{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fast Point in Polygon Testing Method\n",
    "---------------- \n",
    "**Author: Hu Shao <shaohutiger@gmail.com>**\n",
    "\n",
    "## Content\n",
    "* [Introduction](#Introduction)  \n",
    "* [How to Use](#How-to-Use)  \n",
    "* [The process of building quadtree](#The-process-of-building-quadtree)  \n",
    "* [Visualizing the result of \"Point in Polygon\" test](#Visualizing-the-result-of-\"Point-in-Polygon\"-test)\n",
    "* [Test the performance of this quad-tree-structure](#Test-the-performance-of-this-quad-tree-structure)\n",
    "* [Validate the correctness of this quad-tree-structure](#Validate-the-correctness-of-this-quad-tree-structure)\n",
    "* [Algorithm of building quadtree cells for study area](#Algorithm-of-building-quadtree-cells-for-study-area)\n",
    "* [Reference](#Reference)\n",
    "\n",
    "## Introduction\n",
    "Testing whether a point locates inside a polygon is a time consuming work. Especially when the point number is huge and the boundary of study area is complex.  \n",
    "Here we implement a \"Fast Point in Polygon Testing Method\" to help users determine whether a point is inside a specific polygon rapidly.  \n",
    "\n",
    "The Quadtree structure is employed to divide a polygon into plenty of lattices. During the dividing, each lattices is marked as **in**, **out** or **maybe**, which means \"totally lies inside the polygon\", \"totally lies out side the polygon\" and \"intersect with the boundary if the polygon\".   \n",
    "For each point, we firstly allocate it into a lattice. If the lattice is marked as \"in\" or \"out\", we will immediately know the result; if the lattice is marked as \"maybe\", we then need to do some further calculation, which won't be complex.  \n",
    "Once the quadtree structure is constructed, the \"point in polygon testing\" will be very fast.\n",
    "\n",
    "This method is suitable for the situations where point numbers are huge, polygon numbers are small and polygon boundary is complex. E.g., simulation in point pattern analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "import finished!\n"
     ]
    }
   ],
   "source": [
    "# Import essential libraries for following calculation\n",
    "import numpy as np\n",
    "\n",
    "from libpysal.cg.polygonQuadTreeStructure import QuadTreeStructureSingleRing\n",
    "from libpysal.cg.shapes import Polygon, Ring\n",
    "\n",
    "%matplotlib inline\n",
    "# import codecs\n",
    "# import shapely\n",
    "# from pysal.cg.shapes import Polygon, Point\n",
    "# from shapely.geometry import Polygon as spPolygon\n",
    "# from shapely.geometry import Point as spPoint\n",
    "# import time\n",
    "import random\n",
    "import time\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "print(\"import finished!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How to Use\n",
    "### Data preparing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def get_ring_from_file(path):\n",
    "    vertices = []\n",
    "    with open(path) as file:\n",
    "        for line in file:\n",
    "            if len(line) < 2:\n",
    "                continue\n",
    "            coordinates = line.split(\",\")\n",
    "            x = float(coordinates[0])\n",
    "            y = float(coordinates[1])\n",
    "            vertices.append((x, y))\n",
    "    return vertices\n",
    "\n",
    "\n",
    "# Prepare the polygons for future use.\n",
    "Texas = Polygon(get_ring_from_file(\"data/texas_points.txt\"))\n",
    "Pecos = Polygon(get_ring_from_file(\"data/pecos_points.txt\"))\n",
    "San_Saba = Polygon(get_ring_from_file(\"data/san_saba_points.txt\"))\n",
    "Texas_with_holes = Polygon(Texas.vertices, [Pecos.vertices, San_Saba.vertices])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "quad tree build finished\n",
      "(-101.88926984960028, 33.54910494748045, True)\n",
      "(-101.9324657625388, 30.99562838608417, True)\n",
      "(-96.66509999476706, 31.769415333990857, True)\n",
      "(-106.04482267119155, 29.30860980945098, False)\n",
      "(-102.05124458612478, 28.377630545869593, False)\n",
      "(-95.7952998307517, 33.2606998037955, True)\n",
      "(-105.3043106118911, 29.64211319980175, False)\n",
      "(-96.07086614456198, 36.43497839388729, False)\n",
      "(-93.8102383176018, 35.720624066002756, False)\n",
      "(-101.27867134062416, 31.762914510273433, True)\n"
     ]
    }
   ],
   "source": [
    "# Build the quadtree structure\n",
    "Texas.build_quad_tree_structure()\n",
    "print(\"quad tree build finished\")\n",
    "# create some random point and test if these points locate in the polygon\n",
    "for _ in range(0, 10):\n",
    "    x = random.uniform(Texas.bbox[0], Texas.bbox[2])\n",
    "    y = random.uniform(Texas.bbox[1], Texas.bbox[3])\n",
    "    print(x, y, Texas.contains_point([x, y]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The process of building quadtree"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quadtree building process - visualize the building result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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CKJjc08VkT6kRC22plhkPKLxtSnDqxtbPN+1DpKFBrpLDya21qhgU0kf7ztFIN5pxjqnXdDH5Gv7LfFcAQCkhMAVQMF7SxSTn7PWwbraqnz1B1dXLunaFG5rU3LagL5qYJh/BLvqn5Pk3trJGg5xPVfHoV6STH+qTdDFeynvBfFcAQCkhMAXgK4mhvMwxRWlJfolhrVX58NH6eI9/a6wbKXKrAADwDwJTAL7iWsMcU5QsY4wcR0qOkiVdDAAAuSEwBeArrkuPKUpP6tBzu3qWRj13prTTvaSLAQAgR6zKC8BXXEu6GJS2uOsoGIgXuxkAAPgKgSkAX2EoL0pdzA0q6MSK3QwAAHyFobwACib3dDG2K/1G+n5X8cAwrTpoljQ89QaCABRX6vkaDQ7W6gP/rco+ShcDAMBAQGAKoGC8pIvJVLa+rlY20qpRT87UsKrWrv2ZgligkFLnmMbXvaDRTx8qffk/fZIuBgCAgYChvAB8JZEuhl4klK64dRR0mGMKAIAXBKYAfCUxx5TFj1C6YvEgix8BAOARQ3kBlKRMQxhda+WaSq085Bm1h2KSk3gLs8zDQ5Elh5NbaxVTlVoaZqvSjZHHFACAHBGYAihJ2eaYurGoRj++t1qPfF7NbQskSWMrawrdPCBN6rkYi8a02RN7a80Rz5PHFACAHBGYAvAVV2VaccjzKndjXQEpPaYottRzMe4GterQ5xVgtWgAAHJm8n1BZ4yxXDTmJrxqtafVGgE/8ZYiw5VjMk+BH7PZEC1eukahUOod1g/r7UvWWhlj+rzefPNru/2q+/HefNQQfbRsTSKXabfz0rVWjofXxmt5L/JZdz75sd1+bLNEuwuNdheWa61GjxhW7Gb0G8YYWWs36USgxxRAwXhJF5OafiNVQK9rxGP1qizv6NoXbmjqGkrZl8ZW1uSl3nzza7v9amxlTdr56mieRjRmH8rrNV1Mvr6wzGfd+eTHdvuxzRLtLjTaXVhMrSg9rMoLwFccx1XcDRS7GUBWjmMVd/l4BQDACz45AfhKwHG56EdJCzhxuZyjAAB4wlBeAL7CRT9KUWq6GFNWqeX7P6MhpIsBACBnBKYAfMUxDOVF6UlNFxN012j4rP0VP/ZJ0sUAAJAjAlMAvsJQXpSi1HQxNjhU4QOe1HDSxQAAkDOu7gD4SsCJy7W8daG0NLctUHPbAhlj5EbWafSTM/KSwggAgP6KT00ABZPrMEbX2q45e+n7XalyqD6f/qjKx0S7LvzJlYxiS/aYSlLcVKmlYbaqlOGczzDvdEOYkwoAGCgITAEUjJc8ppnK1tfVqiyyTEOfPFn66r/S5vUBxZSaxzQWmafNnthbobJoj3LhhibPeUwBABgICEwB+IoZtIXC0x/UYDeaNq8PKBVxN6CA4xa7GQAA+AqBKYCSlKmnyLVWjiPF40qbv2dsvIAtA7KzVnJtQAGHcxIAAC8ITAGUpKxDeduXaNjT56j6ncVd+zPNRwWKwbWOjHFlTLFbAgCAv7C0JQBfcRxLuhiUrLgbUNAhTQwAAF5xdQfAVwImrrgbKHYzgIxiceaXAgDQGwzlBVAwXtLFZJ5j6krDdtCKvf6pcG3Kxb8by8vKvCyqhFwlh5OvWW0VKA8l/nZjPXKZZju3s/Fa3gtS0QAASgmBKYCC6ZN0MWvf0ZBnf6jqD9/u2h9uaOpKHdOXSEODXCXPv9G2RgG3VdWN0zKmhsl2bmfjtbwXpKIBAJQSAlMAvhJwGMqL0pP8EiO8TgpUDFrfYwoAAHLCHFMAvhJwXLmWJU9RWprbFqi5bYFc1ygQW6Xqxmk9hvECAIDs+NQEUJKy5TFtHzRea+r/qvBuka4Lf+aCotiSPaYr2qRYYERXj2n385h5nQAAZEZgCqAkZZtjGotKZbxzocRUN06TJJWtG6RY+7MbnGMKAAB6YigvAF+Jr/pAm714vOQEu4ZPGsPQXpSGsmBM0TjfnAAA4BWfngAKZlPTxUhSR/kX1Lr/XRotu37VXBaZQZEl08XEYlI0Xr7BobzZhqk7Gb5gYegvAGCgIDAFUDBe0sUkh0Z2F18zW5s9d6KqF37StS8ZFADFkjxfrZVcd6FGPLK7Vh72Us7pYja0HwCAgYChvAB8JRoPqixADylKkzFSMBBlOC8AAB4RmALwlWg8qPJgtNjNALIqC8QUiwe1aJGjO/6yjWb9ezNFIsyDBgBgQ/hKF4CvRGLlKgsQmKK0JIeTW2tVMSik+l+9og+WGJ14Upnene/onr/voG+cG9GkHdd1Dc9NnVe6obmnAAAMBASmAHwlGg+qLMhQXpSW5rYFkhL5TF+45FAtXz1SY077vXb47zRpH+mZrV/RjRc8p+P+fYAuuvJlhUJu2rxS5pgCAAY6AlMAvhKNMccUpSe5QrS1VtWn363qzu1kT+o4G9fvG/fSOV+P6+ofT9N3vtuheG17Wu8pAAADGXNMAfiG6xq5NqCAEy92U4A0qTl1s22PemyafnNzh/63/gL95opFOuWUIZr1/FuaM3d+xlQxAAAMJMbm+VtaY4zN92P0F+FVq3NOpwH4jZchia515Zie35t1dEjbbztEH3+6ptsdYpLT9wNArLUyPgwYrLVa1L6w2M0YMLry6eYgeU5Fo9KF55dr3rwy3fHPddpis2jmczjLuZ3xfySlbPr81cz/T9nr7plTNVue1Wy8lvfCj3X7sc3UTd2lUHc+udZq9IhhxW5Gv2GMkbV2k04EhvICKJhNzWO6pm2QysyzPW4LNzR1zfHrS2Mra/JSb755CZTQN3I9T5KvTVmZdMONHbrxBunQgwfppl+36uh1Pc/5cENT1rmnmf4PUs2b5+jnPwtp0qSofjZhqoKBeI/yueZUzTYHNhuv5b3wY91+bDN1U3cp1J1PzOEvPQzlBeAbLHyE/iA5vNdxjH46fqJu+vL/6DvfHqwv/uLXeveTL2zwvvG49N67g/T4rKDe/2xruW76l9Nz5s7XnLnz9eb8gI49LKrDNr9GL75Yrv2u/LteX7JLj/IAAJQKekwB+AYLH6E/SO3RDjc0qb5Beu6CNfrjH/bVnj89QMd/OaKLfhDR8OGS3Nj6b/XdmL71rcF66aWAtt3G1fnvzlJLi9GBB8X0f9e2a5Qb7Sr7wH3SnvsN1ik3flsnxVbrtzeP09E3P6Bw2GjCbnEdd3xUp7ptaXWnDgPu3pPA4kwAgHwjMAXgG9E4gSn8L9Ow37GVNbpil4n61lUj9YMXn9ZeE6NqmPisBu92qL6w4iaNHrJCn2x3qR5/eK3eveFgucc9oerGaXpvryb94Tv/1D51x+vorwzW6VufpoAT1/V33qEL971Y1Y33KdzQpMt2mqjLrpaa92jSoj+cp1MuvVZ77FGufZZMkZQ+rDfbUF4AAPKJwBSAb0RiZSoPRovdDCAvwg1NCki69stt+sY5Ib3yyiH6fLmrD51v6/Ww0doXpPsby+SOf0JyYwo3NGmotbro1hN0/GKje+52de69f1N5SDr44IiOvPSHCpsfdpWVpOHWauoPbtBl25TpqCNC+p/vvK5vnBNRqFvPLAAAhUZgCsA3ovEylQUITNE/JXtSx1bWyGzzlqZuk9hOLnIUbmhKbC9dv+BX1wJdm0sXXlSjn0+YmF5W6YuDJctP+6L06B7jdOXZTZrxu+10/1OjNP61qV3lAQAoNAJTAAWT63BA19qMF8efvik5wwclbkuZE0dKKhRbrishW2uzlk3dn9y23f4XUreTZbyUTSu/Q1y3PjlFF11QoT/90dXFl3SWT+097ZRp3mlyf6Y0EcxJBQB4RWAKoGC8pIvJVHZ4cDeF1r2r6saje/QCAcXkJV2MlxREXsr3tu4R22+uz5vHpPWw5pouZkP7AQDwgsAUgG/EXckO26mrxzS1pwiAd2Mra7R0XoX2qV8/D5U5pgCAYiCPKQDfcF2pvPXtRM+OE+zKB2kyDCUEsHHNbQvUZlr00UcBVTdO6/rfAgCg0Pj0AVCSMg0FbGqS3BG7dvXsdA3hpYcH6JWxlTW68kdGB8woU/Cbr2uPPeOqXRHRtHG1Wvaxq0+WlWnUaKt4NKJ9JtXqvfccfbTUVd0UacgQZZyPKon/SQCAZwSmAEpSpnlrITtRoTVvqLrxhLT9rCIK9N6221o9/Mha/flPIV31k6DeeqtKkYi02WauNt/C6vPljj77bJDKy6UhQ6y23DKuN98MasKEuI47vkPnVu+tqlB7Wp38TwIAvCIwBeAb8bjkGOaTAn0luVjSLjU1+vpPXpMk7RCq0cjGPbTqsBe7FkRaUt+kiocbtPnwsMINTar817566s099OvHf6Or5zylM2bcq1On36+dtliisqC33tJ4PPE7EOi75wUA8B+T70VDjDGWhUlyE161OudVSwG/6YtVOp9/LqCrfhbSw4+sS78hJXVMX7LWalH7wj6vN9+8rs6KTZPPVaGttXmbQ+2l7mxlrbVavNjRn/5Yrkf/HdSyZY622trVjjvEteNYq5n7x7Xf9HaVhYJd/6fr1kk3XFempR8GtGql0YsvBiQZ7bFnTNOnR/XVU2Ndw4Qz/l+n7F+7ztWTj5ersiKusTtL221n0++Xsu1aV9Z19J/Hgpr9pKOvnBjT5ClutzKZ099k5OF9x1O9HstT98CsO5/t8Mq1Vs+/9mZe6s6n+rpaVQ8fWuxm9BvGGFlrN+kko8cUQMEke196a/Cbeyi06luqbvxa2v7U1DF9iTQ0yFW+vgjI55cMfZGKZmxljaYunKqp06XwVU0a/NDeeu+zbfTKmHv14UO/1Y0/3l9nflKnwYHP5QyqVlnkE7W2V2n/Qyt0RPUlGrL1Wv3mdz/XyCcO0uy3d9fvZl+v9x9/VLec8yOFG5oyvmck09m8+tJw3XpzjbYf1CSzxRS99cpKjRzcoulHbaMdVv1KQytbZfb8gT78fIkqq2IaUTFWv7ryYw2tbNX0Y2t02CEhvXfjgao6+aGuL4Xr62pzfp/KlFYnm2xpdfqiPHUPzLrz2Q6vSA+FvkJgCsA3XGsYyguUmOR8UmutWo98XptJarBRmcO+rrMlrVq1Wu3tFYpFW+XaoQo40pZbtcmYH3fez5X58n80U9LU1Wu17z5f1I/nH65z6tepOstj7rL1BH3tmMH6059btf+Bu0ruarkK6bW5W+iZZ6w+CHxHa9YYrX7UqnXNWK1ZY1RZafWTm7bQjJlxLXy7Xf+4fYgqT3oobQEnlxFeAFA0G00XY4wJGWNeNMbMNcbMM8Zc1u32C4wxrjFmZP6aCQCS6zoKOPFiNwNAitS0TZm2hw83ah32trbeRoqMfltt1W9nLTtkqNFTFxyidx6frd13H66bZ52oSKws7fGeejKgY2Ys19ET/6X9D7RdKW7e61igoePe0vfOi+jX++ymWxsm6E+3dGjWmbV64Xvjdc/9bTouMlmjHpumhx4O6bgJf9OoxxL3nTN3vubMnZ+3oY4AgI3baI+ptbbDGDPTWrvOGBOQ9Jwx5lFr7UvGmK0lHSRpSd5bCmDAi7sBOY5b7GYAA1Kmoe3W2rT9ye1M+3MtO+K0e/W706TX5q7Vz356sS78xmXaZZe4xk9wtfQDR2+96eim32yh/WaMktyYwg1NPepI7cVNXSE4uf3+vxyN2/srCjd8kR5TACgROQ3ltdYmVxoJdd4n+c59g6SLJD3Y900DgHSuNQoQmAJFkW2Oaa77vZSVpEl1NXry7PFaffIgzdnyWS2+6zodPSmsPW7/qbZ5Zpr0xPr55V7rPuuscTrrhBb9cPtDtOaI59PmmAIAiiOnwNQY40h6RdKOkn5jrW0yxhwlaam1dl6+VgwEgFRxNyDHEJgCA0Wyh3N3G9Mee54nKb0XNNlT6nX1/8lTXO242+a6evHLOje2bn1A6sb0WctIDa1sVUV5pO+eCABgo3LtMXUl1Rljhkq63xgzQdKPlBjGm5Q1Or388su7tmfMmKEZM2b0pq0ABjjXOvSYAn0o15Wnuw+V3Vgd2cp7KZsq2xfgyf3GGE91W2t16eXt+tY5lfrrX4aKEfqjAAAgAElEQVRpypS4KqukV192tHjJ89pyjKs//rlNtRPcrGlhXOumDQFOzk9ta3f1yMPlanopqNraiCZPkeLRSFrwm5rCxjEZlvtIGV6c/pg9U3641uZctnv5tMfP9Dw9tCNbW7yU3ZC+qLu37e6+nbHdWc+TDOWzpDTqPqw80+Nv7Dlm5XrLLwxszOzZszV79uw+rdPTqrzW2tXGmNmSjpa0naTXTeJTYWtJrxhjdrfWftb9fqmBKQD0Vtx16DEF+tCmpovpi/LFqHtsZY0qx76lP8+S1iwYp2X3XqnVbYN00vUX6sDl0/TH1le0/36Vev3/jtaYs+/ImGYjNf1Gcrv5nUG65rIJmjD6BR084Tk999x39durP9JHa7bTt2b+Sf930nVpaWaypafJloomU8qPbGlActnfumySvrDwLO2502tqOfyFHm3x0o6+al82ff3cvdTdfdvra9a9/PzdXtYdP7pdO26+VNt+5YfaZ+k+qgq19zg3Mm1vqN4NSZ1rDfSF7p2NV1xxxSbXudHA1BgzSlLUWttijKlUopf0amvtFill3pc02Vq7cpNbBABZJHpMWZUXwKbrWnypLi4z+eLEto2pxbyg8vtduTagVfv8U2Pc7EN6kz1Wi99ztfTtOl1zRUjXXbdWhx1ZK6lWZ7qtklOt995r1aEHn6mLbv2KTGovZIF7sWIxowvOq9C2207W/PkBPftMQFts8Te1tBg9WteSNT3PQFVfV6tPPjH6n3PLNWzEFO20k6tdtmzfpOMUjQV1+mmV2n77M7SoRXrru44WLXpNY7Z0Nf6OuL503CQdeVQsvbea3k4MEBtNFyNpjKSnjDGvSXpR0mPW2ke6lbHawFBeAOgLiR5TVs0EsOmypblZ2LpAr74a1JDKVu0876CMwzOTqhun6bFLrtDBBw3Vs397Sree/nUddmQihU0yjU1z2wLtsINVMBbWJ388WXKCarn1i7r3omt19z0VWvjx9nLdwlxCrVsb0J3/LFPLS3fpiFGX6aln1mrej8fprD1+rYsuGpxzPe3t0isvDtfSJZWKxfrf5Z/rSnPnOrrprFtVP9Vq8eKAdmy5UXPumKMzzhgi1zWKu7lcQqd76s099OAr++uzTx398+jddOcxEzT72XVq+UOtHvzGURo/wdWl56/ST0+6T+ecM1j//tFPZe86eIPnINCf5JIuZp6kyRsps0OftQgAsiCPKQCvvKa5iS0ep9/+OqT7/hVTYPpjPXuuOoOEeDSmaz98TdffG9KDD61Rzbh6SfU9UtQkF2f6/uWDte/lD6r8OitjZmn6fjFFH7H6+dxHtHKl0VVXrdWJp7hdj5M6D/Tz5QHde0+ZdtmyTfV1tVq4wNEvry/TnOfKZF3pqKOn6KdXdchR6vxV22O+4ooVRqGQdOk/jul8nKjCDU06apzR7xoCCt/e1GMObKY5j188pkqta3bRqpVGH39stP32rnbZ1dVmF63tcaw2NN/Tq+5t2dB82ZHlu2nVKqO99uyQCWSfw/nSiwEdMDOkYHB3bb9dXOUhoyeeCGrIYKuDG76un17rqm7SWtWMO0enxqXNRwUVeD4xPHz20y3aelujgCMNyXKe3PSrMlVVvqYpUyI6+8eD9ekyR+PHx7TysJe6yq4+4r/aQtI31nRo6Qej5FafqHtuLNc9ukbnnd+h/41mPq5Af8NXMAB8I5HHlA9jALnzmuZm36VTdM21r+m0E1yNGrJKY+vG6ICRv9Qp9Q8qdNK/pbsP0p+fOk6/nnOBtgy9odkX/q9Gjburq75sqXLO32KSvnrNCH02fZZ2fXWaHCcRwFY37qbHXq/Xxbf9Xv8zaryk9PmKE3es1f2X/lG//Pfpuu6a4Tp+8t1a1jJKm0+u19MXNmj1zHv1vRMW6sYzm3TeX07e4BzFTz6qkDF1XXMTk+l2YiOkjo6pev5n39eUC6/RTb//WEs/qNQpXx6ljrLX0+pY9nFIb79Zp49vmKCyYExLpzfpouOe1X+fnaSKy4equnFq2nPY0LxOr7o/n9S696it1eUnP6RDJz2j4IHX66vHdWiL4csVGzRWF02/RCfXP6jWI9enBtpth1r99423dd1PdtaXvxLQjMhpmjv6L1LTNbr8+89p5On3rD9O45q6XtNLLt1NP7myQifs9bAObThcZWpVVahNV/9qsEbN+57aoyF9VnON5r/zkSIRRw/ds522HTRft1WM19TR/9H3z/iTRpz8lx6vgSSNHVKjvx8+QXHXUfirr2vf8p/qd/eeoGXLxuqAwVeoYeIzWn3gI3rhjQU66sBdPB8/oNQZr0use34AY2y+H6O/CK9a7WkhAMBPvC7UkMltzxytx+fvrdu++YO0/akf7H3J66IspcKv7farfB7vUqm7Py5+lG2/lOg5jceN3n/f0cIFRrNmlenhB8u05ZZxffxxQIcdHtUZZ7SpborpKp9cIdhaq0XtCzPWm6msMUYffGB01OGD9Nq81kShzl6xRYscHXl4lWpqXJ37zYgm13XowgsH6+OPje68c42GjwzIxmN68qmQTj6xSh9+tFLB8kSfw3vvS9/8RpXGjLHaf/+IttpauvzSCh17bIe+e34s7XEk6ZWXHX315CqtXm00ZWpckybFdd+9ZZoxM6bLrujQqJFRWRPUFZeFtG6t1TW/SMy9/Wipq7pJw/TAg+u0914dPVabda3V86+92eNY92bxo6R4NKZn54QUcOIaNNjRXXeWKxy2uv++kMZs6SoWlX5xQ7sOPSymZ56SfvvbKs2b7+jMM9q1/0Gunn0mqN/cVK5o1KijQ3pj3ipVjw6kHY9Mr1P37UjEqrzc6KEHg/rzn8pVEbIKVUgVFa4qKowqKqRQKK6vnhrXTjtGPNWd3H7vPaPLLqlQZaX05BNBRaPSVlu7uvHGtTpkxTTlmrEx2+JMfcHra1kq6utqVT18aLGb0W8YY2St3aSx/fSYAvAN8pgCyLfmtgUaW1mjxdEFMltLR+xUo1PLJmvt/pV6cfs5mtw8Q8MHrVF4SlPGXtJsqW+ylW1uW6DIUKPW1qk666AXdeikZ9S224/0/iN36b6mg/S/lwR03uaTJFcKj27SA1+ZIElaOfIlVTwwXYf99WUtffsT/eLkGxQs/05XgDBm6G56uSmoskBEK1aEFFs2X9/Z7z4de96FGXvrpkyt0bJf7qol9U3a7rnE7Rde1KQbz7lP+045UluPHa7VH32oyvJ23fLAluu/aGxo0m9Ou1ynnfA97TppqL603bXadav3NOrL12vpinnab6r3ntHuXnpuhI7ZPxFA7LXTq1pdPlFlrQtVtfXOavtooWaMe0nB7U7S4z8+VdNrXtaqw/6r0f+ZJj0m7dfQpC9FxuvNpWP18zfu14WnL9KuWy7Sw4/O0Ni5B2ru4l1VPfpGVTdOS++9zPA6Zdve9SDpgaNq0o5r9+3wTr2rW2Okv92eqLvlsMFadfBT+sdFf9Dxx1+gxy6s0147zc05OAVKHT2mJWT5ypaM+bWQH9nymSE/vBzvbGVv/WtQr74a1I2/as/6zXZfyle9+ebXdvsVx7uw/Hi8s7U5df/y5dJTT5bpqScDcoxVzTirKVPiab2Q3XvUnp4d1A8uqtB/X1orx1Ha++JttwZ15eWV2n4HV9df36oJE3v2yuXa7vffN1oRdlRVZbXTzq6CGbo1Ojqkx2cF9MzTZXrvPUdvv+XowINj+uUNrWnzXrPlBs287Sr8eUC77jyk63H+edc6GcU18wCbNqc2l+Nd6ry0+8SvVOq5OUEdfUxUN93k7RinypYj1cv1UV98vvdVeS9cazV6xLC81D0Q0WPazzjG+HIohF/5deiJX3k53tnKRiN1GrbsblU3Xpn1m+2+5NchsX5tt19xvAvLj8c7lyHFY0fX6Nxhk3TuF1N63NZIYSd7T9vha/bU2SteV/s/jtQ21cvShmu+8fpU/fjwa3ThEbcoPLF375ddZbeQhnUmCVwclRTNXP7wI2r0teBk6QBp0Z5N2n1CXGPGDNK773+u5Z+F1LF2uCoHr9Q3vveeGqbv2mPOaEe7o123Ha9Fn86TMYn9Na9M1ZMX76Gjb7xVc39ykHaML13fC5llGocfzxHJW7v/cWeN5l//Tc34yd+1085VGjvxDQ0dFttg/tVNzT2bTV98vvdVeS96M88Z+UVgCsA3OiJG7k7HKdxwpOTG0uaDAYAfpb6PJVfz7b6dWiZ1e+1Rz+nIJ6O6+ZPHdMHJkbRVZ595xNXy4HcVbji3oO+XyXYPs1b3PlKmO/9htduu1drqIFdbb7VODz40VBd/d5q2/MuatJVmJ+5Yq/1nDtKqlUaBwJ6aONHV7AlROYE39OSTQR11VETDT71P4c7y4YamAf/eP/683+qB3dfqjr8F9ddbpurm37fpveaoxo6ZoJEjrR571Mg4k3TwITFyocIXCEwBlKRM32S+9KQUKu/8I2X4lrGkkAFQ2rKlrUkO3cw2hHNj+888O6KvHD9Ib7we0FlntWmzzR1ZKy372GjYiD5qfC8YYzRhgqva2o6057DHXh2aNi2u448bohtvalfDoYmAadasoHbcwdU//rlGnywr02uvBzR/niNjrM47v0OHNEQlddaT8v6f7bgOBMZI9fVx1dfHddedrr7z7QrF4xVatdJRMGj1+eeJ9Dm//FWbTjm5Z6qc5HZ9XW2PfUAxEJgCKEmZhu5EIlM0fOkfVN3467T9qTkDAaAUeV0dONf948fX6L2rJ+nmWSfqZz+7SK0fLZFrHe0ybWv9dI8GVTd+2GPqQz5lSpXTfV9tg/SPL4zTScdE9PdvXaQxJ/9S9930so6d8oRM4AKtG/m2dp4p7Txz/X2CwcxpeDa0unJ/l/rcJx8l3X5U4rlXPVivdz/ZTn9bcbeuuyak732nUjNnxvT+8nmSMg/x7b4PKAYCUwC+EemQRgYjxW4GAJSUdUfN0alHSV+za2XMaEmStetkzP0Kq+cQ4FIwebKr639XoQuu+oOW32K09z57qeGySQw57QPrjpqjrST9wLZrzBhXF5xXqZn7DdKu43bXdtu7+r+LjTbbfJq+d16Hwsujqq+rVTwaSxtaDRSDU+wGAECuIlGpPJhl1Q0AGKCa2xaouW2BjDE5bZeKrzp1mn/xOL21sFX3f7lW2z0/LeMqu/Am9bU+f4tJcu/YRc88t1aX7Xu29im7SqNGSf+6v0wzpw/WtKnDdfbBL2jzzUZq1Iihuu+iaxRzeQ1QHKSLKSHhVatZJbaAWJW3sLwMDcq2PPxFF4a0y86uzvp6t+DUjam5o3lTm9jDQFjZEZuO411YfjzeXoeW9ialC3Wnl13UvjDnukuFl/NkU47ff/4T0F9vKdeJJ0W1+7QO3fKXKv3i2lBX2eOP79CJp8Q0fXpcbiymlS1lWhE22n67iILl3lP/5JK2JjXVUdpua/X8a2/m/Dy9qK+rVfXwoXmpeyAiXQwAX9nU5eQjkaka+e7PVN14d9p+5pgCKHVegulepXSh7rSyflWI43fwwTU60U18WRwe06TrJu+m73zYpKtOfUS/f+IE3X13SHffHdKMcS/qpcW7q8JZpbUdVbrlNkeDNn9NUvZUNLnMX61unNajfampjlIx33VgITAF4BuRDik0mDmmAAB4taHURFXW6mf3HKafabXmvupo2TJHVhP0571WadbjIZ3z9ZCa312nbzXUavlyo+Z34mlzUuvrarVmTWJ77JgJchxJblS129fqlZesRg3ZTTW7usxfxQYRmALwjUjEKFRGYAoAgFepKzN3307dVze5RtWNUyRJ4RFNOiZ+oBYdcYZuu+10vf/Eo/rr08dKkuK31+ixN/bV8C/eoCu+PlePvbGvpkyNaeH8DrVHy1Wza5WWLGrTll+olFYv0R/Pvljv7fgnLXnwW7rrhQbttu1CXXD4XzRlh/wM1YX/EJgCKEmZhu/8LiJ1TLtK4YYr0+ajMI8dAIANSx3inNp7mtzO1KMqScETGvWDE6Svr2zVmacfLUnafHNXNVe8qYoK6cM/GA0fsbf2mxHTy00BffO7Qf3i2qA++MDqnSWubLxFRx65rS589DZVV7vafItz9LObo3p7/lY69PrDdfGlHTrZbcv4uU9O1YGFwBRASco01yQWmabqN76n6uDTBc3LBwCA3+WaGzdrftgRNXr8rIm6e0KD/r3y5zpzu7M1c/wLWlLfpOg9x2nsFksUvq9JIx7dQ2de+wWtrL9HWzwxTeGGJr18wXhJibmk1Y3TpFap/pwmjVnyQ8365z46+ZQZzDEFgSkA/4hEjdr3ukHhmfHEPJYSy8sHAEB/tvqI/+qQI6SDbZuMuUkrJA22Vub0e7RCkqzVqsNe1ChJ1Tau8M5NGee0JrfXTrxc0ZUByW0t1lNCCSEwBVAwuX7z6Vqbsez/RaWy8s4/UpaVNzael15TAl4AfcXre1Su5VOHYlL3+rr9yssx8ZpeJlv5TPs3Vne2VDWp+5PbGyrrukoslOQEM18jdC6slA8MEy49BKYACmZT08VEo7tr1CtnqnrN3LT9qcN6+xJDhAH0lXzlXs1nXlc/1+1Xfj3eXtLcpKaLqXr9WFV+PEXVjT/KWD5bGpm+wDDh0uMUuwEAkKto1Kg8EC12MwAAQB+wMjKGnkskEJgC8I1oRCoPEpgCANAfuK6RY9xiNwMlgqG8AEpSpiE2kai0dsYdCu/iki4GAACfc60jxyEwRQKBKYCSlDFdTHRPbfbCMap+fynpYgAA8DlrjTIvjYSBiMAUgG9EIlLr/vcrvI0lXQwAAD7nWoehvOjCHFMAvhGNSps/15BY0c8JqrltgZrbFmRdih4AAJQu1xqG8qILPaYACmZT85hGo0athzyq8IjE311DeN1YXzURAAB45CXHbLihqWt7zZKQIuVG4YMPS8tPnuRagtaBhMAUQMF4yWOamucsKdr2qjafPUNDKtem7U9+yAEAgMLzksc0lbVSctBTpmsEco0OLAzlBeAb0XiZyoORYjcDAAD0Uuo0nMq3rlfVB//I2FuKgYezAIAvWCtFYuUqCzBsFwAAv0rtNV2z8/nqGGokd23G3lGXxQ0HFAJTAL4QiwcVcGJyHD6kAADwq9SpOpVvn6mqlmrJOZ6hvGAoLwB/iMaDKg9Gi90MAADQR6w1cgxfOCOBwBSAL0RiZQzjBQCgHyFdDFKZfCemN8bYfD9GfxFetTrnVUux6errajneBeRlOI5rXTkm/Xuz5cuN6vcapIXNrRnuEMvLwgnWWl/mSLXWalH7wmI3Y8AYW1mT84qU2HS5pqUoJX5+L6HdhTMQ2t297A2/KNfatUYXX7w2S7oYKydPx8S1VqNHDMtL3QORMUbW2k16sZhjCqBgNiVdTPuKzRRy71F14/Qe5cMNTXkJDPwacPjxwh3wwm//l35+L6HdhTMQ2j22sibt871i4bmy0ZDknJx1jmm+OhGYv1p6GMoLwBcSK/IyxxQAgP7CijmmWI/AFIAvsPgRAAD9i+saOYY5pkhgKC8AX4jEyghMAQDwuXBDk6TEfNPWuRUyRuQxhSQCUwA+waq8AAD0L9ZKgUAi+CSPKQhMAfgCQ3kBAPC/5EJJYytrVP7OXzQo1CY5Zxa5VSgFBKYACibXbz5da7uG+iQtfz4gPRxavz8lRQwpqQAAKJ5cV4O31qaVXbX16QptbiV3HUN5QWAKoHC8pIvpXvb1t4epvHyXrmXmU1PEkB4FAIDi6W26mMC7F2tE6xLJ+Q5DeUFgCsAfYlGj8nKl9ZgmA1J6TAEA8J+OWLlCwUixm4ESQWAKwBeiEUehkKXHFACAfiISK1OojMAUCQSmAEpS9+E7ny4KakEofe5pV0DqslovAAB+kJouZvXdVeqY3CC57cwxBYEpgNLUfa7J/HdHq6LiC2lzU5K6L5QEAABKU+poJ+fDJzTyzUel43/CHFMQmALwh8RQ3mK3AgAAbIrU9SFiWx6g1ROnS257kVuFUuAUuwEAkItIxFFFBUN6AADws+a2BWpuWyBjjCo+/Y+qXr24K/0bBjbOAgAFk3seU7dH2Vdml6ulJcuw3ZQVevsSq/0CALBxvc1jGtvqYLVMmLnBOab5Gs7L/NXSQ2AKoGC85DHtPpfUefN/NEJSdeOve5RPXaG3L7HaLwAAG9fbPKaVy65R1WvPSV++OOsc01yvHbxi/mrpYSgvAF9oj4ZUUdZR7GYAAIA+EnDici3hCBLoMQXgC+2RkCqGkesMAAA/S00XE324Ui3jDpXcNtLFgMAUgD/QYwoAgP+lpoup+vgBVb3xhvTV75MuBgSmAPyhPVquinICUwAA/Cw1XUxk22PUsuuRkttW5FahFBCYAvAFekwBAPC/1B7TIZ/cpZDel5zvFrlVKAUEpgAKJvd0MbZHWpjVf6tUdNp0hRuu6CwU68p7RloXAACKp9fpYnY8Xqu2spIima8R3FgftRB+QGAKoGA2JV2M++GfFKqcrOrGyZLSU8SQ1gUAgOLpbbqYYR9eqPJVLapu/GPG8hlzl6PfIjAF4Avt0XKFKqRw/frV/FLnqQAAAH8pC8QUiZUVuxkoEQSmAEpS8ltS17pyjKPWX1SpomytJCNJMsYUsXUAAGBTlQWiisYJR5DAmQCgJCWH/SaH9caWP6BQ1TZqbnurR1mG8gIA4D9lwZja20LFbgZKBIEpgJKUXAQhuRDS2ksHqaJsTZFbBQAA+kp5kB5TrOcUuwEAkMmcufM1Z+58OcYkekxXfaKyikCxmwUAAPoIc0yRyuR70RBjjGVhktwsX9kiJ0/z5lxrqZu6fV33tMmDdec9a7XDDhneT1JSx/Qla60v57L6td1+xfEuLI534XCsC8uvx9tLu7uXveVPZXrrrYCuu6414+d4vq9LRo8Ylpe6ByJjjKy1m/Ri0XdeQhxjck6n4VV9XS11U3fR6+6eAsaLsvZGDXnqm6p+570et6WmjulLYytr8lJvvvm13X7F8S4sjnfhcKwLy6/H20u7u6eLGfHOcQosniQ5h2S8/sj3dQlKC0N5AfhCwIkr7vKWBQBAf8FQXqTiKg+ALyQCU+aYAgDQX5QFY4rGGMCJBM4EAL4QpMcUAADfS+Ypt9aqo6NMrUvKJHdNxqG1LuvUDCgEpgB8IeC4irm8ZQEA4GfJ+ahjK2s0/I2LFPzkGMnZI+scUwwcXOUB8AXmmAIA4H9jK2skJXpM19Rdq8jCRI8pQGAKwBeCAeaYAgBQipLB5sakpovpnmKGobwgMAXgCwEnrlicwBQAgFLT23QxQ+YeqPJPGcqLBMbFAfCFgOPSYwoAANBPEZgC8AXmmAIAAPRfDOUF4AtB8pgCAOB7qeliWuNlXYsfMccUBKYAfCHgxBUjMAUAwNdS08UMefVClX/6ReaYQhKBKQCfYI4pAAD+l5YuZvJ16lhAuhgkMGELgC8EAzHmmAIA4HPNbQvU3LZAxphEj+lnT0sOfWWQjM3z2G1jjM33Y/QXy1e2yOmW02lDXGtzLu+lbOIOsR5vEtnq8Fy3Fxnake+6Mz0f17pyjIegqB+1O/vrXti6zzitUkcd1aFjvuT2qC81L1pfstZqUfvCPq8338ZW1uS8dD82Hce7sDjehcOxLiy/Hu9cc5hKPT+vH/l3UP+4o0x/u70t8x08XE95vR51rdXoEcNyLo8NM8bIWrtJF2N8PVFCHGMyjq/Ppr6uNufy9XW1aXmjNibc0NSj7myP57VuL8INTXmtO9vzyfTcvR4/v7Y7X6/7ptZd+dn1irszVd04pau+1Hkq+fgw9/JhCwDAQNXrPKavHqDyz76k6sZvZSyf7ZonEy/XxcnyKC0bDUyNMSFJz0gq7yx/j7X2CmPMNZKOlNQhaZGk0621q/PZWAADV8BxFY+brtX85MbS5qkAAAB/ydeAO/jTRgNTa22HMWamtXadMSYg6TljzKOS/iPpf621rjHmakk/7PxBP5H8Jik5NMK1NvO3S26swC3rO92fY3I703MvJdleh/q62h7Ppbd15+N191J3MgBNDuvtuLdScjs8PyYAAABKX05Dea216zo3Q533sdbax1OKvCDp2D5uG4osORwiOTQi29DNrh4sH+r+HLNtl9pwj2yvQ7Ktqe33Kp+vu5e6U8tWN05TfPGvVTV4n6xDeQEAAOBfOQWmxhhH0iuSdpT0G2tt9yvSMyT9s4/bhiLrCmo6e+L83DOaTY/nmG3bJ8892dbU9veqjs779vVz91J3atlwQ5NW/aFKVZVtCh+4PjE3Q3kBAAD6h1x7TF1JdcaYoZIeMMaMs9a+JUnGmB9Lilpr78hjOwcE15WefnyUln1SkX5Dhmtua6Xn/1OuDz7ZOmVf9oH6cxpDqmr+dmd1Pct1v2/bKyFVNN8iSVq3wxmqfO8Wte1whioWndej/LoXQqp8/4K0fcnt1MdKxg5p5Tpvz3bf9tkhVSz5ca/u23Nf+vNtb6xQ6IMHJEnt2xyj0NJ/Jba3OlqhDx/s3D5KoQ8fUvtWRyr00VXp9W2gLR33V6j8o2u73Zb++FnbmbHe9fftuKNS5Z/+qsfzjvy9UmWfPq3IZvup/LOnE/s2m66yT29OqS/9sbq3JfrnSpV9/rwkKTp6b4U+n6PoZvWq+Py3MsbKyMoYK8e4iv6zUqFlv+z62xgrYyQjK8dxU8omfnc8UqHKDx+Q47jq2OZLqvzwXnVse6yqPrykR9n2Z0OqWny7HMeqfftTVLX4NjW/foSqBg1Vc9ubktIXPKLHFAAAf2qLhBSNBVUW9EcnAPLHc7oYY8wlktZaa683xpwm6WxJ+1trM07+MsbYyy67rOvvGTNmaMaMGb1ucH+1dq00eLA0erSrr50alawrJdNlWFdyeqblMOpWxjjp+5LljE2vTymTzVP2Z6zPJB9LPe6b/G0lDX731+n1KhGgdD1+altSbkvbl1qu8/e6cedr0Nu/6NV90/f1LLe29i68UGEAACAASURBVIc929ztuSW3rbVyHLPRcsnHt7IaMu/yHo+7sTatf47qua/z95pJV2/48dO+Y7CSMRt8/dK2jZVJCYZdN/HbdlbV9beVXNfKWtP1d2KfkTrL2+7l41ZWKeVTbrNK3Hf9bVZuSt2yiVPz9DMiGjxYPeQrrYufl+73Y7v9iuNdWBzvwuFYF5Zfj3dv08VYa/Xm/IBOP61Sny83uveBdZo82U1LEZMpfVxfpS8kXcymmT17tmbPnt319xVXXLHJ6WI2GpgaY0Yp0SPaYoyplPSYpKsluZJ+IWm6tTa8gfuTxzQH0ah05FFRtS2eq6cv+2paupFsqUcylcml7MbqSG73dunvvpTvtCtenqOXD4t8H5N8tru/1+2Fny8S/Nhuv+J4FxbHu3A41oXl1+Pd28/31Gulv8Xn6sJvrtN9539bNd/9fcZ1P5I2lGrOa7qY6uFDcy6PDStUHtMxkm7tnGfqSLrTWvuIMeZdJVLIzOr85uMFa+03N6UxA1lZmXTuuW265prJiUVlUlYl3VBgn1om3NDUq7l23evY2GMCAAAAvZG6PkTyuvNQG1XlXyp15Fm3a+7pqzZprQz4Vy7pYuZJmpxh/055adEAtnpNUIPX/FfVjWflvOJoapnmtgW9mmvXvY6NPSYAAADQG9muO4+LTNbDE36uvfc6Rl+svUNjhi/XydedWcymosByWvwIhfGXP5dp/69M6+oxzfSNUqrUVUmlxD/1hsrmWkdyPwAAANCXsl13hhuadN0h0jsL16rx0eN08ZUV+v1/4/rr33bTxInr555my4Feajnn4R2BaQk55osd+v3vKnX6GRFVlKfflmnsfqYx/dnG+fdmPwAAANCXNnTdaYy08y6udqmJaN/pMd17T5kaDhqkx59cq/Hj1pfPNscU/tZzqVcUzUmnuKoZ/LhuPvd2yQmquW2BmtsWdK1eBgAAAPRHqde9zW0LNHTcW/rxJR06aPzTmnX9bZIT1Jy58z2tvAt/8ZwuxvMDsCpvzsIrVmj20yFdcXmF7rpnnUaP7jxuKctmd19mu/t26r5U2fZn46W817q98Gvd+US7C8ePbZbylz4Hmfl1JU2/4ngXDse6sPw6Wi3f12rN7wZ05OFVeuih1dqpxkm7Lk5FupjiKtSqvCgUJ6iDVu6r+4ZcoT0n7ae67d7WcXs0asb3z1frsLcl9ZwonmnxIy9DdrPJZ2oPL/xadz7R7sLxY5sl/17cAMBA59fPnHxeq+353hT96NBT9f/s3Xt8jvUfx/HXde88cxzlTBmGMac5E6EmSZRTEVE5R06FSCopHaWkX+eSkJAwpOSY5kyZrJNIYc4737uv3x+zucdu250d7nt7Px8PD7fLte++233d9/X93t/P5/vp2vUJGpffyPvrGvLD3pwpFyOuRRNTF1PMP5b5I8YRn+TD2n2t+GL77UxuFkDFio1o09ZKm9ZJNG8ZTEAAGTZISnus1WkRERERKShiwiN5IBx6J13g3u6tWLQggcqaUxZIyjF1UX7eiXRtvJ5Phk/gUPQF3u3Vhwon32LOHD/qBHlwd7NfeHGWPwdfG0Kxr5un56S6Y9ihiIiIiEhm0nJPvb0NOLkPGx753SXJJVoxdSE2ByVdLKaN6iPfpTowhDji4mD7D7XYsAGGr/6E33+zcN+WJJ6dEXxVmRn7HFQREREREXdiP669rW9tZr3gxbff1yUw0MyQb6pyMe5PE1MXYjEMh9tfX3ncqyQ8PT2EwIhQTp4vSecX3+HtmG8Z+s5AhzmoIiIiIiLuxH4s+1T1UKYdO0TNoKL8/VYrvPusSh8jK2fU/WliWgCUKXaG5WOH0WzqQsot9eTubhnzTkErpiIiIiLifuzHsjHhkfTqk8TCBd4Y964CmzV9QqoVU/enHNMColzJk3w1bihPTPAles4gAiPCVAtVRERERNzalfVNow568OWY4ZRdH5Ze21T1TQsGrZi6EJtpOgxDyOz4lTmpFYHXqyTQ9bGFRKyJpRLmVbv2XuladU+zG/6r1VgRERERyQ32K6blbMHs3eOB+dSLxLRNuWrF1KlwXps1N7or10ETUxfiKMfUkVYNQlJXRu3cB5zo2J9+d97Dlml9KOYfC6Rute1MfVNn65iKiIiIiOSWixdg3Fg/Gja0ckvbFABshiVD+OeV4+JryWzDUclfCuUtgEZ1+ohWNXfR+41XsaZoS20RERERcU9pobyxcRZWLDN5+bUEu/Bdi0J5CxCtmBZAhgGz+z9L5xfnMeaTJ5g94DkAh2VkHIX4ioiIiIjkp7Rxqs3HRq/74ZFBfmzaGoKnJ9r8qIDRimkB5eVpZdGo0XxzoAVvrr0PuDp5/MrH9n+0WZKIiIiI5Le0sanFYvBxeF0qVjIZ2HEX8fPvJMnqScTGg1oxLSC0YlqAlShyga/HD6bltAWUucOD9h1URkZERERE3MeV5WI+bRfL6681o+aE77E8AZ6eTXjokST++imZ4YGpkYPinrRiWsDdfONRvhg9iuFD/Tj+v/tURkZERERE3MaVUX4+PgYvhIZy+u267NxzkTfum8AXH5zktdf9NCl1c1oxdSFOb3NN9nYUCw6H6eXi6fzcV0ydlkD781aCil3OK810V91MysvkRGmZa7Xj6Nzc2vVXq8UiIiIi1y83x2r2bQf5BaevnAJ8u8iDoW/NokVLK08/fZGYRpfGxTYrWFKnOTbTzDTMVzmprkcTUxfibLkYZ/TsGUKpn8bw4evdeWx4Q1rW2EXXRuu5q9G3lC914qrzMysvkxOlZZw939m2naEyNyIiIiLXLzfHatcaj97ZJZgNH64k8nBdetxbiY8fGkqXRt8REx6ZPqZu1SAk0/G1s4tBkvs0MS1EejVfTa/mq7kQX4SIva1ZvqM9kxeNptqNf9G10Xq6Nl5PnYqHFQYhIiIiIi7LPu90zsrW7NrpwbgxKdz10tsc++c8Ptqt1y1pYloIFfWLpUezCHo0iyDZ6smmqMYs39meO198Gw+Lja6N19OuqAel6hp4eunFLCIiIiKuI23FNMgvmMCIMG4Dxk3Yzbjh5zjxwUAqDv6ELXYrpuIeNDEt5Lw8rdwa8gO3hvzAaw88x94/g1NXUif6sn9/GFOfSuDRR+NS4/QzyTsF5WqKiIiISO7IbM8T+2Np+aYdk5Lp+UAA4a8v5anicfTsc3nFNLPJqVZSXY8mppLOMKB+1SjqV41iRPgAVq/yZMpkX479bTD9mUR8vDLPIVCupoiIiIjkBmf2PHn6mUQqVDQZNiyAYcPg1JnzWMwUNu+5+nytpLoelYsRh4qW28OzsyP5+5iFbi1/56+jXvndJRERERGRTJVaHYbfT69QJMBk87Q+6WUSxT3omSpEslNaJo3NtKV/knR7q3jenFOT2zt688abdWjfIeWKkx2H+F5veRmFCYuIiIgUXpmNGR2NO9+N282bP/iwadM5KledRwwK5XUnmpgWIs6UomnVICT1U6ZLnqoOtw5tRJ/BrzCw7RKeumcOHhYbkHlpGciZ8jIKExYREREpvJwZMxbbN4mEmMfZvac4+377iRIlk1Uuxo0olFeyrXXwTnY8dw+boxpx+/PvceJcqfzukoiIiIgIAB2ens6MN4rz1hxvJo1sxGfzGnPqRErWXyguQRNTcUrZEqdYO2kgTYP20mjSl2w51DC/uyQiIiIiQmBEGP0sDVjzTRwLHurHwa2/s3WbT353S7JJobziNE+PFJ7r9Rotqu+m+ytvMNLLmyFDgzEMwGZNTzJ3lEuqvFERERERyWlp+6mYpkmdx+bSw9ubCeO8mfe/UG5pm5JhnKocU9ejFVP5zzo3/J7tz/ZkyRdeDA7fhueX7cDiSXR8FNHxURiGkf7Y/k9mGyKJiIiIiFwP+7FmYEQYEyo3xtsbKhwYkL5D7+bdB9i8+wAWjUddjlZM5bpULXOMlatjmTyxHQ2e+5EPgi4SUu/SKqnNmr+dExEREZFCIy1SzzRNYsIjOXMGLl40+LnSR7y81JPFfbypF9qU9d/FapzqgozcDqs0DMNU6Gb2nDxzzi0/vbGZNiyGhcWLPJn0hC9Nm6XwQP9k2new4uGR2RekhlHYl5O5VmkZZ1ZYnTnf2bad4a5t5yZ37Lc79hnct9/uSr9vKah0bectd/19u8qYx9G5K7/24O25PrRomcJHH3hx6pSFk6fPY5hWAktpI8+cYhgGpmle14WgiakLiTl73qmSLq7CvrTMxQR/Pt96B+9824t/zpZmUNsvGNhuCZUC/0k/P628jH3ZmJwoLePs+c627Qx3bTs3uWO/3bHP4L79dlf6fUtBpWs7b7nr79tVxjzZGUuOvqchnSvO4cnuc4kJjySwRLEc7W9hlhMTU+WYSo4K8I3joVu/4Mdne/DVuKGcOB9I6OPL6TJrLit2tsOakrqEGuQXDDYrQX7BBPkFa0MkEREREckVQX7BJP5am5MnDGZ8PSp1kySF8rocTUwl19SvGsWbA6fz15y2dA9bx4zlg6n66LfMfN4H/69aXbVRkoiIiIhITguMCOOFkTv49VcP1k64P30jJHEtekYk1xXxjefBtl/yYNsv2X+kBqPXLuXRMzuYeVfC5XIyl1ZPr6SVVBERERHJDkdjyZjwSN7vAN26WmkzfT7Pz0zgIVt8PvRQrkUTU8lTdSv/wv/ei6Nd4wt0LzWNTvU3ApfzTq+U2RuMiIiIiMiVssoxXbEymG7ND3Fw5V+YD3fI6+5JFhTKK3mueHH4eOjjDJr3HCfOaTc0EREREck9N3kH88u3ISxeaCHG0pCdp7sSH6scU1ejianki1tqR/JAm2X0e+tFTp4vmd/dEREREZECaseLY3mgrz9LvvDhufCR7J1YB/8ABY66Gj0jkiNiwiOzfa7NtBETHsmoW2HKZF9qPrGVgYeTGTYimOLFrzzZce6po7qn2Q3/Vf6qiIiIiGtzZlznaMz4W5XZAAwbHk/rtjM5A9qV1wVpYio5wpn6q/Z1T99tD0/Wq8D0JcNpWrcdj93xIY+Gf0KAbxxw7dzT6617qvxVEREREdeWE3VMw5Pu4uFbH6Lv/T0JD1nLkscedWpRRfKGQnkl31Utc4z3h0xi87T72HekJkGj1/Laqv4kJHnnd9dERERExM2VHLCE6Z93YvKUBL788XaOtFYdU1ekFVNxGTXL/87nj45h3581mbJ4FC+vfJBx57zo2+9ySZm0mlPXCtcQERERkcLnWulfXyz24umnfJk4OQF/f0BDRpejiam4nHpVDrF83DB+jK7LPS8uomHMIFoH78wQ1nutcA0RERERKXwcjQ1PvteLSVMW8/gTiUyvFQprnNsfRfKGJqbispoE7WfMuESe+upjFo2Kw7DfCEnhFyIiIiKSDb49FlLqDX+CqsVenpBqLOlylGMqLq1X72TO/x5Fq5BTvP66PwmfdSYwIowkqycn//HK7+6JiIiIiIsr820b/vzTwrbt3gRGhKVuwmnR+pyr0TMiOaJVgxCnzs9u+ISXaSNiZ2V2RHqw4DMLIbM3Ui80hcNjLFy4WJ/Zb8TT5c4Efv3dm6N/GVRrk5i6qnpFPqozpWUyO99RG444U7bGWcqjFREREVeSm2OenCgX83vTTVSvkcLFC6ZWTF2YJqaSI5wpF+OMtNIy4UB4OMS182Xl7rYEPv0cJbf2pfPod5g0sTSeif9SzO8iJarexAf3dCbwwcXZykfN7nFnytD8l/OdoTxaERERcSW5Oea53nIxlT2C6dA8gcHtP2LISw+klyxUjqnr0cRU3Iq/TwI9mkUQE/oMhH7Mt/canDt3kWrVimCzFeGdeck0f3Y1Q04lMGJUMN7e6BMxERERkUJq00YP/EsF8uh7D4DNmj4htSkCzeUox1Tc1ubdBzh0dD9BQbBlzwG27TvA0GHJ7JrWnh8jvbit8XF+mf2wcghEREREChnThJefrMzIEX681n14el7p5t0H2Lz7ABYnUrQkb2jELi4vs1ALm2nLkNea9thmmgT0W86CvvEsW1qJuyctoMuRJJ6cGkzRYjishWqfQ5pZjoLyOkVERERcm/24DgwWv1+M52bE0nLoC8QA2KwZxoziWjQxFZeXWf5qqwYhDo+n5Q485A/dny3Ooxs307pBLHMefIZWT87MNPfU0eM0yusUERERcW32Y7nAiDAqlPqe0PpFM+SVpo0fnd24U3KfJqZSoJUKOMfrsxPY3LMYY0a/wcVPDQICGlHEH6pUSeHdD4Lx9ATsaqRqdVRERETE/QT5BRMbCws+tbBp834uWL2oXessMSXS8kptWjF1YZqYistz9IlWZsdtpplp6G+rVils2RbLyRMGsXEGcXEwYpgf27d70LJlylXnZxbK68yqqSa3IiIiItcvszGZffqV/WMwGDncj9MxcHd3K49PTCSg+OUtdSyGttdxZZqYistzphSNoxDfzHTv3pAXxhzivUcmU2bQwixDeZ0tFyMiIiIi1+daYzL7x8Uv1qJWjaLUqhDNuh03sOPgAf46DVWqOE7/EteiiakUWsNHJuHjW5tWz6+kx69JjH88mOLFUXkZERERERdmn36V9vjk+dTx28QXyuPrnaCQXTek9WwptLy9YUq1UH5+riWxcRZahCayZPwsUkx9XiMiIiLiqqLjo4iOj8IwDAIjwoh6fTAP9CsKwAN9/VUWxk1pBC6FWkx4JB7Aq70S2DfQj0lPPMW7nUxWrQnGMEgvL6OcUREREZG8d619P8xLe4vM/MyPFi2SWf51HB4eqeelh+ralYixp5VU16OJqRRqaduHA7QDto6EmyYe5Pj/7qdu5V+ICY8kOj5KOaMiIiIi+SCrHNOVk55l0/onmfmiQblvw676evsSMfaUY+p6FMorYscw4Ja2VpYlL07d3fdSGRmtmIqIiIi4hiC/4PTxWa2HplC7vj99+/iRbNWamzvTxFTkCm3bWdm6+MfU1VSLZ3oOg4iIiIjkP/sc07BfGjMkdBJ79nji6aENLN2ZkdsrQYZhmFptyp6TZ865ZYK2zTQLVL9jTps0DC3GL9EX8PFJOzk11/RK9vWzsnM8J+Rm27nJHfvtrs+jaZr8mnAoV9qWqzlbTkrEXejazlvumjaU1/fKzOqYrl7lSb/7/dm+4yLVqtkyjNscjfdspkmZksVzpd+FkWEYmKZ5XReC1rtdiMUwnKrZ6SqcqR3qShz1u1WDEGrfuJ9f3pxF29o/AqTnml7J0U07N2/m7jpQcMd+u+vz6K6DGxGRws7d7pOQ9/fKzO5xne6wUqNGCqtWejLy0aSr/l85pu5BobwimehYdwvr9rfI726IiIiIyBXsQ3m9l7ZlZOfv+fu4hXJHZqSnYqlcjPvRiqkUao62D28y6AGefsqXMbf1Sg0FubQJElwdQpLZJ3cKXxcRERG5ftcqF5OQYNJxTiQhdVPYN/8sxUqMI4ZxwOUxns00VS7GTWhiKoWao9CO8DNNeSR6Az16lKBT2Ve47YmhJJQ+CFy9TbmjUF4RERERuT7XKhez9v16lDc38tHtQzhdwnFZGIXyugdNTEUycbHLVra1gY0bE3ntlbH8/nYSzzx3abJ5xeqpiIiIiOSdtHHYnEMWStRpyelOqSX+xL0px1QkE5t3H2D/bwfo0iWFhsWX8ccfnvgua5OhhIzKyIiIiIjkvbRx2Lp1nvStMCx9fCbuTc+gFGqOwjjsj09f0JFxY02azNrJR5/GcRN2eaV2q6f2tJIqIiIicv2ulWM6fkIig156h4V3xVHLlpT5uM5mVY6pm9DEVAq17Ja5mfNmCIvGvkrntsP5YMhE7miwEbh2GRkRERERuT7XyjEd8GAwpX+ZRpfbJuFXvAQf9R9Ex3pbM5wfE+4491Rci0J5RbLBMGDYbZ+xdOwIHnn3GaYvGY7NpjBeERERkbwW5BdMkF8wpmly5/OTOfyXQbVqNhKt3vndNbkOmpiKOKFFjd1EPnsva/e3pOvLb3H+XH73SERERKRwsd/rIzo+il8Tojh82ELdSr/kd9fkOiiUVySbYsIjAfAGFt8DI4b5MXNGCjNeuJxvmpZ4rxxTERERket3rRzTtMe7dlnw9DAp0nc5MQYZxmQ206YcUzehialINgVGhGX490ttKtJo2jqmTEvCzy+fOiUiIiJSgGWWY3ql439buPlmG5kXSzCUY+omFMor8h/ddMNR6jewseHZZ1RGRkRERCSP2I+3AiPCuDelObv3eBI9Z1D6mGzz7gNs3n0Ai8ZkbkMrplKoZffTMptppofy2uubmMhb7zxPp+emZCgdYx9mktMUJpy3nHkeTdPM9ocSukZERKSgyO79zJn7ZNr5WYXypo3P7lidzIwdn/H2I/F425WIsZmmQnndhCamUqhlt1xMqwYhmZ4bGlqX6APnCIxokaF0jP1W5jlNpWjyljPPozPPu64REREpKHLr3pfZ+fbH7B+fPNmQ77715KmmPaky9KP0cZujMZxCeV2PJqYi12H9Ok/adfJJ/bTuihVTEREREcl5V0aonTpl8ON2D4aPSKTK0I/gihVTcQ9Z5pgahuFjGMZ2wzB2G4ax3zCMpy4dL2kYxlrDMA4ZhrHGMIziud9dEdeyZo0X95YdrxxTERERkTxyZY5pxDOzue12K682bagcUzeW5YqpaZqJhmG0M00zzjAMD2CLYRirgXuAb0zTfNEwjMeBicATudxfkXxzZcjHhQvw43YP3nv/GWKKPaMVUxEREZEclp0cU9u/Xvj8YOP8ndvSz0sft9mtntrTSqrryVYor2macZce+lz6GhPoCtxy6fhHwAY0MZUC7Mr8hL/+8KN06VCqbk0tI3NljqmIiIiIXJ+sckxPvd+T2TPfZdjjgVeV9oPU8ZlyTN1DtiamhmFYgJ1ANeBN0zQjDcO40TTNfwFM0/zHMIwbcrGfIi6nXMUE/v3X4M9WkQQEoBVTERERkTyQNt7a+aNJvxdXMWlKIn3vj4e1+dwxuS7ZXTG1AQ0MwygGLDUMow6pq6YZTsvpzom4Mk9Pkxo1bRx7/xFa1NitFVMRERGRXHDujAfffl2K43/5cPG4H8f37eePkxW5mFKGz4YM4c4yG4ixXF3WT9yLU7vymqZ53jCMDUA48G/aqqlhGGWBE46+btq0aemP27ZtS9u2bf9TZ0VymjN1TDM7t25dK1v8P6BmeDJgNyG1WXOsj5K/MvuQwVEdNke1STM7X6vqIiJSUDhTx/S/3FcXLvfii/9507NXMpXqJFJ5UE0qV7ZxY9kLeHjMIgbAZs205jxkPt5Tjun12bBhAxs2bMjRNrOcmBqGURpINk3znGEYfkBHYCbwFTAAeAHoDyx31Ib9xFTElVxvHdN69Rrwy6oVBFackuG4ozdGcT+Z1VtzVIfNmeNaVRcRkYLieuuYXuu4acLatZ506pTE2HHJYLMSuLY57Cf1zyWOckkdUY7p9blysfHpp5++7jazLBcDlAO+MwxjD7AdWGOa5ipSJ6QdDcM4BLQndbIqUqiE1LWx+4/a+d0NERERkQLp7cHvc3zfzzwxKTm9FIwUTNkpF7MfaJjJ8dNAh9zolIgryuyTtfMXrESdqMOmSjupXSvp8pulQnkLDEchR/YbXaWFH2UIUbJZ06+HzM5XKK+IiBRGztxXv1ruwdtbH2XNN7H4+qaWhnEUsmszbbnbccl1+shBJJscbTX+zoPj6N5pMq+87Us/SwNAobwFSVYhR2mPkxINdiwPofY/I7il1o/E3rXlqnPsHyuUV0RECqPs3lcP7fdn/NjarB17D3X2/Jx+rsq/FFyamIpcp9ufeYrPulno39eXQ4P2MnpMEoZWTAs8+092T+yqw9gxvlSsYGNR/DwOvOlBi8+S6dChLh1us0LF5Awrqak5M1oxFRERSWN/Xw04V4tJA4sw66VYGvr+nMVXSkGRnRxTEbmGzbsPEGfsY+36WNYu+IWRnTcSl6DPfAq66PgoouOj2LbVk4fvj2Nm51EsWhLPtlF1+POVpvToaeXAVxHc3jqJFi2K83zfxex9aSRJVk+i46My3X1QRESksEq7ryYmGgzq8iuPNJ/DXXfrQ9zCxMjtT+0NwzC1MpA9J8+cw6LBap6xmWaO/77j42H0o35EHzaY/3k8ZcuaV+UaZlY2xJlJirPnO6MwtH2tLentc0XT8kCvPHbl48mTfAgsZTJmXFKG5zqNzQZ79lhY/40n36zz5PAvHrRqbaVDhyQ6dLRRvkLGa+TCOSvfb/Rl7RpPTp2CIcOSad06BcNMPcdqhcOHTPbv9yYqysJ998UTVMPi8Dpz9Piff+D4cQsNGtgy/drstHE9v+/rPddZud32rwmHcqVtkfzkrikH7vxektb2mTMmJUte+j5ZvEc7asPZx5m14Wy//+u59sefe9abbVs8WbEqLv3elytsVgJLlcqdtguhS9fldb04NDF1ITFnzzu1zbVcn1YNQlJ3d8thpgmDN+zDPLyc/z0yhZjwyExzDdM42iLdEWfPd0ZhaDs7W9Xb54Eejoti55ailPeujLV0NDeWT6JOyZrp107w2NXMHz6ORjf/REx4ZJbX1MnzJVmztzVL/53B92suUqHUv7TrfhNVYl5m9Z42bP29JS1v3sydDTZgazSOuTOPU6rIWaq3COHg5ih+OhpE2Yo+NC6zBk+PFI55dWJGu74cKP8+R2P/oUZILB1Dq/BHsuP81mN/+jCmd10q+Oxhy9N9ONY2ksXfHif2ggdDet2Q/rNfK0c2u3LiuckJ7tq2SH5y12vbXV/vaW2npMAdIWH0CfucGb1ewXbv+kzvT1ndyypZgvny+7/5YUNxgiuWpMOAfRhG1u/p+fE+b3/cdqQ2Pe64yFPd59B91oRcGatBaq5qYIliudJ2YZQTE1PFG4rkMMOAx8Ym0bxJD55oFk6JSzmFgPIKXVxFI5i35njzv3e8mTqtLgkhSUya1JBTpwzKlLFx7Ghdx8uaiwAAIABJREFU/v7boHhxk8oBSyhf8gRnLhajQdXs57+UKXaGvq2/olP4FFJSPNi1sxLfrLWx2zKOvhOsvNP6DEWLhwKh2MxE+txXmpVfl+Xf48n07FWNOiFWihZJAEsrkpKgV0+TkV/Np1JFKxaPSnw2x8Lgvy3Uqt2Q0FAboaFJ1KtfGw8LrDtqcvRYXV592Yf7+yYyd24D7vjkAJse9qROHX9OxRgc25dE1ap1efcXg5atQ+hylzU9LxZ0DYuI5Ka099rJUxKYMK4PS/b24unkOHr0DsYwyHKfguPHDb5bUZf133jywzZPagYH0e7WFJYu8WDP7ga8/ka8y76np/epRgpfrg3gnrunczoonser5HPHJM9oYiqSC264waRDRysLPvNm6JCMGyFdGRrlSjeFwiLtOdi5w0JkpCfNmltZfcxk6pQi1KqdwltzL/LY6AASE32Y8EQi/R5IxjOtEpAN/v3X5PjfVTl69GYGljI50/rH1P9zcqt6Dw8Ia5JCWJMUIPlSG5dT/y2GBTzgrq5WbKYt9d9A2lu3tzcsWRp3VUj6uXM2fjrgxd69Hmza5M2bb3pgMaBceRsVKprMnJVAp05WkpMt1Khp45XX4yhT2uDECYPJE305c8bk8wXe3BYe6+RvVkREckL/AUksX+ZFmTImc9/2Zf5n8NLLCVQPSv1/w0y5qrzKyZMGt93uT4uWKfTuk8zcefGULJl6/qMjrQwYUIzXX/Ph8Qn5Oy5xVG4t7bFhGFSrZuOrlbF0u8sfj1YDGXfn+7naJ3ENmpiK5JIxdfvxwOwXGDykJL9lETIjeSs6Pop/jnrzyP316BS8jAVvhZASUI25vR7m9tDNxLSP5OfpjYlpv4G9vx7gh/0Zv75VgxB+/WcfpSqn/nvz7svHneFou/vrPd6qQQg2/73UbQ51m2d+7pY90LZL6vEypVPD2gOBL3tAktWLXbv2kvL9kwQmr7oqHF1ERHKH/XvtR/eG0/TJxaz4xovIua/RpcMw+j1chGfrNSG+66YM5xb7ujn3zHife3vU55WweqmNbbdrODySFsXewTPaCpYBWYby5tXPaP/4ypDdQGDFyh3c06EnCUk+PNl9bq72S/KfJqYiuaTGyHfw/6II362Po33Hy6VCJP9V9ghm+DB/hg5LYOSoDqkHbefA8ioxpK58JnXbQJFCWqzb2zOZt96Op0/PlwkZMp1ytmSXDPsSESlo7N9rS/T/kok2L+6604dHBo9jxTdWXpgJtZfsZqZvLB1vvzy2GL5pF14VLTzxxAVYn3nbfxV/iDp1UsAWn6/v6fbf276UWmbKVzD5fmo/Ojz3AQnJPjzT8zW0T2jBpYmpSC4pvSaMUc3vZdasp7klpg03loghJjwyv7slwAv9l1LBrMiIR8PSP6G1L9idtrJYmIt1169vY8QtcxjXpwGfbgjlV62YiojkuitXE1v1hhUta/PWuG+48/VbeG+BwdDgoQyZ9D/mPLWHdrW3k1hjEBu++psfn+1Bite3Dtu+8PN3VC2+CizP5GsUzOG4KA7/5M+fkUF47HsTE4O46sPwPzyYtL1z0v6O3e+N/+EetA/ZxnPLhuLpYWXavXPyvM+SN7QrrwvRrrx5K7d25QXSJ6DJyfD8cz4s+MyLqdMS6d0n+epP+jIpMQLX3lI9t0pTuPNOhldylLuybKkHzzztx/oNFylRIouGHTw3Dk93ogRRxpzRnG7buVJIjs5PToY7wovg729SrpyNYsWgalUrw0Zc+mQ7i1JI1zqeGV3bIq7FXa9td329O5okpr2Pdg73Z+z4RG5tn0JCnJUtW33Y/oMnP/9sYcrURGoG2xzet5ITrbRtW5xZLyXQonnifypjdz3v88nJsHWLB6tXehAR4Y2nJ9za3krRopfnCGlN2DdlYMPvtw8xjNTzaleIpk/Lldf8XtmlXXlzlnblFXFhaZPe15vBgBtr8dBLz7J87jnmPTSVm288mn6eff6evWttqS5Xu9Z292mPj/zqyxMTQoh47F6q/fBTlm3ar6Jmh6M80Os9Ny/advQhzdrBJdn6SwPOxRfln7Olmfb8eKYEBfPv2UA2BH5D1Vap3yc7JQCyomtbRAo7R++jPstu4cCezdxxoSVFIuKJCY+kp7UhPRsDjYE/Uv9kVrbMNKHfqv0E+W2k09nhnLP88J/KxVzreGb3kHNxAaze04blO9qzZl8rapT7jY59gol4tAu1K0ZnKyQ39ed5LesTpUDQxFQkDzS46SDbn+nJq6sG0OTJL5jYdR6jOn2Mp0dKfnetQLPPYylvBjNoSBEefyKeRhWynpRKqtLFznBX49TQsL9P38DL347jY+tuxjzpS/kKNr77XvnTIiK5bVNUYxrffIAivvFOf+2MZUPYf8iDr75uxLmAH3K1XMyRU+X4auetLN/Rnu2/htImOJKujdbzSr+ZlCt58tJEMzpHv6cUHJqYiuQRT48Uxnd5j25h6xj87nQ+39aZdx+ZTMX87lgBZv+J8FP3rSO0hDcDBt4Ca/K5Y27qfHwAJ/41mD7uJMNu+Zot5wZnyNEVEZHcsf5AM9qH/OD0183f3IV3vu3Jqk1xVNl8+f3a/v5oTTY4ftSbE8e9qdf4Ivhlv33ThL17LWz8YgTLd7Tn6OmydG6wgWG3fcayusP/00RaCi9NTEXyWFDZI3wzeQAfbLiHjjM+4P5/fRg7Phg/P67K2XNU60uullkdtrRj8z/1ZMs/d7P2m1gMUyt7/1WFUv8yaXIiDw8uydcrBlJ6Q8rlCekVn8DrehURcZ6jPRPWHhnA5CmJxLTvlzpOsFkz/0DQ7vjWLR6MXujH0uVxlCqRxPagnfz+m4Xf3rbw+2/1Ux//ZnDsWGPKlbNRtChYrfDirFiatwwmPh727YEawQalSpnp7/NJSbBlE6xe7UvEak98/Uy61/Jn9oBnaVFjNx6WwrmjvVw/TUxF8oFhwMB2S+hUfyND1nxHveo2wkM30fbB9tzc6iBFi6dkmiOZ9liu5ihH5vBPfkyfVoeNT9xJlc2/amXvOhT1i+WxsUkERoQRt3kQpW8YlWHFVNeriMj1cZTD2anq+wx5sCeduwUwsV43yj68INO8zrQc02Onb6D/hBX4esXyQLdEjp2tSMUSfxFU9k+ql/2TOjceoWvDPyn9/Ms0iGrGkZbbOPHJI+w/UoNRjz5FbMxpTscWx8ST7568n9IVD7PI/J5v39/A2v0tqV67CPcEvca4MespM3Ahpde8mBe/HingNDEVyUflSp7k/Q/jOX7cg7VrOvDFYg+2jWlI/fophIcncnunWtx0k5mr+SAFWZBfME+/6sfjj8dz40OfEwPKhcwBMeGRXDzkzeezvfjj9wM0apRCQ78k6jcMpmhRdL2KiOSwCR/3YlCMwQfv2bj1pRXUW2vliabNuLXOD5luIuTrlcSzPV+napmjBJU9QtH7F1Pu245XnbfuAgxYvYtVIzy56eZP+fVXC/7+JkVKl+TEeQ9atExm8ncfs3u3By1bJtPpvnZMu93KDaXPg+UR4BFshbTmt+Q8lYtxISoXk7dys0als6VA7MXGwsbvPYmI8GTdGk9KljK5/XYr4Z2shDVJSQ1FzWSbd2e2fHfE2dIertx22rHQkACWrYhNneCDUyVgrud5zLpt50q6uE7bqb8T04QjRwx27vBg504Pdu3w4KefPKhSxUbDxik0apT6p2aNJDy9L/2+L/3uc6K0jLPnO9u2M3KzzI1IfnLncjG5JT/ep6681ycmGrz6shcvv+RHv/5JvPrKxfT7msP7lt29Lz7WyrLlfrz3rjenY2DAwGTuvy+eUqU92L3bwnvveLFwoQ8A9/dN4vZOVtq2teLv76DjTpZWc0Zu34fLlCyeK20XRjlRLkYTUxeiiWnecrakhrNt50SNVJvNIPK3uqzYeSufbL6LJ++eS/dZExyGTGZ3y3dHnC3t4cptB/kFw+KO3DRqPWffbYzFkvo+5EwJmNy+Rty1bUfXdpLVi31/1mT7r/X4Mboe238N5ej5m2hc6Udee2AGlYZ8QnR8VI6UlnH2fHetayiSn9z12nal13tOvE/ZH/95bQjTxp3hyKkKjO38Ho+Gf0KRvl+lv+c7eo+OCY+k5KomzI54gGdXPUGTSpsY1vEz6j82iwOvj2HhibdYu+wMRf1iue3eCvQqNYBm1fdkK1/U2dJqzsj1+5nqmOYY1TEVKeAsFpOmQftoGrSPHs1W03HGB7SeYBBU5nKJDoVMOrb3z2BCK0elT0old3l7JtO42gEaVzvA8Ns+A+DXZpEsWVyP7nOX8m3vswSVCFY4tYiIk4L8gomJMRg4wB/wJyDAJHxsL/Yn9KaZLTE9CszmYCxw7KhBt3kHSEyAT+df5Pc/mvC/1S3YEOxBrVpvE94piSVrilC9uh82M54ya3bl4U8nkip31sZFJMeFVjlEv1bLmTbVh8CIsNRPRC2eRMdHER0flWthiu5s9x+1qF/lYH53o1ArUQImVKrPbTcvYszYopRaHZZrIV8iIgVVdHwUZ/wPcurMed57ZBJly9kY3Ps0d95RhLPnPdm8+wCbdx/INI1jwZbOtG9XhLCAj6nhvZKePYqy5t0t3F12Kj/ujOWH0XUYOcrKvxf3XWpD0wPJHxodiLiRaffOodaUAbzTfjfd77FiYJdLc2n1tLCW6rjyZ//jNxv/2zme0Y8lEhPe9fKJWq3LczHhkTx5C9zewcLrJ/fQzxav0jIiIplwVC7G/njNAZO4wz+ZmFNlObncpEd3f955r276Zolpu8+fPZ3ChAkB7N9voXefRD5dNIBu3ZLZ99kFihZtAjQBW3L6+VmtuorkNk1MRdxIUb9Y3nk3niceOcrbz1mZdPc8uoWtw8NiSy/XUVhLdaT97IERYSyLbM/DH89hcqeZDC76EUbE5fNULibvpeU7fTHwZto8OZ96od4UqfEzoNIyIiL2spN/71kVpj6Ver873LAKNcasJaxh0fT/f2PAdB5ovYxbpu6gdqmtVPE2+GZdM5YP702z6nthy+W2M8sPzc3NIUWuRWv1Im6mabMU9szsyrR75jBrxSBCxn/NR9/fTXLypYH9pZXTtBXEwiLILxibzWTEln08ungO8+dfYPQdH2W6jb7kj1oVfuPNB6fTo7s/rzxWH9uR2oX2ehURuV4x4ZFE115K48ZW9v98gREjEwEY+eFUTnfcwJ13JrEhqiUN72zEt9+dS52UirgwTUxF3JDFYnJX42/54ZmevDHgGT7c2J2mjQP4fMyrRP/mzS+xhS/vNDo+it27PFm16AR7pjajUZPC87O7k57NVxO56yL1zDfpelsigwYVZfWOPwvd9Soi8l8lxBscP24QGBHG+VWTKV/BJGRvY95oUY9TZ85jLqhJ1S1hPDcziYvv1+WF0FC8fRUkKa5P5WJciMrF5C13KBeTGUehqD9u92DePG927fDg9BmDWrVSqFPHSkhdk5AQG7VqpxAQcOlkW9a1UNMeu1LNyayOjxntQ+XKJqPHJDmsq+ZMTTSbabJ1z0/ZOtdZ7lwuxhnX+n1fvAgffejNm3O8adAghbFj4mgYdun5dXCN2nP2msqtWqPuWlJDJCvuem3ndrkYZzhTYzw7x4//DX16FeHPPw1KlzEpVgyaNbfy3IzEa3fEqRreztXCtpk2tu75OdvnO0PlYtyHysWIFFKZTXo7AZ16Aj3hbGxR9h2pyRb/9zi4YiWfzwnm52PVqFjqH0KrHKJGh7aUqnGE6rXjaFHtZqLjo4i9YKGKdw1O+WSsi+pKNSevdfxAzC98tbwRB55rQ2DECYd11Zy5ySnPJnPODBKu9SFNIDA1CMa/6MP7G+7hwQenULvUVp7sNpc6j829Zo3eax3PjPJXRSSn5ESdbWfvcdHxUfx+2JcJfUMY0uI1Hv7+IY7/ry/f/dyUVhV3Ehhx7Q9Rc7OGt+6VklM0MRUpgEoUuUCbWjuoE55EYJXJAFhTPDj0903sPRLMtvPt2PbRzfx0wEJyMtQJacjmTZ48+GACs165epdfdxC9sTZly6bg2XMlMZ5o91034uedyPDbPqP7zMdYtLAR/V/5hLLrUhg3vg63tE3Rcykihd6pPXV4tL8f06bF0eu+h8BmpV6VQ9SrkjuRICL5QRNTkQLOPvS37KU/Hc349PDKf/81OLDfwuZNntzfNxGbzcByReRlfpT2yGrL/Cv70rpNCp9+Anff5c//3o2nXNnMP8XVNviuy9sb+vZLpnefZL5c4sXEJ3wJCIC33rxA9eDLH5jYh/iKiLi6K+9n17qXZXZ8xTKD8eP9mDsvnna32vKw5yJ5SxNTkQLOUThrWnhlIFDi9A14enxLh/bF8fFKZOWER6g/7o1My8/kVWmPrMKc7B+XN4M5+sEIWpdswqwVgxh2TxRLt9V0+LOL60q7LocWh8FPGTzz5TCmPzOUVf1Sn7e0skig8FwRcQ/XCuW91uPAiDBmR/Rj5rpJrBvbjfpJUXCp/JlKn0lBpImpiFC+1AkSP67L6U4/sm6tJw9P/IDP7jzPzdUvl58BMjzOr9WqtO+//QcL36wLZesWDw4c8KBu+dHcUiuSL8eMpGWNnSSzIV/6JznHYjGZcNe7VJ0wgs2Td1Krts0lrkERketl/z5W3gzmsVF+mKYNP7/6+PqCj08KJ07sZ+9eD1atOk/9g+63CZWIszQxFREgdRJgGNDHbMDeumPp3fshTv6TQI3aRWhQbBn1Kh+iyj2j8Kt2iJKB1nxbrYqOj2LFgtK891JVHmr2Ns+2/5EaS2ZTeVPvDOfF5EvvJKf5eScyZEgScyd8x/wR47RiKiIFgv37WOyCXmxb/yFTZhbFa+dzxCf5cKrSBCqfns288Yswq3wDB/O5wyJ5QOViXIjKxeQtdw3pdKbcyfW2feECRB304OefLfz8kwc//WTh4M8e+Pia1K6VQu0QG6GhKXS7OwGL56XPuRxsSZ8TW+YDLPjMixnP+bB0eRxBQbZrfs/r5eyW+a7Cffud+bV94Tzc2jaA5i2sPPtcAsWKp31B6vPuqOSRPWfLGzkjN0vRiOSn3PzwJ7dfk67Sdlb3PtM02RHpyZOTfViz5nyu3Mtym/vec0zKlCye9YmSLSoXI3Kd3PGDgLysvxoIVAXC03ZNag+mCUdPl2VLmdX8sfQt5s0IZ9fO6sxtUw/DyJgDaM/ZLfMzKzHy8cauzFw4hu8mD6Bm9O8QnXrcmW3wnZGbv+vc5M79zux5DwT2TinC+PkTaNu4Ne8PnkT7kB/SrzVHOVr2XKmuoYg7yc3XTWFoO6t7X5BfMLb1oymT3A8s9d32vdtd+y2uRRNTEXGKYUClwH/oeJsVbnuEnuegc7gnz1TYy/ARSblW2uPTTXcx8fOxrJ88gJrlf8+V7yGuq6hfLG8/9BQRe1ozYO5M7m78DeNbQ1CRYOWdiojbCfIL5sIFGPeYN6sj5tGzZzLYYvO7WyL5KnfiAUWkUNi8+wD7fzvAoi/iePe106yZ8nSuhCHN39yFCZ+N55vJAwiu8FuOty/uI7z+Jva9cBdn44rRtk0Rjs3rCxZPouOjiI6PyrXwPRGRnBQYEcZHj33Isb892DihE7Ob13PLMF6RnKRXgIj8Z5fDYEw++6oY93SfRcWtNu7sUo877rQSdHNS+o3WZrVSyRKMjw8ZcgMd1StNs2BLZ8bPn8A3kwdQS5NSAUoGnOeT4RN4Yt/tvHjgC163XcywYprVNSUikpcyq2Ma3TSS2cMDWPNNLIE3LU7dsC+XIo5E3IUmpiLyn9nnA7YCjr7kyYqAH/l6hRd33elPqZJ+dL7TSlISLPmiCFarwYJFcYTWTf0aw0whOiH6qnbTbuILt3VizKdPsG7SQGpX/DUvfiRxI23apDDlSa+rjjvKMRURyQ+Z5Zh+MGY+3UMDaXxoClzaO021SaWw08RURHKMl6eVW9qm4FF8L13uA19rKN/O+ZwiFisLF9/PySWP0/uu6cz7xJfbz7Rgb/AWzArg4XF1W4u2dWL0x5NYO3EQIZUO5/0PIy6vVq0UDh1IwIYnv6mEjIi4iVOnDN7+pje7ZnTP766IuBRNTEUkg+x+YmszbQ7PvRzim0KTpj0unW+l1pTn+V87Dx560I8yZXZx+rTBxYth1KmTQmj9FELrp5afWRYFkz5/hUVfxVG+7vysa5Iq/KnAcGbFIMC0UaJ0AEeOxBJU9dKE1JZ5jV2F8opITnH0HuOoVNWV50+d4U233j4E9Fue8f6me5kUcpqYikgG2d3y3dnt4dPPLwKLv6zHulc+YfR79+O19FZ2/1Gbnb/XYdMnIbw2vQ7nzcqseawb9Y9FwbGs21b4U8Hh7DUVWmYjRz9dRKPG64FrlysSEckJzpSksi9/duJcKV76ehCfb7iH/S/cRWDEiQzn6l4mhZ0mpiKSZ9JWUm1mCnU/uB+baaNEkQu0q7OddnW2p5936vZISq/JnRp0UrCEVDrM/iM16HppYioi4mr+OVuaWSsG8cH33bmv5dfsmXk35UudyPoLRQoZlYsRkTyzefcBNu8+gMUwLv2d+VuQKn5IdtWt9AvfHGjOiXOl8rsrIiIZnPzHi8kTfag9biVWmyf7X+zCnAefoVLgP/ndNRGXpBVTEckzl3NPUx/bTDPT0CWbacvLbokbazFhCl+f9qX6hK20ucXKQN942rS9nG+aVq5IOaYiklPsy1Ol5ZXa55Ie/9tg9uveLF7kTe8+ifw0607KlTyZb/0VcReamIpInrkyf9BRnqr9BFbkWm7eFsbnXeF8xyJ8vq0zDw16mq2T76Bm+d8z5Jsqx1REcor9+4r947j5XZi5/BEWbO3MwLafcvD59/HqvZrACE1KRbJDE1MREXF7xfxjeaT9Iv64cTJTtn/F3HkJGXbo1YqpiOQU+/eVIL9g/jpiMPZVL75avJyHb11M1MuduKH4aYCsd5UXkXTKMRURkQLjkUeS+G71RU693xMsnkTHRxEdH5VpGQcRkf8i7X3lyBELE+9ZTfuWVkqUMPjllXBeuO+l9EmpiDjHyO1PkQ3DMPVJdfbEnD3vVKkEuT7OljtxFbkZ5mozTSy5NIDP3bZtDjdSur52Tbbu+SnH281thf3afuUlb375xcLb7yRcPmiXb5odjmoSOjr314RDznZTxOU5CoF39PpY8ZUHne5IwdOT9Nfctep7/tfjaY9zo+1rfb+0x9HRHsyZ7c2qlZ48ODCZIcOSKFUqB8a6Niub97rfjvTufM8JLFEsv7tRYFx6TV7XQE+hvCJuKLduALl5c3HHtpXrmvfS6v1dj8dvLkLQG+s4+V5fgiv8Bjiub+qIo5qEjs4VKaicqdn5YP8mrIqIpUnTlP/cxrWOpzHMFDA8c7TtK49f+f0uxnqyfJkXn33qyR9RZxnc/kN+ffEjSgachx+vavI/UR1TKewUyisiIgVKMf9YRnf6iGeWDsvvrogUOmV33Z/6AdOlUPq0lcaL5z2uq90N33kQ9frgTNvOaYkJqe2WWh1G1OuDGTUqgPrBJus/3MrwR5P5a05bnu7xRuqkVERyjFZMRUSkwBlx26cEPbaOqGM3p6+aiojzMosIsC+NkhbmartU5Su+3afEBNvSNx8zTZNqvsGUKV+MRYsvcGuHSyGvV2xOllnZlbTjq1Z68kBff8aM/ZDg8MQMbWe3f/bHExNh1w6I3OHN8b8NTvwL/55oyIkTBidOWLh4weCWW5I5euxnLBa47/5ktuy0cOONYWBLwGutNed+wSKSThNTEREpcIr5x/JYpw+Z/uUwPhs5Lr+7I+K2HIW+Ho6L4rtVJTFPVcLcPZckqxcwguKbehH4R3R6+HyQXzCBEWFYjJ/p2aMopQLOcPpiSQ5FX+CM/8H09tK+z43WYP71vFyCZccLj/HAzPdo1szKy43rQQQZ2s4qNDfIL5iD5w7x854i/BF5Mz8u38X26FCCavnStuwn1C79N2FdRhO38SUm7pnE0HYf8MqqgZQrb/L8rffRrPoeDAPYndq2wm1Fco8mpiIiUiCNuH0+1Uav4+Cxm7khvzsjUsAc216Ht572o1OnJIpUGMaKFalDypjmC4kJybhiGhMeydIVCXS9swinL5YE4PTJFKoHZyy7Mn2aD7Nf9+HUmWBME779xqDnzPe4uVoKX688T4wlMsP519pcs/jFWnz6sRdbNnsQuaMx1arZaNkyiYGT6/O/5laK+J9j2/YeTBjnyy+feACTAajXuzcnPz2PYVoJXLsnF3+DInIl5ZiKiEiBVNQvljF3fMAzXyrXVCSnzX9+Cz3rfcjzLybxapN6bB7bBoCATf2uygMNjAijy/mGLP86liqlj2IYNpKsGcs5rX9qKrNf96F0aRuPd19Dg6BYevYoSnH/8xyeXueq8k9Z5Zi+PHg1ByI2M/DhZP56tQl7n6jN+AnJeGybRIcmZ7nxhlLc3aUIvxzy4L77kzj1TlNOnTlPf68GlF4T5tQu3iKSM/SqExGRAmv4bZ9RZ/zXTBjny8TJwZQsSYbSMdcqH5Hd3XZVEk0KMkc5nGNea0G/+/1JnprIk09F4uUB9edZ+anyfA4Z8PPL0K5DbaibxJe+u9iy2ZP+/eO5aJbngf5W3nvXk1deS217bYTBqAWvULWqjeBgK0Ht7uRXvKiclMziJXDG58erclLtc0yTkmD3Tti8xZvTMQZTp8ayZM+9fL8plvi4JN5ct4k3p3rzz3EL8BoAAx5MYtToRCpVNi+9J6wDMobqZha2azNtOf0rFpFLNDEVEZECq6hfLHtm3s34HzbTsn4S03vMptsL4/jdLv/MmbISmVG5GCnIHL0+Wh1pxI5JJej26RYGdPiRZWOHUypwD4+PuEjdyof4x2iBV9SbVHt1AI89fJbTF0vQpKk3yXGxVDr3CW9vGkJI8mwOHqvGVwe6sXJ0L5oG7SMmPJKo1wcz8bsFdLkrmVWTdEusAAAgAElEQVRTXqB59T3cMGgBv13qS1WvYL7+4S/+jKzG9mWRbDvcgKrV/ajhu46fjlZnfatyJMYl0KapjbOxJdL73X9AEqNr9iC0SlRq3ujPqX9iwiOzXXJMZcREco8mpiIiUqCVCjjHiy8l0K+/LxMnTOWt9vDCi3UIa5KSulIiIk5LW01c2DWWsIat2RH0AwsXnsfw8AVCmfFcMis3DmPncBstOvoSn2Bw5M8k3vvUwoMDhnLxgsGXv43hzrusbJhzjnIV3yMGwGbl5qHzmJScwKKFXqz46rnUbzgBHhxYn7+OGGzf7kHlysG0apVM38cb8WZzKyWLn2PRols4v9STTd+nEJfoS1wi9OyZSK8+Vlq1TsHDsBK4Nvv1jEUkb2liKiIihULbY43Y+ijMu7CbHl1h1eNDqD367fzulohbst/1NvnCaW7afTd/+Kzm8LGf8S+SwiOD61L15Cy22x6nZsJcpi4dxfKlXpQscpZeTb6g2/g76HyuIQAxFSNT81JJnfAenD2SmTPex2Zern1qsZgUObqQoXW38+bbz1MjsjEx4ZGUXNWEtfNa0eOt/3HxQmpYfsfbYMHIx7ir0bfEd92U2vY67agr4uo0MRURkUIhbVDa8Dcr3v4BVH7o7WvWUhSRrOuY2mwmp+MCafzsRqxW8PAM46WXEygdmkDb8aN5NMQbGEWZMjZemJXAbbdb8PW9HWyJ6bvswuXXp820UfzeOdRZAY0aJdGqtZWWrVIoE5gMlq5AV8DkQOgOnujrw8qVl1dAJ05O4IH+yZfOfZp4nr6qbeWNirguTUxFRKRQ+XqFF8WLw66dHrRuZSVt6yPDTAFDt0URe45yTNMYBrz3QTxBQTaq10hh61ZPRo/0Y/lSD0Y8mkz/AQnMat6WMsXOpH7BhtS/HOV1tmoQQqOoxuybaHdwZ+r5JVY1Ze66Poz8cGr6f3Vu8B2v9nue6uX+zHCuo7YdHReR/Kc7sIiIFAppA9KhQ0O46fh0Jg17CJ8bqjKpzVi6N1nLuc4/ZAhPFBHH7F8rNdunvrYslmC6XmxIh6f8GL31R3p3ieWVeUUpk3Lmur7Xnj+Cua1GACdPHgTAxyuRr8cPpv642ZReM+T6fhARcRlGbocrGYZhKiQqe06eOYflGjW5RNyZzTR1fecRd/1d52a/M2vbZoPpT3szZ7YvL78aT/8H4rMsI5MZZ851lru2nZvcsd+u9Dxeq0SSYRgZ/9+utFJ2yyyBwa6dHiyY78GHH/oC0L69lWdnJFA9KCnT9hzZt8/CrbcEpP978pMJjHg0CS+vLH7IbLTtitz1vdtd2UyTMiWL53c3CoxL7x/XdQG736u2ALMYRra3KxdxN45CqCTnuevvOjf7nVnbZ0978eYbjfl42ATuv+Erzlh+zLAK5Ey5mOye6yx3bTs3uWO/Xel5zKpEUpBfMMVXNmPe+l5MXzWFjwY8Qnj9TcSER2b5+kj+vTaP9PyHg8eCKFsuNW9z0uQEbvjrZbp0GEqfB4swo0EzAnzjiAm/vOGRI2WP3cy9TUcxZ8B0biwRk3pwfdY/ozPlX1yJu753uyuFcLseTUxFRKRQKlEqmZAQGwG3PcWZW568aiMkkcImyC8Y0zTp/Mle1q7xwtvbpNML7xK56wI32ZKzfH2Ur2Bj0NgKREcn8vdRg6HDkwlrnAiWkXSYaPD0UwY1J+9k+rMJdE1JyLI/tSr8xuLRo3L0ZxQR12XJ7w6IiIjklz73J7Nk1vrUlRuLJ9HxUUTHR7ldqKhITki79t/q1IlVjz/MoIeTAOjY2sbFuKxfH8WLw9hy9Znbuh7vf5RA+OmG6a+rs/5R3NXVSgnjV0YMtvDPiazicUWksNGKqYiIFAqZhW3VrJTEzBld+LVZW0poxVQKCUclYHYsq8voTzypWnUVVW+yUa9uMnXrerJ/f3G63GGlRctQ2newEtQu0WGZJftyLKduj2T/HpOFC0P5cokXN99s46HxFbn77iSKFbXmzQ8rIm5DE1MRESkUHJWJeLDFxzzYqTafrKvJPx7alVcKPkc5pr0927KpyiY+X+BNaJWD3NQwiLDApWx8dyYRRTcS+dHnvDghjFt3Vsk03zTIL5jAiDD+OVua+Zu78NHGbpylOgPC5rJ10jKCyh5J/WbbyLSeqIgUbgrlFRGRQm3y/G5UaRJKr3v9uNEanDoptWk1RwqhHuuY81Y8S5bGct5SE4vFxswlt5Fyz7d07JDA3ZN6EutTOz0fOy0nNcgvmIpGMMu+tND5hXnUGreKA0erM3vAs+zcc5HpPWZfnpSKiDigFVMRESkUMgvltZkmFovBK68mMG6sDz3v8WfRF3EUDbi8EYx9mKLjEhki+cdRaK6j6zWr829pm8LGLRcJDQng33+TKFcu9RovFWhy9KiFL7/0pts9qbvu7oj05PMFXny13JO6dVPoPbgpc7skU6RIR6AjkPnqqM20/eefV0QKJk1MRUSkUHAUypt2/KWXQxjYcQdLn/yBB2aPSC+dkVWJDIX9Sn67VvkXZ4/b/3/xEo3wXNWTwAq/ERMeSZ09jVk3oR79X/6cha9v56+YcgD0b7OUvc8sx//+FWzefYDdv2TdZ5XqEJEraWIqIiKFWtoA2Waa2Mq1xqtZc7DFp4f0akMkKSzsQ3Pj4+HffywE3LeQGD/AZiUmPJIg4JuHLhAxdSUhlQ7TNGgvaQuzMfnZeRFxe8oxFRGRQm3z7gNs3n0Ai2FwS7HXmDohkf79i7LrxVHYUAkZKbhMEw7uLZL+77TrPDAijAuf9aJYcZMKG8LSyymlvVb8fC08dOsXNKt+eVIqIv9v777jm6r3P46/v+lmSwVkKMjQAgUsWARFQGQUEQX3wq1cwSuKgrjFcR2o13HxJwrivuK+ilgUEZAhlilDRFSm4ijILG3TfH9/JC1pSaChTU7Tvp6PBw9OT05OPznfJM0n3/FBWdFjCgCoEoLNMfXff83zQ3XBY9K77+brlpcnKucd6aVJbdShg+eA3lP/uaeAk4LNGQ32fG2ZlKLly126a0yCFi+O1S8bdxU9vwtLvtSzUt2XPXondql69/EuBlb0WvH1npbEvFEAZUFiCgCoEg41x9Tf1Ven6raGabpjxXK9/cCn6nXdvcrOyApaIgNw0qHmkvpvN8hP0cNXZuqTJaep7YmJymj3lRrPuqHo+d0yKUV1P0vXx4tP1969/9GaKRN1YcH4YufOzsgK+noCgMNFYgoAQADb+mfpnOPz1Gf8Bdp39GCdGZOrU3ukKD5ezD1FVGiZlKJ9+6SJE2K0eMkJ+r8J+/T9z1YfrThPXboXaONG6YLhXby9nx63WiSmaNaX0r+eXK19OdIjj+7RhZ7xh/5FAFAOmGMKAEAAc5euVIvm0rIHe6uD+yk99WSS2jb36KYzZ+uTqYlakb2WuaeoMHbvjNGvG+O18+8YSVJurvT2yH/rpLZ7NXFSojYvXankzHS1bmv002MnavaMXH23PFaXxHZTcma6Fn6boPNO+V63j6mu0afcqhV3tVWffpY5pAAixoT7m15jjOXb5NLJ/ntnwKExQGUQbMgkyl+0XutwDgP0WCtXOXzC3rrV6LNpsfp0apwWLYrRmDty9Y+heyWXdwDSoeqeBqstGUyox4fCWquf9v0QlnOHU7ByJxVZqMO9D1aDtOTzy1qrPXuMWjSrqSOOsGqb6tGAM/P1zL/j1aatR6PH5Gre1y5t2RKjRx7LlTxuTfssUZdfVk0ZGXm67fY8PfJQotauNRp1e54uuDBfsYXj6Tzuoud2eSuv12Tgc3s0f9nqsJw7nKL1vTtadUtLVXKdWk6HUWn43o/K9KJmKC8AoMII14eybmmp3pVFyyhZUttG0m3XSxvPaahu97+lBg3qqF1/b9yHqnsaalIVziSMubGRVR7tHuj51TIpRU3npqtdkw91zehj9c/hSar29zxNfrWT+vzZSfpdmrFvud5/a6/2fT9b3a/sq4du3yaXSdDKlbG6/JztumvQkxr81i1qODNdmrH/9wWbS1oewpmEMdcViE4kpgAAHIZjjvxNU0f9Q6ff/pEmH9VWXU8uYO4pws7/+dUiMUUL5kmvf7RCP2+PU41qu7Vi1S41bJQmefKU7crS1q1G7sVWvfpXV7vO/fT2WzHqdVZ9rV1r1adPrq6+NknVqt3i7R0FAAcdMjE1xjSR9JqkBpI8kl6y1j5rjOkg6QVJiZLyJQ2z1i4KZ7AAAFQk7Zv+oBdezNHVVybp46l71eq4/X9WjS04oFeSZBWlFawEjDFGf/1l9PZbsXrjjQQZSUOuyNcDD+3WkXXzi4beLl0aoxdfTNTn0+PUpWu+ft0Soxde3Kerr84JODzXY1wHlICh/AuASCpNj6lb0khr7TJjTA1Ji4wxX0h6XNJ91trPjTH9JY2TdFoYYwUAoMLpeVqBHj/3Tl0ycLgWjL1QDepkS1Kx8jKFGD6L0go2lHfX64PU7pZMders0uRLhqjp9S8o/93B2vpWPS1o9rJ2znxKUxacoY17T9CIHuM04Yn39EP7r3Tl4D+UnNn/oKVeSu5nSCyASDpkYmqt3Sppq297tzFmjaRG8vae1vYdVkfSlnAFCQBARXZljw+14c9GGvjEC/rq7stVPTHH6ZBQSc2uM1X5BfH6ZoF0xso3lfeoVL/+F2pwlEf163lUv8FoXXeXWxn9dyku7gZ5dIMSNnq02zQrKgsDABVRSHNMjTHNJJ0gaaGkWyRNN8Y8KclIOrm8gwMAIFrce+54rf+rsS5+7im9PnyU0+GgkpryVJYa1G6jV96pppM29lTBuV/qyOnehb38e+nj4vYvlLRiUari87coObP3AcN1AaCiKHVi6hvG+56kEb6e0xt82x8ZY86T9LKkPoHue//99xdt9+zZUz179ixLzAAAVCiFH/Yf6S39c3iiGo9YpFbPFajX6R102+hcxcd6y25Ya0Mazsuc1MrjYHNGA+0PdvzrX6X5fiqQp/OXkrVFzz//+xVuv/ZqnB57NEFvvXOEsjt4e0yDDdEtud/D8w9AELNmzdKsWbPK9ZylSkyNMbHyJqWvW2v/59t9hbV2hCRZa98zxkwKdn//xBQAgMrGvxTNu+dIuQPj9HndhXpoxDp12PumBvzr7qLSHqGWDUHlcKjyL4e7P1iJohaJKXr++sl6ZfZgzb3jGrX8baP0W2glYJhjCiCYkp2NY8eOLfM5XaU87mVJq621z/jt22KM6SFJxpjTJa0tczQAAFQCCXH5OvmUAt36aEs9NvsR2QJfGRnm9yEMWialqGVSSlEv6bHxKRozKl7vf9tX88ZerJZHbXQ6RAA4pEMmpsaYUyRdKqmXMWapMWaJMSZD0nWSnjTGLJX0kKTrwxsqAADR5fz8jnLtWqfZcxK8vaoBynQAZbUuZ43W5ayRMUY1p56sGwfM05ofYjX73st0VJ2/nA4PAEqlNKvyzpMUE+TmE8s3HAAAok+gBWU81qNt/bN0/bY4jf9PnHq+z4qoVZn/3M/CeaUl54Qezn7/fbm5Vpe+uVQxR0pTXtwpd7WvlF0iDmqTAqio+OoWAIAyClYXMjkzXdfXitMjS2Zqy4Rr1XjoGw5Eh4qg5DzQ7D9jtfiTNkpsvFHd+/1dtH/vHpcS/krRwp+26Pct8WqYdJS6nLdC+/a6tGlhG+XW/kWpHfcUHV/4f36e0UP/OEHVsr/S2zeN1K5q84M+LwGgIiIxBQAgjBLi8nVjvzf01LQr9eRQp6OBU0qulnvPqCTNmxur+PhW+jzdrd+3Gm3efKL27TNq3NijJke30Ib1Lu3YIXWZnqY5c2LVoYNbmza21lFHeTRsWI76n+mdt3xMTIquviFJMS6r8VO7aFf8fHrnAUQdE+6l6I0xluXuSyf7752lXikPiDbd0lJ5fkdItPaIeKyVK0DpjIrOYz1ymYMv2bB9u3RiWk3Nnfe3Gjb2zo4pOUQzWNmQQPsDCeXYwzm+oghn3OE6d6Dz7twh3TwiUd9+G6szz3QrIaFA8fEu5edLf/wunTWoQG+9GSfrsRowsEB9+7lVt06+3J5YvTo5TrePTlJyskdTp+7UAw9WlyRNmpyj+PhyDNzjjsp50dH7XmI1f9kqp8OoMrqlpSq5Ti2nw6g0fFMLyvTCi753GwDAIUXjlwDR+uVF4ZDdg0mWNOSkuzX++Qs05I7liokJXubDXyjlZQ6nFE0ox1cU4Yw7XOcOeN54aeLLKXr22jc0a05nJbfuoKb7/qtGtf/U4s0jtOWTZ/XpZROVnZHlfX59653L/M3yldqZf4Sk1srOdqlHj9rq3/5LvTPiZsXPzC/XuEMpLVORRPN7CVCVkZgCABABt545Wf3GX6K33khX585ude2ar2uHpqh6dTHssopyuaSbX75MN0uydq+MGSRJ+vwcq6PPHq7sfkMlj7tocS2P9ahbWqq6pUkjbtghWaOtW63aLPunYlwsagQgupW2jikAACiDZvW2aP43e/Tj4ydrWPubtWRpnC46bZ3Me72jcrgkyod/qZfC7b17jKY/nyn7Tl/JFau5S1dq7tKVchmX37bR/OUr1aiRISkFUCnwlxAAgAiKuXC6ukvq5snRffe2VbenFuidLjvVsol3cRz/eX2s0VB5FC5+5M+/1Iv/MW++vUfjHhug1ncN0m3bc3TlNamKjZXkcRcb7tktLZXedgCVBokpAAAR5D8fdfwp0mPZ12nAgJGacXOGWjXcoOyMrGJzT1E5hDKHuOURKZrQs70uqneSeo15TWPGSFNuulmdb3tAzeYVn88cqIYuAEQjElMAABxijDTm7JeU0GW4Tn00U/+dslftPXnFSougasrOyFKLUyXzsJW1Rhc++7SqT7Jq1+htndZmoUYPnKg61Xc5HSYAlBvmmAIA4LDLr8jX+ItG6MKBufr8i0St2bV/3iGqpnU5a/Sba43efX+vJOnZKx7Umh936exOX+o/n1+mnTk1HI4QAMoXPaYAAJRRaYdTeqwn6LE973tYE3rG6M4xCdq8JV0dOxbopJPydVKXtup0YoFq1vQ/kXceaslaqKEM/aU3NrKCtU2g/fn5VnF/tNaPa2N00QXVVLeuR5c8PUK/birQM7NHasLkfare72NlS8wxBVBpkJgCAFBGpa2ZeKiap4MlDb5P2ra7tuavTdOMvGf19B2rtGR9G6U0+lmnHLdE3Y5fotRhD6pBAytjCySz/095qHVMETmhtE2XRp2L/Tzvmz3au1caMqSmbun5pC62E6VM723MMQVQWZCYAgBQwdStsUNndpylrhm5Sj7pUuXmx2nxL6mau6aT3pw3ULNfraH1T6ar4NyZLJRUCf3+107VmHqq8txx2n3GTDWela5LnntSrY7rq1EDJzodHgCEBYkpAAAVWGGP2PG+f9dIOmeQW58kzdEZcu9PSBnSWWnExEg5Z38tSUq0VvesXq4fcuP08b93aFv14j2kHksNUwCVA4kpAAAVWKBhwj17dlTWa+9piOvhon0M6axcCnvCt33XVpPH71DWQ+cpofqnBzwf/OuaAkA0Y1VeAACizKk93Jqx8mSnw0AYtUxKUcukFD0/Pl43jamlhEs+pVccQKVGYgoAQJRp396j33cka+kvrZ0OBWGyLmeN5q37WXO/jtWweqd4F81yMdANQOXFOxwAAGUUynDKUIbceqwn4Lk91qORdyap/zMfqEZNq7ff2atjPflVplxMuBZ6CqXkjn+pnkPtD3bekuV+Spb+efutBJ1/QZ7yBs/yloZRgOeaxx22YdzMXwUQSSSmAACUUWnLxYSqW1pqwHN3S0vVXcd20HlzFym9vVHLJaep4NiZVaZcTCiPMxQtk1JKfe5gxwbaX5pjS25X//gUvTlplubef4mSM9cHjSM7Iyuszz8AiBQSUwAAolB2Rpam/CdW/c+KUcG5M5l/GGUKCqRPPo7VwLP2r6pc+GWBtVZvLxigjs1W67iG650LEgAiiDmmAABEoa+XrNSbb8TrxpQrmX/osPlf1taMj+sqlNHRq5bU0D+uT1Ldz9KL2m9dzhpfr6nRc9Mv0z/7vR62mAGgouGvGAAAFVjgOaZW8Xkd5PFIrUe8oGwjekwdUNjDualajM4fUl1fvevW4+N2q+WxfrVlXbHF5pgWziV9d26CcnONNnXPUvXqKtZjuvAbl3bsran+J8xx4mEBgCNITAEAqMCCzTF999FMDe28TkdOf1kSdUyd1PM0t4b+I1eTJsarT+9auvGmPN0wLE9xMd7bjS2QTPGPXF/N9P68fZtR9erFu1onvhSv4X3flMsVvQtUAUCoGMoLAECU2blD+mhRb11+6kdOh1KlFQ69Ncbo6a4nqnXDtbrq6nwt/CBLfTv9pkWLEw4YpmuMUe5bA7Ru9V4dd3yBCqZeXuyYBb/8pJlfxumqHh84/fAAIKLoMQUAoAILNJR30qRYde8dp5jzP1W2b25poOGiJbf9RXO5mHAKpVyM//Xec9Y8Pd/SpUFnxWna9DQtX+bSFUMSdcaAFbqnyx61rJOiv/4yemhcvF59Zbau/2e+vv3Go6kF/9UvCQUq+MKjAk+qPv00VoMH56rg3JlFJWIOiiHcACoJElMAACqwQEN5t2V3VNbs7XphQi11u2ClEqt5Dlp6JFipEhzocMrFFG03NrpuaDvdeOHPmnf/xer1zQKNu3aaTj75Ap2Z8p7e/7avLuz6gRbfP1HH1t+sB2st15dvLtecmAJ56ndW4rZ5SozL1d0vdfX2opYCQ7gBVBYkpgAARJlRo/PUt181PTXOpWef6agbhuXpqiv3qmWtwKVHEB7fTUvVg2MTtXu3tHt3uvLzjWrUsKpbN1WLj1uoVrXy9PB7Z+jMBXu05OWtWvn4QDWq+0fR/YcNz9Ow4a0lSR67Wy6T5r3Bky9978QjAgDnkJgCABCFev3WSR3eyNKvL16q+9+/URdOO10LRrSVMd5eNP/ePITHpbFd1eyyjpqb8H9aO32Glm1orQ3bm6tezGpNGrNax50xUJ7EH3Xx4GY689zxAc/x8Ywf9MOqmtr117H67osVeuSip9T65hci/EgAwHkkpgAAVGDBysUUDuFsdP2b+r9rpB7djN6NW6LTexcc0GMaKDmlJ7Xscs7+Wh0ldVSeNKK7JGn37p36fvWxWvFdC333ndGKFW01drRLjZusVrt2HrVrl6/q1Y2ysmKUNSZGO3acqBPT3WrQoEDLfu2kepdN8PaYAkAVQ2IKAEAFFqxcTMn9o24/QU+M+UnnP3i+tvXPYo5pBAS8rjVSlLGtozKaSNnXZik5s4O2np6lPydfqqXrW2v+Hw/KveZjZbRappFT7tBJP50ol8vqgg9X6La+z+n4ReOZNwqgSiIxBQCgEhh4llsPjk3VV40Wq4MnjzmmDipMLK2vZzvWWjW6/k01knSG3Sdj+knqJ2sLtP34b7V6lUuzZ8Xq8UVXKrvmlay0C6BKoo4pAACVgMsleXb/pmbLzj6gbiYiy//a+/8faDs5M13jbvpWN92cp2bz0otqmgJAVWPC/U2qMcbybW3pZP+9M+CQLaAyCDRPDuHhsVYukpGICef1DuXc+3I9an5MbW3YvEtxcf4ncQdMdILVNy0P0XrucDlYLdlvF8Zq6HVJ+iZrtxITfTcEabNAKsrzD2XH9Y4sj7Wqd0Rtp8OoNIwxstaW6QnMV3IAIoYvXiIj0PxDhE84r3co525Yq70a19mso77sXWy//wq9/oLNPS0P0XrucAkWc4vEFD16y2o9MOADNZ71QdH+7IysUrd7RXn+oey43pHFF+YVD0N5AQCoBDasN2pRf6PTYSAEX86I1Z8762rIqf9zOhQAcBw9pgAAVALrf3GpUad078I7fkNBKRdTMQRqg9uei9eI+xpqx4BvirWZx3oiHR4AOI7EFACASmD9Bpfa5D2r5MyXig3fpVxMxRCoDVq1OkHZX05Qcq0Xig3fZYghgKqIobwAAFQCG9a7lNf2Rv3Vz9tj2jIpRS2TUugZrcAuvChfk5fcVNRm3dJS1S0tVR7aDEAVRGIKAEAlcPagfL3y7B/q12mj3ngzSSuz11IupoLrdGKBXLs36qfx10iuWM1dulJzl65kZVYAVRJDeQEAqMBKO6zTc0K+Bg2uo5lfHqnxz8Xqi8876NXXc4p6T0uiJzWyWial6O+/pZkzXPphbZzW/uDSD2tc2ri9phbWeU0tlb+/rX29p6VB7yqAyoLEFACACiyUsiHJ09N1oaS69y3WHdetV3LmuQctF4PISc5M1+vTrtD4b27Xxe1e0CVN16nRqAfV+eeuSozPkzL3HxtquRgAqAxITAEAqCSyM7IkSckbC7RuW1tNrbVEXT25DkcFyds2Sbti1W6PWyMmDZEkeaxbiZvzHI4MACoGElMAACqZpscYPfd8jq69JkmDzo7RXfemqFo1HVBGBpF1VEOrrVv3L+/hsp6iLxP8US4GQFVEYgoAQCWRnJletD3EJZ3xQB0N/XyuenXapslD71Trm18oVkYGkZOcma7WvzXT1q3Titop2JBdhucCqIpITAEAqKSSa/6tCS/laNqn9XXebW9o0O95uusev95TREx2Rpbid0m/3+3SX/2yZIxoAwDwQ7kYAAAquSExaVr1QFf98UeMLjt9jep+ll40pBeRsS5njX6PXSNXjJTz1kBvryltAABFeEcEAKCMwjX00mNtSOcONF/Rf/+Ec3PUq0cnvZq/VAM9+4qG81pri+qd+m8XCrTvYKy1YRsqHK1zYwuvx7BhuTrxwa/0r0f26eyCfYHbN8RyMeF8/gFApJCYAgBQRqUt7RGqbmmpxeaNloenBp6sYbffp4z+dbUhd/98U/+5pyXLywTadzChHh+KaJ0bW3g9Ro9J0eDql+vqe/6lDz9oqkkDeqhBnexix4ZaLiaczz8AiBSG8gIAUIX0aT9fLepv0quT49QyKcWb6Kf72ssAABiSSURBVHncRdvR2iNZ0flf31b/nKgZi+urfn2PbnzlXqdDA4AKgcQUAIAq5vFLxumpJxMU90HPormO63LWaF3OmpCG7KL0/K/vupw12uRZo1G35+mLFScr380ANgDgnRAAgCqmfdMfdHpvt+5ftUB33ZMryW+IrK/31B+9qGXnf02L5vYmenTs8TU0rc636tatYP/BrNYLoAoiMQUAoAq6485c9ezi1sjmZ6tJ8u9F+7MzsgLOMUXZBJpz2zIpRWcd+3+aNyFRZ+8eV7Q/2CJWAFCZMZQXAIAqqFFjq6GnT9G9745wOpQqbUDaLE1b1t3pMADAcfSYAgBQRV33zCU6Kb2G5jTpp7apHu/OIEN5Q+k1ZejvgQJdP2utjh32sn5/poaWtV6oo5v6+gtCLBcDAJUBiSkAAFXUsQvSdc8Zl+mRG3voszHXSQo+lDfUcjEoLthQ3iOnp6t/68f0xYx+GtX4BEmhl4sBgMqAobwAAFRhQ3tP0brfj9GMFV2dDqVKys7I0qlX9NWML2KVnZHlnV/K4kcAqiASUwAAqrD42Hw9ctFTGvXmaHk8lIqJtHU5a9S06/eaPz9WiR91LyrfAwBVDe98AABUUYWrv3bv69HDs2vqv2aJMjz71DIpRdbaopqmzBktu2BzTFsmpUhJUteubk3eu0AXD8qnxxRAlUSPKQAAVdTcpSs1d+lKxbhcOtrMVrVFoyRXrNblrJExRuty1hRto2wKr6X/P/9rPOSKfL319Pf0mAKosnjnAwCgiipcOMdjrY7vfYpufbennjltt07ullJsdV56TMOn8Bo37ZOv0bedoLnHLFZrT57DUQFA5NFjCgBAFVXYY+oyRuPS2uvpc4br+utr6MGLP9TefbH0mEZA4TVesjhWMbl/aP2bY+kxBVAlmXB/C2qMsXzTWjrZf+8s9fLwQLTplpbK8ztCuNaRFa3lOjzWI5c58Pvpv7Kt7ry9mn780eir2Xt9B7sDJkv+81APtT+UYw8mlOPDee5QHOyxu91GY+9P0Ifvx+mxcft05kB30OsdUCjHhshjreYvWxWWc+NAvHdHVre0VCXXqeV0GJWGMUbW2jK9gfKVHAAAZRSNHyaDfQjulpaq/5x+mjrMmeOd76jAtU2l4PVNA+0P5diDCeX4cJ47FAd77O53ztTkl77Qh5/kqP/2jlKm93oXXvtDCaXmaaii9UsXANGJxBQAABTzfZtMNWjgKVq1l1Viwyfp0ql6KNej0bclqP0XWUpMFNcbQJVEYgoAQBUVqEfMY622bzPavDlGNwxNVOPGVo0axahxk1Q1buxR4yYe1akjGaNiCyT5DyktKoOi/cNY/ff5qyrTfYI9dmOMrrwqX1/PidG9dyfq8Sf2ORAdADiPxBQAgCoq2FDes/Z01vvDT9TG7IbatLmhVmy7QTPf+Eabso/SpuyGcntidHTyVjVtd7QmDOinZvW2FBvu6z90tXD7YMNZq4JDDWN++pkU9e78tz5LeE4ZD90T6fAAwHEkpgAAoJi4WLd6pX5T9HN2xlVKzryu6Oede6trU3ZDvbPnfZ386Aw9Nm6f9kzxaMPG9tq4waUNG4zq1k3To4/vkxLyvcknw1MDKupZTrR6cUpdXXvVY3pklkdD04fo8lM/Up3quxyOEAAig3IxAAAgJLWq7VHbo9fpppvz9PR5IzXhge81fXqCzKpX1DPpAY28NU8dYl5S7y45mjU7wbuQDyVQAvIvyXP61k766eE2evjRXH3+3SkaOvEBp8MDgIjhrwQAAFVUsFVXixY98vFYzwH7Cp0+9gGdPlaSciRd4js+Xz16XqaOc2I07B9J+vrC7zTm9NzAw3b956n6OViJlZLHh3LswYRzvmuwOPz3F17jbtatGk+m69Zbkopf9wClYTzWU/7BAoADSEwBAKiiSltmJNT6it3SUpWcma7Bkk65r64uf/5xnfNpdf33n7eqab1fix1b0UrRhEuocaT+0E+//fKxkjNPLtofqDQMJV0AVBYM5QUAAGFTv/Y2Tbv9Og1On6H0u9/TB9/2cTqkqFC/VrZ27K2pfXnxTocCABFBjykAAAgrl8tq1MBJOjVlkS5+7il9ubKr7hz0gtb82lzz1sVrwbLm+uO3eJ12xjadcf5fql6T4akul1WjI/7Qr9vrq3mDzU6HAwBhR2IKAAAiokur5Vr6yCANnfiA2o3+RO2OXqvjuxv171ldyclW705pqHPGNdXgc/J19dU5apO6v0aqR7FyuVRsTmplrpGanZGlo1pU06oWH6p2N99Oj/uAobueKH6MAOCPxBQAAERMneq7NGXELUU/+y/u0zcjT79vzdMbr8fpwgtqqmlTjy66JF8LFyToww/jdfkVebrvPrcSkrzHG1sgGe9HmcpYI7VhI6stv8ZK2l9qhzmmACor5pgCAABHzV26UnOXrpTLuPTT1hXq2meJlizfrVFdb9as1+aqRUurFY/01Z9LZqt//9ra/sq5RSVoCkutVDbrctaoWv2/tHmTS8mZ6ZTcAVDpmXAPczHG2GgeShNJ2X/vDGnVQyCahLqqJw4f1zqyovV6h7OnzWOtXGFIFq2VJr4UqyceT9Rd9+SqUUO3XDEundYzVyYm1nfM/tIxBysjU9r94TxH8MfpPX7evBhdc2WSJryUox49CwKWiwm4r7x43Jq7vPSrCaNsovW9JFp1S0tVcp1aTodRafimVZTpjZ+v3gAAqKLC9SE4nB+wr7s+Vf0KztEdL9+q/HpdtXbpn3r4mdo6/vSV2ro5Xl2bN9cved5kKtQyMuVRiiaUcwRTeHyDjtLkV9vqmotz9NSQR5Xx0L3enlM/2RlZB+wrL8Fq1wJAOJCYAgCAqHLMDa/pzRskj92tGZ/X1t13JejoSR21aFGM6h3p0fsftVbTptbbmxilCufHtujq1geZibrw/Me1rv4+3dtKqoQjlwHg0HNMjTFNjDEzjTGrjDErjDE3+d32T2PM9779j4Y3VAAAgOJzUi/ypKlPX7euSrlL56T9T7t3G9Wbe2bUz8lcl7OmaP7sKRs6acEdp+nt/yZo5Ot3yOMhMwVQ+ZTmHdstaaS1dpkxpoakxcaYzyUdJWmgpHbWWrcx5shwBgoAACAVnx+7rX+WHszIkcvcpfoLY7T7xQKl3jlL3Xu4dYF7n3r3TVF8vCSPW25PrHbsMPppc4F27GirWrWtWrXI25/AetxqkZiiwqUxrJXceW41jfXuizFuxcTtPzbgqr9BytmEyv/c2RlZqibpkzN2a8ill+nc9y7VSy/t8s6rjeJeYQDwd8jE1Fq7VdJW3/ZuY8z3khpLul7So9Zat++2v8IZKAAAgBS4ZEpyZrr6S+p/vrRjQA29+02Gnn9+rG65YZdqJu3RttzG2rO7QLWr7VLt+rVU136vX7fX1y1319TTD+/Ur9sbHPB7jPHIGCOjAhljJROrRnV+VfP6m9UoLU2t857XsfU3q3n9TWpef5Pq187Wtv5ZRfNJC+eKHk7ZmoDzV49I0Wvnn6FOd32g/IJYNfwinXmgACqNkMa4GGOaSTpB0kJJT0jqboz5l6QcSaOstYvKO0AAAIBQ1K62W9f2ek+DH79dv26JVV5+bdWus1O1axm5XDHy2F1ymWPU9aTqmjbVo9c+qK727XfKWLeO/KJrsXP5J365eR799mstbdyQqvW/5OuPr5L0yZLT9PMfR+vn349WTn6Cjjk2QU2bpalpU49atXJryBUp5dqr+czPn+jSq6T42D3KzsiSx3rK7dwA4KRSJ6a+YbzvSRrh6zmNlXSEtbaLMSZd0juSmocpTgAAgJD9/McKSVKzZvtXCi7sYV15T5x2nTnfOx91a/BVaP3v12nNieokKfvKLCUf9VSx43bura6lreZo20e365c/muitt0dp5/wJGjFpSLk8lj17pNcn5alnm2911VXd9fOGvbr5pnhdW61cTg8AjipVYupLQt+T9Lq19n++3ZskfSBJ1tosY4zHGJNsrc0uef/777+/aLtnz57q2bNnGcMGAABVVaAarIGSSo/1FDvWf9v/+MJtj/UEPE+g+wU7NlUeqd0j6i4p4/cc9ep5gzrN2a1u3YvPOy257c9ae8A8VUnKybG6eXS8atQ4WcnJ+xQXH6fbbk1U8qW9NTh9xgHnAYBwmTVrlmbNmlWu5yxtj+nLklZba5/x2/eRpF6SZhtjjpMUFygplYonpgAAAGVR2hqpodZTDeX4wl7Xg0mW9MoVp+qK61/UWWe51Ta1QBdflKPY+P0fv4LVQi3pqiuStH69Ua1aUu3aVrVruVSrttSpo1sXPvNvZY65Tr1SvylV7ABQViU7G8eOHVvmcx4yMTXGnCLpUkkrjDFLJVlJd0qaLOllY8wKSbmSLi9zNAAAAJVIxglf65VXc/TcmEX635RUnXtenNYX7F8cKZh1OWuUn2eUs661Vr/2jObPHKZ7H0lU6tZ/6O+9NbW5+Ti5Fz6tmu1GqpWdojx3XKQeEgCERWlW5Z0nKSbIzeUzaQIAAKCS6nxSgS6+LV0rxiTqgnM9umF4qjL6u4uXnPG4i8rWFBRY3Xd1muZ+HatmzQrU6cRRGvt4gQYPylFC0nO+s+ZLlw2Xx+ao3vSHnXlgAFCOorfyNAAAQJQYEpOmix+N0YdZffTk2Ks09ta6unZkfd1Y/2TVTPKusFs4rPeIva31zZwc/fafnsobPKtoyHB2UlbAUjkAUBmQmAIAAERAbEyBzu+SqfO7ZGrB2hP06II3NG7OIl16Wb6ua5ujlkd7e0/Xri/QkY1qKm/wLMnjLrbgEgBUViSmAAAAEdb1uGV6+aYc7XxtsJ6bfpl6dL9SPVp+qXo1t2lz4mAdFbNMyZmXKDsjq1i5GgCorIy1Nry/wBgb7t9RWfy1fUfAZeOBysBjrVw8vyOCax1Z0Xq9wxl3RTl3qHGE7dx+80eD7d/5d4EyMxOVs08y8qh1Gym9c0GxYwL9zrA+/4LFjbCI1veSaGWt1ZFH1HY6jErDGCNrbZmewCSmAAAAAIDDVh6Jqau8ggEAAAAA4HCQmAIAAAAAHEViCgAAAABwFIkpAAAAAMBRJKYAAAAAAEeRmAIAAAAAHEViCgAAAABwFIkpAAAAAMBRJKYAAAAAAEeRmAIAAAAAHEViCgAAAABwFIkpAAAAAMBRJKYAAAAAAEeRmAIAAAAAHEViCgAAAABwFIkpAAAAAMBRJKYAAAAAAEeRmAIAAAAAHEViCgAAAABwFIkpAAAAAMBRJKYAAAAAAEeRmAIAAAAAHEViCgAAAABwFIkpAAAAAMBRJKYAAAAAAEeRmAIAAAAAHEViCgAAAABwFIkpAAAAAMBRJKYAAAAAAEeRmAIAAAAAHEViCgAAAABwFIkpAAAAAMBRJKYAAAAAAEeRmAIAAAAAHEViCgAAAABwFIkpAAAAAMBRJKYAAAAAAEeRmAIAAAAAHEViCgAAAABwFIkpAAAAAMBRJKYAAAAAAEeRmAIAAAAAHEViCgAAAABwFIkpAAAAAMBRJKYAAAAAAEeRmAIAAAAAHEViCgAAAABwFIkpAAAAAMBRJKYAAAAAAEeRmAIAAAAAHEViCgAAAABwFIkpAAAAAMBRJKYAAAAAAEeRmAIAAAAAHEViCgAAAABwFIkpAAAAAMBRJKYAAAAAAEeRmAIAAAAAHEViCgAAAABwFIkpAAAAAMBRJKYAAAAAAEeRmAIAAAAAHEViCgAAAABwFIkpAAAAAMBRJKYAAAAAAEeRmAIAAAAAHEViCgAAAABwFIkpAAAAAMBRJKYAAAAAAEeRmAIAAAAAHEViCgAAAABwFIkpAAAAAMBRJKYAAAAAAEeRmAIAAAAAHHXIxNQY08QYM9MYs8oYs8IYc1OJ2281xniMMXXDFyYAAAAAoLIqTY+pW9JIa21bSV0lDTfGpEjepFVSH0kbwhcinDRr1iynQ8Bhou2iG+0XvWi76Eb7RTfaL3rRdjhkYmqt3WqtXebb3i3pe0mNfTf/W9Ko8IUHp/EmEb1ou+hG+0Uv2i660X7RjfaLXrQdQppjaoxpJukESQuNMWdJ2mStXRGGuAAAAAAAVURsaQ80xtSQ9J6kEZIKJN0p7zDeokPKNzQAAAAAQFVgrLWHPsiYWElTJX1mrX3GGJMqaYakvfImpE0kbZHU2Vr7R4n7HvoXAAAAAACilrW2TB2VpU1MX5P0l7V2ZJDbf5HU0Vq7vSzBAAAAAACqntKUizlF0qWSehljlhpjlhhjMkocZsVQXgAAAADAYShVjykAAAAAAOES0qq8B2OMOc8Ys9IYU2CM6VjitjuMMT8aY743xvT123+xMeY7Y8wyY8w0Y0zd8ooHoTnM9oszxkwwxvxgjFltjBkc+cghHV77+d3+sTHmu8hFC3+htp0xJskYM9W3b4Ux5l/ORA7psN87O/r+9q01xjwd+ahRkjGmvTFmvjFmuTHmf74FH2WMiTXGvOJrr1XGmDFOx4oDBWu/Eret9N0e72SsONDB2s93+zHGmF3GmIBTCuGcg7x39jbGLPLtzzLGnFaa85VbYipphaTBkmaXCLi1pAsktZbUX9LzxitG0tOSelhrT/Dd/8ZyjAehCan9fDffJel3a+3x1to2Je+LiDqc9pPvy4SdEYwTBzqcthtnrW0tKU1SN2NMvwjGi+IOp/3+T9I11trjJB1H+1UIEyWNttZ2kPShpNG+/edLirfWtpd0oqShxphjHIoRwQVsP99nzdclXW+tTZXUU1K+U0EiqGCvv0JPSpoW8ahQGsHa7k9JZ/r2Xynv6/CQyi0xtdb+YK39UQfONT1b0tvWWre1dr2kHyV19juupu+PdS1Jv5ZXPAjNYbSfJF0t6RG/c2yLRKw40OG0nzGmuqRbJD0UyVhRXKhtZ63NsdbO9t3XLWmJvCujwwGhtp8x5ihJNa21Wb7jXpM0KGIBI5hW1tq5vu0Zks71bVtJ1X0JTjVJueLLvIooWPv1lbTcWrtSkqy12y1z2CqiYO0nY8zZkn6WtMqJwHBIAdvOWrvcWrvVt71KUqIxJu5QJyvPHtNgGkva5PfzFkmNfR+ohsn7bfNmeb9VnhSBeBCagO1njKnt+/khY8xiY8wUY0y9yIeHQwjYfr7tByU9ISkn0kGhVA7WdpIkY0wdSQMlfRnBuFA6wdqvsbx/8wptVol2hSNWGWPO8m1foP1f9rwnb2m83yStl/SEtfbvyIeHQwjWfsdJkjEm0zescJQj0eFQArafb1joaEljxSKrFVWw114RY8x5kpZYaw85WiE2lN9sjPlCUgP/XfJ+m3iXtfaTEM8VK+kGSR2steuNMc9JulPSw6GcB6VXnu0n73OniaS51tpbjTG3yDvU4vJyCRYHKOfXXwdJLay1I40xzcQbfliV82uv8Jwxkt6S9LSvRw5hEo72Q+QdrB3lHQH0nDHmHkkfS8rzHXOSJLekoyQlS/raGDOD11zkHWb7xUo6Rd5h2PskfWmMWWSt/SpigUPSYbfffZL+ba3d65sJwWcVBxxm2xXet628oyv7lOZ3hZSYWmtLddIStkg62u/nJr59J3hPWfTm/o6k2w/j/Cil8mw/a222MWaPtfZD3/535X1yIkzK+fXXVVInY8zPkuIk1TfGzLTW9ip7pCipnNuu0IuSfrDWPleW2HBo5dx+h2pXhEkp2rGfJBljWkka4Nt3saRMa61H0p/GmHnyJjnrwxUnAjvM9tssaY61drvvtmmSOkoiMY2ww2y/kySda4x5XNIRkgqMMTnW2ufDFylKOsy2kzGmiaQPJA0p7Zd54RrK6/+NxseSLjLGxBtjjpXUUtK38v4hbmOMSfYd10fS92GKB6EpTftJ0id+q2z1lrQ6gjEiuEO2n7X2BWttE2ttc0nd5E1wSEqdV6rXnjHmIUm1rLW3OBAjgivNa2+rpB3GmM6+9RUul/Q/B2KFn8KpKMYYl6S75V2gSpI2Surlu626pC6S1jgRI4IL0H4v+G6aLqmdMSbRN1Kvh/isUuEEaz9rbXdrbXPfZ5WnJf2LpLRiCdZ2vqlGUyXdbq39prTnK89yMYOMMZvkfdOeaoz5TJKstavl7Q1dLe+KWsOs12/yjhn/2hizTFIHSZQ9cEio7ee72xhJ9/va71JJt0Y+ckiH3X6oAEJtO2NMY3mnPbQxxiw1xiwxxjBawSGH+dobLu+aCmsl/WitzYx85CjhYmPMD/K21xZr7au+/ePlXaRxpaSFkiYVLqSDCqVk+70iSb75wE9JWiTvQnGLrLWfORYlggnYfogKwdpuuKQWku71+6xy5KFOZviMCgAAAABwUiRW5QUAAAAAICgSUwAAAACAo0hMAQAAAACOIjEFAAAAADiKxBQAAAAA4CgSUwAAAACAo0hMAQAAAACOIjEFAAAAADjq/wGGjmiCmeqkFgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb5fbf28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The region of Texas, to make the steps more clear, here we only use the main region\n",
    "texas_main_vertices = Texas.parts[0]\n",
    "fig, ax = plt.subplots(figsize=(16, 11))\n",
    "qts_singlering = QuadTreeStructureSingleRing(Ring(texas_main_vertices))\n",
    "patches = []\n",
    "color_array = []\n",
    "cells_to_draw = [qts_singlering.root_cell]\n",
    "while len(cells_to_draw) > 0:\n",
    "    cell = cells_to_draw.pop()\n",
    "\n",
    "    if cell.children_l_b is None:\n",
    "        # this is a leaf in the quad tree structure, draw it\n",
    "        verts = [\n",
    "            [cell.min_x, cell.min_y],\n",
    "            [cell.min_x, cell.min_y + cell.length_y],\n",
    "            [cell.min_x + cell.length_x, cell.min_y + cell.length_y],\n",
    "            [cell.min_x + cell.length_x, cell.min_y],\n",
    "            [cell.min_x, cell.min_y],\n",
    "        ]\n",
    "        patches.append(verts)\n",
    "        if cell.status == \"in\":\n",
    "            color_array.append(\"#c8e6c9\")  # in color green\n",
    "        elif cell.status == \"out\":\n",
    "            color_array.append(\"#b0bec5\")  # in color grey\n",
    "        else:  # means \"maybe\"\n",
    "            color_array.append(\"#ffa726\")  # in color orange\n",
    "    else:\n",
    "        cells_to_draw.append(cell.children_l_b)\n",
    "        cells_to_draw.append(cell.children_l_t)\n",
    "        cells_to_draw.append(cell.children_r_b)\n",
    "        cells_to_draw.append(cell.children_r_t)\n",
    "coll = matplotlib.collections.PolyCollection(\n",
    "    np.array(patches), facecolors=color_array, edgecolors=\"#eceff1\"\n",
    ")\n",
    "ax.add_collection(coll)\n",
    "point_x_list = []\n",
    "point_y_list = []\n",
    "for point in texas_main_vertices:\n",
    "    point_x_list.append(point[0])\n",
    "    point_y_list.append(point[1])\n",
    "plt.plot(point_x_list, point_y_list)\n",
    "ax.autoscale_view()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the result of \"Point in Polygon\" test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xca90358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16, 12))\n",
    "\n",
    "for vertices in Texas_with_holes.parts:\n",
    "    line_x_list = []\n",
    "    line_y_list = []\n",
    "    for point in vertices:\n",
    "        line_x_list.append(point[0])\n",
    "        line_y_list.append(point[1])\n",
    "    plt.plot(line_x_list, line_y_list, c=\"#6a1b9a\")\n",
    "for vertices in Texas_with_holes.holes:\n",
    "    line_x_list = []\n",
    "    line_y_list = []\n",
    "    for point in vertices:\n",
    "        line_x_list.append(point[0])\n",
    "        line_y_list.append(point[1])\n",
    "    plt.plot(line_x_list, line_y_list, c=\"#1565c0\")\n",
    "\n",
    "point_x_list = []\n",
    "point_y_list = []\n",
    "point_colors = []\n",
    "bbox = Texas_with_holes.bbox\n",
    "for _ in range(0, 1000):\n",
    "    x = random.uniform(bbox[0], bbox[2])\n",
    "    y = random.uniform(bbox[1], bbox[3])\n",
    "    point_x_list.append(x)\n",
    "    point_y_list.append(y)\n",
    "    if Texas_with_holes.contains_point([x, y]):\n",
    "        point_colors.append(\"#e57373\")  # inside, red\n",
    "    else:\n",
    "        point_colors.append(\"#4db6ac\")  # outside, green\n",
    "\n",
    "plt.scatter(point_x_list, point_y_list, c=point_colors, linewidth=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test the performance of this quad-tree-structure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10000 random points generated\n",
      "------------------------------\n",
      "Begin test without quad-tree-structure\n",
      "Test without quad-tree-structure finished, time used = 23.204s\n",
      "------------------------------\n",
      "Begin test with quad-tree-structure\n",
      "Test with quad-tree-structure finished, time used = 0.451s\n"
     ]
    }
   ],
   "source": [
    "# construct a study area with 3000+ vertices\n",
    "Huangshan = Polygon(get_ring_from_file(\"data/study_region_huangshan_point.txt\"))\n",
    "points = []\n",
    "bbox = Huangshan.bounding_box\n",
    "for _ in range(0, 10000):\n",
    "    x = random.uniform(bbox[0], bbox[2])\n",
    "    y = random.uniform(bbox[1], bbox[3])\n",
    "    points.append((x, y))\n",
    "print(str(len(points)) + \" random points generated\")\n",
    "print(\"------------------------------\")\n",
    "print(\"Begin test without quad-tree-structure\")\n",
    "time_begin = int(round(time.time() * 1000))\n",
    "for point in points:\n",
    "    Huangshan.contains_point(point)\n",
    "time_end = int(round(time.time() * 1000))\n",
    "print(\n",
    "    \"Test without quad-tree-structure finished, time used = \"\n",
    "    + str((time_end - time_begin) / 1000.0)\n",
    "    + \"s\"\n",
    ")\n",
    "print(\"------------------------------\")\n",
    "print(\"Begin test with quad-tree-structure\")\n",
    "time_begin = int(round(time.time() * 1000))\n",
    "Huangshan.build_quad_tree_structure()\n",
    "count_error = 0\n",
    "for point in points:\n",
    "    Huangshan.contains_point(point)\n",
    "time_end = int(round(time.time() * 1000))\n",
    "print(\n",
    "    \"Test with quad-tree-structure finished, time used = \"\n",
    "    + str((time_end - time_begin) / 1000.0)\n",
    "    + \"s\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Validate the correctness of this quad-tree-structure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Study region read finished, with vertices of 3891\n",
      "1000 random points generated\n",
      "finished ==================== no error found\n"
     ]
    }
   ],
   "source": [
    "# polygons = ps.open(\"data/Huangshan_region.shp\")  # read the research region shape file\n",
    "# research_region = polygons[0]  # set the first polygon as research polygon\n",
    "# len(research_region.vertices)\n",
    "vertices = get_ring_from_file(\"data/study_region_huangshan_point.txt\")\n",
    "print(\"Study region read finished, with vertices of \" + str(len(vertices)))\n",
    "huangshan = Ring(vertices)\n",
    "\n",
    "points = []\n",
    "bbox = huangshan.bounding_box\n",
    "for _ in range(0, 1000):\n",
    "    x = random.uniform(bbox[0], bbox[2])\n",
    "    y = random.uniform(bbox[1], bbox[3])\n",
    "    points.append([x, y, True])\n",
    "print(str(len(points)) + \" random points generated\")\n",
    "\n",
    "# First, test if these points are inside the polygon, record the result\n",
    "for point in points:\n",
    "    is_in = huangshan.contains_point((point[0], point[1]))\n",
    "    point[2] = is_in\n",
    "\n",
    "# Then, build the quad-tree and do the test again. Compare the results of two methods.\n",
    "count_error = 0\n",
    "huangshan.build_quad_tree_structure()\n",
    "for point in points:\n",
    "    is_in = huangshan.contains_point((point[0], point[1]))\n",
    "    if point[2] != is_in:\n",
    "        print(\"Error found!!!\")\n",
    "        count_error += 1\n",
    "\n",
    "\n",
    "if count_error == 0:\n",
    "    print(\"finished ==================== no error found\")\n",
    "else:\n",
    "    print(\"finished ==================== ERROR FOUND\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Algorithm for building quadtree cells for study area\n",
    "A huge number of points will be simulated and test if falls in the study area in the real case. This calculation process is very computing intensive. Especially when the boundary of study area is complex and contains a lot of segments, or the simulation time is also large.   \n",
    "In order to fast decide whether a point is contained in the study area, we can prepare an grid structure which divide the study area into quadtree based regular rectangles. Each rectangles will have a specific status from ['in', 'out', 'maybe']. After we prepared this kind of grid structure, deciding whether a points falls in the study area will be very easy: first, allocate the point into a specific cell. For the cell with different status:  \n",
    "- in: the point must be in the study area  \n",
    "- out: the point must not be in the study area  \n",
    "- maybe: decide if the points falls into the study area by some following-up calculation. However, the small polygon contains much less boundary segments, the calculation will be much easier. What's more, this kind of grids only take over a very small part of the whole grids  \n",
    "![quadtree_example](img/quadtree_example.png)\n",
    "\n",
    "### Process of duadtree dividing of the study area:\n",
    "Treat the boundary of the study area as arc. Each time of dividing the study area means use two straight lines (on horizontal and one vertical) to split a big rectangle (cell) into 4 smaller ones. During this process, the arc should also be used to intersect with the straight lines and break into small segments. Different segments should belong to different cells and can be used to determine the status of the cell (as we mentioned: in, out or maybe inside of the study area.) Repeat this process until the cell's size is small enough.  \n",
    "During the dividing, there are <font style=\"color:blue\">some special properties of the arcs</font> we need to know:  \n",
    "- Point order of the arcs **MUST** be clockwise  \n",
    "- The two end-points of each arc **MUST** lie on the borders of the cell  \n",
    "- When a arc goes in a cell, it **MUST** goes out from the same one  \n",
    "- The intersection points **MUST** be lying on the inner-boundaries which are used to divide the cell into 4 sub-cells\n",
    "- Use the intersection points to split the arcs into small ones  \n",
    "- No need to store cell boundaries as arcs, store the intersection points, points' relative location from  \n",
    "\n",
    "\n",
    "The following image depicts the categorize rule of cell boundary when being divided into sub cells:  \n",
    "<b style=\"color:blue\">cell_boundary_category_rule</b>  \n",
    "![cell_boundary_category_rule](img/cell_boundary_category_rule.png)\n",
    "\n",
    "<b style=\"color:blue\">segment_sequence_search_rule</b>  \n",
    "![segment_sequence_search_rule](img/segment_sequence_search_rule.png)\n",
    "\n",
    "In the situations that there are some arcs intersect with a cell and we need to extract the segment squence, here is the rule:  \n",
    "1. Start on the bottom-left point of the cell, go clockwise to search points.  \n",
    "2. Find the first arc-begin-point on the cell's border. The actual segment sequence begin from here.  \n",
    "3. Go alone the arc until the end point on the border. Then go alone the cell's border until find next arc-begin-point.  \n",
    "4. Repeat **Step.3** until reach the first arc-begin-point at **Step.2**. Search stop.\n",
    "\n",
    "From the image we can see that the red border lines also belong to the segment sequence.  \n",
    "During the quadtree dividing, when there is a cell who doesn't intersect with any arc, we need to determine whether this cell is totally within the study area or not. we Can use the method above to determine: If this cell share a border which belongs to other cells' segment sequence, then this cell is totally within the study area; vice versa\n",
    "\n",
    "\n",
    "<b style=\"color:blue\">extract_connecting_boders_between_points</b>  \n",
    "![extract_connecting_boders_between_points](img/extract_connecting_boders_between_points.png)\n",
    "\n",
    "<b style=\"color:blue\">situation_segment_intersect_with_two_split_line</b>\n",
    "![situation_segment_intersect_with_two_split_line](img/situation_segment_intersect_with_two_split_line.png)\n",
    "\n",
    "Under the sitiation that a single segment intersects with both split-lines. This kind of situation should be carefully treated."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## Reference\n",
    "Point in Polygon Strategies http://erich.realtimerendering.com/ptinpoly/  \n",
    "Samet, Hanan. Foundations of multidimensional and metric data structures. Morgan Kaufmann, 2006.  \n",
    "Jiménez, Juan J., Francisco R. Feito, and Rafael J. Segura. \"A new hierarchical triangle-based point-in-polygon data structure.\" Computers & Geosciences 35, no. 9 (2009): 1843-1853.  \n",
    "http://stackoverflow.com/questions/12881848/draw-polygons-more-efficiently-with-matplotlib  \n",
    "http://matplotlib.org/api/collections_api.html  \n",
    "http://materializecss.com/color.html "
   ]
  }
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