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path: root/notebooks/plot_otda_linear_mapping.ipynb
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Linear OT mapping estimation\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Author: Remi Flamary <remi.flamary@unice.fr>\n",
    "#\n",
    "# License: MIT License\n",
    "\n",
    "import numpy as np\n",
    "import pylab as pl\n",
    "import ot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate data\n",
    "-------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "n = 1000\n",
    "d = 2\n",
    "sigma = .1\n",
    "\n",
    "# source samples\n",
    "angles = np.random.rand(n, 1) * 2 * np.pi\n",
    "xs = np.concatenate((np.sin(angles), np.cos(angles)),\n",
    "                    axis=1) + sigma * np.random.randn(n, 2)\n",
    "xs[:n // 2, 1] += 2\n",
    "\n",
    "\n",
    "# target samples\n",
    "anglet = np.random.rand(n, 1) * 2 * np.pi\n",
    "xt = np.concatenate((np.sin(anglet), np.cos(anglet)),\n",
    "                    axis=1) + sigma * np.random.randn(n, 2)\n",
    "xt[:n // 2, 1] += 2\n",
    "\n",
    "\n",
    "A = np.array([[1.5, .7], [.7, 1.5]])\n",
    "b = np.array([[4, 2]])\n",
    "xt = xt.dot(A) + b"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot data\n",
    "---------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f123c530e10>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.figure(1, (5, 5))\n",
    "pl.plot(xs[:, 0], xs[:, 1], '+')\n",
    "pl.plot(xt[:, 0], xt[:, 1], 'o')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Estimate linear mapping and transport\n",
    "-------------------------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "Ae, be = ot.da.OT_mapping_linear(xs, xt)\n",
    "\n",
    "xst = xs.dot(Ae) + be"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot transported samples\n",
    "------------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.figure(1, (5, 5))\n",
    "pl.clf()\n",
    "pl.plot(xs[:, 0], xs[:, 1], '+')\n",
    "pl.plot(xt[:, 0], xt[:, 1], 'o')\n",
    "pl.plot(xst[:, 0], xst[:, 1], '+')\n",
    "\n",
    "pl.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load image data\n",
    "---------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def im2mat(I):\n",
    "    \"\"\"Converts and image to matrix (one pixel per line)\"\"\"\n",
    "    return I.reshape((I.shape[0] * I.shape[1], I.shape[2]))\n",
    "\n",
    "\n",
    "def mat2im(X, shape):\n",
    "    \"\"\"Converts back a matrix to an image\"\"\"\n",
    "    return X.reshape(shape)\n",
    "\n",
    "\n",
    "def minmax(I):\n",
    "    return np.clip(I, 0, 1)\n",
    "\n",
    "\n",
    "# Loading images\n",
    "I1 = pl.imread('../data/ocean_day.jpg').astype(np.float64) / 256\n",
    "I2 = pl.imread('../data/ocean_sunset.jpg').astype(np.float64) / 256\n",
    "\n",
    "\n",
    "X1 = im2mat(I1)\n",
    "X2 = im2mat(I2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Estimate mapping and adapt\n",
    "----------------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "mapping = ot.da.LinearTransport()\n",
    "\n",
    "mapping.fit(Xs=X1, Xt=X2)\n",
    "\n",
    "\n",
    "xst = mapping.transform(Xs=X1)\n",
    "xts = mapping.inverse_transform(Xt=X2)\n",
    "\n",
    "I1t = minmax(mat2im(xst, I1.shape))\n",
    "I2t = minmax(mat2im(xts, I2.shape))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot transformed images\n",
    "-----------------------\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Inverse mapping Im. 2')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WEXKElhTrZ9Im6EFKIOEXdkuF7EHoinuBWoliTRLnPNW1e/bDmFcmgoklO6nGKW2wdY7ux4RZlUmNc3Smbcw0oeVagCWcgxrrWuEfpyZIlWqTiGJW13eitCoyzaU/SoNYkVDUDrV9rphOiExkKxAnMfGkJzKFngdydvBe+p0x74k4lhVSbRYsqUQmHhWIg4ao00VoNMhEE1wE0wMSWaG6cCY1MEPV8MEQooPdFqVn4F6MtIlhk7A28Ojod5RF/UEamG2y6HnrJd+HLvJuUtmYAIt6vU/m20Bst3S5XX2/H3OEPrZfbxOn64WVGH2x7/P6vQyvs+LGd6Guq/e+hTU2L3YPAXFzTp/rm802xmjbz+XbyzlDsf3v9aXLdX9cPsu89M9mxWBU92QGJnLbnjvmi71vbtkHVIi8nOu+/0F1xgBMbQ9NjL686uPr4+33xdt5+F17w9w5N+E+VSWjaFgRf5dp8e+5Thtw3cmLrDitDMA7nNebENTn2ipyOdfN9vvOrxghgKwHW/SW/ZhEWS22qM+bvqjXl7Ze28YmbZGjcmR0B4wXpmZrxwZ4R1sH9tz3Ol50BPT+LvtyTFTBBB8D5mTwdRjfNsdoqMIrwSQw9U5EYDYhJCoBkfQRv88UpHeO7mRTPnbBJ4cJnlj4KoVPPkFrfJoEX4ODQxMnl87UKu6/MXyqdRU/ANMART0CUeFJF3rvWDsgHoSWfmNq5UEzHA6Vur6ZiQ49THjdl0cXsneSwKSA7E9boBp8yiPL2UlLejguSZsaawdpxtS/KRYmlZZjvFnPBZJTS6tjxik6KolEMCM8a/CUSUwnNJ3OYXeCLGGi/NNvcZxyHGYa4UFoOU7TdGDOM7rWeZ3HmFWT7MJPjkcWL3GzWnn2kQX8dYhgzx5wnMjTCfWgTYZr5wlFpMYGF4hYdxZljRU/raUZGk/Y1Cq0k6a0gIkk3GmTlobGA22G4JDJJIlKL6AZRkaQY56b1pXZlLX3XRSuVpqszUnfCIIuChiuzpRKxCWCINMEKKzbPRAIB7opIs+kJ2gSGZhMFU3REeIaz0VLweMKCJaHiYjSemCm9KlCrKtHzWFmtOFozpF4CqF6YcphSAhqrDcEmSC92h0xEbyQzYjvKOz+3SEkEdBqfFE8txPTNiDa6GDJoa7fZ7bh/dp4oOXiTSNSMWQug3/sA+yV7uUqhLMN5Omxh4Ncij1wEvNEh+ectiOJnYW4dm4DLSJj89ijQhpTlo7Ch+d9ATQ+/o4BPupiyhB7bazGdlNdQN34u32+g4bN04+bz21QZpuqX0SGwpx9vxu7sHlbUDPjzgpt3voeWhhdEb73RbVhnJvW1BdRGont8wtbFVf/f3doSUSumCPuXgwb1893hJUDpAzW6j0UoVsY7AoS5juoS3YYPE7R8PBiT6h4bH0rdM9dGFd9rsQQXGrWw9Yz9ntWZDAxCUjiV2G+HGzHYhWHnqP2WaxWMYlhde+KSAFqpJ6FasDou6vz2cnEhoqSO0M14s+DohYgPFErndf+nHoBJ9/P0XfdjCMoWzhSKIbtLVj6kkxVmbvTo8akiOQbDZZ1eL8OSGOREoJWNwdPul3HHDH8lbkdIBWdBMuOHITFDbThWRO/Z/B0UD6eVz66E9lZi6TE+xlaZTY1UbIrk73gWbqcJYSjJAcxppzxBmETq5x49aAFgHOYJtLPKDPlGcCMIi6EOE1g1pqckU6mkNFhCX5uz7AIP5vOfD07ScN7pyf40ircEcUoEAnNQYK+QkhlK52tWIZiUJKeM6giPZEMzmrFdjetcLI6KsZRA9WkeeIokgGenKVjsxGZnLzGfdeGakciOVhNaV9bsMqxspDMipXsKwdRNpdeMjGEryaIfua1KXF2PiosCUgJaTfnxq3RN/Yhg7YKmR1tgvSlzsmErxz6mAuPKuR5wqZOYMQ609pCSrkhjiNMdLHS1kTUnEtj7X1nRw/Whsg1OU4T4U7O9fzOHTJX1JPzupYWlMqq6g6rtNLKqGJ2LIATedG8YCyRND0gJkiekQiUxPMF4oxmknFEc93nKOcMDH2VGiYwqY25szSkLSr6YKYgyZmOMO2Augu4d8RK8H4M4UXhuK6lR/LLnPqe/bAsJK1Qh97NRNtEFbmDsrox7iaVawHjjfDxXkvznjbjzqvfEdwVK6AUqu5NBoK/38nbNlnCqlfe7PCsQ4rmu/ZnuWrVBYBcQJfDLnS+H//vp4M353jXrh2TcAmjbBjunvFYxwcX0a7cfP/esUXe9vub722g93tNxt32ubNJdaSNPbrHH29ZqkF7XhEGtc1+Z7zbtpt9DBLm/p683/6N9uluP3s4dA9LXcKkeSPGrt/u5+h1k20gb/M2ZByjS4xshdtT2u7f62sMb/sWLsB+y3J50wdW9/rG+sTQOVTIrPQ8QWJbOG5jYzZQveuOPg9IvyQzLzpbtJMJp0xmN0xXIOm6hUaFoJMqIMqrGYbQWkP7SrMjMSb0tRu/0olJBNVK252nGrRdn/BzIg2aZA3Wq1fcX5XMlRcm1IymzmrKtBitGeovSDf64nh7QdoB7SsfVDm2wMU4hUOeObSGDuYyPBGJcoqys4YXu5mVn9RI3IJwOObC1IQlYA3F44WJAyYdS0gWZjVMkqU1ji4sohxbZWadfOWZoMnEqyTBYLgEel8wUb6dhClmjtmxXMELnDyxoG1GmhHLyjzCFbNORCw05jFGOZGCWiM0WbxSuV9kIsN5kpmMEyHJ1CYsgxdpaNSEqxKcfGWyxjGc/EABzB40a8weqCivKSwSvEgQGRxToLVKMvB6gqYQok4BI+gm9BTEV8hGzo7Et8RaLEyaYhizvXCM0ul8EpA84BZkn0oU25yUrJR9IGKE9X0p8Ndh8U4ThdZInECKGYoVF5AuiHd6GtgBjXOB1aasPVEMzRMthUkXIg8FcMPwoaPIEFw6qkHqMxYltnUK7KfVeDPThgMQQEdyQhJOGCkVVotYSx7iDs0IgRYNkc5hdcyTl2OjpfEq/b3HFfg+ADPoZMdpSCmIqYnUhX1gzG0MHO83VgSuJuFhfXiqmblhgLqxx6tt/5tde/NbZovZRAwGZKt/oNYuTJAAu6d9O3ntbZFSmcfVsWx4P9fT584moUwpuxe8oYBkhHryMhFdH2eVepiFEUa7Dz2oDcSs+/kYgwXaJvbcwNLGKoysnq3/QkbdgcGU7J77ZT9bP+cIvwjs3+lobxPZMiWLgrxDYxvLtPfh1i7NnbmxABn3zSZs1vG3BZxaXauRqFrfj4l2n9Y3cBhRk8S4NleHRAarsfX5HiaLuw7m7XUfJ3F7bvvGtvMcxYjEYBKH5mq7H0yRce9bjDBbVignIut5udp/UdBB0zEIbYfb2vceaNvJmQFQtA9HYtrPVUZbyBxMXTEqxSLlDpg2NkmIncHbwJmP/jFJiC83hHSw8izNYUmvWH0XlJk1y8MvDYKQWIWcshhRl0plFW0lcpQRlqVCIRYriwhO0M+G2QHtJ+bWyEjUJs5LLwFwJpbCRz1gUkkU5w4Tz6h11giazqP2SBCaA4xCpBOtoSs8b6FZMSAwa4gMBtCzxKI5asdsLF2sRDgmrbxnrXCMBIQ+k7mAZ/1GZ9QF1GmyIKHEXB55ajHppiAhzAKrr7TheLg8DdYVDlNwAOYtawcnNdAQFi9GpmelRGsqiJX+UmtnASPzIQcLkNALsK0EYlWh59uQAVSC1YTJNvGwlZOjirPWHDIZPaPYJRHMarz9aZ8IglUTyQptbey62ghLb3VNKK2K2oIqnFzAKr199QnviVqnrzPz5GQmH/qEyMqqScqoN+MlRrY2F8u7LPuYJlF6ndmTsCD9xGSGhBDuNQopeBMgOcRCd6dPwuQjzX9ELSKCQFjDEF0HuR+oXeZVtWncJx3ToA/95ZzVEyozq4BKCZJBOTVAQUe+Y4TVdRvOZaugGieLymA6ND75accQZr8mA3PxDjfP7XqSrm2uxYUXluR9n277nYncZNNc9CLbA3f5zZUsojqOmsS2iW2HPncMyD65XakSrz3Y91Jjr99v31+nZcsblcFbC9kmzKtzRm4mTBHZz9ECmtjVBPZ59mFv65YuO763jTGR2+0/l5G1MwXcEkC7wPTuuFc/vD78pQVy0XeIXGV27eG3+rtYFd1aN0bpjn2Ie0au2d5ve1OumiQwwjiX7zfR9Q54PnOd7+1z2UJ7OO7qXOsHl+3uQe/+e7k9/veF3t58Nv6GjlAsrcTMd0xcRAyHoI3PLyHH6/020dIlbOc29jON8FSBte/upz/N9nNxRBoHUQ7AMQJpr8xUMbJPOTFFJ1oruG11s6sqmDFpCeFlnTj1FfMRmtGaOJXkY4K2Tu8nDtZoLyd+dTSWeOaoDevOGUMEzgqHSDyD0ODbviK92LXZZp4PgXTQLKDg4WCG9RKw+ghPE73CIOHM4jW5TACK+gRyQhCW8AIeUXVpMspDj9BxLwtthFDMZp4sCyRH6Vp8VqRHaUwq1Qf1hmRykKRNegkPS7LmCypaYR0qQUIjsQYnA7wKv4mBLGCSGOX1Cx2RCbF6PjSVeWgq3YNDSzSFF0+WkWhxcEjRYgysrtWUwlMmXYOlC9jMpJXOvurExETKmY7h3glNVIQWQWuCidJDCYEqhJBY1nPoonSc7lZ+lVcw1zNJdbrORGpJNJaqyUImswXzSZhHqKsbiB4rCSIrpMxgWYUKS4eCRC/hQwYRgokXE8SBOYR56kgmk3cOOXPmPAZsK4ZIApEJsjp8ooovhhawX6PS4CWcxlKOkzvNjqBWGFIqnVpSkEjCDPNK114lqhihlNrJs+MyI1pO1RyKmxK5QpvJNJbcQtzv2/cCmE3s6BH7IL2JOQMGAs5Rz2DTbBTIaPsENhCcCm1cQDJ3D9DuYEG7AxoVCbSiLbW8zBhUFLAXDdravDE1V7vcafuLbudWrzPlhT0KLm3bTNmEyO935pa1kiOlSuRuUhyMjzFC6XILwLYtbegYUN0Fpnv6+Rb7ufPMN7ZgzwPb5lhJulwmc+RSJyW5E3NehTX2LKbx2XbGPYVJ9KLbGNktkrrXdwnbQ8xVrZOhD0kQMbyBbozCOJ/YQi1bNtXOgVwyyLZQjV6dezI8Qy4gSTat0aZZsioCFuRNHSHuJvF74Lq/j9rr5ftNS5OVdpzlV9imscERFfoeC7xyAkT3c/tc6MhlhDCTPRVxy+oT6v6L0Z/bvkIKaO33VVTqqmfQyT27i5GHokP9LyOFEQb4zZFZ9YWaewkep5acrXE8B8/SME50kiWVJ3Ne3WnTscLNFpgJ0EcaaxVIk+hka/ReKaW5LoQIn6ZkTsCMP1wSUePFg6O+8AIgcMi1wvJr8GoNz8B7jRuq06i266yvwZ//OKNRjIhp0achHZCr2kkjcy8CV8XjorUSAZoh3fkIrJsDYgKSRHaUYgcyOl0PqCtTcwiv1G5tnMLoa/BRa1z2nkRAt+InKsSeBVDMaKwchnOwjalrBpMqSySWSvcTTBWe09aIvtJGNqLYTETdrwqYGo1gajpEtIlo/SOK2ZlsaGYkybWDnHlWmEX5JZ2vj0dee4EZCx1ZaScyJlTrOs8K0mMUwisH/iBbqYbKPFxHleADwtn7rvnMqbHGVldqm7tqzHKh7hxrnLITTZl8ZZ7nGvz0TMvDSGs+jxT+EUa/DhFvoEZrpIj2TPNXpiY0ZoRArdHSqcxxQaXq57jVNUo6GTMnDYhAowBMj2LxVI0mQZowTwYoJynQbdH54MlJoWo+jjHMnabKMsTXER3N4BifOEtFBlyNiKp0LRMQhTV8U9W/Yz+IgfGoicWu6ktcz+8qm/bkNktpO+x1Ibzr/e6P193v7rfdWAxhDNTuN8Dk2rv9nMe9T8pXzA9cAMkm1NrERXvtmqE9+NyEswEgudIYFPi5sCTCRSshV+nR23Fv2jGOFxF7v12YldGjnxOx3Nm00cKfmZQuwOj93+/Xf5t0ueg8rhu2sV97YS19e713oMTb63/Z593+edvfKkLv/UbXwtW+79t+fUy5NPmzYtXPMXLvva+XA/hyARnv2fX9d/1+z566Y3bePZe8AixcsYw35yeECT1yFF3krj/fhqsu5/Tlsi9Q93lm51fu/MxnPs+aIS8AACAASURBVByMWE+secR54clWRIyfWhAsKHOFjijWgWVh0tJQPE3CEpVGXEV6S5NAGJJeztjUqvprNtx9FPSqdPiPUnoZj+SXdCxmNDoinSNBSoN25NvVeVbDWoUQqxqqEP0JmSrEMWUwmxNprCksIlgGIkkSiAcqE81ekTRIoadX1V6pasEiiUzQc6W3qsAqAmrCa3dazkzinEZGiUqircr1rziS5YCioyy9Kj3LoY1tfiEQNVpW6EM1YSwFoKp0FTSNpg2VqPGr6RgrV9oIXTeUeep7CXy1JDNwUcKEr1h5MqWHcZgDT+Vn2XjtwRFhFUNMeZZkpYrBHdqEL690EQ5zsqzKWUbmnoBl6TfK6Qqwximcnzfh6I0Wxb4YVmAhdTiWWfV3RCss6R3TYmy6TpzPnYNVTZ1e3NEIT+deCDSyGAxHMO2INMTgkJC5ViXnhEVXiNJXzRnkBNETGWEhZYDl1irMFEnrjkv1nZqxaDJFgRFPQ0hcVzSMjKwyF3rGfKpRJidCSvNICKFOV2XuUUUEt+vdk5VaskEoLZhEOYL912VgLozK2GyrjaGyIyuoYS+4ZRVqu0rj27NNrlOhuYzVOYZUzfrObwbYuAEZpBDW9hTji0hzc9ED9dxDOZdjxh7nI+2S7nw1uW/MTX009Bt3AtAc+9m6bmejRh9PclkPQ2SkPmvpETKr6qyMdhdw2zKOGCAx9lDVpchePZgxaqJM4/N+P/mNc900J5dKrBuoyxtR6zaRbczORjnrBd8hVOhhnzz3dguXOj6lgRFutVFb2/xOR76DioGcglFQbcsgumOuts/24kdt2s/dxm/Z9T97ZZehxYoBGHXXS8kAmDm0BtWG7UJWdpFeXVe76o+b2jwj4qIjPbDArt2AhO0c95i16M6wVQz74kntItzh0d2kfIvs50zU3nNcxzbYng1ANzoo9KiS3y6lTdqu+55iud+gg0l7Dz19QXZxVJRvMnlZvfQRTEz8hKOcOXrnIMmsK+Edl0ZmZZ9pS06n4ANOR2gYkwurJJMpazogqE6DYQtEk7UnHp3og34nOI02fc3CV4DniVd9KuBAsQkHOtGFF1M0lK9YaCKEdw7zt3hIlXHPsTbPWBMofSVsY8QTaaWfs/WItmIvpXe65NX4XSCk5yimpsZBatKaZWEyBXqN1Rm0kami6F5KfhLF0scjHczY0PFVaMRbaSsyAlFF25bxmZALsymWCVS2lKoS0rEmBQx2B0gwM75qSXNBBsjJsKqSzsTJhBYVfz5kJ1IqDdqFczprrljMiJWA2+hMc3IK4ZUDekhkdZptqeqKS7Fj3rZ6NPBRGqYLJrCIljYFOLIWE2GCs9JzgAhtzNY4sSDeOU4NCxmMUQx9S+7RAkZIeAz5tHxG27Ivn6Cy8soHmgbHELoVy2/LK0eMc1MYa1lljiKj5zPmwhxBttL6yVTp6yuNI84hlW8s8UiOXTjwDSkTZ02EJ55tQRbnFxk8u/JqiYvSzsmkRpqSqahe5sIWzmGt1y8tkRBU2nfkIP0R68Bs9n26AidHQZ5tsryWLH5+vy6VBn1bG+Otd1he5XcwNsJe6OeGKdr0DKlXs8OGZPxmHxfN5633W132thT9dhynJuj7Sr1v98PeN1ubRbZFt0bdkLv55KJtuTAi32d5FarbJtt79sHvCZ2dWam371WZ3SZs4FLjBLm5NjuYsCFojPu+GLffXTGUd/Ugo49uwpe8Q1hsqeMxtCkbqN4Lxt0yhTsDErfHub6uN82Rmz8313UDCPcszXV/1z359vzus6Xes4sG6vIbgE2jv/VNH0DwuuzB5lRsQOra3stw+hJNvONzMi2VqRO9POEDK6ZVwExVWRmpvQHnXJmmUil2VeYJpMNEZxbjnCudunbPIXg0ui24NNpgWzIDxUYq6bmKSkpNjC8jVfpZhCbfYDyjqkwoKiWkjL3KqtDQEpKiHCRKP4PSvUKHwszEGRXhlIrMBzyrhk1oAWWZK3QqlcOKiRMlAqzFKVUJVZZtaQqd6QiaM0qNB0hikeUUeU3UjYV5sCdLUNlVsnkljAFHhmh3OGqR9FzLCUpBTCvzRoOWPtbd0XF/C9+o8IGJKT9hk/KkyhyNZYhioViYriC90pPnLM3MORRvgbmw5FTPvTYihJcIYK61qChPaLUJGVWb1+ykw6EZGVpZY6KsCNYamZWy7lkMQ5dpOA1CE4q1aYZGIKw869C1iBeghBK4UtqmcN2dX2hVHFZe8IRM4zjWZEoRDlLVdEWUD8DJksN04CVXIMgV1HQkByy0ZiDBGgIkqYa4sVDkgCd8S90zbW4gxhRrVenNidcMWodXScQTZ0WzUrmPWqGiUwpIsERy7lHLBXiMLD3joDWO9Yg9bP+efSeAme+KWm0Vc+PNlrcH2NM291DCpQbKNkhfh3G2wbOyeerG7r3TWuM+/FVUI3slWxkUvm1UfsgoNpSoWmkRgC27JEmQiy7gQuHf1Q/R2xLG1+O7iNx46NfnwNXkWOe77XNUO7VtArWBPG9/r9hlguL6+Jd9Xl5fGrVnX8FeR0fG7y5M195Ytnjp7WQ2mJmNNeCCjl2h5biOWnyFyXZdi85t0ga88xLWjf3ZTneN5R58uw9GFlLeApGbqfS6L/Ot0BgYGpRqy14dWhnp9XXsdbAqMooi5ehnjaGxGk2MvU+3DCrGuY923F2TYuVuAdD213OsNTK80vr9SMX1Ahg7GN3OczAvN2XpRG6fuSsB+3b9bGwTEZfQ4S6WGsB63IuyLTA3AKUO7zU+E2r8Uuwf0Fc+nZQFEHXIxuTBB6kqtyG21xPqmZwmgTzwmgvZq4DYIQxjZK75Kz+RVgv4RRAyrncES6wsqaRD0wpDeThd6qmZc0Wt2pJRdU9Vjixe2pPpkPQs7YdIhVT7EHBqFCPdR30na8bSh4DUz7RWdYqe1HgJ4ckbWLF24guIczDjEMZrX1izqgNHj1rzTQIhObnS1LDsWNPKpqK8+ZYlJFZgmhtE8PXhwJSdXLTCUSPxwKzGxqZVzl+TKiGQQZPSjkRA12IwzSrfzlrnSQ4lKcil0tellns4qXFC+HsjeZlPfB2XMP6SjVectInFOmLHwfp0RIxmxqco1uZIiWYnWcgQehN6L6Y1PCpUljVOtAYWTkotnDnFxLfrioliViuN53AgLanlBUYormXpQrAChX2IgQXBR4hHtorb2ioJZqvPNco9TKmVOSfKIjWWWKvx45jKSYKzKycEsUYmrDRObeZ8PvOsic4TPRwimGbovfQ4fXXWHOslUfWJzIzXEJYMUmamENycX/YnJIKFRpsq8cCksWplpnYVzh6Er6UnshIA29Tw9IoARPDUwSXo72SWbvbdIaQ7p2wDMFt5f9gG0PeZlXuvbqOuN8r9c17fJhz+Xm2MlK9fKb9yI2i6aE62iee2bXH3/bYwon2m7fd2ybS5ff9W5Pt+519ra0RqfY/7xRGv9RK3fZr759fbfZ8OaG/R93x/vX9V3Vfj/VyE4c1+8j4b5sKiicg+YH1OX3IdQrzPuLk6iZvP4+79/TluAuo9W+3qmNefXJi1WxZl1ypdpctDPRNbJtR77Na9xXXtHL3cf/tpvdPJoezX4dr2NuTt9dpr2wyWbBPTb/fmVvDuGjTxHdf3S7H/61wx+ZWF41KFO8OENYWfKjQvLxtAbWaWoYGmMkiaKE8tcFfEywEUrYUIPYVzKjNJpmISND0zSwGfUx/O2Vh6ooqCVvZOqlRm0BI0MzrJeYVsCd05ZgOHlKoFMilM7jtzGixMI3NFbYARahXljwbSQHoV9qx8pIklViRWJquwR2lIir2uhQor5KBZbLtnYFaAo6XSJGh5Kehmre21QHrLqtQqoASzAjnVOKNV2u1pW1OnKYRwzs5hY63G86A64z1plsw64TLWkGJBc+b/wejW+QsGPzsuuFdxtF9FY+5zLZrYDiwuxQhME/MKaQsztQr3moqnstqRWYOv7MzPmqEe/B2UVZRTwpNohW7NRsXwLMbqAOY1J02mmAuu2xzlZBpPtmLpqDbWqEUjXZK5lbg3NJhE0bF0hWnWQru2OaijgKXMNE1SGiqG0lFRuk18SmeJKtK4duNX2VCMs1f/nVvjtLIXkxMRcnVWlMP5Fe1HFktUHUd5kWeITpfSVp2GPOOQgsQrv5S6ntkcj4k14eXslYl6XliIWv1dEvHSTZ19Jb0WMVWp0iItHdNfczVquAyK+2R5DV5kS6+7mzzqzT4g7k6tUCIusvQ020HGGj0XivxqTR+5UP5FuQ1PW+48Wi5sQ+l2RpuvHOoSc20PtYw49BiQRrsvwtZ95rwJw1zXRtnbNXQtQxHCliGDCMnWfiqsNkIU6X4BXlwYqW21a64+u4aIxXRYZR3YqAKcvBPruMxHuq9h9FZofb9dhrKt6rcBjRq4LtvvbNHQ5GyFk6+zqyVzV75sBfd0q7Ei9d82eW91g2Krb3PVzp3Y4hYcyFj3ZZXB3O36GR9Za9zUwNmYEh3IdatHtGWWbbUcttoDbqUbSa2aE9t139u4XSMqI2i/r6+61kbZdqDEkVzCPDnqxkTWKqxbrQXNbfEtQbREmYpuM+XlXK7ZM606Chs7cHlWb0FVUlqlroMl1Y29rOwV+8IZmEUST8fTaChTnDlKhWZ+2Z3fn594GoKo87qiTTlKZbiEJKwLfaJWZbbkuNadtfrK0Q78lBObxubcV1YOrLLwKzWOU/X9S1Q2yxb5dyBCSV2ojEyriSyfaWvHrBhNM6swgBRDMjXF13IW16iwz02IUittWtbhTGpgbKyIQFY6YWaVwy/WuUMmK1MxIVKLWqrAOQXJ8sh/qsFRKxMuUjhpjQURnaZHqhjuMrIPhXJZVpo2rCkawWSlBVu9ozJzmIFMDoOFfenBSYKjzaBRTJXqngV10IXT+pGfa/LJv0bOJ37WnI90fqIrX2njpMkpgq4T3YS2HmBemSQ46MTZhU7jD905oEwJGQd6W3lO+DMH4edeYaLzcmKT7KjUchNMjUmS0FoQUiPoOTIitRVz0hoRTmcGr+UAmOq+2TJixTtqjQNBihF4VUP20vr0OFdNG6uq+Uiv7UQInnhNJbOWgNBc6AgfolRWk0hVR16CyV+wVplb67pi0YDgkycTwpIL86FCm+EvWIMP/ci3kqzWB3tyZGal8VqM2aJ82zsyzbReWp1Vgyed0MEova5OPy+kOItOaDq/H0G25DQ1Pp2Wzz6zPyiNenuN3HMtl+3es88tDPeel3yfHfRm36k7u/JD2tvHBM/VIJ9yF7LJ20mhXtydwwZS3jlOxZpvGYP3WIX3NAZtmr5Xe3CrpZBLCC4vwlHeASRv9/ndfXa/3XexXvWi/rjedOGb7Tbw0HbQeNeqjeGRCwCt3Su1inctJAbFWGyT8QXMsv92a8aWTZZyKSR2c8xNI5O398tmNzWIrtiMjcXYU5XvmKH3euy9e/X+mdgYIJFLuG5jH7c2vAGceZUGfXXsvNMY7XLmm/uo/qnKLmi+ZDO9ff6+JPuJCWd3zplYToQKLwRfi3BsByRXsjUylHmWCrVoMRotXnidCkwfMZ7buTQnUXU91owCiNkhhSdxfhXGNBZgXSNwaTwNcN/0THjlnKzWOSW1LIRA0ljjVEyaO6qJahCpdMAx0qt+SmYi1qpAGcnEVAvXajJTTEEncA9el6WOHfCcDiJVPsMU9yrZP3sxOslMphIoGjLYFAETPgFdS6syl4+LZ+dsylGcg8GpJ2t0sMa3aZgoP03H1uRDM6YIVhGaTaTArAcsA9fAMeYpOYkwUUJ8VSVt5iyOR/CH+cTfnWrtJJOOq/C35UiLha9QfjY1TJKTGIdQntT4eQtWmfiIYtlZW6vFOtPoEqwpqBnu8ItU1r5wOBp/1oU8HjlHx6y0IrWej3LIGYpEqkUU5yFEdh/6H6djQ6TvMMJFLb0YqSE7aBGEd6ZJiLVXwcIwMjqzlQOSUX0RqayedG18mx13mMQ5ANE/cegQMu+L92o/1VqYXgs6Wq9yGSnF8mh7oufKkQbryBpDOZ+Ds53pJnxYS8+T/oq780rQxGn2xJxOnGvstSKekVDIBVmDZy+WcU7hkIF78v9K8JSN9dRZ7iQq1/Y9ayFpiYNuPrsdtK/FnPfD9V5VdtMRb8wKWxbE3eJOe7bLlac+wkJe9R0R3VK2BwjS0Z6RmbGLOEXpMurT6Kaz0F2uI4O12NtcbNY1FBlVavdpfd+uHO6RuTO+3RdeHF64DJDhG9My9rrIoPTjNrwiG9rmuk2D6Rh9lDHqZcqFbbKrDKHSl/jVRL9pIXQ/lIjsk3G/PTPqbi3WS7iwTXo3Ie59v4GJsYMpZd/n1p7r/YtcMm2gGIqxo7HF0EcJMOLce10XzcEYbGFMG2AjR4XjoEsyb/V9EGo4130V67w6i3vB7L5Q5Q66rjRTV+fiajerSu/p8tu5uoywUmXP7XVmRvrovTA6xr0SCaINpBbMa608tA1xiMi+iNtWmdLHOk172HJf2+rCYl33v6pW1oesVFm10nnFdk9eMUZfon1NsCS4TSxBCUV1xeLAk6+INU595SUO/CpmenZWG4Xs4gPWZs4Ek6ywzCDJV7nymsapB3PURP17+sqfl86anb9n/oivL+hUVU0Xt2JWvRixbguTw6Ed0AU+WeDpVXNGBGmNc1RtLJUn0NfKrNOhcZoPhK+sIVgEYcFZDGfhOQ4IC4KR3VE1UpJX70gHUcNjRYfzMHlik2CehA59VwY6Vfl6CL5yoc2KRGUB/kIaT/3EkyTNO1/xhMuJoxrCEy8kp+i8ZMe18ZW+4hF8LRMfDonlwlkaU6/quV9hRCth51fpYB0X4ezJkzqrA/ORvxkTsc70aeWTJLRRX0QPnLxxkgPomadJmVogeWY+TsWG6AE8yS74ZMxyRrKhsbJ6Eqw86YFPGOorSy+RckoJd49hLAnWkrN3zvqEHJI/szhtOfHSlZN1Tm7MHBERFnGeSVbv2PxUoKPVitThHVRx76O+VK9CgwYgJEH0M2lHugrLmiysSId5jDsaNZodcqG1xirCFA5Lx31lJWhro81JiHOyqsSsPREd6/4BsDAB51Grp0mlQJ9OwQcprdNkQeuBopzkhIRiqrQ1OOvKoU+sUendp0gwYe0r2YxlpdbnajLOU2/TQO/sB9WB+a7Pv0vLYjbi9ndj4v1v7mut3Gy7bf8Znc02KV/JLK62gUtmzDs7hqtMn9uQxdvf3R1/91rHr+888u2DrTCdbCmvyJi8Bq2/zT3bHt+ZP34oU5OZTIPZuWnLnV2v//O5/Qnvdum7225QoEJnb1kcv+qka3bhujbO99l7bMn1cbbrtWu+x6ahJabdAOeb67iBM7n9dgOmm2bmc9GVHdhsYRorZmMLRV0W88wb8H/N4AgXtmYDJ1W/4j5sdrnOcAkP3bftPR0NMBT9gLSq6zBAdt4D5y/UJHpl4WRWaDcCiZnVgtVW1JLmBw4Gv4rgRQ5IVIjPSF5OK67Jp7HUg0nySzcyZawQvWIBf7h84H9tyde+8jd78uea8XuqTAizdSIWVlWag/aqPfspVvQwIz6e2mZV7VSEp6ZUqYZvadpoAmHBoo1zr1owSmWMRAZrdrQrIctegLHYxuC0eGUYpWO9l/OojT5YP/UEOXAK4f8j782WJUmSM71P1czcI845uVR3VaO7gZkhQYDkzNzwgjecx+DD8g0ovKNQhEOCw4EA6A291JLbORHhbmaqvFBzjziZWdUUXE55SVVWZER4+G5qv/5LkcFFMWHWGYA1rRxEw/HWjft6ijZsyuCNR1+Yc3jaJF248xS8omHYl9IDj61yEeWhRk7TlISpZBZbmSQxGagaeVIaQu3CmhMVo5eJrsKDr3w5Axg5bROjzMmMS0q8KzCne7p4nEPJHE1JXnjSxFKjIAqiWg6XYE2IOok73DuHdQoBQyZcjPtM61C0xX3Zo3C4N6HWBZkilueQGq9L4SKJVaM9smriKBpEXqlUMWqPoM3qaaSNK2trqMxh2KeV4BRGtPiC8tRXske8gZuhLdqAWYIikGzCLsZ8qNShFss4tVVqqjQTsiZmE5RonXeJbXQ61uPankZMgHRn6sJZQzmGVtw6ooUkymSKqbC0TsM4aNAfRDPL2llQTr3TyKxr2J+szblDEZQzV97Z55YfLGDyIJZ+PGu8bZk8f8B+pNi2MY5viMEgdO0OvMqoijcFSQxEdrv+UUQ882Pxq2/HPiAM2bFz9TrZJH06Mh4A9KPH9O1A6xIkzcgg8kGyHNu8zZh5jjYlIsV6gye2YUDypjJyNomLcXUAti3jZxuUhjmfyHU/bV+pXtEWYVcP7cdgGwxTCu8eNnXM9v5ouYwb+VZ99Lww2IrIza5ew8b+4wLq4/bJeMs0tvHjvlIaSFS4FMueWdVH0cjNdu0/MdAd9YBe92tmHJJPnHk17evFAxoXL1eTvu0a3qIhdr5I3/cl+eDGcEWtri7RgfTkcUFu27Otv6erl0qCcP/da9lQyd22Ird9d4+UWB3naO1tL+a3ttL+ub3IvrbQUMX61dgvounHdbJfsylcQm+5StLR4T2RPIGM4Ed+vEtTuOvwmFrwDbSwNkGsY5cHZDZ+0x5o6ZEvRDjr8G0RoRoUZkwuMYCM+7BpQO5uDVHHm7LkuObeufKudr7xmYcuSG/8lc58qcaDGut84kGM1jP3FN5YPC9CcRYPfhHhmAQ3x5OyYiw9gWW69qEaGhJthGwHzC+0HPy8FaWZ0WjQjIxzWRLngzKv8RxI7jRxLllIKdNts8rvYIpqCS8V7ZQpcdeFnp23FX4+F05tZSGDFEoRvr3Amo/Qz7zMmXmKfZ9S5js/83K0i941J+kduVfOUaoEb4Rj8Bll5aU63SdWX1h0plqn5ILnyr2tHA4H1nZBVXl0564USsuYZk4pcxFBtFNSZj2fWS3GkG4hB57MKTk4ZmJgPcxLU8s8JmeSRJWCrCeyQmkR4ogrKxnDMDFcZ7otdDmQVKPdlDuZmUxnVijSOE5KrRdaEi4+xXOyNVoO7svPp5kVi4gCD/RMQzTEop0HCmuv5ALdVywrB1fMVpqH/LonYW6dWg1fG0rjPqeQ9Fs47k7a6RZc0G4xsao2hZhSKl0VsRYpiSKYVzrOLBlSxxos3bnkjlYnp8TqSurKLI0LxmIrT5o5105kYsT5M8KPx6w9oxZ8bvnBAsZuZo3ufu3f+6coTPz1D8zobwuFMRM3a2MW+ennn73mh9xDny+3pmLbbz1DcD7hjHz6WxvyInK7b9f3ny0fIy8fLc+O082vffzpzcDsNrtpa7Fsx8cZBmcfISz7N7aB7Qad2r4YM+3xcuzc5p788eIDyfjYZv9z+xSr/+Fzs7WNbGxbtNmu3IvPfe963sZx2Ei0WzeS53/6s3V8er1sy8fKuu162eT2Mqru67ZcC71bRG5bz+2vPL8nrtfPTurmph33scPz3i68Kso2h1JgtBX6J98x92g32WhZ3RTAu4pNtsI9XheNPrz785be5xSFP6bl122Oa9PCwO51r7yaAYOqUdR8dXzimz7xAeW1rDSLlk/L8HZqlDpCPnGaDx6W91GwC9yglA6RNePOWo0iif+8Gt+p8XJ2XtpEzZlvaqUZ/GROlDExMjGKhgfK2q8FqzhhnijQJKTNLhEDgoNZRYqQ18wTFaFS3ckWNv9HTYieubSM4+QsqGmE9iHDBX1TGW732soFp9vE8kF4dxD8pKga7xC8F+4k+CFlDYXS6p2s93zXG8VDXTVb4yuOHJIzq/L7FZ48hBezGsI9l+aklxNPbeXDZWIFXs+JlzmTfY1ImBbTD9OZ89KDt2JBHBYXekrUvnIYwZxLKnxbF+7LzMEX7kaBqJ6ZxfluUZ46IIq1haNmhIZYIpdM6SuH7Ei/UCZl3dvJFsfaTkwoPUOlMZVCNbA+Y94oKdrABYfqFDKrp2jripBz4qWdWU1xD6VZrSuSJ6zDKkT6OcBQaB1NMVKYD4qDTvQaEnlZjfeqtB5S7illLCneo/AudIqyo07ACCpd6DnRWhS1WCeLY91Aw5hk9Q5tHoKGjLSRXdWMOWV6Et63yuwTTSbOzega0u3s4QpdVHdH+j/X0v6zKiSRuCnsdsDZR48buFs/nXnfzhZvNyRJaNJnyXFT+RjgxrPXb1oK4XVxlT2rXzkXZvY8qVLG7NJDqQOB8DTxa+Gx+cHcKDVud6pt2L/FbPvKnHg+ZKaY6GPDtsVGUbd5c6jBqjHTPrjuqc+7K+6ztd0UaTc2/P3mmOVxHPLGleCKQiHx2cRHSNXNPqWbolMGV8WVcHmUQJ3yTsuJkbqbUUi715+PE2OwZ3HEx8d6x/evhey2r/GQHgAMW9PJx4HbDde2BpCn4IyMAbW7MY3W035tDBOnK7nXrkRwAXel6TXxfC8g7GPJ+RUl7DgJRZMG6dKhijJZODAnrtu+4Zpbuyh5Gk7B43q5odiIXJVY8ybrT+MYbp8fRaWQApnslZSmsT+2F/3XdcaWbAieDpnqVsgE72qgkRIKkU3tFShWRgRyvvodFZUbxOnHtxQXckpIN8wTixvvVuVlnlBZMZ9ZbOWVCKYzrYXF/VscXRvFg8OQc8YtSLW9Q9dOb4HimnfcO9KUnvuOFjcKONyXlQ8oVp0PCgd37qSwTpl/7jnk19aYNJHIqPUbd2nQTvg05YpZ+HYwoP2lGcUKYp1FKnimDfsJRLm3TqPjmvEez7YeD0sO4typ8K4mJC24RetIEjFrbgXo9NQjK8kVpdFNUUuBzvdGTYoXobdoZQGYhzSclPm1GbMrL1sQZ7UbF4V7L5zp/LoVfvOuslqjpMwkE3+4RLvlq0n46Sz8RW38bYbulXfNWSzjSZE+8WQGi3GanHpeIystgzMj0rjozMkdpLGumQfamHjBEWMuE11hYaLZxMUvvFDnQTOHnHlhLex6TgAAIABJREFUcMYxafRszAT3pnd4yI1LymNMEg6To65kL4ECaSjQinbKEk69jYgIOKDcNePsKUz1pgPW4hknCJcUakZrF9DEY3ukdSHrxFNdiHChQe4WiTgBEUQ6SGS55dKjIKgaujDtVGa8rnhfSSkSpgXFuzGrgCw0TUh3TsRYolSyZ0Q7R888qbEQydqPdeUhRWJ7lsRP1VhdAkmms6qS1bi6dfXdcfxzy/8vDoyOAe221XC7fM6B9HPvf1xN7fyAMSvfeQrPAJIYhjfjuW0NBsgwwIHrg/yTGflAVL4PKfkECdm3+TmKs/VJbtGNyKT5qJU1/r9lQS0eWs/ybr6notzQhs/RQTZr+S1FeOqf7ot8Zt+evXfz/vX1Xqvs/397UCQl/KYKvuX9yM3n+OQYfHyMB5KSnnvdPOMuAbcZT7fclp3sy03RNF5fOS7b7PD5edhefsxJ+fRYPTdG3M5HcZ5FC/SbQjrWE9vSuRJyn29/LMdNMv6ssPkUgTEP5GUqhd6G6ux7QJHbv7bBbk4p7YXRbctpKxFVdYxKn96P3Z1PCDU/ouVIxTw4BQc/gc4DIemoTbRD59+QSbnRWHmfDqx0LpdE7THFcXfqGhWxsEKH1jpCphOOuV2ElMbEsEd0SPcl2hytkER4K8ZrMgvOOzXu0syL1GkNOqF4cSpFwmG3t4ZqDodeV1r1cOAXpbMS/G+lj+C+agU3xTV8XHRcK+YxLRLR8HAxY84xee10HjQFkqQSJF+iPdBSPJS6H0ex7SDBYUl5DZfaEuF/Zo3VC9vwc3aD1lk2xFGEb1ipruSSmbzzdesxed266p7w7lxS5aLGfZn5UKGehN8IPKE8vLiwrLC2Ew95Qkn06YD5CTyz1iUKGM1MCu1QMMtUjEYK3lJfMQ8KwtETScMnxaXzlS+cNGEy89jPtF45TfBA4iiZVYTqRvcj5sqkK3djlne0iJ9IduSEMInFJMkah5w40ClJWFp48xxEMTmTWrSczZysbaRgCy+rckoN78KlrojErL/2hVISOsxDW45nlloPo8EER5RaK2cXsnQmTazWcEs8eSOrk1NGvXMniYZgKTFZo1rBulNZ0S7DzO9AnuqIWCicObC2iuTIsjpvIZLmZE08DFFPB/COupF2M9VG+4HG9g+rkHZVSKxsk11tjqxXRUemtYZn3Q8UXG3TfRQDrhuPQ8jDXnpTy7iH5FByehY+eOU4BOmwmQ/C2k1rYjg6QqAG++dVWa2TPUyaklxnpZ0YTDYi3IZmZEbhMuDRjauyyW53gGaTZdfRCkhbq2CntIaCayO/jYExD5fhNqC+zQCtDsvhrptyS1i9M5uMExuDaRyUePh1ggejCCXdcG64Os+m8a+N5GERiWMxygoXHwUie/V2awoXSqBtn/WqoJKbN/bh8blV/W07bD/GNwjT7tPzPWPmVlAk39qZN4RXEUR15+c48UC9kmFvz+MNuXf8/KbEMgmkbStEd1XZtk0pWgIM1CvZQF6GdHNzXd0cRLfsozSuvTD9UtpWmiaQbkwWZN+uUeRu13nRgMy9B/kwOD2DI6YeD722ualtQXY6vHCuRfLGHxIEfOSaDciczUxvOyQjBXzjvP1Yl5+nFjC9Vh4maHQsO0cSKQkpTSxJOEjm0jqP6gjKnJTaHC+JbJluo4A0ZUqQTVl6A3HqcN4V6ajDYR4Jw+M5qN6Gf5BwMeOMkHvi5IYYTOqstjJl5cDMQTovpdJT4iRttIKUTEZkpZvRPbFIPCu7K6nBC290hSaGSKGIDQ5UDI4lOece99hqgU2KClqchRKZbR5kTadDE7oora1htIcwqVIE3CZkJGSfqlHKTM4Rb9C1kbWM50nCq3CS4EtuRnkXVVIuuDeEhKZotQY4KdwL/KSd+KrA28ORxeBvXHjsQknK10eo5xOswp2dOPfGT0735Fn4liNva2P1IGGn6Uhfl/0+SPOWx2S86Y13OVC3CePbrGEcRyXnwiKFS7/w9QKXFhlNr6eCe+XB4EOt5HnGrfIwHcg50S2TXDhJZtXEXVt4a85UOpOvnFlIgxA955kHjCTw0JxTVtbmnB3OfoE+RXCm5hjrxLDUmJTw1xkEcKdxscSjN9a18JCULIVMuE9fuqFamIpzsGhR52rDAdlZrHO2ztsenkMxH0qk5FiK8ePShNZhdUPkxFGVEvkNJM1MHtL/5o2ihZ6VZoEmTSlhfgHPgYr+gL3DDxcwfp3BAcz+fDDYPDU2eHszB9tXPuDpvr1vfR9k40Eb/IZgnyfE7ZNZ4e22+Cgi/KP1hx+LP+vnxzVn+yDYCYJl96vXhmEwZqubp8Y+II7P7KqabaW7THtwIgaHYkd8blGOm2ORxuDQ3UF1jxRwkT00c+zpvr9BRL4WV3LzG1v9oCK7yVkf3zELO+rPeo6I7AWK+vOC4/Zzt8t2TJtts7OPYJDv++72sa0K+sz2AM9M2oA9vyiOw7aqaLFtyhv3z1/Un+Nm3b7efYJuqqZ+4xO3oYB7Efc96xfZ1vfxb41z0Xv4dtzwyOLd0QoaTp0qzwsYF0NTmHFZ6zu/BWK6cHC9tvSE3Rfoc8snTs5j/7d92yT4PgqbJDy7f35sy5Qm5oOxIhSfyantpn9T0cg8kilaw1Oif0gsrKxSyTlz6S0yg9Sv58yM4uEqi8TkTGXz9jGsd7IEX0QEFhEMI20RGO6kHCGBRQMV0LLQW+KprZynmTcNHpLxl8w8HC779bCa8CSMGIFoR04CFw27ffHrRG2x3asanSo9ApyiFapptIXLMEzMlFHhV8Ab9OwUCzWUu5E1Eqs1hYYhSUaw/Tko3sOGf6zTLPgipECjUkpIY5D/YZqmYS5qaBJclLVVnMyshd/qxB+tUNsKufCH1mhkkp140Y8UeWApylNZ+Jt0x++r8qgJT4W0PKGqLC5YrZSUSD24G8sSba4izsUSbbkMpLeQj6HsmeaZIkq3C8elc6rO0ip6Uf7kSp2EVJR5baSnC/fzhJxPHDUzp0LLBZfO+0Om+0z1hq2ZY1Um7mipM1t4Dk0ivMqdQ1qZm9JHElrVA+TEHYnVjMUiUiBbR1tHvVMlYR18xFYU6ZzzkbMLNOMwOXeeKD4mjm2lqvN+Ge7QPdG6sEqCnikS7eqklSIgYqxd+TAyqkyUQxLSuN4zFU2Vg6zcjXTqhuMexnymGVNnUuFsjNZncP++b/nBAialIABtz+a2z8x1H3y1x+BfGWjIxk1oFnC5wKAX7hktW/LyNVBR0Or0/OmIeHVLUZp1ZMwebwmKfev154Q6HD3Y+LGtggzXSVclW6hJGk62eK9JDDLZBR9IRoZh6R3v5z7W5QxzmCC+sUUe6JWsGWFsAME90ZE7IyI72U7HjGsbAV2AFNs3dpi8ISdsqMNWnDgtBWHTBw/otoByieJSxr6Kath6j0FTCP7E1t7aipKNn7PhaxsHx8bvp4F6tM01ePBP6jDjuvWLKS47YrcBdjuoIXIz65RdHbXzknzwi7i29IYL0O52K5sDszwfcPeirQ/e0+YCvAcbXpGqKKJtl7k/U9Rtq/moKN62SHKYfGXdvFS2QiGNYxWcpDYQNdG4WbsY2SWUChAzWYntSylhbRT1vQf5cqBWtVYOeWSijOvARlGybZ54ZJekm2syzueI8BgtptV6+CMRxlzibaCS+snx/DEtbyThFFyMLolXJXPYrGZTJiUlHyZEoZ9XRA2rcQ88tRPdFHGjeDxY69rR4VY7S6aRmJPv90siBkB6YmYdIJ/Re2bLekvNaH0laXhvCIq3AiKkPCMWeUQmE7/pMLlylBxmZ8k59gmncTJBJNM89k17FNHNCqQI78sILhmzCdWFpI5bosmEiDPvxngJSTPmF6R31kVA41ml2mN2LZk5y7gWGc9BwbvQe7R8VWN7WnM8OblnlAWRjKKYNkrOYIK1hrmyiJEkxTlyo0wZmYSpQ+8RRNibUQmTt2YTy+7o6CQ/8ncdppw4ZI2U52mi1krJSuuGu+EjiZuUaNVZvDENy2xTI/XEuq707jSO1FoRd967klZntYyXEmNLD3M5a8oxKe8unbkknqqQvZNLpVbnnYLOD/ScqUvnQxNOs1JOzjRlyPDKhT+snTkpd+pM08RqDSRRiGfyjFDcuXhHRKmt0jXOf7WVlhPNC5IrD9YwyWgaEnnWqDit0tyRDncW94BJZ82FZJ2ucBAIi8SJVSIWwXtnEgk00oVZhJUYS6oemBJMLhx1ZVbiOV0S1YXaYyJpCWZJnGwklOd/YZTAhjL4Zpi1y4F9f8JvKo6kCWt9IBu+q2qAfeTaXVDHlzVdjd4Uruz8mzombbP/bki6upLug902I95aSUhICUdBlZ2wwt45LQHdb3wBHwQttSA7Nus7IXlj2YuEp8344SgKkBGoFe2MDf1pw3NE9uMTiMcebHnTntk4IFGdQrWPEKjt/RscINoWQhsk0meurTnRxvHsXEmfm+R2Q4UskL8I+LtZ/8d8ottE7dsCZUch0jDT0+vvQLDXza/NtI+X7Vh9H/Ij4z+3oI3w6evPLtsb3/PjHyM0Plo8iHz2czvJdRyD3cBuux8+g36klBDb5NmAX1GzTCQJb4Wqb6qSrXUj7GTn7XvbOm/vC0n67FravpunAnZFqkRCGrndY733GDwQFAunT2EUMn8+y+m/5OXu4RgtvdS5J5OmzJQj3M+scqFwQTGZSNlJ/VvUGqen8MzAwVMHj3N6KMY9wqMkmgUOLOJkhh27GYjzICuHqXHonSkV3kjj7MNifkwIzRoPNjOnxNv1Elb0Eg3kx6TUy4ImR5bCWloUDCUzt8gjOiShtyhcyQk0FClZOpE6E+1h2YjiVch5TLhkoahjHknXnoxaz1yWE6rKnRiryG4VoEkRYoa+WWkIdbe1yKqoFGq7HgOkoxmKv8A8ZM9zmuLaLmFK2Wol1cQH6dyVI2maRwp0TGZcEtOYRKsansuzNvaGZDdiuy6nc7SKk3AnKRCi3CkqlBwhkecRx9A5QjeqV0gZKZm1dqbpSGuNx8dHdDoy5UQqHq69qw8irkHOPOWZU4rnXz4toRySBIvxsp+Zy4HH8zu+yNCr8eV95h+fOpclka1w0InvSiPbxJeifG2dlU42YfZGKopLQkshp2g5qmkUgcBbQuk2LcJUVmQpiHRWKt4W8MIHaRFa6h5OujnHxNmdl6LMklhUWWRhxlnEcfPwlUqJwh13uiAa983aLihH2qCMLHLgzMoxFQ6A01kkFHPHEd9iSbh0icRr7iIe4XuWP9tC0qSU4Y2yDTzFhooIqAjFofYeF+64kMPUdVjFjxkHtg2Y1yXs/seguiEy/cpt2VVAacw2/bpd3Y1JlLNXHkZC55avM20OtTqQioGa4IEwdIl1puYUTXTvMdMSDb3/4Ff44ChsXBMXwXWbmUv4xkQvLPgiqhFFL9eC6c6Ux7QN2tdjCz4G2jHwo/T0fIA3j5C42OdAeaoPGNqHn8jWonODFJ4iMvazcQ1kvHIjAq0KeDYKsK5QCAXGxh3aTK5koG17a+emJQGhIgvUakM5RptqK9psQzuuf27ozucDEMd73JJ2hew3xe1WII5j3Xc0b+8FxU+z8ZaurTm4KZZuCMKyVRuwe+dsBaZvLBm97s+VHAuqDuM66d7QoYJThsLIw0W5q7KO5xbARGKlR66YBindHBIJHy7YgS4W1lHkTCo7vwzY01pFhmJLo5AN6FbRzQF7fH5TdOXBExJ31I2K/ABd7r/85Sevj5QEBy2sXcizMGtmVmWlQe3gldWeuKwNXDmYc5iUR4MPLiNLbCg90sRTM+5sJaXO0ic+NMc9Ep5nnUhmpKIc/Q5LxttewZ17KTBPPBFheZPc4d64l4W/us+s9cJPps6jwbdr4728xBrhxVLHfbUYF4IEfg4KCt1DBBCBgwXJw97dFSX4gr13dCoxyyZxlnCkymMSeG4rL1fliwysF9acePI7Gg1VOCQNn5YOeKf1Np7bobBbm9E1MPLDlDiK0CgYSvYaaeBrp6dI8j7WlZQn3IWDXuhdqA4HBamRWwWjGPMgC9u49i+tMslEr41Vhr9PSyzuSO7MeaL2xil3vjwbb0pibY2ndOBlgYM1nmQi9adwXebApRtSjGM+0mrj0i8x0GvwRZs7bXF6dkSM4opjtLXhzTFf6RLKyaYC3vF8z6XHGPhm6WS543fvF7TcoVJp1ek8ok3IvnKSiBiY+8qsUej5comiSJWFSA5vBIdF14UvPQjAfgjfnapbcGggZqKEY5QOk0LJiDcOWREar0xYOJO7Yhrrmj2DGkeBapWeoi15lsinynkC6XgpeE9MrBQ58NSN92q8705lIiHk3PhZ6pCUYy88qWM9saSPx4fr8sNGdjmzWHs2O3UPU6MiykYJtyQcdaK67a0SYPc42DklGkXH96lltmVDdW4lntl88BbkmZql4xy4QQA2ZOOjgeq2xQLsuUphwh0FyMZFEQkOxBaWCNHW6DoIn3KrqHmOSjDG9Y0jsURbORCbz+z3TngeTPd9Zs8NSjNQAh+oz+YDYzo4FTsvZMy8R6yCwU6gTqLPtuFjFOQZUrA9gLddUqXL1eRsP6Y3xYXIVWZv2zlMShtuns8UN6q7uulzLsO3r3f0N07wJ8fPhavl/kffHafj+9GaH1r2Nud46dcCSEfhInL1tNlYUHF96O4r87llu8YgEJHNu2FrQfq2q3L9fL9JF+69f5Jmvm3bVjhvqFIf9+jtcdg+100i0eJH3Da6Xb56ccehSBRyzendWNQhGbM41YxLLTw9PvL+XLG1M5FpjVCuWFwHqxq5Rwv4YtH6yL0jslBxRKbIxkmwpIha+U6EiU7J8ewrWjitC90TmjKO0Lrzmzzze6tYuuO+VWoXsgQZ9q4JqZTBhRMasGQnex4E88hpmiSRiLbh7m7oMwmjF6PczahFES7NmTBszpwfzwDIpfOUK2sV3k8Nucysg9Mi5cy6HEhUDqkgvQ3OV8d6wyx8RKacSVnwvpJ1RCeUuMJf+spLXbjoMTiLFLg09G6i90I3xakcLDOXxod+Jku0J94tT5RSSKqc18o0T3juTK3zEuGoiZ8m54+nJ96QERUeJPNTS/y9dqbzIw+qHLJw19/z77Lw9yaQEqeU+McP33KQRn+ceJBwPv9nDYOFtUbsgtXGJJmjF9b1zJqMUp0tZta849PEsizMdJDOB+tMNWFF9uDHr+5WJoeG8mTCmlLY+7NySMor73yREpf2xMKBJ2sc50JrLVrurXHPxIOfSCnGhwXlyRuiE66Zbo1DEnIKG4Y+gAQ1504CXEjJmVIkcGeMYsJDKiG1HkKDBxo9w8mFJ+m8ssRTCuO/qpkFpUkjc+QdFy4c8e48pWExArSmFHmiypGvRxfEHNYfeJb+sJGdGFmFvjvlhipH3Okjr2WyKCJWi8ROGdVfkAKvsz43o8tNLhLbwRKmUfX3AXWnHEqdnBK9hTNpSkruFuqa0bpRZB9oNutq1Pd2VC6hjlK9Wqbt7atRiPng3VwHX8eKjn7gLYSv0Dt9bH5CQGOGvPFikm1FQ/y+DE7L5vEBUGxDf7Z2XB4pr4HgZGLGHqZ2wz9lMDx9226NQSxLQWB3F95t6IeuP2b+IVWr4qSRT8Johcx9SDodUndaNOUHhyMIeb132ijctsKq0inD7dXd98LO5IoMbATWlNKu6Nmzl2Qc7ZHiHYnLcnUlToq1kPMtwwRMRCPFdrT+2taiGcjaBsBsfivb60APfYeSd42YDDWaRDbUx8gMwvje1qoM/5R+05q5XTbuy9U1eBSU2/aOdSsWoWbj85aipXPL9TJ3PMUsqTG4RxLFazK4DESm9c4kQYLvAkeEbMJ6k80gAzEUuylaJfg74jE7W1sQAZNEivuPdTnPR37jEWaoRZlSo6vz5nKi1oXzeUHPHWnGK7vQ75T3pzM1HcCE+9xYmwHOKzXu1LkHDqp80wuWFaVyksTUU/BqsjOlOVRrq3KylalBtwtNG5MZzSp1TBKyNbKEPNdQXJyjJ34qHb+rfF0LJVdeJGgWKES1iuXMpMJqC2C4ZCCRm9PdeCwfguS7ZPpl5Uyn9eA2/sQ6L94lvsxPvNYj30jnfVVOQKoT4pWXeXB20syE8wXGz6bOKsrFKyc5sCCjNdQjoFCE1kCl8zoLizivPXHUhbd25JIOtKykpZK58GqtPPQLL6YDv+qRgfSqd4o5f/niET8JH+aJP547S3Lu68rj0yPr4cjP+4WHWZj9Bf/n+QNFleyd+6pU7/yuO391yKhOvMnO++TcTS/5x1NHtOGr8zf5A//z/ZlTV97MjV/1RMsL/+4p81tzTtaQJnQmugRPJJVMbkoXowzCatdEXxYmRmaaBSpeLTKXskXx+fZ94pdz5wWP/Gw+0LzxWie+yGvwmjyjfuaLDNkeeXLndFliMp4PhPrpxHFSsjQqxmM/AAc0F84Gs04cLYEtaJmQZqh07tJGfQh+Va0VEvxUHS+GpYp3450Zj55YSKhMeK8RyaCNgwttzhzXC6d55j+3xKOtFMn8RTOswLesdJ3RZpQEX+WJ7gu/aJ2aXnJu8PW/tIDZZvQbMqGqQ8I71C7EuKwSIXFmPmgbss8E4zOyf99b37kwW9hhG1A9Y50+iIh78TFmuiEDjW3bOQo3s/5NsZFd6BvycMMRiVbD9n1lar4PeNv7KlfEYhyFsX4fHJzx2WfMFAbyc/38FW24QWYQPH3eJXZHXQapc/v8Te2zrYYDCikyUoAoPIBh9rCrlxgFho/WSwRz2m6Hjwp9OGxuyNUYemN1HrwjFXar+50LZTf7eHPOc84h7/ZN0n0dnPfvjt3fDv3uXbLtxjjXW/srJKkhQe+9P0PxdsRhy3S5PVCMYhD55O/ZEKftn/0gByqURrDdVsAEMfrm69vv79+KA7Fdb9t1K3v77HoOozV45bzcLhsqparPkJ7tPfe45hVBcoYhcwSPOIockPpGko7r6orq7YdhFET1phW1/caPdTkz88Kcd/7I07vOZXnPu3cVOxv98p5eCskLh3bilITsQpYZs84xK9mFu9R4bAeepPGdaChnBKQIx+Yc0pFLO3FRZbIJ7ROSOvPxgNQVzCjS0aIkS0gxPvSZSQc/zoQ7CdUP6txVo2vjWzeSFSY9U/pMlQST8dA76zHSlUvK1DrxU3vPC1u4z4nXKbF4JQm8a08cZEYUvu2RPpzTmf/6Reb3/R6qcKoLkyi5CNkLx1IQcw6SkAIHHHkoiCceU6abs6R7ZjraI2OqlAPJVqbWSIP78ldMvGuNf6grX4kwT4pJZ3m6sDR4nU7oMjGnxlMqlPXCVznzK4yfeeV3p8yfUuZwaaQi/MIXFk3cv5gwb6T5nq/Fca80hBfzHf96TpxPK60o9+p8XSbOyxnyjF+MrgcOs/F4hnNz/vd+5Nf5NUs3HhFohq8Vk869OneaWO8OyKWRzpcQMYjyE5+Yl3d8PR2p1pmWTssFPLiMar53M6R1TiRe8MQlTTSp3N9X/oJAJL71zmNLvNSZn6cKHtJ6VeXVWjHNXKzyTjPV4UM5cCECScXDUyVsHYQ5K34xno6dOz1Qe4WpcHcUZHWwjGMcJBHxXorrxEJmaRVPjYtnLu4sJMQrKsKRxAVBvLAK6Fx40Mx/qyuzrBwzvJsKbhN3Hf5JlH7nPCwzyZy5gPXK7GdeHhK/7JfvvWd/mMRrQlMhDyVSBRitIADM2FgqSUOWfE2ZVjQNpj0xyHQZvhu3RUeI+kcvfswYR9tlyoWFjvbo50lSpHVMfFc0mcY6iwtnOiUPc7tt4AFmD6VMqKQ23ghQEtqvBdXUCWXHrRR7g+3pmMbsLBE+HQnoefipeJCUxMZMfatbBkIRCcYxAKUxgyqEP4hoJveo2PsNJ2Ob6TcVZou49S6wqFM6+7AsY8DKsmWUDIIusc7isvu+FFf6gOdqcoS0d2aMkNTuJm34QFaIgXhrdxHI1eaCW7YCdCxp76M934/iY1D3aAf2HqTvRBhoyY5syB53gMc2pa0Q0i0XKtCeRZ3DDVl5G343TxMf18LeOrs2E4d/yvX1BmVuKjuFa/V4U2DFOXGS8ax9d0VvRo6HKHVDQzSK2WkkQNeBYPbxYNIe3z+Jc8yZgznnLXndrhyWViQsymXInkuYbYUL84gfSEq6CYI0CWTmFp3aCsPb6A11blK2f3xLPT+y/Om3fDh33DLeG3fdOaxnHh5m3iwrX+jKn7JESq7oLvFcIczsUsZLoraVWgOplDVanCvgdWWSErL9slJbBYSijVkbr1PlKOAW5GrXRDVjZQKcAxcOAsU8lDopjOAmVQ6q/DIl3rbI33nsUC2RuvGvbCX3yjTBC6+gwmrGOTuvU+OtZ+7zgV/kyp2s/LIfeMrwdn3gPwl852f+x0Pmn1KGVlBVjqqYVSyBvjiQvCO2cp8ST34IdYzG81fc+RmNi62stnLfK68mIE18d+q04xMvyfzb1DnKwocMf3gXY82/98r/VN7xmy++5H/7tfIFH/hlyvyxfWCVB95OmeoT3Z2nSRFxTm1CjtOw7kjRr9MwEpzme84p8X/3xOITbXW6JMppBZ+o7xsHNc51oZpRTYa6qdO/W3hZlJNVmtxzyJn18YJlkFT44tu3zHPhMK98uwj/4VXnP9ojf30wflOdIhNflBNTOvC/jlRq7Y4MqeZXeWVtSjGQtLLKgT89Jv6klYs6L0RpKVOy8ZVV/jIdUH/ip3JCjwmssaIc64kPWUircumZD9ZY0xH1ikyFySpJCqKOVOU+nXnyRDskvr0kkmZ6ThwdfuJtZHo5TY+8uVQuZB50wmVlDqYfF88cDCqOFuFCY2qJS4KnvvLgM70kTsBdN34vRp0SkCkGXx2Nhx7Pw3DFzlzovPwBa4c/y4Fp3pGsO99j78endEVH/KqiCN7KxkeJ9XS3HQ3YkJvb5Vblsg1CQ7kFvm1HIBPp5HRUAAAgAElEQVSpZLr3z1rb3M4k9xmn+ZAiB5Kko32xIS1B0BwPsBtCrfpH6xvtqk3eW8toLfn19zbScGwL+5+3/24Dc9K8u3DGCmL03IoHuCGs8tyPR9mIyM/3d587b22Pj6b3+0C7m8k9n21vg/HzzweP5pZ8/ec4TH9uMeL8bi2v7hZS/LHaZM+jJzbOyLb925bnnKl03HxH+jar/qvkX57t6TPFlcinHjQfIRDft6/hQ3NtPW33wsbaERn3B88LHBnFfClll0pvBZaIMBPkvvXmCk876TYNftEwcgSwq9oscZX536KIOtC2aVxQTZ5zjz5pn/1Il+V3v8VaOIG+PXUOeWGqlZYS79eGOPzBlEUSxwS4opPQ2krujSc/kJZO8guXmLGgdGYNFRC9oTi/mBbOSag202hUVbSe+fk08UKNR5kxUw4jp+jnvqLa+LbDMUHqndfHie7GinI/zDhfSudhEl6x8MsXM+/XzpNX7tMhiqasnFbjvR15Y8abBqlPzHLHuTU0J/5TFV6kxgcy08U50cOgNL3g/7DGnwhVy30SXiUoWbmvxno68/p+JVvhS33DJBW3A2ThTX9CveCsdG88HDJ3Knxzafzp0vnqTsGUJVeOJfHHU+EP53BGfl0zT8X5X9avOH/t2DFxlwuXlPjVeQSw9mhZ+NqYU3gGv5eJfj5xmCZaP9HLROpjXHFHMwgZHoR0AXqlNYNWOZbMX2vnWCb+/vGEp0RvldQ6j6q87p1/hfK79o5/687LB+OxZ5K/5Yu5cpgnlpR4gfEfH51fZFjlSJ+Nb/qJf/BI90407lvny3LHm7ayeOcsyrFV+kE5tYlljUlrJswFj3klm7Ocz3yXCn/HmXtJvNQjX84FcueFC1PulNV5kc9MqZDXzsUbq0ycl86H1NEmfKnKSZbwL7LO04cPTCackvNzT0wFvqlOnTKLKNOpMmtD88wLPlARXCcKhUXg0jNvCafnx/GQ2sxiJSmrFTrCFxQQ5+2w+1jI/F137nqmaCIdOr13ZhVe+r+wgPHRI69WA+bfvFBuZm/bn1u7J+DvxO2MNI2HNbZJ0sYD8+a3ooDZ/C1GC0MJVKH7yPsYLZl+bUuEdC9mLJr0Eyv3jHAZ1nspp33A2o3qPCzX1aFm9rTjvfU1BsTiweiuw7n2OMJuqj5/+Jv7s1nsNvhu/258mObhtCome2vLCeLftmwFimztju14snFlrgPQxgsC9kyijI4WytjnoWLaRvM8BrRte6U/lwqr6K6ysqgB4/dFr8XfZ/ggTfzZ+ksprOu670MfXaTN78QkBuV5+BWZXte7EbPBn7UDk0hccyUMmy6tklR3lMGHmuqTAmZ8v42eVd6P8RamOfZ9K3Q+Cs7clu3YCNfiNc71QD3GeT1ojn0c8vqt+F9b21s/uMe6RMKhFycdZ2Q47sqYIEwa6FrSgK+lDCXZKGDE4trciPNb2088rtNNqZX7c/WXjNaX/oBc8cewfIcyexz/fOj0nshZIsakLbxOM2+xgOJTgc1fR5UjFyavdBLZC52GaGF247UKP0mVV8fgyaGZ36xhXjflQDC7H/hwWcmHAxBKjG+bUkSQlHlKjV/cF163TqNxbjBRefXwgnpZeZUbL9WRVEjHmXdLp0zKXXWeOiwT5O67Yaj2HK32FNLpu2niva8ghT/IxN2l0bJx0IlmEZB4yoXXs+z+HvfWkd44zc6/0oqnFdVCPSaWM+TUeZgzv2wrf3zsHItzzspbE369wNua+FPN/KVOvKkrf3TlrkIroaz72+QkTiQ98rUJtTuNxD+2UFO5ZS54GAW28GQ69U7JmYxQrKOXMxNwWs6klMcYUflleuC0vue0KOvsiIV6j3xmbQ/8SiZ6g7+eDpzPK99Z5bV2LnniqSdOnHnljSd94Hd14WLOLzhwN93xx/PK+27MkvjvH+D/eUyYdlaDh668NCOrUTE8ZT60dxxL5kV3qCtfzhP/+uHIPz1dOLUoUos4Yit/USbmVvnHXnjXKu+b8a3OlDTzD3Xl3+fOcZo4AwdzHnrjXis/KRXtiSdbeN/gD5c7Lsn4DfCQJj7QOZYUY8qUOXbj65Q4WuVRhUkzd268mhOv586HbkhTms48psLbXlg88Sdr0TZUp9iEFzAqIjBJQbOi5rzJI0qABGlkvUnmnS9kHCUHR6wU3uu/0Il3I2AukkkWbGQINWHIn6+ISs5DzObRbkrDp8JFonABJmS0kIKM2NLN7M+DNJlUmTb0xgkmsrC7V25qpu3BIWN88xIk350vQ6w7DMM0kBIfhnUahUyQTCOZF6C4E+KqEE7HjsSx8LCgZN4cdbOMNkMOBCEYrWH+BDsKsuuUSsCo2wC6tXvSbrC2kXq3ATWOm2eldKeps1UQKs6afCfvGmG2l7Y+6ihUNv9CleFPs6134yiNSmd3bNEogbbBW0ZwZsZwjeNVNI2BMvg8XdlbGu7RctqKsO1crL2F2iEqFYS+t+ECOfLhRuq7m/NtwbC1PLZ1ukfku+ZMsjBMLCmOp+uWq5V2FDAh12DMsZ7kFm2osU4dZFkbRNl9fwavymUUbh6Fer5NayRUH3Etb9s57hXrUSCLjFTYK7k5bloZRe+4dlOgNLratZMpMvrWQ2HmNoIw4xpVCxWM7gPUlbfTU8xw4ppTMA8C89imKJ7j77L+uFEYJ/OYjclWUk8IHSTRraIy8d5hTgrdaNbiHi8Jq0ZKRw7uuHSezHlQRXrjPjn34x5/tI7mxFkP6Ay2xHU4ifOzbLgnSo4ww8UrZy2YK193AVfet8ZDLvzNsVMR3qwzJ6388uXMoTdEQuL8AqFM8N3lQu8zD+VEs8yDCi8FTqVxyBmvlQ9e6GujYRwokDovJNDoJsK0VspUmMx4ISH3X/MRWoXivNDCLGe0Q64HsI650Ex47Ik/npyj3jEn462t/HYtfFfTuP9CwPDPzUieuZMgk89N+SqBa2Etw04+V5JFMKJ1xaxjtTIPq1/RcK/OBMwt6ujUeZgOtDWhdoEULdaWC7+7nLGsvCpOUw2EoyRIr9DeyQLFGh8c7qfOf5OEV6nzT0vjAvxXDmcT6Cv/QScOLxu/ebeyrPDXU+dndxNvLsab85m/vb9jXiqXu859zyScjFMT0JzFhK6Vy0V5P+z6f/XhA3fJOZbMBxoimd4zv1+cR++800Ix58s5sfSF955YuvN/NeF1r9xf4IuU+JM37kU4lMS9KD5F8frV0TgL3HXlrSzUltDxTPhuPXPXlbl00qT8EijtxJQLjcbv68raMm/lgbdbHkpbeOPREo96wWip4x6J1koIgBThUoKuIbKpjIN2gkdbPcbqTsaY3PmL/i9EYC5jgEsSpNAmMSRu8ubN7+OWUHn7+MtDtbQ5T8pwtawyHEp9yJE9EJAdmfnMQ3Szjt/eUY2sI+83lt2bMR3XGWagAHbTNhmfZfT+P4LPZW/xpF2CCsOHJoUL7SYP97FBZXg/uEcRcUpO8isCFNs/WPr7JDf+/qKRVr057jIGoR3il2gtGTf5PGyuvqOlNOzlt4HqE4VMv7roQoR/Afs2ptHmuDGsBNhbOjoKiOyjv5nCAG62aFnYxqNonayJdaQnaw9UbOdijPO/KYK2Y703tFIQTrdzAlf+1OZ0u7XKNrTucyRYx7HRGsxj/R+jfds/SHj6JN3kq0FabptHDqOFOWIwpmGV7no1oBMR6gii2/zoNm6NycbZAbM4PretMNgk+e3T7ZPrPt0ubRQgabRXe21oVsyhW7gAb/eG+dXbpeGUpPRBkpdRqB2CEsy15P1xLl8mobpwKneDFzfRakVsYq6PIU0epGm3xGtdmL2SU+SWHVPihTZqrtQ+k6vzrSSmkigCWQrftRkrlbI4d6pkgWnOzAMFey+NZjB7Ry1zUOe/s07XmffMPBxmfj+94tCdw8vCQ33kocNajDnfs5yfeOrwB4PvLs7DXeF/uIMvUuX/fWf8ek0s6vzikPmld7IGUrP2xju58IVOTEV4XBsnmSjayfXMi5K5mIAoB3nLPAnfnjNVO3N2LMPvJVO08OHpkbu7mXudSNb5nc+4Cpf+iq4LMnWqZc7eyHmi1gVz50VL3N8HF8ut0DRRvXI2pVpGikU2nLWwri+OpkTXRupTFP657uZrs9/TgKqVF5LoKqAJTylkwyKkrOS+8tOcOMgF8cKRExfgkIQXpfKiV1ycb9fE38wrX2SjzCvaKq+me1696PzDNxemlPnVk/N3l8KXLfPLo/JXXypHvfAS+O1jg/kl350b36iTVuehK99IJ6+KSydX4UjmnIEhdddUsD7a0eaozrxS+f/Ie5MeSZYkz+8nIqpm5h5b5ttqnV5mekiAHIDgcibIG7/BHHnnN+MH4J2XIQhyAJIgOEOQw+7q6eqqV2/Jl5kR4e5mqirCg6p5RFZN1QB9fXbxyPQId1vUTEX/8l+uz8SsXU3pAUtWLi0gC+bOw5Dlnz1zVqgXZ20zzx4UjKzBF2p8Pylvpu4nM+lCzY4nWMX50IRjNt6j3C4zv2wbv00Tv6Dx2Vb4Ym68K8a3W6O48Lid0ZwoUaieSGvnbW6ydTd8gtXAwpimCUwxy7jA1BxadxkXhFqCb9r5j96zf7KAYbiESvSVqmn+pHdu0le2V2t4GSqeHbAfZnM2gvD2CShfkYj+KtCJh79PhuTVxH+FQnbIZag17EWY3QsKufpldGfcwEKvZGONPlH64C/ITt70nctgnXjpv6fc2Ffkg0vDIKr2yaw//kU6knJgrH4Hx0EY0D8v0vF5oCJLAOIvIZGmg7TQCyYd5NmpdWKe0SXjr4svgpF9NI6bPnnH4EqEfUpIzXtP8Xp4/RpY5N5T1j6RqcuLCi0Gb2VM/KFC2VtT47yK9QiH/fv30MDrtTOHMdFHBDKMqog22lb9+rv0OIizeK/gU0a8k61TdLnl7vrZL4NQUy+oKtERP+nIDiPugfARCvkyDveATVW7fnfxNrxc+rF3f49hxAWcQzAXmnYieQBNBbsiMjvhdiBH4zoEgnp/bSMJVsa94uHoQJDS3j4dKIuqYm1H5KLf7E43cqR1Mnmeuu3A3jKLXgyFSs81kV2G3YvWaVpGC1WwqFQUlXZtOf1Yt01Bj/fMkvDzmUQaEv9GDuOzCZ5KFwsk7fbwYY0HqdzkLiF9F86HNbGk4LOj8GVe+AEhfONA5otj8LEKZ4U8HSjlTLKZDxo9adimnguTjCkF0pxGX3wcowc85lX4YTuhzyA4F/nAyY1aTmzzTDxVmhhFJ75bg//hORNpRs7P/PzuwOaN/+vRkJj5j96sPMiFL3PmH1fhfT3xxXFmnR383JOHRTlK5c6Ck66czjfcZ2eRxqV0Wf6HNVMEnsS46JHTlniWLie/tUptQqYwJ+ODCLX0AnGryleT08w4V+fcGmFKjcqCkawnMb8j0bYNRZglSBEU6ZJsIuGpZy8tU8K1t2JDE9TCW7HhOBzMk3C3NVZtbN4XwWlqfBnCVzfCd0+Vh8lRCW6T8liUd7FAaXw1FX4ywyElHqYL5/yW/+l3wnffZlTfInnlZ1/MnJ4qH8/CeS38+ikxl5niwpMkTlFI1vf1CJwVJkmYNLYIYlLWCO6yQkuYCncqbFaxUArCh1Y4D8S+SXD2zEF6sdADd+GohWUXWdDYMDI9C2tZguTGOd1wsS7myC1zaoXbZYIUQ3Aw0xRu6S3D83zDbMJ7n5hVKB48hXJqlY/uEEoqJ5YQTqfCza3ysXQ+VX+s9OepSeIQztIap8uJC4KlxDQnkippSqxrsHrBa3Rzvj+y/ckCZvFhyiUvfIQXnoteV7aV7uzK7yEArgPOe7X+lVF87P3/1tpIdu6T4OvwOsZnmyk2fFn2/J69oGijUEjDLnlPk37Nz3i9AneCCX2JO3jd8uJl9WumVxn2vj+7H8neOtt5ND5W8K/dUZv2Pq0Of5hpoFhTHSt2uvPv688HRhJt/9zk8KjO1KJPTkONs3ug7C2OK79jP0a5drD2D2X8wRWhen099kmryktgJtAznHY+xWgHAdd01Gshq3rlXwBMLmzywq1p/vJdyIsJ4LVdNvgi+/Gs0ajtRRElIlciN3va+avPlFFIqho6yOaDzM5i+cWbZpyj14Ta64ka15sxZl+Te1X16gAt0q9pCWeL4ZMUfiVf78e2K89WOrO+yssY6oXxi+Q94kVV1wVi3WdplkS06KiXdgn/5o1s4F6xlDABiUZK+98LdVjZT9KhW4ngIj5MsASJclUSmgXh3aDKEfbMqB/jdns8MtnGZTszUzi2QKm0DEUnYEUleINhqfDsBs141pnmKw9T8LbNPMzB2owfRKktKOK80YlzBJfmOMabVDnqRixwtuAmKmQ6gdFhmeEkE3qTWaN1X6QNSl0pUvlLyXzdHjlXw3XhbVa2ydiacJkbUyTuU19ItBZcwql6w/s68czGF5PzpQnP2x0/1DM3tlHbxD+9L7xbj2Q7oclpIUR1fiuJ/3MT3uhMSOWbDXJVjnPmOYKnCl+aUqUHUoqubC3hJA5euUtgh0o6Jd6Hsybl1ApMEw8C37txEViWGakFN+UglaU0npNz6x1VwIUawmQCNpFzJVzQWliSMudEicYUBefCJPC2rpQEDSWn4HjMnGt3mW2tsUnlbspc1kKORooLn9tCo/ImTvzZvDDdgmvmhw3+5t2Jvznf8D7gZAfOfuFWMujC27qiobyfgtUzyRvNrLd4Y6GokCLIIqymVHUe3DiJUjEsGm/n7tZtU39mHcRRgyk7ucKbUE4EtfS58OSF7z0N5Wkhi3Bvyt0gkssi3EefG58G/22JRtMLNy6klPkyV06uTFQetHcE5jgxY1xUwG75kmfOK1xq4xtvpOLQGqHOYXVucD64cTIlJPPtKUbApFNbowTQBLGNt5q4z8Fv1/FsrE69rKglcmzk2njngWqiTf9QEq/0SS2x+7t0EzPZwwOjozBXH9Ld30Ve2ibpleHZXhSodWkojNbEIDKKvpAh9y0zVsoDufBXE/A+KZkJs/egL7QH1BExZM894lt8lFF9Bhq8HLkiI3so4UtCMz3rKII2PB92NGKXY+8reJG+8rdX+z+hAznoy3AbROd16uFYPvp/oi/mYYOm8+KPo8oBQ9JeZHQkbOf+hCZACdldWT+V/3q8JCE3uvFfL0ZeFWO8kD4zDM7Prmbpk9uuZtknWeMFvrxO7NY9L3pQYUds9rnQZHcx7oN1P0c+8qfCdi5Tl3TP0gPTZtFu6ObRWyNqQ/oNbg4jH6gB5joCO3trbe+5tlGUNOnBZC06age9ON7PTxfK6bWtFsLVnygiqNIfAEm6j08e7acuMX8Z+8448EFmXxp4Uoa4/6osM5uuUQ47sRI6eVFE0JRojIiGvV0awRzW78VRVIYGhr0q5HqYG7IrtxxXOPQB2xFAMhZCX9tnRBy8x7LFj5jIe9sZttzl4LgcmOoZu5s4lwKbsK7CQRqzCE0Sb2NcezOaLDy7U9TImpjN+corh0XYMNZWeTMnWltxWWiR+vOnCZ9xJsmZqSqn6Gja2ipf6g1v6oWjKzIF77Sxpszz1vi4Nh6kcZcmwg0aJC+ca7AkIUnl+9owbjCp3JhiNMQKqzZqM0o01vjIcbrlmzYRU+K3l4VJjcXfUsrKrc4gG8kSkwmPIujwb7GpF2cPKfOQLpg54cKUjVl7rEKkhXIq6OK0taBWOUQw351JNfNU4UNzLpczP5v6AmZaBG8b7y/gSVBLHCxILbiTymGGSySyP3LwymwG2lO7L9tKWCFCOCwrx6KU6civz417q5y9UJ5O/PmtIN74xT0EFyTP1MsT4c738Za/WwMpwlO9568vsOrMUxU+y5VNFt4c4X6DD174tk3UemI7Zp5LJ89OOpN0pUSQNDFZ5825b91pt/VC9SxHLDmuwWNzbrPx203JWvgMQRO884nNh19XGA+HzPOl4Dm4a42HRZjrCmVjNcNHx+SxKpsEx2o0UQ4SNJ0ozSmSaK6s00TRxERPti6uaKQ+fwbkgLDE5fJMSkpumVuDL2plmpxDPfHGEt805V/JTLGZpzVIcoFoTF6xMLb+dCV7YC6stfA7DwrKT5fM42WjmrDJRNHKvWU+yxu3fuH58g8k8br2VsGedaMDCp8GZ6Jpn0znGjyL93iBV5uMiWQPSNxh+T5p/B7vpP/UV+avVoF71s0fU7xodKSgDh8VoxOEVv1UAbRXPUHns8hAhq6eNPGSGSTC9Vh2+fauoHmtXBJejmH/NwxjNhHwdl2RX9sWCopevT12uevsPT9iP86c8yfITEQMjgi91xudvBvCJ2RMj7ju+74/afiRXBG0Xi9ej/3aYnh97caF+QQR2ztWsZsK9v2oDJLr3l7agY39nA7kYlOY/SWeYUndKblex8LLeLgSeVtQUm/bhCpzcU5dLfjpOFDFVK7XpmpXXewokKuQK8jgbylyLRRFXswFr6Z79Mn+6g48/I26quuF6JxVafFKybUHKY5CJI3rKOP7dhMBryOzaFex7cf+aky93r99XMR+fdWuaq02Fge79F9j59P027sXyWDRk5F77rBAKK0FYnId4z/m7bNpoSYholHXCylmtvOZH0Q5yMqUhGNzmJRWjc2AtdGikacJVeU+CiKVJRkhSo7GlOBWjBTDo0cKT9K4j4xZInwlIlEU7uKJNCdaKB/aE19Hlyl/cEc3oYpTNfGLpTIjnLSyrsHZEx98Q5eZ4kGtlX+UZrJdeCqN4jcYG8kqfzE1bnHW+cCvzxPfS+W+Cj/JlZUgLLPIyiyC6ImbNNFa4dx6+vHZZlarbDWwBGtzjoeZixvbphzLM2sqJDPMz8hklHpiyqCzDBQ7kcT5/BB8VS78syX3BUgUmglTKZyS8s0K51iZTbmncXc0kmzQnJt8xjSzJKNszrtN+VXMrPWMNmPaKo/bxLcpc7RHjib8Yp44e+Wp9iLif3wflHWmhfF1fIFE4SwPvInv+PPDwq/XjR/ilk2MiIZsFZFKdeG77LzZlP/iTeE+b6xU3p+d0IWP9YnNZwogUlhSw9rEU8ucvBATXGRi8pXKRJWZSVeaKm3JrGS2uvJZGMcM2oLqRqvCeWs9ST6Mb3XlJ544JmWZ4LvLxK9a4yCQLbNG0BzEMg7cWuXGMibSk71ncFeqwnNeMFG27cJHz0Q8IHNhMidPCz/3jcYzVTLvF+PvHw+k6HykhxDm8szTunGkEdrTsQ/pDoqT28aiMCXhtq18zJktK3fe7zdTyOLcxoWjFb4K5z6cxkfa9A9MozYdZMSrp4qQZRibiWIeeHNq7h4TLYIsPY36KoPlFel3/z93GOjGXjS49tWijETKnX8S2guIFo4lw1svnPZAPfW+isa0Z3Ewogz2gxur4T20T+jqGpcXEuyu+LHReiDiOsm6DBLzyyl4QZ9GMVOlm0pJAO4djRn+HFeSsfYb9zaEs1TyvmI3G0nbQk/97HLyXjC9zCg5v0iII3riq3vDvWGDP4FoLzhK7WjQK5+bBaVpJzArMkhSYxDsCbSvth3p6giAUbxdkbVtyM37nNev+f5z9yzQQaQd53Agbpk93qAjEVsUJHcpub4qfpsLiPUujnW+UCQHd0oOZlUiOlfo5Zx0BVMa11B3DpMM0nYIW34hJBcc855SHuP6wF6wCpPv46l/ftZMG8Z4MvhLMO4P0+v19tSJhma5ny+v5KSDjS/UOtpXuXO4ssjV4HFudMSJIUF/Vci/bl8xiNF1LCxsIIF13GNJ+g3fs02ENMi5m3W3WI3ukG368h1uoOJX6fuPcatJIBleg2SJA0E9HFkuzzzXhdmdbYSgFglSBUmZc2tQN5yuuphM+VAaIc47lIlgsuDWVm4tMDe+yBnijJYG5lRJWHJSLD3tXoIvLFPd4AB30rjkSi1Q68r3W0K0dKm3bmScz+YZL7UvMjOYrIQHt0lwPvD5LMy+cjcbC0ZLH/n5tHCJMxd9w1KeWPIR/Bm33gLPOfN4OiMq3FlmmiulnJFkHCZhVWFbK/M0cRNGlBXPiXmZurkmglPZSqa6UqqTUhqTqyA1cDcS3V8kW/+bzUCjcW/KFwlCEh/KxnfvE2LKQR3dZqQqkhPGxpuY+Ktl5UDj4o3bvCC2oe0bfrtmHlf47dkpNdjc+UjmN/XArVVQ4S21k4LlieIz/98Gebrlpx6oFZr3NOeDCqk1fh7AMfMhZt4/d87SQSpfzpAOQixnpFWe18SzNNoW/FwbT6Uh2vi+QW2JYsJbLYRbb6GL83UIz0w8i1K2jRAjuTMZLO3CZ9qfT03hVOHkwloy0+T8VALRBDhv9kVXrLQiMGVcnIsKxZV2bri1bupqim9dEPDL1vC8cvJKrE7bnvmburHqwqkVahHcn6mSkNaIQ4+quJ0BNd7omVwVk2fm/MzdwclxZLXEtiprfeKrlrlU4ZSCPCeKZqo2ogTntPHkwlO74f2fiDf592Qh9dcXNadcV6s7lyKlRBsrPjPjU4v5/rp7nOzEy9er+t3q/I/t4/6dmf7ZOwlzJzTsnJwdxnnN2bj+/Mrkbf/9Hf34gzRk7QqkPQsphuJn52h6HQ6qI1CvoyryCf+nq1mMrRZ0oDFt5/uEYMleFEDN2VQ6ClG7k+duZa+vXHn3fd6dP/fjMjNa6Z4iqkIppbdzBvLx+jqoO9nSmIS5hkK26/svHBeRF7SruYPpteU0RQ92fO33chG/eqq0gdC85pGY2bXl5mPCRnvmlCTr7aR4uUbX608/L2Hd+Xb3sskoxT9Vl8FoC9FRqZ3Ie+XqWJeA7w9WFcFHIvM+Bhbsip6I8KJSiz1Ww69tH4C8f3baFVA7YbYX0TbGeq2VaazS+/vjd+n8q3olx79ED+yI2U7wbvIyvgGOpF40jnOyF9TN9+KK0UZM3WwyoIWgdCn4p0QpmEWY/h3F7I9lW70nOCO9ZTjRaBf4WibO9cyDHrjVwhTOKhWios/Ml94AACAASURBVA5vphsea+G+Vr6zme/R7rkylghNN3IkZASpHTQxbY2ZyiQw68KNCTfauKTAzEl1ItVKSo61LrM/pgQ0Ijk/w7lEJaJQRDk3h/aMTL3lmrKQhgdRc5il8BgLX8dMWxPJodUZy8qN3iJx4tyOfH4szNk4hCAleKoJr89MKqS0cnqaWCjEWpBw/uxuYZpXfnfuxzZNRqLRSuc/RCvc5GAD3A6IC+v2ntIWkmyoG9IyIRurn9C0UENQfybihilBacFi7/mzu4l8f+apTrjnETXSgIaK8YiyqvERw0T568jIaSI3uFsEUKbieFIOYdyp8o/mxm1U2vbMMt/SRivb2xks8SzG7JnZlFNrPLFgrfFOZ9Z15kaCt/bIZc1UmWlW+TdFOaWFw+XCX+oFSbBU70hyZO4OTzyXA79g42G68CwX3q1HUp6psrKcnM9UefTEO5xJG//Z/YGPzwUN4Xf1QJC404oX5UDhbXaaNqoYk3ceTFM4ojxbb4cpjUtVtpiIydg8uLRMdic88fFSUQvO0XhqcC7PyKVQ8tLP2Tkj+Yk36Qa/u+FGLnzuzzysKyXgjRxY5T11uuEQz9R04Lunyt/GDVacr7SR6zNPDnc5cd/OPKyF+XjgxMbHU7Cockvi7y6ZnE880PgPWP7oPfunEZg/aAkF7HwV6e2kToZ9URm1Ydh1LRwihs+KXBUje66Q8VJE+JCF9vdfWid72F4TH1JeIfHCJQgfZFOc+ZVE1WP4xRAjwXnY+0v3epHoMQA9RD5eSJjSnWBddi6LdURln0SG9b2qUaVzMxRFRwClIiTRl5TifYJDMEudEA2gSimFkoUU/VxEGmwi63yFdUxqi7wQfXPOr1b/fZJuU5egRettPBVDWsCYPBu97XD1UqFPyFt0s6UrFrNLnuWlRWIB8sqqH3oRWbUb6VnIaEd17ZGIdPIygpv2QmG0QpDhcRJdfaYhYxzQAyu9c2i2K6enF0Ge+17L4BKV8EFsHeGVr9qO9gpBcJG+StY0SHQML4K+KvFxDpPYiHmIEQHRW2NJerutrwidNO4JE70aHqrtZnej9Qi4xVD0yIimsA7Vvio+ejrwsA6I1j1mFGbVnilm1/CEEarm/bqKsEbjKJ2saMmuSNm1xTSuuwyOkYrieOeaSWB0E7WXFmY/1ybG1n68UuqynXtx645E49sWvJeJu5QxDb72SnaYVdjazEEXEsG2wZP1BOQvJPgrTbxnZdV5IGQLVYKnNkJrpdvrH+WGxSDXwsECJbM2YZqFz6PyMC80qZy1oK4s1ViHIs1U0dafB1KV+wQtDam/JYJKSwmTjCGswFuHL+kqn3OZeKeGpLkT0v2WXz7MPITx/OEd34rwwYXaNn4Z1hVGp8Y/flPYXJmmI1MtnL3y67KgnJimiYvdUS9nFhG2rXHejO/XHtuhtTJPnZ+SuaDWACfNK6qJKQ6E93gVpgckzrw9GDcCno5sDucwblyozTpR3wcaWStvstEu/R6xFPxEZiIb79rGKhMprUzHGdZObLaDsBb41UX44Ld8lozztqKS8XaD5l7o/4BzVxeqwl8X432ZmXLh2Bz3IOItP53OrA73NrHQ+LyeKK3yazVqNJLNHFshycrBjKXCbz2YkmHMAKy1UiS4PRpfFud9Cx5r8F4T/+u3Z76alXM4H1qilKBJz1NaaPwZBz7TAto45MRTjU7Kx4nVkdQXbB2Nray1cTFjxXsYbN3687Q6t9ppGDeunJaZw6miRVlulFu544GVL+vX2JLYgN9Z5UM88G+8sLZ73n+EYm+pzNxJcKZyasqvNPNGZh4JtrVhmokMX32s3OWVdy3xMxF+cVzJm/AkjugRb/JH79k/WcD8Pjqxk3FVB+ARdu3Nwx8iL/vPr5VLrTWmgTI4L6vGHTX5fY5L15R0VKTWejUsK+Phnna79FfFi5kNddJLqwrpBYzuPBBgoXNhVmlMbZddj5ZMvJBN45W78LV4G8d8VZ20zvPZ4fzXK+JPjmc/vOHImr2jBWvrK/T+Vkd3DmPCqmNSydd8n+5/AFy9UNydnBLUNr63XQMV1fQTcmYJZ5omsncTtGtiePMemBj9+3ryOHRlsl9Rhx2p2V2JdaBye7vFtJt9XUMlxziIUSBZ6wTpXcm08zyKwdxeZL/7GIS4Ohy31gbCJNdzDrCMQb4HW+4eLZ2nJWj0ffHYAz4HAhjCNgm59nGxtXod66KdXp0tEVFJMUizAZfxPQu7cm78XexqvV7A2Aig7MqpoOEDCfJPeEettdGq3ANDlTTG+DZI87vD8mtEaf/bRdMVEdvHXzIbDsAN0U7GBzDpCsAd1dsLmc3r9TN/jNt/ni9U7YXf2Z1NhO9OC7+9bBTJ3Hm3CVirYLMzRfdAisvGXAWziceoPDZFY+Zojl82mk4EG6kat2b0BnWgkWk64SQe7QS+UCdoGL9yuCmG+8axHpkteMiJnCpWndtY0XTXyZbZqBZo9GfATAMmwhqTbUQcOLSHgX4KK8ohZX4BXFQIy2xFeDo59/4dKjfkRfnLy8bDzUqQuGA8xMJ7CcIST63wXO+7y/YSrDFzboUyV7443PGudFIt9ZkqrXNOAo7D7v8nduHOLxwyqAWuiVKMok4hc6nOqm/52w0UJ5XcuRx1ZcpHkAJqZBL4I6tPPJcFU2eucEmJ1Y0lCauc+V2RXiBF8EGEU3KoM9oW8rKSHH5tC09zBe/ePs810FbwJjxJcL84elm5TZXcJqKtrAeDs/KrtbfMfvNU+E/uG9Myc3Lj/dPCV8szj77wt77Q6sYvW+UuOzcNPnjiczE8TlzKA9/Ehk4Tn1F5VxsXybRmvMuZ54tTpbvcWky9ceGFczI+urB45iuUnDPnVMmXIM+le2FFMCenFuXcKtmFMhv4uccv3MzEeiJJcL+ekeogE4dasfzMG11J+sBq8G2d+F/8BrlUTtWpLLx171SDFkysLHXinVyYbm6ZHhObXsiauKhg5hxQ7srG99ORX9eC1BuyCN9643//6ESrqB4QEW5M+W//yD37p8Mcx8OtjFXo1Z0WrhyNiJeH4O4tEfHicQGMAqBb8WNDNWNdXjvR2yd5rLb31X+TTk5MY4IqESw2UdlXGZ+iAjDaLNbl3Ml0dP6HfFYVG4VIHWGQ7o4lYYnO2+nFkrLtLabOcySF0uiFgql1uF870vK6nRAxPmNIzPskGtdjP4Ti0UaB1WWtMpRZ0zRd20N74XPFoUyv/jpOZ7WHyLVYymM1BiA59WJlzy/aix7T68UWBLx1Eq9yVdpo6i0XHcc1MSRuo1XHtfjbwxl7i42I4THSCdoKw0OIK2EW3c3SemSDthdJ/n7+JnoBYvLK7G20onaF186nQvrqs+1GciNcch8PV9J463yG4rW7/XpvM02iV9ffeRxH8Uq2PXByv0MEopEBtX4ElnoI6JXAHT2QczCXr8Z0IjFe6Y4xCsn7wySGGaKMazhP02hldVSmjtRcdx98qV3h1pPfL96LzY6c+NiHjsZ0pV8PV03DOFBVSa/Uaj3cbqxehyz/9xOrf2zbv8xfMUXjEGfKkvh4Vtpx5bge+Fl9x40EZVK8Cd6UliqtVGLqEyVDNeYE0gpbpO5pJB/wlrmoY6wsIuQpoxN4VKoFxe/7wtCU4solKpNXcMiTkcVZpNB0ps5KnjNHFtQbhdKFldI9WWpK/RmzVT5KUAJsHm7pSclFCF9prXFEqDh58CQ/xAPH6YZbP3HIQk0PuCh5uWWlt22iQak9g6e1xs1ywM7OLJkIOFlP5wZlSompdaQlancQDoJ/K0eWlJmkcZ/gJjl57pYa3jp3cBbhGLCFcsapLbifDkQoj3LARfDY8O2WijNl8Jg4m3MI583knBqsvnAw55A76n0riVaMwoWUn3GfqOrEZeOLKZM0WFLwZMJHlFqEiEpLC58fFFyp1jjZzC/MeczCpVYiEpcJ/t9VOa+FL2LiL+7OvD8H1b/lfTnyT3Nv0TXLNK1cmvC1VQ5pASvci5FqI6vws0Pi5MFHgiNwzN2n6tKUizpNCqaNVrtfWNXEt+qwFZac+F4bv6kTGeUozucVmlfUN5I492XDzKg00scTdy0jVI5LwzKkfOJUAD/wu3qHYjznRBHhmCpeMy0pvq3UbYNkPBKkJgiNnJTL+kTOwZeT8JlX2mVDcB4QPh4T2SrFnZM2Gpkp96IFFbZto1V40j+OCv9pI7ux7Z4ZV9nt3vZ59foaaXlpHw0I3IQa8aL4GWZmO2emxOB8mAxY/9XDdEyaGkEMZ9deVO0IzAtik1IaGUYv+60Bm3VjIzMbRNZ/d1jg681ioAQA9jKh7ce8b69zcHbOgojQfOfP9PcWOqHUsF6geJ/od5SEV4VQP+yXCT7vMQpjJ3a+RB2TqdceDrjWMnaqo1l722tvAe2chzQIR3V4jkw76ZZPkbQdvdmjKEL5ZNV+9TQZyq0qMIewDdXZnpHV1WyvvVT6+d7VWvvvib4Uaq9VZ7+PyLh758P4CxKlLdgkWCTxmLwXi+5I6gTkLJ1wmwbZWxGQ6C7Gowhs2jlOjCJxP2UmciX3CkFEG0r8huyRBeqD5Gx/MEb6B71wl0TkE87W/trRvt6SQ5RQJRDanqEUn/oS1ejqJolRhb7ilfXCcLgL79/bHCJYvY3k6V5QzuzGfX+IgP6YtqetMsXKWQzZHNHA9MAlP2PlyI2dmXCeVTk3IW2QW9C00Ly35bQpc9o4zMYSG9sBrGXu04TR+UxNG8uyAE5I5oNXPjR4vxUgg8Dns3FTIJJwqYlzbPw2biitYgjv/dgXLjpRzUi1o9EpJY4BkwcuhohRW2V9OhNaKAb3qkwCk06c3Jm0kwEsGlOaWK23iEh3nSAbxqUWSilQNyTPTE1R68Rbj0xeutfJ2px7XXCBzZW1VarNHBw26ynEIoVDmpm0E3pDK4hhBEe2ntpd4VQVd/BwbrWMhHkoNbCW8FLYIrOlibI9cSndR4WmnKTLlGtANsZis7dzV4w1KmB81zY8GqqGTsp5arTVybXRxJhofDE1Zp0528p0cEQvtDb16JuAu3ZhOgx1kDvvti7zntV5rIJrxvWO/9ScrcGzT/zdo3M/JX6Zg1kWQgv3Ikwi5GSoGVMtVIxSG8e5ceeJiyk/bMFTM9ZwvGXcLiyDE7iSuISSvfBGnDd0z5wfJPPkzr1cuDnkzj/SM7MsHXnW4Id2oSJ8uMBWAp2VlCZCZzYdDu6tsqXMs2ccx6vxrBO/S+O5FJCn1KXYBFspnOuFt+eGS/eAl2RkCb7w4IsWPKXMh7qyRkOisrXgeQuydGFD+ROg8J9GYHTwQK68ArmiFt04LCHaSKaEd08OVHoMfDhme79/tBGuxMR8VRE1g4k0XEt7vk7R6DtWC2aZFp1/IPklX9nYs5H2vR2T6TDGExFk8FXyjvxER4w6qiMdfr22OPq+62iXVOstiqyd87DtZnbaTemqxNX9thcXXZ2yNwWy9BaLSbqa9Y3d7BNrDE6O6ZXQs4cb7kTnWithAxFC+jFbImkvNg5iXFohJaOOye21R8tekJgMYu1uaDdaBlm6OV4voDq/IyKGJHq4ukol9mIC/URRpoOM3MR7wKR035W9EJOB6vQ21I6MCJMoTdp10t5RmIjh44NSaoVsWOtFSgz11F40xTCKq9r5JC3BQjf9StfisRd92XrLsPvDdESwas9finEehk0KKenwSBnFN0NpFYFjMGLvQ7ieT5HuLg1BFRmKNdnvmFHMpE8K3b01ubeRroox7T4+Pf2881KChqYu+sfjJYAypFPSdI9NsEFebxwmIYZzM81HcF/nZk2jEN1NH2O0WV0CbVfc70e3bduGSh0GlL09VKvzE0twG2hxPs/Kl1o5SuXr50YNZQlnc1BTzgZfcUeVyuEG3qqRNCPmfBuZTYPUjPcR/KbA+61yKgsHP4Erb3KiSeJfXzZMILcJqY0UM1NWCgtpOYB0M8KcM4dtppgTEqzNqS0Pq84LOVayO5Yrtc1M0VODqzQ2MeZsHZ01IYsPN2elqeLJKEBtG1YaR+sLsiV3a4NnuWUlkUV7kR2OTkH2rbeHydfxmDQ41kDWZ7Jmsq98n2eOc0bjho8GTxIUjt1vKVc0FKoPoVxPuEvhuAuUhk7GUgJ1wabRyq+BqVClUGrj7ZS4nxtWVsQy1RuHcoab4O+fJ27twHHu13lJjVkyYitzmikRtAbeJp7amV+aUBS8GTcH4butQWncHJSTG2274CZ8eRC+WY3feeP9ZeXnWfl5FvIl+CbNzK3xVzfwJEc+nE/88mHDPDGJMUsfZ1NqPOgGKeNr42aufDb8wN6b83HbKAKt9rBR98IPZB7rGbWFt6ldvcs2K3ypwbYlPhTtpovHzOQPnGrj+22jhrGq8HS6QBaek3EzpOYlNdaAmo/keUJtwmNYNERwaIqUZ0SFLI3JQMoz5r0QWoGTwwfpKqtUhd/kwp1PEImP5YzliYM0jtuFGeOQjVycc6tsf+Ke/feGOXa4vk8+rb64iJoZxaW7ww7yrWjsKDoiwja8OPaH+b4y9DRW7WNSazKQFH9BHmS0C1oENXeflL2t8tohd+dvTCMnoqm8QgWEOozMdg5Izrl/Tn3x14Du+3IWx/ylTZJSIjWnpGDeCya6bNoZktZxXGvrPiGZcQwipJ5CeUVlgOuEvf97l5K7+ycOwjsZrxHE73FprpPezrPxV3lU/Z0rsgG9ffFavXJFTj5BRD7lL42w5uv/9X38vX/Tf2lHoa6fO75D6IXha2ND4Frk7O0O0sjDehXjbWYd/RK5omYGn4R6vt4630bJ0Y93l0tL9GJxl/b7tYjo2SGhRgs6G5zrUMVEudCGwd4u835R7uy8MvVO1t6DMffzcb1Wf3AO98Kot8d2h+kmf4h+9PupF44xzvXr63o9B7KTcHtRgoHENdADTzp8I0Zh5y/eRvt23a8fLwDDXT3RNKEizGlmal22qlo7IfJu4cAzTy3xq/bAOTfO9czbRbFWMRNuZebrtvHOjXxJ3Gvj82PGI/PkhTcx4W3lfXvmviU+Oxpr2/gQiYiJKM6F4MEOffESGbNGlsKNJX6WKzeycefPbLWxWYBPNDLvtaIp05pSFErJXGzh7JByoxwEaxPmveV0F5UpQ0RPSt6AJQKLQsbJtQ6Se2WaZ7JmQhaeI3CZeCOGtcIHCy7mTK0jTJETIsHswW1prFsjZGa2E3Yw0hzQjEk2Ug2qrBwiIVn5GDPa+v2RNUi5UqrjMbMarN4DJycVIJE3wDcgda+UcKQ55pU3sQLwgPB3Gvz1k7KFkfTAG4FbfeaXC9zyntrOfD4bhynzfoWny3tmTawxUWblK3EeV+U2G+/WSp0D80qaU+eQrE4chVOdqLUx58YX1ZB0g9kjP2wHvg/ngpLiTHJB1flpNm6K8KiNJeBNCuYbw7TSwtmK8wPOu4vxNZXFeqv9bA2tnay80LiJxk+nC8+b8ohwm7qB4qU5tRjHeeXNnJCU2IrxHMZvNuG9JqY8c/bKtLYeOaHKnfYxhBm3ItwCZylM5UCUQp2emLwRZaLVJ6grP9HMG4FvDO5LMC+J9+J8bIlHadyL8sGV95YhjM8iIxJYm7k41El4kDOtBud24Kk2igi2/UON7FonWO2bmYFUmqSeD7I/z0U6653Ure7VmVBmurrEUSz8+tAWev8kk9i8YQPKDusP/Cw9H6bnI3WvlybQ+fRjta5Bjh44uCtfkJ6EnNS4jBV+0s7L2Em8O/IQJsOjoG+NIHnQjO6yGk6OvsqeBloiwkCbfJCBR4HEzv0JikL2UUgMCB/t+T0pZBij9ZbKznlIdIXSxWvnGu1SWx8KmMGbYXyXRkdZmkIg11wdFLbSoVYZRZQDqwSHPY+odj6MhVx9WnYejqlTw5g12EKhbDynwkFm0uA8veZ9KBASKDYm8d5+2TlQMlp/NdrVXC8imPKQ0YsOEvCLXPnampRdqdNVS6EviNtLrtQokmznSbXeppO95dcDRzsv56VQfY1OhXbHH22BW+fMuAYSyoSyWmN22DTIXq/nLA00aEewdh+bjj6+3EOxo5d722gUIDIKvmuE0tjHqxHeXnBKdwSeRl4TdE8kpFu8H3IPpVPrWU/9mvRW1k62Fvaw1P47m4/3h3N1ANNYLPyYt19SKArJgqgrqyZ8nKekC49r41/pG75vyg/qtGniJi28bxfuxTiI8Xg+03A+3ypzPvGZCff1hstBeZSZpxCYZrZ0gzkcanC0jc8tqJGIonxdGxdPbKWSdWWWAK9IOfObE4g0zumWzZWNwFpwY8EUN9z5iubK4nCyYI3G7SwcJDg2I/mFkhtGZlIoDWLOHNLEjStv0hnVwlGURkI8uPjCx1FgPZpxbsZjSM9Us5lzM7Q5t+osFrx14UYDFVgtmJaE1EJlAgtmmdmmjjR+rwtPkplGe6KVBdGNm5hp/sRtq0wSPJYLCrzhwJorlBfV4KSAVPDGPPh4p8j8bydIDpMYn6fGfzifOObuQJ2sIw7flRP/+rFyrhOnj/c8Rzd+y3KDBhx045AyGWexzBc0Pnrmu6dKtgMUmIsStmHzHZYKWp0H6W2fnQdpceJ+yqzNuLAw5SB84X2t/LrMvFkqH3jmC0vcyQbFeAqnuCJJ+dAmTlKwmrnJwekSPPqGWfAZwpITbyRI2Tg35WNT1ujgwnFRok6QKyITMSuHtnKeLvxFy3yUM2/cOWtjtu6ELiIcayFKR+TPNGZ3skzkKZGakluBoay6OSy8XzdWSXA58C6DrxfO04G/L0LWI+9brwFChL+wIOszas4t8FgKt1vmXRy5iJCopCmT6gWd/6E+MNZlrq0NzxEA6au5XUIrIlcUQemSzIwNqK1duRqMtgQMQiMvCMJeI12l0fES+Nf2lTTRUZTRHinevVamUZTE3opQ5RSVma7AaAoH79VkC2feCwXpvB5+j78SHWBi1jRaVzuywXV/3HoRUl4RKfcJZ6EbpnnxXnSN7zmgnUsxigCj92MtXtQ8Ztalu74roPr5yqnn+exIRjfbquRXnKNe8DhL6o6LyijsWuPGMnXIZdUM0cYqjey74VklmXaoToQnFaZt5b/6Av7n7y6s87HLk6Wyx9mr6jU7aadYXUMi2eXz/fw3/5TH0oYCa/dM2YngNsJDXzsxv3YLviJOxDXy4TXfZEeBOgH79xCaUamu0lVc+9tpGNBVc2aU0KDJi6x+367neP+PHXkaSMZOfG586oHzGl1T1U/Gyqdf0Ite1ReE5QUVG7L5UWB4JJrCnBLqZSwsIEsXsxftnkOhr9A0j0EK7sjhjrh8gtz9u/brx7QdhZ9a97VKmrj14LI98UPKrJL4ta98X8DDeLCZo5xZWsKkt2fP4RxyX11Kduapxzi8B5ou/LYlnqowqULryGIT4y4u3LdGlAvUIGLjTjIpNaxVNCqLGrdz55ZdSGyxwTTx/eZs2ltGS3OqChShmbBY5idTYLXx2BI+Ve44M4UjsrEizGbUNlNM+CCJ9zGTfeJ3lvhygOf3GFOCS4JL7bbwhPDsjWnYBVwwVk+YN75DkAp3SVgGAbOIkUWZfWWbQEI5ZuUv3XmIE5ek/N/bwnstzAGrCsjCSZ2tVYoGW62c6oadC+GXHm3iwqRG0r646ci4cq49iZu1t+l+ODtVJ9ZTpa10Yr9MUFeqZHLqrbMbF/IEB+3Gm4ZxZ87BEpNUiihvj4k0VS4rrOu5k6AtQ6z8PDt32q9TkTNTeuDDRTlbcLTCG9+4ROeTrpdnPr9TTjhPNfPtaeZDGEtbCNsoMdGa81xBUwYU8cQ3l0KKgktCQqhqpLbxd1W4ePCNJo6ReVq3vtA6NW5VqdoT6iM5s1TWovzycObhcuF0yNhj9/J6lKHgDCehbK3gAv/4eCI/rTyoE/Mta77lX38UflcXshRYbnj8UGDObAVsuqGUwlyML5bKz9LG46URB0FXI+cnSjOOkmgtOBzgn+QL+Rw9ZNKVkhqnP2Gu+ScLmHkogfKQsnY0Rnu1TALdJ7OXh3KL2IUtZB0ZLSNoT0Q6WTOlntfQOpmwjL9NMrgKmq4FRR4TQXh0l9Kxas+85OlU4vpde+YPQDbDey+BqO1ldU934S30lXw3PbXu9gtjGdvbCDvJNpLSu2lCHn/vr+B82WXi9NV8mDLpSHL2/rtO9ylR7Xyh3YBPpPNC8J7KnNTwUql5TNoezJo6EjPCJCftWvakerW7t9azL2RMrm3wWXYkSgKK9XyqpR8gAD78WOba+GcPGx++/ch/99/8E/7r//hL/p9vZ/75f/9/sGlh8gN/Kd9zMwXcfcn7X7/jn/+Xf4HazL/469/wL74bAyc6qddHpsCknbS7S4x3Ho3QV2kiL8RXd+8PRenkbrTneiQGOiLBNBAo4NVkH6Rk14wtH8WUjvGxGyXuueSBYhoE1ol+DmftqcMSsFsgJVHchMUFN5jGWPf2Sk4vr5LBx7gsFuThvstAjkT29l0/lqYMAu7L9zkdjbq6FkPnAvQ7sL8q5KhMWTuKFR2cq9LbZbUM8nEaH+BKSDf46+BMI4tQfLQ0R0Fn6cXf5ke5RaG6cDkJT1o4MfNNuqc8n/lBg/uWyAr3KbiPM7+rd/xbWbmpzmTO0ZU/z4mlnTCd+fZklKjYsvDN1vihTNjUuNRe8AjObarcth5E+MQBlQ0UGhn3wt1kzDZzLo6q89st0PwFd9MFjzOzTYgmTBzMaXE7iuhgk5m1XhAW8tK4pAONG3I0VCuLZzYpFMmcNfGclCc3yAeU4F3tY3qyhHqltMT/T967/Nq2ZOldvzEiYs651t777PO4574yq9JZxlmusoqSbVk2soV5yEjugCweFiDkDvTgD6DnBm1EDzpIuIOQQKLhHgIJ0QHZslxVFC67qpzOrMy8N+89z/1Ya805I2IMGhFz7X3SzioEPe6Urva5e6/HfEaM+Mb3iGQGaRFD0AAAIABJREFUhVXaKHzq/knUzh2UC9QzUyg4mVsid3XADI5qvJQ9ORcGb0WYL5EQI7ooszqXeWROhVAKH9M4ehYElUAMlZeXxrG0CIwkyrrcYQj3oVEDYl4YsrMPQkx9PO8u5gVY8srVuOe9GYNClIHg1tr11VFxEjClwNELKpG5Kl+JM3vihSpDXhjqyEEKu3Fi6OPAKIGv8sorf0pe33NTX3CfMlb3hKIEnanZWES7vYcSTgkpB1wLr4NzuQjXcWg+P1JJ48RYJk7lPZSJIRlSAvcynn3UbuqKrQOXQ0OtLxTmw4pJYJXS/Mmi8anCJTBWZxiFL5YDX7wfCVTqvfGLyblOlV8ZEjdauDko+7GZ3P3I4X8/XPF1fcrz+5V1ESKZ2zqxamXIgV3JDLEh8btq1MWpXhmGDFn4hzXyypW7gzDoiXK6ZrQTn4jzxJXXdWaJE6VU9mlHduWWyuG8MP6ntz9SRh2C4ratBPtzviEmG39DAOQ8cUqHq89QuCrVmmla0IiVJvkMIZyJo9sHb7D549U0PPBxXDijQbXW7lvyCIUQYJNEWwsgnL0+mHWpYv4wSm9md2at6FDfYPe2faAmEc7ZNVvuzOP9244hhHCG49WacdjG1dn8a5TOx+mw2kGbEV+uFdGADhHtXiqbd4lU++A7rV+DBynyh346G6oT9KFAEJpaRnFcumy7t5d+/Tn853/tj/Px9RP2+0vWWnlx+55P6nt+v1zwvWeB/+xf/0t8Jx25EdDyKWUdeT2f+OTJZ/xv/8uX7drYh/5BDy2RB8QIWoGioUVJbO7MZ5SjIxLuPXdK9aELwyMk5Hyvfvj/2mfiqN052j5UeLkrqv7oDcIkwqZH3z4vdfKtN/UkUq3fh/0+Pb+93SdnaT0BwgOyd/bk2eTd/TPPWeL9Ic1bW48HZdx2aGeJeDDCmdf08PvV6GZ97RmtdSNT57ZAqMKqzuCx82na+U7eQiqtF4Hf1O3Hy8Dvr84uCtECO898L1SKNtLtjVRumbirzp0sTOXERyKNpHvMUBduhsQaJ8grY1lh3HFZ79gbPJXMsiirV25CYlIhVMF95dXsZNeeNt4MyD4b2332yoTTcMGQnfuQKVK4LYGLtONa4FuhtBZt2vPWKyva+ImlMsZECEqlIjWjtEC/pQZmrVzEwEU9MtbEzoU9e7IVTiJYbJP6NSCqjMm5zsoxONGNYkJWAx+bDFm8tdsIFEksTGSvnNwIEth7xGJm9IGgIDawRsiEVqhY5paFfRYuNFAs81XNyBCZmZi9cFkNwSghcLDCy2FPrcKJQnAhDntsMAYrpDFCrDytlbnkRhmQgcqJ59mJnkju7IbCOBjL6tzYADHwpe0Y/YQE5WCOF/BB+NoT0Y3nOJdAoHCtxsHBPfPpaOR6g4yJj31hNm8LTDGWGikI9wbvJDHU5jJstkNE2ZVMlcCNOfuykD0Q7ciuE3JlrCSrHL2iNXBXSnuuixPdORwXnsSVb1nioIU5w+gD0xB4MsLtes8X94FnT0a+RyLLzJ8YD7w6GMNu4gvbcSjOPyiVtU48mSKuOyQI9/dHshaeTRlDCDLgwD5JC1yWRilYvPBRLhQ1LgnMpVBK5NWoHEVJBJ7iqF20AlZGXgflrWWyD4RqxDRwWxOut3w7Rp4+Hqd/ZvsjCxiHszJimzb8DM9HEBi8Ul1BYm8ZFYIGgllTi0gLNrOOOsTYco0rFcQeFUbeuRWx+bWUgqV4NgITadB4igO1tIye4E2FIV1lVDeDstomPaevomOfCNybK2FfQRdvKhKPXY9UHzgKwJl/IubNgdVb+KLjrfXzaFW9YOz6hBd7YeQdQahupBCQXgy2RGg7O7/uettl18P/WmHYX9u9a6I2Z9uCn4u20JOcg0hDXx4poaK2WHSp3vxA1NiJYLXtgNcVQkLjANX4G3/pu3z+/AXDpKAt5uB737rmf/pP/jL/w9/7MZ88GbmwA7snF8ScieGKKQov5z03lvi1//V3+W17gmjtLbeWSHu+xt5MEFWM4jB0Rc+WxyNawWMLigRGmrJh3Hg3LXS2qaS299AKQOmcjy0WYSM3NWF5W80ABGnQZOxoXru3rKFFvdXZ/HF6C1O8Iz+tLVQ72rIpgbyroBTO7r6PfYAek7Ifk6i3fKgVejuxFUOxy+2936sAtoV8irZARhyRQO5R3CpO6WhK7tJq7/skWrHagvNaYridU7iDpF6cWVNPORzPQZDfvM1EWeOeuWYWyaQoSBXcAjVlxjXwLByZPSEM3A0CJbMvxlUsXAGD33KZoUikaFPwHAw+2zlP9MRhhVMxnq2JY2icwSstXFHQcSRIZZaJ27XwZhmIYeG9TyALGkNLipaCmpPvnbdJeTsFRo0UMnsZSRT2qrwMmWdx5Rgjb3No96ULB4GF5lv0LsNLfcKMcSyVq5AZ7YTIJUkK91Y5aksstzJxGwoqmcGFSyq/yMh9WPnam4/VIIp45tqdi9CzfQaB0si1tTQkeU2VsQo1htYSrRXrY9+8RkwrUQemOjDaHZ/RzELHfOJac3NDnoXb2oztPpaKmnN0ZTblPhjL/UxQZVJDg7FaM0WrNRHE8QQnCrf1CqsD5pWndiADT6eFUiZWa6hE0oUrZia5Zb8LnMrM+7DnuMBcT1wwUVSIOjKGldGPnBx2VfFYQZUX4wVfnRwZB9KpKbWWJMzzzCoDL1CO1VlKZFeVfDGyng4c13eMEpiOLQ4gh4pb4ZmVxukMTqyFy8sLvp6N+6UyI9RT5fIyc+WB18sKS+QiBg52xz+Yn1FkAp3JMXHQgLJyYsCXyhAngp0oZeBkMyFFvh0nsKY+ncvCNE1nQctaI5kJFWdYM6Eu3NsJH0YWyUxiXFubW0+pAQtiV1SbWYLgekFx8KyIVipHppp4qyPH8vbnPrN/aAHjoRUwcv6vt2Ye8AlgU8XIeUUX6O66QbsHR+c6nNUxG8z/EDdw5je4412NNI4juTvU1loJGpobba6wuZMipJjOipoNMTn7w2z9/q3Q6Dk/IWy8Cfox9WOJjrUZHmgEMK9OjQK1O7vS5LujxzMZtCrsPZ5zgAQ5G/iJPPALzsqgn0GzHq+yt3OycUE25MWCtHaPN8n19vptYmw+OO19YhDV+iSmiBqm7ZxZv2b/4nd+gZ989ZrfPS38zT/7jF/YZ4YExIaYhTGBCC9ewn/wL3yHKpXj8ciokQY4VVJMfHQ9cblU/qu/8Rf4V/6b7zcYnMaN0X6d2s52ZGYrCvmwX6HaVnyPraM/UPSI0LVJ53bKpszZOCn/lJfN+bv7dZLWDsT4maTnR0gRcm7tuTePnXzmJckH32NtcdXSzeUBlduu/bal7j69EaYf+Dy9AHLO8vfHx9uOIfYW1cbv2RK1+3NUFbwVqNCU+SKds4b0wqUpO8wdq1uTtd9rPPS8iT8frv3/+/ZumQnxwOdxYCfCfRZubKBqwdV4MShpmXAtWMg8l4Y8XKTEH4uVz2Pmp/OOZ+UeiYm3S2XnxkQmZufeEl+aEOrIi6lwyoVXAkuNHMOAzZUhBgatXEaY10w05TLmdn2WhYtYuRqU6xD4etzxRXXuC+xL5nmubd8E6lB5pQOviBxLQit8NmYuQ0Vz4bkZQUdOkpDiXBB4GSvHmhl1xDlxyhfM3lAGFUfkDpUmmDioMLvxdTkhtNaSBOG5zeyomCrZIvXkfJs79lJI4qSxsAstkf4n4xWLFbw208dlXPh0WfloOhK04HmFJBSfOcwjMcAwNIfYW4SDJd6UEUrlkoUpGWVVvMIQFHLr25bQjDADBUmJGALJDbUFM2Oyt6gWvvaJf3x35MW4Y3dx4MKUj1Jlio6sgXUy5hO8IRDZsfqpLZLDFe9rQeJEKYWbA7yuFygVk0jt5+OpnFgK7IaVkpVUDuyrs/PKWk7EfaMABIPFjU9vVp6misWZFyFyvxbe50wsiZO0hck7dYIlSnK+mCvXAnGMpGK8uqh8VeDgid2VsqbKbRbecollYzck3pbEk2nkbV65duVeIe+u+JgDf+xqh64nXi2FlApeAqkaU3Se7pxV7pBhR4rK6dTGpqVU/DKRCxQbkKEhvgllDBmRyuAJtLKGGXdnWTNrPVJ84H4CMSHOhec7p3JHHH4+KvyHRwnQVDPucs4Rery1JOSAW0Tw3kpqq1MHMgLSFEObrDYEwfrkE3pxoV0SfYbZ5UF2HLU563pUoiuF7g9C49hkN0ybPX3zndkG4DY5WZ+Y6JOLujHSLOXbBN+KI+/9/1agPLRApJN2k0ENwrgpbPoqVqUlGw995Ww40SFvrqeqSLFON2lISNu79vkBOhJkTHR32D6BNpjK0E5ujaIPRF6at0vjH1kn7vZJlPZ9pZNkNWjnoxgy7rDjLR/XzF/73sh3/uIv88N3M3/hs4HZHfeCEFscwHkCTeyvAlZqN89SxmE8T/i5GO/vD+Ql88pmPo6R0PfDaun8DjnfA61ceyCRBmuwepuI22z+gdw8KNKBgXPRe/ZNCS0EMnT0zTaUsBsqEhq3YeNZaSJ4Uxqp9laaN/+Xds1bbMUZPVHpoXEtdqEohA3B6tekhoaAbG3Fx7yY0IsY8wcfnkZ4PzefKFbP7cAY4pnkvBFt3Vrbb2tDWvOjY0srD6Ghc6MoOjQDqa2Q2tyd3RWrTQ0moaNAFYr3YkYEkdD5bd/M7dauoCon6yaL9UCILQ9nLiMHq6xxYcyVfz5Gdn7LEgZqKdxY4iYPnIDfKtckhyudeWLOvQjlVMmmXKkxW+any45LCp/RxtHL3Ei5h1p5W49cLIn1UvnYClqFVQoXQ+K7g/FGJr4kczgVou659hOOUELllVRSnVgddrWwj5ELKkdV/tESuSg7VoUpZg4lMbvxnR24zcyiHH2gLgGNmTHc8UwSBKXUTpDtnCnHqQTKWqjBWvGN8EMdEcsECywmWMz8rl+BKteiWFlJq3A5OU9J3JTKIURQZ1hG3qeBAeOiVuL+0Fbss3OYBEVY8x6XI1OpTKPxlFtOdsEShbvVmHfGZ7OxHwbSfiZUYwRe3WdcE4lCZWFZFg6rkveJ47LnLjufx5HP0ojXynQ8cRoD7+6aq/G7JVJOTiZwXJQLzVzsEsGEwyocT4X9eE92RWNkTwZvidBSM+u8Mo2RtVRShRAir1z4IQOjCzYsfLw4b9bmVbWPK0Gd759WpEZel4yHSPSRJ6I82a0IzkfSIgKmNGH5RMkwrAvHpHyrjrzVEx+xcn9KCMbVMPGiRo5T47y8OVaOZkwem0O6JZ74wlDaQvlZjJxOJ75iYnD4ahS+bQtf3hx59uSasp6Ic+CalVFOHPWa5XjP3cU1U6xoFYKPzA5rWCHDKSdKuiOvmSupfBp25Bj48e3CpFe8B75/Um7IFEZME//az3lm/3AVUifGhg7bb+b2m8LlnGN0JlK291Vr3IZNydGcSx9SdZf+wtErLm3FPYQWmtgmuW1yc7zzO4r3CU0fYPhSCoTuEbPxBToXoXjP4tlaNltLoK9LszZIXjYVCh+ufD/wQ+moC6EZtak+TCbFnWTNxXUrvtSl+dNVa2Rd5ZxMu33uVohsk16ULQ7Azicy0YqP3HOZGoflwQMlnaMcelyBNV5G0ECQhkIdKKR+cY4ufPTmB/wX/8af5sneuNgpKWT+6i8lhqcf8f7tazykJnXvXjptpwFpLZppmh54TaWnYHvh+ZML9Lnwy3HmjV41OTHdYE1bQOGGM2nn5FjVzm1p5816HtXGQ0ox9cK2TdIApW6usdqJynbmzDxG4LZ52KoRQ7Pf35Cax9eBR7yUtm+K1dbaEzjvS5Uz57l/f/ufYO0+rcHPWUVAT7luAz3Az64hzB49G+FDV+vt50bAPl+Pjg5tBX7UTblm/XloOT6inH2Pzp+17UcI1C7fD70FOtBSjkHO+UvfxG2QQPHGRxOcFPeYV3bFiKGSYmQCwt75fi2kdeSkgIdzEKZhHKsTivHVsCN6Ida2SIoeoGYGH4gKB5xcm8FgDE6dV7wIluC1FNJ6wU9KRM0Zx4Sszm/NiVFaYvV9XTlJ5EKVJz5zNOVanEM8cneMvDbDtRVgqw+cUuAqn/hkTCxZeTkULgbjp8fAGiBKxMrKrTofqRBWYZaZnQtJEtUTlitFhTtLzKFSYmC0bgtgELQwKBQKJUbwkeCt6H+nwmpDQ9dnwQlUlFQU0SaJDksXdgQjLdd98VmYeosTHKs7gsDLuPJ5XHnpd+S5EqYBC8LtfiblzHhbOKpxGgIaKuKZt2XHrIkMeIyoBZ4MhWuL3JeZta5oEH5cE36KpOr46kgytBgDThqFyYyyKKsEcmkcs2OG6opaGxdTnZsaSWG3n1iyojXzJbBWpYggufJiEuoaOcmJ65D4JGXCGJhnY0jCPE4Ms1IlkE3RAM8lcDU6F0EJNqOlIqPybA/v54ytA+PzhWkYeHVKfFsLppEjcKyVne856YHLq8DFkrmKMEnzAzr4nvd65HjIhFK4TgMvxCm6x9X47UV5tzzheIoMuqWuNwWnbLl97xWRxF5Wkio36uT7iUQghMx+mfiiBu7rxGUtNL/w5oe1R/EYGGRE67x5h/4ztz8ijboNcPTJEI/dD7ENcgvG6HJe7QZvTp8SgJ5K3T6ooSjnxOANCvc+kYW2Wu8LddwfFEshtrybJGDquD4QE4MIJbR2R9w4Np0DkwChy1qlqYCi2JksSVcDNYZKY55LkLNbaz1zKxtqUON2KBsw3yaXJAqhTXShI1UmkPxBASTndpV3S31ry5kUqKW7DIuTxc4r9sa/EFZrxEox6dyHBzv/jegKbeDVYL210lpdIk5l4DRX/s0XR/7Dv/rn+ONPvss0XmBmHJYW3leT4nXmcr8Ha5PgY7Tt/M+tqIMzAlJr7a2Jgt0p/+W//Wf59/7H36VZjLTiREQRMQotosGqAm3QLt6MAXHQsBWa9OvUuEsDnDk/UTeUrqFFGwn8oVuzibq7l47U3l4C6e29h4YdxG79v/GNYi9sgzRFW7BHTstBkGKU0Dx9thRs7QR2c+uBlXRe0qZQa4iM0+4Nddo9358J7YhN2+3OO6N714ggAYIXrB9koiE0pTg5Z+qj1pcgpK1YM8jVSP27q9AMHrV5Km3RDtbVhWkjH39DtyG0yX5nnXNmM0LlxRC5pPKEzGUMuETGFPEhssraYyoqxQtehWVoKFn2e6oPXEkgI1jOHM2oPvPkyRMuD4W71Eiua4BQI7diVK+8zcazdMcvTyufXuz5Ik98eXvkqAFRR3Xk5aiU5Z6Px8i3ppnlJFQt/E694OuyMtaJb8eVP/U0cpyNt6XwLh84ycBrSbyrmd1cWHTHE1dmW9inHRdr4fXijAmeyspeIsULOhxIKfDjo7KUyCkGqgysOCKVUSAVJ6eCkki1oL6y02Y/UYW2aBRhsaayaggrbd1mtdsANBl2G70LgzYX2yKFBSFpw3/WuvADi6hcNkM+TagXsu8Jg/JeaapXh8tw5KJAXVamWPlsvCTHE7rMlBp4z8xFmLi+FI6mWF4YPKDjwpVHpMwsMrLYCrW1jL0ab90IJOyUEV1JeeGFVPCB0zQwhIFPd4G0wjEV3uvCM5soshK8Mo+RXCtPpTJK4OQrRQJ1pZ1XNy70jhc7RUNgFBjizPsDzNk5HgvvozIvzsLIp3vhV+PMF7Gyngb2ufLmeOLJxSWzr3y+v+LT8p6DGVlOeN0RJrhdjZzhcqgkqexFYFTenRKenJ/mgbugWE1IGnjyTLnSNv4mcZ4qqCZshRpXvioJPHFwZxAnEnFxCoEaAqcI1/aUKy/4XhklcDEvjHUGKkM13nnhQOND/bzt/1Ea9YZIPJYCA+ylpYei3Qum/31TI22GZpuR3AMn4IHUqB36zvLgzbH5XgyD0gKl9bwPW6ZMRpiTEGvjftAt0M+eIPScodgUIMEgqXZSJ8RID9p74PE8HCtnns7WkvLzpPCQ4vuz/AzloT4yukmdPLivNnfZvoLuZJSiTRI8FSenZhx1vjjeVFNBKoTWBtjaUq1NsSFiDQ3ZJmfpraPs8FeeGr/0fOCv//lvcznes99dN5OgaeJy6rwODXjJ5FwYx/F8Lv3ReYEHEjTyoAIyM4oZx6WyGwc+Scd+fuM5JPDBz6S9bzvn3s9/7RLfYQuedO+clebWfJLac1Csm/61tG3p7c3NHXpTMsFD+yy4np145dG+bFuVXt3Yh/u5bdZhl+26SL/Hitk5I8u95XxJiMw9/PKM6PTQyi0p+vxs0HhYQUrnpzTHm8f3yoaAOb148+bjYxv6SOx1T0M406PWG3RllMPSCeuEzteRztGShobFfstVrQ+V+zdwu9BKESFopohTJRAR3lVYJbCKMddKcafKjqEuBBuwqEx6zz5GTnXAU7s+i0/UujJbZvTKvUVWAgHDlsKXFKbjiesL5boKazjw+W5gsMoSlR/ayG8skRsPXN8bf/pSeCPCYpHbvBDXwsU4cb/O/GZ2Tis8HSau1Piewq88uaf6Spl3/N1lJNXCziMfufHPpSag+INT4WInzHNuqGO+5+luQFYnz864D1zIzOqC1sTXqzBQSBh+Co1vE9sYVaUF814qJFnOY8eatRVwodnei8BqS58XhLr5Sqnh3XwtilNrJgVIRTBd2WGMEqGuPKvwXCu7egQvXISFu8OKlwv2SRimikTHg1NyE4S4ZBidUx5Y1gPzKqxrZYhtrI1UxCKf6YnXwZhLJuXIV3nmpANe1qbOMkPUeEbiuwGo9/iVkmyk7pQf5cpehTELFpUf3x3IUal3lbyb8FXYuTCmgadaWTFWDbyzgkvAkrI7Hfje7hIfVyIHXl5FPM28OhihXrIPxtdk0tXEF7eZr9KI1sJX5Qk/WCKIs0vKL4oxXCZeJ+OwJmwpFHsC+UiMe749BL404eucOcWEF+2FpfJSJ5bdyisRPhmf8bS+RYaWF2c4l6qoFi5dGafA62PmlThvD4LEQin3/NrVE/ZReL9m5lBxEVYEU2FaZ4I7cp8JZO5WeFdWRIS9wlwS5pnV/18WMN4hkQdOiHVvk7bqLC38iNZ1b/NACytrKxhxf5AlB0F7JpBuHhd9MK/dAM/6De/WVhnSFSsAtRdNMSi5VlQjUls2h3sFbW0Z8SYtMyIoSCdPaLX+gLUb1c8r694KUvpqu/MdxKge2Fb0kQBkTLWv9j+cCI1mTEWftF2UEAOlVjRE3CuVpovX0JyMUeHSlIO27CV1zvwEFen+OM0nBzi3DjZS8tbKQ5yYeiHWMRgRcFP+/b/wLV7sKldJiRpwW7HQJlBJ3YSvNLtvgGVZGBnbvphD7IqsGGDshaLTCowtjsFhGgZOONPVQBRvFtAdTcmdNC3daBDXzl5PvSi0DkJueFjtq0xn9MBJhWigMWG+FZpbm7Eft7e4iK1w3rwZGp+o768+SJMdOZ/ndl89mOJtpPJ2PbYCtqMom+ng2Xm3mRMuPa9r7Na6W0tSOiKj/TyJtp8t3b2whfdpR7NkU+NjZ2+YIN3XRhrBrRWWARMnSD0X+LlugZLdq0Ye2kghhH7PtQVIk3o3lGmLS2h2Cd9cDsxdbdluY3UsBdSMJE6VAXRtbsZFQAPrunJXnYPdN5dTU8wKd2gvngPEwEe18FkYmeLKy8E45spM4O2SERuoO3h1qqCVQQbcBlJtHi2fhsCLYGSU+VL4UU7cIhSUb+92TLGy2I4fWWYurZ38dTfaMzN+f1am8ZLRK5+kglKZdOWLJXGrQrDIx6MxxEKNCc+FtyVze3COkqhFeX0ozEk51swQlInSUOkyEbNRg4Ft7YmMhKa80UkY+2q2ChQPzLUZR0bPCEoNUGobu0Jui46iilrFCYxawIxFB9IpIAjPysxuZwQT6nLPoWTGAAePhN2ei9p8t+6qcLTAsRZMlK/KwGLOUvtYndtcVHNgzDMfP4mwDLxejsylkNJILcIgiaugvJTMbpzxosxmPJ/2SKkQC3dL4s1hRYaBWiOXQXiW4C4XvjzCnsDFXPEhMogx7p2gTnZnNmEfE09UkFK4y4H7k/DDJfBbhaYCcrh8u+NkwlqN66Gy80iZnb/8i5k/JcZHOvGVJnZhhjBzkRI67CEMlGXFjivXw8BlrdxIJMYLslVeHzPzMBLGPWk27jC0RlZ1fnrIiMCYVt7VH/PdXeKjOGLrgd+7h2UM/MGqvC0LWVtrMPex03JTef7OzR3PQuSkhWURZllYgcrY+KtmJDNAKERMIsPqWEx4XfsY9fOFBX9oAbMpcwp0Cd7mM6LNDK6vDKkP3IMQQnNJ7SveoHK28Dd9qMLxh/ZOeBTAItJcJKV1Rs5/2yzZN+QjYp0f8vD71o5qhUmyTV7bJ6BHuUV9+m7721tOri2juaVXe48ZEGKHVEwanB+7QuYs1z2fq15obedBHLfc+TNC6I283FfF2vTEVG/29jE1qXGtnAmcw5Z0LNon1spkwkEfJs/HSJZuuTq9xTAE43/+na/563/mI4a0p+TMW194sRs/4IA8zmGKMbZ9cwcz3PokroLncs6Yss4kVVWmMRGrc//6nv/+N35ITgm11HhAHf1apatyHMxXRJWpRwpssvxgFY1K/hnPlo1z0iZda23CMxeqvy5I53W0YDbrBnLjZmjH5knUXm8b9+jR96TU+7Bdtt9k+e0LonfUYlOGbe1Bb22vJqV+FM/wCMhoqNkDWrM9J7hR6IaOHfCLj24r34qzR4RndTkXb1G9eW7012/7HPpP9Vb0ahC69qzzwjjzmPYVsvq5eAvf4ALmo6Hz5rJwM4Ix8S43dG4XZi49cBWbu6668k9WJ/gOIzTlXxDmnBvyjFDzia+y8pMgRHbMdWayiSfB+d4ensYjViZkMq6DczFEIJOZ+N1S+Ec3M2vYox5wNYIrp1C5YOTr+5V9EBIrqyhL745fWyKmlq4cQuQ2Nxn+O48MGnmvzlUauDWwxfiqDMgsJMlYLoQUyMVk7hNvAAAgAElEQVS5HAQkc28tKf5uGVrgX8gMksheGVB25ZYUI+saCNGRIhxCyzXbayBpZXHl5E2Nkq2yhMoTBva5oGHkdl4b6tKR+ZbaLajktohZ7xjrHdexyW1zPbB4YpVACXv2Q6QQcQ/cGcwC81KpUqAIyXNbOK4L2YR9hid64spgHE98ejkxqrHufsyb8BJf7tgTeB8Kr+rME2+Ig4eBgkGILOb84H5tSeQLlLijritgBJvILuwG5RfUWKsSp8BhWamrcqOFvTov9uBk7nLiR4eVS7vnV3YDO115MyaO6w33YeBuKXz2ovCDo1AJXA0Tb0zJuwgxcHFReDFXvjze8+m0YxzamHTNkcPhxPWw4zjB29W48xnLzh/QFk0ryiEf+E4aOK4NhRWvPK1Klsq1BO5L4Y1E/vHbhaM7kpwoUI8R1xV3bZQRVZDcFoCdzziL8ENvEpNKJRSD1EQ0SZ0YE/TYn8lriyEKjlMIwShq7P6/GNlVbYM3dJqfyJnMuDFnrQtWmkeJnTNskF6kuBBEycGZfHPb9Qc5tvTVcXfJTRownFLbKlSc84xQOzIj3lpDcj42J2rzcmiva6tzcVpydJ90g7TJonYew+YCO2wQu3u3/1cGmrnUw8mSzhfonRStDyZ/NC6Heujhg3ZeMTeztkrVBzKnW0MHTK3nBGlD74ODdxWRlD5pNdQrSYs9Tx2xqt6ym6S3W6yjBYPEVmx64B/eFb7/9sCTqbWydkNkrS04DGtQd61GBQZVUoj9+Pw8lXltvJizm3GtnPLCLm2FkOCe+fzzp/zHn3zC3/7Nv833p0/P/i2ERpDcip9ctlbdQ4ZUK4pa4RrlUesqtDTxplhriiEJD0jU1sVzb82zhkZUNvG29yKKrW1yblP2v58LUTkrwzRFNu8k7SRyK70d1p+BrA40j53knAvlElp215Z+PnVLgeL2EKEgTYXmPCS4+9aefFT56KYm6p+tbh2VbIRqCb0QrvVB+WStEN5amud2nXeHaqehWyKYVWpHpcI5/uCb20L6QY5otyCoJwixcY+uxFhW+LEXPosL3zXhF6Pw5z8KHAp8Pyd+4xQ5mLasrc5iEosQhYCh5gyhkf3vGfiNY0biQIyZb6XAr5u2lokbQW74VS757IXwj3Phbm1xHAHjnVjL9dkvfDJMXFphSDMXWkGdmEaMkZ/cO79fBqoLJ01UE1IQ3AfedTTv6kn37TLlUGGJzh7n6aBkDywpEG3ithyJozJphjyQuxqy8QObRPYqOaclYxKYS2WqisVWgFyFxGch8P5wZBXhskSGZJxqYs4nfmEq7LVwrcqPF3grO9xbrIuZMQ8Dh/qMr7Uh98FGIs4+Ch4Gbl1QChfWJNdVBi4nwXxPsZm6HPmlktlNCS8ncjK0KvfLiZ+eLviNm0rVwoVfsk9Hgg+cglFtIlJZNFEF9uvKZ3JHKANLbYj2UPfohXI8Hvkoreyi8O50w2VKYCNWA4NUOBlWM9QT07Tjtgo375vX15MQiKz8aL3kd+oeYuCXw4FDjSyeeD+uvLnP/Ml4QMaJgYVLEhYj/+jVO+65xHXgo5QZygl2iZ8uyg+XhUUVNSMHCOVE9MDoldHhZMoXZeFaFw4l89GF4IcVS085pJWpFG7LAgVeRuOOyEuBIQshFYIfyKVQCdxLw0k0RzwqY0gtVsgLi52obkwmeApdwXnCXNFyZJ9nniTj6bagHQStCzHCftgxhZ8/Jv2RHJjmqNslqDTJbt1kpjwoP7ZWgnbOiz0qfMQ39MNRV1YxkulZOaRBH9x0aX4WjXBprVXksA2sWzmxheg9XjD2OQV4WLmbNlg/98+vvdhKLpQupW3cHu/IzSZFbh90RlYkPpK+0mZGaeRhaBOiSju+zYW47WfP92m6YjYHDpUH2ax0hY60D2ID8rWHNKp3PtHWlhA5yxl3j0IZt3MURNmNgU8nuNaVH72d+aWnE/spsRRjLs64rnhHn5ZSmhmgNP8S33gQQ2zoSzaw2t0yW4Ea0fOKHzqiUB2RE3/rP/qL/Fv/9W9xmC4aN0O6kqoTcKdhk81v90U7R8MwNNIdj9QzqozFmXuRe6YmwTmS4PG2ISnb711a0XM+7+d9fsTr4QEZeQiTfOBGbcjetpnZeT8stAlvQ2ZGNWqueG1O09mbAki1Oaz6lqrurde7kcDp3IDHMvnAh7yvDZEJLcWjBVX6wz1x9o3ZuFyP9l8fqcoec7jEHk7CpvD7pm6TtmZ46eIFrYq78UoUYSRRuZknfi86x1NhOAmhu+YuEjq/CKzz5IxHQgYgWAQCLkdqTXhNWLnkB8uBV8GoJ3ixu2AXhWsxvjLhi2UiD0Zcm4LJ4sTXFV7dXrDvkSUeRvbDnoow+R0xwUzkBH1RMzBI5SjGFK6YbOXpZIzurAYMQrTCV0tkN8I1J27WiX8pHnl5sfB7B3gxwLcvEn/nKPzBrNysm/uqN6NSNXSIHGsb21UESuFWIrZUfqzOQME8cqBQy8pVNSwJNzVhCqs7Y4TL5UROkUBgtoh7R+8LHOcD5GZyt4RKrTeICFdB0WHEqByXE5NndvmWX3g64URETyyHW8bL57x/fcN7qQySuJZ7hlhJLrxAeXM6cp/gV3aRbIlno3EqI/Naua+ZrzSwyCU13/HdYSTujrw7wfNJuc0jh2VhP10gCkNduQCm2KgBu5BJKVGZUYvcUlgssPoRt8izqfKuLG3MXQPPR2canMTKsUR+73bP8TTzSRqa4eC48l0XLM2Uesdt3XGrA0NVJsmMu8RQE7tdoSzOmALqGdsPSK7UnBFxDlm4SJesWri8HHApcGyqo2ciTLvCkcqfHCJP8okQYVcPfH4d2CVlNWFZnLcnI4xN0ftiNJgMlR1zCRSrVA8EDsRS2hhtkZ8uypdDZKXwg8V4syp3plR9jgbjo9PMRRT+1Z/zzP6hBQwq3XvFSSGyuvWk5V7c9IFwm6CszcpNttqLi8eD6tCVQqE234qtqNCgZ+fUbSWpIs1bBWBbHHYYvpl++bYcbi/pBdVWUGyy0U35pJsx3ZbbZK1ASE6Ts2mXi3fX4cKGNrUJL3on0bKZhTVYbFXt3Tshbp4k0s+bW1NoeefX9Jli0ZbdhPm5cFqiM5p0tvB22I3gKzjx7LLbip9SmiplS7ne3mYq7FTYufE0FSaNVIPXdwuXPW7eUObixOCMoXmrRIOFQo3t+5o9dFuxO20/g/XE5279v64rm3fKWgvZnPvFmFT5T//lP8Hf/LtfNwMuHqE5W1Gmena53ZRdtkVD9Iyo0AuUpkSSc2utIWmB1Qqhhx/WM4m7q9f6a5MGsrU9OBOtacjEpgj6WZfc5jPj5/19eFikq3jiw3vEQGGwhvSZCSEkZAB3YyztPvVObhGxdtybRcHWymRD8uqDPcFWzHQiu+pD22qV2tVrQpZmXbAZAD6YJTZexCZ1t14ourYW8OYAzLnYsw8iF75p233unK7elMtez/fIVIWUAi/rwj44U1RSLdxU4VUIPJXCYpVJI5d7eDMHDp2LUpuRf0f7DHVhGFNz1LbMhSp/QgvfffaEvMJvl5m/EwqyRlKurD4RbcHUupmmouIcUpO+UwPL0vgnmi4ZNXDp8GwK3J1mkB23IWJSmp9MbEnFTyfnzZo4SSDYwC8MBY+BWwO5gN+0K8o9lCyUEqn3hkpFvfAsCDHA6jBXoSzGzp2PqzEMkTtmTtW5W2EMkVoKrM6n8Z7vDo5b4VWNlMW6gWXmxmaKOVc182c+TtzerpwELtgxW2FU54fzFV8d3/FyN7GIcu0TywAeJvL9GwD0BK9DRiTxky8XLia4PzhjGFgON4wlMoiT9s2av84rTuSfuHKfhQu54O4oLH7Lj95PhOnA3UG598AnlwM53zEE+Ol65LnuCHpkSsbzCcZhT65Lc8wWJehI1kwphR/bjnofOAwjlymwK7S2YkysduKjKHxGaTSBvVK7ylLnzMvB+c7Lghm8q6mNUWtFg7DOJ96nPRdlBU08H99DjQySGabAPhtrhBCdXVcaLmLcDoqr8GkauJED60kYJ+V5MqoaO19QGSljm7NyNt6cFr4+Kb9TBv6Pg5FFWYqT644S9+xxTBMsC+V9RXLBoiISEVG8GMP0hHEWpFZUEmvJVB+bncBQuCRyLCslF+4feYD9s7Y/soW0tYxEhImmOgqqZ54A0BEM6S2ZxnnZvGGsKzT6B7YbLEWqPRjW/Wwy7s/uA/SV6aMCZmsp6bmN1Xr+pX9EdP1gdX6WcG+fp9JBlAckyf1h8Pdaults34+NuGsf9uOCNDTCO6eiYE0tonq2vT8jSNIlt2IthTp0ToNDcsNVPkhB3giom+vruZVnlTQM5E1tshUwAslhiAGjst9dUo7vmeIzsjhvj0vPHwpMq/JkDJTUMsItdH5KNVLoRnu5PLRy6IqjWs6kz3PhYY6XZmj3k3cnDpb4+zcZ0VbM0ls/gVbUVesk2aDnllpzWn7gUcGHhcUHSALN/GuaRnLOzRY/6Hkfh2E450Nt+7mBVMG7Qu3R/dVQrs6FChuPpBdPWw3h7Y22tby2QmyLLIjt34nOdbH21KX04X03dLPCIHx4f/af2h/JxjnbfukdjWv3kLsT7WGlr816F92eiX7XbghNuxfb9fW+EAjII+XeVjx9kxtIgGdaM3C7ZtrGMrOejpv5IYVxNcQnPk7CIbQWLFWpIfA2CF/nAaHgXompJQa7txZoExgEciloUmJUFib+CZF/WBb+neuBvxKO/Hl7wZf1HeHk/B0PnJZuoNn5cCr1PAZKR8BDUe49c+8LFx5ITFjaU/KJmAeuYmAqBR1gtoH1tPC8rryPgSFVJhLZFgIjJishOQOKjsr9unDSgWuthNIy3EZ1JoNdPfJ5DdQnifez4GQ0B95jfEcWJJ9Ajavg4JWf2gAH5VsXR/axcf2sJv7Pd4G3nrhNl/z0K+M7sfJRirz3gbKurBSubaZcXvOJ33P1yUu+ejPz3cvED97f8rQurDHzq4Pw963Zgl4MEY7vQffsByXfr7y4MqIJXy3CxQC7y4HFFv7YVLGl4IPjciIX5dtXTloD49PE7f0dJEcl8/yFcFRl5zfcHwtjgDBccbcU0uBMKSCWWBcjxj1rKKzvA/XyxHq3cOGRGALTFLAyI2MLVXwD3NjMdQnsNYIL+31DpgfNuDhhObIE+OpO+CLsuZLKvof0/l93X/HvPr2mhIHfvh95dRr4Ihs7WznFzFAnzE8cbEeNkZ1EnMzlGpHxRLkduO3ZTs12ZGQnR0YT3qswyh7qyophOhJtYIiVnQLD2uODjKwr0xBJayL0AiRrIcjIUpzPpfDWM8OQ+bUx8upwyzFGnskTSjF+QMXUeVkSX4bjz31k/3AfmL4SXIK3PB1pPhlmlRj13AKotEBAYSPz9gkPJ2joA7qdeQECDxkyvRiS2CSLpdu7n8eUjpikzlFoxFVrSZwbf8CdqkI0OXvMtMmvGZjFjgxBc8hNHT1qIfTNpyX9zLGP2n4TrH1O7dByCNKsntXPxLNWarQGz1lK3hfnzaN4S7NunKBBtJmzwflvoW7ts0dybjZ+C+cB1bqSZ2sPtBGsg1HevnuprSX0+i7zy08vyRSOp4ai/fB+Ia/C1Q5sn5D9nmkaevibAcYqgRAKqRRUhFEDMaXmgWBOiLFBgAIyJEJU4jrCuxtA+W//3g/4zeNE6te7dHl3dUcl0GOJuimgPhBouzS6Gh+eA1Xqxp+hJcxqCNTcViirNw+FxSsSWmtNe7vL+ueEjZcUmlGdaNOVnct7aWZj8uje8kfnWLfMpY1YzSO0xp3gzWQxVAcxphjOiE+Vh+OpvWCujaiCWe0tQT8HQfY7HzkHh/bWLVtxJQyhTSLQFHTujpzl7+2Z2qoRs4KLNGUfrciFFib5waLBwiNO2Tdve9bjMbJHVqu94Ghob+zPt/gla21kxy/MGNbA6omPhpWPU6XYjlfljrsQiFYoOFEj2Vtxa2aEIbEFm7bNuHFBfOJvVSXGzxFfIH5KpCl94iCYhWYuqm2sxRoHzSW3Alxqs1SoSjYYJLMsR4agXE1GXlZKCnhxBpv5aYSdOHlVPCsrB2oIZCuMNnBpjk9OyE3CXG5PmFSK3PFcnLAUksO+GBf7gQsr/JKsnMpMIeBj7GrVgS/XNn7Oc+R0O8OU+Ad3I8kyr9UIq3MZC89txi2xV/jl3QUpvcGGmR+8uUTshDLzZ4fMnQVu3514EjPvNVOtcDteE+rMD3F+PcxcjSeWbOxfXoLecnM0xmeB1zWTYuTP7YzLUVlOLbRxGPfc2sqLp5AXRSzjasgwULjhegKJM4XCzS3spoiFwNNd4uZUkTIzjBPvbeCLUyK68GwnzMcTUWG3g5ujMCN8f61chYWxNPLxEiJT2rPIibIM1BEuinMfE+9L4UfvE2vcE30BiawFYoJfS3e8mxOHbLxeFiKf8d/9xHhO4sYyiy58ZAGTypUn1uzY0MwDYwkkMp4W/m/y3iTWtizN7/p9q9nNaW7z7nsv4kWfbVXZmRhbljHICEtgXCB5gpCYMKqBxZQBMEGAYIqQGMAEiQkgecLEAwYWwsxcxlBVrioqy+nMimyief1tTrOb1XwM1trn3siqDEsMnVsKvbjdOfvsvfZa3/p//8ZKJE4JZ2fONFWkNrNtJjq7bHgmNmIZSWjOuM6zyTtSSmy6FmGgtYZRR15NiSllrDPQlvTwFA13xuAEppgx2ZNC5tM5k7JnDAJ5z16LkKcLcBtHLr7G2uGf4cRbSI8bUaIrBNUTb8WYE4nXLvvHmtFyMmPL5UJYW8hiD8RGZeKP6bRjDnUiX3gNSxGST2u01IkfGutPkuRlUjDGVuOvry4sy7Zy2aGjxT0VU4LNCqny/gKd3rfuwrKtnBMti4yplEpXnTvS0uWSRX57zzewNSm7cFHvkYTyevfXIlFaMvAL516vg6uIRMr3sQIqQnPagd+b65XXMIUt7wsSo0l5OwiTBt7slYlMt498fOXobMDa0v4aqgw55/K93rvqu1Kk6s6V++g2fdndn8inRZG02W55dsxISDhxp3bbgsClxcm5tneWNs+yiD78erkPKgX9MJXI5bPB+bKDtQ9eRzPFcIsS+LmklkMpXEKV/GcVVKpSToTFAfI+rZsT2Xi5H6d79sDbqFkM9er9L+0csM6C3Ct9fvGentR6JxJx2T2rKQXMg+QoUlruR3VipsrntTgy51MCesHowoIyVqtyreqiewXfci3u+T2LZBw4ITi/qsc+K2syqzSxMYYgI4NGYMsgNzhZEe3AKiSceL7nZt6xA2c2QdMxMSFh5Gha9rHhJyaxD4mjAxFXCvmaGm8sSG0rWh0KoV4KipzGVUGn40gwCWtaojFgSpwKqngsuYllfs0WtUKOlkTAmpKpY0zGi2NrLY5MQNgdA8EpG9vRBkP0IyknOjHcxYyNhYeSxwOzNPD2yBMD2Wa+xczWT3z8qKU57rlpejZqeZMS6TATU+Q5F9zZhkksU4YhRI4BxuQKEjsrxyicaWQTPG+dx48R5yCw5lvtcz7ZjLw9Gv7fm4ZbeYyXkff9LX3jsCnxRbYMs/LYv6WXFpMHNm5mH294f90zp47jcWDXGdQLw93MxibarszLj1Q5b4XneH7nU8+TD3o6ueCbXPPJheWtE14et7yZG2zeoDoSY+DZ5oxpmOic4eeHxNudofeejZ84hsCldziXmKaJp+3EquvZz2fkEEmN5wOvPPJ7pFsV9c/cYQ089m+R3DKl20J2PU98eiOMziLzkb2xXOaJHuWsyziUvXpeHmFIgs13tAnW1rP1O9jNrM9HPmwbLANde07jOySOjEMiYJlM4GaCeVJ67fCXGasz1k5snXCtGz49JG7H4uz+0+mWc/suf6hKyjPHlFlFw1a3RG/4YIYwHFl7w2fJ0s+AC+yTKUpJc8SI4c/5HZ9HR+McV0nYp8BGLFEHwrjmoov4ObOLjh/jmUMma/ilz+zXk3glnVZFh5ALYQBvq9qIsjCLmuqyWH5uqWF1FcUwooVbUnfitvaG8QUOnWPCe4/Ji6trNWvLD0lwWnbelbOgBhrj0FQKoKLsyLVFc18saN1B3ZvrUfo+Nf8ICkSstQCxcDKKS4ZCuqQ4Eft6HkUaXSYU82CR8ghqSwEWLZAK/4CsJSbACNkWVU+qi42v7Jx7NGUx7RHQJaqhLETOCJZSxBkjVUpskFySsJccvsLfMOxDZspSLM5zQo1DPHz55sDaOdZ24KoV2tZjTSZniCmCZkKEOWS8s7jssDqybgx9398TXBVQLSolEWIuqq2/+NE7/OCniZymgkothQb3YZ0lmLIkiicprZ0ouaQxP2ijLSzTZaEVY04o3Un6XcnbakpL6mGhkBdvGCnE17QUDpTidmn55Vy9asQSTcabMobvC6zKKzFlHEktVINmnKTSeBDB5OKCXHyBBJNjPZeqCqqVq63GfEa0SApFUE1VDqqnYpiUT3YDXoohl3cVWaro5VKlLwhONFQEqtgFqMmlaF+ejVq4JNGimKrXbOY+UuFX8fDe04jlShPPmh1OPKKWJDN32dPEiac+4tpEykLfRy4l03hLjAeMNOxQPrc9u/3IdfS8bRLNGFFb0DtxxetYlJPnj6il7K+07AVsAC0u1k4MKURkCW+1I9bagpKmMr5Rg7EOkVKs5pTorEcxZGPY6cxlENatRfuGSx0JMeDVkELDUzfRjAe+NY9sNoYcJ56sM2sNuFWma2ZsbkFKZtFuOvCT2PH53KLeYrNjJHEbzzhopMmGFsOkypz60oayRxBFVpbz3NKHDJs9f1Uu+Jk3PNKZi7NINwg/uPasmpbvXAh3wzWrLtKliYvtBptLe8c4z36vrFYT49yzWXnetcI0z2ztyIePHa+GiUdXa+6YWG3X5DCzTw1fTMKPwxmd8/Tv3NHmhj7f8LujcOc+oUsDrQQSLVEj++TY+kf8k5QgrtjmwNQbujDSauYQeo7B8GbKPLF3zLPhi/SU9eGOJ+1rXuuGuO+480ccDY0o7/eJC3/HYBzWdHz2thgJ2njDk8tzvvvehs/eFFXXM4m87iK3U8vgGvoUeJsTobEkC5eyod86+rBjb3tutOHNseOLUbibHvHSWT6xyrZZ8XSVGdOIiwYfW95K4o31pEkYY4+YooBNpsFpIK0sb0LAN1d8GTKIxYhn00Z8igwzuGz5NAlCQ5xHzp0nNTCFIiE+5oFxMCQZ+d07z+QDxmSu4pELcezsRC8N33Iz084QMcwJOjPT6cxr0/3SZ/ZrCxi3bC/rkerCYGvDJEvlpizKHSlusJJLAZLrjlu1ICtRF+fYhLGF2KiqrBpLjDNiyl59CdOz1p58WuJJvbNAQGXStQtygX6F67AsYrl6Cxju+QCqSmf9SV1iKimu/KE57XqzFOkj3C88Ocn9rl/13ivHKEZLm6vs5HPhqYSAtw5ntJ5LlYkvi+wpQGfhL9xfc62LKJjTZzO1JfVQAaRGWKkj1OJHqr39oMphjniUdeuQGOlxtB1sO0Njoa2trRACYsoCKWKZcyKEmW3fsMqBzXbNatOXcRDjqT1CbfPkKZBC4MdfXvO//uQOb4Rg/H3h8WBhlHq9hcpBqi2wNleV2EOo7mExqopgca4EHt7Lr/NXrsdDFdLSIqrUjyqnV/Jp9SjGbmIiIrlSWwt2VFpI5fcWpd29WqkUNl1W+qajqcVOrLWOQwuR3SyPmNB4cyoYxBbgyuCJKZGNLS2sxYkYqpEiJwQm21jMESunSCkEbF3GR4qncz2hNrV4e+gZpKcC8avjaPm7X9VDMezUoOJ4MULrFDSySYZnduas65hT5ojjJjhSsDw3gX3qCgEeJWdXuTQWY0COEaNNcZMmIzEUZMxEJPWIiQWNUUOOCVcL5EGLZX2OtYCeDUhCgyOSEReArqDBJjBOno0RRgOaPUYnHs0lQ+nddMTKhnfsNVt35CoLzboko/s8kcNIbktooZUBL2u0bYhsOTDzw33L3T5wa3qyFVIsESqvkhZ5dkqYbFn5iDGOKY8cUK7SwN94tuWsO5CnI6+HFUc7M+33mGbi0hw4jHd83Eb68y0Did/eX/DEveVp60lyy0U/cJwMeX3O7ZxZNVsO08hw2EHuOewjkgTvIJqZw2SxzhBJ9A4Ok2PQiWEwHOm4WF3yjr7lHWZyuEbbHglwRHm3FT4xLxAmdoNBujXGCSsbMGmH5pbUZW7HDjPfMEiPi0ond7gwcWUUFxNP+oa+/xkt54QY2HLLnR8ZAxgmmlXHXZq4HRradsbLgc5d8sXbIwf/DmkPt3cjEi036chV10Boac3M2rUcY89lG0gR/iRmkmnpj4KwLnNW63lkitjhWbvn+yRG2xNsx5f7jDENYjM7n/FppiWS1OKbhm2jRN+g4xHNlrtQUsffnQ2uHXGTko0lHxVvI1lK/PCYDC9jJmpkiAe8tMR85D2/4Uwct2biRbBcJ4smQ7aJz3VVHrw5kGxGZ8glKZcpzzQxkaVhO0+/9Jn9egRGa8rowiOQ8pjHApjjSaBKXKD3utikanSXKsPRVQKhSFGyOFOs2CXm0h7RjLe2oDoilLAJ6mtVCD+Xwuk+NLEE5UnlBXgqCdU88KGpfgylrZRPvIgSxqiIlbpjX/CdYmENRfLbiEB1LV0UHiLct3tQloRKm83Jy0ZEWEtpH1lnUS0tDJE6CVnLyhUCqskD2WyxLhERfLBEM+ByT9Iidba1HRJSJLiOJkcgn0zzimFZKWzW0RIMoIGgwqtkOXMwR6EVyHlmyJn5MNJJy27MtD5jvCnOkqZhP4wMKWDFYseZy82G7aoHa6Ap3JGcMxru+Uqma2i95y9/4xH/7tDzP/3xi0IGzoulITU6QNAcipLKWhDwFT7PthRDKkXRNpPpkq1FylIEFe5RlmKKaJd0au4VIxZO/i42u1Mrail2rNjie8Li11Pk7wDlbEq+n3EAACAASURBVBVdSslTCGjx8vBSW184rCZ6vySxZ8QVflRBCrWo9FyxH6AWo7IoqSpqNVeUhAeFw6lYs4U75m0ZO0ubktrSChVpQ0oLSaWgXVL9cTQ7cipquQAYK8XPp45Fq6mGtBZfEMO9r86v4hHGYn//ltJ+2SWHswadI6Ht8cdEYw1zEq6TY5gTk1iMUWK9B4bMYncQQihoCRGnVRavQKrt5lw4Z5oLnm2AGBdBQz2plMr9Vspmp8LpKSoNA49cQ+oc5/mOSMMjMURJjHPiZUyYAD/JntwazH7FVjbEriw+ISeafIU3BmKR+J75zLnCMc8ctSWjhOQJ2jETUSc0STBJcS5jQskzk5RLseWPbIKyStD0Hb/9xS3HYLiLhiduoDF7+tbicovisSYyYTneHQl2xQe+FHz7NGMNeHdJbxO9MzTGEe3Iu03LHB1ZR4ZJcN4SmZhHYdsmkEhiw2jXHG4OzM0KN4ysDdyNX+LSQN/3rPPMY6/ELvDzneOLtxObeMbOdowObl8d+WL2qE1cJstGJj4488T5NS+Ogc6OfPLkkpVNBDUonhQnYh5o8xrnEk3v2KyEp/2aVTrw4kaIRnh9FLzLXO8Sg9tgSLh1z6N0g9dLHnee3XjkUW75YrS0psM0j5n3AZMjU+h4bEbe7VeYFNgY4SbCJkcOmpGuRXJm06z54vrI86C0bsBEj/cWN010CDEJHYUT9IIdz2clp9d8o10z+obHbiYdBn6kA92wLUi9graZPHrQgGZlVmFdbQO89WiciNEyhYFEwmfLM5txLuDFEnRGFoTbUvyy3MwYlRQz294i80TfhpP9w591/DN9YLLee0acvr8gK3VhcicUoaIRUgqR00667oJbW1Oa68O6cCtOu9wKlT9sxetSwFTOiZFSONwXMGW5WZxZEfMVfskyD3yVx/CnOS/33IN7GbZUWN/UFkLhpdzvxJeFU0SQpSWweOLUczv9bl6yewwWwxDnkhTbPKWZdqTUkBiYfeZShV2rmNBxpq+5Gy3vryPP23fpxzvUNPXky3VfGeFJq7wctdp6G4I4VDK3EVwWtj5WNZnFh9qySYkpRV4fCgpmRNgdjxgLjXUkSrFlTMlaMs6fyNAiAq5Inm3jS5+XmW3n6dwNXhKNKfyeRHVirvwdU+O9nZYC8uSOvCAPjYWU6dUidsn1KcVL1hI3kCo3ZmnFWS0ooJGCPi3KLa2c8oX0bKq6ZwEhHiqeoEYEaMZprnEA9fOipzbMokJy1tUCu7gpF9RwQYUMzhVTLzGlSC8frrSpFjdd1XvEpYzRe2WQVFM6U1uyixR7eaxObTIq1yVbYiohoIX+lUuERx3aIVfFHLm0Z5f4hKXA1F8+UfwqHKka+XliccJkIKjjlYKdTI2AMJUjN2FsCcBMkhG1iBqQiKorhGnRU6EixhBrzInHItHgZCLl0lyMkk6cumLzsMwjqTYII+gyO5UieTaO5znDccbmkoh49LYYQppiMaehzFmWAYBjmslTMca0ArONDBl8hnEOHKLwBpjxGKNo7FhZwZmEixDnyBQCThqauSS9Dyaxma65aD3vdxs6bgnOozqS20KUfT4krIEWsKFj3SZWtuOYJ3Z0RWWDpXWBSQ2ddAzHO2Kn9CgpK8ELaYKf54nWGqxxXA+ZVWeZ5o6cM29ygHTGIQd2w55t63ExEsbEZzdHOoSPLztEhdes+e1PLU82F7gQCbHhx1YZh5k2Rh5fWL57vmPrwWhDip5kIvuofGPbcMBxcxwYVw15Tmg6YlrLOPdkM2GSR6Pn+avATTdjh5Y5CZ0J5GwYQsRR3GaTLTb859rwqDGsjongOuZGOQ9TMfWLezpm1m1L0AgGIoGEpdeI61oOKRNjpM0ZZwxuDnS25RMX2fgW3wScUwIezUfeThsmDihwHi2xOji/pMMfZ1Y+8+6q4/28Yp9m7uaZdY4cjOH9PnCcJ3IusTlrK3hr8Pma7C1JIuNgiRJBi7Fd3xguciC1ik+RWRPGtTSyL9FAKYOzGAeaGrCeKfz/JfEKledRJ/+FjGnyAjxUDsBCCizfaylS6qXQuZdj114BGV95ApweT8WljCBY40glm73uGIt1vErZ2ZbFx9b3K5MxVfbq6kuqLhlGFaVgUStVyWHOxCWqoBYq9VM/+Cy1B22AitxI9da4b3JU2WsOZbe9ZOFoNX7TQrxszRI0WELLHofAb31vxaZRrsct/8cXr/l3vvMM71a8vXnFf/dP3/IXtiv+y7/+XZwzzPPMf/sPXvHs28/4n390oAnKpHv+7Q/f4Q++fM6r0NFbKV4esXiTeLF8IInWZCwRayyNgUaktmCEN7vIqo0MU9nJiy1yy8YYshEaY7k5zPS+oe+bghxwj2YIwByRnPE4dCX8e995zF96/4r/8O9/gTUJXbgV1Z04G4sVwWhB2pYEca3ohCtQQrlvFRk5LfIUv5W2yuTjqfC0LA6oiSIzHm1Ba6S29FTrgp6/mlmY9T7oMaSyyAwU4uM9mResL4WMZ8ly4tQuDbl6u2gkAwmL5oLkzLnwvxxSkBopjaqFBCxi6rOiJ6VeGcu1uK6FSlrcnet5z5VLRHaVA1TIQC7ryU5AKUWkp/SjtV6lpU3rMSci+q+uA0w5dEHBFmJ+gpwUIZNtBo24lGm8Z1RO/KOsFpEAuoTKRkQToqYgthlImVifg2SmehPLzdRsUFv8mmxOpfjUMhcuESan+ebBuDW/oM4QyaRYeDCSS7hi4YhFNJZNpGhGxJDUgSSaVKr7VFFeo4VbV6a88lwMISMm4VDWON7rSo5SE2eumshBDlhvSDFzCLdkL7znR3AN18dMa4T3V8XL5iaveZkcc0xczxGrsFknlMwuK01OtLalMTPBOZz3XO9mJjI+Gboc2c0tB5Rzr/jmij9485Kz2q7u/ApjZzQExK45TiObWVm3yvfPWgZX/GBuZ8NZ43hyHrg73vLYwypPrLOSuoRzj8jHHTl5Xg2Wi2bEN4bGWC62Pcch4Bot6cyjsu2EIc8gHZ3PiF8zJ/Cd8ud9SxgOjBvLFAMmHtnYLX4Dx6nD5pm7GNg2ynrVI+MdQTvUesaYaDcdQ0hIA2FusSYi1mC05WaIvBUlbztujzN9v0aHiV1IXLaJoxc8I2kW9mFAoiMdJ6aV4zwUibOGhoM9IikRE6j1PLJvmGnwsWflR6acuMiRi9axlQTMGO95uvJMY2QyieMsEBK7BCsTaUU4MOMRYgwcjKFLcE1md2f4oDeMMWGOjkMw3NqWbCJzTjxSx6DCwXnGmPnrv+SZ/fosJHNveyLCSdKrFeUok6s9FQcPPVv0nvd4mqyXXe+9RPYeoRA48VlKoF/xDPEVMSl8hPr7lLWw8FCW96gW3ifsdWn51Mm/vMIpHFKNwSdlMfLID3kX3L9MOcfaLuKebHv6rHr/euXBL183uZpYVYQgapFrW820mvlbH7b8+oWhedRwgfA3f+0TNl1PjDP/w3PBec9//FceYzycn21JMfKf/I0tP3h+x9/5UUBs5JHCv/beW75tI68Pgd/ZCS+wdE5oU6ZxCY0HDqOj7U0h+Yk58XfGGDmGIstLKdF5x9YGLtsOp7EQNWrrI4RAMxhs4+tgKNkv5cPXfwTUGjZXPR/qLX/tyZp/9HIim7new6XQrUWgfLU4MaSqCLsflr943U8oTak48HVQaSWfZS3FWbbmPqRQtb5X2eXY2nIrsuZCum1YspLKItOwKIXqublCEI45k6U4NgNEq7WwFmJtFcacsTUENFe7gEgmQklfRaBazi9j+nQN9RcXJSHW7+VaNCZxtRV2T8r9ythEC5r58IXSg+ezolDGLoq85Xe++gz8qh3W5dIaUUcyEbUGh3JmAx95w6CevZbWUGYGPDEXPl+XAg2JqzbwpIFODY6RiZakRTnSO2WTLTjPLsFnQflhiKiuSKlsPE73yBncOJM8WBNAe7LO+NSy8wYnMybdbySgbtaW4jcLgdIibGxx8y4pymBCLCwvkTJ+s2KsowlKZGa2nkujBCnqSM0Rk0YcwjOvHKaB1noedSNqAtu05rPgkThDgE0w/GhOeA9eWh7niGsHVjbTHib+5SctkYm17TkcEz8aLMcEnZmIruXtZDniaAL0IXE9O8wUyTbxuHEcfMt63CF0rNIN32sbtB2ZY+ID95aLZw2u2TDHwE9/duDz1yPnpmfmwFVzxU/3O3y3Zj/seWyFvk2s12tW8QgNtF2DjyPPMRiZ8d7jvDAH5S42jOnI5dpxaTPZj/hVy/M3ypQu6U3CWZA08tgXNGR7rqRe6cRzHSNB17wZhI20OLens4kuP+V6uKFVJThhVkV0Rq3hs7kFD+kQC9F36hkUzlrlOBjeObOsxJKGhJ0P3BK5spmVsWSE988bjseZxMzP9oHet7zrJi7tjqSO11OLs5Ztl3lzE7ixwj4aPIlDGqsZa2SMMz7CZxneoMyaeGLABBjdRJ4Dj8wK6zNTtkzARhuQwCNjuWlW9JLJMtO1hpvR4m3LwMS+6bjUhhs8TiJfpFRAkjngFwXxn3H8M2TUdX0vfRuS1BRdKeiMVTnNfdSiJVN2qwtqUw6tRUBFcKqXSq7cFCemtoeEiBLJdGrosjCbogn3VV1hF8W2FDRE0BJWpwXhyTZVv4+6sKVQk3ipcO5iQFZ8OxIlLdmZry6QpjrzlgWoKFSiKE7LHjYLmGrIVoIDi79GrrusRTy1FEzl/TPOCkks/+OLzEePlH/lasX5hTAMSuPBuJa//S895bfiI3KOnHU9OUVEipz9k0eezhosG/79X29gPvD0ouEQ98x7z5mNPMdwhWWlR85cwaBCSlXBo9gU8aa0Y+YQaJzHhJEnm55n555t73n36gohMRxnApYhCW6aaLNiG19RL4GugYUcWtGZ4+HAi13mD1+9Ids1VOmxsxSkonpgJFPaMkuUgFZydMqpxlEINpUxYQCcxYZU/YPkRLQu6E4pCKxmjJR2JMIpPTqVCrjshmuhY8SgJiFqicTKA1kq9hp1YBSfCkoTYyZbSJqZpOR6BVHafJ8+7RCcmIqMFHOpkgJdTfWWgpeCDJX0cj2R1J0WdVaUQhQGMNkSKC0tFUEzWK2tIOXE5/E5M5hSGIqWIsZkJYlB3QMUa+EE1ZaFRbGS0YdJkr+ChytOO5SwtYyr89cd8JMkvNPCZRjJLiPZcGYjrclIPLKqpoo2T3TZklTZ2S3TsIPOcTsJTXC8EoFk+PnRca2RMgXPxdLBGJDABseZBq42M1vr2Ipy1g8c9oHZZY5i+OxoSc5x1MhERVSXMUTxinJ1zs4xgZa2fqyUAKs1LqF+dkkTznpWknjqhDkGHpuCGs2SOZPisPtiHhgF0jwz0tLi6G1klWZ6Z1iVBF5WGJwTjMzcBovF8WI3ss/wf7++YA6B3Ahmclz5mXWKeFcQzTMOvK+J1iuN8/h1Ys5wN3p+PuzLk5YjnbzlZhZWGtAx8+6l8EfXG/KrnqcXkR4YJ+WDixJ82nOGl1t+85tXTPMtUzTMsSeaxBzu6DYb5qAMhxnrjjx7r+PuaJjGzJxavv1xz8vXAwlhmDqe714R85Z262hj5ml35OWgDMeRV6lwAl30tOPMo7Zh/Vh41nVoVN6ZB+Y4IVkZcmJ9fsPTIMzDkaurjt0ceLFrWVn4jjvy6Wi4uPIFwWkSOif2E7gW9tOA05amiRz0jm1a82oUmknQFPjJjcFaRw80MXFrd0yHx1wLqLfMd3fspSOZlhgtrpvRudg4ODMWlEkDLguP/UxuGx4nJQAbSeReuBvAtSWDap8NMdwrGm/8iv2QSGlgh+cwCliPaZRGoGlXBM3cpsjGOVoEKwkvJWw3kvhlx9cWMK0Uzsq8+LoIJx8UuN8dL4elZA8t7f5THlD9vYWLYypEKQ+QlYdHV5VAsfaRu0rahIfOrAs34n5XX1XeuLogGmNQ++DcjTm5k6otZ6Um0yS9T/6tr58rVL/wWua6YC1Gc4vzbVESVVQJwdYWQfk6n/g9D1sGKrBSwxeHzPUwYjqHyYYQAt2qpW0aYhAOQ0E+vGkqOmVI04Bq5nETWUXFn/W8+PKGNymxbXtejpkLa8EoMQt3rirCYiqRA6qcNdUc0Bmuh8RZr3zv46c8udjgDDRGyfNIs+rpe4uOAxmpBKsZM080TVPGgrMszM/l2nnv+eRJy3/9b32b//Tv/ZC3fn3KUFrwgSJxr4WJFDK4qao0Z4tKi5zJy2srhBhpZJFHL9lZnFAIqYtyuX91nDxQ2Dwci4U/lHBZiFIiI4BTVtHyebJZivKMdw5qdEMrwqiJTg2T5BMHxlSkBzLeFhWcpUjHhUIAX3bMD1HJ03mbovaLqri6a64xUyeUpjGl2E+1JaYPWgkiQlM5MLlQ3O+vgb0nfZf3LNcwq8EI9wr+X9HDIogrqe+SS1BsVsWqZU6el2HmWduzZeKdJuH7zJud8toLt9MM2dJHT5yFEUtiJieHzJ6BRK4cLGLE2kSfE4jjTHtGuaUTR8gdj2TivJm5agRLZO0TQ3I0nefMZsYpsncNP8/KEHNFwMvzVLYrxZ/JAF6ERCJYwVGL+5yxKsVczcycGUcQYWNnQg6keSBjuI6eGDKzwFsVJIYS3WgMRybOyATN7PYjjS+5Z2+Ob2j9BQc1aFQ21hCy0IVEl5WV8VzIW9Jaeda2yGbmNjh+9mbgs73nNx7t+OYjz+ubHX33hEO6YeQp++NLWjvx53zicvMabXsIijGei21kPCq2Fd45D6QUMH3hsakq+7cO62asd2hUDocdd3PC24DYW1ppubxwvN0fEOsImvmHrxxnqwaXI61LEDKfvnjN+483zLNwvjmyyR3q7wrq3m1Bdzw2AvRlAfGGeDsQji0/ezvzj36+IXjDYUps/MBZ09POM2frhruXlrsx8yauMV8kNk4IMhHiBHZFCp4vGBhQVo1nTDMpGlKaMa1lP010xnA3GZ76wF4b4nzkmXdcNplhnFGnHKUtqeP2FtEWE4WDh2aeEEZar3Q5ox5cv0Fk4mkfiXNmlwTFIRJYu4YpRUYSs+1499IiU2HkXNqW2Sp384CTDa0mjrGELTtveGNbYMZNA65p6CbDQTONCYS5x9iEU8WlxK0I8y90Rx4eX1vAPLbCtok8T8oxuPvFYvF5sfeyy2KxXifWxWuj+k/ct47qTnwxTAPqNhmA2WTaE0lOF3oMOIvLxQ3zlBj8wIvk1F6QalcvZfKH+4UradmtW1sIrGkhbRpbaY3VZr4WI7n2p9uFKyD3LsILaq9SSKLy4OdJDE2s7r1S0rOheNQs0mOD5debAzpYfvzlyDsX3yDFAb9uygsaQ4ozjXcl7XPMhBCYbcc/+eI5aleomfn5MbPyI9mZotbJMwfT0OWBZEoq7S3wG1tYtyv++OWRdxphTJlgPDmOvBqFj5oVrXW0vhi0eVP4RZqKZX/jHH1rGeeJUFZG4jCyrsqkpIr1DmKCWGIOVGc4ZDY58SqDiCVpkYwaVZIujsz3EQ7L9VXNWFsmQOFehl0ItmVcLO2UeucRU92UpbQNT9JjMTU+4J7bVIqnpWWkNBQFmDPVKK5UpicuineGXL2mDWVhU82spEiUu1wGqnUWk6kcg0QJL1VsMS3CJEUkEisCZOHk8WLrmJ+rD06DAzK2poO7DIpllIytBgUquRaApUgOolgVcNAnQzCFBJxxVa5e2w0L6b62gU1FR/ND9vuv4JHnOkZOad3Fb+d9n/nIzSSxHKeRWyOMOXJx05FcxsU9v0HmorXsbcPzY2mF5ARDI+yislZDzsVCXprMN1zm3MHlasfrg+PSHemMo3eR1nm6PrCVxCQN1wfPZ5Pyj4cVr4fA7DtymEneYaOilpORp8kloT7mmpWFsGotTQZixDuDd4YmRp6tDCtJvJozZMNtELwRRlMkCMkIXg1dJSyLGDo/8dhaugyjnci2ZwBMHBiOymO3BUZaTazthElCky1NN8Hc8fTRgVfXK4wFn/f0neUuKN+78PiVcLHyrHWkfWSZu+c8HXpM8yOmxyskzfg5M2sP/UxrLbc3gZe7R4jccryBbtMheOztkYt2JOdM/2TF/i6z9S2fvr7lm+97VrMysmY49lgPx8PAs08M4GA48K0nK0b3lq7rSMe32OT4/Gcb3qQjx70QncDkeHTe015kzhkw45rbwxl79vRpIs0NO7oak7LiortFjpHb1HPVnTPnyOd3LS8Pga7LpPlA363RdsVd3tOmhBUYxqHw3PyeM/VoPLJx27LJs57PU+IuzXzfO55IgzQTH4WJg+lQhTkG1tZgjeHKJ1QNmhLB7lmr5YN+xU+HPcMcGE3PjbFc4Jls5mbuOc7QNZE4W5oE1g9c4xg0kYPDMfPF3DKpxaM87RKtjXzYtqQkkJTVumPVJIZx5q+2kdez8iKX1ruxitHM9eC5sw12OHJOy+wFjQeS/HJ23tcWMB82ETGJd7zl91JkqkQpeZBhtOTNRCnEyYewZDYFkD+599b2jbh73ssyYQD0WkzNzIOC5KF/CzyAwR+gNg/5N+60yNS/oyyOrprtmUpMW05Sa7uhTORysmVfMokW5EYq8VWQP+Uvg5QCCcpCI75Kd829C61W6NZlQ5TI+qzlvMt8eHbGLh54st7WEMEMORceB/ehidvtlj958Yq/88MdrtlyMwu/d+3ZGIu1M9YlHmni0hcS6o/GgWR6fm0l/PqFMmThmxee77+3ZhwCP7gOvDSOtQ/8+M2BX3/k6caI5MjTiy1iy71aPFVUS1p0mMIp5+lko28tOaVi6lf/c85xxS2/9Rce81/9oEo/F+fYqpI3CxqmX/WKWf4tDrtf/d69M/N91EUdXV8ZD/dqs/tMqvICtd31C9waSyHWmip7DvJVh+cFYTOypHAnFtNENVIjJUrwpGqmrYZ02Zoq+65Fr5aCTRb+ljYliFEqBSWX9OokQtQSKlkKLouRQrrVqmhL2MJ2+YU08pwNQQpB3WrN51oQTHvvNHQSbqdfXe+Xh4dxwgrLlAM2KVESjbW8DZm3yWHDzJM28axrufTKB/El7bZwI1KI2E5YB8d7nUEk0lGylZK1OPWQd6jrOG9K6dq4GdUW5wxD6Mldx61mnu8yt2/W/DDDoB06lyA+ESGpQ6dEYyxEsJIxubxeFEWNYFPdhLmCBu7HSGscHYZ388C3zhomEVKaUU2801t2KoxDLBuo4BhMxubAt68Mw2ww4YBrPWZUtn1knzs+XB05zpmoexq/RhpF/UvssGJyhnHKjN5j6ZjmwKVP3N0JVxctZ71yMwysupnzsaORkf3UM0yZs154vVuz7ia+HBLir7DNmvE4IDOkzmLfDCXCJESenL0im3NW6wMqt/Qmg0uEnPCtxzY7Lt51kK/55NwVz691Qx8yvTEcX+45217B5PnjH/wR337vjN30gsvHj2AYMdOG5zcD2in/z2c7Pv7IkV8Ymlb5vesNTw+Z1rUYHWntgd99nni8Eno/8qQ78umLjkfvbJj3iV1IvIwzv/8GPt4KOitv1j2baHkRYX07YglM0aK957EkNq7ls2ngeFhjreUVA2dkLnPm7ZxoV56tn7kZE3uT0EPD2yFgvKGzCWMsx6gcpWFtj+h8YNX1mNASmbm1iXa9pXXwNs0wKJfrRAgOJDAHy+evhaM3dDJh94bGHFibLaLKnWY2yXAMwvNo+WlOpMMlczPThsCMcmGPbIKwkdKq7XRmFZUv05rrGGjMCnTAxwFjhCGPmGTI2dH/qaCf++NrC5g3UgZIp4HvdoYvNPEmGexJnXG/aDgVxFYZolE0l0UeA3lJdDYAxTOhkfuwunt/C8WLVNi9HFnujc6SAVNZxQ69D5Ssp1Ik2EXaGGUi2xWSDSmMRK9spGMyha2w8ACcFsVOFFMh9IKmLNVVru/rclGDJCmts5pGco/MLC2IAiEU/oGURO2ZTK4eIbhMHwV9e2D7zY6jzuh1CUU7N2ckLcmlihJiAiNVhTSyaVa8SpdsbeAoDbc58A/fDqhz/LX1ms2TzBwC513L96OSnOGzO9gHIYunY2J/nLhatfzr24Z9iLye1vzsJtC6krFzNySG1zuMhauVZ9U4EFP8MLRc85gSrS2IAiFBpi6igtqi+DGAWa9576njye9/ytQ/YpeqVNpmLI6osbaK5MQZgaUGqkVrgRjItchZ7ovRpb1XeBwm3fc/lkJBpNr0CCebdmz5ua0FqK2FTiNLTEAh6hbvloISZlWsaDUIrO1KzMmwEOSeTK66nACntHPK85BEyNlhTUnvLpuA8ndBcxEh5dLmDAJIlU8XWOn0u2ItKLSV9ZCXNukpMuC+XVkUVobyKC68oXoNl2fX3ReCzdfsdv55Py7ahl2aydmUkHGt8nTryWnAWM+b1PLiMHCgp83PsIeJNjuQifXbyGWbec96mi5xnGGWLf/01qEBtr7lkU+8DZ6XecXERGrW9GGPC0dEAlHWmDwU+wDnWSfFdT0NB0SEMQdSToh0rKqnVmOOtG3LdfRM00T2LapKbyrh2Bkct4i75HlKjHee2STAsUozV1sL8573+obWjvSakeTQNqLRcIbFbjx2Tty0mZg8T+xEGgauD5F3Lx1zHjmLsGk8n0+BR+ceO5ed/qPLW+72mU+vz3i2jvzwJ5/xyeWKV7LBtx1x95yP3u8Jc3EZPnDLJ33DkHquPmjIY4+aG2gSMRnapx7miXHa03VPwM0QX5FWE6gr3Rur+Dtldx2426354qeOb3yYeLwy4C1f/mDiybNz5nlmdbEl7r4khjWfPN3gmp7eeDhu+dFz4dVhoqXh4srx3XeeMu4GnvqZz+yWd+zIjyfPRxx4mgxXjwJ/+T3LF0fBG8drXfGNbwne3vHxOw3TneEuwE+HjPYr4vySzTEQdMO7Cs461r3jzc3AmHq0EV4OO9beszaBruu4PBrO1kqngV/LHW/0wC50XOfEfnK0ophYxoem+AAAIABJREFUvJ6imZmOR7Lz/AtnHa01NJue2wP47Z7bY8OLXeIweW6mI132HOTAj19sCE55Yg1jGplM5sp0fD5ZcoxsxTLrLR+2niYYdnrEasNKYDs4NBy5tJbPBPbJ8Nloi89XTmwaeMeuWdnIB3KN5BVjvEOMo+SCG7yWANrewnP95WGO8nXeD//mf/8PtKu7OqvFoC6IIkvqtN6z5qH8HEBzQHAnb5ZfRE2cFsTm/izqbndRVTzoeS3/67VmKS2tg2XnfOJfLDybMnn/7Y89//jlNX/pvQ3fefeKv/sHP+d/v7VY09YXLlEBJz6AVuuHVFGf+r5Jy++1mNPXQF3IavJwJfKeWg5iTj4kSWsQnGREIVulV8N3/JE1mb/4tOejxxueXRb77JiEaSqGWs4ZrC0ZTKrKMSm//ydv+Y1vfsh//r/9Abuzx3zSJL7j4fE20edC6Hr3fEXXlnP4nZcDO+05k4lvX5zzxc2Ox5uObWfonOUwBHaHPd/76Alnq5YhZGJItJ1jmgKNs7S+KJsSwpwE0cC6bRADrfW4xoOzJ7M4UrHAv9kfmeeZu7uJv/9i5u9+Xt1hNdYC9x7JyvIQCMgnRCbV3aScEBVOY+r0O+ZPS0pPQ6vehyVKYEFmtBLDlrzxh0q6h9yUU1FViyK3kHWrc+4pYms5twVFYkHyKlm9cmvi0kqsrreifGU851x8XdKD91oKl+UcVBPeFuXYL/LH4B71C0shg55sD8qYLS9oT++ZTmooo/D3/rPf/OVN53+Oj//oN/+WnmOZjDDnVOYDdYXjkBfnZ19bfjNQ5ozydToJE7KaQiiSpoyZXMbastdaW3jWtbh4gJh4tjqwlQ3rtaVbC5oTw6Dk3hKmzPVt5Hba8zr1aLbceodNLRISYkcG7Ut8RZoRHGLq2HC5xJhYT7IBjUKPpyeRpWSJeZs5F4vNI2dWMHni/b7lyylx1iq5PSMMB3KITDnTWcsnZx2f7o581Bf/pmHMKAk1lnfXEykKx8lxOLzi2fuP2d9GZCU8Mq94Obd89Oicu91rNt0GJBKnSLNZgzuSbAY1pSWdZ/IQMe4MsNA7Xn02sFp3DK8jZ+sZ04IzmUk9b98UBdDt9cwnH5/j3A2soVgad2VOet5xTB373ZH1pmEKlkePbjhfJz774hw/G979WGGM0AnPXyjDGHl83vL2NvDe4wGz6kmHInmfiXx+bTiGljssB+04jjOrpDzZeuYh4DthKxM/Hz03qaOLEe12tKPg2xZrLeM4YokcssEYi8sJ5w2X2w0aAkMKHCbLIJljtkSEjSqPusxZF+lwDMPAYJVhSsTocOoZ8bw5Jkab2MuWed7jVPBtw6yJRizrfMRLi5OJp6uGvW74yf4Wr0XcMqkHcRgb+HIUTA5sUCZtyFpc8kebsNkhxCJEsJS2tbO4kBGjWJMJoiRaTC5rgCHhTMaLJ2vExEg0howrc3AI2H7Nf/G7/9efOSd9PYnXWmJKqAjJGsyyM5UCk29NZkilsoICYFuEFs8o+dQKoubGOC1pwh4tpLLFddIC0RFdTXx9IC9dznopeArws0Q71gkjZ2qUI7M/8E5M/PnHj/lXv/UBwzDQu4n/4K88gT888n++8Gg/cjZ4rlWLT4kqSZYYg/J+uS5wjdivLJzeLKtJuXRZqzOrFm8csba4DJ+KtTLBGSleHWVRivwkrelt4NlBuVpN3DaWjLIfJzRMrPoeDYV939pi+3/hhX/j+8+QNPPf/M2P+F/+8Jonm3c4d28Bx4U3PDvv6Vvham0IpiHM8Ec7y4Xz2Dzz9KzjxfXAIaxoO2jDyL/43Q9Z24w1Qpczhyik5Lne73jv6gznHFNKqGZySnhXuBtTiDRqoY1FTSO+FK3zSEiZvvEM48zUtPzaamarAwftaFxLzIm4oAJalV6mcpykJi1XpZiceFVCXtx89R71cCwcLD1Z5mcWuXAtOLVY5EpO1eyueNHMuarUpGYHqUM1Y6QkCQuuIIpGcWLvLfol46rhHhRlnUhRCJWCrIyBoAabq2eIEWK2eFuLKUzlZRXXZmdBYknb9hQfDjhZ4iDG0GGZc3n+jPv/yHuTWFvWND3r+f4umtXtvc8+zW0zsyqpLJFlGlE1oBHIIAsLyTCwBzBmDkMQY4ZMGCNZCDGGmWWEZFkgIQOysctlVxVVmXkz87bnnN2sLpq/ZfDH2ufctDMtPL0xOWftNnasiPi/+L73fd5Fg3YpRC7XBEso5oVXpDQx+cUJBSbVG01erilnbB0BCk8dru/iZq2tBNhYi42shbLcr67PA5umQczAIWS8qiNHZ4XzHClWM5LYeWHWmlA0hjo6zYuwVuXqkDwV+PPzjESDyYY/jwqnLf6QiItKLqUZpwo+mUpWlhuybtDMNYl4OnPVGEpxtLqOlJwxqJAJamajFduNZb9/4KPtjlPW9Aa+Hga0GGjXzI97LIqNLuyc4l5BPhYe28hKZVy25LkaDqTracyZW7Pni7vX/Oj5c+aSOL/5OVv3gvW25/5wpNVX3OuJrtWM45rD/p4X2ysO59e42y3u7Jl8YOWeoTpFmSbstuH+Eb74WnNnb7kumTl6PtxYXvQKzCOHwwO3z19xc9WgNax+t4H9CKXn858FdmvP81sPSnj+w47SnIgPjvNP3rB70ZLOZ/SVYb2LtPGeD1cdqQvoZw7/WeKP/0i47gfeToqf/FnPi2to3ox0xvG8mXC648UV/P2f3LBePaI3K9bmTMeKYBQ2nrnpDT+2J9rW8YuvLF8PnvuywvpHPhdwKbLpjshc6PKWu3ImnmbWqx1eK7b2jJotpJZiPJIGZp9RYaQ1wgcbmDWkFNiHwP2D5rNoWM+WdFasbU+/SoSs2M/CVArFZaIRptTS6IzRTdUEqoyeC0YKD66BKVByy5dDAv2G1m2485kSC7OqBHdbGkrIZB0YcURb6HPAAZ0pGKNYT8KpTAjCSiuOgGsjkzdI0fgiZBJrmbC6IaWEwdIozZw9nbWcw0zS4HMCDSr9+g7MbyxgLiOai5YEvk0uTUBvC+PillCqjla8WVrRyw24c9V5EaiLhBdHT6azQoyRFDVTW3HDQHVWlMoKMU8358u2oLgu5N1cMFqxSBX5pGj+s391xUoFlFpxtVnjjJC14a/9VuJvf33ghznwMwTj2icrtJbyrUJFLkOsJxLv8rJcnp7T05N0KRX0pBcOjLZ1hAA8Ie1lKXxKltqtUUIjmuIcd+PAEDPtsdIyVcm4OWMFWqNZdw20hk3nmGbPFBNz1vzF719zGu+Ji7aotwqroWsbcJY0z3z64hqjzyjTMpPxh5F/8aMr5nnmiyEwJMvheEatGnoLTdNwnAb8dHxKBg8hfEuDFFNdaFUpDNHjBkPTNCgr5NkTYiGmwv58wseM8p7trqPVHl8MmWWMsRR3l6NrFpR9KHGp2CvIS6Qi8AHE2Hpe6ndupMt+lffODy0C7wEHL+dP0hfNC08Bnznn6tpQCkcADaGohaVSixWkVFifWgJBL52bS5wDPOlVkNqtSimhpZ4/xtY9M8vYKaZvdy+VUqQUMPrdJfmuK3M5dzLnknDvU7GVevICXhKuWQTE7wFeFidTHVPVY/uus+NLwogg3+HiBeA2TBglWGcJZLQa6aRgjUY3jm0uHFVhoydOSnGMGp8tYiw5Zpxt6/WvYIqBQu32FpkAhcoG0QZXEhuduN44MoWv5kpsriX6cl4ZS06FlROcbnCAyQN+uWUbU9jwyGq1I6WAU5pSakdQq0TAAJqrqy0/P+9RrDgQOIqhhMxHMrJpBEkTzk84afhw1RNW8BxFsZ6UD8AARHKEj657/uTrwgfXzzjtJ/Sq5dWrD3k4CDJ7uu0Vd6dfIKon0PL8prBea3I+8+x2zRwe6XvHPD3yy7cdou7p3AdYqxnmzKcfPOcvXA8QRmgeiAfD/f0N1m0Y5o7Pv4psV2eaNtPkFj8l9q/v+fjTHkogs0G5Do4N5fwGYwLr7Yq3D4GrGwuiUfTc3yvadsZOhc63DCFydbujy0d+7weK+Sx8ddb0rUWx4hg1p8cjXbvl+x9kVN4wqIk/f3MDRTOUyLa5Yj3DH5+FaYLrduSTTea3SmFz0xNT4niCnDQPJXCME+tOMUwZiqckeIwNXd+Q54SPiZuiiFPgpBI6rvkmZVwo3KdIXzpGPbPRjjHAXmY+PydWvqGURJYArsXOEzEUdFeIcQQs2hiGOTNkYSAjc3Vjiq1jL0lX7MN5cdkKXV4iX5iq7sgVskrspEbm5JyZiqoAVZOrYFw02kCnFCGpyoRRiVbrCpaIhoFaoKQyUYrGCYBBGchLp9rDEwfrn7b9ZpCdFpQSwiIvUEsYXS41uExLzcpodSLrQsk1cLAhsxLPvQhJW0YVudGasURelYLiQFRrrlPgo+aIk5b/I2be6Fe08UDUFiTTksmpIdmCxLToJxbXT1YE42lpakJv1pyz4qt2xXB3prtxtMlTlCZLQwiRHBP/9Y8blNpQTOSP7jx/47OBZAxBdxQdKQGKrk+4Jmiy1k95UPBuZKUuglTJiwRHMFkWvkbhCQSja5F2GWUkVW3CyMQht3wxRfYny73LfJAUX+iZ5+eB1dby6bpnvRK22fNc4DzONYV1jky+4P2MVpaVrgwJ0dD3NWxxf5hpmo55GtmtFIP3fP71ke+92JAl88HG8MltRwiBEDwpCkEcs58q1K5p0DrhU6lsmwJa1VFPjHXMYbUwxVTjAlJAGUtIEFMteiLCOUSk6flv/84Do27QpRALFeq3FI2mLMnIYuoiX/ITUK6U/K1ikVQdF/KE178IfguIw5WAXwqSat2uWpXwFOVQtTWxVKcGVGv8EqReeTkiiDZYZAltVJW1ohfdjSjs0vlTqCf+m4g8dQTrPr2z8yu1/K3UIriYb3f2qg3OVinwr4zKRN4TTLOMPUVIT2XZZQxWBcNe6vGjLC5AJaisa4fnMuIr0FiDz5WwWl1n320xb6/A2IxVHotBSkXoi89Y1XLKM8kY3oauAhNDpG+qi2IlllECYkATwSqGElnJhNCTSsCahKhASFKFjD6hOs33XKA0hpAiDZk3STPHgjSgUkRC1Q86q3nVKFqp+Upj6okopiTMAGONaxmtwRThg3jG2Qp/g7nq6UpmVJ6X7RnEcZ4TMQrr5kwZRsZgODd3vOi2aNUtLjnFfgZ/mJen7cygCsPxAEZxOkYmI6TDiav1Gqc3KB1Y7XqyXKP9QA6Zw/0AbsWuB2tGXjzbYLQwRc/zLWDu+eILyxA1c/geG+d5eHjAKvjBD255fLznszuL6644fVEH0B/edjzuE313QptMmg4oMSirKKcWtVbsVolw7hkPYPDcrC1ffJ24edmTXWAImnO445AS5c0W3cyssXhlOZ4Dq9Zwu33F12/fcDIrvjjP5MnQqJHnVytWWjP6QsoT6xL55NrhkyYmePCJr97CXBQ+RjYd7OfCymZaK7xoDHMKYBpOY+QwBko8cZoUP1OWds7o2FF0wGghiKJJoItnTJaTDU+Nhqa1zCGyMkJjhRQ099miKKRJM2nNKkVUStw0ilfMiGrZJ0FcwZYZq2om0YtYpxFNTkxK6LRlKJEQRrI0zDGhReGVYohp4cNlzimStOW5CTTZIcZjs7BrI1pbjiHhSHhr2FA1Zq2yDDmQxOKLx1LoRCHGss+ZktWvvWb/mVlIpRS0edcREaUwYqBOPYFIs+gRXinFRmUaO/EYLK0uTHlkTC2t8/wwHSvIB8sfDwOvpSflno/NiX9/09LxS36qev7ekHFJsxchGYWmQXNEac3AxeZa6NiA1O5AMApDxCb4R0Ph9zeO8X6isYrbayEsT7zrzlROjXT8m9czf/GjLYfR87e+mvi73wh/8NGOv7k/o3wh2kSLWvJJeFpA4EL25cneYkSR1fv002VRkYwy8oTE70sV8zoMkcCXQ+FKKfahcMwjFsNgWlqv+GY/8G/91if07VzZC6Hw9v6RmIV5jiSJpJgYS2Hd9Vg0w1BYrxq0rhTItm0xSnDa8/1nK0yBcRg5bzaU0xnvPU2/4jAG5lA5JXMs1Gb2hbVS39+nIE1lGKaZttE456i4/Ag+cBw9OdV2vJ8TSgx/+NkjTauYYhV5myX7KEvVttSR4IUeK0h5d75pZZ7YKdX1tmhfFvXKhXgroogLrj2VAsrUYpcaqvi+Y6kWHpVQWt++QknL12i7dBzz088ti5izvq7jy7BERVCq6PySRyS/UgNchM/vk4Qv3aJvFyr/5Pep94q4S/FV93Y5w/K3s8OKVIe0XWzkLC7ALKC14imb50KHTomioBRFSpeh6Xd3e6ZntGiuUqJrPcm0vD3DV8UQc0LnFnKiV/W82yrLSTxtgbaJ9Dlw1Ta83XuapuPV6Q2sOpqNpgwzzbplOBdOPhIlsVWFqCYecsMbPLYI4j3ZCkonSulqdwypNtpQ+MV5JgmsgU535BIIThN9rMBEgeCFlAu/DAYpjqgTpIwrwq2tdu37seFh3HNrEtfX1+Q88XDYYzpDa6742aPHFUGsIRRhmma+NMKr1YqffjNymODDmy2/OLzmut0wxQxzIJXM+sMD07Hh/rWidSOnU+DNGHi5fYZJidf3E3Pp+fphRqEwonjMmaIiq7ahcwrJ9zzuMx8827BWmfM8oeyaH902zHlErjISLGM8EW3hy288ya/YXQu32wImkcWDLqhkEeVp2obJK8bziU8/2vLVIfDwaOn6wLM2cN1dcT/3OPVI22T0NOFVoikb1CR8dLND5Ct+9PwKaVY8vHkL7GmK4k1uAMVcCndDHf+dSk/XFCQNfNStmVIN2Mw5sy+GL08V23odrih2TyQweEenHajEVkdytniT6URwTiHnwCDCWTI3redKGpIRvJ8ZlELQhBgIxaBU5MMm8L2dQ4czKUR+OlXNoNeOviScjtU5qyoht7MNDYqkE/skmKahzHN96FwKpVxgzELUEPNEYwxOGeZ5pjeKTlm0SuhUO3dvVSLFQimRuSrySMaQ50gpijllxgySI0h9GN9L/V2S5J+4N76//cYCxkmlk0pdCYhPSN/6JGlLzdfIorAlMcnIM9vVOb/SfCwTxhnepIFSCmu9ZgiVuPo7vfB2GvlJ1pi4ofjIldZ8YiKf7jIpBlKBjGcuif97NOy05iMdyDlzvRP+5hcrUiPopsWFM395s+If7mf++O1YtSunN/w7f+EHy42/ts1DyKSc6RvFXDKt7ni2bfiPusS/91Hh/nTkZfL8Iij+wcGyN44knrbomte0LK5KqrtELs4PVUcSki+t/8tRr8o9rZaFbukapOKWY5eYF2HlrDWqeGa14vvrzO9eCVafCMWwP49snOHVdcefvJ7YtQVjOnqnGYJw2J84KV+tZ9RCRFHIOYDVXK0cvYWHobbkfvl2z7l0XLVbtuNAZxUhJHJOpKXYs26xg6dchaWpkJWipAApMIfKOyl5xBhTs1/QJDJh9uRciCHxux8951/48MB/948j+yQUEko0MQtlCcQkZ+YCTb74eqrz6FIY6IWWXPknglk6HaG8Q/EL+WnkdMm2SrJkaNUvwUi1FxvNIiBezmhjnnQqNXivMjWgjqtUuYREpqd8q1zyU46TEr10amrBchm/XY7lZeQpeXFzqcycE624OsIytaPU5Dpe9Dk/IbRr7VQdWO8XMhdGzIXuGwoLzIwnjg26inovwuSynJmllHq+xkI0Cu0MOlXe0Hd1M22PpJloFIMS/uQwck6KT52wJpObgZw02WTWNhLmRGcEheeqMTVjB4O+WhNzpjRrmNcMs6c1LfuHM1kHpEBfIkMxRAw/UIWrbFElLQA2AVe7eTFVjIKYTMjwauOYQ2QqiVOaUM6Q04xLDaZkVDZ0MwxmRA2FTd/WLmrKKLF8flJcN4k5zDjbMfnMeR+Ys+acGj5tn/P1acCHTCgNu1bzeDjRmIYbA8M80TcGVybW5pFX6sSrZzX/5/Gk2Xvh7/2iQ0wi54Gd61BqRaDw88fAHArKtJgwcN0GrC3MymF15OWLFX05E2PGbjpSmnizv+NLv6Xtv2BlO+L6GfePZ653V9j2xPMPbqBM3N50kAYQYToV2n6Hfu5hDMz3mXZrICVc5+h2E34+8vEnDqWF84Onb18wnBLXzURKmpMxvA0zN+sbrmxG7zIMnn/85x3PryLnsgc085RRTtHrqY6cVj3fHIWvHkem5PkiCEpn2O+J4vAxYUWxazRXyhLKTFQT42xQykEq6HTi+apD58DjLGSjuGoFxczuuWZWK745TGiJtZOnhStTmJNms0nMZ+GuFO6o1/dn9zAo4UPbsjOBSMdhGpB1yzpn+nWh0Rq8ZR8KQ4L7kOv4O81ILIRS72l9Y0FZWpNROvPm2JBToV0JTRbuk+KUMuIvkSyFJhtCSZAtoURihjQNzEVT0JxEAItIneDkUOUTcZGpXLR6/7TtN7qQ/pO//ne+9cny3lNkhbK9s726knmp4S4lGq2Zs2ItS9s+pkU7o9GqEJTnVSxYnXlUinOEKx94uRJ8LhgLa61wWlNSbZGhMwRNMrUH0i9o9KIaJmv5xX3kd3aFwxj4resdO1d4tm0wzpGLR0QTCgxT5PE0sGkdY/A4pdmtWkJO3J/q1/mYibHgOsdnx8D//hYelSOX8o5Rk985leq2PKGXdwjl9ze1fEXhna4IQEuqC8lypINWOGArnv/8R9eLCynStMJ1t8JZxcOU+KNf3GGT53rdUrRiHDxzUcy5FoilFD7YNDTOYoyid5XXE+bIfvIcAzgxzH4AZWiNYJSibS0pxgXpn2maBsllGbfAaZpYd13db+rPvDiJUipLd6MKU63TpChQBrTq+GZ2/Dd/f8SoEwVFXBw3LLEAM7WAeRfQyNPPhlpAxJwWhw5PPJ4LLflybqrqHwbe8XkubjGARhvMws0Q9CL6XVxCiwA7UBcSKZcuRyWe2id9Vv14SJdrYCks3oPBXbo29cXS/VnYMS5lihLyhRq9jMRUKhUOKLzLHivvXHzvZ9+wvCfp6bni23q1y/elUp4+/r7T6ingdBHZX6CQ/8t/8Ze+k2qY//mv/tuFANEoTrnj02Zk3beso2FoYfQZjwMSk/d8PQYOWqOTpckBU+rT7fO2Jkh354hWh0pS1VKfckzHfqpC2xwsnsKqafApYiiUMFWXiHZcW6njZuCUAz7DtjWcxyqcnCYPWnGcC73KmDjTdR1DKmwk4XNi27bokjllKnLfanysjqkLDiMmWDXLOTB4pA1PduRrW3BNFaL3V462KL66e2A4PDCXNXZzwzAVlM6okCtULwd2Tc1cE1tBbnev92yvNnRNYGMio49gHSkVdPY8e97zeJ5x3RadDcVkCAVTAmp7ZJpXmKw4HiBkw8tXHSIwPL6hZIcUWL98DvMeP55JMmPXa6RMjPcarXqyzuTi2WxvQAWSDxWHIbbazcNADIX1zY6vfvqWzVVHDA1Z1pzne3RqGGJkrQ3FTESVmSfhz754QJpnzEpTsmIOM82CoVBpZCoN8zzjxVCK4EQvxoGRVsCaiZZqgd/LjrZxDNMZ60ZaL7x67pj8ll8ez5AFnQLHqMnGYFHcNjO7RlGyIbWROBl8DESfmBHWfaYRxabLDPsRsWuK1nwRDPEYeUyR1ih80dw4z5wyThwiMGWDhAFrG2L0FKOYQyEVxWPWTLkW2lI0nQBkQlHMJdRza5EfqFzQprpFL2toKhGf5KnTfE48ZSw2y/pucgGj+S//8B/+/3chZaVBe3Ss+T1dKURdRbdGLEFq4FJDJBvHQ/Fk3XGkIFp4oxx9CRhlGHSpeoQMrW54y0xTGpoQeKkm5qL4fCxgVmgV+XIWtLZ0xfJSFRoKQ+tpomIuZ87eYY2gU2SrI79/azgcB56vt8Rw5mx74uFM33g6pwhxomjHaQqEEDiUQqOFKc3oSfAhoXLG+5nrqw2HwXM8Hvi0XfMHW8ffPk6gW0SlJVBPnqzSimo/rW9MXVSimtBhi1OKIXksmrP21Y5dMgbDqEecN/jGYmINPDRKY/LMSVr+1i9P/GvPAr1r6Jp1fdPnRIiZloR2LYLiw11Pc90yLxXVP/jlXR27NT0rGxEUpzGjJNP3PU3OaBWZ54RF1VDAXMMZS861VSnQaktdcgsxgyhNax02R653KwafKiE4FmKqWhgriq7ralFQCtEPrFf1dRsf+a/+5Yb/9bPE//ngcDLxsY78qVpTSqRRFSpo5ZKWXXBa16C7RVPkrKoFbfm2kBUudtb8tLADVeuhLalUAq5UyxM5vwPcVZFwdc3pXBehXCp631xMZ8uvC4uAt1Ahc1xs1xc63/uylpy5JLhrvdiul8TtYOSpMHq/YVfMe6Lg5eck6oJTO0P6ycKflCbGiFGusoP0pTOk0CW+024tY7J63tW9r0GSlkugJItg+f39/65tb0wHBpIG4shPgsHsE0MCdb7Y7Gcg4pTQth198JimVKdumkhaGHTNkdk3mkE2aDG4FGljxpWAVoWNMmxcZttpJBb2nYWSiGPLKURyyAwCroD3MIiAeO72A0UJpwy5aGz2bI1nrXsGMcSS6Ryc5xGh5T5NxCmw7VYEq+j1SIfitis0zhOCRjPTdZrTmLl9vuI8J4ajMCmF61r2R/BzZDcG7ErTWMf1Bx/z1Zt7zPQNhYYb69B9JCVHiRGlQDvLZnvPPG5hmzD6DWMQXHJkvUbxgGbNenPD51/ds91obDrRbAwoR5ga3p4im/yCFYEkA5s+0663EB5BdSh1ixhPtzIg9wQi7tbULDzdQZlYixDaR5TboNsd4e4L/BQZjytuNzuSB7c2hL1CO83+9UjUhq+/mXGSOU8jz56vsZzZtAHTOLIE3u63OPH89u01QWbIgqRMaGuEzXA+oJTiepVYb3vuzpE5V+SHzhPCjM8dQ7rmHCa0EzbGMPgIxVKyw7Yz+xPAyMbObLcblFf4ceZt0oywHMyCAAAgAElEQVQ+8nYuvPUa13rm+0Aqka2tqP9ZhPsHy0kl1INwq27wxwQu00pg3TRMU8Eow5w8P5sMO2VQJRIKjESUsiQfsNpwY+rY/HEK6KRoL11iUxhi1ekYEm0qhBRoTE+i3otypHaGcwGp0ESVI9pUI0wjhVAsIuBzRIkjiCf982tgavpkr2tLO4imKY6sA15FmmXh7hA8iRGFVZF1qVbXlBWmaGYjGBEmVR9CUnZEa2iV5zFZ1gLWQlAFLZEwdxx0YVIalQpfRbia9rgp88auuc0NL4wnJ6HBk5LinDNBDBIjUwz0Yc/NdsUY6yLlQ2HwZ0ISSqkgMFMUyjjGkEil4vNMq2tCM4JzDh9nfrRr+ONz4G6xfSkWkBqV/2KoC5zinbOjYUejR/7D68TXqeF/O450S4sMIMiEUprkNNswkkzVXmjlCanjJns+mwPtQ8u/9Fx4OA6ICI2Gx/1AXmadXdugrEOpTFcU1lp+9Aoehsjh8QFztQWTEPGEZNgfTwzeLwDAhGvqUplzAjRaC84uC+LFgiwFpXJ1F8VIaAynkJjn8O4pP6WqrRA4DiM51+DK7WrFqrVVH7ITjlPir/z2Lf9BnGibHfE08I9mw//086pxiaoeV2UuvJZFvHsRQV86Iu91HeBdh+XJFbS4i7zO5FT1BQsSbulgLB2TS+Gw6FySqVC5VumFLfTtFf2JPXMZHS0Fyq923UopWGvfOYiEJ8hh3c+l+7F8/uImev+CvLCNjFZIytTw0rT8rZmcWX5HQmt5auPV4IOFP0PVZz11jVhKlfI0THrSdb07qN/N7ffW1TU0lYJBE5MwkriLlY+SogMy2kh9Gk2BoAw+BXoKjbOMUjClIihSA62HIppzmZlMw1yEFApjCrzOljIZVmpERNipgEo1HHW30rhp5osyEsXQCZTc0qiBHo1uFVlNDKnQ+Y5Oe3bdIsrPhavtBkPgubakbmK3nemcQFRMdqaJM65/xn6c+fq+YZwtmZbHoDnNCgIEicjpgMVw2wviJh6OhdasGOfCze01+fSCtvuctTUonUmyYABsDdbVbYs6zXz48RbdrPjm/guerVYk8RyPPdvnEek8r14Krt/APlFc5iSRkBO7l4r+pYB0mC9H5rtEkTNys4VB0TDw+HAmS8MKsNpR7gPl5kTMe3JsUA8epMGrwpvzmZTWFA/30fLTz0c+frlj64W7u7c8vxF21yv6dotvDzjR2Oue+RD5/E0mS8to4XsrIeWZrx/PROlY6w5XKjw05Kozc9tlFE91qWkTWJmeeZ6ZKEjsyWi2EphNoWTHkBMaj+4NU8hMpmc/DayZWKuIP97zYb/jT0Ou7hylyVERmRiPhpWpSsIUSn2wSaC050NbmLMQYkG5DqtCDQKdA6hCyoE1CqUtORYeZYmdSBWg2TcdLmaCL/SSeXW14nPvmadlLYmKgynoqOmsJauZYDX4SCiFobpAgExOFZ4pUtPRS64i00aoH3tPBhC1Jv4axhf8MwqYf6PM7K4UX54yc4BH16B0ocPwWhJNqt9edKTJlqY07FRgJROzd6Q0MdieWTsU0C9tdKNmOq3xWROk8BZDbjWSICvBGYVm5spbHuzEQQvZt9zGjJbMtNKc5shprAuRPXkaKure+JEYPcELX+4TL65a+pXDSiGEiI+JRltyyIScKFOuItGUKKLIknFS6ty6bfEh0ZoTf+1jzf/wsyOndsWuJLZt4stsKgZeBZpZEUSTW4ULhbOFv+SErSusZWA2gb97fEnIA9YrWrfjr67v+e1XK2Jo+eufee4lkuWG7+mf8+/e9nSrnmNInH1CZeFwmtlsNgz+wOhnAF7fT/TOcbNxNMsa2raOLgbKpucwB37yZ2/58fdugLgsmpCW7oAuCURhjMFohRVTuxhiGENiY8B1DhMCkwhKIKXMOMWFm/IOMidZCDmBVpVCrArWwDDXk3yz2aDUmXEc2T3rCT4iz9b8K+PE3/j5mcmsKTm+E0orFht7eSoUWEZKZRGkNsvo5iIwlktBQ00KtjljnCHmapU3qWZl+RzRRmMWrUxBo7Msdnep4YkU8uIeYrH4Z127F/YiHs6V0BsubVEqNO7SaVGqun5UqXb/RKwWZqptuXmqe/LSwXl3Aef8biRX3Xf1HqBy/R1Kl7qg/gpM78LBkVpPklJcojXqBzMFYq6B7fJuTPerAuTv2na/jNKsqsDBXDIGze+uL8c5ISnW4zcrUs6MZURpjZGAio6HIYOFeYp0qnax/TzyQhmOwZNUZpMUQ4E5z5Q0MyUHJjAX4ZQnWiM8hIzSBZsbUgh4JRg5clhGun62PFOWH14rWhc4nWZyimxWFkh4f8+633CeTrhGMcdEEMNup9Bhg2877qaJeWhw6oFrazH5wBQjL25XhOPMbiX0NwVihfbRa9Ar4vkNoio/Ka1nlBqRFZCvKAjTNGEkUrJl/yUU5WnmAmWkVy3nBKuPM7ZNnCdDT8Kpa7hvuT9MXG9arPZs1gJnIX0zwwg5rVldeXJSyJQgz4zHE5udxssDuGuyjKhnkSgT7qqFtYNvGuLrARXf8ukHPeMve6I+cLuybG3LPA00LQyN8M2dYO8HXq4D/cbhc+CP/vTIKCtKviKpPRI8P5kNvfKsNFx1B3x0DHr9NO5OcUKLBq2YQs3Outn0nMcTjS7cmILbKmLyeJ95JhrrZpxp+PI+YQS+d7XlOA7c2oZ1v+H1NDGHws/P1WV5o0Zs6dlbT0gaijDTIymRJdMZYdvWh9qUEiFoThKIwaPFcaMh6ozPy+Q7j5g0k52t7KhYSVhKBBNmBiqaQhvheB5rt14qEqOYwrVSRAkIhTnUdcC1GZOqLCKVmVw00SwRKarQa8NMJBdhVgVLRrAEgUIFMdry629Mv7GAWbXCcX/iI6dpbhpK8Vhbw8muZsNPlmopiaFTkWc61zem9IyN8KWvAkW3xNzmC0NGtUwx0tahO0YWlLoWbCl4HJJOHFrFKiZ+aA39y46f3r9B0bKe4A0bupXmtoxYIm/3I0XBYfY0jSWqQEqelXeMaSSn8DRrCypRSOTL4qISTgmbNnEYzpyLJivNeJ5pRTDGkIrwH/+24ewz/8++VJhUqnlPKxxXreIue2yx/NjNrFYRlzxHlbm/C3zUKka553OtOTQtq/E1q1crGpe5ahS/d6V5O3h++Hzme9wiTSLnwIcrRS4NfpoIOfFw2BNCYN1o7o8jpt3QGsFKoes6YowMw0BKCas0Pk80TcPb08x111Rh7aKV0FJ9+EYuGpSMXjzBvs4fuNrtKCXhFDQGfFIMc3qab166CDWzqd7UJBcaa7F2yVBSYK3mdDoxTROdcWybntJXu/Wq7fhPfyfy3/9spiiDpCrevUxWRL3L7+mWmPBLR6GSUGusQaEw60tFULH/l0LCqAo+Mbp2yoyqziZ7QeermrweLq6y5aKpuqUCqgrW9bInFwwRtnZ6LvTbiiyDkuLTPl8AcSLvyL/5KSDs8nSx6FzK5f81eFQtwmWAkssT3O5XXUy89/odPyZdPvEtFxSloOWdVuvpiKnvdgVz1UApCVEJkYy2VZRukse6xDlAVBrlE9kIJirEOmws2L6Qp8Tt2iBlQmhxFI7jxKQyKnvWOiPSc06JlEHHQicG1xXezJlr5zAZPAGda+jipsxopxcdyorGzfShYOTIpk9I6fHjzLZt6awhhECZCrura07png8/3PHlfubzac350SF3J0wIXF8NfPLqE2I6cpSGGDL3Y+ajW2F3e4b1Cpwnl8Lx0GCtRfKOz372Fco9o+sVn4+R8yRszDWdjfzggx6Z3+LHayZ7z9Uzob1SjOOWY4HrzYpVa1AukfeOlfYgI7k42HgoD2xjphSDxAauEmTNmB7oP9FYLfBWoa52EAPpcGL98RZ0wJkdfFpH0HHKmNDC8x18NhB0IEaweg3jlu72xPSw5TjMzOUlpX3D6Rjp+huMPHA6G356Zzg91Ow70QpLJrGnFYUua6zxRJ/Yblua6BDlaWUk5YR2hZtnO+L8SLPqsfmIbgPHx4bD0tV1xmJTQq8L8xzxeMJseJwDrTMo5TkNrzGNQ821WPvBdcfjaaTRkETzfKNReeYYMrNP3J8dIQ/knBloiRI55JbVdGTlWnRjkBTAabCBkuqkrYmKUVW0grWWoIWuKIJVlKyBqnPpgyfk+qCXZLm3xozRGh/SYrao19B14ziVQM4FS6n4DFqyMihV9TGagKSAVYaIopN6fZUsi8bSEnJBzK8vU35jAfNno+IjKvJ97aAohc8ZYyLPs+aUE70rnGfYKeGlTPgcWFnLrVF8tBLGveIP0YSkKZJQCpoUECWkUs26TfDEBNk0RAUf8pZ/fVVo1orOKozOhJj5rXZLCZGghf/37ZnjKMySoGl4ddOjU2JqWjyZ3mvarsaM+1yeXCnOKOwyk9MlI8ogUjAlse2aKoIbEq8fRzbOkRrwd0c+uFqx0pa76cSPbW0V7o/wB21AVOJFY/i/9plXZeSHG8GqWG3VpWOztcwq8GlMPOSeHCZ+3CVen870m5ZrA114zae6sA2JA0KvWp6tM83VCjNn8mbDFBN3xwGP4oVTfPC9D5lj/VvmlHEhPD2ZW9GEKdNpxW+/3Cw25EgoisnPywgpA5qiLnoTt4xxFL2tLpeYE53TYDVhTHRtQ2HkNAViWgiz1H99LjhitVZLZtO3NdfCVpFcaxS6c5zOgc8e7rhpLNvtlhJnfnC95q9MDf/j3QkznDFGSJLIpcOEe2bjUDFjSsesCkUCiMGlOlYKumCKwUm9kDxSL4ZSUMaipFIlEQUxUwzVBp1qp8cuehajNLpAMAu35aJxSXkpEN6NhJRS1ZmmNXoZBaVSOzIxV7v4U1GxjH1kKZjsUtS/q0HkaTx2ESVfrONPuhhZCrml66Mu8RlxKVSWCIuLRkZrU4MkVan7mS4Fy0UXU/82J8t4Tb0nEP4Obi/6WqQWAqIyGkHKhJHE/n6giZGrriFYyCpitoZt7BmT8NW9I0yFu3kgiqNRgSszcFc2xFA7aY0CTWBlGxojdM4jpeEw7PmgA0XieRb6fsWKyO2zwH40aJMxClIYORfhLhYkWd6cO6bUMQHqsSVTsQMeGN5GRv8M23V82jh8WbNVB0Qbco6cDi1/eD4gUmhtR8mG6Fb84ZsZdacI0dLZTCoNIWaKKuhmz/dfrWls5vkzx7PTyOQ92gnzaBnmidj2RJMJ8y0PB5A8sTMzuAydRpnCcJhwr9aobKFvUdHC8RHWDXpTwGbYHqBdw82I0YI4BbmD3sGYyWHHcW4odxOtaUghY37mcY3BNBNlZeF0D53D3kesuiI8JnIzM50tIpnnr65J52/48vVELoXr2w135yXyQQ48d2vWbcvsB0SdWa07bIoYFZhnz1wsyj+iO1jlBm3PSwHcIfrn7Ha3pPmI95r5VEBGXuwM1mp8GSheEWLlaTVKYVeFD8t+CbGFVCylzBQsfo7E9IZdb0hRkX3meMxo1TBn4RwyxgoriWTd4kZPyEJQMyIdwUMxCb2CXhQqBWg1c454XUXhZmWRWCgpkbUwZ8N5nhBl0LmgtaJV1YSSVCaWTBTIJbIzAkXV81QMUxq4sgaRCujMWfCSiTlUThiZqYBBV9YQdfStlCYRarCzShWD8c/bgSna8PpQmOeJxmq2fSGFVIP4wpEfdXA3a7bWQgmcstAqg89AzFAyq77he6J4O4zkIqx9RitPigmyMBTFQTuUs7ginJ0wpmd8EV7zqc/MShGC5xwSwxy56VpijOxcoqSE1g0hhCrmbVsezwOqQCrCYRZCSAw+oJYRg1GCQVEE3IKIjzGycYbH88iuW0GZeLZuORwGlHJkJfzycCbGSMRQfAQlfGINr9pA02qSJH4f2J88q25bf5dpCDngWsFE+POk8Bl6CrfrNW9OD+TPv+ZHL2+oGciFw3nAKs3pPPK7H34flYXX8bHOAYsjpMI4RwYRTIo8Hg9Mo0HdrOldxofIaYzEXMipnhYxRlJKtTMV340ZQq6jEi2Lo2aYKF1TaZ7aVRKi96jsaiq1Kfjgn/QiOdewOK11DZGTGkSoVSUIhxBwTccl1ZpUtSPGGKLKFDGMc2QaR0LRfKy/4ZN54rXp6Ao80x1dmfgTu2NbIicTCSXzUs2cvAYlTKpCFQ1ClPhE7DVSYClaWTKHGmWedDI21QIkSBXRpiU0NC6ZNpfcofcFwkoplOT36L9pEcXChQDU6HduJCvlyWZ9SUdPl31atve1M8I7p1EtQJbu0HL9qmVslZdzWZcLuXrpbJJqt+U9gXP9vtqNqlC+2gau+1/bw6q808hc/t7v4vZ8FZkkY3xAVERSh4gmJZBXHQZBK4ufhSlMvN5b9sdH5tCjSqa1DR+oFj15fCyoDC9MAfHojcXmhmebM+u1pjEFn6twN0TFYVDcjxnlLWGemSQTziv2w4FVLJyj56PGYIxnmx2YjrtjoWkSmoaxjIhYVBZ6ldk0lmZViaYxC716QxIheEtjKkl8ZTyNcnifeMweMGxcizYJLZ4U1mQ10d04SkqoODKOehlNzqx2lj5KzVxaTdUpSh27O5lADDkK82QoTnF8qEgKnwzmTWAnCu0yNPfgNae3AqXjcRJieMbWzGilWTWf8PXDnhJmxnvYXnfc3rxB58Tmgw3xcKB7dkN4nVCNwMaSnz2i+6a2RE8rcDN2q+As9NsC2nB8fWSjLM/WVyCB/eOJletBPDFGPn7Z8dWXB2w7s246poPwOBdcW2A29OvEOQaevwDdBxg02C0UwU8b0nxG3zi6DJ1qKA+ZlAR0wmkoKtDgIAXGkHDFUXTHFBO9ausaScSXB0zb4dU1TjIqTEiCiMMXheQT69JS+sTRt1AMc0mEaIk6oJWmbzKlJMYB9qaQA2gHOS+daGvxvo7PUYmcMjEFjKlOUqMchYmsKlMtRl1DRbUjFRhVBdmlKOQ0Q7bMmRrym1zV+BnqQ6lSdfSOpSiLLrHyu3Ku3U7RiCmoUlAEpl8fRv2bC5hPyxE2GmOEUywc7z3nYhhmT9P8f+S9SY9l2Zqm9ax2d+cc6zzco7t9dpRIJJCQQED9AGaA+AlMmdBMGTJlgmCMmDJlCiOESBKVsoq8mVlZSdy8GRHemJvZaXa3uo/B2mYRF27GoIZ598Tl7tYcO7b3Wt/6vvd9XmEnlteDxRI5iuHx6cKRjttemPFk0XxUhk/XhWunSHlFl2oxLEqhjGOxLViNisJcoLlMfDpErrTwfkr4KaAcuJI4eM3ihGVa8doj4cTV7S3vHo50Ho7zWN0kyfAYV0rRJBRrCRhlUUoxB0GzYowjqELerISNSVxiRmSiM4qAwntLjvVjTDJobYhBCCVSlGewF4xpcdQE7LaBoW1JqrBMgbbdhJU50znDz68V7rJy1QZ2naPBoTT8+mkih7DZeHlxqPzymw+8vu65ORwIa+Kr9w88jAunc+QXn3yO5JF906GtJgchNgnrLXMUHqeAEUXc7JJD57gsK0lVq7DWmhhrK49S9UMFIY0Vga6NcLNzdLaeyqd1rX+GyLxmSs7kUtuhSQreaQTNHDNlWbeRjGLOEbM5ii5LTdo2VkjLymQH/vJvvuWT2z29jvyT08KNUWgyRRve2cgfl8i/rw3WHJlXw7tZ8xb4N7uVh2Xgz1vFZ5NCCBQ0F1FM1tWOynbVgkK96FOSBtAk2WIp8gbUo050lNEvGhl5Trl+ZqgUjYiu94SxiOQ6BdpGQZVLo1EoErx0XNQzFFA9F5DP4uNne/V3jJfnP42U70ZV8NIheQYYmOcx1NbNyVI7NKLB5siqCpITHZELN9wIBJdfrOMGQKjtYBRFFf6/Y6nfpetX34RKI84TUhzDLlFK4bwa0hS5OjRI3lKhjyuvDnDrI/rqPc5c4b3hPGWeloA3hdvDnl0eK4MOhXNwDC2X08pKJBTBaM9eW96oE5/tLLrMGKNBdYR4z09u6wLfGMNsM+9Ohk5nSjhxY+sIPCnhYCBqiPOKMZbWrSxBEApKGrKt94g1CqczIcMcE1ZrhsFwo2FZIsVmGt9xmWfqWcfyeM5IybQF/rV/4zPefnvPh1NBY3Gu5/B5hGmF3EN6qoV304LxaKPpSgflAuFMyVfE0PLrh5m3c08MQpZq9R5cBgqkxNVVy/t3R3LMqHYkRYsq9T18XFbuv71mUCPH9xPedbSnhRRW9tFiskE7T1YX9CKkaYeTps5LhpX1XDvGw42FztLrDDT0i4F5RSRzmRtCeuSLP+oI55nj45GkCndvPq1hu21Tu/+D5nTWTA9Co6vIu3ZGu6pXexuJxVCKppSEsx15vSBp4vr6FhEhLDPWtxQHH99p5ig0naCahnU1tPSM58icVz6EhkxDXXcVoSiu3C05n9klR0kLxjgEj1gIqiHFxFx2Vc6hLxhALCw5Yo3HNC3zurKURE4KrR0hJIx2rClirEGtQtLPXWVVDS++Q6VCLmpbwDJKdKXV68oOC5szoSjB5BrQ8yxdyBJBhFEFChanIIjBKEfaOt4iGvUDaKofLGCWWB/gkhwhLBsSPXLT97SuQr8um3c7SuLiPQ1CkYaTQK8yzZzo/Urf9hwnWFWd5Vd9RuK6BKxuKKbwECILhcdYGIMwMHPwjiYJ51IQ4/FTYWd34DJtc8e3Tx/AKrT2WG94XCY+rhdMchijcSqh8ORSAWOiwCBARqtCLIK1lstkaQ3QVUW2kBFjSSmhtWZNtYI9zjP6cM3JdXyyLiQ0cyw0TS0T1RppXcOsCpdpRTsNMWNty84rrtWMkQRxJElhXMHJiteKlDLG1xavMRVgJdJxHmemMbAukRAic4Zv7p/4/M2OnCDFWBXbp0RKiWVZ6UzDaRqJomid5TROKF1HQt/nppRSaJ1FK2ENEd/Uj00LKAZ036GUcBpnQhHmkElxy48ydTyktcZuoi+l6nuW10jUDdNcF/ycc+W+lMKw61Cm4XQ6YYzhmw+PvNr3/HR/R2LhMo4E4Mel4xd9gSbSSI/Tist65PeSpXfCJ7cT3dkzmcCgNJ2O3Ef4Kimi3QqDzX2k2dxiyjz7mYCKSYfv9CPPjJ5GW0r+TtsSt66F3cS2VlmkVCih4TuvktkcP88AO/lehwW+j4l5Hlc8O4e26/sf/pugoZfi5tkGnTZdjt6KNbN1jRQKq4WfWcU//vmBu0GIq+e//eUjTtxWtPMyv1JbDKSV55yn383rp58Vdq5BtKdkTSqFtjOso0LmKsj+GHwFy7mGNWdC0aznasNXamYKK87vSEvhdAko5fAmEbOgdSKEidZ5UiqgAiILXdsQimffK4IoTHKklBiLYimGsEJrNWIsT+OJ1gwIHdpkUAmTM613oBRD5zBSzQ6fuMrgEJWJqadTJ452Zud6Dt6zholrH1ESsF3P/Smwtw6451GEvZs3EblH3IK1lvnDP8PPAde39M2BGDLTV5YcR1KcQGsOfcPDN4VxekfJlqwn9ocWPe9qsN9cONiZeT5jVI+YQiqOZcp4b9CSef/hI7tWiMXwSZPYf5bJORJNi86B03Jit9th6MlLodFC9i3arShXyAnsMlDyhEszpIXl4rEuY31Ds/TkObA+Lbg5od01F3UmWUXndihjmZeF+Agyd2AEa+B+mskITVAszFhdxbP7oWFZFa4RdEqUtbBIQOlMXHdgMsvZsbu94FzLsFdEBFk07Sd3qLSSoubmC89u9TjX8O7+zJI1erhlYdqCPiN93rqzOfH2PHOfGxbdY86FYjw6boQ2EbJOVORqzdkT1WBjjb8osdLH3SRMFEw2ONsQU0KZhpIT2rSISmRT74Oaq2YoYshoskqgyjbyqt25FBPW1QNZL6oerDQoKy+5SaaAJmIaT5ctUjxpg9SmMmGNphTFouVlfftt1w+PkJJA0/C4RD6eVm614vbuimlZsMaSCjyeJ64bj90N5DRhy4zfWd5Ixmn49NpS8Czzwq4ZmKczJSWM1+QseAmUMKJEMSiNcj2jb0lZs2tOLKswixDKijklgnY4VUg5cwqQ0GgCl5Jok6ZTwr/1+Zf81f1HPhl2XFLk/XnFWUccA0mERlW/ftN7rhrLrm3oVGBVhpALRQ9McaRIxOSagNy2nhJmPt1f8U2G3mREMvej0OhEEyJd13FZAvfzSpJSmSimJZZCnqtr6HqwSDaMs+LdZarRDCgOjavdkZxwYpBQ8M6wjieOqiGEQBDD/bHCltSn16xj5GkZcbbFFc0qMM8La8wscSE+g+XEY4zBp0SrNap1rKFg0RQpXLcOpRRP48SrbiDrQhHN5bzQe0fnmypky4Fjkvr7MwbJglaJNQriPRSFN4rGNpRSeDpN21ii3sxFaVLKhKfLph+peUQhKb4+Bkw5oWj5fQdBO949ngm7niEtdM2BD/MDgiamytHZYbhTI1oqO+GRxE4bXs9PjB5YNavTJN/hpoXH3tHQAtXGnNaIaIOy5ntjobqZK6rGpDxD37ZCp7w4fZ6LB7ZyuJ5wn4c5ahtJma2r8dxVsc/wsGedi6lFTeZ5LPSd2PZZX/zszc8v3ZraoXPPEQNb4VK84w/tA988NERXRXHoGjtRVOYPm5VfRl9PQHyXvJ6fO1Gm8Jsl0+/W9fa9QTlIjWUaV5rsWNeEbzI61G7l0CSM1rhQaLRhODiUalEk5nnmE7lh9IXpLLxymhACrTVc5orZ71qN5IX90GBMj4iw5MSFwnkGnR0rghNN5/acnkaM9iz5wt52GF0NE1PxKDOhVYtYhdJVh2VVRpsKpdSNojGeoM/s7zLMkeufarqbFcIMZqm6kjHDMtK1C9Y6VLmhH1dCOTDPM8U3FPGUUyRkKCFS5oC3irBqjNFYc1P1cErx4ZTp945h/4rGR3RMuCFhPxNQT+x7B/IA5hWcHljniO9a0uwIi0HbFZUU1jVYp+rrbAq6c7hBwxnaxQILszzR/Vwo2SLnQEkT5vcO2Hxr1rAAACAASURBVP+4wOVEmQo6/h78H39LK475aUWuV/rBob45o+cC5wvoid3xFsqKhGO1PHc94nqWTrF/P6HMTLS1k6v3hdAe6e0BvURyfuJwfUOOifCkMa7h4VRw3mNMohjBvra8fdiBipw/OEIcECucf53JakcuK50VYGVaZ3prsXia8wNLCixuBynSSrsdCDPKNCRlaVA0toL6o6tjbofGWUddzWRDO9QDj7aGSSesrSPmu1I7sIpEiHVts0aR9fJyKCtbynoIGdvAklYoCa8NgYxSgqaGOGo8CCRXyMrgUiUGK2vZZWon3O5YktT7VyXCUmgRstEEyRjjGLKw/ACJ9wcLmFng4eORVRRttiSr+fB0wRvNZVlRSnEYdqw5Ui4Tn2twpmNdMo0Bj0HQBImARq8XGlmQdscc6ojDaE2nG/4uZtJlYr/zHLqJX1xZJHVEXxfvP/l65MPiacyZvvUbr8Txo5seKSuds1z3A1ZFVMkcyx69rByGjvvjwmmaKUWTRRFNBbolVYMHr70mqg6zzhQ0102hVZ5cNA95RRRMS82JcK7wI20ouXBqLY9LoqUGc53WiSyyjUksUgoPy1jV2Vno+54ggag0T2sBNzDPI7oIU5LNCWVonMLp2j14XKRC+ETIOfFmvyNJIeTCGBRLVoScaLPCx0QJkTnCaY18fnu1OZIS3tlqTzeVnhsIaAV932BMJUO+7j3eJ0rxIIbTGshPEzddZlwWtHE1qO4l0FLRNI5lWpmm6SV7qX4PTY3MqsLZECPLZsdUUl1JS1i5LBHrPOdpZBVHyZFvoiHmQLSa82VmVsLH8yO+bfDrhaAKT6dMDA0hw2kZeQqO7BXnxuP3PXkcyS6inUeUInhLkxSdmpljoKGtse3OYrV/sW4r/V0B8cyNEX4zqRy+65w87/gv45zNt+Ss/g1B7LPWJRd50bpUplDNMnLqNzM/vjeVomyf+zwKjhvPJW9F0DMl54/3hj9mx1eHzF+fFbNO/PoY+IMby2VaCamnUfnl+zy/JisvHqgfWg7+wV/jCgdXGELk+qplySOfX+9ADE3TsZRENM1mOZ+rq7EIzlhUvrBbLfOoGM/QdJk1K56yI61Caz0xFXROdL7hKWZU0OzaDqsDezQ5Jna7lUFB2w3EuHLvG8RCXFqmVWOsIZhEB/TdgabViA712VozV53w6afXiAjzFNkdDiyXlae3gZhWwukV4Wak7zXui19QvjlRmBmPQhivuWwdheMMOQg6Z3pzrNTaPrHzN4wIXvfMxUMz0qhAb5+4GgaaVoFTrJxoXvewtzAO20hpAGOQeSY8HmhyiwwDpRuZSmFYR1wHobH4GwUNEBZk+IBKO/hxT/h5g/+JJZYzzr+iS56kP2K/VWjfo/6ip/zpE/q/LrzrdrxqGrgcSP0fYPWCvLul+SthRuGMMD1GRHpaq3h7fKQ5XrjtG+TNF+QuEcb72kW5VYwycpUdzhhS+MCw61FW4DBgpo747owuQtQJ3TT8/JOM8g0lxNoto/D5TYNWFnICk1jWzaKowZieHDMlVQhhljPWdIgyqNSzhJVpDGhXi2nvBjTnmjJdGtBrRVMoR0mGYgrY6nJaQyHnjPd+e+5HgitoDN66DQ5qUSqhd1Aw9dykWwC0SayhmhhKC2IKubgawpt83eM3Ld1cNBkhloY5zGSBWBRz3gqhZ6dnrBExJdWD40kr1iw0yqK2g18w1Tj0910/WMB8cvA0raZRhm/WyP3bEe8tyXl821FCYhrPuMZV8W66EKQ6WZSzXNYVYxSNUTUsTjvGbJEwop1Dq5pP9KPO8nVacE2HTwm3aNIu8s/OF8qlbh5319ec5QOfXt1ASfSdo9GFvRW883irGZwQsiX7TOuEshQShb71PB5j1S5qRcoVQLfmTGsNf/o20prMq8FzXmr7a5WK7lZGVzR/gVSEj3OhVQXjV/SkWbWrY5OQiDFWxkrOFLViUETZoGoW7LKQcsviHMZmxqcRyXUOfV4n7BpxN3t215auNbXrUhSygXy0hcE5kiqcz2eytUwl4pWhvdrhTV0EP71qOGRHWleudwNzqInTWEtKkca6atVDYYxiXVfatmVKmsslYHQFFuViuMwTvwrCEgOfXg/0/lm2Cs46co7fUWa95zLXXCRgA6wZlrla2OdNTNw6zzgvJCnEDGueSbmybvYEnlJLWyKqRKZRo6whl8gQFs7R8lQgxsDbNdIpBSWz0uG7jr5vUOsZ63t+bIXBCU9rohfNr8KEE4VNgYvV5EbTe08o34t3+I26RDYbt/rOLvTSztw6Mc9u6G0IJKpsQtqqP1Hmu0dMKbXB/raixTnYNGFmGwvl5y8o342VnsMXVdms3KqSkmXDAqhSX/d0euR/o6EVT99EPr8dKOuFXx97ni4r/0+GvYKgt9/Py/hKbbbsH1oN/uFfj3NgiT3Ka5anGac133y44JxjCUdshiujeZKA0dU84KymsY7jsqC0w9iChIw1hiVXsW4jitYbusFSslBcg6e6x4w+s1MDUQk5KXJqGBvLutZnprWKYoRPPnF0Xhh2HWavWC6KUI4oGh6fztgcOLSOVwdHGh9JKVEiHKcnCnt6ryjmjqRHpq+F1V0YPgra3+DsFS7OzLZnGf+OaQwc0zXr6a/AXLPaHbcaTDMwhITkxKurB356l9DGkPcR8+WnoC9w3oEpNGsL4US6z0gsuCfITwumMZRlwQ9XYGdyDqjG0DoHyrLYgvs4kc8L6tqgf/EJ4u9Q3yT4VijlBP8ULruWm6aAP2D3A/lawXFFvRHCf/77uPsTb776mul9orv+S8zpM4gN3c8a8nShk5XlrebqX7ljKgnJnp9e/SPIIwTgkuCbmWbowCmyWM73HfGyYIxh373Bzm94e/9ADpE1nFjNjkZbTBbSOaGfhGmaaHY94yXS2gGlRprGoU3PGguKmaZpSFLH/2HRdO2MZ2XXLbRdi9kp8hQIZcT6zLoZAsax0DUJch1nRyy+3xFjoSjDcbpgpY7JnReI1Y1YcsaZFpUVqzU8RkEpj6mSRnKMFK0oWSNayKnS95MuBKm6LVJAjGWJHsP60mGOSnDJonSk6IkoBlRGm5rS/n33pDUtRmWWJeG8I4eFm21/i7mgtWVAXvArv+36wQKmcZbxtPI2JN6fF7R15CRoJSzTzOCrLsUozVISjoZMTV8+pcgYajhc2QIOk46UWEPlGisMDpxt+Dos/NS2mMZwUcIYJpbZ8JqG0s5cDT13N5635o5xHPG+BTTHKXBZhZvOMjSW4zRy3fecQqQDRu+JISMWOt8xpYBrHdoPaC00XvPhOBKxmCisvWEV4W8+jFy1W6ciVUR+EWHSoEVXMRM1TTmlwCXVnlgOmeIMSWmUHUhhwVsLWtj7ht4W/vrtI9Z4rtqGkgMp6epQiRblLGcBFS3vPy5oqe6pSrZ0CDVG4JnhMae6yE05cJrf8dntDSllpo2Em7JiCiNQi6jjVPU8MYXqOirCZRqxRmPGwIeniVmqzkNrTYiFOQUUDq+FoYs1D8jXjk2ImRBhXivcawkbTZf4ckMDhFWIUl40MDHOpFzHR5XNU0XEUhbWDLbMKAq7zrEu9Wc+FcXfTorS1PbpPLRwnhk8NEPDKD05C+r+I00j9Mx406Jy4XUjRIFdjvy6KIL1aF+ztqAGmVXk/tYl2dKjv59gzWZvLptTZzNzfWez3kZDRakNEgjeGkrJm25lO0WoLWUbBaVCoNg0cEUEq+W77s+LmLcWGflZELyxXJyuK06XM3fGMAhcYuAxZYYmMY81bLB1hWOodvhZNK0UopTvJatrdkZoQyY0f/9i8Q/9+sObam/VVlG0Yx4FYxy7NTK1Fapl3EwHtCXQXDUok5ECem83TVhmLBGXYUmKdXm278+ENdH1Hbv2RGPBWEvTevR6IWgQA3lpSbGOAS5L4FXbIDGg4pbdkzJMHW0TsSkDE21rUb1DF4tuEriCjwbwnN4dGa4eWGeDInH3qke9EbB1YyG9rfiAQdGJqkVyypC+RXzLEgyX8MjhcE1z45g/PtB5T6YluArGDBe4Wh2oV1CWmrcRVsQa9MfMhw8jw5RZS0KfZ26+eA1D4elvRqYx4qLHN4l115BSohsiN8MnhA+F46/e8+qNhRtLeFdotad87LkpryiXbymPX2POA/H+RDINk2q43g2c9ga//pizXciTIeqEDJl1OWGtxXdXyOkBvlxQo8NaBftvocmgMss80d61cGmJc+RhmXh9d8Dvupqh1xuwmWHXcJ5HjDXcOIXveg431yylYErP4/2HaqHfLZiLYn/7h4T1Lbe3dQ3GduRLQDdPKL/j9Gg53HT8kz9P/O3Y0V+uubof+XZRlKIr4dlUIW1Ew5q2u1cTo2AWg1aKrAqBFufd9vsE6/aoHNBa4axDE9Guw+dAEs2cIlI0WlkSgtFC6zSraIokFCt9aRhl4m43kNBc+wWngGhJoknxSLSFi/RYpSm21Bw9qayXhECpveScV1TSJCo7DGV4HzdPpzYoCr4808B++/WDBUyvhQnFZQ580rcoVSm2d0NPbxMOOIvgDSjV89ePH3FJiKrCzp7FoilVzUFrC9eN5fYwoMjEuDKGREgNKwvL7orX68jvDw33WWPahdduzyKRb55O/M3HzE3jaBHGUAgJPp5mPuYDX8aENsK8TNwvF37v9Study2/ejpTjpk1JW5ev6K0rgqX5iN70eh9y7uptvZjEoppmMqKWXPllyhh0I5g4HHV6KGFtNKYhsmYaqXVmv26cN0pfIpMdDymTG9gHXYV1bzMDE7xr3+248OldoP+8MrwZx9hXAOlJO4X4bwo2tNI4zV/9Nkd1y0Y63l4eOD9XEdextTuzJoi+/2eW6sxeD6eJuA7BL2UKqzVm2A0Sy08WlNHJFNK5KKZU2GaJrTvOM3rC4sklcoVsWWh8YarccKIQm+JxcaYOiMXTRFhTHUTn5f6/8/dp7AWlhyrlFYpYkykXAsBY8BbwUmGpFBecdtWe6nTwpIj52D4Zl34fPeaeXoiDw29aSk6osRzerpg1IkuKowtPJ0Cl1Ar/tZBYxXeFB6zoKTFYNh1bWWs6G2U8z3Qm7O6hnXm8tJhKTnWhG+lagGyfbxWtdgoUqpu5rkO2kS/fmPRlE3Uq3kOVtz6K1t7tHZSQJ4LGKk2XDYHlSqlkj2pottSyksS+pIiq4Y1OM5rLXxMVrxqFa8Pls8bTbwaOD9EjkrqGEt911X6+d7j53tEZS7n3Q8tCf+gr0usAaM5K5YUWGdP01imktArGBNoUr1HRrvnsgpprVljpqnPXZTr2pUMI2I02kY0LaVEihQ+3o/s+kqp9jaj9MSUBE2qGPurRK8HWBV3B0UKI8oFcAatFVldgQnEMdEOHSlGrC+U1MGVhqsDSAvdFVA4/KOOZCP7xYIxjAJtZ5Fk0Saic6TEiHauOj6KENeAk4hSHV18opMq3sxF0332E1Kq+XamJu/RHTKsW2e2M6QYyV5QS8R/onn9JkHw7GKBIVLWC0pb9v9Ops8rvrsmx4WrxtaiXlLd4z68Yz+9In88YR88vrwnfKPwnx2In97jvrxD9wemy5n2uNLKiVZ9Sbr8CTd/lKHc0d68Qv75PXvJMCi4u4GfHUhvj9j/3fH+wz2vZyAXZvcZ3c9vyZeZ1h94/OYIJWFNS9vdoJyg2x3tKDAkSB9R/sLeFPZ3dxR5YDm/xfiRfino1tF9luqGrWa4eQ2Xr6CBcpkryfmDsP/xHahPQQ+keeSv3/bERtHsYQkrHylo25MkcRSLZKluSGr8C2IAXXPaTIQiaDGgKwZAG8EZwyJCVhsbKiucNuQkSHY1209rcoGY2YJuNW3RzKKxRXOw4PVAMplQCuMSWKLFGaFrLNO8MIaOUOpkA2Aqqmb0SV0Hs1LkZ9CmqviLktU21mpfuGIY/50T8wfIDj+YRv3f/Q//s5RSOcPGGJasWWNdPI0x1QYoEFMiK4ui0Jg6z2qannFDyJMr+2NKCVsKs0BKCUeh2+05nWslixbaUvikTWAsIWa+Pc/sux5vLB/OI4+nleuhJW6Y9Vk03dDh0sRdq+iM4zHO3DYtSy4co/DuMSAKPrntafctbUo0SnE6nTgmTcIhIXHYO6IyvDvPSFF4Y3HW4ktk12hs22G6BpUCQWmUqWFqxhi6XPOU2IiEY1RcSkbv9riugdPILq0MLvJhNfzdsrJPlsdpxGnzslEapTm0HiWJu51l31pu+pb308TXH2fmKFhbq1ZiRnLE2hpMWMSwpEyWKrJVORGz4tBproaOmOtrdQrmNb+IRLNU1sUcIkkKlgYhkaibu3OGzlQWpVeZ204zDAOnkEEZQhKWsIJ1EDNzSqAMSMZI4s2uJeRE0Q2tcTzNI957plXwWuN8ZdFoDGvOPO+tKRVMOzCukesrx63WHO6u0Lmm3b4/jfzqw0i2O8IygzXkNaC9o/EW7y3fLvXvXlW7cE6KFAJ5XrHOkb1BNzW00pQqkG1i5Bc3V+Q8809XRSuGIKHa/78HmXu+ftsz9MyjSVsh80Lg3T7/+5/zLPIFULkWLEEqSbnqZJ7Tr7c4g607QxEoQl4XOuNIYQHReGfwVuGsZqfhx3eaH3uF+I5ffThxnBeesuMXd5oftQf+7O2F81J42Jg+/81/9h/8Toph/qf/8N8Trw3e1cJ/KJlgE711oDQXJTQlkhvL+ZRou45hsDQ248qEaxouY8LnD3TuGtf09aCxwq8uK4e2ry12s2JVwPZX7HvF528OW3p75b0pXTk0pmmJWIrKGFufRaWrO8OT0VZVP2ylKlZVttRcmqwUiUgRhcKTpKCwZFXqeOAlpmITqed6r2FqQaYFjLOUknE6okvElIAhIHFGbTwwStnQ1gpSpjQZvaygIeUFi0AYKD6jrQXlITXQwPH//iuuvviCIJmYFvTlgqg9bdsBgm4suJ6oq5OoyIpeAnjPrCPdzS2FC7rZMZ1n+i8PxG8ntLbo04rMCa0bJO1Qty3MZ2SFvGhKFnxXSFPAfvmK+MtfM3WG1jqmaUEri+mE7m7FOEf4KvDtOBFpGNwVczQMXc86rVi38ubmjtP6yM3rAeaF42PCZM9jDMQSuL29ZZfhnPZ8df/EWXlCDpBbJFeRfcgapWuX16lt7ZBqiMhJIZsuxMR6GIrViERRW6K8/y7Dzpr2hdFFynVdT7VQ6IyhlAtXnQNj8WvEe89pXUkp4RsIa0GHus5MIpxz4soY7IYjuUjcLNf12WmtY82JuB2uDG7DgtSDcmscVldwntaWECaS7TY2VgQxFTaqoLLLdK0dtnXyv/i//uy3rkk/2IH569EwmI6gtiwbqyjOoqnujJwiFPCuMM4jRmmM9kyb6ybkQikRbSCHBWc0pzXjXU+UQnY9T5dIIdK0HRrHLCtfF0/OEGJmLILxV5yJqL1wdxiwvsen2iG5pJmPU8TIjq/HQjtNBO/QxwsdHuM0h8OBvlFoWcjnxDEuTEWhdcuUEpgG0zii0dBZvrQ7cmuqPdxVpHEqUFjRWohhoRODGE2cJpT3PCnFIg5vFEUK3mVuhitSSZQw0WqIu46/OLeoZeKnn3xGjIXpyeGV4eH+fsPwB47nlaI175fMjz67ZlkNHyPcvt5jVamx86ohkfnwdGFeVw67Pcs6ErRw1e1IKXFcC1lZLlPifhmx1jMMHTlHxPQMTe3kXCJV/FU0xSjaRtMPe653tSJ2jWd+PGFL1TG9z54PX31gt2/58vWe8xQZhoZxDaBqa/zpcmERR2s7PjylmjPkE5JWjBR8yjQOmtZQ1b4FpTKSSm066LpZ53Chl8TTY8vHFvxYmEKmlQVrFEEcVyYypURKkZnMj5oDxmYOeuU0BrJRjJeA8545BfQYyM6yrgFnPJTq4DCqBrGtRvPn377jZ9ct/2rf8i9OI3fKkaRwEQVZvqeF+c0CRmv9YtcHsM9wuLJtFNb+Vtrty9fYdDjfL2qAjc5ZQ1KVSIVcaYXWCtN6kjGI3jGOE33KKGXRKhNS5tuj58kZruyF2yuPSRrbGJ4+Bn7y88jT4wPvzaHyYeLvrhDmJ1fQ+UrmTgnG+cgl7JAYMBKhcSyNZqdg/9rhQsCVlV5pztNMnCZO3hHUj8nTmc9KQihIarntHU/ryL7tuQuRodXs7YjPiet1hl0DFLAD6FO1chePTQvF1BGAEQFJWG3Q4pCUAF0dOCJYBTkKq1JbV7sGsGq9EktEa1uP167aYLXWZLUJ+/NSR5Zock5cmQl/Bucsl1SjRPIUSXGls3vKxzP34cIwDHU/oOCMwyTHL8+BIWsOV28qoM0VukHjvSdT8N0MC1z96A358gR7y3DokU87kjmhfv1IKYlkPsP+pEOWiBz26MeOdFxQ4YRpDWk9YveR4v8Wf9gh3zzhkoLDDtxEUDPJZgZ7gHKCf/uAih7914+Y+wyLRZ08+S8VBIv3K0/eYP2BZTWY1XL/d7UbHVTCNAGnPGdJNO2epzSC6YjR8eFjQIni10eFhIZiWlKq8gGk592vA9AxlUf2KvOzGwHVoyXy6aBZ4keeTvDV+5pVFvQeFVdyynifUFjStpZ8cbNnWRaOEiha0ThLROFz5mCrZECRiDpSOkta1irj2BWG0jA0hdNSmNfI40lIqmMNiWkD+I1RsKYhb538ZBMdhlVBURWt4imgzUsGnNZQUmLAYKyv6IAYGWkY2isMM6jA3mhUzmStcKZau3OpZYgGlGmQoslDqsDEUpsdf9/1gx2Y/+p//F+kElszr3RlYRyc5k2vca3n/jjyq6dMXDNd02BUprFC6yxBGT7tWw464TvNq8Fi1cIpeLCOy5IY88S7vCcukZ+1Gr9v+Offnnl1teOXTxeKTfjSVTEsQhZ5ad2//ACbTuB5S9Df+3egYtfV/794e7GebmONUmpVa8VQNuW0GI04ty0O+vkLb7bajayaq1A1buGCKhVKiKSQcSJYVzUlDY5WZ0RV8XFnYBbFMSc0wo2xtXVnDEsMGON4P1W+SaNWvKnvaX0vNpptWNkPHV/sGv7F+xPnpCqcLseqmXGeaUl03tF5xRc3Lb8aS0XWi1CjqKrQ2CmNk4zKpXYASqaYFm02oFAxpHVBcuTgPbMI19bwbk5Ma8Ab2DnHcZxoO0sq1e78ad/zMc30ypKtJaXCuq78wZsdUwKnCqTMYOCYFWFNXArkArZp8VrxfoImHilW82XbIJJ5zJoxREqqD/Wy6WnqqApuupa0JL58dcv/+fgRN9ffz6FRfLE33PQ9f3lO9T3VFcAfS34B2pUlceuEL/Ytty7zp99ciL5l2QR0SdXvaxFCqQK556gB5xxoB0VIZa02RKrjKIndipO8jZIURqjqsY2R8Ezibci0SqFJWKXprMZIYsl1KLiKkJUmp4Ub7fnqIfJkMgfbcG3BWui0Zo2B3lquB0ucF1Kmoscbw0DiOMFRLF5XYsR//1/+R7+THZi/+U//XYFqM81lRWFojIU88bA0pJJZMrzuOhJr1WKVhJKBtle4ZUWcYddU0q0SQ5GVzneIn7nrHLmtXCpjLbQCBDBddXNojdK2rjHUewRlnncHUK4Wz9SCvyjISViyIudafFQNmmbNhRgKSjks6TtN19Z9UaW8kLqFyM7BLj0wPh7RWbNvD5QtMNY0niKBpDXt0FBSLXbSCq71VMpjgWWFNEAbSOaILhXkqBxw04Ik8PvKHsgKFg2dhocVCTOrzLRXO3ARvIWfCgw96/sjzesMb4FvC4WPaFVYr1saX+AEpMAaoTkXKC1SIqoVliGyfvpzrt5fwVcRRFGWQFEOJJGlUKij8pINWepII+qMFIMqirQNa6QYSknb6NmRsyACmcqdUUa/7EWlfEe3FuB5MlKk2rDzFj8ixVbOSRnp59rFP+x7YnmHHlt+9vt7VnrWy0QyF4b+iv2QWaYzzD3GX3G6PFKMcDwb7k+FU9ScsiA60gkMTcc6rZxTxfTPVmAFXczmhlT1Xtu4CpIEZR2agDUFSQ5jU40i2eQHnbNVAiBSAX2qRgsE5WpnTwnGCESF8oAIxVic0gRqJ9rbyjvSUo0KaxZmpV/W0YRCS0Vc/Cf/679EB6YoIZfMjU7ctpYxNzQEFnGodWFvG/7gTeEp1sA+lR2fdmCt5n22PCyGPM/89NWOD5dAW0ais+ScOS+J09pw5RN3+xuW/MA6K/7x55Y/ub/gSovLlqDqQ1SFkKC2yFy1YdTZBI3K/Cav48U0so201CYkfj45K1PFQZaqsi7UMVlBUwZPSYIqgtkcGr/tUkqhnaWI0OaqxhSjwSpik+hiYZcLUSyNW7mUhuO64puBsFQP/l713E8PnGXE+Z65CK0qNHZFSmYsDWft0BF6VejaljVVB0/veuYpcEyJq6sd8Thzvbviw+MjCWjjzKGxLCkzTQt/lSKvdgMPxxGL4rLMvBoOjCqTBaasMQJzru3e3gUa50gpM44jjYIWeFwz3lu+OSe8zBjqjbwsAWtblimDMSQPxzDTNZZOOx4JOOu45I5fvX3kqmtpdy2uMzQKPn5MpKTxaqVxjrAuqL7nmhNiGorRfFxn9jaTg8du7ietFLqtuOrOtqwh0GrN9Zsdv+gLg9mhdHVA3XaaJJZ5Drx2mbdJuNKGxxCwVhO3lUZ7x/0486N9ZW303vChqJcUbCvQi6axwiUElk3r4p6TzcOZL25e8fVlE/mWqpH5tFOEEBFpmJfKlSAXLqJRyuJUQaQWjSOGpIRBKzwLxQ/sdcZoxxwL5zWSiuaqra35T649wzTxECO+H6qrISWWokEK49OMVwbJhRmDWYRRHJSZXGpnx+jfydoFgOtfXOFUhcqe6pmWRQkH8wmfbYecnBasVZTcAJUc6pxDmS3YljoC9MYgxbwIwUWEB5OxpkI8K4hsAlXwgNKlRkJs6epKKjpB6UKNxAiUPCGmAVW1bhpBq8LONEiJ6Ky21PQqIghTCwAAIABJREFUJg9W19FtgVwMJWYqhxkgVVJ5znjnSAgnf0u+u0NEWGU7RQCyjT2VKkxKaLqr2lXsC6EUJGWUThRxVX5TehyVfJsJlOAp7zdrMAVLxqDQkZqIS0b1tzg5w7mA0zU8NUZwM00v8K0FG5HX36LnluQ6mtggcz1c6WJpspCbgEoeHTIyedpzpv06QjxWa2Gq77NNAZRGRYvoWMXIktHiqp6tZAo1+sMWjbYa0YlUCoqCToF12z6tqrk9uug6QtGGqHPVmpSCKIeikCVglcMUjdkKoaxn0KCKY905RBXeS0LKG0y3cvwmY+2I1po7u+PhvOBuofUG0yhWOyKd5t2vhcey8gd3Dte0fPvtmb9NAY/lc//AogY+7wZkPeItlYcWDWcxHFPA+UK/KDCJoBsGbcgusy4ayZo4wIDhwSSWi9Apw8cQedNDXBvuSyFL4VoL4i1TURjXMdtInwNi6z7ktdAURdaaNaeqH0wKpcBLpt/wBCLCgq4a0/wv6ULqU9VMWDStq22hJIqnFHgKmX1nmdfMMguqrxXp+1lojcGryE9MZtm3/MW3F24az4MMhOOFm9uefdPy9jSRsyKnD8xFGMzIn54iH4PiuoVludA7i6yB/5e8t3eWLcu2u35zrrX2zjwf91ZVd79uPaEPCAiZOPhy5OPhYBBYmJj8BfwVCv4HHIIIcBXIIAIpMIAASSE93uv3+qOq7r3nZObe62NOjLl2nnNbr1vIVWdHR1Xde07mzsy115pzjDHHeFwXtgZNjSLwOQmLwYJwUuFLGywkevoa2jdCM5As40nJOrUqs0KuOMkVTUIZgyEVGYVVlMGg+GDzGH9NDEQS5kFzHELIoO2mxgHBi5J14UbnOmE4GQuaE5wewBoP3sie2ag8LAtqCXcoGiNwOwou3AQKyikplozuG6tGtf9davzpT5/53//8l9TNeF5g7C/86fNCzpmfPSqv18af/vQbfnyp/Op14+X6yk8eT4FGFOd8TjxJ4vsvG0/nlaSBApgZHxe4Xb/wzfrEFxIvJiyl8e8/JlpvfHbF9InL5cbIBR9wLoppjMcvoixrZhtwe71xEyFRaa3zvSmfrfPUd6xVnh8WnrPwmw7DM7bF9M725YVWjZEqJxKFxPebkxdBLbRSW2/UEYZuC8qqyks28nXnlw7/8tMrL8P4u6cTexfUG3V0vlTFWuOSnQVFWmQ1dXFGazRzfnk50brx2pyRCYW/Ge7KWTZ+uhb+pKz81ZedH8tK2htFE9tYsOuNv7cavSm/kTPSdpb9wndL4ufLlf+lOsUzu4cuAULsm1LkjKgP9t54TXDKC88vnR/dOeVKc8UH5FPiry6DIld+cl55WMHz4D/4OPjz78OW/taVJoIMYdC5krjWGqjOKlyHgsPFQf2Pt4DZ/uTnbN5JDs/MoFLpoSsbc6rOF1IOrdqyLJzzoLVGznFPZXXS9ABqe51oJ/Q+WKtTR2fkjUyGIbgLN489KAwQbRYQDwAUDarHxk4Eb0Y+zmk1RJUkji+KUvDk4eXRDRnCqTvFodfEZQzUBbUo+s3CYFKBYQ3bDsPFOCyCFjqGAWxKXRzrg+4zgkRmDIsIOXUeThGOi77gc1IyySBpi8JqDLw60jVyk84K3oAB9lu0JtrjLVDz7wb8vKDF4aXS/p/P5LOz65myrJSew7o+OZKm/k6FZAL9hucEteO1IHlSEOaBYknD8hTVJ2Da1p8sQjrNjGzgGE0iFwgMc6NIwcQYubBMbdrAcfEZVeLoiHBd96lbyiOcs70AFZ+Mgqb4/uMDjzPJJnVsuVPHGmPNNc6y32AkS/yzP1fUCzuGTfTcDNwX/vmtkL3wr3zl733zkdacf9VvbAZl3/gPPz7zm6vjfePT62f+9MM3/O2fn/jyo/Gr5ZWfnwo/s8xv+oXvr2cexoWfPBfa8szVnfOt8+FcWXPnY09075xy41ETSxfcB+O2c8lnUho8lJ0+lCFOV1iz0vYIqF1GTDy0NfzBbl1BH+/rc5WOadDjv+/xBwuYXge6JF678Be2c1KZyb2Kp5Ufbk5iYLnw+bbHVMpYONNDq7F0ej1x2Z19q3wZg4flzKcfnCe5IXSuLeG6crXBj3vmITllv6FLmXbHlW8S/NAqQxfO1llUuFQ4eSJLIwOnovSRMYsPI6zuE6fhnMmcF/ihXbBRSMBIk/IZhJ5gcU4DLhH3y15jRHlvlfL4zG4jLNf7PGA0NriHEZ3ZNsVLZjMksIWQ9uN6ZvPBbo40j2tNmfogYTfw0mOM2UNM6yrg4RFRLZDU3uF7HTztRl4VVeF23akK/2//LT95fOQb6fSxspTM8xoBjrcOI5/45fffM8oDnjKJOPDcnb/z3Tdctw2zDjnzWjdaKeSh9G6M7tSq1LzxizXx/e3Gv3pJ/Pa68+1DCjfZtIIWrludQlWdpkjOuWhkX3nn40OhXRqVwbKe6b3TLDrCVmTCuLFtVjuGcxx15ZqED5r5eH6g9o3Pe6LfHEh4dnpO0EOXdRUw6zyR+c0GP24V8gMfk9PklV//AFVXfvasfHda+Nlz5i9/fKVLoqrj+0AUrAtryixeab3wSqaNDm0K2m+d9BFePhu/qq88rpnShN2Nvu88nAuvzdl8QfaGyReMxF/tJ/S68X8OI8vC3q+ktfA4XXW3OWFmZpw0h96hD5IbqxR+kwr/x5//SMonNMFTGzwniYmQHf6lO39HhN9837m68kzB24XLWEGM3XaSJYxAivrrjZ2F1TtdlDHq/9/z/t+5R5FLJIn7Qu2fyWnBfSBZOJ+VnGOCcV1XnDa1TTGubC53Ktq8R5QEYCZYHyxJOZ2VnM+RcF0E0TJpIw13R1UoQT89SwkreMs4N3KLeAOfkHodDR2BZvc20ZrbRPvaIRgPT6tGRvOOaqa3aX7Y09yrjN4bKkLrDfGwWhAvyEypz3gUK9MnREjocA63pCYVdaMNJwmk82Ccb4E+0ZGlI2WD9jeRfcOua9AG9YbLBStGLgVZnWKPwAa/fYbfVNCBj8yqK+zhwSW7YGtFU8JPQWdRgCXM4VgbUhRaxnfwvSAVuCywG9IMrxnckDYw7eCCVgPfUclYtunDMxFZUZA+TS1nv9oKEJ5foy30RiQvewZxNiSEuBbf2bCwyk9ZyBIazqDwB6s/cnndqEBrO5UPjEnbja6MNKLQwqjLSt2FpFtMbqqjEpqnT7WzXX/goxb+4vOFPiqrPJOlU27G/739muenJ8QHf+PbPyGr8P0vXyilcLYF3RO/1AsI/OnyQwxbjEZ72XksC10apzzYthPuxsul4yqcksGS+HEzpDzzC8k0V64thSh5GNcmjDy4WGJYZj3W2iU+64tXXD7xWFY+bSEJeCwFa7/fyO4PamD+m3/4PzvAzQxPwkLoYNbDGVTmNIYUxJxNZ2z8/H3T4MPSrGpXiS/SyzpvdAkNBIoJb5uA17uI8fA88Xe1lqqyzBTpMW3VDQctqG10YqonI4hNSkk7khMnEntv+EQ2br3P519mLlDQs0ogLFnTPQcn7PPHV5qbQ495JAcr9o4HffvgD23OtXWyxHgtwLW2gFPF0eH01iZcG5y2qrK7BTc7n2QxoySJETnvmCibKc9rJEDbaJzXhWKVJSfI8LI7bSROmhnaY4rJlW7hFXLOC/swdus8auh+PrdKcijq0xMneHRhUNTYhjIkggMB8hSo7iYkEdacZiE1s5c0KLxOPE+zoOlMZ+nSI/E55yiCwo8l4tbPR+L1hOTFY7Kn+iDlzK3uLMuCduP54cx3uXHzzKfbRvKBp4KO0KuklMgJTsmoTdjEw9PGIoAxOu94nWOtD43MrN7HNOobPE0asu6DWwr90UJGppA3xq4Hl9uGLtP4bBZ4H84nXvd6116tGuu4D4/16UE1iAivTd5FHThuMWmwLBGAtqSFz9uVksJV8zF3pBuvFlb2az5iEN7QlYC2j/9485wB+O//2//8jxKGuf0P/4WLCG4JlyslnXCfWqWDIhrTu2gGYuZjGn6iEcCcogudmZveQzLFYo0AmDdGnd9rE0aPBshHHJQyp4TEwUZGsiEUElFg2ohwQFWN0EDVGO9PCZU63bAjziIE8T4nj+J61eI5nIF7w1uhtUavU+PhIWSOCSUlUJJpfJhAh5PysUwcIQdC7QbSKVObpqXD0smnY3KugE39S3JmCNf0HujQgDbVm+pxoVmg9JDapPBPOTLGJKCHMPucERlyaDlyQ7RBXuE84rW8Q09gDTeHmuFlQS4Fq4LU+FyO6azj/Ihr7YhngvMh6GQGjIyqz2GEEYWoBDVGepMtRNerQKcPaK1xOp349EW5bDdEwt+llITrmd9+v/PdU+Zp3fnyClUyD8uKtRvrKfHpCjmt7O0L3378BZ8+/wUPj+HUfhLo3WltQb3T10EdJyznyCHq8KW28DNrj7FvX3eWh0xpIdvYUnyHXi/ktPCXVVkfwLrz/ec5baSZvYWpnXmj5BPXOhi5oU3pyxIOwAN2FZJlFnVMC/uI7/J02GuIYh40XEpRW+TdcE/81//bP/2318Dc5uZq01hmHw2ScmOKZw0kJfqcCBGJ/IR7nosZJStpJEQzVxySksZOKTHZIzhqY17wTNUlk3Icxq4RTKU6D3aPLnEnxG3uDVFFUYYMhmQiqFvxYcjMhRgunCpc08Bmp4SCa0FUkVEpWWmEic8icfh2DXGTe2wAPjvlMYsau4/ETjhx0m5I/qqIOdxqHwU6mTrh2VzCqG4hkYpSHs73AMk6AvoskhiieI2NRZfYLLa0kNOJPjrPOWPtQspAfmCzzp5OFIylCqmc6OmK22CkgvQbTZVTiqTUrXUqcaj9tu9T9KdgsKeJqhSj+mD0DN3I4iEktJhkMEmQYE2dViu3vqCa0DU2+9bh25PSLBAiy+GbUkjR5WlDNbIwGjY59ERO4R2zLXI/OJZZJKonGsbD05laK60obb/wF1vQgic5YW1n1MY5L2gyhg+27vxYEz6giqJqLJLuh0ESo/eBaQjNxJXWR7hSjkHywUs+o6nT3bAOy+DuXLmPgZqx2mBJJ6wZKxlLUah8bnWaO04HS9fYUGUgKixTUwXCQwoU4CiKbKr2h0OXjo3KeYkDi7HxUglNEIN1zYzDV/jQgQFoRLMBtPwmNvxDDc2/6w+/7pFNJgsuO2AU6bgOpEXOj05Ng7sEnegDIUPqOBphsUuauhVHPKFd34ogPQoaZXmIhu4oVHEHO2H2GZvr/Ch4Ww0LAGsWo7IjUa1i+yBrWMHn2QAiiZTfCo4xBrmEKV/Kfg9f1TxmLtZANSMlcdXbLGYjVd0GIIWE0K1N/dccenBFNMb9c0Sy4wbmioxZkHWFujD2I3390DAOVCbaJxEYHOGUGU8j0JF4MmizMDiNMA5UQUp4oAzZSS4z8mMgWmDsIREgwQBp4FURj6ktXw1ZG1Icvu34c4Oboj+e4PMjyQbcQAgHde0t4k5dGHMPDkuGeE2sQ17I6YomZ1mUgIQGWAUJO35PA9FAjnMRUo5E5m+/OfPcEh1l2NFsVPQ7YTi8esEWx33jyzAc4XVXhjtb3eg8cvnySkof+fT5gusJmgbocM60Wye/GMvZ8TTIauyeWHPBRmHP8T6WDz/h9vo9r+5cm3P1xGld2ZvQq6E2uHxW1lRYk6LrbXpRncjqmAl7HzzaKz5OSFYWPJzUZWDWabmz5gUbHStxDvQ0G29Cg8oY7H1gArd/Qyv1BwsYJAe/h2DVwlK9O8kTJhHfjjvumQEsOp1Ipz7EkmOMCM6bbraK0DXHlIkqzQVNPRbs1JEMD0EQmYA0CeX8GGNasRNVPACJ3p2UJGy6Z6jeTYPfFJdwUdXOK4RvAiC6sgPdb4hJLDhjOuxClxYOqSN8Fpo4GKQ08SWP1+kSXjj7iA5DvYSTpvSAXCW0HNbi56/T/VUtPg9RxSeMuDDog6OFQ71RRNlV2es2DyCn+PR1Ha9Ui5DErde3A8ijyyt0higXGXh/pTt0VWxUEgnzgPnwwcZbN5lU0eHIMjcrBuYd94C11xwbWSOmolzmDX2M+ZKQfGJVCUM66WGihbKb4IQxl7fI+bnNYi75gnfHTTCbo6HJQ3woilp0gipCm1SdExNhdTdyPpE8YuYfVWk+cBtIEiQpu4xAnXDUomM1iQkKN2VzQ+1AXMbs5Aa+QK/TvC9HmrWhoI3aZ4euSi+RYOw4aYktdR/gvodWSoQ+hZEyDQlHbLPgPSIrZgGxJQl9g0ehLXN6u45wZw7n4PjnjQY+s5MEWGH4Tprj2Ico7hikGw6iwu7jbYpvCCL/eubTH9Pjy//1l/F5tEKzH0i6cipEyKWHkWEdYaBpMsflCct1o0zkZkNTJvRMDZUCxFoeY8c9nLrff85Z9e71QwqRdtJofmyKw1MSINNuzNiOzmBDh6BpIqATOcUqIs76EKjlKa0kV/Y+YiQ8pdD3LUqZeWYhGRfOy1wkqggtpqDGYNw2rPapTzhQUGV4oxGFnaoGOqNG8thHbIaepiNqY8oZxAc29YGqCcmxf4koQgfpsaDFcDW87EgZ8XNJMAqUimeDbwQv15AHeIVd4JLQNqAX/BqIpY/5Wd4SpgugyHKNDjIr/InAT76PXKEtPHX0lmmvQukLjIEsoTNKo2G9xHgyg2od8Qesd250IKzwe88wmYftKlSLTKLmgbYMy1Pg/0QbMQHlHm71Lq9IUsYegvDuBU8D98TosKWJxkkFFcoGqudANlgZYvjllexCk8L+KSisrTuLFDYxnEHyE6dT5vLpt9Ak/H4s4brT6pWCU0pmyIqMK8OVLgtihaSDVDK+v5JTYlkUlSeGaHh6JaAb6rBK5tmF5uF14xCTj31HVNi80Ubs6Qcr09Mf3pP+YAHzj/7xP8PnBiciLGlCzRZaGPVJDczDXF0hJ0xjY1wmEmM61fnNyC7sk5KQEl+s9egF78WWvrtgCxrnoJXuuTA60ZpJ6YhIhGTJIBsMibwZm5v00bUWjXHV7st8qW0eulElW47K1uZBVlLYvI8SkNbDQUn5cfMdkfVRtNVpKb8QuhbkNq/tuG6dH3wUdT6pA1dhEWORlWM8W7SSU8K6k5ZlHuAWfDnAHLdlUk42ryung7c9grvi2rrNw0wCEU0pRKlmHVMhzZ68S59x5xlToQyDpBghJLQ56guR92TzvTNhvzQL2CoFGZ0kRraBKnyh4lYmcvd15ECeG7vrWzq0EFX68IGuhTGTUmX+TCY2+jHfY5rQ79ElGROKZ73TmUNB7Bi/1/v66b3fDee6ybsRfY8JD0BTFG/D39C19zdYYl77nJYbc6rkWNL9dzQmzbmPs8fzHWif3d9LUAFyR+aYf8/8bo9skX5kZt2F49MJex6Oh77d5ZiMGVOEKHj3yGP6Iy5g7BbfzfAGUrA2uFajyIBsdPWJAA7oG30kxkh0hO5hIpglhI3xyEBH9ShMj6J50k1ztLbR72JOEwN2hNDZiBhJw2IfeUVGQVOjt3BzdomJkoDgNxZJlGyciuLXRqqVJjAu8z5Tx72GMd7ubG3wKhGqK2J36lzV4mA3i2kq6SySWAtInvdtr6gU3Dq6gnsPS4KsoIakFsZ46rQe+jiVgZuQyagN7tU5HZGgV6KTrHgaWO6kBcbf+kw+CVTQ5oztEds9JAifM+KJ1ICSo4Frys0+k/TMUhJioUuZhl5Bi4nBbQ0dUxdGr6g/ghnSJEwBrVH8oJwMhuJeseRIMbI6mhLFDR+fcVtQUUZztpHpU5tXR47ppJExudFHYR+BXsd+MnDToNjFaWbIeIqRa+/RXFggNGM2JtaXO5NgSOSvNaN7hnnwq4R2CoxhO+qFksAldHVPeUVEUe18VCgnoeTvGJKpdePWBhcdEYNRlNe6Ykl4kMxNjbE5Ig040esI93WDS45sr1NPqEUGk08LkHSLKvY1xTCMV+d0WtnsldKWQPXxiODo71Djv+bxBwuYP//LH6g2WPKxqU0n0BJZBtLjxsyHTuU4iMrcQOeftekcmBN3jwvgXxtPHsRGnyW0H6qK0cjzUEkpfeVkqvdiIG4EVQ2VviaSBCybvDEU8gGnzk4gp0OZPgshn9zqLa5MLVFt0PwoNOK1r8cHN9tZ0bi+w5EwTf61zvfYPf57mb9/bF6ZoEpjXj70KEONrrf751GSIjIoWbBLBT8KlXlwEZ9BmdSAHWp7AnpVzaAyNz+h6KR6rN858iJKOtaHhgal5Hid7AGFuw5wWA+u0gQ3D58cD2t6d8e2KBh8GMMDCmzded0HZnAbnT6CCum9s1cNpE0dGxGhXs1jWGDepEccQYB9M4zMjDI3/DHH5/fx/pB403TcC01k6j6Of/psB+2rQ1vgq7U1JiqiEutA/W0SKU2RnspbsXNonfzd/RBfyR8wr4Ov7p/7n70zyxv6Vujc39Pv3EDjuKOGkSb1mhwGRxFvb9c53wfEfajOferkj/Xx3WNw/yaRz5VkMEbHU5mJuMbl9cp1j4Nka4bhdI/PWyVhVGw2V9kTKTtjUkiHFiaQMsEPK2zp92iJldCSJa5oskh/ZzDKNXxKsuOy4b3cEbij8xMcGYMObG0FAdUTYn0GtyaU0IKkAWYNScc05UCnHtEtEJ80+tTnGaqB2ioe49WH8y8Nl8aYDu2igeYlDQ2Ga1BUpkoqDc1rUG6yxUXPhGLEYJlFXN6RxZFzJi2KaSX9eMIweKiorqRHJ33b4CSQbrAskG+wPsSNUjPn60/g+w6fWoxkXxboHqPbDrQetN1eIlizPeK2IW2FkbFBUHmm9GN6azYVcS81Rlc6x17xwOiJOoc5EMVd2ZvTpeLmdCuIZtpEYWzuW8MtCiaEocIYgdIP/F7kuPu75otpNBfNxxDFR/ik1fF2Ng+PAtRdqCUh+4HGKq0Kv9ERAaRW2Cw8yZwXSEuwBFqgd4SVtBvVUsiIvFNQRIK+3D1CF9UK1jqahdGdXaF7ouOUaf5aLfZ/kagjjMH1ZgxfcFvo8556D1j8vscfLGBe22dkydzq1HFo/FNbfGGHmZcyOdzZJUrX+3OE6jputKUvdxEccOfm7xtxSaHYnweQSHT3aR4+h1DN3bEUh60OUB9InkWVC0spmLzENVsOUe78QmUm8fZ7XhAcZm4hIA40wn1SBWPcC6vDZTWldL/oYRqaHz10InByvfPRY7ZZx1RUEpuOu8GJL0e+TdLwR5iITIhej4N43A+t3jtoICVlbmB5no19FijC3HiIBZOmbieXuPnWFIWIJqOkfA9vLGIsy8Lm8R7PHTQ5LYVpUZ3vQ/MMPJzx6WN+76NL6KSmkda2O83gS7sBibwJX3rHNKDtjtCJG9dCxR1hlbMw2MRIku/hisfhKxK/dy+E/S0/6PDRSO/s/kUEnVlEjaO4Zgos+1cFy1E4vbf790l9ugQap8MZOTYZY9Jsh3BzZhkdsHHhKHT9LeeDt67iuMbj9fI7oe1bJ88dNRONdPS4rt+9Y+f1ioSPkcxCUwKyPd74mDYAY763oD7fsbJ/pA99XBA1ckq4d5rHhFCw/PE9nj8+3u9lZMwiM5HSFXSPBSJAF5A9qIkkc8FNnUvqME7gNQqB3rGeEK3IkmntGk3h2eB0CjqFD6HtKANGgrxD+zhfa0Dv+BQI11rxeuFyVVo1zmOQ00JeBiaT0mklru8EpSTsw5X0pNSp0eq1UX5cAkFWhwT26FAyXrewnB8ZsrA9d07rI3odyJeV/OkBNsi1zEUa4lxrBVlSFC++0ntFNbxuzHogKGZoutuRgmaUKAwDtV9DEiAjJiCPliGq+/j8XWFUrAmYoK1EWK6Dz/2BsaKkicg8gFVqg95O0bRaNGHmEsiIBHIvqUwkJL47G/H/ajHQMEagPCGZMKoJTsI9vHakV4ZEY3vsV0OISaXB3VDPZNDGFZFyHzAZw/EkMwS3MCYd5Sp0BmISI969xBC85ZA+SMdGwm967H4MNFA8VXwzoFOlx3SZZUzaRIPqPOoGFw2EGeJ7anROU5KxJ8GbowzMG7QSyDxKHz0orp7wvrOPqQntjU6LjDfPuCRq73jSKWiOZtbH759C+jdoYAxvdXJS8V2LCMOOjXJ2ydberSH56mAREVoPmuU2Y7dloh7HzPsdIpo34M09xvUmJdCYr9vq9MvgnuvgGk6mPsWzSeOajwIFatA1nkJA6VOkdgjrwn7hDsupKt49vkCAETP+DSf1eYiNdh+NUwlF/GghxrO9s6veC6JxIC4eY9PJhFKU7MELNolgWG0TBjwcOSWybPrMFdIUeRgh5IyFW+d5eBy+SWGo4u9RnqEMSSQGrQsZwQ8hXwrR/yknVlV2gWEVPSgLTWTN9G2bKFGISNsWegDzWbhMPcfWO62Gy+TeBrVFLPqojeFw6XBrHYawj0Cjhuk9c6m5T2rtrcvpWu8FRNw3UzyNk4x7hX4vNuaaHP2wp55I2FFIvluX8QeTRjmoyaOwOEZRZdaqztTOBCTcxwwiC1QbPUTd/agCZoDmnIw4RlsPqvFAQ/A+6b35nt/Bpe8RGIiCo/f3ztIHJxRTWeGyGsXocL+ji36ghbOQdTOYtOfxvBPM/6N+/MsfWtB1VtBUEG8TXj8k928PkREmcwYpbzC7SbEbKS1xkJqSi2Aznd3m/ikkNN3AZGbVNDRVhMxyEfDCboZ+fmDPl/s6cTp5elFpP7HY51icJYXXwhSY5NzxOvhYHvGcKCzEeE0BW+KgPw/Qj7TRGH2Qf/sEvy7kPP1m9JlYww+gwlBj+W2CJPT8maKK2JlhnfMPA8YjonsUKudX7LGHxUY54fI5IjXSE4hhuoO0CEtVoT5Xsj7CKWFjoJ+J93PNsC+wNfSyRLFW4/qlXDBvaJlF4TjH398mWtFALbypbNdIPT6mXKWRhnPpmQudvodDOBYZc8d5WfsAX2jN7gKzQGSjAWg6/VdMaEPYrcco9XT1NhKeCrYH/bNZo0sPXQvh+2UpQE3pAAAgAElEQVSTXhEisdkZ2JjNaH9EJLHJNfbzUWg+UeTZ1EGiEdElfYrGrSfQQHzQCSzMMMXsaTZynT7i34NigqsNiiS2faf6YOuNLs6SYi99HW+N/15rTA5bNNXXMqeDe4kCpizxs+Y0ciBHLVGWaKjdnetIPH58wFokYD+Xwj5ucZ8syuV6oadB+v31yx8uYGo90o0PYWP8+bHR2bu/A6Ijn2Oq7271GI/2t4PjzvnjCHLfh9/C6ubGa046nHXnqOfhIxm68Ki4DQkDsKk6V3MsxcFUtEzYr9PMUMmz252Jyf04aPIcjzSGjbu+gEOrAlO8OT8DO0S8ctcjHFk1x4SSEFMKeBisuRFjZ72yE/dEkhB+ppTYLUK8ZLbC21ykPgxRGBPZqh4FTNIQFNvURsh8njQLEBMBCyOpJTO1Kik4U7H7Z9tn1xOBkM5wnZ9Rp4+GqEQQpGRq3ecUjjF8ohcp00ZlmxDrXkMw2M3ufOY+OiP6Aqo4TQbDY+LIyXQPbry5MfAQdCuTegk9C3CwmEH1KHdn3PvDIvl86BxXvRcB85ub6MzxO8fo/u9SPKIHehOFuc5R90BXBHUP07ejDjqub77eQcccPc+YPJ3c6QObz0NsiEcK9fuLSF8XZ8e/HyjNmNfIDFW1JFM7EzoZn2JfmRTSHYlRDe556nSOV/2deumP7vHySVBRBCfLhibDbCBGTI2kRO8Vs0OrkXGR6eOysWiij4zPolQPy3/Pgej6QNOYYu1jwQywJcZw58MOozhuiM3sLKkI5Y12sopOWtrT1Ea1PNGMhSSCqocepY15LU6YGEyxLzZRvHTP6ErT+sI9kTSBNMBJPsjTbM/tMTQygOoS6dvE9bhUxD+AdHw8AFeQJfahtITRm4YXyqJKs5hA2rxjNHw8kJc9kPceIatgdLlMkbBMG4OPIWxOF2gNt9i7bWkRf3J6pF42NC9kq4z+zJersA+o/YF6MV49sfcTdSh1PNAm3T4QhMZwZ8VIaWHvRvIIxTQXzIRRhSbCiwhVnSQLNoRqAjMQVJpgueKudFOKPlKr0toeKPO0RGit08YGQ9nkTc/WRucFp5miXrHWsRQIkeiZq1e6G+X8QBnCZX8N+4YZlPiwwmidxIInpVulOTwsKy/7bNJ7IO5ryqyaoSSqAxpGcjKUW68YsLdY2/sIrU7vHSExWsessZRJWW2fYoNeFlY9UUriqq9YNVJPqBSWDyuvzVBRHgx+/ekLyzn0TIWV9ayhm11/f5nyb0Bg3rpWgPy7GLOmu6AwKCRi4sjqvIFn6qnGASD3bvkN/jbz+9y+Mu50AcTZYO88KgKsfeuMj41dRMiijBahkz41E7gzGHSfBkvA6FscnHPDSBbXGTqM0DzEjZnntcrUzI6pn5gUz+GBM+Y5S0zUHNd0mpSSysExd1xgm59NkiimGkaW4+AZtFnwAJx1oU1DPes+BwIGOrUwbp1SSmjQvLOoYm2P1Fe3WYiEy2vvAji7VjKZrELzhCbIpOnH4rTuLMuC08g5vCEORKj2MCuUIuxtf6P5zGg9xic1K/v1yjBwzWxbZZdAAVqtgd7pgvdOtzFRAp+QZHxHSfLkSN8oowNGPF5zHPTKeFuTx7XEZn6sybfC5D3V5BY0ndssNQ5hpR9jjPN3GCHilokKerDE7s4skX7nptG7pgBgzHvGtd2vL641Rwc2f876fB7Jb2iSHutpwv5T7nCItQ9kJWhOQvflcxLv3n2Fd5Pwzt4giLs7rZTmWj7QqT/Wxz/8HyvPZEb6wt/8xUe+za+czgWVQlpjfHnRSG6XZUEl+H7EGXIOJFiDAhARNAvmDRs3IhC2MEYhHbEnd8FUR+UMhBGaptO7PTDGhX1kVAueZlPpiTEzz1KfHlU9oykEoTIMm5YQmojkaOZ+Rp57sSIeFG0Rw0xIEs6/XQrGX0L/jpzOeG+MeVooHZGBUialHl10DFQU1jP82T+Hv/V3C6OVoC3nlJbNNjBZZh8x1rxtQSmpPYJeSW1hKDSr9BZF2m+vEVyaXWgtBNS1XWkpAYmbZVpKbBd4bgWeC5ftgdpu5FVQvdI8sw+neWfhgcoXltNHtlbJ5ZHaXjjlhE+B6tYbnQtJFz6knc1m0Kcp361PSNt5qTUmC88L31ZDpdAWwZKQurM7CBGkOaTR60anxllEoLjujpTMcCMnpZeFc4rGdDODAtttZ+TMUz6hYnyjhdf6hTwSsobVw9adtio7RpqGq1czyu70BK11vFdOD0/8uA2KrCzLQp3eQre0cPvySnPh+dtvUBZUVppuPH34iNJJPbLe7HZlaxUelJxW8lLIOXNrFchYVkr6QGufOeVHNL1Hz4N289G4/PgrXnVHZME09ipV5fr5B7b9Ne4N/f3Y8B80sst//7/yWPSzUJgHZz8Mg46b7H7QpHkQ+1cCHKEg7zZinyZux2FyFCUD/2sv9ji0gr6aXeM8qA7ztEOjctePMKeDjgNijiMyURJm8JmpI8PunY0cWpP52mlym0yvBnG7H6pfoS3+NRqFjylCnoZ8s/M9fuY0N4qmQuqNNYeXwnsK4a6jObQT7wRN7o7kSYPNqIMiwqks9BHJ31h4DWRJ0aWXNEfLY1y8JEVTmMmdiiCphIg6BZVVSnRjZYmC4qHEjdLnoSxz1PNy3Un5xOu2oaq8XiuO4lnZ9j4pIeH1VhkObVJGZocAF9oYlCTTNPBt0ksoswMNg60jW+YwZRPehKl3cavqG9f916wlm4LM92v4Tcz79ZTZgQoe60h+5/f8KFCOnz80MH7QNnMijOPQegsrgzd65359/jbZdEyEvC/U36+9+xTUQUmpzXtBoyg5GO+JfvKObhN/t56maZpOrLb/4//uj1IN85/+x//AX/pOaZVtq5zkRsqw5jR1AEbf49D8McOC8+2k5U7LGihcjXvMBixFqNUoORoT8TM5Z8a4MLogydixCFa1lZM7njqm4GMhpQUpsYGbfGDXRPMT5sqt3+j9C9+eHvEq3Frl6XxMVl4ZLZqbfd95OK8sq7DvM6ByXbnsid7hgRF5WwlutxvfLhrJ04OJdis7HqjC9IMa3ikpc8qFMQ3rrn5FHbZ6IaeEtgfKh4VSw93jMjaWVXlkYXXly2iUVmM03W7kfEIn8itZaLVzmQaYkuA87/tsjvfBsmZGSrxerxSXCKPVEE23IXypN0aG5/LIpx73wVlCO7maQyfyVvsgK+HzY8KnEhNfmgarCUWF1juvuVBxWl/IotysU/rORQYf5MSXYpyXjzQXPm8bUsLYLckjKoa0Sp3eSyUlRt8ZmvHTSn+5cisdhqHdqL1R9BR+VCmxjUZZzgh7rBWCrmzD2a2zlJV937lcLuz9EjrHsjDEeV4+sCi8bK+klHhaU6A7CUr5GHSShYfQx+XMl7bxsm9st44s0TQtMhgjTPdWB7Ow5zivj7S2zeZnUNaFly48ygW1M/sYbHWjLI67cNtbFMuaIBsmK30i7uqJj6eVWrepk419/LRE1fxP/uxf/LV70h9EYO4w+vxvm1vikqNqP1BQ9xAXqsqboHf+Rvz9LFQkzYo9T6ElXyEuJR0Vfbpv1seYNCJoSsFNi98FlKI5dAxi94q2tYbJ26QQBE8X0yQ5bKHNaGOw5jXU7fN1jmkjPczr0sw6mp4cPkeRx9T9qBy+Mo7NRGQRQYZHscNbAZZUMbj7cyCdrJnlVEg4iLIsOQSuvbOu57te4fj9gBvna09zSXMjSVg27/sOJZCk4o52paXIVMEbPgJxqtawlJHaeFhWhiTEbX4HgbTUtqOq7PuYLp3R8YkFjCkGWxtTh1hJNHJ5ZD3F2N11bwGdjhE3jYbPASP+fG9triglK8Ebe4wNvxUk/auCIM5sQWXMseL81aHuPr4Sy2JvTs2BjNi9+A2dzSwqLIy77q97IDd3enPeC5M6lDzpTpE5Lh9jyTImOjaN51SiyBuaSPauGJn0jvU2izJ59x5mEe0j7NKHkSz0TfEZ9KlJervGJGFvkCXjvOXYwKSKBIRjtFIisO64gYXQuw1+h/7943ro+MR5NJJm8pogf0cfL7TekRb6r2VRntJHxrjwsGTEUqAyUzNXNTGac7HG6brRy8LSTzwtlR9vO+4bt155fDxz1pXXlxfcF7xsPOZHuBhWErk3hjTCgXyQ8g/hIN0GV+uwNeyU+OH6wm2/hhHklzMdZ2PQSqG3jZGE82tChtKtIUviZOHP0SZ62T28ZNThz3rh4/mRvRs5gdfO+fmZasLDaWEtJxTjh3GFOjh/eGLcBk0WEgPyGV1XCkKrTt1eWVT4rIn2eiOvhdWMMZRzP7O7ci0rfXR+JoVL7wxvSBO2vZPKSr0Y5q+ICN/XLzxedyQrp/Ujmp2Hp0fOfWHfM/0p9G5P+YGXl1/xKIPaFD8ZT5opFH7JHhM3/oTT4TKQkvi+DrbvP7OsSuKBXSOuwb0ztLJqptknWt9QXxgl421AvvCtJJp+iXswOXqD183RLNQUcRI/+M4zJ6RA7cJL26Y2L5N95+ZGWR7iHjXBR2itcvSidJxTVhZfY19mY+nOZw2/qm+fzgwXtGXEw1n8tv9AT4m/scCX1DlbZl+EtYPtv6K2xpaMZ0u8XJybCg+s5I8nPqZosq8to62juVDySl5WXvoeOtQlQnRba5wfH8mvrzydfkrfKh+Wldd1ZXFh88F3H0/05uA99u6cyMQ0lsyz+pzD+qNulX1svHThtDz+3nv2D1NI89HfdXIQG3LMnx8C3AG8dYS/+zi62O5KXpaY8XZwG/Ecc2P2GUVwiN1CX0EUHO5RNLhOemOZIWNRpR7W0rVX8pJZJN+nWdydMrvUnGISipRY1oLOg6N6jA8II5gxxpTBTNMmNWwMcp5c9qyOxzgQHfkKPbL52YjH59WPzywnhvnsugarOtUjP0VVSVemU2ZAqzm9oVW11kAuZuecSFPzEoflsii9VopHZkvwzmE6WEph9D5t9IVFF3w4D+eHOwW4JrCxT8v8Tsr6JhBOiYdzBMyJKde2v8U8iFOWiHu43W6gSikFn9V5KOgNQxg27mF34cY86HO8NHlQIO+RkzvSNY6ipoXQb95czKmKgw5xkzsqB+DSo7ielKMNvvqe3gS1kwqdqu5jzd5Rw1ks6Cxyxi1GbrXkKZabURLJY/S2htZGPQrG5v1dSQH31OEDXZwFcOgU4n+FuVYkXK71oM2OInveizonrkSndsvf1sx8sYlmvbuv3uuA3k1rfVX8/ZE9XvwJz3AbjfXhAcZG9weeTwsjCZfW0PYtn3UgcuYijowXVuAn+YnWGn95MxYtlPLMWBqWCt+3xhdPfPdNuEV/PJ0RHeTm5BKiefUzDwrpwyMynGWJmIyqkY0lqqSkyBh8SIHcVrPwPemJReEhCZYUZ2XvnZRXvtMVfT6zthuLr/iopGXhsa/8i3phd+eUjNXg48MTTyPMSz/3K7ae0DWh/QvSnVtzpKy82pWfSmbJhXypnNPCNoyXWyOnztmFc4L0cKLlj1w+/8hPcyMX5fX6A6kOxqKQBs+t8Ld94ZRi/1+WBd2u5NMDowidyiev/HbbyDnz78mZ+qiMdaHWK2Nv/Ee/+Cl/dRvk1z9j24TnhzOjZ5I80ZfEU8o8fvczPt0u1LygWvlZFywZ29bZzw/hvl4/8e2f/Jxar1jfSX1nWOxtq2bEGjegjsIuA6k3OsbqK7dxCwdcT2x145unZyzv3PrOMgpqzi+ePtBa46c//1Nu3fmudzJOTifquvDlVumX76NBTcrwzjcff0rdelh6DCN5Z2s3VIWPj3+L8/nM/vqJcAQOurOsN74R41YH21OOvX194IPDYKFnoA5O+oCMxk/yIKlyqcaDFioWqM4EEBgDHn5C08E2BNuF6is3UZb16Y7AXHuCUnitRk1lWqGEyeHmg9USrmFQl0/zfJ5Sij6iSdz2aFhP36x4u/Ltcrp7sv11jz9IIaW//1/eKaT7mOnUFZgU3Jljuz7fRJobY2yCh2/L+9HpY7rk/cF4wP0HB3/QQGZ2p2IOyueteCj354I37Uqer1mSzmmMA+7/euwWogDp7R1kP3UrQZ3EZ3Bcu89O2t2/OiDfi5PNjJwzPm20Dwrpq/dqU8+QJOb8xaAPnk5hpLfdImZhWRaWFKGt++y4k2ggLDluCE9HETUY4kiL6aAk0ZGXOS6dl0xRYUxE5TTRgXVdOC8rcoxpe+NUyuGvhffOmgttFmki0+xNAtEyP1TdwpfXa/hMpJVt2+LYzyt7jeJFTye6wV4H16lPkZl7YcOjkDkK5MEcWY7po+NQfU+d5EnpdY+pCZlGheH8/Fag6Pz59/TS+/Vyp4isfnWo65hretoT61xHh9dKmetx6JxGmtNwxlsBdujAVDXcJ81Yp0/NgTweJoDqU5g+uevjOs3sroW5X8PMnjpe41i77z2SjoLleI5Y44fpY7znNNe05jIRHqAN2v/6x0kh/Wf/yT/wPJyuObK6RjQVrQfCyFp4yInFK96UX/cr36xP/LhXvlFnV4c6eFpPVB/cXj7xYsquwjJATycykfWltXMTw2rDVFiXJ5Cdujs5Jboqmsbc2CUoB6JZASi3F67yyrZt2F7ZHb776d+FvAQlnp0sMX5bq/F4VugxChy0SGgYnh8/8N35I3V/JS2PgV7vNxZJ2JL40F/YUHIqnMuClAxb5cog9UYW5aVu1D546cImOZqlEWvyXMLGwlu4+KoNPqwf6AqjDLRmBg31jntj5I9YazysictesQFPC4wxQycfVvb9AiZBYb1eqNq4bVegY0viacCyFqwppI6efsE5CbuuJIfaozEc5rT2gi7PfPP4LW5fsL1xkeleymDND6w0imxcrHDrg19fLzwsS9gwGFRVzDfG3hE3Uor3L954MvjwXFjF+XHAjpLTmW9+8lM+f3qFJb6jdnvh/OGnrK0x1hMVo5ghurDve1BjvaOWEXdu/YWFgpZzCLzdyetjuD9XhTUzxMOdPhnShWdVXi1oHHKhZ2XUxmmyFSNnukasjddOP9DsEk27SDhRq7/ZMtQEJxN6b3zev/AkzgdOnL79wCkXTrJwY8B242ERyt5pS8J1odaOnRZOnrntG7d6RbKR9HSXq6QEI6/8o3/6P/3bU0h/HZwcm2Q816KAD2wazw0buNt98uMoGA5a5XjcwwrfFU9hC/9eo3D8+9cF1mFwN0b9SpS5TOjpMHY8RKD5CMnjLY9ovhNE3mkeZmgCYtM2P727BsNnp69avrqeiKyJYiSlxD56hEiW8JHJkzYL5XwUO6WUMM5LinXj8XzmfDrRWuPpUe4UWl4EhrGY0nvDRVlWZds3WprR8RIm3bVWPjw+RGFhI+iBnCetFKhNTn2KU0O8ddBRSaLwKXkN3cVRyC0LWROnh3LXn2zbxmk5h3lRizDC660G394qKS9QEqeyMDzRR2ddT3y+3Xi9XkllIeVwxX3ZXqMcGDn8DyZ1VEhxs+aE93HXgow+EF0Qd8YUEdtE2JQ5icXbxBsQvi/u6ET1uoz79E98H28WAI5hSYITvQ8tTWTneM4pJu5T9CsjkDsf07Ng/vzASLMQdjPSGCSg3xGdeS+VdL+vJMlXhcv9HpLfr+f5uiiflCxvhff7e++gyw64Fn+H3sRE8P2A/GN8/Orlhe8//cjH5w+oKs9l5ZGM8D0iT9Ttyq9vF27VefXG63bjYVlQMr9OhSqOLYK/VM55wfsZ6DR/5Uzi6eUF1cyrwufbhYd84vH8wN+2xC1f6d34cB588/RMlUarsNf4rvbz/0feu/VKtqVnWs84zjnjsA6ZuXPvKpddXW3sti0BLVmCC7tNt7jmkpYANxI/BfEH+AWNAAlxEBdcgJAscd1yWwaEGqlxu8uuw65duzLXKSLmnOPMxTdmrNwGgapud0il2pkrV6xYMWeM8Y73ew9j14pFUkrc7i3efUbeZ+ZU2JkduS1oD3peeTfsqUBKhZehcXASSKkakCNtHEiDY2qR9fRz3u89p/kX7HRjvzOc1pm/mi3L+oG93ZGa4ed6xiTJyRmc55KC9DilxqIkeXynwFV5L1ptlADzughAT4niJ34xPzL6HTutOLo7fudYeV7hr/GcwwOlNB7WzDjcgIm4VLphwfDd6qjGcBwzc7tw970byjrzou/46rzCcOBty9Jp1jxZBT5WT9SZkmestuzNwFwT+APF3eLyA2E9s9t5lrVgiNwnzf4wMijFl1i02vPd1Fj8wOd2x1NbSamxoHibDcM0wv6CU5W3447nmLhUx0FB9JrH08zNaBn8kRAvmLjybjdysDICP5sG+ZnYHN9VOy62MST4uDxR/J7aIsaCKhVlC2/bHq3FgbsWjUFhS6EaRZoirjPfh2aJKXCPZmccdlCUIqyI9xpjHaYW6dyylqRF6I0Sa75yBqxjGHa4VAlFOpFcDz1VPTC2lIbhhtCToxNZNJwlclsLZrCclIWDY4qFmCtOAaGiXcaOFqd3aOOpLeERTZYebhivitT/5+P/k4FRf/jHTWstjYNwZR9EgPkqqNzyKkpPfNWug4le+qXNK6CR75MRR4q9rHCQzdu7HhTXNzgBJz06vrszaredKaVwzrEuM9a5a6rolpwqvUUijBU9ye4KakTpvDXLmuvP+hRU1Spjl+tptm8EJUe0ttSa0cpfQZHuiZZ/cwPy3cmzbSJb07Lu76dxDguMxpNyRJGv4MJpRcmZOQZ2ux3Wu1ctj9asOTE2Tcjp+n6UEBnHkZwzk/f4bufLOXJ3nDrDZLFN4b3n5fTA6DyjNfhhYBxHWi1XcDMMA4fdyDzP0qbsnNjmSkEpGXM9vjzz7t07nueFWjW7cWBeA+BZcibWRkyVjCKkRExSCrkuwizVzlLk+irI3Zg7a+31z9uoa7su2/u4MV8AMW/3S08tzl0v1JkJ3f9drTISvKbRfiKQbaVIqmqtoD7V13xyj/T0YQHNr19vpWCco8SENq8geHt4Y+WU2z8/26N2xsk2eS9iFIHjxrjIwcF+gw3dhMdXsNP/9vq6tvFT13Nt48yNjTRt6/Ph+jqVUt9aBuYPfvPvthAC5ILShYDBa8slLBx3I7rB7fEGMKxlJcaZodtVfSsoBy2BcVbyjbTH1bPESmaN84W8FJ5iYBjv0FRKjlQqYX2huobRIw6NUxatKy0G2mHEhMRlXci5oL2T8bs13OuBpBpeGxqJJSoGWzjnSstSNOms4nDr2a2VOzfx9fMDt7d7TLU4nRmtJ8yB01BIc5LPufHshh2XmkhNyeGyBiZnQXtiBUrmbCDnis+JrDxrjYzKUDCsasVjKSmTbU/5xhEavL/7nqQYpwA0qlacQibnFassp/CMDYXd7VsKilFZarlwMA1/854aFkJ2PKZHBgPUxn4YMfqW0SaqGllzwXpHC4lZVw7WQS485gvee0zvW2ulUozCtYZtmdUMzOHC7TiC9jLSsZahH5ZKkRbnIWvGGogqMOzuwU3XA7LXQE5YM+BMJukMQbH4iRJWUr1gV4tzhaVZTgZuS+EwHcnzyqkm9gePLzsGF7v41fFYHaMSN1xKmUtd2duRph0pLpya6EhSbeKoMhqXG3OQ5GMzDaiSWXNBuUEiGVRCKYcuPe9LKXTLzNUTKOSQ0X5iUk0KhpW6pnvrWsmA6xU7kZlgJEA25cCkB3SMJA0KLx60bY/WBm8kCBXEom29o8WM7pqfUg2ozJ//8M/+X9ek/x8XktTLb5bi7fGJc1U24U9CxrTW4qNXCmNeT4hXC1WtmE6nty7m9cZf6XR41TPAq8h369cpSn0DKKTNOt1/tm4QQsAO9rqplFIwCLNhrSXUjC59HPGpbuUTUJbzJyxQKehtM0lBWAYKoi3+Jt1v7ScUft88tg4bYwymich4GgQI5laZnEUnYYHs4K8gatSi/dHeMc8z++OBp6cnDsNErZWFwsF41iQMiEWYhdw29b5itD3d2Nury8S0xtA3QxGsKfaDZ14W9vs9x2liWaSyPcZ4Rdnbw/XfaZh2V2eDMYaPzyfCWjDeEHPhshaWUkipYN3IeQ2SHbSlVirLuq4Y55nnGduB2wZWaulsyScsQklJKLZt0+5fq62CMVed1gZ8zQZ8+3Op9gpmNvBRSpFEVLmg/bpvm/7riPH6bxCwcAU0RmP7qMu27rDqsMB41/Uq/Xm748f5XvHQugiZ3tFUjAi3v8FY8g0A88q6vCY0a60x23isfDP+YBtbaiMHEY04ujY3wzb2GrRon/Kf/eNvJYD5o7/1e+1Dmtk3g1IF5wZayqxIt5BtStx6OF7mlVIiu0k+i+92E4FITo1768iIDuzjZeHcArponGo4HK1VzvGZ2DTj4HjrPJdSmYzm6emZ427fA8MKjylzozy3w8SSIrtp4GNeONiJpcr99IvnR0krb417C6MfMOMOR+ONl0gJ6xBgljV3n39GOM/8/HQilcjOD+jWKC0ymol7NzF6sBWiVdyPA81oXp7OnImMzfPF7cheNdbB8fA4E3NmZxVvDnc8zCeqKXx4tiRvWdYV7+RzsbeepVZOFe6cYc6WoGSUHOsgyd9lpemJvTKEOvP0csGazKFEDtNIcQdZ51Ti+flLvrfbc3/ckdfIvfH86WPlY9WocST2w8LOD2inKSGKpgOu+40KF4pRKKu4a3t0iKSxchwdSyiM40hoFZ0lkHMqhWAsz+EBaxw+KbAjKmaeSdyME6ZVpmHk+elM1JVi9ryZpLx1sJbL8sKP5wvKvWFvMu92R+LyxCMDanDUmFGjowVLyCeGYaBkg9agmuZUIxOKndPMVaO7ttPsNGlecTR0LRysZWlZQGhrOCuv7el8wQ8aXaWosVVN6nU6VhlyWDBOY0pDG8caM37QVC2HxLGPvoYGRekriVFbZlAG4xTWag5JNJcRWb/Goq71L601TkWhdOo4wpLy2sG4IquGMgNQ+ZN/8X/88gDG/b3/sDWrUX1DbMNgD6AAACAASURBVL1VdVvE2U6m9DTTVMU10Wf247hjXRaJgmsiVhKnj4ASizhnNpBBj6wvOaON+cZp0Rsv9q1tI9Cm099dE9PA2ZHWf1bhdd5vrUV1HccWv2z8QIyxz2vLdVPbDSPPl7OkaQKtZDKv4t9NU2G92YJORbPQRaC12wo3e7VRG9MiSF4rYQtSlk3k7X7Puq5M09Cf/zVyfvQDlIobJbBuCSu5BGiv2qJhGCRjpwswJz9gOoiym17DSmhdKTLT3E/doqfBa2mV3e12KNX6eyVMS45ii3ZGwJZxluPxyE9//BOGYSBXEd05Y1lzZQ2BqjQUWFLEjUeeXk6M+x2PzxdiboSUGaaJ5/MMRpFyu7IN6xqvouMro7HlqnwSECcq/XYFFRvIhITSwxUAyAhxy6foYCPKz8j9/t1Ay1aWRu+mar16YAPe2lS08lcWD14BzKZheRUcS/2EtRZVha3UG4NzdT8JWM79PrE9i+WaqcTrgeDK/lgpRqO/rk2Umzvr9NpxtR0cXpmaT5/7+rr7a66IS+LqGvyz//xbCWD+1fffa1VZBt2kG2cYGUzP/mgzl1RQa6FoGLRncoaEaDuSksTdNcOkFVrvxLZbK0NTGNvYO8cSC3tnOGqN04pmKjRH1EXGpVqzc67fo4YU4VIioTUGveOZlUOz7Frh18eCHY/8Tz/7muf5zKpkjRqbYn/znqIbk/VkX/ksK7JLqDpgreVtUUyDQTtFjJFdM7RSUGrhu+/ecb4sPK0J7TKf+xt+lE+0KGvUZBwOy8UkSkwckuVnrvB8WjgedlzCSrGKVjxqcLS8EnPFOEvNA7lFqrUMrfHh8sxQG84b5rxyM+74bHfDkcw4HBjqQjKV76cT76ZbjK2M4561rPz6aPg1o7hcAv5zx/n8jE/SUfUxBX77Fqbs+PFSCcqT9chxfuGhFe4sRJWYRstlMRztjq/TCa8Sx8GT6sCH08xz2fPQBpot7LXjOa+0lMnaMFTLmhMXpZhbZFZO8rqqJpTMrAeenafEQFKNmwD3Y+D7XrPXkWYcL6EyGseNW/lMOxQeGwrJQ5gLkZnhZgdRY2rCjEfyKuPzZz3g1EqKAmQxULXDlkQzchiJNrPHMmvwTdH6vjlVOeheSmQsklsTckLrxo0dOJWC1rLOpmrISK1Lpa9n1ZKHQkyNwVhqMb36pVKLVBoYFNZoUhaGraSKHRQxZ7y1qKZZNh36EtB+4KIau9IwHXBXoGD4x//8n/3yAMb/4T/sa3oXMvbFsfLa3yOPnuiaPw2wqxQUzksq5LbhKiUpgtZKG2muBa18Z1E6+OjWZBHTygLhraaUhDdiqao99K510ENOcmK6ahB66/Qq5Yi2a2S2+oINCG2OG2uF2lddHDsYEeqWJiFmhm4H7//vx/GaAQJcxcZGb5kcPdb7mj8jtt/cKuM4sjMOpRQhLAIGcsR7j+3pqyklyZbI5eqkMsawrGd0EW3DtBMGZE3yvdtGavvvlcgduUdsUwxesywLRsE4jiiq9B9Z1wV3npubG1JahVlpcvooXaQ9WAF7VcHpdKL1U+Y0jGjj+fD4QMhFQJw1zKFSlCaVzJJEExJSIq6JYbcnhUhRmjXGPp4TfdCa8vX3rZ1hK02AaI5zH2N2gJO788YK1Sg16RoBMxqKxnt/Hb2pDhBNZyNaWq+gw2hHqX3c1+9ta8arw6cWfW1Bb/UVKGxj1E+F3JutdgNAG0Dxbuz1CwKqpPQuX0Xp19uptSsTeR0/GgOpUHS9gnMZk205QU2YyJ7IS906yjoD0/tXJFE2o/ohQeLsy9U5V/70P/tWApjf/86/0pqyYEXjYqs4kiZleaMNn08jewM4w3NM7EdHWYXeX3OlmkrLhkCg6YnPjIw79eBIaYXspBiSwseHn7MbPHtjibWgm2K0nsk5vGmkEsnWE/RbslGY9SMlnsh6BKXYe8uPfvo1Z+9w047ny5naXYOTfysjeqCESKLgzJEUPmCt7/ebooSVPIpwd2gFr42MMEtimgY+nj9yO7znjQYmz6OVNez3ju+gnMHtWSh8TxsRqfdRcKkVo+Xw9h030lLkohpH5aBGSd1uDUpmOkwcamXaec6r4UNZ2FeDc5nHWHhrZi7ZMrbI/XDHz2IlpYodDK2MhOVE2Ru4VHYKnoaBoxMr8j6dUAUOt45L0jy/NE4evo4LySU+j5r//ac/4VnvGOpMGRyTczJ6iQtHpRlGg06F0+6ewsTjMnMxFRsLU1XcmoLRkbV5fmA0X+yFcXAVhqbxVnGuFasafxkWXN3zHM7s/MBffPgFQQ9EAxdduBsH1jXy1u8YVeW7tseSoDlOcNsUe1tJSUBILJmkDdoUTFOUBrFolG2UbgaouZCkwa0HVshnH2PRShFUY+wBKapZlCrMqqCLkeLhKrkzpjSClr6l6zheJwqWQGFCMbdM0Y7WNKHKn3cM1JZBa55S4OgsJmtmXaUwtFqea4FUGLyhGIsqhdakJHkt0IzjT374KwCY4e//o7YtwMYYUgoY415dDVqh+wilaFlonTbXnJJNr5BSp4j699YmLMKmp4Ft/OI7yHnVGqj+PTKS6m9+dyMBGDdAFVCQo+SKGGOuaZdb4aAy/YTbbbS59fj+sKBrw48DykiQjvy9oFyj/Td0B1V351UqPeCuO6b65gsywnLeU3KmpIj1DmqjpMgwjJSSJR55iQw7e91gnXPENVzfD9XE/WIHRyNRi2Ya5DUqLBjFGgMtvY6oxsOekSopndpwmi8o3ThOe+K6cjweGQZPjQub+2saPIfjDm8dl8uF5XLms8/ur2M73S3dt7dHSik8vjxDEwA6DAPzHHHTKCm7xhKfXyhVE4ykIp/XxMtlxgyekuX9X2IiZKkI2HqoWu6sinVXMNA6EN2auK2RsZbuo77NTSY6JHnPSqvYayR6d71tbrQOwuz2NbOVu9Vv2rM745ORcZW1ry48ET5rlLewJprVV4YLuLrZpP13m/daYoygquQTbUF39EK2zjRtQXjb/f7pZ2lj2lIWfc32MzWKnBJ+GjsbU6/3rGmSryO/Y0FZKyftrVBU69c+qdwPGP/0v/hWAph/8Ft/0KrO+Cbut6+0wuaGSZniDS1XhsGicsBME/PliZs68O6wJ/SDy3ldeHc4kGKhlEpKibf7I+ccuO3zzeIFWL4UhSaRq9iiaVaqRFpjUorFNrwy6FhkFK2asCxhZj94zjmjamKvpC5gt9ux1CbVHIgrcXAaVTK+l8hmZWl1xVjN290Nl8uFWBJzKoxmkroM1ziXimsDg3WovKKVtGVlGjtliU5Rus6wxhNfmJEnCqdsCCgoZ5wdOMdK9ZZDM6S8QB0YlANmspIANm0Syk1clsIwVWJorE2yp4wfGErmoBxrazyFitUNVzOLlZ4cbRRLEuZ/1YqD96i6HRwbawPvLE1lam6UeBHzgVPcqpl1kZT0O90IpeDGgUUX8rowFcegKxixl980y4eWKNVg1pl37+744elMLDCyp2LY4wmDxxrHGC48c6ZGuWaqZI7DSIuBd37Po0qEFAkVPtaVo73jPOzYAWqV0dGcFuZVWtGnvIq2zXkCC07pqxyi1IgdHTbKHloV0CxPNUA2DOMo60GrlBDxKlHcjhITZvBMITJrjdGV1DQDlabcNUPL4YklSxmlkcgJ09c6iwPrugMXTE2QCs5AcZ6YE7pPW7JVmApWV6Iy4oB0MDRLLaWnv4/gDFpbrLX89c/++S8PYMa/323UnSatpmG0Y7ROtBFGOj6MER2A0o0cItq+Uu2tNWpnZpTqaYpWo5Un5aWDmO702Kj5kq4Cx5QrxlrI3dJlRIdgjOq25AJFQuwGbaW115irMIgqYtVUgpyAvbA0Tbnridw0Ed7FLFHeG+C6htIpoVlp7TraGp0ntnLVVKRUGCfJedBa48eB5TLjmhbwBNSc2O8PaK1Y4sKNGwl5vm521lp81xsZY1iWhTe3d8QU+OLmyE+fX9iNI4+PH5nGA7WIU0frT3Q2VebdtXYLaC0Y1YjziraG/X5PDCuazP3dW56envj8/p6n5wd53d7z/s0bjJHxEAggOx6PlNJY15USZt68ec+Hxw8455iXRChZ4vCNZZnPDOOBp/MF6weadpzXwGmdWRcBmUVpBj1StSKGRa7Zxmg1TQwB6xw5LmjnqGUb1cnIxH4isN4eJa9I15OEQPGplkRJ3lCLAhCVlTFaSQllzJUhKaKuRtHBd6Nb49P1uqSU0N5BzHhjia1gthA8taXobpbz/vr6dfWjCAnX7tyKtZdVdgbG9JHSdj3h1WHkjOiw1rCKQHir4NgcTWwi9Fe20ykBKFfbdq20rgfyVkThynY2qQo7Vf7sv/xWApi/9eZ3m9tZtL4hGtAk9sZTtESzn3TDZtA9QTYYRwsro+kjU+d6Gm/E+xFrxh74KePi3SAHtGrl0HJJiURgKhO0BWdHTjFCLrjjiI+VmpM01dfGkiPNGXRNVLXDa7HIpmTkOhOxxfQMEQk/XLoofHBy31qjICmaMbhRmOVZOVjPWDyBlWILvnkB/bVJrEJJjMpRFEQEGKhSqG3Fq4mwc4yl6zUYiFq6j3KPQjBFSQCcMlS1sobC0d+Ia1IX/GhYUqSkhMmJYqS89+3tG0IIDKGideKdvcHdjbyzj7xVloMF4yJTcExV8/NhRKWMtyM3deWZhLd3TO3CWhRDgNTHz095ZWmWVTfOxfKhRYYMqxq5EDmMIw/rTMRSU+MxL+gcsbdHbubKfnTc1BXtPUuqJKtoS+FhCPxaO7KkE1/XwFBlvbtzjn1W7KzmO1ocP9mPuFgZPKQg++TSKoNq+C7FsCVK/k7w3GlFSycuzjJb0bAoJ9EVzjb2WbFQOGlHqBkoHJpBYbmYytA052VGDRMfqueexL4pnlXmoSU+t7fsFKy5gT2DHVj7YW+Ikm5/JoOfGBO8FDnovzWKqiwYiLFyN3jCumKmjOaALY1gOrNeHKbBi74QlOZQGwc0qzbEngU3KUtu9eoe/h/+5V/8ChqYP/rjTRJ5BSOfZmxw1SFs7iLbR0RbaFiRU2EMHVT06P8YPtGJfFIH0IW2Jc1iV24SKx1jxHyiL3DO4UaPNQOX5Yy3TpiIUq8szTZSKa2KUGmYrkBhWRYZTfVZNnRUmhJ2sOR5BS0Oo+1EbPp4qvXX22q9jp7kfeHK3AgDZLqi2xDWldF1pqXE6+k6RmnX3nvLgGEJK61UBmeYRs9pWbsturLf75nnc78OirvjDeu6XgGWMxZt5TlDCNztDjSVySmx30+8vLyw2020JPTx4XDg8eGBX//iu9gcaakwvjvw8auvub9/y8vpgeNu4hJXPn/zvot5G6VI0qS1lh//5Cd88cUXLEvqIt4XMJ55vbDf36KMJ+Vul66GOQViEsv7OUT8OHFZwvWaGidiZT/uruAkFbmWGzDcRLIlxw5khq55al3/IdbrxFao9+qU01rGWZpXlqPm2DUwhpYzdJU9znatV8/w6dd5yza6spC5txJvPUPaYBCxt+r3wKY3kd+ns4n0LBitqTlfwcg3PpydVZP7y9JKr1Nw3ZJfXvNthK2S8VVOPQtHvX5Nyqm6C0sr6hpRTj6vtfdttSYjqPa//dffSgDza5//djPOUmZZlO00EEtGN818fsbvJnweaDtNjgmrKjgHpRLSggK8coxmRGnNolJ3somG76i9HJT6ONn18fLD+iJMi7OMvZXYTo75dCbFiBs0+92bHk0iNurJKLbOghACx2kHSj5Hd4Mn5YBpBl0a+9HRnGFZVg5F4X3mOEzompjNxDknXtIqIs8IO++oqnL0laEqvq/3RK9ZoyKYE1V3XWFKHKYdg0rssuWcAhHwesTnwpBnLnnmOO05a8u+WpyVtULlhaEufIyWm13GqzfMduXj84XFvof5hCqJwVaMha+Uhea5zM+c6pHoFA/5TG6NYG+l6t5qlB44xydUK5yTwqdG4MStOWD7en1jBMDd6ITzBlcqEc2oBr4zeVIpJJ15OTf+uj7gY8UOld+8v+UuVYbdJM7KGjFGc0yiUTQ9Ft8YMZ1cWFClMlnFNI3EObFUKC1zU8e+7y1YNxEXWa/OVAajGLSYYGLMkoXVM5ucdgQNVjeem9RANKUpNXKuHhca4+jZGc2cEkFCu1iqJimJ+6AZmhGtSmuNURsuZJzyPKwLCakVUcho+Vw0WMPgPacWsLGw5sLaFHvniGlmZ4/YPrqeW+bDOpOB/e6eOF/ECVkyqVnmPLMfRsnyMpqBkVNYWFvAbYaezpI1O6GV4q8//OSXBzD63/rjtlmltoV7o8fliumr1XXLkhA3kWwQdY3oUag02fy3sDnX9SWiTC59U9+o7NGa/ua+uo1ifk2IrbUyeCdioZrZ+YHQCs68BswBnSXSEnjURwmth73V2gu0esKrtRJe5b2wPVnJc8UoJ2Q3ykaZyxZJ37quYqP45f2ZuoPHd5V2pdBK5biT8UupqetNuqZjLQx7L5HUWpFCZDd6nNWsSxSB6yRjuN1ux7qupNrY7yRBN4TAoDW3NzcsQazOYVnJtbDf71G5Mi9nvPeM4yCC3JqY55n72zvJMfHw9vaOr778GW9v73BOHEsqw2Vd2MIDh8ExTUcul2c+fvyI6iyW1pr9fs/N/sCaC9pYXl5mbu7vOJ1naq1cLjNuPLCsmZeyYJRj7wbmmEgdZKRNF9It0Ou6oj8ZWW4sgoh2E957QuxMnxIdT22yMeQsBWUFuVYbe5FSwqlecKjUZmZi6J0busk1N6OIru2W+9OZn79pqRagUKi1Rwy0ng2jX8XYtdZrYeLWpdW0BBZtejHKJ5ks6jULaHukmHG9vuDT5uttRNZKgS1HpomoecuV2cIVY9caoRWjcaT6GjiZUrp+xvM/+XaKeP/Nv/277TBM7HsPy6Qsao3sJkdWF0yq7L2nYjBZUrWn3MeKzlMaPKYFW+FJJfZZ0YYJnwuZxozGoZkGT0gPVLujaYVPhpdaGXRFFYhBxpJl73HVoF4W/E6uTfSOOUfu68CiwOXAaBuj35NaYqwVj+aUAg9du4bRBDMylYZVFp0riwocrEGlhHMFlT05zDxZw9dLQxnDD3aG5zXxXCtvVWIxE49rI3TNlXaW59OXRDfxnfGG0MR12FrDMaLSI8p5blPkZVCYdaSNhrAs1Baw44DVRyJf83kOBDVyrgfuh8RbDzcVvloy39mPvJx/znF6zz+4iezutQhTyy3fGS+8XDyXYPnF8sDJDHw5Z6od+ekaOeQT763nsNuz14HvvZu41ytHe8MpPpKV4kZByZ5cLhyPe0LNlDnRjLseTNGKh2B5+HiiTZ4xRz60kcbMO7PnuJe+H5Mq0cnnco+nqpkULMYMaF2paaUZA0MPJKyG1BRhM4sU+ayiFRlN7J/LUw7YZlDWYHoInDGKs6nsqkfVRiSDknG51QZjIbWROQVKa8whcdCWWe05cMbqPT+vC5OFdIFoC0PTfFxnpuEN1mVsBZyM6NeaezGskw63XLGd3NjCThNe+r1wqFKJQ+YmK5I2ZFMhZp6NlmDHWohahOFjrRRdmYwjNshVCkmdc8Rc+O9+8pe/ggbmj/644QxlFcp0o8eNsQzDgFICElo/JV6xQ18YN2GsUVucPGjvrimqqSScG0WXYio5b7P7BhhpDDZcT+NbVkjuEczigNo6akT0m3vybZyX659lTCUODd+tohXRSjhjKUGYEK0FJRpjsX5HtZrS68O3XiUJuWvkpLBWEZKAO+MbMVS8c104qcjrIjHh1mCHPaZVxk7Xb+OZx5dHAQdKd8amQslife2gyPWgQOWkJ+lwOPA8nxn7hmb67z6nwNA1MsuycH+86ZujnMyWuFDDzLQ/Qi4cdxPv3r27CpSt0yynJ9ZcOEw7cssQEkV3Z0wXcI3HibwETpeZXLUUSObMw+nCJa4CSpvi4fnENE0Y7TDGMa8RN4xoZVii5D8UNN6PLMtCM7ZXEMQrWM0oWkhyclUScrcxYa1W7Dh0m7whrgEz2q5Jin0G3kdBOaNbFu0Q9NJIrmJeeo7PNr7UbSDlhdwBulaNquW0LczbNvvtrrMtgdd1i3mTD32zus+P9RWklyKitWzAN7H1N4SNsV1DtmXdqFxRvUxT1VcGCCCXBFpju5i3faJ9kQNFB1ub885AXgP0exAtXyNlsBa2A8o//a++lQDmP/rXfr8ZpdG9ofnUDNpUTkvjcGMp54WzKhg7oqIwKbfjtgZairKEEtBqIGpwcSUpzVAcylvOZZUARVVwzkCsuGkkpszKgKdQ0gJogi24UFD7SRjh/tDGkQ2YRXHGYHQiloRtluYUMa+gHRpwSsB/wjAYSyQT0yz35HIB5ZhbxiuLqjNGFbw/QFmZ7Mg4Ku7cyPPTE250fDbuaDmhsrChGVkH1xiu66fqLOCbyXNfFT8ukR++BD6b9mgfJAp/lpHxZ4NnnRWLN/gqMfbPTcL63t/d8+XLA4+68JbPePvwJQyNX5jE79zd89sWjreWdwfFF3vDD3ZI83StXF4SJ39DXQJaGS5Kak+4ZJhuOOrKhyCBn5kLOzVQcsMPlpdYmZeFzw8TRVla61o2a1jWwhLFAPHl0vjMVkrWPOSEUwpdYBgGKEm0aLbStMHWQoqin3QWajPQx/7iNtO9PbyhCBgU52IxShqqa5XnfZnna01LSkXazre4hqZISrFkhYJrNL9T0KymLpmMJmhHRLPPgZ9ri0qF0TV23lPXykNZORiNUo2les6mMnYd6U4VyBmtDMHYrqcRg8Btd76mUnvswEQzmjmsqFJZlLA4LjdyJ0GKMkCVwxUag2HQmawVL1WLLrFWirL8jz/6VUZIf/jvN9wr85KDnGqpoio23UmzCWq9H2VEE2LXhUgQmrYy1hmM7QhOhDpCoSqM85SaJczOeyS2WILuXAcEG9OTSr4KF5VS17FUK+kqWpSbR+h7XTdBZG/Sru06jnCDl4JCJR/GzSqscIS4oEvD76er/VgpRY6hj5r2sv1enVOvGh+lFFpZWl5x2stpqsJgpVMnpXSNyO9mJazxPdSt0HKCmpmON9zd3bEsCzFGjuMOpRQfPnzg/niD1jDPM0Uj7MzpgnOOYXScz2dudocOikRgPBhNqCvOSqS2Qf4+ROksen5+5ovP3rHmFdMUR+eItbAbZYQTkriSrBXH0vOyUBFnkHQtSfdUTpUC/PRnH7m5uWFpmd10JMWIcp51rZ29y5x7dUJr0koNQE6fOHUU7rCjJglvCl2wXErGKU3ptKVWTQKQrCPHCBq895Q+cjJ2gL+R3qw2V12t+C0puedGSD6QVFKAJJqqPq6S0VQ/ecTeFtxZxE2I3jZHRpRFR2l//XdbxYQq3UlkNLUHQ9U1Xt+PqhWtVLTtY6tcuu27XnU60JMztYYu1Kyla2e2tOBr6sFWX9GddFslRgc8G4CJ/+TbqYH513/j7zZyYfSGZjXLKvfLosEWQGVSNVQWWi7EVqi5Mw59HHQ83F/NCrH0tck06GM94ywpBdTgMNmTc4I00+yAipk6KVSyJBNQuVINXOKZ2/GWWpU01ockI9LdwPryxI3W7NwAdmQ0ibkszPPMYZSDg20Tt5PUEnzf32J1r0OJC1ZBNiNHpXmcH3lxjXbR3NzcMDnLeZ75aCI3UXN0nmU5MVjDg4HnpaH1Sr4kjm/fcjPcYJYTvzkONLXjKUcW27idTzx7x5w8p9FSlhNWeU6XM00ZTili9/eUeOGpFj4/vCHUSCoy8tmbGz5Tmf/k3xj5wv2Mj89PuHFivcy8vbljdRl3WnE6k+OAHxpJF85PA34IHO4U5yUS5sRxfMMcCueyYDSkNdGGHXpdWNkxGUN6WVi4hSkztAbFURzoMLN6R8FRw4UlH/iT//Pn/Nb+wPjWsGo5tN46z40bJa05dXGt8VinGZsGFXjMGpMKb+2ex5KBzGoaZVW8GfestbIYidVQXnNZM64aQkoYq3msgZs04IYotSZZ0YxF2coSEgZL0xmTDKeWiGZgp8U0sPjE++xY7IE5wHk5M4yG0TvWJbEzmtUkcmnsWsUYSK3QqmZtjdgMgx3QuYpTSfV1v0k/X7aa1kNsz8ZzqRVdFLrKvv2iFaYmUiuMzZFUY26Z0RoGpVG5sZrGmhs7MkkP/M8//L9+hSC7v/cfNNG2yJ9z6pbV0sWRzvTZbc+10AONRFhlrNJyxU8TMQT8ICflEiN+f5AnjAmzG2ALDeuqfdvHNSJOTT27ZE+4zMJC1MxAt872RVws1+I+GY1jLuvVySPiur5xJZk/N9NbpJXYxFrNLCkyupFhGGjdvl2qaErGSV7zslzEzaENTVlM3zRSBus0qiRiaUCUfaY7W2yTcja6ZXlnBthO8VYxX05SVz641wTglKndGaKMZr6swmjp15Tg3W7HPK/s93vGUcYkjx8/MnrP+/fvxY7dRde3NweOu4GvvvpaRhT9tPRyOtFKlCCs4w3GC2hc48Ld7sD8fOLm8zdSO18qbph4eHggptItuEmaT2Ng2t/w4cMD52Xm+z/4Dc5z5JwyHk2uhZfnMxEv16uHA9auZ1GdXTFGRmZhXcGJCl1rEfZOWxqx8Whn0V1bUkqhJClMPByPLPMJ2wSwbjoSEZT3e7OXeEpqttQxiOCynySN7qJYuVVrLdSYIAYwvQnaGlRTaGteU6ir2MwNhqJEHF5rpeWGde7qkmutkGPkNda/YN1wFWRvCcXAVUNWc+mjIv2qZ+GT5F00kMVNpfU1c0aVjOpCd2FqECCTpegSo9GlXUdT5X/977+VAObvfP7dZipobTGDZ0TcjbaIWLtR8DQUvb+ms78pJZTrjGFD8oQQl2bO4nCZrEeXjHIWazRjUYw7MRHss2EyCh0yRVmczTRvcUpDybha8bZQq2YaRrGrlsKsFOe14LPj/tZwUIbHJVAHYUT32hGMprZImAs/eXnkzd2edziatZiWML5F4gAAIABJREFUMdpR/Z5hXgkqMrSM8bdcUmAqkrxqjGFRipxWDseRp3NhKQ3tNF+fT3x3mDgMhufQQy+1x5TGqjUPq+KkC6E0oq5M6kByBZsDL6cPYB2LOtJy5MZlnB446cJuCYxaUsVDCNQ8UNQF745U4BjhFz4z1AO/Q+XXRsV//O/eEZ4XaIYQnlF6ZC6Km5w5LYG/OjXu94774Y4PX75gJ8djKVxS4GeqEi+VH54u+KL5KnpS07xXgXdeYdzEhwRvVObz+1v8oPjr0wWrPFbBTxfFP3t44UfWkpcTQ6zc399yHwILhVIaZ2v4vt5R6swyDCwl8VV2WD2gW6DFTNBKpgYtEZ1EYNw0Q6xQx4HUCmtO7BJkLhgzENLK4BVv4srfvv2MiuY7+yNDCjivsVkTR41KgQdr2WnFfW482cIhyKHPWChGkVNjrRpTEqBRplKakc66JkW3ISvROqFRRhjIoAxYj+19amuXg6TayDQiUGojUpnUiCmJqipNO0ajOGdp477Dko3mQ5rRfsIWh6qB/+VH//JXEfH+e9/4Ys7hdW7faXCsgupQWjMe9pSSqVvyp5YNKiwL2tqr4HVr07XekteA9X0M0E+GMa6SLGstKXULqJFFVxsRu1klFO6mfdS1cblcOOxvZETlZNPTVtJecxRh3uFw7DoDOhMj/UY1F2IVqyBwbXyGru9pwgrspoOk4u668jwlakroWmm9BgDrSUUySqx5tbPacUCpLjIGlBMGwDmN6xussdKmPM+zsFFdmBxS5LSIaNd8YtcVdkkxjiPTNHE+n5nXhWkcqCHx7t27qyYnp8Bx8jyfzgJ+RtkwdYPd6Hh8euL+eMNhP/Dy8kJrjUtYefv2M3Qt/OTLH/P+zVuWkDgcDpQoupyvnh948/47LM8nchUW4sPjAzf7Hc/nBYynakQfNAeUGRiGgYfz+dpeLQJSRQiB/f4oACYEWr/A3ovDq66rsA1G/mfUq1PHGUtpsuCmIvdE68F0W3q06rqq1gMSYygC2DoYKzn0G0rJc6va9SFKTsQ9dTiUiEkVZSRCoMWEcQ6nHEW1awAiKUtCsHple+QFl29YoWmFWrnauIUhstex5gZSrpqXLijOKWG2OIKaJcteuavrahv9USu1Z+MoXG/9lnFZruJmKE2cdu3Pv50A5h/93u+22MCUxuB3pNYF9EpjvKGkFaM0wzAQwgvWjFilWXJk6Lol0yr7DmaWJhlXSxXBJM3L55uG4YJ3lhQcuNTHlJmDVdAMk1Y8xopRDlMjKytv/A7rKqEavn7OrM5RM3ydKyOJSyhc5pm7/cCdNqzWs1phFJwtHPd3rOmF2yZlgQebaSVzM+74cMmMrvLl8xmc4Wa0rHFiIaDTzHE8MDJj3cCPVk/ISbpurOgYPi4zLTbcfuCyLtA0qRWcGWlVk+1Iq2coVqoSauS37m/4YrLYFri8FOYy80SjGced8vz6NLCGF74+nxjdDR/qE3/n9p5LtvwsiVZwj+erMmObpdSZvFZ8a8w18D4GXsa3PK1n3r+74+NpwdsBlBzqaq08p8RSErtxQhUZl9xOey5hZVWVvWuoAIPROO/xTg6Db7SG1NDjwM/PT+y0YzGKc22sIbL03K01BmwTN+AvWqMFsSGnvhZorUlWoXLPVatbRYqEyJ1s5b2/YW0ZVzfnbSZriy1wGOXQ5FqD0WGb4ZIjsY+6M+Bzw7fM59PID273jOnCYHeMTkbLKQfO2aGNBHrKeN2wVMOgpLxRKcVLLtxYxxONXWdYkgGDkrwybWlKMbRCRkCXoZFVIyvNHCsPNZDtXlKpSyW1wtEo9t4QugXbVcXcHViuVLxV/Dd/9StoYNTv/ztNOUfr+SZadb1ALdRyxqgBvKXNAYy9+sW18WJdTjLWieuKcrJoat1ofaZWAasVRoMdJ0ns+2RxrrViuyXUdtDjBt9zQVJnSMT6G7Isxk6J3bRa0Ytcs1nmtT+vJqWAtcICrF13Y5RoYmoO7IaRNSRqzujBQxcQV7fHZrFY577BxSiW1to01HI9cXsrynSLjKyaogt7u3CySPFWURLCN/QeoppljOa95/z8AsBu72m1kPLmpCm8ubvj6eGRcfRsVQ+2Z/HEdeU3PvuCv/jyRwKQWuP2bn8FlA4ZPfn9nhgj7z97g8qV8/nM09MT3/niPUopjtPI09MDb2+P/PjnX6MGR1hW3r95y1cvj7zbHYUps5b94Y6vv/oFWI3uIPAlraTYWMKK8yNWe1CKS87sdgeen86kvBKLUNoxZ2E5quiGqlZoIC0B7Q0lpKt+o3ZGQzXZfEONQEFvwXNWPgCDHa7dQ1gDecV80iaulb1qRjbgAFx7iNbc7+kcYdpRl0DrgvEYRdPTWiNTBCTG8g23WVoXGS3pV+2K1h6Z+oimyxl1TXDeRkkpJailF392gW8u8t+tdyr10L2NGb0CFqB2dqUpsEqyb5yRWpCUBKRttutvFj5W4p9+OzUw/+m//fstK00MF8ASSrk6DcOauNlNjH1dq0ApCtWiRAgMovcbtUNf7+dEDJWTEnaxngsfleapZXZF8dl+IAbDwVvmVvtC3liWxLSzlHRh5xTa7fgXHx+ptfK9ww2DhTk0jqOhhkI0kv8TiOy0o2pPtTCVQI3gB7g9HplTxuuRH56fgB3zPOOMJ1I5psBwe0fKZ3TI/PptRa0Zuxvw1uF8Y1KGP/9Z4OtQsUma2pUdmVXhmDXnlJlVI6RE9gNFw/MaUDh+U1V+MDVWbQgX6ct55zSnCAsD1TS+c7CEWJlVIV4WRmeJ1vFWNVyKvP38PT8+v+CXzLi/oeXA5BpTqHzMF4weCTEzGs33jwPj4Hm+LLw7Ov7y4cRTzvzeu8/48uVJyjbXyNubd8S8oErjZzkwpQ5QSSwURuU5x0RQojdRYQuRbNDf/3EYWFJkCTM1K9R+4nmNPGnPUBVf6cC+Gm5t4U4bYs1YZCw/Wc+lRNYksofatugOcE2hc+VkJSzupBoX5WlqoJaAxjGSeAfc7fZkqxhLFKdpT5jPyhNVJc+Zy+g5rytxXfmjt6NE5GlNTprqDVNar/lpJw2HZKimslTVDSmgquJFNSYjusx9k/iFi9ZcSqKi2RuRZMQKa63S1aUcusBcEgfrIUfOBnRpzA5SUxxqIyixglfXc7Kq9DL9tz/64S8PYMwf/MO2Re1fg7GMIZUonQq6sp4uEv1uHWiJwFY1dVsnPX200/4YjBFB0rqutFrxVnQw2jhyWmSh7v01wFX/UouACEXXxFSh1Z3f4ZzjfJIP+PF4K1oBZUQDUQMxRvxwuI6kUgqiGwD8OF3tyE1JvPKg7TWHRmmPNY1LkK6PtW4Nzk30M24QzY2W4sDNpSLutYy17ipILaWQw4qylt00dJ2OI1zO103keHgFfnTnyDiO3BwPnJ9fuL+/5+PjC2Fe2B13xLQg5ZIVb8SGvNtNzPPM5/dvhdEqkWn3f5P3Jq+2rWua1+8rxxizWMUuTnELI6PIwADRjgGi2dBMUbFnJ1tCQrZs2rDnPyCCYNoRQW0qdrQlCCI2xQKxwIYaEsW59557drGqOecovuq18X5z7RMQEZLR9K7OYZ61915rFuMbb/E8vycgRZ1To3Pc3t5iesHz6fGBu/2R25sdp9OJ3ahF4jTsmOczb3YTHx6fGcbA+7fvmNeFm8MRMfDw8MC2rIjz3L95x2m+8ItffuDdu3d8//GDjjhT4rIl/Lgj16LOo1zZ725Ytwu5fFGyO+df2SwueExtONGRpUNjK0rO2P5Zyy1rxgsOaRmMg9Zw0etax6odWm/mgumiN5EeiXEFyv0ID3C9mf94nVOlQFYOkpBpy1knQVeX0pU5Y64TlqsuxSp0D9tdUhrw1mqmpgTB6zQkrbqaKj1zqVa695rrDtf54Qsh2CiM8ceupWvi77UQa7UqbLILlVvZsCbwmqHUr+kfnwHOOfL/8J/9RhYw/9bf+idkLgIm8vDwwBA8u3GgGKHlRojXENeB4ioHE5jXC0ShbgE7VGJzYCubCLZpKGetgjWO3dDp3g0e08yREfaemhqlF9U1wxQs1npSmrFt4rKt2HHH5fKM9SPBWLxPOj0cAgyevCZ2TdEU3xwHZceMEy/PZ/ajZ7ITOa3kUpimiSxQ1oVnBBsOvGxqz35ZZ4LZ+O5ceGxCG27YMevNqljGceSuZE4+IO1MbZBq4GQMhcZZNM/mRjyeyrvBMFnL4D3HMXCuCSkV2TZ+cntkTpVRLF/tdSr0eHrBZY/ZOfYxcHSOuc4MrXGMI4+XE8fDG6VUt0QIR0pe8XXhOI68jZbV38Dpl6zN8+bdnqdVm9nSV7IPT88c9yPvh8pmAodd5HKaqTWzVkerM4Pd44JhxZGTkpGnaWIzifPqmOzKrbcsZYf1i7LBGEhbY22Vw2HPZyovz7PGROTC/c0tpjR1F3WUiDGKxoj2Tq31Q6GgdvaDi4whYrr84CIj/0ey/DLNHO0d0Zx4OzjIF0xteBMZROm6z1VYMaThll+sPzDlETtG3taGiCO4RvGZta+nN+eJmyGsGTFaQFRRwvveCNVr8bbag06mYyRVQ2tCk4xxaoxINJas1nHXYAmR5iCfZ9aqjVP0nZhflcZL19BiAnNTLhu9FqApIuP//PzXsFEf//m/L6015rwwhYi3Duv0opUsiPuiPE+brpeGjp63nTwaYtQpxLLiB+2ObdeBXIsIb/Rgv2YTWWu5XFSQenXrTKPn6emJOOxfVz+5VaTqGsOgDJYYXCezqgiybEmFxEZXM1SjI36BOSk/QUfxK1sR3t/e85gX8rKqFmbLFIRm3WskAoCtG6VXy9u2QS2q8zEGj8G3ynDQAkB5Mv0i2tbekWuXn5qCniSrvuX+eEcuhcu6MOx3TNPEMAwE5whOwWufXi4qQo7qJIlXC3eILMvC0jOMar9ImrG0lnh7vAfg7ubAftrRcmK/37NtG7sxdNKy4/HxsYs89QBOvWj73d/6Gec1vxZq9bTyx59/zVdvvybGiYWekjpv3L95w2lJvLy88PXX3/J0nnk5nbi7u+O0rPrcUyGVRnW+Q/wMn55OyvuULxbhlPp72AsKDV+M6uzxDWmOkheq8diW8W7U4LHWSKVPX3qh4oeoSdFXEXUXyF4Lz+ua5ypChwLN4ty1MOk6naGj/3s4Y8SSaLhrZEVZMHhqU7vgK97/dRLTidFGMFtBxiO1ZUpdCH6g1i9hjFfcf+jvh0UTdK88mFJUK6X59Nq1iAgGj1gNVStdOA7QRMMrbV+nmdp0MtgFefl/+s9/IwuYf+MP/3HJOExHJ2y1MUaPkcb5sjGMAbG6gjACa0ns/YGlLEzBsqVIbhdGF/iwzdw6bV4Ey8xrooPSwauul6EyTpHTi+rYvIPTJrRlIUZLXhLGWnaDZ+8sn1KmWMU2bNKnbrmRQ8QNnliE2hJmCMyLaICreJ7WC9lPNKfnYF0TtmksxbwJ1mnxG8OolHGbkAhPm+HYTQyrKJfKGgWqvZ1GvtkHvEncDwMRy1A1dkNE8DTGGNgFy0SgRsfYGpe8IUm4tI3BVAZjuH+zw1QwubIYIMPxJjLEgN0Sl+eZOIE1heB3eO/xphGtYXAQBLKZWbdKOmXGg0bOrLNjv+s4jO4IjMGyXQqzHVmqI1DYRIjomeFdpmFYt4nNCq1ZkjFsi2O2Kx+fNiaZedwsZTD8zq1eLrvREfzEt1UhraU1nBtI6M+ua0GGHbk0andu5ppZloU/nlWz2YLHDoHfutvzczw0wdsLoQhr7lmBTUgOMpn97oZkFPznT5HNOBYqplmeTOP7l5n3TqhVmFzASca4yNYyJo6adRQS3kRGPDmv1GLxMeBZtKgyQnVCSI5ZCkOB0jJNHN5NWsDgNIBUMs0GRrHKVnMa3GtL0wbSGCx6jjfvMba9MrKkWVZnNC6la1dX1FL+D/6vP/0LzyT/F/3P69c1P8ZjqGti65YuO+0IY6asSQ9bMewPB2pekZqwBlqpHONOb6hW8F1I6r0eCCpI1PWQHfdItzv7Lkz03ndLcOoiTe2ur26gvJ7Vnhwn5svKNO0ZhomUVrZUmMYR6xUqlnOm5EWfi1WNwuhHTC20lsl5xRpDSpkPn3/NGAfNMiqKsdfdZMGgttMfd+itqVc9HI7abS0XmnXkXeRSEqGBdT2g0lrCfs9ut+P0+MR+f0NoBWcsIWhxMQXPsq0c/RvoDofjEHh+fGI2ht04cnfQCcvydGE67DneaBFyc3Nk21a+/eo9u92Ol+fnPr2C2jZKFzZ/esqqCyqJrRU+Pnzmt3/+UxqNl8cn1lWLt9PzCyHo1OWP/uiPOJ/vMGEknS4Mw8DTcuEnX33D6fKia5PTzJt373m2ut6bX06Y2vjuF3+MWN0fP37+wJb1pnxaz+wON0y7G+aXJz68PBGGHWvJ+F68viYri67ias7EcaT0VePWR9QiFT9OlHUjDJFz58CQs5Kb/fC6zlRys3ll/7TWaFn/vAm9QDGDfk8aGE1HbaUoUNcY8rZhO19lGAa2WnBiNQTSWowNKpCkYbv4zeIwxuKN5j7VWjGDxzalWEst+DACDh+UZfOaxu4cqSRc8JrB1QrN6O/vbMC7phTMbUNEXUoiGWMsZclQCoSgfBjjcU4LOLGWUgvGVqz58xyl37SvczaskhirA6pOYrKwwxL2B06XCzIEpBoShvMqZDMzjXvsqtOsoU58roJw4DQoyyiYHVD4sKkwcV3gEAbWpK/1WFUn8vR5ZqlNCb6lseeIs5PGWqyN0naUfMI5x2o30lYwRghDQFKmLo1cz1Tj2J7PGqthGh5HqAPVrEwVNjYahdAgWiUyCwvvJ8e7qRHMjjdmh5WV4Y1jMp5bL8hyi5AUm2AEU1cwmTf7HTYJcXCEYc/5kknhQq2wPllupgOmzkgTjoNh7w1jPGD3jdYcUg60DLWtHKaRnzrVV45RWJdnbvYH2t235G3m7vAITfj88MTd3ZHDNHBeZ1237N/jwjMlHXEy8PzhhdvbA98/PXAc9vxv3z2zYBj8hsmFhAL9Nn9mmiIuRlp0VDcQtw0/rAzlmd1xT8Qie6HWA9uN4aXc0Iyl5gUb3vL0dOLy/IFoV8r9gIvCYAMuGt6PHiMbNhkGs1BrZikHvIPZCbnt+cfqRGqFKJHUhCaWUlZyM1ySivJDcKw54wNMNKJA2xZcEZo0qt2IuTE5RyrCZOAnO0drgo0CrHqWydYbnBkxQhGHIWHbQrEGMwYwi+q2YgQUBCrR4CuYYKjOU43DVgNEsIYDljlbijhaq4RhoOWMNKjBgu3TZiNk7wg4GmqAKOi5aBqUHg0jrWJEaOkv76f+ygnM7d/+e3LeFs0Z6s4day2+GrZ2RswARgVKpSTKtuGHgZo2XK8waQ0fddoSo+oF1nWFWhkPt1ypprvdjmU56w0Xp24X54mj3hymOOmFu10wtjJfEmEcCFY5H1vJBBGMHci1sM4zb968YV4vpGUlDFd7q7pNYhx13N5ppN44ai5gew6REY7HI5elMCI8b2ewgWnaq/C1FI1P6A6a6gPHwz2n+cKEIdWZgzXMPUspxM5wmfbktJDSyj6O1GJZJWPKwm63IzjLZByXmhl3EwC1aLxBAXZBn98ln/DVsz8cmF+eMd7hfeRyubC3jrnoyNM7h/PKV2k1MxjHy/kZEeHbb75mThvpdOL29pb7myOPj498/vyR4/HIOEUNmuwd2PM8czweOUwjx+O95iI9PvL0+Rk3RuZ55fb2FiuNT49P/PznP+fh8YWn+czd7TtOpzOfn5/Y7486tcqCi4E5t1cIYCqZ1lNIMQ4Xg9rWjaNsiXG/666PiG1KvZSikKXRWxXpCmQaWRquaWaRpZHTgnVRCwDTkNapoM2Scuruoi+J0fZH/71qs17hcmKRlKEXSmY/Ibl+Wdfk9ZXRciUF06FiiBB/lIbeRF1JTRrjtFca8LZSvVqsa0/pxnl1i9Uu9LPX/KQeCNnZNvjuYks6qbvGJmA6AykvuLjD94PC9hBHhyW1Sv7vfzNJvH/wze/IRuNgRlJewCdMcxTxON/6OnyP5AJScEMkArUY/KSflXHdCJ3iPVrFC+x26g57WwwFw0kcO2vYjJ49VTKhRZ7rxu3kONfGPZYbRkWrb5njLuNGz32ceH5+JvqRcIj4tGGKxdiNdNnYHRynFrDRsxsirmQ2Uzg2NTY8Z4XdTcZQLEzTQFk3Uim4eITtBdkcMlQG51QvL4ZUGqOJGNvIpXKwgRoWnNkxTRcwjRAslsZUZuYyKYdr3QjBcCCSWmVFrcFYYXAdoeB2eJPJq8HTOMZI8BuzHagp8+FXheeTZa2Ouv6ab342sB8sd/e3XOpM3E/c3A58O84s3vLD908MdeL+rUDbMZpnqj3S2pngJtLmKd7AsGBLY/SeNAvCQE07Hp8SLzWRXjaiHdjtNoy7IefMuU3IlsmtkuOoyeVy4cYUUimkGVIzIAO1Qdwd2OoT3kTYLBev4Ya7TdhiwZmAhI26WZacSNnRrMV0RkoVh/RA2xYUJWIKeCpiA2spNFFHbu3i4RACrjR1M11X10Z0/SlfVsbGXCGYffIsjtLQbBJT2IpDDNQiuiUpifQjZ6OGLusQIppACgrxLOLIojpGAPpEOHvBiBAksjUNsG1odFCzXldOthLbFQ8hiC3UYvh3//ivsUKa/oW/L+k8684051cWizVCEYMLAaxhO684/8XOqWhjw+DpIsNFFftBbwTbmrvIbeu6mvAaZmiMIdWk2R4d7nMNJpNaceNex6JZmQrremHc7dhKZlgzw82Ej5FUeigUavVOJevzMML5fCYOeniYq+hSQAZP6zAS0+FxK+A87DDYMAI9p6YJ53Wh9sTZdLkQw0A2Gg1AMRQp3N3dabZSf/2WbWMaA1kUUDc6x+P8yNvjfadmgksVpvjK3dlFPRDTsjK6QKLp6xsdv/78kW/ef80PHz8SnGW321HnGTuqEHg7z1SEaZrYN3VC+b2u5fa7idPDEyVv3N/fczzueXh44Jv9EWMM0zToXr4zcvKc+PDhA89tIW2N/S7y+PjI/nhDlsbb+3fqvlg2hnFHMUKIE58fHwHPfnfgh88fub25Z7fb8cOH71m2jRB3X9aG40ArK6WBCyMigXWeVa8TPC0ndvs969LFvka6cBiCt1ysFjBjEvw0ULeNtWSc81ASzanLo4kjBkPdNrJVS/nrRWG+XEDXwNHrZOILkdogub6GhApgxdCutOkep1FFRaDGxS5c19XYaHuKOsrnuKZ8D86zrDNm9EgSkIYJaq03uWAkcw3hFMldX9XIKeF8/11a7uyZ6dW5JO1qygZjKs4NiDH9ulPBuRW1cJbfUA3Mv/cv/a6UDBOROOj7nFPj3ASxlVrU8RGdEAd1E1l/QyvPmBAUYgas24kQBmL0PD0u7KYDrcE06Hlnydze6Puft8KawecHdodbshFyFmgDL/PG/lB5f7vn4Sx8esi8v9M/85OjZ8mBllbSWnhpZ1zR4ua0nPj5z3+Pz58+MYyG89kTBX76Nw58+O6JMBQeZsN+injv9UxJiftpwLiVECze7RF3YvCB/X7keVmJMjI4hXHOSZh2FisbKW0Mq67y51goy7OGpSaLKxYnwrSPUDfOMuIaxOAIESQnRp8JEagQOpYiBEsqem+Kfq86CSfgV/AqcMdWCFFddk4bhCZ6ZtrLDcWcsGbENiArpbtVjyuNtGVKHchZSEScHbur1SqHNXUjibnoJN6M5NIww5F1U13cw6USB09CqbEiAecFI3DZCk0sg/OUkjtHq7BkPQ92Xm32Bk9GU5+r8ZTcqeMCqTVqFbx1YCpRLNl+uV+XkkD6lqFpBEXpzZbH0Lxj6VM+J18gl6AhtSIG4ztMThRE2wyYCravnTRm9s/rA0VEswkNr7oiqqW52ungThPW+3qepsrD63q+mQYSaFIU7SBXbhWvk3UrGl56bSL/nT/51V9DA/N3/p7UBo0ekLjpgYnVA3pjI7gb5ssTcRzIIow9l6icz1B00sLtkVgaaUsqUEyCmTy2d9dYz5vbG5Zlw3jHNA1sqXG+XBh8YHPC4AN1W4lhpFlPWp64vb3l6elJ826Co9XMYdhzPp8JrVGcwdhCu1x0ehI9mx2wuwHb3QW1GkpaCMNIFovJyyubxHv/CsYzu4ih4+W9R1rXTtSGBI1QvwY9ppTww8joAltWzcvVWZTW7paKmskUe9aTqQXjPHGKRDFcpCCbhgR673l+eGS3H0lb4TAENiscph2rVO53B103ZNVuPJ+eGMeR4D2HMQCWp6cn/ubv/TbruupYG8vT5cRSM/uuO5qmiXEcoRU+vjwpcn/duHn/Xu1755nL5cK3P/0Jnz9+YphGnp+f+Ud+9nOMMXx4emGwnpeXMy955ad37/juhw/cHQ8sDS7LTC4NP45I09fgsmzUZtkdVNtEEyY8Wy2c80qMqmeiCSVvuDgqXpteoRvwcaLlWQVfqYHfsOz1Qgi8amAU/d/fN+t199oateiKJQwDrXfaQqfbXlcqpTOQbH9sPHRdVVnnnrXVaKUwTNMr4Kx11k4QS7KCyQUx9pVqPcZBPweD62ul9lo0mR7VYUQ1D1fWjKsbdZlxxyOIe53u2GtcgW2Im/D9dzW1YToqQKhgQYzH19I/z6FPF1T3k//n/+I3soD5B//i74ghcBM9u/3AcF9xNrBcXhgdBK9pzbfHibI7sT431qYsIjbX19/C+bxQi2E3gDSPteBjBd9FjOzI0WLThbRWWptw4cJObjG7qnqy9QXjR5zNuM1otEidsflIXlbcMNLSQqaQPYRFG73WGrk2iknszAHrCj4GijsRhrewWHzMmBIJtiHSGF2gWMOAdJJwxLpGa7O65xCCFFobGeykOgcKW10w0WCaIeTSOVxHWAtPF49zF96ODm80f8fTyDZTLYwh9kDIgg+Cj5VawIkyU8bR49EG3E6nAAAgAElEQVSpeRgKdiwqmHe2C+RVnyaizQGDQ14BlMDLnvW0kRN8+O6FNGdyEgwj/mCYdpY3bxPTdKTOhct5Q6zjlB3LLNSqQtOLdGdkNvhsKWOhVJUlDCiOIxxVsLoVT6krngn8gKEoJ61nx6V8pjmd/Nc2sJZEqVG1IlL62rlnvTVDaoZh1Dy3JhlpGkVRbXu9zp2NzKWQqmcI9jUf7UkyNltcB77aVrlGn4gI0VRwnlwKyDXY2FGlkdAC5lrQuPrjq0TPtU2gGjDSeWrN/LkCpiCafyTSf3+hS8C05BFPbVs/u3rIrAFsf8+t0cKuN5P/9v/z3V8DZPdP/13xYUBMR5F3BLD1Bokes+qTkaLALhvj6+SkoCCyEALRVrAjtosOa62YptOcbdu4HTyfzgv73S3ndcabxm5/C9Yyn8864ZhPSCu4aQ8+sL6cubu/JxhIGGou5LJqsOO6kucz47RjMIbL5cL45i3BGh5fnvWJuy9am1Y0vcHGCTroDDpWvd+vnFP3yTV1OG2bFiwIToz+ffdFEGqDRXLBSKOkxLTfv06nQMd3OecvoL2cONzcgoPQYLWCScpaOK0za8ncHW/xPjJaw6VljtOO47jj4+dPnM8viHWM40g6nzkej2ANX7+94+N3v+arr77iXBYeHh74yU++7VlOK1OI5KTv4+3NjvP5TJWmMQRFk76b0QL2PJ+4XC48t8Ld4cjvfvMzPn36xHldeHx85P7rb5l8hBC4PDzzp7/8juPb9yzbzH6vxWYujfu7G5yNGGeYU0GakhyNMayXmXg4KLJ/2TSKwAXm9UROa088tarXqJXjca9cRati6JwN2E1XiVnfS7VQB9Ww9HUlpuqhk6vqXjq7qDbz6uT5MbZfuhal1qLal2vMaWtQe0coql2pVdkyIoKs62vh2hw4UxAbaaURhoGc5h8VSmrFt/Y69oVWK2McKAVKFU08z6VPWQzWBGqrCuOTzgZCsDXROsPI2kyzjrIVnBNaLphXIb18iVPoNvv1v/tPfyMLmP/x3/xnRRkcjrqtnNcLMUamnSfn9rryS1thSwtYfV9rVb3Mm7uJcRcoVVH581IwtnUOlLJ41NVmMLbSlsJ+nJjLzG4K2jyIV80AG+tSkdUguXDuurTDzU4nPW3pk7PGcoHT+Zn9cOC8LRyP6iZsbSSOlRj2ZK5ZV9JT0vUtrrXiBAwe5w3WXKNZfhStYpQaLUVvNCZXhKw3S0ovPK4ZOY1oYRp1kjINnXXUZoRCWvX8G4ZBC58gDA6sabgey0EzGMrrNUdZMWGvExdbwTUkanyB8+oy1CiOPsYRoZWE3W6+TB5LoJSKaQ7xFRHwc2BNhhmhFJ16ZFXHUTZdwVzF8PpMtVkQDCkLyRgcBt/PCM08i+Ra6DnFbDSoWtxuNakzsDmk9Nf5ikxwllqMLn1MQEJmS6bnsZlXsGUVXcMYY8juOonVaco18LGJpYaRS6psK3iaFlYN7u+icto2qEWnHAXBmMAi9TW6QDlUep7ETrNfW89GQhlv1aDhuNaSi4IdWwyQCtkYaqpMY+RZKrFqMVRafWVi+arP37WKNwoOLajJZu1Sjpb1c/offffLf/gCJv5T/4ro2AdcX5VkUWpnyjNVBD+OmJ6Q+tqlOgt+IIQB2za2NTHEAXGqPv4yxvJ4sWASxnm8GSh1JpfCzXRgbhmT1fHSuijSeveaKl1KYZoG5nnm5nDL0/MDd7dvGIaBx3XGi+H9QW2IpRq18Z1VZxPGA4WGGA95YWvgDKwls49HTuszh3HicrngdtMXNTZq3w1WmOdZKcJ5w1+lEWHANUiiq6m2ZcZxZDUNJyB9ItOsYxgG8uXCbrfj5z/9ih9+/WuGccII5G1jK2o5XHJmHwZyWnAYLlXTqZtkzucz+aI3ejsMbNvGu8ORl3XGNOH2zS3brJa0hw/fM90ceHNzw3E/sIsjn87PWpylQqlKHS5NHQlf3d1xf39Psfr4/PLEN998w3y+8P3HB75584a1JG5ubrhcLsTdnnfv3jEvlaeXZxLavXx7/xVP5xPzknl4eOD29g5rLafLmXmeyanqvzGfdK03jAqt2za1IQswTJp/hIB3RKsi262V172w6jgUAnXZen5MH0k7Y0lVaNuGixHvDNuSMdEwWk+zOkmRrkvQgMaGWN8t0irOlbLpyYTHtIyh0IJqjcQGjLTXpF7vPZf5mYYl9BiCMp/0GsFinCM4nepJVQ2OEf28e++pxWBofVddMTYQwtQxAKIjaGO0dsp92mkMOGUOpdZ33UUPIm/q6xr4So0F8N0VcLVoy//+X/1GFjD/9b/2T8owTBhrOZ1O2jmWldYs1iQMkY3cdUsXYrglDnoDmaZO6O2A8G3bNEl9UA3BfpyoeaNVS91Wdjt1P3oxfPzwQgSat4xHLV7xCgKLNGqBnBbmy0IcAlOwlGyoVYgxMkyKomg9TqVKAfE6sTCV1iJb/9w2AWNBevheuBa5Tm8YXnQyiTVI3rAYvv+z7/n222+wphc7zXUXXwZTcMUwDtLdlUHT6q1BOqtr9EHBjVZIHT1hcNRBwwAnaQQHlYx1AsVhqapJc9BkAQvWC7gVZNTDGlGrnina9W0O5IqNL1B7onyBViNGssadNKEWR66B5gpb8jTx2Oo4les1tWlB0tEEo5u4bEmzhZphbkL1Y9dVVrwHmnuVHRhjmRcNhBSrxZ5vTeGazSHlSq/vxcLgkKbi25wrpTRqn24k06MfJGNNwFj50liJYJsni6PKhu1Yh9I0Q2hLuu4aPNhWaBgillwbNXQ8A100a4XUGiIVVxzVJQSP8i2F2tdOAFmgWmhFi7y1O4k2GtZEpCovzUjDGEdzhs0UfHY0i2YWtkrB9gJXJ+Rno1P1sc8RHPo7/off/zUmMPYP/2VxziF1o9aEt2PHVHh80OA73bnrD2lVM5KQBi4QnSZqmhA1B2lL5JTAD/gQGIPu/6QW6Fki0hzGN8xW8IeJdVZrr6SC9xHpVtfadBx7s1Oq62WZuSTB146KD07HWSHQnGFslZsw8JBnxnFknmeM3ZFfTty8ec/ldGbw0ESwkgm7N0TvWeeFl7QyDSPSNB9imibVhtRKsY5d77aXZcEGh2swnx/Vqur7GEwCRsD2QdpVx+CtOhXGmxv2w8g8nzns9jhjSDUTnSetGw9PDyAZGyPGhG4J7/HwN3evwC1rLe+Oe77//JFShTf7iXMqvH37FrMu5PPMM5nRe/Y24MXw0k5MQSnBx+ORcVTI3+fPn/n8+TM/++ZbDRN7euB0OpGXjZu7ew7HI26M3Ex7bm9veZ7P+v3iuCwz3/3il7y5veMpVc6XC2/e7PnVr37F/qufaNK0UZjTYRxUn5SqOs96pMQ0TSpczZV10/UTgMcgtrJtG7bvb8eoLqPLvBJso3bC7dV67a2joLEHIUZy2fBx1y/2CnklmIHizCsD6MeHBPQdrhSgv/5lwwBOVGQtOP2+iM5JRRRaZ52u8L2nphUzTUhWe6xgekGjLBpJiiPwQYuVGIx+Vk2lmkirBmeKspSWRf8ejlITVtQR13plkjs5m6ZQuysJ+4sQuSMB+pq0ym92AfPf/ut/KN5HStbXzzowrTBMntIbqWvKuDN71m1mXWfA4l3FmpGUVlpWMnatOp7HbEhrTDFQq3DYq1bmaud3VgWPRsD1jtY4x8PLmbot7A86rbAmUm1hcJbpVu3cUkcKq56bXY+Vsq5jKoZWDU2ueABozmBMz9QCTGdITR2sWLdC7sTvlBIOw+AmoAAWSmUaLMHpusR03ZZ3eiMrpRCtQhIxqtkanCcED6aoSFSU1eTRM6zZTLRdfEHB1Ii3Ai4RgoFgsN7SuxTlIzn0set/TxrkALVftw1s6cVMBimx68ccJgutOHLTIEVMYFOvL1vu/Ce61k30/EhbZqsKJhUxapFueu6npsXadbpeqxKYS6sUseycQ3Jho6nF2QSa6HSldqGrqTr5qT1LzhhHpl+vob83tb+vxfbHiVfoK4I0T7ZfXJtVdC2tXLLKNAaqCE91453bs10HCr34MDRS00LFFctWm06EfM+Qa4baNS+v3LSm03nTwZ2avxZez5mlGkqtpJKZEU7WELrWTjBkgSz6s2gji6hk5Xr2mq75+W/+kgLmr7RR3919Q8ozKQUqGaYDnr7DMoZmK5JXmlRiiKSyQSmY6aZfhBNeGoaG1ErbLmBVdFWawuGkFAieYD3DYMlZEy+TFM2dKRu7YcdcKi2fyLWn/7aKs5qE+jQGvbiXDTf5DgZyuGmnBUkXiD4h+OpIS2Fnj7wsF4RKXl+wwRGnHaUkWvNs0pjTihs8u/HI5C0yw9Yql7QSh5EiDTc68jwT/MBucFjrWdNGONziDdzcvWdbXri8PGOdZXe4Y55nXFNhV17P0CyTc9Aqh3FkNw49fXRl22aqEfzguN+/4927d7xcXtTGfL4wRYsLA3muQOPm5oa5NN7cvefjxx+oxrOfPOt8gZrY3+75WYx8/PiRl+WJ8eaAr56btzec5xPFFV7OCv97OZ+orfL55QEXA59fztzd3bGNG7+cZ95Gz0Djf/2T/5unh8+8vXvPfnfLL374nnGpHN7ccLg7sr7MfPX1HcYYvnn7nqfzBvsbPp9PhGrYlpn5fGJ/vOH06YQZAuumRYF1ejG4tuGkYsKoAXhVYV/SU57PfVVjYsSEQOyOm9oUeic4WBd0oOoxrtHSQgs7nB/wV9dcNRgfaaUQrFD7tNDQdSlGAzmlNnUPBU+uRn+uMfjmVIPi+1TDwlBhdYYqFT/ssdZRxw7iSxqueb1hHHb7V+s0xrBm0aTjZnHVEI1VQuy6MdiIx1Ak9RQk5eC1ph2bsm8KwWrAWjUeQRCpcNWj2QjeEIYB6sZf1dD8//3rctqYJst26Uwgp6L5l3Xl6/dvOJ/PLGcBkwk3G7vDxO4w4SbVaEkzUHekWQ/gea5Y26B6GpWHj2eCsZiihaYlIzUwt8yyXdjv90xdy7fNC8MQOb45MsaNZK7ukYjzhVYzxnjEZR1ENIszA6UuWKuOtZYapjUc0MToGbxurzloiKe1DWOEVQotBYbRYEzDusjg1PkZY8SbRpNMaB26IkL0jlqzwiQJXZMRIBQsVQN08Z22XpHmqaZRasZUz2o3Jm8wUnEu4ozBOmXkONEUdgUHWigN8Rp0ya4gdgMnmCufqXmKS9gasTbqStcJVKdrua6Xs70hqqKNy1qyBiYC6ybkzeHCCkxsZcGZwGYaxtgOtBQu1RJDoaRCiAGRgrMja2oYlzA5IhLIogiNrRXEaQpzsw7EUqsQ3KDmhGIQcd3tWAleJ9BeRNfDYjBVw5R1AqOF3JUyX5qK9Jtp2GappuCqUFuhtoHqNuyKOn+MZRTDySX9uTS2Pnm1pmGCw9cBYsFKo5ai9HoLZtMA2asjM4uuxy4lfRHiIgrpvEakWA05rlWn2fs+WbG9Dg220sRwNAHrV6xYKqLOKsC61t1Of/HX/wcHJlGKkmCNMYTuWkhVpwjGGE3rNQJSuLt7w7IsbGWlNnq36XW5aCMy3kAtjMGQKD0ZtyJrwVmL34QWPcU0BhfYxYGndeP56QkbIo3GbnfU/WkY1Q21nrBVcMPEuTVykh5pLrx8fmbcq4U0lqrQnghDEdyoepHqLDd3b3h6OTHPM1MMOOtoNNVc9LThT2nDOP3wxXHQoMWctbM2RvOQnGBbw8aBvTV405g//xoTItM0cX9/z3lWW/rO7/j8+TO3P/0dyrqwd56XlxcVnQ6BnIRJhLvjDUEcabenBOV3DMZxeXzm7bt3TKPn5fMzsTZS0fr4/PiJfRz52U++wjnH86cHxnFE9jtqbfzi+19xc3NDdo37+7fM5wXJhZ++/2mH9m1s1vPNm3ekeeHt23uWnNiFj/zpn/4J/+jf+Jvcff0tl1KZpok/uPuKrRY+l42SVTSaW1V9zodP/PKHX/HV+285Hm85s/KwLmopDyNPeeXbr3/Ksiyq2xkzj5cTNzc3+EEnZaUWaoNcCjUvvXvUC7hsmz62liYGP+4RICeF5WmHJYhxuMkjrhHXyuZURHiYlKScUyOE4TUevgFb6TTc1gBdPTW0e5YeKWGt6nHKllTHki/IeECWRhx3pPWRdUnE+68paVFcuDW0LVHbhnGJvBW8M0hObE0LJdV9vWC902KpNSREci746UAulc3POAwtVd31W0vLekNzLuDGUV0ZYUcUtSu6ftNxu0AqGecjYjXJ2zDwBZ/3m/d1dVvaoNo9Z0fqltiWhe8WFTzXsmCI8DQDKkbNzLQWu2PEEA/dHt3fx2mnLrvbu5H1pXCZZ6IYnMtIbgxT4XAQxrF0yq5hbDt1LdYTLdnXSWIrtfOLDNUpp6umijWOJV/AVJ0EtobzBStCLR5vLEZE3XjAgMPawOYrzkMphjjq9DhXBX+ilAySbGAhrYVqLE5Ur2Cbw/kvuWK1qpYBtHawrbOPpJFzo5amGahdbG7FkLdCHBwiFoKjmYpHtfJ168DILBAABHZZET1lREzRHwQ60TFBRwJFgwibVGwFEuqksUH3Ht5Ac3jTGJwhbapT8t4pXdYaHA1kYBNh5ycuvGCGSESwZWPZIrhRo2hSnwhZS9l2ZKfwUnUiVlan7tW6zoBTAxU6FRZpzMDBTEgVmgi1NawbWatO3JWqbUluAvHktoFotI9iR3R7XI3QSg+DtI6CZzOwrFFlCUvCGwjG0sgUrZ4ISUX8rTTEV5pk/Rw13RRMBsRZKjA4ZVkZoyYDnBYftUpHAghiLZmMCQZpVo9nP9BqwVgPplEBqZZqrrqrQiN8KYyuQ2IUWPuXff2VK6Txn/tXZSsJW6qKQ5dE85qQOoqlXSnq9NC58w/knHDDW7I37IySQyVGbm5uWM4XxBqcC8Rpx/L41C2mnrVkBjRwcXATIaptzQ+Ry7yRzfa677cY1nKBwWFzP7SBab/HGUv0YFHdimOjGUuuikW+LFmtep2ZstuP1DVRulp7F4MyRJp28KZsDMOAC5aXvs4qCNE60royxZ2Oy3ztOGl9PWczMk0jdVkIo65FvPcMXcMTu4bm3bt3GGP49OF7fNzTWsK5gXVJbGYmRMPBHHnxjbc4bg8jv/7+A24akLRRSuFpywzRs5XEdLjFC6+K87ScaMB+vye2puuq/dRzOAae1xekFf1+jGox77yf7XRRhs1g+fCrX/Ht7/0+d/sj37w98v2vP2KNYVkW5lr5g5/8Fk9J9QGX05nWGvfDgT+7PPHw+Mzt3RuC95jSWMtMKY5v3n3FeV34/vmMKQ1ZPpNrxdtb9scDLniS9yzLghOnGqyaCM5RRCcWsa8KjdfcmnKeCYPa1MfdEVsNQ5k5W6eCOISSs8YwpIS4Uc+0WYMjbYhEaxirQYLjpWblAznt4nzV51h6vIaIYFqiXCnSvnNfuuvJi/7caoRhHF/H7FZ09FrcNaARaJ2y2+3bOddXx5tQidawLYosuK7HAJrYfmCq22qlj+IlKqAO7fAE9HFP+7YCxgdcpxKLdN3Pb+gK6T/5O78vpSf/+mCIVshlxZmKcYFxsrhgyE0YfKRFkCuMbheQ5rl9N/H5F9+zzIVhcgQClsj+bk/zCVNgN0SojTCCj7A4zczywRKjY60baWsa5irSV9t6nt0MgtREpFGy61oxoeI0cLL2Rq0FjTPJwlwK4+hJSfVUxhiis5Slsr8JVDtS60ZolWoskpMKhLMSmysNUxqVgmmZaBwOdWhZUwl4rM8q/kwKRTwGjUIx3uPEYJ2wLhljY1/pDjgfVD/oKyFYuHb2q2Bb4ePzE7c379nFyrrO1LYyhoI1E96gDC834RqYqYMra9PJIknXSy1TLgYjB5wMbCVhcyULrCmzJliTAbF8Xitry5Q0YqVS0YmJiCjN3ICsgFFSrwuebevRHc4ClnWrNBdIBUzXo3wJcZ3V1FFVxDr6wLKttGrYrNG8LGfAOFJNRDFsaPSEkr67kLgLw032FCM4Jxo+W5Wmba0Kgqv5kXW5r2QGZ3UFDzTbY0i6aNdZdYtJX8tL159koeccClW+0L7VUm1U9/WjE0NESEbvg6UIofFquVZnZqXZQaNtjHRQCoCjb29JthLE0Dod+T/+5Q//8BoY98/8XXFDfFVZL8uzjqa81RG0m1RM2p03OqLOHIZJCbx5073/2rvXXIjTyEbG+BHTBUZ2mdlywgzaqewnR64GHwei35NKpTbF45u2Mb+caLmoAMpF6rax3/WuJ28YaZpRIgIhgBswbkRaw8XIfoiqkq6VNC/s40iSSp5nXO+QnQuqdRFlJVzOnymVPno3EBwYg+3P3fUE2sHqwZObwxjhctnYHw5QV32uRnh6fOTmzdcaHXB/TymF83lmu3wA4Hi4xbnAzc0d3sPD02d+++uf8HlOWMmYqMGPn5+eyTkTrOH08sRX796TauMwdY2Ps3z99p4Pnz8rgt45zfNYF+7v76lVd89jVC3KL371Kw6Hg6YaA48vj4zjyD7qFOv9/Rtayszbha9+8jO+++47pScXw6c8c3fzlnVdabY7v/YHjmFCjPD9D5/UPpwKh/s957WyPj4h3rKkyjdffcXl8yPDYccUdlSE03wh9vyYl23pVt8DwWjexivjJBXCaDu90ahAd12xw44mPdSwf9Zq0sRlO6n+RVkMYFa19Kk9dUMcCn2yjoDFd76CG/S1yr3jwLS+W++hiGIVrJjSq1YrhEBOOjGqRffJw9DzQNzwWgjVvOGdCvRKKa9aFdcKtWbEgrOOej08WutW7v7YqTjSlUKpG7U6pOjUB6MTJ8h45ympH/DGq/j+RxqZ8r/8l7+RBcx/8Ld/X4yPBAvD6PrKplGqoaSKdQXjDM4PnJ8LbueIXZvw5u6Wu/s9uTxiIwzxyMspY+RE3QL3cWD66sDLpxcePr4wP5+o4nk5rfjbHWFe8MFgtop4YejOj1org9MQiNYaPmSO+x2HN41hrzlwbgjYMFKN3sRLFkoL1FawJrCUlVJ7DlafwGy10YqhSuHgNVplQLBGIz28j5ialEeydINGg7xceiMGvgnRaszKED2tWi7zRohWY8CqFkxl3fBBcDa+Ot1omVw1yNY7NYkMoa9FmjAGC7JibGYaR9a8MU4WphFs0ilLcCCRNi/YqYD3MGedwkhECroqyxbKpOuo6Glp4LxkcJXLCufnlZwbW7YsmwO76OoFy26IOv2qokDMFoiDIbdMMwnEY4oqt0veyP36zw1sUD3dZUtaQFTpq+eAjQFTGwyQttavTcdaIVVNgK7O4Bs4Mq4KzQpZzKtLSJri+x2K7bcmdhdRU3u9NFp1r3oU0+9XHkOWhnQ5Bj35uVKQpoWYiNC6ILqY+lrANL6ELIoI4nVC0pp/bZpbazrB61/KuEEn4aJcmVwdRYrGD/Bl7nvlyjToWhl9/O//2V/DhXTzt/6utNYopxP+/o7S1P1TV6Wcsj5gp1uIHrucKGIR58BGjFRCq+RSsEZFbedlUfhd60F2PnSRIdjdjlaF4AM5F1xw1JIwTRjinuIa0X55keZVs5K8H1lezuzjjnh7IJVrArWjrInTh+8YxgOlVfbR8fT8AMc9rJnd4UBGbyCDu1ahTZ1W28y8XGDUTA2i4AuU6vBlpthAPNwi3XZtjKZAe6tZSMZ9gZ65ENiaVuqxOmR0FA9kaDUzusB6VjfSZjK3t7caqmjVEn68u8Wl+v+S9269tm1netbTjv0wxphzrrX2Wmvb21WVskkqIEWRnOQChZOQUFKl3Eb8FG645h4kpPwBVBARQQQCJIQQEkiABEmESglVxq6yt/dhneZhHHrv7fRx8bUxdyFBJHy7943tZXvNwxijt6997/s+L6e0ItawLmqeHqehv4q6CSk1Mc8zgxHW5cLLV28opfD5y5ecz2fOxyfcEJHW2O/3PH58x/H+A/H1S37yuz+m3T9xf39PngfG3UwUox/6UhnDxMvXL3l8fMQ6x9dff82yrUxx4PNXOox98eIFN2HHP/vwjW4QmvD1u/d89uo1j5cTxcLvvfkRD6eFn//85xxb6oWGe16/fcvTsrDb7UiXx+faiSqaBDFP+rqenTJ1Uk/d+GmH4lEysUGtqac4RlJw+POF/d0tlyWTywkX9mANNSckJVjP3Tcz0UrBm4oNXpkurSKlEoJjHO9IzbA1laYmaWw1Uxm1RXxdaYNndoHLmjjMnvPxiWW9qOTp5j50GLa6MEZLK4XWhJqLrm03jUaHYWA+7MlVB4pqIBZhcyhUKzg8Ql43lQZF8AaOyxmMI2w9MjtElQQ706igD9RRBmpeWE0CPPTGbBGDCYH2j/+r7+UA85/+wV8UQyRLv1GbjG1CsQ3JI6VVllxwAueWWS/C2rkdJRucWDILzrygtgs7m7E10KxhaIY0ZXIthDphfaJVlVMqjmANYgIuL4SoJlnvJkoo2iYfPdYlWs0dljaTywXndciS5vBWt7yjTCRbOaYFqdDMSC3CerkwzjOWC+3e4r3Fv3BY25AcMcVQ++3bViGVosRsdAaOVus8Zq/AtpI2xp2lrR4OpT/vDri8MfQY9qV4vBWCHAnGEvYFTyX4SYcm7/Exky9qTs1ZG+XnAbZtQVrA2cIuRE08mYbBaxTXVqwsVKtYimEYSJcz82S5+6xhpwrFQA60ErDekBZPy43jYshV+HR8ZGFHayNSE7WphFSDdvmRg5YLl0UPceuf8R/0IaJ10GfqQ6diRGyPlFuqaPBgbdojBZCNdPZe713r4LpgDMZYxDgWWzClMTqDTbAa3WT4rhbkntxJNIpRWi6mMeLIfcAorSLeQul3bjpJn4K32hpNR1hI+Y7uXTpB3DThwpWom54HGC+O2tNEAJiCNI+IYjeuY4ih9x0Zh+lUYOv75rg1HIrQUFNyex5YtufttpqK//2f/wYkXvfTf1NaraodiiWMSva0caJZyFtijAPUC1YsMQ4sqeBQ4AYAACAASURBVNGkIHlT3Q29Je52O9VQpQEaT2u9BuBKJb1fNh1YnOdyPmIcGOdouUJQYqR4y3Y+szvsdd1Y9GvMU8Dn1lkA4Kg0C+tlYdzfcmmZyUCyBhM866dH1T1bZT2dYHeD8x5Ti6ZVjGO/33N++qA/s5u5PRw4pxM1N/JlY9wf1FAF3UeRcN4jpeJDRy4LmjAYlDYcY2S7f6DUDeLAPCj0zIjq2YzfrR1tUunuXBO3fmRZFp5OR2xTOWzc37BtG76ppFC7HjzdHshp44ZO4+1R47vbG9aSSZeF/X7PV5++5dXdgW3LpPNCWldubm54+fol67Zx//4Db9++pjydMNPMOOhA9faz1xp/3hLjYYcf9HtbL2ftMlq1mM4az5oLX/761/zOFz8ibZmlJP70j3+mb+T9QQ9f6fFP67k8PXH3+RcaX3cO37cWSGC5qO+AWrGjUoJJGeut0pcvl+eB07bcm8oHtlao26W/4S02Ktn2cjzixz0lZ9guxEnX9HjHFCdKSbgYMLVAtRQM+axRb3zARE/ot5VkClMSEgXjBrJRAulzl5Ptsfr1jI+z+nnSBTvPWonQYEvKrxEDOL0tXT/kNRicmdTLANo7FvS9bgEjja02fIyYZdF+pvWp69Samht9UNrx7JGccCZSMtjQCy97nFr+yX/9vRxg/pO/87timMipUC2AHgq26Fa1GCHnDdsEk1UWud5sc95IWEY/6GdbHNUUKI7WirZD+0jMArEgrOxC0OLXyWOtY9kqhEAIhpwW4mC5mQKDXXCj3rzjuOueFT3carEcL+pZ8D39sRSgNS4XaLmSq6cFi21CNJHdKPgh0CQxDBq1phYGO+B7f11aEpdz5ygVLUysXTattRIHp9QOG/GyEhj7sL2yswbbwxTGQHSi3kHnccNG9GqszfXCYRwJTrDd1+bCRiPj/KzGji6H4hJSPSYIEDQ27QRKo7b27MNxzUPqN3rTMNVCsdAiFP0ZtnPj3CqXkyIZck1UadQ8cMob+zAwD2O3NwjnLXNJgWrgdN46vTp2Tox7vvzm2gtoJWNdxBAYnEo1dVX7hfSthqZdoVwTYhZIQi4FEUeyFtcM1Rk2UwlVty1ZGtbqFu1Kx7cukowoQdh7QoVUe8SaDpxDCKYpisIFTM04aTr80YcV6N+/YWu9ngRN3uk2+VoM3GitKHdGOrGaiLCppAQ90Vg6n8YiTet3LqZSuinXOrBV8L3Y1mo6CADpNQfqq7H8vV/9BiRe81f/DcE55SEMDZsCzRvYCiaOiBQ19HiHaQ17SRoPDRstvKYGpZUSCzMKgwIwQVupJa9dbknECnZdOOUFsMRZgU25GdbLheAc2Rv2pnMzjMa+tlpxUZkzRmC9HHn92Uvefzo/x1Pj7R2Wgl0qW1OD3ugCuaysDWbrOZ3vGYYB7xSAVlqlbBthNzA0z3lZCIeZuiWaLHg0Fm6cYv4JGuMduj45zq94XC/MFraUqKmSBwf1xD41LqaSU8ZUi50GfJw0OdIy5/NZP7yjyldD0K+xHxSG9/DpS7bzE4WB8XDAhEh5eiQbTXDtXrwm+Jk3c2RdV45Fb1F3ux1rH1Jaa2ybxnCDDeSyILXw8XLkL918xu7uhj/+5hvu4sTnP3zNtm3KvXGWX7/7yBdffEFtG0OBBJxOJw67PZ8+fQLrGOKEv7nhcj6zXRbWdaV2fkFqBhMnla4e7rmbRz7mFYZXSiSuSdHrhztMXZHaWNbK5IXNWNgy4/4Fact43wgUzkaNciYtUAtiAsYlMJ6aEsY6ZNvo5hPGYaQ0S+vRc9k2fTDPEy1pu6oPlnx8IPiRrW3KUfHz820lDo7aYsdjZ+jG3mtkFRFIJ4xTSijOQ3M9BuqwzjEYy5qTbvJyBhuwQaF7zjksDTvOOmBY1bOd6+Y9keekAEbjpuq6LHgsJgSKoEbf/tAxxuB7a3X7c3Rfay3tvIBpyD/9H76XA8w/+Lf+slirabJSVk5JX5c4RkJ0iLPPv0vpBam16MYVIDVFl5haqDkinVp6TWgYB842CJbJNlrTw2AcIyQ1fualPXsIRITIHuuE0CXK4vSwnZwHox1Zrnda4QrRQfA6BBurz9lqnBr1g+HGCZhCE8dgPcYKKS3k6klVtwJiQKrR3i0Mc9RnYm4q5xoH+256iIMm31zjmQLssWD739XlCWw/qEpvSnfgnO0yUMD5wtaUwuplwzW0CkRO7IHECZcGrNct9Bg/Y1sbOenfd8kZ5wI7Gp7KNArzcMEQeVgza5pIOehnHmFLmgQC/Rw0oNQFoSd7zFkv7VbrbWrnTLXn/jCrmBpvGJ3rzwwlG7fOb9msbrJsv6BnCrU6ioDp21XshWocVPWlnUV0UGiqcoiBUNzzJangeoDAUZ0jVYBGdJ5CxvZcju+VJgX9voemA/eV49Ks+e61yUomb04ASwJSAd99fJeqHLHSoK7C4kShdNK6J8ZpD6ExlO7Lc30zs6E/Q59hVeVIQYcxY1DRqGjsHn3vGWPUBG7t85//vV998/9/gLn9V/9t0ThmQfxIaXqI7YeA2EAV9ZA0M+KpGB8YvbabvvvmZ+B3+BCwLlBzoTrb6Yzjd8TarpkBMHjsppNdKeW5dHE5nzWSZwxhUnc+pWJbIRuoW8UN+jWmwSt2u2TSciHYQM0XrA0UH3GdlVFKoZQVUsWEgPFj1ylXrPdgeizWO7as3ofgHFNwHI8nbR0O8dkTsbP6gDltmZYz3jaMCH7Yk2thPryAVDBm4fHTe6Yws6QC3mi6yWlSaYxqVr27u+PLX/2K3W6nIL5SKOuiB44fmIeI1MI4jkz7AzldCE5JuiKV3/7tH5GXC5fLhcfjE7/1W7/F+/fvmOeZm4M2Z2/bQq2VH7z5Aet24rJd2E8zt+MBUxv3Tx/58v49b+5eklLi5e6g/iCB9+/fs9vtGF7c0JL+Tv/RP/nHlKJptOPTmd0XP2BbVXL5wavXSKkcj0fu7x/xLjLf3LJcnpA4ctjdIk43YO9+/SuGUcF1m9VUWAwOm86cG3gxFJNBLGMYWdOmkXsA6wnRE3YHSm7UpCTnkvS2YnL3q0SPcQPk87OXBqDUom0BzmNto1aDs5E2TrSccPRNmViVfaQqgbkI3hnovV6+VxY0AeM9pIKLV8mvUNYVNwzUFrBD0NioMbTOGVF2g6GWDXdlcFvz3H303M+0rcSd1iZcI4XFGvKWoGWMi89m36unwqGGZx9Cfxj3B2z1YOv3dgPzh//6jyXGmYWMUDANbI2I3fDOqFSQVabBWISiFRUd375VNUIaaykpfhdJlwpmw9aADJZmGlEGjCQmlzmujVr1NYhGX2zv9PXSwx2GTgZfjdJPS9bEiXoYeslfE0zNiJ0Qa6DXYoS6Ev1E8QuRWZMn0qBU7XTyehg143HiOZ5OfPbqFbTMsqlJWC8enYFFZjRZoXxtIYwTwW5Ii4hUBudpHXoXbOecyEqQHenKP3GGpSSicQyTNlGXpOWxoQrUC8Ubxrni2x0hjqTTBT9cGIputS+nyl1U6ehkz5Q0MBjtqBrjPfHgkRZ4OFXOS+RyieSmGIQ1W1rVz31KTZ9rsSq3B8hVh5bme09Q58FkuoR9PuGHHU06Wbk2XLAY0xhFe/0um/bdGa/vmdMimGApzbDvG6PcNlIzXErsg2im9DJDX4XFNJJRaKuvlWo8ySr0zkgmi3rX8pZwfsD0moHcOWO15r4J08JYazv51xrEdM8bBvyAbRWwhFJZgn9WF0g8s7FCU0IxtTPcsJ0vpJvmtZOct2tcGkdzOsy6/pytJiPe4op6CJ1Rw7cz8bkOQ66ew/7s+g/+7DfwwIS//rdFzImaM9bd6W01NZoVdvt9X1VWsI52eQAf1Kw73GC2ewJ7Ur4QaqMMDuKB0VRmWdlsJGddzTbT1HRaGuM4sm0b1XjiOOHayloK43RQCcYHxuhJ68IqBTYdLsy26vo0ZxCHkYvqzrsdmMAujpTtTPMTxgjBOmyImEW7gbJTmSUlhYRJh6kZOzLsZrbzE3U7Y7xHvCWU1hHQkTDPVBvxpYJZtbmVCalnXIh6UJhCMY6U9WuXVhl2M6wXpmHkMHrW+yfum/oanh4ecMYyDAM3L19RSuF8f8/dMLPaxBwjJ6lsRZg7lXgcR87HE6O3rOvK7e0d8zyzC5GSCm6a+Pbbb/GSqXXj7eevOT4tOB/50Ys7HsrKy5s979aNn/3ZL3h9e9Cb1/HEbr6hWHh6vOfNq8+gCQ8fPjLPM/u7H/CLL3/J56/vSK1y3BZuDy/Jl5XT6QRFcfg/fvsj3m0nvvzlLxhfvGF2gcfzhbR9AuvxcY9zjnl/i5EGNXE8PZK3DT/s8IcZ10bO66Ma9ayFlBn2M9bO7AbP49M94zBr1X3VVIXDsOYzYRgouQMORQ3msqo/pAUdOCQ1nDcEtyeXjVIXBknknswSIsFDvmg7eaUxGM82CqY5NZ6VQivLM5naOAsSsJZns3frTe0MQa8dWQcwa7Q1HFP1yt4fA9aqGa4lHcDmeaZe00Rh7FuDDpNqva+LoePNtTHdtEprG84OXdpKurGpTnfuZYUQkX/2P34vB5i//7d+T7C2p74yrenvWoeNI8YNNG/19pp1kJUKiGPLhRAjLTUwRb0c/RJkaZr0cIqOwHu8KAjDSeO8CjGo3CKlUi04qxvFGC1TCOxjYZwF07ktIoZLsSy5IG7g/lFli3VddTtUpROoK6ZFlWCungsB65UuPUtgjoGnlLBDgMt3pHQncKYQQ8M5pV1fGTJ7L2AduQrOC9E4hMI46uBWWyaK1X+1YI0QnaeZRqlCrYatb2R90/+Pd71rrzSMrdzsIimtrKXijadkYe0XItu9KFewnOmIj1c3kUMoeM74fcVWw9MJtjyyJfUDLSkhZqAaw8NxI/oBY4XjZcH2JncnQjUOX7U81/QLt7iKQ0hNCK739jjRRRJAqZheQthcN+EXA62xWmFtKiNZaRixFKNwuoYgvfC11EquOjC3prHqK/EkNRg6fHCVXm+CtjrThwdbheSuZltNzEKXlEzqoD775wZsTynXSgFDNqJ+JZvJtdIk0qrtVHBNMK2GPvwIrRkC+vPa/h7L6EBTS0OcbqlLJ+82EZVo+6BWmxYGi5IjtYFbRH08Vitf/vDr3yCFFP7m35V5HmHLpFTITdtU6bfYGgem6NhOF8wQmZwan1I+EW5e46owjpH7jx/xMTIIrAjhsGcSeDyqn2DwKr+4WVfly8M74jBhfVC/DYZ0elKfhLHk9YJDiD5QpWG9pyV14JsQqC0Rhz2JxrAVKo5iKqZm9eksly59jewGffg/nZ+6y7+nQ4LhcDhgl4UijVQtVrR4UjpsKaVEOx8Z9nvylhmngK2W8XBHM0Vz9/PIsm3Y6Q7OH6EmVRCksaaNVJLGFe9uGOXaTaOH6TDo6vZ2UqCUxMi74wOvxgGPwidP543dzU43NeczqaeAdrsdddPk08NXX2JfvsCLenBqFQ6Hicu5cDjc8XD8yLYcWXLhMEfevnxDnCceHz5pC/blwjjsWM4XtvOJH/6F32aOA9v5wuvXr/nV+4/4cSAW4elyJs6RX371NYhX3L+F6DzzOFFypqbMF7/9I7789VcK43MD8+6G3PHmU7SIsZzXTC50A/iF9OmRcBjIBaZBN3G5JvwQ8S2zLidCnJB2JY8qIj2tGy7uqTnjBxhjpBb9PCzpiLE65JRt6z4vKCmrnIJVc1vQh8bej5S0YOeZahwuLVxqgnjAktnHScGJz2wWr5/TbaO1glxJvai/yzaQqtCtVntLNA2RjFRR+Uk0HmkIUBvSVk3XZQWKmVaQrMwIlZ66P8gqar4aq7wc63HRaMcVIMVpcqNsGkV3BhNG6v/x334vB5j/+A/+kiAOqQnJGjE3TUjoob8BZSsULLaoObGJfp6TBGoRvEnMRk2cANdYtsqOujEZ6F1b6Bq/5YKM2s5L1mSPk4p1DdM/Q6Vv5abR95qJjWwM1jXIpuP/hf1+r16ELWOaoQSgCaeLAWsZm3BOKkn5GXxotLySSoTM84ZvCChQrDUG7zT27SesLNgAwauHg+CodYPm8UF9GM45Uus4gNQI1hFsxolBnEF75gx0HIDvEDfvPaYmxFmCAesq1oFzL1nzUbeF2T5nP5xzbKkqsySPDFNlpODjkVvXiDcOSqFulvvTzFOq5OrYViiSqMVS2ZHSSowqFZVq2Vpiq5oCAq3Occ5Tsqa33JAxzZFMwBZwNnUcTa+AOG/qmWr5OXlqRBkqpXs7wrW0EUOugGnkZmnZa1gjquHe2UGJyq1hq0o/14630hOMFWHdNoJx2KCvVes1IiJCdUZ9csbgmw4ZqxhK2/qAHagIuVWNaRto1VCeyxS/K1W8SqjXkNHz+NAp0GuXqKR/7WL0faKDlvZAUbWosnmrfUq938J1zyiARwf5K7H+D7959xsMMD/9W6KgpBU77mh+xFtorsHTE854cv2EazdUD2G+66abIwbPVCvnZhDfkDUpgMg53HhHa4lg9Za5lco8z6xNSZFYJR9KyjBNHPyAtY6BzMfiGJqh5ZX1fIbocOPIFLRtNznDMAzsfCAtJ4bwGbmdcB09731knvec80I5XjBhYnFG+zLSghXdetioUkBrYKKnHhNuzCwPZ1wIHA47mg3Mw8i5acxtzdrAOUTPw4f3+BCIMbKs3ZDaTcvROwye/W7Htqy6Ur28ZzORtaw0cfhpwiQ90Ieg6+MmGvHOxWARhqAN0lIyj6eFV1Pk/v6ew+GW/X6PMaLelbzx8PDAfHdDQVg+fYL1BFLx04SNO6Bw+/IV7z9+0IdIzhiiykQ3e7aHIy8Pt+yGkS+/+QU/evGaezEspvH0+NgfqkLIjS0adjGy39/gvefh6YxgmXYz52/fY3CYGLksC2G3I3shrisvXr3m4XhhO31iGIYei+4Ya9EkW2p6OIvr5MouHRnbuSpeZZq91yi3uAFq16fziutQPBtn9XMVIJ9hvtGBIuwJVXuUcs60XqxoxSO+YasBKWQ5YN2GyUd9mHSCNF3DFee1pNOPOGfwi/4c2QZKSUh+0ph303VzXvRrxvlA2VZa3bBUWq3YOCA2IKL+gpI3jLWa4gN8rf2h1ojDQOrGYdcPhuz77wrTI9Ouk68awziySdPv3Qasc9T//b/8Xg4w//Dv/FhaNVQJJDG68cpFvQKlUp3jkgtZjKLnqZhmMVWgZcDhjGFyKrfEbKjGkbxKdZvVQ90V9VFsGMTrpSU0B2gAIlrldTgvz16Gq9wRRb1RRiqGgdYKzje8c9BrCCyRper7wZpGlUYUryRaFryp3M0vqP22bEQR92TUmIw2bJtwvcVXTBMEyxgqzgrRNUS0psVJIa9gXYHe2yPoMKRQfoOzjYAli8eYqnJC38DErpG2anFSaHbAU7FOGAZH2jYM13oPg4iaQ3V7Y4jRcbfPpDWAWbm5Ccx+gdFDrRzvBy4pcNyENQmXRV+XFoQlF26cbmBqEXzTTiA3Oeasksjg9PIyzBstK8+H2qh5x2OtnLfE4DzbqoeuaR2F0GVh53RDEZzhktQ/E7sPrZTC2psdarNKd3daI/Bs6O39gaVvda6FipU+JDRLahXfC4Vt6zC4/vsqfduh1TfaPWQk9020aHlmrzS4Fla2qoRvlTF7rNqgF39jiFdey597UrTWMH1wyt70NFvnTxlD7ZJ8JSM2aDml0SG2AKZFKvocLOJIogW5IsI/+PY32MCMf+MPBNB+BrGKk04LTSYYNbI1jTcYuyLHheoUj75uGWejMjYcWB9Jq24DxnFEciLGwGlN+Kir0pQSUpTsuxu16fK8rQwuYucBWTO5CdYLLlWmOKnfwytF8OWLmVYqYnSDseSKkYakpBF70dLBbAPLJVPThdK0h2na3SAucjMPPFwu2lac1ScwDTPn5cJxvSDLAi0zDIPGsm9esi4Ke5uGwNPTEcJAsNqBs60r+5sbjfwCNSeqWKI3arizjm1bmOcZa7Rm/XaMpCw8PB2ZJ7QkcTxgrWXZVqoBu13YjQPNena7HWIcnx5PBN8R5T7o91gSj4+P7MJAjJFdHPn1N18zGMsXP3pLsfrmef36LR8+fsOrmzueTkfEaNro5d1e6cTOEcYBh+HV7R2PqZHWjYeHb/nsxUu+efeB169fM4WRddsoGHbOceyRdmM9j+eF4/HM3jgIlnUrJCN8/PiRGdiGwO3uwJIqy9XN3xrO6BYhZy0iDKLSnfWu33KkP+D6JkOyYs6nmbQsaozd3zE6i6mFTaCZgDeVkjI2DppyOx8J04SEjh3vD5/rapq0aa+82akRmAWMMnMUOKaGzZL1aWS98iBsGGitYogdYKdlaVLOyk3q6+/D4fCcKnAIrW5kq8NacA68yqQ4+9yREvrKuPYbvnXXOL/q3s4r1de11B8w0NZE3/PqRSFGQlMgGm1VmNgv/rfv5QDz9//2X5EiWp543gq7PoyuZsUVw3pl9GTBVYMPGddUJlqr6zdqhQ42wHRS6qVen7F6+HrRGPBWrz1p+fmA9gjBqkfAi8E711NwjRhmclnAVBQf10AqtZken04asRftqWkNfIwarOhxfN8UlletemCs16RVq1ocWUoiOk/tSPcQwvMQhRVGIwyjUn0XUQlMPWH6v+uqAGNTX865oKWnzpKTxbkN0OqAKQ5d8ooEt1IRlVOcYTcEhu7ZGkMh4sEuutG0hiCOIk07wKxlHnfkvLAzliEadjGTmlDqxLI1TksjG8eaMgXDWi3hirs3lloKYse+vWgko2bf58917d1IxoOz2CxkdyFGxVYoxylhUBaUeGWdNGfwJT97PpuFUhrzqAA5U/W5cO5D0loq1ju2WjhdMj5MiE26qbI6nIxOt3CpPwul+0NrLtpj5LpR2JguWcmzXKQbjYrzBuMttXQbbdE+QlBQrJNOTDZQqjw3c9vOdNmkaWy79pST1eSer72nSRqlVqwN2trdoIaelu2x800GxmJZQ+cXNfscy85FL+tXf+I//PY3MPH6f/n3xRiDbIrE3i732CpM045LE5qN+ix3gpFMWxNiqwp1XqAlGG9hOBBLIRi4VIO3Ql5XkKRIbPFY5xinHVkM3g7P5VWmF+WF4Gk1k8Qh24oZRqQUwuQwLpLXjWhhHkaOx0cKjjhNNMlMtUL0mn4xjvV8xpXKfr9n9GgJY5xpLXFJgp/vcG3Dh4Hz8QK7gZI2OkFIP6DBkSt4yWw5ARZXBDda4jyym+9I60pZnkglYwf18Ng40C4LxQm3+wPO6vB23Fa8C5itsr+74bKuRO94+9kLjsczKSVevNKqBmM93zx+Yho9N7nx7rwQDnf4+/eEceT+/gNuHKlLYbzZ445nXv/27zAOeqA9PDzw4nZHnA9UaXxcn/j48SPRq4H46cN73rx9y7uvv4RUeX14wU9+8hPuDnf8/OsveX8+qR+pZGKM2CY8PDwwvH3Db718Q9gqZor80YevWe4feXv3mk9pAetJy8IYFMRX1oXTcubtD37AsiyctqLDxLbgxxExMI8KSrxsCZEGpuIMVBOhWUV+m++GDVwkLwvUBBTcMGEImPWINEsz16qAAMERr1yH2qgpMXQZM9hGtiOgDbIlK0iRsvVbT9PI4jQTihDEcGwJZyw5JQbfPTXO9pj2BiFgjEoC1kHaNsYhsm2bDl85awy872fNFPTPt4oNejmQvFJ7Y7axXk3dLYNoZ8k1tq2n16DymB8pecVxBWhdHXYddlb6Z80V5nnm6X/5L76XA8x/+K/9BWkIpcJpzQruao0Tnl3zrDQ1X+IRD616Nb82vTVfWTqhKrG+lh6v7QOANKO8DCytqa8JwBuNsAOQhcFXnC14DGN02KaH17XTB1No1bG2hu1+vlIKNhhiEaaoSPpWHThLbeC9xo1TMYxT35YaBcmpL0eFhFLVM2ElM/S24mZ061NKYe8dLoLkyjkHpkHlsK0YBmcwHYlwDWeIdQTbzbym4EzfwDin0eVaMbZgamOMgZz1sBy9wfSNlTRtuc65MgXPkhNWNNbcUu5Si9BaYvT67we7MRDITbiUhPE7tmxZkw42a7U0uQZIlE6brX32cJSmQ+B1+5C7UTs1wXrPVgqDD6xreu5rq85Qesu0DhW9NqTLIK32GgTjCB4ClqlDQ7fuwctV04anNYMPbKU8yyqCx2GeC4Kl/j/PbjE8p4zMNRwjuvG5piOt9boBdhEhgTis6OvVF7r6+jXYamYrmSX7Tp/Xv7NaEFSKKlW3PRdrqRZC5lnWMs7iOtfGYTB9CJLavvt++e5RI9b0YkyNcl+3kyLCf/TVbzDAmL/++0LV0kRQ30Z1WuM+DjtqWbAYtmYhLRAi+AnnLdYJ7bRQmyi5VgpuGBm800PY6NrKSH3W5F1LjNOebESHjBjxbiQEfaPQp+GaE8Z54jAQ/UjKlRBhuZy4uz1wOj2yXfQmbgZt9HVmpAmkrCTJZl3HtevDPOB78Z+lpA3rAyFOSm48LYwH7UnZto39fk9wnvOaWLMQ5pFaVtK6MMZb3Bhp2wZ1I/iBtWaMV/17HGbOlyNOFERm+8aopA1nDMO0Y0kbqRZe3LxgDJb37z9yc3PD4DyfPn0iDobPP/+ch8cTl8sRP4+0WsnN8PLVW0ja27I/jDRr2PtILQufnrRj6OWww0qmes9aMx/fv9NodVm15fi0crvb8+39e/7F3/0Jgws8PDyQo2E/zdzfPzCOI3/27mtevHhBKMLLly95f//U472GXU9V/dNf/IwaA/swcX468/DwgETPmzdvOJ8X4jjQRKWubdsYhgljZ7acqBZmq7eMtK6YEAh20qr7kmkC1qsXwdvut8nXVlTlqGQrOD/ijfYdGfPdTTdLe4ZJ1ZLxITx/YMZxZFsvtNzAO1xP7IgJOO9xTTd0uvZvmGnACtTcvkP8XwdeEchKo+aqZ/fPVEu9nqKqqdf0gjYA17HrSMb2synLagAAIABJREFUuHfdLvg+1NWsMK3RKhKg2k6H7sjuQDcyS8J6IbpJ4VNFPVxW1JMj1vb1TNev/+R//l4OMP/eX/uL4hCc9JZhOYF4IipPiggbiSIjuVVslWeSaBNLMwHDRqv99Td6SEHSfiK5/lp1my3WaJKpepyrNLHQNG5s++3T9GZx776rjRARGoXxmWyqB5p3SnAezQBByalG9OAz16bkpFLmbrCUPmBpbLUnlvrXoTWCTQSjMefDKEjT1BBemGbL6ejwsSLFkKwwNUvpbJzQDx+FzhkMauYtRjDGEr1Gdo2pBKPVDSoZW3ysODHqbRH11TQpBBmoXUoTDLlpuaq1mmIJ0RBNZfLw+Z3BDyeohvt7w1pHcoWcLMUUtqxG1rQ1Eo2tZHKbsF2iq92PpmbXQkoZ70bEKHTOImytEMWAA1ccm1TOUkm1b0iKFiYWC1vJiNMLfxWriTGjfXnWWui1AUKh0JDqcdf3jNWtBdiewBSCgVKVqHvdUlzJ4NLUu6PPN8NmVCayTqm9NSvVLpeiJbEWghGN1FsLxWEpDN4TjOVSMxiv71V91Z6//3TdUHVUQFP7+zNbRsRgnSbkbFDg4jUavXWZq4qSiDNOvTGISpqo5wYJ/Gfv/t85MP/cMkcuj5gx4oIySi6nhXEYkQG2y8YQFDE/ItQQEG8oKVEXCzFCvYAZIRqsH/FxoogoftlaglRyWbEdhsO0Izv77IHQqdBxWjei82xpxfpRjV0t4csjuQx4O3H6dAbruH+oNCPgLDiHMVqbLkEPlBjmvs6z1GLxYSaVoi7ovLCh3oUskbxk2B6gFC7fPilkajzw6emIWbfeir3SLhZxB7zz1O0BUz31Si/cTszDQNo2nAuY8zv2dy8oWyLsIikbcinMtz+gceYAmOo4DBPn5Ux6KLx++ZpTTZRtZb45cLffUZfK7bgjzgpcSymxXS58/OpL3nz2gsfjJ/bTW+685+PDR/b7PXMc2FvDh+MHLpcLN7d71nVlbYV2/MiNGXl8+IS1ML94wRgPtCI8LE/8r3/yR8Stcswrdy/f8PnhBTfzK7bTiTiO/PJPf8XqhA8P95THMyY4/vKP/wXeLxV3vmDmBXt3x95UorW8//Zb4qsXvNjtKGVlZ2CYZr59eoR2QjYdUte4p9bGZ7sbnvKKNQkfHQwD0gsZt20jtQ05nfAdBBjjDu8SgkcuC5s03H6ibRWpVT0zUWPb1ghD7Kbg9ZHmZ2oL1Npg1qGgiEDK4MF4S2ClhJno9BDJlw3rHLI86jrXfHdYXQ+EloQYduSaCSaoSTDoZ8EguBi72VYHijYGNdjaStsyNngkWDVnDxHnB9KysI6eMByoIrghUi8nqI0EEAZdDa9PFEB6gRu+IH7Sh0R2+MGT8vJs1vs+/nPKhegci9nIRY2aznqaLfjcD+IaSK0gUdM48XpDFw2NGTzN6tBhjYGmfybiELkmfLrJXAwiFmkNa6z6OrC0lrEmIk0wPZ7qjPqYTCnUVgnOPMucrb9mDfVeXbD6n6rFCRgK+/49DR1K5kzBedMPOx2ydUhqnSljKGZEMKSm3V1UTzaW0ECQbrJsOGco1bHkxrrpAlF64W+MHYlhnFJmnaNVwbrG4CytCZaqCT2jya0iYGvDGLUHHCZhf4g41whBL53ONGxrhKbnhLEFa0V/B9JIqWBRaWz0O7ZkeMqWda2EpB4mFzO+OWoZGMzA4IRUdLPgYqQUbYMOwWFtvzw3bbLGuD6YGbxNeNdIyXAwCT8JkElYtsEiuVC8IeWKsXq5Kv3w1kFPTbEzBpojYzDe0KhksV1W0/SOBwZTiNaAt2QaznhE4JyU0VOa0FrGW4g2kGsm4bTYU4QhBlpPkGULRgypVS5i2Lo07UQYalMzNRaxXuVlbzGi4EzTn4vWWTUiQ98QOtasr/9qodWVwXn8pluso/8ukq2b5Ia3Wuq4M55mLXP/TCpDKf9/fmb/uRuYu3/l7wreUrZFe368rrGzrOr+7kA6XytiDXVVroiLrq+rJqwR1rRAjFgUulSWnihqQdeE6dRTFQ1jG9ZNz7dYrDYMUxu5LOxC4Ol4T9y/IdvIIXpOJ00QSbPQdCs07Q+sOVFTxoWIM2gXTW+IPT59VGT1vON0OjKOE1vRjg2pFTtO3M57LstDf2HUv3O+rDgvTEYjvw9PX+u2Zf8Zh8OBgm5ayuUJ5xx3hz2lFD7dv2O/u2GxkTf7g0pTNIzV2LbHcX//kRAtL1+94bIm3r3/SlH2w8TNfs+WK5fLBW9hHicO08i70yN3s3pV9vu9dlNtC8fjkWk+kKNwN++5v79nyYXt/ATRc/70iV43ij/cUZYTNzc33NzcIFK5O9zwyz/9FamuzHFifzgw3x4wl8Sr15/xf33zJV+8+SHOBT58/JrlkiiXFRcCDscPfvQFT1tmjgF85HT/nkpQkrD1pNKol5VT2Xj75gdY57jkM5dLYqTRsJwvK6atXb+1CoBr6KbCOsR5piGQkmrEagbxOgDYgJEVsfE56k/OQMGFQIsjo/VsKT9rtsYYXNyT0wp50a3EqAOtKZDOZ2gbwzRBq1gfWHJTQ6xR04FpekhVP2oHU9PUkQkeyRlywgSLMzpoaXle1u/5+lm0lmEcSUmj/bUpstzkDGPfEnmL7bccyobtWyQ3jlQbVQYoly5haUeY7zxxQ+y+HD2shLVD9GY9YP7ov/9eTjH/7l/9PcnSqFlTRMaIws68MEZ5JtnW7gsAcBRyEox3tJb01ty5Vg2PN1WH7GYQ57pc1EA8walBU0ec77DsHsNTyzQzMFjdYMerDCBKbZZWaS6rFNW/l0whiMGKJZiGN8IghhAMB9OTbN6qB6cfCteURy16uLguZWAtLWuaxotndLrRgW5/NPVZtjUdaheMQQRFx0tjS0Yjs0aHjlIKxjucM0iCEDXhEobY5SdYFvVDREs3jSrsLIoo38lfN5u+X0jN83PdU3sZamUXhJtoaM6wLJVjhhWnRdUmkLaqh32hy12JUgfEqETS6nXTpZJW7QmttW8tNJnjkFYYgg4Z1+RVNtoALt2cnEvFdE9oq2Ccej20K6qn1RBoQpPatxvXjYZuNYKxzzFn9b/pf79aYW4exHJxDVuF1mUp3Q52GcaoNyZWiAaqDXzsLKkNODX1mGr0XjdQzWiXVqiiXXBohYkRKB4maYqrEEuRSq2N6ruE1BOgJTcGW2l4vTyBEoaLbq6SFXxVuQ1XkaLfd6b790R/N//5hw+/gYT0V/6mmNB1eDGKXRTR+B8eqpZUhXEHNT2v4zGVnIrqW7bgOn5YegEibcCHSHTaVg3ay9HqWfXHrSgS3Rji7lbjyg1u9gfO57MCnY5fK800TrRtIwx75nnmdH5SCSDErs1m7apxkbIuarASoVj9cMxWWJYFsYZgoJWVlAoyvADvGfoqqxlLxTDEsRunVLKQbWGaJp6ax9Yz06C9G1L0Z0lbUTxnq/hxpF4WnBMMibwVCDOQdZhwDtOEH/7wh2puHYYuNwRevrzl619/zW63Y6uNwRveffiWl6++4G4a+PDxPU/nR/Z3L8lZky03dzcM1lPXI9V4psOer776Sv2b1vLq7iWvX7+mfHzHYZz5UI6UUnh981KR/z/7GX/jp3+N07ryO3ev+XT8hBsmPn37npwzT6bxoqPNL+eNj6cnZPBYP1OOF+a7W7769ZcchsA4HXDjnvfv33N3e+CSMn4Y+fD+W+KLF8x2YGzCIoW8nliTOtVdVSPhGPT3XlxmCnu2ujHPM8eHT4zDTnur0Dkg54w3vvdyGQXTGY0J+t6nNVhIRsgpYU2gpMroLUtLupcsRgcTD2Dp/HbluowjglM6dDcNs1ns9oSJsxr/akNqxgxeabl5w8Sdbvc6hiBYwyCaIJLxQCq5H27KChls6J6WLhV0U2OTRIiRumS8G0h50XqF4Hiu/jCGsZsUW9REly86rKVUiUMhF6fENEBKgU6pTn/0P32vBxhrDFsRqrkyRrTOwbXvVuSxHySKyfddqsnUXrQHqul7GkYcW9Ot3J8fYK5+AjoTRsMSXr9OrfpoKJ3d0g+VMKjnrLSGMw0RS+5DsxdLssJQBYc+p/WgLEzBMaCS7OBVggAFjWm5Yo/W9yHFdQ8PQMURpTz3u7mScB6s0Z9BjG4BbPe/QMHLBEHYUqGKZQgKgtPfk/oyBge+J+SCAWcrpv+dwQg2KmelFDUxG6vEiavMewVKWmtxphK90VoCK7gq7CJgDWt2nIujtkyrBuMMiCMVlayyNJpkqnhaQg24V2ZO7wtqHc2g7wCvgDhbMG2AljgLVKNR7IyhFgUWXgnagqWURkT9UVk6kLNXNFgcZ1MxtctETpCqyZ9mlHQM/b1lVcIpVv98s+q9mkyjlQYIUasZKfQEYpeYxskzOUdJ6p1SblTRhJhxrOv6PCStpoEYxAgXKQw10pwOMB5HtZowy2J70zTU7htrrSFUonhq97Rcm6aLKzogegjGsjaHNNiMEq6bM89yq5Kk4b97//43iVH/vqaQ8knNjZuyT/Co9VjUyGhDxKLwLmsthqAAnqIsCkT0EK9d3/fSa8+77u9UZ7ROu5actYyjNiq3Hpe7xj6JPV2xrNgYsc4TYyT0gq3rL78Y9Q8MTg80pNC2C363U1NlBYzBx4krZn0MliRO15gl6de0njDPmLJSqiDbWR/2Vf0HWB08rBlpdcGOe5wN5P4CjE5z++N4A8B8uKHWjeOjDgOuXMh2xBBUprvcczgciFEj0Vq50DRdYz1v377l8XhmCBYcWDPxeL5nGCLjuAOxPD28p24bd5+9xGOoVm8Ntzvtj5I1M00TE2qAu29693s97Xj37h0vP3vFtx8/sLu7oSwbh2Hicbtw2k5kMQRjef36NXIp/PxnP+Ply1t++MPf4utff8VPf/pT/s9f/Ak/fPkZ3366cNhNfPmnf8ZRRBNTIiynM68+/xyy3hYOu8gf/9kvkXHPzTCxtUZpghtm6roq/bNqB4lQCAlKPiovx484G1nRh3jw2uXi6oYNgXx6AAy4AVrFTZPyYHwgDJGE0w9TW6AkrNGvFeaDbhvTiimNOFkFLC4JUiKOkbJdMPPt88ZNpluoBWOBpjfG3CqmVeTKcekfSuu9ioy2F6iJRk+rqI+BdcVY3Rqm3KF9xuh7Lm0KVGxNTcG+4+2l6nszb8p3oecze5xaJpWMZNMBmmFCEEJfh1+TC+Uf/TffywHm3/mXfiwFeaaY2r4VuP4T0E2dejta3+aqudZ1vwYoq+r6v4lWh6CCrue9mOeOONscJyO09p1nxtlGqxZrDNHqDVQoDL0Uz6EeAmkF1zc9vl/GQqf10kQR9KYoV0sCppzwfoArp8Voga0rjb0fwMIlFQYpBKsFgc4IVQxFPJOvVzFUt+L9HaJSmMVn3WxbI8rwuMpkfYvSqnrTWqm98cLxf7P3bruyZNl53jfmKSIyV659qlOzu8mGKNoiYMiSaOlKsgBBuvCdn8Wwn8IPZAgwIFgSBJgyQPFCgAxKJkXQXdVV+7AOmRkR8zR8MWau3QJkCe5LF/Omau+9DnmImHPMMf7/+1Po9G7uk0AjRNDumUIjTWbA7g0jGd8gatk2OK1toCn8S/dVXGNKHmrhbo4cpo1cPHt3bMWjiqEogmlhrrngfKe3gPeR0vJn7cYwkXQ66iKCRSaIdlQ9nUaQbp0EZ4VC1gFvUwcEKo2iphnVbiMhJ0KTYIUuhT7yq6qOPdE7Sm+m/UAtCarbRn/rgHWssNHu2Uc8iOVA9RfhtdNbLpNZrG+Avto2vHdoFbPqe0+qCy7ssESmLlybGWca1g2p3X73nquNpb1DESsySzMAnTP9Cs6u8TT2vyJK8zbay82bzK5ZCnVXRdSjAmuvmMbHW3RVH+62IYD/xz/8Bh0Y91/9XXXO3DV1tih2bW0k+M6fP+xh0/TxNDgwVzsxaIcakCmivXPMG+u60qcAIXC4/3rMlZ8pdaU5+/5e1hEjkOi3pFynnJYDe0vjQ7zZVi3DJoZxOm3dWvflasyZwxfUnImHE/RCr8O6mBLzPBMF9n2n543t/DCCqwIyqsgXFTfOVN/THThHyCb2ymOmzGWH+Yjznbo9IAPMVP1hZNpYcXec33C5PLI9P8M0Mx/vqZdPOH9T5g+keEqIt5Pz+fyID4Ibokwfk7EYgkd7oq8X9rwRfSGGhVXg/v6e9fnJ7JPrCn7i+PreogfuD7x//55vvvzKfv56Rk4L+rDy9PSE7iauLc8Zp3D/kzdcvn3PeXvmzZdf4yfLo9qfV+6/esfl+kTwE4c3r9gfnnn9zc94+PZ73j9/5P7uyKMI8w7SV0opJJcoONQHQhTW3mGDBaUlT8srMU3k2unrmel4pDW7AfsUkE8f4NU7G1Nqo2yVZWimLpePTPNMcQmJETfd0XKh59UK5cHKIB2QrUB5JsaZXDvJQdZG3864oTmo0QIbSzc7t2Zru7YGKUYYp98tzcRyphCsRd46PrjPtnk72rHvJtrVMBtxodXhyCv4wwKjdWokz8Vey/XBRq+DsYE4c1qtz7iQcGmi5myn6N4hztC7aefH/e29p2I6He8SdW24bbd8pdmK5z6Kxec/+sc/ygLmf/j939Win7sjzmOYc2moFiYfqG3cg0NTInLrwBh9taiFk9rmnfDaKAq1W7bN5INpIDAS6ypwrxXXoxUweHyooBlXJwoGtLOoCXPMuKagjepHim8xd1J3/oUAO2eFYat/65RTzIg49s2s+pfZOiaLWHxLV3OAeAdzDNTucHRUPCElgu5sw23lW3sRfdp6ry/QNnLnbk6UIT6uY/QSAy/J1mgbr9NyvYoonsbB2aa8VUUpTC7ASHX2I/Bv9tHCWbUYZ6kN4XnLqBZiCESBo+9mw5ZKc4HnaydLIHeotYBOmECpgiZEPLVZlpFzjjLWfx8t2dmNAr+LCVGtszsouqImCB4tqzLSwcFGka0p3kWaVqqOArdaweac4Rbm5vnU9xFRE/Bk9hqsiFArZPsYFSoGx6z2CeGGC9NYyGP9GOJgj7DVgtw0O+LovVke1BjpBMzVljVyCYqrFn0waaV74VALIo3aJp68BU4WMIxDtxFhdJ6KZTB5hDSE7LuHoJXaLBNMvEOdDPeecnUWieDUphxO+39wUGiDO/O//Oo3Adn91/9IrQ1WbAEuRgCVeIekQC8VWuMwHS0Xw4+5Ycvje0b3hYAPERftzUWtWm8hI9XgOF2g7RcgIH3kZ4hh2L02u6BqxYWhSRh6mlIhFxM1mv21MadXKDslZ2qzqt/5z+6QWiuUR1Jc2Oo41bqJtCzk1nESkb7Srmf8qy9tUVg7Tc84F4xKK9nCKEfBIWWlhCMu2p/3bIuYtUg90Qd63dnrjpT22dVQKikFei6k+UB31TRH2xVxsxWMwbMcDtwtB6OpBqHumUu2Im+7PgFwnGc+fvyB4+HI5Xw2XoFzLKc7W5DzxjEGLnvh/tU7ZIiuzw8P1N44vbpn2zZOk8Hgblj8+7dv+OKLLzjvKyEE/uzf/3vLtFoWvv32W7762c/44fvv2bPdSPEQ+OpkMQa//OV3fPPTX9C18PDpyUYoPdJq5en5B9I0sz99zzzds5UNKqRwIM0TVTthnojes+XK8Xhka3Zt3M0Tnz59IsSF0hpVd/rTGZkmnPfWneoWJ28tZjtVl2ysk+k4s6+bpZap4g8m4pVsadQpTHhp7ECrnzt2PkASoUdzpS0ou/NICDht1DqU9aUQp8ka+SIvo62uNrNXVSRE3IBUGaX3dsIaQWx5M8W/GMRPx6LadB8jJSNxltqsW5g8ziV6tbFWSIEujuiss7ntV4MoekdRh6PQy0ZvgegF5yulPdH+1R/+OAuYv/67mopQo2OvldCtRW9CSUd0nr1ZblCRRhSHk25QM/GgjuIaDCuoygjPrGYpxcEi4UVv1cSItUgl9dmKGjK9OXqoA+IlhuBvO0EtGV1olt0zxikEtQK4TSiVJdrGFYdLaZkiq4rlmS22/oVhnNCh2QnenrP3xve6/e6K0v1nzYX31rG0rDfTp8Xm6K2QogHwJm8n6CAKYmt+8EJplSUkqjZoymmBvTpUHc6Zxgiw1yamBbGI4oaqI3qL4bCiyeIZGsabAdPNOGfdsFk6UxqZYZJY98amBn+ckjGhyB31ldwBDdTuXzr+qp7KSIzG0RhOoHGPynjftmpjr4qSq3UYqnR6EyZpBK2m7VATLxc3cemRvcIsjyzS4XSHb5ngHK4JLkX20nFY8K1X6952Z/f9orN1Rsba4NTWFu8Sj6Vy9Y6Ha2UJjurs+afhYNq8CXld86hsZm9vGXVxpLM4+g3xLxiF3Fn3eYueq/No6/TemMVbgQ+j2+hf3EmjOUhx9j8iQuz2M28dzoq+WLwNWhc+d6mQl0y42uGffPgNRkjHv/EPNLx6x15gf/yAE4aoECR40jRZVR0CXXd0e7ITYPOQjrgB55FQoPWXC835eWRIBPbrI/25Et7ev/jqG1Zd25O3an8fF672ToiRMJkmommBXaCuhJToNKK/o0bHHBPSlV06Mjov+/o8rKeefatItI5OWqyr0PZPhHig+8natEfLIXL7t0T/mn3/YEPMN1/B9ZkpHsyOHU64/Ykpeh4fHwcCXmHdIEGa7gh06t7RQ7LwrQH263Wnbc8UH/nq3U+4bJXrtnHIFuIY7g3aNy8H3N2R7fGR/nwlRMuS2rvpOtq+ohRevXrD2gra4O3btzzvK2/evOHx/QOHVwutdO5evSZo5+F65uiDcVyiFYWnt/d8+vSJb45GVj6dTrTW+L+//SWlFK555yc/+QnPj1ezbR4WZIrsTw8GvptPbNtG3q5MaUGXE9DZ1YqQ68MzX/zWN3x1CHx8fOLDw5Vj8mwfP40o9wUXPF2V+1eOH777FXG5o+RMDNE6I9KGcFtMx3G92gqmBVC8M7Ah0ZKgvZ8MVa4WEirTq7E5WZu9l2LXrreZNenOxqKlIQ1CKxStMH+J6BnvjWWjUtEwUatpDcrN5pmf7ORZxyz5ZocdboY5OiuuMRAfbox7iiceX1NCwsnQ0pjSENTydmi3UDRFSEg728Kvgm4FSWnEbgzx8mb/Lt3eouoDkpJx67YVlxQvjRaUFF6x/vH/+qMsYP6nv/YL3UZCb+nDPq+24T9XmGNi84ovNl6J4pmjLfKWdRWQXnCYYPW2hrk+uhSipAEuLKXQYiJ35eAgiRlllUarQsbGEN0VpBtjRKoQVUhOKNKRahtAdoGlj3EHhUYgIEQ3BOVViKOT7NU6GTI6kVMwQKS/jRERew7d4YZgGTU9hcSB/M/G3PLDsNBFcMV4NjK6Kcl5XK8vhVGUxtYKB+9JwN5gnoTWg0GMpXFzmdfemKPpYiqK74Hmi4mXb8JebxqSvekLhyc5G015adwNmGZrjT1Ucrev3Sv0LixT4LoqGeNvBT+zlhVRW0tL7jaqUuuiKDaKSbeRFZ3uPOLjuNege4O5TdWxbZnQEz12lmAFyMFlap4oMvF8yTw5NZy/BguLjKZnUgGtnj1UpJdhJXYv+r1SGrXb4cp7TxnPKRWlTuCbM80JlUKjqkMkDvF3Np3KsLe7phydjbriGD/dKL4BoXgIzfZtPzwUu1iBZ7Zve/Ru2pjMTfdzg+J9/nxeCs9261b2IXr2FO04wKuw0UbKNaiYxuZ///AbkHiXP/jv1OxWNiKyuS6oB7YNsFOFJ46UZIdfZpQCRej7xeb2wWi73nvjjNyyWNQEmofkaRLYLldzG7Vsp+1tQ0ZSrqpVZvv5au3uKdmm0youRvpoNYmHFAVX48jhUZbJs6+V/XxlSkMklmau20ryjv38hD8crSuCJ4pnHTfKJI11XcE5nA8WZZ4zsswkQMIIxtNiGgqciSolG+pbvbXzg7Pn6w1vTan4w2we/5xNzKvK6f6e9Xym5o2711+a5kga+WxOLR8CKU20XLi7O4J3XB8+QO3UYNUxwXOYZ87XDfLK4a2lSS8+EiKcZnNQfXp8IATYLzu+VTYcPgaadLbLE+yNt199yfF0N6iygWMVZDnyqx9+yfX9J6555/DKCpb7V+/4/v23fPnN1zgXOD8+EX2AWjieXqEEnp6euPShFyi7CU63Z3MVhZlpnonOU8qOD8L1ko2QK55aCtM8vwjE6vXK9OqdjWUGZI6BbY9qYkt3KyhiBOdJzlq6bojT637BTwER00aFMGiQbcVNR3p1MOzFWnZs+ph4czzy/v17+tCw1D4RkjELQDkko9uq6otIDzq5Wwp0dQEfjRsDCi7YfL0Oy2CtpOOJumecM95M66CG04UtQwoDemeiX8lKSjP7nvEpIdqprTOwsNAzvn2WoplAYRRX3uPTQu+O/m/+tx9lAfM//tX/Ur33rNHbxkhF6MRuYXM37ktQAa8EHKFvQCD3hqQA6gljXBQGKr0PDYd3M6EpPQrSCzpyZ+Zum0bvncmJsXxCfOEU5d5oN0ihGwnCTfDqDJg2lvA3I9/LUXEilDQs2M3oq1GcxbqoMnWMRh0C1MYuQhDHKZgGqwsvCP3em8Ua1AXpliycY4NmqcaxCsEVknfU7q3T6HdW6aR2IMZIlxGVkRKt7WSXOO8NFwpnXdhz5ZsuqFfW6kleWariY2LqV3a389oL7yYrCgMraGC5MzOFzw63rKwXQULkr32ZeDNn3F2gPDv+4qGzXiwIsm2BKoVftStB3rBe4XF3+FjRbmLTXU1cu1Zjrayj+1pxUIToPJeah2tH6YD20Y0nk7si3m40EdOiKJ3WrRvbekaaoj2gXpi7oTzM/SYmgxhaKncrE8RIxa07shaD5LkwIkdsLJNHB2QagZK3IPtJnZ3vyFaE9c7WA010OLccgh+cHnNIbe42noNWhWtQcnNkrONS1A57Bg3x9jpHF0dvTCnayEmqiCbjxfhK0Iobyd+IdZ8bHkv1ESP8OijN7r1/8eE7l4tTAAAgAElEQVQ30MDMf/APtahDnKPtO8vpxDxNfPrug2HcZdgHk3VGuFTS3RG8qdIPTGylcs2Pwz694qdBB/Uetxhwze/RciD6SpgsamCaJqvYmpJzJi7WFfEOtnUljYCzvl7HTTvaj1WhZcIYm4T7V9SycmAmHi2gcFkWQnA2EokHYn4mF2uF5XoliEMGnv1G2hTdcF3ReByU4Mx8eEMev5/pgJYdesYZnhhVswq7lJBhOYdu75UG0jIjN9x+EPZ9t9/3fGFC2GNjvrtDxVJKadZxwQd6bWwf3/Pum68474VaCtHDtVdeLUfcXpnu7jjvzyyHewPRnR85vjrw7v4L07CUwrafkfOF4/2XaM+sHx8Jb96w1Q2nndIbzAfKtjFXwR8mQi2kY2J9eOLt119yd/+G7777DjcdeP/v/pRwnKi18/XPf8pPf/Jb/MmvfuD5+w/MHrZt426eWN58yYc//xZ/OjD5I8d54Yw5zCTec72eQZRDsnHL+ekR8hXtnuP9PZenj+YIGsF4jQit4pONS3AeN77Xe08+n/HTwUacHVJfKX6m7WdcPyMcRsdPjc2yR9yMFeYlW16S65DuSNNEaWGQebfhEmm0uoLuuHikS7AuXB3FhUScG6I1VSz9Q60YcYK4E7o/EOpK751lWdh7NHT3skCfaHlca/Fg+Tuju+QmMSu/2o0fk6Psu+WXXR5g0H/FJap0OJ9NHxQTbQ/IokNLsRLTgfzHP84wx//57/9cSymszDy1K/vFEAjqhK1lvE+EBiE6YqtMbkamxxdhrnRnHbYx3lay6aeaYfmXxYqC+1GEh9UKjNKM4bFJH4njlR7thBrG9eKD0Ai8VsddDJxC4ZwNWZ/3au6zZCnX225do1t34LlUrr1wksjRdzyVOTiCOJbJcS0rS1iMmTKZTqv6jIjlwc3OTt91dBqOrdPdgtfN3DY5cW2g3vE+dFxpXION22ZNaKk0MSFq6g3vBXJn8kpACL2iAYp8dvqAbWSuq4EYk42zWrADwVU8oXgufTJbey9k72jYAcRnR+g2Ys9t5Q7lMJD7oXRaaMQ2s7lCcLbGh3Hoyd06FDB0HmFCbkLrYVX2Cs5tw9p+QPyO60ablwF1cxJpEujd4g7Uw97sNbZSUW9Gk5fRsZpzSXqniSDOkpr7sDdzg99hm3tXx4YbImdoCOsYT6beCKMAWhG0NUoQeukWxdAjR+9foiMAinPsrVrzpDSan6wwD8padrpGSjI3Wce0X915vFaCdoKzAsQ1czjdrO3z4g2Rou5lVFXERO42aoXWhbXB6oW9V3zzLwRrgD/8+BsUMG//wX+vuRkttPfOvj4ibsKneQiFAm0zXUyMkTIU7i1fXrQvy3GhrJWePEtP5LBTHj8CHuJis/rg0LYjN/6Ls7Zm23dQa6GqDwxHszmbnCPev6au+xgRKG2/fmZy6IYl9eXP7g11eDkiIdJlIoQ4ChQTOWm1bs4cE/tAxidvc2XBTtR9e+LGAA8xWvaNCPH4ylqxwYqNOJwh5ebMaskQ1NsZH2YbkfTOdLwn50w9PzDfvcKHgNA5LBNOAvu6cq3WAdvXK2/fvKG0wmmZef/4AzV7+tN7oouWfP38DJOzsUqzSt7PC0cJkALrunJYImvJvL1/xcN5JWhkOz8yHyZOr1+h+87pdOJP/u2/5auvvuLLN2/ZaiHgeX3/iqzFUsefL3z39InzvnI8nfjq9Jpf/fCRcJx4Mx/55fc/IKps24avyv2XbznFmVXgh++/5ye//Tucz2dcOHJ+/kRyNqdv10/IaL9Hb5lSbr6j4+zzpX3egEuFrFDOg//iQDuijPZ5HV3AYBt8GULCbl2KfutqOAMwOT/a/hgWXOJsm1G7UrdHwJgLhEiYji+t0V53sjuSRku+rysxRoNyOWc/2zm055evr/sVaZ2QIk1mlI4fJ+xWK34ylIAf96id3hx9LA5W1JqgtLVOjMlU/t26OL6pkUNFmIKnjXb7LabDaUdLNau3cwiWWab/7sdpo/7bf+W/ULANaGmN6D2xm8VZcISoxgCRyiwQNDD1neaFp1pYFfbu0ZEmn6MgzfQzDYWwGKej2IY2NytOUuyoH2F7oi92bfUW7qfDSaYuojRiq/Q02X+9jSHN+VHxCsmnl8IdILjCaWv0YK8h0EjO8m5EIGIAuZKNXK2q3DvPY7eNbaNY93vgJ8Le8XzWn4SsRDWNSImBWTylN7oEIrulUIuNfFKriCgz5uRxCBLNQZXHhpW6vS8iFlB4Y66Id5QyEpS9DmDbjDrhrhR0WlhdZ8+Z7gKSAmFvuG6iVg1D/4MSWuVVctzjhpjYs+aOb9Yl74PK3sVzzWacUFWS8lmWMAqEmj2rM01OcPYegd2vpTtc1EELbi/ofMsX8qzDbXPrvkSB6JyxY8QPDVAfXdzBGBt5RKpKdoEwRj5VYVPTjSS1IkJVObeOl7F2DFuy+kAsyRq4oxArYkA77ZEohpTogoWOCpYHhv18L8G6QX4nOGVuptVSHMl5go6OmyhJA1WVHegSXgqY2/Pe1SjUGc8ukHDkoYvZR3H2Lz98/A1EvH/n72kjkOKJfV2NNNuU6JR8vdqi3xr0MaPfOywJBoV28Yl1+8AcbG42I6wqQAJvZEURocYjwYNlhHS0WaXsvWc+TFzPF47HE3lv7E8foBbkdOLQGhyO5JwJrpFVaNvO3enEeRtkxrKbhfv63uLik2Un6XwixQPbdiVNjn2zcZaXTNl22qiWlDh0FW6AyboxOEbmTMeKoxSsdarbOCX7YJswpkeoTZkPC9Ep3kc7zbTGXTLI03Y9W35T8KQg7NuVppl8vhCCbarMJ9LdwbQuZUOmyDK/5vL0TKZB7Rzv7nCYA2yZxzz/+cL89hX1vDJNE48/fCAdZvbLynJ3opYLx8OE9MDh/sR+OVtm0vnZugGvT+znK+Jge3jGvT7Z57uc+Ou/+D2+/Ys/Y/30RJs91zUzVViTEJKnlcr++IQeEs0nJmddkWVZ6Luavsh3Ct44Oa2RLxcTL49OCrXaNeYjx9dfcMkFtmeQCGVjPp7Y9stIdd6hjX9TJcyemiPhcESI6L7ahnBnlvJe2w0eA74YNbU1kN00DdsoHmLEuW7LqYJuz6AeWe5GFITC9gg+Di2NHzwXS3gO9KF1ESt8nzfwQjoGct6J8Y7WK6gVWL0UqHat1WHR9SHRcjYcuESoNtqUvKI4mN9CDDBle+3FnCnSAm57oPh5HCwEP01GGXWBvp9ppRg0WBX9s3/9oyxg/v7v/FX9dSz7RMU7IaAcOsxemZ3SCCiN0ndmtbUKiWxZqU45JstcK2XHK0wx4RGeR1BgkDb0NZ1GJ1VPDo0v1Jmcr4vZVTENyE4kV2vp73pjYzgLNuydKu2FNxNFiarEF2geJBWKg9gbszP3USDY75fOIg6hEqJwqDJ0i0LUjKp/Yd6Em/PKORs/jWKYNgi/LlCzsrvCLJGrjDkAQ8T5AlZrRmF1Ge+tI39A6XrTOYplGnmzR3csp+nmtIHxYzXgKYamd5b4rOPrVMRcU+JRMWt8qSN7yU8ceqOFRukOP4IaL/1z94cuEBy1WKEhrr0A/rwaSSQP2/reKtc209Q6W07MNdTE0rWbGCJBu42Qbhwyy4oa4umxLhokz9Eo9OZpzizRfWiJ9m6dFsXZOoTZjwGkgUQrqhiJ1OK9hUaK4J2yNyU7IVRzIv16Z6eoWbjDKLjzYN9E6S9dnjSuS4/Fj0axYmRVG21Zb9mTVdirIzoTnTtnbjKp7sXA4h30ns3U0Rqb81ztlb1oYDrW7fqnHz/8R9ek/2SUgGOh5kx2Z0IrdAmkJPQS8NPEFD3XpydIBs5iCqCKc4cX67GXV+zljHbHJgrNAEVOPISJJgHWFU2BVhopTTgfjblRGn0CHwP7ls29sURCsDHBJe/w/jsQMbVzrYS7V5wfP4GMDNXt0eqpcG+USW9Fh9svaNnpvbFVACFfnhEvzHevqNcGbuFwurNqvg49Q+/4oByPr3h+fmb2JobyacLHRk0H5nrlms/0vNH1swRhe57oMZCrEpeZiOP9w4qqOWFcCDR/5Lw1WrNTnyx3xDDZ5lwrpWykeKAWh1fH4jx39xOtw/dPVy4//ADzREiJw3LkOa8EVX740z/HHRe+Ot6RJ9iuz5CEr08T33144vnjByCytMKruxPiGl+cDrydjvR959N0JBWlH1/x5ZsveHh6ZHn7iqfrA5fWuEQZOR9K7lekR3KeWZYjr5YT67qy7QVJcHec2dbCOkTKhAT7J/Ing/5JWhBVG+OFQLpbTIdUKuvTt1AKMgiTOM92+YiLB0quOHFIfE2b7sFjzJ+5W6esrTgnVnRuF8gbQXe6iyAerx6ZDF3owmsCjXoXDXq4W0HVk9nj/dFGlNP1I5ccrQg6HMBME0aYrg22B7ooOfBi16Q7JHnTn7QEraPeiK1eq7mK1INAKaODKIKLibAc2LcrCEichuLf7j/jzwjyXOi1UvF2hztBD+9wdHrO4L0VQM2yZPp0D8GKmXJd/zPb/P9/H7fzsR+jDGlqwkKBjEN6A/MAUQViFVYst8hReTV7knS2XqEHy8hBqG0HcdyL4qIjd6H0SlDHySey75x2xxSFQsOLELlpCCwPyUaflgEkIiwC2s3pGPF4ZxtRwLqJUTtR7fvEd4IGosKkhSjKTMWPHKKoBhOV1vCqKIoUQZKNUG/E51sqdQScmrVba0O8I4pQesE7eCPgXOGEQDRoY0oWi7FVSFPkMDZh7R1EqFpfrvcQA7Sd3j3SlKx1cI2MGWOiUFC1YnBywZg1vRGThU4ePLwOjWvb6TqRKyMEdjB8XLXJsNqfRYQpmIPMpAMN5ZZ1peQ+sPe9mwvHCeIivSlNLP05ieJ6IXhLjUas+GjdflYemtHWO9MoVHK3A4Vrbbi1AuZxahQx+3ZGyCNjzhoAVpzMIuiQfhv7DGKz/7+5g3rvL3II70xEW1RQF8wh9WsP1YI4m1QARg5WRfA47Tg8Vay7Ww1laxb4DpN0Co4mVgB7LK16vQWZNtPJbDhqqS+upHuXLHpDnJmBxVkQxqgjkxjX6P/t8Z9Oo/79v6WtNULO9DnS52WI/rCk53BPzRnXthc3jNaNGJ2xLUqDnmykIWKtbfEEX+nd4eOMEjgmx7adCSFRCOTzBwN1lYLohIsmdtXtmT69tra977g04dLCtq6W16BKLBdya8yzUU+vtdL6TuqFngvVL8zLiThHWi5Eb+6jvO/UmpnoEM3mRnnEuYnpeIcMQRsipvRfDbNdwhCJbo1lWThfvsdNr3HDXh2nA/M8c77s1PP3NN3xcabtK9O0GNr/Rl+9WWudM9Dc8WSt/SmOCIFIeXq2iPbXd4QqlHXj8OY1s6s8PO9cr1e+Or02u/MPf87SHNMr47/sTyvTrFwuK3Tl5z/5Gb96fkBc47eOr7lk47Q8iEe1UT594stf/Iynjx+5n05MMfHui9f86z/8I979zk/ZVtvsfvj+E8ev33H/+sS3v/wlr7/6gvpcCNnGcM/XTwYVjDNhTpTWiDERnJGVJwfZz5S8w34hhInaG8wRSmWarMDYN7NZuxiJxzeWUr4c2M9nqGfmZSGrtVa1dMhP+HKF6UTrHqeNTrMuiTgTIYojHu/oYiwUqVZU1d3MkxZx0ehSiIfDy6KgLtBbQ2pHn74HSQPqONP7Ogr1ia4gXnA1g050d8FxRP1EXz8hbkOrg3AY3REbT5EOyBDP46wbWS9PeBdhMB5qzQNcttgGN5kd9XbiKpdP5mBa3lqn5vpxaF0KMh1Q8ZAzjBNSD86KqT/9Vz/KDszf+ekvVEQITphFbaPvBnybnIHsog7SaKjWKu8WYZLlc4TAHsCXTvPKoo5OYxJvOPceONP51CtPBRZvupSvVSxWRITdGeQLPJnOpTvKoPneLN2BmxPNMq90dNYAEreARqArB+9t9KSdxRufN2GuoSCOt1SqmMYkyjDieaA1CoEkzUIpxYSbt59H1xdnEyMtegqersUaGOIovRBUWJKNZfNwoEhXknZ8Mj6KbbC2MWq1IiI5pbWC8WvtvXW9ITFZF8QrUi1DSR2Ia/juSNFErE0to6o6oe9KD5bZ03TYk7vpOco4x6tTukaWuFl0hwTWUrnSoHxG+bsU8GMcq+JZW+PSI7M3Yv3sHJfWOThFegFviI/inBF8CXixz6qoveYkDSeRvd6cXXXEGHhyC6iWkT1l1u5bB6qQLTdLDRbH6AqZvVuQ0ckIYzS4dfeSOG5FiHFkAPK4fm/PLdOhjgBcZ7EazoF3Qhyjr+huXwulD90ODtdtbKUioyDpZBdsDDlo+E3tWtPx3C4i5K4EZ/eSt4Eu0PgnH/7jHZj/TJTA31XUhIaWpGvt0lqv1j5PR7uo4h2qBZ9Xq0z9gVquo5Jz1ur2HhcDoXTiMlNKR9eV6qtVkT7ZKbZ3Q67nZ/Lje4NyuQmWA+lwohQLUey1onkDtpfNn7hAtdlbSG+p+84UzcXTwzxOqzPTbN2eWitpWmxscT3bjeXMxqgl2ynaeUKY0Jg4TInr89ku3PqIxAPHw9uRN7MNUuxYyPaMpIT6YZ8Nls4sowVMEdzRxHwG76scpkSPjSlEzs/PzHd3PD4+Up8vBqBbDlyv1wFUq+y6U0qxNqH31M3s51D58t0bjtPRiqftysPDA8wHXh0PtKr45GmPBkg7541eG48f3pO3ncPhztrf3nN3d4dvpmN5PL/Hx8jx7VeklDifz0zTRG/Gtblcr5xOJ7bRLbtuF0KY6b1a8aGOd+/esY9Tzr5tfPHFF3z41S/Za8OrN3F4zeA8fprYNuO23J0OXC8FGeGJDOaQlCviI30UjGhGtHE4fj2o0aYtKNdn0nSkbmfDtIeJ6bgYb8EZayjnTK2foC8gHlyy7l1t+OhoebW/Q5DDYlkmI828T3fmIBpIdje0MTLiNno1m7aEO4geH3TwiCz9TnRocbTZqFLVNF+3a1sb4Wigx7LvpGWhOaXlTBD/IgQMfqL2QssF8Vb4OD8TfWDLu92nyTg/pWyIE9zIqKnD6q3/5l/8KAuYP/i5FTATVsAkHDhlUSVhELo07PtgC6wOsFlz5lrZSawCqcE6NuSpC9lbFs9F+wtnxddO6FCSElvn6JTfdo2ji3hnzpCKclFD2+8dHlXZvCLd0VStLa83Ru7Q5o3oFnGmm6BBEIOMpeDwdI5i+P2m9pwCwrE71NkGeYhKxxO1WKGDgK8cq0FF78XSl41Dohz8YH/kzHJIbL0SnGUFpdv12TtBGMV35eCj2cuHqQNt3HXPzkAkBIUB/OsDGCliwDTTYVhXwKsFsorrLAjBK1N0OIS92SZ8GcVdrooSqHh8H8yXNBxe3d6jIo3nJgieXZWpWrSCjqRuG+t4cm8GaKNzboE73+32d55rt88miH1WvXfCwD+gnq2Pg9Zg7Rix3rKWRITWjT3TvTf9E5U+NDfaOuodroMkeYEGumZF8K9fC4N9Z9ZsNbdjV8GprVuT9y8uNhlF4j7eq6aDzeNgcY6qsGrHO8ENc0sfdHHVRhudmjYcl25oZ25GmIhj/7VxWFeLu9gU1gCheSoNARvtqalYkcY///Dp/3sBM/3tf6R52yAY68T0LVCv34I6XDHxLm1jXy/GYRErHrpmtG2WF1EHvEuiZeW0iZwrdXLwfIFtJd29Yppnq8x8Ye8moHI5E+OE3NThrhJaxtVE3lfgwXJg3ERc7l6sbH04UFwt7HmFUKBWXHc4b2ps5xzEoYWQebwjGecSMdgIbe9XWlWkXJA0LG4iaK6kNCMeSo/4YFqXkjejpDrFh2BQPBGzQl+vhGhC5XTynL/7AR8s6VuOs8Gb0oJTc1r1fOGLL77g6cms4xKWASyCvG4sqxUKZ8nGJJnMSROdI+8XxDu2bWN/frYiKaptqBU4Ol4tX/LTn/6U7Xxhd8r5h/fsn57Yys5PvvltorcTx3V0UvrRCtbLx/cGcVsWi3w4X1gfHnBHu06CH9j93khpJq87PiXulpkYI+/XC/evXuGer3jv+fB0BRcI01v7DPojy+GO5wdz0MwDMnd3Lzx+GAXsLYSxVcR5unTYNtL9a2reoT+bMyPcE6eJsq0IASZ7v+vHC2FKaBoOgFH1TzlT2pPdmBU4Hm20Mx/NBXT+nuADVbvRJweOO2phLUIId5Yo3W/2/j7Eu54gDdHNMo96si6jH2NXP0IaWzP3Uh+grtbwasRQXayzlrcNFwI9N+I0mZ0aKNsVyYpOJjTUIUT00vDiqL1Ry453lrGV3ExPR0q+AGpwDlX0L/6PH2UB89/81u+quEYclmJHJqht0OIdBwdzbmwhjBGf5VLN6tBxat0Qrs74P5cwRjhqG24Xs1sXRigjo5MiQvI28pnV4Hh1tM1voC+68oQiMujf4xSrYHonteBC32186ZrSb/A5aWOMLYg2c02JWKbdEJAGbzj/xQ33DbdcpTa+ruCG5gYnHMQKFNdM0PpmaAL3UdjNweFqZwqRnlem4DnOkW23a7K0jnShirKaK52Io4oSgeSDdaRUiTgWdTjfiAuWht0dpWcmESYxYWpDWbyyeA9uh+YRF1mbpTpX7YQ4s+fMVs0RaOybbuf0ZhqOmzYFnNmjVanj841Y96i7wEU7swt0raNjYF0JcxwZTbZ0G5Mp4J17CXzc+7BIjyK1YsVU7h3xdp2YiV8It2JEhu6yWzEVqhWzSfxLNAXSXzRcAeuKFPqLzqWJGl1Z7ZrzihUaow4o2q1oGKPBinWlonjU1c/klybDCSXjudvfeyd80mYdLG+mhXkU2L0Wmx6M69Is4sLk7LORWx4XjjzGYsV1Shf+6cfH36SA+Yeac4bSCIt1MNSZk6PmbB2WGCEPtoXYKCR6I4TWNgihwUMvHI4LPs7s540chJAN+GQnXBkMi514SqYz8J7z824W0f3JFNnhgAsOHxZKzuACaZoIIeHTxHW/cpwXytWycvYulKawmnXUi1LXC2CLv4sL+7YRlgXvjDtg77adkPOl2GhAwc+mQQBYzx9JPtByo1VzS6VposfDC2q87ZslDXuPxFFc9KudVPwBaPRiIYQ9V3S+Y1pGEmg38N+NuNp7p18+2CJ0XKi9kYI5n0KobNtG7I6SswlXeyOoN2Ey9lq2knn97q2Nuj498rxdicuBdwcbt2mp5G3n/eMnUkq4u4Xr+w+8/uorrs9nSt2Y0oFWKrVWvnn7Bd/+8pf4w8ybN29MuNaUFCJP1wurj3z99gt839n2xh469YdHrucnwEFUSAdev7vj4cOKtIy4gPT2GafvApSCTwvqxOzyvRHuXiESUSx8bFubcVpG5+PFVj8KkzTauLQNU/UPYqSV+yb47uN03Dvc5sMujRyvwT0ifu6KuEEtHXyO4IMl3JaO5gfEHdF4EwV6JG+omLgbMU5RrxYk53y0gmtsSLhfK5abnYrd4o0Tuds1k7wJvs/7BrXiXTEOyfEd+1qg7PigQ6DrBk3Y4HZOEjqZlkzq+mIvRwT9v/7oR1nA/M2fWQEzddtAY++j+FAcnu46567ULohXkIojkhp0sesl4OlOifUzaj/eyLsWdkTRzIUZP9bL0gWPp4qlSSevuNFxyDLa7+LRYeV1CHrTFgB4N5KNR+Ckc4Z8GEdrhyDciihDvcdeX2y25pAynkcaKelWWHm6ZrxGlMI8NroAHKRhdg0TCPtBoMYbJr9FYRodjih9ZCR1+hA9a4Moap2rbifxFo0W28WEm6KC+g5dBvQMQjGn1jF6llY5JMfkhMk3TmKdq8VDbpmpg5uV1iF3MXF0GQJa/HBhCblXu6W7hbOGEMjdgQaq5hcsQ++dOkaJVpSMjdeZ9XyRW6RDNzKveoo6ZufI2phEyM06LNsonpKanqXdighx7M0cU64p4hJtHESyWDc5ixUlvQlBhRaE2K3bdCPOS+tM3v8HBYwB95SOiYvTECS3MXZvatqert72OzGAYdFggmARplFM9YH7Z9CS2hB6byi7Om6hpwueOATATtRcdWLstIzdX8FZJxInL9EEDLcmQFHHP/v0G7iQ3O//DdUazTJ6WAjqKa3S1geLFHCDTxI9EiO6WTs8LTYaSTGybRt9W/EBpFZcmMAlci+QC9OrV7QSqXUjTuYEuqrZ2mKMlIyB3hSW0x1JhMetkYo5avZWmeeZpzXbZqMPyHrGNSui+n7FTTPTwYi6xIgXKCNDaQre4DqtEu5sc/Lec62DPnj+FucGdj1XSnWEeYZ0T912XLT55CGN9yKYq6ijCEq9XnAhMMWZ9XrFTwejFktEouDGgiH7Rn34FeF4olbLWdLuLT5hGrbCQSgOKXLdNmR0m+o8XDR7gXXFL1ZEEcQ6N9F+Rz2vDA0Y3pkYVZ3HRQeXHXdaKB6Wa+N4PPLNL37OD9/9irevT2iufHp65Py88vT+I7/3e7+HerumnvaV7777bgw0PSkEluOB69MnXFcyAe0gb94Qnza6wN20sF4/2YlkdggHNK/4OPHmcOByuZiVfkpm1e8bzBNejYcifaDW07BOhwMp3dPrZsX1wFDHaKTb6CwWwYVEOL4mX88je8pBu0Jvo6DI1o3bh5jVTfiUaKkh2zNahLAsFhnQOyGZDoxoQsqY3AvM7LJ+REvGx0grO/H0NXUU91werVCSQEiBOFnh3JpxIUIIlBFYp1TyukHuhJjocWKaJtMLlA31M60U3PVXpHhk6wW6MyeWt/sT7y02gUIMnpJNI2Tz9jQ2lWJatj/5cWpg/uC3flvFdSbxpAbeK5N4nrRZLqYbBe9YxMugtAYsdToB6itHApbPaxvk3BNXaTzT2LtBxJoTXgY/anwYbZbsHIcD8iQRL52NziqRrfXx++1jNZqEG90CcCp4Omk4W7j9fTNRp7jOKdhtGtW6wp/G5lI12jUTBjlVHL0Mj4cveB1dPFGSKgdsrOIw1H1UZXYd7yA02N3ndugAACAASURBVLCCWLQTA4gqafC1rIvTaXzuOoZgqcWWG9dHcdVfNrFpQBeN9mvrmRfHRzV2FtmhDQ6TI7TCKSgnTZypxo9p4ILpcO5qxSchuGD2cd1Y6GRRcqvWNVI79BXxlsptPFIDXVYLfbglj2cRE/6PLoqkgLRCL1BdoI45jg/yuRgbn/4+3EiTWAzBtRkFWYaWxQ5jlYNP0M0yX4cWRpwFLd6CM7WDc7Z+aA90VXZnxeANxXDrxBZvhdKtAwPguxvaGits99CH29bWNBWLlLDr1EZffnR7rnSiOIteaY0LwkrHqWPy9r5bG7Axj7HTpm10Yca9JMpoMlGlE1XIKLXDHz8+/AY26r/536rlFHezLkvEpWgRALsVDrFdKViHIO+m1djyjrpooWPikFZoZbM7rsO7d99wrZW8X2jbDrPiltf03drxkzOxbBfoalka8zxzeXiyFGhp3L/7hl06SSKlroCNLU4ukMuOa1fidGTHE8NClcJaOtELwXmOcRktNduInq9PlH0nzBN13c1i2BtOM10DBMXHhYYjzHcjHdQSRlUr2sw6eYhWyT4/mVbl3emeTRLruiIpsOcC+UxonVY3mvcQPCc/iJXbGVLgsm/kyxk/L6g4+r4x3b+xGz2fLf3a2Q3fSmHfd8vRcPD1l1+x1kxZzwQPUzrw4fGR0stLInTELtbr04OdMkPiLiVOy4HaO5eW2duV7f0D7ibGkgn/9sQhJa7nMzlnJh95+9VbJMPz1gZnxizl68MDISWgmhOjKRDwziN3Mx4D3vVmeptpeUXOlTKCEK3O77bIlDIsz0pMgo5FrJbdxLjjMj6e3sG4ibpmyr6hzQEFF4JZo1s2dLVLcPt8JdiCNi9mdy5mUfYSrYOBDieQiXdDd7RpZpqE3Dt9qzi1zC1xyRx0ZcNP4ORI2VeoDTd5C7ALHvrMXXTs+UykcdUZL9U2G+Ulmt5ppeaMDCDVi2WfjNNuC4x3dDcDDucneuz47m0rbBsBZ7qucV85r/RyW0DGTLrutlD98v/8URYwf+/nVsD4LswukKhIaZRownMXPCuWFl26cVqsIyHWjeiFi/dM1ZNdf3Gu+NA5YJTsrQcyke4tbRzANW/YdlFCge4V0U6eHIfsWGk4r7g2iHJ8LmBullTTfzUmD8sQGtexSV5p3HvPInbfezWfi1JZB0xMFOZwoPfOWctwVw1RpyYEu+YrFjtxEJidI+bO6pUjyuyVSCU2WIemw3Qw+YVn1F4YLwJqIvQwNuDSh2YL7HodMR8BwQUTqHq1yMDU2wvmvoriKFz1gKcRe+XROVaxk31oihA/U5RVSb1ShhA2u0ZvhcU77sQAf05WDi4yDUptiIp2RxtdtbUMyrH3SO00CbgxAqkOyxgLCV/dC8tEvHVyijZ2HcVhs6LnSqM52EsbjQFeSLgHOrM6djExznE4fXYWngSis4DO7hxTs704amNPI1W9QxoduyJC0YaqCWb9TVejFpx4K9Dtz/b7TbdpRenZYUyxQeKNt+yosWZdGc2H1i3QWTJVTY/USiNEATGnmAqWEyZWmJUgnyN/tBFVuDoldc+//PQbiHj/8vGXj798/OXjx/L4Wz//K2onUhMvyhBt1pGW673HiVIqtGCFwMvmNBZhc4IM7cmYqtzEkd3P0GycYv9ghNrWA1EsR8e3W9dh8Gi6w9KwBxBRHQEbDzkxx0rrShpjIhOkG+I+aGP2Y/zTTFB57haiV/qGiuU3zb3hXfx/2Hv/YNuWrb7rM0Z3z7nW3ufc+yA8CGCAVPHEBKJJlBBTpkABLSSIUSSIFAShUKs0FYpYJCjhETRawUSMFEVVoECgiPCQJGAFg6goUPxQIBKJxPAz/OYBee/ec/Zea87uMfxj9Fxr7nX2Oe++x4XLeW9+q+7dZ80fPbvnj+7R3/Edo0NHoRrRMHaDeokBrruHhIanYIVyX3TPVCJXi8BgzgsOV0nI3vp6d3G9gZj5t952YQ9ecZ+5NmUsAyqxovXBlNvpiOSESOQeUWLByULuA26L+rqG20yWnDQxsXyZyOuibeKhtO4Oiuzx7nOIknNfCLIZRkZdmLoG5lY93BpdvzF0wy9powxCbg1JhRclUe1AW6xRYFmc0jVxmCJhJDk0K2gsVWAag3iWzEGMIhGZ2xfX5tjg0RxrEY0EizblFCuk1xxt7uu2mYWhJymY7qlPfEwXDV3kKTpaZaIv6eMt6uxhtCzapgORfb4pDCaR+6fFsztoZEbet2BfplygG8BGrPe15M7NQOurou/6ciu3i6Hk5wy7bglLztwZ8EMPAy+LUePOZM6PvOUdYGA2bNiwYcOGDRt+O0Lf9iEbNmzYsGHDhg2/vbAZMBs2bNiwYcOG5w6bAbNhw4YNGzZseO6wGTAbNmzYsGHDhucOmwGzYcOGDRs2bHjusBkwGzZs2LBhw4bnDpsBs2HDhg0bNmx47rAZMBs2bNiwYcOG5w6bAbNhw4YNGzZseO6wGTAbNmzYsGHDhucOmwGzYcOGDRs2bHjusBkwGzZs2LBhw4bnDpsBs2HDhg0bNmx47rAZMBs2bNiwYcOG5w6bAbNhw4YNGzZseO6wGTAbNmzYsGHDhucOmwGzYcOGDRs2bHjusBkwGzZs2LBhw4bnDpsBs2HDhg0bNmx47rAZMBs2bNiwYcMKIvJ+IvJIRNJrXZcNT8dmwLwLQkR+VEQ+4rWux4YNG15diMhPi8hHvdb1eN7h7v/I3R+4e3u1yxaRrxaR/+zVLreX/V+JyD8UkZdF5MdE5FN/M67z2wWbAfNbjN7BTCLyHhfbf1hEXEQ+4De7Du7+we7+na92uSLyJ0Xku1/tcnvZHyIif0dEflVE/DfjGhs2bHj7ISL5ta7DhhMeAx8HvAh8GvDfiMgfeW2r9JuHzYB5bfBTwL+9/BCR3wdcvXbVeS4wA98IfMZrXZENG54HLBOKPiv/xyLyUyLyMX3fnxCR/+vi+M8WkW/p/x77ef9IRH5ZRL5cRPZ930eIyM+JyOeKyC8BXyUi7yEi/6OIvEVEfl1EvktEtB//PiLyP4jIm3sd/tQz6vzVIvJlIvJt3YXzPSLyO0XkS3obfkxE/sDq+D8rIj/RGYe/LyJ//KL93yMiXyoib+3nfuRq/3eKyH8hIj8gIi+JyN8SkXfv+z6gTyjz6tgv6uW9LCLfvp6EisinisjPiMivicjnv1ImbHWdTxeRn+1t/PdF5ENF5Ef6/fzSt1XOAnf/Anf/MXc3d/9+4LuAf/6Vnv+8YTNgXht8LbCm9j4N+Jr1ASLysZ2Veam/2G9c7Vte+s8SkV8QkV8UkT+z2v9GEfkmEfmG/rH9kIj8M6v9p4+rH/uNIvI1/dgfFZF/bnXsH+z1eFlE3tTLfEX0Z7/Of9w/xMci8pUi8l69c3pZRL5DRN7tlZTl7v/A3b8S+NFXcvyGDRsA+DDgHwDvAfwl4CtFRIBvBT5IRN6wOvaTga/v//4vgX8S+P3ABwLvC/z51bG/E3h34P2BzwI+B/g54PXAewGfB3g3Yr4V+L97GR8J/GkR+VeeUedPBP7TXucj8L3AD/Xf3wT8ldWxPwH8UYJx+ELg60TkvS/a/xP93C8AvnkxUjo+Ffh3gfcGKvBXn1GvTwY+HXhPYAD+DICI/F7gy4B/p5fzYm/r24MPA94A/AngS4D/BPgo4IOBTxSRD387y6MbnB/KO3GfuRkwrw2+D3hBRH6PhEjsk4CvuzjmMfFxvQ74WOA/EJF//eKYf5F46f9l4HMvLP6PB95EdDJfD/xNESlPqc+/Bvz3/VrfAnwpgIgMwN8AvrqX89eBP35/EU/Fvwl8NNEZfhzwbUTn9nri/XvqbGzDhg2/YfyMu/+1ruX474gB9r3c/Qb4W3QmuBsy/xTwLd3A+Szgs9391939ZeAvEv3UAgO+wN2P7n5LMKTvDby/u8/u/l3u7sQA+np3/wvuPrn7TwJ/7aKsS/wNd/9Bdz8Q/c/B3b+mt+EbgBMD4+5vcvdf6IzDNwD/EPhDq7J+BfiSXqdvIIy5j13t/1p3/3/c/THw+YSx8DTh7le5+//X2/uNhHEH8AnAt7r7d7v7RBh6b6+b+4vc/eDu3070/X/d3X/F3X+eYFH+wLNPvxdfThiOf+cdOPe5wGbAvHZYWJiPBv5f4OfXO939O9397/UP80cI4+HSCv9Cd3/s7n8P+CpWbingB939m9x9JmYsO+APP6Uu3+3uf7t3EF8LLGzNHwYy8Fd7B/DNwA+8ne38b939l1cf4ve7+w+vOqd35MPcsGHDK8MvLf/oRgvAg/736zn3GZ8M/M1+zOsJl/YPdhfGW4D/qW9f8Ob+DS/4YuDHgW8XkZ8UkT/bt78/8D5LOb2szyNYmqfhl1f/vr3n91L/xXXzd1dlfwjBtiz4+W5ILfgZ4H1Wv3/2Yl+5OH+NX1r9+2ZVj/dZl9Pv4a89pYyn4RW3+ZVARL6YuBefeNH+dyps4qvXDl8L/B/A7+bCfQQgIh9G0LgfQtCVI8GorHH58f2++/a5u4nIz3H3w13j8sPcdd/v+/BkB/CzvH14VT/MDRs2vGr4n4HXi8jvJwyZz+7bf5X4Nj+4Tzzuw51BsbM0nwN8joh8CPC/isj/SfQXP+Xub7injN8QROT9CTbnI4HvdfcmIn8XkNVh7ysisurD3o9gmRf8rtW/349gkn71Yvvbwi8CH7Sq1x74HW/H+a8qROQLgY8BPtzdX3qt6vFbgY2BeY3g7j9DiHn/VeCb7znk64kP7Xe5+4sEHSgXx1x+fL9w377uh/4nLva/EvwivQN4yjU3bNjwnKKzs28i2JN3Jwwa3N0Iw+C/FpH3BBCR932WbkVE/piIfGDvK94KNMLN9APAyxKC372IJImIwg99FZpwTRhSb+51+HRiwrfGewJ/SkSKiPxbwO8B/vZq/6eIyO8VkSvgLwDf9A6ETn8T8HEi8ke62/2NPNlX/5ZARP4cwaZ9lLu/vSzQc4fNgHlt8RnAv9T9r5d4CPy6ux9E5A8RL+UlPl9ErkTkgwlx2Tes9v2zIvJvdCblTxNiuO97O+v3vURH9B+KSBaRj+euf/m3DBLYEWwUIrITkfG1qMuGDe9E+HpCLPomd6+r7Z9LuIS+T0ReAr6DFctwD97Qj3lE9Btf5u7/WzcG/hihF/kpgt34CkLo+huCu/994C/36/0ywUB/z8Vh39/r9qvAfw58wsXA/rWExu+XCDf7263Jc/cfBf4jQkf4i8Q9+BWiz31VISJ/VEQePeOQv0hMZn9cIorrkYh83qtdj98ukHdi99hvS4jITwOf6e7fcbE9E/Tl73b3nxaRTyA+zncH/nfgp4HXufunSOSK+Sng3yOsfQX+irv/pV7WG4mZSCMYnh8HPsPdf+iyDv3YD3T3T+n7lrKLu9cekfQVRCTCtwEJ+GF3/6J72vYne7n/wn1tFZGvA37c3d/Yf38m8EnuvkREPQI+xt2/656yl3qt8TPu/gGXx27YsGHDZX90z/7vBL7O3b/iVb7uA+AtwBvc/bLP2vAqYjNgnkNcGhn37H8jK6PkVb729wNf7u5f9WqXvWHDhg2vFn4rDRgR+TjgfyFcR3+ZCIv+g+/MAtrfDthcSBueCRH5cIlEUllEPg34p4mIhA0bNmzYEPh4QmP4C4TL6pM24+U3H1sU0oa3hQ8ich5cAz9J+JB/8bWt0oYNGzY8G+7+1YS+5Wn7P+JVvNZnAp/5apW34ZVhcyFt2LBhw4YNG547bAzMhg0bNgDykV/sIOA9AnboQW67K8gj5AHZjbg1mI7QKpCgHpBhR6aBKLMZmEFr4BUkgRukTK6PGIYBgGqOakHTiAq4FqY6Iaq4VYYyMjWY5yOIgWawXjc3EAdVike8sgvYPIE1cAWbQTT+LQbNQqEx7mCeQXpbh4FU9rQ6kcoA3nBviBmuzut2D3h8+xj3yljGaJ8mJI20pkzW69waqKA0rvIepVHrkeITuHHbjEEqqntENa4jILrDVdglRTR0DbM583TgeDyw210xt4ZYQ5MCjpliZtzOt1zvH2LVubHKmDJjytR2ZL8bOU4HkmbEKlkzmjIVMDLWZqxVXJVanWEoNGmUtKMZGApUBoNGo6EkEcyNZg3VTG0VN8glIQhmhouSUkFTgVIYc0ZwciqoRr1breQ8sN8/5Obxr1HSQOt1cTdSKXF/jwfASGIsS9gagjpMNBLCfLxFaSCJNh9RDWVIrUeyeLyGKkA+vdqzZyQPJGkUSdwcHpPyiAKaMqjiqqAar06rTPMtvkpSXMqAuZCzME+GuXGoFXyCwzG+GYWTmTFeQc6gUQn1uJe06fwRWpd0ThPUA6hCPeJv+tR7w9KfacD8uTd8tItE2MkJDnahnGkI60whavE39b9TLyD5UoRjCoKwEEAi5/Nq9vheLY5ZkAxav3YTTtf0+I4xg6FH8M/5fFxu4CjmfipvKXUpo/WKaN/gYlFmvdtYlTi3XRBXSc5tn8TR5Tp9u3m0e8GpHqsbsNyvJo6LnI4vS1YCEVgxZk0jCcLSlqVvK5dZDESY1ZHonrFTHe7+vcTSxiR3s1Yti0HbBXuXl4cjhojgvUJzPz670BREogba69kSZDuXU+V8z60fVOr9tVwu6e7I6h6e6+SnY05lAktqm+X+r+9jqYLp8lyibFbnrK+3dCp+UT3h4p4t513UX/vT8FRxz0+ct1wrrn93T/Kopyxt7h/Q8h3N/T7qan+pq2/IhWIwL+N1c8ycP/9L3/Wa5LB4zSEpBnyb43edYNhFx+IOreI1Bnim2zgWQBRvMySlzS0MiFKivLkCDUmJwR8j5QrpD2SQ6P9UFLMZSYUyXNNapWLcHo6oQBoyYmFQNAfDej1B3fAs6DwjmpjEot6phMGTNP7WY/wVB2+kIVNIuApTPaImlP2Oq91DjsfHzMfGTmceVedwuCHnARgQIEtDNOF5wAQGN9SMySviCbHKYz9Q6pEHuwEhYS3uUXVltCNN9lQplMWIcqVa4zrFwD3akaYDtSizCyIJr43BYFIBdVSFoTrJZkSdF9JAUWPQxtGB4w07VfDKkKV/PzNORsSR5OBOSUBSpnpkzDBowzVjOJJijV2pR5JkphpGVPLG4TgjecQVqjg7VYYhY+K0VhEqudGNlglHmGs3fki0Vrm9eYSZcVNvUFVK3jGUHXOrGEIa9iR12nxD1hjUDIFaSWZ4ragq8/GWnEdSztR5Ig0PSKq0dsQ1kai422ncyUUwKYgoOWVKm3GUnDNgkM79f3ULQzOVMK5SRvu7n2gkEp6V4zSRVamTQRl7R1agDHc+s9O5Ocpb9nurMB3iW5MM5QrqbRhCT8EzDRjrK+esxyn3MOjvVKh/30v/XvPd85Z+t3ZDJrd+7DO8VyrxwtW19VRhTk5SRZqfxnOR6GNEzobLJaKjOPfLy79OY26722cvBtElmkZZS7WWNi6DQMykhJMN0SuY4MlRDk43bW2MNAFLkPugPXfLT4hBdDEcFDkbQCvMFyt5lOb3jqbyjPu/qtrT91/8Xp6VSx9sT0ZCt7iBehqM4z0Ricnh+v25e40nN17YcX2b3GuJNYWaYqB+Wr2XbQ60FP/ylSF7xvmipUXNTu/0Pe+K3lfPi2NO39LKGHri2NONWYxiu1OdpYylKOv/ujTS4wU6/y5NKJVTLyASg8K7LMYxBn/0xJgAMStsB5ARDi9H50C36qXPGF1oZlhOUL13SCkMCQyvM0czSDPZRsqwxzmSk1LbMRgQF5odEY/+YrYZ1wGvHkaRVUrekVCa28l+srlFX9W64XWaAAgYSC74yYo1Uh5iQE2NXK76oDdTrOJtpqSMZiX7wJU3RCq31XEpXKeGpkJKylRvsVaZ5wbqME+UoojNJD+SVfF25LYeSfmKrAPmztEOuE+UMlDyNe6O05hNmSQzeqNKpuGQMsVmBnFUBw51Qt2YmyN6Td4lEo3rIeO1hmEiMGZIkTLqdDuKJgynGmQV0JGKUOsRyZn9uCOnFFMKURLgfoA0kvOeuc0MOdHMES2MpdGsMYwv4O0GkWBXyJmEk9OIqKI5YVVpVhEJFqQB5ob5jErGdUZ1RPLABEzNKWrMQEEg7XAx3I06N1qbwSpCvGdpfIC5kzSR0465zWQZ0Jxo0yMk51N/kFKmWkJTDOZWZ0oZcCSYMU24CUOJ9z8V5fHty5SUua1HdDHYAdWCzw0TxyUhImgZOjsJ5g3s2Dv6sU9sjTTsor4p6tVajb4yjTDfLK9q/H4GnmnAeB94rPesanIaYIHTzG/pxJdJ6zJ4p07VqIMnOzMmSYOSsOAprA/efmJqLAwlkWBtRJgQ2opVGUzunLP0Jyz9STrfA1sNDGsDp1SovVJDb+PUqZSl7nU4t325YSIws8xunxy51GDOvZwmnbXqA3e/ObYM8KcRTjCNc9UFrWemS01OrJXaQgeCmyCiOHFvnbtlqgs1rwbJ1u9Zf3DrmpcG08XbMNQwhlqvyDJzxOM9WAb5hflRJx6C6R1GY2nhJNFOJOoh/fj+KlDcTsefjFNT3J2WHBWhdlbu0tg5sVf9Hwv7Q+6Mn52NqLX9bXLejjvJol0tLRXXO+WLOzUJczewTy/9mkEq8Q3kBkUac3LM8x32w7Tf3+U98uBi7jBIev6xNobaYqCkYBSlxW1dtiNxz4TozEUsHosrU4prZHdaNqYcBo97MGhrlvBdDlZBCzBDGs5T0FbD7dJqGCTTYfWdtXjR8w7NGZsr5AEOjyDtw40E8ZFoYWDGtZCzQxswVUgDN7WiZcBwbJp4kGJArjbFCJx28be7B2yawkhSRUVJOdNqr29ZZkMOKmSfqDaTUkHKDgGSPGSiYrVRhn1MhnKmHh+RUmYoew7TYyaPvjbNjzEBS6+jHY2Zt9BIzPUYHUx/sefmwfpI4ihw05QhPUTNSXrEm2EuPNwP+DxTp8dIKtT5hjK+wOHmEexGGobKNQAJgwzzdGCfMillaDO+33P7+K3cSqYdK9fXAw8EjofHHF2xXJjniV2JcmZvTK2Rc6bVCaWwG/aYVKo3xCtCQoFm4dbQVBBJ1DZ1g+xATgOaClp2HOZHzO3NjOV1NJsZx2vclTlnVIJhmKeZlIdwLYkG05IKbsFkJUD1CksjjpFTRtMYXgnNMN9Gm4FaJ5bORnVg8hYGbx7JqZzqPciRLKD5Gt2NzPNtvBtph5mxGwYmq9GPJxhckLSj1hhAJRVY3FooIoWiCRejtfnkYVgQ3sMUkyD3U7865D1eRuZ5Ipd9uK1SoeHRR2mK+yB6/n5E4h2C7ja9Z3bY8Yo0MMtgMevdWfLJIOm/l0pL37IYC6XCrEI6TRnjby13Z6h5tXt9TfATe7EwjvNp1hh/l46/lru/lxnnnM7/Xtd/meHP/eILW2AL67Gc8BQfwOVAulxfVvVdn7js1ybd6Lh7XF09kcXlVnOcfekemfO6Wk6yu2UudV0MocWQSSc/enefqITdd9GWOTku5zoPbWGL4goLY3A5Zz+5zU4GGM/EE22v3HH3qQre4u0RtXvZu8XT9zT+YCn7xHJ4lCu9058T4E+6oJ6s6/1Mz3KP8rwc2Ntlie6e7sZE7B5NmIqfDFrOp62u1at60dZidw1Hk8W1uXxAcXLMRoN2WTN1TeM6y/mL8TWvK/iuiJSh1vOsTy06m90VHKY+MEvYtO5h8Pgyc2pUEikpXicslXjZcnQ8SZSHSZimW6olXr55HEZHiwHZXLHpAN4QSRxbRXJmZHEbOGnYcZgOp9ltGXbMdYr+3SxYI/r7mTN0PcychDLu0f5+iCqIcy0D7i3cDCnjaY+1G7w2LBmTF5pVjhxBBxyYWwtXWRtRKokMNKR4DH61QoO8f4E63eIqHOdISVvGHdmNkhLHOnPbnKxHZG7BfExvpZQBJDG3TEkTCbgaR2hHjlo4zLeoG5pGRgtGZJ8SDAkcptYwGRmSkktB6wR21lgkb9CcrIoCUm9IZQ/THLqfVmnWwt2iCasVk1umeaKUEcwQreCNKWfyUBjaQ1wV1T3owDQdkDIwk5BUyN5IEtoScchlYCgjh+k2jAI3JCXUJjTn7vIqHA83kIzmYSyreGd0MtpdRWWZfIzXFA3WzOqBNify8CCedZvIeU9KO0jG1CoqO/Z+gyM09ggNazOehCQZU0GlhRvKZnKCiof+p1lnAAfEZ1QSw7CjWkPccU2M+QGYYaq0VillIJWBlEdcU59qebiQpOCtUpsT7qshjHDr7tBnTKqezcB0/VfMZs+zXu+zzmVWm/AwOvqgPS+CkD7QHAdi1u4xw1tcHLmzJUvn33pHaisNxEmKsJqBSj3TglWDvq8CZYaUet+yuLG0a3CWvn3p9NHQdizcf1Pm7Iw1DIWKhitkIR36KGyLFdDZAnGlSjBMANpH7dN1FrfK6ZH17Usx/fqLziF5OhlwtfdFIuG7dI2ZvfeT88pIA6HqYgwFY9P6c1gG7WRGzX4auRYmx1L85+7ket5+GvT7CGerx/pUyLntJ+PqwuUoofU7Gx2hfcT7BUXPvtrTPUt2h9U53bMnBty7lowguPnJfWidjnOJ76Msz8VisG8hvCK1mGPMEu63ph5lNkgNEKfms5vPNdiO2zG0KbsKuJ9YLXWhFoc+wZizn9hHWPRe5/cFQPusVleGdlwrrJ5gpzjpmjQFm6WLgVfDsmldeOcYqT/+ipAsdGF3JgfvwgQMXbx4Yl5yIuc9lblrWrrRkjTcNVZh2IMZqg420zorEh/whHhDcmEvmcYBycpOK9cot03YjTuOSeF4DMIEox0ek3fBGrQ++9RcEIR9SkwS/WJrtTMyc7BCw4MwbrSAN3TcYa2GsS5KUjnpGDQlsiqtOuYwkLDjAe9iV1R5cRTIhVsbOdzexsSxTpgow7CjzaDjHg5vRiyREVwVE2jHR+AtpvfNoYzM8yEEda0ypoF9FnYiNDkiXjHZh3vCjEQidZoTSgAAIABJREFUi6LiPK5Hap2ozShSmGsFaXhzxvEBA0ekxXlHjw+pNqPZI173wrsz1Ra6kJRoopi10MtlQU2ZaiXvrzg+fitilTIMNJ/Y5xiYjHBDxwCfSALVJubbW4bdFY3QMpUiOOF6TEBRobWZMgxIm8KQKANCw9tEUUGlMtcJodDqjHp0GHk+UFJmrkcmM8yMlJRh3OGdJcllEYMLSKaJUTTHK5pzXLtcgxSYG6KKSGNXHtAQkr6OVmu4slojpR3WPLrQVbea6K4xr53BFhBFU0bbTCkZS0Iqe6Z5ju+kDGRRTIRshjlIyqEHOvk+G5jTrJEkIYMyzU64UQZob4EcdX8aXhED4xozfDW52O79IxNOClF4YoQT+kRlmVUvItB0edwy6qx6UV/tkzjfxU+DYrGYNZs709jdVf7koHlZp9zgWFaz2X6Nms6TLLvnfF8Mml73RgzEi8122f9f/j7douX41UALve537b+zxsHunntcZv2nisr5/y5PXlvCuLm87+ezoxaWo51P6E8ufi4uvUWMWztllO4REa9hKTQmCytwYsKeZRld7DMFdzmxVE8cfrKeLrRPF3U5MzcLexWXqss7TxdT9+otRt3J+F5YRl/a0Q2U5KffSz1O9VpRSCeC7562L4Z9aXKvsbYwmAvrsxgvHjbXyYDNnNsV7exGnHsv8o5Z+GRF3lWQSrAWq6iA2qZgFXR1TO3CoRT0dk4Zl3AnqQ6YHcjjQ0wrWS00IRmOU0LznqM5mgdMZ66udsjtY0wazY7UFsb2fHiElIFMI6eMuKHtpQgkao2pOVlgN+4Y8kPaMCDlAYfjSxxmC12JRQRPnR4jUnCfoUHRjLhibSaJUJKGS8UmBKHVGZ8bj9MD2vHIu+2U/c4QGZinA9UdnxsZQ9uRMoz4iuafpxDBzpaYqeSsiN0ye2O2XbAIXewsZUBMyHkMd4k0VIwxZ1RBzYF0GkSPdiSXISJeZsOlUlWhHcGM3bAHYF+ExkPmeiBpRAO16ZYhFVxDWK1eSao83A20OnPY75kPB14YE1Mroa0Mc4OMYmlPbUa1ipuh1ajHA5IT1Bva5LgqxZxmwhEYcqYdBlJuuGSmuZF0wlMYH5PNqO4wU1ozqk2IJpoOzNMt3g263RganDY39rsrWp1hCCHw0By3CXHn8eGG1ipJnGHIzLXF5Lm3peRrmhlqHpMXEaQbhVKuKUXxdgOtojjz/DJWb7qb5xppx+7+cqzdAhlzQ3qE1XXe02zEfCalCORwFVwzmoTJZiRpGFMoTaDOhxD0zkdGEY4qaJuwtIsX6h0W8XZ/a1PrkRnR0alJDNqsB1g5DbgLK0JsvtMlzhozXXc/dQqL6PAyiiLq0PuNPqC6S7fSW69bRJkkU7qoPDpqW5iNlSVzHjdwoRs+5867VPqDXtX3NNgrYzu3RdqZUYm2noWT65nsMTtDPQs+Lwf3pjELPrlnUhhXyeI+ShzU71OvSaeFFqPJXGKQ7iyQdR+Bci4HQiNhfbt435fOjHiOvoJFSnPpTbHFv3Jy9S1MjZFrMES5hi4HVtFH/VkMFV7aQ140Nb2guKSffp80Pu4nY2sxGNbGXX/tYja6GCL3uYDWzMLKsFnj/FPPzxg5MW/edT3LBSzFPXSJurUeqqWEyLq49EEtULv4O4eam7a4x7pO5TKyD1bfQa+8lRozmU4vSussTo4GplVIlBD3dXkfg00KNs1PeqD4O3fWMovh7RXNad45YV2460egdVdNiX8jIKnrZIKWD6YlU1NGJDGMO2y6RcoLNDNcGtUSxp7JE2jG55kyZKbpFsoDXr45dGmLUxtgc1DzAq0dqTKQUyExR8QIiXF3jRzfglhiOhyo+RDugvmW6zKwSw2TFO6mesv17gqV0ExYE0QdZcZ9ZpqPmCoe6j4SjmmE3hY/cjWOTDUiQ+bpVxnyNUqwOtZuGcoYpErODCRmb+TRSKLcHm/YJ8hauJ0n3MP10YDj8RFZMzdJKIzghrYDKgMmjdEPlPEaHUZubx8z5BFxYdTQy+zyntYq2mpE0+URM2OqFVXhyJ7WZvb5ijo/wt0Yxz3ijYMVlIxoTIpvjo8Zy57BZ8aHY/R73sKd1SqaMoe5hYbGjrRWGSVByZjXEA8DmYTN1t0vjqlQzaHd4j7GTKPe4KnQOCIpk7SQeYSyA4FbNxJXXadYEE2UbLiE4DX0fMGa+XwTbprZOEzB2GgZF748XE/tEJrUBtoOPUT7GrMbaKF7mucaRl59jKhSZMJ1R/MZ0cLsmSQZUGafSTi6e5E634SGhTCyXBTDGPKIS6LVivuEdjF1uNQyokqth2Bo6oTmIfrRNOJ1QuuMmAf7ogUW/c49eGZvtSZU1rPJk4jSY7ZwJ8zUL2aed8qL8xIgKic6//J6y8wRQBe9zOKKOU1E5WL/edCDVej3OvpEzqHJXA5oq2PW5SwhyTHTvjso3YeqnA00VszC+jQ5GxW5EkLcZ5Urd/6cGJnT89BzOPp6e30q07KwMXebfwpJvihnwcI6LboNOVkTcmJ3RFYi736e9WdzU5zrSTieXFN3D2yX9V1F5pzavqqUeI9kqucDaulG07JC1NOe82XbLm7/iexQzvTFnYqcj7s3eqq/o8v7trA7T8O90pO+sZZw0ZpHiOZwsd/Nu0YqbuBZbH233IKQ3U+uxuXbGFw6a/ksCuydH8Owj4mRKHOdIHfJd9rHDN8ltCWi0bEuUUouuMDxeAgXTe3C22WWmwRpxwgmsMp8APIOpkeU3RXuTip7Drc3YSS1ShNlPzwIQTlwOFbG3QM8VQ7zREp7NEFqFVOntnAR2FyhjEh19nmhSAtCI5c9phURZa4VzTncIfOE90mHtSPmc0TQRNNiEDaD8gJTO4S4uEWo9sGC8k9yS9OCDAP0sFtyRtVRlEGV6XggpR7dM7yIpkyTiBgaBIZ81UNsDcfweuD2OMUgWo+kpCiJlMPAS7lziyInDZCqUJLgdSaLMrcaoc5mvFQbJWeGZBHOPYxYvaXkkdTFwdUOuBm5jFSrDCmH4ZhjwvY6LRHmvuhl3EDiPqsKpQwhbAZclDwMYAdyhsNMME6SqFZoraE2UTUz5Bl3Y592iIUWxSRcUO7KfJgYxmtEldvbRz30voYmBye749Zox5fD8PLUhcoxo/eUaDhaD0x1IpVMJuFtJqvgHrlpxJUZQeQY5IQbKUd+G1VBc7g23WZKcppXXITM4pbbUx1S2oUoWhJTj5gTn/u5Oa5nEZKNC4ZzJNyX5epFjrdvPX+Y5R1kYJaBWJNQVzPy4aRV6ayBQrEefaSRZMf6NuguKI+rZU6BQiRZKO67o0xe9aNO5DBR08jnkoyYwepJ0Gvm5/GlD6J2Cmlatne2qI+Ai2B46j6IsUYnXjUihPQi5Fm9Myh2fydvfRbrXdQXttx5yFoYn+J9Jnwn+uU8uKlKiKXKWWC6GBbpFMJyujknCJyn8cv4JBFZVOr5oIUBcs5iTu/7luJOdeHu2F1dGXx1+WzR1hZUIGLUArlr5hZD1HuuEvXEXJ4M3PG0GCrhv7aVMacnlqf/XrESJuG+MuHEDi5M2CnSKgu5RpnrPEKX3sq1y2m9/0zt9N/9HodP18CUWc4Gs4mBwnx6T+T0f+l09Pp6l2/TrIJ2t+jC/iwCa+n3w8RROxuKtlAtixurKcWDCZo08nT0m4J5DgOns21xm7owuimXuWbelTBNt6ADaEEHQj9iNyTpLggfgNq1MoQxY0DKaB7CFSPQZsUPjyM0ox1AEzbsQJySMinBNL3EbtghNy9zzImWHpLzDqkz0c0LE87g4FaByvHxr3FsLQbr8Zr9LoTtSiJ1vYXkcMmknE65rWjH+NbqkSxGTrsQTAFJxj57TkzzMSYgJhHl5Aly6UEgCTdFzKlWyWXPkDW+HxO8GV4En3u+EUm4zaiMgDEk4cWr/SmaJuXCcXpESoUxFUAoGuXlrBwBkURKI5oEr5DcUY79XT+iaRf7RENImlMPMz4ylth2M82hywBK988bChrfj6qy0/AyTLOhaUdJidqOuA5oucLsFpNwQZlHqHFqjTwUkiZqj4it7mQVVML14ZKoVrGmVG/B1GSlecMIF0k1qMcJmSR0VH7LkIVhDgFtIiREQ7lmbuECTGnEPXQxCl1oHM9ZxGlzwy0SCooYnvYUUUo2xJ1Wj+y1cJgeoSmeq0oJZi5lhAxEEjykRJSiNaoXYMDbHGxZLlBnxvGFMNyJkdkIbRFuoXuZZ9SF2WoYqD6x00y1I84OJNIADJKxrMz1AMMVkYymcjdu9C7ehgETH5JZWHGl95g9sOEEFQmX8d3NZ5aBuzvOxkb8fVoOkOWYhblZ/mu9PktZi9GylLUue8GyXYU7YdVpGSDTuR6icnJFWBd3Pk2rsBhA2iOAhEXkFEP/EglyinKqcsddsLAki2HU+vXMnCyr+w1IXkIyTxru+29ax7CIdZ8yKC3P5zLyZj2o++o4icJOBywztJMWpp//hMZGFoPuXG5sXg3u/VoLk7M+dw1VaM251LI8gcv9J4FK//00teplsU/5LaeKA36+R0/71E7vn979PevdZ3zfIz3po/rO2jWiJ/3P6RsJjViLwJAelbY2QVcG6z3l30ubvivBS595KaYRULsf9tBuaF65bVCyM883lP0LPVNpI5cENIasuId7/dYrDANMDXA4Pg5mpwi1Cmjm5vGSafQAxSJHktU43px2OHCbh9g2G3gLPYBNMB+5nY3f8R7vEVqdeSLl4ObMJ9xCpAsxi86qqBuGMtdw2EJcXsuAzZWrlKjeJ2+aejUm8Ip5w+uE5ytUhKwW9D9KziO3rXJ7OPBg2COi1NpozRCxELSmPqCZRUQKlTKG2yd3Y2puMyUVbueZlDLH+SV0GFDPEeUy3ZI08pikfBXGBN7dDwNZnSEP2DCQ3Hvfm8EHVJUsQnOjYbTpCNPL7EtiSIWX64EXH7yO2+NM87i+a+G2vgwMqDopZ8YkeK20nugudYPUgOxL7t7IMJuTcKgzJmHQMRbm1kIQu8gzWmRjjq7aIA8cbUKK0trEfv8gtK52Q9ZwmzV7fHJfm4cRRjO0Z/EVl8im644OD5HpJVJqZL0K19hYSN4iv4wowoyKYDmFR4WG+46ZhnlFyThGbTOl7BAtpASkxDju0DQySw4juU3sPF5XE04d3TxPwXCJY95oc0W8ketbw53uYKlQrTNLS/ZUAebjUz/ZZxowld7vh4o3xDjueL4blil+8hIDXdPgQaGZQz2nCo3j+6/TZLpvSD0S427yWzvN2GOwV1o+a2ycLlzkPBqnumYXlkiOJRcGYCmiSgBZ+ZhikNUQpS7ZYvVu528p4tfpavGhsxut0xUlzFCahsIgeQzoyYKRMe1aIfc+YIfLrUpsz9028561Nq7bX/YuzB36ELREe50Hvzgu+TJz751UN2REo+5Lm075W5acN50yy6s0w6GXObvEbKGLBE55fFKwPCLnwXXNZBh6eoasdi2WUyPYNUE7TcaT6AyYG5DPxEi2+O+UqGuxTj0E2dkifw4uMTvWPmBLsBCLi/Cc2yiiixamqqWVO4rzuypweslEgxkJoa0inRJd7jmsDbjI0bKwkmpgGi4ityjLdMn5czZcMudkiSfjuj/4hemU/g4VWrBApIh+6tokleV7kR6mHg/Ypb8XbyOE/J0e1sBnqA3ZvcDD6z3z4SU8XVHnt1JSQ7XwsDjIHIMo4fc3N+rtLSkp0oxxHJhqDbecxXsRH0PGl0xZwz7CRHWEOsfDMeJFSB6zT1eYHoPszoyOOMgIwzUv3x65HnbkUhCcWieSKPgAOM0bCY/ssgRLUKWgbjFbtxlaDRFte4yQyO7MbSYhSFJsUUuVgWaNKk7yhqiQUuJ2OlDSnkLlWCOsViXcMG4zU5uBSFMfIdjBYlWTMCr68gmCITqSPAa3kgTajEhoXEiZJE4pe1QM80gS11pFmcg9/D1rpmhDXWi1kopgFrogUuKBGLvdNbU2xlExT4xccXucGJPSJDRN1wqzXSGS2Q07jrdvwUQogzJNzuRnLVuWQrNwA0El5YHDPPFWM0YpaGskd5JkJBmTh6ciCWjJJx2o1SM5D0Ea6MBbHz9iV4Zw43gsTZE14QQD42Y0bzFeIAgTqiOalEICn7na72Nc9SMiBUmZQRwn0aqhORijnEZqq0gemI8zszdknmk0TJSUB2aMZJUxF5yEqmBMiCewxjxXetB8n7iO0ROqBvtlMyaJ5PXkQko2463Rmp8Zfw/BqTd/+mSTV5wH5u7U7L7U6mvUHpG0hMue6ZEnCo4/i5WWo3OVdZ7+e84VefLcdV2FGKSf0Nj0fch5IDrRBUsoDdzLFp3cK57u+lUu/tY+UOnliX2WvHYraViHp4m8iFBzT/AjsnKXnOuPn7MTv5IJ88Jq0P+GhX0XNd/dsiSoOxkJfvdqThdi28odcmIBOGmNIrQ++uDKSsC8FLVQNxcU0H3tWti3ZbBebNzLtpx0Op0Rs1NkVDfm5My0Oed8QsvjXyKx7jB8d+5N3+4x8K/ZkdPyBHI+UMTvfH/B6N3TwGWMexZkdXHOjMzczysWLNPcHVonqYvI3XZffDO+YjTfpaGJmH4VfJ54y8s97Ddl0vh6BjlQrDIkYUhGq49wLaBKVUeTcnNzYBSjOgiJGaeJkXOhtggxTWkX6/24xeXmGeZDzDQl2JwT0pKl8AbSdViv4khRRjWsCTezIxhXGrqPWo+UwUKIWwZoSkoKOpBs5jBPuDqqiSwgKRgKaQ+7O3ZCJqjeqG2mtYZ7RVOhmVJrZciJsWtLskyMOXKEaF/jqKSx/86kIQbIIWXEW9e5OCUlktIHfcOTBMvTKpJy6EcgBun5hqHkWDrBJlyVlIbQ62QlaaS3F1UUpZTMdQ7tSio9IZtn5lZJkphVySmRilB8xkkMWTATjnVmageUPUXDgBK7ZT8mjhUmMroDPR5JeReuOym4KvM8Qc5MzTESD3cvQrtFJUU6AxfciISGCENRGjMm0dY07BmHHbfzDV4P7Mc9imLTkSYTOY9gc7BZIenFVprLMb2AphnxOVx8UqnykKTOThJN4p2Q6RFjHphVaF0gjlfEZ+z2cbx2bUZyATfyGGHeTQpFnVELj6xRZ2MURdqbKWnEaaT8kCQTNk28XCvZhCONWVK8Lyn0Y5oKKUdWfXeB1kg1IrwaLfrQND7Zya/wTANmXHrrXsDi+mhP+Gfu/la0zzouR3kP5TecBr/YHdtSn31rElpzUhLsnpDcZKFpiBcreuYux4jU0EkpZrHQ1amKSy4MB/Xwh7J2j9zVOkiPRlnfu9O/ZZX59UIisWpOH5TOjIDT+0h31tEucc7ClqyUtHcOWJW5/HMVYXUOiYUmq4go1i6du5aZ+MVgdpnEr1fVPfKWDN1yshz8wqJhEotIMEXJHmxIU0idMsjLCNvXSIqsjXJiv1K7v6mrKuEex10KjSEG8CU10sJOtLSEwsf2Y1kYvqD5lnuXWkTGLf6YdmF5qoX+5on1pTgbbKaclqJYG4sNP7Fi6ktsQFhOWiGpU1drLgGndffSKgw+tDPnOi1i2yXqDuJDbomIaHNZHR3lVV0xnbNEcsDFGJRg2dq7sP4FgHrsIr0YUJFIYy0nAqVF2n2vuPe8I9NjxnEPOQaocRzQ2ig+MabMYbqluSMyM/Zw0sYRo4RWcElIpBkGDVcThEi41his8hBszfyPobwIuVC0INSTKwfASiFJIpcB1UKWFq4fydTmJAzVHYlH5JQ5mjFePaRZpbVoc9aEDInWBKYKAqqG9U5EqaFj0czskftZyp4misgusspKaKlyH4hajUUKEweuhj2KMbVGSgM5Kd4X82tOGCA6UM0oGvd4bkeaKMlTTwYX7qFEQ9zIUiLdgQuP5sZ1Gcnthry74kpGhrRjSoZ7AzKuKd712tiNO5IJuyFzrE6zSpqFYmMYY5IxE27mIyIjjUrzToblK8RjaYapTVgzduMOdyXXiTkpzROa9rHWVXetiTiuY9ewCFmDsdVSEIuQ6H0WLGVEYmFNzUqSgqjSaHjXq6WksSCoZFp7CZOGu7IrQ6d3lEFi/Esps1NlUrjaP+TxdAPi2GTknElpFzl4xh3eaizjBaAjSsFljoUozXhkR5oZZdyhWkhScXGKjpGEEeNgNbwdLaKZRJyroeBp5GhBOU/zzOF4iAVCW42or3EXLDEpvoH7luDpeLYL6ULLYJ32TivbJHJO3L1AzG6fTPcekUcLm/Tk/gWRhqFH1jzloEWXsmhWmi4Lo8X5pyRsS/jt6jyAdtKkxPa2hJKu6PhnUVfnJHF+Oh/uhkk/4773tvVxS+RE699t47nucmdjH8gWJkw7b3AP63P/xc/771tr6Fx+H9zk6WxbVOmCJes34wlBaH9m6fRs7y+nrs5bZ1ReX+JOG3yla7q4B8vPxdW0PKe1HkdW9/Sky1nXXc5MzWlJgYXd0LOBo/rMVwaA1hXq3hzLPLEG1326ppa7sX5x7Dmfy7lNKiG4X+poXTgOZ/G0qrAmXUx6We/i9svDnXEzhUYisiuGcPSKRhGCiVGCrjcLMf5wze18g1isVVMksUi15+NLPBx2VLO+0rDEIq3emNoRN8Hm/uK0GpFOp8imOcJz+hpINIPyIIysesSvher0xfdCX9C8gUESxVVOTFzOA9N0JNGoh1tKySSHfR6YmjMyQJpxEWy+BSq7MlCAm9uXI3OrFqx24wVDqBwrlDwgNpOH0FyITSCJ1Jc3EHOGcY9b5cXrK5LP2BzZZKuFAyYPA24tFomUeE+HIa6TU2LXc5csotukKSK3UuOqPKTWI9Zu2I0PQyaUYCJxdOE9h5GDHLkmnVyu1YXbOkMZmPzIfvewR8pMaBoYkzLNxtRmRsmkXChmuCstZ+p0PN0PkVikVizqrN5wn2MtQkZevn2MamYoO441nhPWcCfC7q32sSzcK6iTHKoZSYdgRpYoHLPIrJuHWHqkz+5rD+0vnjHNlFS6/EPIOWGi7FLh0OZY3dyFVHbU1GJV7vJuvOXxS+ypsUZRmzFg2EVWYXLmMB2pLkRMWaw/VcrAsTlTndjlgSyJ5jOPbcC9MnumjCPiA0lK179Edt6pHiNTc614CncTwy6SPwJYo7iH++oJFuOMt+lCWnI6LZ1k8rPhYaJ9Nhu/n/D2rKKQTtu74Im0Oq7KXYPmwhl/pr4JPQ6wLGjnPZXykkdvsXm0Zyld99Ka2ymLbXPtkR5Lu6L8dnI5LL19N4zuNqnXq+fhSDHs6YqiPy0G2N1GpxT0y9+esMp6J3NeoPE8kC/b1s1oCtkVs3CTVe23a2VkXA6Cehro5MIautumJIa3dBKYLZqJWbjDap8fU7/3qzWqoqAw7BY2acpL2/S0Hzhlmq09982iS8p2vmcr7u6ucSBGMTikcCstWifBgpFZ5dJZKm3pHMk1d41U1SXaKrYv3rS5hK7HemTEco9afzfPbFcwHJ76LVrd20gxsFQ3yl+YHFMB61oUB03hatI+a3ABksVzvoh8W76Fk+GSYOYs6j0Jhv38DOMehp5nzvHX+jeY+2Jk6V2cgXn5pceQdlD7StMp0TK8bI0XdplUp74WDWjek/uXplpIPYR2l6DWAZ8rZdyDNAZ1miQm0+5eLSQgyYEmQmuNKdKn9vx5DZZg+a7fwoA2R24MM+apQorMuCWNNHPMYyHGkhLZjZzjAc/tMSWNwVSnro+UcH1dDyXyavXs5jfzAdGR4/EWm27D3dDXq1m+T/WFbZ1RjzwpzSpJnTIUsiSSOEmUbDE45WGPoEyuVGJByMhEaww5Iey7W6RF1E3u66VlBRMO0y1jGsnaxaI5k3O4s3IShvEBhvNCirWscrnm16rQHN77wZ53G515vqWkkRsbGeaR6o7lK6YaCzxquQ79XzoyEIsqNpRmYPmajPFADrzb/iFizptvlQZMzdiNBaW7kgwqBgZlSCQSZsZQCtagpYiWMmmgmTE1lJmcR6pHmLZ5izBvoPXoNXHHDbLGsg2S++KL9Jw4+RoUREdEoz5JM55HDjZz9MY8NSxlHs8NkYHjNP//5L3JjiRZsqb3yZlUbXCPiMysqZvd6G4S4LZXfAc+NVfcEdyQBAFesO9l3akqKzIjfDIdziBcyFE1c4+IrIvapgKZHm5uprPpkfPLPxDCyiqeNYMumSTgJPEyZ3L1+PkzniNZKs41Ko5FTmheKb39thTzLRqio5UnXvwAGox7KpFcG5d5IgtEncm1EExbzRaNwfwMtVGlI6A+QCv4v9XI7haEuB1/v/a+ry1fuOF+czvSvUy+/gAVYSeM/tX97f8ufYDfn8muk1ZvZqdf+/w+ZN6oRW7Xy00x5Zx84dhr6xVe7+yXaJMLbi+AtvfsG3z9iiEX9ILJAbWjLh05eIuOfImW/MLA9HZXX234G6/39efN4vWr65SrS+2msHpzP2zncFvlhihIJ7qKCGWLaCgbKtf5N1w/d7vk7Tpv0uI3y9ZO28U5b/b/dh+twNyOwX6+JSnLL9xPX7udvzCsE7tHN66MoleEiivS+Ha9il75Ptvrb9Gh7Thebw5rC5h3iXDlyvyaJdSAncCy2EXyZuzlvKX0Pl4ufH//A2NH0OZlIoTIIZoEWIFWZrIKUjJD9KResCzrxGk4c98u3c7dM80LLR5YyoWLCMmmnUy5IjRLSwaqmmkZYsMptdC94qEVXPCUXAgx4X0w9Yk0UoqU1Wb867pC8ruEGUCcZ84rRbsralcL5ZJNzYKn9cKl5MWQgGZBgo2I82bz72h451irKX7mIrxLwhgj0QdUhUWN/NxaJsU7vG9QZ8sPEjvvTWeiHzpXqJCiSRXWPBPCgWEIiAiDN+n4ZSlMrXGIJ8QVa0F4S5R24oiukvOBh7JQ1nf8w9MTH8Z3HFzjLhTO6cCqjaU2qo+0EAkc8EMhqHBwB+Zlokng03Rh9KbcadVzQCvrAAAgAElEQVTRXGYQ+OF84PNSqa4xz08cUzeYlEYUcHFk9UprFuIorVKwVpZzQ/eoSWibqDJSm6dqQYLfw12rNlrNiBuJouA9jQpaaVUILpGLGf3hPaVkdCukENSfWJp1PqrzKC8UhVEt8dlk6NH8g/ITMRikPc1mH1BqYSqFIdm9ejgeqbXS1gkfPEd/5qVmMiulrvhwT5QFrxeKNtrqeZgfCcMR153TC5XjeISmCJHLPMHl2dqlzqwKQrAHbY0Jnh+/+ZX9ZSdecVfEZH/t9XtuTdveihgMLQC3E2U31MRO6NYC0hvjl02psa+/2Ta2/rxBjLIjKdoHlE5avhZNImRnM94SwDe19V7pGDax2YmX2tVH244I2RuEvA2r9qPPuvrbNrh+m7mXbYBQ2OTQcrOdOTRiE+KG8NyQPavoK+7DNhLJ9m/ts2x3HXsDN1wJ2WR5faDfCKYbO7Tv2zYY55uX7bp41HfkQ/XG+dd+bgjL5qWzFXfboDyUK7LxasU3P7VdeVChH9O2P9vFq842apejs/N9j4/o2/bN9cRoNVdoVbJXhp7+nUXwvR/sHJTai5GO3O1crD6LfntOUnnNgdqKghycpUrvB9nX1w/SZZPJl9jw7QombsaNr4nRXcgkhghuQpXSrLd9ayUjCFtGj/N2IWsnSu/IS19380qot0VQ/5yY3UFwhYDgNJgyLqihWF6+WnT9apYhQe4FQnembSUzjCOH4T1aF2Q8GsdgPAKFIQreDZAfmftgPsTEmFbE9K+8j56is01a6goIwRcurSAo4h1rU1Qi49BN0VhMFCWR3ApLFUQs0VjF0oV9TF3B0yNW1BkSI55Lbog41m2QRFhrJYaEcx6cksTjPNRWKKXwND0hGDI9SsN7b22emIzH4hNBhVYXUG8TDbEZg5fOa/OeqVY0wLyupBAM6SwWGOkpDMkzLcqaJ0gjl1zxPnLfCi0rp2HEY1qtMBxBHOfwruu9oIknpcDSKsl7Q4RCwIUjWTMlL1R/4OeaSS6Q2kIBPpaA1JlThO/P1g4s3jPiOYXIp2lhVs/BHWllpYWENhjiQNVK7tspufFYzE34eL7jezw6JOY8E2NiraWb3QmDP+7dhiVP+CFZC6kUgncULVRM8l5awUWLQghqRF3XLPzSa6OsC8N4QtcF6oqqp7TVrimYqkes+CylgPM8XJ4ppRFcIzlHmT/Z9QjH3ZOK8ogDc2XOBangnUM7vyKO7yh14ZBGKI1WMohnnhaWUGneMSoE56nTAzmv5Jbx0kjDPb5l2mzFewQzM9RGqzNaMqlVlhA6CQoojTIvcLiD+eUXuRh/k2/47Qz/LUpzu3gnX6Tt9ne+mu3dZrK8nQXuXJdv7cPut8LN79f9sc9/Rfnhv3j7XlD1Xfwm4tT3tH+mF29vz8EG4++ogf0em3Ar+tnD/PQG/Xmz2Pn99shyy0cKHdmxtd2eo+vyyyqm7Xxf9+at0uv2IEWEsAUk9n3YQKh9e1uh1BGXbW07r+TbLc6bTcpXT8Gu/Ons5p23tZF5A+YM+QY9evv5t+ckbzlfNwXvV/erf2Ij42oSk15vUue9Fte92O6/7rtz+x3yvXBrXe5+2w68frYXJM6cod/u27fulNxRJ9VgBV6/Hu02x+xXvIxBWJtD0x1a+wyHjFOIbcXHgct8YWmJlyLW0nGPHQ3BwhRbMRQHbLIgjVwF1hUkgj9wdDM/DCPrOvOH97/n0/NHJApVlVyFEBN5mfECWWbLPDqeIDcmLdS6mveM90iMLDmDVkK6o7VnHIbyaGv48UzNM0WxAqBVVuep6zPHcEbzhOKpq8l3FWVaJzNC84E1r0ZU9QHfGiEF6pp7KrwDbfiUbPZM5qhKHAYjlXrlWQOhvDB6h68zp/iBUi+8GwZkuGNuhTlX5vVCTSMHN1Op3A9nToeAtJWCM9mtCOc4oB5UHae64gJUAmtRDkFZi3A6f+CPlwoaqFKZqpGkl2rGemuutGWg6cRxjARpsD4xHA4spSLpbDPU3CBGkmZEDlBnci4ImTEdcAxQFuZeLKhmsgYGn1ibEqI3Erc/4ZLjhySwvHCpjUUWlioc/BnnHKtmzgFyeWY4vqfkRoyRZblQy4KGQM4zpZN8W8loSEgzOkHOL7h4poqQ88ramqGrzuFrgawUUUJbiMMB9Z5QC3WZKXki14y0gI9KpbAQje+nDRFLBaeBtsls7vKMqCM0JbfKy7RySgcsqFNxRXHiWNcnM8oLHl8yS51J4UCuF4YhMddibbAyW3t03SwGItTVihr9GzkwQUyp8HbWeGOL8WrGJq/AapDa/+42vP4K+6uaCsPG2k2pYWu5dWJVp4gKr4omuHlPn0k7+/w+iIrs2T6+sev1/Tce7yLWXthznrya1UtX0myGd20bqPr2vYrJv8u2nn0kupJy+75XjPAFNyZy+4HeHp0t+zGKDfoeQ8AssFKvPi7bZ731fF3Pwtn21XVOyWZxLO3r52DL0AHtZNVuitbejPsbqoD0llo/vt5f5836vRMzH2wCTghqKqbab4mvhkv2W8Y3y1TaGohvQxR3NZh3u4qNZnkv1HA9vxtS1vetbCZfG4IixsPJvS27qZTCfoPrjujtiAhXA8ISWy8cDYq/df1V7f4+t0XdTeHSXHfexbwl6IWOl60g7ILJ/pntdwHUmTnX7u3TlKCyq5nAHvCxNVPAbWokqbge9LVlU1Vug0F/fYuW1Ywu22wqSa3gBnIrZM12HZ0pjl6yeZtQuwESDp6f+mRhUxAIuRq/CHe2TJe8cmmeP77Y+/40/cT90LgfBhKO6FZqfYEQcU1xeLIoL8sLIZ6Q6swxNSbzVxLPcehtoPZITAdrP3kh64Elr9RmaqE4jmgrzHnCiaMwETZnXB9orXCZJlTEiLs1I86hRHJrtAp5LYg7sBQlOjHDtyaM8QxAbjNHH0B6GnJ+QlzAR7PIf85PHE5nc+llYfSeGjySzpRWGMbvuSwv5LVw0kqrK0NyvDueucxPpDiQ1NSccTxQFXJVao8NII5kEQ4u8905oaomJQeQwCUvLE14lsY4vGdxMNeM4Di0QAxnZvFc8swgNo1rYhwn7xJePD4NtJY5yJnWKuqVpZhKqWTFe0t41lqQ1jh4z/L8hBwTuWUG13h/umPJQrbpCkUih5CodcH5xqpKrjPH4MhuIC8zQxpY1oUQT6Qh0nQxVKNzRDKep/kZh8UEtFYgF5xWMzIEnD9Q50I6ZqqzMcaLMueZKkpZbX1JrL1nEnoryGt9pqmdy2jEPTMmFM8cE6VVmi60NePdgPORJA71jnldaDTGmMh5RXximiZWFbTM9p2Zs32X1gwYR4ty+cXv7F9pId20aPRmNvnmYXwlnX45jZMbhOS29WBKiM7p+OKhKb/w2195tcPkWziq9qLoqpTRV5/9gj+yoTlqs/r92OT6jm9t968tX+NOXH83K+nb2fQ2KG1jaKPHGZjJxBfruDmI19vAWhj7ULyjPl/nHbWOZOyZR28O7QtfoD1E8Ot/b61nZnVUq7xRcL3Z7X1VW8nrbljkW0LzVz/Uf/8GWGOf3yqaDSHrMFtBeuHQvri/txXfInRbAfoqm+lNkd1XvdVU1+0BDb3ea2z3hlyN7zA3z7011VtQ1/tT9u9l9KYqMnLldR+uhoUN59pOVI4ixF7sbwnW8HXOzq9pqQKj81xaxklBwkgtitaK1nfghR/nAeonxuHATDNURZzpauMd1GdbWeuuhMJVYSR9I2yeDw2mlcfF8ZgEysTd6cx3w4mjh7k+cheE2gJZBx7WgnfenGtd4GVZcOI4pIh22/bcMmv1SPVUFrwPiE94bxLc6O9o+mSGmiFS8OSaycUyjrwoSxYYBkJp0BYcjUJjEYgu0TSAwEqBClkCOWcahWGIFAV1jYc187vTmefpibWNQCTFwJ8eF6oPlPWRd8d7hnREy0JKIz9ffuY+3eG08TAXUjoTauUyXWh1pqwwpHfWdl0njtHR/MBSZqobyXnlEA+oq4wucz5/YJof8D5yqZnT8chQPYTE6mKfyESGNPJ0eWCtMxICpXqmuhAoRN8nMqrU2mzCoJ5JCzEEmjMEKgZPKIXqBEegSkRdpkjFjWdqnWn+iHeBtWZ8aIgccJgSLUjleDyxzBfrZmqitUZeZ9rhSG2Z351+Q26F0ipryTjp3JzWmNvMOR6YlxdCHMnrggbH4AZKvlBKoTUxYUK+WBDoMiOaOaVEbaBqirkg1o6UpjSqZUPJAKWhuho/qi6oRLut20prjTEkmqtogyVnVrHvQoqJtUJrnsErq1aW9QXwMM/2XQlHS4NvBVYx00bYRSVfW/5qC0nE+vjV3cz0twfexk/QL4mk22dBXikmbKPCS1COqzNemmyEzf6GG6KN65/dZM++yv7nW1dZsMFk4ybs45wqa7h2UdrGB9kGsDfIx5o20qgQ6xXCb/vxdSSgbhLarkTqI9amZgoVpmgz7VO2YxO5zor3gWtbq3bg4uZ49h6lmBRW1Zx/d2fe/ne102i8VbkdVPsxxRueCVa4ZIEWlFDsfGZ3dRWWXmxUlNTcXrjuXKeufNqjl7Zj2YrGN60raY7WWyjuBr1o3kwLdwM3t8Mp7NiICIVmHhrKnqS8ecrspoXcmBc6wyfWcKPA6psIb4x7VLcZssm3Q+eiZLFztngYs6C+GYqyV/G2r9XZtQ7F7XEU8GWhtCmxDms/9tiMh9X/fiUPe7xTpFaz8Fa186K8utel32serJjx/Zq0bnPQW0ObFJ7q9qTzUECxQchfa0Oia5Z/8itdygTPLYMU815pmfF4pNWV4jIDjvfHlc/riRlH8pmqZlJXo6O0agVN67JA6JBwAe0tKZUrJK5q7ScFlgzO8/TpgafkORwTZ+9RN/KXxwdKE76/u2Po9vtNK8GZ2+3aw0xFXOfUCM57qvYiWM2Bt1GpekGCw7XA8zSDFnJ3iRVtHMKA5kfyGmkoQ4yWv1UWnGgPVdzIqg5w1DpZlqIbWJ/hKVW0NsR5/ttTpZXIkC/EkIjdJX4tKzG+5/O84FmIIRDrzPfjB8boSF7409MzT2umOmVpBedPlBUO7048Tk88Xoy8++EcuD+8o9UJrw3JTx0Zi7xcLl0lpeg643G4cGBZL6TxjKhSwsDH58+c4oHoZo4xUUOCKiQn/Pwy8WkqqFby8sIxHdA241wkpRFXJk4poGUmDZFs0y4Lu00jri0kF2kSWCUzjok1K6qJtczEYGhHcCarj36gVPCY07EfwNdnMkLNT8Ztujwh6UgtlSzmamseZ+B9JEgwd2UJFBouHMx4sWV0LTysnlwqwUdSGMEHpOdsRcyosCn7tS55pbUXRAK5VpuQ1pXglVoKwUWag6WsiJiJoUhEy2RIcSkMYaA5x+P0whiP4EaYJ8yJerU2Ri1GoK9dFqftl9gT/8Y0apG+rq19wvXLyXXm+S0Q4m3+y/a53RivP5j3meDNetRYu7uXxfa32oujrTu2HcjeBLlpn9x6z16JrdtM982+6jbjvaI4Vzzg+kP97iT/6nWw87Akay94veVX3EAwb5aNr/OKJH1znrKwpwgfthb7qxn/lbT75br11fs31QvyGgHYQartg97O7y7LvWkBvkKAvtjg14/N9fvx7etf3BDbvnaVlr9BYN5etxqk9/d7m+rmIG65U3v0xJvC8WsIit4c41BNTbURZffW1Q2SJmKITHVcHX3fbOe82L/y7Tfu5hzeXhttSgxCLX1i8I2U6Nv7uvUC13vZC6PtOK5Kpl7wb18avWbigL0s7uv3569iEWf5RXkCDaCNeSoM44joinJmWp85+RMSBtZVcd6z5LWrl5o56qaxq4UEyjWewHIimvFFqrMHdlfP4EbzevHmQDpNM5MoMSuHeKCJ5y+Lw9cVVzMpRnznc5jnln25zKi30GSmNbeD243KkjPRDUjusm2JlFpRtR7xqDDpDD7RckWD+d2owuCFQ0o8zgUns/EamsMFx1q2dlqmScGXQMQjWmnNEcXjNFCXmRaCKaTySs62d0Gcee+EwD9fLowpcRcGmrPzuNA4+SNTWfjnSfnX+Z+tAEkjQzzx8edncn3m+4Pw/fnID5L5T2ME13hYJlZn9vnCwPM8IyJcpFGWz4j3hHQEDiZPdyOf1kprK8tcObot0wkGgXd37y0kt0WaJj4vzxxd4zSMDIcjJ+eZazFEAmHwI7XO1Kqcg7LEs5nzOccQPC4MRG+Bhsk7gmCF6bRaZpBCwxE50HJmbsKUM+Fwbz6HYt4wa7WyaZ0fER95eP4LpSoxHnm6POD8CAitiMmsfWQIJmk1x4CAD2I0heJpKK0VaguU5YWaL/h4oGHojNbCGALKYnEOzfxlVDy0Be8SThrDcGBqmayNVgv15QU3RGpdEXFoMrNIosnokaFDyZsfUvvbEZjNxVT703rtsEbck+u2wcRRq1IThHydKVrons20W1OaN/SlYrPbEnnl8eIKEGSXh8KmHjKegOtcFt1mm6rXXJetsNkRE2PFz0GJxeExhU8T4xoUbDCSYg/3TeWUdAuv7Mfg7QiN53glrFYvNK+4tSMWBhrs5wx0f03Z+DmWVlpqM3TACUO2/cx9gM4958mpsHrluHZjMoVhm7htx9/326sQ5TXStTnPhto9VkJHO0SsSscGuu4+byqUTcWy6a7ElDvbpLx6MSSnM3Vvy0LgC9m83FZjciNv3s6Q2md2n5OvEbjpaJfIjvzoBitsRY5Ye/JWEbfXPBtJ9/Wu7ohUFSXVa5G7B5BuJNy+vxtyF3pV25pJ/0NrdDIKvsLmT+RFWEQJ1a7z2itwDUZwG/sYVoJd643InFwD1Ay5HPYF3glTyjQoab0ib03tOxXgVrxnyOnGaVJ2YyuULcZrPxmWi2Pba99IW/91LMXQkWGEdoFwQnygacXLgeob/+H4jhCE0mZe4kDWxscnzDEUrCBZuv93na1wKYvJQ1uHxJEr8bf0mWZ97q91C2kajCdyE7I24uGes2vknFF3ZK2ZViei9zjnLOgwDEQXcATKWm1GLpFSLx3N9NRmicVFwz65FRdMEq1QWrZWr3NUdWipjCkClpt0TgNVC3jLxqmtEtK4Pz/VvUe1dv7kTG3gfEbrwpgi4zhSy8JCQMQGlLlmtGRm13ocgAU5liakYSQo/N2nz1sDtJ/BQF0LU31hboW70z1P88wyPfNHrUwN7u4i85JZloX74x3ORWS4o9ZH/DCyLCt4TwgDKXjW0xl1iVwzTcwU7nG9mC8LwhAti2kQT9PMd0lZ4gl1iZflgXWZmZLnFEaOw4GsQqmZ5s9m9x8Kx/6cOTRDfJO8Y66N6BQnitfCcUyMPhNjYFkLS1MGp6zTZ/xqA7rmZlwbu1M4+8TUZlCYLk+oNrQJ8/zEMIyWUO6DjXnOIa0Zr8cHRh9YlhemonippJBY84Kq52W94KUR0ohQOfhExaMuEFoht4GcC2u9oBVidAR/IsTai5SBtR3Q9dKJgIGWYfXOXJRjIrqr9402i0jwcRuMhPoLj6RfLGC24mL7/KETWjfp8DZh9s1mfpXXah/fuQ5FzduiYTk/+8yw2eBdsL+LXKW7X+xL/3nLbwjOoahZ2mvPELqZrW6FjYghGNLsQa5sag+9HucecdD2gsq7G/n2NlW/TQ/uyNRGqtxfhz677mTLvq62bd+LQff0gbm///Xxdh8bd/3bFRHrv/QibTshNoO2QdxM2F6vczPT2+XRN8XjF++7WbaCtKhlVlwVWG/2efNo0esAu507kS89Zt905a7ruSly2psbwmJUfgnJ2rGVr3J33uYHgZGw2zaY91c3x95vKbBuTfa+dgy1KeLZW4dbgbLde+rZ+WWOG5TS9Rwssc6D924nYzdRTvmGyyRYIMU3QJMd0eT192YDYLZUi+rtvhjetGR/bctxdOQKuIXz8UDFQXAcwoEQPCEONO9xcSTPE1NbEReIMZHnJ4gJZLSqsnXEJTorTJbJNlKq/S6d/Hv3vgc5mlKGuoJP9iUoa4d5Hbm9WHaSUygvhhT5kdEL51Cp4chUF6QVRD2DmKFbqRNOPWvLeB9pCE6Fg1aaVCoV50eCU2qt1gpoFQmwZEW8ZymZ6MyHxXsomnBaaWXFh5GmxZylxVGWZ6pWZoQYPNE5YEBcRsTzMs+M44kkUKpSNZPSAdVgz4iizFVoLdBaJuuKd44w3EFbLSIheCOYNktePnrHuV74/n7kIgeWWvnv08ilZuIY+aSFy9NP1OVCKk/My8T98Qc+DJEnCTxME1NrPD0/MRzfs05P1F6Qno4ma6618PFlJaQB7wOBihNPDB5tMzEdaXXk8/LIXx6fmOYXQgx8ON/T6oWD86xtZTzeUcvM/fkDQ0zk5olVyQQm50ll4pKV6COhLDwvLwQXKLWR0ok7V4itcQqFWQfW1VCZ5/kBSOS24sNgiFwtNLIVXi52+xFFtTBXeJ5eyBo5DwNeIsEVwDGvGe8HYhDG2IjxhCsF72xMXWplKgsP2SZbpTaEQAiKOqFoY14KOWdKb5eKD2b8GJQQErE/cUtdSc7TfCAXK65S8JT8DBIJLuyRNV9bfrGA8d5QgO1NV/pAN25yQsg2G1+9oSGluwL7rJTYUQwcocHQB6OyuflucHUTcwgdvr2joh2l2Cxl+kG1Dt+jdvC+wjkL85bn031kmpikNlRrxawOYrECYfU2cMQiVG/+H7EpOSjShOyVtPaiq14RkKFpT+hmJ6k2TKliAg/z46CnKItsRYXg2mvekAq0IOYEKfa77U9vm6i105oqsRoaJiLQNg4IOxpRpU/kah9AMeRk82gRrAXigCKyhxK6Plhv9cM20NVeL3gEuiwZzK3YibB2DtPWYmpirZf1lUOvXLN44HXQZi9091aV2jqa7MIp+73vO2LozkbQ5ubHTlDeopu3VqKz67FlEe3uyGreEnJjHmf3W0fatBdw2x83Inow2WtUszXvZrZsGVpBzRI8e/NYcWL3XPXmA7R2YUToPkEWlCto6bESTWlO90KrVGXcC8duTGW/7G0f164+QLfnxHdUMTQ7lgXbpyLSr1vtKM2teP7Xt4zDiWOAtVWGcEYlUwVC8AzDwDAeTcUh4LxHP69M+UKuc88qmuxmd1zdRbefTg2F0Ww9fufosh72+ADv7AauhVffwvFkxUxIVpXGnlx9eeT5cMfzUhmT8vvje45xRfCIM3n1pS6suRLkRC0F5xxzy6bMaaX7D0lXryaqVsRXamngPCoO5z3iPE6C3ds+WlI0fVKTFQ1CxOIEtGaCd3gqzineK96NCI0YbLatzczYohvNsK1mfAyoc8zr864cKnmleWE8nvt3vpqaTjzrMoOLjHHgL8DDPLKsF3wa+fHlkUqA/BPvTh9Iw3esAV504j///nf8+bLyUxH8EGF9xPtAzsD8Qgy9jQhcXsx5OTihquPx5SMlrzg/MJxmnCiH0zuiD+T1mbDOXJaVaX7BiefPnyZ7rqeEXy+I/sT9+R3602eO6cA4HNEwgDimGGktsRbLVYp1JbkzhULUSvIQZeA+OaJfGKtQS4WmqD/hfOA8DKw5m+uzD0hRpBZcLRQ8rTZaW8ml4MgQTizqaOvMkJSjt0gA16XNhcbL89yVjpFcKgWPNk8QhxOH8wvJB6CQm/BcVtqOWkWCD4g4XFsQaQx+5hgjNKGoR3WhNGWMkaaNFByT2sxdXKLVLdHwy+XfQOLtVRvXGd0tpLP1170TtHSkRb4yQ+U1IqCABOMtuGYzzmu76Pq+ffbfAH9rLd8HW7VBXMSCH53C7JXZGxqTyrXFtHWGOke0D0wgovgiJomm7cXRLeLhN4TGm3Ga+ba43UNja2cVsXOwzdRdJ9i+UZjv52dDiIIKa309m25us9PvyEEvlJyj8xduihfsApWbtOOrikmvSFo/funk3eauVvXbdf2CT4R2tGf/gy3etu16e2WTfQc10vK36BRbDMK3kB/R63m5KfG4pct8qyjf0Yk30uzba6nbsfX1bQndr9dvn/CvlHeyB2jTlVVfQz+8k12qfvUrsvXHJqQqe6RATdi1bErdJNq9NXTdqT7evdrI7bH16+Tsmku7ImH2/WV3pW7NEEsjANssKGDfFVe/TCr/NS2PFUQCJtoX3h3u7eHrHC4OFhVwekdGac8PiJuppeJCoD392B9cW1/UmbpCs31xwgB4SN78Y2RntAMB2mI9PKfQjH8DXd10ebYi3+Klryz6eOza9wD+wJ+mRmqBYzyQ5xkVYZATyMKUG+KCKVHE07rRYSOhRBBTOCEJOOCZrMjAQbeoj8Es8CUMxHSm5GdcXpiLIkF6WykjXgg+MURHiAltdkadV0pRSnf7DXEg18y6rqg0vHrQCzEMeBeobSEdjlZcrzPgWWsh9NTj0gqH8Y4wJqQ0SplJKVGKmcPVstA08vNiRYg4RwhH/t/nQoojxzSY/83xjmV+IXbDvtoyDVPjuJjIa2aqKykknI+gFSeR+fJEKRV1Z5b5CW0rohXJlaUILg2U1gz+b5VUGocU+fT0zDhEpnXBv2SzP1kzz7UynH9Aw8AyTbgmrCHg1pVhHJDguAuBj2slinLwQox3VGb8ONgjoa4k3wh0ebgPLPMF8Q4fItP8goZI8yPeZQ7abPYUBKmVppPlauWF1uHvEZAQzIN5GFhKptIYve95kWfWltEWqGW2PLBhwItj8IHcAyCbPxHdzBgiYygM3lu+VhwoTU0O38MSkzsy5YJ6h8bjN7+zf7WAcQID5kq7uagesvASlUNVVucYqkXDS7AiwGN9dtchaUFtKl07bH5tCPW/CyXdzJ6LbUeb7qTNEmxmsyUXa289DQrPQbmvps2RYjP9tBVeGw/F2wNdm/EbijMOTlqVSG9veVuvKwara+tIRk/q9WqZTc2rEUdFb/J2OuFVZC+UjPQs3C/Cp4O+zqXZ/nFT2KQq5Hg9z6r2xtDdecVbEbP0c+aaIb2xbmoAACAASURBVD2uWtGUO7wSqh1DAFanPfkZrAjo6E+wNgdqRUwJtn3feTIruo+Rxre5IRhrd/684cwYatV/762avYW0QSfKXklsuUG3bZ0v7j29UTp1FGlXRG3FVi8Erqqf1+2rJrInlb8679uxuNep4Nv95jaEZ2frdmfeLnW/DRMFwXVDmiZQVXf3Y9c2BMuceUtwzB6kv39ojsU11ElvWdomtyLQrprivGPuuzKI0uq1UN0QMRHsO9F9d3xHVDxdKdfvqSSCOsvFaU0RVXxTFudfqdV+bcu7Dz8Yd841TvHA4XBkHAZiHCh5JhP4lCsSD7Qw0uY/0tYX2ktvAakziJZO1k0O/Gg37d5WahbO15N3EbXCZQSoDOcTy7JA25QYrUOlK4SzoTBPP9nPtUu1fWB+fgAvzJJ4dJ8AMTKxArXgUqQtF0Q8Lia0zSgFJwWtBSfe/IuCIR+1OkK0O0d0Nu5i9YSQEKfMl888P/+E94FBLB9HtBGcw/sB70fjcFmXAe2eJSIQUyCEkXXNhsZoQamIC4zDbyn5Ce8jY0qIeMQ7RDPruiBVeFom7k4fGE8Hcl2Q0tDuQBx8RGrGScWNx1eTpNYVBKUVyPDy8sm+I95x8AOVRoie6APp/B0lr1zmGRcHNL1Dq3noiE/4MDJdFg6nD6zrzM8//yvp8I4helzok8O1ULVRWsUPAcLBlERaePj81JX2EaVwqBeGwz0Pf/5H3h8SYV357Yf3/H8PD7zMCnd3HNKJj6xEd+BDcjzlC7lmHEKiEZINoi6dCK3iMzh1yMF4Qw/ZQigpEPyKtIRQerDiM00GHuqCuoC0YnyY4QDqaLlwN4wc4kjykWl9Jkpl1Wo2A+LxMXEI93hmC8CMA9P0QEhncjf7W9Ux68ohDF3htLJqo4nnMAab9HrPnBuzTPhwT65/o5Gdd1dy6b6otYvSDQ+hRDiIY+2D9j7r9JtKyCB4t/FOfqGnBfScHyynob+WKqz9364XN/R2ybFss2lr6XDdNRskb+bx2765/p5GJwkFoXTVi3lw9EyaG6QnByVWg919R124bqav/4ocqAgv48Zr6Nveze36sfT9Keg1RfgNz4Z6gxLczO5LtAF3H2z7TLr1FklVoXnpFs3CBjrQi6yt7WUvdcSAqzJp9y5BKF53M78tFfmVL9DNsWgf1MV1Lsh2DXZk6KbI6YTgV9f/5vcNFfJvbsNt2UjZ20q+zIXajvnfii3c3ivXndk7SH13t+u8tXi2UxGL7cO3QU/2ewx6K82xBz/2mvWNQaQVJHEzU0QNVeSK4u375qS3K+3alo3gfoNmmfbIBiS7h79VQv66lt/97g/E4DgkC/hLY2SMI0NMrHXhebogeWLNj1wuT4AjAXI+MK3ZqvKivahwxmUpBVhs1tQiLAV0Mt7LcLLCJwZCOtK0scwv9loY4XAyh1INhuC0leRW3v/+t0zTAx8OiZdc+OnpE/h3pmJyxYoGH7ohmFURbTH2n9JQ12iiiERc6NEF4pFWCSg5rwyHIw0YwmAzeYHgA60WXqYnThr43Wmkzi/UEHnUgVpXnFdiCHhjhBuPZZ27OWTCO8eyrpRcaSjHw4GTOCv6cTi1p3xbF0ocKG1lkEwaTgSJRPdCa8J8+cwYPJIFHxyqhSSWMzQOgUbAOUMchnQkLzNrNcm2NsdcLoivHMc71nXmQuVdVp7EseQFjSfux0TUzExE82eKCDGduMxPhFA5HT+Q15nL/EBKI96ZXUSulXVeDUGnEX0ArSzTQiuVUi54H9FWaU5RXWG44/NUQODz52dSvOPP//KRON6DW8hrRtaPNCc0ufA4QwgByRNjOiHOUaZHaq1mSqj2M7dGjAM6v/COCtHCerUs5DZ3jkol+MEQKn8A5wguWSZWzRzHA2jmLgysbUKakkXBB0Y5gFZG76315SbEOQuOLIvd1zTjSjVHrDNjuGeulZdaeZyUFka8eEKtfBcdjsAQBtbiaRXWvzVKoHYoag3Xkao440pUVTPJKUZMXUQ5FBvcp05ONOfYPgD0WbxvVxiimBUFQ+/R1x5S6LxQq+K90DonxDk4ZVPXOLEBdSPr7xwXtRaP5QkpPjgjGG3GaTeDk29WiLUedOk6ObWKkkcI+fWA6LwQy9VIzXd4v/XkZfWds6KG2mztlFSMO6QdXR7KFf0BKOoJaqYyFUjazCHRgWvOag/fbvZbWWNvBaiFbPjNn6XP2KuzROfSwxYjjiUaxyffvOe42L6EBnERli0AV3vGklgBskSIVfYWUg5KarJNrijB/l76jN7aIELtaqetXbJuqrWujtEb91jbZt+3IGhVBrWW3Nbycd4QL+cMfdvvYJXdkXfpK9ksZVIxdGZrk22FUOsu0MVZW+ctCVv6PbYVi07MPyX3ovZtDS49FX3dCtheRO77Kzb7dNpoXgidi1OCtSy3Qk3U7oMWwddGdrr7++BsHyZvstnWbCJRsLbmuahdx3gtR0SM++XrlffTevHtOvl+7QiZ5+o4/Wtc/vDbP3DoRmzTkikls9JwVFJ0pFWYS+Lh4SOfHx9YLheiC5S1WaFSO9lNexGBMy6FSOe1ZFMk+dHqCqv6wQVKxdpNyYzx0nBmfXmwoigme3OprBr4MT8Bkafciyb3HpveCQwHQ3p8sJmEExAjoiKBFAZrhWhGW8OlrupxR7w0mm+czu+grqgEy+Jpiowjz58+AlDmmSdXmMTx0iZkuUP1gj2ML8zzgmsrh+GIlpUQE0KlaKa6QM6VYTgQg6euF1IcyLniUkIUjpI5hpXqPVXMDbnNM8PpjiwVrZbHlMKR88HxNP+FFM+k6Pn8/JFhPOF94OXlmfF4B64RpXFOA4ch8M55/uXjv/CMh7pwTiMfxiN///kzzD9zlwbO44HYPvE/fveOP84OYWQRz//zT3+H6MrLU+QcPefxyCQOwTEvL5avtM6kMJLCgcvlM7MUgmZyXVC8OT7HI2W6dOOwzEteEQ0QjH8irfKbO8fgG5XEVBydTgm6MIaRs6u8v3/Hy/RAaQde8sL5dGZdZkQbmjOHcGDML2ZrpMKqysv6TAgHhEBbZ8bkic4GwkafzNbV/G6qEKInhWjKpaKcxHN3eE/VSpVIa4WDq7RhYG6eS1m4dwcmgVaV6iJZhawrKd3xVF/IcqDVyuQG65YKsBZcnSC956fFFFWtFt40z18tv6xCYlMJ9e+aE3NwbNaSbWLfWVNROKrX64ywExF3/sUNArErPERorZnE1RnEDUAnIm4ybOncEg3s08itsNhD8YQ9xTdWyEFu8mT6Iq8zb8b19cPeCqXXMuptqaJbvpu99aYdsqMLNx/ZeSgbr6MXNDVsrZjXc95NhSJta01cB9S32VPHYlud+2eWXoRtzrmuH4d2dKK5Hjvgzdws9VaeOqE43ZMetmu33S5FsMj2/hzcvUW8sMcLXMEdK1q9RTG0DUrgRgbXEYLt0Lcigy6R37fbqQB5f7/upoUN7aTj67lvNyjOW7PFGuw+3QMPN7Siy6yvWVvXndzcaTfvGuj3umzX9Q1KA7uSzHZX++ccjg2RvF5vRW8M+Xi1qPbi4tURXv+magWXSHc0LnbOjfSstGQKN/vubTyozte5vT97xZJvETD9KqXnV7PU4Y4/rtn4QcE4Ak0an59+Yp6eeH76TJsWtBSOOjHeHXj4/NEKBNdv2rV1BEUYgnJII2OM/Dxn8IHVPQM9uC4drLU+3BmP5vIM67Oh3NNH0J6fNG3GT95e8x5a6Q+NCiHxLgWarjythsKcI9QmOB/JZYY4kEJkzRO1vCB+AG8FSqmFiRdqLSQ/sFyemctik8daGDyc/cB37sKH4wd+avCcPVOpVmnrzDgcEPGE9I6ocOfht/cnip6YyswqZ9amJuUtKyEkgvesS8O7xv0xklHu3EDUmed6x+IPNO/RZYJ6YczK+zbx7u4D//h0odbMUQqiyr+/q5Rp5cP7d/z4cCG7QlonHh5+hMM7vpOV4ThwcL/l//iX/0b0wU59q+TyzD8+feL37+5R/57HVvi5LBzHD/wvf34BybQM//Go/M//8R1TUR6r459fVqor/BcJ/OvlmbpaRINzA61mijMZuBRTMQWHoS4hUaanfv2u/XVdnzEVm2MV5dPnyh/uAwe98N3xHbkuvB/vuI+O1lbm5mnlM+8Gh9eZF61M0ycj1A5nWp05yMJxGPBSyLVxadG8Z9KBqVSOpztGl6jlQhxOaCk4CmOE1hoiA/iRZb6grvFhEGuPO0etjedcuVShSCCEA8wvjC7gXWVwDh0HYsnkNPAPT42n9ZnkA997B4Pn52UyB95SiAfH744WKfF9rJC+Z1rLzmH62vKLBYwrQk5C7EXI2guQXeXQlCrXQr942XkfDnuQeux7rR05wF09NoqHgKOl3nrqaEpNhoRG55i9VX2htyRcUUpHAMAKqOrMI+UlGMyeA1cuBCb/XsUe4lUteM9VaKkPnJ0nM65dUnqDt9etxeMbxUPKPc+omZIjp5sHYM8NisXSkMGQnhy6wqmjMJ7+/GpCFutjD6WRwy3aBfSBegnCcRVyqDQHa7Diax/imuUuhS2XxxtvTKVRAgyl+4QIDE3IvQBZUi8w+iarU5q/ohmItcyqWLGxEWMVpUbB9UIz3aZ4c5unY+dxkwvH3nNyosZr62TeoN1Jd+PWNGu/bcVG82Z9b9EWN7lQTbkkkxZv+7VzY8SUOnuxuK1Lrvvm6QVwr6mKM74I/X69bVu51gvhvqo1mlR9kyK/IviIoJhb5XpTIDsRhmrS/+wU7xzFOaNB9BiQxwinJpxX5TnZ5EB7hEBzsIyCL1bgeBQXhaaVqHSjQHMo9n6Ts1sCdiyv0anNJ8f1Aq4146zVX7GR3crAOUQ+v/yFx8cnnh7+xMNPn2Ca4fHPxilxA6xP9gHpbaI6wTCA8/YgKglqZlHHUhtkS+8lN9zhPe35oz009WDFjxaO5+94Xi69qi4wBGsdSYMa6QxsrEo20mU3bgHNPCwZcQG4EOVE1YQkONBIg6UVDymQQ+LcHji5zHkMvDsMLLnh3Minhx85JI944aeXZ0Y/4Ljwn3/4no/rQMuey7IQHcQoVD9yN56gNcY44IMjOSEejmh9IQ8Haq1weMeRSigFVWEYT1BnQs2MEUIU/t3pjofpmb//9Be+S4HxmHgqhefPn1hy4SSPNGnE2FhcxNWV7w4n/unliQ/S+OdPyqfmiG0mxMAPvrIQuDv/QG2NlH7DY8l8fnmgKny4+57/8P49T48PFpSYCg9EHi8PhOMd7TKj/sB4SDw8zkxL4f9aHB/dD0zTwqU2WoFWZmqbOTjPaRjhdE++XFgvzxR1iPPcuyM6/YVHfyCXFVlWJA6ggtZs17VtIW/Z3MElM8cDk5+4vw/8LgEt8lAyLwj3w3vuQ6WViRTMz+U8NfCJOa9cRMkusEiktIzTAJ0n5L2nKoxppM4LlzhxOt2TV+P7HI4jPi+GCGlliDZDFvEEL2Q803yhyUoWYWmZjEPzEw7H6AdL7magIvhh5C6N/KfWiNo4JM9zq8DI6Eb+tXoYhZGIl8p4OJCnC6IT53PiN0P58sval78io3YWLudtwKW3TWozfojrXJUCe36fPTjlFbehov1JfJX53i6b4dj2UFW6UWUvQkInqIpACEZArF97zt5MdHceSe3IrhjHxQitW17SrQ/p9oC3Ffj2GvlwHXVSZ+dia7ds7ZGd39LbRTfjJJv/CtIVQIDzznxzNlmuw0jKN2jZde9uODQYmuDVjmnfv97O2t5v77uBU/rLqorgOoT0Gq7wsg16sl+XTSLc3BUL+LfkPv3S0hCqN5IpmKGTCMz9/Iey3T/b9uy/t9wQ7zd/GaVi7ctDv9c3CbeBH7I7M297XuktsTfBk3/NE+f1G69Kqlu3W/u/yaFjP6fbWRXpE/RgLSB0Q4LsDYdqs7L5pnra1HJRjFMWxIzvqtjrrrdI+y1kY6Ne20GiVnyO/YuXnRqBcEOjtmN4Cwf9ypaXxx/5+Pf/O5+fnoHIsk6QK2594v3vfsPPj5+5T5lH9bAquMCePN20t4e8tXzmiyXrumDeL86q+La8gBvttTYbulICF1cIkokjjD7Z9UPAj/x0yfYZadAmghOCw3xdnDAXMx8bY+J3hzMPc6VJ41IrRSwU8nehEnRhOAYOEhBnGUiLeu4OjqcC9++/57ejMLjMH+5/yyzwMJ35h7nx0/OP/Nff/JaJjNdAUDi6QCsLTWB89wOiBVcXjtExuTNryYiDwUVo8PvBMS0X1rIyaObdMeHjmY8PT6z5MycX+B/uBhILi5/5px9/BhH+S3L81+8Cn47v+V//z3/g+1X5/fmePz/+iZUzz0OgNt+VLo5VK/PqCMOJnFfzmCkF7cy0490PrOL5u8eJ6VIpbUVdwOkDyMDT50cGD5+nJ5w2clV8TJR15vnP/8RpHHm4PEB4x5gOPH/6EyUFYjwQf/4X7o9n0p3n55eF/+nffcf//Zef+e++P/CvL4V0PHNqT4zjmf/t4wOLrFDbzkX6MCi5VLw6XFxonPjxYeEvT39i0cr9cE/zkZQyH0Lm399/T65PnPzE6ZzQVijJ87wsXLzis2fOjsd1ogVL1A6HO0JdCN5Z7ASOVF6oKkhM/HwpeJdQFxicI6A0l2i1ovHAz48PLLVxSidULgw+IK2yYOGNpTb8EFnqSqqJhcLl5YFzvEP8wCrCgcqPq7UJnQx4zfxwHjiLIZhjsJiGRTOn8fDN7+wvq5DUeCiZZg/JettOuEphnTPL6Y1AurUbdj5B8P1hrZ0P0F+/2dQVxr+2mBDwXVNa+yyerg7aJb96HdzcPohc152acOmQgHeym5uobsWWjfFOYR4MKQF74IuwbyhVK6KWYMjLZg2/xOv+G2VLb3Jtrp2l7b/afVmKKMGLtX3E+CpNIN0UHJsB61449Ne9muJnk/Ru5M2Nd7ORbIOaid4evxB7UdTPQezv29PGs+3L9rsTkK6Aqk53R2avsrdfdj+Vm2Xt70vbfgQh57aTR3OwllbsHKfaFaVbTlD1tp/bdd3Wvg3kYAN13dAGZ26lzgnzhoh1j5pri6cP8n20zkGhCN2qyGSejmuUxDa472jUq0O09pJYAbU53FoLsquReptnxNCxDW3akqPXjePl2GXPIlZkVAccPL5X6a6p5dKIcV3+f/Le7MeRJEv3+x3b3J1bLLlU9TZLz4UuBF0IAgT983qVAEGA9CQImulZe63qqsyMCAZJX2w5ejBzMqrvdAuYR5UDhahkBEl3Myft2He+xbXHnK2bibX1Km/sAuq11s+TyTXTKTeJUVhum4V6LXVs39y2P8rj+3/8P0jLgmjh9HrCmBmWkWIdz+ca0ngcI1UOLe2nh/lcU3O1h2UBFiixbR5iVQwF34od4f3OMGPIdMS4kK0g8zNf3T0yKEx0lCJ4iaQC9x1Ym/kyzQydR0rk8fBALomowo7Kido52G0CW3PmFx+/4uV85hwX9sMd3hRwjvM4MSbH8zjxPM14Z+lcx2W+4Hzg1xfH1nnOxeBKYUw1F8r2P+XvT5nPk8Hbjl3wHDpPcIauFJY0cb8THBvuuxFHRMwGYy3P07m1VWYikf1my8bv+P545PvXz3zYb1AVZp3Zbnu+fZr5dH6lk8heOi4l8b986Ri//SMy9GyHHckGvpkcViIpCdZk0jzSh4Bq4lU9+fjKdrNnWZ4hbBonEwwRL2Cdw20DTLFFG0RKXNgMG34xWLabPb/65reoNaT5FU0LJ+vY2YWvg+Ob8/f8Vbdj/5MtlyRo/MK+K2y3hWg6Nibyf3/zLV9terIZ0HDh28tnpljI54Qpha5kPt595Mv5hTktzOpwaYLOc46OZTxdNy3eCd5NBCNcnj/xyfX8/R8/s/GevTd8ONyBKWytI7iqLNzYCW8qf2UpJ5KtEu1jWbBT5LEfuMQLuS4OvJx/jxfDSQsf+w1dcPzxMlFCR0Sw4zPBZLb9lkGPRKP0Q09UR46RjOcYF1L0XHK6inqMCZica6o5wn3YgcBrKQ1ZtPzzaaFTCL5KsON5oQ+BnQv//geW/68WkjH0CUZncYkrkWBpi8aKqCgVrTGqV56AtfX3lbhb2wNdqYuTB1yq8PraljCFuisvQr/CKworZ8Y0qbKqNgUQVxsFEUhBCKmez1WURIX61VQpLVqRBCdV2p2kFjW2oUxdrqZgmi2GUhf+Vvzouott3i8x1Nc3xdQwykZOtrZUrk67hJVzU9ZE9/a4azrf1WWwmNrSuCY1N3QgByHENQywtWBQpqDXxbggzTCtrbaujv0KvNXwxkYGrcOINBSkPn+tWMr17+u51iBHp1XmWwBPlWErtfW2+NrSWIsZn+VauFBrXrJqjYhoN4dIJYdLquiBkdoiNFLRAXlTeID+EA1rE5tQxBp8UpIFn02b37rIW+TaXXZ6M+VbicO2VIPGtCretI5PbmTsa1FsKydFpRKbi9TWkC+3z8MPmSOmzV8rlNp9ZKUWdsLqnVOLQFfqvZxtdYBeowX8XN97vRkMsFARtaSl2gJA5Q/l+tqrUd16X6hRouOaz+S0FsxXB+02oMkqIkp40wX7MR7PseDVgASkL5RksWGDoOTlxP3mjpd5RtNUW0nGVXKura0btKl+bA9zhtABha5z3PfC3ea++kcZw+9fJwxKP7RwRva8vL7iDndoiYj1PE8Fby02DIxl5mcf37OjENPInBVbFh4ff8J4fuXQGXbB4tyA3W94GS+ErkNRLjHhvOIWcK66tRrxeCOoMVgfOPRbjvMr1nd8UQhpoTjDZtiTCpSSma3nYT9gMXTOMVCQMjMZ5ScHQ2HGSkK7LZex4CRy6Ds+2oXvnl/pQ0Wnjkvmd8eR58vE5zHzM+v4cn7h0zTT6ZlsCikX/roPkCe6/o4vszJrRIrlN68X1C6AZ86ZjKJxwRnP8zQTfOXX2JLIl2cscBm/0Ie++pnkmY+7PafLZy5jrrY7ObLxHVknUgz8vgj5/Mxf3X/g9PrCl/nMoTckGxgznOcvbDQx6o4/fPmeJVs+9j27w47fPr9wnCc61/GfP37gV9+fUF5ZcmaDY2Mz3sJiCmIGnl7/QN8NbJyhLGfe7+/4269/yr989w2XORNVcEbQNPK+3+KZuajj+fXI8XLmaAe+C1t+ffyG/+ZuoNs/MKWIp7D1sHeJbT9j1HJJF15j5NPsWSTym9ORfb/nJR/Z9EN1au56hpR4KtBNI+dSGIxnQDkMGw6Dco5Cnh1qO0bxHBch2Z7vXl/JObNQCG6DeCGWavjX2Q7fOTQXTpWoh7cdamuEgLMdp+mIi0uVWEtHthumv/Cd9BcLmEvr39s3iwvUAkC1SWH1DaFSfghC+1SdeRfR5ttUvUNmB8bVnBhr5Kry/dOWxtuj7vTf8gnajrwVO28RIWl8l5XQCz9ECYo2Do3hB7k/q78JcJN8tyM5KM19dV3d1qKma/0tpfIijsPNn2T11VjXBndd8+r7nIOyiXJFnUxqZNXWVqsPrmqZNwMicvNIKau53a34edscM0mrJ0OztV2VSCtnZlXhrPyQq6LH3v69Ltqz06sz7RAbf6JVkZLrIj/7WuC45te1XnKyN2Sjnii3Fps2wu1bsxzAluZKKzdSqqpWW+x/R4K9tpmyrT+9ruje27eVa8umtgSVrp1HoN6TqdTWFCpYY1AKWmqgm5bqW6CqVwQqtjbfmiV0JZe3uAvXnrcSzX/QCjPyA0n+dUz+DKV2sXUsnNaNg8ZmotgQRWcaibiJYVZkJZrqAVNyRYFohdqmqQf/Etv/x3CI8YyasMRqqS+pZgKlCbEDp5joQ2DSjK6D2wWYE84fcKKUnFiSQt9Dznhv2bRcl9MyVvM2GejuOuKcMJrxRng/eIoOBGcJpmdOM7uwp6jh87QgKhzHC9v9Pf/p3YYsgafzyMzCL776Cl8iIoXzeOKh69ltOj69PKH09G6kFM8mGPYhcLGZwTuUFy4lM1+eSZpwpqPkRG8NUQupWOwy0g1bnCi7ANiCui05jog3HLo9Ti9IyQQGNEeSSaSkXKLy3csXNmEguJ6X5cK358LTmDEUnO0RLnxzOmNxDC5RYiGo5d3QIw7Ud2QRnI+4aJhLpmRDzgvLdL6ay4mrsl+PQEvlNk457B5IUbDzEdOM6koY+N2XP4J17IJHxdSMo65HNjtSmnHGYzVyTgtdEH65vWPnEr89Rqac+PkwcJknShz5n97/hGEr/Pqb7zifZn6x83z9Vz/j6bTw+eUTf/f4gFkmolM2ZsAAVhp/tAhzGihkxjHzmiwK/PMf/o3BG/pNzynOGOtJRvn2eOKcMmftMGQe9numZWIskaVE/v5T5JvzzMZbHvqBP6YLW+/pg7BxgvjKl/mw75i0MEbLMZ2JSVhyxjrHp+MnBvH0XcD2PV93Fqsjfbcls/DN8UQuW15Lx8uSEAp5mTimuhmOOIwWkkYopsYYiGnjbFhsQ5Fdh5YCmhFj0RIJXR0fzQkrBa8L7/1/sIVUfF0kXLOkN1jWnBuRRkYVuRIqi6nL/7oQllDRENtMvdTUBS3kuisUUa6Opq61Jsxt3YZbK+qahExdp1dXUWPr+/Nm3Vu5FWKqrNU2yW+pnz+yrzB9Xf+qtNg1NzAxFc0g/TAXRhs/xZa1BXbrMRRbDeSFqjLa5vpepej1XJOpC0509Xr6Ujuym6xg9FrwFNsM4gqUJn8VA0OSKmtXrk7H5c0C5xJX8zbbFshi6zmrqzv49a+vCEkrSLVVLKZYXIHYKiXTpNO5EXtXebZILTRWUmiRhiRYmLkVF+VaKNUTSw1uuC7N1jS0rNzablrfZxvh7EFVEGcwpVBsJaOO7bpoGUsILF0Nvqxom14LHSk04m9FKGpUWDUVNLI60tbFW1VZBMJ6z4kwm9b6LFWJdhZzNUIMWn0fkm0Bpw0xFIFspLrHt0I/GxC11/vCmjd8MAVppgFecwAAIABJREFUERZuRW5Eq3+QEXwLDJV2T7hi63NtgaSIs0gqFVlc+VdtHLvmS1OJV2ATBNPk9xa8ZhZnMZLrvfKnJKAf0fE49MSUmNnUlqfuWOYLrmxw83P11ciZ0PXEYtjbRJCE3Vb79yH0bJ0hGyVph0mZ51Toux5nMt4GXqJDdcYWZecDzlj6YWDjPc53vMaRRSF4T8kGb4XHXQdu4JQKd/t7TsETFN4/bijTFzZimNOF7fBA5I+MGb4fJ757nrm/2/Df3e+588qvvvnErz99YdHMzx4+8jFYnDV4E5iXkWMaeRwOdJ3neD6zGIdJBlOOHDZb5lIl/5080+08X06RMV3Ydg7jDJ8jOOl5+uM37O8e2PdbvFq+i5VyPud3RHPCdgulCJc00212TGMNH9yIZ3ffN5Q6gCgxjUwZUgkYH+mN4RIjwRhC53BhIBNx+GqUF5QQBjBCZw5kgVjO7PuBYix4j1iPE4OIwVmHn8889ncEWTDO4FNm1kjnHLuQGRQU5ekCf3PnOYjH+4TGzOPhgfs7z69+/VucSfzm85F/+GT46hV++rDnZz//BUEm9u6e33z6RNg88unlyFNcMKWwMZ4vy4LJhaIJm5Xed0weIFFKxrmhKsqMkHLGhR13IqTsKnIROgyBlKvT75wyxjqO88yhcxjrmItjSRDnGsA45pGExVt41294ToWH/R1GDH04kErCeEuSwndzYdsP/G7M3B3u+djv+ZQMP7NwfznxbtvxNG34dDqTiuXl/IrvBmJZKOIxUVkoLPOluvxqqUG34umHfTO9G6paNMUaQ2BMRZ2XyLfjK/B3/+5n9i8WMNsFEEOUP7Embz/XvJgoIF6uMt61AEn2FmYI64a7fmO7FiCXs14D71xuktA3X6LR1B2qjw0NKrUIQCo/IzYy7hoc6cubnfm6+17/o36p97kVAW1VF25EyNW439ibBfs1nFBv13ZVcZhKxlzza9a6Jrnq/F39Q4SOuhPu5/oai609sPV91uOKMFihX+BpUIa5nqtpi2J5cz521bPDlRBci4HbGJb12t6QSdfjbfhidKDph5yTVQZvzC3E0zVuxToW1kiTldcH+giTu3Fp9PZmCI37Udr9IU19xtqKFKJRYuaa57S2JK9omZErWLCifisPyGglRi+uohSbbKqZXiuub/dFQ2HWbqVrsv+GYsibOZHGD1nvK9PItDPVRDVLteNfx6JodTZ2CSan3F+a/47cznN942omqNei0rhWfBala22x2eiVo5JU8bY0xNFgLZiSCW3OxQiJ2l7qSr2/TFEurqmmVLCSriR3Y3L1ASJTRH7UYY4JZXj8CZ14Xo+fsVKzeCDijedxN3CaFqa8VMI7VTp9CLB7eE+OI0/zwutZGXrHx/3ATzYPHGMip5HBD3wMnuN4YYyJYfvIND4Two4zBZkTYruaDeQDG2+uLrnGWnYFxrgQFF5OXxqyVujLE2OGGH+Hdjvi65liHMX2fDqN/M9fzohzxNMzv/jqJ8Q48/989wol8p+/Gtj7hQ93Vf78dD7y1d2OaSNoKWR1qGwZnLALjks6Mc4Dd9tAZ2amBTDC6yQsJXMWw2x3pMkwxgt7p2y8IZeEYeF+0/MaDTEp0vUsSXl351DruMwzU6rZUHG50IcO6yy9eF6SUFLEiKGzFis1ALFzIPSosVgKQ79HjcFjMK5jnC7cdwNNMkHfBzZFmDUSC1iU3dbxrvN8PGz5/vnCrg8YUXZdz+s08zIbSlx4v7V83A9s+p6du5D7d/xv//gtXz5PWPsTSnfhb3/5N/zzd594vRT+afzM7z/32DQTs3JOE1P552tO1GAtlxAINmBsZkkF6TyRwqEbKgphLcZ6lrhgpXoUHefErKDGUlSYsqMrGWd6sJ5gYPCFjlKDJ02lEzhRnLNsfCCkQAp3LNTY+yE7LvPEYX+HmIQVzxD2laDdxlzCgV0ITGVmKwZaaOMfLpHjNKFF0PmFgHJ5/cL+sOE4zZzXVoFxFEk4G+hFCVoYz19YiuJDTz9s8M7T9x3jpTAtY412yP9BFVIxVXLsW/tGFBYp6JoCnesLZG5W/HDjK6hWWXMxtxZP0UoI1pb7Y0yVaddFxVxRkfUIbferq+LpTxQ+norIDLMwev1BSyI5CEmv8uZGo6kSXa2y42QUp1xDCW1zjlXl2mKKvqIWxqwRArVIWHesIrW9dhUxSSVjRlOlxqvTas7K6x72M0Tb0CxbP0TrU2nnkouyeGGbBLHrel3RHyOl7sbFgMotM6mtiyu3Ibdd+Dpu9rpI6pWEW78C698HXZ9cd/vYatFtpUqaV0WwoyJvpRnL1cqjFg8+C0uo98q6FnoqFyM0efm1EGwZKWqrnF2ov+tL5bL0pf0uQ1bBiTC1sNC0cpNW1KnU+IPc+EdGawGVSr2maCtPKbfiFGpxfCUh51q6+vZZKbLyZmqbKNpKevZaPxehFTPZ0O7P+rzcKmJpxe8mVn6WaUyja1yGuamQrnEb1AIFEcQKqZVsrpGFsdC1eWsGvjV2R1ZH3npf9+uGwdRzT07ZNmJY9AVVi0tCMRkprkGEjiw/LKZ/bMf9/Ue8zVzGE1uZ6IFDbynGsXQWmDFSuAsDxkQuyUEpTAzoPLLvDI/unoe9smTLaxFezjVF+r4bmEphnmdUHHe9YesL6jdEZxhKBicEHzAKm82mqjqGDVNcyHEmJGW5vDCXhb/eP/CH598zReh8X9Gj3rBkZRwindtw3yLvU0pMKZL6n/AaPedl4aGzvBsGptzxb6dn+tcnSgn87TvPyxwwRIw1VTCRIt8ly98/jdx1PUVnPscZp5bdds8l1dDI95sdWUzNoZNIzBaVQNDEvve4zmCisiGzOOE8Hdn1AwfveY41VHK7u6PEiU46OqP4rEwsDGIZNgMoxJzonMX4Dd5lFAdxrjyS4cCSFhyJUkacN+x0ruagCN4ldpsdU+qhZFJaWPLCYeg4vR4hjqhGHnaP5HKkT098fXigCx24jqfzzD//67/y21d4jd8S3Z7z9MKu2yLGcZifMApHySxZMJcLuRRiXDAm1EKiVO5jsr6pzSyzVvdukxIPuy1Jwfr65R0sGOPogsMW5W7wTEWJsZCBMUaeF6GoQ8k4MRz6gY2pLEDXWTamRkWcl4ixjlAiMNbixG8JvWVMG4ItHEJAxeCpPJ6FjOvveG8i4zIyzhPfj2dMSrXAl4KZZgYrvJbCBJiw4ftjxHjPYCCmmZgW1AjZjtwNOw6D49vXRCqJslw4j690YUBZkLhwmWac6yj+z5cpf7GASba2D1bS5moB37UgsOSaemSGFyeVBPjmuAYRarkqQgxr2COspcg1MI9KSL6qkKiL7oqgvEVArr8vIMYQbV0k+wzDApe20K1ch2sakFQXXNv4G6s9e4arLFxaYQSNECy36zENtVmvYT2dImt7q4U5tq3+ysupO+9ba+LqiloKjrrQnfytveKcaZ469VBVcuOw1B5qLSKy1OwjgauB3DoP67l5FWbbDOBM81nRW0GCyg+uhTZuKo1jsSJi6w+9zV9tZdR+rm9zlVeEQdfFtV7X2FWlUW6QXC/VDGlZ24ZXDs+tIJMEU1dRLBUYJnjZKt2fePUbkYpGaB2rxVXPnqvHjRW6DHNoPjLtmksrmNcMpCvZl1r0rCRrba2vlVtjG+oVqByaq3Irr8jV6sdiGk+sBZa2crHEKrFerkX/Ohm38r2q+24S+pVzU+e3cl5EW1HdiOo1XXqtwuwVMTJS20UGyNg23qa6X7sfzv2P9dj6KkTfbg2bh0ckvmLNPZfxTF4WLucjvSl0rqMQeECgFKwfyJqZcyKJpXM9mwAfJLPb7YgqTPPIw/6eOJ/AbWtQoBhiggcXkXzCqWXRwjKPnMZvedi+Z1++ZTAeE4SnciFuPKfLhU9fvmUjmU03ALb6/+SFZVrovMVJ4svlQvAPGGDbdTUjyFjmoSPlKnd9Hb9lv/3A87xgXMf/+RQJbmTwPXM6se8PaJkI3UC3syxSbegNmeAMSTP3mz2HUB1btUD3+EAwGQiYsGM6nbCdMJ+fEVvoBke/VRzvuUTHyzwxxgu/3DtCMAR3IMULT6eJUjzeeJIWbClspLAZNszFYvNEZwpdAFTwwTPOR9QsqAr9JtGrRd2B3z29sPOZaTlzml742bs95MjPPu7IKeP6xPj6QsmJVx755jSjOXFetvzudCHZnvM8ct8L0dzz7k64i5nXpSBpy3x6QocNpzERxNLZDVYuxKyErqfvtjgsKV0wYqqrLcIiOyZTv39eU2HXbfjuojiJ3HeWIXiO2THHGZMVwfFwuGM6HSm2MKDcb3rC+YimRGqoTCkzpyhEzWxlQ5FCbw1qd8QlkVXQDLkfGIsliCfmiZRL7Y6YQk4LTiLiesan3+BDwEvH1sO9FMLG4mLiftjy3dHwL2MmhZ7xdEHKSMkzVgtqPKkURFwt3tRwev7MsWSWIrw73PH8+kQxhnGJjCTuhh0PG2Ugc54vf/Yz+xcLGGcUp1XFI4BkwWtVr4hULwotytwrHRWJ8SpXwmVdBBUnpn35tkW/7VhXVEaykF0jRLq2IF97NXUhSGvrIbcIgmae5qivWVz9osYIl6AIitfGu3nDZBTqQqv80BGYZlx2XfDa22dTOSXy5t/rQr62WGJbODEgpcqtXePnrEl7ufnB30Xh7EtrGSjJCTErY6j8jayrP0ndQV/nQqosGipBVwwYCkW5JWVLMzCLpUHcet2tb1Jd8Eq+Xee6aLl/p21Q7FpMVYXQ0oioAJehZf5Qx9eztpBarIBW7srKhUqNSxXSra1UBGZbd52yom5rEdGMdLLWO7QvoK7a+k8bGOqqfEUzoBYiC5VfFV0NpVyznooqIcGlvxGSZ6e4RCMZ3+6F1GrPITY+SRtzhyWhq/1LzQKhFd9GcK1wKV1hWMC6xosqBWPXok9IuRX2XSbnmqWTbEU6N3OVuhsq+VxFrsX9SmI35kZ0TjR1VK0V678BtNnDt02GJ4PAxRtCqohfaREFtPsgeRCbCem/vhd+LMe7wyPFmuqiOh7xMnA+PfESE75MBO/oxWE7T262CnmaKSXSDTus9RhdEFGGrkc14aTQdYHdsMdqIWxqyOE5Zfa+w/kdOZ4pZccSM0M6cTj0FO14mZ4Ys6EvwmtekATFeIo4fnoYCEaYVJlmZc6F1/mE73fEnInLxM8Pj3hTeB0jag5omXF24ed7z8YIpd/zuyfDc1o49JaPu445O2zY4Znp3AMQ2Q3vSHFhjJFh2DHlDYvO5FQgOBbNbHd3zFlYlkK6vDKaSNffN/KsZRqfCN5gbeWqoAuWwrt9z2NY+G8fPzCnhVJqVpOJwlf9wPenkTFN9CGwtYb7wx6jMyUnBlf5IUPXs8wzT5czp1m5jE8YdViFJQdObkuQM73t+NnDey7LyHkBKY7/9ddPLLNSSHxOG8gzyfX06Vv+5t07fn/8jpPuSCilZLRkRJSU4bks7HH8Dz89sPOeReHp9YJxW47TRNIDsSQg03vFErikgfN8BiNECdg8k7VH7UDnFLUBfGApC5+WC48usAmeTCGpISflPI7Nxyrwef7CR7tj23V0W8vTaPnN8YUhOIIdmHOCVLC+khi2JrMbtlhjWUqm2w4gXUVyuoEshvH8zDlaxDwgLhEcDN0HPrjCMr1QCFys45++RHQZ8WZm7zwyv3K6KLap6KwRdvuPlCXh4pneBzrv6MrERQPJGiiCknDWVBsLFoZQ+BCUne9Z5u/Rvv+zn9m/nIW07ipvJIamcOG6q7T2ptYxzdp8VVCsRUhsvRvXko6rwrrxGaQtIm8hgDcwy/oaQSumX6iLwUr2lbecF37IU1hRjqohadciN+v5m6DoDdJh2wKT1vevr5GukMwto2lNjRbDVQ21Ij5eDBpLMwqq51tKfY71cpUq90stXhbARq1u4c15Vd4UFmt4ZVmzeRrJyRjIsZ6TGCGlQjU3eXsN9afNSjDSHG1B2jmvUm/b4AfLG45IveRKhG3D1Oe6wC62Fqhdqunk1yGizulbUYtt/B1VSNJUVwZ8rEnjOd/UT+bt/KPYBXKoBnfF10K3y7Woukps2lOWyk+tqAMNGWvnbdtclHLjg6SWK7XeAZskV56QcCOkr8nqeUWW2tys12ydApWYLUItvPXmiJtzwTl7RfmQtUBaFW9vbvs397KI4Nucxz+xLtjlujGIfuVDNZffdjEeWvCjbVLYOpdW8jXM9O3RF+h+xE68xRqMC+RScL5nG4R+ExhOnznPDp8yiw8scSGWXP2YwsBpnojTiVIiqrUN9HI5o1qD/LyxBCdsbGQbLEYC9/0GTSfK/IwxBRVPZws+3NUsLC182N/VYh64k8oJSMmyLCNPI8BCLg4rM5bAu8MjaZ7AGkI/YE0tCLadpZQX3j0O2DJyt/V0tiNz4aufv2OcXynhA2Z5Yrt5T8kzaobKw+oPPL884a1h123oe8c8nbE+0NvAgjCNC9thx1488/EF3JZh6Jt9vqu0ATakIswpEULA+55cYIpKTHBJJ4LJOKNYDItkxGR2Xnjcdhi74en0xL98mxGJdDZjjELJuJAQnbgLB/7mLhHu75hS5m77AMxImfjj+cDrZeab51fmZWJJiXNxfD9ZNh7ECAcHtttSmIhmx7+9jAzbD2y0YG2Nu/Kmo/cOUxJf54Dtdlw08HJ8IXjD4Ld8OGxxjzvEK5pmzhNc8kyKytfecbp4kMxLEnLZko3jvvNouceHgaVEvpvgrIUJT7xMdTOjCW8NLr2w97XNd+83jFEZc2FJnhCEj9sOa6t77l0L5Sx5Jk8K2x05p4oWqjC+nhCfMT7guo75csZ6z9dikCCcl0RZItP0mV9NJ7LdcFkiKZaGIgpFI7u7gT7s2UtEzI6dmbBq8X7BmiO7gyH4QDKeeRKml+/56HdMuTCRsRtHNh1ZIxonJh05j3CaPa/6H3Xi/ZNgt7ehguvuu4iwWmBJqRwAg1wXQNU38t+Vc2HqjntVy7ASIfMNtVmPaKp8t3pV1P6h05uXxZXzYqoUlraAZa1Or+t7mRY2uKqFTJMEh2wqP6Sdo0VxSdvzatBklMrfgOob4kpFQZZQiwCrgrGGRMGW2rJJTR1zRTlKPdm5FZNqIWVl2tZiwBVBXUVVsHVsp0aU3WS5tjacraRqtCJDBiGFmj8kqYb7SancG22E6CT1nNZ2iAFMUWaBvsi1laT2Vgyuw+syYKRZntQ/LFSn21WVVGxDYVr0QVVcCckpvkm8c9Grc3BFJmieGLX1qKbyZkIWJldurb8MqW8T7SuqVf3uGnpHLUBWBGVVc2FroeSXOv+LrZytmt3V+DFtXkTNFTWM7RNhS72m0uZz8oovFQGxytXwUFxphXAziQOyb4GiKtUtVwS6pprj9vrSjOlEtfXEoRetUmxjMO01M4K4XJOVjDAZZZcMSyP3rkW4NoTIm1uRXgt4IfvKZcO2+8ZWa7+ijbslglVhLj/eAmbJoHFCSVXyromUCt9F4fV04r67Z3COzgykNGI0YTC8f/iK43gipMKRjpdcFXzWGKYCuUx4F1i1gJtgcK9nnI44yQxhx7YTBmuZyDineOmRvFR/rVIoJbPtN5S4ULzna2MZo6JaSPRMSdB8ou8MlEIIivc9KWZSKXgSU04cZ+EPS827yQl8GNl2d5TjJ+ZseYxPDH1P7zwaE5ecmeeR4ByOieOzwxNJlxlE+cmHr3C7yPfnbwG4DwFDpiynKluOI9vOsfiMhD2ijvP5O0raYLR6k/TiyWVmvDwjwx1JoSwviD0QgiXGhM/f8Yt3d3hruMQ9OWeyZjTWXrKRDReFpMJZA9Za/uGU0VjXscN2i2NDt9QsqU4cj87zt8HSS2I+f2F3eCAXxRhPnI8Yv2EqQmdrIvl5PjNpj5TEMcMcPZ0zdOWZyWxQu8HazG/HzGI3hHni573HdTDEUNWupkO2C2Pa8pWbOAQ4LV94mQP9sCeXBbnM7BSOMfFliTiT+B//+m94ennBIHx/VqQEtk4pWQgSue9rPEARgy0LnfMUgU27p7QYkIVxnohlgwmBJWeWZPBlwRTLp9MT1gpjnnlVOC9/oIwXNOzAOexkQD5zN7zD3r+jl4m9nhniRCxnHrYPnMdvMMMjLl9Qt+H7pzPfzJ5Pk/KuuyBp4hwT+9AzlAthufCzDx8ZU+Ll9Qu9D+x2G76ZDF7OfPCZXw53f/Yz+xcLmDVIbz1KU97YGlqEZPMDFQvcdqbX12hfoqsT6Zqgq02WelO6yOq2fUUZbs9vu9RcrpLs1ZNmda4Vc7NsN0ZIRkhZa6sKrgtrXTiq3HkolaNzccqwNHKuNofettO+qq7ejoXc/t82z5bcduhrNs56Hn+6HKy1XG7jsZ9rsTCj+JaDlEt1bt02nkZq4xFoxE/TCLKtPQQVoXGNSCumSW6hXoMV3mYvLALeGZwWTOKaGC655vPkdpYrMoPe2n3wNkCz8TNMLV7Wxbn68zQU5Nq6kyvB1sc1gkJv8y01nmEYbygWNCTN1IDFZKBkRZxc+SErWrNtbkdLMwxUVYpqJf1KTUGXptQx5uZabFS4DNDPlUOzKryKXRf/6m3jRQkIxRRchktX32/TvIxWp981pFGqfrr6HLW5Fq0x9NYaXLqFnK5zDs3dt903oc3DFKpMbzWke+tVtD53KKvSSa+cK2sq38hKxqheW5BGzbV4uRLuizLqjeD8Yzym83PdVWqGkjjFxEkdu64n+D3fTSccEKywJMvge0wpLKeZSwHJgcfO8cv9jqfLC8kMqBaKBpIWzrGSOT/PZ4LA4AK9t5jzwjBXTsycCn0fuLMn7vcHSklclrEu9OqYltK+syyaDV2/xxXhvjOkHFEtdKGnlAVcR9hssWKYliMPxvN+WxDXMyfHSwbX7cglkfwDv/z6K/a+5/O3/8LnceE4L8R05itnSEV4PV74u68fWLKjHx6xaWZcRp4m0HRm2Owp/SPn0xNDCIzTzDgbnifBmh5OJ4Kv322+nBGTUbVYO+O7QNe9Q9WQcsLsvibFI+/v3rFxBpxjSZm5GPY95GwqkqyGUgrLMvGu64jjghiDs0IwPYjj8/lICVs6N7Ld33MeF1JO+CEwz4nfHWdO6ZF384bT+QXrHCUfMLb6orwsI/sQyLLlN68Tx9kRXKLTmZwziudDn1jSzGEzEIKhSxfiMvNNssS8EMJAyAtZzgxdT28c3xyPdGGLd1uYI+M0krSw3w70qXBclNdp5liU//0f/4mP+x1jWnhdIOaFIrZyf5j4xeHAnS+oRLb9htOSUDEY6rVa7yoCLAUhEZfEhCFhyFEpKSPGkXNmY029z01g3nnSOGFRhkPHrntkKwsP9jNhs2FJHd88PTPKA799/sIcPS+fPpGNpUhk63rGODHGyO8XZW8Cpxni8YyxFpWexz8c2frE86x8tfP85FDw3nGOFuvuyfnPf2b/cgHTFsmFioKsDp9ohTlWlYM0lEMbuqGlIjArWVNa6F9sfAGrdRFOwDZXlCVoRXDU1oo5Wm0WyvWxBdioJZoCWpGR9VTWo6I5gmStu+fGxZDW7nJJK+HXVCO7oorxWnX+thI4BWFuP7OpKIOPXF1rLTVTSRrqoOiNg6Jr5EFDmvSWbBwNbOMtRyo1TxNMDcD0zrRFjKvZ2Vv3WIGqStHKYC9SUZH1Wm0bO/UGaYVbsUAL2Mzu1ooIFba4coTUtLaIQGlLseqqpKqtEakXdE2EFuHm3NrGw+bangoNVdPVyl4rQmZK/ffcVYmx4ZYYDtAVWPzKLarcFLVUtEka+bYVaUhFo1ZjwXFTCbTrLWpNhb9crK2VaKqHjtF6TaG5E+O1pXtDBHxD3lZJutjKvelK/X+ninHCruQ6zxZUK8mq8oCapB5FjLafYLXK4HwGydU7qKyfF4XgGk+sKeMiSlLTTBfrgK4tTwtc6nd6vVbVquozhlXJZUTIUgniK5naSWEtf8xi2hwpidLQmr/0bfD//+O/3HsSAsUxRoh4ni4d37x8Iotn54SlGdW5IARrKTjK6RWv4MKWc164nCZEPRtXWC4nsD05X5AIh9CjGimlYLDgduQ88zkfMbIjG3iOjt9PhV1WMpFeBzov3LkdzvdISjgWwuZDRTN9JU55zYRuwDfkTiXhTYX0t8O+8ktEiCrsNz176vcq1rHEwvH1gi2/xbkdfW+59xP7IYF4FjW84z1nMvjAvMyM6Y6+37BsComOT/OFPCceN7/gt5cRHwbi9IWUIqc5Yejp50Ln97wLiUEnNsHjnYANxCTEnMjOM80Lyf8Vny8gmvF+qBu75cSweaxeOr7D20CcPzPnnnkaMHT4LCQTWKKhD57FZZ7GRLB7dCm8xsAlgykDVjbY7R29whe74dTtKWnCWsN5XmBcKLnjEiOHjSNfTvTWEWRDWo7E4Cmz8tvXQs4zv//8zH/5+sB2e8cyO55PhsfBMZae308Q5wtfb4RdV9h4x2sUHsKGlL4l8sD3lxe+JM+dVb5czkQ8RR2vEpiOkaTKohknDcrPM6OBf3g90wm87wa6fsdFJsyS8DbirEVU6YIhRpiWEaOGaAI5H+m6ju7ujnh+whro4wVSxNiBTjIMJ/Y20g9fEWXmyyz8X5cAr89c5plYlHtfzf+WMmN1IWjPS3xlOPwMr54lP9P5niSGIA7fBfo8c3JbPk8XPs891lj+8Rz5x+MZ4pfqcG0mhvAf5MCsx1UR0r7giuqVS7L+rPxZue7qjNxInMXVxXhtJa0LoDEGcnXqNUaasqYZ3TUC5rqwmraAmcYdaLE5P3CnrTvOhppAXcAKjEHoY0UikquS3DegEVejL7iugK7Uv48C+KrEenvt1+c2QmVjvF79RrKaRqKtJOShEYnXEMyVv1IaaqR6K4TgxuMo2tpCVASsUIMshZrobINgF8VZw9zkRam1CdZU6PwnqJhvE7O4+j5drm94LTis9rldAAAgAElEQVQbh0lLvR63iloaj2dF1VYJ+Tp8i4MhwcINUcu5FoHFVqLrlchNU301lCs3ufmK5lSQq913ukrE1xDOKndWbv4/dq4twT4LX7bKLrY2iqs5SQG95maJrYt+sdSUaYUOxTrQRrr2DU+qvP+3EQe1oFvnTlphgS21UNNbHti/d9RrrwNQc6bWTUHbBGiLXLDVGLKoErUil66Uq4cO0Nx/BVNMvQHf8MrWQhdpKKVwzcia2++y1Ovb5JvXz4+5hvmH8ogn49KZEu44niPJjuwPj3TzdwwCxQdKrvdgJrLMF7ZbTx8q9Kdq68YpTSQE5yxBjqj46ucjI711dP0O329QNWSxJL2rppzWEYswxQmnCc011M4ZJUgCNyCDZ7cRtuGAlMSSR4ypTqfGGFwY8D6wTCNRCzEXrDX1dbyny5DjmRQXNsZUzo9AteZ/z37/AT8/0w2CDVtUDPf7D0Q8thRKLkzTC4++I8WF/fae83lks9ujqox5YX/YIGLZ91tcSXyaR3JcWpsDPoky9Fu8FA59YOOlOq+K4IpF48IglecXVRhTpKTEfvsAGM55ixpDms/EqSflSOcFzIZzinSaOXTCGC8kejadsuk75unMbrMjLZmYZyzPKB2pRNL5wk83O2w/MATHae55jRMxFkqekbDj4wOghkRkdAceB8/rJTLOZ7QMTM7yry8L45ff8a478NePPV+OC9P0DZ9Hy9/uPV3YgOvJy8QcC9/lM7vNHVMu3LsdtoCzjp8+PDDGyCnX9uLgYIkLc3LMxZDKhDGFnKhGeDbweV5gXhiGgXNMfJ/qpqy38OADMU2Q5+o87DzOBXK6kD69sncDlMhmMDUnykcuU8KYLc/ZYs7CbKsUvPcFLT06DJTLC/N0wrjAKU4YFaQknIHT63c44P3ec2cLy+UImtn7wLTp2IhjEs9UBBWPCYdqSGgM43gix8zIf5ADI00B1K2mE9Qvbetq79UUh9hcUZJkK48AwTVkZlVQ3ALymgsqFkq1t48eAoIpzbnUw9w1N9ScMWLJ2vr3Qa6OvE3Ucy2SmjAFymqMV/sQptQv8JXfoVo5rtoCAxWuBYia24I2h0b2pH7Zz3ZFWSonJTYVS2ntjtLQpdUALahW3kVbfHIjaqKtCGotkdU4rV7TzQzPSkVrshOmtsDYxi1aQ8k2RRhLwfiKCtmGytwUVA3RkYbmtGsossqt10qiFQPUoqtIlbphwduEcvPncY0oqgriBFfWZGlatpBe58g051gpemt/SDVYy63VAfKmPVVakne18q85UFpbYE0lVrQRlwO4ZOoYF4gB+myYQlUcredbTFWjJQzZri7FdW58vaHxSHUbVrC2uiLndsJFaqETVMlqr3yvdd613tj0uRriLOIad6UhODTbfpoc3d6K/NIkTRW1bDlJtrbiArSJFNRk1Fe4nKx4VmSzzaetvjlOr2dHb0ttdzVkM+QaIZEFQilo+3tVrVkwClitgZ4/0uP1csaWEWcdEqeKMoYDY/6MsmHjFrwoF2DKILk6pxZZSKlgRJFiCHZh2PR0xpD2eyT33G0OWLGVj0Rit7+vUnvbc5wuHJfC0+kVNbUYfX/Y0+UEVpmT5bKc+Zx74jzhfOE19Xg3Ym01N7NaW8ghdGzEEkohF48xnqWMnJ++gHklCRy6Dm8q2TjPCe+q9b5opu93JDF0u0eGrsd3PYLjMp1Z5gt5ueD6HR4LeaY3lU9z2A013ToudMMDRSBmmJcJ8TsOwx1JFFsK6Mx2OOAthNCjRIbQE0Tw1B29WyJjrLw4mxN3EvEuUIqyxIhPhnm6EPFE57jM37PMBqMXtAgXqaKIVJTgLM65uiGynohhTBNg+HR5RiVira8JyiYSp4XzkinicGTue6Xv7pk14Q4dsFB0c43pGMpMd3dgnJWUHU/nmaE4goXXOYHrsMM7/vu9YZrPTNnzq+8+se/hp7uBzm0oeSZ0hl4FLwHrA93lRJGeZYlsesPO9cwUns8jl9wxR08uQoqv9NYTi5BwzAVsyRy84eADXeg5ZuWSE4Nkdoc7LDPoyBAGrO1YsvLl9UgGjhHmOeI6T+i2GL8haiEXKMuZ7DomdeQ8Ax1nDXxKhTzPaDEE32MkYLQwLxOv05GDhXFFjH3Aotwby71Epu3A83giFnDGMKfEeZwRanDyX/LW/MthjnYlvTQyYZKGPijGGhapJmu+fV8b0xalttOdfPXiWA9pspAYqETThmok24QzqT7XrAuWqf6JcycMkYYSrFbsdae7knn7QuXVuIYYNXfXaGphsnJAXAvBW309riqnAidbB2wFWKw1hFiYOmWYzXVnG50235g2TkZYGkoQWpFkpElh7Rt7d7htlNsDNyUUV+Jlo98QMDWTZy1y9PoSt122k7X3VX+3wlZyU/OsKqy3INNVhdLORa4Lbi2QGoWjPrYiLuX2N2K48UhaYap642Ws11Xvi/Wx+vdZm3svVRlTXJ0Tl6+jdFXmqEgl1iaa4eA6Am8gtDaPxgi+/da28zJaC6k1OmJFCyk1BqCsieCrg9s699QUc9OiE3xRKvugXcuq3LrK5NsT39w/69isL3vNuKKhXVLbk/Xf8l/BH7Iykq8I1G3s6+M/vH4nGX+VnN+gydR8Mmyuhc4qDX/7/NKIW9H+cFx/TMc4vhIkEdfvIGNJ08yHzQ7tPCHPPG43iER6U/jD5y+k4giixFy/E6eU+bB5TyoL222g8x3eD4hRniJELVgcX7Tw7Wnk6fQ94wIun0ANj7sNxXj+4dMzRhqfJZ6r7XpvKG5Dt3+HlUjwgb7fQjwQcwRRlpwok0XI5HzBlAWnBesyWT2d64liyJrJauhCjw2hknSN4p1HjKutZNcx50JcXiEuDN6gYtkMnhiEmY4sHmNd5WPkRNcrJk/knBAcEjyqGWv+X/LepFe27Mrv+63dnSYibvPua5KVWSSrirQMmeVOgm3YGsiwJgY0EIwaGDA8MuCJ4W/gkWF/FH8FGfZMHggwIEOSXShDMotVZDIzX773bhfN6Xbnwd4n4iZNUkB5VjwAme+9uDfidHHW2v/1bzJNSoTxAWc7zHzPXhqumg6trhgEJoGAxRjQFjogBygT6IgWhSKhYyYMA1iH8YElZmzbEqMn+FgoCGli9guvtjt2nYK5qGu8Emw4ItfC18+RXXfLtu/wvvjntLYjdQe6dodPkeAnUtLshyc+2/b4BCk17DZbPh6OJL9wd7VhjMLy9JGsFa93lk8DfBpOPA4j39tt+WLbo5aId1tIkT96vWOi4fn0yBevFdp1OO2Yc4SQaFxiI6CcI0yJvoFXvZCS8OSEwxwIGGLIaLkihsAhavbjAdvsuG5sGY9pQ5DMG4HFWx6PM345cn1zQ2s/5zRNfDo+E9F43fP0dI+yhilDtxTUNy5HlpigucY1O6ztUVlXd/LExhjSMiLOYXLE2RJKqYA5erTSDH5hv0Sc69Ah8e184iZ3iGSehve4ZkOrI2p6pBVN01lUCAzjUKYgv2H7rQ1MDoIylwehVgpUxCuNy9W+PJUik3XAi8FmWEyiiUIXIUsuYVyphgXqqrRRYLNmlrqyFs6aVFd8fcEUZKbzBa1ogkA1iss64zzMaiWEls2mIl0dqtusW2MDqsoDOHvZmMzZnj7oojQKttq6q0xTNKe0oSALpUjkc4FXlceTBXRt3iaXaUNp0LKuChEp3aeLK8m3eOus8t2mFqixogXAWcptszBXhEJWjkwsyII3Je3brFEPOjOH4sSoKl8lCgyG4sQKKF9QERMvSA2rOZuK+KxpJTGjUT7w1EQ2XhXfF/WdNqgci8rnEUaqadbr6CfrgpgVzgmsaIurKESWwpzSwtm0byV6K9YcH1Dh5X5W/lAqbrwKQJf3Wc48pbW5LPdcUhdVlcuqNnC1czORWG3/gwG3pNIEJ0UbhdEVX5fRQuPDuamzqfZ+lSS+UrGUSd+V5b/8QsnFm0fXF8+J4CuCsvrXcOHheCkoZQ1uqvecICHTqcJpUiZgUkE9VzRwXVgIRYEVVGnQ5zUJXZWk7NIsS+3xf8vT4q/51oYjWZVQwL69Kg/jViMSSFnT7G7p9MTgLe9jz9R2nIZHXm03qLhgtObObXkaDzz4gH0Wtnbhzc0GdMPRn7hprwjLkYfjR7psubnbMS0LB69AWgiBJSdur+4QbQjZoNqIEc+u7XnbazbW0cSZeXkmhidIjqQc+zCWApwTAQjeknXH0xKwdldQRmmROKOUow+RtnNkEnNYmCmqRMWMIZP9ASuKlkC72ZXRh3rNEDzJNdwagwTPMSc8CattQZF1QR51SvQhM40LYnp0OqKutrjGQYI2B1w6kvJM73q0s4UMncoix+ryPV28B3F4gSVqMom272np0SGTwkjOLRJT8V0JgRxgWwZQ7Jzj65D5+cMJn8CanpvOsbFPvNpdFRVRfOL1bsemE56GxP7wC3a2LTwRl7hrew5jYNt1fHrc41uDxJGu7WicQ4aRsOuYgsH7mcbCXb9B1A4tB56nxP044ZWC5Yg1Gq0nXvc9nThOYaYR4coq2u2mkm8tPsBDDDye4Nv9Pa3VWBHmDCRBaWgk0ZrEWwenrmHMwra1+KyZfWJcMp1beLO9RVRiXjxTtnzcj+xjoHE3hSjuPdptUMZyVRsfMY6dKYV5zpFGNmQ/o2XE5EhOjnm4x6Ujb7srrqzlkRIW2rU9T6eBo+/YT0d21nIMwhFDJnDbbCirph1zyAQRbtVE8AEfew7TWGzU/qpRAsEW0mSMqpAAK2aWpUplq3lFphSehjJOslEx24pySOWrqHxxL02XVbrSUhOjX0ijV3VEruBC5UWc60KGJZegs4ZcQxMvXJyjLlyInIo773YWZlOWsA3CuCItL5qFnEvA34rItFkR9IuGohbfKKXQQbF9N6uio5wKNkEYG1BzRZYqf2Ubinurr42VrbJqE0s6t67nQicq+fiiEDF6VdzU8+QgplUuy5mjpGOB4BLlvaSe411UxQiQgnwYCQxdppnLjalyycaZayPzZDSbyfP37RP/aLA8N65wTVRx/EleI1KI1hnOqEJTO6JyPsGmVNycc0EuVlJ4TAmtVAlWlEqClar+ypwdh2E9T/l8v2hdFEQrh2pVt5XXL2aJ53DIuq0eN6OpSrXal9uqIvIm08XSdHqdUfG7hXxFoc6OublylFS9X3P5HqSaobB67Kw8pnLvXpyWhfI9OiNfFYBZVUgrygZgVRlPrSqimHSRXBuwKdTjL1wplUsAZQlXrfte980jlWB/QcPWz1jT2H+XmbzvnJBMUbDk+IQXS0oGqzOu2XEcF/aq43EKPIcDWQxd+4ZhPLHRhl63/PLjt8QUuMoRZ05cm44+B6JxnNKGMQG2x979ESoXlGHTzbxVQsSQAnx7PLIkxbxMNCrilJBTwB8/8uVzBgLB3eBj+a5ImuldoHUbeu8xztMgDBKY/cymdbRa0WuHypHgBKMbrEqEkJC2YdNu6ZRlZxfII711xFzMg+YIp6gYvWKQyBQ0p7hgVUKUMAWFkOhNorWKndL01iIpMUmi0VtyCER6UNA3u4JE5cyBhgnFMUKeOLuE9xr8NNLmgBbYD4/F9d1d48WTfJG6LwJOKzKelBdsLjYUQ3T86acDGnA6c9s2/OFuom8dKXmsVUy25dPxnp9/+w2jj4T3miE8E2LGquJo7dTCptthyHRNzx2BU2p4/HSkcR3jXOJqMtBt35LmE1pnrnWm07rI3H1xQd42HT5ZJu9wTiHSsz+d+Li33PQNx/nAa7uFMEEqKEvMIK5l8JohKU7esWkMx3niMB3QWri2is4ZrrE0neFp8JzGyBIDCmHbb6pDp0ebFqM7XJwYzcQXrmO/HOgkMMiMdZnGlKbdpYXsT+QAU5gxMaBNT9t1GG1RYSaFCSUjV69veTwemKQhpYaDFu4fPxDdjm+WGed2DNHX56Pii77DcESpzGd95nk4sJWe59CyACp5mrbHLEdU5Zf9uu23NjBdToVbQYZc4smhBBOSNZhEDqstOSDlPFVKIaY+noUqQ9YQYwKtSLkqcnLJICroRmlYsqqcCyXY1WwtCdFeHvhWQFQmprIitXVkEiSfjfesKtLSbIFqOpdS5WaIYtZ1NFBRhCjVeViXVYBBViyI6EoR0lEKp+YFiRkoiIcUnoHxhZdgV4OyVPxjgi6+KWuAX6pL9zJ6AkImaFWapgBzU5omm0pDNavibSO5OB9nikpLrciSL3lQKnEOHMxSlEtGCh9ochmbFZsYyevqX6iJ14m/7faMHxP/4G+d4Acz/979K/67/ysxt55mavnj8JGrHJg2V0y/DPzJvzmDWP7xQ+J/nW/KjqQybgv1xmjquCTX5b6uGS2KmrFFUdusIYdNLGO/Rcp/Vy8gU5GwJl6k32vzIlIJvbUwp4pe6FAIuOcMonovp6wxKpGkNHyNz5xcwnmNBM4uyEYgtEK/FA8Ze1ZI1YamzgPPOGVtrhZXzPak3o8vg1CVCMaXUeQK6axuyKHq8F26uBbrtDJb6unV0KRIU7twSZfRpqRM9PX81u5bQjnG9ZxlG7ChZK8IF7Wglksq++/ipjvLu+0NIcxY4+iVcDw+ctKWSODL4z2P40zCcNNf0zLRpITSGqVhDAubbgMYGg27tnAvjoBSHZ/8wmmOOGsRKTLghKYjstEQpmdSiAQ/0NmObZMgLEhaaF3Lxhq0NizZ4LPCNBvuTyd8bsu4KZfRdloS0Rj69orPOocEzykAJrNRE5aEqJElgavcEF+fiYcZjOp5mOGVLQucrW5wTrEo8PNqn5AZ/Hz+/SUrvFccfOCeiOTIrm1wsimKU6OwWmPSzFGKi2zfKm4VbFUZ9f/5Hg6xPMs9YEyHl8Kj8XrDPI98c/yEhIngj1hloBoHWm1IKZFyQhvDOAeur65IS+TxdOTxtBAlM82PLNOAc1uSaonLiZC3WGdRSrFRFmt1WRwogwY2TtE5i5VERHF3vUHriWkRhuMjsw80bQ9p4F2v6fsepQ1L2NNvPuNx/8i4eDYsWKWYY4NSmnE4cXPXMCVh8MLHPZxypDBEZnzSBL9wWgK22ZKTRonm0zigUrkPVVY85Yb9NPPNuDD5Ew9R6E3H/rgvC9qPz2ydJYomxwRGYZiYl8zn1552OeKbFhk9RhT76USKgV6BUYZ5HkgC378CNR+5ZsK2r0nuDX/21Vd8HBxuPmD6ax4/PWF6i08Z175mHk44Gu4azWur2B9PqFaBzyjZE9BsXEcL9J3l1mbUEpir+eZiLdPLbKFf2f6VMuoiab0UCeCCi1fE4/KgLU2Hqqvm1Q0XVRCDLhZ1R/JlhKKVoLm8/4q85BU6yPkMaK9+MbkqVRTFE8SoNS+mtjZK0FLlzKGgPYNOBSmRi1KJF++LlJVzNBc0aP3gtUFZV/C+jrl0rD9Sf+6sIKrjnvUU6XgxewNY1nOVwZgy+xIy+wa6WJxeRZdzszoXr1LtNVBzRQNSPb/5BQohwiV5ue6/rsqY9d/VuvKvB7WSrP/99sDf+9ufCmW9sZAbcCf+YIZ/Jtf8zd7zn/1xhnyCZoR/N8DYQh74D7eOf/izsl82XLyBclUOnUm1XJxkV/WZCRV9SVyQGsp5ybxAo2Tl/7xAQl7cqy83VfkjRsq4Lb/4EuS1yX6B0iQrtMiZd7K+5lIJtEsagsmIX0c+1Thgvf71D4by8yZJIYrX70iuqNT5OikqZ2clxZQPnE11YeZyDdf/roolZSKaeB7VrW8x50ririgfsSJsKiCA88LkMk0sskDRpbF0aQ2plJKD8ju65TizLEeGk2eIT8w0PGbNND5wZKAHjHLsGsNWJh7Dhq/mPS2RptV0yvD7V1focMDaDZ8OE0s40myuuX/8wH5xaJuZhwGlLUJk01isBJrNBq+3SBpRFrJu8XFi2+9ojGacZxYR3j+faHefsXGeednT2Aaju+LNpTJZrorBm0BUHctwQukGazODbVDmFk1ECLS6ZYkTUTmWbJli5rQoTLtDFByWcmM1RmCqJpCpuHl7EbAdQeoYPhX+TdYNxEhjEvgFEc0plOZiTBN3jWOZZpzS+NOJ5AVtNArNQmJrHLMCWSJ3jUYZENPiNIjtuL4VRp8IIWK14XT4gBaF101BcpcTEhObdoMxgjQJ5RpySoScGMcjW/M9nqaJxhi02qCqd04IESUZqxRtYxmWEa0b5pB5ioElGV51HbIMONUwxoF2c40SRcqJ1jg+HJ6w9jXD8zecQstw/56UNSppJINfTngEUYaMRk+aOD2CUjz4me1RcbO5QmuN6MBm+xYTGw6Hr0B6jC2OvHNqUVI8cw7jQFgiu84iNPQGTvtnEpo5efw8QlS83Xb0SuG00LYtv7z/li+/PSFpJITMF7uOq0bx4+0V+zDydFjYtJHcbvlmGPmnHz1PccfuORD1E5p7jsEQUsAmTTM94owmZI/LiTxlcliwLpIWw0+PgftpJjyOkAdQWwjPvGontlpzP7wn2g1+mdltbvFZOCyB8a/qA7NuyaTiOVIf0mm1rc0a0Zk2lZyGqg1i0bEU4JAK/6Bm26y27SbrmmhcV5Dr5+QyTtDFz58YM8EW2/6S/ZOJKeNEkUJJJzYRJkNZ4cM51kDXSINM5bzUoMSi565qCykyaUERXUIqS1jUZcQwq6Ii0bEQO00qKEimyIaLg3wZG4w6s/WqICOUlUpWZdwWqB4jtdio2qQFXTCqTSjFrjNl9CW6NihQzqkUdYylrE5iPW+6qnYMMOv8ncJngaAV4sFIQnSiB1KU6q8SSFqDMkiAv/evJWi7wojWGZYMd/Bf/cdH+AtfXNuChxsFIUHTQJ9KV3at+Y/+7J5/3N4hOtTxlSqSYFVt3sozFi0Jj9AUXfiZoCImkKNhzedpKA1dW7uJZMoYMssLArWkAksmjYn5Yr5XG4IFyqxY1oYmsSSDqXleMWWUTsR0aSxsknNWlzflXomqkH1DHduto8U1kVvl8pFrJIBAId2uTfw6N6pbqMqfWaojtSnN0CpxT9X/BiDqVBV3CptD9cFRLJTzp1QiRHXmgkmu4zZAdCAGjVUlOr744FQAlZKInnRiMYJOmcMLt+3fte2bY+Jnnz7SNQ1GCY2a+EHfEewNhyDs54GBllPIHJcRlxM3SmFNS14mvN/zmKFrGtK0Ry0Drt3RxmfeSWJjA0uEJcycoqU1Bj0Hgiy8H4/Fat/POGtQKvNua0CEhzkQzDVDTMxGmJaBQ4CN69kZzZtWY3WLaXc8TiM+O0LMLCHQthuMsYQ4kcJMyh4xXVEIpYlt4zDhhE0OJ0JrN8SUmFJGrCYEaATElv9tsjBR6AMhFjNKpYWAkMWVwFKtyUqTlGUJMEWPVpbeGLKCTncleDX0LCQSumSW+Zl9nOmMYec0fok8HwZ00xKVZfSaDVTumGEKC7fbO0KEox9QKJr+FTlHXA60fU9aZl41nnE6oZXiylp8OHBDQVgMmdYKbauY5sAxGLR1PMQGTSYqw5AWUlRgFA9eyAvcGsvGdqjk2TWGIQRyWni3bfBhz/WrW1IKTF4wpkFEMfuemOHkA/ukC180BGJzV0I2j3tQln3wOH8iZoU6jWy6q8JrtGCy5xgWyA376VQkx96jyTw/P7C1kdfdjtYuTHNJJe9uX3HVKR723/Ll88Kb169512wYmoYfbjLfPmY2Nzd8WDTzAj99v8cnxc32hlFfF0lz/JaoJ64bIBu06QDYZvApoEgoInOceZUigUhnWpQPxFl4dIoRRdNusDkhqWOaT2S7YY9hv8yEXMZSzjVMcyb4T3x+dc2V+yumUSdLVV5U9KU+UFcOy9o1lBIMcn7Q1m5CF7OwNfGZOirSq0QVOSMM1NVpBqh+IdYqfM4YW7kOIiXIb8lEW4mOqRiaUWF0qStIUwuZrDyRWpCKSvHiELs6qK7HJDVUcq2qTVLkmPEN4AunRlJRa7Th4qURTGYXigmZIOcispr8aVaOQ92vFeFZ0a1a4VakJOdLKrcOnBtAFUsjqV4gPit/QetiiR8MSBCcitWuXyE6lvAsKqlVwX+yMbx/8vyfWfHfv/kAdir4ra2jmEbKjrYBzFQgtjlAXmeSsVTJDbBM/Kd/R/gn/7tD6wUoxVQpOUcIXNC18u/qV4qlUkJUkRQuaMnLPKhVaVOu2wv4ZH3/Fz+raqe4Xt/1laCKI7D2fAe5y+u+vkSA6r1pTFEsSZWdq0yJiuDS2KzIGCsSmC+cJaSEnL6UUZ/VZ5RmWceLUupXDqs84DNkiq1BrH+/JFuX7AmxxdBHqzV2o8CEYkuTlUxCq1w5TJx5PFkKcTqRSZbf2S0rRW5esfcjc5ywVvONj5ANUQVsMmzNwJItSveMOROXkTYGtg467VDhAYshiSEoYZkHEvDZdccVidPkGfLMNkWWaFBJ0ZvMRifsdocSQ5CO59ORxwGUjByTAx7RtsEZh5KIpMR4jHhreU7QOk1cHtm4LVoCnbP8XqO5ahKLyjxOtqQgI4wZglhySnx98rzubphTYJgnds2CTifQVziBY5oZQ3O+Fw+5PKssQqfgi61w9BSFlYfGQI6wM7BtwBqYky1qolCQ+DmUGBWLkK0m5LIuEtcQY2SOmhxAi8aZHSoeuNLCThb0fGRrEo0xzDHyfHxm17/iWgckZ6Y0Mgc4Zs9w/4TRlkaDqIhPkc45FC0qG9CKOYyM6QrxPSHO9PlISJ6rzhLTNUsI3PQWCQMbHXFyoL9uOQ1PHFXP6RQ4jQ9smyuiKJzraGTG5IExRnaiEFkQbXh9dce3z0dsd4057IkpYBvF8TAQc8Nt0zL6Yu/fZMXcbZkOnzgc/oLGNDSiyEQmPwINmxyIS8BqQUXPzZu3vH+653AamFNkHmY2t45eRT48P5EWYdv2HE4f+BfZ4KNBVAR3zSFbhJFZGmKVwudwJPmOYX7GOMf3d1clYsM5xvHIZndDzGVst6g3l1oAACAASURBVESIWJRk1DKRw8Bxfka5nimMdAIbo9HaMCvBqhYtdyzLAS+CmFdFcRsAiSzTM1u34ZAbjs/vf+N39rfLqNMavFjyguRXCk7OsahGoka4jJJWWHxWqvpMpMp5oKgoKiFBSfVEUersWluf8ecvjEEgFt+PxiuCSuAETbF2X1wmODBLqaW6vndWkZeupLmSh0QSXSojI6sikou3QLQl38YbMF7OMlmVSppy40tOThcBStFKwjnZuImqoC0640JmtuV3RUD59eAvJzycx24FSVlUZuMFn1+MDAQkFo7LiiSthF3FheCcyQRqXpEImlSQmgoFlDRkg+REbCxME18cFv7OD4/wo8SfDAZ2U93HWPbyDCPUvd7mstNiSrW29SLlgloxJ/DwdRv5PCgMGatSCb3UGbKQJZ3JqeZF0qMNhd+TwiqHqpyZ2rQmDbrO3iIltTTXc5uUKmiZSZWxXpu0mqatsiCU4LLyuQodc1EaATrHwhEylUy8NtJ5ff9izKdSMQZcdGkoc91VS01Hp45QqX1+RV7W/Km08sCo8u7zOFYIuiBHOVfeVbpEbABIJcOvHJaU1nFURRttwkiizRll12axNPNxJUFLkay7JMiqPgqCzxpJcmbxtL+Z8P/Xfrt/fkDrT3y2uaEzDcc5cAyKiMdI5tXGYWJR+6S8cNNsmfPMtu35vEu86xUfjh192GOanofjkUYiDk+eF05e8c04Y6Tn1QY+nU48BM9sOqamJT4907iGxgqbxjLOJQxx2yhiVAR/ohe46juuXMuT7Hh/GjnOnibDtRVkfi5ZZTpyrzoeojCTIWbebUpwYR5ObHLE2g0LFkmBVgw3rWUMI63bQhzwy5ZpCeiwctUSUonzsyhORD6eQClXEAKj2WZoKldy9rBM8EYX2bmxYHWka1pSTnxKpqyHMpDAq8RtilyrI0oCYT4BisUfGEaDNQrXCUp3HMPMaQk8LZqn5ZmOmdYpliXjQ0SUJvpAUqqoIY0tKcmtxtoGIxrigBOw+QEdP/IQDP/i6y95e/2afmPpteXWQmsVuar4htHzOBUn3Mk/l8VJ/5rDMmGaDcdx4uHxiccFJAeycsTkyUpzZZ6YlkDftQQPLE+0QJcCi080m5ZWJYTEFBe2x5nPO01wiru+5TAceTwduMuaOSdyNpxiwOgNycLXT3u2xmCNwfrAFBc+DhOjd2x2Vyx2YZg8T74jPT2z6TqeveW6v+L++MxWWYYUSP0rNmrkj773OSwLH7LgHOS0oCXS6cj1m5Y5PGC7G5xrGE4zoiLTPKF2HYvXxLRDWY2VW6yyOB0K31MX+XRQipQ7xnFgXiYSDUNOSNbkqee2tfgwYO/e/sbv7G9Poy7ziWJ/rlYNRSVfImekgFpUV6JkrIRMVV9bUYJVkb0a2vSxDHxikEK4XbkSdZUthfl5MQJLGam/mzOEmMAUguV54VqLblA1V2ZVxtR9DVXwOpvi66ECl5Th9S3kMoYRKav51VnWU8ZZeSVdAq2/qIuUlM/SCqhKkGQurrirsmgtYKo2CloV2XRW61K+eNNoSgFd+RN18lReJ1X+S9k/n/WZ56NU4XQcTMJVn5i9Vvzhpw/8N//GDP0MTWnqeP0Muw0cpmLAUExULqxRMmeGta2zDZHV0KVUxk7gKvO3/tmer+wOTfE2yVJ5KOlycYqbbi4EcCUg6YJGSI0KyBeVUUxgKjclRKnXIp9J21Iv1Blhe3EfpAjWFHWOCOdjejHNuSREU51+Qw1ZlDXEsjSv+cVbr42kDSC6yO8JL9yPDeeMLODCrWLdr3ObitIrIZxzwnnO+Zw9thK9hYr0VA6Y0eVaW6mhfqHwclArWyajdFWJ5Vxll0KsCJCWhBYq2bgcmc2/ZeD813wb2KEwfDkorHGEecCYWIizwTIeBpa8x4TAT96+wclA2G0IIbOfhcMCUxI+7RXWTHQS2CrFKQeW40SUnl7BHEY+Djs63fBWOWJYcPMB3W4Yw8J+eKDLDbl3vBIQr0hxZtP2fH/XsKfnwzIwzB6jd2zSgbiUFPKHxWP1hmgiLh/Ytj1OwYzw50+eXrV4NjQmMC6aKUx8/9YQw4ElC2NUxGlGKU9jFq5MgxhFCIkEVT2YqgjBMs1jiWFRRb//TWrIMaCVZYmZxMJfiEKM48oJIUQMwq433DTwNBX/FzLYrBh7xwdxtBlUd4fWMAwUZaeUyXUMYFPEbiI3fGRhS8x7HqYZryN3StN0W7RMSEo4pfjw8IyYBhVKvtNweuY0Jeg7hlE4xczvXe344tUPSSlg5omp0TwePcY6noZEJBGyZphGOh3Z9OW5Mg4j++d7Nt2ekAVtLG2cEClIdUqB6fSI2W5Jy0hOE8Y4Pi2BIWicWGIeeTUsPJyKgWKrJowO/OzrRyQbPp2+QkyDVY6dtez6YsP6qrG0jaZv71imZ/yS0NORWSs+a294nB651kfGwRBTYNfueNVsmCTyxdWGT08HJn+gUZqoEloaWhZsLFOEm37LYX/PU9CYlDkReTNPPD088tm7HzCcHmFytCyYcKKxdwzHb7Dbt3RWo5JgdM8cI56F7BOTB58emZeRjYG329fE9opffLincbfsfeBnD57n+ZFMlej+hk1eelb86vY//Od/kl/KPEmKIBfoejKZ3kv1Wbm8nnUqjrQrGqILkrCiKrH+vEoFgYlavhMJkKvsNqSE0rVxqQUq1jGIpigpZltQHpOraqMejkmlKMaay+S1YIlnrbanNDj6heEXUhQvJpQEYKgNxeVQzgqnsp+XY8q5FLM1zdjl9B21SvmZsv8mlcTh6CCFwqfIOpfMqBc/G5QqxVuXwmZX0nRex1GXklrs64vP8bqaFpV4Vg1hEv5rvuJv/tsWth9Lk5IpZBolJYSoGEzWv6vS2q6jv1UnvayoQf2/XP+cywqPo4Gl4X/8szfoqiQ6j0oyLNQmNq0IXCJQ0Ij1Plw9UEr1FrxJNCkXcvNKWq7oQ/lzfa8qHb5sayeTzqZ86tfc6i6XZiqso0e5kIaD5NKgyJpqXkZPiy5eQSnlMzk7w5lM/asfo+KlYYqaSyp2LG7Jq72AevFdzLwYL5qESZFYEUSdSuMSqkJvPb91Olpl1yCxcKfci0tkkhBNKn5Jdewa6tioiRmT4L/4X/7hy/7ud2b77L/9RzkQCSkiSmG1JUZPI8Xltml7ALQG4oKOUuI7xGCNYw4zKUWO4wmVE8q1qLQUY7UwY8SS44wzHa5pSWnGh6KCNCrhl4UUKQ2rUnSbO+bFIynRtAZSIovCaYOShSFkvNrSG03PxKZp2FnNJPA8ZybvQVHcenEs2tCnyLvrG4xobjvLptV8e/T4vGBtzzKfOGXF3abDJAr831iUbsniiDHgEYaomLMnZnBSUlozxQLf6fLsTtoiGBRlnWM0LL6MHBpTYMuYyppI5EKHE4pFhTMlYDVnaG1FN32JJ9ECNxru1EiTTkzjiLU9SRLPp09F7TlNjMmDc/hpBjIjPUuOzNOJnC3GOVwOiFiO88g4HNBGcwgJUbZEjqSEcQ2EgFYalMLlXI5RGaZpYPFzQTmzhhRwrkXCqRjJpYzWhhhgngYOIRAQIom0RL53vSEskTnssbS87gTTCOOwcJhGorniaf9MUoYQQWnF7200W6fZNK7Krj3GOa5bx8P+kRQc/bal73s+HSNOlRysKcGweLxsyHmPVo4wnZiTplERnxRT7ng+3eOsRsLCdd/TN46cd0wS+MX9Jx6PkdC1OF1S14vBWyaH4sxpRKN1S1MNFw/BswSPUw6lPC3CN8dnUmyQHFCqAQrK3BlXqCCiWOZ9MVT8n/7LX/tM+u0jJLlA6SLloRtX/xdgG4uVe67yVyXldbXC8CvMX3//AqFfOAAKoY1lDLMSZ6X+wenScYtaxyYKUyMOFxEOG3BLNdhbH+YrClT3KZlS9IwXnMg5Q8mshmO1AK5FAKmr6zouk/p6qiiMxIub63cykYSa2VT+HlSBFAycTV6VLqnFoirxMwijLsTj7QRjJ+cER0GqCZ9gCKCokejlYVB2vRb9dMklqoeACCwY/iQ98uPbmbu/cSyMY9MCAZyqnVMuJ83H8tmqdkgIZ8bxy239gFxfT7WR8VJQmGUs51crfE5nxdQ5N4lL03eW3hfVL01eAzjrfuWSwDyYhKlSa5tL8V4N4cq5L9d69ZEp90ct5qm6MlcOl7y4ZrA6z17O++X96nWsIxkVL92qUsJCLt/ZVMd7qfze8CvfKBM4y+vL/cQ5EFMrQetYoh6yKad1vVdUafrPp0mKKWMhdxcOwXnOKWWU66QETK49+XovTrWJzyYhgfMXOupL/wpFZfVbYkf+2m9WR5RSdFhCTqg4Ygnc9Tt6ndm5xLbtEOVonIFsmeNQDNwEfJhJCeawIQbP7A9ktuxcy5IWwjIzLAVVfP32NXY8cYwzU1jwAqrp2A8jEc/DOPC6t/zxK8Pnb36PD6Piy/dfMaMQAq7d8a5tmIYj76463m0M0xiIeeJng+bD4Uijt3zWCX/8g+9xGiOPw8inp48c9hMThvt9oFGRqDdcdR3Hcc928wo/Tnx7P9A6w1YHGrshhAPGwsY6vnqaOM6ZWWlQLbNEIOK0QuvErANaleZN8khrFDFkApmAqqnbihQ9ohSrg2lOASOKrFQZd2dN9uCqE7dPsOTi0QKRyc/8MgVEDFauEYrfyqLeoZ3hOS8sy4QEaNSRDkUYDhid+ezuC5Z8JM8TMWqepiObZsd13zKGTD4905gekYmt3ZKWE960TMtQ3LYRgl94mEeMallOJ2AizydunELGltB0NM7yvZsrVMwMy8xjDtz0W0KakJxZ2obFD2wk8arbMEwTUVrSnPAZyJGGPd+/sVi3ozEOoyYe9yPj5NnvnzhmGIYTQW353u2WP+jgQ5p5eM5048LHxwfuXn2PKQ78/tvvc7d8ZEoLs/eIOPTVhv0UWObEptWMomnoUY3j8bignON+1gx4MhrX3/F6o8l4tDZYgavGYUxDWCKRiU9TRqRhWg4kwNoOsIXPZxwHMm9evyXGGdU1NMbh5gEdB6Dw9x6ngdHZM3jw67bfTuJdeSC5Vncp/iOh5sb4Gl5n81ociqtuUMKiiz/FmTZjwPhcHpq5kE2pcHggFdWOqjk7USM6lTFBJfwW3kzGiuBz8Q5xS/nMNbVYCahaNGM2xTZdFyxFVZ7IbMDlSI6l11+P0Zs6DpAyhlAqElboiELmRXuiLgFj5BdwD2VcsmjOFu5JiiPwknJNUi7/HokoURgTyUq4DsJzU7KXdALR5XiEtdnK59qqKiF4jRzQ1JqqM7qaygkJVZuFlIX/4I8GaKYqq1LlSaAoldTJutwpaAyUp0RVt5Q7rx6mqQ1KjXuo87jvjpKUwC5jJTEpXdxqMyymKKgkl5EGqZjFpWAqcrfyVUriNuSSAq0ifRCOWmF9WZUmtaJNtcFcx1K15ykJy4qm/n1NrgbOjr1wIfeu3w2rOIcwrsiZTpdvSNZy7nOEys2iXANvYJDi19NV3+vVFRh98dlRazOeSpK5qADRnBuUlEDMOvy5bFoyUVRJRg9yNsCLJmMklkZFYElS/1w62aioKqUyUtQAJmNijW5IZd/XqWVO6rsf/Du2dSaTRBWzNxJJOTSWp3lhMRqfA3M+EdOAtFfouMeormRIsWfT9kxBg7X4PBGkxS8D83jEEjktdcybS+7RadyjpgO3Vxu2opg48OO315hs8WrH+8Xxfz+d+Cf7b9h4zU/ebnmOmSUq9uOBND5ytbvl+fjIh31gnAK32yt6LfzBtuNvvO3xYWQ6PvJPP42ouNBkwyujuN325Oz5xf0n+usbTsdSaJJ/z6vrWzgllnGgvdnRysxCxtByf1wwBHQO+FMiqYAYU4jFWqPNwrZ12DwhSpNzZJmFkCFrRV1Ys8yHct8rRQ6lEEYKwqQRjBL8cqIxBvGKwIyVjFWO6AeutObGKsxyJKWFTnueHp4QueJ143BK+P42F/l0EOYxkOJM3iSmYBhP98wpM41HGlc4MYaIxvHGTUjQzGHBYPnm4SNeNYTlnjlDjB6RzI3b8IPdjjDvkbsOq64JceKX+z29tbisEGP4y/dfkrRmOgxItyONEw5P2zRcOWGWgM+aZz+QskJrjRqe+NGbL4jeQnzm3d0WsYoPj49YfYvzgY/TxPXNaz5+/Z57LBJGnvc9X+7LmL9vDZ+7lu3tW57ywmkB9fRISJYwPeJcx+dXLd9OC9/ujyzKkpdIDA+IUny2uSW6wGOMfP72R/jha0zTEvxCyomtu0KpRK8dfd/x8fnEp2Xm/jCTJTNNH/nJ7/+YvrHF5M5PoFp8LtfZLEupB8sBmRcO48L9sEeJorOa0St8CCxx/o3f2d/awKzKHF/RE6lPWiWrIiOV4L54WbXqyn2RVNUVCEGto6ICV9tUitRKfrThBZJBIdIqVYLt1tdeCEwKOpEjooTlxSo8pUyw5WHc+FiIk5VrsCphCoHyslK3qbQHUUzJL0owugK7B2qSL9VgTIOr5zL8SlfY1DYjVAjISSqr6YKsYVafD03p4CsTNyjB5YyxhQGaopzRq6aSNVE1/0Yim0V4rhIr/R2ETM5BfFGVUYbTkb/8xvHDH84grjQnss4z6gFkarNS32hlUOf6b6l2Shrw+VLBV+RFUZIHY4anAF8ZxkajFlOs6oE+CJOuGTwRsoRinGd44VILNiSUEZYXDJXz8dXOwpBYoxjW16FYnqwk2BDy2c3Xhct1X1VAcAGXzDomI589UFK6OEGvvm628kRWd1v1Yt+U5HpfXcYxL8Erqa+9BH8Kn6k0vSnlc6NvX3QQafWMqVywlYe1IpRal4iG5Xxv18ZLCmld10ZF6cwKd4mUBUnOmWyE3VLsAApxmIu67XdwO3lBZC4LMutqoq6QdQviS68fMqIt03hk8p7T/AkxHTlGYnxkyKY4TyuFMo5rFt71HZ2NvN4qTuPIki2PwxHJDapXfDpOIBGrNCZoVEx0ruVN03KthKQcc4ZvTgvHWDKMvrh9TWMh0PPL+ZFp8cSkedzPZDQxBv7y2dP3GyxH7noDorB55pvnhVNKaLG8vbqi6zS5f0WYJx5Ozzw83jNhiQE+PD4xtIbTdKJpNjRKgESOJasm6doY6IbjfCQ7W57NrcPlYk2hRAGKyQd0FlT2gMILhBCwzqF8XQdpC8nT6garPDHNzKZHhWL22KcDfWdQOTMePpKXkcZqstH0158XL6cMRz8zRcVpmsii+XDIzF4xh0wiEfxMFoVfEiY98NmbV4hXfLj/hnE60XQ7Ysg0pmPTXLNTEesmchTGBd6++ozsF1CBfe74+PCA7a4JPrFtem67hqf9nq/uP9FpRRMiTb+lcZZma1DKEbKwhEDfb3DGkGbF4QTDFPm4n/iXx69Z5olhObJrMlNIzN5z1R1olWEejvzdn1zz413Hm82Oe1+k/zFM7Potrr/B2oZpPOBPB667HZ0IJ+Vouzt8mPnw9MxsW5rNK9IwcfQzkjU+Jr5+eEDIGBt4/+0/54evX/Pu+prx+T0//fiMdB1fHSYeTnuibskp4WMk51RDdzV/+oufctttmeLENEem6PE5k1VHjB5CuMDOYoBqMx8aWIaK8v//MLLz1T0WXniPCOWN68M/Vk8Nm4rrqQ7loZt1gQ0lFcO6uSlKmwgk84L3IgXQkJxQWdggxWopKJCqAKkVwa8r1FiL95ngU8YLkVp4THljXSXP1eAUIwEdCrfCRgFTm4WiS0XUCkwIDYlFX06ey0J0dQWfQHQoq1bApMxiStHw+hKmJ1GVYqUiwdQTriHHgrIEG2hyke8mSgelYh07mFCKVhRiVjgyowVHpKKqZ2k1XMYdTS6rfBUV/1wafjieSqpmysUqWde5R6TcLKlebOEyg3u5FI/U312X6rmwY9UqDi8PNd4quLH8W//zPf/H9Vu6XJ1qdcYpitrFgI8lxVoqiXQdB3lVEDDz8mOaEpCpa6HPUBq6ej1Vvf7noElV3vfs07KautW6/KumjOf4ijNzqMyYdSUdSyok27VTKgIpYV5dbn1pktbTttiSUp5NuT/7UG38Uz6ri6IqfWHOuvCEpFrCx/ydCIQVSZM6+tKlQ0NRfImQjGiFTesxrnEaFdEy34VTVFo7nFQbsNLwIwXd04lfPzb8Hdnu+sL1kAgnlUFtOc2lYW7UzNZ1bJvim3TwiZ8/D2jpCoomDnGKZTyVcSkQhkfmpHg/LGhRDNMzre7YOc2PXl+zMxM5X5Eaw86mYvmeI0ld8dOnB/7ll+9JdocST5aIRpjSwra54tM3n+isxqoDAcUcIpnIldtgbEbrFmtb9tNCypG9N1jVcMiB66sNBx8I04kPJ416esQoCPOEdY7Fz1xtb8h55uQ1IQ0cJoiniSVPNKbDpwmnLXq5x7kOvywYI+Q5cggzw6zZuAajEnMUxuCxqmEKM5HArtnS5YB1W/bjASgoeUoJrTRRhnLcCvAfSMsDumsJ7obDsCeLI6BJumNrNwXDD4bD7JlzYhw9IS3kaNF5IfhIHA/4mGmycKMmNkrjuonP37yjsS3D+DVv27dMh4Vt0/M8D9xPe7ZZSDGhXMcSF7TtmH3gz9+/J6YZPwdwO8L+EXLC2i0JoWk3fC4ZH8E6y+H4jF8U4zzRWcXr6x3JBo5L4hcfP+DCE//6m3c0yvO0ecVxHBhjz/Mx8v0vXvPzhxMZzdVmy+MSmacNpnvNzW2PnGa+eviSz998D9dvMLbjynme9+95t7tjdFuepszz8YkYGz7OM0pprozitH/P92/uOGXPEidy8myUxc9HrpqW0zDxGIX/5+tPxPQzMLkgZ6ml5D8IMBQpZ5pKcYyZaAxDNOyHMpdO0UMMiDVk5lJrmw05eVJOqFyI0loS5AFlE5FIq36zt8O/ooERIKNUGcsYykPPV3n0uYi8dIGtD+NgLsqLdVGnpMziF5tp/KV4aCWl0VkHAiYheTWvKyObXB+s7kWhWnkV5/1Vl1XuujqOFjpfZLpQC4WUYEVfFiUlxZoVubnUcijjJoAg+rvKlQrVrx43UlUx6+ef1Ub60lBldSGSrlJdrSuCxcWPhBdFa+XaJKkI2IpIIFCl12sqNHWsohE6l/lCDbxmZjkYXBNKZ5bqbKGwrMvvpVzTCNUqnSn/3qhVBnX5mZwrYlPRmvU9lJSOykz8g7+refzfTtxvO0RJQQng7LDcVMnyave/IgfWKmLMddVWeCJJQTcLp6b8oH5hdf+S83K57sW3ZSUFr1MRff657943v2ouvWYXrVe7jFaK7HrdUs5nZ+YV8Vtfb1UqCI7XZYSoV9JxyQnLwVQEqazoLZebTamXxOxCWSrOxHUsuY69bPF6SfL/PX7FenwX1OZlrhaU46HeWy+dj3+HwRcAvjx6dGU2J8DYMpLeaGGaA1/NT7zbKX6/7/ls4/h3fvIZp9nzi2PgTz+eGJd8trQvX1SHGIXkiCLTWEdGGHH86bdPoDzG7Pnetuem3RC8x5CI6SM/3t7w2Y+2/PywcJwzMWkUiadFuO0Mf3iz5bPr13RErJ7pdHleunaH6I6vHk78/CQk9P9L3ps8WZbl+V2fM97hTe7hER4RmVlZmVXVXa0eoIUhA2nDhiWGARvJDEwr+AMwzPgjYMESkxkrdlqwwlixA5kEJkS3qiWVuquzKofIGHx+053OxOKc+9yzuqsw0zavWYRH+JvuO3c4v/P9fQf6IBiTwJoK4QO70iY+v7hASEkIgqPzJNUgleD5qsInSTIaI5cch3uqRqOk4zgu8Ei0lggJihqrDOtGcewOJKEZxpE6GKY4obSktQ2XzZLb+7tsG2UaaqUYvKI/3PNyoahlYFPVfLvr2aeaVJysY/B40+DFJcckiRPItEYLaCuL1A2jl4jkaKVickeCrFgtahJrhuOWfnfNa51YXJzhxh0uOESq2O5uuR5a/sX7r4gCGiloqx6JYBK3RKp8+wuKiMKOPRdyj6LGdSNGKSq5QS8tu4drLmtoKsPN/Rvaao2MDSkpGgGxH9CuJ4Y9i+U5+8mx+7AnxIFNs0EB7/uKr771SGP5rA100xKXDFslOLy/50eLhGnXGDHQCEW0K/7sF/+SUayRuuH5coV0B2Sz5Oo48eXVNWN0mGPECxDeo6XBMqJTYJwC3+72LJVjS+DFZsE0HjDLV3Spo/KwHe5IIXFmG7YkFpXFCFAqIMLI5EeS0Bz9gIwSGQ1Ca6q6QSmFSo5xGvDBUQmFaCxCKVLyxCQR4QHrjqxqzdliSfAepCS5DmMUq+U5tf7NJJjfqkL67//+302QcDLDd1OZ4IPK99xZImqf5BnN3hfzuz4C9I//iTF95zVKFl4Hj4XHr2+OzFmURT0R5HdX0DLOPhzi8fPIhYPxjy2fJPOKP3u+JCqfcziCyq6+8+tcMaTL3cSZUPC4Tp8nhAGJFAETKaqmzPmwPpv4pVIrzGoWgM4m2iAgFnVMhGOdaN2THQcSebU+txfmYZEiZZfi0vKwYVbJ5DbdJkbOfOTH7Z4mSn5ajzTLEeqU36Qmz44qFBZq4bwoHouSKKAu0htfipZErsBmsu9s3MMjQpHDp4C3K/6H64usIGN+OCMMOolHbox7LIDn8M9ZZTXDMKfiQmaX4pgoGVoRRW7PhJNMPedtzT4qSgjck/bJk25KNvR7Usfl86+0akoRF+e2EpnzPKvpTudpaecYnz1iZhBD6Nw+M+PjeQcZLfOySN8RzCDJfIyliKdwxvmIi1N7pxRDEUaZymvz9wspnU7yWUquSta6RKIIxJgN8KKK6PjYPjvdAkTONvv7/9v/+r0sZT76b/5JgogPkUDCKEMME1NKkEJOpzYWrQXHvsMag9YKQWTwhhCy0aD3jhA8MWYJNuSWY4wRITQxHCDlZqG1S2LY0hrBcNhxeX5JWxmWWnLrPVedzC3hKIluAFNhpESkLBxMCoudWQAAIABJREFUBZ1ZLy8ICJS/p6paJgwThiTz5+sUqDQ01Rr8wNlCY4VkCglpKo5jx/UxcLGsWYmBw2T4/XPB5fmGL663PFvU/OD5Bf/v+3u+3Q5se59bpwRaU6FlYnQTh3FEI3I7jIkgDDFERiQq9iAMSkoCkZYEWtFULQsjsOW83R0HoqnQ0jD4SEqBJDMReLe7Ik4T1i6odcK7ESEkq7pitdjgguPhcGStAgw3fP76I6LPJn9dd2Dz/DO+/uov2bqByjRY4emnAS0k56bmendNLyK/8/IFPhnOW8MYDF3fs+8PTAiiesbQ3/DZxWskR+73PVJp9oNndAeWbZsJzWGiUZLaGgSJSgXqOrvxSgyHEJmCYPIToNmOA9sxZM8an6i0pG2WiLCj94Jvru45uh2vVucsraKqNdqNYCxu6jmGigGBVYZpGkBqdIK2EUzDRKUriCOqXZLchJsmhIB9d2CzekXEEWP2iNruDiRVI5KgNonOjwRpaYNDG4lyOz4+39DWFZNPDMPE7e6INhYfA88WFmnBmDWDB+enrNAKB6SfiqLP8GE/cjVO2Z26d9x1jslH0AuQiZVyLGrLu3/4X/+196T/3xYSlL67ENk1XudJITzJ3wnkAsAULoz/NSTE/NokgRFZDlbKjbl4Eae/nuxD+ZnN6B6VPvOEYArHJagcmjeVjo8NT27MPHG1BUiivE/JFxKPxE35ZL+lKiv0JE7kShG+u4NKZh5CKivauXg55TXN+/uEEC3IBMpRl6JLCKqQJbnzyn7+7kk8pl/b8lhIoIw8qZvFzEsSWblklMTZSG0sDB21ELlgcQXamT1edCHezuFAzINQPnx21ZvHMaYMV8WCGszs0Uj+vZdwlJAq3sY6E7FVbsOklCdMV0jJad7vchxnp2V4nIDntogo1cLskSJjIqaItRLv04mmM++i0fIxpbu8n5xDE0sbaj6M8zl3SnrOMCOKjOKkp89LheNSaov5OAIMlUCFhC3cr1QKIFNaTfOFVpFbZTOaOZ/gM4KjTi0uMQNqmVg+l+YCkkwYErFwWWSRvKsCM80oXzoZ8mW/iiRLlpYsBns+lvEu4046Kdu+j9u+75BSkmImk01pOEl7LQpjDWc4Wq2pz1bI6Dn4wH3MzrODH6lNw2q95O4w0flACJ4QHaG0iSmIbtMu8DHiw0hjLJ8tNJ9/+jnT6Pn53Xv+5GGHSBrDkkm3VGkgEhHeE1Tm6/XC50s2gNtvkUpytjjDVi0WqJuGh+0t0qw4RsmYPN71tFozRcnZumF78ExBIuSSj9cRaS29k+hW8ItB8PM3R5yTfNHBP3n/HkmA6Dira7QSjH5iCol9n+8z50LQNC27ccvgPIdxoLYNLkzgHRfVyKerlhgm7obI1E3o6cjR9dyMO7wPNMnxRz/6hLu7O8YYWVZn9FNPpQRvfcWb619ycf4ch+Si2uBURIuW3c2v8nE7jrxPE0pZ3v78C9arMx7ur6msZfzwMywWLRLW5EwxMXQEYfjq6NkeezabSw69oeuv+PqDQdvIbu/oArx+/pyx+4DVinf3H3h+9gKpBppK8mzZ0rYvGcY9MjqkrDBmiUsD0zhw7TXuzjPphlXbUCVBN26pq5q+u+dZZXlhNZWQDFLgw4SWB+I08Kxd8vHnZ4Sw5BAapDKEcURYxf5wR6+X2DCShGGt96AVWhyoqpoqRnydUNpRCYExHQMTh2zTzmX7jH3oGHrPsqk5bzSuWlCJiNYLohG4tMB5ydX9B652I98eev7Z+x0BxTA5Eg3YNZWKCNUQb/pM9nW3oHTmhElFGPfUiw2VHkh+j9Y1wzASUURlUbWnlYau38M4cDSZE/Wbtt9awKjiaTHaRD0ljEjoQsjVCmKpIryYuQHFhGu+KYtHJ1JiljRT7tlRZRhelFV10tkjZLZ3n7dQfNNM6WzkiSplPwuZTeJI4ExezRbqS+b9iCyOUYgTJ2LSEZsyOmJjQYqUyEK+JyKMqswsppBWA1lZooXA+Iyi5Gyix0nupPMxmXMjUipE3PzdI9muvSJLWHXK6E6wWW47E3vnCVKmUkDNacFIYsxF0xO/OyiusyJmftGYIRJuOsUf1pJJeapBgJBMUWQicu2yCYqWOTIgiuwQFfInoWPRsJMLHF0kLSGPV1YdkdtMBhglbB0kyf/9RvOPabBl1ncFxcjqMYH2efaXvrjTJlBaINKjd0+pXU7GbaH8YpJZ7SOUJLl8fo0i0ghBX1ANKDSfNGu/yITiCMlQsrVUUeXk/mxIJhdRKed+zbb+J3I6Mavacp51OQs5+dboGBGzxYCMNCLviyQX9CdvmTyNZZdk5t9n5MUk8Z2iW5STNn+XiM8lBkqCEY8quKkQxdWssEpZqjvvaEoRL8QpYbsOee+TmserPDHI03O+j1sKY1aBFEKTVCbX5sEzEXBjzyEO2B6UXPC81XRxxIds1piUYRcjD8dECpEYPKaqkUFljlsICCGzXf44oK3BmJwS/NZFfvnt1/ynP/0d/oOzFaP8MW/uv0T6in9xFHRdlh9LmROphQinc0UqjZQKmSS74579uGehLHWIUG/ouweEqFhWFSb5kgdmGY49q5g4IDE60eiGyffUuiEyopTAYlELw+64R5iKhXKoVBO9pzISKzQ69Vyul6jVkvv9gRhHkqyIAl5XI4QdyEhbS0ie617jjz2vN4K6gUpBTGv+7JsjD5OiM0v+jy92vKo8z5cr9l7RdwO98LQi8eryhzyTR1599jd48/YdP35+wRffvuGciSmNfH5W8/O9RhB4tl4z7T+wrBYs2pruYeDFuUZhuToOPF8qmmfP6Mc9n68bpv4cszgnhAO1XvBpu0T5RPvZitubb9G1Jg6WF5drxiSoxMRWRSrtqZfP2B8HrFU0VYXAMgwjVX1OUD3+biRWHf1+y3MjMKbifLXEjXvaxQZF4GGYuD/csKlqWtsSomC52uCmHqMDQkZit2MUiXfXB26paQgsWwdJ8Kdf/gn/+d/+23hv+Fcf7rnbCd7te2wcGdJApZY4t2MIlmQqWlMTwo6WCqE6Qmg4hFx8K5GQssFwxCI5pBwEGVzPFBxCVWjZ0DQ5skZVIKJHascUXU7l9s0JzXZpQplzxuB5LiX3caCSiZ++Puf9zXsmbbhYvMa5iS/HPcFoLuyS9/3Nb7xmf2sB44uHyiZEnAHpZZGDpqJKyjfhqkwTSeWb+2POUP5LyRJMKJ60A0qvIMWE0ZKpEDmVmlOB5lX6LA/Os5lXWdLsRW7z2Dj7shR1UWkRzTk28+cV/ztsykZ1Xuf9F0rw68nG8Ghk583jqlYWCayQmYBs4iM6kpfGnCbeWb46uwvngiZP3CcOS/lekZxjBI+vzx2XVIqw/JgrapfMEhHYUPx0Zg7SCc3QOBkIJnuGEBIkjReKm0HRLhOLncIsQ+4Jqrn0kk8QlwIdBbIUS8Q8iCLB6gmclSG0vK+tgcmjx4S2Mh+7lE5tknlMhRInxOUpwVaV35/yiVJGpVLKBQjkdGitBK4ggDGV8ysKlj6Pd4zZHOypgeBUvptIGb1TpQAUUZdxT49KoZPp4hP+iJhbWPm8qkUmd84k4tlkUNlchEr/WIxkh+DHWAsAczrn8o5ElYdTP6lgQpj5T6UYKpJ+FfJ3CeW4m4IqzeijmYr7sZrN/mZUJ4/NWBRo3wmahL+STfV92za1hZTtEyY3EmJuweWiMaN6Wp8TAZc8H/oRFSM+GZ41Exe1JIoF1/sHeiHRTMQgMLrCxYgRkhA8Vb2AKAjB5+ODZ+ciAss//NffYm1N8t+gqg0yBiIBU5ns3qwsSluIIySTrQXCiEiBlDxKa2KAKQbsNHDc31IZy3q1ZOi2yLrGjw4jJj5MglopxqgITtCHDyRlcGFPUy1ppUBUgjQcqURk3N4zyogPR86sJvYTFkGVEu1C0sSBF9XAsXsgWIVc1UhREVnzbn8gpEA/CHZ3t+im5c+vR2QcuXcjMhha7VhJB6mmNYrfe/UpIn5AWMHXfk1wO6I/8ocX5xxcy+3Ve5Ym8DDe4/zAtLwkuQPvXeT31oqFHRnGLZvLHxDTgfvdnurjJTfHHVbX/PFLzWrRcNzdIZcN7fKM2zjy0cs1QyeJ7ggyolTD5G7ZLDTKBMbkub25ZrFYEIzl2XrDw/5A7LdUzYrd5LneCbSIPFttuN/doqWkaST3W88U4VcPDyw01Dard7xStM0aJx7wThOtok4wSs12cHx9dSTqChEGhLJMU0RXS363GnnoKoZxYt/vWSx+wv/ys/ec10u2/YEpOc51jReJpV4xjRFjKqywGN2gkicph4zZSNEazaWMJJVIMrKqPbVdooQk+pGlqRmCJgZPvTynTgPeTWxWZ5AClTWMIXG9c4zuiKo1QhmC93gvOYaAkopxGpHC4KfAlzcPeC+ZfCBN7zj6SFQSE+DheM/yr20e5e23IzDCnyY0EyHoLIXVsqiNYsyu81HiJMyuXpYycaHLPJhIoniAACqoTCQ0uRCaQiZeypCThUPKyp08yclSG2Ri5eweGhXYQjI2WqHIQYuzSgTKT5kRIlkKighEC5T8IwAiOcgtldV9QZSchlhaDyqJ0sLJxFIhIFrxSAJNGdGJhVjqTEL4PCmLIE75Sl5nKGk2NquiwD4hcp4M9ACizMoTWQo9CjBSvGrmoyc99Ar0zAsKiRQl+yjoVUZdUsr8k1RF3u8kSwyfEPOsGUVZ5ovHYiRCYVGDM5B8hhfsXLXkMYRUUJuC4iTJ3zwX/F+dIkpX5udsrjaXaCmUZHJKEagEOiQmlRU9J1WdeAx8TEmc3sun2ecmHwcT8vhFXbxOUjqtoucIgyRB+SKHT6XAIYdvZlfdfH5IZN4PmVe46VRhze2tlDtspZCdhMAKX/KE8vdwIreovBLoGPKxSuVYqploLUt8QCKmRFWuGZcyjpI/ttgNlHBGmzLJ+Sk7PhbTQZESJsnCLaLENZRxUdlReB5TSlHoZTpJ7xMwoL6Dfn7ftuM00ciETY7GaCbf0bkBbS84Dh+wdoNLB6rgqauW393UnMuRlU3oesXgDhB7Pm8WdE7z9WFL7yNjdFhhMlItbW4JKoEsVvOEA0lEfAwkD1MonBm/JYmcWRSlAqnQQkOKaGlI0hOTxwgLMhKDxMcxp0+nyBAdla1Z1y1aJAYh2G63eJlYN2fYpHBpxPmINZZtPyDjSGUUh4cbgl0Qxi0vmxolAxfCs1COH3/2MelwQ6cXLHTFXX/E9ff0o2OnLtizYkoS1yeOw5Fu3DP6jEoF5zn2PSsfWIiabZQoJzFWkVTL6+qaz55b7vYT/+rbG/ZBotKOy3pi0bSIkHjfD9nzptrT1itk3PPSPNAd7/nBi9f4VLO9e4vQDVFpPtzc0mpPXWUH8rPKcL5acjN5/uRf3PLxDy9YVq9Zyj0/ev2co5Tc+wU3+xGjzwn+QH888Omrz9gdtzT2gncPdzzcHGkbaE3HodvybLnB2kh33LKpI6v1M6bJ4McBWbd8tKxpJ8cPzzb4JOgmg1aCtbpHCs3gPrCSnh++MvzywwNdavBuok+SNuxotWK10mh6DhKuth2HSRGmPYjEuW1Z1g6327HUd/w7n15AmFhtntM0HxOnI8djR0iKicDDcWQYJlpzTr0w4DuUhlVVcUhLfnVzx/YwoCvLL69/xYvzn/LFtsc5TzeNtLt7lqYm6YaPhKLbP7Csa971Ls+VMl9TWiWc36FUxY+Xkfe9x9qGsyg4TB2tqRnjjsk1rFYg3MCuD4wTcDyC2//Ga/a3FjD6JNUo1xn5pq1iXsmGMr8Ri6JB+sw5CDLD/sUbJSWZV9fzSlv4YvCVEZuFToTgEUVGJEtbQSpRPGPAiXnVWAqMgrTIGVohr8R/bWGbi5+CXJDyjT0lqJMk+SwjlVJkYzRBBv3F3D5IpUgCUTTfKWR4flbAnLxyVEFYeOQGGS3wIWKkRNlIEJmLYYrjbJ5MvrvqfRr7EHVgdgues6XmQmxWmUAmmi4DJ6WVLPybg9QcvWSrJAsjUSGwjJqFcqwM5c3yWBFiLlhCIiMxKZN3LZAmaFRGWOBJa4nHPtZYWk73lv+5W1KrjjHYHBoYH5+W0pxlVMqC0lIUQtBMxRsoPZ1EH9GDVJCImYM1Q3UzN2ZGEpR+0gssttEJkLp0y+IjepF9iwTI7GJLzMhRKO0aORcuheN0Uv2YjCe1ARqlqFNGZJwSpcUTc0tHPX4XU6eTizU6FKNHiU8JJ1Uu2COnD/GFODV75UQdUEbgg8rolMjKpIREKoEKoRz/uXCbvWPmiIPC94qPqONJzVcQxu/GMXy/tqpeUCvBmYbnVY/RzyFFkjTsBomOgYtGoZInRGgaz8YY6qpmmo6sqwWH0XOfltwfb9iOiV0aUC4gTIOUBmls5jMlELO6QtiyEIyEGKH4pCASVmn8NECRknpxQJsKh8r2CiFksqZpEMlDkgQ/0VRtfo3U7KeODZZV26LbJXUamJxDC4jRclF5RP/Ai9SzPlvgxi3PXxpq8YBpJLU5omSLlEuQid3hhvfHxNXYI0xAiYqu7zmmmuN0g0FQKcsYPC4YrGqQckcioU1NVVtsjMCOv/Xsc77ZP7AWnotnK9J+z5+/O7JcbPid18+4vf2athHo4HnxfIUIjiQSxq7YPuxYLCWT27C4qDFa0/V7atnx+tMXfLi/5fXHn3Bzdc3Zs09w45HOa24OI+/3mqbesL50WGmQwxU/uxuYqlcof8QIRxQV3dhxnALL5jVf7I7ESbOYJmLdYIY7dBoY/ILB13xxvefcXDOOkZv1p9jtDRftLdu4IB4C9/oGERPV1PPRZsGy6hiFxugVX775QCThu7d88vGP+KOf/pQvv/0AKF7qxJVP7EbwpsXEibv+iNfZpfZ8ecnqbIUa7nH2OXe65X6/5/rdxGFsuP/qnk+WA5t2yYvNOd2wRQuLlmuOouOtk8R7QT+WqBI5kVSHjJLUbPj6eKRZfcqHrgOhUbpmZRQqOLq+w5iKL52DKHhzvOF8eQES+mECkTgOD/RjwMcdhwfNxIRSe9ZEFrbJRYxd8OlSMXQO5yKpmwpfbMiE3t+w/XYEJkaCmifzR6KkK4mKVTGBm/Qs8CyPS5kdefWjQoMIUke0z4WRTwnlsp06MsP3k4zZEIzH8Bg/m4KE4hxaSJRSZHhXpNxysjOZV+esmLmt4suNOhVvjBJKTZyTfMnAw5ypowtz0qvM8of8/rEoPIQs0ucyf6ZS2Kgoc+ZTaROtIgRils4SmShCaRkIWtAIhfcRw4BLLcp6nJDYTuHqATPUBBwpmy8jhcAR6StL4zMN1pfiTZS2S9SJs6NkMCCEZxKJb0XF2jpGJ2lFIOE5CpgmuDQiV14qkkNHYp7lp/jYa5kirMWjpLp6wrAd0+k45eJHwqXnvwgj/2DXoGXKfJb5OSnzRETK32k0KlvZF/SlACkkGfE6F2SLQZXWx2MRpEsSuDcFfVGCJAO+KLZ0elIsFzPAKEHMX5H87/x4RrhOhYqMpTYTqCRIpc3lSwaRFQElBUFIdIy05fvEkqAtY675dEq5yDIZZUqzxE0Xq/8YEQhG5uynJ4XDXCnpjIbZmH8nynWQnyJmDi7ISCq1Z25zZoQuzUhnUDhAqIQMj0WkTpEkE3GOqCDyZD3wPdwkXQAhNdcPI5V1pDDRSs9zM3C2vsC7jjFZtkMiDoqrcU8fEqMfCKkjJk2KDwDZXXbo0bphchNKeMTU5/OZCSmWCOGRSmClxo0DWkmU0vTTAQCfci4TUZKSzwZow4TUEqOX2TtLjQx9ZGltIadbCD1LRtp2yTmOyq54ZjtaM3CmDVUlkSogwwE37EhnBmNaiHvq6hmqXpDkgoM78s295+7+gU5IUBLvBEYZbsaB5ECFDpGgrgKqbun6LUcfWMWe/+Tf/mNWtWM8Gu57Qx9H9nfvSa5jqTr68S/44wVsXnzM4I/8PzcLVuaGV6uKEO5YN55uCDTnr9h2E6vlM3aHew7XXyHkksM0ILEYo3HhyKHzKC0I6UBjNccRBh+4PUz0QXL5/Ie8Lpfa1L3n8nyNiJrODbxcNVh1TxwP7I4eu7xAVZJqkQjDLdIsCFVg32vc4T1W1sgQMeEeN21ZlEXExdmauvqWRf2Sod/S6gNdnOhHj4w9tq546O7YdYK6giQ72vqMr958g7OX2B384uoLiIq7wxUvNmcEZzBiZFlbjr3mYm0JPvLldkdShmkfsrlgmlB1y4VIhOB4ufRZmq8hmsTbmzuUNgjp6eIREXuMUEQkpm1ZVpBsy3S8g6TZj+Cj57mqkHZATANojR8DWkaiTiAGxiC47o54P9KNI5VZMo53fHz+MSvT8JAeuN0PHFy5D4qBHgN0uR0quwI9pnxznsaM+ssme8v8hu23ZyFJUUL0Hnv3wKkXP98/zRzaMru7qoAETHj8P0AtZ/JvZtErG7/zunlVPmciQUYXBCBlwJRnZjVSbleJwnNJs+W7lDy9B5/ycsjzguRxFQ1P5orTzFD2pSA9SYZ57/Lr4iNCkwU8j0m+s1Q4czjSCVlIKaFSQJA5FBJBLwPJBkbOWA49k7NEM/KwSrwcEzdnAd1bLrnjYaz4tDryl+aS9dATRF6NqeJgtxSR1zLwLgqkkngpGVWupu+CxjrBmRzRIiEUWF8O/KwqOsm3JXSp9OFmy+AyGD6BEd8dPFP6OFZmxVL0YEDbAYvBCEEQAl9W+V5k+EvEjMDYUpQqJOKJXHpsMsF34QVSz6hCKVCTwBelW+TR2NDMKKB4PNb5fCjIA3NLMZ3UYZD5ODw5J1ThJNmYeV/zWS+JJy7PTO5VKgc+IjIfGkCVZO0YMydriHn8RPkA6UohIubW2OP3zvtdWogyo48CUIVLFMq5OSvqZmVVECmLw6LCh1x8J0ocQ2m7Qo7+yL4zOWhUqKJi4vF7fZ+3/rhDSknfRYSIHJzFKEWIEy5qrq/vMBomn9hNiq7vmVJEafBhOhGs5x7o6Dq0sbjkCnIqCzKcK+koPEJ4oncImcMp3DSVy7Ggq94hpUQIDckTC8rmp4gQO54tNghd07gbkq95UVU419EPA+/HAbW75oto0EtJHDpWpiLaCS0Dk5+oZIPRZ0TXU1WWVf2CldYchwfG1OHcPT5VhKQY/Q6hTRZExB6tQYQczkjwuEkglKcKkRpJuzrnH/3Zn9JNkV3fc9FYVNrSti0aRUobpHBMKfHh6h3Jrnm90CS/Yj/s0VJSLT5C146mqqi0xtPx8YtLxvUa7w8cux6jFzh/ZOgDy0aSkiPJFbGquXr/LaneMO3uqbXi3df/HOEOLNfPaHBcthHPjjd3A99884GVfUGPZBJwd/VLPhwjSXhWOFoFn758Tn+44e3dHbU1/OFP/oBGBaZnFiErpvHANB1o9DOUiKxWS9bLBrN+hfY73n64Jqmaq/sDRltu7nccqwYlRprNM6rhGi3WvNiccb+95lmz4f3eU5kW237E7e0BgsMhONOOjy5egR9ZWM1DJ1mISOcGTLskBM96seKrt99wvd9RmyMiWCqhYdhngYFPWDnR1mdcHa942AXc8MCPXnxMtBvOmeh3B/7i4Wva6jlKJpAViUAYJDFMWSmbFA0gbU1Vt4Spx8iK4/aWgYBE8awxqDZidcPojkhREYJHqiW1toTQM0wO7xzrizPCcGDRZo7Qb9p+awETZJ4AVFn9zum4XseTfHQS6WTmNvdv6pRvoqpIBucJJTt9AsJn9/lTURQzIdfnx5VQBBJJZ/5oypBL9u1IFEO0bEaTdDYOS0oV3k2a+1pAjmiH8roITonCm0hMNqHcry85ywRSds2k7BcjirdIjll+nNhS4SxoPN6Ccbkn41SefGK5ETU+cx5IgklHPjk4/t6r61wcVJZ/PEn+ztqDsKB7/sG44t8j8Mc/vs3Ih4+8+RW8uLT8j7uGtoegBv4zG/lZ53grGxbZFpYYNEkmbJL8ZJxoWo8RvtjXQ6tTLjyihE7nikYV+EAWNmkqZ0cUMMzHjcfQQ8EjajDO76egTbDq+a9Wif/pq0u0DEQkSZA5IAKiFKgkkWQ4JJQbflSZKGmLq2DS/DWydXAqUvmMk0wnQEgWK5ts2mQ9HOuC/pFbhCnlcyPrqR7fN6bHc9QVL4+D1Jgnz4qAtLlhU4WsSAtksq6QIivOBZgUMjpE8VwhMRbUzyQKUpNTnxOZUyOEyGMBJ7PARGI2AJYnXfR3L+QRlXlchUmeZkJxyKnqlMM483y0gFS8ZJTIxbSN2Qcpf/R3x/r7toUQCCGgcCAUIe6IxtKHhJqAFFAkUoqEGFBao2MkxgEhFAJFjA4hTGmpR1LMaiSlNM6PCCmxyoATKNEXSyWZJbNCEQSkGBAohJCIEmEQ4wTlufmnwEvFVX+E/lik856ujvjgECKgZUUMkZQEsd8BcOh7cBotFFIERjXQTT0aweD3HAbFjRS4CEolgtO0VqJEoBYS70aOwxFr2oyga8sUHer4nsVqw6fPP0FON/hkEXIiLiyfnjW8u48oJdHRYsSSRS1Y1AuOwx6nF0zjQJUsVo+MaJpqzfbuLVHWVCLhRodIAuccX23fU1mLkoLb/cB6taAfNCEmHo49Um44bPc8PPyKzXKFGXcMxwNfvn1DpTQ/+vgjlPIcg+Gf/fMrXl48R/hEZMPXfUfXDegw8fLFOT95kVjVBiUbQpCENJEGyY9evWSIktv7axarNX7sCe4BXdcMk2U33aJNQ4qG9798T1/dIiYYxiOVvCLERDf0Rd14JEmJT4KFSMTWU40TSS8IeJZhj1CBNNyhQ8eq3TAVyoUPAyFJ6uCpF2tG7wh4TAxUxsDU01Zrfth41osNKo4Y2+BChZ+2bMeGfroDLVjbhoBCtkseYoPY7WgrwUcXl/yAV+yHPQ/7exoRGZLg9VnD/jiRkkBryaJqMNoi/Y60NIQY6fuIj3lflbS0Tc1KJpKu0eRlB5rHAAAgAElEQVS8KVMtUXFPCi2EgDQGbSpivECZmmH8N5RRWxFPGUCCxwJGzIVEmnkn33X7nFfCReBxCj0+OcYW7sI8J+b/5uh0yG2fRJE6ywx5Z7qFKKqkEug3+5DIWWoq/mpyZbknz6RZVVa4QQkqN1dVj2Td08vE03/Pe8lJITQ/bsuKKMnsLaNmkmbI8nBXxsCViUrHQBsif2+xhaqD5wKmI38HlfPm44Hu6zOUkvzxq6tcwTUGvOSTP9jDVmF3S0QVuPSej59/xce3Co4r/k9WvNGaOkE9QqUdMg0cJ0ljFRUxcx8KX8SJhEkx925iURnpKRcx0XMypkkqc2R6kVMPZ1RGzzBHGShZfv88wcOR/1CP/KO+JVQuIw3FdVCox/Zffnlp38ycqSfZFyd04tc+yqt8cGdvnKQDSmaEJsREUOI7SF6RpzEVVZskF7Ih5WNUB3EqlBFZWadPyCIIk/kpnmx3M2csOfNYnKcEDonnUdIcdB5CpxIuZcXQafxSQYUeT6+/AoMIAa6MT5CZ7+OEzlYG4vE5eTSeXn/psRwprafT80TmYEidkB6K11pOqv4ebzHkATilh8SEHzwQcuEXJ4gxrzAjeDcBgiQNKY0IYSA4koggAiIpkLkTiM+rM5EELub2UCrKuJRAaJsVddGXgjogyOGSSPndc7lsIjz5pRCAZxoPRXXmQSqElKgUSVOeBFIKZEWiQYqADYUoLgRK6WwSIBSSrJIC6IYRIbKsdmEaXl20KGFRvudZa9iPHXJxjveJ7e4tTW15uYgoq7nbDVgV+cHzl4jQsR0tt2PCDRP3nUMmz2ZTg4rsXY/G09glWjhsVVPVC+5u3jPFRFVXmDhxnDRd6FhXkmb5CX/yy5+xrhakFFm054jY4ccjpj7n0B9YuMCi1vzRJ59ky4V6yW4IbBYrLi/g7uFbLtoKy4FLGQkLT7P8hGH3gSCWXA+JdbXF1hVWG148v2S/3+cMpmRIo2fV1Bw5lvWoxNSXTD5glOAPFh/RH3b4pWEYFWE8sFm8pF4+px8VhJ5td2DVaDZnnxD6jigahK7px4H68oyuH1BWM01rpPAo3SBlxf1uz0MI6PUzbu7vWK1fINlxGAfOtGAUEmNH/BTZHe4QSeMe9sS6po3FU2sy7MZbkp9wPmJsQ6O2eCo0G2o1MowjC0ZW5+csVCIlj6kqXmwu6Y8dDjgOjhgc/TjSaEelNMfpiFEKN3X0SdDEgTsSh8HzybMLumFAd5bt/oFOWCKO0T1wbpcMITGqmmH6Nwxz9DrbZKTZx0MWRa3gFBVgS9skr6xT5jGER9SGcqnmif/xpm/8o9eGIfuwSJE/Y1KJhYPFlOiNxNnCk9CxTBz584RIuQcsgCBQAoLxxMhjknbIyIOlzA1FgqpD3idPYlSZt5Av8AL1S4GOCa9z8va88rc+T3ReZsVJIhdDAFXIE+gc3hclWGbVSZ58tMqv/e/Ec/7bcYAuwvkEPcXxT9F+vuW/DPdkDbouBFvyz6WnEQntav7uiy10VU6JDhODE5wz8XVV8foIazdylvJk6krVJcjfS8tEDDK/p9T5BrsuCIqJ+d/EvF9C5AF1U5FVi9wy8kAzExF5RGcGD33Nz8ZIMBl2E0KgFUypFMIx4UwqDsUzjELxfAkkmVU8ZsrSaJUS0UjUlJAxFSPgLLPO0mdJEgkds4/LTIaO5R+uNErsrFiKovCGPCIqnJolyuWklZEQc2VcT1mRFnxWroWU6C0snGDUiXbKxTZiJnUnvAURcmsrO+LmvKRZ+DaDlrKgKnORYkNWyjmVkAXmVF4xyeyInQSkIHKidCnGZ4Sm8pFDlUgqO7WqlFAhR38Ey6lImgVnYr7GU061jvp0wX4vN1WQVi0qAg6hFBpYaPjBes0Q4Og949DhUocQFd6PSCkwyWMlnK8EL5aWSpo8kYoKHzxaJGqrWKgKZWr2k+ft/shf3t8i5YroA957pCxIsrGk4YjUopiiLfG+x8qWTggkY0ENZZFjk5GdlFs6GolzI0kIKq2RQhF8vhdGN5KEJ0qJUxlRUrpChcg0dUTTsLEanwK2avDjAKFDScnLumV/uMXWCzaVx/sHVnbD2/2ROHUALL3mF2/fU9UtVjecqS3GChoj4LDj3/3BR0w+smrP2W23fLnv6KYJKx3aLvmwGxliQgdLNdxzd5xIw0CSB54vWybboqcDwp4hjx/4/RcvSWpgHAde1le8/MFLmsXvMnn41z//OV998xXP9Ev66Y6Li8/58sMb2tVztlfXXDQ1LxawOT9Djx5pFO1iicbwhiWSQFVXaKMYJ8/e13T9lvPVkrNKEaWnWW349v0dUV9idcIoSL7jRS1x48BmU+NsojGau04RxcfcHhy1WiDFDVWdWG1+l6ubr/AhMAnwRITrSFLy7phyZMKuy3cSLxn8xLqFw9Hx8mLDytYcfcDs7+injo1VtNqSgI9fv2K32+LDwDd3e9pqyXkLizQSCdxpjTEtyzpxdXXLUUoOg0CLwL57IFhJCiNdt8fqwL333I89Lj1wUVfgHEPqcUPHxeI5SkemIJmCZ2kWJCbOmobOLKkVhDDQWMG281hzxnHYMZmWc7tkN40kBt73faYWiIjWv7lM+a0FTBMTGuhLJSIFp2wb4JRPNG8mihyu+GSlBydmzGOWS0FoMkfxST+mbAuXV8dDndsabXjSbpp/FP6HSPL0fxXJHJMymWblSl7pJjErkHIBMjufBh2pHcTC6hRPPkfwiCwNOtE6cVK7iPK4yPy6k5+JljNvhEyufcLvOS3wJSydBGfB95mDMmcQ1SnPciHBKHKBoWRu8RgJwZNIvFI9jBOcKbhJ7LRgnRLvkuIiJKJNTFFwbSUBjY8C7XPBdaY8pHyh3U2aZzpmJGhBRl9EBBegVtllyvmMwsRSuISQje18OYi/HqKjJKwS//HvPfC//4XnrW0zwBOBmJslSWV1jJCCwixFxMwz0sXfhZCRlCSBkBVdOleuJ++fE9KQ7+YntMyfeCLl5wkdLEhakSKb+NgtK084FbFCcEpQTwmUylJoG3NgZq9zFlWvczTGTHaXUqBSxAqRSeUEUsg04dnrBmZU8junNaHwaiaRPW9izEime4LSVGRLglCiKtLTNHchsiSbohJMApvi6TF4FEZJkYnEoRSY1v/acfyebSqnlpY/AV18Hw7e881x4OWqZZUm2gqe2RWrSmNVS/KB1eo543AE39HIRIgDoz7juH2Pqht2vceOlls5IHXi2+3Ew3BEiJbgepIQaKVJaWBpGhbac35hWdUtCw2bZcPuQRJMzRAFb7eCKAydG5gEODdlLgqFjK0kSqr8TVyREEiJ8wEpJLPX0vwzjkdk1bJUiculYRg7XltFVAOjnljWlrpu+bB/YEwRf9gyhgVGGGrdY8ORpqlotEXIRC1WmKpBEtmNiZgU769uOYxH/txdMAwjmGvicOS8SlTJIysNItKEIxcyUTWSulrw4/MVU2jZ9/DV1RtUHZBhRLoP3E2BCkf0no8uN/ziyvMXH3ZcXow02tIdR35wucFWhsXyE2S85z/69/8mh907Rr/BxxYfe4bxjvWzV4yj43A40pqOT394wcPuyNB7fKj5g9//Pd58+y1+tWGYLG8+fEFSZyzHAZMEF8vI1e7AYXvP3SRomgUyRK72Ry5WGzZnNT98viH6wGV/xPkeqoZu6jm/GHmxeclx/8Crjy/Z9xMfHiKt1fykknz10HF+8Zx+6NBWE6aRfTehtWK7v0LGCWsjh/4drT7jZj+w6yPBDfzy/Q1GV1QioEPi/vABlz5FR4Owlt31GwZqkqqyv4zZEV1gDBnVdqEhxQGZBGcmcL5c8GxUBKFpVSLJmoddQNcN69WKw9jjfT7fAI7C0g8jwT+wF5b94Yg0LdpKbPBUzRnJjezDyGrRYkXD61TlsFAhTxSDv277rQXM6xDYmJGvteXgqpPkdSYBPr0ZBwOETFycubtJBYwXJ8VPTBn9sD4XQnGefMr+9TbRhFxsBMHprh6NwITs0TKrik4TEo/uqzEjtjids47y8/J7BHJOkBYxIyunm5ZEyUQQERMei5GQZRlUMhdZNmWOgSgeJEZk4nAs7TWT+xI4Be0wo/Y59Roy0iNE/h42Sv6Wu4MYQDtYZOiZplRDqhQKitzamVKWKOsK9hNBKpKZ8FGjuw6sYbGXKOl5MAtWYcBJg3eGG234t9SOpYZ/uTd8gqcXilFoRHS885ZnNuWixWTo+zTwuSFf2kWlwFKCkzqpUrmNlFIurlzKf4zMDPJOcj55vq4y8dmLgFABG3OzSJQxnc345oL4ZPwWEipm6bGgQPHlOaGYtM1TrpCRKgHFMyUWE7IgZYm4iI/ng+Bksy9lpCYrwLQMiJAVSamEJqkUs/ukKGItEkLnfVymXFw0xQ9HqZy6LgQEkWMUZMqu0cnmQy2kxwtJSDl7a47dMD6jl4MUiCioS+CmEvn6yFwwydEkFDHHMYh4itgAGE1RaOnEchSMJpboKoUsYxhjeqzqEo9cG8SJEP193ZRQCGtIMZSFg8jpyGicU7y/2/F6s2YlR543mqoWXN8f2KbI11fvEShM8ITdgSlJQurwfkIdBL0fSXJEKUNyW5TWmDQhhWXdPKObrqiNJoo1a+VZ15FniwYloLWCfnI0iyWVkfTdwKGSvOt6+nFEFjuKmCJaqtzSF9nTyEgJwRGERIqIEgIRcxGjpaCWjnXd4jEsjGB0geF4hU+S+1AR0oBLifsYYX/AqBqlKvqwx6aAi577h3vaxQVWNXx1/UuWq484ukTqDixsXjzZccICL9o1a7sjNfDR2RkpGvYj/OWXv+D2XvA3Pg785JNXvH37Jeeb32F7+BbR/JC7mz+ntpbfOWs4X43o9hlhGtGm5WyVOO4PmNry+sWG4CO6lsjk+eHrFzzcdiiVqJo1bgjc371je9hlpIQPaL3g1cWSu90tUle44Pinb+55dq6Q0WF1gjDw81/8jM8+/YyhE5wJz+fPf0QUR0TqsKtL/HjFy4+WSPUKkkBVLd3dLdOo+dW37/mnf3FP1Jr98UitdpyvLpBTz/lmzZt3B7aHnvsh8Ke//IJlZbOXz7hH2w0xNnztr+mDZ7lY0vVbQhC46Yiua/bdRG0M97uRy1XP0Sfu9ve8Wm84rwyH456gBQOG4CAO11mePCYGkZC+R/5/5L1ZjG3bft71G93sVlNrVe2q3Zy9T3fvPb523CmiCcIgQCIBKShOo0gRUpQnhMRLhGQQAoknHniLECICBCgBCxLBmx1blkxE4thx7DT2ja+be093d1u7dlWtbraj42HMuWqfY/tKzuuZD/fuU2ut2c85vvH9v+/7x5ZZJsgVoKGo7hNDy/myYOgMh8EjpAE8s+WSru/ofY+XMx4/fIfQt9jgOF2sGZxjs78mz0/JXM9+sGgp0IVmLyvC0CHaA3k5JwuK2g4YaRl6h5QeGR0qRPY+MPg//L30fZs5fvc//pNRKEeG4h+oikaZSb6SBol49+9hdLdMf4fR5uo4NlzEy6NLJHKniTnOioNMVtg4yjLGf8d4Z+E+akjfmixOM19ILNDUiDGSIvdTem0q3Sg/ahnGFQaZymSOBEKGsTWBGKfGU+BZGhQjcuyj5MX48h9HDz9pZALHFgyeeNQNRdJstxoEVnt+wuz4aKhh7uChBWHSKDWdrN7faSVcgFLD3vLrl3N+U71D0VueWMG/YW4h66H3PGsLwpgR889Vho0FP0LHB/MbwDD0imw1QAeHvuCF0CgcRS9556yBeYDoGb3B3Hlq4zj7j4ktkqSLnEuYjYArkACOjXeT2E0P24L/o348Xv7xHFmJIx5BxNtOnLeXVPITX7i+X9L0cnf/3vF8b//eI5NgdmILQ5p1BjGKWSetCgIjPFKk+6A/pgInkbon4TtNGC364djXKsKR5ZjKoqMDGqfGEEiZAEyUnj4KglKjpmZk+cIIZkIEnwS1x89GVkgen5PkdLJiYgTHYxNfPBdmBH9WRszUxV2kGXo65rSoL70g/tJP/+xXkopZ/OX/M8IorJaKSCCEwINZzuN5QRCaQ72jj5Apz1IvCTKwb684M5rVrKKxmhc3V2BmeB8YROQwjKGJtmGelQgdeXdesCwyVlXgzd6y0B1lVlLoSFlUFEVkpsDJnNt94MXe8tu3nqvNhmBKbF+DycAmMTFCp6yiEMd7O4EVKSVVbggh4IeOLM/IlEZ5x8P1kkI43tQ9QxD0LqTog0nFJTO0kBj6pI+RktxEzsoZmYA+WqRZcNjviLalHSzr2ZIYBwbbUyiLCJBJQ2YshJKL08DVbRrI5kYym1W8uG0po6WY5ayXM/LYMdgeq3rKOCfGG2JxQrAN0jq8mKEKTZ7l3N60WNZ4e0XdWharU6TKCd2WZeHwzlGenLG9PXCyWPPt3/51vvnRB4S+w8k5h0OLMYqh2/LwwwcovWQ4XCPinNZdM5+vqW8/R5Hx9KlHlhmH/ZAMB4PnbJUxWxkWWUQ4w76bsWvfYHxLjHMOzuLsgNIV+/4K3zQcXMH9e/cZfM/zyy1KWmazJX1zg5mdItSCun2DCZ4YPW3vUXqN96/JVUkUFlPew1tPjAMv6wO7ruOH7t2jRCGzgV3b0ccckQQE5DI1Hi2MIYTEWDk8lc6o8hmfvn5K3RwQ2YI+Rlb5DKEluy6ynhUUWcTZ1K5HqjHzp9nhrUcriBT0rkfhuFguUcJSmpIQM17XO4LPqHLBod6TCc2buuX1YYspF0igsT2H2oKaQ7tBZlVqpNvdgtDEf/g//IHvpO/LwLwoNIWFUkZ+LDR8YgpeSYMaWYijn5PROaLTQGRkSJR5JAXWjQOVGV+0VkVyL+5mz0yR8pGMBBo0QDxKVhBB4DTIMY/FxOQ+mvJe4liWElGkXkdmwFKmvjvW0peBpTV0MqR1xoQVzBgR6/XYI4iRTRkHg8mqm49CaKdTfx099uuZtDWTkyMYIMRxtp50Mb2KuCxiXCSUkVkP+esA920a3bYSyiGBGBHf0rzEKV9+FAEanoUz1gzUZNxoy69FjQ8ZfyLUPF7Y48zxie0hO7BtS5IAQpN5lxxDGczzmo8i4Ar6INPUXQroJOxFujOMH2kPeedMOgbIxYT6+phYmMkpo0WyXENilmTg/TdbtuWCzZgUK7RHBo2TfiwVCbweyZ/xfEZGtkTfXYcx0w9IbEgYmRqnI8q+1QVzvHeSuDaOzFi865hAPFqTp87pJiYWQgiwISaxLansGUjABZ0YFUgW5uTq+iIY0OFuB6RIYl8rI9Gr1OYgpqKiC/EY8gcwjEjIOIkX0CsQhBGbjLTRcSNJ1FnGAOHuMbxrGTCyWiqMbOjoAgtjpXJ88Kan18gpjCC16fiqLtooSp3TDS0yRFx05DrjtmnY9A6GlnszzaPTe5wUgrNwS7Us6Ps5tu8whaUZHBfVEiEkmUjC3agMRua4PiDzOavZjBgsRlmEnJHl0HQtZrGm95bPrndsa8cn+5qBAj94tBYIqXBBEtqWTBuCJ3WEjkB0+BhS07wAhEDUGh8Cu/2OPCvIpeZU9Hzj/jqRuq4neMfFsqD20BwaQEIs6IJF+oGPHp/TdBm+vSWvZsTes5CW1mc8mgvaocbEG8r5KUIU+PAG6WdYY6gPLU5noGd0wy3rSnC76bh//z1OZhnXmyuqPLDMDcIeaFpJ025YVHC9i+RyxzC06HxOMVuw3w5EKxG5ALdFG4OwPefrlqK8oMy2xHBDIQUxc/RD6nosxJaz+wV+eM43f/QJRhv0/SU4WKkl18+fcvHkByFk/PIv/i3+2A98k5vNt3j07kfYeovihOcvXyCyE/7ht36Lb3zjEd11T54rvvWi4N42o8gM0W0o8j3/+DtPubfIqIqa09Lync8b3nn/m2xvduyampt+x7e+d8V75yf4wdGXC4ZBcllLsv1LtHxDbwWqzFgbybw64dnmmnZQaC24avcsM8FSCW4Oe6rFgnmWcbs/sBMBoQqutzWmkOR6QClNbTsGkVPIHUNzw3J5hhIlQ9+y6wOL9UNmM89NsyXWPSdLifOKoAf6vud7L/YMymDokdFjpGc5uwACB2eZSUnTwmUz8Ly5Idg5VtygbM8QHMtMMM8zZkajVESHhiw4bmuPq/eQL8C34FMjyjDskv4zatDVH/rMfl8G5m/+1J+Ns1HprkNKwx10AhOpRPLW1Bhwx397RFDHwWbawvSp8QL7VuRsHBs6SsY6/VvT7KkclftUmkov/TvH01TPn1gcPzqW/rJ5zWUruH/Sw1Kxeyn5f+QpcpRRCp+AyZSRIcNol3YpwGzSJnjS98pxn46lp/HQp47Bbgz8I4522bd+byIEGdKMO4vMB/hxv+XEex5UHSwiLG0SyniV9CeCNMIo0kamgeylhvsZv/TtnJenS77pW35k6GDeplKT90mImyUQ5JucGyrOYofUArqYEvoyn0BIL2BwcEYS53qRDjInrW/ah0mV7VU6C0fQIlMOjBYcu1g7EvjqQmKP9gKGOf9Xey8JFGPShHjSYE1MJSE3uZRG87kAvB+D3t6m3BhZm/EaWM0xEv/Ly9R6MUhQjrEnUerzAXeAQ46tCiZKZSp7Ttc3iC8yLRqJD/HYo2m6yeNbpU1iOm1eQvSpVcXkRpvScuUIxKbDC0GMNuy7bQU/sYET2RIwUuD9FxufTsuYrUg/pkUr4vE4BRxB2ARg4thEc8qM+Qv/+898JRmYD//qL8RduyeEMMYuuJRBoRR22KFUQWVKBrejFxUZEiF6cpkRQksRHavK8HB+Ql4IDvWWoNd8ctPibWCeeVaFZNMJbl1OZw/Ico0aNtBtk2ZAL4n2gFAClZXIqCnKFdLvkFJRN3uc7dH5gkKkvmCKhmq2ZNcLmnqLyOfEECiMSrocrcFtqWaPGNpXrKsH2JgeGOMOXNw7o2s23FucYKQjFyBicmlEL1BoTJHDMLC1PUYWzDONG95wuXW8c/+E3jnmQjEvJc+vD5ydrcEOBB+4d1aw2dQ8vS05nzX8znd+h68/fpctMz589zEvv/sbfPMbH9B3Hdpk7NtXCGvoQ8bDR/cJrsC5N/hhwHtY3j/FthsO+9ecrL9GYE+wPcEMCJGqBEYJ7KFne9PRMOPzT3d87b2C85MFMsv47ONnvPvhN+jaPcvTJfXmc0KcY9tbFqtz2q5lVp7ze59f8+r6DTp23H/0DoPLqA+3nGB5I+bo2PD51vJw5jjTORcXC25rx4vNPjEQOmO9qFCi4clJSb3ZsessTzc9Zr6m3n5C3+WQrWjaASksy/mCV5cv8fmCRaHY7zfkxYzoLfP5msN+z2q1xMSBmV7wpr6itoZN21D3gUwKousxxQIhO5p6hzAFP/7eRxjRoIVns2vJqsiuEby6qRnMjJvtFbkqOPQ3hLDAyci9sqDp9gzRcb484/W+w/YH5pmhty1PVqcYpWn6DUIUbK1lnpWEQXC6XPCy3rHpBvzgx/HNkZeGi2qGDpbWbnjdGULXJIlEFMlUEixCaQqtaOsN8df/lz/wnfR9Aczf/qk/F32IhNEirN+immOEmXDUwRwbGg5SoIKgspHG3LEjcqS8jZcMMpL7yLYU5MO4MhOQjaFP0bepXj+Jy6YX+7HcNNLpRxtHGgDUOLNtlg3v7xz/7vo6iVIHn97Umef66oKfqS/wq4bzN4bXmSSTScHvRjJqinoPo0hYBsXb50hMXxhVwJNeYxBjTLzimAny9vruAFdAR0+GYKZ6/uRwSOBjBhQilWicSz2HYkjoRzDqFuIono3QR4bLJZmYQ34z7t2oXM586jatDFwLglsgZZdGYzkyLLlOguGhgQsNwqbfujA20zHQDrAY2ZiJeQkxjfrH7tQqxQ4LAeiRxRnGSo5KLqtgYBv4hcMZ21iSKVJ8/nhOpvZLMQq8TF2v8HGkwxNYdiPgjTEBsxjkF65LGO+Lt0uNUyot3A3aehz0ZUyH1YuQ2gkwupq8SddUOawEOWgyEQg6jC0g4uicS7lAYmSbnGZEXGP5UKY8GRdlctwNSbjcR0Emw7E7+nRfO5JD7YiQx/35wiIElYcUmRbxU/T/eB4nobsMMiXwTpoiKREhuU6EgKyXSOGT4J7Ujyv6eOxE/ef/xlezhLT6K38zLrMCi6C3PUGAEAYRA9FbYgxIVaRAOp/SQYNIAXUiuGNXjhAl4JCqJMSADKM9e8phygyP1mcwbAl24HxmOanOWS7nzOYF3lvqukOWOX3b8+Z6w/XmFRuXQVTUQqNFSbAD0DBQJdA7NEiZIXWGswNSRWIIaFPi6QkOSlOSi0iIA9pkGAXLvAR7YFHkRNfw5PScl7sdy9Kg5xc0uytc39E5S5nlfPjwER+/fMaT9RIJ1E1LCA6hNBdLiXeRpoPrq+/w9R/4ETY3W3SZUcVLrlvB19/9Oq8vv8P65AExDvRty3x9QeAwqrsUJi8IrsU2DXl1AUKjq5KnH3+P5eqM7esNyznoTKFlxGK4fHWL0ZI3V9f84A/9EIQ36MoQo0OIiugd15eePuTcXr/mZLWit7A6aVjNDc9eSZSXvPvBKa5rUbnh2fMb6kPNg4tzXr+54dG5Il+sGRqL9I7edzx7XdM5Q+2hiwX7w44CuH92SnvYk5c5lRx4vrccXIb2liC2aAdltUSbjMP+FomjsRGlDSo4TJ5xcf4Orm9p+pq6C3Te0nmBj1BKyencsCwlhS7Y767poqdpWpxXGJUzRMOb7Z4+DvRqRXO4QiEpqgWD78lUTh4OZGaGjB0PTs/oWPDxi49RImKUxkaNUDlCDLzadeA7ZkpiY0aIERcFIQ4gMogWiUzkRQgokyOcQ8qkN3QxEGUJfiBGiYgOLSOZKfF+INo+tRgSKZ/CDw3F4h77X/hv/uglJD92/BXx7aj1SdMBLkpmylGjj43ptIC2TF2fxQh4Kpka1vVa4kWkxbBwnjke5yPeKfYLS+E9agMAACAASURBVDaGtQgjiDHR5/m0L29rXuCYvCt8osAhiXy/sQn8KxeXiYmQeXLSqCSAPTu5QXZzfnR/4NvZCmkkciwF5VN7+uMZmdxN7njs07ZTh2CXxMNBphmsCkiZouulvpMjHGl9dTeb9iqN74UXBGOQrk2gop9+JO/KML1IzEgmUr3KhhHVjXoWe3lXV5EhUUOZTPVxF+BEIXfN6GSSsI9wGsF20OfgS2g6KGT6vVFpG75nbDg1lrTE3RlIJo1xCdCIJNw1QOcT5RBGBiaQ7NcLQ7mXNEISxFjaCHcaKiCJAmXKahFMRqc06E7lR0TqRTVZh6eQxhjDkekjjsxcuBP5TpUda0YgGUE4cbRjR5KQuCSh6kHIRM/rgMSnf/vkkBqhdDrl4/OQhS9qsVyUBB8R0qdnKGMsRSkEEedH8fm403IUjOqplft0s5EYx3SMkYMYn4l4t/3puCc2SBDHj+8YUS0DfqzNCR2RMhDH2UEv07PzZTPZV20piop6aEabvkhgX0QyKSlsw8lihVSBbVunoE6hyHPDvj4gTEY7dMyiwkmNQ6FDqkkHoZKOLiZNxiFYvntpk0gd+HTvKLItvX1NGCH4MBzITc7gBdG1KFUgzAwRWpxwxPaS9WKOoCBXkVznmNKAc7jomVcV6/WK168+4f13nlAPlirXvLh+g9Y5Znaf7eun5DqjEp7lcs7WObq2Z9PXlCpipEHayELn6OoELQ6c6JrPP/s1fuCDH6Z3llef/Cr3zr7B6fl9Xr1+yqz8GjfdhkVZst+d8vrlxzx+9CGvL3+XxZMP2NaXNG3NevU+2azENlvmZwveXNd8+tkLmuycpYq03SsenZbcX63ZNS+4evUJ733445yfrzAmY/3D79G+eYbUCz7+3WeczCUX9wRCCZ589IOgHf12xrPf/k0u3nnI0GwpVwvm84Dpbzh/skAUUN5bc/vJnn/6Ty45Wy15cxj4bHPg/lmGaPfMyjmnpSfPMh7cW/Ab3zlQZp9QrS/IxYZZviaaiByuWc0q7s8GZh9e8OmzA5fbDftYIbZvjrKDqrDEwTHL7/N684r99RvW957gzZJCN0nXJiqkGYhuT9f1+HZDbhQP7s2wApxzbOo9b64bPmsli7JgaGrmuWQ2NwSVs297OmcRxuGkYHAlmYiIYpnuMBkQQ0CKwEFkuP0WRMGr3SUhfspicZ+buiYEh8UT/AGjZwQrIEZ6YfAqkkebhkwJeZFROMN+ZBNneUYTI8ZANwiEMLgY8W6gkh2ZmeFsAi9FVtL0PeVswb7egpL0tk9M9bD7Q5/Z78vA/N8/9ZNRSoENo+VOp9yOIDxWQOYNioBQPgnHvEYEKPEso+W11gxa44zjYoBawv3eo+VAR8WDtufDsAVn+Lurgs/UfZbuQG80UXnK4PFDji1DGtAjRJ3+Px8kfTVQWoP3kXyQ7DCoMvCXhu/CysFcJ0CiRsRw8KltMzoxFPWMn98uGTJJq3NC5hCDxOtIjIK8VTgzdnGeaPeJEZoGh3HQsDJS2rvS0zR4RCHwPhwFmFZCAWSqR/U5PxpbTtvIi5PIBzv4eOX54E1PsfQpUKskMSd5SIyMUmmWbiW40TE0jZw6QGWTFSrERB0PIyvjBWwUnIwjlbBgdDqv3qdRcep0aUlAxscEYqYxVfm0XjcKd8dU4mOZS41Way8S6Iki0VHa8Pc+v2CX6QR8SWUfMeboSJ8swWoUcU94KQlV47EZpBACMbnLxjLTxOJI5YlRUwZHLxJzE0NEBjn2kYrH8pCQKXdF+cAEzadSog6TbiEdtIqJSVGTJmrCiMQUPOZTW4NpmbDbtBwdVfHuHoqMpdC3pMtT4nCYvjD+dhJPT00X4a4ZdTexUhOYigIT0t+naYaZ8gjdlPp7pzUyUtATycYog2nC8Wf/t5/7SkKZj/6jn45aKbKsxHqHoKFQgjzPUUIzU4ra9bh+RxvhMER8NLgocNYispIiBhyRQ9egVGpCF8IBUEiRJfcPnnmuOVuuCDHwcrNhsC6B6LFNSBAeEQJFnpNpRSYlwndHpjh2e0pZsz59grUtuc4IwSIRKOFxQlPMThFEXl49xZgVIg40URKc552TFfieYGuUqzlZrCiWZzSHa85nJ/hQM/QblFkSXE8EvvH+e/zm736bJw/eY7fdUCzXLHLHzW1LbiR5tWL7+jfQ2QlKzSmywHyWGKksM9SHV1irCd5y+Sbi7UtWp98kzwvqpuP+gyecnHhctyXEK/o6stktyDLBZrNDSMfJPKMoJfOTU5rDnquXVzz54D2CaxB6RT5fIURJ3z1FSktzteF6u+X8/ilZXhHDjOcv9uR5OpMn64fcXr9kEGuMu+XinVO6VvHiZkspLSZb07Y7dvUNy9VDMiEQMVC7A59dWoTQNEPLclYwN4bD4Ggby0lpWeSKTM04uzhjsD3bXUcMkpvDnn3XEGJgf6ipqhW984QQWCxX2K6j6/acaSCraOyWLD+l8QPaB26amkqX1P2evFjTWs/msKFpU0pvCBYfLLpcIIYDdnCIomAYOoTIKfKCum1o7TjhER4ZAjqfkWmJiIZtk0CXFJI4NpXVIiKjQpvUQHSZZZRa4p2jDxGiJEaPdx1SZWitEDpnGDpuG8vMSILSSKEZ+j3dKE8Ro9bMSEmmZzRDiwuO3g3YEBBC4n7pr//RGZhJLyD19PJNmgiFJMiIUwFwVD4SQ+TdbmAdHUXe8CYUVMHT2p79UDLLW/54vWMVBQTN70nB06zCu8DX9ZZ/u+8hvKGeL/h7ckHRKd7kApsJpC0oQoOQgn1UyZmkIlVXgbJIAW0FSvaUPSBKsBa2IYlAlyMTIEhAwPtkkRI1/97jLViwzYpfvlnxry0H/laeoVvoS0819ZYZSweT0/QYmTEOPCbI0bGUlol50SIBETUim/kg0DFSorDS8dQrWhW57gS19GS3mq2GrPUo1cNKQ9Uk0OEV7B1JlUoCLH4sFRid/t6YkU2J6bNMpc9thFlIzMngocigd4ltKUagI0kg5FgqvCtDHJW1U6DOpNPR8sgG4OKowxFj8h9pn15psiLF8IsY0WLsfTT+TKiEVtQ4IAsdjwO+Ejpl7cTE4ik9Mi1hBB4T6yBS/LkldXeOMgmPpYy4kUGMI2SIATSRXEbCJHJhAhp3wAW4s+hPGpKR2RiICJnAgxfJAj25id5eEoH11n0x/k8chbbH78Xf/zspUs7QhE+ntUwZRhN7NW0zqnSNDOP9OpZ+I+lyiBGITzpdF1K7juDF2KGbr/RSGoUxEqM9y6IgOocSnmh7iixn3+yJOuO614QItu+YVSVSCapqTutbRBSI6Dk1FV0QFKJH6Xs432GUBgasEygGVL+nqAremStQJcPQkivDTR/ohoDKDQRHGAaE1uR5zqPFnELndLag6SqClPQ+4ITHNT25MQwipj482Y7MwEdnZwAIOUMLQ93tuVj0SFWyOwzYoWCWdYT9c9QguBl+h0f33uWkPMeHgBCabdNT395ipKTIBHsJmzfPGPKc29stxhicf87Zak1ZXSCFZX12glAVodsQg+f2ZiCrTlgtCm5un/Hk0YcU5Qlt33K+miHUDZ991lF3HTasmOeBl8+/i1GKH/6xP87li+/y2WXDfPWY3bMDMkbee/Lj7OtAkWlUDLS7S5TKkFoRekG+POGsADuUNLVDiy2nJwWffXbFwyePicrSDJF98ynODghTorPITGssgtvNhnlV8OT9H+PTT79FVpzyvatLfB/IZODRw3eosiVN12OHPbnvePRgzWANzg68bvZcDTA4T9e3nCwqbuuWKoMiLzhflPTWo7ITdvsD+8Oeob3m0Ho+D5JcNskRK16htU5NZP0A0tJayU2/wdpkz69mC7qhY5ZnzI0ixoxrl9i/0AsGcorgYBg4nVWo2KHNnF0/IIjIOJBpRWRgbeYoKTEErNBU+YzGtnTtHqEq2r5HeI9FcOgatEipz3XXEHXBmfbkMkMqx7LIWBiJMSW7tsHIgNNzfAh47yiMpu4botT0oUXLQGEylmXJru+OY+kftHxfBubv/Od/OqYvpTfbkH3x89xPDgxBHjyrOPD+IAnC0saMd12NUIJLndwn58PoCgkC8sDGGb5VljwZBh6LDh2HxMUrcWfrIQ3Gv5ItOfXwoWtTLstJz89untDPIlErctfxpw8Dvx0yqrjnvdJBs4d3FVQjS2FjsnuEUXQafCq3TI4aq1MZp1U0quBX3IrXRYE3NhEbEnInjoOAlRwb6k0uHOkgJd5+cXasSSzDJBSdtJ96bBZ51GhgKV3GT6gtVLdwIsdaCmnqHwLschB9Cp3TMQkwDj6VmAaZWJspQISYNq5jKil1WQIanQCqxJ6YQ/o8TN8T6fcTvB33OQHYcUR1PrU+kBKw6e+ThzhyZ6V2gJqBrvnVq0dcC0WUifnwPrm/4tinaEBQDsm1A+MlE2O4nUi25SAiXgiyEVC2UyBX5MjUhBjvmLDRQi9HS3IWI9qBUWEEHSNAGUtTUY5SoChRPiJEYmDMaKEPMtwxKfHuOopRLqxI7jilkkYnjILzOOnBRlu404FOBkqXyq9RppJpZdPt2YuUNTRt57iMLFLa5/EeGtHVINI2J338sbQU0zrCxCSOl0i7tHJvkqMKn0pb/+H/+ne+kgzMv/lXfzoakzGXMKtyhJlzeXvNVRdw0aLIQHlUiIjoWJqKgz2QK0lZFAy25XS55tXrV1SzNX7zjGy5ZnnvPYb9DfPVPXbbW/ZNjfUd66LES8/rOnI9DgLR2vRceYvMFsmCKyRzU5Ipwa6uCUQqrZnlVeqFowR26CA4ykwz+IAIEa2TjdYLR3AOIyXrzFNmBWUx5+r6KaeF4sE7X8MNe158/jF5NWN1ep/XNzdkQqLyAusD9WGL0IpH9+6z392wq3vee/w+nz/7Lc7XjxisxTUbTmcV77x7SlsrnCgpsshmc8vrzYZHFw9R0tM0WzqrUbLDmBUKh/eOEAdOTs5RSuKHW66vdyxX58yMZFAC5wWn5QntsEcagQiGdhiQWnB7dUUIc9ZrxflphTAO29cInfRdfevRekbXO3abK+7ff4/nVzc4qyiLAaMGLs7eY9tn6HBNCNAeNmybmuXiAWWxSOei/YTVyWOy2RkvPv82kGziN216MJt6SzM4Mi3o4owik0RnOV8/pOkPXNUNm80BjObQ1IQwcJo/xIVrrO/Yd4IyL9jXDU5AjIbBWwptKIqcZr+nj5EQHesyo8zm+OjomgOdEOAk1vdkWYHWJZns+eDhfUK3xfYdn21qgoCgCpYKinxB3Q0IEXChYV6ekCmNcwO73rGsZmz3G3JTMNgeFwIBw23dEqTA+pbCFMzziqbeYoxmlp8gaNEhTaL2rsNZD1IxeEBoyGe4tiXEQEakHVqIKfxOK00bLEpp8OkdXf9/f+0PfCd9XwDz8//Ff/CFD8NbL9SUJzG9yAWFDzxxlkslyIWgi4qT4NIM0UakEhAVSgaGzPLBzmOU43Wh2UfFg71lNal6zVuCgjCWLYyHTifAAcf0VkQGheJ2X7AuDgmgZGPoRhXG3j0uTT8R6fMupME5jmWOYhwVWknyVJNYhEKANfzKsOJ1nh9z3CC5SianyviXtFtjt+ovL3LEbVGEtCvjT7XwSVs7/ndnBEWAs9DxL5fbNPpIB4VPtjI9lnDeiCT2LUjH0kLqIC3uBLd5sv6iR+pICOhJoCKoNKL51LguuYwYnUhjmSkypv/CUUXiRp2M8El7IxgH1ZF5ieNoqUSiAqwC2UHMwM342dePyExNRGCjTKXHsezSSpGA4lvnz8s75kfGJHadnF1CpHOa9Fdj0WQs2UxlkmPwYbgDAgUCg8eqiIhJpO3Hwd+N6x1kxPhkmxYIZEwAyiTP6vH2HMaHIo4WofhWGFx4q5Z0dDMhQEA1pGBFL++AT4zptg06XeJjD8dxx4W4yyNK60wrnUT0hHFdX/qdG29POf7trkO6GI89HYsMaRt/8X/6arqQ/tR/9XMx2IZSS7TR/O7lFY2NvLs6oxSWIB0hSEL0zDIYBhBaQuhZz+cU+Yw6KN40LTE4RGgRcUkQjsIU1PsbAgPRBwwepCEozcoU7IaYnBfSJoZSSoSeYV2ka/dIrbHeU5YLuq6hsz3OeXRe4IYDmagQviXLS8LgafwO5RTr1Rm9a/F2QOmC3eGWVZXR20ieGWT0nC5m9M6zub3ko6/9KJvNFW1zTaZnnK6XvHr9nKpYsJ7ltG5gXpR09YbzswVvXn7MB9/4EYpMcLup2baW15uk+fPOcbo8QynNvu5xrqVta5RRxG7HqoK8mIEq0Mrz5N13ycIeOwxU6zOef/6Cl5fPsOEEyecsZ6c8fPB1nj9/yoMHH6JNx73HX8e7A9GBH/YIIan3LSfn7yCrgGtq6psD1XJOdBYhC7r+iq4dWCxPUCbn9vIl67OvsdvWVIXCDi1tkDx/8T0eXDxhWWiKkwrfWv7JP/sdHlysaWx6E7VNh8kLSh2ZzxdoXfLqtuHpyxd0NtD2Djk+kEEW9EOHUYbT9QqcoLcHRJA0XYfSmqYbyOOO2fIM4Xu2bQSlWS0qROg4qWZ4veTF60skFi0USitU6BiCYVEp2rpnMwS2XpH5hiKbU9sdDxcL7NAS1Zzb3RXr9T2WKk3miyzH9x27ztI7wXW9Q+IptCS4lAuUZQVFVSFVQdP1SBW5vNkTYuD0ZIHrDmx6RxCG6HqEUGRakGtD7waEyKiHFhfA2Z4hSBD6LmRUmiSx9EnYG0I4zoPDL//BOTDfF8D8zH/5ZyL5gOkkVkrmLmBzjx80KmoGE9A+UgaPVZoyDNiQJfJEwKAkS2/JO8Guikgv0V5QGMuqHSiiZOYspeoY2owui3hZoHKLtxIpFQvnmVmbAMvSJpBhutRQSY3TymwsfzQBihyCTWURbBpEzVhqUToBmN6PnHpIA7ccdSWBxNLMVZoC2wAqg+6Eny9ygsyS3idGfEyCZAAVk/1UwnGksnmP3i/ISaWhwkl2lT3asbWX1LOe+V5TV4p8rIFHrajCgBWaP9XvoLpJ+1rJBC5cTIDjerSlqZBs2MKNAAa4ESkaeSFA9SNQUekc5jrZpn2AziRAMqEyQwI6kw/3LsY4IQUxClQIMBOJqfHhTvgxAbNM3rE2vU0lrQg0gDK024Jf7C8oZcfXbcc/WpwgQmoWp8fgwzDpY0anTZhE1Srgp07a8JbmaATVbze4A2IQ5Ei88AwjTpNSoEa3z6R/TkwJyF5gx9tEKUE22rOD+v3rPT45MRL54ufTOie3nJKpySRSjrbpcXth0q/cgaK3VgukBGM9WsAHVNKdiRSu53xASYX3kTBeNxEkJvovaLcAVEhd5IWYUoz1EXcCyBEY/YX/+aupgfl3fupvxGgDQWnaWPBoFlmdnFLJgkFD03Y4kROjo2n2vLy9pUagydEhMSVBwL25SeXNtgN/g8pXyQkmFSpfsjk0WF8TvGEInuV8RT+0iXjudmghybMZq6ogM8nGsO9rBudZLRbs9jsyKakPO4TS7JqOUguEbVgsz2iGgZmC3vWsl2eI6KmtI8ciTUY/9Cngk5Qb41xgViiU0rjmgDQOIQwBWJUZRZEjgZOzUwqp+fTz3+P29ad4ecLi3vvUTZccT9aNpe6e1axKLqdigbUDzz//mPMHjymyyDyL1G2Dyiqc9wjX8vDxY65vb5ifPESJ9G4P1iHDgMwPDL5Co9hsWlzQvPv+Y4QQXL/4XRAFIkbuv//H6A+vaHZXWN8wW98nugOHW0uWrwjC41zL+f2vEekZugYlJELl9F3D0N5iB8fZw/f5zrf+KWcXF3ifI8yaze3nKFlStw2LoiLQ4PG0reNbv/0tyuW7WKGIUdK0O3KtOF+vicOOIRY09RYnNERBpjO0ySEcyJVCyZZSJwajVWtmsyW77WuU6siC4Mnj+9hwwqcvn6X3qOuphwgmw0jDaRlYzSoimqg9dpB0fc3QdQwBFnNDrg3LSrO5viIrzxDa8Kp2tLsDm7amzDNsUKyKSGcHClMhhKAPEt9tKYoFfV8jtKbrB0KU7GykdyE58UiW5xg9Lgp62yJEisoQEUQMKK3GFOg0TjnfM7h4DEmsh+TkCyFQZCqlYMeINBm3/++/AAPzc//1vx/zAeZEeiQ9ipxIkI5Wa8w4/s+9o5OKRkIeIzPvRhpeYZykMSnDpTapQ7BxilJ4KtkTvGAVe4pa0puIQhD6kjcVHEqJtrDqIw+GHbn0fF4teKd1rGnGmf8wRuCPZRYtk8ZF+BTNr+UY7RvumIfInZglG3UhYizFyJi8z4O+K4VQ8m1f8qycE8LYg8mneHmvU/pvkBEVxNH6KqNhFjp+wr8BOeMXsgInFHIceK32OCXQVrHuBgajiUSU8QxdyQPfUZiej2yAxT6Bj3J0CjUiBc6JmKzQi5FlCuPxtiElobUOZmpM+HUcW2P7caT08c6oEhiT9+J4Dt8eTUemyqkEeDISmOphFHSMQAiYnDWRdC4zmTp+hnG7g0zgKo7g8uBAn/CLhzUhpMC5SaMRYwIu8S0mw72lCUmHMgKAkNgEfWw1kTBVYyLKQj4e/oRDprLKtMS0wSN4qUZgMQGdY77buPHJJJbyY+KdVuj4tcQKhbfYk+AjIEeb9p3OZ/qcyNFefXdRIOiIcgnwDEIeO1+7mEo/x/Mz1rNUSGUlP2YTmTgJgMOxApWO94tW9Emt/ef+x69mCelf+s/+doRRhz7UyGjQUtJaUFoTQxrwYxjItKYqZoShIcsKgutxQ52s6kbinCN6Ret7tMpRwWJCYlBiDJTGMJOS1XKGCIaDgBgcfdOyb2q8jZhckZucvne0wRFDR3AdSIn3gRAUWlhM7FlWZ9RdgzZJPFkfrlBqjtCRvqk5Xd1H6UAhe2SQ3FsUZMZhnUCEltmsYndoeHD+iP1hw2HvGJCcLE+53Ta0TcOyhGJeIX3LvJrz6ae/g8QziJx7yxVKB0LM8EOTGuiWM5ZLgbVLXr34GK0cnQ+clEtEtib4S6RcsV7f59mz32O9XlKVBbOTBdKUuMHw6s1rzs4vyPyAHbYMw8DJ2SNct0OZBU0rIXbMlwuibOiahmJmQHh0cQ/bvSK04FRHPrugmJ9y++y36Jqatil4+OB9nA1kM8PhzUuENBwOPZvtDU3dkeuSQ9Pz6Ml7CLtFaUdRLvCx52ZXEFxDU9cMvoMoiM7hokjAcnuLUppquWJZLbnabOidRwiFCAPR13gqnCqhP6BMZFadUbcdwzBgMs3MOLSUCGmouw33zh8Th4H2sOV2kDRdTwgDUpVkeaBtDoSoOJmd0NRbLAJrBY0fEATuVaf0Q4fQUGhNVSy52lxj8oJDe+BgAydFRSUCNgQ6n9y1zvVkJud0XtL0npvdlsEr4tTKXimarsZohRYC7zy97TDFKgUmjjpApTSEQIwp0t0OHaaoiCFgvcfFKZ7EonWFcw1RGIa//9/90QEM/8m/HlkOHPqcodW8mmdIHZhZydOZoGoTkop5T3AGbM4ZHSu1p+sKQvBs8oLrMoln7twPlgpBH2EQAicETkqUEziV7MVGDMz3BZerASHg/MbzTuN4faLJ547Hh5q9VRAFRXAUIaSBV/g0WPc6lU/mASqAkAbZAElXMw64nsRA+AgYxo6QienIVBqkTQQFv1Zf8GZecG+wrJXlE1PgYyQYz2yv6KWkn0PZwm1p+Is3V0lfoiK+1Pzd/j2s7ClrBTrj3xo+gxUwKL7dnXNZRCxzfsg95bFoU/uAMJbRREiiiNJAndoBpMXDiU7lsiDuSj792GjHC7iMcPEWQ3CsBQqO2TFSjCJekcTBQY6si0vdrl1MAMYzlojkXalKiiTqndCQHtGDdFCOv5Ei9U7qfBIMlyKJfAUwBH71+j57OaMT4ViadG8N8lPLBvu2EDWOCdAxVapi5NhNWomY0ppjRCuBjQKnIlmfOvD2IjEa2QhIY5RoJ445P25U3k8tB+LYe8KNLIdxI+05nr5+dC05EVPvJSWObiTp7gITvbrTjQFkX+7zEe8cVyEkpmRKoZNBJNDrUzBdr7700y89y1O4453l/e7yS3enlZlC+uQYY/CTX1EG5q/8tX8QATrnUGPEQ+t6bloLrsEHA0S0FvR9jRISRIrpL5XEaEkXPEoKlDQEJQh9BzJjV79BywopJHawqDAQYoY0JYVoEVKx0B5JQessJ/M5oqt51e3xaEqlQFZId0Wlc0ye4aOlGQYKUVEoT1Gt6LoG6xzVbIaMA/eqGX37hrN7Z1RFTrADHQ3KNizPPuBmc8Pzy1v6oBFyRpUVbPfXBBuwoSe6FqNyzk9mKN2x3bfMq3soCctFjggPae13WFZzBC1BKGS0ZLkhSklWzdi92jFfLSlmZ3z66a/zzsX7+NCz2TasTwuy+Yp+2DBfP8LuGtDQeE/fOsoi5/TRQ4TSHL73MbeXbzi5d0qxekjoIn2z4fWr58yXK+bzHKkKbH2AcosLlhgL7E2NVBWYGVebBuccfghsB7Bty9c+/IjlrODpJ/+YB/dPOFlfMPSaevOSPKuY37ug3uz55PPvgcoZROTx2nB7iDx9/pSo58zzMmnWlGLwiR2P4YAQktws0AK2zRZTrGjqLZ0dICii0FRG0A1dcqBpTbQtKi/o+oH5/ISb7WtKGaiUR0p49+J9vv297zGQ46LEWYe1B0LUlCbikVSmAKCzHh9aikwxuEikRJsZSlraoUvhqtGmEEsh6dF463G+JssMMgh8jJTlAh18aq0iIqvlmmebG9qmRioNXnAIfZq4l3Ocq7HBEZ3Eek8XHEImcOKtx2QKCDg7gCiZwjQHF1LOUvJApVRy67C/9N//CwCY//RfjQw2TVeNZMzeh5DR+pJ/XuQgkiBx4T0P+sA9LDiBzwWfiYxaCHo1vvzHjIMgJcYGqujoZOo23JPUkypAS84s7ulzzbz3/HDvyPLA2LgjnwAAIABJREFU58OAI+eBd1zJkkrBxdAAjr4GoyXWOUwm8NGjAZHJcUAeRxrBqN3wd7H3qQdB0pJYD1Fx7AMUSCJgxPi54dJXDF7yiSloDVQhcs9GLrOACRl/otmjqwC2TS0Crg1knoOY8d0y55qK+7uGH57tYDGGvh3OOLjIfOFSLsvMjiNyhGDSoJ+N+9+PepUWMDmsbNLI6GwsDfmxcDhmumwMVO6u8SIjCyXdSEWM98aUuitDOgdxZHcYS3BhFJ3Y6TxOmhdGe3UcLdqk8pZxiWUJpG1b0v4gEzNkRqDoJewi/6g5ZysM0kGQSesyVaKmsVpPQW8jg2J10nRomwbwZtJIkXJlYGIfxJhumwS+nsSOTJ3VUSPxNp6KKQDPi+mcpcWPLMWxVKWSrnr6e5DJifT2YzWBFyE4JgNPzBFvZbfA7yNykvh2+uMI8GVMP/Nf/jJf/u24zvD7S1NToF86xnQNp9X95F//ha8kgPkz/+0vRqU0egx68zbZZNdVhvc1RpdE1xNiIFjw3tHYFq0zJAMyFtzsDkgtaVuLVjKVTJsDuc7ZtQ0BTykNrXM0NiH4SA5iYKYUh6GjzAxSGpSMmLG8kWmFEg5vMhZSYjGsc82jixV5Fri9fkkIMmlKgqM+XLI+fUS9vyUvcmZ5hc4L1usSayVBWrb7HV2t6A/PWc4eIHxH27csz+7TbG5Zn1Qs1obgEgLWZY7OV+yvPwYGtPn/yXuXH9vSNL3r913Xbd8i4txPnqzMquqsarvdTcs0CCTcIBkkT/grGCALMQEz4C9ggEEChCwkZGDMBFkYWhbIArlshOmWcHeXq7oqMyvz5LnFicu+rct3ZfCtHXGqXV2oGVJ7EudE7L3W3muvtd7ne97ned6K5BrIR3SrUfoRCMFhf0MlE4KKq6uelAbW3ZKqXXKzvcTWSzZPDdvrHdFJlpsltlqDq3j7/h0PLx4ypYFuWROHSGQijoGcNMYEYhKYuiL5iau339AsWkZ3zfmDT0jJoVsYp7d0FxfY9QX+Gg5v3hDGW9qzh+zeZIb9W1TXsVmc4Zyibi1f/+ynHAaPkZKnF+fUy5bJD/zxjy8JcgVoJn9JjiO1rWm0pj/uWXeCEC3erGcmIeOmHUpqlDbkqElx4sH5Obe3b0rihYSmW+GDZxqnkuNjEk295KtXb7B1zYOLj7i9vUShWK/XvLl5z+Q8UmSO/Z5aZSqzZueOsym0nBfBO4yCpjLUxmJMxnuH94LDNOJdwFbdHCgacaEsp5I/EKNAmBohJc6N8yxfiZaSMWYyEa01xEyMgZyLNjNngVIaHxxSWvqhR2iNNapkn+VU2BQ0ITGzmWC1ZXKBlMGRIAakrErgXc6ElIjBM/3gv/qF96RfaqP+ipaP2QOZuQk/v8rR9IqPHXTGczhqLmLChKEULSVQGb5TZ7iq+fF6gQuapAJSZrqx0OGBhEexGAM+Crw2OAO/Ft7zYjqUyqVzaUEEybcqUUBBLWj2ka3XpV1kNNXSQ/BUFlAJOQBNmpNtBXdhJirP7ICcgcA8TjolWFFYF6fgOLMSVYA9JZ5fSPCOx9FBllznB/xufzvH7Sae+I5zdwtNX5bHOcPRFAanSiyOIwvTkdPIb6RDKebZAhHiNYsETLMw1hnojsVGfZwnVedcRgEIVcDHhYU863/ySY8C8/TC0koSGTZxXmbPUcExnuw6FEvUDEI4aVlEyXg5DQrUFGamF8w54+CYufb5ZEmUbZ2YMJXKc5MozFHM90LhIYPzRW/UGhAeasW/cIS/0xragyuWap0IoaZJOw7WYFxGxoreAtKTUTROEASMVcZ4RUUk58woJZNUs6hXokQixUROEhEz6YRcXOkcVjMbpIW47yDmE+Yr77/goAI4sgQhBV5kjBB3gOaUYRP4ebwo71pW5Ty0Hw5+mh8lgUbciZJTLvEEyc6sEqIMwsglF+YkecqnflYulu5Zyg1C3JFpXmbMjM7EDOjIxRFVcw8U/5n031+hx6aryugAkRAoVG1Lsm0YsFbQu4GIIvuSgyGzwjQLdMqYKhNd5umzC1I4ovQZRsDt7oZeSESaqGVGmw3HaSSpEsbYmoaqsrzbOs6XS8ykcGFECaispRGezVlHVddoWWG1o0oJkQdWHSjhGPd7zlbntE3LNPaEIfLiW9/ndv8VH333U75++5a3o+V4Denla4SfOFsnvv/r/zLHm9fc5DUhBm62e148XXNxkWHzHJQjhpHtDqq6pbJP+IMf/ENss6Fbrnh5fcOhv2bVrmls5nvfWTHtviKEFcf0loePO5ZnHcOwYMiw2jzhoq6ROhNHwbLVuHiDQCGbyDT+jNYMTP2RKGrEQ0+eIrv9S9YPViit8Dee9vFHpOCYri95+MkLwLHUG9rna1KamPojrTunffKCw5ffECU457D1OTJfsDi/Qaqn3G5vCPYJKb3i9mrH5uIT9O3XHA6Jz18fOL68BiJSarTKeHdFZyzKLDA24MaRiwcPsSkxTkcaOeHjhLaCp9/+jH73isXmATKW1t525zCpIZOoqxaVM2bZMvQZlzzeCa5ub2maFsHE1eWPsc2CPB0IU+A7zx7x/vodlVaks5pH5x0iBnaDZZw8N4eM8yMxJiYaQprYe40drlkuzrC2hpQQtgaVyLGM7zFJM2ZPztA0HVEIamVmVnu2YQvI45GQVBmjIjNaWoIb0KZiGkcioQwyzoHz1YbDdCyCXCGLCcIsQRpUHJFCIfJEjp7OGiKKlpLQnjO4OCHlnMdUNX/mNftLGZgv/sZfzevbnnPhYJGhOVlEdGmtVBFCRVkfB+7iVXWeWx4JkibVLe8CpCw4P2S0dsVJEQV7oXlfWaIqepmbFTRDxV9ybwo/X1NaQqeVvxZl+ekU2SmEmLUqwpfC6dO9hVdLUsj0seSB5JwxoiQiZglKFKovxaJJoEkl/C1GyBoOqViSEQVExTx/9iJ87fWCVt0UHYqihOQNwGYGBCcr8wkg7df8kV1TBcd3GSBMBfwsREn5i8yiixkYvJiZEjHN4XCm7HucXVadKToXIWA9HxufwZ00KzNoC8xOrhlQnFinBHdBIoLyXk+MleXeYSTkzEjl0l7zFAATZWnLSTHnyMy6nErMrahYcmVO1uucy3EYZ+G1mDU7zhWW6Sbyud/wle1Y+MyjKFimkX/cdixiYGsTImqex569tySlGETCz8Sgk/JusvKfzjQpo5zmydZpbvPMIyCCvm8FeYrhrbRV7t1N91kr6W4AY/6ANcnzDs1sh3bzKXOngZlzaOKsGpa/4LKLnHDl/X7jB/qfuynS81ehZmHOXUq1SGUC+gcf/jQDqRyjgq5Evm+bCcp2TjlHAH/tb/3eryQD8+//t/8oA6Q0IURCCQU5okTk8vUrnBtZrDaEmIh4qrZFsWQIkZdvbpgGx/vtNUnVVEqw0CP7vMQ7T4wBqxUyR5bdGqvLDVzpFddXLzlf1kghkQhW64c0MvHwgWV3DCgNRlv8NNKHyM3uSI4BpSp8buinG0QqLXulJD4lDocDx2GkXZ7zbCHI+oKGLdIo/LArQZC6QQiojSBjSCiOx21ZSUdNpQZSljjvQUhMbfjk0RmVFTx7+oTbq6/p+z1V95BpLInkyWRCAOcEWitSOLBQHqHh6fOPSN5z+/4dm48+mkcsKEiWML1FNZosMkJlQjWyWD0i+iNj6mmaFiUXxKMkjh7CmsvXb3G7G5q6IzhXQGJTI+Qe1VbI2mG6BdP1HhHO6W8P2LqhP04IYPPkGcP2PT/72UtiTjz/+Nf54qd/hNYV03DLYvmI9XLF8XANjGzOHiJTRCtBf9zhsyEON2gjkaJBSk9KHm1XZHnNev0pU7/FORjGAcgsu46qqpnCQPIU+/ksZK0qS/ZbtLFl4YIl5wTSMg0OFw9kYYkRxnHCaoGxHZMPHMaRLFt0PiLMgsPhgI9lvpyUkhwTQheNZ2sbsj8itWX0I9NUEqONrSBSXEdK4pJit79BaQspI07Xg9JEIiEGvI9kobGy0PdGSZK09MM1xtZIqfCuJyVBkIYYwYdAyAkfi+OuJP7b4kaSBu8HlDClVMVisb/8X35xC+mXMjCfjtsCIMxc0PcahKV3Elt7tFMFxDCBMuSDx6WayjgQFSTB+8rw4DrwoBNEfJkxGGccJBS7riJUEjkJjlKyvp14bkbIoYTN7WLRTsRYWIFWFX0HGhEmqGvCoZxUEEpRHjWjjKSp5IiMyqOiQgjB4CVKBGRSWDJBCISQLKQvRd/PymQ5a05OQwJjaXHhZjdP0rT0pa2TKABBxwJelIAjhc2RzKyIgGbkLzoBYiifaZpbOKOZ2RiKyHUOdmMby4ykzhTA0IdSGfsMjyzkAWQ1D/WhbKsS0Ks574ZCFeRUknY/FNpC+X3mDuwhZMmHqWfKoJl7FWkWQOd8L8RNM5gh3zNlFFBKmAHdSdwa5ue5GZiZUL7DagFvy5iBeXwhD2NC+ImgJD9bSf6V24l/feuh2cKNxfuaL5eK34hXHA5rfvBc8emlIEtPRLJVim2lseG+8Of5MIS5q+U1ZYDo/JQ7lz1zu0eVcQZl1tE94wIFqGQgioSUpY+rU77rE7ksYcZxXty3ZRSphOLNz8unwZUzwEinrlyewU4ugOPnLtBZEyRmB9RpztYJpcQkUUBSmSpEBpMRPrJMntfxjMfOM7RxFrLnPwVuBFHdZ9z8Kj4ergxj8giXgYiSNUJUBO94/PFztFBoUzNNJcvk7bXn8t0P8alFzALd5xePSMMRFwIiZC5qXcDOYoOVLWdLz9n5IyojmbxHoBiewO7gudodSclws7/hKCHXT3l/9YYmw3FyPNtsyEwspEHWK95fH6ibSGcWHA43oGpEglpmuvWG6kExBng/ocIrgpCEYLBak+NEoyO17RiHPdtxi5CGdXeGUiUIL6UHxHRk8eSC6B3J7Tnsb2FREf171ucbFssGZSpyKIytVAumaUILj1SWGM7ojz3SGra3iRAdQxCE11esqgpjDVlekYJg/35EqgW3R0cILQtzi2Di7OxT/uSbz/Hja463kYtHjzhfvya6kccvPuZ49Yr182+xf/MWXRlkvSA3W+xyhVQG054TDiP1UpMnWK4bhDZcfv0Vy7rjyeNPyXni+t03rBYX5DySx8i3P/mYL37yJxjrWS8v6PeOw/FIVSuSS3SLxGE88uzhBtNm0qix7TNA0B8k4+GK9sGGOsFGnTHd9sSYQUaqWhOlK4xHGOnHAZ0FVCtGN7KoN4zjSE6B/vgNdbsB87zYi8cDORa78hQh+h2tatGtYj92CDQuZnzQBCaMstSVnLflcJMnOIepMylmYiytR+/nFHKZiSHg/YS1FSFAZTtiOICS+BiISeK9R5mWkBKTEAiRGHwgxh6yxo2BjIesi3hXCGJ2ZCEhJaSskbpGJFdcvWFAxh6jzBwqmiA4kvqz70n/LyLe38kpZYJSFIecQMhMrRUYNxfDmX0RgiuhqQN0QTHUgobINCoqcSytgomy+s6lheMQeK0RlSQHuPKaXiVqLejGiXX0JfblVChryk8lC5jJAnrwSWOigDoxjXApInowKFlG2k+pyEJTKvoHTcIisEQcoKWk8grbJKhTqWhZgpij9iV3y9wpRPyy4V1T88l2RHYDkO5Tx8Y0J9vOrSqTy79bUarkQZbjZedinz4QxsaZJTmJZOtYmBVFsSAPeQ6hs9BEuMgwliKKmls9MZfjnGfdjJBzi2n+90k8ouQc9z9/hSdXktQFYYpYbNhmrsKnOU1enJS0BWidwJaMcwtLlZ9azLbvdN+uyvPPdgZAXs5MTiyZO0MHSfE1mYMRPHCGh/mq2LBjgsHMImBd2MAmkvoVR5FYBkB4Dhj+2C4Z61KdUy5BeKcuW0qqAAuRZgBzD2SYD8NdBFECM9Mtp2yak8M8ipPmJRV8f5eJJAuOm23ZSZzaPzNwObE2d0GHv+Ti/HBGAYX9uf/PfdbjacjqDCFLnE9OfNc7PlkfoJmgr/l7+w2g7og5+QFbpROIVI7Vv/G3fjU1MP/W3/wfcgqB4LaAZb05J0bPYUgM+1suHlwQ3REhJPvra9abBj8dUcbTtI9pug3b3YHr3S1WwePHL6jiAZQgioqqatiNmdubW0RyuBgwpmVhNMlfoXSFSAGtDUov6ftrNus1IjlqWzMJeHPdI0LCjz39FCFHQp6nZ+uW4bDDmIq60gyjJ6QAskGIovo3tqEymWmakCSW9ZJ2UWNkoj+WydVtd8bt7RtCapHa4oIjxgmTJv7KX/1rfPEn/wStQUlLVbdcPK3xhx1SdLj+DQlN1a1QpkUoDVkSpmuic0h1gZsCX7x8ifcN01TYKZEjXSXIOZK85+Hjj/jm5Y8I04RdPsK7CKnoU6TKZNVScZhZl462rRj7Lat2gV1o9HIg1z24gB9ajGgRWZMT9LuJEBzdakHVrRDKFN3FOBKOO2IY2B2O2MqwfvSI/fuXvH9/g3eeJ89/g/64RemWkDzTuKMyln501LaDHO/SJ5QSkB0hSVISxDBRNxvcdI0b3vPk2XdJKXHYvqFu1hirePv6SD+OtIsFpmnp+55aWfaHPYNPXI+CmHzJb8rgYmbdNEzDe9aLM/x0wNiGhMWnzJQzbhqxekWMAZm2GFMRYiAkj7UdZg6hG9xIDBltaob+gDE1w9hjqg4S+HjAaFta6tJgjIIQcKf7Ty6AXMoyUiDl4mRi/p1EENNcy4GYImA4+iNZGDSlXGjdEObhqWnOunr79/7TPz8Dg4dUa95HwfUkeBwSq7Uu/nwtIAr6XtBKAwtNdND4AWyicYXJqFpK9RgCqNKDyzEjTKlJTQxkV1pEG63AFNeSD4pFdwP7IhDyymGPubR4KCLVGBVOSLTwnHJGKgEf1ZYxB2otAMnbkUKt9uWm38SSgWBrSWcpxZYBpJ01HS3gSpGNsrRlKgHeU2nLEAVrH0r2h5OleIdcWJUk4BjmvoKYmQ1mJieVdlOUJfI/zLkJibnlMitUgyzPXwDDVFiWkMrXdQzgQ3EeHQOkCeb5KXOy2txucnPFnlfc8tTuobAxfgZQmWKzFhSgJTLYOQ72SNEFqXmYjosQ7X3QXWDW1cyfM1Feb2aAc5zL6alfcvI2H2ZQc4qxDQp6CXkPLHnhPETD7pBgY4vuSdQlvyar8r5Faa/JfGDpa6Yo6bVilRLf7nfcLkEeNcdGMFSW7hB4daGoYhkqIEUm+USUEvS93Tnn+86ZFBBlaf2crp5TuybPbRgdyyEM82fRMyYUsgTgWRHvQEWm2JvLlOrSJgq6OJTC/IQTK5Izd46o04yicMfWlHOqimVbJxDkKsVfTm/5+nrDWAsWadYxOQE68dtpx/+pztGinGd6/ixxPlWz+QAg/Qo+vvPxGatuTRa5UN7B03Ytw9HjDrcorbk6lJu7NA9LGJds6XdbxP4WKXfsj1va7gF+ivzJ5y8RQmJVxCeFkophONA2C7wbSWkk5yv05gIXBOulwudMTpb+cOAweXyeGIeBuooIXfH+8i1tew60aOMhe3JwtFWHQ7J4dF4yN0Ti8Xk3a+QsIV1g4g27NLBeXLBun3A8XnPWdeQ40CwveP2uZ9W0pHgFdWDZjMRwQOuGhMNWDa9+9D/hbm9Rqw3d6hnT4ZbLnxqm/poQin34/Owxr95ccnP9kpw0Pu44v3iATCvahaA/DtTpiN+9YWnXZFXs1/1hoK5rZA589cUPWXQGlyueLAybi66EsJmO7HtutlecXTxDS4MbJ6wSNPUDpJyQKhJCpMpLXLxFuD0+7hl6gdYZpRqsWOCPB45XV4hxpFo8ZT9ekpRk0T3E1BcMw4581eN6g6kuMBW8vX5HypFKGI7je4yxECOb9TnDGLGVJPuRMDp6f0SISIxLUDAcEon31M2a9abF50R0iYuPfo3kjngPzz49x3tNXS/56usvmEKm3Twnp0t0lsh0S5UNxliSn3j57g3vfWTKhqvLLVlmRDyA0OSUiXhy8ghV2kQIhZ4CUgqCB+MC+nDg6I7ILKjqBaNzKNsRw4SplmQ8MQe0boCINhYwZKHxZLIIZV9ziKsbjhirkELRKE3KCqnLfTfGxJRKKKnKgapb0gQB1Pg0kmLAhwON0aQkcPnE9P/ixy9lYI7/9r+Yr11mQGIGg6kSQpQZMpWMIGBpZ0BxGtoy25+Y/140K7OoIKWyklc1MaZiXdXl9v5KK8Qh0FYVnEXWYyxx9bPY8qc7RbVtaM2Rxoqi0NcS0SXAlxu1UUULkzL4uoCmxnB1JdgBKShCFqyFp64URiYaEZFN0bQQ5iwVK8qSO30wFygxi3rnEDxviHVGjalodO6Uk5QCf6f7oPz0FIAjy99S0CShmZxHR6hOvQYbZ8FGgsXc/glyBq1pFvnmwmjluR+XZAEJIs8aoOK1n9OsStW1s/BXzozJSStkZIGxUpTjVVNYlDTba+o8u7VmjYufjwWUz2wojE/K5XNbdb+P0+dHlL+dXndqWcXZ9qPlrNuxkBXXskwtdUnwUerLsTi912OEUAKjhBGQE8eYufI1UwNYjRWScQwEG0jKcNQWGSJeSBYpMuRE7QwHEmMlkR84l07OnJzzzwEP/tR18qcvm5/PlMkocZ/Pkk/bnTVAJ0dQSiDVbLGe/34HlfI97ju53sW8Ezdv7xS+d+rW/XO148F+C67iR76jqSY+XgZoRpgEL6/W/KQ1P589Q9EE5XzfJvvX/ov/9VeSgfl3/rO/m3VVk61ld3tDJWuGYcBayFM/T9gtWRZj75BaY5oKISVkz357RVM9ZBCB/e2eTdcy9AeaqmZ3OBJjKPqBGOi6FUppck44N3BwRZchqXAxoYWka5ccby8xpsWnWzbdObvxwKpuGKMhxxuMWRByojY1LnisSkgl0UrS1hWVrRj9FWePH+EO12y+dc7qvCNOnkyPlB3+2JMnuH77jkX3CKUW3N5eI9Q5+90VslqQRc202+NCxI89iYnKasZhRGtdVvXBgShZKKuzNY22VDYR+rdUraK7+IicRnTX4fqvqLoXjNev6Q972uUZfpJMU0aICSJU9RJji0BNGtBth1mscNtrwlgYpUP/isV5Q8qacbslTlsuPvsOT373Eyb3hqkfWXS/zZt/8PdR+pzt+3foVcXZg2+z//or/DDhby8x1QbhL4i+J7lYZlfZDaZ7wuhH8vtLcj4SKQ5XuzhjylesFk9IY493Pe36I/w00G89Wlq+fP0KW9tyfcqMrJdcXzlSnjhMjpAXIGHXH0lC4d2h1D/g2I90TYsSEisD/XggVWdE19PoJT5M+FNYnDQoqdB5RJCKcydmjNJUtp6ZEUgpUVUWkRLKVhyOO6xtivYqORIRKWvGsQdAS1WAi9KkFBGmI6TEOI7YumUYe/w0YE2F8xORhJKmnOd6Ft7KTJYGGcqYCyklIhXxcNYVg3NkPEJIDsceKwWJjAsOpWpyDIzJ8+Xf/c///AxM10ZsLTAx8c3Sc/tWYgx4qVGtQrrMNDmULW4H5Fh0KydnjJzRk5jbKVIX++gUQEukSHftDakSwljaKSL3AurAqyyRVyVe+GytGNOOczMX7iqDcKXCmFmDIHIpvHWY9R0JSDRGczVR0lNlmalROh2CRkpe71ta6VlbzeQllQqgfNnejGRFntmK07ykekAdLFFpFALinG47W42zzIgkiHP8e6gySgq869jXGlUH3LawJVoI9jFQD4lFDaxiaR95PTMO8xdi8+wQooANuHdVdScAmUsmjADGMOuHcgEgp+eKGbRkUY6/T/P06VkkrOLcAlPFVu5mdqVN8xkj7s+elEDpsl07P/9kQc8zUzMyF2hOVbuwKWJmo2ZGrYCkkaVfIXJApTDbeebAnuggNlwrQYiJyUOXJCJHemEQtaCpBdaNTLrhMwdGe/oh0Q7whc1UAQYSV5Vi6qBVgomE/IDJgHv8leQHIAbusoxOvzkV/VNAYZ6ZmNJRS/fOvXmjWZafMoHWApEK/a/nUQIhnwAU9zktp6yomU7VsqxmSitMIGeHlO9HvpJLWinpbODZMheBdLYwCn7YaDa+hFDCPZ6Us6bmV1n/AnAcHBtrMb7nxZPHHIcrPv3up4CmW5wxuIGsW1JOxSary0KhMjVhuuasP6M/BobrLXUjcCmw84Kr/khjqzJ2Inq6dsHNsUcIyWZ1gbGStV7gpoFFm2h1xXL9kGnsuTIPQAnGPtP7hNYWlx2VhOXmI5q2JuWRYTySe896Yfn0O98rrYn9nouHH3HzLvP+1SXDcI0fOvbLHYtFw8V3fov91z/DB8HupmfqF/SDR3DgersnZ0lye2p1ixuP6DrTts84hoSxZ0zJopotlfBU8oaLh09pWovUmsHdsn72ELPs8Pslul2hqzOkNrjDLZENWi9pHqxI3TU+BtR0TVtlkq1oz1p03RHGA1G8RYk17bfOaT59yrL+lJ5XLPiEyMDIN8RhRNiK409vufy//pAf/9c/Y6sbHq7P6eUN2f4FUh5IW026jLz5yTUSye37kZyXNJXi69d/SL695OHZOctv/RbJws3VT0FEbKvZD1tWusUay9R/xfrpE3SlUZunhH5i9+oVIidGN9B2Kz77bImul/ipR8riZnr+sEUpSwoOZRcMY7mPC6nQxuKnCT9uUbrDTVfFXj7PTOn7A7utQFuNFJam+4Tkr/HeI0VDygPT0KN0TYwSpETapuTOjBPBR+rGIKUkhgOdTCjpqKsW7yVCVKXVs9mQhSrmFlOAiBSBcSq26bS0CGWIqSWkAUXN5AdAklJi9L4APSoOh5sieo8RhySlcJePpWVEzXqblBOHlDAhUdsGIQI5J7yQ+PRn35d+uQbmb/xOvj1ItlHxbhQIFDpkFlKwMp6FcSA1jSrHuLAVZemYMhyCJMRCxxb9qyS7MkOolrBQgboSRVgw6VLsrKBPkZYIk4XkSmFcJ9ipUpS1LsXczxS5SR84n2a+vluLAAAgAElEQVSWY5J3LMo+SW6OhiMJVUm0lqxzpBGB3SEzCc0qRNabzM4pZMisZjo9JEEQJSg+SYmMkkpElI0kZFF5+0w2iTxlfFVSWpOsST5glSCrzFIJhAy83go0irUWXBEIXlEhEA4qFVk1qTifki/F/WRx1qJ8vgh3TY4T65MT5ACdnu3KM1CJirvSewIQEu6CQTKFPZGU43ikFNw8W3KCAGZGR8Qy1VuK4lA6WazhXq160sb8aYvNeEIB82tCurfSnFpJetbFJDW/oTSzO2VduleCQ5BMVUXysOvAbiNPlMcsIi/lkhTh6c1IVQd0SlRq1uOoCINi6yU/rgy91VDJMlJAijuwcnqcpkcr9fP6mJTu4/5PQEOLGfbMdE2U5XmnVlCan39aPojTzKN5ux+6pVI6TZK+1+Gc9q8yhHkrdxhq1sSsj4nHIbM2R3bRsI+GRTVxLhK1jNBFbrYVf1TXOBSdz7gP3lNMknWKLPvEsRP85n/5v/1KMjD/5n/43+SuPUcZRT/uMaqch1XV0g8HZIJ1XXM77jF2wTQesdbSVB3XuyuUrlEKwjSglcBFhVUFYLZtQ1tZvDsi6xUxZ4KbkPnIqn1QXBluIPmIaRpkciXaPwmyyKyXNW2lWW2WVIua48Ex9G+QquXtm6+J/QGpKp4+fFBu/K7kfaSUkOYcSZnj5OKOcTcgOHD24Cn18jl1c8Zxd0WfWq7f/N/st7f0+YyrV7+PbZ6Q7Ia1SdTrNTWZ6EcebSJnF1VpJ9SRs+/8JjHewrQAmUiTw/dXuGkieg97R399jW1qxsMt7dlzMkecO5Ktpa47ZNa4HEnbA1mOVJuO8+/9BkkFprdb7GIJFzXaZY4WLtaPMM05qhPItiIMO8iJRfs9HK/Zvfx9bt/e0q0EKr1A5BohGobdJSIO7N7uWD94ytENSGrOn36fON2SfMTve/pXb8kxILQio/n8Zz9FHndoYzk/e8Hm2ff58st/ih97Dvs3RNVQmRqZMs4NKC3Y3l6y3Dxku93StRfkuKNbPEDbhnGcSPFI261KrP40Mk2JykxYpenqwMXDT6kWDdPhwNX71xyPfSHBUyLFlroCkU3JVyHStGu8c6SkuLp+jZYGISTGZKaxR+iGGD2VqfAuEZVh8B4h5SloBO8GhKpISYDUeDcSoyASmYLDmJboeoSuGF1CpKHoXpCEnNDZAI4sMlO4H7kiyWU/892lqpZIETke9lR1y3Z/w1lTGMXJHdG6KeyVgD/47/+j/w8amBzZa82xh0cahHTUVnBhJUoV3UrWGSETxJovU6CeMpOU9F7e2UFDKJHndYqc68xZU4pxipkxCnSoGE3gZlXzYtfTqgjKQufKElgFGDNfHyseKEmTI8Qyzfj9KGi6mlWYioBgBMhlVk+dyyye64opJboHFtcWl48+OFqX0A288hKfBD4GgjIcZUI7j9YSpyOLKBktXIeKuJaoGLBCsasUmYRB8OAwsegi1gUQDddZshCJ20VLVonF3iF05OkyFeFtsDxtBr4IK4JPJJEYg2SzzzRDxFrJYiXmXB0F+wm8LQyPFBCKQMq0ZnYbmXtLiwSYAUikiJKhsDmnoLkTWxNLmjFTBG0YfUYITUqZkBRRZGzMVEaiplDYkNNr5fy6/AHjgig9jtMbkcAkSSQyoug/QmHBhCznRaVnHY2T5TsT8/YpDFUfNS8VPKNBHwa2G0WXbbEFx5rD7UQnR9peonViexDsQ4VK0JhIJQurdqkUMmi0ljSmTJ9OMhcb3wetI6MEORaNz/1Hi7MojzvdM5TE30yxPgvKV3DqmgFUJ4vyfGhOKcMnxuakb+HUcbvrPGZUmPenQIaMnoXDUkbmuBIAxpwZZWYMDTuvS1spKYyJ0AUgcmYsz3q4qhKRAtpOd5bPVGDlt8gM23frX3pL+P/z4/vPHzGFCWUEYnPOYT+ijaHyE9OyJqeEUiNPaoNlon14gVSCnBUfXzzHGIvWkcO4RSWYomLoR1KI5Nwz7i/p1hcsmp7KaIxtabsHpOGAR4Bqib4m+IRHsjsceHR+Rph60nTN8ThiJk3YrUEHtJuAPU/WLXLTIoVBmYzQgjp2SFnz9qvPqRc3jEMihoknz54hnm1IHJCqJvlXpPiGphPUCM7aluQ1yU/I3/zncbFje7jh4eNPWF6ccf3NT+m6h8QUCcITc6Lf7dkEjZZP8XlHnjxhOIA2xOsDL7/6Ajt5Rj+Q3+558dlvoTvF1z/8mv12i6Gmbhpyt8S5gbaFp8+/z7Ab+cP/+e/z9PlDqrMl2/3AWjxg2Fua6jnv/sk/5fD2c6TruH39FVm3TKLi2bPfZqoiKiQOIVMFiU+fIxvF0B8xtqFdLOnfvyF8nIijwlaBm+vfR5hMJnDYvWexOidPlvFw4P1uy4sX30a6gWO/p9ssESqx2ZxzdbXFtg1N07FYP+Hh008ZvcPoFa++/GNi9CzOjuQ+8eTjf4nd9Y+5uDBIuUCaZ4y7HdBjuyfc3iQ2Z4b/4x//hK+vJ86doFPXvN7uiSFT2w1JlugQnwW5LzZZISQuJHQ/IIUkMjFGQ2U6kncQwVaPSH4olmXTkhmp6jXZHYlJMEw9OUukWuBJSJFpa0vOgZQmUjjSqJaju+Xx+VMikrU/oMUCkiFmwXB4g08HRlq0MiQCPjjK+FxJiKkkDgP7/Q0iFtAjfNn3ZT/NXRuBTA4jij3/z3r8cgbm3/3LhUrRc7FKuiCqVCymE6V1FGLGC4UUiVokMhmjDcdwsqJmlBIccxEeHmbvd5UiprXs95qmA1Si84nGDKUNEeDaCRZGYZG8nxK3R8m6Kl9eypmDUFSNogkjj7RHIjnKSIcgI7hJird7TZLwYJXRS8FyitgEQ++5zgaHQUyZ5SIyScWbqRQwKyRGCproWZqEqDS5kegQGZUkK0EdPUoKFi4WmYzL5X0FzVZBXFTIWlLdes4nh9EjN7HmCyE5P0pufMQi7mbtKARrDTJHHjQBY/LdhOjXO0UfJFqDo7TwRIqoecZPSoohnSy+AhUjPipWVWBdSTyxAAYygxN3NEDIihgEYwQvMjoYsoz4eX6PNtBmSZKJmsCFCahaM6SCul0UjDGRtEQ6GHImIxEkTA48seBywgtLg+Q2BoyW9E5hAVNFFBmVJCP5jnkIQUBlOQZYLQMXIcOZLlolHWHMXG0Vk2oILpCMKC0wK7EajIGvkWAlFYkgIXlF9AkxRKSWuFqQa4kQCR1KQu9ijPyaFWQc/8i2tF4yqVAmiuefn3EE/6weBkoLCe6nYZ8Yl1NX6ec0MzPbAkWmhIRJZgxiHgiZZyHx7HyaCTgRZxAzBVokyRcNl9VgVcIoWOXIg/UA0YM1sIfkM++peLTsS8t3b9g5xaUorNMnf/sHv5IMzF//T/5O9sGTlWQYB6ZJ0rQLZCgtACFGKqPJKWKah+ScmIYeKS2m0gghyWpdmJThBpRCSo+SxSobnOPm5h3LZY1VgsqWmT395BDZ8+TRmosHD6jqM+I4IXRkGo9kPyCNRUqQZk1mot9es9hc4KYebSTQYlcN7cVzhOqoVk8gR5QxBDHL31RJYugWdzUCAvipBHqnee0w9gmVHNLU+ON7hKzJKRCzQKFx04Ax1XydJnIOJWJRCHRTM409KSfi0GOkLlbaaMneI+rIdHiP0hXYjJ8OLM4+wg07TNOQYyBGh9SS26//GNePuMtXqNjgjl8StWTz4hPUg5bF2bcQZuT2+hX59gpij+4+Y//uh5x9d42xz6gff5vbH/0JMkd0a2kff4v1dz9j+/JLtr//M7764oesgyDHgHn26zz9zb/EuL1GBMU3n/8EgcLaBUItqGtNY1um44RpIY5bbm5ek2Lg0UefMQ2vONxuWT98Thwdum7JYQIsKR7onnzGcPUFslKM22tS9GzfHXj22V9ASIOyG16//JqrW8/NdkRXimkcObojShTdS8iKlIt+NCc/3xc0CEVIiYwjp3THpihTNC/WVKRcovslkKWcE6czKSbSrO2JPuJ8JJIQQtFUFf3YI6OkUz1tdc6QHUZk9scDoysLvq7r2O1uOA6OKUy0VQfAECJTCLMUoyxjkywAJqYRIy0xlBljQiiCd+Qckboi51QE6VLw7vf+5i+8J/1SAPP5X//dvEyS0QakhDWJKFShgoApZ0yAKjt6H1FZ0CrBQYKKmul0w1dllWsk9F5ghOUoElkbxpxJInK2Vsiky4jwKIlZ4CL0U2azMEQZEdkXU4uyiJDRWrIXnksvsYNiHyTrvaNvBSZPtF4hDVRK09qIYSLFqlgjUUgp6H2xOGoZWdSR0EG9t0xdAQVjWzJfZAQtXPGnHx0LJ4kabF+YmklJjtlQqUROmVoEUmsJlJHgyyMMDXwzVNjec7HReC94OySqJNhvJ6Qqia5jkEQlaJrE07OKC5G4TJmVTRiRuB2higavEu+PieASi1ozRY9LsNYF6e4GgReKKBK1iCipqGtNSomoNJ1N+JDYB03wuZipNNRVom4EVVcAjKok4SZQxUQUmuwsN9uJdgHP1pL3XrIUoQBWXy6u7RTos6WWAqciJkCqQfhc8k2MpNaRhQWdJJqEFrEAKygzYwKgEjpFdjRMi0TlDccgWOQJLTNjNpypzHbKeAlHnflYVSgb2DDy1W3F8VwyHAXaSHoS9TbhKomXIFsBtcTEjMkwINEiYQ6e79YBWSt+FBQrLwkiczuPxfhwwOSHV5AUpQV1p43JBZCJWCzKyfBzoXHw82BGzUarSSQqKYmxABg5xwnca4HLPmQW5FzYLDFKhjGyINEoqFVkGQNNXeKTjHDQBHhvyZVGHBJ8dOTwE8OX9eous+Yv/nf/+68kgPlX/72/nStdUdU1bhpoRMLj6eoOIRXHGNDJIaqam+sti9U5q/WSSoMIO+p2xXa7Jw9fs1o+p1mcMwwHxsHzxbu3nK8f4nNEizIat9s8Z7Vs+PTT72KMxVaaMsfaAZ6qXROFnh0gmhAcUukSdk1EG01pOgqkUsWyDEVSJsCHWKSHSt1p8OPM8qVIObdmMbhEEHwAEcqwQcBWhhBScXnGCeKISCN+3JKdQytLjnP+i1Yk78gmkfo9SIGb9iiREXlJ1gltaqRuELlGWsVP/uH/yEff+x1cmBjHHX57ibLnLJYXkBOmadD1hinsEG5PCEfScETVHWMcOHv6Hby7plo8ZHt9ycNPv83um1coXRG2W3zfY+wCIdbUF+e4/SVxCoQpE2OkamRJMf7293nzBz/AWUNbd+y21yhlMbVicSYwVcvtl294efmaJGrWq+cMLrPePOS4u0WpiW+9+D5XN1/x5KMX+OOWq8sbtKi5PmyZfM+zj36NVkiGtORHX/yIIRvG6YgQLdFPpOzLOACRiSlilCTEgJANMQZiyHfWZOEDQpY5QSEkEokYA6buSvx/TthqyTT2aF30NiEGVBIIKWltjZuuOVutkdoi3UjTLLnZ3+DdSFVrxmECHxFSMgTPfuhZNQ1G1UgpObgjYSYoANq6Y5wGfCrBc1rV81iFwHHsaaoOoy2TH1G6oj9egV2RUyKEAYQu4YoChCixLUrpu5vj5e/9x39+APPmP/grOZPxZJ76gBfQygTGz4Fpmau+Jo5QG4kWkVpFpIKoFEoB2RXxpw2gJvBNaUM4AcoBa+IIKrti2b1W0EpeBUmsPdVYo3PpLgR+Qc9rpsJP9ta7zJuTcyPeuy0+fKRZWxIp+ozTisQEifCegCBqQbRy1iyIu+2epCSnQiKlwOlSlJTP4DLJQRXLdGlLovaKVgQSGilCWTpLyUGW3mAbgSjJRjKmhBSSN0GyitCICSsEo1ToXOQ9WglSiHSVBBNxe8E2aULMqBjQShKspp+g0YLWJJZd5F20ZbbirHkWlIGaNguqGFEhlwJKJihbrLwZclQkFxEpshZwlILznHkVFUPIVDKxFILdFLEN+CQJQfBMCt6ZyCIInFWEAN4nPl0HfFIYYrF0k0hC4x1spSQmgbCaisxrV7H0B4IVfJozmcSlMBxiJvvShhpEme0zigIYz7UgDfB8ofkHMtHuip5lowMf146FVvwwVYxSoVQkZ4mjRPQDiCHzUHhe2IQQE5/vKobacDBlO36WbJmcmRDIab7WREIrSRYakTJBBDSCLCIyC3zWhXGR8c5ppBO0s7itn4uHEIImBdqc+X/Ie5dfW7Ysves3xpwRsR57n8d95L15MykXrpcNGGiAZAkBkhv+O/gLsAQti5aRQEI0aAItDDICGUTXPZAQCCEhFwhUpSqlr7PydZ/nnP1aa0XEnHMMGmPG2uemy2lV+0Yqde7ea63YM2LNmOOb3/jGNxKNweGgzuCNs2WKwEWjCapZ4eNV+fxp5Osb55UlPqSSs3F0WFrjKMKrXcPmRm3Kkyk6OS+tcHcZeZNGJsLV+K/+3f/9ewlg/p3/5H/y4/ElQmgY3r39KffrgSyO2ALTHhkHbsY9u92I1sqgwvGw4823v8TcuJeMp4+ZT9/ww1evMVvxuqNgvLn/itcvP+ZY3nFz3PHq1Q2DNn7w6Q8YXrxE1EjTa1p9g+Y9afwYrxXrKWB3w9tKyiNJJoyCSMIs497IqpS1UhyKjaytsJaofFrKhZwn2rqSxhHzFB22CfFopBaCUW2tcdRLrAm7PY/zhTEp5emBujxyc/iQ09e/4tv7r3j1+hMEx9yYxjDS+6Of/4S9ZD76wY84zxfGQTjeHtgfbiI4j1HSa8uJ87uvSLcHji8+gkFZ6xvmn/+KVhf2H/0BH/ze7/N0/yXHDz6ivHvk/O4t5fQ1Mk2oKOPRWesvgBfRvqXB7vUPmN9+y+VyR5XKy5tPqcu3fPCv/gHYyLs/+RPWN09QEvOdMx3+OdbzEzatLNMN2Q+sK+Rxx6UarVZWW5B2YcyHYBh2H3G+vEXkwLpeMFWsPKDpJW1dQZXaEtbuEZ1YlxnNN5zmR44ZfvzJB6ThBdjCp69f8HD/OW/fnfn8F3fBsAyvmedHWksMgyE60sxIKfNbn/wWT4/vuF8eMYP97kBplYHEzh4ASGnPMp/Qw4H5dN83osIx33DcJe5PZ86XwtvHM3m4ZcgTT+vdMwAab6i9B1YlOpiHW4aGnwzRbmPT5R32Nzw+3THlkWEYGdRYlhOXNjKOr6A94ZTejRpKOTN0HwfzYJAUIw3HEI9L6HKw0HP94d//j//iAOaXf/vfdDPn47aGGNCmACSDRsXROobxm3cztZIgLyEQSDuYJzid4cclBKL+BPkGpAOY0vsE+Q7yY/w73sF85Nv1lkGUZSwBYNJmaBv5MGmbCiFaBNRuAJd5ruKATSvqaOt5/6t7af+9hxaiiKNJ0Jqp+4aVEN+FffJ7HP97AGY7vzvsuu7DFNLqLFPl9uK8mo3iyjDNPLLjrkHOI6U4ORsvi/KGC4dWSWnkyQeOFKZkfGsJWUfa0EgGt2ZMQ+IsUcd/RKA1JqlwHHg8CdOovDmVeN0qdVAudSCzUqbMR6Nyd2oMJpxa46M08NU+RKdWEtnCM0+SckzGtI9qmsvZ2ZtxMOeNjgwDLBdlz8wTmUkaWpWiiVYIGv5Y+WA10gQ3pny9M6Y187YMfLg+8TILu71E6bgZX572tKrsdEGzslRlt8u0y4LXgTJCZuGVrrxdDiyD4guICo+H0Ne0AdZm/GhxXh2NHSV8ZnIvrx9q6IVmeCTxM93x2p03QBuE0muWxROcGv/aiwdw5avzwC/SntLF3eJw04RdajytcBoSZs6QOuvoC5/tJn5Wu92NG4PBR6nvmtrIsjQu01b0pSASvZwIlqaQ2LvxgsKNL8hh4CPOXOqecxO+NaFY4tVQmNrAA4llaXwtyo93scPetcoJZY/hYkwe2p5TUjKONEV94cEnbmnUBL/33/wf30sA8+//l/8g5EtmlPKEyMBu2tOWO+4uSqkrc2l8+sEPKPVEKSuX9ULOLzkcdzA/IcPI7XFPqysqA7WcuLl5jcmZj1+9wnIjpV3YrI+K2UweX0QJasponiIV5QZURAckZbwuSNrhrSEaPdAMqLWyFKO2UGa1Fo7US1lZ5pWUJpTahZwjaAAUrGENEMVs4WYayMtXvPnyz1BXXr/6jDI/ATDub2j1TJPEzctXlOURFWVdKvvjLUi4vNbzIyovYCis5RvEQXVAB2X64AO8rQzHj6+2CLY4aT+xvH1HOd9xWe958dFniBZ02nH48ZHh9kPufvlTbj6aWL45M3/1yDL/EhFDXr5iGoX6tNLWM8ta0fOKSKTs0qSUoXD45/86x8srTj/7FhDK+RF0wmyltYqhve+YRs/aBsWj15q4UC2YLPdErQvWKpInao2+a80qtRray+LNwVwiZWKGA633Sgu3CcNTRt1wz4gbbbljWMN48MMPP+H09DmyTvyL/8q/QNNbHu++Ya3veP3Bj3lxk3m4+wLqkf3Np3zzzU9xde7uC1+/eeBxrjwsK87CpImXtx9werjjaXVqm1kwbG0oOZicBlCjqzTQaiOPe7CZnMKXKKVKckVUMDeO+wOaMsmdWoMNr61SZaS1EsWySfDqpDFFj7E8MqaB1QxrlWl3oCxzRGwNZ+rFpZvXNaoLScJ24E/++//wLw5gTv/eX3dVYfRGGvy5JDqlaCo4CphR50x43EgXjGpM0uowaU/8E5+9NHhFGKI9dvFG7j4yfaE/28h+yCxrw0dBZyeNylwTy1gZ3flmn9kXmAwObtyJMDZhHZ/H752ZMXFyyVgK992GI92htYozNKFm2NdYwGtKZAtqdcQ5i2IpZEigz+Wm8uzRMWwedN0PR5LTmiPdwjXVBllZXNnXxm4OUeiSFKySLFIvRTVKYwVOq3DSzIhx46A5KqfEwHPitq1whPpQOMuBF7kGIySEr81UojXAixS9lkr0pTz2Joep1qjwSnB3Em5ysBFnDZ3TjTptbSQd+WlTqiuf6oWbIZ7ExzpSk/J2DY0TVdkn42KQurX0LsPZFT0ZT1nJLszNo1Inw00GauN2gr07X7axV+o8z8u6QhmEncJkhmPoIJiB1czszkkVV2dqEo7Rg/GRVj5M8LPVuRPl95szTEYyZ3XjK5t4tNA50YWtDylwOEtU0P32aPxQV/7RrLzdTWi26E/UlB/VhY8O4UvzxUX54jhxODdUhJnGj1PjdVqpa+aXaUculdc6c5ucSVb+7/oCscSCsfbSc61Rbt8s/GGkGvMEe3FeFwdp7DQAz1LB9sLjnJgwPkpO9cajGP/yTeFXD4mE8G0dw7y6OjtvPKTMpTnZYT/AuUb1l0qUk/+1v/e/fS8BzH/2v37uQ1JOl8LDciKlHSLwYn8TwshWWZcHhiFTS+xYqocNu2iwps0jn5+HCfcUhmNmuBuqRk4w5IlhGKnLPUgLoaJEiTTEAu71CfMIipjR6iVAUT7ixGKjREfgpHtambvVQwpvkOZUF5YaTUzNE60Zdi3TXzETSlmZdgdSFlIeqNWjU7A3rMXfse5fIxgpC/v9LSmFXUZrlVYWoFLnGRfY6UgWQ0Qp7Yz7RG2PJN3RvJFoqKTY1SdwWxhvP2Zd3iCtXn2wdGdoFnSn5P0epHC+/1Ok7PBxT2ZPKxU8o2RsbZT1hPiErysw4bXEBttCd+G14iS8VkQTrSSc0l1jQWSidZdaZKDUFTeBnHt1V6G1glhsMCBAWqkrSqJYjcoda6gTLsMpzllKlDi7RcVPa5XmwUaJjOByTQe5JcQupJQZxpGUMq93I2U589kPbpkGI6cjNWXePTzys59+y7vzA3/w40853HzIP/78J/z87g1jnvjhrVDshunFJyyPXzIOSrXGyI5zFe7O9wwDTJZBCk333ExHit8xzwY+0cbCcdhxVy+cHmZuphd8+3TPJy8OlJJ5M19orfJizJgqczXG/UvOy4mxrUgeuSwzYxJGSb0PsOFmtBLVSdkLVuOazY3VBLNCIvP//o//6V+8CqktoIPw0AZuWmOg+4ec419bBdWFOihLab0Cd8fBuondfoU6cK6JQ3NOKhxUkUeP8lap0DJIpipcysitrhwu0dFas+EFJjfOLVGyclsqI/B4SdyswiCVnTn7g1B8h1mosh1IKhxX56Yqw7By5w1bR1S6xYo7qUTDR7RxMxv3U7gE1tKiYqY0hkMKrQ5OWkNUVDNYc17MIeg8pzhfmIsJXoyswgtVzslZJDEugfn2CPNtBKzzo5JTYkBDTNsH7+asKJMYtSpfHozXZ2EYogztMnvkx1vhw13mBWcoQauSg9HAUpScny6QJ9wy4sIv16iF+a1Dpq6G14YNyqM1LikzrkprRhMoNbE7Vn7cEt9a4SfrgdvF+GCqVAeXjImzro1kkZOyFmrAQ3aSOUkaLyZlXZwlOXkYaM1ZcHZirHs4mNIAQyh9RwTRaPBxgtdVeJGVopW7KtSllxSPRlFBi1BVWHLcu1sVvmgj3xbBBuFVM9bxka+eRs5pxyfHmY+q8/HO+fJkrJo4Z0fncOtsRdipsLeV4spdGiluyAKqynpR9GCc7gZ+lRrHoXJYErPGbmu/g4eSOMmRoRgiF9ak/KzcMqwri+/JlplZkUl50efbWZVSYxc3mJAR0sXJCQ6L8ovbxC/fGqoDkp0bqbzySspGOo/8fy+Vv3JZePt24nF0XhVFa+EpBdXztTq5GI3chZbGWUYOrdK6uP77eow/+st4c24RboBaFtwLtayszXEb0MMBsrJLmd3+Fk3GPJ/Y7V4EayKQh2gQezk/0iyo9rIUcjPqurKmJ8Zx162qjLPXHgorwSgbxSPgjnkk5UwpEUBzCTC0nzQYm+RISqQpGvUJI15LtHJrzmhOLfC0LL1fXKKUNToRa0KTUspMWVuIP/suPAHWqz+sVVpdoixiaSynp6D3CZAy5UzWxnEvpDRh9gQaQGoE0JWdH3CDthpYNO7TcY+1GW+wnn+BVcGGC16N4WVi+MFrUoby+MDXf/Q5wz5RHHb7kUnHnv8DoD0AACAASURBVEJznCdcJsjOkAaszJgq1IbIhPuKl9I7jQ/gKyYVFSVNu3CGNyep4mo0NbIFIxog0cEjQGuKFDzDjokAew1jEKXhJBPUnbnWsNxvKypGcuvgZcERSmuIKNfi5V7NGAybYlSMPc3hcjHML3x9/4A6/OO3SxR3tq8iBSgRd8wH/uy+sGsL/+hk/JW/9C+xrpUvH79lXitj/Ybf/+xHfH1/opYHPv/qJ/z2j36H3/2dv8TbNw988e4LPn31ig+HF3z1+A13c2aoT3zy0S1MH3BplV1Rbl4N7MbMy+OHlLqwG4XbFy/J5rS2sDw9sO6OjLvEZ/uB2kZclHVK7MbMMi9IHsgW6ZC1ngHnUhI6fUSpK9YakxZcd5hs2ZZ/8viNDMzP/t1/ywFOIrQMO3NWcfb9I6NHnHQS2uA0RhDfb9bnmjF3cgpmYG+COdQh9xseniruEv4Zrt2zp159NbaUkPkz1lKFScJtsIog9FSOJLKvFBKmYQ+jvfGLDRWycKjK4haGu024dJFlsyFSQblR9dliJYuwbhUiodD8jubGOgWziZkSz6+/HwtSv88ngwEPKh84Nye7oGLkAq3a9VxOUHazhAfIljXbV2PQqEpJ3mgqnD3zIhu1BardZWFn0UvKR+ehJNaW2ZtSx8pKAlMqzkGNA4nZYRbjtgtO78TJDcZuzra2ED4rjVEbF8uUBFONnVrSYKcunsgE+dbMOXcfILofXRFFk1C8G75lI+FYUVQkfPE6SwNKVecIrMWoOf6GmnQ9kCMpqqCGrOTVuZmUT2TmiYF31Rms0VIm1/Ag1CRkdQ5aWUviNER3htmjT5KZ4xIs1b5X8JXByUl651hFpPEiKEPqIjzu4rWpN/00C1YqaeO8Gj5kajPGFq+9GISn2suvBXZRZE41WCyqjsbu9/PQ8pWRigr2YKiGQRgxRjL3VhlEGFW5TQtphXvJlGrsui/P1gk7zuPXyjdp3/Wc+Rt///sp4v3P/3T2CB4jp9OXjMMBawV3YZp2DNOOISuH47Mf4+YGuPlDthoG07U6ZZljI9DZmv0wMkw7vJ4YxqH7xkich8is6xDnSBnwOG+tUUVkvW1Fa1DLingIe5fLQwTnFqDDeiPTVheGIVFaAgsNzLpG2sT781XawrqcUdHwCUFi1687kPCRCa8ju/oGqU6IGZvFu/nCNAiDQkoDaVixYQ0Bqa1oDoPKcfwdyuUeW0Kq3JaFWu/x5Ey7Q5ciZFp5QvUGaxeQhjVDJLY34RareIrze54RUdK4C2ZKKpILOgx4y7Q1KhO8GLZkvAhWClZTiOJtoJYFPNIdZgXREetdl6V7LSXNuBfQATePKqo24L5S2xlrI6W0aHdABnFWc0qLjttW67Wzch4yica0O8RmqK7sx9fcv3tHcWO+PGL5A+o6x6aiQfMaFVq1YuOBZW6Y3VNrVAEh+7AASCPn+cTt7kgtlXU9c9h9RLGVbMZl+ZoPPvwMKysvjh8x5MT92y+YdgceLhde7Q88lEcAdnZmd7hhrpllWTjubyn1wn4nzEt0yn539w5U2Y07pt2Otw/35N0tn+xvaaKclofoku7wOFfG7FyqYDoweDB79fRISpnH5YnWTtweXvLtffzu9viSdS384f/wH/3FU0h//Lf+bReBhmODIta44ggRDiux6KbCYBJN4iQKHQDWFl0lYwcKj120M3gl5zCBG7yRm2ADPWBFWW9Sibxuf7g1Wfc8C3rUN4dTqd1FVQPMWJTCjsFRIWPD3GmuHIpwmSKlZOZMCKsnVECthoZCEmuCyTqNL45neZbB9EqQ1mtPGtGdeCTeY62SVMLJ0LgGHtUIXMdSKWTKEL8XKtmEyUIoPCCRelJh7QuEK5Famjuuy85A4zHv2Imz4kwiYEu/f92tOMFIY1eENY8saWG3CvOQSLYyZ+XQwFsOC50UlS0XlwCPJgwV6hD3gtQiLVcGhMrgYSOTu5BW+vc7UqklKpZUhDXaFlGq8uFQWC3RmjOPQrLozjB4LFIqsOZM7Y1/CkN0RijGU3bEQgS7a+Fga8CaIpjXGmxMbsaTRH73UBVK1ILtUTTHNZjAaglvypyElCpTVWoXY2exoNwlR/5aQ2Njzbr5c/gZ6FgiaIkwrk5TxRxmosLjUBumzwCkdtNiE0NNKBJzRPo8Qhupwm4B73/Ttzm37RK3cyGU3DgsypodEQ8RdlNsJ2Tr7r6bfqvJs3udw9ift2ULlgK48zf/3vcTwPx3b/DNn7E1mKa+QetgRQRqCXCxAb7clyGDq0FXb7Yb7dA6CNlKlJfuvFrrTC1OqwVvUDdgYYr7GmmjnsJxy0hykk5ITzlEr6aFlDJJtdPulSFP4DN5GKP6TYhqIRxrrTfTC/G4NcG80tqMt4FlPrH2VICZUWsLIzxX3GuAJHqTwma9CgrAUR1Rr+AN9xLMa8poakhuDDtFJQFjzLU17hMSwC10PwUrhlcH2tV0U3JCNBoGO3OwP90TyVsDN6w13PtGanOaloKwkqYjMsa9MFuhJazNWGvQMnZJ+KzU4gF0TFDRnkq7+luAr4iMoYuU8GpyK+ADqiBpxK2iKeFU3LoJXte/RG86xW2lVGOZT9zcvubt3cLDwxtE0xUs63jLF7/6io8/eMlhbNw/XKiSuTm+ZL3cczjsefc4M443nJ6+5LMf/zV+9fM/5OUHP6S2wpQSpVRqG8BWLBnVdzBM0XWmOfenB5IAfktrldPDHfubI1KilcBKI6WB9fyGcTzy1dPK/jjSSuXrNw9R+ZQnzpcnJI+0NrPbveDpcsFYY72ZDtSykj260CQZGZNAmrgsJ1SVKQ2oKFU0ZBRWyDlaEsgaAPCX/+DPN7L7jQDmj/7W33CT3icFkNQb2FWlKSR9b1dI9PNpSRg7gCl9fu/WYEgu0ss+tT9YPeinrrLfqoUKz2NNZqTOaLh3o1bg6q9OTwWpYCZYZwtq6hVJ/ZyW6nc/13otOmsX98bPg8Vnh672lTJEVc5m575VqfSHuSQnV8EkdtJ5jXEu2UO8mRqCoFtfnNSZmkZYu2n3PcHYmTOU5+sabGV04TQK5wZUQcQZ0sZw9UVV9L0ddEcVwJDaFThFIIt7bESWqUhiMgGP6pOh19EuKLmC74yp9mCPYS1YqlEqjrOQSZu7rghCpJCmFt/rJKGb8lxxUR5tYAJcKybKWtLmkh3zqvXg0YO0O+QUYLOqUvpEEwHr5ogbsAzGI/RHVwCo/qxNStsOUikaJnG+ie38OSBtJsI+1Ktue02Or9/9/rUDlGbxcPT1lOoSDNF2on5N0iK1WPrvUw1Qe4kispia/gx4RYRf7yJvFjSz6nMZ9vvP73Xs3XRmqP2afs13piIbr3mt4rOSwpDS4W/+t9/PKqT/+s+ap5QYMpQyk3RCpcbO3kIIa61CmsCjJNWsoDKClB6JYZjG6B2DA9EB2SzsJKwJxpauGWi1Mg7D1VhQNJrheffNyCn0NutSqdVZL29Zlwu1Cpf5RF0XxmFPKQtZFNGEaCZnuQbOWleGQcnDnpw7w7L5ykgE/sQezLi//6p3ExZUY6OhaSKJspZLmPl1PZCQEGmMeezpqbjOVufu51Kx0jUe2060N0GNoDL3O2+4DYg2VMdox+GGSKBA0RF0RraWMap9Q5sp7Uza1nirpLzD6gIelYBeC6rpWsEFIKMiaUYy6JhpM/jitNOAX/ZYK9jSwFMYS5b52hKklnjeG3SAF2BThwNJKynBtJvQNEV6zKP6KC7Z+z1TQGllprXKOL1kudzTiOrLeK9yOq2YK05ob5b1EZcJcyHpSK2dkZERVyWpcHr6Fh1u8CqQlP3xyOXxDl/OHG8/gJSZEhRXIOE+cKkNazOHl59x983nrOczp2VlbsLx+JLz5ZHaanhJSWI37rvw94ygXJbWW9tVllKp8xt0DJ3UOEzdEmOh1ULF2e9usN6+ZF1nPId3ULiBacz3suBcCU4e/5f/4i+ugfm//h/D9DlATT1gevcLSb45mHZk3gTLQhta0OI9eLQUdvy6wtCEyxj5IR87KFmigdXmQ/GdlbsJWRSX8h0As3XqtbaZfEkYfakxVqgabIzLlsftOWWNzplrnyhZSgCn7uleB6EC1v/QqJUmsEYjbV4s2wR7ZlbkPd+Ppe/UphYmf5IjEG7k/VamO1g477fUQYUKO4yxvaelGZysUSosQyLVLo6+nqyPJfU0mgAu5Bw6IPXMtuXe7O9FYyOQDVIyeo9QahJSi+lQcvi26EOiJmFXHE8J09jRN899dxeC2MiaBFMVNvrxfVw0k5qRRRiLouqccsXrAEko2rb4GfekB3/rrShiTkhQqFLxSfGtJbOETmboLFekEhu573qdAHhPHYDThvBkTCVKoLvLbTBoMd5mRurzop7SNbg3cXLpzrnZwJ2K/rkgIpkGs74B6Q2k92G3bQHvx9pZQ+nncQ99kptfr0U6OG5d6y4e93n7/rXP8bqlM2UDSSHoLhr3I29ASb479ioh8M7+bPv9fTx+9g//T0QVbwPn8y8ZhiP7ri3xNjNOe5Z1ZS0NlxQaGRGsCWiIdls7kYcJcOp6IeUdIkG3r+sThISV991FhzQgXfuCNPKwJyXBasXTEEAmJ0RHlnOh1IVhzJT6hBgB3IFh2EegNkNwDjcHTqcHDrvbaBJ5eaIupyintsK4GxlzZn+4wewbkiSO+x1AZwNWRDPiyvx0R7ucuxFaeEmFsHnh7IA1Us49vepRiJpyBHjo7AtXmsqtYH22pZ5qApDkYDXWe+khTByTuW+YV0BpPoIuyGhMr/Y0nnAfSBRshTYbXguSBsrpHJUtHtUwqSguhw44T0gSUs5MHx6o60P0FVozEK1v5idnYNf7FzkiA61cMNvRagavrK2S8wvMVi5zaHNUlVInRENsfTkVllpotVEsmNVmjvuJlPbh29OIsQrU+o40HqmLA4nSRlyCkajlzGIXAEyeEE3oaqQ8MT++I6UDDaO9+SYApyR+/vAl1iqXpTANexYrmFWGdMPheOTpl/8Qr+DlgSQZ84XL6S1ZIE87SHvqcs9qM6Y7VDMqxjDtKKc35GHk9jDB8AkmiWWdw/+2a7KmYUfSFBmd/u2nIVHLzDRmlloprTGosxsmXGLtNXt+Vn79+I0A5ss3xiLOeF354kEpU2cR1miAN7jyHImcNG7pkR5IykZlWuz9JN73vFgGEq8aC/3goZlQFUwjVQHxs1vf7fozYzPSIip3p9iMMFz9NCo1g7YI6q1H/53GzkBtCzRz+MDMQhKHlllwiktvqRTl1u/6iIeuYZGhhNamb3+HZ5kBFa5K9bEH59YZmaHv0lWCPUqmJG1oZ34SoSERQAfDlnBZFRFaByWJCFBTiXtRd5uttHVdQ8WVLiR8tu53b9EDSAMA9MxPGKOpkJN3T5wE2vAczRb3BRChdI1My/ENVzpoqBJsSnOqJ/bulCpcinIy4YxTW5RttubMSw7QlQyriUWsN7b2K/2+EmPWiOoUjdenLcXUjeFm36bfdxmVZ0xcu/mb9BYCIXKWazIwDvHOcnRQ0DoroiIUicqgzYk3WbBaynsMTv/+NmLqet4/Rxz7ndev739+WPW9z9RE9+15bjqZfu2crQMXqdEN20QYGlTdDPBi4wA1mqJfeRgLJ2f5J8f4fTrWc5QNNxfEB+o88zAbWQ1RoywV1UyrK229sDahmdJI1HYClCGNnE+hIYi0SOTyQ0Cq4QuDB0Boz2vPNhfMG3COANTOaBoYhpvoGWQzwohKYTkbquH+u3p08525MOaRIcNumqine/z8xGVtLI8aJmjimD2Qh8xyAVuXqABJQ6wbhEhdJbRlUYkUBqNjHhmHjEhFhmAQpmlHawspB9BSrUjOkfqRMzpGMG+9zFuk4QZDmpBWezqmIFZQzcCMeANZcGm4VtKYSB+cGXdDpJhKxdoNZSkM4qz3hlvFa8PHHWYLtMzT5VuGfEtOiZyGYMJKT/uQYjNnI5Qw+jsvb0k64e0SDz4ZbwUh04jS30jxLbg4aRjQIZPyxGSNtt4BO1IaKWtjNaFWcHHWKlja43agySNGZmnRn8rMaOs5zm0h3y21oHKkrUZtSwfWQnPDPFJ7ZimYMI3qJczw+UQ10LwGyNQhALY3yjqjOjGOCQ++h5c3r1AdSKlxs98x5IFp+gzXgcv5nvN84dwWTuczx0PivGY8KYchca6VdYnWBchEOS2UNiPuzESJ/26ObEXtvVSKVbTHxLOFsLqtK8fb15wubxh8F30H4ZqylPcb4v7a8RsBzFO64JNwibhI6h3qUle1nlMEPLWewhChNUM2hStBi6cxdu5TDT3BNp7aefe04aMJvMKuRkXGRoxki/OoBNviHg7oKqG/SB67f3DUMkNSbAiAkktUOOW1L/t9J1A6y+OWrmZugmDSaClKdF0Eb04VSBbpmNAhCN4H3dZMbtHlupnjk3EoETgEofWduBOGd1migaA2QXNj2roYZ2d0J3XQIiqQLDQQy1ZWHMJll/jaxh5sx/79rKcuspUawmBTWhaGLqJNQ+zydhIgUnOo50ciwE2EQ27xuNbxEvnreUioCE/0VOJQsebI2kvRNdiLVqIkGJfoz7Moqwv3soIndo+JOzFqUtZiFGmRUilRtSHmlCZki3t+Gpzk2nckcgXEArzrQZnNQI7wA8I649GBCnTwXINlWTfplHgsCLl+JwWkJlfAsoVzd+8pg651KNFd3KvQxEktROhOsEfxv9DCTFeHRbuOB56lKNuvNAihazopno9nMCP+7Dawbd711zcmHUSbCFLj4dYW+rHtvgVT5xCaz2ew195Lz35Pj9c3fU0QRciotOj0m3csZQWM+7uvOM9GM2Feo79XdSGngZz31PUR61qMrAM5C3UNB1XzhltDifQTGs+xe7ku6lNSxnGH+IxOQhJDZKbwiJtiYj01MfS5UPtkCqbCSwArWmhKUj5GwBZlzGO4maf4a3WdyUl6inEJFZakSLuMGWmFQRSVGloSnORrr5RJDCkjsuKyUuZCq4WcJNIZSaml4hTcC66ZlArjdEvSCaunYBxt8/0wZOw+JFxIgzLs90geaD7DaWB+auhYyMOR4ZAZbx2dBtBG3n2AMzMcXuE0xA68XH7M8vaR9e4hBLpLBm1ICtv6ts6IG14Gap3J3FDnp2j66JnWorLHPYBqKSFmNrcO7JbQv/XqhNaIKpxaMDNEB3BlXgulXXDPuByBwlrOVJOoCTEL193eI8gEaqmoLLGutoZ5uWr3wgLEaJuwv1ZMMlYrSaMnEt2Qrraw9nbv6es+NlVnWQrfPLzpWqaReQ0wYv4z0nAAMyTtqOsjqiPvLg+stcact2gTIZKodWapDZKiMlKXmTRkahEWXWiuVG8MMiB5x1pWWC+hWEfBEo8PT1CVRSTU6q3GQvcbwAv8s5o5qiEFvC+MlR6U+8vuISysmzAsQNZzasN73r/GDvpCL4/un7foNEjbRtF7+p2vQuEAL0UioJs5tS+yQ4uFeh089BpE9U7OFa9C2QaZVgYTLjkF6PGueVlT1wds1/Ze4GpctTRqgXlK8g5UerFj680qsQjg7gwdbKwqV71k1Qi+YwsH3aEKWZwRww2e1MnJN+sDqodtvDQhEy0YvItPrSSaQc6FZs6lV1htVVKp1cgtJmMlTMa1wUqIpesqDA5rbogKuXnccokqmEWh1UoSAxPuByElodUwxhNaLEwXI6XY0bXmtBbCvsUrdVVKVpYmrO4Ua52Rcd51jxiZJQyLUqXVRJEwg1olKhlOvQu0t0hPuXJN7Wzl1c2doco16G5pnK2yptReDtpZmLWDgaueywFpaAtw6M+qEBBoHXi0zgq6CdWjKqsCbe3zPYVLdOodrL1/TvqyZtInYvcDMgm2rHlv/kjrP3cg9t7zqu+Bme79hdfr4/XMmHiMxWUD+nS3ZcOEq/eHuodVt4G2qEKKBHD04tI/hyX6Ph3jzYtIiw4jrS3U5owS6e2BCC63H7zE3ch5Amos8pKBJ1Qz7rfAJvUoSM5I2nQP0pmYGmmKLvhs64KZgi/kaceynMk6kXZCPryMctv0l2nlhOYoFEAKST8EIapqykxdIqVwuTzR1pWnU2Wdnxi9MY5H8lCwLuZSG/HxjE6JabfDpwvTzZ4qwQ6t8xNySrT2FOuRCrpP5GlHuTywrjMjI+SE7xovbz6mnAt+Sfhlhy0NsUiluYeJpNUKaaDaI6oHlvlESuEXVeuCFcFbQ3Omno16dw6QRpTniiiaE6usND+RcgoGByD4XfB78Gie2rpeRVrCW4LeJ8jNENmBN7xUNO2oRaj1TFmdYhdq98zZDOwCoFTSsA8wUJYurI/vdK2RFKm1YWWlesNcKM1BovCg2gJW433WU4aEdxAuob1xw0xptrKs78KLSHe01qi1QlJqraRhR601KqhUqR4+QOaNZhlrC5AobsEY2bYR7FW5LqxrJeUBO1+AC2tburZzwFniXr3fSNGsgw5CD2MlDGshFlSzvrs7U9b4fU0Z1hOoUnCwRygNhhEuj4QN/wASLTEoj10l3/PeZlGG9085fiOAqW2b7LEAli4O7CnXHqSfBR7WTd42UdUGZkwE7Hm3h3Xdh2wC1u3oN/fKWgRIif/ebN57GivbdRu7aS8SQrEIWk1bT2+lLhItFHfUE4rEjQZqp+yLbLqOLnrdLiFpiDj7GNomSu95yhLVeJEysOfgEh0K3mNgYtNLTspKY1UQDefgauEts3gY54kH1yBeo/qlVehAAWD1RnMPMym4tjMQjCRC8kgZWb+JWaP5YVMQUywHe9F1d1ScNQeIcmmshNeMazj+SuoiWQ/a29xRM5o0SCBZKc2ZFSwrc8ssBlWdpkK1xOJGy4ZVYRmF4gGeyuhhsmVRPbOKR1ppu/8NBKf+2kwVgjGw78yf/n6FMnXVbb9nsrEZfX5ulH3zqPSR9t6DCmjPW3rIqkgGLTutz2H10Hxtc791ILzhlU2YrL7Nr66h6XOkW+ZE6sYdyyGgfX8U3QrkO9fn7owdJNXOiGK9HH2Ic6UmsZ50ykq6xsdSfwgtKuS252wDQr+h6ev34vj8l1+CQNIbUgJvCyIOLO+9KwJm6JKss30RBAFaeWQcD7gLbo1xHGhtJiz/w+ROZUD0AUzes/EH1ZFpVsyUpS3k05H561+gqoiEc2yihbutHEjtcxAnjRNtnaEzs/gMy8Krwyt8dyBrwj3ST+6HAFPS0PyaZT3TWkOfDqynEeMS5mHDq2BwOMTYW4M7paUUouB0S9IbyryQL8Z6HxbwXo2m9/i+oruGTjeU8i0JZ5w+AE40O+P+jlQLKSXatHKYPmQ67GllpT2tWFmwRaCO1Ms5RJdieBuDGefMcnkkD+GPo3KDe8XX2FhZaahMsQlaC2JG80iPNVtJCJe1caoz1hLrcgKPdODmhbQsM6I71uWM0yUIdo5NkFXqFis8U5qzrDOlVJoTIlQZ0GFHXSI9dFnP1O64bJJ7GsioZrGRYcA80kqN0DCqGpfyBSJKlomySSHsFKkbYLXNVDFEwm5DePF4imDtBRg7wOhNR9vSdzklrEEA5kuAidPXUBeYz0CDcR+vL4XrCnWONCnmsM4BYFIGmaDOMB1jQbEGDJ36VdhNne612Al+9GnsBpPA4Sac++mNZ999BdTvLoC/dvwzGJiez+8/jlW++3oKMcpm3oYYKkF9b4u8ewQBlC74pYOBrpGJ1GgMxnuK5r0qpI3FoadLtp5ETbk21HMRBjYAIfG9QQT9bFSHJE4GrMVErh2M5RrVHpLiRtUt7bCBKbbAHuJZ7141qU/ebZfcJALqFhj3Tk8ZxPi1i5aWHpyzBGhZRTi6Y6YM0ijv5QX2rtQSzJJXQXKj9cZrUTnVyFnjGvGo8Ckek0Ea3kKtb9rBT3PWbgmdu75HU9C42pyWI60yJMWlhu9J8yuwKxaAxgdY6vZ7kOasTTFAslCWipvgKbGuzpxbV5cH5+ZpwIvHbq81tLMLSwqGI5GiQ6m8B3qvQCT+3ySM9nhvTkrXpigSnbrhWT27MRzeUygtvkfZ0k/aAXGncJ6rAVowLmnbzT1TJCt+rUa7+oEEPEauJmB9fEN0DdnAwpYy8O377t5Jm0M09JSOc30Oh7bN941J6mM0Z5FgqZQ+V7cbJ7BuFXLbNWnA9mt2C3l+lr7HJMzduzn0H3pC/YKq09oKBsMYlTvL8ti1CiuiEUxFGu53THmiNMMsfFVSmnB/6mnCjLWCavTd2vL7cQydKT93Sv58zfuLR3sAMFSn502bfUNKYbPu0nqPmeHKZmRNqH6NDANtXa7BLsp8J6x1v5Nu/Jly6q6+wQSgSy/Z75tYX8kaIM1aRXVBuKApU8sFlfsu2p1R3QENkRtafQhhelsZxsu1ei8PR8ZhjDJyG3hoK83eIXIbAmbZkTyCnfsNa72LkvFkjNMOuCHlV1h9pC1nkAK24jlY9bx/xeXhHXk4ILrgfsvD48JSGmtTLk/vOFdhrcLa3lFq2A2sy9z1FyvNKlPeM44Hzpcnsu6prV7L4utqVIRTWygYWTOtZUozdHzFul6grhgLLmEguJs+iDVxq+wplwjm8zmAgEsP7ttu9RIiUpNgK5Y54m4tML6A5Qmswu2H8dmHr2Hcwe5lBMT90D+zD4BRTnhzOL6Ep+ibRF2jHfm4g2EfQs7aoBTIE1wM5qdYHOZL3yFeiEVvJmBEuDHDkaClv4x/OcLwA5h2UL+F+3cdWO3gg086aJpiIf7VT+HmGGxMOsDLT2FZngHUn3P8ZgCz7cy2XJuHiHTtot6+x0d600hBaR5VKO6OpVhAU82oO/RyaesP56ZnyZuGo4Oc76yh2268Mxrrc/kEqpHiMOvgUvsHtHfoBbTTTzWlniIK165siptTchg/WS8j2gzntlLuXJWaYszikD1KiFsHEZuSXrvmZTsKAea2rFrbal024XGNebDkklr6ngAAIABJREFUMGibNKzG23vnqDU0MFsfjWuao1detaFRaGhPpTSPppqNQt4EwNlCcGygg6BJr3qKrI5oaDOaWuiBHMxrCK9aZ9Ry9AM55hhLKcqIdEEgnJcwl1pqXHNrnY2T8HIYenXLev3qWhcQR33vbMFsHNxYJRrDSeqsm0X3XVINMKsbrdsX+NTeE+z2OySCdDHvr6P3q4Yk1QDR19vdNTTb3PRt+m0/d4ChW8l//1jb5jLX1x2uQMj7+3ONQeY+v4XvPgubeaFYu7KSeas0attgnhGdduAY5wjg5hqeR2IaLFMf1dhLuX3TfXUwt+l+vHkAv/z+7Pv+Hf/V3/2fY7Fs9/z4d36f23TmeHtLShN5lEibpHCpTuNASjvqesG9YaIkHnFxzBKqSsozrc2syz1JJ5qPtObknKJNwDbX2sowRuqprBc06fU1fGvkmMMh2rpAGKWUC7vdEeoSbQg8fLdKeQx/FBmo3iKgd4bIrIQRnTSigV4E1qzeNSyZlAZMK5fTT8j5U6bpZVTdaBRbiBegxvWXhTxMWCUcfs3YHwb+9I9/zu/91d9lPb/DKTQX8IdoVEgjdc0FwOnpDtUDSY+YfY62YM2XcqIWodWFr95+E1VOJJb5FCm389urjgifAIOnFXQHtzdwXuF8F42HxSNwlhoMwfgK1jt4+RlcnuDwQTAP0w50DFAwnyJNMhx6L7Ut1SDw6tNIjTzdR6A/3sRDm3ZhDpQ0mI1mYEsAAZs51wz13J9le16Qxl3oPsZDzMFxCkBjxH8/vIM8wu1HcZ3TAe6/CFCyPwTQKRWGFIzLskSaZl7hMseY2gmWhxj73X2Alf1NXD+AHOCrL+Jv/vC3Y2zpBtoDfPy7YGsAp90RHt/E51KG6QZ2B5j2wczoEA7w+0/g6Qs4ftjvx5YK0riHZYZf/BHYXZxDiPNnhS9+Ak9fE1Vn/3SY8ht9YP6Df/33v/Ni66t21rAc377PK1jYFuH3gsL2ujtXTYdIju9avdvO98vShLVoqtjZ72uwRqIaBVdEjdYiBTV0+3PtYCr3EtOm9Kx1HIUIcOohSBVzijvDkGL32U2/XKPaiPQcAOIIACRb+mvziekBTtSvbJEIpGZX0ahKaE9S18bkBtkhDY2WEiPOEAiQNAprCRO1Gw1kWM2vrI+7U7vT5na/rQuEldiF+y7GNjVn9AA3I0LqwT4bNBq6E3Kr7DX1XHSwPu7djE/9as5VW6S7claS2cboMjegQbNEtYoMI+dq1BVOJjQPh99qwopSmtLMKChL9WvpNwSZ0nq6w/ErKogp+l5uDhBt4VGxReFnWSzvz2lpgeRsY4uwZ1an/wnZ6M33frcpZGWb5FdNVAeTQ2cCWzTAFKJHk1gwMG3sJeVbczcNb53ruFLYqrYa88Kjjzza0xIOGBbmgC38bGraWMFg7zYAE1cvG0T+tXkL243UvmF4P4W1HZEWjGfs7/zxH30vcYz8G3/HOd/H7vLpATjHYjr1PL83eHpLt4oOsVGSWOiPL+M9VaOsrzpMA8xLPOx1jWAw7WB+F6+rh5bALYKHAvSSTUYYj1HhkDKMHxJlv4egtM/v4Pw1vP4kdgaXR3jRx1AeIvhNBzg9wItXsBvhdB/B5fgCZoNiXTxlMGZ4eAvHw3PwlSGurevYYge/Qlsi4E7H0CekHNcE8PRt7Oa5gVevIqiKBZDY72A8kjVTL09xn8c9LHewewEkSANpSLTLOYJwyjGeMTQruENZGfYHPA3Uu296oB1IeSTn0J3Y45v4fm4/jgAOcZ5N/1AtmIayxu/KGotEmoKx0AB45NR/HuI+2BD/vV4CiNQl2A4qvPgsHqz7tx2QdKAkDsspxqka92d5ivMcbuHdt8Aac6G2eO/4IkBAHmE5w/EVtEt8Vzr1a6gBAvYvAki9+wrObwiAcxP/vvwMUoL7L+Ncx+07E7j5YYypLoDCiw/h6R08voOnpwBDEHNkvcDt65ibdYl7c/sxXO5jEbMS17JW8KeY6+sCp7vot+fA+Snu8/9P3pv8WpZmWV6/rznNbV5rZt57hEdGk1mkElVVVFI0A6RCjBgwLqQaMwCmSCWgMrOSmvI3IDFkAgIGSAiBEAIJUBVNVWZGZnQe3pi5mb32Nqf5GgZrn/s8KoOQoob4k1xuZu+9e8895ztnr2+ttdeOrXweYf219R/h/FrrZDZJKTQCZ0D96r//lc+kX8/A2Nf8y89w7fbq09PfObUGL2bBv7TrtUflhCc2nmTZHAIKT4W4ukJGDV4LgPGN7aqrdubUqgIbBShKUVdPsdeYSia0jqYGMwAby+OrhdMK8NTgCI3DZ6hBUg6oDdb7r0tcQQUhZEVIm8HU1aXTxaSH+sSuACQDBK5od5yzOe4b8VYzFZ8L3azvHzFj7SCKtfGOMWeiyQC1wpyUG7CMFOgRA+VNzopNpcyJmL28K85MyU7em1LkUg+NxU8nWDfxKc7eyeAWgtKApcvbeanQ24L2zjGWQjRGqfpCjIU6S1fGO2IQw6W1onu/es0NCY1MuLEqAnYy/4e3DybmxFGdCrL3i6m2AlnSHfrcTzKngeXsdY0Whj6ozVBdPpWa/NcA9pOM6YKoYS9V9ARMsQDE5fXd4p85GmCOArVLMrSPRR1Vs0zdvijCaxBF9/S1sCAGrAgydVfL2qkV2uyNSdYaiLYbTz7I68IT81hqFShynIIMTzjO6V5d2MBarevJvr8Yo51bZM9v6NfwCua9CsRmDe1zOL6BadJDtV1Jw998AI+vYL0BonbXi0/GOxiTitDd3ij5M+haFbZSYHiEy+d6ON+8FWPgb2DzHA6zds5pBzyCs+m0zb3+fZ5gPKoYtC08vNJu2FXoLlUMFkng+KDF8aoV6JmP2s2TTYZYFgDgJ9MmG7h6T8UnBlH8zz8QgNleqDDWtQrl8QDP34fDEW0Xsz7r5kJqwjjB42sV4gJ89SWcvafu05SBVsfgLuBxhNUZHA5kRpgr7B+hPxOQmR9VNO8+g2HPHBsrzk5ShI/kNJNXUZ/fr+HLP4HbB71WiwBd6MVCzIPOdxkFcNoWdgeBgL6H5hzKoM+VJ904TS+wNTzomjWd1kb8TK9984WdS1tP+0FeDu9hHlXsuwsDTgV2d1AnXeN6BCaI15xMlTaV+dSJU7OuX9wYmHwUYMKJqbt8LhCRg342e7j7VOtm0wtk1BEaZ3LTT55YptDBG3toxg1cnUNvstMwaXhzv9H1WJ3B4R4I8q2ERq9z/a7O3/n3xcRsr7QWfNDn//AKJkl9TIOOiyzguDBpq61A1f5R53lMsH3+/3nL/loAU08BdZx24laV9cHsge9QwVB6o3v6PaO2S1Zx9qBR7rWe/DDBL7+rHbhYjAUUyLOiomLMCLPer2qdFFR4st2M0Ttm21lU707hbbiCC47EJCq9au7OtOS5mEm4lKXYG6iyrqBiHz1Vm7xcjS1Y6qqrBnA85Cc2pjr7fe+sahRqkE4bsmNoEz5VNpZJPgy635vgaH2hSTAgUBG9M4+LVzeMxhmpOytW0qguoSVMrvEwuqK5Q04STC6KbpuT4vezIB05Vw5k+uCYcDLnzgWS1xBD53hMhVSqmLRcyHXxccBuMMOvi0xTkUk5NJRSCBlcH/DVwQx7AxEdugdCCqRamBcJKGuydHHyJylDQjeqc06UuDRFsjEWPi0tiGI2FpDiXdA9buF63pzL2SgI57wB5HK6rs5BnMWcWP4hsei9k5l1W2cSZKg03pFDIWbz18SFEUHSp3dEp++t8jJywsLpAsqUKDD5Sph1nZ3TNYhVgDU7CEXhev5r/olgvqsQoBRva12gMZgEvGCSWosBMSH0iJl+gycmR4qVMP26J8L/37/O9IAe9nB2DZPtJM/P9aAbD5DfUXHvbPd6eK3ieHYt0HL/IKCz+RC2M8ReD/M5wfs/EPDYXoIzVmP1YFrvFpooQFCKCk2aJGccH81J7lT4V70eyqlo3sFoskXfC5gUD8e9wMbqAi7tswDMB/1O2MCbz7V77oySu35fhawUGG+gNcByfKPCs/8S1ueSblZbFe3dF9CdqYA+PhhzsYYI4eyKvFrDq59qx31+Bo9fqOi3UefA9bC5wK8CuHv6qzPy/kB/dU1Ka1KtjPcD3A2SKK4/gLTXex/u4Xigef+HzHf38Ob/gZsqJiEH6K7ND9LBR78Dty8lB20v0c65wP0rXbtSoL6B7/1V2N+IIRmOMO/EpLW9AE0IAi8l6brmBP4M9nvozoEIwz28+Aj8QecqKuWY59/SGvr+D2WIXcyv3bk+2/093PxUfpgQxXR98Ntw2AsAzNb5czC268O/rs/69lOTGluB77rXejge4VmrdXr2XNq+7/We8wz9ldas5AD9fLPSZ+q3J7YLRth+jLrugH3Sg9FHY4bM+zI30L8DxyyQW6NYupIFFHPU+goVNisdlyv6t1yAos9aCnz4Xdi9FQj6Nc0Fv1ZC+g//5vf/0jdrqbhYSTXS2q40LVKGbfFOORVhAQFPBeWkv9sOcKHPrVHp1AW0fJ+S9ToGYJyvFiRWjO7Xw7q1GG+CUlzrEp5nO9zZJKiv7zC9dxrqBVSXbXctOab+EhvAaRSBIz4dGydv6SmjY6TSFhmJQeMSsjE3OkmZGDzZJwLylGxCYBO9DLPWkeQcxFaBdLVUUi6n7q5xrsyNhhl6r3lCQy6c9UF+mVKI1dEKY1Krp3GVxsxGa6e8GJwGBkY/E4Kj8V4F085TAzQ4QlcoRddqnDOd1zDOsRRqqRxHmDJMpVCbVh6BGEg1MIyO4D33qbCfMi4Gkm8otbKfLURujvKoWYZKmz2pKtvHpafrVUpFzeXY7Crz8NaKr2JZso1VWFjA5AVCmwQ4xxwELJ+8vYs0ZD9v5+w0gmAZIbHcRIvZ1pnM6ZSYq6ygJ6Zm9pUQvRJ/nSNY8F75+n0AJ53TJ2UbxfnpXrEFRwky2Qa7v5ZkyoW9+ZotzGRSATS/ME8npsXylWyL6O0b2Wnm1Rz1uf/gR3/yzZSQ/tY/kKnLt9odToPtdI3W71f6r45iGB5ey2j4eKeCXLPAzdm1wMfrn2v3v6zHzaV2o8tr56Ri5R1sX0A5arfbdCY3mJnTBxgfgfi0G9+/gfGt6P7jTg/f7/7L8lDkpN1dY38eRtiuTP4xyed4K2D07CMV1sev5FUY9qL9YydWYr7Tsbdr7bzbXu+XRrEYIUp2GEftlonyQ6SsnVgvCYBpUBEuCS4/0L+FrKKWB/NXjLB6xySTtWQRGfske4wH2J5LpipOjMDdVyqOj2/0Gq0V7PXWcj8SXH3fmBAzgw4PugY5w/41bF7Ai+/A8Fqs0uKSL0neGGaoB4GicYA3X0iG0+5R7zcb4CnWtZOyPpcPcHUp8DkYy9VfwMe/A68+V4HPs5i0d7+nc7Q645SD0qwkA0Yn5s01OrbdVwLHqwsBq1ph+8zWFQJELOun6N/aTut4nnQdQ9T1DkF/jmamDa120nlhHlsBJ9/p70sXEejnXdC1ufvCJNcLePdjXZ9WHi32d7DqdH80jUDd8QCrjVix3a0AS6jQnmHSjMmHG+r/+ke/8pn0awHM3/3hd6p3jhxPYRuEYBLMUugrhGX6tO0qiUE7SAsFc/HpgSvKW3Mb0jJfpg2kVGljtQdvPEkPp77UqpaMUp88DDF4xikRozPRSdKEGQgI3mkoX6k0sVHIHpqR45095C2S/uugCqAWp3kiBrjwBq5ytt8p1uZmgMvSaxdmaaHlW+/NjGuf1VqSPUblR09TK30NpJLxLtHEZUCkPEKHUui7gG9kIKzofYaq0LyxKkEzRg9joW0FZPrgaSNiS0rmYiUwFaOjzfKzHMYjnfesPMQm0LbqC1+8Nm3j2XSeYUykXIjBqzPCGI1pytwPM5fnHfeTMgxWjec4a77JocJUHVOCyXmmXJiSY/SV6ShGJJsclL7m4ZAx+0myO41XcE/XpZRqnW5PAHE6AQzztJibf1mrS+xwLbr+CwW5tGM7BBhDtXlM3vJaDNye/v+1Rp/qn76vSbWePNWnuVlfu/Vap6nVpT59H8T2ZqcWaWUnFc2XMcCi9/Ym/9jvLX6ZRQJiuU3Ni5UXecqO1Y4ZS1yNWZuCBZsJEDn+8M+/oQDmn/u3K1/8Bbz4GGIj+rtZwfEziJcqaPevBQimAzy8FWXvWxUtRcwa2DkDNiqq41sVB++efu72Fawv4OKFitiq1a64cbgXH1LzIECwON+9e/JHDAfJAP1GBXU4qtBODypou1t48T4QVKCmSd0oywN3OkBjhZOionJxJQYleliv9efdBHc/g801EGG6NaNo+yQjxFbHVb92A/VrgQNLX+Xxrd53OMjrMg4qtk0D5x/Bi63km+Mo9iNlGW3P31dxdiaLdR2cv5AU1iFfxvOP5EtyHbx+JVkoiKXG95APNpRv0vu2PdDJgLt+rhv/+FLHdbaVH2WRjq6eSTY6mheqos+ZCxzvTA6pkoDWPeR7FfSrd+WhykGsWgzw5qXOy9m7AmCrS3lgems33t1KvqwNPP+2pKWc4OaVAEE6oh27MzbOklxdI/DgvNahRz/rWwOyncBV08toXGZjVYIkzIrWdYha68t7zNMpv4VmJbk0Z62lYhNNY9Rn8CYJVs0Mo90I/GD+mjzrHFRjveZZ0mHN+v2m1bo5HgSU06DP9nADV+9Dnan/y3/8mwOY/+D3f6vKgvHLEZ3pa3+tVQwUGDvjnYbFOUcI9fRUXVgZza9RlkgOCpNr0VC/pUP164zRYvJtlh1yUGLu4t3MqejPBoRDhnkuYsqWYpgrocorE4JjcOU02yYvpi47tmCFbulic1ihNIlH06ZFf8q87E+bolIgRAGoE+sUBOy8xfjHLLmrb22cPbAKGmFQXcF3T220q6pIfVoBiG4d2e1ntiFQSmUfK2fFy48SPU0RCzBjG7UAvQdSpWk4zY9qCvRmrG66QqiOTXQMU2bVB7ZNYBwzbV+ZU4ZfamyXhJtzIXYN85xxVYzO7SEzDQ7XiZHZT17xUgl8aNjPhewcPnlmLy/HOBV8DAxjwjf67KXWE8BYQOFSs3MqVPc0HHMpuhn5mk4+Lct9aawtuZhk5Ite7wQ+gt6n+q9NHIcnmXJphwZYQBDqVlue10o71nu0WSBx6e4OZuYNS5hc1ueLrUIAKRao6JJmNE2aXP1LJEyoFhHgf+kYMUMy2NpfwPPSEr382DJ/yevGjSzdSpZ8apJTXwWQ/+gv/vSbCWC++29V9g96eLssZNr08HgjGQYncOOj/Az7GxWial6FGPTgaFcqAqFXp4szDbAF9kcVq4uPgCJAUpNMlgHtPr3thn2VX+bsUrvvh7cCG72ZH2MrEFSLMQrGgkS0g55NgmojPLsWk7R9Bl/8CN75AEkOSWDr8Q7cDI+PKojtRrLDuH/SINNB7x1XKuJp1HtPZuz1vaSXpgPMoxE7Hbv3KnjBfveTH+p3h0fbyXkZR4cH/c7dZ3rd976nc9mY+bkN8O4PZPZMQR6PGPTwPbsSgxOyfBzjIIAwHFR0V1udk8evBDxdK8YkJfNCGOsSenl3zp+peA8H+0zVPu+RU1dTGSRpXX9LIGg2kBiDfq7b6qavE0xFctv+HsZbHX/UM0A3eIHL93Utxr1M0OEcYtLrNitRvS6bEfiodbi+FBuzv9Vn6Y3B6YxlyQaQQD6mNOrcdOY3qZNknHln684LeBcDvceD3iM4k728MTJm8K4VFoww3emh6Bpd2+5M6wk4hd7lZMWysQ2lPW6Go0DVOBjbkXWO60z92X/2K59Jv9YDEywcy9WkY65KFAxG61crLEvuRMoGdWwYX3SRccwEl7VLpsHhmM0j0BQVhlxlzCxBvhSNG3BPu8UKEKgUajZvgXlYsAIWgVgjNUqiSV56vyfQNp6QlsRTCwLrvO1yDaA4ve4qeB6mRAw6Na5k5qY+GWWD5JPQ+FPGh0yikrfqbFKVSVuhVJvtFJQb4Aqh0XTpUuBZE5jGrM1Ccbj6FDmfg1cUvIO+jwxTxjeFQxYwq1NlaDixQMdS6UMgRKCqs6kUaLqklMZZoKltvdJjfbGuHE/ynmYVqMFxSDOx84yTDM2NM2YsOtbrhjdfHWiawLCfaKInusIxKVEzbjwuOWZXONs2cMg0l4H7XaENjilX4tpxHArVJ+XGpIm2dYyTup/w4KLd2/xTqLbxkowwxsNLR6lF6xSiddj4f4o50Z991piEyTtDH7p/fC0n703wDiznZnl2NzHj6hOLx9e6fsJsEpMzj44zj1PwhGTBfyYuOS9YnWdJa8tIC18jTdaMpoVNfOpqUwI0DcQkBFPqMsCU00TsbDk9CjWEunRsIZaxlGI+Lgvvo5xen1yZSE8GxG/iVxpgMPmEpCI3DpIwbIggj79Qob57IyajZj2Qr9+xrpRZRdY5yRaPB8k/1evchpUMva/+oXb/m608GRfnouq//Jl28HlQMTruBHDOn0m2eP9SjMbmA7EhtcDnP34qJn2nn7t+R+t7s9axNME6bSY2/8q/wf7uNbz8VF4ZEMOQMrz4AH/2nFUXCTiSdzy7uMaFyOtXn3Gc9jRxzUfvvsc6elLb8+rLLximI+u25b13P+GrN59TXOLm1uSwx1v5SOZJzM08qVNqszG5wOkcLkVyeIAPviu2ZLiV+bc+KH79/ALqIB9QHmWCvvwQ9/w96uGRzXpi/7MvtYNaX8CbT/Xamwtdn8NO1+i45zQ9eH8jxiYG6J/D8CU0pgs/HHV9hnutj/I15uDmZwKrxan4ToOAx8Vz/cz2Cl59pj+3F3Bxpod+v4LbL+Crz2D7kR50zz+Eu8/h9ecCieNR62Y2n9XmXDt8b7viwRJr+x6+einmYp5g08Grn9nOe5ZEMx2NaSkGuDO8+VLncDme4q2924t93N9p/eaq6/DZQe/l0LGtDSQtx7NISnnUNW+i1vOU9OcyG9MRoLUHax10ndBEb2ILD0sXmwOKmMKTUeMvf/1aBuYPf/hhzQG8tZK6xQC5oK3F17GEyxWBhIXWn5yniYrsqqWyTNBNi3GwZKUH1kbnwUyGsyVKxuCpZEqutEEaflPUQlb80pEjIONTJoZ48iAkb10dowU1hQC4JzOuFYmw5DoEL5+JybKdpQqn6khhmQxcT/JobAO1PD3tXS22CzZK3yiiaGZOV7TjTq7StoFNWaSCRNN4cskCA8tog1zpgselqghmBFTGNBGmgPfQdZFpzgyl0ER/8nY0ZiaeQqZtPKVk2uxom8I4ZSI6Bk+hpdB6+UZW3rNZN+ScmFLG10LXBJIXEOq8DR7zcDgmSvXE6Omjx7nIzWFiLGh6doTDFJi9UneP2eGiZ8qVeazEvtGgMu8ZTGIrSd1LQzYvh3cwC3CkEgjBU/Nk4w3UhbZE65fGqWNoDrqpfFJxnr3Ob15kwmLJxZaommQKl6wXKKjVvJjUFGjM96VRDs56oWuSF2rxN3iTa8TiebKZaBYw2th7NF4zVjQiohJdJeVqoWFP917lCTyd5EfvCJOyi/RZrFtv2VCEanJatQYGY85sblcw8B+8Agoxb433Dp/qqXPuj//0z76ZDMzm9yu+1a5wmlQ02pUK3XQvk+Mw6Jq3Wz3Q82i7bqfd+JRUALoLTtkXzps0szXdf23dJJZF4FqoRu2HqJ+LLRD0gD+aWbS/UiFteqDARUd79i7T//4/yX8gXUW/9/x39Nr9mdB1bMFN4FYqSLGF9UrF5biT7yHNkHdcfOd3ub97Aw/3EDKr64843nwGxTwQ3cbMvkdLa+0kW7x9pU6U3a0+e+1sR/2ojqSuh9qrUEYL5fvq5zr5fS9W5fKFPDm+SC5Ke3CZWHe8//xbhAjbsxcchns+vrrk/c2a+7tbzt675ubNp8QSOA4jb3a3/OC9S3rX84vbB5LrIK6J+zfcjkcu+pYpD2y2G/aHzMXmOS/vPie6mYvtBZmel199yb6secgN1WW23Ya7/S1pGqg+0vqWaTCGatoj1ikD3lin/smEXYuAzroIrPpZ13F3hG5NaGeer88IfgXTRImOw+7AMN1xdv0OJYHLI6uzdxn2DzjvOdDi65FpFJDV/LwOl0d87JimI4mZVbNSjfAe5xtCiHTOk8rM7rijxVODZxoO4OFic8HjoHRoVwqpeGpJuNhprlY2w3DMMiN3BoCytcwXBJKcl0w420N6mrUZGI/m0QkC6U2Q5NafiQGDJ8BdK7hI/Uf/6W8uIf3Bv/BJXRI6fXAk83+cTIEBfFXnw8KqtDjS12LZY5QHBJaOkEp1M5RgIXR6sVIqwYeTUXf5qt5yWpwkoJwLrtST+dLFiCuVtgmUWbNfFHBnBcvC0mrQTrwk7VBnmwI9z0mMY+epviEl7WKn2eL2q0DR0iKdo14/jprLVK3LpM7yZoAkrNB4SqrUlPGt/Ag1ZZrGRtF3EPeFZlNporeAK0caTbKoyuUIBXzrqD5RU6CPnjknXAnUCGMuuEmLN3hHXEc2JQvs4dhNCRcq2xhJU2azijSNx6VZabkVVo1jtfG0znMcE9Nx5uoqyphsjMI4Z842kVwq90ddv5iLmJgj+JUnF0cJHh4mcg7sO0/xjt0Mj2PBdZ48a0zBMcOQHSlAtqA7ZvPOxXDyS+Gz/m8DQ4N3pFkdZdU0aR+c8oOajDO/WsSrsQBrny+6h3LUGmuTQEA2T5zL9TSSQTlBWn+T0TBLJIJzChgMOErniIdKbiSyPQ2PdKfXCizmXTF+1Rfa6lhClDzlNO8Kh1i8hdkJ7nTv4CBY3tJUbe7Xklxddc/FTutoibh3XkNFJ6wrrsgbUJdIe5M2T0McZ63zP/qzP/9mAphn/5oATEAFqTrtqBsz716/IzmmbWH3CNsz6zCaBHhclu9h3qmdeL1St8xqrZbm2ojqzxP8/P+WIbVbmzfFqfNjtTXD5vK+H5gf4Bewey1pxHl5Ev7k/xAQOHsGb7/aGeSSAAAgAElEQVQwiSbC5SeSlEoVOMkTrF7A/c8EPqajfu5wL3/LsAcWkGO+hbNLePnn8PwHYk/WW5llxwE++T11KfVXeu3N1kynTseQNDAS53jn4jlpPHAsM2fthpKOzHmmlExNE2dXz1m7yvb8gt2h8Hr3lnVoaWLhZr/jIo4cZ0dTR15cfYuXjzvGcaJb9cCa3f1L3Lon7QfWMbJvei63z6klE6dbyJXLZ1ccxszN7Z6jr9S71wJzoYV/+D+C20B61DVebQS0jvdiAtYreTa276kj7faVGLFpMkO202vVBs7OidcXNDESgdZHuqZhN40ED7dvvpSX6v6lGKE//z+tKwid2/NrFfKLd7QGN2sxPS7AtmMbG9atZ54dIUTG6Uj2Eef1PMqlMmcRDWmeiE1HnkZSSSxDjJ2L1Gl4koqqRS/UItmHLFBezZS+5M6UIhalOutALsCk38kGvCdL1cXL4zIfxbDlUbLo7tbWkUlQMQi8j0dJo6vV14C0GaDnBLGn/uQ//80BzB/+je+aWiOJJzWFQKC3hzHeU0oghEqODhcKZSy4oKnTiyu2lmyku8ypIYgyT3W2zBGjzJdDtMnPAFOxttKkApOj/A9hyY+pBZcUXNcXG0rnHek06Ec78ETSDjjKc1BYgEklFvDRMWYxDCmXkyzr0K50TsWMy2Jmeu8Zvcyc3smk2nVBxdVD7ALTMdEmL4bNQc2FVdfgfeVYEpc1MDKdil0MXsUNY1umzOWqZS6Z91rP51OhbzyPu4EutipEUQV38Ys0yRHaTLXW55lCdJV8zLjo6PtImjOBxPm653E/8WLdsDuMKnjR82zTEKJYHRAgW68jOcu0yzxxvllzexiI0XMcYEBsSPWecZppYsv9mPFNJLvAPlUeU5JJ3kHynq40pABplnSUT0mXnmm2MQlpxkWvsQhLK35ROvDJYL0smzrjqs53TUZTuqe15b0zyhLwim+Xh8rToHs0RWs0NhP3hCMEjytPZuCUC7SeMKqLa/QafyFJyyT9qvbv6BYAowdI0zvcXJgG9PouW5yS7o3GqFgBETt2Y+AaY1wGk8GqrfFlnlKozti/emrTbqsjm0y6gMJq0707J9aRRmKUN2bo7//oL76ZAOZ3/92q9kVUyGebEzNPotPnJIPrtJc88PZTPaCfW1dNTvKpvPhQTE2axVC8+EhgYUHBTauHy5TMa+BsnTbGXBQBgQVUTJNYnWpszf5GXobj3ih7+5nL57bbbZ68Gl0nQOKrFa2oluq2oXv+MePNK/3c8Sh5wVUDUINarfuNGBQnLxw1C1gF/0T771/Tnz1Tsu4kOZPhRjvqw9G8GJ3kObcyL8cD+LWF683qzNntZQg8WkfSsJfkVNJTd9XuIJq7zGKtKuY3qU8dWpsLTrJGKTKf9mt5PeasDJtkcqk7wn4HOEl/0yhgmWd5SnwvMBFthk9cKVa/eDFG3/oefPFzyW/dFRDlH1oSdYc7OL5W6/P2XGD17ErA8vJdraXjTr9/uIWzD9VWHYI6jTYXOo79TuA3GdhsNjBbMKF27VAOAqjz/CSPuQaSZbbEy6d1WnfILXkBHMBtURaNUcqn/1vCMR7i2szEANl0/kadU6G37ivzt+SRExsYV2Ldlu6ak079Ne+ME3skMH8Atvp71IiD+vCrg+x+LYD5e3/jk8Wee/o87mudEy7bkMPloW16+myO9FwqTecpyWQAr5AxN2WcN2WrOptsXAnVukXyhHMBVzw1Ljte20GXSgye0DsCDcc00TjPmAvkaixNJUbt2LOrhAShiSegME4q8HOsdGZknF21iHBHPWYqUV6IoCrpYjTgo+OlKJxu6ZLx5p2Y7LMGv2TieOap0AfEtNiwAO/VaZIDbCKskmdIyoboAvSt43EuJn1U+j4yjnq41uI47xuxRHZeovPmJynMc+YiRmrIlFRYrTz7w0zfBdxc8AHWfeTxceL9ixX9lHBzxb3wPL4dOdt07MeBbevZl8yL9Yo5ZZyr5OyJQZkpr94ceXbVMwxiRm6OmeIjQ5rpu47qIynBY5mpKXComSl5WhfY5UpoI4dRwDRGj4syK8e2OXXXKC3Zy5jtBdBKqZSSTfoTEE0GUByS3aZQxFoU69wxtmGsSsddvqrJnto1FA11dFBbAVWWEROn62xM3vJ8mC1A7jSjyxOLo+SEC+ZHcTIX11qZi7XIV0ul9jKql/CX788lSFD3lgebnO0aewCkp8zdWqryZIIjm79umSIvj6kKiw/W4n8s0Ng8qElgt9rr/PGPf/LNBDCrv1XZbqB/Yc+70bqJsopgnvX8nQ6SYXxnO/UoJqZf6/eGvfwc3ZkeyHUWmNmaybPpniLc5z3EcxleV+fagc+TTMMpCVxEm9VytPC6NChoLThR9rNTIclHFMASOcW2ZzNLdr2Oq4naHYcWevPqENUZE9cWGJcgWPtzsda1NKgtW+Fcet08W06KhZ75TnH8jXW7tGtOcfnFvC2hgbwTsLn4QL4RkpiOgxmI50ELeNzDB99TG/GcgAkuPoRnz8DfQr9l0zX4MNHVjt5F7kJPnQb61QXrOnA/7tls36cpjwxzIabKnBK1Fm52t5RioCw5sWQFAatpJ0bk7iudnympzXc+wLMPzBB9Zn6cjTrTvBcQLDvYfgC7VwIfoHOwsbThroONRkfQbXWdu8Zi+P1TEm2Mtqs6WqCfl/R4eP3UhVSqXmN3K5nSeQMB0WYrWRaRbwQEfVQn3fpS/ppQjD05CJhdfSzwNM1Q7wXG5knXMasTmHkQ4Cxo/TsvP41vOLWLn10oqK+r0FyZ58VM31iS8HiDaGdnoXYBKFq7jY1WkF+D+uP/4jcHMH/3b35SHRAt3n8BAGWZwbJMgV60dI2npnh7sB4LrDzBZKdqqDBa63JGO89Sk3wIBsZ6DzV5dfnYLnSu+ZQQW2qljc5+prAKnsEr+fTrM9JSUmjcynkSZoqcy2l+Um386f4MweG9p2nAz5XJa2JvMuYldErkTdmdckZyrizznUDBZl2nDp7YeMmePkOGTdOIQSLjnWMV5FOpRydWeKrqiJkKq8bRBJjGyjwX3FpSQt8FpjkzVceqC9pkzZke2K4bxjSTcmUeMonKqo+EqTLMM03jaVuvc0RmGDPnq4aQIK8KV6uGmzcDV6tGbekxEybHIWUqBe8cbQtt0zGMI/ePRjOavLbqI9s2MhRwwbPbVdbnDfujTKzHY8a3HcPouIszoQY2BA65MrpoYAWoYjOcg3ESO7LgjYVlck4sQhM9o8kehWgT2AsNjmyMSbKOo84M3ylVOirTaQKz1lfbLGxGYU4F15snagn08Xa94Zdaqr0HvOXkBEeuHp8qxHL6+VqfJCZv+UXym7jTwFOXlnwj67zyT2sfYJ4r7RNBpeNQZp/AS6kQsGwoMXI+YN2ADnI1OcqpOw3/S96qlMopePLv/+NvKAOz+VcrXQ+P9yok2wsrsB52nykYza2VZzGYCbSzXecSLtas1Y0SogrP4oHpLMW0601yOgrIlAI3n4nJaHt5P2gky7z9UqCl7+D5J7rY80GsTtsYGJjFYly+I2mjX1vX0qPR+wXOzlQgHm60a26LZKc8SpI67lQASxG42WxV1PsIzvP84n1yEziOmWF+C76haXvKdOTy8gWNS6xcy8P+nrlU+u6MkBN+fuBxf8PV5TscCaxDTwyJGFvK9EhIO26OhfONZ7P+iEN55OXLz6nrbzE9fEVNA22juIe7GbEhN58BBt4eXglMdS80xThGMRP3nwlAjQa0xjeweUeFve01ViGYh6M3I2t10G5x18+o0yi25v4ANz+2zjIH3/4Bjsrm/BlTSkzTntA0bP1G66cWci3EGAjA46iY/VXbcnZ+xeHxkSFlUh45b85puxXz9EC3uuC43+NdYJ9Guqahi5EYI8NRg0EzlZwTXbNiohKD42E8kmoBH0jzQf6GORO256zbjv1xR3FODEkyVqUUrYFFa69ZYGE+au3evTagUwVI5kmpwbE1U/uD2L5x0KZovVVY3/Zdnf9soPv2lR5sz74twBSjjoMI01vor/WaIYrFfHgr0NiZRHp8CyR1YXlPnf7RP4OE9MNv19I6GGRylZ1EhsOmCThXmVOhBG/tyu50IQGCVxGITiAgJ0dtPdGJsk5kgm+o2SYtJ92j3heowf5dO8dlkF+qauFtq1ihBRT5LNPv7PXsycd8+rsAi3wDXfWkUig4stNwPcZCDtaanQvBe1xsSQ2UJD/CMlepqL+IPEk6G7OxLX1mHjxN1GerDuqUCK5AdLjY0pRK7w1wmjxzP4x47+gL1oFjLEDN4MyvUa1otp55zqz6yENKrKyQxaTPfqiZtgnMKTFOmYveDKiW3zKUhJ8mmr7Fp8q29VyedyeDcmhgPg4MBTZNJLlMGAqpkeTgkpPMtPXUY2E/ZuYS6Ly8F7dDYV/kk0rVc3fIdK0GxgXvOUwQ2oCvnmMuWj94mhgZx0SOQTkzKZukVBVAOEgqGyK0xqhUHBTkqymVWLz8QyuTinIyb4tYv1QqsWYWlLwAmGBm3hINHJl86eeWVGdyrTauoZJcxGeZbmMUA9faulxakUsnoLOadfy5ERhrDfiWYL6VqTI2lX4ODL5SnN43IoNtNMYnzJXSyWjuMyeQAdjDS14YpT6b9GkbM58MbBeT3UKhjoUS3amFvBQIU6FGjytKjf6jP/npNxPAfOvfrJw9E0sRoordYS8AMN8JqGzOVQCS8lBC1canNCtKqdTHN4AzU6fXTjfPJmegHfDmXN1M3YUe1jWaZIMu3GGvB/5mKxByf6Pk0pwsSO5Rs3JKEaBpveLW5wEwxmV/Z+3NlvERjVGJnY593gnsTEd13NRO0hQO7vcqLs+v4OFBx9ZUgZ3Ho/4OAmMv/y+IZzLeJitstUDcKrm3X5tHwkG2VNyHG0khmwt1/ex/Cm4W81HPYIWi70OA2zt4/i68/BN48QM+/PiCi+st62bF7K54sZp52MNhhC+++jFH33G8uVVRvH2r7JqzS9zVu/R+4jsff8xZmLg6e5+bu0/JDrZNQykt4/GG6+fvMcwD426Hjz0+OGLscN5zeyy8/PznhPWGmEbuckOeH3hx9g4XZy21OkiJ5Cu1FjbNhpQfmCdP027xvjAdH3CxIbSqKNFFUoFhOpJKItCKvfWeXD3DsCc2LQ+He6JrCE1LbNYMw4EYI4cys45rKIUxjSx9m01s5cN0a3b7e3Ip7PaPbLs1kz+jqw903TVvdm9o28i0n7QZ9xFuv4LLb4Hlt/mmpSQD3Uu2jDMDrqsmt1p7tetszdn/vflvfASysUIIMOZZXXnJGB6KrZeif8vplHVUf/5f/+YA5g/++rdrbr8W4DXZVtgGmXkfTFnSvzdRwW6DTVFOqdA2ARflG+idZ3KaCJ1SpcFSeEOgIO9JjJ5FJ8uz5CIBRwGn2dqMQ7UdtclSmC8gZgGc0igsL+SnnbJaSOVn8c4RWk+eZaqc7T1c43AlMuVEnCtho9C2Yq9TUiKnio8tuEwo2gbPQfLFktPhasDniaZGcgupePqgmdQpKXtFAXgG9pwkq+wLLmV8zTTrlu22ZRwzcyqcBQUE3j2MXHQR7yvDmEnR/De7rJC6znEYEmeNXrM6STS9q4x+JnoZdCM6v1PWmIHdfub5ectIImbHuZMBdNVKmhoTtG0gBnUs3adMrpGSJ41fmIOkuNmRHLx6m9msG/ah0DcteS6UJjAOnhoduRT2U7VuMxgWY2uSPFSKpoS7bYC50lXHmJ+SmJvqmBsxEN5V/Fgh6priJT2lU4JzxJfEMsOrwKmrrlZol9C5OWuEgBc9f1JrEhSTEZ1TU79DyoByZZKZjIOZcg1UpIkaHEpwdlDVHVVM2gS1rhUv07g76h6o1bqCsjwJtUBNNtjUK1pg8bqXaos7CKSX2VKkg15zycbBOWIy83mFxj+1opcqSdh7+IN//A2VkP6lf68qmMt2nhmd5N2g2TD3N/Jm9Ge22x1VaI+Wd+It+yJugGosiAfXPxlDK4BldEzmhxgOQC9K7XhvhstZ3z+/Vhvy8tWsMCe3ZBmssPhWXpDhQcXDOctrSYC3KdujRdtHG0rZmUTVy09BViLwtFML8qpTqvCXP5Vp+Ppd/fxiAq5Zu/O9zVxa/q1bKRgvNgIrL1/amIJRzMjDWwGkiyvYzyaRlSf/xriHj74Pn/3IAu1+C17/SCzIvIdP/grXF1uuri94cbXl/esLPrk+53i4xdfC/e0dU/eMafdACA37+ZHgI2l/oD1/l23jef3wQE4z43zLpj0jpcRqteb+cOTh/i0fvHiP6htKmYmxJbYd+/2BwzCz3V7xxf0jz/qGnOFm/0gTAq5U1psL8jwwT0cIFecbfElMU1KcTROoRJwPTNNA07Tk6qk5KaS1HAnOc5gFnFJOlFJYby64uf0K5yNdv2YaR0KjqeYAAakMx6mcPJuOQuMdrolM+yMZR/Itc3V0eVBw8jxBG+g256RhJO9uJXG5CqWRBOUb2+lUrXlv7B/ofgB83+tY5lnAZH1lPp67J4N3Y23Zi0zmbL2kBDi97tLOORf9e07gG+rP/6tf+Uz6tTkwxUGdtHMDFX8l7HqjwStdUXBZscKQmcG8MT4BwTHtM00TGEuizBlWjWw8Y4GNdaDgaIsnjxXXB5O+1F6cS2XdNKRDIjSe2VfaUinR0VhqXGzU4eS9Yvn3PqnjyTtC9BRvHoBJQ/Cy92LKvGMqOpFDrfQpEBvHygdKEG03z4XGEHMy428tM9kJUPjgIAV8Uwk5M2SHC0e1zJeEnx1dcgy+UGIwxsVTehXxGCrjOOGip2sccRWoVX6V480RnNNmZJeM6q88WMt530XmQR6hbitPw8P9RBcd3SqQcmHtAnMqNOvAdRd4czOBd2RXcCbvuJIIFYol+TrvuCkzF7FhfzfTvWjY+kpIldA03D1OzAm8z4SkWV9Dnmn6lrv9zH7OvPfhiv0ItXhKzmRfOdzPHGmJ2TM3Ht8q3TiVQizSWH0IUMVE1Kbik/wvhzmzadRiXkMkNZ5Y5PWQwVuy5PqiYxon3Qu10noBjOo4TXB21g9fndaoZnYpi0i2AEconmTelhLV7RWmRIkq/LlxhOIgfk26nGb51rInBfCdWLSaxGJmv5iRC8kXTVGv4FLBh4hfBWZrq8bJr1KslXxhU3S1KzU+meGULhOpZAjpJEPVCh5do+Q0X4oCTRaD5Lzeo0mcxhx8Y78+fWlZJSsr8g8qrLXAS/QwLx7Sj/VzaZQJl4JS6go8/47Nk5khoWLuD3BjnRrdSl6LVQY6+OJLpbp2W8uciQJH5aAH+O5BUsn1x7avs9blZGbT15+q4KwvgDPZCw6vRNtvzwRc4jnERx3fd74jpqf9gd7XewGutoPXPwUyHM/gnY/VPXX7Gt59D4iSGg63lhuS4NEi9sc9fPQDjQjYvWb7/F18c87D/l4JwefXKnhzVBHrX4kRunkJfqPU3+uPBarGA7z3A7jdQfNMIxA278L1B/w7f/tf59J9wZdf/oTV9orHuze8//531AjxeMs6ZnJu+fCD90h15iGe0zYzF9cfcf9wz+Ex8ez6gt3hoMiL0DHst8T1JflwR/ItV+fn7LtADle4rqBRmi01OGI7stmsqS7yYS5MpeV//h/+O168/23OX5wzVnh5+yMuNxdcbq/YjXt240CaD7TthqZtoTTUcuBuHHDzxPPzMx4Pe0qdmCjMQ+HF1TsUN/GYZpyLhL7li/t7mrDlOOw5loGHwz3rsKFpEtFHbbBjRwyV/X5H9C2FmXkO7B5uIa5om4gvA7iBbb+lby7ZHyfS3UtG5+nWW3La0LYtU5EJ3btKjIkpTfIDeutGWqTToPEWZRqN9m20luYkI3uwVN4KDCanLsbqfBQDU52lK1c0PDNrreYsqWsxZ/+Kr19v4v39j3/pm8m8Kr4aIzJVSgOkBucccWMPa0v+dE7tsNOoeUYhLPHs+r9vHHVUEmsplWA0fEqJGI36N6N5jVVsine4xhOrZ6QSbBsaMxyHxLptic5RF4NiVCBbSTLPrlaNpZpK/vK+4gjUXJl4Mm2m0+5ceSOeRM6VvmkYxsy6h0NWLHxNhSYXqss0jaeEyFTUORWDPC/R5A5n07D7XKmtWKQmVroF9EVJFuOoLpzFmDzmwm4Ws9XMRu15BG68cl26LnA8Jo5zom89bqxcnHeMox1XSpy18HgUE7RqvNqvM6xbeNhPXPQNmxXsD2Ir9rlwcdYTc+HV7Y5nm45hrjqPk3w5r6aJ7eWG9DAzV0/wgdv9xLYLPA6V4iMpVro2MA6V6hraxnM7ZcYxKwUXqFmDOPuukZdnzmRrTY8hyg80iv3LUYU3Wp4PFaITKAveqXstQQnWLm/3gC82vdsrkG6e0HqabDSG5RComUn0RUpF40LmquGX3jGSaUcUZRCBqRCip8mBFCqUopEVszQdZ23Sy+1W0XEuTBxkchFr6MwUj2UckcuptXppC19yclKqT3EENaNMYhvl4Wwiena4UkkhK328RLWJu/SUsZOh+Jla4Y//9BffSCjj1n9NN2E0k61HIWZ5lnRTk9iPYAbDxSg7mql3PJpZ0U6f9+ahQd00aRTzEhsgwKYxCr5VYR8H291m69xpTmm3TayU4thurzjMR9I8yfe03wMd8dkF27bn7u5GtPt0JHYbm/x8VPfO5z+C9z6UubjpoE74uCKsrnDHR6Z0INZEf/Yeu/09LTBNA6FpFZZ4fKB59pz59kFAvW3hq1/A1TsKpXu80zGbpAEOdqNl5SSdv9VzSRXzAV79uUBRtKGCnXwoZOtA8pO6vfYPkrjSnbwsILRdjtBcw6bHX2z5T/79v8PjzWsckd3DF4Rmy3EurGvi7v6Wn72+59nVJe9cfYtf/OQv6DZb7o4HHg/3vBqPHHdHfvLFp0SCNc04iImL7ZpudcHb/chFU/n4o+/S9w0/+fIXNHFN9J4v7g+kn/yZdvkPr1R83/9EDFKaTG4JcPGuMoXatT7zsdpnPjxJcyULGC8/0/SQitZknmyCtIN6C34L5R4B6CN8/HuAh3e+BfOBtusI1ZPbSBn3JJTNcu48D2Wkm2diu5Jn03vmaWbMaN25gPeFUgOlJKuNVQbmUgVegpf5mKDjDV7M4fK1pO4uoKXMMn2nUexL7M0E/2AepTX4AA9fSX6lg3Sgfv7f/uYS0n/0u+9VGk8y96CvSzptobqBmBty74g7+WCyW5JDA7HxZEsznSd1PPha8b5QiySDjNrog6+4LjInUdlUMwtXaKsYmAb9PbTekk2TPAZZ7zWZx6Wl0jjt7ue5PGWzHIt1YUDKmeADMTiGYuFeVMXRl8Q6BMbZZKPO49OsYLjY08/yVkxRqcNTMnNx8bhS8I2Or13aZquMuNVj0oDJbamQGkjO45O8K20bqFmBdk30DDuF8PVrnZN5ybAplYtNw+5homt1vgGize1JU+ajdc9PHg84B12ubM8dzkY2tKUyjhm/Fii4vmwIc+V4TDzuZ15ctTgH28az249crQNfPEyU3jEPheeblpfzxHPfaEEHT9/33L6dKA2n2Pw7MmlSd1WIUUnJzrGj0ncNu4dCqjNjdUTvmUqFqSjbKyojJlQoQ4EW6lgp5ikps8x9LntCrgxeaN07maVpqjUBBpJlvJTG4ctsPhKrMVUgbhmDsbT1BAt1O2YFBMY5kdYN7qDdQWNRAqEJ8lZ6mYrzhILzqgLx8ijJKFqbNYAjqt3fKeSv9ZWaJDktUlJKyjuKUZDEeemfCQ117JxnJpsxmV8CLHoGSibNHpoSLESv4lwgW+H19Wl46fJ0KBX+3jfVA/NX/44SAHOB7bUeslleF7pOzEmI8m48vBQQCBYEF6OFz2XWqw3TNJDmUTLOIke5Xq3UDkgPhH5FngP4mdj2OGa2XYdzkT5GbvcHmriCfOQ4PfL84oW6VrPn5esb87MUAzFJ3pm715rh068EtEKEmzdKQX3+bdi9VCpsmS1tdmR18YLj7b0kmi8+FTDZnkHqbUjhHVy+p+6a/gwes5mYg8BWWGlmz5Tg/FISEV7FtjtX4Wu26jqpS5fUAN/+vgYd5iPcPUremicVtf6M5tk7zA9fCiRt31MWzid/RV1XD9ZK3m5U7HwH453mKTkkpZVJicW3L+Hb39OspP5MBt3eZkHtHwUSzp6Zd6NRe/Pu1jwYQSMAmlYAYrVWmm+/EijbnMPLn0j+AhXv/aPWUN+rfd55ve5gc6uWr8WfFCw3Zek6midk/Cxi/a4+Mn+Tt5ERk8k6SMIsqhOsLDfmlE1kQx5L1etcv4APvw3jPf36ir71pHliHB6ZZ2+5LNWM51F5F74+dZIdDzLyzpaBkw3QL5KQbyX/WBIXKev1atFaOQ5qPe8utTko5nXpWosnsERe/NKdIDDXNNQf/5f/DADmhx/VGLyxKvUUljbXLENRyKRdJnuoMVBtynEoyVqOZQ5tLO22IONr03jliZRKG5w6QXyglFkzy6wrBTiFgtU6E72DEs1DMFtgXUuMjuE4UCqsV615BQQCikvMKRNDJ7NlLuScqEt7bBuZJktf9Wqn7os/DQesRJpQ2CXYusLBadcbXaHMheAjuRRF2me9jsMRnLVZm0cnWxHNc4LgWXVOBdUF8nGWVI5ju6k2/FG5HLP5iLarwLBLnG0b7naZdMx028BcZmWIFIGmYUz0nf7/YtUJbJHp1xVmff4Vjs2mwXkBzNv9xEXbsN04DofEqtW674Jat68bz5t9ou0cV9uOY0psu4bi4eFxIo2ZHALbs579lHj5eubyouP1w4BzDVMq7FPFdQ1zLRxyJc2wajvGPJGS2ImpVqJ3lLmIfWiUEBuzY/SOUAEnr5Q3JmQm41NVsJ/KO65U5SFlM5hVdO19JRhCOa17G8D1S/EAywbaybsVvJPcMzoCAXzCDaO8I24B9TZBfTGcVBLA2lIAACAASURBVAGKYoNLS9XMrOIygQglk+dCbdVi7WYL/5qRCzdXvNPgziXx2vl4yn6JaPhlOXVDKfQwmb+rUqm5kqJTC7Y9MH2N5lkzSdU9ASuQ7PQH/+TTbySA+eRv/3HNeA67NzjfMkwD0zTQtj2H/Y7ryxes12eMw14jUHKl5oFhPOL6nnHYs2plQmy7FcOwZxxGynxUYXk8qLANBz3Qnz2HsdrkZD3I2z4yPT7Snm2ZDjes+5Z2dcXdT/4J5ER47xO6NnI4jJxvN8zjQIkbpnGgpj2x2+BCTw2eJh/JU6brG56/+JD98UDfnfHpF38hWenutQBASZCOtO98m+nwBsaB919sycORfntB369p28Cq6fjf/vQn8LgTao6NQFweZTY+7PVax711kwAPlqWy6eBqAwS4fwNUBbUdJ6CTFezZFXkwxub+RiAhdpbBc+Sj3/o9Pnv5MxgGNtcfkMY9qy7QzonXj1/RtGdMxwNt2/Kdd99jvTnj7c1r3n12zZ/9/Mc8HHb887/91/j55z9mvTpjPuz48IPf5ni8o+bMl483dDWw3lwwpiPHNLJqNjweHmU5qkXJ7lX3j1/1lGGg31wwHB814iFVOL+ChzuoFkI33Mlv1DrtRudBoO+4s3b6RwGbpjGZxjxtztvuJAq05Blo1eI+7fWaGBN2/Z6eH3kQcOlstIA35nC3F0v4eCtfyg++Z8Aq6pnTtjDvCTFQS7GxI43GBKXy1NK8mG/bzsBXfOriGnac2sSXVvulBbtZCUgNe4Gg6YANvBNIKugzV8sbiuZuqQ7KTP3Zf/ObA5h/8C/+Vi2lcmBm5T0Rj/OBIc0wOkqj9/QUYxkcbePJHhyaPNzYtOU8ZFwbzbgaVFfMtNngKC6R5nLKbxlGMRtLt07fwW4/EWJLmgs+SPJxOdN3AWpgnjOtJeXm7CQlj0qLDdiuOnlSqNTiOJTCtgnWGp4Ys+NZ3/LWZ8og2SUMlcnX/5e8d+mRpcvStJ59tYu7R8S5fbfMyuxsGlUNWipKqMUAGCExhRFI/AEGCPUQBgXdAqklxI+AX8CQCUyYImBAV6qqsyg6s6oyv9s5J27ubmZ777VXD5bF+UqoKVQ1JGNyToQ83D3MzWyvvdb7Pi/iw24SsOOVpFLxOBylCq7b6zRvGU9ZhHiIrKWYK8YFau30YvqEtDM7NhxeHb5VWuvcDpkmyrUJYY4M2bKcknckB711Piw7iTVbZ2fYhaqTt3HZKjYa0D3LqDmP0nidzX9/MwemFKCZo6nUzpyh7b/3fK6oWnxDa51NrRj4ybuBc3XoXqj5R+WX28Lrw0SMiUvsDDj6tXM6DTwXuFwrr+8mHtfOZWkcj5lzMSt7rba5KcFiAganfLwIwXphJrbtPxRxbrcyW4JyZOgOsqDNit/qIrE3Aok0dLpC3YNDP5Fvs0dLx7+IqONLrtBLF4MfQklbN1FZC6T4wtXYS6Bh79Z0e/wgji3s5zaAVlwPSHdE6bhom/uX0Ej2EVB0nbgoZZjoNIRK9AER/4nx8hIyGvfPw6vixATnvCykTemD/YZvNqJ1GpDgiGF3Tr3Y0Y2+SBAbp3lRg9sFG6v9F3/869/KAubdv/ef63Wr+DBy/ss/hXFiPN3RtCOlMkwTrW3EeEBoHIcDT4/f4ZJDaiRkJbuE0igiODztui/2ITEcjohU+7yevrfuxOEA22YLtVQTLw47wOvyEcLRFp3ja/jwFzvkLEKoO3xuJ8denj+xPoZ37wgxMR5f8fG7X3M4HDlMd6zXR7Zt4XTzhto76/merVaY35h1fL2YdoYVvv9o7+vwGejZOggu2kiHagXL9tEWJdkXsd5sQ7A+7cnGAsd572BNcLoxkXMt1iX46qf2N/hIfvsZVRr63Z+beHQe4XDiME5crh8J2rk7veLD+1/z6t3P6NqRujAfP2NbHqE+c3fzmjeHA314w/m7n1PE8+WPf4eHa+d6eUT2zvDXv/nnvHr1hreHRHWJ29s7Hj58Ry0Lm0BdH5mn18QUKerZtkopF043b1jblfMiZLdyO02UPgMXRBpTOrIuG2vdePXmc+63hfX7b6xDUlb85z+F1swndN27efIAzuPnL+llxee9eGjKaToxT0ccnq1trDpyvb9YR+n4I+j31ilb9wTvNFnBpGIsFlWYP4Ovf26jpvlomyOitbZdMQt+2gXoDRuDOmfFads7LsFbkVEqxNtdy3WwwqZ3G5MFt49Vq503Odn9MY72mg/vzYINhhno3R4b416YYR3Duv9/3Y9PNxqwbv/H37yA+a/+wd9R66QIoZoIULpDp0T2BV2tmyI79lx3N4t66BIYvelFtmTEUtmZMWHXPLDTdWPK4C3wMe4Fy7YJOYdPBNwQ2EMerR1O2yA6vE/U2hlysta7GDV4zMHybJoB6rrYohwItAAjkaKdcTA8fsAE8dl1huARZ61ebYoEs8mm/iJkhqCCvEQjKIQU7b1uBec8cjQa8OEixGAjC1UDlo1DYH0qHOZEpxP1hxiCyTsD2kWPrzb2OkyOy1OlBceUPIIVeHWr5DnyasjUKhxOmfvHjcMhMA6B66WaI6ZZxwrt+449cIgB6eYSur9s/PjNiNK5XCtbsQwlWSohel4fB/7y6zM//nxCY0LuN3IKfFwaeY5cSuE4jlyunTengeelMc2R+wf7LFYvdBdJwQi7W7PP8Nwrw5TJeWDdhOt1I0br0sRgOUtNTIOSohVp0pSUzV1kmPyG69GCIdOA1o0pjZx3Am4oxZyl3oTJtXfci5TBW5eniTm/ADRbgRF3C3t3Zr32dBvL7OnlohZuSYOcPCt7gSDWaVFn1Oot6E7XfekoGk1XdiCfH5S0gqZAkwbB4fRFK2XjU4edH6I7gVfs3OjJf9K/hKZoVErr+F1R7Dr7jUXwreP2Y+g07Db13XLdOy4KL2nX/+hPfvNbWcD4f+cfqqo3TctLK3+abUF4+GjwsThjQC5sx3n8bBe2DiZSXe9t93v/rS0YecLGKftuEzDhVDHibW+2sH94byGO0cN1tRHGMOyFSbRCZxis0IB98cOcHrXZ4jXtu9y6p0ZfVlt4XIKHb/eka7/bw8/22oh5kKOzztB0u4c+rhacet1FyrVAebKfM9kO/NVbeP0a2Kzr4BNRO86ZcyY4ZZ4OHMaRKU2QM1mV5+sjUhrn9YnsOzlEPv/yK+iKlsKqHa2dV29eM00H+nrh/v23jFPGURmnV+Q8Er2SY2SIgegcW33kel24Pj5xem1ameXaOR4Sy/UZlyLeeYZh4PJ8pviJrTkCla0JOUREGsFVFMfWRooKvTsajnXpXNozH779DoPxVUiBuy9eAXA8HBinWz4fbliXR2qrpOFIacaoKdcrcX5FKQWXZ0pZ2MrC89MHzt99vY8rB5gO3P34J/xovkGl4/SJIJ21ekKMiAgVqLJw9/pHFFnp3uHXRMWztILD81Q3Lt/8BjcltAnDMON6IaSZtV5J4w1OO42VlGbGOLIuT+bWn2acXKhlJXroTokSuNTF3J91QTUwjLe0tuJ9pGlHZYMwMIRElYr6YMDa3XLtnMf7QNtW+1v3sGbVvYuD28+//sOYz3v0//wf/uYFzH/zD36q5276DJGOxGBAs+LY4krXhDpHVuxmWzohe7QKPpoDxmjYlngcYzB3YRGcKGka9vGQ2YBLtQVX1BMaJOeIgy0OozdLcJGKC411cfjBk7GiZ9O+C2FtAayrcHPKrK0iq5hlupsuwsiv0XbYu9g3qkOrweRsB67MU+S6OWbpPFBRFxhywu9CWokQdstvSZF5sBHKoSnVF2575zHmF5ggpXYO0S6S1hoHH5AaWEInysY4RJKHgzieXSdPO6NkX8SrxxxFqlzcSt4i4xSpl4JGR/CBZW2cOlzpDEMgOIeP3rgiXZi657xtKPDu1cBVOnouHA+Z2ynwdC48Pa/McyQPjpwCbXfoPFZhniLH7JnGkd6V53Ph/CAwOtZVOR4SoXc+Xhqfv5t5fG48tsZxnLguwv1SGPeCy28Olz0XsQJvyIHauxWNDroLhOSQ1snq6aWTpkBrnZ4iUSy4kKosXpm84rqJkktQioNYPTpYJpGIqfpV3O4t3pkvzbqFL+OZF1DdDxRcPhWgn+By3eNKxzfrzMgx4oridq6MSgXvSN0YSc0Bu3POqZKDFecxeqQbgVJQck54EeLWKNmbY2Td09lDgN5Q2S3/L5oXb8V92vVVfY/L8NUYQ+rTPkkL+9ij4mMiehttWsfaHFUF5R/9/Fe/lQWM+zf/E6UufApXdOnTDZScTecx39rNWNm1HsFCB3Xnr7Q9RVq76RPO95DvTI/x8K3h+pdutuSX3eZ4Y7vTp/emAxhO1ql4/WNgb8W7Du64k24H46gsi2kMpgPgbRe9vLdOyUsCMbLbU+eXv9J0Lb3wKbtotC4CpxPc3dn7HbK9xjQxxcDNkOg1IrIwTydEO72eUW189uYztArjNDId7nh8fGTrj7RauD473r77CtkeIUZu5pFWF6Z4h4sPiDS8u0Vap5Rnbk+3zAl6KczHmfPTR968/pJ4eMNy/shxfMS7ia+//ks+++In3N685vHpe6LzTHdfgn6kVU8MM9/++S8Z58/45V/8grvTG/63n/9T1q7kUOhlpYcb7k5vWOSe0+mWm8MNxGRGke1CU0dfvuPm7nNyiHsExy1r27hUk0xsywPj6Sd8982fc//wZ+QAf/dHX+ID5DSRpzsOk6fLFVet4KploerJYlj6RutmsNjqSg4TpTUUz7ZdqE25XB8JMTLkI9t6IaVIcJahRhjoTWxd9DZySmlgK3VPGEiI1D0sWXA+7XbtF0hopwcr7OgNUQhxRGl0wR5jrXDA0eqK84HuFHXB3JzY45KPnJcLoh7XG2mcWdYLdS/cXRgs9NgprRVCGIyqVvYNgfN8Svt+CTbVDgL6i78NB+bf+pn2sxhjpO38leDxrlPx+OjRAO2shGjzegd076g9MAVz/vReCSRC2kcCmz1P3ZkY3luBFKPtTgtimUCidAfFK7F0KyxyxkfBrQGfHFut5DGyaef0LIRbj0+eIphWogeGbjvvYQhsAa5rI+16o7hamGLFUSeHW1+Ok+kKLsERYufUFI1mpRZRoijnJtRk4tx+bSQf2ILjEMAXT/XC6ZBth187XZS1dcbBQGpZHRPw0FdepcG6V1HJq9JmW7AB5mA6irYKE541GNI/J/j+svL2ZuLD40byZqt214pOpgGSi9C8FQe3u0XdHe0vnIbA+ljoTTgdM4c58Hje+MpHcDAOe9fDGwitX5T7x5WPqdI2zzTC87kwzJnqlNt5RLqybZ2YEjUoISYezhXVwJQT7y8rx3FgHCIfn66srROC3TSWtRGGAL3Sut1cVRLbKnhvri1twjhGymrYDO86mhxeLXDxcfCEDscLuMnDJqza8d7E0pJAe6D3QI4dLcISw6fQRfhBA/NCaLboArtOXgTA3oMrCsGuue4girmgAHID1MY1ITjUm66rO3veSW18gxO7gYkiAQYca2voBLp5g0LGQIzOnFI0C+HcZfCmr2IXrLN3BM2ppTrYWHkvvl64Md6LFXLObPzB27w5dEf1yj/++W+nBsbd/NtKbzamuT6A28mhRCskpcHhjWkMpOxOJW+t9Hknum4X05XEDFx2Mu5sBUNIVjQ0TO/gjHRrwXWTCT5Pu506j7jx1namy4V4cORp5s3NG77/9leM4w3z7a29njiUlevjA6fbI9fmiePE6XADbWWTjUMYiHnk4fpM1s4YE+KU0+mO9fLEui2Mx88o52/p1QCiYx7wweHxlFIY8wHnOqVsHIcDwoWcbxnyAgg5DziEWJ/ZZGQYD6yXJ3JOnPKBrRXWttli6pXkNobxQBhuCRS2VQh0bg+3xLCxuZG6XvnLX33L/WNhE8fl4y/46d/9Mcd55POvfsbz9QOH2ze8fvuWz+ZG8Z5f/tk/Ywgn3r074MMNQT7g82vK9pFxuGUr3kJn/RWkMQ0T62XDhZneZ77/7gOPyxOX+3vG4cg0CXn8jG29sOhEW66UtsFwJAdPLfcco7JuC+ulUETxfkZ653D7OZfLb0hxRitsYUSkkFun+kqMI+pWWoHL9dkI/j7gQwIVugbadiGERA9CzqM5UxFcHLiui21WUma7nllFGccZJ83QFD4SQqTTkVbwzvL+wO5zInUPjvYo0ZoOzjSnpdmkpLVGDJG2XWn772vbUJ9QFVotDGlCgvFsRANdBJfNhK7d7ULebgadMNHrat1J1V0TlPeRfIGXrCTtQIWm6B//LQqYf/Jv/FSlO2QXCbIZy0KDkhusqRJkppSVmD3FOUZnll93KTipOFG2V4nDqpS6c1lWR5+B7PfQR8/dHM1imxzD4CjVc9kao/OcB2VyHop53psP9HrleMg8X4rxOrKjq3ByievaGFtnSw4XG/5SwQWmCJeQ6QdP2iMFpAV6q4QcKBqIrdguWxoh+E9gPDl66PGTbVXbvsttimTTGbh9caut41NgxFO6FWkvzqK67XqGvI/JoumHgphwNYyOscFzVPxqjp4QHNenwjB5WoFjgGtWDimyBOVubytqNTHqed3IOZC845hA8ZzPhZ/8aGYrQimd3OGpNK6uc/CWOD3kSM4er533WyGrIltnfD3ivSM9N5a18ebtxNPDRhwDl0vlizczzsH3V2FUz+UiPDrhqzzwm8fCzRS44Flqo4rDDQFtgZjhWpQmgWG2IhmBY7Wu2xkhJRtbOoEuzVqxXUl756578DHhZDM69uZw44Zrk3VMsmlh6FYc267DxL1uryZEOr51c84NBrLr6j91YgCzQzvQnYmkL86v4JFSiSma+1E6eYgmJFc1YF1wDM2zZCvEuzOqNaoMIbAVIWXdx0p7kdQVjXvKtgLYteKcI0tB14YeM3T/qbvzEihJ6FQ/kJ2NxUJTcMHek+8QzA4+tBeL+C4Cj6aV+cN/9tupgfnJf/gPtVZhTgfGaUKksq2FSy0oBt90vZKjZxgTwcEwfcZ2/ZY4TMyHWwCen75hnG4Yx4nvv/2Gm7sv6L0zpkaIEfrGm9d3hBhZr1fW0pDLb7h7+zs0FcpWcW7i/vGe4zHw1Rc/5v3DmW+++cCPvvoZTTs/fveatXrK8sRyvfBw+Z7ojnz/zS/5eP81f/8P/l3+8ld/zDhlzudOco6/93v/Kr/8xZ+QsvLxeeXmdEvKI/NwYFmeeXP3BvRKHjLj+JomH5nGA7d3b/j48IEhHhmiYxpGLuvG4bg7pK5P+G3h9u4dC4Xr49c2Yq/guyegHG/vkHJm1RGvMIwjQ4607UKOwjBEVCx4NqaBYchsxTpU0/wG7XXvIi7gC10qIIRhtqLQg0qj7WGDQW7Z6gdiPOFUQRytbahGnAjL9UzXkbJVmhtI+UiphRAjXTq9CDFlWn0wCm04UkphOL7jer0Q08D7hyemaWaTsjNLzFCCwvPljOIZ80TZrizLmXW9clmu5GFkzgm8NwmEWMdOXabsFmTpndIqrQkpZpRGdpH2VzZaZbuAiwTnKbXgXKJ7j7RG9AFi4rqYNdthXZcQbLNi0WiOkDKqgvb+aUJBtxiS1gRRIbgfcHE2Zu70Wize4AUZoBZRo70Dga1tloYtjR11hfOeLs02WG53U+nuOrInNzJo311L2j91YfRP/se/RQfmD36sPkQ0WK5LcHvrOkEbHPElYLI6XHSQw6fOSQ1CLab/GH2jk3nBmkpXQn8RcnbuQuf9BmMauIiQEIZhQL1jW4wJ01fzjeuYkRhoz43TMZNRVu/R2mnaSN4cTn0tDDkyKqxrw92NJAdPi10UumsZwi4+kl245HctBE7NEbW7lbzz4Nu+SGAjEO/+ys7bMPu6o1pdUly17BupnWGM5nRyL66XTmuK7xCix1dhPCQ0KkOFS4a0dZLAs1gX4WbIBB+YUM6hc4yBY4jcnzeWtSDeM+RAv1TmOaIe3p0iz19vvLobeHaNp3Ph3evRBLJq4uy2671OByP4CsrtkKCZWFS8LarXWlnWxseo3AyJnx1mHp42Lk14Ohfm1zMzAcmeel/59f2V4XZik8Y4DDyfC1Uct8dglvwIVwEVy+VxDuoi+EPCNUUX48x4F1hkQ1qjOtsNezWNymE2oawLJsxtJUDeUBLS7NzuqvQY6K2TRE30HTqxmfNT84v63YjJrdnIxu/26pcr3kjOlgum+4WrakLy0Dvag2nSuuKywVz82kgx0FalZiW5Rndpd+fuadtuF4erx3dzETlvesjeldEHpHlKN/1UadZm1f04NFVcMBeSc5b5nqTRiEYpjhUJnr7undJqEDxzIIHfQVG6gxn/8J/+do6Qfuc/+E/V+4Hbw5Gb21fMd4mUJh4//poxBcbxDu/gzdvPaP6B88OFIjuNvDryMKHaebh/T2udw5RBEz44UlIUW0zGfEdPEVk+slwXcAecO3MaPyeMMM2veHr8mjSc8K5CVXLOXJePRPeK6/mBYb6lXB+osplpYhOayg7erFS5cpze4p2Qp5nSPnK8/Sl9U2ISnA5ErzZWHmbEObJ3LOszMU74oNTtkRQzXTtBK7iZabyly4b0wrI8EHIEdfhWkNYYp7e0ZeHhueH0mbc3JwymbmOP0le6g3k6wb6Tj8mT0u6+7A1pwnw4kOJEq4WUlZD7jvaPgEMpaC9AIuSZMAy2OL6McLeZ5/uPlE341Z/+guvzM2WrhHhkOA4cjhNv3yRu7r6gXC483N/jQuS8KZfzSmdEe+dSFup2RZvixdOj0ERtlONszDyerCgrzbNtz+R0IuQjaCHHgRDYnWzvcem4u9hGlvWMaKZKo7UNH0diCLRWEIEinWkebAzUVlRtTCOIbeZcJ6WZy3ql9sA4DPRW7Rxcz4aYcN5GS9Lw3ls3RjvJdXzMbGXFu2xROyEh0ih915x2I3/7H2omVI0YXER245BNJdz/o4BpamBO1U7wySQmnzASgMu0ct6t4uwaGUxj1rZdwLuD7wD9o79FmON//ftfKM5szt6b1qQQiBWqFioQhkCQto9JFHUOIvSQCCGQtLJtyhA8PRpd9QWstxHJzeNiAe8JPdGdteBuYuTiO3FHIzcf8VgsgXTrYjTpjIMlGB+Hgedl5TSNpOT52IUs8C47riI0CZyScl2aiSdzpnpzs4RWWHBEYNXOzMBZV44xsKyCzqYdyHSqJoJ3ZG+BiIrDt0bcRZotJVKDzdtoiq0zpMAlmcjT7wtW8+Yu0mtlHCJfvE3c3y+kbJAxKUJRUw0vXTngEanE7nh2Fp7YXWNZGnoxSJzuYY9vU+RJBC/K4TbRVusCXR4upFPkbkwcJ5h84EMtFgmxKaJCrUJVs4q/myKnY6Ykc7+s18KbVyPb0vjusfHZIbOqCYGXtRHGxO3twLJ6npfKGgRXOp+PE49bY9nMdn2cs72fUlk3QQr2HKVYW3MwYTZFzJLeoQ2Jjqc747kMEgnBsTo7F0Ix23JCCCiXl0J0x+tHdWzqYBN88sRgnXo3dKbuaSGgW6W73UUUxITy3pvFL3SDwIkBnboGYm94J5SUTU/iA34XqsfdabXUjY4nBHMv6bpzKnb+THSB1hS0ocERMFikpUoHvLOZcd9ZCtFn2p7z1Pcw4d68dTub2mZmRxVse5EVyp5h5dqnSA7pnbLTX7LYNfWSW/lf/l/f/1YWMP/xf/8/a2sF7xLl+sjD43eM85Hj6UTZNpblzDDMrMuV6+UeHyeWy5nWCi5MfP75FxxPJ7btiRgz5/MZ52zX652110tZiTHgnFAuC7c3r3m+fuR0OnE4vjLraldqu3K9XJFNaGXl8eme+XDD67efG66+PDNMJ1Dhct748P7Pub35nMenD7x++zkfvv81uJk8Oub5DUUWUhoQEcq2WkQLUGshAN5nYoq4fYfv1BFCRF5GPmIjcJGG1mJFjFS0V1oVvHZ8GFCEFALzFIgpc5hnoo+U7YHeC9u2j8UPt6AmgB/21w1OLV1+t872ViwTaHsmTa+x4FwB31G/oc6T8ohqR7US4mzEbe02duEVvZuMgZ6oZcMR0d0w4mtkXYVFmkEzValS8D5T1kLrgmrH+2yaH4IhM3BspVqot/efRPMijRQntrruXV5H6RV6IOWRdbvQWgENyK5/ct6zrVd8tO4+LtlYydu9cVsvpBCJKVt+nwgOE8OKt4w/VfdiiER2/YwbjpyvV5alElDK9oQHPnv3ltY2erHswUZHun12S92Qbnw17X2Hzybi/nprXT4xvkI0/UopKz5Eet2zi4ZpB/I5+/d4s+dj2Y9M25I+4S0suLD+8DP4ZFOnNRvPAvrP/6e/eQHzj3//rXrvcL3RtRE0UYzAQcgGmdEOKrvYdOeheFVaCIxOqc7TU2DEIcWSfiUky+bxJrZ00unedqwqEbIQlw7HQFmtyvWbEnyg79AtcXYC3AyOlDxLaZxbYNhFlW2wsUPLAYlwaMKder4PjSEbJ0V1xD1VxtPEem2MwaIaozYYDiTvqKvwqJ0xBtBG686KBbVxwRYDc7DOy1YEl4wAu22LjcuSwcaQZN2WPb1ad3FndFCKEI6ZQ/CspXLI0SB5dDKeVoSHa8HR9p29Ld5ebJE8TAMiNgpwzvF2dHx32Wjd8To7ngVuTwNprXBufBgsVPIkntwcD8PKZLHKHKZEzgaJe3zaeHwufHE7klPgelm5Xht97UzHzDQlGD03MXI8JB5r47pUak1ca+Pb9wu3U+ajeq5r4/bW8f7jgn99NPaOJtupRscwhB0CFyhqBdMwBHoIuKKUVql7WGjq0KPY6G0P1xyCCcyvWyd7oTkTbfvdeh1xFBdwu6OparM8K6CihFrJEilpj4aAT92Xl0vEORAn0CMxeLxUnEJSK+BVA93Jnpdk7digEfEeFStKem30KUEzKq44Z0U/xmRxtaHOXEfBJ3JU1q3hvVBdojdP9I2cAmWzc8n1QKMRd/CdyCmoqAAAIABJREFUVnu+ssP0UCu+XkjYL0LkT6Gr3Wzysncbf1sLmH//n/x3eji+xofIh+9/TfCRuj3TuwPdCGFibQvDOFPLA4fjFwxjQNVxmBM+TOYcjZ7r5ZFSVoYx0Wrj5uYNZbXn2i6P3N69I6ZMxPMXv/q/Sd40X4ebAyFGfMxUEaJTWu2s13seH94zzUfmYaDWTmti3x9mVB2tLoQQaWLjBBdGLPxkYFmfcLuzznm3FyaeFKzNH4JHpBF9Njhw8NT1jHeeP/2j/5W/97v/Os41A0dosMDWuqBacd0xjfazlCZidKQQEVlptTCNM9ob3sO6XBink2mwIgSnBuCNniarXXvd41RwMeGCo9VncM6mCXrFhwMuhN25AkrFBUWrw+3jDqkbqNm7VRTVjMpGa0oTQcTTeqRT2apDSXiNnDcLUmzlbAJjHNt6YR7veL48kbxHO1xrxeUjtRZjlKVgxyUkti54H3l+fsLHkU6ht4ZXw22oRsvU24+79k4cB1QDW6mUbaPUgqp1N4qa9kVkJYTRtK47jLJ3g3c29bR6IaQJgNYq3SWW9UqKA0MOIAXFkX2y5092/4s+UdsGTim1Go9NI02N4yV1HzHhPt0L265Pba1Z10VkF9y2Hd647HyYFxG5h75Bj7tQVnYXnDeXnSmO+US3fun6eDsG+uf/chLvX5uFdBiPNK3UGk0HMuZPz20Vn1px45QcPF0brnXqOBoEjAzaiaogHVdWnE84cdRgVlJWRXMkOMeQlOYUX4XqLezOt85x9CxBcVLoeyKyqBKd0lfHd0eP1wSLIJMRTQcFxkxUE+qv1fEhOPKmNIG5TTyLLQzaVlwO+GS+86aZ6uBMx8+e7CwIMVxMHHzuQkyR5hxuUvq5EV1gThY0uHrBzSMZZZpnWl3ZLsaDydPMugnRNWpTe+0emAGnyjF6xuQN/V+UrVV6gDgot/HA3c3AuRRS8jxunTmadqZuSnCd4yFzFriZJh6eFqqLzFmpW0W0Md9Gvoyeh8eVZbtSTpG8Bg5vItdSKUOjrNAunfNq7cL7bcOp4752jncDz9KRpfPKmZbm5x/uef7lyqtxZkwD3zw9c/MEw11gvIkMi/L6TcYBnx0GHlYHU+JjafTWKUUpS2WYE/2+0kdPqabHcDvMLfVGptNjpGHiF+c8gl0Q59pI0aE50GLEq8VDdAT1SusetzUgIBjXwNVCiYOlqw9m2aZ5NJswM7lOC37fwe03f4fpSMTReqRlx9bdp6yiUEd8EmS3Z3evTMVxCR6hk8kEHC1bB8Y1IXkb3dTaObywktSKm1WcjUy7JxbPiGNTpYswaDRrv29EgeagYuOtENweY9DI6tgydH3B+HX8HuEAkZ4hB3DaXtzev5Vfecr4qJSycLp7vaMhJubjkbJecN4ci7UWcv4p5/MHnp8+4Ais105KR66XB6Qpx+Mrat3YztD7wtOHJw7zkdYad3dvqUW5PH7EO8/t7StDSSi4VizhWh0fvvuG7fLA7avXBHW8u/0xooXBZ9599QbVDZip7RnVyDC+Qlqjb47WhN5WW1e0mftE1EYsvVkBAQgewZNcIA0DZVlYzvc4F1iWZ4Lz/J1/5Q+oZQUX6HXjME/EmPeA28Q4TLvLsbOWC7kHY09pQWWjVmUYJlvoh4yo2OioD9S2selGjnHvnlQ8A9E71D2YKy/FvTNTcW7e3UCgWnbukqAiQKK3Yl2irvh9te2twx6YGFw0BpQ6gipCYhhGSusolYM06yik0+6QCpQ8sFzP+zVutsQcIPbK4JUigb7uxwfLOPJxYlZBypVDHmld2ERZW8FHj/eeUhriEuAo5wt+765KLTYqcpHeO1OKhBBoJBsvNeuO1XKxcVCy9GuvibqZBqhrp6vgpdO1sFXheDwivfP++pHPTp9RXaCUhdo3O6a7O0k1oN1Ra8C5iPPdctL0h9tDTAEwSGZMmV4XvPcogg8j2mec96zVRL6GJvDmvDBqK7ur5wfgnTsY/Vf1h0LGt7/2mv1rCxibWxmPxVWjUTfplE+UXMhecdhMfpgHtiII1YSQ0tDZOn9biMCE653JC1uAIEoPSl8CeQyMFa6TtfNTg5nAExvP54qLgRJgTskSPWPCuw5l49iBFLiOStusI+NUuV4aafZ4B9Nmu9DlAIcF3ODIPqAOpkOmLo1tE8Y9IsCrsLSO30w4+Shis8TuSeKBjmsdlUBzbr+YwVu4EbNTMkp7PEMKjDlwOmYuxcISD87x+FwY375Ct8ZR4XJpSDZXjbTOsTlyimTnac6zDp4QlLE7lsfKq1cjU1auDw1fO9seJVCeF5ILfP4mm3blvphFebI25YeHhcMc6SlyOgxsTnFF+fxwoDpwoVF6592rAVmFu5vE0jsHv/DNd4/87usbbm9Hzrv1+e+fXrMdlW9jR6onNKXOyjFEHu433j8vyDozj5mr73zonVKFE5EPCJ/dHVi3xmFOBN95qPZ/nwPraiwU6Y6mapY8xdwOwSPF0sDVe0tlTgkBE2YHT9l3MRo9gUDPnflZuWY79Y/ZrMStWt5S2zsn4pxtEhSj7FLwydNIdvMUg+1574nOih8nSqqF4kf06sg50cqFeunkmxO9VXrcrdFbR7TjU6HXYCLw3qnd7zZ/h+x8jrjbpnsKrFXxQ6Y2ZR03ogKrvU/vsKR0lBACkT3fJAxWyHfLJOtdiUOi7FbK7hU2xZH56zqy/3//evz4kdOtYznvllSuTMOBD5fv+OnPfo/7D1/z/LTQ+xVeJW5fveX21VvSGNEu1sqXL1kvtog+PhRcULxkusLXf/ErUkhoa8bk0A0lcy1Xzpdn7l59zjwOrPXKsnzPfDjxox/9lBwrjR9iSHwQRDZ8yKYDsaqaGA/U7Z4QE95PFhCr1SaW6pBWKOuZlLJZal2myopDee4FaZFptlDKmCZmvSOmzDSdCL4jbSVyML2jKqOfqHWhlKtl2Oy/54KVRTEOoIEcIyF0VDOlF2q54jSxtCemZMcjxgnvEiGM5pZRIeQZaRvOeXqruxMs4Ael6wIe3N7RdiFRZMWTiWmi12LnsgYrDKppLGIaaG1Feqe2yrIVYrRu/lLqTsm/EOKR8/WBFEe2bjlGKZke6Fq7jWjLZp9j2xjnVyzrCmxEP+OcjetCjKxtQxE0RnyMgEeaMB1uEAcIdJesSGsbaThZ8chefGqAHtiuz4Q4guuoCsNo8QVNrENiPZKA9ILr9nmJDjQ5QxW2vUOX1fF4frLXVUF23ZB3nZAzkQmlEn03QXCMpqfbE7VFGkintgYa2Nblh/FPryCLiXDrZpEDIRoewKfdErlfcIo5k0KCuEc8uLB3bva062Bjtf+3r7+2gFm9YyWSSyenSFmVmj1ehEN11FFRAs1b+z48P+KbMIYT6+A4KtRHoeXIYTZkf08B9YFpiMhjIXsHs2fV3Va3wUkzIUZahVfTkWVVSq4EB6U5pDiWdkEmR5KA1g6lMEyWb5Sj4NrAwStJC+IcdVB88rjN07zgRehbY5w82/1qTA2cvYZXiqS9GuykGBgmz9MGISmrbwzd0VtnemlH5UoXZZQNCjyGER0CqBKcY9PA49IZPJ8+wCEFTsHh5szT4wU3DXQa1xopz7COK1E7pzrx4ej5YlWGKDxfCkyB6/2FZ1E+dMcYYRXh6dmR8Tyh+CdBykZ3MEZlerDCIU2B+6UyEfnTj4Z0nsZIPJumJjuz+Mp3zVriT5379wu3v3PL7Ztb+o3jTz8ueAfbk3B28HuHA+fNEaMyZ09XeK2Rfz4pQTIyRlavhAoHVxl65N0xM7fAby5CKA55uKeq4tuReFBc7egQqVsjaibtLfHkHBXLIsojljA9WEtWHzdShuLAx8zcPMe6cp8D0pVh6SyuM2UjI6/NUxIcroKow8XA2JXD5pAceAiKjbEjojC1jRi8FTpO0U0IWvHV4HtucowsNBdwHWYJtOSp5WpZVypIUaIaMbr4hHpl6x4fFNGOekWC8WHMth3Q0BlQaldCW20stlhXVbonBUduHbpyjcomlVATLtrjtRtQqqvY7lqE0DGQouz2a+oPouXfwq/T7Ru29YJyYUgzKd9QljPnpw/8yR9d2NYL2/pICBN89w0A83Rkq48ogzlGQmC+OdoYohb8OHO6fUuIkbfv3nF+eObx4XtaB8eKysI4wt3bicMxkIPjkA6c9JZWC8+X7xhzJoREKQutFPIwEmNGgtB7p25GB35+/A7F0PPaIfiGS4pINKu8dnweAcghEuPM1gsxBcq2MKQBr+DFCuA0xV37cGaIgeV6NT1GT2ZqEGdU4mZxJrXu2U2YFMup4p3tsre60equt3Ce3pt1qy8XxjGjeEK26zsCrjfaVknjhLZuyA46fugGd2NCpRgbCdtQRG8i1iZtz/zacBrRYnlxzg/QPT4NeBzZN1wcWdfNFvY8UntDneCcWhHYOsfplsfzN8TxQMLhXGEtAZ+OrLXR1gKSwQWkzWztnjzYmFl7o4UZAqyXj4B1VeibgTelsohwM5pep3dPfSlitit+mOm90xr0dEJdYitnMPUmrRW62phR6HRx1LbY+aGJ0oWymkGAy2WnOCfol12HUi1uQJpxiWLc16fGp2DSsBchKCEN1onEijNcYPDjfsw9TWyk2puhAF4I6OQ7s0v7PbVdu42NdP/eOXDHvSPzV7susjNo/uVf/59ZSGTPIPaYta0MRSnZ4TezfU1j/NRar86IqMcQ2DbhqmIzvlXwKUDthDGwJqH7RNwtxcO1sPaOpoz3MI+dKgEfA5GB0qG7YkWSFsql2XM5RUKkl85x3NuKreFVWcRirCV5uk9mMevgk+cQHdu+E5VFOPjA5hRZm6mvg8Pvjh6RbMj/cqWKJ6yCBkfPoM6Rdmur3wXKk2uW9SQR55XrYsnNvtsIKTg1x87xQJPO6ZgR6VyXTi+GWj4MA957DtNAiJ2nZeUnh4n31RFp9BzJKXB/bUjrJKcs18Lr00BROGTPugpEeHuMfDgXU/h7xzBEajEHV+/C4Exg3Vrn248L0xRx+wnztBlx9+AD3sHrQ8YVZZHC7ZsD376/WgTA6vg2CqdhZKsdCZYMnqbEjUa6V76/r3Rn8LfxznMunv5QkARLc7y9Haj3hXAITGSaV85FSNkW16e+k5rdSEZYxPECOXGbEibjFKl4oldKFUgZcYLbNVR+z1lyquhoVX3fs/XSVagefA5QBElKFI94T+6WdK1dYbBjVboVvPiOx6Avzjl898TgKbZC0V21gmeLxOjoYhqZnCwqoPtk/B81G2gMxjuSvaMHkLrQu9CiZSBJt1FG36/7GO36lJBwPZCrIDSkRuiFnhxoMgyDtwJQaoeIpWtXtViUXSPzh7/47rdSA/P7/9F/pqIGNcw5kYJjXR8JCCFNzIeJmCO1NabxCMkjm+3eDzcn0Mi7r77kl3/8v3N5fmY6zuQwEcLE68++RFhBlNPxht4aw5RIObABy/l+ty+PXNdn1mVjmo/03hlyxHkLiLyZElKvpo1pjvV6pm2VTiCNI60Wo6t2MxvUUrmsV+bDkXXd9oXZk1OmXBduX91CPFLK2TLsnHFHhulELzaikS5oazTZUNkYYsapkNKIQ8hhwPlK70rbFpwTTtOEtkbIAwGPD3A5PxPivOdLHUh5pm1nYujkIVtXUzvbUkAKv/7Nn/H5l7/HNDjOz++p5ZkhKSndEL0jDiMx31jRlXdtoTScj/S+4EKgt5VybcR4RwwHlvUMtVB753q9sKyVZbPYh/dPzyzlisiI07aPmg1gpy7QHcjW0G5akjSMXK9nQoi4YIv59brg4sBWxbolmMtPpCHtySQK3eOdZxoPnM/3dLE4IrdrRZxPrOVMcoEilSadHBK1Cxa0Ivaa3ei3MbjdaVSBvouvFfkrr913XH9OmejDHmtk9G2v7G4hgIiq7KYB62806fv3Sv9kmwbvwifxcHxx5gDaO213dVL/SjGi7N2Vam6jasG4BlXEtDAvtGo19IlROhv6F//L31zE+9/+a19pV8U/V9qrgYYF2+nVU7ySyxkZJmRwjMtKJZhd00W8dkYxy5l3kFPgUgUXPV6FXsWIoc7EtjonRCB5T91DQaULUZTkMyUbjdU527kuzRaG4BP1uXFwEW6jBU1GZ3O8tVPvH0nJ3vshKE/LRrlNxGtnnBIrNnse/R5Z4DsFT94KS23IYLqfNgnj5qgtMrWVNSTCPFgGBWZfrUUsDbsDUT9Bz1z0bF5wzjFtnjrDNoJfHarCpJ52bQxDZM2Nw5y5LpVjN0v4eMoMi3JWQcIO2VQljy/2V8e2NUSFcQxM2ilb43SaEFE+OySWVdiuBQajHU5TZHlaWM8L/d3Ajz87kj8WI+ueAmmOjM1O7FQ6g0+cXiXOl4rzjvf3C1vrjMHzbp5orfPVlLjtiT8uGyE4Co7vHwt3x5GnVikRfneYeViV33xz4SEKvXYkjNy9Gnmu1gnq22JJz8HTuoHtxo82VnkY/wV579Jj2bqlZz1jfJc551pxycy99zmnLkZVlhvYgCWw5QY/gh5tyxYN2kDDKoMtEIgOf4kOEtBFAglZBlfZ5VPnnL13ZsZlrTXn/G6DxpiReQqZQlXdHZ3MjIyIjIw115rje8f7Pu/B0xkNuqFTojYlhMpcYZif7HpIXBfl7qUy3SfWTeiy+WlDYbSOlE7cCyRlHDv9SRokObwD3jGUI6SwsFtg10oIwl3r7AyqTeQU0K1RTsrZhLXA3TzYb4W9+UBrTM6V6cIulTn57ncMH6pMOmEb7ndKgekcKS15wlBh2eA2uSesZiXZYOzjUHWMhHFpjSHK+erJq7IEqhp0B95VUVSF056wXrlODRmBuHkyrptCVP7pP/tpDjB/4z/+zy1MJ1JQltPpSLc4/6XsGyoNjYE83fP06Yl8OpFTotXC7/zOH/CzX/we18sviTlwvv85nz99ptdP9Br4cP+eD7/71/j+l3/Cn/3pH/P5+19iRD5++pHzh++w6zMpR8a+Q4CEoxtaK0zJ/WO9N2JsvH//Mx4/zNy9+5Z5PpOXM2m+pw2PaddS6ZZobSeEmev6TNl9/SDR+9D2Unx12nbOk0MWs3g5bo6RaToz2kofxnp5ZVSvYrm9/EDOC1MOBDNSENDEspwYQ3h5/kyeM0HdcyIY2/WFlJWUTkjIqCqjbdQujLISoxJjZJ4S03T2aPc8MdoVKNzdvee2vnA6z6TzI2Y7va5oyqjO7K+fCZOhaaJdr4xWEZl9rW8d64JwpredOM1Yn3h+fQHpXG6Fzz/+QCmFvRjrZgy7MJgZKPfnB/ebtE6cZlQm5jlT6o023OTqsOPMvr7STNzk3QYxe3ro9fLi6nDvjNYwMmk+Yb0da/L9KDWM7LWx14qMzgjqGxQr6PCwQj3CI8MGmMeVg0Zqr8R4cg9Nr9S+U3tjDP1C3RVRZHSiBmqvjNbRkJDDSNzGjg11s7e5FwagWWUcBF0v3cHX9g6twtruKx89yiF7g98aaL4qKMaXZup+ABzt/6Wu/Ln1kn75s/3f/2YT718co/73Hsz7YCIMJebo+9SUaBF6GcwhoLYRulcFrFV9smsNHZ4yMhGWKVJ36LgxM3ZowdMWy/D+mE/Nu/NmhHWvaBygymiGJWU2pWdoR9eOGdSmlGAskzFtfJkaI8fNfuvEZXJuyhisUbCsjE/VCeFtUNdKOc/eHN07RQKGcloSZb3iZ/SJ+yVyY2cUoa+DtGT0KPl76+wJqkgzQvJTtRheGDh5VDVFxZ52Go2RIkt06Fkw91S05eDECKTNyClw0cH74arW615Jo5JSIC6ZUju5uQenZr8Y4kOi18b7PZBSYJNBVOH+HNnMVadlifx6W3l/Vmox+m3QDh/K/XtvkL583vnmfUZeGn1JTEkopfPN/XTEnwfxLqA5su/94Cz49zRPEUXZOvzm48rvfVioxVht8Jt/dXGA6d0EZuSDyFxDYL9Wlg9ntq0fMT6Xm+mJ7UjdaDNs9hu37gONrqy1rdEnf4GOozkuP0Q2GV5EBujwxz8GZb9VNE+0NoilECePy48kzBrpoyNJCX0gVami2LojIoyojEmZuifQttR5uMIeBqaRXQPxtwi+FjsxKbq7d6EOg1YYp0ToRmqw9YFYwtT78VL37qo4hH2G2DMR8e6QXmnpIOjihsXNQFMgXys5Ka1tEIUuGRswi7DuHT27UT6MSKuKzuX4PpXe7Sc7wPy9f/hHFnShHbK52eEloGO2UGvhtt1Q4LpfuV12dqDVnV69Y8zqC7r8DmN/IoWOkjFRsgRarJSyksM9osXV0xCPnrDgLdL7C3nKTHlhmh7coI3x7nyPyE6rqyfUwgPb+pkQnWFkBKLiYLr0QLHK0+snrA+IZ1ptXJ5/5O7xW6y/Up4rKWdO7+/cmDqytxaY9xjJGGz7yu3q3UspBFIU1tsrd8sdIQr77YXz/YlelHAyYpyQ8A4rV7IEQoisVVwhqJ9JITKdBKUzL49OpJ4WQmzst0rvsO87Kd9zXhLXy2cgo9K4P91jVBSPNWtIiHSsXQ4eiXE6P3J9/p67uxPffLcQpwPvNBJjJEJ0gnerhZdLpbTGb37zJ1S9BznR6o3usgWWMtt6gZ4wTbT9hWEDjdPBdHl206s5V6XVnb31YzirdJRhnSll+hhEDaxlJUavdKjWCQi9V0JI1O7guhQCogHRxNo3rDXmlKANyhh0XO1QCdThCkvpjWZ+LRmDOXoh8BiD2goSI9b93qMSUBP2tpNiOqLiHRWl1+LKjroIMQ5j7zaOVGZbeYPOqaTD2PummDiTx5NFx5sNXxm9+VwkICES0xvRvhFEvUQ4RHqrXweYfqyO3pJmfxUS73/9tx5sBCUOZb9r5GumZAibQXI8sSJYEkIfTK+G1IacdjbesU/uNu6nykNV2hHvHNGHD2nVT9PSWIowrYUX6WBCnOMRqVXK5r6MbYKH6h1LpoYw2PAX7RAiOqDuhfePiY/PHMQc4GEmSCO/wh5cuVlQmlVuKHdDWMvm7dPiRtfG8G6ns7DsgbV2uA/YPkB34gi04jJbCEKPEVFhEVcAYjrz3Dt3DHe473A7C4GVD5fBazZqNWJRximgMXoM2pqvf/qgL+orGvWT8526gfR2e6FvO7tl0jkxYkBfd/Y00DrI9yciE79Ig710Xg68/WN2Tsz5lI6WZ7/YkgXa8WL9sVf+pk3kh8g/vxQ+EPjwnXNZtr0xgvDr58Z33y4MKudN2FRYt8o5J14uhSFCDonxkNm3Rl07pXRa8kbmDcViYoqKPG+8y8L3OijxntAHsTf6ENJpIg5HSd+KcqeNWwjEbRCWhbYbMTUmGk/B5dpUCtoHnYjkghEY9YDD7R0LgxGVOQbaCNTkQDfdnX8QloiU4QN7Aq4rURK7NpI09jg70bcZcTJa8+Ggx0ZoPoQKQjPvPIp1Q4Ibcy0otABqfrpSYR6wjYH07gWNEpCoWD/4NgzG5GwQC96crW9Fkxhh2BdCb5/8sBD2Qe6CJaWKEIccFQPOVArpYBaJfllVqQhybaCD/+pfPP8kB5i/8w/+Cwvxnn1d/cWZQQwJWmNZ7mgM9vUVsYE1twZ4OZ2yra9UE07LA2W/gET6KE5KbjsakmPz+0BCp/cLd8sdUQPT6USMmevtRsgLeUqs1yfmZeLdwyORG3lO9GGc77/94lmx1ugdnp5fgEaKM2MM1tKw4XyYVnZqD0iKyDCmdOJ8SkynM72tLKcz0Bl1Z57umE8feH35yHp54eXFV9qjGVOK1OppldYK87LAUQwo/UpO99gY1H7hnBLpdELVsQ45ChCY8kyIhSnPiCS27TPvHj6Q4lGZgRLCTu8beXnvBFxrjFEAp+hqFESno4XBGK3RWsXMQxaR7Irm23JjKAxBmLE+fAi93LiWjcvLesDcrrTeGGPi5frMw/mR+7v35Mkjy6/XV9aiDODp6RNl35iXO9roQGRK4RgWfPjrfSOmEyFMTDEwZLBfX91fcthOnU8jtGHoESYZpbGXFYg0UU9LqVJGIZLoNii9ujka2Leb+2XSiWJH2WyaCOa9e2Ydd6uAMIhqQEDSjNUNsXGkl31N5mvpwTChtE4pG0HUoa6qXuQs4ViH7XR3SLriIhP0mw8ghntn7BhIJPifa4G+fzXlBj324Hj1hgpfb9r2Vckxwf7FX4ED8z/8+79rflPttJho0tj3xl2ELpEug752mk1kGhYCSxgkVZ5ePtF1Jkbx8qdq1ORN1FMMriQJfw7X3mchrUY7mqfHMGKI7FtzmqOATn7zlWbE3ikR+ibo5GWMc/ZOnM1cUcgWsL4jEtlSJI2jQK8PxmjIbpACpsmbmq0epFUfFmIQ9iYwKUmFkxrXtXnBVAxfPBH31lERLs1je1k7OgxJE9UGeVkI+0DjxvV15UTm2sGSU1SHRicHJyMG5e4u8cMPN+Y5cmvdS/hKpXejh8Q5CvTOlANpyfReiDaxbhVj8IufLYytse2Ny1b5+bcnPr9szFPgbknUNqjVb9rfPSyUXlh75Zwij5LRZrzsK78sO9/OmdoGH2KkRSF1+Py8s8wBeZ+wXYhB+Wd/8pneB3fnmdulI797ohb3Qf3sNCHNQYIvr5UgkXzOlLJTc+KcJ3pwteP5hwspRwzhEhMRIUWY6s6zuOpRY4OhTBLZRieUYwcugZSAZfKVcN+d5FyOLq/ytXUaTYS2/blrsJqrISMoGga9KYHIfrBbIkfUeChDGuDrmtGEpMYI4Qt3xsxrbyQouhuSDvk1NMbekRzoPWGTEo8XkB7fVBsHK47RyPvxlA4H4K5xlJ5C3CtxcR/NMZdQojOXxBpo/Mp9EU8zRfx60qhHes4H5L0lJPafrgLz9/9Li9FvvPv2wsv1hV5WlvM907xACAQNR3+MUcuF1syx7UBpnRAVa4XRE2M4VE3eTq1BUTU0JeboLKjeK+e7B+rtIzFmttuG2aAOXxMs+QMa/LZMGy67AAAgAElEQVQXgrM52micpgUbm7Nk0kSrO0gjx8A034NASHe+upDI8+cfkRi4nwJmFSMwp8V9etcn2vAyXUXcu9Wh1xvDhPu7R7btSh9eRCtBuDuUznmOfhM279UptRI1utcGZ3vY4Z8Ibhk7qK9KjAnNGZWMhk4d2aGAfUUN5rsHSvnEOQTW/RPBZkRWTJXHxz9kvW0eDLHB9XYh5YVFXeE5LZE5rYSw8OnlhdImaou0IQwb7MU5OgAmEcPYt2dQ/3+V+gQoU14QCbTmKgUxOfwvuEk3psicZ9p+A3Ovmh1DSmEgfRDi5GuovtOH0sahtNpg9FeGRITEvt241sowcaJyq86EMvellF7cA1NWjICFRGndE8B5ofaNoG55eOt2a+bDR5JAULBjQDD5+tiMUtE4HaJAoNiglH48jsq2fj5WQwO26rKW4AOG8WXr4QVxv7U6Ak8lASAu3owBIx3KjRz+l/rnP+9t/fRbcDv74//xL8+B2doGevMc/X5HyYFpg+doLMvg1hQJgulg33cGgaLKnify45lUFqoV5mLsZ6XFmcka57FxS5nahBSUEQbb3gkvRsiBtneqRGKOqO0we2dD60ZU5ZShlcYaFF2FcK+kvWHBWKux7oEohbsCL48Rs4mzBpZaqPlEk0FKAjGQb64O7LkRQ6DWQEgBaeaR8ZGJ50jfdmotvEShJ2EeRiuV3iK6RJ50ZioDzTs1RKScQDYEZU6RRmFblFpn0v3CE0ZcInErzNEpweOp8iOdTODHP1u9Idvg9DDRu3dJ/SxGbnNlCcJLVF67cNcrrRvkSpfGosavf/3C3Skzz4G/tiTGZnz7cObT08b1tjKs8uFD5noxLi87vz8HPoXIuynwK+v8q5cL3y7+gv35sjGniX+tndvnnW/uJuQc+P5pZy6NfHrgX3+68t13Z3aM19G5/3CH3Qa3zdBaub0O/uB85tfBM//jIRFap1allWeeJBDC5B6N97OTPUeDfaWVjqTMfh+5K5GrbAfjxOhbZT4HRBfOybisO1kdvqTdqOo76hI6cQ7sYUaGYVrdz1UzUZQ6u0ohm9AXI4yZNho9FqbhP19P+E2k1LGtIkSqGlNXXt91eg3kLsCgj3qUruE9LZoQGhrlkKkFKx2bDWkCtR3gu+CnUe2AokBDETVCNcbVJdXzFCkx0HLwxJPC7TjV0RshK2OcGWYkLbRu3rcl9Qsgq4/dX1RqZAyYxo3+huP9Cb5ttwunc+ay3xijknNGpwfGuHkEvu2se/WTuTi0LGvAejv8Mk6rdUCilzW6yt6wcfOkSsy01hHOjL4yB+P7739FH5EQ3GANgRgTQdRPz6qIHAcdm2l95ceXG6MZIVRMNi/5G4q11XlWqkjYfOCoV5blHXV/odd3mA0ijdd6YZozKUWwRsoTUTKfPv6K3/+3/m1G37hcX9i3yuhKbYX7xw+e7pHKGMLz02dOd+9BdlccRJnz5F40ICcfCEa7MKX31OEY/qHK63oh18pyqmzbK70lTucHgmTa/sx23VlOSswf+O7DH3L9/CMabiSDMApWbny7JM7nR15Lp7XMFB0CGuVHTo/3QKbZxHVTbD1CHqPTdEBwH8e2XTFVpkm/DPtB39Gaow6sNwbKtt+oq7Cc7nj6/BuW8zf0y4UYA9Y7KSeQQbaVaT7TbyspJqzf0DhTtp2QEhgswePhuw1q31lbJ00zZzGHz6aAjsTWK00CZa9MgInS8gMcB/MUAykvbLdX7pZ3iBi9VzyQOHzYMcVUGK2iGtj3g2mkXiEwAJUMtSIMtDd6THQ7CLqaCCFDgJAmmjmEtPcD9T8MP6rxdYV0HCgJ01dRRY9+o7G5GjUEyN6U/gbAe0shheAk3vgXjij/PyTe/+D3bJ6VsA1qhSrVkzTFxaN9iizRaNfOmAInHKBUbcfOd6QKOQuXlx1NyqnBNQD3ibtqXFbP5k8SUYFx8pOkXxQJok+8XZRxc6R1VaWXRrJBVnUZKyrydrJOSqf7aSbA3XXQCNTYCb2TYmAvDRAsJM5HDO9Si6/s4kHZnYzzkpiulSrG3iORhonSo8Awah3obSedEr0YeYZQlHia6bExVoNTYGuDnk9M6wUd7g2KY7D3zm4DLUb5kDlVT9WoKsPs8DEYj9FPyG0KfF8L36mQjoKy62rM94F5imx7o+2dFpyMSfG+pv2HV8o3M3l0b6gecD4J6005zROvRzxzHcbdBN+eFsISuF5254asjRwSZe20tfLhd0+cgtJunfePE798bcisLBu81kY8CX/2acNGdA5NgizKEr113Mrg25+f+P7jyvM2WCwwTa5UicASjSHCrbrHKWc3gPOpoA9CbcocEv1wu8ukTL0dJ6OEdf3SL6TBaPuAONGbEefGHJTe/HFfbXfv2RB66e7zUmMUA/UlqTVDk6fW7i1irdJPiSrKXAqvOhhhIUjlTiKqcGlOlkbUu6S2jnnQ0cvlwPuLmkAfWHLlJRAxGSD9aIkVjAE6kBGRBiYFS4rujhCPvUMbSHJFJeCmTAtH07p66shECZMbkwGsRCweNQTdD1IWE//4n3/8SSowf/fv/2OTEMECfWz0ujFsMIUzvXwi5rM3pKvQ9t3TGt0QIut287VCqZgV9n0nxsXVLYYnPaQiw82mX6R5G1yuG9OUfA1YC0MgZ6+Mn6aJ83LHeYbTKTHazc2UJqxlcN1uaDrzw4+fSOl0pFrM+R1pckydzBib88G6qywafMVyigvn0x3P12fSfKbdbl8K/xThWlemLMQ0Qx/uc6FzzhEJidoaIQpTzIxROJ8fDk/IStJIqxs5+vNxzjPDOvVYfZWjuynq4kWD6sPhqA2Rzvt371lvT6z7RooTpTSur5/JeSbEiTwthGNpq6KUsvGzb7/hbgLaC9NZkQFPzxu1T+6hi2eu1xcknhgIHz9+ZJ7vEYXPTz+Q8uIKEYZJJMpE6e2A/ymmXlVSWidPZ1rdvxT1YvjaC/OI8aHMyfCYd7HO3sEIThom0KzSqqttmrxLq5RCPYy6ow9ar4i4slJ6Z05eNLq9tUtLxluLjhqIPmhvKsYYTG9D5BiIbYSY6OZKFICQqNV9NCrqG4MQCVq9XFKmg0bdEfWfeDkUQo+Eg2iEA/o5WvuqvNTiiaNeoR1N029rozf/7lFmicbjnQcLpptD5AzsV//zX36F9N/9rQ9mdnxDU6aG7HCbNJied4IFenwhrHfsk6HTAiJYvCEjcL93XiQwpo6uA5q44zl5Z0UO3tuwD5inwE1Ato5F99ZQBn2JPIzgJ3Or/JqJU/H/dFkrfRZ0CiwqWIM1O47+HqHvhTgeaGElhkapg6CBeUpcaOhLZ8TE66RIEaRVQhdSCl+assdwA64+gd7tlOdBiMr5pFSNnELgNQxSha05pCwn4fq8Eo4Le28++EXx9uIccPruFKl7d/NvfeUmiY1Gs4jOgbi5P2FKjuHuI9ID1BZQjCl6B5K0zutmfBuN10vhNDvmX8Sbrq/WuVwr6SFSFdrTTtp9B6pzZMQJ0cbpfubjZSd176DQHpnniN5H7KnxfkqcQuA3r8/83jTxQ4pcknG9ejJnNGFZ4fUM90FYJo+gv9x8EMhLYHy/gSmWA7fS0VNimwd318bd/czLaozt5iTiYWCuTNhR4bD2yWPGb2WER0xPg8ek1wOP/Uhn2xtVM6E3VAbaGql12hCImTKBFiG1nf00H2rizNy8Ebb1QQ9Odg490PMgVkHobO0OzTupO/myNdDqTn0R6CEQo9JCIgRjuQzMYAtuDtZxw7I3wcaojNUHcJ0nB0ZZdf/L8NVT18jAyB3vQ1FhRH+BnKobyE0HKQX24zmdmp8ot8l/Vk3E+8pU0T6QBlNWVgVpgyE+cP6T//M3P8kB5u/8gz8yIdLqjVEHIfuJsIzqZX3D2NcbHUUtIjJobUUMKl4ZENiZA19qGboFSu/uW+re9ZOoaIgEVVCl7RthOdF7YdRGDoJY83WTZGLK1FoQUe7uzuQ8U/YLDe+os+ZwMFHj/Te/Q2832nbzgr2DkPtyKWgIZOCy7kQgnxIpQdleaT356jvP1FKYpkgfg94byzQzemOeH7F2IaRATl7pommilgsQ/Tl7DDmlOcVbayPFTNRKQD21YkftSXBWTlSHuKU8u1E0BJIqqr5qWs6/x+XyG/8ZdPG+OIGUJtZ1BRpmC/MsZOmoPHOfA+fHO3rdaMV4viaer1dqV7a1UtrNcSPxkfX2xLLcHRwT2MqVrRZMFQjIGKQ0UWtnK4WQOkqgSfYkJLtXLEhAU+L28sS83FPrSkzZrR0Gc57oNo7OpECrhY5Qm8eJW4feAy+Xz0jyBFPOd3Rzw6sMw0TZ9xsAFp1K3K1zvT6TQyZOE6M1RvfXk2EDU0VwNEjA8Q97H5Ry9fepf1+tFZwWaBw00GOF07+ueCT4MPLGeHibH2Ly9/e32BCHAfeYUkSPoSb41+72VV1p7Rj2fgtyx7GmMmex2a//l7/8APPf/7vfGEAXo1ogSUdqpbeZdvYT6hRmNG/Ep0GNPmjsFZTACALBkBDcC6F+E5LaSUm4VDvIhFDbgBJIapyz0VS49s5EYJyVsBrFQNJg2oxZI+vaaMkNje8ewJph6m3BaxdfQxQHlKlUzqfEFiLbTaAVF736IM+ZrpH7SXiuXu0eipsjp5BYa+O1d3RthOGx2IYxnRZKqWDGnITLrdFTZJKB4OC+5ZRoh6w2WqcSPLKdGxNCrY15CsjItD54jFCr8nJrLKfGtjVCnBAVttZpAaatcEpC03CUOipP10FKzUvaohdF9uGDy50oMSpnjXz/tDIP+O5nmXo0J797XHi+XHk/Zy5bZRzf++Odsu2dM6CTEk14vyQ+90Arnct65f0p8+Nz5f3jxCyRUjtFlHuDF/WbM6I878bt1nlsHnjYCmwRnl8L921wOQcecuJWhdvhHzEzAl5M2Kp/r/PwWCtRSFFph2EtYFg3FC86TMdwGGpnP584YYTe2URpEr3YsBiWA1YhX3fC5NUA9vbEPFAzvRtaGpY6YyxIGBB2xlgIh6cKPIbfHAmDRvdPEV0NYSTvqxoGdNR2qgTsuNGdT24e78OINsAam2ZfAYkPK2lrjCjs+M5+Oo4wfXiNgYSjMfvwzGh01SiNt/4tgXV4+dEwiAPLgak4FFAoyDD+0S+3n+QA8x/+J//IRodBog5gDNq+gnpCw0Liut6ow9yYbw0xxfpg9A2R6G3xSSitEbt723qYaK1QzImpan7zKgYSPe2RJDnksO/kGJhTJkT54mUYw42f0ZrXDoxGCE6qDRGnxLadEBIhLNz2q5+YGfTRyDr5vaBfCNL52bd/6D6q7p6GrRVGG/hMlb0T9EiL2KjHmkCZs3svU8SNm6rIqOxbRaWBGDnPGJDyglghSCCokUKkWQSas0jEyyFTOG62XZwcHE9e+KGwnBbW6wuq8cvPoffiZOHeiAjTvPD+Xtl3xcaV9x/eM4eVsCyMVnl5MtaivNw21q1wvVZP1ka4rjfenR4RMfe5jIaJkU8z8xC20Vw56o1pbhj3DPZjbXjH87byenlhzjO322H+Pga/1n1lE2IgaSTHyGV1Gu40+c+27htb9desPoTWKzFNdOIXQ++2++cMDZh6tBo80evxZ6HUnaCBGDNig9La1+vmUOxaLQzxRmrr+1Eb4AqKpreaoOhVDx1ot2Nw0a+DiMbDo/JbZtu3t9Z+6+MOUBUHGE+PQaibx6fDfHwNT2M6b2SGdjm+bHDDL0ef1Q//618hhfR3P5gIyOoFZb3ciBWmnLiIU0RTB0sO85J10FMnbED2F+E6nehp5rQ7I+VigSiDXjoijahGtYiqkLKXRUZLR2GV35BaH8TozrKNiOwNmzx+HE8Dk8jYB5MMlhC4bYVdAmnycr2HvdMnp+EiSlkbUxmc5sgSOlvpWMwYjVsL2LSQR0VDYLsO6oMy6sGVP35cp2CUoeRR2cfAUKYdZBmEU2COs3s39s0d4nF2I24OhGujTMb9lAhi1DZ4GZ0ogXQzpofEVjtJhe8eI9ebFxfeP2b24tPwb/bCPBnfXge/qWDnmcdPr+gUebmuyBSxG6T7yOmpcveLO6bsQ8DlUnk8CzpPdIwfpfD8snu/R1DW540P7yY+f7oSdvguZX7/F3c8zBP/8uXG963T++BUuie3mnG5VvrPF35/mlmuxjgr/3vdaM+V76aFH6UfkKzGooGcAlYal1r58M3CvncuTRgV4l7QKWJqzDF5eVrz1I1oJ2IUSdCdh4L66kkQJ+Zuzf0z0tEcYUTytkEP9LfYuyV6FmbzqPZmMOogz4Ex8LZxzW4+bMbozUtFD0BiASwKOiXmHaYGz3EQEGobLMcKq0fxmPbe6CmgFtAgaBiUOvxmV71wLtROnaa3pCLjJP7+FY9zq6CtUuWooT5SRGrNqxXUH1//ZDd7qwqibr6MPUJWQn8zPEc6g7h78aUkH6b/s//jx5/kAPP3/uF/a224pP96vXCKEVVlra/IEAq+8qilokMIsRN1RkXZm1BbYRAwa8f6cqbVndsR4RcRei8kzagmtkNVsbE7TwSIYgSpSExEUVLKbgpujdP5Pdv6jNEwyV5kOhp9QM4zyXZI7ulyZpgxLXe0/Qp2pNYIzPNCpzNa8eb0EF05EaPsV6Y8M0zpNpimE+FIMYrAFITlNIMZa6vo0Z8jmglflhiQ8QLC616xvqMhUqs5fdgaOZ85nx+4vj5hTARWXz21jqlyf3fPFCKtFqY0yHFmjAshZEyVpInWG6VcCSHy8PAz1vWJc8rMU+Y0+U18cOZ223i53OgSuN4udBP2ZqTgrByRSC0bms5fShYbeqxIqieLDsN1CBMaIrTO3l84nT+QD5WrbFdXYQ6zb+vi6kfbj14lxRRqKZxPswP4ZKLsG5v4c3Td3Zi9lZXnlxfm5R3DNmrdSXFCbLBMi6twrbJvN4hutq37ykCIKbuxWpS9++D7VkNhJoxRiTESUqI1P+CPsn4pTkQUxa8LE6j1GExGPxQXg1bfYG3H57yZdcNXFkwtkOavyaR4JJHMfZAw4QOOq9gcayrA4VcqBwvmrzjA/NO//a3RvTQRII1BTUIbMB09HMGE1QJaKyMFesiEABoH4bXTxxvttCM5Mine2gwev7bxZSefDuPcHqBsDU1KIDmzo5iXdhlY6xCUmAJJIrVBzL47vD9H1m2nrB5jHTmR40BHZpjQzCFrTYP/ejwAuQXGMfWP2j1xEBNkIbw24r37UWp1hkoS5VaMtSu6BMaotNqYWGBWZO/ocEf+hnscVD1evJZCGkbfB0HeUiydCMScWPugMHicJuZofH4qHn1EeLkU0jT45v3M63WwlYKcPHZbTLm/OxF2NyAvZ6EHuDcvVntaPUL9DZFojZKVlcHL88b55BJgTkq9Gg858sO28je+uWNCuVwr68k4p8jLpTKlwJ9eV+7vMssOD/eZjxfvLRom3I3AlAP/18dXyhy4s8h26VyuhTYp79/NrFsnZu+TLtXXXSm66bqMQY1wT6O1QS0dkhJH9rVS63QEDYqE7g3pwaVRERgixG5s2XHmWRqtyBcpNI1BFYjjGDSOIfnt+ZlzoJYKFUYU95cMo5EIwQnMHl82Goad1IWNIn+uFd4OWTRUv57Bib5fFNnivJtm3qVE+urGVyL92ANL8E4vakVyPqjDfnI7D0cC7CF4TNo8VZWH84FaaGgcZEvUCK16bDJZB9wzJcOQ7v/2H/3L609ygPlr/9F/asMGrXdeXl+dPNqbH1TCTOnVUy6aICjDIq1XVxFS9mHEhGgcTb3juPn9dsNu5XB1H7FRDljUYZ6ujRQNFVcpTssCvfrXJx+AsYKNcAxATlct++bgtDFYpnhg6QMS43Fte3NwaYPz+UxrjRSS37jMlfBIpzZnl9B35tlrAYYVYsyUsnE/L8Qc6LVwK8oyOfl1r4Mp+ck+hEgIid4rEhIpKClNYJUYMtCJKR9Jm4JQsd45nc6UvdJtMOd03LsGNiClhX3fOC9nrrdXX3tg1O1GShNBobUbyzQTFKLszHGhts5lfSUt79mLcbtdKK2xNxg4pVZQT5eJm+ZdPfHthaCMMSjVo9qldWKaWPeVZT5zvbwQD+/KUFfUPakVUU1unjUfcFpdXSUO3ueXNDLZcaCKPsCU6j1cL68vaF7Y9vXLoVkkEdSpxiL6ZU305U18QAGcq9IrNpqrN2P4uihOlP2KxoU+VoTobJjg2BKAEBJixrbfWPcb1COWFtMRmT7+McRVl1b994IrLDZcfXnzAWk8XnePv2v1y/f75bQG/nxox8eYHEZfX0PZL/+nv3wKKa4rtiga/EV7uwmTBuoM9dLJmhGFSaDHySPBrWJrxFIg2JUuE2PxNVKIgd2gSkJFmEanUYnNbw71NNEjjPXmjBBxM/KlumG3DAfiSDLyqCw8U8fEJJnba8NUebkOWhA0uA8hmGP9Q/J9YGoZ614pP6qiMVKH0YIRS6H0SAyB3fJRcHdFdSCfghsn08TT2ki34uZPqcgOQ05kDYjeCKvQ8O4ZbTvnpLR1oBpYyivh/cLYB+lklJoofTAtZ0ZaeSyD0EE0ca0Vno0PDwsv6uC4fE48zgGuxqNGwqOjvusYyK1z3a58eIzcroXzNPNNhR97OdQm42EMPvXVyxMlsNfOKsYoK+/3yFoqGozTEskyY014GZX/7dMzpz81nqVzd174RZy4P53p1w2Jym9+tXKZjc+3gj51LAt//bs7ft0i+aWQpkL7ZmGKkQfg6fPK+Gbiuxjo1njoMKfI96UitnlVRAhsaWZ04Wch8WwdUfcTee1ExBl1nR4K+to4cDCkMJFioREJ10bDGPeKbIdZVoZ3Y/WOGuToq0hrKyVMtJZoo9If/AZj3cGCGhsaArNsvKYTOXRvtX11SrWUGyJCebs5HSsiGeZcGM10a6Sh1ORDPCpIFzQqvQwsCNKNPhtSKsQORQjRWUh5b+ikhOG1EJcpkvF2YZsU2wraYDOH7RGFeVtp4h1VhIakTtEMROLqLKMm9asy/BN8e754PUnQE6c8s+4fiTqzBG/ctTHY2o0h2c2NfaMfmsO+VYd2jRt7fxtMOPDo5XBIAwQfVnQcMnuFESG0Y6gx2nEyHyj7q/uxUhrAhpk/hr2vTEG+mD5VFas7t7JR+x0SBaH69SP5MK1nWrvw9Pkzd6eFdd+/3NikeWIpx+SVAaOxlo/kkBGZeDj7anPUSh2V892J1qobUYsbOq0OukSsKxqCX9eSGaZsm6/G1rYhGslU5IDdJc2ks6stMc3MydzkbI2hjtQo9Zkpndn3jSDhICR7szNqtN7I8xmVzpwTv/uzb1B9hRH58WOnDCHpYNITdTh1t6Nsq1FHY91e6HJGRiGmCcbu/pMjB8hYmaYHpilQx+AxRra68XA+uxl/ZLZWMO2YRVKa2faLb00Etu2GpMW9VK2zlYqKEnQQQoJ9sPfKGOWwHERCg6DehtzH8CFAlNoHMUA7VCE/dY+va5qBDwLdh+VWik/UoYMa7AWSQNmO9ysobMLhVTk6kqYTEk6YXSFOHnn+8jHH9SsDgvjAAV6+eNynHZDVjudAO6aNANkHY3o5fm3HbjB8HWD6Djv+XDkMzP+mt79wgDmfHzyyXRqtDh5iJJiQWmUPUKN3p+Q6nJr6Wl2KzgUxweLCJIZt3buD9sMHU26IQOkZDcbgSp8CcQU76JWjC3Rv2sw5I92IIpylc913xnTPj+E9j2pctoJNmdED2ndiE/KS2MZglOHQo+6dPyMYMQTKtqKSmEOklUpIkT1NaOu02tGp8TBH9uZ4ddNAzoF1a+Q0OE0LqsKlvkDpjEWYT5EqmS6g246qHF1Hxlp2TkH48WHh5xLZukOWcmzkRYm98vrauebB47sTt2qM141Njbobd3NkF+8YqnthSZG7JLxcKu9SpG+Db+4SyxyPFy0h7Mb358HjEnm9FG4dnl52xiTszzsfP5lLgnczr3thXwbnu4Qx+EEaH182fv1aWTTyzSmTf5747nXw8G7ij683fn4XUVn4fL2wC9jnzrsYCOfEh+9OvHT42z8XelworzdqUy5BGBKYTxH52PmVVL59OLFn4TOFzSKnIcSolH0Q9isB+GSCqSevZNhRFxCYE+5VaId5dg+YCrU1mvhpoZs/ucPngkgjR6VMiaVBaT4obzI8gjy/cxm5rciRZo5BCQ3aGKR9J+PgqnO4sRbxU4dCr17SiMDQdJj3hg8Ws0IdUK+QoY+AVmiq9KNfq7evamiaA7UaYU50y5gF+u6kzxqNroImxeJE6F4kKmN4CWxemJKQ+06P0MtEkUim+XUxZkYbJPHY70g3KB1jRvSnO8G8rlemNLGPJ9huPlCkDOzQXKZnLFjd3AQyDtLo24lTAUk+nMAB4eKQ5iOM3eV1OaBWhr/wd2879gEnYm2j55nexhez5DD1hF3bj+SL38RF1L0kmG+4Q2YzH4Ax8Ri/rZyO0/USxVufxSP9dpTtmUGKbipvtXi3TjzTRdnKRqiGNYeipaFw9ZJc69Xj3l24FafRiirj8DLM80wpG3bQhjVGeltRHczT4isca74elU6IJ0/d9IGGid4rD+fM47tHYjDmeWLbbgTxQ2jWk6emrPqhdYDZYFuvTMmHn/PpG9pr4VLgdrkhdac0CKkTiPQxs+QZ1Ng3H1nm5Z7WOq018pQJJX0xzLbugEM9IIZBCiEYlMEilXf3GagUyVQN9LKxxIVS7YjEBydxY+Q0fQFMnnTCeqKOhkpwY60JrRqkdBB9FbNOjoJkp/HGMDFscLltaAjU2rG+OwsoTvRt40upYu8wn782RL8Zdt/8K2b+d6PBEOxoz0YP9eXNeDuOgdvUIXQHU8dbRKM/f/AvT7n50FK6f/xvS9SqIP34NwymfDw33hqogw9O/x9vf+EK6b/5m2cj+XqCIYwc4QBmDYtoP3a9OaOjEY/+GLS76Qzo470AACAASURBVBJBYyPgZsI6Ha7ImgkhMB3+Dycwgp8wjLZDTB7JkmWm1oEN4Twnts2x8708QxAsJiidECdPMu3+n53Ukxe7DXIKtOB14NJ96CrJPRP3dO8RCsKEwajUamzpDovKafgD00RoouQQjnSKNwVrqUw58FEzeWwsCcaeUdsY47hGgjupNUfk1ghxELR4tUKcUGm+agiCdvj2w8Lz684p6lGUGXh8iHz8YWOZI5vBrMaPl5WH8z3vk/D0uvJSC8vd7HCtKJzuErMJUjeqRNI58sPHFRuCqPBumXj/OJE+XbkLge9zoY/BN3ly5P8vX/l3/voHLm3wB3HiqW6QEpePO60PPk3wXiIhDbYVPpZKWwR0Ql4a8SHz8eON+wA5ZyxPfH7eeTgHrt3QFHl6WeHdzLkH7opxjYNRCnszugZS9QFi0uirpLky28QunXkKrJeNKWa2N5+BGq0baSg9+s45dECNihEPyXIRY4ve4qoW6QUWNa6hY8mgKtoGlg0xZQRF2sBEsDnQCEwiFPWYn14jc7kx0gR4BNBGx2YhjkHvHYsTMQqt2dE9A6fevGtnniljYOJKjUVlGkcSS7yW4v8h7116ZNm2/a7fGPMREZlVtfbj+Fi+NgiB4Ao6lrBo0EBI7iCgT8M9JD6AO2B05TZY7vDBEAKBEciyDDZ+3Xv2Y61VlRkR8zVojJlV29eW0T1N9pKO9jq1KjMjM2fMOcZ//B8B57gMbU4cvhtBHCmiDzR5XIWJZ4xdu/MgyuKBq0tpk2QvLNtJrZERHxvbIFghRuW//nu/zhFS+o/+K2u9+U1rLnOmdf/gZ7J8ThcXUUySJFbhrF7o1PvHRg9ezMi0RG/mELznQPi/pQXO/Z3PxNxr0ADHG4SL8wbUORXvB4wxJanzOh+jhH7OjjX46ygkDeScuAaX2YaUiJq9mGJyImzQavWx4rJ4unSI1OON9fJE0swSg0cOAGsMgHM6RPVdiJGCx3vIfI/HOY3dJHGed8p5EFImRHfHzksC66yXZ5YUEYO3t4/oAgNEFRuFJLCsF3JyI0GRTO+VJWeW9eLJ33QUY4zKdYm8XBZMldvtzuteKKbU2tGwsu+7W1O0gYapPLPVrQ7ECcXDHFnqo1NrJ+eN/bzTh4J5jlBvJ+viSeSltRlkOOgjYPiedJaTmC6YqhOlY6RNvxPVR96Qc4l6rzDG+8+HmRP552NUfaSVp9T9tM4WVkA5rCF90B8sfgbTvMrXWMoEE7IqFhaO/faBfhzz72lx9KQWLxziOgn/aa4rZlHOBxpj6mhKq47K2JgeLuJoT7B5Lzw8puaoSKeW2sI0rXM7CIeQ4uTJ4E3gz//T7yOj/o0LMsZBXCNyQK2Dng1pbv9s0VUvQTqMMguq6HyThiseDC82qkNBljvSgOjSMHca7ggZQQjiHITj7AybBmPd3XfHau8J15L8BopRScHJkDOgmCKJ3o1VXWIqdCgVubraQ5rMpPBHGvBgjYPDImKJMdzOf2ggrJHYC60LoRasDeKozpeITjqT4Z3ayAuBwCkfB2VvgzSTSfMlM6xy3A7IidxPDs3I8CiBs+5ctkiKyte34vtVwROPNfDdNyuveydHw6IhfeG1HeQk5JRgKPv97gnd3yTSgJY6fQSeZwGqu8uvn4e7Dv8ueiP4Wwn8/Png+ZuFH95OlpeI7YNnDXy2zs2KB10afPNpJbzCP/knr3x6ifzm2ys//rDzh//Wd/xfP3zlL1wW/uSrcF2VH/7pjc9RWFeH0cu98fT95j4m1nna4O//sFPWhU8aOIBqAinB6W7DWHMPGe1sd2HYQVChhEQgco+eth1xonPu1ZGzfUdMZlLzgDUymncyISuHREYLiJxoa8hwE66wZlSF3hqhQLwMau2wG1o6KQtWK3Xb/D48T471gvaOqs34D6FiHsQ2fVwem5IEJZph0b16pLmdeMO7xnC4jDZGJ4iaigefmhGKc2KGmZOC08O990EGblic8K6BdPcRKpfZ1exClEpbEl1gmSqmikvG/+b/8esk8T4KGBHFav2YxcuE7x/S0NFmlzp8kxY3J2OcD7mQP6G6Og2JvmGL/PMFzINPYPPnruv156oFrmmOAtrHoXJ58gOl1/n9KtTTO2MJH0XOO9TfvdjZNpIqW4QlKWn6hKg6kvBIK7ZZpMR5uAMMApGGqo/SqB7AGKIXO4ZLp5n8F7NCii9IhGO/001Zl4VanM8xzHkZSwzkvLy72gbp76hLUiGtV2ot1HK8k+hLcyXXeChocFWN0llyIkXxM2gMntaMqHJUuBdobad30BAQAkc5wZTSK70drsApzvVoU0kUQqSN7jWATjWOJGrdESqqF3q7s9eO6YKovn9lY5K+RRUjUGshqTo/qg+CzL+34tlC/XSkRNS/2z54J8A8/jxGRQ8vFQMnv+CFdq3zh92v9UGqfTzueiUvK/Ws5LhMtOwkhujKp7ef34mzPoKaL1J30G2OmG0ij2Veyxwhme9B9DYRnerOxmPWAO+hjtXnakEmr0Z8TU/zz0d8ADCvAezr//x7FDB/+GQqkArsV6WH4KFQ54mlhAydBGPvOERWJ1CGEzWli2FnglUYA76/n5ylc26CRSWtzyBC4k6zwsnV77te34MP9azueRONpxTYmxcCQ53QO7rb4afgm3jv+IHQT0SFvjzT60DXBRkNcxSdnn0ktEwCqdRK3Q8k+ErQPqbEffioGsWa0PICKqy7j82ONIvbr4O6ZjR2rN39MFXhCKt7wKgbpm1y4Sgn5VYZSySuC7rf0eQ3aBueqZSierxBN+7nSYhGMO+wJQaiDrIKoyV0r9TeyLEQJfGWhOslUW/F+YF7Y2giv0SPHnhWPn89+c3zyhjGrVXap0D+YXDbK3pW4qLYF68/l78Q6f/05N4r12+29/iE/jZYv8/stRCIpG8S43Nj/f6Z448PfqwHT1vghxx4fhUiJ60beQROCfSohDR4EyHcAs+9U1aBVgkxULog50naEq0mD++8CJef7hwvVxCINmgHbNMXZq93L35DwpIy0ooV/36JOFIhQsuZdB/EvhM0UQYsGKcOpJwE80P/WJTchYqPtfT0PKc2hEU9ZkNEeN0yl7pzSnSTsGaECM0CObhKz3r0DlCFFjKJPqW6rsiTLXg43PBxWNGFnAOc3i3WaJ7yK0I/G2k/0RCwFOhtoI6f02NChkvQH/ufBqFEdx9WInYT8t4xhXJxArQejWUJ/PW/+/OvsoCR/+Cv+Zc75hw+/ClXYn1A69Pfop2wrF6M/PLAeBwA9qf4Aa19FEKT5+AmXr/4uOeY1PXMAz+cynQ0tQ979XZ+IDZhNnKYK2TGcA6kNHprnBbh+ImwPGHD3FdmDJYUkNZ4uXwCFW73G5FGDoEymu97Bt0iawJ9RFKoEvXj72aKtMqyXlCBwLSuUGXg2V213jxdex7iGhJ52jj04fb/KQWwQE7Guq50CYw2sOEEWtVALx0LLmtPKZOie+R48nVn3VZGOXh5fmbLlVJ9cnEUP18HAYJQivF2fyOoMSw4SbjcvJCwAepS92EdCQsCtDGLTyJ9VIIOH/sKdAJl+kcNE0QztVfaMFrvc8rosmrT5Hl+4/w44EefhWr07/ZRjGJeyISJ3gEfAYoB6uHrQWexOonX72NNZoGbL37t56sXDc0gZ0cO9RnkIF6uZIJL8I/bRPuGFygC7PcPcu4jGqBWv+Ywn1Px19RHanWf1y2+rsHf3+P6HjEEZZ/csNlk9eaPfainvvweBcx/94ff2VBPY1UaoVZ3ug0rtghUg25cNDFaoEbxUcjodLo3LmbYCIQQYLqZirnio26VUJzN3BWkFswCWqeDoYAFIVmnwoTfPElY5gFTm1JHg0WxAVkbWTbQQmuD1hWPhOnvpP8+jDhuREncR3S1Eom4RPdmsEDkhL3Qn58QEeSmjHhHCeSYuOWGtMZa/TpiLdzjhiQfz5Rq7yRkESVNI59inVA8qM8Mjm7kBBQjpkhPHauVUSpYxoYxorCugWuKmKjvo6Vza0pMSjsdMrwk5cvbziVH9qNB8M46PXkYYC6VJ4Fbg8tlc/fXOjhfT5oZ21Oi1M7z7M6W7h4o26fMp5eFW2+EoPyTP7kRgnv6/PDTzstvr3z+fFCq+tz1avy5lFmXwO9+PPn2uxeGNN5euyvKRmI0415uxBSw+xs5rJyjQRUymZgDVQxdlSTC0WBbI/fuC9z5PwXVRDWjaSN9qfTFZcojmiee40GHEb8fe2s+Br0o9ejoOQ/5zQuHeHrYY9JAlM6uQh/D7f4FYhwsBiVlWhs89cE9BSwowTp93qS9DTf2Isxm2DzHyjw3yjAsBFKdKjTr78VGnxyK3jpxor85BxjzfNXi8Prwoq4MPMByEQLR1QkT9e3qyi0Bjt5Y1fe9QiBIQ1qltcSihqZK1zt/9L/WX2cB81f+mjmykSYErtMdtLl3Rd58E67nn1IQpQ/uQO9gpx8qYQNrfgD16ptyXicy0nh3HNXxQVTU5DPPvgObQ/M6DxKZI4E+vFuVPg+8edhpmoeJOhQfBFHlm5y45o5q5H57dQ+a5GOkLW3YeTAMSnd0+7Ju7i000aNle0LGzlGLO/GOShJB1DkdvQ9q24kxM0rl5fkTpXrnXEsnLys5xvdk6zGqm9dF94pp5rldlxQxCxylMvrxnkNkczQU08JluXCUg9bcrv/R1Pdyp/eDZXGk6ZKEHD1Q0zTx5fVOk0hpg1LuqLpyCCuIrr6P1MoYnRAjtVV6a6RlofZHmKExZvK3qEJvLvvG7+ujHP6eRwPz6+6m0xV5o/XTHW0lOJqWXf2zrBcWyXy+f/Z1t6zIOLA2i90H2fXBM3kc8u/+LA8CL14Q1DLJtROVO24fha9OI7oHuuhX7FJhm4X4vAZPLNWJgjSw1dddObyy1UcRMsehwz7Qyge9Viay0uZ6j9NHprc5+lRHLg2/ttE/ZNiPhkAV++l//JfuSf9KEu9Ko18vnC0w3u4YC3EoNIEhnopqnbsotlRi2Z1gWSI9Le8VuGwFa86FUQURT1Zd7pl+Hshnge8Ti144T6MHn/ELHkbli95hd0/PNTRDaYOWCnqPhNedkNz3pVvkWIU1JBZgXw2KOkRfTsxgtQvlFMJ0M82b0GojjRtRMjUkWCKmgdaNbfmB3J9o9pV2D4zliVS76/5VeLt8y1J2Fhu8ffXEazND7x3bBhYyyQZ6CuVJOaex3zUH6A0ZB/uIfBeu3HtmD4Nv9uJjk0253yr3bLTnxPhS0K+NlP1zqsNtyO9fT6I25/ysgjXh0/PC62i8PGfuPynHJ0Er2DWTx+BLbDytF97eKqpw2RLpm8DrW+FbcULVdXMp5tefnfvS+uDTy8b9dfC0bMRT+O7bC+Pt5DgbS13Yb43XcpBD5KfPBZHBroMtCvXLneffbvybceHzvfEzTzxFY/zcGAj3FpmUWq5r4fOPB2HJvL4N0gwefI0DG0Yd6gXevdIXSNYcJazL7DJcUizEyaVx+/dWL2wWKFv3hrsOZBht6VjolBiIGKMasQtLb5xhUMYLPezoMNYlUkNzM7ImWIeGR1GEcMfE2M7GPYHu3pwsoWEd1mi04jED9exIcERRjkhcN+45EqO4d1A3SgVheHJvXTGMqgaWSLJDBKmCHAVNAVGhdp+r2/nFa7Q+Uabk6KPcApyDtN6J0qkM8rj+q7aE/3//iQq6QgxMz3cvNHp1BMTSRD3Chw8GY3bBc0xkdcLpHewn38wfrqMhzANkOo+KZxBh3Q+l0aC+uRxEG7D7c+XVyd+6TpfCSfod8wALbfJfgHGHdQFRtwjog56e+ZO7Ufaf+fS8UnsjDqH3yDGM3gMpBs/BSYmjz/doSrPG7e1n0iRzDlOGrVQxRrm5k7QFWu2w+kjqPM8ZEeAS73beYESGVa7bM7W5+d/TtnDWaYGgiVp99BFjQOMKoyNqMDyLCODL1x9n0dTo9QutV/LiqENOG6oLJn3Wb8O5JuJokPXBsm588803WDvppWKilDYQGaSYp8KrEcNGS/6qqkobFZHhpGgcdR0YvRc0ZIyB6ILhnMXRIauio8JqGKcbxKWNvUfGUCg/EQKES6K1r3x7SYgl0rpwHO74XbshthDCQh87Ywwu6ZnGmNMWRcyTqVO68PX+5p3Ll6+QAWkz6fkhZZ7FjmXot8nd6j6u7xNNidl/T9T5YCHC7Q3io+g2X/9p8X8Df2xaJlqjH+OiKRN3MvwcR/XpqYZ5gSTLRGXmeh4276fTi6Typ+Tiv/jzr0Rg/va/+721oFQeDGMQjB4hHA59WoDUPYF3JGALoA09AlJPhggjeMUYVMgpsD9GYXjy8iUaVQJ172gzKp1tjdO0LfjnbYMg0G6eblzWgLWB9o5EpaurSQhGToNwOIdhz8aajHoI/a2Rkx9oIUb22slitL3AlggqDAtkE96SI0MXGmfprvpQl91K6Ywtsg7DQvSxDo3QGmpKHRWJFXqiWUS6odGwNmHp7vlHclEsdkYdjJDd0+OSqLtX/+v1Qq0DQqffGj0rMYiHhxXjsrnbcXvb0WqcWV1FF4UtKbfTiLUQvllpdXAxIeTBU0ioKl/vhRgH7W6k1rlrQJLQwqAdhbDD07cL69UPf5LwzV1oW+an1zf6j5X76KTnSKmDy7by4+3Ot98tiASOt+oFR+ssW2ZY5HavvCpe3LUGEgnngYpQYvYRF0LrjRCN+y6EJTAk0NpgyYFhhsnA9oo++WekAqE3RvROaelGUSNWLyRbDgxVVnCUJPpNNmrxJPPh5OcUjKogViBleo2EVpyz1hoqRoqBb7Ly+WuhR/cOOttKXAb0CBjX6FlZPvo1dPhc+xAjBuGIkZgGozrvwCRMTyS/ObQN4pYZ50BjQ3BFgg0jUAi7Iy4mvimMpKRdSNOTQ1NAbVANpDvfS62Ri3Bu/hrSFdOBFjwTKSZGV/7o//7y60Rg/v3/4tEtzQ16oiLn4UTd7QmYBEXBN/o8O17NLjVtpyMw5wHrZR4WE963iaCoelecL/5cKXjnCl7EtAm5S/Lx0ZijqI4/Ps5RVp/dqsxCyh6FTPpQd4RZWOF/F4wY3RwvhEhO5vLlkLwwmEZnjhReGBg2Gs06YfJVOG/kMBU4IWEITCM8EUOse/5OL6QYGDaIMtjPG5dlI6tw1s62LQyL9Noxe/iLQG2FbVmIQeljECTRKQ5E4WMrCUJEOWujT/faHHw0pXSuMXFdVkebKJRunLVyVOezXC9XbreDo76S88ayvPB2+xkV/xzOo7jXz2geCyGBs54saaFWH4FYiMS0ocFjPgbVc6wscLu9EmXFgrFlQXVl1UrrmaEbnz//zFtvlPqGinuUWYyucBOBrkCBdsxxjDqhVtXXVpvr4lGc1OLIXJrrzfC10GdBHaahXLs7Wqjpo9AI5rzZ1TOTeBDUVed38qdkzKPi48/68bP+KPjrB2cL8IKl+b3xQF7GRIceSNDjuQR/n618UH/E+TB2/1/+7AiMhUY3RxhG6SyXRE7K/XfVw7WCJ6QeTy7hS18hmIedhS3wFDaODrvsXhwcjYITxFQFnp0TUV7dObBpIayRUAdGY1mE0Tu1DXRJnCERNuN+dlaBJs7AtzbI08HPmkBv1Gewbti6cKuNp5aQ7xdut9PjDKIx+qCEzHVtlDKhf9mpCNsJIkKbqpBlFEI1WlyRRZB+QLowzuJI0ZLnLNcNy8wuoAO9O9l4xIwFrzotKC1E0qLE5u/TEtTaubdOODrXJryFN/Il0knISyY3t9UfwVUG95/uPH+/ci4LJQySDm7ZeImRvBvbU+ZmkHPitRbe9pMtCiPOGPYg3FtnOQq6PfFMpf9YaN+sHJqIl8HbWfksQjsLz7vww1VZf7wRnoQmje9+u7BeFn78+aAHIX8e3OtJ7/Dpz2/89tuNv/fW+OGHwlUOSu18ikJ4uXL/x0Z/UZb8LZcY+LqeiAhVLxzFofPLOkdt90LuhfYW2S6J4168s3r7wipCIWF9EHokijBUiUmw6IWz3Cpkt+Y3g8t5Zw8ZsU4+7tAKiwi14u7Cbxm7Fno/CbUR24nF4d+/dX53S0iKhD4YDVa9M47iCgwNvNXg2UpVGEkRi6gOYnfeWBinUxsojuT2C9puXFrzZOgF9iMRG+w5OQG+VQShxmcsQg8TXVq9S6lJPOF9M1oZ2LIS9jsQiCoYF27Pg/xafKOLgXFfaE8za6tXYv71plFjqxctIUKpU745cIvq8UFGjNnhNPXDHE1wvuHISASLU72BP6afjrLk5wm5q/MPxLx4eagyHjLVpHNcVYE0R1YBKH4w+BzRiyZ9yK+Dq5YCkzz5kN/hB+JwUznCoA5HG0Q6RRaGiCdMEHlalFpcSpyzoxGdyhKEpNGbr7hRpdPbzhiNMIQglZQS3QLHcee+/8jeK0v8xLpcaP0OCI1IOd7ouvL6uy+IVqptcNzZ0gJq7BVybCxmpPWJ0H7i7Dc+LQu/eXHbf6lvDEl8980zMT67j1I6uL/thLzxh//GH/DpAsvTleOt8Q//+Gdev/xEziutCHWc1PrGy6e/yO128vnrSYgLdUBrxmlK2wt76dTeOM0IUemH8yhzzJT9FdI5FfGOhkqIMA6sNfdaAf+erfgaGJOkWu+zqE2MUL34LHOso2FyD9JcHw/uS4NzclL6Y2w0FUCGP/99rpWAr5UHF0XDHActvsZ7m0XSRELQuXaHv+ZDSfcohNok6Dbm+Gn39fnwntHJ0RmTp/UAKaxPAvruCKLNYr3uzv+RMNerAdFHszqVTzCLmd8Tgfkf/sPv7ByK1O4y6Hog+Mbdhysg7GxuWheEOhze9xsWbATWLdB3qKtwPSLHpcDrDjYPdYMUDDG3xxYRiI0xjFGc/Bi6OYG4TeJYcNdDnlds91FCDAOrxf0PBEQKKuacul8QpEMLWAw0S4QQaGKYzVlcH0hUVlVO89lmtohpR8z19VIPbM6/Y/SMHhFgc0KsaJieCu4g2SioCHJmJCqlFYJEiBMJWhcv0O4HYVvcZh5jXcQzU87Gba6GdjZenhLNBk9Z+fm8045EfLuxWICLUm6VfsFVKM3dW21JvDTxOIXS2RbYbfDNmvhyGLFG+n6QNmV7TujZuW6Rf/hP3/j208L318xhRuzKy5Y41YtKe2v8s1K4DS9uf5s8F4mr8p1G/vjLOX2TOrnA+l3mhcBbFH7+cvDdb5/Yj4bJwnEcLHgmlpw3iO4qGyVQSsfy4qZS3RDpfpNFJ/nJocS+u1JHBTVzWoGKj+BEGFGRIYTZXYh5oTmGoxoWDcE7rYebbWvCiB66JxxY3TGLMJQRFY3ZA/kEGI27bCyxOuKyz/EezkMyCZM20Xw4NiqjVmIzNCmFjInhMZ2uRNLsYYxx3sx9+P9vwVOnDVfnRR20AUmVHkAnuTNVY4hyBmFRPJh0uCO088AGUo2xerEuI1FL54/+8ddfJQLzm//8v7TzuFNkpdx+hPPq5EJVlzXnq2/oOfuhsb4AP30Qcy2Aeqx3Sgu9eyKzp5AMLpfMmje+/fQdvTc4nLtW2+DtvjsHbAzquUN0J1tV9x+JKTIk8jINJJ/S4O3oSEzs+41eC2HZCKLse6WU/R0d+Hq/McqNlK9ckiJUtpyJIXG9rLzefuLp8i29DS6XK/fbF5odaFyp58ESg0v4Vb1Rx5D4DP3m04CW2asTUH/uJ1SPcqmtk+OFfp4MjBQTcTRijPRSWaIQNaDD0Y6G8wUfp183kDGo7U7MiWadodBq4TAhjEgfGd5VMhOpGNM9bjTYnuH4DFGRvLj0uzWGdrJeOfpBVM9kCpibyLU2US38YM1PPAwpES9kBRC7M8YgxBfgcMQpqO8jQAwrQzOtzoTvh1JWlXoeSNqwcvxi3DKLgdFwkqx8cEVS/ihaZJJqbap1HsnPzpH4IPSGWZB085+HORKSOSpdVi/A83T/lODrPehHinQ9XWl3/+I8rRidAzPVWD76nIV+zBNlGXM0Vfz9XC9THTVRpD4J7lPE4A6+wAzmpR68E9znHzv/999DhfRXNmsEIhulNNI0LMrSaUdzxU4fLqdWIdyhXRUzr/quppx246KdPRnXBq+q2EgMjcTYEYF72kjqeUJjGDQ/RFSFvAnnvbMuiXoK4353s7nnhZezU6/JLehD4yRgZ+eyJb5WIerAWsOCks+v6KmEDGikLCtRMqVW0mKUIxCjELUwzkGbRMphcX66LjE1c3XUI3Omo2DGotC6odOHZoQwxxRuaNaGkNdAEtfyl+Dv9TmYRxSchSKBrEIOg1YbXSv91ojqB1ddVvQaoDS0VcYq5HDhfKvs0dAK2xYJw8Mmt7W7L89rQ7/L8NrJSdl/KoSL0u6dtGVsnGyroDWSnyJt90P4y9kwM+KnSLv5PLp/adRv/eZecubf+/TMzz++0j5Xzquwn8b1gK9XQbMn5Y6vlfokHDGxDd/slyXAPjlNsXNKQBZ3wx17w2bhIeqERB2dEQLL9cLrMNJ5YERCraQ1U3pxyPkYBO5AdC7KZtR9QbbkUvWzug/Qc54UBwMVpA4kFcQi1gcaC4KSbr4ZHUsgqHem3YRYDmwE+rq4quhUlnKnh+CpsbPI7dH9gpK5DNtm3pR9Hd6oPxm1daKsTpafmSKjDrQaKQVqnPwYdf+MNIQikTAKqJCK83jO/IQloT+fiBnrDi0EtETW88Yepo2BCZoDjUE2RevJaA4lm8Hf+EfjV1nAyF/6z+ZmGCZisuBQi/nmnuaBYXW6l2Yn9waF+6uTLId6x9nbHPvMg2R0WD/55n3ePkY/Y0CeqqM2c2IM3g3Bfgmzx0mi7NXNyB4dsE1U58E3WK7+szhHAlL82uJ8D/QPQzKZp0e8zIJqHi7LBo8JQZvFwWN0No0yGdUPv9Z5V4zE7FyIWvxwswMeqagyCaFiELJ/jqKevIxR50EcxYs26O/Gbe4GnziOr4i4aq72BnIBk47UMAAAHFFJREFUUdZRidsnjlEdGdHsipyzIJO/IkHpxXN3tBc+XS88J4++iSlz30+kHWhaaPVwSbhGbvudvDy5k7sIjEEZzZvVMWhVOGZieQxC59FwQB3uoB1CnFJ1v7Vqa66IKo/vfHhB8pAWn+dEUNQ/2zoLjxh/YRrXP8aH4KhFPT8IvSn7+jrnz2L6sPGPC7DM7n6iQUyCOtlf+3ybzZnNIkO8cBf1x9fuSEyY90xe/b8pQ59Gdorzx6Ytid8zjwJmXveD/4JOBGeS4Vt5T6a18//8PVRIf/kba20wroP11ahJicml0TaMHOG8VUb2Nzg0oMMQWxGF1JUuB9KPSW5yS3bCiqL0RagS0bO6CVeDHBTX2c8u8hujdkVrIEbFyt2j2AXuxyCcPjuzOHz0dFnpdbKXgVh2LBpdNyJCT85pT72wmvL2KKwNYjl8xLwtHIdhtpCvkaaB2Jp3xsMIabBo5rY7x0MEJIWZ7tp5qQc7xQ/jRzaFGE0SSxCOoYRVWbp4kCQ+P9Qg6My56cNQ8YNrxd9760a5GMky3DuSPbMo20kz4U924F5pWyAk5eVJ+Toa26v59/QU+Pb5ws/7zS31F+NfW1d+dzs5W8NGZLkmnpeIhE4U4XuLyNn5IcBlhyGN77eVr3slfOceOj99qeyleTzDPljrSV2VIgtLDlwHnGfnrIYtwmUVygH30endaDGS6o4Ww4JgKTkqOWAsiZT8cwqnIUtntEEYnhpt82a1mdwcu9+Te744qlIHOo3ldDSCGm1uFFoaK4UmARMlqNJz8iI6xKl+i5QEYeaN9Q2CKmkG9n26vfGVTA9+HUPcY0iDIdUI9XAH4WRYTRCFQGBUAR1EMrU3QnZ0JMtB7a7ck3mDmziKo2lBRD0vBfFNGbDTCeqkgBFI42D0gVlgRMVEkRwAt3u34KGXoVQWFU5Vv59NGXvnv/1nb7/SAuY/tXcJtKgTIMM07xL1hiROqH00KG9+SKv6Jn3MTnRb/OfHqz/x+vwL7kJzbkp6OPhOOTVToWQThn905WMAaTpi8qFokuCv2asXAkzi49zPSMsHr0bnGGJ0f41xTlLy8EMwJn+OHH1t9obGgI4TCOSZpRPfpxGRIJ3a2kw2NpYoaFiopXL2gy1v3Nu0sMfJpnGG843eiNaBk5Sf0BBZgwddqriadFtX9NGAino6tei7+MuVvQmx8m6ol0JkDPerMRFXTYWMYbRhlFKorRDTlYXB0E7rzMyxxr2O93GFGWhM1FLpBET6R8YREEUo0yfmKDvH8MTxbckInQAMCciomCYMY3TPirMxvBboLqsfNkhp9Z9PlZL1gxkiyLukfzyM3sCLbHP042EQN8zJuA8vol69oDR8/SkfKMejME6zuHAzNi9gghsMOgSmjkI98rymlN5J6HwU0I/wqHd1nblKWbsX1mECAV0/CqswR2k2x6QSPtRHj7LEBiDY/nf+7AXM3/63o41hrMegXOC4uE22FCUtgVOv9DrI4yRFZR8ZRiVHo5WOFoOa6BtehFvHUHKsjD5JgxZ4ioNSC0EDp0TGcUeCeOdds7vtxk44D850dZ+X1LEUsZQ4SycO50pc6u5OtSkRgnLDGDQuvUIZHGEhpwVdBSuDhKuMWu303tlGZ+TA0ZUwbqglwpYgOHkUAdOG3AcxKcfi6yjcHVW4tzcsXtAWfc3EzJKV2w7h+ErTioaE1UqOkXacIIYOc4JacLRlWQJ5cSLyWIXj7AQLyGuhRRjfRfKhjKOTPmUuUvlyF46z8duUCUH5B8crL7sgL4mcA+PrIG+NfXfFzV/4dOWPW0FC5y9K5jY8+ft32eMEwueD61+6sH89eSGTVfn0TeT/+TufufyljXL6zf7zT43w5xeuz4Effty5fLcgX4T1dLO/e9vd/0UjugrVPM5B+4XjaKwM7nFxJKKcRIlUjHYRYhlOvBafzVPV80/WzQ0J10i7N8LYWZfAgRc2FIhtZ6sHNW/07iTZIe6ibCLo8PWol0QjOkG6V1o3+mlEOiMFtBg9NnSLc3Mz96gYRqyQ375ilhhJIURMihs1pvjOu0ytQcuMZUfaStOEljshVedp6jKf28dTLS2kh4lTcM6Y3A8Cwe9BFfroqAhWHAI+L0bQQWpe8HDcsTYoyxOmwrbfJo9uMFKmqxLOjopLzWuG0Iz/5h//SmXUf/CfmEP0OqHw40OWjJOw/RQX31jr7DIfEtVtm6qJYxJw+8em/FBreKrihxIpb94V944sGWsn/5wvzMCRkAdp8/38Ch+Fls5rHB1Hi2cXK/hj1Ob1jGm8J/54PJoi0BACSEfNGKMjuNFjq4Mcs7u/zreQox/SrVWGeZZPju5QbgZZZUYDqJPtR2fdnujljaM01u3KFhJjHGAB0USdnfZ53kh5Q8zHZ/TO2RvrVBq1gZtLRv9O1E7WvBJiIBjkdaWWnS1FcjDu5wG6UWqnmlHrSUgXxjiptVGHkkNExcUXZqAaKOVEgku6O0ptXhi5F0NHgxKiS7GPXtmrEqlENQ/e7IMhAcZJGzDMqOaIcq2FJTqKXee41z1yTjQuiGZ6vzPGJHyPOQKyyX15rIsQPwqYh4GhPiT1D2KsfhQwKXoRbfi/PwqLRwFTJwKn6+TryC+QwEkO5xe2/iLvACWP0CcRL3xGc77MY7w1xkTk5phLJtqU1w8Eqj8Kl/HxPtWtBuztX07i/f+IEngyMUMohDQNiwSaFRgBmxCl6QrSWM7ixEJZaKO40Z0pYRRGEDQKywm6Blch7o26NB9X6iTwDMPiwrXcsbeDnpRBpm8JXTOtz027D6Q2RB0ux6DHTHxo5uWZXjqXfEDo1OheGK2u5NUcie3uvTKG0Y/JVYmNXgNaOxIGTZWokZYiWxTK3fk5wg1CZo0XepRpqDcY5oWOHk7+G8m/iKCeziw2951TGU/h3bSMamxRaFtjUWW/V9Il8XaryGtz073pTpymodoRK62Zowkq2OFEM5HOd8+RS0jkFLj1xttbpa6JlyUwmvg488vhEnDr0Iz714N2ehJs6264dtkiqUIpna+tusruZfGC9WikFHzkosJ+di6XRDk9ymBvlSBeDJ2lo0P59JzZzUeEtXS+eVl4/XzjGJCakqKHU5oK5ECpznG6XpTjLhCHOyfP5OjUTkwDfUQ/5KkogxxfXAWUHc0ax+lZL+VkDCNJJF4CZxNUhGjdzfn0BmXxcaZELBpazUn1rdLFTZz6JRKaESdSeObVP4fZOat6ERFm3IZ1LxpNVkYWNHmatTbnxMhgyr3H+6hSmsxxgv+cbfH7r3bSEqnRGLWTzZVWAIFEk46V4bzOIEAiiXL2jklDUpybp5N3U+lYck8lgL/593+lCMxv/mMvYCZf4R3NiM63+pCMNpD60b2aAr8gPio+89ep9hjNu05RIPkGftxgLz7ucZ98oH50qg+Tr9G8kzX9OBh0emmM8TG6eZiWPV7/kTczhj/3aMDj79PyXbzQWaOXPW0MUlDUfN2MVulEog4n8DKovXJZVsbk62iIBAyNK+d5sOaV3g83gw+RUnciymXLqLhqKEyzvYiR1wutn15IqTrPpTlik4K4e+/jQAUYlbhcUYQUwZoj1Ygg0lGUZUnk6d/UxqCL0E7/bGsbtNGcd0iglIM+tSwmBpJZovuRhZC57Xf2drqJ6cyeSuuGjMFo/l3cy8HeI0s0MGFNmdt5cknKaAchXZwMLUqtO6qTOwfUbnTrRBnEuHJWT/fuo7ihHsGRmO4eM+8mduCclHaHuPHh6zJHluc0uHusiTDXQmd6HC0fn+kDqXuMlx4jqIejrk5kr7WJNj4Kpv5xTzyKaxXeeUiPZuDxXI+YjRnF4P4V8H4oDpvXNknGDn2CNez2v/3ZVUgpBWrpdH3BUNqTX4y2n2Eo8e5EVm1v1FKRFDwATxzqFi1IbITTzeeGReongcM709ffRJYvlXhU8pZJOWBi1Ni4hQv1+sxyNGKIJBmcTWgZtlYIJdOqorkhHdQCOYCNK6pQss/5e12ptWFakDaIrXoBUSCp0Ps6HRqXKU0XJEZ0HWhbaKFQmhCPg2M1JIvf++dCChELhdrSe2I3rWHnYCxGDJ0wok89pXN8KYQZ8hc+ddqfnKhkNAjtOXBaY1TvdkoZ1PtXvntZeFsgBKOgjAhNjC6Db37yz//L2sk5UF/cMTJJ4u0svIVCee2MW53r887+uTOq0D4ZL1z5c99ubHfhniFaJ7TK0QrfvzyTg0cz3MOAJZCfvQsqX3bupbHkgCbhrNC+nIxr4F4aMcC9dJoZEoV6DEJSnjYPbHuj8HRJPNeG3RpncxlxS080IKQ38hK5vxWMwLImzmI8/abw9kPwm//mB/0YCVSwMNBbQ55WRmvU9oOj7W0jJodbx9loy0oIyvih05piW6ebcQYvVp72J3q4Uy0RS6XkhEWhZieoLfsrUYT2ZiQTX2cqfNtuvLVAZKWX7g690cNDVfCEWu0E+cxZgLsjPj0E95AQ7+xtOEnPMBLQzUjDIAxOE3finXsJdyGnhb5Mvk2tsA/axXwtWsOGEMXDVSOD1jux+ZjseSRK8maDZqTdPqDbX+Off2GLjB8dZutT9fMLwmV58FMczfB5/XRWfdi7jwmNn9Mmvr0y22ewAPvhTe3rmxPTt+hFjc6iSJky1zlW6p1HyvCHNFv/xevuc1QlCm9vHwXLo8NN0+ujdY63R0ecKDJHAUsA2WAUipofclKJBM6j8LxsnOP0Wsngoh0Jblb39PLJTd3Ubf5TzJQ2sFGczweOQqxXynnSJRA101rlGi6cUui1cQ6AgNigTdm3hpWzuj1/HcNlz8MmijhYgxvHsfr+3EtBW3MjkN6o1VPDNWTUhJSUJSdqdaveQKf2wVupiDZKaySLhCQsMw7GwY/MCdTayEGow1iDzNGtFwa3WokaaLW6t0xMk6QMe6m8q9psUMXRIY6d8bDnH9NrSH6BtDwk/jFODlKE/eZf+xAfe8IvCthf3NA2fHQo6n5DMBGQufAfM8LHY2QW8yq+XmL+IAmbeTE0Ho+Za7pPLo3N/z0iMnrzgr63j7HTQ5HXuv8e0f87zvfRo6tvfk8V0n//l1+s1oFUR008JgBC9XRqhjKyEg7PbCnBfS+yRQyow9A+GElRa6yrIiHRb4P7ImyHJ3tKM0LywKpSO/LiHUBQ5X4DOzup7t6EhMU9eSTRmsN0OSlBA6TIPirXGLCjOCpgSjEh7SekQGQwzopIJ+aAhUQpHV0jQQcyv0QZrgRpbx57EAawKqxe87VzJyNYgT7cxjonpaTFFR46sNJgcg4sePe82cEYQmdxNc0MVZPTONaVZRuTOzMzn8zQMfkd+5t34E+RhhHHxccYuVJKZ6lKrYOwGc0GqQcfi5ijEEcfPH3KLEvg/FJ57Q1dE98HJzBLMdo5+OkopKT050D76eD67cZ5bzSrZE2M6s/328vC737ckYvy/JSncZaQVHktjdec+M1lIVvhKMJ9G6Q/rhx7AZSxDFrKvHwrvP4khJnKG8Z4R6ZqCIQ6fNyoEPDUZbuuuEbaDbzKrtA8I0jw3wNo6plBmeD8sOEulb3Lu92CnqBhzLPIER+ZN43hgYdhFAxFenQ+lzGheIc7TQJRFImDXgUdB4xE2+bN1wL5rDRxmaxZJATBqvOKRMPMM4J3VeNUMNEhdMGu5qqpCbevOOH7dQy0mSsuO4x1pRwQa0NTZzTzbMImExXAFUdLcqVXLz4WM//s/sY/Kr9SBOavmndDcULrs4s1m/Lm6IeHzkPFmhNcQ/rgBoy5EY9fqCxgjnqyw/Sjf8D9OmWSQfDRzyRlPgIa35Uk/eO13wug/n4AvrusGvOgGLxLaB9jpYcD8GNE9vABseHcCbqPtGCOGIa/R5kIQFw+DiCdhN0x/CB9rJiHN0j2343LlbZ/Ji8rz0/P3G9vhBApzf1JunX6LPiCRjqDKMKSN5BKBlJIrOo2BMuWCAhmQil3lhhI6p9IH50tBbZlwWyHEQhx414O2hBaryzbJ+77K8dZEYnTpG6qXodgozk3ZX4+Tkka70do0skxCZl7PVnzRu9u3KczkDGECNF5NXXA6M6fjCFRWmOMMTML/9T32NssTpY5zpGP7wI+eCjvPiqTCBvzL7hUc809vt8HajdmMYvxbmoX8NcQ/UBjplO5q5DmGmAWLzwKdh66lrn+hI9Yi+ABpTb9iur+cf0PhdMvURuZnJiHU/XjXun9A+UZhh1/988+Qvpb/06wURIjBmSLpKY0G1B2LCkmEQxaFkiKHN39nVYfo6SglNLhbMQ4CG0g6nLAQwfhHITnTD8yzRp5bcQovAYnSoYgtOLKCwYs18hi8Lkq13KSU+AwI2flSxUgEuIreT8Jp0u03bI5EtITvQ96dofV1l0avihUU6QPePGDSVV4667YeLr/jKr7HHAapUV0CbR4oZ/DI+mlcQm+0fXo1tpd8GTU3QMTs0aOs6MpMdShWbKh5l9mOivh9Q02D6FUFax79hQLgKHi0lxNwl4HUp1nc3+CUDtxN+LeYXVCsaVZBCWvxuWte2TDgCDiMLEqZM9y6p8CRza++ey2/Z/+4MKXnw4+XRUtxpe9st+M/efCv/4HT0xXf76Ozo8/Hz4uG8oiQt4C9V4IHQ5RRhfKdytPPw66wlMI1LpzGpQnkLYitaAh8m1SjsMJb+cWsKOhFPoWCNVNuOLoMAJldY5I14UkG4xKr53QvACK2ZNkF7wgJURs2+hHIajQzOfoOjzbit4pthBnuvUgEZJSro18nFhRdA30Nk3ldKO1zshCRIjZoAdyN45+g9bRqIw+YH3mmAZP6b4j3TACIQshy7ynPak6Bp0W5gLaaUdHTo8hqDmRklIFtFWaZkYbXM/PRMncdUAPmAWPi8hAUPQcoI2sQq1Caqcr5PDmhOHjyb/+D/qvs4D5c3/V20oRP8gfZEKZo6AZCOteHgB1jjcAm6PrX/ph+GbCR/EwC5R2A9b5exM6f8hRH2ThPh1QbXathI9O+ZcHDvBuva4PvsMkUT7gNFHeicjMg2zMcdWjgImz+k2zgJHgB0+bfh3j/23vbJIbOY4o/NVvAyRHkiVH+BK+gRe+lO/gI3rnC9gRCs2IBLr+0ovMQiHslbzyeOqtyBmSaFQXOl/lz3vn6q9QnYFFhGAFn2CiajHY6dpO3m5ezwysg4ejcbcejKRqv0pHrHzgh57Ge9W1aBZEr1fSaLxeLxwxkqPwKb8SAlxT5H6+k3GEQydGa1eX+rOoLKu4gEfFSc9yN0PfQGk3cr5SBjgStX3gnMcHdb/uDpKPSkpcMMHNzPv7Z17ShTEG4gZtdKqoTENOmdKKekyVuzlsP6/dVG820lmKEtoxdDqs3WwvsETeRjMS4VePVjHn57kf8mURmD6bta3UKFW/x609MPcQRoSnkzqTuHuWQJ23e24ZO5zuyd719j1MTw8eGZSZjQkv+j4m2Z0KhdNKwFtpbGaRxCH3v/12AvPXP75K9QAD37q+kazeNKU4cvZc+51TDoYIvRVyDpyt07z2TohzhN71hoeBG44fXl94F2itIGenv3VGfoEP7WO4ug52Ou5DNWeOHDg/V9xoEDrXT6/cknD0QBMdTyt18ENz1NFI48SnzM0FtQZIjY/uSF6ION5I4KAF7U14r4VWB+HwyG0Qx6AhJKk0iUgeeJ8ozuPTQRa0hOFtiqjp/P9r1HTl+6/qhfNjjvwaMufZkcNRmk6mHFWQUSlJpfC/b5kYHf486RfPR+u0e8XlyHAOSie8XrQ00E/cyPSoI9nSOqUOYvF4L/z03cEHAzkLMQxyyPz8Uamuc7noePEx1BywvJ/4ARIin7zjLUWaCF/8oPiT8U/R8qkHNzzt95GX4Dk/KrUNDgKfforEm+dzUYuE62XQmtC+FEJUz5Qumt0con2E7TtHaFknAqWqn1S6UqtQ7ICBEwLq4txMMM6FQcyDYdXP1jt+tMfDfTb7jSGIa/TazG264aPeozAaxam9gHdN9xiBjGccqiocm44oB1ECPT+jzvy8juK5XxL50imA3CCNjo+qAzIqSK+ES4d+pdWGb4I7BO8DH4eHcvC9H9RROKTxmSvRmeXGgBY0Exel694UECPd2vvUNTMoMKI6sKPD35RrJ1dPdQ4vhdydfYYd3Qs+Dj1QieBt7UYXGPCXf8i3SWB+9ycVEIqHPlCD06/LjYdLLvCY+pilnOke7DzaG3PVAAH20H9RQlLvNoraLGPztMxTuE6GBg5Q3Rk3ePgzlacGyok5aqsXhp7I4zqFwzqxuwGHTaU4DzQ9LQOQeIzx9mpNoHPUuvBw4JahLxOesjgyNDgF+/eB9TqIBjUr4a4g3Gy9bBKrFZuOGms6azaX2ntIpg8TnOCD9l7GEPl8+0Vfq6L36OWC6yefjshbeuW93mhD7U9iDHjnuUgj5kROF0K8cpYvXDxU6dzLnevxYmX8G91FWu24oNpJOWVKuTEwjakxqDi6yMPVOxxXpN0ZdQbjKacf19o8grMF9Zh1Xc87j+bZaJkSqXB5WyQH1pqP+WAyguws20JaWUCclWLgYRY5idL8Xd2stiWtVOX6mg5SN7nVhG7j5A9y3p9EFqcqcK/6t5JlKAXN6E2SbIrGGuzr6oMB3TfTTb0PRP7+2wnMxsbGxrcC94c/izY0en3IuqYP+XyFcqqAXasaNNpzQA/aJ9CfHvbSrJHX67M/Hvo7wwMZ5J3HTLDERQS66Il0dO1vGMFEyFCC8R/tLsdTwK9mS2AkaYqvtVM1UYJbJ2hnP9/LKnO9/KjXWN4tyM6gZ6aUs9zB1JTJNpY7jOwZKRLs55L1TdxW34SERa7abQVpH/S9T88cH3ho3viAjxGRrtNJLqlxqlPNmCYDRqE5dVwOo9InMZglNn9ZpTaxshdiJKpqqSNnXLLexv7O6/FC9g4RT8ranzac4Jzn467EL6Zso97pUeIZDsrtMy5f8cNzmku1DwEXErUXnTCCRWiaeVnd77r3xtM99qxJoBDNt6iBe10N5bXomgXTB5KuZPI5izgxJ5rmHp4ZmElkZq/NM8Ge/VfDyozSFxGz0r+WwYruydGN0Nzs9OvsM2Tid6bH8ygjiegemo7tc1JpdPAJKf9FBmZjY2PjW4GWkFgloCn21sxUMZn8f+3r/+osHfl1mpwZmvloneWe/LbE4GCVnSQqWZrlFG+1FRka8Gkrg0FY5ZiZ0u999bvM3p2U9XWPFw1883RdLLidXzS9P6dR0nVlWcIF7j9r6SjEpR0iDdJFsydi1+n9ek+zVyjbCHk9Tcyzr9LSXJT4psGuq+6Iu7zhKMSUKQ1Vfk1qJjtNCEMMpHggYzBGpfaGd0H5nqiLNMOrVlIrep+aCa25hNbiBw9/Id91KuuhvGuZhN5WXwpP6wqWxUqqKZUufJevlPKF8dxILd4qMYnb7QYy8DHih6nwdr2XrdzNpLFa5sSv9anaevHQWplZtOBBkpGSSQRPvebpCC3dSndzf3q91/W+slwYUZ/7aZaPBixfosAj/d6sJ2dOu02hROmL7Iy+9rxzLFd027utrVLVY62CEvZWlOxWa26ek05diZKMnYHZ2NjY2NjY+D/BvyckNzY2NjY2Njb+57EJzMbGxsbGxsZXh01gNjY2NjY2Nr46bAKzsbGxsbGx8dVhE5iNjY2NjY2Nrw6bwGxsbGxsbGx8dfgXBuAyApLnEhwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pl.figure(2, figsize=(10, 7))\n",
    "\n",
    "pl.subplot(2, 2, 1)\n",
    "pl.imshow(I1)\n",
    "pl.axis('off')\n",
    "pl.title('Im. 1')\n",
    "\n",
    "pl.subplot(2, 2, 2)\n",
    "pl.imshow(I2)\n",
    "pl.axis('off')\n",
    "pl.title('Im. 2')\n",
    "\n",
    "pl.subplot(2, 2, 3)\n",
    "pl.imshow(I1t)\n",
    "pl.axis('off')\n",
    "pl.title('Mapping Im. 1')\n",
    "\n",
    "pl.subplot(2, 2, 4)\n",
    "pl.imshow(I2t)\n",
    "pl.axis('off')\n",
    "pl.title('Inverse mapping Im. 2')"
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  }
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