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"
    }
   },
   "cell_type": "markdown",
   "id": "cd2afa6b-f081-4d39-b0a9-2f25249da60a",
   "metadata": {},
   "source": [
    "![gottjuric.jpg](attachment:c95fcf36-7119-4133-89fc-73fb4e28204e.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfcdd028-bbaa-4f78-8919-68f3afecb564",
   "metadata": {},
   "source": [
    "<h1>Density Estimation for SDSS “Great Wall”</h1>\n",
    "<section id=\"introduction\">\n",
    "<h2>Introduction</h2>\n",
    "<p>The goal here is to estimate density of galaxies in the SDSS “Great Wall” using different methods.<br />\n",
    "Raw data are often displayed in a way like scattered point or sorted with different sized bins in histogram. However, it hard to see a smooth distribution pattern in dots and histogram bins. Therefore, we need estimators for mining the underlying distribution pattern.</p>\n",
    "<p>Firstly, we will apply <strong>Kernal Density Estimation (KDE)</strong> with different kernels (Gaussian, top-hat, and exponential kernels).\n",
    "For a set of measurements <span class=\"math notranslate nohighlight\">\\({x_i}\\)</span>, the KDE at x is</p>\n",
    "<div class=\"math notranslate nohighlight\">\n",
    "\\[\\hat{f_{N}}(x) = \\frac{1}{Nh^D} \\sum_{i=1}^{N} K(\\frac{d(x,x_i)}{h})\\]</div>\n",
    "<p>where D is the dimensions of the parameter space.</p>\n",
    "<p>Secondly, we will use <strong>K-Nearest-Neighbor Estimation</strong> with different structure scales (different K values). The estimated function is calculated as</p>\n",
    "<div class=\"math notranslate nohighlight\">\n",
    "\\[\\hat{f_K}(x) = \\frac{K}{V_D(d_K)}\\]</div>\n",
    "<p>Lastly, we will use <strong>Gaussian Mixture Model (GMM)</strong> on the same dataset. The density function of points is given by</p>\n",
    "<div class=\"math notranslate nohighlight\">\n",
    "\\[\\rho(x) = Np(x) = N \\sum_{j=1}^{M} \\alpha_j \\mathcal{N}(\\mu_j, \\Sigma_j)\\]</div>\n",
    "</section>\n",
    "<section id=\"import-data-and-methods\">\n",
    "<h2>Import Data and Methods</h2>\n",
    "<p>The sample data used in this notebook is the a galaxy sample contains 8014 galaxies centered in the SDSS “Great Wall”. Data reference from <a class=\"reference external\" href=\"https://arxiv.org/abs/astro-ph/0310571\">Gott III et al 2005</a>.<br />\n",
    "The main methods used here are KernalDensity, KNeighborsDensity, and GaussianMixture.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "cca74959-d841-489a-9b31-69d5c7d55867",
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://www.astroml.org/astroML-notebooks/chapter6/astroml_chapter6_Density_Estimation_for_SDSS_Great_Wall.html\n",
    "\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib.colors import LogNorm\n",
    "\n",
    "from sklearn.neighbors import KernelDensity\n",
    "from astroML.density_estimation import KNeighborsDensity\n",
    "from sklearn.mixture import GaussianMixture\n",
    "\n",
    "from astroML.datasets import fetch_great_wall"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "81076e04-6cc4-42e0-acc3-ce48e3f327b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create the grid on which to evaluate the results\n",
    "Nx = 50\n",
    "Ny = 125\n",
    "xmin, xmax = (-375, -175)\n",
    "ymin, ymax = (-300, 200)\n",
    "Xgrid = np.vstack(list(map(np.ravel, np.meshgrid(np.linspace(xmin, xmax, Nx),\n",
    "                                            np.linspace(ymin, ymax, Ny))))).T\n",
    "\n",
    "# adjust figure into the same size\n",
    "def adjust_figure(x, y):\n",
    "    fig = plt.figure(figsize=(x, y))\n",
    "    fig.subplots_adjust(left=0.12, right=0.95, bottom=0.2, top=0.9,\n",
    "                    hspace=0.01, wspace=0.01)\n",
    "\n",
    "# define plot_figure to plot all KDE figures with the same format.\n",
    "def plot_figure(number, data, text):\n",
    "    ax = plt.subplot(number, aspect='equal')\n",
    "    ax.imshow(data, origin='lower', norm=LogNorm(),\n",
    "               extent=(ymin, ymax, xmin, xmax), cmap=plt.cm.binary)\n",
    "    ax.text(0.95, 0.9, text, ha='right', va='top',\n",
    "             transform=ax.transAxes,\n",
    "             bbox=dict(boxstyle='round', ec='k', fc='w'))\n",
    "    ax.set_xlim(ymin, ymax - 0.01)\n",
    "    ax.set_ylim(xmin, xmax)\n",
    "    #ax.images[0].set_clim(0.01, 0.8)\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7a1bb7e0-12a0-4d67-8848-d0beadd8a87f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YGhpy9q2lfrn4N30nC+cqL3/HLR+lUqlpEJalF0cWV/CzX2UokhJzhUx2X1fIpgXXCdWRCpmeyBvl8uFzqUdGRmBwcBBGR0cB4OVzhm1uZ0uafl5t20faKh2a1c1hefYnH5emxPG9dQlbtFMaaNvgeZ+dnYVarQbLli3LSTozjjnmGGhvb4/Ork8TpnoLpNYzeIFzIog38YyMjMD69eth165dsGzZMmtFoFOMvGPY3Nykk1f3DVpwAMBIpH0PUJTEU6Q5yBYVRSBASZHXIOM6EKranQ9wPZEVVGnhc5w40fOpZQOvCXGITp5tW+XCpPutAg3H9TEulPqs8zxJm+zSlLhwKV/X29uycO9xhUmetjY5Xbvrrrtg48aNzun5hko+3zCWUyZSeMIjjzwCGzduhCVLlsCZZ54JW7dubXj//PPPw3vf+1647LLL4LLLLoOXXnqp4f2tt94K5513Hpx//vnwzW9+07t8ps6Fllq8nnJsbAx27doFBw4cMBIyrhjp3zIrD/fR821BnZubg8HBQQCAhiUTnaU3CZBUoO8sHiqvUp5FmoXbohVl9oE8rHIubR/D9vb2Si8zyEuutNLiz7m+cYVPopMXeJnY1hOGw7xTvVUul2FsbEwadxz5EHlauW1WzGygW5GUwdWL0uQql6T/ZT2p6O/vhze96U2ZpLVp06ZM0kkEb9vVUsYvf/lLceqpp4pbbrlF3HjjjWL58uVi/fr10S65arUqXvnKV4rnn39eCCHETTfdJC6++OLo+/vuu0+8/vWvF0IIcejQIXHqqaeKH/3oR9K0kpx+YNqZTE8JGB8fFwAgpqenjXG67hzFncp0Jy7f4WyS15QGxkdPPUjr5APcpT09PS3a2trE9PS06OrqUu7cbrVd9GHnf/Zw6U+0bafVxl3l8p2uzfO4kOmeVgMvE9syoqdNrFq1SkxOTjboS9RrGKeNHijSKSdpwSWPvvJOx5okcbrqCl24gwcPCgAQO3fujC2PL7zzne9Uvuvo6BDPPPOMc5yu5WziZy1Dau+44w4xPj4e/X7ggQcEAIif//znQgghPv/5z4vTTjstej8xMSHa2trEli1bhBBCnHTSSeK2226L3n/xi18Up59+ujStNI70wk6JZJMqOF/HyvC0KLmbmZkRbW1t3gYX7PxUYSc9OkeXFsaPZJZPEPjRMUUeRLMiEgHJkQVhmK+kJOBlUMMC1ZdCCDE9Pd3wzIbQuh735SJjUZGVfL6MMy4TFF24AwcOFILU3nrrrUJnB41DauPoPhM/axn3g3e9612wYsWK6Pdpp50GABDdYnHffffBSSedFL1ftmwZHH/88fDAAw/Ali1b4Be/+EXD+5NPPhm+//3vw/T0tDLNpMsHsiUhPGgbfdXa29u9XNnIw/IrMn0uCyFwoxjugsZ0Zd/EXY7Bb9euXQu1Wg06Ojrg+eefj/z6aB7R5SLNXdlJoSsLGz++gGyRxVJunsvFAdmAuodhXaMbwuDgIAwPD0N/f3+0Ec8UF28vPty7irZ5iiOr/hHHZ1wVj02/1oXD/SsqjI+Pw6c+9Sl4zWteA6Ojo/CRj3wEzjrrLHjsscfgxBNPhO7ubvi3f/s3AAB48MEH4Y1vfCPceuutcMUVV8DixYvhtNNOg+3bt8POnTvh8ssvh1KpBFu3boVarQb/5//8HyiVSvD9738ftmzZAt/97ncBAOCSSy6B22+/PUHJ2OU9LlqG1B599NENv3fu3AkbNmyAE088EQAO+3pQ0gsAsHTpUti8eXPkB0LfL126FIQQ8MILLyjTTFLQMt873ln4hq440G3O4seW2BI93eYR6g+2bdu2hs1vCFm+4+YRSWqpVIqIOb+DnvoO4zFXvpSzaSONTVgKl7JohYHmSEAWg2kgtPMf2J8Bmg0P7e3tMDY2Zq0bfLcXejJPgD/YlqcqHNaLCocOHYLp6Wn49a9/DYsXL4Z9+/bBc889B5s2bYIf/ehH8JrXvAb+9//+3wAAcPzxx8Pjjz8Od911F5x99tnwD//wD/Dv//7vcMkll0BXVxd87GMfi+KtVCpw9dVXR7/Xrl0Lf/ZnfwYAAF/5ylfgvPPOs8qXDXy3ucKQ2quuugre+MY3Kv/df//9DeG/8Y1vwPXXXx/9npqaajry4phjjoEDBw5Ex0zQ92jhPXDggFKmE088EVavXg2rV6+GL37xi9Z5QaJnqySSHh1DLZW4IcGGEMk2JpgsibjRDd/zfKpIW5IjWsrlMpRKJajX60piLrNO28avC2OzkYY/S2J15+GCBa9YSHOCESYvrQ/dCQmqTb30/7x25MuMEwF+4WIgodC1ia6urujkg+OOOw7Wrl0Lq1evhgsvvBBWrFgBZ511VkSKTz75ZFi+fDmcc8458KY3vQne+ta3wuWXXw4PPvgg7Nmzp+n0gqxOM/CNwoyWX/jCF6zDjo2NwUsvvQRnnnlm9GzZsmVNpx3MzMzA0qVLIzL70ksvweLFi6N3AIcttioIIWDr1q3OisYXGeGWVtUzJLQ9PT2we/fuyM3A5k5zehuY7Cgw/j2P1weB1cmGbg1cThn4IGGK31RHOoLO3SzoM5+HxqvqISBb4MAjq1sf9WPbJpPEH9pQuuB1KKvTvOrA1L5cV5DiGCmO5PbHxzT+PEm/X7BgQfR3W1tbAxlduHAhHDx4MPpdKpUigx7AYTfOa6+9FrZs2QLHHXdcrPTTgqrNmCYBLUfFZ2Zm4Oabb4Zrrrmm4fnAwADs2bOn4dn4+DgMDg5GPin0/fj4OBx99NGwZs0aZVoulyJwpOHjZLK+lkolmJqasnIz0Fk2qUJWWWxtj1qxeS+Lf3h4uMFy4POiAZUCt/VzRajcS3yfyRtcEPIFXTaWEVof9ZOmVb4V21AryYqQWWKzWmmxKS+bSbxNOq5tqRXbn2/IVjnxeZ6rcUhkuXtnXuBH5vFjAOv1uvFWtZYitYcOHYLrrrsOrr76ajjqqKMAAGD//v0AAHDuuefCk08+GYWdmJiAiYkJePOb3wwnnHACbNy4seH9pk2b4PTTT4eFCxcq08tzZqnaDKCbaY+NjUX+pjaKRGc9kFkjEbTB9fb2Gs+LjaMEBwcHm9w3fNaHjND29vZay2mqC1/IW+kF6G/78Vk/adVxq7Uhnc4oOjFyWbXy6fev07E6NypXxGlLPlcuWxkywwzuT6FIO59zc3PR3zt37oSOjg5Yv359RGxxLMdw4j/PAC6VSqnKRdspnwRgmZTLZRgaGtLG0zKk9tChQ3DRRRfBmjVr4Mc//jE8/PDD8PWvfx2uvfZaAAA4//zz4YUXXoBdu3YBwGGf24svvhhWr14NAACf+MQn4J577oniuuuuu5qsvUWDK2GyJcAu0N0QVqlUYGxsTDoDpY2QLsfZ+PgCHO5QWQ3CmG5andaHFW8+odUGJ9PSKV+5KCJaqQ3pVlLmi8XPZ150ul5GEJKmH6ct+Vy5zLP+fepy2aUkcerl0KFDcOjQIQA4fKUuJa34noKSwr//+7+Hj33sY3DUUUfBypUrYeHChXD77bfD008/DZ/5zGcAAOBnP/sZTExMRAbA//iP/4B/+qd/spbPFqqVDoBGHmJsS06HiuWIP/mTPxEA0PTv7rvvjsI8+eST4t3vfre48sorxVVXXSUOHjzYEMd1110nLrnkEnHBBReI73znO8q00jinNm2kcfapy3l9poOyTYda8zN1k5416yI3Tdf2e19nEB5paLXysJGXhilqvooqlyvmSz6ESD8v/MzuuJdHFAXYv/Cs9zTTUT33rbtkYw4fN3WXL7zwwgvijW98o1iwYIG45pprxMknnyw6OjrEt7/9bfHcc8+Jt7zlLaKtrU3ccsstQggh+vr6xJvf/GbxyU9+UlxyySXiqquuEvV6PYrvy1/+sli0aJH4gz/4A/Hiiy+K7u5u8dnPflbs3btXHDx4UJx++ulizZo14umnn26SxfWcWnpOs6xc+PnziHlz+UKWyILUmjoGVURxiVOSTii7lctWKapklt3KRG/VoRc44IHkcWS3JSJcLn7Lj2mi4OO2mCMRrVYetpejuPa3LA+Tb6WJxHxEXmXvw0BQJKR9W6St7reNS/U3j0dG4lCWffv2ebt8oa+vT9x6662J45HBhdRi3iYnJ5tuVZVdoORCalvG/WA+wbTEgMsS1Wo18lk1+cbqdunH2anKj+riMpuOu9LJimGq1WrDBhx6gUN7e3uis21V/sAy2fkGL9NyHvX74e9U8gS8DL7RquiwqT8Mk9cZxHH0Q0A2SMttwia+SqUidQ+z/b5IkI1LvmHqK7bpcncJ/jfdv4H5QrcBOoaOjIzA4OCgh5wVC3Sc7+zslLpO4oZ31/4TSG0OMHUceskAPZBbtRmLwtZnVReWNyqZzLI8INGz8YfDzooKSrYhLA1/YJXsPD2dUpvv/n5ZYT6VmWkyx+GTaLpsCk0baddlK7QV1R4En3Xg0ndUG5Rare9lNTnzFb/MSIJ/j42NNaS3bds22LJlS1N4nJT4wqFDhwpT55jXrVu3Sk+FoH+71HsgtTnBVEFIKLHiq9Vqk1M5/o0Kiisq3WzRpNRsNqlxQouzTxkBx4ZJB3+0psZ1/tftjvY147b9NljD3FH0MnNpk3F3hfuAaWUiK6Q9SWmFSZBKRt9t3La9yTbX4K2LaVo806yjVmkDFDKDCc8H38iHwFMJkuT54MGD8MUvfhF+9atfwR133AE///nPY8elwuzsbMOZubbASReA3tAWLLUtANqAeYXxHZGDg4MNZ9BSFwVUUHxGLpshAgD09vZG36iIYbVadcoDAES3flHZarVaFAaVKZ5Bi+FWr16d6OxDlUtE1mSpqOSsyChqmcUhUHnnJe/BPu1JStEnQQjxn0cgpQ0bQis765yOF/S57O84sO07rvoeoDXagMl9TRaG/uanIixYsACWL1+eaOJ69NFHw5VXXgmHDh2CH/zgB3DKKafEjkuGPXv2wIEDB2DlypWx49C5Wrro40BqcwJWEj3rFSuMW2Wp/wmGoS4Kw8PDDZZdCj5DLJfLsHnz5qiDyI4UWb16NSxevNhIbGu1GvT09ETWWfTdKpfLMDExASeccEJEWqvVKnR0dMDTTz8d+ctiHnbs2BH77EOAlwfzVlB4Aa2BJG0pD2JZlLbfKkvDaaFcPnxeeBHcPWRtQuZaplrRiwubtuiSTt7Gijjgq5ho7NGdhY7f4LhI6+iss86KjiQtIu655x543eteBytWrIgdB3W15EB+YVP3gdTmBKpcNm/eHFWYzCqL4ekSP8Dhxl+r1aCjo8PK3xYAGsLLOk+5XIYdO3bA9PR0dJEDBbW69vf3w65duxrkQaK5YcMGeP7552FiYiJakpibm4POzs5I1r6+vohox1FU3P8InwUE+EBcQpuXxTS0/XTgWpdZEto4vtQyw4fNJlkXmL53SSftCVuafRXraPXq1dDf3x89U600IiqVSsPviy66CG6++Wa4++67M1sJsMVPfvITuPrqq+HSSy9VhjHt9UF3DVUd4wqDTV2VRNFKqADYt28fdHR0wNTUFCxZsiS1dLBBL1y4ELq6uqIZPlodeViAl++eR+Byhe5qXB5ftVqFwcHBBkVhigPj6evrg+Hh4WiTF8rA5UVXg7m5OXjuuefg2GOPhWq1Gjm/q9KU5T0gIE34bHM48czSWhfwMrAufdUp6jzVpti8kZYcRcmfD+jyoqpfX2niGN/f3w+jo6MAcNh3lo7hfX19MDQ0BBs2bGi4qKivr6/BTeQ73/kOvO9974PVq1fD6aefDosXL079li8VhBBw4MAB+MlPfgLPPPMMXHfddXDllVdKw9r0IZv2hmFM/CyQWgnSILV86YRWNFaWjMjSBk47Qm9vL5RKpSbfKFm6pgaFPjzcaiuTm24ywNkkDuIYHp9Xq1VYvnw5CCFg3759DURaJldaCiYgQIU02lwrLZPOJ1AigMTBF7HlunM+6ymb/NlOHuKS47QnJWmkxdPEdkj/x7GRG5mQb9DVURxrqez79++Hhx56CH76059a73tJC694xSvgVa96FZxzzjmwbNkybVhOYAGgibTbEtsDBw4EUusK36QWiV+pVIpILF1ekJHNer0OPT09sGXLFmlYnAHqlLeL1UJlNaVyY/q8gfb29sLo6Cj09/fDzp07IwIrhICf/exncMopp8COHTuieHWzs/lkIQhoDaQ1qM1X0lM0yCw+aeuR+a6ndLrZNHng4YaHh6WubLq0ffafNOrKlszj/zKCSqFaKZ1v7Ywb86jV2mby0dfXB88++ywsX75cyc+CT20GwM0DWJG4OYv7RNFjtmq1GuzevRv6+/sbZjaU3MrOH0TQuG06haxDUbmpbKr0hBCwe/fuaCPY5s2b4fjjj29YIjE5/M+nDhzQGvDd5tL2AQx4GVyHZuVbP9/rVkZo+YZc2fjDww0PDzvt+cC0ffafNAgt92WWHWFJ/9eN1fhehvnWzsrllzd80TKxqXPbdhEstRKk7VOLvqX0rMBardZwGQH62bS3tzeZ7W0buq9ZHron8OURmp9169YBAMDOnTvhwIEDUUOt1WoNrhXzbeYZEAAQ2nWeyLrs52Ndy1ws4q6i8XA2+zVaDbbue3Him8/wYYU38bNgqc0Y9frh0w36+/thaGgIyuUy9PT0QEdHBwwPD0cEcGRkBDZs2ND0vcvOaq6kdDLpQI8P42Hr9TqsW7cONm/eDKOjo9DZ2dkgJ159K5MpIGA+QGa5CcgOWRPa+VbXPE+qPNqWMw833wgtQPNRmStXrozcDVzRire7xUUcK7xruQRLrQRp+NQCNPqS4tFa+/fvb7BoUr8bk1+Ti8VWNTtymTnxsJiv3t5eAIBos1gWPm0oTyDJxcSRVjdHWn5bFT7qqeh1HUc+bk3Ne4NXq4G6CNL9J/jO5Ccquwyj1cvRV1/j5RMstTkDN1LhRQvoetDe3t6wXHHCCSc0XV2o8jmlM2mbWYxuduQ6c8I5EMoAcJjMbt68ucHNIO6s1Rbz0WIyX1CkuslKhlYZgIpQJ3nBVW+qUOS6jtP3cMMO/SYuoU2j3xexzcqs2DiWAkA03tMr7GWg/sk07qLoz7jwlQdctbY9oxYgkFrvkDX20dFRGBkZgTVr1jTc1EUVR1tbm/F4LhonvfLWltjGecdBz9Kl//hmAFmj9tlJ896M08oKJ23QzQB5Yj4MDj5xpJcHJx1xy6HI5RdXL87NzeWWtg5FbLM6maj74MDAAKxduxYOHTokJWWqPTJ5j20+4DMPpk12HIHUegKSO9Vd2wCH73CenJyMjujCGZxstmaCrb+sL1DLbL1ehzVr1sDu3bthzZo1UC6Xm5zk6/W69Axa38Q2bcjkLaKitUFW8sosP3mAkphWQNrlNR8Gy6Sw3WmtQiv0/Tj5amvTU4E4+ziSgBK+orVZlUy0jCqVCoyMjEBbWxts3bpVe0qETdkWub2p4LPOXOIKpNYDaAPV3bW9bds2aG9vj8ghNasnaQD02K80gQShXq/D1q1bYXp6Gnbs2AHlcrmB0OJuUL6cZTqDrmhQKZ4iKloTshyMi0Ymi05CAF52U8qC2AYkK4f5tg3FRjdn2Yd4ekVrs6q9LryMcMznm6URQgilIcxm414RUQQZw0YxCeJsFONXz+qIKj3mSrfxiz5TdfAsOj52qqGhIXjVq14Fu3fvhs7OTu1VoPwoL4xHFh7jL+Jh23wDQNEUrAuy3HxA6xQg34GpFTZd+O4DAelhPh5RZULWfaiofVbXT3Xjm+65aezXxZEFbNPOSoeFjWIZgJ8xq5tZ1euH74GmzuMyKw23Evb19UVhuNUw7cZeLh8+RHv58uXw7LPPwtzcXLQxTPeN7WzTp+XT96zWtFxZhJmpLbIelHz4L/qAbb7zljEQ2uKjKK41aUCXp6zbZVH7gWs/NY179H/ZO9XvrOA6nqZx3bgrAqm1ACVmsnf0XmcA9UYZnPGMjY1Frgc9PT1QrVYbbt3COPhtG6OjowBgvznMp+LFs2pXrFgBMzMzymsPqeV4ZGQkemZSBr46QlrkQFaXrbQslCWq1WrkftIqZK0IdZl2GYV2mhyt0p5dQdu/y+1fAYeh0h9ZtxfffdxWfrrnxgYmOZPo40BqDcDCpQcky/wr+SYpPpunlYREdXh4GAAAli9fHl28QMF/Y5ycAOvkTtrIKXlDeVRLb9y6jKRddb1uqw6ytAPPxwEuCer1w5eLTE1NNUzyioS0Vwtc084CRSDt8wVFa88+gO2/Xn/5GveAwzCd6gNgPjYzC6TVx3XyUyOWrf60kTOJPg4+tRJwnw30oTL5V3IfWO4vQ5/19fWBEAJGR0ehXq8rLZ8U1Wo1utXLtvEk6VBx/CKpvxkn/6q4bTuNq8y6jQ9JFU1Rfb6KAFmbLwry9F3N22+2aHURUEwciT7DKsiuwC1yP8pr34RLmkn3AQWf2oSgVledfyWffch8a6kPzbZt26KNVoODgw0EUDZLxhvIcAOWDfgmM9d8cxcIm2/wJAZaXqrZqw2hpb7ENjDFa/J3tkVRlVoRgG2/iNbBPJeP8166Dm02OYrUltOCbiXuSAO63dEyQf2WBGmVZRZ9PI51ln7r4qYQB4HUGkArDskm35XIw+m+5XHz73BmSDeRAcg7lw04sbDpTNTVwrWTlEolazKjI574Hn2JXeSQ1Q99ZzMpccWRqPBVKLp7RtLVi7zSDsgXRZykZQWf7mytBj7mJi0LOr6mgTTLWGW806Upc9dMUw8GUmsBJKXc10hVwfxb3DhDiarqHD5KXnm4OEtCtBGZOiP1haUb3Vw6CW6Y83m4edzdxjr/J44knY36XePvPFCUAcPVwt8qOJJJTUD+lnYXuBgxbOAj73n0H9NYFwdJx4qBgQEvN7jJ4k67jMvlchM36O3t1a5+8ndp95/gUyuBymdD5mvE/Qe5jwk+Gx4ebvCbzcov1jY+mf+syYeYolarwcDAAAghpOfXytLVycKtrXH9Y7PyMcL846kWWQ9+eftrtgKCL3XAkQDUBXnpIh2K4POJRKxUKuXmWw/gl9zJxm/6zldaWHZ0jDflx3edm3xqA6mVIM7lCwgX8lYUoHzcX9d2kxhVojLrnI7sJ1EqRSNyWI551XfR21mecGkroRwDWh1Upx/Jm75UfVl2OVDWyMJg5XuM1JFnXzCVS9goljFUS9txkMUyDV06p0dwAYD1EjIux6iuAzT5G1NZXFC05UCUI2wEOowiLdPbtpXgYhAwH4CT6/l6UURcUBe7NOJ2Cetbz/h2q1OlkealOj7KJVhqJdDNBEwuCL6QlRVS5Q+cx5JMkayuAcnQyvUZLLUBMrRiu2hFmX2B66BarQb9/f0wNjYGAHZjnIuboKu+a/W6SWtlMlhqUwSfLeBmsWq12hDGdWZhE5bOiOLAJg2UnaaZ1ZKMTL4k+XVNKyBd6CwERayPPCd0AcUH+hIWse3qcCS3Zb5Jur+/v+GdCS5jexyLaKvXDU4U4lhWdeGTrN4CBFKrBW90lUoFpqamGs6VdW3MriTYFNZmx6Hq+zSW713INJUPf5tOZ4gjT1hOzha6jQPU3aUoOFLbSKvkN285MX2bmxwDigXqEjY2Nibd4KT71mV8bHWSirDtb+jGQU9DsPnGVt/G1cuB1Dqivb1d6h8KYG4MaFans0f+HX0mC8vjM13ZZ2oYrh3RRLBtz6elZUh9cnXWvTgNPG+/W98W/DwRZ8LCUS6Xo13ZRclv3m0kD7QKkc9bTrqadaS1EZ/IYxIrGxf5RmWVXLqJ+XxGHOu07UZEXV9SpRfHOzaQ2hiIQ7roe0o20Xxfq9Ua/paF1ZFXlYw+B2wbwmKbFg/DN1lxwp8kH3ktgauWZlwmKEWB7fKrTT0lOcc4LeTlcpMXWoXIJ3XD8pV+HjvlbfRGK0B2xnvaSDK59qWLW7G+0tQLqr6k4zeuFy8BBFLrDTaNQWadLJfLMDw8DAMDA9Df3y+9vMCGvJpk8wGbPKqsyi7ghN/3rBnjp77RvkGXZmRpcwVfFJKhqzvb5dcs22SroIiTlqLXAS2rPMvOVE5pyKVz0Wo1xL0NMwmQtMaZXPvYD5BGffl0y9PBxZWgt7fXabKiilt1y2ecFb1Aaj1CVWFIzmTo7e2FdevWwcjICIyNjUUdX2XJdAH6rySBjHyZ0sTOTBUyl0UnF1UqaRC9crkMQ0ND0NHRkZr1gMrOibnKQpA3ydAp4qKQ7lZFKD838JWtopZdWmRT5aJVxDKwQdZn5doSIlV5JnWB811fqrSLMNlJ4kpGXRI44pZhONJLgiSXL3BgpaEFloMeM0KX3pN2BkxXdcOXDarVKnR0dDjPsrGBY77prlM8TsV0/Imp3JIA4+a3vKUFWX36qOM0UFS5Wh3zsVzTzlOrlFmryClDK8uuA1/d85XPPMtLlXZeMlEiWy7Hu+jDZRUWwx44cCAc6ZUnTM7UlUqlidD6mnlt27YtNqGt1WowODgIU1NTzg0VfWYw37jrFGWx8ZOz3VAUp5ww/SwILaZn86wIKKpcrYwiWFN8w7TRxgdapS22ipy+rHxFb8fc+me7H8AGcdzrfJWXamNVXoQWyxgJrcpvWrViLLPS6lwsent7rdprILUx4NpITY2OvvexbMEbXJzv0R80CfGjS2eyjRbUTUFWpqYNRUnIQl6bx/JIKyBftPrSsQy2k84ANbLWN3wSEqdd5kGE44y3PF++jmNzzX9avrXcxY++ywK8jFV+0yhrT0+P1N2OGrdM7m9jY2NW7TWQWktk6bCfdPAzKSsbPyOXozpU4H61sjQAQDsDM21Ky+pkB5+Yj5a7AD1andDGmXS2MtLum1nrANUkhK4QquTk8djWuY8xU/etaV9GHJlNcI2LhvdpseVX1eK/tNuUzkIs4wvY7tra1FTT1ndeZhiTIZBaC8TZtJA3YVF1IlnDdyWTNsB0cHckn6lhWbrMwGRw2amp+52lNW0+Wu5U1nZdeJfnAfnBZEGZb8jKcJG1DiiXy9JzP1X5VT23JbQ+Nvqpvs3TMOCaDxyLfcrL3fiyOEs57u1husmvbENkUgRSawHXgtcpiazAZaAO2TQvaSoH9OkFANi9e3d0hBZP03YGFheysoirrH3JE9ctpIhw8XfC8EXdyUtRFDkQqlWPtDEfJ2E6JF3pckknS6ABgaeryq9PMupi2ZXFpYvfVB9p6xWbeNPqQxhfnLOUXY0QcW4P43LKoPIVjotAai3hYpmVNeCkHUv3ncw5m3d61XmvaXQ2TA/jr1QqMDExAcuXL49kVR26kYbikSnYvAbpJD5padw97yM+V2t7GoOobxSRYMvObs4KRaiTOIhbTmn48cvi0v1OA64EIkm9p+2ra2sBTVOvuMidZvpxv7MtbxeXxLiuEL76ViC1HiCrDNcBW1eRusquVqsNuw5lMtj4qtjIYRtGZg0+9thjo5MUVBYD10btsuQtqw+b+H0jiYL1ffe8zwHa1Upg0xbzRJEINkDjoJKHXEUh9y5IY2Liq13Yrh75hiy9Ikzg4vqe2tZHWv0lbz0RN33b8ra1ttLwrlfhqlaR4yKQWg/AyrAhezKYlAr1naFh6vV6w7FbSX3fbJSbrQLE9OjVv4ODg03WYpOFWyeHy5K3K9JU9K6KG7/xrTzzVshFR9HKxaffmQuKQHpQDhe46hOXeJMij9UjWo80vXLZfPtWFrC1vMq+U8HFQBIXRSi3uN/pyjtuXeiuwuWryrpV5LgIpNYT6vW60mIqC8tBl+NV3+LGKz6zwWO3VG4PNumrvo8TBtOo1+uwdu1a6dW/GEZm4bZdyhkdHfV6+gGPvwhLVlwm38hbIc9nxHEx8RGPbxRh8pNmn8mLtMdZPUqanszPtV6Pdx1pGnBta9TyzGHrqlOUSVseMJV3XCuwDKrTN3zrlkBqPYGe0+Yy+8FZMy7HU8smvgd4ufL5sr1plio76UB1xh2Nj38jC6NLF0892L17tzKczE3BVsGgInaFy4x0vi5ZpYX5OCjEzZPKMmEKz9MryoCbd1tNs8/4jFunN4sAWR6Loo9crXW0j8nGOduNTb7zX8R610GWb+pGoIKLFVznkuC73QVS6wn1ej1yotZ1EvqOdka0UA4MDMDw8DAMDAw0dVY06essOjw8l4O6MtgQ7ziDar1eh507d0K9Xo8s0CbiqGv4MsRRRLq8ZH1bdN4DSBIkWapqJYXv2vZ5ONXlBKrJZNE3z+WNOGWQRXtDPUnbS14b+uLCxxJ+EpiMLTJg35CtAtJ3tnH5QN6TUF/pmvSOzDiniwt1oS4OXyiJrEfzFsC+ffuiu4UXLlxoZZns6+uLyKLLkhcuzdPnMnDyp5rxuMx8dGHpPc5xZlP4PY3HdDd0GrM22zTo8yT+Pbo8ZJG/tKFqf/jOZuWglUiabZ1xHdDT0wPbt28HgOaNmLQMMP4496YH6CFrb7L6TNIucVWqVCo13I4k0+228RWpb2TZZ1HvmtIrWhlx5CWfilOkmR71yzWlKxtX45QV5WdLlixpeh8stRqY3AgoTNZPDj6TpN/gRQWypRVqaUWLAJVTRdhUMsiAFuM4y0H4P+aL5s/kt5WFIlClgc+xvOMcn2VqL61kuVHBtAoR91tE0crHtk3yFZidO3dCtVrVWl6xTfATTEwoWhkVFTL3JtVqUZLzWPE4O/ztYiWkVt4i6ogsVwpo2dlaCPk7+n9eyJLQ0rxSi2gWZYD51KXLf5tOifKBliK1jzzyCGzcuBGWLFkCZ555JmzdurUpzOtf/3oolUpQKpVgxYoVDQPFAw88AO973/vgwgsvhBtuuMGYnqqDyZbndeF18dM4kKCiH+rIyAgMDg5K/YJ6e3uhp6cHFi5cCLVaTXlTTBxFSYmzLVQknMcp89ktCpB4j4yMSI8cM8HW7aSI8FkfNC6Vu4nqu6IN6i7AvLW3t8Pk5CRs2LBB6WqA/+NGT9m96TLIyijN8mrVukDIlqR1E7I4+cVvXXdxo5UX/wGkeyNUXGQtD7fk8Xe6MZmOP3m0XRsDmM+0uC6wPfLPt0ymjeBocMukfYsWwS9/+Utx6qmniltuuUXceOONYvny5WL9+vVidnY2CvPUU0+JD3zgA+KGG24QN9xwg3jwwQejdz/96U/FSSedJA4ePCiEEOId73iH+OY3vylNa2pqSgCAmJqakr6fnZ1tSJf+bQMMPzs7K1atWiVmZmbE9PS0WLVqlZidnRUzMzMN6dDwNI7p6WnR3d3dJA+NW/bOVkb8XpcHVb50oHktGlTlPZ+gays239Kw2FZl701hbWRrZdiWZ5J4XeouTjqoX2zlaWUkKcs4egN1fVwdPV9Bxz2X+qB6Js1+oUufp5m2HGmM7T4Rpx5NMPGzliG1d9xxhxgfH49+P/DAAwIAxM9//vPo2QUXXCD27t0r/f7ss88W11xzTfT7nnvuEf39/WJubq4prK7Q4lSQrpHPzMyIVatWie7ubtHV1dX0HAkgJYL4r7u7WzvoJG1EVEkn7ag0X21tbWJ6etqLjD5BOyCWf5Hk8wFV3SWpSxmxtQ07H+EyCPtoY2mVqY18eZCHNBHHQKGbyOm+Q73vStrivrcNkyd4ucSpjyTGnKSQ6dUilHkSfZ9G+kkwb0jtSy+91PB7//79AgDEc889J4QQYnR0VCxYsEB0dXWJyy67rCHDBw4cEJVKRXz729+Ono2MjAgAEL/4xS+a0qKFJqsMl0FERo5UDZ9bcLu6ukR3d3dEaPkMFGf6aYGmx5Wvi1WCWnz437KyyUsZcWVYBGWkQ1z5fOYLJyc26RwphDaOdSmr9OLE7yNMWsg7bRmBcql7XxMgm3bQKhP1pDq4KPmjY13ecqBhDH8XAXHlMJHalvGpPfrooxt+79y5EzZs2AAnnngiAAC0tbXB7bffDueeey587Wtfg1NOOQVefPFFAAAYHR2FWq0GK1asiL5funQpAABs3rxZmabKf83WEbtWq0nPypPt/qPHdaHvyfbt22F0dBTa29ujjQfolI1x2B4Z5IparQaLFi2Cer0O27Ztg9HR0SaZbXwg0Z8Gj/jCjRWyTQHoY5bXQej8JpSi+bZRJPE/9Xl8Db0lDp+p5Cvi7n7f7SwP32lX/3cX2ORDt6nHBnHrIG8fbJnOwOcon+l727IztSubDVa257a6Io0+hBsuXc56pt+nsWnMVQ4A/1eb66DbED48PAwdHR1QrVYLsW8hzb5bGFJ71VVXwRvf+Eblv/vvv78h/De+8Q24/vrro999fX3wvve9D2666SZ45plnYHZ2Fv77f//vAAAwNTUFAADLli2Lwh9zzDEAAHDgwAGlTK9+9auhVCrBmjVrorRslAf+j0pENZjzDWLY4HDXtIxA82eCbRDz1VgqlUrD9bsDAwPRhQoos6ksMGy5XIYDBw40nOOL4H/jTmLZRoC0UWQSKwOv+6yh211e9I1xAG6nm7jA5bSQJH2Vfl+EgYqC6jYf4WTIs42ZNoQlqRPdKQ1xZMF3Lue22iKttodjzqFDh5x28/ON1zrZXGRGI49LO82yfarqAX/jZlQ0kOWtl1Mtm/jG4/ywbds28clPflIb5t577xUrV64UQgjx3HPPCQAQTz75ZPR+z549AgDEAw880PQtN2/b+ung8g7d6IVQfYffdHV1iba2NjE+Ph75nMpcDnhcdElX5sbAYbtMxn1L6YYGky8v/1713ua5i59aUZCVnEnSSUPGuD5weULVR1w2zmVRD6b+knY5xonfdrm7VZbFEbbtI4m7DW4eVqVPw/G9FiqktZSfpusL/2cKz8dp3fijG59kKLr7lGzsTNs1KY8+O298ahEHDhwQV199dXSKgQr79u0THR0dQojD/rdHHXWUeOihh6L3SHRfeOGFpm9lhWYiV9Rvpbu7u4lsmvyhZmdnIyWGBJLGIVNwMv9U/lslh8qflceveq4Ka3qmKw8ZeU96gkPWaAUCnoaMNnGq6jvLwSIpieRhuru7U6/vvElfkvbis7yLBBeCFSfurq4uAQBNep/Gyw0OfO8D1+1xNvcWQZfZGlIwLP5vkt+lX+VZBjZjre23viBrb1lhXpHaer0u/uf//J8NJxxUq1Vp2KGhIfG+970v+v22t71N/OVf/mX0++677xaDg4PSb02nH6ggs2SqFIzsNyecGAc/MYCSXqrg+IxWt0mNEmL8HUfp2SgP1bc2z+N2mDwVctIZbBYy+0jDpa5U9ZElYUuLzOsmhjbfm+Kmmzxsv3VNK81vfSFPUp/ld/itjNDi/yqjhU6fx5k85l3vmP7k5KQolUpN+VX9jYYlU55tCa1s8p3FZFxn6LH9Pk3Z8mgf84bU1ut1ccEFF4ivfe1r4qGHHhIPPfSQuP3228Vf/MVfCCGE+PKXvyxuvfVWMTc3J/bs2SPe/e53i507d0bfP/roo+K1r31tdITX29/+dnHXXXdJ01IVms0ARDuUrAHKSC8nphhueno6CjM5OSlWrVoVuSd0dnZGHY0el8RJgq7juRJI2cxfd05uEtjEp5o0+JIhLpKQp6JYR0xIcyKTFKZ+mhbiDDimlR8+eaXvXawkeVt7k0JFLLJK15b8uEJ3eohJjjj6upXqn9Y5n9jR9i8bQ/GITF8rDLJxNasjCuOOrWnVed5taN6Q2j/5kz8RAND07+677xZCCHHdddeJxYsXi/7+fnH++ec3EFrEbbfdJs4//3xxySWXiK9+9avKtLDQJiYmomeqBoIdSWadxeemDkI7Joafnp6OyCse7TU5OSna2trE5ORkA4nGOGU+vb4atUqpyiwBcRQwj9M0O0XFJTtTVkd0VWn6CueadhJ58kZeM3Ud8h68XdO1JeDYt+j/toNqXoQwKUx6M2s5THXlqvOmp6elLgaq+OPmO65etI03TXDjDB33uM7HMVO2aumaps1Z3q3Qn9IgtHlPjuYNqc0SWGj0MgQh5DMmfpYs7WTUYsvjUFlnKDnt7Oxs8tGlnZuSWO5fpZI5CXRx8UE2jpWADr6okGTx0fD4nJ7BJyO6pjRNA5ZtONWGPp8oCpHMU8HZksH5ACxnOmgL4TaotlqZuEyi85JHFsY1fGdnpxcdpfpOZSCwOV/alcSnBarTZcYjGmZycrLhWVwkaVsuxo+kKJruzQImUlsSIt65QPV6HR5//HF49tlnYXx8HBYsWACrVq2C1772tbBx48b4xzEUAPv27YOOjg6YmJhoOAYMjyqiv3t6egAAYPv27QDw8hl59EivgYGB6CzJvr4+5VEWeE5rqVRqOE+wt7c3OtuVhgM4fM7u4OAgCCFgdHQUyuVylAbKkxVqtZr2+DJVnulzerZvf38/7Nq1C/bv3w8Azeec4rd43Mr+/fujI8gwrvb2dqPcKtnwHS1PAH2Z0iNVTPWgS1cXv64NxY07jixJvkuapk0ZZI0kZWETN/0f23mR8u8bNH+8znmfz1oeX+Ft44yTtkr/VKtV6OjokJYdfofjlulISp/tz6SHy+UyVKtVOOGEE2D79u1NYzGOuTZjrUkOl2/pkWo23/rSX3HimQ86A/nZ1NQULFmypDmAK0t+8cUXxUc/+lGxePFiUSqVxNKlS8Xxxx8vjj/+eNHR0SFKpZIYGBgQN910k6jX68koeU5QnX7Ad+LzZT3qz0NnjSrrAn+uWjKR/aauDbJZa5zlsCygsmbwcsX/uc8wgh9lQ63qWAemK1xtnnN5XKy11JouyxtaaVwtu9SCrZPB1tqQttVF1n51adpailzTTRNZlCHqFHrkXxH6dFzEsTxStMLyb54wrayZvivaJs6ZmZloZVR2qg9390sit4supiegyMbvJPGbvneJJ8+VNZ/w6n7w3e9+V7zhDW8QN998s3jmmWfEgQMHmsLs3btXPPbYY+Iv//IvxR/+4R+KrVu3xpM8R6gKDX1ZucP47GyzPw9fKhSisVHRQQlJm27jB+0wsg6s+gZhEz5tyAZimiedQlIpMfwtu8ZXRmhlvswund0ljExO/D0+Pi4AQIyPj0fLgbYy2PhTupKetMmYbGKgIrSu5WGTbhZIOy0sk6JddxkHeQ+wgRDnOzHUTWZV4fEs98nJSeW17bZGDJ+IM44kTc/XBrg0kVZa3twP/umf/gm2bt0KH/rQh6yvfpudnYXPf/7z8KEPfQiOO+44W+ty7uDmbbzta+nSpTA5ORktaddqNVi3bh0IIaCtrQ2Ghobg2GOPjd4ByJfM6/U6LFq0CI477jjYsWNHtJzGr02k19Giu8HY2BgAvLzUYbs8Qr/PY/kBlwunpqakLgG6JRxZPmWuIC7LeJiGEKKhTH2Dpof13N/fDzt37oRf/epX8JrXvAbm5uZgwYIFDUt9pvyYXD1wCdG0NJvFcpRrXVEXlCRLy1kutaWdlqxOfaWZ15JkHi4vAJCq60KrLO/m6cKD4xGORbZuGn19fTA0NATt7e1S2WXjRlp55K4xsr/TRNHbWZplb3I/sL4mt1KpwIUXXuh0l/FRRx0Ff/EXfwGjo6PW3xQJ9Xo9umpv/fr1MD4+Dhs2bIh8aWmBDg8PR+9QafK4EJVKBfbv3w9bt26NKlzl24SNd3R0NCp7/Eblp8mB18/mRWgBXs6zyseVEnp6hZ7qGk2eD9d8YRpYJr7KRXa1JeahWq1CpVKB0dFR6OrqgmOPPRZKpRJs3bq1iayYrp7UDca2V2K6XnEZ98pPVV2p4tPJ7yJDloQ27WtqeZn4SlMWT5r5oLDVX/x90nyXy+XUCG2Sq3GzAqZlac9KFboyQwMQwOE6GxkZgQ0bNgAASMkSv3rV51WsVBY6JuXVf4pMaAHyvcI60ekH1P2gWq22pKuBDPT0A36CAff35D6RsmUQejIBv2BB568p80XUQeZLWeQlStvlL6wHH35IaS7Jq+KXuaPwNpOX/7NtHcTxr9O5GujKyubs1qIha5lsffds46J/J3X7SCKH7YklaaeRJP443+Thu5q1vlEt0+v6uszNwGfbt5Wby0Ldo/gYnreb33xHakd63XPPPaJSqYibbropevbP//zP4k//9E8bbvxqRdBzajmh5eflIXhnlflVmhSJyafIBjriXCS4yObqP6x7Z0vi4g6wOpLmchGGD/ggByh/V1dX7BuJZmdno3OWabqq9H30g/kMLM8iETP8Lqm+yYpcFQ15+jrqJp9x4+RAHW7yp+f/83A8nqygGtN14QLSgYnUWrsfcFx//fVw7bXXwnve857o2Rve8AZ49atfDRdffHFiC3JRMDAwAL29vVCr1aCnpwcWLVoE1WoVent7o2UHXIIAgIbjRHDpFc3wGAbhcgyH7bJWpVKJ0st1CcAAF9kqlUrk9yqDaQmrt7e3YRlLB16XpmOzeLq6JTGTy4AtbNqBqc3Ytilc9iuVSlK/ZhPwm7m5OVi6dCns3bs3qg9VnnVlkWdb9rWsmCQe1DcubmCuiFvGPvQNuuukCRsdkDWybNcqHQUAVjqBv7fRNQMDAzA6OtowNtHw6OaH/6N+4D6zGA898jIrcLcGmT736coWEA+xSe1v/dZvwZVXXgnLly9veH7MMcfAgw8+mFiwIgAH9NHRUahUKrB9+/bIL3RsbKyhg2InU5FJGkYGnWJwHSx4unHhotzjDASussUtHxcCQOOy9f3U1SmG80mIbMmoTjZZe1RNClS+jy7+gzt27IDp6WmoVCqwc+fOXIiDK7ifnCy/rvlI6nfZ19cH/f391oN61uWcdEDPwj85jfSpv2UrAuvNdiJfrVYbvpVt2uLvK5VKg06lRiG6MVQlA01nYGAgs7JGwwj60KIspm8C8kFsUluv1+FnP/tZw7MHH3wQPv3pT8OrX/3qxIIVAdjZ+vv7o8EdZ2ec9GAn442eOpXrOiLfHCXbcJQlXJR7lhtlXK171ApBgUpZRZIRXPnagn/nq3x8Wd9pm+Xy0jD4jG8ytJWDWr7b29uhUqnAgQMHMjswPy54eagG7jj1Grf+6OZGm/LLmyDGgY/2nXQTmUxfmNLjVsZWA+2nqvcAh8tneHgYOjo6GjbvmnQmn9jTcrbd2Iphs16BrNfrsGvXLli7dq3VxLbI/a6IMrnCmIe4fg3j4+Pi9NNPF4ODg+K3f/u3RVdXlyiVSmLDhg1i8+bNsf0ligDqU2vrmI4+s7o7o219GPPwGVLJkkZYn3G6+IVSJ38AEJOTk9Z+s7K6NfkQcj+sLOEiG33G4bJBTOW7nDTvvsvO1u/NVxgattXPzs1bJ5ngy683zqZI+n8aSDtuna7g5WHyr5ftMbHRnzp/VVN6SWDy45ddeY/vZPIWsZ8UeY+NLWZnD28chzSuyUX88Ic/hGeeeQbm5ubgxBNPhDPOOCNVf68sgOegdXV1wfbt26FWq8Hg4KD2elufV9PaLnHMZ9AyNbls2FoMqfUcz0kEaLSqm5beVH6lpnaRR12aXAfoygCAur3J3qtWJJJeUWmSNSkwPvGf5xPr8pxGnSWNNy25bNLCshseHra6fjovxOnHccJkiTR1ia2ulek+V73L21NPTw9s2bKlwUqLq5ou19QmKRub73XngrvKmyZs2j5Aa3OLX//617B8+XLlObWJSe2vf/1r2LJlCxx99NGwfv16WLBgQZLoCgEktRMTE3D00UdHB/22t7driYLPhlI0pZoHZApRphjjKjLZgG3jU+byHc9DvV4vxNI7Lc/e3l4olUpWkzbdN6YBLG57TqNvAehJfJJ74+MM/rZxZzVJUqVVrVYb9GGrIe+JZhKkOfbYxkH1RtJy1OkekzycZKY5WZTllbtSpDFeu8ZpOzmhF1+0IrxdvsDxy1/+Ev7wD/8QjjvuOPgv/+W/wCmnnALHHXccfOYznynEoc6+MDg42EBodZuVZM9V/h86v5CsfHKK7l8j80s2nTbgGjf9bUNo6UkKqHRsfH3RKrFo0aKmiyR8waU+Ua5yudyw6ZEC5eR5VH2j+pu3Z9d251v5ol+e7r2sPExy6/ySfdR5lr6EqrTa29thamoKBgcHC68/VHAdn4qST92EM6mMLhZRG71nm6ZK95gILdejSfuEiz7AcainpyfaQKYa/+OCjzU2sK0T1Up6Udo5Iq48sUnt+9//fnj00Ufhk5/8JHzve9+Df//3f4dvfvObMDo6Cp/4xCfiRlsoYCOhFgmTNUs2oLk6kusaZ5yKRgshRSttasDy0O2MVcGFTNgoJlQIXMFTyMhbvX74GKapqSmoVCreyx3lobuSbSEjeXzgkA06LvWARCKrCVtSyOrUJHe5LD/hZGRkxNtubd+DpyktGdrb25VWq6IDiZTNEi3+7WtSkgbynOj4SNNFj2C94O2U9Ha9JLCZrNK2jqePPP/88yCEgIGBgVTG0zhunCbOQOvQhqvkhUTyxHXYXbx4sXjooYek7z784Q/HjbYQkB3ua+NkrTtQ2va5DnEcvWWHXlPn9lZwGre54ADBb3Kjt3iZ0nCtY1V9q26Poxd3pOGwz28t8xGfL/jcOJYGfGwK4/Xq41B7Uxp5o2jyyJB0M1+c2/QCzHDRCap2Zqob23hVG71UfRrHVdlto77gIz6Z/PR5kW8fVcmT2uULH/zgB5UzLH527TPPPBM3mcLAZkYse2dalkbYzEhcZ+U4q8RDrwGg6WKBIs3OAMzHo3DLCX1frVYbrIt8Rq9L0/bCBdUSO33Grcr0GQ3j27pSqVSgs7MzmoUnqdd6vS5dYnZ1IUA5TOWWJ3wu4erunm81FwQKlex5yWMC1xe2dSvLT5wVogA9aL3YroLI/G4HBgZgeHjYmIYuXr6SonOzoL/xQpqkPrW6FVsfEJJVMlm+i9a+dX7BOsTeKHbbbbfBt7/9bTjnnHPgmGOOAYDDtwYNDQ3B0NAQvPvd744EuOOOO+CRRx6Jk0wuMDki+0ZamxdUDu5cMRSlMavKgcuIu03pUi8S+M2bN2s39MmAPlHlclm7y1Ulj+5d1uWNHV63w99WBloWNF5UhnhYukwGVPQ2Jw0UAaYySdJH0Z969+7dVpOsogFdUbKSPWkf4XWVdh/MW4fmnX5c8GV9HTlUPcexQKZjXMgaHQN06clkwvZGL2CyRVpjv0rO3t5eGB0d9ULG84KJn8UmtWeccQY8/vjjsHz5cq3vx6FDh+DFF1+E2dnZOMnkgqxJLUB6iol3Vh9IsyOoFB1Ao3Kq1WrQ398PpVIpIlmo2ADsj5SiAzYAGAdvnRKSDaa63zJZfJEGlUJXDfiygV92RBeit7cXAKDh+mJZHtNof3khTrun5Vur1byeGJDlgOSzberga5DXkSPfxy/6PL4uTvtq1dMcOHRGDd0kRaZjXMol6eQbJ62lUikaj1BO20tSsuzHqklAqyA1UvvQQw/B8ccfDxs3bjSGveGGG+BjH/tYnGRyQR6k1iewk/AGjPBpBfEJTmipVXBubg62b9+uVGbU5YDHZUqPDtiywdvG0qMjhzZWIm4Nk5H7ODDJSstYZyHn+aNLQHgsD55fivUCYDe5KLK1IGnZUwtOGuftpt0PfXzvGl+Wqxl5kVGOJGedFrn/uMJkqXUxFNjocvocoPnUFttyRTcKAID+/n4QQhRmZYaXQ61Wg7Vr1zaNpzK4Ws7TAE/LyM9cHHdtbwrj4Q4ePOiSTO4wOSKnCR83o9CNSujIjs+7u7sLd8MTxim7XUaIlze7qW6jiZM3XXqmcAjdxq84ZcTjm56eTnTDDt6Eo9tEge/5BjtZXnSbDnCT2vT0dLQx0WYjYpLbm+Ig6aYh/t60OZRvGPSJrPphku/T3kgWd8Nt3G+TwrS5NOu0WyUdnW7l+guf8X5n2xZtNw3r0kOd6BuuZSvbLJ107Mtyc6gsLa8bxW6++WbYv38/HDx4UPlvenoavvKVrzR8d9RRR8Uh6EccbBzbbUA3KlUqlciaiffGJ51hpTVDU517yq2z+IxvxEJfIRuUy+Umn1xZ2dN0KNCyWq1WozCIuPVIN5Lh/er1et35SChMv1qtws6dO5Xflctl2Lx5MwBAFD/mC89IxLiw3IXiaK729nbYv38/tLe3w9jYWCSzCaryNeUtTh/h35ri0MmGcfGzJHkafMOgSq44SKMfutaHzfcipXPLZW3BVJb0m6ytmyYdk6ZFz9fYEiedpGmaZK/X69Lzv4UQDfrLpm3TtFTtViUHhsf4k5zlLPvOtQ6xje/fv79pxY3vs1EdPao6QzhLdxfntFxYc6lUEm1tbVb/Whmtaqm1sSxlIYfse52lyubIHJyNq46s0h2fZGsdcc3z9PS08m5zH+XX2dkZOz6UTWctoOVJy41bWLF+pqenRVdXV0M4Wd3ZWImTIEn7jmNBTGKpTcNS3WpIM2+q1Zu85DHBV9pJLNRpI06d6OLiukmm51VjghCNeto2PZ4P+l6l12zGHVPa+L9qLHG1HOOxY/yYSVOeTMdh5mWlFcLMz5x8aj/84Q/DN7/5TTjjjDPgrW99K7S1NRt6X3rpJbj11lvhxz/+sT2zLhha2afWZuOPreO8r7u063X1dYj0JAOdPyy1runu4AaAyDcNodp8QDc7ufgWoQWTWpIxPhqXrTVI5fuF/pimcpE949+qwmPapjrHjXlCCNi+fTsAvOxLy2WMuxNYBVv/aNc2m1a8rt/OJ5/IvBGnLItQ/q7+m2lupvMV3sd3dNwAOKzLh4aGoL29vWnDHx/7qtUqVCoVoz5S+evKwqEMaZ1UhLrUpJdtdRcCxyaEzThSrVabNrbyMpDF5RMyubz61AohxN69e8XnP/958aY3vUnceOONUkvQww8/7BptoRDXUuvbupkkHt2B0lnIYmOpVVlLZZY/k8/s7Oys6OrqEt3d3aKrq0s5o5dZFG3yQuPq6uoSbW1tDVZLWdw21gGcEWM/kllIuSWYzuBlZaKzIKp8YnnaPE9oOaayzszMSPv/5ORklI7OgmIDHxbVJN/ZthHZN3G+LSp8+Hum7TPqCtkKS15yuPpd+9DPcX1GswC1stI0Jycnm1aX+B6SVatWicnJSQEA0fc0nE5P2+hOUz3FLSOVRVX2f9x9CCpuoAqnKissxzz6jomfxb5RbG5uTtx7773inHPOER/96EfFyMhIbCGLhjikVtUIsvqeI+ktOFkrL5tnJkXS1dUlurq6IkWm2lxmS/ZVio52atd8yIDLY1Sp4fc0DzJyq1M8MvDBgLtQcPmRuOM/Kmt3d7cAgKZNZqVSSUxPTzcRdp18cQYJH21UNTHAd3EGj1WrVomuri6v/dlXPHHSTboUaRNH1uADtOx9VnLg/z5IQhyiYxs2yVjiMimluokSWNSP1C2Lf0f/5xNufrsm/56mrdPnpjBxJuGqPPB4sa3a3pIpeybTTTLZdeNwWptfbZAaqaV49tlnxUUXXSTe9a53iX/5l3/xEWWu8GGpTTKbivu9KT7Z36rv8rRemAiOShlQkqYinbJZsO76RVt/X191pZqly8LK3usUDRI4OpjTsuLkjp5oIJNJZjXh8cj82UzKFMtBB19Xl9KTNXSDjAuwbGmccdsIt4hkeWWrifjxMC5xpCV/HKLmOjH0BVXaPuPzAVuyo/uWT85t0kBdgm0e/447McL4TKcSuBLSuN/rjBMy0L0NScYk0xhhg7y4gRAZkdrp6Wlxww03iN7eXtHW1ibe+c53+og2N/jaKJa04n0SWtcOlHWjtRn8OSlTKUIZCdMpZRXJohZTk+yuk4Yk73Xf2Sg73aRAdqyYTCY8uoseO4ZW3ThuL5zQyo6h4flMavWjcqtcPZLEa5qg2Axi9Jg0bsmXpesSv01YG3Lv2p59lK/qeRyS6ELSfCMNApoGdPrZZmJjq9916from7aTQl8TDd9pmHSAKv75hFRJ7cjIiPizP/sz0dHRIRYsWCDOOuss8b3vfS9JlIUAFtrExETeosSCSbkXrbHbWAJoWF2+0K82KbFykcXG8ku/SdMKlKSebazEGI77FE9OToru7u7of9e0eXhOaGWuJHHB45HlV/fMJn5TGdoSAT6xso1PFb+KOMRdko2LtCZutgTKNq2i6UobpC1z0kmAaQIV93uX9ya9nmSCmyQfcSdhaaVVRHg9pxbxyCOPwNvf/nYYHByEW2+9Fc477zz4j//4D7j//vvhjDPOiBNlIbFhw4bUz/WzgasMsnPkVH8XAVxenXx8ByvfEYpXNsvO1tOBn9VHTzSQnd+H4QGgSXbdzlh6pi29hcbl7EHZ3zR+fNfT09N0diNPlwLPVMUwuh3Ac3Nz8Pzzz0e7jJcvXw6HDh2C5cuXw9zcnFVeaJy07OnOXwS/itumDavOeqR1StsTb1dULtszImm70MlJ24msffX19cHq1aubZLOJT/abxqs6JxXD1mq1pr7ge7e3z3NwOeg5tElOcOnt7c3kbNc4UPXhLM6jlZWnSxnrzn22kdv2nFn+nEKXFm03aZ2jrTrP1+bbuKewqNLy1VYK009cGPLXvvY1cfLJJ4u2tjZxwgkniC996Uti3759TeFa3Vqbh6U2L8teUeE6M8ZywqVaH7NZ01JbXMshxtHZ2WnttytLm7oH8HAyayp+193dLbVmC/GyW4Es3zRN6kuLu41nZ2ejkw/i3IAmROOSu631XhWfagexS3+K4wfqYklSyUPLOG46cWVTtY1WgckK5xJPEfUuthnb81KLDtr3XcLbvjetRPhG2pbaOOmq0sKySeKnjP+7bgCOC6/n1La1tcGCBQvgnHPOgbPOOgsWLFjQFOall16Cr3/96/Doo496pN7ZIutzak33fvs6R1F2HmoREfdMXYDG8wpV4W2tfLKzD6n1ykVeHg8/n9ckl+z84Wq1Ch0dHdH94vwMQQzLz2Cs1Wqwbt06AGg8oxdvE5uYmIBKpdJ09iyNE88LpmcDDw8Pw+DgYPR/3DNjqaXWdK6krr5l508ibMs6zpmUuvOE0YJO711Xyc/7Kw3n66xSmez8jGlf8dO2n4ce4meB0ucA9hawopxrCwDGNhQ37qzyR+uEni+u06O++uR8QhJ9YOIftmnyMk5LR5n4mZP7wWmnnQb3338/XH755dDf3w99fX1N/9asWQPHHnusL/nnPer1ekRudEuLNpAtNdN3eK0rpluY5QIGlyUfvlSEzxBxlndoOEpu+LKsrbyy7+n1qVxmkzz4DK+mpYd0A7zsDoFXJFMZa7UaDA4OwujoaNOlE5VKBaampmD9+vUwMDDQcCXxyMhI1FZ7e3sjcrJo0SIAABgZGYHBwcGIMCRZsqPXBZvKkpaprF6o/ADQ4Bqgk8X2Wk0OWRvhS327d++26nucePF8mg6Jj9u/6SDlaykb46pWq9IrTV3jkv1tQrl8+PppeuV0rVZzcjPIYnnfBlTfxZFJFTbr/GEfo65Ptq4BrulkjSzbSBJXG66vbeWWuTyp3mfaX1zMvo8++qhVuMcee8wl2sIh62tyfZjobc6B5GeM2uyUd0FWy162y09Jlp1Uyyhxj1TCpR7uCqA7YcD0netSj+zcWFl6eKkCP0YKTwmg6fDleVy+VoXhYfnfNuDLlaYNHdxtw6ac4tYxX8qTuU+YLhvRxS9beuZxu7i0yORPa5kW4zIdqaSD7pQKW/cd2t/QDchl+TVtPRdXt7iEN222Swu27bzVYduvk+bVd/90dc+yjTfO2b0qeDv94Dvf+Y5t0AbUajXxyCOPxPo2L9BCK2oHk8llc4g4Veg6UuTauNPoDDbp8PSSHqNkK0Ocb2SDseosWPwG/V+5/5PNQC7Lu+pUCEpIqc8tJQI2hIfnU3U8F06q0iCQurJIe7Ax9SFVmbmmIcsPlqvtiQm6eNNCEj1hmjS4nPVJJ0ZxffDTQFZ6N4/8ZjVGFAW2k6wkusZXefKxxXcd2RJaG39+b6T2iSeeEJ/73OfEwYMHbT8R//Ef/yE+8YlPOH1TBNCNYkXshLrGrBvwdJa6uFaatKw6qjTobz7Iyc7wo9+mfXC9C1Hicsm+5/nDOrQ5bobXvap+KbHEg83pN0IIqSUZFZBqckTTs7HUxoHLmY38OxWStg2fE0XbtChBk00gXDchyuTmz5LImWTQVH1H26NLHKbv0tT9vtJslU19cevdd58sClzarC6OuO/5u6SrPHFlpOGoEUcFr+fUPvnkk+J3fud3xEc/+lFxzz33iKGhITExMSFmZmbEvn37xI4dO8SPf/xj8dWvflW8853vFB/60IdEtVp1SaIQaEVLLSUSlGxwgoG701VEyCXtLGbeJuJGrYqc4MgIYFoDgAt5cI2Xxy8jxKpvaL5lygLD4Pm+MgttqVRS3pClUoAmhe2rHlwVsO1EIA5svvdJaGVpyW7Sc91Vztsa7V+u7VvWTtLSG3HLXUcu09JvvuL2EU8WY1xc/eujTxbJEs/hiziqwrvqujgTWJ86lesvGbxfvlCr1cSXvvQlsX79elEqlURbW1vDv0qlIt72treJH/zgB65RFwYuPrUyi0YcJP2WW+Vklhc6QMVNWxZv2tANOpxo4d/8Clh8lqWcqgFeRSxNZWqKT0UYbOoKyQ93d5ienhYAEE2G+PI2l10Wp+yZzP87ycDlK3wcGXzpgKTp8vrH/p7kiDVKCmwIrWriJJM3KyQhRmnK6SNuHWmziT9N0iebcPlylbCNg5LpohJbG8Rtw751nSoeH+nY5jHVG8V27NghHn74YXHnnXeKe+65R/zbv/2bqNVqSaIsBHSFxhVzEusDVfZJrYgyYif7X7UEneaM0Xe81JLI88uX0/mztDu5rqxRdv6b+7G6tAVZejbkWhcff4/uB+iewDeQyfyYMSwlryjj9PS0lNC2im8gTz9rFyXV5IZa2fE5XmWss8qY0qJnHZvC2vaxrOstr3R18EkqZM/iuJ34gipem8lR3LhVsN0YnTds6qoIcvCwPidFNvGkSmrnK1SFpiKFsr9lv3Vx2W5YsIkTd6nzdFSEpwgd3VZRUaIkm0zI/tf5fvL0k04sZJZM/FtG/igRoW3BREJUA5lKpqQTKFk7Um1K6urqiny3eTp0Y5xNnmxlSookcWRNaFVtgy/x43NKTHWTLlk+bE5V4XKo2iGd1ORBMFS6Ig+kQSZ52dvoUvq/Lxl06btMfGzT0b2T6eIiIo/JsQ85ZGNV2nnYtWtXILWuMFlqfVsthLAbPGzilC0hq3ziZAQnr07lonRkO+ldlSSWk8oH1/S9Si4AkJ5WwCcbGN6W4MXxSURrKQBI82lztJJsgBBCNN0qhmHxn+5mN3q0XB7+gLL6LcKAYoJqQyGFaqKnsqirvpGlawMVWZZZ9/MAbaN517lvQsv1vg5U9/icGNrUran9+vJrd52QuaSRBlyJoW85bCd7OgOJj37FJ98UMzMzolQqBVLrChOpta0014q16Xw2DY6TNfxGFn8WGzhM0FmfbL+Pk15nZ2cT8eJ/2ypqBPfd4icz8Phtrsq1mXzwgQw7//j4uJRcmq5h5e2B/93d3S3Gx8ebXBA4oVfVKSUXOqShuOO0tbwJL9an7ckNunLnz7H+dP6wNuB1aytb3PTigLfjVoFJVjpRdJn02sTtIofLRFWlw+K2D1kbT4PQpj1G2qThWw7U6TZ6kI5FSSfBqvh1m1NTtdS+9NJLYs+ePUmiKCRMPhtJFH/aUCkFlQWFf5NXXlSDbRry2FiM+Iw/zpIZH0C5ZZQr8Tjx4//cZ2x2ttENQPadKe+U6FClh5vHSqVSk/uEiVjZTqDSnGTFnQTl2e9Vgw6tb1N56uKWheFx2tZV3HpLmzDkreNksCV/unLhKz74TRzSmkQOhO0KECdHdFJsm76p/ac1fqSNOP01aXq2fc/GAJNk0qgbE2dnZ9P1qf2jP/ojsXTp0uj3Y489Jr71rW8libIQcD39IAvrpg/lx5WBbhAqguJPSyGZOh3vUDJCoSpLWVy4FM9dDXwts+FvmQKQbchy8d2m4fhRX5gvmS+nLD6etqq86IAXhxilEd5E+LJAXNLJXUFcBhxdH+Ay+NAfabkluOi4rMivDRGTEVOZXLINqK7uBT5WCmVL/joyztuv6UQU3VJ3Efpo2kgzTyp9LHtmmnzwSYuPtDHOiYmJ9Ejtl770JfHzn/+84dnw8LD46le/miTa3OF6TW6aithlOQm/cYlf9bdrx2klxWGaBZsGGrrUZ4oTlfz4+HjTAJO0zFytEtieklrRZO1GNTmSfatThliuJjlVStDVjz3pxCJv2JAMAGjwf+ZuIrbp6CZuPpA2CXFpqz78vWVpm55TuVQE0dYiifVts+fAx4ZA/M0txnEMLbrfLntAitBHfSPt/kF/J+nzNsYOVTq6SbSJ1LZBAqxbtw4eeOAB2LJlS8Ozubm5JNG2FOr1OgwMDEC9Xvcab61Wg56eHli0aBHUajXYtm0blMtl43flcrlBFp1cND7+tyo9WXz1eh16e3udy8B3mdlCV46qvOPvvXv3wpIlS2BoaKih3lVxVioV2LVrF3R2djbFbVOftvmo1+vQ19enLNNarQarV6+GgYEBGBkZaUpb9R3NH8ouazf4XBY3zzeVs16vN6QxMjICAwMDxjYoy6vuG/4d9lsur0ubTFp/PmCSoV6vQ6lUgl27dkV1tG3bNhgbGwMA0LYZns62bdtiyWALU/35iB91FQAo+zk+TzKOcR3My1mnN4QQAHBYd+zfvx8qlYpUPhqXTP/id2NjY03haf/r6+uDcrkM+/fvtyr7er0OPT09DWliPLVaDQYHB6V6QwbduCP7jfrBpHdl8c8XpJEnWRvS1Z2tDHNzc8axSZVOqVRqkhEAYP369do0E5Ha73znO3DvvffCb/zGb0BfXx984AMfgP/1v/4XPProo0miLQxclL0tSbBBrVaDgYEBeP7552HlypWwbt06bXy1Wq0hXTpw2w5aHC5kAqC5AaqA39Zqtdiy+YaMHMlQq9Vg+fLl0NnZCe3t7VYDcL1eh40bN8LU1BRUKpWmSYcv2XXtsFarwdq1a2F8fByGh4ehUqkYB13+vF6vW+WVT/B0xBPjp8pURZ5VccjeqcDj3rZtWwNhSNJfigBZ/a1btw66urrg1a9+NfT09DTVoyuJtC0f0ySJA3VYWv2DAnWVKd9tbS8Pjy4y8XbE2yvVfbL+QUkobZ80jCxPPD4VmeZ9Dkl0uVxukEtXh7t374bNmzc3EdBKpdI0+XFpXypjAgLjt2knrdqP84JsDLc1bMnCDAwMQKlUspqsmgwhTrrZaEPW4Etf+pIQQohDhw6JJ554Qnzuc58Tv/d7vycee+yxJNHmDlf3A44ky2h8iWV2Vn+1rcmHyfdShctysCwMXdrL+lifuEvWNGxXV5f1YfSy+FXL+Cr5dPHqfMrwPW4gQx9Y/p1pMwl1WXD1uZMt5XJZ+TOdm0IWbbmVlit1S7f0OW7s45v+4rqh6J7buqFQ8LOnfbnoqJarbV1gVMvgtmmr/ladUuDa3mk++FGOCJkbBfdVp+mj649s4yl+K4R+M1iS8c8WOj2alQwmtJIuEcJtDLcNG5cvyNorPkvVp/av/uqvxMGDB5ueX3/99UmizR02pDZNXx5eobId7BR5nflogo40JO3wcQZjnX+QC0m17dAI2eYHLo/rUTgykijb+EdJaVdXV9Nz27ORbTacmOqbH/8lm4ipSJdpEHNFEQa9JJDJLyNFtH3JJj26/ujSJ/jkRbXhRxWnqi0k9XnmEyrdUUFUFl8bZ2XEVUUodf6kPE5ZH1GdDS0j1bIw/GZDLgu9OMVGF/jqq6r4TXWZN6FtZf2ig4+x2+Rnzf3KabtO9fSDffv2iWuvvVb85Cc/EUIIMTc3J9asWSPe/e53J4k2d9gc6ZVlgy0qadXBpJSTIMlmJ1lZJqlPk5VAN4hwQut6yD2Pkw9ENCyf7dJvbNLiccrSsFFU9MpdVRnRAYvnIS65lj1vxX6FUJEj+htJj+oUCRkZjUsoOWkzbfhxjdcVskkQza9JBts2ZPO9qUxV/Ut11ji1uGNeuA5xzRuNT6UjhRANp7fo5Me8xrkYxxa2xDlrYqmqz/kOl/y61BnXX5ncKHbo0KHo729961vixz/+sY9om/DEE0+IU045RSxevFicc845YmJiouH95s2bxXve8x7xkY98RHzkIx8RtVqt4f3XvvY18Sd/8ifivPPOE3/3d3+nTMd0+QL9f77CR/5MhC9unHFdF3SWSVergmzwli1z4t/8f07oXPMjOw4HrbF8cNEtNfsgDbZxyWSm36p+Yx46OzsjS5EqL6oJj4loFQEuhMmUF0pSbOrf19K/qW6xLn3eF2+ShYKvFrj2eZtvZIRaJZOO6HI3Be5iQMuSX1ltU488PG8rsj4pm5yoytNm4uBjLEgzjTRkKjJs5DaN62nmfWZmHt0oNjk5KS666CLx+OOPizvvvFO0t7eLyy67LHpfrVbFK1/5SvH8888LIYS46aabxMUXXxy9v++++8TrX/96IcRhEn7qqaeKH/3oR9K0VKS21RusLdLOZ9J4ZYTRFjYXDtikzzswJ8wq0kkHo7h5kMlqInS2EwzXQd4Vqm9kAyYfvKlfsExutAzRclH9HVf+tKDrczbPbMiHKW1qBdSFVUFFbGQ+nUlvL7OBrq2Z3sd5JwtnQ7pUlnRuQZeFpRMXWT9WTSSpKwH2L4wHn1F3JR6vTAfakH2bZ77fZzGB4mm2IpJMEmgbTZsjZWKpzQJbt25tKKhLL71UnHPOOdHvz3/+8+K0006Lfk9MTIi2tjaxZcsWIYQQJ510krjtttui91/84hfF6aefLk3LxlI735FnPl0G4aQdiA+2tvHJyK/M8qFKK+mMVkUc4hBkWTxx5HElxzw8J/r0t8yKpJKBLsmqNiDZ5skFSfuM7cTDpyyckNgOaLLvVJNCWdyyvpA0nz7aMp0c6erDdplfR+SwjXPLtWwygmFdJz5cVqo36QZk3s+oRdvVP9q2HcuIkembOPA1lrWyu5IOJr3tWk+m8LayqJCqT22euPDCC8VDDz0U/f793//9BsutEEL09PSIv/7rvxajo6MCAMRTTz0VvfuXf/kXUSqVxL59+5riTnr6QdrwSTiLRtJNypuGo//HTSuOpdJ2Rps0Dhf4jseFlFIioCKQNiSGD+Yya7RJYSKRRTcMl4PaebyuPqVpWSjSijNOHvlyuM0yt66+ZdZIlzzofNdVbcUkr8o3nb43WbZlEwD+HH/TcpWVrYzkmsqFyqoqA1V/ounyFShTm9G9l/VvrkOSEKI0YbOpFlEUmXUwlTsNZ+tyQ/93/V4Is1EJn89LUvuDH/xAnHfeeQ3PVqxYIa655pqGZxs3bhRXXHGFuP/++wUAiK1bt0bvfvaznwkAED/72c+a4sdCm5iYsJqNptWIbWe8SeIvojuFTnn7ljVufL7Kv4iwaRcyQiMbiHl8qsGehkWiwNOQDdAyOWU3vsWBa/24EjLX8K6y2AxULoRW5m9pQ2jxm8nJyYbwaKGUbR60he2kBeWQXe2M72XtU1VOaMEslUrKdsYnADTfnHjySSGVSTZxUPUdE9Hn5aEjnzSfPA0dbOpBRajTgo+4XV3TigpVm9KFt4HO/c0UD+8nOplbhtReeeWV4g1veIPy3z/+4z8KIYS49957xYYNGwQANFhmjzrqKHHjjTc2xPlbv/Vb4kMf+pC48847BQA0WGWHhoYEAEj9arHQ2traRFtbmzj++OPFF77whei9reJIApPS8ZVeFoQ8aRq2VoK8kBUB9w2TktG90y016wYsuryp+lamcFWWEpWcPlxT0gIniDbh41iNVeWMYejftnLQejHpQBqWnpVL/c67u7tFV1eX9gQQG8Isk4+Dk0fVub30+EQkmXSiRdM1nSyBYbj1k4dD8qiyZvOwOt9lTkpVZWdqHzIrrQ//1Kz7ZNbjRhF1DkdafMWGlMaVCd+3DKl1waFDh8SVV14pSqWS2L59uxBCiM7OzqbzcU866STx8Y9/XDz00EMCAMT4+Hj07qmnnhIAIIaGhprip5Za20EhDdjMxtNMK0lc1OqQRBHKFGuRoBvQi0qqhEgun4loqDYCobXMdlCmablaXota9kK4W7xc88LJlC6czofURj4ZmZQRzs7Ozqa6xw1LMnLIdZ1KH+L/nCDr9KdMfk7kaHstlUpicnJStLW1icnJyQZCLPOxnZ2dbTiJhJJn1aYu/jdalVX+tqqyoL919U/rQtUXZQS8yP1KhSLJXCRZbGEjs4kr+cq3idQmuiY3L7S1tcG1114LxxxzDOzcuRMAAAYGBmDPnj0N4cbHx2FwcBAGBgYAABrej4+Pw9FHHw1r1qzRpsWv/UTwO6vTgOzK076+PgBwv95SBnodIt7b7RP9/f3R3fNxwe8/T+ve67jfqa4ATPseexvo8mWSz1QmqmsqMV7VffNCiIarLikEua6TfodXesquDDXlMU7esoDuGmAA+VWrsjD0fw5VOfM4ZPWlA7/SFnUSvf6VX4dcr9dhx44d0N7eDiMjI1Ha7e3tUf+mV2LS/OO1q7JrMuk1rZs3b4bdu3cDADRdsUnD02+wfdF3y5cvj8Jv27YN2tvbYd++fdDe3g5TU1OwYcOGhrY6MjIC/f39TVd/t7W1NckrhIDR0dGm8YPWM15tvWTJkqbw/H9ZWdDfqvqv1+swODgIIyMj2mt96ZXa+LwVYasLdFd8+4Cvq7iz1GE6makOQq5Er1im3yYZC13y25KkFuCwwj722GNh3bp1AABw7rnnwpNPPhm9n5iYgImJCXjzm98MJ5xwAmzcuLHh/aZNm+D000+HhQsXKtMoAjGh4HfXm6BrCKjMcUAaGRlREvg4co6NjcHY2JjVwGqCjMz4gknJ8A4q+64o7YMiifK0+dYURkZM+/v7owFaNgCPjY01pQEgv5NcJYPNffBFGVSSTjpwIiorA5u2WavVYNGiRU5tGL+hxBZJ6sDAAIyMjDTV/erVq6N06vU69Pf3Q29vr3SygvkBeFkn0XR05aEiyLR8ZGVO21e1WoXx8XHo7++Hnp6eSOZ169ZBX19fpM+2b9/eQDBLpVJEwLF9o/zVajXKa1tbm9JYQcl8uVyGAwcOwPbt2xPpP129IkGV1RstP5Qd4aP/ZAkVcZW1DV4PvvPpg1OkJZtOl3OZeRlhGGwv2HdM/ZamS8dang5vg1p4sQdngOHhYXH33XdHFz38zd/8jfj0pz8dvf/1r38tent7xc6dO4UQQnzpS18SH/nIR6L3d955p3j7298uhBCiXq+LU089VXlJRNFPP7CBaamILrnRZ7K/5ztUeeU+eC4nJeS9VGda3rZd1jWlwf+W5XtmZkZ0dnaKUqlkfWe8ST76DU/b5Kbgwycwad3K4kiy/K96Z4o7zmY61ZK0bAmbnn1K38ncDahfrcw1QHdahs2uadNGFjzianJyMlr6V22M40AXBV6e3G/YJCP/2xU2Li28bnRtwNROfem3tPSkzA1GtUkK3UOoq0hRx0HfcrnoNF2fx0tyuHuObpyhGzj5MY4yH/J541P7rW99SyxbtkyccMIJ4v3vf7+46aabmsI8+eST4t3vfre48sorxVVXXSUOHjzY8P66664Tl1xyibjgggvEd77zHWVa84HUChF/E03ehKwIoIo/rk9QnoTWRiGryIIr+CYfGbnp7OyUnotJw+ue6/LAT0jIou368BOTlZMpr3HT8UHC6d+0vHWER9YWZ2dnpTff4eDGB0I6QKryZDPx4f2ZAjeyrVy5UkquMa86Yq3qc0ge0yZJNuSeb1izOQEh7XEi7fFGNYmRweUIQN0kpxXhkhfdiR/csGCalOI3SGxpv+/s7Gwq53lDarOErNDmS+M1KXcaLm78RYQpvzIUNS8mqAZY3eCUJC3Z5i9OBqiy4oOrakc3jd+mrfogmi7wPRi7kHfX+HzUMR1ssM5x4xQPh5ZZJIv0amPcjIXfIWZmZiKyi2F1x7PZ5Anlxf4vm4DRtFBO3pZUg7WJWKsmbGnBhtzj36aJaFakLu2ysY3bpY/RftCq40Rc2Eye6P/8OY2Dtz86TuPGTD52z8uNYlkjLR+WPED9Y3TO33F8fopaTugHaPLLUW1CMW3I4WkVBSo/S45yuQzVatUYhwzYntrb2xs2BvX29kK1Wo3aEvVb5D5a27Ztk/peY9o0XpVcfJOSrfxJwpk24rhC1+dcN+nINv/EBfWLQ99nrPOJiQlYvnx51O7n5uZg7969sHjxYti7dy8AAHR1dUG9Xo/87ACg6TvE7t27Iz863Cw1NDQk9fd3KXfctDowMADDw8MwMDAAtVot2leA7aajowNWr14dpd/X1wfVajXyO0X/VupHqNq8lbRN+gS2BwTKXqlUoFqtNukGIYSVT71vuXyD+mPa6jKbvkL7QdZ7Kmg+8hhvqC5SjScyX39eTuhzXqvVIv2+du3aaK/A+vXrYeXKlQDwsh+3VX7jcfX5DToTyNr6kxZksybdsUvz1VJruzTHn9ssa7vcOpM2bH2A0aoG/2lN4+/iWAexbZVKpYabvahVl8avssLRo6b4WZ80XtWZrDr5uSXZZinbxjJnSjcJXOP1FU5XT/QCAqz3rq4uMT4+Lrq6ukRbW1t05jc9FmtmZkba3tD/Fv2vZRcSyP6ncsp0muw7/k8IER3XtXLlStHd3R25zLgebSWzRJlWJJLC1D5laXCrOb8IQ3cOry93irSttNR/uKjjky1oHec53nBLtWrMVLUdmgeu1+lYTdsy5nfXrl3B/cAV9JzaIiwvJE1fp+zTSK9o4Etuqvzxg9XxG5lPnwq6jVA8rbRhS1aQ2MaJg0J2yDz+jWQWl6xlg6csbepjSQ/tx4HY5EqjU6q0vjn5MA3kpkHdVx9Kg/zw+Gx0nG6SRMufkyEkr5OTk1EZy/xmaZx0sOZtihJDG5l0ZFgVLxJv3PCiIt8mUsv9hlVL/bYk2ea5ra6jQBePycnJhsktnTCqCHErjBWq/qoi/0WCSg8h8jSgUOIp64cmXcrD0rFBFV93d7eYmJgIpNYVMkttXnBRTqZ4svimSOAzQXymCqvapWlbDi4EoSgWXZ/kS0VOhWg8ZJ/7SXIiREkxtQJSoEWNEgWX8uRkSTbYqb6zJSJJkUUamI4Kqo0znOCrNutNTk5GFltqzUX/WdkAxn2w0XpDZdBNLLB/dXV1NZxcwq11NG+87aFcdPMKT5/KIStT2U5uXoYqncPjciUNvL5MoBMQ2XNV/opg9LEBrw8+kSliHrLq/0mha7+msZT2YzqB5BNSOj6YSG3wqTUgbX8Zn34+pnhcUFT/WFug/P39/Q3n5Kl821RnALv4LNnWVblcbrhQwgVpnJvoKx700eM+yHgWKfpHVSqV6MB6fDcyMgJr166NzjjEttfV1dV0KH+9Xof169fD3Nxc9Ly3txcWLlxoXV/ch1flf8r91wYGBqLD+tP2p/PV91XndNJ0ZO9kZ9KqIP7zMgKsz23btsGePXtg6dKlUK/XYeXKlU3plEolWLduXUP/RL9XPM8Yw2Fb0V0+gDLjhS1btmyJwnJ/ZEwH/fSwXtHPFv2IK5VK5A8uO9eU+uSqgGnJzoK1OXectwPqh6prHy7tpl6vw6JFi5p81wHkFxCZfEqLPG5Qf2gf56ib0oqLuP0/y7I3+UTzPq86F3h0dBQAGs+kp3tg6Dn6GzZs0AuVkKTPS2R1pFfRZ2JFlcsWOgucTdmjpdCn71iSOi9SezFZvOkZmPQ3Ws+4BQyta+Pj4w3LztS6h/9mZl4+9xZ/y5aJdbKrLG+yvNB6a6UlV/yf+iWbjnHiqxoyP2UeLw2LZYR+2vjvxRdfbPiOtgGZFVYI0dCGVBYfbuHlKyA0bmx7KpkxPdpOedq8D8vaEpdR93dcpNEGZe5XurRsdECREMe6bfptSi9rfZ1mmroys01PtqqiWhHhz7E9BZ/aGMjynFpTY2iFATQtqAZe1TtTXHzAtonDF4mxXWo0xZHVZgeb5VDVsiQqIO6LjM+RMKxcubIhnfHxcQEATcc6UfJACU9XV1e0hG3rL4dlyH0zbQa5rMo9SfvA/zkZR/cP3WH7tH3xOpYRAn6hAqZDXQ+mp6ebDmOnMqj8YzE+FelV7RGg8fL65S4vMlmOO+64aIMYti9ZOryeZPpFVcZJ9UDasCW0pv0JWbjn+PxOVoe632nKmARpcApd3m3KhfcLGla1r4IaQmh7CufUxkBRLl9Ia9ZVVGVKoRtU4yrMJMrJFKfN+ySzftdvkuRNVb508O/q6lL6COL3lBDwcLgZh/pQdXd3CwBoOL9U1g7oO5lC5HLIrI2UHKt8A3UDti1cwlIi53PSJiOTungoaeVElb7jVlFappge+j7zOuVp0u/oc27xlw2OPH94egJOnLjsuAIzPj7e4Ovb2dkpAECMj4+LVatWNZBxhIyEy2QxWQPT0u0+YKsnTSQmzQm4r/KTTU5U7/j7VgTXp6owLs/pOx3pVfUdVTnPzh5eXcExAcMEUhsDRSG1QvjvRGkrG5+gSxOyASQucLB0jUfW8XSz16Sz27iQDbi2UCk9XNqlm7xkgwHdcEPLWGbxwGOTKFHCG2QoaJqyfKmIMy0LkxKX5UdF7HWb/DgBosTdBrTcXGGS30Sy6He87/ElfXzH48bv0XqOJJGWmWwgw+/4dbJIQKenp6WTE2rNpa4DGF511BtOyngexsfHtXmkbb+zs7OpP7hsNi2iDubtJokLQdr5i1umXC/x5W2VG0arg+tE3+OS7ltZ30cuIhvb8dnMzEw0ycT34fSDGMiT1NrMhpLG30qd1YaU6KAiojrrjyoeW2uebnCjYeLWge472ZKrK3FXhedKn37DiQUvWxmxQIsvnQBQyy3+T+ufHwfF8y2TXbbDnr5D+W1dGFR+prL2xC3aprpwqTObuGTPZHUnO6pMNVngkxoZEaLEVlbPtFzod9R3mk52KPmg6XIyQi3INC8UdOJFwa3P9FpnXqY4YUHfYF1/bzWdq6rXosNGXj4ppW0Ijwnkt1ilPSZnAV42aeVJ5ZLG3aGo/qeuQjLSy12Q0HobSK0D8iK1uk7pU8EkiSOPTpyE/MmWpmUDtk35ushhsgzGJS5cKdDnqvzaxk/9YFVhVUQN0+U+ivi/LL+4mYgSVm6ZpzLSAUlFtGQyq95h+ujLy69tpd/L6oGXucoqaGpjfNXAZgIXd8JC/YkxLfytcvHgMmLb44OQLE8YL3dFocRSNphxGXh5Uwsp35BIrf26NsTf4+oBJcd8ksXzaFtnrUJ+OHhf40gjX2mPT6q64m0W49P1f9c+mMTynRRxxhuXsCb+Qv/mhBX7NNcrMt0dLLUxMB8ttSorgmscSYi1j/RdIeskOtIme6ayzOnkNFl1bRWMKh5O8GQuAbp4ZYSiu7tbSRopaeDkjRM3GdmTWUG5hRAVW1dXV0QwVWRJlh/6m79XAS21Msuh7HssC75sZts3ZPnhbh228bgOkCgnPeOXElpO4vA9Wq/oZRe0vclu/aLhOjs7m4gkn7TwtkjLh5cHnfzw7+jETCYPximTA8m37MxMk95oJYumLbBus3ShyrIsVWnwiY/K7UU1pqr0B7rS5ElsdbAZt3Rhsb2YOAz2U3r+NPZp+kyVdvCpjYEi+dT6ADZAH760SQhtUkKcxNdH9rfsN39HiR6Vw9WCYbKC2sbDB3cavy0ZkhEyKiONC/+mxEV29IrsNyctHLxMKFlHP0rTzF+Xvqz8VOVKLYeyG+ToO9nyuyqPPC1VOVCSaopHNlEw1TsnqGghp/mg7gKYT3rbFCWGNM/d3d1Nm6p42SAB1eURw3JXBZ4mt+ZjvPgtv9QBLa+mAZu2f9uJLK0TGxSB+Nq2GQxjq+d85S0rQqvTE6YJjap9cP3Hfxd9P4uOwHPI6t5mPOUTR0wDJ9um8gmkNgZahdS6dA7TwJs2fKSdhNDK0rchynQgRnBLnY0MMmuljdwqeWWy8wFWNxDTctGREUrgVG2IP5e9l82+Zd/MzMyIlStXNt0BrisHFVHh4eh7FTGneebEXpYehlfVrU2d2bQnbimnlkT6TvctErvx8fGGc2KRRPI8y9xIaL3RsPToHVn6KDNOVlT6gK9A6OqSthnqD0kJOL4znfzA27pN36blbjuhzNuiK2vfPuNNg+SmBVnbUv3m33F3GpkLjUr36GQxPUsTqvZpkt/mOwSdOFIfdmyPqhNzKAKpjQEstImJiehZ0TpoHAWZl1JNI11bMqlbAreNRxW3a9m7EFqVUqV/y2bVuMSls0xxgimzTPL0UCbVuZ26Y7G4WwMfVHGQoMu/eBSTavDF70wTBRlJkX3H/8ZyovKawskgG9T4wKe6YIB+Q5fm6OYkTlhl5UTlp0v3uOGCuyLQ+pS5nXBLNQ5Kqjvbaf6QcOr6I3drkNURh4x48/h4OrJypnWkS5OXq8lSq4svD32cRrq83vMm8C5wGRfoZjIa3kSGdWnL+o0tUfQJXfy6OlXpHVNYvuKlcg2iCKQ2BrDQ+DKYrwblM560iFUcWZK8d03LxUoqGyBt00kDtnLj/zKFJxtUkazQ2S//RudOYSpTTkS5vDoCwF0l+LI39Svlx0iZiIWOkNtYalXf0aN+uB7AOPgtVTwe2TmndAIg8wGVxcPlwLhsCBiva+43qyPs9G+6NE/lxzNhVRvlZFZwmTsODYtW5LjLtTq9bRpwdZZ1HpZ+o9Ivqj5skqXVkDUBywN0VYCDkjJXyMpO1z/iImmduPIN03tdf1N9H0htDKRpqfWpxFzJXRrKMw3Sj/EmeS8Lb+osPLyOMMVFnLJSKTZupaN+hdznkBInnT+YSYY4kwSZVZZbbvkuc9NSMf3bRFJMFhVVGrQ8ZUvf3d3d4sUXX1Ru/pC5LXArJy1LrtD5N5Roc+ItKx9e9zKZdH7LPC7qqkDDq9xEeBw0LH/Oyx0nOS59lsahclWg5SLLoyysDUyTQh05mQ/kbz6Tcw5ZX9f1R19yqNqtS3x5rdSqZKG3QdrqkEBqYyAtn9okSsymsuPGERecYPmCb38vIdwskvSbPAi7LryKpFD/Srq5B5+piFccgo8y0GVlSgI5iaRuCzISiyRclh6XU0ZYZGWEoHm3ba9cTkpEadxoYcYjpGTEhaerUvAoKy1fuuxPy5eTVlldydwGaBh8jq4qqnKg9SC7iEEHmSuAbuDnBFpW5zScTdr8e24hVukFV/KgG5BV4dNAnqQyb0LrI/0k+t5EzHzKFVfOrOtItiKD4KeYyCzTVBdjnw6kNgZsSG2Ws6Q0SJ4v0EHYRwfjDTjpBEBFjGzC655lBV4eXB4seySGbW1t0ZFYdJmMXjOoi1snBydn1Lkfra9dXV1NRIkre5n8lHRzRaiyYup8eCkJ5CRG9y0tE3QtoPHI3AlUfUDV9mTpyi4YoP8oSVURfioTluHk5GSTpZnmUTXRoWWPz3S+uzyP1NpKyb3Kd9hEXE2DuYrE8jzJSDWXm7dzkwU2iW73iaLIYQPfMvrMe5I40qwD3bhVNGC/wPGAr9BwfSLT8dwFDN8HUhsDpkLTDYo6xCVoLtaRPGCj+F2+MQ1gJlkoEbFZZnb16ckCnDjpygovEZienm5YskVii9eU8k1enCy5ykW/x+NYcAMS3QnPiZQsTu63KvP51cnCy0rlW0zl4c+4awASW5SPWjxVhMnU1vjlB7Ozs+K4444TpVJJTE5ONsjKiSwl/TxO2WBAJzZ0kOFLfjwf9HQFWX/QLb/yo7Ro2ck2E+rIua4cKZBA87KTfaMi1fgOJ2Q2x6Vx3VEEpEEWfcdpY6SJO1bafOc6nriEK1Jb4MhKLt4vJicnm864xnGLyiXTyTL9EEhtDMSx1GY5QysibBQ/D+dbAWF4fg6rSxpJCHUScBlM1jhOAGVnhQrx8hLP+Ph4A6mlyoVfB2ozOaEyctJFj4qiykxn5eO+nqp0TWVIl7PoxIaTZNkgJCOPMlKpmgjpyo2mwRU7AER1x31mTdcGy0gtTY+WOaZFj0vj+aBWXr4JzkTeqeVeVjZYJ7I6TwqdpZbmjdcVb9PUMkTzTBGHiLcCZBMcnbtI3DRMk+i4ulc31sSJ2zYstpuir6jmMZ7hhJPe2Ig6RnazH/9eFm8gtTEg2yhmgyJbU+PCR558EUUXcuOj82alAGRLL7Kjs6hcfHBGy6RsVy61lMkIDPcLVa1CqIg2JS2o4JHYIolCgiTLF5dPlWfbsuQWQZW/JJ0AIclDObn/KF8+o2Vpkpv6HyNRpd9Q4k/LkV9HTPPIJxT0G1l4/F93Yw+Pi5M/m4mi7DuEbPOiT8LE5VDJpSO59KpOLC8ZQS4icUkCmi/evnwSWt4+dGHjpoH/6yZfrvGZwmD/Tqs9+0AecuEYw8/U5hNHmz6Gz8M1uTEQZ6NYVsqOLi+nDdmyXlyYlJmNkos7e3dNK0twy4WOWPLvKKgPqG5Ap7/ptyqyqktTCNHkEzU9Pd3gQ0X/lyl9mn9VXfEyonLLQMmhTnYMyy2ynNDySwp4fKZ6ohZX7mPK4+BKX1YuMnIms37w9Hm6rgO+rn5keeZtjF7Dq/pWlY4rZPWvmtggKXnxxRcjNx3eLkwyzwfQspCtciSNGycIJoumrn3qwts8T2OcxjLLq20UtT1yfSTrTwibsQafB1IbA3FPP8iC0NLzc23ST0oCfSk03TKWraKxbfiqGaBLWj7gQny4bC7y4XeyG514fm13sJvKaXZ2NiKwquO4ZOTL5QIMHCyo9YymITvRQUVMqTw8fk70aDh6woFuI5gOMplkJAvlQd9atGQed9xxUtKL39HBQ1b/1C1AtjFDFbesPvhv7iOsC2tDmF37p0qfyPx3VTLOzs6Kzs5OAQBiy5YtTVZ1Gn4+WmkpeB59LalzgqxrYzbEVyWvrSy+kXScTZKuqwEk7nNXuYRQn5GdBIHUxkBc94OkMDUmHMhlDcOGwKWhIGxhImpxlIJqaVbnqxMnLVe5uHwu5RpXNlX5ctLCCVpcZYiWS90Ei05kdG1QNznhZ9pyGThpoeRRttwt80dVHR9FSTXPg2tfQdmoewgnDphfvMxgenpavPjiiwIAxPj4uNbSobJ+cKuvalVAFzePiz+3IcMu7230lCpeWqYyizWvexoXbqiULZXKZJuv5FZWx77iddGBLhObIteFrDx9jrMmHa5aobB1M4sjj8w448s9I/jUxkBa59TKYGuh4DMf/j8Ng+AWqDjW0CJDR4ZcwvuCbnDOQoGp5KHlwf024ygwVE6dnZ0NVlqZgow7kaKy27hHyEgLJS74T2bxVbk16NwlTERdBiRNvM9StxHqSoD5GR8fbyDqvJx0MnCrsG5SYWqvuu9diKgsDRcCo+tjlKDzCRU/9UE1KZblLc8Vn/kC2zHOd7y679KGbTtLWwaZLL7rgcfB05NNEuMgkNoYyIrUujQyvoSMm4JUPq8q/zpbubIADuJZpEsJTppIU1nFUd6y5WoeZxwZ8AgvulRrKl8VIdK5pXDlKCPqNK88HU5uMRyNS2apxaPJZKRWdzEATZ8+w/7IN/KhdRatwTRv1PKM3/K61C3V0ve0LE0wTTTikjvberSJx/QOJyRIZLGcbY/qsuknRwqh9ZlP3cQoySQhrh7LitjK0s6S2OpkSTMdrqvo8V5x0w6kNgbysNTahuO+XjoflbgDRhadfXb2sB8bvy41TrpJBmqfyCoN2f+23/iQj1oRadwmsqFK22YyxwmiilypfEXpea3oX8qJHidEsnNpTYSHy0G/51ZkJFrUT152RiqGRUItmwjScBRUDpuJh02d2Ibl8vGw3D3EZ9/HssB6xEmYjS853dA0H2EqZ9tJS9z6iqMH0oBsIpoVfFktkyCt8Uo1ycbJObpTxUUgtTGQJamVQdXIqF8eKu00GmVanV3m48Y3YsSJM21/VRfEsRi4vpcRONt0fJWT62TM5RubdGTPZb6iGI6ualBLgYrwczJJfXSp5VMnGyeUVC56wQE9N9bGx1e12a67u1t6CQEvl7hlbvuepoV5k01CqIVadXyZDnxyReuMlhnWPR5bZ5Kb+2PPJ5iIjOy9THckIUS+SLXNtzZp2pRJGpDpqSzTp3H7SoOOTbJ309PT4rjjjks0aQykNgbiHunlA6pGjs8nJydFqVRquMIzLdl8zuRU7hAucavKxMeOyjwQZ4Ch75DIyMrFJR2bsHEUflqWANu0eLpI8LjVVkVSMSw9fQEtqdySyyGz8OL/nDBzmelvtOZSoqzKIxJkGhY3ndkOmnxQkslmsrTRfonlx63eKBu94UyWpi6N7u5usXLlyoaLIriVFcPh5kgbdydeV/MNJiKjqlte76o2klQ2Uz+2+Vb1t+5bW3l8Q9fOskrf5wRF136oHo2bZiC1MeBKam3IiYwkuBIFfI6DgIvlIQmxdX2v+ka2CcNGNqqYuCJNy1rtC3HKz/Rep/BVg4KPyYOM9MXxo00LpsEa342Pj0f5wWVp7k6B4JuLkCTRzVy8fKkPrIowYjwyYsyJm2pzE4+PWz+QPPLNcDKZMKwQL9erzMKsaksy2bAs8H/ulkF9XmW3kHFQeVSuBTQfvBxUR6rRPPGysTUctBrijAuqtuxCHl3Tifstb6euY60veWxgwx/SRlxC6zph1v1vK2MgtTHg01LLByYhmq+TdI17dnZWem4mfe+rQ+sgI5Q6kulCgPEdv0teNssrAqFVTVp8E26bOFWkJW56PE4h7G4ByxqmMp+dnY2OCJuenm6wJMp8TlXxySYM9PSCVasOX0sss5JSUkdXXbhuUA3OnKCqiDUlHd3d3dFRgKr80JUUmh8bPaJ6z4kP9wvmG7l06cgI/PT0tJicnGzYAKbKH9YtJ7a03vkkTaa75xN8kU+XNuIjXZv4bY0lRahbLkfe8thCZdSgE0XTOG1rlKJxBVIbA759amnlY+XwqzFVkFkUqIKXhZcdPK6LVwcdIZZZhnBAj5sez0epVGrYMc434BQBss6rs2r5SM8lXNyyUtUZJxhFgO3GCyQy3D8d38WpQxl5Q5l0ihxvscIwVCeo0sE+QeNWyUjj5Zuy6HsqF897UsiWqDmhtJncc6KNRBYApKRYljdaL3wplJ6QIJu0tBrykNmW0MZ1L3CRIa4seUGmd4oG1USRP6f8Q5cvHY/RpR9IbQzICs3XrFYI0aRMbQgobSyqwdI0yOlkUr3XzbRkvycnJwUAKC+IcAHGl6YS9AVT2WQNTrRc24MtYeJ/J0WcuDCvtr7VNDxf3qdhXOqUTjhtw2JfQdKJf+v6G5JB2jd1dYzx8uu1ZRZhmo5uwuIyqZL1XarzXCZGKmIsqzfZJJMOwPwWPIxLduyaLs9593MZ8iBGLmnKDCE+ZI0TV1Hrr2hQ9WWVYc00ZuiemeQIpDYGeKH57nj8fxelrhrA0lJk3Hqj8//D952dnV4sqa4zuYBGcKJlCst947ivpkopuVrgde9clwMxrI1/L/8O00Mrns531ZRPHcnkAwFt0zhp45uquNVWVjYqX1oOJMq8r1JiR+uebrhKqmdUbcamTHVxqvxhVdZ1OgBTVwsO2dnfumXWLMhjHP3noz+6wkZOFTnyhSISwvkCrs+4W1EW6a9atSpckxsHaVhqMY60HOnpAG0K65IOHehlgzUfeGdnZ6WH1sfJk+55ILpmmEiibJBGUIUl8zfVxaOCyWochzBxX03X9i7btMXbPSWrNnHxPmHyO6dka2ZmRgBA02ULMqItI3ayMpKRVO6uIevnKst32kTIdhKGctusJvHy09UltyTq/GrT0OVcFhUBTwqfpFzWPnVhA7KFr3ZKJ8T0f9116T4xOxsstbGQ5jm1cSrZRlEIIV9STKK06ACtsoDIjuaIYzVzkTNNRd/qkFkFVcpGZYlD8Hq3JRuq5zZW9ziklLoSuAymnLDy62ppOBdCritT/kxGBvCYKx5Od0Wuzv2AbhLD/6mcmD9aRy5uK3FAibpqOZq3ZRlMbhK2RIt/R2HTtkxx2MinCmO7oTgOfMZL21VR/UKPRNjWh61u6+rqatKVVI/KVoBMabjkJZDaGMj68gWTUqMzIteG6XOGppJNtknDNd04ZCagEVz5mOqBv5MRGRuFZDuJSmOQo5Y0XZtQkSX6DT92iufLRC5siYypj8p+84sVqGychNO8UYsr+tdyP2L623bDnS5/NmF0rhqcGOkmYDak0FV+3WpUnDhMYeOE8d2XfMSnm9gFxIOverGZ8NvoboxLdlwhrjLRPTUYxsdEGWUM7gcxkPU1ubqKpo3BNGhnAd0ALFumDsotW9Dl87hL+br3JmKRR33bDqIqsqRyG6Dfxd3QxJ/r3DhUcaD1g7s08IsguMxIxLlfLj0JAOO3vfzAJHMcMqeaFLlMqEzhXOAjzjT7gUs5U7j27biyBfiBbb2kOXmShaEnsFCgHuEbLXFlla5A0fhc2szsrNlSWxJCCAhowL59+6CjowOmpqZgyZIlqadXr9cBAKBcLjc8r9VqsGjRIti/fz+Uy+Wm94i9e/fChg0bYNu2bcowvuTs6+uTpoPvRkZGIlnps0ql0hQ+TVmLhlqtpq1DH+B1ANDcpkzf68Kr3mddl3HSo9/Qv2u1GgwMDMC2bduisDQcAEBvby+USiWr/iXrIzxtno4ujnq9DosWLQIhBBw4cCDqRyi3rq7r9TrU6/UoXKVSidLnMlarVRgcHEysQ5K2BZUutEmrVqtBf38/jI2NWcfhKlsRdBbNp608dCzhuhgg/bwVpeyKhqQ6Vzcmu6at0pE8vd7eXti8eTO0t7dHz6k+krWvarUK5XI50rU0LgBwassmftbmVAoBqaGvr69hwAMAqFQqkRJSVXi1WoWlS5fC0NBQLKXB09ShXC4rO0+5XI4aNB1kR0ZGYGBgoCEd7IguabcycEDp7e1V5tlHWZTLZRgeHoaBgYHotwk2JMv0PmtC29fXB7VareGZzTcywlSpVBqULIbDvwEOK1zdoMHLkBNamjYllSq5aRyoAyihpXJjf0P5qUz4nPZBfMZlHBwcjAhykrboOomSwUY38LpC8s7f+UJeOgvzRv8eGBiA0dFRp7KmY4kMWUy2jxR9bwubclERWvyO9mWX8uV6VKb7aLuj6Y2NjUWEtq+vD6rVKvT398PQ0FAUnv8/ODgIACDVo65t2Qhru+8RhKx9aoWQm/5t/bhsz+eUpenLkVu3VJKFT1jR4bKhJS5c/f98Ljua0vEJ7vdpu0Rn41PGl+VNsPXrRBcGemsXfc/Dy+KwlYPmBf83uQTJfFnThIu+0PUb1WbGNOTPWmfhUq/syuI85EmCpK47LnG0EpKMtzJ3IxfdYTp60BQHHt+JbbRUKkU++3wPkGq/Rpw9GCZ+Fiy1GmQxs1SlgdY9apFSfdPe3h4rbZNVyUVmkxXX5tl8hszaTi2HPlxHqLXcNnzaLiu1Ws27lYZaV13yYLKO0iV6tIiZ5LZNv6+vD8rlcpO1TGUVqdVqkRzValUqO7cQU9cftOLi/7i8p+vjaJmmLg2q9GTwueqD8Zl0ksoFQ+bukRRpWzNVGB0dhUqlInXt4laxosLGkqira1M7KHr+VUjSpvjqk6zfcv2LegWgUY9yWVRuCfRZf38/tLW1wejoKIyOjsLKlSuhs7MTNm3a1LDyg/GJ//R0tRn3ZOOGdR1Lqe4RDpwJ7Nq1q+mdT6sjt6jweFRnOKZ91I7pfTiuJTnSKEebY6eyhKvlOG3YWmpdDhS33cRBLYncqio7PoxuAMMjuWTyyjZZxd1YorPUmlZ1fLdn2/zI8p+WTGnBZGWT1Qu32BY9ny4rKq7vWnXFKSlMbZ3rX1wpMp1dTt/hUYcqay59judho6VWpkNsV7Z0R/2FjWIxoHJEVm0CcXXUljlkuzjS5+10Hzf9vOUuGnyWB7ZDlaU2yYaCpHK1Sp3zTQ+msjKVKX0PANGmCOpD1tfXB0KIaHMT3SAGALBmzRp44YUXpKsx3EeY+usmqWdVnXG9pdsQp4pHpvtc5dCFB2i0MvneoJlWe9aVOW1Dqs1BRe1nLvXtK5204s9Df8rk0Pn2cy7Bw+v6A+aR6qOenh7YvXt3tFld1+4wblzlmpubg+3bt2t1gAq1Wk25udy0USyQWgmw0CYmJmDZsmXGjulKSH0MOgB+lsNc8pMk3aIohfkM3yTBB7IYbJLEb0PgkqRPB5pqtQrLli2Drq6uaEmZDzKUmA4PD0NHR4d2x7qsT2VVz6YBVmcAAEhGvlV6q6+vD4aGhqJJgMvJFbbxF2FiGMcYkjXmm87Pu6xtyjNumdP2BNA4Ua7ValF/Uk1sAaDhbyS2ugk/bb8uE+Zw+kECbNiwocm3Q+cDZgMXH0AE9yvp6+tr2Elv42ti66ek8l2SpeuCOPkOcIOpbPMgtGnuek4av+57GYmg/6vCyeJBHbJ+/XrYt28fbN68GQYGBiKLMA+PfaVSqcDKlSulcmBYWZ+yJeNJoUtHJht9xt+7yKOqt3K5DENDQ7B06VJYvXo11Ot148kVrvFTK3pWUI05vvpXWvmZbzo/73zYlKcujGxMx3/0dAPUWYh169ZJ+Y+sPwO8vH+AElyeLu4b6O3tbdgzgDLE2euDCJZaCXSWWhl8Wk5lcdMlSW7dSTp7y8pSG1B8pGGJSHu5Ni1LLQ+Drh02bglcPn52MHUT4ct33CJLz4/Fb32cJVskC1oceXT1hmdiup7lahN/tVrVWs/TgM2SM/4NAE79Iou2kLeF80iEzO1AdkYsrmIgkNDS8/F1bm26tOv1OvT09EBbW5t0NQmg2SVLZaENllpPwEI0Edo4FkyXsPQQ9mq12mDdiTt7i2N5pkTaBVlbNnQokiy+gDNc3XubONKwqqZFaLG/xY3fdYImhLC2PPGyRKsrpoe/OaHlp53U643nx5rSl1lEZCiiBc1VHl1YXCrdtWtX7PasmtQPDg7CxMREw0UWacLUL+ng39vbG1nA+FnOKqTdFqhVLm/MR90vA28z6AowPDwchSmXy02rGPgNnmmMOkd21rwOtE22tbXB8PBwE2/AuMfGxmBsbCw6HUhloXVpn4HUJgRWuotFwJZAYDhMB5ciZct6NnLapm8iSC5HyaS9BO2CIsniC3Qws3UxkaGIRAdAvexfKpWsvpN969IOUKFi/7bta9SyCtB8RA2XgR+Oj89tF9Jk/ZL/5oNKEUB1nMs3JpTLzcenJQXqeplbmi1cyZ1tv6QkBY//siUiabcFV1KUBuaj7qfgfZtepIK/BwcHpW6LsiV/gEaSa+vSgM/QMjw8PAyDg4ORqwEPz3Wqyr3BCcpzFQqIJ554Qpxyyili8eLF4pxzzhETExNNYU4//XQBAAIAxPLlyxuOhbj//vvFe9/7XvGhD31IfPGLX1Sm43L5QtzjRGzD06OFpqeno8Pbk8L1eBTZUT4+jmnJGj6PZCsKbI89aiXQ419kR5Xp+gA/Dkp21I3uWBtZPPSZSx7owfkzMzPSQ/R16bpcNMGf4zFgKEdRj31yLVPbI4HSyiu2Pdf4VZdvpIW869rlmLms5JH9bftNHrA9VlB2vB+9dIX+E+JwWyyVStGxgfyoOJujGGX1S3UN7Sc++6SJn7UMqZ2cnBQXXXSRePzxx8Wdd94p2tvbxWWXXdYQ5qmnnhIf+MAHxA033CBuuOEG8eCDD0bvfvrTn4qTTjpJHDx4UAghxDve8Q7xzW9+U5qWC6nlt/X4BDYEjB8HxbRhc0alLmzeisAFSYnLfIGPPPsqN9ktUVzxmtqjqT7jDGpxFDNX7HiGoylN3XmQtumWSqWm9OcDdBNu3TNfaSfR90hoizrB8I0i5hHL39QPdTduZQHeTkwTef5bZxQQ4vCkt6urq0FH2Ey4KWTtmRNoLpMLZOHnDandunVrQwYvvfRScc455zSEueCCC8TevXul35999tnimmuuiX7fc889or+/X8zNzTWFtSG1LjMaGh7/tgWS5iRWWn6IcRzYzhhtLUJFUnYy4hL36uFWhI9B1tdArepTtkQmbbLgopj5IIH9g1tPaHh+2DmPxxbUKohxzBckLRtdfKZwlNQmmSi0cn20suyI6enphkkfB9dDeU1EKKGNM/7rOIeMjJouZrC98CXOtbim9BDzhtRyXHjhheKhhx6Kfo+OjooFCxaIrq4ucdlllzVk+MCBA6JSqYhvf/vb0bORkREBAOIXv/hFU9yqQjNVpqrhULJnWn7UPYszQPElL5/LQaqZmA2hLbKlwqTw5iN8t4csSIbvb23jd7ljnboczMzMiOnp6ei2HU5wV61aJTo7O5sGr7gWDh53nv3NV9qyvCQll7aTcLqki//nXa5ZI05b8qUXfMJE4DCM7nfWiOO2YsqfjMPYlImJLGMfkT2P23YQJlLbkhvFfvjDH8LBgwfhLW95S/Ssra0Nbr/9djj33HPha1/7Gpxyyinw4osvAsDh4yJqtRqsWLEiCr906VIAANi8ebMynVe96lWwevVqWL16NVx//fUNuzjp+Wy4CUN15ivKgMdijIyMAEDzXfQmZ3bccavbFCT7BjdM8A0strulZVBtTAFQ7xxGFHVTEqJSqUBXV1dh5UsDPvIa91xBWTy+dq373nWtaruq/t/f3w/9/f0wPDwM/f39sHjxYujo6IA9e/bAzp07YfPmzVFc27Ztgx07djRtGHPdSIVy0s1tefY3n5t0VHmJG7/LRizchIW7teOcgZsF0twM5dqWaN0XabMW7R+6MEUCHnlVrVab3uk2CXMdyOsCw2AcptM2bE4lKJVKTe9sylyWnjOsKXPKuPLKK8Ub3vAG5b9//Md/FEIIce+994oNGzYIAGjyqUW88MILYvXq1eK9732vEEKIxx57TACAeOaZZ6Iw+/fvFwAgvvGNbzR9jzOBXbt2NTyXzc659VM2O6FWGZm/IMYtm8mozPiyWaTNBgrZ37LvbWZTtjNZn5Yi37NlncwB7nBpP7o4fLSXuEt2caCyQkxPTzdYTKenp8X4+Lhoa2sTnZ2dRh9LldWjaLCxdMaNL44u8h2efpeHbki6ZJsnimipdUVRylXmhqjymZW9k63WIq+hesoEk39vmuP0vHQ/OHTokLjyyitFqVQS27dvl4a59957xcqVK4UQQjz33HMCAMSTTz4Zvd+zZ48AAPHAAw80fYuFxn3bhFATSiH0g+jk5GTklE03fqH/ZltbWzQA4kBHl7x4eqYTCjhcSG8aHdgXofUpV1EU1XyBj/KkfckHsiSDqokidRvCwQMAxPj4eMMpByroBi1bWdL8Ls1+GUfXucSveq/7Lq2NwSq4lm/QZ/Hge2KWFqgbgoojIHR8hcZHeYcJujTT4g40znlJaoU4XBGVSqWBqFLs27dPdHR0CCEOW2WPOuqoBh9cJLovvPBC07fcUos+cDZWKBkBRbJLSS31s6ODGrUGY7o8Pi6DSTmb5DYRdZs4skJWltr5gCJZlFyVpe0GzCKD9ytqdaXHbck2h8nisnmGz+MeMxi33F1ld4lPNVlIQvJU8WMd2ejKrIlt1mkmRRILbdb5TMvAkUY+uKyueoDXC+Uhtv7lur1BaeUZMS99agEO+z0ee+yxsG7dOun77du3w9lnnw0AAAsXLoQzzzwTnnzyyej9pk2bYHBwsOnudYqTTz4Z9u7dC4sXL4be3l7o7e01HrpNb5pB3xM8CHz79u0NPlkjIyNNPkcAh/1vh4eHoaOjo+nwdO7LovJTwud4rzJercuB4TBvCHpdXrVabbqjOS6S+lP59nOyPVC6CEji85wVdG3MRhbxnzd3FeHA9iTQ5blcLke3XgEA9Pf3R7dfqXyAbXx4adi4vp5xy12VVtxLCnSXy7jkT1VOKv1Zr9dh586dWp9C7leYBfJIMwlsfWltLozJIr+oc3zCZz50e1J0N4DKbhKlMlFfcZt+RTkN7s/hlyrQvuULTrrMO6VOCcPDw+Luu+8Whw4dEkII8Td/8zfi05/+dPT+y1/+srj11lvF3Nyc2LNnj3j3u98tdu7cGb1/9NFHxWtf+9roCK+3v/3t4q677pKmxS21k5OT1jN0PtvRLQt0dXWJtrY2MT4+Hh2EDACRNcd0fpwuDYwfLb6m5TYMwy2z1NdXd9SViyWuyNaGosoYR64i5SGOVS2p/FnlX5WOzOJMXYsQ6HbkemxfGkt8Pi8GSGL59QnblSyEzaHzunhd5cg6jqxgOkpSp9P48nra+cZ0fLuW0HzEjVtWBklk9KlXVfmK4zJli3njfvCtb31LLFu2TJxwwgni/e9/v7jpppsa3l933XVi8eLFor+/X5x//vkNhBZx2223ifPPP19ccskl4qtf/aoyLepTa0MI+W/dUTr4Nx58PDk5KYR4+egfHNxkN3VQUBKqcxJ3IeK6OHVLDjIib1NeLkuqWaIIMshQRLnSXmpKEkeWg6GJ2NKJI042qY6g7kd5IY2BqIhtVgi79uFKxJKmlxRFclFwWcq2iSupLLbh0io7lWHK5XtZXD7kcklX9p6T2rQms5jGxMTE/CC1WYJaanEQclFwqoZAyWNbW5tYuXKlkvRyUkzDoI/uypUrG3x0uQwuM0OuEHV50JF16j9sQ6RVnbUIijlAjyTWB/w+aZyupMQXbK0m2JaxX1D/fNWJJ67p+0Ra5ZnGAOyb7NgQhyS6yQfB031rMnL4TM9WpiTptdLklqanM+j4GuN8jJGmsuGyuvjQpkFosX13dXXNT5/aLIB+I9u3b5f6dKh8UFT+YNR/ZeXKlbBgwQIYHh5u8nnBsPxcWfS3K5fLcNxxx8GCBQsA4PBZuzI/uFKp1BCnKa/4v85nV3XuJf6N5+KqyoyXhax8fPmOtYLvmSuKlidsYyaofL5l+XGJk/tzUaRxzqTMR1DWf/FvenbzihUrIt+1er0OixYtgnq97nx2Y5q+lSo5kqRpqifbOGTnYieJU+drCAAwNzcnlYH+jpseR1zfYxo3ji0jIyPG9mQqP50ctjKaytdGvrjnTHOfUZOfaFJQvUDbOvc15WNckvy5lieHrmyQA9Dz+FVn3Mv8/WV8JGlfxfY9NDSkD+yVTs8ToKW2s7PTaLmMC7TU8KVHas2h4D6v1F1Bd7yG60yVz8iytpr6WrrIeoaeFtJadvIFm1m7zYoGheqKXNn3vo+SMr033QbIz3rkKxjUNcd0FbBOjiyOlXKxtLmuyqQlTxILv6yv6dqirzz50nmuctlY6HzG71pWpts3VWm6yujjGELZWfUqfcHdDONcfavb30LD6eTg4WT50cVrk7YsTp0+t8G88anNElhoExMTQgi1GT4pKLHF+CYnJxtcHmia+E51gYMunbhy+Rw8dQ1aFS5pei7P48SVJmRtrUiElkM3OMclbDROHclICluiaEPeuKyUxKqWh131Stq+t7qBMI7sWbRb2zK0DWdaypeRCpd8mshGXKSpO23j52UsazO28bjUKx03VXInJds8PD17XpZvqluoXz39nYTw27yXcQ187mJwSAI+geP7cGzLIZDaGJAVmk9iwRs/J6+yDVv4N++0Jrl457KVz/dOaCq/qQEnSd/XgCaTPS9i20qQKdMk33PLZlrkyddklcvKJ6C628Fc+6dvMiRLRzZIZzUIxoFLGSYJJ7toJ04bKkq5pQGZxZL+drkpz6acdJcfqciUS/y6/iA76YHqgra2NjE5ORn9j3mnN3m55JlyBlk5II/QyUnjSQJXfUzLhcpmsjwjAqmNAVOhJQHtFLplChkpoMd8UasPdUXgnQtPcFB1Hk6KZWTCV55lpzqoQF0r4gz2ujCuG5FcOlwrwvfAStuuS1mr3HFMRwPRd0mIqW6CyNus7SDI/09zlSdJXLp3st3NNt9mDR/17oI0CMJ8gYz88fdpGAt0JFkni2lFTDWRVNU5j5PqNB6XjKCqSCh/p7K84ulKlBPI2qsu37Y6TjWm6+pXVj62bSGcfhADPkitzSzL1Onp35TkTU5ORufaImHt6uqK/mH8MzMz0bm3aCHlaXArEp1BypZQbfOoCuv6javCk00M8G/ZGaE6WRG+la+urrNGXKJlEx7bn8xHnMehci+I42+WFLK+SV1xbMtMNkD4nij69D1XyaZ7XhQf77jlocuDq65Koyx8txubtHzG56pr84KMGHL9ZEOGVXHK3tG6pcf80TRVVmX6rYxk0/Gc3mAqCy/Lj4lUy+SRkVSbSYbqt+ob0+kHgdRKkJTU2ipK1XvaILAS0eKK1s7p6enofWdnp+ju7o6WN6j7gozQymTgll4uh4+z6OIqsDiDi2zZt1QqacuCfp8W8VQRpryJrWt4m7rH41dkqwQ03zYK0IfcSeLWDQayb2UDhE95fRIGk4ymvKYN2zTi+ieq8uyyPK6KJwlkusx2Yh43LZ/xqiyJrQBOLnVuDXHjp2O8ajXQND7p9Ay2F9S9MiuxKd8y1wqTnog7wbRFsNTGQFqWWpuZHVqEKDHFm8eoNZb6zdATE7BjUOVnmoXKGqGK3FLIBhFT3uISKNphbL7hYTEfnOwmIbA8HdfvZL+LovRNcpgGLCQF2FZVAwLWAT3XWBcn/TvvyYAMNhYRF7jqEdrnffh32uisuLDty7YGgqQDqaz9pnXKhKuuwD7U1tYmOjs7U7UK+4rLhRAVHb4JGo7VdLLCN8jqvlX91ukE7vJgWokVIv7ExEcY1fvgUxsDPiy1que6iuSzcD7jkvkcCvHyNb7UZUDnj4rxqWSmM1M6i5QtL3AyksYAaBu/a3y2MukGe9mGoCRy5aH0ZUrSxvdZRzKxPdI2pNsgJatj1d8qufMG7Sv42xRe9jePz0ToENxtyBchS2Ni4fKtbdlQ3eRDHkoAVLLYTP5s0jLJhnrW1VKbZx+xbbd5wEW2NCYPaLyipNLk3hRngsrHdfreduwyEV9X2TC8jYFP9j6Q2hhIQmp1DdLUcPg5lvgdj4fGR++Lp0pYp/hsllOoHyRv1Nw9gn6bttJKM37XwVP1v28Z0oTJb8vF6qiKQ5aOra8VbWNpLWf5gKxvmPq7jXuCC3nhfTKtwVjXF1zjSyoPh063mb419X/ZxM1Wp9ukpYJtnnSyFxVptFGbMLwe447bceWT6VSdpdZ1EsgNUap2bOq/VK/INqLzMC4w5UX1PpDaGODn1LrCdcaHs6ZSqaRsiLwxyUgn95nRwbSrklp8+DKFrAGrCJAvpDVQ0/hdljldZ81FHFh0dUn/tiVgPA5O7KhrjC3x4O44qklenpANkvR/VXjfBJRPBtKAjvj5SjNpWdgcSu9CEFSuMbLfHL7cIeKevlKE/oHQjRk+4FqvVJ/JNoLRsDbPksjHSa2tHCqo/GFd4uIEnHICnheun9Mcp4NPbQyYZgI+K4w2DnovPIL6UtGNYwAgJicnG8LJLL0uctD/uYUMZ34oj6pjpmEdoIonTcuDbbyuhNb1aLK4acWBySKAv3UDOz7j36BPLbZtSmRtBnuMU3bzjow0J0HSOFy/T7OvoC7gRIhPjn3CV10kLROXSZfNe9+E3RamiaQv8pMVVBNZ37K66HBqMJJZbm2+9Slf0jr1OeFXtTnuByxzL0tDrwnxsntVZ2dnILWu4KSWN/a0BiJOfnjHE+Jlsom3i/mwzqiIDLcUlEqlaMNaGr6zJhlt4y6aUqdWAdvw+L8PP12bZ7r3Nkpe1nbpP+prais33RBJSTVfSUiKtJSwbdq+4qCDC546Qd/hhtMkekL3Lg0f3ry+p+1BpmuTpGeKR0akbccg+q5oerBo7kOySQKdkKcxcbDRxyZDgypemzBxZaXtDjkIniiEe3p4WJf4bcLiGBJIbQxQ9wOsPN+7mil4Y+HvEEgsbRy3XdO3meXRmVnRFKaKCLqQ4TShUjomBZbGbDupJUz1XCeza3p85UE24LsqxSTvkyDtuGXtRbZRjE6Ok6ajClNE3RAHWE6oc1XXr7r2J50eMPV7W8LKia9vgjHfkbSf6N7J3I5k14LbjMe6tF3aqY1uVHGfF198sWGibNsf4oxDGDa4H8QAktrOzk4xPT0tACAidBRJCQKPy/Q7qaVFla6tD24a+fQBHZE1uS0klcdlMNOd1SqL00dZJd2kwuXR3S6F6flahlZZduPIn4Yl1oYwuKbt0rdNEzdfkwzb9ojtI42VrDSgm6BRvUHdwnz4devSNT3X9T3Zd7aTkaJtKMtTFmzHaWzMwzalO+kg6fju0k5dSCgH7gOihjZVWNs4bb4xuYe2QYASmzZtgkqlAt3d3QAAMDAwALVaLXpfLpdh27Zt0m/r9XrD/6r3NC76rq+vrynMli1bYOXKlVCr1ZTx2gK/xzzQ9DlqtRosWrQIenp6GtJ1lUGVLx/APNTr9Sgv5XIZRkZGoFKpSPOYVB6X78vlMoyNjTXIwMuel60qblt56/U6DAwMSNuabbwoB7b7UqmklBHTGxkZkbYnndyyvK9bt076De8rJti0cVfU63Xo7e2F3t5eYx/XpU2/rVarsGjRogYdo0sfyx7rk7cX1XOXdsvT0QHbOO2LSUHTN+nUuPFy0PYihIBKpdL0HACiesK8muSiOtc2D7VarUFOmhYvF1k+bNp+Gv0jCXzpvqTo7+93isdUjvV6PRqL6FjAxwCZzlbFJ/tbJYdMLtu65zoX87Jv3z7o7OxsGtdsIBuPdX3cWm85U+UjAPz0A5xRqC4bkPkS6iyEstkR/1uVxuTkZGRFjjubdZ2Z43KMjZXRJi6foHLIHP59+xn5/p7Gg1Yh3bKhainIVj6VdUDVjnGFgFqsTPHr8idr87I82awMZGlhUlkqTL6NOt88nu84fscmGenzuNaguBYVn6tYNjo1Try2afN6pO4x6OpB/b5l8Zg2fsn8aHXPbC2xrYikVsUkZUJPIooL2zFf1ZZd8ph2G+Dtnl69i89c4uDPcVzhJy7JyqW7uzu4H8QBdT/ARiM7IgOhG5xNA43sO1mFUp8VGbmQxcufq0i0DroOk7cipcSLDwCUHLUKdG2MIq4iMxFi2mbpMjK2uaSuLzYkmhN71fe6Z74g69em9HkebQYnm7hcYCIEWREhX/FzXWpDGHxCp5PxHd+YJ4uDH7bPIRvMbcL57JNpIa22kFZ6SctU1hZs9YeNvqFpqNLzAZnemJ6eVhJQl8kIbmgFgAYXH643+aQunFMbA3yjGCotU0OXbc6whUy50JuJaGNSNRzdzE9lNbKRVRUmy7MwZWFkO+7xf5MvbVHhSlIRtnVhOxmSETLf9a0bsLM+B1kmm+uGPT6x8pm+KozuO65T4vi9ucAXKedx2Pr8m+RJKgcvQ/rO5sxhG31kK7PNhMsmjiwmOnHi1hE6V72etf6PW5YmHcfj5f05zUkd/1tGQG3IOP2NupKensB1qOyo0kBqY4AXmo0FLc6ApmuEuEGNHlivI6Z8VyWHajd0XEWmOncwKVxk0nVk1QAjC/+FL3whhqTFQVIrqguBSjIJsv1OV6dJB1+Xuo7bL3yRA51VzzSAyAhLnAm3C3Fwcf1xJTimtimzcC5ZsiTREjJPA48wUk24+JmdMt2jM47E7VtJ2pqMsPiKm8cTty3hM3oKkawMZX07TbKuQ9yy1IWhY7hrf3OVwwZYJ6Y2pPtepptkKxE0f4HUxoCs0HzOsjGsKT5uko9DWun/Pq0ZuHSQlMDEeRd3oFSV+fHHH6/9rsjAPNGLOEzhdc91BEp1rJ0srMsA5kpWXQZIjiR17ZKnpJCVuWs6XBe49hsVubBJzzVeHVwmXRSrVq3yOvFGHcyBfrUoI7rPyPSx6oxv2zxmSdB8pkfbs214/r/JcKPq22mMUXHisqlfU5/RrbbY6Iikdcrbs4/2Icu3rK9hmHD6QULgjrx6vQ5CCG04Gt4Em12HlUoF+vr6oKenB3p7e2FgYEAbH92Zjrtm6f+qnfCuwB2aW7ZsMYbjv/nOXVVeZHHgd7Id5zY7I33t8vV1eoPtaQA64AkPGzZsMO6a5zupeTyy0wxoGrhzFwCsdo7rQNtBb28vAIDy1AT+nS79tKAqGxl87CLHcqxUKg3lQvWLy45l3AnPYeo39HQXXfuRyaNKz7Uf2u7g5yiVSrB///7o9IKkKJfLTXHhyTAAL5fVunXrYHh4uOm0E5SJ1ydi27ZtVvoLIWuLtuMPj0OXnq/2PDIyYr2zv1wuN7Q3/L6/vz9W2q6wOV2ChtU9t2nz1Wo1Gut1ehXbn+w0En6qhqq/xq1Trit8tw8u+6JFi6BarTaEsUFJ6JjaEYqpqSk49thjYcuWLXDqqaeCEALGx8dhx44d0N7e3hAWK2LDhg0wNzcHpVIJSqUSDA0NNR0xFQemI41UYTds2ABPP/00VCqVhmN/fB3bQvONeeXv6Tv8LYSATZs2afOhioOmqxswXfGqV70KnnvuOauwMpniQBdPnDRqtRqcfPLJym8wTmwTOrlofQ0NDQEANH2bpC3xuBGmPPPvdOFU71zqWhVvvV6H9evXw6ZNm7xMkHRxyOoB+5DPvixrg+vXr4dnnnkGTj75ZHj66aej/11IIo3bV9+xRZK6dkGtVovKpFarwcaNGxvGAARvN7RPnnzyyfDTn/4UVq9eDTt37mwoY1kZ0m9e+9rXGtuHqo5t6yNpf6fy28Qj01cmHea7vk1jHJVJVte0nnRlXKvVoKurKyL9vP5d09Tp7Lj9Lw0OQWX6yU9+Aq973esaZD906BC0tbU1teV9+/ZBT08P7N27Fzo6OpriDKRWgh07dkBPT0/eYgQEBAQEBAQEBDBs374dVq9e3fQ8kFoJ5ubm4Fe/+hUsXry4YUk/ICAgICAgICAgHwghYHp6GlatWgVtbc0etIHUBgQEBAQEBAQEtDzCRrGAgICAgICAgICWRyC1AQEBAQEBAQEBLY9AagMCAgICAgICAloeRzSpffLJJ+E3fuM3YMmSJfD2t78dfv3rXze8f/755+G9730vXHbZZXDZZZfBSy+91PD+1ltvhfPOOw/OP/98+OY3v5ml6AGOeOSRR2Djxo2wZMkSOPPMM2Hr1q0N70Ndzz9s2rQJzj33XPj617/e9C7U9/zGZz/7Wbjwwgvhfe97H/zrv/5r3uIEJMSePXvg4x//OFx66aUNzw8cOAAXXnghXHHFFfD+97+/4RxfAICf/OQn8J73vAcuvfRS+OQnP6k9az5gniDRVRAtjMnJSXHRRReJxx9/XNx5552ivb1dXHbZZdH7arUqXvnKV4rnn39eCCHETTfdJC6++OLo/X333Sde//rXCyGEOHTokDj11FPFj370o2wzEWCFX/7yl+LUU08Vt9xyi7jxxhvF8uXLxfr166MbSkJdzz+8+OKL4hvf+IYol8vi1ltvbXgX6nt+46abbhIf/OAHhRCHb/saHBwUL7zwQs5SBcTFwYMHxb333itOOOEEcd555zW8e8c73iFuv/12IYQQzzzzjHj1q18tDh48KIQQYseOHWLt2rXi17/+tRBCiKuuukp89rOfzVT2gOxxxJLarVu3NlzNdumll4pzzjkn+v35z39enHbaadHviYkJ0dbWJrZs2SKEEOKkk04St912W/T+i1/8ojj99NNTlzvAHXfccYcYHx+Pfj/wwAMCAMTPf/5zIUSo6/mMVatWNZHaUN/zFy+99JJYvny5+P73vx89u+KKKyKSG9C6eO9739tAap966ilRqVRErVaLnm3cuDEiuZdddpk4//zzo3c/+9nPRHt7u6hWq5nJHJA9jlj3g76+voZbKmZnZ+GSSy6Jft93331w0kknRb+XLVsGxx9/PDzwwAOwZcsW+MUvftHw/uSTT4bvf//7MD09nU0GAqzxrne9C1asWBH9Pu200wAA4JhjjgGAUNfzGUcddVTTs1Df8xePPfYYTExMNNXf/fffn6NUAT7A+/J9990Hr3zlKyM9DnC4rv/xH/8xek/bwatf/Wo4cOAAfP/7389E3oB8cMSSWoof/vCHcPDgQXjLW94SPdu0aVMDEQIAWLp0KWzevDm65pW+X7p0KQgh4IUXXshG6ABrHH300Q2/d+7cCRs2bIATTzwRAEJdH2kI9T1/sWnTJmhra4OlS5dGz5YuXQrj4+MwOTmZo2QBvqHrx/v374exsbGG9+VyGdrb22Hz5s1ZixqQIdK/gDsnXHXVVfD0008r33/0ox+Fs88+G77zne/Apz71KRgaGoLFixfDTTfdBAAAU1NTsGzZsoZvjjnmGDhw4ABMTU0BADS8x9nigQMHfGclwADbukZ84xvfgOuvvz76Heq6teBa3xyhvucvpqam4Nhjj224aYjWHyW7Aa0N135M3wfMX8xbUvuFL3zBKtzb3/52eNvb3gYf//jH4YYbboBPfOITsHr1ali2bFnTjuiZmRlYunRp1FFeeuklWLx4cfQOAILSzAG2dQ0AMDY2Bi+99BKceeaZ0bNQ160Fl/qWIdT3/IWqbgFC/c03LFu2DKrVasMzWT+WvQ+YvwjuBwDQ1tYG1157LRxzzDGwc+dOAAAYGBiAPXv2NIQbHx+HwcFBGBgYAABoeD8+Pg5HH300rFmzJjO5A9wwMzMDN998M1xzzTUNz0NdH1kI9T1/MTAwAPv374darRY9Gx8fh9WrV8PChQtzlCzAN3T9uFKpwKpVqxrez8zMQLVahcHBwaxFDcgQgdT+JyqVChx77LGwbt06AAA499xz4cknn4zeT0xMwMTEBLz5zW+GE044ATZu3NjwftOmTXD66acHxVlQHDp0CK677jq4+uqrow0H+/fvB4BQ10caQn3PX5x22mmwYsWKpvo766yzcpQqIA2ce+658MwzzzRYY2ld837+3HPPQUdHB/zO7/xO5rIGZIcjltRu3rwZ7rnnHpibmwMAgL/927+Fiy++GJYsWQIAAOeffz688MILsGvXLgA47Id58cUXw+rVqwEA4BOf+ATcc889AHCYMN11111NFsCAYuDQoUNw0UUXwZo1a+DHP/4xPPzww/D1r38drr32WgAIdT2fcejQoaiPI0J9z18cddRR8LGPfSyqv/3798M//dM/wdVXX52zZAFJwfvyb/zGb8Dv/u7vwsMPPwwAAD//+c+hra0N3vnOdwIAwOWXXw6PPPJIZLW/44474FOf+hRUKpXshQ/IDCUhjswrNu666y645JJLYPny5fC6170OXve618Fll13WEOapp56CL3zhC7Bq1SoolUrw2c9+tuFYkc997nOwdetWOHjwILztbW+Dc845J+tsBFjgvPPOk94qdffdd8Mf//EfA0Co6/mGqakpuOOOO+CjH/0ovOENb4D/+T//Z4OFJtT3/MWhQ4fg6quvhoMHD8LU1BRceOGFwTrX4viHf/gH+PM//3Noa2uDv/qrv4qI6549e+BjH/sYdHd3w549e+Azn/kMrFq1Kvru4Ycfhm984xuwbNkyWLlyJXzqU5/KKwsBGeGIJbUBAQEBAQEBAQHzB0es+0FAQEBAQEBAQMD8QSC1AQEBAQEBAQEBLY9AagMCAgICAgICAloegdQGBAQEBAQEBAS0PAKpDQgICAgICAgIaHkEUhsQEBAQEBAQENDyCKQ2ICAgICAgICCg5RFIbUBAQEBAQEBAQMsjkNqAgICAgICAgICWRyC1AQEBAQEBAQEBLY9AagMCAgJaEE888QTce++9uaT9wx/+EL73ve/lknZAQECACoHUBgQEBLQYnnzySfjXf/1X+KM/+iN49NFH4fTTT4dSqQS33HKL8psPf/jDUCqV4KMf/SgMDw8nSv/3f//3YevWrfDd7343UTwBAQEBPlESQoi8hQgICAgIsEOtVoM3vOEN8K//+q9wzDHHAADAww8/DGeffTasX78ennnmmaZv9u7dC319fbBv3z6YmpqCJUuWJJZjbm4OzjjjDLjjjjtg1apVieMLCAgISIpgqQ0ICAhoIXzlK1+B3/zN34wILQBApVKBc845B5599ln4l3/5l6Zv/vZv/xbOOOMMAAA4+uijvcjR1tYG5557LvzVX/2Vl/gCAgICkiKQ2oCAgIAWwle/+lX4/d///abnZ511FgwMDMCXv/zlhudzc3Pwve99D9761rc2PH/wwQfhjW98I9x6661wxRVXwOLFi+G0006D7du3R2HGx8fh0ksvhSuuuAJ++7d/G+65556GOH7nd34HbrnlFjh48KDHHAYEBATEQyC1AQEBATnj//7f/wuf/vSn4f/7//6/6Nkdd9wBF154YUO4HTt2wHPPPQeDg4NNcbS1tcFll10GDzzwALzwwgvR8+9+97tw1llnQVtbo7o//vjj4fHHH4e77roLzj77bPiHf/gH+Pd//3e45JJLojDvete74IMf/CDceOONcO6558J73vMe2L9/f/T+la98JVSrVXj88ccTl0FAQEBAUgRSGxAQEJAjHn30UVi7di381//6X+GBBx6Int9zzz3Q3d3dEPYXv/gFAAB0dXVJ47rgggtg0aJFcOONN0bPbrvtNvjgBz/YFPbkk0+G5cuXwznnnANvetOb4K1vfStcfvnl8OCDD8KePXvghz/8Ifzyl7+E3/qt3wIAgPPOOw+uv/56WLhwYRTHwoUL4dhjj4Vnn302fgEEBAQEeEIgtQEBAQE544wzzoA777wT/tt/+28AACCEiE41oJiYmAAAaCCWFEuWLIHzzz8fbrvtNti3bx88++yzsGbNGuXGsFKp1OCbe9pppwEAwJYtW+Dpp5+GZcuWRe9WrFgBV1xxBZRKpYY4Fi5cCOPj424ZDggICEgBgdQGBAQE5Ijf+73fg2q1Cvfddx/86Z/+KQActshWq1X47d/+7Yawr3jFKwAAYHZ2Vhnf5ZdfDtVqFW655Ra46aab4PLLL7eW5bjjjgOAw5vJ5ubmYMuWLcAPyKlWq03fLViwwDqNgICAgLQQSG1AQEBAznjsscfg5JNPhhUrVgAAwA9+8AM49dRToVKpNIRDt4N9+/Yp4zrhhBPgzDPPhBtuuAEmJyfhla98pTbtubm56O+dO3dCR0cHrF+/Hk488UTYvXt3g0vEP//zPzdZZavVajjSKyAgoBAIpDYgICAgZ8zNzUVL/XNzc3DXXXdFrgAUr3nNa+CYY45pOKEAAODgwYMNJxD82Z/9GWzfvh0uuuiihjAAAC+99FLDt0NDQ9Hff//3fw8f+9jH4KijjoIzzjgD1q9fDxdccAHcfPPN8KUvfQn+7u/+DtauXRuF37t3L+zbtw9e+9rXxs98QEBAgCcEUhsQEBCQM04//XTo6OiAm2++GT7zmc/AE0880eRPC3D4PNozzjijYWPWY489BjfeeCPcfvvt8P/+3/8DgMM+uu94xzuis2kffvhh+NrXvgYAANdcc03DjWJDQ0PwP/7H/4APf/jDsHz5cvjUpz4FAIdPU7jnnntgYGAAPv7xj8O//du/wRe+8IUGeYaGhmDt2rVwyimneC2PgICAgDgIN4oFBAQE5Iy9e/fCscceCwCHT0N43/veB1u2bJH6qv7gBz+Am266Cb797W8nTnfNmjVwzTXXwPnnnx/r+7/8y7+EY489Fq644orEsgQEBAQkRbDUBgQEBOSIzZs3w4oVK+C5556DgwcPwpVXXglf+cpXlJuv/uAP/gA6Ojrgueeey1jSRhw8eBCeeOIJ+PCHP5yrHAEBAQGIQGoDAgICcsTxxx8Pf/qnfwo/+MEP4JOf/CR87nOfa7r9i+PLX/4y3HrrrTAzM5Mo7UOHDkG9Xnf+TggBn//85+Gmm26Co446KpEMAQEBAb4Q3A8CAgICWhAvvfQSPPbYY/D617/e+duDBw/CX//1X8PHP/5x+N3f/V348pe/7OQX+/jjj8PatWuhs7PTOe2AgICAtBBIbUBAQEBAQEBAQMsjuB8EBAQEBAQEBAS0PAKpDQgICAgICAgIaHkEUhsQEBAQEBAQENDyCKQ2ICAgICAgICCg5RFIbUBAQEBAQEBAQMsjkNqAgICAgICAgICWRyC1AQEBAQEBAQEBLY9AagMCAgICAgICAloegdQGBAQEBAQEBAS0PP5/L9qKIpQHvHUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x352 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fetch the great wall data\n",
    "X = fetch_great_wall()\n",
    "\n",
    "adjust_figure(10,4.4)\n",
    "\n",
    "# First plot: scatter the points\n",
    "ax1 = plt.subplot(111, aspect='equal')\n",
    "ax1.scatter(X[:, 1], X[:, 0], s=1, lw=0, c='k')\n",
    "ax1.text(0.95, 0.9, \"input\", ha='right', va='top',\n",
    "         transform=ax1.transAxes,\n",
    "         bbox=dict(boxstyle='round', ec='k', fc='w'))\n",
    "\n",
    "ax1.set_xlim(ymin, ymax - 0.01)\n",
    "ax1.set_ylim(xmin, xmax)\n",
    "ax1.set_xlabel('$y$ (Mpc)')\n",
    "ax1.set_ylabel('$x$ (Mpc)');\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9571be0d-a7c4-4cc3-8069-6e254135a589",
   "metadata": {},
   "source": [
    "<p>The plot projects galaxies in SDSS “Great Wall” as scatted points by their spatial locations onto the equatorial plane (declination ~ 0<span class=\"math notranslate nohighlight\">\\(^{\\circ}\\)</span>). The graph above shows the location of each point, but it is hard to get “clustered information” from.</p>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a247c27-6eba-46ee-98f3-fc9a0288eceb",
   "metadata": {},
   "source": [
    "<h2>Evaluate KDE with Gaussian Kernel</a></h2>\n",
    "<p>Use a <em>Gaussian kernel</em> to evaluate the kernel density. The function <span class=\"math notranslate nohighlight\">\\(K(u)\\)</span>, a smooth function, represents the weight at a given point, which is normalized such that <span class=\"math notranslate nohighlight\">\\(\\int K(u)du = 1\\)</span>.<br />\n",
    "The expression for Gaussian kernel is</p>\n",
    "<div class=\"math notranslate nohighlight\">\n",
    "\\[K(u) = \\frac{1}{ {2\\pi}^{\\frac{D}{2}} } e^{\\frac{-{u}^2}{2}}\\]</div>\n",
    "<p>where D is the number of dimensions of the parameter space and <span class=\"math notranslate nohighlight\">\\(u = d(x, x_i) /h\\)</span>.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "59fcd641-71fa-4f8a-8628-03574cae2ba0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '$x$ (Mpc)')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x176 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# evaluate Gaussian kernel\n",
    "def estimate_kde(ker):\n",
    "    kde = KernelDensity(bandwidth=5, kernel=ker)\n",
    "    log_dens = kde.fit(X).score_samples(Xgrid)\n",
    "    dens = X.shape[0] * np.exp(log_dens).reshape((Ny, Nx))\n",
    "    return dens\n",
    "   \n",
    "dens1 = estimate_kde('gaussian')\n",
    "\n",
    "adjust_figure(5,2.2)\n",
    "ax = plot_figure(111, dens1.T, \"Gaussian $(h=5)$\")\n",
    "\n",
    "ax.set_xlabel('$y$ (Mpc)')\n",
    "ax.set_ylabel('$x$ (Mpc)');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "812e097c-0ea5-43d7-9002-3353907ef583",
   "metadata": {},
   "source": [
    "<h2>Evaluate KDE with Top-hat Kernel</h2>\n",
    "<p>Use a <em>top-hat (box) kernel</em> to evaluate the kernel density. The expression for top-hat kernel is</p>\n",
    "<div class=\"math notranslate nohighlight\">\n",
    "\\[\\begin{split}f(z) = \\left\\{ \\begin{array}{rcl}\n",
    "\\frac{1}{V_{D}(1)} \\, \\mbox{if} |u|\\leq1, \\\\\n",
    "0 \\,\\, \\mbox{if} |u| > 1.\n",
    "\\end{array}\\right.\\end{split}\\]</div>\n",
    "<p>This kernel gives the most “spread out” estimation for each distribution freature.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "247ff15a-dbb9-485f-96dd-887efc4ce86c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '$x$ (Mpc)')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x176 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Third plot: top-hat kernel\n",
    "dens2 = estimate_kde('tophat')\n",
    "\n",
    "adjust_figure(5,2.2)\n",
    "ax = plot_figure(111, dens2.T, \"top-hat $(h=5)$\")\n",
    "\n",
    "ax.set_xlabel('$y$ (Mpc)')\n",
    "ax.set_ylabel('$x$ (Mpc)');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f8c7763-21f2-4a0a-8807-df75598bf1db",
   "metadata": {},
   "source": [
    "<h2>Evaluate KDE with Exponential Kernel</h2>\n",
    "<p>Use a <em>exponential kernel</em> to evaluate the kernel density. The expression for exponential kernel is</p>\n",
    "<div class=\"math notranslate nohighlight\">\n",
    "\\[K(u) = \\frac{1}{D!V_{D}(1)}e^{-|u|}.\\]</div>\n",
    "<p>where <span class=\"math notranslate nohighlight\">\\(V_D(r)\\)</span> is the volume of a D-dimensional hypersphere of radius r.<br />\n",
    "This kernel gives the “sharpest” estimation for each distribution feature.</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "bfde1796-5ba7-41e7-9cb8-ad30d437e07a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '$x$ (Mpc)')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x176 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fourth plot: exponential kernel\n",
    "dens3 = estimate_kde('exponential')\n",
    "\n",
    "adjust_figure(5,2.2)\n",
    "ax = plot_figure(111, dens3.T, \"exponential $(h=5)$\")\n",
    "\n",
    "ax.set_xlabel('$y$ (Mpc)')\n",
    "ax.set_ylabel('$x$ (Mpc)')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9c18435-fbd1-462a-a869-d4afb577cb72",
   "metadata": {},
   "source": [
    "<h2>Evaluate density using K-Nearest-Neighbor Estimation</h2>\n",
    "<p>Another estimator is the K-nearest-neighbor estimator, originally proposed by <a class=\"reference external\" href=\"https://ui.adsabs.harvard.edu/abs/1980ApJ...236..351D/abstract\">Dressler et al. 1980</a> . In this method, the implied point density at an arbitrary position x is estimated as</p>\n",
    "<div class=\"math notranslate nohighlight\">\n",
    "\\[\\hat{f_K}(x) = \\frac{K}{V_D(d_K)}\\]</div>\n",
    "<p>where <span class=\"math notranslate nohighlight\">\\(V_D\\)</span> is evaluated volume, and D is the problem dimensionality.</p>\n",
    "<p>By taking the assumption that the underlying density field is locally constant, we can further simplify this method as</p>\n",
    "<div class=\"math notranslate nohighlight\">\n",
    "\\[\\hat{f_K}(x) = \\frac{C}{d_K^D}\\]</div>\n",
    "<p>where C is a scaling factor evaluated by requiring that the sum of the product of <span class=\"math notranslate nohighlight\">\\(\\hat{f_K}(x)\\)</span> and\n",
    "pixel volume is equal to the total number of data points.</p>\n",
    "<p>In this method, we can change parameter k to get different estimation result.\n",
    "K should be at least 5 because the estimator is biased and has a large variance for smaller K; see <a class=\"reference external\" href=\"https://ui.adsabs.harvard.edu/abs/1985ApJ...298...80C/abstract\">Casertano, S. and Hut, P.</a></p>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9a72cc82-7240-442d-b29a-f37936334dc7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '$x$ (Mpc)')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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oZQyIBjzRi5EmSnCk63XJzn87fQMFJClEMCRmpQpi95JQP1bA8wJxREEVUH19faiccYqJfvF7poSvc/PeTq9cImHr1TkgeKlCl8V5Io+UoKL4YVyh49hB29TUpOHh4eCU5s+fr+bm5lBp9sQTT0xb6Jls2NLZ2anR0dFUNZQ0vdhEUmofTzV53TiBQw89NFVxstdee0mqcNk33XSTdtxxx/B+d3e35s2bp1tuuUX77befHn74Ye2www7h/UWLFumUU07R4ODgjGdqSBV+mb/j+nBqc+F440oUT9qQsMW4+HW9jC2fz4cNL6Ojo6nPueGLuX7yAKOjo1q6dKleeOEFDQwMhO971ZCjaO8Tm5Y8V+GleqVSKdAbca2zlwiCmH0TGmPl6Nj/jvc6OJWG8fRSxrhUUErXatNO5/Tjqh+fV682Atl71QWOVarkTtzox0npuI/c1yOn1tbWUNMdRzGjo6MqFAqZA8hkmrA2Wfdx+bpUAVxeYFJNXjfa5Q5AkpYtW6Y3velN2n777SVJjz76aIgSkK6uLj3++ON69NFHJSn1fldXl5Ik0ZNPPjnjPWczFI72COE7OzvV3t6u9vb2QGt4TT5ImR2gUgW5xhMqVXhzjIajcP/fncDIyEhIWK9cuVKrVq3S8PCwJKUontiZ4AA4g4d8B1HE4OCgBgYGUgdk+Y7cuIwSBeQMI3j/1tZWtbW1qa2tTa2traGqp6WlJZUghhrhb2gxfrxe3tG2f7e5uTlQTdzfr+m19i6O7p1i8528Xu0U9x9Q4A4gjkZ8fwcHnqFDPT09mjNnjubMmaOurq6XXBurVq3SY489pmefffYlP7s2csMNN6SA1mxy11136e///u/1xS9+ser7N910k/bYYw9dc801r2QT10juvPNODQ4Ohv9frfGsJsViUWecccZLUjiSQpk69HK8t8jL1meT10wkcMopp+iBBx6Y8f3FixfrgAMOCP9fd911Ov/888P/hUIhJISRhoYGDQ8Pq1AoSFLqfSIIDGQ1OfTQQwMa/Yd/+AcdeOCBKWTvNbhw+ZzchwOAi8eZQKv4hpJq5YZSBWV6ROGIs1wuh41pGCxOViwWiykKB87ZUSvXo4yTkwhJhHqiFaPoFTVSZYOZRztc02vsMXwYajeKXr8fb9SKk6+8HyMg3//AtTDCfs04WUZ0U03iPAfHgkiVDTlSJfdB4tZrtf2oCpe4col7xQl/ktCzyde+9jVdcMEFOvfcc3XsscfO+tm1ka222krve9/7Vuuz8+fP10MPPaS3ve1tVd9fsGCB7rvvPh155JGvZBNftvzyl7/Uo48+GpgF6W8/nv/93/+t4eFh7bjjjiqVSvrtb3+rN73pTdphhx3U2tqqQw45RGeccYbOOeecWa9DJeHIyEiqcIUcZnNzc9i8OJu8ZpzAhRdeuNqf/etf/6qxsTF94AMfCK91d3eHUB0ZGRlRV1dXMP5jY2OB+mExz4a0fvCDH4TEHEa2XC6rubk5LExPblLNQ2KYzVF+lHFcHeOoVJoyKL6BCEPJZ7hfLpcLCMA3ovX19alYLGpsbCwYkJaWFnV2doaKJUnheiSOBgcHtXLlShWLxUBH+ee9xJWoxUsq/W+vZoqpGT9MbSYnEDsoN94eiSFESr77tVo+IOZOnUbyiM0TyvQZKs+pQPrhpZ9ePksegX54ws5prGoOis+vzn6A008/Xeedd5523333l/zs2sjb3va2GY16LFtvvbU233zzGd9/85vfPC1yf7VlZGREl112mb7zne+kXv9bj+cvf/lLfeELX5A0xXAsXrxYhxxySHh/0aJF+o//+A/dd9992mmnnapeI0kSjY6OasWKFeH0XEkhCiiVSqlChtnkNeMEVldGRkZ0+eWXTwszt956a61YsSL12vLly7Xddttp6623liStWLEiKN7y5ctVX1+fKjGNxevgJaWQOJQDaNSTv9AyJGapd/ekpTuA5ubm8NwCogcSwY2NjcGxtLS0hGMI4KjjqqOBgYFw4FxTU5M22mijlBPA+GF4QNokkAcGBlLHDnibJQWDBir3/Qsg43hHMsbVyyWd/483cHl05EbXxR1MHAnEtJTnBrwMlH45veelrx5h+V4Aj4QkTeP9vQ04RKfy4oS2Owz/yeVyWr58+UtGAvfff7/q6ur0pje9adbPvdryUrmMl9rE9LeWiy66qGqZ+Ksxno8++qhWrVqlhQsXVgWiJ510ks444wx9//vfn/EaY2NjGhwc1NDQUHiN540Q3bKXZjZ5XTmBUqmkc845R6eddlpAXkNDQ2ppadHBBx+sm2++OXyWDTf77ruv5s+frx133FH33XdfKoew9957p9BuLH6UAVVCXqvv1Tj+gIf4PCF3BpQRYpAoOWV/QUNDQ+DjMTj+TAC4+xUrVqTKKIkcMMY4l7a2tsCN53K5sGfAq3A8uc3n4Njj6gNPeMa8t+dtHP1jFGdC6LETcNSPeCLcf8cJ2XjHpG+ciaOJuJzVeX2OgaAf7gzIDbijw3m4E3CKLI5efJzi8fFoyPe5zCR33XWXdt1119WqC//FL36h888/X29/+9u18cYb64wzztBmm22mn/3sZwEg9fX16Utf+pJWrFih3//+9zrxxBN14IEH6pJLLtGtt96q+++/P1xv1apV+uxnP6tFixbpj3/8o8466yzNmTMndc+vfe1rOvPMM7VgwQL97Gc/U09PT3hvbGxMn/jEJ/SDH/xA73//+3XllVeGaL1QKOiMM85QfX297rvvPu2zzz4644wzlMvldM899+j888/XW9/6Vi1ZskQ33XSTfvvb3+qHP/yhXnzxRT300EO65ZZbZqVCrr/+ev3+979fq/FcU3njG9846/sLFy7UH/7wBxWLRbW2ts74OfTWgUoMfF6qH68bJ1AqlfTJT35Su+++u379619Lkl588UX98Y9/1L//+7/r8MMP18UXX6wXXnhBG2+8sa677jodc8wx4XFqp556qm644QZ9/OMfV6lU0g033KCLLrpo1ns69eIL21EnE+BPN8LoDw8PB6OPMsZnxMAzj4+PhyQm14JecpQK6vc6/VKpFPh8ztBpa2tTS0uL2tvbg7H2UlaoIDdAbW1toY9+UqkbWUeuJH2JVuJoJy7L9Hu5wXMnwPfdcLrhR9F5jTYxF7Hx95LQ2PgTQXANfuDziTLY2YsDICFH3oF9BH6gW1xh5RI7Ho8cnBrD4b6U3HXXXWG/y/XXX68XX3xRL7zwgv793/992me32morPfLIIxoYGNCpp56q+++/X7vssouuvPJKnXrqqZKm8m/nnXeeNt54Y91xxx1673vfq+23316Dg4NatWpV6nrHHXecFixYoBNOOEEPP/yw3vjGN+pNb3qTPv3pT0ua2uD5+c9/Xvfff7/e+c536uqrr9Ypp5wSvv+d73xHxx13nHbbbTedfPLJ+sxnPhP29hx66KE6+eST9f73v199fX3adttt1draqpNPPlkdHR36/e9/r2XLlunMM88MOnH33XfrhhtukCR9+MMfnnHMHnvsMXV3d6ciujUZzzWViy66SI2NjVq6dKnq6+t15plnTvvM3/3d3+m+++7T3nvvXfUanm8jFyAp0MY8mXC92Sdw5JFH6tprr9U3vvGN1Ovf+973JE1x+9/73ve0ePFizZ07V7lcLmXkDzvsMC1ZskSf+tSnND4+rtNOO0277LLLrPeMaQ4pfV4+p2hCo2C4/ZRMavpB/9L0Uww98erfgUOGGvKjq4kSSGx6jXpdXZ06OjrU0tKijo6OYFDYDYwhRIn8HBucA44DA+XinLkf9RBvwnI6KOb63UDH78WG2vcp+PnyTuP4fMUloTHXHu89iKMKr+H3z3P0tZetog84j2rJfoCC990pxtgJgOBwMrNJuVzWL3/5S332s5/VjTfeqJ122knXXnutbr/99qqfnzdvnubNm6c99tgj5NR22203/fnPf5Yk/fnPf9add96pq666StIUaHn3u9+tF198UTvuuKN+9KMfpa5366236oILLpAk7bDDDpqYmNDxxx+vgw46SBdffLH22muvkEx+17veNa0a7//7//4/HXzwwZKmovcvfelLuvzyy/W73/1Od911l2699VZJU+v7iCOO0DnnnKOTTz5ZO+ywg7bYYgvttNNO2n///bX//vvr/vvv12233aa7775be+yxR3BE1eQPf/iD3vCGN6zxeI6MjOiEE054SQOby+V03nnnaaONNgqv7bDDDtpll10CQN1rr73U1dWl448/PvXdOXPm6I9//OOMTqAaIEJ32XyJDs8mrxsncM0117xkOdnb3/52XX/99TO+D9JZXfEqDTfS0D4DAwMqFArh2IiRkZEwGV4/zjWSpHKyKMYTQy4pcPHQABjfwcHBgOLdkMeGn2fWogDcR1K4Js/ShS4CxWPAcC5u1GNu150A94mrY2Jj7M7B+Xz/8TGPjb47VT/GF6G9TrnEVVe+z8KP5vDzfmLHxX3ijWZc0yMIF3/NEb3vm+A9d4JxtdVLhfMPPvighoaG9MQTT2jnnXfWNttso6OOOkr/9E//pMnJydQ+E6K3mOJrbm4OKPKxxx5TS0uLTjvttPA+KPXqq6+edv/e3t5ULq65uVnPPfdcahz8PW9PLO9973t1+umna/ny5frlL38ZdBVZtGhROFxv7ty5yufzqT0+b3nLW7Trrrtqzz331Ic//OFZi01eeOEFdXZ2Tnt9tvF0aWpq0te//vUZrz+b4PSQd73rXfrqV786zQl0d3err6+v6jVgBCgJlZR6pjF/V9PNWF43+wTWhcTlevHuUHj/YrEYanL9qWLuBDBmNTU1wVBjhL3yBydAqWkul0vV/3qkMDExEe6Zz+c1d+5cbbrppuru7g7VPa2trWHPAvsZenp61N3drY6OjrCvoaOjQ729vdpkk0208cYbq7e3N7xPfT81/vxdrb6f/AM/rpAxRRMbP8Y83onrzxj2iMjRfJxwlarv85jJAZB8Bn27o/Yyz9iAxvfhf3d21aiemBKLqTl/fza5++67tfnmm+tXv/qVrrnmGhUKBW2xxRbafPPNdd1114U9GW1tbatFZ0xMTOjpp59ObTKUplB6NTn//PN18803q1Qq6amnnlKxWNTf//3fz3j92SpV4L6piOrr60tx+uQaZoqOcrmcbr75Zn3ta1/THXfcobe97W36y1/+UvWzY2NjVa8z23i+EjIyMqIvfvGL04pYqrVzbGxs1pylgyNJqWcqO7h7qQT96yYSWBfixzZghDHybKzC+A8MDASP7MlFdhKXy+XUMQkYRqnytCz+dprIH6QRUwgcTwyfTxIYwwxCpwrIOW9P7DqKjnlz39cAVeJGq5rhcmrHjbujZo8OZqN/MPpseiHfAidPXygPncnI4Fz8ZFN/3GWpVHlYirdPqjyliaQ5cwAN5n2k8orvuXNwh+CvzRYNvNQCvuuuu/SJT3xCZ555pj75yU/qS1/6ks4//3w98MAD2m+//fSLX/wifHZ1DNl2222n0dFRXXLJJSEC+Mtf/qIHH3yw6ue32mor9fT06LzzztP4+Lh+/etfh6NbXq78+c9/1lvf+la1tbXp7W9/u5Ik0S9/+ctAh/T19WnhwoUzlpY+8sgjam9v13HHHacPfvCD2nnnnXXjjTemchDInDlz9Mwzz0x7fbbxXLRoUfjcmtJBjz32mM477zy95z3vCf1YunSptttuu2nfXbVq1awluRw54oUcHu2tLpDInMAs4huxeEQixsNDMX4PDw+HhYtx9dJPJs0PNONzfmIlBnFkZEQDAwPTkphc3zdFtbW1qauraxoK91JQrzCKj2pgY5ikaQfRedURaJm28tsdhFMYGHk3ntUoFOc3q0UCfnAf84BTJUnvD5txcSqIa/oDeyizjauJ3CGAyECPXkrqVFa8RyIOxeNjLjwaiMtjVyeU/8UvfhHOxGpoaNBGG22k5557Tr/73e905JFHTqvUkdLPXkagwxYuXKh99tlHZ599tl588UW94Q1v0M9+9jPdeOONuu6666YluY8//ni94x3v0JZbbqna2lotWbJEm2++uTo6OlJHk8T3QUDA5XJZX/va1/SVr3xFkrT77rtr991318UXXxycwI9//GOdfvrp4btQIsjg4KCuvfZanXvuuZo/f77e8Y53zOiQFixYoB//+McvazzdCawpHbTjjjvqpJNOCgcCDg0N6ac//akuvfTSaZ996qmnUveMhUMN2fnuFLIXScy0GRLJnMAs4iWeoH7n5v0QM4xLjPJAqewVcL6ZcM03ipEjwMkMDQ2pUChMq4GH3uGhI1A/0BhUqqAA7ghihO4VOI6Y6TflkEQ1vimLPEZMwcQRgEs1mqZaNOARAWW3hUIhnLVfX1+vzs5O9fb2BkPtbUHia3uUER//7OjbnYAnzLmmJ55no4NccKTu0GOnszrGX5qqjuvs7NQ73vEOSVNc8zXXXKNvfvObMyZFb775Zj344IMaHR3VAQccoOHhYd11110qlUr6xS9+oXe961269tprddRRR+nKK6/UokWLdPXVV+vZZ5/Vt7/9bT3//PO65ppr9IlPfEKStP/+++viiy/Wf/7nf4bjUObNm6dLLrlEDz74oIaHh7X//vuH+5TLZf36178OlUL/+q//qt/97nfq6enRP//zP6d2JN9www065phj9L73vU8LFizQbrvtpo9+9KOSpjZy/uEPf9CSJUtSyefzzjtPjz/+uBYuXKgddthBBx54YNVxeOc736mjjz56rcfz5Uptba0+/vGP67Of/azq6+v117/+VZdccsm0SiYeLjXbXgVOKSAnSDTvzIODuxmv84r0bD0VzhNhA4YfIc0jJKXKjk/+bm1tDRvApMqZ+BgOTv3EW7vh5DpEH/39/Vq5cqXq6urU0tKitra2FNcHGsLjY+Qw+l6VIillcN0guvPyvQ6cFVRTM3VGkidkvcLIIwWp+gO2Ea/q8aS576qN2+lO4Pnnn1ehUAi7tEkgxgfjeRv8Wk4L+e5dd2ixU4sTu9X6F9M4vFZts6G3r1oE4GM1k8yZM0ePP/54+H/PPffUnnvuOePnJemAAw5InZMjSU8//XTq/0022US33HLLtO/edttt0157/vnntWTJkuAcR0ZG9O1vf1tJkoTjWma6z1577aW77757xrZusskm06qRkA996EP60Ic+lHptl112ecndsUhDQ4MWLVqkRx99VAsXLpS0ZuO5JrL99tunjrypJj/5yU+Cw5tJWJP87RGppBTAnE0yJzCLUO0DIudZuTgBpwNY3FAz3d3dKQPkZ+G7oYpr6DHmNTVTR1JzPx6+0tTUFKpNMPReNunXk9Jn+9AWSSERSpviXc84AvqM8eMzOCHflBLv7J0N1cbVOr7r15PxvlOX8eAwu4mJibD/AUotNuLxvaqVnPqYeG7A8xhQNp434fPVoiDXCd8XIGkaOosdR9zu16r86Ec/Cs+8QJqamjRv3ryqNNRrTc4++2xddtlluvzyy9d1U6bJN77xjVkrHQEPPLuadcN72AgHZjNJ5gRmkZUrV6q/v1+Dg4MpzptFnMvlghFg0OHkvH7ca9Dx3tA1OAipgtI5yZOogk1jra2tamxsDEZRUmrXr0cGVBBJleMvnJrAiNFur02XKly1U0ATExMaHBxMnafj5Y+0pxqvHv+4wY8PgYs3c7lxjY+c8KeQxXQSBriaMY1zFu5svA3Vzh2KN3tBj1VzeJ5D8dc8QogT5IwrDvq1KsuXL9eNN96o3XffXe973/vU3Nys3/zmN7rnnnvC2TivZdlhhx200UYbTUv6rmu59NJLdcwxx6ilpWXGzzgQQWIQgq1abzaLrQvxh8iD8PG8+XzliWMYC6/48YoaqbLwGxoa1N7enkrYsvihKKg4yufz4ewf7l9fX69isRicAOcI8VMNVcMVOirwqh+nTxAMLpEHlVE8eIYxIBqij248Y858Nifgm7/cKMcVUYS4XgYXUz7+Mxua9u+xoOL8iFN2OLSYLqKsN5Zq6D6+dyw4WK75WnYCRx11lIaGhvSVr3xFxxxzjObOnasjjjii6u7X16p84Qtf0DnnnKOtttpq1ueKvFpSLBa17bbbpg7HnElcZ2NqOa7Ym00yJzCLVDMkTrXkcrlQow8t5DttnRLgPXbzVSuJHBgYCGf1s/jnzJkTsv65XC6USHpVCVGF89tO3UDVeJtiY4tT8YiFzxL58GQzHBa0EQlyqo74TRvdgDoK9oodzwPE0QBRF3QbY0hFRDUnADU2E+3ikQrfwfgS4cVUTtz22traFI2GuNOJKTF3Hv55//F5cEf4WpNcLqeTTjpJJ5100rpuyhpLLpfT5z73uXXdjCCtra2r5QCk9EOmnL5Ej+IofSbJnMAsQm34+Ph4asNTjHD9MY3+UHPEnQBJTDd+VL/09fVpcHAw0AsYUPYDMLmEiY2NjYEikhSOOsZweTVSbITjmnp3EiBu/xunRH0+jsAd0vj4+LR9Ec6xu9GNefg4GRzvU8AZNTU1qb29XZKCQ4jpIPrvf3u/4/0F1ZB87LgQN9T+OzbyHlFUcxL+etxv15uXOgs+kw1bYr3J5XLhmdU4gtfN8wRei9LQ0BDO5M7lKufHY3z4jfH38+Ph+icnJ9XQ0KDm5uZUlBCjYDZEFYvF4FgwEhzkxmS2t7eH+zc3N6uuri6UsjofXo2X529CRK/I4X148KamplBCCaoA/VNe6UY1TpLiCDCycXI5TtbOViqKE8ABsruUfjiij+kg2uPJdygyHE01yorv8Ts2/jPJbBQU93THQF/52z8nKVULn0km0pROUBId05dSBXiuVwfIrQvxh8V4tj1OApZKU6d4go4xWk5XwJvD+3Pqp6SwcaulpSWVzMXJOCKXKvkGTwJjWNywerKRJBF8Phw8ewFA8f4wGae1OF/fr893JaWei4CBdkNL251Oi2mQahRZfEwENIxv2vLSOK/6gU5xCiiupHAqyBcQn43zOkicP0FmyjPEr1fLCcSOr1wuq6WlRUNDQ1q2bJk22WSTl6G9mazP8vjjj2vXXXdVf39/qipQ0jTwkEUCayFe/hlX+DhCLJVKIXGKkc/n84Gm8dpyFjj7DZi8pqYm9fT0BEfg0Qd/Y8T9NEv+jo0h74HCoU3cEFLxw/4Hf3ykc/vxkRL0gfJRHAL3xeFgKGNe0lG1o/84R+EbujxvUFNTEyIwHyu+6+Wynjjm/9ioe5TC604dVeP1PWEdX8s/g5PxBPFMjiDu++TkpJqamvTmN79Z3/3ud3XiiSeupUZnsj7Iww8/rKeeekof/ehHw3H1/uwTj8j9EbgzSeYEZhF/WlS8q9QNQ7XKED7nCVapglZBuCR28/l8OP8HysWTk+7pnW7yElVpOhUxU2WKOzdHn/EmKow6D1khQYxxjZOxfuAb/Y/v6Rxm7FxmOtzNvxNTWVw7RtJOjdEGr8qK56oafRQn0hn3ap+lPwCD+BoxNRdTRu7E/Il1H/rQh/S5z31Om222mT74wQ++ZLVHJuuvPPzwwzrggAP0zne+U7lc+mEyDoak6o9irSaZE5hF4OUZ7LiChYXNGUH19fUpA8iTveDvYwqJM1wwulIlGcjziZ1PB/1jcOHm3dNXOxPI8xAxio0Rb0zL8Fl3BJzR09DQENoeo303yH5vV1hp+sNjPE/ixt8pHG97NUfs966WHJaUooWglnBESJwPcKTuIbY7l9jp8p7/QI3FSWd0wX9yuZze9ra36fjjj9eRRx6p+vp67bTTTqnD7GYTd1SrI6tTiVQt0f1yP/tyvvNKyUz39vutzb2rFQfE94vnvBoYqPbdsbExPf7443rmmWe08847a++99w46SAEJtsILHzwSnknW2AlMTk7q3nvv1UMPPaTly5erpqZGc+fO1dve9jbtuOOOa3rZ15T4A9ExdiBdjwp857DX31PJEpciupGSKhUyKET84BiMb+yQiBh81ysOhx8/6TKunnF6yDdEucHj844+ySfwzGLaGRvLeNNWXIYpVdB8nCiPnW6M3J2ycefo41stacYPhtjHAuRdje/3RD9j7p/BwFdb+IwvPz5WsROIHQ3v77bbbnrXu96lP/7xj1q6dGmI/nwcvd/x+MeVX/G4xhGh62c1sFAtOuLzDo4c/DjVxTMyPCnvuuhPaqMajTZV04e4XfQp7pfPHX0i9xYfveBVY9X0yIsMfI2jI8ViMUURsz47OjrCHhdfG8ydPzMDuiefz2uHHXbQIYccEirx0C3Gh3VFDo9ClJeSl+0Eli1bpnPPPVdXXnmlisVieIC5pPCEra222kqLFy/Wpz71qdd16BobAHh/Tg2FY2bxx1Uu4+PjGhwcDErgCsx5PSgv3D4LGwWJHxDhCs4hcxMTE2HS40c8uqIRbaDIrsRuLDDsPLCeheKG1xdqbFyrJUo9InAET7t83KQK5eNVMzH1RR9jB+AL1iMfN7q+kOO+u4Hx50ewoDEkcX9jo+59YaziA+i87XEeIe5HXV2ddtxxR73jHe8IVWGMpVNp8bMWPFriJ062xxGg39/F9cbnhTGpqalJPYuhubk56DhGbXR0NJz/5BVtXpjA4Yh1dXUhnxVHiN5OBzc+9qwTPzGWdcC88AQ+f5CSO5zYkTCGtI0NpOzOHR8fV7FY1IoVK8LzwjmCpr29XXPmzAkPfqLqz3+8Ao8NmlKl5Jsj7hl/PyqGzZQ8V8D30cwkL8sJ3HTTTbr00kt18MEH65577tE222wTDjBCCoWCHnnkEd1+++360Ic+pMsuu0xbbLHFy7nNa0Yc7bC4RkdHg4dnEpn8+AAzFpmXbyKOeCSFo5FZMHhwf3yj832SgmOCjuF4aTdwXrfvRoV7cTSElKZmeIYCBsMpKdpO0skRKYapGg1RDU1Bgfiic9rGQ2xPDPv3Y1Q6GxfqDquacQT9+SJj3plHjAqGAGTtUYWPpztaxiiORmKq0Z0er5ObcmNULb/A+DuF6GOI3kAlxo6SPuAgY6Prx4LQb86ainXQ2+RRh7fbn4/LeiL65nteERbnr/ibp+7FRi/OsWEYPVphjuJnS/tudnTDddN1yOeT8m3aQwk1xSK+mTF2Uu6sAA6emwL4Ma6+XnDA7B+ivHw2WW0ncNttt+mFF17QbbfdNqtn6ejo0K677qpdd91VExMTuuCCC/RP//RPqWdsvl6EBeL8uxssX/SOFOPz2n2ReYjp+wr4HL/dCPGbxUZVDjSQIxNfhF4d46G9Gz4UP0mSqs8yLpVKoZ1SBaGj2P4IO0eJnrwFxfkiciMeUxCMA4vbHy2JEyCCqJZ4jRGi0220Z6bPuFF0CmhkZETFYlGrVq3Ss88+q0KhEM6b33TTTVOHCvIsB8bJ558x978dbdKvOBfixhzH5JRSNUTMmFSLkjzCceqDecGZM+4DAwPh0D5QOsbUET6RIfSKG1B38uimH+Xtz3PwPS6MFc6f+ff5BIHzP33399xxer4MpxM/D4Ox8zl02sUdtzsCnIADMPSZXBTRk+urO8c44o6jPWg02sJ4En0RaTQ3N6ci52qy2k6gsbFx2vnbLyV1dXX63Oc+p//5n/95XToBjCxPoIoPZnNFIXSDKnKOlMmBNkLhUQomEcWH7+f7KKgkDQ8Pp07RjB2AoxqPLOL7+DXZBAZCxCDwPtSD889OdcRK60gRBY95aXd8HkE5ZUV7hoeHU9QFIbQjMt8dzTEXbsydr5aUup+jL1+03jaO1V6+fLmee+45rVq1Kmyma2trU39/v4aHh8MGw46OjlQ5LnPKuFajptwROCfvn/E5AD37Io8jPvrhSB5j4qWoIFPmzx3x2NiYCoWCVq1apZGRkVDG7PkeTrtFz+Mjjt3hSwolvkSrvk/FH+tZ7UBCp9HckcROgO/yWXd48bO14/0r8bi743QQ7E6cuWAtsCaZdwd0MVXHGvX2AHJ8bp3y4/6MM8gfOs2fMT6brLYTeNe73jXttZGRkTDZQ0NDWrFiRVXqZ+edd17d27ymBKXyKAAn4JOHAsbPAnaFg+LxxeXK48bZ7yeluX3Cbn+UZWz4XZG4Lw4gTvDBNUNXeGki1/Hdwfl8PrU5jdf8ZE/ngP2QumpOIEbijmSJwOCb3QkQaTAXLChQYsxxx5RJNScQH2RHG9zJ44SLxaImJyfV2toannXAngmqxdzhMA5OA8XGrVpk4ug8dhaxk3Dj6EBltojHaRUcvUcdvE/0OTIyolwup5GRkVTSFrqsXJ6qHhsbGwt9pA0+/lAcvt/DkW+cGHbjitAnjwyZV8benYBHBLQp1tlqORp3or771iPcmEZzytSTt64P/O/gjfbi3Py+tMuLT+hLbW1tqEbkmeBEI9VoUZc1rg76wQ9+oMMOO0znn3++jj/+eLW0tOjee+/Vv/3bv+nCCy9UR0fHml76NSNk5lncGDI3QL5ZyqkMqZJUBP05VcLicASNslNZACcPWmpqagqJH0dwII3+/v7g/aGJfEG5uCNDWf3oC77vi4P8BpSRlC6BjBeqJ3W5Z6yQjtBi9Apf7M8VLpVKqXJLxtadljuTOLKIUTGLy5OOTru4ocG4d3R0KEkSNTY2qr29PewsxwBSocUYsBlPqhx34WMCdx/rTzxObrBBiFzHq5MccXMPF6cJq0Vxjtz58RwQxtlpEo/sOAersbExrAuvZiGHBshxxM9v7o+OOd3Ha+x897a7g25rawvP8Y0BjTv/fD4f+uZ5E5gApwV9XF3P3EHEyXl3EKzXQqGgYrGoJEnU0dGh+fPnT6seg2bGqQEeODoll8uppaUlRAD+uNq4RHw2WWMncP755+vLX/6yPvKRj4TX3vOe9+jhhx/WMccco29/+9treunXjID8OBrBjQ2LdmRkZBpVFIePGHEMqyd6HTl45QbIEgExtbe3q7W1VU1NTeFZBywylJ821tTUaHR0NHUPX6yuXFBW5AJ83wILj9fixKhHMV6yyX0QX9RuaJ2zd3H0BtJ0J+DIibawUH0xezt8YcZceYyu3aBiKDo6OjRv3jx1dnaqoaEhPNeZdnH8B5QUOjI0NBTaQJTgSJrPx+L6FBuVOJJ01OtoNjb2GHCMhO9tqRal4QTIAcD3uy7RBqnyVDwv98WBQ/Mwt9yTa3q1nfP9DkzoSwwI0Hcq8iSpra0trDcHJZ74jYFDXKKNQ4rLYKtRbKyT2JGQZMfxDA4OhsfGeh9xsB4dOvUD/cM+ERwANFD8wPmGhoZU9FJN1tgJ7LTTTlWfu9nQ0KBbb711TS/7mhKfYCZ9dHRU/f39GhoaCggQJfLwEXFE688mdsQupc+riZNMrpxUEcGbkq9AQeASx8bGwkIaHx9XU1NTQKPcz++JAnJWEcYGZ8X/k5OTqSQoBo33nFt1dM0YuiLHCymmPbyNXhFE+zGkTst5MtmNiEcncVLYHVIsMb3S0NCguXPnBgQPB060QP8BEFBFPIeByMONUJyncH2Q0ry665dHLhiZmDf2SJSSxpaWloAqnSJkTjw3wb1IeNNn5tAjgXw+H/RcqpxyC0hJkqlyTQANzpVxdd3k3l5B5wlh7k2b+ZwXJExMTKhQKIToYnR0VIVCIRzXjlMHeLnujIyMhLXmVVZxHsfnhDYz9oAlHIc7WHTXaUx+HLlzqkAcsbW0tKTWk5eFejTgub+ZZK02i91///1661vfGl679dZbddZZZ+nNb37zml72NSdMEJM8NDSk5cuXa2BgQE1NTeru7lZHR0fKYcRJIpQfj5zL5YLndg7cw7f4yGnaMDIyElBjbW36QdN+tIOH4eQYvB8oHIsb5QGV0g8SS4S3Y2NjGhwc1MjISFBWT16xIN3Ae0LNj3/2xQzK4xoge6gv2gN3zYLnN+Ps9Jgn1t0JeCTgDtudMIbQETjtiHlrr2Dhs/58ZtrhaNT77dGKR2fuDKvlBfiu0z9x9EQFileB4bhpt9ObtIFr+ZySTGXMPaLjejwCtFQqqampaVpE5slZz3mAWNET5sY3SsZ0DDpJH+gjOlsulzUwMBAMK7pLxNzc3Bycc319fTDcVIJR7QSydv1w3fOxcyDC2sN5eATb2toaxo+o0vMTnh/BtriT4JoY/DipHl9rNlljJ/CFL3xBhx56qJYuXaru7m49/fTTeuGFF7Rw4UJdffXVa3rZ15Q4T43hgB4aHBxUuVwOyRhHaI7mQDFxMkhSSALj4ZlYaAbfmOQ8JtLQ0BASQBikvr6+oOR8llI1jBRhNKgOJJnP58PCldLHLHB/EC4VOyxODA7PTPCqBE9yO+J344b4/1Q8+NjSz5iS8BwACw8j7lxrTAHFfXXHLaXPa/e8ENUXoEQWpz+DemhoSMViMZUTiqNE9MEdAXrjUSHvxRw8uuXXYQx8U6NHdvQBHXVDVm1cHHHG/L+3mWgMnSW/hfPmeuiSOzwq6hhPX3uMn1dvgfR9ZzWOivwMc4Ce8xpjQhRNbgHk7sUX7hChwzyv5wDI6UPP2bHWPRfT0dERThNobW0Nx874tSWlgJ0XfMR/u7PyKMDp3JlkjZ1Ab2+v7rjjDt1999168MEHVS6Xtf3222ufffaZxu2+XiUuxwTh1dRMPeAZZORJu2rUR7Uw3493cFQJSkaRQChewugIhMXkYaxvTpucnDqJkkfnDQ0NhU09KA3fkZRCOa5E3kc4bsZnfHxcq1atUrFYVEtLizbeeGPNnz8/9Mn7z8KLk7tO78T0AZ9ncXsCOC61Y78GzhRkxFy5EY4dUbXFEtNm7lRiQ4CxBZ0CGIi2uI4jaYydo+KYDnP0L1WMje83cNqyWpTlAqjx78V0pusBzjUWT24zFlQLgrTb2tpSkQq67vtQJiYmUkUNni/z6MQLE6hYgtpxmrChoUGFQkHLly9Xf3+/Ghsb1dnZGY5rkKaSq9TSY3wxtiBr7yfgR1IoDiAK9OoibwfGWVLKoXsJM3rt7XCw4CWoTo3G5a1812lDB0azyVofILfDDjuER/0tXLhwvXEAkkJlEIYTI1xTUxN25GHk3SAhTKw/m5ewDUXzLD4oGhTAYnWk7Ryyb+xCQUAxTgNhOCWFM1uozQb5O68LcqKMDwHRgaZQ1KGhIa1cuTJcu66uTp2dncGhxXyppJQRdYfghsgdaz6fDxtfPM+Ck6D/1RJ0Pie+SOMfjyz4LD8sPElVS3HhqzGmOGacqz8XIq6AoT9ON3DP2BFI6YfQ4Hh8t2yM1GPhdU9g+hjR97jPcaIZdE/ba2pq1NHRoc7OzmCMQc+xMxocHAw6DIDxNjga5h6AA3IsxWJRxWIxdZQy902SJAA4QE9HR0eooeeoCAdjbjhpQ7VdvEmSBGfnkUHM+Ttt4++5EL34vgWnRT3yQhecjvScReyIPLczm6yxE3juued07LHHppLAHR0d+vSnP63Pf/7z64UzcFTt4Wu8KSk2bITbIBufIFA5Ex1HAywcPs8k0hYvWxseHk4tSjfgzhG7IuK0HL1IlbN9+A4GOKYLpEo5otdlOyJyDtINaVxNwTUZPxYSxtP3WtTV1am1tVUtLS3Bub3wwgvq6+sLG7Z6enpSehfz/tVQti9Odxh81+fdkZh/xikTP2nVF2rM6bth8EXqFFGM7B3pMVaMfUxzgULhkr0MU6rQe/7jSWJ0g897Qt3HLXaiFAv4PgkvFsDoe5+ZZwcA7uiJABhT+PqBgQEVi8VwtDkOhzlxbp31iNH0E369bBX9GxwcTFV0ue7G+lQt4esOtNrcM9ceaXsOxsfek9KsYef8+RzXjXWW8tyZZI2dwMc+9jH9/ve/1+mnn6699tpLG220kZ5//nl95zvf0amnnqrzzjtvTS/9mhFH1CiRc2woHNU5HkI6VwcdUFNTE9A+E4VS+sQ6InCqgDAahWHh+aYy7iEpJEg9AVxXV5eqevBF4s6KfnnVCP3yDYI4FBZUS0uL2tvbU32Sph/TLKWrW1zJSczBJydJEnIAjY2NIRJZsWKFVq1aFVAapbP0J44yoBli2scphzgHwDwx3lzD+8M8On3COLDQ41rtmO6h/059VEPGriNcB4rKHQjvQVk4yJAq5045wsWJ+Rh5Xivm6NFvjDXXgIKL+ykpcPtEtN7/avy1n/kDaqcwgVp7clGAJ+aByiSng3CIzc3Nam9vD/pCXkKaAn/9/f0qFosppO0AcKYozcECDoHXPSLy3EY8tnFUih1wWtIpxTjajtcTG/dmkjV2Ar/73e/03e9+V+9///vDazvuuKP23XdfHXfccWt62deUOGpBeby8zQeeUFhKny/vC9A5v6GhIY2Ojk7z7Ew0EQLK4ueQgNygltwxsJFEqkQyLNbOzs7glDzCcV6d9rtyYgBROBYOCUicAHXKcJx+lC2I38dOSj9onnuMjIyEEj2nEDxJTv6DBDVjxUKt5gB8Acdlom5444obX6AxlSIpOF4vx+vo6AjVJXF9uaRphiQuQoDm4rs4QBywnzuFE6CtOP84eY7xpv2Mo7cvNsROQTBOsUMi+vUEsaNTdyr0CQflNFq1DY0Owhgfkrb+m/doU319vbq6usKa7e3tVU9PT0o/0VefF+6JbrFufe26AfY58DHz/BHXd3oXKtOBoFOC6IYn430u4ojUI+x4PeHcZpI1dgJHHHFEirNz6enpSf3/4IMPvi6fMeAGGoTjZZ0oPuFla2trCiEyUSiibwRxo4ARwKj6ovXJd6rJE01eQYAycIgUf3uCyX+ooKB+24+4lTSNc3eKCsXnPUrU/OwSntHs/D4b6Px6zuVzT4yfjxltTZJEra2tAVXC99JXFirG089vd9rLUWxchRWPNeL0IJ+hbpvPYjxwDugJOzt53/MYHn1wBAk7x3G0PT09wXAQlcT8udNEMbIul8tVDb9TCU5DufOkf7EDcAeB3r/UmoK39yo2p408BwBY8kjMIxFpeuKVjY9E8IAoR9t+/5iCdITNnHgeiDFgrGmz2wUHUFJl9zgnEY+MjATnR1m4U87xMe0OHDxiJ//kexNYs/l8PiS0Z5I1dgJvectbdPHFF+vpp58O3rRcLuuRRx7RI488omuvvTYo1Te/+U39/Oc/X9NbrTNxBIlx6+joSBkID7M5RwYjxSRw6iKJUqkSLTgFAQLkPU/8uFISgvuTvVAGope2traAkPmRpisqdd2Uw2GgUDLQohsbdyIY57q6ulBxAXfP2IDqpUqprBtMqWJ8nAd21Ek1kJ+lToVGuTy1k7q9vT2Up/pxwThhN2aevMX5+gLySiwQGt8j+e6VYNJUxYlHco2NjQGVg3zb2tqCcyBfhBHktzsBuGnuzz1A+RgF54+ZIwcYjD1O2HUmpgB9flnbbnzjpCR67MAAHUfiBGlcdAAn7/QgDgv98/JWEqpuZLkndA/gzDl/j2oZa+7hzp1r4ZhxGjF967oUG3+Ee1I+Ozw8HJ4zUCpVnqPAOLBW3eBjS2L6ifvGe0PcCfgm0Wqyxk7gW9/6lu699149/PDDqclGzjrrLElTivf888+v6W3WqXh4Wl9fr9bW1sAzOodKwspzBs7Z+9keGOq+vr6wbRzFoiYehXfl8+ggRlz5fD6VpPWt6l6O57+9nhpEBRVD9ABa8/tLlbp0Xnf+k4WDo0Q5y+WyBgcH9eKLL6pYLKq5uTnQU96XODHLwnHD5P3HKLrxdyfgCVWu6wjPQ2icGuL3i+kCr8JC2PSDkWCjW7W8jHPNTgNV62e86EHIjohn4tQZU6cS492sXhQwkxGX0hVdjqbjCqNq9gA99R/GiLUCmnVj6u+74a2pqVSS0Y5yuTyt2k6qlHpLUnt7e6A00W8OxnM9oMAiBmlEZdBF6CHrysfPo13WPVQnSW1KuNFLQJgn62PHAzBxPWUO/Jwtvvs3ywl8+tOf1rx581aL5rnooovW9DbrVNrb20NiqaGhIZzbw0L0iXEEKKXL5vwZwyhSX1+f+vv7A7KH0wblgETduHLdOKHqizveK+AlnaDLsbExtba2qqurK0VjOcJ1dOn8JO3wZLSkQOuwEMbHx4PRQAYHB7Vq1SoNDg6mcgmSUoaFzT9EBb4z1PlzjCSJy2oJO8SNPGPoY8lYQ224gWHcJaWMKOOM0SACpE2+uN3oOedLm/me55kAA9Bz6Bnj61Gh99nbjHNhbvzH59odSpxDcJ7a+WhHwDMle2OunGtwD4wtBjDO0xBJ53K5EI3HVCG7jaFsaBvzyuZODKUfwFgul1UsFjU8PBz0qVwuh0jLI3uP8D2fUFNTk9IFnDbrGieAgWafDW1iHr2Ki/F0B8BcM5YxdYZukvCHanxFq4OeeOIJbbvttpKkD3zgA6v1OUk6/vjjX85tXjPS29urfD4fStD8YSFu5Pk/Rs1MoB9gBbJFGRxpOjLz8JL33YD5Z1jQ4+Pj4cRKr/xwB8B5NjU1NSFv0NLSoqamJi1btiwsBhCZGxWnLTwRyOL2vklp51FfX5/akVlbWxtoDj9UzA20GzDfH4HT80Qs90Oc1yXX4JSW7yGIjYpHYcwtbcN4gPxwek6xoBtO/zlIcO4bifMUCA7OOWLai7FAv3zDEPRDXEwQ/8QVW55riJPsXrzg7XDDw3w7beh99PFxI+4Aw3W8vb09Ra1AUdJ/9rug/+gruuYAiO8MDAwEXZU07SlrkgKlNDAwMI1u5X4UXUDxOPfuOsbc+oGUgDQicZA7j3SF6kVXaA9j747YnXGcX/Mij5nkZTmByy+/XP/2b/8WFLOajI2N6YorrtCFF14YXpvt869laW1tDcjUjbknfJzGiPlGR0WSUlUfHjV4RQM/cXLNDRGTjSL5IWUYeX8cIhwsiytOPDnS5t6+KCUF50KewdvsPCY7iV3x2JwDR4vBpdQPRxRXLLHoqA4h3PXqKHIBOGfyBjgiNzyMQ2NjYyoC8BwAizfmp5kDPgvNA6/PhknaDHIkqnE9waGhH9UcP/d03h1O3M+CIrrgWGv0Dn3zxKfnWjDWksJ7ca4BhxkfRcBYMNZxApsEPQ7FdZbv8uMRkTT9ED83cIjTRkQwzK9HwtA8PgflcjkcIheXZJOL4b6ee2DeuI+Dr3w+H3I3GHUfQwDB0NBQoIHj8u18Ph+cCQUEzCc2gtJr2ubFHnFS3KOuV9QJXHzxxbrkkktW67PuBF6vAmeN4cSgu1IS9kKHOGJ1LldKnzPO4pUU/iaZCK+MuFFgMWEMWITQPP4cXOgg5/xZeISz8JmOgJyvxhByRC/hNGcW8RALDI5v5fd+Ex5DQfX19WloaChEN1QxkKCmrfSDcXRag9wFffE5oD8+X55f4X2/XkwjVHMC7jRYrGw8wkiTA3FnwX3j6htPPlZzBHH5cLlcDlEdCBHj6ruS6Zs7Ake0nmgFCXsS3CMLd/iOcHHKnJHE4Yaeh3EnXC3v4tEZ7fLoxMEP+g8dJykFpqBvfKc/SVEoqCSZ2mTplXuAEAAUbQT01dTUpMppPYmOg0HvyUtA4QI8JIWqoGKxGNqEw8jlcmHtsmaccnNHERdVOEXEHDpF7dFYNXlZTuCYY47R9ddfr3322Uf77bdf1STU2NiYrrrqqpdz2descE63G4NYKVFunAL/S5VNHm5IYnpASp8e6uE21+PacdLSxR0Oiw9HEldHuGGI6RT+p5zN241CeXkezgtD6u3xNnu1Ao6OhZwkSXBiOEkMuedFnKZC3OCB+gjtnapyLtrHlvCcBez9dWTlCx8+F+OIMyXf4855dHQ0oDo2j7GIoS+YY4zW4OBgyJvgcD257WDEeX0qstC/2AF46avriSd5yXWUy+WA0h1pOgXBWHqVEp9z6hJHDkp2ZiB21u5kcaasP8bKy0r9O4w/YIKo2x2YO1rmm/bg/NBxz7PwPyCIfRrMAT9IuVxOHVnd1dWV4vYZfy9nxsG6bXCbA4UVRz+ANY+M3AZADc0kL5sOOuecc/T1r39d3/72t3XAAQfoiCOOCE9LQqo9YvL1KCiOJ7nc+Dp6k9JIUUpvIY/5c5SLz2BQ4soKzwnEht8XMAru55U4peQhLElbuPk44QdtBT2C8lLzzz4AkpweGktK9cUNhzsJdlCzeOGUMRrc3yMmFgKKzji6w8AAgKQYWz8LydGpl+vRljisZlHRPqpNoJZ8gYJA+RkdHQ17SzAwrhczOYGBgYGUM3Nqhg1ovqGM/IDrnxtHrx7zZLDTTOSlaI9Xn8UVSHHVCnMEfUJE4Lx8uVwOxhPdrgamvIrN15cDihgkeP7Ln/PNeFPdh255TgcnA2UqadpxzOVyOQBC5p3X/Zq+FomQuNZGG22k9vb2oPc462oFJO60vO/cAyeLDsU5Hncwcd4nlpddHdTR0aFTTjlFn/70p/WjH/1IH/vYx7RgwQKdcMIJ2mqrrSRJ++6778u97GtSMDJxYsp/O0KJEQZKEjuLOFfgCUc+58bfHYPf3w2DLyZpygD4A2LcUcVJJA/5qesHSbnRYqGzqQyjBicMvRNzol4+58nA5uZmFYtF9ff3p2qZaRsUDQbI2+vG2flm2k7ewat9PDfAWHsE4rQQY+/8qucQcBYeATEWHgWw0YnowPsQR31+jj2GEAPtEQSLG4SP8/eKEq8W8745nYhuxDqHA3Cj5m3AIHlEyPVwAhgwclf03ZF3vI583r1dDoIckDlt5ns8vK3obktLi7q7u8NhkFCb3g5yK1IFYIHc46oz5p5IzNtCn1yfiLq7urrU1tYWQIJTPb4r2elC7kc/aZ/bqLiCju/ExRPVZI1LRHO5nA466CAddNBBevjhh3Xuueeqv79fxxxzjN797nev6WVfUwLf5/W/jsbdsCLOycZhNlw9C5VnsBaLRRUKBbW1taUQovPZGCbn0L1mGkVzg+WUzMTEROCvc7lcoLqgZry+HRSNgWUcuLbXMoOk4fgbGxvD6YygJD8Cwk+WlBQeszc8PBz2LnjpXT6fDyjSkZPzqcyVOxs3AEQaJC1zuVzYeey7K31TnZQ+UA6BQ2Z8y+WyVq1apfr6+tTuaE8aUyWEYxgYGEgdm4yRgZqieov58QeFOLXl4AGDQ5THuDH2RBUYK9qJc+L8HY68hu+HG5fSD7PHobsjiKkhR+dsjJIUUDTGyqMXJOa83fmw7jyyITLC4LNDGDDERkLmmd+SQl7LAZZH2DHHzxh6VBRHQjU1NUHnGhoawtrm2jg2ry5zOhKqlTH0fAb9Z71DBzmV5BTTK5oYnkm23HJLvfGNb9RFF12kG2+8UR/+8If13e9+95W49DoVkkDxJpCYE+U1qYLQpXQk4WWFIMHm5uZQEYCHb2trCwvRnYhztCgTRoudqVTukMCinaBstqVjWDC4noyuq6tL7XJFQb3cFSfgux8HBgbCU7RaW1vD+25oEByapPD9kZER5XK5EGF4BOGnTDLeKDooCkNPn52ygCJifjiEzheUU0Bwy1426OiXncq0DyqJe+MEqIpiLN2ZUXHiZwExTqBDoiU/DsOjAXQ0rv7BGPjGIdA1ggP0qAXO3ukmEL0nH10fnUpyvfQcCs6I609MTIS+uLPwqCjO4cQRMf3zJDXX6OrqSh3myKGN/B4fH1d7e3ugLzlMLkb71Wg7xg7n65EGZ2qxIZBHuuIYvAya17yKCcSO7ra1taX27ngkIFVO/sWR8j/j5tHrbLJWTuCpp57SpZdeqquvvlrFYlHvf//79fWvf1377LPP2lz2NSMYAYyQo3JHARg633qOErFInDPm4fSTk5MqFAoBlYIG2cnrSVgMJ/x6nP1nQXlpI+2Nj4aQKolUN3K01zleN6qgUUnT6CLfzShVjip2xZQqjhHlhHLhHlyXezt15uhLqmz5h0JxCgiEDU3ijoTreOUXxsvP+qHPTttQWUUlCo4H54jxo6/oh9MzJJeJIDo6OrTxxhtLmjIA8Oh9fX3B4eB0kiQJyN4NfLXqH6cS3EhjNNCfOLLyMXRe3A17THPy26tRYsNN23Aw+Xw+5FdGRkaC04NO8l3fOFciC4+q4xJuji5hPN1pxrSgpNR3Y9QfA72YCXCUTXTEtQACtMMBoldDeSlxNboOJ8B1PHLiejz3vLa2Npxgyzz9TXYM//znP9cll1yiW265Rc3NzTr88MN1wgknaJtttlmTy71mBWTltekYZpSF0DpGXSy+OHFIKZlv7vKTMEFNiJ+x4nmFOLnsi1xSymmBekmW8SNVHhbiyknppzsjXww4RhQTxSMszuVyoRrEF4YnvDBadXV16ujoCKehen0/P07ROCUBYvc8TD6fTyFnjCd0lKNV59txrORXmFuMkqNd30vBUR9EZJ70jI0l/fNNgRiDnp6eEI1QfYTT5twpd+p+LeYzBioYN+fbMfZxoYPvN6Av9J3+Oj3pjsfRuDtqz1vhcKTKfhn0BCDEDmt3QrSR77CG0GXWhCek4xJr5oP8BOsNvp41hrP1zXJ816+DHiKOuH0NOoXF/07R8AN1xfjRrzifwtzxWV/r0Krkg9BtSa/sKaJXXXWVLrnkEj300EPaeuutdcEFF+jII48MW/+R2267bb2IBjCUnmCLFU5SCum5E6ACh0XI+/HZMyxgFjY7D31CUT43Rs4tutHxXAXKHycAMeAgEadGvC7ck3CgOBYQ7Scx6qeP+vVBWO6oqJmWFB60s2LFitQTyzzB5eLJ4DhRxv04q6mhoUEDAwMB9eO8+c24s4D58c1OlLM6YkYwFl6GiJMj14H42IPucGTsHsf5eA6Jv904EMHFUZ8bIyIZd8borhsdjLsbQfrtZcusCafpYqfmtIwbcN7zzYvuGEmgc22MmJd+Es3GO+uZf6dKGRsQNfMM6IqT4V7lRM7AnZ47TQdF0FlOD7H20A9+E5X4xk2S+m5r6LefLABF6H11vfL8FkDCdzbPJi/LCRx11FGqqanRhz70Ie2///6qqanRD37wg9RnxsbGdO21164XTgDxBOfk5GRYWM47usFlYboHB03x44YdY19fX58yGi0tLSm05gqPsUCZ/awgPofiYQxZHB4KYzgKhUJYjISycWIOBIlx4qEecekniWHu75yyNOUgVq5cqb6+vtDPtrY25XK5aYACTpl2SAr9iYX2DQ0NaWJiIjxCEC44SZKAdmmbb+ziGl5VgVHxqpeYKnDnwJjh5NlrwfeZF6++yefzKhQKoR9+REB8ho0n7fkcOQacR+wQnZZ0lO5j6gbRDSZRDn0DnUJtks/iOjgBIqu6urqQ9xkbqzwGEsePTnqUGdN8VPOwd8L3btAmihPq6urCg9vdIZHrYWevl9sCenzOq40RfwN0EKfVGEfPI3p+inv6WvZ7+DgMDg6mzjXy05r5322KR1qDg4NhfF5RJ7DXXnvp1FNPDcpcTcbHx9XZ2flyLvuaFV8gIBYMmhtwT3S6YeZ7Xg3hnCu0BKgJI4yxcv7S0TvVRY7yPblHO1ACFoCXO2IMBgYG1N/fH/rmiNjRnFeAgAKpg46TVc3NzakKDJAbyHNiYkLFYlGDg4MBKebzebW2tqq3tzdFixUKhRQVJ1We6+rVFBhuxhG6wR/i7clfvucIlkUUV1iwUGO6wn8znkRIzL3vxfB8C+W0CA+kh5JiRzZJdhD4+Ph4SOZ7rTpr0g0fzpID2GgT4+167o6aOaGvRJig1XinOmMNvYMecm/f0Q4Fg575XCDePqgf6I6xsbGQk2FOyW9xFARzSFThOSgiAXTCox1+4s1svg4lpeYb3p4fR+QOFIgAmDvPp/l6dUPuZcau+8yVR9m+XnFA/LyiOYEvfvGL2n333V/yc/50q9e7OHL25GZsCPDSKMHw8LAGBgY0Ojqq9vZ2zZkzJyBQRw0ewvI6yuneXZr+9COMFwsfQ+ZORlLKoYB6XIFRMt+1DIJ4/vnnVSgU1NDQoN7eXs2bNy8YNDeA3BfjBGqGz0cR3XmCTn0ROlJHgd0A0R8qMXBKMSUCkouRXmwAnWf2djHfjuKYgxg1+hx5xQgOB53hdz6f11NPPaVVq1YpSZKQGKZPjBncfFzmh9F2naEvTsnA6buB8GodUDZGBcppdHQ0tB+qxGkjOHw/TwpjxHh6wYFTL1yH+0EJEY2uWrUq5Jg6Ojq0YsUKDQwMpNaKVEHDrBfoPp8/dEKq0CysVddTP9mVPvJdz7e4IWb9xDrCmnMqk3XlyWf0NF6vHiGgv573kCq7+dFzciANDQ3B4WILcrlcau1Uk9V2Aj/60Y904IEHrtZnd9111/D32NiYfv3rX2uvvfZa3Vu9ZiRG/BgrP+gNIwPyggYYHR0NGXtQOB6bUNYdCQaUsrzW1tYUCuXzbuy8GonXnNN1XpPvevJTqhgOT3Zi4EZGRrRq1SqtWrUqLJTNNtssIDDay0LkiIPOzs5Q6llbWxscI5LL5dTc3ByMN8YKgyUpKHd7e3tIivo4EFJ7rsOrK1ikw8PDqXlzg0b/GUfmxpPv/MQL342G02y0kf0EOCnmCH66v79fK1asCAa9s7MzGAIWtTtIrwGX0sdw0G+oIEf7GBoQIjknkLMbCDfc7oxi6mVgYCA4ARK0zD9o2HNXMT2JMfOy1nK5HK5ZUzNVY5/L5bRq1SoVCoWgM52dnSnHgj7TTtaR5zGIgBhbnIDvfPeI3PMNRBP0x9G6O2H6hBMCDPhYssZI7hIVOZqPcw4UODgD4c4eWhknwNxCm6E7s8lqO4G5c+fqvPPO08knn5wKl2aTP/3pT7rqqqv0b//2b6t7m1nlvvvu0yc/+Un9+c9/1rvf/W594xvfUHd3d3j/iSee0FlnnRVeu/DCC1Pc8VVXXaU777xTuVxO++67rz7ykY/Mej9CYlAX/fakmYeUSZKEcjeMtSu6VKGP/NwdjIondV3hvAoINOcJWiY5zhkgGEb60NbWFhSdZwl4BQ6InLDd78ViYAxIkFNrDYLzJ4sNDQ1JSu8KbW5uDkbTK1HoL07MeXSPhDznEtMYnpSGWoMj5oeFGe8y9QUYUz2O+NCFOCHrCUKqheDWnbryUl6nD5lDP17BSwLjpGc8JrSPezg1EB8wGJcaeiIVqampCXQhCBtKxauTcMjxb5xsrJs4FIwhZbNEIYAQKCTahLF0fSdyII/iyXV3QuiaP+LTj7Fmvfr4oveuF04Lxfrh9KfrkYM9nAO/6W+ce2C8OFaaeXN6it84AXdkXNv7X01W2wnstNNOyuVy2nvvvbXTTjtpjz320HbbbadNNtkkoLqBgQEtWbJEDz30kG677TZ1dHTo4osvXm2nMZv09/fr61//uq644gr9+c9/1jHHHKOzzjpLl112maQpTnW//fbTT37yE22zzTb66le/qpNOOklXXHGFJOnHP/6xrrvuOt1+++0ql8vabbfdtPnmm2u33Xab8Z4Yc0exzhfjAECP5XI5lDp2dHQEdNnR0RHK/BCvSfdFgbK5coAyPC8Qc4geehIC8rNy5UoNDg4qn8+Hcky+47/92IHa2lq1t7cHh0rZKGPC/SkjJdHpyMPbR5uJCqjnBrmxwQbjjzLzPUeYIHYWcTV+m88PDAyETXK1tbXhiAocGOgs3kEdlwrGCVUMv1eGcE+vFMMhMIcY/87OzjDfnZ2dgQpC12iDb/RyI+FGC7Tv0Q46RUGD7ygmCR6DBcbRdY+qHAytc/zoIonroaGh1Jxh5F2fGT+EBDRtxAlR+UVExRy5Y+b75FfQHX5zbwwl4MX1hTmErnQw4PPl69L59jhCdP1gHNxR+HrzufSfWJd9MyB7IhyEufPH/hAFQNHNJi8rJ/D2t79dt99+u6644gqdccYZeuyxx6Z1qL6+Xu973/t0yimnaI899ng5l59VCoWCvva1r6m2tlY777yz7rnnHi1ZsiS8f8UVV2j+/Plhr8Jhhx2mjTbaSKeddpq23HJLnX766fqXf/kXSVNKfuihh+rMM8/UHXfcMeM9vWwt5u7dAVByVy6XQ8VDPp9Xe3u7RkdHAxL1BYoTcc/tSuWbr6A+vCTSw21ftBgqT1LxKDuu61SCVyewGED2m266qWpqajQwMBDQkNf/YxgwNhj3OCmGeFTR0NCgzs7OYIgdKLjBBe1Q8TM5ORmMgfPtzuFyL87gcZqMiguoLKpUqGjC0EEpeJu8P574xbjGORo3gs7nStKCBQu08cYbh0gFKsUNIQuYRKu3IZ+v7AiGC3eHyHh6iam3yWmfOMHuNBion8+RK8JoOrXD/hZ02nUiHk+kXC6HM5Oc2mIsqIBy0MU9nLP3UlY+x9+xYUdixM8a82jc//e+8b5Tgk4NxdFatR/E55TfgMrYEaDLVEAxz9gk1hT0l6RXNjEsTSGUk046SSeddJKee+45Pfzww1q5cqWampq0ySab6K1vfWvV8r21lfhk0omJCR177LHh/5tuuin1qMvu7m7NmzdPt9xyi/bbbz89/PDD2mGHHcL7ixYt0imnnKLBwcFpZYmI12AzOXEuwBOtRALOKROSxnw7r7F4qIShSqSjoyM82cwVY3x8XKtWrQo19hgLzgVCvDbbE82+6xfjRJ0y/aQ/SZKEB7bEJahxCDo6OhoWLNQOi9/5fxYL+QMoIOgIwlivugLFu6MAQRaLxZDToG/OnzJnjD316ThvIgCeScA4eX4h5rR97rxe3kvxYiOAo0Kv4mPKnWZzI+z0H5/1nA0bn/g8SJCIjvEAQECxeDKS9ykT9sQ6UldXF/Z2UBGE/tXU1ATH7wf4+ZEk/I7BSvwQF6dp6CsOAL2qtkZ9TbHWJKWcHPPpQIHXGRvaAyBgDBww0V4kpuR87XGv2LlWyzvxuZhidKfozzsAQJTLlRJxv6fvz5lN1urYiHnz5mnevHlrc4k1krvvvlvj4+N6//vfH1579NFHpx1c19XVpccff1xbbrmlpKnHRfp7SZLoySef1Fve8paq9/EkLAvP0T+GDs+fJEmgWvi+pBQPGE86YTTP3x0aGgqlmDxJSFLKq1Muh7GEViIv4TkCashpJ3XzLAwciCNPR5peVREnpp1TRfHZJ0BpI+iEPENTU5NGR0fDGHoILSlV9YIBA/14gst3X0OV+HEDfJ/Igdfa29tDPgYH1draGtrru00xpk6feNTlFBBOwFE/Y+ULPwYVUgWte54JmorrOBJEF6ny8f0GXp/uzlxSKinM3gn6MT4+Hsp2PZJzSjKmlhgTz+NwHeaqt7dXra2tqbyZjyVVWVAara2tYQ3FkXFjY2Oq/Bwj6YUAjsahR9w4M09x1Ma+BKIZDhpE72M9dSrVnUB8Tc+5OGVHf6tFD3Fy2ulQUD1RMuPJvPoayefz4eyq2eQVOUDulZBTTjlFDzzwwIzvL168WAcccIB++MMf6owzztAjjzyitra2kBMoFAqpJLGkkC1nI46/T7Tim7Ni+fd///cw2Hvuuaf222+/VFmZI0wmiwn2ungkriQgZI5Pe8zlKrX4XC9ODDt9JE0phVe2eDWJl5CRsOXoCiiCXK5ypEOMOlBY3ic8dTTNoqtWe83TxNhX4Ae9OYfMAsV4MUceakM9EUF5TT59Bk1TOQEPXFNTOejLz6nB6TK27khBhxgEHBsUoKNJKBvvU2z0QMAe/fh7tM0jEc9xUPpXV1eXOibaeWff5MW1pPTzBeivOxp00SMBpxvQE0++e/To9CbOr6OjQ93d3aHwgH64AeReGG0/9z9OxLa1taUoT8+XAEyYJ6+Eg3bCeXnCGt3w3bWUcXqifCYaB3HKFpDCDmnWfcySoK9OHTqI8z66jjNuzBsOzEEAAPB14wRW93GUBx10kD74wQ/qM5/5jC666CKdeuqpmj9/vrq7u6dxXyMjI+rq6grGf2xsLFA/ePyurq4Z73XGGWeEOt24zrcaFRRXeMQIggmPUSSIAVSOc3EjwKQ3Njaqra0tLGAQkp8v4wvLy9Jo8+TkZMgTENY7VeNtivMGjlKgkFxiftMTZyAxymap+mAMKaml76AxDBCblPzsJdpNSOxRlqSUsfJ7xc4H3tt/crlc6jGYXlboSWMcLQbLf3tuA8fmvHC1aitAQPwsAAwjcxRTIRg8HBdIn/Hw5CrgCCcJzcJn0VOnPgETXvLLWHleA4qpq6tL7e3toWrHuXR3jugmkQyGk6SnHy3BOnHazOk/j075cUoFwIXRJHp1milO9jIWsT4jOBlJoa0jIyPhZF0HEDxMiagaCgxdLZcrT4sD8KDvXg0mpZ9ZTrWWVwuOjY0FMDabrJUTGB8f1+DgoHp6etbmMi9b8vm8vvzlL+s//uM/tGzZMs2fP19bb721VqxYkfrc8uXLtd1222nrrbeWJK1YsSJQQsuXL1d9fX2giqqJe252P0IHoWg+wM7lSRUn4Lw+/4PAPWyMqR2/HtdoaWlRb29vWFgoPc9JdQqIZ/869cBiYCH4kQ8saBCRVyKw2PgNIo2Tbb5IvN8YBgw5hs0dFbSYb60H9YD2WWA4cYwwToAF5W0DuWJ0cTKSQrKbyiZP2udyufBMWOaM/mCMaB+Um/PBgAPuU1NTE5yIU0M4b+bSz/h3PfFKIY8AcUJx5U4+P7UL23UPyuzPf/6zisVicLbQERgsIiXXe3SBfRU4r/r6+oDgN9lkk2CESLpLFeomn8+H/nj+x3f/Qo2Ri8Lh0H931J70jXMIOAHXAQAOYAIdI4pmPB2wzeQEPIqij54j4vkQcaTka457+6awfD4f+uxgIM5N4dRwFO4EcDBDQ0MvmaNdKyfwv/7X/9Kdd96pVatWSZJ+9atf6bnnntMhhxyyNpddLYEffMMb3iBJOvjgg3XzzTeH91euXKmVK1dq33331fz587Xjjjvqvvvu0/bbby9pKoew9957p5KpsXiyFQqg2qFaXqWAkoHUmLg44ecJLJJg/hoRAcqH4mHwUVSUC4SBIvqBWywKlNbby+JEvOoCo18tn4Hh5ewY2sN+AV+YXmsN6uR6GBKoAIwrOQBHcSxM6BpHPRgc3wCFEXjxxRc1MDAgSers7NRmm20WDPfExETqKGPoIagIuFaQNuH64OBg0AGnC5wXlir7QkDCjEV/f3+gbXDYXiTAoo5r7CcnJ7V8+fJw//b29lSuiznziMjpKqcLvFKMttFv9MX1IdbFmH93FO6J2pin5vOTk5OhkMCpTY8YAFncG2rO91E42HCg5ddzA+/7AuibnzLLd93pS9OfD8J4e/RNexxMuB5w3TiCjhPNcVTK2qEd0LL89qjI+13tXrGslRPYc889ddZZZ4X/d911Vz3++OP6r//6Lx199NFrc+lp8vjjj+vhhx/WQQcdpHw+r69//es65phj1N7eLkk6/PDDdfHFF+uFF17QxhtvrOuuu07HHHOM5s+fL0k69dRTdcMNN+jjH/+4SqWSbrjhBl100UWz3rOtrS04ARQcJ8CEOv/vIbvvhHQe2BcAKBCj7rSNV1S4coNG/BA0DJSjLM5p55yUarsiUWaneZzS8lLCak6AMkwpjU7oA8bQr4UhpUoHJ8Dioo1UzvjBaRh1FrWf5y8pdRw1xrW5uVn9/f3q6+sL/dp4441DxFMqlcIhXexD8AoSkBa0AmPsh5BhVHgP58VcM16eyygUChocHJSkMP9Smp7CAaBDjG9/f7/6+/uDUWhvb0/Rhq5DXNOrYKDRHJg4n53L5QJtJFWOwmAO0AmP8lxHieQ8j+WODB10BA3qdyfFuvNx9LJtzynQb9Zl7AAYQ8BFDOD8/CPe84jOIy9P2DqwYrwAK77T3cGA51Roo68hPu+RYZxPlCpH3ZMXiOcSh+NOuJqslRN4wxveoFtuuUXt7e1asGBBeO3nP//52ly2qjzwwAM69thjddppp2nnnXfWzjvvrLPPPju839XVpe9973tavHix5s6dq1wulzLyhx12mJYsWaJPfepTGh8f12mnnaZddtll1ntCsXiY6aEhCuYVAf7blQ+licVD9XgHMiG4I00QrO+kldIIHkPDiYl+Fr0bXMSdFUrmvLXfx9+TFPrJQuT+LGjf6ci4lEqlaTkV0B1KLSnwqlA/TuNI04/KhlbDkEAXVCsLxMHgNP19IisoAhYsx2g4ovQdp5JSRpaKpFg/PKcCHUXJryNT3x3qlKAbfOeJQaQYII8MiQK4riNm9CdO1LuOe0IYpIoDd0ONHsccu1QxhA5maENzc7P6+vpULBZTTsa/w1jSJy96oN9xEtTXHU7Aq90YWz/bCmONPnIvHD5j4pQRa5cx5Pu+Pj0P5JGyt9HH3JPJrN26urqUfUFX4mjeHfRLyVo5gR/+8Ie6//77dd5556mjo0N77LGHttlmGz3xxBM65phj1ubS0+SQQw55SZrp7W9/u66//voZ3z/11FNf9n3jiXKj4OjJzxjx77J4fdcentu5Q8JRaCAUzsNMp5ekNHKgfRheErBxyZ+kkNgkyYeRwjm4crNg3Zg6z007WISErvCuXrngqB4OmUinXK4cTMYCqq2tDclinAR9qKurC1w2Y8znPJzO56d2STNOnZ2dITnLJiyMGeW6RGqE8k4BUcIbHzvg0RMOhSiSxcocwc17pDQwMJAyElzDHRQ5hc7OzjAenZ2dIT/kiUz0BQMXR6lsOHLE7rrmdImUfqKVJ10xjv6oUiJYN/5EUp6oZn1QxskawBG7o+U7GEkMs1NyTs159OF9wGCzd4X8lD8QqqamJlS/+UOOAGc4Is/JkTtxwMf7nh/zqNjzRx6R009fVw4emBciSmhFtw30lTbNJmvlBBYuXKj//M//VLlc1u9+9zv9/Oc/180336xzzjlnbS77mhF3AEyuI69qSTufCOccpTS6dpQM9wui9Fpx9+ReFuoOIL5XXEkjKbVwnZriuyTcQOlU5sQOL44i6BeLy50AP37YGONEZZCj2KGhoeAEMBhsCGNcaD98K4k2IoY4Ysvn85o3b940pErbGM/6+vpwfzdaPvaUT7qhc0TOInV+G4dCdMK8QgGRPBwZGUkZC/QPqoJF3dHRoQULFoRSWvJWMeL0vAnVQu4IePyiO4E4Eoz7j677wX58D6fu5dPOocfUqAMaj9pqa2tTidO6urpQ5eRJT48EnI7y9cKawLDyeUlhZ38ulwtHVLMOWR8xHRdHdB4tALTcWRG1u3MluvPxBBgxJm78PQ/mR35ISq0tj84Yj7q6qXPCZjv6X3oFqoMmJqbOqdhpp52000476bOf/awuuOCC1Emir1cZGxubltDzRKlzmlLaezOZeH/4ZibLw2yoFP8dh/5+7C+GzMWTWRgbeHV2p4K6qSrAqDly9hJWpwZANhhWj4z8PUeyoP/4B0X2ighPzvlY8rcn2yQFA+xjT0UQ/SOU9vCYfjr/Tx8poWQh9/f3V6XwuF+5XA7RBFGOJ76XL1+uZ599NoVAef6rVzkxJr6IfV7RNeaspqYmVP1ISj2fF+ePM6f/9Bkk7nktxrW1tTXopFOhtMO5eadTYsrFc1S03T+DkyR/5MUNklJ5Ac9lOQ/vesjnvaQZRxgjbs8NUBgASPNoAtoI4IKD8vYyX4hX+zl94wctMj7QPQ4yPVfg4+zUka9HxjneO+BRAMfVzCZr5QSOPfZYnX/++Xrve9+rd7zjHUqSRFtttdVLcu2vFwGBYeQcvTrHJ6Xr7J0GktKIxDlF9/oYYJ9IqfI8X98dS76A+0qVjWgoSENDgzo6OoJRamlpCaiPa4IOQdaEtCwcj2CkSsLLlZGFFVddxLXt/j/3ZIejJ9r8fo5qnOpgnLzMz5PVGIVyuRyevOWAhU2E3n4WLYaI2msP6X3Bs5BxXhhoFrskDQwMhEdbYuRIWPuZ/o7wcED0n/v75qampia1t7cHlE//6+vrU4extbW1haMPvEaeqBN9oN9dXV3htebm5lDeybzEVKEbWuYvRrE+Zq738fWSJFFra2uICLgu1Jl/z52RVInIMYRe4cN9nHqTlJrrXG6q0IJqOkmBh2fteQROZOLrlPt4CTRjHOdRPOphXXk+zx2dR5XoA/3Aufh7npNpb29PgYWZZK2cQFtbm04//fQwsLlcTuedd54222yztbnsa0Y8EnDONDZO8SDzv9dDu6H05KeXHmLcWFx833880+/8otdESwohuieb6VN8LXdC9fX10+qY4/cRR1eMDUY/Pv0Sg+tPnqLd8RiysOI8gxtmkC2hNOiNtrsB5f9yuVLS6vSdo33mBxrGUShtoq+MI9zsyMhIqKppaWkJ8w54gHvmYUO03e+PYUTi6Co2nFLFSLv+MG8tLS2BthkdHQ3tdDqRvx1VUlnlqBoqw/NVjkq9gsUjAe8bAADD6G2N6VPXB4+8uS9PHCuXy6kjoj0fhE6y0czXJ6CFyLe5uTlEx37vmL5iDcSVSw4IPUfkPL6zB1595+318fQxxCktWbJE/f39IdrzDaE4AA6Yw2nMJq/IjmGf6Fdjj8CrJSzeahMlVRaPKzOT7RubPCFIdt8rCCSlav2dPsLQ+KLBQYAOWZjsN/DQUao4C6eBYlTkyTwP51Ey6IZ4o5NUqU1PkiRw3Bhjxod+gZRoC0k6NrahsNAA1JBz5IQbbq7r6BPjSBIVB9XY2BgqpqBUmFOPIrhHHAl5NOSLlfN0SGpDQzHXIDFHrYVCYRqydSPioMqrUjxng6GCtsDJMz/l8tSJtqBr5otduPw4XUnkgsNyo8L9JQU9oD0UNPgxHKwVTwK7IUSHXTcpm8VRSFNAs7a2NrV7nIiyWCymnifN8STxPgWPjhy4cQ/aSMGEtxH98WtAyTIuOEQv3/SEMNf3cmnWLklw319BP72yzNfWX//6V61cuVK5XE6tra3aaKONUqXr6BlVZ6+KE1hfBTrIQzdCOUnTFMk5vthI8+Mbp/L5fKgskJQqQfOyPue9nSaCY4+TbI5a3QDETgBjibFyqouFDIeNkuXzlb0IJNo8WcaZKdBWtIGF5aWcoJTa2lq1tbWlkGK5XDkyt66uLhhYnKpHVp5s9cXvRrO+vvLcYnYlk7TD2HEPdzTOtzpqpU+MKQsUuqarqyvQcF4BQv/dEGFEeJ/5ph8gOr+OOwH/zemzGJbW1tYQ1Xh/0EN0ib0lJBnJO6Bv6APj5vQijsp30zunLVWAiFdP8Tr9YW+Lb9KqqakJjgDnhxPg89BkRDzMOc7YKRqPWOLoxXdO004oNklh3eAE0E0iCqKKeKMjhp3++9pFj9EDjyw8T0AJ6/j4uAqFgvr7+4Pt6ejomOZ00TOowNkkcwKzCOgYgx2HpXFSCFTkCaWxsbFUmWNnZ6c23XTTMLkkI/2Ih5hX9EoXDLyUfjwfVIkjXBaOKyDtjlEwC4FFSx/9Qe3c0w9V8yhQqhy1wWLge/n81BEGfM8XjaSwA9aPdgads1kG1Iu4E/DvMC8YaPrGhiCv1uD6zB3tZcc3fcKhEVXU1tYGOgKO3Z9DwMN3/PuOwnGatBUH687GE/XuoHFuntj2wgI3yMy97x0hj0JOyvejMC7VaE8iRubIE53Mg+9DcQPkyD8W3vPEP/d2o+Zz5lSolC7XBvGT4/J7ekGG67lHeh5dApZYozil+vr6sI+FijGcCCDKk77x/hzWLPPnVWc+9rHjZx3hFKB9OA2XclqP4l/x5wlsSEJ4G1c2zKTIMdrBSHuYLU1NHEYApQfFkDCFlmCxebkohoRqD+5JdQoVIV494AvQk1NOcxHiukHAmHiyOD5KgegFI8pY4AQcORNa0w/GiQPP2tvbw9PPWIQYb/oVIyYcD5RBkiQh98EOUxwKiAtnTojOXJBoIxpgrJgH5gmnQqKVqIlFSLRDItgjj5qaqUc2EhHmcpVjGpgTjxCdugGQOC0CpeB5EOrD3QnEEYtUOeY8Psojznlh2DiFlXOFnPJwZxUb/ZgOcgDBunEaMgYJ1ehQpFoOjs/Fkbu3JXYITsM46CIyraubeqYCfadE06MqolHWgV+XduO8PFnNa97euE/0q7e3N4C71tbWkADu6emZVi7Mup5NMicwi4B6mCRHXiBIPyLCS9686qRYLIaHZbN4UQAWqS8SD5F98t1wOVcoKaWIhM2E985xSkotNv4GPYL8PcwlpPaEMgYMJ4aS40S8woEwHKfqCW+4fq7V0dERDiT0DXZETKAlP2rB0a8bHmgXR7gsiGr5Fa7lxsodOn2lrp8Et0dRoPdYvACgGvdPUhsUiyF3YEHbcDzuGIgcm5ub1dvbq5aWljBnzz//fHhOMGMvVcpi4cFpOwbfnQGGjTmk9DBO/rpjRao5BtdtdB8AExstSl5pK+vB6c44gvWcmBt/1irX8pwF84QDwAnTf6J1+uyn4RKtcj/AgDtVxsajb5yM5yCcvoFFGBoaCoi+p6cn7PPwKKytrS31vAWP9maTzAnMIp6Mi1FBuVwOjyoE9ZVKpXDAmyePh4aGNDAwEKgER0KeFHQP7oYEZ8N9441pKA45DIwaisMiZJGB3qXKQ+X9xEjfEcvi8BMK45JOnInnB9ypwTdj6Jubm8P/nmAkkZnP51Mnq4LCWRwkkr16AiPFPTFmIHdJgctlwVI5whwyjo7MJicnQ3KNxDbHG0xOTgan5BU6GDLawngSvTFX7gTq6urChjpec+fCfI2MjKivry+ACtA4u7LZpdzT0xOS4MuWLVNfX58mJiZCROKghXllrJ3OcL3x5GVMG7lRjyMAnyevmKJKywsUmCcHXmwW9KojLxqYmJiYlrzGiNMP7o3z5vsxcPCxdhCEbnu1G5E4rw8NDaUoRM+NAOA88kdP0U/+dpC4YsUKDQwMhHFyx+1gCnoSh+hgJssJrIWAhplAFgVGDtrGk4l4ej83noRkTU1Nahs6xtN5bBTWnYBf25NKPtkkgqBQyuVyCP25HuiEnZ0x6sdAkASkkgnF94XpyW4WHIpNG/14W5A2lALXqaurC8/4ZSz8QTFOk0iVoxPa29vDonH6wKmCOXPmhPGbmJhQsVgMZ7zTv76+vpCMjCM95+6Z+4aGBg0ODmpwcDC0ndNLmRM/20lSykF5WSuIlM/gZNA90LhvmOIRjxwzgYOkUqZUKgXOmJNkSSSWSqVAWcWODmflFWLoKTkXf5ASc+WUDobLixlcn30d4QjdAONo/Dr+ECIMLnQU7YAGdZoQfcfhAeLizXReEozDI9Lw8aAvrCv0252bR8cY5jgHhc6SP2DsGSf0FT0ZHBwMz/h2hwLXz30bGhpSe038oUeZE1gLibl0KX1ePkqEAYmrhpjclpaWwGsTpvN9T+hxbYyoOxcWLUhwaGhITU1N2mijjdTb2xsWCYrrYatz/CAUP+eFxeNoj0WLsKi8dNIRjisy3+N/QtdyuRzyC3DUGDmcJYoPOve8go+9GyEPd50DxeCwqYw9Ak7b+VHGLDzPj3iinYXb0tIiSakoBeNBslia4oc554eKF4woyB2kOTg4mNpVzth5UhkOuLOzM+WU0DUcJDt90TGOqZ6YmAiP0nTQQB+gNeIcBBvHnOJ0SocxdsdPNRJG0ZOeGG6PLLkf84oTZDy4HjkeroWh9SS6gxr+JmeEsed/N5Y4Oy+3dB1zyoa1DOijHx5lU5jgSe2YynXaijU0NDQUjhrv7+8PdClrlnVAFIjj572YksvooLUQdwIzVUvA5TpadHSUJInmzJkTdifiBPzMk5g7hM7xYxZiBRkcHFRLS4uam5u12WabhbDWw3Ou7b8xXPDqnnjmN4jDhcXiBoJ7eWQQVyexWDmwy6s4KGGDByfRhhMYHx9PKX08/tUWKPcF+Xlk4iicRcUCrq2tVV9fX4jYGhsbw45rDIuPiT/UJ5fLhWuC3DAsUIMYKozhsmXLUns82DuBMZcqlBB1+bw2b968UFLLXDc2NmpsbCw845nrSlOH5mEsqKdnPKRKaTLIHCTPeGLI3HARcfGb0mPOsqFvRBj0jbGMnUCcW4mpUT/uGwoLusXRvwMaXmPs0BlP8jNGOCuvrKI9RGF8jnkhYgCFe9k0n2VMfW27I+Vz/kPVEfkywILTf/SRtrS2tgZwwpz4uplNMicwi+CBnZ+VKiEyZ48QcvkCBlWNjY2po6NDnZ2dgeLwGvp496U0fROaT6IjBwSjxWJjYcFVYzQx/l6GSVhNGzyEdQNfX1855hk0Rd+JciSlnl3AeIGiV6xYoZUrV6Yea+khrgv9rpZ0dfoM8cQvY+tj4QlBruPJZBJ9tMdLPsk/YNiJZvwEVuePiY58vpzP9QiD+Ynn1Re6bwSkf+QqMLggdd6nT+wexQB5tEdE5+PFHNPmaolfR8POS7Mzl/0WjA3Uxfj4eCi1jFFw3Gfn98kZMYc+Xg44PALAcHshAGPj+wWIeB2MuQ657sWULbaB/jkd4zbAqbc4h+JABZ33c62wLT5WTgmxhtFPnI73pZrNcMmcwCziZ5uzeL16As+LEnGKJdwvNISHcY5EPfwEuTKBTU1NgaNkYlEkEDRInsXPxGOAPdEH7cKDcuJEH4YVhYHT9VAbnhYj45VRoG2Srxg6+ixN7QVYuXJlOE+HRLT3lQ1O3M83JvmihFJiQcRUgKNzqXJSJYlp0CAIkIS+Jyn526/vpYWOZhlr8gK03Z0740oVDxQHjpiICOPkJafMBboX50k87wISrAYyKGhAJ71QAMfnCVvOH6L/6Aj3dnoDzp1SVGghDK8nynGILk4DeTI2n8+n+HbPL7ix4z1PXgMk+E5s4NFRT157ZO5Imv+d7sEZQnH5+gEEMp4eqQII4+ovnDHrIaZ3oMN4H8oYxxoDHV/LM0nmBGYR6tlRHCltFDs7O9XS0hKe4+k1w64ATLyXw0FHtLW1hUXqyVI4Pz98DcRZW1sbOEAQIM7KUZAjNhTVk784AZTPF7crP4sIVEciDgrDjTFK7MaMcSRRWSwWQzlbd3d3QDJ+9IEvUv9bSp+x784KY+boxxEnzhWeHgeFUWKXL6jMv+d1+CBmNooxLz09Pert7Q0bs+JQnvZMTk6qtbU19AdjTD6CcWtvbw8GC3Eq0ueU4yqYD/TIAQGoEkPR2NiojTbaKHD+jCsFBWNjY6FyzOkwjwY82sLB+YF6AAM3tF7ZhWDQnaZhzJnTpqam1MOKQOIeCbgOoBfMG593GpbxrEaZeH8Ze3cobg8YK9qGkWcM4pNFPbJx8Ee7pUoSWaqcG0QfeB/75J/3CAC7MptkTmAWeeGFF9TR0ZFaBMViMSBY5/n4kSrnlnt4yN8Y3tbW1tRZQSiLb1JiofE/k8zfHkk4CnIqxpXGnQRGFUTtZa581hcgCuXljiA15+Z91yh0Ej9QAeVyORxs5mV0Xpvu1I8vBkfVrvAeAcTlikQm5XI5tQuc6+GcoYZYkIyXU03uBF544QWtWLFC4+Pj4TGnMa0So1PGnk1F6AS8NX0GfTvy9bJcJKZFPFnKtdDFsbExFQoFFYtFtbe3h0SzO9h8Ph+ckVQ5Lh5j7mOHoXM9d2PsRpqcBIl/10N+4sjUqRmqY8hR0EanhviOG1PPF8X5DIBETLn62Dq95OsKh+A5hZj/9wiaSI/P+UY/JK6qQh8ASUQUrheef6CKirmnECPLCayFFIvFEBZ6qA7y9tAO48HkO4eL1weJssUbNOgLzTctuRH1pC6G1JGJc8fU+sc5BUeR/A2aYzGjqN5XT0bRJowhTgR0xUKOE7bQHt3d3aGNbL/HWGGgY1oAhWYcEdqEoeNzTlGwAMmPwPN7OaikMMc4XqfWnFbAWJZKpbAJkCQoT+piDr0CC3TrTpz5d4c+Pj4eEn2+X0OqfuSBG0DGxGkM8gKSwiF3PMqSUzPjKijfW+LJW88jQLfxPjrhxsl1Bl1jzwhj7I4+PnfIOX0iNu6FE4DSQ19Zk6yfWAcdeVeroKn2eR9nz9UxLw48WFdOPXkC2Mu8cQJc06M4B2ENDQ0hskSHoUy5LmuD72JvvLJxJsmcwCzii8mfROUlgo4MPYmMAWJXKZURVGdgEPxUTecYHan6RLoR5/0YAWFUHKH7j6MnD1kp83PjGB8gRyjrnHvsBLh3nOjmVE8/RsGjEl88sUHwJJsvNAw1ix4qgz452nIKwkt/cSIYOE+mM1bMrSNa+uZ9dKEvOCEQeVy3jUPw0k53ABi6aolUFrpHAvQT3QGt0hY3mK4TsUEEXfrDbHp6elKRgI8j7SaqIXfkDpecFs6J77h+xfrgfUJncZZetuqf8/lwSoX2kFRHd51WQrcprmC9e1Tja5R7MYbxZk5vF+uNPvg1MORxFI6tIFJwR0t0SLu8zzEInEkyJzCLdHZ2hkOZ2HTDRPn2dkeoTLhv9IiND9EDW/39VE3nKJ0OkjRNaVzhea2awa/Ge3JdTmOkqsNLFVE8T5650fWIgPth3D3H4JU4fNZzEjF6clrL2+35FEdmGLzJyannAPPcVd9Uh2Px8fa9DURpRG6Mj/PftIEF7ElrP7+dsYGewnHX1NRMK1XFcLD5rZoj53rMRzyHPj7cH0MmVZwfeZh8Ph/OnGEOXNe8r2xOw5HFzs8dJA6HMfHqFq+ig9rxslCOG2EMYocK2mWt4QTc2Ppn6Y9fhzaSzykUCikAg05CiREZ+1pDf10fnaZj/wUb0lzHfDz9e3zOI3ZoIHdQGP2YXo739tBexvSlooHMCcwim2yySUi2OWKvqakJG5180bhQGeTny7vhBBH6ueJ499gBuJJBWUgVZDdTGVicBKsW6qLo/rhD5yZzuVyoUsEos2Cgp4gMpIoTxCjTTi8x9fDfF6kbP9/y74vaf+KQf3JyMow7iU1oBM7hiXeq+iIDibJfgXnxsklJwZCRZJ6cnAxVVyA48gpxDofzZtxBgbIp+fMIiHH1um93Toynj38cSTLeJL7Zp0J1GXMD+nUHSdlnqVRKPYkO+skdhlR5YpcjV4806X+sC364XgxafM5pH1GoO2za4fPKmBDB8R1AjzsBL7BAd3K5XKD1amtrU+dZ+f0YL59bp4g9ioFR4Pte1kkkUltbG4o+sA1+VDbOqLm5OexncYbAqdm4zbFkTmAWWbFiRarsjcmRFA51Gh4eTk1gfB6Kb2jhb68cch6eyfWwzo2xI35/DUX00BaukUUWV3c4/YS4kfQa8nh7fxxyx8ksd45epunJX2+TJxDjtnqbGDeu6eE9/WH8ibgYd4wdBtMXCw7J6RKp8pB4N+jOgYPqmG8WHvf16MYRPs6T1/0wPK7lCVOvGCEScTDghpPPOOr2PSwYMxwjUeuKFStSeRTfx+ERykwUQ7XIlD7FdFZtbW2qTNejRnSB7/vGNe4BSPD1yDrFAbju41zccaIXjJfnnGi3zyFRs0ckcf9Zr3D+7PqF7nNd9MjB7+vFHlzTc5C+zpxGZJ4cAMSR9EySOYFZhIej8CATlC5JknA2++DgYDA4lE1Sxw9SjJ1AbNAwZHCcjtwRR/X+GuJOQKo87csRkBuT2Amg6BgPFN631XMdjJ0bYUdkXNNfZwF7Warzq1LlrCZepx/uBPwgLZTdIxoca5IkYcGxQQ6jzhi7UcE4ehLXnXRMybHQQbkY+3K5nDphM3YA3MuNEWXCGPi42ix2AowH+ugI2p2vJwuZNww/Yy1VHjmK88TgMj7uvGZyArGTcEDAb8+9UOAQO3yn+eIELvoPrefrkTyNV+cwpvH4SUrNA3PKGmKs6DffY25wrJ4nYo27EygWi6ESKp/Ph0pDT9hyoF2pVAp5IChoz0ehBz530JE8VIb+Ml5eTTibZE5gFsH4k6yBLnCOGIUn1AVFM1lSxeCywCYnJ8OZIPn8VN005wvBdXqCivp8dgdKmrZYWBS01RXTTyzkuzFX68lFFpZTDU4huYGKHVHM/zqVQr/427lfjIQjcTdoGCkPbT2E941b3BdHDG/KWMVoNU7CMvaObHEG3p+YWuPeUvr5s4w7cwBd4lRILpcLBkFSQLteMux8OEDDETI0lOdoGFun8RiLXC6Xeu6Cj69HAD427gR8HLzKxfXT9QNwE+8Irsatc494D4KDDebTnToOEmfc1taW2nDnxQKMWTVK1xPt5XI5UEdc34EBetbW1jaN/nE9IRmOs+A9HKOfZwR4Yz7dMfkmS6Ipr1R0J+5zMZNkTmAWcdQHAvGjIli8g4ODwQk4wvME4MTERODnxsfH9eKLL4aEW5Ik6uzsDBRTLpcL6IHIgpJTrwjwRCCK4pwoyBOj4IrniwvDRXhMKWCSJKl6dhZcTEvhhHyBxFUhUsUI+I+jnWp8dpwMdCfnqIxxZbzjkN0jHr8/Y4TzcQfvQl9Y5E4VsOC9VJLIgwVKW0Gg3g6crj9bgegFYxMjXqIPhGsxfg4EmCs36DHHzgY358Fpo++w9Yg05uHjpDHz6Qbcx8zHE3QcGzHGNM6h+bMi3JmQD4L3x4FDB/nhdowbxtMdHM4ql8sFvfKnBXqEJSlUdoHWqQYbHR0NIITcS01NZWMoGz4d2bOnwPudJMk0JyxVomCPGGgXfcoSw2shIAwQMRNGwhdeE2ThZ8F7AscfyCIpRA7OF/pRDHzG0SFo1xcv95JUdWG5MXc06ujajVtNTU048dOpCJR2pqQqBsCNsaOPOGyOywA93+Do2rl+fjzv4WF1tQjEaROpwlEzNtA+GFDGxykIj3xiqsQpAEddVN+Anp16a21tVVdXVwoJu2Fjrp1ao72MtVNaXo3kRhfjhtN2h+P8eNxH3/iFYySH4Egznif+diNF+zw6i8cZxxCDBgcYDlac9nO6ijZQ3MD4jIyMhOuRxyHaRv88Qo0dAfpMYpvjYNw4o391dXUhv4MTiJ9z4Gs8l8ulNi96X5wW9LVRLfKmsMCjaMBAtSgnlswJzCJw+Ewm4ZdUOf+dhc0Z+XHiiYXpIXS5XA67UwnP2QnIWUBMfm1tbdhdzM5l7sEGEhAFm8icv4ZvBEk66sPwkJtobm5WZ2dniCxYtKAiQmnQsxs+56A91+AGyBcd34sNt4+hIzdfgLTZ9xo4p4ujKhQKGhkZUVNTk9rb21Nn4Dj1RT9w1n6MN69h3J2TJ6ksKYx/W1ub2tvbUw+z4SwdDBGokfHBoRBlei6C8YwTzkSKTgW4s8PZxmg/pgqhnBw5or8x3UXZsydgnfJzYCClESl9jSt/3NnH18BZxfSg55yo9ffzp6A/KQbg+q4/fA4nzn2lKUNNRMHn0elyuaxCoRD0A6fF42DRMxyzR0nLly/Xiy++GPIE6IvnZzxi5TXmwsfBKalyufLgIqIO39n9UpI5gVkEzw6XRxmg10A72kehyAmAAnyDEJPmD+hg8YNKPaSlBIyog92fSZKEI5dZiI6IpHSUwEFyKI8/IhHkBMUFbUU/8vl8Kvyl/4gjSke9vtjjBKZ/xw2eV70Q/fg2e8o3QT8kGWMOGbRF3zC0tIX/caq0g/HwzWaeE5IqOR70gmiut7dX7e3t6urqCmfXoxs8eB506ZERBo8kvHPQbpih66AmndLCsTqyxTkCBJzK8w17zBWGJ3bEjA/PHyiXKzuq0QlHrO4sPSqJ94Q4KPJ7OpqNuW2POty5QWGxZv1/5pC5pXwzdi4eSfk68eMYnHKKcxRep9/c3Bz6xPV4FsjAwEAAgV6xhY1ANzHqrp/ohIMu1r6fe4Wuro5kTmAWIWHr4Z3X5aMoPOkqn88HqsgXjiMNr/7xIxMwql4V5NQPuzYHBwfDtnEPY+OErqMmlMVLHp1iqUYH+GYmFgZ9YmFVCzcd+WHwvTqDzzhdw48/icw5fcaatvLwEs9VeGKQ8eX73nYMcVxR4213J+qcvxs7Fj2fw/jz0G+PTtyRDg0N6cknnwxVHW1tbakKIqJCqD+ngOirl7T6dzFS3n6PAP18Kh7jSekixh99Qbdpe5zIdfTPa1KFluNMfI6l6OrqUk9PT6qNcQ7LxSMWByPuQOIfz194FQ0RIuOE8WXuvSAjjp7QY/RGqpRN+1iXSiUNDQ2F9lergIsjIW+XO2iifNYaAA7x/jpt647V1w+U2EySOYFZxHeBenUEwmDn8/nwOUddsYHlO87Re0IM8QVGCM53a2pqUokkrodj4HMgHz/P3DlMFzd0tNMrXXid67gz4XW/hldHuAHlN8ofo7PBwcHUSayMrV+PMfHTKb0fUuV8fNrnVVFOT9FmT0Z6BQtGJXaa9JGa7rq6ukDVeXswHiA0nm6GE+NaID7+5kln3k7Gme/4E81wBIxPjMoZb/Y1cNY/J4TSH2RycjLMCXrlpaWx4+T7NTU1YRPWwMBAeBYzyJyHoHvewh2dz7XrE330PST0l75TBeY7j3GStNPnFgdDhMkx8HyOdsVPRKN9TU1NYZ8QwAljS/EGaNxzZ6xRbIqDNO4xPj4eTqBlkyORA3pBm4jk6CvOwPN95CpnkswJzCL+DAA3EjHadt5+5cqVKaPuvJ0njFEC9/7+m9cxPM73wnPyKEGUnnyFpEAnQYugaJ5oc0OB8jjajcNvJEZ9oN2Yl0ZhuZ5zz54IdVrKSxUZp5iqcIfGQnZ0xGJgcbqDc2TudJUjNUfx/GZTIE6Sz7W1tam7uzvlSBDazLxAL3GAGzwuzjymTLxE1B0QRsqTtnEiFUrO+0HkNTo6GqI51wGuMT4+HgxckiRqa2tLPeHN9QRdwEBCf/kOdElqb29PgRA+6xIje0e25KH8fCHfe0FppT8jIV5bOOs4T+JFBegHQi7O6bfe3l5NTk5q6dKlWrFiRXgUqlOWgA/fTyNNHUWDQXfgx3zyN/PE2nMWAt0AOMTAFBDITxYJrIUsXbo0oARC2u7u7pRyOt0BXw7y43NEB6BH8gp+gBqGvVQqpR6HR0K0trZygihK6aV7jiadh5QqiSWMLIqPYpJkJOcQc8M4MC9DlBQQbalUCjXOLChpyolOTk6GMlVH5E4DeZKLvIYbmJgHBgm5wXfD75UbOByu6fkId+xQMVKl1NM5V+ba6/r5G6PM56nhjxO2zCkImOcsYJiq1XxjLP2Yg8nJyRT155Ut3N8ryVzvGD+eR4FRxzHmcjkVCoVQwjwyMhKMGZ/1/TKetwDFMlZ+cmtdXV3qgSjoP0YyBiJShU4E+PAd0DEgI97f4Q5QqkTW7lwQ1g7GslAoBJqss7Mz5Xg8h+Gb1XxjINGIR5W0wbl6d75eNkzbPHrs6+tTPp9XZ2en5s2bl/oc69gdHg4fejWLBNZC4DSHh4fDxDJZzsW6YaFKCK4P5I9hbGho0Jw5c8KGD74P2oOb5JwZ6AOMTk9PTzjzxQ+OAhHFHCsGmLCQ60kVzphHELLYq5UQenTDYsBBOq0RlzkSBktKLc5qFTBSpbLFeXxf0IwhC565gNrg8DjGm/tzPcJnxBPGkkIo7eWIsRMAdXLfmpqa8B0MsZdkxnwuTgDnhCHP5/Op5wg4zVYul8OCJvfkn+PaXkvvc4auUITgj510miOXmzqJld3w0Diug8wTQIN+5/P5EMGRLPcHxHANB1D0DZ1Db/11DC1Opb29PThJPkv/pOm183Fk4Ry976VBdyQFg+7rNC5XdieAcYci9MjUWQDfMe8Jc77PuODE+/r6VCgUwr1wLDgXB12eb4HS8w2IM0nmBGaRuALBw3JQP4uWyWGRodROaTB5lK6B/uFoHfGg4IODgyGpy2JFIXAwngT2sJ77emI5Tvh6Qs1PAGWxxHkNV2iUtxqd5L+hBmKh/R6VSNMfWUi/PEnJ95FquRVfLP6/5y74Ybw82cZ8e+TEIuV6npylDSzgmMf3ahyn/9zZeRWI1/hjLNATvgOC9eiB18kJEUX6nPu9HW2XSqVplIukEPFJCjtcQZsTExOpHJWXdnrlEhGM67H3Hb3EcPs+BX77j1NzfI9KLDZvslmrs7NTPT09qWgWo+xl37Q1nlvaD+1DW4keEd8c6I7Yo24cgY8zkRVRhtN8vh7dgYyMjKi/vz/19DpfE9geXwPVJHMCs4gri4dfGNP40DH+ZjHwORTaF7JU2WmLE6DKCFRAeM316+rqQnjuEQYLD2oJdOjVNF4aR/joSVuntogGuIcbKD5P+716I64CQoFBIywcSSn05Ejd+Uzf6MWCo0TWlZ1x9GRrHJrDK3N2C07UcwJO8zG28flBnpOQFCICLw/2nIYb/IaGhlCNw2e8DfQDp+3GgD0g/pwFPs+plB7BTU5OhkjSk85+Vo0bIn+eArvXKbdE79AfEtfcw8t00UEqXlzXnSfnc65jHhlwLXTScwnuYOM5Gx4e1sDAQDj6fXh4OBh59sA4KENqa2vDsQ+SplXkeK4DIMWceqGE2wnoGF8LgEA35nHuwIEKoBK61mlgKrA4ZcDBidNM8bqMJXMCs0hc3oWysfBAylIFjaBwLGRX6LgcFNTI4vIDpPL5fKg4oarEj0VgMXidcEzBOKXhVIwnRZ0Lvv3223XIIYcExSGKcJRO3zBIHHcLQvLSOxYwtEGcqI2pEqefaK87YRCdc6I42/7+/pRDzOWmznPp6uoKY00C35F7LpfT9773PR1yyCGp63p05cbcf+gLCBpD5Ilr7kuUWFc39ezgvr6+oE8esTiKB2jgBDyhSMSDDvB911OvoYdHRx/uv/9+7bvvvpIU2gYttemmm6q2tlbFYjFF8/jeESgULyV1UOT94bc7Yz7jUYknS2M98L7xeSTm6qEp2ZWPjpTLZf3kJz/Rhz/84VR+g/ElYQ+t62DBIyzGn3FIkqk9O16skMvlwtqO9cTpZKe7uIdHIDjcfH7qeRDuQLBDTrOxlrmmO7YZ7dys727gwgKMy/DcKYDQPSTF0GOUnHbx5wpj5HAcbEYDhcRKh3jlQ0xNOCXDgncKiuuggCQMW1padNttt+njH/94iAQ814H4YmXBs3u2pqYmPIVJUupYDfIA9MXL+Ogr92KcfeMY4wyCBAnj7JgLFjULiMjBF60vstraWt144436yEc+EubKjxVgzJx7xyH4mfyMqfPQOEf4dwytVKFGyFMQoUhKURmlUil1sqk7GsacvtB/py0xBjg/xuE3v/mNDjzwwEBPcG2MDYYFAU2yqRGUDnLFKDm6xRg5leYRkBtDTwjH3DdGnrXnyJnr+OdjdA2Czufz+ulPf6p//Md/TK0V1mZra2vQbXTH9wV5xMRc5fP5cGx0oVBQfX29urq6NGfOnDA2tBFHKVWoGtdtgBMFIKwH7AubRlk7ra2twcn5OnD60HeuzySZE5hFeAAHiMzDR59YHAU/bnhYmHhvR5EYQ44cYAMRvLxTN1IlWeb1x47oQSBxLsMTmI78WVDc36MPp8JcQJiOSJ1/RjkxkpydTvgKcvSEGhw/MjIyonw+HygRFgLllhgup15oL4k5z7v4XDh949U7GC0WJO/5kb4+57TfN23F1AdlfrlcLjh4R6A4OZxbXNbnu6Ld2POZGFE6ssRBscsXI48u5PP5UNYMxYTx7O3tDRELOgTl4NEJxgkn7zQZ7cBxossOGhhzfuNcHdB4/obfbkj9Oz5GUH/MOeBLSh9ZTlvHx8fV09OTqrv36jtJwcF6vyQFurVYLAb9w1j7vgBP3HpSm/aiO/w0NjaGOcA5sym1pqZG7e3tgUEYGBgIR5O4E8T5zyaZE6giGGlPCBJmojD8TcLVy9F8Il1Jc7nK05bcuDkqAU1VSxLSFsJdvL8nYVksniCLnUZMwTh9AfqMabD4874AGRt4cO6Fg/Dkqh/DQKjsOQkQtPcZhOOH0+Xz+XBfP91RqkRKcZUIc8cRDlLlgR3+RDXfs8D4S+mSRae9oEloD3+jG7lcLrTRE6OOfsnd0B9+amtrwxxieKHeQNpxwp45wsBKlSQ3c8e8obtO/eEwKRN2OsTBBYDAIw9JwTkwdn7qJtd1Y8h4cm/AEtdgjhhbPw7aqZl8Pp8CGl5YgGNNkqljHxx8eIkyY1gul4MD5Z78MJ7MnRdd8D3a7GsyjtC4BuCFz/hu5Lj6j3lH91yP0VN01XMXbtdiySUzvbMBy7PPPqvNNttsXTcjk0wyyeQVkyVLlmj+/PnTXs+cQBUpl8taunSp2traXpJPyySTTDJ5LQuJ67lz56ZYACRzAplkkkkmG7BMdwuZZJJJJplsMJI5gUwyySSTDVgyJ5BJJplksgHLBu0E7rvvPr3lLW9Re3u7DjroIK1atSr1/hNPPKHDDjtMxx9/vI4//vhQHoZcddVV+sQnPqHDDz9c119//avZ9LWSn//859pxxx3V3t6uD3zgA3rmmWdS76+v/X700Ud18MEH69prr5323vra52ryla98RUcffbQ++tGP6o477ljXzXnFZMWKFfrMZz6j4447LvX68PCwjj76aJ144on62Mc+pr/85S+p9//nf/5HH/nIR3Tcccfp9NNPn7GUcr2VZAOVvr6+5JOf/GRy7733Jt/61reS1tbW5Pjjjw/vF4vFZJtttkmeeOKJJEmS5LLLLkuOOeaY8P5NN92UvPvd706SJElKpVKyyy67JL/85S9f3U6sgTz33HPJLrvsklx55ZXJpZdemvT09CQLFy5MJiYmkiRZf/v9/PPPJ9ddd11SW1ubXHXVVan31tc+V5PLLrssOeKII5IkSZKRkZFku+22S5588sl13Kq1l/Hx8eQHP/hBsu222yaf+MQnUu99+MMfTq655pokSZLkwQcfTN785jcn4+PjSZIkybPPPpssWLAgWbVqVZIkSXLKKackX/nKV17Vtq9r2WCdwDPPPBMMX5IkyXHHHZcceOCB4f8LLrgg2WuvvcL/K1euTPL5fPL0008nSZIkO+ywQ3L11VeH9//3//7fyd577/03b/fayje/+c1k+fLl4f9bbrklkZT84Q9/SJJk/e03Mnfu3GlOYH3vMzI2Npb09PQkd955Z3jtxBNPDE5hfZDDDjss5QR++9vfJo2Njcno6Gh4bccddwxO4fjjj08OP/zw8N7999+ftLa2JsVi8VVr87qWDZYO2mKLLVLbqScmJnTssceG/2+66SbtsMMO4f/u7m7NmzdPt9xyi55++mk9/PDDqfcXLVqkO++8MzwK8rUqhx56qHp7e8P/e+21lySFrfjra7+R+IgKaf3vM3LPPfdo5cqV0/py8803r8NWvbISz+9NN92kbbbZJnXk86JFi/TjH/84vO/j8eY3v1nDw8O68847X5X2vhZkg3UCLnfffbfGx8f1/ve/P7z26KOPpoylJHV1denxxx/Xo48+Kkmp97u6upQkiZ588slXp9FrKGxPR5YtW6Y3velN2n777SWtv/2eTTaUPj/66KPK5/PhZFVpqi/Lly9XX1/fOmzZ305mm9uhoSH99a9/Tb3PeT+PP/74q93UdSbr7dlBp5xyih544IEZ31+8eLEOOOAA/fCHP9QZZ5yhRx55RG1tbbrsssskSYVCQd3d3anvNDQ0aHh4WIVCQZJS74M0eDLRupLV7Tdy3XXX6fzzzw//vx77/XL7HMvrsc9rIoVCIRzFjXhf3DmsL/Jy59bf31BkvXUCF1544Wp97qCDDtIHP/hBfeYzn9FFF12kU089VfPnz1d3d/e0CpGRkZHwnGFp6pC2tra28J6kdb6QVrffkvTXv/5VY2Nj+sAHPhBeez32++X0uZq8Hvu8JjJTP6XXX19WV7q7u8NzApBqc1vt/Q1FMjpIU8e5fvnLX1ZDQ4OWLVsmSdp66621YsWK1OeWL1+u7bbbTltvvbUkpd5fvny56uvrteWWW75q7V4bGRkZ0eWXX66zzz479fr63u9qsqH0eeuttw7PKUCWL1+u+fPnq7m5eR227G8ns81tY2Oj5s6dm3qfI6G32267V7up60wyJ/D/l8bGRnV2duoNb3iDJOnggw/WfffdF95fuXKlVq5cqX333Vfbbrutdtxxx9T7jz76qPbee+/XxWIqlUo655xzdNppp4VE2tDQkKT1u98zyYbS57322ku9vb3T+rL//vuvw1b9beXggw/Wgw8+mEL73ud47h977DF1dHRot912e9Xbus5kHVcnrTP505/+lHzve99LSqVSkiRJ8l//9V/JWWedFd5ftWpVsvnmmyfLli1LkiRJLr744uSf//mfw/vf+ta3koMOOihJkiSZnJxMdtlll+TXv/71q9eBNZTJycnkyCOPTL7xjW8kP/nJT5Kf/OQnyTXXXJN87nOfS5Jk/e03Mn/+/OTKK69Mvba+99nly1/+crJ48eIkSab2R2y//fahFHZ9kI997GPJxz/+8dRr++yzT/LDH/4wSZIk+f3vf58sWrQomZycTJIkSZ544olkwYIFycjISJIkSbJ48eLk/PPPf3UbvY5lgz1F9IYbbtCxxx6rnp4e7bzzztp55511/PHHpz7z29/+VhdeeKHmzp2rXC6nr3zlK6kStHPPPVfPPPOMxsfH9cEPflAHHnjgq92Nly2f+MQnqu6Y/d73vqd/+Id/kLR+9rtQKOib3/ymFi9erPe85z3613/91xTaWx/7XE1KpZJOO+00jY+Pq1Ao6Oijj15vUO93vvMdffazn1U+n9d5552nQw45RNIUlXfyySdr00031YoVK/SlL31Jc+fODd/76U9/quuuu07d3d2aM2eOzjjjjHXVhXUiG6wTyCSTTDLJJMsJZJJJJpls0JI5gUwyySSTDVgyJ5BJJplksgFL5gQyySSTTDZgyZxAJplkkskGLJkTyCSTTDLZgCVzAplkkkkmG7BkTiCTTDLJZAOWzAlkkkkmmWzAkjmBTDLJJJMNWDInkEkmr7D85je/0Q9+8IN1cu+7775bP/vZz9bJvTN5fUrmBDLJ5BWU++67T3fccYc+9KEP6Re/+IX23ntv5XI5XXnllTN+51Of+pRyuZwWL16sP/3pT2t1/z322EPPPPOMfvSjH63VdTLZcCQ7QC6TTF4hGR0d1Xve8x7dcccd4bGNP/3pT3XAAQdo4cKFevDBB6d9p7+/X1tssYUGBgZUKBTU3t6+1u0ol8vaZ5999M1vfjN1WmYmmVSTLBLIJJNXSK644gq9/e1vDw5AmnpY0YEHHqiHHnpIt99++7TvfP3rX9c+++wjSaqvr39F2pHP53XwwQfrvPPOe0Wul8n6LZkTyCSTV0j+z//5P9pjjz2mvb7//vtr66231iWXXJJ6vVwu62c/+5n222+/1Ou33nqr3vve9+qqq67SiSeeqLa2Nu21115asmRJ+Mzy5ct13HHH6cQTT9Q73/lOff/7309dY7fddtOVV16p8fHxV7CHmayPkjmBTDKZRf7zP/9TZ511ls4888zw2je/+U0dffTRqc89++yzeuyxx6o+mzafz+v444/XLbfcoieffDK8/qMf/Uj777+/8vn0Mpw3b57uvfde3XDDDTrggAP0ne98R7///e917LHHhs8ceuihOuKII3TppZfq4IMP1kc+8pHwiFBJ2mabbVQsFnXvvfeu9Rhksn5L5gQyyWQG+cUvfqEFCxZo11131S233BJe//73v69NN9009dmHH35YkrTJJptUvdaRRx6plpYWXXrppeG1q6++WkccccS0zy5atEg9PT068MAD9b73vU/77befTjjhBN16661asWKF7r77bj333HPaaaedJE09Le78889PPfO4ublZnZ2deuihh9Z8ADLZICRzAplkMovss88++ta3vqV//Md/lCQlSRKqflxWrlwpSTM+fL69vV2HH364rr76ag0MDOihhx7SlltuOWMiOJfLpXILe+21lyTp6aef1gMPPKDu7u7wXm9vr0488UTlcrnUNZqbm7V8+fKX1+FMNjjJnEAmmcwg73rXu1QsFnXTTTfpqKOOkjSF+IvFot75znemPtvU1CRJmpiYmPF6J5xwgorFoq688kpddtllOuGEE1a7LRtttJGkqeRxuVzW008/rbiwr1gsTvteTU3Nat8jkw1TMieQSSazyD333KNFixapt7dXknTXXXdpl112UWNjY+pz0EADAwMzXmvbbbfVBz7wAV100UXq6+vTNttsM+u9y+Vy+HvZsmXq6OjQwoULtf322+vFF19MUVT//d//PQ31F4vFrEQ0k5eUzAlkksksUi6XA/VSLpd1ww03BGrG5a1vfasaGhpSFTySND4+nqrQOemkk7RkyRJ98pOfTH1GksbGxlLffeSRR8Lf3/72t3XyySerrq5O++yzjxYuXKgjjzxSl19+uS6++GL93//7f7VgwYLw+f7+fg0MDOhtb3vbmnc+kw1CMieQSSazyN57762Ojg5dfvnl+tKXvqTf/OY30/IB0tR+gH322SeViL3nnnt06aWX6pprrtH/+3//T9JUjuHDH/5w2Bvw05/+VN/4xjckSWeffXZqx/Ajjzyiz3/+8/rUpz6lnp4enXHGGZKmqo2+//3va+utt9ZnPvMZ/epXv9KFF16Yas8jjzyiBQsW6O/+7u9e0fHIZP2TbMdwJpnMIv39/ers7JQ0VS300Y9+VE8//XRVrv2uu+7SZZddphtvvHGt77vlllvq7LPP1uGHH75G3//iF7+ozs5OnXjiiWvdlkzWb8kigUwymUEef/xx9fb26rHHHtP4+Lg+/elP64orrpgx2brnnnuqo6NDjz322Kvc0rSMj4/rN7/5jT71qU+t03Zk8vqQzAlkkskMMm/ePB111FG66667dPrpp+vcc8+dtrs3lksuuURXXXWVRkZG1urepVJJk5OTL/t7SZLoggsu0GWXXaa6urq1akMmG4ZkdFAmmbzCMjY2pnvuuUfvfve7X/Z3x8fH9dWvflWf+cxntPvuu+uSSy55Wbz+vffeqwULFmjjjTd+2ffOZMOUzAlkkkkmmWzAktFBmWSSSSYbsGROIJNMMslkA5bMCWSSSSaZbMCSOYFMMskkkw1YMieQSSaZZLIBS+YEMskkk0w2YMmcQCaZZJLJBiyZE8gkk0wy2YAlcwKZZJJJJhuw/P8AsFbmarHqhIUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 400x176 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# calculate K Neighbors Density with k = 5\n",
    "knn5 = KNeighborsDensity('bayesian', 5)\n",
    "dens_k5 = knn5.fit(X).eval(Xgrid).reshape((Ny, Nx))\n",
    "\n",
    "# plot K Neighbor with k = 5\n",
    "adjust_figure(5,2.2)\n",
    "ax = plot_figure(111, dens_k5.T, \"$k$-neighbors $(k=5)$\")\n",
    "\n",
    "ax.set_xlabel('$y$ (Mpc)')\n",
    "ax.set_ylabel('$x$ (Mpc)');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8cfbb33-9783-4c0b-a92f-e2667fc94638",
   "metadata": {},
   "source": [
    "The fractional accuracy increases with K at the expense of the spatial resolution. Taking k = 40 instead of k = 5, we see different estimation result."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "97fd2c64-a974-4065-a9ba-a3ac653e4f63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '$x$ (Mpc)')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x176 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# calculate K Neighbors Density with k = 40\n",
    "knn40 = KNeighborsDensity('bayesian', 40)\n",
    "dens_k40 = knn40.fit(X).eval(Xgrid).reshape((Ny, Nx))\n",
    "\n",
    "# plot K Neighbor with k = 40\n",
    "adjust_figure(5,2.2)\n",
    "ax = plot_figure(111, dens_k40.T, \"$k$-neighbors $(k=40)$\")\n",
    "\n",
    "ax.set_xlabel('$y$ (Mpc)')\n",
    "ax.set_ylabel('$x$ (Mpc)');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "491aa0c3-5c70-4abb-927d-f4d18002b2e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x352 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "adjust_figure(15,4.4)\n",
    "\n",
    "# First plot: scatter the points\n",
    "ax1 = plt.subplot(231, aspect='equal')\n",
    "ax1.scatter(X[:, 1], X[:, 0], s=1, lw=0, c='k')\n",
    "ax1.text(0.95, 0.9, \"input\", ha='right', va='top',\n",
    "         transform=ax1.transAxes,\n",
    "         bbox=dict(boxstyle='round', ec='k', fc='w'))\n",
    "ax1.set_xlim(ymin, ymax - 0.01)\n",
    "ax1.set_ylim(xmin, xmax)\n",
    "\n",
    "# Second plot: gaussian kernel\n",
    "ax2 = plot_figure(232, dens1.T, \"Gaussian $(h=5)$\")\n",
    "\n",
    "# Third plot: K nearest neighbor with k=5\n",
    "ax3 = plot_figure(233, dens_k5.T, \"$k$-neighbors $(k=5)$\")\n",
    "\n",
    "# Fourth plot: exponential kernel\n",
    "ax4 = plot_figure(234, dens3.T, \"exponential $(h=5)$\")\n",
    "\n",
    "# Fifth plot: top-hat kernel\n",
    "ax5 = plot_figure(235, dens2.T, \"top-hat $(h=5)$\")\n",
    "\n",
    "# sixth plot: K nearest neighbor with k=40\n",
    "ax6 = plot_figure(236, dens_k40.T, \"$k$-neighbors $(k=40)$\")\n",
    "\n",
    "for ax in [ax1, ax2, ax3]:\n",
    "    ax.xaxis.set_major_formatter(plt.NullFormatter())\n",
    "\n",
    "for ax in [ax4, ax5, ax6]:\n",
    "    ax.set_xlabel('$y$ (Mpc)')\n",
    "\n",
    "for ax in [ax2, ax3, ax5, ax6]:\n",
    "    ax.yaxis.set_major_formatter(plt.NullFormatter())\n",
    "\n",
    "for ax in [ax1, ax4]:\n",
    "    ax.set_ylabel('$x$ (Mpc)')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06ea01db-4bf3-4051-ab96-e9a66b1a2639",
   "metadata": {},
   "source": [
    "<h2>Use Gaussian Mixture Model</h2>\n",
    "<p>GMM calculate the underlying pdf of a point as a sum of multi-dimensional Gaussians using the equation below</p>\n",
    "<div class=\"math notranslate nohighlight\">\n",
    "\\[\\rho(x) = Np(x) = N \\sum_{j=1}^{M} \\alpha_j \\mathcal{N}(\\mu_j, \\Sigma_j)\\]</div>\n",
    "<p>where M is the number of Gaussians, <span class=\"math notranslate nohighlight\">\\(\\mu_j\\)</span> is the the location, and <span class=\"math notranslate nohighlight\">\\(\\Sigma_j\\)</span> is the covariance of a Gaussian.</p>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "4a0fde17-e486-46d4-baa7-07c6e1b5b497",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "converged: True\n"
     ]
    },
    {
     "data": {
      "image/png": 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dd01bS7rvvvuCiIRNmzZNyz+LGzAreYu/cOd5bjL9X59QoNdGeP3MciViwTqvq4nX1zw3irdmllbObKxfzXRZ6F8e5zzrR3nKmcm+y7smUmlZVv5Z3Xu6nnl4vdI1LnaxVUpZ6srzvBrrdNVYt2W5hGAzyKZqB1i8KNyAoGKxKF/96lfl8ssvL7m+du1a2blzZ8m1np4eWbdunaxdu1ZEpOR+T0+PNDQ0yMEHH+yWlVcL8XbV411WbKGsXr1aWltbpb6+ftohtNq1ofOFSd/X1yfr1q1L3n3Eh5fi4FgccnnooYfK9u3bk7pkqT8IL4wMIUxLgxcextydHs3m6RAz4X7k0xi4TbGDWrXLNCtZfFNN0mMzk25b1vrTTllJq+fIyIjMnz8/OdQ4Cw+Wc4/TPPbYY8mBwXmI08fqGpMrfBCw9WwWj0u58wHPr1q1SgYHBxNPSaFQkL6+PmlqakpOoqkaVQXy9gNNTEyEv/u7vwt79uxJrg0ODoYQ9kb3ITQ9hBB27twZ6uvrQ3d3dwghhKOPPjp8+9vfTu5feeWV4aSTTjLLKWdR0LKcECWIV3owWacqWJoSayzWQim/5h35olzsrcGzsYV/S0PkuiEM2guR5mes3wcKZQlEqTR/Td7Cdt56ZF1QL7eeaTSTodLWuJRjFYyPl25wzxvskpdQZ1hyeZ9Lmy96qwvmNgdZITiqnACSSucDPERCJ5KwrHpJRgNOTEyEs88+O1x//fXhrrvuCnfddVe44YYbwic/+ckQQgi7d+8Oq1atCtu3bw8hhHD11VeHD3/4w8nzN910UzjllFOSvI4//vjws5/9zCyr3AgWPdh8SjoflgqXGp/ewPuuEB2IPBnoeCJzFCJPyp6enrB06dLQ2dkZPVED+eDjheLG2lhNAbo/aX8BFa7HNopnzbtabrlyxmkmx9Y6sqmS+jBQIcJ2Jt2x5UbZZXWT8x5Ijv7l97blde/nrUvas9bpPcVi8aV5gsX73ve+5PgY/tx6661Jmo0bN4bTTjstXHDBBeHCCy8MY2NjJXlcccUV4bzzzgtnn312uO2229yyKulgMBEfIYTfvb29JZaW1iDh78Wp6giFl98emcNpkRc0LREJW7duDT09PclbZguFQnKuoCcooRVWK3T6xQBUM0FpwhxCrZL8qxl6Xa4WXe0yK1nzsfhVex8gQPWRTrE8PSs4lnam+J5lBN4awEdn9fb2ZtqvNVP1Aul6gF9fkpbV/qS8YMUMBXAB6GDwMJjbtm0LXV1d5qsocPYftBS2xFiDAyDBcioWi2HJkiUlIA7rKk2rZMuqRvkpq6WTdRNo1rIOBKrEEppJC9ErI20e6LSxcip1VeYhDlSA4gqLik/B2V+kQZrro9NUG6xeVAEWBxrxKxEmJiakUChIT0+PiIg8/vjjSZDDkUceKTt27JCDDjpICoWCbNmypWRRePXq1VJfXy/Dw8PJXq2WlpYkBHTVqlWydu1a2bRpkxxzzDGybds22blzpxx22GEyMjIijzzySFKnjo4OaW1tlUKhkJThLd4imONAevPpi4X0onisDxEQU8lrOg6UMeI9gKtWrcq1l8zaY1duu7wAHStM25oHHKigAw1Wr14tg4ODZjn6NS4eWUETaUEfVt3a29tFRKSrq0sGBgakqalJpqamZPHixfLYY48lsiLL64eqQeiPiYkJWblypbS3t8umTZtk/fr1JWM6EwFAhRCMzTEvYerv75f29nbp6+uT+fPnR9Ni/wN34W9+8xt5+ctfLiJ7Ny8vXbo0ASiR0mg/3mfCgoz3KuD/4OCgrF+/PmGCFStWyNTUVAKOIiKdnZ0yZ86c5LXo3l6UGlWHsvQrC8AD7ZXoeYn37oDKjZrdn/2AccImfr2/C3MKbQNI8F5KK7+s5WZ5luvE+6g4gpfn88jISLJZGu3aX8R1FZGkT7Vc+81vfiOLFy/OJEuzUM2yqoDq6+tl8+bNUigUktDujo4OmZqakkceeUSWLl0qW7dulS1btiQh9NbOc33qASwt0MTEhCxevFgmJydLQnx37dolIiLLli2T3t5eee655xImj20Y5Hx/l2mm25cFqBDO/mIHKpHpJ0fEtlhYxP2xvwgK5cjISPLCSn2qA14OCtBqbW11gUokO9B6G+K9tFACduzYkXhr9MEDaBO2jHCamSZWNNBvVv1EZEYsqxpYVUAjIyNy+OGHy69//Wt54oknZPfu3bJkyRKpq6uTI488UrZu3ZoMKLQ4ba5r14jl3oAbqVAoyMjIiBxyyCFSV1cnS5YskYGBAdmyZYssWLAgF3NUa+/MgQp41d4bVE4+WrhXm2aj72NWQdqenZncH5Z3T5ZlrfDbl9MAYKb6HnP98MMPl9WrV8vOnTtL3K0AXVg1++vYsqzuWygH3JdVo6qsfP0OUVqAhY54ERXUwG/0tZ7NctitRSivs7MzCbDATnF9wkXWBexKo8L2V7h6uflXa+G5kqi1rPmXE/p8IG0V8PhPp5mpw1RjoezYOqKfsfLJQjNxKKwOXEAEIOQL71/S77jLU/dy65anDNT/JXmQ7YFCg4OD0tzcnFhHzzzzjAwMDEhXV5esX79eQghSX18vW7ZsKXHtwaSfmJhITHxNadpmfX29/PKXv5QXXnhB6urq5Mknn0zO5Nu+fXtilbHmmmZdlOvGQf3ZdTFTVK6FBE3Z292fh9CvM6EtQhPN28b9fQJIGsF6TKtTmIEl8li5TU1N0t/fP21N2OrvrOtQvM5VLQKPiUjiKl2wYIEMDAwkgRUiIlNTUyUuQPD4THlJsgaUcPoZC9qqCuT9DhFrA6zxwrJBSDhrVggn7+joKHndBp/jh+es1x1kIZQh6pxD7M+yXuSYNf88Gq8uY6ZePaDrV84z2CZQrT1K1QhF9vKdjb1P+5uqvV8sa5l8EgtfryTPapE1j7yTZPA/Txh9udsLmDyPgrVtgPN4SW4K3p/EB9nyxl42wTHp+Hp3d3fJIY4h7GMs/e4pUFaQ4D1W+uBY7HGoq6srcT96gtUrK4ubRN+bafdYJaSVi2rnje9qvTCxnOcPJDdgVpqN+gIAZmMDbYxYjuijimZyL1osvf7v5RE7RgxUA6sZJgYrDTL8my0nWE/YZc7aEfvM0wDEGnhmZOtZCGPO39PGvHPMrPR538B6IArNcl4xn0Z5+iZrHpXU5cVGs1nnvJbVTNfVWqeKlevJkBhVcjoIK+fWvbS8a2tW+4mwvsTrMuvWrSvZW/DYY48lm/Y6OzuT90tNTOx7OSM2+yI81iKsA+lNi6tWrZI1a9a4/vGRkREpFAqyZs0aMySeIw1F9oaT1tXtG3Idior0sU2cmpAG4cGVUjWj9zBe1V5bSHtHUN7ItErq8mKiakdoWvnH8uZ9i2n1qEZd9YZga42M+SC2NoR3x61cuTJznThcP0+dUQ/IN72tRmTf2x/2K1UF8n6HiLUByzWmtSHv3TmeSW+RpVEhctA68Rz3eS0spvF7Pu6sbsks9cfhvJWuBVTTEqq2ZpxlXeDF6p7bXzRT/RLzHJRbj2rxMs4HTeOLrJZV1rrrg3CzEtbB2UOk6+iVyVRty6p2goUifYIFrCO2OvRubZG4hp1XAx4ZGZE1a9bItm3bpLe3Nzm5QmsyXDeUx9ZQ2kkDlhZX7m74ap1MUO3TNvRYlZs396mOotTXayeG2DTT/QJL4kCJksT8XLlypYhIsu8S5J1wETvtJO2+TqvlQZZ+gRWHI8Jie6p05DGXkec0oCxUcwM6hCNNWlpaEheXZ6Zb7gIvnFS7Bqxra9eulS1btsjAwIAsWLDANbn1Na4Xzu+yznDzgEVvjMxDWcJVs+RbTSGjz32LvQgxS70soLKu729BOZObQquV98jISOazBMslnEhxIAAVh5W/8MIL8vjjj5tKTpprUFMeFzK7qmPP6Drwy129MdPyDWXM6Ablqthnv0OkTVcduOBFzPBvfteUNsXZhahfpsh5epTmctL5wo3I9UvbuJmlHjGyFrJn0j3mBZ/oReBqhtlX0p6ZDPioJmVdSM+ST6VbCPZ3IE812oy6Qobo9h8IkYkx/okFhVkuRr0BuxYNOMMU6+BY1ByYkd/eCeCKrSVl9UFb5YdQuoNd+7R1VE+e9+9YkysLYS2N3yVU7V321tqdB1hZrlWjHnmemYkIxZkgi38ryatcRSim2M0EVRrmnmU9OLbGrPPKU26lz/E17yQefka/PJNlRg2sZpjSOlgLSj7qCEch9fb2ZgqTzSK4xsfHp+2t0s+jHnjVtWYwDrP32qJpYGCg5MWPecgK8a8mUHmA/WKh2ahv3jK1IlZNKgew81hW1fYO5KXxcTvwyvLK4NtSDPNYttyn1ZhzHBSi5Y+ut/Y+4fkaWM0wWR2cxRTGNbYo0pglzXoB08dAg5mEIwfZ/RfCdBdYljp6IJmFZhJM9pcraCZoJt12HpVrKcxkHbPMjXLz1W8JLsdqyQuKVh1Ymc1SZ88VlwewuP1Z2xErE3tIOeKYgVh7bfB8XV1d2LFjRw2sZpKs45a8cO5qMDuH2lpamLasvHz4KCe8XVQLKE+z8+qeB9hidZsN4Ryrj/V7f9L+KvdAsD5ng2e0gPXmVRpApM3vmBvPcovFKJYmr6XEnpS8/WiBY0zp9cD0gLGshoaGwj333BOuu+668L//9/8OX/rSl8L3vve98PDDD1elUrNJfIKF5QbRAFaOW8KaMNr3m5XJAHiFQiGISNi2bVuJZVWORWStD1Si6aZNxDx5pVHaGlY5fVytuuXNr5I895eSkEegp6VnqnSdk4HKeytBVo+JV3c9j609SeWs+3r1ykM6uCtrGbG2pwGzplk9weL++++Xt7/97XL00UfLNddcI7/61a9kYGBAnnnmGfmP//gP+eAHPyhHHnmkfPazn5VisVitgMVZIetdRDipQUSSPUzWq6v1f4S+T0zsfRU0Qqj5dAw+yTl2mrkV6trd3S39/f2ybds2Oeigg5KXNFr1Y/JOf+cX01nv/clKaacAYGtAlnDyrCcKNDU1uS/O02NarTDnap/M4G05yEPVfHeUV4csp5t4r4RPK68ap4nrZ7OcPsL8r+uktz5wPtap/PX19cnLUDmfGFVyIjzngdNbvDcde9s4vLbrNwNoGbdf3quVBdEmJyfDxRdfHM4777xU62l0dDTcdttt4a1vfWv44Q9/WBVE3Z8U0wasc/7421qUhHalT2LXlhl+e9pazBoYGBgInZ2dYdmyZcmpF/y85+rIuo5RiTswzYVRbcsqT7pqUhZLKKvbWPNCufWpVhRfOes+ea976SpxI+Y5RSYLpbnVsmxzKfdEm7yU9qznzvOsYObJpUuXTvMIWfN4VtyAl156aXjwwQdzZ37NNdeEf/u3f8v93GxSWui6d7TR8uXLE0CCzxyv7cBzSGvlw3kwAzHIWRMAACq/fXWIrpcHFmC6NKGSxXWSRvsDPLIA6kzWI61cPsJG17dcF3CWOlWD8oJwFvcXC780haVSnvPcd3nzsyJq9X2er16EX57yKh3DLOu3lvvPcwlC3vT29kbdhiHMElgNDg6WXUAlzzLdfffd4eUvf3loa2sLb3zjG8PWrVunpTnhhBOSdz4tXry4pBPvuOOOcPrpp4f3v//94Ytf/KJbDq9ZMWmBYoEGh3F2dXWVvDIEg4qT2a28dL4azDRhoqMsPfHTmCkGVHrvhI4uzJLf/rJwLCvUSxMTYtWoh3UN++/kt1GdXF+2unU+s2Eh5iWLR7NYY2h3V1eXaeEzkM301oesFFP88M3KaaWWUaXPl+M9YbKspvHxvW8wzrJmf0AEWISw1zX46KOPJv8HBwfDL37xi6pUStNzzz0Xjj/++PCNb3wjXHPNNWHx4sXhyCOPLOmo++67L7z3ve8NV111VbjqqqtKXJD3339/OOqoo8LY2FgIIYS3v/3t4Xvf+55ZFjqYtWAMmvXiRdD4+Hjyivlt27YlwQ78Cg9+JT0YoBw3mbbEeDF5+fK977fitOUQPwehyu/qstLnDY0vpy6xfortCdHCo5r1SyP0n2VZgWcsfqpkn1OWAIFqkWURptUbfQLvg84PG+tjG1MrqW+5pCMMLcWO3WTl1q8SbwY/X6kSZFn9WcfkgAGriy++ONTV1ZVYOP/xH/8R/uVf/qUa9Sqh73znOyVvx73zzjuDiIRf/epXybWzzz477Nmzx3z+5JNPDpdffnny/1//9V/DmjVrwtTU1LS06OAdO3aEEPZpgd7GN06DqLy6urrkZYx4Wy2Hk/N6VprlAwHMZXkW3sDAQOjt7S3R4Lm+lRDqn2f9Ik+5Wa28WPnenhC+Xm79KiVL084y/uCtvALG2rZQrTWsLPfSymOrUqeBq0m/S8kr30ozE2PLwtrbcsIelkrLQn7ljJvHa2wVlZNXnr49YMDqyiuvDJs3b552/dprr62oQhaNjo6W/B8aGgoiEh555JEQQghbtmwJc+bMCUuXLg0f+chHSjpneHg4NDU1lYDok08+GUQkPPTQQ9PKYsvKW6C1TGxc6+3tDT09PYnbZ9myZYnrD/c5n7SBh6CFn9jTxAFSvb29JRagXhQuZxKzUJ1JIZAFBNOEJW9Y5Ik+m9p5rH1ZXKvlCL80y8rjvbQ1jjyCLk0B0VZKrB6esmJtscj7upq8YwnFLda+PEI9pqxUAnx6vHktvRqU1r4D5uWLY2Njcthhh027/sILL5SbpUsNDQ0l/7dv3y7r16+XI444QkRE6urq5IYbbpBTTz1Vrr/+ennFK14h27ZtExGRLVu2yMjIiCxZsiR5fuHChSIisnnzZrfMQqEgLS0tsnr1atmwYUMSOorTo0X2vnCRac2aNbJo0SLp7OxM+uHhhx+Wl73sZSKyN8Rz0aJFMjIyIoODg9PCR3HSO1NTU5N0dXXJ888/L4sXL5a2tjbZvHlzSSjryMiIrF+/Xnp7e2XBggXJqwiefPLJkhcQlhsKzOG81ThZ3aIQeVMNXnOA37F03d3dIrI3bNnaflBJHfl5a8uClc47mR33rVPuNQ+EEHKfht/U1OSGP3uh8WlbCfKG+8fScYi0FUatX6WxYsWK5DnQ4OCgrF27Vh577LEkXX19vWzZsiX6ig39P++cOPzww2XHjh0yODjojvuqVavM/tWU1ueFQiFTf+uQcm4XftfX10tnZ2fmVwDFtpTst3B1pnJR7pxzzgm333578n9iYiJ897vfDe9973tz53XBBReEN7zhDe6HywkhhL//+793w+KfeOKJsGLFinD66aeHEEK49957g4iEX//610kaWGY33njjtOf1yxd1eOeyZcuCiCRWEu7DZQFXHNx/PT09oa6uLvT09CSazbZt20q+oWHqUye0K4CtJtbedHCB9qFb6Syqhosoy87/vGVn1ei1ds3/rT4phywL1bO+oeHH+lzf09qvZ32kae5ZrNU8llW13Id6LFCm1X/4z14D9hjU1dUlc1BvD/HchbEAiTxt6enpSTwnPBdRxrZt26ZF9nrBDvC2eOOcpT5pG/ljwUcWZQnO2N+WVdlg9cILL4RXvOIVoampKaxcuTI0NDSEI488Mjz//PNVqZhHTz/9dLjkkkuiab7//e+Hzs7OEEIIjzzySBCRsHHjxuT+zp07g4iEO++8c9qz1itC8M3BEwChgYGB5NBXuPuWLl0aOjs7Q1dXVxKdWCgUkmt1dXWho6MjmXTMXBbo4D+7thBJpZ/hb/zWgg/E/9Mmuf7vCbq0sw7LXTfJAlSxiEBLWOYtN/asdy2P8MR/8BF4zHKJeaHRaXXKQ1pJK9cNbI2NbrteX9Pro1aotM4P/e25zsoFAysfKK0AUIDlwMBAAmSYnyAr2AGgAPd+pfMjD0in5Vep6/yAAasQ9jbo+9//frjiiivCLbfcMm1tqdo0PDwcLr744iSqz6P+/v7Q3t4eQthrRc2dOzfcddddyX0A2BNPPDHtWQ5dB1MWi8VkDQoWERbuMQH4XL66urok8m/p0qWJ0AGIyW8DIBAlmEUAao2UNfCYVsVACmsPjFhXVxe6urqSiaInly4X/y2LgQWJFgreb+9auQI4y2J0mkXCZXgWU17Ko52iflBqOjs73T6rFIxixOMJBawSYepZT1wWC3AEWOg6xQBar9PqyFDvWjmKC/oF20awNl0oFEJXV1fo6elJVdo80E3bgpGnnvpaHkutUv46oMAqhL0h7C+88IIZWVdNmpiYCH/3d39XEvHn7eHatGlTOOOMM5L/b33rW8OnPvWp5P+tt94a1q1bZz6r3YAcydfZ2ZkAFSYTux/wgWuip6cneR4uPEx8tpCKxWKmRU/NPJZFpU+bRt4AN7gwEUoPwNL7XVhwWJq9t7DNWibKBiB62q7lsvPSluNm9KxHS3u0wNnLNwuVq9VCOYot5FebYtYof2JUrtvI4+2seWi+sSJArWtZhbc1jphDrHxiPmVx/1p8gTysqL0svFSOG9Rrc5ZrMTqgwOpTn/pUWLRoUairqwuLFy8OV155ZVUqpWliYiKcffbZ4frrrw933XVXuOuuu8INN9wQPvnJT4YQQvjSl74UvvnNb4apqamwc+fOcNppp4Xt27cnz//0pz8Nr3zlKxNAPeWUU8Itt9xilsWh6wCopUuXho6OjsSyYvcMhDHWmyBgYGHAsgFo6X1RnKbSKB3Oh60naJo9PT0lEY4AYVzTLkhMbk9gWhMN4NPb25tMZHaFWq5IfrsoBLW3tpB3EjGIalcUrz9yPmnWZR4qxwJigZXVFVNtUC1HWHlbBNLKLedeWnp4Q7KCoEfsudDgjbU0XndmxTWvYoX/cANb8iAtv5laly5nDhwwYPXpT386vPzlLw9f+cpXwn/8x3+E6667Lrzyla8MX/7yl6tSMab3ve99JUIPn1tvvTWEEMIVV1wR2trawpo1a8JZZ51VAlSgb33rW+Gss84K5513Xvjnf/5ntyx0MAvaJUuWBBEJHR0doaurKzH3wVSwlnBPC0f2obOWxhOgWuGk+j02WtPkxVz+ZmJrx5qkFmlrji0DrNV5C+CWdZMVMNKEAve1BZTeidxWPnmpEpDjoJu057mNeQJRvOtWvbP0j3azpVEsz0oVBN7DVa6AhlLKVg57RJYtWxY6OztL9oDqPstCGuiwP7BaJ7ZXi160ltVZZ50VJicnS66NjY2Fc889t+JKzSahg7u6uhKQ6unpSbRcMBGEL4OTBgj9nwmCshLhEktv5dvb2zttn4WneVpg4UW3aeBjwcUWZMxysdqgyXPZ8Vqb9RysPMtiK0e4xEjnVwn4Yby8/rauZQW2tHSeGzYt72o8k/XZtHy1YuilscqClwJrT+Pj49OsLMiDcl5sCYJnoaenp8TzgPxfzHTAgJXn8vv6179edmUOBGKwwloTC2kwkV6bAWkNM017rES4lDPR9YnvemGbwUyfIMCapXan6Umfx33lhX1rK0iHPIcQSlyyVl7FYrHEGq+WBWu1g8tPG7c0rZldgfrZShe/qwVoWe6nRYfOpCUAYguay7XC3blOiECES84aD513XhofHw+dnZ3TZEY1xtkrb3/Rrl27Dgyw+vKXvxxGRkZKrvX394cvfelLyf+PfexjZVdstojByjoNQQt7a/C1775SBqmGm8SyIKz6o33wx8NqiQGHdqXlfUOpZWl5wRucNwQ63DDaZYlvPFctX75l6Vgup5iQzrKekTfIwLpfroZeDqCljaO+V050YTlzSfMr84/eJ8WKKX/j9JgsnoU8bcA8Aw97vFQu6fFJW9OqFo2P7wsSmnWwOumkk8LatWvDCSeckHwOPvjgcOyxxyb/ET7+YiKA1ebNm5OQb5C2KpgsoV8OzcTE1Rp/Fs2fAcKzWBjE2aJCH5XTB9bEZxDUG2Y5TFlbWFyXNGDIKjQBkJY1HRMwWkGoVn1iz0JgcABLNckaIwuwYs/n5fe8WwksAa15VeeneZDP2/SeybNeqBUxHGwNfs5jqaXxnDVvLU9ItYjzq7ZlVQghcs5NhI4++mjZsGGDzJkzx7wfQpBrr71W7r///nKynzXq7++X9vZ2Wbp0qfx//9//J6985SuTo1twjAre/onjXXD0CKfj/yL7joKxaGRkRJqammRkZCR5Y3DWI1GyEo5FWblypdTV1SXH1lhvALbqjDriOo6cEtl7pBXfw7FRCxcuTI6AylrH1atXy2OPPSatra3T7uHIKPRVS0uLDA0NJccp6Tri2tq1ayWEUFJPq+ysxwhZ5aD/9LgjPcb1kEMOSfo/Vl6W46Viz/K4rVmzRp555pmy88taJs8Nqx7V4GnO05pnac/wtdWrV2eea4ODgwlP6jHHXNi8eXMJ33rlipTOsYmJCTn44INlx44dUigUpKOjQ5577rlMR5utXr1aQgjT3kis68DHMPFbybP0X1bS47F7925ZvHix9PX1yfz58yvOv2zL6v/+3/+bmubmm28uN/tZIw5dTzP5Y/txsmidIey1wHjPVqWvF7BI15kDH1ib8wIQLL+8ZSHAGuNTPPK2BZGWWawyfUyNVR/UP6vmm4c8zdVKwxYfR4/lyTsvWRGo5biq0tKl8bxljVaLKskzb1/oturoV16/9iww65U+mF/6bd956xRLyxGM/JLWmbKsZtUNGAv3LifdgUocwZKFCfT/PMEQGFBeG8viIspD2g3C4fbYCIxd91ZABYNPDJDxH5OXv0FZJiDK0+H+nD/y4j1kiM7kfWOc10xMTK4bfqe5wnAUT9ZN4OW6Aj13Zdbn87i09LqPVV6WiEavjErrWQlpQNEub6TRAVeeostKobUtBMorvwevGu1GHTHnrdNqqkXId9YCLP7kT/4kPP/88+G5556Lfv70T/+0KhWbLao03DKPgNEMnlU4lMOksKiEfO8IvY/54pcuXZoAnNYGOYJJB6BYa1kQngxmVn0xaa39arz/izc/QzNlDZc3PesyYv2V1p+xe56Axj1uQxqVO96s8cfaUE7AiaegoG3lrNt4+SPPvONViRCO5actK4s/Ye3ryD79jBeEND4+npwoEwuLz9tutvjYcvOUi3L7kMd21kLX8VLB2AdpXsxUDbDKuo+FD79kDVXnF/vP1yxhyeY+h0Nrq4ldEyB9nJQuT598jW8vChJABc0uNhHhQuB6YQJj/xGfycan3POxVnleQqjvWX3vuU/0swzODPAaPCsBx3KeQV3KPW0i1n7vANmsdbT6P++2jUqsrVj7NLFShjHm+YBv7VpnYNfeCmteeWCteTTm5ub8OB3/1lHOlYTjgwdmDaw+9rGPhQ996EPhBz/4QbjnnnvMz49//ONw7LHHVqVis0VpHZxlALO4u5jR8UyaAEzLizVbBiOuj34tCQQoDuZl5gWoxNbttm3bFpYv37fj3nNvcTsBOAxE3mRFORD+8LfzK1kKhUIoFApJ23Bv27Zt7uG8Vj/qb0/zte4BYLWywPe1QKlEsGahLJZV3rK99nO+1bRsypkXWeoRezYtf1b6eK2JrX28IkTPCZ6bPCe0xW0pj7r92vugT6/htHgDBBQ6LYN0lG25Ie4HhGUVwt4TzG+99dbwrW99K9x9991mms997nNVqdhsUayDs2heWbUzzbTe5MjCMJZ2hrytfUkaBCDs2U+OZ3WezMiYAAAerx1cLgIM+LUI+FjuRZ6YeJ43LYcQkte2wBrTr2mIuTws4ZRV2LEgTQvg4H6z6qHzzqLdxyjLoa2sQecty+NL8E6lwMXzI20dMCbQvTmVJow9wY97OG4Nx7Lh0GqsBfM1/dZx7iMNPFmUJdRBu8V13vwM5ieH4TPv8ro5e0nKGT88c8CcYNHd3R2+/e1vhxtuuCE89thjVanMgUD8ihCLsmheWdKEMF2A5dUg0wh58qRki4rdQUuWLEkmlQ5KYBDhM8vGx8dLXAueFhzCPrcJB0SwUOaPDq6AOw8ACu0QQAmB8PjjjycA1dnZmWi81ikFel2Ny8vS5+i32II69wHqqN0tVr46MIT7MctvFjh8z4pcRORlFgveyktft3gnL//q/NPqlTeoifnQ6l+2NDyegdsZvIg88GGFCnzCbWF+84DdkwfWfLOUU6+PrNekaBlRrmXFdMCAFdPPf/7zcMMNN4Qbbrih5BUeL0ZCB6cdIJplAsYmmp40nmZeiXbNmilPDr42Pj5eItgtAaEnIU845BWbJBwIofvFExa8tgNQZDDDwcG4ButqyZIlobu7OxQKhdDR0TFtQnMZAELWapG/BwIhhBLA1W3yBCQDldayuU4AD0v7zvJbKyMesHGZ3j09jjovrwwrXV5K43vNQ3nmicV7FpDrevAY45PWz0hjrZumWeNp46Xvx0DGm9NeOWl8k4UOOLDauXNnuOaaa8Lv//7vh/r6+uR18i9WSrOs0ijrYj7u4zvvhMtK1oTSGt6yZfveeqrrxu3gg3C1cPQmA79mxBII7LrQC9VQGPTJFXgtC7tA4HrZunVr8joSBGhYfQIQRdg+A4MGOO2e5D7gtsZcVloRGB8fT957hPRw0TAwWwLF+w2Q96xcjz+y8J7VJgtsrTpV8+gxLlu7wCrJO0v7LRdbCP6cj4FSDCh0PrG8rXHxfuv17DTrySonTx8fEGA1Pr73DcGnnHJKaGxsDEcddVT4/Oc/H7Zt21aVSs0mVdLBemKG4A+uTgPB7AnXSsnTnsCwaYdoYsJxxJ/2czND8+IyIvYsVwNbEXAx6vWyrq6ukjU1gCv+I7IQL8bs6OhIQMjT9FnQscCO7fNiMNV9yIvdmjQYa4ua6weg8lxVMWBB/bOezajbG0uv+0LXo1gsJmshsCKtZ6sVUMKKRcyaiP3PU452gfP9NMuq0rK9a2njlcXii/WddvVaCoqVN2hWweq+++4L559/fli8eHFYsmRJOP/888N9991Xkuapp56qSsVmi6ppWWlioactBf1SR80gMabNShazaoGt13Cs5y2A0ulZy4dFxtYFu9/wm4Ux8uUwYLhTeGMj32dhze8c40nHlofXR1iI9gBYCyzvgFM8p4FHrzlY48trI+yyjNVfr8ulEQN3jG/1Go4lCJEG/Z5nf5BXt7RnMCZpwtb6n7UOeu3MU/pmgjwgzLK+qHnEkx+xtxpb7fVA0Fo2mTWwOuaYY0JjY2M45ZRTwm233RbGxsbMdO95z3uqUrHZorQ1q3IZUwMBh3ovX748LFmypMSiiC2uI688eyH0xEPQAgCSASOPZm7lzfchaDmEl4UfW1SYMGx1AXAYLDo6OpL9VNhAyetvqAvyZwsrTTAjjX7vF7fHitpKE/a6v7JEzKEsWKYAg9j6oLYUPSFlpY+RXivxIs5YEeF7eUjzUyyAIjYHtCJVTj2yKJ+x+5UCmTV+aXuvrN8WcPM8S3Nfx9pkeZRCqD5YZT7Idt68efKXf/mX0tHRISIihUKBzxeUQqEgvb298pWvfEVGR0czn014oBEOst21a5csWrRo2mGca9euNQ9+1AdGeodKikhyWKuIyLp16+TBBx+Uzs5O6erqku7u7iSNLocPigRlOezSOlh0cHBQJiYmZP369bJp0yYREVm8eLE899xzctBBB0lfX1/qoZy6nJGREVm3bl1Sb+6vwcFBWb9+fXKA5sTEhDQ1NU07YPOxxx6TdevWyZNPPikTExNy+OGHJwfQTkxMyODgoCxcuFC6urrkvvvuk5UrV0pHR4fU19fLAw88IAcddJDs2rVLWltbZWRkRA477DApFAryzDPPyJ49e6Szs1OGh4eTw29jbdGH6Xp9kXZIscUzWQ7O5b5Zs2aN/PrXv5ZjjjlGpqamJIQgzz777LQDlUX28s7U1JRMTU1JfX39tIOYC4WCPP300yV9fvjhh7uHoab1gT4UtpzDZq1+04cFW3WwDpZmGhwclPb2dhkaGko9sNY7oNbqFz0Xrft4PnaAcjnE9czazx7PWgdY6zZw/3pyaeXKldLd3V1yHbJ0vx9kmzVw4nfpuCWtfeqoOpDWVCyrTLtM4OLhs/rYsqiGy8FbeEbUGawOuJb4Nd5Ix5ZRzBJgNxC7GJCH/DakXIc2czvZPaZPx+CIKnYZYlMyogGxbtXZ2Rnq6uqS1y/gqKmOjo5UyzHN1ZJmEel8yomGs04U4NM6+Ogq3T+w3GPWIZeTZc0qjfKsHaVRFlcXp40dFxbbqK7z0VscrIAKz8thpbFOsIiVn4cs3srKl0yejED7rXUrrz56/XXHjh2z4wb80Y9+VNV0Bypp01UzbwjxRVVvM6ZOzxFv/KJHLaTLFSAxcEW79MI/rnP95LeL5noCa6EEcIJbjzcfYk8UgIMnuV6DARAhuo8DMPi9TDwuWNRHkAX6Va8BWi/Qy6sUaMUkppSU6waCMqGDXnivGoJL+D/zHSsaXB9rvczakFpOnasBepyfRTpv8Ba7sTmP2JFSnsLpjaEHiFYauLB1nbx6lDPXvfrkAXpvLrMCHXM9cl2gAIPPEJG7X8FqcHCw7AIqeXY2yPKzsnabZUJn0XZYE2EBoiPuYuVk1dZiDOxdQz10SDdHRVnh20izdevWkkV5HPGiy+FnOCycLQNYCvpUCwhsAL6IJIEXvD42Pm4HJ3gC1vvNdbaAiPu5XAGEfLxN2bw2BwDjfuR6sGWAazpaUPOnpbFnqa+27kB58+H8LAVKjx/WXb2xZD7w6sx11Zt3GdDhDeHx15vCeYzyrimXQx5/Zn3WkmmWsuSNr36OebCjo2P/g9U999wTvvrVr+bO/Ne//nW44oorcj83m+QtCuoJlMYQcD1Zmot2mXhCI1amNxligjQPxYTY+Ph4Yjmxho+0vEE36+RBGp4gPT09idVpCREN9HC7WCHfrCmyVWEdLOsBjgUCum9jQJeHrHzw3d3dHUQk/OY3v3Ff9+ApWFmVrTxAi3x1vwNM0txwuq+1pa8Ph+UyoMyMj4+b++WgdFn1KBaLJeDDQlq3gwHLAyfdr5WMfzmUV0GylCKtIICgFOp3zen5wpYVjqLa727A//7v/w7vete7wv/7f/8vTE5ORtM+8sgj4YMf/GC47LLLKq3ffqdY6Lqn+WnCBBORZK0mjfG9vLwyrTqw9lyJO8YDOv7GOXwWiLCQ4ntp7hjt2kMfAoA8ENKbmfUkRJ14LQz56ZMyNLimgUBeAZGXdF1QNrRWHJjqgZvntrKs/xBKDxzW97z6sVXMYwGBFbPUNEhpgGPw0nWCMshbFDia1oq25Tz4yC7Ugc/NtMZBf/N8ngmgyptPnvSWTPHyYSvWs8pZOcBeyFkBK1Tmc5/7XHj5y18eXv/614dzzjkn/PVf/3W49NJLw4c+9KHw9re/PRx22GHhHe94R3jooYeqUkHQL3/5y/CKV7witLW1hbe97W3TwGTz5s3h3e9+d/jwhz8cPvzhD4eRkZGS+9dff3143/veF84888zw3e9+1y3HcwNqSmMKaPpYd8Ez1jpSLK80wWmlSXMfon5eeZh8+O/t2ucDOvlZgA0sENZuPXcMu1n0gbfQmC2tTq/V8MRhocUbjpE/uwZjgQaWoKp0jScLaUHOApVP+ua1Ba38aN5AG7H+x8KWgSKLIhXCPtcZgJ83imvA0IoA58Fzg9fmdD2Yt7BGib7g9AxM4D3eUwRhykFAniWYNr4Aast1WwnltXDLIU+2aR7SyoKnPKOvly5dGrZs2TL7J1iEsNd6+t73vheuvvrq8A//8A/hm9/8ZrjnnnvC6OhoVSrG1NvbG84555zw85//PNx0002htbU1fOQjH0nuDw4OhkMPPTQ8/vjjIYQQrr322nDuuecm93/wgx+EE088MYQQwuTkZDj++OPDf//3f5tlxQIsyiFLOGelLFp7FovLqlPMPcNBIhq8dNks7JC3XtvSp6Vb5TFg8Pl4AHsIKa8O3HYt3LiO7KbAf5yODS1bW4lacHoAXgl5lpFeE9GBL+hz7u+YkGQLRrvJ2EWaVZFikGA3HO6nnYzCY6Yta/3WZ1zDOCHik8vVfIgxxos5cegslC3wJj/PvOPNJ90G7U6uVG5UC/CylGMRW9hQOGN9wP/R77MSYDHb9NRTT5V0zIc+9KHwtre9Lfn/j//4j+H1r3998n/Xrl2hrq4ubN26NYQQwlFHHRW+9a1vJfe/+MUvhhNOOMEsywtdr5QqYdq8aaz/+lpatCEDgBXhiDR6TQATX2v6aZacFkpWPTz3g64TC12+zlYnhDtOXOjs7CxZr0C9ly1blrjaYhZCVus41geexopvVhy0Gw/CV4Ooduvp9RZ2m2nA8OpqKUbc71y2dulxOZyOLTIISHYlA3QGBgaS4BK27vHBGELpwbFb+MhvX90RQpimgHD7NIjqsbBAV/dTVoXGmxszCVQ8Ny1es3iE01j56f+zFrp+INEHPvCBcNdddyX/X/e615VYWiGEsHLlyvDlL385MUX5WKgf/ehHoVAohP7+/ml5A6x27NgRQpg+OfNQHmvHei5POTEmgmZkCay0fFkYWfdwXWvQuvyswjzNIrSsJ74PCwmuPxY8fHCsBbS8vwzfWCTmvGL9lPeexVuxcdEgrIWqzoePQNLCGeCGaDpEVfK6k66vPiiX+1ef3I/+4/pZr2vndUR24fE7olA37eLjsdSWM6x6TtPd3V1yeooGfSuwQu+/0uPlUWxe6jHy5le5Sm5avbRM8JQk9KMG8Fhd8X/Xrl0vbbD6r//6r3DmmWeWXFuyZEm4/PLLS64dffTR4aMf/Wi44447goiUnFn4wAMPBBEJDzzwwLT8AVYiEpYvXx4OOuigMH/+/NxmvcX4WbWsNFeOLofXCrw0nG8eazENZGLWQJY8spK2PixQZKGo26kDALQbjAWmbguH8Mfql+ceCwwNMGnAp11tvB5nKQoYexbm4AlYG4gwxEdbolw+rBu9jsTbBlCfrq6uBHTgrkN/M4jwm3Xh5uNXw/NboHmjLddJ87W+xu5KFsKxsapUWc0iM2Jeh9j/SsgCUu8a95OeH1YaXDsgTl2vNl1wwQXhDW94g/u5/fbbQwghfP/73w/r168PIlJiSc2dOzdcc801JXkee+yx4f3vf3+46aabgoiUWFGbNm0KImKuW6GD4WoIYfoCe1bSkzxtcmjBkwXgoJllef9WbJE7Szvwm7VqnWelvnqrTJCnBeKatccGwgpnCUKw6T1cet2N87WAsZz6W+3xAFeXz22yXH0er2C80E69mbizszN0dHQkLlFYmGylMm8BvHl9j9eZ2KLBvjcEMmBegV87OjpKrFusK2Ec2EXJUbXeeOg+QdQkW+JYT7H4pdqkgc4aszx5ZZ1Xedpk8Z9WCKHoWAoBnucoSvDi7yRY5aHJyclwwQUXhEKhELq7u0MIIXR1dYUvfOELJemOOuqo8IlPfCLcddddJX7qEPaeHi8iYdOmTdPyr/TUdY88rcVyO7DWn2VCZbXaypmYmoGxFmC5xSxhWw5ZWq/O2xPMbDVAICPMG+4uCFztl9flWNZPFqGRpR885UELN+YBXTfOx1OEAMxs3QC4AByIuoRQYgtJ711CeTpEXVvuCAvHB0AEsGDAKxaLCShar51hAej1pf6PtvKaGerJbsA8ylteENDzhl3Q3sn0aTyTp9xy0qK+7O5FP/K+StSVx5qPAlu2bNmB4wYcHR0NO3furEol8lKxWAxNTU1h48aNIYQQXv3qV4eLLrqoJE1XV1f4+te/HjZv3hxEJDzyyCPJvbvuuis0NDSEoaGhaXnrAIuZJi10rD1DWZ6vJlmbJ7k8vcDP6aphUfF6E64hf2udgX9DcEPw9vT0JFFJHLLOYMLApctJs6xi1kzaGocWyrodVtm8budp7bofsZlz69atSb+w22/btm2hUCgkp4xgTxIHlnh1gmBDWQAjgCEsNowD9zWPMYNprM+sPrQUG4whH/FlBUxYbi2LyvEY6LJ0n1nzLHY8VBZKA3YrvXWNZRH6Esoe+pEjfbdt25YoIEh3wARY/Nmf/VlYuHBh8v/ee+8NN998c1UqlYWWLl2adMIXv/jFJDQ9hL1vL66vr08sr6OPPjp8+9vfTu5feeWV4aSTTjLz5QCLmVrg1IQydNRdFqCqdh1Z49VlsJZouaLyaooeWaHzECx8/lhMM4SWJ799azCEIZ9ywfXGZke4DPWGZwscrPU/TyimRdjp/1a/edaYlwdHcgGclixZUrJhHf0DKwunjzzyyCPJwb8cwacFP1x4el0KIeZcJvqYrVgebz4jk/vZI8sC8/gF9dOWgd7I7JWT12OAeWLtDbTGC1TOfNEKb9bDc2PErnL9n+UAlCHMF2ypQHTtAQFWV199dfjVr35Vcu2xxx4L//zP/1xxpTQ99thj4dZbb01Ozvja175WcjrG7t27w6pVq8L27duTun34wx9O7t90003hlFNOCSGEMDExEY4//vjws5/9zCyL32dVqTsrhPyAYwm4tAlbLYKWybvUUSeesFbfQFvMAmBZyFq3YeHL96xnMbGwVgVhjcmFNvCxUQAy/Oc3X2uBgImqNXO4TbTAyKPpevtarHwsgY16aC24u7s7+f3444+HBQsWJCCC0G5YVHV1deHxxx8vAXq9mZgPD+ZoQFhWixcvTgCro6OjxJLR4exYL9OBE5bVhPZ5IMXpITih8esoUY4QTRuXvDQ+Pl4yl8qxzvLKD8vyLZc0b1t70HT/Yh7V1dUdOJuCf/jDH4bPfvazYcuWLSXXr7vuuoorpenmm28OixYtCocddlh4z3veE6699tppaTZu3BhOO+20cMEFF4QLL7xw2sshr7jiinDeeeeFs88+O9x2221uWZWsWXnabbkTwbMeZoJYwDMzaiEAf7un+ev/3kZgLjcr5elHdkfpSDe4pDDJWODCssAzvEkYxIvNGiCg2Vai7HgKih4X3ivHY2Vt8oUrEC453R96XQ+Ay5YV+hN8AMCC5YLwcqTr6OgIixYtClu3bi1ZH+TIPtbQrfU4DVQ6WMIbf77Ga3VWtGcsoCXPmGniOcV1tsDXq3ul8sN6PqvyaymgzGdQfJjfly5dGpYsWZIE7RwQYHXOOeeEP/iDPwjt7e1h1apV4T3veU+4/PLLwxlnnFGVis0WlRvBYjEGJkoerTrP9bz10x9N2oLyAgBi60Zclt7LYZVX7uvP+Rle4GctEO4uWAtwdfX29ibCGW8dZhcYwArrHSxkUGdYA1wHTuedtpGmmHiE/uQ9R+yu5TTYKwXBDOsRIAGQFpHQ3t6eCBUAE4efA8DAFwiOQIATr3kh+o7rhw9AH0AK5YABVQtCrx/4Owth3DjKlu95gRB58vee4TnFoKUBLKslnZc8Bdqav5aV5ikFaBe2dcDLgHFfunRpeO655w4MsLr66qtDCHuj8375y1+Gf/iHfwh/9Ed/FO69996qVGy2qJJwS09jysJweYEtb71Y0KW5mcCM+pBXkAYyK6KR84m1y9I0Pc2Zn2HLAQIYFh8EbW9vbzKZWPhi4Z8FMe8B6u7unrbADIsJ9eMXVbIw0vXjia1dUNb4xLRg7k8IBl5/AUiiP1A/zhv/+ZUqcI/BLQoLbGBgIAF7VghwMgSeh6AC2PN7xTo6Oko2JMPigruIedHioWoR+thTIjhNpetGFsEKhuIEcNfrdzMx/3UdY/NXl6/nr/YeMK/wloWBgYEDJxrw85///DRXWwhhWgj5i42qsTdAa2vVijaqhJEZBPS6D6fhTaR81lws+szTxGLt18+gTvyuLO3iYqsJVk8IIXFB4TkIUqyhcAQarAF8d3R0JMCsD7u1FpghtFEGn2PI9eU9XAyi1sZjPkrIGg/PckWdGaDgguvp6UmECNIxcAM0oAXzRll+EzEAiINTRCRs3bq1pP840ILTPf744yWWFerKvJVFaFaDsrgP08pNm58Wr7M7kLcS6D1z1jzT+ZRLsf6NWbE8p/k3XMk4zgpWOQdoHTBuwP7+/vDZz342/OIXvwghhDA1NRUOPvjgcNppp1WlYrNF1drI5glzL21atFFW0KsEFBnMrIg2fOtz3LhsTD7WyKxJpwU7NDS2VvABgLBLi98GzAExSM/uCay/oE6IPIN1sW3btpLyAJwaMBm4EBbNEWZIw2swsFoYmNAHIUw/EZzTwcqxtgoUi8UEbLZu3ZpYlp2dnSVWE65hnU6/3LJQKJS8ZgQAC+CDlQQAgxDiCDAOSwefYlzY5cdtszY3W7xSLll5gXctV1eWsrPMwTQPAnhEnzoyPj6eKAwWSMQihbP2maegeu5+lgHWujVv5GaXNHj8gLGsQPxuq5tvvtmNsnuxUDn7rLKkiwESA0Al5WR1n3gTGUDFwlfnx9aBPuON87bWB7gcngQMbL2/PU3bslIgSHt/u5GUQ57hekA/8MTifVfIq7e3t8Rtxc/qsHVuD1xjsNYgdLHOwyHa3d3d7htX2Xrj132EsG/7ADRXts6QD8rkUHR2XyISEnkvW7YsbN26teRV67wHjV2+UB5gJfF4oX9YWeATVNDnqAfzEtddr/lZ/FsucKGfY1apdS0LaFWjTnp9M4Qw7d1aPD+Y9zgv7utygR7jYeWjr+kxhDsT80i79F/yJ1jMNOXdZ5XV4gnBBxO2SLKQNZnTwDBLncH8+qRs/RyEjLasrLy8cri+EPjbtm0rcR+hXyCw2YXEE4qtGfzmvgAAQshydCCEMk9+dk+hvshb7wELIZSAFFtUfEQQ0jFIcRQdr29hbQ39wfvC2PpBGXC1cd4AEX41BvY8oW9gdQLs2brCNYAwE/c5hKhWPrieGoC4ngzA/GyeeeXxX55nWSBXWm6WOvG8wZzj15doZSltDrEMyQu2PDa6/fzNcwpjDc+BFYxUA6sZJsuyymLReGSZ11aarGDFFpAVfah/e0zsMT8Es7dGlXfxO5YOQo4BpLOzM/zmN79J3FvsXoKV5QEoAKunpycR9DrggBf+8Qzny+tn+M1gqC0CFsqw7jg4Adoy2gnNGSHiHL3HQTC8SZkFBAdHoJ38fqvx8X1BFPzySrQR+YF/8Dz38fLlyxPXKbuEQVwf/QynhxVs8R7qY/FgOZZCueCCZz2LLm8dylVwLfBK2/bB9WMwiQVPlbuUgPFiRQ5jDUUQHgtYgwecG/B3jbQ2EGNk676+lzUUNs+kAEN6eyD0hM/CxBDEWpPTbcgrRKw2QmBCs4aAx8kJeBcZhD3va+LDTEEcos0nJ8A1BsGPyD9YFBz5xsETaCuHv/PpC2yFod+wpgOXCCIRARjIG2ACiw7rTqgHB3pwkAaACumxYRftQP46MEZbZdCCUVdYrXp90lNQWJAyv3BACvLiY640b3luOuaTPHyVZS0pxr95hHvWctLy9u4hgCGvhZdFuY4p1rF8Mfd4iwN7MtjrAKWpBlYzTNamYK29lMO82p+bhzzXnmVh6NBo77fOn5nMKyurZua1AYDCpyAwGMKdtWTJkjA+Pj5tHw8DgY5QYksBp09AsHMe0P744Fat5ev1KwYP1BcCGHljDa+zszMJWICFqsGiq6srAQzUb/HixUk4OsAHwMUuRtQfoMzrXWwRQdO1Ig/1Jmgux1rA1/953NgdiD5Bm9FObAvw1kCqQWlzkK3WrF4MjKk1z7znLeUu5p63LCwEvmSxrDyqxLLy8sP8KxQKoaOjY9p7wTSvHzDRgL+rFPOzghHzDjYYkJ/1vnV5bIGkkRZMllXoWYkcyZVWpzTygJQFm74PqwDWAv5ziC8EONJrdxHADe6oQqGQnHGnw/ABPOxaY4sAAhmuLN6lz5YRJiRbdOxC0+1kywYRd93d3QnQ8akSHPCC9TbUkV+1wW3h9SIWlLjGfMLRhvxMTKgxbzAY83oX1rxgWekot9kgBv8sIABFxZrvnuLpKYVpXg39X29jSLPSrDxja8Xl5MnrspgPel1b5wl+roHVDFHacUtpGpyVBi6ubdu2TRMi1j4m5MGulzTSGpxXFwu4GBArsaLwnOX69CayBVqcD7viLOEP4gg6AC8sKFhVbBlxGXDhsVsDdQHIMeBpVx1HxQFcebFZtw/pYdHx5lm2BtnCQ57j4+NJfQF2sKh1BCYAhRUB7erz9jp5gk5bRlifY8sKigLcuigjSwDATBErTFnd8hhrzbsef3sWFD+bta46Xy47K2Dp/9obkXWeIw3mFazwGOgjXQ2sZpAqPW5JAw+uL1myJNn5z5ou/7fyzAsW+NYhwxbxfRZi5QgVS5BlfcaqJ+fHa1aeFrd8+fLQ0dFREqrNQK9dcZwP+911gAVHAcJiQ8g3n4MHa8pb/9JuUFhP7Crjjcr8yg6uB+qPKD/uby5HCyIGC+43tBmAkjYWLOx4L9WiRYtKIjWLxWKiJLDVnjdAp1yy8ufAkFg6vsfzgvvVAiVLQeG8YmCWpS2sXJRDmh91/jFi1ztc9mnbbWprVjNMaWCVxtz45nQQaLz5EhQDlHIYnF1ZOqpP1zGmIeYVJmlanyUAUV/tGuRvy92n68jCGAJdj0Ua0LEgY5BEH8Jy4xcW6lB0jC8sHm0lcsSfPjuPAzTAKxxcwmtKMfBmQNGKA/+Gqw71wokW2OOmeQ58BUBGW/g8RXgONE9Y66gzSRpY+BoDihb+MZDG/zRrRAOWnuvefMzaLr0tI28+XP80ucK8wpYUb/2IWVe10PUZprQ1K81srLFbwhQTHBooFr5D8F+kx+QxuJWemUrvFQqhVDuKaYjlChOvDVYb9aI/W3PaGonVUYOLBj3PrRVrr57QbJ1BOOuTMdja0kcxsfXFQn/JkiWJSxBrYcuWLUtCyXnvCsASlhlbWqgrxhcgZAU1oE0AP6zLsACyXhGD+vP+NCgHvE7HUYysRJRrDZRLMSWF+crqJyYNvln4ifPX/VipYmgpcOXkk2bhjo+XHlSg13i7u7sTpcvKY3y8ts9qximPZYWJioV2PgWAmYiFHO/r0ZtLPaaz8oRQ4MNMUSddzxD2renwu4mq6ZKxwMPrN/5vaXlpQMXptJZsubrS6uyRDjqBMoCFY4w5r2UBjGABYa1oyZIlJetuHJABlx67HPEcAIxddHymH+6Bn3p7e0sCGjAm1jihTFhWAFnNk+hX1FfvUQOAwp2JaLYlS5Ykwk2v/VSbYkI3dp0FfkzJylN3a30OvFOuRaSfsRSRcvLxrnN9mQd4jrEM088vX7685gacacp73BImLbRqKxQVWqzeeGmZ0N6E4c2WbEVAeMQ0LDAbL7Z7ro9yiEGjHL+8V9+Y1hbC9MADHUUVKwfpvfwB7jqoA1YSLA1YP1wPJnadMYgsW7asZC8ZxpE38GKMYSkhbw7YYeEB9xy7Z9J4giM04b60+qNY3BuBiINrWSDD7cxRYrzNAH1QrhXAfWlRLM8s5VgKE5eZp85peVWLZgr4MYd5vRHlWKAeG5MaWM0wcTRgnqghvVbC9yHI9DNZNCJo4RwAgMk/MDCQbNDzmJcFO5dZbbdMNSePp7Wh7hwlyEErej2CSVt8aUIcioClNaIvef0KbjFt6YawL1Sc15l4X1ixuO80eD4qiUPMua58lBO/nZWtvSwL6NwXzFvc1/ybo8C0O9nS9AHkADPP6s8CMp5lkpZHVpCx3JWWZZWFZsJyrAalufzRXvDX1q1bEyU7FqZu0fj4eOI2roHVDFGlB9la2rt+sy5PjKxho7zOxWtT7CbyntUMljbxZ5MYjCzBgbBo7W4DoW8tYMrqgrFcV5wPhBcmNUCKNxvrsvXapgavEEIStIFJzutYerMlwA0WPbsk0za+ZrHeLVcxW0ja4rCEmLU25JXt9TNf4/GI8a6l4KQR+K6SAIjZonLB3utnKBfgJd4SAjDTa2ZW+bXQ9RmmSl++yBOS3SOcRq9tWflY/5m5INT4vDkrz5hAnkmyrLc8Gq4GeH4+y4TLor179WZhbNUN97E/ioHTOnnAWhDXWwsYMGAxYi1IrxNg7REuPLas2NXstc+zKPljuYq5X7JsjbCejaVJu8aL/J6ype/lsa480D3QKAbsrAzp/tEKM3/z8+xmxsn98BiwBR9TQkKoha7POFUKVjr6x3IJxUI+01wPehLyxlErAmk2SFuUPIHSrEgI3yzreWnXQVmBGeV7gRp6nVHvz9IC2QJQ5MFlML9AWCAfWJgc3YnDZ8FfyEOvmXog4F1nvtPRpLiPsYEFmadvy4l8AwGEICS1q5OpHCXJqmsWt1kl5ZRDnnLG9/SaIqdjsGdLWssOPrcSHx57zZecP6gWDTjDxK8ICSGblcL3WWPxzlpLO+7FE+6WFmU9dyBohayF5/H76/Bz5FWOsAshv8sz1ofWuhe73nSdLY0T7evo6Cg56YKtJAZ5LXzw4Y3LGghRvqdxe0LWclVr5Qv/Aah5AmryWPNW/dm9qdfYqk2W0mf1twaKcuZeOWDqXbeAB9fZtctyiZUkji7Fgcn6ZBgoCohKZgWHy6yB1QwTB1joAY8xoze5LUGSRlrAcBlplslsW1UWZa2PpdHmBTsrz3IEWpoVxxOULauY8MI1aKx8ejUADAf5stLDVpsVBACywFTXxbvnCeeYZo79YTGeq0SY67R6rVcHnlSLPGVQX6uGZVWtOeuNMa7ryE/IEh5L3mMH6xWWlD4xJYR9niOeC7hWC13fD6RfvsiCIc11p8GEQYrNZ+t5/YwGyKwWwoEGVHnIA6RyhUK5AjLtuTTBEFs7RBDGkiVLSlyerM3qF0xaIKPrY/2OpfFALWubsdcMm0O9eqW5xfOQFpRsdaYpcXnKmEmLzStzJvNB/7DbGiezoP8AVrxVA99s9WvLnaNP9Rx4yVpWv/zlL8MrXvGK0NbWFt72treZB82ecMIJJa9cYIa74447wumnnx7e//73hy9+8YtuOV40IBbPs/rJQwgJg0BzsfZhWYLDEz56DUGXVU3a36DnWSJZ0qXlmzUNtEPPogB5whHaqDfGuI/9UQAoaL5YwPaCL/TYazdrHvL6NgY8uk2ISOQAIq8c5J12RE8sCMOLXIutn5XTPzpKsxKaTeWRwQNKErvyYJlyQIXX7oGBgWSrBsYbli7zPPPQSxKsent7wznnnBN+/vOfh5tuuim0traGj3zkIyVp7rvvvvDe9743XHXVVeGqq64KP/zhD5N7999/fzjqqKPC2NhYCCGEt7/97eF73/ueWZbXwdaCJcibSAjz5He/xDRjTyjhNws97Y+upjskpnnPFGlB6QmZmPav02VJw2tGlrDWvnnPwuWx8YQmFB5+bYa3JhVz6bF7Js2qyEOxPvfWv2JApQlg7c0jXvj36uflG5sD5VhWaYe05skL/eXxcjXK4W8umwGFXzvDL93Ux51pZQg8B3eg3jPnKdgvSbB66qmnSjrjQx/6UHjb295Wkubss88Oe/bsMZ8/+eSTw+WXX578/9d//dewZs2aMDU1NS2t1cEYLGvhn6O2NPHhp7FJbVlMmtE107MWY63zVEq6HjGwrhZZk1n/zwLKXOdYGvQdtE7vbEENCDHt31NcuExY2RAUyBNBC7EN47y2UA1XVVqf67ZpXsyabwghEZI9PT3uc5VYNXmfibW1Wm5AnqfatetFnubNP7bmGEKpxc/uZvCQBh+eE3w6CoNbFsXgJQlWmj7wgQ+Eu+66K/m/ZcuWMGfOnLB06dLwkY98pKRzhoeHQ1NTU/iXf/mX5NqTTz4ZRCQ89NBD0/LWHcxam/bnLlu2rOTEAdZEkA4nDMQYCXtptACwAMgDLtzLItDzapqYvNaJDvubstY9i7XJQslaZ+L/eaIJPQtxfHw8OaIJSgyEBg6V5TP3rLyXL18eddfkoRiveIpCFqXFA2wEl8Tc6VbZWduSN32s7dVct4opu9UARgZE72BtDvUHeOEVN543Qe9r47yzbPB+yYPVf/3Xf4Uzzzyz5NpTTz0VbrzxxvCRj3wkNDc3h0MOOSQ8//zzIYQQHnrooSAi4Z577knS7969O4hI+Nd//ddp+aODoXWLSGhra0u0CX0SMVtOWLiEtsShoMw8WpDyuXLamvJcSpox8mi8WQWdznOmLatqUlo/hBB37ep0ecPf+Te7EOEC5NPLITTYFemBp3fdKjvL/Ziw9pSnLIqQ1f987FS5lFbfSvMCzYRrnfuGr1dL8cAhAbwOqucuW058er/OS68BWmnS2vk7CVYXXHBBeMMb3uB+br/99hBCCN///vfD+vXrg4hMW7MCPfHEE2HFihXh9NNPDyGEcO+99wYRCb/+9a+TNENDQ0FEwo033jjteY4GhBBhVx9rGPiPDXMArs7OzuRlizqck79D2PfaDu0ztiy6NIbJIqCt57KmnQmrqlyhm5ZnWrAGJmTWja2VRrEhD7gBRSQsXLgwOVeQ3cSaVyyFxKtjzCKwFJw0oWO5or32sYLlWZiVrLGlKXDVIp6HVv5Z55mXt7UnL5Y+LQ0IFpOuvx4LHh/PpceKRR5Lk/nkdxKs8tDk5GS44IILQqFQCN3d3Waa73//+6GzszOEEMIjjzwSRCRs3Lgxub9z584gIuHOO++c9iw6ePPmzdP2HYSwbxAheKAR8/uACoVCEp7MWg7WJDgvfm0Ha0HwI/PrF6zjdGJRY6BqTORqaYBZ8qykrKzaa9pktfIsh/TYQJPld1iBbzy3b5a6sMacFnbP6bO49GJl675lIafdfVDCstTPI+/5avEl5nXMa5Gl37x65bHSGSTSlCqWB7H7ltKgv9HHWLdKW6eyyhofr526HkLY25lNTU0lAMTU398f2tvbQwh7rai5c+eWrHEBwJ544olpzwKsEMGnI43YRMY1CJxHHnkkeRUEr2MB0PQeGpju1gI+bxaFdQdBhDUwWHbWu4K0VpV1clRyvxxKm1x5SGuQfN0DMUvT1+nLdTFpjZQPqcW4dXV1JRa8RXksOm1ZZRnPPHyRFQC5vVwGewq8fHRfZ7GisgJYlv8syD2g9iI+dVqPd9L6nC0jljlp4flpoKbByFLoOA8t6/IcarB8+fLaqeugpUuXup2wadOmcMYZZyT/3/rWt4ZPfepTyf9bb701rFu3znwWYIVTtEOYbvYzM2Jg8HK97u7uxFXIm4EBXnonuBcNxEyjT0jwLCvUyQLXvIviMwFMurxqW2taA7auaStAB8ag77QLK1amJu5/nuisreLdU7EtDXnXyrg+segw/p+VLyyXpEUMlFC4eB1Fa+gegKDv0tqP+sVOyM/y36q/tW6H6zHg0LwTGwPveY4ehKKK95pZkcU813Vf8Hq4FYDB/z05oGWKnmPWOL4kLavHHnss3HrrrWFycjKEEMLXvva1cNlllyX3v/SlL4VvfvObYWpqKuzcuTOcdtppYfv27cn9n/70p+GVr3xlEqp+yimnhFtuucUsC2D13HPPuSGhmjABsdkTYZ58jA6/FpzXwaCleYwfO/lCU7FYTDYec35ZNa6s1oTFnHnIEwTVIJ5wmKSee23Zsn2v9oCA8FwkXlleJJXuf2iaiL6ClazP+NP5W+/H8urCv1mAe4pBVmUhK39Ygo6DWFhJ4H6J5ZO17VYbPCCM/bc8KNYRV7G6WyHqnKf1DIMCXMVQbrC0sHTp0kQp1muc/JvrC8DHKf2WtyimiFigx2BqKXegl+Sa1c033xwWLVoUDjvssPCe97wnXHvttSX3r7jiitDW1hbWrFkTzjrrrBKgAn3rW98KZ511VjjvvPPCP//zP7tlWSdYxJicBSNr0Vp77ujoSKwqXlQHiLF/H8wLwYaX2Fnl8zWE0nvRPTHBwAIa9fImlRWK71GWPsxDaeABYoCwXsmiLR2ARh5hzn2H/+xCYYIQWr58ecnLFWPtio1brB4oj104XmBDueOQtnFXjwX/1id+x/LR12aCbziNjsRk4ZyFh7U1qAFQK2kYJwZGjh7lyGLIicWLF7ub1HkJATIEa6JYJ9U8wUqT7msrYEYDHCskTC9Jy2p/Upo2YAkwHnT87uzsTDR3rH/h9AJ8cA9RhJwPjjbhM+Q0A6E+XLeYEPHWMsBsrMnptTQuV5cf02y1dVqusLH6Xrddu1+wyK9PhdAAFYuyTKuvbptnjfO5bGnrNvyb+wxj6AlJb70ni3fAa6sloIvF+NFjWihbbimvvFg9oMEjyCgrpSkdTFrwxvg7locun38zn+i1KEthYmBjD432HDDwMB9C+YSCjGt4RoMk95dWwD2lWc9JjHsNrGaQspiulouHmQrvG0KIMsLbt27dWvK6aJy6za9b4NdGIB+9e1y/5l4DSlbg0PfZ6mAA04yoLYnYmpie9JWuUVkT0xoHBt5t27aV+P9hcWkXBisLeYWh1V6uM4ene8LI08KRB9Z/vKOAdL6WVhxrQ5qbUAvZ2KHMrIFb63KWwuTVg9NAucvSB1muW+ks5SMrpZWvwc9TPiziE0DYOtV56/JgTSG99Txb4rpOPMdibdVjV7OsZpj4FSEWpTEzAApvkMW+Gg5v53O6+FnWXpixcB0WGvu0s27Wwz3WxNLIY35rodUTPlae5ZIGJHa3Wm6wEEKyjqhfx64ns3UKSRZKS8fWhWX5aKD3gA9jzS9mTBtHS5GKPZMGuvzfC0235gaiIC3NHXXy3v3GfcjrL5bgrIYyxOXrtZ0sz8Vc7fpgAUsZSMsbiiS/88wrm/uMX1qpAy3QVqyz6yhm6wzKWFvxXQOrGSa2rPSAxgQKfsNMx+DC/P7Nb36TWFWxMFTW7rHHCu7EQqHgvusoCyHfNP97msaUJhgwQXgRONaHsfrq8rTLla1MLp9dF9igzftGuAy4VXp6ehIQzOo2y7KmZQE6j0Ua6LDmi/PaLLCwyFovylJelnWyND5iZY33COp66f86D+4nVtS0oAa4WHXNS9xXeZ730jJPWmCRBbi0Yquf98CE12MtRYz7DzIHY9bZ2Vni7dFj4/UBZFYNrGaQAFZPP/30tE3BWSewPo0CFtXjjz+epEvLhyc1GG7JkiVRv7H1P5Y38ud1KG/SWPnG7jEwaM0ya1/G1ru09suuPF4w1sJBa+9wFUIJ4FBrr71p13DdqrP335v4PDYAKHbTxnhJ9zOUpywCOKu2H7uG+cAb2tPGn0FQKyg8vtoC1i5dzq9ca6sS70Csb9gjYN236qwBWa8fx1z7XhqLF3nuYN3cCoaJ9Sv4DONeA6sZIgarurq6ktBhFnQx4akn1bJly8KiRYsyud88psKpFrHF5bwTE+4EXv9Kcy3kKVNr9bAWtVbuaXt6LYnvhbAvok8rFNbZaLospNPRllZ5efoW+VvuPSuyD+XFXjui1xa0UIm5nrSA4bMrs7RF8wT3v5deK0PLli0L27ZtK2kvuzOZtNXEoMR9gHy9NRtdr2qRp8zF0lj3+dABL43VjxwyjvG00mqe13X1ABEfWFb6hYw6P974retQs6xmmHhTMDb4atcc/M6Wf56/IZixKNzV1eUCnRZCTBB0YIyYoMkzMaGt88KqpZleeeWV0Xyylmn5v9FmK+SbBT8LKu3i430nluCytEt2IVpKiAcAXl9YApX5A31raacxK0lbgvivj/3KKqS5PlkI/MFt4fI+//nPp5bJlgQUJOwd4jEHaLOLi3mDIzp5PsQoBipp5D3DY6Jd0OAPDzjxvGVZ6bItt7fmYQ2crIBmCaqxygPI4HQVay6Nj+87uQfvuOJ14RpY7QfiTcGFQiHRCEMoPcjW0mZCmG7q8+sfGGz0RkFM3JhJj+88TGj9Rzl6g6DncjvooIPydGGUvDUF1hyt+mqlgAHeszY9bVC3GdetTcGarL7gCWyBbWxtSoOrBk8rEMFaqI/lq697WrXXLgYF3da6urpMQIC1EChIeFMBlAaMi36TsFZscK1cV7LXVutZb02OgYPnbgj7+MNTeKx2eaSBievA9eD6oj+hZGRVYvg6LF+24CwLFvMVgRiIbEZAx44dO2pgNZOkT13Xm3VZMFoTGDQ+Pp5E1+iz38BQYATNWDEmxiY/K3gB963FZxbSDFJIoxmR8/DAKqu2mgaeuMZRe/q6VT/0nxWw4gkLKBHWyRAYi5hgy9IXnnDJ8hy3xXrOGjOdT+xoIyvgIyb4Y2sdAJcsVhqPI3hw6dKl087g5FfUWwqFBguui+4H67oW8h7FAljYKudj2UIo5Y+sQKqv67KsMQDga0XGm9e4lgbyluLqtYVlF7bUQNaNj1f/1PVCCCFIjRLq7e2VRYsWycKFC6W3t1cefPBBWbRokYyOjsof/uEfSk9Pj3R0dMjPfvYzefWrXy2/+MUvpL6+XiYmJqS+vr4kr9HRUTn++OOlUCjIz372M2lsbBQRkYmJCTn22GOlUCgkafl+GvX19cmJJ54ov/jFL0RE5LjjjpNf/OIXMjk5KYceeqg8+uij0tLSkqSfmJhI7j3xxBMiIiV1wfNcf27PscceKxs3biypg/ecJp0u9hz6+Je//GVyz0s/Ojoqr371q+UnP/mJHHHEEfLQQw8lfcLP6jYdd9xxcvfdd09Ly/f/53/+RxobG82yrb7Q7X3Vq14lPT098sQTT0TH1Mp/aGhIjjjiCFmyZIkUCoWSvsiSD8b5oYcekhNOOEFEZFp/8jj8z//8j7z61a9O2uzl79XhD/7gD+S+++6L1s/KZ3R0VCYmJuSII46QxYsXJ3m86lWvkp/+9Kfyute9TkIIMjU1JXPmzEnqiTb+4R/+YZLvT3/6UzniiCPk0Ucflde97nWpvAbe8XgXz/3kJz8pmUfW/T/6oz8SkX19nMYfTLoe3lwJIZTIh9HRUTn00ENFROShhx6S9vb25PqcOXOSPEQkqSf3jzfWFv+nze1jjz1Wdu7cKYsXLxYRkV27diXyp7+/X9avXy+7d++WhQsXZuqTGNXAStHGjRvlVa961WxXo0Y1qlGNfifol7/8pRx77LEV51MDK0WwrLq7u2X+/Pm5nkVX8rf+8H1YVmxhiYhMTU0lWuXk5KRMTk7K1NRU8kH6uro6qaurkzlz5pR86urqpFAoSF1dnZn//qI8rKX7jNuLftD9iPScZnx8XCYmJmRiYkLGx8dlfHw86b8QQtIXc+bMkfr6eqmvr5e5c+dO++A++hN96o1ZWpvT+sLindi3Jl037zenz1KfGGXpgyy/rfx0nfPUPQ/tD/GXt766TpXwRJbvvHW0ZBrng09/f7+sWrWqapZV3L/wEqQ5c+aIiMj8+fNzgZUFUBCQ3uDywOI/Pzs5OZkIXoDW5ORkicBloYsPhKsWsPuTvAkXS899xu1lsNGgz2kBRlNTUzI+Pi4jIyMyNjaWANjU1JSI7O1ngFJDQ4OEEKSurk7mzp2bfGvgglKg+xNjlqUPvHt5lBz+revBSgzzlgde/GyWMcpDWQSrngv6twW01QCtLO3M2xdZ6pK1vmm8ge+s4G99l9ufllKpy8QHaSFTK6UaWFVIHkixdcSCVkSmCRVYQMiHLSpYCAxayANAxfmyNeUJg5mkPJo039MWkgZo9KH1HPpmdHRUisWijIyMSLFYlOHh4QSwxsbGSoC+oaFBGhsbpbGxUZqbm0ssMK4vj41lrVrtygrUaSDFPGQBmAVWqKP17YFXVlBlsvjJE7Leby9fLVStslDvvBZBOffy5h2zOCuxaGP9mLX+PN66D7P2ZxovIu9qUw2sKiBLuEDY6t9Iz8IjhCBz5syZNsnxLIAK1gELXIDV3LlzTbBiIYt8kWam+kL/zjKRtDUF4GFwRhoWxvp5PAtgsgCLgb6hoSHpV91/bEmhv+vq6qZps3jGa2PatSwgZX20xSVSak2xZc1uTAu88gr8WNv4XsxKtIStBVBpAKsFb966Zh2zNNJlx+qUp7+t+aN/ZwUrq6+4D8txVVrjGZsrlVINrMokPVAAJbaIGLRAABmYxtpstiwMABWEKxirvr6+xLXFrirNLFldPZUIrrRv7xndVl5vYosK7dPt0f1ugdXIyIhMTEwk5Tc0NEhTU5OMj4+X5M3uVERD1dXVydTUVDIJua+yCDzvvxboeq1SfzM/WeNrgZRey0QbLBexJ3TTSPeDB06Whajz0R8NwlbZuq55rcU8YKbLtcrm65UCllevmHIYq7NX16x147KZFzm/aoMUqAZWOUkLWct1xVYBL+xr14zOVwtgWFcAKnyQF2v9ELQs8KzJrdshEp9gWd0Wnjaty9LPsSAGQAGw0H9aECOctlAolEyWyclJaWxsTPKCVYb+AViFEKShoUEaGhpk3rx50tjYKA0NDcn6lBVUkcefn9Zmq9+0ogIFiD9Yd7OUIBGZBlIIENG/UZbHi3nJA1+rTTHAskCK66nTMHngYdXTSpMF3MoBqGoBlsdPaXMsBlDcriz10bKPx5fHylNGKqUaWJVBWgPm6DP+jTQiUhKlZ01QkDXJ2SUIS6BQKJQIIEvz1oAVm6wsDPiaNVGtvLyPVx7u67U5D6ggcAEobI3q4AekBRiNjo7K2NhYiWWF+0jDn8bGRpk7d25JNKB2Q3l9kdbPfC0GXh6PeUEn3HbmCViJU1NTyfomL3h7bSqXPKDSbkzPOhSREsWEgRVpNLjGhG2esUkTrtb9mHuNn8ur7OQhD7CsfvGAS+fn8bg3tp7cqCbVwCoH6YnIQgQuOnzGxsZKnuVIPQ8AmLRri92BeBZgBJeVDnHnsrxvkF7D0EKMGTgrUMU0Py2ItVXFfYQ2Ijqvvr5+Glihb7GOhwAKdp/C0hKREvBDoAV/GhoaoqHrXpuy3NPXLUHAwoAtT8vFzEoJgxXaB6DSdQFweYpLWv2tvkgDKsuVyWNtuTM5jXbFcl1iAtIbmzTFIkYaqPTvNMDKCmKc3rNYvGvVcP3F6qLBisurNmDVwCoDcefzhGMBCyCB4OW1JLYO8LFcGR4zprnl0gQeGCgGIJabUq8fxCwBrS2nTSwrjV6TQj0AUPxBGoDV5ORkCag1NjYma1LaJQshjY+1z8raChBzB1p9mlV4snCDMI4JbqyhpfGQBxj8fCVasQfIHj9agSMWWE1NTZWAqFUfz3WZ5gGw6uq1J0Zp4IT8soJArC+99BYPzTTpcdQeEGttt1pUA6uMZK0jMEjp/TyTk5MJKOmILEv4xYS7yHR3YQy0NFDxPS+aTAtGCMXYmoYniPiaRzot6qD7Sgc9sFuOxwb3sW7FLjOMhy7L21Tt7VXzLCvvW6ezSAs6DVIAVhbgbElhnPSYeJGE2upOU46ytsNK4wEWW1keH6LdVn+BPHdg1jpZ31nIAyr9nZXSyo7JhbR68neWesTScl9pfqpZVgcAWQCgXXP88YSiZ1VZVgY+LCBZeIJYmFp1ZrCwGExrtLw4z9aOFia63lpjTgNe/bxuo8h0d5YGEKsuWJPJWh/dv55FmWe9odyJypOd+4DBSo8rh+LrsdQ8pvuc+0MLKf6fpx1eOdY1a2z0eFp9xFY+t5nLt0ArDaRiCoY3/jGgsoDLAoMYuOp+8Po1C+V183lkjSG8GiinXHBNoxcNWP34xz+Wj33sY/LUU0/Ja17zGvnqV78qBx98cHL/8ccfl8suu0wWLVokIiJXXnllyWGN3/zmN+Wee+6RQqEgJ510krz73e9OLVMzhw4jZs1dZJ9lgN/adQWBiwFlVwyXx/nBtTU5OSlz584tqR9cWBzBhnysPNls5/UbBitejGeyohc9YOCyQZaWxwDB+TPAM9AzmOi8eJKwezA2sbU1o4W8ZcnGhFzsms7Pqgf6xKsb94XFfxbwwxrlYJxyIh3TSLfTEsxWu63xiSlwlkJnla3r5ZVh1T8maKthScUoSx94ddR1sP7H6pnFovbmPeglHw34/PPPyyWXXCIbNmyQoaEh+fu//3t5y1veIg8++KDU19fL0NCQvPnNb5a77rpLDj30UPnyl78sH/vYx+S6664TEZHbb79dbrzxRvnRj34kU1NT8prXvEZWrVolr3nNa9wyPU0wto9KWyjafaUjAr1JxSCiQ9K1YIu5xjTQWtFkWhBOTU1NA0WQ1r414/JvbpMW/vo7hFBicWpLUls8ui5cvzTwSGtXOUIna5l6/CxhogUgxkhH+MX2XekxZZDz1t/yWpBZyVIErLK47sxLWvh5wpuftfK15leacpGlbTymlYJWDKiseaXrEvudxndZ6qbrx14aENez2vSiAKu7775bbr/9dlmyZImIiKxdu1be8pa3yKZNm+SYY46R6667TlasWJEcm3/66adLR0eHXHzxxXLwwQfLJZdcIh//+MdFZK+Af+c73yl/+7d/K3fffXem8j3BDOLJr9da8I17ItOBRDM8fwOQ+D/uc/AB5437EHYMVhqwtMtJxA62sIRATHDovCyrxdP8PJcc0mjyLKBqabvcHu+ap/VqwPbqZVmJ3HYIbgCW5dLVgpv7kUHLWj+16lEJxaxWrZToPkuz+HT/6rljpS0XrBgAqw1OXj215aLBiuum6xUDp7T5l7WeHlhZykI16UUBVu985zuloaEh+f/6179eRPa9k+kHP/iBHH300cn9RYsWyUEHHSR33nmnvPnNb5aHHnpIjjrqqOT+McccIxdeeKEMDAxIW1ubW26aFsch00jPYMXfnKe1Hwp5WtYHuxa1O04DFR9PxG3QrkttXbGVBQtLa7Ze3+A/kyes2M1lafZZgS2NYgLMSqcp9pwHUnzP6i+vLE+w4BlEWWFceQ0rFjCj+11bqp4ykGatZCE9dh4faVc4nokFtnhWGd+LKRIeWFUCVJUAl2dFcQSrBis9tjFryvvWv/PUV7sBua8sfqwGvSjAioFKRGT79u2yfv16OeKII0RE5OGHH5YTTzyxJM3ChQtl8+bNyboWrDLcCyHIE088Ib/3e79nlml1vAVWItMtK72RFJMRg6vBgs/709qujozDWYCW5aKZh+uvT0Kw1tpQD0QyWm1HOTGgQjruJz2x0rQ9a2KVQ+U+nyakLTDy7vF1XZ+YAOH+jVnlnnCwFIYsASSWEM4jeLSQ14qKTsv8CtLWta6XR57ikPZbP5sHqCohXb6OltTWs55XUAKsMcwDUlkATPcdyzRPGakmHRBgdeGFF8qDDz7o3t+wYYOcfPLJyf8bb7xRvvCFLyT/+/r6ksAKUGNjowwPD0tfX5+ISMl9WGTDw8NumevXr08G7aMf/aicf/75CQPA0uEBigkAzYDaHWetHen3UmngY+1Lg4YlkLTw0Av53tqQJg+YdP78OyYks2h/s0FZraXYf1yzLAGrfZ7A0ELS02DTlAZrXHRZui0sqLXAtuqqy4Yg8+qgI1P1XPLWLq36WnWzwCnNovLaH6Ms/Grxgcj0E3GmpqamyQcGK5YTnHeaAqjrUO5c8/pwJoFK5AABqyuvvDJz2meeeUZGR0flTW96U3INr51nKhaLsnDhwgSkRkdHE5dfsVgUEYm+EGzTpk3S2to6zVqxQs81edqHPpGCGZKZEAEOMeEOoNIvF4QWbkXSiZRuvGVNNy1SLMtk9TTqGFjpvGcbpPKSB1haYMba5Wm51vWYoPWERR4NW9c3LU+PmN+Qn44ai20tsHgnLYIxq1WVpe+qxYdpSh/qo5VZzG3s20Q/sZdFAyqXl3XMPd5Lqy//nmmQAh0QYJWVisWifPWrX5VPfepTJdfXrl0rO3fuLLnW09Mj69atk7Vr14qIyM6dOxNXYE9PjzQ0NJSEvlvEWhUmC/7rhWHWkvDtuf6s12CgDAYMaKWWNop8cdQTa2EchTh37txpE11k+v4pK2IsLQIvZh2kgZVOW00qV8CWm3c1JmxW4RJTjvKWlUaW6ytWVhZABi9A+YuFOmdVdqx647scq0q3N2t/5VW6uE6WMstvHmCwwpqliJTICV12zKrK8j9L3fl/uXllpRcNWE1OTsoVV1whF198cWJ5DA0NSUtLi5x66qlyxx13JGl37dolu3btkpNOOklWrFghRx99tGzcuLFkjeuEE06Q5ubm1HK1cNcfEXHBiC0rndbSKDE5vHUJMC1eeYHXYOD1F8gH59s1NTUllhpbW3qiMlBam3A9wOKJbDF+zDKcCaBKE9pa+5wtymqVWGlnSuPXVo0GJy24dfpYOXhWu805cAR5anDIykeatCD1rK60/rFAMQaYXn0shcOyqvhUnPHxcRkdHS2RAZifIlJiYcXAIo+SGaO0MmaKV0EvCrCanJyUc845R1772tfKz372MxEReeGFF+TRRx+Vz33uc3LWWWfJ1VdfLTt27JCuri658cYb5dxzz5UVK1aIiMhFF10kt9xyi7z3ve+VyclJueWWW+Sqq65KLdfqfAt42CXHL0rUrjkmKxTV01RY88Lr2oeGhpLP8PBwcpqBiEhLS0tSJoCdQ+kt0oEclluQ+yBtUlpCJU3TK5fyWhaVglY1LJks19L+VxN8NQhZ4KTBK5aPdd2ybvTCvGddWb8timn7lVi/MWvO42srrWXZ6bVs/UoglhXYxgLlMravKet8q5R/slq8ldKLAqzOPvts+fa3vy3XX399yfVbb71VRPauPd16662yYcMGWb58uRQKhRIwOv3006W7u1s++MEPytjYmFx88cVy/PHHR8u0LAA9kfGZnJyUsbExGR0dLbF6wIgIcWewsIS4noz8PNwCo6OjMjQ0JP39/TIwMCCDg4MyNDRUsg+nUCjI3LlzpampSUSmv1jQm1jQdi03YB5NLQZYVvpKKI9bzBL2MYFSbfI09Kxp09JUQpq3vd+WZZW1vjrPLG65NL7Lak17/7064juPZZXlN9fDsqwswOJtJMhPe2es+sXKj13X9YyRJb9mCrQKYaZm5ouU+vv7pb29Xfbs2ZMEZOjJBQaDyQ4AGRwclOHh4eTDADBv3jxpamqShoaGxGrhPEX2+fP10UyFQkFGR0elWCxKsViU3t5e2bNnj/T39yfWVV1dXfJajIULF8rChQtlwYIFMn/+fGlra5OmpqbkRPHYpMqyITcLA+N7fwJVVlZOE/xWvp6A9e555XpKinU/Vt+ZoJirLGaxMMX6ttz88wjVtLGKleXxakwQpylkloIkIq7rD4ou3sEGNyDywjvY4OaHTMHcjp1SkrUvvT7lNXJ+nQ/2/mGNHHUcGBiQjo4O6evrk/nz52cu16MXhWU1W8TaJH+zRcVuuf7+funv75fh4WEZHByUQqGQ7I2Cm44ZSb9LCMxlnfMHsBoYGJC+vj7ZtWuX9PX1JcA4d+7cZA2ODzhlJtJgldci0um8PrPyS3suL2V1oVr1siwq7eYql7w8ZgN88pJnSVnuQPzmZ3VeVv76t2dRedfKSROjtDnAvy2LJcbvsTp7lpW2rrAWjbL0QQJWXdL6Po2yjgX3SZo3phpUA6sIeVoZa0Rw/bFrDu65OXPmJFpQQ0NDsr5VKBSSoAeLwXAdgDg5OSmjo6MJCLL7b2RkRMbGxpJnYJWhXH43kw5jZypn0nl57G/BHBN4Oo0ldHUaiyxBbt3z/vM3fh+IABYDLOu+l0fsf+wZq99iwjNLHT1XZqweadaT9d/LS9eZ/2vA8vadiUxfV7bAody5G+tjLQc1SHHdZgKkQDWwcshy9TB4MFgVi8XEHQewGhgYSACqUCgkQGWtH3mDCxNblwNramRkJLGi8MLB5uZmaW5uLnE76pPZ05ipHGbbn8I2qztJU8xKKJeyCnJPsKUpCbMNYml9FrOuvGve/ZjFa13LY1VZQGXlnQesrPZlsarw7X2YrNNxsr5zLY+l5/2P1U1bVfhds6xmgWLmOsx0WDzDw8MyMDAg/f39Mjg4KP39/dLU1JTse5qYmBCRfa45PoBW79ni0ykYFGFZwarijdBz5sxJwGrevHnJh62rrGDFdclCacK3mpQFqDyXheXWqhZZGj7f4+/Y7wOBYpaiZzVaeWS5lodiLso0S8pyX1oCNQZW1m/rO2s78DsNqNhrol8UqgGrEvLmVhpQQQmfSaASqYGVSwxQDFS8YQ+/+eRhBEg0NTXJvHnzSsAD+59g7TBYMVDBEgOxW6BQ2BfpxxZae3t7ElTR1tZWAlRZQcoDqHLcY1k12XLJc1Gk1VfXLW+d0oShl9/vGmCJZI+6zFOmzjcGlLE6Zx3jmGVbKUB5bj/9W1sovJeKr3MAg/fmbKs+Xvtj4MS/tcKu6831j1mdlVINrBxigNIWFQMVTqAAQ2CdampqKgGrlpYWE7BYM2Jm4EVVzSCI+mtubpapqakkv/b2dlm0aFECVi0tLSZYeQxkMa53X2S6YIkJCp2+XCb23BVa+7Pq6mng5VpanuCMtTMm/HQa697+phhg4X8eytrPWSy7LNZVrKwsCkXW7yyUNr8g7C2gYjnBrn29Dq3ro61JrTjy7xhAedYflznTVpVIDaxcYvDwjkLRp5fDvQfQam5ultbWVmltbZXm5mZpamoqsayslzHyKz70oLPVBqYACM6fP18WLFgg7e3t0tLSkjA1GNpjohgAxNJ55IFAbOLkJc+Nwv/T6offecgCKKudOu+03zOliVaDPIDKyg+aqgFYWZ7zxhn3sigJsfHJMpes+zGhz+AkUnqUEkBJh6lbb9DWZcbGLAs4ZQEs61NtqoGVQxqoAExsUTFIwdrBW32npqaSYIe2tjZpa2uT5ubmEmuHQQTlsZ+aNa2mpiYZHx+XEILMmzdPJiYmSsCqtbU1KQN7qqz1MKudeX7ra1mZMotQj5EFntYESgMrXWY51lWaVp9W5oEISnkpK3hY5Fnp5dYh9q3LzGPRZlE4NKV5JSyeZZDCNfzWYAVXILsA9ek4ur0eb1rWFC97ZAGsGEhVm89rYOVQzKrSYFVXV5e8dqSxsTEZJIAVuwIBJPzSRD3xGbDgm25sbEze7AtmmTNnTrIxkNfHtEXFbfLaGvu2ntdWkiXsswiRvBQTkJbml0blaPl8zQNhK/88VlW5fVTttiOdlW9WKysNyPNablmAMk0pygJWWZ6LzRHvnmWZsEXFnpYQSt+ioNeqLPe+B1QWn/K3FT7vKYS6P2baqhKpgZVLrGnog2r5hHORfetIvOcAQAIQgQswtobEjMtWVUNDQ8Jo+hBLuBV5LUy/vRifmMbJv9NAi6+lMWYaYGUBryxWlTWpYnXS+VUiuMu1rKo1qatl4YjE6++VY91LszC8Mstti1eXLOOh/1vPpLnSrG8rvSfwWXHVh02nndkZm8+6XZaVp0GKzzz1jnRCfjMJTppqYOWQJQD1gIrsHTD9CnvemGvtd4odhaI1rblz55a8TqGhoSF5Dv/ZNcCTCs+BafHJYmGlTTw9QWLgUw3A0uXztTxg5YFNGmUFqbS801xMWetjlVUNqkaeWYDLo2oIvjRLsNz/aYpdHiVP/8b8tuSCPq8zBlRW38csWkvGWS991HlpULX6q9pUA6sMZFlYGESAFQMMnyCBc7J4UdTTSJAfa1I4NR158ruvULa14ZfByjLRLcbyJlyaZaUB0SLLqiuHPOHgAZauW8wCylo/y73C97xn0n7noRgA5AWcmRIyMQuDy87Sl1ny0vlmuV6OohDjPX1f19ez2rjtbGWx8qoBzQIqC1i8PrAUcct7pPOMRRbPJGDVwMohLVC0RsHfMNWtc/j4UFqmNO1TL7jiP8CK06EOvDiqmZz/6zbpOsQmXqy/0tJpSyqLdZVVO41ZV9rqKRc4PcGape3VJK+srAAWsxis+3nq41kXaXXWY5KlT7288yoPsXRWOZ5yZAGGLsNSljwF0lI0rag/rw5aZuk66Ge1G5CtK5DeBJxVPlSDamAVIYtRtBnOEYG8SdfbA5FV82FLDdcQGaQZRIe5e/XWVoaeJDGrqhJtlqka1hXXLU1gWHW0wLJSygNYWUA69my519LuaT7ga3nqFuMfDxizWgKxNnjXYt6ErO2zgCotYs4ry6qPd88CrJjFyfVCOg6Bj7XJs650GSz7rEjEmaIaWDlkmd+xs7g8sNKaEGs9lpaF/8wEYAwrWkd/W/Xnj5U/103XMwZW5VgUMeEUE1gx4ZRXs/UsuCyCK2ZRVcvCitUxy7N5n7MsT/1snnHBdW88LDC0+MICKa/8PP0es2R0XjErxPq22quBxyqT73vgZAEVeE4DjuYha33Ja48GLas/PBkyk1QDK4cwGCGEaa+OBtPwNY7W0a45ESkJyNBlpGlMfI0Zib+Z8TRQoV5cV/5O6wcNrtWkPABlaa0xgOX7GqjSFIZy2xL7n4WyCGivjHIsj7RxjQGZVx8tsGOAZVkQuG8Jd92WvGAVs6y98dPAmwZUmge5nfpa1o+Xh1WuBVYglk26zbq9+rfVR/uTamDlUDlgpS0vESlhZJFS4azTexv88Bw+Xhg9GJXz5bpbr7SPCYS0/pkJioGXTse/vQllaexZy8hDsQnNSgRfs7TsPOCZBahioGUBlWc5poForBxLiMfAKs0CsYBKt7nSvuW8sgCVZVlZZAFPVqBKA1Zdn7Q+yAJYVnvS2jhTVAMrhxhARKabv/ADawBjINMMzBoP8oHrkIGEBYNmHn2gLjYrc1l6U7EW3lxHS8PktFnSzARlmQxZJpGenDMBVFZ5MUHA9al2H5cDWhalgVaWsj2tX6f1hDSURV1mDKwspZDL4TyytsUq15rXlnBPG7sYWKdZVVwvXR9rHbuaIKPz3h9UFlgNDw/Lxo0b5dFHH5Xe3l5pbm6Wzs5OOeaYY+RlL3tZtes4a8RWDgc6aMtKMwC/4gOAgt/It1AoJOHoiBrkvVKcf9pJGhZY6TUqr8560saEpkVZJxuTzt/6r9N7NBsanlcHS7nQ90FaCKVp0pXUSV/zqBxLyyrDAy3P+uA267Boj390WZ6iwoqfXgfWaTyyxjJL+d7csNa8q0GWcoDy+ZoH4rqOHNAF0p6gPPO+UsoFVvfff7987nOfkwcffFCOOeYY6ezslEWLFsnOnTvlV7/6lVx33XXywgsvyBlnnCEXXHCBzJs3r+oV3l/Eg8bXeIOunoQiUrKWhPdd8cG3DCbYN2VZXJy/BizvNSVIx5uUtSDQ9bc0pDyMlkW4eterZeVYAjJWbqVkCfUsVoWXF77TJn2sH9PIErZ5SCsxWcu0rJGYdcXzw9onqNuSBTDwsaLXYsqZx1dZLJSYMuKNrSfos/KxJY9ExJRZVhkagKzIY2vpYiYBiikTWE1NTcnf/M3fyJ49e+Qzn/lM1HoaGxuTu+66S0477TQ577zz5E1velPVKrs/KcZIFqOBSQBS4+PjUiwWZWRkRIrFooyPj8vY2JiISGJBAcwx6DgEl/Nk5rMidfByRk9jBXilCU2r3dZ1SyPmPtK/8YzWZK3vWPl5qFKLpNznNTjlWXi39sNpfuO6xQAz7Vun1/l54xMbpxhfeaBlgZXmKQYXXQevb2NjaNWz0vG21qU535gi4oG/N3/4vgWk1v+YomLVh7fM6Odwz4qK1vWuNmUCq8suu0ze/e53y9FHH52atqGhQd72trfJ2972Nrn22mvl3//93+Wkk06quKKzSd6EYEYFcIyNjSUAhVfdDw0Nyfj4uIyPj4uIJOf4QdNDqPvk5GSyxmQJPu/jafIxQelpoPjN1z2A0tdijJpFE49puVmf9e7he6a1PxHb9WWNkyXMdLCNBq5q1S/LNYu00pG3DM86QX6wqESy7w/y5ifqy33L+XlAESOvTG0txsZ2JoA0LU8LsLiOOpiM03hg5b2peKbmWCawuvjii6WlpSV35ueff74MDQ3lfs6iH//4x/Kxj31MnnrqKXnNa14jX/3qV+Xggw8uSXPiiSfKj3/8YxERWbx4sTz77LPS1NQkIiJ33nmnfPe735Xm5mY58sgj5a/+6q9y1yHGqAh6GBsbk2KxKIODgzIwMCB79uyRwcHBBKwKhUJyOrrIXisLB9zywmisLN5ZbgGWNuOtNnjkARaetdLGrrFQSyvX0t7zgJx3L8u1alGakpFmVeioUj4xwLM+8tbP+s35WcLKu+7lHSvfU6DY9Wdds6wJSxHQ7eE+4zmhgSUP6fH1wFfXwRPoHviXq7zhWetbk5YX+iACPUY62thrX7XnWSawsoBqampKHn/8cVm3bp2IiAwNDcmmTZvkVa96Veqzeen555+XSy65RDZs2CBDQ0Py93//9/KWt7xFHnzwweQU8vvvv19WrFghV111lYiIrFu3LgGqBx54QC6++GJ54IEHZO7cuXLqqafKsmXL5LTTTnPLZFDQbwXmzXJgWKwhFYtFGRgYkMHBQdmzZ4/09/fLwMBAstaEyL+5c+eWnNwOShtgraExk4GpvJOZNQNVIuCzaodpE8SrWzlAFeu7/WFRcVmW8NKWFq7rPtAaK7RdHaFaSd080sKRgcr6zltOrHyrvyzwSbOsNKhyRK9nfcVIK4o6cIqPJOIxzGJ5euBqjbU1B9NA0WuflZe1cdi7FnMHzqplZdHf/M3fyOc//3l58skn5eCDD5aWlhbp6+uTW2+9Vd7+9rdXs45y9913y+233y5LliwREZG1a9fKW97yFtm0aZMcc8wxIiLyla98Ra699lppb2+f9vxll10mp556anIo7BlnnCEf//jH5V3vepfbsRzMgPUmrEXpNwSLSAJmw8PDMjg4mIBUX1+fDAwMJMyOg205KCILaWbQ5je3gw+31QyFvEB6AseY3Hte/9YCwRNauj1p2qeVR1r/5ckvqyDmsj0BovPFt2VlcT3ZVYWxg7YLwEprlwcuWSkNoPIAVhYhZtWNAcIC5xhQ6fysPUccYBQDLQ1UseAmEUnGDGVwOZayqEGL5ykDhdd3HlDpeZwGZJYXhl2ynB51jL2qZCaobBWto6NDHn300RJX3J/+6Z/Ktm3bqlGvEnrnO9+ZAJWIyOtf/3oRkeSFh1u3bpUbbrhBjjjiCDn//POlv78/SVssFuU///M/5aijjkquHXPMMbJlyxZ5+OGH3TLZrTcyMpKA0MDAgPT390tfX58MDg7K0NCQDA4OJr/xf2BgIPkMDg7K8PCwjIyMyNjYWBIVCErThDRDaq2bzyGMAVWWyZLmSrHq5oEfW6FWuL31KgKvHllAKcu1rOSBbB7y+oVBS/cP3MW6j1hByhK4kVYf6z+TxRdeurTyPcGZVq7Hm7EP903amq5ul/5tWVSsuI6MjJR8cB0ApgW9bqcVLKU3+mfZbGyBURZFwUoDmcLHx3lnnqZFBVYbvMq2rMbGxuSwww6bdv2FF16oqEIWNTQ0lPzfvn27rF+/Xo444ggR2asB3HDDDfLzn/9crr/+ernzzjvl3nvvlWXLlsmWLVtkZGSkBOwWLlwoIiKbN2+W9evXm2UeffTRidZ15plnyqmnniqDg4MyOjqaCBQ+UR3MBKaFmxABFIVCIYkAxNt98QoRy/oRsdcy5syZU6LJsfYGYq3cOqMQEwXtY80zzcWkGdATwtqCsNYiuE18nTX2SgAjTfO3NGutyaZptiBLocD4W4KSy+JvS5vVZYC0i8hqr2Vdeb+zUFaryirfEozgDa+NVnkx4LTuxxQgL28GKSgPo6OjyYeBCYR9k4VCYVqbdP68zMD1YsCw+tDrd92vXFYagPE3LFmUpevG+cUCgGbCyiobrLZu3Sp33HGHnHzyySKyd3/RzTffLE899VTuvC688EJ58MEH3fsbNmxIyhERufHGG+ULX/hC8n/16tWyevVqOeOMM2TDhg3y+te/Xj7+8Y/LTTfdJH19fSIismjRoiQ9LLLh4WG3zJ///OdSKBRkaGhI+vv7Zffu3dLX15eEoY+PjycuPTBoXV1diWYMxsIa1dy5cxOg4hcyWq+g15Ncr1+AcJ2JTXQPCGNCghle37cEgdZAWVtk0EI+WoPTVA7TZxG41kTXgsoDqRhoaeGvgwLSPlpAZgFGS7BY/MO/vXbmBWar77x6Io2lBHHUnx4/L98YEOE7C5hZioNW5ngtGoFT+DBYYX5BDrBC6Sl3PEd4Lur5rPnEUkY0+Os+sQBK9zPy18qVzsfKzwK+maCyweozn/mM/K//9b/kHe94h3R0dMiOHTvk0EMPlf/8z//MndeVV16ZOe0zzzwjo6Oj7v6ttWvXyrXXXivnnnuuiOwDqdHR0SRNsVgUkX0WlkXj4+MyNTWVrD/19vbK7t27ZWRkJGHelpaWxFLCCRTMdIj0w++GhgZpbm5OnrNecy8yfW1IR+kw82AfFRODm6X5pGn6miljQskCKn0MFEc5oj1WiGxaedYk8j78DK/zWJqiJ9ysPomBogYAvbDvtcGL2oy1EUDF48dl6/rrOnLaSkAqTUnQ9bKEK/OGBbpp+cfqoPOzwEz3A+oEV6zejjI8PJysX2O7CTwsWinTAIHy2b3LHgitwPEcjs1D3a8oC/e8QIg0vrH61gItfX0mqGyw6ujokI0bN8odd9whjz32mKxdu1be+ta3TnPZVZOKxaJ89atflU996lPRdG94wxsScFq1apXMnTtXdu7cmdzv6ekREUkiGS0CMw4NDSWBEnv27JGRkZFpRyexq40XyPG24MnJycSymjdvnrS2tkpzc3MCcpbVA2IBz9fYJWgtgnqaFGtxADvOD8JT70eJgRUmGoMULz4zWPHE47Z4AiRWZmzPme4/Dfy6n5FGWyPW7zTSk5nHjkN98SJNr97e+HnAxnW1NGjL0kqzjsohq18tPrYUC09r1+NoAa0FonkAGN9sUY2OjkqxWJTh4WEZHh5OwAr8jTLg6tdrPpaiyEAFwGOwwl7LQmGfh4SVE+5TPY56jnl9qikGgrH5tL+ASqTCg2zr6+vlrW99q+zatUuWLFkyoxWdnJyUK664Qi6++OIkqm9oaMgMje/u7k7chs3NzfKmN71JNm7cKG984xtFROThhx+WdevWydq1a93ycFQSLKu+vj7p7e2V0dHRxIqoq6uTxsbGJESe3W44SglmPsAK1hVbVno9Cd96goPRwLg6DJrJ0uYYWDTT8xqLXgeLMSIDhw6ggHWKD0cRcbnWIrilucesDA1YHkhpqwZp0iwETudNdqu/LPcX39frejqdJ1ysvvLqjPTWb51nLI8sadPqIbKPn7n+MbC2+E8LaA+8PLLmmeZlDVYInhoeHk7mNfgZc0cHPLFbj/mV3Yv4LyIlp9jgzeDefNT9YPWtBitrPKxxiiloXj4zKf9FKgSrT3/603L11VfLnj17ZOHChXLJJZfIBRdcUK26JTQ5OSnnnHOOvPa1r5Wf/exnIrI3kOPRRx+Vz33uc3LNNdfI/Pnz5cwzz5Tdu3cn9QJ94hOfkA0bNsill14qhUJBvvOd78hnPvOZaJmeYAcTwkrC+tO8efOkubm55GgjFkRwFQCw2AVoac8gDSaekPfawO3whDrnp/f4cD3SytAnwetXl4hIiYsjTdvT7eK80l6Twvny+h3y1NqqNQblTj5rTLifrWtpYKU19LS6xQS1JYgqbW8aWUJQKx2cF6f3+IPz1uOplbGYdYG0HJ3HkZkAFShfACbwFuYz1qCxDq3nEM9B7YGYnJws6RMGPp7nlhLn9TX/L4e/syhBWdJWiypas7rlllvkM5/5jBx66KGyZcsW+drXviaNjY3y4Q9/uJp1lLPPPlu+/e1vy/XXX19y/dZbbxWRve7BSy+9VD796U/L6173Orn66qulq6srSffa175Wzj//fDn77LOlqalJ3vzmN8upp56aWi4Lu4aGBmlqakosobq6Omlra0s+LS0t0tzcnGxSFil1uXGABGtfFjNrrZG1R+QFYLEmOn7D5cAMroW7rhtPsiyRgSxsvE3TWQSHFiJ6MmqwtYCRF6vZ1z81NVUyLqyF6vUSvp91Qlv9zv85rQYeK1pQ15OfsdYedD9lERy63lmFjdU2fc0DVG1deWBlaetZBKdXXhrYoVwLTBBEwW/MZeUHSisUVyihVtCUVrR4v5aeL1jn1u7tNGs6ZhFxPbKks/LOcm2mqBDy2vO/pb/4i7+Qb3zjGyUCbXx8XM4//3y57rrrqlbB/U39/f3S3t4uDzzwgIyOjsru3btl9+7d0t/fL/39/Yngq6+vlwULFsiCBQtk/vz50tTUJC0tLYmLEv1iuejAxB6A6TUwCzS0oOBh1BaI3sPDfnIwG9fBizz0hBtPdG3tsCBC3tA+WQuFEqCDTbz8vc2Z7HJkAOY9IhqQLWGnr1lWjaWde1ZD1uucn2VdWIBnAVc1hEiaxW795rJjlmDMqtIUE7rMG/yt68P9pgOPkIb5CodQ8zrVyMhIch9eEcx7uPbhaWF+Y8URFhoCNjhPESmJGkZ+7InRPGv1paX46H5I45lKrC4QZGlfX5/Mnz8/NX0alW1ZvfzlL58mROfOnSvHHntsxZU6EAgCra2tTaamphLLCvfq6+tLrCowKa/H8EQSiS88831r0nppvec0s0LQ6w2nyJtdDjqyyROoXp2Qn2ZoBsTY/i9NnkaKiY8PCywuiwWYSOkaIGuqDBCxa2ljEBPEHuCnWQ4x4LKezaKD5hFIFg9ojV8/pwEB19CP3P9Z6uxZ3SJ24IwGTwvguX0Wb8OrgrUj8CCULMiFhoaGEmuK62oBqvVBn2pXvc5Ht98qw0pnjQn3hWex7U/rKUZlg1VjY6OMjo4me5ZERAYGBkoOrt2wYUPJ2tGLiXhzX6FQSNakEP1XX1+faFPz5s1L9ltZwpcZVGt/lsbJ30iTpjnr57R7S1taAC3khcjCuXPnSgih5Kgf3RYWNiIybYJysAbXn90nGqwYHBiwuO/0Bk3sdcGH68drhFxfdv2hHA9wLc1cT2hL4KZpuLFx1fXRv7NYd2nkgW/MguH+0O3UQlX3NfOB1SZP2fLqpPmFeUZHwfEzaQCv28uuPihxKIs9Apj7vA1F9xHX0/tgzvA+rTR+8srQabnveYxifeLxyWxR2WB1++23y1VXXSWrVq1Krm3dulU6OjrktttuE5G9B8i+mMEK4ahz584tOTUdgpZPoeC9FiArIMDSmjR5WmqWSaaFBn5blgnaIyIlLj/kw5NOa4D6OQYeDVK4xh9rvY7X1/g6ymUramRkZNppArxIDSGCfkB5k5OT06xf3V88BnrCWvXL8uHx9EDHuh77reun6+5p1tyWLIIoDaisQCStuFjtsuoUA6kYxdb+uE6WcPbSQjHV80JE3GOIGEAt4IiBl9W/+r++jm+tCLNXRPe//sQsTj0+XMdyxqkSKhuscBK6dQKByN7G4PSIFyPV19dLU1NTssYCIQ/Bx6dScKiqnnAx7dUCpSyURbh4Ql+v9yAdrA3NuHpSARB0PSxA0oEElpDgiWURlw23H04TwJlsOAKLgZR/411hWbRU3Y+WYNdCLotwsoSFBnfdr953rK90fTRlAUf+7ylULGSt4ADP1arz9+rnlZuFNLjy9TShrEEK/61jzngMMfaat7XCqOe8tS5trUuBsoAe86CeW3pOsvVrBf4wf1gAFeOxalNFp66/613viqapxutBZouwyAlBBwbgweTNf5aA19FmIEtTiwkOpqyCS5fHgoUBi9PoxWcOqWawswQPCyfdL9bE8wS7V3e4AGFJ4dgbgNXY2Ng04SCy7yQRayLHytST07JEcN/Sar38NUBpocB9mgWsdP66fE7D+XiRnlqIa8GvBaQV+enxtVeGVU5e0NIWjdVXGqit6+xN4GvaNafHxLJmMKe477w6gQ+0LGFifuNyMA4WYGmw4vnIQVxc3xi/eeNk1bMShcOizGD1ta99TT7wgQ8k/z2g4nTveMc7Kqze7BH80RaTepqxZTHo9DyRcd9iflCadszpvMnIabSQQfqJiYlpbeXyePJaghCkXX0WiDNwajeIpb2xZYWjb0ZHR5OIKlxnwIVrRmv+FmlhrOvB4677I02ztfqRBZjuT29MY2Rp2B5wYIy4r9LKtQArZllpoNJ8z/mmtcubD3re6Hy9eRObZzwu1n7A2Pjivo6k1byDtKzshhASxVGffGFF/uFbA5X+9tyzbFHpPYjcD55Ck0azblndfPPNcvLJJ6ei5S233FICai9WYmFraVtZLCFOZ4EWBzDENCn8ZjBM00ytemmBosHSE24abKw66fZZgtCy7HiCcX15kkIYAqhwugivWeF4LbhkPdBN01p1H3LfaLCyQEKfpK3HV9eHNV+2xLmOsfHmesdcQbru/Dz6ywIu3TfITys9Hlh5QGWRtqayWlcWcGkFS5dhtRPX9DzV7j1tQfOzHJgEwGMZwv+x5sX39Ws4NB+AQgjTDo22Xi9iuQE1oHqHSTNPWPOAr1uUZczzUGaw+tGPfiQrVqyIpsmqCb4YiIMA8nS6l9YCLF5X8YQo8owJrjxkuapEZJpQseqjhSOn08+w/1trgXwqAPZHAaw04KHOvGYFkGIX4NjYWEldedOz1x5ul9U+3edaq7e0W8vS8MrW/eMBZRagsoCTQYuf1WskLJjTeMsqQwM0BLCl3WuyrIasIGX1SRYw0r+1IsJzHgKbeQlAYb2XDuk9wGagioEV7wW05qBWFqwN8hZYWa4/q5+tec11yAJYswZWH/3oR2V8fFze+MY3uhu8Qgjy13/911Wr3GwSD5RFlmDBt6VlWs94GpOXjzWZPQHoffRmYwucrAAJECYuhJB1aCfXn8GRAyQYrHgdzArQQHnWqRV8ZA3XVU9WLVRipAHZuh8DB21ZsTCKAYxVP0sRsISHLl9r19qysvqDAVn/t3gxzZLz1s64PVnGwHq+HEGYV8ljwLJ4UCtErAB4fY80CNDCb7jkGaz4kGtddz0OHh9qsOK+QN04yELLGkt5s/pS85DmpWpQZrC6+uqrZXh4WP7t3/5NnnrqKVm1apWccMIJ09L92Z/9WVUrOJvkdbwHLviOAU0WSsuDASZNG/ZAyAIrfU8fxAmmhn+dffR6UvHkwcSGu07vjcJk4zI5lB55WEDFgMV10Nq+1S+xPs86Rh5QaZC0hK/+r7V3awy11arr7gEW54X+1flboKbbrMfWA6s87j+rb3W7PMDyhKamrOk4bw0ElhXDfatf7eEpp9rtxvxiHccWs670uOvfrDDpdmlw0vnpALGYpWpZYbMGViJ7TzD/8z//cxERefbZZ+U73/mOhBDk+OOPl8MPP1xERD75yU9WtYIHMulJpH9rhkkbPGuSglk0g4E8DcYTcBqIQHpRVwMHa2BY40DdLNcST3CAid4XxRt5UYcQQvKtJxgLCC04WMsFWOkDbstRGmLXtUvVEtz8TJolofPlsjyrU/e3Z2GBLOuJx5GVM50/19MCxzTlKg+lKWy6T8sBozSviW6jXmsFL2qLw7Iq+R4T5hTSsYvQizTO0kcxuaPlSGxsdZ09wLI8ALMKVkwrVqyQ9773vSIi8otf/EK+/e1vi4jI2972Nmlvb69O7WaZvMH0fmvm0NqmpQHx87EBDqE0WkmvOeg64zoLOXYv8IsiARAcAcmand5EqzV2XT7vxdInZvA5flxHrqd2VbGwsCYgrD0GNH3K/djYWLInDutj5UY7abImqr5uWbWWFqpBhnmDrSKtdccAhMdZ1xXptJbt8RRfswShJdiyuN+sOaSVAatMrZRZfa/b4Gn+HuB61iO+teJg1UkrGB6osaLICqTVPg7U0ud4QmHTa5FaCfXc/SzbvP6y+J7b67kgy6WKXhEiIrJr1y755S9/Kd/61rfk17/+tfz7v/+73HTTTdWo26xSFlCyrnkfSwvXwgHfsUHm+zFhqxmHd9tjkzOXzwBlfbR1x8KU+0G7v3ByNQdWePvWvDUvS4BzGuQdQkjcgfz+sMbGRhkbG0uOxGGrMKv2p5UJa+JyW/i+BVSegADw6pPkUYY1TnqtxBK03AYWMty/aYvu3r2sfahBi5+LAYQGC50n9yX6wtPu+ZpVn7T56lnOuo2eANfCXPdpGp+wa07zm3btWq5Iy2tiWeo8PnpO6/ZabeTnqkVlgdXExITccccdcsMNN8hdd90lhx12mLzvfe+TO++8U5YuXVrVCs4mVQJOHlh5mqIWbt493AfpCYpvT1PD3iNmJAgxWB76VHLW3r2+0fnhmg6CYHBm96L240Noo678m/uBJ5g+bgkfPscSYKnX7JhYcWDNkvtYp+dx4DbiPgsFrTF7fcavjwBhYZ4VD7Z8PSskDw/nJau/tCWgifvHA6nYviEW3qzsAHRjY6XvWfXI0zeWwpVFQbHW9ay8dDuYz7y6eICaVi9LIbPab40z6mW1qxqUC6zuv/9+ueGGG+S73/2uFAoFefe73y333nuvvPKVr0zSPP3007J69eqqVnI2KC8QZXkmi1sD+XiCFASGZDPfEqzM+HywKz+D8vTRUda6CAsUvbdD94FnEen9I3zKu16PYpDC89paBNCFsM9FOTo6mtxvamqSkZGRxLIaHx8vESq6X7Xw4G9rHKzx8ASq5XrhdQ8GLI6YxHXt3sQJ4Az43E+x+lt8Z13X7bU0aRaglgCMgVaMr7xQbOSno1vxiY2Z1Q6rPhaIaJ5hhQu8CAVCW79p7jYuR/cfp7cAma01b5+hyPTjlixll/shqwvW8vLMGli94hWvkEcffVTe9KY3yTe+8Q1585vfnIReMl166aXyne98p6qVnA1KA5y0wUx71nIBsLaCSc95MbGZz4xuMT1bVgArTo+y9ESLTWZvc6/WgBnMuV4AKJ7IsCaQFywLdtthgrFbE/XF+YBjY2PJtWKxmLwbqLGxURobG5PTOrRLRfevJq0IcN8xOHH/ikzX/i2BysoDLEnsKUO7cAgvLEZWEngDqsUruk4Wn3PdrfSWIqT5UINAVqBikNbWuFZauHwGAx29qsfDqjvzFNdJk55PTDzH9MG2ljWdZhnpOmpiRZYVHk8ZjuXtKTGsPOg8kYb7zpJDswZWjz32mLz//e+Xjo4O+dWvfiUPPvhgSeMKhYL09vbKzTff/DsJVjGg8SwrfY3/x9IzYGkmAGkm4wlqARYmksVU0NSsCCSuJwSJ3tTL7iq9pqSFgp7UPIFRhoiUCGyUj3rpaEE+5xBtQlp2I6LuCMCA8E8Tqp51Ygk4SzhwG7VwxLcFmgxcvJfM2pDa2NhoauSWwhMTULoNXn9o8OVnYi4snbcHVOAx5i8LrFhZAR9rMLGEtqVAWBaP5ltcZz7Hs7B4rTVFPTbeOGhAse6zYsB8w0qDBVY6f03Ws3qtTvcN19VTfKpFmcHqz//8z+XLX/5yarpNmzZVVKEDiWKDZ4FWHkDywAzXNLNqJvcYRJM32USm+5a1hsr1Y6GJsHNo/djkC4GDcpGn1n75tHqewIjS0+VxQAmEAr5hHQGgUI5+tXgIoSRikD+ey8WzJGL8ovuex8ASWHosLMCCAMcpHXAHcr1YSLPw9cBKKyO6DagLKwWWReKBlaXsWIJMK0IarMBbrAxxGwFQCJyxQEcHZrACx8qTxwPsYuVxtcDKsvjzuEU13/A13QYeI/SF7u80smSS7jcvwIX7PybPqkWZweov//IvM6W7+OKLy67MgUQe2HigxWn181a+Vhn4rYWEiA9WDFi4p5+xgKpQKJQEPIhM14gZONjSAVDxOX3svuO8+JX1IlICVnhZJdrNwMKCi/sLeUJY642Y7Ca0QJfzxckByNcCDN3XaZoxkwVWum+57lwP1Fv3vYgkddeAAfDm8WR+0u5Y7teYNo703DcsqMBbHhiiDG0VoX24x+4/8Bk+zF94HtYUeIEtZW4LR1SifA440vzPXgq2WHgs0SZ+jhUzvfXDsqqtsbCuWel5XPV4c92ssfSAhfOzgEqDFZc5UwDFlAmshoaG5MQTT8yUoU43NDT0on1ViDfwFuCANCNZGjQLdL0oH6tL2ifG9DzpWMB7QkZrj55A00IAz1kuPwQ48IcniF7TYcEgsu8kfIBcXV2dNDY2JtebmpqkWCzKvHnzkmfmzp0rzc3N0tDQUOIahGBkgW9ZQNpFlAZYlpDJAnYYEw6gwIc3oTJvedFyumwIHS2MkF67zay6W+NsAa9W3nitzXIPaiVCAxZ/9NqlrotVNrsXQcyXsMhCCNOsVa1kID8GK07HgKWBz+KVrPyj/1uKLPMF0vA3SKfj6zq9N8f5d9qnmpQJrO677z555JFH5LzzzsuV+W9+8xv54Q9/KBdddFFZlZtNSgOqGLikDRJAg6PA8tSFy7euWcJQCySe4LHndFkxDVxPcras9Ou/4aZjIaM1UC3ceN8UhI3I3rc6I4gC77hCnnV1dckzfMAq783SIMmChye2Bz66z/Q1nU5bHKys6EX6hoaGRHhjnY3J03w9YcZp8V+78cAvWmHRZAkkbdGgL/m3pRB5QRXWmhUsI66rrrMVUcj1Bv9pa08DFPcdz1vdDx4P5RHcMaCy0lkKKtcXafjbonLv7U+gEskIVn/8x38s9fX1ctppp8npp58uJ598sqmNgR599FG55pprpLOzUy6//PJq1fWAImuSpjEYT2StoekJ4OXnAZSlbfFvnoh8zQtxTWu71iZZSy8UCtOsqYaGhuQ/fiOalAUQa6dw0SBPC/QKhUICVviMjo6WbKjl9QMRSdbGAFosWHRaHjvddgusPNDyFAEGDBEp0fgZqNAey4JgnrLAinmFgRrEaz54XgOAxyPaouLN5tx2LdChCIB0IAkDFR9txNYM8uR+QX/qgBp2J+MZ8J+ul667bmeakmYBnu6vLGAUSxeTN5pf06wpK+8YebJlpgEr85rVa17zGnnlK18pV111lVx66aWyePFiOfzww2XBggXS0NAgu3fvlh07dsivf/1recUrXiGXXXaZrF+/vmoV3bhxo5xzzjny5JNPyoknnijXX3+9LFq0KLn/+OOPy2WXXZZcu/LKK6WxsTG5/81vflPuueceKRQKctJJJ8m73/3uTOXqwY4xSIw0s1v5WhZLpUzA+TNYsbbIQKmBkMvUExmWE5+cDnDhUHmAC4MMgxHnz9YTrAmUBTBqbGxM8oGgnZiYSJ4dHR0tEfA8PhwSrwUMWzUQ3hBorFlb4573m4kVP+4X66QPCO2JiQlpbGyctqdHAyODCAfG4FQRlI+w/sbGRmlqapIQQpK35l0doKIBRp/ViLpAGeFABO5Xdmla84DX4CzXLYO2FbXK/c18zC/qtMpksuaHHl8LnHgMrd9cpmUZWUqOrmsehTNGWeWLbrMG6ZhBUw7l2hTc1NQkn/zkJ+WTn/ykPProo/KrX/1KduzYIaOjo7J27Vo55JBD5A//8A+loaGhqpXcs2ePfP3rX5frrrtOnnzySTn33HPlsssuk2uvvVZE9q6LvfnNb5a77rpLDj30UPnyl78sH/vYx+S6664TEZHbb79dbrzxRvnRj34kU1NT8prXvEZWrVolr3nNa9wyPQ05LW2MtBUUAytLM03T5NPawt+8gM8Tw2J6pGdhCGHBAgZ56PUqXn/Re1BE9lk6nLaxsTERhMhPgxXWoVA+H6uktWrtLmOByPVF+RokdICK7s88IGWNGfcxytGWEsAKgMBC33I9Mc8hmrBYLCYf3ibQ0tIi8+bNS5QOLSz5O7a2xNsZNNhizLUrmNcSGaS5b7jPvPVErh8HaaBuaAPvSZszZ4678dxTED1QsMbVmu86fyufNE+NV34WwMrrScEzXpkaqDQPVovKPhvwiCOOkCOOOKKadXGpr69P/umf/knq6+vluOOOk3vvvVe6u7uT+9ddd52sWLFCDj30UBEROf3006Wjo0MuvvhiOfjgg+WSSy6Rj3/84yKyl9Hf+c53yt/+7d/K3XffHS1XM2iadhPLR2unHmhZYIVvTyBVogmxhsf10781E0JIWlFCXFcGJ/7NmjIIaQA22k3HIMUWGgQ8uxER5q2tCz6fEGWwCxBlaLcmWy7aOo3xh/UdGxt2P2rArKurK7FgtKXC9YPwhxU2MjIiQ0NDMjg4KAMDAzI4OFiyV6tYLEpra2uJxYVIO6wNasuKtzLwSzE5QpTHkMcXSgesYR30o/lIu2Wt0HDmQ21l6YhAS2mxxiRN8MZca5Z1qL9jH06bxX1otcGay1mesfqP+VFESmQAt6faFhWo4oNs9wfp45vGx8dLgj1+8IMfyNFHH538X7RokRx00EFy5513ypvf/GZ56KGH5KijjkruH3PMMXLhhRfKwMCAtLW1mWVa2pwFJnm0LKTnDyaZXry1tHitTWqmzgumui48cfWk4zLY0tD9gDrodQBrkyQDtLbEYPExWME9qDdecj4QQNpy41eUjIyMlGj/yB8RhXCDsTWgy8KYcSg1+kFbUZZm7fELW1jsgmQrAJYVX9dWisi+daDR0VEZGhqSvr4+2bNnj/T29kpvb2+ybhVCkAULFkh7e7u0t7cnYAXXKh/RpcEK4I9+xadYLCZrh3C5oo7z5s2T5uZmmTdvXtLfiPBkqwdArAWg5iXwE7t8rXnhWTHWXLLcjNb80Yqe/vbmhy43zX2mQcuqS9q3pTB7ebGFqoNc8Jw+GBseNbRBr8NXSi8KsGL6yU9+ImNjY/LGN74xufbwww9PC5lfuHChbN68WQ4++GAREVmyZEnJvRCCPPHEE/J7v/d7Zjkvf/nLE6b56Ec/Kh/96EdFpDRQAhTTeiwm8wALvy1GspjbAy2rfF0HphhgxbRAzl8LaF1PPfmtvrT2vbDlwxaVPgFDT0S4D0HsBhseHi7Zv8NA2dLSUrKWgzLYitSRdCjX08CzjAH3G9ebwQvrgxzdxoDF/SGyb30OYLVnzx7ZuXOn9PT0SE9PT4lrrFgsJu8XQ9sRhMCWFWvaDFaIwiwWizI0NCTDw8MyMjKS3AdYzZ07V1paWqS1tVVaW1tLTihBwAzaxZYih5VbQRrcZ7zRO9bPmpete5pnmXiO6Dmr51FM+cTzXGerzJgC7H3HrunndTrejI4PW1gcMIV+4LGJ8Xo5dECA1YUXXlhyfJOmDRs2yMknnyy33XabXHrppbJp0yZpa2tL1qz6+vpKgi1E9h4/Mzw8LH19fSIiJfcReDE8POyW+dBDDyVWl2ZKbbFUClaa4S2rTTOxpZHFrCxNmnl5T4oHVmBEqx4WeKXV0WqjZnaexNqa0vW33FNjY2OJEB0eHpbBwUEZGhpK3FXj4+Ml7inUA//Hx8dLzuFDHRmcdJutNRU9Jmkasies0DfarcWCDv0BoBoeHpb+/n7ZvXu3vPDCC7J9+3bZvn27jI2NJc/CJchuTwS4YCzYHcQh4bDesBY2PDwsQ0NDCQCOjY2VrFUx0OI6KwXMZyJS4mbCt7bQuf9RP7YImWBFsxvZOsDZAzRvzPg/zyn85vsWn+CDceA2pVHMgrJ+62s6L3ab8/zBmiRb3Y2NjdLc3Cytra2JxRxCSPirWnRAgNWVV16ZKd0pp5wib33rW+UTn/iEXHXVVXLRRRfJihUrZNGiRTI6OlqStlgsysKFCxOQGh0dTcCnWCyKyF4LyyNL49KAJWJHBFl5WWDFvz2g0kBoTSJPIHoUAyoIQStMmC0erlcMLL16xbQ7CCNct9aNtGDWa1Ls8oO2D6AaHByUYrGYpIUbrbGxMRGYHJGoQ8ct6wek3Z/aokxrN5MuB3nBatRKRRpY7dy5U1544QXZtm2bPPvssyWnz4vsO10EfcAHAjMwcX/jN/c39zHWr7iPuS1wvQLIePwtsOb+9+4zX3Pf8W9e/2TQ8jwBFv/GFFGt/FlrYxqs2OXMippnYXkWURaQihGeYbAaGBiQgYGBxIIeHR1NwKqpqUnmz59fEmVaKBSmyeRKqWywGhsbk4GBAVm8eHE165NKdXV18tnPfla+8pWvyPbt22XFihWydu1a2blzZ0m6np4eWbdunaxdu1ZERHbu3Jm4Ant6eqShoSFxEVoUE/wsuC0B4z0jYvu5szCWBk7vw2k1SDJpgPSi5ZBPTNPT961vj/TkYmHE4MiT2bKqrGN6WCOEto8AA0wsvEEYGj988KxBshWBsj13rRY4+NZA5VnP1lhytBz3D48V58vAjfb39/dLb2+v9PT0yPbt2+X555+XsbGxxJKB4G5qakqCHuC+KxQKJQfLamshhFCiIDBYIdCiUCgk0ZqFQiEBLusoJbZ0YrzOfeoBtuZPjJHer2edlJ5mWTHPWmDB46MjZsFDqBvzi+YLqw26Hp7yq+9beXt58sn/4KGBgYFkLmHezJs3r+RVNlBCRkZGUsvJQ2WD1WmnnSb33HOP7N69W0RE/ud//keee+45ecc73lG1ynnU1NQkCxYskMMPP1xERE499VS54447kvu7du2SXbt2yUknnSQrVqyQo48+WjZu3JhELz788MNywgknSHNzc7ScLNaU9YxHOi8rH0tr8sqwJlJWkOA6MVNrwNJWFZdj1V2DcUzAiIjpvtMnbLP1wICBe3qRny0pTCx8IEAxubxoMF0GWytwY1l7gvReLV5b09aQFqgipZYZ9zELPb1ZVrtukQ7tBVjDTYcgCDzX2NiY1AMgBxcOrvO6BfoE9QWQsnsP7ed0bLFap5OzKxAf5hsLsCyw0kAPdyaItyhwGL3nBrRI8wdTmiJoKWb6Pkc/ov94m4lVnlV2VmsKZbBiaB3IK7KPR6AkTk1NJcCPfXpYr6wmlQ1Wf/zHfyyXXXZZ8v/Vr361bN68Wb72ta/JBz7wgapUDrR582Z56KGH5JRTTpG6ujr5+te/Lueee67Mnz9fRETOOussufrqq2XHjh3S1dUlN954o5x77rmyYsUKERG56KKL5JZbbpH3vve9Mjk5KbfccotcddVVmcr2QCXtGU1aiFt5xyaAlX/at0V5LS0RMQWFBjIGFM9a4AmHNFnASp88AaGIerIlBcEMoBocHEzcfxDS+uBdLssSUAwAILbmWMjovWIIw+cQe6T1woF1tBvXwTqRHEEKbPGEEKaBFIALggSBCFpQYr0P5U1OTib9xusQsJAABBwkxJvC0TaAlN7IrNMz0Hsg5fGedt8hKIX3fqI8fU5l2rpVlnlk8Y12mbIlDEDVQGZZQnqtlO/HwCpNlmhlF/XR+/iQjvcwYj6C1xsbG5NozwPGDXj44YfLnXfeKfPnz5dDDjkkufbjH/+4apUDPfjgg3LeeefJxRdfLMcdd5wcd9xxcjkd47Rw4UK59dZbZcOGDbJ8+XIpFAolYHT66adLd3e3fPCDH5SxsTG5+OKL5fjjj4+WaVkrrBGVQzFNx7Ow8tbRAjzPLRADLiYOrbdATWu4uo5a2+X03gZTTHAWppZbAyczWEEUvE4FYQ2fOgsA1uZZeGqXI59SD4Guj3bSm5qnpqZKLCwrQIE1ZrbKICigHACYeX0IJ99zHyEvC5wwBrxBl9dv9HmN+qR9CCD0Efchh/aLSEmoPVxDDQ0NiTDjTd560zj6gAGI+Qe/LbBi5UjvBeL2c1k89mlWlUVpCiIrPFwX3LfWM7N6THg+WPPEmueevEE92NrVVij6CmQtIWhQrgaVDVa33XabPPDAA/L5z39e2tvb5XWve50ceuih8vjjj8u5555bzTrKO97xjlT34h/8wR/I9773Pfd+OYfpWu4vUBrY6HSs8ern81hGXj29euXRtDxN0ltg5t/aRaFdHehL5MVCXwtEBiu4lKAJQ+Pj5zVQcSAFLAscwYR6sosJQnPevHnJB4Jb763iSEO41HiTMQQvToOAiwST3IpWZIvNOvC3rq4uyQsBDHBvon3stkVfsfWFvFtaWmTBggXJNURvdXZ2yqJFi6S9vV1aWlqkubl5miWtlTWuK6/1cBtZ6UB7ELaOD/Zb8TFa7Ab0AMQCK72uByuBgVpkugVrWVQev3vkKWYxSyg2X6zn0S79bGze8zVLtui5jrRQusbHxxNLCWPKVF9fL+3t7dLW1iYtLS1JwAwfcVUNKhusjjzySPk//+f/yNTUlNx///3y4x//WO644w654oorqlm/A4bSmNViBAuoeNKL2IET+nqsLllAMgZY1iRhhtUTzyon5rpIm7BWBB/v5xCRkhOy2YLAGhKvUwGk8BkeHk7y5gVg1rohLKHts9BksOL1HC4P618Aq6amppI9TBDeDQ0NSdtgDWKDMtqD5/msPgAA1qEGBgakv78/WfAeGhpK+mXOnDnJ8yL73JWFwt4AB+xtwtg0NzdLc3OzLF68WBYuXCjt7e1Jf/AY8jhjLPk0CrZO+AQM7RpsaGhIymxpaUk+UBC0haV5Mg2s2AUYc73FojazKIt6Dlr8rusbmzcxsOJ89NqVHps0xTQNsNDPvNkXrj1Y8MiDgb+trU3a2tqSOXRAgRU0trlz58qxxx4rxx57rPz1X/+1/OM//qO8+tWvrmYdZ40sgIoNvqfdWAus1uTyLCwLBNLqaH1YyMcWey1iTTU2sfWkyQJWek8Uu9YKhUKyQM5rPBA+ACsOroC1wYEEmDioP59szmAFS4P3/ohIIoBh/XEQB1tIACoAB2+oxfPIA5YRu/EAVqjTvHnzEgCYnJyUwcFB2bNnj+zZs0f6+vqkr69PBgcHkz4BGLS0tJS4thobG5OtG7D8ANTz5s2TRYsWyeLFi6W9vT0ByRD2Bl+Mjo4m7kJE9qEvrWg6S3lhy0pbsc3NzUmZ7Gay+MxyX2nLivlZ8wvXR4OWxaP4TuNzXSfkDRc6B9gw2PCz1vzE89rdrtvOdUnznuh6WnLH+2iXOax4rXiAV6pJZYPVeeedJ1/4whfkT/7kT+RVr3qVhBBkzZo1qWtBLzbSE8+aiB4xw0HYcOQWa3Yi+3zpWeuir/N/y5rT35qxtcuFgUtPbGsB2ps0evJCiPDaDbsBi8ViSai4PlyWy9HrKQAsABi7LVhg8vl0GhxgWfH6DYCVLSIAI0cXwiWIejc0NJQIAV5f4zB6uM0aGhqSCd/c3Czj4+MJUE9OTsrAwEBybNLu3btlz549MjQ0lIwTIvtgYQGUW1pakmutra2yYMGC5D+ia9vb26W1tbVkzxMHc3B4MvrTOvqIeUYLOIAVW5C8zwrWLK+BZbF2wFN6bYsBAzxjCeXYXNIgYc01q81sUVoeCD0/rHwxX3nN2KtHVvIsN7STgVTPUT49BfMJPMTKHvYoVpPKBqu2tja55JJLSjSZz3/+87Jy5cqqVW42ybJmLIbDb4vZtED2XqUhIiUMHpuYmmGt3xY4eUDFpCeZNwkZuNImmZ4ArPHyGpAOPYe1hSAAHOmi28pgxWfT8T4qlAktUGv2/C4sDq3m/U2oKwMqrCtsMNYTGYKYhS63cXBwUPr7+2VoaCgBBYT9AqhwEgP4iMEKgDU4OJjk39zcLHPmzCl52STa0tTUVCJ02I3H60cc4ccRmhycoi1yLfxYEdORdxzUgf8c6GApQ8yHmt/AYzx/mPcAWJo0T2oe9jwmFnlzRe+3w2+RfdGtIC+IiecT0vG8yqJAe5Yp19dTOjVgscXHJ1hgrRNz6oABKxBrUvtjj9X+JMv68LQbSyOzotwwgGBa3rXProKYpWKBDafVIMW76L0InTQNVoOVtrxEpr9uxOojtlRQT+usOXyQr8g+TR7l6snNdeU1KY58Y9cTa4FsTXG4NUft6SAQgAm3RbfXU1q0xQJwZeXPOvEc7cYJ8TjaBuPS2toqbW1tJd/Nzc0lfc2ntvPGTu4DAB3WCicmJhJtmb0EzF+shKGOyAPfOvrQ2uNkAVWaApfnv3WdwTcrWcDJ95gPveuxtbTYnLQsPv6vn9H9aCkYOn8dUMTei9HR0WQ8URdtace8ROXQAXHc0oFIaQBhTQAWxCGEaUIJazEcOKAH2isnZhlZmhALSGuNCvW1QMhzEVgfLltf4+seAOu68isnYBWB2J2EvKw2sVbP6ymNjY2Jiw1aYHNzc4ngFCnd1xVCmDaG+NanUHtWpnYDW3yBD/MDrA49NtoiYkCGi2/+/PlJdBbACnViFyuEigZrXq9DX1h1h7UFoQYlDIIYeUBx0C/itE6OsNZv08hT4NKAS/Orpcxp/rK+NVnKHI9h2rqx5bnI2hesMHr19eY5nmO+5eAnXguGVcVKFAOWt/5dLtXAKoWyWDUi04GKwYrdVGwac6gxJrdnyVmRcNbEtACAAUtPDDAVa8RZwUuXjd+exsaTx2ofC3S2rJAXu1Kt9RHtdsLaDVsPvBAMy4q1e9SJT6mwQIX3SIlIiVDmEGhuHwMxC3u2rpAXzubDmhWH0QN4UUcOcmhpaZG2tjZZsGBB0s6mpqaSMUA/ct/yWpGOlGPhishCgPjU1FRJiDzci7zNgPmc9+3ojbietq95zeK7LHPVUjA1OFkKIJM1B2J1ttbwNFhxORqw0ixMPZ8soNL1tuqcpmhhnPX+QC5XB2DVLKv9RB5gWECFNPjmia3f9QMBzCGiDCR6gmlXmWclae3QAio8wxNCTxIIlTTAwjO6ztZCNqdnK0uXa5VnkZ7MEIy8Jjg2NpYEGzBYWb51BgIeOwRUcFAFNuHCqoIFBGuP18H4pYJcLw4C4bB37g8NGPjGiRjgHYAW2tjc3Fzi/kM9MD68TsKKD294Rh+wdYRnAbi87jY4OFjiGuVjd1Bn3uMG/o8pRugLb47xvOS5ac0jb554eVu/mfc03/JcsuqvXedYQ/PAKkv/pAG6B2oe2FrEAMQb3SEjeGM370v01rMrpRpYRciaDJ5lxc+wJsJWFQIHmAkhfGLaIFscep3AophlBeLTB7R2FIv48zQwXWcGLZA30dMmoiYGVRFJhDH3CdZXAFZwm8H1x5F/nJfeH6WDNzjyD/3Hk5pBkK01pOfgDFhpsFB4bHT/8xpACCFx3QFk4FZjFydH2YEH2DLi9SetEE1OTiZvTGaFit1C2ITd39+fAO/Y2FjS/qmpqaROMXdXuUClASrmKo+RBX6eReYBEIBYAwj6Gs8A/Lmuugw8a4FcWj95ZIEVf1v9hHJhDUP5Q114LultB2lzuByqgZVDnjvBs65YW9XRM+z2gQsLR9F4zKq1XOtUAK2NMePFrEDN9FqL0y6gGIBwPdmdyPd1H+E3l8vHu+g9Vewq0oedagDkvkUf8RFIHFQBAMPz3BbuR7aQdaCMjnbTlpU+bYMVF7auuFxrjHS/sUuwUCgkQSIMVrwmxPvW0Ca9pimy73BerKfimy0rHRiirUTN33mUIc0n2irSc5GFvuWhYIrl7813vg8eQR9qhYzvWxYM56GDg6y6ZlHmLFDPAhIW+GP8ee5hbkLpgILd1NRU4k7HfIqdAlIp1cDKoaxMzOnBiNaCOmuxIvvcgGlAwHnpfJgxPQbhcvTalF4M1b+zaHIMVNxvuh9B+nkIeriy4ELiMnlhXh8+irpy6DOsVUw4aHyYZHpfDwh9zS4MazwZVAqFfa+74EM8+bw7WD98TBMfB8UbbZG3FnK8hgbA4DFmLVifrwdgQ/4MJloJQxoGMo5g5dD32NqFVZe0iD/NH1qQMhAxOFlAhefSLBC2fLhcy7KKAYFVjte2NOvNytObh9oyillK+rplpbKsgYwBQLW0tCTW9sTERMl+QChHvPZZA6v9SBZDeWCF+9oFpyc3WyAgzYyaicAcvOkUQkK7oRicQFweg5UOM9VAFQMrrj9riToCKAtYQZDxCw+5L/i0CQYZRMrBcsB9PrQVz1t54Lq2HHTwhgYrnsTsItEHtKJP2bJisMKaDweC6IAN5gPUEdadXtPQIKXdMshLCxNunxZYbGXp8pmnWVjqfVX6hAtLEbKUIP1tgZQOHmJFgueWx3+a0pQtfc/Kz7OCvPZ5gOUBk1emVS9PTuGb+cpTyurq6hIFkvuX9yfqdSvwZTWpBlYOedpWludiZr12G+nTnpEWeVnrTyxYOH/811qNrot2vVmApRdJ0zRU5Ov1ifUsmB9WDws/gBiEKwDB2p/DgpTXZ1AuuxCtKDQ8D4GP+8ifn+EJrkGWrSuc6cdrVhMTEwlgMuDi2DJthaA/GXjZDafTcJv1GPNYoI/4w8CleUcDAECa16MQwhxCSNxDra2tifadZxHeUg4tK8oKHmJe05aJ5X3g9KxIxuYx969eV8rqsrPAOEZp888D99g9y2vDSxc68g+8wTJMn+c4U8EVIjWwilJWgEojjqgRETd0V7ufrInKAobzt9wwnlZnWWNW2LLnpolplAxY2kq08tHaHdLNnTs3CXbgvUDW0TwgFmA8dmxFWu4oFsiwbvjNuYhwg8WH9miw4ldeNDU1lawtYfyam5tleHhYWlpaEsHAm2J5oZpdqxzSj7UilC8iSaSWtnghXHgcrbUepAVwacUDz4KPuW/ZIhSRxC3U3NycHOEEAOe2WfyVBlQ6CITbwnzmAZWlyLFXwAMqK988gMV9yL91GTFKAyqrTd5He354szsfJs1eBCgpen3ZU0BqbsBZoEoAi0EBpxHwpkhLI9EM7GmWnI4FUmzNScQOpbVAynIpWv85X71+5fUd7nG/8HqNBiv4zWG9WOsx3Ff4r9upJxXqDK2RAwz47accVIG8ebMx1w2AZe234hfTsVsXdbOiqgBWvDlzdHS0JGQeFikvjGvFBd967QfCSI+tF2CDEz4AVBykUldXl0Rd8r42gJX2JHiWVZqipgMBLOs91gdWWRqkNP9qAPQASrfNa6eubzlyxpMV1m+tGFpba/jDgTccUYvx10FPnrypFtXAyiGLcbIMgAYMPr4H11kIeq5Az/3AZViAo4MlPA3P0zj1ZLaAKlY3Bqw0y1S7J/A2VwhfaPBoG7sd0K88QSxhY/WTJ1BEJHH16SANtA1RcAyiiADUbkq24FAGH3Sr1+jq6vaFA7e0tJQEgKB9DEi8XqbdMdq1i35BPtzuOXPmyNjYWGI9WlY68wVC2dmFxGkZtPPsw+FxY8vPW0/RChuPrVZM9FzgNnoAFZMBlvUUm2vefOG25xHwnjWlXaPaRcrX4O7jN2zjtTfDw8OJgsSKIvbxQbnjfrbcqNWkGlhFKC9ggeEwcHrdBRqItdDPk0kLE102TwAtgBmoPNM8y4TzyubflvBDnbIwrKe1zpkzJxGCuAYXBFtU2p2k89X9yKDFZbIbla08ttJQL7hMMDEhnNkFyC8kZKWhrq4ucavMmTMn2evF7kUW8BhLrgt/87qXd9Yer1lxe5hX0Kd8ZBKEkWU5aG0d/Qx+03XSfG4BFY+ddlVlASqtkHjrrxqsNL/EgErzqTeXdDr9bCzfNNIgy/X2LFCLf9ilzNGpeFcaDlfGkWfgSQYqXreCAjMTIAWqgZVDlrC1BDOnZ2KtA8IJAo5Pm9bH3FiTiScCBDkLXMuighCyhA2e47z1NS7bI+4Pr180sOk+02WygOY1LG6bF1XmjYduj/7P46zBCnUCWDJYIS8+nJVD1rmOyAvaLGumHC7Ph+oif1hiWhijHA2UlnWl+5yFONqlF9O9PgOBB3nckJ8VMKLXzvRYWdq/92GQ5L7R84DbybzgKVxpgtabK7E5lCW/LMTzRSsLDFS8rYDdw9xvHExhvWIHp5KMjY2JiCS/C4XSrRp8Aguvf9Ysq/1ImhlA1kSzJpkWtCLTN5CmuUUsAQUhB2GiwcmzqjRYcVti4OS13QJn1vq8a1meQfsgZLUw8jRmr966zFj7WGPUZbNQZ2HOATPWXhOtzUJA8F4WFgIAH1ZcOCyfAzOwZqbXhjR/cXt5jYGtKy10rDHW/7UiZVn2WXhKzzc9r3gesmLD46+Dhdii9Xgki8LFZabNH+u/1W6ki80Pqw7a8rOAircW8Cs9eC2XXYYi04OQsB2E3cLeuqHmmZpltZ+JJ4pIfO3GAipe6GY3HYOVt4FOWzsasCwAtKLcLK0y68Ty+iSN8k46kekBH+z6YgFitcsCYV3XPPXWY8HWhw6vB3H/M0hwvlNTpXvlODyY+YKPhULZU1NTJetbECK8CZpPzvDACv3O6wtomxY6nvCxXKvoM0uJ0N4CLZy1VWUpfjwPeVyQj16j8hS1GKV5BrKAlJevRRocY0CZljcrQ2wtMY8xWDFPMljpfXp4jQxvndDWm8UrMwVYNbBySA+C5aLTi8za/EYaEUk0dS3ELLIGmwU5M7qlycYmayXglPZsHk1RW1/s0oEw9VyhWhDq8jyXjtZKY3XD5OWytLap3YR6jQqTe2JiIlnExssT+/v7k1Bh+PvhPmHBgbz0UVuTk5MlAMnuQ2t9SPe37msIJQusPI1ZK1IanLgP9Jh7PJDm0WArkcv2Ph5QxXihHODSeVkWED+jrbk8c0eXY7kA9Stc+BABPUZz5syZdr5mobDXJV0sFmVqaioBMG29p61BVpNqYOWQFRrLUVUikpjafE4a7+xnZsAJC/ivI3R4UlnCQTMXGCoNoLIClSfY9bXYJObfedwbSMcC29I4rXZ59fE0dk9I6TZoMIRQx8Zjzo8FNT/DJ7cXi0Xp7++X3t5e6enpkT179iTaL0LjRSSJuGIhAn7RAMIAaUUDWkDFxH2twcVbJ7LWsqz8wdP8ny067jdrrKyx8K7r/o+5vj2+joGXZ/14vJ2V37jP9X9O54EgKxIxwGJZppVaKDt1dXUJ/8CtzPut8Ix+F5zeOzeTwPWiAauNGzfKOeecI08++aSceOKJcv3118uiRYtK0px44ony4x//WEREFi9eLM8++2yyB+TOO++U7373u9Lc3CxHHnmk/NVf/VW0PNZgQVoQ42BSnECNc97AJGxWcwQNtBdekOR8PW0WE5L/66gvT6vMAlTlus4sECuHYbkfYkIj1i4LdHV/elq7zpeBSgsG7jPLUuCji8Af/f39snv3bnnhhRdk165diUDB237nzt37ig+4BrEehaAPbg+EPbvyYuuVVlu5DdxG/UGABwOVVkYsQOB+1soI14f5yLPg9Le25NJASgt9XV4Wq7scoIq1KU3h0vXxFDAeJ14X5bVRpEF0Mis0HIADFzQ/z65CuKlxUgu/XYADaGYCsF4UYLVnzx75+te/Ltddd508+eSTcu6558pll10m1157bZLm/vvvlxUrVshVV10lIiLr1q1LgOqBBx6Qiy++WB544AGZO3eunHrqqbJs2TI57bTT3DIx6BA6AByRfcxSLBaTvQl4rw/eWYUFcN5UqhcisZeHo8EwqSHomAnxLAtRTVkZxRIoeSasJwjKYdI068gr2wMqS+O0rATO19LS9cSDRcsC12o3AxgHVuj3YkEDRnADu8tYEdF7rbgMvR7Kmq3VfzElAL9ZabD4CTzDVoEWqlqYch/DUmRQ9cbZ4wMLsKyPRZrn2WK0+ILL8/rNarP+jrWB809TAERKTyHxQFfzuRWoor0ysKx4eYP5mQOJtOtZW1bVBqwXBVj19fXJP/3TP0l9fb0cd9xxcu+990p3d3dJmq985Sty7bXXSnt7+7TnL7vsMjn11FOTSX/GGWfIxz/+cXnXu97ldiib0hh4DmuemppK1iAGBgZkz5490tfXJ8ViMRFM0D6wl4aFJ8AIpxgz4zLDW9E2SKsZL4v1xP+tSesBlmVxWPezkAcyWa2ztHZa/aeP6NFWhV6kFykNtmBBFQN1Lfgwzuwu1msJ2nrX618eCFmWhtU3FqB4xADk5aUtBZ2vpRwg70Jh34G7IYRpa7i6TSwoNQ9aAj+PoEyzgnT+XK+0PNMCVZAPryPF+t2qczmBDVbfAaQsC16vN3K0oN73WLOsRGT16tUl/8fHx+W8885L/m/dulVuuOEG+eEPfyinnnqqfPazn5X58+eLiEixWJT//M//lLPOOitJf8wxx8iWLVvk4YcflvXr15tlsjYMUNFMMjIyIkNDQ9Lf3y979uyR3bt3J67AsbExaWpqktbW1pLXs4uUCjEIMr0wr4UtMw5r9ppZs5CnBaaBVRZNk4WLvueRZ5XkIatNDAbW61XwHLtDWCmx2q3L1L/Z8tX8ogMYLA3X+vB+ubQ+tLRxq19jY+SNo8cjHlhx33NfamVBZN/RTrp8XWcPsCoBKiuYRNeFFRgNOlrh47xim5gZpLi9MYvQq7vOX/dZoVCYBibsQuYTYSzrSOeTFtQyE/SiACumn/zkJzI2NiZvfOMbk2t1dXVyww03yM9//nO5/vrr5c4775R7771Xli1bJlu2bJGRkRFZsmRJkn7hwoUiIrJ582YXrE444YSEEc844wz5i7/4i0QQgVFY+Hmgwa+FgDBEMAZ8vzrUGM9b+xhE9k1sACgzHxjY0qSZ2S03hSWMPC0WWqFlDVmWkmepadLWQxayJi8LSg564VMaWFBi0nLwBOrDAsqzNnQ9kBaWRENDgzQ3N8v8+fNldHS0xNXW2toqixcvlgULFkhbW5vMmzfP1Fa9vrSAxQImT6BbAleX41lTDCyav6Dw6VB/eBNCCNOOItP1zEIeeGTNwwItzg/WDwdYMdDofCwFBQoS0nvuW267x1f6Gu+XAjEvY65CEWO+Ql6oI0h7FbwgFm3x5+37PHRAgNWFF14oDz74oHt/w4YNcvLJJ8ttt90ml156qWzatEna2tqSNavVq1fL6tWr5YwzzpANGzbI61//evn4xz8uN910k/T19YmIlARjNDY2iojI8PCwW+a//du/SX19fXJG1ujoaImGJbLvRXhagwLxhB0ZGRERSQ6O5AVKffoA8piamjJPFdCgxpNdW2dMluanNTPtu9damNYykUY/Y/3XdfHuxa7zs9wm3T4dFaUXnDVYYW3IarcWyF579Af5zJkzJ4nymz9/fhJRiD5sbm6WRYsWyYIFC5LQYBxh42mqGlC0sOI+9CwSTmNZS5bywh+rX6wxwCI911UrA+AlXuxPIw2Yuu2x+5yHNRdwTysrXh9beWHe8uZvDXYAEk8p0XM2Vn/UF7IBPKZPl2DXMvLAfYtPtIvcczlbvFJNOiDA6sorr8yU7pRTTpG3vvWt8olPfEKuuuoqueiii2TFihUladauXSvXXnutnHvuuSKyD6RGR0eTNMViUUT2WVgWhRBK3IAi+wQPMxofeTNv3jwR2QtIzAwTExOJe7BYLCanESAMVO+hAbFlwJYPtCZe62I3ljXBYlqfNVFBeh1N/xfZF5bMZVmWQMwK42uxMdG/LfDVVhXvOeHjjpAHr6HoSYr+9IDKAim9RoHQcqxdikhy9l+hUEhADK/T4NPJPeHlgYnVl9o6TrNiPICyytDkARYUBG0F8FzCf667N+667rp9uj5Z6s48pAHZe1bzvTfH9Fopr1Vx4I5VF23xaYVKjxX4Cu5s3vrAChieZTnALnF9ZimT1y8MvL+TYJWH6urq5LOf/ax85Stfke3bt08DKxGRN7zhDQk4rVq1SubOnSs7d+5M7vf09IjI3ohBj8AccGPwIGMg8eI5XJs7d64Ui8XEzcfrJOPj44klB4DDepbW5kT2MgP26HAagBVHEbLvmcOMPY2XBXrMr47+5kmEvPk++gv3mbK6p/AdY3BLgOYBKv5wHmzNsoXK+0ssgZdWBw1WOEJp7ty5MjY2lvQt9rW0trYmrwfXG4stcLaA0epr5l1tKTJwWf2cRhZI8BgzYLEypr0BaC8rB9zHXn00AGthrPsijSxLJta/bI3odHrOxUAQ6fi3jgbmkyRQprZ0mOdEJPEWWHwCoNLuP3xg3fPp/+wK1QquVpIta78SetGBlcherXTBggVy+OGHm/e7u7vl5JNPFpG9L4J705veJBs3bkzWuR5++GFZt26drF271i0Dg8CvEOfFbvYH8zE5xWJRisViybH7Y2NjMjw8LMViMRGAc+fOldHR0QRcREqPHWKw0i9Cw5teAVyoF8KgecKK7AMBLUytNTFPawPxdeTJdY4JOK0FW5YKp2PyLBj+6IAKPnYGCgT603NL1dXVJf3IIGS5gjRQWVsNmEdaWlqSkF+0nV/zwa8ZYatKg5MGR2396LGy1htYA9f9HrMkNNB5Fg3nw9YVnzUnsu9ljmiv5lvdPkuZYitYt82ql0eaHxg8LItOW6gWj3qApdOzEiFS6lXBb3Yl8nhaUaOem0/XRXtXmEcmJiaS9UVuIwCLlyh4PDEuDILVoBcFWG3evFkeeughOeWUU6Surk6+/vWvy7nnnptE/F1zzTUyf/58OfPMM2X37t3y6U9/Wq6++urk+U984hOyYcMGufTSS6VQKMh3vvMd+cxnPhMt07NGwFgABdY8+LTpurq6JOwd61Q4dp9PpG5ubi5hRCaL2VkwssaqJ4N2X+UBK56IMcGFOoK0JpWmCXtauSf0vDboSacjAPlEcSu6kt0klqDhOlgCXfe/Za1CqKA8THpWdqyXSaKOlvVmAZbVzwxQlrCPja81dl4ZuMYAwmM4NbV3/QZ9wQeu6vUQkGWVaMuCLTTtVtNWo9Ueiwd1X/F8goKZBoSWIuApdNrCgjcG3/hovoUs0iHkDFzoCygOuhz2AHFfaiWOvSh1dXWJIsin9cD1COWhmvSiAKsHH3xQzjvvPLn44ovluOOOk+OOO04uv/zy5H6xWJRLL71UPv3pT8vrXvc6ufrqq6Wrqyu5/9rXvlbOP/98Ofvss6WpqUne/OY3y6mnnhot0xP0Ivte5Y11Dn5zLa7xIZCwrLBupQ8l1QDhWVqW60AkvkGQ02rNXweHWGDJfaEnp6UhauHuafu6vfo3E+qmQUiv9XEfcFut08R5Ill9mkWAW31tASj3I2u8HJqu91LpiZ4Ghh5YWSBlCeU0S9cT6toNpYHDAyCAFpQJ63goFqja5aTL543GUARA1jqYVo6ygBYAi604fHv9ZVl4MaBjeQM5wh4CdttpZSeEUBK4o8Ga28HjwGDI+bIFBz5lWTUyMpIcMYdrjY2NSZ34zdrVoBcFWL3jHe+Qd7zjHe79iy66SC666KJoHmeeeaaceeaZmcvUQpmZFgPHGisYplAoJBFQYBScXADLCswC5uMyGagwOXR9UCeum3YVWZqh56qyFr1jGmOsHrr8LBo/C1VPI8fE0mtRrBVyOVwX7ZbTwMxpdZtibdbPxtwr3Hb0sd5LxW4bDaDW+FlWB8pBGSzM9RhwvfAdA7Y8YKWBCnljHJGOlQ5LuFoeACbdh7G6W2Bs1ZnnHY8Bt4HTpYG8dlWmAZXmW8iT0dHRpP94fNnKhkLE46PBn/mMlxrwvio9LzlalscH3iJef52a2hse39TU9NJ0A84GQUND0IJl5bAQmJzcdwo2Tx6AGEf94RDI9vZ2aW9vl7a2tuRwSEQUAvTYfwzmRTn68FJLi9Vgwtd0W3CNJ26WM+e0hYVrltavwVi7qFiIIh+02wqWYDco8rUEJ2/05T4QKT1CxntZoKUNa+tFC7GYBq1Jg7tl+XnWqkWexWBp+Po5lKl5g+/jd8yyYhc5A44FSgzGzEtsGbPCwfXU/Kx5inlLt4PHzwN2zbso1+t3ESnJE7IEbbf4g11slssXQUCwQnl8YuS5VbWcwnUGOH1+IPJBWijho6OjJR4CS6moBtXAyiEGK7j0LAbDwPLAc9ADFs/ZFdXc3Cytra3S3t4u8+fPT8AKC+wgBiCesKzpYDHeesW7ZSFYk4ytGvxnZmag0v3glaGtLO2+4YlhaeIgtqh4cnAoOsrS4Io6WmOnwcp6q63WMC2w0hahdhXp8iyXlAVUyFfft9IzeYCadt0DVi1MuTyrb9DfmDuYAwAdHQCk283WbQj7FvF1RCzqpi0p9DsLX6uPWNjzOHK0m+5vq3+svNE3yE+Xqz0mzPPMLwxWvNaq62O10Ro7zDtYP/ySRe57nut6/UtkX4QnrL1isZiMMUA1q1KVh2pg5RA0cQyC9qkzIzBYaZDCXiqkERFpbW2VlpYWWbhw4TTLisGKF6MZ7NhawJ4t663DaUzMk5Svo0yLYS2hrfPVpBk3TStksNWRffzB9gANbhxZxlo2a85cH36JIQOW5crKop3zuonuW37WAy5r3LRQTqsP8ybX32qPzsuqJwOoJWi5LeDzqampRKHS4ddcTwt8PYVHg1WhUEgsljzWJ4MK93EawHigrvtfj5mVlx5L1EcDNreb28zP6HG1FECAFfLlUy50XeC54cAfDrrgecnHyel1xWpSDawcgqXCRxpZFowW8HB7zJs3T9ra2hJhCmugUCiUuAEXLFgg8+fPTw68xQJpCKEkwpDdILo8drdYUVVgIgYmXLe0NBbq/M3uG56QVh4cMYUJaE1eD/y04GJiNxO7J7gfAOYsxFhL5TzZIrZeXuiBle5Pbhf3o9Zcdfs9YaOFiBaYsX618vbGk8cUPMGA6Y2DHj8NPtyn2iUMfoy9e4sVM16HYcDUASpZFAytDOj+1m2EEsLPe6DF9Wfe1ECh0+r5xEoA8ztHtoL0koMXFWiVVyjsOw5Mr4UBrFiJg+LOHh4dER07eaUSqoGVQxzpJzJ90doCK0w+LC5iTwkiY2ApAZhaW1ulra1NWltbS5hCZJ8fn18fwa4NBix2O7JVgXozkHiTGG2zhJwlAJhYAHHeXGet+VqapQWAWlPmyQtFgvueQRt9ocFKC3ie2NYLDNMsSk+QcV21VWCNicVX3Mc8lro/maw6WKCVxg9om16Ut9rq5aFfVClS+jr1mEcAbWSg0ov2el3F60MLtLxx5DSWNYe0sfazFaqBSltWuj6ap5k3+axFBjYPNKyx5r6CfIG8Qt3r6upK8mHZwgEyrOjxvMGnmlQDK4cwYOyWE5FEa7cEEwausbExYaY5c+Yk/+GiamxsTM4ERFCFdZAt0vMCKAt6T2PWgh9pRUrBiydnTMBdc8018ld/9VfTJj/y5zw1mOpotTS3pAYskX3rh/xeJ+1iQ99ZwSbanaLBCn3HmqKllRYKBbn66qtLXtyJ/K0+5AV1rw+yCn1+NgZUVj30mPJ/a0y5TegfbV3huWuuuUY2bNgwTVCDsoBVTMBpXtL3Y+PmAQq3lcvx+hFl83Uv7y996UtJf2iPg7aadDncv+BJ8BCWAtjLAp7m9jK4xBQBBiuOMOW2WP2JMcP6FJ/KgjNO+fT2alIhpDl3X2LU398v7e3t8uyzz0p9fX1yAgUYDQeSzps3r8Tk1RFreIOwPt5Hm9d8YgGYQqR09z/77LVVYgkg3ON8vI81abQmtnbtWnnqqadK0jCxINOuHs9CYrI0Xg0wOoTZs7Z0cIWl1VpgpfNg8OeJvmrVquRdamnt1uAYs4R031rCk5/Vv728rPHUv63yvLbpcg499FDZsmWLqWggek2vOXKfWGDDddF9aIGGHvs097XXVotPPCVD9yX+r1mzRrZu3ZqpD7kdXKc03tf10gqz1QcaMFm26L5FWov/OYweL5/F3lEsf7S0tEhLS4sMDAzIsmXLpK+vLznAoRKqWVYOQUvH3ikMJq8LaYEAwkDDD8yb4yztx4vkw2RmAagpTXO0BFzWfCxt2dNA2cJCWVoj98q2SAsQXtzVAsuyHPTk14KIy7CsjyxuMm2JsPCwLCBdLlspOk/9Wz8T60cLsGJja42placFVug/qz9EJIn+47SsgMUUDbQzZpnzWFnrVjFQZr5FXlyGJeD52bT+9Oag1be6bppvrI9WOC0etviXx0a7prlO1lzSdRORxMpCUBkr39WkGlgpwgAMDAwk5/fxMSfwG4+NjZWY2TpKRh/vA9J+aGuBWQt4j6FE0hd8PbBI08b5MzU1Jf39/SVpY30XA8gsk9ZrvxUSa1kP2v1gLe5bfei5zPgTQpD+/v5pwtvTor0xtMbR+m31r/Xbej5NoFr8osvTddVlgTc84Ob1EJ4XGqwwL9hFBt7z6iJSauHEgiwsQLX60RozzTPoA803eq7oscqiYFj97wEV5+kBlq6fbq/uX87LAitYVhMTE4n3CGvrkI34DA4OprY7D9XcgIqeffZZWbly5WxXo0Y1qlGNfieou7vbfDtGXqqBlaKpqSl5/vnnpa2tLZN7pEY1qlGNajSdQggyMDAgy5cvr0qwRQ2salSjGtWoRgc8VTe2sEY1qlGNalSjGaAaWNWoRjWqUY0OeKqBVY1qVKMa1eiAp5csWG3cuFF+7/d+T+bPny+nnHKK7N69u+T+448/Lqeffrp85CMfkf+/vXsPiqpu4wD+5TJACL6wXGZAhiSuIbI104xY0wzEoBAIDkGF4kARYYS0yZhCVI5JgGYyMI2ZcROQwiEZksFpNBB0snAMkRYCC7UbtFxzAXe5PO8fjmdYLiq5Cyv7fP7y/J5zeX6Pyz6cs4ezSUlJUCgUKvHCwkLExMQgNjYW5eXlC5m6RtTV1cHb2xvLly9HUFCQ8EfAd+haPQBAKpUiIiICR48enRHTxXpMl5mZifj4eGzevBnffffdYqejcb29vdixYwcSExNVxkdGRhAfH4/k5GRER0fj+vXrKvEffvgBUVFRSExMRFpamtpu5V4s169fx/r162Fubo4nn3wSdXV1QkyjtSAdNDAwQK+//jpduHCBysrKyMzMjJKSkoS4XC4nFxcX6uzsJCKivLw8SkhIEOLV1dX03HPPERHRxMQE+fj40Llz5xZ2Emr0559/ko+PD+Xn51Nubi5ZWVmRp6cnjY2NEZHu1YOI6O+//6bS0lIyNDSkwsJClZgu1mO6vLw8euWVV4iIaHR0lNzd3enq1auLnJXmKJVKOnHiBLm6ulJMTIxK7IUXXqDi4mIiImppaaHVq1eTUqkkIqI//viDnJycqL+/n4iIUlJSKDMzc0FzV6fJyUkKCAigffv20dGjR0ksFpOpqanwf6/JWuhks7p27ZrwRkxElJiYSGFhYcLyxx9/TL6+vsJyX18f6evrU1dXFxEReXl5UVFRkRD/5JNPyM/PT+N5a0pJSQnJZDJhuaamhgBQc3MzEelePaayt7ef0ax0uR5ERAqFgqysrKi+vl4YS05OFprXUrZp0yaVZnXx4kUyMTGhW7duCWPe3t7CG3ZSUhLFxsYKsUuXLpGZmRnJ5fIFy1mdWlpa6PTp08JyT08PLVu2jHJycjReC528DPjoo4+qfHPs2NgYtm7dKixXV1fDy8tLWBaJRFixYgVqamrQ1dWF1tZWlbhYLEZ9fT1u3ry5MBNQsxdffBHW1tbCsq+vLwAID/HVtXpMdefhuVPpcj0A4Pz58+jr65sxx5MnTy5iVgtj+uuhuroaLi4uKg+8FovF+Oabb4T41DqtXr0aIyMjqK+vX5B81c3d3R3+/v7Csq2tLTw9PWFsbKzxWuhks5qqoaEBSqUSgYGBwphUKlV58wYAS0tLdHR0QCqVAoBK3NLSEkSEq1evLkzSamZkZKSy3N3djVWrVsHDwwOA7tXjXnS9HlKpFPr6+rC0tBTGLC0tIZPJMDAwsIiZLby7vRaGh4dx48YNlbihoSHMzMzQ0dGx0KmqxfT3CgAYGBhASEiIxmuxJJ8NmJKSgsuXL88Zl0gkCAkJQVVVFdLT0/Hzzz/D3NwceXl5AIChoSGIRCKVbYyNjTEyMoKhoSEAUInf+U1iZGRE3VNRi/utxx2lpaXYv3+/sKzr9ZhuqdVjvoaGhmBhYaHyVIKpc5zaxJa6+b4WpsaXgoaGBoSHh8PBwUHjtViSzerAgQP3td7GjRsRGhqKHTt24ODBg9i5cyccHBwgEolm3N01OjoKS0tLodgKhQLm5uZCDIDW/pDebz0A4MaNG1AoFAgKChLGdLkes1lq9ZivueYPLJ053i+RSCQ8sPWO2V4Ls8UfdmNjYygvL0dOTg4AzddC5y8D6uvrIyMjA8bGxuju7gYAODs7o7e3V2U9mUwGd3d3ODs7A4BKXCaTwcjICCtXrlywvDVhdHQUhw4dwu7du1XGdbUec9H1ejg7O2N4eBi3bt0SxmQyGRwcHGBqarqImS28u70WTExMYG9vrxIfHR2FXC6Hu7v7QqeqdgcOHEBaWppwVq3pWuh8swIAExMTWFhYwM3NDQAQERGBpqYmId7X14e+vj6sX78erq6u8Pb2VolLpVL4+fk91D+oExMTyMrKwq5du4QPkYeHhwHoZj3uRtfr4evrC2tr6xlzDA4OXsSsFkdERARaWlpUzhim1mL6a6WtrQ3/+9//8Mwzzyx4rur0xRdfIDAwUPiGCoVCgfDwcM3WQh23Mz5sfvnlF6qsrKSJiQkiIjpy5Ah98MEHQry/v58cHR2pu7ubiIhycnLozTffFOJlZWW0ceNGIiIaHx8nHx8f+v777xduAmo2Pj5Or776KhUUFFBtbS3V1tZScXExpaamEpHu1WMqBwcHys/PVxnT5XrckZGRQRKJhIhu/92Zh4eHcOv+UhYdHU1btmxRGQsICKCqqioiIvrpp59ILBbT+Pg4ERF1dnaSk5MTjY6OEhGRRCKh/fv3L2zSavbpp59Samqq8F5RWVlJ0dHRNDExodFa6ORT148fP46tW7fCysoKa9aswZo1a5CUlKSyzsWLF3HgwAHY29tDT08PmZmZKretZmdn49q1a1AqlQgNDUVYWNhCT0NtYmJiZn1KQ2VlJcLDwwHoVj2A2x+cl5SUQCKRwN/fH++//77Kb4C6Vo/pJiYmsGvXLiiVSgwNDSE+Pv6hP1u4l6+++grvvPMO9PX1sW/fPkRGRgK4fcn37bffhp2dHXp7e7F3717Y29sL2506dQqlpaUQiUSwtbVFenr6Yk3hgRUUFCAuLm7G+LZt25Cbm6vRWuhks2KMMfZw4c+sGGOMaT1uVowxxrQeNyvGGGNaj5sVY4wxrcfNijHGmNbjZsUYY0zrcbNijDGm9bhZMcYY03rcrBhjjGk9blaMMca0HjcrxrRIfX09bt68uWjHl8vlSE9Px/j4+KLlwNhsuFkxpiXOnTsHqVQKc3NznDlzBps2bYKJiQm8vb3n3EYikUBPTw/+/v44fPjwA+dgZmaGyMjIh/phq2xp4mbFmBYYHR1FXl4eEhMTAQD+/v44duwY4uLi0N7ervI9QHcMDw9DqVQCAIqLi5GQkKCWXMRiMQYGBmY9JmOLhZsVY1rg4MGDiIqKmjFuY2ODoKAgFBcXz4idOnUKgYGBGsnnrbfeQmZmpkb2zdh/wc2KMS1QXl6OkJCQWWOxsbEoLy8XzqLu+Pfff7F8+XKN5OPp6Ynm5mbI5XKN7J+x+TJc7AQYW2oOHz6Mv/76C5OTk/jwww8BACUlJWhoaMCRI0dmrN/W1gaRSARDw9l/HIODg6Gnp4eTJ08KX4b5+++/w9HRcca6X375JTIyMmBvb4+QkBAolUpcuXIFzs7OePfdd6Gvf/v303/++Qfp6elYuXIljI2NIZPJsHfvXpUcnnjiCTQ1NcHPz++Ba8LYg+IzK8bUqLGxEU5OTnj66adRU1MjjH/99dews7ObdZvm5ma4ubnNuU8jIyNERUWpXAqsq6ubtYm8/PLLkEgk6OzsxGuvvYaUlBTk5+ejoqJCaJxjY2NYt24dgoODkZaWhg0bNiA7OxudnZ0q+7K1tUV7e/u85s+YpnCzYkzNAgICUFZWhpdeegkAQERobGyc8wylp6cHFhYWd91nTEwMamtrIZPJAACTk5PCWdJ0BgYGcHR0xCOPPCIsv/HGG8jJycH4+DhqamrQ1taGDRs2AADc3Nzw66+/4vHHH1fZj0gkwsDAwH3PmzFN4mbFmBo9++yzkMvlqK6uRlxcHACgtbUVcrkca9eunXUbhUIBIyOju+73qaeegqurK44dO4YLFy7Ax8dnXnm5uLhgcHAQfX19aG9vh42NjUqze+yxx2bNy9TUdF7HYUxTuFkxpmbnz5+HWCyGtbU1AODs2bPw8fGBiYnJrOvb2tqiv7//nvuNiYlBcXEx2tvb4eHhMa+curq6YGlpCWtrazg7O6OnpwdjY2Mq60y/maK/vx+2trbzOg5jmsLNijE1m5ychEgkEv59/Phx+Pr6zrm+k5MTenp6Zo0NDg4K/96yZQtaWlruK4euri4MDQ0BuP0Z1eeff47U1FQYGBggNDQULi4uqKioENb/9ttv0draqrKP3377DWKx+L6Ox5im8d2AjKmZn58fKioqcOjQIchkMvz444/Ys2fPnOuvXbsW8fHxKmNnzpxBVlYW6uvrhTv1nJycEBkZibCwMADARx99hBMnTgC4fXt7ZGSk8IfBNjY2KCwshJmZGZqamhAbG4tt27YBAIyNjXH69Gns3LkTbW1tsLW1hZ2dHdatWyccX6FQoKenB6tWrVJrbRj7r/SIiBY7CcaWksHBQeGGicbGRmzevBldXV0wMDCYc5uIiAjs2bMHnp6eD3z8oqIiFBUVob6+/j/vo6qqCleuXMF77733wPkwpg58GZAxNero6IC1tTXa2tqgVCqxfft2fPbZZ3dtVACwe/du5OXlLVCW91ZQUIDt27cvdhqMCbhZMaZGK1asQFxcHM6ePYu0tDRkZ2fj+eefv+d2Xl5esLGxweXLlx/o+BUVFcjNzcWlS5eQnJz8n/aRm5uLhIQELFu27IFyYUyd+DIgY1qCiJCVlYWkpCSYm5svSg5yuRyNjY0ICgpalOMzNhduVowxxrQeXwZkjDGm9bhZMcYY03rcrBhjjGk9blaMMca0HjcrxhhjWo+bFWOMMa3HzYoxxpjW42bFGGNM6/0fzzh2Y16Yb8cAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 400x352 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate GMM\n",
    "def compute_GMM(n_clusters, max_iter=1000, tol=3, covariance_type='full'):\n",
    "    clf = GaussianMixture(n_clusters, covariance_type=covariance_type,\n",
    "                          max_iter=max_iter, tol=tol, random_state=0)\n",
    "    clf.fit(X)\n",
    "    print(\"converged:\", clf.converged_)\n",
    "    return clf\n",
    "\n",
    "clf = compute_GMM(n_clusters=100)\n",
    "log_dens = clf.score_samples(Xgrid).reshape(Ny, Nx)\n",
    "\n",
    "# plot figures\n",
    "fig = plt.figure(figsize=(5, 4.4))\n",
    "fig.subplots_adjust(hspace=0, left=0.08, right=0.95, bottom=0.13, top=0.9)\n",
    "\n",
    "ax = fig.add_subplot(211, aspect='equal')\n",
    "ax.scatter(X[:, 1], X[:, 0], s=1, lw=0, c='k')\n",
    "\n",
    "ax.set_xlim(ymin, ymax - 0.01)\n",
    "ax.set_ylim(xmin, xmax)\n",
    "\n",
    "ax.xaxis.set_major_formatter(plt.NullFormatter())\n",
    "plt.ylabel(r'$x\\ {\\rm (Mpc)}$')\n",
    "\n",
    "ax = fig.add_subplot(212, aspect='equal')\n",
    "ax.imshow(np.exp(log_dens.T), origin='lower', cmap=plt.cm.binary,\n",
    "          extent=[ymin, ymax, xmin, xmax])\n",
    "ax.set_xlabel(r'$y\\ {\\rm (Mpc)}$')\n",
    "ax.set_ylabel(r'$x\\ {\\rm (Mpc)}$');"
   ]
  }
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