ch16/ch16_part1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Python Machine Learning 3rd Edition* by [Sebastian Raschka](https://sebastianraschka.com) & [Vahid Mirjalili](http://vahidmirjalili.com), Packt Publishing Ltd. 2019\n",
    "\n",
    "Code Repository: https://github.com/rasbt/python-machine-learning-book-3rd-edition\n",
    "\n",
    "Code License: [MIT License](https://github.com/rasbt/python-machine-learning-book-3rd-edition/blob/master/LICENSE.txt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 16: Modeling Sequential Data Using Recurrent Neural Networks (Part 1/2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the optional watermark extension is a small IPython notebook plugin that I developed to make the code reproducible. You can just skip the following line(s)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sebastian Raschka & Vahid Mirjalili \n",
      "last updated: 2019-11-03 \n",
      "\n",
      "numpy 1.17.3\n",
      "scipy 1.3.1\n",
      "matplotlib 3.1.1\n",
      "tensorflow 2.0.0\n",
      "tensorflow_datasets 1.2.0\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -a \"Sebastian Raschka & Vahid Mirjalili\" -u -d -p numpy,scipy,matplotlib,tensorflow,tensorflow_datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Image\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introducing sequential data\n",
    "\n",
    "## Modeling sequential data⁠—order matters\n",
    "\n",
    "## Representing sequences\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {
      "image/png": {
       "width": 700
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='images/16_01.png', width=700)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The different categories of sequence modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hwIEDNG3aNDp8+DD5BfrS+CsupiFj+1GrdiEOzRkgS7igQ+zeo7R8/lo2AKN5ohnJOPDGG28Q0vTN2NTIMeNV1XNqEALx8fE0e/ZsWrlypewvMqoDDZ8wkNpGhpGnt4djztXhQbGUhVJWWjbt3x5DW9gThJQXTK598skn6eGHH24Q9roTJaAEGpfA/v37aerUqRQbG0udekbQdfdeLs9BLQNZw8c8RAf2f/L55+cWUAo7ceZ/uJjWLtpMbm5u9Nlnn0mkoC5XBoblK6+8Qv/5z3/o2LFjsgt419093cnHzwtZ0U3f+BLDAGuOdEWOXxGqoBUw59KSstPnPmDAAHr55Zdp/Pjxp9+z9gUM0UceeYQ2bdpU+VVm6+5RybnZKtyBNccUmmOOL1jDwCnIK6DyskonBiI3cHQ89dRTZBRssJazPWyvRo49XCU9xmYjkJGRQe+//z69+uqrhNfaziWAOTjwUo4bN+7cD/UdJaAEbJbAqlWr6I477hCvN1J6OvWKoNbs8fbx9yEXTtF1RDsHVdTyuchAFqfhxh2Ip5yTeZLSg5Szhx56qN4ebxiXiHgvWrSIdu7cSbm5uc3aP4KDginjZPPKNhQXGD58uERgJk+eTA1RvCY9PZ3mz59P3377LW3btq3Z5bezkzP5cwQwKyuz2a43jiGyY6QYkNdddx05wvxZNXKarbvpD9sTAYTAf/zxR1qxYoUoBAixVzSTBgAPDFLFSkpLmgUhvI8tWrSggQMHEiZ6wuOGv7UpASVgfwSio6MlCouIdXMr3LZGz93NnXr36U2PPvoozZgxo94GTvXzO3nyJGVnZ/P8kdLqbzfpa/w+5NpVV11FmIvaXA2/jRS1xogo4ByzsrIIKejN2Y4ePUobN26USCAcCs3R8LvQH2BEIjLpCE2NHEe4ynqOpiFQWFgo6Q7IVe7atatpzktPRAkogeYjgKm5a9askcfBgwebVfFGak1WdhYr3d4cQWkeRQyV51AwYOjQoeLIQTU6M7Zff/1VokoPPPAARUZGmvEUbeacvvqKCyHs2CEp3ViiQlvTEDDnTKOmYae/ogSanMDx48cJSsi6devUyGly+vqDSsCcBBCdHTVqlDya+wwRTXrzzTfp+uuvlwpwzX08Zv39oqIi2rx5MyGtCyl0auQ03pVGqvv27dspLS2NYmJiZB2+xvs13XN1As0TM6t+BPpaCSgBiwkgba6srIz27NkjA6bFX9QNlYASUAJ2QMBICV67dq0dHK39HiLSpxISEiRtad++fZSXl2e/J2PjRw5jEilzSBfbvXu3FHuw8UM2zeGpkWOaS6knYnYCJSUltGvXLskLh7fzdOUYs5+4np8SUAIOQaCgoICgcKMSGRTw/Px8hzjvpj5J8IWyDd7u7u505MgRSklJaerDcIjfQ8QM897gnESZZjgqc3JyHOLcbeEk1cixhaugx6AELCCQmJgopUfhDcKACYNHvW8WgNNNlIASsAsCULbj4uJk1Xqk5sLQ0dbwBJA2hUnwxtoocKDB6NHW8ARQoh0PgzVkNowebU1DQI2cpuGsv6IE6k0AOb0wbtAwYGIdHwye2pSAElAC9k4AxQ8w1xDPcOSgyArmL+h65Q1/ZSFLUHUMnNFQaAHlrJuz0lvDn2Xz7xF9d+vWrQQjEvPe0LAuEQoQaL9umuujRk7TcNZfUQL1IoCQN8LcGCDRMGDC4IE3zjB86vUD+mUloASUQDMSQKR67969onDjMFDiFsqgpqw17EUBz/Xr15/mjL1DnmByPIraaGs4AkgBxBo9RhQHewZrRCnR37U1PgE1chqfsf6CEqg3AayQjSo4hucNO4QSgJS11NTUeu9fd6AElIASaE4CGzZsIDhzjIaxDspgUlKS8ZY+NwABRGwgS85uWEcG8kRbwxFAwQEYlUYUB3vGa6yRhLln2hqfgBo5jc9Yf0EJ1JsA0tKqpxcYO4RggnKgTQkoASVgrwQwERtRHCNSbZwHUnrgCdfWMAQQ9Uf6FORGdcUbewd7zIdCmqC2+hOAcVNT3wV3pAUePnxYCmzU/5d0D+cjoEbO+ejoZ0rABghgoiJKRiNv+uyGARP51fAMaVMCSkAJ2CMBrNOCiE1NYxw83qgCpq3+BFDIAcUdqqdPGXsF++TkZJnrabynz3UngFTyEydOnJF9YewNWRhwXNYUUTO20eeGIaBGTsNw1L0ogUYjgIHy0KFD5wgmeDlh5GCgrMlj1GgHpDtWAkpACTQQAUQVMH6hrPHZ0QX8nZmZqXNFGog10tGw/AC4InJj8DZeI/qACINOiq8fcERqUK0OfRssq/MEa6RiYt0cRM60NS4BNXIal6/uXQnUmwDSOIyqN8ZgCeEEzxv+xmcQXqjgok0JKAElYE8EMO8GkWp4t9GMMQ6vMc4hioPPtdWPANKdMUcEcgNcu3btSr6+vmJc+vn5ieKNz8BaU9bqxxpzaBGpgTGDdYi6d+8uz+jb/v7+0sfxGeZHaWtcAmrkNC5f3bsSqBcBI4caAyJSDNq1ayceOE9PTxo/fjy1aNFC9o8UBKxgrU0JKAElYE8E1qxZIw4aeLihEHp5eZ02dAyDBx5vXUCxflcVac0oUuPh4UFXX301XXXVVWJYwkkGJRzyBEYOlHMYntrqRgB9dsuWLdJfAwIC6LbbbqPRo0eLYQl5PnDgQBo6dKj0cVSz01TzunG29Ftq5FhKSrdTAs1AAAIH6WoQPhBKkZGRYuRgIO3Xrx/ddddd1LFjR1kUFF46QylohkPVn1QCSkAJWEUAZYuR1gMDp2XLljRz5kx5RlQaf2NsQ4PSrYq3VWjP2BjK9W+//UZBQUE0Z84cuuSSS8SYBHc0ONCmTp1KU6ZMkcwAGETa6kYAETOs99S5c2e65557aNCgQWLgQDbj4e3tTbNmzRLDB9tqRbu6cbb0W2rkWEpKt1MCzUAA60QgV33atGk0ZswYOQJjsMT7UAL+8Ic/iGcIee3qFWqGi6Q/qQSUQJ0IYHI25ia0b9+e7rjjjtMeboxxiFbDsdO7d29JWcO8RLyvzXoCkCOIkN1+++00YMAA2YFh4OAPvEa64OTJkyWigxRpzCfRZj0BOBvhjIRchqGDVr3fQm7D0LniiivEUQkjv/rn1v+ifuN8BNTIOR8d/UwJNCMBTAJFmsY111wjwgeHUtNg2KpVK7rzzjvp4osvljB5Mx6y/rQSUAJKwCICmACPiMHgwYPpz3/+szhsoAAaDa/DwsLE+BkyZIiUyq++jo6xnT6fnwCiOEhRmz17NkVFRdW6sWHoXHvttWJs6sKgtaKq9QMjAgl5DLl8vob5ULgmMPCxaKi2xiGgRk7jcNW9KoF6E0CaGnJ5kSuNiaI1GTjGjyCXfcaMGdStWzetvW9A0WcloARskgDGMkzORlQB6VOBgYE1HicUdCiDN910E4WGhlJMTEyN2+mbtRNAKlqfPn0oJCSk9o2qfYKIzqWXXnpBJb3aV/RlFQHI4f79+0ukxhIo6NsTJkyweHtL9qnbnEnA9cw/9S8loARshUDbtm2pQ4cOYuBYckwoToAwuTYloASUgK0TgAcbThmMWxdqMIIwgTs+Pv5Cm+rnDUAAynrr1q0bYE+6iwsRgKGjrfEIqJHTeGx1z0qgXgQgaLQpASWgBMxGAJFpa5U7GDrWfsds3PR8lIASsI7AhV0o1u1Pt1YCSkAJKAEloASUQIMTQOqVNiWgBJSApQTUyLGUlG6nBJSAElACSkAJKAEloASUgF0QUCPHLi6THqQSUAJKQAkoASWgBJSAElAClhJQI8dSUrqdElACSkAJKAEloASUgBJQAnZBQI0cu7hMepBKQAkoASWgBJSAElACSkAJWEpAjRxLSel2SkAJKAEloASUgBJQAkpACdgFATVy7OIy6UEqASWgBJSAElACSkAJKAElYCkBNXIsJaXbKQEloASUgBJQAkrABASwDhvWK0JzcXEhXZet8S4q2KL8uXJuPMa17VmLztdGRt9XAjZGACuDe3p6kpubmwgkb29vGztCPRwloASUQN0J+Pj4iCJYUVFBGO/wt7b6E8jNzaXs7GwqLi6mkpISKiwspPT0dCotLRVZcuLECdq4cSN5eXmRh4eHPCBrQkJCRN7U/wgcZw9ZWVkE3kVFRcIXrPfs2UPx8fHCfffu3RQWFibcwRqcIcuDg4OlzzsOqaY5UyceTCqa5qf0V+ydQFxcHMXGxhIGxPz8fCooKJBHZmYmlZWVyenBYxEQECA3LQSUv78/tWzZkiIjIyk8PNzeETTJ8UMQHTlyhI4dOyasMUhi0MTzunXrKCEhQQTP8OHDhSk4Y5AE99atWwvrNm3aNMmx6o8oASWgBKwlkJOTQ4cPH6akpCTKyMgQhRBKOBTDlJQUOnXqlCh8rVq1krEtMDBQFO8WLVoQxrZu3bqRn5+ftT/rENuD56FDh+jgwYO0f/9+gtxOSkqmjJPMubBIDJ28vDxy93Cn7t17iCGZdPw4xR09Sm4cbYChYzzCwlqLTOncuTP16NGDunbtSlFRURr1qepJycnJwnrv3r3ynJiYSMe5T2exTlTA8hoGZX5+AXMvZB2pVL7l5OQsfdqDjRsvPLy9pC+3Dg2l9u3bC2OwBvMuXbo4RJ9tzJO0OyMHgx+UayjZeMTExMhgiYERyjZuXnyO1xgwEY6FRwhWMpRBDIx4hiXdqVMn6UgYOKEk4sbWkC2J0IGCvW3bNhkk9+3bR0d5AMw4mcnKdh4VMteK8nLul6cu0DedycXVjT0VHszdh4KYc0REhAyWuIn79+8vN3VQUNDpsPkFdmiqjzEAnjx5UgbHHTt20IEDB+SBgTI7O5fyuR+DNZ0C6wv5IpzJ1c2d+7An+fn6sAcuWPp2r169RCj169dPlAMYQtqUgBJQAk1BADIaSveuXbsIiiCUboxzKamplJvDspqVPzh1qAKypHKM6xLVkyCT4RE/tH9P1WFyWhUrh5DP3qwUBrDzDAp4z549RSns06cP4YHvQY47UoMDDMr2mjVraOHChbR9+3bKzsmlHH6woD6NwoURunHujqRMublw+pQLebO8cGYdqbSsnGVNMSvi5fK6rOwUlfJXq0sdVzcPdlr6UauWIXTRRRfR9OnTaeDAgaJbISLhCA16JXSjFStW0Pz58+kwOyNzuB/n5WafcfquYO3mxKydmbmLPMCb36byUxVUUlomrMvKmXMpP85SpTy94CD2pfAOHeiyyy6jyy+/XHQn6LHarCNgF0YOPDwYGBHyi46OFsMGf8OjbUQQrDvtM7eGwQPPUMeOHWWg7Nu3L3s4ulMoW9aO0uD5Ad9NmzbR0qVLaefOneecugfftC1b+FCgrye58yDp6e7KAyWnFHi5kQsbkmjlbITmF5byTVwuN3JhcRnl5BVTamY+8fh5TgPrSy65hIYMGSLGD7hjEDZrgwcTwh6G4/r162WwRBj77ObLTIMCPCnQB+lpzuTBrD2YubenGxvtGCpJGBcWl1JxCViXU0FRKWWD9cmCM4QTtkWKGyI/o0ePFsEEzvDKaVMCSkAJNCQBRGcgnyGrV65cKdFnGDpntyB/Dwr08yR/Hw9yZWXQy8P1tFxhvZuQYwL5AQW8qOo5j2VLZk4RZfDj7AZ5jfHt4osvJjh14EiDA82sDfIDj+XLl9Pq1avFqWucawjLjjYt/SgsxJfah/pTj8gQ6sDP/r7u5OPJ2RZ+HixLXMnf24NtRycqY/mRk19CBSxPIEPyCkooK7eYDiayEy7+JKVk5NHxtFxKSmOFnq+B0RBVGz9+PI0ZM0bYw3FstgYd87fffhMjcvHixbR5yxa2yX+3SloHe1O7Vv4UGuRDHVr7U8+OLaktc/f3rWQcwPqSnze4u7Gh7sTRnTLKyi9mPamE8vJL+XURpWUW0iFmfSQxk5LSKzkn83NJ2e9mJnQlGDzjxo2TPu5oxnxd+5XNGjmwlnHzwmLezwPmoUMx7Pk501p24ZuzU7tAfrSQDgbl25uVQ9y8Lfi1h3ulsgzL+WR2Id/AZXLzYuBMTs+j2ONZdOQ4hxWLKlOtDIjwiHfr1pW6dO7CHouRNHnyZDF6jM/N8oz0J3gjPvv8czZw9lJiwu/KNgyX/l1DqUfHEOraIYgiwzgVim/cEH8Orfq4izCCoSPCCTdvleLNeQbsEaoUTFC8i/mRy4Nnek4hpTLzuKRsOphwkvbHZdDOQ6mUz4q50Vq3DmPOUXTllVfSDTfcQEhRMEuD0P/444+lP+/bf4Dy89jLVtVaseE4qHsodWHOXTsEU3iYP7UK9K5SAHjCIisA6MvwCHmwIoCBEq2CvUAQ/uAsnjh+DUGVwX0dA+ThY1l04GgG7edH9OE0HjB/tzI7dAhng7433XrrrTRlyhTJC646HH1SAkpACVhFAFnvSKX95JNPaO3adXSQnWanyn+Xq5AhvTu1pC7tg6hbRBC1YVmCcS+AlW5fL3fxeHtijGOZ4sYOHWm8z1J24GBsgyMHXm/ICyjhJ07m07ETeTK2HWblcFfMCYpNyjp9zJ5e3iJLxrDRc9ddd5nGoQOFG9Gajz76iA3IXzmbJU/OGbrQgG6tadKITjSyT1tq3dKXQlt4C2MnZkzlrCyzHiSWI6xH6M7GM/YAkVIlV+TZ+BvhH27FbFSmMvPUzAKKPZZJq7cl0C8bY5n57zpZJKekX3rppXT77bfT4MGD5Xv2/A+ygr788kv6v//7P1q1ajWVV/VnyOIRzHjaRV2oX9dWonu2DvaloECOIHJfZk8vs+ZHdcY1sTYYG88s5/HdXGacmpFPJ7IKREdaujGOVmw5etq4dHLm3x8+jGbNmkW33HIL+fr62jPmRj92mzJyENqGl/u9996jn376iecjpDOASos5mL0+kW1b0OAeYeKV6BnZkjq1D2RPhLt4uaEIuvANidCrKNyILFTen5UQ0fG4o53iG72CH6Ucji3mwRPe7/jkHNoXl06HWPneuCeJYhIy2JrOPw3f3z+AreexdNttt9GIESNkMt7pD+3wBSIHGCjnzZtHu6P3iDDigIzwHRDVmqZf3JlG9m1PwQFeHK1hQwZCBxugnR4o8YcxWOJ1tWbctHjLeG0YQcy9jD0ZRSy0MtnwWbvrGC1eH0ub9iZRYkoWFZZUXm8MmDB0rr32WklJMKrAVPsVm3+JqA0iYh988AH35585hfKkHDO8bOFhgcy4LU0e0ZkNnNYSocHg6Yx8ArA2OOMZDYOkPFc+nf7X4Is3jNcGazZ+StjwKeJ+nsr9ednmOFq++SjtZoUgITlLQuRi0HftIoIJIXFw16YElIASsIQA5meuXbuW3nrrLdq8eQunilfKzbYtfdj5GESXDongRyR1iwwmLzZgEJEmPDBGQRHEcH96bKthjMOYhlZdAYcognznsbGCx7diTv2B43LPkTRavCFWFPCYxAxKy6qM9gQGtqCZM2fQHXfcIREee/SAIyVtwYIFIkvWr9/AKU4l5OPhQv2jwuiy4R1p2qguFNkmgCMGnDbGckSYVjdsBGI9/sH1kkelHlBexJEeNja37U+hn9YdoRUsV6BDofn6+nEq2zQxLhFVs7eWlpYmhs3bb7/N6ZUH+fBPUQs/dxrcsy3NHN2VLhkSzhEyf572wAaNIashpw2ZXZ8TRn9H3zZ48zUs4ohP0olcWrMzkRb8FkO/7UhgR2Zl30a65p133ikGD+Y+azuXgE0YObiBkSL19ddf0/wffmDvTYkcabfwIOrbpRUrgWHsnWhHw3q3JWe+sU93JoyJVePi6Ren/z73ZOUdY9AUjZDfMf7GIFr1+gB7vVdtT2CD5zjtjU2XG9nYLcLhsKAnTJhgdwoh5ip9+umn9Morr8jEdvBoyd6eSwZH0FQ2bC4b1pGCQriaDQbH054HvBZyDfePcK7iXWWUZrPXYhV7h37mAXMpe4jiU3Lk91C44J577qE//OEPFBER0XDH0Mh72rBhA7300ksimIyfggEJxtNHVRo2Lh4cATMGR9moaVif4AFzxdZ4WrD6EP3CSgGEFRoMHLCGd0gHTEGi/ygBJVADgXKekwkP93/+8x9JmcImruxkHNW/A81gRfDSoREUxSlShEiAyBNs0YjjG3YPuQJvODt3trDyvWjtYTF64EBDw7yRa665hv7yl78QUn/spWE+0zPPPEPff/+9HDJSmSewHLl5Sm+aflFncoJRI05c/tgwGBv75MAawKGMM/NMTmf7aOFu+v7Xg7Ru93H5dW9vH3r00UfEuERBHHtoS5YsoRdeeEHS03C8rVg/ghF567Q+NJb1JGmGbtSUrEVPgoFZQWtZT/rfT9G0aN1hSuaIDxqMSegbSEnXdiaBZjVyEOJGjuNzzz1HUArR3Hn+wcRhnei2qb1pcK821I7zSAkpOjxwyaSOhla4z+RR+Resc/Y6YXDO4BSraPZ8f7J4D/2w6iBlcp4qGhTCRx55RKI79lCsYNWqVTJQ/vrrr5XHz16fOdP70hVju1F3TkkT7xpHWETpli2a+B8MlmDOfSI2IZOWs6HzwYJdtGVfshwI5kv96U9/EmPHlnnDC4RBEukEmDiLeTRTRnamO2b0pUE921BIKFcE4mhWk/Xlmi4jWMObytd7z+ETEkmb9+NuOhhfmTePghB///vfJY0NRTu0KQEloAQMAiiBi/Hh++/n81sVEvG/aVIvuuaSKOrLKc7eSNsReV0ZlTe+12TPPLyxxSVe9kxOaVvDnu8PeHxbvP4wD7sVhIptMHT++Mc/SsGhJjsuK38ImS1vvPEG/etf/5Iqm5jTcdPkXnTnjH7C2ZmNHQ5j4RI0f4NMYT0th+eDbmQj5/UvNtMSluFovXv3pqeffpquuOKK5j/OWo4AchuG5AcfzOO5TYVi3Dxw3WC6kvUjRCGlP0E/soUGPYnbIY5cfrl0H7319TZJUQ/koht/vPdeNiwfleJatnCotnAMzWbkIGUKN/A777wj1VUwCfGKsd3p9sv70EBOSXNF2g7uXvECNdNdjMGyKnR4igfthORs+u8PO+nrZft5Lg/yf51o2rSpMuBDMbTFhjr4r776Kr344otcBSSHiwZ40H3XDKL7Zw2iEJ73IedXlcpnE8cP5lJ4gMO0PPnx6xUH6B8fruNUwkw5PFR0efnll6VQhE0cb7WD+Pnnn+mJJ544XbQBHqC5s0fQ8F5tyRWGOqI2YG0rDd6hqnB7NqcOvvl/W+m977ZLqqYrV8W77bZbpW+jMIc2JaAEHJsAojdIJX/qqadkjRVEFK4e353m3jacU8dbkBMMC4xvGOdspSGyw+NcGae0LVkXS8+xLDEiO5gw/89//tMmozrHuaQz0uOXLVsmJIexw/f5e8fQmIHhzJnPCY6ypookWHMtwZsNnhIuTvA+60rgncLRBhS+eeyxx0Q+4rUttfVcvAEGLyqcok29qBM9d/cY6hvFhacgI22RtaEnccrnjoOpNPffq04bldOmTRPdGo5hbXwJm2OdHKSlPf7441L6GRfhhst60p+uH0KDevPaHjBqbEkRrN5L0OE5NHyMJzh+9MMueumTjTIREqk9Dz74oFjQ1Tdv7tcoUfzQQw+JJwjHMu3iLvTYrcNpeL/2LIhsTBjVBAs3MnstEtmgfOfb7fQ2PzDpFFXB0IdsKeUA827QB5B62YUF/mO3jKAbJvUkd3jb4NW09VbFet+hE/TGl5tp3oLdrKtUyBw0TL7swKUstSkBJeCYBCBL4CF+/fXXBcCYAR3oqTsuojGSwgOZbUOGTW2XiI2wzOwCmsfK9wsfbaCTuUUUERFB3333HQ0YMKC2bzX5+1gj7cYbb5TFOTEv9qEbh9JdVw/gimgcIeP5lXbRIE+Y9x4uLvT655vpQ05lQ0M6NAxLLIBpCw0ZREhhRKGrjm0D6dk/XExXX9pDCmDYrB56NjjmDIfwO99vpxf+t4ErtRVI4QfoSOjfjt5cOIz4dFNCQEGBOXPmyCJg4Vyx662/TqBHWfEOZ8WQeDK6TXonqgNiA8yfB57RPMjDu3IkkStYxaVw9Y1VHBRxlvrxtjBJHlVYkDaFPE20J2aPpFf/PJ46d+LUNOFc/aRs+DULz4AAbxrPE1gHcfWY33YkUmx8kvAeNGgQtWvXrtkP/sMPP6T7779f1m2Cp+2LZ6bTJTzHSQrT2KrBXhM1Zt2ylR9N5AhUey4/inlpR2KP0hYumTmOy1aaqdpdTaev7ykBJXAuARg4DzzwAP373/+WD/88azC99dAE6sFzDMXLbUuRm3MP//d3+Di9uFDRCJ43NJiPHRO5jyamSmlgzGmwdskIWd+H996QKb0wcBDBQXQBBs68JybTnJn9yROZAIgo2FNj3q14usFEnp/l4uREq1l2Q5ZgSRDMaW5IbnXBgmOBMYk1AOGY/OLZy+myMV1JksHspU/jxPlYXdkZPLx/e+oRHsxzdY5Q7NEEWRIEnB29+lqTGjmwLFGyFp18aM8w+vaFmTR+REdyQz6nPd3AVTdAJJfFvIJvinguoxjNcxsw3wU37siRIy1e6wXzkrBoaUOHcJFfativD7JQ+sc9o3mRNDuJKpw9YlXx7hgRTP06txThFBN3TAydsWPHWiScwBnpFg09sH722adcReZuQjnuSWwcfMBCqRMfp10ZktV5s6GDBcwG8v0ZzgJq3a5E2n8oVhaGRfU1LJqrTQkoAccggDETKbhvvvmmZO7cd81Aeun+sbxQIXvi7SFCffZlgixhWRDJyuAQNnR+3ZpAkCVYSHPq1KnsUAs4+xu1/o2UMqwrB0b4Xn3Xd8McTkQVUK2uBa8f9MnTU2nauCjbSwGslUgNH7CTD1MPLubskYLCMtoQfZyr8G3m9fVcZV2dGr5R61so6ZzMi56iGFF9HclxcXEyRwiLyXdnef35s9NpMBe3slu5jUAq9+2unbikNRvHv3JxggMHY2QtSaSvgbejtiYzclBDH+WAkc6DtKmPn5pKHXmgadYJ2PW96typPLku+qVDI7mEZSlt4vLTWJQLljMMHUsbynAi9xaKeEhISL1vYBhbCAsjmjOXo2T/4FxelNi2qVxpS+FU3455R3DFvXHsicNNHBN3XMLMmNBoyU0cGxsrniQMkIhK1HegxAB5yy230smTGZJyOe/JKbw+QVVhgerHbW+vqwbM3j1a08AuoZzrG0f7Dx4RQW6PJUHtDb8erxKwFQK//PKLRHFOcXrzC+woe/oPo2SNNLtITzsfRJYl7dl7P5qXSkBp/UNHEkX+ImJtqbECGYIo1+e8ztz27dvF0YVoUF0L42COMgrWtOC16D79+1SaMqabfetHBn/Wa5xZ/xg7mOcT8X+ruRAEDB2wbt+eU+ctbDAmodtg7UQ0FJCw9FpV/wlE4DCvDJXUEMH54ZUrqQ9X8LVLo736ieE1G5X9OcOoG68diXLTWCIkKipKFrk/e1NH+btJjBwYNg8//DChFOLIvu0kLBjGqWqm6FR8A3tyhGT8oHBe9LJY1tnBavZYmRY34YUaFG0fHx+pxPXVV18JI9zMfn5+krdqrSIOwwaT6LD45EXM+p25k8gLi3XyoG6KxpGGUL6BA/mcEJY9yIvEDhky5IKLvYEjjE8YlMjBxgrG6JcQSIiiWSuYIPTnzp0rgy4Gyg//NoWkT9tLzrQlnYH7TCSvR1XKBvyKLfES/p44caJFkTNLdq/bKAElYLsE4DnHwo4JCQl01fgoevn+cZWLEZtFlvB5tOYqo4HebqIQRrNCiMwAa+YfQsZjTi4iQTB0sC4aIjKQ35DrlmYOwAGHdXxQUe3RW4bTHVcNNId+ZHRvVj9ceO7IQJ7Mv/1ACi9SnUYpKSl09dVXW2yoQE7DKEKkC85k6JPIgoGxibWPLNWV8P2//vUhWdzzzb9cSuNGdqqM4BjHau/PrJOiYu4xXioC6xgdPnxY1hxECXVHbE1i5KCePuaHeHu4So5pTy4zaQoDx+gxPFhizZNevC4AFO+jx07womgFUoLXEk8DBkIMrFDCoXwjVxQDJtL60PC+pelsKMmNdXA4RZOeu2sUDWRPlalYAwinNvbi1bOjuYQiFoDDpMGZM2decDIjoj3h4byQF1cLw6KzmHS4ceNGOsSrc6enp0vkC8aOJYvFwRP15JNP8ppORRwtG0GTuNQkry6LozNX477dt3MrWs4rLsccTZU+CdaWChRzwdCzUQKOQwCli7Gumj8vevjuIxN57AwynyxhZ1WPiBBau/sYHYpPJ5QSRsqYpcYJegOiN1C+IUfgRMO8GsgHyBTsB0r4hTINUIhpFc/r7d8tlN7gubO+PHfI5ucnW3srsPLtwdVdW3M61ferDtHR+ESK4Inx1hQQgqKOqmEwJpOSknixzv1SFS0zM1MYt+Ayyue7doi83ctZLgcPHqRJPFXi2T+M5jk4JnEAV78enCIY0cpXKgEnJqVKH7Qmu6j6ruz9daMbORkZGTK5C53wAS5bfOeVXMXEnubfWHqFebD0D/ImX15/ZAkvsLj/wEG69NJLrZoYj4ESNyksbxg4uBFxM+/Zs4dTok6KdwgeotoUTESA3n33XfF0zOS5Qn/jSiHO9jTx3VLWvB3KaPZib8Wni/dSzOFYXmF5usWhb3jeUE0HTJHjiz6KwRKGZXR0tETBYKQi9xdVYGriDeGPIhrDuDz0Ww9PIFczDpRV18ODlZx2wT705S/7KI5Lv998001W5a5bcVl1UyWgBGyAADzkT3NNIkQYbpvWm+7guThO9jgHxwKWcFBGtg6gL5bspdi4eLr++uspKIgNOisaIjqRvHYeZDaiMYj0gx3KEiOzA9Gd4ODgGuc0Qg7Nnfu4pD2//udLaNggrmRpUtao6hrOc5l3cjRn16FkyaC46qqrrCBNIpchw8EVOg/6KriDNeQ40tFwPWrKzoBz88mnniYPlwp6n7NcIvhY7D71siZ6zLllaAAlcCXgzbwYLqZCoF+fzwCsaTdmeK/RZyNh4bCjR+MpmCcq3j69H2unZsBWyzmwJx+Ldf37m220jW/ibdu20bBhw2rZuOa3R4wYISszI88X6VRIP8MkOaQMIB+1U6dOUsENAyoMouoNg+t+TlNDGz2gPXs2OJxj2sGS5+dwymN/jgoixxcGyuDBg+Vmrs6kttdIJbj55puFIcLX8PBgIMBkUkSGEAqfP3++eJqwmFm3bt1E8BkT79Gv0VBKFemKpjTcDXjMpScblG258lryySIxuq3JpTZ2o89KQAnYBwFENJKSkmVB+9E8B1IcPSZ0eMvV4PENKccd2NA5kpwryjIi/pAH1jR857rrriOU3IdTF0o2jB04LY9yBS/Ib6ynh1XpURXUKKOMNQPT0jO4mpqHOO7IzoqoWcMIvkAUIhjO80a+W3lQZC2cjHAoWsO7Z8+eUqFt0aJFYuggwoM1AWHkgPfy5csJ1VfxaNu27emUODgxC9ko6hEeyCWjWX+y8hpbda7NuTFzduKCXqgA/A6vfZeSkiqRxdatuSKig7VGN3IQhTh1qpwXC2tFrTjSYWKHt3QdF44wDOWV7WHkwGsAYVFTJOB8/QwGDBYqQ+oZlG8j1I0KXrhJoWBjQMUNjDVjsD0sdEQfDrFHA60XV9kwzTycGmFVyATYPlxtbdvhHGH92WefiVCpcfMa3jSuCwweeH/A0GCNARc8cQ3BHCmDXbp0oR49eoixg9QEtAHdedCwThbWcCQ2/hafXxBPhu3I+evI84UHbdKkSTZ+0Hp4SkAJ1JUAUq3g8PHj+Sp9urAsMWP2hQGHx/oAX09qH+pHmcUeki4OhyGiBNY2pKcj2wJGDhpkjJFqjjlOmEuCNOlevXqJUw7PyCbIzs7itLlAaseOJLtZn8VaOMb23Jd6s37i4+UhfDAXGc5DGISWNnDF9YFxg2uFv6uzRv/F4txI/4ee1KdPH+revbsYQcT6aIfW/hTEaXOm1pGYc1eOVPl7u8r8J6RSqpFjaQ+zYjt4xNE6YbJ4IDqV5R3Zip+xnU35ZhvcPZTr8fvKQIfF06zxUOBEcLPWFFY0bmRsA88Qcn9RuhKeCtzI8IYgCuHGhlYUKtfxfArTNj41F57jFRURRD6+J8RIQU5zXVjDsDGMm+q8DN64FjAwt27dKiVDwRyRjMTEY9QdnM3e+J7140hsm1b+cqaGgWf209bzUwKOSgApVHl5uaz4+1NXjnKYWvFmI8fbz4PCQnzpaFa5yO2VK1fW6dIbinZNc3HxGd5HdgZKT2PuLZyUmFtSwWNsy0AfCuRjMOXczuo0OYW+e2Qw+fl48pqDAZKFgSiMtQ1yGdEycD274T3IdBhAqBAI3QBGzs6dlfpo25b+5B7AZdDzS87+qnn+Zs64d/2Z87G0dEnLN8/JWX4mjR7JgZcCDZ5gJ0+eTMcVyMzekNaDVDEMaKggYo2HojobeIBqMnawjaGYI6UNkR2EvFF+GtGG/expP3Eyn0JDfEwdZajgSmYpGXlUWlYqA12bNm2sZo3BEIwxBwrCp6YGjxEGYaQHImqGxyOPPMKDRjql8urCPWr6kqnec6KSojLKziuSs0I+tDYloATMSwCedciYwqJSSssqoNYhHGEwa2oPcVSAU81zWDcpLa2QyAtkqbVyG3IE8gTzb2qKAsEBBzmCbVCsAF51pK8hWwAtr7CESljpdnfnNHMzOyg5jQpyu7i0jEo4gwJzlcDOGgcltsf1AeuaGj6DPIcOhqJOYA1HsMEasuwUyzQs0WjaTAw+ubSsQioqKWWnu0+N88FqYme29xrdyIHSjXac01zK8op5vRbuVWa+gXkg23c0QyILGOgwwR2DmjUN2+OGx8RFGDHVv28MBMYzFG6EvFELHWlXyPtF/GZXTCr15nKNpmXNjIq5tPGuw2mUdTJdKq7Mnj3bGsyyLTiiXj48a9Ub3jcYI2qDMtWYl4PKLhhAP/jgAylQsHV/Mo0dElH9q+Z7zfds+okCijuexcLIxaFr7pvv4uoZKYFzCUAJb8vzRpIS42nHoRM0ieermHZ+JyuDGZmFlJCSw07JXJHZWBjUGP/PpXPuO5DRiBqgGI2RqoatDDmCZ8jnoUOHiqxGujnm5aChmqcPp0MnpeXywuJZ1IUrhyKlyrSNM022HeRKnbkFHC3MI8htaxZhBRcYN5gzC9aGvoT3wRnyGYUHMG8HMhs6EoxWNGQWffTRxxTLnDPZ0AoO5siZSYszEa9NFM36UWZOMUV2rqwqKxAc7J9GN3LQ0dASUrJZYS9kbzhHF0xrOvOp8WAXfTidPRRF4j2YM2fOGUYKWJyv4YbFTYoJdZgLYtzAMJhwA8PDhrQ0GDYDBw6Ucsj4Gw3bwKhEzf6t+1Ppxst5AVATz2KE52t3TBrLgzLx0qA0tLUNOdIoEAHmYA3vDzyYEEgYIFE4AoNk9UEY24H/woULaQsbOabuzwDK55uamU8JqTnkzjnQOHdtSkAJmJcAorVteDyN57TonayQSol8sxax4fEtnSPyMHKQNoboirVzF6BsL1iwQCIFkMOQJ0ilghyJiIiQfRrFa4w5OkbvgRMthKMZx9mgjEvKpi5mW2LDOFHjmX2+2w+kMqMKWWMIDlprGubP/vjjj5Kuj++BNYo4QDfq3Lmz6EV4hsw+O20QRYTc+LrEJ2dTyskCCsbi3Wa1J9nI2RlzQqbThbLRZxh61rA2w7aNbuSgBrqLqxvFshf4KHtJWgTByDFp48EyN7dISvbhDDHZzZI1V6rTwACJHNKlS5fKzQulG4MlPD8YDHGTQsk0KrNU/y5uaBg+H374Ic1ffZDuvqo/dYNXyIzCyc2ZPvopmo7yYAWvI/JtrW3Iu/7666/FsAF3MEX1OuwLoW2kv9XUYOTgc1fu10s3xNHa7Yl0Ea/mTCUmHS3Z0/Xe/J1UwOH9vn17CqOauOh7SkAJmIMAJs9D1mCS/Be/7KU7ZvRlJYm93jyZ2YztMy4fncWZJlCOMU/GmobyxV988YWkjON7YiCy7IDy3q9fP3FEnm9/cM517x7F3z9KH/y4i0ZxZVRPMy3gXf3kORVv374UWU/QuUpfqf7xhV6jGBAqz6IiKoxFGKOIiEFmQ99C6tv5GnSnyIgOsqbRvIW76LXOl5xvc/v9jKNlKccyuYJdZbVdsIER6Iit0Y0cdKqhQwbR+vUb6OVPecB89nLOgDVp83ChNz/cSntj02VgQ2jamgaD5rvvvhMjBwYLCgqgc8IDBAPHiNicb5+oOf/Wv/9NB7iU4kufbKQPn5oqnngOA53va/b1Ga90untfMr355RY57oceeuh06N+SE0FEDAYOqrrAC4TQNtIKIdQRtUHFlgu1iRMncinvkbSKJzQ+++E6mt8jjLwhmMwW+mbWy3iB248W7uaAjjP97W9/s4jPhfjp50pACdg2gT//+c+cfvUz7Yk9Tu//sIsemzOSZQkfs4lECbEyuGPvcXr72+1yMR577DGpjmbJlYHswPiPtCnIbsh7yGs4JGG4nB1FqG2fmF+CcRWVwL7lssoThnWk26/sb76UNU4LLC4opVc+20THOTUPjsJ77723NiznvI/U/Y8//ljWxMEahKh0Cr0ITk5LG6I7Tz31FN1www30Dl/zaSM709jhkewINpHxXnWP/veHnbSfp07ACPzLX/5iKSLTbdfoi4HC2oZn4/vvv6f9cenUr0sodevKJSnNpgzyIqBH2Lh58LXllMnRHKSp3XjjjZICZUmvwYJWmE+DiiuIxlx55ZU0efJkWQ0YSrglijd+B+FxhNxRfjr2eCaN7N2GwnlFZ9N44DgEW8KTRO99eSltYUMH6ZCvvPKKRQYg+GDi57Jly2QeDtIIpk2bRjAMkaKAfopUNUsaomvwGv3AKQoxvFJ2+5a+NKh3WxZMJtIA2MDJ5JD+nH8sklSO6667VgbLs9MtLOGl2ygBJWBfBJDeUlJSTCtWrJC0l5G921EHqbRmkjGOZUkp6yF/fPkXnsN6QhbvfuKJJyzKvsD8G3DBRPaxY8fStddeS1jjDl+bDSEAAEAASURBVDIFzkgYLtY0KOupqakyN3T34RM0jqM5oVzm2DQLVXL2A/Hczk85++K5D9eLXvRvdsbCuWhJg9wGa/RJsMaaeFDesbSDtQ3zarGezp69++hQYibNuLgLeXP1UNOwZrn966aj9OAbK6iIdaXHH3+cMMfMUVujGzkAi86I6l/bd+xkr1AaTRnWiQJacOjMLAoheyhyOdT96Fu/0qodiZLOgxvYmlWTsSAW1sSBcQMPBxRuKNJ1aQiTI93taMIx2rQnmYZ3D6MwTBy1d948UOKmBef//RwtnrKnn35ahIwlnBDBQfljLKyKdV5mzJghlVdgQCIFzdqGtAasS4TJjKv5unfgCkR9umHdHBMoAawApLOBc+9Lv9AvG+PEu4k+DQGhTQkoAccgAG85lPkjcQm0ZmciDeb5Iu14OQi7lyUss4s49e7pd1bTBwt2S+rTyy+/LM4uS64sqqZC4YYcQfQfzkVLIze17R/yBM7gxKQ0Wrf7GF3EDspQLuFtBtaIAM7jlOc/v76cq32V0TXXXCMVSi1lBqMRmS2olIYpANYakdWZQ6+CUfntt9/SkcR0OhTPzuA+7XgODxs69q4jwcDZEEu3PbeIK9jlS3Tx1VdfddhUNVz3JjFy0KmQcoXKIzFxybSGFcJR/XiyHXJ87b1Tcbg7k8v03fn8Ys5d3ieGyRtvvEGjR4+ufl9d8DU8EriJG8JLjrklmDCPimHRB2Lp120JNGZgBwoNY0On3E4VcL55i7mc6f2vLuXUgh0yyD333HN03333WTXgYYCE9whGZH0bDCNc56M8OXfHzt20mAeXAB93GsJ9m60m+zR2YOsx65QTeXTzUz/Sgt9ixFv23//+VxcArW+H0e8rATsjgDz+iy66SFKpDhxOkDFueK+21N6eDR124CDV7OE3V9Crn20WBxfSxZB9YanyjLSnwMDABr2acIoiiwNpawePHKdF62NpMDvNOrTj37FXecL6UQXrHP/5ZhvL7mVUyE7Kyy67TOYNWxOFqYsT8nwXB0YO5t8iq2PXoSRat/MYje7fnoKhk6LZm5rERjtb2bRqcxxdM3cBJafnicH+5ZdfSpCh8qQc898mMXKAFkolJuGhUx1iQ2fdrmM0qk9bamnPEQaeg5HN3u7ZbDV/x7m0iAjA233rrbc2e2/ChDwYOihicCSeebMXLoLX7+nCK+DySG4/CjgGdw8uXMGpjo+/vZreX7BLPGZIUXv44YctFkq4IBgo6xodq+2CwmgaP3685Anv2btfDEo3/p2eHUPIi1fRtqu0TPQLFko79iaJ0b5iS7x4gN5//32aNWtWbQj0fSWgBExMALJ7+PDhMtk79uhxWrEljtpyAaHukSHkxA4Ru3FUwoHDMjuVq0T+5Y2Vp+fhwMDBw9KoQmNe6oiICDEq161bRzGxifTD6hhOP6+gnlxAyIsXLLUbeQKlm1P49/NSFo9w5sWLH2/gQ68QOTJv3jyrslwaizdS3TEPF5VsjySm0U9rDlPrFl7UuUMwudrT/FoPV8orKKF3v95G976ylDKyC2WaA4phILjg6K3JjByARlh35MiREv4+IJ6KI+TDSlX/bqHkxFao3aT5iNXsTIt5ALrzxSW0jPMf4fGCgXP77bfbTJ+CoYP1XdavX097D8XzpMYDlMgD/BCeJO8b4MXCyYYn20Eg8YKqpaVl9NYXm+lunoOzcmu8GCkwcB544AExWmwBNgydCRMmyMrVSMlcvuUord6eQJEcOevYgVM70GzZMwTWrKyk8wKyz76/lv7E88r2x2WIY+Ldd99VA0cuoP6jBByXACbSjxs3TlJzo/fF0LcrDlBM4kmKCg+mVijDa8vjGy4bZDY/vloUTXe+sIQWc5QERs1f//pXMXAaIoOioXoHqnpCnmCR7wOHDrNReZRWsewL4iyB7h05A4EjUTYLHE5JliV5vLDqP7nw0d0vLaW17NBGJTVMfv/nP/95xnIMDcWsrvtBiiAyO8D64JEEcVZv5bm+7Vpy6W/u27bLmQ8NfZp1pOWcQXLvC7/QO9/vkEgZ5nKjQIO1VQLrytDWv9ekRg5gYH4O8nw3b95MR44m0ZKNR+hgQib1YU+FhApxA9tqChuOjW/gbE5Pe53D3H/hcHcMT1xr0aKFTH6/4447bO56Iyx7ySWXyMKiBw4com0HUmgtR3Va85yo9pzv6waPBQYmW5lHghuXGZeWlMv6DA+9uZJe+3yzlPdEePm9996jW265xaoITlNcFBg6qPiCFAYUj0Cu789rD1NWThF14+iZP6I6fF42pQygP7OToYhLQ69mIXo3G+xIuURKAZwRWPAUA6Y2JaAElADmoKCqZHp6Ok/a3strlKXSEjYWPFnR6sIFCTy9OdJgS/K7SuHGmJvASw3M/c8qembeOl6YPE/0kNdee43uv//+GpdjaO6rjdS1KVOmSKowFPDDCSe47PJh2srll1sHeVMrjqS5ebHsBu/mNjCrZDaOIzOnkL5nA/g+jih8/PMeyi8sleJAb731llRSg5y0tQa9AqxR3GDXrt08R4dlN0d14o9nUxvmHMQOYYns2IKeJDooF1/iZUH28kKfj/9nNT37wVpZgB7pfw8++KAYkrUtf2Fr7JvieJx4Mnaz3CKYx4BSfp999jkHFMpF4X7k5mE0aWQn6hjBFjSqr9lKTX6uCoLQ68kTuRy1iaO3OCyIdDu0UaNGESYsWlsuuikubvXfQFEDRJpeffWflJycJJVAMU/nvmsG0ehBHSioJU9w5KhJszHHzcth14KsAtoUXVmy9PtVh6iYJyl68sB4HVdUefLJJ+1i4jsWGMWxYlFWtFa8AO7dV/SjK8Z1oz5duLIgp98Rn1ezGfNs2KA/Z3BUb+XmozSPy0Mv4+ICp3goQMW4OZybjooslpQsr97H9LUSUAKOQeCTTz6hp5/+O8XFxcoJY1y78/J+NOmiKvkNrQLrszWHemEo3aw/7GFD7NNFe+l/XNXrBC9ojAaFFpOxrV2EUr7cDP9s376d5s6dy6nnS/nXK0R2jx7QQdYuGsHzPyPa8JwdHs9FfkNvagqNTgxIOMnYIcmOvAMJGbSA5fUni/aI4xeYYKhBliBahgqx9tCwoOvzzz8vTngcrzuf32XDO9Kcy/vQkJ5tqDXmNaN/sRO2yVIHoX+68fXlp7TkHC4mdZw+W7yXFqyJkUJMOE6kk77wwgtWzwXHd83ems3IAVjYV6hw8RxPIIe3Aq1jmwC6Ymw3unFyb+obxfXPccNioDSeZatG/gc3MP8vEQ7uYIkcrUGnms83ceUK9yTKIMpNzp49266UwejoaHr99ddljZjCwkIBifS1yVwvfsboLtQXSjgMDgAX5niJFw3UwBVw5Rkv+QXvf98Rzonl9VgW82PtrkQqqyqQgOo1KC6AZ3tqqOn/0UcfcTRkHkVHV/btYK7eMm4Ql60e1YUuGcRrKaBEaPV+Xf11Q5xsddZVffoUKx7bOZoH1og0bd2fIr+EuUrXX3893XXXXTZvsDcEGt2HElAC9SNw5MgRwvwKGDzHjx+XnUF+T2ZH5URWDC/u254CAtlzb4xrIkb4H3mu32+f/jbGNTQ8VY1xJzntdik7bxb+dpiW80TsE5kFsglSt++55x6p7GWLEQU5yFr+KS4upuXLl8uaPJhrYcjuzlyUoFenVjSsTxsa278D9Y9qTW7sLDzN2JDdp5lXvTj9dw0/WIX0tJA2/q7GGtks63ZjflY8RR9OpR0HUyg9u0h2hgJK0IumT58ulWJr+AWbfiszM1PmMn/Oi47+zPN1sCQHWm/ONoIxP4yr3o1h1uBOrgzHYFkTa+Oz2s7YYHu2TmRsz5/HJ2bRL5tiaQM7f1HqfMfBVPkURTJgsGPNH6Q3IqNI27kEmtXIMQ4nKSlJqm1AKYyNrfQMhXCIcAwrgleM6UojUKCA06u8/XnARKeAAgyPRUOltcEyxwPKPd/IpZxPms4D407uUAvXxtDitbF0NCVbDrdly1Y0c+YM8VBg0LTHhqgOas4j9evbb7+jjIx0OY0gfw/q2j6YjZ2uNIEXyOrARSF8PV3Jw4tLWfNKxcIbzHEz4+at/lwdRJWwMYSOPMMbgffZA1JUWEJ5hWWUxAuCLWMhtGD1IV60Kp3SsyoHSX//AE6xGy/hbdTDx+rb9tpOnDghA+abb75Ju3ZHU1lpiXThNryuzgAWSFeNj2JloB0Fcd/24fQDCYsj0gLOxgMnXxNrxik3BJ6rMxcjld/jtLMCsOaqdHHHs6RSGspBxx07SZl5Jfgye9hCea2gqWLcYBKmpesxyZf1HyWgBByeALIyYOjgAcMHzdPNidqGBtDYgeE0YxTPe2CHpa+3u4xxzkiRhryFHIcCacgSfLH6a/xtjGuGEoixDgVSIE94fCzndKgCHt+ycotFCfyBZcl6Vr6PpWbL7p2cXWnQwP4iS7BWCCLV9twguw/ysgWYc/HNN99QQiIblxUcVeAW4ONG7VsHcpWwDtS7c0vqxnNKIsL8yYd5Q7a4c7q0K0cmRABBRuCB62A0Q6eqei4tK+fU5XIqKC6l3PwSTuM6SQfiM2gjF6bZtj+ZktNyqKgUF4yTEzy9qXevHnTrrbfK2nMo9WzvDY7KPXv2iLPyxx8XcsGKSocgzgsOy65coAClp3twkaGeXIQjLMSHvDhLw2DtYvBFX8Vr9GWjMVviri96LMv2YtaLCplzAcvsdDYgDzJnLOSJsu17eN2kFC5wZbQQLgQygVPjMf8b+pE1VeqMfTjSs00YOQZwKITGzYt5DUYL9IMHPJwmDovkiXchnCfpS1ASvTB5Hk1CtHyzGQOk3HdVf1du8ftgaQyaeK4ybsr5BkbJPdQVx2TKVTxpfBF7uo9xeprRoqK6cz7yBPEEmWlCFyI78MZt2LCRdvJ6LyXFlYaGM/Pp06UlVwlrST34Bu7YNoDatvKXfGB/Hw/y5PC4Bxs+nvAaIf0KNzIaUgw5FauQ53kgbxTr2mSx0ZjKbI+dyKG4pGy5efdw5AYPVFxBc3F1o759esskQAyUmBNipgZPHFbGhmDauXPnaWMe5+jHwr8/lwrtHhEkgimS0w/Cgn0479pbFANhzQLKHSkJMoeKvwTcSAfhwRFCvoS5Y5DM5NQB9GMUmDjChg0Y7+PKdAdZQBnNy9uHWffhxeuG0913302dO3c2PtJnJaAElECdCJw8eVIMnZ9+/pn2RO85Qylsy8UJ4AmP4lT0KB7nMB+0dbAvp/J6kxccaZyO48WyxMWNlUGMcZViQRw15TzOYWwrYoUba6yksQMS8jo+JUfGNijfOzktzYjY4ODDwyOoD8uTmTNniqe7oatq1glQA38J0TOsh4dKbNGsjO/ff4BycyqdscZPebKMhjwB91CeXxLMOhPkth87Ln28oZC7ExMXfTuLFzGH3M5heQ3ZDc7xLEcgO46zQ/JUlaw29t22bTvq3j1KKnmNGTNG5qSa1Ul2+PBhWWB9PRdxOnDgoCwmWlylKxk8fNmQ7MSl1buGB1Eop6gHcjU89GkwDvD14D7uImK7jPXVTDbKi3l6QDbrnsWsI6Vk5FEczxuLYdapVZFHY78Q9j179pBKaaiYiwiZVk37nc6FXtmUkWMcLAbLDRs2SBW2n3nAxAKORvPkQRCDYxgbOaH8DAs6ijtVGy6PHMDKtzcPkIHcoUQR58ETgyU8Etm8WCce+awQwiuRyiFt3LyIIMCYQSc7wcphFn9mNEzewqR91HXHWgGYxG/WlpWVRfv27aNt27bRwoULpVyoERI3ztmDvXOhbGD6cZUXKN7wDMFzgRvZFZ4KbmBdVOWVMIycbB40wbakKgXN2B/m2ozgXFKEXBEVQ440JreavSFaCW8chBPKV+5go0ciNdVO3NfLVebyQBBBARCDEooA928XNs4r+D/whQcIRk4pGzlFMHJYUKWy1+cseSQFEVDqGsURUModrLHWgzYloASUQEMSwARujG8HDhyQFCso4nFxcef8RBArgSEwclh+YIyDwwyKIGSKk1OFjGFwkhXzOIexDXIFczTTeN7myZzic/aHMQ2yGvNkEZV2JOcN5DcU8f3799PGjRuFP/QmGEJYE6i+DUYiFoKGg7cPO8gQQcBrMHZ1ZT3LgRqc8WANZyX0pZiYGOGOBd0bYoo7MldgxERGRopehMXhwVqLCdStk9mkkWOcCjpMdna2KN9Y72XJkiV07HgSZWZmUWFBnrGZPPPYKIo2QoSuXK4QSrczRxfg8IbCV8bKNx7lfMOXsULI4+UZzdXNgxXBAGodGsoGzUiaMWOGLMwFRdCWykuecdCN9EdBQQHhRt66dauEazFfCkIqLT2jkn1hEeepllr0684ublJeG2xDgoNkoMQgiRr1WPgslHmj/Lajtpwcjm4xW0wuRQohwuPx8QmUxf0+KyubK5+xMK/gIgVnNO7sdFYH5ndcXN0ldB0Y4M/ln0NkYIRBg2qGeIYBaVZP2xl49A8loARsgkB5OTsYeSxDxgDGNzxjjEtNPcGLaGfxZzlcSROOxbMUcWeO5pwjY1i2s7Id4O/Hk9pb8JzG1hJF6N69u4xvGOegIFq6oKdNAGqEgwBzZA7gAYcxlHA4MJOTkzk1PYMg35GKlZeXJ8/Qs7CGHAoFYK4SKoTiGesjQdGG8YhnpEVBfmCxcW2VBMrK2AhnzkVFRZSWlibGJQz8lJQUYZ+fn094YJ6PyHJ2TqJ0OVhD74F+iWeUaEeVN7CGMx38YViqvK5/T7NpI+fs08PNiw4EKxo3LTzix44doyS+eTNPZvJkvAL29PAcBL55T/G2yIF0d3OnkpJiGfjQmdz5JvXhZz9/fx4kw9g6Djt9I6OTwQOEDqbtTAIYCOEZAnuUEMUgicESAgyKempqKvn4+EgRBlTlwgMccROjsgrY4tHQKxefeZTm+AtcwRnGD4SUwRqc8TcEFbjiAcED1ujbeMakTwik8PBwc8DQs1ACSsB0BDCOGWMcxjcogpAlGPvwGcY6yA84wfCMsQ0GDMY7jG1QBnWitem6hZ6QEmhwAnZl5NR09giNw0qGYYNJebCsYVXjfeRPwjAaMWKEWMSwihGVwTMGTsNjUdN+9T3rCGCRLwgepJ5pazwC6NvPPvusRBqRMqBNCSgBJWAmAvCCY12V6667TpyOZjo3PRcloASaloDdJ1PCaEGkoKY67JjXg9A1JrFrBKHxOhaiaYjyIMJz8cUXi9et8X7NsfeMCCaqEa5cuVLS/Rw9NcOxe4OevRIwHwGsM5aQkECbNm1SI8d8l1fPSAk0KYHK2eJN+pNN82NIn8JACeUbk/G0NR4BTMDD5EYYOci51tY4BMAY86Ng2CQmJp5RkKNxflH3qgSUgBJoOgJIU0PBAmOMw4R6bUpACSiBuhIwrZGDyY1I7UG6GjxCDVH1oq6Qzfw9cEV0AQ2vlXXjXW1McIQCgImLqHxXvcx64/2q7lkJKAEl0DQE4JiEAweTrjGRG5PltSkBJaAE6krAlEaOMUkec3SgEML7jSiDtoYngFQ1VGJDQ0og/saEUm0NTwBcMTnXSL3E3+rpbHjOukcloASah8DmzZvFWYZIDooQoLiQOiib51roryoBMxAwpZGD6lNQtqEM4oGiBGvWrDHD9bK5c0DEDCkGEEp4QOlG6WltDU9gFy/WisIaaDDesQaCGpQNz1n3qASUQNMTQOQGDklj3RU8Q76cvV5b0x+Z/qISUAL2SsCURg4mZmPAhCKIhrkMmCuCMpXaGo4AuMLThohZ9Ya6/CgLqq3hCCD1EiWlwRwNxjte79ixQ1IyG+6XdE9KQAkogaYngIUVEb0xGuQ3xjw4LbUpASWgBOpCwHRGDhQ/eLeheBtpPRgskdsL5VtbwxGA8EE0wfC8Yc94jShafHx8w/2Q7kk4gzeiZUYDaxjvMOi1KQEloATslQDkNQrYYA5t9Ya/jTmf1d/X10pACSgBSwj8rjFZsrUdbANPEELc1RVvGDvwhMNTdHbUwQ5OyWYPEcYMqtgZETMcKFhDMBm51TZ78HZ2YPBoYj5OdSMHrNHftQCBnV1MPVwloATOIHD06FFx5FSXJcYGMH60KQEloATqQsB0Rg4WEoPyffZgiWotSO3Rai116SbnfgeTQVHpq6ZJoWCP+SNYuVpb/QnAQK9t7g0MHTXe689Y96AElEDzEIAMQbQGKc4Yz85uKGwDma5NCSgBJWAtAdMZOXv37q1R8cbgCWVRvd7WdpGatwdLCKbqETNjS7DGZFEo39rqTyAzM1PWxKmNNSoHYsKuNiWgBJSAvRFAhBrRmtrGNxQO0pQ1e7uqerxKwDYImMrIwXycmpQ9eIrwGVJ9kEaFQVVb/QggvQBzQWDQVI/m4G+wxgNGTmlpaf1+SL8tc8lQtQ79tzproMHfKKihBqV2FCWgBOyRADICjOwLyA3IEDRjrEOKORb1xmfalIASUALWEDCVkXPkyBFJkaqueGOgDAkJIR8fH5krAgMHC1Zqqx8BpKNB6GD+jZ+fn+wM3AcMGCCs8Rmq3GkBgvpxxrfh5UQKIPqyv7+/PHt5edHAgQPlfXBH3zfWK6r/L+oelIASUAJNQ2Djxo2n53J27dqVQkNDpVS+h4cHubm5yWcocKNr3TXN9dBfUQJmImAqIwcFB5DXC8U7IiJCVk2Gsh0eHk633347hYWFSRrV9u3bzyhVaaYL2hTngsnuqFQHD1unTp1o0KBB8rNg3bdvX7r11lvF0EH0AdW/8L62uhFARTVEzcCwV69eFBUVJf0bBs+oUaNoxowZogggqrZ///66/Yh+SwkoASXQDARQUAXLEEBmDx06lG688UYZz7AeGIydYcOGiRxHgRudl9MMF0h/UgnYOQHTGDlIi4IyiLkiMGomTpwogyWuD+aHQEG8++67qXfv3jKoYnDVVjcCRtQAUYWrr75aImWGIQPlu1+/fjRr1iyJ8MCg1PTAunHGt4wJuRD4V111FSGCA8Z4ILozYcIEmjp1qrxGhFLTA+vOWr+pBJRA0xLAHFnIhz59+tANN9xAAQEBMrbhKCBTJk2aJBFrjGtIazPkTNMepf6aElAC9krANEYOPNnw9AQHB9M111xD7dq1E+8QLkxxcbGEv9u2bSuGzpAhQyQFyFg93l4vXnMdN/KjMQ9k+vTp1LlzZ2FrHAuUb7QRI0aI0EIKFYSTtroRgJGDlI0rrriC2rRpc4aQh8DHPJ3JkyfTzJkzxXhPTEys2w/pt5SAElACTUgABQWQfQGn2C233ELe3t7nyBKkrMGRhjQ2pEhDlmtTAkpACVhKwDRGDuZ+wCN03XXXSUoPFEBjAmN174+vry/ddtttFBkZSRhktVlHAJEypKpdcsklNH78+PN+eeTIkXT99dcTojlIR9BmHQFUVYPhfuWVV0pKoBHBOXsviOjA4wljZ/369Wd/rH8rASWgBGyOwMGDB8Vxc8cdd1CLFi1qPD7I7sDAQLr55pvFwVNbKf0av6xvKgEl4PAETGHkICKDuR9Q8oYPHy4XFWk98HLD0MEcEiPCgA+hFGI7pFtps44AcqMRUUAUxzAiz7eH0aNHS641Im3arCOQkJAg6ZVjxoyRL1bvw2fvCX19ypQp1KVLF4JxpE0JKAElYKsEMJ8T8uPaa68lOB4v1JCCjvmHmhVwIVL6uRJQAtUJmMLIQbEBT09PmYdT/eSM1zUphxhgoRhqs5wAOMKgRBTHEsFk7BmFCWrz1Bnb6POZBBD5QpoaomUwyi1p2A6pmKgkqE0JKAElYKsEsCYO5slaIxeQAt2hQwdNWbPVi6rHpQRskICrDR6T1YcErxCiONWVO7w2Ig0oPFCToWP1D+kXRMhA+ba2Ibdam+UE0HeRh17TAnnn2wu+5+7ufr5N9DMloASUQLMSgIPR2nEKYxsqsGlxlWa9dPrjSsCuCJjCyGnVqtVpg8agD6+2YeRgUFQjxyBT92fwrIuBU/dfdNxvQgnQSKPjXn89cyWgBGomoDKoZi76rhJQAucSMEW+lmHMVD+96gq5kWZV/XN9rQSUgBJQAkpACSgBJaAElIA5CZjCyKnt0mCejtFQFUybElACSkAJKAEloASUgBJQAuYnYGojp3q6j6armb8z6xkqASWgBJSAElACSkAJKAEQMK2Rg3Q1LC6Ghlr7KD6gTQkoASWgBJSAElACSkAJKAHzEzCtkYNLV730Lkofa1MCSkAJKAEloASUgBJQAkrA/ARMbeRUL7+LdUe0KQEloASUgBJQArZJAEs/IM0c6eV4rr4shG0esR6VElACtkygUUtIY6BqzrkwRroaLkBeXp6krTXXxUD6XE1V4BrqeJCS11wN19g4P7xuzmMBg+pzsRqDSXOdn/G7tsLaOI7GYKz7VAJKoGkJQEauX7+e1q1bR8eOHWtUeVXTmRlyBBkYkN04hrvuukt0iMaUnTUdC36vbdu2NGbMGLrooousXq+spn3qe0pACTQ9ASceWCoa8mcLCgpo1apV9Msvv9COHTsoMzOzyQdL43w6duxIISEhhFS1w4cPU3Z2drMdS2hoKPXv359mzJghq9JXjzIZx2vtc1paGq1cuZKWLVtGu3fvlnlHTS0M0H0gDNq1ayfCKC4ujnBcTX0cYIdjwQJzWERz+vTp8mgoTyD6z9KlS+nXX3+lmJgYQmSwOc4xMjKSsC4U+vShQ4coJyenWY4D5x4WFkYDBw6kmTNnynNz8LD2ntHtlYASOJMAKo9++umn9K9//YtieEwp5sW1m7N1jGhPAQEBlM1jW2xcQnMeCnl5ebKRczE9+uijNG7cuGY9Fv1xJaAErCfQoEbOgQMH6JlnnqGvvvqSFU7rD6ahvxHg70v+/v5UXFxMJ9IyGnr3ddofjJv77rtPBk0oq3Vt8LY9/vhcWr36t7ruosG+5+3pQSEtQ2R/ycnJVFrWfFGl6ic1a9YsevHFF6lDhw7V37bqNQzj//3vf/Taa69RQkLzClwceICfDwW2aCFG1rHjyVadS2NtjFLtDz/8MN1///0UHBzcWD+j+1UCSqCBCWRkZNBjjz1G77//vuzZxy+QIrv1oxbBoeTh6cMOFGd+v+mEOX6pouKU6A/sR5Hf56cmbE7y+wX5OZSeeoxiD+ygstJiMbqee+45uvvuu8+Y69uEB6Y/pQSUQB0INJiRgzD37Nmz6eDBg+Tm7kmDLppMvQaNopCwCB4sK6uc1eH46vWVU+xtNwJVUoQAo2YTt6KCXCosyKPsjFTavWUl7dywjNO5ygkK+EcffUQeHh5WH9GCBQtozpw5BAEFoTR07Azq3m8EC6bW5Mrsm7pVcKqckUqFVDEnfjR5Y6u6kAVTQV42HYzeRGuXfi2vx44dS99++y0FBQVZfUgw2NCnlyxZIt9tG9GNWc+k9h27k39ACLm4uVm9z3p9gc8RnJu3T4NzLhUV5tPJE0m0axNHETevlNO64YYbaN68eXXq0/Xiol9WAkrAagKoOHrVVVfRokWLOB3LjabMuo9GXXY9tWoTwXIlgNzcOJu96UWm1efR4F9gS6u4uITyczIp/sgemv/RS7Rj4zJJg37++efpkUceafCf1B0qASXQOAQaxMjJzc2liRMn0oYNGyi0XUe65/F3KarfSBkUnJ1dmiWdpnFwWb9XKKSVDzYE2OhaNn8effzmw1RaUkwLFy6kqVOnWrVTRBOguMfGxlLvQWPotgf/SW0josjF1YWcnVwcUyhVETQ4A8KO9b/QG0/eRPm52RJdnDt3rlUeOKRwXH/99TR//nzy8PKhq2Y/RhOuuJ28vP3JmXPGG3vej1Wdook3rt6ny0tL6Oev/0NfvP0UlZeV0scff0w333xzEx+R/pwSUALWEnj55ZdFYYcT8o5H3qLRk67ncc2FHSllVTKr6SI41h57Y2+P1FtEsTDWI6rz8RsP0/IfPpR06G+++UZSoRv7GHT/SkAJ1J9Agxg5UGxuu+1W8vULorlvLqCoPsOppLio/kdnsj1g4HRxdqU3n7qVflvyJTO7jd577z32mFkWEYAX/x//+Af97W9/E8Pm72//QkGt2ojBZDJU9T4dN3cPWvLNO/Tflx7gFKogmSfWq1cvi/f71Vdf0S233MLRGg+a89fXady0W3geTCkhaqXtdwLo01AEPnnzUfrx8zeoc+fOtHnzZmrBKXXalIASsE0CmDc5fvx4io6OpinX/VHGuDJ2WMCBoe1MAk5s+JWxU/KDVx6glQs/pkGDBslcWD8/vzM31L+UgBKwOQL1zisqLS0lpE9hbBw54Rrq2muoGji1XGbxgHN+c78RE2WLnTt3Ego1WNqQnrZ48WLZ/NIZsym4dTs1cGqBB4F90YRrKbJrH0nrW758eS1bnvs2ojjfffcdlfAE3EEXT6XRk2/kvGxWANTAOQeWoRSNv3w2hbRuLwU+1qxZc852+oYSUAK2Q2D//v10kOfQ+vi3oFGTbnD4yM35rkwFp5d7+fjRZVffTf4tQmjv3j0E2a1NCSgB2ydQbyMHk/q3bt0qZzrwokl0iicNaqudAJTCkND2soFM0mcj0dKWnp4uVdRcXd2pPxtK8C5pq5kAOHuyYIKRgrZixYqaN6zh3aysLPrtt9/kkzFTbpS0dEOZr2Fzh38LEUYYOL0HjxMWqPinTQkoAdslgIIqJSx7Alq0pAh2BCFKra12Aig+0C4yilryHOPCwiKC7NamBJSA7ROot5EDBQfKN/JXQ0LbkZNGuy941T15jgcaFGdrlGcYlPn5+eTp7UstQsLYoFTY54Pt4uIqggnbpKamnm/TMz5DdBJ92o1T1dqGd1PD/Qw65/6BCJe3tx+16dBZPjxx4sS5G+k7SkAJ2AwBlKBH8wsI5rmKXGBAZcl5rw30HG8ff/KsKqIEGaFNCSgB2ydQbyMHp4gBAJMXnTFYarsgAQyW9Wnevv4OXczBUnaYRIvqc2iGULf0u+jTSFGQqnyWfsmBt3N14wX8fAKEgLWsHRibnroSaFYCzjxHVJtlBCqLEThiuTnL+Pw/e+cBH2WR/vEnIQlJSOhNauhVaVJVuoioCIqKip5gPwun3v8sd7aTs569nR17711BQRBUEKT3XkMNEJKQtv/nN2HWN5tNsptski2/4RPe3bfMO/Odd2eeNvPyLBIIRgIBUXJQMXQATL4RKDcrsvYNtOOsMjEnZwdB3z+WibXv2fNMEiCBgBFgNEDAUDIjEiCBoCMQMCUn6GrGApEACZAACZAACZAACZAACUQkASo5EdnsrDQJkAAJkAAJkAAJkAAJhC8BKjnh27asGQmQAAmQAAmQAAmQAAlEJAEqORHZ7Kw0CZAACZAACZAACZAACYQvASo54du2rBkJkAAJkAAJkAAJkAAJRCQBKjkR2eysNAmQAAmQAAmQAAmQAAmELwEqOeHbtqwZCZAACZAACZAACZAACUQkASo5EdnsrDQJkAAJkAAJkAAJkAAJhC8BKjnh27asGQmQAAmQAAmQAAmQAAlEJAEqORHZ7Kw0CZAACZAACZAACZAACYQvASo54du2rBkJkAAJkAAJkAAJkAAJRCQBKjkR2eysNAmQAAmQAAmQAAmQAAmELwEqOeHbtqwZCZAACZAACZAACZAACUQkASo5EdnsrDQJkAAJkAAJkAAJkAAJhC8BKjnh27asGQmQAAmQAAmQAAmQAAlEJAEqORHZ7Kw0CZAACZAACUQRAQmQAAmELQEqOWHbtKwYCZAACZAACRRPIDc3Ww9S0Sme0NEjUVGSn5+nf/mlnsoTSIAEgodAwJSc7JwscblcwVOzIC5JTvYRU7qy8so5kqnXc2AqrYldrnwpD+ts5ezSf0ylE8DYb1mXfjbPIAESqEoC1apVM7dPP7BXcnMKxqOqLE+w3ztalZyMw4fkSFaGKWpMTEywF5nlIwESUALlVnKi9MefmJgoeTk5kpF+UGVvCt+lPVn79+40pyQkJEh0tO9NgIEJnevhQwe0sz1MNacU0LC6pe1PNWfhGfU1gXONGjUkKyNdDu3fS86lgEMfcCQrU/bt2W7OTE5OLuUKHiYBEqhKAnXq1JHq1avLgbS9snH1YomJja3K4gT9vaNjYmX39k2yd9c2qR4XJw0aNAj6MrOAJEACAVBy4vQHf+yxxxqWyxfOokBYylMVrQL08oWzzVldunQxCmIpl7gP165dW9q0aaMW8yxZ8cfPUk07XqbiCESp4p0tK5UTUrdu3Yo7scj+pKQk6dGjh9n/y4+fCAY4puIJ4Jnet3u7LPrlO3PS8ccfX/zJPEICJFDlBDp37iz4yzi0X2Z+/aYa22LUPkkDpbeGAReQWTD3W0lTA2Wr1q2lZ8+e3k7lPhIggSAj4LsboZiCwxp0yimnmKPTP5sqB/btUm8DhUJvuGJj42TPzi3y0zdvmcPDhg0TeHN8TQ0bNpTBgwebsMBpn7wkebk5Uq0a3ebe+IH1prVL5bcZnxtv2cknn+ztNK/7atasKWPGjDHHpn8+Vdav+F3i4n1vJ6+ZhunO6Ohq+jyK4HnctHaZsXCefvrpYVpbVosEwoNAvXr15JxzzjGVmfXN27Jw7nfaxyVS0fHSvHHVE2TZgp/k8zcfN0cvvPBCgcGRiQRIIPgJlFvJQRXHjRsnjVQA37F5jUx9/GaNXT0osXHxEqWhWMYKAktIJP8pB/BIP5QmUx/7P0ndul6aN28uZ555pl9PCBTK888/33h/lv4+Uz594xEzGTImJi6y+TqeLYT/YVDavXOzvPzo3yUz45AMGTJY/4b4xfrcc8+Vdu3ayT4NT/jfvdfI2mXzNd94gdciop9ly9o809UlN/eIfPHWE/LZm48ZvpMnT5ZmzZr5xZonkwAJVD6Byy67TPr37y/pB/fLVO0rF/z8jTGawXDGPi7KsIhRY9mi36bLiw9Olv0ajgsPzlVXXVX5jcU7kgAJlIlAlE5+D8jM6meeeUZuuukmycrKkradj5fhZ06SLscPklp1Ijt2FXDT9uxUS9BM+f7jl2TDqj+MkvLUU0/JxIkT/W60vLw8uf322+W+++7Ta6PkuD5DZJiy7tRtgMQnJvmdXzhdgIUG4Clb8PO38uMXr8p2VbqbNGkiH330kfTt29fvqk6fPl0uvvhi2b59u9TU57j/0LEyYPg4ada6s8BTFKkJXcaBfakaMjlbfvr6HWPlBAsYO1577TW/vJORypD1JoFgILBixQo577zzZMmSJTp+JEufgafL0DP+Ii3adi2IyFCjRiSmHA113rZhpfz8/XsaefGOZKrhtm3btvLBBx/4FfociexYZxIIJgIBU3JQKSg6U6ZMkR07dpg6wgqSUCNZ4hMiV/jO0hVZMnQCe55ZqlOMlfvOO+8UWNHKmrKzs+Xuu++Wxx9/XA4fPmyyiY2rLolJtYwXo6z5hvJ1UHAydeGLrMwMycvLMVXp0KGDPPLIIzJq1KgyV23OnDnyz3/+U2bMmFGQRxQ8RdWlRlJtnawbgYqOKjjwjmVlHFYvDpafFalbt65cccUVcuuttwpC/ZhIgARCh8DatWvlmmuuke++K5hTpyEYOmYnSFJyHf1YsApb6NSm/CV16VLR6QfTzEpqGFeQhg4dKg8//LB07969/DdgDiRAApVGIKBKDkq9dOlSef3112XatGmybNkyOXKEy1PGx8dL165dBfNC4Bno2LFjQBp45syZ8u677xoBfOXKFWZuREAyDuFMsLIXFg3APLGLLrrIhAWWtzrp6enyySefyGeffSZQerZt21beLEP+evtMD9Y5Ygjt6927d8jXiRUggUglAGPZ119/bbzeGLt3794dqSjc9ca8pUGDBpm5S5hniAVpmEiABEKLQMCVHFv9nTt3yoEDByRHl5aO9BSry3NiomKjRo0CjiI3N1dSU1MNa76oTMyyqPAsYIAKdIIggMEfSk+kp4p8piOdLetPAlVFICMjQzB2Z2bqO8ICE8leVVUp130xJwmGHIzZVG7KhZIXk0CVEqgwJadKa8WbkwAJkAAJkAAJkAAJkAAJRCyBgKyuFrH0WHESIAESIAESIAESIAESIIGgI0AlJ+iahAUiARIgARIgARIgARIgARIoDwEqOeWhx2tJgARIgARIgARIgARIgASCjgCVnKBrEhaIBEiABEiABEiABEiABEigPASo5JSHXgRfi6XBsQoPEwmQAAmQAAlEIgG8KJqJBEggeAlQyQnetgnakuF9CmPGjJEnnngiaMvIgpEACZAACZBARRBYvHixnH/++fL3v/+9IrJnniRAAgEiQCUnQCAjIZtdu3bJzTffLBMmTJBvvvmGL3qNhEZnHUmABEiABAwBvD/oySeflDPPPFPeeecd2bt3L8mQAAkEMYGYIC4bixZkBG677TZ56aWX3KWKjqaO7IbBDyRAAiRAAmFN4P3335cbbrhB8vLyTD1jYihChXWDs3IhT4BSasg3YeVVAPNwnAlvhWYiARIgARIggUggYJUbW1eOgZYEtyQQnATCzgyBTmj//v2Gdn5+viQmJkpSUpL5npqaKlu2bJG0tDRJSUmRY445RmrUqFGoZXDOxo0bBW7pJk2amHOSk5MLneP5JScnx7it9+zZI7t375bc3FypV6+e+atTp47UrFnT8xLz/eDBgybkCx0l/mrXri3VqlUT5Ldjxw5TVtQH5cAf6uJMuD4rK0vgUXG5XJKQkOCuq/M8fEaeOB/n4Q/3q1+/vudpXr+DxeHDh4uEp2VkZAjqjLxQx9jY2CLX4144B259sEcdGjZsKA0aNDD1LXJBOXegrLgfQuv27dtn2gDtXLduXalevXqxuaenpxuWOMFZH7SlfW6Qd4sWLaRRo0bFcnbeAHmiLKg3nsXGjRub8vjK3ZkXP5MACZBAsBLA+IK+DuMfJuNj3LP9nR1/vZXdji32GM6Nj483X7GwzbZt20w/jvGvadOmPo0Z2dnZphybNm0S9MHo/9FnY9wpa8I4jPHk0KFDhbKA4Q/1RsLY5jlG25Mhk+B6OxagLOATiLEAMgDGdhtZUatWLTMWY+wCv82bN5sxLeWozAMZwyaUH7LGmjVrTNkxvoG18xx7rnMLrhjTbZujzTCmo90h+3gbayELgAPGQnyGvACZBwnlx3ODPzwDaGu0m60TzsE1YIjrMUYjQe6Ii4sznz3/g8wCGQXn4lqUqThZzPNafg8jAtr4YZW0E3F16NDB1alTJ1erVq1c99xzj0uVGteUKVNczZo1c2nTmT/9gbnOOOMM188//2zqrz9Y1wMPPODSH5f7HP1xuEaMGOGaPXt2sYwWLlzouuyyy1z6g3RfZ++hP3zXkCFDXO+++65LO5MieVx33XWuNm3amLJ2797dpT9w1x9//OGaNGmSS3+M7vxQVo0Bds2cObNQHo888oirbdu25nrUWSdCurQzLnSO/fLKK6+4unbt6urYsaPhc8EFF7i0s7CHS9y+9tpr5jrtPN1lQh1VcTD37t27t2vevHlF8li+fLlLJ2a62rdvX+g67UBd/fv3dz322GOmzkUuLMMOHWRdX3zxhevss892eZZTBxIX6qvziIrN+Y477jBcwOf444837YDyX3HFFS5c72zTU0891fX9998XmxcOoCwjR450acfqvhZ5dO7c2fXQQw+5VHEq8XoeJAESIIFQIDBr1iwzZnmOgRj/0Fe+9dZbLlU8vFYFYwv6RPS72H788ccujOEaGl1ovMZYjDGjuLHUZo7xfOLEiUXGAMgC//znP10qzNtT/dquXr3ajA+oI8pixwMVyF1dunQx5X/22WeL5Ikx/cEHHzRjCsY9ex22kFFQz2XLlhW5zp8dOjfIyBFgiDyXLFli8sTYpYZP9z0xXk+ePNmlBkCTPe6r82sLnYOxE3KJKkdei4Bx9s033zTtqgqdO29bL1VwXBdeeKHrl19+KXK9KjiuQYMGGY7t2rVznXvuueacDz74wOx38lGl1KVhga5169a588G9MY5DnrDPy1NPPeU+7vnh8ssvN/cCE5z/9NNPe57C7xFAABpuWKW1a9cW+uGddtpp5sdkf4SeW/yYPvnkEyOQeh6z39Xq4vrxxx+LcIKg69mx22ucW/x4dcJ+EaVi9OjR7rJCGMaPEOVxXuv8jA7oww8/dJcDHTo6LnsOjntTNtA56Gpo7vNw/uOPP+7Op7QPjz76aKFr7f3sFh3pjBkzCmWjc3dczZs3L/E6XN+zZ0+jUBS62M8v6Dz/8pe/uKAM2jJ524LxP/7xD5dad4rc4dJLL3VfC47/+c9/zMDhLR/sw+D23XffFclHrWfmHmpdcufnLY8TTzyx3PUucnPuIAESIIFKIoBx5fbbby9kkPPW12Ef+mcrXDuLB0OdvUat9q6bbrrJKAR2n+cWYyn6Zm9JFwRwqSfBnZ/ntfgOAXn69OneLi9xn66mVmK+yPuuu+4qlMdPP/3k6tGjR6nXwfgKGaSs6ZlnnnHfAwxvvfXWEscuyAJQLEoanwcOHOhSr1yhIsEoeuedd7rv5Y2v3adeHZeuwlroevX6uNR75b7+uOOOc0FJ0XlN7n32ervt27dvIYXrvvvuK3TusGHDXOrJKnQffFmxYkUhgzWMxosWLSpyHneEP4GwU3Kg+dsfCLb2BwTBFZ4MeDw8hWENWTPXQDCFNQl/nkLq8OHDC3lJ4B3y7MDUzes69thjzX08lRUIxfjhOdPYsWPdZUXnpGFx5rvNp3Xr1u7jtk74Uasb1mSDTgeeJnsMFiZ0Qp4JTJxeLHURuzZs2OB5WrHf0RFBkXFaWixb7IcSCGueTdOmTSsy8KEdUAZnJ2fLDUuYhhbYy/3awkJ40UUXuRnYPNHe6novYtHDcSicnh4vWH3staintVLZtoDHzR6329NPP92lbnZ3edEe8JjZ49iiTeBtw3Ph+UzAqnXgwAH39fxAAiRAAqFAAP0nPCPOvg6fMZai34VF3/PYWWedVcTABG8+xj7bV1rPA4x3xY3XEM41pLwQJow5dhy390U50O96CvOw7Ds9BIUyKuYLvB7wTHnKDig7yoxjEMBtQv6QNWxZ7BZGUUSLeOaDMbksyhfuBw+SzR/jjZV5MHZBkXCO/fY8O75BGcE5noxw3v3332+rY7YoH+pp88C94JHB9WBq284eHzp0qAtGP5ug5DgjZcAAclZJYyTyev75520WRk5wRrmg/FBAPROMuJYD8kBUBVNkEgh7JQcPOH6In3/+uWlhjSU1Llv7Q7RbdKrwpMA6hT+4Sp0dEX6ccKPbhNAn/Djt9bA4INTMJrhrcV97HD84uOadyank2PPg6rU/Wri6L774YnceOAedEbxVNr366quFjkMJ0jhne9hsP/roo0LnwEXtzfpR6CLHF4RtoewnnHBCoXxGjRrlev31111vv/22S+OnzRUI+4OXwtYHWyiN6IiRz++//25CBz0HwUsuuaSI4uEoQrEfYQFzKqQYdM477zzXl19+aThhC2+es60wGHpazpxKji07BmXbpggv8zwHna1TWdTY50IDGwYEWNWsRey3335zwUJm88cW7JhIgARIIJQIoF90RhGgL4NQi9AphIQh8uGaa64p0jf/97//LVRNp5Jj+0X0kVbgx3gNz41zLMZ5yN8mGP0w7tnrsYXnyI6TCDXDmOA8/u9//9uv8QbRAlOnTnXB42+VMuTXrVs31xtvvOHCOGzHbYSmQ35w3g/j3d133+1CeDsUpueee65IGHefPn1cOufEVsvnrVPJsfeEbGHLg/vBkGiP2S1C5G0oPhh5ju8I/XYmjNH2Wmz/+te/ussLeeJ///tfofaG/OMMe/NUcpAHDLv33nuvC8eQ5s6daxRT530gE9lwR8hm48ePL1SOl19+2VlMI7+dc845hc7xlL0KXcAvYU0g7JUcCLeffvppoUZEBw1Lv/OH9K9//avQOevXry9k3YDF4Ndff3WfA8EVc2RefPFF05lbYdh9gn5AbKu9B8rh2cF7KjnodKyXxuYDwdmpEECgnz9/vj1sBGidUOi+DwYedKQ2weLm2Tk5Q97seb5sMXDY+mB7yy23FLnMU+mCNc52ts6TIdw7LT+wZEEB8ich7Awx384yYWB1Wo+QHwbKcePGFTrvlFNOKWRV9FRgYAGEwuZMUGhgHXPez9nuL7zwQqFjmKvlmeAyd+YBDyE6biYSIAESCBUCmNvh7Afh1fYmoMPb4zQwweKvE93d1fRUcuDphzHMmTAmDh48uND9EG5lE0KlnWVBCLSnhxyhck5BH3N0rPHJ5uPLFkY9Z0QD5vV6JowJTq8SPsPQ6Jkwd8YZ2QDlCfNd/E2eSg4iQDxDAzH3x8kIYX1WkbT3gxLnbCswdxpDoSx99dVXRo4pLuzbadiF12rp0qU2e6PIOD05KM/VV1/tPm4/QGl0lvWkk04qNFZjvqvzOIyYzhB0jNNO7xV4bN261WbPbYQRCLvV1fThL5T0YRcVWAvtUwu7qJIj2hGa/dq5iMapFjoHq57gPJv0uTCretjvOK4WJ/Nn92GL1T+0gxF1p4sqG85DUCgLfff8ohMri6zOgpVGtEN2v3RMlZZC5VClRnQCn+jkRpMd7q9eJFGFyXzHSnLffvut+1YakyzqdXJ/1xArUS+XWX3NvdPxASvL6eIJZgUT3NuZsHqLZ1KFstAuVbCK8McJao0RtWaJDlDmfJRTlUjRAcp8x2esjoO28UzaEYt2fGYFvB9++MF9GCu7qGJRZGUYHWREPSqi3huz8h0uUGXDtJEOuu7rnR/AD2ydCc+MdtJmBRi7H6vC2OQsC8qoipQ95N6qa180jMGdh86hMs9MeVb+cWfODyRAAiRQwQSwItpnn33mvot6WUSFVbOylnvn0Q94p4yG8Lr7OzUeigrLZmUxz3PxXcOCxbNPVsOe6MRx91iB8zDG2qTGRvvRbHUhnCKraKmRUrAf90ZSQVg0pMy9uhnGTKx8hn7bW1JjlFkJDCu3OZPnmIhjOlfTrEZqz1OPiKggbr+6t2oAFF1kSNSTYfZhLNawbzOea+SHaHi7u7zui45+wLnqRTJjiecxjI1qGC202/M75CINly50DlZWQ/2tnIJ74M8mjcgQ/Klh0e4y7wtCW2AlPIxlWD3NJk+Zye63W8g2kC08E8ZYVSTd7yLCCmnOcujCQKIKq5uNhioaWQHPCJIqmaJKjTtbyHaqTLq/80NkEQh7JQeCr3oMCrUqlhJ0KjAQpPGjdyb7Q3fu8/YZ5+FHhs5JXb5GcEZHrlYib6cXuw+di1ocihzH/uKWpcTJKLtak0StOe7lLdXKJVAuUEed/Gc6IJsxOjZ0IjZBUdFV2YzCYPc5tyiThlkV6TSd59jPYOFU7MAZQn1xafDgwYUGLnCzSb1egnoUl1AvDH5YAtMmKHApKSn2a6Et6qFWJjNw4ACWhcaf54BqL9KwQPvRvcVgDoXJW0LdsQynM+lcJiMMOJVBDF6rVq1ynwaBAYMtlRw3En4gARIIYgIwPqHvtAnjCfpebwlLBMNwhaWBkdBfY0nj4hKUEc+EPhMGJmdyjs/oP51JJ/yLRh0UMtxhrJgzZ47zNFm5cqUx+EGA1vkn4mmgc56s0RPSq1cv565iP2vkQqFjGoZW7DLHGuLnVnJwERQbGPxgRNXQP9GwukJ5Ob/oirGinrIiiplGChQxDsJYCQZWSYPSA0WiLAmyDWQeGCLBfqMadDU00P0KBl/zhJLjlEXsdSgnZBf14NldhbY6t9UoR1ZhxTOlnjLBy8rRlu+99577fMhOOh+nzHV1Z8QPIUsg7JUctExx1hlnq6Ej9Teh49MwN2PBgAfFmaBY4QfnFMKdx719xo/eW3J26N6Ow6IDb5XtxDXO1lg24DGAxc1ej45D55kUyQJlhbDtLeEaX/jZa535eCqT9hy71Tkt9qPZalyu4YXr0NEVl6BsoIPGYOAmQIxyAABAAElEQVRM4Oep0NrjaF90jhhEkMCkpLZBGbwly9LbMXXtu3fjPE8Lo/ug4wMGHadV0nGIH0mABEgg6Ag4vdcoHMaI4vpdGOEgdDuTjaBw7rOfi+v3vXn07TWe/Sf6eNvP23O8bfEOGZuKu689XtL97Tl2i/fHOBMMrcUlz2gBCPbWKIZxrqRUnMwCxdIzIS/nOF4WoxrkGV01VXRFPKOowsPiTBh/MQba8juPefuM8uPZKUuCHKOhg+5oHESjIFoDchgUMJugfMPzwxS5BPyX7MOUVUnCq7cqw2ujk9uMFcMeh7cA7ly4oeExgScCnUJFJ1hpYBGCy90qVvjRwxqk81zct0coAM7zTE7FxPMYOi1/2DgHC7jyvbnz7T2sVcl+h9JjO3bPY/YcbHUOi8kX9XYmXINj3hQUlAMvMHOm4gYJnONPnW2ezoEQn9HBYoAriQHKUNIgaPPmlgRIgASCgYBnZAGE2uIEW/SjnkqN5/XOOpWl3/Xs7xF2hciM4spk7+f0IpQ03uB8jKu+Jk8lo6Tx1fMYxk87jmAsKykVVz9vHhpPrnacLSl/z2O6VLX87W9/c49nKKeuMGvGOXjrdOEC0bmt7jAyz+s9v6NMnuXyPKe475gqADlLX6NhTkEUxYIFC0zIoQ2Zg1IHOYzja3EUI2M/lZwytDM6F51kXkjB0QnvpgPQ5YLdOerEPvfniv6gyyibOS42TA7hXC1btiwUGoBznEoIyoQO8aqrrirWNQwrnK/WFnQqEOxtOAIsPYhzLi5hXowzYXCyHTzifhGi4K3DhmKAutlzbR64L8IovHnE0PEhPMEmDERQAgOVUHdP65iupmNCCZ2DEc5z1gmdvGebBKpMzIcESIAEAk0AfS88N9aSj/kYmAOB/Z4JygPmSNiEPtvTs2OPlXXreV9d0MeEnzmVBPS7uDe2SOh3raCPfbpSqOm/7XHPsnj27Z7Hnd8xh9aZMO7gft7ydhohcQ0MkTbCAXNn9YWezqzcn2E4sx6KsigK/l6DcENdltmt4GCMRTi2vqTczFWyBXOObXZfRWxxH1151q3kwIMDwy6eQzveQm6BzMMU2QSo5JSh/SEwI1TNJnSW+hIzs0CA3YetM27Zub8iPkO50KWbRd8YbbJHXPADDzzgjktGp+Rt8iM6Cyxa4K0Ttvusx8PTte6tQ4M1x7qLcb2+odoI+p7WLcTT6stU3SjQIdlFB7ATMdXooDwHBlsm3BsWQsyzsXNhoFAhTwwUnklXrSnkyUEoH5SqQCbEXtu6w/KHOUaeYRwIsZs6daog9hxeP8RG6yo0gSwG8yIBEiCBCiOAeYmYxK+vUTD3gIccYdHo+z0TBE/nXEt4T+wEcc9zy/od/a4zYc4jxhOncQ6Cr678aQxM8AAgdNlORscYo0tDy8SJE4uMNzZfO9Zh/HEmz/EJxzw56GqmJn/PeiM0TVcSc2Yn/fr1c5cbc0n0PXiFjtsvKIctk91XkVsoas7wPoTHY4x2Jii9lSnzWMUU4YrgoSu2uhVvlAtKoF2AyVlOfo4sAtGRVd3A1BYdptO9DYuRLpVYKHMoGZgA6UyeHaTzWCA+6/tv3NlgfovTSoQO09PCZE+GEgNFDVvnn91nz/PsVG3nAiuKDQUbPXq02xKF6/Q9NaJvxXZ7d7APbOA9QhltwqRO58RO3Mve31uZMLjA4qXvP7BZmJACTNREmKC1MmIgweo+iCO2CXnDAhVoNzYYO0Mn9CVmou9zsLc1WwxqurS4WV0OizIg5NE5l6fQyfxCAiRAAkFGAB4RLFbjTE8++aSx9Nu5qfA0IJJBXzPgNrThfKw46Yx2cOZR1s8ISXJ6WrAIkL4XpVB2UMh02WujyEBBwwpkdjEEnFjceGPHHqvMwOtuP+M61BdjDMYbGyYF4do5lmElN6wy5/RobdTJ+gj9wqI+NkEBdCo14Gzv77nF2IjjlZUg8zhD9qDMOMdvlAOLH9n2x3dwcrLCvkAmKKpYuc4mTCFwrqqGFVw9ZRZ7LreRQ4CenDK0Nazwzon+yEJfjGXCoeBRwVKK8BxgFRqboOB4Tki0xwK1RZwqyqXr7xfJEssoFrcyWJGTi9nhGQYGZQJWOgjpUGTgKYLgfuONN8pdd93lzgVubSyrCQ+LVQgR4mATlA0so2nd9HZ/aVt08ogBRjlsKJq+g0EuuOAC4xVCOBo6YnjdnPNiMNBee+21pWXv93GEF8CFjlBGJAxuEAb0HRLG4wRF2Ln0Ks6Bt8ppccQ+JhIgARIIZgIQLjHf1BryMLcEQju81BDWDx06ZIR65yIFWPb3jjvuCHi1EP4GJQITz5GgdKB/1/epmHEAgi9W38J+m2Bccs7JsftL20KwdgrumAeCea7YBwMfVviCwoWy6Ess3YvbQMnCyqMYn6GgYDUyG4GAe2IswzWBVgBLq4+vx2EghdxjlQiM+3h1BcZfyDYY3xG14QwRhFxgjY2+3sef88ARxko8h06jM/JAlMbJJ5/sT3Y8N0wJUMkpQ8PCqgIPAqxFduIgfvw333yzmV9hV+1CKBU6Aytgw9JQkQlCPTpvTyUHP3hPF3pZyjFgwADTmVuPFAYyu4KYXcYTbKDkoBN3uuJRd2/1x7wbKEFQ0MqSUDdMiETsMu6JhI4Wy1t6SxiQYHHyXLTA27n+7oOVD0t6Yq6RtdDB4lXc4hMYBOHydw6a/t6T55MACZBAZROAwUzfcG/6XazmaRO8FU6Phd2PEDF9cbZ4W5rfnlPWLRQEvKcHfa4N18bY9P7775s/z3zxbhaEl2Os8jfBiAdjn/XaYKy3fb0zTBrzgvSFmYJXIVgZAWOBt3AuCOt33nmnMZT6W57KOh/KFxRbzMuxCVEKtu0x5qIdoAzBuIeEcHKnt8xeF8gtvGZQnp2vrkD+MCymFPM6iUDen3kFP4HK83dWEgsrgNvbeVsdDOc4Q4TgivW8Dt9t54S88NnprkVHibX1nZMocQ06PXSCCB3DuvvOeR/oDG0HgDytMoTPuBbl8EzY7ywrFCZnOTzPHzZsWBGPCFzngfjBDx48uNiJfM7lnKFAYAC85557zLwTzzLiOzp2KByIk4bnpTwJbYEBDfl4zhuy+cICd+WVVxrFy9km9rinJchpkbLnYOtsC3z3bAtMgkV4HJRNz/k4OB8JseCwPD766KPFnlNwJv8nARIggeAkgHeMIWIBi+4U5xXBXEz0heifnS+htjXyDINyjon2HGw9+2PPsRLGMhi74MEpbo4jzsEYgTBiOx/HeQ9fPmMcgTHTm/fdOTZA4EfoNAxqMDAWFzaF1ckQSg0vTlmNXZ4sPL+jXtjnZOs53uEcT9nCWR+UDYoYjHJO5RDtgj/IFxjPELZoE8ZGeHjsfUuTqZzXOT1AznLYc+wWc1ox/jvZQbaAHIQtEwlE6YNXeCZdiDPBD8I5FwUWJ2j6zgcePzpMfLdKDH4giNN1noMfPCxS9geGY+jUPT0A8B5gGUOsy4+OA5PJkRfc0ujoli9f7rb64D44bifhI8TKGcIGS5Bn54vOCXlbtz/ysNYkb00FjxJ+4NZrgs4VLxUbN26ct9P93gd2M2bMMCFgsEqhvLDSoc7eBhdYcjARFPNwEL4HjinaIWKRATAqaTlRvwunF4AVPFm4J+YMIXQA7Y8yIpSwuIR2dFrZoAh5Wh3xTKA9bVsgL9TBW5gdOniUw5YFVi0oYJh8CqUTXj4mEiABEggHAvDko+/FuIo+H+MkrP8YFzBuYiz0lnCu0/CHaAQsCuOZMHbYUCkcw+savI03OIYwMIzdGF8xRwQyAPpbjDkYB5wCMc4vS4LBEu+lQ7lQV4wt/fv397roDfp+lAVlQmQHxnQYRzEOYGzy9gJUf8qE0G8bSYHrML56Kp0YCzHGWXEP9/QcD1FO59xijGson7PtUHZESUDGwrwiGHQxBqKdcV8oPDiGsRIJeaD9oRjhWnhcrIKFyAcc8wyDhxcO5bAGRBxHuxWnKE7VEElEclhFGM8dZDLnPC1TGP4XkQTCTsmJyFZ0VBpxsQiDsp0MOh6ET3kTxB2X8SMJkAAJkAAJkAAJhAwBKEIw4NowRRT8kksuMdEUIVMJFrRCCXg3r1ToLZl5IAnYVc2Q51dffWUmPloFB/swsZ0KDkgwkQAJkAAJkAAJhCoBKDVW5sFCEvfdd597KXPUCd6e4t4tFKp1ZrnLR8D/mXflux+vDjCBKVOmmFVk4IaG6985NwarljmXWA7wrZkdCZAACZAACZAACVQKAczVwaICWDUVYW8IF7ThbyjA8OHDCy3fXSmF4k2CmgCVnKBuntILh3hZxEF7S1jeETG1TCRAAiRAAiRAAiQQygTgqYEnx5vMA6MuFkfAXB8mErAEGK5mSYToFhMwPRPm4TzxxBMV8k4Cz3vxOwmQAAmQAAmQAAlUNAEoOVjB1JmwkMTgwYPlvffeM4s/OI/xMwlw4YEQfwawegxWecHqKUhQcLASCVcWCfGGZfFJgARIgARIgAQKEcAqcVjdDqFrWMob8g5WpvVc+bbQRfwSsQSo5ERs07PiJEACJEACJEACJEACJBCeBBiuFp7tylqRAAmQAAmQAAmQAAmQQMQSoJITsU3PipMACZAACZAACZAACZBAeBKgkhOe7cpakQAJkAAJkAAJkAAJkEDEEqCSE7FNz4qTAAmQAAmQAAmQAAmQQHgSoJITnu3KWpEACZAACZAACZAACZBAxBKgkhOxTc+KkwAJkAAJkAAJkAAJkEB4EqCSE57tylqRAAmQAAmQAAmQAAmQQMQSoJITsU3PipMACZAACZAACZAACZBAeBKgkhOe7cpakQAJkAAJkAAJkAAJkEDEEqCSE7FNz4qTAAmQAAmQAAmQAAmQQHgSoJITnu3KWpEACZAACZAACZAACZBAxBKgkhOxTc+KkwAJkAAJkAAJkAAJkEB4EqCSE57tylqRAAmQAAmQAAmQAAmQQMQSoJITsU3PipMACZAACZAACZAACZBAeBKgkhOe7cpakQAJkAAJkAAJkAAJkEDEEqCSE7FNz4qTAAmQAAmQAAmQAAmQQHgSoJITnu3KWpEACZAACZAACZAACZBAxBKgkhOxTc+KkwAJkAAJkAAJkAAJkEB4EqCSE57tylqRAAmQAAmQAAmQAAmQQMQSoJITsU3PipMACZAACZAACZAACZBAeBKgkhOe7cpakQAJkAAJkAAJkAAJkEDEEqCSE7FNz4qTAAmQAAmQAAmQAAmQQHgSoJITnu3KWpEACZAACZAACZAACZBAxBKgkhOxTc+KkwAJkAAJkAAJkAAJkEB4EqCSE57tylqRAAmQAAmQAAmQAAmQQMQSoJITsU3PipMACZAACZAACZAACZBAeBKgkhOe7cpakQAJkAAJkAAJkAAJkEDEEqCSE7FNz4qTAAmQAAmQAAmQAAmQQHgSoJITnu3KWpEACZAACZAACZAACZBAxBKgkhOxTc+KkwAJkAAJkAAJkAAJkEB4EqCSE57tylqRAAmQAAmQAAmQAAmQQMQSoJITsU3PipMACZAACZAACZAACZBAeBKgkhOe7cpakQAJkAAJkAAJkAAJkEDEEqCSE7FNz4qTAAmQAAmQAAmQAAmQQHgSoJITnu3KWpEACZAACZAACZAACZBAxBKgkhOxTc+KkwAJkAAJkAAJkAAJkEB4EqCSE57tylqRAAmQAAmQAAmQAAmQQMQSoJITsU3PipMACZAACZAACZAACZBAeBKgkhOe7cpakQAJkAAJkAAJkAAJkEDEEqCSE7FNz4qTAAmQAAmQAAmQAAmQQHgSoJITnu3KWpEACZAACZAACZAACZBAxBKgkhOxTc+KkwAJkAAJkAAJkAAJkEB4EqCSE57tylqRAAmQAAmQAAmQAAmQQMQSoJITsU3PipMACZAACZAACZAACZBAeBKgkhOe7cpakQAJkAAJkAAJkAAJkEDEEqCSE7FNz4qTAAmQAAmQAAmQAAmQQHgSoJITnu3KWpEACZAACZAACZAACZBAxBKgkhOxTc+KkwAJkAAJkAAJkAAJkEB4EqCSE57tylqRAAmQAAmQAAmQAAmQQMQSoJITsU3PipMACZAACZAACZAACZBAeBKgkhOe7cpakQAJkAAJkAAJkAAJkEDEEqCSE7FNz4qTAAmQAAmQAAmQAAmQQHgSoJITnu3KWpEACZAACZAACZAACZBAxBKIidiah0nF8/PzZePGjbJ7927Jzc0Nk1qVvRpRUVGSnJwsjRs3lgYNGpQ9Iy9XZmVlGdZpaWmSl5fn5YzI2hUTE2MYt27dOrIqztqSAAmQAAmQAAkEPYEKUXIyMzNlxowZsnDhQjlw4EDQQ6jIAkIJqV+/vpx88snSs2fPgN7q/fffl9dff12WLl0qW7duk5yc7IDmH4qZRUVFS506tSUlJUWGDh0qN910k1F4ylOX7Oxsee211+Sdd96R5cuXy65du6jkKNDY2Dhp1qypnHjiiXLbbbdJx44dy4OZ15IACZAACZAACZBAwAhEuTQFKjd4Ej799FO5//77ZeXKlZKenh6orEM+nwYNGsqZZ46WKVOmSKNGjcpVHwjdd9xxhzzxxJOSmZlh8kqqlSgxsTECT0akpvy8fIFSeSQrW7KzcgyGAQMGGEWwrN6GvXv3yv/93/+ZPPB8V4uJlsSkBN1Wi2jWeco6LzdPDh8seP46deokzz77rAwaNChSHz/WmwRIoAoIwMMOWYPe9QL48LAnJiZKQkJCFbQGb0kCwUUgYEoOwqXuueceefLJJ00NE5LipVmrY6RmnWQjfAdXtSuvNLk5ubJ35z7ZuHqruelJJ50kL7zwgnTo0KFMhUBHfvvtt8t9992nQrZIt/5dZOAZ/aXdsa2kdr2aEhNXIc65MpW1Ui9SVT0zPUsVnCOyNzVNlvy6XL55d4Yc2HtQxo8fLy+//LLfnX5GRoZMmjRJ3n33XYlVrn2G9ZSBp/WTFu2aSnKtGlIttlqlVjFYbubKd0nGoUzJOJwlK+avkg9e+FJ2b98rXbt2lW+//VaaNGkSLEVlOUiABMKUAGSOTz75RKZNm2aiRhBGzCRSr1496dKli4wYMULOOussE0lCLqFFALLHunXrZOfOnWYaQiQbr9FyqH/t2rWlTZs2fj/PAVFy0CCXXnqpCeeJrhYtw886SQaPHiDHtGwoyVBy1LIQqQlKzv5dafLH3GXyztOfGoWnR48e8uGHH0qrVq38xjJr1izTeR05ckTGXztGzpx4ioYNxUhuTp7ku/JFAuaX87toVX6B6QhU8YuOjlbFuposmLVUHr7pWclUYfzrr7+WkSNH+lXGxx9/XP72t79J9YTqcukt58vQsScKHJ9QNCHoR3IC66joKIlT5W/14g3y35v+p4rOHpk8ebI88sgjpg0imQ/rTgIkUHEEfvzxR/nHP/4h8+fPr7ibhEHO/fr1M4bn448/vty1wdQDKJTz5s2TgwcPlju/UM4AESOY93vGGWdIr169AlYVROnAIPvGG2/I2rVrJTU1NWB5h3pGyck1VclpbaYh4Lfva0RUQJScZ555Rq655hoTwnP+tWPltAnD1PIde1QYzFfBMNTxlr388LZER1czVv/Fc5fL47e+KGl7Dsi5555rHuTY2FifM4dic/3118vzzz8v3U/oIrc+eb0RNBE2xOSFgLJ/4raXZO638+Xaa691exm9nFlkF8LUYAlbsGCBDB93kvz1romCDijSlZsioHRHbPVYmf7hLPnfv1+T5KRkWbx4sbRs2dLbqdxHAiRAAuUiACF73LhxsnnzZqml0QsDRhwvx/XvLA2b1Jf4GtXLlXcoX3wkI1syM7LkwL5DsmzeSpn73XzZpwbWPn36yFdffWU8PGWpH4x6H3/8sYkgWbduPef+OiDWqllLxp411kTWQOkpT4LMAaPqW2+9ZcLuY+NjpXbdZCNLR6onB6pDHgz4qlRmHs6U9AMF4fGYhgBOvsgZ5XaxQNP873//a9p2xLmD5Iy/DDeCYE52wZyI8jR6OFwLBQ+dBP66aUd87tWj5ZX73zaehTlz5vg1hwET3mfOnGlcd0PPPEHgNYOniMk7AXh02h/X2ig5mCPmT1qzZo2sXr1aEpMTZOCofvTelAAPSjaU7tadWsq6ZRvNs33VVVeVcAUPkQAJkID/BA4dOiR33nmnUXCat2ki106ZJG26pJj+uSCKIYItqqJWPSTd9B3aQ/qf3EsevOEZ+e233+Sjjz6Syy+/vOC4H/9jHuq9994rd911txqr8yW5dpJ06dxOknSLaIlITTk65zd1225Zu3SjTJ06VdavX288MAinKktCNNQNN9xgDN9xajTsd3IfGXBKb2nTuYWyRjRUZLJG5ExGeqbkHMmRPTv2yfyfFsk0NahCdsa89BdffFEjmUp2FJRbyYGGv2HDBmmmHc4ZF43Q31eUhk1FckdT/COefSRbhpw5QH6bvkD+mLNMvvjiC8EcHQjjviTEHEP4xvyQDj3bmYnfvlwXqeeAa3LNGqb6sJL4kxALi8msTVIaS1ud78TluYunB+9Wrbo1pXOvdkbJYQhJ8ax4hARIoOwEsLDRN998I1ho57r/TJLWnVOEBlXL80+5KzsvW/vj9jJ0zAnyycvfyOeff27mpuL1Cv6kp59+2iiVuAbh2qdeMFSatGgkCVh8R42skZpgXE7T+b4LZy+Rt5/8RH766SeZMGGCvP3225KSkuI3lldeecUsbhSn3ptLb71AhumUD6Q8vU++jq+RbMyO1+kCCYnVpXb9mtKxR1tpq0aNR//xvFnxFsbU/v37l8i73ErODz/8YG7Q88RjpW6j2qZBSrxjBB+E7odVufoO72mUHLCDIF2zZk2fqMAbBLddYnKSoOFdkTwBxwdiCBWM1wUwkPx19yI0DSmpZqLAspKTTY+ZAeLlP1hb4rUTqtuwtjkKaysTCZAACQSawGeffWbmRZ4wso+0bN+MCk4JgHNUQO7ap5NRcvDqA8yj8UfJQSTDww8/bO6AOdaYl1o9IU4NfnlyJPNICXeOgEMqWyTp4kNDVIms17COPHrzC/LLL78Y7wLm1PgzDx1znRB6hYTnGnPa0XYMjS94jiBfQHbOz9eIqNx86dq7oxzbr5P8PnOxMXiUpuSUWxW3E6OapDQsELxRGqZiCeDBReeMBHZWmC72Ai8H4uLjvOzlLk8CUGziqpePFVjjR8ZUMgF4zTAPj4kESIAEKoIAjHyYI4l0nK4qinBtpuIJYNzCiqtYIGbPnj2COb2+Jlz7wQcfyJYtW4y8cuHks8zKrTD2UfhWihC69TUKeFXFsToN4aKbxhkDNsIC/Y1kQCTUkiVLjDEV3jK8noGMvT+peC6haLft0sqcgHdElpbK3Uvk5BTMvcEKVBQGS8NdcNyGUIEdmfnGjGeRAAmQAAlELgGMlfbl4jV1Toi/3vmII6eCOCI+ysIJESZYSQ3pxJG9pU4DjdJR4ZupKAHMF8H8p3ZdU+Tw4cPy3XffFT2phD379+8XRD/U0KiRlPbNOQ2hBFY4BINqwtEFRnyJGim3kvPnD0j9d0y+EUAclaY/2fl2Gc8iARIgARIggYgloII7PBOYD6I6D1MpBLDa3FFxo5QzCx9GaJv1mnXt24mCd2E8Rb4hiqG3LvaANH36dL/m8Nr5vomq5MTGReYCA0WAlrAjWl/InpBY8KJbX2Tocis5JZSFh0iABEiABEiABEiABEKIAKJM4DXD6wHgxeH835IbD8I2VvtDwjQEhFb6m+IY7u0TMrD256X3VHJ8wsqTSIAESIAESIAESCByCCTUiNfwII08odesxEaH4J10dCVX65kp8QIerDQCVHIqDTVvRAIkQAIkQAIkQAKhQcCXcKDQqEnllZLMKo+1L3eikuMLJZ5DAiRAAiRAAiRAAiRAAiQQMgSo5IRMU7GgJEACJEACJEACJEACJEACvhCgkuMLJZ5DAiRAAiRAAiRAAiRAAiQQMgSo5IRMU7GgJEACJEACJEACJEACJEACvhCgkuMLJZ5DAiRAAiRAAiRAAiRAAiQQMgSo5IRMU7GgJEACJEACJEACJEACJEACvhCgkuMLJZ5DAiRAAiRAAiRAAiRAAiQQMgSo5IRMU7GgJEACJEACJEACJEACJEACvhCgkuMLJZ5DAiRAAiRAAiRAAiRAAiQQMgSo5IRMU7GgJEACJEACJEACJEACJEACvhCgkuMLJZ5DAiRAAiRAAiRAAiRAAiQQMgSo5IRMU7GgJEACJEACJEACJEACJEACvhCgkuMLpWA7x+UKthIFbXlc5WRV3uuDFkwFFKycqCugRMySBEiABEiABEggUglQyQnBls9MzxKX/mMqmQCE7iMZR0o+qZSjmYezJCqKP5NSMElebl65WZd2Dx4nARIgARIgARIgAV8JBEx6y8/Llyj9x1Q6gdycXHOSv16C+Ph4SUpKkgwVvPfvOiDRUeRdEu28vDxJ3bbHnNKwYcOSTi1yLDk52ew7lJYuB/YdlOjogP1Uitwr1HdE6XOYlXlEdu/ca6riL+tQrz/LTwIkQAIkQAIkEHwEyi251ahRw9Tq4P5Dkp+fH3w1DLYSqV5yQFkhVa9e3S/huV69enLccccZq/nvPy2W2NjYYKtd8JRHOeccyZEFs5aYMvXt29evsrVo0UIaNWokaXsPyOJfV0hcdbIuDmB0tWjZv+egLJ23ypzSu3fv4k7lfhIgARIoOwHt1135LsmDUZU2vlI5HsnMFkQ0+GtQLTVjnhBwAmwj35H6w6rcSk7Pnj1NyRb/stwI77R4l9xQ8L6sWrjOnNSpUydJSEgo+QLHUSg5Z511ltnz3Xs/yraNO43wDUs6058EwAMK4I+f/iwrFqyRenXryZlnnvnnCT58atu2rZxwwgmqKOXKV29OUyH+gMTEVOPA6sHOPHs6in791jTZtn6HgNvIkSM9zuJXEiABEigfAfQ1derUMZkc2HvQCO/lyzG8r46KjpI9O/cb43OtWrVoFA3y5s44mKElpCxXWjPl5+ZL5uFMc5ovsm9MaRmWdnzMmDHy6KOPyuJfVsiCmYtl0OgB4srRGSOchVwEHYTkgxr+NPvrX82xQYMG+aXkQIEcN26cPPfcc7JmzRr5392vycV/P0eat2ki8QnVVQCPimjuqD9CATN1Hs6cb+bJ209+AhOWTLp0knTv3r1Ie5S0A1626667Tn744QdZs3iDvDDlTblw8lipf0w9qZ4QV3BppD7j2g8jNDUnO0fStWP+8s3p8tVbPxgmkydPFoarlfRk8RgJkEBZCFSrVs304xj7lvy2QvoM7VGWbCLmGsgby+at1DFQpEuXLgJFx9+EaAiTIHtzGnDx+FQWyMku2zQEREPh2T6cniH7du2Xeo3qqGJK2N5gQ8bLURlv1/aC0PjGjRt7O63QvnIrOQhNufDCC+WVV16R1x/9QGI1rKffiF5mvkhuTl5EC92WNBomNi5G5y1ky+uPfCBb1m03oVDwyuCYP6lly5by4IMPyuWXXy7L5q+Suy9/RPqf3Evad2stSTUTJVp/LFWWjNBvJODKL8LRTmb3jr3yx5xlskSVbqThw4fLDTfc4DdnXDt48GC5++675bbbbpO538+XVYvWyYmj+kjLds0kPlFDDTVMq0pSVXLWCiNc5EhWtuzcsksQNrl2yQaDYcKECXLJJZdUCRLelARIIPwJnH766fL+++/Lz1/Pk2FnnSStO7VwC5fhX3vfaxgbFyt7U/fLzC/mmoswDtasWdPnDCB0IxoCixxlqdGwZt2COao+ZxBhJ2JIxtxdpMTERL9q37RpU4Fct2HDBlnw0xIZNWG4HNE5rkzeCcBR8MfsZeZgv379vJ/k2FtuJQc/hnvvvVeWL18uv/76qzz5z5dk/oxFcsKpvaV155aSXCspshUdlfnT9OFfqWFT0z6cJUt/W2k6DwjOHTt2dDSF7x/hPWvQoIHcfPPN8vPPP8v0j2aZP99zqJgzo3UVsnxXcMzLQhjglVdeKbfccotRKMta4+uvv15SUlLkn//8pyxdulQ+m/ptWbMK2HVQjIPJUwrPzY033ihXX321WRgjYBVlRiRAAiTgIDB69GgZMWKEfPfdd/L07a/I9fdeKi3bNxMsfGRiiSPZAH7UXopN6pbd8tIDb5ktQojHjx/voFj6RwjqnTt3lkWLFsnKhWvlmBaNJDe/wFNR+tWRdwbGY4TGI3Xt2tWv0MBmzZrJ0KFD5cUXX5Sv3/lBepx0rDRu3sAo78E0zldlq0LmQfgl/n391nR1FGyT5s2by2mnnVZqsaIUYkC6hfXr18v//d//yeeffS45uTkSHRMlSck1pEZyolRXq3dVJFs1f70lgSwrliDOOJQhhw4cNu5exBRD8L7pppuMi7I89zpw4IB8//338s0338jixYslMzOzyoRfKDioW9qBNJ0UmleeapX5WoTzQeCGdo+HH4sNBGqO2K5du+SLL76Qb7/91oQKIlSrKpbxxq+1du1akpWVJUeOVJW1J8rMT2rSpImcdNJJJoSyXbt2ZW43XkgCJEACvhL47bff5Oyzz5atW7dKrXo15aRRfaV7/y5Sp2Ft9a4flfR9zSyQ51lJqoqKgBCn9LTDulDOcpn5+VzZs2OfCVGD8Iwwd38SxnDIc5iKgCiRfz17g4lewKsCmAoTiI2Nke2bUuWOiQ+ZhYpeeuklmTRpUuGTSvkGZRIK/ObNm6XL8R3kohvOlqatm0hSrUROQ1AFB5EjB/cd0vnR0+XTV781Rg08m3/7299KIau2j0ApObhTTk6OvP766/L2228bq/fOnTtLLUBFngABFxaJ9PT0iryNT3lDW+/Ro4fAMwDXcbglKJQPPfSQEXr79+8fbtULmvpAkQVnDPKIs2YiARIggUgjAGPTrbfeKgsXLnRUPUria1SNQRWFsLqN1XUcBauUjwhxQiixTW3atJEpU6b47cWx18+bN8/IKocOHZRTzhui83/PlTgNu+c0hAJC8CwgpC9NFyV66vaXZeHspdK+fXuZOXOm+DJXxHK223fffVeuvfZa2bNnj9RISpDjdc5ZG42GwufomCoKjUfh8EjZh9sWtpK2kCuzdZoH5uBgGsL65ZvMnTFF5umnn/ZpnllAlRxbb1iZN23aJLB+Q/GpqjR//nzJzs6WAQMGVFURzH0xiR0ehlatWqkFvNwRglVal+JujnDFxx57zLhqocgxVQyBlStXGiWnV69e8te//rVibsJcSYAESCDICUC++Pjjj+XLL7+UBQsWyL59+6oskgGo6tevbwTCPXsL3s1W2fgQsYL36GGRnVGjRgnC2lNSUspcDLwSBFMR7rjjDsO1a5+OZh5Ul17tJUEFbxspU+YbhPiF+3al6YJby81UgU2rt2qERW159tlny6xUAgemH2Aqw+zZs4PmlSwIEauKqBVvjwfmL2FxI39C4ytE4sZLKzt06GD+vBW0svYhhAs/VKxihrlDTBVDAJ0dWCN8avv27cYSYTr8irldxOYKzlBy8EyvXbtW4Ckti8UoYgGy4iRAAmFDAIZDzLtEaBCMmVUVJg2g6Ju//vprMwZCuaiqEHlEr8TFxZm/8jY08oK3DFyfeOIJM58Yc4qxumiiKjnV46vGa1agXLmUcdV4NyDwZ6ZnmlVc7epzmB/ywAMPlEvBQXvhtRV4jqZNmybTp0+XZcuWmWeqoM7lbVH/r8dznJhQEA0Fz1XlpyiV3aPNvGo4K8aOHWsWafCnHBWi5PhTgIo6NzU1VTZu3CgZGRlGMGRoT0WRFtm/f7/AtY3OFfOE8MOEYskUWALwiv7xxx/GG3jo0CH55ZdfjLUusHdhbiRAAiQQOgQQMoS/qkyHDx824x6EQkRuwNAbDgnG4TvvvNN4hl599VX58ccfZcXyFbr6V3aVVS+mmoqtKm/n5lbtQgho4x59epiFMC6++GIJ1LxUTLHA/Bz8VXVCVNb9999v3jOI6RahmMJWyYGgjQbCDwGubCo5Ffd4LlmyRNLS0ozwjTkj8DJQyQk8b3jJEKIBCxsUnhUrVsgpp5zi17uWAl8q5kgCJEACkU0A7+6BZx1KAfrp1q1bhxUQvCoEL37ftm2bMWpWpdds1qxZUrdu3SqX6WDUxQvajznmmLBqa2dlEKGDqSeQoankOMlU8We49latWmVc2JgDg8mJ0IrL8jKsKq5K0N8enR1Wu4HgjYROfsuWLcajQ96BbT50OFDaYS3Ec43VhbAaC0JDmUiABEiABKqGwNy5c82NEUoMo1+4KTmoHMb2Fi1amL+qoVxwVyw6kZycbJSuqixHuN8bIaB4liFzQKbDAl6Y8xVqqWqCGiuY0t69e43FAcIg/uBKhiDOFHgCmCMCYRuckawlq6pX1gt8Tas2RyiTYG0taPa5xtKTGFiZSIAESIAEKp8Axj9EL6BPRl+MKJKqDqWqfAqVc0dMQYBh7/fffzfTESrnrpF5F8hwcBAgLG/37t1G0QlFEmGp5OzYscOE9UDgRkKHg7kMVkAMxYYK1jLjR4D5IVbJwRahVPCkMQWOADocG6pmc4W7HJ09+DORAAmQAAlUPgGs4oq5qBj78IclgPH2eqbAE7ByHBY5st6zwN+FOYIAQtQw/QBROnAUIGwtFFPYKTl25Sm42qzgjUZCLCksAEyBI4B5OIhFtpxtzgilWrp0aZUuH27LEi5buIvB28kan7FsKiyHTCRAAiRAApVLAEIgDHrWm44++eDBgzTyVUAzwFiNV1XAWA3OiGKAcskUeAKYzw4DqnMaAiJJsJBXqKWwU3LQCBCwne+jQUNBQKQwGNjHc/369UZ5dLLGHcAbLnyGrAWGNzxjq1evds/H8cwVa+szkQAJkAAJVC4BGE4xDtoxEMI3hPF169bRyBfgpoChz0YzQMaAgY9jX4AhH80OCiQ8klbJwfMNGQT7Qi2FnZKDpaPxY7CharZB8B3uN1hZmMpPAJYrzHMqbv12dPT4oTCVnwCsVbCi2IHUmSMGVXgpGR7opMLPJEACJFCxBDD2IVwbRij0wzahn4aRD0I4U+AIQJmEsdoK3pAxMDEeXgemwBGAbAcvDkICnQnfQ1HOCDslB94ab4I3Oh5rdXE2HD+XjQA0eixhDK7g7ckcLmVo/taNX7a78CoQgBID5d1TcbdsMScHgy0TCZAACZBA5RBAv2vfW+a8I/ppu/iRcz8/l52ADQu0Cg5yguyBeSKc/1R2rt6uhKwBrk7WOA/fscKrp6znLY9g2hdWSg6EPm/eA9sosLbMnj07mPiHbFnwIkp0PFBmatSoIXjjL/iDMX4M2GIBCPxgmMpHAB5I8MRzbJVKLDrQqlUrwxzc4emhl7J8nHk1CZAACfhKAIYlKDPomz0T9kEWsbKH53F+948AwtRgwMb4ZxMYQwbBi8itwc8e47bsBOCtAW9Poyp425DBsude+VeGlZIDdyZcxGgMZ+eSkJDgnqyGpR7xsi6mshNAx4IOHIs71KxZUy644AJp3LixiUXG9+OOO860wf79+7nYQ9kxmyvhikeng+cZLx7DO3HQoaMDGjFihPsFXQiPoEWrnLB5OQmQAAn4QAChUlhVzcoZnkI2+mdEOmCsZCo/ASw4gLEQsp0zxcbGmtCqUJwr4qxHsHwGYzzXnl4cWz48z/DmhFIKKyUHCw7AhYwOp0mTJoIfADwNffr0ka5du5rPWAqPSw+W7xGFZwFCdZ06deSKK66QXr16uTt7dEJDhgwxwjdiOBGyhphlprIRwECJOGS8hOvCCy80ig6eb/zVrl1b/vKXv0i/fv0MY3jX8LwzkQAJkAAJVBwB9MuwamO8Q18MI58zYT9kEXjYmcpHAAolvDWengXkCs5YbIoLEJSPsb0aYWpwBNiIEbsfW7C2rwfBMx8qKWyUHMCHJRuaaMuWLaVv377uDgjC+EUXXSRt27Y1x9HxQNlh8p8ALFfw4qDDgYDdsWNH08nbnGz42nnnnWdC2GCBYRiVpeP/Fi56PNvDhg0zirqzcwFrKD/wpPXv39/EhyN8gokESIAESKDiCMCaDeMT+mAY9Xr27GkMfbCAw9uOhH6bK7qWvw2cIVLO8Q+yiP2O0MH09PTy3yzCc/j111/NMw3FEpEjzZo1M9/tFAQoOpiGEEpyRtgoOXgjK7wLdevWlXPOOcdYVuwPwDbYJZdcIp07dzZvyg3VFxtV9W8Qc2zgGr700kule/fupjjWZW/Lho4fPxAolhgI+H4iS8a/LRR2LEUKBWbUqFFeWWNncnKy8fJA4YQ3h4kESIAESKBiCGC1S4QQQ7444YQTZNy4cYKQeIyD+Ovdu7fZ7zS8VkxJIiNXRI4gNB68YdSDoA3O7dq1M/OBsR/yH8KsmMpOALIalHLIy4iEmjBhgonWsfIz5Auwx3ydUJryETZKDgRpdD7jx4833gV0MJ7pmGOOkSuvvFJat25tfhAQxpl8J4COBSt9jR071oSolXZlp06dZPTo0eaHg2uZ/COwceNGadiwoXmm4T62Sru3XKDoQImHh42eM2+EuI8ESIAEyk8Ahid4F4YPH26MS1gExsoSGOeg8Jx99tlGCMe74mjkKztzG/KOuSApKSly4oknuiN0oEwiXL5Ro0bGiwNvjueyx2W/c+RdCS8OlEUoOFdddZV5fiFz4JmGJwdy37HHHuuOhipJHgkmemGh5KCDwXrpI0eOlAEDBpTIF56eyy67zPwoOFmtRFReD7Zp08Y86F4PetmJyfENGjTgBEwvbErahY4FHTueaVivfEm1atUyYW3eYpd9uZ7nkAAJkAAJFE8A/fKcOXNk6NChgpDs+Pj4IifD8o0VRxHJAOMUF4QpgsjnHTCqQqHEVINJkyYZhcYK12gLROZcc801JpQb3jVE8zD5TwDPLKYh1K9f30TpNG3a1Hh0bE5gjmkfcCLgGOTtUFlUIyyUHFiuYU2BQOhLgtA9ZswYo5H6cj7PKSAAVyUmu/uTIHAPHjzYWAP8uS7Sz4XiDoUSy0T7kzDoYoBlIgESIAESCCwBhGtD2EOIWvXq1UvMHHODoQhBycHkeCb/CWDhIvCGYRoeBgjjNkHJQYLQffXVV5voEnhzrBJkz+O2dAKYvoGQQHjGEOnkLYE9vGZYAAmrGIeKQhkWSg4aB3MWfLV4owHxg8G7XZgqngAGAwre/nGGBRDLcTORAAmQAAkEBwGE7SAUDSFpviTMp8TkbQiFTP4RwOp0mIIATw0UmZISxsqJEyea8zCXlcl3AlBeEKaGBYzgMSstIWTt9NNPD5mlpP98s1JpNQvi45i3AC+DvwkdFhMJkAAJkAAJkAAJlEYAsoY/CTIGVsaE4A3PQ1nkFH/uF07n4hUgAwcOFMyl9iXBMAil0np4fLmG54iZb4NXrPjjJDjllFNkxowZxvuDKKpgTmGh5LDjCOZHjGUjARIgARIggcgkAK+Pr56fyCTkvdYIvfZVwXHmQHnQSaP0z1DE/VFwkCOmIQwaNMi94Ebpd6m6M8JCyak6fLwzCZAACZAACZAACZAACUQOAXjO8BfsifFawd5CLB8JkAAJkAAJkAAJkAAJkIBfBKjk+IWLJ5MACZAACZAACZAACZAACQQ7ASo5wd5CLB8JkAAJkAAJkAAJkAAJkIBfBKjk+IWLJ3sjgFVQbGwmJv1xkqU3SuXfhwmCWI4bvPFHzuVnyhxIgARIgARIgATCk0DwzxoqB3cI3PavHNnw0qMEjhw5Yl5shjcLY/16u4794cOHZf/+/eaFrNj30EMPmdU68BKv5ORk8xkvRsPbifGdqWQCWLd+48aNgheh7d27V/CyWzAG899++828ARpKTlpamnnXE17QivcQ1apVy7yToV27doIX3jKRAAmQAAmQAAmQQKQSCEklJzMz0wh8EP7wptbly5fLtm3bjNCHNwvv2bPHLHEHQQ/W7xdffFGeeuop8+ZcCIMQCrHefceOHc3bXfEdAiIEcC4/WPBT2Llzp2G7ZMkSWbp0qSxbtkxWrlypAvchSc/IlHzz5uF89++mbv3GUrdePbNu+uYN63S/PabvL4quJokJ8ars1JBWKSnSpUsX6datm1F6IJDjRV/WE+TOMEI+QInBm4MXLVokK1asEPDG87xvf5oqNhmSm5PjYFkYCtqlUIqKkfh4vHg1QZrrC+gs506dOplnHS/ATUxMLHQJv5AACZAACZSPAJY7huEJ8gY97OVjyauDgwBkBSwVjfcO4bkOVdkhZJQcWLYXLFhg3rK6du1aIwiuWbNW0tMPeX8iVOCrV7++aRx4GXKzM72fJ1HSrl1b6dCho77ttY3gba7469GjR8QJ3mvWrDFC9pw5c+SHH36QhQsXFmGWlBArbZskSY2EOEmIi5GE+BipHqtKTLx28FF5oj8H6d6stWRl58rhzByzzTySK7v2Zciu1FTz9+uvv7rzbdkyRU499VQ54YQB0rNnT6P4uA+G6Yddu3YZtuD77bffys8//yw5Rpn5s8LxcdWkRcMkSU6sJYnVlbF+T1DG4B4THaUdjxi2lnN2Tp5kHMmRPWmZslOV/L3698cff8ibb75pMq2nCuiIESPkpJNOkuOOO066d+9uvD9/3pGfSIAEQpEAPL87duxwG/mys7ON5xcvoMRnCCk2vBWCCl7ehy3eEo/3kEBAZ/KNAJiCNQysMLYiugGGVfThiHCAMIg+HeeAMcKLsYUhFawj1ZjnG93Sz8JzbJPzs93HbdkIICoEhm08y3jGsUX0CJ5j9A/p6enyxRdfmD4DjgIo8tgPR0KwR41EaQeo4lLwJXTc69evl08//VSmT5+uHchqDeHZUKigcTHRckyDZOmUUk+aN6optZK0Q6keK3VrVVfhME7iVfjWiDXJyc2Xgxk5kpZ+RA5nZMvBw9mSuu+wrNi4VzZsT5MsFcKdEGrVriPt1cPQt28fOe2002TAgAGmcQvdPEy+4EF+//335b333pMl6hnYumWLu2a1k6tL19YNpWub+tJRGYNzo7o1lG+8xKuCExdTzQjfsdoO1fS7gQ2QuXkCoRsCOLbZyj/t0BHZeyBD1m3dL8s27JXFa3bL0nWpsmPPYTf7xsc0kXaqaI4fP14mTJgQVszxPCPU7Pnnn5dfVMlbvXqtuPJzDetEVRS7tG4gnVvV1219Zd5AGtVXzsnxRsGJ0+c4Vv+gTMaAsyo5JinbHGWdlY1tvhzJyZWD6dmy72CmrN+WJis27ZUla3Yp5z2yeWea6Ckm1aiRLO3btzUv87r22mulVatWZnAuOMr/SaBsBPLz8wXPOQZICHwIt7RhrTA0oa/BYJqXl2eeN4SzWgEQAjc86W3atDFeR3yHQAhLItOfBCBYw8gHr/rixYuN93ez9tl79uyV9EPpOpZlqcEkVwUVNeq5rDfdXh8tcSp0x8XFSnx17VtqJEr9+vWkqXp44e2F8aN9+/bmMwSZSI5qwLMMwQ7PMKIYbCTD9u3bZbeyhpcdCk5OTrYcyTqigD1YR2l/rV71OBXKwTopOcmwRiQDIkjwhnl42lu3bk0l0z6eukX/gT9ENyCiAYI3+hD0Hfv27TMCuH0u0UboP5z9SOPGjQ3fZhrJACWIipADrn6EMRXRI/aZRuTIunXrZPfuPbJH9+OZhmEkMzPLXNimbVtpqIrMIf0tLNffAfruBI3KiYurrgp8nNRR5b1Ro4am38Z0BPQheL6DSaEPOiUHg+CMGTNMiNn0H36QLO3UkaqpXNeuRV05rm0jI3R3a99Qhe760rRhssTowRi1oERD+IP8B83GfMYXTdDjIHznY+vSjf7p55w8CN9ZslKVnaXr98hy/Vu4eqes3bxP9h5Ex4VIqxhJadlCJk6cKGPHjjUdkzkQ4v9t2LBBvvvuO3nsscd0wFyltXEpQ5G2zetK787HyKgT2srgni2kTk11w+uB6Gp6UJWaApZHeQIquCKZrf1ytB2wH22BZNtDOyZI21B8MrNyZM6SbfLJzNXyi27XbN4rmdkFgwV+KFdccYWMHj3a/IAKMgm9/zFHCZ6rxx9/XHl/rx1IwXOV0rimtG9ZT04/sa2M7N9amuv3WGVcDY2APyTzvBZ8NNzxsTTO9tnHtdoh5eTkG0UIig44z1iwWRXNfbJrf8HvqrYKmmefdZZ5vnv37m2svEfvyA0JlEgA9jH0IxC6IXBDKMEW3w9rSGuuCoD+puhquqBGfJxRvDFgQvjGHwbQlJSUiAsFglABxlBqYOz7/PPPZcvWbZKtwsifna+IOnsluYYKHmoEQX9dXRUZGEVi0WdrytOxDkYnGEJyjAFKPb+Z2ZJxtL81J+l/sbFxGj7cRE455RRj4EM/DCNIJHggIEhv3rzZRDN89dVXZnyE8ghFxpkSq0cbj7rha4xPGiasDRCDMVKT4aucj8D4BNb6+dBhFR4LbFpHs4oyXp7WrVuZSAZEMyB0G3NXIynB+AFjtu0/IHyjH0lN3aUKDZ7xwspjXEKyYQRFZ9PGTXIk86AHLn32tf9ooFE8HTp0MMok+g4olXiOIXxHWtq9e7eZeoAIHXhjfvnlV+2fMyQ/r9ADKbWTVCE3/Uc18zyj70D0CLyTLpUnMo9kG6P1EdOPFBiy9x8q/NuIio4x4fID+vd3OwjAHZEkVZWCRsmBlv7KK6/Ihx9+KHPnzjU80FkPPb6lDFRhG4J3r/aNpK4qNUb4gxBnlBdsy4jPyN/6HwTwo395GmK1dN1umb9ip8xdvFWmzdsom3YW/JDgcj799NPlggsukJNPPjkkO35YRu677z7jIcN8JqSWjWvJ+ad0kuH9Wkn3Ng2lnnrHVAvUkfEo4zLiLfUyK5BrOx8+kCkLVqbK7EVb5NUvl8iqTfvM5U3VIjP+vPPk73//u8BKE0rpjTfeMJ6bWbNma7FdxvM1blgHOWdYR+nZsbG0aFK74LlTAcQ80xVVOTznYK2dlktD2parJ23+8h3yzvfL5ZtfNpi7xsTEyvDhw+S6666TUaNGVVRJmG+IE4BiM2/ePCNwY7BcsHBBIe+vrR48622b6VxH9a7XUKGjJrzsCTFSu0a8MUbByHRQBT+Esqala3iEGjzgYd+844Cs3rLfZuPeYr5fDw2xRJjl0KFDTdhlOC9igr75rbfeEggmCNOGB8Gmump4aq8GP3jW2zSrI62b1pGmDWpIneQEDRtWD7sKKghxNZ/xRnL96cPjm5mlXjb9/UP4Bu8DGtmwXT3pm1OVufa3K9Xzu1oNfDv3Hra3MkIhQreHDBkiF110kVptG7mPhcsHCNaW9WK1bO9Ti7ZNjevVMMbU9i0KOLdqWkua1k82z3WCMjZhxIa1eg2MEVBUmVHOYK1/2argHFbW+w9mGdbrNZJhjf6tUtbLN+wxz7y9Vyv16vTSkG3IFpAxkpKS7KGw2iJcGyF9s2fP1rmoi+X3Bb8fnXv6ZzWTE2OlnRpcG9VLkpoalYNnGX1IsobLI7IBCVEi6ZkavZChIYPK+JD2H7s0QmeN9h+I2vFMUHZ69Ogp/fv3k8GDB4eNwdqznvY7DCIfffSRLFLD09IlSwsp6x1a1pWOamRFP9KmaW1p2ihZmihrTDuAwo4tONcwSg7C412Gse070G9nqrKTqn3F1l2HTIQOuOOZXq3Gaog0SPDEYxoC+pCzzz7bhMwXHKm8/6tcyYHL8bPPPpN77rnHdOaoeh0N0xkzqL1cMaabdNCOvI6GSAmsJPpQu+lVFCMIg/gRqXcoWzumrXvT5bu5G+S5jxZqiFWqkUVr1aptBML7779f5/G0raiSBDRfcP7666/ljjvucHNuqd6DK8b2kPEnd5LWOliKdiSiA2CFM/ZWMyiZCMVSy+WmLWny9rfL5YVP/zBhVzgdXob//Oc/ZgDwdnkw7YPCjrI+88wzxr1eQ7mOHtherj67p/Tq1FgSa+vkfx38DOeyKuhl1qx5MgAAQABJREFUrbBRdvS3pIrl/j3pMnP+Jnnmw4Xy0wK1iqnXp5Yq8pddeqncdtttUrdu3bLehdeFGQGEjGDQ/N///ieYC7lrV6qpIX62jesnSfd28LA3UE97AxPaCg9wzUSE60Rrd4pwy2g1CuG5074VzyAMVCp456khBcJKro6KsHofUiPTfg23XKuC4OK1u2WZeteX6Hbzzv36fBb8WJKSa0qL5s2MBfyaa64xll1YG0M9QZCAcvPCCy/IO++8qxZuLOBSMPSB8ZBeLXVcVOu0hg/XUq8NGFevEVfAFFIFmAKR5xaZKHLD3XOLcVUVzhwVChHVcEDDuRHi+sXPa+U7NYDs2HPIPRxg3ur48ecZDzsWMQnlhLAdeMfwPH+q8sc2DY9CiouJkhaNa2skQxs5VT3siGyorcI1lPVYsAYvp1HKV9bGiKrX6jOepco9wreh3M9btkO+nLNOftR+eNf+jAKkGurWq2d3ufLKK2XcuHEmHKvgQOj+jxA0LJQD3ojQ2bBhk+TlFngBoLggqqG7GrHxbHfWCJ3mx+j0A33GoaxDeYSXDH1JFPoPlc1M0r7DpREhUODRf9joEDzDW1MPGsV9iRqs/9DnedWmPdqv/Kn4NG3aTA0m3eSqq64yCjzCM8MhIcTym2++keeee07D4n/TENYCAz3mUndTvqNPaicDezSTJg1q6nNdYHzSydUFfYY1ats+BEDs843P6Lc9+w8812gP7bfTtQ/Zr3+pKjN/q33Hlz+vU4fBLjmkU0WQMA1k+LChgj4bU0AwX60yUpUqOfAqQFF4+umnTRxmE+3IEb4zefzx0lkHTONdcXtsKgOHxz3QqGhETVnq2v/gx9Xy0id/yKyFm42To3nz5nL33Xeb+SPBHPsJywmEbjz4iLlspt4wCNyXqxLZQLV3kyzngm9V9z9wQ2DRH9q+tAx5QXk//NZvslsHAFi2br31VvMjwWp4wZgwAfXGG280829QvjNObCO3TjxB+h/btOBZQqcB1sGQ8GzrM46B4nsdZO9/+Wf5UcPZkNAJ3XvvvWbeTjAUlWWoGgIbdcGXL7/80vQdiN9Gio+L1vljDeR49a4j1HJg9+ZSt3aCjn9H+0v8hp0DJS5yP/L6AZ9xTsF/7g32uAdSnGP6JDEhVr8u3S7fzF0vPy/eJis27JLdaQUx41DKL1YPA+bw9erVK2Tn8CBEZ+rUqfLyyy+bmHmgaNe8jgzRSAaMiYN6NFdLti4QYH6zehB8jABylCcuKE+yAgzyP5r3fvWuz160Tb6es1aFlvVqcDpg7oD5DpMmTTLKDlbGDLWESJFnn31WPvjgQ517UKBYdGvXUEYOaC2n9G1l+up4GPys4nz0OTS8y1tZPPeGtX7A56PPOTwQiBr57Kc1MlP7YOtNQ6gmwrYvvvjikDQ6YRI7wrVfffVVefvtdwrmimm1U1SJwXSDQb1ayOgT26kxu64+2goEzx/+kOwzXvCt4LvZaXdge/Tcoxt3/4FDR2UaBKVs333ICN54jpep4oP52MgeafDgwXKpGvbgrQzF5xl1AOd3333XRI7A+4uUUL2aTjloKcP66uJO/Vobz28UlHTHb7wIY3NlGf6z/YfdKvt8VTxXbtwnX8xeq333OvlZo3Syc12mj8Y0BCjxCIut6FRlSg5iXmEtxtK5SONHdJZ/XXqCdOmg7nDVzI0WUdG19zd/tSocUZfot2p5uXfqXPl12XaTw1k6pwHKGmJqgy0hnhthBhC+kcYN7SD/vnKgdAJneMbQEQRrwg9GvWoLl2yVu174WT6btcaUFD8QLAsebKt6wAILJQwT+xrXTZL7rx0k55/aVSf76oAJ1sGc1It2UJXKV79YIve9OlctuOlm4Qcox1icgCmyCGCC+3//+195/fXX1XNT8LvDM33lWd3NoHmsLpJRG2GtsGqrkhwQAbAkxEe9QHlqBV+qIRG/azgxwlp/WrjFXJWs3p3BgwfJLbfcYhT0krIKpmMQTh599FF5Wr2+1pvQu9MxcvW4njKsT4q00LASUQ9rgde3kvtq9L/grkLRehUKv5y1Vl76bJEsUss4EuY5YAw///zzgwlpsWWBUfWBBx4wyiTm/iIN750iV47tLoN7t5T6GmJp+mk8z5Wdjo51CBNfqnw/UYPqsx9qmKL2w0j9+vUzhsqhGqoZKumnn34yETozZ/5kQqVQxVED2spFp3YxBpI26iUzUTOIaqhoOQSCPbxAKtXv2H7ALH70yYxV8uY3y41HDUyxEASUnauvvjqkFoOA0o5IKETqINXXSJHzR3SSc4d3khO7NVOrlK5Ip6FlFc7Y3N3jP3BX2SJH++1ZC7bIy18slvenrzTee8z/u+iiCea5rsipCFWi5Lz99tty/fXXm/fZIOb17isGykWndZUEdU+axvDgFFRf0WgqeKfqD+Xul2bLVBUKEZ8IKyLierE6TbAkLP93ns5nmTVrljSokyBTrhokE0Z1lUR1vZuwtGApaGnlUCXhsC6N/KyGDP7r2Zlq2c0zVoCHH344aJZB/uCDD0wHiaVFMY/s4cnDpLtauo3wB0EwFBKsPOp6Xrpyp0x+eJr8oN4duJShvEFRZooMAjA8/etf/zKTVFFjxGxfMLKLTDztWGml3gUTVgqlvSqeayusaDecptbvH+ZtkifenS9zFm028ikmuN58880mDCXY5+zAMwYlAZOBkRCqc9vEATKib2t9/YGGz0CnCRbjCEK4Ne3W+PsPflwlD732i2zQ+VPVdRnZiZdcIv/+97+DzuhkCnz0P7wS4aabbjLL6mMXlJu/T+gr/Y9rKjXraPiwVdadF1XFZ32uNT5Ly5MnG7emqSK/VJ5+f756LjPNMtQI9YEhLZjDq7C64hNPPGEUSiiTiepRGNijpdw0oY/004iGpFoJBQJ3ZRhHPNsQfDHOqcKTp9E5a3QO2pPv/S4fq8KDlV7hGTr55OFG8EaIfDAnGKKefPJJefDBB41hFSFpl5x+nFx3bi9po/10NaPcaD8Nj29Vp6Nyc5aGsy1enSr3vDRHwzR1hVktGubrwJg6cuRIdcShgQKbqt2lKbBZlpwbtHtoyrCqYPL1u/ePldN1/k0sKlcVg2bJxS16FM+LljNJFYXTBraT9jqXZcbvm2Xths26asUvpqGCIZQKL0eFm3vatGkmdvu1O8+Q8acfK7FwwVeFpaooSd/3KG94QwboAhSY3wLh+7d5842SDFezv7GdiH0P5I8JMbCXX365WeISnTie6XatdDUReCSDoYPxlTTKqnG5DTVe9xR1cS9fv1fdzbvl+++/l5SUFPP+KF+z4nmhRwBLh0KhxbOMye5Yhv/ac3rKS7efJmcM6WDmSprnuSqEE4vzaP+LPjheB/FOGtb8F/WWttOY/i2ph2Ttpl3meYWihtWVgnXuCCYEI8Tu999/Fwgnl4/pIc/fdqrp4zAPwfTRFW3dtkx92aIs+ldD56X01j7uVA3t2qSGvuXrd8n8+fNNSFLfvn2DUtHBi8Avu+wys3Jao7qJ8o+L+slT/zdCOmqIGlZICzrWR+Wg2jUTZLB6805Sa/wqDftZrc82DJaYSzRo0KCgXJgAijvCtaHkwEs5uGdzeeSmERo9cqK0Vs8NXjtR5bzxLGsfhnl89VXBhRw3RufMIi1Zq/N3Vq+Vjz/+2CiSeGdiME5FwLxfyNHwAkPZ6dGhoTx7y6ky+cI+Uk+VSBP6F0xy3tF+O0bbv6kudHWuLsBUX0OcMedy1dpN8sknn5iVXdGHBHp+ZaUqOT/++KNZNQQrxfRSBeeD+8ZIJ50MFVJeBTsgoNFUKOyi9eim7zXBxMFVazcKlDjEdvq7ZB4Eb6RACN+YVHnhhRPkq6++lPr6wL965+lymgopBUK3uU3o/Qc82jn179ZcaqnwhfjlearoYGlT8PYnYRIkVojC8s71danJ8jDH8pdjxowxSvugHi3kzX+PlmZNdL5QsFhg/QFjz1XOSbpS06j+rWTTjoO66t02s5wqOGMeGlP4EcBAiVCv22+/3bwfBP0z+o0r1CqYpKujGQNUQRcVPJU/2ifAPnZslyYyVoUVrMSElQOXLV9pBs5u3boF3RL0EKDwSoI9+sJerBr6iiqRfz2/tyqV6mGHgBtsnJ0tfpR5PZ3LicWBWh1TW35Xz+/SFWtMSDT6CPSpwZIw9+aGG24wAve5wzvK87eeKueNgrHvqFE1BFg3U0/qWYPb6cpicbJgVaosXLTEKDpYBTOYXuQKYx9WhUP4FFbnun3SCfLY30fIsbrYjlFsgtHgd/R5rqvK76n62ox+nZuYRU9WbUhV+ekr8zJMhAj6a0ityOcfDgL0HzCUgPO/lPOjqkj26KqLgUDuCOZnGmD0OYiuFiV91Wg9UpX4zbpIxNK1qeYF9Og7+vTpE1B8labkYBBFyAusEL07N5Y37hktbTWuOyQVHGcTaAxtG500171tQ5mugvfqdZvMcp+Yp+PPi+wQWobOAaug4Y3U5flRYenihx9+RL3e0TL1jtPkTI3NDGmh28lbx6a+OtF5l7qW56kws3HjRjnjjDP8mpQJSwE4Y74BXtCJF4rZN/g6b+XLZwiFCIXooEsxfvTgWdIS4TyhrODYSquik6DeymEaejd70VZZt0WXO9VQPCyhHoyWLVtsbv0nAA/OlClT5KGHHjJzUq87r5c8p8JgZztvLxiFE89qqtUyURWcgboCGeLQF2lIxLrNu4xyjvftBMsqmBBMMGkfv6UhOun6rSlnSjdV0IJWCPTkbL9r/4AXFPdUr07vjo3ky9nrdN7OVmM8Gj58uAmtsqdWxRbvF8K7yW688SZd1ChHLtYw7RfUU9Yc80AwByTYBUEnNGUdrwrOQA2xa9ekpnyqixOs0HfbwVgMpTIYFB14fiF4YzzG0s9v/edMuWR0N/PeppAYD5UxnonW6hEeN7iDzkiI1onyW9WjvdB4AKFQBsO7ojDf9xIND4UChiXM8UxfpwaSJKz8F2pyhxp0Gui8zjNPaivbNAx2oSrweBcYFB1M/yiP8dn586k0JQfuKCypm6ThRm/cPVq6a+cY8gqOJak/kFa61HVTnZiLZfPWb9hoQiUwkc3XhPhxWPawws6KFSvMIAjvDlYU8+fHBTcm5jshXO1MtbTdoos56KqYodWplwQNg5Oabjsq76+V9YYtqeZHceKJJ/rs5sSPB+88gnKDF89i9RdMroZ7HcqOr7H8CNP4xz9u1hfzZcp91wyWIbrSVMh1NCWx1uca8+Sa6ry593Sy4IoVK817SrDiD1N4EICCg0VTEBON/ub6846XR248WV8sqYNmMIU7+IIbypg+szA0DFJDyK94wfCmVPMbR1/sq6IDDniBHpR5fwxVpRURocNQcNBHD9TV0qZqCHFLtdIbD3tpFwfjcfTFaixq2ayutNQVO/Gi4TXrNpqXl8LI58+4herB0JeamuqXwao4LJgfO3nyZDPh/Tz14Dxz80hJxlzUUHumbQWPPtudWzc07y6ZqQtuLFjwh3lZ+kh9kWhVJoSoYcI+Vghspc/zq2pYHaRRAGYsRLlDKenzjJX1BqsBIk/7Eig6eM8MjBIDBw6s0pdlI0IHst37779vPDgPXTdELj2rh+nzqmRRgUC0qzKO1YUJTtIomLWb95slpxENZV8CHYhbVIqSg84LcZrQ8iedcZxcqQNpVKhpnaXR1t9yh9b1/5+984CTqrr++KGXpXdQZEE6ioAFsCI2VGwoisYeiT1/u8ZujL3GqNEYS+wauwRFUMECCCIIqPTee1s6zP9873LHt4/Z3Znd2TKz53xY3pvX7+/dd+7pVyao637i9CVO+z/ttNOcIJ3fqX4/pTkJcyPulnAqmMf48eOdwoJnB+E7v0EX5k6p6D0a1ZB/KmNvrpOXpSxj98CEl8o462q4RBX1VA3Sij9gdOaZZyY8OII3uMKcsZCANzMvz5w50zEz5onJC28mKOU9kYfzkDIcJs9yOQvh503l38qEWutEeEvUc/bD5IXOE4uglqgAk8oQpPOzYxG84oorNM95h1x5Rjd55PqjnRUzZQdNXpb22QYNa0gfLQc8ipLTMxcKodKnnHJK3DwCoYb522bMmOF4OIneefGC/PoI1yNHEgNWz332kA/V67sHYa2pKnQHG6x4E7a9j1rBPxw+TUMFf3MKJRO3JkIol5Qr511hiMKiWxCv8fz581XovkTnclomp2gI46saQuwUHH3OlCfFqKcK4HXUs/PZyFluzDrkkEMkMzMz7qaBC+McYx9eoMLkQGRlZUn//me6cZBohnfuP9VFWqS0AVu7Cf2vl0YxZFSpJF+Pm6v51j+4vkgOcCLEvFdTp04V8rTpy4XxTqDcUBCGeYOev/k4Gdh/f2dkSCmvZCzwFO/qakztq9NtjNGpAqboFAFzVFdg8lCMzoWlYlFymEQO1zGV1F68/QRhxuaUfzFh5PVFVdDO11otGe9rpY4ZGrZGcmCi1dao084fuR4MjPzxwgmrwiVMtRIEzFghbeSavPjiiy4R9A/Hdcz+CJjcMx1JByyqPn04YposWrpGJ2c92nnPEm1qq1atnAeNgRFc8eYQBgDWzISN8MdAEJ59Gmvsk08+6ayPN2mVnsO0Dn1aeXGCQGq/blY3Q14drLOBr16vE9SdLo0aNQoeYespiAATx6HgMBCTX/GSWmCZcC+lFRz/HpQ/1NZSqr3UYzJIQ6nmLVruPFXHx2H1RhDBoNS0aVMXQvz++++7iQwJuUbRQThMVPgmTI0kYUJMXrrjBJ0qQfMU0snQp6lEe6uQSxUw5jRiwlgqe+Itj5fAlbEPjxeGPopHYL3mGvDfeAREwpDJw/nvf98VJrt+4fYTZc+maaJMRoEsJx001P/7CQtkxvyVbvxCIIzX8ITgOG/ePHn55ZedEo9yybngHA/G0cfQFQyqL774knoWKso7950qPVQxKPUVcoMNyGO9nOZtHaweYU0fcTnX0zTag3DtRHLOMI6gUDJPEHIFWMM7EvkueEQUUyYuJR/nT1ry/OYLDxbl1OkjRyu/rly9koZj1nElpmdpIS/CjCn8UFgqFiXn1VdfFSYo6q+5IReqJyftrN3+LeiLaqa19r9XV/JULU3YsWNH5+L0u/NboqQQPsJHVKtWLafc8BtLCx8HCg85TSg8WAQX6CzNDAKEXvHhsB/BG4GdMoL76SzkaYu1Mh4qiDBX0S+z12hysc5O3bq1rF692imCKIPx/DGTOx4bwiRYB2tv2eJaEyZMcH8wKLYj3DMQzFHF8+mnn5Gd2zbJjef1lL10crO0EA5jdVJtbzlV4j/VSb0Wr1wvh+hEoclgPrFuZduKDwEMIgiEDVUZePnOE6RpI+3DWl0vbUj5cT01rDWsWVU+UA/DJJ1x/bDDDpMWLVQQi4MQUChcgEGJ0FR4AUt4MNEJELw3Pw8PfIjJHAlHvkqtr5f175YeHpwQhuU07KS1KhYffTNNZs9b7JTBRIvCoMzgYffe9cn6zjA4Md8bYyD8Ny+8GReZZJAyxvdddrj07d0+vZRJMFccqqjlu57+ER4/c/Zcl6wd7zx9jF977bWX1K1b1+WsIZsRxTBt2jQXSkm/jydkmzGR8Knly5e5CJ3LNTekHHM6pQvBClXR2VcrOH4xerZMn7PEyQD06XgVSvrq3nvv7eS0L774wsluYI2HGHkND0883ooHHnhAMLbsoR7qf6oXp6GGh7oiJemCNe3Qsae5KjnLdWqA0WoogQdQgbKwOWdaq7JoCUs4FnGIzhKd5bdob1tyV1cG1EVLUw4ePc8xjSFDhrgSfygjWJlw77LcsmWLU2hYx6IKgRWM3P9xTNCy4gVwzsHTQ1gVxQoIcUOhYnJMFBzO6ULVOr1W2pI2jbLS7XWyvHr1GzorCaVCwSZRgmFhpfXKjT/f442yM2LECDfY4vkh/4eYff4a1akq7V256HTGWoVFrdKHZZSSjzAfo9RGAMH7ueeec40YqJbBzngWCvDtlHoUdOA8pVdb6XdkW/lAJ1gkooDY+niJAfbEE090hifCRfDgEn6CQMgEy/BeLI6EZjVu3DjmgIygPnXadBVQarqJJ5VB6+3TkF/ohINtdOw76bA28ux7P7kQJsay4BgWD+7E4+OZeOONN7RowHYnDGLYQ45AUKT6En8omGFCCUWZZM6h87S0uCsyED4oHX7r3HxMvdGz854qgM9yY1M8Xspg0w844AAnfL/99tsuXNuHsVFIB0WTPs2ErxhcYwn1VFND4W/aoIZcc/ZBuzwLadavNTm+rlZeu+G87nLB3YN0EvIXXV4dxo94CUUHHgIRjok3BgWRMHs/PQP9GWUoVlgsciBh8cg2/bQoQlstcpUu3rJYGOKpeu2zydq3NCJKlUH6aWGoyJUcXowXijppzoor36MWtrQlHcA6t2mglpBajrkTppCX4M0gEKTgbz6OWAME23y4BBYrBBYYO5YZGBJV1bDOpuM4GsSKSb1oJwwY3MAgiF+OY/P4AZ5cIxbWnMZ74A9lFKsiDIp3Wl7vzzwLKADprVCqK1nDEWrV0DBTJZQ7o9RGAEF94aLFUjujkpymwpKb2X5L4gaCUo+CjjUZGmp5bp995ENVciieQen4eCzVwbYxfwNWVxQdPOgQBiv+CP1B4ENIQeFh6fP9OI5wlcjOHepZb+hCttOdLx+gJYPxsiM04/HG+JYoX8ZT3LNnT/nuu++i/JeoBkIr+UM45J1QhQmvBPwZIsQN6q4V62potb10pgqU4e3U1Ck5KBvkleJ1TITor3gUSCkAXwijHn94HPCsYUClcEfLli1dCKe/Pp5N3iu5FO0xYDMvXDqShpX2U0PJwyq//jx9mcMlESUHSDCYUqENQzaGb5bIEMgs/DFfFko7/R7FEv7BdwMh3y1YsND5B3p01kqMIZnRHZQu/2nbGtfLUIdII5cLRR8s9UoO2OPFgEiYynbluJ9p+19FbScWKP6IM85NeAaA4D7iNGHWPt+Gzg/jCR4DU/EDBh8OIVp8cOT+cBzWr636UU6Zu0qaauhcWoWfBHuMGkN3qOVwulbkyNq4wWHGx5CXQhk83a+DIYoiFgPycYJYB6+FUomFEesW3hwG72c11Gfdxi0ya8FqTc7XyT+VaaUllSsv69dtdmUeaV+8YRFpiUWaNIqwnjUqyLTbq7bsmY6hD8H3pNbYlhoGUa92VR2LtruS7wjGCHeQ96qzjiED/sqYBT+A4MFsgzcEeQK8wxPbETTx2qBAIaTAJxDCMYxA+7RuqEYoNYikK5+gkYp1J80XqVenhnrY68srWi2U8cyPWRwSD4E1giAYe8zZ5vkzocVYxcndyczMlG7dugkz1Hslp5t6JstXVnkjHQo75AaY2kc7t27gwp2IRKB6rccnt1NibQdjryQGMeZYlHiiRfhD6KZfo/Sg8PgInQM6NE1zwVujRtQIeoCWSv9t3jqnkIABmCPj0U+RIejj8BJ4h98Ghj6Kx+/HoMr+MNYoMxTdIGqkSZMmDmtkO/o/ETrVqlSQrkTo6DeWtqR9upbOF9ZRo2Mo+ICSU1gqck8OHxBWAKzfk2culyMPbFHYZy7d52tHnzhjhXb67MGSiSK9C5LO7ZP7CINAcIa5sB8CK/74ALCsUAaa33wcfEwQAyg5JGj7DKDEKPskNj60Trqd+OWfpy+VI3u01A/CnZaG/5WT7Shzmvu0Ye1qx3gvuOCChNoJtgg1JGCCHe8ChgLW7MNyC2PH2tW1a1cXmoLSCvFOSEyeP2em/DZ7pbTWCWFla5oyH5XlVq/bJLMXrdbiGpXd95wQ0HZwqUOAcKsdO7a7UJPGGm6StsYQkFehoIXmzDVrWEvqamI7IU98356n8i17QRreCwW3uQ27tsEjcvP6so8/lCMGZx/WhkEEat6otpTHu5C1xf1Oy/80PLCFzmieUU2rgdao6YQzj3Oi7QXL3DwTCIjsg39jBUfgJqQN7xHUgsp1GFXTWsmJSKYWVahUqbLDghB2338TwdpjyTcRJvb5qBE8+HgxUeaRO7xHv7Mq7+lO5XUeDtrZYPw6l7uLzADW8Ikgr4CPhLd5bNjusWYZJo81x4EzchxRUOTsEBa7YfU2ydRvK21zfwFE215BJzhtjoFeCeWusFQsSg5aL+7lSTM0zEU1tbQm7bw/aRnpHSooY/FONE6WAcFbqMAJKyIKEZYTEmZRGPljoA0Tx3VUb8MgVZBG/DRfrjzrQKm0+7cUPi01f2u7Fq3Q8DHFGkLp88w43gah2Lz33ntOIIHBgzXhfs2bN3d4Y0Uh9CQWQ6I4RFO1tszSvKhvJ8yXk47SBFewTsv+Xc7l4izWMtLVVXABa6PURgBLOFRdS6SW01BE2ZTtbU/tVuXy9DpwZujAWVVDS3eowoNlNSh4I1R4Cq77bd4bj9DNOudjsY3FF7gux/kQH8r7eiVn4fL1slNx1lzmNOUT2i5t3Pxl62Sj4oMC0qFD+wJ5cuDHnE/YVCycvTEKft2+fXvJzMx0XvZBgwa51zZ/iXrp0jV8yndMlTXmL1mv/XGrG7t8NIffHe8SrAl1YzzMC2uMfngnGRebNWsmJMND9WoWvsxvvM9aYscpRoSle8UGrDyv8Ev/bOHfnn8gs7GOByiWMsp59Gv+vCeHsZZjn3nmWYls3+q+rTZaqj1tFR3ljTu2bJOFy7Pz1OlnhaXdJeXCXjF0Ph8NrmTos1EzZe6iNdkToKVjXo7mwkyaukRG6twMEMwgEULIJgkQlyUfA8I24VHt2rVzXgPv8cntmjArSilT9WvwyJny9ueT5bzTdLKozWkowGg+zCOv/yDLVm90OONtSYSIyyeUAisguKJE4q1BMSWBGPzzIs455phjXPIxpZUv6ruvdCB5W0Po0or0+123ZqPc8fy3ahDX+GtNoKTMq1FqI4DyDi1ZtUE2rNwoNWpqf0/XMAjlFQt0Ru1lq1VJL7dCheKTnRCBUQhiiYEE/sl3zZjF9++9CH4fygseA+YW8uQFE87B4krILLki4Ov5tR8HJs9cpmGfm6S2m0Lhd8XKXystlor1r+rZXrl6gyvScNFFF7miDWHBL6+2giVesHfffTd6mBf+eAcIi4Rpw68R7IP8mm1MJvijGr926vQJ5an/m6ZQo1BO0BwRhGb6HuXgfZ+NApfPClgzGTZzQnnyfZrfYE2IGqGA5IsgdPIOUEDBHo/lL7NXSFvyrdOZVNGg6M56DXEFs169ejm+4fsj+HseAGb8sQ3y/IP99E2q2bEexJnrwC8wYCPzIfv5Sq5Ufm2+V3OZqiHG47RftyFqRHP80pIUl/VZm92koLTP887CtLXIlRwejpJ7KDrEJiOYPn3r8cp49CWlE/NRhrNdhYR7XxzpBG+YLYmT8RKWAZSbORragPeHUDQ6eqJMq3fv3nLsscfIRx99JH9/+0c5WSdDq01ifDq57dUqO0KVuHeG/uaYyfXXX59Q7XpiX0kUZnnGGWc4rAsy8dyVV17pBmJcyk+9O07+eUsf9eYwqKZJx6YtGtf+1H/HOeaKMHHbbbc5YTDefm3HlU4EEFCqZ9SUxWoxW7Jyg7TWKoFpG9qqxieUnCUr1kvTqhulX79+ziuOoJEIoeAMHz7ceXI4D6MUwgyCHwIg5akJb0VgCRIGmHKqQE2cvlyxzsrmx2k1+AVaq5CO/XWxWqO1IqOGVWM8QnlMhFBwGL/w4qDcQBTVQehDCETwIVQ4lueecRcao1MLrNu4VeqgvKcjKc47tFwzpXYhvmfwSZSoRofSTl+GWNJ/CY/Ca3OwThfAtcNGP+QSvJUoORM1Quc0nR4knSmi3XC8fr8bs9Y5z+Ef/vAHp6gkwkOY/8lXScPjS/+FX2A0xDhCzi+FHsL8g4IEzVXRnKJKzqhJi2TAiYkZdFPqvShPXqw8cpKmtkDJiBopFiUHYf3GG290cwW8/vkvcqZ+EIfrbNRpZfXW+N8PBk/WieeyZ8i+6aabnLUw3g5G+APM5LjjjnMDZ7znhY/jA7nnnnucxQCt/4a/fyX/uPFYqapzGKSF8K2WwkWL18qN//haVqlVlHAQ8p4SIbCmZCOT1SXCpML3QDG6++675cwzz5QXP/nZxZHeetHB6aHoIACqFfSDIb/K42+McU2/9dZb3cAWxsF+px4CCIv169WVRQvnu7mmWqdreX/txxQoGT5unmzZHlGe3NhZphP97jHQ4fklEZtz8f4gmGB1RdhDOMmNOKazKkEkxT/x1hh57tYTcjs0tbfrGPPblKU6md9vqthU0FLdhyas4GAweuGFF5wXiPAo+imRDChLFIvI770hlON5mDRjgfxDDU93XHqYZn6nodVbw0zfeP8nFypNni7TGiRKFBN4/fXXXeglXgX6NH0VRZGIBsa33AglB+X9nXfecVEj1/3hQKlJvlma2PdytFsN2L+ox2zsL4vdZr77RBR3ws1Q2lEmwRmjCP0aby9/KJR5EQomE8t/qaW931D5maiRLvtqNIWWEU9HeujV0bJCJxXGMQJvLSwVy2SgPCRWATTZGbPmqKVniRysL6kJyUWpHramsiDlV4eNnCVXPDxEBe/Nrib6XXfdtZtGntfLwrVJZ0/k48nteljc+bCwOqLorNuwVY7r3krK6XOmtKKjiuQqDZ364z2DZPhP81wRhkceeSRhlyYCCZbB/AbM3PANbmcwYGLAH8dlDziV9RkP3b+FKjp6VKoyfGXqKDivD5okVzw0RFav3+zmFrn//vujRS6CGNh66iGAAIkVdvz4CTJ/6Xrpd0QbqV4tDYUUzcOZqFb9qx8fJhs1bPfaa691hpFE3hilckk0RsHBqtqjRw9nIPETi+bnbUdIoTjMxx9/LFPmrJQjdBb1vfaqq6b4VGUQMdBz/C4iD/xnpAwbM1cVk/byj3/8IxqyF+OMHJvw2FAM480333QY9+nTR0455RTnSSA0Ddzj4dfwdazkyBrT56+SXop1U62sl1ahmDqOr1Eh8Brt03PU4AdWRDOEPQA5AA79QMF57bXXnFcSuYNoG+Ymok+jUPpiRqHTcvzEE0FO65wFK6WZFi85qJuOe+kUMUJrtV9H1Khx3RPDZIx6KDGqMgGqD0XNAUiMH+Tvffnll66iI97ek08+2b0vwv9QxuPBmcuiFJHXPmvOfPUN7JQTerbS9408F+OmqbpJjSTDf5gttz//jUZFReSxxx5zUTaFbU6xKTl8ELwoJpqaNnuhfKOJ8Yeg6KQyA0IY1Akp31Nr90V/1Ume1M2GJYRJ9griOi7sywyeT6gcg+vXXw9XS+1CNWbtkJ77NZdK+rwpqVjqB7BGFchL7/tMPhox3Q16Tz75pJx99tnBZhf7OgML8bnM3fDzxEkyfPw8qaXCYtf2TaRiKmKt4WnbNJb9hffHy//pILp2wxZnRWJAJBnSKD0QQGAkYfutt96SmfOXu6TaQw9QISWdBG9CiLdtl6seGeqMPXhvmTCYsSheGj16tMMIQZB8x3POOcfl3CBME6oWL2VmZjrvOrPTT9Xy/qdqGHG1GhpKlepGPg+A8rqhaui7+R/DVQjb4ZLSEZjjJcK1KePPRK19+/Z1OTco4olgzL3o1xhUCUeeOWehzFu8Tk7WeVyqoMCnA9bavh3qDXj45ZHyhsodGOwoHY1iEg+hTFJ2m+JGRNgwSeWAAQOcoZA+nci3gZBOpTWMALMXrZXTtU/XIDQ+HXD2YFarJMM0OuevL36vRTUqusmEfY65PySvJRVy6dtEe+BtAzOf95fXeeF9KEOEtqFUTpyxTJrq3F8H7FP4pPzwfUrstxqjli1dJ5fc/7n2pTVOmSRKxudNFua5KuiF7i7MBRI5lxcME0PRmTprgXyuhQja7FFH2maqW1T1hZTRSnlW1aK3qLvwydd+0NCpr5wHBy2fyeJwQZY04RFC0WGQ+Fo9Ot9pBbBxatHcW/Furn+pg7WCrZar4WPmyMB7/6d9ZpYm9FWXf/7zWUm0ZHRRvROUSYoQUFJznHp0hugM1OPVg7aPJgg2blIzG+vSbnFBYVcv1OifF8jV6pF8/M2xbr4l8sMQhImBN0ovBBDcEXqwNJLD0KxOhnTRSRRT2tvrX5Hy5+1q8fzLMyPk5UETncGHMCgUu3iIsBIEuJlaPRErNxZYYuZ9MnE81wgew2CNkQDhe9qcpTJeC9T0PiBTatXUXCi9V0qTGkY+0RC1i+8d7Ly+hFz/7W9/S0hgxhtG9dBkeNgJ30IgRJCfMme5TJiq0yl020srZ6Y41sqjyXW67enhcv8ro1yXueWWWxIaB4k6WLVqlRx11FHOowDm+Xki8+qbfBPvv/+BzF6wTGYuWCPHahpCNVUMUka+yKtxlcrLGDXGX/rAEFfJFeUbvBNRvFHUwZjvPx5PZF6PQzrDkiVLNK/nR/WWztHaAxE5rGtzKadRFymNt/LquQvXyIDbPpGRkxa4b/epp55KSqgaeBarksMNEZaI+WQm41lzF8sn30yXpXhA2jSWmqqdOiqtTB/lRhm6ZpHKeHVdXnTvIHn+wwmyWS3fxEwyESdxw6WFUHSwHmCdGTVqtFoQl8sn305X51MF6dSqvlTGkgiVRry144tOfrVBPQmP/Ge0XPPYUJmmE3+SzHr//ffJH//4x0IzjezGJ+d/FB2KPhAmiKLz2+xl8qliTQpy273qZVttaVNpsnKpVRBPpAIpy7Uc96OqsF/7+FCZMG2Zc6ODMd6ykvZKJucN2VXCCDDoEvNMMuzUaTNl2I8aZrRnXelIlUB4QqrK3pUqylYNTbvt2RHyqBa6gQYOHChXX311QjwD4Y/EVxKDE7Fwh3H2vwltReBhnp7fZunM6ZqwffSBmTruVS9dfME/cH5LF8lQSUbqpH0X3D3YFbDAyk1oHyHTJUn0a/gWBlV4MXP0HdGtudSurzIGPDjV+rby6c3apx/T/oxXgccn7zfRsHjGKTxd8Yb/5fcOydvhWvTpyTOXuomxj1HlvVoNVSh3FY3I7xqlbr/r12ocVoPquXd+KjNVAMdwTYROSVYWRZ7DOzp9+nSZNPkX+WY8E4RWlP11MtZKeCpTrTomOGuEzkytxogszVQcGDn+/e9/Ow9jsvpFsSs5PDiKAF4PN0Hor1Nc4utQjcVrqJaWphrbWc1bt0oTI1J3mibMyK+agPbsf3+Uqx8dph/1CnUX15TLL79cnnjiiRL9AHLrEHwYeM86dGjvPo6Zs+c7b8iEaUulmio7ezasIVUcQyolYKNI6rwd69Zuki++mym3PDM8qkhSmvXFF1+U/v37JySs5IZNsrcjFOHR8VhPmznXYT30hzlaTHCnq/RTr54OsvpOSlTZQblR5gL9pBb819TSTXz3e19O0byF7S6hmnj66667Ls+E6mTjZ9crfgQIg+il4ZYkxU+bPlOGqoWwufLgDjprfXl4XmlSyvODB96hg/4CDXe487lv5Mm3xyqfKK/KzVXy6KOPJmSxRgHE+ppInkO+j6fXRGnKzMzcpegsVQ/aYlUs8a5rjg5USthw9sPk8b961wlrfeezX3QsHCrzNNQEqz6J7CxLmnh/VCjF+o337LdZS+WrsXOlfkZlaaNGpwrwv1To29oODKuTflsiNz31lfbpHx20yBwPPfTQblXP8sM9mf3Z3wvFFqWWPKiJ05fIb3NXyKEaGl8b5T3VBG8MkYr5oK+nyqUPDpG5Ot9Spn6vTO2RSJiaxybZS3gSnlLKSo8fP16GjZ3jwl9bNq4pe5D6AaUCD1GcsaN9rDLHwPs/kx+1f6MsYyBJtJBUdqNz/7+cuuVLDBJmhibW/957743ObLp/+8Zy5jEd5dzjOkkzQn1cHJsunPWlmB6VwRLmgqap992pMcZDlUG+9fmvKgTMUtdllkMUgfaOO+5w2rXbUMr/48P45z//KY8//rgwTwx0UKemco5ifZZWvGvSCLx3UXHhDdYI/ZC+3vUbNmus8S/yH0169+UxmfDthhtucMpkXhVfsi9SOv4ndA3F9/nnn3fhATxVS511vbdabs89fh/pqfloVVQgc/2Mnd5ynszPEWz5fhzG+t+uQX3N2s1qtZ8j7w79Vb5UJrlq3RYOdDHaJFUSBki4h1HZQYAwiD/96U/yqU4kXFHDH07t1U4evPJI2btFPe03Wj91V98plYjs4tUYEt5U3nHfSyPlN03wR9BlbCHEpCiEu8JgQYL9Nddc40Jc66hH/ZJTu8jN5/WQBmp0coJhacWbMVEFlLkLVssNT34l7389xbEuEqn/9a9/uZzUwuBSFOd++OGHzutBzg900qGt5d7Lj5D92u3yNsFzSxPejl9nj4mbNm2V59+fIA+9Nsrl/GJIYyy88847E1ZwigLb4DV5//Rp5u1prxNW3nJBT7ngxH1duLnr08kc24I3TsY6yo327anq8bvvpe+1QuAUF6FD1NGrr76alFLGyXhMfw1kZ3gbshzrddUxcOUZ3eS6cw+SurVVuYTo06UJcy9T6/KX6Uvl/pdH6TQgv7iugXeRtlBsJNlUokqObwzuN6pkfaID7FIdbCE8Oqf3bif9erWVvZvXk6ZqAa9EzXteHNYBEmST9QI9UyG2kc6uFqoVGkK3SOdVGDVpoVD2eqxavLdoXXoNgJSOHdrJhRde6ITuvEqH+vaVtuVInYwKZQfLC8INlNm0tvRV5n/Cwa1knzaNpFl9rdeeAd5gnUS8o1grzmCts9syV8cMrYTz6bcz5FNN8qMCEdSgQUONHe7tyo9jlUs1wn5AQQKYJEIN8z9AVTXWt1mjWtJr/73cgLtv60bSQBM2a6mVsRxuZwQJMKev+8GXvq7/duvzMA4w9UvORWmkL2s/3pK11c0XwVwo32u+zZDRs53yuEwngeTSlatUlU4dOzjFhuRIy73hDZVNwghCCMxbb73tZlFv0aS23HmJlmg/sp3UI8wHnluaZpGnr6tFfocKgj9r3sWjWuqc8sVU5iGpGmEw0RC14nzzTESMAgYfhrq0bSx3XXKoHK5hVfV0/HM8QPOKSgWp1x+eslznGxqkfPpBzQmZpjy7cuUqWozhbA0hvr9U84558+Y5xeBdzZndpIngCIX91bB3/vE6+aIWicmoownz27TUdEniDQ/He6q8fpF6ED77fqY8p2WimdgUQuC+/fbbnaWbCI3SSHjyEL6plFdRv88LT+os1559kHqG60u5Kpqro+XcdxvDSrIhePQU72Uq6308fLrc++/vZf6ydTqJbEU54/R+rl+XhhzrWBAhX1BxjZBFCqRAhMZffeb+cvzBWp5aPcTiMfdyRKwLFfU25Dzt1zuVT/+moWmvqTz9yqcTZemqLA0Druz4B21o2bJlkTxJqVByfMtwv5HXgjWRj8RTa40TP1Ir/xzSeQ9pr0UKKFfYTC1eFajL7gVBhEAounQ/3Cb3HwwEii513QuEytxWKOBUR5upFirKLjOvwmhVcLYhbCoR1kF+C5NHIgySUJbqBN7EP36m7vzZs2ZFm9NOrbdHH9hSvQ3NBOz3aFhTmkbx3iV874Lb4e3W/QYuo1gDdxBr1hG8VVFcrgL3Ai1biyt47K+L5DOtyjNew+c8NdU68iefdJKcd955CZd79dcobcvFmvDJDN4kwyLckPzpqbEq8Ad2bKJMqZ60alZb9lAFiD7eUAfe2qrYU5a6apUKUkmX5VGCwJb/VODcoXHa5IRR0Wjjpm2yWj1h5LgtVm8jISTT561ywsh4FQI3BerqIwRS75/QP9zDBU2o9m2wZXogwMD50ksvuVysyZMnu0Ydpd7HAcd0kGN76FwlanDKVsCVDwQ/+eJsPnxbB80tmq83QuPSPx4xTV7/bLKsU4W+vFY7PEv5M8oD83iUdmLm+AcffNDNDbNs2bJdeLeQP568nxx1UKY0YpoFBG+MTcWNN3wGYVpD0xZpUvlgLRT0ioa2fv/zQveclIm+8cYbXH5kacfZPx88mNK0Y8aMcZsqadtOU69l/6PauRCrJmrsc4QyXxyCYQBj5j0Zr/mQeNdf1zn3ftYqWlDNmrXk4osvcn06FSpcYrRGGXvvvfe12+6QRhq29oc+naSfGksOVhmuPIoFfdrLaq6Vxfifx1z5yJRZy+Xz72bJO8N+jUaOUJwE48ill15a6jzAsVBi0lwS9YkaQc6A9tSonLOP7Sgn69QAXTXfPYPQQfp0Mp0DsR7Gb3PyXraxdZ3KI2NVpv5U8+//87/JskZlFKiD5s1dpyX9/1jE+dWlSsnx+MyfP98VJmACJRIHV6xUgZApZ5VqVqsoDfWFNdBKQM30RXbU2PG2zetKE/U81FHrTHXN58ioWsnlP1SprJYDRgb9mJhcKEuZyAYdCDep92CRJlqTUDZ17kqZq7Xml+v8K8zBsmxN9gvgXlU0/nEfLXt9kgrclFpk0CxMJRKuWRppzpw5zhLwySefaMnpr9W7A3PdHe8WOgB00ophHTLrSV3Nn6pRvYoQapGh1VTqKfbZuk052aAa+7qsLVppZ4us1+X6jdtk1sLVMnnWCjd3wYrVG1WL36D7t0bhQGmk4gvVvMghIpY6HYmJSAmbYPb0b775xk0QNm/+AtmxfVuO5mZUreD6MxOsVVTBrbIKdRV1QK6ulhlkvIj+UT1qs1rGtqqSvo11+vfGLbJSS23v0s2j16yiHpuuXbu4nCGq7oEvLmJCeowMgTACDJYPP/ywi5Feu3at240CfqJ6e8/ScOIubRtpX6wo5TTJ3yndYWNT+IIF+U3fpHsiaLPUQXqrGklmKd8ePHKGvP/VVPlBDVGM2xXU8nrggQc4QRB+XVot3bnBQE4Uic1UMvR4t1c+26fn3nLKYW3UCNJU5zHahTcXSTbeYA1j2YV5RHlKlvJxDH4ffzND/qdFVKbNX+0en1BWQloRBEtToZ3csA1vx8BERUHi/7/66mutkpo95iNHkK+Dh/24Hq1UrqinlubyqjgjrOkfhGCOsumX2Ruzt7n1Xf/RX7MHxOwNDlcw1p+cr/x6hzJpZJGfdAJVJhEfOXGhhlkuj4YPg+25557rDFFMTZFKRAEe5AmK906cpMYSld8Y07rvs6ecpcL3SVrWu0Gd6oovHkIFBTzp0zlwTUKLfZ9mqdffoSXl12dtc9NqvK75ZF9p2LZPPyDp/corr3TKDZWAU41wDAwaNMjxkenTCc2MKI+uoN6d+tJZo3OO07l1jtBqbI2IivJ9GsMz/dFjT6P57Yj34dd3LWP1a4ex7uca2q+3qUFmqRpZR+hchkPHzNb+vUSjc1Y4R2n58hUcnwbn3lqoqTgKOZRKJcfDyqRea9askR9++MElao4cOUqoO75y1WrZumWTPyy65L2VV8AruL8KFEFTnqJlF/WI7TpAUi51h74I9KVsET56qq6Ul7o6AzgzYnfUxEkm2ELYhtGQ7FUWCMbEAIvwPWTIEMV9jCxV6+KKFStzxRusESgqKvgwiXWa68MEWDBw96dAh78TQv4a6UDZsGF9V92JOEw6PINnIuUZU/2dYDUnfnnixImuwhUWMELali1bror9SvcuNmRt1KIFORWg8hUqa/nI3xXEbBzKa+hZFbX66USnmsBXv349V5Ofuamo6sQcIVR2orqOkSEQDwL0z1nq4UX4/vTTQdo3p7jTVNeWPRvXlj4aEnH0gS2cd71JvepSTw0f5QhxhdCyGfT4g7zwwtKTV2JYQiwZMLkB66qwr1FDyUotQsLEjt9NWCBf/DBHk5uXapSrWiWVGmoFrYNVab/iiitcbmQqeyQZnzCAYJH98MOPZPbsWa6NjGt7NamjQkpL6UsYigri9dWo1EA9vQ5vMEXTA2uPr8Ob3+4S2f85vBVX/RfFGiGH7eoFXrVWDX2anzdNvb9faCEgKp/OW7ImajDBMAKvvuqqq1JSuQkg4VYZp5gQl3lmhg8foeXCEQyzqbIqN+1UOOy+zx5qSK3vwoAa08c1rLi29nEMe3iBKrgwPn1BeCfAFeI90D9V4EPuwAjFRLRMqrxK/xYu3SBT1LhKxbfvJy6QhRoe5Y1SNdRrQ+GaM9XDfv7556d8ZUs8lZ999plTKL/77nvNBV7nIKqpodndtVz9ceodpkgBnof6iq0rOqXYZ/fnXTyEPuz7tecn7ir6n+vToaUT4PVlKP5bFG+MfkQ3jNOy7UNGzVbv7zzB0Jr9aZSTrt26Sr/TTnORI4yRqU7IcGD+n//8x01SvmJ5tkeQdmE0pRrbAR2auLyp1hrSVldxh5/U0H3V1UHgZGiUT/gwS0/0ae2oGEAICcbAumHjVsV3k6zWPN/Z6iz4ZfYKN30GUxKsVYeCpyZNm8mBB+zv8j7JZS9OOaRUKzkeIL+EKTHokkeyYMECV51t2rTpMmfObCcYrlu31iVhbdiQpaWH17sQHFy9y5YtleoZGVKtajWtFpXhQs8QqFFgsGbTsclFoEJIy5YtnbDu71mWl3gdyCmhCh7K5ezZs90gPGPmTFm/bp0rXrBu3XrJ2pglm1VY79Wrl/z666+yUgV0cpXwzrBk8ivCo3ADE9/aTMPR+I0WT0UNo5wIkEgI5itWrHBKPv0eZWjr1q0uzA2lCMWFeU4Io0QJx8MIzuBJ6VTLrcmJqf0qHAKEUuFV//jjj+Ur9fYu0/wdT3U1pJJQS0KICW3F44tVnN8NsdbqYFlLBcOqKghWIa8S6UJlkG06QG5S4W+9DoYoLavXb3JhluR6zNVJHOdruCW5ZPM0rHWh5u15or/36NHDVRk64YQTUiIszT97vEtySMjVGT58uDPwkS/liTDWPTWkda8mGtaqGLdv0UBaN6/johnI66umONdSDzsCjZvygBNV4COKAQ87YassEfSma3j2DPXQEDoM3ouWr8+BNeFRvXsfJccee4zDOxXCpTxOiSwZ33766Sen9IzUnNURI75xMkTwGujfCONYwsnpwbvu+rRWP8vQMGIMfnRtPOwoNVtUCNys/RpvzVpV1hdr9MhiFbbDxHjIRLN42Pfbbz+Xe5OOhlVwRfjGgErZek/ohnjQmmuFMCJy9tQQTfhHS+UjRO3Qj6urUgnWNakEixIE0GoU2KBKDP05S5V0cF66aqPMUWEbo8iCZYq368/rXRqCy6neddPMzEzt08e6KB0MrIyj6UjICkSN/Pjjj9qnR7hQ+XA7ayi2e2i/rldLFXjlGxisiYaif+M9znYUqEFWK6/Cp+HZpHE4BUcNUAsV47UbfldouD5VLbup8sjUKlTF3XfffUus6mJKKTnhl8NvBD8qhSEYso43Ag8Q67xUtsNAYBpU2GG+A7wF/EYAT2XLXyw8inobeK5TBQfBmz9wBm8UTwQglEbwBmMEb5ZgjgDOJG1GhUMAZeeee+5xFlUGRSNDoDgRyMrSfC8NZcMCPnjwYKf4LF6i+V5q6AgShQMJZ8UyiPBXWcPaCLesokuiz7arRRZhcNsuSzdeXyyDhEht3KIW3ABV0uT2BqrQ9+zZwwkm9HsEw1SptBhoSsKrfO8I4ORPMhcJAuJy9axjVAq6aTKqqGCignZlFQQRUsAZIaWKhrdWVv6LRxiPwhYN1wH3bGFFx85N2R4x/2CVKquHSL3ARx7Zy+XqkewO1ukqBPp2B5dEj9DHUXrAndw0QoFW6/asrE1aOvv3kPbgeXmvl9Pw92qSUb2aGqEaCh72du3auZxTlhj80lGxiYUJsgIGUyJG6NPjFOd16zZohI0WJQhQ7YyKapjWPq3eMgwlFXVJv66g/RvFaIcqOSiShGrDR7ar7Ieys07D0dCBoqSRIzXVuN269d4uHB5jbOvWrV2kQzLmv4rep5Sv0KdJBSEyivBYDNK8B3hD1sZNu0WMxNWccpoekpHdr3EWUCKfvk0UFCF/pcHYmvJKTl4vgphyvBE33nhjmWEgeeFRlPsYEJ5++mmnrYO3UdEggEUGnBkYqYRV2sg3zw4AAEAASURBVErjFk2r7aqlFQH464QJE9wf4ZaEW1E+fenSZc4LiVd9+47tu+WcVc+oKRuzssvYl9M47cpaZae6CoC11PvbWIVAFBi8vngs6etYA9Oh2Eth3yMGPYTuKVOmuDBX8EZoXLZ8hTM+oRRhfNqpmEPg3LpNa5k4YXz2rdXCivHJRzXg9W3cuJHDGmsreFPJ0rDOhov/CdsklBBvGoIh0Q1gjsLvDaz0eRcOr4I2ygqTVmNERTkES3AGW6IZCOtOtZyx39FI7hrY4rVkXKNPo0wSxQD/IJJhvYa7YVjdvi2npyD8FBWVf9CvmW6CUO3Grl83drwD/kFOE+GWhvvvyIE92M7RnGzC5DGm4LFnGyFvLClq4AlsMVbTnwk3o4+jnDMvFsZtHAalMcc3bZUctFaq1mzUcpEkSKZCpR3fmVJtiTeHGvlUDYOBEx+PpcQouQgwiL7yyivy/fffO4bChHBYTYwMgdKEAIMjQiADJDH5eHp9uCX8mAEUYZEJob03HQHFC4SERLHdKD4E8KwjgIOrV3LAmfeA8Mg7oJIiQgkYOyVHBRI864Row7ONCo8ARSMYCynKYFQ4BFAa+UOJ9LwDgwr9mmgdCAMf/RlvDIolgjeCOAYS+rWRIQACGlSQnoS1i4+CDwJGb0pO0b1ntH/iPmE2MCWsAqbkJB9vmD3WLpg7zJ5+bUpO8nG2KxYOAQQOYt75i0XE5hMmQUw8grdR4RBAsOMvFuFdgyf37du3TIT3xcKgOLbhdaAsNZ4C8LbQ7MKhTs40f0aGQGER0Ojo9CMs3rg9saqQE0L8eHBekvRrccm2iBhPrLW4KgmVoDgEv42SiwChKQyg4Mwfv61fJxdju1rRIgBP/u6775ynB2+OUdEhQNw9BXowiJBbYlR0CJDgDW/mb6YW5jEyBAyB0oFAWio5VPcivtALg8TOIogbJR8BmDox+Z5QKklu4x0YJRcBcPbKIzgTu4yl1sgQSBUE8PjCm7F4o+Sg9BgVDQKMeYSswSvgHT7Mp2juVnavCq6jRo1y8gZ5DqZQlt2+YC0vfQikpZLDIEo8p0/Khglh1fICYul7Dan7ROCKQoNCCYE5rnvegVHyECBUjQRBvJSeGFAp+GD92iNiy9KMAP0Vize5I4S2EtZKPolR8hEghBiPujf0YXiCLxslHwGUdXLQwJo+Du7kQRkZAoZAySOQdkoOQiBhPIRNecEbqyGFCKiKYpQ8BFAeCQVEAPdYc3XWYfwwfKPkIIDSSGhasDoMgiI4o9AbGQKlHQGUGzyPGELox5TqRXE3Sj4CjIHwBXCGH5OfihfNKPkI4CUjWgSc+fP9PPl3sisaAoZAogiknZIDs0HwRgD0BKOH8bDdKHkIUNGHwdR7zPyV+Y3FFuXHKDkIYB2kDweVHK4MxqNHj07OTewqhkARIgCvwOJN+BREX8YTaZRcBFBoKEqCkQmhG8LbSzEeo+QigOGJYjAeZ/o03snffvstuTeyqxkChkCBEEg7JQePDbkKYWGQgZVYWayHRslBAOYOkw8rOTB8cnUQzI0KjwCKDBZwP5AGr8g2+jWx90aGQGlGIJYyjuJjoT3JfWuMgXh4g4Y++AQKpoWsJRdrigyAt1fcuTpYM/cLBR+MDAFDoGQRSDslJ5gEH4QWQZxKM2ZhCaJS8HUShpmvJcjcg1fDcmhW2iAiBV9HMEGhDAot/moMqOzHcmtkCJRWBMgJIQcnaBCh7+J5tzCq5L41SnSHiwxg9CN8zUK2k4c1YxwFB8IGVfg0/Z1IByNDwBAoWQTSSsmBscdSYnxuCMzIqqwlp8PhpfFVksA9qOyAN7lRDKjmYSg83li7fcy378sIiPzxG08PoZh+X+HvaFcwBJKLwNixY3fjBfRf+m4snp3cu5edq+FBjxWWDdYYppifKFi8pOwgk/yWosSEFXfuAtZ4ccDayBAwBEoWgbRScgjpYZZtL/x5aJkJF0Gc7QjnWFmMCocAoSdgSoGHvffeW9q0aePivrFi+dnK8TBYlbXC4czZVLDzFvA6deo4IYUJFw866CCnXPp+bZbDwmNtV0g+AigyhE/BL2IRPMJC1mIhk/g2vOeEZMMTwgRvxmuGImRUeAQwmOZWAh2jH3zbFMrC42xXMAQKg0BaKTmegTOYInhXrlzZMRnW99tvPyeEY2HBxWxUcASIQSZ8CgbfpUsXufjiiyUjI8NhjYJzxBFHuN9WPangGPszURTxiDFY0ofbt2/v1vHaHHLIIXLGGWcISjyhKAiSRoZAaUOAvAUUGRT1sLeRbewjj9KocAhgcEKwpvBAmMDdYw3/NiocAhSBobgOuIb7NL+JGsGTY/PFFQ5nO9sQKCwCaaPkIHBTjhQG37p1a+nTp4/LYfAM59xzz5V9993X7UdAN2tWwbsOie4MlJ06dZLzzz9fGjVqFGX0KJhdu3aVY445xt0Adz6WXKOCIeAV92bNmkUVGj+wYq3t3bu3nHbaaU7RwbuWm2WxYHe3swyBwiGAck74lA9bxcLtcxjYRx/G8GRFSgqHM2dTWMCHSIFrhw4donl8eH7B27+Pwt+tbF+BPs1cRPDiatWqOeOTRwSjEzhb2W6PiC0NgZJDIG2UHCzZWAQRuPv37y9NmjSJhkcgZNetW1dQdPA8UPkEhcgocQSwFsLgUSQvuugiIXwqOBmlF8BRMgmnIt7eKtoljrM/A+8MAsrpp5/u+jaDpyewRphBoWQ/YZiWWOzRsWVpQIDqixSDwYtAuNSBBx4oNWvWdLwZnozSwz6U+VgeiNLQhlR4BnhBsNrl8ccf7/gv273hqWHDhq4peYUOpkJbS/oZwZNy3BhKUWjOPvtsadeunVN4UOB9H2esNO96Sb8tu39ZRyBtlByUFpjOOeec4wRwLwDyghEMEcRh8gMHDpSOHTsKibBB4bysd4R42w/OCClXXnmlwzPWeWCPQINSiRKEAGOUOAIIiITxnHnmmU45B1f+wuQVnVNOOcWFYsY6JnyO/TYEigMBb/GGHwwYMEB69Ojh+DECIHz4gAMOiOZKWmhPwd8ICiJV1cAZPnDyySe7dXgB4x9GP8ZGDCbk7hFCaFQwBDCoolAyDjLG0achjzX9GqMTCg+GJ/i4kSFgCJQMAmmh5KCsMJjC3Bk0IVzIMBkfDuEFv1q1arkcEs6BWRnFjwCDJWEnCN316tXL98TatWs7wQYPG9Yvo8QQwOPYrVs3OfTQQ92Jvg/Hugr9/Nhjj5V99tnHFd+IdYxtMwSKEwG+eQRvvDV41w8//HDHj30/ZjvCIGFVhKyZMaTgb4eiO0yR0K9fPznxxBPd2Bf0+vIu4A142FGIbGLQgmMNdoQFn3feeXLwwQe7C/k+zQ9wJ1+S/k5ImxU6KjjWdqYhUFgE0kLJIQkQodvngYRBCTIg9uFdQFA3SgwBlEYEkgYNGsR9Ink73bt3dyWQ4z7JDnReRoo40KfBPR7iOJQiFHkjQ6CkESBUB0MS4TzkjkFBXowwiCGEvL6mTZvKuHHjcuwv6edPpfszZxm5eSgxGDzC5HFnf69evZwnwsIDwyjl/xvlhpxUIkJ69uwZ8wSvXCJj4NUhZNtvi3mCbTQEDIEiQyA+6anIbp+cC2OlwopNfKyn6tWrR4VDrISeyfv9KDq48I0SQwDra6JERTDeh1H8CKCwtGzZMlqOO/4zJcecRYmcZ8caAslCAKGOSl8nnHCCHHnkkble1ocRUyWQcGO8vkaJIeCLwBx33HHRMS+3K8C/iXggdNsq2uWGUu7b8ZbhoaG4Tn5EaOBZZ53lclItLzU/tGy/IVA0CCQusRbNcxTqqhQbCBPJrJ4YSMNKDvtiWbz8ObZMLgIFUY6S+wSpdbV4vTep1Sp72rKCAAoLgiAGjnj4LB5IvD5UY9xzzz3LCkxJaScGO8Kj4uUZeHoxClKQh3ExnveTlAdNg4tgGG3VqlXcLaEvE0LPZM7xhHjHfWE70BAwBOJCIC2UnFgthXEzTw4EI0fRCXp6Yp1j2wwBQ8AQMAQKjwBJ2YSqJkKEUVHYhKIEJNAbxYcA+aeJUosWLayaXaKg6fEFiUhAybHQwAKAbacYAklAIC3C1XLDAXexJz9Pg/9tS0PAEDAEDIGiQSBer0Lw7hihKMVrXt8gKkW3Dt7mxSk6fINXNgNrEA1bNwSKD4G0VnKCDDxWuFrxwWx3MgQMAUPAEIgHgSDfjud4O8YQMAQMAUPAEIiFQNoqOQyU3rVMEizFB4wMAUPAEDAEDAFDwBAwBAwBQyD9EUhbJYdXFyw+YPO0pH9nthYaAoaAIWAIGAKGgCFgCBgCIJDWSk4wedWUnKLr8OHwkvDvortz2bpyGNfw77KFhrXWEDAEDAFDwBAwBAyB3BEo0upqVDTLrXxz7o+UvD3BZD/q1FMysySIJFwqvRWVUIoCR0Wikso74t6EBNJO2kiRh5LCGu+dr6pXFO+atoJ3SWANxkGcqdhTUjiDLQniQUNCUeBt1zQEDAFDwBAwBAwBQ6AgCBSJksNM10OGDJFvv/1WfvnlFyeAF5WAn1ejmaOhcePGsm7dOrnssstk1apVRaZo5PYcCMP169d3tfJPPfVUOeKIIyRY9S238+LZzsRk4Dxs2DCZNGmSyzsqCZxRbtq2besmmOOZmAANzIv7WcCaeQwOO+ww6du3b0JzR+SH98yZM+WTTz5xWLPOzNfF3T7ut/fee7s2rlixQi644AI30VxxPwdYcU/eOe+ayQWZq8PIEDAEDAFDwBAwBAyB0oJAUpWclStXykMPPSQvv/yyIISVNC1etFCLD1STrWp9X78+q8QeZ/bs2fLjjz/Kc889J8xK/be//c0pPYV5oHfeeUfuuusuN3leYa6TrHPnz5vr5iHC07Ahq+SKPID1qFGj5IknnpDTTz9d7r//fmnZsmWBm4nX5tlnn5VHHnlE5s+fX+DrJOtEcEZJjkR2yvoNJYcz7UHZ++yzz5wy+dhjj0n37t2T1Uy7TpoigOfPK+V4Xa1cdNG9aLD1WBvORYczVw7iG1wv2rva1Q0BQyA/BMqp9TuS30Hx7F+yZIlccskl8r///c8dvtfeneSgI06WVh26Su26jaVipeyJOeO5VrKO2blTw4p2Zs/o7OZtUOtzcdOmjetl4ewpMn7U5/LzD1/Ktq1bnND9/PPPyzHHHFOgx3nrrbecZwpvSZ36TeTgo0+Xjl0PdeuVKv8+N1CBLl6gkyIaRhVxgnc5KZc983axYx2RDetWy/xZv8qY4R/LlImjZeeO7U7wfuONN5wHpCBNe/DBB50yieem6V5t5LDjBkir9l2kVp0GUqFicfdpxdjhnP3JllSfjkR2yNpVy2Wi9ucRg1+XDevXuPlNXnjhBedFKwjOdk7RIkDY8PTp0+Xzzz+XsWPHOiOU6z9Fe9scV8cAQsVLZn5HEFy/fr2sXr06xzHF9QMFC08kXsiDDjooWokzGfcnjPSnn36SL7/8Un7++WdZu3ZtNk9MxsXjvAZY16hRw2GNosMzMF4UNyFeYJTp2rWr86537tw5aeHEXJsIBiIZMCISqVESxHPUrl3b/XF/jL1ZWVlRBbO4nol3ziS89Gf6dZs2bXIUXyqu57D7GAKlCYGkKDkw9fPPP1/effddqVqthpx+8c3S54zL3LqzJCmTLX71onTAjDgaUeaD5f3nH4bJy4/fIIvmTRdmnP7oo4+kS5cuCT3orFmzpFevXs6rsP8hx8tF1z0qjfdolc1QyzDOgKgqgP4X0fDIrTL6yw/klSdvkrWrlzuGj6KTkZGRENYIhHiDKD9+5Enny3lX3S81a9cv81g7FUtx5qP+bcL38sxfB8qSBbOc0IiRo3Xr1gnhbAcXLQJTp04VPG3vvP22rFPFoqSpccN6UklzFBFKN27aWtKP47zrN910k/Tu3bvQzzJ69Gh59NFH5eOPP9J81B2Fvl5hLsCY26RxQylfobwsX7Zctm7fWZjLFfpcFFvCW2+//XYhlLwwtGzZMocz0REoyyVNlSqWk0YNGzL8yOIlyxiJSpRQcJHJbrvtNmnWrFmJPovd3BAoSQSSouR8+umn0r9/f9kZKScDb/y7HH3axbLdJcKXLFMtSWBj3btylWoyZ/pEeerui2T2lAly+OGHy6BBg5z1Jdbx4W2ETt1zzz1y7733yl6tO8k9z34htes1ct6h8LFl+rcqe5UrV5EJo4fJY385Rz08qwQl55xzzokbFhQbcqiGDh0qXXscKzc/+p7zRu5Q75DR7whUUpxn/PKj/P3OC2Th3GnOWvv+++8nzVr7+51srSAI0H8HDhwoc+fOdad37HKotNuvpzRsupdUqZpR7NZmrN4YfJyOrN9pcXuTMLphBFm7aqnM+G2c/PT957Jty2apVauWPPzww3LppZcWBGZ3zlNPPeX4M8obkQv7HdRbIxn2l/qN9hB4f3ETWGPdh8DZh64V13Nwv62K7crlC+WXH0fIr+O/1fcecZEMYEXeZEFo4cKFToD/6quv3OntOveQTvsfIQ0ba5+uVr0glyz0OSWNNRanLZs3yPIl850xdeav41ybMKL+61//kgMPPLDQbbQLGAKpiEChlRwE74suukhee+016d7rFLn+gTcdDnz0RrsjQDgZzP6Ba0+VrA1rBYGwX79+ux8YY8vSpUvlpJNOcuEml9z4pJw44GodREqmYlyMxyt1m8pXqCgvPnKNfP7eczJgwAAhzC9emjhxohx1VG+1fG+Sa+59RUMCz9BBpGRzYOJ99uI+rrL26bHffuoUyu0qQH7xxRdJsYoXdzvS7X704WOPPVbgG81atJMBl94h+3U/WqpVr6melKrOwp9ubc6vPXg3NOJTjXBbZfOmLDU2jZd3X7hXJv043CnmzzzzjAu7zu864f14ME877TRXZKd9555y7tX3SWbrzk7oButy5blz2SKHtYK9bdsW2bh+rfP6vvXcXTJ3xmRp1KiRvPLKK3L88ccnBAryxjXXXCNPP/20VK9RWy669lE58IiTpHpG2e3THkAUWhT2LA0fHjviU3nvpftl2eJ5Lv8XYypFmIwMgbKGQKELD1AumCpq0GF9ztaBs4Ls0Phvo9gIbFeG31qtez1VaB720YsuhyleJQcLIdXqKmouSOfuR+lAvSX2TWyrQ6C8WhJbtssOB6QgQSJEkYEVK1ZKoz0yNd/pMGeRTOT8snTs9u1bFaPD5cDDT5bvvnhHBg8ebEpOCXcAcsjuvPNOp+C0aL2vXPO312SvVh21/Dm8OWLGEbV84+3toLmM1z3wlvzrwStllIa4Et7Trl27hHLL4MuEYFFevkuPY+SqO/8tdRo00ZzAHapQRcw4olhXy6glB/U6WfZs2V4eu/UcmT31Z7nhhhtcuHbTpk3j/lpGjhzpChtVUAPWhdc8LEedcpGGBWrIo+JsBr/sqpcZterKMacPlOZ7d5SHbuzv8pUwQl9//fXF7s2L+8XagYZAESFQ6MlAsawQH4s7vFmLNoyfRnkggIcLlzoFGSBc7/ESuU+EUVVTqxUFBxhAjXJHoJz2yeo1arkDEPoSIRJHoZo160qtug1ciE0i55elY7EgZtSsI5nt9nPNTqRPlyWcirOtGJ7wqFWpWl3O+/MDktl2XycMZoeKGd9goIIX79i+TWrVrieX/uUZadPpQDeWUZkRhSVeIlx7woQJ0qBJc7nw2kekrio4XBesEb6NskMUKbrTrEVbufrulxxWTDVBGHEihDce3txN81GPOPFcDdXevCvn1XAGR/o0OcBbN2+S9l0OkZPPvdbB++GHH5ZYYYZE3q8dawgkG4FCKzk8EIpOlSrVtZJHoR1DyW5fqbwe3i5CRiCqHiVK1VRwL3vBD4mihFWrfBTngsajV9OQCAu9zB/7ihUVay06AsEPjEoWASp7MVFsZtv9pJ2GT21PUMkv2acv3rtvR9Gp01DDf69yPGPMmDHCfF/xEp5LqEevU7UCY9td3rJ4zy5bx6Ho4Fk89tRLXMM//vhjp7TEgwLGFDw5UHf1ClU0eSNP2PjmiULQTu0qK5aGAg15PrDtNASKAIGkKDnuufRDMkocgYIK34nfyc4wBIoHAevTxYNzXnfBuw5RYKB2nXqagG6KZ1547dCQp3b7Hey87KtWrkio3DLTJ0CEB1WtVs2MInkBrfvoix33P9wdRVhwvF52jE0e60bNMjXPKXniSz6PnJK71aejuUpqEFVjHxj7IhQp2Rh7aEOggAgYlyggcHaaIWAIGAKlFQFCW6EaGm5plD8CCIC1auvcVxUqqUC4LSFvpMfaeectaip/sBUj5hmDyOmNV/jODi/c7pSbSpWqmDKZH9KqFGbUrC3lVckxMgTKKgLW+8vqm7d2GwKGQNoi4L1pfpm2DU1iw6JYFTQqoaDnJbENqXIpj7VfJvzchnVckOHFMTIEyjIC9gWU5bdvbTcEDAFDwBAwBAwBQ8AQMATSEAFTctLwpVqTDAFDwBAwBAwBQ8AQMAQMgbKMgCk5ZfntW9sNAUPAEDAEDAFDwBAwBAyBNETAlJw0fKnWJEPAEDAEDAFDwBAwBAwBQ6AsI2BKTll++9Z2Q8AQMAQMAUPAEDAEDAFDIA0RMCUnDV+qNckQMAQMAUPAEDAEDAFDwBAoywiYklOW37613RAwBAwBQ8AQMAQMAUPAEEhDBEzJScOXak0yBAwBQ8AQMAQMAUPAEDAEyjICpuSU5bdvbTcEDAFDwBAwBAwBQ8AQMATSEAFTctLwpVqTDAFDwBAwBAwBQ8AQMAQMgbKMgCk5ZfntW9sNAUPAEDAEDAFDwBAwBAyBNETAlJw0fKnWJEPAEDAEDAFDwBAwBAwBQ6AsI2BKTll++9Z2Q8AQMAQMAUPAEDAEDAFDIA0RMCUnDV+qNckQMAQMAUPAEDAEDAFDwBAoywiYklOW37613RAwBAwBQ8AQMAQMAUPAEEhDBJKi5JQvX162bt0sO3fuTEOIkt+kyM6IbN2y2V24XLlyCd9g6+aNek7i5yV8oxQ/IRLZ6folzYhEIgm1xh+/RbEuVy4pn0lC90+1g/n0t23d4h7bY5dqbbDnNQQMAUPAEDAEDIH0QaDQ0hsKTs2aNWXH9m2ydtVSk73j6BvbVCFcsXS+OxLs4qUKFSoIfxs3rJNNG9ebmpMPcCjda1YucUdVrVo1n6Nz7q5UqZLbkLV+jWzZnKWKjimVOREK/FJstm7ZJGtXL3MbE8U6cCVbNQQMAUPAEDAEDAFDICkIFFrJqVy5snTp0sU9zE/fD1GTuQmDeb2ZcqoUbsxaJ5PGfO0O69atW16H59hXp04dad26tfNOzJg8VipUzBbEcxxkP3YhUM4p3jN++dH97tq1a0LI7LHHHqq811DBfYXMnjrBsM4DvfLq6UIZBCfI84M8TrFdxYTAtm1bzfAUB9YYMbZv3+o8vomOYN4AsmPHdsM6Dqw5BKwLQvjjI2q8wktfzsx8+UC4q09LJOFIhnwubLsNgZRBIClKzumnn+4a/O3nb8nCuVOkYqXKKQNAcT9oxYqV5afvP5cpP4+UatWqyamnnhr3IzRs2FAOP/xwYq/kmyFvZw/I5mGIiV/5CuVl+ZK5Mvab/7n9Rx99dMzjctuIMtm6dRvJWrdKRn/1oXrQKuqhiYo/uV09vbaXV2xmT58ok3/6RvDi9O7dO70amIKtgbdA69csV2V/Rwq2oHgfmZDUVcsXq/C9TSpXqSIVK/K9x0fVq1d3B25Ys1IF8MTCYuO7Q5odpWx01bJFrlH0U6JB4iXvYd+8cYOx4/xAU5zXrV7uFEL6s1fG8zvN9hsC6YRA/Nwlj1afdtppss8++8hqDQ3610N/dksUHfuofgcNLCpXqSo//zBUXnvqVt0Rkcsvv1zat2//+0H5rCFA9u/fXxhUx48cIqOGvS8VK1exnJEQbuU1pI/8kDeeuUPWr10hhx56qBxxxBGho/L+Wb9+fYc17234/16XST8Ol0rqtbQ+HcStnFP+Vi1fKG8q1tsV81NOOUU6d+4cPMjWSwCBtm3bOpV84dzpsmzRXPNE5vMOGK9+VSV9m4ZdNmvWTOrVq5fPGb/v7tixo/vxmxquNqhRJBGh/ferlJ01PL+TxnzlGtyhQwdnGImn9YRqd+rUyR06S73GhMgb5Y5AhfIVZNaUCc7z1a5dO5dWkPvRtscQSE8E4jdX5dF+PAx33HGHDBw4UH4ZN0L+cdfFcu5V98meLdtL1WoZTggvq8nICMUw402bspxX4eXHr5NVKxY5QfD//u//XI5NHtDutqtXr17St29feffdd+UlvZY6ouWAQ0+QqtVr6OBaoey6pdVqRfjCdg3PWavWq0/eeFJGffmBVFIL1o033piQ0OJBv/TSS+Wjjz6SMWPGyPP3XyF/+svT0naf7lKlarUy3ae18U6A3rZtiyxdNEdefux6mf7LWKlbt65cf/31JuT5DlSCy+OOO04efPBBWTRvmkxWBf2oUy4yoTCX94GXlhDi74b+11m9CSFu2rRpLkfvvhnF/tlnn5Vx3w3WkM2fpdP+h8vOXUU4dj+6bG+pqCHWyxbPldFff+SAOP744+NWchhLiWT48ssvnXf9+P6Xq+GpqntnZRvV3VsPVsgGPwz/2O086KCDHH/e/UjbYgikNwLlVPlImn8dRn/77bfL6tWrpXqN2tL9yFNln26HSc06DZwAnt5Qxm4dMfHLVRCcoB4cl7OkjAdrFFi50LPYp+W5dc6cOXLmmWfK2LFjnbB90OEnSbdD+0id+k12hVXleXpa7qQTY4VdMHuKCivvyrwZk107UXAeeughxUm1oAIQGJ911lkye/ZsVW6qyxHHnyPt9jtYatauVzb7tMIIy9ik4SKzp46X77/4r3oK5kgVDfEBZxR3o9KBwGWXXSbPP/+8NGm+t9zwwJvSqsP++o1kV3UsHU9Y8k+B16V8hUry4X8ekdefvlUyMjLkvffekz59+sT9cFu2bHGGp2HDhkm7zj3l+vvfkPqN93QGl7gvUgYOrKAGp+3btskzfx0o32q4dYsWLWT48OGSmZkZd+snTpwoRx55pMoYa+SP1z8uJwy40uGcRDEm7mcpzQcyVo39ZpA8fusfZOeOrTJo0CBJNGS7NLfPns0QiBeBpCo53HTEiBHOq/Ptt9/G+wxl5jjiiS+++GK55ZZbEmLssQBasGCBu85bb71lpbtjANSoUSO555575JJLLkkovj7GpeTXX3913qDBgwfH2l3mt+27777y17/+NaH8sjIPWjEAMH/+fCGUeNy4cbJHZjs57+r71evbV++MjRdKmn3LXS2V/nO+SFXYqVT5wSsPy+B3nnEVAjHS3XvvvQk3BWPIySefLEuWLJH2agQZeNNTktlmX9mpCfLZySOG9erlS+T1Z26TEYPfVKNIZXn66acdf04E7O3btztjCu8JQ+qlf3lGDjmanGA8F1DZxdknKZXXfv3TqC/kBU0dwAA1YMAAeeWVV5whykFk/xkCZQiBpCs5YLd27VrnUibUB8vLpo0byyzrKa8ehHqa39GjRw+hQEP37t0LLXT7/okF8bvvvnOWRwbZ9evWlVmcwYTkysaNGzsrLAIH8d7Jog0bNsjQoUPlnXfekalTp0pWVlayLp2S1yE/jAp04EzxjETCe1KywSn60CNHjpRzzjlH5s6dqzmB1eRgFQh79u4nTfbcu2zm6agAiNWfxPVpk3+QLz9+WfMWxru3e+GFF8ozzzzjch4L8rr//e9/O2PImjVrpHa9RnLYsWdJt0P6SIMme5Vdr69WQiNPacIPw+QbVW4Wz58hVGS96aabnBGqIPlLRIqcccYZ8tVXX0klzXPt0esUOazP2dJ4j1ZlNpKB/sqUCYTCf/fFO/L9kHfdNBMYoJDDWrVqVZAubecYAimPQJEoOSmPijXAEDAEDIE0QYCcsptvvtmFBvkmUcq+WvX45+jy56X6krBVcsm2bt4UbQpFRvCw4/n1VemiOxNcISzozjvvlPHjsxUnTidMq0rVjASvlAaHg7WGEPtJgmkRIWq33nqry98taAgx10Fp//Of/yyffPIJPx2Rk0pualkl5nPboZ4uTz179pTnnnvOCsF4QGxZJhEwJadMvnZrtCFgCJQlBNavX+8s32+++abz/q5csUJ2qOW3LJLK3hq6U1VatmzpvJD9+vVL6txOy5Ytc8L3Bx984EIF8TyU1ZwRsK5ePcMJ2hTMIXyyTZs2Sel2W7dudV6KDz/8UAiPX0Gf3lF2y6WX1zi1OnXqRqNGTjrpJCs2kJSeZhdJZQRMyUnlt2fPbggYAoZAAghs08TvjRo+XJaFQeDCi0COZI0aRWf537x5s/BHGFFZJrAmvLWwXrLcMLQ+/TsyhP+BM4VgjAwBQ0B5vVqYynKmnvUBQ8AQMAQMAUPAEDAEDAFDwBBIMwSSMhlommFizTEEDAFDwBAwBAwBQ8AQMAQMgRRGwJScFH559uiGgCFgCBgChoAhYAgYAoaAIbA7Aqbk7I6JbTEEDAFDwBAwBAwBQ8AQMAQMgRRGwJScFH559uiGgCFgCBgChoAhYAgYAoaAIbA7Aqbk7I6JbTEEDAFDwBAwBAwBQ8AQMAQMgRRGwJScFH559uiGgCFgCBgChoAhYAgYAoaAIbA7Aqbk7I6JbTEEDAFDwBAwBAwBQ8AQMAQMgRRGwJScFH559uiGgCFgCBgChoAhYAgYAoaAIbA7Aqbk7I6JbYkDge3bt8uqVaviONIOMQQMAUPAEDAEDIFEEcjKypL169cnepodbwgYArsQMCXHukLCCPz0009y0UUXyaOPPprwuXaCIWAIGAKGgCFgCOSOwJYtW+Tdd9+Vk046SSZPnpz7gbbHEDAE8kTAlJw84bGdQQTmzJkj119/vRx99NHy+uuvy7Zt24K7bd0QMAQMAUPAEDAECoHA0KFD5bTTTpOzzjpLMCgaGQKGQMERqFjwU+3MsobA448/Lv/4xz/KWrOtvYaAIWAIGAKGQJEjsHHjRrnllluiyk3FiiaiFTnodoO0RsA8OWn9epPbuJUrVyb3gnY1Q8AQMAQMAUPAEHAI7Nixw3JwrC8YAklEoEyZCZYtWyaTJk2SDRs2yF577SX77beflC+fU89bsWKFjB8/XjZt2uSO6dy5827HxMKf86ZOnSooAjt37pSMjAxp2bKl7L333lKuXLlYp+S5bd68eS4Wl5Cwdu3aSfv27fM8vjh2VqhQIcdtwtjl2Bn4QfIkuIM/5zRv3lz22WcfCV8vcEqhV3kH3HPWrFlSt25d4T3Wq1cvx3U5hnc9f/58qVWrlnTp0mW3Y3KcsOsHRRd413PnzhVipytVqiSNGzeWtm3bSu3atWOdkuc2rHc//vijK+TAM3bt2lVq1qyZ5zm20xAwBAyB0ojAtGnTHH/EC7HvvvvKnnvuudtj/vbbbzJjxgypXLmydOrUKeYxu52kG+Dn/JGMz/UbNGjgxthGjRrFOjzPbSgUP//8s+P/jNfdunWLi//nedFC7qRN4XEx/Du3WyxcuNDhvnbtWjeeIXtkZmbmdnhStiPvgCHvg3EdmSr8vBQoYpz1chdjP2NmfsR59KXly5cLY2716tVde9q0aROXTBa+/qJFi9yzbt261clmPEe8Mkz4WvY7hRCIpBmpchBp3bp19O/uu++O6McVueuuuyItWrSIqBAaqVGjRkSZY+TYY4+N/PDDDw6BdevWRR544IGIKj8RFXjdMQ0bNowcdthhkW+//TZXlDQpMHLOOedE9AOPqDDtzlOG6a7RpEmTyIEHHhh5//33I/qR7naNyy+/PPqcyugj+hFGVDCP/OEPf4g0a9YsooKuu54K0JHjjjsuMnLkyBzXePjhh6Pn0+b+/ftHVHDPcYz/8cILL0SUOUSPP/PMM/2ufJevvPKKO4/n0a4d/atTp47brspBZMyYMbtdRwexyP/93/+5Y1R4d20Be3BVZhh54oknIsrIdjsv3g2qYESuueaaaJv69OkTUUUq8vXXX0eOOuoodx/eBc+pDD/yyCOPRFRpdJf/6quvIocccojrBxxDv1ClNPLggw9GVMGN+QiqrEUeeuihiDLHiA6q7v1wLm2qX79+RAeUyFVXXRVZsGDBbud/8cUXER3wo8+qoX8RZbaRv//975EOHTq4vsO16EOqLLm+SL/1xDUPP/zw6Pk8w/Dhw/3uHEsd5Fzf9t8BfSu3Y3OcaD8MAUPAEIgDgaeffjrKiw444IAI4+CUKVMi/fr1izBewRMZL/bYY4/IjTfeGFEh2F1VBeKIJtNHj2GsZaz705/+FFFhNuadGTv/+9//Rnr27Blp2rSp49We7zKuqBIVGTBggHuG8AWQB4J8k/swRr755puRgw46yPF/nhX+D/9mPGEM8cRzn3766W788Pz01Vdf9btzLFVpilx88cVRXBhz/vOf/+Q4JrcfjGVnnHFGpFWrVhFVAKJjrCoMrn3c+4QTToioQSzHJcBm2LBhkRNPPNFhTTv8eAZWJ598cmTIkCG5ygU5LpbLD1Uq3Xjt2/+vf/3LPQfjKc8blKl69eoV+fLLL92VGC/vu+++6DE8F3JXjx49Ipp3lMvdIq4fXXDBBU6m8nID59JX6FtqBIzwDvxYHrzQddddF8VfDZsRNUZGZs6cGbnkkkscPl6mQgY58sgjHXbB85977rkcchJ9NdZ9OEcLQ7ix2+MC1ps3bw5eztZLAQJSCp4hqY9Ahw4K4qecckrk3HPPzbEtuJ+PlA8OoT+4PbiOQOuVoeDDfv/9904pCh4ba109Oe5jD57LOs/mj69SpUrkpZdecgzBbwsvUZo8A+F8hHkYjD8OQRslKUx8pOH2IczHSygj/h6xljCgsBD94YcfxoUNSuT06dPjfZQcx8FQNDkz+mwoB/fcc49TamI9J9tQZFH4YJi5HaPFFSIMWEGCYV944YW5nhO8FoMxg2uQPvjgg0jVqlWj56PgXnvttdHfwfP9+qWXXppD4erbt2+O4//85z8HbxFdp19Uq1YteixM2AsZ0YNsxRAwBAyBAiKA8dDzKQTRO+64wykJflt4ifHn008/dYJreJ//feqpp0bgs0FCIbn33nsjjKH+uNyWKCljx44Nnu4EXJQgf84xxxwTwTioHpPoNr/PLxFsV69eHb0OgrPfxxI+HIvU65CjfYyL8Y5tjGUYRIP3Ca9jDAsavnhGFEgUofCxwd/qLXPjYlhBitWGWNtQXtWLEr3HlVde6ZS54D2C6yhXn332WQRFJbg9uI4xLyjL+Puqx8cZ+YLH5rZOnwuP02effXb0nuDPWI9BMLdrIDMxXnpCWefZ/PEYSGM9J8eff/750eM4/qabbvKXsWUpQiDtlRxvFeFDh0kg8PkO7Jd0ZL+OtwNh2f/2S5hjkDQ8LaLu7RzHITjjocByjnXIn8uSfTCLIGkFlegx6jaNKiwci7UCpSZ4DdZ5Ds/oUF7wXvhjuMZf//rX4C3c+uzZs3MMQHzEeFniJbwN/h6xljzviBEjopeDKYTbz3kw41gMGcy0clv0/HhXGBiCTA0lwg+GYMd1w8/BMeDE82DNwdoT9lDB0IPt4XkYGINt5xr0Fd5TcBD1xzAwBgmlD6bLfp7R9zmuQ3/TcMQcFjyOQ/H97rvvopfBI+ifnf1YUGN5wu6///4cz4pAYmQIGAKGQLIQYJzxvI6x1fN1xhY8+yg+fj9LxmFv5GG8wKsda3zD0Bck+KYfw/318Pww9uJ599v8MqyAYPRsoREcfj/jgeehRG3A/z1f9sfAn/H0eJo4cWJ0bOYY+D3XDdMbb7wRHX84DsNiWAgPn+N/M5bh4fDPEGuJsO7HfqIABg4cuNvxPDvvwrcxeB28VAUhvCHBMdLjxXvRUHr358ddfz8/vvGbcZLjfB/xx2AMDCq1RNMQXeH3s+R98Y7oL8Frso/nGD16dI4mEQXjz0eR9QoLz488QN/x+/0SD8yaNWui1yEixu9jidEzTEuWLMmhPNG3UZCMSh8Caa/k0ElRbNDW6chYP9C4g52YdT6g559/3h3DcVhIgtYePg7NwYi+QcKPgtYNrDC//vprhFAh/mCMKFX+PlxLyy5Hz2clqOT447B+YP3hg+dDClsLsJJgMfKE29afyxIlCNd3kD7++OMczBdGAFONlzR+OvL2229HDj300Bz3wkXO9nfeecc9K9cj5CDMqBDicdtrzLDDEC8SA13wuc8777yYIX15PWNYyeF6MNtbb73VPQfvgbA0XOTBe7FOCALeFo5BocEKGDwGj5AnGDEhD34/Awgue/oS7wlFA6UmOLDgoQqGDgaVHH8d3iXb6W/88Z7CjBwF0xPeGEIg/PmxlDHw7927d/QYFCVCRIwMAUPAEEgWAkElx/MjDE4Yq+CpCHwYYfw+v0SwJdqAYwiD6t69e45jCP32BP/kd1CAhrdrHojju/BfnastqjxxDxQaru0prORwDILzP//5T8e3OZYwcCI6/DOyvPrqq3OMR4S2+/08T1AJ4l6MuUHPBcfgvY+XCDsjrOzf//63C8nz9+JZMVJxv0GDBkVDpz7//PMcuHA/QgW/+eabyNKlS13kCbJDcEzCu0/YX6IUVnJ4NsIQ8db4sYvxMngvjkEJYdznPXEcfSYoUzH+4bnx9Mknn0SVEs5HuZkwYYJ7n7wn5CIUaI8N9yPKJEhBJccfx1iPDMM1GB95t34fSxTyoAEaj2Nw/8EHH+yeP3gf5L+g0nb88cfvJncFj7f1kkMg7ZUcPn5iJ4OESxvmEezIN9xwQ/AQ1+mDFnqs/sG8E01Wd+FlMF1CpmLl7eDW9ffgOcjDCFJYycFagYcoSDDpoEIAo9La+dFDFi9enMM6wXMGLQpYkoIWHxgDiklBCEXEt4dlLPcsTDR4DIPOqFGjdrsdSgIWQH8siggMLRGKpeSQu4SVyxODB8qYvw9LBrSgwsqxOrlpjmOuuOIKfwkXf8wARD4OMdd/+ctfovv8CgN3MHRw//33jw5IHBNWclA+wgyaQf2yyy7L8Rw333yzv4VTmm677bYc+1EYg8oUWAeVb6xUFqoWhdBWDAFDIAkIhJUcDHrklAYp7P1mzA2Hk5HXERSOyZPwBO9GaMfQw1hKXoX3ZPhjEFyD0RkIzsEQsbCSw70IEw4TY3NwjCA/JnivsDHxj3/8Yw5DIfIA+SL+GrHGmPA9Y/0mpAyvvr8O4VThUHkiOFBo/DEs8RoFn5drk1tKCGDwOMbH3HJOYz0P22IpOS+++GKOwzHqhj1zYBQkFIygJwXlgnHVE0rva6+9Frn99ttdjhWKXJiCYZK0684778xxSFjJwSgYzpFl7A/Kdlxn3Lhx0esggwUN1HiBgjIXMhVyXxBXlFOj0olA2ldX0w9PVODU/vg7qdIgyjxctQ+2KuMTZRK/H6BrnKcKRXSbvj7Rzh39rR+JqGAc/c0Kx1C5Q4VKUWHTVcwKHhA8P7jdr6u3wD2X/81S3a2uahfVtyC1GLlKI+6H/qeMVdTaJWrRcpuUkYjmx7iKNWxQK4qohcTt4z/96EUtE9HfKiCLMhN3XVXEottZoT1gpV4JVwWH30Hi3DCpApVjk1pNRN3wObbxQxUvUeuUe1Z+U50OzNSlzE9RpiMaZucq6LgNu/7jGdSC4q6pTDK4y60rU89RuYVjVfHLcRztp7pekKiEF6QgFvQDteS5v+AxOti4902VIA1VEKqkeQqe77cFlzoYi+ZkBTe5Kny+/X4H96DNXI8/2vfUU09Fy4xqCJuoYhSt6qbWvhzPoYOhqHDhL2dLQ8AQMASSjoCGTbsxM3hhFWiDP12FUPXu5NimHgHH4xk3oeCYAu9m7OEvSIyjHK/Cq6j321U0De4Pj1PBfepdcDw0uI31sIygBrQcz6KFbFyVUxX43anwWY32cNvYoJEioh4Ut4//NOohR8U4KngypsUi2tyxY0eHjyp2jt8HjwvLDWrYFFUOoocgy6gxzFV0jW7UFQ2hElVGZfDgwQ4v9qkhUVQJdFXvqCCrecVuLAmPVzwTsgcySXgf4+kRRxwRvJWrSsd4rNEnbruGsol6UHIco4ZMJ09Q5QxibNNIiOgxjMHhcZh36WUq8ON5g6RKbvDnbuvIHvSxICHTUNGP/uMp2Gdohxp0RRUZtxt5Tos7uKqnbOC3GnP9qe49g5NR6UQg7ZUcPkgYW5DUgyBqSY9uQslRj0P0NyvhDzvHzsAPGJB6Tly5YrVSOcVGw9acAgXDSoRQnMLEcwSVrfBz8Vs9FW6SThQg6KOPPnJKBO3k40Tx8cRHT6lHTzzjhRde6MoXh6/Nhw/zHa5KUyyFwl8juKScpCcwVu+U/7nbUiuxuGv7HWp1iwr0Tz75pLz11lu7vQeeCQZKG9Uq5U+NLsMMjR283yCFGSn7YOjxEGWjKWupXj3hfTNowNg99vFcg2PU2+IU1PDxtC1I4XeiFiY3IPNOIJRfBl6tFOSeAVw80Z+CCq3fbktDwBAwBJKJAApNmFeFeVksvhvvM1CqmLLT8Du1qjveq6FxgjKSCDEmYmAKU1AeYF+4LZyDwUgL17hTUWg0zC2q5AT5LvKGFi/IMe5obqVo+Fj4tu43Y5om0ctdd90Vc394I/JFsN3ILpm5lIrGqAnuXjlDFmC8YlzGsIgREqUn3F6eiZLaGpa1W0losAjjxRgbvAYKaqxn0nDsaHO8shrdsGsFBeuXX35xchVjLH/8RrkIy1Rh2S58rbCizX6eDQUwN6Id6lF0CplXwjQkX7TQj2s3zwNmnjTkUjTvyP+0ZSlDIO2VnHjxDgvC8ZynIWqi7nYnqPMBhgmG6i3x4X3h33xY8Qra4XOxjmGJgulCMFQ+QqwVGiYVtUihLOH1CRPMJmwt8sfktt3vDy5hjJq/Et1E+4MKWnTHrpWwh4G6+FhtYKAwutzuzbviXrFIY35jbc6xDQUjUYLZabiaaOijm98hfD735Xlze67w8QgAsRithryFD83xG6au8b/uHXurH14klBz/3v0JKLQayuF/2tIQMAQMgRJDIB7eHH44eNwzzzwjms+6W2QEx8JH8xorwtdDwI3FY/Pj24zP8F2exQu+RCIQzUHEgSbAR2/FnHYcGySuHxbQg/tpQ7ykYWk5DmWMjTWWcFBYruA+QVmFMSu3cTa37Yzr+clL3DevsT9HAwI/UGJRJLV4kcTy0tBODIr+fYUV6cClXNtjvWvOCSpbwXP8OnPmaZ61ew62aTie88RhNOS9e+J5whEZfp8tSwcCOU3cpeOZUuIpNFFNNEZYNEktyjTwGhHWpEl4TvHB5ek/xngalcixweuhLGB5gLFAWHk0KdCFqmH18oRVh+PCFAyzCu/DpZ3IcwUHsvwGnzBjR4D3TCsvzwiKY24MOPz8sX4n0h7O516afyRatSyq4MDAsYYRKsYATJiexu7Gul3MbQwSsQYKBpD8iJA1whQ9EW4IJoQl+rAPBnPCBXyf8Mfa0hAwBAyBVEAAPv3YY4+JVreKKjiMD5rvIjothOicJi5MLByFUVRtQ+gNTsqNRR+vCKFjTHTticiKsIchLwWH8zzf9tfIaxkeIxhHw2Np8Pzwtb3yAb7JHPuD92Q90XEWT92FGlWiBRuiCg4RJMgseLqQaQgRTIRyU/7yuwbn6bxE0fGT8RVvHbIVYfWeiBzRvFf/05alEIH8zd6l8KFL+pEQejUR0YUt+WfRyjLOAhFkuP/73//87iJfcn+YPm59iDA1QpuIBfakyZQx3cxaMjGan+SP9UtC28Kuab8vvESgZgDy98Sr4+Nvw8fyG+tIkLiXF/y1QluujBsBHjd0Xow9eN3CrhOaFsw14t5gjbXOK3Uovf7ZC3O/eAYGrVbn4tT9MxGj/d5777nQOX9vmC9x8kaGgCFgCKQiAoSjacXTqEELYx65p4R9eUEdY5g3jBV1GxF84fkoN/BpPCrkZmhhgKiXhmPC+b08FyFjWmgo10cM52LmeqDuQMYIGq/g/yhZ4cgIroHXRhP6o5cjH8WHnhPRgBeC82MRYzkKVTxjUqzzE9nGPXSCWReW5s9DedDiFdGQQLbj6UnkeRI51t/XL5GXiN7wCizeOnJggzINilAsb5G/hi1LHgFTcgrwDgirCrqnYWx4b4IKDpcNfgwFuE1CpxCahmLgiwzgwSHp0Mfu8iHGYrII6Shs8VDYxRtktP58EvC0JLP/6ZQDLFthRoDVhnhfTwxaOueM/ylaAcf9RTfEWMnL2xPj8AJvQoEJus4ZxIi5DhKxzvlZ64LHF3adwg1eyWGw1QnzXF6Vv65W/MvXJe+PtaUhYAgYAqUNAQq6oOh4ItldJ0j2P92S3Bg/xuXYUUQ/ULDIF2U8wNipVdly3Ik80Vj5GbEKKOQ4MY8fYeMZERn8+TwbnQrBFQ/SiqC7XUVLOIuWb45u59kwkkEUAiD8Lj8qTNREftf2+zGIho2eJP7r/Dr+ELf0hQ1ybCyiHxQnQnZ5+eWX3R3A+7777ouGKyI74VE0Kt0IWLhaAd4PH32QseIORhAOktZ/j+bI+O2FsSr4a+S1xNXrCaEbD4QnnT/HMUb/uyDLsJsc5om7mwpuhLVBKFLBnBe8WVrm0bn1UQLADWahM2BHLSScR5JjaU2SDzN5LGNBLxJt0knscuQj8a6Dx9DGZBJ5WGAGcS+URl/dB0+XxQknE227liFgCBQ3AvDd4JiJMO8jFXgW+KuW7s1RJYvtwXP4nUzCI8NY6gklzCtiGP0IEQ6Pk/7YeJfB52fMxJPA+OrbTijcgAEDopcDB4ysPswL3FDCCK/CExEknq+gub/B6yR7nTaEx9lgcj/3Q+kdOnRojlsXtWFRS1JHCy/wHhhnPVFBj8JMRqUbAfPkFOD94JUgFMzHZvKBUsIRxkKuBB8jrlcSEj3BuIIWFb89mUs8OVhpqP4VJJgvbvZwnHDwmHjWw+cTIkUSJsyXyiN4N/AoocDgZobAhpLHJBJizcJiQ7nNYPlGclm0Nn4O5Sie5ymuY6gmQ0gEcbkQipvOleNihVFwwUHr++d4HNoJNljLioIIO8CjFMy58vchadKYr0fDloaAIZCKCMB3Ca0icgLSucjkmmuucXwPKzqRADqpZw7hGB4d9Lonu92MpXjJ4flhopollbYKQyhIwfA72oJsQTgbig75n4SlYdDES+MVLARwnov8FWQAKpXqRNg5cn0Yf8kjLo2EbMH7DhLGUaI1iJChnYQuhmWbYOXY4LnJWgd33qkv6hS8LgbdWCGCwWNsveQRSHslByE7FgW3B9eDxwa3s+4tLIRWkQNDPK6vVIKGT6EBmJRP9COmlY/TXydoBeA+fjvrXNtfn99BCh4XfI7gMawjUFM97e67786xC+Ybrmuf44A4f+hs1c6q4S0ueHAorQj17dvXLWm/TljpmCzxq54oAclfmFBwGKgKmj8SxIZrx8IwnmPC5wV/gx1WG5QziPajxBGq4C1JeK9oi/emMDAT6+yVHK4XfI7gurvorv+C92VT+HfwWIpcUN3PW/j8Pga60mit889nS0PAEEhtBMJ8Kfyb1oW3xeJ5HBPcHlzHkIjhDGHeE0I+fygbnItCQP7hwoUL3SEYlhhnKRLgKXjN4LrfzzKeZ/XHY0wk7CvsaUAYJoysMET+K5VSg2Ml7eGPnFXGFwTrzMxMFz1A2DIKDcRYhKcj7O1gX+/evZ3XKzxnHPvioSBuwfXgucHtwfW8jvG4E32gk4c6xcwbgzESo5QFZSrazTQO/jy8e6zTH/6/vTvIiR0Hwjj+5hKIG7CCM7DgHrBlz4IjsEOIHStOwRohcZt3iOEXTT3VWKZnHjS8Tuuz1KTpOInzd+JylctlqV/X75Wvl2HMN+7r/1uDyJzlUck5ODiYBnHqx+b7bhDYO3c1/qusAj46nrb1AhRy/2soar/O6X8D8TztAAAGmklEQVTlkd+LWMniYOa8jOuyUHC8GHw1RV1hUa/yUHj6PB3XpzDZ7/xe5jEpl3y9rL0cPb971/Ed585wbfps4+s6GkrKXU2279fuUVqMMhjZMFROGHTLVB2DOWFBSTIk/NGEX7HxfVY2vxdnrGec/Vb15HzmWVVSN/f394ui2P2jCRX/Gzmh8F5dXf0qi3kyfc0g5XLPrlHlrfP3LVZVVvk2BX3wbI2WQ0pVor10ovkeAiGwbQLay2rHtFezNlVbVnls5RuTPL1dlK+Sc97c3CwjFNrgnnReGREfHh5+3N3dLfJT20o26pBWZ1f77Ngqh++jrHdex1UeW59ZPnmNOJD/fb+yinr5nmx23P9NRqtmI/HupY9SMWaJOMa4Oo6C1LUEyTGPyZpzXO0+kly31xHO/d6d0/9dtsk/5pFPnvrI0/sGJvGLpjcu1K1PxWhnnSL3q99QdaVPVUqe83vGap+6nj2XYz753eMsuQd13aOZysdVnNdK0u4T+OutsZgvOLL7ZZ+WUOfS5HsPLYs7heP09PRfnVauRM/Pz4v7mEbJg6yB6h1Kw96UlIqJr9NrUn1Z5uvion3wfeV+BaWX4ezsbFE25Hl5efnlmuWFNirACiBZ14S1ol50ysi4rokX3Ho8Jty5Jx8+wRUhZTlR+yOymevXsK78Agt8RpFop1+GzFnWuEkZPteoUGRY3Hp4zTpGI8SyxNWAhQZr1iRruHzWhY4gEwACQ/WozjRI4wJgot+YB6TBc8zMnYtVrlak9ty4l3EVbCNXrIisbJ4hjfXJyckyD4mQMXLDRaDKohGseTOeD+6NFCNl8BzNFjNlkeTap6zKQdgp70xgYGwxN66RlSiiQkrXM1W/ZxsCIRAC2yKgDbQQcrV1Y3hl1yGLyC5tF9mok80boCdWee2ztk67eHh4uLThPY923XwTspTnBIORUR7uQuSltthSDpL21TlO32S+fPoD2mRb5SDHdaa7rHec0XAdaMcoi1ETc0T9P0s648IZV/eJwmUOrP7GNpJ5n+Q2+ekaOvkMWu9F86LYPb/1achCc0TdH2WBjBkNYb9bPsz1hdRDyS59oa606gvwdCAjPRM+5PuonOoLcDFTF9ha320M2CQAAS8QozSup79ArpHt7ovMp9jo22BD2Sslj4zFzvUlsnPsl6hfEfJMK6j6Vtb3+lTuyf1a9F1y7tvb20X2Lj/kz04T2DslZ6dpf0PhjIyw7GiQJA0dBcPoStJ+EeCHzc1PkItKJuIa9k8KgRAIgRDYPgGylYLVl4gQDXSMtLb9K+eMf4LA09PTMopU0Vwp0WSubdLuE5ibKXa/3CnhPwSMNLEssHhwj7JgZSk4snAvi4KzH4+LRpaVjjXy58+fizWpKzhGEVn6kkIgBEIgBLZDgOXfaIZ215brl9HySkbde7Sz+j3bdRLgEmiEx2iT0Rtho0vBcUfmH0fBWU/dRslZT11NSypymYU/NcRcCAytVjL8SslJ2g8ChugvLy8XVzaucX1yqju0TkIa3/2o69xFCITAbhDgDkeOMh6Sr9z0GBUrWTTydxbzrOOy3U0Cj4+Pi3skdzgBHyqYkNIyGAv2kLQeAlFy1lNX05KyOvTFN3umi4uLH8fHx/2nfF8xARM1+aXPkno+Pz9frE+z/fktBEIgBELg9wmYV2KeSA8aVGcxF8TyCeMcn9qf7foImAf9npwVFMLc6aT1EIiSs566mpZ0DFQgk0hqLE/WcmGNSNoPAkbmBCzgqlaJZclkXpH+xgmclSfbEAiBEAiBjxEgQ8nUruSYdG9S+/X19acn9n+sVDnqqwjMotCRrUJJW7MofaqvIv81503gga/h+m1nNflcdJqKWMJd6ejoaAmv+W2FyIW+hQAXidfX12WdACG7KT2iAHGV4C+eFAIhEAIhsH0CXNRELBUh1Ii6gD5GzzPfdfus//QZrXFHztZCo+a6iiBrkdWk9RGIkrO+OkuJQyAEQiAEQiAEQiAEQiAENhCIL9MGONkVAiEQAiEQAiEQAiEQAiGwPgJRctZXZylxCIRACIRACIRACIRACITABgJRcjbAya4QCIEQCIEQCIEQCIEQCIH1EYiSs746S4lDIARCIARCIARCIARCIAQ2EIiSswFOdoVACIRACIRACIRACIRACKyPQJSc9dVZShwCIRACIRACIRACIRACIbCBQJScDXCyKwRCIARCIARCIARCIARCYH0EouSsr85S4hAIgRAIgRAIgRAIgRAIgQ0E/gbTNz1w3ik0UwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {
      "image/png": {
       "width": 700
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='images/16_02.png', width=700)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# RNNs for modeling sequences\n",
    "\n",
    "## Understanding the RNN looping mechanism\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "image/png": {
       "width": 700
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='images/16_03.png', width=700)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {
      "image/png": {
       "width": 700
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='images/16_04.png', width=700)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Computing activations in an RNN\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {
      "image/png": {
       "width": 700
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='images/16_05.png', width=700)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {
      "image/png": {
       "width": 700
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='images/16_06.png', width=700)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hidden-recurrence vs. output-recurrence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PDnl7/zPxHvMDx7N3+b5H7up7TR8ZhmxZHkHaQ8azZ6uRFePXAEDQZTaq2/zd6bfrs5zQzhdqHzco0OgpqdrHfzX0erIZAACEqT1DJMasKXMq8rqGn+uO0Qa/RmZKvfr27KDD/Br5cQ41Ds0KDL9m5fYF3S+72LwWpW0A//ElP9KXVqm2ILEJA/BrAiA2evf/uWYB6105rcdzj8juHvyTV8aQwyeV9pCRFzy1MoeYwa8BANSrjQlN566dtLc977WZ5gTanMuK+GkrBqJAPiixQZkAAAJYmLRJtWFrkqqMaINfM6V4vFY06tqvUT9C3oAHS2zwaywy1JY3/VrUnIq8K2KiHG6FG3hDfy9tkcOv8fFQGyH1FvBz62epW+wpv0ZyYK020NmTauayKdqn+l7Th5jBrwEA1KstY+y0kdp77tknwuGCp0NhU5rXtjJ1lAkAAGHSH0/740t+5NBMaZXQyGxc5kUdHOHw9fJDtc96sPEwfo1F1qKUZ6dfi1IFxWZf5tHZGR6fWuPX+GVo2/YNt9h1Wqt/mba5afBtsa5/Sn7pZPUAcfGkuuzyHp71AcmK8WsAILgyG7XQpJcZef+qEF2Qf8tH5JVml8eQYZPNAAAgTO6P624ZqL29m1J+qRcmfYFM566d5M278/71UzKZJqmZkjO/Rn6ox3fB4NdYai1Kn7q49mtWbl+gtoF7cPcKfo2Px+PPTnSYoLrp16gIcfF7LXi9IHHYjWoblGu/5r5H7tI+O/CG/sQMfg0AoF6truR0mLg4XJzU/1JzKvLUx72d1qBMAAABKUz6GbL+dEJ9n+AWa2TMUzKZR91+X8KyrcX6WhvXZyOef8H58mbQrIDxa1T3ItVudumWuTKd1ofEr4ZeLx/RT90H3xarfUpm4/g1No0NZQHLQ0DvwsQmDFC3Xv4tHxk1eUTb/Br9A0pfYuPQr1EJszyXPNLnmKwYvwYAgiizUamqIKmt+36NDNX1xtx7n2wGAABhcv/4HkFmNe33ax6dnXFTyi/V/pcW/Rr92gO7FQLGr5EAULe1cNV0Q0dhA/rdT6oqp2t4mGdPDcOv8c2QVFZrsChMnpPZqrS2DX7N4NtiZ5fPaHHnpqoWdOgQkRXj1wAAmY3ToR1gaa4albQmLWuYUiD5t3zEsCyg9d4XrrtlINkMAADC1NqhhKZjx/P0Hxe5+e2sMUqDRKpEg2S09vu36NfIUJsa5M2gWYHh1yjbJbTzheYToFz4Nfq598xlU/BrbBcbqh+WoD8ZyuN+Ta++PR9/dqIhrpz5NarkZ8Dgq3jC4NcAAOrViiHK4ay7XosbfVXZ8GWX9yCbAQBAmFo7VPsY83trz/lQrfJr1FK5/igZNMvWfk38HYO0t927/8/VB93ZD+UN/w6/xpfjnjFDtHcV3u0HBhfG2X4o1WBYG+qBcP4F5+s/rm8/rO9g7Y5fozygzl078YTBrwEA1KstLfTNbfBb9GtUnt01PIxsBgAAYfLgmoELv0YESz+P0oba9tJav0Y13ffUqUD4NdbJbeLvGORs5uxsB5w6XV7fAJsMxy6xoUwZQ59pF2mtPiRc4OzXdMev0TcfaH8LG7Ji/BoACKLMxsW6Yot+jV7hyGYAABCmNte/tMqvcdjdxuHc2x2/xsV7QLNs6teo/nrJv761tX6Nx+MBv8biy5A+8Gv0T7P298kiK8avAQAbq9cL1c88tTJHxCC/dPLzbz6NXwMAAD4TpqVb5moaJMOdZWT8GoLHe2mDw/mz+36NzPzxa2wXG21IayfPyZQXq6Ecn9DOF+o/bvb+2ubXTCkezxMGvwYAgk695r02U4SkR2R3Q/4a3u0HN6X80mGVeIs1wy36NYnDbvTNL4syAQBYWZief/NpmaiYNahz104iLi7Wk9u2H+qKmCj5XQzDYXfYVvk1A2/oj2bh10gY+PJXxq+xTtm4+/2G2+PXjH9yNE8Y/BoACCL1Wrl9wd3pt6v2eM4YfFvs0i1zXeQl5lxZ32PfobCpfn69+vYkmwEACEJhKnv3ubSsYeoAXWeI1jgst1G+f/fLLvZ7v+Hb70tAs6w2J5+5bIokOQMGX9Ujsru8B/mvxJLEg4uFKE/V17Afyr+xMbt8htwsud3arZdHhISBBEN+6WRb+zXsh8KvAYAgymyWbS1WjRJbRATPvENKneftOlfWWuhLXu7wPG9PnamBMgEA2EiYRBTUObUtEt7tB3Mq8gzfQcRFHcVinq2pr9V2IqzcvsAbfo0ym0ZPSUWzrOPXTF84SZUAOzuH25lrI8GmToJvs18TmzAAv8YvsfHUyhz9X64ZCQxnrodKTeXRZB2/RoJZvca11UhWjF8DAIGT2Uii3H9QdIfW0COyu6HK5rezxqjPGlJh0Uv1KUlnr4iJMng6qp+fp3JclAkAwEbCpKos3bdsZG6j/w75pZPVZw2fev7Np9WnOnY8TzRIRMewbNB+v2beazPVC0T10CyL+DV3p9/uTkRJYIydNtLFpN3cdLZFv0YVaDjrV0KG49XYGDV5RIs14xr3jBli/nK54+aj3P3u1+h/9LKtxTxh8GsAICgyG7UsqWfA4KvGPzlaUpDJczIlkzZrniF30SfEhlR15fYFypFRqFxZn+Oal0w9ns1c8eOIe6++6dNt+47tPdxw8NNTx45/3XCCYAMA8JcwPTo7w6xBV8REycxENGhK8fjb70sw75My7DERoQntfKH2KZEtw48wN8QxeDrt92vUbyFvo7VmEH6Nl4aq/HUTrQRYPyT2nO3X1s+cB97Qf+y0kWlZw/QBqT7721lj8Gt8HBv/M/GeVt16c/2U3E3tU13Dw1wUufTu//OMGWkOLTnVfthNw84dv0b5j5dd3oMnDH4NAARFZrNsa7HZTDEvF+SXTlapsMKw9VftqDJnPCJaqqhYS2fVjiqV8Zg3Unkjm8mMuXPV0McNY3XK9DcmFNcUvrRvVfWn2/adrPuc8AMA8IEwlb37nDz8DeIicy3znia9iDj0ZWITBjibeola6Y+COv+C8+UbetavUdaAefcEsym/+DX6sl99+jHwhv4yhR4w+CqzCdix43mGShn1TeTFBhtOv9fbPIXWVxa31hzEr2nnkFtjXmWUOyg3XW69PCjMCa25fe/MZVPUpww9s/TGioqr9r9td/wa1SzSIw0E8GvwawDABplNxow0g+o4Wwcwpz6Go6BGT0lVtTkO+xmL+ImIFq6ark96RHJc1KP6xq8xj/JhM96auvjD8s0NBz8lFAEAvCRMjz870XXxpsPpk6rBcVjh4nDlWXRHOyBc/tuG/jUtDvmhzqp7mE353q+RW2w2+CRp0W/lfv7Np9XsV9H9sov1KcoL1c+omb+5XYihN0rnrp3Mlcs9Irv78igr/Br9iaX6mnF940UJg5tSfmk+hE4fHhIGXcPDnP1Rq9xV4fAsDo/7NWqF1SNFW/g1+DUAYIPMRp2BqtYfXEiOykcdrifIF2qrVfJfN3fVKjmUfMgHC1Du+zX6sfaBgm2zV//j7d1Nx78iLAEAYfKgMKlzndzZGGtutWaYX6kp+rzXZvqySYra2CtvwFObofBr2jPGThvpjg8oN8uQBZlnwuoF5rKvldsXZMxIk5m/tufl8Wcnqk+p/tk+WIvCr3FtAfe9po/Dv0qzZWO4xeoFDk98kziRx5fc+iEjb548J7P9f/iSOY/Lf1AbDnsJywdV+t3+5jX4Nfg1AGCPzMawGcr1qZOSjhi0zVBSrgrCXTRgcyirzhZUPZ7N3HhZ/+z4+2sKX6qetmRT9sI/jZldObrQfe9mc+7ST7Z+cOZ0M/EJAAiTx1fCXW+MVVWcCv0MWV/U0OZzu9s27nvkLmfbgZlN+cWvMVS+nH/B+eZzLc1N9FQzGod1W+4fyy1Td5Vc+WYzFH6Ni+blzs5RWrplrmFjlKE0T21q89ch9M6a8tyU8ktiBr8GAIIlszGomusNsfrueg7PRJB8SBM/c2c+h0NrN9Cx43m+WQt1pkzNTaf/X+3//ePt3e+9uH5L3rJXR81y7dpUpD7xt0Wvy5cQpQCAMHlwzcDhdlqHbT4drg2oXTA/vuRHHqxzaXFyLj9OK67x7E4r/Jo2b4YytC8xWDDODoEyb2vSt1iS72noY9LiWpRvTvLGr9EP7Y/RmQXj7BAoZ9ualPE3c9kUv/s1klp76iRv/Br8GgCwq1/jek3S7NeYN9Aq+9/QjdjhopaWUZl7Q/o9m2k6/tU/3t69fU752gcKXBg3GyYtkJd9e+Ys4QoACJO31wzMHV7NtZzjnxytferR2Rm+URZVf2HoV8psyl9+zZyKvFblNuoQKIWhGEclP+YtUQ6H2gzlqXk1fk2bHymuS1HUIVAKgy+jnjmJw270r1mjNkN50ATEr8GvAQD7+TWuha3F+hptJUpSH8m5W9wSJTmuvEx+YvubtHlVmRoOfvph+ea3pi525tqsyyjCtQEAhKkNw9AU1vVUxB2/RjvyVsRFf7iyV4f8IPeP7MWv8YFf42acqDE8I9n1ce+S2Gj9+9zpTyRfq61FGc5kwK/xi1/T2mVIc1qrNTBy3d7RB0PrcCyh5aLDF34Nfg0ABGBmY6hFd10zfM+YIa7711h8tFOZvvrsi/dXbHS2W0o+fvD1bbS2AQCEqQ3HKmn07BPRqiayhv41ATbwa9o28ksne9av0X/PFteitEZ+klw565hDtNjLr5n32kztMI37HrnLX48CiSXtPdydfjsxg18DAMGV2Rh68oV2vtDF9vsrYqIML/ZZgwDrKNO3Z84e3XXwzzNXrE6Z7tC1qd3wLrU2AIAwuTPM/SNczHLNL36h+hn8GrIaF+ciu3NIk/mQMjvGFX6NQ7/GdZWT2sKveGplTgA/UvBr8GsAwH6ZjXlZyVkN+cxlUwyv9GUjPQsqU9Pxr3YvqSofNsPs2mx8tKTh4KfEMAAgTK5Hxow0g7I4W0BWq9yKK2KimE2R1TgchlBx3cfacEhZeLcfEC32jY0ekd3d7zesnXqh6NjxPI+ck03MAH4NAGmxF5ehQjtfaG4V/Nz6Wdr5CK6rRoNQmVy4Nn9dWHn6VBORDAAIk7OxdMtcw9RapkzmVsHyMnU2ipubXJhNBbNf4/553qqNq5sVGUSLxWND6/PiznneapNR8FjA+DX4NQBgy8zGXGEu6fLd6bfPLp+xcvuCORV5oyaP6BoeZniN6043waZMzlybtQ8U/OPt3QQzACBMzobIjVmDbr8v4amVOcu2Fi94vSBjRpr8RMNrevaJsNeGXGZTvvRrJG8xJy3mgJGPGDZ627cpEn6NNibPyTTc0F59ezqsmlHHeCnGThuJXwP4NQBguczmhepnDCd0tIi83seN9GyhTE3Hv9pZ/Iq50KZ62pKvG04Q0gCAMJmHTKUMWxhaJLTzhfbqds9sysd+zdItcw3HKWiWjT51mffazP6Dog2v6d3/50SLrWOj7N3nzPXgclvldusra8xmjfx0Fw0cecIAfg0A+DOzmVOR575lI6/04GmCgadMn+8/UjVurrnQpm7nfqIaABAmh71pzBU0Lswa86ZdZlNkNYYxekqqOXg6djxPpu7xdwzq1benduq2IbSc7Z0hWmwUG1OKxzt8dMhNH3xbrASAYRuUFhjTF04KKrMGvwa/BgBsltkseL3AvNBkRnTOfM4lymTg2zNn91e88/KIPINrs3tJFQd+AwDC5LDS09D70yE9+0QEQ2UNfo1HRvwdg9wv2nLYOIlosWls3DNmSKtK9kZNHhFsZg1+DX4NANgvs9EWJSRjNq88aG3Yxj85GmVyn1PHjv955gqDZbNh0oKvPvuC8AYAhMk88ksnyxw7tPOFDp2acfkPBnzPGvwaDw6JluRf3+rOdL1z106S/xAtgRQbaVnDzCVUZiTjzZiRFoRmDX4Nfg0A2NKv0cbK7QtmLpsimbE2Hn924tItc1GmtnHw9W2rU6brLZuXR+R9svUDIhwAECZn0+ynVuaMf3K0pkEykbZjxzRmUxbJaiSfcVE+LFP6Xw29/rn1s4iWwIuNORV5190y0IVrE5swwKYb/IkZ/BoACGq/BmXyLMcPf7Yuo8hQaLO/4h2CHAAQJgZ+jW82fY+ekvqrodf3vaaPNuTfY6eNDACnBr+mxb2W4/IfTBx2o7r1g2+LHTV5hL4DMU8YwK8BANLioFam5qbT2+eUGyybvy6s/PbMWUIdABAmBn4NA7+G+0jM4NcAAOqFMvlNmf7x9u7yYTP0ls2WvGXNTaeJdgBAmBj4NQz8GgYxg18DAKgXyuQ3Pt9/ZO0DBYYOxE3HvyLgAQBhYuDXMPBrGMQMfg0AoF4ok984Wfe5oZ1N1bi5WDYAgDAx8GsY+DUMYga/BgBQL5TJnzQd/2pT9kIsGwBAmBj4NQz8GmKDmMGvAQBbqlfX8DAUxSNj2dZiSylTc9PprU/9EcsGABAmhvU1izk5c29ig5gB/BoA+A+hoaHak3Tl9gWISvvHnIo87XpGR0db5BZ/e+ZsTeFLWDYAgDAxDGPeazO1Sx0VFYXZxwhsd4/YIGbwawDAfkiKpj1JJWlDV9o/pi+cpF3PxMRE69xls2Wz8dESTowCAIQpyMeMxY9qlzohISEwgickJET7jcrefY77G/ArUhjBxAzg1wAEOJKiaU/SR2dnoCvtH2lZw7TrmZ6ebqkbbbZs3pq6WD7InwAAIExBO8blP6hd6rS0tMAInsjISO03WvB6Afc3GFakMIKJGcCvAQhkcnNztSdp/B2D0JX2jytizmUDpaWlVrvX3545Wz1tid6yeffZV/kTALA476/Y+M/3P0KYGB4cq/KeWvXSHPnH4NtitUtdVFQUGMETFxen/Ub5pZO50Z4do6ekWnNFCiOYVUzArwEIWPbs2aM9SUM7X0iBaDvHc+tnaRczJCSkoaHBgre7uen0W1MX6y2bv1ft4K8AwLJ8ULZJ/k5Xp0z/dNs+hInhGbPmmT9oz/+X5vxBrrB2qWtrawMjeDIzM7Xf6J4xQ7jXnh39B0VbdkUKI5hVTMCvAQhYVIHo/0y8B2lpz0gcdqP1yz5Pn2pal1Gk/BqZBx7be5i/AgALcvD1bfo/1aByVxEmb5k1LxbpLftHrh56/nkhAdNsWKiqqtIip1ffntxuD44Xqp/p2PE87drW19djBDMCYBUTvwYA7MGiRYuUgMmzFYFp23hqZY5KZTZu3GjlO36y7vOXR+SpfH3tAwWnjh3nDwHAgn7N6pTp+tn1/op3ECZGu8bSolV3P64PqpnxoxY8PSdgIqexsVG1lS1cNZ077qlx3yN3nStOiY/HCGYEzComfg0A2IDm5uaYmBjtkdp/UDRHKrTtwMLLLu+hXcPk5GTr3/Sjuw7q54FvTCg+c7qZvwUAq/Hptn0Gy2b3kiqEidGu8eq8Vffn6oPqtfQ/HD/8WcAET0pKihY5sQkDuN0eqMl6albpC0917tpJu6rLly/HCGYE0iomfg0A2ICampoO3zP4tlhkplVDJhJqg25oaKhdugB8WL45CCeBALbjs91/1xfEydg+pzwYDndDmLw3fvf7jKKbMvRBJTFWt3N/YESO2vYiyKSR292uUVQo4VE2NOfGy/rL9YyJiWlutvHqDkYwq5j4NQBgVwoLC/WZsTxq0Rt3xvNvPq068Alr1qyx0U2XWZ8+X6eRDYA1+Xz/kYrUJ/R/rTWFLzU3nUaYGG0Yk+dkhna+MDTkgqnX3a8PKhkflm8OjMhRJTYyaSRs2j4WP6MPj6FRcdXV1RjBjIBcxcSvAQAbkJWVpTRMUpzZ5TNQHdcjv3Tyjy/5kbpoxcXF9rrjMt/705jZKhWTfwfDDBDAjpys+/zVUbP0c6e3pi4Ohj9YhMmz86jhGcnqev6iX/+dC18zWDY7i18JgOotmSKGhYUxJ2+/X/PSXY8bSnEDIDwwglnFxK8BALuiDsIUOnY8LzZhAO36HI4Zix/VC1JISEhBQYEd7/ixvYf13TH+tuh1/goArMlXn31RNW6ufu60YdKCpuNfIUwMN8tqul92sbqS0dHR2rr3R5t2GXokvTV1cQDElUwU9XNydr60YWTMSIu7NPrFIZMNxX0BYNlgBLOKiV8DADZOcdSqlDoUc3hGsjyFF7xeELQZz8rtC+TXn75w0t3pt6tNuRrdu3e3dYXwey+u16diR3cd5K8AwJrILPqNCcX6P9iqcXO/+uwLhImZkjPZevzZibffl3Bxj276q5eUlNTY2Kgu77G9h9c+UKCPqz+NmX3i438GktPXf1A0/WXdH0u3zJWw0S7dFT+OePGOyYFX3IcRzComfg0A2JXa2lq199tM1/AwyfyCaqhjEQyIIKWnp9fX19v6dp853axftK8cXchZUQCWRaZJMlnSz51eHTXrZN3nCFOwCVPbZCs8PLy4uNjcMtZcvfXyiLwAsO/1ZRShnS/8n4n3rNy+gNm1a5tv9JRU+YNS1y02Nvbwnv817MeUaAmMIiyDEdy7/88xgoN8FRO/BgBsw549eyQ5Dg0N7QAmRODT09MDpolaw8FP9fXw+1YhtACWtmy2PvVH/dypIvWJz/cfQZjABRdddFF+fv6XX37pIq625C3Tx5Xowv6Kd+weM/pmJZprE3/HoEdnZ8x7bSbejTrNZ05FnlwTuTJyffSXKzU1VSvFajr+lcHRqxxdGABOMUYwq5j4NQBgb0Snq6qqMjMz4+LiIiMj5Vnsl0SzY8eO/fr182OmK9MD+fXj4+Ozs7Orq6ubmpoC7Ea/v2Kjfu4XDE0xAOzLt2fObpu92lAN8dnuvyNMfsTvOuVQthISEnJycmpqatw5hlni6q8LKwOvA7H8+uoUZ6tNyC/rdak1595RUVEVFRX6y3j6VJOhuG/tAwWB4RTbwgju3Lkzq5iAXwMAVnUT3n9/6tSpZ8+e5VJ4CcnD9P0LJGXnmgBYnN1LqgzVEJ9u28dlQafaSe2GdwOvA/H/Z+99gKMq777vPjU3hpswxiFqyp2HO4MpE6ZhiDbabWdH89KoYYg3UUO7L+bFUIOGSdCUiZK77i2hxrqjKQaah6YQJEiQpC50KwEiRCJECBp5IkYacLWhBAyyFoTgLBCR9weHXl5e58/+yTm7Z3e/nznj4Oacs+dc57fXn+/5/RkeHq6vr09LSzPVKnfMmDHZ2dlmW3tTKykGzV2+6oTV6VgvKMUD+w5Gx0/YnEIwn3bquuuuM5UcHMVvMaHXAABAYKxevfqxxx7bv38/msI4Pm7t4hd+sZDEFIBI56OWnYJkc+iNPWgWjFMj5MQHnzhtS4QMxNGRJqmnp8dut2dnZ6elpYXdnyI9Pf3RRx/9t3/7t7A7R9CV5OTkVFdX9/b60Hy/+frS+/VvCN3OJ9u70QMYyueff07dS19fH5oC+AP0GgBASLl48eKCBQtooHr55ZfRGsZBk7DNj9WwGdju59ehTQAwP4fe2CN4Q3zUshPNgnFqhJwZOCnPQBw7MXehYdmyZWQzu3btirgrF5RidDtGs2nTJjKVpqYmNAXwB+g1AICQ8sEHHzz2L5DGzFCO7unlp1+eQ0fRJgBExC9XkGz2r2pFs2CcGiEXznl32lfDgcsgzp8/X1paSgbjcDgi8fo/2d4tdDvvrXBFeqojc3Lp0qVFixaRqdB/0RrAH6DXAABCiuRkLrFhwwY0iKHw2QT3vIjWBiAy+Gz/x3+etZhfO9HvF2snjFMjRDED8bt/2ATTGjn79+9nNnP8+PFIvIWBfQeFbqfTsX7YewEPV18+/PBDZipHjhxBgwCfQK8BAIQO5mQuUV5efv78eTSLoas+/lUqCkUBECmcPNgv5BzZ/fw6rJ0wTo0ceQbi9t+sOn/mHB79SOA1PqESU2R1O3yxAik79YVzyD6rJ/X19cxUXC6UgwC+MVav8Xq97e3tNTU1NNoVFRUVFxdXVVVRL4YgiMiFnmkHR39/f0CH9/T0sGPp3wEde/r0af6rA7Wirq4udixSfIUL3slcIhIjvSMLPmfBgabtaBAAIoUzAyc3zfmdsHaCZINxauSc+OATwZNi82M10ZGBOCxcunRp4cKFzGDo35FbWYzMwDXXwdsGzSLwskcvhoaGSkpKmKk899xzaBPgE6P0GrfbXVxcrJGqPTs7OzSaYnNzs8fjMafwMfIY16amphDfXX9/P/8cq6qqAjqcr3RI/w7o2I6ODv6rGxsbAzo8NTWVHVtUVIQff1jgX0BJBGpCIFD4QlG09vv6wjDaBIBI4exnXwhpYreU1WLthHFKl2U5n5MeGYhHwuHDhwWbiejKYtTDUD/D2wZNHiDn6cL27dsFU/niC5TvBD4wRK+pq6vzs6heXl6ecXJDT0+P1WqlbwnUByQEtLa2pqWl0bUFfYbu7u6w3B30GhA0gpM5w+12o3GMY9h7gY+q6O/oQZsAENFrp9b5S89+hik+xqmRcv7MufbfrEIG4pHT0tIiGAwthSJ95sDnv6ONJhInD/bjWY8QWjcJptLe3o5mAdror9dUVFR8LxDS09N1D4/yeDwlJSVxcXHSV5hKr+nr68vNzWW3H9zdFRcXh+vuoNeAoJE7mUusWrUKjWMo+1e1sinX9ooVaBAAIn3thNfdGKd04ZuvL737h03IQDxC7Ha7YDC0DDl16lSk20anY73ggXV0Ty8ed9B8+umn8r7l5ZdfRssAbXTWaxoaGuSKTFpaGi2PaWFfUVGRm5srd73JzMz0evXMZUUref78ptJrqCn4awviDNSSYbw76DUgaORO5mxac+bMGbSPcZz7/BQ/5frK8yXaBIDIYth7Yffz6/C6G+OUERx6Y488AzGyzPrJ8ePHFW2mra0t0m/tm68v8e97JA+sj1u78NCDo6mpSbFv+eqrr9A4QAM99RpaySckJPAr6uTkZHmO9MHBwcLCQkGyqays1PFKoNcYxwj1mpEAvSaiUXMyl9iyZQuayFD4l/Pube+iQQCIxLXTnhc3IOEIxikjkJeQb52/FD5c/kCGoWgwdrs9Om7woPNtwQMLtQv07V727duH9gEa6KnXCEpEcnKyRrivIDrEx8frGBUFvcY4oNeA4FBzMpdYtGhR5BZTiLj51k77ajQIABGK/HU3IhQwTumCPAOx07bkxAefwDC0cTgcajZz+PDh6LjHv7+1X/DAQtBcoOzdu1fNTpAWAGijm14zNDQkBDr5zJ9ksVj4/aurq9mfPB5PEYdiJamKigq2Q0NDg/Qh7Un/KyXiZRQUFEi7sSrOtL9wLH1jZWVlenq6dEhGRgadXzEXMp2EvzZ5ZWjh4js7O1mHTv8rpRnmhQMJf/IuS3eXmZmpfXc8bW1thYWF7L4SEhKo2e12e9DqmKJe09PTQ9+SnJxMn8TFxWVlZdXW1irGuEmNIKFWHqujo4NuKikpSRLy6Gk2NjYODw/7o9cMDAzQg2P3S63NnqNPvYa+orm5OTc3NzExUdqNDqH7ou9VvE56suxe6FukD1tbW/Pz86UzSBdfV1dHZ0Zfo+ZkHh3FFMzP2c++YNOslof+ByWBAYhcPmrZiRyxGKeMQDEDMVwyNTh16pSGwQT6ZtHMHO8+JHhg7X5+HeYS/lNTU6NmJwsWLLh48SKaCBiu19BCl19L04rd5yFOp5M/xGKxaIsCAorLb8H3RIAtvHknF0lSkdQBAfpQrjoJqoF8MS9cPOus+dQtcvxxk/Hz7iTcbregiAkOTbxANhK9hs7Dkh/7zCStnb9meHhY8D/idxZsTD4K0g5CRB57jvSItfUaulSN5iooKBgaGhIO4d246OS0g81mUzycfg7mLCofMrSdzJFxLTTwVYH/sfsAGgSAyEWecOSjlp1oFoxTI0cxA/F7K1xwplDknXfe0TCY0tLS8+fPR83Neg4d3TTnd7xh7Fj0p/NnzsEMfPL5559r9y2KL90B0FmvKS8v5xeoaq4TPF6vl1/n07+ZR0Yo9RpapSsu8tlVdXV1RZxeQ9escVO8DBGo64dwd5JPjRo5OTkB6TVqegdzDtLQa1wul/ax/OGCXjM4OJiSkqLdVlarVfAY4vUaOpxuVuNwurVY7mi0ncwZupeKAzwHmrazOdbe37egQQCIaI7u6RUkm/2rWtEsGKd0QS4I7rSvRgZiOcuWLdM2mF27dkXT/cqD5lrnL0URA59s2rRJ206amprQSsBwvSYvL49fnfqZFD0jI4M/qre3N/R6DV+mij4vKCgQArvoi/iFuvn1mtOnTwvqQ1xcnMVioQvgG00i0HRowt3xYUd0eUIkGtHT0+OnXkNdldwthS6vsrJSsBO5XkO3zIKYmJBUVlZGl5Sfny8/VtBrBKklPT298ipC6JmQFVtIk8SuWTpWCHyjR0AXGbMdDe9k/vjjj7N/P/vss/xwtWHDBnTKxnHyYD9fDBgNAkCkI88Ru+fFDfCDwDilC/L4F2QgFjh//nxpaan2OtyfF9iRhffU2W1PLucNg2YUXx45AXtQ49KlS4sWLdK2E9oBDQUM12sEMcJPty7hKKY4BK3XKC6k5VKIoNfQWprXNWl/lgBFoq6ubuR6jeJXB9HUPvMNC75OFouFT/zc0NAguDUxmSw4vaa4uJh30ikrK1NrOm29RhBl+HAtOr9wWqFhaTgUfGF4caS9vV2I2OINpq2tTc3niP5RUlKilhVbrtfU1NSwvw4NDQlyTxRUdgwO3smc2nPlypVsfNqzZw/Nfdn/kulGk+ew2aBVXMtD/8MmWPBhBiAKOHmw32lbgqQSGKeMgBbhf330RWQgVmP//v3++GQdP348ym6cehghz9GfZy2mvggmociHH37I2wMvB/McOXIEbQWM1WsEbwI/ixYJhb3DpdfQ6Cvs0N3dLSRPiRS9Rkj8nJKSInfraGho4M9AU5Og9Zrk5GQhSqivr0/j2anpNcJRiqltBBvjGzYrK4tXVQYGBoTD7Xa7ml7DG2FCQoKQp4bujs9txMtPgplZrVbhS4UdointXEAwJ3OyNJrcbN68mQ1Oe/fuvXw1Zz57QxVlnsNmo+3XdWx2hTLAAEQHZwZOypNKQLLBOKUL3lNnyZyQgVgR3ierrKyM/Zum2fw63Ol0Rt+9f/P1pU7HetSq84f6+npmDIIcPH/+fPZvxeo6AOip1wjOEX7qNUIcSrj0GsWr5UN74uPjQ6PXnD59ukMFFlikrdcISXl5jw+11ktKSmKf07eoXYCk+wh3V1hYqGBV3/W+8Uev8ZlLWH7jbB8hEVJubq78WEEP4g2GT8GTn58vP7agoID3vlEzs9raWuHAERYgj7IJjTQJpv+Vz4OJI0eOSM6ioawQH4PwWST7/tKJBgEgOjj72Rd8QnHatpTV0kobLYNxSpeV+b7a15GBWODSpUsLFy5ki/A1a9bwNtPe3s7+l3aL1krw+1e1oladNkNDQ2QeanLwq6++yv793HPPobmAsXqNENnEilhrI1TkYUf5o9fwy+yR6DW8WsEjRBWxkxiq1wgnV3Q50dZrKisrNdLHqF0Gc0jRSLIj3ak/j0YjU4yaXiPclGKIlpBRmDWscElClhkG73bErur06dNCDqMqGXxYU3p6upqZyd+faFtCjCA5mbNJsNo8mDhz5oxU7JAP3wP68nFrF5/nAg0CQNTgPXV2S1mtkG3k7GdfoGUwTunCQefbQgbijsVrYtmN6/Dhw8xItm/fLrcZXrKJ4krwfX/pFLS8D9a2oVdhkG3wYo28e+HDLb/4Aj02MFKvESKb6uvr/TlKyBHLkoOMUBQISK9JTU1VvDZBQWBjs8n1GjUhRvvuWA0sk+g1ih5Pau4qdPE+L+myikOWYvpkDchi1cwsUEuIET744AN+EqwxD7589W0VjVurVq1C12wQnkNH+dfvaBAAoglaPAuhK5vm/A4JYjFO6YViBuKY1QRbWlokC1m9erWazTDJRkjmGGX8Y/cBQcvbV/s6Ep+zBQ4v1shNhboUSQUmyGDQYsBAvaa2tpZfmirGlQh0dnYKmVDUFrpm0Gv8969xu90Rp9d0d3dHrl4jJBsyVK/hHxn0Gn+guxZeK2nMgyX27dv31VdfoXc2aDnHz6jQIABE32989/PrhASxyAOKcUov5BmINz5c/fmHn8ZgU9jtdimGRco/rWYzkmRDy/VTp05FcWuc+OATQcvb9du1yKL16aefCmKNoqmcOXNGirV8+eWX0SEDA/Wa3t5eoeKSmlKgpizwmVBCqdfQpfLljRhCPBS7HUE14AtLacsKodFrhMS6fsZDMc+mcOk1QoEnxXg6p9PpTzxUWVmZ4i0rxkPRjfPH5uXlNfoCek1AfPTRR8InPufBwFD4vKRfeb5EgwCr1epnSUcQEXzz9aU9L24QSrcgvzjGKb1QzED8yfbumGqE48ePS4lpWACLhs1Ikk3UFwn9p/uYkPh8e8WKGM+iRYtEQay5rJ4eq7S0lHbGC0tgoF5zWZZyODc3V1EHYcKEUGK5tbWV/XVgYEAjZ618hxHmG1ZUB3hlISEhwU855rJ6mhV/9Bp/8g3X1NRo3J0gaviTb5j3bAo037Beeo1w2fLcvZdlqXn4huW1GIvFIj9W8MHhr4oPyuPTCfsEek1wYB4cXvhXo+c+P4UGAdR//sd//AckmyhDngcUpVswTumFYgZiMrnYCYHZsmULLa35blPbZtrb2+12e9Q3y5mBk0Li81iOmLt48WJ5ebk8dZGaqdC/6ZN9+/ahhwEG6jVNTU2CRwatfoXqyKzbSkhIEPK8aqz55dFVQkVqbb1GnrxWEE1sNpuwg9vt5uWknJwcNb2murpaOLasrMzQet7aapTH4+Gv3Oh63nrpNYKfC9mDIPaRIfEZpoWGFdyCWHiXWrPzV0XWxaenEZqLLsNqtZKFOByO1tZW3msMeg3mwZEI/14UURKA+M///M+1a9dCsok+PmrZidItGKdCZmAxlYGY5oTbt28PyGZo7XP48OGobxnvqbNtv64Tsmid+vSzGPyB7Nu3TzHPtIapIIcjMFyvuSyrzy1lh6mtre3t7e2/Sltbm5CZWIpIYvluGUlJSXw5bX4eSWcTlu7aek1zc7O08PZ6vYqrd0l2YQIBrckFXyF+pS0swtPS0nhNyul0Cn5D2nqNtP6nM2j4ImnrNZJfEn93NpuN38FisfCFDBoaGvgrpH8HVObAIL1GbjwlJSWsTah98vLyhEfGN2x9fT3/p/T0dF7GEjyShKsSXHsKCgr4ZyEEavHyHPQazIMjkfbfrGKzqNhMOgDkes3p06ch2UQlh97YI+QBpTU2mgXjlF4M7DsYgxmIT506JeUYDtRmojuFDWPYe6Fj8RohJDMG5xtqj1s7nXldXd3FixfRtwAD9ZrBwUFaKgeawFWxmBQtm4W6PGVlZVVVVYWFhXzwi6IoIEQk0f5Wq5XOwHLNyPUaSXmhz+l7Bd8f+lwQU1JSUoQdKisr6drkmoJ8lS5kn0lKSrJYLHSFihl2FRH0Benu6JpZPWk6lXALcXFxWVlZ2dnZwpUr+geFS68R8k9LYh8dTk9ckOfkDev1eukpCM1Cj5IO56txK14VPVxqHP6vGRkZDoejoaFB0BbpYfHeN9BrMA+ORPb+voVNofo7etAgQNJrINlEK0f39AqSzf5VrWgWjFO6LUo//cw11xFTGYiPHDki5RiGzajxzdeX+MkGQjL9N5UzZ86wpKIAGKLXSJKN4gpZkbi4OLXK3xqZd6WUK/zKXxAFhOw2DFqEy/WaxMRERTmAZa6RB9dUV1drXBst/vkTCqv01tZWjWy+/iDUn1LM+dLW1iZINooEFAlltF5zWZahRp5xmdebhIbt6urSuGX6k8ViUbsqWp/4bC6yVT7FEvQazIMjFD7pwN/f2o8GAUyvgWQTrXy2/2PBCWLPixtQbRfjlF54T53dXrEixjMQw2bk/N9XtgoRcwjJhKkAU+g1l686O9Ay3ucCmJbfatWLJIQa4Xy0C80mec1FWH5fVvGgYZWDhHredDY+/y7vT6GYinh4eFiIOeIz3Xg8Hv5swiqdjhWCrdTqTGmgeHcVFRX8PtS2gtuI4H6iloo4jHrNZVl9K75hh4aGNBr28lUPHT6Mjlf36E/aBtPb26vhGkanFcQa6DUYqCIUPgupe9u7aBDA6zWQbKKVkwf7nbYl/MJp9/PrUG0X45RefH1hWPCnoO2DtW2xIwvCZhQ59MYeeV5qdC8wFRB+vUaCpn0NDQ35+fl8oEpiYmJWVlZFRYU8YY0itMymM0gVfOLj4y0WS11dnZSohU5e9C/o33JJpba2likjtN7Ozc1lS25Br5Gu1m63s0ulAysrKz0ej8a1NTc3Z2dnS7IU/ZfO73K5pD/RDbJrkys+9F3l5eXMVSQ5ObmgoEBbupLfncPhYPqCdHeKlQLpQ7oGtqfkZlJVVRW0rx21SREHu2VBTlJ7NHTZ7E/M3UmAbMNms0nKCz30nJwcFuql3bDS5dGDY/dLz7G6uloKYtI2GKlVm5qayN6Ye5TUXHSd8pzNknHydypf3ghtpXjBGKjQICEG/jVAW6+BZBOtnBk4KVTb3bHoT5BsME7piDwD8a7fro0RG4PNqCEPyYxx/z6YCjCRXmNm5HoNAAADVSzAZwH8bP/HaBAg12sg2UQrZz/7Qqi2u6Ws1nvqLFoG45ReyDMQk42d+/wUbCaW+fzDTwWr2GlfHbNiMUwFBIoOeg1N7DoijdzcXD5YpgOAUIH1Dwaq8IL6UMAfvQaSTbTiPXWW1s+xVtAH41QokWcg3jTndycP9sNmYtwqBP++tl/XxaZYDFMBYdBrtBMDAwA0EvpgoEIvHGL++uiLbLYUC+88QdB6DSSbaGXYe2HHoj8Jy+kzAyfRMhindJQF5RmIozsCFzbjE5pyCP599L8x2PPAVAD0GgCg12CgAqpsfLiaTZUQBwG09RpINlEs2ex+fh2/cHLalkS9BwTGqRDb2J4XN8ROBmLYjJ9Cnlws/qf7GLoXAIzVa3p6erIjDb7ednx8fDYAoUItyzIGKhAa+HkSWgP41Gsg2UQrtGwWltN/nrUYOa0wTulL72vtMZKBGDbjv5BHNhDLPQ9MBYRBr4lEkG8YAAxUMciXR06wGZJrrgMNAi77oddAsoli9q9qFYJWju7pRbNgnNKRf+w+EAsZiGEz/vPN15f4UpVSz9Pf0RMjtw9TAYESo3oNTTpZ/lc/K4sDADBQRTo0H+JfcqJBwGX/9BpINlGMUIOZFk6H3tiDcQrjlI78031MyDUbfRmIYTOB8sHaNsH3qu8vneheAJDzPTQBAAADVYzAv0s/0LQdDQIu+63XQLKJYg69sWdD/jP8wumjlp0YpzBO6Yj31Nm2X9dFsUsFbEaXnodmKeheABCAXgMAwEAVK/B5/gb2HUSDgMuB6DWQbKKYo3t6Y3DhhHEqlChmINZ+c0CHfOX5EjYT3T1Py0P/w5tEp2O9z6TUZz/7At0LiB2g1wAAMFDFCnwSgUiZBAOjCUivgWQTxXy2/2MhzwitrqO1mg/GqXAhz0C8+/l1GhmI3/3DJthMdHPyYL/Q87T/ZpV2UuqPWnZGrmQDUwGBAr0GAICBKibgkw1vfLgaDQIkAtVrINlE98LJaVvi/1oa4xQIAnkG4m1PLld7hbC9YkVEeIPCZkbCmYGTQoYjMgnvqbNq+/e+1r6v9nV0LyBGgF4DAMBAFRMcemMPkg0DOUHoNZBsYmrhtGPRn2JNssE4ZTSKGYg9h47K93xvhcs113HhnBc2E9185fmydf5S3iT++uiL1B0p7tz7WvuG/Gci1MUGpgICBXoNAAADVUzAJ69B/RfACE6vgWQTxdAqSFg4bSmr1XjXjXEKBAFZ1LYnl/Nm1vLQ/8gzEEtvGt6vfwM2E/WcP3OOn6ho1BGTouoi1MUGpgICBXoNAAADVUxMg/hkokheAxhB6zWQbGJqLd06f2lE5/jEOGVChr0Xdj+/TjsD8Wf7P5Y+V/S+gc1EvUn8edbi492HhN0kvSZCXWxgKiBQoNcAADBQRT+fbO/mw8LRIIAxEr0Gkk10L5zk77rVwhMY0aHpYJwKJQeatmtkIPaeOssUQzNnv4bN6AU95Xf/sEko/f73t/bz+7Cs1ZHoYgNTAYECvQYAgIEq+ulYvIZNfT5q2YkGAYwR6jWQbKIYWjN3OtbzCyenbYlieAIjouu2YJwKF/0dPUJRZz4DMcuBTat02EyMIK8jdtD5tvyvkehiA1MBgQK9BgCAgSr6F138VNjnG3IQU4xcr4FkE8V88/Wlvb9vEcITPtv/scYqK3LrtmCcCiOeQ0flGYj/6T52+WqJKJbgxrTjF2xGd9zb3uXjuGnbv6pV8rHi1ZyI63BgKiBQoNcAADBQRTkft3axmc3mx2rQIIBHF70Gkk10Q8skITzh6J5exT0jum4Lxqnw8pXnSyFr0p9nLf7H7gPvrXDx1cpgM7ED9TNC6fdOx/qvLwzzek3EdTgwFRAo0GsAABioor3NH6tBMBRQQy+9BpJNdHPQ+bYg2SiWmYvoui0Yp8KOYgbijqo1/P+6t70Lm4kdTh7sZwFxTLM78Oqb/CeR1eHAVECgQK8BAGCgimaOdx/iq6XGVFFe4A866jWQbKKbj1u7hPAEuf5r/rot/f39XV1dra2tjY2N1dXV5eXlhYWF2f8iPT09NTX15z//ORuncnJy6PO8vLyioqKSkpKqqio6qvEqHVdxu90DAwMwDx2RZyAWkiiFvsSh1+sly+nu7qYn3tzcTE+fLMFut5NV2Gw2spD777+f2cz06dPpE7Ir+iszGKfTScf29PTQeYaHh/GU/efMwEkhVm7jw88J8rEZOhzqB+j50lOmx11bWyuZB3UdrHtJvQrfvUybNo0+p06m6Cp0CBlMXV0dncHlctGpqLMig/F4PDAD6DUAAAC9JjrZaV8duWHeIOL0Gkg20c3RPb3yjBJyvcYkvQ0tcmi1QyufysrK/Pz8jIyM+Pj47/nB+PHjf/wvxo0b588hiYmJVqu1rKysvr6eVvVDQ0OwlpEgz0AsBMUYfQHDw8O09m5oaCgpKcnMzIyLi9PRZsgOs7KyysvLm5qaent78bh94j11tnX+Ug0VL8QdzsDAQHt7O/3YKyoqAupbguteiKSkpJycHLIZ9DDQawAAAHpN9PDlkRP8hObUp5+hTYDReg0km+jmxAefCBkl9ry4gRVaDm/dFq/XSyuZ2tpam82Wlpb2vbCSnp5eUFBQVVXlcrncbjcsJ1BOHuwXvCr4bWDfQd2/kbqspqYmWhJbrVb/l98jJyEhgZbitPJ3Op39/f0x+8S/vjB8dE/v39/ar7h9vHXf5pLfq9mD0R3OwMAAPR16RvSkEhMTv2cCUlNT8/LyKisrm5ube3p64LQFvcYvijg8Hs/g4GB+fr4kSJNJ0YjFWxKNqTSgWiwW1iGmpKQUFhZ2dHRofwtNBGtqauhA6t2YSk3/63A4FL3F+KtqaGiQ70C/PbYDnYT/E/0v+xMNt9InSUlJUt9Kw7A0AAu70W3a7Xa2G92U0Pm2tbVRy7BfO+2TnZ1N16b4S6ObEhqWPuzq6qK5CDsDNS/dBTW4RrvRpdIIlJGRwSu1ubm5NDJp/MLpnHRmmnOwo+gM9AlmHgB6TUSwr/Z1Nptp/80qNAgIjV4DySbqF9IbH67mF0u7n1837L1wORx1W2gOQ1NHWrRkZWX5s8ZOuXlseuq47Nsn5NyZWpQ3hbaqeVbaGp6Z3vjsjLZlv+z44+y+lnn9rvkDm0vpv9JGn9Dn0ka71S7Msf/qZ3Rs7k8nZk1OpnP6syanySpdZ2dnJ0xImzMDJwf2HTzofHvXb9eqedm45jounPOO/LtookvrEZ+L8Ljrvp/6gxssGePJcgqn/0gym+qSu8gYmqtnklX0rJvLbKa7sYg+aVpyP/2VdpNMxXbPZDqWrIXO49OTgtbhtC6gjjTWHj11Ix+3dm0pq9VwpQmZiw2ttmiJR89CWtP5JHncGHq49JRpo8dND73cdgcZgKM0myyBNqkDcW98XOheaGPdi+ulhySzKZv1Y7I0OlXGrTclJY72+e204qY1Gi0PaWWH+CnoNern4ujp6eEX+URaWhrbk/6ampqqZnBFRUVqXl5tbW0avxnqaltbWzWuis4sPyd/JdnZ2fyf6H/Zn6qqqioqKoRvlAZdYbfi4mJhN7pf6YR0X/n5+RqvYuRT2/7+fn4f+l8a7NX6d+pZFKcydrtdw5OTJhCKWk9jYyMTxeSenHV1dfj9AOg1Jp/y8pELRryNBNBrINnEbPci+D7sWPQnWmuFrG4LTYfq6+tpKaU2Ubk2XRkVRyvkkgdvq3vq3s6Vhafbyy+/W2nENvT2QlqxOx0P0Bqelmr0pQmjR6lqRikpNFdsb2/HK3Hi3OenJHVmz4sbtj25XCMMStjer38j6C+lCTkta3NzczWmx+mp42jBXLswp2v1HG9nhb7WQivzmiemFUxL15BvaLJdUFDgcrm8Xm+sWcXnH37a6VgvRF9qb7p0OG63mzoWanafTjSJY+Ozb59QNuvHRvct0kbn724saq6eST0MmaUlYzxdgIZ2Q4vTmpoavF+HXqOl11gsFsF07Ha7tFtvb6/24Erk5OTIxzDqsHyGj9IOwosLvfQa+R0xBYrfLTMzU9gtIyND2o16W6vV6kOaTU4WflqCXkM9iMbhdEnydqO79sdrV9DIqLfyeZTgjgQA9BpTseu3a/ky3ixgAYDQ6DWQbKJ+mS1klNhSVtuzeouhb7wHBgZo7iGfa/GvuPOsaZWPWJyOB3pfe9TQFZTPrWfd3IZnphfPnJo56Ra1F42FhYU0v43lbBTD3gv9HT27n1/nv1LDNs+ho4F91/Bwe3s7tbniSiTl5rH5d0+qeWJae53N6OU3v3nefLJ16Sxah5PpKnpSJCUllZSUxKBnlvfU2d7X2jXC4vRysenp6aGFqkYQZcLoUVmTk4vyptQuzGlb9svBrQvC27dIm3vj49TRldvusE5NUROI6aYktz6ow9BrRGVEjiRDkK0IfjdWq7W6upp+JHyojlwLGBwcFJRO2r+8vLyiokI4UNAs9NJr5DAFSns3ujtpN8EvJjk5mS6e/ip43FgsFg29hv/tURPl5uYKfxI8jJqamoQd6BC68uLiYqE96WLYUTS35qUx+rfNZqNLpX14/yb6vLu7G78iIMfj8dBPvqOjg6ahUhkFKfCQzO+BBx5ges1//dd/SUU3yJ6lAgpSPnw6NgbdgPXl8w8/5ScxR/cgoyEIg14DySbqV1PbnlwegrotQ0NDDQ0NatMtWmbTioXW2LTuNcMiSsOlwv6rn9GqT9GTgmaDNAjGciBDEMJN6/ylfr6KoAU5zUNSUlLkgU75d09qrp5pHuMZ2Fza+OyMnDtTFef/NKGKNacJesQ0h2n/zSrdXWy0ZZqkxNFFeVOcjgf6WuaZtmPht97XHq2vzC2Ylq7oekMruMLCQqfTiVzF0Gu+47JB667h4WFa0jNpQ/DaYJ9LUg6vXCQmJvLuf+Xl5fyB9L9MlKF/CCFIzc3NRug1cXFxtbW1NPscHBysqalhs0/5bnSb9GMYGBigXlVKXkOH8GHVFouF/7UIqgqvucj1GrpZXpAS7p2+kW9SfmSiC+DTA9El8fdOf2WXxHvx0O0IR/H9Gi228SsCzFZprkkGKWiyQSfGz8jIKCkpoZ9zLKffC3pywy+ikLkGhFGvgWQT9WvsHYv+ZFxSCZpD2mw2xcQ0aSk3Vj5i6VxZGBFLKX4b3LqAFuS2eybLl1U06crNzfWZzBHCDdt6X2vXPpvL5VJ0yMqanFy7MMfMGt/A5lJHaXZ6qsJMiZYeMWgkXx458X79G0K+8yA6HI/H43A41GQaanCpYxne+3TE9S1s61o9p7rkruzbJ8Rd931FdRiJtKDXXEGxH+EDglJTUwXXLPr98EOy0+lkf+LdOliEEYOmg3FXkTIt8XqHjnoNLR0Vb1zYrby8XL5PXV0dv4/cLSUvL4/9tbCwUE2voXYQoljdbrfaPba3t6upY7xOxIpQSoL90NAQ71xDnwtH0XPhJxbwg4hlaAFWX19PPzqNjFR6pcGn3wV9Fypf+sPf39rPT1/+6T5m9DdaLJb/BJHJHXfccdp4INlENNp1W9xt77Yt/D/6JpWg+SEtsxWjyDNuvcn+q5/1rJsbuUspttGCsL3OVjj9R/JYBppbynMyQriRb/SnMwMn1cQ+uU9Wys1jyX4ixWNC2robi8ptd8hDpWjVHYOdqnZOYu0ORyrYItd/4677fs6dqbULc9wbH4+CjkXw7JPcteTCDXWwUjkdEKN6DZ9dmOH1erWFAGnSL9+hp6dHW3eQ1o2KgXk66jWK2XzluymGCPGuQ0lJSfIdamtr+VApNb2moKDA/3usqqpSTHvMGBoaknsu0PyAP0r+S6ajtHcAUT5SXp1Gaydjo6mnVICjYFq6VEah5olpUumNrtVzWGL8zpWF9Al97ijNlgoo5N89iY5KS7kxflScRmZx+nan04lYXEUunPPywd6hKdESAh8NEOlAsoniNZKOSSWk+qHyV9+Zk26pLrkr+lZT0ubtrGhacn+eNU1YU2VmZmKW5VO42bHoT8L+brebluXCtKR45tSOP86OaHWvdeks2z2T+QkSLaxKSkq0S8RGK2o5ieUdDvUq9fX1QgINKWdw4fQf0U8vlOmKwrV53nyy4Znp8jg7apbGxkbMqGNRr1GUFWiWJrw6qJLBuyzm5ORIB/IOHQRZVXBXNUK9Ri3eT9hN0eL5CBFabcpvXMhiw5xWBL2msrJSfnI+axp/j4WFhT4vTFs5kk4ov1pkHY5NJA9SNVcaGvby754kVVIYuRMpnYHO4yjNpnOq5cBPTk4ma4zNaYoGe3/fwr94/MrzJfQaAMkGGL1GGnlSCZql0ARPnmGERoHo8KbxM1TK/qufJY8bgwVVQMKNe9u70g7Uz1RUVPAOFPGj4qhJo2lBTkZS8uBtvLRHK4vq6uoYLCN1WSknMd/hSPovTRfl+m/TkvsjOuJpJHF2lY9YhE6GmkhK+oFOJob0muLiYvkOHR0dAUVAMCcdGqX4z9vb20Ov1yQkJKh9Bb8bzTMU9wk0WoTlEhP0Gj49jeLJ+XsUhCQ/W0yQY3yiGP8Foozu7m4yLbkHKXX3tnsm11fmGl2Ggybr9C30XSk3j5VH+xcUFATULUQxR/f08lPYj1p2huZ7odcASDYxvkYaoYtNa2urkGSElqNFeVOi1aHGp7tNwzPTM269SZgV03w4NtfkPoUbp23JqWOf04JT8PwlE6LVaVQaSV/LvDxrmrDkjlldT8hJTB2OmlKTc2dqe50tBnsVRZ8+If05/Xzsdjveg8aKXqMoKwSq16SmpirqNXw64ZDpNexitPUatd0C1WtY9h/z6zWKrQqiZEbu9TY1NcmL2afcPNZRmt3vmh+WMYa+t+aJaak/uEGe4zzGXw585fly48PVbIG07cnlIavhDb0GQLLBGik4FxuyBLFuQwwrNcJGC0vr1BT5mhy2Jwg3G8uXLrpr9ne8+G+fEAtuWR1/nC1Ui8/MzJQnQIgdpJzErz34TEbqJKFXsd0zOXY89QLKjpR/9yQhIXF5eTnKSMWoXiOkoSkuLu7QhOWLcblc/IF1dXU66jW8561xeg0fiU09aYcv1OKhAtJr6N/8sX7KpTU1NUL0mfalYs4drdAPTf5egiZATscDJvEgbV06S3i5JA0zlZWVsTnM7PrtWj4SimYtIftq6DUAkk0sE1zdluHhYZrV8J6bUGoUN9dLDwm+NgUFBYhc4CeucXFx8XGjrvtf35fq+9D0IKYspPHZGbz3cUJCQlNTU2waQ29vr9VqJWMYnzCOBcSV2+4I1yvGSNl61s0VVBtaXcZ4oboY1WuEPLX+x9HQb8+n7JKXl5eRkUEDGH21Wn2o/Px8+VxBSKkzQr1GXruKXZ52vmE1RqLXVFdXq5UJZ08kMTExKyurpKSktrZWmjoL6hjKE8QgZAmCT03C6FElD95mdNBT0O42FQ//RKibQD+KWDNd97Z3+aVR319CWqkReg2AZAMCqtvS09PDB0BBqfGZ043W5LxjaUpKClZTXq+XfzeZPG5MfWVubCYl8XZWVJfcxef7s9vtMRUbRYuaiooKvrIN2UPVPGss5BLW0V0r+/YJ/HSamhQxmLGl11z+bj1vGmnk9byZ5uJ0OvnSRfx7/sTERNqTP3BwcJB/P8NnO+YPpJmBcD1tbW366jXCGRgOh0O72HlhYWFeXh79KhobG3k/xpHoNZ2dnfyxdH7hwIaGBn4HSYyXiqMrFheXcLlcWVlZ9EU1NTXUgPCXi6rZtuxtZ1rKjbULc8w/2kmBuJaM8cIbyIGBgVh4cP90H+PfbLf/ZlWILwB6DYBkAxjadVtooKmuruZnGhm33mTO9wEmHOkqHv4JSzRLbUjzxpjNQ0yTf/7dEq0zB7cuiHELcW98nHfFopl/jMzSaT0ipCovm/XjobcXotMIznudl4bT09NjOcIuFvWaurq67/yWysr4YaakpEQuH0jQgCRUjGfLMJrz5eTk8H91Op3sQCF9HZ+U1O12C2lljNNr6Gr5qQmZPh+dRFelJqyMRK+5/N04LEEl7e7uTkpK4lUw1qcLxar4hEG0D18Pj24qRtbDsUBXVxdfyCx+VFzNE9Mi7j2V0/EA7xVMhl1fXx/lLxhPneWzfjptS859fgp6DYBkA8LeNcnrthw79Pfc3Fx+jlHy4G3ezgqskQKKXOBTltBENwZ/QTRj4d/IFs+cGptuNfJt6O2FfKg4zeui2zxoIVlZWfkdD+sf3BDRhdtNYkWCNEwrUJSoixW9xuv1ChIJDTN2u93hcAiaC/UvvFl4PB5eXJBMJysr60qM4ndr1tAJ+QPLy8uF3BZSgerCwkJ5sRvj9Br5ldAysqysjG68uLj4O8HbcXHd3d166TVCKXTpe+kiBRlLOHNvby+vLkkSEl0qPSlBACopKcGvKAoYGhoia+QfevbtEyLXL/10ezktAHhDtVgsZNXROVPxXmj7dR3/Bru/IwyvQaDXAEg2QBEhJ/HTd/2/305Ixsa7XnoIS6PgwqNqnpgWPyqO5SuJ+jcTPI2NjWzmTEvK+spcmISw2X/1M37m39bWFpWWQKskWgzCrcY4aZj3W6emxkgdE3rN5atuHTSuaJccoh3knlednZ3+HCisytxutyA9CPsXFBSERq+hJTEfDqaGw+EQeqKR6DWXZa5JitCFCaKp4AmlSEZGBoKhogD6ZfEmRBPo6Jj6dK2ew3sFSy8Hou/x7XlxAy/WfLA2PHMy6DUAkg3Q5i9rNsy7bUZD7q9vGXPjlYnH1JRoLbQcytUUH7aQl5cnpAuIwlcUw8P8tDYpcTQ8KdS25uqZCaNHsSlQTU1NlBlDa2srX7495eaxKNRthDRc+YiF93uora3FcBb9eo0k2QhuGjz0J97BhKerq0ujMLbagU6nU+5KI0kwtD9fvtpQvUaSbHh5SF7XRv56ZOR6zeWrmfMVW4Dl+FCUXRoaGvh+UCAWpgUxItbwMmj+3ZOiaQJNw0x1yV3sDaTkERZN/py9r7XzYs2u364NWQFv6DUAkg3wH5qJSS/P4uNG/e8bbqqaZ0X0ii6b580nc386kX8BHt0v0ux2O5/2CEV/fCp6fIQ4TeyjxhJqa2u/U4smbwryChu3tS37JV/Wo7y8HLFRkarXFHG4XC6fAnlTU1N+fj4TblJSUvLy8qgr0U5DTX+lfWhPllaKzkDnaWxs1DjQ7XbTOk3KzUGrU6vVWldXJ+1Pl8ouW/Btof9lf6qoqFA7Ob+bcAY11YkuJiMjQ1onJyYmWiwWGoEU6217PB6fDUvXxnZQ64vp5PQV9EWSBENfTRdQXFxMy3WNS6WjpFA1KUiYJlvUhoWFhXwaIBDRE2gm1lBH7HQ8EK3p9/h09wUFBdExzPxj9wFerNlSVjvsvRCui4FeAyDZADWam5uZpzOtHjtXFmL9o++bCT74haa40VrPhY/xz797EsJe/NkGty6wTk1hXja0Boky2Y66lFgr3x6uYqxZk5Ojby4dc3oNACAS33ZKo11fy7zons4Wz5zKT2cj/Q3k0T29fO2VTXN+F/ocw9BrACQb4BP+NXjqD25ABR/jcu2z5KBRuZTq7e1lb5hyfzoR/lkB5Y5lCaqTk5MVXw9HCmTYZWVl32Y7TR2HLiWUc+mCaek+4zOAGfUammB1gJgHv6XIoq6ujok1sTPaldvu4J3GI3fKIog19O+TB/vDe0nQawAkGyCnsbGR9brJ48ZE94sBU0k2itHxkYvH42Gx/2kpNyLyJQjnCBbPQvOfyPXA4tNKQKwJi2RTlDeFTwMCL5vI0Gtorf49EPPgtxShbztjbbSrXZjDF6Hr7++PuMcnF2vok7BfFfQaAMkGCHR3d7PceQmjR5k5DKpn3dyOP86m/0b61/GSTXl5eXQYEi0IWQ1ZMqTe1x6NlCkHPWXafCbZkeyhu7HI0Itpr7NFupzH1+02+fSVujt6pmFUqE+3l0vm53nzSUNff0aZNAy9BkCvAeGnurr627CgqSkx+JKq8dkZbMqSnJwcWWtCc4o10GsAJBsgMDg4yPIMUpdr5gQTtFqWBgX7r34mz/0RtMxEy+Nv50jf/VN1yV1Ssxgt2URHSSC+IFQEJdqre+pe6ZrlFazoubs3Pi68SaKn1rV6jqGXVPPENNaSdXV1kWUGDQ0NvLOemcUa10sPSdfZtOR+eUZFfYW5POu1PLBV86z8597OCmqlK/VhrGlGe6z7k7wVhFmv6enpyQYxD35LEUFraysv1sRsrj6a8LGiURkZGZHiGPzJ9m5zijXQawAkGyA4RPClM+WLFlNtlozx0mqZXwEO732aFreJY+OFVVAQGUPkeg19kSSp0FcbcUeO0m8bX154NLJoampi9yIX1Myc5ZeMRypiJdTzKnnwNnr6vIhzur1cmpPQzkbn5Smc/iOWeziCshm0tbWxKH6TR1Z6OytSf3CDdJ30b75PqHzEQg+68dkZugtDcr2GNlaHu7l6phF3ynLZ0KPxWWgIhFmvAQBEBB6PR6rzJeXqi/HCCp0rCxNGj5Jao6yszPyPTyjdbSqxBnoNgGQDePjqLTVPTDPzWMAWPLT24JN9pKeOU1sF+SPWsJfeinoNv9ShCzDivliOCVpKaVcCNTODg4MRmmOYeR/UPXUv+7B16SxJxJE73bCSCDou5n0qiSkpKRHxvmpgYICZgfnTYLG4+8pHLOzD7sYiydtFx0dMJsTmsYo9FfVjLOWTEb8dsiVJ7JbqDkdihgHoNQAAc8GStKXcPNaIcNaI2+orc9k419raatoH983Xl979wyYzizXQawAkG8Bwu90sbQ2tWk0+ELC1Kx+xRQshjVWQz+iqjFtvEmPGZbvR10l/ogsw6CU/W0qlp6dHaE5Qlq+EFpwR9JJpcOsCyV+G/stHnZMtMZMQ9JrOlYWGLq35bWBzKcs9HBHuV3l5eZEi1rAoJIK/1MZnZ7BHr6HXMAtJ/cEN2kl/MT02fAAAgABJREFUa56YxsIeNXqqnDtTDdUBydRpTXFNUc3NxfAHvQYAEDx8kQ6z5RGg4a3kwduK8qb4HE7oymm34plT9Uq7k3/3JKlNkpKSBgYGTPjgzp851/6bVbxY8+dZiwf2HTTbdUKvAZBsgATN2q9Fmxof3DFyR0vpUhPHxvOXGpxeQ8tgGqGERZSaXkNfx9bM8vwmumzujY+zyN9ITDAxNDSUmJhoqBeSQRtbddMcQ/FzxYfO1r0hmKQxH5C0tLQImr62Lful+TMkKuqwOuo1TscDckVYradqeGb6taJgk5ONS6r9behrUxNGQOg1AIBg6O/vZ66kZbN+bLbhzf6rn0nXJqR1pOmsozSbn6XR7FPas3jmVL3y57MZUk5Ojtke3JdHTvz10Rd5sWbTnN+FvXS3CfWal156qfJf+H/Ujh072FG7d+826Nq2bdt233333XDDDZKZTZw4kf535cqVupz8vffeY7dw4MCBIM5w4sQJdga6VEg2YIS4XC42dzcueSoteGhxwragXx2zoKHC6T9iH9rumcynnqGFU/btE2jzf6kmOQKkpdyoodfwmUT4b9d3kxIbX3H0iI+PuGgFVssyBC4nbLXMb0HraGxeQatl5oZAJiSlNWHrefqEd0ArefA2RZXHoOJBLDLLzJlHPB4P0+zo12qogMU/+qD1QevUFLl6Qg+axVdKla3oE+pngtNreCvK/elEbb2GDI/tYFz9OxbNl5SURI8M4yD0GgBAYPB5H2mQMJtHcb9rPkuzx3/etuyX0mRXmIizwUmvgYcmZOYspfH3t/b/edZiXqzZ/FjNmYGT5jSzMOo1J06cuP7666UnOGXKFP8PnDNnDpvH7Nixw4hrW758OUuRyGO323U5/3PPPcfOeeTIkSDOsHPnTnaG9evXw8sGjHC4SUtL01dVV9xotcP/oPwRUxQ9XNiSlR9o+OWQto+Mml6TZ02T1ufax7JX3wmjRxmkR9Bp2UKxoKAgsmwpNTVVngLG0M0fhwWfW9fqb0cWVsmbZRIR4E23uXrmNXFtVFwIpmoVD//kWvUJq9W0ZlBUVMQC+Q2tZyr86oPThnhxhBf7FB+9oiLjv15DfVd9ZS5vV2rmynoA49J18+8+y8vLMRRCrwEABEZNTQ2rqGp0qciRvN7kJ2Rs1iLXa5yOB665w9yZqtc1sBT6tLTu6ekJ+yP7+sLwvtrXeaWGtp321efPnDOtmYVRr+EVhzlz5vh/4JQp3+bjPHHihO4XduTIEeZWI9DS0qLLV8ycOZO57QTtmsSu6vDhwwiMAiOBOdfQWsLQLGm66DX8urr3tUd10WtoYGIhGz71GvrSEPgisWgF6ujMGfarSHNzM/NU4ovsmF+vYcW5khJHyzO/aug1A5tLQxn4w5LsXDG/ri4T2sDg4CB74WF0jJguek3TkvvZGXjFTV+9JmtycsXDP5GK2fmj17BptkHV6ES1MT4eLjbQawAAATA0NMQioYKbeRg9XZB8W+i//OReI9CX5m0sH75eLjbDe5+m8c8k+dJOffpZ6/ylgljzfv0b33x9ycyWFka9hlcc6N9+HnXs2DE2EQzIK8d/VqxYwS5sxowZO3bs2Lt3b0tLS2Vl5SeffKLLV0yYcG1BOHPmzODOMHv2tbXc+PHjkcsGjBCWucboNMO66DUshQfBu7d0rZ7D/4lWOx1/nB1EaIxPvYa+lO1A32hcc7EYjYqKikixpczMzNBPXXTRa1hePP6tEk1dyITYyll64vSJMI1h05vQ3DW7nvz8fBPaAJmroTm5dddrWFGwtJQbBc2UvReU6kbRJ5JEy6c00oCXb/jOyh+9puaJacxvy9C4QubIU11djdEQeg0AwF/q6+tZJJQJ8z6ygYqf1tDww0YXqRYsfTKwuVQe81/y4G16XUlfyzwWFeV2u8PysL75+lLfXzo35D8jZBf++1v7zW9pYdRrfvGLXzBr8T8NzbZt29hRc+fONfTCxowZc+zYMd3P/8knn7BbeOGFF4I7yeTJk5mihPTDYCTQE2EG6d74uPn1GpYuRP4qeyT1ofzXa/hVoqHhY8wvNTExMSLqN3d0dLAVZijLWeqi17BVq3zNr51vmDaWR1YxuYnuG/PwiouLC9fMRw3q6lnmGjLgiNBrWMC+vEdSew0ZhF6jWLFbw1zZz18oWaX7xgI8k5OTI6KfgV4DADAFWVlZTPXQ92UdDR5sq3j4J8Gdh6Vj5F8t+hyrmNdl4th4Hd2k86xpYXwD+eWRE9srVghuNVvKaunziLC0MOo1THG4/vrrPR6Pn0e98MILzLqWL19uxIVNnDjRUCmkpaWF3UJwqYKPHTvGzrB48WJUjAIjgb0Mp77U6MWVLnoN6/NpRPNfr6HxjtZywqa4CvJHr2Elt2mlZ1xzDe99mi1HGxoazG9LBQUFYakHr4tew4KM5OlCfOo1zGaCM+mReAOZLe1IXV1dKLNN66LXaEh1YdRr+N7MoFJ08lrmzc3NGBOh1wAAfNPT02PQGypdBjaa4Cpmrfc5VvEZ3drrbHrdVOvSWSy/vb5vBoa9FzT++vWF4d7X2gW3GtreW+HSPhB6jaA43Hbbbf4f+OCDDwbhlRNQ8hp2/ueee86Ie6+s/PbHEpz/Dl/Kh/6NIt9gJLAAlhBUI9ZFr9FYG2voNYrZbbTX3hp6TcjW5yypis1mM78tpaSkGF3Rxji9RuNw//UaWvmH5pZdLz0kfWNGRoapbIAFVxoaKqjvtJadxH+9hiyc/pdtTD5LShzNf67mYRSoXmO0pxKr91pUVIQxEXoNAMA3ZWVlBjnW6jKw1VfmskTI/MsTOjkNVOzk9G/6RHj/ySR8fdPds/tqbGzU5RGc+vSzd/+w6dznp9R2ON59aPNjNYJSs/Hh6oF9ByPL2MKl1/CKw/z584NwfgnIK4c4cODAwYMHA3J+2bx5s58Sj58nl7jvvvv8zL9DN0hnlqcTHnl5KUg2QIIeB+vPQ1DaxqdeM7C5lFYy2q/lY0qvoWUhC1UwuS15vV5mSyGO0dbWa8ichOhs3fUa5vMVMr2GT3JMv2Lz2EB8fLxQYyu8eg1dhs8rCUKvCSLfsJn1GpbE3fz9DPQaAIApRjsW+qu7A6Queg3LHSCfl/gc2Fj2RH0d79kbSIvFMnKlZvfz6zbkP3Pig08Ud/jyyImOxWsEpYa2Tsd6M9eBMptewysOK1euDML5hZ618Nf33ntv9lX4vDbr16/Pzs5mhcPHjBkzZ84cubbywgsvSMeyUEQpGbD8hExJWbt2Le0wbtw4tj99i9VqXbFihbaQxA7RqIolXDYdMn/+fJbteMaMaz+0H/7wh6cjE0g2JoEpp4aWIPGp19Bgl3/3JJa0lcianFz31L2KkbM5d6aaR68xNB5K2ljxcjOUQdSgt7f3msfHrTeZQa8Z3vs0zUNo1sGS3JGB0dxDzY9MF/+akMVD8UmO29raTGIDLIGRkLg39HqN66WHqKNgMW70D3o0TUvuj1C9xtB4KOnHwvoZjMvQawAAPmhsbDTuLY0ueo3GvMTnwMaKGug7lnvefJKNyt3d3SNRaiTxpe8vnfIdzn72xb7a1+UBUK65jqN7eiPU3sKl17CC1sTevXuDyPwi98phBaekAKsDBw5YrcoR5jfffPP+/fsV3XYUycrKEiqRs+Q7ikyZMuW9995Tc/PRropFF8ZrRsJlS6cdP/5a7oxf/OIXpyMWs0k2Xq+XTNHpdL766qubNm1yu92XLvku7vbFF1/s2rWLLJOOam9vP3PmjD9f1NXV9Ze//IUOoa/729/+5s8XGUR5eTkrfRIWvWbo7YXFM6eq/ZRo5S9PMcP2l4+SIcs3zJK46Zg+X22z3XOtt6mtrY0I7S//7klh12toPcxyDMkpmJYu9yZjEyT5M/Wp17DvCk2+YWnLnHTLtfutqjKJDbBo37JZPw6XXkMTQibpKhZilypqK/7k5a8Sw6jXsGB/o/MNCxmR6urq9B1YabyjIVUa7w4dOuTPeCcdtXHjRjqK/vvxxx/7eRQbxLdv3+7PcAy9BgAQDBaLxYhMw+FNzCb3zUkYPUrfW/u2+FRJyUiUGtr2/r5FrtS8t8IlV2rok/fr37hwLoLT6YdLr2GKww033OD/UXa7XcMrh9V1mj9//rZt25gby5gxY6ZMmTJ58mRWCPzKpC07W9FtRxFeG1q7di1/Hjr5fffdN3v27BkzZtC9aEhC7HCN/Dv8ZUu1PyZfhTnaULvRdGTk5aUg2QgcPXp0zZo1ZFR/+herV69+/fXXz549q3bIxYsX33rrLdrtTxz0vydOaOUaHxgYoLtev349f1RTU1O4IhrohxCy5DVyvSZrcjJzutSQbAQvG1aIUD6OsOihkUTd+qPXMNeGECTpqHvq3mu1qIqLzTyaOByOa7n/gy1loJdeY7tnMgu+VkNe2IsVCZLrTcyHVy37Hvu6UFYxL5iWbracI3l5edcSq730UFj0GnqIbI6qBl/YVJiayguQNy25nx3Y8Mz0UOo1LPmA0fW8hX4miFm09nj36quvssGOBlka/r788kvtoxobG/mxtaGhobm5WWM4lgbxV155hR/EV61aRR9CrwEA6P+Cl4V/G1ELM1yJ2RRfUul7a50rC6957qSlBa3U0LbtyeV8tuB/uo9J4VHyAKid9tWRUgTKbHoNX9Ca1018wuKACLkawpe4lgQOOjmfg4YO4f1oWHgRLbAPXIUvFm632w/8C5Yjxul0MrGGvmLx4sV0LDs//Xv+/PlqXjkSCxYsUMu/Q1/ExBr6loqKCva99A/mB8Hfwo4dO05HOGaQbM6dOyfILmxmuW7dugsXFNKHX7p0aevWrWvWrFE86uTJk2pfRPer+F00Hw2LZMOSDXc3FoVer/ETQROhBTP7k/CqnE/qkTB6VOH0HwURm+NTr+G/hYYeoxuNlfUtKCgw82hSXFzsc1kbGr3GT4SkyJWPWNTiufi5DU2BbPdMJtNifz3dXs7+GhrdU8gRm5OTY7Y3jiH4XWjEOfpEkJOYMiKXgHmXvaTE0fTcFUPeWPphPxPN+KPXlNvuYLp2CFqSlXDVq5+RxjteQGG88sorigOrdJTiwErQ2TSOojFU8aj+/n7oNQAAPaFFi6Ghvxp6Dc16aZipLrmLRg7qtTXSs+mi18SPitM9+JYtdINTaqSEwVKO4QvnvO5t77b9uk4u00iaTsTlFTaVXrN+/XpmJwsWLPD/QCZnyL1y+IJTGoWuaamskU6Yv7CdO3cKfz148CDzoBkzZoxaKW5esqHphfBXFqIlVMXyeDwsDIpsWH6g4F4k7carRZBsguaNN974kwqNjY27d++WH/L++++/9tprakeRmSm+CSSjampqUjuKJqna7w+NIDU1NZTJQRX1mpSbx9J6qa9lHl0DrY7kYSxCbp2htxeyAFj58pjOJhzuM9FsoHoNK81Dl6GYYUffja0Ys7OzzTyasM4tZGt1bb2GzIZmNVK62aYl98s9boQYwLZlv2R/EqKl+LKY8kkaExDjrvv+6fbykN01c/2gljeJDYS4P1HTa9JTx1HjuDc+TpdBv1YWvch7YKk9397XHuX/RA+U5T/SMZ22P3oN8z0MjcOa7v3MW2+9RQOo2ninlnSJPleUeCR/mY6ODsWjXC6X2hfRUaEfWKHXABDNUD9laApDRb2Gho2CaenCgCS5jCqW5GSTaToq6Pw1frqMBrSxabq2mq6o1EjBTcffO9Tf0UN/bXnofxSVms2P1fz9rf3RZHJh0WsqKiqYnaxfv97Pow4ePKjhlcMXnFITa4Td5IIL82FRlEL4UuJOp1PtOulApivNnDlT+OuYMWMU8+8sX76cnZzaR61c1IQJE/gsOaejhfBKNjSf+5M6TU1N8kPoQ0U3GeZis2PHDvlRGocQUgacUM8mjXF49F+voX5b8JGhpbKwvpIvkFh+CnnaHVqe8XmLg6gt7VOvYY4YIUg2TBstO4PwHg09ycnJik5PYdFr8qxpQggJrcOFeY7w+LydFcxy5EFPzJlFInFsPPtTdcld13ST7xbENHpjNX1SU1NNYgPM/zQE8Ttqek3W5GRBbiODZMl01VJfsT5HPnetXZjDW44u/u8+9RqyRqZKK4bgmb+f0R7vXnnllSCGY5oqKB6lJvFIbN26FXoNAEA36uvrDU1hKNdr2pb9Upja8tBoIX97yUKm5VMT3k1dUa9hxxpRQ4FNstXWPGpKjbS98ViNYtwT86n5x+4D33x9KcpMLix6DStoTfhfBpvP/FJeXq5RcEpeOoqxdOlSja9muTwE5xdi9+7d7MDZs2drXyrtwOo68Z/zqWf4/Dsej4cl9Jk4caJGeSneeUdetSqiqays/PnPfx6WX4H2VE9xgqg9p1RTebS/iGa3GzZsCIteE7ICzHK9RjF2hgkianFP7N2AYlkrWk05HQ9IsQlBvOen75KcMtSOZS8t1MrNGFS52TzLcjPYkrZeQ4tP+W60khdSI6m9UlJMv03npCdOdkXzIt6Phll13VP3hvKuTWgYobcBuV6j6N7FJp9yuU3Q4/hIN76pm6tn0qN3vfSQLnKkVGNe2hR9spi3S8rNY0MjfuluTtrjHY2hQRy1Zs2aII569dVXodcAAHSD+R04SrNDMLDRZEXuViNAo5owlrBRLXncGI1A33LbHTTGCC82WTkDI2oHsKIhDQ0NASk1GtuG/Gd2/XatWm1v6DXBwaKKBDlDG5b5RdErh09t43K51E4yb948jTzH7MJoN+FPc+fOZa43iomEeRYvXswu5tixY+zzFStWsM/5AlJ8HNbSpUv9rIO+fPnyqBFrtm3bdsstt3R2doblV6AW9y6xbt06+SFOp1P75aGi8sKnXVSMvdq0aVOs+dfIy/TQ1vDMdGE3QTrxdlawF+aBhjvptaqhCwhBMBT/Kj4i9BrCiOx7Aek1avk+WKUtNT9f5rHif9ojMmBpHhU/Ki6UwVC0dTcWsVxpZrOBcPnXJCWOVtyt4uGfCEYi/5VJz5F+1yG7eI2NadZB500Pez+jEQwlpWxTPOqVV17RHiWD8MpRfH0CvQYAECQFBQXXoi38y1imV2K2hNGjrFNTaCZNQ538r4J4xMd4C7MTvjaH4ksM5t5pxGtJVsGhsrJy5ErN5sdqPmrZ+ZXny+g2udDrNfv372fmMWPGDP8PZM4viq4xvH+Kxkluu+02NR8c3vllxYoVaqlz/EmQzOsyBw4c8KkWscpW119/Pa/vyGE1yxXLS0GsCY7XX39dI7JJMWC+u7t73bp1Gi4577zzjvyo7du3a6g8dMLe3t4Q33tKSkooVQ9Br1ELjOVDa9XSYbBsaEbUUtTYahfmhLgSUKTkr2HxUF2r54RXr1GrpcDcZzTMj5mon2F0zFbLbXeE+K5ZglibzWYSGwh7/ho1322+2IWaQs3kvFAmjdYO8Kc5c8iiC3XvZzQy0RBqLyc0MtEQb775puJRLS0tGo48u3btgl4DANANlnDUoFIdinpNxcM/YbLL8N6nWUZ6hhD3xOd6lEfVyvO6sdenvJpjxNpAmLsEp9RsKas90LSdjo0Rkwu9XsOHNdntdj+P8ng8LPPLzTffrFFwSi35i3QSVhhbnueYJhbsJHv37lULhvKnhDbvBcOqUPFqkSD60B1Jn993330+g4ZYwmONsCmINQFBLan2dm7NmjVer1d+yMWLF19//XXFo8iQyMgVj6L7Vat80dDQsHXr1kuXQh1xmZGRoZhlMzR6jVq+D3/0Ghq2JBcbeSoKQ7eMW29S9Dw1bmPpjfPz8808mrC1umI0dCj1GjWXBH/0GrZq9dMLWAqOC+W6Wq5B0EhqtklsyDQ7P8ue+qPXuDc+LrnY5FnTwivWtC6dFXoRkNWh06ufofFOzVmGhs5z586pHaXm8bp69WrFgZU4efKkmjakNohDrwEABElSUpKh7sRyvaZ45lS1+ShDHveU+9OJai8YacCjv0qCTsLoUTl3prJJLXstqZhxQEff4OmW/ydQpeYv/9/vDv31naj3pjGDXsNy+hItLS1+HrVjxw521IMPPqhR10le9Ymxc+dOjcpNzPllzJgxGlWl5HWjNKKu4uLi+DzETC3i8+/wYpNPMWjOnDk+c/RArAmCnp4eQXyhyR/NNY8ePap2yFdffdXc3CzMEWmiSbPDgYEBtaMOHz5MpxWOov9tbW29ePFi6G+cua21Lftl6PUatZfh/ug1/JgSmovn3UuFEuOGbqzYcFFRkZlHE2ZLislfQqnXqLk++aPX0JZ/9yQ/45tY/FR1yV2hX9Uzf5AwhnsI5ObmhthFRUe9hraSB2/TyH8Usk3Kp56UODqUEXasnykuLtbLHg4dOiR3KaWhVru2QG9vr1yyofNo1xJ5//33FQdxjeEYeg0AIKgftsGp2uR6jaKfS9msH2sPbMyTJSDlJc+aZmhOPimtwL//W/ycO6bv+u1ap21JQJLNXx99MXbcasKo1/CJZmjt6udRfClreYYXlvhJu8Q1H0zEhykJzi9Wq1Xj248cOeLzaqdMubYqmDx5sqJaxOff4aUojbJTwpmF8lIQa0bOP//5z9dff33lVRobG+ny1F4AMi5duvS3v/1tw4YN0lFr166lp+nzKLr3N954QzqEZpMbN24M44SypKQklNE9+uo1w3ufLpiWTicJWYoH+iL6OvrSUGa4YCpDTU2NmUcTm82mVjsysvQaMjZ6yrT5jEx3lGbTbvl3TwpNJiO19MldXV0msQH2PiZkmp2+es3p9vLcn06kZ1pfmRsusWZw6wLJ/GimHRb5T99+hsa7v/71r9J4t2bNGvq3P9W16SgaGdlRW7Zs8TmwEl988cWf//xnNoi3tbX5cxT0GgBAYCQmJirmhTFoYEtLuTG4gY2mqsnjxgQU2cSiqBJGjzLo7li8VWZmptSeXx454d727r7a1zc/VuOPZPPnWYv7O3qg1xgKUxyuv/76II5STF7z85//3J8S18w5RZ7nmHd+kYdKsSikK7/NQOqO8yWceLWIv4XNmzf74xwkeOLI/YMg1oAgaG5uNq5mn9F6TYxsUiYLUy3LFamtrb02BE+6JaL1mkjZWMptj8djEhtobW0NsQ3oq9fE8sZm9T09PRgZodcAAFTJzMwMKNFdGBOzMUd0P0tZhSAnHwu+LSgokLet99TZgX0H969q3V6xQqNuN23/95Wt0Ve32zx6zYQJE9TS0PgTx6QYB6RR14ln8uTJamlitEOlAtJr+OQ1vB8NK/It3Lj/eg1/Zp81qiDWAH/o7++XLCp+VFwIfASg1wS69bVcC65MSEgYHh42sy11d3czW4JeEwIvjGsVkZKSzGMDQ0NDcXHX8huGJqEP9Bp933cmJiZiWIReAwDQIj8//1pB4pceCsHAVjj9R0EPbDSzl85G//XHM1xy3DU0R2PNE9NYxlntdv76wvDnH3560Pm2WtjUTvvq82fOxYLJhV6vsVqtirl4NbjvvvvYIStXrtQoOKVR4vrYsWMaeY7VnF/k9bnlfxX8dFjy4HHjxvHBWUwtEqpi8fFQ8rtTPLNiMXKINSA4WJrYjj/Ohl5jtq3uqXulFsjNzTW5IQ0PD8fHx4flecWgXsPyIlssFlOZARvijSgDCr3G6Pmz4vtOAL0GAPAtLA2HQQVK9R3YmD+LzxhvNrEwNEcjSxRXX18fULMrhk3FSDqb0Os1CxYsYHb13HPP+dyfL9s0ceJEeVEkPhmwRolr3o1FnueYVdSWh0oRtL8/kgqfSUeqK++PWsRHOWn4B/F5mn2WkYJYA/ynqKhIW8GHXhPGLXPSLdfyvtXVmd+WWMrhkBU7j1m9ht2LjtlhdaGqqkq6sKzJydBrImVjpV0bGhowJkKvAQBoQROygApJhn1gczoeoIm1z7ey3Y1FtFvTkvsNzdEoZdS/UiukrS3oR8CHTTltS6I+nU3o9Ro+8mjMmDG0gNcWa5hztVo9qfnz56vVdVILJpLnDNYIlZLUFlZNfMqUKWqFtNeuXcuudvz48XSUolokTyr8wx/+kKlFivmM6RC+HTRqlkOsAYHS1dXFwlgMKk0IvSa4rXNl4bVHEx9vnhwlGlBPxcpKhjIFb6zpNYNbF0gJAU2Y1WhwcJC5WYXAZQ96zcg310sPsWAoGqkxJkKvAQBowVK15f50Iga2oN8PuN1uXR6HFDYV3YFRoddrhPimuLi4yspKuUixc+dOvpKUhu+JxWLxp8T1zJkzmZNOQKFScrcguhK5ZLN8+XImqdA/BB1KWy3i60/RXQsnX79+PVOL5GlxINaAkcNSp/mZjwx6TWg2qbC0CX0o1BgeHmbhdaGssBNrek3lIxZWzdCEZsBc9siAodeYf2Pdcnl5OUZD6DUAAB/09vZKnWZ66jgMbAFtw3uf/vZqgbn1msOHDzOPElYrKisra/ZVZs6cyXISM37xi18oerXQhxp1nRTzHD/44IPCn1wul7YLj6Tp8Nc8ZcqU5cuXb77K0qVL6eJ5BUqesVhDLSKOHDnCctNIVcBfeOEFuir6CqZt8SKXn3l/INYAP6mvr5dMK+XmsYa6RUCv8X9zb3w87rrvR1zFFlYlyqBpDPQa+oWyylA0TJjQBshcWSMbVD0Deo1eW3djEZu66PWyE0CvASCa8Xq9zC/diLy8UTywda2+Vqo5LS0NhmRyvUaSbFimA22uv/76F154Qe08u3fv9qfENZ8jRn423vlFQwqha2ZhU2pMmDBBMcJr/PjxamoRUzQEJxoeu92+fPlyFmkFsQboPvQkJiaGwMUGeo3/W+5PJ5rZh0IN+skzWzKockKM6zWsOifNdkxbMiw3N/ea32vGeEMD4aHXjPBNp1QM5IozVH4+hkLoNQAAv2Av6uueuhcDm/9b8cyp126qqAhWZH69hkX6sGgmOWPGjJk7d+6BAwc0zrB06VJ/SlzzCYPlegoLvFJ0fhGKNFVWVo4bN05+tePHj1+8eDFfEMpPtYjXnm677TbhtFOmTJGKfM+bN0+xvBTEGqALDofjWt3o0aMGNpdCrwnvxtL5ExH382Fp19WeL/SakSywWei3mVNQ9/T0sABhgwpoQK/RsSwUPay+vj6Mg9BrAAB+wfzSM269CQObn9vp9nLT5t6DXuOPr83atWvtdvv8+fNnz569YMGC5557bvPmzYrahzyS6MC/0Njt2LFjbDd5XBVdgPQn+oc/F0xnoMuji6y8yksvvbRjxw5tlYd9O5+EWE3gkM68ePFiXlpiF6mYkBhiDRghw8PD6enpUi9qu2eycXlS+13z2Ub/q7jb0NsL+d1oM/QVvdk2uv2Um8dG7huIgYEBtlbvbiwKQYsJ1qLmnux580l+N+N0yRAIeYmJiV6v18xmQKMYk4CN01vpIfLPVC1jOpmEYCQQa6gR6NEwH14MgtBrAAD+MjQ0lJCQcE16WD0Hek1ArwiysrJgQhGn14CoBGJNxNHe3s76/Nals7CeCddW8uBtbE0eEWWh5BQWFhpaPCFmo1cybr0pUhbYXq+XScDWqSkxJblGhC2xmqppaWkm1/6g1wAATEdJSYnUhxZO/xH0moDuq6GhAfYDvQZArAHBUVBQcE0pGBvv3vg4VjWh36pL7mIjb319fYQaEp9x1uiiYzEo5MXHxw8ODprfDDo6OnxOOLGFRawpmJbOHk17ezvGPug1AIDA6O7uZlmH1Xw7odewrXXprEhxD4ZeAyDWADNDi8C0tDSpR82cdMvQ2wuxtgnlVl+Zy4bdvLy8iLalsrKya6kxrvt+e50ND3eEG5/UqaamJlLMoKqqCsqdaRM+EpWVlRj4oNcAAIKBZR3WN0+b7Z7J2bdPYJva2EnTAn63kKUMDG7Ls15bXVRUVMByoNcAiDVgJPT19SUnJxvk44lNOzUJK+Cdnp4+NDQU0YY0PDzM0sknJY6OxGQx5tl61s1lSfoKCgoiyxJsNhtTB8jI8TTDu5Xb7mCPIzc317QlxqDXAADMDss6nJZyI4J+Nba+lnnfFhDp74flQK8BEGvACKEnyNKo0eQeA00Its6VhSz3JzV+dNRqGRwcZNpf1uRkb2cFHnQQm+fNJ5lzdEZGRsQJeV6vlyl3cdd9H5JNGDdHaTabM0eBKAy9BgAQ5uEtMTHxmtvIwz/BGKO40eQvc9It0eE6Dr0GQKwB5sHpdLISP5BsQvDigYk1V5I9t7ZGjSF1dHQwQyqeORXPOohUI7k/nRjpQt7g4GBqaiqTbJqW3I8nG/qtdmEO62SSkpLcbjdGOug1AIARUVtb+20yMMR++8q919PTA5uBXgMg1gC9qKurY2OQ/Vc/w4hjXEHi5HFjWFPT0B/Fk5mGZ6bjiQe00U+PtZ7L5YpcM+jr62O5sa7Y+cIcPNywVIInkpOTu7q6MMZBrwEA6EBu7rXUgyk3j9U38XAUbK6XHoqCIhrQawDEGmBaKioqWDdbNc+KcUf3zb3x8fTUcdf8DuLiorXEISvvHT8qruOPs/Hc/dyaq2d+q5mavoC3TwYHB1mFb6lLQbx/aLaGZ6az3FjJycnREW4JvQYAYJaxLSkp6VqGuWnpGHLY1u+anzg2XmqZ/Px8mAr0GgCxBhgBq/B9pbO9exIqRulb8YeFQcXFxTmdzmi1oqGhoYyMDBYOAy8bfza+UmdOTk505IWlaS3LZXPlvu5MHdy6AM/auO10ezlfuhtiDfQaAID+tLa2wpFYHs5tnZoitUlqaiqtGGEn0GsAxBpgBLRKpLUiG4YyJ92CQj8j34beXlg4/UesVaNbrJFwu90s97CUmA++FRq5+Wz3TObzwno8nmgS7/guJeXmsZ0rC/HQjdja62zUvLwhQayBXgMAMISysrJrqeZGj3JvfBwjUOUjFjbHRQgu9BoAsQYYLdlUVVWxrLHJ48YgpdoIazOnpdwYg7kkBgcHs7Ky2I3nWdPgriXfBrcusGSM5ysuR2URn9ra2vj4eOZy5SjNhn6n73vNiod/8j2O/Px8VIOCXgMAMPBdBIv4TU8dF+PvNvn89g6HA+YBvQZArAEhoL29PSUlha2vaDGA8szBDWEskcSVKtdZWQMDAzE1n6F1I9y11Lbe1x5lpbuJkpKS6AiDUqSvry8zM/Pb38Lk5J51c2EDulgRq50qvdrEbBl6DQDAcHp6evh3m30t82JzEOJfF+Tk5MAwoNcAiDUgZHg8HpYFX3p/0N1YhNWRn5vnzSfzrGn8G++ioiKv1xuDhmS32791Lxo3pmv1HJgHba1LZ/H5jGKhkMLw8DAZA5vfSkIwvK5GstU9dW/8qDjefa+9vR2DF/QaAEAocDqdvGQTa+G+w3uf5qP9rVZrNIVzQ68BEGtApOBwOPj1VdU8Kxxt/CmmyyeSSExMbGxsjGUrampqYlaUMHpU47MzYjx6peaJaczxKiEhIabW2F1dXXyp79Qf3OB66SF0GkEUmxMU4YKCgsHBQYxZ0GsAAKGDFkg0irP5TexkEBh6e2HOnan8CIQoXOg1AGINCONgxGKjpIyhTUvux3pJcaOVJx+bgEUUb0V8BmLr1JTYdNeiuVzGrTexdkhLS4vBpLA0qWO5GiUsGeNR+t3/lFhFeVP4QEvqn10uFzoZ6DUAgDDQ3d3N5jfUNTsdD8RC7j1+sksjehSHc0OvARBrQEQgxEZJ6SdQ54XfaLVJbcI3UVJSUtTXgQqI/v5+VudbmtUUz5waOwWe3Rsf52stE9nZ2bHsO9za2soLwVca5PYJCLrUVmry7570ve9C82QUToVeAwAIJ319fcxxlCY3NU9Mi+6saXwdDaRMg14DINYA89DY2MgHMlypQnL3JKyvOv44m9aZfLPExcWVlJQgjFfO0NBQZWUlKxV0JVhsbLyjNDu6g+xOt5dXPmLh84wkJibSDAevo+g3UlVVRa0h9CqoSSfvZORKTXZ2NsZo6DUAAFMwODjIKkZdKff404nRV+eb5mr2X/2MzWZostvU1IRHD70GQKwBpoJWmHLVJvv2CW3LfgmlhlXSdbvdMBUNqH0KCgr4RktLubF16ayoNJLGZ2ckjxvDa3nFxcUIkeOhQae2tpYPlyMybr2p4ZnpyJal2MlkZma2tbXBcqDXAABMxNDQkNVqZT11/Ki46pK7hvc+HR2jEU30+ZKWsZZ7D3oNgFgDokC1yZx0S9OS+2NhfUWDLw1b8kWUxWLp6OiAefgJtRVf4PlKIcg7U6OpxrM8RC47O7unpwePXhGv11tfXy/0KkmJoysfsfS75sdgUmrXSw9ZMsYLnQy1T3NzM6wFeg0AwKSSTUVFBauwIFVXjfT0ATQGCx6eVqu1t7cXj9sgUlJSJoDIZObMmRBrgNlUG/lbcVpflc36cVQGSdEKqr3OVjxzKt2jsIjKycnB6+7gTKihoUEwoazJyfWVuafbyyM3DV/NE9NohiYss5HMyE+TaGpqEoQ8KUF13VP3et58MrplGm9nheulhwqn/4jVeuenx2RCiKGDXgMAMDu9vb0Wi4XvwYvypkTiAEYT3+qSu/hwbpqxIQYKADVC4BsFsQYEgdfrlas2UjgDrVqjYH2lIdPExcUVFhbCY2KEUOcjJLWR/Iht90yOoDwmkkNEnjWNL9zDUtXQzwQPOiBcLld2drb4i7vu+zl3pjYtuX/o7YVRluGIbir/7kn8rJjvZLq7u2ES0GsAAJFEQ0MDn56NJpG1C3Mi5WWUt7OiuXom/+qJRiPktwcgvHoNxBowctVG/lZcejFeXXJX72uPRo1MIxXQraioQBYSHXG73cXFxQkJCWJT3zzW/qufmTkihmy73HaH3E6SkpLKy8thJCOho6PDZrPJrSLuuu9n3z6BOpaIduUb2Fza8Mz0nDtTBY1PIjU1taqqCvYDvQYAEKl4PJ7CwkLhZRTNLM08dPW1zKt4+CfCnMZiseC9AQDh1Wsg1gAdV93V1dWKwk3qD24om/Xj1qWzzPx2wfPmk3SFajJNfHw8jbxtbW2ISjCIoaGhhoYGPmEfn9a68dkZtMQ1T33uuqfuFTLUSK+gcnNzm5ub4VOjF9SS9KMrLi6W+/Fd8c4eN6Zw+o+altwfEbU4ht5eSBP1miemWaemfE+JpKSksrIyDMfQawAAUUJHRwdfOoqP/TaPs6jkUCNPzUhjEk3L8BABCK9eA7EGhFi4kaKlimdOpeV3X8u8sK+6nY4HKh+x5FnTFDUaaQVutVppwBoaGsKTDZn92O32lJQUxfV5/t2TaMXb8cfZoZzqnG4vb1v2y+qSu8hUEsfGyy+M5mMOh2NgYACPzzhoqKqsrBTSEvP+5vR0quZZzaML97vmu156iMymYFq6kNVIiJuDFgy9BgAQnUh1OoSkNleqLI0eVfLgbeF1QadvL5v1Y/m0huY0NTU1CIACIOx6DcQaEF7h5spCZWx89u0TaLCoXZhD6+HBrQsMjXLqWTe38dkZ5bY7rFNT5Ek9hZcKtIJqbm7GaBXGGQ6tYG02m5Ddho+LyZx0C8126JnqPuGRrKW+Mrcob0rGrTep2UlCQkJxcTF60RDT19dHHYt89iv49OVZ0+jHXvfUve11thA4Z3k7K7obixqemU5fSt2aoq4n+Jjb7XYyHsg00GsAANFPb29vWVmZPMo3LeVGmmrQhCM02g19izS5kb9GkDzJUe4UAJPoNRBrQOiFm5ycHD7/mvICePSorMnJuT+dSENJ1TwrrbWcjgc6/ji73zVf2uReFafby+lzWl3Tbq6XHqLVe+3CHDqWVk10kvy7J9HaiRb28nSe8nHKarVKKyg8MvNA/VV9fX1eXp628dDy2Do1RbKcslk/loyHjIHW6p0rC8lC+ATYg1sX0CdkMG3LfskMpuTB2+jYnDtTLRnjteW85OTk/Pz8pqYmxD2Fl4GBAbINehZqTjdC30L9AD1fesoVD//EUZotmQd1Hax7Gd77tDyIiT7va5lH1kI70yG0kbXQVjxzKp2KTI56GA33GeGdZVFREVmOx+PB44NeAwCIOYaGhmjcysrKUpvK5FnTqkvu0tGLmM5Doxedk4YrtTcJGRkZdXV1eEUJgHn0Gog1ILxLLJfLZbfbaZWlGPPiP4qpOgOCLsBms9XW1nZ3d+Mtt/lxu9201i0vL6epTlxcXMhsRtLyKioqnE4ngp5MOwemXzFNg8vKyuhh+ZSGQ9C9SJ561NFVV1e3tbVhJgy9BgAArkEjVklJidzdhh+EsiYn2+6ZXDxzatU8a80T0xqfndG6dJb0DpP3SB/YXOre+Dh9Tn+lfRyl2bR/Ud6UgmnpmZNu0XqPkZBQVFTU1dWFxwGAqfQaiDXAVHg8nvb29pqamoKCgoyMjO8ZSXJycm5uLi3n6urq6EtRfiWi8Xq9NMeora0ly0lNTdXdWtLT0wsLC8lUenp6oOVFIv39/a2trQ6HIwR9yzWv9rQ06mHKy8vJbNra2tDDQK8BAAAtaHpBkwwaM2w2WxBTmSBeLNC30HdhcgOAafUaiDXA5AwNDdEI0tHR4XK5GhsbaTVeVVVF65+ioqL8/Pzs7OzMzEwaaxITE6+77jp+DZaUlJR6FVoy0W40GNFR1dXVdBJaONE5kTA4uvF4PNSztbe30xOneQiZTVlZGZlNTk6O1Wolw0hOTmY2k5KSQp+QndDqmvYhU6H96+vr6Viyva6uLrhCRB9er7e3t5eeL3UI9KAbGhqqrlJ0FbITsof09HQyDOl9J594iz5J/RcWi0UyG7vdTh1UU1MTnbOvrw/BcdBrAABgRAwMDDQ3N/vvRfzv//7vvjWduDgat+icTqcTrxEAMLleA7EGRBMffPDBokWLLl26hKYAsBmgL1999VVpaenRo0fRFMAfoNcAAHRmaGioq6vL6XQ2NjZWVVVVVlYWFRXl5eVlZ2enpaUlJyePGTOG/i29g0pPT6d/5+fn0z60p/S6ko6lM+BlAgAhQBe9BmINiDJWr1792GOP7d+/H00BYDNAX7Zv306m4nK50BTAH6DXAABCzTvvvFNaWnr+/Hk0BQBhZ+R6DcQaEGVcvHhxwYIFtKB6+eWX0RoANgP0xW63k6nQf9EUwB+g1wAAQs2yZctooNq1axeaAoCwM0K9BmINiD4++OCDx/4FonFBoDZz/PhxNAhQ48MPP2SmgpAo4A/QawAAIeX8+fOlpaU0SjkcDrQGAGFnJHoNxBoQlUiBLRIbNmxAgwDYDNCLuro6ZioIiQL+AL0GABBS9u/fj3dQAJiHoPUaiDUgKmGBLRLl5eWI3gWwGaALX3zxRUlJCTMVhEQBf4BeAwAIKfw7KKfTiQYBILwEp9dArAHRCh/YIoHoXQCbAbqwadMmwVQQEgV8Ar0GABA6Ll26tHDhQjZK0b9R+RKA8BKEXgOxBkQx/EsFiaqqKjQLgM2AEXLx4kV+DoyQKOAn0GsAAKHj8OHDwkCFypcAhJdA9RqINSC6F1R8YAvD7XajcUBANkMTHjQO4Nm7d6/cThASBXwCvQYAEDpaWlqEgaqurg7NAkAYCUivgVgDoht5YIvEqlWr0DggIJupr69H4wCe559/XtFUEBIFtIFeAwAIHXa7XRilSkpKTp06hZYBIFz4r9dArAFRjzywhQ1VZ86cQfsA2AwIjiNHjjymAkKigDbQawAAIeL48eOKA1VbWxsaB4Bw4adeA7EGRD1qgS0SW7ZsQROBgGxm8+bNaCIg0djYqGYnCIkC2kCvAQCECJrsYqACwGz4o9dArAGxgFpgi8SiRYuQIB8EZDMVFRWwGUAMDQ2VlpZqmApCooAG0GsAACHC4XCoDVRIywdAuPCp10CsATGCWmALEuQD2AwYCdu3b9e2E4REAQ2g1wAAQsGpU6c0BqrGxkY0EQBhQVuvgVgDYgTtwBaJl19+GQ0FArKZmpoaNBT47//+b207gac50AB6DQAgFLzzzjsaA1Vpaen58+fRSgCEHg29BmINiB20A1sYg4ODaCsQkM0cP34cbRXLfPjhh7w9PP744wiJAgEBvQYAEAqWLVumPaHZtWsXWgmA0KOm10CsATEFH9hSVlbG/t3Q0MAPVRs2bEBbAdgM+P/Zux/oqKpz8fssCRo12LSozcX4I6XB5qVQ89LIRcU22ihoUWONNpfGNly4GAVqlJT/lIiRBhpwxIAoQcBG/mjUVCNijKLkFbBcjCXloqYWlUouhoIYXJEG9H2uW/fv3HPOnDmZzEzOzHw/ay8XJpPJzJkn59n7OXvv415lZaXxrmEPP/yw/t/bbruNJVEIiHoNgLD77LPPnDdaE+Xl5RwoIPJs6zUUaxBXjAtbZEC1evVqnZu2bdvW0NCg/7e4uJjZoCBm4NKhQ4ckPHSc7Nq169lnn9Wx8eijj7IkCgFRrwEQdpKfmDMMeJO1XkOxBvHGuLClvr7eOKCSsbc8wDj8ZjYoiBm49NRTTxmLNfIVU6isX7+eJVFwRr0GQNi5nDNcU1PDsQIizFSvoViDeE5S8g/rgEo9Rg+/S0tLOWIgZhDQP//5z7vuustYrLGGysmTJysqKlgSBQfUawCEl6Qila4CzhmWh8mDOWJAJBnrNRRrEJ9jKrWw5Z577lHrVmzH3sbhd0tLC8eNmOlSzLz99tsct3gjkWAq1tiGytGjR6dPn86SKPhDvQZAeEkfxf2cYWNKAxABul5DsQbxSS1sueuuuw4dOuRvQGUafq9cuZLjRsx0KWZWrFjBcYs39957r6lY4y9U3nvvPbXPI0uiYEW9BkB4bdy40f2c4crKSo4YEEmqXkOxBnFLcpOMqfbu3es8oDIOv+XxR48e5dARM8QM/HnvvfesxRqHUFGTcVgSBSvqNQDCa86cOe7nDEtuO3z4MAcNiJgBAwZQrEHcUgtb6uvr3QyojAnrueee4+gRM12KGXkMRy9+PProo7Zzxh1CZf369SyJghX1GgBh9OGHH3Z1zvDmzZs5bkDEJCUlUaxB3HrzzTfV3M8ujb2/+PK+h2y4Rsx0KWZ27txJzMSJTz/9dPfu3bbfcggVtfcwS6JgQr0GQBg999xzXZ0zzLUFIJLOO+88ijWIW/X19WruZ1fH3iBmiBkEwTlUjh49yt3fYUK9BkAYlZeXBzFnmNsoAAAioL29vasDKhAzxAyCFjBUbAMM8Yx6DYBwOXz4cHBzhtnCBgDg2QEVQMyAUEFkUK8BEC7vvfcec4YBAAyoQMwAhAqCQL0GAIkKAADyFIgZECrwFuo1AEhUAACQp0DMgFCBt1CvAUCiAgCAPAViBoQKvIV6DQASFQAA5CkQMyBU4C3UawCQqAAAIE+BmAGhAm+hXgOARAUAAHkKxAwIFXgL9RoAJCoAAMhTIGZAqMBbqNcAIFEBAECeAjEDQgXeQr0GAIkKAADyFIgZECrwFuo1AEhUAACQp0DMgFCBt1CvAUCiAgCAPAViBoQKvIV6DQASFQAA5CkQMyBU4C3UawCQqAAAIE+BmAGhAm+hXgOARAUAAHkKxAwIFXgL9RoAJCoAAMhTIGZAqMBbqNcAIFEBAECeAjEDQgXeQr0GAIkKAADyFIgZECrwFuo1AEhUAACQp0DMgFCBt1CvAUCiAgCAPAViBoQKvIV6DQASFQAA5CkQMyBU4C3UawCQqAAAIE+BmAGhAm+hXgOARAUAAHkKxAwIFXgL9RoAJCoAAMhTIGZAqMBbqNcAIFEBAECeAjEDQgXeQr0GAIkKAADyFIgZECrwFuo1AEhUAACQp0DMgFCBt1CvAUCiAgCAPAViBoQKvIV6DQASFQAA5CkQMyBU4C3UawCQqAAAIE+BmAGhAm+hXgPEr5aWlrKyssLCwuzs7IyMjLSI+MlPfqIT1SWXXJIWKZmZmfn5+eXl5du3b+ejBwDPampqinxu8kKeIm0xCAehAlCvAeLdkSNHSktLpRPcqyf079//h1/r169fj7wG6QfLYKC1tZVgAACP2L9/f3FxcXp6eq+e5oU8RdpiEA5CBaBeA8SXzs7OqqqqlJSUXujVKzExcc6cOR0dHQQGAPSgI0eOzJgxQ87JJCbSVnf04Mysnp2TxVQsj4cH0/dAvQZAYK2trVlZWf+r53f6mZeNyv+PaffPq3x+yfo31r50cOO2Y7HXHqn/sPLJPWUrX7515rLsnxb0Te5numhJrgKAnrJ58+bk5GTjaVnO0pKb5Iwtuen+x3fHam4ibYWKF2ZmeWdOFlOxPBgeTN8D9RoAAezdu1dOx/rUfM6/DJgyb1X1K4firRMsbV3jx3cteCxt0A/00UhISFixYgVBAgARVlFRIWdgfTbOuPDiWffVylk6DnMTaSsIzMxiKhbhQcxQrwEQ9ZqamvQaqN69E34+8bfxWakxtSnzVhkvWvp8PkIFACKmqKjIeBXhNws3kJgCpq2zSFtfY2YWU7EID2KGeg2AqNfe3q5ngSaefubcpXV0eXVbXvv2oO8P11mKy5UAEBllZWX63Dt42GVVm94nJZG23GNmFlOxCA9ihnoNgFiQn5+vzr9nJn1j4dptZCZTW/vSQUnkOkVxVQEAwq2urk6Ppi4blc84irTVJczMYgYx4UHMUK8BEAuqq6v1mZeM5dD31Zcr09LSWLsLAOHT2tqalJSkTrlDL7qcYg1pq0uYmcVULMKDmKFeAyBGDBkyRJ1zr/n5JPKQc4rSVxXmzJlD5ABAmOir3ympAx+p/5AEFHTaOiv+0hYzs5iKRXgQM9RrAMSI2tpavRKKPrGbiaB6h3xuaggA4dDS0qIHVPMqnyf1kLbcY2YWU7EID2KGeg2A2DFixAh1tr1p/CzSj5umt1srKysjfgAg5AoKCtRpNnPElSQd0laXMDOLGcSEBzFDvQZAjGhra1Pn2T6nJpK3XLa7FjymrycQQgAQWp2dnfoC+O8e2UrSIW25x8wspmIRHsQM9RoAsUPvNDz0osvJOu5vaqivJ7BkFwBCq6GhQV8AJ+OQtrqEmVlMxSI8iBnqNQBiR2FhoTrJjr19PinHfcv+6Vcpv7y8nCgCgBCaPHmyOsFeO/YO0g1pyz1mZjEVi/AgZqjXAIgpevOaspUvk3Lct1tnLlPHLT8/nygCgBDKzs5WJ9hZ99WSbkhb7jEzi6lYhAcxQ70GQExJS0tTZ9jKJ/eQcty3spUvfzWlNjOTKAKAEEpPT1cn2Psf3026IW25x8wspmIRHsQM9RoAMUXvu8YdDbvUKp/cw+RPAAgHvWZh7UsHSTekLfeYmcVULMKDmKFeAyC2/ra/dGbSN0g2XWqP1H9IvQYASEykLe9gZhZTsQgPYoZ6DYAY7Baf8y8DSDZdbdRrAIDERNryDj0zq/qVQ3zcTMXyFx5M3CNmqNcAoFtMxxcAQGIibUU6cpiZxVQswoOYoV4DgG4xHV8yEwCQmEhbRA6hQngQM/SKqdcAiO/sdfeDL86rfD7gquMl69+Qh0Xg9uRkJgCIn8QkaUWSS0X1n6L311GvoVGvITyIGeo1AMheoW+3z3lIvdTpFTWmb0l31ngzcr1HvfWRZCYAIDEF0WbdV6te1X9Mu9/0rfsf371w7bZupjbrmx2dd6t8PfH0M40JjrTFgJyxN+FBzIB6DUC32HPLYvsm97O+Tvn6lTdM6N07YV7l8/qL1a8c0g8O646DZCYAiIfEtK7x45TUgWrnC2NaWfvSwZ8VTu9zauLtcx4K4mmrNr3f79zz/L3ZJevfUN8adunVpK1YHZBPr6iRVyvN2I3RUWcMttF5t8rDMi68ODJbKVOvCXdbuHab+uinzFtl/W5od0S+ZcqC7J8WSLv7wRdNtWaH10DMUK8BQPZy23Jvmape59jb5xvnikvXWX3d1NG5duwd6uu/Kl5EbwYASEzdaZJK1EuSMbNxqKOrLUHUa6o2vS9j715fs32zg4ddZpvjSFuxUa+pfuWQvFT1gtc1fmyaz3XegAuMU6vmLq1T7056RNRrYiA8BmYMUxPoTKUZ6dzKt0L1J68KQ717J/g7U6mzkHSnH3r2XWKGeg0AsleQk2t0XWZ57dvWaeTWvqwkJ/X15H7fDt+VKDITAMR8YpKBtKQS9ZJ+98hW/XXJOzoHdbVeIz+rBurO9Rq9vHfoRZeTtmKvXnPT+FnWa1GVT+4ZdunV6uumpXDnDbhAvtjn1MSAG/kRKh4PD92DNZaAqza9f9mo/NCWaB969l0VNv7OVHfMX6u+dcV1hcQM9RoAZK8gp3Hadlgd6jXS1Nz14C57kpkAgMRkGs9IWjHVXIKo1yxZ/8ZFP7q2l4Xtm1370kF9YTwkGw9Tr/HgtSj5iI1TG3QRx1qvGXv7fPX17J8WUK+J3vDQ6ytNJWDnbq1uv1m4QS1uMpb5/M2s0b/I35mq+pVDOg67WQekV0y9BkCcdm7OHzhYvchbpizQlwsGD7vMeMUgbdAP5CvX/HySdQmVfJ3eDACQmIJrQy+6XL2ea8feYVypJHlH5yDJR/KVS3Ly3E+pUD+lE5m/N2v720lbMVCv0YvsTNeiHOo1y2vfVl/vc2pi91evUK/pqfabhRtsS8Au6zU6Qhz6t4/UfyjdYF3tda4sX3FdofqusRdNzFCvAUD2cnspUqcZfQMO6cH0smNMXfpeHqJq0/v0ZgCAxBTEJAg95pG0Yjr/u5kj42+slf3TgrUvHdQ71Pj7WT2lIiRHg3qNd5ou1d06c5m+FiXDaeP0q1umLJCvGPeIHfT94dYlVPRwois8MkdcqV7Jzwqn65l08kHruonapUi+YjzndKle0+fURP1Uiaef6VyvmV5Ro77bN7lfd/YQoFdMvQZAPHZu9AUoyTfG1d0B6zXSydZfv2P+WnozAEBiCvpKuJC00v16zc8n/lYG5HoEHrBeo3eZFd3ftYR6jUea3mXPOInGuMLOyLj6Sc8dThv0A+o10RgeVZve1yVgPYnGTbe2S/Ua/QzDLr3aeBKzrdcY113Kg4kZ6jUAyF5daHrrtYEZw4xLfyW36X1tVEVGvmKaHqx3iOzmDE8yEwDEZ2LSdxuUhGL8umQcva+NmgchXzHuiO+yBazXSF4L4bUH6jUeaXraVL9zz7PdEclfvUZPhRBhXRJFvSbcOw337p2gJ7OEo16TkjpQ3aXbzU5b6mZV4sobJhAz1GsAkL26fL9DMeLyXH85z99CX32r1MwRV9KbAQASU1ebXpwy6PvDrfd4Cvr+UO7rNdL0pW+9eoK0Fe31Gn0HKPmHcQF49k8LjPsiSc9HvqIXTJnqd3cteIx6TdSFx+i8W9XLOH/gYOOU8JvGzzIuhZPPXb6iTix6g2HVdIQk9/u28evGJXJzl9Z16Ux15Q0TrK+KmKFeA4DsFbjpO55a74YQsF6jM1930g+ZCQDiNjHp7UKM4+qAoyDjIEo3253U3NRrHPIgaStK6zX9zj3P3/xfh/2GTVuTdL9+R72mB08p0kd12a01hoQDf9Nt3NRr9IQvsa7xY2KGeg0Aspfbpq8rSrrqar1GurZhfXdkJgCI7cTkUCtxGAXZjqZsx97Ua+KzXqOj4ucTf9vVek0I44F6TQ+eUq64rtA79Rrjr7aNOk4v1GsA0LkJ0KehXgMAJCbqNaStWKrXWMfPAes1eoKGw/Yl9HA8Gx5BdGvl6/JZ66ZPCGcmfcP4dX97Nbqp1xj3RTLej4yYoV4DIJazl6Qi02zwa8feYbsv/RXXFZoeqbOFw5zhgPUavVcx66EAIN4S079PXWLKLFfeMMF6t9p1jR+PzrvV9EgZvajv6q0iLsnJo17DgNwL9RodM9Rr4qReE8R+w12t1xgf4/Cr6RVTrwEQU9mrbOXLejWTJh1o08OuuK7Q9JhB3x+uV8/qvnIQ+9foPo113wF6MwAQ24np/sd3J55+pim/WLf8sK41SEkduPalg6Z9Ya1Do4jtN3xm0jf8DfBIWxEekEvnRD53U1uy/g2Xj9R3dOpOvUbfSyFMfRvqNf7a3Q++aPpAF67d5vKR+qP0Zr1m7tI6/ZjfPbKVmKFeAyBeOjc/n/hbUz9Y+p3GO54aZ2Aq0r02dlBGXJ7rLy0ZE5u+Fmps5w24gPt5A0DcJqZbZy4zpZjevROMQyz5t+m6gvyvcbgi6UMXcRxGQf8x7f4w1Wseqf+Q+3l7p15jnLqr9U3uZ91M2loHlFel64D6i8Z7+nR1/xrrBij0cMIaHj8rnG76TPucmmit1hl7p9aur/74Rufd6p16jfFXG3vpxAz1GgAx3rlZ1/ixXmit6StC0g3Vy520KfNWGZ/hlikL9G0LTU9+14LHjN2gS3LyjJvty6/WvfDu93HJTAAQjYlJF/2tUzirXzlkvHey7fhZUpL+lmktVdnKl40jdhnGD8wYFvJ6ze8e2ap/i+08DtJWhOs1a186qIfcxhtvGx9jWweUgLHWXKzrxAPWa/SsMekgUa+JZHjY9mnlK8bHLK99W0+I036zcIP1T94UMz1br9GdbYkuYoZ6DYD46txIb8M6I/2uBY8Z9wPWrBsEGDvEeiKxToqm/pCxpiO9JX8/SG8GAOIkMVVtet96YUANdGWobL3BiuletpJo/C0TqH7lkL6zctC3wg1Yr/n3qUv8XbQgbfVIvcbfcm89z9e2Dmi6D9RFP7rW302djfWa3FumytMaR/sSz84zi+nhhDU8bPu0xpX++i9au/KGCcZnGJ1361fHdtAPHOo10kOedV/trTOX2c6Fcd5gOIh6jbxI2/ITMUO9BkBcdG6M1yf1pUjrNHV5DY/Uf2j9cXmw9QKFXm9l7DPJv/W3flW8yF9GpDcDAPGTmIxbM+hryHfMX2sacpuW6+qmx96SVqwDJ2PJRp6wq0sJAtZr9IWNkCx+oV4TvuXe/c49T/VhrHXAjAsvNhXyxt4+3986O2uXKXPElfq7MobXX7ftMtHDCXd4WD8gvZBfV1e18wZcoBfBqSZnHr2WyhQVdz/4ovXHu/9RuqnXDMwY5m/CF6cX6jUA4qJzc0lOXi9H0s31dwdBvX2A6RqFvvgpyU8y0PSKGmPfRV+8si4OpzcDAHGVmKxDaCs18dNhpYDt9q5Vm96XH5Qc9JuFG4KYyyk/IiM9af4KPXpy0NyldaQt79RrZKSt9/3VRufdap16c2bSN6zLmoxTgE1730hPJrnft43PYLzHpZ59I789Arcxol7jsk8rJwfr1BvTbln6jKEjxDRlT4JKPmtTJSgC9RrjVMHunGfoFVOvARDFnRvpf1jXezvfs0O3iuo/6YtXLn+d5B6VNSUDhWkxFJkJAKIlMclAyLpExchh9ookETWYkf9abwce1qZH9dZZGKStnq3XqKUx1p1KrIvv/O2gJ5+pvwdIyEmnaOhFlw8edtllo/KN+/rJFyOweQ31miD6tP7WXVqbw4cozzz29vmZI66Uj/6SnLygNzI3BepN42epZntDK13Q6Zvcr6srOukVU68BEDudm7sffNG63tt6A2/bpifLOGzAZrsVsfUu4PRmACAOE9OS9W9YN56w3sDbtl1xXaHtjvjhbrm3TLVukEHa8ki9xri2xR+HToheEuW+oyJRqkqH0psK37Uo6jUuJ63469MqQy+6PGDYODwmkk3f98p6yypihnoNgPjq3FhvhehvqrC/a4zWDYkdrl1IKr3/8d30ZgCAxCTtP6bdb7sa17QqwfYCtRonh3sRimmiqFoXI8chVPN6qNdEcrm3cx2watP7Kqj6Jvdz+fnqnVMuG5Uf7vdFvcZ9OdVKPlOHrazWNX6s/rQjUHdz09RUr+73mekVU68BEPWdG907MS3MdtNTkd6Jy9ymizuSSunNAACJSVdA9Ab2xhsLutm3VY/NbBcUhKPpm8X4W1BD2vJCvcbfcm83dUC9PZ/LjzhzxJXqmSuq/0S9psfDY13jx3qbXocbeNs2fU+M8O2x6P5mZ6GakE6vmHoNgKjv3Iy4PNc2sbnZjr5q0/uSS6QFvIHlXQsek4ddcV2h8/x2ejMAEFeJyd+uw5Kb3NR6JK1Icglh9cS5yUBOfp3D5m6kLS/Ua0z7uWpupsA8Uv+h2gHHzbytJevfiMBCb+o1XWr3P77b+tG7+TTXNX6sZrXIi+nOljGhmiDW59TE7k9Ip1dMvQZAdHdurHdANArJnS8i3MhMABAticl2UK1FeGMa0lYs1Wts64AyAHYzC0av0Qs4GUfd2f3MpG+Y7idFqPRgeFhv4O2+T6tvze7vznQRaPc/vlvtwhOSujC9Yuo1AKK4c2N7GwXTvvpuZqTT8QUAElMQi1asd2/p6k5q1Gvo0nRp39m0QT/o2akThEpYw2PJ+jesa/yjt09LzFCvARC/nRvprwwedpl1M7YgZqSTmQCAxNT9TWGtOSjjwoujd3RN2uqReo2/zWu6tNybUInG8JBzRdqgHzh89FHXpyVmqNcAiN/OzS1TFpjS2OBhl9lel4iuGelkJgDwfmKy3nT5vAEXLK9921qy6fG9P0lb0VWvUXdCcNC7d8K8yucJldgLD4ebQ8XbKkt6xdRrAER352bh2m2mqcKJp5+ppp1b6zjRNSOdzAQAHk9My2vfNq3GlZRUtvJltTm9dXQdsds/kbaivV5jjZ/zBlxgHcZH6dIY6jUO7e4HXzT1bOVT1rd8snZ3qdeAeg0Aj3Zuql85dP7AwaYE9u9Tl+jZpIO+Pzx6Z6STmQDA44nJuhrXuERl2KVXW4fckrkYUBE5wdUBpQMjIWQKqkty8giVmAmPtS8dtC6CU3sGW8828bDKkl4x9RoAUdy5uebnk6wroQLu1hYtM9LJTADg5cRkncVpKsdYR91idN6tDKjo0ji3oRdd7q8OWLbyZesOxBG7DTyhEu7wUDfqst2qpvLJPYmnnxlvqyzpFVOvARCtnZu5S+vcTA29afysKJ2RTmYCAM8mJskjpusBeiWUsd0+5yHrxhPTK2oYUNGl8desK19MdUDrHb6j7gZk1GtcLoLrm9zPeId16x2+5bQT8GbtnF5AvQZApDs3tjdP1SuhAu6xHxUz0slMAODNxCQZxJpZ/N2sx7oqKrnft41jMAZU1Gt0q6j+U8A6oISfdVXU4GGXRdHSGOo1tovgrJuUq5VQzmswJRjWvnSQeg2o1wDwaOeGzAQAIDGRtqI9cmyvMNnWActWvmydt3XLlAWESvSGR+aIK93ctPv+x3dbV/rH8CpLesXUawDQLSYzAQCJiUba6uHIWbh2203jZxnbzyf+1t904NvnPGR9MHdUiNLwqNr0vnygpuZvFt68yuetD47hjczpFVOvAUC3mMwEACQmGmmLyCFUCA9iBtRrALrFNDITAJCYSFtEDqFCeNDoFVOvAUD2IjMBAEhMpC0ih1AhPIgZUK8BQPYiMwEAiYm0ReTQqNfQiBnqNQDIXmQmAACJibRF5BAqhAcxA+o1AMheZCYAIDGRtqjX0KjX8PkSM9RrAJC9yEwAABITaYvIIVQID2IG1GsAdCN79U3uR6bpUlv70kEyEwCQmEhbDMgZexMeNHrF1GsAhDF7CTJNl9qS9W+o45aRkUEUAUAIJSYmqhNs9SuHSDekLSp9lPYID2IG1GuAOCUnVnWGrXxyD/nGfZtX+bw6btnZ2UQRAJCYSFtU+ijtER7EDCmMeg2AUMrKylJn2N89spV8477dOnOZOm6FhYVEEQCEUHZ2tjrBzl1aR7ohbVHpo7RHeBAzoF4DxKn8/Hx1hv3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qr8uvZjQVq2Py1Vt9Ejx5E8fIx+38yF8vGC8PGzctn7F3bMRG9evL/m3KDfKZTl1cFIE1ShJg0kwXMh98YaG8AGmLNs4lZqjXACB7Bd/K181WL9tYgnl021LJMao0Y6zXSPvxtRerx0cgC0ZXZmp764MXpz9krdq8On/tZ0eP8dcBgMRkbfc9PV/lmv5pKcbh1i+n3nRG39Pl65KMgnjaOxdN7GXg78648qvlBTCaisl6zZhbrlSv3zpglo6NdH70/066Z5x65K8XjKdeEwOxIWcPf/c1k76rqS7czTbgglT1u6xnqpTzz5Gvy6lGTmjEDPUaAGSvINuwy4ZauynSldHdXFO9Rl+WlBRFb8bqg9ean51YYSrZPPmLMvk6fyAASEympq8BFBTfaE00wdVrZLTWu/cpzvUa+XXqW9bVUoymYqBes7hmnooB03Tg+aunDRr6Hfm6cdLNo9uWJvc7S74o/43k7rnUa8LRHnxhoSr1GkvAKiQkGKzd2u60f5tyg8OZSpeNjCc3zjDUawCQvbrQFm2cq15z4hmnGZfxO9RrpH3r3G/6u3BBb0acON65p+aVjTfONVVtdvie+PzESf5MAJCY9MhKTa4RyzYt6H69pnzd7ME/vKCXhfWR8uvUt2RULy+D0VSM1Wuysi90vhZlWiSlJ+MEN5+Leo132tVjr7BWSaS/qmu4DvWaVVuWLH2mTJrxdOSv6Zqvv8jRewic0fd0eWZihnoNALJX8Mv7L7kqy9hR1rsJqOX98pX5q6dZf+pffzKM3ow/R/d/VF+y3FSyeXH6Q6yNAkBiMl2d/l5munEGhL4urea/qO0huroGyjjFxvbx8kvVd+VlkLNiqV6zuGae7bUoGVH7q9foteEytI7Yzcup14TjBhqqRCJ//saai/NlSGuEOL+vB19YKB1gU1HYttKn64ahmmJDvYZ6DYA46tlUv76sb3KSNXv1smN8UzMfmKK+KEkx3DOHozozfX7i5N6nG00TbZ6dWHF0/0f8sQAgMdlu/SAv1TYNBXw2PSST3DRuWr5xoo3z2CyEy3up13jqWtTIa4bbfuLWeo20/mkp6lsT5xZQr4nS2NBzXuTP3/bk0P16zfWFo9R6Kzf1Gr01UqgOFPUa6jUA4qhnM3/1NJ1mjBsuBqzXrNqyRH893LsOx0BmOvzugdpx5ab7Rn20Zx9/LwDiOTEtfaZMpxLjDqDdrNdkZV+o7nUYsF4jv1Q/wHRvF0ZT0VuvMV6L0ouhlm1aIO/COMxO7neWfMU4uVjPLDbO9qKHE12xofYRN81nkRepQ0LIv+Urtp+ym3qNPkH17n2KXkbnr16zeqtPT/RzM0mQeg31GgD0bGyuQiSecZpp90c9S1x1XOQrkpNs09XVY6+gNxNQx+FPGmatNJVsmGUDIJ4Tk3H5knFzB0k3F17yff2tARekSg5ysyvw4pp5xjsBBazXGK89TLpnHDkrNuo1xjLcww2/txYHjYyzMKb5Jll/kB5OFMXGfU/P15+g8f5fAS9DBlGvOf+7/eevnmaMK387Hw0cPCCEHWbqNdRrAMRRz2bkNcP9TQUPOHFU7bFvnXFKb8afz0+cfP2Bp4wlm6d+ueCTA4f4qwFg9Wnbxwd3vxvbiUlPZ+ibnGT6VjfvD+WyXiNNX3U3XZMgZ0VvvUbHlfFlu6nXPNzwe/31OxdNpF4TdbExYdZYPfPFeAtth3qNBIbaHks1fbu65H5nGb9u3MPxkquyfr1gvHp+N/UavTrv/O/25wxDvQYA2SuYvqzpbpdu6jU6pYX7zcZYZtq1ss5Ysqm7bUnH4U/4wwFg9dYzrz07sWJPzSuftn0ck4lJhj3+hjEO9RoZOBnHUarZ3nvFTb1Gb1kSqu3zqdf0eNOTs+Qf/mZP+FucEvL6HfWaSLacG3/k75Tir1trDAkH/t6mm3rNuGn5+jHd3/OReg31GgBx1LPRa5qs88wD1mv07RL7nNqH3kx3SjaN5Y/xhwPAX8lGzhLrc2e/On/tB681f37iZCwlJl1Psc7TdKjX2O5uYzv2dlOvcXgN0Z6zjh/riM96jY6Qy3Mv7Wq9Rm+AnZV9YUzWa2J74l4QlyEjUK+ZurjIdpUWvWLqNQCo14SxXmPMcNRrusq0MEqGYfztAHAo2aj25C/K3nhk08fv/Tf1Guo1Ae3b0vTaovXd3Ns+Gus1entX6/g5YL0m5PHgwWiJ4Yl7QXRrI1CvMZ7Nur/lMPUa6jUAorJe8+i2pdN8k24Yf7WkqGGXDZX/Xj32ikn3jHPeMK879Rr5XbZ7FVOvcePzEyefv2OpcQz22dFj/PkACFiyUa2+ZHnL8693dhz3SGKqfn3Z7OV3yHBFssmFl3xf5SDJHcs2LaBe04P+c8UzEi3PTfa5j5YYqNc4jJ8D1mv03nyRecs9FS2xOnEviG5tEPvXdKde0/19zanXUK8BEGX1mlVblki32HiLSqPevU+R3OPvNqX6JlDDLhsa9P41KeefQ70mCB+/998bb5yrR19/Wl7Lnw8A9yUbaXIO2eF7IuDqhrAmptVbfTJKMd4r1yQr+0LjPZts968ZOHiA+3rNnYsmSlYytQdfWBhcvUbfumXkNcNjL2fJOFzfmrAm/+7/XPFMV+9L2ONj8urXl0n8SDzMXn6H/FfdqT189RrpDvm7D0OM9XCiYuKefNzyMf16wXj5r4SBcQvhkF+GdH9/qO7Ua6b5JtErpl4DII7qNdJ9cegla4lnnGabnHRfedDQ7zhkF9uf1X0a635+1GuC6C09ftO84C5+Agifw+8e+NtLu6S9v/XPB3e/q9onBw4dO3hYWkj2B+lmyUY159UN4UtM9z46w3a2i/XKQUHxjdYfH3PLleoB3zr3mz11f6jkfmepB1xfOComc1bH4U9qx5Ubo+XlOavcT6nowXqNxMDIa4ZLB8YUTmf0PV2+7rAPSJ9T+7AeKrhTikcm7smH++NrL7ZeiZRgyMq+0GFJkd4+3LP1GtZDUa8BEEf1mmm+SXqRthu/nHqT6RmkA+3mXqqXXJUl/2uaw3n+d/tH5h4KMZyZThzvfOqXC3Q/STpJ/AUBntK8rsFficTY1ufO/uP4RarJgKdh1kppr85fu8P3hGryPKq9U7e9OwUgh5KNw+qGMCWm+aunWcfSDqzJQtKK/u6j25b6GwXJyFly0MS5BSGv16ze6gv5/Zs9mLP+0fJ343RO1WrHlf9l48sBb1DYI/WaB19YqK8JOZAxue3ddvSgvTv7DVt/NiZ7OF6buCcfqJ6+7UDCw3ZKnb41WBC3PQ1fvca437DzElHqNdRrAMROvUYyhG1HuW9y0vcy020vePbufcrMB6b4K8qYdroxZiDrPjXSsdalIslD1GtCMhrcfGclf0GAp5ju5hax5lAAemHq8oA/blrdEI7EtGrLkm+d+01rojmj7+mDhn5HD5hNTMMkY6K599EZpmGb9YKE7U27u1OvkV+qH2A7/IuZnPW3l3b5izTnPYkjX69ZXDNPT3oKaMAFqdYPLiv7Qn/zf3859Sb9s6r3Yqr46DkdtjPCYrKH452Je/JR+jt1WMn5x7o4Tt+6VJ7H9K07F000Xb+0LfaFo16joy4kGz5Sr6FeAyA66jW6O6KlnH/O7OV3GHs8xq6qTm/Ga5jVry/TRR9r2UXvumftK5dWTdU1INuER73GpY7Dnxj7RieOd/JHBHjHDt8TPVKvCVVTqxsSE04NeWLS4yJNxtgyItIbTNz39HxrnpLBsGl0LZlLfWvctHx/K3Y1f/vgBF2v0eMo6+iuOzlrwFnf/tn/e7maSKXbgV3v6BlV1qlVxhamYFZ7D/tr/vYkjnC95uGG37tZYWc0cPAA0+Ssf5tyg7+X/esF441XoeQBxnVP8ttDuG4lino4Xpi4Jx+intzkkvxq07VGPWVPeqemzW7mr55mvH4pP2u7/aJ0dJc+UybN5UQYN/WanBt/FMJFdtRrqNcAiIJ6jfRZrUnLeolJcpWeGqqZ+sQjrxmuvi6db+us1Jtvv27Q0O9IShs6POOG8Vfr0ozuDFlnnFKv6apnJ1boXlFXd4IEEFYyzFYLmrYt3qgmuUiru22Jmvny5C/KoqJqs/anvynK/Ol3B6SG8DK43iJET+203QjWurTBtCpK32rwkquyrCnsl1NvkhGOGlTLD3Z1Csxtpb+SEZRqzlc+5GWEMGfdeMHI8M230k3iUMekbsZVeLrtWln3P8vxql/844RFzr/IuidxhOs11oCRofWom7NnPjBFBsbyX3mAdeKVKaiMI3PTnCwZhJt+3PjWpvkmqS9KeJtqQOHr4dhW9yLfXlu8sWcn7ulTgZH0UeVDUbdwkm6q6bRjPW/IKUJ/y7TDkXyg1g1xQjLbPWC9Rtehgt6Ki3oN9RoAUVav0Xs0Btxw3tqrNt2GQy+J6tJtnvRFy18vGE+9ppu2zFutO0Mf7nyLPyIgGunJEf9o+buaOnFg1zt6LPSXjS+r/Wtk5BzJAtDGG+fKGSb7/1z4rcS+IUxMxkUlir/NZVZv9ZnWtpi2Fl5cM09PvQl485eQ33hIj9/c3HXIfc4aO/iKqJ6WZdyTOJL1Gh0MxikwpVVTrXdaMHVsevc+xXQfTB111rnDt5X+ynijBuPUqusLR+mbmkXs1uMhr+5F48S9hxt+b/1MrVtKla+bbb3JhilC9B3frJs2znxginEVp/y7q0ssrW3ZpgVyBFSz/kbT0k6HTbLpFVOvARBT9RrTlFHrnTWcV06Z8pN+NpeJRNKqyj3SH4pA9zrmM9PrDzyl+0AyruOPCIC/AtCbq59//OZSN5fBty3eKONttbwl5InJtBes82SEUTdnOy9r0vNATTushbvJr9N7l4Y2ZxVl/jTa6zV6T+LRAy+KWL3GusjO3zUha8XQNENKX9bKufFH/u4RPn/1NNOMrUFDvxOxa1FRXa8J+cQ96wf6b1NuCLh3r56DY3zAuGn5zn/Xi2vmWT/6sN4bJLSLLqnXUK8BEAX1GtNs3n/9yTCHB+ubQGmSqGyTn3VJlPMT2l5JoF7TVa/OX6t7P/t37OGPCICtvU83rs+d7TB8enZixa6VdQd3vxvu+0OZdhiRUa7Dg407htjeiUlP83TOZSFven+c0O5UIk/4o/OHloz8uWlRkpzqrcuX9NQqY3P+lCPTHr9p3rbFGyUl9TklIWL1GlNcOUz7fXTbUtM8iwEXpNpO1XG+oGWaKKF3YorMYqjordeEfOKeab/FxDNOc/gI9P1J9dQ80wY0aqqO/DfcGyy6aZfnXhraPjP1Guo1AKKgXmPq+zrXWYy3MPR3DVNNH5WcFzC3Vb++TPWopCMVsdXdsZ2ZpL+u+0B6WTgAaJ0dx7f5312ivmT5Xza+7HD2CHlict5CwtSMNyL0dzPdf/3JMLUCovs3u3W/BY+68hHylS9hylnWbYk/OXDIuoGxcRWebu/UbW9e1/D/LVy37vpZLss0evP7iK2HMu71q4y6Odvh8SpmjEx9Ej252GU9Tl+Luvn26yI2mP+fPWj7/Z/xw8eo9ZI91XYseeLxvHk9OHHPdMNT5ylv1j0BTOsZ9UQth/t2R6bpwqL8N1R9Zuo11GsARF+95vrCUV2q11iXc89fPU31XAOW//UNEf3tmEO9pkuOH+swXkrl/lAArAP15+9Yant9+6/1O/3dajesick0x/PH117czXrN0mfK1IDNtHFsuLeB63NqH9O+J7Gas2SM7TBtx1qmiXCvxnRvdTfzEazb05o+ykUb56pAdTlvS92qLLnfWZGclOGFaPHCxL0uXYacOLfA9HhTSe7BFxaqralMOzZGvumXGsIJ6dRrqNcAiL56jWntrqnppbzOd6lctmmB9HUCLuh9uOH36k6HcdWbCWs/SXeJ6m5bwl8QAKP/fvOvxk2ITde3eyoxmdatON+k1rrfxKR7xtlOeHGTg0I4vyZMv86DOctfscahTBP5eo2bup6x5U0c41yv0XsnWXcjdohSfztnx2QPxzsT90wfpfN9lKyXIa3dWn0bU+t+1ZFsaoPI/mkpIdztkXoN9RoAUVCvkVO/w7JtU8u58UemxPZww+97fEEvmUn54/j/e3fVt555jb8gAMZ6rhpm+7u+3VOJybTZRN/kpC6Nq+99dEYU5aBoz1nWYo2bMk3k6zWLNs4N7fwatZWJupu7ads+212W5GEFxTfGT7R4auJel+bXTJg1NmC9pvr1ZTfffp18phHexdxUFFbhF9ozHvUa6jUAoqBeo3dJ9Ld217h01nQv1S7dt5u+b1j97aVdxk7S8WMd/AUB+OLr694Br2/3VGKy7h8xe/kdLjcHTTzjtAjftzuec5axWNOlMk3k6zXd3L+md+9TojGueipavDZxz7R/jfOuUtbzTyQnfXOGoV4DgHpN4DbpnnGmXHXhJd+37alYL0A5zzIlM0XMsYOHa/Lv1r2lHb4n+PMBoPyj5e9urm/3VGIqrZpqyiwDBw+wzUHWnSYuz72U0VQkizXBlWkiX6+R9q1zv+ny8pIEm/P9oYgWBx6cuPe9zHT394dSi4xczu/jDAPqNQB6oGdjnTWjdrFZtWWJaS6o6TGSAiO2OwCZyVnDrJXG2enHDh7mzwdAtCQm05BJXTYwLbadOLfAtDOx/O99T89nNBUBB3a9s8P3RNBlmh6p1/z42oudb/3uUAeMumtRPRItnp24Z7246G9t2jTfJNMjnfc75wwD6jUAeqZnY91uTd2QW/KW9FquHnuFaT9IZdy0fDKTF+xaWWdcMd7y/Ov87QCIosQ084Ep1hSTeMZpl1yVJTlozC1XmpZBubmbIaOpEApuxkTP1musWw73TU5atHGudXqXaflMn1P7RN21qB6JFs9O3Lvv6fmmj14+U+uuNItr5lmvVpavm029BtRrAHixZzPymuG9usL5NlJkpoj5y8aXjcWaV+ev5Q8HQNQlpusLR3UpB/lbt8toil6Nv62s1bhdIu3eR2csfaZs/uppV4+9wjRpK6rrgFEdLaGNDWufVj7onBt/NPehO+WjlwC4YfzVpjpdHE6uoV5DvQZANPVspON7ee6lLjvKkvOitKMcY5nprWdeMxZrnvrlghBe7AKASCYm6yoGfy65Kmv1Vh+jKYIn4DwL65jc2fcy06O3Dki9xrjhtGkDo4D6p6UY9wGgXgPqNQA817NRS3ltp50bd+zztwKczBRhf66uNxZrnvxF2dH9H/FXAyB6E1Np1dSBgwc45KDkfmdNmDWW0RTB4z6i3JdsJPZMuyYRLdEbG7bLnRyKNVG6CI4zDPUaAPHVs9Grvq8ee4V0XFSqk77O+d/t/+NrL75z0cRon38eG5mps+P41nv/YCzWPH7TvI/27ONPBkAMJKZ7H51xfeGo72WmqyvkkoNkNHXJVVmT7hnncJ8XRlMEj79ZNoOGfifgiP3y3EujfdIW9RpTe/CFhVnZFwb86OUxUV2n4wxDvQZA3NVryExeduzg4efvWEqxBgCJiZxF8LifPizDcutcG/nKyGuGx8Yus9RrbNv81dPkIz6j7+nWzYwkJKz7EHOGAfUaAHSLyUxBann+9cdvmmfas+YfLX/njwUAiYmcRfAE3KqvfN3sqYuLbiv9lfxX/h1Lu1ZTr3FuizbOnfnAFPXR3/vojHibrEe9hnoNALrFZKYw+rTt41fnrzVWaqRtvrOy4/An/KUAIDGRswgeooV6DY16DfUaAGQvMlNEfX7i5F/rd9bk320q1mxbvPHE8U7+TACQmMhZBA+Neg2Neg31GgBkLzJTRB3c/a5ptxq1Yc1f63fyBwKAxETOInho1GtonGGo1wAge5GZIuqTA4dMN4FSrWHWymMHD/PXAYDERM4ieGjUa2icYajXAOjJ7NU3OYmMEpK2eqsvKjLTJwcO/Wl57frc2dZpNe/UbefvAgCJiZzFmJxGvYZGvYZ6DYCelJiYqM6kbGIfkra4Zp46nhkZGd78xD9+7793+J6wVmrUbjWftn3MHwUAElOctPuenq8OdXp6OvUaGvUaGjFDvQaAt0gXTZ1JpdNGUul+m738DnU8c3JyvPZZ/6Pl77arn6S9OP0h7tgNgMQUb23uQ3eqQ52dnR1L9RomZzEbi9ggZqjXAIgF0kVTZ9Jpvknkle63cdPy1fEsLCz0yEd84njn+1v/XF+y3LZS8+zEig9ea+YPAQCJKQ7bpHvGqUOdn58fG8GTkJCg3lH168v4fONtBrEzJu4RM9RrAESfOXPmqDPp5bmXkle634YOz1DHs6qqqjufy+cnTnb/wz26/6M3Htn05C/KbCs1z9+x9G8v7QrJLwIAElM0tpHXDFeHury8PDaCJy0tTb2jpc+U8fnGzwxiN5i4R8xQrwEQfbZv364niHIxqpvt4Ybf9+59ijqera2twX0ixw4efnPt5oO73w36M+3sOP7X+p0vTn/ItkyjKjX7d+wh+AGQmOK8yRFWh7q5OUYmWo4cOVK9o7kP3cnnG9pWUHyj12YQd4meuHfnool8msQM9RoAUSM1NVWdTCfdM47U0p128+3XqSMp/cUgPogPd7716vy163NnB7dA6cTxzv079jSWP7bxxrn+KjXy/N2pBAEAiSlm2tTFReogy9GOmciZPHmyelPXF47iIw5t+15mekhmEPcUPXFv5DXD+TSJGeo1AKJGaWmp3jOfNb1BtwdfWHhG39PVkVyzZo374//Z0WN7n2784/hF666dGUSx5vixjn1bml5btP7xm+b5K9PU5N+9a2XdJwcOEe0ASEw01QZc8FVRrLi4OGYip6GhQb2p/mkpfMQhbMs2LVAHNiEhoa2tLRpjo6mpSb2FxDNO46xCzFCvARA12tvbU1JS1Ck1b+IYEkxw7cfXXqyOYWZmZmdnp5sj/4+Wv+/wPaGnw3SpWHP43QN7al5pmLXS9s7cuskD9m1pOnG8kzgHQGKi6XbnoolfjV0TE4NewOtBHR0dSUlJLIkKecu58UcxsBGJ3sLm36bcwGdKzFCvARA1qqqq1Cm1d+9TuB9HEG3CrLG9vtbQ0OB8tE8c7/zbS7s231lpLKy4KdYc3f9Ry/Ovv7Zo/VO/XOBQo5H2x/GLmtc1MKEGAImJZjshNLnfWbE3uUaRd6Te2sDBA/isQ9LufXSG3p5v8+bN0RsbK1as0FNslm1awCdLzFCvARAdOjs79TZsksPK180m07hvMx+YonNSQUGBw3E+dvCw7Q2b/BVrOg5/8uHOt5rXNWyZt7om/27nGo202nHlu1bWfbRnHyENgMREs23Vry/Tm0qkpqbG3jqF1tZWfefmCbPG8ol3s63e6jv/u/3V8RwzZky0n1UyMzPVexk6PIPtzIkZ6jUAoob02PQ0UekZczHTZZs4t0AXa0aMGNHR0WF7eNVewrZFFlWs+bTt47a3Pnh/65/31Lzy+gNP1Zcsd1OgUe25yb4/V9fLjxPGAEhMNOdx1OAfXqA3lWhsbIzJyNE7y0qCLq2ayucekupeYmJiS0tLtMeGxLyeEH3JVVl8xMQM9RoAUWPv3r161bd0cfImjmE/Noe2asuSUTdn66yfmppq3QLAuJewfbtu5pMFZc570Ni2x2+a11j+WMvzrx87eJjQBUBiogVsi2vm6T2GRXl5eayGTUdHR1ZWlnqbyf3OomQT9Lq5ocMzdMBs2LAhNsJDIt9Yslm91cdnTcxQrwEQNT1jfTFT3Zhj0j3jmC9qajJaGDctv29ykj5Q0i80FWtMewmHpNXk3/3q/LV7al5pe+uDz0+cJFwBkJhoLi8wXF84Ss8GFT6fL7bDRpKy3rJa3jgLo7raSqumfuvcb8ZqwOhNjsT53+2/aONcPnFihnoNgOjQ1tamtwxQ+iYnXZ576TTfpPuenh+3FzZXb/Utrpl356KJI68ZnnjGacbjk5+f397ero6e7V7CQbfHb5onT/WfK56R5zy6/yOCEwCJicTUpbQ16Z5xWdkX9jm1jz50CQkJ1dXV8RA2O3fu1CUbtf0wd4xy0+Qo6UVzKmDKyspiLzyKior0e+zd+xT5M2GTLGKGeg2A6NDZ2VlVVWXs5Zh6yef07xdX7Yy+p9seivT09JqaGnXQjh/rsN1L2GWTH9x8Z+XWe/8gT/JO3fYDu95hoRMAkJhCm7ays7Obm5vjJ2xaW1v1wiilf1rK9YWjZHi59JkyZmnpWcNyNGYvv0OOjBwf4+GSv7iAd72MXhs2bNDLLZVBQ7+TN3FMadVUwoOYoV4DwOva29tLS0tTU1N7wa5S4/P5ZPxgPGKfHDj01jOvNcxa6X4/mo03zn1v65snjncSbwBAYgqfzMzM+NxLoqOjY86cOfqOUVT6XJb2EhISCgsLrRvzxZiWlpbc3Fx/fzWEBzFDvQZAFNi+fbv0dbKzs9PT0/31eMKtd+/eQ4YM6cGeblJSUkZGRk5OTllZWcCLk58dPbZvS1Nj+WOP3zTPzaIn7sANAFGXmLyWpxzSFrdokTFkcXGxaTIF/EWOjLrjKmaamppyc3M9ciYhZkC9BkD0efPNN6dPn37yZJRtsnvieOeBXe+8/sBTtePKKdkAAHkKPaijo6OhoWHy5MkjR45MS0tLSEigxqduuixHQ45JSUmJHB85SvEZHu3t7XV1dUVFRSNGjPBCeFinyHnnxRAz1GsA4H9ZtWrVxIkTd+3aFb1voe2tD/5cXf/cZB8lGwAgTwHU+ODSp59+OmnSpA8++IBDATeo1wCIqH/+859TpkyRfvB9990XA2/H3zY3lGwAgDyF+EGNDy7V19dLqNTW1nIo4Ab1GgAR9eabb078WixtY2bd5oaSDQCQpxAPqPHBvTlz5kioyH85FHAjjPUayXA+n2/MmDHG+zUmJSVlZWWVlJTs3LkzYm/SdNsX7wjJ+kDPvruoOHrxFnJeoC5AKevXr4+9N2jc5oaSDQCQpxDzjDW+Dz/8kAMCf3bv3q1DhSVRcCMs9Zr29vaSkpKA+3JnZ2cHvDNLN23fvn3EiBH79nlxvLRhw4a0tLRuvrusrCxvvruwkrecn5+/Zs0aD742L4ecF+gLUEpxcfFnn30Ww++37a0P9tS80nH4Ez56ACBPIVZR44NLlZWVOlRYEgU3Ql+vaW1tdb87emJiYphG3fIyCgsL1W/x2uC5ubk5Oztbvbag311BQYE3311YdXR0lJaWqlKg1+o1Xg457zBegFKFIo4wAAB6aUlEQVReffVVDgsAgDyFKEWNDy4dOnSoqKhIhwpLouBGiOs1bW1tGRkZXb2LWFVVVWhfxpYtW5KTk/Xze2rw7PP5jLeUC+IZamtrk5KSvPnuwqqlpSUtLU2/cU/Va7wccp5ivACllJaWclgAAOQpRClqfHDpqaeeMoUKS6IQUIjrNWPGjDHVYtLT030+X3Nz874vbd68ubCw0FiwEPK/TU1NIXwZMpI3Pr+nBs96CkbQ9RrpN3j23YXVli1bjG/cU/UaL4ecd5guQGktLS0cHAAAeQrRiBofXJ5e7rrrLlOosCQKAYWyXrNhwwZTsaaoqMh249WmpibjJsQiKysrTgbP1GuCRr0m2lkvQCkrV67k4AAAyFOIxkG4bY3v7bff5uDAaNu2bdY4YUkUAgplvca0bU1BQYHDg5uamkwbEjc0NOjvdnZ27jM4cuSI9Rn279+vH9DW1qa+KI+U/62oqDA+c2Njo3qYvqOQPN76s/Ldurq6ii/JP/zdfki+bnxt1oeZXnx7e7v6emtrq/xvXl6eaWCvuLmjkHp3xcXFzu/ORH5vbW2tz+crLS1ds2aNPD6Edy+Sp9q+fbs8rTy5/Ar5Rc53vjR+araPVEdJkQerL8oxlP81FQTlYzKFhzo+pieXV7hly5bKysry8vKamhr9cTt/arYhZ3xAV0MOX9hdgFKKioqOHj3K8QEAkKcQXfzV+FasWMHBgdG9995rGyosiUKE6jXNzc2mjYSdx+3CVHcw1ndkoGv8lu2sQuNWJoWFheqLprknJjJuVw8zTnJRPyvjbeP+I0L+V75oLW2YZnno5/T34vU0EL3HsC03MzJcvjutsbFx9OjR1keeffbZ8lS6kBScI0eOzJkzR57K+vw5OTnbt2+3/SnjpyYHxPoA41HS988yzV4x0eFhPD7qyevq6tLT002L7yZPnmx9725CzviAroYc/F2AUp577jkOEQCAPIXoQo0Pbrz33nv+zi0siUKE6jU+n8/95BrbEk9KSkpP1Wv0vZas8vLyTCWbaKnXzJgxw3mbZzmAe/fuDe7j3r59e2pqqsOTJyQkBPzUwl2vMcWk0ZAhQ0z1ROo14ebvApQyffr0kydPcpQAAOQpRAvnGt+zzz7LIYIey/iLE5ZEIUL1mgkTJgRxyyfT7Ay9xiSS9RrTtBqr4uLiqKvXBCzW6BpZECWb5uZm4w2qHFhPQBGr18hbM21rbZ0ERL0mkvxdgNJ27drFUQIAkKcQLZxrfCUlJdT48MWXGztMmjTJIVRYEoVI1GtMxQh/y2FMRo4caftTQddramtr5d+mp83Lyyv8kq5NmDb9Vfexqq6ubmlpkdeQn5/vcPuqoOs15eXl8ntNy3MKv+ZvXxUj9e4yMzOd311DQ4Pp3eXm5tbU1MhLraioMB43Ic/Wpe1s5MFZWVmmeTrytPLk8vJMu/OIzZs3d79e09jYKG/QtLZLPmX1xvU0QmvpJDk5Wd2eTD7BGTNmmCo4xh2Lg67XuAy5OOd8AUq57777OFAAAPIUogU1PrhRX1/vHCcsiUIk6jWmMbzL++OY7v+tax9B12uUgDfrMdVr0tPTTatjTHvrFBUVdb9eY/urgzjUAe8PNWLECOMDfD6f8bvt7e2mB3TpRkumTX/lqUxb85pWIWVmZna/XmN75K0v23RkkpKSmpubjQ+orq42VXy6X69xGXJxzvkClBZw0ysAAMhT8AI3Nb6KigoOFGbOnOkcJyyJQiTqNaZZGy7Hq6aZLD1Vr6mpqTE9oKOjw7hWy1g48Hi9xrQr0JgxY6zP0NLSYpxpYixbBJSTk2OceSRPZX1Mbm6u8TXs3LmzR+o1M2bMsD6/aSJMl5bgUa8JmvEC1OTJk/W/q6qqjOlq/fr1HCsAAHkK3ueyxvfhhx9yrOLZ7t273cQJS6IQ9nqNaRhsmtfgj2kVVU/Va2xvumxa2qNnkYS1XtPU1JTth95Gx7leY5reYi1F2ZZd9BGQ3+LvBchr6+zsNN6F3bbg8sWXd2Uy3Xi7R+o1tovyTMdH30Week34GC9AFRUVrV69Wienbdu2yUeg/1fC77PPPuOIAQDIU/A4Y43v1ltv1f/+7W9/S40PWmVlpTEe5s2bx5Io9Ey9xrSySUbsbn4qIyPDtsrjZvBsLBx0p15jKgr4G/zrJwlrvcb05Ea6uuFcr5F+hpvCQUlJifFhepqMw6bI8tpMb820E7O/IzBhwoQeqdfs378/YC1JPwn1mvAxXoCqr69/9tlnjf3gL77ccUl/5dVXX+WIAQDIU/AyU43v4Ycf1hHy2muvrV+/nhofxKFDhyQ8dJw899xzxtOLcfoeS6IQ9nqNacMX2+GuyZEjR0zb+upZHuEePAdRr9EVDY/Xa0zP728bY9OT6HfRpXqNw6fs79OJZL3GdtqUvyehXhM++gKU/EP+19oPNnaF3Zw6AAAgT6EH6RqfDMJ37dpljRn5r74lEDW+uPXUU0/pst1f/vIX6+nFWAtmSRTCW68xbUM7ZMiQgD9iGuJmZWX5K3mEtV6TkpLipqLhb36N6f5HYufOnT1Yr5k8ebKbwoHpht/6NkZdqteUlJTYPrlH5tfYvnfm10SYvgB1zz33qOtLtv1gY1fYdlMkAADIU/AIVeNTxRp/MfPee+9Nnz6dGl88n1vuuusuFQAHDx5UX3SYvseSKIS3XtPe3m5coCQ2bNjg8PjOzk7TYqiysjJ/A37rxrHy60JVrzHuTWNUUFDgZv8aa9XA+QHO9Zrt27en+ZGfn++mKlFRUeFcTlKM98ZOSEiQ46m+Lr/F3wuQ1yafmnGjYnkS2yeXXxr0/jXG+513s15juyivsrLSzZZJ1kmJ3Qy5uKUuQEm6OnTokL9EZeoKr1y5kuMGACBPwbPj8ClTpuhijUPMHD16VLrB8sW3336b4xZvJBLko1+xYoVxQZzD9D2WRCG89RprJSI5OVnP2rAybbOSkJBg3G3EtFTKNDb+4st9eUNYr6mqqrKWk1JTU93cH0r+CJ0rAiG/P5S8Wod319jYaPxuQUGB9RlaW1uNxbUu3R/KeC9weRLbG1ua3qO8JNt6jXUSlmk/427WayZPnmx9baZ7V+n1YvIP55AzTZuiXuPSqlWr5I/deCpw6AerjCWPl/4Nhw4AQJ6CB7355pvGYo1zzJw8eXL9+vXW8QJiXnl5+XPPPWf6ovP0PZZEIbz1mpaWFtMUm+Tk5OrqatPD9u/fbxoz266sMc7jyMjIMH13woQJ7gfP1vsEmQoKqampprqDqeYiJ2WX4/bOzs7MzMyw1mtM7850Ky5Tpcl6iyh5gGlz6C6lEDn1GH929OjR8oTGB8ivc/jsTOUe08wmeSXGJzfVa+RzdK6ymeo18vzGW4mrZzC+Nnkx/+uPwXFBn+mDcw450++NW+oCVH19vZtEZcxY1vQGIEwuvfTS//qv/+I4gDxFnoL7rrixWOMmZnbs2PHpp59y6OLHwYMH1YY1Lus16sTCkiiEt15jHW/raogMbmUsXVJSkpOTYxww67GxXo+jyRdNBR21fWxbW5tpbk7AwbN8d8uWLfLampqabMfeIj09Xf5C5GXs379fXqrpReof/OLLdTHG78q/5depmsXevXuN64xs6zWm/WXKysrktcl//W0MHLBeM2HCBPXu9KUhU7FJXqH80sbGxpaWlpqamqysLON3MzIyTAUXZ0eOHDn77LNNH191dbU8ufyK4uJi06EznXdMRz43N1e9cTmqFRUVpp811WtMS5ZGjBgh57UNGzboNV+meo2qGFZVVbV9Sf4h/+vw0fgLudbW1u6HXHx688031d6NXerTCOkGnTx5khM0EAGJiYnnnXceJRuQp8hTcMk6DncTM0DAUNm9ezeHCOGt13xhuVFUQBkZGbZraubMmWN6pAzmjTNHkpKS/A2eTRMxrDMyrPUaB9ZlNTk5OabHyItJSUnRr9M4z8hUFDDtL2NbEnLW0NBg+wz6F3V2dlpfoS152UEUFOrq6qxFN1vWaVM1NTXWh6WlpeknNJZUTPUa0w4y1v2MrfUaByNGjDAVqkz3OFczdFyGnGkZmsMkoLhSX19vvYclfRrAUwYMGLB27VpKNiBPkacQpkE4QKjAQ/WaL77cYMU4snUwevRo22LNF1/OozGt6zHKz8831lxMg+eOjg5dPbG96Y/xZ+W35OXl+ftFI0eOtN4WeufOnQ4FC5/PZ9ylxVSvaW5utv0p281xbcnrMc0TsW7Y3N7ebp3pYyKHyLizTJfU1NSY1r65KdYoDregkqNtnBxkvdW6bR1Kb3tsqtc4lA5tq4QScrZho3cCcg452w8lzu8IYJ03R6ICPFivOXLkCCUbkKfIU2AQDkIFcVGv+eLLJSQyWrYdweqRecAVei0tLcbtTvT8C5/PZ6q5WHeHraurs/52PRHD+LOqKFBWVmYqQCQkJJSUlPhbK9TQ0GAsyuhFVars4lCvEfL6reWeLk3EkENnfXfWeUDyq0034dJvTY6A+xVY/j6dgoIC26pNZmamv/tSqb5Rfn6+dSaLHG35lnFhkbVes3fvXuthl19nW6/Zt2/fhg0brAcqLy/P33v3F3KVlZXdDDmQqAAv12so2QDkKRAzIFQQL/UapbOzs7Gx0efzzZgxQ8a3RUVFMqKuqakx3goqIHmG8vJyGffOmTNHht96tosM3bd8zfZGVNL7rKqqKi4unjx5sjzD5s2b9c9a6zWqxrRixQp5fElJifzD38Qf47uTIbq8I3m2srKyhoYGXdzZvn27fm22z7Nv3z45LPLC5NdVVFQEMc+lra1NvVrruzNpbm6urKyUj0COoTr+3azUmA6yPKE8rTy5HDd5Uy4XWMlHpo6A/NSaNWv0S5LDpQ+ddaPoL76cySJhYHw7etNi2zudqxqQ/Bb5XfIbW1paeiTkQKICPF6voWQDkKdAzIBQQRzVazzLtl6DaGdbrwGJCoADY72Gkg1AngIxA0IF3hGCes3evXsLo016erpxE9lCxATTndTz8vK88KpCOJuJRAUg3PUaSjYAeQrEDAgVxE69ZsuWLb0A+ME0HxIVEF31Gko2IE+Rp0DMgFAB9RqAeg2JCoDn6jWUbECeIk+BmAGhglio17S2tq6JNiNHjtTD6bPPPnsNYkJubq6xUFJRUeGFV2V7r1ASFYkK8Hi9hpINyFPkKRAzIFQQ9fWaaFReXp79tfz8fOIgNqxZsybbIOAdvkCiAuBQr6FkA/IUeQrEDAgV9KBeHAIAJCogbjnXayjZgDzFAQExA0IFPYV6DQASFRC/AtZrKNmAPAUQMyBU0COo1wAgUQHxy029hpINyFMAMQNCBZFHvQYAiQqIXy7rNZRsQJ4CiBkQKogw6jUASFRA/HJfr6FkA/IUQMyAUEEkUa8BQKIC4leX6jWUbECeAogZECqIGOo1AEhUQPzqar2Gkg3IUwAxA0IFkUG9BgCJCohfQdRrKNmAPAUQMyBUEAHUawCQqID4FVy9hpINyFMAMQNCBeFGvQYAiQqIX0HXayjZgDwFEDMgVBBW1GsAkKiA+NWdeg0lG5CnAGIGhArCh3oNABIVEL+6Wa+hZAPyFEDMgFBBmFCvAUCiAuJX9+s1lGxAngIxQ8yAUEE4UK8BQKIC4ldI6jWUbECeAjFDzIBQQchRrwFAogLiV6jqNZRsEBXa2tr27t27ZcuWNWvWVFRUlJSUFBYWZn8tMzMzLS3tJz/5ic5To0aNkq/n5eXJw+TBpaWlPp9Pfra2tlaepKmpad++fRL8HNiYt3///paWFvnQ6+rqVPBIMEyYMKGgoEAi5Prrr9cxM2bMGPmKBExRUZEOmM2bN8vPSrS0trZyMGOSnAdUhNTU1KxYsUKFR25urj69ZGRkmE4vOTk58nUJGB0tZWVla7605UvyhBIzHR0dHN54Fsp6zT6Dzs5O+YoEmTqdSVazDbXt27dXVlaq6JTgdn8Kkx9UfwlC/tHY2Kh+o/OrkiRte/7VDzC9APlf/S2VjOW/8iekfql8MeDDqqqq5Pmtv1SOjHqAekxzc7O/dyrvy3pg1ctWzyCHTg5ve3t7wIMmj5Ecoz4RUV1dLV0WNz8lOaa8vFx+RH5W/u3mdwHUa4B4q9dQsoHXSD9H9Xxk4DRixIjk5OReLvTv3/+HX+vXr5+bH0lJSZFB15w5c6Q3K308jnwMkO69dLBLSkpkRJ2UlBTCmJE4HD16tESLBCfFvmgko1oZu8kfu4yP1Lnl7LPP7uVOEKcXkZ6enpubq8bUnGGo13TjuQz27dvn8/kSEhL0V1JTU40lFQlxiTxTLMrjJRZ1HcTWihUr5KmscSx/J5KPrVUb42MKCwutT5iWlqYfIGdk47fkf/W35C9Esr7xV8ur3bx5s5uHNTQ0GLsOOTk51tefkZEhf4G29SbTgZX8kZ+fbz31y9v3d9Da2tqKiooSExOtvzcrK2vLli3+TkaSS6ydG0lakr2o2oB6DUC9hpINPEU6PGqMPXLkSNtuT2RI30leQHFx8Zo1a5qamvxdU4TXBuGNjY0yfsnLy7Mda4SJDIgKCgoqKyt37txJqHiTfC7y6chnJGPJIUOG9OppMhYbMWLE5MmT5SVt376dQRn1mmDqNStWrDAFVm5urn6kJDDnEJTTpfX5JRbHjBnjHL5yhjWd6UJVr5HcbyowJSQkqAk7xofJWzOd4qW7oP+KpA/hXKGX3+Jcr9m8ebNDCpkzZ471DZrqR1byRuSv3Xq0pavh8FNytmJKJ6jXANRrKNmgZ0lvpKqqSka81guBNpf3kk9P+5dvZP0/KdnD/k/eFRmFY4aW/OJfS/9jZOVvrlrz25/WLblpy4Njm9eN31d72/5nJ8l/VWv6wzj5urSGynx5WPmk7OL8iwqu/r48SUZav+S+AQpD0tHKzMycMGGCvE7bud7owXG4dK1l3CsfkPEys1XquX3ls5ZPfMzIdB02VbOvrr77WgmMnWsKdcxsX/VL+YrEyYoZo+UxEiry+NEXD5SfTf//2zsD4KrqK/87koWwhCFOEFOb1QwNTCihRASMNmrEWMMal4hBM5hq1FBDgfqGRk1rqlgzNS4ZGpwUUww0aIDoRpstKSJEYs0uuGZtqqmTYWMXOuhEJ+6iTZ10zd/p/+hNf/y89777Xl7efbnvvc9nfuPgy73v3Xfvefec3/ee3zlp56WmzHD4FJk1yDxcZhO2UyGIJDIVkombXAu5IsGIv3IfkHtL1tfOlwstl1suevmqxWIAMsQYZMjdQwyj/9l1ptuLvGLcXmS01d5kmI3sW3T1/NzFafKeSdOnBp+A09vby7VDrwlKr7GqEi0tLcZmNTU1waiG1lwv8cTBKI5VVVVu6DXWb1RQUGDdzPp7VkKV/H4CplMK9fX1DnqNc7qdeBpTdpKEBampqQE/VHY8fvy47r30L+UP8W08BwD0GgD0GiQbiDw9PT0SUspUyjlWkdmOTHtqKq7q2LZG5kh//Y8qN8bQS/fKXEsmWjI5l6mafKhDxJWfn49wM+n09/fLlMHhiaZMv+VSysxZLOdMpy+M1jJ4cFP71pur7siRib3DVFxm4GLhtnUVwO0bi8yDnPW7zx9df+384hWZtRvyxEJOtq936d5iDLl3Hdp+a8N93zLuMBlp5zlpi2lpPp+vq6uLaRp6jZNeYyBO1KjilpSUZNSvGRgY0K0/NTXVKG0zPDwsrkuXMwoLC/U37+joMMkWsr1RhMm0o0mzCJdeow64tLS0uLhYPlEpUM6bqVVOS5cu1Q9yy5YthquWn1NmZqYuDOl5Kya9xtigoaFBomH5EXZ2dprkGFOmjHxl0+on2UXes6+vr6KiQv+T/t2bm5tN19FQc8RnmHKjTOoSAHoNAHoNkg24hwQkEsA4TLNlElW6cmHd91Z0NpSEd5o9riEfLfMrme3nL0+3nZMj3EwKxozDVuZLmHJu9vwLNq65tPmhG/qfXRcxU+l95s7GqoLyVYvFdG1NuqCgoLW1laKz7iFTKplpytzN4bn47OTpeUsu8pUsa3pwZU9z2Uh35WTdW4wx/Mrm7p2lcqMrunp+2pyZ9sc8e3Z5ebl8NYwHvcZerxFvqv6ktOGNGzfqjspUZ1duRvo76Ck2uiZi3bGtrc3fsqAw6jWypVJSJBJVq5xMm2VmZqriYeKDjV9IV1eXvk1NTY3+QfK2epmY2tpaB71Gr4Zj/e4+n0/9ST5dV8eys7NNP1dTypLKoNP1o4yMDNOqSPnl6+eEXxGg1wCg1yDZgKtIJCnRkR6f6NPs/OXpDfd96/iu22UOM7mTKOc5eWFuhlW7QbiJDBI/S9xrTYRP/8qsLetyZerrBeM50+nrbCipvO0y67IpmSnI3EpPh4eJIxM0mdf4k2my519gpOYNHtzkzRuLnoDTvvVmX8myzPQU25UrJSUlLS0tVLpBr/nS8kvbguf68xBTBo11A5W7IW9lKlJj3VFeNOq69fT06KpEGPWaxsZG2y9u2kzl3ejoaSnimK2/Fl3JysnJ8afX6H8ykLfy9x1NaTKtra2mfeWmby023t/fr+9lLWNs2sChuRXELYODg/JLNBqmGq3cxMLFOCUkNfW8LCgokNflB2K0XZOfj+wl+1IdCSAG9BokG5ggo6OjEqKIp7Bdm5C35KKmB1cOvXSvx6dS+hjprjy0/daNay61rpmS75ibm9vQ0MDD8DAid6Gamho92h+bqkxNKF25sOvJtd60k9Fj93dsW1N09fyEKedaK0jKFAkjmQgyl7GWHNX13/rN+e4tn3R7nGxf708dlhm6hOISbLNUCr3GRlYwpnABi+PqFYWVLmNKTrEWxw3yqCao1/hrXGXazPbxiF671zYnRddW5LfkT68pLy8P/jvqGpAQ5ARYfsP6Xrbdo/QNmpqa+CGB3PePHz9udFVwLpkUfCND8aMlJSXynnRMAIhevQbJBkJDpqONjY22JYRzF6dF9WxKjb59d1ffdYV1LYO4USbkYYlMxISsqRM5WRc2PbjSs6lY1tJIYu3WpVIym7A+iIWAdHR0FBQU2FR6nppQdPX85oduiC79N6A63NlQUla4yCrciP1wk4l3vcZWGZHp3Lh6lSnRx5Qn0tbWNil6jb+PMNUbtt3Gqus7o7Qhk16zZcsW65vr8rD+HYuKioI5fhPyEeM6VNtDgnhApmHi9qqqquQn4Hbb1KSkJPkU+Sz5RNvcPZhcLrvssosgOlm2bNkZ90GygXE5FwktrNJ/zMg01iFzqtKVC2XGiGoTLjo7O019l1NTZlTdkRPJwjThHT3NZRvXXGpqRpabm9vT08PlDuauIr8mq/47O3m6/PTat94cLfpdyMJNa80qa7qWcZNhkVSc6jXWvtR/taTJBETloZj0mkOHDkVerxGDDkav8VfPZbx6jSolE4xeo7+5/h2D1JsmqNfYnlWIYQYHB/0VEdD9X07WhfnL08sKF0l4oVqldj259viu21Ujw+6dpUZvVPmrbFOx+hLZPm/JRUsXpDq3R5VPF0OlaYJ3iECOBkQ7SDYQkJGREbm3m5ppijsQBxGTMo21gGjTgytN5SdQbcbLwMCAnq3/ecyQniIT8tFj98fGxFuiJlNOloTirCJ31n/1OqFjDXyvni8haGxYxbjStSTkNt1k5OTIKeJpaNzpNbaygkmvmT17drojubm5tnqN/G/k9RqHwrrj1WsSExPTA6HKiU1ErzG5qyBXlJj0mrS0NOdDtdXmICY5dOhQcXGxvwaHWV87v3zV4jB2Vejbd7dErvKetrXTjKX+YuQdHR2slkKvASQbiGrkNi7RnSmnxlBqJrHH02SN9q035y25CNUmhJm5BKV6lCImJLPT2JuTj3RXyk9DT8hKSkqqqanBQkz6b11dnUmpSZhyblnhIokw4+2uYhod29bkL083qTby80H4i3e95vTp06Gto+ns7HRorqS2kWmb9Xl7QL1Gf4zjnl6jN/OWfwd/Viei15jq19gWBm5qajp+/LguqTY2Nup7kWYJQ0ND4vBsa/VJQFl1R47c9N2Op+X95VPks+QTratw09LSqqur/VWYAvQaQLIBL9PV1ZWdnW3yL5W3XRaHSo1p/UvR1fNRbYLU+0ylamRaXrH6ktg2odMHNpRct4CiNrZKjfxSTPqv3FV8JcsGnr8nzpUa05PR8lWLdeEvMTHR5/ORwB6/eo2ga5y2/aE6Ozutwp6pP5RtMWO1IlE+orS0VL2uq+wmOeavlhLIE9drbI/tr1/ugS2/BOtCwd7e3r6+PmuawET0GlNekrXTk3yiPuM1bvE9PT3O1Z3lpJkkHojhGLqkpMRam6bg8rkd29ZM1gMro2lCYW6GtWlCQUFBW1sb6TboNYBkA1GB2IPELdY5lfe750ayEbgp1yYrK4vWnCYrys/P109R/vL0+Emg6N5ZunTBl4QJmQfFs6gnsatpzX7yzMTK2y7jruJvDDx/T1nhIj2oTkpK8tcWGWJfr5E7iL6WweRv1IKp5OTknJwcva6w3l/J2pq6o6PDX/UcXcuYPXu26f5VVVUVXr3GKgkZtLe3O6QIyVEZGrCcE3HDGzduDItec/r0aV2uko8waWEyFdffXC3C0gsYZ2RkmNSl6upq9YYyPe7v7+eHFHvIZTVFP6pW38n29d55slS7Ic/aElX8dGdnJxcRvQaQbMDLSPCmxxsoNc6LF/SlwYmJicymVLiiT84z0s5r33pzHFpI04MrJUjTnx/H4cIWcS76A3KjnGJ8rqkMTRo2JfQVFhbadj2GGNdrent7TYmdqniw/MlUtVvV3LXqHQkJCZWVlTIl6+rqqq2t1dc0yZ8GBgbUjqYaLsXFxYblyV1M3sE0zXNPrxkdHdW/nRykWmUqNxc5Kn9nbyJ6jWB6bCWBkTh4OWly2k1iTXZ2ttrLVMImNzdXiTKtra26BiRfilyGGEPMsrq62pRTk788va32Js+uAD+0/dbiFZmmdBuxcPI50WsAyQY8yPDwsGnJttzD46Gi8ARzSxurCvRi/EVFRXGe7CwBrcrclxhAZuYj3ZVxayFnOn0b11yqx/xxlYfV0tKiL4hLmj617nsr4tkeQhtdT67V07Vkqt7R0YHPii+95q9fXhmksmmsXRv1HBMDU3dqf5jK3zY0NDhvry/Rck+v+esXtVrN5T++KDxsqt5qymeZoF4j81XrubWt29rd3a3P2E1NEI1frLW4Or/hGKOzs1MXFo2nndHS/HLw4KbaDXmzk6fr+Zx1dXVIiug1gGQD3qG/v9/kaBqrCpgmBZ9YWpiboUenevwWVzQ1NakQWibn8ZlWYx3ya1KPryQKiodAXbyJaZKYk3Whd5LBo1EarvveCr2ojczKKZsVX3qNzJ0CKi/FxcXWKdbw8LB1gUbAHeV/TUXsTNur1T1u6zVCfX29v946ShMxLS+aoF7z1y/q0ThLNnJI1qxaOYyAPcjl6/ATihkGBwdNKVd5Sy6KFqXG9HypfNVi01L/uA1n0WsAyQY8xaFDh/Sc6Iy083qfuZMJ0nhH80M3qEQbI2U7rp5MyJf1+Xz6Ym2sSB+dDSWqM4OYR21tbQwbg2l9RsKUc2s35MVbl243xsn29XrlrMzMTH3hC8S4XmPcZxsaGmxFhNmzZ9fX1/vzOvK63HT0bDdd6ZD3tN1xaGjItODISKsxHrzra3/c1msEmTfqvaJ00aSsrMy6SnDies1fv8iykddtpSI5GH9TWYmkxR1aa80ai6eoDxJLcY/8dvTkqdnJ01seuTGq3czxXbdby+/RpBC9BpBsYBKREE4PRUquWzD8ymbmRSEn2ujteCX+jJMlwMPDwwUFBWfj2AWp1Dyyjv5n12WknafPDmJS0WtsbNTnKZnpKSh3Ya+LpGt/JK1HvV5zUiOY9bRyvbu7u+vr67d8gVhAV1dXMNlWsqNsKdsbO8o7yP8GtJ6BgQH1We3t7eqD5FDVYZumc/K/6k8OXlDfLMgJoRxMc3OzcTA1NTVtbW3+6jnJ9wp4YuXY1AYOdaHkT/JB8nHG58oBBFMqWPyinC6JsYy9ZGJPV4IYE2tMamb5qsWxUZht9Nj9Dfd9S1/qn5qaivWi1wCSDUyKr9EL6skEoPmhG5gLTdzN6fVKZs+eHfPJpBJm6wv2i1dkIvn5G0Mv3Zu7OE1X9KzdaWPmliL4SpZRrcalOsS69pefn8/jzyjWawAg6h5S6dlhWV87v3tnaYy5mcGDm0pXLtQr2nR1dXHp0WsAyQYm68GA+Jr46bUcmbVRqtKE+LgYXrMghqQHLdV3XcHVD6jolRUu0hONYyZ81WtrpM2Z2fXkWi63q6UG9LJZmZmZSDZRpteIY8iDuIffUjQ+pMrJyTlbS2zNpTG83LezoUTVIU5ISGhtbcUA0GsAyQYiL9awBsqN0dNcpno5p6am6m1SYwnV1zVhyrnRvmo7kqN2w1mRq6GhIQbEmtzcXP2WQrvuyIyaiquQbKJVr+nq6joH4h5+S9HFyZMn5VZ7tnT05vx4WMudNmem+sp1dXWYAXoNINmA2+hiTdHV86kD6p6PU5JNTE6lWltbzxZzXJfLFR/XUFk2poaw0f6ssXhFJhd3srqPyX0mVqVh9BpAr4FJpr+/X1X7lttu/BQRGDy4Ketr559d6uzzUTUNvQaQbMA9qqqq9A67ZNZETLKROW0sFSvp6+tTbcUKczO41uMdI92VqgmDRIBRKueJSZuqF6H/Rn601d6kJJv09HSybKJDr5HoqgviHn5L0UJ3d7dqBZU0farcduPKzchsQW9PWFxcHEyNc0CvASQbmEhCRGZ6imeb+MiUr3TlQnEN4a2HcqbTt2VdrjFMf5IPko+TDw37bFOXbPLz82PjmYTM0lXD5oy086Jl8cvJ9vX5y9PlQgcMtGo35MlmxSsyXS2XK8ejFobn5uZGnW3IARcWFkaFWCMmWnD5XLmmDfd9y+3POrT9VuMmY6rgI/dbOQAZ7VtvdlWyiUZbike9BgCihZMnT6onVEnTp8ZedeEgQ3Nx82dXPpeUYBjoNYBkA+FFT4hITZnR/+w6zzqFuu+tMI7TNLGRyXNNxVXy19DeVmZQZ3OQv/ynjm1rxlbmhvrmzpKN6r8bGw5OzdLle0VRpWqjPmvi1ASTUin/W1a4SJ9ddzaURGadl3yQmmZv3LgxusxAVS/6XCNYnOblZL2K1ZcYx2ky1zOdvsrbLgtj6SU5CUqftRqP0R1sdvL0oZfuDft3bK1ZpXeLx+Wh1wBAeB5NqEW/cn/vfebOeM7n9JUsU56mubkZ80CvASQbCBfDw8OqRJrHnw3I5Dl5ZqLRYkZ/XN++9WajhW1oU2j5ympibNVr5IPSvzJLXpePdiPt6ND2W9Wn+3y+qLalmpoadRqjqMawXIKxlkwrF+rXvXZDnmFvpmwIY7F24tSEk+3rI1YytqWlJVrMoKmpKVrEGomujV9f3pKL9NebHlxpaCvhqkJgevpovVO11d5k/Kli9SVufFNdkq6vr8fxodcAwETZsmWLqlnT01zGElxVfi8pKam/vx8LQa8BJBsIC+Xl5crduJGN74Z2r892uneWTqS0rXxlleFiq9foUx05ALen5W1tbVFqSAMDAwkJCa6eKJdG9vwLjMPWdRn9opj0GpXkJZGJ28dWdPV847OSk5PlNut9M+jt7VVm4P0yWOr06vKi/PvsM0L/ek3vM3fKX2UEXEMnJ0F9kL871Uh3pbECTu7DA8/f48aXLblugapj3dPTg+9DrwGA0Dl+/LjydrUb8jz4hPNk+/qAjxmHXrpXNjt9YEO48khV+eHs7GwK2aDXAJINTByJ2pW7iUD5hgmWmVDCij6fkbl0aHqNsdTFpieDZUv5OONPiVMTXCrIop69p6WlRWnt4Y0bN6pZehRVllXrm9LmzPSXj2CtNmIkZch/3a70JMGPkd71eUBYW+txG9Bzw71cBkutRlS/a11Xan7ohmD0GmUhcoGcs7fUFXS+U5WvWuyq3CnfUdWxXrp0KYVs0GsAIEQkUEtPTzfup3lLLvJa0NO3724jTKmpuMr6cEBXZ5TDMwU6E0lbFZ86li9aUYGpoNe4wRtvvLFz586qqqqtW7fu3btX/pdzgmQTw6jJVf7ydI/Pqxvu+9aYZD//AvWiOB29NIPMc062rw9mlYpMopRDCajX6CkYLqlaQy/dayy9ESorK6POkIaGhhITx46/s6EkipJrlFKmJskSd4kJ6QuxxcZMj6mMaiO2sVDYR9ODK1WvKI/Psevq6lSynvcX8lfedplxtEVXz9crPav8KaNqlb9Hj8HoNXJfVW+lL7q01WuUdCi3ApeqWasYnlVR6DUAEDqlpaXqfu320ugQRk7WhcazCFNFtLbamzLSztMfRKjcTnk9XKpTY1WB8nbt7e1YSzTqNRdeeKFxBWfNmhX8XtXV1erS79mzx40De/fdd1etWmWdvK1bty5cQoZ6z1dffTWEd3jnnXfUO2zduhXJBiaIKjMhEbx7NYb1Nn/WOhHBDzVDrrojR71ofXDtoLnoQ3+ELtM29eb+9pUPVfU4XDpRysElJCT09fVFly2pyjW6mubqCCZhIZiMAyXbKZlJQi9bo9JNt3ZDnuqBFYH23qpOrZer2OhdMvQfadiH6Vcf8qo0dVb12NX20tsqMsHoNepQ0+bM1JVlW3OVUFmlELrXEFbdyuRinT59Gj+IXgMA40PvqCp3dq+JNe1bbx5rY3HdAlMXTNvEUfXson5zvhtruSU4wGaiS6/RFYe8vLzgd7zhhrOTK5dyXq699lrbQG3btm1hef9NmzYZbzht2rShoaEQ3mHv3r3qqI4ePUqWDUyE0dHR1NTUCEyuwqLXDB7cpN6hY9uacOk12fMvMDJA9YO03V51iRLcW+VhPBERCgsLo8iWRkZGlC1FrMxwWPQaNYVOmHKuWhETjF6jV01yqdqIbYWj7Oxsz5pBcXGxWgnlarPzsOg1x3fdbnsFw67XiGlVrL7kTKdPtyt/5qrCab30ddjlP6M6O72i0GsAYELRs3t36rDU5NOznR0W+qq1wakpM8LlvMXnKVdNe++o02t0xcHn8wW/Y0pKirGX/MONA3v11VfPJi0nJCxdujQ3N3fevHkh58JYUQtP5B+hvYPqkCpH+P7777MwCsLyeGB28nSXarKEUa9RTwsEPbuz5LoFyjEZEyd5/2A+oqe5TNd9Auo18qFnSwK79uhbjursHHJgIFpsSSVqmfp2eV+v2bjmUmP3rK+dr4uDYg+6KCA2Jq/oVUWGX9ms/tr04MoIFG86mwfU2elBG9CrTYdrFbyreo1a9JQ0farpfpWZnqLeXP4trxgPKeV7iZmpoW4ayTMT9df1J5Tyb5UpH4xeox5zmqopuVSzKTExcXBwEG+IXgMA446eU1NmeLCivmp4afIizoXZVCQdrp6I+lMRCQ7wNNGl1yjFQdi7d2+Qe7399ttqr+uvv96NA6uqqtL7s6jXT506FVoujJUZM8ZSr9evXz/BDKBLLrmEWjYwQXJzcyOQXBMuvUY9ypapkelPIdcb9neQ/rZR9WVcPWPqAXsU9fbOyspSxT4iFpOERa9RCU16BZOA9YaNIbGQ8deNay6NwPdV0pI3c6/EXCe44DHCeo1qlrR0QarDYkk9dtVNwgF/6TbB6DWqVpFJmHbv+Wt1dTXeEL0GAIIlLy9vghGn7WirvcnoOGiM7p2lE2wEWL5qse699CaF8m/TswXl3sK75l/VGtiyZQuWE0V6zfXXX6+s5e233w6h8ktlZaUbB6bmrvPmzXM7f2fnzp2hvcmsWbPCW1IHySZu6evrU8tAwtXFz1W9RjVyykxPCV6vka9mlB/Wh22yZzB6jVpEoK8IDvtQC6+Sk5OjolFUR0eHktJcTdRyQ69x0FwC6jVK6ym4fG4Evu/A8/eoSrFeK28kt3pVuaZ9681RodecXXuYm+EdvUY9GRWO77rdvXOoepanpqbScRW9BgCCor+/36XoOSyOTQJclYurO+OAvkpfIRzG76XWnHu/XQJ6ja3iMGfOnBAqv4wrKye05BeXpJAnnnhigvV3ZC/1DvJudIyCiaBaL1vTCryp16g3se7uoNfYVrexnXsHo9c4HEN4hxKGmpqavG9LRUVFrjYhdlWvcdg9oF6j7EFm/pH5yurxmPx+PWUDqi2UVU71rF6j3sS6+yTqNfrdzNU+a6PH7o+KItboNQDgIdQ6kbBHz2FxbLrkr5daDOirRror1ROhMC6J0j1NW1sb9hMVeo2uONxwww3B76hSz4R33nkn7Ad27NixiSe/OLNu3boQumLp7Nq1Sx2kHDBNvmEiZGZmWmv3otd4RK9RvYeKi4u9b0tpaWPpru61GPOmXlOYmxGw3KxLy9KzsrI8ZQP5+fnGgTVWFcSwXhNCveGJ6DVhjJmdi1iXlpbiE9FrACAAIyMjs2fPNu6b4o896Niq77pCVaY0ebXyVYvVm8u/5RVTLcasr51vXUg18aEOSSbzmFBU6DW64lBdXR1C8suFF15o+tPQ0NCbf0N//fXXX3/sscd8Pl9VVdUTTzxx4sQJ22ZVxo6ypV68xvYNFfK6fBF5W+PNt27dGox6smjRomC6YslbycFUVlbKO+/YsePUqVPqT+vXj4V6cjbORCFINt5hcHDQ2hNnUvQamcDIBE+mLpW3XVb3vRUOy3XjSq/pfeZOtSTK+9HLWOHSqQkRrqnnoNcc33W7mFPVHTkSJzTc9y2H/k0T0WtUpaGI5dfoXdLkpuodG0hMHCvtpGrrTpZe07fv7vrN+XLd5erLP+SnFL16jav5NXr+e2pqKm4RvQYAAqAqDbvxlCYsek3xikx/cUlAx6aeQYU3ppHAxbNrudFrbFGKg6mmb/DJL9asHNVwSi2wOnr0qCpGo5g2bdqjjz7qr2aNLVZtSI556dKlthsvWrTI4Ru9//77qnGGv/o7R44csR7PrFmzHnvssXC1l0KyAYP29vZIzjNt9RqZuui1zxQZaefZpvw4+CAHvUYmbHrfFmPYTimD0WtUwQs5GLdP2uzk6cZn9fb2etmWVCEkvb/SJOo1Ygx6vzDd6mzTf1QNaZnhh7weKjL1a4yRNH3q2LO9Q4c8YgOdnZ2RXAzlL6ztfeZO061G9fayLQSj7MTaj9Ujeo2r9WtM9t/f349nRK8BACfUco/aDXkxU5jNWicy7GqUiuC9tpYbvca5obWgZ444s2PHDrWXVXNRCwkNKaeqqkopI1ZMZV9U2o4tujb0/vvvr127NuCqdX9azNGjR53r7+hts6z4fL6hoaFp06YZ/7tp06YzUYvXJJs//elPBw4ckKNqamravXv3s88++x//8R8Biy+ePn36l7/8ZXNzs+wl/3355Zf/7//+L+AjaNmspaVl1xc888wzx44dm6wqj6qTi9udofzpNd07S9U8wZaG+75lehNfyTJ/fiRi/aFUbdrK2y5z+6SpAv/19fVe9iZtbW0RK4QUUK9RHZptSZo+1ToBVpN2a2gUUK9RXZ8j0x/KdMDeabaguitG7DxYw9qWR25UD/CsyJ+sVZCVXmxNl5tEvUYVZ3S7P5Qpim5oaAijSYhrO3LkiPJ38o/XXnstoL/75JNPDh48+PTTT4tjlb32798fjDvWnfgvfvGLw4cPB3TH6DUAMG5GR0eVR9FLw8TMQl+ZEgSMg0MbKkzPzMzEkDyu1wwNDSl9ZO7cuSFUfvm81nV7u78W19XV1atXr1bZLpWVlTt27HjiiSdWrTob/cyZM0c1537nnXfWfsEtt9yip8ms/Rvi/tWR60rTrFmzZLors5Q33nhDogT5t677bNu2zfoV9PVW1q5YetrRtGnTbr/9djlsOfg777xTvfPDDz+stlEHhmQzQX7/+98/9dRTP/8y+77g//2//2e7y6effvqv//qvpl127twpX0piTQd9Z/fu3bKZvpfEo857ReAJQQSK11j1mrQ5M1WOgMP8qm/f3f7a3I4eu9/UN0fvUSiTohDWEQTUa0a6z4qqMjl0+6Q13PetsXXE5eVe9ia1tbUR07Cc9RqlnjgXgjV1BytdudBfC8vGqgK1Y+2GPLEr03o91YTBKi9GYIJdVlbmERsoLCyMWGco27BW1ed2IHlmoinAVmvq5Y7kr0ebUUVbLr2tYFe/OV+OREaQ/U+D0WtU7SpT8QG37zMVFRXhsoc//vGP4t1MXlI8YEtLiz/HKgwMDFjd8dNPP713716HvX73u9+ZHKvwi1/8YnI766HXAMQgqjOUuJyYLMymP6QK71dTAXRCQgKG5HG9Rm9ofcsttwS/4yWXXOKQlaMaTl100UXGIqZnn33WQfGRw3BIfrGVQvTMGpnoWgsev/7663PmzFHFZay1cpQkZF1jtW3bNvXm8k1Nas6bb745b948w8In2F4KycaEHIY1zjNoa2uzTQ7/7LPPrGKN4vnnn5cNrHv9+c9/lvDRdpempiZ5Q9u9XCU7O9uwpZ7mssjrNQqZkBRdPV98iqpx5uCq+p89+ys21aQ40+mz7j7eujwB9RpVUyYyRTraam+KipLD5eXlY62sHlw5uXqNPnsvuW6BDJUPpWPS2pQoY50et2+92bTv0gWptiqhQ5GUsA+lMuTn53vEBtTzjAis33GoS2UoL8UrMktXLrRVcGoqrvJ3fU23C/3HPlbhJWXGxA87GL1GJdZFJmFNpfOE6z4j/m737t22/k5e//3vf2+715/+9CfxhrZ77d27199arf/5n//x58RbW1sj71jRawBimUOHDo153+XpkdRrJNoQxy/xh/F8IHv+Bb6SZf7CDuX8QtBrKm+7zL3HBSogO3nyJLbkZb1Gb2itarIE5P3331frgObNm+fQcMrYwLausKrWIRw4cMD0161btzokv+zZs0cXa1R6jsNHVFVVmf66YMEC2/o78nF6zpFt66tXX31VF2tSUlLOxASTLtk899xz/pSXp5566vnnn7fu8p//+Z/+lBcjX+a///u/rXt1dnZaHxvqzw9t93KV9PT0SBYHtdVrNq65VM90kFm0derl725vlQYKLp9r2n28vYoC6jVqYh+ZZkAqe9TjBfVV1S2HWtER02uSpk/V5ZjRY/dXrL7EtI2pWIkuu5h+DjKHV1WErDapJrqRyYOw/lLkzHvEBiJ8P7HVaxKmnFu/OV/PvFPNj/x1ppPrqzKkrOkzVsXHlNbnkl6jPjcySVthv8+89NJL/jQUwV/jcImgfu6fZ5991nav1tZWf7vIMfzXf/0Xeg0AhI3GxsaxdMTVl0RGrxGvI67C31pfCaOtbknFslZRSV9t61y/xo16hOrAZFKELXlZr7n99tuVnbz44otB7qUnv1izcvSGU9OmTfPXp0nVJLbNr1HpM1Yp5P333zfSdoy1VM6txFUe0KJFi/TXT5065a8rlp65c+TIkWDamV9//fVnYoXJlWwcYkpDRrHuIrHmzx15+eWXrXtZM8NN8WtXV1eko8nwzUBC02ts6/Vayw+bDk+VsLE+NjjT6RPPZTg7+a+8/3injrUb8uRtjeH83FsOIwInTekIGRkZXvYmqampxnG6sZp7vHqNtZm0mJBJc7EWK1EVYawBTO8zd4pZyjvIxD4zPUXvcamUoPA2vgy+p096erpHbEA9UYjM/cRWr7EtxWVK3LMqrUrntaoncgMpXbkwNWWGhMoZaefJv+UmM8HDHnrpXnWTsV07pvf/On1gQzTeZ/ylyainGrZ7OTzSEJqbm0Nw4r/+9a/RawAgbKhSbW4UG7Y6NvE6av2zP6zV8lVoIpGNQ61HW71G9bx0I71TdRMXJ4EteVmvUQ2tJbZ7//33g9xLT36xZuXolV/81foV9OIv7777rr/kF6sUItGA2nHHjh3Oh7pp0yb1Bf2l3uj1d95++20V5lr7XvmrRuzwNaMRuftde+21HtRr9uzZM96Y0t/DQ+cPkvfcv3//pOg1Mg+JzOTKqtfYrsNShRv85TvIXmFcmzDeIR8ayUVkMlvz2rTcC7bkoNckz0y01QtUBOJv0q6qFJdctyD4T1d5ELaVTeLKMCJvA6awVj7atjSvig/9pc6px41BFqBxe6h0dauqGC3mFNDfhbDX7t27w/XQBb0GAEKkuLh4rMNx7U2RcWznBIEpBFE1yZKmT3XQa7LnXyAxt6lHgDoA0+LhsAwV4svED1vyrF6jN7Q2pZ84oxcDtmagqGXz8ua2K6EMVMlha53jd99911/yi/7+eqFif+iVaPSDefTRR23r78jHBZNcY1pKZq3OE728+OKLqamp3d3dk/IrcE572bt3r3WXtrY2hxQbiURbW1utez3zzDMOH7R///4XXnhhsvJrJkWvsToR69Jaf8srVKfCCK++kY+L8LxOLZ2ICr0mMr1snPUafw+EVIavP71GjtxYFyOWaapG7G+o+ibWJ1huD6VaLl261Gs2MFn5Nf6ugl480faOJwesdNjI5LM4D5VjGLHKzWG/z+zZsycE5cVhobGD8uKcy7Nv3z70GgAIG+J0XX1qZ1uYTaITX8kycQmHtt9aU3GVtbWqKSe8b9/d6k8Dz99jinVMGpD+mEWvBOnGYyj1eKSkpARb8qxeIzNzZQa333578Duq5BdrVo7e4to5P0WtaVq1apXpTwcOHPAnhbz77rtKY7rzzjvHVaDnzTffVK/LsdmqReqHH7Bblp4f5LwmC7EmeH71q185RIe2B9bT0/Mv//Iv/vaSP/3bv/2bda8jR46Iafnb67nnnuvr64vwd09LS5vE+jWZ6Skh6zWqRGhohfNDHirDNGLzqGipX6PWQ0Ws1qw/vcZfM+mAeo2+1E4iimA+WlXlc2j27HaBWO/EPJNev6YwNyM0vcbo8eRqhvu4VksZuqG/O2RU3GcOHz7s8IjipZdest3r4MGD/sQXef2VV16x3cuh6o0cg607Rq8BgBCZPXu2q4+nrHpNasoMUy3Gvn13q7pr/kJqVevRGqBInGT6CLWU/dD2W9Uz1SCfXEX7syb0GueG1k888USQe+mVX6xZOXrDKYf3fOedd9Rmjz76qOmv/pJfTOuYgmmhrRY2fv5b1pJxLrzwQmv9HV1sWrdunfM7+3w+f+2lEGtCxqh/ZJsmI5d7ZGTEusunn376y1/+0jbFRl6UANF2L/mgp59+urm52TaLR+LXyLexyMrKimRfG5Ne4y/VPxi9Rr2bOKyJl5MIcsgHGf4xYosUdGWqqKjIy95EzdUjr1yYrMVfAddg9BqJvoynVjlZFwbTmNLYOPLJNboGUV1d7bWHjpPVH8qfehuMXiNX01jaJiFuxPKDbIcqkBwxUVjvQxeu+4xRmc527fDu3bttXaSxl78UG3GdDnvZOnF50Z8TR68BgFB/2C4v/bXqNbZxlamojYSn/h4o2brGzoYS2UD+JC5H/q3cXtUdOf5q4sTVIv8412vuvPNOh4q/DvVo1V7r1693yGdxaHH97LPPOtQ5dlgqpZfOef311wMerXorvW6xrhbp9Xf0zlYBK+OoDB1rfhBizUQ4ceKExIh6wLd//36xutOnT/vb5ZNPPnnhhRf0eNRoJvX000877CUfJBvouTlNTU3yJocPH/70008j/8VVBetD22+NOr2m95k7jYxONxbYOsyj5EMj2bZZtaMqKyvzsjdRtmRb8DVa9Bp90XdA0UFlZES+JZZe99pfq53IU1AwZqsd29ZEnV6ja6NBZle5MUa6K42VWQWXz43k56r7THl5eRgdq3i3ffv26QKKuFoHF2ns1dzcrC+nEqfp7I5tnXhra6uzO0avAYBQSE5ONm6XLj0tNDk2f3kuSljx59j6n10XQvdKVZ/fpZp8Z5eRZ2djS57Va1TPVyH4YsN6+yS9Uq+p4ZRzi2u9WK+12LBKfrFKIf7yZfwhh6Hyim1bU+lqkb4Oy9pi3MScOXP85Qch1kz8YeDBgwef+gKJL7u6uv785z877/LZZ58NDAz86le/Mvbav39/MHsZ372pqUl2kYnWkSNHBgcHJ+tbV1RUOE9xvazXGLd9cSgRU0+Mj4tMmWGrylBXV+dlb1JSUuLQ8yuK9JrRY/fLVZYRcFHPpNiDGksXjC1A6+np8YgNqAzQytsui0a9xihQJdfUlHgeySHxv2F+Ea4DpeS/+vr68DpW5e8kCgrGRaq9xuWOQ3Pi6DUAMG6ys7NdTU03OTZx9iE7tsLcjLHm2Q0lwXy0knjcSxtWyZzFxcXYkmf1mrlz5wajrZhKFM+aNWa68g+ryqMaTjm3uJa/+ltR5S/5xarXjKtAj163WKlFpvo7wes1+jtbRSvEGgiB1tbWSHYhCbteEw9DlUE9fvy4l21JpnnGcWZ97fyo1muiZSRNn6q8kkdsoKOjI8I2EHa9Jm6H6nbf29uLZ0SvAQC/FBUVubpmNYyF2Y7vun1cbS/VEir3luOqTpwyMcaWPKvXqLLB06ZNC3IXfbmTtdyvXgy4qqoqmLQXa51jf8kvVr0mYE7Q6tWrbRdP+VOLHOocO3TIsuYHIdZACAwODqp1r26UFUOvmeBQjzqSk5NHR0e9bEs9PT3+1lCj14R9DB7cNJbmPHu2d2xgeHhYuWNVuxC9xvtD5afLfQa3iF4DAE6oVNK6763wvmMzkicTppwb0CsPv7LZqMnnagNU1bajsbERW/KsXqMqsAhHjx4NptKwWgQkHDt2zCHrxEHv0MvEbNu2bVxLpfT6Nc7HLIenotXc3Fz9TypFyKQWvf766w6pPbbvvGDBAsQaCBeZmZmurlRFr5nIULVUPF5sWBgdHU1MTLTtHYleE/bR2TC2+iwnJ8dTZqDKGEWm7DR6TXgrHNNfFb0GAALQ0NDg3I3SU47t9IENmekp8p4B1aWWR26UzWT07bvbPX+Tv3ysOcWhQ4ewJc/qNdu2bTs7W9PKu9gyNDR07bXXqu31tkq2DaccWlzrFYutdY7Vp1iXShlaidrX5/M5rNtSK7NMi5t0tcjUwUrvD+XvhJje2fY8INZAaKgSNkEmS6LXRHKoum8SHnjfltRcvfquK9BrXB2lKxeGvTpsWKitrXV78Tt6TXjH6LH7jcZYQlNTEz4RvQYAnFBLf/2tVMKxOQzlbwYGBrAlz+o1p06dUpkmhvTgb2nPG2+8oZqDCnPmzLGVY9T6o4suusjhc9evX6/WYVlrBvtLfrGWyJkxY4Zti6j3339ftYUS1q5dG7xapJZK2RamkaPV31nYunUrYg2EC7WMJZhkSfSaSI5D228dW2GUmOidGiUOyO1rbFXFzMThVzaj17g05OdgdEbzYLWRwcFBlWYVga5z6DVhLP6YnJw8PDyMT0SvAQAn+vr6jJtmZnoKji3kiM3ji/zjXK8x1aMxhJjq6uqjR48acsybb765d+/e1atXq+U/hkpiLStjKmDs3OI6JydHZY+Pa6mUQVtbm37AJlVFjk3Pf5F/m0QopRbJF7GqRXqjcdlAX9X1+uuvGx215PVxrSNDrIHgUb8Ot9Mi0GvGNVRd/4qKimixpYyMsWOu35yPXuPS8JUsM75Cfn6+B21ApexFoIo5ek0YG41VVVXhDdFrACAAw8PDqlyfG8+mYtix9TSXjUVg6ekYksf1GlO9mIDMmTPHn1hz6tQptZlzi2uld6xfv970p127djkkvyhUeSlVROaWW25ZvXr1vHnz9Ndzc3NPnDgRvFpkrVJs5ArJ+ygNSM6AqqEzbdq04PugI9ZAMLS0tBjWlZoyw9W0CPSaECqACv39/dFiS42NjcYxp82ZOXrsfvQaN/o9q85Q3lz9PTAwoE7y8V23o9dERSGkhISEwcFBvCF6DQAEJisra6xoblUBji34sXHNpcahlpaWYkXe12uMpBKVGuPALbfc4lCVRs9M8afpCK+++qrabNeuXeNaKmUqvqPnuZiYNWtWdXW17Ts4qEWqy5W+Kkpn6dKlb7755sMPP2z87yWXXIJYA+FlZGRErtHYI9Y7ctBrvDBysi40vntBQUGU2lLLIzei17hXGjY7O9uzZqC6nWamp7jaeA69ZiJDLo1coLFTV1aGK0SvAYCgUCWHly5IxbEFOYZf2aweN3V1dWFFUaHXGJVZ9u7de8stt1x00ZdmcQkJCYsWLaqsrLStFGNaprT2bzi0uD5y5Ija7O233zb99dFHHzX+JJ8Y8JhPnDhRVVUlh6eWa02bNi0nJ0fe5NSpU/52UZ+uFyG2smPHDnkr9c6XXHKJvGIIQNu2bTPewVSuGLEGwkJTU5OqYuNeYfjaDXnid9SQ/7XdrHtnqb6ZjKGX7o2reVRjVYG6GXqtQElAtmzZEsmKs4YQo4/2rTfbbtb04Ep9s8rbLovGCXZqypj639zc7FkbOHnypKpi4+p5ljfXr6lcYtvNxCRMRoJYI6PqjrHM36SkJLlk+EH0GgAICpnhKCfX01yGXjOujqdZWVmYUBTpNaZ6vW/+jWgRI+RQrUufwiJjyTtH3aInxJpoR63ay12cxkxmEsfgwU3JM/82162sjDpDkjtYJCvOxqeQJ7dWj5fqq6urUxKw26uiGKGtuFRVq+vr6/GA6DUAMA7KysZKsVSsvgS9JvY6nqLXQDyAWBN19PT0qNyuhvu+xXxmsnrrFlw+tlA0LS0tStu1bNy4UWUKu7ocJq7G0Ev3qiiurq7O4zYwOjqqJODM9JQznT6uoKdEYbUSSi4TbTrQawBgfBw/fnwsQXH61PCWfoxJvaZ7Z6nK54yKjqfoNYBYAx6fZidMObfrybXMaiIv1hSvyFSet729PUoNaWBgQGl/rD0Jl23kL09XfZejItrp7+9XZpC7OC1i9acZAWsIqJ5Q0bjiEr0GADxBZmamG1WHY1KvKbluQdR1PEWvAcQa8CDDw8NG/3ijV9TpAxuY20xKn2Zh48aNUW1LajkM6VrhKtSizmdbW1u0mEFzc7M67NKVC7mOXhBrchenqYvS2NiI40OvAYAJBTrhrTp8fNftXU+uVaP/2XW2m51sX69v5uWnrDKdSJw69vSGRwToNYBYAxNELqJ6YCAOyNX23gzb2p9Cfn5+DKxQKC0tJV0rLKPlkRuVbVRXV0eXGaj60263n2MEU69aF2t8Ph8uD70GAEJEL9fHgymHodb55+TkYDboNYBYAxNncHBQtWSW4B7JJgKjfnO+mkRlZGRIDBADhjQ8PJydnU261sTrwqoOmAUFBdEo5Cnl7nONoGQZ19QLyy2j1JbQawDAQ1RWVqoqNv4SYQhwleOhjTd6DSDWQLjo7+9PTk5Gsol89kRSUlJfX1/MGNLJkyeV9kft4QnWGM7MzIzSIn2jo6NqoaWxMIpaNpMr1mRlZUVpLXP0GgDwECMjI+rBVE7Whfg26xMntRIqGjueotcAYg14GbmaSUlJSDZuj7bam1RX3dmzZ8fej6irq4vawxOvMSw/xv7+/ug1g+Hh4aKiIqUXFOZmcEuJ5ChduVCd/Nzc3MHBQXwceg0AhIHe3l4V5WxZl4u/0Zfgqh7e2dnZpHSi1wBiDYSdtrY25YOWLkhlPYsbWaLqwYP8iKJ6Qu5AQ0PD2TrKay7l+VOQdWH1hIiOjo5oNwMJ1fSFUdnzLxh4/h4udARadxfmZuhiDZk16DUAEE5U4eGEKece33U7jscYFasviY0nTug1gFgDXqaxsVEF+qkpM6gaG8ZJlKq/FttijUFZWdnZasrL0890+rAB514K2fMvUGdsy5YtMWMJPp/v7Oq/6VNba1ZxuV1N35udPF2d8OLiYsQa9BoACP/jiLy8vLGly+kppI/KaN96s/I9TU1NGAl6DSDWgKuSjap/nzDlXErgT3x0bFujT6KysrJi/sHDyMiIzBXP1lROO4/CfP5G987S1JQZMdPZ3faWotZaChWrL6GwUdjHmU6fvgbq8/NcUUE2OnoNALjCyZMnlWMrK1wU54nEEuGpMFeCP8wDvQYQa8Btent7s7KyVNxfct2CoZfuZUYU2iIXlR86djJLSuLnibfe2jlp+tSObWswCdNoenClqmeUkJAQqw+lBgYGcnLONrDP+tr53TtLufrhGp0NJWlzZupVzFtbW3Fk6DUA4CLNzc1nsxlXZMatZCPuXIk1aWlpUdooAb0GEGsg6hgeHq6oqFCeSG7FbbU3MS8ab5n8zPQUdQ5lNl5XVxdvhtTe3q4eQSVMObem4ioMQ1UX3rjmUn2JXGzfYEdHR8X+Ve6e8UgSIXjiirBuRUb63sDAAC4MvQYAXKe8vDzOJZvOhpKk6VPVs4Ljx49jFeg1gFgDkaStrU31+TacEfOrIEfd91aovAnjkUNXV1d8WlFfX19GRobe3Zm13vI7Uq2gPi/vvXTp6dOn48EY+vv79USb5JmJjVUF3C5CG8d33a4rwoLMHShYg14DAJFDL9IWb91V9Y6nMlHs6enBHtBrALEGIo9MI3Nzc/X5Vf3mfMpPONdc02vHGhVJ4jw/dGhoKD8/X18Oc2j7rXFrIS2P3Jj+lVlnBazS0riaY1sTbeT3Ir8abh3jyt0rXblQV4QzMzPjVhFGrwGAyaSysjIOJRuZDCgnlJ6eTkMo9BpArIHJnV9t2bJFtfo2ysfKnJNZk2l5S1vtTSalRiZR/HyUFW3cuFE/OfnL02XaGVdG0vXk2qULUvUlcjU1NfFpD6ZEG1Sb4E1Ib9ctJCYmihVRWhi9BgAmjfr6et2ZDR7cFNuuqKbiKj3SHRwcxAbQawCxBiYdsQR9VYvhkjobSphBjR67v/mhGzLSzjNNoqqrq0dGRrAcnaamJn2FXcKUc8sKF8V8YCNj4Pl7iq6er1uI3F07OjriXMKrqanR7QHVxjlxLyfrwnO+TH5+PtVq0GsAwFuSjUSEx3fdHg/NCHNzcykwjF4DiDXgqflVc3Nzdna2aX7V/NAN8blCSr5104MrTUpNQkJCWVkZDxv8MTQ05PP59HStxKkJW9blxmoG8dBL925cc6m+dCUpKWnLli3UGTEQd1NXVyfuRv8RyW+q7nsrJCxEpjHkYFOdGiEvL48FUOg1AOAh2traVHAjXt9XsizGIpvWmlWqFZRQWFhIKINeA4g14E3a29tNqk1qyozaDXnxM78a6a6s35wv39o0iSouLuZxdzDIWZJzZTKhpgdXxlJ3BTES+VEkz0zUtbzy8nK0vCC14MSpCeWrFvc0l8WnUmPcZPRG3Sg16DUA4HXJRs8aTf/KrNgo13eyfX3B5XN1V1RWVsZCXPQaQKyBqFNtZH5VunKh+KZY7WkoM6j2rTfLHFJ/wGDMw4uLi3t7e7GKcSH3GVMRE4ltaiquksAgqu2kb9/dVXfkmOS8goKCvr4+LrozHR0deXl5JoUie/4FYhUDz98TJy26Wx65UW6kqkeqbkKdnZ0YCXoNAHiX06dPFxYWfknaKFwUvc8zJaCv3ZAn8f3ZQC09/dChQ1xo90hLS7sYopOioiLEGvCmamOachu5Er6SZTFTTdaYQZVct8A6g0pOTq6srDx58iSWEDJtbW2m0khGj4WmB1dGV4QzeHBT/eZ8U83pz+WG7GwSIsZFb29vSUmJvmhOF25OH9gQezLNyfb1Yjz5y9P1pXPqJuPz+Wi+gV4DANEU2cyePVvdx2cnT2+rvSnqPNPxXbfrMY145aqqKkozAvgjArlRiDUQMjIdtT4VN+pQVN52WWdDSTQWuBl66d6mB1cW5mbozxX0ivgNDQ0s3Q0Lo6Oj9fX1emyjMraKV2S2b73ZyxlbYtstj9xYcPlc60w7PT29ubmZ6xsaJ0+e9Pl8SUlJ1l+fBJBVd+RE6Y3FFAxX33WFVeMzyMrKamxs5CaDXgMA0YfMrMrKyr60nHXJRR4PaNTo3llact0CPazJyckhSRhgcvUaxBoIy/xKZt25ubnWiUfS9KmFuRmNVQXeX9QgR1i/OV+8qnX6/fkzktmzZQ55/PhxLrcbqk17e3txcXFiYqL5tCdP95Us81S/BYm4up5cW75qsTXrKikpSYI0lq6EhZGRETmTGzduTE9Pt/4eE6cm5C9Pr92Q19NcFi3LMM90+g5tv1Usx1qbZkzmzsiorq5mfSV6DQBEPV1dXSbvlf6VWeK0hl6615v55A33fSvra+ebkjwbGhqoVgMwuXoNYg2El8HBwaampvz8fOuKBmPuXXT1/JqKqzobSia9dr4cgMz0GqsKNq65NHdxml4d1jQDLy0tlXkjDisCyE1J7Mef8CeXyVeyrK32pshrf3377m555EYxlaULUq1ZV2LtBQUFLS0tJAu7RF9fX01Nja1hGNqNXBe5Os0P3SBXyjvpV73P3ClmU3nbZYW5Gf40GiEtLa2qqgqZBr0GAGIKiQkqKytNAbF4rLLCRd6pqC9eU9yn9QFUSUnJ6dOnuYgAk6vXINaAewwNDcn0taioyJoxcTbn/2vnF6/IrL7ritaaVeK53C5ZcrJ9ffvWm2sqrpIPtXbJtS56Eifb2dnJDHxSOHnypMzP5Sr4u0DJMxMLLp8rxiPXdPDgJjespa32Jplp5y25yBrGKJYuXVpfX0/jp0jeWJqbm4uLi21XSylpLyfrwtKVC+XHHpl7izH6n10n1rhlXa7cYUwPKW2F4IKCAjEe0szRawAglpEQQQIamXGZ3IA4KnFRk7W4Vz5XohwJcSicBuBZvQaxBiLD8PBwa2traWlpWlraOYFITZmRuzit5LoFG9dcKtOepgdXyvyne2epTJ6NYV34MPzKZnldZkpdT649tP3W5odukL1kXxllhYtk5C9PF5/oL33GtOJJ5oFNTU08UfAOPT09EjlYyxKbMxTmzJSoQyxHrnj1XVfI1RdLaHnkRrGK47tuFwvRZ+xDL90rr4hdyV+VwVTdkSP7ykxb3sfUBcy2vEh1dTXxzCSiVkvJtbDN5rMm98l9oOjq+XKV5XI33Pctwzz69t1t3FtsixlLQCt/Gnj+HtlShuwiBlP3vRXyDpW3XSZvVbpyoRiMbdaVTR5QYmJOTo5YTldXF0Iweg0AxBGjo6NtbW3WNFFxHuKcJASRENbtzHNjUa58loTaVqe1dOlSiYBxTgAe0WsQa2BSENuTiUp9fX1ZWVl2drZD6k0w2FaZGRdyAOI6fT6f+FA6PXnfeA4dOlRTU1NUVBSM9hdem8nIyCguLq6rqxMDpgqsB8Pg3t7e1tbWqqoqMY+A6l5kbi/GQjm50ZWXlzc2NsoRsqYSvQYA4p2+vr6Kigp/EXD2/At8JcvCmDks79Nas0re0199ezkSCcp7enq4NADe0WsQa8A7syxxWzLLqqysLCwstOaKhpfk5OSlS5eWlJTInF8+lOlTVHP69On29vbq6uqCggK5smG3ltmzZ8vMX0ylo6NjaGiIEx5dDA8PS/DZ3Nws9xaxkBDuLX//938fgs3k5OSUlpYadxg5AJ5TotcAANgg87H6+nqJSp1W5qenFFw+t6xwUeVtlxlpw221N3U9ubb/2XW6mnP6wIa+fXfL6601q4yEYV/JMiO9PCPtPIf3l0+vq6sjxAHwml6DWANeRrxGV1dXZ2dn8xds+YKyL8jPz8/Ly8vMzExPT09KSpoyZUpWVpZeDCL9b8hmxcXF5eXlsm9jY2NbW5sYPBVGYpuBgQGxHLnWYja1tbWG2cjMWYxBptBiFTKXVjYj90B5JTc3V/4qmxmmIkGL7Nve3i7vw4K4mIyNjx8/Lhe3paVFGYnP5xMDKCkpyfsC4wZiPPUsKCgQg1FpMur2kp2dLfci2auysrKmpkbeqqOjo6enR96fk4xeAwAwbud06NChqqoqCVbGm3Y+3kRQI6tcPkv8Fk4LwJt6DWINxAy/+93vHnjggc8++4xTAdgMhJcPPvjgO9/5DvWJIEjQawAgDIyMjHR1dW3ZsiU/P9+hqP64MIrb19bWUjgNwD3Cpdcg1kAssWvXLplQvfHGG5wKwGYgvLzwwgtiKi0tLZwKCAb0GgAIM6Ojoz09PUbCeX19vZE2XFxcbKSap6WlqZzh9PR0+Ye8XlJSYiQMy/ayl+zb29vLmQSIAGHRaxBrIJb49NNPN23aJBOqn/70p5wNwGYgjHz22WcPPPCAmIr8l7MBwYBeAwCRhpxhAO8wcb0GsQZiz0l9529QmAbGazPvvfceJwT88dZbbylTOXXqFCcEAoJeAwCRhpxhAO8wQb0GsQZi1UkZ7N+/nxMC2AyEi8bGRmUq7e3tnBAICHoNAEQUcoYBPMVE9BrEGohhJ2Xg8/n+8pe/cFoAm4GJMzw8XFFRoUzl0Ucf5ZxAQNBrACCikGcO4ClC1msQayDmnZTBb37zG04LYDMwcQ4fPmwylQ8//JDTAs6g1wBARCFnGMBThKbXINZAPDgpgy1btnBaAJuBiSOGYTKVzs5OTgs4g14DAJGDnGEArxGCXoNYA3HipBQDAwOcHBiXzZw4cYKTAzp/+MMfrHZCcQAICHoNAEQOcoYBvMZ49RrEGogrJ2Xw1FNPcXJgXDbT2NjIyQGdlpYWq51UVFR88sknnBxwAL0GACIHOcMAXmNceg1iDcSbk1Jzqo8//pjzA9gMhIa/PCzhtdde4/yAA+g1ADDJvoo8c4BJJHi9BrEG4nZCJfz617/mFMG4bObAgQOcIjA4duyYPzshfQ+cQa8BgAhBnjmABwlSr0Gsgbh1UgYPPPDAZ599xlmC4G2msrISmwGDuro6f3ayadOmTz/9lFME/kCvAYAIQc4wgAcJRq9BrIF4dlKKN954g7ME2AyMlw8++MDZTvr7+zlL4A/0GgCIBOSZA3iTgHoNYg3gpOjkAqHZTF1dHScKXnjhBWc7aWlp4SyBP9BrACASkGcO4E2c9RrEGsBJ6QwODnKuYFw2895773Gu4hmJbyXKdTYS2YATBf5ArwGASEDOMIA3cdBrEGsgPp3UPffco/790EMP6a5q//79nCvAZiB43nrrLd0edFPROXXqFOcKbEGvAQDXIc8cwLP402sQayA+nVRFRcXOnTuVb/r3f/93mW+r//X5fH/5y184Y4DNQJA0NjbqFRt1U1m/fr36d3t7O+cKbEGvAQDXIc8cwLPY6jWINRCfTkpmU2+88caBAweUYzp27Nhfv+jFu2HDBuOV3/zmN5wxwGYgGIaHh8VC/JnK008/rf796KOPcrrAFvQaAHAdcoYBPItVr0Gsgfh0UsZsSv7XOvcWTp06ZRSh2LJlC2cMsBkIhsOHD+tijdVU9FSsDz/8kDMGVtBrAMBdyBkG8DImvQaxBuLTSanZlL+5t/Dxxx/X1dXJiwMDA5w3bGZcNnPixAnOWxyyZcsWXayxmspnn31mWIjQ2dnJGQMr6DUA4C7kDAN4GV2vQayB+HRS+mzKYe791y9avezfv/+pp57ivGEz47KZxsZGzlu88Yc//MEk1tiayscff2zkYVHJEWxBrwEAdyFnGMDLKL0GsQbik+bmZlODQoe5t8Frr732ySefcOqwGWwGHGhpaTGJNQ5h8IYNG2RjjASsoNcAgIuQZw7gcQy9BrEG4pbf//73plcCzr0Bm8FmIGAA7PP5TGKNg6nIv+WV1157jVMHJtBrAMBFyDMH8DgXX3wxYg0Ac2/AZiCMvPbaa1axxtlUiIHBFvQaAHARcoYBPE5SUhJiDQBzb8BmIIz87//+73hN5bPPPmtoaPj00085e6CDXgMALkLOMIDHSUtLQ6wBwE8BNgOTbioff/zx4OAgZwl00GsAgJgGAAAAPwXYDGAq4C3QawAARwUAAICfAmwGMBXwFug1AICjAgAAwE8BNgOYCngL9BoAwFEBAADgpwCbAUwFvAV6DQDgqAAAAPBTgM0ApgLeAr0GAHBUAAAA+CnAZgBTAW+BXgMAOCoAAAD8FGAzgKmAt0CvAQAcFQAAAH4KsBnAVMBboNcAAI4KAAAAPwXYDGAq4C3QawAARwUAAICfAmwGMBXwFug1AICjAgAAwE8BNgOYCngL9BoAwFEBAADgpwCbAUwFvAV6DQDgqAAAAPBTgM0ApgLeAr0GAHBUAAAA+CnAZgBTAW+BXgMAOCoAAAD8FGAzgKmAt0CvAQAcFQAAAH4KsBnAVMBboNcAAI4KAAAAPwXYDGAq4C3QawAARwUAAICfAmwGMBXwFug1AICjAgAAwE8BNgOYCngL9BoAwFEBAADgpwCbAUwFvAV6DQDgqAAAAPBTgM0ApgLeAr0GAHBUAAAA+CnAZgBTAW+BXgMAOCoAAAD8FGAzgKmAt0CvAQAcFQAAAH4KsBnAVMBboNcAAI4KAAAAPwXYDGAq4C3QawAARwUAAICfAmwGMBXwFug1AICjAgAAwE8BNgOYCngL9BoAwFEBAADgpwCbAUwFvAV6DQDgqAAAAPBTgM0ApgLeAr0GAHBUAAAA+CnAZgBTAW+BXgMAOCoAAAD8FGAzgKmAt0CvAQAcFQAAAH4KsBnAVMBboNcAxC8DAwM1NTVlZWV5eXmZmZnpEeHaa69VjuqKK65IjxTZ2dklJSW1tbXHjx/n0gMAeJbe3t7I+yYv+CncFpNwwFQA0GsA4p0zZ85s2bJFguBzJoMLL7zw0r+RkpIyKccgcbBMBgYHBzEGAACPcPr0aZ/Pl5GRcc5k4wU/hdsKgUlU+iZX40Pa87h5IAcDeg0ABMXo6GhTU1Nqauo5cM45iYmJ1dXVIyMjGAYAwCRy5syZqqoquSfjmHBbISt9MgVF40Pa86Z5IAcDeg0ABEZuxEuXLv1S5Dd9xpXXl6y7f/vDDS9u2//bPS9/8OyxP8fe2H34vYbn36556ug9P/hZ3g2lM5NTTF6KZwsAAJPFoUOHkpOT9duy3KXFN8kdW3zT9ufeilXfhNtC6UPawzywGUCvAYDP6e/v158tnP+Vizc9vKvllQ/jLQiWsa/7o80/2Zs+7xvqbCQkJDQ2NmIkAAARpq6uTu7A6m6cufjyH/60Xe7SceibcFsofUh7mAc2A+g1APFIb2+vWgM1ZUrCrd95KD6VGtPY9PAu3UvV19djKgAAEaOiokJ/inDf4604JtwWSh/SHuaBzQB6DUAcMTw8rMo3Jk6f8aMnOnBOauxoPzFv4XLlovBPAACRoaamRt17v77kyqaDf8Ql4bZQ+pD2MA9sBtBrAOKLkpIS4847I2nW43uO4ZBMY8/LH2Quvlw9UiALFADAbTo6OtTT7yuvL+G5N24LpQ9pD/Pwjs3MSEriKSZ6DQBEgpaWFuW3eMLgEPuqmCY9PZ1aawAA7jE4OJj0xWRAWLTsGsQa3BZKH9Ie5oHNAHoNQDySlZVl3HP/8dYNOCHnRwoqC7S6uhrLAQBwCbVaITVt7u7D7+GAcFsofUh7mAc2A+g1AHFHe3u7WglFTBzMwl3V0VC8PvYDABB2BgYG1APwhxtexPXgtlD6kPYwD2wG0GsA4pGcnBzjVrvm7h/ie4IZqjx+TU0N9gMAEHZKS0uN22x2znU4HdwWSh/SHuaBzQB6DUA8MjQ0ZNxn/25qIs8Zghybf7JX5X9iQgAA4WV0dFQtWHhs96s4HdwWSh/SHuaBzQB6DUA8oioNL1p2DS4nyLGv+yOV/0mJNQCA8NLZ2akWLOBxcFsofUh7mAc2A+g1AHFKWVmZcZNd+90f43KCH3k3jD2iqa2txYoAAMLIxo0bjRvsjWvvxd3gtlD6kPYwD2wG0GsA4hRVvKbmqaO4nODHPT/4mXHeSkpKsCIAgDCSl5dn3GB/+NN23A1uC6UPaQ/zwGYAvQYgTklPTzfusA3Pv42/CX7UPHV0bAl0djZWBAAQRjIyMowb7Pbn3sLd4LZQ+pD2MA9sBtBrAOIUVSd/X/dH+JvgR8Pzb7NYFwDADVSNiT0vf4C7wW2h9CHtYR7YDKDXAMTrb/sLZiTNwtmMa+w+/B56DQAAjgm35UGlr+WVD7niSHsIwdgMeg0AxEhYfP5XLsbZjHfgmQAAcEy4LZQ+pD3MA5shKkavAQDCYgJfAAAcEwO3heVgKpgHNgPoNQCExQw8EwAAjgm3heVgKpgHg6gYvQYA8F62o+ngHxctu+brS678bvXPnbe86/vbZLMl31zp9vpkPBMAQJw4JnEo4lbEuXx700/C+LY72k+sufuHMu7w/bPpTwXF98jHXXdTOW6LCTlzb8wDmwH0GgDCYk+7gSvyi+U4p0xJkOjWpOOs+KeyR548ol55fM8x40v9460b8EwAADimiQ9xKMZRPbb7VVPVhqJvf3/Tw7tCe9vrbir392VVf9yQ3xy9xvtjz8sffLf65zK27f+t85YP1LXJZj96ooO5d2yYx77uj+SnLdfUdEtx6ZFnw/NvyzA9yJSI2jA/2QCbQa8BALxX6OPhhheN41zyzZW6q7vD988zkmbJ67KBvv28hcsNcaeu5XWiGQAAHNNExvbn3hKHIoc0N3OJ/rrMc5JTLpDXAyZ+2o7NP9l7zt+wftmWVz40HJx8RLjSRdFrvDYKiu8xwhWZS5v+dN/jrfoses3dPzS2fHzPMfSaGDCPb2/6iXE8+hNHFfQG1O/GJQz9w9yvG59lulPtPvxe4vQZ8nrONUXYDHoNAOC9Qh9fX3KlcZwP1LXpgbKKdE16jfrTsqtuJJoBAMAxTWTk3VBqHNK6+7dbHySEptfIWxkakMOXNSbzwq3feQi3FXt6zeN7jhk2oD+LkiFz9UXLrpHXdRHn5wf+YGw8b+Fy9JpoNw+5moZQkj7vG6au2EY6uSmsnciQu4fDnUrdZH7403ZsBr0GAPBeoYzHdr9qHOTM5JR93R8Fo9fsefmDv5uaaPxp+3NvEc0AAOCYQhsygzLmyeJW9HyHkPUa8UrLrrrxnC9j+2UfefKI8dfklAtaXvkQtxVjeo0yA/1Z1KaHdykhz5R0k3NNkfH6fY+3otdEtXms+KcyWwlYxa4Oes3uw+8Zi5t+fuAPAT/onh/8TNeFrXequpbXx671l5UjbAa9BgDwXuN+sCnuTeV2iqNSqaTCvT/eY3JdS7650vjTjWvvJZoBAMAxhTZWlz1gHE92znW6iCN+R/kg8Ufyiqm8WjDTJ/Vvf182Zc5XlZvDbcWSXqNq7SWnXKA/izLWPdnqNfc93hquqTV6zeQm1xi6jPx39+H3gnkMqQ9lIV9fcqXDp8g7q/jZWVkWcwqLDkhUjF4DAPEY3LS88qGRMips/sleFSifY4fuutbdv914UYJdohkAABxTaEMpJnoLJ1sfFMwBq7nWlCkJa7/7Y7Xa19++asYVluW96DUefBZVUHyPrYVY9Ro9Igrjehn0mggPdYlNP+ow6jW3fucho7RWMHqNWjDlLABxe0GvAQCCG5vxw5+2KzejEtGD0WtUhqe1nQfRDAAAjimYobsSvc7rBPUa8VY1Tx3Vq7P521dN4f5uauLEl0Sh13inLZRSXlTLJzEwsQc5eGVR8xYul1fWfvfHpl6ZesYxek3UmYeSgO/5wc9Uxo1c6K9ePF9d+vR535BXbPucBqPX6Bl8ahmdP71m2/7fqg2CSRIkKkavAQCCm7Oj6NvfVwnDeippMI5NLQPWH4oSzQAA4JiCHHd9f5ua9uiLVsTjqEUEgvgjeUXm0gHfUCbnejuYgHqNWjVj20cGtxWleo1qDSZ2pWQ4vSKSTt4NpdbcYVNFPyKcaDGPmqeOWvOngnkMGYJeI99UjCqYSltiThMPmImK0WsAIB6DG1WGZtGya/w9dfSXOKr6F+qxDtEMAACOKchx3U3lSpGx9tydSH+oIPUamcyrT5n4swf0Go8MZVd6JZpg9Bpdv3Mpdxi9xtWx9rs/VoqbXg/LQa9RBYaN8Y+3blDpV/rreg1HuV/J7cKQAoO5U6lg29SqDJtBrwEAvFeAoZJorJpLQL1GxcGZiy8nmgEAwDGNdxhtlW0fZTvMgvRJlBq22RAB9Rr90bep0AluK3r1mrmZS4xDvfL6El2b02fjRkaVvKJ3JdP1u7u+vw29JurMQzUF00NT5zYaekkjB/yl2wSj19y49l6rioTNoNcAAN4r8FBxqnURb0C9RhXzc+nb4ZkAAGLbMak8TetaJ4dZkO1sylQ7Nni9RhU0mXiuKHqNR4YqXrO67AF/q1382YyqIztx/Q69ZhJvKcE/hoyAXqPW2enFIrEZ9BoAwHsFe/cXxF2h1wAA4JgiORy0EvQaLGfisY11jVtAvSY1ba7x15xritBros48ZiTNMg7jxrX3ekev2fTwLrVNXcvr2Ax6DQDEhfeyZoP70+x3tJ/wt6WqGYxeAwCAYwp+WD2LXt9BH/K6vy3RawhpXNVrrPPngHqNspkJdl9Gr4mWx5CP7zkmf1JDraj66sXz9dd/+NP2kPUafZuQW8UTFaPXAECUea8V/1RmilZnJM2ydgp85MkjU6Yk6JvJ/6oqeg5xakC9xnaRMNEMAEA8OKbVZQ+YfJA4F70nt+plqx4MKB6oazPNjbNzrgt+FiQzMevYffi9Ceo11K9Br0GviUO9JoT+UOg16DUAgPcKPPa8/IHK2lWYKs/LNioSVaz97o+tccmyq24cr2Obt3C5v7oDRDMAALHtmPZ1f6S8gEJe0ev+2m6jyyLiPowX52YumZT+UM5rZ3BbEZ6Qt7zyYc41RXLV9GFd2GLogKbNZKiVJuqa3vODn41Xr1GN5F2KbdBrHB5Dmi6oXi5ajaaDf1y07BrTlj96osO0HspaumgS9RrVYF7Y/txb2Ax6DQDES3Dz2O5XTbkzgngFtYGExdb1t3owrTbQe15aHZu4PQlrHnnyiG2t4m9v+gnRDABAvDkm8QuqsKtC9wiqt67iH+Z+3WiC69B81zoLyruhVD4rhOfSAfWaHe0n1KeoKR9ua7L0Ghn3Pd5qXeymErIcdMDrbiq31hu2JlkE1GtS5nzVXwEUIhxXzcM2prV26cq5psi0jZ6dN5G2p+7pNff84Gdqmz0vf4DNoNcAQBwFN9ZoWKJeIy1cdyH+FkypEmh/NzXR1Az1kSePmHZPTZurP9+YeG4nngkAIKodk15H00CmysY0+PE9x0yzL3E0pgVTup8ylWDb/txb1ncOu17zQF2bWswV8jwKvSa847qbyk2XPmXOV/X1bnpjZlVqRL98KkdmxT+VOeg12/b/1po15pCbQ4TjtnlYY1r51euBq665qKBXr5ylluovWnaNg17jrxiNS3qNWj0qlozNoNcAQHwFNxJbqHhUfxQpkY11JZSeeqPKQKq/msLollc+VE+ZVKhtfQImrlR/WEo0AwAQV45JrWlSyExJfJOaMzssOBL3oVIhxK2Y/jo3c4npHWyL1ExEr1Fzs3kLl+O2PKLX7Hn5A5UlYV1GZ9UBrYWTlOJjvay6IiBfJHPx5XoiRl3L6/6CIiKcCJiHbUyrVvrvaD+hljv5y71S19eqjNz74z1qr+SUC+SDrJqOkTb4cMOLMoI0gGD0GpUTZC0+wO0FvQYAYj+4sXVg1lRh61MmY0iw4i+S3v7cW1deXyI+T+Lpf5j7df0dir79fbcXeOOZAAC875hsHw8oz2K7ZkEf4mWMDcStWJ8oiN9JTZsrPkgm8LLlePUambzJbFyGv7UtanKoV3bDbU2uXuNvacwjTx6x1QGti7LVzNyak1Xz1FGrrVrzxSSsikBZXPQaW7nEGtPKdZE/LfnmSodiWNbra0rZk2jZZFQTyXYZl16j7pDW5V3cXtBrACAughu9kpktEu/6y/Red/92f7mjDuMf5n7d9skG0QwAQLw5JmsjQuc1C7YrksStRLiVjLhFo3eVHLy1uyJuaxL1GtulMV+9eL56VqQnc9lqiMogrVkS8ia6ueqGpxJzbCvdEuFExjz0RBh1A7Eugkuf9w1rfve+7o9UdUVryt5d39+mt6sLYYllCHqNnskecrFhomL0GgCI+uDG2t7btoG3bTsG41GG+LAgH12qsgKpaXNNVW+IZgAA4tAxWdt7O6xZMA3V63Aik5mJPOrIuaYIt+U1vcZ2aYx1Gu9PaFN1TGwzp2QKLTYp83mJjvQwRpmie8+i0GuCGSrtzh8Ssqp2YKahOmlYs28MLe9HT3QYl96l5fz+inxZu+BhM+g1ABBHwY1te+8g07zVAv4gEzXV9iH3WMUzAQDEkmOybdnjMGuyrQNqXRLl6lDLK8JVqQS9JgLLvXWsCRTWvC19uVOQz6JS5nzVvWdR6DVBxrTWVZbOfaOsRYjCstwpjNrTBCtYExWj1wBA1Ac3tuu952YuCRh2iF9MTrnASDYO+Cktr3xobOxqcg2eCQAguhyTbXtvmTIFfIgtrsSoLzszOSUyT7z1yXkYq7Ch10RyubfewNt2qEo3tn27HZ5FWcv5EeFE3jxqnjrqb5WlqkDsb6jsKpcamI5LeDLuihI5T/DmRlSMXgMAUR/c/OiJDtvFUME8OVTpmgFzgNWDUIduiEQzAADx5pisjXuCdxaqBoSrTZT18Y+3btC7j+O2vKnX+FvubWrgbTtUI8tg8rb2dX9k9MQMRmHEVCJjHrd+5yHrpU9OucBUSNj2XuR2T4wgx13f3zbxSsNExeg1ABALwc3uw++Z2m/rtfSCCT4eefKIRMwBywfUtbwum9U8dZRoBgAAx6RSL1UdemuKTcD5lfE4XZyLv5oUYR9ufBx6jRtDghOrUX19yZXB7Lto2TVB5m2pp1ZGKyIiHC+YR8Pzb1sl4K9ePD+YmNaQ+WR3f5XOIzOMSgVyzBNPSCcqRq8BgOgObnKuKXJY6PuPt27wwiJePBMAQEw6JiNdxR/hKuiL24o3vUZm5tYG3v7aeFvHtv2/NRq6B3zIJO8mm0WsghJ6TfByWwglsWQ0HfyjcendLh3tvOgySPPj9oJeAwAxHtyo50IOuL18iWgGACA+HZPtalwTrtanx23Fql5z49p7HToEhatQNKbiQfO4w/fPsRTTYjPoNQAQv8GNtcSjBDF5N5SGlpGOZwIAwDFNcDXudTeVm14Jb6UY3FY86DWqqpE/0ud9I2IFqjGVSJpHXcvrEso6XPqoi2mxGfQaAIjT4GZf90eZiy+3JgnL69YU4ujKSMczAQB43zFZV+MaqxVUt2zFvIXL3W6TjNuKGb3GVge0vhKNy73RawJGttYI1tree9lVN6LXAHoNAHg9uFn73R/7C4htW3VEUUY6ngkAwOOOyboaV97WaNyzo/3EjKRZpr/e+p2HmFBhOcGMK/KLrTqgbY/nHz3RganEknlYF8HlXFNkzSWPZDs5bAbQawAIi8PTPPXvpiZu2/9btcGau38YvRnpeCYAAC87JvEmVkXm4YYX1Qbr7t9u+qv4rMd2v8qEipDGedz74z3+dMCC4nusSTe7D7+HqcSGecgNxBTZzkxOMZY+fXvTT+JwlSVRMXoNAERrcNPyyodfvXi+c7uEfd0fWRusRktGOp4JAMCzjkn8yNeXXBmwb4t1G/FcxsSbCRUhje2wzcxSOqAYj3VpTNQ1IEOv8bcIznpxN/9kr7rnSAQbb6ssiYrRawAgWoMb6yMmW6dlmzwcFRnpeCYAAM86JuuzbpUB4VwR36hGzISKkMbfCKgD2tYh3vTwLkwl2s3jyutLTJd1yTdXmhq0W+sQx/YqS6Ji9BoAiMrg5ucH/pB3Q6lp6Cuh9HHX97eZtlzxT2Xef7yJZwIA8KZjEg8ifsTkWR558oi/tS1Wh7Wj/QQTKkKakHVA6yOr6Foag15jHZt/std0TWckzbLeKKwWMmVKQs1TR9FrAL0GADwa3OCZAAAAx4TbinbLeXzPMWv2hF4RSVcMrb2iMhdfHi1LY9BrglkEZ9siQy7x3Mwlpi1T0+bG6ipLomL0GgAgLMYzAQDgmBi4LSwHU8E8sBlArwEgLGbgmQAAcEy4LSwHU8E8GNxe0GsAAO+FZwIAABwTbgvLwVQwD2wG0GsAAO+FZwIAwDHhtrAcBnoNA5tBrwEAvBeeCQAAcEy4LSwHU8E8sBlArwEAvBeeCQAAx8RAr2Gg12Ae2Ax6DQDgvfBMAACAY8JtYTmYCuaBzQB6DQBMzHvNTE7B04xr7Hn5AzwTAACOCbfFhJy5N+bBICpGrwEAF72XgKcZ19i2/7fGecvMzMSKAADCSGJionGDbXnlQ9wNbosJOXNvzAObAfQagDhFbqzGHbbh+bdxNsGPhxteNM5bXl4eVgQAgGPCbXlkQk5mFqlYmAc2g14DADHC0qVLjTvsY7tfxd8EP+75wc+M81ZWVoYVAQCEkby8POMG+6MnOnA3uK3gITOLVCzMA5tBrwGAmKKkpMS4w971/W34m+DHldePnbeamhqsCAAgjJSXlxs32NVlD+BucFvBQ2YWqViYBzaDXgMAMUVTU5Nxh13yzZX4myDHvu6PZianGOett7cXKwIACCPt7e1jqfXzvoHHwW0FD5lZpGJhHtgMeg0AxBSnT5827rCJ02eQIBrk+OFP21mmCwDgEiMjI2rlwrb9v8Xp4LaChMwsUrEwD2wGvQYAYo2srCzjJnuH759xOcGMzMWXG2fM5/NhPwAAYaeoqMi4zco0AKeD2woSMrNIxcI8sBn0GgCINZqbm42bbHLKBaTYBBz3Pd46lpGUmHj69GnsBwAg7PT09JzzNx7fcwzXg9sKhpGRkaSkJDKzwpKKlZGRgXkw4txm0GsAwBOMjo6qGmy3fuchHI/DaDr4x/O/crFxrqqqqjAeAACXUOXw52Yu4VkCbitIyMwiFQvzwGbQawAg1mhoaDButVOmJDzy5BF8j7+Ez68vuXIsFyk5+cyZM1gOAIBLDAwMJCQkMLnCbY0LMrNIxcI8sBn0GgCINUZHR/Pz840bbsqcr+5oP4EHska9qpqaTCEOHTqE2QAAuIrqYCgUffv7eCLcVjCQmUUqFuaBzaDXAECsMTg4mJqaqgrZ1LW8jh9SY/fh9xYtu0ZNG+rq6jAYAIAIsHHjRnXvvfL6EuZXuK2AkJlFKhbmgc2g1wBADNLZ2akqsSVOn7Hp4V14IxkPN7yYmjZXRb0VFRWYCgBAZBgdHS0sLFR34LmZS1jFgNsKCJlZpGJhHtgMeg0AxCDd3d3JycnKjc1buDyey9k8tvvV7Jzr1NkQh1RTU4ORAABEWLLRs2yMp+K0d8FtOUNmFqlYmAc2g14DADFIf39/WlqaHhmnps1dXfbAD3/a3vD827Ht0uTbbX/uLfmmN669V384KSQlJXV0dGAeAACTQlNTk1rFYJA+7xvim370RIf4pn3dH8XnxAm35SDzkZlFKhbmgc2g1wBADDI8PFxdXZ2YmHiOHTOTU87/ysWxN2YkzbL9vjJDEG80ODiIYQAATCIDAwOqVmj8+Cbc1kTm5GRmkYqFeWAz6DUAEJucPHmyrKxMVbSJQ5KTk0tLS2WGgDEAAHiEnp6eoqKiePZNuK1x4ZyZFT8LYfa8/AGpWJgHNoNeAwCxxujoaGdnZ3l5eV5eXnp6ur+km9hA3E9GRoZ8040bN8q3lu+OAQAAeJCRkZH29vY48U24rQlCZhapWJgHNoNeAwAAAAAA4EXIzCIVC/PAZtBrAAAAAAAAvEjcZmaRioV5YDPoNQAAAAAAAAAAEDnQawAAAAAAAAAAvAV6DQAAAAAAAACAt0CvAQAAAAAAAADwFug1AAAAAAAAAADeAr0GAAAAAAAAAMBboNcAAAAAAAAAAHgL9BoAAAAAAAAAAG+BXgMAAAAAAAAA4C3QawAAAAAAAAAAvAV6DQAAAAAAAACAt0CvAQAAAAAAAADwFug1AAAAAAAAAADeAr0GAAAAAAAAAMBboNcAAAAAAAAAAHgL9BoAAAAAAAAAAG+BXgMAAAAAAAAA4C3QawAAAAAAAAAAvAV6DQAAAAAAAACAt0CvAQAAAAAAAADwFug1AAAAAAAAAADeAr0GAAAAAAAAAMBboNcAAAAAAAAAAHgL9BoAAAAAAAAAAG+BXgMAAAAAAAAA4C3QawAAAAAAAAAAvAV6DQAAAAAAAACAt0CvAQAAAAAAAADwFv8fAZekfbN7BKkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 9,
     "metadata": {
      "image/png": {
       "width": 700
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='images/16_07.png', width=700)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "W_xh shape: (5, 2)\n",
      "W_oo shape: (2, 2)\n",
      "b_h shape: (2,)\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "tf.random.set_seed(1)\n",
    "\n",
    "rnn_layer = tf.keras.layers.SimpleRNN(\n",
    "    units=2, use_bias=True, \n",
    "    return_sequences=True)\n",
    "rnn_layer.build(input_shape=(None, None, 5))\n",
    "\n",
    "w_xh, w_oo, b_h = rnn_layer.weights\n",
    "\n",
    "print('W_xh shape:', w_xh.shape)\n",
    "print('W_oo shape:', w_oo.shape)\n",
    "print('b_h shape:', b_h.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time step 0 =>\n",
      "   Input           : [[1. 1. 1. 1. 1.]]\n",
      "   Hidden          : [[0.41464037 0.96012145]]\n",
      "   Output (manual) : [[0.39240566 0.74433106]]\n",
      "   SimpleRNN output: [0.39240566 0.74433106]\n",
      "\n",
      "Time step 1 =>\n",
      "   Input           : [[2. 2. 2. 2. 2.]]\n",
      "   Hidden          : [[0.82928073 1.9202429 ]]\n",
      "   Output (manual) : [[0.80116504 0.9912947 ]]\n",
      "   SimpleRNN output: [0.80116504 0.9912947 ]\n",
      "\n",
      "Time step 2 =>\n",
      "   Input           : [[3. 3. 3. 3. 3.]]\n",
      "   Hidden          : [[1.243921  2.8803642]]\n",
      "   Output (manual) : [[0.95468265 0.9993069 ]]\n",
      "   SimpleRNN output: [0.95468265 0.9993069 ]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "x_seq = tf.convert_to_tensor(\n",
    "    [[1.0]*5, [2.0]*5, [3.0]*5],\n",
    "    dtype=tf.float32)\n",
    "\n",
    "\n",
    "## output of SimepleRNN:\n",
    "output = rnn_layer(tf.reshape(x_seq, shape=(1, 3, 5)))\n",
    "\n",
    "## manually computing the output:\n",
    "out_man = []\n",
    "for t in range(len(x_seq)):\n",
    "    xt = tf.reshape(x_seq[t], (1, 5))\n",
    "    print('Time step {} =>'.format(t))\n",
    "    print('   Input           :', xt.numpy())\n",
    "    \n",
    "    ht = tf.matmul(xt, w_xh) + b_h    \n",
    "    print('   Hidden          :', ht.numpy())\n",
    "    \n",
    "    if t>0:\n",
    "        prev_o = out_man[t-1]\n",
    "    else:\n",
    "        prev_o = tf.zeros(shape=(ht.shape))\n",
    "        \n",
    "    ot = ht + tf.matmul(prev_o, w_oo)\n",
    "    ot = tf.math.tanh(ot)\n",
    "    out_man.append(ot)\n",
    "    print('   Output (manual) :', ot.numpy())\n",
    "    print('   SimpleRNN output:'.format(t), output[0][t].numpy())\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The challenges of learning long-range interactions\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 12,
     "metadata": {
      "image/png": {
       "width": 700
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='images/16_08.png', width=700)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## Long Short-Term Memory cells "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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W7P0mk0mioqKkRo0aUr58+XRtKUAAAQS8UYCfrt54VVgTAggggAACCCCAAAIIIIAAAggggAACCCCAAAJeKqAyko/9crQMe3OojPv8K5k2ZabcvHnTratV2SIrVa4oDz3cQB40n/Ub1BODjsAfty6eyRBAAAEEEEAAAQS8UsD8EVPzYY4b5EDALwXy58/vVfsKCwvzqvWwGAT27t0rVatWlXv37qXCUP9usXbtWmnUqFGqcl4ggAAC3ihAILk3XhXWhAACCCCAAAIIIIAAAggggAACCCCAAAIIIICAlwvEFoiVEZ9+IENfe0WWL1shmzdtlU2/bJHz5847deUqUKBM2dKWjOPlzVnHK1SqIHXq1pacOXM4dR4GQwABBBBAAAEEEAhsgSDRHkmuMtByIOCPAl27dpWVK1c6fPPw7du3bXKom4CzZMlis95WhcrwXK1aNVvVlCPgEYFz586lCyJXC1E/F06ePOmRNTEpAggg4KgAgeSOitEeAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEE7gvkyp1LevZ+1nKqwiNHjsoWc1D5P//8K3FX4uTKlSvmx6uWx/jr8aICw3PkzC7Zs2c3P+awPKqg8P//+n/lOcz1efLlkRIliktwcPD9+XiCAAIIIIAAAggggIArBPR8w43RZHTFkhgTAY8LNG/eXOLi4hxeh8rSXKlSJav9mjRpIj/88IPVOgoRQAABBBBAwP0CBJK735wZEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDwW4FSpUqKOjkQQAABBBBAAAEEEPApAe0Jyc2pZ31qpywWAQQQQAABBBBAAIH7Aob7z3iCAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggEAAChiCtIfQGI1kJA/AtwxbRgABBBBAAAEE/EJA+6dgv9g+m0AAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBAIdIGgIO0pyU2kJA/0tw/7RwABBBBAAAEEfFaAQHKfvXQsHAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMAZAkEGHYHkRpMzlsAYCCCAAAIIIIAAAgi4XSDE7TMyIQIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACXiSgKyO5iUByL7qULAWB+wL37t2Ty5cvi3qMiYmRsLCw+3X+9uTq1auSmJgouXPnltDQUI9vz2T+/+KVK1fk9u3bkitXLr+29zg2C0AAAQR0ChBIrhOQ7ggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAK+LWAI0pGRnEBy3774rN4vBC5evCirVq2S77//Xvbv3y8XLlywBJEbjcb7+4uKirIEWpcqVUqaNWtmOStXrny/3pNPTp48KTNnzpRz585JUlKShIeHS4UKFaRXr14SHBycbmlHjx6VqVOnypo1a+TYsWOiAsmTj+joaClatKg88cQT0r59e6lUqVJylcsed+7cKd999538+OOPcuLECYu/2kfykT17dsmbN69UrFhRWrduLa1atbJci+R6ex6XL18uW7dulRs3bliMVMB8jhw5pF69evL444/bM4TVNuvXr5effvpJrl27Jnfv3pWsWbNKnjx5pGPHjqLeK8mHel9t2LBBVJB88nHw4MHkp+keFyxYIAkJCenKkwvUDUyNGzeWsmXLJhfxiAACCHhEgEByj7AzKQIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggIDXCBBI7jWXgoUg4IiACix+8803ZdOmTZIyaNzaGPHx8aJOFXitAodfffVVKV68uAwfPly6dOkiBoPBWje3lA0ZMkQWLlyYbi6VYfypp566X64Cl19++WVZu3ZtqoDm+w3MT+Li4iznrl275P3337cEWY8fP14KFy6cspnu5yqgeu7cufLOO+9YTDMa8Pr166LOI0eOyLJlyyzB8SrIfeTIkVKoUKGMulrqDhw4IG3atLHZbvbs2ZZraLOBjQp184EKak8ZHJ7c9I8//pAlS5Ykv5Qnn3xSVAC/vcfq1atFnRkd6maBvXv3ZtSEOgQQQMDlAp776efyrTEBAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKZC6jMsFoPawGIWseiHwII2Cdw/PhxS8boBg0ayMaNGzMNIrc1qgoq7969u1StWtWS7dpWO1eX37p1y+oUiYmJlnIVJD969GipVq2aJQjekf/vqCztKmA5s6BmqwuwUagykNetW1e6du2aaRC5tSHu3bsn8+fPl3LlysmoUaOsNUlVVqRIEYmMjExVlvLF4MGDU2VlT1ln67my7devn9UgctVHZTpPPlQWdEeCyJP7ZfaospxndgNEZmNQjwACCOgVIJBcryD9EUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBHxawKAjkJwgQJ++9CzeBwV+++03qVmzpnz77bdOW/1ff/0ljRs3TpWB2mmD6xxIBTy3aNFChg4dKrYCzjObQmViV5nN169fn1nTTOt/+OEHefjhh2XHjh2Zts2sgQrQVpnhBwwYYDOgW40RERFhyXxua7wLFy5YMtPbqrdW/t5774m6IcHaUaJECcuakuuSA/qTXzvrUd0QcOfOHWcNxzgIIICAJgECyTWx0QkBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEDAXwR0ZST3FwT2gYAPCPz888/SqFEjuXTpktNXq4K027dvL9OmTXP62FoHVAHgjz32mCULudYxkvup/akM4noClxcsWCBPPPGEqABwZx5fffWVJTt4RmOqrOOVK1e22WTixImibjKw51A3Dnz22Wc2m3799deSNWvW+/W5c+fOMCP6/YYOPsmfP7+Eh4c72IvmCCCAgHMFQpw7HKMhgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIOBbAkEG7bkYTUajb22W1SLgowIHDx60BDHfvHkz0x2ULVtWypQpI3nz5rUETp87d0727t0rZ8+ezbCv+oaBfv36SZ06daRChQoZtnVHpVpLRofB/P+uokWLisqYff78+YyaWurOnDkj8+bNkx49emTaNm2Dffv2ybPPPitJSUlpq+6/VpnDVaB5kyZNRAVJx8XFWdxV4Pbvv/8uKnO4rWPChAnSsmVLS39rbUJCQmTSpElSv359sfZNEKrsxRdftASTKxdbh8oC3qdPH7l7967VJp07d5bmzZunqlM3GzVt2lSWLl2aqlzvi2bNmukdgv4IIICAbgECyXUTMgACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIICALwvoykhuDkrkQAAB1wqooN/u3btLZkHkffv2lf79+1sNAleBxuvXr5cvvvhCli9fbnPBt2/ftmTu3rFjh2TJksVmO09WFClSRIYPHy4dOnSQbNmyWZZy8uRJ2bx5swwaNCjDgO1Ro0Y5HEiuspirbOYqq7mto0WLFjJnzhyJiYmx2kRlMVeB8bNmzbJarwpVgPfDDz8sOXLksNpGBfirYHGVMdzasXPnTkvdgAEDrFVbyiZPnizbtm2zWh8dHW0zU/miRYtk9+7dogLRk49ff/3VZib1gQMHWt6zyW3TPqpg9ypVqqQt5jUCCCDgdgHbt964fSlMiAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIICA+wUM5myzWo+UQYVax6AfAghkLPDJJ59YMk3baqUCvqdOnWoJIraVSVwF7jZu3FiWLVsmM2bMuB+AbW3MXbt2ycSJE61VebzszTfflEOHDlmygycHkatFFS5cWJ555hnZvn27qIzstg6VmX316tW2qq2Wjxw5UpSJtUPdiPPWW2/J999/bzOIXPVT2cpnzpxpOVOuO+WYKmP89OnTUxalez5ixAgpUKBAuvLkgrfffltUBnprh8raPmzYMGtVljK1T5XF3tqh3j/VqlWT6tWr3z9Lly5tramlLG3blP3U86pVq4qem5hsTkwFAggg4KAAgeQOgtEcAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAwM8ECCT3swvKdvxJQGUhHz16tM0tqSzSP/zwg/Ts2dNmm7QVPXr0sGTPziiQ11bW67Rjuet1aGioJZv3hx9+KGFhYTanLV68uGzZssVmVm/VcdKkSTb7p61Q2ci//PLLtMX3X6tr88EHH4gKtLbnUJnlVTZ1W4fKGJ7RkT17dhk7dqzNJteuXZMhQ4ZYrVflcXFxVutUJnRH3kNWB6EQAQQQ8EEB+/7v7YMbY8kIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCNgjkFEwaWb9yUiemRD1COgTmDdvns3gXzXy4sWLpWHDhg5P0qZNGxk8eLDNfgcOHJD169fbrHdnhQocX7VqlXTr1s2uaXPlyiW9evWy2XbPnj0269JWLFy40GaGb5WR+6WXXkrbJdPX/fv3l9jYWKvt9u/fL7///rvVuuTCp59+Wlq1apX8Mt3j3Llz5eeff05VvnbtWsvNA6kK/++FCtJXGej1/CywNi5lCCCAgC8IhPjCIlkjAggggIDnBC5fviLx8fGSEJ9gOZPuJnluMcyMgAMCJ46fdKB16qa///aHHD9+PHUhrxDwQoEgCZLwrFklKipSIiMjJWd0DstXwnnhUgNiSSobw+VLlyU+IUFuJNyQxBuJYjQZA2LvbNL3Be7du6dpE1euXJFNv2zW1JdOCLhbINgQLJHqZ6b5jDL/3MyVO5fdGXLcvdZAmO/q1Wty/dp1STD/3Iw3/755587tQNg2e/QDgcOHjmjexV97/pJbt25q7k9HBNwpEB6e1fx7ZsT93zWjoqLcOT1zIYAAAggggAACHhEw6MhIbjSaPLJmJkUgUAQyygxeq1YtTUHkyXYDBgyQMWPGiK0bQlRAspYg9eTxnfGogptnzZoljRs3dmg4tbfPP/9cjMb0f6/6999/RWV6z2r+W2Nmx4QJE2w2+eijjyQkxPEQRDXv22+/LSqg3NqxdetWqVmzprWq+2UqS7oK9L9x48b9spRP1NgqYF4Fid+6dUv69euXsjrV8zfeeEPKlSuXqowXCCCAQKAIOP5/8UCRYZ8IIIBAgAmoXxx2/blbftm4Wfb+tU/UH0bVqf6oz4GALwrkzJlT1FeYaTl6P/ei3L17V0tX+iDgcYH8sfmlTJnSUrpMKalVu6Y88uhDUrBQAY+vy98WEBd3VTb/skW2bd0ufx88ZPmZefz4CZv/yOhv+2c//idQtGhRTQG1WzZtlSWLlvofCDsKCAH1x4OSpUpYfmaWr/CAPPhQfaldp5aEh4cHxP7dtUn1B7gD+w/Kxg2bZPeu3fd/11SB5BwI+KKACqbNnTu3pqUPe/Vtyx8tNXWmEwIeFsidJ7flZ2bp0qWkRs1q8rD5d82SJUt4eFVMjwACCCCAAAIIOFlARyC5+R+HnbwYhkMAgWSBc+fOyR9//JH8Mt1jRhnF0zW2UlCsWDFp0qSJ/PTTT1ZqRbZv32613J2FKtC9Q4cODk9ZvHhxqV+/vmzenD4hjIoROXnypPnvimUyHDcxMVF+/fVXq20qVqwoKjO41kNlhLcVSL5jx45Mh1V/2xg+fLgMHTrUatu///5bPv30U0vA+ogRI+Tw4cNW25UtW1ZUIDkHAgggEKgCBJIH6pVn3wgggIBZ4Pbt27Jq5RpZ+O1i2WQOIL9mzgZn7QgPC5aoiFCJNJ9ZQgzWmlCGgJcKXNW0rhKFybKlCY5ObhcwiUlu3rorCTeSJP7GHbl3zyTnzp6znL9s3CRTJ0+3rEn9cb9ZiybSqXMHqVa9qtvX6S8THjv2ryyYu1C+X7la9uz+y2rQuPo7Q/LPzIhsIeac8eYCDgR8QsD658DMlp4jm0iO4tpu3MpsbOoRcLbAPfMfRtTPzITEJLlhPtU3SagAZ3V+t2ylZTr19bB16taWp55uLW3btTHfmJjT2csIiPHUTZk/r10v385fJOvXbZRLFy9Z3XdoFvW7ZhbL75phocFW21CIgHcKaPtds0isyvCVeZYv79wzqwo0gVt3/ve7ZlKS0fL/cvX/821btsusGbMtHOqm5SZNG0unZ9pL/Qfr8fXfgfYmYb8IIIAAAgj4oYDBoP3fc40EkvvhO4IteYvAtm3bbC6lSJEiugKZkwfu3bu3zUDy/fv3W77F3VPf1KTmHTRoUPJSHX5Uwd7WAsnVQPYkFvztt98kKcn6N9erIHU9R2xsrCWxh8oWnvZQmcTtOZTNnDlz5M8//7TaXGVMr1Gjhnz88cdW61W294kTJ4r6t2EOBBBAIFAFCCQP1CvPvhFAIKAFVObUr76YIEsXL0sVPJ49MlQa1Coodarml7IlYqR08ZxSskhO89f88Af9gH7DsHkEEPAZgbhrt+TwsTg5dOyqHDhyWX759ZTs2n9Rjh79R8Z/NclylilbWrr16CI9e/cQT/2Dl8+AmheqAuEWLlgs06fNku1bU2dbKGMOnn24TiGpXM6cmc/8XJ2xeSN8aXusFQEEEAhYgXv3jHLiTLz5Z2ac5WfnH3+dt/zcPHcx0fwtTZss52tD3pQWLZtJn7695aGHHwxYK0c2fvLEKfPnjYmywBxAfvHCxftds4aHSL3qsVKvRgEpV1L9rhktpYrmFFXOgQACCCDg/QLxCXfkyL9XLT83Dx69Ipt/Oy2/7Tknp0+dkZnTv7GcRYoUls7dOkmfF3tLrty5vH9TrBABBBBAAAEEELAioIIJtR7qG7k4EEDANQIZZQTv3LmzhITo/zcmlRlb/d0sPj4+3SZU5m6VEf3RRx9NV+cLBSorua3DnkDyLVu22OouVapUsVlnT4X6/65a34EDB9I1v3z5croyawXBwcGWQPC6deuKulZpj5s3b0rLli3TFt9//dxzz8kjjzxy/zVPEEAAgUAU0P+TNBDV2DMCCCDgowK7d+2RkZ+MuZ9tT22jYP5I6fREWXmyaUmpViGvBAeTcdxHLy/LRgABBCQ6R7jUrhprOZM5rsXftgTGLfz+kKz8+R859PdheefN92T0p5/Ji/1fkBf7vSAxMWQTTvZKflTf2jHnm3ny2ahxcvz4CUux+hvCo3ULS6cny0njBkUIGk/G4hEBBBDwQQH1e0/xwjksZ/OHi93fgQqOW7PhmMxdflD2Hbps+d1JZSuvU7eWDH19sDRv0fR+W578T+Dw4SPy2cixMn/eQstNWKomd3RWad+qjLRpVkpqV8nPDcr/4+IZAggg4HMCUebkE9Uq5rWcyYtPvJkkW34/I0vWHJala47IiRMn5eMPR8rYMV9ablx+eVB/iS0Qm9ycRwQQQAABBBBAwCcEgoK0/53UZCV40Sc2zSIR8AGBnTt32lxliRIlbNY5UhEaGirFihWTv/76y2q3M2fOWC33hcLIyEiby0xMTLRZl1yhMrLbOlSQ9o4dO2xV21WePXt2q+3i4uKsllsrrFWrlvTv31+++OILa9U2y/LmzSsjR460WU8FAgggECgCBJIHypVmnwggENACF85fkLfNQYPz53573+GJJiXkxa5V5OHahUTP17TdH5AnCCCAAAJeKZAjKkyeaFLScqqg8sWrD8u46TvN2VevWv7IP/7LifLu8Lek1/PPmX8eaP9Hcq/cvMZFrVn9o7z6yrD7AeR5YrJK325VpNtT5aVAPtv/2KZxOrohgAACCHiRgMqWrc5BvWrInoMXZer8vTJr8X75dftv0r7tM9Lgofoy5vNP5YHy5bxo1Z5byvXr8fLhf0fIxPFT7mf7ecT8bR0DelSVZuYA/ZAQPlt47uowMwIIIOBagWxZs0jTh4pazjHvPCrf/XRUvpjxp/y574LlmxCnTp4hQ197RQYOHsDXg7v2UjA6AggggAACCDhRQCUT0XqYtHakHwIIZCpw8eL/vvkubeMiRYqkLdL8OjY21mYg+dWrVzWP6+mOERH6vk33ypUrNrcwdOhQm3V6K1SQelJSkmTJksWuoT788ENZsmSJnD592q72qtGYMWPMCbdi7G5PQwQQQMBfBfhrjr9eWfaFAAIImAXUV6hNnjhValSpawkiV//40cGcEe63FV1k/petLFlVCSLnrYIAAggEjoAKKu/ZoaLs/L6bzPqshVQok0uuXbsuQwa9Lo8+2FT+3LkrcDCs7PTUydPSqX036fBUZ0sQef68EfLpGw/LgXXPyet9axNEbsWMIgQQQMCfBSqXyyNj32so+39+Vl5+rppkDQ+RLZu2SoM6j1q+3UP9ISOQj8ULl1p+1xz/1SRLEHmLR4rJ+vntZdXMp6RloxIEkQfym4O9I4BAwAmon5Edzd94uHlxJ1k6+UmpWy1Wbt26JR+YbzaqW+Mh2bB+Y8CZsGEEEEAAAQQQ8E0BPclW1N9lORBAwDUCGWWmdnYgua0dZLQGW328pTwkRF+e2YwCyV29R6MD3/YQFRXlUEbyZs2aSZcuXVy9BcZHAAEEfEKAQHKfuEwsEgEEEHBc4PLlK5aMeSo4UAUJVi2fRzYs6CDTR7WQ8qVzOT4gPRBAAAEE/EZA3UTU7rEysn1ZZxnzziOS3fw15bv+3C2NH2khX4z92m/26chGVq/6wRwY+IisWrlagoODZGDP6rJ7dTfpb86oqoIiOBBAAAEEAlcg1nxj0YjXHzLfiNVVHjcHSN+9e1fGfval5SasQ38fCjiYGzduyIvP95fnuj8v58+dl5JFc8jyKa1l8cQnpXbV2IDzYMMIIIAAAqkFmj1UTH6e116mjWwu+XJnk6NH/5EnW7aTd9/+r+VnaOrWvEIAAQQQQAABBLxLIEhHSnKTA8GO3rVrVoOA9wtkFMhcuHBhp21AZSTnSC/gqSD6sLAwu7ORJ6+6bdu20qJFi+SXGT6OHz8+w3oqEUAAgUASIJA8kK42e0UAgYAR2L5thyUY7scf1kpYaLCMeuth2bSok9SsnD9gDNgoAggggEDmAiqgvE+XKrJrTXdp3ayk5Y/6bw17Vzo93VWuXr2W+QB+0OLevXui9tyxXReJi7sq1SrmtQTYf/TagxIZEeoHO2QLCCCAAALOEihSMLt8+3UrWTj+CcmbK6sc2H9QHq7fxPLtT86aw9vHOXjgb3mkQROZO3uBqM8Rb/SrbfnGqyYPFvX2pbM+BBBAAAE3C6gM5bvWdJOeHStaZv589Dh5rNmTcub0WTevhOkQQAABBBBAAAH3CJCR3D3OzBKYAgkJCTY3HhERYbPO0Yr4+HibXe7cuWOzzt8rVGIJTxz169c3/xuk46GN9t4UtG/fPk9sizkRQAABrxQgtZ5XXhYWhQACCGgX+G7ZSunZ4wVRv8iUKpZTZo9tKZXK5tY+ID0RQAABBPxeQGWJmzvucZk0d4+8PmKTrPp+jTRv/Lgs/W6hFCjov9kXbt68Kc927S0qG7k6+narIh+9+qCEmm/C4kAAAQQQQMCWQMuGxWX78i7Sc+ga2bD9lLzQq58c//eEvP7mUFtd/KJ86+Zt0vHpLpZvvMpvztI+Y1Rzeah2Ib/YG5tAAAEEEHCNQPbIMPlieCNpWK+w9HvrZ/nVnPyi8aPNZdmKRVK2XBnXTMqoCCCAAAIIIICADgEtAYvJ0xlNpuSnPCKAgJMFwsPD5datW1ZHvXjxouTNm9dqnTMLs2XL5szhfGqsyMhIm+stUaKEZFRvs2MGFVmyZJHHHntM+vXrl0Er61VLly6V1atXW69MU9q/f39p2LCh09efZhpeIoAAAj4hQCC5T1wmFokAAgjYJzBtygx55eVXRd3x3qpxCZn6aTOyqdpHRysEEEAAAbPAC50rS60q+eXpvissWVabNGwhy1YukjJlSvudj8o+3qFdZ0sgg/r2DvUzs20L/9un3104NoQAAgh4iYC6CWvFtLby3mdbZfTkP+TD9z+W8+cvyKjPPtaUJcdLtmVzGd+vWCXPdntebt++LXWrxcr8rx6XPDGB+8czm1BUIIAAAghYFXjK/LtW1fJ5pF2fFXLo2Blp1qilLFw6X2rXqWm1PYUIIIAAAggggICnBOzNYmttfWQkt6ZCGQLOEciZM6ecO3fO6mBnz551WiD5yZMnrc6hCqOjo23W+XuF8rd1zJkzR+rWrWur2q3l165dkwEDBtg9p7re7777rowZM8buPjREAAEE/FXA8e9/8FcJ9oUAAgj4uMDUydNl0EtDLUHkz7WvYM4s25Igch+/piwfAQQQ8IRAtQp5Zd3c9pZvtTh18rQ81vRJ+eefY55YisvmVF+B2PrxdpYg8hxRoeZAwDYEkbtMm4ERQAAB/xUwGILkv0MayOi3H5GgIJEpk6bJwAFD/G7D369cLV06PWsJIn/MnI195fS2BJH73VVmQwgggIDrBUoUySlr5z4tNSvnE3Vjb+vHn5I/ft/p+omZAQEEEEAAAQQQcEBAVyC5kYzkDlDTFAGHBDIKZLYVYO7QBP/X+NSpUza7xcTE2Kzz94qM/DMyc7fLsGHD5MyZMw5NO27cONm5k99NHUKjMQII+KUAgeR+eVnZFAIIBJrA8qUrZPDA1yzbfqVXdfny/cYSHMz/4gPtfcB+EUAAAWcJFC2U3fIH/kplc8vFCxelzeNPywVzllV/OO7cuSOdO3SXXX/ultzRWeXH2U9Lg5oF/WFr7AEBBBBAwEMCL3atItNGNrcEk8+c/o28P/wjD63E+dNu27JdnjNnIjcajdLpibKy4MvHJWs4X3DofGlGRAABBAJDIJf5d7BVM56SR+sWkhs3EqVdm05y6NDhwNg8u0QAAQQQQAABnxDQFUguBJL7xEVmkT4pkFEgs8pI7qwjo4zkxYsXd9Y0PjdORv4Zmblzo5s3b5aJEyc6POW9e/ekT58+oh45EEAAgUAWIMowkK8+e0cAAb8QUH/Y7/VsH0sm8p4dKsoHrz7oF/tiEwgggAACnhXIE5NN/h979wEfRZ02cPxJB9IgJIFA6L03CaCAWEAUFRFQURR7Qz2xnr286lmwnA31xLOhIOhZEVGkCwSk994SICQESAgkIck7/8GNKTOzs5vd7Ib8/u9n39399/ku52Z3n3nm2w+HSlMtqHznzl0y7NIrJCcnx7eb8sDqt99yl8yZPU/Ca4XI/z64VDpqwfIUBBBAAAEEKipwxcVt5N9PnaNP88qLr4m6YlRVL5s3bZYrhl8tJ06ckAsHNJX3/zWQE5ar+ovK/hFAAAE/EFCfxaa8c7F06xgvhzIOybBLRuonMPvB1tgCAggggAACCCAggYHuh9Cok7ApCCDgHYG2bduaTjx79mzTNlcadu/eLQcPHjQcUqtWLenSpYthW3WobN26telh+kNG8tzcXLnlllv0mBmjjb7wwgvy0ksvGTXpdcuWLZO3337btJ0GBBBAoDoIuP9XcHXQ4RgRQAABPxdIP5guY669WVR21UvOby5vPDXAz3fM9hBAAAEEqpJA/bhw+eGjyyQupqasWb1W7v/r6hdV6RhK7vX9CR/KtK++keDgQPnyrSHSvVO9ks08RgABBBBAoEICN13VSR67u5c+x0P3PyrL/1xRofl8Ofj48eNy7dU3ypEjR6VXtwT57I2L9PdPX+6JtRFAAAEETh+BiPBQ/cTeFk2iZc/uvXLzDbfrV784fY6QI0EAAQQQQACBKisQUIGdk5C8AngMRcBaICkpybTD1KlT5fDhw6btdhvefPNN0649e/bUvhurvlfp6927t6nNvHnzTNsqq0EFim/cuNFwuTZt2sj9998v48aNk3bt2hn2UZWPP/64eCMoPjs723RNGhBAAAF/EiCQ3J9eDfaCAAIIuCBQVFQkt9x4h+zft1/aNK8jE1++gOxwLvjRFQEEEEDAnkDzxrXl09cv1DKxBMikzyfLpM8m2xvoZ71Wrlglj/3zSX1Xzz94lpx3VmM/2yHbQQABBBA4HQQeHdtLP8k3Pz9fxlxzkx6IXRWP64F7H5YN6zdKvdha+slXNWtU3x/KquLrx54RQACBqiCgroKlMpOr95jZv8+V8S+9XhW2zR4RQAABBBBA4DQXCBD3I8nVb7cUBBDwjoBVILlKiPD5559XaOGsrCz58MMPTefo27d6XxW+V69TyTOMgFQ2719++cWoqVLq1q1bJy+++KLpWm+99ZaEhoZKSEiIvPPOO6b9VMD33Xffbdpu1WB1koFZlnur+WhDAAEEfCFAILkv1FkTAQQQ8IDAu2+/L7N+my01woL07HDqsrAUBBBAAAEEvCHQv1eiPDL2VLaH++99SHbv2uONZbw2p7qk3Q3X3qJfwWPIuc3lrjHdvLYWEyOAAAIIIPDeCwOlScMo2bVrtzww7uEqB/L9tz/KZ59+IQHab+cfjb9ADyavcgfBhhFAAAEEqoRAu5Z15fUnB+h7feG5l+TPZcurxL7ZJAIIIIAAAgicvgKBge6H0BQWFZ6+MBwZAj4W6Ny5s8TExJju4j//+Y9pm52GiRMnagkhjhh2DdC+JBszZoxhW3WprFu3rrRv3970cJ977jnTNm82FBYWyi23nPr9z2idkSNHysCBA4ubzjnnHLn66quLn5d98O2334q6uVrq169vOiQtLc20jQYEEEDAnwTc/yvYn46CvSCAAALVTGBf6j55/tl/6Uf90j/7S4fWdauZAIeLAAIIIFDZAv+8I0nOOqOB5OTkyEP3P1LZy1dovdfHvynbtm2X+nG15P1/nV+huRiMAAIIIICAM4HaUWHy8asX6IHYU76cKvPnLXA2xG/aVeadhx449T5//y1nyIDejfxmb2wEAQQQQOD0FLj28vYyckhrUQEA4+55UL8/PY+Uo0IAAQQQQACBKiHgfkJyERKSV4mXmE1WTQGVTfr666833fzq1asts1KbDtQatm3bJuPHjzftMmjQIGnVqpVpe3VpuPnmm00PdcGCBTJnzhzTdm81TJgwQRYtWmQ4fXh4uLz22mvl2tRrHRUVVa7eUaGykqsM9a6UxMRE0+5//PGHaRsNCCCAgD8JEEjuT68Ge0EAAQRsCjzy8BOSnX1MzuhcT266qqPNUXRDAAEEEEDAfYHAwAD599PnSHBwoEz/aYb8PN13l6lz5Sh27Ngpr77yhj7kRe3kqzrRNVwZTl8EEEAAAQTcEkjqmiA3XdlJH6uC4vLz892ap7IHvfj8K5Kask/PqP7PO09djaSy98B6CCCAAALVT+ClR/pLVESorFyxSib+57/VD4AjRgABBBBAAAG/EQgMcD+ERp0YR0EAAe8J3HbbbVriBvOzPR555BG57777pKjI/lkd8+bNk169eklKSorpxlVgMUXkxhtvFBWcbVaGDx/uVjbvsvOpwP4ZM2bIiRMnyjaVer53715Rr7lZefLJJ8UowDshIUGeeeYZs2Gi5n3iiSdM240aIiIiTIPTV61aJRs2bDAaRh0CCCDgVwLu/xXsV4fBZhBAAIHqI7Bk8VL5Ztq34gjos/qwVH1UOFIEEEAAgcoQUJcdv3tMV32pRx96QgoKCipj2Qqt8V28gqYAAEAASURBVNTjz0pubq6WUTVRz3JXockYjAACCCCAgAsCT4/rI7F1asrmTVvkvxM/cWGkb7ru2rVb3n37fX3xV584W2rWCPbNRlgVAQQQQKDaCdSLrSVP3dtHP+7nnvmXy9nfqh0YB4wAAggggAACXhOoyO+uRaQk99rrwsQIKIHWrVvLpZdeaonx+uuvy3XXXWcrqcNHH30kAwcOlIyMDNM51XpDhgwxba9ODdHR0XowudkxHzp0SIYNGyZ33nmnHD9+3KybYb0a+9Zbb0nXrl2lZcuWcuGFF8obb5xKEmU4QKtU65hlDm/Xrp2MGzfObKjcdddd0rlzZ9N2tZdly5aZths1NGzY0Kharxs7dqyWKDLbsD09PV2OHTtm2EYlAgggUJkCBJJXpjZrIYAAAh4QGP/SqcvvXHNZW+naPt4DMzIFAggggAAC9gVUdtI60WHapf626yc22R9Z+T03b9os3/3vB33hF7UMdxQEEEAAAQQqU0BdBePRu05l9X791Tdt/YBVmfsru9br49+UkydPyjl9GsmFA5qVbeY5AggggAACXhW4ZVQnadm0tmRmHpaJH5CV3KvYTI4AAggggAACpgIB2pU53S1FhfazILu7BuMQqO4CEyZMkJiYGEuGzz//XBo3bqwHEs+ePVu2bt0qR48elX379sny5cvltddek969e8tNN90keXl5pnPFxsbKBx98YNpeHRuef/55adGiheWhq9eoR48eMn78eFmzZk25DPHKfM+ePTJ//nw9M/hZZ50l9erVk3vuuUdU9m5HUa+bWZk6dar88MOp3/+M+rz99tsSEhJi1KTXBQcHy7vvvmua4V5dYUJlwHcloVbHjh1N11P/Dvv37y///ve/RT2eNWuWPPfcc9KpUyeJi4uTPn1OnVhtOgENCCCAQCUIEEheCcgsgQACCHhKYPWqNfLLjF+1P2hFHri1p6emZR4EEEAAAQRsC0SEh8rYMd30/uNffr3cF0C2J6qEjq++8oa+v4vObSad2sRWwoosgQACCCCAQGmBMSM6iMqymrI3Vb6cNKV0ox8925e6Tz7/9At9Rw/fwWdNP3pp2AoCCCBQbQSCggK17zvP0I/3rTcnuJzBrtpAcaAIIIAAAggg4FWBCmUkLyKQ3KsvDpMjoAkkJCSIClR2Vvbv369ntD733HOlVatWorJpN2jQQA9wvv/++2XJkiWWU6gg5I8//lgPcLbsWM0aIyMj5csvv7QM0lYkGzZskAcffFDP+h0aGqo7RkRE6CcBhIWF6YH+KrD66aeflj/++ENPblGW0izIPzMzUw86L9vf8fyqq64S9bo7KyqAfcyYMabd1EkHb775pml72QZ1vFZlxYoVcu+99+p7O//88+WJJ56QtWvX6kPUvQpepyCAAAK+FCCQ3Jf6rI0AAgi4KPC29iOKKsMvbKVn6HFxON0RQAABBBDwiMAdo7tIpBZQvmH9Rpn122yPzOnpSQ7sPyBfTf5an/bh2wmI87Qv8yGAAAII2BOoERYs99xw6gSst/79rr1BPuj1wfsT9QxMvbslSL+kRB/sgCURQAABBBAQueqSNtKoQaQcTDuofZ6bBgkCCCCAAAIIIFDpAoEqm5ebpYhAcjflGIaAawJXXHGFntk5MNA7IW/h4eF6tushQ4a4trFq0rtnz57y2WefSY0aNWwdsboCYlpamhw7dky7AlWmrTGqkwpaNyoqYFudKGBU1JhXX33VqMmw7uWXX5Y6deoYtqlKFey9e/du0/aSDcpl8ODBJatsP1YnOvAeYpuLjggg4CUB77yremmzTIsAAghUZ4Hs7Gz5/tsfdYI7r+1anSk4dgQQQAABHwvUjgqTUUPb6rvw1+yqX035Wr/kXM8u9eWMzvV9LMbyCCCAAALVWeDGKztKWGiQbNq4WZb/ucLvKNSPFFO+nKrv687ruvjd/tgQAggggED1EQgJCZJbRnXSD/gLP76SR/V5RThSBBBAAAEEqp9ARTKSFxJIXv3+wXDEPhO455579MzYKru1J0vDhg3lt99+kwsuuMCT0552c1155ZUye/Zsr2ZsV1m7y5a5c+fKRx99VLa6+PlTTz2lZ54vrnDyIC4uTp5//nnTXir4Xf1bs1tU4Lk77yMnTpyQoKAgu8vQDwEEEPCKAIHkXmFlUgQQQMDzAt9/+5Pk5ORIiybR0kvLEkdBAAEEEEDAlwLXXHYqkPzH76dLVlaWL7diuLYjwP3qvwLeDTtRiQACCCCAQCUIREWEycXnNddXcrw/VcKytpeYP2+B7N2TIlERoTLk3FP7tD2YjggggAACCHhYYNSlbbUf3kUWLVwsO3fu8vDsTIcAAggggAACCDgRqEBGci2drJPJaUagegl4O8Oyyky+atUqGT58eIVha9WqJSoIefPmzdK7d+8Kz1cdJlBOK1askLFjx4qnAvpVEPZZZ50lM2bMkGHDhpVjVNnGzf5ddejQQf7xj3+UG+Os4rbbbpMePXqYdvvuu+8kNTXVtL1kw5lnnim//vqrNGrUqGS108dq7xQEEEDA1wIEkvv6FWB9BBBAwKbA1CmnLuc6amg7myPohgAC7grk5xdIeuZx2bn3iGzeninrNmfIqg0H5c81B2TZ6v1u35Zr4ykInC4CKst3q2a15fjx46KCyf2pqIyva9esk5CQQBlxUWt/2hp7QQABBBCopgJXX3bqc9zX0741/bHDVzRfTf5aX/rywa2kRliwr7bBuggggAACCOgCDepFyIDep350nzblG1QQQAABBBBAAIFKFQisQCB5YWFhpe6VxRDwd4HGjRtLy5Yty21TZV4+++yzy9W7U9GmTRuZNm2aLFmyRG644QZRGcXtFhW03LNnT3n22Wdl06ZN8vTTT4sKKPdlUfsxymitApQrUlSgclRUVLkp6tatK61bu/87WkJCgrz99tuybds2eeCBB6Rjx47l1nBWUadOHT0D/Isvvig7duyQBQsWmGaEV+sZldjYWD1TeXCw699tBgYGysSJE6V+feOrG6ug8Jo1axota1h33nnnyZo1a2TMmDGi5nZWunTpIu+9956zbrQjgAACXhdw/b+gXt8SCyCAAAIIlBXIy8uThQsW6dVDB7Yo28xzBBBwUeBodq6s3ZSh3dJl++4jsmdfluxJzZLUA9lyJCtXco6fdHFG+90/euUCufKSNvYH0BMBPxYYOrCljP9gmcyZPVdGXXOl3+z091lz9L3069lQYmrX8Jt9sREEEEAAgeorcP5ZjSW8VoikH0yXNavXSucunfwGY/bvc/S9DL2Az5p+86KwEQQQQKCaCwwd1EJmL9oj6rPdAw+Pq+YaHD4CCCCAAAIIVKaAUQCn3fXJR25Xin7VRSA6Olq2bNkie/fulfT0dFExDxEREaICzNW9J0tSUpKomyrr1q2ThQsXyoEDB/R11dpqvdzcXKlXr57Ex8dLgwYN5JxzzjENHvbk3lyZ64knnpC77rpLN1NXq1eZvuPi4lwKkDdar2vXrrqFCvhWVxlW/62LjIzUA/1VYH9Fiwrgf+WVV/RbWlqazJkzRw8Kz8jIEHVTAd6HDx+WmJgYUUHf6qZei27duumB7Hb/2/v+++/LM888I2oNlegqJCREP47mzZtLRY5DBXOnpKToez569Kj+b1XZq+D7Zs2aGQb3W5mpf/sff/yxTJgwQf/fgDpRYePGjbJr1y4JDQ3VHdRJEL169apQIL/VHmhDAAEEXBUgkNxVMfojgAACPhBIXrxUTpw4IfF1a0r7VnV9sAOWRKBqC+TmnZT5ySkyc94u+XX+Ltm8I9NnB9S8cbTP1mZhBDwt0L9Xoh5IPnfOfE9PXaH5HPs5+68sdhWajMEIIIAAAgh4QCA4OFDO6tFAZmp/i6r3KX8JJN+5c5fs2b1X+zEnUM7s3sADR8oUCCCAAAIIVFzg7F6nMpInLzn1nWiNGpwgXHFVZkAAAQQQQAABOwIBNrLHms1TREZyMxrqq7lAYmKiqFtlFZV9W92qalEZutXN00UFXbdt29bT05abTwXqX3HFFeXqPVWhMoebZQ+vyBoqe3iLFp5NtKEymXfu3Fm/VWRvjEUAAQQqQ8D5NRQqYxesgQACCCBgKTBv3gK9XQXsURBAwJ5AYWGR/Dhrm4y44wdJ7PWBDL35O3nn05U+DSIPCw2SLu3i7B0AvRCoAgJnagFxISGBkpqyT7Zu3eYXO1aXD104f6G+lwG9ed/0ixeFTSCAAAII6AJn//W+NH/uqc93/sAy76+TwXp0qicR4aH+sCX2gAACCCCAgLRuXkfqx4frWeCWLE5GBAEEEEAAAQQQqDQBu1lxjTZUVEROciMX6hBAAAEEEEAAAQT8X4BAcv9/jdghAgggIKtXrtEVendLQAMBBJwIZGXnyTufrJROgz6RK8f+JD/P3iE5x086GVU5zd07xmuXq6r45cEqZ7esgoBzgZo1gotPjlizaq3zAZXQY9eu3XLkyFEJDQmSbh3iK2FFlkAAAQQQQMCegOPz3KpVq+0NqIReq/76rNmnO581K4GbJRBAAAEEXBAoft/8673KhaF0RQABBBBAAAEE3BYIDAhwe2whgeRu2zEQAQQQQAABBBBAwLcCwb5dntURQAABBOwIbNm8Ve/WunmMne70QaBaCuTlFegZx19+b6kc1YLJ/bE4fgT1x72xJwTcFWijZYpbtvqAON6r3J3HU+Mc+2jZNFqCgjhv1lOuzIMAAgggUHEBx+e5fan7JTs7WyIiIio+aQVn2LJ5iz5D62aev1xuBbfGcAQQQACBai6gPmuq4viMV805OHwEEEAAAQQQqCyBCgSSC4HklfUqsQ4CCCCAAAIIIICAhwWIrPAwKNMhgAACnhY4efKk7NixU5+WH/c9rct8p4vApu2H5MzLv5THxy/02yByZd2ne4PThZzjQKBYoNVfgWdbtpw66am4wUcPHEEGjn35aBssiwACCCCAQDmBmNo1JLZOTb1+65Zt5dp9UeF4/279V7CeL/bAmggggAACCBgJOD7TOd6rjPpQhwACCCCAAAIIeFogoAKB5EUEknv65WA+BBBAAAEEEEAAgUoSIJC8kqBZBgEEEHBXICUlVVQweWhIkCQm+D5jnbvHwTgEvCXw1Y+bpN+IKbJh6yFvLeGxeZO61ffYXEyEgL8ItGhSW9/Kzr9OevL1vhz7aNH41L58vR/WRwABBBBAoKRA8ybR+tNdO3eXrPbJY/U5M2Vvqr52c943ffIasCgCCCCAgLlAy78+a+7aucu8Ey0IIIAAAggggICHBQIrEEheWFjk4d0wHQIIIIAAAggggAAClSMQXDnLsAoCCCCAgLsCR48c1YfWjgqVipwF7+76jEPAXwVy807KQy/Mlw8nr3F7i7VqBkuvrgnSpX2c1I8Ll+jIMLnjsd8M5xvQO1E+fPkCwzY7leq7x7iYWna60geBKiVQOypM3+/Ro1l+se+srFP7qB19al9+sSk2gcBpKJCfXyBHsvMk+1ie5OUVSv7JQjlZoN20+4pkX1I/1nXvVO80FOOQEDglUOev980jR099zvOlS1ZWdvHyjn0VV/AAAQQQQAABHwuo72hUyfKTz5o+5mB5BBBAAAEEEKgkgYr9FksgeSW9TCyDAAIIIIAAAggg4GEBAsk9DMp0CCCAgKcFsv/6cT8iPNTTUzMfAlVW4ETuSRl26/cyb8lel4+hbu0aMvry9jLsgpbSrUO8BAeXvkDLdzO3yoy5O8vNO2fxXpm7eI9cdWnbcm1UIFCdBSL/en/Kzv47GM2XHo6gOMe+fLkX1kagKgsczc6VtZsytFu6bN99RPbsy5I9qVmSeiBbjmTlSs7xk147vI9euUCuvKSN1+ZnYgR8KeD4XOf4nOfLvTj2EBISKKGhQb7cCmsjgEAVFFij/Y2gPiMfP3FSTmi347kFpx5rn9dVnV7/1+OTBacCai7o30QeviOpCh4tW/aFQGR4iL6s4zOeL/bAmggggAACCCBQ/QQCArWsQG4WMpK7CccwBBBAAAEEEEAAAZ8LEEju85eADSCAAALWAtnHjukdImqd+vHEujetCJz+AgVattPrxs1wOYi8dbM62g/WPWXY4JYSFmr+J9DIIa0NA8mV7L3PzJHe3ROkaWL06Q/NESJgUyDirx/3HcFoNod5rZtjH459eW0hJkbgNBNQV/qYn5wiM+ftkl/n75LNOzJ9doTNG/M+6zN8Fva6gONEJ8f7ldcXtFjAcRKYY08WXWlCAAEEygm8//kq+e/UdeXqrSpi69S0aqYNgVICjpOv1NVucnJypFYtrvJWCognCCCAAAIIIOAVgYpkJK/IVfq8cjBMigACCCCAAAIIIICATQHzKCqbE9ANAQQQQMC7Anl5efoCISFkiPOuNLNXBQH1Jdydj8+Sn37fbnu7Kpj0kTuTZOx1XcXO/44uPq+51AgLkhNaNrWyJetYntz+6G8y49PhZZt4jkC1FQgJPvX+lJ/vvezEruA69uHYlytj6YtAdRNQWZKmz94uH09br2cU9WaWcbu2YVpW5C7t4ux2px8CVU7AcTWc/JP5Pt+747NmqJaRnHJ6C2Rl50nG4eNV4iBr1QyR+LoEi1aFF2vJyn0ub7NfUkOXxzCg+gqEhv79/pSXl68FkldfC44cAQQQQAABBCpPICDg779BXF21qLDQ1SH0RwABBBBAAAEEEEDALwQIJPeLl4FNIIAAAggggIAdgUdeWiCf/2+Dna56nw6t68r/PrhUGtaPtD1GZby68Jxm8r8ZWw3HqGytC5amSN+e/ABuCEQlAggggIDfC6iAwk+/Xi/vfrZSdu496lf77d4xXkK1YHIKAggggIDnBF6ckCxvTFzuuQm9OJO6QtTHrw724gpM7SmBp+7tI9t2HZEt2lVMvp25VTKP5DqdmkByp0R0QAABBBBAAAEEEPCxQECA+xsocn8oIxFAAAEEEEAAAQQQ8KkAgeQ+5WdxBBBAAAEEELAr8M2MLfLWxyvsdpc+3RNk2nuXSu2oMNtjHB2HDmxpGkiu+rz83lICyR1Y3COAAAIIVBmBvLwCeefTlfr72FEtmNwfS+9uCf64LfaEAAIIVGmBJStczxztqwPu1iHeV0uzrosCF5/XonjEK4+dLYOv+1qWrT5QXFf2QXRkqHRuy1VHyrrwHAEEEEAAAQQQQMC/BAIDK5CRXLuqLgUBBBBAAAEEEEAAgaoo4P5fwVXxaNkzAggggAACCFRJgfTM43Lfs3Ns711lFP/ho2FuBZGrRZo1irJca9bC3bJibZplHxoRQAABBBDwJ4FN2w/JmZd/KY+PXyj+GkSuvPp0b+BPbOwFAQQQqPIC+fkFsmJd1fns0qtr/SpvXh0PoGaNYHn4jiTLQz/zjIYSGFiB9I6Ws9OIAAIIIIAAAggggIBnBALE/b9ZCwsLPbMJZkEAAQQQQAABBBBAoJIFCCSvZHCWQwABBBBAAAHXBR54bq4cPHTc1sDRw9rJ5LeGiPoh291SLzbc6dCp0zc77UMHBBBAAAEE/EHgqx83Sb8RU2TD1kP+sB3LPSR1I4DQEohGBBBAwEWB1RvT5URugYujfNM9JCRQupKR3Df4Hli1Xmwty1n69Wxo2U4jAggggAACCCCAAAJ+IeB+HLkIGcn94iVkEwgggAACCCCAAAKuC7gfYeX6WoxAAAEEEEAAAQRcFvhp1naZ+pO9oO1bRnWS158cIAEBFfmmT8TZD+DqIOYu3uPysTAAAQQQQACByhTIzTspD70wXz6cvMbtZWvVDJZeXROkS/s4qR8XLtGRYXLHY78Zzjegd6J8+PIFhm12KtXbd1yMdRCanXnogwACCCDwt8CSFfv+fmLyqH58uFx1SRsZ2K+JNIiPkNiYmhISXDr/SPN+H0rO8ZMmM4gs+naUNEuMLtd+7Hi+pGsnBc+cv0ueeu0PKSw0v9R757ZxUiOMr6vLIVaRCmcnf/dPSqwiR8I2EUAAAQQQQAABBKqzQGBg6c9CrlgUEkjuChd9EUAAAQQQQAABBPxIgG/m/ejFYCsIIIAAAgggUFpABcDd88zs0pUmz1o2rS0vPdKvwkHkavrQ0CCpEx0mmUdyTVYTWbXhoBw6fEJiatcw7UMDAggggAACvhI4kXtSht36vcxbstflLdTV3ttGX95ehl3QUrppmWGDywQTfjdzq8yYu7PcvHMW79VPtLrq0rbl2qhAAAEEEPCNwJKV1oHkV1zcWt546hz9RCGzHe7ae9QyiFy9b6ggcKMSGRGqn4jUsU2sNEqIlOvvn2HUTa/rxVUpTG2qQsPOPUdMtxml/Tvo3C7WtJ0GBBBAAAEEEEAAAQT8RaAiiYqKCCT3l5eRfSCAAAIIIIAAAgi4KOD+6ZQuLkR3BBBAAAEEEEDAVYEpP2yW/WnHbA1765lzJSzUc+fI1YsNt1xXfR+46M9Uyz40IoAAAggg4AuBgoJCuW7cDJeDyFs3qyMTXx4kW+bdKC881Fd6dqlfLohcHc/IIa1ND+veZ+bIzr3mgWSmA2lAAAEEEPCKwJKV+03nvfbydvLf8YMtg8jV4ORV5nOodvV+Yaeo9w919QqzktQlwayJ+iogsGJdmukuz+zRQIKC+CnCFIgGBBBAAAEEEEAAgdNCoMjiCkynxQFyEAgggAACCCCAAAKnrQDf3p62Ly0HhgACCCCAQNUXePfTlbYOQgVA9O9lHpBga5IynerWcZ5pPDUtu8woniKAAAIIIOBbAZX56M7HZ8lPv2+3vZGI8BB5/sGzJPn7q0VlE3d2YtbF5zWXGmFBhvNnHcuT2x/9zbCNSgQQQACByhXYp52Uuyc1y3DRs7XPT28/e55hW9nK5FXWWc3tBpKreS88p1nZ6Yuf9+pqLyC9eAAP/ErAKpC8b8+GfrVXNoMAAggggAACCCCAgJlAhTKSi5aBiIIAAggggAACCCCAQBUUIJC8Cr5obBkBBBBAAIHqIDA/ea+s2ZTu9FBj69TUsqb2c9rP1Q45x086HZKeecJpHzoggAACCCBQmQKPvLRAPv/fBttLdmhdV5b/NFruvamHhIQYB4eXnSwiPNQyEHB+coosWJpSdhjPEUAAAQQqWSB5pXEAuDoZ6J3nzjO86oTRFpMtspqr/kkuBIC3b1XXaAmpH1dLGjeMMmyj0v8Fjp84KRu3HTLdqKdP/DZdiAYEEEAAAQQQQAABBDwgEBjoXhhNYWGhB1ZnCgQQQAABBBBAAAEEKl/Avb+AK3+frIgAAggggAAC1UzgHZvZyF9+tL/E1HaePdxVvrSMHKdDMjKPO+1DBwQQQAABBCpL4JsZW+Stj1fYXq5P9wSZ+fkIaVg/0vYYR8ehA1s6Hhrev/zeUsN6KhFAAAEEKk9giUkA+CNje0mzRtG2NpKbd1JWbTho2jcgQOSMzvVM28s2JMSHl63Sn7uS1dxwAip9KqCykRcUGGdfjNROQOvaPs6n+2NxBBBAAAEEEEAAAQRcEXA7K7nxn8SuLE1fBBBAAAEEEEAAAQR8IkAguU/YWRQBBBBAAAEErATStQDtH2dtt+qit3VpFydXXtLGaT93OhzMcB4kfugwGcndsWUMAggggIDnBdR7533PzrE98YXnNJMfPhomtaPCbI8p2bFZI+ussbMW7pYVa9NKDuExAggggEAlCxhlJG+iZf3+xw3dbO9k1fqDkp9vnlWvXcsYiYqw/15SO9K4b6+uCbb3REf/E1iyYp/pptSJa0FB/AxhCkQDAggggAACCCCAgP8JaCfMulOKiogkd8eNMQgggAACCCCAAAK+F+AbXN+/BuwAAQQQQAABBMoILFyaIna+bxsxpHWZkZ55eiQrV/LyC5xOFqjS71EQQAABBBDwA4EHnpsrBw85PwlKbXX0sHYy+a0hUrNGsNs7rxdrnFG25IRTp28u+ZTHCCCAAAKVKJCvfZ5ZbnBCz0N39JSQkCDbO0letd+yb1IX1wLAI7Ts1EalVzfX5jGagzrfCSy2CCTvm9TQdxtjZQQQQAABBBBAAAEE3BAIDHAvjKawyPwkXDe2wRAEEEAAAQQQQAABBCpNwL2/gCtteyyEAAIIIIAAAtVRYMGyFFuHffnglrb6udopLT3H1pDICOMgCFuD6YQAAggggICHBH7SruIx9Sd7Qdu3jOok771wvgQHV+zrgHqxtZzufu7iPU770AEBBBBAwDsCqzemS25e6ZNjGzeMlNGXtXNpweSVTgLJu9Z3ab6QkPLvP+o9qVuHeJfmobN/CRhlv3fssH9SouMh9wgggAACCCCAAAIIVAmBADeTCNlJkFQlANgkAggggAACCCCAQLUTKP/NfbUj4IARQAABBBBAwN8EFiQ7DyTv1jFemiZGe2XraRn2AsmjCCT3ij+TIoAAAgjYF8jNOyn3PDPb1oCWTWvLS4/0E3d/DCu5SGhokNSJDitZVe7xqg0H5dDhE+XqqUAAAQQQ8L7A8rUHyi3y0O09XT6RyGlGchcDyYODyn8d3altbIWuklHuQKmoVIEde45IWobxVVHCa4VwkkClvhoshgACCCCAAAIIIOAJgYBA965GW1RIRnJP+DMHAggggAACCCCAQOULuH8d68rfKysigAACCCCAQDUQOHw0V9ZsSnd6pMMHt3Lax90Oq7XANzuFjOR2lOiDAAIIIOBNgSk/bJb9acdsLfHWM+dKWKjnvgaoFxsumUdyTddWWZgW/ZkqQ85rbtqHBgQQQAAB7wgM0z4v9e7eoNTk7VrElHru7Mn+g8dkT2qWabfoyFBp6+KcQUEB0l07KbhkGTrIO1eaKrkGj70nsGTFPtPJ+3RPcPnkBdPJaEAAAQQQQAABBBBAoJIEAsTNQHLRvgyjIIAAAggggAACCCBQBQU89wtyFTx4towAAggggAAC/iewdNV+sXP5v8u9GEg+d8leWzBNE6Ns9aMTAggggAAC3hJ499OVtqa+9vJ20r9Xoq2+djvVrVPDadfUtGynfeiAAAIIIOB5gdg6NUXdKlKWrd5vOfyMzvVdvsqFuirG/GlXWc7r7UZ18nJG5nHJzSuQ+nHhElPb+fuZY08q+3ad6BpSO8r6qhyO/s7uj+Xky559WRIZHiIN60c66+60vUj7MJ16IFtCQoIkvm4tp/090WGxRSB5354NbS9xJCtXDmsnqDWsH0HwuW01OiKAAAIIIIAAAgh4QyDQ7YzkBJJ74/VgTgQQQAABBBBAAAHvCxBI7n1jVkAAAQQQQAABFwRU1jtnpUenetLES0HchYVFMj85xdkW9PZ2Leva6kcnBBBAAAEEvCEwP3mvrat4qEDCFx7q5/Et5Bw/6XTO9MwTTvvQAQEEEEDAPwWSV1oHkid1qe+fGy+xK/X5btbC3TJ70R6Zp50wrK5+dfJk6cvNh9cKkUYJkdK4QaS0aFpbhg5sISoAWgW9O0p+foE8/cYieWPicq1epHPbOLnr+q5y9dB2ji6272fO3ykTPl0lq7QrYR1IzykeVyc6TM7v20ReffxsqevCSQC/zNsp03/fIWu1Y1u3OUOyjuXpc6r5VMb4pK4J8vAdPSU60jPB78Ub/uuBVUby/knmJ7Ht066o8v6kVbJs9QHZsO1Q8RVWgoMDpZX2OrTR9n7XmK7Sp0xm/bLr8xwBBBBAAAEEEEAAAY8LlPgs4Mrc6sROCgIIIIAAAggggAACVVGAQPKq+KqxZwQQQAABBE5jAZUZzlnp0j7OWRe329WP+SpDnbOiftxu3ay2s260I4AAAggg4DWBd2xmI3/50f4uZVu1u+G0jL+D38zG2HlfNxtLPQIIIICAbwWStatFWZWeXf03kFxl+v7063Xy9icrZefeo1aHIarvRi2QWd1k/i6Z8NkqPSv2uJu6y01XdpJdKUflhgd+kRXr0vR5VGyI+ty4Y4/1vGUX/ePPVLn//+bI6o3pZZv055laNu6pP22W+UtT5Kf/DtODwA07/lW5cn2aPPrSAjG7opaab9Hyffrtqx83yVvPnisXDmhmNaXLbdla0PpaLXjdqNSqGSzdO8aXa1IB5K99uEwmTl6rZ4Uv20EF+m/Yeki/fTdzq9xxbRd5ZtyZUqtmSNmuPEcAAQQQQAABBBBAwCsCgQGBbs1LILlbbAxCAAEEEEAAAQQQ8AMBAsn94EVgCwgggAACCCDwt8Chw84zlybEh/89wMOPVJY6O6Wdlh1NXS6cggACCCCAgC8E0rUTr36ctd3p0l3axcmVl7Rx2s+dDgcznJ/8Zed93Z21GYMAAggg4F2BgoJC+XPNActFenb2z0Dy3xbskrFPzJK9+7It92/VmLI/Wx54fp488vICyc8vncHcMa5P9wTHQ6f3Ez5bKf/Ugr7LZkM3GrhfC7R+4Lm58qMWTG5UVPD2fVpA+qRvNxo1G9ap4O0Rt/8g30+8TM47q7FhH3cql2n/RlTWd6PSu1tCuc/Mn32zXv7x9GzDAHKjOVTQ/rta9vY9qVky+e2LjbpQhwACCCCAAAIIIICAxwXcTEguhWQk9/hrwYQIIIAAAggggAAClSPg3qmUlbM3VkEAAQQQQACBaiiQkenbQPK5i/fYUh/Uv4mtfnRCAAEEEEDAGwILtWyldn6bGjGktTeWlyNZuZKXX+B07kB3f3lzOjMdEEAAAQS8KbBuS4bkHD9pukQr7epMMbVrmLb7okEFad/95O8y9ObvnAaRt2leRw+oHtA7UZo1ihZ1xSmjYhZEHhgYIEldnAfS5+UVyM0PzdSD0u0EkTv2MHvRHlmgvdeXLeoErSE3/M+lIPKSczz4/Fxbwewlx1g9XrJin2lz354Ni9tUZsanXvtDbn/0N9tB5MWDtQc//LZdZi3cXbKKxwgggAACCCCAAAIIeE0gwN3vs+x8Wee1XTMxAggggAACCCCAAALuC5CR3H07RiKAAAIIIICAFwRUhlVnJSE+wlkXt9rVj/wLtcuN2ymDPXxJcDtr0gcBBBBAAAGHwIJl5YPLHG0l7y8f3LLkU489TkvPsTVXZESorX50QgABBBDwL4GlK/dbbshOELXlBB5uVBnUb3roF5k2fYvpzHWiw2TczT3kiiFtpFGDyFL9Mo+ckKdfXyQTp6yxdaJW57axEhFu/R53IvekXH33T/LLvF2l1rL7ZOX6NCkZjL3vQLZcctO3smHrIbtTlOu3aXumfPTVWrn16s7l2typsAok798rUZ/y+ImT+mvz3cxt7ixRPOafL86TpT+MLn7OAwQQQAABBBBAAAEEvCUQEGh8oqmz9QoLja9m5Gwc7QgggAACCCCAAAII+FqAQHJfvwKsjwACCCCAAAKlBHJznWc3TYgPLzXGU09++n27ZB/LdzqdCkDo1dV59jmnE9EBAQQQQAABNwUWJDsPJO/WMV6aJka7uYL1sLQMe4HkUQSSW0PSigACCPipQPIqZ4HkCX6z88LCIrntkd8sg8hHD2sn/3q4n2kW9TrRNeTfT58jzRtHy6MvL3B6bL27N7Dso4Knr7jzB/n9j9JXvAoNCZKx13WRc85sLHO0rOMTPl8lqq9R2bLjcHH1tl2H5ZIbv5VdKUeL69SDerG1ZMyIDtK+VV05ql0tZNrPW2Tekr2l+pR98od28rQnAslVlnGzfyc1awRLj471RJ2sfdkt3xlmVx+mnex2bp/GWkB+iKzZmC7vfLrSMlv5+i2H5PDRXKkdFVb2kHiOAAIIIIAAAggggIBHBQLcnK3IzXEMQwABBBBAAAEEEEDA1wIEkvv6FWB9BBBAAAEEECglEBVpndVNdfZWIPnH09aV2ovZk1FD20pQkHsZKczmpB4BBBBAAAG7AiqIas2mdKfdhw9u5bSPux1WbzhoaygZyW0x0QkBBBDwO4FkZxnJu/nHibUqmPmuJ2bJl99vNDV8/sGz5N6bepi2l2y4fXRnefezlbJ3X3bJ6nKPz+xhHkh/LCdfht/+vcwvc9JXk4ZR8r//XCptmsfo8513VmPJyy+Qtz9ZWW5+VZF9LE+vz9Cu2nXxjf+T3SlZxf0CAwPkn3f01I8rvFZIcf0NV3TUPT75en1xXdkHW3f+HaBets2V55t3ZErmkVzDIerE69DQILn1nzPLBZH37pYgrz05QLq0iysee8XFbWT4Ra2k/8gpUlBgHn6zdWemnNHZP/7tFW+eBwgggAACCCCAAAKnnUCgmxnJi8hIftr9W+CAEEAAAQQQQACB6iJABFR1eaU5TgQQQAABBKqIgMoEZ1XUD+ZxMTWturjVtic1S2Yt3G1r7O3XdLHVj04IIIAAAgh4Q2CpliVWi5tzWi73YiD5XCfZTh2ba5oY5XjIPQIIIIBAFRHIPHJCVJCwWVGByx20DNj+UMY9O0esgqafuKe37SBydTxhocEy+OxmTg+tj0VG8j/XHCgXRN65bazMnnJFcRC5Y4HOJYKpHXWO+3px4VpQdaGMuW9GqSDyyPBQ+fr9S+Sxu3tLySByNU59Xn7s7l7aic/mORQ9FUi+ePk+x1bL3fdNSpSXJiTLpG9LB/hfN7y9/PzJ5aWCyB2Du7aPl6EDWzqeGt57au+Gk1OJAAIIIIAAAggggIBDIMD872lHF6N7daIrBQEEEEAAAQQQQACBqihAIHlVfNXYMwIIIIAAAqexQN061oHk6tC98V3c6xP/tDXv4LObSosmtU/jV4BDQwABBBDwd4H9B4853WKPTvWkiZeCuAsLi8oFyJltqF1L/wg0NNsf9QgggAAC5QWWrT5QvrJETfeO8X5xhaavf94s//lyTYmdlX6oMn4/dHvP0pU2njVuGGnZq1GDSGlQL8K0T/9eiTL+sf7F7W2a15Ef/jtM6sXWKq5zPFDvqWalobbGk6/9IbMX7SnuUjsqTH77YoQM6te0uK7sg4b1I6Vj69iy1cXPs7RM53l5BcXP3X1glbX+YEaOPPvvxaWmVhnUJzx/vp6pvFRDiSfn921c4ln5h+ladnYKAggggAACCCCAAALeFgh0M5C80Bs/Xnn7YJkfAQQQQAABBBBAAAFNIBgFBBBAAAEEEEDAnwSMflwvuT/1Q3vG4eNaVvLyP8KX7OfKY5WN/KOv1jodorK7PXpXL6f96IAAAggggIA3BTJsBFF1aR/ntS2s2nBQDh/NdTp/cHCgtG7GyVdOoeiAAAII+JlAsnblC6vSq2uCVXOltOXmnZTHxy80Xat+fLhMfGWQnqHbtJNJQ4I21qqc2aOBVbPedse1XUW9D340Za188/6lElvH+KpaBw+ZB0anpmXLGxOXF68VFhok0967RDq2MQ8Sd3SuH1dLVm1wPCt9r7KYh2pzVbQsXmGekfz9SatLTX/DyA7yxD/6lKozeqKysFuVmNrOTzy3Gk8bAggggAACCCCAAAJ2BALcDCS3la3IzgbogwACLgscOHBAJk2aJHv27JGcnBwJCwuTuLg4GTZsmHTs2NHl+RiAAAIIIIBAdRMgkLy6veIcLwIIIIAAAn4ukGQjKCEt3bOB5C+8s0Ty8wudytx/Sw9RGV4pCCCAAAII+FLg0OETTpd3FgTndAKLDvOW7LVo/bupXYsYCQmpeKDa3zPyCAEEEECgMgSWrrQOJE/qUr8ytmG5xtufrJTdKVmGfdQJwJ+8Otjtk4+dfTbs091eIP0tozqLulmVXXuPmjZP+GxVqbZPXhssfbo7D2JXg6wCxZ2dvF1qUZMn6oSyjdsOmbSWrlZX9fr30+eUrjR5Fl7T+ueKerHWgeYm01KNAAIIIIAAAggggIBrAm4GkheRkdw1Z3oj4EGBe++9VyZPnlxuxvfee09SUlLK1VOBAAIIIIAAAqUFAks/5RkCCCCAAAIIIOBbgc5tYyUyPNRyE+s2p1u2u9I4a+Fu+fTr9U6HdGxdVx4dSzZyp1B0QAABBBDwukBGpm8Dyecu3mPrGAf1b2KrH50QQAABBPxHQAU+LF1tHUjes6tvA8nTMnLklfeWmaKNuKiV9O3Z0LTdWcOxnHzLLr1tBnNbTvJX48r1aabdcvMKitvUSc2XnN+i+LmzB2kZ5pnO6zvJ+u1sbtWevMo8G3nJ8Y0aRGqZ4S+QoCB7P0M4+xvHE3svuT8eI4AAAggggAACCCBgJKBOTnWnqCvqUhBAwDcCx44dM1w4K8v4JHTDzlQigAACCCBQjQXsfYNbjYE4dAQQQAABBBCoXAH1A7OzDG/Tpm/xyKZUFrXbH/3N6VzqkuQfvDTIMqub00nogAACCCCAgIcE0jPNg8McSyTERzgeevQ+TwtqW/hnqq05Bw9oZqsfnRBAAAEE/Edgy47Doj4nmZWmiVESX7eWWXOl1P/fm4sl61ie6Vp3jelm2manYfueI6bdoiJCpUOruqbtrjQUFBTK2k3OT5JO0gL3n/xHH1emltQD2ab9O2gnSVe0JK+wPtlAza+Cb/47/gKpHRVme7mtuw6b9g3VrnLSqmlt03YaEEAAAQQQQAABBBDwlECAuBdIXiQEknvqNWAeBBBAAAEEEEAAgcoVIJC8cr1ZDQEEEEAAAQRsCFw7vL1lr5nzd1oGN1gO/qvxRO5JGXX3T5Y/sDvmeeTOJOnSLs7xlHsEEEAAAQR8KpCb+3eGUrONJMSHmzVVqP6n37dL9jHrTK1qgTrRYdLLxxlrK3SgDEYAAQSqqUDyKusAYRXU7MuyYWuGfDx1nekWendLkB6d6pm222nYsCXDtFuvrgl6gLRpBxcaNm7LlBNO3tNr1QyWT14dLOrkZrslWwuy37vPPOPaGZ0r/houXuE8I/k/7+ipnSTewO629X5WgfWd28VycrdLmnRGAAEEEEAAAQQQcFcgIND+398l1ygiI3lJDh4jgAACCCCAAAIIVCEB9/4CrkIHyFYRQAABBBBAoOoJXDaopTRvHG268fz8QnnurcWm7c4a8vMLZPQ/psu8JXuddZXuHePlgVvPcNqPDggggAACCFSWQFRkqNOlvBVI/vE08+C9kpsaNbStqKuMUBBAAAEEqpbAUmeB5F0qHoRcEZEvv9soVpeLv2tM14pMr49dbxFI3rt7QoXnd0ywxEYw9kO395TGDaMcQ2zdr1x/UIosEiH27FKxQHvlv3S19QkHzRpFywO3uf45evnaA6bH6IkAeNPJaUAAAQQQQAABBBBAoIRAgHsJybW/wy3+EC8xPw8RQAABBBBAAAEEEPA3AX7V9bdXhP0ggAACCCCAgJ7hbdzNPSwlJny2SlRmclfL7pSjMnD01/LzHOdjz+zRQL754FKXsr+5uh/6I4AAAggg4KpAnegalkMCAwMkLqamZR93GvekZsmshbttDb39mi62+tEJAQQQQMC/BJwFkquM3L4sP/y23XT5Rg0i5dKBLUzb7TSk7M+StIzjpl37eDCQfPGKVNN1VEOLJtHyjxu6W/YxarR6DaMiQqV1szpGw2zXrdMC7Z1dneSlf/aTsNBg23OqjocOn5Btu46Yjjmjc8UC4E0npgEBBBBAAAEEEEAAgTICgQHuhdEUFRWWmYmnCCCAAAIIIIAAAghUDQH3/gKuGsfGLhFAAAEEEECgCgtcP6KDnN+3seURXHvvzzLlh02WfRyNJ3JPynufr5I+w74Uqx/WHf3V+tM/HqYF4tVyVHGPAAIIIICAXwjUrWMdSK426Y0ESK9P/NPWvIPPbqoFv9X2Cys2gQACCCBgX+BYTr6s3ZxuOqBGWJB0ahtr2u7ths3bM2XzjkzTZUZc2KrCV8NYbJElPDg4UHp6MCP7ouX7TI9FNfzzziQJDQ2y7GPUuHBZilG1XqdOBAhwN73iX7MucbLv3t0SZMh5zU33YNaweLl1YP2Z3RuYDaUeAQQQQAABBBBAAAGPCrj7N7M3vo/z6IExGQIIIIAAAggggAACJgKupQUxmYRqBBBAAAEEEEDA0wIqm+pHr1wgZw2fLCoDqlFRWdBufPAX+WbGFrnu8vYysF+TUj+0nzxZKMnapdl/W7BLPpm2TvYfzDGaplSdWvfFh/vJWA9cEr3UxDxBAAEEEEDAQwL1Yq1PciosLJKMw8c9ejKUei/+6Ku1To9AvY8+elcvp/3ogAACCCDgfwIr1qVJQYH5pdi7to+XkBDXA5s9daQ/zNpmOVXfpETLdjuNM+ftMu3WWQuir1UzxLTdlYYD6Tmyfbd59u3YOjVluBYY72pRfwP88ad5QHa/Xg1dnbJc/yUrrQPgbx/t3lVJrPadmBAhTRKjyu2FCgQQQAABBBBAAAEEvCEQoH2/5U4pIpLcHTbGIIAAAggggAACCPiBAIHkfvAisAUEEEAAAQQQMBaoq/14PnXCJTL8tu8lZX+2cSet9sdZ2/VbSEigNIiPEHW57sNZuZKm/Tifm1dgOq5sQ3RkqHz2xkVy3lnWmdDLjuM5AggggAAClSmQpGUTdVbS0j0bSP7CO0skP9/55Xnvv6WH9OhUz9n2aEcAAQQQ8EMBdRKuVemlZZr2Zfnht+2my6sTmc7sUbH9qaCPmfN2mq7Rx4MZsZdYZD5XG7jhig4SFur6V/drNqXLkaw802Po17PigeRWWdvVyW6XDWphur5Vw0KLAPj+HjhJwGpt2hBAAAEEEEAAAQQQKCngbkbywkLn352VXIfHCCCAAAIIIIAAAgj4i0Cgv2yEfSCAAAIIIIAAAkYCndrEyoKvr9KCApxfxloFuO1KOSrqx3OVOdWVIPLLB7eShd+MIojc6EWgDgEEEEDArwRURtTI8FDLPa3bnG7Z7krjrIW75dOv1zsd0rF1XXl0LNnInULRAQEEEPBTgWQnmaaTutT32c73pR2TpRaB7l3ax2knFIdVaH8r1qZJWsZx0znsfCY1HVymYdFy86zhquvwi1qXGWHv6bwle007htcKke4dK3ay18FD1pnUL7ugpVtZ64/l5Mtyzd+s9PVAALzZ3NQjgAACCCCAAAIIIFBWIEDcy0gu5hd4KrsEzxFAAAEEEEAAAQQQ8CsBAsn96uVgMwgggAACCCBgJBBft5ZM/3iYPPfAWaIynHmqqKx1Q85tLou+HaVlIr9QmjWK9tTUzIMAAggggIDXBIKCAqVPd+usq9Omb/HI+oeP5srtj/7mdK7g4ED54KVBEhoa5LQvHRBAAAEE/FPAKlBb7Tipq+8Cya0CpNXePJFp++e5O9VUpqW3k/de04EGDYuW7zOoPVVVPz5c1AnV7pS5FoHkvbWM8ur9uiIleYV11vrz3by6l8pyfvKkefbG/r0SK7JtxiKAAAIIIIAAAggg4JJAgPbbkTulsMj8b1p35mMMAggggAACCCCAAAKVJeD69TEra2esgwACCCCAAAIIlBAICQmScTf3kDuu7aJnRf3sm/Wycv1BKSx0LcVDgPb9X1LXBBl5USu5/MLWHg1ML7FdHiKAAAIIIOBVgWuHt5eZ83eZrjFz/k5RQeC1o9zPznoi96SMuvsnST2QbbqOo+GRO5OkS7s4x1PuEUAAAQSqmIC6otP+gzmmu25QL0LUzVclxcl7Ud8zGlZ4a9N/3246R9PEKKkfF27a7kqDen9dud48+/bAvo1dma64b0FBoSxcmlL8vOyDfkkVN1pikbVeBam7G/A9P9k8k7r6d8dJ32VfTZ4jgAACCCCAAAIIeFMgQP2Q5EYpKnLt9yo3lmAIAggggAACCCCAAAJeESCQ3CusTIoAAggggAAC3hKoERYst17dWb9lZefJohWporKi7T94TA4dOSGZR3LliBY4p37EVsFz0ZFhUjs6TNq3jJGuHeKlc9s4UZf0piCAAAIIIFCVBS4b1FKaN46W7buPGB5Gfn6hPPfWYhn/2NmG7c4q8/MLZPQ/pouzDLBqnu4d4+WBW89wNiXtCCCAAAJ+LJC8yjxDttp2r26+y0au1t+fdkzdmZYmWqB3RcrsRXv0E5XN5jizRwOzJpfr/1xzQNT7tFk590z3AslXaSdaH9U+I5sVT2RtV5nDzcoZnepJRHioWbNl/fxk8wD4/h4IgLdcnEYEEEAAAQQQQAABBMoIBAa4dyWfIhcTH5VZlqcIIIAAAggggAACCPhMgEByn9GzMAIIIIAAAghUVCAyIlQG9Wuq3yo6F+MRQAABBBCoSgKB2iV21ZU67n7yd9NtT/hslQzq38Tl98ndKUfluvtmyNJV+03ndjSowLov3rpIP4HLUcc9AggggEDVE0heaf3f/KQuvg0k3+ckkDw2pmaF0J97c7Hl+D7dPRdIvmi5eTC22kQv7Qpa7pS5S8yzetesESw9tEDvihR1kpkKgjcrPd38N5JzPF+WWczbl0ByM3LqEUAAAQQQQAABBLwl4F5CcinS/o+CAAIIIIAAAggggEBVFHDvVMqqeKTsGQEEEEAAAQQQQAABBBBAAIHTSOD6ER3k/L7WWUuvvfdnmfLDJltHfSL3pLz3+SrpM+xLW0Hkav3pHw+TuJhatuanEwIIIICA/wokOzl5yPeB5NmWeLF13A8k/23BLrHKtK0W7t3dveBuo00vXp5qVK3X1YutJe5mV7e6ikjvbgkSEhJkuq6dhjUb0+VEboFp1zM6uxeoruxPnjTP0N4/KdF0TRoQQAABBBBAAAEEEPCGQGCge2E0hYXmf9d6Y5/MiQACvhM4evSo7N27VzIzM4X/7Z96HYqKiiQjI0NSU1MlNzfXdy+OwcqOfR07Zn3FO4OhVCGAAALVRoCM5NXmpeZAEUAAAQQQQAABBBBAAAEETicBlZX8o1cukLOGT5Y9qVmGh5Z9LF9ufPAX+WbGFrnu8vYysF8TCQ39O5BMBW6p4EEVRPfJtHWy/2CO4TwlK9W6Lz7cT8aO6VqymscIIIAAAlVUIC+vQFauO2i6+5CQQOnWMd60vTIarN6fakeFVejKGP/nJBt5negwadcyxiOHqX5UtQpaP6Oze5nf1fv5wj/NA9T7eSCrt9W+FY67geQLlqaY2taPD5cWTWqbttOAAAIIIIAAAggggIA3BAIC3E5J7o3tMCcCCPhQICsrS+bPny+///67LF68WFJSUuTAgQNy/Pjx4l2p/2ZERkZKixYtpHfv3tKnTx8ZNmyYREREFPdx9mDBggXy888/y5EjRyQ/P1/CwsIkNjZWhg8fLh06dHA23Fa7CvD+4osv9EDvnJwc7YTzEImJidH32rWr69/1L1++XL7//nuZOXOm7N69W9LS0vS9OzYTFRUl8fHx0rFjRxk6dKhcfPHF+jE52t2537Nnj3zyySeyf/9+fa0aNWroPjfddJMEBf39u4f6/mX69Ony6quvyrJly0S9jo6SmJgoAwYMkLFjx+qvl6OeewQQQKC6CxBIXt3/BXD8CCCAAAIIIIAAAggggAACVVagrpaBdeqES2T4bd9Lyn7zbK0/ztou6qaCARvER0hURKgczsqVtPQcydUCCO2W6MhQ+eyNi+S8s6wzodudj34IIIAAAr4XWL3xoOTlm78XdG4bJ2Ghvv0aeV+a+XtcbIz72cin/rRZlq0+YPki9OqaIG4HkpSZedP2TMk8Yp6Vq1c39wLJ125Ol2M5+WVW+/tpPw9k9V6yct/fE5Z5VLd2DWmaGF2m1t7TxcvN5+3Xs6G9SeiFAAIIIIAAAggggIAHBdyOI9cCFykIIFD1BVSG8RkzZsjbb78tv/76q3YVrZOWB6WCllWG8hUrVui3CRMmSHR0tNx8883y6KOP6sHaVhOo7N0DBw6UEydOlOv2xhtv6EHargSll5vkr4prr71WD4gv2/7BBx/Ivn3mn81L9lfHqoLRn3jiCdmxY0fJpnKPlYm6bd26Vb799ls90HvkyJHyyiuviArmdqfcf//9MnXq1HJDVdD95Zdfrter7OMqkF+dAGBUVCb5zz//XJ9H9Q0PDzfqRh0CCCBQ7QTcuyZPtWPigBFAAAEEEEAAAQQQQAABBBDwT4FObWJlwddXyZk9GjjdYH5+oexKOSprNqXrWcxdCSK/fHArWfjNKILInSqZwlkaAABAAElEQVTTAQEEEKhaAktW7LfccFJX94KbLSd1oTFfC3I/kWse6B6kXSnDnbJ3X5bc+8xsp0N7dK7ntI/dDouWm2cNV3MkdXHPOnml+WsYHBwo3T2QUd4qI7m72cgLCgpl2RrzQP5ePv63Z/d1pR8CCCCAAAIIIIDA6SUQEOBeGE1hUeHpBcHRIFANBX744Qdp3bq1DBkyRM8Q7iyI3IxIZRZX2bC7d+8uS5cuNeum1wcHB2tXWjM+gT8zM1OmTZtmOd5OowrmVlnVjUrJTN5G7Y46lYFcZVwfPXq00yByx5iS9wUFBTJ58mRp27atjB8/vmST7cdGwfZqsMqwroo6TpUR3iyIXO/01/9TAfx2A+hLjuMxAgggcLoKuPcX8OmqwXEhgAACCCCAAAIIIIAAAgggUAUF4uvWkukfD5PnHjhL6sXW8tgRBGrBeUPObS6Lvh2lZSK/UJo1ci/bqMc2xEQIIIAAAh4X+MNLwc2e2mhISJBEhoeaTpd5pHzGLtPOfzUUFhbJTQ/NlMNHzbODO+bo2j7e8bDC91bZt9V7bveO7gWtWwV5d2obKzXCjH+QtntAqQeyZe8+86zwPTq5t+91WzIsM6knadngKQgggAACCCCAAAIIVLaAu1ckIiF5Zb9SrIeAZwXuu+8+ufTSS2Xbtm0em3jXrl1y9tlny+rVq03nVIHc5557rmn7pEmTTNvsNkyZMsW064ABA0zbHA2//PKL9O/fX5KTkx1Vbt8fO3ZMHnzwQbnrrrtEZTj3VElNTdX3uGXLFltTBgYGmgbw25qATggggMBpJkAg+Wn2gnI4CCCAAAIIIIAAAggggAAC1VNABdqNu7mHrJ91vbz+5AA9+6gKSnO1qMv39uqWIOMf6y9b590kX717sXRuG+fqNPRHAAEEEKgiAov+tM6S7W5wsycPPzEhwnS6jMMnXP7h8dX/LJMFS1NM5yzZ0K29594DrTKSd2xdV8JrhZRc2vbjJSvML0Htbpbzkotbza/69ejsXiZ1q3nDQoO0vz9iS26DxwgggAACCCCAAAIIVIpAgBvfp6mNFRWSkbxSXiAWQcALAhs3bpTXX3/dCzOLHD9+XEaOHCkqgNqsXHvttWZNeibximbOVpnAzco111xj1qTXqyD0Sy65xHL/lhOYNL7zzjty5513mrS6Vp2Xl6cbu+rk7olDru2O3ggggEDVEKhYKpKqcYzsEgEEEEAAAQQQQAABBBBAAIFqI6Cyjt56dWf9lpWdJ4tWpEryiv2y/+AxOaRlbc08kitHtAyswcGBUjsqTKIjw6R2dJi0bxkjXTvE60Hj7gayVRtkDhQBBBA4TQS27jwsB9JPXf7X6JBUJvAWTXx/NYrE+pGyYeshoy1KQUGR9h6XIwnx4YbtZSunz94h//fm4uJq9Z7XNDFK1m3OKK5zPIiODJWEeuZB7Ju2H5LdKVkysF8TxxDT+4OHcmTbriOm7T27uheMffzESdm596jpvFYZ1fPzC2TSdxtl1KVtJCzU/KeCJSv3m86vGs7o7GZGcgNzx0IdtMB6dZKcWZmfvFeitL9hurTzXKC/2VrUI4AAAggggAACCFQvgQBxPTGDEirS/o+CAAJVU2DHjh1ON96oUSNp0aKFNG/eXJo0aSInTpzQs5dv3bpV1qxZI/n5+aZzbN68WSZOnCj33HOPYR8VqB0TEyOHDpX/7qNQO0nlyy+/FJUx3Z2ybt06Wbt2reHQevXqyaBBgwzbVKUae/3111seW3h4uB5ofv7550v9+vUlMzNTX0+ZLFu2TNLS0kznf++99+Siiy7Sx5t2stEwbtw4OXrU/LsRoymUKwUBBBBA4G8B82+H/+7DIwQQQAABBBBAAAEEEEAAAQQQqIICkRGhMqhfU/1WBbfPlhFAAAEEvCwwa+EuyxWaN44Wf8jOZJWRXB3Az1pw+I1XdrQ8FtWogo9H/2O6Hnzu6Pzuc+fJPU/97nha6r5erHlwugrCv/C6byQtI0fe+b/zZMyIDqXGln1ilX1b9U3qklB2iK3n+9KyLfs1bhhp2F5YWCQ3PTRTvv55i3yj3aa8c7HUrGH8c8Fii4znTRpGSWydmoZrOKvcl2aeja1RA+N9qzl/nb9LRt75g9TQgt+//c+l0rt7A2dL0Y4AAggggAACCCCAgG0Bd67wpyZXf2NTEECgagqojNZGJT4+XkaPHq0HU3fq1Mmoi163YcMGufXWW2XBggWmfd5++225++67Db9nCQsLk6uuukreffddw/GTJk1yO5BcZRQ3K2rNoCDjk7iViTp2FTBvVgYPHixqbyoI3qioLOwq6/inn35q1KzX3XbbbdK/f3+JjnY/kYFZEHlsbKyMHTtWunbtql/NLjk5Wb7//ntZv369qLbExETTfdGAAAIIVDeBwOp2wBwvAggggAACCCCAAAIIIIAAAggggAACCCCAwKmAXCuHxATzYF6rcZ5ua+hkH9/M2OJ0yeVrDsjIO36U3LyC4r53XNtFzunTSI5kGf9gHKVlJDcqe1KzZMgN3+jZ3Iu0WJE7H58lH09bZ9S1uG7R8n3Fj40eJHVxLyN56gHzYGy1TlxMrXLLFWmbvuuJWXoQuWqctXC3jLj9e83mZLm+qm7levPsYe5mI1cLWQWSG+1bjVmwNEWuuutHLRtaoWQdy5NLb/5OFi9PVU0UBBBAAAEEEEAAAQQ8IuD2ybTqwwEFAQSqpECDBqVPUFbZxz/88ENJSUmRV199VayCyNUBt2vXTubNmycqM7ZZ2bJliz6fWbvK/G1Wli9fLhs3bjRrtqy3CiRXgeJm5ZVXXpGVK1caNqv/Tj722GPy008/mQaRq4EqW/knn3yi32rVKv/9hOqzb98++e9//6seerSMGDFCDxh/+umn5bLLLpNhw4bJv/71Lz3Lempqqqgs8WZB9B7dCJMhgAACVUSAQPIq8kKxTQQQQAABBBBAAAEEEEAAAQQQQAABBBBAwFMChw6fkN+0AGKrElM7zKq50tr6dLfO1j1n8R75n0kwucoK+O+PlsvA0dP0wGPHppO61pd/PdTXMpg580j5rFtrN6XLuaOmyt59pTOB/7n6gGNqw3urQPI60WHSqlltw3HOKjMyj1t2OXy09DGowPDr758hn3y9vtS4dZszJOd4+UDyFWvT9KDtUp1LPOnRqV6JZ649TD9kvvcjWbnlJvtx1ja57Jbv5ETu3ycDHMvJlw3byl/6u9xgKhBAAAEEEEAAAQQQsCkQEOBeGI06YZOCAAJVU6BHjx561vFzzjlH/vOf/4gK+r7pppskONj4yl1GR6mCq5999llRWczNyo4dO8yapGfPntK+fXvTdpX529WiAsFVwLRRadu2rZxxxhlGTaKykasM6mZFBdc/99xzEhho77+X1113nTzzzDNm0+nmpo1uNIwaNUq++uoriYuLMxydkJAgderUMWyjEgEEEKiuAvb+i15ddThuBBBAAAEEEEAAAQQQQAABBBBAAAEEEEDgNBT4/H/rLQOE1SFnaMHm/lAG9G4kXdoZ//in9qfiNcZowdETJ6+RtIwcfcsqUH7G3J1y/jXT5NGXF5QKPm5QL0Im/fsiCQkJKpWhvOyxbtt1RH74bZterQLSVdbx86+eJqkHSgeRDxvcUl5/ckDZ4cXPVfD28rXmgeY9O9c3vLR18QQWD+rWqWnRKvLBF6tFBVursnrjQRl83TcybXrpDO7xdWvKz59eLnWia5Sba/EK60zqFclIHlOn/HqODcyYs1PWb8nQn6r9P/vvRVom8p/k+InSwe7P3Hem3DCyo2MY9wgggAACCCCAAAIIVFhAiwV1qxQSSO6WG4MQ8AcBFRCtsmL//vvvcvPNN0tYmHsn1kdERMgjjzxiekhWgeRq0JgxY0zHfvHFF6ZtZg2TJ082axKrbORTp06V/fv3G45t1aqV3H333YZtVpVjx44VFcBtVNavXy/Lli0zanK5btCgQXoGdLevLuHyigxAAAEETg8B+6dOnR7Hy1EggAACCCCAAAIIIIAAAggggAACCCCAAALVWmB3ylEZ/77zH+hUNmqVVc8ffnz7x43d5cYHfzF93QoKiuSep2frt9pRYXL4aPmM1mpws0bRMv3jYaKCyVVpkhil35v9PxW83LxxtOTlF5TLQq7GjLiolXz0ygXa5ZDNc7Ysd5LVu6eWHd3d0rKpdSZzFTT+y9xd+jGoQPKysS31YmvpQeRtmscYbmHJSuMfjlXnwMAA6dbBPNOa4YQlKltpe1f/xoxK1rE86XnJJOnYuq6kph0TdWJA2fKvh/vKPTd0L1vNcwQQQAABBBBAAAEEKiTg9uefsn9sV2gXDEYAgaoqMGDAANOtOwskV8Hdjz76qBQU/H0lLsdk27dvl0WLFkmfPn0cVU7vVVZuo6L+O3fNNdcYNel17733nmnbCy+84FKmdsdENWvWlMcff1xUQLlR+eOPP0wzpBv1N6pr1KiRnok8JCTEqJk6BBBAAAELAfNvty0G0YQAAggggAACCCCAAAIIIIAAAggggAACCCBQ9QSWrd4v546aaivb+D4tgPe6cTOKM1r78miHX9hKEhNOBX8724dZEHm7ljHy66QR0rjh38HjsVpG7zrR1pnGtu8+YhhEPurStk6DyNVeFy23zuqd1MX9QPL6ceGijsGqqKDsVRvKB5E3rB8hMz4dLmZB5GrOJRYZydtrnrVquv/jbPtWda22rbet3ZxhGET+6uNnE0TuVI8OCCCAAAIIIIAAAu4IBGiZid0phYWF7gxjDAIInGYCjRs3Nj0iZ4HkDRo0kIEDB5qOnzRpkmlb2YYlS5aI2Xp9+/aVpk2blh2iP8/JyRE11qh07NhRRowYYdRkq+6yyy4z7ZecnGzaZqdBBcerrPLR0dF2utMHAQQQQKCMgHt/AZeZhKcIIIAAAggggAACCCCAAAIIIIAAAggggAAC/ivw5KsLpcvgT+XsK74SFSBut3wzY4sk9vpABlz5lYy572e7wzzeLzg4UF559GwtO7p7U3frGC+/fDZcEuLDy00wckibcnVWFSoT93MPnCUfvjzIMhO5Y45Fy1MdDw3vz+jsfiC5mvDB288wnNeqsl9SQ1n4zVXSunkd02679h6VA+k5pu0V3fdNV3aS6MhQ0/mNGlS2+akTLpHbR3cxaqYOAQQQQAABBBBAAIEKC7j5kUOKKrwyEyCAwOkgEBMTIxERxifCp6Zafz+gjv/66683ZZgyZYqcPHnStL1kg+prVlTmc7OydOlSyc/PN2w+88wzDevtViYkJEiNGjUMu69evdqw3m7lXXfdJeedd57d7vRDAAEEECgjQCB5GRCeIoAAAggggAACCCCAAAIIIIAAAggggAACp5PAyZOF8u5nq2TrzsNuHVZefoEsXbVf/vjTOrO2W5O7MOjSgS3kzWfO1YK37Yd2qMDjFx7qK7O+GCF1TTJ3P3FPb6dZyR3bjK9bU6Z/PEzG3dzDUeX0folFRvI2WiC32mNFyq2jOkvrZuYB4WXnvvv6bvLTf4dJXEytsk2lni+2yEauOvboXK9Uf1efxNSuIY+M7WV7WLcO8Xrw+0XnNLM9ho4IIIAAAggggAACCLgqEOhmRvIiMpK7Sk1/BE5bgbp1ja/AVVTk/JSToUOHSu3atQ1t0tPT5ZdffjFsK1mp1vnqq69KVhU/DgsLk5EjRxY/L/tg4cKFZauKn3fpUrGTulXW8GbNjD/TZ2RkFK/j6gMVnP7SSy+5Ooz+CCCAAAIlBIJLPOYhAggggAACCCCAAAIIIIAAAggggAACCCCAwGkmcOjICcnNK6jwUfXullDhOSo6wY1XdJTuWnbxcc/OkeSV+02nCwsNkluv7iwP39FTCxI3znblGKwCmmd+PkJuuH+GrN1s/MNl/bhacud1XeXmq1QWbfuB31nZeZJ1zDiTl1o/qWvFspGrOUK1Y5315Ui55eGZMmPuTlVVrqjg+yu0zOsqAL5Da+MftMsOOpBunbm+R6eKBZKr9VRQe3itEHngubmm/0Y7avtV9qMubasfa9l98hwBBBBAAAEEEEAAAY8KuHkZJDsBoh7dJ5MhgIDfCqiAaXeLCoq+8sor5f333zecYtKkSTJkyBDDNkflggULJCUlxfG01L0aW6eO+cno69evL9W/5JPjx49LcnJyySqXH0dFRRmOyczMNKy3UxkSEiI1a9a005U+CCCAAAImAgSSm8BQjQACCCCAAAIIIIAAAggggAACCCCAAAIInA4C8XVrSdb6u0+HQ9GPoWv7eJk9+QrZtuuwzFq4W1IPZEv6oeMSpx1n+1Z19UDpVk1rS0hIkO1jVuPmTbtSfpm7S9ZsPCjbdh8RFWDeskltaaHdzu6V6FYQc2REqGSuGWt7H+52VHud9t4lMj85RZavPSDqR+ttuw9Ls8Road44Wnp2qS8N6hlfWttszXtu6C7q5u2iTg4498xGsmBpqv6aBmq/txcUFkmTxCjpoL0uSV19fwKDtw2YHwEEEEAAAQQQQMB/BALdDAAttJFp2H+Okp0ggIArAlu2bJGtW7fKvn37yt0OHDgg+fmlTyBPTU11ZfpyfceMGWMaSP7dd99Jdna2RESYf8afMmVKuTkdFaNHj3Y8NLw/dOiQYb2qfOCBB0zbKtqggtSVowoKpyCAAAIIVL4AgeSVb86KCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAhUUUAHe6uapEhYaLJcObKHfPDVnZc6jgsf7awHv6lbVSlMt4F3dKAgggAACCCCAAAII+FrA3UzCZCT39SvH+gh4VmD58uXy2WefyY8//qgHkXt2duvZ+vTpI23atJFNmzaV65iTkyPffvutmAWEFxQUyNSpU8uNUxUxMTFOs5lbBZIbTurBysLCQg/OxlQIIIAAAq4IBLrSmb4IIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCJyOAu4GkgsZyU/Hfw4cUzUUWLVqlQwdOlR69Oghb7zxRqUHkTvIVVZyszJp0iSzJpkzZ46kpaUZto8cOVK72lqoYZujMjMz0/GwUu/DwsLIRl6p4iyGAAIIlBYgkLy0B88QQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEqqFAQGCAW0ddWFjk1jgGIYCA/whMnDhRkpKS5Pvvv/f5pq699loJDDQO6/v1119Ng8UnT55sunezLOYlBxw7dqzk0/9n7z7gpCjvx49/9xr1OHo7iihFEGkC0lSQXzCYnwKKFQGDGiNY/okxPxMTkiio+SVGBTSxxJ/GGiNoLGCJijQBQTrSpRztKEe9A+5u9z/P6cLd7szuM7NtdvczvO51u888bd4z3O3efp/vxO1xv379LI83bpNgIAQQQCCNBbLS+Ng5dAQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEKgQ84iyQ3CcEknMJIZDMAg899JBMnDjRNYfQokULGTx4sKig8cCtvLxc/vnPf8pdd91VZVdpaanMmDGjSpn/SZs2baR///7+p5bfa9eubbnv7LPPllD7LRuG2JGdnS1Dhw6V8ePHh6jFLgQQQACBWAsQSB5rYfpHAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQcL2AxyIDcLiJ+8hIHo6I/Qi4VuA///mP/P73vw87vwsuuECuuuoqyc/Pl2bNmlV8NWnSRLKyqobftW/fXg4cOBC2v3AVxo4daxpIrtq98sorQYHkKuj84MGDpt2OGjVKPJ7wC2Xq1q1r2l4Vvvrqq9KnTx/L/exAAAEEEEhegaq/yZL3OJg5AggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAKOBTTiLE379vnISG4KQyECLhfwer1y6623ivputY0ZM0buvPNO6dWrl1WVKuW5ublRCSQfMWKE1KlTR44cOVKlf/Vk8eLFsmnTJmnbtu3pfSpLudV20003We2qUh4qkLygoKBKXZ4ggAACCKSOQEbqHApHggACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIICAM4EMj7MwGq/POgjV2UxohQAC8RBQWby3bdtmOdQDDzwgL730knYQuWVHDnbUrFlTrrnmGsuWKkO4fzt58qS88847/qdVvqsA+A4dOlQps3oSKpB8x44dVs0oRwABBBBIcgFnr4CT/KCZPgIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAAClQU8jlOSV+6FxwggkCwCb7zxhuVUb7zxRpk0aZLl/njsuPnmmy2Hee21107vmzVrlmnmclVBNxu5qtu+fXv1zXQjI7kpC4UIIIBASggQSJ4Sp5GDQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEIhEwJPhcdTc5/M5akcjBBBIrMDmzZstJ3DLLbdY7ovXjgEDBsg555xjOtyGDRvkq6++qtj3z3/+07ROVlaWXH/99ab7zAr79OljVlxRNmfOHMt97EAAAQQQSG4BAsmT+/wxewQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAIEoCDjNSO71eqMwOl0ggEC8BayybKufBb169Yr3dEzHGzt2rGm5Knz11VeluLhY3nvvPdM6Q4YMkcaNG5vuMyu88MILzYorypYsWSIfffSR5X52IIAAAggkrwCB5Ml77pg5AggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQJQEPOIsI7nTAPQoTZtuEEDAocDhw4dNW2ZkZEiNGjVM94Uq3Ldvn1j1GapdqH1jxowRq58xb7zxhrzzzjty/Phx0y5uuukm03KrwgYNGkinTp2sdsukSZMs97EDAQQQQCB5BQgkT95zx8wRQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEoiTgyXAWSO7z+UR9sSGAQHIJqMBps628vFw2bNhgtsuyrLCwUC699FIpKiqyrONkR+vWrWXgwIGmTffu3Su33Xab6b7c3FwZPny46b5Qhbfeeqvl7nnz5sns2bMt97MDAQQQQCA5BQgkT87zxqwRQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEoihglfVXZwgCyXWUqIOAuwSaNGliOaHnnnvOcl/gjh07dlQEka9evTpwV1Se33zzzZb9FBcXm+676qqrHGVVHzdunNSqVcu0T1V49dVXV2RBt6yguWPz5s3y4YcfyokTJzRbUA0BBBBAIFYCBJLHSpZ+EUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBJJGIMPjLCO5OkCv15s0x8l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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 13,
     "metadata": {
      "image/png": {
       "width": 700
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='images/16_09.png', width=700)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Implementing RNNs for sequence modeling in TensorFlow\n",
    "\n",
    "## Project one: predicting the sentiment of IMDb movie reviews\n",
    "\n",
    "### Preparing the movie review data\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import tensorflow_datasets as tfds\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import gzip\n",
    "import shutil\n",
    "\n",
    "\n",
    "with gzip.open('../ch08/movie_data.csv.gz', 'rb') as f_in, open('movie_data.csv', 'wb') as f_out:\n",
    "    shutil.copyfileobj(f_in, f_out)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>review</th>\n",
       "      <th>sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>49995</td>\n",
       "      <td>OK, lets start with the best. the building. al...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49996</td>\n",
       "      <td>The British 'heritage film' industry is out of...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49997</td>\n",
       "      <td>I don't even know where to begin on this one. ...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49998</td>\n",
       "      <td>Richard Tyler is a little boy who is scared of...</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49999</td>\n",
       "      <td>I waited long to watch this movie. Also becaus...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  review  sentiment\n",
       "49995  OK, lets start with the best. the building. al...          0\n",
       "49996  The British 'heritage film' industry is out of...          0\n",
       "49997  I don't even know where to begin on this one. ...          0\n",
       "49998  Richard Tyler is a little boy who is scared of...          0\n",
       "49999  I waited long to watch this movie. Also becaus...          1"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('movie_data.csv', encoding='utf-8')\n",
    "\n",
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "b'In 1974, the teenager Martha Moxley (Maggie Grace)' 1\n",
      "b'OK... so... I really like Kris Kristofferson and h' 0\n",
      "b'***SPOILER*** Do not read this, if you think about' 0\n"
     ]
    }
   ],
   "source": [
    "# Step 1: Create a dataset\n",
    "\n",
    "target = df.pop('sentiment')\n",
    "\n",
    "ds_raw = tf.data.Dataset.from_tensor_slices(\n",
    "    (df.values, target.values))\n",
    "\n",
    "## inspection:\n",
    "for ex in ds_raw.take(3):\n",
    "    tf.print(ex[0].numpy()[0][:50], ex[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " * **Train/validaiton/test splits**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf.random.set_seed(1)\n",
    "\n",
    "ds_raw = ds_raw.shuffle(\n",
    "    50000, reshuffle_each_iteration=False)\n",
    "\n",
    "ds_raw_test = ds_raw.take(25000)\n",
    "ds_raw_train_valid = ds_raw.skip(25000)\n",
    "ds_raw_train = ds_raw_train_valid.take(20000)\n",
    "ds_raw_valid = ds_raw_train_valid.skip(20000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " * **Tokenizer and Encoder**\n",
    "   * `tfds.features.text.Tokenizer`: https://www.tensorflow.org/datasets/api_docs/python/tfds/features/text/Tokenizer\n",
    "   * `tfds.features.text.TokenTextEncoder`: https://www.tensorflow.org/datasets/api_docs/python/tfds/features/text/TokenTextEncoder"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " * **Encoding sequences: keeping the last 100 items in each sequence**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vocab-size: 87007\n"
     ]
    }
   ],
   "source": [
    "## Step 2: find unique tokens (words)\n",
    "\n",
    "from collections import Counter\n",
    "\n",
    "tokenizer = tfds.features.text.Tokenizer()\n",
    "token_counts = Counter()\n",
    "\n",
    "for example in ds_raw_train:\n",
    "    tokens = tokenizer.tokenize(example[0].numpy()[0])\n",
    "    token_counts.update(tokens)\n",
    "    \n",
    "print('Vocab-size:', len(token_counts))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[232, 9, 270, 1123]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Step 3: encoding each unique token into integers\n",
    "\n",
    "encoder = tfds.features.text.TokenTextEncoder(token_counts)\n",
    "\n",
    "example_str = 'This is an example!'\n",
    "encoder.encode(example_str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Step 3-A: define the function for transformation\n",
    "\n",
    "def encode(text_tensor, label):\n",
    "    text = text_tensor.numpy()[0]\n",
    "    encoded_text = encoder.encode(text)\n",
    "    return encoded_text, label\n",
    "\n",
    "## Step 3-B: wrap the encode function to a TF Op.\n",
    "def encode_map_fn(text, label):\n",
    "    return tf.py_function(encode, inp=[text, label], \n",
    "                          Tout=(tf.int64, tf.int64))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sequence length: (24,)\n",
      "Sequence length: (179,)\n",
      "Sequence length: (262,)\n",
      "Sequence length: (535,)\n",
      "Sequence length: (130,)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(<tf.Tensor: id=43302, shape=(130,), dtype=int64, numpy=\n",
       " array([  579,  1296,    32,   425,    40,   763,  9267,    65,   280,\n",
       "          308,     6,   481,   155,   473,     2,     3,   684,     9,\n",
       "          781,   176,   959,   730,  3917,    67,  9905,    13,   277,\n",
       "           24,    35,   371, 16368,     6,    14, 17231,    29,   187,\n",
       "         1651,   489,   503,   480,   143,    32,   270,  5851,  2402,\n",
       "           13,  3592,  3443,   425,  3313,   256,   257,  1577,   117,\n",
       "            8,   698,   270,   564,    56,     8,    42,  7517,  2629,\n",
       "          820,    25,    60,    79,   343,    32,   645,    14,   528,\n",
       "          241,    32,  1980,     8,    56,     8,    42,  1364,   573,\n",
       "         5183,    43,    12,  3870,    32,   312,   642,   251,  1401,\n",
       "        17232,     8,   698,   257,   750,     2,     9,    76,   235,\n",
       "            8,    42,   235,   840,   666,   258, 17233,   419,    32,\n",
       "        17234,   585,   420,   840,    25,    40,    13,    14,   198,\n",
       "          266,   623,   173,   179,  4103,   216,    25,   616, 14185,\n",
       "          186,    35, 16250,   120])>,\n",
       " <tf.Tensor: id=43303, shape=(), dtype=int64, numpy=0>)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds_train = ds_raw_train.map(encode_map_fn)\n",
    "ds_valid = ds_raw_valid.map(encode_map_fn)\n",
    "ds_test = ds_raw_test.map(encode_map_fn)\n",
    "\n",
    "tf.random.set_seed(1)\n",
    "for example in ds_train.shuffle(1000).take(5):\n",
    "    print('Sequence length:', example[0].shape)\n",
    "    \n",
    "example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " * **batch() vs. padded_batch()**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```python\n",
    "\n",
    "# this will result in error\n",
    "\n",
    "\n",
    "BATCH_SIZE = 32\n",
    "train_data = all_encoded_data.batch(BATCH_SIZE)\n",
    "\n",
    "next(iter(train_data))\n",
    "\n",
    "# Running this will result in error\n",
    "# We cannot apply .batch() to this dataset\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Individual Shape: (119,)\n",
      "Individual Shape: (688,)\n",
      "Individual Shape: (308,)\n",
      "Individual Shape: (204,)\n",
      "Individual Shape: (326,)\n",
      "Individual Shape: (240,)\n",
      "Individual Shape: (127,)\n",
      "Individual Shape: (453,)\n",
      "Batch Shape: (4, 688)\n",
      "Batch Shape: (4, 453)\n"
     ]
    }
   ],
   "source": [
    "## Take a small subset\n",
    "\n",
    "ds_subset = ds_train.take(8)\n",
    "for example in ds_subset:\n",
    "    print('Individual size:', example[0].shape)\n",
    "\n",
    "## batching the datasets\n",
    "ds_batched = ds_subset.padded_batch(\n",
    "    4, padded_shapes=([-1], []))\n",
    "\n",
    "for batch in ds_batched:\n",
    "    print('Batch dimension:', batch[0].shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "## batching the datasets\n",
    "train_data = ds_train.padded_batch(\n",
    "    32, padded_shapes=([-1],[]))\n",
    "\n",
    "valid_data = ds_valid.padded_batch(\n",
    "    32, padded_shapes=([-1],[]))\n",
    "\n",
    "test_data = ds_test.padded_batch(\n",
    "    32, padded_shapes=([-1],[]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Embedding layers for sentence encoding\n",
    "\n",
    "\n",
    " * `input_dim`: number of words, i.e. maximum integer index + 1.\n",
    " * `output_dim`: \n",
    " * `input_length`: the length of (padded) sequence\n",
    "    * for example, `'This is an example' -> [0, 0, 0, 0, 0, 0, 3, 1, 8, 9]`   \n",
    "    => input_lenght is 10\n",
    " \n",
    " \n",
    "\n",
    " * When calling the layer, takes integr values as input,   \n",
    " the embedding layer convert each interger into float vector of size `[output_dim]`\n",
    "   * If input shape is `[BATCH_SIZE]`, output shape will be `[BATCH_SIZE, output_dim]`\n",
    "   * If input shape is `[BATCH_SIZE, 10]`, output shape will be `[BATCH_SIZE, 10, output_dim]`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 25,
     "metadata": {
      "image/png": {
       "width": 700
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename='images/16_10.png', width=700)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "embed-layer (Embedding)      (None, 20, 6)             600       \n",
      "=================================================================\n",
      "Total params: 600\n",
      "Trainable params: 600\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "from tensorflow.keras.layers import Embedding\n",
    "\n",
    "\n",
    "model = tf.keras.Sequential()\n",
    "\n",
    "model.add(Embedding(input_dim=100,\n",
    "                    output_dim=6,\n",
    "                    input_length=20,\n",
    "                    name='embed-layer'))\n",
    "\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Building an RNN model\n",
    "\n",
    "* **Keras RNN layers:**\n",
    "  * `tf.keras.layers.SimpleRNN(units, return_sequences=False)`\n",
    "  * `tf.keras.layers.LSTM(..)`\n",
    "  * `tf.keras.layers.GRU(..)`\n",
    "  * `tf.keras.layers.Bidirectional()`\n",
    " \n",
    "* **Determine `return_sequenes=?`**\n",
    "  * In a multi-layer RNN, all RNN layers except the last one should have `return_sequenes=True`\n",
    "  * For the last RNN layer, decide based on the type of problem: \n",
    "     * many-to-many: -> `return_sequences=True`\n",
    "     * many-to-one : -> `return_sequenes=False`\n",
    "     * ..\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "embedding (Embedding)        (None, None, 32)          32000     \n",
      "_________________________________________________________________\n",
      "simple_rnn_1 (SimpleRNN)     (None, None, 32)          2080      \n",
      "_________________________________________________________________\n",
      "simple_rnn_2 (SimpleRNN)     (None, 32)                2080      \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 1)                 33        \n",
      "=================================================================\n",
      "Total params: 36,193\n",
      "Trainable params: 36,193\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "## An example of building a RNN model\n",
    "## with SimpleRNN layer\n",
    "\n",
    "from tensorflow.keras import Sequential\n",
    "from tensorflow.keras.layers import Embedding\n",
    "from tensorflow.keras.layers import SimpleRNN\n",
    "from tensorflow.keras.layers import Dense\n",
    "\n",
    "model = Sequential()\n",
    "model.add(Embedding(1000, 32))\n",
    "model.add(SimpleRNN(32, return_sequences=True))\n",
    "model.add(SimpleRNN(32))\n",
    "model.add(Dense(1))\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_2\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "embedding_1 (Embedding)      (None, None, 32)          320000    \n",
      "_________________________________________________________________\n",
      "lstm (LSTM)                  (None, None, 32)          8320      \n",
      "_________________________________________________________________\n",
      "lstm_1 (LSTM)                (None, 32)                8320      \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 1)                 33        \n",
      "=================================================================\n",
      "Total params: 336,673\n",
      "Trainable params: 336,673\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "## An example of building a RNN model\n",
    "## with LSTM layer\n",
    "\n",
    "\n",
    "from tensorflow.keras.layers import LSTM\n",
    "\n",
    "\n",
    "model = Sequential()\n",
    "model.add(Embedding(10000, 32))\n",
    "model.add(LSTM(32, return_sequences=True))\n",
    "model.add(LSTM(32))\n",
    "model.add(Dense(1))\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_3\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "embedding_2 (Embedding)      (None, None, 32)          320000    \n",
      "_________________________________________________________________\n",
      "gru (GRU)                    (None, None, 32)          6336      \n",
      "_________________________________________________________________\n",
      "gru_1 (GRU)                  (None, 32)                6336      \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 1)                 33        \n",
      "=================================================================\n",
      "Total params: 332,705\n",
      "Trainable params: 332,705\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "## An example of building a RNN model\n",
    "## with GRU layer\n",
    "from tensorflow.keras.layers import GRU\n",
    "\n",
    "model = Sequential()\n",
    "model.add(Embedding(10000, 32))\n",
    "model.add(GRU(32, return_sequences=True))\n",
    "model.add(GRU(32))\n",
    "model.add(Dense(1))\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Building an RNN model for the sentiment analysis task"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_4\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "embed-layer (Embedding)      (None, None, 20)          1740180   \n",
      "_________________________________________________________________\n",
      "bidir-lstm (Bidirectional)   (None, 128)               43520     \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              (None, 64)                8256      \n",
      "_________________________________________________________________\n",
      "dense_4 (Dense)              (None, 1)                 65        \n",
      "=================================================================\n",
      "Total params: 1,792,021\n",
      "Trainable params: 1,792,021\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "Epoch 1/10\n",
      "625/625 [==============================] - 383s 613ms/step - loss: 0.5173 - accuracy: 0.7376 - val_loss: 0.0000e+00 - val_accuracy: 0.0000e+00\n",
      "Epoch 2/10\n",
      "625/625 [==============================] - 369s 590ms/step - loss: 0.2747 - accuracy: 0.8955 - val_loss: 0.3982 - val_accuracy: 0.8516\n",
      "Epoch 3/10\n",
      "625/625 [==============================] - 369s 590ms/step - loss: 0.1528 - accuracy: 0.9478 - val_loss: 0.4270 - val_accuracy: 0.8588\n",
      "Epoch 4/10\n",
      "625/625 [==============================] - 369s 590ms/step - loss: 0.0958 - accuracy: 0.9674 - val_loss: 0.6082 - val_accuracy: 0.8358\n",
      "Epoch 5/10\n",
      "625/625 [==============================] - 368s 589ms/step - loss: 0.0551 - accuracy: 0.9836 - val_loss: 0.6766 - val_accuracy: 0.8468\n",
      "Epoch 6/10\n",
      "625/625 [==============================] - 368s 590ms/step - loss: 0.0454 - accuracy: 0.9858 - val_loss: 0.6429 - val_accuracy: 0.8398\n",
      "Epoch 7/10\n",
      "625/625 [==============================] - 369s 591ms/step - loss: 0.0418 - accuracy: 0.9870 - val_loss: 0.6093 - val_accuracy: 0.8388\n",
      "Epoch 8/10\n",
      "625/625 [==============================] - 369s 590ms/step - loss: 0.0288 - accuracy: 0.9908 - val_loss: 0.7021 - val_accuracy: 0.8356\n",
      "Epoch 9/10\n",
      "625/625 [==============================] - 368s 590ms/step - loss: 0.0308 - accuracy: 0.9909 - val_loss: 0.7601 - val_accuracy: 0.8392\n",
      "Epoch 10/10\n",
      "625/625 [==============================] - 369s 590ms/step - loss: 0.0205 - accuracy: 0.9931 - val_loss: 0.8158 - val_accuracy: 0.8388\n",
      "782/782 [==============================] - 144s 185ms/step - loss: 0.8131 - accuracy: 0.8392\n",
      "Test Acc.: 83.92%\n"
     ]
    }
   ],
   "source": [
    "embedding_dim = 20\n",
    "vocab_size = len(token_counts) + 2\n",
    "\n",
    "tf.random.set_seed(1)\n",
    "\n",
    "## build the model\n",
    "bi_lstm_model = tf.keras.Sequential([\n",
    "    tf.keras.layers.Embedding(\n",
    "        input_dim=vocab_size,\n",
    "        output_dim=embedding_dim,\n",
    "        name='embed-layer'),\n",
    "    \n",
    "    tf.keras.layers.Bidirectional(\n",
    "        tf.keras.layers.LSTM(64, name='lstm-layer'),\n",
    "        name='bidir-lstm'), \n",
    "\n",
    "    tf.keras.layers.Dense(64, activation='relu'),\n",
    "    \n",
    "    tf.keras.layers.Dense(1, activation='sigmoid')\n",
    "])\n",
    "\n",
    "bi_lstm_model.summary()\n",
    "\n",
    "## compile and train:\n",
    "bi_lstm_model.compile(\n",
    "    optimizer=tf.keras.optimizers.Adam(1e-3),\n",
    "    loss=tf.keras.losses.BinaryCrossentropy(from_logits=False),\n",
    "    metrics=['accuracy'])\n",
    "\n",
    "history = bi_lstm_model.fit(\n",
    "    train_data, \n",
    "    validation_data=valid_data, \n",
    "    epochs=10)\n",
    "\n",
    "## evaluate on the test data\n",
    "test_results= bi_lstm_model.evaluate(test_data)\n",
    "print('Test Acc.: {:.2f}%'.format(test_results[1]*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "if not os.path.exists('models'):\n",
    "    os.mkdir('models')\n",
    "\n",
    "\n",
    "bi_lstm_model.save('models/Bidir-LSTM-full-length-seq.h5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " * **Trying SimpleRNN with short sequences**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess_datasets(\n",
    "    ds_raw_train, \n",
    "    ds_raw_valid, \n",
    "    ds_raw_test,\n",
    "    max_seq_length=None,\n",
    "    batch_size=32):\n",
    "    \n",
    "    ## Step 1: (already done => creating a dataset)\n",
    "    ## Step 2: find unique tokens\n",
    "    tokenizer = tfds.features.text.Tokenizer()\n",
    "    token_counts = Counter()\n",
    "\n",
    "    for example in ds_raw_train:\n",
    "        tokens = tokenizer.tokenize(example[0].numpy()[0])\n",
    "        if max_seq_length is not None:\n",
    "            tokens = tokens[-max_seq_length:]\n",
    "        token_counts.update(tokens)\n",
    "\n",
    "    print('Vocab-size:', len(token_counts))\n",
    "\n",
    "\n",
    "    ## Step 3: encoding the texts\n",
    "    encoder = tfds.features.text.TokenTextEncoder(token_counts)\n",
    "    def encode(text_tensor, label):\n",
    "        text = text_tensor.numpy()[0]\n",
    "        encoded_text = encoder.encode(text)\n",
    "        if max_seq_length is not None:\n",
    "            encoded_text = encoded_text[-max_seq_length:]\n",
    "        return encoded_text, label\n",
    "\n",
    "    def encode_map_fn(text, label):\n",
    "        return tf.py_function(encode, inp=[text, label], \n",
    "                              Tout=(tf.int64, tf.int64))\n",
    "\n",
    "    ds_train = ds_raw_train.map(encode_map_fn)\n",
    "    ds_valid = ds_raw_valid.map(encode_map_fn)\n",
    "    ds_test = ds_raw_test.map(encode_map_fn)\n",
    "\n",
    "    ## Step 4: batching the datasets\n",
    "    train_data = ds_train.padded_batch(\n",
    "        batch_size, padded_shapes=([-1],[]))\n",
    "\n",
    "    valid_data = ds_valid.padded_batch(\n",
    "        batch_size, padded_shapes=([-1],[]))\n",
    "\n",
    "    test_data = ds_test.padded_batch(\n",
    "        batch_size, padded_shapes=([-1],[]))\n",
    "\n",
    "    return (train_data, valid_data, \n",
    "            test_data, len(token_counts))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_rnn_model(embedding_dim, vocab_size,\n",
    "                    recurrent_type='SimpleRNN',\n",
    "                    n_recurrent_units=64,\n",
    "                    n_recurrent_layers=1,\n",
    "                    bidirectional=True):\n",
    "\n",
    "    tf.random.set_seed(1)\n",
    "\n",
    "    # build the model\n",
    "    model = tf.keras.Sequential()\n",
    "    \n",
    "    model.add(\n",
    "        Embedding(\n",
    "            input_dim=vocab_size,\n",
    "            output_dim=embedding_dim,\n",
    "            name='embed-layer')\n",
    "    )\n",
    "    \n",
    "    for i in range(n_recurrent_layers):\n",
    "        return_sequences = (i < n_recurrent_layers-1)\n",
    "            \n",
    "        if recurrent_type == 'SimpleRNN':\n",
    "            recurrent_layer = SimpleRNN(\n",
    "                units=n_recurrent_units, \n",
    "                return_sequences=return_sequences,\n",
    "                name='simprnn-layer-{}'.format(i))\n",
    "        elif recurrent_type == 'LSTM':\n",
    "            recurrent_layer = LSTM(\n",
    "                units=n_recurrent_units, \n",
    "                return_sequences=return_sequences,\n",
    "                name='lstm-layer-{}'.format(i))\n",
    "        elif recurrent_type == 'GRU':\n",
    "            recurrent_layer = GRU(\n",
    "                units=n_recurrent_units, \n",
    "                return_sequences=return_sequences,\n",
    "                name='gru-layer-{}'.format(i))\n",
    "        \n",
    "        if bidirectional:\n",
    "            recurrent_layer = Bidirectional(\n",
    "                recurrent_layer, name='bidir-'+recurrent_layer.name)\n",
    "            \n",
    "        model.add(recurrent_layer)\n",
    "\n",
    "    model.add(tf.keras.layers.Dense(64, activation='relu'))\n",
    "    model.add(tf.keras.layers.Dense(1, activation='sigmoid'))\n",
    "    \n",
    "    return model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vocab-size: 58063\n",
      "Model: \"sequential_5\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "embed-layer (Embedding)      (None, None, 20)          1161300   \n",
      "_________________________________________________________________\n",
      "bidir-simprnn-layer-0 (Bidir (None, 128)               10880     \n",
      "_________________________________________________________________\n",
      "dense_5 (Dense)              (None, 64)                8256      \n",
      "_________________________________________________________________\n",
      "dense_6 (Dense)              (None, 1)                 65        \n",
      "=================================================================\n",
      "Total params: 1,180,501\n",
      "Trainable params: 1,180,501\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "from tensorflow.keras.layers import Bidirectional\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "embedding_dim = 20\n",
    "max_seq_length = 100\n",
    "\n",
    "train_data, valid_data, test_data, n = preprocess_datasets(\n",
    "    ds_raw_train, ds_raw_valid, ds_raw_test, \n",
    "    max_seq_length=max_seq_length, \n",
    "    batch_size=batch_size\n",
    ")\n",
    "\n",
    "\n",
    "vocab_size = n + 2\n",
    "\n",
    "rnn_model = build_rnn_model(\n",
    "    embedding_dim, vocab_size,\n",
    "    recurrent_type='SimpleRNN', \n",
    "    n_recurrent_units=64,\n",
    "    n_recurrent_layers=1,\n",
    "    bidirectional=True)\n",
    "\n",
    "rnn_model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "625/625 [==============================] - 68s 109ms/step - loss: 0.7055 - accuracy: 0.5026 - val_loss: 0.0000e+00 - val_accuracy: 0.0000e+00\n",
      "Epoch 2/10\n",
      "625/625 [==============================] - 66s 106ms/step - loss: 0.7037 - accuracy: 0.5113 - val_loss: 0.6953 - val_accuracy: 0.5072\n",
      "Epoch 3/10\n",
      "625/625 [==============================] - 66s 106ms/step - loss: 0.6954 - accuracy: 0.5213 - val_loss: 0.6884 - val_accuracy: 0.5452\n",
      "Epoch 4/10\n",
      "625/625 [==============================] - 67s 106ms/step - loss: 0.6317 - accuracy: 0.6259 - val_loss: 0.6152 - val_accuracy: 0.6522\n",
      "Epoch 5/10\n",
      "625/625 [==============================] - 66s 106ms/step - loss: 0.4913 - accuracy: 0.7629 - val_loss: 0.7798 - val_accuracy: 0.6278\n",
      "Epoch 6/10\n",
      "625/625 [==============================] - 66s 106ms/step - loss: 0.4252 - accuracy: 0.8094 - val_loss: 0.6105 - val_accuracy: 0.7432\n",
      "Epoch 7/10\n",
      "625/625 [==============================] - 66s 106ms/step - loss: 0.4100 - accuracy: 0.8122 - val_loss: 0.6718 - val_accuracy: 0.7016\n",
      "Epoch 8/10\n",
      "625/625 [==============================] - 66s 106ms/step - loss: 0.3749 - accuracy: 0.8281 - val_loss: 0.7762 - val_accuracy: 0.6348\n",
      "Epoch 9/10\n",
      "625/625 [==============================] - 66s 106ms/step - loss: 0.2711 - accuracy: 0.8813 - val_loss: 0.7503 - val_accuracy: 0.6892\n",
      "Epoch 10/10\n",
      "625/625 [==============================] - 66s 106ms/step - loss: 0.1665 - accuracy: 0.9367 - val_loss: 0.7172 - val_accuracy: 0.7454\n"
     ]
    }
   ],
   "source": [
    "rnn_model.compile(optimizer=tf.keras.optimizers.Adam(1e-3),\n",
    "                  loss=tf.keras.losses.BinaryCrossentropy(from_logits=False),\n",
    "                  metrics=['accuracy'])\n",
    "\n",
    "\n",
    "history = rnn_model.fit(\n",
    "    train_data, \n",
    "    validation_data=valid_data, \n",
    "    epochs=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "782/782 [==============================] - 39s 50ms/step - loss: 0.7098 - accuracy: 0.7478\n"
     ]
    }
   ],
   "source": [
    "results = rnn_model.evaluate(test_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Acc.: 74.78%\n"
     ]
    }
   ],
   "source": [
    "print('Test Acc.: {:.2f}%'.format(results[1]*100))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Optional exercise: \n",
    "\n",
    "### Uni-directional SimpleRNN with full-length sequences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vocab-size: 87007\n",
      "Model: \"sequential_6\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "embed-layer (Embedding)      (None, None, 20)          1740180   \n",
      "_________________________________________________________________\n",
      "simprnn-layer-0 (SimpleRNN)  (None, 64)                5440      \n",
      "_________________________________________________________________\n",
      "dense_7 (Dense)              (None, 64)                4160      \n",
      "_________________________________________________________________\n",
      "dense_8 (Dense)              (None, 1)                 65        \n",
      "=================================================================\n",
      "Total params: 1,749,845\n",
      "Trainable params: 1,749,845\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "batch_size = 32\n",
    "embedding_dim = 20\n",
    "max_seq_length = None\n",
    "\n",
    "train_data, valid_data, test_data, n = preprocess_datasets(\n",
    "    ds_raw_train, ds_raw_valid, ds_raw_test, \n",
    "    max_seq_length=max_seq_length, \n",
    "    batch_size=batch_size\n",
    ")\n",
    "\n",
    "\n",
    "vocab_size = n + 2\n",
    "\n",
    "rnn_model = build_rnn_model(\n",
    "    embedding_dim, vocab_size,\n",
    "    recurrent_type='SimpleRNN', \n",
    "    n_recurrent_units=64,\n",
    "    n_recurrent_layers=1,\n",
    "    bidirectional=False)\n",
    "\n",
    "rnn_model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "625/625 [==============================] - 225s 361ms/step - loss: 0.6993 - accuracy: 0.5034 - val_loss: 0.0000e+00 - val_accuracy: 0.0000e+00\n",
      "Epoch 2/10\n",
      "625/625 [==============================] - 225s 361ms/step - loss: 0.6993 - accuracy: 0.5006 - val_loss: 0.6998 - val_accuracy: 0.5010\n",
      "Epoch 3/10\n",
      "625/625 [==============================] - 226s 361ms/step - loss: 0.6968 - accuracy: 0.5034 - val_loss: 0.6960 - val_accuracy: 0.5004\n",
      "Epoch 4/10\n",
      "625/625 [==============================] - 225s 360ms/step - loss: 0.6958 - accuracy: 0.5038 - val_loss: 0.6953 - val_accuracy: 0.5002\n",
      "Epoch 5/10\n",
      "625/625 [==============================] - 226s 361ms/step - loss: 0.6952 - accuracy: 0.5045 - val_loss: 0.6947 - val_accuracy: 0.4952\n",
      "Epoch 6/10\n",
      "625/625 [==============================] - 226s 361ms/step - loss: 0.6945 - accuracy: 0.5080 - val_loss: 0.6945 - val_accuracy: 0.4956\n",
      "Epoch 7/10\n",
      "625/625 [==============================] - 225s 360ms/step - loss: 0.6940 - accuracy: 0.5109 - val_loss: 0.6945 - val_accuracy: 0.4960\n",
      "Epoch 8/10\n",
      "625/625 [==============================] - 225s 360ms/step - loss: 0.6936 - accuracy: 0.5110 - val_loss: 0.6963 - val_accuracy: 0.4968\n",
      "Epoch 9/10\n",
      "625/625 [==============================] - 226s 361ms/step - loss: 0.6934 - accuracy: 0.5101 - val_loss: 0.6948 - val_accuracy: 0.4960\n",
      "Epoch 10/10\n",
      "625/625 [==============================] - 225s 361ms/step - loss: 0.6935 - accuracy: 0.5096 - val_loss: 0.6936 - val_accuracy: 0.4986\n"
     ]
    }
   ],
   "source": [
    "rnn_model.compile(optimizer=tf.keras.optimizers.Adam(1e-3),\n",
    "                  loss=tf.keras.losses.BinaryCrossentropy(from_logits=False),\n",
    "                  metrics=['accuracy'])\n",
    "\n",
    "history = rnn_model.fit(\n",
    "    train_data, \n",
    "    validation_data=valid_data, \n",
    "    epochs=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Appendix\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A -- An alternative way to get the dataset: using tensorflow_datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tfds.core.DatasetInfo(\n",
      "    name='imdb_reviews',\n",
      "    version=0.1.0,\n",
      "    description='Large Movie Review Dataset.\n",
      "This is a dataset for binary sentiment classification containing substantially more data than previous benchmark datasets. We provide a set of 25,000 highly polar movie reviews for training, and 25,000 for testing. There is additional unlabeled data for use as well.',\n",
      "    urls=['http://ai.stanford.edu/~amaas/data/sentiment/'],\n",
      "    features=FeaturesDict({\n",
      "        'label': ClassLabel(shape=(), dtype=tf.int64, num_classes=2),\n",
      "        'text': Text(shape=(), dtype=tf.string),\n",
      "    }),\n",
      "    total_num_examples=100000,\n",
      "    splits={\n",
      "        'test': 25000,\n",
      "        'train': 25000,\n",
      "        'unsupervised': 50000,\n",
      "    },\n",
      "    supervised_keys=('text', 'label'),\n",
      "    citation=\"\"\"@InProceedings{maas-EtAl:2011:ACL-HLT2011,\n",
      "      author    = {Maas, Andrew L.  and  Daly, Raymond E.  and  Pham, Peter T.  and  Huang, Dan  and  Ng, Andrew Y.  and  Potts, Christopher},\n",
      "      title     = {Learning Word Vectors for Sentiment Analysis},\n",
      "      booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies},\n",
      "      month     = {June},\n",
      "      year      = {2011},\n",
      "      address   = {Portland, Oregon, USA},\n",
      "      publisher = {Association for Computational Linguistics},\n",
      "      pages     = {142--150},\n",
      "      url       = {http://www.aclweb.org/anthology/P11-1015}\n",
      "    }\"\"\",\n",
      "    redistribution_info=,\n",
      ")\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "dict_keys(['test', 'train', 'unsupervised'])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imdb_bldr = tfds.builder('imdb_reviews')\n",
    "print(imdb_bldr.info)\n",
    "\n",
    "imdb_bldr.download_and_prepare()\n",
    "\n",
    "datasets = imdb_bldr.as_dataset(shuffle_files=False)\n",
    "\n",
    "datasets.keys()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "imdb_train = datasets['train']\n",
    "imdb_train = datasets['test']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### B -- Tokenizer and Encoder\n",
    "\n",
    " * `tfds.features.text.Tokenizer`: https://www.tensorflow.org/datasets/api_docs/python/tfds/features/text/Tokenizer\n",
    " * `tfds.features.text.TokenTextEncoder`: https://www.tensorflow.org/datasets/api_docs/python/tfds/features/text/TokenTextEncoder\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<TokenTextEncoder vocab_size=6>\n",
      "[2, 1, 4, 3]\n",
      "[2, 1, 4, 3, 5, 5, 5, 5, 5, 5]\n"
     ]
    }
   ],
   "source": [
    "vocab_set = {'a', 'b', 'c', 'd'}\n",
    "encoder = tfds.features.text.TokenTextEncoder(vocab_set)\n",
    "print(encoder)\n",
    "\n",
    "print(encoder.encode(b'a b c d, , : .'))\n",
    "\n",
    "print(encoder.encode(b'a b c d e f g h i z'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### C -- Text Pre-processing with Keras "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1, 2, 3, 4], [5, 6, 7, 8]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 0, 0, 0, 0, 1, 2, 3, 4],\n",
       "       [0, 0, 0, 0, 0, 0, 5, 6, 7, 8]], dtype=int32)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "TOP_K = 200\n",
    "MAX_LEN = 10\n",
    "\n",
    "tokenizer = tf.keras.preprocessing.text.Tokenizer(num_words=TOP_K)\n",
    "\n",
    "tokenizer.fit_on_texts(['this is an example', 'je suis en forme '])\n",
    "sequences = tokenizer.texts_to_sequences(['this is an example', 'je suis en forme '])\n",
    "print(sequences)\n",
    "\n",
    "tf.keras.preprocessing.sequence.pad_sequences(sequences, maxlen=MAX_LEN)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "25000\n",
      "(25000, 500)\n"
     ]
    }
   ],
   "source": [
    "TOP_K = 20000\n",
    "MAX_LEN = 500\n",
    "\n",
    "tokenizer = tf.keras.preprocessing.text.Tokenizer(num_words=TOP_K)\n",
    "\n",
    "tokenizer.fit_on_texts(\n",
    "    [example['text'].numpy().decode('utf-8') \n",
    "     for example in imdb_train])\n",
    "\n",
    "x_train = tokenizer.texts_to_sequences(\n",
    "    [example['text'].numpy().decode('utf-8')\n",
    "     for example in imdb_train])\n",
    "\n",
    "print(len(x_train))\n",
    "\n",
    "\n",
    "x_train_padded = tf.keras.preprocessing.sequence.pad_sequences(\n",
    "    x_train, maxlen=MAX_LEN)\n",
    "\n",
    "print(x_train_padded.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### D -- Embedding\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-0.0208060984 0.0142502077 0.0475785471 -0.00649005175]\n",
      " [-0.00420691818 -0.0375086069 -0.00477621704 0.00311584398]\n",
      " [0.028728161 -0.0440448038 -0.0428906195 -0.019158531]\n",
      " [-0.0248817336 0.0408470519 -0.00285203382 -0.0257614851]\n",
      " [0.0443614833 0.00331580639 0.043055404 -0.011118304]\n",
      " [-0.0281324144 0.00720113516 0.0192188732 -0.0186921246]]\n",
      "TensorShape([6, 4])\n",
      "[[-0.0208060984 0.0142502077 0.0475785471 -0.00649005175]]\n"
     ]
    }
   ],
   "source": [
    "from tensorflow.keras.layers import Embedding\n",
    "\n",
    "\n",
    "tf.random.set_seed(1)\n",
    "embed = Embedding(input_dim=100, output_dim=4)\n",
    "\n",
    "inp_arr = np.array([1, 98, 5, 6, 67, 45])\n",
    "tf.print(embed(inp_arr))\n",
    "tf.print(embed(inp_arr).shape)\n",
    "\n",
    "tf.print(embed(np.array([1])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br>\n",
    "<br>\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "Readers may ignore the next cell.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[NbConvertApp] Converting notebook ch16_part1.ipynb to script\n",
      "[NbConvertApp] Writing 17277 bytes to ch16_part1.py\n"
     ]
    }
   ],
   "source": [
    "! python ../.convert_notebook_to_script.py --input ch16_part1.ipynb --output ch16_part1.py"
   ]
  }
 ],
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   "display_name": "Python 3",
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