248_语言模型.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 语言模型"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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GKUKRFY3Hp55/eEDws9NrmD71wMegY7nMtcBYjJk0nWTv4fe9gYqg4+PoOKU2O7pmj/REtHfxJHOWLNEPmXzlhlPMHvklhBBCCCE+k7gFK+0eC1o3ZsrZ0OdT6ezJ0rgVmbfPZOuzqIJVDprPXEH7sMHJfJZBhXaFBitninVZwtLaYYtXaNybXIE/YhusdE6k8c5LOufIrjgVAXfOcPb+WxQ67FLkoKCXC9auTZXfTY5fekxwPN539Fn4X2XztJEMn7CM477BKHToXYvRa/ka+gf1Zf2kj5MmyPoD0/fmIG/renRZ/ZQi/YZT88YUCh8JDBcuLE+OcvCCmSoFjICJ8ycvhtx/pbMjS64cVodPfspIrubNKPXbKf7yV1jub2DJH2OpUjdJ9LO+3M6Isbt5pQBdYkr3HkHD1NElOo2n+8fSpuVQNj60hG6Thv+tI+y89X6aPex7ko1WLfJxakFPOq56FcXz1izc2zyczjb0bJqv7uHgnTCBWvNj37DOzPpuOz97RYxPZo4NzI3z4JgkJg2z9FYJIYQQQvyr4has9Kkp51MEl63beKHpSV5uJKsmeTHxz5nx3DwbGNLw/bQ9jIu0frWJIz3yUGrcVczoSPLtcHYtqmm93Pqm5qSrtRCrjyvSu1J91Ba8noeNfsEcGvU9I/a9i3Cx7kiyNOnJYLYeEwOf3+Pxa3PI88ASJMczZSKrvRaGNEk//Nv8YC+zJyzhmK8FdHpccjdl3OIptMyTkMAtkcycMA9tluzFq8Y5vGrZMf/b37lpVqCzw8s7K0/OXeC1+RoH99/DUiADBu0xJ8/cDgm4xiwULuQWq9Lxes861CvZh72HUlCydlNqZo3ZfG/On+VxwqTY655jX7gH49tni0HhCz1O+HLlTsT9H5YOZ890pPwidVYsXN24lXMROiq1l7sY3GU+VTe2JkO4dii0YBNBX6JpQgghhBDCZnEcCmggQ8tf6TJvD78GNGPh0i54J4jsyv1LM2P5cOFqwPDFChPak7ZgRdKGe+0tfvMiaYB9QQbsvs4Aq8sKZFPzdNRa+AQF2BUZyOG/OuIRgwRjzNqauVMPUrDJHrw6TmLm4DpkcQIsQVgyVKNLPw8ClI5E+b0+fvCGVJT7wZ0b03wYedAfBehdKtFz9resLNWZXYHBnNyxA98ubUn9+iAHTgejAINbQYrmjPzwCTw6i75LL0Ryr5zijaEQVWpnI13Cp+yf3Z/97995ehTf90MQtXv8Maozvkk+9tZkKFuXeh7H+cfpPvO6d/x0pTpH8v04ghb5PwZp5xI96Vf3IKtzDGFi14p4hlY8eb6gBhnbbuOtMuCRPh32OFFz3i2eTVcRQpiZi2MqUmHMeYKxI0+vXezokSPSk0ZncCRxVM+gMl9m3cYz4SszuibH+eVTnv0xkJ7Lq7KycYowM9iRp9MKZjb0iD68vttOz0pD2C+9VkIIIYQQ/5q4F68w5ubnYZPJ6NkEnxR6CIzJTCZePb7PveAww5ssz/hQ10Ip3r18wL174W7CwvdVUBS9DmEnDSLo/Xg9XQISJPj/9jAfPSlqj2NHTh2Zs7t/6NXxW9+C7D/+iVPWPBRrMZZ5NT+9bydhjpIU8tjNn/f15P6pH03yJeRRTiO7Tgbz9sg2/nzWmu+P7+bIm5DCFQm+KU5BK118QZe3MH3qlih6W3ZHvRmWxxxaPI1Dkb55ksORvaxLRL3iQ8IFK/QpaTB3L/WcnMJUkTRx5cJVTArQOZApa2jITJiMZJ/ctGUmsWOYB0k7JMbV1TVOJ4358lo2njWHO44dS7Wl1a3R/Hb2Mev79mNjpdmkD/O+U6pcFCock3usLpFY7rESQgghhPhX2VAVUE+ySq1oFJtZTAfomy8dfa29r/xY38qL9XFtkhZEkOn9pas9jo7/D6829cnJnFmhzOaQGnPafZbP3YLv29eoc9co4ZEB/fv3ADDx6oUJt7L92Lw/G126n6B2zyI4Gs1UrZSN4SfPE/xmH+s23yPt6d34WgBdAopWqYDrv7WNsWG6w+7Fm/Er2o0GeYygPeXc+fuhwxm98M6bGEyHGFS5DasefVqp0fT89ocHBF+eWZvcq6x1SxnJ/vNqVneIbJhiIEcXLONsxJv0jDn4qasPC1ps4Pn95Yya3Y2pH940c26iD7l+j8Epqr3hQZwffCWEEEIIIeJDPDwg+Cuiggj60E0SwK2Dm9hwKbJwZeHGrdDCGyiCH5xiywbrO8N8+j7/K6OsAjc0x7POYp5FVs3d8oBFtV1ZFOFlnd6ZtCU7MXPdcKauqRP6qpE81avgNeY8l82v2bO4Hw6372IBdI5F+K6a9SFqjnm/p3f/vDEqNhJwYTUzNl4l0uJ6Oge8fNrxfd5EVguLfJzWnpw5wocezXcR9XK2YMNzHZk6FaH2pFI4mM5y9mrIcEZ94lzkzWIE9Rbf61e5cj+qFisCn9ziyhNr79uR4KmVntUXm5i29AZmDKRKk4KnDx6GDgnUk7JeFxqP2MIsYwsGtMqK8UOyUrz1vcEV3+g2XAghhBBCfA0+f7DSp6BU8570rmTlovXtWVZN384tM2DMRNWf65EngbWF6UhUIJPVRmsvnuNnCb20DT7PnJa1mRNtAxWvdg+jXjSj0/7LlBbAwxd63BKHj0r2+ZvQIO9EBp0w8Xb/MtYROgywSA2+S2N9mKVDvsYMzhf9es23FtGgzE2CrI3zVCb+OX2XjBNW0cIr9oeq3q0sFfMnYMMOf/7ZvJJDo0tR4tRuDjzRAB323oVDhjMqL6r3GEqa1xHTqOLJ3plM3/UQCwY8KvxM29JuVkKegZSlUkYSNi3c/H0Gm59qYMxCrbpZWDDp4cceQ6cStOvVjxxF+lAthR1PKndjVJInfJKLLTdYN2oOR/w0MHhQuWsnyqeI5DMwepE/qnu9hBBCCCHEZ/EFglVi0udIi/3ZjWw97kTb9StonfHjYCnT4e6sn749ZFK3MrQfNRIfa+X5omF+9Jgn1p67+/+E0asS7Tq74q/AdH0b87ZdI0jpsMtQkRY1cvAxsyqeHV3GsqNP0XT25KlTH++IR4MxO02aFGf0yT0EvH8+md6VKi1/IK2Nt69ZHmygQ/WfWHvPjEKPS8b0GG7f4rkGGFKT3estV6/6hUxX42eS7ZhOTY9YViPRe1CnUUX6/rUevzsrmbyiJ4lv7uQfM4CR3OXKE1K1PQNVO/Wl6icLMHMmeB0zdz3Egh73Yi3o0987VieN5rueQb8dIECBXba6NPC+zIJwUxjI1nIw2UL/5168Kd2KR7KgF/PZO2Q2ADpjLmr17Ekbt1g0RAghhBBCfFZfYCigPYGnljJx/n5eKz29Wowl39beFHAGsHDv0FH+sQDosM+el7w2fNtuunmde6EdYwY3byoUTRemaEFYildX9nHg2ms0dNinLcy3ed2tDm3Tnp5l59E71ntWviLGXI0YNr4RmC8zrvy8kCINhlTUHbWY6fU/bqP2fBOtvpmKBuiTVuHn1rkiORgMpP3+RyoO2seG0KcGGzM2oEMt6/sqJsx31tGx+o/MvhjyHDH7zM2Z/VtSBtUeFxKs9B40mPELN1o1YfGtYN5dmkMTHyOLN02mZtrYhCs97tUbU81tI0t8X7BtZDeMTpdDeouMXpSt4IXu0VHW7b7B20g/W437F/0+PNDX79IfLFtyPopt1+GQoRS1i3uG3mf1it1D+7LqoQV0duSp1wBv48BI59T87nDp3is0K8eY5dx+LoTeP6hLmgTd3XOce2S9HYYknmRP52LT5ySEEEIIIWJBxZd3G1Uzd70CFA6V1KwnYd4LOqvGlnFRelDo7FT6unPVpUCllPmKGlXMQelAgZ3KP/icCo5zA4LViX55lB0o0Cu3phtUgNVpg9Th7lmVMXTa5E3Wq3dRbloz5a5HAcqQsaPaGxST9gSo5XUThm6bQWXsuFcFhbbz7h+/qoGLbyhz5GtTG5u5h+wrUPZlJ6v7lpisLyyzujXnO+WmR4FOORQYqs6F27Ev1F8dsys7HQqdvcrV85D17fffp7pkNYZ8ruhV0poL1KNYt+ejN+dmqfqZ3n/mOmVIUUlNPPtOBR3pobIbQ7YZu4Jq2MVg5X9ijCqXPPSYQqcSZGmkFlyy/qlGLkidHVZYOelClx36Y8zeUx0NUipwWyvlYQj/Xtx/9CpZ43Uf96XltppVNanSg9IlrqCm/mNWAYtrqQS6kO1JVG/Fh2M0YHldlVAXX+0Iv2whhBBCCPH5fZkvtO3z0HXhNOqntUOngrm99icq1hjBtjUTmXPMFHLnjv031K4X+TOCYkR7xOEj10LvXTGSPa+31Qf+/lvU2yus6lqGgtX6MWbuJu7GpLpDHGiPV9Kr/1aeagCKoJMj8SnfinFbrvJGM3FlTnOaTr9CsNJhl7kV4/sUs7Kv3rBvcAdmXnt/R5CG35ah9N/y/NN7gKJl4p/1XSlf5idW3wxCoUPvWoIBq5fTOU9ka9fhnP8XVq3sTREXPaB4d20ZrUpXps/2BzEqjBHCnjydR9Dcy/jx3iidHd7fN/789yLp0/Hj0I7kdTDgWa8LjdN/sQerCSGEEEKIL+yLVQU0pGvI3I1PeFmlOzseB/PgzwFU2wEoBehxrdKWH7PZcOH5ci97ToVWZTN6kjd/6q9qGFTgtSW0LLqG5ef90BTojixjyeWODMgV/x+BPmVdJm9S5Jg6g3lrDnP/3Tvu7Z9HjwOLGJsrJwmun+WhRaFzykPHGcMp7xLZUiw8WNeF1pMuhKvYp8y3WdSlG5ULLKBu6hju4Vfn+L1Pa7rPOc4zc0gBDGPqbxm5fiXdCyWJaktwLTeMrZscqF17KPufWbA8PcDoGgU50nkKc4fVwSsm6TlRWfr2+JYlbbfxSgF6NzJlToYOcCg9nANXehAcaVK0cG1qHWpNuYwZO3J0Ws/anzNHcVzpMSZOFS6kOuT7me5NbvCyd2WSAG+tzGmfqx59BuXEpCK+o/A/tZTJW24SrEBnMGLQLJiVQmeXCZ+OjcifKGI5DR0OOXMhNSyEEEIIIb6geOv7imooYBj+Z2ep+l6OoUPBQn8MHqrRykdWhsbFhEU9nFtNJQkdSqVP2Uxt9I9q+i8xFPCNWlQzQfjtfP+jT6LyNJutTvtFurZ4GAoYZml3dqupP5dXGZz14duis1M5exy0MlzMoh5t66zyJdSFTmuvsjTsouqkM4YuQ69cSg5Xf0e5j5VSyqwe7hmtamdxDrNunbJPX1vNPBd+zZ8OBQx/NPj9PVZ9m8r4cTk6g3LJ10LNPvFSRbt7LA/UknoplSHM9uscM6jqw/9QtwOjmjFYnR6YN3R4qZ3KN/BMnIaqmoOCPhzb1oYCWm363VWqaUa7D/s9Rb3JanLtFKHDag3K47vp6kJUB68QQgghhPgivnynjl1CXJM4hi9ZbXnAsoZZyV7pZyZuvsBzs7WZrbBcY/GCXbwOfTaQe6WalHOOtxbHTcDfHD1nivBcIx2GpAVo9/shDi9oTd6oOmviiWPa0jRs2ZjKOV3C73MVzKWJtSnXZjbHnoftrgnk6or2VP1hCqf9Q3oTXUoMZtmc35g1rQWZ7HSAht/BIdRpMIkTbyJbq4bfxTUM+aEAub/tzbproc8M0xlxK/4Lq/Ysp21up1htR5JC3Vm3cx4tvJOE9BgpC36n59O2pDcVfp7B/gfWnjSmcXdFN3qv8w03fFAF/sOmAVXxzludX2b8xU3/z1dO0mBvH8lDg6MXcHkxrau2YPGt0OduJS1Hv2HtaT92OD7uelAWHmzpTKWaI9jn+5nGlQohhBBCiJiJt4gWTY9V0OOjamH3KsrrfS9IaK+Jg4MhQq+OTjm45VQVmvZRk1fvUxd9o/s63qKerG70sQCBIYNq/1d0/QCx7LHa0DS0EATKmKlT9D1WlkdqW5dvwhcj0BmVW9HOatXV6LYnvnqsgtWTE8vV4IYFVUp73Yd9q0+SQ5Us6KEcdB8/g8ztd4SVw+wAACAASURBVCg/pZR6d1Wt7FhIJTN8nD6hdwe16cH7BrxWhwcXUy769/PqlWuxXmrr3TD9OAEn1MymBZS7XZjPGZTOkFwV7bpW3bTSQxRdj9UHr0+r2U1yRCj0oFP6xFlUtd7r1I0IXUpvjo9SZZOFHpc6B5Xjp/lqfoew2xhaRMPZQ+Wv8qPqOnSKWrJprzp26Y565h+sLBazMgcHq+BgszLb0HP4YffEoMfK8vKCWjO4jsqRWP9x/9lnUk1W3A7t+bKohxvbqGyOHz8ne4/SquPcI+px3Ku/CCGEEEIIG3zGYGVRwS+uqr3Lx6tf6hVSHgkiXGjbeaiKw/aqR4+PqYU9q6msiSMGrNDp9I7KLUthVaVBW9V90Fg1Y/F6tevEbfUmdLWWJ1tVuyx2H6rMJSg8Qp2P9uLSSrB6d0It6NdT9e43QA0cNFgNGTJEDRk8QHWo4KmMoRfydnn6q1PRLD/4WD+VJ0yw0BndVcnu69WtKIedfdiRNgSrd+rRme1qwa8/q5r5U6sE+rAh1l55lPlFrb4SoJTlhTo1r60qkMxOuZYdrY6/ea0urx+iamdLrPQfAoteJcnfVW2NWALQcl+taZk1NByE7HOjWyHVbsGZkHCm3qhjo8t9CKKgU45py6sea66rqDY/xsFKKaUsL9Wx6U2Vd9Iwx4zeVZX59ah6HWay1ycmKh8P44djwzl/f3XYXymlAtSNTUNU7exhtzeSH51OGeydVRKXZMo1uZtyd3eP5MdNubm5KTe35Cq5q6tK5ppe/bDoodWmWwtWwS+uq4NrJqs+P5ZVmZOEPxf0SfKqtisi7r8gdWNZC5XDOexnrFcJ05dUDX4ZoxbtOK8ex+h4E0IIIYQQ8eHzBSvfR2pd84whJb3DXawalIt3YzV+38Nw96sEPz6uVo7+SfnkcVP2UV7sOqv8fQ+GBCvLE7WmiYcy6N4HmAyq9daXMWislWBleawW1HD5EGo+/dGrlE03fAh1Vlmeq80tMyijTqcMbsVV9w23VIxuywrZkXEOVuZ/5quaKfQR9pdRJc1VWw1cdUFFvKUr8J+z6tJzs3q5tZVKF7bkuC6hyt54pjoV6T1gSinzHbWhQz6VWP9+v3uoalPPfux9sTxR29pnUw7OGVWV3ivUhddWlhNGrILV+3nu71Hjm+RTyYz2KkvrTepxmP1kvjJFfZvs477Qu5ZV485ESBrBvurUyl9V6yp5VWonfeT3w8Xyx5C+ndoRxb1nkQUr841pqlIy/afL0zmrDJV7q9VXrC3Qop4dmqDqZ034Sdv1rmXVmFNScF0IIYQQ4kv5vEMB3xxSffM7hVz06exUcu86qs/Co+pRlD0+gerh8XVq+sB2qnapbMrNUR+u8IFzkWHqdJjr43dXV6oOBVyUXmdUaZuuCXdxbZ31oYDPl9T5ONQtQkBJnv8nteqfmJXYsPwzTVUv0FT9fjm2lQVs6bEyq39mVFYuep0yJEyjCtbqpqZsu6L8opvf8kitbuypDOiUnXsh1Wr2cfUy2nmeq6NTGqociROq/P0OfRo2A26pSzejrW7xQVyCVYhg9fDoPnX+kwYEquvLWqqczjplTFlRjT5qLSWGsLy5o07sWK6m/9pbdWjxvapesaQq/E0ulTVTOpXGI7VKlTKFShFpj1XYn1QqX/e9UfbMRd5jFayuTKoQetzplD6BhypUt4eate9ulMv6uNAbasvIJqqIR0hRGJ0xg2q+/nH0RT2EEEIIIUS80Sml1Kd3XsWBaT+Dq3VnywsN7IvSd9sUarvA26OT6bk8gCL1GlK7RDpiV7IAtICHXDp1gtNnznHuwj1SNx1P1+IRKlP4HWXcgL8oMLQ/ZZLGaKm8vLiH/dffoNBh71mYyvlToge0J/uYNXUn9zXQG+xwcEqCW+q0ZPYuRrE8KWPxbKwg3gYacXKMbdkCE8entGP0Hj80wC53K2YMqUqyGK/2Crv/9MOrfBHSxqKAh/ZgFYPG++HTqyVF3GPeZv+bV3jhmY20Ntb2tlxbRNd+G7hvAYyZafjbSOp62lpbxcKDrXPY69mERnn+7WomIYL2j+bHSX9jUjqcinVjfvfiIWXRg44zs89q/L+pRLWqZciWLA7lLoIe8vemlWz8Jwudu/uQ4mt63oAQQgghxH9c/AUrIYQQQgghhPh/Sr7TFkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggbSbASQgghhBBCCBtJsBJCCCGEEEIIG0mwEkIIIYQQQggb/UeDlcbDQ2tZf/Amr7R/uy1fJ8vdPxnXoTVj9vv/202JEe3FTka3bsXQzQ9jPI/l7l/MHDOONedNn7FlcWO5u5URrerTffVDvughajrClLat6L3sKpYvud7/IFNAAOb3/3l7nnVTJrNg77143K9vOLttPYduvQpzjGi8uryRqQsP4hdv6/laaDy/94DP+RtJe3ycTat3cfl/49eeEEKI/zHGf7sBn4V2j9X9G9PjTW9OHh1E5ue3uf/SZP0CVp+QVBlTY//yDveeB0UxnYHEKTORMqGV1T7fz6+tRvGixSzGfueJIcpGWniwbxFrT7+K8sJanyQvtZqWwTPqhcWaIbGFa1sXsvR4WiodGIC3ffwuP975X+SPRYvwT9uVgd+ljtEs5lsbGdN3DjndWlM3d+w3MPDCdNp030+alkMYXC8r8bmLDCmS8/bERibtSUr5irOo4hJfS37FxdUTmX29CP16V8I94lcn5pvsWfw75xM0ZWjDrNEcoyI8My+uHmLHtm1s27qZbUcCqTBzJ0uaZMIY9Ddze3TjYvMcNCzjiQEzD3dPYMi6RLQf3Q5v5ziszm8rvzZpwqFaG7k2typOACge75zCgB53uZjyKDMqJwuZVvPl0NKVHH8efUzXJcxF51YV4tAgAA2TSWFvb0B785Bbj/zj9sWAPgFu6T1JGuYvkPniROqWGMidop0ZO74vdbLFZadFLfjMHNo3OU+Hc2XInkWOfiGEEPHrPxmstKc72HHCglf7ymQ1mjg2shJlJ1z7+O1yRA4+zHu8jhyjq1By7GXr0+mSUH/FQ1bWd7KyYgump38zuX55Hk/fwPzmOXC02koLN9YOp9uUW1F+w23I0IE8DeM/WOFSib69yrO6w0QGLG7Ghpaecey+1Hi0vD31J50hOE7zG0hddxIruheI1+BiK9OtpbSu1ZXlfiUYNdIz/tvmUJAufWozr9EiBk35mYoD8sTTyWjk7bW/WDR4Khcd/2JTN2+sHK0iOuZX3D5zlMNHj3L0yBEOH/6bc3f8CMZI4rTfUKZJA6qkM2IGjPaOOOghODgIBYCF13dPsWvuGjZeecm61b0oljR2Z9ibXZvZ89qNajVKh/kMDWRtP5G+a4rTr2Mfvvt7BlWT6UG7w5bRvzDqotXfXh/oU7f8JFgF7WpP1kozuBNtd5sOQ7IiDNq6m06X25KrxRaCYrVVoeyKMPLCQXqHCTfG7M0ZN+4a7fuMoX6BVVTrNZ3pfSriYQTzpXl06L+JR9G1T++Oz9AZtMn9n/zTJoQQ4iv3n/zr82rXDg4HpqFR5bwfLoh1SSszfFFn8kfY4ld/9KfJTAAj2VvOZks5/9ALo/C0eyvp+vP6KNerdyvL0C1bca5Xi/5tKvDi5SbWdCuAlQ6ukHlcG7L8+hx8HCK+E8S2NlloeDjKVdrAQPqmfWk2sQJTx4znYIMJlIrjFbjePiFJkiSJEKwCuXP8INe1TBQtlAFnndW5Seho/KrGpAZeXkDz735i1fP89Fm3im75YrZjtOdXOXb1GZbIDqDIpChJqZSrWTdrBHNKdSJPjM5GHQnT5sXb01qbnCnYZxkzL5eiSZ96dEy/lzm1U4fbvyqm7Ys1E4+PrWPx2n2cv3GbB36QyD0duYpVou4P1cnr9hX3EGh+3Dx6iKNnznL+3AXOnz/LmXPXeORvDv19oCd5gYb07OpD+QrlKZbDjXCnrM4BB3sINr0/CxzI1ux3djgmwKfFAKr5vGbV+hFUSBHTI92fPZt389K1ItXLRui5Meai06TurC05jE59alB0VlWSGgsw7OQbBlii6j8KYksrLxrt+/QdY5Z6DByfhddRzK6e7mbS2C08y1iRSnkdcU7dj9XrW0b6xZD57EzaDt2FW9MpjKyRkk9Of30ycnlEOB70ScnfciaHqtTntw7tGDrYhwK7uzNv0VAqvLjIni1HSFStEjkSRv7LRL2+yB9bz5O2s4WQP20mDgyqTNcHrdg2u+GnvbdCCCFEfFP/OS/V6obuyujRSm0LUEqpIHWgaxZll6K52vwu4rQW9WhaeWXv4KPmvYx6qcHnBqlv7JKo+isDom+C/xk12Se1Mho9VLVp59Unq1Uh7drbMaOyS95ErY90gndqQ1M3ZZehg9oTGP0qlQpUu7rmUm7JkqlksfhJ7KBXOp2dcnKJ6TzJlVfbzTHYB+tVU3eDcqm7TPnFpPmh27BzQGVVseUcddkc/h3LnQmqjL2dKjD0QsyXtqeDymBwUNXmx7QFFuW7Z7Aql9KoDMlLqUF7nytLjNemVMCKeiqRDgWf88dO5Rt4RgVH15jXB1Xf/E7K4F5NzboeZmf6/66qOxhV1u6HVFAsti06766vUd3LpVGOOpROZ6cSpcygMmf0UC4OeqVDp4zJvlGtFl5UMTh7/h3mm2pCWSels0uoUnp9o0p/10i17ztGzVmzS504OEQVs7NThUZcUmZr87/bqH50M6gk36+KsI1mdWddW5XbWa8SF+yldj2L4RHlt0H9mMqoUjRZp15HOkGAOtwrt7K3z616HYrpXn2n1jVOpoypW8Zw+jCCb6hZ1dyV0aWUGnU68t9oYSZWx/rkUnZ2+dWgs9EeqZGzvFBHJ9VVXk6u6tupV1TAga4qi2NBNeyi1U9ABZ8fovI7ZFAdPvzCDFRbW6ZWjmUnq/uhuz1we2vl4VBEjbxqfTlCCCFEXP3neqy0p1tYtv0FHj98T9l/awyUszcdl6/ldTUfBnarR+9sx5lYLmK/lSLYbAajMd66DU3+L3nxzp3KTcrg+dm+ndWRsJBn9G05uZfDL+z4pnQJEsV42RYendvDnht5ef3ZelWs0F5wdHJrmvTdwP3UtZm6biHt8sThHg9DGupPmEub7J/r1NKTKGOm6I+ZRMUZMKcPe0oNpk+nOVTY3I6MBiDYjAUdDg4O8dRLqOH7Z29qNBjPsXeeVOgyk76dmlAmfcjJZ3l1k90LhtB98FLmtarEa+MhljVK+/Xd22XISJuV12mUKCVujuH3jHb7DAawPkQYQJcAR0cwBQVF6PE2kLbWNDbPDaBc07HUq5OE7Vv6UCiqbmw0Hq9fwManaWjwYyUr548ThXsMpcHSekzvP4fWOzuT6bPt1FccHPwD3f90pO7vi+me1/oAZwDMV9i+4yq6/EP4IWcczwN9Ugp3WsnBClcgW1aMn63nXgghhIg//7FgpfF4/VL+epOeFj+UjOL+pi8gURH6rFzAq74XqflNZFdRwTx94gcurrjGYwjSORek1aQZ1PxXN97M1T0HuKPLSePSqb6qYX6RCbq9jdGdOjF6612Slh/IlkX9KZ8yrlepTnjkLUv5Ep/elRW4rSslet2i0fK1dM0VxalnOsqwqq3Y7D2OA79V5pNRojHkmK87UyYEcyiTD2lCN0d7+5Z3CuwdHD8dnhUHlhvTafzDb5x0/pZfNy2iZwm3cJ+3IUkmKnZZyF9ZE1KyxkzW9hrA5qq/UzNpPKw8njm5pY77/WiGpLi66LG8eoGfBs7hDnoD6X6Yw7oHDynfczDtxnzL0aH5rd+3Z7nF0gU7CMjamWYlw7To5W7G9V2NucYQelZ2R+/6Hb07F2X9mJ38dacDmTLamKy0x2zr04EV7h0Z06U0IaeAPyfGf0+9MXcpNGILcxpEH4ot1zex9byRoiO/J7NNTdKTIkcOAD6p62k6yoganbnVcD1zmqT+6n/HCCGE+P/hvxWsLLdZtXwf7zK2o26RuF6Oxh99yuqMmV898jdNpzl27i0JcuYm69dUtSE+aPf5a89FyNGT6p+t5yYeWJ5weHpPfh64hLNB6ak2ZCvTelfE8zM1WXvzgGtXb/EsMJoJ1Vt8b17lutsbG0t3O5K/1RDyh130q1f4hwar+GDwasaY0c84lr87bfNb64bR41ZpMP2/W8WP6zewYONzajZzjZf1fzX0yXFNqkP5PeeZBh6fXOk74t11MUtdD5O2fhShCjCfXsjvR8zkG9SU/GEm1PwvsG3+PIIy/EKPyu6AgWztV3KpuTservHQXaWZwP4Ve/pW5JstXZk2pyeeGxvyXZ9TZBu0ibU9Cn5yv6jl8m9UrjiGc2FvsDS95lmwGcfhRUk9+tPVGHN0YfvOPjG8p9AK5c/9S+e4/vTre5SCEEKI/7++4qve2As6Ppu5hwLR5XfH/asbaxTem12LWf+PE8W7VyDeKm1/Iojdg6ozaFdApAU5YkQFY8jQkNGTO1IkWcy+F7bcWsO6vzWy/VKdr7M4VyC3/5rJiEFj+P3IExJ905zZs8bSIr/L/+Y335bLTKxZg8kxqAhHsB8PzWb0Y8uReWbsThJjxlas/KMv+cJ9pgnJ12Yw+aKbWe9OFZ+iJFi/nZOHjxPULO49cV8lvSvJkxpQ917w4n3thE+mSU2lZnWjXo72lPUT5nPJbEf19OmiHzLplAqP+BrybExL1WF/cKLCONq2GEK9fDNJEGgkb7+NrOtTlCSRzKIsAbx88oIkFdvhkyW6k93M1S0z+et5QBwriAohhBBft6/ysjdONF/W/Dafy8Eq8osRsx/3LpzjXLivihUvH79F4QhovLl1ktP33kZeFfDO/fh7cKX/IUb2W8KDNI2Z0cDaMBYddnZ2YArkXZxXpMPJ1ZO0aSPfpihpLzn/5w4uvrLHK21bEjvFNHJYuLpyNceCDKQ5MIqG9a3PpxncqNhtDG0Lxv/zaiIXxN29cxk1dCy/771LUJIc1BoyhzE9fcgQn1f55r8Z3/g39r0Jv9e1RycJtPiztmdtLiSKYiCeesHFpxoBB8fxfY0l4Y8PQyYaTBjLD+nCHuWOuKXPTnYt+mCl+Z7h3oNAUnnlJHuymA4GDOTO33u55usf9X1G0UiYIR3ueo1Hvr6Y4L8VrLAjmWsS1MvnvLDh/kDTqSmMXPsYCwnir2mxYiBF6V6sO1aSiW1+pP/Gp7y5f517ASVIavVmSQPZvx/FhKbRncdvWHhzDn/d/vSdwAtLmXIkA01bFCPFV/6lmBBCCGHNfyZYmc/PZMLmZ2gQabBSz9fTvqCVcukOPoCZizN/pHw0z7HKG/G1N4eZ9et6bkScSeeId+NBNI443uXteaY3/oFxF1LQaMUwKkVxsZI2bSrw/YORrVqzLnTklhb0Fo+6Exlc3S0GvSv2FOk0lyKdop0wHM3vONNbN2SDf1IKd53PyjHVSRvTix3zeVasOY0lSRoSvb7J9deRT6Ze3+HinQS4NBlP29g1L+40f+4e3sTGv81802YqIwe1oUSq/8ApYMhAoykbaRTthBZujStNtnMpaTZ7E4Ni2p1oucyIYt4MUc5YqXQdw+VYMANK0+L2UNnPRsN3RmXStt/56b08YfXLgbFfdMtaTt0Ey6Ndo13hXzl/qA9Zw55X2kOW/zqDs0GKeLkBzgZ612J0W32YQr+1oumAVpQ8tp8JS6bQIk+UVTc+CHx6m/tvEpAqYwqi/9rEj33zRzNs0mVGz2rMoAkj+alkyv/OHychhBD/b/xrf7u0wCfceQSp0rnjaOv4K+0By4fO4IwxO7nTXONKJJPokvkwZlUPCkU6RMeVrInsSdRhJYfqRNG7ozPg6hX+3hTN/wxrJ09kT7grMg2LJRH1CvQJE6w0/M4uolfLbsw760D50RuYVjtFFOHISI5WQ+hzbizbLp3khKYAHXqDE+YnL1C4WZ3TGu3JfpZsCaJY/Yp4RXp9ZObhnnF0aDOMzS9y0m7pVsbWzxKrIiD+e2ez9KIz307dy5Y2aa1sn4UbY0qRY5Az+fPZxXo74kzvSom+GznX1oyra8wuEOPEWJhuSzbQLcLLb1fWJ2WTy9QZs44RBaI49YJ20yFbJZYW6c7K5fXi8QG/wVy+cgvNsSiZ08fi1FcBvH0LuuQJo3geWfTePXzEC02PW+rU/25hmU/oSViwCQMGFYv0SxX15jiLJv+JpdzPNC+a1GrmCTy7nN82vaBIy/aUTx31jjKkKUnyCJO82DGMEVtekalyJXS7DsRpS+KV3o0SPdZx+JuhNGoykrY17El1bhZVoi3zaeLYiIpUWF6CNXcWUD3aD9uFSuOPcbb8GLp1G0uXcltZ0nIk00c2J38sH6oshBBC/Ju+fLDSHrFzaEvajPmTO4EKh7Tf0nPmfAZVjmtlJw3fdb3pu/E5mX6aSOOLP9I/srFzdu5kL16a0lH9kU+bm0JpY7d2far27AhoH+4187E+5C0xI8wrFm7Nq0epnzbgm7ggPy1dyrj6XtEOhdKn9mHIGh+GxK5JVpi5vm0B43supVWPLFRu8hOdOjWjQsaQ75MD//mDSf17M3r1HdLUHcwfoztT3jOWVTUst1gwail30zRkZiNroQrAn+PHLkKGNuSLz5KIMeKI6+eqmxD65F3dv9zbYJX5BifPPEOfOTe5YzPSTAvA/51Cl8CZRHH+uAI5cuAEgThToHjBr24YoHOBJvQvEPl72u3x7Jmyk6DS7RjYN7vV+54Ct9zl983r8ajYi8H1YheHtedb6d1xHrfc6rKoeybGfslgZT7PmMo+TLpsvVSK5a0OzW81LbNtQQdo+lQ0nr+XkaniqxGOZPAZyPoy9Vg5sB1dp7SmxI7dzNmziMbpZGygEEKI/w1fOFhpPF7WgUbDtvM0dCxQ4J0/Gd74ZzKcW0uz1HG4anuxnf69VvDIrRa/9y7Oiybx2+L4YSBj/R70v/8tudu2onjKz7PbNU2BwWDlws9I1mYLOFWnN9vnjOe3Kb2oNGM439RuQc0051k0cxtP0tel97ZNdK2QNsqqZdYE7JvA5H3BFB7RmXJRjf8JOsWhU29JVKQQuWytiKjdY3bdkgz5O5Lb4U2veaKZePRLdjz6x1fasaPwoAOsaeP5aXA0WzDr7LD/gp1wsaE9PcChSxopmhYn2joD4WYMIOCtws7JOe6BKPAI23Y/RnMqz7flP1+5ln+TnZcX6fQB3L5xFwvZIpyHL/lzcBc2J21G345lCferTnvK1l6dWHgrMRWnDaOO6yLGfsmG65KQrUx1qmcOH6wsd/ew+M8n5KhZn0Ju788fDd8jK9l0Lx3e3k7wJJ7b4pyd73/bTamqo+izMQMl00ioEkII8b/jCwcrEwe37eZZhBsstBe72X4gkGbfx2HQkyEhSRKnwqfvGH5IpWd6nNpl5tKUH2g6/2aU5a2VxUC6ZjNZ3a1A7INHoqK0+v4Z05dO5Ehcbm4363Av3YiGRa3de6AIDg4GO3vso8gQ+kRZ8ek2C58Ogzi0eDyjxk5j0MpXKNeyDJw8nq5lU8cpVGE6z9TBv3PbvQ6jWka8qIww6alt7LrvTOkqZT8p3xx7jnjkLkZx46eDuNTzs/yx9yZJshShWNoIe03z5eTWA9xLXphqRT1jcSIYye4RebdncHAwGvbYO0TxBYF6x6MLhzkUFMUeMl/hyWeoIu23exfHTYkoW7IADoDlznZGDlyOoc1k+hSPIuxo/rwJAOfECePcq/xk/QxW3Va4129J/U9rkf8nGNJmJoOzxr6bNwmOEKwC/x5H71HL8Gtcn2GfbL4eO3t7klcaztTWmTCc/4KNBjCkpXr/qUR8METgukas2XmScr9MZmzR0N8Kpr/pnW8hqWq1oKa7Pv6DVUiDSFW+HwvLf45lCyGEEJ/PFw5WOhIlSogev/ABRpeQRIni+M1kktIM37iflx7pMfDA6mTq5XZ6ly/BqIihQ++Kz+iVNEqfj7yet9n1jysVykRyX1HABTYsOkoyo3ucd5rp7GL691jNmzhVDdOTtJY7VdY0wS3S61ItJFjZO+AYk84Z+9QUbzmOzT/25NiSsQwdOYuhFbKxtHI7Bo3sR6M8kRVXtiaQ02PbMuKwE9XmDqemqxmz2Ygx0h1l5vzWHdxMUIqeleLhKbF6N3yGLMMnkreC9nYk+7455Gy7gFXNI27PC1Y1zEGjnamp/vysWwAAIABJREFUPWUFjVPYfrFvMpkAO+yjSraWmyxoXpoF0S5NF79l+LUnbFq9i9eJylLj25D9bkjsRMDFDYyr94IkO9fSPqeV/qig17wJAueEieMWrAKPMXHURp4ac9Crcw3+Y0+w+sg+M5nT6Vl36yZPNfB8v7OCTjOu62TOJ/JhzqAqfHLU612pPHoLe9+kJ5MBmyovfm4Bu+ex/EZGfphbkYR83W0VQgghvrQvHKwcKNOyJfmWDeWE//t0ocM5X0talYv7XReOadOTCoiq1JjOkJg0mbPwyWhDfRJSOBtJW7Q3/W7sZNkJD6qPmsJ3EYayvVr1A8uX5qR02bjeCwZOdRby4Hl/ptcoxsDXndi9uxe5os2TGrdn1qB4v1vUaFbdSqgKEWwyo7N3wB5/VrcqQK/dsej2MNtjr55zfds4Wh9byYBIg66G2SEHHReuoUfhj72Lb/8eSZuRx3D0mcWEJp483dCaCr2eUHfCFPpUTR9++FjQUZauvoxD8Z+pnPzf7LlIRo0OTfD6P/buPK6m9I8D+Oece2+lhRYpSpbsS1kTKcLY9wwayzD4YYSx79tgkG0wxDCMNWEMZuyUpMhWKhFS9hYt2tTtnvP9/XEtpVvdNsk879er14t7zz3P+T7Pc+893/uc5zlHNuHXrcEYvMi6iG8GEenpmSBoQiuXeXzaPX9D8ONVENVKrDnwOsbFtnCF+OpveHgmQe+b/ujxft0Tg3ZYdmQLHjuMxLRBM1DT61d0VdHBxDdJSBF56BZqxCoDd9ZNxaZgEdV+WIEZX8CNu4ssIxb3r1+Bj68frl3zR4j5VHj91hfa0hqoXUMTwvUgBMuBqloAkI6bq8Zj1fVy6LplLYZXzaUG9SxRJ99FIUqZGI2jvx9FnM0sjLb5Au5qXoRl7RmGYRimJHz2xSs0bRbizAVTLF5xAFefA+a2gzFr0TjYlvQyYeXt4LJ1J3rmUY5Fty6wmuuGf33S0Ktr1lPaN/D89xKS6vyA7vWLUGVSbegZWOF/U52waeAu/HZhCvYPzGfZ9JQL2Pb7VSis52JS97xGkVKRnJIJ6JZHeV4K82ad0UWmxm04Mx/gzO5LSLJ2wvc9jHJd8Uzx/DIOnryPcp2noXuT7Kf7mhbt0b9/DCovGYHqEh5vqreBre4MLOvdHP+M+AVbXceg5bubCyef34VDj/XRfUk/FMMgUZFo2k7E9K67MHbjXPwx/ATG1ijKfA4RiYlvQJLKMDDIZT86lVDtc92yKxsFgrdvh2eaKQYP7ZltxEhSfSi27Q5EWI9fMXK0Na4cHQXLTw5fTHyDZAC65SsUeBXwtOsr8L8V15Bu7oxVS7vDsIiRlAZ5UjLSIeL5iTnoczIMNwMeIOYtgdepjAY2beBgZfbuHF8XLVrUB3/yFvzvK9C9CY/4C7MxYsVN6PTajt9GWeZ/w98vmCLYDRtOS9Bj1wjUzicQEkWA44qwarwIQQAkktw+JBRQiIBUWpZrlGEYhvnalMJy6zyMWo3DpmPjPn/R+ZDU7o/+zZdi3d5TWNV1wIdLscRXR/HnP4loNmMomhVDjRn0nI4JLY5iyc8r4dNtLdrl+kt1BgJ+XYC9zyzw/W8/oWleZQvxiH8jgjOoiIq8Fhr+uBGt1TmYhB3ovu8ynnSaho0rW6mcXyXGnsWUjnsg1B+HP/dMwKdXjEkqO2LOHscP/6/QZBR2+LZD90VjMHH9j2jvcwG/7N6GiS0TsGv9YcRYjsHEfurch6uE8Rb4fvlU7LBdiCWzPdDL/bucI5pqExAXlwjoNoShFpBx/wwOXHme55w9dSn4KnAc1B11C5mUiTFHser3QFCDWZjQI+cFhvqOy7F7oT8c5k/HmF9b4cy0Rtn6gRAfh0SRR2UDwwIlBmLMSUz7fiVuZNTG2K0bMaByqbe4GtIRfdcfV96NRl275o/bD6KRJgDS0Nt4YdMGA2a6wKG9IxxbN4BxtveCBDXtWsGc/sC1a68h1zuL/43cjIdVR+CQ2/eoXqZzAAXuXbyKuKbjsK1/fu9dQnpGBqChod5lyaok/o3RjltQ49cjmN9OxSXD9Bbp6YBmOe3S/xxhGIZhmHfYPRizktSG8xB7LJuzHQci++HH6hIACtz9ww3nBHus+S7vRRnUJm2Myesm4pDjOrgs6QO/NQ5QlVul31yJcStvosKA/ViS33wkIQqvYgHdWqaoUJxnGunB2DR0GLZEtcVaz3XoXknNnWvVQv9VF9DKcRGGjXTF1G9CcX1EbfheFmHnOh6tv5ArwqSNJ2P1xEP4Zs1UjPvDBkfH1Crkm0KBly9iABMzVOGBFJ9NcPnxXLYbzhIRuAKuxU6iAAGmcNa9g335jW6qlIIrKxfjSLQR+qyeiBYqr+DShPX03/HzBTtMWzIO6zp7YnbjjxsK8fFIpHLQNyjAsHJ6MDYN+wG/P9CEzfw/sbq7UYGOXYgLwpnTd5BR0x5d2lRX4yazRZGK67/Pwfq/ruLmrWA8js+ASBykemZo2MIewzu+xYWtZ2E4+yz88lhuHQA0m9qhha4bLp1dhynbtuDvlFZY8tcG9DEt66f/UjSeehYRn96cTSU5YmISAf2KMCzUB6aIV3/9ib9DIjFMLKe63yTHIDZVF5WMS2UImGEYhmFUKuvf9sWMR9XB49BP1wsbNvgiDYD46iCWbAqE2bDZ+L568VWXtu0crP+xFh5tGo2fjr7MMT1MjD6FGSNXIcDoW6xeNQD5npfJX+B5NGBWrSAr3OUj4z52jeiLWVerYvKBfXBpVNBsSAKzrstw5so+jLZ8hoO/ncBLy1FYOLrWF3RJlA7aLtyBOS3TcHL6MCy7lly43Qgv8PRlBrjKVWEhBYzGnERqZiYyMzORmZmK26scUcm0E9YFprx7LL+/DESfm4om2hKY9VuFFU6FG+FLvbYSU7aGQct+Jn4eZJr7PqT1MWHjPLSVhsPT80GWRQlEpLyOQxqnDwN1z5KFSBz8X3/MPJ+A6t/9jkMLWxds9cfki5hq1xK9hg3HAPuW6L0+uIQXSdCE1ks//HMzEYatBmLysm04euU+ouOfIdDzEDZPc0RldfNhvdZoYy3B62Or4Xa/KkbtOoS5Nv+xk3/5PYQ+lENWrSZqFObDSHgM9z0XkVZvEIbbq07m5Q8eIILMUaNQBTAMwzBMyfjPfCvRm8tYM3Qg9qhY6ti4y3xsGNVIWRkGvTB1jBVs1y3AltHusFyzACcyv8FvM4tjafCs9NB++T4sud0Bc0cNRk3zU5hn866ElOtYNXgY3J40wpxTbnDObcJ7ForHYYjIkKFazZrF06jpodgxtAcmnNbCsN1/Y1Wnwl+6p2HZBd91qo7dd5MwxHVhHpc+8tC3aIRGnEmxLdqgFu0WmL1zFa53mIjl/QfD6PRhTLQu4BFk3kfYY8CkX20Y5KgoDTQc9hP67XDCzAETYHp6K76tnlcriUi4thqDndchvNFsHPt9CAp1j9RELyz831oESlth6a8uyG96oLTBRBwOHQFDU6Msia+Il69iQLwRTE3UOAjhBY679MKofRHQ77gKR7YOgkUBj11x/yI8H8uV85bE1/D+bTuu/LgR7UtslFMKqzlX8HqhFrSK+NuJEBWCh/E8wOnCYelR/NZXxWI3ogiR57/aX7WE8PPwfABYDbVDQdYWfU9+ayd2XRXR/OdhHy695vWqomGz+qhSDgBEvLx+E08rWKFZ7Y+dmtOuiiZtmqNmhS/nZxuGYRjmv+U/k1hBfIuE2BjknE3Ng0/OusiDFNaTFmPIn/2xvH8HaEUkof3atfihWtFOg8SEO/B9Yg67JlkuidJqgul7tiG0wzAs7t0bdOQI5tS5g58HDsLyawYY9MdBLG6r3qlJemgoHqM6OjcsnvRPTE6CwsQBU92XYVnvqkUYYRLx8sgkjNx4DxUH7MXSnnldEqaFXhtvolehyyo8jfrjse/wK3TrtRzTeg6C4q+9mGKj/oLnQuRd3EvgUbtRQ6i6PzBv3B3r/9mJ1B6jMKxDAmL+2okJTVW1bRruH5gC5/F/IKLuNBw5vgTtDAvR94QI7Bs7AhvvasNx7e+Y3kSdrEQDxqafLoauwIsX0RB4a5jmd2Nr4RmOTeyJYdtCodV2EY4enoamhRis4atboaEhj5Bo5Tiu+OIRHqagBBMrAJpaOW+xUEDp9/fif33HYn+4AAkUeP40GiLq59hOcW8dvpsdj6GblqJ32Z54BWkdFxwN/Q4yk/cNnYarO/YhgG+KRb0swSXHIV7DCIaaAKAHp20haJtpiKq5dqVknPt9L+6X64DNw+p++NyRWk/BUd93/xEe4+/jN6HtMBb2WX7/kNQciR2eI7PsSxPdd7zA2+ILl2EYhmHy9LX+aJoDZ9AFy89ewqVLn/554uBPTbNnmAbdMGNcS7x9+ABvbGZh44/1ipCBpuHR3/PQrYktes47iqhPrvnjq36L38/8gcHl/bCoZxu0tOuFZTdN8MPe89g9pKaaCY0cAf6BSNNpiCYNimcZZN7YFuM278aKIiVVQErAenz/435EN5iEPVsGFmFxiJKn33Yx/nafjuappzC9syPGHXyAdDVfm3jtGkJRDU2aVsz1TaVh6Yw/zh/GT1V9McWhFQau80F0ltUt5M8uwnVgC9gMd0dm363wvrgKndSd05aVGIsLMwdg/JFXsBjihl2TGhXups8AIMbj8eM4cBWrompeObv8EQ6M7ozvtoZA2mo2Dv81H3ndczgvvPFAbD13COsXz8OwluXBgQP/BfcbQI4n/8zCNw4/YP+ruhh74DxWtddC5KEdOJmQc2sx/gUCzx2B17PiWNqklGkYwqJWLVR+NwqdHrAOM7c/RMV+UzG6+i380rUuGnwzB6eeKS/m1KtcC7UsDJFbjiy+PIRtf72CUc8f8G0uN5JOu+qGHdcqoIdzVyT9PQUDxu3FoxK4oTbDMAzDFNQXfbpSOkTE+yzH2DX+EDU1IL+5E+v+fZXXLbJy7kEUIAAQXvtgrbMNWny7Fvfrz8CBzcNVJhYa1Tpg1GAblE8OQ8CjdJh+MwGTu9VQP5kTwuHj9wSSpvaw+4Kmc7zxd0X/7rPgxXfGavcV6JDzGrlSJiL5yQ143Xr5bvU+HqZdV+HcuXXoWSEUvw9thdYjNuNqbH6tn4arPjfwVr8V2jbJO4WRVO2Blef8cMilKq7N64iGLYdihcff2DqlGxo17IJFV00xcqcPfHePhnVh7mskxuDivF749tc70Om4Cke2DoQaV5LmLjMUoeECeAtL1MqtQ6YE4LdBHTFi90Po2C/EiZNL0SGvG67li4e+lRN+WvAjbCvIwVepCcvPem1oAaSEwmNGF7RxWo0b2l2x4tQF/PZtO4yc0AfGr09g4857OeaHifHxSIAhjI3L9mjVp4Snf8HFeRlu6PXFypUDYKLTBM6TB8Is2BX92vbDar/4fD5HFQj+fQvOpdTE4LE9c95IGQDkd7Fl3u+IbOqCmb0NUbleQ4inxqPbD/sQzpIrhmEYppR9aWe6pSwN9/aPxze9f8Zt83E4FOCJRS2jsfP7nvjpxDM1l84WERVwB88VyTg+uQdmnubRe8Ml3D71M3pU//R32lQ8+mcZBjVrgE7L/KHb7kdM/64h0k78iFbN+2HR0VC8USOjEyL+xak7QMN27fFlrGgtx5N/Z6Nnj7m4JOmCNf964Mf6X8ANRQFkxIbC6+AGzP9fP7StawLjGq3Q+5dL2Uam9FpMxlH/s1jR2xgP9kxEe2s7/LD6FB6l5rLTtMs4cS4W2raOsCunxkFo1kSv2Zvx29TW4IIOYO7g/hj/61lE1RiDvZfPYMNw60LNTYE8HB5jO6Kv601otF+GY4enoGkRExLh0VXcfAVUamSNqiryADHmIuZ16YTJx59CUa4WbOu9xv4ZIzBk0AD079cXffr0UfnXf/J+PM7nDSU+O4bj1xWo3LEbWnwhq0h+lIqwo/PRw7olnNdehbTTYpy6dgwz7ZSXuhr0moRRjeS4smI6/sgWqICXDx8jSaMKqpl/LYmViMQbm+HcaRj+jG6OOe7bMbSaBIAmLAdugef5DegpvYDZXezxw577uY8CJ5/Fpp13wLf8AWPtVFyYKcbDa/73WHKjBlxcJ6KRFNCsPxr7TixHrYtj0X20OyJKdpUThmEYhskbfU2E57TRUYNktisoTPH+wQzymVKHZCYj6Z+3ub9UEX2V3EY1JwOJFlXvtZIuxwjKXb48SVOaVyBeqyb1XulFrxS574OISBF5gJyrSYnjZGTSdgp53EtVsVE8hZ7eQj91rkHaHEcy4+Y08jc/UhaZSvcPTacOVbWI42RUqbkzLdrnR89zPXYF3fvFljRkzWlJUGbeB6dK/HbqpimlBrOuUUbBX51TSigdmGhLxlKOtOsMoZ2heVR6AQhP1lN7DRm1+DlE7dckH3YmQ15GNuM30vKfhtA3Tc1JT8oROJ60TBqS4+CfaMWu03QnKj2XQhPo9p9T6Jsa2sSBI80qNjRw+iY6EfSastZ08j8/kJm0PPXaGUVCbgeTmUDhV4/TjpXTaUT3ZmSmzRMn0aVqbQbS9F9+oSn9mpGpJkecpgk16TGaFmw6RJcfxpO6Lap4cYYWOFYmGadJNZ3c6E6K2tWUh7fkP8eKZLw+9d/7WuUW6efHkYUEBBTsT2Y9n27nFZziCe0fZE5S3Ta0ojD9uhgJEWvJXiYjm+WhpCAixdPTtKRPHdLlOJJVtqeJfwZQgoqGT/aZSdZaEqrY/mfyiXu/QSId+c6YZFa5x58ZsJCayLSp377snx3C0w3kqCGjNqseUj4fQ7l4S0eHGJK0yij1tv7rOzKQ1aXpfrl/MggJQXRwTjeqUY6ncrWcaIN/gsrtFC/P0Zy2RiSRmVG3Nf6UmHMLCt/YkfQkhtTvz1c530eKF3R6VmsykFWm7r+F0Kfv2ES/xWSnr0tNpl2g17m+CYnST48hM01bWhFWuBpkGIZhmLz85xMrxes7dOSX4dTCWEYS/YY0eO1liv7ki1l4fZlWdLcgTU5GVez+R79eiCDV6cJb8p3ViDQ1qlKXxWfoebYTpxSKvLKfVk7oQ82rlCOe40hm1Ij6zt5HAXGqzsrC6PhyZ2peSUYcOJIZNaSuo+bTRg9vuh+X5UQn1Ysm1ZaSVuuVFJrXuYKQSnFRMRSXkEQpqamUmppKKUkJ9Mp/IdnIZGQ9/7baJ/EqpT+lS1tc6JuaOsTxFajx91vpRnweZzh5UtCL2+fo9JlzdO7cOTp37hQdXTeAqks0qN36SPX28PgwjbHSJe7diTwnLU8WLXvSqPm/0RHfCEoqyKGlPqbTa8fSN3X0ScpJqEqf7RT2vrKEJ7S1mz5JDPvT3hiBiFIowu847XNzpYVTx5BzL0dqWb8qGWpJiANHEp0qZN3RmX76ZRddCEvMdgKZ/uIqHVg1mb61r0MGMo7AyUi/ehNq33cE/bR4A+06coZ87zymmNSsDa2gyH/mkKOZjDhZZXJccI5eFvCcUfFoH01xHkajxk6gyVNn0Oy582j+/Pk0a7QjWWhyJK0xhk6pPl8uGcnB9OeIhqQjqUSdNwTlOIkuSelRD+nuvYcUHhFJT54+pSeRj+iO+yiqLdWgdusile2VdJ1WflOXWo3ZStdi8upIqeS/tA3p8zxVaDqMftl7nvxOLySHClKqPv5CLp8hxZVYZdCT6+fo3PkLdPHiRbp48QKdObGLxjXRIGmtySpfkfw8lIKDQ+huaCjdDQkkz4X2VE7WiOZc//STQUEJ906T24x+ZF1RRpyGGdn/+AfdzO/9nuhPa7pWIamkIrVf7pc9uUq9RJNqS0laexJ5ffJbVOqj4zS/c1XS1KpJ/TcHULLKnQv09NAwqqlpQj223v/wWZYe95QeP46gyMhIiox4RDfWdyN9TQdaF1nYzyaGYRiGyd1/O7HKCKJf2ugSr2VGrUespvNP8jiFU0TRpTXfURNDbao7+hi9yO17OfkmnfZ8mjNJSbpEUxtqEKdhTI27j6NfDuQ1CpVFaiR575xPQxxqkb6MI3Ca1HDyBYp/H4LfPGqiV4m+PRCd+2gJEVHmTZpvJfuQaHz844jXa0KzLxVliCOTQte1pwq8hPQb9aeFf92jog2YKOjx+vakxWU5To4nvbrDaM9j9bIG4bU7DapSkep3/oEWuB2nmy+LYeRMSKKHnifJP0vmLbzYTQNMtajO5EukPB9MJ/+5ViTjpKRrWpuaO/amoT/OoV8276N/fELolZqHkRETQhcObKSFLs7UpUUtMi4nUbYdp0kNp3hS1jwnKXAzDbTrQQtPPSlccpzhSwtszaiivh6V05ASzyn7BScrT1Xt/kc7g1SfyhY/geIuLaeetXSI165NAzbdUDGyUbLeek+m2tKc7xFpxY60PiRr7ap7Yp5EAdu+o3o63If98QaOtC4k95YqnsTq3Ug2lz0WTmZC7ZZdVfmKuAPfkhGf9T0noQpNZtLFT5tf8YTcv6tOGuUtyXHUKjp+Lynfo/kgJYB+7WZBdYa6U2TWINIj6NSyITR66yexZdyhlW31Sb/hIFp7OSqfuJPIZ7YtNXTeQ+8/JpJOjCSzrCOqnIxMu2ygPKqfYRiGYQqNIyL6HJccfh5puHf2L9xQNEW/Ho2gnPsvIvG+H25E6aOJQyN8Oqc+PcwXt7Sawq6aepNRhNhniNapiioFnrsiIuHuNTw2bI7mlQs3YUQeEwyv8+Go1LsvmmZZ2OBNaDDi6zTO52acAp5dPoCTd1NA4MDxEmho6UDf1BJNbFqgpkER53vI7+PsySQ07W2DSsUwdUSMv4crN57irUQGLS1dGFSugTqWxgVYEluO+LgM6BvplfhEQiEmFA/Eeqj//i7OKVF4kloeVU20i69sIRVRD0MQci8BJh26onGhJmGpSVRAnimAl2lC+pnn7CnurMco1wT0mDMDAxsVZvWOIhLCcfr347j3FuClGtDS0UdFs1poZtsSNfUL37EzYkNx7dJl3HzCo14PZ/Son3tsYnwg/v03BHptneFYM0uZqSE4ceAqRJuB6GudfwcQY+7g/NUIpEMCiYYWdPUroVq9hqhhkMsHRcoDXPa8hwRIICunC8MqddC4fhXoqOoDqdGIUhjDtEIhOkhaMpI19KCn5uo8QlwU4vRMUUmdaZqCAEEi+biSqfwZbnqHIo6TQVNLF0ZmtVC3hmHhV8lkGIZhmDx8ZYkVwzAMwzAMwzDM5/dFrCHHMAzDMAzDMAxTlrHEimEYhmEYhmEYpohYYsUwDMMwDMMwDFNELLFiGIZhGIZhGIYpIpZYMQzDMAzDMAzDFBFLrBiGYb46cjy7sA0HAzKKtpcQD2w5EY70Yjqqz0H+7AK2HQxA0SIvZamB2OEyGKM2XEMK5Ajx2IIT4WWpFRiGYf6bWGLFMAzzNUl/AI9JHdF7UxosaxXunnnvadRoAA2P79Bp/AGEffGZSjoeeExCx96bkGZZC0WLvDSJeHVgHqZu8cDePWcRodBAjQYa8PiuE8YfCCvbCSPDMMxXjiVWDMMwXwkx9jKW9eqAmU+GYL/HFLQs6j2WdRpj9J5DmJj2M7o5rceNN8VymMVPjMXlZb3QYeYTDNnvgSlFDrwUiXE4++8VpEAL1n36or4U0Gk8GnsOTUTaz93gtP4GvtRmYBiG+a9jiRXDMMzX4I0flvbrizXJo+C+ZxwaaBXTfiXVMGjbIbikr0DfoVtxT15M+y02b+C3tB/6rknGKPc9GFdsgZeSNxdwyicFfJWBmOtiDem7hyXVBmHbIRekr+iLoVvv4YtrBoZhGIYlVgzDMGWeEIE/fxiI5XetsWDHPLSpUMz717LC5G1LYHV1OgbN8URiMe++8ARE/PkDBi6/C+sFOzCv2AP//FIunYJ3Ujm0njwbvQ2zP6dlNRnblljh6vRBmOP55bQCwzAMo8QSK4ZhmDJNwKPtEzDjWAzqT3DFxEYaJVKKxHIMVk6sh7DfJmCR55dxMZrwaDsmzDiGmPoT4DqxEUom8s8pDZdPeiHBYijmj6sPSY7nJbAcsxIT64XhtwmL8IU0A8MwDPMOS6wYhmHKMDHmMOYvPos4vS6YNKF5CSYXUjQeMx6dtR9g27Q1uFHa16KJMTg8fzHOxumhy6QJaF72syogwx+nvNLQftosdMptmpi0McaM7wztB9swbc0NdkkgwzDMF4QlVgzDMF8KMR0paUKOh+Vv4pGsUPUCBYLd1uBYDEHPoT96maj5kS5/g+jYFOQsCQDSkZiQqvI53rQHerfWhjxoO9b+HQtRvdLUICI9JS1nmfI3iFcdOBTBblhzLAak54D+vUzU/DKT4010LFJUB470xASk5vJc4RSsPPmtk7hUbgQWjKyhYrTqPR6mPXqjtbYcQdvX4u/Y4msFhmEYpmhYYsUwDFMq0vEy8CwOuq3A7HHO6G7XGBZG1fHD8aR3z2cg8p8F6NvEHEZGFWFgbI1xf73InszI/bHnwB1kkBRWDu1glMcnemrEZexb4QKntnVRsbwhKptaoPOGe1mSmXSEeUyGg7khjCqao+Oa4Jw74Y3h2N4KUjEGJ7a542khz+nTXwbi7EE3rJg9Ds7d7dDYwgjVfziOD5FH/oMFfZvA3MgIFQ2MYT3uL7zIHjj89xzAnQyC1MoB7fIOHJf3rYCLU1vUrVgehpVNYdF5A+5lSWjSwzww2cEchkYVYd5xTeGCKnJ5CjzwDEH96dNgp513EbyxI9pbSSHGnMA296fFmOAyDMMwRcESK4ZhmNIgJuNJcDDCHlzDsX0eOO0Xgudkix6dDAAxCmfmdEaXudeha10flaSAkBiEXRs9siUz8pt/49/HCkBiggaNzfIY5RAQ+zQGFdq7YN0fa+BcWwKICfDZsQ8BCuXzkftHYcDCq1DoakNCqYiOTlKxHwnMG9SDEU9Iv3YMxwuVWYlIfhKM4LAHuHZsHzxO+yHkOcG2RycV6chsAAAgAElEQVQYQETUmTno3GUurutao74ycATt2giP7IHj738fQwEJTBo0hlnugUOIfYqYCu3hsu4PrHGuDQlEJPjswD5l4BAi92PUgIW4qtCFtoSQGh1diJiKozwpGs0+gf3DzfL/YpaYo0E9I/CUjmvHjhc6wWUYhmGKGTEMwzClRxFKy1rKCOBIt9s2eqlIpMsLHMluzAG6/5aIMu/QwqYyAkAa7dZTpPD+hQJFrLUnGUCQtaRldxXqFkgPXe1IgwNxGu1oXYSCUvwWUscO88g7TiCiVHp+N4yiM1S/OjPkZ2ouA4HToV4744oSOIUua0kygDjdbrTtpYISLy8gR7sxdEAZON1Z2FQZn0Y7Wv8xcBIi1pK9DATIqOWyu6R25A9dyU6DI3Aa1G5dBClS/Ghhxw40zzuOBCJKfX6XwnILvDARllh5mRTyc3Nl3en0oiI1A8MwDFNs2IgVwzBMaXpzE7ceKABOCzbdOyPj0ETMjxiFvW7OqKsFQPEcL6IEABJUaWQN0w+f2nIEBYUpL+XjjWBsksewTTYSWDjYwVICkCIY173PYOHsQPTbshgOhjwAbZg1qINKuSwGwVesCEMOAKXjbkBQUQLHzVsPoAAHLZvu6JxxCBPnR2DUXjc4KwPH8xdREABIqjSC9cfAIQ8KQpgycBgZm+QxUvdJ5BYOsFMGjuDr3jizcDYC+23BYgdD8AC0zRqgTm6BF0LJlcejYkVDKJvhLgKCMortmBmGYZjCY4kVwzBMKUr1uQi/ZAKn0QJd6p3E1J3mWL5lCGq8yxaE8Fu481oEeAPYObaE5sdXIirqDUQAHF8O2uXUL1OjcWu0MOABMRFnZ03GXafVGFdXmv8LAfB6etCVcABEvHj8WP1CP5Xqg4t+ySBOAy261MPJqTthvnwLhnwMHLfuvIYIHgZ2jmipmeWlUVF4owwc5QoWOFq3MAAPEYlnZ2HyXSesHlcX6kVeCCVWHg89PV0om+EFHj9+W/RjZRiGYYqMJVYMwzClJgM3LvrgtchB2rguXm48ieYrF6Lth6W2RcT6+iFUAXA6bdDRQffjS4VEvEl5N7lGJoWsIMVq2cDWWgMcRCTr98H8sXXUHvUBZJDKAIAgJiUUpNRsMm5chM9rEZy0Meq+3IiTzVdi4cfAIcb6wk8ZONp0dMDHyAUkvkl5t2DD+2NRlxZsbK2hwQFisj76zB+LOuoHXgglWN77NicRSQmFbweGYRim+LDEimEYprQoQnDR+xkE8NBPuI6HbVdhRnOtLBskw/uiP9KJg0aLDuhglPXFPPj3n+BEoIKUy1dCq1Z1IAVAqSlILdBB8+C598evein0/CkQctEbzwSA10/A9YdtsWpGc2SL3Psi/NOVI3kdsgcO/mPgoIIFjkqtWqGOMnCkFCzwQijB8ngeH5uhWNeIZxiGYQqJJVYMwzClRIj0hNd9BQARidrdsWBS4+w3+E33wwXfJIiQorFjJ5hn/cSW6ENf790DmZmQFyjBSEVScgYIgBB9C/4PC5IgZUKeqfwXr6dfkEI/EiLh6XUfCgBioja6L5iExtkDh98FXySJgLSxIzplDxz6+nrvvrwykVmwwJGalIwMZeC45f8QhU0NS728TDmUzcBDT79Cce2VYRiGKQKWWDEMw5QKEbEXPRGQSQCvj66TXWCjlX0LeYAnfKIFQGqJ9p1qf3K5njaqVVMu3EBiMpLeqLvmtoj403Mw9ZIWampygOIe/Hxfq38vJPlbZAgEgIeeiYm6r8p+BLEX4RmQCQIP/a6T4ZIzcHj6REOAFJbtO6H2J5fPaVerBhNl4EhOeqP2sYvxpzFn6iVo1dQEBwXu+fnidQkuVV6S5cnfZkDZDHowMdHLd3uGYRim5LHEimEYplQk4dJFf6QTwBv3wIgBn96/SMCji954rAAkpg7o1PTT1eNksGpSHxocAIpDTIx6Z+xi9HFMnxuGIX/uwpBGUoDScdv3GtRd/kCIiUW8CAAS1LOyUvNV2SVdUl7mB94YPUYMgNkn30TCo4vwVgYOh05NkSNyqyaorwwccTEx6iVWYjSOT5+LsCF/YteQRpCCkH7bF9dKat2HEi1PQExsvDJuST1YWRVoohnDMAxTQlhixTAMUxrSfN9d5sfDpOsAdP70ai4xCp6XgqEAj/J2HdFGC0DyVbhtvvBuAx5GDu1gJeMA4RnCw+X5lyk+g/vkZUh02Y4pTRvAvrW58ga2130R9O7lYqw3Dp1+gtxm7ShevkC0CEBaAzatzQsTOHzfXebHm3TFgJyBI8rzEoIVAF/eDh2VgeOq22ZcSHwXuZED2lnJwEHAs/Bw5B+5iGfuk7Es0QXbpzRFA/vWMJcAYsJ1+H4MHN6HTuNJ1sDTXuDOlSsIfJai/oheUcpTmwIvX0RD2Qw2aG1eoitwMAzDMGpiiRXDMEwpkN++CJ8YAeArolOfjllWvXsn9Qp8bslBnAzN7NtCR3gC98lL8aBWsw+bSGr3QU9rKTgxGfeCVM3fkSP+VQxSRQBIR+C6H7Cu3FxsHlkTEmiihb0NyvOA8NgL58MUgBCBfTM2IdzUNJdVAkXEhYTipQhIa/ZAv5aFuAeT/DYu+sRAAI+KnfqgY87AccXnFuTEQdbMHm11BDxxn4ylD2qhWfkPgaNPT2tIORHJ94KgaoqYPP4VYpSBIz1wHX5YVw5zN49ETQmg2cIeNsrA4XU+DAoIiNg3A5vCTWH6PvBkT8xoXQ9N7e3RzLIeuq65jrS8wipqeQUhxiEk9CVESFGzRz8UphkYhmGY4scSK4ZhmM9OgbAL3ohQALx+e3R3zJFdQHgRjiepIgAJ0p+cwqqhw+HR+Bes6GL4cSNJPQwb2QHlOQVCvS7gabbRDwGRW/vA0twM5o26YehAR/Q/1BRr1zuh8rtPfh17R9iU40CZgXCbOB4uTkNxtNkSTGuqCdWScMX3DjKhCWvn4bAtxAm9IuwCvJWBo313x5wJpfAC4U9SIQKQpD/BqVVDMdyjMX5Z0QWGH76xJKg3bCQ6lOegCPXCheyBQ4jcij6W5jAzb4RuQwfCsf8hNF27Hk4fA4ejTTlwlIlAt4kY7+KEoUebYcm0ph/uEyYPOokToSkgAJT5AheWzMUfkaqHl4qjvAJJugLfO5mApjWch9vmuFSSYRiGKSXEMAzDfF5CBK1rp0kcOCrfexfFqNom+QyNqyEjDiBOuwb1cvWjxFy2G1tdQly5tuQapsjyhILCN3QgPQ4EcFSuzlDaE5bxyXG8IvdBlUnCgTiJIdnMPEPRQh7HHe9Bg4154k0H08GYvDbMjUAR69qRJgfiyvemXaoDpzPjapCMA4HTphq9XMlPdeB0Zmx1knDlqK1rGGWLPHwDddDjCABx5erQ0D1hlD1ygV65D6LKEo7AScjQZiad+SRw4fVxGlNbizgocytILGjc+XSVURVHeQUR7zGYjHmeTAcfpEI1A8MwDFMiOKKC3QWEYRjmowy8iUnEW+KhY2QMPWlpH8/XRREViEsBCaho1QpNzLRz2UrEywPOaDn8KHR+PI/Aje3xYUsxHnfPn0NAkilsu7VHrZwDY0DaY1w+dQNvqrVF55ZmeYygCAhb44jms++j/ZarOP4/ywLcVLiAFFEIvBSAhIpWaNXEDLlG/vIAnFsOx1GdH3E+cCPafwwc8XfP41xAEkxtu6G96sDx+PIp3HhTDW07t4SZqsDTonDvQTQ4+T8Y3eEfdL/hh7n1VUVdTOWpQwjDGsfmmH2/PbZcPY7/WbL5VQzDMF+M0s7sSl8GPT2/ldxvq/4lsqxICdhOEwb9QL9eTSbKCKaDm4/To7elfVRfuIyndH6rOxWt6TMo+OBmOv4FVHbG0/O01f02FWtPTgmg7RMG0Q+/XqVkVc+/PUbDjXmCtA5N881QtUXRsf6cP+EJ7RtoRjIdW1paQp9lisg/qZ+pjMycdlOEIv/tPw+BnuwbSGYyHbJdWsx9P0sZ0QedydJhFYWWetwKivyzH5nKzMhpdwSV+uEwDMMw2fy351ilP4DHpI7ovSkNlrUK+/PhF0B8hQPzpmKLx17sORsBaNRAAw0PfNdpPA6EZZT20X2R0h94YFLH3tiUZomiNb0GajTQgMd3nTD+QBhKp7bT8cBjEjr23oQ0y1qFm7OhkohXB+Zh6hYP7N1zFhElfSfV3LD+nD/eAkO2uWNG/VC4jlsOv+Ri3n/GXWweOxPetRbg8K7hqP7FDJLwsBiyDe4z6iPUdRyWF3vgQMb9XRi/OAJDVk6AysGqzyjj7maMnemNWgsOY9fw6iU3YsgwDMMUTmlndqVFiPGmpZ3MyKK3G90t47+ECzG7qHd5jjitFrQkMPPdowqKPDic6tboQeuuq5yg8B8lUIz3UupkZkG93e5ScTW9IvIgDa9bg3qsu656HkxJEWLIe2knMrPoTW7F3ZGFGNrVuzxxnBa1WBJImaq2+RwjVkTE+rN6FM//oSktjcjCaSc9LK7myIygg9/Xo2qdlpL36y90Qo/iOf0zpSUZWTjRzmILXKBXFxZTFyt7mnbieamPDmVGHKTv61WjTku96UttBoZhmP+6/2ZilehLi+0MqEKrheT7FZyjxR/4lgx4CZkNP0px2Z55S3fWdiTjKj3JLbQkT3rLjkTfxWRnUIFaLfQt9gTo7Z211NG4CvV0C6XPU9uJ5LvYjgwqtKKFJdGR4w/QtwY8ScyG09G4XLb5bIkVEevP6hESrtJ6p4bUoL8b3Ukp4s5Sg2m7sw21/fEA3f/Sf4ASEujqeidq2KA/uRU5cCIigV76/E2ekaV/mXhq8HZytmlLPx64X2w/BjEMwzDF77+XWCke067+ZiTTb09rgr+Gk7NkOjq0Ekl02pKrqgkAike0pasR6TSeShcTPv/RfUkUj3dRfzMZ6bdfQyXT9Ap6tKUrGek0pqklXtkKeryrP5nJ9Kn9muASSeSSjw6lShIdausamvuv9Z81sSLWn9WWREH7XGlPYNHaJP3GXtp0MqKE5i6VjKSgfeS6J/Az/bjxOaTTjb2b6GREWWoFhmGY/6b/WGKloIdu3agiLyOrede/ji/e1JM0ykxGNcaeoaRcNskMXEzNNTSo3qSLn/cytS+J4iG5datIvMyK5l0vwZbPDKTFzTVIo94kuliCla146EbdKvIks5pHJRNOKp0cZUayGmPpTG4di+jzJ1bE+jPDMAzDMF+m/9TiFWLMYcxffBZxel0waULzr+Kmihn+p+CV1h7TZnWCXi7bSBuPwfjO2niwbRrW3JB/1uP7MoiIOTwfi8/GQa/LJExoXoItL22MMeM7Q/vBNkxbcwMlUttiDA7PX4yzcXroMmkCSiScDH+c8kpD+2mz0Cm3jlVKWH9mGIZhGOZLVHYTKyENiW8yPnkoDlExKVC9eJkCwW5rcCyGoOfQH71M1Axd/gbRsSkQVD6ZjsSE1FyeK6QClSfHrZOXUG7EAoyskcf6ULwpevRuDW15ELav/RuxYnEe8OcnpCUie9MLSIuLQkxKLsvWKYLhtuYYYkgPDv17Qf2mj0ZsSi6tm56IhFRVz/Ew7dEbrbXlCNq+Fn/nW9kC0hLfZF9NUEhDXFQMcg/HDWuOxYD0HNC/l4mab2I53kTHIvdwEpA1HPmtk7hUbgQWjKxRoiuPFaqOv7L+zDAMwzDM16GMJFYiXnluxlyXkfi2ezu0qFcVRnoGsHcNhkKMhf8f09DbqhJ0yxujsqkBDGt2wOQD95GedRdyf+w5cAcZJIWVQzsY5RF5asRl7FvhAqe2dVGxvCEqm1qg84Z7WRKadIR5TIaDuSGMKpqj45rgIkVX6PIUD+AZUh/Tp9nlegNNJR7Gju1hJRURc2Ib3J+WoTNR8RU8N8+Fy8hv0b1dC9SragQ9A3u4Bisgxvrjj2m9YVVJF+WNK8PUwBA1O0zGgfvZWh5y/z04cCcDJLWCQzujPDp9KiIu78MKFye0rVsR5Q0rw9SiMzbcy3Jynx4Gj8kOMDc0QkXzjlgTnDP74Y0d0d5KCjHmBLa5P0XW2hZfeWLzXBeM/LY72rWoh6pGejCwd0WwQkSs/x+Y1tsKlXTLw7iyKQwMa6LD5APIHo4c/nsO4E4GQWrlgHZ5d2Rc3rcCLk5tUbdieRhWNoVF5w3IHo4HJjuYw9CoIsw7rnn3qAIPPENQf/o02OXdsQqhOOq4DPdnhmEYhmG+WtLSPgD18KhkOwSTqrXAyUXOGHf6ORRSSwx1kGLPiO7YnNgGA1zWY6A8ALtXbsTFCC9sGukEjao3sNpeeWYov/k3/n2sACTmaNDYLI9f4QXEPo1BhfYuWNe/C9YMcMLmkAT47NiHgAnL0UIqIHL/KAz4+SH0dLUhoSRERycVIbYilCdthNkn9oPXyD8/lpg3QD0jHn7R13Ds+FO4TK6udlYtJgbin6M3i2VkQFKlDQZ1b5BPIpgFXwm2QyahWouTWOQ8DqefKyC1HAoH6R6M6L4ZiW0GwGX9QMgDdmPlxouI8NqEkU4aqHpjNZRNL8fNv/+FsukboLFZHuMvQiyexlRAe5d16N9lDQY4bUZIgg927AvAhOUtIBUisX/UAPz8UA+62hJQUjSik1RUisQcDeoZgfeLxrVjx/HUZTKq8+/DscWQSdXQ4uQiOI87jecKKSyHOkC6ZwS6b05EmwEuWD9QjoDdK7HxYgS8No2Ek0ZV3Fhtr6wz+U38/e9jKCCBeYPGyDucp4ip0B4u6/qjy5oBcNocggSfHdgXMAHLW0ghRO7HqAE/46GeLrQlhKTo6HevlKLR7BPYz2sU/y8vxVTHRenPEBMR+M9R3CyeDo02g7qjQbEnoAzDMAzDlDmlPcmrYDIpaFEzkgEkqdKfpozuQaN2h9LHhXUFit7dl/R5EMCT6cgTHx6PWGtPMoAga0nL7qp7RxIFPXS1Iw0OxGm0o3URCkrxW0gdO8wj7ziBiFLp+d0wii62OfslWF5mCP3cXEYARzq9dlJuq2erPKq7S6mlDAQU/U+jwyZ6WZh7sGQG0aJmMgIkVKX/FBrdYxTtDs2ypLIQTbv76hMPEHhTGnki9d3jEbTWXkYASNZyGanf9A/J1U6DOHCk0W4dRShSyG9hR+owz5uUTfGc7oZF57IASiaF/NycZABxOr1op4rKzgxaRM1kIEiqUP8po6nHqN2UPZzd1FefJwDEm46kj+GsJXsZCJBRy2V31b63juKhK9lpcAROg9qtiyBFih8t7NiB5nnHkTKcuxRWmI5VlMUrilLHRejPpLhLS1vKiqU/Q6MDbSpUh2YYhmEY5mtTRkas3hFfw+/afSjAgUsNxFPrf7B/eH1oftiAh6G1FapLjiFQFBEf/vDd43IEBYUpL63jjWBsou6sEQksHOxgKfHFPUUwrnufwfOdgej3+19wMOQBaMOsQZ1iDLAEy+MroqIhB4CQfjcAQRkj0V4z31cpaVeFVRs7aOQy56cgZI0qF2rREPG1H67dVwAch9TAp7D+Zz+G188SAG8Ia6vqkBwLhCjGI/xhDIDqgDwIQWHKy8x4I2Oo3/QWcLCzhMT3HhTB1+F95jl2BvbD7385QNkUZsi9KXhUrGgIDgCl30VAUAZGZqtsEa/9rkEZTioCn1rjn/3DkT0ca1hVl+BYoAgxPhwPY0SgOg95UBCU4fAwMjZRe/6TxMIBdpYS+N5TIPi6N84834nAfr/jLwdDKMNpgOLsyWoeVOHruCj9GdqoatUGdsXToVH5a1gFh2EYhmGYIitbiVXqFXjfTAcB0Kw3CkvGNUCOcykO4D78+/3FQamIinoDEQDHl4N2OfWL1GjcGi0MeNyLTcTZWZNhM/cUXOuWXLWVWHm8HvR0JeAAiC8e4/FbqH0iKqn+PXZc+r7ox1AEqVe8cTOdAGii3qglGNcg58FzH1seHP+u7VOjEPVGBMCBL6cN9ZteA41bt4ABfw+xiWcxa7IN5p5yhXpNwUNPTxcSZWXjcY7KTsUV75tQhlMPo5aMQ85wsnVkfAwnCspweJQrWEdG6xYG4O/FIvHsLEy2mYtTrnVL+QOgCHVchP4MSXV8v+MSSqNHcxyX/0ZfASLK9v//Stxfmk/bgWEYhilZZWTxCqWM657wTRQBThv2w4ehvooTMCE2FnEiAPDQNbd492Ai3qS8m08hk0JWkEK1bGBrrQEOIpL1+2D+2DolukpaSZYnkyojJzEJCQnFupZhCcvAdU9fKJveHsOH1VeREAiIjY1TLhTB68LcoqLy0cQ3+Nj0BWp5aNnYwlqDA8Rk6PeZj7F1CtAS7/sZiUhKSPgknOvw9E2ECA7a9sMxTHVHRqyyI4PXNYdFRR6AgMQ3Ke8Ww5ChYOFowcbWGspw9NFn/lgUJJySUpQ6Lrv9mWEYhmGYr1EZSqwUCPb0wSsB4HTs4dTXTMXBC3gREIwoEQCniWatW717nP/wiz+IUKDf8PhKaNWqDqQAKDUFqUWKoXTL4/n3vxoroChL56GKYHj6vIIADjr2TuhrpqLbCi8QEBylHJXUbIbWrbSUj/M8PjZ9wX695Su1Qqs6UgCE1JQCtgTPfxhwUnxS2YpgT/goOzLsnfpCdTgBCFZ2ZGg2a42P4XyIBgULh0elVq2gDCcVBQ2npBSljstsf2YYhmEY5qtUdhIr4Qm8vB9AAQ7lWvdCT1MVhy7GwNMrCJkEcLoOcOpdWfm4RB/6eu+2z8yEvEAnpKlISs4AARCib8H/YTHMyyil8jLlmcp/8HrQr/AFDFeoSXjiBe8HCoArh9a9ekJ103vCKygTBA66Dk7oXVm5kURfHx+bXl6wpDo1CckZBEBA9C1/FKgpMuVQ1jYPPf0KWaPBEy9vKMNpjV49TVW8CUXEeHohSNmR4eDUG8pwJNDX13u3fSYyC9aRkZqUDGU40bjl/zCX+719ZkWo47LYn4noP/H3X437S/tjGIZhPq8yk1iJr71wKTATxGmgeZeuKk+uhUf7sdsrGcRJYTl8BoZWfb+RNqpVU070JzEZSW/UXWZZRPzpOZh6SQs1NTlAcQ9+vq9RcnfNKcny5HibIYAA8HomMNFT/5XCfVe0M9CFrm7R/wx7blOOKKpNxGuvSwjMJHAazdGlq6pERMCj/bvhlUzgpJYYPmMoPjZ9NVQzkQAgiMlJUL/p43F6zlRc0qoJZVP4wfe1+gcuf5sBQVnZMMla2eJreF0KRCZx0GjeBV1Vd2Ts3+2FZOIgtRyOGUOr4mM41ZQLcJCI5KQ3avcNMf405ky9BK2amuCgwD0/XxQgnJJRpDoufH+GcB+u7QyKpT/rGvbEtoJ1aIZhGIZhvlJlJrFK9fGE/1sCpI3QsbOFinlH8TjtugXX0gkSkz5YOMsRuh+ek8GqSX1ocAAoDjEx6p0IidHHMX1uGIb8uQtDGkkBSsdt32t4W1xBfc7yhBjExivjltSzglVB5ueIcrxNTUVqcfy9zSzYqBFS4ePpD2XTd0RnCxUjE/Gn4brlGtJJApM+CzHL8WPLQ2aFJvU1lCv0xcVAvaYXEX18OuaGDcGfu4ZA2RS34XtN3ZYQEBMbr0x6JPVglbWyU33g6f8WBCkadewM1eG4Ysu1dJDEBH0WzkL2cJqgvrIjIy4mRr3ESozG8elzETbkT+wa0ghSENJv+0LtcEpEEeu4KP0ZIuRvi6k/p75FJhsYYBiGYRgGZWZVwI+LF0iq2cKhTs7DfuP1M2buiYQgrY1R2zZjSNWsOSMPI4d2sJKdg7/iGcLD5UCTfEIXn8F98jIkuhzGlKZmuNzaHJJbEUi47osgeV+01gDEWG8cuVkdTt2qfUj00l7cwe0IQrUmVqiqW4C8tZDlqU3xEi+iRQBS1LBpDfMC7EBi+T8cuNUbacVwAsnrmcO4IOn8h4UeJKhm64CcTf8GXj/PxJ5IAdLao7Bt8xBkb3ojOLSzguycPxTPwqFe07tj8rJEuByegqZml9HaXIJbEQm47hsEed/W0ICIWO8juFndCd2qqapIBV6+iIYIQFrDBq2zVPaHBVgk1WDrUCfnG/CNF36euQeRghS1R23D5iFVkT0cB7SzkuGcvwLPwsMhR5N83sQinrlPxrJEFxye0hRml1vDXHILEQnX4RskR19lx4L3kZuo7tQNKsMpAUWu4yL0Z0gs8b8Dt9C7eDo0zAvUoRmGYRiG+WpRWZB5g+Y2Ut4MtHz/fZT4ydOKyP00uJqMOI3q1M8tiFJV7ePdTUE5yKjpwkDKzLFBBsW9jKYUgYjoLQWs7kTNRhz5cDPbJI9BZMCDOFlzWhKUSaR4TLu/d6Jfbqd/2EPSxelkpcsRwJHM7Bta7a/ySIqtvIIQXmyiDpocQVqHpvgU2x2NS1zmjbnUSAYCV57678vR8hS5fzBVk3GkUb0fuQWprm/lDY45gqwpLQzM2fKUEUcvo1NI2RQBtLpTMxpx5KXy/5REHoMMiAdHsuZLSNkUu+l7p18o16YQXtCmDprEQUp1pvhkucFtJt2Y20h54+Dy/SlnOJG0f3A1knEaVL2fG6kOR0F3l7YkGQeSNV1IqsN5SdHKjkVvA1ZTp2Yj6MjHjkWDDHgCJ6PmS4IokxT0ePf35PTLbSpUz1L3BsHFXMdltT8zDMMwDPP1KhOJleKRK9lpcARIqMYEz2wngCkhO2lYPR2SmdjRT0fCKfdTLIEit3ShChxHmvZrKFyRrQSKcOtK+ryU9Ot3pSHf2lKNljPIKyHLq19upS46ymMwbTeaJvRpQ302hGQpL4OuTK1DUoAAEMCRbseNuUVUDOUVTILHYDLiOdJsvogCVJyMf5kU9MjVjjQ4ECQ1aIJntpankJ3DqJ6OjEzsfqIj4XnUjBBJW7pUII7TJPs14ZS96SPIras+8VJ9qt91CH1rW4NazvCij00h0MutXUiHA0FiSu1GT6A+bfrQhpA8ykvwoMFGPHGazWlR1spWPCJXOw3iAJLUmEDZwwmhncPqkY7MhOx+OhISSoUAACAASURBVEJ5h7OFulTgiNO0pzXZOzIpItyoqz5PUv361HXIt2RboyXNyN6xaGsXHeUxmLaj0RP6UJs+GyivcPKkTmJVAnVcNvszwzAMwzBfszKQWAkUtb278qSL1yb9Wh1oyhZ38tj9Gy0e04HqVG1E3V02k0+UIv9dJZ+hsdUlxJVrS65hWbdXUPiGDqTHKROicnWG0p6wT07qhFfkPqgySTgQJzEkm5lnKFrIfpyvj4+h2lrcu8QKJLEYl8uBFEd5BRFPHoONiedNafDBGCr0bj43IYq2d1cmAby2PtXqMIW2uHvQ7t8W05gOdahqo+7kstmH1Gv6sVRdwlG5tq6UvenDaUMHPeIAAleO6gzdQzmbwp0GVZYQB44khjY080x0nnUY7zGYjHmeTAcfpJgsGwpR26m7DkcAT9r6tajDlC3k7rGbfls8hjrUqUqNurvQZp8oyj+cZDoztjpJuHLU1jWMsoezgTroKfsgV64ODd0T9kkyLtAr90FUWcIROAkZ2sykM4XvWGomVsVdx2W0PzMMwzAM81UrA4lVEh12NiIeIEkNF7r4Opx8T7jT3v1H6ZxvCL16W5B9CfRi/0CqIpFS7Yle2S8ZFOIo5Iw77T3kRQ+Tc3l5ajh5Hz5IJ64/z/WyqdRXoRQQeI/8l9qRjs3yPA6leMpTh+L+arLXkZBxj230SI0k5IuRdJicjXjlSKXLRXod7ksn3PfS/qPnyDfkFRWs6V/Q/oFVSCKtTRO9sl9jJ8SF0Bn3vXTI6yHl3hTedPjgCbr+PJ+WUNyn1fY6JDHuQds+qeykw85kxCtH31wuvqZw3xPkvnc/HT3nSyEF68gkvNhPA6tISFp7ImUPR6C4kDPkvvcQeeXesSjc+zAdPHGd8gsnX2peClicdVxm+zPDMAzDMF+1Lz+xSr9A4y0kBPBkOPgQJRV1f8IT2jfQjGQ6trS0kPOV8i8jmg46W5LDqtCS2X9BKCLpz36mJDNzot0RZessNP3CeLKQgMAb0uBDRW55Ep7so4FmMtKxXZr7/KgiUVDkn/3IVGZGTrsjPhl5SqcL4y1IAhBvOJiKHo5AT/YNJDOZDtkuLeT8qOKg7hyr4lKG+zPzf/bOMyrKowvAz+7SBFSwKxZU7F0M9oJdo2LvGlvUWKLG2EvU2Fti19h77xUVBRW7Ym+xYRc+UWlSdt/5fmChLSywKJh5zuEc3X13Zu68d8qduTNXIpFIJJLvmxR/nZX2+jFOvtSByhzHalWwSmqC6tx0WLKRIUVuMb33JE4HGKOUkQnlzspfGPeoA1P7FjF24gkuy80FvRjq4cCYrSvpbJ86gqhGoOX6sZNEvHpHqlVJ8ptHnbsDSzYOocit6fSedBpjv/rQmwvoNdQDhzFbWdnZPurNjdrrHDv5Eh0qzB2rkXRx1OTusISNQ4pwa3pvJhlfkVMgqVmfJamLMJ4eXcImr9CkpXJjMwv3PCDESKWSSCQSScomhRtWOryPe3BPC5gUpUrVzMYpsE1VJuxaTw+xkHZdV3I/zBiJAsor3Ma70GZ1XqZvG0vFpNsCSUDL4829aDlbR/+duxhVMSERVFMAOm+Oe9wj4tVXoaqRrrS2qTqBXet7IBa2o+vK+xjr1Wsfb6ZXy9no+u9k16iKRK9tnfdxPCIUmaJVqibsynm92FB1wi7W9xAsbNeVlUZT5JRIKtdnSeoh5B6bf61Fk3nB5HcwT1JSZnmLYra5PbV/2cDdpNloEolEIkkFpGzDSnnBocNehAvQZHeiUgHjhd3S2DVi5uF9DGIWLu0Wcy3IGKkKzEsNY8+RmTS2+5ar6cHcWNaZNvOtGOu6l9HVMqbwFx0T5cUhDnuFI9CQ3akSxnv1GuwazeTwvkEwy4V2i6+R1FcffGMZndvMx2qsK3tHVyNjjMpWeHHoMF4RioxTpQLGCyCnsaPRzMNEiNOOxcZR5BRG6tdnSepA8T3BxMY1GerdgfWbB/FDUu13qxL0WLOF/sETaNDiLy68N0oxJRKJRJJCSbnzE917bm0Yw1yPDwgA4Y/Py2CjZqG2qcDAbWfY1DyAq8ZY7Vdnp0pTZ/IkbZEz6YTe4kpIRzYfXUC7QhbfuDAJR/f+FhvGzMXjQ0QAV+Hvg3FfvRqbCgPZdmYTzQOuJnHHMpRbV0LouPkoC9oVImZt63h/awNj5noQIY7A3+clxhXHhgoDt3FmU3MCrhpvFy7FkMr1WZJKeH+aP5s1ZWZAdzau6U1RY6maJg9tlmyhX8gUmnZczO3vroFKJBKJ5BMqIYT41oWIyVvc5/zBljvhRC6cSmVCmiItGNm3Riy7ApLvgrfuzPljC3fCo7x5VCZpKNJiJH1rpK7dirfuc/hjyx2iiqPCJE0RWozsS41Ur8haQgI+EIoKC0trzOWxJ0lqRPeIVa2r0vNYAaacdGVwcTPjZ/FgEY3KD+H5T3s4MasmNkbPQSKRSCTfmhRqWEkkEolE8jXQcX9xYyr2PUqOEZ5cmPgDxjerALRcHV8Bp8lB9D54ljk10ydLLhKJRCL5dqT25XKJRCKRSBKN4rOV0eNceZO2Hr/2dUwmowrAhBI//0Jdy3ssGTyTC9IlUCKRSL47pGElkUgk3xlKSCDBuuifhvHeLwDttyjQ10IJITCm4IS99yMgVsG1XF80k10+grTVmtM4q4FDYth7XvsGEjMngBDevQ2K9Tt1th9pUtGSsGtLmbXTF8Ww3CQSiUSSSpCGlUQikaRmQl5wxXUTi6YMp3e7hlQukZuM9t3Y7f/x+9DH7B3TlNI5M5Ixky2ZS/Vm+/PvYUofwosrrmxaNIXhvdvRsHIJcme0p9sXwXm8dwxNS+ckY8ZM2GYuRe/tz6MaM2HnWLPhKqHChJLVqsd5djfo0QnWTelHiyqFyJQuA9mz5abunNuRDKgQ7m4eQLWcGciYKSe1Zl6PmYg6M841SmKi+LBnyUaefA+vQSKRSCSfkYaVRCKRpGKUAG+uX7/LvbO7WLf5IKdvPENU+JHatqC8OsSIuvUYed6aUkWyYIKOd9dWMnfzk9S/W6IE4H39OnfvnWXXus0cPH2DZ6ICP0YIzqERdak38jzWpYqQxQR0766xcu7mKMZM2MWd7HuoBU1WipawQ//dKzp8n/iQvkY/Zi+fSbsCGlDecnLZOry0Ed8/Xt+dlmPPoLW2RCOCeP3aP5Z0NOQsWpiMakHI2V3slpaVRCKRfFdIw0oikUhSMerMFen0+x/MnNqJoiaAyopKDeuS4f1JxrWfyJvee7jguo7lszpGfA+o1KpvWmajoM5MxU6/88fMqXSKEByrSg2pm+E9J8e1Z+Kb3uy54Mq65bPo+EVwvkiu8OLseR5pAXV2cueKK7qcBvvqLWlcsTB5CjVkQGcnTFWgvefJyWc6gs5MoMeKvCw4c5bTd57w6MYNPCZVjjUlk7z22GlAhJzH7fg7o1WHRCKRSL490rCSSCSS74D3Fy9xTwsqCyca1g1lS//RPOq+lkUf46tpnz3nlQ7Q5KB4qWzfT+f//iKXIgTHqWFdQrf0Z/Sj7qxd1I5CEYLzPEJwchQvRbbPgodx7drdCFc+dUYyZzU0VoCG3NUqk18DQnud8x6HGDv8Cs0WjqNaBjVgiV3RgmTRcwuGOlMmMqgAEcJNr2tJEl0ikUgkKYvvZmyVSCSS/y5BnHQ7TYBQYVauHoX3/8aKnJNY2CHvR/c2HQ8uXeV/CqhtK+P8w7eOYm48gk66cTpAoDIrR73C+/ltRU4mLexA3o92ku7BJa5GCE5l5x/4InkQr169RwFU6jRYpjE8T7MSFSlnqwblHa7DBnCzxQx6F4prx+sL6rRpsdaoAIXnDx8anqlEIpFIUjzSsJJIJJLUTugF3E7+D0VlQolCL5i735GpY6uQ9tP3ii+ep2+hRYVVpVpUs/6WhTUmoVxwO8n/FBUmJQrxYu5+HKeOpcoXwfH1PM0tLaisKlErsuC6d7wP/HjGydQE04Rka+FEhVJmqFAIsHFhdK+CcZzPio4pJqYAAsX/bUJylUgkEkkKRxpWEolEksrR3nDD46kO1Da8Pf8vVaYNwdEi0gMBHridC0GozChXsyYZv1lJjYz2Bm4eT9Ghxubtef6tMo0hUQXHw+0cIUKFWbma1IwiuBr1pxFQCERC8lVnoXz5gpgAIiiQoAQVWs3nI27a7/rye4lEIvnPIQ0riUQiSdXoeHzsOHe0gPIOy4Zj+LVE1AM+IaeP4umvgEkJnGvn/G46ft3jYxyPEJx3lg0Z82uJqAF+Q05z1NMfBRNKONcmZ2TBNTbYpP34QXg4YQmyrILwDwhFALrXlzj3b0IMpHDCwiP+pU5rk5BMJRKJRJLC+V7GV4lEIvlvovjidsyLcAFqm/oM6OeERZQHwvA6dpLXOjDJX4PaBQx3WkvZKPi6HcMrQnDqD+iHU1TBCfM6xskIwalRu0A0dz1L8uTJigYQSgD+7w29+lzB7+AIfnO3IJ+5CrS3Oe35P8Ovrw/7QKhOAGrSZs1q6K8kEolEkgqQhpVEIpGkZvzdI9z8UJP5xy60tIvWrevu4+bxEC0aslWrTRk9t9WlPvxxdztHiAB15h/p0tIu2oCm476bBw+1oMlWjdoxBDelZOkimKkA8QYfH8NMI+X1bn4feZcOq1bSobgJiBAue57lg4Gl1vn44qcAaChcsqSBv5JIJBJJakAaVhKJRJKKCfb86Oanzkr9lnVJH+175dUx3K9rQZ2OyrUqYQEEnFnEgqOpPIZSsOdHNz81Weu3pG5MwTnmfh0tatJVrkWlCMFZtODoxwfUZKxWnZKmKtA95cGDsPjzVJ6yccBE3vVbyqAyRalaMScaFN6e9+Tax58rvh5sOegdcY17LGhfPOe1ApjkxalizkSJLpFIJJKUiTSsJBKJJNUSxmW3k/joQJ2pNi61Yl73F3TqJJfCBCrTslStYoXOeyMD/ryHQ9l036C8xiPsshsnIwSntkstYkgedIqTl8IQKlPKVq2Clc6bjQP+5J5D2c+PaAq40KiUCSolgNvX/iXmSakw/F76EKQAhHBldjdmpxnJgq750GBOuapOpFOD7uFxjtzVgu4R64bM40G2bHpuCVR4c+MWLxQwyfcjzX74brYPJRKJRII0rCQSiST1or3LUY9HaFFjU6MhzjGsCx3PH3hHGAaaELwPTKNj582UmDyFehlSc/ev5e5RDx5pQW1Tg4YxBUf3/AHeEYIT4n2AaR07s7nEZKbUy/DlIU1hOnWtSTqVllvHj/IkyjaTjseLXcif046cxRvQsbUzzbeUYdZfLcj+seqsqjrjlEaFCL/Cov6/0K9FR3aUHc/gMvrihPlzyvMq4ZhTql1nKki7SiKRSL4rUvPIKpFIJP9plGdHcb+pBZU1VRrUIuYdcxpyOpYhp6kKEXyaBZPPUHbqagaVtogltVSE8oyj7jfRosK6SgNqxXK5nianI2VymqISwZxeMJkzZaeyelDpaBd7qMnTaRBt86gJu7iL7Q+iOvApYWHohJZ3t13ZcdWB8esmUiNSXuqsLnRplA2NSsfrUzu4UGgs//Qrhl576e1hdrq9hazNGNK3JIaFFJZIJBJJakElhEjQJbMSiUQiSU1oeXXFHa+3mShZvjR2lt+6PF8P7asruHu9JVPJ8pTWK7jCiw3t+KHzDqz6HOHK3Bp8flLx4+aRw3j5Z6NCgxo4xBZYOfghJw5c4H2eKtT9wQ59e1Wg4+5MZxyH36HGwjPs7pk/AUGFJRKJRJIakIaVRCKRSP7bKE9Y364SXffnYuxJd0brdeVLPDrv1bSq8DPnKy/j1ObO2EurSiKRSL47pGElkUgkEsm7k4yq04h56gEcOjqBSmmNmHboTea61GR8UD/2HRhDRWOmLZFIJJIUgzxjJZFIJBKJTVUm7FpPD7GQdl1Xct+A29cNQvuYzb1aMlvXn527RkmjSiKRSL5jpGElkUgkEgmgsWvEzMP7GMQsXNot5lpQEhMMvsGyzm2YbzUW172jqZZRDrkSiUTyPSNdASUSiUQiiUIA19cv5krxAXQqlfg70UMvrmOpTxV+bmgfx6UWEolEIvlekIaVRCKRSCQSiUQikSQR6ZcgkUgkEolEIpFIJElEGlYSiUQikUgkEolEkkSkYSWRSCQSiUQikUgkSUQaVhKJRCKRSCQSiUSSRKRhJZFIJBKJRCKRSCRJRBpWEolEIpFIJBKJRJJETL51ASQSiUQikUgkkuQkKCgIrVb7rYsh+c6RhpVEIpFIJBKJ5LvHxMQECwuLb10MyXeMNKwkEolEIpFIJN8tQgjCw8NJly4darU8BSNJPqR2SSQSiUQikUi+W0JDQzExMZFGlSTZkRomkUgkEolEIvkuEUIQGhqKubn5ty6K5D+ANKwkEolEIpFIJN8lWq0WlUqFqanpty6K5D+ANKwkEolEIpFIJN8lISEhcrdK8tWQhpVEIpFIJBKJ5LtDp9Oh0+kwMzP71kWR/EeQhpVEIpFIJBKJ5Lvj09kqlUr1rYsi+Y8gDauUguLH9T2LWbT/EbpvXRaJYQS95MVbxcCHdTy/fpWXoclaomQh9MpGJk7axDUD4irqdFJ7JZKvjw7few/wNbQ7AkDB744X998n6EcGp/3q/FHOvwozftI6X+498CVhovpxx+s+ySLqV0YJDiL4G8qhfXCS/WceEWC0rl7hzb07vDRQVXT39jF3xio8DVB2IQRhYWF63QB1vvd4kLBGg+J3B6/77xOmf6kZ5SXuy2ayxO1pwuam2rvsXbyS/dffxFNXAbjPG8aU7TcJSVJB4yHoBnuXLmXvzeDkzAUAlRBCJHsukvhR3rC7e1laHSzHsktb6WyXWJtXwe/BNR69M94EV2OTl5L5M6QsKzzIB2/fIBQjaK/KIgM5s6dPWFA37U2m1ajIdLOxHDvwO6XiiTeo+G6mQ8mOeNTayI11LclgYDbBT70JyJGHrJqEFC7xKK/PsWG3LxW6NcLhY4W8X9mYrH1NWfa/HXS0jPgs7MpiRmy3oevQthRP++nHL1lQvwhTcq3i7vKmWH2dIkskKYAgfLx9CTJOh0SGnNlJn4AOSXtjClUrziTNWDcODCmNQeFPgzwY6FiHxVYj8DwzHkcjekopLzbR3qkz7lXWcG1DW7IYbfDQcmNKVSrOTMNYtwMMKW1YoNcgj4E41lmM1QhPzox3xBBRv3bfqx8t7x5e5MQxN464HuTA0Ruk776NI9NrkzGJ9ap7tJ5uzeZiPXE38xplM2CMD+PkwGLUXOHA/Dv76ZXDCC9We50JFZxY4LCKW5vakDGex0N2dSZXm1v0v3SWscXjbiQhISFotVqsra1jyfcGU6pWZGaasbgdGIJhqhSEx0BH6iy2YoTnGcYb1GiCeeodQI48WfnmqpQYws4xvEw1ttc5ws2/qxnUdgB0d6dSpcR4LKbf4ujAvPplDzlET4cmHGnqyp35ziTXSTjl+Txq5/sd1azHHOmXPXnns0JidPw9/hBVC1YVww+/FLoE/E73ZJVolsVU5Pppp/hfQn4YNXexsrG5AIz2Z95ohXiX2OIkEx+2txe2auPIZ1p+srijTXgZAk6NEGUtLUWZkZ4iMO7SirMjSwlzSycx4UpoAjI4KvoWsBYOrf8R16JnoL0l/mpUQOTNmzdxfw7VxbgzMcuie75GNM+WRTRe+lh8qpJ3KxoJ8zTNxNqgTw+9EGtbZBVWjmPEuQ+RfhxySPS0MxNlxl4R4YZLKZGkfj5sF+1t1cbpc03Li8kJ7pCCxMXJVYWNRSHRc7ch406o8JrgJCxN84ue+98kaJyKF+0jsbqFndCoM4imq14YN20hhAi6KCZXtREWhXqK3S8NSD3US0xwshSm+XuK/W8MLM036HuFEEIX4iceXzsp9q6bLyYN6yXaNawsitqlFSYqlVBbZBGFqzYXv4xfKg7d8hOJGLJiyfCl2NO7iLC0qSzGeRowyod4iIEFTIVNs9XitZFebMiJgaKgaRbRdvP/DHr+w85OIpOZoxh/Pe5RRlEU8e7dOxEerv+5oIuTRVUbC1Go525hmCpNEE6WpiJ/z/3CcFXqKwpYO4jW/1yLMU/Q3vpLNCqQSD3Km1c4VB8n9KiS8Qg9K4YVNRMOAzyE4VnpxPOFdYWlpbOY8zjuigo/N1wUM80o2m0NSGpJ4y7Rs7nC2cxM1JyXDH1SNBK0SC8xjLTl29Kt7Hp+aVYb32W7Wdg2v0FWvjpXByYMWITThAnM6d+QCUlYQjQtPxb3DV3IrsetOHR/PxwHBzL67Cra2uhJRPiyrnMVJiW6FMmMiRNjPbbSwy6xvtNhHPq1LP1eJu7X1pXHsuj3w9Sc3odJjc4yuWLsS166e0sYseA29j+7MqhUAt6ptTOj5/XlUru+1G78gs2bx1Aj88d1FlUGSjfqRGfHhO9MCt8TLF3qzZtY3BLVOdozeehKKoz/g70tVtHUNuYz7478yYSDmfnl0FCcIomse36dW/+zpkipAgnb/ZNIvgtMcBrrwdYediS6Rzr0K2UT1SFZ4jh0DXMuVqZH775ULr2Vzrn1r8mG3ZjDwFle5Oiyg8n1jemNEMzFaZ0YsEdNufLpODisJ0sr7KRXISP2CJaODF0zh4uVe9C7b2VKb+2MflHDuDFnILO8ctBlx2TqZzBQ0q/c92qvzqRJq5mcfOxDoFaFeXo78hXIh9mzs/yboQvLNwyinlMxskYZYrTcWNiVX7c8jdctTZ2tKcc2DYztCxrP2cHsF7Xo36oz2Y5upVcRM0DB94orJ+4HEXkPVvdgA1sfaihQX3Bix7Z45VVnLk396g5Y6n3Cj71LNvMoX0eWu0Tbq1LecnrVfA4/iVrPyv0bfFB8OLHkT8ZljNbSTPLz48BO/GD95Yp1ExP9umfpOJQ1cy5SuUdv+lYuzdbOufW3hbAbzBk4C68cXdgxuT6Gq9Jo5vW9RLu+tWn8YjObx9TgiyqVplGnziRclQS+J5ay1PsNKfJ0geLLwQNn0VSZSrNccVWUjgfH3PnXsgpDquvXkvgIdJtI9yWhdFwwnsaZk9KbhXJyehfmvXZh2vS25E3sFmMyG27/XcIfii3diwkrs7yi3doHhq/gv9ki2tllEc4zriZy1T9ix8qs2mwR10JB0Prmwsq8rlj0Oo6kdC/EvJpmKXfHyqyKmPEgKet2QWJLWxthlsgdKyGEEIEnxOCiZiJt9VnidmxpaO+LRQ0yCtP8P4t9idyGfHt6qqiT3VTYOA0Xbj5JX2sJvzxalDLPJ/q761l/CjgketmnEzXnPhJaEW3Hyv+4GFQ0vSg97KTwj/azwB0dRWYLZ/G3d3KvB0kkKYwP20V7WzNRZcaDJO0kBG1pK2zMErNjFYHu+XrROoepyN5mo/4V+JArYnLldCJN8UHi2NvElzUmWvF4U2fhYG4lyg73EO8CL4ppzhmFdcn+4sArY/cJOvF8fWuRwzS7aLNR/w5dyJXJonK6NKL4oGMiMaJ+tb43/F9xZN1msc/9orjzwv/j2P9xLHeeK57FmnWo8BxcUJimKyxqt2wlWrWK7a+lcC5oLUzs+8YjqLsYWsZKWJUZIo6/FUKIEHG8X16hSao3SNVZ4lEc1aa9NVVUsrQR9RY+itludE/Eqi7lROnSpaP8lcqfQZiqLUWOIqVjfFf6h17i08aXv7+/CAkJiVtuIYTQPRfrW+cQptnbiI36G424MrmySJemuBiUqEbzVpyeWkdkN7URTsPdRNJVKVxcHl1KmOfrL6Kqkk743Twu9u3dK/bG87dn9yFx4dkHfRl8IRE7VrrXK0QTGxvhsupV3LtD2ltiUnlzkfbHZSIpXYTf0gbC3KyamB3HpNewHasgsa6ZpTAtPVZ4JcHtRi4sJxcmeWm1ZC9hQc507d0cOzt3ZlR9ysqhczj5Lq71JQVVtTrY3/qbnt3iSr80Peb9SiUZmuHbYlWZoWOasq7LGtZf+ZU/HSM3KR2PVgxgjFsGuu2aSoNEOsTbVBzGjt0qmjQcRctW6Tm8fzjlkvMAk3Utfh7ckc2ZY66F6XzeYF5nMivGVSFtlG/C8Dp5Dv/8LalkDL/7VEbI/V1MXfuBrmPbkScxq1wBbkwff4/qI3tR3tCl0G9GCPd3TWXth66Mb5fnWxfGQHQ8XNOD1jPf023LVvrYuaei+tZD4G1c91yKdmGFQtnKBbkS4MWO9VrSxdg6E/ifnsvks2ZUHFKM5/vWse7zdxpyVmpFjXyJmRYovD44mKbdNxLa+B82/1mN9Cbw+4YV3K/Rhg4tbNm95w+qJrKuA2+7sudStAsrlLJULniFAK8drNemi7lLKPw5PXcyZ80qMqTYc/at+yIpmpxUalWD+ET9an2viQO1Ozgk6qeqbD8yfv1MKsXqDBHKsX6Fqb8/nkRsqjNh9XguVB9B998rc+YfF2rMe4h23pdHlMcLqF9yMH6Dz3P2j5JG8Ep4j+vshVzM2RnXn+xjnsFR5+KnlRf4KdrHn85Y9dqi/4yV/ivWA7ntuodL0S6sUMpWpuCVALx2rEcbs9Eg/E8zd/JZzCoOodjzfURVpUq0qpEvnvqwoeKwHexWNaHhqJa0Sn+Y/cPLJcM5ZC03l/Wi6V/3iP+uKROKDffk8hQng89NxZXv9fmd6bfpCTpABDzmcoAgx7wWVFsa6TFNXjouXkXvIhFvW3t7GzsuhyOyL6BFtZVxpK8ma7PZbB9cLskl/RpIwyo50eSlw9IN3HZuwtZNJxheKRt+z7zxfpOw+2R0r65x8k44+co7kjvNxw/NchL0X792ROvJsEIWjEhCEkLRof7B8OeVl6fZeuAWAVH8I4rTqX85cnqtYplXpM/D77Fx7CGCi3Wh0PMdrFj25StNnhp0quNgcAO0/uF3tm3ypfnkD4SEf/o0jAC/AMIM0gMVZmkzkFZvD/qebb2qM+ZEZGPqGHvHgRLwnPBQFcPLFmHSxzFnYvwAkQAAIABJREFUl+vHEVedlVaLDzOh4j2OnXiMEnSWeT276ZdLbUO1AdPpUuJ76XpCub95IJ1mvKPH6pWJM6oA0jrTuY4bHeq1peWylfxSKoVe/RF6n80DOzHjXQ9Wr0wtRhWgvcyy6eu5dLcgdfwFFE6O+tbiOawQFknrkNAZ2CHpfPYzscswzpmlxTJGc1rCSE8AhbCgQEJUaUhnafr5W401XFo0mEuf8w0jOECh3vKG1MiXPoGF1vF8zyAad1rE8/KTObCyy+eLb9TZmjB36wxe1P8Nl0bhbN01kVoJvslCh8/+iXQZdg6ztJYx+5YlI4kQNYygwBBUadLxRVQN1lxi0eDPkiLCgglQ6rG8YQ0METX5+96UgXmJgSyeeIG+1z/grxDtwpEwLi9dgodJPRb1LP75HWiD3uIfZkY6W6sETyZ1txYzedMHGswZTLVPXmDaMLQmZkmemOq9Yl3nw/6JXRh2zoy0MRsNSyIaDUpYEIEhKtKks+SLKlnDpUV8USVBWHAASr3lNKyRj/hVyZofft/GJt/mTP4QwhdVCsAvIAzDVMmMtBnSxmEImVFh/CmeDdXFnV7gNrqUGorGwbBjKvGjEPD4Emf+zUjrVo7YqspQtlq0J16fYeMuL7w/T57C8NqwhWtpitGgjiNZ9PlPCz+8du3l6pMgo5T0a/C9zG5SLtaVGHvoNkNsM5NeDYO3HGFwghIIZG+3Qpz2b8rco0tpYKAbqvLsOAsnBZFWj7Jqb/1LuC6Uw3Mn8j+9t+EEc+mJAoUTVOCvh6YMg3YuoV22xJ5oCMd9TF1G+iXgF7c3MLzXQp6gQW1Qtip4t5qhv6z+/Imi02HaeBWtE2BYgZoMtWZwrFakGAnBW/gpZ2d2fjCkSzbHZY0fuzrpUyALijbqRd8S0Zy9Ay+xYuJqFNKSvmRzelTL/mWgAVBZUSy3BuXFMdxvQoZ8oTy8dy9KEiLImyvX3pKpVGlyWWemUND3clFtIBdnt6b5HDNGu26he+GkDFFqstWbyFbT4dRr1ph363czomLa+H/2NQm8yOzWzZljNhrXLd1JkrhfGe2NfRy8pyO9cx96ftxVNn59aygzaCdL2mVL9BmrcPcx1E1Ih6RKT6s1L1jfXE8nrnvAjOpFGJNhAU/3dEGfhMrL+dSx/z3B5YVgbq/uTbNfNuBX4U/27BhCuWgXsFmU6MeWwxZ0delPU+eXLNi2gM5FEn6eQpW+FWterEe/qDOoXmQMGRY8ZU8XvZLycn4dEiZqcve9KQUNBfts4khsX707wPzVd7BrO5s22T/VQiinhjtSd299Dt5dSK2EeM8or9kyfg43yw3n9OdzTSF4jqxEp3u9OLCtC1l9/0egNuZYEfb2AzoRTqDvc54+jWmk64Q5FunMyJIunZ7MVaRvtYYX65vruT1Tx4MZ1SkyJgMLnu5Bvyq9ZH4dexKmShmoNeMYtSKd5Are8hM5O+/EMFVyYY3fLuJSJZO0mckaT1emvfCC59ps1MhvTeh7H959UPQbYrq3BGtB9+Edr1+9ihj/VWrS2GQhfbR3rrGrw5C/x1MqlolN2KnfOLrn8JcP/PYyZ9Vdcnc6xIb5NfXv3oWd5veT+zlkmUbfEykOaVh9BcwyZk78qsD7I2w94Es2l5Yk5Gyf4nOZ3VseRZ0ER0L4P0OnKFzYsZl/9a6ya3n7OgUbVipLshUpg2O+xG4TBPMwvQYSMI8BQJ2drrsesqxhIvwwtRcZVaYSsxL+y4isI//Hog5/uh5ngEF2ippMheO6T9acoo1/oWjkj5QXbO0yi5shalQqE96cWMoay7EsnN6HilGWMxWeLznIxVAV5Xpu4uiAXFHKGbStHbk6v2H4gUP8ki2Vul3FIIy7yzvTfIw3LfZ60tMoVoaaDDWnsGloYyq37Ybd8U10TrRuG5mwuyzv3Jwx3i3Y69kzVRlVoOPf/Ye4SQH6jekS6UCysetbhWW2IpRxzJfoa5WDH6ZHk+AO6Ruhe87B0e34aeY5LBv9jevafpT5aFSFPTzB7kuCsk2qk98cLIv1YP1RG/o26Ur36v9y7Z+1TGqaN9muVk4Okq/vTeloubl4BtveV2T8r85GcV8L8JjM+EM5+NWtL0U+zkJ1j1czadm/ZB9aGQfdCfo5NWDJM/23Osyoac+M2L5QZaD5yits/0nfrVzfmqhjoEWdP3E9PsCwuFjqTBhDlYLu3sFbnY/CBXUc/a00TVa8jD//ey7k/udTObLTbc9Dlv+Y2MLouLtiDjvfl2dcv+px65QIJjgELNKk9IWJL0jD6muj82ZTjyb8+aY185YMp2b2uIZghedbl7PXLy9dO1aP42admJiUHYzr8UHk0TOPDd7QgizdAhnl7krvLPqyT8SKjCTphPry6KFvzBUslTXZC+bG9pPKqLNSrGrW5CmD8objY1rQa38uhgzIz8xFaZl6oheP+v1M3bLb6TV7EeNbF47oEHX32bjOnUCh5fa1q4SRK9JKoJYH1+8SnLMGJVLrWZZYCPWaQddB+7Ds4cqEmsYcwDXk//kvhm1xYkCPOZQ7/BtFv3kvHYrXjK4M2mdJD9cJGFXcr4HOmwOu10jXcCGDK0fvRVNifad8wrz3M6F7L6Z7hFKu/ybWT29G3kj1Fug2hU79FP5+Wp38H8cXE/uWLDqSEbuOnZjYqgJn+s5h6cS2FI0lxNA345v0ve/Z2qMyo05Ej5ArCHwZTrgyiWqF50Uz1s2oOe0UnYxUgrhQnq9nzF8XyNb5AL0KG2GhJ/AUEweuRNVtD0PKfTStlTfsHT+JY1m6c6hfcUzM7Rlz2Is+4Qk576DwdE03mq9xoM2P2ZNeziQS6vuIh74fYuwEqayzUzC3LV9UqRjJNYzHThjXLt0gNI8LZTNZYN9rIRvqhOjfsVIes2X4WM6UGsPMDgUiyq2yIF/ZxK+uKS+3Me7vs9i22ET3+HRKBPMhBNJYpVD3+FiQQ8jXRpOLen16caDbCBqUc2PQwmWMd8kX+8qd9ipLFhwhrOJkeldKzSteyYT2HBPK52BGEubrYf7+iFLGK5Ix0N5bQEvH8VwOj/aFWS0WeB+mT3Lv+mifsn9EKzotDqLNukMM9uvNTFSY5KzP+IPnqDqxK107l+fg7kmsmNcHx6fr2XDemkrVsnL5mhcPdI0o9rmvDOL6jYeYFO5P0VS1yxEH2hv81W8q59S1WDi4ul73qkSjKUS331oxu9mfDFriwoG++b9pYEntjb/oN/Uc6loLGVw9hbknGoDy4gAHrxei9+H2xBp33Wj1reXchPLkSFqHhH+COiQtLy/vY5daz1AufLn7FhTtNQ7s2qV3h0i8v4WfIP7FO+0rTi/7g9/GruCiUo5+G9cxrWV+g3ee1FmdGXvwNGXHdqHXzA5UOLyD0fNmMbBWrvi9OrQvubxvF/pFvctbFLTXDrBrl15JeX/LD6FH0m/T95qSp2JjXGyjXjcg3p5nw6r7aHKWpJ5LqWir+qYUzZWU6ZuOJ8dWsfNaQJQJtcqiEI1+bkD+Tw1AecmuUePZF1KVab84onv/nvefn9YSHK6AEs4H//e8j/4C1aZYRT8Tp/Vm5289mfuwED91vcHiCa48ffqUp09ucNpd0HrDSKpZA1hjV6QEdgDKO3zepCFL5i/vVHtjO38f0lGnT2tKfT6fdZMd7rfJ8uMofswUd91oX15m3y61ngmwwDei0XDtwC70q9J7bultNFruLWiJ4/jLxFSlBXgf7kPyDuNhvHj0mgx5c8V0d9Q95/ylJ1iWdKS4mZq0Tk1p4xRXUue4MknF9fzVadXW8ADBehE+7B4xlO0f6jB/vAsZ4nteCYnYsbKUO1YpE8WX0wtGMnaFB09Ebqp3/5PJfSuSpGvvoxN0B7f9V6Ld1KTBrnwzquY1AdTY/tCHNWeqU2fwTwxo5cSxn+ewanoHikbpORWerpvA4huZabG5KwVTiEdQSsG0wgBWbWlm4OHhuFFnLIFdCqpfk7ydmL+/Au8jeUGEn55G2+mxPa3j8akdnNXrMqFCk7MCzavkMWiyGPb8CFO7dWXS2Sz0XH+Iv5vYERj5sh5NDmr/cYCz5f/gpzHneBTYgbeL1nEzdzv2jVbRp8VpPH0Vin0aNUIvc8YrhMJdfkCfx3tqw2/vDOafCyJdk/a0jCNWUFJIX6cdje1WsXT2bNy7LKDWN1us82PvjPmcC0pHk/Yt44gXlFJR8HV1xbv+CDY46p/+J7m+TSswYNUWmhmnQ6KEoR2SCOL03F5c1efzjUJogBatahl9uq/W9xCIMAK0kFPvAyE8OjSH0SOms+WqP7YV+rJxzVRaOSRiwc8kN40mH+FinZn07T2REfWOsL7NCKZP+pV69vrTE0Gnmdvrql73dpRQArRaVMv6ELeoAWj1SPpt+l5LnLpPIercVsfdGdVZoADmDjQbOYM6MWIKhnF6U5wJx4GWh/v+YvyKZ59dwERYMIEWrcjV5YthFXxgNP3XPSJc94jfSmTgt1jTWkbjLMtifKpK15qNLzfTJtJ8WHd/IzNW3yEkXMWq8S+xz18Ah9wq7p64AY1WMKlZlmiOcgo+Owfg1PsazuMXMbN3BTKqIfTyGkaPDiXdT18Mq2DPf1h/syCdF9SPx11REHR6Lr30NxqU0AC0WhXL+nRHvyoJwvQ2GhPydprP/grv+aId4Zye1pbYVekxp3acRb8qachZoTlVDLwdKfDY7zg32kGBKbvZNMCRKJvC/p54XofiTZwS5AVlNLQv8Q3PTt0R0+mWVwNBj7n/LgcOdnpMtvAggkNVWMW3YyX8uO22m10ZYj/hKt7dwk8IVLcOs3tXej3nYMO5+jrh8eliZvafQSseLKwvbNWR4iyoM4gGix8aJ4L5p1wezBBVTKPHczAXjVbEFgkqSNzZ1E84ZTARNo69xNqbkeJyv9kjutubCpu688X9BBUwJcSxChVv7p8XhzYtFtNG9hEdGlUVZZv9/TlWVMijvWJCp1qidF47ka9CV7HiZnKHDjceIW59hb1pDtF9vwHxMWIj/IIYWdxUmDdZHSMKe1wEbWol0prXEgtixNkIEmtczIXK1EJYWVnF+LMwUYk0zdaKoMhFiDWWSpC4vLCdKG6jEWkKtBLzLnyJ1REljlU0Qi7+IRzTpBFOE6+L8IAtol2mLKLj9i+SaW9OFD9Y5BP9jyeyvpKD0Dfi/vlDYtPiaWJknw6iUdWyotnfdz72AyHi0d4JolOt0iKvXT5RoesKEUU9dS/EkgbWQqUyF7UXxB0P48mZLWL27x1FvXIFRI5sBUWzRbe/9DW6N+Ls/G6iasFcIp/zeHEqRt0GiG0dMgq12ka4rHqdpEjxoW/ui/OHNonF00aKPh0aiaplm4m/vzRGsXdCJ1GrdF5hl6+C6Lripogq7hLRwFolVOa1xYIXcUj75IzYMvt30bFeOVEgRzZRsNmiSHHddOLN2fmiW9WCIlc+ZzE+prAGkpg6fSPWdagrJl2LLyiJ8er7a6F9MENUMbMV7bfHEYtGe19Mr2wqzBuvjBF3LjK6F/NETTM945T2rljZvqCwVquEabaKoudCT/EqnjHpzT/1hblZPOOLEEIE3BKbh9YWuSxUQmWVX7jMPh+bEOLBjCrCzLa9iFvU6aKyqblovDJOScWLeTWFmXkjEeuQHAvJ3/fGQoin+L2wmTDRqAQqjcjWcL64EaMLjYhjZVZwsPDUm1yIcOtrL0zji2MldML7rxrCPHod+x8X80ZMEfOXrxUbN28VW7dG/tsk/myUVZhkaSjGb4r+3VaxbfdZ8Sy6nmifidN7jwivx+8+xuoKFVcnVxbpMjUQi/XGpPwg7u8YKpxzWAv7JrPEGT+dCFzdRJib1xNLfD4V30esbZFJ2DacL55rFf1iah+IGVXMhG377UK/KmnF/emVhal5YxG3KiV0fhQkNrVKK8xrLYgZYy5ojXAxVwlTi5h6ZGVlIUxUaUSzKAOwvjhWn8r2WhwZVl7YmGQRNSd5Cr9I+QXs6CSymJUSY6IEatKJgHcBsc+FDYpjFaGLFmXGiit6utrQk4NEQfNiYvi5SA/oXor1rbIJq5KD9cbU0z2bK5zNbUX7bfrfmN/SBsI8iTHXIv/JOFaGovjiuuM4UUJIKW85vsOV//3cm6xGWonV5BvEUf8+6D7lE7KZdna/6DkYaEmhNvM4XqoSv3fsS9fKF/Gcv5ZZbW059NsA1vzPkbE7fv6yLZ8AtLdW0bOZu55bb0B5eYlQrZZ/urhwUO/CTShPbuggrm3iWDN/iMe2nRw5uYO1B+4SKEwpMXI2+TUKrw6Nov3Qo6RxsOTtyxd4P1rD2DltaL+kXjzuJAqvvQ5y6kFMn2WjorLAvlJDymVPTUvzamzbrOf52mbR3ncwa5tmpJdBaVhi71CAMl1Xsv6PTpT8dHds4GMeFx7Dmcu5cIi+vKV7xMrRc7iWpT07+xTHxDILtSuEMv7waUKa18EChVfu7tyyKs/QcinnmLr2oQfbdh7h5I61HLgbiDAtwcjZ+dEorzg0qj1Dj6bBwfItL19482jNWOa0ac+SehHlV3z2sftkEELjQPESGdGrJe+uc/a2KY6tfibNkxMcvfiEvXNWcL7bdCqavef0hJZ03/mecJ+XPPbx4n6gQmXLyKmloXjxAmiUcxzfvg/fTt0S2UdpeeixjZ1HTrJj7QHuBgpMS4xkdn4NyqtDjGo/lKNpHLB8+5IX3o9YM3YObdovIUJcBZ99uzkZJNA4FKeE3jhs77h+9jamjq34Oc0TThy9yJO9c1hxvhvTK5rx/vQEWnbfyftwH14+9sHrfiDEOOtkAImq0ww0m7cJtW18Q13C61t57cXBUw8Mu80r0aiwsK9Ew3LZ9etacqNxoGHH1hzPkpf+o7tQLpHx+GLFugitpx2hQectTJ14hNwNUphfdrwYo++NjsLrbX+x1q8OjSseYd/7WpS+NZyWA3JzfGHjZHYhi0baGvSbXEPPl6G4e4xAdT0PlZu2NOxWQI0dFRvZfUnh6iz6TH9Erb886RHt4hjdUze23rCnaYP85G82jcNlyjOgeXea9c7OmYbR0lVnpvniszgFZSKHJrF3cn5j1La0Wf+ctc2izdqC19I0YwI1SZ2F2pP3s9PMheZ/NKaZ2M/uURVITzCnDh3nbZ6W1Pl8mFTBZ3NHyvZ5yW8nj/BbEg6ZKj5nWTNjKpljeQXKs8u8jT4RVmej9eQJbKrSl679fsBzTZsY7toiIIAgLLGy0v9e07dfy4N6wXFewCF81tC+4nhU486xvlOmOG9uVZvZkDUJ1tF/x7BSm5M2rTkQNeipuXU6zI3aUWkwt4g8aTBFoyLOF25ZuB0LPUpRcVBHfu1SiTPLHXh58j3VZuxlaJmEerSa4uDcgQ420T17oxL2RoVAhUma9KSPY4e1RL32lC3tkLDbm0wK02zYZJq0tOXa4aF4inzU/bEEIeen0WexKSNdz1I7y32mVC7ByHMKKpUhLyCca0t602bJM4ywUasfdVa67n7MikZxuLgoL1ndND3rEqU3Al24Fk2+xBYw+bCtM541dSJ/ovB8XW+qjbZk/s1tlIn+A40dDfoPYWxgR+rbAmSiVp2y/PrXLk6H1qGmqQ8H9p/DrNoCnFPQAXWTws0YNrkJLW2vcXioJyJfXX4sEcL5aX1YbDoS17O1yXJ/CpVLjOScoiKyeoZdPMOlYAEmOcidO47u06Y8rbpG/LPCgFb8tWMW9x6c4sSTMHJfGsi41wNw83IhW/AT7vtloGCM2D4acuXNRRrVWQI9j3LqQzdaJMod0ITCzYYxuUlLbK8dZqinIF/dHykRcp5pfRZjOtKVs7WzcH9KZUqMPIeiUkWawIdx8cwlIsTNjX5xbSj/RVha/bWDWfcecOrEE8JyX2LguNcMcPPCJVswT+77kaGgvtty4iGRdWppG8OHKhYSXt/h15bQu80S/e47RkFN1q67ebyikd5FsuRHTZYGf7K6QfLlkLZYayZtbJ18GaQmQs4ye8p+MnTeQ4O7R9lvWp+/F5alY8OutMvryv5hjt/GhcvYBJ1j8s/TeN54GVs7Rw8QrOPp2a1M7bWZyQ3HsXB2f6rYN2fewXx0DS6KrfsGQI3644+EEISZZMQhV+o7A5psqDNSY9xedomGNBnXnPbpXdnaxZut+1+TvXFDfvg8tVSTxeVXOk9xZuKgf3A50CdRi/kA4n8X2LL039jddcPe8g67GB+bOHTnn0VnqNy2L11+KM7+AcWinOMSAYEEY4W1tX5TSG2ZETvLjHGWTVGnw0ylQpUuGzlzJe9C1X/HsMIWlwG/UPrIdLwCI5YYVdal+WVAE1LEJVdWRen0zzFymJenwYKL6DI0oFl9h0QcFLSgyqDlVInnKb+lDdh1PpDWM1byezJd6Rxw4QK3dKCxr0vDLNsZMOgNvVZMp3ZmNYQ+wfuFAioLijuW1O83/xlz6ix+inax4flrL46iTOWN1HC9zbwaxtkxMS3clokLixOQxFBMGvsKKe+q4ZAnXDrz75ddXeHDriUemP4whgw3juN2I9KzIhx1FkeqNhzJ6M8fqsnZuAk/jJrL9lMh1Ci2nz2nTam54Efi7vK+BQFcuHALHRrs6zYky/YBDHrTixXTaxOhnt5EqGdxHEt+0k4d3tdv4aeAyiQDmTMZ1jWbla5GxYx/cc/nFud3LeWae27Gb3Yhhxqwzk1BPUanJmNGbNTgH3ADrztaWjgmobsOuMCFiMZI3YZZ2D5gEG96rWB67cyoCeWJ9wsUVFgUd+SLuN5cv+WHggqTDJkxSFyz0lSrmJG/7vlw6/wull5zJ/f4zbhECEtufcImkMTWaVwktL7N6yzmacI6JEaVqczGGq7cnlfDSO1fh9+/Z/H01NODilc8DQShfsR5T0+9xpnwe4K/IZdXfEt0fvx71hP9oj4lEIH60Xk8PfVKit8Tf72XV3x7dDxc9gf/PK/G5L7lMP0VQIV1pXGsneZF9UFt6evgzvIWdt9uB9MYKL4cHNaNv/zbs+Xv5nx2EAl7w+PXGnLnssG+1WLOlqnL2B79aFDpBFO3rqZvmdKUQ+HVwQ8IdVrMPzai0NBQTE1NUasNqxWd37+c9fTUM+8QvIpoNDw674l+VfLjSUpvNGpbqo3fwWrfWrT7rQntz+XjlE8eOrarFrUvsKjAkAntWNtyKhP3tWWlS7xXSsSKpmh/9p3XH8eqRO3DMb9ATbZmf7Fy0BUaju7CpAoejC//pVJ179/hT1rSp4/t3YZxalR1Ou/9gQXn59LAKKtPWrwm16fN+oLMvLSQJok5RmqMYqQW0lafyvHTP7B03XEeY49zp160KJ5SltJDubv2V/osf0jGqi0p+XQvA2vU48Wq9Uyob/dNbwVLHMF4HvXEX9GQw7kY10Zto8ikjdT7eFOI7tEFvF7pUJmWxtk5U6IHibBzk2g2+Dr1F6yjf2yt2cioc1ShQ89YzFbdQzb0aMd8k74s/bszxVLPzaCfUV5tY1C9wZyMsdk5ikaHon+mwqLKNK66D4lysYomTzOaO41h0oo9dC2zhuOmdVjRIHGddLIS7MlRT38UTQ6ci11j1LYiTNpY7+NFNjoeXfDilU6FaWlnnD9bFDp8fd9GuKKamWNhqMeJhRMVSpmz5rA/+yasYMCBE1Q0QD9UllakUQG6lzx5qoUkGFbBnkfx9FfQ5HCm2LVRbCsyiY31Mke0O90jLni9QqcypbSz8xcDSueL79uIRSgzcwsDg95a4FShFOZrDuO/bwIrBhzghCHCJpRE1mlcGKW+w84xqdlgrtdfwLr+pZJ/gBX+HBruTIzmGYMJ1K4yIZ5nzGlknFIlC8L/EMOd45eUCbWJX9SUKaniu4cJ00+Rq/dxutpr+HI3hQmFey1n8YXKtP25PYXsDzI8KQst35Qwbi/pQtdVpvTePYRc17Yx/7gHJ0954nn+FoEN1/JicxssAQuH5kx3LU7p3i2ZuNCd9ksbYYvC69d+YGNPRk3EblVoaGj8lxt8RuB/aDiGqVIVUqkqfUGdHZe5u1jwvzr0Wn8MUWQY7SvEXNax/XEYAytuZfSkhfz242hKfFX1Sk+1cYsZ7FaTmb3/pO7JKVT+ODUX7yIMKxub2GaJghC/Fzx99oYPRiuLQsjbZzzyTk9gIhfQU2vLTDTpS7Tg92ktvnUxoqJ9yqE/u9FjigeaRnNxXfsLxd4fYkzbzkxvWoWbkzeycmAFbFPTElXYZdxO+KBTZ6SAnyvn605lTclPjVnB98RJbmjBpKQzte0TazbqeO7pytFLFjQy1iG5xKLJg3P7uizt1IOqVy+weMNMWjukuD2pOFHb/8aJsI/3PoV5Ma5SVdY6buXSkgZRd3Xf7qBT8a68btcGh+ivTp2LVp1q8Uf/sXQ5/Ri79odpZIgn1lcm7LIbJ3x0qDMWwM/1PHWnruGLevpy4uQNtJhQ0rk2X9RTEBAQhABUGlNMDFU5dSYqlC+IyeGriGKt6G6gBaA2NcNEBYhA3r/Xxvu8fsK47HYCH52ajAX8cD1fl6lrSvJF3BOcjGiMONeO5JIjAggIEoAKjamJgYsfajJVKE9Bk8NcFcVo1b2iUQKKxswmcXUaZ5JGqG/dc09cj17ColHWZN9R0Nj/yqE3P6ONa/BXvJnXsBwTbefxcGPbeN6FGlOrlOhKpcH+10O8+Vkbp0u94j2PhuUmYjvvIRvbxqMPalNSnKiKL/tGDGaj0oqNvzthQVDU79XZaPbXSgZcbsDUsevptPenZCzLS5a3rsjYM/EcKfD3QRuylrb5duvxrjHFaYwH23vn+dgegrmz8VdaDT6IrzoDK10KMDPUErsSFanh3I6Jg+tSt0YZLBUdOkVELGJp8tF6yWkah1uQRqtFSxC3bz+CPK3Iq9Ly4UMYOl2EP65WG9FuVSo1Gk0sLVBjz6+H3vBz3I0G73kNKTfRlnkPNxK1qC2QAAAgAElEQVS/KlkZP+SGsTErSIff2zJz93TuvDzH8ZvBOJWJttWmKUS3/i7MbL+M+UcHsqT+V950sHBi2ILf2F9jJv2nNeX0n+WxAD68e8cHlT7DKmXynzOsUhqBt7fwR89fmXdWh2PfDayb1pL85oBVfSYfcqdAr+b0G1KX6rcWsXV+BwrFuS2p5eb22ey6HRbvBQ+hXo/QiTDcF08mJF38a9EmBZowqE1Jg91XtHeO4vFYi4og7oo6/PNzwUjKFoCH2zlChAb7arUSH5BT8cXNzQtKDqeG3jvzdXx468OrV/E5G6qwsMmKjd761fHk9H7uWpenesmsmKHj9qyG1P8nL/OuLqaJhYbsdf7k0IniDGzXm46VrnJ9w1bG1445wQo8P5deU1/RdelEahvzILjR0PF41Wjme9di2o560Vxltdz8ZzZ7zFqzsUPuWCaParK17EXLPxqzzLcqs/tVNtxTQnnJkSlDmeH2Brv6vzP195pGu1QmKlruHPXgsVYFQXcRdf7h54KRlDDAA7dzIQiNPdVqFY2ktyosLSN2bhSdNu4JbRRMKOxYChv1Vd48vMOdUChkQKUoioIQEb83NUtCRWjvcNTjMRHiCur88zNRxXXjXIhAY1+NWpEbo8oSSwsVoKDTxj2pjYxJYUdK2ai5+uYhdwwVNsEkrk7jIun1reDr5oYXJRleI7New0r34S0+r17F6/6ssrAhq/4OCdRmWKWNx1lcZ4W5BjAxJ2369Cl/AqgHtZkV8YtqToSoaUmfPrVJquC7fwSD1gRSd8F4XPSNC+mrMWHNZqqb18VODd7JVRy1NcUbd+fn4nEdIBQ8OzyPVbcL0qRHfXLFOo3QkKdUui9tIciN6YNX8a9lIarXbUC9evVoWL8GJbJGnllouTGhAmX/uBQjBlRURlLUYmSs35iWGs25i39SJsbcQo2ZVdp4jljosIpoNJinTU+qU6XYUJ6zfupy7mUqTWkTT8a2/Y3iJxfyY7SzvbaNe9LWfgtrV+5nav02fO01UUunoczstZvu1y7zUFueoiY6Xvv6IdIVIUP850VSDNKw+kZoX51hxaRRTFzmziubKvy6ZRWTmkULFGxZlK6rPciTrw1tJ3XB2fsxmzeNoKreybiWf12XsWh/ULyGlQj2Q6dT8FyzGC8DNozMahegr8GGlY6nR49zUwuY5KXT8G5RD0OGnMHN0x9FnZlqtZ0SfdZA8TnAHs8PWNW2J6s+GcQTljfPzfJ4UzOnyeo37O6sZ3lKe51lfVqxotxO7i1riBkCbcD/ePnahpBIM07zgm1Y5J6fgm1cGNa8Pu/W7ePvJlFdOS3zOmBzZzidfsqD+65eFEpyKxSE3NrJtIk3o7mMarlxXwcFE5aa8noHoye4kbPXKTpFC1ykvf8Pg2feoeKE1dRLr+f3oQrCRIUqjQ02aQy/oSns1DT6jFvHfS3gcQWtwy3WNk+GE5C6pxw9fpMI9ezE8G5RA8KGnHHD019BnbkatZ0ia6eGTJlsI1ziwkIINfQ2ON0D1iw7zDtUKH4XOHM9DJfyBpyeDA9DC6BOh036xDsD654e5XhEYyRvp+F0i9oYOePmib+iJnO12kQVNxOZbCPeX1hIqIG3cep4sGYZh9+BSvHjwpnrhLmUT3pQyRjZJLJO4yKp9a34cGCPJx+samOvv0PiyfLm5I6/Q8K8yWre7O6cPDt+EiNhnL5X92g9ffuuwb/ufOZ0yxun679FyUb8CEBYIstsCGkp/9MYysf5TCjub9ay5kVZ2o8cZ9itgFZ1Gb7rDJNK/UB2vc+bkKfNLLaVfBvrYk7IhTn8Mv02VcbPp0shFSEhIVhaWqJSfRlr1OkLkS8lrlnGhQjh1s5pTLwZ7e1rb5CIYTwKQSemM/WAluqztrKlxBJqNvybnr9UxHPLT0RxGDKvQKsWTni+UXirA9uvfgbFmhpTz3HL3OLjvFCHr88byJDZuPFmkxlpWH1VtPhe2cWKhUtYvuX4/9m767gotjYO4L/dZXdhSQsUxL62YmAH5rULG7vA7u5uxWvXa4vdfVXEws5rX8UW0IsiuTXzvH9YxC4soaA+38+HP9idnT0ze+bMPHPmPAeP1dng5rkauyZ0RhljwZLUATUmHcLxrB3RbOB4NKwdiPV7/0LTHIZqvDmarnyEpiaU5P2qenDsE4Ex/n6pn7xCDMFJ3+vQkgSqql7oWSZ2C6q96YuzwQIkNhVRs0pybzMLCPBZjxNhAtSHvLHoZktMKGHgwkriiBYLN6Bv8cSquhSZC1oYfVd/ayf23s+MP6e4Jd4DY+2KQTsOQ966Pga3b4oMR/0wueK3yyNplvqY5zMOt6uNQJeZpXFirGvSx7/qA/EgQIn8+T/d0dYG+GHL5isGxsHkQwEnmyQ9lhR27yE+WKtwz7s5agf2wsBBXmhSNAOk4RcxteMYXC01Ff6eeQ2f/MV3ODRiADZEFEMJ1WFMGHsAjf7XBKZ0zJFOC92Xq3fxLfz9bkLjnlqD/GMUMeQkfK9rQRIVqnr1ROzqqcVN37MIFiSwqVgTsaunDLmLFoSN9CpC9B/wLkQELBPbMC3uLe6HddlHoX/JoZh3/TEu+L+BWC5Xor+J+PEjwkQAstwokOzoW0TISV9c1xIkqqrw6lkm9v7U3oTv2WAIEhtUrFkldj2U5UbRgjaQXg2B/sM7mLK52nuL0W9ddozqXxJD513H4wv+eCOWQ65UPSkmf58mJKX7WwjwwfoTYRDUh+C96CZaTihhIKCUwLHFQmzoWzzRk680c0HEa5G0V7Co5yycCjW1/zAaAQ8F6JVL0cF9v+n7R14afdeMQY00jOq0Vxah56w4U6QkJDoADwU9lEs7wH2/6TVBXrov1oypYXoAm9ptb+hZjG/VB7u1dbF8YTd8p1xS6YQS+cuWMfpu1PPzOP40KxpWc0PjAgYW0N/HvAXXEfmHF0YNcUe+0BBY21jBwsL4uRvQ4sqinph1KtTkXvfogIcQ9Eos7eAO06uSHKX7rsGYJBw0+sAHCFDmx6eqpEWA3xZsvmLgZmS+AnCySWbrFumPGUNX41nBfljXIx8ymk/B2jH+qDZhKHqvqoQDPfPFOJcrUHHGOVxO3jeljq9BFQDo8Pr1WyCLg/Gb5+kQB1Y/kBh+BlPbeGDxKydUbTMdc4b0QpNCpvQzW8Kl1xacyNALDT13Y9XBPmjYu1D6/fEiT+PkxSiQxApVW7nDOVZ7ICDA9zSe6CUwd62J6rYAIh/g2rNsKF3ESBeIIeG+mLfkAmyajka35wuwaPhSNN8/EEXjPTmjRNZileHmlpLL8yj4rd6MB9nd8VdtExtNSxf03bITmglnUc5AwGZeYhhWTDyBymM8Ma3mOUyrYHpoFXHXB2M8B2Od5QTcO9oJgAQ2Df/CzXhzqSSPXfWxOHR3AB6f3IjF3n+hc6lZcKrTFpWj9mFzSHNs2tkrVsKKb/R4vKEX+mzUodWmg5gjHYkyHoMxrHFZrG6WeHpTZbVhmD/4Deb5PsTTu/8iIjzsu8xZFnn6JC5GESRWVdHK3Tl2uYQA+J5+Ar3EHK41q+NT9byGZ9lKo4gtYF66HFyUm+Gre4NXr/RAjoR7STQ352HQvjKYt98L0SO9seDac9w+74/wQblgC0Af/BLvMjgjm4HVqN++RSgBMkcXlM6e3LNKJE6fvIgoksCqaiu4xz4YIQT44vQTPSTmrqj56WDEg2vPkK10EdjCHKXLuUC52Re6N6+Q6OZqbmLeoH0oM28/vKJHwnvBNTy/fR7+4YOQ69PG4uW7DHA2tLFJkJJ9mpCU7e9w+M5bggs2TTG623MsWDQcS5vvx8D4DRKUWYuhsptb+ssKyhL1PdreyBs7setRDvTa9j90TbOoir6OU/qu07IZILy/h793bMaWrTtw4NwzyJuvx4NqeRE/5ZEaN+f3wlR/G7T2GYISd6bCrc4GOI9aj1WDKpl08y79iMBdnzHwHLwOlhPu4VNVskHDv27Gn8cqRULhO6YH5v7jjB77R6CCOQCYo+SwlRh/ohJGjB2ENXX3okeyx7l/Z8IrPHuphip3zp8qsELy5xZmidKH0O2dvamEXE5Fe+6jJ5EChd45T1cDE5l13fgK6e2L1wnMGG66kJV1SSmvTHOMznaefNFHPSm7DCSxqkcr3sSZYlwIpBV1VSSBnFwn3yG98IZ292lF488lNMV5vG+gS+NLk8qiDE2+paGIc6OptJWC8nhsoicxZsvWXRlNRRW5qe+peFPWJ4n+6TKqa2dOpSfepG+r19HtCaVIbtuKtkUm8OFYK3pAuxauopNPPn9Ad5dmV7Ehq3JT6EYiVSJsfRNSyV2p29hWVMhaTtnchtOeJ2oiiqQtbR0oV/f9JtcL3fWx5KLMQ/0MTtkeb2l6vr0L/aGQECAl+0oDaePN9xR34ngigV7v9aRCFpZUfODf9J9ARMIr8mmTneSZa9Nfd5LwG4T5UHNbORUbc5VSMPm5EdF01DM7ySAhq3orKH71XEF1VRKC3JUm39GT8GY39Wk1nr5WT30AeVczJ4nEguquDE74q9770rDqjcj7zqf9HOrTguwkIJmzJx2NJKLQ0zS+43g6Y7Dqa8h/WEEyg4yy9zhC36qYQG+PjqSqzjZkk7UEtfK+QEYmrP+8uUfJM7uMILGieivexPndBApcUZdUEpDcdTLd0Qv0ZncfajX+HH3bXG+qZi4hiUVdSnhz35PvsOrUyPsOaT5tLLWwkxBkzuT5aWPp9PiONP7Lxgpv6ejIquRsY0NZS7Qi7wsJbkWMr0nJPk2Isf1tmuhL46m0yoLKTL5FmohzNLq0FSnyeNCm2A0SjS6qoNx9T1HKWqQk0D+m2ZXkpGy0lpK8S1IgZGVdUir+pGWJHCKpSf94NlWSK6nR2tTd0u/f9obSnZv/GqgTYbS2kZIU1RfSq/gNLhFp6PyQ/GQmU5KVrS3ZGvmzUshIlqtPAoV6RvtH1aacKglBak1F2i+nq6GmbI2aTvXNTfKcvehEUit09Cu6uG0O9WvmSk4WUpLbFaBaXSfSutNPKcLgBzT07wYPyqs0p4K9DlKwQBQd/Y4uLe9ILrYqyttsLp17a3AnJYOeHs+uRHJlI0rdqhRG65uoSO7ajca2KkTW8mzkNnwPfapKW6itQy7qvt/kmkTXx7qQMk8/Mn4a19PzbR0oj1xFpUado/A472puz6BKmfKT1/7/DJzPYy54kUYUVlC+AafJ+BXDp7qoyOtBC3ftoT174v/tnN2MnBRFaOSlJJzVI/dQh8xyKj72upFrATUd75mDzDJ40K5Edp3waiFVVyioxqK458H42+I/tACZWbrT5qSeCD7jwOo7ifhnPfUqb09yqZIy5/mDHFUyssrflCbue2ik4fixvmdg5T+0IJlBQhY1FtLzuDVY40f98sgIEiW5TdxPa/s1pnbL7yVwwMb3wW8YlbS0IJcRZz83Fnp66tOR/jCXU5ay3WmpfzDpKZUCK+E/2t8tF8kdWtOW4Jgbk4zAKno/dXZQUpW5AfRlr0dfGEnFlRmp8f9eJXCwR9CJ3nlIBpBE4Ux1JhyhFymIOEwOrNQv6JR3BypuZ0456k2i7Xv+om5lspBc4UTVBu+kx1/LEEH/rO1ERayUlK/DFnoas2zvT9Lg4hZknq8trb1n2kkjdG8ncpTnpj6+3+HyU+NPQwuaESQWVGPh83j7XOPXj/LIQBKlG03cv5b6NW5Hy+/F3E8CvVrVkOykUsrisTPOxWooHRngQllzlKM2w8aRZ9XS1HbTs6+/tfBiMdWykBCkmclt8Gwa0awJTThvpDUQnn4K4Mz+oAGnY+63UFrXWEWSTzeWSaJwobGXjVcGjf9QKmgGkljUoIXxD0by65eHZJCQ0m0i7V/bjxq3W06xN/cVrWpoR1JpFvLYGWdrjwwgl6w5qFybYTTOsyqVbruJnn3bWFpcy4IkkFJmt8E0e0QzajLh/Le2L3QdNVZJCAABElK4jCXDm5GK+zQhRve3CT740bCSlmThMoLOfr560T/1oY5/mJM8S1nqvtSfgj81SBxYfUffJ7BKo7aXiEwNrOT21WnArDk0Z46hv5nUu0pGkhsLrNR3aUWzHKRQ5qJGE7bQoa2TqHEeFdkW70KrbiQWXSU9sBKCT9LsTtUpfwY5SeQZqECtbjRp3Wl6mtAhK7ylMzPqUXa5kvK0WkP3NUSiKFJoaCjpdDoKu7WaOhW1IYs8TWju+ZBELppN8Z0Cq4gT1DuP7FN751yHJhx5kYIbh4kFVgIFHuxHLpYyylxjHt00+Puo6c2LIEr0CjAJgZXZ5/OS0T+zpAVWGv9hVFCekTx2GqsgnwMru9a05X0kRUYa/4t4Mo+qKRRU3TuAIhJYLjIylPwG5ufAKn3R0+vDI6hSZhnJnWrS2AMBpCYi9YvjNLNlIbKRyimLSxPqO20F7Th5nf59HUKRCdZsPakjwygk6AUFPPiHblw6R75H9tH2TVvo9PNvH9Rroik6wcoS++/1kj9JIa9IM+6Fm/yZyMho0pgQh012lRMkCqo0+9/4B63wjJbXsyMpQBJVXmq24Eq8OykJibi1iBo6mpFN2Ql0IdaxJlCQ33Rqms+KpDIrci7TlLx61CIneU7yPByW7MY27GhPyivPSLUXPYizLTr6Z1Jpkls2o00mboD+7hRyVWQgj50xjlYhmDa3LkSVJ/sbuespUIjfSHK1kpJ5rkY0/VRg4g1hIhI7uUe+8Ketc3rTn/msSGFfhrr8dZaCvnyp/g2dmtOVus2//Ol3i3xIOwaUo4xm1lSs22Z6aKAB1zxYS23yKkmevT7NOJNIQ/7hNA0roSKbKrPpbup3V5H+zmRylYMkiko0+9/4JRGeLad6dlICJKTK24wWXDHw40b4Ur8/zEjq4EE73sf8cBCtbfK5bsvsqfrU8xTr0kR4ReuaZflc9/NTh41PjJ5Yhad/UXWVlOzqLKOnsYqpo+tTy5Ot9EtQoqR6K0OMbS3dmexKckhIUWk2xd9cgZ4tr0d2UhAkKsrbbAEZ3tx+9IeZlBw8dtD7GJ8NWtvk82dlZF99Kp2PvbH0al0zyvJ53fk7bIzVm0y66zS1vC1JJZ9PuMp6ZHAzUnGfJsT4/k5ExC1a1NCRzGzK0oTYDRIJQX40vWk+spLKyMq5DDX16kG1nOSU0/MwhaXWzfXEcGCVAj++7Y3NtMBKkX8InTe6OjWd7JPLcGClf0Zb2uchhTwntdkY8PW4EQJP0IRaTiRXOJBr+4m07u9bFGjw5KSnf3dOpiGTdtBDYztGUFNo8CsK/nJohO+nAW71qMfUjXT2eeJXrWF3t9OIWtlJIbenysP20/PPhdRoNPTx48cYC96gZa3+IAub4tTd52EKb1x8h8BKCCG/ka5kJTWnXI2m06nAFNekBAIrNT3Z3ZdK28rIrvwY8gtJYWOThMBK6TKGLoUlcA0ZrSadoeIIQvxrNN0L2tLWmczsmtF6o72RnwIrWWIBXTL+JCkIrNLtMJ2flfDAG21azsE1p3ZYc2AV2uf//CS9cy2M2H4dbU6tw+JFq+EzrTeWRAlf58QxNzeHQi6DVPJpwjtREKDXaaDV6qEX4z/1LLGog2VPW6EqAECNQ1450WzdW5MHZ34xqrA1Rpm8dCKZ8z4bd0WLccbelOaE1/brKHH1NVQFSqFYNlPHFgl4c3wy2necDn/r9ti0cxzKxyqGFA5uo7Dnbkec3bAEq7bsw+4N9/GfjrCygS3WKG1ga2sJc4UccjOp8clOJXIU7b8P+wcUBABY156OPUc6wKZagTjJGszgmCcnLNV/Y0rrnrhVygEqWQIZ8IQw3N2/FjdUVdG7YoxnqKX2aL3hJlorFEYyQWnx1P8iIipMxJGNY1AtqfnHxSDcOHYZrwQZpBKCKGjx8fJFvBZVsI6ViUCNu1snY/qyHTh84TmQuwqatVsO/35tUTrmw+uybKg29H+ohkg8OjANY0fOxu6ATGg462+jc60pCnTG+r/NYdXUC2NqlsKx4Wtwamqd+Fv6/BAmduyCBUHVsGDzgOSn4U+ArMg4XNEarZ2Q5vTC9uslcPW1CgVKFYPB6mnphtHTWmOPx14sWfcYzQZ9HvwrdUDHdReQ8/RTqEpURpmc1rHHb0md0GnDBeT2vQdpkWqonNfY+Eo1LixZjnNmFTF5VpfYWZtghpJjzuJp+38RpH6K5e5eiHQydjzKUGTcFRjfXClyem3H9RJX8VpVAKWKZTOYRMXSbTSmtd4Dj71LsO5xMwzKJwMghUPHdbiQ8zSeqkqgcpmcsI69sXDqtAEXcvvinrQIqlXOGzvVt1lJjDn7FO3/DYL66XK4e0XC4Gak2j5NSEL72zjhzXFMbt8R0/2t0X7TToyL3SBB6uCGUXvuouPZDViyagv27d6A+//pQCsbwHaNEja2trA0V0AuN4PUeIMEedH+2LdnAAr+TGMMfgk/qu1NPjPLTLDPZJnAeGsZMhasgtphBeO8rsXN2e3Q0ycYxUb9jZXtc39dhzRrTUw8eg111kzH+Blz0HXzJEBpB0fn7MjqkAWZba1grpBBAhF6rRZarR961lwIrVYDjVYHbXQkIsLDERYehrDwKOjMKmH2XT8MzSsDrBphgV+jRLcr4tFhrJo3C/PXn0dYrsYYu88bI+rl/JoMRqPRwNw8xnnUugR6+pyC83B3tO9UA4Fv92HrgNL4wTMxGad9Cv+LEagw8Qg2jqmW5GlExKAbOHb5FQSZFBISIWg/4vLF1xBV1rETCulf4OC4Dug+9zz0ZYZh657JcMuYlC8T8PLyEdwIBmRSCUACNB8u4HIgwcrWNtFx0hKpDEoLFVRJPHeLr1ehoctgnIclVCpzKOUy6MPfIuijFapOG4VWRlMCylGk41z8r1zimbCTUBo82zUeU08lfw0SIvrRYxV/beJ7nJz7F941H4c2eROoXZp3eHD1Mm4/fonXb4LxIUINjVYHnSAAkEJqJodcLodCLodcqYRSqYS5uTksLCyhsrSEdZYCqORWBJ+OGRFBN47h0nNTUyInlwzZStdHOec0OMMLz7Cte30M/KcGluxcAPdcJhy5mhA8vn0Tdx6/QNDbd3gfFgWNVg+dIMBorZdmQqUeg9DQlKsr/XMc9Z6N/528g5f/RUD7dR6cuCSQSM1g6VAEdftOwsj6ORJMpxuPqIFGr4QyOWP+xWCsbVYA3fZ//Fo3JHI7FGgyHTs290LRGOt8f2Q8+u+Vo077jnCvkjPhLFlCANa1rIGx7xph2qIp6FDCLvHsVxF3sHH0NNyuNR9zGmeLWUiEHByMmh2W4nnODpi/aSG6FE3nSabFN9jZtQraH3XBiss70SlH6o2cVt+YhhrVF8F2qi/29S1sNFW5/s5M1GwfhEn+C1Dte0wVFYP4Zie6VmmPoy4rcHlnJ6Te5upxZ2ZNtA+aBP8F1ZKeHTMVmLq/YxPwbFt31B/4D2os2YkF7rlMSCakQcjj27h55zFeBL3Fu/dhiNJoodcJEIw3SMhUqQcGNcyVtDbjazGfYI5bIYzLuBLv9nf+YfNYvV9VD459RSx4eQw97X/MdwpP5sCt0DhkXPkO+zun0pb+oLbXsHCsa5wFXhFzEHCiH5xSOTlD6NlxaDnbFvN3DUUxY2URI/D88gkcOXEeNx8+xeugEHyIiIBaK0AkQCKVQiqTQ6FQQqlUQKk0/3StYqGCSqX6dK3i6IYeQxqZnu1QfINdXaqg25mcaD1gNEb3qoWcMTK9CIKA8PBw2Nraxkqx/umzH3BualO09imK/11cgrrJmq1DwJM5big0LiNWvtuP1KtKGuiVymRNPSEGr0WzAt2w/+PXmgS5XQE0mb4Dm3sV/bZO4Tl29GiO2bKB2PBXexRKcoMq4sWSOijc7wQiP3+VRGqBrCXbYpbPSnQwnLUKgIjXp/6HLc8KoWOnyrBPal0VQ3B1zy5cfPkRERHR0AgSyK0yI2+FhmhW0Tn1p+tIkBYXhhVH1WVFsP7tLngk46TEgRX7eQgRCFdbwTqdX3OnN5p3AQj4TwOJVA6FhRUyOdjDVpkKZ+moSESZW0KVCqsSnh3EihM2aNShKpx/lnRpkVcwo0E9/KUcj+P7+6NYKpRbfHsMg+t0wcX6W3BkipvBHkAAEN4cwED3aZBOPATvuplSlGbcVJFXZqBBvb+gHH8c+/sXS4WsdgLeHBgI92lSTDzkjbppkNbL1P1tmICIcDWs0nWDpEXww7sINMuJ4nkz/pB6AgBi6As8DASy5c8Bux91H04bjId3A2GWszjyJuku/feT0rZXHRqMj2SNLBlUP+y3SxfU4QiXWhucFDoyMhJSqTSBFOsRCA01h51d8h950AY/xN1AM+Qsnhfpoypp8C4gAP9pJJDKFbCwygQHe1sYrEqiCFEqTX59Ub9FwNMQaCRSKMytkcHeARlVv1d3uT4iBCGRMtg62CUr2ycHVowxllyhlzC3nQfWZpmKAyvbIk8Kbq2JIWcwuWU/XKm7DJuGVjR6kS++24MBHj5wGL4Ao2o7Ja8nI5lCL81FO4+1yDL1AFa2zZOCO4ki3u0ZAA8fBwxfMAq1nX78idvU/c0YSx9EUURYWBhsbGwglfIBy9InDqwYYywlNM9wcPpAzA9qh03LWsIxOef78NOY1Hk5JN1nYWS9HIkELFpotIrkPZ6UCjTPDmL6wPkIarcJK1o6Jn9FWg20iuQ9GpNiSdrfjLH0QK1WQxAEWFqm515i9rvjwIoxxlJBZEQkLK2Se8KPQmSUCpZpMcgoWSIREWmJZG9umvvZ9jdjvzciQlhYGCwtLWFmxnnXWPrFgRVjjDHGGEu3tFot1Go1bGxs0roojCWIH1JljDHGGGPpVrwU64ylUxxYMcYYY4yxdEmv10MQBMjl8rQuCmOJ4sCKMcYYY4ylSxqNBkqlMv68VYylQxxYMcYYY4yxdEcUReh0OiiVPw5oGhUAACAASURBVMsEh+x3x4EVY4wxxhhLdzQaDeRyOc9bxX4aXFMZY4wxxli6QkRfHwNk7GfBgRVjjDHGGEtXdDodZDIZz1vFfiocWDHGGGOMsXSFe6vYz4gDK8YYY4wxlm7o9XqIosgp1tlPhwMrxhhjjDGWbnCKdfaz4sCKMcYYY4ylC19SrCsUirQuCmNJxoHV70gMwbWDu3Hy7jsI32P9mpvYMnUatt7WJ76sIHyfMjDGGGPsp8Mp1tnPjGvt7yjyBGZ3bI0ui2/BhNAnYWIwLm1aiYOPY6xJfQM+U6dh+23tt9e0N7F8yDhsvRMe88MIXF4PmbJ3w97IlBaEMcYYYz8zTrHOfnacwzLVRSHA3w/33osJLCOBZe4KcMt3E0NKtsDaNwktG5MUjl124oZ3DcRvcjR4evMhLIsVh70s4bVorp3H1XAVXCuWNrCepBLwaM8EDN0uxeU93ZHT4HeLCNw+FRNXPINn6zExXtfh9u17iLavgNzchjLGGGO/NU6xzn52XHNTmxCIXcObYvh5XQILmSHfgJO4O0tAdHgEstSditF17ZHgEE3xJfZNmoKr0YYfnBOerIJn9cG4nb8TJnhPhVdFBxiOrwQE+F/CS5kL+lS2MXmzjJI6wmP6cKwtPwkTDjTHuqYZ4i8TehxTJh9Bll5HMbyseYyivMY/9/6DVSEX/ME1kTHGGPutqdVqmJubJ74gY+kUX86mNlku9Nr9FG00X3qhtDjQqzgGRU/GjXWtYA0AkEJunQUKnAYgRSaXJujYuYCRQOgz/TU8XjAVV419bd7e2HZciZG9R2NAtX1Y12UmVs7uihK2cRYUX+H4iX+AYqNQJ0ciXVsmkhXogRGtF6LVok2Y2KgfcsV6Nxx+kwfDx7IfDo6vAquYb6lv4dZDCVxauIKbUcYYY+z3pdfrQUScYp391DiwSnUyWNk7xQggomCnlEAi2iKbszNi9edoUvN7pcjo2gMr/euj9Zy+8JrSA1XPncI8n2Xo4fKtNOKrA9h3SQfH5tnx8eolXDJx7YI0M4qUyYu4cdonVqjZYwjab8sSf5OEtwhR1sb0NRNR2Tr2W9obZ3EpLC9aVHTkwX6MMcbYb4xTrLNfAQdW6Y6Ax2u80PtsWSxc7YmCSe1UMnNCzVG7cKHKXHRrPw59WmVGwVveqGIOACJeH9iHi9F6RG3sikobk7BeiQpuc2/j5OC8X3vWPu70gtu4M7GCKd8DEwExHK91GkhGlkKhaZ8byL3HsAgAIIVDy+X4e3IFPPI9g2diJC4u8kRXozVRCruqAzC7czGurIwxxtgv6EuKdQsLi7QuCmMpwteq6Q4h4vk1nL2SBWGU3HVIkaXycOw+XQzb/3VBpS/P2QkB2LHDH7rCvbBlWTs4m9hNFHVyHNynvkbpcs6xHlc0L9wQXn2KxUmXHoFra6ZivQhY2xaHe/eqyBarV18CyyI5IBPfwNfvLpAxDzQBj/Ao5iIUiec3b+NDZheUcLZClgKRMDW9B2OMMcZ+Lpxinf0qOLD6hZnlrAePnN/+11xeidX+QKXZQ9CyyreeJ2hC8TZUgGWmTLCMVyPCsXfFPWhytkYT19iT9SkLN0KvwjFfEfFmR2fMu6uGVCKBWcgZrNqgwvils9G7gn2sx/3E1ytw5KoGEldPbD0xIHaQF7kTbZ07ImTkYRztlZUfE2SMMcZ+UV9SrFtbWye+MGPpHF+z/jY+4MCSjfjXpi66eeSO1fOkPtQHBZ3/xJz7Bma1en8IW468R/4W7VAxwZToIkJOjUNzr0NwHjYA1RQKVJ15Bhsav8GsP0uh5tDtePB1rioBj7dsgl8EQX//Nm5pY69J/+QfPIzKjqLFMnIFZYwxxn5hX1Ksy2Spk1CLsbTE162/Ce3NxZiz5z/kaN0bzezj/OxGHzkU8XrnBhyLKAWPDqUT6N7U4+WhEWjQfCEiWq/BliFFYQFAYpYddScdwaU9PaDY1hHlyrbD4kvvIervYLPPZVhVrIpCH2/jxpPYDxNG/nMHAWYFUaywwvDXMcYYY+yXoFareUJg9svgwOo70Bwfg5pVKqNy5cqoXLk2ppxVQ3dpDupX/vRalXoT4ZeqGQETITzC8qHzcc2iPkaPqA7LOG+Leh30kEFuFicTj/4frFrpC2mdnuhqLIuG9jWOT26ACu4roW23GUcXN4FTrFolg2OtCTh8cS/6ZXuES08j8PHEMmy6mwNtJ4xFTaeH8D//LsYYKg2uX7gBdUFXlEmFabYYY4wxlj5xinX2q+ExVt+BxDYHihYrBi0BgICnwVfwWJ8dRYrlhxyARJUDtjIAhuf6BYkESCQJTxicBJpLa7H6vBauY6egU474sbQuWg0dZJDFeev9gflYfdsZ7ee0RFYDIXjUjWXo3nE0tj/JAvd5J7GyryvsjJRB5lQXU0/UBTTXMLHSBgSWGAPP6hVwv4wSW8/6I9rT/VPAJzyB/+VAOFWsypMGM8YYY78wTrHOfjV86fodKMp64a+yX/6Lgk9zH/hFt8WcZd1jz2NlMLASoVZrAKUy1SbNVVachtNXWuBt7uIGfnABQYFvIQhPcPeuGihg+fX1MEk2lOs8GoOrxu3j+kSVKx/+KNkFazdPQIfiX2a4isCzZwUx7sJ1OOdTxfuup2vH4q/b9vDY0xtFzVSwr1Uemkl/w1/tjtrmgBjkB797lig33BX8YABjjDH2a+IU6+xXxI8CpjuEsLBwwNIa1in9dTS3sGrCMlwJlSJD0dLfYqZY9Hj69BVEMRQXz17HtzwSMuRqOhO7VnZBLmPjSTPUxqQN82MEVYD4ehN6Vm2EmXcywCFegh8ZnOr1w7DxszG+bgYAUmSuWRulQo5hr78GgIi3hw/hkqIq6lW3ivthxhhjjP0iOMU6+xVxj1W6E4lXr97DPJsz4uaYSBot/vHugyEz3qKTWweUqWEkUNH/i8vX30KAHs9PHMVtfRW4mlwr1Hhx7QL+Df0yQorwdu8KnJaXwbiMd3Dq5J0YyxJ0UnuUrlIfo8d+e1WavREalxmDhbvOQV2tCA7t94e8xhI0yJT0LWaMMcZY+scp1tmvigOr9EZ7D3f/FZGjuQM+vA6G4OAA62T8Stq7C9Fv5mVk6rATE6sZ7/0Rg8/g3H3ApVlTRB3eh13XJ8G1rIlfKAZh56A6GHJWF++tMQ2PxntNYl4Zs275YVj+GF1gspxo5l4W46atwf4uJbHhlBy119RDRtNKwBhjjLGfjFar5RTr7JfE/a9pSeaEyh5d0aSE7ddEFcKzc7jwIhNKWu5CzXwN4P3g89xSksxwbd4VHpWdkGgzpL0N755TcN6mNeZMb4hMRn9lAc927MB5XUE0HD4MzfM9xo6NZxFlavmluTD4jBZEBCINrk8oDcs8njj8gT6/9uXvPXa1d4R1lbZonS9u6aVwbtkBNbX7Mb7zElxy8kDvhhkMfh1jjDHGfn5fklYw9qvhwCotmRVG+1lLMape1s8/hIBHu/bhpqoCqpeOk3pUlhNNJyzDrPaFE+lmVOPaLC9MvWiD1vPmwN0hgZ846gKWrDgPsWx7dChTDp06uiLQZyF2BInGP2OE8Gwdxi5+jpqjx6BOnNSA+rsrMX+/Aq0GtoOBpISQZm0BrxYZ8fjeO1To1ReV4ua8YIwxxtgvgVOss18ZB1ZpIOrlZezbdR6BceMXzWWs3XgNdvXbop5t8lKPRpyfDM+ZV2HXej7mNs+awA+sx71lY7H6sQPaDOuOAjIZ8nfugwZmRzBnnj8ik/KlYjB2j52Mk9m9MK5DjtjfqX+MlUPm4kGF4RhZx9bI5zUQyQwSiQXs7CxSLc08Y4wxxtIXTrHOfmUcWP0g4n/XsH5STzQtmxNZc5dHy6FbcC/W0CQBT9dOweqAgujSvyHsEmhv1IeHoGbrxbihj/MdIUcwvOs83LZvj4Xzmhuce+rrOm7OQ6+p56CsOx7jGn4a0SS1b4lxA0ri2bKh8L6pNf7huMLu4eEHa6jueaN57W6YuecOPogAEI6LUztizNVSmLTQE3kNPsMo4t2hERiwIQLFSqhweMJYHAhJeo8ZY4wxxtK3LynW+TFA9qviwOp70QTjn2PrMHNgF3ifV0N/ZQVGLjmLiIJtMGWrPx7fWYyaMdoV/aNV6Dv+BGw8pmCQa8INjhj+EtdOXsKzmIGV8Bxbenti1dOc6LZkLpok8Aig+GYv+rWdAH9Ld3gv6YY8XwMeMxTrPwu98tzCzG7jcTrUxG21q46xh+7i+b29GFEyEGs7l0Keoo3Q27Mpms8JQfNVa9Erv+GRYfrHG9Crz0boWi3GwUPz0Vr0weBh++L35jHGGGPsp6bRaKBQKLi3iv2yOLBKbfprWNy2AvI4OMOlXndM3/Mc2d0n4n9/38WbN3dxYsMsDGhRHjlizCklvjuJUR7DcCJDZyya2QhZEvlVIkPDoLPNgIxfl4vCjTkd0XdnCIoMXIVZ9TMZ/WH1L/aif4OOWBvkirHbV6Fd3EFPVlUxceUwFHo0Hx26rcZ9takbLoV1vtroveAw7v6zGc30f2P5Kl8EWWWBdeQ7fDQQKIlv9qFP4944mqE3Vi9oDseszTBjtju0mzzRafFdaEz9asYYY4yla19SrHNvFfuVcWCV2qRZYGmVEVV6zsUO/wAEPr+IPUvHokvtQshoIOuE8OYwhjdsgQUvymGajzcaJTp5lR5Pn70COTghW4yepgyFyqFik0lYN9kNhkcyiQi54I1W1dpg+asSGLVzF8ZVNLykZfkJ2L6sOWQHeqN2C29cNrXnChq89FuAro08sUVTExO374F3Iy02dy2LYjWHYNeTb11skXfWoeuf7bFe1wKr981B7UxSAFI4tV2K9f0ccW5EU3RZdx8mx3WMMcYYS7c4xTr7LRBLI3oKPDWdGuZUktypLs2++CHWu7qb46mkMg/1PhER+2PqmzS5rCU5dTtE0aZ+lfopHZ7ciPJYSMmygAetvBWR+Gcomu6t60AFVVJS5WtCU/9+Thpji0a+IP+tc6j3n/nISmFPZbr8RWeD9F+3882pOdS123y6HE5EFEkPdwygchnNyLpYN9r8UB1/fZoHtLZNXlLKs1P9GWfo66oYY4wx9lP6+PEjabXatC4GY98VB1ZpQB/kTyt6ViQHuZzsKw+h3QEGQpbIszTSRUVShS3ZOzqS4+e/rHbmJLNxpfH+kSZ8Uzjd3zuZWhW1I5ksI5XqtoKuvBeSUFKBgs/Op9aFbUgqtaRc1T1pxZWwr+9G39lCozyqUj47Ocnt8lONLhNo09X/yNg3RDzcT1NbFiYbmTnlbjKPLiRUFs0T2tK9GNlI5eRYbQwdDUpKuRljjDGWXuh0OgoNDSVRFNO6KIx9VxIiorTuNfu9ROHSxOqou1iL+iPnY87A6nA0NjFV1GvcunIHryJ0+PQrSSBV2iBHsbIomjXxZ5TF4EPoV9MDu1TuGDFrKvpUd4IiWUV+giPLZmLeYUsM2jofDb4MAnt/BOP774W8Tnt0dK+CnJYJrURAwLqWqDH2HRpNW4QpHUrALtEHUSNwZ+NoTLtdC/NnNUY2fnCVMcYY++lERETAzMwM5ubmaV0Uxr4rDqzSgvAe7z7aIkvG7/+csT70A6JtMsA6XQQlUYiMMoelKl0UhjHGGGPfmSiKCAsLg62tLWcDZL88DqwYY4wxxth3ER0dDSKCSqVK66Iw9t1x1wFjjDHGGEt1xCnW2W+GAyvGGGOMMZbqOMU6+91wYMUYY4wxxlKdRqPhhBXst8KBFWOMMcYYS1V6vR5EBDMzY6mPGfv1cGDFGGOMMcZSlVqthlKp5EyA7LfCgRVjjDHGGEs1oihCr9dz0gr22+HAijHGGGOMpRqNRgOFQsG9Vey3w4EVY4wxxhhLFZxinf3OOLBijDHGGGOpglOss98ZB1aMMcYYYyxVcIp19jvjwIoxxhhjjKWYTqfjFOvst8aBFWOMMcYYS7EvY6s4aQX7XXFgxRhjjDHGUoRTrDPGgRVjjDHGGEshtVrNKdbZb48DK8YYY4wxlmxEBK1Wy71V7LfHgRVjjDHGGEs2rVYLMzMzTrHOfnscWDHGGGOMsWTjCYEZ+4QDK8YYY4wxlixfUqzL5fK0LgpjaY4DK8YYY4wxliw8ITBj33BgxRhjjDHGkkwQBOj1eigUirQuCmPpAgdWjDHGGGMsyTQaDadYZywGDqwYY4wxxliScIp1xuL7pQOryGtbsWTrJbzRpHVJYtM/2IaR7Vti1P63ENO6MN+BGLgHo1q1xoTD79O6KL8QAYIgJKm+CC9OYPnsudj5j/a7lSrJtBewyKs7Rvo8hJDWZTGB1n8eunYbgbVXIxJdVni0BG2qNMb4w+9SdFxrLy5E945jsOtF0vaQELANIzp0wkzf8BR8O2OMmYZTrDMWn1laF+C7+eCLcV26YOG7erAsvwOdc8kA6BEScB+vIyjJq5NIbeFcOCfsUiEUNXPOBu21fVh82R413Zaglm3K1xmT9v0LvPhPnWpBm9TKAXkcbU2Owin8Ifz27oVFlfkQ8SOjdwFatQ568XuEq1LIFAoozdLmXsS7lQ3g3Pc/jL5+EeOLmnbY6gP2YfboVSiSpQdaFEv68+/qO0vhOfQMsnebhIktC8C0NXzE3R0LsPLf8hgzsg7s4+4u/ROc2rge/1h0xGSPAkjfp2M97h3diE0bBWTrNS2RZUX8d/oQDl64g/ZymxTVef2L89i59TGyD5uE5kn4HL2/jcPbtsGpylyMrGGdghIkULaQANx/HYGkt6CfSVTImj8f7PkGN2M/PbVaDZVKldbFYCxd+TUDK80DrO7WEYseOqPz9qXomOvz5ZsYDJ/uruh/Kul38CWqZtj4bjfapUYbYlkZw0Y2xIauazFuaW9UG1UkFX8IPe791QRlJ9+ELpXWqPhzGV4e6wn7FK0lAveO7cf1dykPemSO5eFeIx/iXZupD8ErZzOse/s9Ais5io25gOtTS8f7rcSgs9jgcwn/JfdrZdlRrWsbuKZygJ0S2oDN6NFsELaEVsbMGc4mBlUAYIaoRyewYeJi3DU/gf2DXfDTnnaF5zhx6j5QeARalEjsCI3C+dNXoLauBrcyP2fUEHlnDUYsCEKL6SNRLV5EDAAign26w7X/KSS7D1ReBlNuXsDYwuk7pGaMJUyn+3SFwSnWGYvt1wushOfY3rMJ+u7Xo+a8HVjYJGu8u8fywj2wcq47spo01lLAw//1xJDDCS0TCv//eePIsyRcWWtlyKZQ48qSfugfWQmZTCqLFE41+8Czmn3id8Tl5TFs2wTUsDC9SPEIT7C+zwDsTsEqvq0rGIemdMbw8ykP9xR/LkPNGvmMBHoSWFXogxkdi6Ze5dZexYqhG4w+uia+PArv0bNxL+4CJEIQCBKZDNKEfl95Zcxu1gquVvcxpXxJzM61AcE72qRZQKK+vxZdGvXC9pDSGLV7OwaXTEpJLFFmlA+W36+KDqNaol8uP6xyd4xVXynZ3R2JEfDh3nHs2H4YFx+8wOu34ZDaZEXu4hVQp6UHGhbLmKQeMvHlQRy+BhQf2QrFEqtMmss4eT4Uqop1UN0mJdtgtDBY1qgURiV0/IhqROi1eDgoH+yGJ1DhZPnQ74g/ppSNGS6LeP/4Ks5tX4G1Z+9h8d7V6FLISPpks/zoMG8i6tsnZbA64f3fUzFwUxI+whhLtzjFOmOG/VqBleYhNnk1hdemtyg15gC2DjByt9wmDyr+WRf5TbrK0sLqbxUSvIQQP+LShpmYdh6wMJcnvGxMMhXMQy9jw4LLiS9LOqijCSUVrdCjmgl9R9JMKFi9LuramVoYA7SX4GeZSpl+ZM7otukWGkTFv6qm9zvRq/Yk3K+/FMenVEm0d0Ri5YhMCbyvyFsT3Xs2Q6o1+eHrcHj4Bjwz8rZZmWm4pY7zqJj4EmualoTnubJYcv0AvHKZUNnSfNCRiLd+U9C27VSc1lfEuL17MN4tY9Ifa5M6o/WyTbj94E/M6uWFcsX3wjPf5+0nESIBMnnqNj3qgIOYPXQo5u57hHAC5Jb2cMpmBd3bczi2zwfLp4+DS4c5WLuoO0pYmbJGES8P7MMllMNkj0KJNpTqcztx+JU5Ko1sEP/xx9QgzQi3fvOxoKXxSiK+3IuJkw4jY9sZGFg5gWBYaosiueJukRTOTRfj7z0Z4d56Jrxqf0Donq0YVMbAI4WSjChctxXamNaAfikdngcuxyBEJ+EzjLH06EuKdUtLy7QuCmPpzi8TWInvL2Buu5YYe1yLimP2YMeEykhJTJEcZhWm4R+/ocjzHZ5yER7NROWi46FP/VX/IApkzFUIGQ2883HbPdzV2aC6eyuUKJzhh5fse4g4NQszjkTAZfTkz+P7Pgt/iZd6JzhnSGd5Y8T3uLiwBzqM3otXju5YvHsdehZPwUnTuhLGrRqFU1UnYlT/Vah1oOen40KnhwAJlEplKo29E/D68Bi06TQX5z9Yo1jLcRjSpyuaV8kJSwAQQvHg2CpMHj4F29b3QoNQCc7s7Ia8Bo5R/d3NmLDiIsLo03qfHveHxrokbiwYiH4x7y9IzFGy0zR0Lf3lFkAUTm8/iJdkCcdz0zDgTiI3I+RF0X6GF8ol9sSg+ib+12c5wjouwaBylihctwMKJ7C4/uq/8J5yFFnLtkTnzlkSWbkhUtjXnIpDhzOgjfsoDGvcCtKjuzDA5ad9mJMx9h1winXGjPsFAisR7y8uhFenMdj9LDMaeR/Dpn4lYdJNaZYOROD00TP4aFkFDWqno0FGKSHcx7KJ6/DMsT32DHT9NhZMfwtTa1fGogyz4LevNwqlk/kUNc8OY1b//ph16AUy1ByPgxvGombWlN8dMC85FIu8dTiftwGyfxnmGBWFaAIUSnPTe3YToQ97hUCpKwbt3orpjXPFHnsns0PB+sOwqXQBqCq3wJr94zBxnzs2uscP4PXPfLF26UZEZckKGzkA2MNR+Rpn9r/+tpAuDEFvRTStNOlbYBVxEtsPvYFEaYPHf+/A44TKGvkBH4T6KDMlbmAVjtOLpuJynl7o9eUluQoht7ZgwZL66FLOHXZiKJ7de4EwI08cCwH/QUsiIgMf4vbtQCMlkMAyWwHkzWK88tmWHYIdewU0qTcKwxp3QcZTPujwPe4WMcZ+Ol9SrFtbf58EOYz97H7+wEp4iX2zZuJAZCWMO7gO42o7fhtHITzB4Q3XkLluE5TNFuMqRheGwGdPITfplrkOb8NTMi5IxLtjg1Gvuy+KTd+H1R1yGxznoX2wBh3aLAS1nQfvITXhlNJfRnsCg/M7YFSKrl71iPwgANmNLyEGLkODgoNwKmZKexKh0+shGZIXqmFfXpQhT9+juDk3zqN+ESex+9hbWFdvjgaZU6cPI+LsXLR135hqF+4QX+G6HgZ72wwsjMDtE+F90Rx1loxFvZjX72Yu6DOtO7Y1Go7244vCd2ZVpGkoKbyF/9Lh6DN+E25pcqHhpENYMrI2nFOtVTBH6e6TUDrGK/TxIyI+B1apQ4acbVbj8p96ZMxo/HaK1KEhxvevAp8BfjiyyxcR7s0N33yR5kGP3bcxp4LhwEN7cThKVF0e4xURL3yWYXewA9puu4MNBgK2GJ/GhWEucFttDou4lVP/HKfXL8KOP1vAs8SXTcuHdh3dMH3YKmx72RReGfdjgGsn7E9k+ohHE6vAZaKxd+WoOOsezgzPl+B4MyvXodi+JQg1mizEqMkH0Whdkx/+BABjLP3hFOuMJeznD6xkOdFp6XGURiEUzxZzc0S83DQMXXqcgsuCUjjS99uFhO7aDFTLNyNJXyNRlUjgXQvkLl8P9SkPVLEumESE+E1A07aLEVB4HBY2NhxUAYAiR2W0qb8VAyfWhcvOLpi1ag66lfh22S2xyouK9epB+MPEvjizP9BoSDeUTkmCMvE1Ds/1xukEFpFalUDz/oNQIsYzihR6BZtXnYa8pidal/jyOJkUmSpmj7f9H//eiaNvbVCzZcNUGptCIF0UPn78mHqBFaxRwK06cuexTnSd4rsDGDNqD3S1F2JBt1zxtjdDzRnYNPEGqo3tiD4lz2JDa+c0mExOjWcnlmPahNlYf+EtrEt1wcoVc9C1tF3yyiLcx4KmTbDwrgkPqupC8Uavh3RODfyxPGknZrM83bHt6GiUjNdqmSNjolGvFFnLlUFumS/+ffYEwQJglRrXBdqrWL74BCKLjED/hok9xkqIjlID5pawiLujhVd4FUTIZG8fo85I4dTcAzVHemHrrufoPrAV1j//E2ojyT+EO7NQq95SZJt5Ez7tjJVFAoVNZhOSeEiRqdYM+KwriqCqjTioYowB4BTrjCXm5w+sAEizFUPxOK+Jb7Zj2JgDiCwzEXM8Y9+dlRfqhmWzmsLBxKyAj9b2wfCjCRXAHk1n7UXTWC9q8MinD5p7rcObYiOwY884VIzVPaHH6/uPYZ6/IDLJAKjyo9n0o6jmvhpDuo+AV+XTODJpNZYOrAJ7GSB1bIl5+1qaUuDPZcqJ6l4D0TWFySuC/rcgwcAK1hXQfUqFWC8Jj2bi9P/OwqL+CEzr52T8Yl0Mwu71BxGStSk6Nk4oHUVSSGBdYzwObzSQvEJ4il2TZ8EvW1fM61nWcJIM7TWsGrYKr6qOwPjmxgNhg8RA7Bk2EJui62Lpkh7IZ/DD5nAZvBozT1dE395dUbb4EfQv9KMOQw1e+K3GzMlzsN7vBTS2hdFs0irMHt4AuVOUIdwcWXIVQiEx8cBKDL6Jl6/VyJavCAplNDX0VeP5JT88Co5I0RhDqUT6KTujVJpKQbeIoJ1zseaeJf5c3hOlEn20kxAVrQbMLeLcgAHEkMd48p8KzjkdII3ZQZ6pHpq4KTHi2nVEoDnsHLIaXbv+lQpmEgkU1pmRNWtyxljFpUSRll1RJBXWxBj7+el0OkgkEk6xzlgCfonAKh79I6z2GoidH0th7J5Bcp/OdwAAIABJREFUcIl7wWObD1XqNzQ5K+A5X8ukXYjpX+PYlE7oMuMMzOrOw7HNA+Aa53HkiAuT0fTPmYjwPIlr86p8zl4oRQZXT6w5Xxm1hndGvxG14HpiLNatHY0aqTDmJb0RHm/C2uMRyNOrO+r8iMe1hbe4snMN1hWuhlnGAit9AHw3rMFtiy4Yk5TASnwP/xnt4LXpP5To3wpZb2zF/w4FIjAoCEFBQQgMCkJwUDCCg4MR/DYEEVoRBF+M85wLtxMj4fIjpj4SI/DCfz/2XdKjlOdizJjgicrZUqEJkOVGu0X70C7RBQUEzHVDwdtZ0XnlfkxINIf5l4/dx7SKLphElrBKdkQk4sOdO3iulyJz/oJwTIXDSQw5hLFj9+BD4SEY7ZHADYQYZfjUY6WKF1jpHj5AAHKgch4z4GHMdzKgyYIrqKiPwvPbtxNcu2ljrD6TWCJbgbxIYKgVY4zFotFooFT+nPP0MfajpFlgJarf4nkgkC2nPcxT9VmocPhPbo8hh9WoOH0VRpX5sV3W6se7MLZrXyz016BEr83YMq8l8sa5eBED92Jg51m4FqlEaXMJtEDstPCWheGx5Axcqw6GR89JqF/hGmZsWYsB5TOkwWNj30sUzi5eiQuScpjWo3z8yX6ThSASIE2DTEXaq7PRY+IphAhAiHcHNPKWQGJmgQwOjnDMlg2OTo74o4wLqjk5wtHJCdmdnWH/dh06dZ6GnnPrwm9MiVTaBwmQZkLl0ftw20uPTJnSIr2LDvcfBEA0r4A/4qX7TgBFIioKkGS2QrKz/2v+wYoVJxEhzQGPVtVSnoqfPuLvsUOw4WVOdD0wEhVNamZEREerAQsLqGIdyALeXL+NQFVBFM0XN7CSwjZnNhxwz4yOe6JhyhRgCY+x+kxeHjPunMPIJKVMZ4z9rjjFOmOm+fGBlRiI45O7wXP2MTxXE5Q5/sTw5Wswoa5jKgQNejzb0gsdZl5FhLweOnkW//4Xq19EPcGBeSMwct4ePJCUhOeGTZjnUTD+PFqh5zDRvTPWBRVDuy6WODqnJTwcjmFn/+JxljVH/tZL4VfQBd1aDsLQOjXw75o9WNg8l2k/mv4GlnVyx8EUXTd9xP3XYoLJK5JLfOmDeRufIkuz6eheMJUu7kQdtDpAoVACETexc60fXsWc9kd8jesfROgCjmPpgiDD+1F/B/9qRHy4vhOLF1yIUydlyFXLE02Lxq9VilIeGDpMgmDnIiiYPx/y5s6N3DkcYJXgj1UI80/5osW61Tg7cDFq/ZC5Fs2RKbWeukwq/WNcu/kfpH8UQ7GkTFwtRiIimiCxsIR1chqJj7ewulcrTL2sg7PHTIyrnRpBpTnyN+yADjaFMfFPO0B8jxu7fKGt3QLljD1+K4YjPFIEVNZxet6ice3aXVChhihpsA6Yo9Ff13FnahImIE+MRAUHU+ZWY4wxcIp1xkz1gwMrEUE+fdFuyhG8+3yNoH5+DFPb90Hu27vQ2TEloZWA13v7omE3HzwVAIlUgh93/EfgzER3tJr3EPY1R2DH4rFwzx//Frb4/hymtXDH9JtZ0XnzPqxsaoHT9nXRbGhdNNPswbZh5eINErdy8YKPnzOcm7XDopGz0eTPpYk8NieBzR+VUa9OAPR6DTR6AcG3fHE90BL5q1RA3iTd8jdHnkp1UaBUjlQOUMNxavZsHA1TwUV6Cwsn3jHtY1IblG43AI0MTUIEANBCq5NAoVQCH85ixdiROBsrgxpB0IkQ3m7E2LvG6poIvVYEnVqI0Wfi7isl6ixtZzCwgllxdJked6QfAPEltg7qic02fbFlSr04megyot7MI7ihy4OClkjeBMHiS6xsUQWTLhnIXKkNw1tRi8AhheA0NrUOBjnKTTiLnZ5JT7ohvjuL8/dEOHSshPxJaXnESERGEeQqS5PqoaD+iPchQXh25wYu+B3A1k17cDFQgaIdl8NnaWs4pUa3r0SJPA3G4X8NPv2rvbYYXl2mIrixHuc2tYGzoe+gcEREESRWVrEDK80l+PpHIFeLysghg4FxZFLYOhdMkwyS6ig1zFVxoj39dcysmgOLkhiXiVEh0MUbDcsYS+++pFi3sbFJ66Iwlu794MBKi3OHffFfnBuv4ntfHDmrRufWyX1sT8Drg4PQsMMq/JutJUZXu4fZm40vrb86Ga6ZZpp8YSioIyDIEhrCbYWqU3fhYNVwlKpfEobmfhXeHMaIZu2w4E5WdFxzEEvdP43JqD5tP7bBHR6j66JWwGJsnNcOheLsBpljfcw+cgZt/ssbb6xWfDLkab8I+9p/+k9zayZqVT2BzPVn4/DeHt9l8uKECfj4+Az2bd+LJwWGY0JzJ4j/LMLYNY+hFwnXNk7FNVNXJXNCj7J9jAdWog56PaBQKiB17ofjH/vFfl97CSNLVsGSwhsQvKNN/N5EAIjagbZO7XDb6wxuzCxneBxWUlAUnl46juMZm8FQ0n5ppvwomKIvMIdTsYqoZBb/cpxCbuGo3xPY5i+PijniHOpiMK4dOouXmcuhYQXnJDQEZijklLyutVDfk7iitUb1Kp/m9hKeH8GM8Vsg81yIUZUSyLIiRiA8ErC0sUr8mP2wGo2y9cCRrwG1BKrCHbBs5xx0K2ef+HZSCC78bxLGHTb8TWLghXjtFwAoSo/Amimn4Ta8D7qULYpDA4vGDwIpEhGRgMzBEpYxVi+GRsIybyU0q18aChgKrL7RXlmC3nNPf57EOKnkKNZtCcbVMTGjTYQvhrsNh2TSAXg3zAYppLAs2gBdu+X9WkbNo2PwOReOoo2bo0zmb9Gi+OwUNvp+RPFmTVAyQ4woUpYr9v+MsXRPo9HAzMwMUumvMxiBse/lBwdWElhbW0GK0Ng35yVWsLZO7hV/OG4s6YIWQ3bjRaYG+Gvf/1BxRxXMTuATUseq6Nq5POw+n991d3dg7t5wVO/TBeXtDJ/0JfJCKJ7QVbYiH2o2NPSGiPcXFqCLx2gc/FAU/bbuw7xGTt+SIkizos6MY/g7W3u4D+v0f/bOO77G6w3g37sSIiESIcTWWiX2JmbtTY1SpfhVK6hZtWp1EVrUKqXULFq0qLZCEDUrEluJTRLZQ8a97/n9cY1EbuLe5GbV+X4++Xy473vf53nOec6553nPOc+h8akjLFm/gIFVU65jVjtVp655Byk9lxz6J5MGzuZ4wZ6s/fa9bA6qFG7t/pju6w5x4Ox9HmucaTxjAFP1USwbM5+Tj0GlcWPYb9f5rv3L5yHidw6i1Fve6d/0OJ4EVNjkz/cf2ov2EtQudJq1iU4mLiUcGkUVn1W88f5afhry4nxHGD+9XZUBf5ag55ItDCyWxSWmBLN72wGiHFrSra0xFbimoB2xF3bi9VYYhf7cwYdvpOEHCVFEJ0AB+4Ivr1fbSrw54G3swyN5dPsal67cIOjSZj559z6nho5n+uj2lEnP3UQE/+xYwaU0JzQfE6WY6jZtqTZ6LYuPN2Hw1EF8WvsgX3q8UOZKNNFxkL+AfYqkKOpiXZl/oOvLLDM+4v5Jdu/YS8HGrXjDkgAl/ibH/rpMWIsFTAUz2oeBK9/NZq1/MH1E/mf3O7Ycz/KWz++5+lUztvydQPdZK5jp/rxc4jb1YqvPdTpMXcGc1PnxJRJJHkEIQUJCgkyxLpGYSTb/4tnSYuhQam2azemYp69cVRSoNZRhrTK22Cx85yi6jPmZkNI9WPzLej6oZovftvS/oy7Rgg9nTH6WFdBwoyBHf5uJttoHzBjmar1BuRLCsSWjGDptG7dce7L4wGpG1jG1oMeBOqN/5lil2Qwe+gWDm5zi0LwVfDW0Hs4ZVSb6BPPeGsDSq6UY/OMc2tiG8PBhZowBVT5HijmmMVuhD+Py4T3s3LmLX/f8xWm9HoPPHtSNOzDy67fo26cjdVxVXPy6PbOO2PDmgPac25p+ljNLMYSFEamAY2EnK55h9V/FiW6e7/Da9iV8syKAfp/WyNLOQHnwC1u9o3B4syednmYCL9ycuduXccNjCOP7TqT8wW9o75La4ZXIKGIUNfbmzFjZNWPs980Y+/T/CQ84/duPLJ+/kPUfd2b3nuls/3k6Hk5pPEldgZF7LTkgOBma0vRftprjAd1YOGQ8jf/+jq5FU0xNERkFDgULZs4/1UXpMHsbS1qY32cqNxfSouIn5ssI283nC31RNfPik45pzXAZCAuLQKhK4GKi3iQSSd5Hr9fLFOsSiQVk+6+hbf0Z/P7XMjy7NaNOnWZ0G/ktf+6bScMMbtwv3PljPh01ic3eW/mgRsay1WjKdKNLvSR8tmznjsn94Xpu/TqR5jV7sORsjFnPjPt3NzM61aPVuN0ktprL3qNb0wiqnmmBW7tZ7DvxK9ObRLBpRBOqNhrGksP3SbTUoNgzLOzdnWmHQjAkXuX7vpUpXrx4Jv/cqDJyD/EviErwX8/4fi2pWrwEVVsPYsqKgzwqXBxHlQ3NvjzLlUObmDe6B3VcbYk8OotBM45g182Lb/u5WXZGlBkYQkMJFxoKF3G2+rNfRvyu96lU0g03txf+Sjfnq7N6Eg9O5I0Xr7m54eZWhrZeFzN1PlNGsW04ignt7fFbPIXvAzOywctc9ASsWoV3nCtdB3Ymee4MTdmBrFw3hko3ljFk2Fqum1BDiYgkGrAvWMjygMS2OHV7TeJ735NsHV6F2MNzeHvkT9y3Yh6I5Kid2/Hlqo+oen8doyf+wsPkcgxRRESDQ+FC2e6flhHP8fkz2RJcniEzhqVxHhuAwsMHwQi7ohQrJAMrieS/iEyxLpFYRg6s0VDj3GAES3aOsM7jtFUY/vWXmXuGphz932nNZ6PWssZ/BLNqJiuWhEB2f/oeIxYeIb7mSEYXesmum5ir7Fo4mUnzd3EtriA1h8xn7uCa6P79G99/zVHGnjaTl1Ki/GfMWLGGMa12sPqtCcya7knXqoVeGgkrQd7M6v82n/vmp/OM1fR+LWWHGO//PZMW+OLUey4zuqTMxPj45LeMXXoB91Ff82HdZJFuwjG++WAV0cWKpZKvLfCIM/svoa3Xj0+69aB3r/a4R31N02qfokn2hkt/cxMfvDOfc4X7snHxAEqdO2xOYViE/t5dgnChufp73iw05YXEFWBMXqHHcGUQTvkGp/EUBX2iHrHAg4LfmBrGqyk++Gcur2ifYg+NtmxT+rxdkPgX976ICM5sWcuR/I15q3tVE3u2NJSokUNp9NWlefezcaxuOINZk7fSZfPbZCp/TBoowT/z1Xd+iKofM7JT6tkPx5afsW7GCTymTWD4Nw34fXy1FOVkCAslQlFTvLBTxgMSTWl6fL2KUX97MG/HHBZ/1JMvG2TNIU4Fmkzj29H7eHPhWCZ1bcoPvYztRokIJ9IADgUdMzdjJaLw374Ir9PmV5aIOsYDAWXMuNdwdSVTl1/AsctaJnuk87LK8IDrN6NQl3mN1+R5WBLJfw6ZYl0isRy5+B0ANW79RtBrdk9Wee1k9PreOKsh8twPTP7fRFb/A3VHrOf7L9+mahr9iyH0LNuWzGfBih2cCclHqZKFUcWEcvZ7Tzp9n0G1dFXp8nYRzm6bTs8dC6nWeSijx47inWalTGZHi/ZbwfA+49h2vzxDftzNsj7lUw7k408zc9FJoor34bslE+idYplSMD/+PIZ4506MnjGMfsn2cyk3g/kOFbqiRVMNbDUVPPn9wRjy5Xt+xRD1Qtnc+YUPOw1ja1hNPvltKX1KqEk4l8EySRMDD27eJVZVivI1mvPm3C/p9GT2Q4T58O0Xv6HtMYMPGqfM/hF7ajVztiXQ8ZMP8TBrz4oK+2qVUzUcbY13mFPDlFpX+OLoOo459WDm/GEUzohpWYi2+hjmj/qJN73GMeL7+vw8/DUrdwoxHP1yJtuDnOk2fxR1TQ7Abakx4Ttm/9WE8bNGsLCtN5OrP7/REBZGhMiPY+FM5qO3q8uAXu4snOnPH3sv8WUDUxVmDexpOu0b/rerHctnLOSDzl/RyBaUR4+IEGqKORXO3IyVEsW5X1Zwx5KXyIZoHhrMCKyUh2z/dB4+SfWZO6s/xdOL3ZIuc/mGgm291yknf0kkkv8cT2erZIp1icR85M/hUxzaM9azHltmzOSLwZVodmQK47328sC1A1N3fssnncqaTvUceZZ1s6fzxfe/czVKTbH6g1i4eTpd/YdQZWIwg1fNp0cxSzslhcANnozeXorOC/ayaeqvLJo9hyXbvBi+ayXrPjvMX5NrPNfHEMTRJeMY8ekWLusaMmnHDj5r9+JesWiOfDqMeX5O9Nkwj55FU17VX1zFt/uiqTDiQ7q/kCRDHxTEI6HlNddiJgaENuRLd7yrEPLPXg4/qMDwdTuY1SyrkkYncfnyDYRDS15/vQ49a9R5dsVwNZ6fvtxL/mbvMXqUW4pyUUJKcOHgIM7F1GX9rGakOuFICefkshEM/TaaQT9sZWLDl6ZlzGMUoOmM1Xzi04pZE95hbvU/mGlFG2OPf8nYFVfI12wes/ums39RW4WRi6fyS1MvvL2vMqF6tSedk0LMo1DiVI4UdsrsAjot5V8rjY3qLPdu3wKyKrACHJozbdlKatl3pcGThmoICeaRsOeNIpl8+6spyTsbL2XJHquIP2YxbUcIFUb8iGe19H8e9JeOcTJYTbX69VO3G4lEkqeRKdYlkowhA6tnaHlj5FyGrmnHNx1qsVBTnBYfruOXTwdSPb1YwN4Z24fXSao5hHkTJvB+50o4oHAnAKAQFZq0pX3amxTSQM/pIwWeLBdSY1+pG1M3dmP0jF9Z+eMdmngmD6qusqp3K0buCsap6Ti2rZ1LjwovDrgM3Nz4PoO+vkyp97bxzVsvHMasPGTHZ8v4x7YF34xqwotxknL/PsE40dQ1IzMGaly7LcXnQiRFirtk3d4SQyB+5x+hqlKTGha8yVe79GTahOU0mTaaz3oe4Ysmz4eI+vvezB/5PnN/C6fa+0vo4v5fC6qeYFeXyWu+4mSrUXzWsx/O+7YxqoYVMkBFHGTG/xbgp23AnG88qfKS3kZbdRTbLg7GyTX5HjmF+w+CEWpnXItl3nsSHsejR4VtvqzOcKXGpdUQki84TQoKIgzn3JvoIc6XLyatIdClNxuntnhJsGTgxp/eXBHlGOlRLpfvGZNIJJYiU6xLJBlDBlbJsW/OtAXvsrfnWuJ7L2ST11u4vqxP0ZSm348X6KNWZ/k+GYdKXZgw90X5FXl79hzuNnRl6NgOlE611EohzHsyvUb8RIzHPP5a1IUXJquI+GMmU3eEUf3juQxNlZNdIfzefaJVrri5ZXT4ZEOx4i4vvy0zRJzi9GVBiQG1KWmRmlqqjv6Wab82Zcq7ntQ5+D293SI5vXYKnp+s4Xyh9kzavYRPOpTJ/JlWaWEwoGg0qDWl6f3VFqrb1bPygcwvx6bKB2zY9oAOXT5jfOe+6Hf8yNj6Zp53ZApDIBveH8ziC3a0XPAdE2qaY5ENLq7OL3ym5969IAzqGri6Zra7iuPEyQD0aClfsUImn2UpBu7cukeiqlgm2tHzZ8U9us+dO+aXhwiKIhHS8eEEzniNY+kFO1otnkPvl6Xf159l3YZTGF77iN71LGwZscfYuCGKOn3bUtlRDtokktzG0xTrcm+VRGI5MrBKgRqXzl58N+o4HReNoH+1svw6ud7Ll7lkQ1CVHgWqD2FWddPXok8vpG//r7lYajjbNn5EjRcnnWKP8vnEtdwuM5Q9E+qnmq0CPTcC76LoKlP2xUNmcxExh//EN7YQrVvWtzwo0b7BR2uXcqblYN7rHMF2h1PsPGdP+3E/sW5SdypZ8bclIfRfzp0+w1k/P/zO+RMQEMBlm3f4/cRn1NU6UKVVT6pYT5xFODadyS+bE+jxthcT2rbkyoqtfNOvogmfeAlKCH9N6s0H2x9QesAG1o6ulvGgVAnjxo1QVEVKUcpEQ0wIWEw/T3/6rl1Gv/LpSzEErmfJ9vso+ZvQuVPpjGqUQfQE3riLsG9O2czOvBlus+at8qyx+Is2tE7jSoKfF57zTyPqzuSr4RVeMgOlcG/LV6y9qKHe3CHUt7BylaizrB09nk3aB+wZmtt2HUokkqcp1rXa3PubL5HkVmSrSUUhWn7+E4uuv8nI6V3o+ngTmz9tRVafn2p9FB7+OY1e/edxxrE3y3/+hs4vGqGEsv+TESy57ELvjTNobXLJYyxXr90Ft05UyJ8demeEOI7sO0S4XWPatshgyv2yb7NqexC9u07ip0vlGLr9MCu7ps6CaD6JhN3w55/TBzgdLEi69jlNyk7k+p1IEhXQ2LlQvqo77g360rFZZ0rniH8pRN86w+lHbnjUKYEGNa7tv+KPP0owsNckvhvYgBO/z2XZ/A9oZO7yNSWYA1O78tY35yjQej7bV/ShVGZsS7rIxesG1KUr8Fqq3srA3TNH+OfvHexp9i+nv17OrD5VMOUB+jt7mNR3MvsjNLw+cgbDK6YROohQfL+bzie7TSutBPnyKCOp2g23CLgYgqpcRSpmdupT7Ubf5VsZW8OSGaufGNn72zSuRvL7N8s5lVSNiV+Pp9ZL9FPu/cT4yb8QUmow371fxeJlgCIulsfko0hBmcJZIsmNxMfHyxTrEkkGkYEVQNwD/A7/yV9HblNu+Cf0KluF/23YScxb3Zk8pwseV77khyUf0sglr+wkiOfyjx/Qc8R6bpUdwvrfVtAnVdouPVe/f48hy65R5n87WdQ7jcQCCWc5HZCITdWqVMqCtXBK0mPi4l5+hlJCkoEXM5k/I3wvG3Y9oECLWXQwdaKyopj8bvzDAI4d8uHwUV+OnQylyZLf+OWvwgzvMZI1A1oQNXM5X49qQYmXDTTjgrgW4Me5c/74+wcQcD6AgIBL3ApPQBEqtPauvP5GRdxr1uLd2rWpW6cedWqUxTEHWl9CyEWOHfiTA96HOORzlNPXQtH12MDDHW8/C0gc6o7h5xM18Prwf8xeP4oWf2xgwNjpTPmwI6+lF7cmXmfryO4MW3MJuxZz2bltLLUyuZXJ8O/fnH4ARdvVoFSq5qehwuANHMjvQr8PvmNhv1ps9upM7+5v0rjG65QopCXh0Q3O+uxmw/pfCQhX4dZpAT991YY0t02KcP7ZvpKL6TV1h4LY6SyLFpVHRzhyXsGpVx1ez2y9q2xwqViXBg0sSV7hazLgNFKILt/8zJrWeno0Tr/ClKC/mNLrA7Y9eo33d3xBxwxMOBmCggnFidp5pj+VSF4dDAYDBoMBGxt5hoJEkhFercBKCSMsUoA6in8P/8Qfhw5yyOcIR09eIvixQFukBXP7Tjbea1+Xcbt8KPVRH/63cgzNfbYwfPYCpr/bEFez+5sIrh7ey2+XM5AV8EYMGXkxrkScZc2EoUz8wR9VnbH89MtXdCqRet9U0P5J9B/3G7H1Z7JrfgfSmpDQn/fmyD0Vld9tYP1U4co9vu9aGLOz0WvcTD2EO9vWsCe0CJ0G9TS5Jy7q/AVuGgTlH5xm9/cb8PU9xrFjf/PPtUckCBucXq9Ds+ZdqF9CQ75Sg1n39xs0Hj2EyZNas391F0ZOmYJnn/oUT2McG7dvPE37bOSRokJboBgVqtWg/lsdGFGnNnXr1ade9dI4WDKGjA8nKFpgo9Og1ahBiePG3VAUdNjYmO9LSY9CiRQKwafW87n/CQ75+HA84B7RBhX5ilahUcuBzPykHR07tEw16Na4tuDj7Sdp++NsPp61kh8mdWbTN/Xo9vY7DBzUnw7VnVN0Hob7+5k1cAhfHgqjVM9v+WXdCNwzvYQynjMbt3PO4EAXj7T2ndnyWt9lHGv8Fiu/+JKlW3azZOoOFqe4R0X+ko0ZPGU2cz9qRarmkBz1a4z6w5/5jTI2qFAUJfVmbyUc32+W4x1XmG4dm1m+tDIbUDvWZ9A76d2h5/7BhXj+bya77hSn19Jf+LqTS9ozujodOhJJTHixF1MIv3SZ+6oyVCivM/lViUSSc8gU6xJJ5niFAiuFO78tYlOAnqSkL+jUClQaO4pXa0pbzyG079CJ9s0q45S8RGwq8NayI9R483PGjFvI8v81Zu3shvT0nMuCiWYsD0y6yPdDu5ofOLyIbSWLbleCdvFhi7f57qoNtf+3jh8XDKBKqhfQem5uH0nXIau5Wvxt1mycQr0Cxs+jQyNRORTG3uaJYYk32fTVD1xUvcHULlXSdBYl4hx7f/UnUqNBhSD+ojeBipZ69nbpL6VTOdJg6Ed0LvvyqMNwbSfzNz5MfSHmEPO8/iTutdGM6PxisgWFsL+/YciEbQQrSQR90Z0eKg0Fir9Bw+b9mTq+FW++2Yp6ZR1S6KkuXI8PfjxN+wGLmDHVi3nvNmThx7Xp0KcvPTq1p61HdYolG+XbtRzJ4hVdcandgHo1ylAok63KcGs1vWt9zNHHyefZVNhWmUDTMuZFaIbA7Yyb8yvhShInl4/mlLYgpWp50GfyZDp06ETbhmVxeJn/qh2p9e5C/nhrFL+v+IqFK7fy84KPOHotHwe3D6OiFsDArd+mM2SEF4eCi9Bi2q9s/PRNilsQSBqub2Ti9P1EFSyIfQE78uezQatWkfTQl80/BiDKDGNY5xeTWqTEplRLRi1ryahvQrh08jhnr9zhUbQeXUEXSr/RiKZ1y1IoyydIFO4s70Ctj0+gKmBH/nz5yGejhfgQ7tyLoXDreUzulomEIBYQf8eP07cfo9VqUKsE8Rf8eSBUvK6zsXB5axy3j/7EioVeLN99kccl3mTazjVMb++W7o+H1q0UxcR2fvDsR3BNZ7RPx2hKJOf3/0HCG1NomRWnUUskkgwjU6xLJJnnFQqsBPoHdwnWuODeujNdu3Smc+c3qVfa/iUDDTsq9pjLvjbv8Nuqr1m08jCizOtpzvCkQFeDMVtX0L+EpW9+DFxb9S5DNlj2LXWxDkycNZFihr583L8Kphb1GK6v4oP3v+daiXf4Yd9q+pX+BmK7AAAgAElEQVR7Oto04P95Y1p8fR2VbT7y2WohMY6YeFuqjVnNR3XSdhV1/kgOzHmPb67pARVqm8K81vIjPuz4kjOrVAVw7z2Zae1fvqQpfudVvt2UOrCKPf0HR0Kc6bpkAk1STQWoUYVdIiDIgYot2tKhXTvatm9Hy5rFzZg1yEe59h/zY9sRTP19HStWrmXrysnsXDydqmP38/eC5jxNvq52akT/4Y1e+kRz0bw+gCkz77HvLmhsbLGzd6RoWXdadmmPu5mrv1QF9UQ9ykfltn3o3aMb3bq1pU7xDM6V2JWj/bgVtP9oPv/6HCHsjfZPgioADU6lSuJSti3TVy1jeofSFncqmlLlsA/05sfLUcTGPSYhSY8iVKh0DpSsP5zvli+gg7nxiI0LVZp2oUpTC5UAtKU9eHuoGw0ynFxCTamek5h1fx/XI6OJiY0nSVGhze9IyRqdGfJeG8pm0+oa9cOf+KDlF5xPevKBSodjlf7MaGPZOXKGmzsY3384ux5Xpcsnm5g5vg/VzcjkZ9NgNAunPeCbPy7j/08gytN3BCoN+d54B6+ZH2HBFjGJRJINyBTrEknmUQkh0ty6kjdRCPP7jd8CCtC4b2teSz6QSXzAzRAnyrpl/abM2PO72fS3Qv0+3amRgTNxY+8EcOGhDWVrV6KoVd+0K4Sf2Y+/y5s0fyHLn+GWLzt8LhMeE0dCkkBta49LZQ86tXjtpZkR4yOCiExQobWxw76QPbYv6ZcN94+x46+7lGzTm8ZmvLlWQi9z/EIERarXp2LhlPfH37lFRIkyuJoqJyWUew/z41Yi8+cWGSJv8Pdfl7Bv24mauf5Iq0TCQhNwdHbI0YyVGULRk5hkQK2zRZvnlM88htvH2Hk8mspt3+SNF4IY5eEZ9p8Mw61Ra9zTfbsTS9CNB0QroNLYUMCxKEUL58uALyiE/3uRqOLVKCMzL0sk/1mEEERFRVGgQAGZDVAiyQT/wcBKIpFIJBKJRGIuSUlJPH78WC4DlEgyySv4PlgikUgkEolE8hSZYl0isQ4ysJJIJBKJRCJ5RZEp1iUS6yEDK4lEIpFIJJJXFJliXSKxHjKwkkgkEolEInkFeZpiXS4DlEisgwysJBKJRCKRSF5BZIp1icS6yJYkkUgkEokkB0jkzl8r2XI2IVPPOL91Gbuvx1tNq+wg8c5frNxylsxYnlmEECQkJJAvXwbPOIz1Y7VnP4YuOk5M4nm2LttN3qoGa/hfzhPrtxrPfkNZdDwmpxV57g8pPk6mX570E8uQgZVEIpFIJJLsJf4qW0e3puuSOCq8lpllaDaUq2rD1rfb8MGmKzkaqJhHPFe3jqZ11yXEVXiNnFyAl5SUhEqlyuC5VQoPNk1l3LKt/Lh+P4HqclS12crbbT5g05XcXwvW878cRnnApqnjWLb1R9bvD8xJRVL6gz4N/WzymJ9kABlYSSQSiUQiyTaUkMPM7dKKSbcGsHHrWOpl8sD1AtWHsf6nUcTN7kCvr08RaR01rY8SwuG5XWg16RYDNm5lbGYNzyRPk1ZkCCWU/b8dJYZ81OjWnSraAlQftp6fRsUxu0Mvvj6Va2vB6v6Xkyih+/ntaAzkq0G37lVyUpEX/CEt/fKOn2QUGVhJJBKJRCLJHiKPMadHd7yih7J5/QiqZnAV2otoyvRl5U+exH/RnYErLpFoncdakUiOzelBd69ohm5ezwhrGZ5BMp1iPfIv9h6JQV2iD1M8a2AcR2so03clP3nG80X3gay4lPtqIav8L6eI/GsvR2LUlOgzBc8aGZl5tJoiJvwhLf3ygJ9kAhlYSSQSiUQiyXoMgfzwXh8+u1CD6aun0riQdR+fz30MK2e58/eEvnziHWHdh2cKA4E/vEefzy5QY/pqplrb8Azw9EDgjKZYjzm0F5+o/DQaM5muTsmv5MN9zEpmuf/NhL6fkLuqIWv9L/uJ4dBeH6LyN2LM5K44vfwLWaeJSX9IT79c7CeZRAZWEolEIpFIshgD/64aycSdwVQZOY9R1bLiMFoNFYZ/yajKV/h25Kd455JVRoZ/VzFy4k6Cq4xk3qhq5PQxvIqikJSUlIkU63Ec3nOQ8NIDmTaiCpoXL2sqMPzLUVS+8i0jP/XOJUszs8P/spm4w+w5GE7pgdMYUSVVLWSnIqb94WX65Uo/yTwysJJIJBKJRJKlKMHbmDZzP6EO7Rg9sk7WBRfa6gz/oC12V1cy3utUzi8JVILZNm0m+0MdaDd6JHVywXg+MTERnU6X8RTrCSfYezCOFuM/pk0a+5O01YfzQVs7rq4cj9epHK+F7PO/bCThxF4OxrVg/MdtyNFtYmn4gzn65TY/sQYysJJIJBKJRGI+SjwxcYZUHydGhhGtN3E/egKWe7EzWODg0ZMuxcwceiRGEhQSQ2pJAPFEhMeauKbGtVNXGtkl4r9qAb+EKObJMguF+Ji41DITIwkzbTj6gOV47QxGOHjQs0sxMwddiUQGhRBj2nDiI8KJTePay3iaYj3lbJVl8hLP7OFQ/sFMH1Iu9WzVU9SudOraCLtEf1Yt+AXrVkNu9r9MYJG8RM7sOUT+wdMZUs7as1XW8Acz9ctKP8khZGAlkUgkEokkDeK577efLcu/YPKI/nRsUp3SzmV5b1fUk+sJ3Px1Ot1rlsTZuQiFXWowYsc9UoyPEk+wftM5EoQWd4/mOKcz8ogNPMyGLzzp1bQSRQo6Udy1NG0XXUo2oIznytYxeJR0wrlISVp7BaR6htqlJS3ctSjBu1m5+TYZHavF3/dj/5blfDF5BP07NqF6aWfKvreLZ5bf/JXp3WtS0tmZIoVdqDFiB/dSGs6J9Zs4lyDQunvQPH3DObzhCzx7NaVSkYI4FXeldNtFXEo2gI2/spUxHiVxci5CydZeGbLpWYr1hDsZlKfnqvd5qkwYTxO79CSpcWnZAnetQvDulWy+neFayHP+ZwkZlqe/ivf5KkwY34R0q8F8RazrD2brZy0/yT3IwEoikUgkEolplGhuBQRw5epxdm7Yyr5j57krGtKpTWFQHvL7J21pN+Uk9jWqUFQLhgh/1i7eSvLxUeLpX/jthh40xaha3S3tWQ4MhNwOplALTxZ+70X/1zWghHNk9QbO6o3Xb24cSu8Zf6O3t0MjYgkKikr9GE1JqlZ2Ri3iOb5zFxkbqylE3wog4MpVju/cwNZ9xzh/V9CwUxsKo/Dw909o224KJ+1rUMVoOP5rF7M1peH88tsN9GgoVrU6bum8uDeE3Ca4UAs8F36PV//X0aAQfmQ1G4yGY7i5kaG9Z/C33h47jSA2KCgjRj07EDjj8rRUm7ybjYPcXjqA1JSsSmVnNSL+ODt3ZTDAzYv+ZzaZkKetxuTdGxnkZp1hvNX9wQL9rOInuQkhkUgkEolEkh76i2JuPZ0AlbDvsFLc10eIw9NbiibDN4nLj4UQSefEjFo6AQib5l+Lm4anXzSIwAXNhA4Eunpi7gW9uQLFtXlNhI0KobJpLhYG6kXMsRmidaupwifUIISIFXcvXBFBCaa+myTOz64jdCBUBbqINaGZMlxcnFvP+Cz7DmLlfb2IODxdtGwyXGwyGi7OzahltM+mufj6ueHCELhANNMhQCfqzb0gzLb82jzRxEYlUNmI5gsDhT7mmJjRupWY6hMqDEKI2LsXxBXThqf/XL1ehIeHC0VRskWeSDovZtcx+kyBLmtE5qohL/lfhgzMZnnpaJJV/pAW1vSTXEAOJr2XSCQSiUSSJ4g8zZmrelDlo37HtiT8NIppgUP58Yf+lNMA8Xe599AAaChRrQauz15UJ+Lvf8W4tEntjEsxc/eDaCjt0YQKGl8u6QM46fM7d9f40eO7HXg4qQE73KpWTOO7aooUcUIFiPgLnPVPYEiLjGbAi+T0mavoUZGvfkfaJvzEqGmBDP3xB/obDefuvYcYAE2JatR4bjiJ/v5cMRqOs0uxdGZKXrC8tAdNKmjwvaQn4KQPv99dg1+P79jh4YQasHOrSlqWp0daKdazSh7qIhRxUgGC+Atn8U8YQsarIS/5X0bIbnnpaJJV/pAW1vSTXIBcCiiRSCQSiSRdYo8c4Fi0QGVTl3aV9zBuTUk+WzaAp/vSDdfPcO6RAurCNGlZj+fjolgePoxEAVTq/NjlN1+mTfVG1C2sBiWC/R+P4UKv+YyoZM77YDUODvZoVIByjxs3Hltiakpij3DgWDRCZUPddpXZM24NJT9bxoDnhnPm3CMU1BRu0pJ6yQaEsQ8fEmk0nPyWGU6juoVRoxCx/2PGXOjF/BGVyMyb8HRTrGeBPADUDjjYazBWww0yVw15yf8yRnbLS0eRrPGHtLCin+QGZGAlkUgkEokkHRI4deAIjxQV2uqVuL94D3W+nEHTZzmUFUJ8j3FRD6oCjWntYf/8q4YIImOe7JrQadFZIjZffRrWsEGFQrRjN6a9X9HsWZ9nsoRCVHi4JVJTkHDqAEceKai01al0fzF76nzJjOeGo4T4csxoOI1be/DccgMRkTFP9ovo0FpmOPUb1sBGBUq0I92mvU/FTCZ+Sz/FuvXlPUX3xHChRBEentEcennQ/zJCdstLW5Es84e0sI6f5A5kYCWRSCQSiSRt9Oc54HMHA2ocw09yrelXTKyTL9kN0fgcOEG8UGFTtxWtnJN/Wc2zsbwQCEvkqovSoEFFtICIjSHWou+qebrgTa/P6EBNz/kDPtwxgNoxnJPXmvLVxDqksNznACfijTMprVIaniyIEQjLDKdogwZUNBpOjEWGp0aYTLGedfJSPFn9rBbIeDXkQf/LCNktL21Fsswf0pRoDT/JJcjASiKRSCQSSZoYbnpz8LIeUIiw68j00dVTHrAaf4y/fKNQ0FK9ZRtKJh9ZaBxxdHjyQVISiRaNbGOJik5AAIagM5y4ZvqsKJMkJZIEgBoHx0KWCH2O4SbeBy+jB5QIOzpOH031lIZz7C9fohTQVm9Jm5SG4+jo8GSQlUSSZYYTGxVNgtFwzpy4hgWWp+JZinVt2ou5rCkvhexEYy2gdsCxUMamPfKk/2WI7JaXjiZZ5A9pYQ0/yS3IwEoikUgkEkkaKIQc8OZskgC1I+3HeFI/X8o7Es96cyTIANoKtGjz+gvLl+woU8aYuEEo0URFmptMWSFs3yeMO5SP8rYq0F/imO8js1MxJz5OwCAAtQPFijm89H6TGoQcwPtsEgI1ju3H4JnacLyPBGFAS4UWbXj9hfGgXZkyFDMaTnRUpNm6K2H7+GTcIfKVt0WFnkvHfHmUiRzUT1OsZ5e85yTyOMGAsRqKkbFqyJv+ZznZLS8dTbLMH9LCGn6Se5CBlUQikUgkkjSI4tCBE8QLULt0YnDvF88vMvDvAR9u6EHj6kGbWjYvfF+He80q2KgAEUpwsHkjNCVoFxOmXGHAD2sZUE0LIp5/fI9j3r52A8EhYcZBqaYy7u4W7ax5RtQh4zI/1C50GtybF4/kMfx7AB+j4Xi0qUUqy91rUsVoOKHBweYNkpUgdk2YwpUBP7B2QDW0COL/8eV4Bjf0GwwGDAYDOl0aZWBleSmFBxMSZrRaU9mdjFVDXvQ/y8lueekoknX+kBZW8ZPcgwysJBKJRCKRmCbO98kyKzXF2vem7Yur6pSHeB8KQI+agk1a0zgfEP03y5f+9eQGNc4ezXHXqcBwh+vXE18uU7nD5jFzifBcxdhaVWnWqKTxwNKTvvg/+boS4sNP+25hejuGnvv3glAAbbn6NCqZkaVFcfg+WeanLtae3qkN56H3IQL0oC7YhNZGw/l7+VL+inhiubMHzd11qDBw5/p1Xm65wp3NY5gb4cmqsbWo2qwRJTWghJ/E97nh+Py0j1vJDY+7x7mjR/G7E5MqeEsrxXqm5JmL/j73ghRAS7n6xmdbTB7yv7h75zh61I87MRZO72Ta318gHX94iSJZ6w9pYQ0/yUXIwEoikUgkEolJEv85wJFgA6iL0KZb62RZ754Qe5QjZxIRKh21mzWlgOEWm8fM4eprtZ/donm9G51raFEp0VzyN7VfI5GwB8HEKgDx+C18j4X5p7B0SHk02FK3WX0KqsFw4yB/XtGDIZANE5dw3dXVdNY0JZTzF++joKV8px7Ue3ESwzzDOXAkGANqirTpRuvUhnP0yBkShQpd7WY0LWDg1uYxzLn6GrULPjOcbp1roFUpRF/yx9SWmcSwBwQbDSfebyHvLczPlKVDKK8B27rNqG80nIN/XkGPgcANE1ly3RXXp4ZHezOxUWVqNWtG7QqVae91krinxWAixXqm5VmAEnqei/cV0JanU496qWb0zCGv+F+090QaVa5Fs2a1qVC5PV4n41JJsaa8NEnHH0xqko3+kBbW8JNcRU6fUCyRSCQSiSQ3kiT8P60tdCDUTn3E5vDUd+gvfSYa6BCo7ESTiavE5/08RLeFZ8XjFHcZxM1l7UQhlUrYNvMS1/UpniACl7cXjmqtcKzSXgx4q6EoV2+iOJhMluH+CtGugEqARrg2HyZGdmssui06LxLSUjt8q+jnrBYq2zri07NJGbPc/1NRW4dA7ST6mDZcfNZAJ0Al7JpMFKs+7yc8ui0UZ1MaLgw3l4l2hVRCZdtMeKU0XOgDl4v2jmqhdawi2g94SzQsV09MTGm4WNGugFCB0Lg2F8NGdhONuy0S55MZnnB0nKioRYDxT2XfWiwONMp5/PixiImJsao8Swjf2k84q1XCts6nImPVkFf8L0EcHVdRaHlaDyph33pxGjZlgb8nIz1/SKVJNvtDWmTeT3IXMrCSSCQSiUSSGkOgWNjcVqhQiYJd14pgU/dE/y5GlNMJFQiVXTnRZd4xEZHGfe+X1QhV/qZi3pXkAz29uL6olXBQGQek+SsOFOuvvDByMzwQm/sWFxoVQqVxEvUn/S6CDGmrHba1n3BRq4Vrvy0iOJ370sYgAhc2F7YqhKpgV7HWtOHi9xHlhE5lHNSX6zJPHDNtuPj9/bJCo8ovms67IlJYfn2RaOWgMg6A81cUA9dfeWHwbBAPNvcVxTUqgUojnOpPEr+/YLjh0S4x/PV8QvV0UK8pLUb8GS8URREREREiKSnJqvLMJ0xs7eci1GpX0W9LsMhYNeQV/zOIR7uGi9fzqZ4FNJrSI9Iwyvr+nuKrafiDSU2y1R/Swgp+kstQCWHZ6QoSiUSSl0iIDCbisUBdwBkXhxw4xf5VJSGS4IjHCHUBirnk8TRPknTRP/Tj0Nlwirg3oKabXRp3Kdzf1J96g36mwId/4re4Bc/uVMK48OcfnI1ypWGHFryWar0XEHeDw3tPEVmmKW3ruZHWiUwYruDVsg6TL7dg2d+7+F+FLNywoX+I36GzhBdxp0FNN9K0/P4m+tcbxM8FPuRPv8W0eG44YRf+5I+zUbg27EAL04Zz4/BeTkWWoWnberiZMjzuIZeuBqFK/JVhrX6l46ljTKhgICEhAQeH5G3PSvLMwHDFi5Z1JnO5xTL+3vU/srYacof/xT28xNUgFYm/DqPVrx2JOTElDVWs6O+mMOEPU6qYqoDs84e0yE4/yTZyOrLLeRLE7T9XiM3/mI7o8woxZ1eJkX3fE9/8HZ3TiohVI/uK9775W0Sn+DiZfgkBYsvSXeLfx2k+RSKEEAm3xZ8rNovMuWaCCNiyVOzKBYWdcPtPsWLzP8KqLS0Nf3vOY7FzkItQoxUVx/taU3IyXs0yflmf83jnIOGiRmgrjremNrkK2a9ZiOGW2NDHTegKNBRzsuQ3Vy9u/tBDuOrcRK91gcL0AqicwCBubegj3HQFRMM5Vm6fyWQEbekvKnh8JS7qhYiKihIJCVZes2Uu+pvihx6uQufWS6xLYxlajpDl/ieEMASJLf0rCI+vLmbN881XJIU/5Epyq59kklc7sHp8RWwZ1VTU7LpQnIzKaWUygeG++K6jg1ChE7Vn+uekIuL+dx2Fgwqhqz1T+D9dgZBKvxjhv+ptUb/JCLHxct4OaLOKx1e2iFFNa4quC0+KzLpmjP8q8Xb9JmLExstZ9IP+Mh6LK1tGiaY1u4qFVm1oafjbC7KzPrB6BcvYjD7nPx9YyX4tY4QfFlPqFhQO9acLXyv/7safXyTaFXUSTWcfy3S/aX3CxeEpdUVBh/piurUNF0LEX1otelZuKGYcixFJSUkiPDxcKIpidTlmaCLOL2onijo1FbOP5b5ayEr/EyJeXFrdU1RuOEMci3n53VlJcn/IneRyP8kEr2xgZQj2EXPauInSXZeLC3n8DaMheK3oWlAlVPnqill+ObjzzxAs1nYtKFSqfKLuLD/xbAxmUj+9uLllkKhUrpNYeNLkiuhXFIMI9pkj2riVFl2XXxDWck39zS1iUKVyotPCk6bXn2cVhmDhM6eNcCvdVSy3dkNLw99Skj2BlRCvVhmb0+f81wMr2a9lHP3dX8XYes6idK814pqVJlWSAreIdyuXEW3m+IhHuXWjhv6u+HVsPeFcupdYYy3DhUE8+GumaOfeTIzffVfohRAxMTEiLi7OSs+3hCQRuOVdUblMGzHH51Gu3S+TFf4nDA/EXzPbCfdm48Xuuzk5+5LaH3IfecNPMsqrGVhF+IqZTQqLQg1mCN//wG9f2Ka3RGG1RrgN+lmE5qwi4q3CaqFxGyR+Dk3+cVr6PRbnFrQWLiU6i+UXc2jJQi4jwnemaFK4kGgww9fqg/PH5xaI1i4lROflF83KLpR5IoTvzCaicKEGYkZWNLQ0/C0l2RdYCfHqlLE5fc5/PbCS/VrmMIT/Lb7u9Yao2nO5OJfJl+qxAatE//pNxYebLlvtZVSWYQgXf3/dS7xRtadYnlnDjQ8U94/8IrxvGmdJDQaDCA8PFwZDdg9XY0XAqv6iftMPxabLub4WrOp/xgfeF0d+8RY3c3yyOqU/5D7ylp9khFcvsNLfEGt7ugmdYwvhFfBf+NGLFj8PLCo0BZqKeTm8kDb654GiqKaAaDrvYrK3JC/RT/+vWNbeWRSoPk4cMJFK9VVCf2Ot6OmmE44tvETWuKZe/LusvXAuUF2My/LC1osba3sKN52jaOEVkCVBhml/e5HsDaxejTI2r8/5bwdWsl+zDlHCf8M8sd4vM94bL079uETsCcytA0nTRPlvEPPW+1m93cbFxaVIsZ5txJ8SPy7ZI/JWNVjD/yQWkSf9xDJescBKL64t7yCKqHXCferJbHqjnMXE7hFD3XSi3Pu/5/Ca8lixZ6ib0JV7X/yeXBEz9Evymynq2NiIyqMPZO8SqtyE/ppY3qGIUOvcxdSTWeiZSX5iZh0bYVN5tDiQhYWtv7ZcdCiiFjr3qSJrzEnD31KR3YGV+O+XsZl9zn86sJL9miQXoiiKCA8PT5FiXSKRZC/qnM5KmJ0owduYNnM/oQ7tGD2yTt4/3RlIOLGXg3EtGP9xG3I0oXHCCfYejKPF+I9p45D845frp60+nA/a2nF15Xi8TiVmi7q5C4XgbdOYuT8Uh3ajGVknCz1TW53hH7TF7upKxnudIktKWwlm27SZ7A91oN3okWSJOWn4W67gP17GuabPyUFkvybJjSQlJaHRaNBq5bESEklOkXcDK0McEZEJL3wUysPgGPQmv6AnYLkXO4MFDh496VLMTNMTIwkKicFg8mI8EeGxaVzLIBbJS+TMnkPkHzydIeWsnfw/kcigEGLSMC4+IpzYZNcSz+zhUP7BTB9SjueamKmf2pVOXRthl+jPqgW/EKJYyYQcwhAXQUrXNBAX+pDgGNOeiT6A5V47CRYOePTsgvmuGURI2hVEeKypa2pcO3WlkV0i/qsW8MtLC9tAXEQkKc2JI/RhMGmbsxyvncEIBw96dilmZidjDX+zPrKMM9imM41lumavvFezX5PkfuLj47G1tfJBQxKJxCLySGCl8MB7KVM8h/BWx+bUrVwKZ4fCNJsXgF4J4cT34+nqXhT7gi4Udy2MU/lWjNl0mfjkj0g8wfpN50gQWtw9muOcjuWxgYfZ8IUnvZpWokhBJ4q7lqbtokvJApp4rmwdg0dJJ5yLlKS1V0CmrMuwPP1VvM9XYcL4JmkeTGihIhze8AWevZpSqUhBnIq7UrrtIi4lG2zEX9nKGI+SODkXoWRrryef6rnqfZ4qE8bTJLkiZuunxqVlC9y1CsG7V7L5dh4agSgP8F46Bc8hb9GxeV0ql3LGoXAz5gXoUUJO8P34rrgXtaegS3FcCztRvtUYNl1O4ZkknljPpnMJCK07Hs2d02mUsQQe3sAXnr1oWqkIBZ2K41q6LYtSVhBbx3hQ0smZIiVb4xWQemSudmlJC3ctSvBuVm6+TfLSVh54s3SKJ0Pe6kjzupUp5exA4WbzCNArhJz4nvFd3SlqXxCX4q4UdipPqzGbSGlOIifWb+JcgkDr7kHz9Buadf3NKsgyNpLZNp0BMqxrNst7Ffo1SZ5Dr9cjhECn0+W0KhLJK00emS9WU7ThAEaXqcueT/szYt9d9NoKDPTQsn5wR5ZGNKa359f0STzLui8XcyDwIEuG9MKm1CnmNzP+9CWe/oXfbuhBU5Kq1d3SecttIOR2MIVaeLKwZzu8evdi6flwjqzewNmRn1FXa+DmxqH0nn0NB3s7NCKKoKCoTNiWCXnaakzevRG1jXXiY0PIbYILtcBzYU/aefWm19LzhB9ZzYazI/msrhbDzY0M7T2baw722GkEUUFBT76ppdrk3WxU26QMCizQT1OyKpWd1RwLOs7OXbfxHFPW/KhficDv1585bY1XwpoSNO7bkarmjhrVRWk4YDRl6u7h0/4j2HdXj7bCQDy06xnccSkRjXvj+XUfEs+u48vFBwg8uIQhvWwodWo+RtdM5PQvv2F0zapUd0vnDbghhNvBhWjhuZCe7bzo3Wsp58OPsHrDWUZ+Vhet4SYbh/Zm9jUH7O00iKgggqJMlImmJFUrO6M+FsTxnbu47TmGsuqn5jRkwOgy1N3zKf1H7OOuXkuFgR5o14nrPqMAACAASURBVA+m49IIGvf25Os+iZxd9yWLDwRycMkQetmU4tT8ZsZBZuJpfvntBno0lKxanfTNsbK/WQNZxk++mfk2bSkZ1zWb5b0K/Zokz5GQkICtrS0qlSqnVZFIXm1yeI+XhSQJ/09rCx0ITYmeYuywTmLouovief4bgwha1104qhGgFq5Ddj/7PHBBM6EDga6emHvB3Ox5enFtXhNho0KobJqLhYF6EXNshmjdaqrwCTUIIWLF3QtXRJDVNo5nt7x0NLk2TzSxUQlUNqL5wkChjzkmZrRuJab6hAqDECL27gVxxZqKJJ0Xs+voBKhEgS5rLEsbr78g5tTTCSDzfzatxJL7GUhTm+QvPq2tE6ARJXqOFcM6DRXrLibLzGQIEuu6Owo1CNSuYsju2CefB4oFzYy66+rNFea75jUxr4mNUKESNs0XikB9jDg2o7VoNdVHGF3lrrhwJSiNBC1J4vzsOkIHQlWgi1hjorCT/D8VtXUINCVEz7HDRKeh60RKc9aJ7o5qAQi16xDx3JwFopkOATpRb+4Fs8/QyDp/y0TyClnGmSIzySuyW9csk5fX+zVJniDnUqxLJJIXySMzVk9QHnHs+GX0qFDF+nG7xq9sHFSF5yuK1TjVcKesZid+ikLY9WtPPk/E3/+KcWmd2hmXYubuDdBQ2qMJFTS+XNIHcNLnd+6u8aPHdzvwcFIDdrhVrWhFA7NbXjqalPagSQUNvpf0BJz04fe7a/Dr8R07PJxQA3ZuVbGqJuoiFHFSAYL4C2fxTxhCC7OXittRyr0xTWzS2JBiCbpqFM9AIgDl0TGOX9aDSkWs321q/LqRQVWSGaB2ooZ7WTQ7/VCUMK5fCwbKQqI//leMa4/Uzi6Y75ql8WhSAY3vJfQBJ/H5/S5r/Hrw3Q4PjK7iRtquoqZIESdUgIi/wFn/BIakKGyFR8eOYzQnFr/bNfh14yBSmlMD97IadvopKGHXuRasQFk1if7+GM1R4+xSzOz9T9nub+YpJcs4h8huXbNMXh7v1yR5g4SEBHQ6HWp1HtndIZH8h8lbgVXsUXxOxyMA28pDmTWiKql+o1TwbCJc9bSTieXhw0gUQKXOj11+80XaVG9E3cJqLoVEsP/jMdSfspd5lbKu2LJbXjqK0KhuYdSXQojY/zFj6k9h77xKWecwagcc7DWoAOXeDW48xvwBiKYs764+xLtZpZsZxB714XS8AGypPHQWI6qmVl713DNRPf0BjH3Iw0gFUKHOb4f5rmlD9UZ1Kay+REjEfj4eU58pe+dhnquocXCwR2MsbG6kKuxYjvqcxmhOZYbOGkFqc1I0NJ6b8xCjOWryW9bQstffzFNKlnFOkd26ZpW8PNqvvSrLyYQQKf7/qtid20heD7IOJKZ4sa3mZvLU642Ek974RiigsqPZoHeoYuJXzxASQqgCoMa+ZOknH0YQGfNknbpOi0VbO/PVp2ENG1QoRDt2Y9r7FbM0C1m2y0tbEeo3rIGNCpRoR7pNe5+KWayITmusGaFEER5u1ZRfWUwCJ719MbpmMwa9U8XEgMxASEioMYmB2p6SpYsYP42I5LlrWrbpOF/9htQwVhCO3abxviUV9LQdCIWo8PAXzDmJt28ECirsmg3iHdMNjRBjQ0NtX5LSRdSAgYjImCeJGnRYZk72+5tZWskyziGyW9esk5d3+zWJRCKRWEoeCqz0BHgf4YEBVAWa0au7mwnlDdw7G8BDBVDZUrtRgyefq5+97UUILIp71UVp0KAiWkDExhCbKRtyoby0FaFogwZUNCpCTDYoolY/fVOlR5+Xxh/6ALyPPMCAigLNetHdzUSzMtzjbMBD46ypbW0aNchn/Fyt5rlrWvZGRl20AQ2MFUSspRWkVj+bDNG/UNj6AG+OGBsazXp1x7Q5ZwkwNjRsazfiuTnPrMEyc7Lf38xBlnFOkd26Zp28PNuvSSQSicRi8k5gZbjFQZ+r6FGRv1EXOruaUF0JxvugP0kCVPYe9Opa3Pi5xhFHhyf3JyWRaNFgJJao6AQEYAg6w4lrVljvnqvkpaNJVDQJRkU4c+JaGueDWY+kxCTjP9QOOBbKta/SU2G4dRCfq3pQ5adRl86Ydk1vDvonIVBh79GLrsWNN2kcHXnumomWBf2xUUQbK4igMyewyFWSEjGWthoHx0LJreHWQR+M5jSiS2dXE52EQrD3QfyNDQ2PXl0xmqPB0dHhyf1JJFnW0LLd38xClnGOkd26ZpW8vNivCSFeib+8bndSUhIREREoipLjulirHnJaF/mXO//yEnkmsFIeHeSQXxJCZUOddu1NDl4N/25k3cFohEpLhUETGVjq6U12lClj3OQtlGiiIs1NX6sQtu8Txh3KR3lbFegvccz3EVl3Gkl2y0tHk7B9fDLuEPnK26JCz6VjvjzKUkUSeZxgQABqh2IUc7Dgq4bLzGteGHt7+8z/OXVm5UNLDFV4dPAQfkkClU0d2rU3NUg28O/GdRyMFqi0FRg0cSDPXbMMZYppAIESHYX5rhnGvk/GcShfeYyucgxfCyoo8XECBmNhUyx5YSuPOHjIjyShwqZOO9qbbmhsXHeQaKFCW2EQEweW4rk5ZYwJOIRCdFSk2b6b/f5mllKyjHOI7NY16+Tl1X5NkheQKdYlktxHngmsYo94c+KxAG01WrctbWLfURj75i3jeLxAU6wbMz5uif2zazrca1bBRgWIUIKDzfuBUYJ2MWHKFQb8sJYB1bQg4vnH9ziPrWVUDstLRxF2TZjClQE/sHZANbQI4v/x5XhWKmIIJiTMWC+ayu64W7R3RCHxcSyxsdb4e0yShTOaR7xPYHTN1rQtbeKNdNg+5i07TrzQUKzbDD5u+dwz0blTs4qNMXtcaDDmuaZC0K4JTLkygB/WDsDoKv/ga3YFGQgOCTMOyDWVcU9e2LFH8D7xGIGWaq3bYtqceSw7Ho/QFKPbjI9JaU5NqhgbGqHBweYN+nPC316ulCzjnCK7dc1KeXm2X5PkdhRFISkpCRsbme5RIslN5MqEUKl5nhxAU6YhHhVTqx15cDaT1t/EoH2doSuXMqBU8phRjbNHc9x1f3BCf4fr1xOh5ktMV+6wecxcIjy3MbaWG4cblURzJpDwk774J3ankQ0oIT5sP12WXh3KPAv04u6d459AQZma7pSytyBuzaC8NIm7x7l/AhFlauJeyt6CCFrhzuYxzI3wZNvYWrgdbkRJzRkCw0/i659Id6Mi+Gw/TdleHShjrZUt+vvcC1IALeXqN6KkJc/VVOB/m87QNc4KIwe1AyVdLKi3Z0kINJRp6EFq14zk4OxJrL9pQPv6UFYuHUBK13TGo7k7uj9OoL9zHfNcczNj5kbguW0stdwO06ikhjOB4Zz09SexeyNsUAjx2c7psr3oYLKC9Ny/F4QCaMvVp1Gywn6WIEZThoYeFVN3EJEHmT1pPTcNWl4fupKlA0qR0hwPmrvr+OOEnjvXr5NIzZd0Mjnkby9BlnFOkTFdM9zvZnXZ5NV+TZLrkSnWJZJcisgLJJ0SU6oZD1ks2HODiHjhsv7mRtGvjE6obMqKHsv9RaypZzw5bFGFTtSa4SeSUt2QIELvB4kYgxBCPBZn57cRtQdvF0/PVIza2lcUViNUujpiln+SEPobYt27vcTn/8Q/e0LUgQnC3V4lQCV0bm+K+SdMamI1eWkSdUBMcLcXKhAqnZt4c/4J02XyVJPQ+yLIqIh4fHa+aFN7sNj+XBHRt7BaoNKJOrP8RZLQixvr3hW9Pv9HmKGJ2RjuLRGtbFUCbUUx9kg2nIBsJZJOTRHVdAhUBUXPDak8U9zc2E+U0amETdkeYrm/6VrQX5gj6ulUAl0tMcMvtWeKhFBxPyhGGF3lrJjfprYYvP2+8f8iSmztW1ioUQldnVnC6CrrxLu9PhdpuorhnljSylao0IqKY48kO+A2SZyaUs14qG3BniK1OTfFxn5lhE5lI8r2WC5Mm6MXF+bUEzoVQldrhjBtTnb6m5kHBMsytnqbNveA4Mzqalm/m71lk1f7NUnuRlEUER4eLvR6c48Hl0gk2UWeCKz0/84TTWxUAjSi3EjvFD9wMefXiHcqFxC6Yk3ER9uvi7R/ugzi5rJ2opBKJWybeYnrKfojvQhc3l44qrXCsUp7MeCthqJcvYniYHiyb99fIdoVMOrg2nyYGNmtsei26HwyeQni6LiKQvvstHuVsG+9OC2LrCAvbRKOjhMVtU/1QKjsW4vFgaY7YH3gctHeUS20jlVE+wFviYbl6omJKRURK9oVECoQGtfmYtjIbqJxt0XivJXHCOFb+wlntUrY1vlUnDUxUMyd6MW/85oIGxUCTTkx0juFZ4rza94RlQvoxP/bu/e4qMr8D+Cfc2a4i6Loimkk6928VCqhgALy0sJKU1NZzV03XTExu6xuWZpmZrlqL93E/OlGXgF189JaVoASgpdyBUEUEwELRbwAw8WZ4Zz5/v4YU0HAGZi73/dfvWLmPJfvc47Pd85zntM+8HXanddIh8kFFDOyFQmCCwWvzKPaQzOf1j/jRaLSi3o9M5leCvCjQfMO0d0IyXT585HkIYCg8KFh02fT6CGjaU1jASpNoEneIgkuA+j9eztbukArAp31sfabTbWbk01fvNyTPJzaU+Dru6nx5sTQyFYCCS7BtLL2iWaF8WZAYsV9bJZz2pDEqvl1Nea6a/m+sc/rGrN1Go2GVCqVtavBGKuHHSRWMhVvjNBPakR38uoaRm/ExFHC5s9o8Yww6v5oH4qIXkepxQb8clNxkGZ2VpDgFkQrcu/9vER5a8LIU9D/w+zWfQptya3zL6l8heImdiCFABIUbch//kG6Kteu5/V9M6ibq3AnoVH4RjVQEVOU1zD5+j6a0c2VhN8nGwpfivqh/t9bpbw1FOapr7Pg1p2mbMmtk7zJdCVuInVQCARBQW3859NBQytisJuUMKkdiaIPTYovIVMf3WzkYtoYoZ+Eie5e1DXsDYqJS6DNny2mGWHd6dE+ERS9LpUMG5ozqbNCILegFVR7aObRmjBPfSwFN+o+ZQvdP1TiaGIHBQkQSNHGn+YfvNpoH95MmETtRJF8JsVTyT0flIs3UoSHQIBI7l5dKeyNGIpL2EyfLZ5BYd0fpT4R0bQutZge3JwKOjizMykENwpakUu1m2Pp8WZIYsV9bPpz2sDEqtl1Nea6a+m+sdPrGrN55eXlpNHwHVDGbJEdJFYq2hXpTSJACr9oSrqeR2n742jr9q/o+7RsunLLmGPJVLR9Aj2iUFK3OYdqL4+Tb1D2wTjauvMQ/VLRwNer8ihlVzztP/Fbg8tCqq7k0KmMs3R8aSB5+C9rpCqmKa9BVVco51QGnT2+lAI9/GlZTkNTNZluZB+kuK076VDDFaG8lF0Uv/8E/WbKtUK3Sef+ScEeCmo3agNdsKeVDapdFOkt6u+kRifR9bw02h+3lbZ/9T2lZV8h44ZmEW2f8AgplN1ozqHaS5nkG9l0MG4r7Tz0CzU8VFJoV/x+OvGgAEnn6J/BHqRoN4o21Ols1a5I8hb1d9+ik65TXtp+itu6nb76Po2yjTvRSC7aThMeUZCy2xyq3RxLjzfDlgJyH5ueYUsBTVNXg6+7Fuwbu72uMZtWU1NDZWVlpNPprF0Vxlg9bD+xUifSLF8FASK1mbSTmn3zWy6kbRM6kpNHAC015HmlJpVxleIju9DQT3LMc3zDK0JX4yOpy9BPqMG8ytqkAvryRR9y6jiONjewXNFWqRNnka8CBLENTdrZ/GUZcuE2mtDRiTwCljb87E6zSFTw5Yvk49SRxm3Or3NXRE2Js3xJAZDYZhI1vzkyFW6bQB2dPChgqWmf3TGOgc9YmczD2Mf1M/QZK5Oxmesu2fV1jdm2yspKunXLuB9hGGOWY/PbyUhZyUi9IgOCCwYMDYJHcw8o+mLyhjjM65WDFVHLkF5hilreS4NzsbOwOH8yPp7dy9QHN64m52Ixa3E+Jn88G71s8r2UGpxZNxPzU7pi4a5YTO1sk5VsgISs5FToh+YADA1q9siE6DsZG+LmoVfOCkQtS4eph6bmzDrMnJ+Crgt3IXZq59o7S0pZSE69AhkCXAYMRfObI8J38gbEzeuFnBVRWGb6E80mcR9bi+1cd+37usZs2f1brGvxa+IGxJ/SNOu42uwExOzPg7r5VXzImSYe1laVsQnRk17BmmOVgDYbCTH7kceDw2A2nljJKDyUgvMSAGVvBAW3M02FvYLxwd7tmE4xiJwWiwtaUxwUgK4YSUtGY+JmP6zYvQiDmz/XbmpFUJy0BKMnbobfit1YZL2KNEJCQcJMjF8tY86evXh3sDFvzrQBciEOpZyHfmgGIdhEWxl7BX+Avdung2IiMS32Akw1NKWCBMwcvxrynD3Y++5g1O1tufAQUvQnGnoHBcM0zfFC8Ad7sX06ISZyGmJNdqLZJu5jK7GZ6y5g99c1ZtNqbbGuPo+E14bjhX9Vo0tXl2Yd19mvN5wT/oTwWTuQa985gfWYMB5WpbuCHe++iZiErdjyXT7g7Ifezgn4U/gs7ODBYRhr3zJrlHyJPgt31+/Q5DuLGth/oemHLz1Kn457nHqPXU+ZlaY44GVK3ZNMBVZfkyPT5dQ9lGz9ijSgirI2RpJ/0Ku045x9LmmQL31G4e76XRt9Z/1g4mVYMpUe/ZTGPd6bxq7PpOYOzaqsjRTpH0Sv7jjXwHNfMl36LJzcBf1GJ7NMf6LR0U/H0eO9x9J6k5xoxrDMUsCHu4/rZ7GlgDZz3bX/6xqzXfdusS6XpNDS8I7k+8J6OmOqoSYVUPzUHuQ3ajWdqPsaCNYos8TDSuSSWHqhpUCC60BacuddHhIVxE+lHn6jaDUPjgey3TtWcjlydizE2pRbIAAgFUquVJu0CNErAK/vPor4sRXINMUvvWIHBI0JxWNW/7FCRIegMQi1fkXqp8lBhnoKEhLXIbKHq7VrYzS5PAc7Fq5Fyi39iztJVQLTDk0RXgGvY/fReIytyGzmHVUNcjLUmJKQiHWRPXB/b8soz9mBhWtToG8OQVVyBaZtjhcCXt+No/FjUZFpurtwtoP72Kps5bpr59c1Ztu0Wi0UCgUUlcex9MUxWFnxCuK2RKG3qYaa4jFM3LAT0erlGDPlc5x9qC4izVCebp54WEl54jdIrRTxyIQFiO7/+6vnFXhs4gbsjFZj+Zgp+JwHR6MEIjLBa91NrRSH17yPnedqcG/lBEEJt17jsGB2CLxtNyVkjqz0MNa8vxPnamqNTAhKN/QatwCzQ7xtfX1tLaWH1+D9nedQuzkClG69MG7BbIQ4wIkmqStwSwMIru5o4WL5510ehj6ul6RGhb7j4dnC2lkPY/ZNpVLB1ekKdkwZjr8ld8Py1O/wVh/nB3/RSHLeejz39DwU/Xk/flwVBi+Tl+BA5Hx8OSHYrPGwrErsebkLXtrTHct/Oox5dR/Ol/Ow/rmnMa/oz9j/4yqE8eCol40mVowxxhhjTJIkVFWpULJjMoZEJ+GRd9Lw04eDYJ5pvITMJQHw/6gKUd8ew5qwVmYpxf7JuPD58xg8O9HM8bCg6m8wvfsYJD/3NTI/H3nfc8IAIGUuQYD/R6iK+hbH1oSBR8f9HPSnUsYYY4wx+6dWq+FU/l8sXPI9bniOxGuzB5hxEq9E3xmzMML9PDa8tRI/8aqveulKduG9xd9ZIB6Wozn+DQ5Vh+Ctf4TXm1QBgLLvDMwa4Y7zG97CSh4c9eLEijHGGGMWp1NXolqu+3+1KL9ZAckaFbIUnRqV9zcc2vKbqKjTcJ1OB0lS4/wXa7C3hOA5dCyeb2/g1E1bjqvXKnF/SQCgRllpVb1/E31G4YXB7tCe3ohVe65BZ1hp9suIeOhJyFq/0mLxaDKjytPi5IHDcPvLQkzza2TJvOiDUS8Mhrv2NDau2oNrDj84jMeJFWOMMcbMS30ZGd/FY/3ytxEVGYHAvr7w7vxX7FPd/rumAF8vHIMnOnnDu21rtOsfhf8UOcKsTY3LGd8hfv1yvB0ViYjAvvD17oy/3m04Cr5eiDFPdIK3d1u0btcfUf8pupPMaDQaOCMTW+NOQ0NK9Bs6rNFnzKvyf8S25dEYF9QDbVu2QQcfX4xYc/aeCbQauQlzMbRTG3i37YThK7PuP4jYDqEh/aDUlWD/hjhccoQw3NG8eAAAtMexZUem5eJhhCaXJ51HcnYv/P2tQLg3WoKIdqEh6KfUoWT/BsQ51uAwCU6sGGOMMWZWuopCZGXl4vyxvdiW8C3Ss38DBYxCeGtAV3wQ74wYiQUnWqB/rz9ACRllp2OxNuGS/d8t0VWgMCsLueePYe+2BHybno3fKACj9A3HwXdGYOSCE2jRvxf+oATkstOIXZuASzqAiKDRaCBkHcB/L0qAoj169+2Ihu8nyLh2qQStQqKx+t8rEdlNAehKkbppG05J+r8XbH8F4xcdhdTCHQqqwtWrqnqOo0Cn3j3hLRLUx/ZinyNNnpsRj99pf95j4XgYqhnlKfvg7f3bMbXjg9MCRafe6OktgtTHsHefA5yjpmbNvd4ZY4wx9vCQcj6kQU4gCC3o2Q2XSSr7kRaGBtKM2++Aq8lcRE86gQBnGvZpAcnWrrCpSDn04SAnAgRq8ewGuiyV0Y8LQylwxg46p284LXrSiQCQ87BPqUAmUqvVpFKVUf6qYHICCE6D6MMzkqEF0i8rAslZAAnOw2h1vkSV6YtoeNi7lHJDJqIq+u1MLl3V1P/tmuwPaIATCIIHPf/FDRN1gg1pQjz0ZKvEowkNNF95Ndn0wQB933k8/wU54OhoFuWDEi/GGGOMMVMo//kkzkuA4OqPiBEa7JzzHvJf2YovI/2gAKD+rQjFMgDFI+jT38dxltWU/4yT+obDP2IENDvn4L38V7D1y0j46RuOIn3D8Uif/vAR9csA3dxEnD6dq1/KJXqjXXtDXxmhgO/QQHRRpOGslIUTKQfx2xcZePH//oOhbUQA7ujYu3uD3xbbtkUbAQCpcebUaWBaSHN7wLY0IR56WqvEw3hmLE9si7b6wQH1mVM4rZmGEH6jxh0Oc81ijDHGmC2rQmpSOipIgPPAkeh54E180WkZYib73V5OJSPvZCau6wCxdSBCBznObK0qNQnpFQTBeSBG9jyAN7/ohGUxk/H7PgFy3klk6huOwNBBUEgSiAhKpQbFxeXQARBEN7i7GV6mc9/BGNhaBHRl+O4fc3Fm3D8R1cOw39NFT0+0UAgAdCi6eNHo9to6Y+NxdyRWWSUeTWG28kRPeLZQQACgK7qIi7eaf0hHwokVY4wxxsxP8xOSUq9DJyjRt8dlrD0wAB8vCrq7tbPuGtLScyBBgMeQ4RjawpqVNSUNfkpKxXWdAGXfHri89gAGfLwIQXcbjmtp6ciRAMFjCIYPbQG1Wg0XFxcIunKUV95+isVJCSdjinX1R0B/ZwjQocJrNN6b2b2R54HqcoLSCQAIOlWpMaXaAePjcYdcZqV4NIEZy3PSDw6QToXSUpPuZWj3OLFijDHGmNlJ2UlI+VUGRC+UnvgFQZ/MwwDXez5QkYKk42qQ4IyBYWHwtlpNTUzKRlLKr5Ahwqv0BH4J+gTzajccKUnHoSYBzgPDENJaB0mS4OLiAkCE+PtMjQhkTLniH/D0092hBEBVlagyqtIiROH3+jvY5vdGxiOs1kC0VjyawIzliXcHByTOq2rhxIoxxhhjZiajIPkQzkkAdGVwj1iI1/rWfq2qOj0RaSodoOyL0PBODjNBkQuScUjfcJS5R2Dha31rv1BWnY7ENBV0UKJvaDja1Wjg7OwMQRAAhRe8PG/3RE0NtEbN5KugqtCAAMhXT+L4L8YkSDXQ1uj/S/T0MqZQm2dsPDrdOxCtFo+mMF95NXcHB7xamfW+m91xlOsWY4wxxmyV7hqSkk+hhgDR6xnMjfaHa60PaHEqORVXZUDZJQTh3RxlsqbDtaRknNI3HM/MjYZ/7YZDeyoZqfqGY9jwrpA0mtt3qwDAHY891h4KAKSrgKrc0M2tdbj57Tt487Ar/ugiANJZpKddN3xrbO0taGQCIMKzfXtDv2UHjItHSHi3OsvnrBQPo5mzPC1uaWQQANGzPdp7PvALDxVOrBhjjDFmXqrD+mV+ENFu1F8wvu77cuQLSEq5CAkK+AwNx5PO9R/G/qhwOOk41ASI7UbhL+M71pl4ybiQlIKLEqDwGYphjwMKhQIKxe/TeSf0e6IXnAUAdAMlJYZNjXVX9+HvC3Ix+ctYTO6jBEiN/6Udg6H7DMgl13BTBwAK9OzXz8Bv2QPj4hF+30C0TjyMZdby5BJc0w8OKHr2Qz+jHjRzfJxYMcYYY8ysqtNuL/MT2+OZ8SPQqs7fdcXJOJwlAWJLBA4fAlcAFUfXY11imTWqazrVabeXlYlo/8x4jLi/4Ug+nAUJIloGDsdTggauNRlYvy7x9gdEeA8dhn5OAiD/irw87YPL1P2KuLkfoix6I954sjeCB3eCAjqUnkjD6dtf111Lwc5vC9HQ4zHS5SJc1QFQ+sF/cKemtd0WGRmPIfqBaJV4VBdl4siRDPxaaeR9JhPEv1HSZRTpBwf8/Aejk6PcXDYRTqwYY4wxZkZa/C8pFSUyILYNx+jh92/3V3UkFSe1BMHpKQQHeUAujMPcpefR9amWVqiv6Wj/l4RUfcMRPno47mt51RGkntSCBCc8MeRpuEuF2PXWRzjf9ak7H1F0G43n+ish6Cpw9vQvuP9JGS1uXilBlQ4A1MhY/VesdluAddP+CAVcMDDYHy1FQL54CD/kSoCcj23z/oU8H58GdonT4UZ2Di7rAOUfR+HFQQ5z+9CoeDwVHAQPuRBxc5daPB4VyfMwuOeTCA5+Cl16PoOVJ6oba5WJ49843Y1s5OgHB0a9OAiOMzpMgxMrxhhjjJmPlIvElHxIEOEVEoHQ+2azMoryCvUTM3ncGwAABUVJREFUQ4Uahd98gilTE9D3o+UY2caepykSchNTkC8BolcIIu5vOOSiPBTqG45bF7/Gv6Jexc5+y7F8ZJu7H1L0xMvTwtBSkJBzKBGXat1mkFHw+Wh06dQRnfo8iykTQjF255NY9ek4dLjddR7BofB3E0A1GVg/Zxaix03BV08twVtPNvSeMBWOpGWiBi7oHzkVAQ4zczYuHurCb/DJlKlI6PuRheOhxekD+5FTSQAINUWJWLLg3w20yRzxb5zqSBoyawCX/pGY6jiDw3SIMcYYY8xM5PzVNMxFIAgt6YXYkno/U3EwivycBAIEcvd7nlakl1m4lmYg59PqYS4kQKCWL8RSvS2vOEhRfk76GbSbLz33SRrV2/KKgzSzs4IEtyBakSvd8weJ8taEkacAAgRy6z6FtuRq6tTjCsVN7EAKASQo2pD//IN0VW6k3jcTaFI7kUSfSRRf0tgH7YwR8RAAEtz96PkV6VaIh0zX982gbq6CflwApPCNaqBRZoh/o25SwqR2JIo+NCm+hBxodJiMQERGbRbJGGOMMWZaEoozDuNUaVv0e/oJdHS3dn0sRyrOwHfHitGmz0AM7tq2gU/pcHlHJAZN/Qoer/6AjLUhuNNFups488P3OKXyQcCzIeha34uVqy/ix29+QvljQRgxqCMavlchI3dlKAa8fQ4hMUex729dzPsSWxskFWfg8KlStO33NJ5ocCCaPx7VxWdx/qoA7dfTEfZ1BCqPL2igKqaMf+Pk3JUIHfA2zoXE4Oi+v6HLwzY4DMCJFWOMMcaYlRARysvL4enpec9ugPXQXcL2yCGYduBRLEo9jPeauJSrMXLhZrwUMAMnAjfhSMJUdOaJc8MsEA/oSpAwZQhinvgaKfN7mf74xpALsfmlAMw4EYhNRxIwlQdHvex58TJjjDHGmF3TarVQKpWNJ1UAIPpi8oY4zOuVgxVRy5BeYeKKaM5g3cz5SOm6ELtiOal6IHPHAxqci52FxfmT8fFsKydV0ODMupmYn9IVC3fFclLVCE6sGGOMMcasRFPrhcAP4BWMD/Zux3SKQeS0WFwwYLdvg0gFSJg5HqvlOdiz910M5pe+GsZc8dAVI2nJaEzc7IcVuxdhsIeJjtskEgoSZmL8ahlz9uzFuzw4GsVLARljjDHGrKCmpgbV1dVo1aruC5Uapys7hrXTp2MjRSNuSxT6NWfiXZ2NTdNfwebWr2PTqkj0cG3GsR5SJo0HAOiu4Mj+c3j02VA8ZoYVhoarRvam6Xhlc2u8vmkVInlwPBAnVowxxhhjVlBZWQmlUglX16ZMWCuQtf1zZPSZi5f7N33ba83P27CxJAgzIjo3eVMDBpgqHjZF8zO2bSxB0IwIdObBYRBOrBhjjDHGLEyn00GlUqFVq1YQBMHa1WGMmQA/Y8UYY4wxZmFqtRrOzs6cVDHmQDixYowxxhizICKCVqs1fNMKxphd4MSKMcYYY8yCDN5inTFmVzixYowxxhizIKO2WGeM2Q1OrBhjjDHGLKSmpgZEBCcnJ2tXhTFmYpxYMcYYY4xZiEajaeL26owxW8eJFWOMMcaYBciyDEmS4OzsIO85YozVwokVY4wxxpgFaDQa3mKdMQfGiRVjjDHGmJnxFuuMOT5OrBhjjDHGzIy3WGfM8XFixRhjjDFmZmq1mu9WMebgOLFijDHGGDOjmpoaAOAt1hlzcJxYMcYYY4yZEW+xztjDgRMrxhhjjDEz4S3WGXt4cGLFGGOMMWYmvMU6Yw8PTqwYY4wxxsyAt1hn7OHCiRVjjDHGmBnwFuuMPVz+H/UXBsqxyvs0AAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 语言模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('the', 2261),\n",
       " ('i', 1267),\n",
       " ('and', 1245),\n",
       " ('of', 1155),\n",
       " ('a', 816),\n",
       " ('to', 695),\n",
       " ('was', 552),\n",
       " ('in', 541),\n",
       " ('that', 443),\n",
       " ('my', 440)]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 导入random模块，用于生成随机数\n",
    "import random \n",
    "# 导入torch模块，用于深度学习任务\n",
    "import torch\n",
    "# 导入d2l库中的torch模块别名\n",
    "from d2l import torch as d2l\n",
    "\n",
    "# 使用d2l库中的函数读取时间机器文本，并进行分词处理\n",
    "tokens = d2l.tokenize(d2l.read_time_machine())\n",
    "# 将tokens中的所有单词连接成一个列表，生成语料库corpus\n",
    "corpus = [token for line in tokens for token in line]\n",
    "# 使用语料库corpus构建词汇表vocab\n",
    "vocab = d2l.Vocab(corpus)\n",
    "# 输出词汇表中出现频率最高的前10个单词和对应的频率\n",
    "vocab.token_freqs[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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       " <metadata>\r\n",
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       "   <cc:Work>\r\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\r\n",
       "    <dc:date>2022-07-30T15:28:16.725316</dc:date>\r\n",
       "    <dc:format>image/svg+xml</dc:format>\r\n",
       "    <dc:creator>\r\n",
       "     <cc:Agent>\r\n",
       "      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\r\n",
       "     </cc:Agent>\r\n",
       "    </dc:creator>\r\n",
       "   </cc:Work>\r\n",
       "  </rdf:RDF>\r\n",
       " </metadata>\r\n",
       " <defs>\r\n",
       "  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\r\n",
       " </defs>\r\n",
       " <g id=\"figure_1\">\r\n",
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       "L 247.978125 180.65625 \r\n",
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    "# 最流行的词被称为停用词画出的词频图\n",
    "# 从词汇表的token_freqs中提取频率信息，存储在列表freqs中\n",
    "freqs = [freq for token, freq in vocab.token_freqs]\n",
    "# 使用d2l库中的plot函数绘制词频图\n",
    "# 设置横轴为token，纵轴为对应的频率，横轴使用对数刻度，纵轴也使用对数刻度\n",
    "d2l.plot(freqs, xlabel='token: x', ylabel='frequency: n(x)', xscale='log', yscale='log')   "
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   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(('of', 'the'), 309),\n",
       " (('in', 'the'), 169),\n",
       " (('i', 'had'), 130),\n",
       " (('i', 'was'), 112),\n",
       " (('and', 'the'), 109),\n",
       " (('the', 'time'), 102),\n",
       " (('it', 'was'), 99),\n",
       " (('to', 'the'), 85),\n",
       " (('as', 'i'), 78),\n",
       " (('of', 'a'), 73)]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "# 其他的词元组合，比如二元语法、三元语法等等，又会如何呢？\n",
    "# 使用列表推导式将corpus中的相邻两个词组成二元语法的词元组合，存储在bigram_tokens列表中     \n",
    "bigram_tokens = [pair for pair in zip(corpus[:-1], corpus[1:])] # 二元语法\n",
    "# 使用bigram_tokens构建二元语法的词汇表bigram_vocab\n",
    "bigram_vocab = d2l.Vocab(bigram_tokens)\n",
    "# 输出二元语法词汇表中出现频率最高的前10个词元组合和对应的频率\n",
    "bigram_vocab.token_freqs[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(('the', 'time', 'traveller'), 59),\n",
       " (('the', 'time', 'machine'), 30),\n",
       " (('the', 'medical', 'man'), 24),\n",
       " (('it', 'seemed', 'to'), 16),\n",
       " (('it', 'was', 'a'), 15),\n",
       " (('here', 'and', 'there'), 15),\n",
       " (('seemed', 'to', 'me'), 14),\n",
       " (('i', 'did', 'not'), 14),\n",
       " (('i', 'saw', 'the'), 13),\n",
       " (('i', 'began', 'to'), 13)]"
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     "execution_count": 4,
     "metadata": {},
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   ],
   "source": [
    "# 三元语法\n",
    "# 使用列表推导式将corpus中的相邻三个词组成三元语法的词元组合，存储在trigram_tokens列表中\n",
    "trigram_tokens = [triple for triple in zip(corpus[:-2],corpus[1:-1],corpus[2:])]   \n",
    "# 使用trigram_tokens构建三元语法的词汇表trigram_vocab\n",
    "trigram_vocab = d2l.Vocab(trigram_tokens)\n",
    "# 输出三元语法词汇表中出现频率最高的前10个词元组合和对应的频率\n",
    "trigram_vocab.token_freqs[:10]"
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   "execution_count": 5,
   "metadata": {},
   "outputs": [
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   "source": [
    "# 直观地对比三种模型中的标记频率\n",
    "# 从bigram词汇表的token_freqs中提取频率信息，存储在列表bigram_freqs中\n",
    "bigram_freqs = [freq for token, freq in bigram_vocab.token_freqs]\n",
    "# 从trigram词汇表的token_freqs中提取频率信息，存储在列表trigram_freqs中\n",
    "trigram_freqs = [freq for token, freq in trigram_vocab.token_freqs]\n",
    "# 使用d2l库中的plot函数绘制标记频率对比图\n",
    "# 将bigram和trigram的频率信息传入plot函数，横轴为token，纵轴为对应的频率\n",
    "# 横轴和纵轴都使用对数刻度，同时在图例中标明每个模型的名称\n",
    "d2l.plot([freqs, bigram_freqs, trigram_freqs], xlabel='token: x',\n",
    "        ylabel='frequency: n(x)', xscale='log', yscale='log',\n",
    "        legend=['unigram','bigram','trigram'])"
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   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 随即生成一个小批量数据的特征和标签以供读取\n",
    "# 在随即采样中，每个样本都是在原始的长序列上任意捕获的子序列\n",
    "\n",
    "# 给一段很长的序列，连续切成很多段长为T的子序列\n",
    "# 一开始加了一点随即，使得每次切的都不一样\n",
    "# 取随即批量的时候，再随即把它们取出来\n",
    "def seq_data_iter_random(corpus, batch_size, num_steps):\n",
    "    \"\"\"使用随即抽样生成一个小批量子序列\"\"\"\n",
    "    # 从原始序列中随机选择一个起始位置\n",
    "    corpus = corpus[random.randint(0, num_steps - 1):]\n",
    "    # 计算能够生成的子序列数量\n",
    "    num_subseqs = (len(corpus) - 1) // num_steps\n",
    "    # 创建初始索引列表\n",
    "    initial_indices = list(range(0, num_subseqs * num_steps, num_steps))\n",
    "    # 进行随机打乱\n",
    "    random.shuffle(initial_indices)\n",
    "    \n",
    "    # 返回从指定位置开始的长度为num_steps的子序列\n",
    "    def data(pos):\n",
    "        return corpus[pos:pos + num_steps]\n",
    "    \n",
    "    # 计算批次的数量\n",
    "    num_batches = num_subseqs // batch_size\n",
    "    # 对每个批次进行迭代\n",
    "    for i in range(0, batch_size * num_batches, batch_size):\n",
    "        # 获取当前批次的初始索引列表\n",
    "        initial_indices_per_batch = initial_indices[i:i + batch_size]\n",
    "        # 根据初始索引列表获取对应的特征序列X\n",
    "        X = [data(j) for j in initial_indices_per_batch]\n",
    "        # 根据初始索引列表获取对应的标签序列Y\n",
    "        Y = [data(j+1) for j in initial_indices_per_batch]\n",
    "        # 使用torch.tensor将X和Y转换为张量，并通过yield语句返回\n",
    "        yield torch.tensor(X), torch.tensor(Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X:  tensor([[20, 21, 22, 23, 24],\n",
      "        [10, 11, 12, 13, 14]]) \n",
      "Y:  tensor([[21, 22, 23, 24, 25],\n",
      "        [11, 12, 13, 14, 15]])\n",
      "X:  tensor([[15, 16, 17, 18, 19],\n",
      "        [25, 26, 27, 28, 29]]) \n",
      "Y:  tensor([[16, 17, 18, 19, 20],\n",
      "        [26, 27, 28, 29, 30]])\n",
      "X:  tensor([[0, 1, 2, 3, 4],\n",
      "        [5, 6, 7, 8, 9]]) \n",
      "Y:  tensor([[ 1,  2,  3,  4,  5],\n",
      "        [ 6,  7,  8,  9, 10]])\n"
     ]
    }
   ],
   "source": [
    "# 生成一个从0到34的序列\n",
    "my_seq = list(range(35))\n",
    "# 使用seq_data_iter_random函数生成随机抽样的小批量特征和标签数据\n",
    "# batch_size=2表示每个批次的样本数量为2\n",
    "# num_steps=5表示每个样本的长度为5\n",
    "for X, Y in seq_data_iter_random(my_seq, batch_size=2, num_steps=5):\n",
    "    print('X: ', X, '\\nY: ', Y) # Y是X长度的后一个，X里面的两个不一定是连续的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 保证两个相邻的小批量中的子序列在原始序列上也是相邻的\n",
    "def seq_data_iter_sequential(corpus, batch_size, num_steps):\n",
    "    \"\"\"使用顺序分区生成一个小批量子序列\"\"\"\n",
    "    # 随机选择一个偏移量作为起始位置\n",
    "    offset = random.randint(0, num_steps)\n",
    "    # 计算可以生成的子序列的总长度\n",
    "    num_tokens = ((len(corpus) - offset - 1) // batch_size) * batch_size\n",
    "    # 创建特征序列X的张量\n",
    "    Xs = torch.tensor(corpus[offset:offset + num_tokens])\n",
    "    # 创建标签序列Y的张量\n",
    "    Ys = torch.tensor(corpus[offset + 1:offset + 1 + num_tokens])\n",
    "    # 重新调整Xs和Ys的形状，使其成为(batch_size, -1)的二维张量\n",
    "    Xs, Ys = Xs.reshape(batch_size, -1), Ys.reshape(batch_size, -1)\n",
    "    # 计算可以生成的批次数量\n",
    "    num_batches = Xs.shape[1] // num_steps\n",
    "    # 对每个批次进行迭代\n",
    "    for i in range(0, num_steps * num_batches, num_steps):\n",
    "        # 获取当前批次的特征序列X\n",
    "        X = Xs[:, i:i + num_steps]\n",
    "        # 获取当前批次的标签序列Y\n",
    "        Y = Ys[:, i:i + num_steps]\n",
    "        # 使用yield语句返回X和Y作为生成器的输出\n",
    "        yield X, Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X:  tensor([[ 3,  4,  5,  6,  7],\n",
      "        [18, 19, 20, 21, 22]]) \n",
      "Y:  tensor([[ 4,  5,  6,  7,  8],\n",
      "        [19, 20, 21, 22, 23]])\n",
      "X:  tensor([[ 8,  9, 10, 11, 12],\n",
      "        [23, 24, 25, 26, 27]]) \n",
      "Y:  tensor([[ 9, 10, 11, 12, 13],\n",
      "        [24, 25, 26, 27, 28]])\n",
      "X:  tensor([[13, 14, 15, 16, 17],\n",
      "        [28, 29, 30, 31, 32]]) \n",
      "Y:  tensor([[14, 15, 16, 17, 18],\n",
      "        [29, 30, 31, 32, 33]])\n"
     ]
    }
   ],
   "source": [
    "# 读取每个小批量的子序列的特征X和标签Y\n",
    "for X, Y in seq_data_iter_sequential(my_seq, batch_size=2, num_steps=5):\n",
    "    # 第二个小批量的起始位置是接着第一个小批量的结束位置后面的\n",
    "    print('X: ', X, '\\nY: ', Y) # 第二个mini-batch[9-13]是接着第一个mini-batch[3-7]后面       "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "class SeDataLoader:\n",
    "    \"\"\"加载序列数据的迭代器\"\"\"\n",
    "    def __init__(self, batch_size, num_steps, use_random_iter, max_tokens):\n",
    "        # 根据use_random_iter选择数据迭代函数\n",
    "        if use_random_iter:\n",
    "            # 使用随机分区迭代器\n",
    "            self.data_iter_fn = d2l.seq_data_iter_random\n",
    "        else:\n",
    "            # 使用顺序分区迭代器\n",
    "            self.data_iter_fn = d2l.seq_data_iter_sequential\n",
    "        # 加载数据集和词汇表\n",
    "        self.corpus, self.vocab = d2l.load_corpus_time_machine(max_tokens)\n",
    "        # 设置批量大小和步长\n",
    "        self.batch_size, self.num_steps = batch_size, num_steps\n",
    "        \n",
    "    def __iter__(self):\n",
    "        # 返回数据迭代器\n",
    "        return self.data_iter_fn(self.corpus, self.batch_size, self.num_steps)   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 最后，定义一个函数 load_data_time_machine，它同时返回数据迭代器和词汇表\n",
    "def load_data_time_machine(batch_size, num_steps, use_random_iter = False, max_tokens=10000):\n",
    "    \"\"\"返回时光机器数据集的迭代器和词汇表\"\"\"\n",
    "    # 这个对象将作为数据的迭代器，用于产生小批量的样本和标签。\n",
    "    data_iter = SeqDataLoader(batch_size, num_steps, use_random_iter, max_tokens)   \n",
    "    # 返回数据迭代器和对应的词汇表\n",
    "    return data_iter, data_iter.vocab"
   ]
  }
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