MgbJhAIQCaT8c60X+VG32O1WqHT6Tj0cmNjA9Vq9UpjoFKpBKlUCrfbzeTbfik7FcmNAQwoCBcWFrC5uQmv1wur1YpWq8XjgmGcHXpA064/n89jbGwM3W6XO0HpdJq/ljgv6XSauz3kfzJMZkzvibKfyuUyx1xIpVKo1WqoVCpYrVbcunVr6Hit3W4jn89f2U2YxlPPAnqAk4UsmUzi+PgYd+/eZaViu91GNptFJBJBOBzm3LH+kVx/KOjp8vl8aDabGBkZ4WwzOqekKGw0GnC5XKxKOq/LU6lU+BclylPwKoWmjo6OotPpcKfrInCQzWYRCoWg1WrPACxShE1NTTGQz2aznMMViUR4hHtVFZ9KpcLu7i4MBgObfQJAMplEOBxGo9HgLlS73Uaz2eRrwuv18qbgKjyyeDyOTqcDiUSCbDaLiYmJAW5dOBxmx2lSt533Xi7qfJBakz77RqOBbDbLXSDiSL1JXaDXCXrK5fK7Ts+7enlVKBSwvb19Jgn+po7fngX0UPyCVqtFs9nE2toaLwgkt56bm+Ndcr1e55RvAGfS2BcXF7G+vs5GaCSB7na7aLfbKBaLKJVKGBsbw/LyMprNJoLBIPb29rC1tYV0Oo27d+9euIshVZDT6YRMJhuQsgMnANXr9SKfz0OlUmF2dnYAKNCIbGdnB9vb26hUKvilX/qlK4GF2dlZrK+vI5VKcVeFuggUPFmr1diBGjhZDNLpNDsnq1QqiMVi1Ot1lvzT+ZTL5bBYLAyUiC+Rz+dhtVrP5RMZjUYIBALk8/krvY9+sHKVarfbEAgEiEQiSKVSWF1dHQA0BGSJ20N+Lpubm+c6Q/cXHTd9hv3ntFQqodFooFgsYm1tDVKplP8+NTWFcDiMarV6ZuQHgIm1JpMJ6XQaFosFt2/fhsFgwObmJudfnVeVSgWHh4eQSqUXjopIEaZUKjEyMoKjoyOsra0hn8/zZ04KPPoZ5wGEXC6HarWKiYkJtnkgkrJMJsPMzAyPEwm8Ly8vIxwOo1AowGq1Mnn9ovfm8/mQzWZhNBpRLpchkUiwsLDAx1culxGJRAb4WwaDYWiXB3i2cY9MJhvoAtHmgbpAxAVSKpU3tgv0usdb79RbN6Bu6sX5IhWNRnF8fIw7d+6cQdbPAi5eZV31uMLhMMLhML7+9a/jyy+/xPHxMY6Pj3l0QyZllHeVTqe5A0GL5umHKgGfzc1NHj0JBAKk02lotVqEw2HeLdL3T09Pw+l04tGjR4jH4/jkk08wOTmJsbGxoeCHHv7kpdIvZTcYDPB6vWg2m3A4HHC5XEMXKhoPbW1tMbfpKkUdpsPDQ+YviUQijq+gsdHc3ByEQiEvxiKRCMfHx1hbWxvIlBOJRDweMxqNPGpRKBQoFotIJpO8O75ICUmJ3xf52fQXLWRXHR+TaaBarcbq6uq5D3upVMomgG63G5OTk2g0GshkMmecoQ0GA0QiEbLZLBqNxkAXhc6pRqNBs9lkTpVEIkEqlUI0GmUFllwuZ/WW0WjkbDKKZQBOui+xWAxOp5PHjJf5/9D4VCAQYH5+/tJOjVwuR71e5+uAjo1I2wT+aaNE6p/+fLCjoyPma8jlcuzv7w+QlO12+4Bp49TUFA4ODvDkyRMAJ6NRipFotVrnHnMwGEQymWSAvL29DbfbzV/f6XTg8/mY+0QAvj8/73Q9Lwig16CRMF0vR0dHqNVq0Ol03AW6CZYgVO/GWy+v3hjQ87LqdTh99no9HBwcoFar4cGDB0Nbrm9qp4feW71ex3vvvcf5WJS0HovFIBaLUa1W+UFks9nYkFAgEODo6Ihly6dLoVCwG+/Ozg4WFxfR6/WwubmJUCgEjUbDPj300FAoFPj444+xu7vLfij5fJ7DQ/tvcGqHU5GUfW9vj3eJCwsL53JoyGG6VCphdnYWyWQSu7u7WF5evtJDzGw2I5fLIZVKQa/XD3T/SLas0WgglUqhUqkQj8chk8k4TsHpdEKtVjOIIQ+hTCaDTCYD4GQD0Wg0kMvlWInTLwEnuXj/oqbT6Vguflnrmz7Hq1y/3W6XoxqWlpYuvRcJpNBnJpPJMDIygpGREXS7XeTzecTjcezu7jIwbLfbqFQqzJmjX3R8hUKBk+GJWzQyMgKBQMBjl0ajwWaN/YCn0+ng6OiIAWv/OWi320MXr/NM/S4q4uJsbW1hf38fCwsLGBkZQTAYxPb2Nm7dusWgsNfrMTgkIBQKhRCPx2EwGFCtVrG/v89dPyIpny4Cyfv7+3A4HJiamuJr6LwuHhktGgwGzMzMIBgMotVqDQAWUmK53W4EAgE0Gg0YjcYLU+Svq/Nx+nopFArIZDLw+/2QSCTcBaJQ1ddVr7vT8268dUOKUqivqwhYvMo5L7WN9Xo97ty5c+6NdZM5PecdV6vVwubmJnQ6HW7fvs3vjUiclLMjEAjOtLGtVitHVjSbTVarnLb+B04WfbfbjYODA3g8Hs74cTgcrBgjQqnFYoHZbIZcLsfi4iLv5gUCAYrFIra2tphvJBaLOeCxvyiUkmSy5wGebreLnZ0dSKVS3L59G1988QVb7+/t7Q209y8qt9uNUqkEv9/P2UvAz/x0qEtTKBTY/2ZlZYXl3cO4S81mk0mqjUaDx2ThcBgikQjRaJR5LqffO3WPEokEnj59yllREomEfyegJBaL+XuGXSf9/1av17G1tQWxWAyNRsMKqn6OFi3g9OdyuYxms4lSqYRSqTQgoadfvV4PYrGYQTZ9n1qtZjIxKe0kEgmKxSJfa8FgEJOTk8w9IaJ5KpVCLpdDNpuFSCRiX6VMJoNms3mGSEyqwVqtdmZU4Pf7mUR8kctzfykUCsTjcdRqNSwuLuLOnTsATsCV1+vF5uYmFhYWeLGiYyFQ6fV6+bzW63UolUosLS1duLjFYjFUq1VWC9JnDQwHPclkEoFAABqNhlWW9DnS8dAoW6fTwWaz4eHDh+h2uzAYDBfKpF8GCCBzSLqfaXPg9Xq5q0Yd0lfddel0OlfmaV13VSqVd52et7Uof+tVgZ5SqYTNzU3MzMxc6oPQn+R8k0ooFPL4pL8qlQo2NjbYKr+/zGYz9Ho9SqUSpyrHYrEB+blQKITT6eR8IIFAgGAwiEqlMsCbIYKsyWTCxMQEgsEgHj58CJVKxTs0cimuVqtIpVLY2dnh7yFHXyLlisViJBIJbG1tQSgUotFoDNzwgUAAyWQS8/Pz6HQ6iMViAM6qwQjMkqssdSQoHywYDMLn813JQZkMD7e3t3F4eIilpSVewDOZDCeSkzMuHa9UKj2X1EyjxP4MLYPBgPX1dQAn2Wb02bbbbe5S0N9pXEImcf3AZFhlMhm02218/vnn/Ln1FxF/6bqgRPHLKpPJcOo5nSsCXEqlkt+nRCJBOp2GUCjE7du3odVqkc1m2TiRxo5ms5kjEYLBIAQCAYd00s8nonk/CZoiVnK5HJxO54VS+H7QQ6Z+ZrP5XP7K6SK/nFQqhYWFBQY8wIkFgUQiwcHBAXZ2dtjyADjhzezs7LCa0G63sycQLaqtVotHYP2gIhgMIhKJQKPRYGRkhOMn+juI/ZXNZnF0dASlUjkU3FPnz+v1QiwWY3p6mjP3yLfrImDxKjofcrl8IE8un88jm82e6QKd3hS9jHqd461Go/HaANerqK806KEoimfxcnneouiM27dvX9np96Z2ek6DsUwmg/39fSwvLw/lr4hEIoyOjiIWizGYi8ViA7latDtfXFxEtVpFoVBgI7T19XVMTEzAbrej0+nwSHJ0dBTpdJrzvcRi8QCApWDG8fFxtFotZDIZJmTWajVUKhW43W7cvXsXkUgEBwcHyOfz8Hq9sNlsaDQaPGainb/H40EsFkOn0+EuVKVSwdbWFqanp5nHQPJ7UgA1Gg0kEglOhb+sNBoNnE4nDg4OkE6n2VRQqVSyr8rph6LT6WTvEoPBcCVJsVAoRKVSgV6vv/QhK5fLkU6nORKl2WwyKf00QIpEIqjX67BYLAO8EuDkoer3+7G4uAiNRsMLYX/gav/3kLFht9vF8fExdDodVldXB0aYwyoSiTBgofdrtVrR6/VY4ry2tsZdLJlMhqWlpXMJ3eQ0bLVaUS6X8cUXX/AY6/Hjx+w/I5VKmZfW76Scy+UQCASgVqvPzbc6XZ1OB5ubm5wqPwwoUXdvf3+flVmNRgPxeJzHuHfv3uVRaaPR4BEw3U+dTodBJwEso9GImZkZVrPFYjEe4fU/mwqFArxeL6RS6RnA0w92g8Eg6vU6pqamUCwWcXBwgHa7Da1We2n23KumIVCOGl07tVoN2Wx2oAtkMpmudN88T73O8dbp+/VtqzcK9Lys8dbLrF6vB6/Xi2Kx+EzRGW8KkTkYDCIWi+H+/fsXgken04mtrS30ej0mxXo8Ho6XoIeaVCrFysoKYrEYstksVldXEY/H4fV6kU6nMTU1NfA6RDTtdDqIRqPnLiYSiYTVSt1uF5lMBtvb23j8+DH8fj/m5+eZU0C5P5Qu7nK5eGc8Pz8Pj8fD6dAmkwler3fAMwYAeyzR+IAk95FIBBKJ5NKHfC6XY4PEdruN2dlZ2O12mEymcwN2RSIRpqensb29Da/Xy2ql84osAvL5PIrF4qVeP3q9nsc8/Wnyw0ACGTxOTk4OLArZbBaHh4f4uZ/7OT43yWQSSqXyQk4HAI4oIH+diyqdTjPH6XQJBAJotVpotVq43W4Oqm21WgiFQqhWq0xcHragERFXqVTiwYMHaLfbiEQiiMViSCQSHM0gEAh4ZFer1XB4eAiJRHJlT51Op8Nqxbt377J553lF/BsCVnQ9nI5woTHu6ZT4druNg4MD/nwnJyd5M2I0GvmcAj/r9JACTSgUYmFh4QzQ7na73L2t1WowGo2QyWTsBE0/+7KN4OsOHFUoFGe6QESIlkqlA1yg66jX1el5FgHCm1pvFOi57nrZoKfdbmNzcxNqtRp37959pp3KTe300HGRmWK73b5SGKpCoYDFYkE4HGYZK832p6en2RgPAM/7y+UyAoEAZmdn2Ql2a2uLXWsBsKOsVqtFJBJBJBK51LeEIgJ+7ud+Dh6PB/F4HOFwGNlsljkvYrEYNpsNSqWSw011Oh0sFgvcbjfEYjFzin7xF3/xTMub+En9D8G5ubmBccMw+TcltReLRYjFYty5c4eVba1W69KupEajYafmVCp1aZ6XTqeDUChk8ulFRdL1q/j10PXQ7/MSj8cRDAaxuro68D6uOmIulUoAcKXxAvkZXcVOP5VKQSwWY2FhAUtLS8jn80in08wLM5vNsFgs3L0hFdTU1BQDXYPBgEKhwGnpyWQS+XweSqWS3Y97vd6VlFrAyTl5/PgxAoEAVldXMTs7i52dnQHQ0+l0kEwmkUqleCQ8PT2NaDSKfD4Ph8MxlEBP3db+hZUECGR+ODY2xvc5jYbJYVooFHIG197eHgBwsOrpqtfrEIvFiMViTJz2eDxoNBpoNps86rqsXjfo6a9hXaBMJsPk9P4u0PMe8+scbwFvp1qa6h3oeUnAolwuY3Nzc8C47lnqpl50xPt48uQJTCYTJicnr3ysbrebR1EqlYpHSWS737/wUQ5Vp9PBwcEBlpaWYDab4fV6sb+/D6vVys7JIyMjsNlsbKh2mtR5XhF3BvhZ5pdEIkE+n0e324VSqYRWq4VMJkOr1UI+n0c+n2dic6/Xg8FggM/nO5MLVq/XzwAU8vChToxEImH+RaVSYVUZ8ZtGR0d54V5bW0MqlbrSaMzlciGXy50hQp9XOp2OPWsuIjCSdL1YLF56DCSjpiDPQCCATCaDu3fvngE4V02UJiB42dfWajUUi8Ur5afVajUeGyoUijMLGmV+7e7uMv+lXC5jbGzsDG+KDPLK5TLC4TDi8Th8Ph9SqRSPfq4y2u50Onj06BHC4TDu3bvH3Uu5XM4BvqlUihPTpVIpnE4nrFYrB6S2Wi0moA+zfqDXoTEldV7Gx8e5O9bfBTIYDNBoNEgmk+h2u6hUKtjd3UW73b7wfTWbTT5vTqcTfr+fgRRFzlzFLf0mgZ7TpVAoMDo6yh5kBJq9Xi/kcjlMJtNA5MhV6nW939cNtl5F3cyr6Jy6biBARObrrmQyiY2NDSwtLT0X4LnJVa/XkUwmMT4+Drfb/Uyfic1mg0KhQDabxczMDDsQr6+vn/kcKBZhbm4O3W4Xu7u7kEqluHPnDsxmM5LJJL788ks0m002U1Or1XC73eh0Otje3kYul7v0mAj4GI1GhMNh9lv5pV/6JXz44Yecck1+JhqNBtlsFqVSCVqtlnPBHj9+PBBlUK/XuTNw+n0tLCxwp4jGPZubmygUCrDZbLh79y7Gx8f54UPp1N1uF5FI5NJrViQSwe12o91uw+/3X/i1NKIjc8DLSqfTodFoMGfpvKIxbr1e5w7CnTt3zgAe4pRcpdNDSqLL2u/xeBy9Xu9K9x6dH4vFMpSgTwGyd+/exdzcHIrFIvOztra2EIvFznyfWq3G/Pw83G43K4LIufmy6nQ6+OyzzxCJRHD//n0GPJTVFo/H8fTpU6RSKWg0GszOzuL+/fsYHR3F0dERYrEYrFYrvvnNb0IsFsPj8Zy5Xuhct1ot1Go1bG1toVarsafV6RIKhczLoziYaDSKRqMBt9sNpVKJVqvFEvn+oq9Tq9XIZrOo1WowmUyIRqOQyWRDc7aG1U0GPf1Fthazs7N48OABpqen0e12cXh4iC+//BIej4eDdS+q1wU+qtXqWy1XB951eq4V9JBHSzabxXvvvffWMeBTqRS8Xi/0ev1zpfDSg9Pj8aBWq8FisaBWq3HgIHFQer0epFIp8vk8tFot5ufnsbe3x343s7OzMBqN+PGPf4xqtYp4PM6EaHJ13dvbw/7+Ptxu97nxDKeP64svvmBVEu2g+3f9uVwO29vb0Gq1EAqFEIvFkEqlrPCIx+NYWlpioHTezk6hUGBubg6fffYZfvjDH3Lbf2xs7NzvkclkMBgMaLVaAw7R5xV9Rslkkp1xh1Wn02GeTDqd5kDT88pkMiEcDiOTyVz4cKSFdW9vj8MphwFkAgJX6cg0m03I5fILFwxSWGk0mksf3tlslsdAhULhwmcBOXFrtVosLy9DLpczGZoUcOQMTSnyhUIBQqEQt27dQrfb5W7X1NTU0GNrt9v4yU9+glwuh9XVVahUKhweHqJYLLLlAI2aaNNA52Zvbw/1eh2jo6OsPnO73fB6vfD7/QMjJPpsCoUCotEo2u025ubmLpTPU0eMOkw2m41d5Klzc9oYcX9/n/2fqEvldDo5XHVubu7KzxHiBr1ppVQqoVQqeVw4rAtkMpnObJDoHL7qKpfLr0Sd9jrrKw96rmqVf1m1221sb29DJpPh3r17b8Su5KrV6/VYur28vMwhns9Tt2/fRiQSQSAQgMPhYAXR0dERIpEId3boIUBKibm5OZbl3rp1C3K5nJU44XAYvV4P7XYbYrEYKpUKKysr2N3dhc/n41yli4rIn3q9HuVyGVtbW5ibm+O2fblcZrBhMpnQarWQTqeRSqUgl8thNBqRzWbx9OlT/hlyuZzl0f2LerPZZEt8+uV0Oi8EG7RbNpvNSKfT8Pv9l44FJicnkc/nOfvsPFKuTCZjJRxxos4r8rc5b8TV6XRQr9dRLpcZGCmVSkSj0QHPHeDkuqJwS/KBOe33Qwotej2VSnVhpyebzaLZbA6E0p53nMfHx5BKpXC5XNjb27uwE0ML9cLCAn9O/WRoShD3+/0Dho8qlQqTk5NQqVTsUr65uQmn0zlwTbbbbfzxH/8xd/uSySQSiQSTru12O3vyUMcUAEeSdLtdzM7ODnCtrFYr8vk8O28Tv4tiSg4PD6FUKnHr1q1zx5qdTgfBYBDxeBztdpuNJ0n+DoA3AP3GiIeHh0gkEtzxq1armJqaYqsClUqF+fn5Cz+j/urn/L2p1R+BAZycE1K+tlotGAwGmEwm6HS6K498r7ve9ggK4A0DPdeN9EUi0YCk9HmrWq1iY2MDLpfrUgXKm1ZkuCcQCHD//n00Go0XUpVJpVLcv38fP/nJT5gUeffuXYRCIRwdHWFsbAzT09MDoIdiHaanp+H1erG3tweVSgWRSITV1VXkcjns7u4ik8nAZDJBrVZDKpVieXkZBwcHHKTodruHPkjI6I8Sni0WCzweD5OmaUywtLTEDwQyQ6R8n3w+D7/fz68nEAiQTCZRq9UgFArZF6bdbiOVSqHb7WJ+fh5qtRr7+/vY2dnBwsLCuYsPOQPPzs6y5F8ul184wqEx1/7+/pndPhWRiBUKBXQ6HVKpFFwu17ldSiJoh8NhXuj6zQHp74eHhxAIBKhWqxeCZMrSkkgk5yqTqGtCbtm0cNIuuv8zTSQSEIvFlxKtSVI/PT3NYIsUd6er30yw3+eov6RSKTv97u/vo1qtQqlUIpfL4enTp5iYmIDZbIbJZILP5+PgVKPRiGq1iidPnqDT6cBms7GBotFoHACrdH6ooxKNRhEIBCCRSLC4uDh0sZqamkKlUsHR0RHz5IrFIlKpFIfMntcRi0ajCIfDbOtBPDelUjm0K0SgxOfzoVAoQKfToVQqoVKpYHR0FGq1Guvr62i32xgfH+fF/6r1JnZ6LqrTXaBcLodkMgmPx4N6vY54PA6z2fxKLFWo3oGet7yuY7yVTqeZaHtebszzFnmTvK4dTqPRwMbGBmw2G1wuF/s3vKiUfnR0FBMTEyxDz+fzuHfvHr788ks8fvwYAFjSXavVWFVErXSfz4dQKASHw8Fusb1eD19++SXi8TjK5TJsNhucTicWFxfh9XqRTCaHOuc2m00cHx9DLpez6Z/RaMTKygoODg7w9OlT9Ho9fPOb3zy3E9NPfp2ZmcFnn32GRCKBbrfLGWO5XA7Hx8ccvkgyeOBE+XJ4eIjd3V3Mzc0NXVibzSbvmmdmZrCzs8PHfZHqymg0MgeKTCL7q39HOTY2hnw+j0gkApfLxQsWZXxVq1V+T+TmrNfrIZFIoFAooNVq2UjP5XIx36rfTK//3ItEImQyGRwcHGB2dhYqlYqNESkmgn6nblC73UahUIDP5+OfI5VKIZPJIBAIEAqFLjW6azabiEaj0Gg0PF45j9+XSqUQi8VgNBqvZCZIPC0y6VxbW4Pdbkev18Pe3h6TsSuVCkKhEDqdDsrlMjQaDW7duoXFxcULfYKAk66Qz+dDIpFg/tB5IJU4a1tbWzg8PITZbEYwGIRYLMbExMRQwJPNZhEIBFCr1ZjMn8vlWMl2EVfu8PAQ6XSafa4KhQJ3Xnd2dlAoFKBQKOB2u881RvwqFpmNms1m9Ho9fPHFF+h0Otjd3UWn0+EuEI3WX1a9G2+95fUioKfX6+H4+BipVOpSj5rnLQIYr+OBQO7Rc3NzA7vm6/IPunfvHpLJJJvp3bp1CxMTE0ilUnj69Cl/Lqc7cRQCSm64xEEhDovZbEar1WLPFAJscrkcwWAQm5ubA/LaQCCAdrvN4Yq0sMjlcs6iUiqV8Hg8V5Iba7VaTo5XKpWYm5tDpVLB3t4eSqUS1Go1jwVIYi8QCCCRSJDNZvHkyROsrKyckZr3q3BIBba5ucmOzRfxVyYmJlAsFuHz+QY8W5rNJnq9HiQSCZrNJhs2rq2tcTwFAJbeGwwGDqs8PDyEXq8f4BYRKfvjjz/G3t4eyuUygOE+PlRE2FSpVOfuMGu1GpLJJJxOJ9rtNmKxGJaXlzlWo1arsQcSPbS/+OILqNVqDlztHzH6/X70er2B8aBEImEuF31dpVKBz+eDXC4fcA8/rw4ODpDJZOBwODA5OcmGf6QMbLVaHI/R6XQ4AkMoFMJut5/x0zld9Lwibxiz2YypqalLxyBqtRoTExP8uTocDggEgjPfRxYRhUIBUqkU4+Pj7GpO4CqVSp37Ov2AZ2pqChsbG5DL5ZiYmODctm63y3lf/caI9GdS/X2VQRB9Ni6XCy6XC+12G7lcDolEgkeSRqMRJpPp2tedd52eG1YvY7z1PKCn0+lgZ2cHIpEI9+/ff2k36OvIBgNORgQ+n2+oe/R1gR4aP/30pz9FOBzG5OQkW9j7/X5sbGwwx+Z0kVyd3Gqnpqa42yGRSDA7O4tCocBqLAI/ExMTCAQC2NnZwfz8PI+aLBYLj5XonG9vb0OlUuHb3/42YrEYAoEANjc3MT09fe6Ig0oikcBms0EqlWJ7exvACcn13r17kEqlSKfTyGazkEgkkMvlLIGXyWRIpVL4wQ9+gLGxMTgcDh51tFqtgR0YqcC2t7fZDfs8QEYLmMfj4Wwp4ISYnc/n0Wq1EIlEBhYdsVgMt9sNtVo9FFBRjhqBhFgshlAoNODBQ0DiInI03X8XLdz5fB7ACTk7m81CKBRCo9EMjAKbzSbq9TqcTidsNhtnc9F1QCNG4KR7MzY2NnBt0z1GvkJklQCc+CtdBix2d3eRSCSg0WjQ6XRYEZVIJDgCQqPRQK/Xw2AwoFQq4ZNPPmFbgnQ6jf/zf/4PFhcXYbPZmAzdX81mE4lEgjsll/HUqIiE3Gw22URwbW2Nzz1xzNLpNEvLrVYrPB4PyuUye1MRB5LS2/vrNOAhAK3X69Hr9VjBJhKJsLi4eMYYkcAPPVv6zRO/ygAIOLk2LRYLLBYL8+AymcxL6QK97blbwBsGeq67yJn0WapWq2FjYwNOp/NSsuSL1qvO3yL1WS6XO9c9+rpAT6/Xw9jYGMbGxnBwcIC9vT2Mj4+jXC7jG9/4Bn784x9zbMUwpZJarYbFYkGpVMLh4SEcDgd7jgA/80wpFAoIhUL8szQaDadVE1eBYiqAkwfwkydPMDo6yiO2kZERqFQqeDweViNdlghN5oYkAx8ZGeHoCJPJhF6vh0qlglQqxUGfdrsdDocDx8fHiEajHNMhEAgQj8dhsVgQiUR4pKdSqTA7O4v9/X3s7+/j1q1b5y7OFosFqVQKh4eHyGazaLfbzKdRqVQMJLVaLatuLoqyMJlMnENVq9WQy+XOePBIJBK0223mZQ0rWngv6qAVCgX2CCIAdFrSS6Btenp64KFNwaqlUgn5fJ5HSiqViqMdiAMG/Az0EK9iZmbmDOijQNxyucycJeKEEXCVy+XMy1Gr1QMGnsfHx3j06BHsdjtu374NnU6HaDSKo6MjhMNhBqJ6vZ6doYvFIhOW7Xb7lQEPAfZer4eFhQVkMhnOL2s0GggGg4hGo+h2uzCbzZiYmECtVsPOzg5arRYmJiYG3MPJbLD/uXka8ABg4jP5Xun1elQqFeh0ujM8NFqo6fyQGox+b7fb/Od3XSABVCoV21hQFygej3MXiMjSz6MefidZf8vrWTs92WwWe3t7WFxcvNS99jrqVSatU3dDKpXi7t275z5YXrTbRuoOkqBSzEQsFoPZbOaH6S/8wi/gf/7P/8keOPfv3z/zs1QqFdxuN+dh5XK5Mzc6gR/ioBSLRXS7XaRSKdTrdeb40IjE4/Hg3r17Z4iaOp2OeT6BQADlcplJsKeLeBqRSARut5u9iba3tzk8VSAQQK1WQ61WY3JyktU/ZJRH50qpVEImkyEajbJbM5VQKGTCdzgc5gTu0+TeUqmEeDyObDaLQqGAcrnM3CFyIu4fYY6Pj2NrawuBQODcsQ4lT29vb/Pi3X/NdLtdyGQyBj3nFfE6LuqkEOeFulB0jvtN9pLJJLRa7ZldKgFEh8MBv9+PRqPBXcJYLIZYLAaFQsHH2mq12J2bVFKJRIJjFKrV6sCCn8vlOO5iamoKarV64PzX63VW6BFHY3d3FxMTE5wfBpyAYrFYDJ/PB4FAgJWVFTSbTaRSKaytraFYLLIC6yqLEknsyRWawNva2hri8TgqlQrS6TQD3fHxcWg0GsRiMRwfHzM5+jRPkWwDaHMxDPCQbYBYLEY6nWY7BAJel1V/d4fcrE0mE3eECPi8rQDoWWIgTneBKpUKR+x0u10eg9Hm6bKie+1trjcK9Lyu8Vav10MoFEI0GsW9e/eGms69jHpVURT1eh3r6+svvXt1GvAIBAJoNBosLi7i888/x/HxMaxWK7LZLCYnJ/HzP//z+MEPfoDd3V1UKhU8ePAACoVioNNE/JZIJDIg5T49gtLr9dDr9Qx+EokEGo0GYrEYut0uJBIJkskkPvroo3P9SshLiPLGqtXqUPt9ys2yWq1YXFyEVCrlxYTGcafVRf3qn263i3Q6jc3NTRwcHECv10OlUmFubg52u53JxfV6HfV6ncdIfr8fmUyG7e9p5EOeQ5QJFY/HmXydyWTOdPTUajVMJhPS6TR3uYZVPp9Hp9PB3NzcmcWn1+tBJpOhUqlcCHouM2Erl8toNpuw2+0AMLAYUpFh40Xdt1wux1EIJJWmsQ/FKyQSCaTTaR4lCgQCJBIJACfPHplMxkBVqVTy//Uv+KeLOqPNZhNPnz5FIBDA4uLiGQdv4GRsezoxncZyRqMRBoMBW1tbKBaLTHylGJHT79Xn86HVasHhcMDlckEkEnGUyfHxMdrtNvR6PcvcKQE9mUxCpVINzdECTjh2BHqIw3T6/ZNtAH127XYbpVIJU1NTmJiYOPczOl3dbhd7e3uQy+WYmpriXCh6hpBSkEDz2wKAnpfH2b+RGh8fZz5ZNBrF/v4+39dGo/HcLlClUrk0F/BNrzcK9Fx3XQVUkBtwt9vFe++990q9E15F6GihUMD29jYWFhYuNCd70RoGeKgWFhbg8Xh4d0hGgyMjIwxo4vE4PvnkE9y5c4cX4f6fQQnjNCo77YNCpdfroVQqOT2ddt/NZhMWi+VS5YJIJGLflaOjozMgJpvNcqgoAR4AcDgc0Gg0ODw8xOHhIUqlEi9Gp0soFLKrrsfjQSgUYkOzdDrNWVAqlWqg87G+vo5YLMbjEVoQ5HI5JBIJj2Oq1SqSySQikQi63S574JBHjlQqxdjYGDKZDC/S/dVqtbCxscFqr2w2e8ZkjvhBYrH4QluIy0APjbOos3p6MaAuj0qlGui+Uvo7Ab/t7W20220YDAaOlKBf5AHTbDZRKpX4HAgEAoyNjUGj0ZzxWjo8PGRPnYsS04VCIUqlEj777DMkk0k8ePDgQn8lg8GAW7duYWtrCz/4wQ+g1+u5iyQSiTh/TK/XIxaLYX9/HyqVChaLBXq9HtFolHlEZIGQTqeRTCZRKpW4AweAAU+z2cT+/v4Z/s6warVakMvlSCQSaLVaGBkZOfP+SaBQrVYhFApRKBRgMplw9+7dc9/36ep2u9je3oZGo+HzRdd6/xis3xiRnuVvehfoutyYxWIxrFYr+5mRd9b29jZH6JjNZmg0Gj631Wr1uYnMf/AHf4B//s//Ofb29vDo0aOh3XkA+L//9//i7//9v49Op4Pvfve7+Mf/+B8/93t8nnoHei4APfV6nSXb4+Pjr9wn4mV3eqj7sLq6+lJlikRSpNb06fMoEomwtLSEzz//HJlMBiKRCLdu3YJUKoXVamW5diQSwZMnT+BwOIY6lur1etjtdsjlcoTDYR7jnH6AkPx2fn6e07VpBPTZZ5/hzp07l8qTrVYrVCoVDg4OcHh4iEqlAq1Wywowi8VyZjelVqtx+/ZtHseVSqUBZ93TRV2sdrvNRn9LS0u8k69WqzAYDPxaMpkMjUYD7XYbExMTPMIiUmm9XketVoNKpUK1WkUkEoFIJIJCoThDlhcKhSgWizxW02g0LOsOBAIYGxuDwWBAMplEOByGRqNhI0Eq6o5cBHrIULK/+q/5TCbDCxiNIJvNJneootEo4vE4bDYbtre3Gcj0j6DS6TQnpxcKBUgkEkgkEiiVSkilUkilUiYJ2+12LC8vc/hsNBqF3W4fWAiGjXTOq3K5DJ/PB4VCgW9+85uXBsACYGuAdruNTqeDiYkJPq/0TOgfaZTLZYRCITx8+BDtdpvVUaSmI1NBh8MBu92OQCCAjY0N9Ho9FAoFeDyeofyd01Wr1dBqtVAsFjlO4vT7p/fb7ymkUqnw4YcfXnkhJyK40Wi8kLtEY7DTxoj9ztBvoiT+ZURQUFddo9FgYmKCo3UikQgymQx+//d/H7/wC7/AFgPPU0tLS/jDP/xD/M2/+TfP/ZpOp4O/83f+Dr7//e9jdHQU7733Hv7cn/tzlzrMX2d9pUHPRSAmn8+zyudZTbSuq15Wp6fX68Hr9aJYLOK99957qeowckoGzu7S+2tmZoZ3rvF4HB6PB7du3YLVakUsFoPNZoNGo8Hx8TECgQBardaAKywAVkJNTk5y4vX6+vqAszIAJnIeHR3BaDTi7t278Pl8ePLkCYrFIn7605/CaDTC7XZf6JSsUqlw+/ZtHBwc4OjoCMViETabjUdUw4qADBnLbW1tYXp6+sIu29jYGILBIC8oCwsL/BqUAZVIJCCTyeB0OtnfiXgXxGvpr7m5Ofzwhz/kUaJcLmewQORRIvsmk0n2lqERUaFQ4F+JRAKVSmVAbhwOh1EoFNBut9FoNAaI4sRZ6PV6iEajbGJ4msvQ6XQQjUYhl8uxtrYG4GRRpewiiUTCrsW9Xg+tVmsAzEgkEgZ7brcbCwsLQxeTWq2Gzc1N9q4hqXA2m2UX5VgsxqPFfD5/JcDj9/txdHSEdruNX/7lX750B12r1XB0dMSk6A8++ADBYBBer5cXhX6yPvAz48ZCoQC73c6eOp9//jmToScnJzExMcEg3Gg08rlPp9OQSCRYWFi4VJVIHVeRSASDwYC5ubkzn9fjx49RqVQglUo5f+7evXtXXkg7nQ42NjZgtVqv5ItE1U+GlkgkDH7eREn8q7ApkUgk3AWiDeT3vvc9fP/738fDhw/xF//iX8Sv/uqvXsjvPF1X4Ws9evQI09PTcLvdAIDf+q3fwv/6X//rHeg5r15VpyUcDrP89nUaNb2MTk+73cbW1haUSiXu3r370s7pReOs8+r9999nb5QvvvgCRqMRDocDarUamUwGq6urEIlEvDD4/X6IxWIeE9HC3mg0mJhJzsoTExPcIaLMpXv37rGSxGw2Y2xsDE6nE6FQiENjQ6EQG/wN696IRCLMzc0hFosxf4HcaC+qkZERHnft7++zt8t555Kk68ViETs7O3C73UilUojH45DJZFhdXYXRaESpVEIikUAikUAul8PCwgImJibOnH8aYeXzeWQyGSwvLw8FBAaDAcFgkGXzv/Zrv8YdHyJf+3w+VimRuSDlqRGYUiqVPHagYxEIBMjlclAoFBxHQiUUClGpVFAqleB0OnnjUSgU0Ov14Ha7GVjOzs4OzVdrNptYX1+HXq8/F/A0m03s7e2h2+2eGW+S4WQul0MoFML6+jo7e18EeJrNJjweD46Ojvj6uAzwxGIxBINBdLtdOJ1OlrKT51Q0GsXIyAiEQiGDw1qtBp/Ph2w2y3Ei5LGzurrKXdJ0Oo21tTVIJBJYLBb+7MLhMJaWlphcf151Oh34fD74/X6IRCLYbDZ2RO9/z/v7+5woX6/XIRAIMDMzc2WX+na7jY2NDTgcjhfmlVwmib/JXaBXHTYqEonw4Ycf4sMPP0QsFsM/+Af/AKFQCP/m3/wbrK2tYXV1Fb//+79/LQTnSCQywBulzMNXWW8U6AHAu7qXUd1uF/v7+2g2m3jw4MFryT7pr+sGPbVaDevr69cSl0GjqvP+71kBD3CyEH/wwQcol8tIJBL40Y9+hJ/7uZ+D2WxmWfD8/Dzq9TrHEoRCIRQKBUxPTzNXgcYp5Kx8eHgIv9+PcrkMsVjMCdb90ln6XpFIhI8//hiJRAIej4dBRLFY5MXfYrHAZDLx9UEy8vv376NUKvH3TU1NXfig0Gg0WF5ehtfrRSwW43HcaWBFD+qRkRGYTCZsb28z0LBYLHC5XLyoms1mTE5OolQq4enTp1hbW4PX64XL5WLeBz3kKXqiVCoN+Pf0l8PhwOHhIba3t/Fn/syfGVgcFQoF1Go1+7uMj4/z/xHPR6lUwu/3Dxxjf1F0yDAQ4ff7GbDQOaGFXa/Xw+/3Q6lUnhs5QQnj5wEe4nM1Gg3OdhvWoaOQU3KcbjabDDxPg4VKpYL9/X2Ew2GYTCYsLCxcaOjX391RKpWYnp4eOE8ulwvFYhGBQIAjKchfant7G4VCATKZDDqdDhqNBjabbeDa7Oc6UX4cGWXStXyRwV2hUOCucKVSYdVePzhsNpscA6NUKpHNZtFqtTA7O3vlfK1Wq8XPpssCgp+1LpPE3zQu0OtKWAdORqujo6P46KOP8Fu/9VvodrtYW1vja/Jb3/oW4vH4me/7l//yX+LP//k//6oP97nqjQM9L6toV2g2m7GwsHAjcl6uc7xF+VS3bt26tI191eMadmM+L+Ch0uv1ePDgAT755BPk83k8evSI5dDJZBJGoxHLy8uIx+NotVq8k63VanC5XOw/QqVQKLC0tAS/3w+/349YLAan03lGRUKLKo1hbDYbDAYDy34FAgGUSiXK5TJ3mQwGA9RqNSKRCLRaLYOGTCaDYrGI7e1tWCwWTE5OnvsQI0UYdRfX19cxMzNzhpRL55ZIx6RksVqtQ8GERqPBxx9/jJ2dHRSLRXQ6HSQSCRwcHDDxtdVqsZdMLBZj76P+z5IiCywWC7LZ7BmwLBKJ2DRw2MOalI61Wu3McdLCc954tVQqQaFQDIBAup7IjXt8fHzouY1GoygUCnA6nUOBJwGearXK40UaC/ZXP+dlcXERZrOZnbQ3NjYwPj7O4DmdTsPj8SCRSGB8fBx37ty5MHcsGo0iGAyi1+thdHQUTqfzzHsRiUSYnZ1l922hUAi/349QKMSE95GREdjt9gtHSJQN12g04HA4oNPpIJVKEY/HEQgEoFKpOAaBzncwGMTx8TGKxSLHtNCmsz/hnYQApGir1+twOBxYWlq6klcMPXsnJyevxHl60bqKMeLrHIO9zuihSqUycB0JhULcu3eP//4nf/InL/TzqZNOFQ6HX3le5Vce9AgEAubvzM7OvpKb7qolEl1PIGokEkEwGMTdu3cvbGNftc4DPZcRlq9a4+PjWFxcxMbGBnK5HHZ2dqDT6dgThZKx0+k0mw2WSiX4fD5+QJ8+XkruViqV3NnoV0+R0qifL0GAJJFI4Pj4GNVqFXa7HUqlkk3e9vb20Gq1cOvWLX5gaDQaXjySySTy+TzGx8cvvLZGR0d5HLe/vz+gPuv1emg0Gtjf34dAIIDb7YbZbIbP57tQCUaE8N3dXT6G+fl5lMtlpFIp+Hw+zikTCAQDoZS9Xg/7+/vo9Xr4+OOPsbm5iUgkArvdfuZ1yKgwk8kMqLj6fYSGXccXuTF3Oh1UKpVzz1k8HodYLGYpe3/VajUEg0GoVKqhvBDyfimVSpiYmOBjPt1FTiaT8Pl8bJBJI0uXywWj0Qiv18s2ATKZjCXvCwsLzHehcVQ/IKSxFBlDkr/PsKLzIBKJONqDxnu3bt2CzWa7sCvQbDb5GMViMSYnJ1EsFhGLxSCVSjExMQGDwYByuYx0Oo2NjQ00m01W+fV6PU7+lslk0Ov1TGyneJV2u43JyUk8evSI/295eflKm6tGo4H19XVMT0+/Fu7kRV2gflI0/f+rACOvs9PzsmMo3nvvPXg8Hvj9fjidTvy3//bf8F/+y395aa83rN440HPd4612u42dnZ0BKfRNqRd1ZO71ejg4OECtVrtWwvKwDtRVCctXrcXFRaTTaSQSCVSrVbRaLYhEIsTjcU67poW8UCggFouhUqkwJ0in08HpdEIsFvPY4ud//uf5wRyLxZDJZOB0OnmnLpFIuNPTX/1dHzKzozgKck0mbx5q74+MjGBubg65XA5+vx8ejwfJZHLoSISKDBC9Xi8bKc7OziIejyOZTGJkZGTASLBfCXbeaIwW7N3dXXbmJYDV7XYRj8eZAH58fIxcLofV1VVEo1HodDpMTk7y6Gpvbw/hcHhgjAX8zKgwnU4zgKB7lABUtVodAJSdToc/12H3cy6XYy5TfwmFQtTrdXS7XczOzg5dHDweD7szn/f/hUJhwHUbGHy2BAIBRCIRzk87/Zmp1WosLy/j6OgIu7u7qNVqkEgk+NrXvjYAtE6bKV6lu0MGc8ViEaVSiYM76f4aGxvDt7/97TPvq786nQ7i8TjC4TC63S6sVitcLhfHoNDIjrg3pOxRqVRYX19HMplk91+1Ws0RFnK5HKVSCQKBADs7O2w4SICPhARXISGTP9js7OxLtct4ljrdBeoHP6/KGPF1dnrIpf556n/8j/+B3/md30EqlcKf/bN/Fnfu3MH/+3//D9FoFN/97nfxR3/0RxCLxfi3//bf4pd/+ZfR6XTwN/7G38CtW7eu+V1cXG8c6Lmu6vV6ODw8RKvVwoMHD24c4AFezJGZSIFarRZ37ty51nHdadBDO6MX6e6cLoVCgZWVFXz22Wcc1JjP57G9vQ2n0znA85mcnGRQQnwfn8/HQMjtdsPtdnOwJwGd4+Nj+P1+JBIJTExMcPDmsDrd9dnY2GDJ+L1799g9N51OI5fLsXEg8SxIdUQmkMMWu/7XCQaDCAaD+P73v89ho7du3RpYHPqNGSlMdVg2GAGfvb09BINBACedpV6vB7FYzMczNjaGzc1NfPbZZ8wLicfjMJvNMBgM0Ol0iMVicDgcA+CKFvRQKASpVMqjNIrZiMfjA3EbVPV6HclkksNCyblYLBYjk8mgUqnAbrej2+1CqVQy8CgUCjAYDEPb4qRyGx8fH3pPe71eZLNZNu3rL7rfqDOm1+svzN1KJBJsJVAqlWCxWIZ2GYETIHN4eMjdnenpaT6+TqfDoLlQKPA1KBAI2ILAarVidnYWe3t7l3YB8vk8dybJ8bt/xNdqtfiYCeSTzxON46amptjyIJvN4tGjR2i328jn8+j1etja2oJCoWDOTiwWg0AggMlkujQ4FTjhjlD474uO219WDRuDnQZCL4MM/To7PS9Sv/7rv45f//VfP/PvIyMj+KM/+iP++6/+6q/iV3/1V1/loQ3UVxL0kLmaXq+/MTuMYfW8ROZqtYr19XW43e6h7f8XLQI9L8rfuaxI0XR4eAiJRAKFQoFkMonHjx+zsq5QKAA44QKtrq5CLpdje3sbpVIJuVwOer0e6XQaYrF4YPdpMBhgMBgQjUYRDoexu7uLer1+KQeBuj5ffvklstksZDIZAwGSOlcqFU4mz+VyyGQyAMA28Xt7e4jFYpifnz9X5eV0OhGPx3nEcNoD5/TXqtVqzgYbZswoEomwsLCA/f19VgmdJqPrdDq0222o1WrMzMxArVZzDIJQKIRKpUK5XMb6+josFgvLwWkcQv5BBoOBuTo6nY6dgOn80wJRLBY5wkGpVA5I5iuVCnq93gBpUiAQDHyuNEqh81IqlRCJRLjLd7pIfk88q9PVbreZMOx0Os90tKj6x1NisRhSqRTf/va3EYlEmDxNZFzyO9rc3IRUKsXo6ChfI8FgkLs59FloNBoYjUY0Gg3k83m2IRgfH4dUKoXf72eX7dPXw7BR1umcK/o6Gk81Gg0kEgk8fvyYyc0rKyucZQf8TD04PT2Nzc1NpNNpDrokpWMoFIJMJsPKysqlI/RKpYKtrS0sLi6yEelNr1dJhiYH9VddxBN82+srB3oobHJqaooNzV5VvtWz1vMQmTOZDPb397G0tHSpbPpFjqt/7v0yAA/V7du3kUgkUCqVMDY2NiAFpkwf4vmQySHxVaampmCxWNDtdtljpFgsDow0RkZGmJy6t7eHVCoFr9d7KflYr9ej3W5Dp9MhGAwiHo9jZGSEE7LFYjG3bWmhLpVKEIlEKBQKCAQCCAaDsFqtzCvpXyw8Hg/a7Tbu37+PZDKJ4+Nj7OzswOVyDSxIVDQaOzw8ZGPG6enpgYcndYZIXdTtdvn/SQr/4YcfIhQK4fj4GEtLSxgfH4der0cymUQsFkMkEsHR0RFMJhOsVitMJhO7Qx8eHrJ3UbvdZtAqFouRTCbPdLfIPXp8fHyAR1Aul1EqlTA6Ogq73c6ZV/V6nRfcRqOB3d1dtt5XqVSIRqOQSCRD88IoOsRoNA79/0KhgGg0CpFIhOnp6TMO01SRSAShUAi9Xo/l7Kurq9BoNOz27PP50G63YTQacXR0hHw+z0Cq0Wjg8ePH3M2RSqXcSdNqteyU3el0oNfrz3SsCOhns9kBvlMkEhk6yjpddN/S/bK3t4d6vc7p60tLS2eurVQqxZEc6XQaJpMJH3/8MaRSKR4/foyDgwN0Oh3Y7XYoFAq+H4dVqVTC9vY2lpeXXyp35GXXy5TEv87xFvDqrGFeV71xoOdFPpBEIgGfz4eVlRW+4V5VvtXz1LMeGz3YX3Y+mFAo5OTjlwl4gJNz8ODBA/zpn/4pq4ei0Sh8Ph9MJhOHGhKQSSQSaLfbTA4tFotQKpUYHx9HNptFMBjksRMtwlKpFJOTk+j1ekzYzefzA3yf/up0OigWi3A4HJidnUUqlUI4HOZ09NOp4sSXoCqVSkilUjg6OkI8HkcikYBOp4PJZIJGo0Eul0Oj0YDL5eKORLVahUKhQDAYRCqVgtvtPgNqpVIplpaWmI+ytbWF2dnZgdcm4HNwcACPxwO5XM4RF3fu3IFCoYBEIsGjR4/w4x//GAaDgT9jk8mE0dFRRCIRCAQC6PV6FAoF9oix2Wws7+8v4vXU6/WBBZxGK6cXSOqMkS+SVCqFTqdDOp2GQqGA0+nE8vIyxGIxB6hub2+jWq3CZrMhFArBarXy+47FYgiHw9DpdEMBTyKRwNHREQQCAUZGRoYCHuKKlctlqNVqmM1mBINB3L59m+XbUqkUy8vL2NrawtOnTwfSwWu1GsLhMHdz7HY7DAYDn49kMomtrS00Gg2oVCoGm6dLJpMxiCSTSL/fz+nYbrf7QpuEWq2GTqeDSCTC4/2JiQk8ePBg6Cap2WwiFouh0WggmUxCqVRyBl4oFILX64VYLMbS0hKWl5c5M44I0P0xB8ViEbu7u1hZWbmRdILnrfO6QASEiIt1VUXY6xpvDXNHfxvr7X+HOOtA3B+w+DaAHvIXos7Ay7xher0etFotdnd3odfrYbVaYTAYXurOxGQyYW5uDnt7ewxWkskk0uk02u02NBoNc3RyuRw+/PBDbG5ucsL68fExgsEgnE4nbDYbL0DxeJwt+0UiETQaDTvBZjKZAb5P/wJEJFuSlVMkAEUyZDIZdLtdjI6ODvUcIRDkdruRz+ext7eHXC6HdDqNSCTCURGZTAbNZhPFYpGTt2mUsLOzA7PZPOC0S0XGjF6vF9vb22zMSEWGedT9evLkCb75zW+i1WrB5/Px8ddqNV7ITSYTv45arYbf74dOp8PS0hKDOEotBzBACCdQQAsz1XnqLTIs7AeOnU4HwWAQEokEMpmMA1RtNhvC4TAqlQocDgfkcjmSySQSiQTkcjlzwfR6Pebn58+8FtkYKJVKjI6ODt0sBINBBnoulwsymQxHR0dYXV3ln18ul1Eul5l0Xi6XOeVaJpPBYDBwdEf/MeRyOQSDQVQqFchkMszMzJyrWKOF1GAwIJvNYmdnB4VC4cJR1unv39/fh9frhUgkQq/Xw+TkJL71rW8N/fpms4nHjx8jlUrBbDZDJpPB5XIxAP30009Rq9UwNzeHr33ta3wPTU5OotVqIZ1OIxAIoFwuQ6FQoFQqYXV19a0CPMPqKpJ4+pphz83X1ek5LVd/W+utBz3tdhubm5tQqVRDHYhvMui5ynir2WxiY2MDJpOJlTYvq+jGHRkZgcPhQD6fRzKZ5LGGxWKB2Ww+k9p9HXX79m3kcjlEo1Ho9XoGL4lEAuvr60in03A6nbhz5w6EQiFL3KempqDVauHz+TgaYWxsDC6XC6FQiMHPyMgId//I4bif70N2/gqFAtlsFgKB4AwfjGzdu90ujo+P4fP5EIlEMDo6eu64hHyJaLxWr9dhMBgwNTWFRqOBXC6HVCqFarWKR48eQSaTQS6Xo1gs8oI9MTFxhn9CfkZkzEhmif3SW3qwCoVC/OQnP4FCoYBAIGDPIUrkPi1FdzgcyGQyiEQisFgs0Gq10Gq1mJqawtOnTzncktRZOp0OvV6P85ioSJHXDwJolHV6ASf/l5GRkQGzv2w2i1AoBL1ez8nllJ5O54cAUrPZZCDV6XRwcHCAfD7PIy9SI1FVKhV4vV5UKhUG2/F4HKFQCCMjI9je3mYpPo3k6Nqbn59HsVjkDt3s7OzAglIulxEIBBi0jI+PD7UD6C9y/BYIBIhGozzCJL7PeUXvgz7LbreLxcVFNJvNc1VWNFKNx+MwGAwYGRlhxVs6ncYnn3yCUqkEt9s9dKMlkUjgcDj4Wtnb24PFYsHOzg4kEgl7Ar1Ox/tXUc/DBXpdnZ5yufwO9NzEepZFvVKpYGNj48JdEDmc3sS6DJCVy2VW7Jy3qF5HDSMs06JPOT7k/bK2tsaBmxaL5Vp8gai+/vWv49NPP0U0GuWFTK1WY2trC8fHx5DL5byImc1mTgC3WCxYWlpCJBJBNBqF3++HXC7H9PQ0Go0GQqEQgsEgt+BpcSaODnF21tfXYbfbkcvloNVqz30wWSwWNs6LxWLwer0Mfobt4kUiEex2OyurtFotUqkUAxe/349wOAyLxcKqMPIeSqfTiMVifGwGgwFyuRxKpZIDSo+Pj1lNNT8/D5lMhv39fVSrVeh0OpaT22w23L17d4Br0e12EQwG4fF4Btx1p6amsL6+Dp/Ph6WlJf730dFR9pUhd+FUKoVIJIJqtQqpVAqTyQSJRDK0nZ7NZgFgwGW50+kgHA5DqVTCarUilUoxKdzj8UAqlQ6orOiak0gkcLvdUCqVyOfzWF9fZw7S8fExarXaAGFZIBCw47LP50MoFGJid7VaxcOHD1Gr1WCz2dBoNDiolVyRafxH3b18Ps8hurQRqNVqCIVCPMIjAvxlixw5I8diMRgMBiiVSjgcjqHjOjpnmUwGx8fHiEQiDPisViubc+7t7Z3h1fQ7RAuFQhgMBthsNuTzeVitVuRyOWxsbCCfz8PhcPCo67yimJL33nuPpdC1Wg3pdBoHBwdoNBp8v/a7hb+tdRUuEAHbV10v26PnptQbB3quWqlUCoeHh1heXr5QIUA5QjexLvLpofe3srJyLZko51V/cjHtRk5Xv8+H2+1GvV5HKpVi4z7KraLZ/vOWSCTCRx99hEePHsHv9yMQCDB5mRyNi8UipqamMDk5CaFQiFQqxUDD6XRifn6ed7zZbBZ6vR5TU1Oo1+sIh8MIBoPY2dlBs9mE1WrlDo/dboff78fx8TFzas4jbIrFYohEIhiNRtjtdiQSCUSjUXg8HgY/p6MTKNfoww8/hFgs5oUxm82yd0Y/OZV4ItVqFcFgkLtS6XR6AJAJBALI5XIIBALEYjGkUim0223I5XIG+/fu3UOn00EsFsPh4SEWFhZ4IRsdHeX8J6/Xi+npaQBgbg2FcdKmgnhWlUoFQqGQwW+r1eK092AwCJFIhGKxeOYhm8vlIJVKB67pYDCIdruNmZkZXjCoU9Pr9c74E3m9XiSTyQHJeaVS4Wvk6dOnkMvlmJ+fh0QiQSAQQLPZ5O7J0dERms0m5HI5TCYTc8PUajW+9rWvsfIpFAqhUqlAqVQyQO4HL3q9Hnq9HoFAAPF4nL1z6DwNG02eLhoblstlVKtVKJVKLC8vIxaLDeVf1Go1xONxTs9uNptQq9Uc3ru7uwuTyYRSqQQAA+e/n6TtdDrR7XYRi8XQarXYw2h/fx/JZBI6nQ7vv//+hc8e6hatrq4OvE+FQoGxsTGMjY1xFl6/W/hpZ+i3tYZ1gSjuQywW84j4VRkjvgM9b2j1ej0cHR0hm83ivffeu/TGEYlE53qzvO4aZovf6/UQCASQTCav9P5epPodls8DPMNKLpfzQ63dbg/M9l+UB0TE5larhe3tbSiVSshkMkxPT7OyZ3d3l4MPiWhLDw673Y5isYjx8XEeg2xubjL4Iel1JpNBOp3mzoTVasXi4iJkMhlyuRzy+TyePHkCg8EAu90+wPmhz4S6AbQgxuNxBhaRSAQulwsGg4FDP/vJt7Ozs6jVaohEIvD5fBwjQnleIpEIarUaarWagyVJrgyAu2zUGSKy8eHhIfveSCQSdrQWiU4CW+PxONLpNFwuF8xmM8RiMaxWK2q1Go+KSA7vdDqZHE6cH5FIxCTffhdmuVyOer2OqakpBpmffvopUqkUHj58CJPJxIGq/V1LWsR1Oh0MBgMv1kQ8np2dhVqtZhBI/CitVguFQgGv14tWq4V6vY5EIsE+OO12G9vb2zAajczjyefz7Lo9OzuLiYkJyOVyHB4ewmazYW5uDuVymf12yAbhPM8lABzC+sUXX8Bms8FsNp/rIURF4Cgej6PRaLCXEgCOPEmn0wO8KTLyTKfTyOfznBU2Pj7OYDkQCPC1QWG9CoXiDEl7amoKrVYLT58+hVKpRLFYZPuAVCrF49/zMs8A8BhwdXX1wnF3f1eYund0Tw4jQ7/NRdfvysoKlErlGVfo/o3nywBA5XL5rR83Am8g6LnowqcHmUwmw7179650YdxkTs/p99rtdrG7uwsAuH///ktF/tcVKUFRAWQydx08oGQyCYlEgrt37+Lw8BCHh4eYmpritn+xWOQQTODEXdftdgMAq5EqlQpmZ2eZ25NKpbC1tYV2u80uvCSRJoKuSqXiHKrJyUlUq1XuxigUCthsNthsNn4v/YuSSCSC0+mE3W5nAvHe3h5UKhXv7E5765Dzs1wux/r6OvL5PLa2tqDT6TA6OjqgtqERDzlAp1Ip5uaoVCrk83n88Ic/xNjYGPtxEABoNBrodrtotVpQKBRIp9NYX19nIjhVNptFNBrF4eEhd3S63S6SySQ+++wzuN1uiEQiCIVCNJtNRCIRmM1mdLtdJmSHw+GBz9pgMGB0dBT5fJ75QLTb1Wg0iEajKBaL0Ov18Pl8qNVqCAQCEAgEsNlsCAQC8Pl8aDQabF+g1Wq5S0E75kwmg16vh7GxMYyOjrIqCTgBJmSA6XA48Au/8AuQSqXodrvY3t6GSqWCzWbD3t4e8vk8hELhQBL6sMrlcojFYtzBo87f4uLiudc1nbNkMolOpwOFQoHJyUlYrVaIRCIGLXK5HBKJhHlBqVSKE+npnI6MjJyRrWezWTZ5rNVqkMvlCAQCiEaj7LpNoz+Px4NqtcojVLPZzOBnZmaG76dhFY1GEYvFmOh91SL7ATJUPE2G1ul0MJvNMBqNb53KqFKpYHNzc0DKP8wYsR8AXbcx4rtOzxtW1WoVGxsbz5wgfpNBT39RKJ/VasX4+PgrISxf945CKBS+EA+o1+vB7/ejUCjgvffeg0AggEwmw9raGnw+H0ZHRyEQCLC0tMTjnmg0irW1NVbekL8PyaqlUimmpqYwNjbGXieJRAKbm5u4c+cOVlZWUKvVWC2WSqWQyWRY5j42NoZMJsNOzaFQCCqVCs1mc2ikhUgk4muUZMPpdBp2u53VZKe7d3K5HEajkTtRiUQCOzs70Gg0GB0dHQgnJb8XCsXc3NyESCSC3++HzWaD2+2Gy+VCoVDAp59+ygub2+2GSqVCp9NBuVyGx+NBPp+HVCplwGq1WuH3+3mko1Qq2dWZrAKUSiU6nQ7q9TqCwSDzOChaYX9/n3eTqVQKGo2GycPEOxGLxQgGgyiVSgx+kskkpFIpstksSqUSjEYjDAYDJBIJB7GqVCosLi6yY7RIJEIwGOQIDwLGVHa7HY8fP8bu7i6fY5LJkwBCo9Gg3W5ja2sLwIk55djY2NAOa7PZRDKZRDKZZN6VSqXitPl6vT70ui6Xy4hEIshms6yOHBkZOUOUpzFTsVhkq4Nms8mdaiL4j46OnrmHarUac5g6nQ4KhQK63S6DCbJ0ePr0KWq1GrrdLux2O5LJJORyOVQqFRKJBMxmM+7cuTP0fQDgDcRVXJkvq34yNIF0Iqi/TWToYYCnv/rHYBKJ5Iwk/rqMEcnB+22vtwL0vIgh303m9FCVSiVsbm6+9EDUl+2w3F+X8YBopERtbepySSSSgViNlZUVXpTC4TCMRiPC4TBWVlag1+vRbDaRyWSwtbWFZDLJC1+hUEChUODrhUCM0+nkhPfd3V0GFuPj4xgfH0cgEOAFhKS/pLaiLKtMJoN4PM6xF+eRl10uF0ubNRoNwuEwOwrTCJBiGYCThxodYywW426RWq3G6OgoL5L0sy0WCx4+fAiPxwO9Xg+LxcIbAp1Oh4mJCUQiEX7ojoyMcAdpdXWVCdCZTAazs7Pcedja2mKitsFg4AiDZrOJ5eVlNJtN5HI5dDodOBwO6PV61Go1HBwcsPdRq9VCo9Hg+Av6GTqdjsM69/f3kc/nYbfbUalUkM/n0Wg0oNVq8cEHH8DpdKJcLmN/f59dpGnkks/nuQNkNpsHlGtkWZBOp6FUKnnclsvlYDKZ0Gw28eTJE/aAAk6I1cPABICBLDdKICc11vb2NgQCAY+Ustksf07UOSNLApPJNKAiPP0a0WiUX6NcLqPdbjPR2mg0wuVynbthIMWbWCzG48ePkUwmYbPZMD09zVwd4v90Oh1IJBLE43EGu/V6HW63e6h5IVUgEEAul2MF5XUW+ULRGJm6sG86GfoywDOsXpYx4jvJ+g2t/oWY+C2JRAL3799/rqC0m97pabVa2Nrawu3bt18qCn+VgGdYneYBZTIZbmtTZ2ZkZOSMNFskEuHu3buo1+vweDy82BqNRoyOjkImk3FHgzx0RkZG0Gq1kM1mhxr8TU1NsVoqm80OAAuNRgOTycSqGer8pNNpyGQyGI1GLCws8IjG4/EgEAjAarUO7eKQ8/Di4iJKpRLi8Tiy2Sx3WUwmEz+IiHgslUoxPj7ORoHxeJw7KE6nk0FWIBBAJpPB3Nwc1Go1CoUCHj9+zAoekUgEnU7HCrFIJIJ0Og23281ATq1W4+joCDs7O5iZmYFOp8Pi4iK2trZwcHCAW7duMXCleA36/kqlglqthsnJSWi1WiaeExFYJpNxqns2m4VQKITNZuNQzHK5jImJCbhcLtRqNWxubqJer6PX62F3dxehUIh5KJSCTn4+8XgcEokEs7OzDISazSbHJgAYAArJZBI//vGPmayuUqmgUChgNBoxPj5+Bkx0Oh2k02nE43GOHRnG72q326yaolES8YtqtRpEIhEcDgecTufAtdFsNpHP5zmPq91uMwmafF6IP9Wf4zWsOp0Ojo+Pkc/nAZzI/7VaLRYXFzmfTi6XY3Z2lruj3W6Xj63VarGs/zzAc3R0hHK5jJWVlVcCOuRyOUZHRzE6OsrZZclkEgcHB1AqlbBYLDCZTM8dnvkqigDP0tLScz/bLzNGpD9fxRixXC7f6Fim66o3DvRQdTod7OzsQCQS4b333nvuG+2mStaJkN1sNvHBBx+8MsLy6wA8p0ssFjM/plQqYWNjg2MGCoXCGR4QqZ5qtRqi0SjS6TQeP34MjUYDi8WC+/fv4/DwEEKhkIFIo9FAq9UaKhc2m81sWOd2uweABfGBiKNB/i8UqEn8n3a7DYPBAKvVysqhSCTCii6dTsckaxq5UOeLFlRS7hBAI8k2HW//qIw6Px6PB6FQiEnaLpcLy8vLnAMWiUQQi8V4HAWccIcWFxeRSqUQCASwt7fHvk82mw1yuRwejwe7u7tsdLi4uIidnR3s7e3h1q1bMBgMMJvNLLUnojXxhqRSKcRiMUqlEqu4+sd/mUyGux0EXKRSKY9jiIC9tLSEUCgEo9GIeDyOdrvNpooU0UCg1+12cwAqqcy63e7QeAeZTIZut4tQKMTvfXJycqikmwi97Xab87SGAVrgZ+66lDO2t7cHu93OLuH93jwUV5LP5zl7DBgMHtXr9VCpVBAKhVCr1bh9+/a59xHxlsiqgUJjG40GpFIpfD4fX0N6vZ6NCylri0aNFCcyrMj4lbp8r+PZQeDPbDYzGTqdTmNrawvdbpdtCm4SGbof8Fyn+vZFjBErlcoZXuHbWG8k6KnVatjY2GCy3ovUTez0dDodbG9vQyKRcI7Ty6qbBnj6K5vN4vDwELdv32bux0U8oG984xv44Q9/iGg0img0iu9///u4c+cOJicnkc1mUa1WMTs7i1AoBI/Hw/b98/PzcDqdvAhqNBpIpVLkcjkO7yRgcXR0hEwmg/X1dYyNjXFuEiWV06JIoIXk61KpFPV6nccgxH3pdDowmUwD71skEjHoI9VUMpnkLgF5p1BHQSQSYXR0FA6HA9FoFE+fPkUul4NarYZGo+EHHoWsFgoFRCIR+P1+lMtleL1e7hAZjUYmQufzec76WllZwd7eHp+ziYkJzM/PDwCfiYkJ5PN57O/vo1QqQSKRoFgs4vPPP+e4CwDsC1QoFHB4eMhkXLFYDI/Hg0qlgmw2y3Lzg4MDVCoVTE1NsSKvWq3CbDazIaHX6+Vj0+l0EIlEKJVKKJfLDPC0Wi3Gxsa4u0cqqWQyiXw+z8aVGo0GSqVyAPCQOorIvFqtFjab7UL35Fwux4oqko+TEsvtdrOXDuWyETeHODTtdhuNRgO9Xo+dx2/fvg2n04m1tbVznwvlcnlgFNZsNmEymfDgwQN8+eWXPDK02WxsuLixscHdMa1Wy2q/8fHxgay6/ur1egxGFxcXb8Szo58MPTExwSR24ohptVq+zl8XGZoS5q8b8JyuZzVG/KpwegSXpKreuMjVZrOJTz/9FAsLCwOkxOetTqeDL7/8Eu+///41HN2LV71ex8bGBpuWPXr06FLZ5/NWvxrgps3BiYh8+/btc1vUxANKpVLMAzKZTNjb28Ph4SGq1Sq0Wi1mZmZgt9sRjUahVquxvLyMVCqFH/3oR+xCSuRRh8PBQZHpdBoPHjwY6AQ1m038+Mc/hlAoZCIvBZASpwAAO0BPTU1xRAFJpWu1GlqtForFIvsM6fV6GI3GczkZn3/+ORQKBeRyOcdgyGSyAdBH5NtarcYEVQI8SqUSZrMZVquVOxK7u7vweDwwmUwQiUQwmUwM/kqlEnw+Hz8Ip6amIJfL4fV6kclkoNVqMTs7i2q1ip2dHd5Rkyy8Wq3ye9JoNJBIJJBIJKzuogWy0+lwunqtVkO73UalUkG5XGa+ULFYxOTkJBYXF7GxsYG9vT2Mj4/jwYMHzK2i1yOOitfrxdHREV8D09PTHH5aKBSQSCSQzWb5HqCMtomJCeaBkSt2KpVCo9HgjoLdbh86TiIQQ+PJVquFaDTKEniRSISdnR0GudTNIRdsmUyGdrvN14pAIIBOp4PFYkEqlUKpVMLXvvY1dDodPHr0CFarFVNTU/z6pzlCBMb7rQwSiQRGR0exurqKcrmMUCiEZrOJer3OFgOtVgsWiwVzc3Pnjjt6vR729vYgEokwOzt7IwDPZUVkaAKhpMR8lWRoEty8bMBzWQ3rAn3nO9/BX//rfx2//uu//tqO61S9lIvqjQM9wMmFc1023b1eD59//jk+/PDDa/l5L1KFQgHb29uYn5/nB+OTJ09w69ataw0Qfd38nYuq1+vB5/OhUqlcSJo8XcQDotyjSqXCOVYKhQITExMs1Z6bm8PIyAhLs9vtNid3q1QqHiHkcjnMzc2dcbve2dlBpVLBnTt3eJGjDgABIKFQiHg8PsApqdVqyOVyKBaLrJBqtVpQKpUQi8Wc0UQ70X6TwS+++ILN9vrHacQnIV6My+VCKpWCwWDA/Pw8j7nS6TTq9TovsBaLBZVKBbFYDEtLS0zABn4mI1coFBzW2ev1YLfb4XK5EIvFEAqFAJwohsg8z2QyQa/XQ6fTwePxYGxsjM0Mn6VIXVQoFFippNFoUK/XUSgUIBAI8PHHH6NarXIm1vj4OBwOB2eTkUfS2NgYq8sCgQDq9Tp3UC0WC8RiMTKZDPOUrFYr5HI51tbW0Gg0YLPZoNFoYLPZBkaLVETazmQyKBQK7GlF46FgMAij0QiJRIJUKsWRGVarFVqtFmq1Gs1mkzuRADjQtN+g79GjR8xdIpL99PQ0TCYTK7nq9TpEItEAfywSieDLL7+EXC7n5PaVlRUEg0GUy2XI5XI2UKQR48jIyIXEWhIVyOVyTE1N3ajnx7MUkaHp3qB772WRoW8K4Dld3W4XP/rRj/C7v/u7+O///b9jeXn5dR8S1Uu5sN7I8ZZYLMYlYO3KdVNuWPL0WF1dHdh1XOTK/Dx1kwEP8bTkcjlWVlae6dj6eUDkB6RUKjmU8ejoiKXaT548gVwuh9ls5kwhAkE0xqDRTLPZxP379wcIzzQioowoh8OBZrOJdDqNbDbLfI94PI5erweJRAKdTschmjQuIGm3xWJh4i654kokEu7OkNsxdeWI60LqJXKRNhqN2N3dZR8ZkoC7XC5+70S8LhQKPFKp1+sDZoipVIrdqp1OJ27fvs05VtlslgGRz+dj5+qlpSXuGAEn0uXnvbaIL0VdBkqypy5So9HA06dPoVarOfOrUqlgbW0NtVoNMpkMU1NTzAmLxWI87tNqtazYTKfT6PV6DOTi8Tgr+tRqNTsTn/ak6f+sS6USy/Z1Oh1kMhmEQiEajQaTgqnbpNFoWB5uMpm4S9nr9SCXy+F0OmG1Ws90+0qlEvN5AKBYLPLYxu/3o9PpQC6XY2JiAjabDc1mk3lHxGOyWq2oVquQyWTY29tjCweTyYS1tTVEIhEOLl1ZWTm340jeRRQs+ibXZWRoAp7XQYZ+VSOt56lPP/0U/+yf/TP8+Mc/vjS09m2oN7LT02w2rw30AMBnn3322jo9/Qnwt2/fPjNn3tzcxOTk5LXcKDcZ8FBwqsPhODcE8Xkqm83ik08+QTQahVAohEajQavVgkajwf3792EymdjZmVLMKZiUJLtjY2PQarWwWq2w2WzodDp48uQJ7Hb70Ac/LYrr6+uo1+u86yayLwEocp0lMirJsrPZLHesGo0Gk6eVSiXm5+dht9u5+0QcmoWFBVQqFTx+/BhisZgXSKVSCY1GwyRW4rARXyocDsNut7PsmYi1kUgEiUSCnX2dTifa7TZ2d3eRTqdhtVphsVgwNjY2dNTz+eefnxm/XEcdHh5ia2sLvV6PRzB0rqRSKUZGRmA2m5FOp5FMJlGtVnlM5HA4eGS2s7PDGW4UDNpoNDAxMcF2B0+ePIFKpcKtW7dQq9W4q1epVNjQUSqV8ui5nxsoFovRaDRQKBSwvLwMg8GAcrmMJ0+eQCQSQa/XQywWMxn+IquNYDCIcDiM+fl51Ot17OzsIJ/Pw+l0Dnj6nOYdEYGaeDv5fJ6T6SkCY319HZubmxAIBJifn8fdu3fP7a52Oh1sbW2x6u1trX4ydDqd5tGt2WyGVqt95ucmAR5SOt6kevjwIX73d38X3/ve9671uXtN9W68RfW2gB7yl1EqlefOxXd2duB0OgdksM9TN5mwXC6Xsb29jZmZmTOk3uuoSqWCTz/9FOFwGHK5nFVEUqmUicidTgeTk5PchUkkEtjb20M0GuWoCwryNJvNyOVyEAqFuHv37rmvS0GhLpeLR1o0AjMYDMhms5BKpecqcMjQjxys6/U6dwGJIN1sNrGysgKj0cgjvYWFBYhEIuTzeV7Q6XNXq9Uc6UAkZrvdjmq1ikqlAuBn4xUKPiWHYBqfSCQS3Lp168KF+mWBnmQyCa/XC7PZjEwmg1gsxkotnU6HZDLJSeLEebLb7QBOyMi5XA7Hx8ccsKrVaqHX6yGRSNjwsdvtQigUcnK6Xq/nxHgCE8SvAk6UXwqFAiqVCiqVikdJOzs7SKVS3H2kfDPqjJEP03lFXKOnT5+iXC5zhlkymYTZbOYYGiJjN5tN5h1ZLBZsb28z/6tcLsPpdGJlZQU6nQ7pdBqff/454vE4xGIxlpaWLgU8GxsbsFqtN3FxfKlFXbV0Os1kaLPZzK7kFxUBnsXFxQszIF9HPX78GL/zO7+D//2///cZK5AbUu/GW1QUfnedRYvCq6parYb19fVLHaSFQuELj7dI/UE/7yZVJpOBx+N5Ia+Ky0qlUuEb3/gGPvvsM04yp522RCJBLBZDPp9HIpHA+++/z8oWg8GAhw8folgsMqeESJAU26DT6TAyMjJ0HEAZWSqVCuPj48zFoU5Ov4GhSqWCRqOBWq1mHgctopTRFYlEMDU1hVQqhePjY+RyOahUKmxsbEAqlbLSRywWQ6PRcGCmzWbj/CmKggiHw6jVaiiVSky0BcDcnuPjY+6QTE5Owuv1olKpYGZm5kK/lv667nu0/2c6HA6MjY0BOOFmkJs2HbPdbodEIkE2m8Xu7i4DP5L+P3jwgKX1nU4H0WgUtVoNQqGQwUY+n2cVml6v53PZD3Bo504cJPK96Y/B0Gq10Gq1DJimp6fPza0i3hcBVopiIFIyBbKOj48jGAwyj0ilUsHpdEKj0SCbzeLhw4fIZrMcNjs9PY379++jUqng6dOn2N7eRqPRgF6vx507d85NawdONmfUhT1PyfU2l0Qi4SidfjI0+U7RGOx0x5O8pW4i4FlfX8ff/bt/F3/4h394UwHPS6s3EvRcdxGwuC5y9GVF4ZGLi4uXKtBeRFJ/k8dZANg7ZXV19aWbiEmlUnz961/H559/zoRWgUAAsViMW7dusVrs008/ZSWW3W7HwsICPB4PjEYj1Go1MpkMm8blcjk8evSIOS4ajQZarZbDNynnq1AoMCmVuDjNZhNra2s8jiDjOOCkc6BSqVhyrlarmeysUqlQrVbhdruxsLCAUqnEbfjj42POwkomk/z+aARD3SqSQ1erVdRqNfj9fsTjcSiVSg6p7PV6PGoLhULodruYmZnB/Pz8S/2cLivaABB5+86dO9je3kYkEsHi4iI0Gs1AUjpJr9VqNbsQazQaHB0dYXNzk8dadC6USiVUKhWUSiVMJhPy+TzGxsa4M1YqlVj5UqlUcHx8jFqtxmCM4izoHI+MjDCZmwB3/4iDABaR4Wu1GoCTTh5dPwA4EX5vbw8AcHx8DKFQyM7lpDKjLhYRy+VyOXQ6HWZmZnBwcICDgwPmrC0uLl4aWtxqtXhzZrPZrvnTfPPqPGdoj8fDZGiz2Qy5XI6tra0bCXi2t7fxt/7W38If/MEfPJfQ4E2vd6AHPwMWrwL0RCIRBINB3L1791yy4LBje9a6yYCHeEy1Wu3Clvp1l0gkwscffwyxWAy/38+Sd7LYFwgE7JRLHi+UT1QoFPC1r30No6OjqFQqPHIiZZRarUapVEIymYTf74dcLmejwVwud+ZYKCC00+lwonmxWOS8qUKhgGw2CwD8+dFIYmRkhIneRPil8ShFP9RqNdTrdTYBJBk4XQf9HcR2u83gqd/CXi6XQy6XI5/Pc5hrMpnkDhkBqmGf38voxgI/6/R0u13UajU0Gg2WdD9+/BhqtRrdbhcSiQRSqRRCoZC9k8RiMcvUydFYoVDAbDYzCLx37x7nb3U6HXzxxRc83iSTxVwux50yhUIBi8XCsR8EIAqFAoNUKuIdASeWDNTNoXuUHLVJAQecWB+QFP7w8BC1Wg0TExNwOp1QKpVIp9PY399Ht9uFWCyG1WpFNpvla4ZA7ieffMJeQWazGffu3buUl0N5f5OTky81/uZNrmFkaDL/1Ol0KJVKkMlkN8YZem9vD9/97nfxX//rf+W4l69avZGg57oXcLFYzO6qL6vIyKtareK99967sjHW84y3bjLgIeNFlUr12hxc33//fWi1Wuzt7aFcLiObzaLRaGB0dBQWi4XdbxUKBXq9HncJfvSjH8HpdLLD6y/+4i/i888/57BL8ryg6ymdTrMRIACYTCZOLicyKy2iRMDtH3vUajUGQuQtQwogWoxpxKLRaKBQKCASiQZ4NLTrL5fLqNVqqFarqNfr7AdDHjm00AqFQs7FqlarnNkkFAoRDoeHnk+BQMBJ4sQ1SiaTaDQaAz4gwM9AC9kHnP77RX8GTrqk2WwWrVZrwLuq1+uhXq9zV4xM+UjJR+7cdP5JoUWbiv39fcRiMXQ6HZa8N5tNji4xmUwcIDo1NcUjK0p3j8fjiEQiTHilxHOFQoF8Po9qtYpgMMiJ88DPujl6vR4Gg2Hg+UOgd2dnh0fTvV4PU1NTsFqtHGpK4zzKaus3sRSJRKhWqzg+Pkan02FjxNu3b1/KEWw0GlhfX2dZ/Lu6vGiUXS6Xcf/+fYhEIqTTaWxvb7MJ6fOSoa+jDg8P8Z3vfAf/+T//Z9y6deuVv/5NqTcS9Fx3vWxXZpqJa7XagbDMl3FsN5mw3Gg0sLm5CafT+dq5AYuLi3C5XHj69ClCoRAvDsR/IYM2UgJVq1WWqctkMhSLRTQaDcjlctTrdfaoIRO5drvNWVydToedlWOxGBOKyYcnn88P7TSSxF2n0yGbzWJ6ehpKpRJjY2PsRZRMJpFIJACAk8jJCJBGWpThJZfL+XoiQLW2tsbjHBIIkGeQzWZDPB5n3ken0+GREYGl/l+dTgftdpsT5qm7REXXI12Tp/9MfLPTXwf8jItGEnuHwwGVSgWpVAqpVMohod1ul3lRxNd6//33WcrdaDSYA0Tgrt1uI5VKMcghnpVAIIBMJmPOE4Gk/lIqldzlIWDq9/s5v6pSqUChUKBer7MTstPpZNNGqmaziUQiwT5O/aDU6XSyWozCUul1+80mm80mgsEg+84A4G6TTCaDTqfDwsLCpaGS9Xod6+vrmJ2d/UpkMV1XUVLAwsICd+pOO0OHQqFnJkNfR/n9fvz2b/82/tN/+k9YWVl56a93k+sd6MHLBT3VapVbxM/jgUDEyqvUTSYsl0ol7Ozs3KgHqVqtxkcffQS/34/d3V32gjEYDCzPHhkZwde+9jVMT0/js88+47GFSCTisUexWMT6+jqHY7pcLuTzeWQyGXYaJoNEgUDAo5RIJIJqtYpMJoOf/vSn7KxM3BuFQsF5TSTNzufzA4Cx0+mgVCoxH6RYLKJQKDDv5HQJhUIGRGKxGAKBgLlGdGwEWqgzNDo6ygvrVUaywAnQ709Mv67y+/0AMJCaTiWTydDr9WAymVCr1XB0dASj0ch+OFQEaqRSKTshk5nh7du3eWSXSCTQaDQ4aJXOdbVaZQ4Qgaj+c61Wq6HX63lkVavVUCgUYDAY8N577zHoKJVK7N5MRGvydZJIJAxciO+j1+sxMjICm802lPTv9Xqxt7eHZrMJuVwOm80Gs9nMppsLCwuXdrNJbTQ/P//CitGvUg0DPP11mgxdLBY56+4iMvR1VDAYxF/5K38F//E//scL1aZflXoHevDyQE8mk8H+/j6WlpYulPdeVCRLvqhu8jgLOJEKe71eLC8vv5Sb+kWqX02zvb3N8RMUXhgMBlEsFjE/P49bt27h6OgIBoMBcrkc2WwWuVyOQQoRUkOhED/IRkdH0W63edZPQIPygWgMQ6nq/YRmIkk6nU6Ew2GUSiXk83kEg0E2OyQHaHIA9ng8cLvdHITaaDR4VNNqtfj3VqvFoy5KHe8vAgbPy7d6FrD+LEWco9PH1el0IBQKUSwWOXTW5XKxYWA/kKSFn/KHOp0OAoEApFIpyuUy2u02h4/mcjkEg0F4vV6WrFNJpVLIZDKYzWYoFAoolUr++Y8ePWIfp0Qigf39fSgUCnz55ZeoVCoMPimSo3+33263uZNoNBrRbDYxOTmJ1dXVoaAlm81ifX0dPp+POU6rq6vodrtsMkk5ZhcVhWDeunXrxpFvb3JdBnhOF40k6WvPI0MbDIYX3rxGIhH85b/8l/Hv/t2/w4MHD17oZ70t9UaCnute1F8G6AmFQohGo7h3794LRUhcdmw3HfCEQiEkEgncvXv3pXKmXrT0ej0++OADTpvO5XLQarVQKpXIZrPY3t6G1WrlXKbV1VVMTk6iUCiwR0oymUStVoPdbodAIEAsFkO9Xken04FEIoFGo8HIyAjzdIj3IZfLeXxBKp1YLIZgMIjl5WX0ej0GLsViEQcHBwwehUIhL+oSiQSlUglHR0cAfjYyoq7UeSOkZrPJ8RbU6aERllQq5XiEZ6mXdR2ep7Isl8uoVquQy+UoFAqYnp5mg8BarcbcIuqA9YMXcs8mEAj8LIyU+FkEaMiradioi4q8cVQqFQqFAra2tlCtVpnP0+120Wg0GOCSgaTJZOJr7ujoCDqdjjO0lpaWBu6fcrkMv9+PUCiEdDrN3cTV1VWo1Wrs7+9Do9FcOQqkVCphe3v7wviJd3W2nhXwDKt+MnS320Uul0MqlYLH42Gi/fM4Q8fjcfzmb/4m/vW//tf46KOPnuvY3sZ6I0HPdRfZ0l9Hdbtd7O/vo9VqMZntReoiIvNNBjxE3G61Wrh79+6NG7cNKwr/NBqNePz4McrlMsvGScklk8lQKpXQarXw/vvv847N7XZjZ2cH4XAY5XIZer2ejQgp32ljYwPBYBAWiwUjIyOwWCysDGu1WgiFQhy62W63sbi4CJPJxAtss9nEF198wYTIer3OQZE0QqnX6yyjvgrIpDDNi5RWlBR+nrfMsLoOf6lh1W63h15L8XicPyOXy8XcNuqoyGQyDjsVi8XcYRGJRHwOJyYmOI8rEomg1+thYWHhSsol4hqVSiUcHx8jEolw1EepVIJCoWCZvcFggFqtZq8fAEyop0WvVqtBIBAMjKXIBygcDiOfzzOPSiqVYnJyEqOjo9jb24PX64VEIhmQy19UxWIRu7u7WFlZuXGd2Jtc1wF4ThfZEJhMJvR6PRYTPCsZOplM4jd+4zfwr/7Vv8I3vvGNazm2t6XegR5cX6eHPC2MRiMWFhauBYScd2w3mbDcbrc5n+dNSWDur5GREXz729/GZ599hlQqxTvxarXK3RC/349UKoWpqSk4HA6YzWasrKxAo9EgFotBrVbj9u3brJzSaDTw+XwQi8VsWka+MGazGdPT0/D7/aw0IhJxPB7n+Ix+4uvpEFSqbDaLjY0NKBQKzM7OMjAGBhVT1PGQSCRIp9NwOBwM0Hu9HlqtFjqdDjQaDaLRKA4ODi51EO6vlyVZH9bpyefz2NraQrPZxOLiIo+NADDQoV/9f6c/VyoViEQiqNVqSCQStNttJJNJVsMlEgkeCRKBu9FooFKpsM8PXRfkfkz3JY0r5ufnmbxOppXDKpfL4eHDh0gmk5DJZBgfH8fh4SGKxSKDIYlEApPJBIVCgVarxe/h0aNHrN4jbtJlRTEmt2/fvjJf612djKSuG/CcLgK9KpWKydA0Pr+IDJ3JZPAbv/Eb+Bf/4l/gW9/61ks5tje53kjQ8zLGW61W64V+RrlcxubmJgcdXlcN2zHfZMJyvV7H5uYmxsbG3ujwOoVCgV/8xV/EkydP4PV6uWsjFAqhUCggFouZ9Hl8fAyVSgWHw8EZVUScnZ2dhU6ng9PphFgsRrFYxNzcHEvCs9ks0uk0wuEwe+qQcoiCK8l4rtvtolQqcfgnxR+QTJtUOhMTE+wjYzabeaFutVrodrsDiitSMGUyGQbYxGmhIunt3t4eR1xcVkKh8KWAntMqt0qlgp/+9KdoNBqYm5uDUCjk4+//dXqk1V/kl0McJpKD22w27O/vo9PpDAAbGpWJRCLm4xiNRjaQJBPEer0OqVSKlZWVK492o9EoWyBotVoOQe10OlCr1XC5XJibm0M2m8Xx8TG7NgsEAjidTty5c+fK4ynKX7tz584LjeC/akXqtvn5+ZcGeIaVRCLhUGUiQ6fTaRwdHeH3fu/38OGHH+Lb3/42/sk/+Sf4p//0n+JXfuVXXtmxvUn1RoKe6y5qcT9vpdNpHBwc8E7/Out0p4ceuDetuwOctMl3dnYwPz9/qdP0m1L37t3D3Nwc1tfXEYlE2NiOyMPkeVOv17G/vw+PxwOVSgWJRIJIJAKBQMAW/6Ojo5z6TkGlU1NTaLVaePz4MeRyOeLxOBKJBCqVCsuytVot80A6nQ7y+TzS6fQZsjABJbFYzJwPi8VyLv9EIBDwOK3ZbLKSiZRdIpGIwVE6nYbP50O9Xr/SIk5Giddd5LAMnIB/n8+HdDqN8fFxBjdEMJbL5QwMaVEn4jKBoU6nA6/XC7lcjtnZWXi9XnS7Xeh0OkgkEpbx04iMbAT6PZL6OyQej4e7PyKRCPPz82fOVa1W41/9I8pqtYpwOIx6vQ6VSsVZa06nEzabDTKZDLlcDj/4wQ+YD6RWq2G1WnH79u1n8tOhz/NVuKG/TdUPeF6nuq2fDD01NYV//+//Pf7gD/4Av/M7v4NGo4E//dM/hVwux8///M+/+3xP1TvQgxdzPQ4EAkgmk5faub/IsdHD/Kbyd4ATbojP58Pt27c5FPNtKbVajY8//hi5XA5bW1uIRqOIRqOQSCTQarXQ6XTQarUwGo2IxWJIp9Mc9BkIBOD3+3Hv3j02FkwkEnA6nZBKpdwmJ9M54ER6HI/HeZGl0Mvx8XHcvXsXa2trMBgMnOdVLBZRqVQGFlOhUIh8Po9UKoVWq8VePJQbpdVq2b14fX0dDocDSqWSpdjlcvmMFJuIuY8ePeKx3nn1MsdbAoEAgUAAPp8PIpEIH3zwAd/DBB4ok6q/+kdbAHgkkEgk0G63sb6+jlwuB4VCAb1eD5lMBqVSycTl/ly0YdXpdJBOp1GpVNhHh7x7SNp+mj9FlgEikYgjLqxWK19PdrudLR7y+Tx8Ph+KxSKEQiFfe2q1GoVCAVKpFGq1+tJnQzKZxPHx8blqsHc1vG4K4BlWZrMZP/jBD/B7v/d7+At/4S/gk08+wfe+9z38o3/0jzA5OYn/8B/+wztX7f+/3siUdZL5Xldls1kkEgksLCxc+Xu63S52d3fR6/Vw69atlzZmIkO/u3fvMjHzJgEeknWn02msrKwMuOS+rZXL5bC5ucnEY7FYDL1eD5fLheXlZQAnxNpgMIijo6OBr1EoFKhUKrBYLDCZTIhEIiyZJ5ADnACfZDIJi8WCqakpBjDZbBaFQgEikQhf//rXzx1LkCU+cV0o6btYLLKijCTshUKBx2QikYg7JQSQZDIZq7wo9V2r1cJqtcLpdA4lOO/u7qJWq+HevXvXdt47nQ7+5E/+hNPgyRagn5/UHz/R6XRQLpcHZPs0+qJNDhkI0mhLIpHA4XCwkeOzFIXWdrvdAS8dAjaksqPOE712qVRCPB5HNpuFVqvFwsIC7HY7RCIRK3mOjo4Qj8cBAAaDAXfu3IHb7ebRfDqdRiqVQqVSgV6vh8ViGcrBisfjCIVCuHPnzlfiXr2uusmAp1Kp4C/9pb+E73znO/jt3/7tgf8jQcnU1NQrMUG85nopC9070IMTy/dQKISlpaUrfT1l0litVoyPj79UENJqtfD5559jaWkJGo3mRnF4ut0uDg4O0O12sbCwcKOO7VVUOp3G+vo6gsEg6vU6xGIxZmZm8NFHHw14wWxsbODo6Igl1QQ6RCIRRkdHB4AL+ePIZDJkMhlUKhWYTCaWs/Z6PcTjcRwdHXEnghRmEolkoCvY6/U4d4qiJigug+4fktaTmR2NtAgo1Ot15rv1Hxt5yfR6PVaTUNCmWCxGKBRCs9nEwsLCAJ+m3zSxn1RN1f919Hu1WmVX7EgkglqtBoPBAKvVysTjZrPJHkR0rFKplMdQRCAmB2eRSMSJ2YeHh7BYLEyAft7F4fj4GL1eD6Ojo9DpdAMyd+pEkbdTsVjkz6DVanE3b2pqioFQuVxmMNNoNCCVSrG4uIj79++fSzqm2I1UKoVcLge5XM7O4plMBrFYDLdv334TF8DXVjcZ8NRqNfzmb/4mfuu3fgvf/e53X/fhXHe9Az1U1w16KpUKPB4P7ty5c+nXlkolbG5uYnZ29qW3C0mhlUgkkEwmUalUYDQaYbVa2fH1dVW73cbW1hb0ej07DX9VK51O47PPPkM4HGZPl3v37vHiR6Z3BwcHyOVyKBQKLAE3m80MJGQyGcRiMfu5UDRBpVLhSAuJRMIeMhQvQc7J7XabVV5KpZJHOY1GA/F4HL1eDxaLBXNzcwM8n+3tbRSLRR7HkCSf8ppUKhU7RWcyGWSzWfa+AcBJ8kKhEEqlksd2nU4Ho6Ojz9Qx6e9A0Xtqt9vcjSmVSjCbzdDpdKxcksvlnDauVqsZrPWHxgJghRapqLRaLYLBIGKxGO7fv/9Co558Po/d3V24XC6Mjo7yv1cqFWQyGRQKhQFVF4GwUqmEQCCAXq/H2WdEWI9Go2g2mxCJRExSdjqdVz6mfslzJBJBs9nk6IqrjMHe1c0GPPV6HX/1r/5V/Nqv/Rr+9t/+22/j5/kO9PRXo9G4tp9Vr9exs7NzaSs+mUzC6/ViZWXlpRt4DSMs004xlUqhUChAp9PxmORVdllIcj0xMXGtSrU3vQKBAD799FNkMhk2p3M4HLDZbNDpdNBoNPB6vYjFYrxoK5VK6HQ65s+Qlwvxf7RaLcLhMCKRCIRCISdse71epFIp3Lt3jxfrdruNTCbD+V8URGk0GtHr9eD3+zmfy+VyodPpoFgs4vj4mENPSZ7fH4JJ45dMJoNutwu5XA6r1Qqr1YpcLodQKMQJ4gqFAqFQCPl8HkKhkBdp6lLSGImeOxR90T9qU6lUTJ42Go2YmZlBpVLB+vo62u023G43S7JpLEQGimq1mgNh6byQFxKBIOIsASddW6FQiMnJSSZw9+eW9eeXXVT7+/vI5/O4e/cuyuUyR4aQKSEBQpKZSyQS/qzEYjFcLhcUCgUKhQKPREUiERwOB957770X2mAFAgHkcjksLCzw86NSqbDzr9Fo/Mp1aa9SBHjm5uZunDCj2Wzir/21v4Zvfetb+Ht/7++9jYAHeAd6Bus6QU+r1cLa2tq5Nt20YGQymSv7XzxvXZWw3Ov1kM/nkUwmkc1moVKpYLVaYTKZXuqsvlAoYHd3FwsLCzdu53NTyufz4fHjx2w2R4Z0JHM2m828+NJIbGZmBoVCAYVCgUnQBIKoe5LL5digzGaz4eDgAKOjo3C5XGeOoVKpcJZYNptlV2Yi27ZaLSgUCu4e5XI5LC0tYWxsDMAJwE4mk9xhJLWIw+GAwWBApVLB0dERG+9NTk5Cr9fD4/EgHo+zKsxmsyEYDHJUAxGrLRYLut0ukskkVCoVbDYb54a53W6Mj48jmUxydEetVoPD4YDH42FXZKPRyGCBwlez2SwajQZ3U6ibRt0m4scUCgVWr6lUKhiNRu5uDXsmkpEhgSL6LIVCIQqFAvx+P/OK6N4lHg99fuTC3Gw2meyvUqngdrs5hqBUKkEsFmNkZAT3799/JkPIYXV0dIRyuYylpaUBYNM/Bstms+wX1Q8Wv8p1kwFPq9XCd77zHXzwwQf4h//wH76tgAd4B3oGi6Sk11HdbhdffPEFPvjggzP/1+l0sLOzA7FYjPn5+Ze6I3pehRYZoiWTSaTTaUgkElitVlgslmuVKyYSCRwfH2NlZeWdkdkVKhQK4f9r783joyzv9f9rsu/JTJLJvocACVlQUkVxKYsoSyYIKFpFRTjaHgW/VVuo57icVq1tT22tC/ZQi54WkcwkJJAIAkUU2QTJBiGE7IQks2Qy2Waf5/cHv/s+SQiQZZZnZu736+WrDRlmPsw88zzXc9+fz3WdPn0aKpUKQ0NDCAgIQGxsLPz8/Oh0VU9PD+2LSU5OpqZ5AOhIs1arpdu5ZMvH398fHh4eNMWZbIeR/4Z/N8hxRZ5ruDlfYGAgwsLCoFKp6NZHV1cXlEoldfsVi8WIjo6Gj48PzGYz2tra0NXVBYFAgNjYWLqa09DQgJ6eHpr83draSldN8vLy4OnpiZqaGphMJsyePRsAcPbsWXh4eCA3Nxdmsxk1NTXQ6XQ0p62pqQnff/89YmNjIRaLoVKpMHPmTCiVSiiVSgBXjRoTEhLoxZpEg6jVaurg7OvrC51OB4PBgMDAQCoUL126hBkzZowIwR3+PhIfI7PZTHttOjs70dfXB+CqaBkcHITJZIJIJIJQKKR2BmS7kuM4Ki68vLwQEhIClUoFvV4PPz8/uirk5eWF6OhozJ49e8orqBzH4dKlS9Sw8UbnEo7jMDg4SPuHAFCx6I7bYHq9HmfPnuWl4DGZTNiwYQOys7PxyiuvuPpnw0TPcKwpegDg2LFjuOOOO0b8GRknjomJGfNu2ppY02FZq9VCLpdDoVDQPg6xWDzpUXIymt/T04Ps7Gw29TEBjEYjDh8+jN7eXrr6ERwcDLFYDH9/f+h0OrS1tcFoNCI4OBhxcXF0sodscZJjg3i6DA4OUlM6i8WCsLAw2jgbGBhIG5vJdsro7RkScNjR0YGuri6YzWY6wUXqCgkJoSndBJIKbTAYEBYWhpSUFPj7+8NsNqO+vh69vb2IiYlBSkoKOjo6UFVVhcDAQGRlZdHnOX36NAICApCZmQng6qqYXC6n23TE2t/Pzw9xcXFobGxEWloaWltb0d3dDU9PTyxatAienp7QarX0uPTw8EBMTMyIHiKDwYDGxka0trZCo9EAAM24CggIQG9vL3Q6HW677bZrAjbJFtjQ0BAVO6QB2WKxIDAwELGxsTCZTOjt7UVCQgL9NxHMZjM6OzvR0dEBs9lMfZ2Ilw9w9YbL29sbIpEIubm5dKVtKpCJHZLlNtFzicFgoKKSbIORaTBX3wbjs+Axm8346U9/itTUVLzxxhuuLngAJnpGYmvRo9FoUFtbixkzZkzI9Gsy2DJSwmAwQKFQ0FBM0vAZHBw8rtchWWIAbL7S5WqQ3ieSet7S0oLz58/TFYigoCCaAk6mkyIiIhAbG4uEhAS6fTg8DZz8R5rvGxsbAVy9Mw8ODh6xsufj4wM/Pz+aLh4QEAA/Pz+a0zUwMECT29vb26HX6xEREYGoqCikpqYiOjoa/v7+0Gq1dEvI19cXKSkpdGXEbDbj/Pnz6O/vH7HV1tbWhuPHjyM1NRX5+fn0sSdPnqTCCLg6/l9XV4f09HTqU9Td3Y3q6mqYTCbMnz8fvr6+MBgM+Prrr6HRaJCbm4u0tDQqbvr7+9HW1gaNRkOtAcj2DclLI47JxMdnaGgIjY2N8PDwoFtb5NjmOA5eXl4jDBqHe+Okp6cjOjoavb29qKurQ3Bw8DWTn8T8T61W06ZutVpNA0dJ31ZkZCSSkpKQmppqlWOO4zjU1dXB09PTKhEwwwMw1Wo1AgIC6DSYq22D6fV6VFZWIiMjg3eCx2KxYOPGjYiMjMTbb7/tLudhm4gep51btJX5GQA6Ejx79mybG+0Nb1i2xYHs4+ODuLg4Go+gUqnQ2tqKgYEBOvYbFhY25msbjUbU1NRAJBLZfDTf1SCp1ZmZmdSqPjk5GcnJyWhqaqJCobOzk372BoMBly9fRk9PD65cuYKoqCikpKQgNDT0mgmo0NBQxMbGYvr06Thz5gy9UPv5+dETtlarpU3IZIuMXNy9vLzg7+9Pw1KTk5PR3d2NsLAwyOVynDp1im4LkW0wEmo5fCWlrq4Og4ODSEpKGjFZJJfLAWCEgaFWqwWAEcIsJCQEHh4eUKvVVPSQxubg4GA6uUa22QDQVHESxBkQEICoqCgYDAbqjSQQCCASiRAXF0dXZMiN0vBj3dvbe4SHDwDq10NW2YxGI7y8vCAUChEaGgqlUkl9mEg+0vnz5+nn3t3dPWJrjUygeXp6IiQkBLGxsUhJSaGi0loQ7zA/Pz+kpaVZ5fs6OgCT9IpVVVUBAO0DCgwMdOrzA98Fz4svvoiQkBB3Ejw2w2lXesjSvrU4duwY5s6di0uXLqGvr8/mXhaOdlgmd3CknyAkJIROgpGtg+rqaqSkpFw33JIxNiqVCg0NDcjJybmhaL58+TLa29uhUqlGuCmTi62npydtgk5PT0dUVBQV+0Qsm81mtLe3Qy6Xw8/Pjzbj+vv704R34Or3hTTienp6UlM7MnZOxuPDwsLg5+dH86hIPb6+vggNDR3R69HZ2Qmj0XiNO7NGo8H3338PrVaL22+/nU4eKRQKNDQ0YObMmSMuLOfOnYNWq8WcOXPoJFlWVhZqampgNpuRl5cHHx8fnDlzhsZAkH4VMg1F3g8vLy+6GqbT6ej3i6x4BQQEwNvbmzY8T5s2DSKRiG4HGgwGtLa24sqVKxgcHKRbWcO3diwWCx0nJ/9uuVyOvr4+OmBBwkrJdFhYWBhiY2MRHx8/orHaWlgsFhryS1bRbA3ZBlMoFBgaGnLabTAieMixwCcsFgu2bNkCs9mM999/36neVyvAtreGY23R891339EeiOnTp9tUhDha8IxVj0ajgUKhgEqlomGas2bN4t1JgO90dnbi8uXLE5ryIxNV3d3dUKlUUKlUGBgYoEGhRACRsWdygSarMMTLyWKxICIigvr2eHt70+bpxMTEa/pWgKsXLtLEevbsWWi1WoSEhNDReWJmSMa+tVot9Ho9nV4ihofD3YbJhJZAIEBCQgJCQkLAcRztE0lJSRlx0Sdj1L6+vvDw8EB0dDSdiiJxH8HBwXRs38fHB0ajka4ckUkuoVBIx8zJaDz595EeGm9vb/j7+0OpVCIhIYG6sPf29qKrqwtqtZraDZCx/NECpbGxEW1tbfR70tvbC47j4OfnB5FIBIPBgN7eXphMJrpClpSUZPVcvuHHD1mRtXXv4fVw1m0wvgue1157DRqNBn/961/dTfAATPSMhKQdWwOtVoujR49i+vTpTtWwbAs6OzvR0tKC8PBw9Pb2wtPTk06CsSTm68NxHFpaWtDb24ucnJxJ38lrtVooFAr6X19fHz3OSbQCCd0MCgqCSCSCSCSCl5cXOjo6IBKJkJWVRYWQUqmknjSBgYEjxpKJySFpWCURFTk5OUhKShrxbyDCp7m5GVeuXLnG54Z43JB+GR8fHzqaTdLHSSREdHQ0gP/L0TKZTOjo6ICvry8iIiJGbPkODQ1Bp9PRE75QKKRBrMTcT61WA7g6xUVG2EdDmrVVKhUuXLhA+6dInSaTCd7e3oiIiEBiYuIIOwayTdjX14fW1lbamEwcnEmwqdlshlarBcdxCAkJwbRp02hUhK0gjt9isXiEKaIjGb4NRibs+LgNxmfBw3EcfvOb36CjowN///vfp3wMrVu3Dnv37oVYLEZtbe2Yr7dp0yZUVFQgICAA27dvxy233DKl17QCTPQMx1qip7e3F+fOnYOnp6fNE4f5LHiIF5FGo0F2djbdFtHpdHQSzGw200mwwMBAB1fMHziOo3Ec1mz2Jj0/w31lSAP66C2d4U7E0dHRSE5OphEVBoMBnZ2d6OrqouPVpGeFiKfIyEiEhoairq4OISEh10widXd3o7W1FWazGWKxGMnJyTQMl6ySENFHvGeampqoWSARNmazGTExMfT4FwgEdCspMDAQaWlpdKXG29ubJs8TR+F77rnnGn8o0stDxq1Hj7ATzGYzrly5gsrKStoPSDx9SCArccM2m800p4uIL+JUDYBus5H3wMvLC76+vjQI1hpTWDfDZDLR6dLY2Fibv95kGb0NJhKJEBER4dBtML4Lnt///ve4ePEiPvvsM6u0WXzzzTcICgrC2rVrxxQ9FRUV+Mtf/oKKigqcPHkSmzZtwsmTJ6f8ulOENTJbm46ODrS1teGWW25BfX291VaOxoLjOJhMJps1LE8F0gDp5eWF3NzcEfX5+fkhMTERiYmJMBqNtC9Dp9PRSTCyHeKOmM1m1NbWIigoCKmpqVZ9H0ikRFpaGrq7u3HhwgUolcpr8rXIRdnT0xM6nQ4XLlxAY2PjiH4igUBAIy5IYy3xCyIZXSQ1nmxjjZ7cIlu/pDEbAJ1+8vf3x8DAAO37IStU3t7eyMjIQEBAAEwmE4RCIaZPnw7g/y7at956KwQCAdra2pCYmDji+YGrIqa/v5/2QAUHB4+48/Xx8UF6ejri4uLoaLtCoUBsbCxEIhH6+vpoj1JXVxcMBgNSU1PpCo1er0d/fz/1QCJRGCSDbHBwEAaDgRpFEjHp7e1Nwz3tfSNgNBpRWVmJxMRE3rui+/j4IDY2FrGxsbBYLHQ78+LFiwgMDKS9hPbaBiPZiXwVPH/+859x7tw57Nixw2p9pXfffTdaWlqu+/vS0lKsXbsWAoEAt99+O3p7e9HZ2TmiV89VcFrRM5WLC/GxGBoaQn5+Pm3utIXo4Vv/zmiMRiOqq6sRGRl50609b29vevIym81QqVRob2+nYYlisdjpmhingsFgQHV1NWJiYiaUiTRRPD09R7zvxIKgp6cHAwMD1HSQNB1bLBbo9XpotVoaZ0FOnsQp2MvLi/bFqdVqKJVK+rn19vbCaDRCKBRCrVbD09MTCQkJiIuLG3OZ3Ww248KFC7BYLMjNzaURLR4eHujv70d9fT36+/uh0WggFArpRFRVVRUSEhIQHR0Ng8GA9vZ2dHV1XSN6ANAem/7+fpw/fx6ZmZlj1hIeHg6LxYLW1lY0NzfT/DDipExWGoj5IHl/ib+R0Wik/ULkffD29oZQKIRQKKTvp1AopE3/9oZctFNSUmye/2dtPDw8aDM8MVUl02ACgYBugwUEBNjkXGkwGHD27Fmkp6fzUvB89NFHOHnyJIqKiuzqh9bR0TFidTI+Ph4dHR1M9LgCJpMJ1dXVCA4ORl5eHv1iET8Oa8J3wTM4OIiamhqkpaVN+ORJen3EYjHd4pDL5bh48SL1H7HFlApfICZ66enpU44KmAienp6Ijo6mfTGkV0Wj0dBYAdJsTBydASAhIYE6dJNGYGJ2qNPpqH8N6Xvp7u6mzcnBwcHo6+tDU1MTbW4e/l9jYyO0Wi2mTZs2IpPO398fHMdh9uzZuHLlCs6dO4e+vj4cO3YMRqOR1gRcXQ0QCoXo6emBwWAYcddPemUSExPh4eGBxsZGmstFTASJ8SPpeSKu0yTJnfQGDf+eh4WFgeM49Pf3o6WlBYODg1QIEguAoKAgxMfHIzo6mk55ORKyLZOenm5z/zBbQ7Zrg4ODkZqaCr1eD6VSiUuXLkGr1dJpsOtZakyU4YKHb+8dx3H429/+hsOHD6O4uJjXzd/OjluJnqGhIVRVVSE5OfkaBWvtlR6+Cx61Wo0LFy5g1qxZUz6Rky0OEmzZ19cHhUKB5uZm+Pn5ITIy0qUyffr6+mj+2FirEvbE09OTvvcAqAkeCdhsa2tDT08PLly4gAsXLlAPGjIKT+6qgaurfqGhofDz80NfXx/NCTObzXSbZ/iNAVlRIlNKJGaBNDX39/dDp9PBy8uLNlQHBQXR1Zz6+nr88MMPVFwIBAKoVCo6/UP6loaGhqBWq9HU1ARPT0/au0S27EJCQuDn54ewsDCaok5G0318fNDd3Y2Ojg7qftzf34/GxsYRWVtkNYi4UZM8rvT0dN4ctyQPKiMjg3erFNbA19eXeoqR47i7uxv19fV0GywiImJSKyB8FjwA8Nlnn2Hv3r0oLS21aV/p9YiLi0N7ezv9+fLlyzZdvXYkTtvITBoNx0tPTw/q6uowa9asMS9Uly5dQnBwsFX2x/ncsAxcndBqb29HTk6OzSeyyBSHQqGAQCCgk2DOmt1F7kRv5sHDF4j/DtmGHBgYoD0qZEWDjIGTCz1ZoVMoFAgKCkJOTg6d9iJJ6B0dHbh8+TJ0Oh18fHxowzRp/rVYLBgcHIROp0NQUBC0Wi3MZjO9ux/eq0DEk8FgoCJJKBTS6ai+vj5wHEdT4MkK0tDQEJ1ki4yMRGxsLHx8fKDRaKBUKtHb24srV67QJnAiXohPEckuI8dkWFgYb4/LoaEhVFdXY8aMGW4X9Dt8G4xsww6fBrsZfBc8//znP/H5559j7969Nj2ntLS0YNmyZWM2MpeXl+P999+njcwbN27EqVOnbFbLOGHTW8OxWCx0kuJmtLe3o6OjA3l5ede9yDc3N8PX13fKUxCkYRkA73pbOI6jydjZ2dl233rS6/V0EsxkMtETl7OEGl65cgUdHR0T8uDhI2T8nDSUGgwGmjE1fCrSZDJBq9XSCS9i7mc0GmlwZ1paGqKioq7ZjjIYDOjr60NNTQ2EQiHa29thMBgwZ84c+h0kTf3ksxcIBFCr1dTdmKxCqdVqaoBIcrDIaDwROENDQ9SscfiKrYeHB01xDwkJoX4+QUFBTvMZDg4Oorq6GllZWWN6LbkbZBtMoVBAp9PdcBuM74KnqKgIn3zyCcrLy0dsDVubRx55BF9//TWUSiWioqLwxhtv0Ovns88+C47j8Nxzz2Hfvn0ICAjA3//+d8yZM8dm9YwTJnqGMx7RY7FYUF9fD4PBgFmzZt3wIt/e3g6O4ybt08P37SySkeTj42OVTJ6pYjQarxljFYvFCA0NdXhtoyHj/H19fQ4Ri/aE9MiQcM2uri6oVCq6MkQgvUHkIkNS24kpIBk5J5lvOp0O06ZNo2GqZJUJAO27ISukfX19GBwcpM7ger2eegGRrbPhx4iXlxc8PDxo0zHx8AkNDaXHlbN+ZiTOJDs726YXRWfFbDajp6eHruwFBQWNaJSurKxEWloaLwXP7t278eGHH6K8vNzh2+Q8hYme4dxM9JDpEKFQOK5R4itXrkCv10/Kwp3vgodMGUVFRdnFP2SikBMXsfIPDQ2FWCyGSCRy+GoZCVwVCASYPn26w+txJEQMkQwrvV5Pt6XI1BPZ4iL/9fT0QKfTUSfp4as6wxn+M5n6MpvN8PT0RHBwMN3S0ev1IxLpY2NjXVYMkN6x7Oxs5os1DkhTOtkGGxwcRHR0NJKSknj3/pWXl+OPf/wjysvLXbI/y0ow0TMcjuPoyOloBgcHUVVVRZfex0N3dzf6+/uRnp4+4Tr4LHjIhNa0adN4ebczGo7j6CRYT08PHVWOiIiwaRbaWBB7/9DQUCQnJ/Pus+U7LS0tUKlUSElJgY+PD11tGf2/o///zRjt+CsQCGizvDP0WY2H3t5eXLhwAbm5ubztM+IrZKQ/ISGBRrzodDrar2atabDJ8tVXX+Gtt95CRUWFXSc/nRAmeoZzPdGjVCpRX1+P7OzsCe1/K5VKqFQqapw23hr43LDc09ODixcvYtasWU55N0waGOVyOZRKJby9vWnTqa0nHAwGA6qqquhqAmP8cByHS5cuQa/XIzMz0+YXGL1eT5vl9Xq905tmku/tjXoQGWNDBE9qauoIQUFWkxUKBTQaDXUhDw8Pt6sfzuHDh/Haa6+hoqKCBTnfHCZ6hjNa9HAch7a2NnR1dSEvL2/CF0W1Wo3Ozs5r7Pdv9Pp8bVgGrppNXblyBTk5OQ4ZgbQFQ0ND9OLGcRx1wrX23T2ZlHGW1TE+YbFYUFdXBy8vL4f0jpEtNblcjv7+foSGhiIyMhIikcgp+nqUSiUaGxsndQ5zd4xGI86ePXuN4BnN8G0wlUpFrRlsvVL47bffYsuWLSgvL3dJ0z8bwETPaPR6PYD/i1HgOA5ZWVmTEiHEoCw7O/umjx0eiMi3O0lyl01S0p3hRD8ZDAYDnQQzGAz0pDW8b2QyaDQa1NXVISsry+FGdM4GieQIDg5GSkqKw78bFosFGo0GCoUCPT098Pf353Xyt1wuR0tLC/Ly8nhZH58hgmcyLtU6nY4OVej1eohEIppFZ60b2uPHj+Oll17Cnj17eBMM6wQw0TMa0kRZWVkJsViMpKSkSZ9oh4aGUF9fj9mzZ1/3MXzv3yEXnYCAAKSnp/OuPlthMpmgUqkgl8sxMDBAT1pCoXBC74FCoUBTUxNycnJYH8UEITlaJOyTb4zVBxQREWGTlcLJ0NXVhfb2duTl5dl1u8UVmIrgGc3obbDg4GBERERMaRvs9OnTeP7551FWVoakpKQp1edmMNEzGpVKhaqqKmRkZEz5YNfr9aipqbmuNwHfBY9er0d1dTViY2Nd1klzPJBAQ7lcDo1Gg5CQEDoJdqNVr46ODnR2diI3N5dddCYIufFITEyk8Rh8Z6w+IHJ3b+/v9pUrV+ixZ+9mfWfHmoJnNMRdnvR7enp60pXC8QrlyspK/PSnP0VxcTHS0tKsWp8bwETPcDiOw8mTJ6/J+5ksJpMJZ86cwW233Tbma/G5YXlgYAC1tbUua08/WTiOg0ajoZNg/v7+dBKMCBti2DgwMODS24G2wlEZZNaEhOc6og+ovb0dCoUCubm57NibILYUPGMxehssPDycToONdU2ora3F+vXrIZVKkZGRYfP6XBAmekZD/EKsAcdxOH78OO64445r/pzPDcsqlQoNDQ3My+MmkO0NMgnm5eWFiIgI9Pb2wsfHB9OnT+edmOU7xCl45syZLhONQCwT7NEH1NraCrVajZycHF6eW/iMvQXPaIhQViqVdBtMpVIhOzsbIpEIdXV1eOqpp7Bz585xD8cwroGJntGQRGRrcezYsRGih88Ny8DVULiuri6ajcQYPwMDA6iurobFYoGPjw+dBGPCcXxoNBpqnOeMdgjjwZZ9QMNXF5ngmRhGoxGVlZVITk52iOAZDdkG++CDDyCTyWh0yvvvv48lS5Y4ujxnhome0dhK9PC9f4fjOFy8eBEGgwGZmZlsWXyC6PV6VFVVISEhATExMTAYDFAqlZDL5dDpdE7v82JriI+MuxnnWaMPiExXku8uO74mBhE8SUlJvPS5aW5uxpNPPomFCxeiqqoKcrkcixYtwrJly3D77bezc/XEYKJnNLYQPXPnzqXBhcPDEPkCcQkODg4eV7wGYyTEofp6/U+j+ztImKFQKGR35LjqXN7a2orc3Fy39pEhx4lCoaDRKTfrAyI3KxaLBTNmzGDf3QnCd8HT1taGhx9+GNu2bUN+fj6AqyvKBw8exJ49ezBv3jw89dRTDq7SqWCiZzTDE6GtwbFjx/CjH/2Itw3LOp0O1dXVdIWCMTEm6sFjsVigVquhUCigVqsRHBwMsViM8PBwt7xjYxNuYzOePiCO41BXVwdPT09eBP46G3wXPB0dHVi9ejU++OAD3HnnnY4ux1Vgomc01hQ9HMfhzJkz8Pb2RlRUFMLDw3l1Z9/f349z585h+vTpEAqFji7H6ZDL5WhubkZubu6krP3Jvr1cLodKpYKfnx+dBHOHfqqWlhb09va6fMr8VBmrDyg8PJxGH6SlpTHBM0H4Lni6urqwatUq/PGPf8S9997r6HJcCSZ6RmMt0UMaloGrycbd3d3o6elBUFAQvbA58kSvUCjQ2NiInJwcXhipORuXL19Gd3c3cnJyrLZCMXwSzMPDgwZeulqPC8dxaGhooD0ofLoRcAbISD9JjHekH5AzwnfBI5fLsXLlSrzzzjtYuHCho8txNZjoGY3ZbKbj5JPhRg3LJJ+FXNjG8nixB21tbVAoFFa9YLsLHMehsbGRRnLY6oKt0+log6vJZKITPoGBgU59YXN0jpazQ/rvhEIhkpKSJtUH5M6YTCacPXsWiYmJiIqKcnQ516BUKrFy5Ur813/9Fx544AFHl+OKMNEzmqmInolOaJG0b4VCQbfAIiMjbba1YbFYcPHiRZhMJnaHPQlIHpu3t7ddL9hGo5FOgmm1WohEIojFYqe7syeRJiEhIUhOTnaq2vmA2WymsRxjZS2N7gNyt+3Sm8F3waNWq/Hggw/ilVdeQUFBgaPLcVWY6BnNZEXPVB2Wh4aGqADy8PCAWCxGZGTkpHpFxsJkMqGmpgahoaG8CG50NkwmE6qrqxEeHu7QrBuS4yOXy+mdPYnE4LOIJTlaUVFRLBxxEpD3LyYmBrGxsTd9/PX8gCIjI93SN4rvgkej0WDlypV48cUXsXLlSkeX48ow0TMai8UCo9E4ob9j7UgJnU5HBZDFYkFkZCSioqIm3dtBJrScKceITxAPHr69fxaLZcSdfVBQEJ3w4VPekjPmaPEJ0oMylQs2n3LB7A3fBU9/fz9WrVqFf//3f8eaNWscXY6rw0TPaCYqeoj/DmCbSAmDwQC5XA65XD6it2O8jrV9fX04d+6cS9n625ObefDwBdIvRu7shztCO3JrgzTdTps2DeHh4Q6rw1khgtGa0Qju1AdkMplQWVmJhIQEXgqewcFBPPTQQ3jqqaewdu1aR5fjDjDRM5rxih5HOCyP7u0gAig4OHjM1ycj1Tk5OS43AWQPent7ceHCBcyaNcvpYhGGb5cKBAIqgOx5HAwMDKCmpoYJ7kmi1+tRWVmJ9PR0mwlGV+4DIoInPj6elyuMWq0WDz/8MB555BE8/fTTji7HXWCiZzTjET18iJQwm81UAA0MDNCYg9DQUABXgwd7enqQnZ3NJrQmwVQ9ePgE2dqQy+UwGo0jVgttdey6Q46WLdHpdKisrLT7CuNw2wQA1DbB2fqA+C54dDodHn30UUgkEjz77LMuv8XII5joGQ3HcTAYDDf8vaMFz2hGN7dyHAd/f39kZ2fzqrfDWXDlkX6TyUTF8uDgIJ0ECwsLs9qxrFKp0NDQ4HY5WtZiaGgI1dXVmDFjhkNXyPR6PT1WnKkPiO+Cx2Aw4LHHHsOiRYuwceNGXr+XLggTPaO5keixdsOytTEajaiuroa/vz8EAgF6e3sREhJCYw74PN3DB0hwo06nQ1ZWlsu/XxaLhYpljUZDj5Wp9HaQHK28vDyn3x5xBIODg6iurkZWVhZCQkIcXQ5ldB+QNY4VW8B3wWM0GvHUU09h7ty5eOmll6xyDdm3bx82bdoEs9mM9evXY/PmzSN+v337drz88suIi4sDADz33HNYv379lF/XSWGiZzTXEz0cx9FRdj5eDLVaLaqrq5GcnEwb9jiOg0aj4Z0bNB+xWCw4d+4c/Pz8kJ6ezjtBa2vIsSKXy9HT04OAgAA6CTbe1S5buFS7E/39/aitreX9luBYfUBkG8yRQpcInri4OF7mCJpMJqxfvx65ubn41a9+ZZVzjNlsRkZGBg4cOID4+Hjk5+fj888/R2ZmJn3M9u3bcfr0abz//vtTfj0XwCYndqfeTxl9IPJxO2s0pH8iMzOT9vQAV/8tYWFhCAsLG+EG3dzc7DA3aD5iNBpRU1ODiIgIJCYmOrochzD6WBkYGIBCocDZs2fh5eVFG6Gvl4Le3NwMjUaDvLw8JqgnQV9fH86fP4+cnBze988IBAIIhUKa10f6gKqqqgA4pg+IGDfyVfCYzWb87Gc/w4wZM6wmeADg1KlTSE9PR2pqKgBgzZo1KC0tHSF6GLbHqUUPcPVLzXGcUwie7u5utLS0IC8v74b9EwKBACEhIQgJCUFaWho9Uf3www92cYPmK8TDKCkpiZcjrY5AIBAgODgYwcHBSE1NhVarhUKhQE1NDTiOG3FRG56jlZOTw8tVUL5DpgSdtQcqMDAQKSkpSElJoX1ADQ0N0Ol0dukDMpvNqKysRGxsLG8Fz8aNGxEfH4/XX3/dqu9DR0cHEhIS6M/x8fE4efLkNY+TyWT45ptvkJGRgXfffXfE32FMHacXPQD/V3g4jqMp1bfeeuuEGpYFAgGCgoIQFBSE1NRUOt5cVVVlEzdovjIwMIDa2lqHN4zyHX9/fyQmJiIxMREGgwEKhYJe1DiOQ2BgoE1zyFyZnp4eXLx4EXl5eS7xffP19UVcXBzi4uJoH1BHRwfq6ups0gfEd8FjsVjw4osvIiwsDG+99ZZDviPLly/HI488Al9fX3z88cd44okn8K9//cvudbgyTt3TA1ydWjCZTLxtWCahjR4eHpg+fbpVv0jWdoPmK2q1GvX19U7pwcMHzGYzqqurqdgeGBiAUCikk2BMAN0cpVKJxsZG5OXlXXfb0FUY3TNmjT4gZxA8mzdvBsdx+Mtf/mKT78Tx48fx+uuvY//+/QCAt99+GwCwZcuWMR9vNpshEomg0WisXouTwBqZR9PR0YH/+q//gkQiwbx583g38k0mtCIjI5GQkGBTQTZVN2i+QiaMcnNzXf5iYwvGytGyWCxQq9WQy+Xo7e1FcHAwnRpkPT7XIpfL6ba0u20pA6C5YAqFAsDE+4CcQfC89tpr6Ovrw8cff2yzmwCTyYSMjAwcOnQIcXFxyM/Px44dO5CVlUUf09nZSd+jkpISvPPOOzhx4oRN6nECmOgZjdFoxMGDByGTyXDixAncdtttKCwsxF133eXwkxPx70hLS7OaJf14IW7Q3d3d0Ol0N3WD5iutra1QqVTIycnhnaB1Bkgswo16oDiOQ19fH+RyOVQqFXX5jYyMdPumeQDo6upCe3s78vLy2PuB//MDUigU4+oDIoJnvOGr9objOPzmN7/BlStX8Mknn9hc9FdUVOCFF16A2WzGunXr8Morr+DVV1/FnDlzUFBQgC1btqCsrAxeXl4QiUT46KOPMGPGDJvWxGOY6LkRJpMJR44cQVFREY4ePYpbbrkFEokE8+fPt/sKgVqtxoULF3jh33EjN2i+CiCO43Dx4kUYjUZkZmay7ZdJMNkcLdI0r1Ao4OnpSSfBXKGHZaJ0dHSgq6sLubm5THSPwVh+QJGRkXTF0BkEz+9+9ztcunQJn376KfuM+QcTPePFbDbj6NGjkMlkOHz4MGbNmgWJRIKFCxciICDApq/d2dmJ9vZ25OTk8O5CMdoNmo99HRaLBbW1tQgICEBaWhpvhRmfITlao20RJopOp6ORGGazecS2hqt/Lu3t7VAoFMjNzWVbfuNgdB+Qr68vtFot4uPjeWktwXEc/vznP+Ps2bPYsWMHW8XjJ0z0TAaLxYITJ05AJpPhwIEDmDZtGlasWIH77rvPqv0uHMehqakJ/f39mDVrFu/vGkb3dfDBDZr0QInFYjamOUlslaNlNBppX4dWq3WamIPJ0NraCrVazcb6J4nZbMYPP/wAX19f6PV6APzKBeM4Dh999BGOHj2KXbt2ObwVgnFdmOiZKhaLBT/88AOkUin27duHpKQkSCQSPPDAA1O6I7ZYLDh//jy8vb2RkZHhdBcBPrhB63Q6VFVVISUlBWKx2C6v6WrYK0dr9LZGWFgYxGIxhEKhU4sEjuPQ3NyMgYEBNtY/SYjxYFRUFI1SINYJ4+0DsiUcx+Fvf/sb9u/fj+LiYjYcwW+Y6LEmZBulqKgIFRUViIqKgkQiwdKlSyeUlGwwGFBdXY2oqCiXWJ0Y7gatVCrt4gZNLP1nzpzJPHgmiaNytCwWC3p7eyGXy6FWq6lgDg8P5/1q53BIlpvBYEBmZqbT3bjwgbEEz1iPuVEfkK3Zvn07SktLsXv3bpez9nBBmOixFRzHoa6uDlKpFOXl5QgNDYVEIsGyZcsQERFx3RPg4OAgampqkJ6ejoiICDtXbXs4jhvR2Orj40Mne6x1YSWGb9nZ2bxY+nZGSI6WoxtuhwtmlUplk+PFFpDGeYvFghkzZjDBMwnGI3hGQ1aYFQoFnRy0ZS7YP//5T+zcuRN79uyxeW8nwyow0WMPyB2fVCrFnj174Ofnh+XLl0MikSAqKoqeEMvLy6HX67Fo0SIEBwc7uGr7QNygFQqFVdygSdM38+CZHMTpW6PRIDs7m3cNt8P9XQQCAZ0E49MdNrnh8fT0dMqtaT4wGcEzFlP1A7oRRUVF+OSTT1BeXu703mVuBBM99objOLS2tkImk6GkpAQeHh5YtmwZBgYGUFJSgqKiIl5OJtgD4gYtl8tpxtN43aDJ+6pWq5Gdne1U2yB8geRoGY1GzJw5k/f9J3q9nk6CmUwmap0QFBTkMKFBevH8/PzYpOAkIYJHLBZT80trYM0+oN27d+PDDz+kq/gMp4GJHkfCcRwuX76Mp59+GhcvXkRsbCyWLVsGiUSC5ORktz5hTsQNmuM41NfXw2w2O8XFmo+QaBNvb29MmzbN6Y49o9EIlUoFuVyOwcFBiEQiap1gr38L6ekLDg5GSkqKXV7T1SDxJpGRkVYVPGO9zmT7gMrLy/Huu++ivLycJs0znAYmehyJVqvFk08+ieTkZLz11ltQKBQoKSlBcXExNBoNli5dColE4pQXIWtyIzdocqEh4anu/D5NFrPZjJqaGoSGhrqE2CbeUQqFAhqNBqGhofSCZitBTN5DoVCIpKQkm7yGq2MvwTOaifQBffXVV3j77bdRUVExIYNOBm9gosdRqFQqrFixAo8//jg2bNhwze+VSiV2794NmUwGhUKB+++/H4WFhZg5c6bTX5SmwnA36P7+fphMJkRHR7u9MJwsY+VouRIcx9FJsJ6eHgQGBtJJMGtNDtpqO8adsFgsqKqqsrvgGYvhfUD79++HXq/HqlWr0NPTg9dffx3l5eXMAsN5YaLHUej1evzwww+YO3fuTR+rVqtRVlaG4uJitLW14b777kNhYSGys7PddiuHRCJERERAr9fz1g2az4wnR8uV4DgOAwMDdBLMy8uLNs5PtumdiEa+xiI4A0TwRERE8M6io6OjA1KpFKWlpaivr8dPfvITPProo7jtttt41+TPGBdM9DgbfX192Lt3L4qLi9HQ0IAFCxagsLAQt9xyi9tc6IkHz/BIBD66QfOZyeZouRJarZZODpLGebFYPO7RY6PRiMrKSiQmJrqFaLQFfBY8hOPHj+Oll15CUVER6urqUFpailOnTiE/Px9r1qzBokWLHF0iY/ww0ePMDA0NoaKiAlKpFOfOncO9996LwsJC/OhHP3LZuxDiEJyTk3PdixMf3KD5jLVytFwJMtkjl8thMBjoJFhwcPCY26ZklSw5OZltdUwSZxA8p0+fxsaNG1FWVjZiqtZsNuPUqVO4fPkyVq9e7cAKGROEiR5XQafT4auvvkJRURHOnj2LefPmobCwEHfccYfLjG9fuXIFHR0dyM3NHbfRGDG36+7uhkqlsosbNJ+xVY6WK2Eymegk2MDAwDXbpnq9HpWVlUhPT3fbVbKpYrFYUF1djfDwcN4KnsrKSvz0pz9FSUkJUlNTHV0Owzow0eOKGAwGHDp0CEVFRTh58iTmzp0LiUSCu+++2ykv9NYyzLOHGzSfsVeOlisxets0MDAQGo0GM2fOdEnHdHvgDIKntrYW69evh1QqRUZGhqPLYVgPJnpcHaPRiCNHjkAqleLo0aO49dZbIZFI8OMf/9gpHIs5jsOFCxfAcRxmzJhh1f4ca7tB8xlH5Wi5EoODg6isrERISAgGBwfh7+9PR5ud8WbCERDBIxKJeGvCWldXh6eeego7d+5EZmamo8thWBcmetwJs9mMb7/9FjKZDIcPH0ZOTg4kEgkWLlzIyzt/4n0SEhKClJQUm46kT8UNmu/wJUfLmRkcHER1dTWysrIQEhJCVw3JaLOnp6dLi2Zr4AyC5+LFi1i7di3++c9/Ijs729HlMKwPEz3uitlsxokTJyCTyXDw4EFkZGRgxYoVuO+++3gR0mkwGFBVVYW4uDi7jwJPxA2az/A9R8tZINOCN+qDIqJZoVDAbDbTSTA+fJf4gDMInubmZjzyyCP49NNPMXv2bEeXw7ANTPQwrp6QfvjhBxQVFWH//v1ITk6GRCLBAw88gJCQELvXMzQ0hOrqal4kzd/IDZrPZogk5dtkMrFojinQ19dHG7/HK2CMRiOdBCMZT2KxGCEhIbw+ZmyFMwietrY2PPzww9i2bRvy8/MdXQ7DdjDRwxiJxWJBTU0NioqKUFFRgZiYGEgkEixdutQuOTN9fX04d+4c3UbgE2Sqp7u7G4ODg/RiNpnAQltCQi99fHyYU/UU6O3txYULF6bU+E0ynoiDeFhYGMRiMYRCoVsIUXI+EQqFvBU8HR0dWL16NT788EPccccdji6HYVuY6GFcH47jcP78eUilUhquV1BQgGXLliEyMtLqr6dUKnHp0iWnmC4i+U5yuZxXbtCkDyosLAzJyckOq8PZ6enpwcWLF5GXl2e1Hh2LxUIjMdRqNYKDgxEZGemy/lFE8ISFhfE2j6yrqwurVq3Cu+++i3vuucfR5TBsDxM9jPHBcRwaGhoglUqxZ88e+Pv7o6CgAAUFBYiKipryasJkPHj4Al/coI1GI6qrq102R8teKJVKNDY2Ii8vz2YTjsQ/Si6XQ6lU3jDk0hlxBsEjl8vx4IMP4ve//z0WLFjg6HIY9oGJHsbEIQ2yMpkMJSUl8PT0xPLly1FYWIjY2NgJCSCO49Dc3Iz+/n7MmjXL6e94HeUG7W45WrZCLpejpaXF7qP9wyfBBAIBnQTj+4rnWDiD4FEqlVi5ciV+/etf4/7773d0OQz7wUSPLSkqKsLrr7+Ouro6nDp1CnPmzBnzcfv27cOmTZtgNpuxfv16bN682c6VTh6O49DR0UEFkMFgwPLlyyGRSJCUlHRDAWSxWHDhwgUIBALMmDHD5XpP7OUGzXK0rENXVxfa29uRl5fnUN8dvV5PJ8HI9GBkZCSCgoJ4/x0hgic0NJS326tqtRoPPvgg/uM//gPLly+f8vPd7Pyt1+uxdu1anDlzBuHh4fjiiy94+964AUz02JK6ujp4eHjgmWeewR/+8IcxRY/ZbEZGRgYOHDiA+Ph45Ofn4/PPP3dKUyyO49Dd3Y3i4mIUFxejv78fS5cuhUQiQXp6+ogTdl9fH86ePYvExEQkJyfz/mQ+VYivS3d3N5RKpdXcoFmOlnXo6OhAV1cX77yMyPSgQqHA0NAQRCIRL5vngauCp7a2FiEhIby9qGs0GqxcuRIvvfQSHnzwwSk/33jO3x9++CGqq6uxdetW7Ny5EyUlJfjiiy+m/NqMSWGTL43rjySMk5kzZ2L69Ok3fMypU6eQnp6O1NRU+Pj4YM2aNSgtLbVThdZFIBAgOjoaP/vZz3Dw4EHs3bsXMTEx2Lx5M+655x789re/xfnz53H58mUsWrQInZ2dNjcd5AsCgQBBQUFIS0vDbbfdhunTp8NoNKKqqgpnzpxBe3s7dDrdhJ5To9GgpqYG2dnZTPBMgfb2dnR3dyMvL49XggcAvL29ERMTg5ycHOTn50MoFKKjowMnTpzA+fPnoVQqYbFYHF2mUwie/v5+PPTQQ9i0aZNVBA8wvvN3aWkpnnjiCQDAqlWrcOjQIdxkYYDhZPDrrMFzOjo6RuTPxMfH4+TJkw6syHpERkZiw4YN2LBhA3p6elBWVoZf/vKXqK6uxvLly5GZmQmLxeIWo7ujCQgIQHJyMpKTk6mxXW1t7bjdoEmOVl5enlP2ffCF1tZWqNVq5OXl8f449PT0pM3OHMfRSbCGhgYEBgbSrVN7CzdnEDyDg4NYs2YN/u3f/g0PP/yw1Z53POfv4Y/x8vJCaGgoVCqVwz3IGNbDrUTPwoUL0dXVdc2fv/nmm5BIJA6oiJ+IRCJkZmZCpVKhuLgYbW1t+P3vf49Lly5h4cKFKCwsxOzZs3l/4bEFfn5+SExMRGJiInWDrquro/0cUVFRI4zxurq60NbWhltuucUlJn0cAWmgHxgYQE5OjtMddwKBAEKhEEKhEBzHYWBgAHK5HK2trfD29qZbp7bO1yOCJzg4mLeCR6vVYs2aNXjsscfw+OOPO7ochgviVqLn4MGDU/r7cXFxaG9vpz9fvnwZcXFxUy2Ld+zduxdvvPEGSktL6UTHT37yEwwMDODLL7/E+++/j/Pnz+PHP/4xCgsLkZ+f7/STXJPBx8cH8fHxiI+Pp86+DQ0N1A2aTIfdcsstvNuKcRY4jsOlS5dgMBiQnZ3t9NurAoEAwcHBCA4ORlpaGoaGhqBQKFBTU0NXDsViMQICAqz6usMFT0pKilWf21rodDr85Cc/werVq7Fu3TqrP/94zt/kMfHx8TCZTNBoNGzgwMVwrlsmB5Ofn4+GhgY0NzfDYDBg586dKCgocHRZVsVkMqGsrAz79++/ZoQ1KCgIq1evxhdffIFTp05hwYIF+Pvf/465c+fixRdfxLfffguTyeSgyh2Lt7c3YmNjkZeXh1tvvRVDQ0Po7OyE0WhEU1MTent7WW/ABBkez5GZmen0gmcsAgICkJSUhDlz5tDG7Pr6epw8eRKXLl1CX1/flI8bi8WCc+fO8VrwkKmpJUuW4JlnnrHJZz2e83dBQQE+/fRTAIBUKsX8+fNd8rhzZ9j01v9PSUkJnn/+eSgUCoSFhSEvLw/79+/HlStXsH79elRUVAAAKioq8MILL8BsNmPdunV45ZVXHFy549Hr9Th06BCkUilOnTqFuXPnQiKR4K677nLoOLEjGJ2jxXEcL92g+Q7Hcairq4OnpycyMjLc7sJDYlTkcjkGBgYgEokQGRkJoVA4ofeCCJ6goCDeCh6j0Ygnn3wSd955J1588UWbftZjnb9fffVVzJkzBwUFBdDpdHj88cdx9uxZiEQi7Ny5E6mpqTarh3FD2Mg6g/8YjUZ8/fXXkMlk+Pbbb5Gfnw+JRIJ7773X5j0LjuZmOVpjuUFHRUVBJBIxATQM8j76+fkhLS3N7QTPaCwWCxXOGo2GuoiLRKIbbitzHIfa2loEBgby9sJtMpnw9NNPY/bs2diyZYvbf9aMETDRw3AuTCYTjh49CqlUiq+//ho5OTkoLCzEggULXG6KaaI5WsMneuzpBs13iGFeSEgIb1cmHAnpEyPHzfVMNJ1B8JjNZjz77LNIT0/H66+/zgQPYzRM9DCcF7PZjOPHj0Mmk+HgwYOYMWMGCgsLcd99942YdnJGiIdPTEzMpBrbr+cGHRkZ6VYN0EQ4CoVC3kYi8Aliokkywby8vOiY/KVLlxAQEMBrwbNx40ZER0fjrbfecirB89hjj6G2thanTp0aMZF56NAh3H///Thy5AhLgLcOTPQwXAOLxYIzZ86gqKgI+/fvR2pqKiQSCe6//36EhIQ4urwJodfrUVVVZbUcLVu5QfMds9mMqqoqiMViFsA6SbRaLc0jEwgESEhIgFgs5t1NhcViwc9//nMEBQXhD3/4g9Nt7fb29iI7Oxtr167Fm2++CeCqa312djZ+8pOf4K233nJwhS4DEz0M18NisaC6uhpFRUX48ssvERsbC4lEgqVLlyIsLMzR5d0QkqOVkZEBkUhkk9cYGhqi2U4eHh5UAPn5+dnk9RyByWSiK2WxsbGOLsdp4TgO586dg7+/PxISEqBUKiGXy6HT6RAeHg6xWIyQkBCHrqpYLBaad/Xee+85neAhHDx4EA888AC+++47/OhHP8LTTz+NM2fOXLP6w5gSTPQwXBuO43D+/HlIpVLs3bsXIpEIEokEy5Yt450jqiNytIgbtFwuH7cbNN8xGo2orKxEYmIiS5yfAsMFT1pa2ojfmc1mOgnW398PoVBIJ8HsKTosFgteffVVDAwMYOvWrU4reAgbN27EgQMH8Otf/xqPPfYYvv/+e2RnZzu6LFeCiR6G+8BxHBoaGiCVSlFWVoaAgABIJBIsX74cUVFRDr1b7e3tRV1dHXJychy2dUDcoOVy+XXdoPmOwWBAZWUlkpOTIRaLHV2O03IjwTMaMkGoUCigVqsRHBwMsViM8PBwmzbQcxyHX//61+jq6sLf/vY3l2jW12q1mD17NhoaGvDb3/4WL7/8sqNLcjWY6GG4JySGQCaTYffu3fDy8sLy5ctRWFiImJgYuwogpVKJS5cuITc3lzcrLMQNmmxlEAEUFBTE2wZRvV6PyspKpKenM8fbKUBWR/38/JCamjqhz5vjOPT19UGhUECpVMLPz49Ogllzi4bjOLzzzjtobGzEp59+6lLN+du2bcPGjRsxMDDg9CtXPISJHgaD4zhcvnwZMpkMJSUlMJlMWL58OQoKCpCUlGTTizzJ0crLy+Ptvj0xtevu7sbg4CDt5QgNDeWNANLpdKisrLRpL5Q7QASPr6+vVfyMhk+CeXh40EmwqYh7juPwpz/9CZWVldixY4fLmZVu374dzz33HAYGBhxdiivCRA+DMRyO49DV1YXi4mIUFxdjYGAAy5Ytg0QisbqpXXt7O+RyOY0KcAbMZjPv3KCHhoZQXV2NGTNm8L5Rnc9YW/CMRqfTQaFQQKFQ0O1TMgk23tfiOA4ffvghvvvuO+zatYu3NwpTgYkem8JED4NxIxQKBUpKSlBcXAyVSoUlS5agoKAAM2bMmPRFgWyt9ff3Y9asWU7bi8AHN+jBwUFUV1cjKyvL6awJ+IStBc9ojEYjnQTTarUQiUQ3XT3kOA7btm3DgQMHIJPJXNaNnYkem8JED4MxXnp6elBWVgaZTIaOjg7cd999WLFiBbKyssZ9kXfVwEtHuEH39/ejtrYW2dnZCAoKsslruAP2FjyjGb16GBoaSiMxhn+vtm/fjtLSUpSWlrqUvcJomOixKUz0MKxDT08PHn74YbS0tCA5ORm7du2CUCi85nGenp50BDMxMRFlZWX2LtUqaDQa7N27FzKZDI2NjVi0aBEKCwuRl5d3XQFE8p98fX2Rnp7uMoJnNKSZVS6X28wNuq+vD+fOnXPotJsrQEJYvb29eXFMWiwW9Pb2QqFQ4OOPP0ZzczOWL18O4GqA8549exAQEODQGhlODRM9DOvwi1/8AiKRCJs3b8Zvf/tbqNVqvPPOO9c8LigoyOXuYAYGBlBRUQGpVIq6ujrMnz8fEokE+fn5dJVjYGAA7733Hh599NFx5Wi5CrZwg+7t7cWFCxd4Ne3mjPBN8IzGYrHg+PHj2Lp1K44cOYI5c+Zg9erVWL58ObMjYEwWJnoY1mH69On4+uuvERMTg87OTtx7772or6+/5nGuKHqGo9VqsX//fkilUlRWVuLuu+/GggUL8Oabb2L16tXYtGmTo0t0KFN1g+7p6cHFixeRl5fn0lsctobvgoewe/dufPTRR9i7dy8UCgV2796NPXv2QCAQYM2aNXj22WcdXSLDuWCih2EdwsLC0NvbC+DqCVUoFNKfh+Pl5YW8vDx4eXlh8+bNKCwstGud9kSv16OoqAgvvvgiUlJSkJ2djcLCQsybN8/lxmwnw2g3aLFYDLFYfN3VG6VSicbGRuTl5blsE6s9cBbBU15ejnfffRfl5eXXbJV3dXWhuroa9913n4OqYzgpTPQwxs/ChQvR1dV1zZ+/+eabeOKJJ0aIHKFQCLVafc1jOzo6EBcXh6amJsyfPx+HDh26qeOrs9LS0oKVK1fiD3/4A+bNm4fDhw9DJpPh6NGjyM/PR2FhIe69916XHLudKDdzgyahl3z2M3IGOI7DhQsX4OnpiWnTpvFW8Hz11Vd4++23UVFRwYwmGdaEiR6GdRjv9tZwnnzySSxbtgyrVq2yU5X2o7a2Fo899hi2bduGOXPmjPidyWTC0aNHUVRUhCNHjiA3NxeFhYVYsGAB27LBtW7Qfn5+0Gq1uPXWW5ngmQLOInj+9a9/4Y033kB5eTnr3WFYGyZ6GNbh5ZdfRnh4OG1k7unpwe9+97sRj1Gr1QgICICvry+USiXmzp2L0tJSZGZmOqhq23Hw4EHEx8djxowZN3yc2WzG8ePHIZVKcejQIcycOROFhYVYtGgRm0rCVQPHy5cvIyAgAENDQ7x0g3YGnEXwfPPNN3jllVdQXl6O6OhoR5fDcD2Y6GFYB5VKhYceeghtbW1ISkrCrl27IBKJcPr0aWzduhXbtm3DsWPH8Mwzz8DDwwMWiwUvvPACnn76aUeXzhssFgtOnz6NoqIifPXVV0hLS0NBQQEeeOABBAcHO7o8u9Pe3g6FQoHc3Fx4enry0g3aGSCCx8PDAxkZGbwVPMePH8dLL72EvXv3Ii4uztHlMFwTJnoYDD5isVhQVVWFoqIi7Nu3D3FxcSgoKMDSpUvdImqhtbUVarUaOTk5YwoaPrhBOwMcx6G+vh4CgYDXguf777/Hpk2bUFZWhsTEREeXw3BdmOhhMPgOx3E4d+4cpFIp9u7di/DwcBQWFmLZsmUu1+RJIjoGBgYwa9ascQmYsdygo6KiEB4e7rQRH9bAWQTP2bNn8bOf/Qy7d+9GSkqKo8thuDZM9DAYzgSJsZBKpdizZw8CAwMhkUioYRtfL2zjgeM4XLp0CQaDYdIRHfZwg3YGnEXw1NTUYMOGDZBKpcjIyHB0OQzXh4keBsNZ4TgOTU1NkMlk2L17N3x8fLB8+XJIJBLExMTw9kI3FkTMWSyWKYW5jn5Oa7tBOwPOInjOnz+PdevW4YsvvsDMmTMdXQ7DPWCih8FwBTiOw+XLlyGVSlFSUgKz2Yzly5ejsLAQCQkJvL3wAf9nlufp6WnTizRxg5bL5fD09KRmiK5kdEgED3DVRoKvn/vFixexdu1a/POf/6RZfAyGHWCih8FwNTiOQ2dnJ4qLi1FSUoLBwUEsXboUEonEISnaN4KEsPr5+dm1tom6QTsDZLWM4zheC56mpiY8+uij+PTTTzF79mxHl8NwL5joYTBcHblcjpKSEhQXF6OnpwdLliyBRCJx+IXRYrGgpqYGISEhDm1gvZkbtDPgLIKntbUVa9aswbZt25Cfn2/V5+7p6cHDDz+MlpYWJCcnY9euXdfEVwCAp6cnXV1KTExEWVmZVetg8BomehgMd6KnpwelpaWQyWS4cuUKFi9ejBUrViAzM9Ouo95msxk1NTUQCoVISkqy2+vejNFu0EQABQUF8VZIOIvg6ejowOrVq/HRRx9h7ty5Vn/+X/ziFxCJRNQgVa1W45133rnmca4eesy4IUz0MBjuikajwZ49eyCTydDc3IxFixZBIpEgLy/PpgLIbDajqqoKYrEY8fHxNnudqWIymaBSqdDd3Y3BwUFeukHbogHcFnR2dmLVqlX485//jLvvvtsmrzHeKBwmetwaJnoYDAbQ39+PiooKSKVS1NfXY/78+ZBIJMjPz7eqADKZTKisrERsbCxiY2Ot9ry2ho9u0BzHoaGhAWazmdeCp7u7mwbvzp8/32avExYWRkOPOY6DUCgcEYJM8PLyQl5eHry8vLB582YUFhbarCYG72Cih8FgjESr1WLfvn2QyWSorKzEPffcA4lEgrlz507J7M9oNKKyshKJiYmIioqyYsX2ZbQbdGhoKMRisV3doJ1F8CiVSjz44IP4zW9+g/vvv3/Kz7dw4UJ0dXVd8+dvvvkmnnjiiREiRygUQq1WX/PYjo4OxMXFoampCfPnz8ehQ4eQlpY25doYTgETPQzGRNi3bx82bdoEs9mM9evXY/PmzSN+r9frsXbtWpw5cwbh4eH44osvkJyc7JhirYBer8eBAwcglUpx+vRpzJ07FytWrMCdd94Jb2/vcT+PwWBAZWUlkpOTXSo52xFu0M4ieNRqNR588EH853/+J5YtW2bz1xvv9tZwnnzySSxbtgyrVq2yeX0MXsBED4MxXsxmMzIyMnDgwAHEx8cjPz8fn3/++YiU+A8//BDV1dXYunUrdu7ciZKSEnzxxRcOrNp6GAwGHD58GDKZDN999x1+9KMfobCwEPfcc88Nzf70ej0qKyuRnp7ucrEZw7GHGzRxrTYajZg5cyZvBY9Go8HKlSvx8ssvY8WKFXZ5zZdffhnh4eG0kbmnpwe/+93vRjxGrVYjICAAvr6+UCqVmDt3LkpLS0d8hxkuDRM9DMZ4OX78OF5//XXs378fAPD2228DALZs2UIfs3jxYrz++uuYO3cuTCYToqOjoVAoeHtxmiwmkwnffvstioqKcOTIEcyePRuFhYWYP38+/Pz86OMaGxtx5swZLFy4ECKRyIEV2xdbuEE7i+Dp7+/HqlWr8Nxzz+Hhhx+22+uqVCo89NBDaGtrQ1JSEnbt2gWRSITTp09j69at2LZtG44dO4ZnnnkGHh4esFgseOGFF/D000/brUaGw2Gih8EYL1KpFPv27cO2bdsAAP/7v/+LkydP4v3336ePmTVrFvbt20enktLS0nDy5ElEREQ4pGZ7YDabcezYMUilUvzrX/9CZmYmJBIJkpKS8OSTT+Ldd9+1aQOrMzBVN2hnETyDg4NYvXo11q9fj8cee8zR5TAYo7HJF8d9Uv0YDAY8PT1x11134a677oLFYsH333+PrVu3Yvfu3bj33nuhUqnQ39+P4OBgR5fqMAICApCcnIzk5GTqBl1TUzMuN2hnETxarRZr1qzB2rVrmeBhuBVM9DBckri4OLS3t9OfL1++jLi4uDEfEx8fD5PJBI1G49J9LKPx8PBAQEAAzp49iyNHjsBkMkEqleJPf/oTEhISUFBQgCVLliAsLMzRpToMPz8/JM/BMjUAAA4uSURBVCYmIjExEXq9HgqFAnV1dTCZTIiMjIRYLKZu0BzHobGxkfeCR6fT4dFHH8VDDz2Ep556ytHlMBh2hW1vMVwSk8mEjIwMHDp0CHFxccjPz8eOHTuQlZVFH/PBBx+gpqaGNjIXFxdj165dDqzavpw+fRrr16/Hrl27kJGRQf+c4zjU1tZCKpWivLwcERERKCwsxNKlS91KFN6Isdyg9Xo9OI5DVlYWbwWPXq/H448/jsWLF+O5557jbZ0MBlhPD4MxMSoqKvDCCy/AbDZj3bp1eOWVV/Dqq69izpw5KCgogE6nw+OPP46zZ89CJBJh586dSE1NdXTZduNXv/oVNmzYcMMsLZIELpVKsWfPHoSEhKCgoADLly9HZGQku2jiqgA6f/48+vr64OXlxUs3aOBqnU888QTuuusu/PznP+dVbQzGGDDRw2AwHAfZvpHJZCgtLYWPjw8KCgogkUgQHR3tlhdR8p7o9XpkZmbCYrGgp6cH3d3d6O/v54UbNHB15XPdunW49dZbsXnzZrf8rBhOBxM9DAaDH3Ach7a2NshkMuzevRsWiwXLli3DihUrEB8f7zYX1cbGRuh0OmRmZl7zbyZu0N3d3dBoNA5xgwauTuw988wzyMjIwGuvveY2nw3D6WGih8Fg8A+O49DZ2QmZTIaSkhJotVosXboUEokEqampLnuRbWxshFarHVcPjyPcoIGrguf5559HTEwM3nrrLZf9LBguCRM9DAaD/8jlcpSUlEAmk0GtVmPJkiUoLCxERkaGy1x0JyJ4RmMPN2jg6krT//t//w8hISH4/e9/79DtNQZjEjDRw2AwnAuVSoXS0lLIZDJ0dXVh8eLFWLFiBWbOnOm0F+GpCJ7R2MINGrgqeH75y19CIBDgvffec9r3muHWMNHDYIzGYrHg3nvvRWhoKPbs2UP/fGhoCLNnz8aPf/xjbN261YEVMgi9vb3Ys2cPZDIZWlpasGjRIhQWFiI3N9dpLsrWFDxjMTg4SEfhJ+MGDVz9Trz66qsYHBzERx995DTvLYMxCiZ6GIyxaGpqQk5ODt577z2sW7cOAPD888/jyy+/RFVVFTWPY/CH/v5+lJeXQyaTob6+HvPnz0dhYSHmzJnD24t0U1MThoaG7ObDQ9yg5XL5uNyggasrR7/+9a/R3d2Nbdu22bRfiMGwMUz0MBjXY+vWrfjlL3+J6upqXLp0CYsXL8bXX3+NefPmObo0xk0YGhrCl19+ieLiYlRXV+Puu+9GYWEhbr/9dt5ctJuamjA4OIhZs2Y5pC+JuEHL5fIx3aCBq4LnnXfeQVNTEz799FPevHcMxiRhoofBuBGLFy+GVqtFS0sL1qxZg9/97neOLokxQXQ6HQ4cOACpVIrTp0/jzjvvxIoVK3DnnXdatcl3Ijha8IxmuBv0W2+9hdjYWDz00EM4fvw4ampqsGPHDoe9VwyGFWGih8G4Ec3NzUhLS0NaWhpqa2sn1AfB4B8GgwGHDx+GVCrFsWPHcNttt6GwsBB33333lJp8J0JzczMGBgaQlZXFy2233t5eFBcX4x//+AcuXryIJ598EqtXr8Ztt93Gy3oZjAlgE9HDvhUMl+GTTz6Bv78/Ll++jObmZkeXw5giPj4+WLx4Mf7nf/4HVVVVeOyxx/Dll1/izjvvxDPPPIMvv/wSOp3OZq/Pd8EDAKGhoTCZTIiIiEBzczN+/OMf469//Svy8vLw/PPP49ixY44ukcHgFWylh+ESfP/997jjjjtQVlaGjz76CN3d3Th27Bjra3BBzGYzvvvuO0ilUhw+fBhZWVmQSCRYtGgRAgICrPIazc3N6O/vx6xZs3greDiOw/bt27Fnzx7s3r0bfn5+9HdGoxFHjhyBXC7Ho48+6sAqGYxJw7a3GIyx0Ol0mD17NubNm4f/+Z//QVdXF7KysvDSSy9hy5Ytji6PYUMsFgtOnTqFoqIiHDhwANOmTUNhYSEWL16MoKCgST2nMwgeAPjHP/6BXbt2oayszGpij8HgEWx7i8EYiy1btkCn0+GPf/wjACA6OhoffPABXn/9dZw7d87B1dmfffv2Yfr06UhPT8dvf/vba36/fft2REZGIi8vD3l5edi2bZsDqrQOHh4euP322/Hf//3fqKysxK9+9SucP38eixcvxpo1a/D5559Do9GM+/laWlqcQvDs2rULO3bsQGlpKRM8DMYEYCs9DKfmm2++wfz583Hw4EHce++9I363evVqNDc348SJE24zzWI2m5GRkYEDBw4gPj4e+fn5+Pzzz5GZmUkfs337dpw+fRrvv/++Ayu1LRzHoba2FkVFRaioqEBkZCQkEgmWLVsGkUg05t9paWlBX18f7wVPSUkJPv74Y+zduxchISGOLofBsBU2WelxjysBw2W5++67YTKZxvxdUVGRnatxPKdOnUJ6ejpSU1MBAGvWrEFpaekI0eMOCAQCZGdnIzs7G2+88QYuXLgAqVSKlStXIiQkhAqgyMhICAQCvPbaaxAKhdi4cSOvBc/evXvxwQcfoLy8nAkeBmMSMNHDYLgQHR0dSEhIoD/Hx8fj5MmT1zxOJpPhm2++QUZGBt59990Rf8fVEAgEmDlzJv7zP/8T//Ef/4HGxkZIpVI8+uij8PX1RUREBA1J5bPg2b9/P/74xz+ivLwcQqHQ0eUwGE4Jf7/hDAbDJixfvhwtLS2orq7GokWL8MQTTzi6JLshEAiQnp6OzZs347vvvsO8efNw8eJFWCwWSCQS/OUvf0F7eztusu1vd/71r3/hrbfewp49exAeHu7ochgMp4Wt9DAYLkRcXBza29vpz5cvX0ZcXNyIxwy/aK5fvx6/+MUv7FYfn/jTn/6Euro6nD59Gl5eXrhy5QpkMhmeffZZ6HQ6LFu2DBKJBCkpKQ51Yv7mm2/w2muvoby8HJGRkQ6rg8FwBVgjM4PhQphMJmRkZODQoUOIi4tDfn4+duzYgaysLPqYzs5OxMTEALjaFPvOO+/gxIkTjirZIbz33ns4cuQIdu7cCW9v7xG/4ziObncVFxejt7cXS5YsgUQiQUZGhl0F0LFjx/Dyyy9j796914hXBsPFYT49DAbj5lRUVOCFF16A2WzGunXr8Morr+DVV1/FnDlzUFBQgC1btqCsrAxeXl4QiUT46KOPMGPGDEeXbVeOHz+OOXPmXCN4xkKlUmH37t2QyWTo7u7G/fffj8LCQsycOdOmPUDff/89Nm3ahLKyMiQmJtrsdRgMnsJED4PBYDiS3t5elJWVQSaToa2tDQsXLsSKFSuQk5NjVQF09uxZ/OxnP8Pu3buRkpJitedlMJwIJnoYDAaDL/T19aG8vBwymQwXL17EggULUFhYiFtvvXVKAqimpgYbNmyATCbDtGnTrFgxg+FUMEdmBoPB4AshISF45JFHIJVKceLECdx55534+OOPMXfuXPziF7/AsWPHYDabJ/Sc58+fx4YNG7Br1y6bCJ6ioiIaoHr69OnrPu5mrt4MhrPCVnoYDAbDiuh0Ohw4cABFRUU4c+YM5s2bhxUrVuCOO+64oTN4fX09nnjiCezYsQOzZs2ySW11dXXw8PDAM888gz/84Q+YM2fONY8Zj6s3g2EH2EoPg8Fg8B0/Pz8sX74cn332Gc6ePYsVK1ZAKpVi7ty5eP7553Hw4EEYDIYRf6epqQlPPPEEPvvsM5sJHgCYOXMmpk+ffsPHDHf19vHxoa7eDIYrwHx6GAwGw0b4+Pjg/vvvx/333w+TyYQjR46gqKgIv/rVr3DLLbdAIpEgPT0da9euxSeffIK8vDxHlzxuV28GwxlhoofBYDDsgJeXFxYsWIAFCxbAbDbj6NGjkMlk2LBhA8rKysbcapoMCxcuRFdX1zV//uabb0IikVjlNRgMZ4WJHgaDwbAznp6euOeee3DPPffgz3/+s1UNDw8ePDilvz8eV28Gw1lhPT0MBoPhQBwZcTEW+fn5aGhoQHNzMwwGA3bu3ImCggJHl8VgWAUmehgMBsNNKCkpQXx8PI4fP46lS5di8eLFAIArV65gyZIlAK5uw73//vtYvHgxZs6ciYceemhEjAmD4cywkXUGg8FgMBh8g42sMxgMBoPBYEwWJnoYDAaDwWC4BUz0MBgMl2DdunUQi8XXNffjOA4bN25Eeno6cnJy8MMPP9i5QgaD4WiY6GEwGC7Bk08+iX379l33919++SUaGhrQ0NCAv/71r/jpT39qx+oYDAYfYKKHwWC4BHfffTdEItF1f19aWoq1a9dCIBDg9ttvR29vLzo7O+1YIYPBcDRM9DAYDLdgrHiFjo4OB1bEYDDsDRM9DAaDwWAw3AImehgMhlvA4hUYDAYTPQwGwy0oKCjAZ599Bo7jcOLECYSGhiImJsbRZTEYDDvCAkcZDIZL8Mgjj+Drr7+GUqlEfHw83njjDRiNRgDAs88+iyVLlqCiogLp6ekICAjA3//+dwdXzGAw7A2LoWAwGAwGg8E3WAwFg8FgMBgMxmRhoofBYDAYDIZbwEQPg8FgMBgMt4CJHgaDwWAwGG4BEz0MBoPBYDDcAiZ6GAwGg8FguAVM9DAYDAaDwXALmOhhMBgMBoPhFjDRw2AwGAwGwy1goofBYDAYDIZbwEQPg8FgMBgMt4CJHgaDwWAwGG4BEz0MBoPBYDDcAiZ6GAwGg8FguAVM9DAYDAaDwXALmOhhMBgMBoPhFjDRw2AwGAwGwy1goofBYDAYDIZbwEQPg8FgMBgMt8DrJr8X2KUKBoPBYDAYDBvDVnoYDAaDwWC4BUz0MBgMBoPBcAuY6GEwGAwGg+EWMNHDYDAYDAbDLWCih8FgMBgMhlvARA+DwWAwGAy34P8DAHaMdGADNFMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 10))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "\n", "ax = visualization.plot(paris, ax=ax, space='S2', s=100, alpha=0.8, label='Paris')\n", "ax = visualization.plot(result, ax=ax, space='S2', s=100, alpha=0.8, label='End point')\n", "ax = visualization.plot(\n", " points_on_geodesic, ax=ax, space='S2', color='black', label='Geodesic')\n", "\n", "arrow = visualization.Arrow3D(paris, vector=tangent_vector)\n", "arrow.draw(ax, color='black')\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## From substraction to logarithm map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The logarithm map is the operation that generalizes the substraction of two points, that gives a vector.\n", "\n", "The logarithm map takes two points on the manifold as inputs, and outputs the tangent vector that is required to \"shoot\" from one point to the other." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "paris = data[19]\n", "beijing = data[15]\n", "\n", "log = sphere.metric.log(point=beijing, base_point=paris)\n", "\n", "geodesic = sphere.metric.geodesic(\n", " initial_point=paris,\n", " end_point=beijing)\n", "\n", "points_on_geodesic = geodesic(gs.linspace(0., 1., 30))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 10))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "ax = visualization.plot(paris, ax=ax, space='S2', s=100, alpha=0.8, label='Paris')\n", "ax = visualization.plot(beijing, ax=ax, space='S2', s=100, alpha=0.8, label='Beijing')\n", "ax = visualization.plot(\n", " points_on_geodesic, ax=ax, space='S2', color='black', label='Geodesic')\n", "\n", "arrow = visualization.Arrow3D(paris, vector=log)\n", "arrow.draw(ax, color='black')\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Geodesics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So far, we have given examples of geodesics on the sphere. The sphere is a simple manifold that is easy to visualize. Yet, `geomstats` provides many more manifolds, on which the exp and log are defined. Let's present a few more." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Geodesics on the hyperbolic plane" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We consider the hyperbolic geometry here. We define two points on the hyperbolic plane and compute the geodesic between them." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "from geomstats.geometry.hyperboloid import Hyperboloid\n", "\n", "hyperbolic = Hyperboloid(dim=2, coords_type='extrinsic')\n", "\n", "initial_point = gs.array([gs.sqrt(2.), 1., 0.])\n", "end_point = gs.array([2.5, 2.5])\n", "end_point = hyperbolic.from_coordinates(end_point, 'intrinsic')\n", "\n", "geodesic = hyperbolic.metric.geodesic(\n", " initial_point=initial_point, end_point=end_point)\n", "\n", "points = geodesic(gs.linspace(0., 1., 10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use the visualization module to plot the two points and the geodesic between them. We can choose the visualization we prefer for points on the hyperbolic plane. First we visualize with the Poincare disk representation." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 8))\n", "ax = fig.add_subplot(111)\n", "\n", "representation = 'H2_poincare_disk'\n", "\n", "ax = visualization.plot(\n", " initial_point, ax=ax, space=representation, s=50, label='Initial point');\n", "ax = visualization.plot(\n", " end_point, ax=ax, space=representation, s=50, label='End point');\n", "\n", "ax = visualization.plot(\n", " points[1:-1], ax=ax, space=representation, s=5, color='black', label='Geodesic');\n", "ax.set_title('Geodesic on the hyperbolic plane in Poincare disk representation')\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can visualize the same geodesic in Klein disk representation." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 8))\n", "ax = fig.add_subplot(111)\n", "\n", "representation = 'H2_klein_disk'\n", "\n", "ax = visualization.plot(\n", " initial_point, ax=ax, space=representation, s=50, label='Initial point');\n", "ax = visualization.plot(\n", " end_point, ax=ax, space=representation, s=50, label='End point');\n", "\n", "ax = visualization.plot(\n", " points[1:-1], ax=ax, space=representation, s=5, color='black', label='Geodesic');\n", "ax.set_title('Geodesic on the hyperbolic plane in Klein disk representation')\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Geodesics on the special euclidean group SE(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We consider the special euclidean group in 3D, which is the group of 3D rotations and 3D translations. One element of this group can be represented by a frame, oriented by the 3D rotation, and located by the 3D translation from the origin. \n", "\n", "We create two points in SE(3), and compute the geodesic between them." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "from geomstats.geometry.special_euclidean import SpecialEuclidean\n", "\n", "se3 = SpecialEuclidean(n=3, point_type='vector')\n", "metric = se3.left_canonical_metric\n", "\n", "initial_point = se3.identity\n", "initial_tangent_vec = gs.array([1.8, 0.2, 0.3, 3., 3., 1.])\n", "geodesic = metric.geodesic(\n", " initial_point=initial_point,\n", " initial_tangent_vec=initial_tangent_vec)\n", "\n", "points = geodesic(gs.linspace(-3., 3., 40))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We visualize the geodesic in the group SE(3), which is a path of frames in 3D." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "visualization.plot(points, ax=ax, space='SE3_GROUP');" ] } ], "metadata": { "celltoolbar": "Tags", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 4 }