{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Lecture 14 - Topological sort\n",
        "\n",
        "In this lecture, we will discuss -\n",
        "\n",
        "*   Directed Acyclic Graphs - Source, Sink vertices\n",
        "*   DFS on DAGs\n",
        "*   Applications - Topological Sort\n",
        "*   Applications - Minimum semesters to finish a degree\n",
        "\n",
        "Announcements -\n",
        "\n",
        "* Hw 3 due tonight\n",
        "* Exam 1 grades released\n",
        "* Regrade requests - https://forms.gle/rrQnLjnftjpPqsT8A\n",
        "\n"
      ],
      "metadata": {
        "id": "NBlFwuPaKhA5"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Discovery clicker\n",
        "\n",
        "Scan and use join code 277\n",
        "\n",
        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)"
      ],
      "metadata": {
        "id": "5JadSz_CNl9h"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Directed Acyclic graphs\n",
        "\n",
        "DAGs are dircted graphs that do not contain any cycles.\n",
        "\n",
        "* Source - A vertex that has no incoming edges is called a source vertex.\n",
        "\n",
        "* Sink - A vertex that has no outgoing edges is called a sink vertex.\n",
        "\n",
        "\n",
        "![Screenshot 2026-03-03 at 11.18.38 PM.png](data:image/png;base64,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)\n",
        "\n",
        "This directed acyclic graph has one source vertex 0 and two sink vertices - 1 and 4."
      ],
      "metadata": {
        "id": "5EzoZRAkNlcd"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Finding source and sink vertex/vertices\n",
        "\n",
        "> Every DAG necessarily has a source vertex and a sink vertex. (If either is missing, we can find a cycle!)\n",
        "\n",
        "* Given a DAG in the adjacency list format, design an algorithm that prints all the source and sink vertices in the graph.\n"
      ],
      "metadata": {
        "id": "g6YSi7gwOGFP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Finding sources and sinks in a DAG\n",
        "\n",
        "def find_sink(G):\n",
        "\n",
        "  for i in range(len(G)):\n",
        "    if(G[i] == []):\n",
        "      return i\n",
        "  # if a vertex has no outgoing edges, then it is a sink\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "def find_source(G):\n",
        "\n",
        "  source = [None]*len(G)\n",
        "\n",
        "  for i in range(len(G)):\n",
        "    for j in range(len(G)):\n",
        "      if(j in G[i]):\n",
        "        source[j] = False\n",
        "\n",
        "  #print(source)\n",
        "\n",
        "  for i in range(len(G)):\n",
        "    if(source[i] != False):\n",
        "      source[i] = True\n",
        "      return i\n",
        "\n",
        "\n",
        "#if a vertex has no incoming edges, then it is a source\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "# G : G[0] = [1,2], G[1] = [3], G[2] = [3,5,7], G[3] = [], G[4] = [5], G[5] = [], G[6] = [], G[7] = []\n",
        "\n",
        "\n",
        "print(find_source([[1,2],[3],[3,5,7],[],[5],[],[],[]]))\n",
        "print(find_sink([[1,2],[3],[3,5,7],[],[5],[],[],[]]))\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FHE8fpDfsRKs",
        "outputId": "8974ab01-51a0-48cf-c609-f809f80b1d5c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0\n",
            "3\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# DAG - modeling dependencies\n",
        "\n",
        "A typical application of DAGs is to model dependencies between entities.\n",
        "\n",
        "For the course prequisite graph, the vertices represent courses and a directed edge from $u$ to $v$ indicates that course $u$ is a prerequisite for course $v$.\n",
        "\n",
        "![Screenshot 2026-03-08 at 8.58.56 PM.png](data:image/png;base64,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)\n",
        "\n",
        "\n",
        "> Can you identify if a given sequence of courses is valid?\n",
        "\n",
        "> Can you print a valid semester-wise study plan for this degree?\n",
        "\n",
        "> What is the fewest number of semesters in which this degree can be achieved? (Assume these are the only courses in the degree)"
      ],
      "metadata": {
        "id": "C9bq19Aa7-5E"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Valid course sequence\n",
        "\n",
        "Which of the following are valid course sequences for the DS degree -\n",
        "\n",
        "1. Stat 107, Stat 207, Math 227, Cs 307, Cs 277, Is 467, Is 477, Math 220\n",
        "\n",
        "2. Stat 107, Stat 207, Math 227, Cs 307, Math 220, Cs 277, Is 467, Is 477\n",
        "\n",
        "3. Math 220, Stat 107, Is 467, Is 477, Stat 207, Math 227, Cs 307, Cs 277\n",
        "\n",
        "4. Stat 107, Math 220, Is 467, Math 227, Stat 207, Cs 307, Cs 277, Is 477\n",
        "\n",
        "\n",
        "---\n",
        "\n",
        "> What distinguishes valid sequences from invalid ones?\n",
        "\n",
        "---\n",
        "\n",
        "> Can you suggest an algorithm to test validity?\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "SeKgjPX9PaWr"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Course sequence validity testing\n",
        "\n",
        "Main idea - If a sequence violates any prerequisite relationship, it is invalid.\n",
        "\n",
        "So, check if every prerequisite relationship is \"respected\".\n",
        "\n",
        "Let's code it up -"
      ],
      "metadata": {
        "id": "boh_aL5tTnna"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Given a course prerequisite graph and a course sequence as input, return whether the sequence is a valid one\n",
        "\n",
        "def course_sequence_test(G, seq):\n",
        "\n",
        "  for i in range(len(G)):\n",
        "    for j in G[i]:\n",
        "      #for every i -> j edge in G, test if seq has i after j - if so, False\n",
        "      if(seq.index(i) > seq.index(j)):\n",
        "        print(\"course \" + str(i) + \" should be done before course \"+ str(j))\n",
        "        return False\n",
        "\n",
        "  return True\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "print(course_sequence_test([[1,2],[3],[3,5,7],[],[5],[],[],[]], [4,0,2,1,3,6,5,7]))\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xEQbCRNWKba9",
        "outputId": "0682489a-eeaa-4e6d-9062-8814c5ba9a4f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Steps to setup course study plan\n",
        "\n",
        "\n",
        "1.   The first course in any course study plan must not have any prerequisites. If the start vertex of DFS is not a **source** vertex, then this plan fails.\n",
        "\n",
        "2.   All prerequisites of X must appear before X in the study plan. For example, Stat 207 must appear before CS 307 in any valid course study plan.\n",
        "\n",
        "# Fixes\n",
        "\n",
        "1. Pick a source vertex as the start vertex. Note that this is a safe choice for the first course to be completed. So, we can pick Stat 107 as the first course safely.\n",
        "\n",
        "2. Which course can we pick next? Well, since there are multiple sources for this DAG, we can pick them! Math 220 and IS 467 are source courses with no prerequisites, so they can be picked next.\n",
        "\n",
        "3. Which courses can we pick after all these source courses are done? Note that since we have already completeled Stat 107, IS 467 and Math 220 we can pick courses that have (only) these courses as their prerequisites.\n",
        "\n",
        "In this case, the course Stat 207 is a valid pick since its prereqs are {Stat 107} whereas CS 277 is still not valid since one of its prerequisite courses (Stat 207) is not yet complete.\n",
        "\n",
        "But, how can we figure that out from the graph in a systematic manner?\n",
        "\n"
      ],
      "metadata": {
        "id": "nA_LwvY98mVd"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Graph updates\n",
        "\n",
        "\n",
        "\n",
        "*   Once we have completed a course X, we can safely delete its outgoing edges since we have satisfied the \"X is a prereq for course Y\" relationships.\n",
        "*   After this update, we are left with a graph on fewer vertices/edges. Crucially, this new graph is also a DAG!\n",
        "*  Which means this new graph also has atleast one source and atleast one sink. We can safely pick the source next!\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "Rd3KC79zC8km"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Topological Sort\n",
        "\n",
        "Topological sorting of a DAG refers to sorting its vertices such that all edges go from \"left\" to \"right\", In other words, we find a seqeunce such that edges only move from a lower position vertex to a higher position vertex.\n",
        "\n",
        "For example, consider the initial course prerequisite graph -\n",
        "\n",
        "![Screenshot 2026-03-08 at 7.06.39 PM.png](data:image/png;base64,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)\n",
        "\n",
        "After topological sort, the courses are \"ordered\" so that all edges go from left to right -\n",
        "\n",
        "![Screenshot 2026-03-09 at 2.55.14 PM.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUwAAAMCCAYAAACyeozoAAAMS2lDQ1BJQ0MgUHJvZmlsZQAASImVVwdYU8kWnltSIQQIhCIl9CaISAkgJYQWQHoRRCUkAUKJMSGo2NFlV3DtIoIVXQVRdHUFRGzYlUWx98WCirIuFuzKmxBAl33le+f75t7//nPmn3POnVsGAHoHXyrNRTUByJPky2JDAljjk1NYpGcAAXqADgyAA18gl3KioyMAtMHz3+3tNegN7bKjUuuf/f/VtIQiuQAAJBridKFckAfxbwDgzQKpLB8AohTyFtPypUq8CmIdGQwQ4molzlThZiVOV+GL/T7xsVyIHwFAVufzZZkAaPRAnlUgyIQ6dJgtcJYIxRKI/SH2zcubIoR4HsS20AfOSVfqs9O/08n8m2b6kCafnzmEVbn0GzlQLJfm8mf8n+X435aXqxicwwY29SxZaKwyZ1i3RzlTwpVYHeL3kvTIKIi1AUBxsbDfX4mZWYrQBJU/aiuQc2HNABPisfLcON4AHyvkB4ZDbARxhiQ3MmLApyhDHKz0gfVDy8X5vHiI9SGuFsmD4gZ8jsqmxA7Oey1DxuUM8E/5sv4YlPpfFTkJHJU+pp0l4g3oY06FWfFJEFMhDiwQJ0ZCrAFxpDwnLnzAJ7Uwixs56CNTxCpzsYRYJpKEBKj0sbIMWXDsgP+OPPlg7tjRLDEvcgBfys+KD1XVCnsk4PfHD3PBekQSTsKgjkg+PmIwF6EoMEiVO04WSRLiVDyuL80PiFWNxe2ludED/niAKDdEyZtDHC8viBscW5APF6dKHy+W5kfHq+LEK7L5YdGqePA9IAJwQSBgAQVs6WAKyAbitu6Gbnil6gkGfCADmUAEHAeYwRFJ/T0SeIwDheBPiERAPjQuoL9XBAog/2UYq+TEQ5zq6AgyBvqUKjngMcR5IBzkwmtFv5JkKIJE8Agy4n9ExIdNAHPIhU3Z/+/5QfYbw4FMxACjGJyRRR/0JAYRA4mhxGCiHW6I++LeeAQ8+sPmgrNxz8E8vvkTHhPaCQ8IVwkdhJuTxUWyYVGOAx1QP3igPunf1we3hppueADuA9WhMs7EDYEj7grn4eB+cGY3yHIH4lZWhTVM+28ZfHeHBvwozhSUokfxp9gOH6lhr+E2pKKs9ff1UcWaPlRv7lDP8Pm531VfCM/hwz2xn7B92GnsGHYWa8YaAAs7gjVirdghJR5acY/6V9zgbLH98eRAneFr5tudVVZS7lzr3OX8WdWXL5qer3wYuVOkM2TizKx8Fgd+MUQsnkTgNJLl4uziDoDy+6N6vb2O6f+uIMzWb9yCPwDwOdLX13fwGxd2BIBfPeAr4cA3zpYNPy1qAJw5IFDIClQcrjwQ4JuDDp8+A2ACLIAtzMcFuANv4A+CQBiIAvEgGUyC0WfBdS4D08AsMB8Ug1KwDKwGFWAj2AKqwS6wFzSAZnAMnALnwUVwFdyGq6cTPAc94C34hCAICaEhDMQAMUWsEAfEBWEjvkgQEoHEIslIGpKJSBAFMgtZgJQiK5AKZDNSg/yKHECOIWeRduQmch/pQl4hH1EMVUd1UGPUGh2FslEOGo7GoxPRTHQqWoguRJeg5WgVuhOtR4+h59GraAf6HO3FAKaGMTEzzBFjY1wsCkvBMjAZNgcrwcqwKqwOa4L3+TLWgXVjH3AizsBZuCNcwaF4Ai7Ap+Jz8MV4BV6N1+Mn8Mv4fbwH/0qgEYwIDgQvAo8wnpBJmEYoJpQRthH2E07CZ6mT8JZIJDKJNkQP+CwmE7OJM4mLieuJu4lHie3Eh8ReEolkQHIg+ZCiSHxSPqmYtJa0k3SEdInUSXpPViObkl3IweQUsoRcRC4j7yAfJl8iPyF/omhSrChelCiKkDKDspSyldJEuUDppHyialFtqD7UeGo2dT61nFpHPUm9Q32tpqZmruapFqMmVpunVq62R+2M2n21D+ra6vbqXPVUdYX6EvXt6kfVb6q/ptFo1jR/Wgotn7aEVkM7TrtHe6/B0HDS4GkINeZqVGrUa1zSeEGn0K3oHPokeiG9jL6PfoHerUnRtNbkavI152hWah7QvK7Zq8XQGq0VpZWntVhrh9ZZrafaJG1r7SBtofZC7S3ax7UfMjCGBYPLEDAWMLYyTjI6dYg6Njo8nWydUp1dOm06Pbrauq66ibrTdSt1D+l2MDGmNZPHzGUuZe5lXmN+1DPW4+iJ9Bbp1eld0nunP0LfX1+kX6K/W/+q/kcDlkGQQY7BcoMGg7uGuKG9YYzhNMMNhicNu0fojPAeIRhRMmLviFtGqJG9UazRTKMtRq1GvcYmxiHGUuO1xseNu02YJv4m2SarTA6bdJkyTH1NxaarTI+YPmPpsjisXFY56wSrx8zILNRMYbbZrM3sk7mNeYJ5kflu87sWVAu2RYbFKosWix5LU8txlrMsay1vWVGs2FZZVmusTlu9s7axTrL+0brB+qmNvg3PptCm1uaOLc3Wz3aqbZXtFTuiHdsux2693UV71N7NPsu+0v6CA+rg7iB2WO/QPpIw0nOkZGTVyOuO6o4cxwLHWsf7TkynCKcipwanF6MsR6WMWj7q9Kivzm7Ouc5bnW+P1h4dNrpodNPoVy72LgKXSpcrY2hjgsfMHdM45qWrg6vIdYPrDTeG2zi3H91a3L64e7jL3OvcuzwsPdI81nlcZ+uwo9mL2Wc8CZ4BnnM9mz0/eLl75Xvt9frL29E7x3uH99OxNmNFY7eOfehj7sP32ezT4cvyTfPd5NvhZ+bH96vye+Bv4S/03+b/hGPHyebs5LwIcA6QBewPeMf14s7mHg3EAkMCSwLbgrSDEoIqgu4FmwdnBtcG94S4hcwMORpKCA0PXR56nWfME/BqeD1hHmGzw06Eq4fHhVeEP4iwj5BFNI1Dx4WNWznuTqRVpCSyIQpE8aJWRt2NtomeGn0whhgTHVMZ8zh2dOys2NNxjLjJcTvi3sYHxC+Nv51gm6BIaEmkJ6Ym1iS+SwpMWpHUMX7U+NnjzycbJouTG1NIKYkp21J6JwRNWD2hM9UttTj12kSbidMnnp1kOCl30qHJ9Mn8yfvSCGlJaTvSPvOj+FX83nRe+rr0HgFXsEbwXOgvXCXsEvmIVoieZPhkrMh4mumTuTKzK8svqyyrW8wVV4hfZodmb8x+lxOVsz2nLzcpd3ceOS8t74BEW5IjOTHFZMr0Ke1SB2mxtGOq19TVU3tk4bJtckQ+Ud6YrwN/9FsVtoofFPcLfAsqC95PS5y2b7rWdMn01hn2MxbNeFIYXPjLTHymYGbLLLNZ82fdn82ZvXkOMid9Tstci7kL53bOC5lXPZ86P2f+70XORSuK3ixIWtC00HjhvIUPfwj5obZYo1hWfP1H7x83/oT/JP6pbdGYRWsXfS0RlpwrdS4tK/28WLD43M+jfy7/uW9JxpK2pe5LNywjLpMsu7bcb3n1Cq0VhSserhy3sn4Va1XJqjerJ68+W+ZatnENdY1iTUd5RHnjWsu1y9Z+rsiquFoZULl7ndG6ReverReuv7TBf0PdRuONpRs/bhJvurE5ZHN9lXVV2RbiloItj7cmbj39C/uXmm2G20q3fdku2d5RHVt9osajpmaH0Y6ltWitorZrZ+rOi7sCdzXWOdZt3s3cXboH7FHsefZr2q/X9obvbdnH3lf3m9Vv6/Yz9pfUI/Uz6nsasho6GpMb2w+EHWhp8m7af9Dp4PZms+bKQ7qHlh6mHl54uO9I4ZHeo9Kj3ccyjz1smdxy+/j441dOxJxoOxl+8syp4FPHT3NOHznjc6b5rNfZA+fY5xrOu5+vb3Vr3f+72+/729zb6i94XGi86HmxqX1s++FLfpeOXQ68fOoK78r5q5FX268lXLtxPfV6xw3hjac3c2++vFVw69PteXcId0ruat4tu2d0r+oPuz92d7h3HLofeL/1QdyD2w8FD58/kj/63LnwMe1x2RPTJzVPXZ42dwV3XXw24Vnnc+nzT93Ff2r9ue6F7Yvf/vL/q7VnfE/nS9nLvleLXxu83v7G9U1Lb3Tvvbd5bz+9K3lv8L76A/vD6Y9JH598mvaZ9Ln8i92Xpq/hX+/05fX1Sfkyfv+vAAaUW5sMAF5tB4CWDAAD7hupE1T7w35DVHvafgT+E1btIfsN/rnUwX/6mG74d3MdgD1bAbCG+vRUAKJpAMR7AnTMmKE2uJfr33cqjQj3BpvivqTnpYN/Y6o96XdxDz8DpaorGH7+F1pqgySvLNmnAAAABGNJQ1AMDQABbgPj7wAAAIplWElmTU0AKgAAAAgABAEaAAUAAAABAAAAPgEbAAUAAAABAAAARgEoAAMAAAABAAIAAIdpAAQAAAABAAAATgAAAAAAAACQAAAAAQAAAJAAAAABAAOShgAHAAAAEgAAAHigAgAEAAAAAQAABUygAwAEAAAAAQAAAwIAAAAAQVNDSUkAAABTY3JlZW5zaG90Y4HLuwAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAAddpVFh0WE1MOmNvbS5hZG9iZS54bXAAAAAAADx4OnhtcG1ldGEgeG1sbnM6eD0iYWRvYmU6bnM6bWV0YS8iIHg6eG1wdGs9IlhNUCBDb3JlIDYuMC4wIj4KICAgPHJkZjpSREYgeG1sbnM6cmRmPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5LzAyLzIyLXJkZi1zeW50YXgtbnMjIj4KICAgICAgPHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9IiIKICAgICAgICAgICAgeG1sbnM6ZXhpZj0iaHR0cDovL25zLmFkb2JlLmNvbS9leGlmLzEuMC8iPgogICAgICAgICA8ZXhpZjpQaXhlbFlEaW1lbnNpb24+NzcwPC9leGlmOlBpeGVsWURpbWVuc2lvbj4KICAgICAgICAgPGV4aWY6UGl4ZWxYRGltZW5zaW9uPj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VSpkyZ2K4Oz0cAAQQQQAABBBBAAAEEEEDArwUITP26+6g8At4TqFq1quTIkUPGjh3rvYdQsscE5s+fLz179jRrmiZPntxj5VIQAggggAACCCCAAAIIIIAAAnYTIDC1W4/TXgScEJg+fboMGTJEdu3aJUmSJHHiDi7xBYE6depIqlSpZPLkyb5QHeqAAAIIIIAAAggggAACCCCAgF8KEJj6ZbdRaQS8J3D8+HEpWLCgrF69WgIDA733IEr2uMC5c+ckf/78Mnv2bKlcubLHy6dABBBAAAEEEEAAAQQQQAABBOwgQGBqh16mjQg4KfDo0SOz67oGpiNHjnTyLi7zJYElS5aYzZ/27t0rKVKk8KWqURcEEEAAAQQQQAABBBBAAAEE/EKAwNQvuolKIhAzAp999plZs/TXX3+VRIkSxcxDeYrHBRo2bCgJEyaUmTNnerxsCkQAAQQQQAABBBBAAAEEEEDA6gIEplbvYdqHgJMCly9flpw5c8qKFSuYiu+kma9edvHiRXn22Wdl7dq1UqxYMV+tJvVCAAEEEEAAAQQQQAABBBBAwCcFCEx9sluoFAIxL9C9e3f5448/5Isvvoj5h/NEjwuMGDFC1qxZIxs2bPB42RSIAAIIIIAAAggggAACCCCAgJUFCEyt3Lu0DQEnBU6ePCl58+aVHTt2mJGJTt7GZT4scPv2bdOXEydOlKpVq/pwTakaAggggAACCCCAAAIIIIAAAr4lQGDqW/1BbRCIFYHmzZubNS81XOOwjsCsWbPM5l27du2SuHHjWqdhtAQBBBBAAAEEEEAAAQQQQAABLwoQmHoRl6IR8AcB3U09MDBQDh06JOnSpfOHKlNHJwUePnwohQoVkg4dOsjbb7/t5F1chgACCCCAAAIIIIAAAggggIC9BQhM7d3/tB4BqVWrlrzwwgvSt29fNCwo8NVXX0mLFi3kzz//lICAAAu2kCYhgAACCCCAAAIIIIAAAggg4FkBAlPPelIaAn4lcOTIEROWnjhxQlKkSOFXdaeyzgu8+OKL0rlzZ2nYsKHzN3ElAggggAACCCCAAAIIIIAAAjYVIDC1acfTbARUoGPHjnLjxg2ZNGkSIBYWmDFjhkyZMkU2b95s4VbSNAQQQAABBBBAAAEEEEAAAQQ8I0Bg6hlHSkHA7wRu3rwpmTJlkh9++EEKFCjgd/Wnws4L3L592/T1N998I4ULF3b+Rq5EAAEEEEAAAQQQQAABBBBAwIYCBKY27HSajIAKTJ48WebNm2cCU0SsL9CtWzc5f/68TJ8+3fqNpYUIIIAAAggggAACCCCAAAIIREOAwDQaeNyKgD8LPP/889K7d2+pW7euPzeDujspcOzYMcmXL5/o91SpUjl5F5chgAACCCCAAAIIIIAAAgggYD8BAlP79TktRkA2bdokDRo0kL/++kvix4+PiE0EateuLYGBgWYDKJs0mWYigAACCCCAAAIIIIAAAggg4LIAganLZNyAgP8LtG/fXgICAmTkyJH+3xha4LTAkiVLZMSIEbJ161an7+FCBBBAAAEEEEAAAQQQQAABBOwmQGBqtx6nvQj8TyBr1qwyd+5cKVWqFB42Erh+/bqkTZtWDh8+LBkzZrRRy2kqAggggAACCCCAAAIIIIAAAs4LEJg6b8WVCFhCYOfOnVKpUiU5ffq0xI0b1xJtohHOC1SrVk306/3333f+Jq5EAAEEEEAAAQQQQAABBBBAwEYCBKY26myaioAK9OvXT44fPy7Tpk0DxIYCU6ZMkaVLl8ratWtt2HqajAACCCCAAAIIIIAAAggggEDUAgSmURtxBQKWEihUqJD0799fqlevbql20RjnBM6ePSvZsmUT/Z48eXLnbuIqBBBAAAEEEEAAAQQQQAABBGwkQGBqo86mqQjoyNK8efPKhQsXJFGiRIDYVCAwMFB046/69evbVIBmI4AAAggggAACCCCAAAIIIBCxAIFpxDacQcByArNnz5YFCxYwHdtyPetag3SE8ZkzZ+TTTz917UauRgABBBBAAAEEEEAAAQQQQMAGAgSmNuhkmoiAQ6Bt27by1FNPmSn5jvf4bj+BL7/8Uvr27Svbtm2zX+NpMQIIIIAAAggggAACCCCAAAJRCBCYRgHEaQSsJFCyZEnp0aOH1KhRw0rNoi0uCpw7d06eeeYZuXr1qiRIkMDFu7kcAQQQQAABBBBAAAEEEEAAAWsLEJhau39pHQLBAvfv3zeb/Bw5ckQyZswY/D4v7CmggemyZcvkxRdftCcArUYAAQQQQAABBBBAAAEEEEAgAgEC0whgeBsBqwns3LlTqlatKqdOnbJa02iPGwJ16tSRChUqyPvvv+/G3dyCAAIIIIAAAggggAACCCCAgHUFCEyt27e0DIFQAlOmTJHVq1fLihUrQr3PD/YUGDJkiOho46lTp9oTgFYjgAACCCCAAAIIIIAAAgggEIEAgWkEMLyNgNUEWrduLenSpZPevXtbrWm0xw2Bb775xqxn+8svv7hxN7cggAACCCCAAAIIIIAAAgggYF0BAlPr9i0tQyCUQPXq1aVu3brStGnTUO/zgz0FDh48KKVKlZLz58/bE4BWI4AAAggggAACCCCAAAIIIBCBAIFpBDC8jYDVBHRzn6FDh5p1K6Nq28WLF2XGjBmhLosXL57UqFFDcuTIEer9iH7QTaYmTZokt27dCnXJSy+9JPrlzePw4cMya9YsuXDhgmhbnnzySdElCfz12Lp1q+TJk8e0w1NtuHbtminv9u3bkiBBAk8VSzkIIIAAAggggAACCCCAAAII+L0AganfdyENQMA5gQwZMsh3330n+fLli/IGDRrfe+89+eeff+Tnn3+WO3fumHt0lOrKlSujvF8v+Pzzz6VBgwbB1xYsWFB0Z/ZGjRqFej/4Ag+++P333+WDDz6QLVu2yJUrV0yb9+7d68En/FuUhsIjRoyQNWvWyG+//WaCx5w5c0rDhg2NX9KkScN9pm7ApWuIbt++XU6cOCGZMmUyIXK7du2kePHij92jSynoNZUrV5annnpKEiVKJHHjxn3susSJE0uzZs0kTpw4j50L743kyZOLumTJkiW807yHAAIIIIAAAggggAACCCCAgC0FCExt2e002m4CDx48MGGeBqEauLlyaPA4evRoc4uOMj1+/LhkzJgxyiJ0B/affvrJjDB9+umn5eTJk1He48oF+/fvF12Hs0OHDhHe9sUXX5hlCDQk9nRgqkGstvHSpUvy1ltvySuvvGKe0a9fPzPNXae7r127VpIlSxaqfjpyt02bNlKtWjVTNw05582bJwsXLpT48ePLggULzPuOmzS0TpUqlePHSL+nSZNGzpw5E26YGt6NuXPnlpkzZ0rJkiXDO817CCCAAAIIIIAAAggggAACCNhSgMDUlt1Oo+0mcOrUKcmVK5fcvHnT5aaPGTNG1q9fL1999ZUZaTp48GCzWVBkBf31119Svnx5M7Jz1apVZvSkhqeePDRg/Oyzz2TDhg0RFqvP1ODSG4FpixYtzMjSXbt2iQaVjkN3ni9cuLBcvXpVSpcuLT/++KPjlPzxxx+iI2179uwpH330UfD7+kJD1AkTJpjQVEesVqxY0Zx3tEFHlCZJkkQ0tA47gvTy5cvm2qVLl0rt2rXNa2f+p2zZsua5derUceZyrkEAAQQQQAABBBBAAAEEEEDAFgIEprboZhppdwGd+q3T4zXMc/XQwFRDQV2LVENKnXJ+6NChx0K7kOX27t3bBH+//vqrrFixwiuBaceOHUXLj43AVANKHalbqVIlWbJkyWOjSLt16ybDhw83JLq50rPPPmteO0br6tIIGiiHPHStVV2yQENtndI/f/58c3rq1KmiX5s2bTKmIe/R17oGabFixcxUflfXaX3zzTelRIkS0rZt27DF8jMCCCCAAAIIIIAAAggggAACthUgMLVt19NwOwno1PD+/fub9UhdbbcjMNW1R3UKuh4aUuoU9PCOhw8fSvbs2WXjxo0miPNGYKprquozdNRsbASm33//fXDg2bVrVxk2bFgoCl0qQMNUPT799FNp2bKlef3yyy8blyeeeMKEzro2achDN8PSNWP1fZ1ar0enTp3M5kwaQod36LqnOvpX11CNaM3U8O7T9zTA1broMgIcCCCAAAIIIIAAAggggAACCCDwrwCBKZ8EBGwgoKHlJ598Ij/88IPLrXUEptOmTTMhpU63b9y4scyZMyfcsjScHTt2rFm/s1atWk6PMP3777/l3LlzZgRr2HU/Qz7o0aNH5vk6AlNDW3cCUw1cEyZMGLJYl17rrvU6MlOPt99+W6ZPnx7qfh3Rq6M+9dBAUw31qFKligk3dVq9Ts/Pli2bed/xP1WrVpUvv/zS/Khrl+oo1kWLFkmePHnk+eefd1wW/F2t1Vin7RcpUiT4fWdf6EhYneqvG1BxIIAAAggggAACCCCAAAIIIIDAvwIEpnwSELCBgG5+pCMd161b53JrHYGphoIDBgwQHemoGxWdPn3ajHwMW6Cuh6lTyuvWrWvCvKhGmOqGR7169TJrc6ZNm1Z0B/m8efOa+hYtWjRU8bpm6cCBA0XXZNXjySefDBUk6rIDrVq1Cr7Hsf6nrmG6ZcsW6dOnjwkgdX1RHY0ZGBgoo0aNMjvQB9/kxAsNbSdOnCjHjh0zo2h1B/uQh27cpCNy9fj4449Flw/Q48CBA2bd1eLFixsj82aI/9FNmHS5gxQpUohO0dcwM6JDz+fPn988X9dEdef48MMP5e7duzJixAh3buceBBBAAAEEEEAAAQQQQAABBCwpQGBqyW6lUQiEFtBRijpC9Ouvvw59womfQgamJ06ckKxZs4pOuw851dxRjI4QLVSokOgo1ICAgCgD02XLlsnrr79uQkvHbveHDx82U//1WRr01qxZ01G82UDp6NGjZqSs7javIzQ1BHUcGkTqaEzH4QhMNYDVdUQ1YNUAU3ed15BQp9OXK1fOrSDZ8YzwvmubtG26OdOff/5pzMK7LuR7u3fvNhtC6XvNmjUTbV9kh07zX7lypahHggQJIrs0wnN9+/aVK1euGP8IL+IEAggggAACCCCAAAIIIIAAAjYTIDC1WYfTXHsKLF68WHRDIF1b09UjZGCq9zqmlb/44ouyY8eOUMWNHDnSjDzVUFKPqKbk647uy5cvN5sd6WhNx6EbKdWrV89Mz9dNk8KOtNRNkHSXemen5Gu5r732mtnV3vEMnfKuwakeOvJTR3d64tDgU23u378vnTt3dnr0Zv369UX7Safh6yZbmTNnjrA6+/btM+Hq4MGDTegb4YVRnNDRwjdu3DAhchSXchoBBBBAAAEEEEAAAQQQQAAB2wgQmNqmq2monQV0tKOuK7p+/XqXGcIGpo4wUwvS6fMFCxYMLvO5554zo0J1RKceUQWmuku7rkWq9+3fvz+4nLNnz0r69OnNzzpqNU2aNMHn9IU7gamuKxp2nc+MGTOagFeDZMeGVqEe5OIPumO9LiOwd+9eE+Zquc6M/tRlCXRdWB2Vq32la5lGdtSoUUO+/fZbszGUjpp19+jRo4cZLRx20yp3y+M+BBBAAAEEEEAAAQQQQAABBKwgQGBqhV6kDQhEIbBq1SoZPny42aE9iksfOx02MNU1L3XNzvPnz0ubNm1k3Lhx5h6d/t6lSxfZvHlzcBlRBabXrl2T7777TkqVKmVCUR2VqWGpfmm4qWuF6uZIOXPmDC5TX7gamOomSzqSMuxGTzp9X0ewrlmzxoxADfUQN37QZQXU6+WXXzabNzmza72OrNXQWev3+eefmyUKInu0Y1mE0qVLR7rhVWRlOM5pf2mgO2jQIMdbfEcAAQQQQAABBBBAAAEEEEDA9gIEprb/CABgB4Hvv//eTA//9ddfXW5u2MBUC+jUqZN88sknZvq4bv6kQaTuFq8hXvPmzYOfEVVgqhfevHlTdISlhpa6KZWOstRNmjZt2mTK0U2QcuXKFVymvnA1MNXNpDSEDXs4AtPVq1dHOaoz7L1hf54zZ440bdpUKleubKbWOxOWamCsywpoaKthabVq1cIW+9jPjo232rZta0YNP3aBC2/oBlkafru7aZQLj+JSBBBAAAEEEEAAAQQQQAABBPxGgMDUb7qKiiLgvsDvv/8uZcuWNVO4XS0lvMBUp89rqKmHTqnXoE83VdLRoMmSJQt+RFSB6bZt26Ru3bqioyY1aNRRsAUKFDD367qlOsLUlcBUywm59qdj06d06dKF23ZPBaa6mVb16tWlUaNGJsyNHz9+sEFEL3Skrk69/+2330QD2xIlSkR0aaj3dTSqrpPar18/0TVIo3No/+imWhp2cyCAAAIIIIAAAggggAACCCCAwL8CBKZ8EhCwgcDly5fNBkd37twRZ8K8kCThBaZ6vmTJkrJlyxYpX7686IZFGn7qyM+QR2SBqW66pFPtL126JO+++65MmjQp5K1mo6eQgWnIMDSiEaY60lXb6DhiIjDVja80jNY2ODa7cjx/1KhRou3UUaEhD22Xrt/6ww8/mFG1Gtw6jocPH5rQV0edhgyf9bzuaJ8yZUqz7qiuSaujTKNzFCtWzNStUqVK0SmGexFAAAEEEEAAAQQQQAABBBCwlACBqaW6k8YgELGAThHXEE6nYLtyRBSYOkLLOHHimDBW10kNO0oyssB0/PjxJvDTKfgaKoYMB3Wav27IpIeOMNXAV9fb3LBhg3lv+vTp8s4775i1QjV01OP69euiU+91ir/j8HZgeuTIEXnppZdMXXTH+rBHnTp1RMNIDVNDHrqkweLFi0WXSgi7PuuePXvMPX///XfIW8xrXe/VsTnV3LlzTej62EUuvKGfhbVr1waP6nXhVi5FAAEEEEAAAQQQQAABBBBAwLICBKaW7VoahkBoAQ3mdPq8jip05dD1LXUKuE4bD3loQKk72etmRXnz5pV9+/aFPG1ev/baayaQ053jdQRqyKNv375mWnl464suXLhQGjZsaC7X5QR0/dH+/fub0Zj6poZ8WnaOHDnk8OHD5joNE3WKeshNp3QdVF1XNU2aNHLu3DlzXcj/cSwj4M4aplqeWuqo1j59+oQsVnTzqgsXLkivXr3kq6++MnVwXKCjUDt37mw2WsqaNavjbbP8wK1bt2TFihUm9NX1XMMes2bNkmbNmpm33alzyPJ0JKvW/cyZMybwDnmO1wgggAACCCCAAAIIIIAAAgjYWYDA1M69T9ttJaA7t3fs2FF01GdUh66vqRtEbd261YSQGop269bNjHzUqfg6KlQPHeWpoz11A6gPPvjAvHf16lUTcOoIydq1a5sp97oTuwZ8WbJkMeHlU089ZYLNUqVKmaBwxowZwUHggQMHzLqaqVOnNtdo2RcvXjTT0ceNG2eeoSNOtSx9lo46DQwMNKM4NcDVkZ46yvTkyZOi5Q4dOlTixYtndq3XgFW//vrrL9Hd6TV01Wt1eryGmLouq6Nt5kER/I/eo56//PJLBFf89/b58+dF26KHBsG6zqlOyY/saN26tegI3LCHI2zV93Xd1IoVK4a9xOmfNSjVwPb27dtO38OFCCCAAAIIIIAAAggggAACCNhBgMDUDr1MGxH4n0CDBg1MyKc7o0d1/Pnnn6Lramp4qGGnTru/d++eCdd0R3tds1QPHXmqoaiOHk2VKpV5b+bMmSa8TJIkiQkq9V49dNSljqAcOHCgmV6v7+nO8Do6U5cK0CBTR8HqaNJBgwaZn2vUqGGm5GfLls0Eo88884zeZo6NGzdK48aNRafv6whSXZv1xx9/NEHq+vXrTZioIyi1/hpQ6tqmiRMnNuGrbgKlYaue182lHG3TEZwaaEZ1OEa4RnWdBqUamDqO4sWLPzbS1nEu5HcNSzU0DXt89tln0rJlS/P29u3bpUiRImEvcfpn3Wzq9ddfl6NHjzp9DxcigAACCCCAAAIIIIAAAgggYAcBAlM79DJtROB/AjpdXdcKDW/kYmwCaZip0+qPHz9uws6Qa3rq6MdTp06Z98PbrEoD2L1795owVKfHazhq5UOXQRg+fLgJp9u1a2eCbHfbq2ugzpkzx4xUdbcM7kMAAQQQQAABBBBAAAEEEEDAigIEplbsVdqEQDgCK1euNNPVdWd7DgQ6dOgguhGYjublQAABBBBAAAEEEEAAAQQQQACB/wQITP+z4BUClhbQqevZs2c3U9GdWafT0hg0TnT92E6dOpklFeBAAAEEEEAAAQQQQAABBBBAAIH/BAhM/7PgFQKWF3j66afN5kuFChWyfFtpYMQCDx48kCeeeMKsHZspU6aIL+QMAggggAACCCCAAAIIIIAAAjYUIDC1YafTZPsK1KpVS6pWrSotWrSwLwItlz179phNsXTUMQcCCCCAAAIIIIAAAggggAACCIQWIDAN7cFPCFhaQHeoP3HihEyaNMnS7aRxkQvMmDFDli5dKqtWrYr8Qs4igAACCCCAAAIIIIAAAgggYEMBAlMbdjpNtq/At99+Kx07djQjDO2rQMvfffddyZw5s/Tq1QsMBBBAAAEEEEAAAQQQQAABBBAII0BgGgaEHxGwssDt27clTZo0JjDNmjWrlZtK2yIQePTokehatitXrpQiRYpEcBVvI4AAAggggAACCCCAAAIIIGBfAQJT+/Y9LbepQN26dc0O6R06dLCpgL2bvWXLFqlXr55ZmsHeErQeAQQQQAABBBBAAAEEEEAAgfAFCEzDd+FdBCwrMGfOHJk2bZps2LDBsm2kYRELdO/eXa5duyYTJkyI+CLOIIAAAggggAACCCCAAAIIIGBjAQJTG3c+TbenwKVLlyRDhgxy6tQpSZUqlT0RbNzq5557TsaOHSsVKlSwsQJNRwABBBBAAAEEEEAAAQQQQCBiAQLTiG04g4BlBcqVKydNmzY1X5ZtJA17TODgwYNSvHhxOX/+vAQEBDx2njcQQAABBBBAAAEEEEAAAQQQQECEwJRPAQI2FNARhuvWrZMVK1bYsPX2bfLQoUNl9+7dMn/+fPsi0HIEEEAAAQQQQAABBBBAAAEEohAgMI0CiNMIWFHg3Llzki1bNtERh5kyZbJiE2lTGIGHDx9Krly5zNqllStXDnOWHxFAAAEEEEAAAQQQQAABBBBAwCFAYOqQ4DsCNhN46623JEuWLDJw4ECbtdyezV29erV06tRJDhw4IHHixLEnAq1GAAEEEEAAAQQQQAABBBBAwAkBAlMnkLgEASsKbN26VWrUqCEnTpyQBAkSWLGJtCmEgI4qrVKlirRv3z7Eu7xEAAEEEEAAAQQQQAABBBBAAIGwAgSmYUX4GQEbCRQrVkzatWsnjRs3tlGr7dfUQ4cOSZEiRUw4/uSTT9oPgBYjgAACCCCAAAIIPCbw4MED+f333+XPP/+Uv//+O/jr9OnTcvPmTbl//748evRI4sWLZwZYpEqVSjJmzBj8pUt75c+fX1KmTPlY2byBAAII+LsAgam/9yD1RyAaArNnzzZrWupoUw7rCuio0nv37smnn35q3UbSMgQQQAABBBBAAIFIBU6ePCnr16+XHTt2mK+dO3dK8uTJzTr3IYNQfZ0kSRKJHz++xI0b1wSn+rvk+fPng0NVDVi1PN0TIXPmzOaP8/oH+hIlSshLL71kQtZIK8NJBBBAwMcFCEx9vIOoHgLeFLhz5475BWflypXmlxtvPouyY0fg6tWr8swzz8jmzZslb968sVMJnooAAggggAACCCAQKwJ79uyR5cuXmy9dyz4wMFCKFi1qvjTgjO4GsLdv3xYNXrdv325C2E2bNsmVK1ekatWqUrNmTdFloTR85UAAAQT8TYDA1N96jPoi4GGBYcOGyTfffCPr1q3zcMkU5wsCH374oegvrtOnT5ccOXL4QpWoAwIIIIAAAggggIAXBf755x+ZOnWqTJkyRS5duiTVqlWTWrVqScWKFWMkvNy7d68JaFesWCH79+83+ya0adPGhLVebDZFI4AAAh4VIDD1KCeFIeB/AvpX4Vy5cplfqPQvwBzWEdCpUnny5JGWLVua6fh169aVjz76iODUOl1MSxBAAAEEEEAAgWABHek5btw4+fzzz6V8+fLSunVr813XII2tQzeY1T/cT5o0SdKnT2/q1KhRI0mcOHFsVYnnIoAAAk4JEJg6xcRFCFhbYMaMGTJ69Gj57bffzDpF1m6tfVrXokUL05/6C6qGp0OHDhXta4JT+3wGaCkCCCCAAAIIWF9g9+7d0q1bNzMtvnnz5tKqVSvJmjWrTzVc10D94osvZPz48fLHH39Ir1695L333pOAgACfqieVQQABBBwCBKYOCb4jYGOBhw8fSsGCBaVLly7SpEkTG0tYp+m646kuuq9rVWXIkCG4YQSnwRS8QAABBBBAAAEE/Frg+PHjZvaQ7kfQqVMn6dixoyRNmtTn27Rx40bp2rWrXLhwQQYNGiT16tWTOHHi+Hy9qSACCNhLgMDUXv1NaxGIUGDNmjXmr9G602WiRIkivI4T/iFQo0YNE4IPGDAg3AoTnIbLwpsIIIAAAggggIDPC9y9e1cGDhxoZog1a9bMjNZMkyaNz9c7bAV1xGnPnj0lRYoUMm3aNMmfP3/YS/gZAQQQiDUBAtNYo+fBCPieQNmyZaVMmTLSp08f36scNXJa4OuvvzYjhQ8fPizJkyeP9D6C00h5OIkAAggggAACCPiUwK5du8zveRoy6sZOuheBPx/379+XUaNGmQC4e/fuZuRpbK656s+W1B0BBDwrQGDqWU9KQ8CvBQ4dOiTFihWT9evXS6FChfy6LXat/JUrV8xf5/UXT12r1NmD4NRZKa5DAAEEEEAAAQRiXkCDxSFDhsjHH38sffv2lfbt21tqGrsuJ9W0aVOz/v7MmTPNxqUxr8wTEUAAgf8ECEz/s+AVAgj8T2DMmDFmSsyOHTskQYIEmPiZgE7LunPnjixYsMCtmhOcusXGTQgggAACCCCAgNcELl68aP4QfuvWLZk9e7Y8++yzXntWbBasofCwYcNkxIgR5t8jderUic3q8GwEELC5AIGpzT8ANB+BsAKPHj0SnZofGBhoFmEPe56ffVdg1apV8u6778q+ffskZcqU0aoowWm0+LgZAQQQQAABBBDwiID+Xqdr05crV04+/fRTW+wqv2HDBrMRVJs2baR3796WGknrkQ8FhSCAQIwIEJjGCDMPQcC/BI4ePSqFCxcWXQtTp+hz+L7AP//8I/ny5ZPJkydL9erVPVZhglOPUVIQAggggAACCCDgkoD+MVynqev+AjoF307Hn3/+aX6n1d9vdYp+kiRJ7NR82ooAAj4gQGDqA51AFRDwRYGJEyfK2LFjZfv27ZIsWTJfrCJ1CiFQv359SZw4scyaNSvEu557SXDqOUtKQgABBBBAAAEEohKYN2+etG3bVhYuXCgVK1aM6nJLnr927Zo0aNBA9PvatWsladKklmwnjUIAAd8UIDD1zX6hVgjEuoBOzddNgx4+fChLly5lKkys90jEFdANAHQ9q61bt8oTTzwR8YUeOENw6gFEikAAAQQQQAABBCIR0LC0Xbt28uWXX0rx4sUjudL6p+7du2dC0/PnzxOaWr+7aSECPiVAYOpT3UFlEPAtgRs3bpi1TKtVqyYDBw70rcpRGyOwcuVKad68uWzZskVy5swZYyoEpzFGzYMQQAABBBBAwEYChKWPdzah6eMmvIMAAt4XIDD1vjFPQMCvBY4fP27WMR09erT5665fN8Zild+zZ4+8/PLLsnjxYnn11VdjpXUEp7HCzkMRQAABBBBAwIICy5cvl3feeYeRpeH0rSM0vXTpktlnISAgIJyreAsBBBDwnACBqecsKQkBywr89NNPUrVqVfnuu++kSJEilm2nPzXswoULUrRoUenYsaNZ3yq2605wGts9wPMRQAABBBBAwJ8Fdu3aJWXKlDFLYZUtW9afm+K1umtoqoME8uTJI5MmTfLacygYAQQQUAECUz4HCCDglMD06dOld+/esmnTJsmaNatT93CRdwRu3rwplStXNr8sTp482TsPcbNUglM34bgNAQQQQAABBGwroOtz6h/Cu3XrJi1btrStgzMNdwwa6NSpk7Rp08aZW7gGAQQQcEuAwNQtNm5CwJ4C/fv3Fw1ON2zYQGgaSx8BDUt1TdnkyZPLkiVLxFenIxGcxtIHhMcigAACCCCAgF8J3L17V8qXLy8FChSQTz/91K/qHluV9YVlqWKr7TwXAQRiToDANOaseRIClhDo16+fzJgxg9A0FnrTX8LSkDQEpyE1eI0AAggggAACCIQW6N69u/z888+ybt06iR8/fuiT/BShwLJly+T999+Xffv2SerUqSO8jhMIIICAuwIEpu7KcR8CNhYgNI35zvfHsDSkEsFpSA1eI4AAAggggAACIlu2bJEqVarIzp07JUuWLJC4KKAbZF29etVsgOrirVyOAAIIRClAYBolERcggEB4Ao7QdP369ZItW7bwLuE9Dwn4e1gakoHgNKQGrxFAAAEEEEDArgK3bt2SF154QTp37iwtWrSwK0O02q1hqS5lMGzYMGnQoEG0yuJmBBBAIKwAgWlYEX5GAAGnBQYMGCATJ040u3mWKFHC6fu40HmBU6dOSa1atSRTpkyyaNEin12z1PkW/XslwamrYlyPAAIIIIAAAlYS+OCDD+TAgQOydu1aKzUrxtvy3XffmbB07969kj59+hh/Pg9EAAHrChCYWrdvaRkCMSIwZ84cadu2rYwdO1aaNGkSI8+0y0O2bt0qtWvXlsaNG8vQoUMlbty4lms6wanlupQGIYAAAggggEAUAvv375eSJUua9Tf1j+Ic0RPQEbqPHj2SqVOnRq8g7kYAAQRCCBCYhsDgJQIIuCdgh2DPPRn375o7d660adPGNkE0wan7nxXuRAABBBBAAAH/EqhevboUKlRI+vfv718V99HanjlzRnLnzi2bN2+WfPny+WgtqRYCCPibAIGpv/UY9UXARwVOnjxppo7rVJgFCxZI8uTJfbSmvl2thw8fSs+ePWXWrFmiu3/abakDglPf/nxSOwQQQAABBBCInsCPP/4odevWlSNHjvD7cvQoQ93dq1cvs3nWqlWrQr3PDwgggIC7AgSm7spxHwIIPCagi9e//fbbsn37dpkxY4a8/PLLj13DGxELHD161Phdu3ZNVqxYYdYtjfhqa58hOLV2/9I6BBBAAAEE7Cqgfwx/8803zZJWdjXwRrv19+ccOXLIkiVL+DeIN4ApEwEbChCY2rDTaTIC3hbQ0ZG6kH3Tpk1l8ODBkjhxYm8/0q/L1zWXPvvsM+nRo4e0bt1a+vTpIwkSJPDrNnmq8gSnnpKkHAQQQAABBBCIbYFvvvlG3n33Xfnjjz8ss5FnbJuGfP7o0aNlzZo18u2334Z8m9cIIICAWwIEpm6xcRMCCEQloFP0GzRoIBcuXJCZM2fabmp5VD6O8ydOnJDmzZuLemnQXKxYMccpvocQIDgNgcFLBBBAAAEEEPBLAV27VGdgdenSxS/r7+uV1lGmuomW7q+QJ08eX68u9UMAAR8XIDD18Q6iegj4q8Dnn38u3bt3l65du5o1OXX3Sl1biLVN/+3RBw8emJ08dVSpBqYDBw6URIkS+Wt3x1i9CU5jjJoHIYAAAggggIAHBXTppeeff16OHTsmKVOm9GDJFBVSoG3btqKzt8aPHx/ybV4jgAACLgsQmLpMxg0IIBCVwF9//SUFChSQpUuXSoUKFUR/bteunflrr4am7733nq2nIa1cudJMv9dp9/rLXGBgYFSknA8jQHAaBoQfEUAAAQQQQMCnBXRU6aVLl8wfzH26on5euYMHD5oZWzp7i4Eaft6ZVB+BWBYgMI3lDuDxCFhNYOfOnVKoUCHJlSuXHDp0KFTzdFdQHXF68eJFGTRokNSvXz/Ueav/sGXLFtP+48ePmxGluuB/nDhxrN5sr7aP4NSrvBSOAAIIIIAAAh4QuHfvnqRPn17WrVsnL7zwggdKpIjIBCpWrCivv/66vP/++5FdxjkEEEAgUgEC00h5OIkAAs4K6NSXkSNHmun39+/fl7lz55odQMO7X3ev7Nmzp6RIkUIGDBgg+kuNlYPD3bt3S//+/WXDhg2m3bqxU8KECcOj4T03BQhO3YTjNgQQQAABBBDwuoBu9tShQwfZv3+/15/FA0RmzJgh8+fPZ/MnPgwIIBAtAQLTaPFxMwIIqMCZM2fMaNHt27fL7du3JW7cuHL69GlJmzZthEAaqk6ePFlGjBhhwkMNEZs1a2aZqTPaPl2SQKfc79mzx/yFu1u3biYkjhCFE9EWIDiNNiEFIIAAAggggICHBVq1aiVPPvmkDBkyxMMlU1x4ArrpbObMmc2/R3SABgcCCCDgjgCBqTtq3IMAAsECa9askUaNGsmtW7dEpxvpoVOONDB15nj48KGsXr3aBIu6o2Xjxo2lTZs28txzzzlzu89dc/bsWRMET5o0SVKlSiUaBGubkiRJ4nN1tXKFCE6t3Lu0DQEEEEAAAf8R0FlYGt598cUXUrx4cf+puJ/X9OWXXzYDFvTfKRwIIICAOwIEpu6ocQ8CCJiAtEqVKvLDDz8YDZ1Sr78Q6qFrk37++efmtSv/o4u0T5gwQWbNmmV2Ea1Vq5boV44cOVwpJsav1b9i60ZOK1asMGtTvfbaayb01V/UOGJXgOA0dv15OgIIIIAAAnYX0BlYNWvWlFOnTll6CSpf6+ePP/7YbDi7aNEiX6sa9UEAAT8RIDD1k46imgj4koBOMW/YsKHs27fPTLvXTZ50Efv48eNLvHjxZNSoUdKiRQu3q3z9+vXgAHLt2rXyzDPPmOBUf9ksUqSIT/yyeeTIEVm+fLkJSfUX4VKlSpk61q5dWzJmzOh227nROwIEp95xpVQEEEAAAQQQiFxg6NChZiPU6dOnR34hZz0qcODAAQkMDDSbzXq0YApDAAHbCBCY2qaraSgCnhM4fPiwZMiQQZImTWoKrVOnjiROnFgWLlxowsxdu3ZJ3rx5PfLAu3fvmjBWw0kdxamHTmfS4LRo0aLmu0599+Zx8+ZN+fXXX2XHjh2i4ah+6bqtlStXNiGpjihlfSRv9oDnyiY49ZwlJSGAAAIIIIBA1AL6e3KFChXYsT1qKo9eoTPf9Pfz3377TbJnz+7RsikMAQTsIUBgao9+ppUIeE1Ap9537dpV9u7dK0888YR5jq5L6o1d7/UXHw1jHaGlBpj63KefftqEp7lz5zajO3WEp+NL11PVUa+RHVru+fPnRcO0kF9Hjx41Ian+hTpbtmzBAa0GtfrFTveRqfr2OYJT3+4faocAAggggIBVBHSmlG4Eqn/s9/ah+wkEBAQ89pgHDx5E+fvwYzdZ4I2yZcuaoPqNN96wQGtoAgIIxLQAgWlMi/M8BCwkcO7cOcmXL5/Mnz/f/OW8QIECJsB0rGUaE029ffu2CVE1PNVp8iEDT319584dSZMmjRkBq79A6rIBcePGNRtU6S+VOoJV26GHhquOoFW/Z8mSRV588UXzpTubclhPgODUen1KixBAAAEEEPAVAf0dUwPTq1evSoIECZyqlm4cqof+3qoDEByDEDT01N97dY18/Z3bcVy8eFF69eolGzZsEN0PIFGiRJI/f36z8WiTJk3M/gB6bvHixY5bov1dl+XS0Zs6aMETh278midPHvH079s6qEP/XTJixAhPVJMyEEDAZgIEpjbrcJqLgCcFdIpR6tSpxfGL3Zo1a0TXN+3evbsnHxOtsi5fvmymz9+6dUvu379vglL9xckRnuovr2nTpjWhquMX0mg9kJv9UoDg1C+7jUojgAACCCDg0wK6Fn/v3r3N7ChnK9quXTvR5a90VpX+fqKH/o6qs5v0j/u667tjxKRON9eloXTWk25y9NJLL5mNWb/55hsZMGCAlChRQr777jspU6aMWXff2TpEdt3x48dNINuxY0fp27dvZJeaTWBXrVplNonV38kLFy5swt1XX3011H3p0qWTTJkymeWunnrqKRP66gCHsIcuAdasWbPgEDns+bA/64ZPEydOlPXr14c9xc8IIIBAlAIEplEScQECCIQnoOuVduvWzYwoTZ48ubnkxo0b5mddY5QDAX8UIDj1x16jzggggAACCPimwJgxY8zyTnPmzHG5grrslGMkqW4uunHjxlBl6CwqnQl16tQp2b9/v9lfIOQFhw4dMqNRz549KzVq1PBYYFqlShX56quvTPDZv3//kI8Mfq11e++992TWrFlmpGunTp1E9xwYOXKkCXJ1RGmxYsXM9f/88485F3xzJC901pjuIxBemBrebTqQQ+t78uTJ8E7zHgIIIBCpAIFppDycRACB8ATCTsUP7xreQ8CfBQhO/bn3qDsCCCCAAAK+IaCDC/QYNmyYyxXSTUcdG6zq1HoNH0Meuo9AgwYNpEuXLjJ8+PCQp4Jfb9q0SUqXLu2xwFTroCM89dBlAMILTHXpgFdeeUV++uknmTt3rrz55pvmem2PjiS9fv26mY02ZMgQ875ep4GwhqBJkiQxa62GnfWlo1P10LVga9eubV478z8XLlwwQbIGuM6GrM6UyzUIIGAPAQJTe/QzrUTAowJhp+J7tHAKQ8CHBAhOfagzqAoCCCCAAAJ+JvDWW2+ZzZ7at2/vcs2jCkw1KNURm4MGDZKePXtGWL5Og8+cOXO0R5jqyE5dG1U3U9XBExEFppMnTzajS2vVqiXLli0Lrpe2RzdR1XsHDhwoH374oTk3depU0S8Nd3WvgbCHrtuqo1F1BtuUKVPCno7yZ12u4NixY2Y5gygv5gIEEEAghACBaQgMXiKAQNQC4U3Fj/ourkDAvwUITv27/6g9AggggAACsSFQvnx5s0t7vXr1XH58VIHp22+/LTNnzjRrm27bti3C8gcPHiw6BX7FihURXuPMCR3ZqRtY6Rqmy5cvDzcw1eW5cubMaabNr1u3TsqVKxeqaK3n7t27zcjYZMmSmXM6XV83e9K1XsM7dE1XXQJA12t1jLgN77qI3suaNasZmarBMQcCCCDgigCBqStaXIuAzQWYim/zDwDNN5svDB06VGbMmCF169aVjz76SHLkyIEMAggggAACCCDwmEDevHnNqMjAwMDHzkX1RlSBqY5T3tG/AABAAElEQVS2fPfdd00x48aNM2uFhp3Kric3bNggS5YskfHjx0f1yAjP6+ZJuqmrrgnauHHjCAPTCRMmSJs2bUQ3Vb169arZjCrCQoNOaNl58uSR559//rFLddMsHamq0/aLFCny2Hln3lB7HYFbtWpVZy7nGgQQQCBYgMA0mIIXCCAQlQBT8aMS4rxdBBhxapeepp0IIIAAAgi4L6AjMtesWRO8eZMrJUUVmB4+fFieffZZefTokSn2pZdeEt25/uWXXxbdHMlTh64Dmi9fPpk/f77oiFkdaRrRCFMNcDXIfeGFF+SXX36R2bNnm7Azbdq0UqZMGbNWqe5078xx8eJFswRA27ZtI11yIKqyKlWqJM2bN5c33ngjqks5jwACCIQSIDANxcEPCCAQkQBT8SOS4X07CxCc2rn3aTsCCCCAAAKRC2TIkEG+//57ee655yK/MJyzUQWmeotuJqUjP8MeOmKzYsWK0qpVK8mdO3fY0y79rJs26VR4XZtUj8gCUw1rN27caILV1KlTm5k5DRs2lFu3bonO0FGP7777zqlAt2XLlrJy5Uo5evSoGbHqUqVDXFytWjXROjg2nwpxipcIIIBApAIEppHycBIBBFRAp+LrIu+606X+8sWBAAKhBTQ41d1edS0xXadMp+pnz5499EX8hAACCCCAAAK2EtBd4TVA1JGgrh7OBKZapk43Hz58uOju9GEPnaKvO9vr5lPuHKtWrRINLvft22fWGdUyIgtMdSTp+fPnzaN0NKpOqQ8ICDA///rrr1KiRAkT4Or6pnptRIc+r2DBgqLrr3bt2jWiy5x6v2bNmqKz5Jo0aeLU9VyEAAIIOAQITB0SfEcAgQgFdK3GlClTBv9lOcILOYGAzQUITm3+AaD5CCCAAAIIhBB4+umn5dtvvxVdy9TVw9nAVMs9cuSILF682KxXunnzZrl27Vrw43TneR2pWaVKleD3nHlx5coVMxV/0qRJodb/jCgwvXPnjiRKlCi46O3btz+27qiGqDritkGDBrJgwYLga8O+qFGjhnE7c+ZMcFAb9hpnf9a1S3V0aaNGjZy9hesQQAABI0BgygcBAQQiFfj888/NX3b37t0ryZMnj/RaTiKAwL8CBKd8EhBAAAEEEEBAd2jX3el1tKSrhyuBaciydaSp7kavG0E5Qkkd4Xrw4MGQl0X5+v/+7//k9u3bZoZZyIsjCkz1Gg1n9fmZMmWSEydOhLzNvO7du7cMGDDATLHXkahPPPHEY9fofepWunRpEwA/doGLb+jsOG1L/fr1XbyTyxFAwO4CBKZ2/wTQfgQiEdCp+LrI+7x585iKH4kTpxCISIDgNCIZ3kcAAQQQQMD6Arr50ahRo6Rs2bIuNzaqwHTnzp2SOXNmSZUqVYRl6xJBgwYNMuf1dxJdQ9SZQ9cZbdy4sZmKH7b8yAJTnZF26dIl0Z3pN23a9NijxowZIx06dDDv66ZQhQsXfuwaDVQ1WNXNnsaOHfvYeVffKFKkiFk2qUKFCq7eyvUIIGBzAQJTm38AaD4CkQkwFT8yHc4h4LwAwanzVlyJAAIIIICAVQRee+01Mx3cnQ2HogpMddd3xw7wEXndvXtXcuTIISdPnhTdwNXZneJ106gECRKIrv8Z9tCp/zpatVSpUlKmTBmJGzeudOnSRZIlSyaFChUSDXJfffVVM6U+7L0TJkyQNm3amLe//vrrcAdk6Gjc3bt3S79+/UxwGrYMV3/OmDGjqYsOAuFAAAEEXBEgMHVFi2sRsJEAU/Ft1Nk0NcYECE5jjJoHIYAAAgggEOsCOhVcd6nXQNHVI6rAVKeYaxiqm05Gdrz++uuybNkys8apDoZw5ujWrZtcuHAh3Et1mr/ueq+jZx0jRHVUqAaT77zzjkyfPt0sQaDBadhDR9t27NjRvH306FEz9T7kNbpuqo5SffjwoRldqqNMo3Po8gAJEyY0G1E99dRT0SmKexFAwIYCBKY27HSajEBUAkzFj0qI8whET4DgNHp+3I0AAggggIA/COjUct2ASYNCVw9nAlPdef7QoUNmlGdE5ZcrV07Wr19vRoXqWqbRPZ577jk5cOCA9OrVS/r37x+quCVLlki9evXM6NTr169LQEBAqPOdO3eWjz/+2KxdquFo2EOXAnBMnZ87d64ZnRv2Gld+1t+3cubMKWrJgQACCLgqQGDqqhjXI2ADAabi26CTaaJPCBCc+kQ3UAkEEEAAAQS8IqA7zK9bt04WLVrkcvmXL18Wx6jI8HaV1xGmOj2+e/fuEY4y1VGcGnDmzZtXdM3QOHHiuFyPsDfoqNY///wz3OfeuXPHjBrV3e1//vlnKVGiRKjbixUrJtu3bzcjbocPHx7qnP4wa9YsadasmXl/9erVojvcR+fQZzVs2FAOHz4cnWK4FwEEbCpAYGrTjqfZCEQkwFT8iGR4HwHvCRCces+WkhFAAAEEEIgtgY0bN0qLFi3MiExn63Ds2DG5ceOGmUavmzbpkT59ehO66nfd6ClRokRm13cNTPXQqfA6NT9NmjTmZ/0fDS11g6Zt27bJTz/99Fh4GXyhEy+uXr1qytPRrDVq1JBHjx6ZKfmTJ0+WdOnSyTPPPBNcitZJ10otXry4WTtU1zbVY86cOdKkSRPJli2b7N27V5IkSRJ8j+OFjj7VUah6RLTGqeNaZ75PmzZNVqxYIStXrnTmcq5BAAEEQgkQmIbi4AcE7C3AVHx79z+tj30BgtPY7wNqgAACCCCAgKcENPhMkSKFXLx40UxDd6ZcnTZ/+vRpM51dN1TSQwNKXdfz9u3b8uGHH4oGqTrC9K+//pL58+dL8+bNzYhO3YhJN2zS3yd+/PFHE6zq1Pby5cs78+gIr9GRn++++64kTpxY4sePb67TOummUlonDWdTpUoVfL8GlG+99ZakTp3aTLHX9qxatcps8jRz5kwTAAdfHOLFZ599Ji1btjTv6OhQ3eE+OoeWlSFDBo9sHhWdenAvAgj4pwCBqX/2G7VGwCsCTMX3CiuFIuCyAMGpy2TcgAACCCCAgE8K5M+fX8aNGydly5b1aP00KC1atKjkypXLlHvy5Ekz7V6n3muYqdPfS5cubQJbjz7YycJOnTplliPYtWuXGRWr9SlZsmSkywLouqc6VV/D13bt2kV6rTPV0MBVN6SqUqWKM5dzDQIIIBBKgMA0FAc/IGBfAabi27fvabnvChCc+m7fUDMEEEAAAQScEdA1OfPly2fW7XTmeq7xjICOfk2ePLlokBxyqQLPlE4pCCBgBwECUzv0Mm1EIAoBpuJHAcRpBGJZgOA0ljuAxyOAAAIIIOCmwMSJE81ankuXLnWzBG5zR0A3nWrUqJHoxlccCCCAgDsCBKbuqHEPAhYTYCq+xTqU5lhWgODUsl1LwxBAAAEELCqg64wWKFBAzp8/b9YUtWgzfa5ZPXr0EN2sasKECT5XNyqEAAL+IUBg6h/9RC0R8JoAU/G9RkvBCHhNgODUa7QUjAACCCCAgMcFChYsKIMHD5aqVat6vGwKDF8gb968Mnr0aLPRVPhX8C4CCCAQuQCBaeQ+nEXA0gJMxbd099I4GwgQnNqgk2kiAggggIDfC/Tp08fsXD9lyhS/b4s/NODQoUNm0ysd1RsQEOAPVaaOCCDggwIEpj7YKVQJgZgSYCp+TEnzHAS8K0Bw6l1fSkcAAQQQQCA6Ar/99pvZqV3/ex03btzoFMW9TgiMGDFC1Hz+/PlOXM0lCCCAQPgCBKbhu/AuApYXYCq+5buYBtpQgODUhp1OkxFAAAEE/EIgd+7c8sknnzAtPwZ6K1++fGYJhJo1a8bA03gEAghYVYDA1Ko9S7sQiESAqfiR4HAKAQsIEJxaoBNpAgIIIICApQTGjBkjX331laxdu9ZS7fK1xnz//ffSvHlzOXLkiMSLF8/Xqkd9EEDAjwQITP2os6gqAp4SYCq+pyQpBwHfFiA49e3+oXYIIIAAAvYRuHLlimTOnFl++eUXyZUrl30aHsMtrV27thQvXly6d+8ew0/mcQggYDUBAlOr9SjtQSAKAabiRwHEaQQsKEBwasFOpUkIIIAAAn4n0LJlS0mYMKHZvd3vKu8HFT5+/LjkzZtX/vrrL0mdOrUf1JgqIoCALwsQmPpy71A3BDwswFR8D4NSHAJ+JkBw6mcdRnURQAABBCwlsH//fnnppZfk8OHDBHpe6Nn27dvLtWvXZPr06V4onSIRQMBuAgSmdutx2mtrAabi27r7aTwCwQIEp8EUPvPi4sWLcurUKdG+cXydOXNGbty4Iffv35cHDx6Ytdjix48vSZMmlQwZMkjGjBmDvzJlyiRPPfWUz7SHiiCAAAIIhC/w5ptvSpo0aRhlGj6P2+8ePXpUChYsKLt27ZJs2bK5XQ43IoAAAg4BAlOHBN8RsLgAU/Et3sE0DwE3BAhO3UDzwC0aju7YsUO2b99uvvS1zgBIly5dcADqCEM1HNWQVDeu0NBUw9Pr168Hh6qOcPXs2bPm3iJFikjRokVFv+sXIaoHOowiEEAAAQ8KEOx5EDNEUY0aNTL/HR01alSId3mJAAIIuC9AYOq+HXci4DcCTMX3m66iogjEigDBqffZd+7cKStWrJDly5fLvn37JH/+/CbQdISb+nNAQIDbFbl7967s2bMnOIDVMPb33383o21q1qwptWrVMs90+wHciAACCCDgMYEPPvhA9A9d8+fP91iZdi5IN9J69dVXzVIHqVKlsjMFbUcAAQ8KEJh6EJOiEPBVAabi+2rPUC8EfEuA4NSz/fHbb7/JrFmzTFCqU+urV68uGl5WqFBBEidO7NmHhVOaPvObb74xIe3q1avNaFMNTps2bSoFChQI5w7eQgABBBCICQGdaZArVy7R/2/WNU053Bd49OiRvPLKK1KlShXp0aOH+wVxJwIIIBBGgMA0DAg/ImA1AabiW61HaQ8C3hfQ4HTo0KEyY8YMqVevnnz00UeSPXt27z/YAk+4d++eLFmyRMaNGyeHDh2SJk2aSO3atSUwMFDixo0bay3U6fwbN26UL774QubOnWtGnrZp08aMPNUp/xwIIIAAAjErMHXqVBk+fLjoDIQkSZLE7MMt9LQxY8bItGnTzFI3CRIksFDLaAoCCMS2AIFpbPcAz0fAiwJMxfciLkUjYAMBglPnO/ny5cui/2j77LPPzIZMbdu2lYYNG0qiRImcLySGrtSRpxqaTpgwQS5duiQtW7YUrW/y5MljqAY8BgEEEEBABapWrSo5c+Y0//1AxHUB/cOkLm2zYcMGKVSokOsFcAcCCCAQiQCBaSQ4nELA3wWYiu/vPUj9EfANAYLTiPvhzp07Mn78eBkyZIiZEtipUye/ml75ww8/yMiRI2Xbtm3Sq1cvee+996K1lmrEUpxBAAEEEAgroP991SVSdPR/mTJlwp7m50gEdOZE6dKlpVKlStKnT59IruQUAggg4J4Agal7btyFgM8LMBXf57uICiLgdwIEp/91ma6ZNm/ePLNcQZYsWcy0yuLFi/93gZ+90un6Xbp0EV1Xb9CgQVK/fn0/awHVRQABBPxTQP9bomtv7tixQ9KmTeufjYiFWusf+dauXStbtmwRlpaJhQ7gkQjYQIDA1AadTBPtJ8BUfPv1OS1GICYF7B6cHjhwQJo1aybXr183a71Wq1YtJvm9+iwd5dSzZ09Jnz69WcOWtWu9yk3hCCCAgBHQNaV1o8D169cL63BG/aFYuHChtG/f3syO0D9aciCAAALeECAw9YYqZSIQywJMxY/lDuDxCNhEwG7B6cOHD2X06NHSr18/6dq1q3Tv3l3ixYtnud7Wjav69+9vNq4aPHiwWeM0Tpw4lmsnDUIAAQR8ReD+/ftSuXJlyZw5s/ljla/UyxfroSNxX331VVm9erWUKlXKF6tInRBAwCICBKYW6UiagYBDgKn4Dgm+I4BATAnYITg9cuSIGVV67do1mT17tjz//PMxxRtrz9F/lDZt2tRsYjV9+nR55plnYq0uPBgBBBCwuoBuwlesWDGzlnTnzp2t3ly32qe/b6iR/lGvefPmbpXBTQgggICzAgSmzkpxHQJ+IMBUfD/oJKqIgIUFrBqc6iiWJk2aSOvWraV379622hRJN7XSdeI0MNU/yJUvX97Cn2CahgACCMSugC758sorr5hNjFq1ahW7lfGxp+vvGGXLlpXatWub5XB8rHpUBwEELChAYGrBTqVJ9hVgKr59+56WI+BLAlYKTocPHy7Dhg2T+fPnm514fck5JuuyYsUKM8J2wIABomvtcSCAAAIIeEdgz549Zsq57vxOaPqvsSMsrV69uowcOdI78JSKAAIIhBEgMA0Dwo8I+KsAU/H9teeoNwLWFfDn4FRHVrZo0UK2bt0qK1eulNy5c1u3o5xsmf4jvkaNGlKxYkUZP368rUbaOknEZQgggIBHBAhN/2MkLP3PglcIIBCzAgSmMevN0xDwigBT8b3CSqEIIOAhAX8LTnWd0tdee02SJElipqGnSJHCQxL+X8yFCxekTp06ZhdnHXWqRhwIIIAAAp4X0NC0QoUK8s4778jAgQPFjpvv7dy5U2rWrCn169eXESNGeB6ZEhFAAIFIBAhMI8HhFAL+IsBUfH/pKeqJgL0F/CE41bC0UqVKZqfiefPmSfz48e3daeG0/u7du1KvXj25fv26rFq1itA0HCPeQgABBDwhcOzYMRMYZsuWTebMmSPJkiXzRLF+UcbSpUvNxk6DBw9maQK/6DEqiYD1BAhMrdentMhmAkzFt1mH01wELCDgq8FpyLBU1yyNFy+eBbS90wRCU++4UioCCCAQVuDGjRvy1ltvyZEjR0RH9mfNmjXsJZb6+dGjR2ZE7dixY80sj3LlylmqfTQGAQT8R4DA1H/6ipoi8JgAU/EfI+ENBBDwIwFfCk4JS13/4IQMTVevXi2JEyd2vRDuQAABBBCIUkBDxL59+5r1oz/55BNp2rRplPf44wU6olaXIDh79qwsX75ccuTI4Y/NoM4IIGARAQJTi3QkzbCnAFPx7dnvtBoBqwnEdnD68OFDqVatWvCapYwsdf4TpqFp7dq1jd2iRYtsucae81pciQACCERPYOPGjdKsWTPJly+fTJ48WdKnTx+9An3o7qlTp0qXLl3MhosDBgyQhAkT+lDtqAoCCNhRgMDUjr1Omy0hwFR8S3QjjUAAgRACsRWcdu7cWX788UfzlShRohA14qUzArqWacmSJUX/iNenTx9nbuEaBBBAAAE3BXSKfteuXc109eHDh5sANW7cuG6WFvu3/fHHH9K+fXs5fPiwzJw5U1566aXYrxQ1QAABBP4nQGDKxwABPxRgKr4fdhpVRgABpwVcCU6nT59uNoVwuvAwF+o/zj788EPZvn27ZMyYMcxZfnRW4OjRo1K8eHH59NNPTXDq7H1chwACCCDgnsD3338vHTp0MDcPHTpUXnvtNfcKiqW79N8zuszA3LlzzaZOvXv3ZhPBWOoLHosAAuELEJiG78K7CPi0AFPxfbp7qBwCCHhIwJngVEel6NpuujmEq8fPP/8sVapUkW+//VaKFi3q6u1cH0bghx9+MLs5b9iwQV544YUwZ/kRAQQQQMDTArqkzOzZs0XDRl3vc9CgQT4/QvPy5csyZswYGTVqlFnSpX///pI5c2ZP01AeAgggEG0BAtNoE1IAAjErwFT8mPXmaQggEPsCkQWn06ZNk//7v/+TCRMmmBEqztZWN3kqUKCA9OvXz7KbZzhr4cnrtB/GjRsnv/32G5tAeRKWshBAAIFIBG7fvm3+cKgbQmn42KZNG2nQoIFPrQO6e/dus2nVggULRHe+HzhwoPnvcCTN4hQCCCAQqwIEprHKz8MRcE2AqfiueXE1AghYSyC84DRVqlSSIkUKs9mQ/iPsjTfecKrRLVq0kEuXLsmSJUucup6LnBeoVKmS2ZBE/+HOgQACCCAQcwK6EZ9uwDd+/Hg5cuSI2XG+fv36Urhw4ZirRIgn6X9nV69eLVOmTJG9e/fK22+/bf64qaNhORBAAAFfFyAw9fUeon4IhBBgKn4IDF4igIBtBcIGpzoV/M8//zQjaVasWCEa2EV2rF271mySof94S5MmTWSXcs4NgZMnT8rzzz8v2helS5d2owRuQQABBBCIrsCOHTtk8uTJsnLlSvPfxxo1akitWrXk5ZdfloCAgOgWH+H9x44dM///v3z5ctm8ebOUKFFCGjVqJI0bN2aN0gjVOIEAAr4oQGDqi71CnRAIR4Cp+OGg8BYCCNhaQINT3Sl4/vz5Zh1TxdBd7nUjDN21PbxD107Lnz+/WT+tTp064V3Cex4Q0M20BgwYIDoFM2nSpB4okSIQQAABBNwR0HVOt2zZIhpg6h+yjh8/btaZLlKkiOiXruGdM2dOSZAggcvF6+w3XYJFw1n90g0UdVSp/uGyZs2aUq1aNdGZIBwIIICAPwoQmPpjr1Fn2wkwFd92XU6DEUAgEoF79+6Z6Ya6acSpU6fMlffv3w++I0mSJLJ161YTjAa/GfSidevWcvHiRVm4cGHYU/zsYQH9h3K+fPlk2LBhHi6Z4hBAAAEE3BXQPzY6wk1H0Kn/XUyZMqU8/fTTkjFjRvOl/y2NHz++xI0bV/S/u/rf2fPnz4ver//tPXPmjDx48MD8t9YRvOp3XR/cmyNY3W039yGAAAKuChCYuirG9QjEggBT8WMBnUcigIBPCug0et0oQkfdO47EiRObf9TpP9x04wsdTaOH7tb+yiuvOC6TQ4cOmdE0+/btY0feYBXvvcDbe7aUjAACCHhS4Pr16yYI1TBUvzQMvXnzpglJ9b+pGpxqCKqjRR2Bqn5PmzatCVQ9WRfKQgABBHxFgMDUV3qCeiAQgQBT8SOA4W0EEEDgfwI69c8x2sXxff/+/bJ06VLzDz3dJbhfv36SPXt20T8+6UYTjHiMuY9Oq1at5NatWzJjxoyYeyhPQgABBBBAAAEEEEAgmgIEptEE5HYEvCnAVHxv6lI2AghYXUAD1KFDh5qwrmnTprJgwQKza3CKFCms3nSfad/Zs2cld+7csnHjRjNN02cqRkUQQAABBBBAAAEEEIhEgMA0EhxOIRDbArohiU590R0uORBAAAEE3BPQ4FR3B27YsKF06tTJvUK4y20BHeGrG4GsXr3a7TK4EQEEEEAAAQQQQACBmBQgMI1JbZ6FgAsCTMV3AYtLEUAAgUgENKyrWrWq2Rk4UaJEkVzJKW8IXLt2zawZq7s058mTxxuPoEwEEEAAAQQQQAABBDwqQGDqUU4KQ8AzAkzF94wjpSCAAAIqoNPxdeffwYMHAxJLAu3atTObcY0fPz6WasBjEUAAAQQQQAABBBBwXoDA1HkrrkQgxgSYih9j1DwIAQQsLnD+/HnJli2b/P7772aUo8Wb67PNO3jwoBQrVkxOnDghTzzxhM/Wk4ohgAACCCCAAAIIIKACBKZ8DhDwMQGm4vtYh1AdBBDwawEdVbpjxw5ZunSpX7fDCpWvWLGiVK9eXdq2bWuF5tAGBBBAAAEEEEAAAQsLEJhauHNpmv8JMBXf//qMGiOAgO8KPHr0SLJmzSozZ86UsmXL+m5FbVKzlStXSvfu3WX//v02aTHNRAABBBBAAAEEEPBXAQJTf+056m1JAabiW7JbaRQCCMSSwLZt26R27dpy8uRJiRMnTizVgsc6BO7fvy9p06aVn376SZ577jnH23xHAAEEEEAAAQQQQMDnBAhMfa5LqJBdBZiKb9eep90IIOAtgZ49e8qlS5dk4sSJ3noE5boo0LhxY8mXL5/06NHDxTu5HAEEEEAAAQQQQACBmBMgMI05a56EQIQCTMWPkIYTCCCAgNsCefPmlVGjRkmlSpXcLoMbPSuwZMkSGTFihGzdutWzBVMaAggggAACCCCAAAIeFCAw9SAmRSHgrgBT8d2V4z4EEEAgfIE//vhDihQpIufPn5cECRKEfxHvxrjA9evXzbT8w4cPS8aMGWP8+TwQAQQQQAABBBBAAAFnBAhMnVHiGgS8KMBUfC/iUjQCCNhW4JNPPhFdw3ThwoW2NfDVhletWlVq1aolLVq08NUqUi8EEEAAAQQQQAABmwsQmNr8A0DzY1eAqfix68/TEUDAugL16tWTMmXKSOvWra3bSD9t2dChQ+XQoUMyffp0P20B1UYAAQQQQAABBBCwugCBqdV7mPb5tABT8X26e6gcAgj4sUC2bNlER/AXK1bMj1thzaqvW7dOPvjgA9m9e7c1G0irEEAAAQQQQAABBPxegMDU77uQBvirAFPx/bXnqDcCCPi6wIULF+Tpp5+Wq1evSsKECX29urar3+XLlyVNmjRy5coVSZIkie3aT4MRQAABBBBAAAEEfF+AwNT3+4gaWlCAqfgW7FSahAACPiPw1VdfyYcffii//PKLR+t0//59iR8/frhlRnZOb7h3754EBAQ8du+DBw8kXrx4j71v9TeeffZZmTFjhgQGBlq9qbQPAQQQQAABBBBAwA8FCEz9sNOosv8LMBXf//uQFiCAgO8KDBo0SI4fPy6TJk2KViWvXbsmixYtMptH6QZSe/fuNSNWc+fOLU2bNpWWLVuaEFQ3lvr4449l+/btoZ538eJF6dWrl2zYsEEOHjwoiRIlkvz585t1VZs0aSITJkww5xYvXhzqPl/6YevWrZInTx558sknPVqtN998U4oXLy7t2rXzaLkUhgACCCCAAAIIIICAJwQITD2hSBkIuCDAVHwXsLgUAQQQcEOgefPmki9fPunUqZMbd/97y6ZNm0RDzaNHj0revHlNWQULFpTbt2+bAHXUqFGSJUsWGTdu3P+zdyZwM5XtH78siVZLSMhOhOxk37NkK8qSkGyhKIoiuyyVJSRr1mTfEhGyJEt2ikh2ihTZ6s38z+96//O888wz88w+c87M7/58xjNzzn3uc93fM+eY8zvXItWqVdMUAI45Offs2SN16tRRgRViatmyZeXmzZvy1VdfyaBBg6RMmTKybt06LUy1bNkyn+3EWBBc8X8KxFibzSYQcrFPzNudwAkRF4Ly4sWLNSQeHrPVq1eXPn36KDNnQzJmzChZsmSRWrVqSZo0aVT0TZo0qXM3SZUqlbRu3VqSJEmSYJ2rBf3795crV67ImDFjXK3mMhIgARIgARIgARIgARKIKAEKphHFz53HGgGG4sfaEed8SYAEIkEA4h48QJs1a+bz7iE8Ipx/+PDhKnZ+/PHH0rJlS3EWCSH2QSBcvny57qNQoUJxRYxu374txYsXl7Nnz8rhw4clU6ZM8exAhfiKFSvKxYsXpX79+uKrYArP1woVKgj2A+G2RIkS+v61116TRYsWSYYMGQSCb548eeLt9+TJk1K1alX566+/ZOHChTrGsWPHlNXevXt1W7Czt99//13SpUtn/5joX+QkvXDhQgJO7jaaNGmSrF27VszsXevOdi4nARIgARIgARIgARKIfgIUTKP/GHOGJiLAUHwTHQyaQgIkELUEChcurJ6flSpV8nmOEPI6dOigwt+qVavkqaeecjsGvE3hdQoB1FEwhddn06ZNpWfPnjJixAiX20PQhOjpj2Dau3dvGTZsmLz77rsyYMCAuPGvX78uWbNmVc/N8uXLy+bNm+PW4Q3mAg9XpAhwZAPxF+IqcqkeOnRIHnroId1u69atgnEgFqM4E9Y7e5CigBMaPFYbNWqk7735Z+XKlfLee+8J9sFGAiRAAiRAAiRAAiRAAmYjQMHUbEeE9kQtAYbiR+2h5cRIgARMRgCC37Zt2xJ4WHoy8/Tp05pj9OrVq9KmTRuZNm2ap01k06ZNKj46CqYQSt9//30NfX/77bfdjlGsWDEVOH31MEV4P+aHBg/RXLlyxe2jcuXK8s0332hxKswDofJo6I/tcubMKcePH4/rb3/TuXNnmTBhgnrWvvnmm7p4ypQpghfEXVfFriAYlypVSnORTp482T6UV393794teIiIlAdsJEACJEACJEACJEACJGA2AhRMzXZEaE9UEmAoflQeVk6KBEjAhAT+/vtvzbOJsPV7773XJwvr1q0r8CpFg6gIcdGbBu9MCJP2HKYQWz/99FMpWbKk5jt1N8bQoUMFRZV8FUyRbmDmzJmSOnVqDfuH96e9ValSRT1IkcMUIfX2VALwRkXu1Hbt2gm8aJ3bnDlz5IUXXlDxFx6oaPZcqNjWVUPBptWrVwvytfrKGuH72bNn15ywrsbmMhIgARIgARIgARIgARKIJAEKppGkz33HDAGG4sfMoeZESYAEIkzg/PnzKnSiKJIvDZ6OdoEURZ4Qmu5tg3cmwt/tgim8Ldu3b6+boygU1juHsmMlhEnkEh03bpy3u9J+yF0Kz1bkSU2bNm3cthCJkb8Unp8QfxH2bm+oSL9jxw4t7gTh1LmhAFWNGjXUk/TSpUtaNGr+/Pny2GOPCVIcOLcvv/xSGjZsqCH1yKHqa/v33391X7D5vvvu83Vz9icBEiABEiABEiABEiCBkBKgYBpSvBycBEQrGCO88eDBg3L//fcTCQmQAAmQQAgJnDp1Ki6s3pfdoOJ8ly5ddBPkMJ04caLXm0NsRPj+3LlzdRuEyefNm1cr12MBQuFff/11LfSE4kihalOnTpWXX35ZvV0RRo+Qf3tLmTKlFoYaPXq0oDiUc4PYi3ysaAjfL1OmjHOXuM+XL19Wxl27dpXEUg7EbeDmDbxfMVaaNGnc9OBiEiABEiABEiABEiABEogMAQqmkeHOvcYIAYbix8iB5jRJgARMQ+Dnn3/WUHgIcb40CJqoOI/Wr18/6d+/v77395/hw4dLr169EmwOj82aNWvKK6+8Ivny5Uuw3p8F8DhFMaeWLVuqSAvhtHHjxnFDIU3B3XffrZ+Rp7RTp05x6+xvfvzxR8mfP79+RJh9YsWusP3y5cs1/2iKFCnsQ/j8F9uePXtWQiki+2wUNyABEiABEiABEiABEiABgwAFU34NSCCEBBiKH0K4HJoESIAEXBCAYIoQceTv9KXZ845iG4TR271NfRnDuS+8L0eMGCEIP3duCNGfMWOGipzO67z9DLHxySefFKQh+M9//qOboeBTxYoV4w2BEHu7KAnPWXjQOreffvpJvWKxHKH4TZo0ce6in5GqAJ6oyL9qLw7lsqMXC++66y45d+5cnG1ebMIuJEACJEACJEACJEACJBAWAhRMw4KZO4lFAp9//rneTDIUPxaPPudMAiQQKQL+huTDa9Ieho8K9yh4FIyG4lELFizQfKXffvutIGenvaHyPDw1a9eubV/k898bN25oqP3evXuld+/eWkSqVq1a8tlnn2lRKAx45swZyZo1q47tjWA6b948ef75513aUr9+fVm7dq2gaBMKSwXSIBpD2GZIfiAUuS0JkAAJkAAJkAAJkEAoCFAwDQVVjhnzBBiKH/NfAQIgARKIEAF/q68PGzZMBUeYDc9JhNQHu8HTFIWX4MEKQRMNuU6PHDkSlF1dv35d8uTJox6nVatW1Qr28OL8888/48RT5GpFOgDn5hiSv3jxYmnUqJFzFzl9+rRWtq9QoYIKwAk6+LAAHrGwjUWffIDGriRAAiRAAiRAAiRAAmEjQME0bKi5o1giwFD8WDranCsJkICZCPzzzz+arxMioS+F9lasWCHwnkR75plnZNGiRV5PC4InRMivv/5at4G3Jzw606VL53aMPn36yJAhQ3Q9wtIzZcrktq8vK5AG4L333tNNUIgKqQZsNpskS5ZM/7or+oRoiEKFCul2KGJVrVq1BLsdNGiQvPvuu4JiT2PHjk2w3pcFmHOuXLnk5s2bvmzGviRAAiRAAiRAAiRAAiQQFgIUTMOCmTuJJQIMxY+lo825kgAJmJFAhgwZZPPmzT4VVYLQmiVLFkGEwAMPPCDI+wkPSG/apEmT1JsTnploCGdH0aSXXnrJ7eYoxATBEOHyiYXAOw8A8XPNmjVq53PPPScpU6aM1wWeq82bN9dlKAI1c+ZMfQ/xFuHvffv2lYEDB8bbBh+Q+7Ry5cq6fM+ePVKkSBF97/gPcpfu379fBgwYoMKp4zpf3+/atUs5IWUBGwmQAAmQAAmQAAmQAAmYjQAFU7MdEdpjaQIMxbf04aPxJEACUUIAYh8q3lepUsWnGTl6Z8LDFJ6m3jQIk4899pi888472h1CJsRQu6enuzEw/pIlSzTHqWNVe3f9sfzLL7+UOnXqaBcUpkJ4v2NbtmyZNGzYUBchdH7Tpk36HuNjTu3bt5dPPvnEcRN9D9G2WbNmGroPsRgeqY4NHrtp06aVO3fuqHcpvEwDacjdOnLkSBW2AxmH25IACZAACZAACZAACZBAKAhQMA0FVY4ZswQYih+zh54TJwESMBEBCIotWrTQly9moYBSsWLFNKcocoEiTD1FihSJDoHcn6hUv23bNhVN0RmC6e7du+Xo0aOSNGlSt9sjz+iGDRt0f8hl6k2Dd2i/fv20K/aDqAbHNmbMGOnWrZsueu211wQh+GizZ88WCLs1a9ZUD1Vd6PDP4MGD1fsU/48tXLjQYc1/3yJMv0aNGvoBY4FvIA3FpzB3Z/sDGZPbkgAJkAAJkAAJkAAJkECwCFAwDRZJjhPzBBiKH/NfAQIgARIwCYGXX35Zw/F79uzps0UIR4dnKjwqIR7i2u7sbWkf9NatWyqWPv3004L8nvYGIXPBggXSq1cvt16mJ06ckPz580uBAgXk+++/F1SM96YhT2r16tV12zlz5kjRokXjbYZ0APPnz9dl69evj/OyvXLlimTMmFH3g2gI5wr3EH2/++47LUbVtGnTeGPiw4wZM6R169a6fOXKlVK3bl197+8/EH2vXr2qnsD+jsHtSIAESIAESIAESIAESCBUBCiYhoosx40pAgzFj6nDzcmSAAmYnAAq3MO7c+rUqX5ZevjwYRUEf/nlFylcuLCKofaCUPYBN27cKB07dtSq9BBHHXOJ2gVT9G3btq2KpunTp7dvKhcuXNAq9Dt27JCtW7dKmTJl4tZ5eoPq8hArMQbC6CG62hvykELsRZ5TV4WZ7F6kKFA1fvx4+2bqUdqkSRMt9ARPUlftgw8+kB49eugq5FCFp2ogDYwqVaoknTt3DmQYbksCJEACJEACJEACJEACISFAwTQkWDlorBFgKH6sHXHOlwRIwMwEIPq98cYbsm/fPr/N/OOPPzQ/KKrBI6cncpQiN+q///6r4548eVKFUIS/O3uHQgyE2Dp37lwt/IRw/fLly+sYqA6PvKIQWBHa7qoavSej4ZmJ/WJ8eJgijcD169cFHqcoVAXvTcw/efLk8YZC/tG33npLIH5CAK5Vq5b88MMP8vHHH2vBJxSMQnEoVw0h9J06ddJVO3fulBIlSrjq5vWynDlzqjdr6dKlvd6GHUmABEiABEiABEiABEggXAQomIaLNPcTtQQYih+1h5YTIwESsCgBiJ3w6ISwmCpVqoBmgbym8AKFxyoqumfOnFlKlSolxYsXl3vuucfl2BAyS5Ysqd6n6HDmzBkNu0foPbw/sT0KMqVOndrl9t4uPHbsmBZNgm0QR1HFvly5cpIpU6ZEhzh//rysXr1akH4gTZo0KtrCHmfh13GQv/76S0aMGKGC6quvvppoX8ftXL2/fPmy2ojj4+iZ66ovl5EACZAACZAACZAACZBAJAhQMI0Ede4zaggwFD9qDiUnQgIkEGUEULQJeTfLli0bZTOz/nQQ0t+7d28tjGX92XAGJEACJEACJEACJEAC0UiAgmk0HlXOKWwEGIofNtTcEQmQAAn4RKBZs2aaGxSV4tnMRQC5VE+dOiWTJk0yl2G0hgRIgARIgARIgARIgAT+nwAFU34VSMBPAgzF9xMcNyMBEiCBMBAYN26coEr84sWLw7A37sIXAigY1bx5c2ndurUvm7EvCZAACZAACZAACZAACYSNAAXTsKHmjjwRQJ44FK34559/tKgG+iMnG14PPPCA3H333Z6GCNt6huKHDTV3FAECyCt469YtQTVuvJImTarnIYrJIOdismTJImAVd0kCvhFAUabHH39cCzYxT6Zv7ELZ+88//5SHH35YPUyRZ5aNBEiABEiABEiABEiABMxIgIKpGY9KlNr0999/a2VhFL04ceKEoFKw4wsiDcRRiDL4i8IYdsEGf9OmTSuPPPJIvFfu3Lm18AZuisMp4jAUP0q/pDEyLZxrOA/37t2rooXjeYhiMBBLHc9FVAW3n4s4LzNkyBDvPEQRHFQQR9VsVL5mIwGzEEBV+0GDBkm9evXMYlLM24GCWB9//LEWq4p5GARAAiRAAiRAAiRAAiRgWgIUTE17aKxvGKr2bt68WXbu3Cm7du2SAwcOaFVciCq5cuWKJ7jYhVB3XqTwPHUUdezvjxw5omNfu3ZNcGOMqsQYv3LlypIlS5aQQGQofkiwctAQEbhz546eI9u2bYs7F1HpO2/evPqwIVu2bAnORXh/uXsAgerjZ8+eTXA+4vzevXu3pEiRQsfFuYgXzsUHH3wwRLPjsLFEAJ79EO5RmR4vfNfcNfRDOD6KPqVKlUqmTJniriuXh5nA888/L6VKlZI33ngjzHvm7kiABEiABEiABEiABEjAewIUTL1nxZ4eCMDz7LvvvpOlS5fKsmXL5OLFi1KhQgUVMO1CZqjC706fPq2iEIRZCLRbt25Vj7eGDRsKXoUKFfJgvXerGYrvHSf2iiyB27dvy7p16/RcXLFihXptO56LxYoVk3vvvTfoRuIagIcY9ock27dvV6/y8uXL63nYoEGDkD3ICPpkOKDpCPz2229aWX3q1KlxtuEhG14IuccLDwjOnDmjy7JmzSoQ5yZPnizwnEZqCbbIEkCkyUMPPaQPVxAhwkYCJEACJEACJEACJEACZiVAwdSsR8ZCdkGcnDlzpixfvlyFGYgieFWqVEk/R2IqyIf61VdfqXC7cuVKzYEK4fSll17SnHb+2sRQfH/JcbtQE0DYPB5UINx1zZo1GhqP7zzORQikkWoQuSDawjaIuPnz5xecR23atNE8hpGyi/u1LoEdO3ZIixYt5JdfflGPU1czWbVqldSuXVtX5cmTR8aOHRv32VV/LgsPgQULFsjQoUNlz5494dkh90ICJEACJEACJEACJEACfhKgYOonuFjfDDkOIcygCvGFCxdU/HjmmWc0FNdsbCAkQdRduHChzJo1S0P3u3btqkKSu7BjV3NgKL4rKlwWaQIQJCdNmiSffPKJhr7joQCE0hw5ckTatAT7tz/ImDdvnoqoEHO7dOkiZcuWTdCXC0jAHQGE23/99dcqvG3atCmuGzxNa9SoIfh+OXpQf/jhh9r/iy++iOvLN5EhULFiRWnZsqW0a9cuMgZwryRAAiRAAiRAAiRAAiTgJQEKpl6CYrf/Ejh16pSKpNOmTZN8+fIJhEd4i6FQkxUacqFCNIXQi8I3HTt2lA4dOki6dOkSNZ+h+Ini4coIEED6CXjNLV68WGrVqqXCI/KFWqUhDzFEXoi9yGHcuXNneeGFFxLNS2mVudHO4BOw5ySFh+KSJUs0rBvi26effir//POPhuC/9dZb0r9/f0mSJEk8A5B3F+H5KHKG/NlskSGwf/9+zWmMlAnIQctGAiRAAiRAAiRAAiRAAmYmQMHUzEfHRLZdvnxZBg8erIUzmjRpokJp0aJFTWSh76Zs2LBBPvroI8Hfnj17Srdu3dzexDEU33e+3CI0BJAjtFevXgLPOgj+eEEMsmqD2AURbMyYMYIHE7jONG/ePIHoZdX50W7/CbgSSfH/D16FCxeW1q1bxxV1gldp/fr13e6sffv2ct999wm8TdkiQwDH4P7775cPPvggMgZwryRAAiRAAiRAAiRAAiTgAwEKpj7AisWuN2/elNGjR8uIESM0/xvEjJw5c0YVClT2hmfS4cOHZcCAAZpewDFUn6H4UXW4LTsZpL6A9xxSYcAbE6JptFWfR57T3r17a/EeXHOqV69u2eNFw/0j4EkktY965coVSZs2rX48dOiQFChQwL7K5d8DBw4IPFLh3egYru+yMxcGnQCO16OPPqpF4KLtN0TQYXFAEiABEiABEiABEiABUxCgYGqKw2BOI1DI6e2339Zq88OHDzdlftJgkkORKAinqOILDxiEOTMUP5iEOZY/BFDx/r333pNRo0apZx1E/cyZM/szlCW2Qc5hpPyAOFywYEGdtycxzBITo5FuCXgrkjoOgAd5eID3008/SZo0aRxXuX2PIlDIl9u3b1+3fbgiNATwf+uJEydk/vz5odkBRyUBEiABEiABEiABEiCBIBOgYBpkoNEw3NmzZ7Ugw/HjxzVH4lNPPRUN0/JqDjabTebMmSM9evSQunXrCopbwRsJeRbZSCDcBHbu3CmtWrXSHJ8IWX/88cfDbULE9ocCUXhwgRe8TnFOOnp+R8ww7jgoBPwRSe07xnV68uTJ0rZtW5++E/v27ZNKlSqpyJo+fXr7cPwbYgKnT5/Wa9f3338vefLkCfHeODwJkAAJkAAJkAAJkAAJBIcABdPgcIyaUVAQCbk8UcUWXm2pUqWKmrn5MpFLly5p2POWLVtkwoQJgmrebCQQLgLwch44cKCMHz9ez0PkKY3VhnBriMYoLDdjxgzJmzdvrKKw/LwDEUmDNfkXX3xRU1kgfzVbeAgg1ywePOJ6xkYCJEACJEACJEACJEACViFAwdQqRyrEdl68eFGrxaOK7fTp09ULJ8S7tMTwyF/apUsXady4sbz//vvMfWeJo2ZtI+EFB1EnderUei4y358IhDY8wME5iFB9PNRxroRu7aMevdabQSR1pHvy5EkpVKiQIHd17ty5HVfxfQgI4DdFhQoV1Ks3Q4YMIdgDhyQBEiABEiABEjArgTt37sj58+fl3LlzcS98vnbtmv6+RyouRJDBMQL3Po888kjcCynIGBFk1iMbO3ZRMI2dY+12pgj7bdiwodSrV08FCVQSZvsfAYjJ7dq10/xry5cvlxw5cvxvJd+RQBAJzJ49WwV6iIKvvfYaRUEntnv37lXvdwhd8IbntcoJkEk+mk0kdcbSs2dP+fHHH2XFihXOq/g5iASQOqFq1apSpUoVeffdd4M4MociARIgARIgARIwIwGk9IO2gNeuXbtkz549KoxmypQpTgiFKPrAAw+oSAqxFL8b//nnH0GBSGdhFQVuixcvLiVLlpQSJUpIqVKlBGOxkUC4CFAwDRdpk+7ns88+k06dOmlhlTZt2pjUysibhRs/FNtBeP7ChQu12nLkraIF0UIAT19RYA0h50uWLJEyZcpEy9SCPo/r16+raIofZHiAkS1btqDvgwP6TsDsIqnjjPAdeuKJJ7T4E9I9sIWGwLhx42TixImC3KV33313aHbCUUmABEiABEiABCJGAB6iSGG3dOlSWbZsmfz+++8qcELctIuc2bNn98s+3B8dOXJEhVe7AAvnCeRDh7MXXkWLFvVrbG5EAt4SoGDqLako6wcBsE+fPjJ16lRZvHixVg6OsimGZDoQS+FtOnz4cGnfvn1I9sFBY4sAQlKaN2+uT1TxQyNLliyxBcCP2eL6BY81FGPDOYmQX7bwE7CSSOpMZ/PmzZqbGiHjPOec6QT++dixY+oJsn79eilWrFjgA3IEEiABEiABEiAB0xDAw9CPP/5YhVJ4gaLeBwTMcuXK+VSQ09cJoSDzunXrdL+IFEK9lSZNmqgDGNOY+UqT/b0hQMHUG0pR1gcXmmbNmskvv/yiT4IeffTRKJthaKeD0AL8p9CoUSMZPXo0w6ZDizuqRz916pTUqVNHChQoIJ9++qncc889UT3fYE8OOYY7dOggY8aM0cJQwR6f4yUkYGWR1Hk2r7/+uhw+fFhWr17tvIqfAyAAj5CKFStKtWrVNDIjgKG4KQmQAAmQAAmQgEkIoCjtggULBBEkeDDatm1badGiheaGj4SJ+L2xbds2vYeaN2+e1mBB7ZGnnnqK9+eROCBRuk8KplF6YN1NC2Jp/fr1JXny5HrBQ+VaNt8JIK9prVq1NORg8uTJvCj7jjDmt4BYWrlyZXn++edl6NCh/A75+Y1AfiSIzkOGDFHvbz+H4WaJEIgmkdRxmvj/sEiRItK5c2fp2rWr4yq+D4AACrThhmr79u2anyyAobgpCZAACZAACZBAhAlAKEVaumHDhmlUDkTJpk2bSsqUKSNs2f92j/yn06ZNUzuhcyCVHu6xWCT2f4z4zj8CFEz942bJrexiKarQIQyfOcUCO4zI0QIPGiSipmgaGMtY29ouluKp7KBBg2Jt+kGf7759+6RGjRoUTYNINlpFUmdECMmvVKmS/p+I4kRsgRFYuXKlenvD4yNv3ryBDcatSYAESIAESIAEIkYAKbBQ7wRp/FBoCYKp2dNgwesU9SBQGwKFpUaMGKHFJyMGkTu2PAEKppY/hN5NgGKpd5x87UXR1Fdi7E+xNDTfAYqmgXONFZHUmRR+WCMn9XfffSe5cuVyXs3PXhJAeoPy5csLwuJq1qzp5VbsRgIkQAIkQAIkYDYC+E2ECJwbN24IIkeQn9RKDb9p4dAET1PkUkcaAeY4tdIRNI+tFEzNcyxCZsnt27elXr16GhpHz9LgY7aLpqgGiAszGwm4I3D69Gn1ZqNnqTtCgS23i6b4YYe8SmyeCcSqSOpMBp7eEPrgGQmPBDbfCFy+fFlKly4tCNPr1q2bbxuzNwmQAAmQAAmQgCkIQDewF1ZFuivUCkiWLJkpbPPHiOvXr2vqs/Hjx+vfTp06MUzfH5AxvA0F0xg4+K1atZKzZ8/KF198wTD8EB1viKbwrEG1c4QtsJGAMwH8h43KkfC8QngIW2gI7N27V6pWrSooCIUwfbaEBCiSJmSCJcjHhWv58uXLTZWXy7W15lkK7xPk9EYI/pQpU8xjGC0hARIgARIgARLwmgAq30M3yJAhg0yfPl2yZcvm9bZm77hz506dW+bMmWXq1KnCotdmP2LmsY+CqXmORUgsGTlypHo9ovhCmjRpQrIPDvpfAsePH1cPG3iZNmrUiFhIII4AcgA1btxYkFcHXt5MQB6HJiRvVqxYIW3atJFvv/2WeRT/nzBFUs9fNaSusYecLV26lKKpZ2Qaqoeia/h9MX/+fBZ58oIZu5AACZAACZCA2QiMHTtWPUsHDx6sofjReK+C33l9+/ZVwXTWrFlSt25dsx0G2mNCAhRMTXhQgmUSPEpffPFF2bp1qzz22GPBGpbjJEJg/fr18uyzz8o333wjhQsXTqQnV8USgX79+mkCcgh49913XyxNPWJzHT58uD4dRw6m1KlTR8yOSO6YIqnv9Cmaes8MnqUUS73nxZ4kQAIkQAIkYDYC//zzj7zyyivy9ddfa4RNwYIFzWZi0O1Zs2aNRoX26tVLevbsGfTxOWB0EaBgGl3HM2429uILc+fO1VC5uBV8E3ICEyZM0JBruP6nT58+5PvjDsxNYMGCBZrXD17e2bNnN7exUWZdy5Yt5bffftN0JFbOv+TLYaFI6gst130pmrrm4rgUKUbgmUHPUkcqfE8CJEACJEAC1iGA38hw9MFv5IULF0q6dOmsY3yAlh45ckTq168vZcqUkUmTJjFtYYA8o3lzCqZReHTh9VG0aFGt+vvGG29E4QzNPyUklD569KisW7eO4dfmP1whsxDfgVKlSukT24oVK4ZsPxzYNQEIX5UrV9ZcpijqE62NImnwjyy+O7iJQDEjhOc//PDDwd+JRUc8deqUNGjQQHLlyiWfffYZw/AtehxpNgmQAAmQQOwSQCHaKlWqSPXq1eWjjz6Kyf/L//jjD3n++ecFv/lWrVol9957b+x+IThztwQomLpFY90Vr776qhw7dkxPfOvOwtqWo8Jg8eLFpWPHjupdaO3Z0Hp/CPz7779aCAxeWCwE5g/Bxg2xhgAAN3hJREFU4Gxz4sQJKVasmHz11VdSsmTJ4AxqglEokob+IOAcfv311zXvMERTXNNjvSGtyDPPPCMvvfSSoHpuNOY4i/VjzPmTAAmQAAlENwGIpXAoaNasmSBnaSw3/J6GaApv2y+//JKiaSx/GdzMnYKpGzBWXbxx40b1itm/f7+gChxb5Aig0mC1atUEf+GJwxZbBIYNGyaLFi2Sbdu2SfLkyWNr8iab7cSJEwXJ7Hfv3m3pQj4USSPzxULl9x49esgnn3yiP6ojY0Xk9/rpp59Kt27dBGlnmjdvHnmDaAEJkAAJkAAJkIBPBCiWJsRF0TQhEy75HwEKpv9jYfl3f/31lxYaGjBggCB3H1vkCbz77ruyYcMGLQKVNGnSyBtEC8JC4ODBg1KuXDkVSwsUKBCWfXIniROoWbOmPPHEEzJy5MjEO5psLUVScxyQzZs3S+PGjfU1YsSImPJAuHr1qnTv3l1Wr16t6QmiyVPbHN8uWkECJEACJEACoSdw8eJFKVu2LD1LXaC2i6aXLl3SqLS7777bRS8uikUCFEyj6Kgj/BsXwiVLlkTRrKw9FVQeRA5LCNgI7WSLfgL4D7d06dLStGlTVl400eHGE3UIpitWrFAx20SmJTCFImkCJKZYcP78ec0N/sMPP8j06dOlQoUKprArlEasXbtW2rZtq0UR4Fn60EMPhXJ3HJsESIAESIAESCAEBJAuDjlLkV4IOUvZEhLA7+/atWtrlC6iathIAAQomEbJ9wAVuOvUqSO4kcuQIUOUzCo6poH0COXLl9djwzQJ0XFME5vF6NGjZd68eYJcf/QqToxU+NdNnTpVRo0aJfv27dOKoOG3wP0eKZK6Z2O2NfgRjQdgrVq1kqFDh0qqVKnMZmLA9iBipWfPnlo1d9y4cTGdiiBgmByABEiABEiABCJMAL9Zzp07p9EiyZIli7A15t39lStX1PGlffv2mo7JvJbSsnARoGAaLtIh3g8qcKNq7RtvvBHiPXF4fwh06NBBUEAEufDYopfAn3/+qflq4cX45JNPRu9ELTqzO3fuaAEoFMZD0ZpIN4qkkT4C/u//zJkz0q5dOzl06JAMHDhQXnzxxah4QILvJB4s9O/fX28YkLc1Y8aM/oPiliRAAiRAAiRAAhElgHRUkydPFjhYpUmTJqK2WGHnP/74o0ajzZo1Sx3SrGAzbQwdAQqmoWMbtpEhznTt2lWOHDkizLcRNuw+7QihnI899hhzWvpEzXqde/furefh4sWLrWd8jFi8Zs0aDTH+6aefIuIZSJE0ur5oq1atkl69eumkUOgNkR5WbUjng2vYvffeK8jTiqKFbCRAAiRAAiRAAtYlsGXLFqlXr57eg+JelM07Al9++aW88MILGpWWJUsW7zZir6gkQMHU4ocVXovIy/fWW2+x0JPJj2Xfvn31ort8+XKTW0rz/CFw9uxZyZ8/v+zcuVPy5cvnzxDcJkwEqlevLnjZha5Q75YiaagJR3Z8eC7PnDlTUOQvZ86cGq7/9NNPW8LjFL8hli5dKh988IFcuHBBhgwZovmXkyRJElmo3DsJkAAJkAAJkEBABK5fv646wTvvvCNt2rQJaKxY3Bjplw4fPqxpDGJx/pzzfwlQMLX4N2HatGkyduxY2b17tyVuziyOOyDzr127puHaixYtioliIQHBsuDGL7/8siRPnlwmTpxoQetjy+Tvv/9eBdNjx45JunTpQjJ5iqQhwWrqQW/duqUhb8j5iYJ/nTp1Um/mtGnTms7u3377TW3F9eqBBx7QKBXcTKVIkcJ0ttIgEiABEiABEiAB3wl06dJFfvnlF1m5cqXvG3MLwe+6IkWKSPfu3QXp9dhikwAFUwsfd3iGwJsFOcZq1apl4ZnEjukQtxGuvXHjxtiZdAzM9MSJE/oE9+jRo/Lwww/HwIytP8WmTZvq9RNFe4LVKJIGi6S1x7HZbILq8qhCu2HDBnn22WelUaNG8tRTT0UkDYSdJjxNVq9erf8HLVu2TO3BzRSq5rKRAAmQAAmQAAlED4H169fLc889JwcOHJBMmTJFz8TCPBPkfcXvtz179kiOHDnCvHfuzgwEKJia4Sj4aQOEN4QAHjx40M8RuFm4CeCGFXlQNm3aJIUKFQr37rm/EBHo0aOHoOATEqqzWYPArl27pHbt2oLiPYHkfqZIao3jHSkr8TAFRQMgUKKIQI0aNbRAI3KdhqOYEvJnf/HFFxp2j5sn/L+DApEtW7aUrFmzRgoL90sCJEACJEACJBAiAvhtWqBAAUE6OPx/zxYYAaQ+/OGHH4Rp9QLjaNWtKZha9cgZdletWlWfHHXs2NHCs4g905EPBcIpPIPZrE/gxo0bKoLDa7hw4cLWn1AMzaBMmTIaNt2qVSufZk2R1Cdc7Pz/BE6dOqU/tpEzdPPmzeqNXqJECSlZsqTgb9GiRQNKEXHp0iVNz4M8yngggL9YVrlyZRVJIZQ+8sgjPB4kQAIkQAIkQAJRTGDChAkyY8YM+e6774Q5yQM/0EyrFzhDK49AwdSiR+/QoUNSvnx59Y5CRVs26xA4fvy45kM5ffq0pE6d2jqG01KXBOBVCg8yeA2zWYvA7NmzZcyYMSosebKcIqknQlzvC4G///5b9u/fr989iJt44f915BBF6ByETfsL/8cjP3KyZMkE30O88KAGhebOnTunL3iSIk3P448/HifAQoSFR+ldd93li2nsSwIkQAIkQAIkYFECf/31l+TOnVs+//xzqVSpkkVnYT6zkWZp7ty5sm3bNvMZR4tCSoCCaUjxhm5wFJNAGOno0aNDtxOOHDICCMdEaCaSSLNZmwCSgb/99tvq7W3tmcSe9RCtHn30UQ2XLl26dAIAFEkTIOGCEBKA4Hnx4sU4ERRiKIRQiKP4LmI9RFOIpxBRnYVVhPgnTZo0hBZyaBIgARIgARIgATMT6N+/vz6EZaGn4B4lFPPMnz+/DB8+XHPTB3d0jmZmAhRMzXx03NgGt/DMmTMLKj3nyZPHTS8uNjOBVatWyWuvvSY//fSTmc2kbR4IbN26VYXSkydPqojhoTtXm5AA8jvh+M2cOVOto0hqwoNEk0iABEiABEiABEiABBIlgHoKcATA/UnBggUT7cuVvhOYN2+eDBo0SCOCfN+aW1iVAAVTCx45nKzjxo2TLVu2WNB6mgwCd+7c0XBLCKfFihUjFIsSePXVVyVlypQyYsQIi86AZiNFBs7B+fPny8KFC2XJkiXy0EMPSZMmTfTFvLT8jpAACZAACZAACZAACZidACJP16xZI19++aXZTbWkfYj0yZkzp0ybNk2qVatmyTnQaN8JUDD1nVnEt2jatKkUL15cevbsGXFbaID/BNq1a6chlQMHDvR/EG4ZUQLZsmXTfDblypWLqB3ceWAE8BQ+V65cWrQLQilF0sB4cmsSIAESIAESIAESIIHwEbDZbJIvXz4ZNWqU1K1bN3w7jrE9vffee7Jjxw51sIixqcfsdCmYWuzQI+de+vTpNRwfCZ3ZrEvgiy++kN69e2vhD+vOInYt37Nnj9SuXVvzDTJvoLW/B3369NFq4hMnTrT2RGg9CZAACZAACZAACZBAzBFYvXq1dOnSRY4ePcp85iE8+pcuXZLs2bPL4cOHNf1BCHfFoU1CgIKpSQ6Et2bAzf71119n7gxvgZm43+3btzX0F5WSc+TIYWJLaZorAv369VOxdPLkya5Wc5mFCOzcuVMaNGigVceTJEliIctpKgmQAAmQAAmQAAmQQKwTqF+/vlSuXFl1glhnEer5t27dWuvJDBkyJNS74vgmIEDB1AQHwRcTOnXqJGnSpJGhQ4f6shn7mpRA48aNBeHc3bt3N6mFNMsdgSJFisjgwYPl6aefdteFyy1CAGFMWbNmlUWLFknp0qUtYjXNJAESIAESIAESIAESiHUCV69elYwZM2oR0wwZMsQ6jpDPf8OGDdK+fXsWbw45aXPsgIKpOY6D11YgZ+Lnn38uZcqU8XobdjQvgVmzZml17rVr15rXSFqWgMC5c+ckT548cvnyZS36lKADF1iOAB5G4UfmgAEDLGc7DSYBEiABEiABEiABEohNAiwIHd7j/p///EcF6k2bNsnjjz8e3p1zb2EnQME07Mj93+GFCxc0Z8a1a9fkrrvu8n8gbmkaAseOHZMSJUrIlStXhKHApjksHg1BJfUPPvhAtmzZ4rEvO1iDwMyZM7WAF3JAsZEACZAACZAACZAACZCAFQiwIHT4j9KLL76oRbbeeeed8O+cewwrAQqmYcUd2M5WrlwpgwYNku3btwc2ELc2FYG0adPKd999J3nz5jWVXTTGPQH853jjxg2tROm+F9dYicAPP/wgFSpU0OJPVrKbtpIACZAACZAACZAACcQmAXtB6F27dmn0W2xSCP+skcZr+PDhsmPHjvDvnHsMKwEKpmHFHdjO+vfvL7/99puMHz8+sIG4takI1KhRQ9q0aSPNmzc3lV00xj2BmjVrSqtWraRFixbuO3GNpQjcuXNHUqdOLfv27WMRNksdORpLAiRAAiRAAiRAArFJ4JtvvtF8mkeOHIlNABGa9fXr1wVOT2fPntUizhEyg7sNAwEKpmGAHKxd1K1bV5o0aSKozMYWPQTefvttuXnzJr0VLXRI06VLJ9u2baNXsIWOmTemorpo586d9TrrTX/2IQESIAESIAESIAESIIFIERg5cqQcPHhQZsyYESkTYna/xYoV00LctWrVilkGsTBxCqYWOsoPP/ywrFu3TgoWLOi31f/884/L/Kf//vuvJEuWzO9xuaH/BBYvXqxi6ebNm/0fhFuGjcDx48elePHiAeedRcLw5MmTx7Pb1bJ4HfghpAR69OghSZMmlREjRoR0PxycBEiABEiABEiABEiABAIl8Pzzz2tKqS5dugQ6lMftqSPER9ShQwfJmjWr9OnTJ/4KfooqAhRMLXI4f/31V3n00UcF7t++Cpuo5N23b1/ZuHGjwF0/ZcqUKrrCkwoJixHij3ULFiywCI3ImYn8sY899pg8+OCDQTPixIkTUqRIEfnzzz+DNiYHCh2BpUuXqsCNEBhfG4pF4XzbvXu3/PHHH5IpUyapU6eOvPvuuxrWgUqLX3zxBSsuegE2FOfinDlzZNasWcLCT14cAHYhARIgARIgARIgARKIKIFcuXIJfr+WKVPGKzs++eQT7YcC0ig4bC86DOepW7duScWKFaVQoUJxY0VCR7h9+7ZG8iHyy7n58/sfKQ3PnDkjRYsWdR4uoM+TJ0/W+zbcG7JFLwEKphY5thBYnn32WYG45kvbs2ePCjJ33323VvUuW7ashn9/9dVXWkAKF1d4reKCtGzZMl+GNm3fTZs2aW5JFObp2LFjonauWLFCPvzwQzlw4IDg4pwjRw5p27at4CmdK2E6Y8aMkiVLFoHrfZo0aVR8hkeac0uVKpWmTrD/J+S83vEzknVDxL569arcd999jqv43oQExo0bp/+J48eJLw1PISdNmqTfyU6dOqlYevToUcF4X3/9tZQqVUr/08W5Huz/0H2xM9C+e/fulffee0927twpp0+f1vMF151XX31VSpcu7XZ4M5yLEMFx7uN6wEYCJEACJEACJEACJEACZiXw+++/CyJQcQ+Je0lvGn6PHzt2THP2nzt3TjfB/WrJkiV1LNTUgNcqWqR0hG7dusmYMWME9QWc76X9uRf/+OOPpXv37vLCCy9I7ty5BffpEIxdNRSAdRSMXfWxL8M9D1ImIo8pWxQTsLFZgoAhJtgM0cEnW42nRDbDY81mFDKxGRfEBNsa3qY246JjM77etvr16ydYjwWDBg2ynTp1yuW6YCwMxvgXL160zZ8/3zZs2DCbcZGzGRdWnRM+J9YGDhyo/QxR1WZ4+9mMMAPbhAkTbIZQanvqqaf0s+P2xhM27Q9enl7p06e3GU/qHDdP9D3643iwmZ9A7969bUbotk+Gzp49W78zb731lsvtjB8Gcd8pQzB12ScY54rLgY2Fhw4dso0aNcrdaq+XT5s2zXbPPffYnnvuOT0ncd1q2rSpzs1IP2AzvNhdjmWWc/Gnn36yGQncXdrIhSRAAiRAAiRAAiRAAiRgFgJbt261GZGPfpljOAfE3XuUL18+wRjB0BESDOrFAszJcEZS25zvpf29F+/atWvcXD3dw48dO9YLK//bxXB6Ut3BiBL1eht2tB4BsZ7JsWnxxIkTbY0bN/Zp8vPmzdOLQ8+ePd1uZ+TN1D7uBNN8+fLZNmzY4Hb7QFcEY3wITEbSZZvxhMdmPI2yZc+eXeeUmGCKizGE1SpVqtiMp1fxpjFgwADdHn8d25YtW3Q5LuKGJ6jNCMtXMRqCtP1lvwgbeUkdN/X4/oknnrCtX7/eYz92iDwBI42FzfBK9skQ/JjB9+batWsut8N3sHr16vr9cieYBuNccblzY+Fnn31mq1SpkrvVXi03vGVtxhNbfcjivIGR/kPnBtF0zZo18Vab6Vw0Up6onUYRtng28gMJkAAJkAAJkAAJkAAJmIkAHIaqVavml0n237y4d8W9jXMLho7gPKanz/j9beQE1d/isMtZMPX3Xtx+j2VE3NoeeOCBuPt2+/07/mJ/JUqUsEEE9aVlyJDB9sMPP/iyCftajAAFU4scMCPHoc1woffJWnjB4eQfMmRIotsZ4b8uPUwvXbpkg8ARKsE0VOMb+UB13okJpjVr1tQ+RkXBBGzgjQsvU1xQHS+aRp4SmxFSnMDz1D4ALvKGC7/t5Zdfti/y+m/t2rVt8EJkMz8B/KeLHxHeNiNMRsV5eF46fp+ctzdSYuh30pVgGqpzxW6DEaYSsGBq95I1UnzYh437C/sxf1yPmjVrFrccb8x2LuJBiFHYK56N/EACJEACJEACJEACJEACZiIwevRoW8uWLf0yyZNgGqiO4I9RvXr1shkpBvR+wZVg6u+9eObMmW3Lly93axLuwe+9916/oj2hOxip1dyOzRXWJ0DB1CLHECJcYgKgq2m0bt1aLzhGThJXq+OWQVB15WEKl3RcrEIlmIZqfE+CKf6DwBMmzM3IORLHwfGNkd8kwdxff/11m7PXqeM2cPfPkyeP7a+//nJc7NV7I2+qzajM7VVfdgoeAQh5EM0hanrbChQoYDPy5Hrb3fbLL7/odwnfN6Ogk9vtkBICHpquBNNQnSswBiE3jzzySMCCKdJhYI540HDhwoUE83zyySd1PdKA2JsZz8X8+fPb4HnPRgIkQAIkQAIkQAIkQALBJmAUCbIZ+UEDHvbNN9+0uUv35WlwT4JpoDqCp/07r9+1a5fNqA+iwibuJ/By9jD1514c4fK47zdqlTjvUj///PPPeu9i1Jlwud7TQqN4r80oGOupG9dbmAAFU4scvAYNGtimT5/uk7U48e0XnI8++ihB6Ll9MAiiCJl1bN9//70+acH23gqmN27csB08eNCGC49zmLvj2Hjvz/jOY7j77EkwXbVqlXJBSD5EKletXLly2scxncHnn39u27dvn6vuNoyZIkUKm1HoxuV6TwuNAlU+58X0NCbXe0fAnl+0ePHiNnhHevru+pNvFoIkziWEehiJ1t0ahvPceb0/54q35yLmaiR3V9sCDck3CqHpOPDOxjXAueEHhf16ZCSp19VmPBeRpmPRokXO5vMzCZAACZAACZAACZAACQRM4MqVK5raDb+LUUPAqOLu15hGESMbvEz9aZ4E00B0BF/tQQRe4cKFtZaIUUgp7n7BWTD15178119/dcvoP//5j9aIadiwoa8mx/WHU9vw4cPjPvNN9BGgYGqRYwoxYu7cuT5ZiwIm9gJIuCCjaNTChQttuHC4a7hgIxcKRA+7uIELGLzH7C+IMY4N3mQIs0Uoa5kyZWy5cuWy3X///ba3335bvdcc+/ozvuP23rz3JJgaFbx1bshX4q41atRI+6D4k6cGL0WED3hKfZDYOPBc9TXlQmLjcZ1vBNq0aaPHG997CKL47roLy4YHJbxGfWn4QWM/n+BF2q9fPxXX8R+1u+bPueLLuWhUjLQhRMVuF85f+zmOv+PHj3dnmsvlyN/z2muvub1O5c2bV/eF887+A8iM5yLOeeR0ZSMBEiABEiABEiABEiCBUBDAfbr9N7hRsV0LDiM9lztnHlc21KtXzzZz5kxXqzwu8ySY+qMjeNypmw64D4bjBhw5EhNM3Wxu8/defPDgwbZMmTLp9u7G9rQczlW4b2SLXgIUTC1ybCFiuqswndgUEMZvvxg7/kURGgh0P/74Y7zN4bb+6aef6gtu8dgG7u/2ZXiy4+iBh/cQKB966KG4iw2W9e3bV7ctVapUnDiCHfk6fjzjvPzgSTBFlXPMC0ma3bXnn39e+0AA9tQ6duyoIc3uXP09bY/1EFs7derkTVf2CREB5ACCmInvBkI38OMFxcTg2e2YZgG5OM+cOeOTFefPn48rRuZ4HuLBAgQ6pAVw/v74eq74ei5+8803el7bxeIcOXLEnec434OZwBye2fZ5I8TH3sx4LqJ4HENr7EeIf0mABEiABEiABEiABEJBAFFkKVOmjPuNjDyacMzAPTqiNj01fxyq7GN6EkzRz1cdwT62L38PHDigRZgg0KL5I5j6cy8O5xewRxRuIA33Mo4RqYGMxW3NSSAJzDJuZNlMTsAIExXj4imG56PPlhpPPcTIjymGV1eCbQ0PVDHEGjHEogTrsmTJIkaOTzFC8qVy5coJ1mOBIYSIIVDqumnTpokhvuh7Q7zR5cZFUMc3qu/pcsd/vBnfsb+3740iVmJcbMW4yIuR1yXBZl26dBHDe04Mr1AxhKwE67GgRYsWYnj0ipGvUg4dOuSyDxZinVHhXoYOHSpGHhm3/TytwPEx8lvKtm3bPHXl+hARwKXQ8Ph0O7rhfSpGpXvBOXPq1CkxcnG67etqhVFFXgwxToyQe1erBd/bjRs3ivFDKcF6b84Vf8/FKVOmSLt27cR4sqv7T7DzICx47rnnxHjgI8ZDGL1mGBUwdVQznotGWI4YoVI8F4Nw3DkECZAACZAACZAACZCAewK4P8d9s6uGew7cf+Cvq2YUGxajUJI0adLE1epElxkRo2IItNoH9+nQA1w1f3UEV2M5L8PcjRoHYjgqyRtvvKGrHe9nsB73Xok1f+/FjehYWbt2rd7TGc4wie0i0XVGYW4xxGf54IMPEu3HldYlQMHUIsfOqMwtxtMTady4sV8WG+HFKlhAkPn222/l2rVrceMkT55cjMpxYlRqj1uGN96INBCBDG9VeCqL4X0qEEbszfCYlIkTJ8orr7yiAqV9uf2vN+Pb+/ry15NgauQakalTp3olmGJuhqed290bxbL0YmuEQosR0uy2n6cVRmiynDhxQozQAE9duT5EBAwvXzHy9YhRBEn/czZy0uoxNTwi9XuN7yta9uzZVfQ08pL6bAkEWSPcRr8zhoenGB7e8cbAg5Evv/xSDA/XeMu9OVf8PRdDLZjOmTNHjJQEYnjsypIlS1Q0tk/OjOeiEd4keEE4ZSMBEiABEiABEiABEiCBUBAwvBwF9/j2+3Ij0k2MkHwxIksF9x9wWEpMMITDE5yVmjZt6rN53gqmGNgfHcEbg95//30x0gWqNmGfp6+CqT/34oZnrxh1JVRsxj14IM2oQ6LHDM5PbFFKAB6mbOYnEMy8esibaIimmnfU+FprGADyCzo3e35DT0WfduzYoVXDERKM9scff9iOHDliM7zWdGzDW9N5aP3s7fguN05koaeQ/G7duqldyFXprtlD8pG/1V0zvAxtxsVdc6646+PtcuRu6dq1q7fd2S/IBIyngvqdQBg+wvHxnXVXKd2fHKbuzL148aLNECw1PYT9XHSVq9jbc8Wfc3Hy5Mk6d+QOCnZDuAtyoxoPZVwWUjLjuRjMa22weXI8EiABEiABEiABEiAB6xNA3k37b38UDs6fP78WPUJBKG/b008/HbIcpu5s8FZHcLe9fbnh6KH3CM6pB3wJyff3XhyFmsDek8ZhtzWxvwjHR1g+W/QSYA5TixxbJHVGnkNf2p49e+LyirrbDtXZ7Rfrc+fOxevmrUiDjXbt2qX5O4wQdi0YlS9fPpvhFadjowq3q+bL+K62d7fMk2Dav39/tSuxok/PPvus9ilfvry73dgGDhyofYIhdPbp08dmhCK43RdXhI7AmjVr9DgiNynOMcd8pa72iny99jw7rtY7LzM8Vt2Kr/a+EBYNj1W1o3379vbFcX99OVd8PRdDJZhevXrVZnh728B1xYoVcXNxfGPGc7Fq1apaHM/RTr4nARIgARIgARIgARIggWAQwL2B/Xc/CqY6i4be7gP32P7m4PSUwzRQHSGxOcDJCgVmBw0alKCbL4KpP/fiuM9DDQnoH5cvX06wf18XdOjQwWak5vN1M/a3EAEKphY5WC+99JJt5MiRPllrhMfbjNDzRLdBoRm7sDlv3rx4fV2JNChEg5e94SkTihUZuVVsKBI1ZswY282bN3U1vCZxMfJFMHUe374fX/56EkzHjh2rdsFm2O+qGSEQ2qdBgwauVusyeJ9ifphnoA0iGRJrs4WXAJ7uwrv0559/9nrHKJi2detWr/sfPnzYZuTs9Nh/woQJ+n3C+M4tlOeiO8EUT239bbiuGCFGtnTp0tmMvLxuhzHjuViwYEEbCmKxkQAJkAAJkAAJkAAJkECwCaCIMpwJjPD7gIaGs42/3o2eBNNAdYTEJjZ//ny95zHqf9jgNOT4skeo4h4b1eexbuXKlS6H8+defPHixbpvIzdsvELWLnfgxUJ4+aJYLlv0EqBgapFji4tF9+7dfbLWSABtMxJBe9zGKCSlFw6jKEu8vq5EGniEOT5FMRId67ao6gfXesfmLJj+9ttvNlyc7c2b8e19ffnrSTBFNT5chPFy9qq17wceslhv5FaxL4r3F2kHEI6PPhB9Am2ozD1z5sxAh+H2YSAAD0TncyWx3RrJyPW7YuQKSqybzcjZo9+nxx9/PEE/b84Vf89Fd4IpwoP8aXhqbCRS1yfnRv7feEMYydt1uZGrSZeb8VzEgx9fPIjjTZAfSIAESIAESIAESIAESCAMBOD00apVK7/25EkwDVRHSMwohMLDGczVq2zZsno/hHtsIz+r9oFTiXPz914cIjPGTps2rfOQfn0uVqyY7auvvvJrW25kDQIUTK1xnDSnCfJq+tJwocuVK5cNIkVizSg0oxcO5B11bPCKwwVl/fr1cYtxkRk+fHjcZ3iQoY+rp1vwmsQ6u4dpnTp1bLhA2ps349v7+vLXk2CKscAFtiGXq3ODdxzCiLEego6rZlTV0/XoM3v2bFddfFqG0OV169b5tA07R4aAUcBIPam93TsEU3xPPD19hFcj+kFsdG7enCv+novwQsd+K1asGLdbCJpG4vm4z768ef3119Wj1pXouH//flumTJniDWemcxHe8WDh+GAnnrH8QAIkQAIkQAIkQAIkQAImIPDZZ5/ZatSo4Zcl3gimgegIfhllbISIV/wWxysxDcPfe/Fy5crp2Llz5/bXxHjbPfzww36nVIg3ED+YlgAFU9MemviGLV26VHN9xF+a+CcIprjYJOZlilBkFLmBYGcv2mQftVSpUrr9rFmz7ItsuMgg5yMawghQzAX7cH7ygwtczpw5dZ1d6EWY+6ZNm+LG8jR+XEcf39jd842qd2637NGjh9qGUADntnr1al0HL1N3DeKX/WLuLkzA3bauluNii9BtNvMTwHfmrbfe8tpQu2CaIUMG28mTJ91uZw9BMSrJJ+jj6VwJ5FxctWqVfpfxo8je8CPkySeftH/0+i88snFeDBkyxDZnzpy4Fx4qwJMVYSvw0HVsZjoXcT1EkSo2EiABEiABEiABEiABEjAzAThbuIpM88ZmFJey38s2bdo0wSaB6ggJBvRyASIu7XYh16u75u+9ePbs2XX8EiVKuBva6+VI7YeI099//93rbdjRegQomFrkmKH6taOg4Y3Z9gsdLjpt27a1/frrr/E2O3/+vK1MmTJ6orvKM2gP8YXAATEVws99990XryhOzZo19aIDwRX5INEg3sDLDNWmkSc0W7ZsNoTmwgMOYfn25s349r6J/cX+jh8/rk93Fi1aFOcdimTSyDUJz1nnpM5gAZES4ohjKgFcmIsXL652J5bH0C4Mga1dQE7MxsTWwX5cbBFawGZ+AqNHj7a1bNnSa0Ptgim+K8gXjJxFzg8n4OWJ7wC8sF01b84Vf89F/GB64IEH9DzeuHGjnr8IgXHlNe7KNvsyPOXG+W7/kePub+fOne2b6F8znYubN2/WKqXxDOQHEiABEiABEiABEiABEjAZgQsXLqjj099//+21ZSg0i3uTwYMHx/1mxz0xnJpwT2yvRRKojuC1Qf/f8cSJEzYUfKpfv36cXaiNAociVwV5/b0Xh5aBexR/HEOc54RiXenTp3dezM9RRoCCqUUO6NmzZzVE1lloScx8XOhKliyp+fggHsIbFF6eHTt21IsRqsTjAukuFBw5F1HQCRcVVPK76667bBBuHBtEUoQow0sVOQ8RFvDEE0/YWrRoYUNoe9++fVVEgZCC/KeOzZvxHfu7e488pClTptSKd8hHAmEWlczxF/kIkV/VVbV7VP+DCI0LHfKyQgiDdyr6Q/xJrH388cdxF/OdO3cm1tXjOhTXwT7ZrEEA+UudvSQTs9wumC5btkwrWSLdw6OPPmrD09yXX35ZvbtxjrVu3drlDwKM7c25Esi5iB9JsAnnOM51vMcPKl+a3QvWnVBqXz5u3LgEw5rlXEQYEIpVsZEACZAACZAACZAACZCA2QnAGeP777/32sw8efKoAxTukXGvjBfun6EL4H7aXrk+UB3Ba4P+vyMiU3E/bL+Xh12wCRpD165dEwzn7714xowZ9R4eUW+BNni51q5dO9BhuL3JCSSBfcaNLJsFCBgXEPnuu+8kb968Xlk7d+5cMQRTMS6M2v/MmTNiXFD1hcNuCBxiCKliXIwSHc8Q9MR44qT7NYQUl32N6vbax8iHIobXqhgX3Lh+htgrxsVODBEzbpnjG2/Gd+wfzPeGK70yNZI1i/H0SufYuHFjt7ba942+I0aMEONiLq+++qoYgrB9lc9/jZB+Mf5zku3bt/u8LTcIPwHDW1rPG0Og9GrnhgenGGkt9HuCDYwHCWIUeNLzEOeVkfpBzxkj967H8bw5V/w9F40nymI8KVX7cG0wHoB4tCeYHcxwLhrVOMUQp8V4eBLMqXEsEiABEiABEiABEiABEgg6AaN4sxiinRi1Q4I6drB0hKAa5TCYv/fiuOfHy3BUkYIFCzqM6PtbQ8gVQ3iWgQMH+r4xt7AMAQqmljlUIob3pp7chvemhaymqZ4I9OvXTyC+jR8/3lNXrjcBAcPLWx8yQPTMkSOHCSyiCcEiwGtssEhyHBIgARIgARIgARIggVATMOoGiBEVJkatgFDviuM7EYCTGJwtjDQCTmv4MZoIUDC10NHECQkvsFGjRlnIaprqiUDdunXFCHtQMdxTX643BwEjtYUYuTj1uJnDIloRDALw4jfyOavXbzDG4xgkQAIkQAIkQAIkQAIkECoC8JY0CqjK/v37Q7ULjuuCACIGEaVrFIyVTJkyuejBRdFCgIKphY7k4sWLVSw1CpNYyGqa6omAkUtFvv7664DDAjzth+uDR6Bnz55iFGmS4cOHB29QjhRRAkbhODEKvglSKASSYiOik+DOSYAESIAESIAESIAEYoYAUkkZ9Tjkxx9/lKxZs8bMvCM90VWrVslbb70lBw4ciLQp3H+ICVAwDTHgYA6P/IUFChQQ5ChMlixZMIfmWBEiwGMaIfAB7vbzzz+XTz75RNavXx/gSNzcLASMgk8yadIkHlOzHBDaQQIkQAIkQAIkQAIk4JFAw4YNxShaKl26dPHYlx2CQwA5Y+H0hDokbNFNgIKpxY6vUdVeVq9eLd4UiLHY1GLSXKPiunz00UdiVCmPyflbddInTpzQc/Dy5cuSPHlyq06DdjsQ6N69u6Bo3ciRI+XBBx90WMO3JEACJEACJEACJEACJGBOAtOnT5c5c+bIunXrzGlglFmF4tmPPPKIrFixQkqUKBFls+N0nAlQMHUmYvLPqOiWK1cu6du3r8ktpXneEGjZsqXkz59fE0Z70599zEMA1e0nTJgg1apVM49RtMRvArlz51YP/jVr1kjRokX1ST2e1pctW1ZSpEjh97jckARIgARIgARIgARIgARCRQDFgxGOf/78ec2rGar9cNz/EkC9g+eee05Onz5NJDFAgIKpxQ7y0qVLZfDgwbJr1y6LWU5znQn85z//kQwZMsiWLVtUqHFez8/mJvDmm2/KrVu3ZOzYseY2lNZ5JHDw4EFBIa+LFy/KtWvXZMOGDfqUfu3atXL27FmpWLFinIBauHBh5jj1SJQdSIAESIAESIAESIAEwkUAD/lRRLhDhw7h2mXM7gepDxBhOHr06JhlEEsTp2BqsaNtT+x85MgRyZIli8Wsp7mOBJD/smPHjnL06FHHxXxvEQLffvutNGvWTE6ePGkRi2mmOwJ4CPXTTz/JjBkzEnRBnmGEOOGF4mxo8CrGD9MaNWowwX4CYlxAAiRAAiRAAiRAAiQQTgILFy6UgQMHyv79+8O525jb19WrV1WD2blzpyDakC36CVAwteAxbtCggd6oM7GzBQ+eg8mvvvqq3H333Zoz0WEx31qEwJ07dzR/DaokFitWzCJW00xXBEqWLKlpMRo1auRqddwy5CzCD1G7gIrcw3hwBfEUr6pVqzL/aRwtviEBEiABEiABEiABEggHAUQu5siRQ2bPni2VKlUKxy5jch+oPbJ8+XJBFBpbbBCgYGrB48zEzhY8aC5MzpYtm8ydO1fKlSvnYi0XWYFAu3btJFOmTPpE1wr20saEBM6cOaNPiH/77Te55557EnZIZMnff/8t8DS2C6h79uxh/tNEeHEVCZAACZAACZAACZBAaAggYmrfvn2CosJswScAxwnUHhk+fLjAgY0tNghQMLXgcUZl7kcffVQYlm/Bg/f/Jm/evFmaNm2qyaKTJk1q3YnEuOUoENS5c2cN506SJEmM07Dm9EeMGCHbt2+XRYsWBTyBP/74g/lPA6bIAUiABEiABEiABEiABHwl8Ouvv0rOnDnlwIED6m3q6/bsnzgBRBXivu/48ePC+/fEWUXTWgqmFj2aqK4OD0U8SWKzHgFU1itYsKC8++671jOeFscRwJPGvHnzypgxY6ROnTpxy/nGGgT+/fdfyZUrl0yZMkVD6oNtNfOfBpsoxyMBEiABEiABEiABEnBHoFu3boKoqTlz5rjrwuV+EEAqNqRg69q1q7Rt29aPEbiJVQlQMLXokYNHVP369QU35MiDyWYdAqi6DZHt559/lowZM1rHcFrqksCoUaM0jw2eOrJZi8DSpUs1d+nhw4dDbjjzn4YcMXdAAiRAAiRAAiRAAjFN4NKlS5InTx4tVMoaC8H7KsycOVND8VHLIFmyZMEbmCOZngAFU9MfIvcGlipVSp9ywNuUzToE+vbtq2Ipn/xZ55glZinCsLNmzSrIX5k7d+7EunKdyQigUBMKPSG8JtyN+U/DTZz7IwESIAESIAESIIHoJzB06FBNEcXCRME51rdv31Znp3Hjxkm9evWCMyhHsQwBCqaWOVQJDcWTjvHjx2v+vYRrucSMBCCSIP/skiVL5MknnzSjibTJDwIdO3aUVKlSCbxN2axB4IcffpAyZcoIPL7vu+++iBvN/KcRPwQ0gARIgARIgARIgAQsT+DGjRvqZTpp0iSpW7eu5ecT6QkMGzZMEEm4adOmSJvC/UeAAAXTCEAP1i7xtAOebQgrLVu2bLCG5TghJPDpp58Knk7t2rUrhHvh0OEmcPDgQalQoYKcOHFCUqdOHe7dc39+EGjfvr2mM/noo4/82Dr0mzD/aegZcw8kQAIkQAIkQAIkEI0EFi5cKMhninsU3pv4f4TtDhYo2Fy4cGH/B+KWliVAwdSyh+6/hn/44YfqrYiTmM3cBOjOb+7jE6h1jRs31gJCw4cPD3Qobh9iAkeOHJGSJUsKcpdmyZIlxHsLfHjmPw2cIUcgARIgARIgARIggVgi0LRpU3UOmDFjRixNO2hzRXFYRIQ2bNhQax4EbWAOZCkCFEwtdbgSGgsRLl++fDJ27FgtApWwB5eYhcD7778vy5cvpzu/WQ5IkO04evSolChRQg4dOqSe30EensMFkcCzzz6roUoIsbFiY/5TKx412kwCJEACJEACJEAC4SNw+fJlKViwoCA0n7k3feeOXLDLli2Tb7/9loWefMcXNVtQMI2CQzl79mzBCX3gwAGezCY9nleuXNGCQMh/Urp0aZNaSbMCJfDKK6/IzZs3Zfr06YEOxe1DRGDbtm36o/H48ePy4IMPhmgv4R2W+U/Dy5t7IwESIAESIAESIAErEICzDtJQff/995I5c2YrmGwKG3fs2CE1atTQWjGPPfaYKWyiEZEhQME0MtyDuleEaxYrVkwrPb/88stBHZuDBYfAm2++qfktFyxYEJwBOYopCVy8eFGrKG7ZskUKFSpkShtj3Sjkmn3mmWeke/fuUYuC+U+j9tByYiRAAiRAAiRAAiTgE4E33nhDIxxRtAhFatkSJ4CCsEjd9d5770mrVq0S78y1UU+AgmmUHOKvvvpK2rRpI0hM/MADD0TJrKJjGigE9MQTT+iTvTx58kTHpDgLtwT69+8v8GJcs2aN2z5cERkCixcvFvxoRA7TFClSRMaIMO+V+U/DDJy7IwESIAESIAESIAETEbhz5448/fTTWvxp7ty5JrLMfKYgUrBixYpSuXJlGTlypPkMpEVhJ0DBNOzIQ7fDJk2aaIjplClTQrcTjuwTAYgVVapUkXLlysmQIUN82padrUngxo0bUqRIEenVq5e89NJL1pxEFFptz+OE62PdunWjcIbeTYn5T73jxF4kQAIkQAIkQAIkEC0E/vzzTy1g1KJFC3nnnXeiZVpBn0fz5s0FrFasWCFJkyYN+vgc0HoEKJha75i5tfjSpUvy+OOPa/7EOnXquO3HFeEjMGbMGJk2bZrs3LkzZjzawkfXvHtCcnA8yd27d688+uij5jU0hixDpdB77rlHz8cYmrbHqTL/qUdE7EACJEACJEACJEAClidw7NgxdeLp16+foO4CW3wCnTt31tQFW7duZcRufDQx/YmCaZQd/iVLlkiXLl3k4MGDkiZNmiibnbWmg6rpyH+yceNGKVq0qLWMp7UBE+jZs6cKpkiXkSRJkoDH4wD+E0DuYITiozBetBR68p9G4lsy/2nifLiWBEiABEiABEiABKxKABpBtWrVhKJp/CMIsfSbb76RDRs2SPr06eOv5KeYJkDBNAoPP1zt4UI+a9asKJydNaaEXDHly5eXp556Sv9DsobVtDKYBG7duqXF2Lp27SqdOnUK5tAcywcCv/76qxQsWFBmz54tNWvW9GFLdmX+U34HSIAESIAESIAESCC6CFA0jX88KZbG58FP8QlQMI3PIyo+XblyRQWC4cOHywsvvBAVc7LaJFD4B7lPtm/fLsmTJ7ea+bQ3SASQiqFGjRqyefNmKVSoUJBG5TDeEvj33381NUK2bNlk4sSJ3m7Gfm4IMP+pGzBcTAIkQAIkQAIkQAIWImAXTeHY0adPHwtZHjxTb9++Le3atZM9e/bI+vXr6VkaPLRRNRIF06g6nP+bDHIoIo8pwoFLlSr1vxV8F3ICCxcu1LwwEEtz5MgR8v1xB+YmMG7cOPnggw9kx44d/I84zIcKYfgQqzdt2iQpU6YM896jf3fMfxr9x5gzJAESIAESIAESiE4Cx48fl3r16knhwoW1BkqqVKmic6IuZnXhwgVp1KiR3H///fL5558zlaELRlz0XwIUTKP4mzBjxgzp3bu3FhzKnDlzFM/UPFPDE6qqVavK0qVLpVKlSuYxjJZElECHDh3kxx9/lHXr1sldd90VUVtiZefTp0/XJ+bw8n3kkUdiZdoRnSfzn0YUP3dOAiRAAiRAAiRAAj4RuHr1qjRr1kwuXrwoy5Ytk1jQDHbv3i0NGjSQZ555Rj788ENJliyZT8zYObYIUDCN8uPdo0cPTWAMD6tYemoUicOK/2hQ5AlhDe3bt4+ECdynSQn8888/GpqfJ08emTx5skmtjB6z7B72a9eu1XMyemZmnZkw/6l1jhUtJQESIAESIAESiF0CqL3Rq1cvgbMVUljB8zIaG36bjh07VuuLjBw5UsPxo3GenFNwCVAwDS5P042GC+DTTz+t7uafffaZFoMynZFRYNDNmze14mDx4sXlo48+ioIZcQrBJnDp0iVNj4FcQd27dw/28Bzv/wn88ssvUqZMGRk1apQ+MScYcxBg/lNzHAdaQQIkQAIkQAIkQAKuCHzxxRcqIiJaEvezadKkcdXNkst+/vlnadOmjaDWC4ThokWLWnIeNDr8BCiYhp952Pf4559/SpUqVaRIkSIyZcoUiqZBPgIQS5H/BR68S5YsYZGnIPONpuEOHTqk5+KAAQOkU6dO0TQ1U8wFYmnlypWlbdu20rdvX1PYRCNcE2D+U9dcuJQESIAESIAESIAEIkXg999/Fzh3bNy4USZMmKCh65GyJRj7RQHYTz75RN5++23p3LmzepemSJEiGENzjBghQME0Rg40Ln7Vq1enaBrk420XS1FQZvHixcILcJABR+Fw+/fv13ORomlwD65dLG3durX0798/uINztJATYP7TkCPmDkiABEiABEiABEjAKwJwAnrttdckZ86cgvB1pJ2zWluxYoWmGkD9iEmTJrEQttUOoEnspWBqkgMRDjMomgaXMsXS4PKMpdEomgb3aFMsDS7PSI/G/KeRPgLcPwmQAAmQAAmQQKwTuHXrlobmDxs2TJ09hgwZIrlz5zY9lu3bt8ubb74pJ0+elEGDBskLL7wgSZIkMb3dNNCcBP4PAAD//z0SuV0AAEAASURBVOzdB3wUVRvv8YcAoaMivaiIICCgdKmCiIAiTVBBuiC96AvSkaY0sQCCgoCFIr0j0qSJFKUrUkWq9C4ggdx9zr2bm4SU3WTrzG8+n7zZ3Zk5c853El/958xzkoQ7NmGzjcDFixflhRdekKefflq++uorSZo0qW3G7smBXr9+XerUqSMpU6aUefPmSWhoqCebpy0bCOzevdv8Lr7//vvSoUMHG4zYO0M8cuSIPP/889K8eXMZMGCAdy5Cq34V+O+//2TTpk2yatUq87Vjxw4pWrSo+f3R/z8rW7Ys/wz26x3i4ggggAACCCBgVYFLly7Jhx9+KOPHjzf/7tWxY0fzPZDGGxYWJnPnzpWxY8fKvn37pFevXqL9TJEiRSB1k74EoUASAtMgvGuJ7LKGpi+//LKkTZtWZs2aJQ899FAiW7TX6UePHpVatWpJ3rx5ZcaMGfyHur1uv0dHq6HpSy+9JPXr15dRo0bxBww3ddeuXSsNGjSQd955R3r37u3m2RwerAKXL1+Wn376yYSnK1eulJMnT0rFihUjAtQiRYpIkiRJgnV49BsBBBBAAAEEEAg4gQsXLsikSZNMcJoqVSoz4eP111+XjBkz+q2vf//9t3z99dcyYcIEyZw5swlJGzVqJNo/NgQ8IUBg6gnFIGzj9u3b8vbbb8svv/wiixcvlieffDIIR+H7Lm/YsMGEW23atJGBAwfyH+W+vwWWu+Lp06fNbOUHH3xQZs6cKfqdLX6BL7/8Unr06GFmymvgzGZfgWPHjkXMPl29erWBqFKliglQq1atKrly5bIvDiNHAAEEEEAAAQQ8KHDv3j1ZsmSJCU518kLJkiXNf8vUrl1b8uTJ48ErxdyUPmm0cOFCWbBggRw6dMhMZNKn9cqVKxfzCXyKQCIECEwTgWeFUz/66CMZOnSoTJs2TapXr26FIXltDFrCoFu3buYvWK+99prXrkPD9hO4deuWtGrVSrZt22b+gJEvXz77Ibg4Yn3kpmvXrrJo0SLzL0v6aDYbAk4BrTKkM7edj++vX79ecubMGTH7VMs3PPDAA87D+Y4AAggggAACCCCQQAF96mfZsmUmvFy+fLlkz55dSpUqJSVKlDBB6jPPPJOo2Z5XrlyR3377zfw30q+//iqbN28WLdX0yiuvmJBWSzNpiTw2BLwlQGDqLdkgalf/Ide4cWPzWKvW+0iWLFkQ9d77Xb1x44b873//k6VLl5qAplixYt6/KFewpcDw4cNlxIgRorMnmTV5/4+AziRs1qyZ+RclrR2cJUuW+w/iEwQiCVD/NBIGLxFAAAEEEEAAAS8J6BOsGmhqsKmTQPS7/rv7o48+KtmyZTNhqgaqOXLkkHTp0kny5MlNOTKdDKFfWjbw1KlTUb607FL+/PlN+OoMYYsXLy4hISFeGgXNIhBVgMA0qodt3x04cECaNm0qd+/elW+++UYKFixoW4vIA9dH8Fu0aGE8Jk6cSEATGYfXXhHQmowtW7Y0j5V8/vnn8vDDD3vlOsHW6OTJk80Mb7X54IMPKOIebDcwQPpL/dMAuRF0AwEEEEAAAQQsL6ALRh08eDBKCKrlyK5du2ZCUs0edBFqDU+1LJkGqpG/tGxg6tSpLe/EAANXgMA0cO+Nz3um/8DS2W3Dhg2Tvn37mlmVdv3rzc2bN80iMhoef/LJJ2ZWm89vCBe0rYA+ftKlSxf58ccfzWxTXWTMrpv+S1Xr1q1l//79pqg79Yns+pPgnXFT/9Q7rrSKAAIIIIAAAggggECwCxCYBvsd9EL/9+zZYwJCXV1u/PjxoisO22nT4tVt27Y1jw/oSoBa/44NAX8I6IJsujibLlyjf8zImjWrP7rhl2tqQXn9g0X37t1FV7vUP+TwF2a/3ArbXJT6p7a51QwUAQQQQAABBBBAAIF4BQhM4yWy5wF37twxAc3IkSNNQeXBgwdbfqXhvXv3mlW3tbD0kCFDzCI89rz7jDqQBLSez3vvvSezZ882ix1pgJg2bdpA6qLH+/LDDz+Y30UNsEaPHi2VK1f2+DVoEIH4BKh/Gp8Q+xFAAAEEEEAAAQQQsK4Agal1761HRnb27FkZNGiQfPvtt2bWZe/evU19EY80HiCNnDhxQvr16yfz5883gVS3bt0sH0gFCD3dcEPg999/NyGiFlHv37+/mXmq9X6stGlxeA2HDx06ZP65o3WV7VoWxEr31Spjof6pVe4k40AAAQQQQAABBBBAIH4BAtP4jTjCIaABhoalq1evlo4dO0qbNm1MQeZgxtGFrsaOHWvqIjZu3Fjef/99FnUK5htqk76vW7fOhIo68/Sdd94xi7UF+4zT9evXm5mka9askZ49e0rnzp0lZcqUNrmjDDNYBah/Gqx3jn4jgAACCCCAAAIIIBC/AIFp/EYcEUlAZ4DpIkgLFy6Ul19+2YSnFSpUiHREYL/UuohLly41Qekvv/wiTZo0MbNK8+bNG9gdp3cIRBPQ30F9XF1LSDRr1kw6dOgg+fLli3ZU4L79999/Zdq0aeZ38cKFC+aPMDqGDBkyBG6n6RkCsQhQ/zQWGD5GAAEEEEAAAQQQQCBIBQhMg/TG+bvb//zzj0yYMMGs4J0pUyYTdtStWzdgF6U5fPiwzJkzx/RXH2PWYKZ58+aSPn16f1NyfQQSJfDHH3+Y0HHq1KlSpkwZU3u3Ro0aAVlWQkMl/aPL999/L1OmTJFChQpJp06dRP/ZkSxZskQ5cDICgSRA/dNAuhv0BQEEEEAAAQQQQAAB9wUITN0344xIAmFhYTJv3jzzWPtPP/0kTz/9tFkkqk6dOpI/f/5IR/r+pQYzCxYsMLNh//77b6levboJk3TF8SRJkvi+Q1wRAS8KXLlyxawqP336dNm1a5dZKEl/D2vXru3XUhO6gJz+s0F/FxctWiQ6y1v7pWU99J8XbAjYQYD6p3a4y4wRAQQQQAABBBBAwEoCBKZWupt+Hsu1a9dk+fLlJhhZtmyZCWmef/55KVGihJQsWVIKFiwoSZMm9UovdTaPhkQakuqiOCtXrhQNc2vVqmXCGe1HihQpvHJtGkUg0AROnz5twkkNKdeuXStFixaV8uXLR/wu5s6d22tdvnr1qikToL+LW7duNb+L2bJlM7+HGt6WLl2aP1h4TZ+Gg0WA+qfBcqfoJwIIIIAAAggggIBdBQhM7XrnvTxunVWmC7ls3LjRBJganmigqsGNBqh58uQxi0Zlz55dNEzR76GhoXH26ubNm3Lq1KkoX7pwkwake/bsMe1o2/pVqVIlgpk4NdlpFwH9vVuxYoVs3rzZ/EFBa57q71rx4sXN1yOPPBLxu6i/h1myZIn3Dxs6mzX676L+DurvuZa/ePLJJ83vof4u6oxufc+GAAIxC1D/NGYXPkUAAQQQQAABBBBAwJ8CBKb+1LfZtU+cOGHCTQ1sjh49GiVwuX79ujz88MOSJk0a0Rqj+qWP7uosUf3SgEYfaXzooYeihDsavDpDUq2lyoYAAnELaDizf/9+87u4c+dOOX78eMTvos5M1T926O+SrlKvv4daW/Tu3bsRv4u6QJP+8UKP0YDV+VWgQAHzu1isWDHzexx3L9iLAAKxCVD/NDYZPkcAAQQQQAABBBBAwHcCBKa+s+ZKcQhoYKphzY0bN0wwo6GN1hnVsEa/dHEmDWY0xGFDAAHvCVy8eFHOnDkjt27dighJQ0JCzO+hBqi6in3WrFnNe+/1gpYRQMApQP1TpwTfEUAAAQQQQAABBBDwnQCBqe+suRICCCCAAAIIIJAoAeqfJoqPkxFAAAEEEEAAAQQQcEmAwNQlJg5CAAEEEEAAAQQCS4D6p4F1P+gNAggggAACCCCAgHUECEytcy8ZCQIIIIAAAgjYWID6pza++QwdAQQQQAABBBBAwKMCBKYe5aQxBBBAAAEEEEAgMASofxoY94FeIIAAAggggAACCASfAIFp8N0zeowAAggggAACCLgtQP1Tt8k4AQEEEEAAAQQQQMCmAgSmNr3xDBsBBBBAAAEE7CtA/VP73ntGjgACCCCAAAIIIBC/AIFp/EYcgQACCCCAAAIIWFqA+qeWvr0MDgEEEEAAAQQQQMBNAQJTN8E4HAEEEEAAAQQQsLoA9U+tfocZHwIIIIAAAggggEBcAgSmcemwDwEEEEAAAQQQQECof8oPAQIIIIAAAggggICdBAhM7XS3GSsCCCCAAAIIIJBIAeqfJhKQ0xFAAAEEEEAAAQQCXoDANOBvER1EAAEEEEAAAQQCV4D6p4F7b+gZAggggAACCCCAQMIECEwT5sZZCCCAAAIIIIAAAjEIUP80BhQ+QgABBBBAAAEEEAgqAQLToLpddBYBBBBAAAEEEAguAeqfBtf9orcIIIAAAggggAACIgSm/BQggAACCCCAAAII+ESA+qc+YeYiCCCAAAIIIIAAAokUIDBNJCCnI4AAAggggAACCCRMgPqnCXPjLAQQQAABBBBAAAHvChCYeteX1hFAAAEEEEAAAQRcFKD+qYtQHIYAAggggAACCCDgVQECU6/y0jgCCCCAAAIIIIBAQgWof5pQOc5DAAEEEEAAAQQQSIwAgWli9DgXAQQQQAABBBBAwCcC1D/1CTMXQQABBBBAAAEEEHAIEJjyY4AAAggggAACCCAQdALUPw26W0aHEUAAAQQQQACBoBEgMA2aW0VHEUAAAQQQQAABBGIToP5pbDJ8jgACCCCAAAIIIOCuAIGpu2IcjwACCCCAAAIIIBDwAtQ/DfhbRAcRQAABBBBAAIGAFSAwDdhbQ8cQQAABBBBAAAEEPCFA/VNPKNIGAggggAACCCBgHwECU/vca0aKAAIIIIAAAggg4BCg/ik/BggggAACCCCAAAJxCRCYxqXDPgQQQAABBBBAAAHLC1D/1PK3mAEigAACCCCAAAJuCRCYusXFwQgggAACCCCAAAJWF6D+qdXvMONDAAEEEEAAAQTiFiAwjduHvQgggAACCCCAAAI2FqD+qY1vPkNHAAEEEEAAAdsKEJja9tYzcAQQQAABBBBAAAF3Bah/6q4YxyOAAAIIIIAAAsEnQGAafPeMHiOAAAIIIIAAAggEiAD1TwPkRtANBBBAAAEEEEDAgwIEph7EpCkEEEAAAQQQQAABewtQ/9Te95/RI4AAAggggIA1BAhMrXEfGQUCCCCAAAIIIIBAgAlQ/zTAbgjdQQABBBBAAAEEXBQgMHURisMQQAABBBBAAAEEEEiMAPVPE6PHuQgggAACCCCAgO8ECEx9Z82VEEAAAQQQQAABBBCIEKD+aQQFLxBAAAEEEEAAgYASIDANqNtBZxBAAAEEEEAAAQTsKkD9U7veecaNAAIIIIAAAoEmQGAaaHeE/iCAAAIIIIAAAgjYXoD6p7b/EQAAAQQQQAABBPwoQGDqR3wujQACCCCAAAIIIICAKwLUP3VFiWMQQAABBBBAAAHPCBCYesaRVhBAAAEEEEAAAQQQ8JkA9U99Rs2FEEAAAQQQQMCGAgSmNrzpDBkBBBBAAAEEEEDAWgLUP7XW/WQ0CRM4d+6c7NixQ44fPy6nTp2SkydPmu+nT5+Wa9euSVhYmPkKCQmR5MmTS6pUqSRLliySPXv2iK8cOXJIoUKF5IknnkhYJzgLAQQQQMASAgSmlriNDAIBBBBAAAEEEEAAgf8rQP1TfhLsIHDr1i35+eefZevWrfLrr7+ar3/++ceEnY8++mhEAOoMQ9OnT29C0mTJksndu3flzp07cvPmTdEwVcNV55eGrLt37xYNVYsVKyYlS5aUEiVKyHPPPScZM2a0Ay1jRAABBBBwCBCY8mOAAAIIIIAAAggggICFBah/auGba7OhXbp0SZYsWSILFiyQFStWiAajpUuXjgg1ixQpIqGhoYlW0T86HDp0SLZt22aCWOd3DU9r164tderUkTx58iT6OjSAAAIIIBC4AgSmgXtv6BkCCCCAAAIIIIAAAh4XoP6px0lp0IsCOhN09uzZMmnSJDOj9NlnnzWBpQaXuXPn9uKVozatvzfLli0zYe3y5cvlkUcekSZNmkirVq3k4Ycfjnow7xBAAAEEgl6AwDTobyEDQAABBBBAAAEEEEAg4QLUP024HWd6T0Afkf/iiy9k4sSJ5vH69u3bm6A0EMLJ27dvy+rVq03fVq5cKQ0aNJBOnTqZR/i9J0LLCCCAAAK+FCAw9aU210IAAQQQQAABBBBAIIAFqH8awDfHJl07cOCADBgwQBYtWmQef+/YsaOUKVMmYEevf3AYP368fPXVV5I3b17p37+/VK9ePWD7S8cQQAABBFwTIDB1zYmjEEAAAQQQQAABBBCwnQD1T213y/024DNnzpigdNq0adKuXTt59913zQr2fuuQmxfWRaimTp0qAwcOlHz58smIESOkePHibrbC4QgggAACgSJAYBood4J+IIAAAggggAACCCAQ4ALUPw3wGxSE3btx44aMHDlSPvnkE3n11Vdl0KBBkjNnziAcyf/t8s2bN+Wzzz6T4cOHS40aNeSDDz7waa3VoIWj4wgggECACRCYBtgNoTsIIIAAAggggAACCASLAPVPg+VOBWY/161bJy1atDAzMjU0LVy4cGB2NAG9unDhgglLJ0+eLIMHDxYtLZAkSZIEtMQpCCCAAAL+ECAw9Yc610QAAQQQQAABBBBAwGICMdU/zZEjh1StWlVeeOEFqVy5sjz44IMWGzXDSYiAzsLs1auXfPfdd2ZmadOmTRPSTFCc89tvv0mzZs0kc+bMMmXKFHn00UeDot90EgEEELC7AIGp3X8CGD8CCCCAAAIIIIAAAl4QiKn+6TPPPBMRoJYtW1ZCQ0O9cGWaDGSBLVu2iAakjz/+uFkoSUN1q2+3b9829Vm/+OILU36gVatWVh8y40MAAQSCXoDANOhvIQNAAAEEEEAAAQQQQCDwBWKqf1qhQoWIALVIkSI8shz4tzFRPdTH03UxJ338vnXr1olqKxhP3rx5szRq1EiqVKki48aNk+TJkwfjMOgzAgggYAsBAlNb3GYGiQACCCCAAAIIIIBAYAlQ/zSw7oc3e3P37l3p3r27zJo1SxYsWCAlSpTw5uUCum2tbVq/fn1Rk7lz50qmTJkCur90DgEEELCrAIGpXe8840YAAQQQQAABBBBAIEAEqH8aIDfCC924cuWKvPHGG3Lx4kUTlmbLls0LVwmuJu/cuSOdOnWSH3/8URYuXCg6u5oNAQQQQCCwBAhMA+t+0BsEEEAAAQQQQAABBGwvQP1Ta/wI6GxKffy8YMGCoo/jp0yZ0hoD89AoPv/8c+nXr58sXbpUypQp46FWaQYBBBBAwBMCBKaeUKQNBBBAAAEEEEAAAQQQ8JoA9U+9Ruu1hp1hacmSJWXChAnUp41FesaMGdKhQwdC01h8+BgBBBDwlwCBqb/kuS4CCCCAAAIIIIAAAggkSID6pwli89lJhKXuUROauufF0QgggIAvBAhMfaHMNRBAAAEEEEAAAQQQQMArAtQ/9Qprghu9dOmSVK5cWZhZ6h6hMzRdvny5lCpVyr2TORoBBBBAwOMCBKYeJ6VBBBBAAAEEEEAAAQQQ8JcA9U/9JS8SFhYmNWrUkKxZs8q3337LY/hu3go169Gjh2zdulVy5crl5tkcjgACCCDgSQECU09q0hYCCCCAAAIIIIAAAggElAD1T313O3Tl999++01++uknSZEihe8ubKEr9ezZU1asWCEbN26U1KlTW2hkDAUBBBAILgEC0+C6X/QWAQQQQAABBBBAAAEEEiFA/dNE4MVxqi7sNGTIENm2bZtkyZIljiPZFZfAvXv3pE6dOiZwnjVrFrN048JiHwIIIOBFAQJTL+LSNAIIIIAAAggggAACCASuAPVPPXNvdDZkzZo1zczSokWLeqZRG7dy7do1KVu2rLz22mvSr18/G0swdAQQQMB/AgSm/rPnyggggAACCCCAAAIIIBBAAtQ/df9mXL9+XQoXLiwDBw6Upk2but8AZ8QocPjwYSlevLh5PJ9FoGIk4kMEEEDAqwIEpl7lpXEEEEAAAQQQQAABBBAIVgHqn8Z/59q2bStnzpyR+fPnx38wR7glMH78eBk9erTs2LFDUqZM6da5HIwAAgggkDgBAtPE+XE2AggggAACCCCAAAII2ESA+qdRb7QuTtS4cWPZu3evZM6cOepO3iVaQEtGvPjii/L000/LRx99lOj2aAABBBBAwHUBAlPXrTgSAQQQQAABBBBAAAEEEDACdq9/evXqVSlUqJCMGjVKGjRowE+FlwSOHz9uAtPFixdLuXLlvHQVmkUAAQQQiC5AYBpdhPcIIIAAAggggAACCCCAgJsCdqt/2r17dzly5IjMnTvXTSkOd1dgwoQJMm7cONm+fbuEhIS4ezrHI4AAAggkQIDANAFonIIAAggggAACCCCAAAIIxCVg5fqnWppAZ5dqbc08efLExcA+DwjcvXtXihQpIj179pQmTZp4oEWaQAABBBCIT4DAND4h9iOAAAIIIIAAAggggAACiRSwUv3TZs2aSfr06WXMmDGJVOF0VwX0kfxOnTrJ/v37JUWKFK6exnEIIIAAAgkUIDBNIBynIYAAAggggAACCCCAAAIJEQjm+qe7du2S5557Tg4ePCiZMmVKyPA5J4ECFStWlFq1akm3bt0S2AKnIYAAAgi4KkBg6qoUxyGAAAIIIIAAAggggAACXhAIpvqnr7zyipQqVUr69evnBQmajEtgy5Yt8tJLL8nRo0clXbp0cR3KPgQQQACBRAoQmCYSkNMRQAABBBBAAAEEEEAAAU8KeKP+6cWLFyVDhgyJ6qbOKi1evLjoyu0PPPBAotri5IQJVKlSRerVqycdOnRIWAOchQACCCDgkgCBqUtMHIQAAggggAACCCCAAAII+EfAE/VPf/75Z7Oi/dChQxNcA7Nr165y+/ZtGT9+vH8guKrMnz9f+vTpI3/88QcaCCCAAAJeFCAw9SIuTSOAAAIIIIAAAggggAACnhRITP3TJEmSmK5o2FagQAG3unXjxg3JmTOnbNy4UZ566im3zuVgzwncvXtXHn/8cZk8ebLobFM2BBBAAAHvCBCYeseVVhFAAAEEEEAAAQQQQAABrwu4U/909erV8sILL0jSpEnls88+c+uxbp1VOnv2bFmzZo3Xx8QF4hYYNmyYaD1TnW3KhgACCCDgHQECU++40ioCCCCAAAIIIIAAAggg4HOB+OqftmzZUrZv3y6pUqWS8uXLy/Tp0yVjxozx9lNrl/bu3VteffXVeI/lAO8KXLhwQR555BE5cuSIZMmSxbsXo3UEEEDApgIEpja98QwbAQQQQAABBBBAAAEErC8Qvf7pzZs35fr166KP9idPnlzSpEkjs2bNkqpVq8aK8ffff5vH8M+fPy8pU6aM9Th2+E6gRo0aZvGn1q1b++6iXAkBBBCwkQCBqY1uNkNFAAEEEEAAAQQQQAAB+wpMmjRJOnbsKPoY/71796JAlChRQpYuXSqZM2eO8rm+GT16tKxdu1bmzZt33z4+8I/AF198IUuWLDFf/ukBV0UAAQSsLUBgau37y+gQQAABBBBAAAEEEEDA5gKnT5+W7NmzG4WQkBBJnTq16AJQd+7ckVu3bkXo6L5ixYpJtWrVTK3TsmXLSmhoqFlcqFmzZtK0adOIY3nhXwG9p3ny5JGzZ89K2rRp/dsZro4AAghYUIDA1II3lSEhgAACCCCAAAIIIIAAAiqwadMm0UWCVqxYIQ0bNpT8+fNLtmzZTICqIap+PfjggwYrpvqn1atXl2XLlsnJkyclQ4YMoAaQQOnSpaV79+5Sv379AOoVXUEAAQSsIUBgao37yCgQQAABBBBAAAEEEEAAAY8KaP3TiRMnyvr162XdunUebZvGEi/wwQcfmIWftNQCGwIIIICAZwUITD3rSWsIIIAAAggggAACCCCAgGUE/ve//5nFoXSWKltgCaxZs0a6dOkie/bsCayO0RsEEEDAAgIEpha4iQwBAQQQQAABBBBAAAEEEPCGwHPPPSedOnXisW9v4CayzStXrkjGjBlFSymkSZMmka1xOgIIIIBAZAEC08gavEYAAQQQQAABBBBAAAEEEDAC9+7dkwceeMDMYHzsscc8phIWFibJkiWLsb249ukJulBV8uTJ7zv37t27kjRp0vs+t/oHTz75pOgj+eXLl7f6UBkfAggg4FMBAlOfcnMxBBBAAAEEEEAAAQQQQCA4BP744w/RGabnzp1LVIevXbsms2bNkq1bt5qvvXv3SooUKUTDvmbNmkm7du1MCPr999/LqFGjZNu2bVGud+HCBenXr5+sXbtW9u/fLylTppRChQpJhw4dpGnTpvL555+bfbNnz45ynrfebNmyxSyepWGyq5sanjhxQooWLerqKS4d9+abb0qJEiXknXfecel4DkIAAQQQcE2AwNQ1J45CAAEEEEAAAQQQQAABBGwlMHXqVNGv5cuXJ3jcGzduNKHmX3/9JQULFhStifr000/LrVu3THj6ySefyKOPPipjxoyRKlWqSI4cOWT37t0R19uxY4e89NJLJmDVMLVs2bJy8+ZNWbFihQwePFieffZZWbVqlVSqVEkWLlwYcZ47L3bu3ClDhw41Qe3x48clZ86c5jqdO3cWXYk++pYlSxZzTPXq1eWhhx4yAW5ISEj0wyRVqlTSvHlzSZIkiYwfP96Emo0bN5YnnnjC7Itppqw2UqFCBSlcuPB97cX0gfqp0bfffhvTbj5DAAEEEEigAIFpAuE4DQEEEEAAAQQQQAABBBCwsoCuwq6zIjXsc3cLDw+XPn36yPDhw03YqW00adJEogeLly5dMqHiokWLzCU0KHQGprdv35bixYvLyZMnRWe7ZsuWLUo3Dhw4IBUrVpQzZ85IrVq1EhSYTpkyRTp27Cg1a9Y0dVo15Jw2bZrobFctGzBjxowo9VsvXrwoDz/8cJR+xPYmU6ZM8s8//5gxa/iqobAr2+jRo03dWFeOXbBggWhoum7dOlcO5xgEEEAAARcFCExdhOIwBBBAAAEEEEAAAQQQQMBOAvrIe9asWc3j8O6Oe8KECdKmTRsTFi5btkyqVasWaxM621RnnWoAGjkwnTlzprzxxhvSvXt3GTFiRIzn6wxWnZGZkMD04MGD5rq9e/eWvn37RmlfQ1R91F9D06VLl8qLL75o9v/888+mXqgGv6lTpzZ1U3UGaeRNF2HSbd68eVK3bl3zumrVqmYmrJYi0K/owbEepOfp4/WbNm2KsU6raSja/2h5AJ21qmNhQwABBBDwnACBqecsaQkBBBBAAAEEEEAAAQQQsIxAvXr15OWXX5a33nrLrTHpY+1aY/Tq1avSokULmTx5crznr1+/3tRLjRyYalD60Ucfic501VAztq1YsWKSK1cut2eYat3PTz/91ASZWg4g8qZ1Ux955BH5999/pWHDhjJ9+nSz+6uvvhL90qA2poWrNPwtVaqUeZR/4sSJEU3qY/46y/aVV16J+CzyC53VqgHz9u3bJV++fJF3xflarQsUKCDXr1+P8zh2IoAAAgi4J0Bg6p4XRyOAAAIIIIAAAggggAACthDQ+qDvv/++1KhRw63xasiqs0p1O3z4sDz++OMunZ83b15T29P5SL6GrV9//bWULFnS1DuNrZEPP/xQdKaluzVM9XH+DRs2SPr06c3sVq1NGnnTeqm//PKL6Of6aL1uWoNVF3vq379/5EMjXuuj91rzVeuKpkmTxnyuwXHmzJlNgBwaGhpxrPOF1nd95plnTDjcunVr58cufQ8LCxNtU2en6jjYEEAAAQQ8I0Bg6hlHWkEAAQQQQAABBBBAAAEELCWgizFpbVF9XN7VTcM/Z0Cqizz9/vvvrp5qVr3XANMZmOoMzbffftucr/U/tURA9MffdefatWtlzpw5MnbsWJevpQdqEKzhZtKkSc0j7blz545yfuTgV2uX6gJPs2bNkvz580uRIkWiHKtvfvjhB6lTp47oY/v6aL1zO3funJmh2qVLF+dHEd/v3r1r6rBqoDp//vyIz915oYGu1jDVfrEhgAACCHhGgMDUM460ggACCCCAAAIIIIAAAghYSkBnUmp4qcGpq5vW/dT6n7rpI+ZffPGFq6eaR+P18X3n4++HDh0yj6frAlK66YzPd9991wSMuqBSYrc///zT9K906dLmsfvo7T355JNm5umDDz4o+oh+THVHnefofi1D0KlTpzjLBziPd37XcgNqtmfPHpcXk3Ke6/yu/fz2229NGQDnZ3xHAAEEEEicAIFp4vw4GwEEEEAAAQQQQAABBBCwpIA+Uq4LMeXIkcPl8Wmgqau266aP8w8YMMC8Tuj/DB8+XHr27Hnf6TqbUhdiat++vWhg6OlNg2LnzNrmzZvLlClT4rxEu3btzGxcnWEb02P3MZ38999/m1mhI0eOjAiZYzouvs+eeuop0UW2ypUrF9+h7EcAAQQQcFGAwNRFKA5DAAEEEEAAAQQQQAABBOwkkDJlStFQL3ptz7gMnHVH9Rh9jN452zSuc+Lbpws+jRgxQvTx9eibPqL/zTffSJMmTaLvStT71157TWbPnm0ew9+1a5dZVCq2BrXsgIarWkv1vffei+2w+z7XxaRWrlwpx44dk9SpU9+339UPtP7pZ599ZhbNcvUcjkMAAQQQiFuAwDRuH/YigAACCCCAAAIIIIAAArYUSJUqlRw5ckSyZcvm8vh1pqXzMXxd4V4XSfLEpotHaYCp9Uo3bdok165di2hWV6vXWqvuLk4V0UC0F7pifePGjSV58uSmrqjWMo1rq1Wrlgk+dWEoLWPgyvbbb7+ZOqc6e3bo0KGunBLrMYULF5Zx48ZJhQoVYj2GHQgggAAC7gkQmLrnxdEIIIAAAggggAACCCCAgC0E0qVLJ3/88UecsyujQwwbNkx69eplPtbZlvpIvac3nWm6detWM4N1xowZpvl8+fLJ/v37E30pnVGrs0Vv3LghM2fOlHr16sXZ5vHjx+Wxxx4zYaWGua5urVu3lq+++kp++uknqVSpkqunxXhcgQIFRGu/lilTJsb9fIgAAggg4L4Agan7ZpyBAAIIIIAAAggggAACCFheQBdW0tmcefPmdXmsixcvFp1xqZuGjXPnznX5XA08tSbp6tWrzTk7d+40Ye3DDz8caxt9+/YVXThJt1OnTrk1GzZ6ozpr9bnnnjPBq4alNWvWjH7Ife8HDx4s/fv3N4s9jR49+r79MX2gYazO2tXr6WJRGTJkiOkwlz97/PHHZc6cOVKsWDGXz+FABBBAAIG4BQhM4/ZhLwIIIIAAAggggAACCCBgSwFdTEgfr3fnUe87d+5Izpw55ezZs5I+fXo5f/68ebTdFUBduGj58uUyb948c/jrr78u1apVk5YtW8Z6+n///Sd58uSREydOyPfffy96TkI2bUcfvd+xY4csWbJEnn32WZea0dmoukDUwIEDTXDqyknz5883YXLSpElFvbQOa2I2rX968OBBtxbnSsz1OBcBBBCwgwCBqR3uMmNEAAEEEEAAAQQQQAABBNwUqFq1qrRq1crtEFIXaXLW5dQZpvE91u7sli7clD9/funTp4/5SBde0jDU2ZbzuOjftX0NIbXGaf369aPvjvd9eHi4vPnmm7Ju3Tozu1X74Nzu3btnZrnq7Ne0adM6Pzbfr1y5YmaH6jE6u7RTp05R9sf2plu3bjJq1Chzrs4wTcx2+fJl0Rm4GvhqAMuGAAIIIOAZAQJTzzjSCgIIIIAAAggggAACCCBgKYFmzZqJrsD+zjvvuDWuf//91zweriGjPs6/d+9eCQ0NjbONP//809Tg/OWXX0xoqgdrYLp9+3Y5cOCAhISExHr+888/b2qB6vW0lqm7my5MpWHrmjVr5Iknnohy+p49e8wsV33cP/q2atUq0VBZt6lTp5rQNfoxMb0vX768/Pzzz+ZaOjM0MZvWmK1SpYqcPn06Mc1wLgIIIIBANAEC02ggvEUAAQQQQAABBBBAAAEEEBCzeFNYWJiMHDnSbQ59tL1y5cqiszBfffVVs4BSbDMgb926ZcJSrRmqNUGdmwamGmTGtZL8X3/9JbroUcGCBUVXnnf38Xad6akzPrUOqi7e5Nx01unNmzdl4cKFogGws66qc79+/+abb6R58+bmI32MXx/pd2XLnTu3HD16VEqUKCHbtm1z5ZRYj9HQtkePHmbssR7EDgQQQAABtwUITN0m4wQEEEAAAQQQQAABBBDwpIA+Tnz16lXRcE6/dBV0DdeSJUtm6l8+8MAD5rUnr0lb8QuMHTvWLPo0ffr0+A+O4Qid/aghooaDRYoUMWGoc0Eo5+G6snzbtm3NTFQNR1OmTOncZWaY6me6vfXWW+bRfF2Iyrn9888/UrduXdm6dauZselq3VHn+VrztFGjRqLhaFxbhw4dRC2ib86wVT//8ccf5cUXX4x+SIzv06VLJ9evXzchsS6qlZjt22+/NaGyLrbFhgACCCDgOQECU89Z0hICCCCAAAIIIIAAAgjEIKDhkD5a/fvvv8vJkyfNaub6iLM+RqzftY6jPnKdPHlyE4xqWOoMT/W7BloZM2aU7NmzR/nKkSOHFC5c2Dw2nipVqhiuzEeJEdBZlV27dhV9LD2hm9bYHDNmjKnxqQtAaX1QfcxfQ/Fdu3bJ33//bYJQvU702aE6w1TDVg1sdeEnfVxfH2fXNvTnZv369SZg1cfh9bF0d7fSpUubsDW+8zQs1dA0+qYLYrVr1858rDNFdcaoK1vWrFnlzJkzojNqExt06uxY/X0ZPny4K5fmGAQQQAABFwUITF2E4jAEEEAAAQQQQAABBBCIX0Afr965c6d51PjXX38V/dIalLp4j64oriFnTMFnmjRpYm1cZ59qQBb96/jx4+Za+l0fyy5ZsqQJrfS7zmjUAJYt4QIaduqMTn2sXldiT8ymj7Vr3U79WTh8+LD5OShVqpQUL1481rY1KNV7qXVQdTtx4oR59FwfvdcQXc+vUKGCPPjgg4npWoLP1T8EjBgxwiy61Llz5/sC39gaXrFihehXc8fj/IUKFYrtMJc+r1SpkglzGzRo4NLxHIQAAggg4JoAgalrThyFAAIIIIAAAggggAACsQicO3fOzJRbsGCBaE3FbNmymeBSZ9zpl4Zi6dOnj+XsxH986dIlE8zqLD9nSKthX/Xq1aV27drmsXB/hWqJH51/W9BFlKZMmSLlypXzb0e4+n0C9+7dM2GxztTVuqhsCCCAAAKeEyAw9ZwlLSGAAAIIIIAAAgggYBuBI0eOyPz580VDUg0p9VHpOnXqmIAyZ86cfnfQWYy6YI/2T4NU7Z+Gp9rHQOif34Fc7IDW+NRH17t06eLiGRzmK4F9+/ZJxYoVRf9gwYYAAggg4FkBAlPPetIaAggggAACCCCAAAKWFdC6kxpCak1KfSxaZ3BqAKkL++jCTIG6aaCkq5hreKp1OfUx5o4dO0q1atVcfow6UMfm7X598skn5l5rnVC2wBL47rvvZNq0abJ8+fLA6hi9QQABBCwgQGBqgZvIEBBAAAEEEEAAAQQQ8KaABo4TJ04UXeRGH63XBXCaNGkiadOm9eZlvdK2Pr4/efJkGTdunFksp3379tKiRYuADny9AuFio7pYly5OpIt1RV+UycUmOMxLAvo7WLBgQenVq5eXrkCzCCCAgH0FCEzte+8ZOQIIIIAAAggggAACcQocOnRIhgwZIrNnzzazMXVW5vPPPx/nOcGyU+s//vDDD2a27KZNm6Rx48bSu3dvHteP4QbmypXL/Aw8++yzMezlI38IhIWFSebMmWXjxo0mNPVHH7gmAgggYGUBAlMr313GhgACCCCAAAIIIIBAAgTOnj0rgwYNkm+//VZat25t6lc+8sgjCWgpOE45ePCgjBo1SmbMmGFmz/bo0YMZp5FunQbl6dKlk6FDh0b6lJf+FFizZo20bdtWDhw44M9ucG0EEEDAsgIEppa9tQwMAQQQQAABBBBAAAH3BG7cuGGCw48//tgskDR48GCxclAaXWf//v3m8eYNGzZInz59RB/XDw0NjX6Y7d6vXLlSOnfuLLrIEFtgCOj9SJEihYwcOTIwOkQvEEAAAYsJEJha7IYyHAQQQAABBBBAAAEE3BUIDw+XSZMmSb9+/eSZZ56R4cOHS5EiRdxtxjLH6yP67733nqnbOWLECGnQoIFlxpaQgdy5c8c8/r1582Z58sknE9IE53hY4LHHHjMLPpUrV87DLdMcAggggIAKEJjyc4AAAggggAACCCCAgI0Fjh8/Li1btpQTJ07I2LFjpUqVKjbWiDr0hQsXmnIEJUqUkPHjx0umTJmiHmCjd1qa4aGHHhINkNn8K7Bq1SpTKuPw4cMSEhLi385wdQQQQMCiAgSmFr2xDAsBBBBAAAEEEEAAgfgEdLX4bt26mcBUF3dKmTJlfKfYbv+1a9fk3XfflUWLFpnQtF69erYz0AHv3LnThOkarKdKlcqWBoEy6Nq1a4vOLNVZ0GwIIIAAAt4RIDD1jiutIoAAAggggAACCCAQsAKnT582M9S0ZufXX39twpeA7WyAdOyHH34wZs8995yZiauzLe22lS9fXlq0aCFvvfWW3YYeMOM9evSoFCpUSI4dOyYZMmQImH7REQQQQMBqAgSmVrujjAcBBBBAAAEEEEAAgTgEli9fLo0bN5ZGjRrJsGHDJHXq1HEcza7IApcvXzaLH61evVrmzJkjZcqUibzb8q9nzpxpfmZ27Nhh+bEG6gB1Vun58+dFZ4ezIYAAAgh4T4DA1Hu2tIwAAggggAACCCCAQEAJfPzxx6KP3k+dOlVeeumlgOpbMHVG/Tp27CijR4+Wpk2bBlPXE9XXsLAwefTRR2X69OmiM23ZfCtw/fp10cWeVqxYIcWKFfPtxbkaAgggYDMBAlOb3XCGiwACCCCAAAIIIGA/gf/++0/atm0rGzZsMLU4CxQoYD8ED49469atUqdOHXnzzTdl+PDhtlh8Z8mSJTJp0iQ5c+aMbNq0ycOiNBefwIABA0R/7pYtWxbfoexHAAEEEEikAIFpIgE5HQEEEEAAAQQQQACBQBY4e/as6EJFKVKkkNmzZ1P30IM36+TJk6IL8GTJkkVmzJgh6dOn92Drvm3qypUrouM5depUxHetl/nXX3/J77//bj7XxZ4++eQTExCPGjVK6tat69tO2vhqGlLny5dPNm7cKIULF7axBENHAAEEfCNAYOobZ66CAAIIIIAAAggggIDPBQ4ePCgvvPCCvPLKK/Lpp59KsmTJfN4Hq1/w5s2b0rJlS9m9e7esXLlSsmfPHlRD3r59u/Tr1y9i1mJISIipa6uzkvXLuaVMmdLMLNVQWMPhgQMHyt69e/mZcgJ5+Xv79u3l33//NYu0eflSNI8AAggg4BAgMOXHAAEEEEAAAQQQQAABCwpoWFq5cmWzSJEuFMPmXYFu3brJ4sWLZe3atZItWzbvXswLress0jFjxsg333wj4eHhcvv2bXMVDVDz5Mkj27ZtkwceeMB8pvtLlSolrVq1kjZt2nihNzQZWUB/l4sXL25m+ubKlSvyLl4jgAACCHhJgMDUS7A0iwACCCCAAAIIIICAvwQIS/0jH+yhqdbG7N+/v+zcuVPu3r1r6rJq+KuzUDNnzhwFdd26dVK/fn0zy1RLErB5R0DD6apVq5qA+sMPP/TORWgVAQQQQOA+AQLT+0j4AAEEEEAAAQQQQACB4BUgLPXvvQvG0FSDUn3EXutk9u7dW3r27CmXL1+Whx56SH777TezMntMqu3atZPTp0/LggULYtrNZx4QGDdunIwdO9aE1loWgQ0BBBBAwDcCBKa+ceYqCCCAAAIIIIAAAgh4XYCw1OvELl0gWELT6EFpixYt5MiRI5I/f35Tx1RXZH/qqadiHfP169elSJEiJmxt0qRJrMexI2EChw8fNo/ia23ckiVLJqwRzkIAAQQQSJAAgWmC2DgJAQQQQAABBBBAAIHAEjh//rx5bPftt982MwQDq3f2680777xj6pnqquZp0qQJKICYgtLkyZObPvbq1UuGDRsmmzdvltKlS8fbb63Z+uqrr5pFr3LkyBHv8RzgmsC9e/ekUqVKUrFiRRkyZIhrJ3EUAggggIDHBAhMPUZJQwgggAACCCCAAAII+Efgzp07ps5h3rx5ZeLEif7pBFeNIqC1J+vWrWtWkZ89e7YkSZIkyn5/vIkrKHX2p1GjRtK0aVOpXr2686N4v3ft2lV27dolOhMyWbJk8R7PAfELDB48WObMmWMW2woNDY3/BI5AAAEEEPCoAIGpRzlpDAEEEEAAAQQQQAAB3wvoSuV//vmnrFq1SpwzBX3fC64YXUAfWS9btqwJTrVGqL82V4JSZ9/WrFkjzz//vPOtS9//++8/c44+nq81N9kSJzBv3jzRmeJbtmyRPHnyJK4xzkYAAQQQSJAAgWmC2DgJAQQQQAABBBBAAIHAENAFYUaNGmVmomXMmDEwOkUvIgSOHj1qSiV8/vnn0qBBg4jPffHCnaA0sf05e/asqbOpC0bpYlBsCRPQmbr6KP7cuXPdDq4TdkXOQgABBBCISYDANCYVPkMAAQQQQAABBBBAIAgEVq9eLfXr15f169dL4cKFg6DH9uyi3p9atWqJzt4sVqyY1xF8GZRGHowz7NMZkpUrV468i9cuCJw7d86Ezu+99560b9/ehTM4BAEEEEDAWwIEpt6SpV0EEEAAAQQQQAABBLwooIs86QrmX3zxhXnk24uXomkPCOh90pnAGiqmTp3aAy3e34S/gtLIPXE+Tv7jjz+aFd4j7+N17AKXL182dYhLlixJWYPYmdiDAAII+EyAwNRn1FwIAQQQQAABBBBAAAHPCejj3enTp5dJkyZ5rlFa8qpAzZo1JXfu3DJmzBiPXicQgtLIA/r666+lW7duQmgaWSX2186wtECBAqJ2ISEhsR/MHgQQQAABnwgQmPqEmYsggAACCCCAAAIIIOA5ge+//1569Oghe/bsMaGp51qmJW8KnD592pROmD17tkceWQ+0oDSyHaFpZI3YXxOWxm7DHgQQQMCfAgSm/tTn2ggggAACCCCAAAIIuClw5swZKVSokMyYMUNeeOEFN8/mcH8LTJs2Tfr27Su7d++WdOnSJag7gRyURh6QMzRdunSplC5dOvIuXjsELly4INWrVxdmlvLjgAACCASeAIFp4N0TeoQAAggggAACCCCAQKwCtWvXlhw5clDnMFahwN9Rr149yZQpk3z55ZdudTZYgtLIg5o6dap07NhRxo8fLw0bNoy8y9av9+7daxYCq1q1qrHhMXxb/zgweAQQCEABAtMAvCl0CQEEEEAAAQQQQACBmARmzpwpvXv3NrMT06RJE9MhfBYEAmfPnjWzhGfNmiWVKlWKt8fBGJRGHtTPP/8sr776qrz11lsyZMgQSZIkSeTdtnu9aNEiadasmQwcOFA6d+5su/EzYAQQQCAYBAhMg+Eu0UcEEEAAAQQQQAAB2wv8999/kj9/frPSet26dW3vEewAOuNy8uTJsnXr1lgDxGAPSiPfo2PHjonOjn700Uflu+++S3A5gshtBuPrYcOGyciRI0XrEOvsUjYEEEAAgcAUIDANzPtCrxBAAAEEEEAAAQQQiCLw2Wefic5I1Nl6bMEvEBYWJk899ZQMGjRIXn/99SgDslJQGnlgN27ckBYtWsivv/5qwmJXZtdGPj+YXx8/flxatmwpp06dkvnz50u+fPmCeTj0HQEEELC8AIGp5W8xA0QAAQQQQAABBBAIdoGrV69Knjx5ZMGCBVKuXLlgHw79/38Cc+fOlR49esi+ffskefLkYtWgNPoN17qmXbp0kcaNG8vQoUMlderU0Q+x1HudSdytWzcTmGpJgpQpU1pqfAwGAQQQsKIAgakV7ypjQgABBBBAAAEEELCUQJ8+feT33383gamlBsZgpEyZMqaO6Zo1a+TMmTOmRq3OwtQA1cqbzrRs1aqVHDp0SL766iupWLGi5Yars0rbtWsn+/fvl6+//po/dljuDjMgBBCwsgCBqZXvLmNDAAEEEEAAAQQQCHoBDZa0dqnWutTvbNYS2Lhxo6nt2b9/f2nfvr3lg9Lod2/SpEnSs2dPKVu2rAwfPtwSP+OXL1+WDz/8UL744gszq1RfW30WbfT7ynsEEEAg2AUITIP9DtJ/BBBAAAEEEEAAAUsL/O9//xMNYDRYYrOmQM2aNaVChQrm8XxrjjDuUWnJiREjRsiYMWNMPVddPT5btmxxnxSAe2/fvm3GoGUGqlSpYkLTJ554IgB7SpcQQAABBOITIDCNT4j9CCCAAAIIIIAAAgj4SUAXycmZM6ds2LBBChUq5KdecFlvC6xatco8nn7kyBEJCQnx9uUCtn2dTf3+++/LzJkzpVGjRtKxY8eg+Lk/d+6cTJw4UcaPH29qDWv4W6pUqYB1pmMIIIAAAvELEJjGb8QRCCCAAAIIIIAAAgj4ReDLL7+UGTNmyNq1a/1yfS7qO4ECBQrIsGHDzOP5vrtqYF7p8OHD8vnnn8uUKVPk6aefNsFpnTp1JFmyZAHV4W3btpkZpfPmzZPq1aubflaqVCmg+khnEEAAAQQSJkBgmjA3zkIAAQQQQAABBBBAwOsCRYoUEa1tWb9+fa9fiwv4V2Ds2LGycOFCWblypX87EkBX1xnWU6dOFbW5cOGCaGhau3Ztef755/1W63XHjh3mPi1YsEB0Rmzr1q3Nwk46E5wNAQQQQMA6AgSm1rmXjAQBBBBAAAEEEEDAQgLr1q2Txo0by19//RVwM+ssxBwwQ7l27Zopv7BlyxZLLHzkaVhd9ExDSmdQWaNGDdHar6VLlxZv1gnVx+11Juny5ctl0aJFcvPmTXnllVdMcPviiy9KihQpPD1U2kMAAQQQCAABAtMAuAl0AQEEEEAAAQQQQACB6AI6q7Ro0aLSp0+f6Lt4b1GBTp06SXh4uJlRadEhemRYBw4cMLM8NcT87bffTN3X4sWLS8mSJUW/P/LII5I9e3bJmjWrJE2a1KVrnj9/3swYPXnypOzatUt+/fVXE5T+888/UrhwYalcubKZ4VqmTBlb15l1CZODEEAAAQsIEJha4CYyBAQQQAABBBBAAAFrCVy6dMkEPn///bdkzpzZWoNjNLEK/PHHH1K2bFnRWY3JkyeP9Th2/H8BDZgPHjwYEXDu3LlTjh8/bsJPXbVef39y5Mgh6dKlM6ZaB/Xu3bty584duXXrljlOQ1H9LEuWLOZYXWCtRIkS5ktrqIaGhv7/C/IKAQQQQMAWAgSmtrjNDBIBBBBAAAEEEEAgmAS+++47mTRpEos9BdNN81Bf8+fPbxYSqlq1qodatG8z+ocHrTN6+vRp0ZIHYWFh5iskJMSEpylTpjSzUHU2qgar+jkbAggggAACKkBgys8BAggggAACCCCAAAIBJqCP45cvX166du0aYD2jO94W6Nmzpwn3dJV4NgQQQAABBBDwjwCBqX/cuSoCCCCAAAIIIIAAAjEK6GPCmTJlkt27d0vu3LljPIYPrSuwefNmadCggXms3LqjZGQIIIAAAggEtgCBaWDfH3qHAAIIIIAAAgggYDOBpUuXSu/evc3CMzYbOsN1CGhNTn1EfPHixaaGJigIIIAAAggg4HsBAlPfm3NFBBBAAAEEEEAAAQRiFWjdurVky5ZNBg0aFOsx7LC2QJs2bcws4yFDhlh7oIwOAQQQQACBABUgMA3QG0O3EEAAAQQQQAABBOwp4JxdWLx4cXsCMGpZtmyZmWWsK76zIYAAAggggIDvBQhMfW/OFRFAAAEEEEAAAQQQiFHg2LFjUrBgQbly5YokTZo0xmP40PoCly9fNjNM9ecgderU1h8wI0QAAQR93OdmAABAAElEQVQQQCDABAhMA+yG0B0EEEAAAQQQQAAB+wrMmzdPPvnkE9mwYYN9ERi5EcibN698/fXXUq5cOUQQQAABBBBAwMcCBKY+BudyCCCAAAIIIIAAAgjEJtCrVy+5deuWCU1jO4bP7SHQqFEjKVWqlHTt2tUeA2aUCCCAAAIIBJAAgWkA3Qy6ggACCCCAAAIIIGBvgapVq0qLFi1EwzI2ewt8/PHHsn37dpk6daq9IRg9AggggAACfhAgMPUDOpdEAAEEEEAAAQQQQCAmgQwZMsjmzZslX758Me3mMxsJrF+/Xt5++235888/bTRqhooAAggggEBgCBCYBsZ9oBcIIIAAAggggAACNhc4dOiQlChRQi5duiRJkiSxuQbDv379ujz00ENy4cIFSZ8+PSAIIIAAAggg4EMBAlMfYnMpBBBAAAEEEEAAAQRiE1i6dKl8+OGH8vPPP8d2CJ/bTCBPnjzy/fffS8mSJW02coaLAAIIIICAfwUITP3rz9URQAABBBBAAAEEEDACEyZMkJUrV8rs2bNdElm8eLHs378/yrHZsmWTN998M8pncb3ZunWrbNiwQcLDw6Mc1q1btyjvvfFm0qRJ8scff8j58+fNLMr33ntPKlas6I1LBW2bFSpUEL0XtWvXDtox0HEEEEAAAQSCUYDANBjvGn1GAAEEEEAAAQQQsJzAgAEDzOP4n332mUtj++KLL2TJkiUmNNXH+Z3bb7/9JsWKFXO+jfN79uzZ5fTp0+YYfey7dOnSkjZtWpk7d67XywL069dPdFbtjh07zPU1KK5fv36c/U3Izp07d8rQoUNl27Ztcvz4ccmZM6eULVtWOnfubMYbU5thYWEycuTIiP6FhobKE088IQ0bNpQ2bdpImjRpYjpNNMTWxZr27Nkjt2/flty5c8tbb70lHTt2lKRJk8Z4Tlwfvv7661KpUiVp165dXIexDwEEEEAAAQQ8LEBg6mFQmkMAAQQQQAABBBBAICECusCPPoLdo0cPt06/ePGiPPzwwxHnaLg2bty4iPexvdBH/6tWrSo3b940h0ycOFFatWoV2+Fuf66zR1esWCFdu3aN89wiRYqYgNEbgemUKVNMWFmzZk0TxqZKlUqmTZtmHnNPliyZzJgx476Q9sqVK8ZFa8k2adJEnnvuOdm7d68MHDhQzp07J+XLl5cffvjBBMuRBzZ48GDp37+/tG3bVoYNG2ZCVTXt1KmTvPDCCybc1mu6s73zzjvmOto2GwIIIIAAAgj4ToDA1HfWXAkBBBBAAAEEEEAAgVgFNNTTGYUa0rm76eJA1apVk5kzZ8oDDzxgZo1qOBjX1qJFC0mXLp2MGTPGHKbhpgaontq09qbOgl27dm2cTeo1V61aZUoReHKG6cGDB+Xpp5+W3r17S9++faP0QWd8fv7556IBps5yffHFFyP2t27d2ny2a9cuyZQpU8Tnhw8fNjN3r169KvqovK5i79w2bdpkglSdDbp69eoos3MHDRok77//vglcNVB1Z/voo49k3759ouUL2BBAAAEEEEDAdwIEpr6z5koIIIAAAggggAACCMQqoI/R62PgVapUifWY2HZoYDpr1qyI4O+7776Txo0bx3a4XLt2TfLly2dCSg3/dPN0YPruu+/K9u3b/RaY6uzMTz/91ISx0U115flHHnlE/v33X/OY/fTp043B5cuXzcr0Gj7PmTPnvlmkOvt3xIgR5litH6uGuunx6vfNN99I06ZNzWfO/9GSB7ly5TIzTrVea/LkyZ274v2u/dJ7qTNa2RBAAAEEEEDAdwIEpr6z5koIIIAAAggggAACCMQqoAs2rVmzRgoUKBDrMbHt0MBUZ0Q2atRI9FF7nen4008/xXa46AJTWtOzQ4cOUrRoUXOcJwNTrd/5+OOPS968ef0WmOoCUrqgldZmPXDggGTJkiWKh9Yx/eWXX8zn//zzj9mn/s5wVRehGj58eJRz1EjDUd207IGWP9DQNUOGDKZm6cmTJ0Xrwkbf1EHrzOo90Xvj6rZu3Trp0qWLaB1WNgQQQAABBBDwnQCBqe+suRICCCCAAAIIIIAAArEK6GJLf/75p1mUKNaDYtnhDEw18NNH7ZMkSWJCQl2oKKZNF3caPXq0pEiRwuXAVGudHjlyRFKnTi2PPfZYlMfOI18jPDzczG7V2ZFa/zMhj+TfvXtXtB13a35G7keNGjVk+fLlZrElfTxfF2CKvL388suybNky85HWgVXDLVu2yLPPPms+U8fJkydHPsWEzKVKlTKf6aJRukCXzv586aWXjMd///0XY5+17qkG2d27d4+YoRql4Vje6AJeWqYh8qJesRzKxwgggAACCCDgQQECUw9i0hQCCCCAAAIIIIAAAgkVSJkypfz999/3zYR0pT1nYKqLP+lMVX3kvlevXvLhhx/ed7qu4K4zUfW7zlyMb4bpmTNnRB9v13BRZ7/qwkdnz541ixlpTU4NXZ2b1iwdMmSI6ExL3bSeqi7q5NzeeOMNad++vfOt+R65hmnGjBmlT58+oo+7a0Crj7zrLE5dEMvdTcNn7Y+Gw7q6ffTtySefNKHygw8+KPqIfkhIiAlpx48fb+6DLtaUM2fOKKfpIlFqp9uoUaNEyw7oAk9qre3oQlExbfXq1ZP58+eb2aka4rq66azhWrVqmf64eg7HIYAAAggggEDiBQhME29ICwgggAACCCCAAAIIJFogadKkJoiMvOK9q406A1Oty6nhoq7Oro+GHzt2zMywjNyOrlqvM0T1e3yBqc7y1NqqJ06cMLNftW/6mS5ipCu362xLfaxdw0bddCGkv/76S/RRcl2hXmd16rHOTcPL/PnzO9+a787AVGdf6qJVGljq7FANZcuUKWPa03adtVajnJzAN7t37zYLQunpzZs3N311pSln8KkzeHW2rTrqolJDhw6VzJkzi4bLMW0aFOvYdPaqerm6/f7776YurTOAdvU8jkMAAQQQQACBRAo4/oWHDQEEEEAAAQQQQAABBPws4PjX+nDHDMUE9cIxuzHcMTvVnLt58+ZwbUu/Fi9eHKW9W7duhTtmoIY7Fh8yn+/YsSPiWEd9zijH6htHoBqx3/F4esR+xyPz4YULFzb7HAsdRXzufOEIbM0+xyP5zo9i/f7CCy9EXEP7HnlzzPI0+xyBY+SPE/26QYMGpl1H0BzuCJVdas8x2zPcUSLAnNetW7eIcxx1YM1nWbNmjfgs+gvHrFRzTMGCBaPvivP9vn37wh21V+M8hp0IIIAAAggg4HkB/QsxGwIIIIAAAggggAACCPhZQMM4x+PuCepF5MBUGyhUqJAJ6OrUqROlPccj5eGvvfZaxGfxBaaOR+PDHbMpTVuOGZIR5+mLtm3bms8dj9hH+VzfJCQwddQUva+dL7/80lzDsUDTffsS+sHUqVNNm47V6sOXLFniUjOO8gARphoCOxa1ijjvrbfeMu25Epg6ZtdGnOfKC0fZhPAcOXK4cijHIIAAAggggIAHBQhMPYhJUwgggAACCCCAAAIIJFTAUcM0/NSpUwk6PXpg+vHHH5sQT0NYxwrwEW3qbM4ff/wx4n18gakeuHXr1nDHI/Hh9+7dM+ddvnw5XIPU1q1bm2u8+eabEe05XyQkMO3bt6/z9IjvGvDqTNmSJUtGfJaYF0ePHg131FU1M0Xnzp3rclOOlepNPypWrBh+/fr1KOc5ShuYfZkyZYryeeQ3joWbzDGOeq6RP473td4fx2P/8R7HAQgggAACCCDgWQFqmDr+DYwNAQQQQAABBBBAAAF/C6RPn1727t0rWofU3S1yDVM91/HIvThmJoqu2j58+HB57733TC3QKlWqmBXXnTVH46th6uyHrtauNTiXLl1qFmR64okn5MaNG6a2qS6CNG3aNOeh5vtXX30ljkBVHLMxZe3atVH2RX/jrGE6btw4s8BT5P3ff/+9WbCpRIkSZoX6yPvcfa0LYWl/dEEpHUvNmjVdauK7776TZs2aSfXq1WX27NmSJk2aKOcNHDhQBgwYEOeiT/Xr1xdHQCvly5eXDRs2RDk/rje//vqrWWTqwIEDcR3GPgQQQAABBBDwtIBn81daQwABBBBAAAEEEEAAgYQIPProo+GOYDIhp4ZHn2GqjTjrdDpWgzdt9uvXL9wR7EVpP74ZpmFhYeGOVerNY/la7/Ozzz4L18fTdXMEhWbWpNbnjL7FNsM0pnqhzhqmjsWeojcT7pxh6ghM79vnzgf6CL1ex7FoVbhj0SWXT3WsaB+uj+47AtPwO3fuxHje6NGjjYOWLlCvmLZKlSqZY2rXrh3T7lg/W7ZsWbhjoaxY97MDAQQQQAABBLwjwCP53nGlVQQQQAABBBBAAAEE3BJwrAh/3yJNrjYQU2CqYZ9jsoX5cszyDNdA1rkwlLPd+ALT/v37m/MdsyrDHbMcnaeZ79EDU62/6ph1avbFFpiGhoZGaUPfeDsw1VICDRs2DM+ePXu4LqIUedPFq/Rzx+zTyB+b19u2bQtPmzZt+LvvvnvfPi154CwhoHVGnc6xlVTQ0FqP+eijj+5rK64PHDN1w+vWrRvXIexDAAEEEEAAAS8IEJh6AZUmEUAAAQQQQAABBBBwV8Dx2Ha4LnKUkC2mwFTDQMfj/Saoy5w5c3i1atXuazq+wFRnZGrQ16tXr/vOffvtt80+5wzTl156Kfynn34yx02aNMns05qfzk1DyVSpUjnfRnz3dmCqgWeuXLnCDx48GHFN54vdu3eHZ8uWzfk24vuhQ4fC1SymcetB9erVi3Kv8uTJY8a7adOmiDacL3R2a+rUqc1+DVfd2QYNGhTeoUMHd07hWAQQQAABBBDwgAA1TB3/BsiGAAIIIIAAAggggIC/BRwLC4nWItV6mO5sWktUz3OEdaK1PiNv77//vjhCN/PRrFmzxPGYfuTd4ljQSRyPfJvPtD6pI/SM2O94vFwcAafo9+j1RR2zNiVv3rxy5MgRcSxoJFprtHLlyuZaFSpUkB9++MG05QgSTc1UbXTVqlXimLFq+hlxEccLR2Aqq1evls8//1zat28feZdMnz5dHItKmXE5ZnxG2efKm1GjRkm3bt3kgw8+EMfiSRGnOP47ShylBWThwoXy77//mus7d549e1ZKlSolKVKkEPWLvKmF1od1lDcQxwxe0bHq1r17d3HMHjW1YrVmbOTNsciWqX/qmGUqf/75Z+Rd8b52lEMQR9grvXv3jvdYDkAAAQQQQAABzwkQmHrOkpYQQAABBBBAAAEEEEiwgAZthw8flgkTJrjUhqMeqPz+++/iqCsqGso5VmA3gWTx4sUjwkHHI/iSO3duccwUlZMnT4rjkXjTtn6uiyA56oaaMFQ/1MWbevToIY7H0OXxxx83xzlmpcqKFSukaNGisnLlStOOhoZ6nF5b9+kiVRoe6oJGGghmzJhRLl++LI4SAHL16lWz6FO5cuXEMSNVsmbNKh9++KFp+8SJE3L69Glx1PU033VhJF1AyfGIvOiiVI7H22XEiBEyZcoUcczQlDlz5pgx6mJWrmwa4uqYNByNa3PM4JSxY8eaQzQ8dcyKFV3kKr7NUYLAjFWP09fqryGsBrsaJuvmmF0qOvbt27cbB23bna1WrVrimM0qzZs3d+c0jkUAAQQQQACBRAoQmCYSkNMRQAABBBBAAAEEEPCEgK7Grqu3L1myxKXmWrRoYWZgpkyZUpIlSyaOR/BNQKdhp4aZzq1JkyaSP39+6dOnj/MjE6LqTEqdRanhpG4aLGrAlzRpUhN4OhYxkgsXLkjXrl3N6vC6X1eZ1/MKFSokkydPliFDhpgvPV9nY0aekamrwTdu3NiEoZkyZTJ9XL9+vQlS9XjHQkiyefNm0we9pgaxt27dkpEjR5pj9bo6NseiS6IzWrVvGsK6OktTZ87qDNr4Ng1LNTTVzTkzNr5zNBTWkDTytnPnTtHQV0Pid955x4S8aqQhuKMWqbzxxhuRD3fptc4Y1oD5xRdfdOl4DkIAAQQQQAABzwgQmHrGkVYQQAABBBBAAAEEEEiUgGNhJuncubM46momqh1vnHzlyhVxLPok+vj/s88+a4JM53V05qoGrxoiRt90xuXevXtN2KmPuTtnuEY/zirvNfTVEFhn3l6/fl3y5ctnQtSYbFwZc5YsWcRRF1YKFizoyuEcgwACCCCAAAIeEiAw9RAkzSCAAAIIIIAAAgggkBiBixcvmkfWdYaizqxks7eABtH6aL/+POgMYjYEEEAAAQQQ8J0AganvrLkSAggggAACCCCAAAJxCugiSdOmTTOzOOM8kJ2WF1iwYIGp4aqLebEhgAACCCCAgG8FCEx9683VEEAAAQQQQAABBBCIVUBXnNeV1zt27BjrMeywh0Dfvn3N7NLRo0fbY8CMEgEEEEAAgQASIDANoJtBVxBAAAEEEEAAAQTsLaALHmnNz2+++cbeEIxeqlevLo0aNZKmTZuigQACCCCAAAI+FiAw9TE4l0MAAQQQQAABBBBAIDYBXfhJV2yPvMp9bMfyubUFdKGoDRs2SIECBaw9UEaHAAIIIIBAAAoQmAbgTaFLCCCAAAIIIIAAAvYUuHbtmmTIkEEuXbokadOmtScCo5ajR49KkSJF5PLlyxISEoIIAggggAACCPhYgMDUx+BcDgEEEEAAAQQQQACBuASKFSsmAwcOlFdeeSWuw9hnYYGJEyfK3LlzZfny5RYeJUNDAAEEEEAgcAUITAP33tAzBBBAAAEEEEAAARsKDBgwQI4fPy6TJk2y4egZsgrUrFlTXn75ZWnXrh0gCCCAAAIIIOAHAQJTP6BzSQQQQAABBBBAAAEEYhPYuXOnVKtWTU6fPs3j2LEhWfjz69evS+bMmeXQoUOSPXt2C4+UoSGAAAIIIBC4AgSmgXtv6BkCCCCAAAIIIICATQUee+wxmTp1qpQvX96mAvYd9pw5c2TkyJGyZcsW+yIwcgQQQAABBPwsQGDq5xvA5RFAAAEEEEAAAQQQiC7QpUsXCQ0NNcFZ9H28t7ZAkyZNpECBAtK7d29rD5TRIYAAAgggEMACBKYBfHPoGgIIIIAAAggggIA9BdasWSNt2rSRgwcP2hPApqMOCwszj+Nv3LhRChYsaFMFho0AAggggID/BQhM/X8P6AECCCCAAAIIIIAAAlEENDjT+pXLli2TEiVKRNnHG+sKLFmyRLp37y779u2z7iAZGQIIIIAAAkEgQGAaBDeJLiKAAAIIIIAAAgjYT6BXr15m4aevv/7afoO36Yh1sa+XXnpJtCQDGwIIIIAAAgj4T4DA1H/2XBkBBBBAAAEEEEAAgVgFjh07Zh7LPnr0qGTMmDHW49hhDYEDBw6Y2cTHjx+XBx54wBqDYhQIIIAAAggEqQCBaZDeOLqNAAIIIIAAAgggYH2BevXqScmSJUVnm7JZW0Bnlf73338yfvx4aw+U0SGAAAIIIBAEAgSmQXCT6CICCCCAAAIIIICAPQV08acWLVrIkSNHJGnSpPZEsMGor1+/Ljlz5pSff/5ZnnrqKRuMmCEigAACCCAQ2AIEpoF9f+gdAggggAACCCCAgM0FChUqJIMGDRKdbcpmTYFx48bJnDlzRANyNgQQQAABBBDwvwCBqf/vAT1AAAEEEEAAAQQQQCBWgQkTJsikSZNky5YtsR7DjuAVuHPnjhQoUEBGjRoltWvXDt6B0HMEEEAAAQQsJEBgaqGbyVAQQAABBBBAAAEErCeggVrBggVl6NChUr9+fesN0OYjGjt2rEydOlU2b95scwmGjwACCCCAQOAIEJgGzr2gJwgggAACCCCAAAIIxCgwa9Ys6du3r/zxxx+SLFmyGI/hw+ATuHbtmuTJk8c8jl+xYsXgGwA9RgABBBBAwKICBKYWvbEMCwEEEEAAAQQQQMA6AuHh4VK6dGlp3ry5tG/f3joDs/lI+vfvLzt27JDFixfbXILhI4AAAgggEFgCBKaBdT/oDQIIIIAAAggggAACMQqsXbtW3njjDTl06JCkTZs2xmP4MHgE/vnnH3nyySdl06ZN8tRTTwVPx+kpAggggAACNhAgMLXBTWaICCCAAAIIIIAAAtYQePnll6VEiRIycOBAawzIxqNo06aNhIWFmQW9bMzA0BFAAAEEEAhIAQLTgLwtdAoBBBBAAAEEEEAAgfsF9u3bJ88++yyzEu+nCapP1q9fL3Xq1JG9e/dK9uzZg6rvdBYBBBBAAAE7CBCY2uEuM0YEEEAAAQQQQAABywgMHz5cdBGoLVu2sABUEN7VGzduSJEiRUTrlzZr1iwIR0CXEUAAAQQQsL4Agan17zEjRAABBBBAAAEEELCQwN27d6V8+fJSo0YNE7pZaGi2GIou2nXixAlZtGiRLcbLIBFAAAEEEAhGAQLTYLxr9BkBBBBAAAEEEEDA1gIHDhyQkiVLii4EVbRoUVtbBNPgV61aJQ0bNpQ9e/ZI1qxZg6nr9BUBBBBAAAFbCRCY2up2M1gEEEAAAQQQQAABqwh8+umnMnnyZPn1118lNDTUKsOy7DiuXr0qhQsXFi2p8MYbb1h2nAwMAQQQQAABKwgQmFrhLjIGBBBAAAEEEEAAAdsJhIeHy/PPPy8FChSQcePG2W78wTRgvVevvfaahISEyMyZM4Op6/QVAQQQQAABWwoQmNrytjNoBBBAAAEEEEAAASsInD171jya37NnT2nXrp0VhmTJMQwYMEDmzZsnmzZtkrRp01pyjAwKAQQQQAABKwkQmFrpbjIWBBBAAAEEEEAAAdsJ7Nq1SypVqmQCucqVK9tu/IE+4Dlz5ogu9LR161Z57LHHAr279A8BBBBAAAEEHAIEpvwYIIAAAggggAACCCAQ5AI6e7FNmzayefNmyZMnT5CPxjrd37FjhymbsHDhQqlYsaJ1BsZIEEAAAQQQsLgAganFbzDDQwABBBBAAAEEELCHwODBg+X777+XX375RdKnT2+PQQfwKM+cOWPKJfTr109at24dwD2lawgggAACCCAQXYDANLoI7xFAAAEEEEAAAQQQCFKBhg0byqlTp2TZsmWSJk2aIB1F8Hf7woULZmaplkj49NNPg39AjAABBBBAAAGbCRCY2uyGM1wEEEAAAQQQQAAB6wrcuXNH3njjDTl//jyhqZ9uszMsLV26tHz55ZeSJEkSP/WEyyKAAAIIIIBAQgUITBMqx3kIIIAAAggggAACCASgAKGp/24KYan/7LkyAggggAACnhQgMPWkJm0hgAACCCCAAAIIIBAAAoSmvr8JhKW+N+eKCCCAAAIIeEuAwNRbsrSLAAIIIIAAAggggIAfBZyh6blz50RXaX/ooYf82BtrX1rrxtaoUUN4DN/a95nRIYAAAgjYR4DA1D73mpEigAACCCCAAAII2ExAQ1NdoX3Tpk2yaNEiyZ8/v80EvD/crVu3St26dUUX3Bo5ciQ1S71PzhUQQAABBBDwugCBqdeJuQACCCCAAAIIIIAAAv4V+Oijj2To0KEybdo0qV69un87Y6GrT58+Xdq3by+ffvqpNG/e3EIjYygIIIAAAgjYW4DA1N73n9EjgAACCCCAAAII2ERg2bJl0rhxY+nbt6+8++67Nhm1d4YZHh4uvXv3lilTpsi8efOkbNmy3rkQrSKAAAIIIICAXwQITP3CzkURQAABBBBAAAEEEPC9wL59+6RWrVpSrlw5GTt2rKRNm9b3nQjyK168eFFatGghx44dM2UOcuXKFeQjovsIIIAAAgggEF2AwDS6CO8RQAABBBBAAAEEELCwgAZ+LVu2lN27d5sZks8995yFR+vZoS1evFjefvttqVatmowbN05Sp07t2QvQGgIIIIAAAggEhACBaUDcBjqBAAIIIIAAAggggIBvBb799lvp2rWrNGnSRIYNGyapUqXybQeC6GpXrlyRLl26yI8//ihffvmlmaUbRN2nqwgggAACCCDgpgCBqZtgHI4AAggggAACCCCAgFUETp48Ka1atZLDhw/LN998I2XKlLHK0Dw2Dg1J1ah8+fKmjMHDDz/ssbZpCAEEEEAAAQQCU4DANDDvC71CAAEEEEAAAQQQQMBnAl999ZV0795dGjRoIAMHDpRs2bL57NqBeqEjR45Inz59ZPXq1ebx+/r16wdqV+kXAggggAACCHhYgMDUw6A0hwACCCCAAAIIIIBAMAqcOnVK3n//fZk5c6Z07txZ3nvvPUmfPn0wDiVRfT5//rwMHjzY1HfVmaUamjKrNFGknIwAAggggEDQCRCYBt0to8MIIIAAAggggAACCHhPYN++fdKzZ0/55ZdfpG/fvtK2bVsJDQ313gUDpOV///1XPvnkE/noo4/k5ZdfliFDhshjjz0WIL2jGwgggAACCCDgSwECU19qcy0EEEAAAQQQQAABBIJEYOPGjWaW6enTp6VTp07SsmVLefDBB4Ok96538+zZszJhwgTz2H2hQoVk+PDhUrRoUdcb4EgEEEAAAQQQsJwAganlbikDQgABBBBAAAEEEEDAcwLLly+XMWPGyPr166Xh/2nvTOD1qeY/PpbsKltRKlvWVCSEFmuWiixlLUKWlKUkSwrZhfCzZonsa0JoEYWQJSJbEkpRSUWkPP/znn/fx9z5zTzPzDx37u/Ove/zej33ee7MmXPOvM8y53zme8553ONy8fTOd77z/EWwikL63ve+l2/i9PnPfz57yEMeki9DsOWWW66i1BitBCQgAQlIQAKLiYCC6WLKDdMiAQlIQAISkIAEJCCBRUrg9NNPz1asWJGv7bnxxhtne+yxR7bddttl17nOdRZpildO1kUXXZQhkHIfZ555Zrb77rvnSw6su+66K3v2iAQkIAEJSEACy5aAgumyzXpvXAISkIAEJCABCUhAAu0JsNbn4Ycfnh166KHZz3/+8+z+979/9ohHPCLbfvvts5vc5CbtA+z5irPOOis74ogj8g9WsptvvnkulO60007LYm3WnvEavAQkIAEJSGBJElAwXZLZ6k1JQAISkIAEJCABCUigfwJ/+tOfsi9+8YvZF77wheyEE07I7na3u+Xi6VZbbZVtsskmq0SQvPTSS7Mf//jH2fHHH5+n69RTT50j6q611lr9gzEGCUhAAhKQgAQGTUDBdNDZZ+IlIAEJSEACEpCABCSwOAj8/e9/z77yla9kRx55ZPbd7343O/vsszM2UUJExaqTb/6/+tWvPm8Jvuyyy7JTTjklO/nkk/PPD37wg+yXv/xlvrv9ve51r2yHHXbItt122+y6173uvMVpQBKQgAQkIAEJLH0CCqZLP4+9QwlIQAISkIAEJCABCSw4gfPOO2+OkImoee6552ZYeK6zzjorfdZcc81cTEVQ5XP55ZePP+eff34uwCLCFj/Esd566+VibAizm222WUZYOglIQAISkIAEJNCVgIJpV3JeJwEJSEACEpCABCQgAQm0InDhhRdmrClaFD3jNxaqIZJeccUV2dWudrVcOF1ttdVyAbRKZGWzptVXX71VGvQsAQlIQAISkIAEphFQMJ1GyPMSkIAEJCABCUhAAhKQgAQkIAEJSEACEpDAsiGgYLpsstoblYAEJCABCUhAAhKQgAQkIAEJSEACEpCABKYRUDCdRsjzEpCABCQgAQlIQAISkIAEJCABCUhAAhKQwLIhoGC6bLLaG5WABCQgAQlIQAISkIAEJCABCUhAAhKQgASmEVAwnUbI8xKQgAQkIAEJSEACEpCABCQgAQlIQAISkMCyIaBgumyy2huVgAQkIAEJSEACEpCABCQgAQlIQAISkIAEphFQMJ1GyPMSkIAEJCABCUhAAhKQgAQkIAEJSEACEpDAsiGgYLpsstoblYAEJCABCUhAAhKQgAQkIAEJSEACEpCABKYRUDCdRsjzEpCABCQgAQlIQAISkIAEJCABCUhAAhKQwLIhoGC6bLLaG5WABCQgAQlIQAISkIAEJCABCUhAAhKQgASmEVAwnUbI8xKQgAQkIAEJSEACEpCABCQgAQlIQAISkMCyIaBgumyy2huVgAQkIAEJSEACEpCABCQgAQlIQAISkIAEphFQMJ1GyPMSkIAEJCABCUhAAhKQgAQkIAEJSEACEpDAsiGgYLpsstoblYAEJCABCUhAAhKQgAQkIAEJSEACEpCABKYRUDCdRsjzEpCABCQgAQlIQAISkIAEJCABCUhAAhKQwLIhoGC6bLLaG5WABCQgAQlIQAISkIAEJCABCUhAAhKQgASmEVAwnUbI8xKQgAQkIAEJSEACEpCABCQgAQlIQAISkMCyIaBgumyy2huVgAQkIAEJSEACEpCABCQgAQlIQAISkIAEphFQMJ1GyPMSkIAEJCABCUhAAhKQgAQkIAEJSEACEpDAsiGgYLpsstoblYAEJCCBxU7g8ssvz65+9atXJnPSucoLPCgBCUhgAQmMRqPsv//9b3a1q11tAWM1qoUg8J///CdbbbXVVorqiiuuML9XouKBpUjAOrAUc9V7ksB0Agqm0xnpQwKrlMAPfvCD7C9/+UvnNFz3utfNttlmm87XL9SFZ5xxRvaBD3wgO//887PzzjsvW3PNNbP3vve9CxV9ZTz/+Mc/MvgttPvQhz6U/exnPxuzeNGLXpRtueWWeTIWI6eF5rMq4jv22GOzo48+Oi+blNH73ve+2V577TVzUi6++OLsU5/6VPb9738//5x66qnZNa95zex2t7tdtuuuu2bPetaz8kHqJz7xiezggw/OaA90EliVBP7973/nAkmdsN80bfMVTtP4lpu/97///dkvfvGLcZu17777ZltttVUvGE455ZRsv/32y7773e9mV7nKVbIddtghe+c737lKnp9xg0ceeWR25pln5u0pZZV0IeZS7mhjd9ttt/CaHXbYYdlFF12UXeMa18jbW0RA/K2zzjrZIx/5yLG/xfiD/hJ9hmmO+1977bWzDTfcMNt8882zq171qtMuyfsg+++/f3b88cdnv/rVr7JrXeta2UYbbZTtscce2S677JKtWLEiP/fpT396alhNPPT1nG0St37aE/j973+fHXHEEdm1r33tvN5QxnDUs3/961/ZjW50o2znnXceB/zjH/84+9a3vpWXI8R3XrBcdtllud8nPelJ2d///vfsqKOOys/z0iXCwx9iJWX2aU97Wkbd/sMf/pD74xj+8MNL5UsvvTR7xCMeka2//vrjeGmLOE+9xz/+qN+3uMUtsu23337sr/zjpJNOyr7+9a+P+2fUNdqEbdKY6oUvfGG2ySab5OmnPr361a/Otttuu3IQ/i8BCSwFAqkB0UlAAouYQBLKRqmtyT+pUzC64Q1vOEod3tHNbnaz8XHO3+QmNxnd9ra3zb9Th2B8juNDcL/5zW9GD37wg0dJKM3Tfpvb3GaVJjt1ovJ07L777guejtQRG2222WbjPDz88MPHaVhsnMYJW+I/kqg52nrrrUdp4J3ny7Of/eyZ7/iEE04Y3fKWt8zDu+Md7zhKAsfo5JNPHp144omjN7/5zaP11ltvdJ/73GeUBhl5vb/zne88c5wGIIFZCKSXBqMb3OAGeXn8+c9/3jmo+QqncwKWwYUve9nLRne5y13Gz5EkavVy17RZSWgcJSFt9Mc//jHvh9Aned3rXtdLfE0Dfde73jVKAvHoxje+8ZgB6UpCTd6uFsN51KMeNaJ/FX0tvu90pzuNnvGMZxS9Lcrfv/zlL0dJIMrvlXuLeyD9O+644ygJvvl5njHRN7zVrW41gs8k96Mf/Wh005vedLTBBhuMPvOZz4zOPvvs0emnn55fl0SjPNzVV199lMTxScG0OtfHc7ZVAvTcigD90Yc//OF5fUoC57jsrbXWWnl//pnPfOac8I477ri8b5uEy7FfxjT0c5L4OvrqV7+ah3eve91rVAyPccy2226bl2cCTC9nRg95yENGN7/5zcfhUH/vcY975OUxCfxz4n3iE5+Y96eibkT9ftWrXjXHX/zzz3/+c7TnnnvmbQJ1iv7e1772tVF6oT2ijCZxd8Q9JCOPPC2E99nPfjYu91sCElhiBHjjopOABBYxgWRpNqJT+o53vGOU3oiOU5re4I4QUHhQJyvIUXqbOz6XrCNGDI7oTNBB5v+huPTmOL+nVSmY/ulPfxp3whgYrCoXomlRMI20LAZOkZZV9Y1g85a3vGVBo6cTTZ2bRTCl7r74xS/O62ayzBgl66DKOnrBBRfknX/i46NguqBZbWQVBJJ1z7htTDMAKnw0O9QkHAazyYqoWYD6qiUQ/YS+BNN4TvGiB4fYQXt1wAEH5P+v6j9pRsAoWYCNy+1LX/rSyiQdcsghuZ873OEOI0TIIbqnPvWp4/tM1sUr3UKyoh195CMfGSVL09zfTjvtNLrkkktW8kd/EsGVF9gIpWWXrE3HYcynYBrxzMdzNsLyu57AfLaxj3nMY8ZlD2F0kvvtb3+bv3i7973vPUqzbCq98hIj+j7HHHNMpR/6gOGHlyOTHOOg5z73ubn/z33uc7Vef/rTn45uf/vb5/4w4vjd735X6ffzn/98PjaL+BVMKzF5UAJLgoCC6ZLIRm9iKRPg7euBBx5YeYthfcrb3Cr38Y9/PH/opyn9VacX5bE05ThP86oUTAHz2Mc+NreaWZWDvoc97GE5iyrBdLFwWpWFiPKN1edCuoMOOijPk1kE0/e85z15GLzMwKJikkvTy8YWWwqmk0h5biEIpCmKozXWWGOEhdosYmaTcHhZ+I1vfGMhbmtJx/GABzwgb2/6EEwRO2jHKBPhzjnnnFGadlv5Eij8LPQ3lnC8nELcIK1YwpZdmmKel+s07bZ8al7/T0u5jNI05nkNMwJDAAsB56yzzorDK31jzRfWeVWCZ1oCJg+H2S51jhkSxFV1fd01TY/Px3O2aVzL2d98trGUlSh7dSJjkfVDH/rQ0Rve8IbioTm/m4SXls0ax0n9nebS0kej61znOrXeCO/Wt751HmZadmmOkUrVRcwKintWMK0i5DEJLA0CCqZLIx+9iyVKIK3Zk08JoXNb5aYJplx//etfP59GUnX9Yjy2mIRA+K1Kp2A6mf7zn//8BRdM0zpVeQe5q2CKyITFOJ3spzzlKZNv8Mqz3/zmN3P/CqaNcOmpZwJp/bcRVtKzuknhIFqx/IWC6ayUR6M+BdO01nbeNm288cazJ7TnEFjmJMQNpvcWHTM2EH4RAft2LJ30kpe8pJdomgqmRM4U4+Dx9re/fU569tlnn/wcz7tJjiUf+hBMZ33OTkqz5/6fwHy3sU0EziJ7ys2kGUJNwmsrmLLMRPHlTjE9/KZPSZ1giRFesjRx97vf/fJrFEyb0NKPBIZJQMF0mPlmqpcJAaZCYRVRNzidJpiCKS1KPqhB52ISTFd1MVMwrc8BpgyyXMJCW5jOOpDDqiIGqawH19Rhca1g2pSW/oZO4G1ve1teTxRMZ8/JPgVTpq/Snt31rnedPaE9h8CU3FgugDQfeuiheYxM2WdNeETChXCLRTClX8lzBRZpc545yzo9+clPzo+zlMEkx/NQwXQSocV7br7b2CYCZ5HGYhNM04Z1+UsT6gNrlDZ1zADjGgXTpsT0J4HhEVAwHV6emeJlRIDBCAv117kmgikL/qddJ+cEwVqoaVfbyrWp5ni88p+ypSViVZ2IW3U9x5rG2UYwZcoZi7AzbbmpSztyjrBsKjo4s6ZR1Vpd5XsvXhe/uY4w6tZiCn8sJE96ma7UhN9iFUzhxxpUP/zhD0dpV9P89ljTbJJrk1ewKa7XW/xNHJx//OMfn3dS2wimpBv+rO3WhH/cTzH+WQRT8p2ONZ9J9TriLX5j0TpJMG1avyJMWFAX6lxduZ+WN8Xw/va3v42w6MBSg+v4n+m6dQ6LF8oUAsasrpz+Nm1W2e8kTqSzabr7CrfIqlhWOQ4H4q1yXcsAYXFtXR3iXNP2oSocygDrclNP2gimTfOhikXdsfKz5cILLxylXZNHVWv0takbxEebyIZu054bkbauZbpKMIV7ObyIp813G8G0bRvVtr40STdrk6ad3vOyhaU/Fv88S2iP6+pJk3Db+Fksgilpfv3rXz9+JrHETTjWJ45nFdandXWd+rnHHnvEZTN9F9uups9ZynHbZ3qbOt22DLZpg7qkfRrgpm1K1zZ2UvxDF0yZ0h9lno2dmrpzzz03nwmoYNqUmP4kMDwCCqbDyzNTLIExgSaC6dhz+sF0MywsmKbPRg1MTcFKj2kxdN6KjilrrFMX04d5+8pmCezcTacCy1d2tmTh80muTZyEM00wpbPLtBnW3yItbEzAbprsEkvHucrR2WfdSKYNsrMlu16y2DwDBHb4ZLDEsQ022CDfBXbTTTfNw2dgxRpPVY7O/Yte9KLR+uuvn2+MwDUwgRtidNEhEj3ucY/Led/znvfM10giD5iWN2mQ1lYwZcoh8XNPfFiwfptttpkjBLOQPruL8nb/QQ96UL4bezGtk37/+c9/zgeXWOOQtgc+8IEjdi8lDspEeeDfJq8QrMlLNqNgKi67qyIm3P3ud8/DJo8oS+zsu+666447tpRh6kF8VqxYsdItMIiAB36xmEGMIa/f+MY3ruQ3Dnzxi18cYQ3K+sDUAaYest7WLGursXFbdMjb7r7MruKUobJrU7+wmsCiiF3O2VG2uEsyuyCzyzW7IjMdjbodrmnehH/q1S1ucYucNeWNvONDXdl7773D2/j7fe9732jDDTfM85UNV6iLsP/1r3899tPkxyxtFnXhlre85eh617tenkds/MZOvLHDNpuplF2TdPcVbjEtDNSo66SVfGXDio9+9KO5FwaxxeUjupYBAmOjMsQe1tUmnqLAwvmm7UNdOH/9619H97///efsjkybHXWbb146lV2TfChfM+n/M844Y8QGJtR9ni1Y31EWqC88L7GmpB6zQ3LbukG8WCRR1qiLPI9ZU+9ud7vbiPX1ym6WMh1hFQVTBC7i5J6Il+cWz8a2jrSSH7E5Cm1G5NOjH/3oOcG1aaO61Jc5kTX4h3Y82mGeJTxvTj755AZXzo+XxSSYxnIv8Cg+X3jJRR0PTpQZnhHzvR5+1+ds22d6mzrdpQy2aYPapr1JqWvapnRtY5ukYeiCaTzrKfM8y9o4xh+x6V2b6/QrAQkMg4CC6TDyyVRKoJIAAxQe7nWbPhUvet3rXpcP/rbbbruxsIVI+prXvCYPA4Gq6OiAxTpWxIHQSHyse8Wuqscee+xYuCqvfxXhtI2T6yYJpnR6EXUY6H3lK1+JaHKLTQQXhKCqnWGf/vSn5/eISMXO42z4gGDKfSHMwIFBHoMnLATe/e53j1jwnfMMasuON8oMcDn/spe9bCw2Y2mKgEjHKwYWiLUMSjlG2DiO7b///vn1CIJMFaxybQVT8uQVr3hFnlekDQH3TW960zi/iSN2Z+c8okDZ+rgqHRwjjYi9WHSy0244ykKUw+Lxtnl12mmnjZgihhUlaXvCE56QixMf/vCHcxGYY6wVxQCPXeVZ/5NjCA/8Hx/CKTqEftjzoWzhWPdq1113za9H9C46hPCwNGAAyS6sOCxoEU2pB8RbFKGK10/6Hetjcf0B87CDdNv6xcuNl7/85blAQBqKgin1psif8h2uad7g/8tf/nI+0P7CF74Ql+ffiHoIEy94wQvmHEfAIy3UzXh58L3vfS+v44i3WOU2dbO0WVyLmEta+PAb0Zj7iGNsZBOuabr7Cpd0wCssrRGav/3tb+eCIm0jzwTiRhgrltWuZYD4aF94YRAWeoQfrk37UBcO1upRj2nL4U55iWOf/OQnV7J0a5oPkc5p31ggIprTXpDfWBfTBoV4RBuCVSXrXfKcaFM3iBuBlfsqrt2HOMULBsTZcr2B8azP4RBMETR4aUEd5RnEizzaT9JTLNvTGHEe0Yd8iTUzEUwjn9gwKFzbNqptfYl42nzzvL/HPe4xrtdNNotpE/40v4tJMKX8RvvG873oyLs4V/xGJGfjKupKVzfLc7btM71tnW5bBtu0QW3T3oRvmzalSxvbJA34GbJgCpco47TtdX3ypiz0JwEJLC0CCqZLKz+9m2VGIISqaYIpIhMDPgYJVdNL6fzSWWAaVNExqMLij3NbbLHFHOENf1iAMXiusjbqGuckwTQWV6/aYZYBHAIhA8Li1HqsW0g/Fp0hyJB2LEo4jvjKFGA6SEU2cV2VYIqYx7U77rgjQY0d6eI4n5jS85Of/GR8DIukcMQX4uBhhx0Wh+d8txVM42IG46QBS9CqaZdYzVZZ+sX1Vd+xuUdRZAt/WNQSX1Ew7ZJXhAeLYIiojMNqlE5sUWTEogN/CLh1jkEZ94q/sLgLv6SVso1IURTlsPrFPxap5U4z10SeFUWoCHPad6wLR/h1LxmmhRHnu9YvrsfKljRU5eUHP/jB/FxRMI04m+QNFqVwrXLUl6JgGuFhWUxeFV1Yge22227Fw1N/z9JmEXgISLQlvFxBXEfMoo2NlyBd0t1HuIj95CPW0uVlDKJ943xVWe1aBmCEFSjhFgXTtu1DXTgcx4UV+TeSRWSd65IPdWHF8RAXy89CXjRyz/GCpTytN9KCn0ntFpZI+OE5VXTsYM9xnjfldmfWMh33RPgnnXRSMdrRnnvumcf72Mc+ds7xpv/ElHxme5TdLG1Uk/pSjq/N/7wIgwefNddcMxeA21w/i9/FJJjyEjc40F8oO16w8owMP8Vv+n28TOjiuj5nuzzTo/y3rdNNymDU+ybPsC5pb8K2S5tCuE3a2Cbxh58hC6ZsrBtlm5eMOglIQAJFAgqmRRr+lsDACDQVTGPa3CGHHFJ5h0x9prNAB5iOQ9FhucQ5pk5Vud133z0/zzTNoiDZNc46wRSrFdKB5U95QBnpQuTCT1FkCQuYsvUEYTD1F/9f/epXI4jxd106vvOd7+TXcB1iaNEh1DJ9m3AREHBYJsIV/1hIFR1WvRyvEjTw11UwRdiLqcVMoys6RG7SWBQ3i+frfmO9RlqZIls1VRqRDHEJ1zWvuBZGxINAiiVwuKKYzbEmgmlsaoAoXl5ygjDCkhQraxyD/xgcMtivcs961rMm5lnVNXEs8pv7w/J3Fte1fhFniNlVginTrElflWDaJG9YpoHrEe2L7QHxsmREiN7kByIkfoM/fsLFeq+8kKmr7+G3/N21zSKcuJZ2LRzxRxq6pnu+w+UlRZRV6kKVY5o+fKval65lgHiq2qU27UOktSqcODdtMN81HyL8qm9eLoX1bPmZ8MpXvjJnWX6ORDhN6gZ+ixbBcS3fWHuSV3xCmC+ej/LT9jlMGCEYwbvsmI5PnEy57uImCaaztFFxv3X1sEtai9d85CMfGfPm/rfffvvi6V5/LybBlHWlo9xVvRwGBOsRv/a1r81nevDiOfzzzayB4myfJuBmec62fabPUqenlcG2bVDbtDdhiZ+ubcq0NrZp/OFvyIJpsf2l76yTgAQkUCSgYFqk4W8JDIxAE8G0+OYUYbTOYWVBB7i8rmN0GusGakyvjA70kUcemQc/S5x1QmVY5yGK1rm3vvWteVro8GCVg6OjT/qwri07OvucKw+O8VeXjljDElGUDnPZYenKOlFFx3pvTHmMNLFxCEJqLBWAxWqVmyQo1KUvwmGKM/eGMFJ0WPiVl18onq/7jUVVTJMlXCzUWNMWdpwrsuiaV8QdwgPWHZNcE8F0p512qs17wj744IPz8yGwI2JybyyrEHlVTsPznve83E+VCFX2W/4/yiJx7LvvvuXTjf+fpX4RSQgoXQXTSXlT3ESENuWJT3xivkYi045DdCQNLAEABz51A+5YP5mNWdq4Lm1WhB/XYjlU5bqme77DjbLKy5iqdT1Jewxgq8pq1zJAuFXtUpv2gTBwVeH8/5np1k9d8yHCr/pGXInNpspLlUS7P00wnVQ3iJMXVUyhDVGUOFkvl01Y4sUadaXsovy0eQ5HGJHXLB9TdvGChPa8i6sTTGdto+J+6+phl7TGNTyjeZYdkJZFiTWyaYcQUWd1PAd5WUR5qftgwcbMiLrzHK/qkzRJW7wg5n64z2mOtjXaYWYHTHPcHy+NWa4mrkMAbuOi7erynG37TJ+lTk8rg23boLZpb8q0a5uiYPo/wvT34mUZ5brumfq/K/wlAQksJwIKpsspt73XJUegiWDKmnXRsS1OPS7DYFon/hDxii46jXUDteLAKNZlmyXOOiFwk002ydM3ab2xD145nZj7iMECa0bxP1aGxU5QTJVn6i1WFmVXlw7W/SQ8NsRq45gii4DB5jdYhjFVnI2rCAsLgSo3SVCoS1+EE/dH+LHWGKIGlsDlTanimmnfTI9lkEOYxQ9TllnbNlzXvOL6EEyLmw5FuMXvJoJpTMcnrbe+9a1X+sCf4zHNlmmp+MWKts7NIphSh4LbIx/5yLooKo+ThyF+z1K/CDwElK6C6aS8YUAdHONe+UYMom0Jy+YQajiHsFqXPwzG51swrWqzAnq0d8ccc0wcmvPdNd3zHW4wLk/tLiZ20k7TXcsA4de1S03bh0hjXTicnzaY75oPEXfdN5ssUSYPPPDAOV5i2itTlKtc03aLa7HEZxdyXv7xcg/xjjoV9aXKgj/KT5vncKQz8vqd73xnHBp/B8cqi/Kxpwk/6gTTWduouN+6ejghSVNPsekh94uYxtT8WJeaZ2PbzV7KkfGyNJ7tPF+qPuQzlppV5+JY1SZz5biq/m8rmB533HHjcocVdThersea63Gs/M0L0yizxWWQyv7K/0fb1eU52/aZTtxd6/S0Mhh1BwZNnmFd0l5mV/d/lzZlWhtbF1fd8XhBB4/TTz+9ztv4OPsHYORQ54rh1Y1duO8og6wlO81hvEBeVbnYzI/waNfaOIwEvv71r7e5RL8SkMCACCiYDiizTKoEygSaCKas3RgdikmdmBBMy7t3R6exbqCGMBnhh2A6S5x1QiDCCfFM6hQVBdPiwCfe7LNREGv9nXHGGaOtttoqD69uOmtdOmKaKyJhE4eAxDRuBCMGxiyLgHCJY4Mm7qkPwZTwmWZJ+M997nP5N9+Ug82uZnEIXuz2ziZZUWaIg00/opM5S16F8MBOtZNcnWBaFNcQtUkbA7QmLgZWm222Wa332Lipymqv9qIrT7CsQExDx3qyvMzApOuZOhtr5s5Sv4gjBJSugum0vCEOpmjDijJYtNyIvGDtO/KGTwj6XDcfrkubFfHGtVhRVbmu6Z7vcKOsEm6dW2jBlHQ0aR8ivW0FUzbm4IPrmg8Rd903ZZEyiaDFOtYsK8FzhdkICB4XX3xx5aVN2y02NGO9T+LgWRJtJoGGhWkXwbTqORwJ7Vrf4/pJ33WC6axt1LT6MilNk87x3EAgjc388Bv1hDyJNnZSGLOe4/nIGp59uLaCKZsAct98jj766HGS6DO9//3vH/9f9YM1ORF4uba40VeV3+KxaLu6PGfbPtOJt2udnlYG27ZBXdJe5Fb3u2ubUiWYFtvYuvjqjhdn0PzoRz+q8zY+zhIQVS9xwkMTwbRoGbrDDjvEpbXfrLtdt+dDzFCjPLPhWRu3zjrrdDZEaBOPfiUggVVDQMF01XA3VgnMC4EmginrQEaHGBGwytHpiOmv5XVOo9NYJ5iy1mOEH+s+zhJnnVCJxQXxMMiuczHVC0uRosOSAYEr7gWrHtgVBwhF//yuS0dMdWdKPhYq01wMSJjqWR4IlwVTrFNiHVDCnSQo1KWvmJ5Yp4036oTLsgQMZLs4LE6KG/ZEGHSM2T2evAlLzVnyqqnwUCeYItyGi81pmP7YxMV6vJOm1c5iYUoasFCL+sLO8U0dU9uZqombpX5x/SQBhUEy6auyOGuSNyz3wHITRUfZYwDCurRYVyM6xaZqxIVl4ny6qOdt2qyIP66tE0y7pnu+w412CMv5OhdCUJW437UMEFdVu9SmfYj0VoUT56oG81h9xnq3/ScLdQAAHP9JREFUXfMhwq/7Zro8G7vxEivWa0TooN6HWFt1bZO6wcu6WNakuDZnhFcWTIsvf6L8dCnTk/I6rOSq6nuka9J3nWA6axsV91tXDyelqe4cluXkKcuGFB3PccS7aJdh0qdbLILpJZdcMmJ5AO67/BKMmTT77bffVAwIzFzPpmVN3SzP2bbPdNLUtU5PK4Nt26AuaZ/GdJY2ZVobOy3u8nnWy486VLUxa9E/fQL6A7xYrXNNBFOu3WijjfJ46YdOc/RRWWe9ysEylmRhllTdskzla1njl5lqTcYD5Wv9XwISGAYBBdNh5JOplEAlgSaCKRcy3ZWODDtPVznWT4uOTllUjU5j7Ppevp510biWDkNMt8VP1zjrhMAQ/9ZYY43ajgkbN5CWoqhKJ4hjYXGKVUSTjlBdOr70pS+NWZU3fQo2CMexC3oMSKqmcsbAISxMmaJUFI8mCQp16Ys08I11FJtkcf+IJkyn5/67ONZUwzKnysKKNfgY7Mcb/q55RbqaCA/4C2EPS+FwpI1yGI484N6xDqubXsjasjH9lk4+/rmXM888M4KZ8421bvCcc6LhPwwUYmrehhtu2Cg/TjvttHwaGd/hutYvro9yVWXdEbsXVwkoTfKGNR6ZqlnlYs1eRHYGFze96U1zllii1rldd901X+Ox7nzV8a5tFmHFtXVCTdd0z3e4CGeUQz4sO1LlYpOxKsG0axkgnrgWa51wbdqHuKYqnDgXVphMGQ639957j8WurvkQYdV9s2s80ytxPCeatpdN6ka0R7xsK7ejTGmO/OTFGlNHiy96ovy0fQ5zH6tCMCXeWdqouN+6ekj4bRx5yZImW2yxxZy1lCMMhF/yhTzgmRlrzMb5+fxeLIJpWAQyAwDRp+gQTMm/4rrTxfPx+773vW/OrPySLM5Xfc/ynI061PSZTvxd6/S0Mti2DeqS9ip+xWMRZpc2ZVobW4ynyW/6NvTPqUN77LHHxEuY3XKzm91sYl+8qWAaLwYRYM8999zaeFmSi5fhVTNr4qLoV3IPH/jAB+LwxG/WwJ80823ixZ6UgAQGQUDBdBDZZCIlUE0g1j2jgz/JxU64rNFTNQAMa6WqzYei01i1Sc0FF1ww7iDFdPxIR9c4mV5EZ4XOetGxUVKkpcqagY0yeDuMqHfqqaeOL0XEpSOFKMmglE5TeffusefCj0hH2dqQKfYxSKjbWRexCWtXOtSxsVRZnGIgElO0dt555zzmbbbZJt8cKpLBWmuwqNqMItJX5hTXxnex09nEYiSuK38jiJAWdnotO6aDIjLG1P+ueUW4YfEE40mOjYLK5QSLYQbE4RAlNt1009xfeTMz/JA/rCnL7u3xf7yEKK7nlp9MfwgP/8RbZSEW/qZ9IxjGwIKNNihTdY7lG7iH8oYtXesX8YQFcJkJ6Vh77bXz+yPOsmuSNwimDMQYPJVdtDOxZjBTGik3WLrEseI1H/vYxzqJ/NFOtG2ziDvE7LCWL6YnfndJ93yHS17RXlAWqzZroW0OQbpKMO1aBmAQ7VJxQ5427UNwrAonzsVmPMW2j+VEimsld8mHCL/ue5999snXef7yl788wgKP58U00YiwmtSNAw44IM+vqimhcT35yYuR448/frxmMeHPUqbDsm3FihUENcfF1PmqFyRzPNb8E2tlU9bKbpY2qkl9Kcc36X/ac9hOmiocMz7wx5Izfbk+BdP9998/v0/ugReZdY7+CNb+zMiomnofa7VP6jOwriT9LSz7mryEjrTw3O36nG37TCfOrnW6SRls0wZ1SXswq/uepU1p0sbWxVt3/EMf+lBe/ihXdQYF9MOZ9VS29C6HGS+nKcuTlu3B8j/WzY++dDks/qc/QF+DZ+Mkxz4JxMl44sQTT5zkNW/3mdHW5wuWiQnwpAQksCAEFEwXBLORSGB+CDBlG0sArCEQDUN0QRBkcEIHBeGwagH+mBqOVQ8DQRziKVMc6RwwraWqIxEDNfwUxTLSws66HGfAXtVhbhMnA1OsFKLDj6Ug1pbFxd6ZosiaWZwr7qzNPbMeEgOAqrfHWG6SzuIHZixDwDpyrMkZQnI5HQg6xx577HgTKbjRQYsF4hGyGADgCANxAmaxTilT3YiXQUVYOeKf6e2s5UX4rAXKIBlrVLgy0MGCNCwAsLLjPPGW01fFKU/MlX9Yt5Y4uN8z0tqtXV0IIpS5ophEvtOxxcKhKFS3zSvujXvkbT28mDqJaIC1VVXZQmCLZSTwB1PWqC1b8p5zzjl52eD+GRiGOEl8rKdJPhbXEiVclnBA6C4K84jAiLFRhm5/+9vnuwWH5XJbrqyhxzq4hEd8VVPYKP8M2rbbbrtxeSrG06Z+Fa+LDVmwzo17RxTCEudOd7pTniamelPHaEva5A2CKffELsqU1XBY7LIUBseLLpbRYLmI2KiN88SNRXSdRV0xjPLvLm0WdYNyHVPysIb92c9+Nq6z5TiapruvcEkPZZKyA2+sxcJhVY81XZTVKsG0bRkg7HK7hKjCTtG8gGrTPkwKJ+4hyjb3Qf2nvlB+4tkV/prmQ/if9o1FY7zkCn58IwzxjNlrr73yHe0jnDZ1g+mntMWE98G0Lmo42j1EtFhzmhc4WGk/5znPCS9jwZRrmz6HmRaPpSqWXFyHCAhH2rhIN20m56K+TxLZxolJP3i+0TYX18ykvUTYoFyGi3xs2u9oW18inqpvxFHSRPvJPfKhXleJL9zLAVcK2uEXS2MEk0lrv1fFO+3YfAum1D/6QOR19Eu4B5atIe30ofjmXugnRr+N8sxmlFUuBFPC4eVKWRDiuUdbz3O1zsK9Ktw4Nstztu0zvW2dblsG27RBbdMevOq+Z2lTom5Oa2Pr4q47HhafPId5hhYdfTU2KmRafFW/DgMH6iJ5FoI1ZZD+MmEV+wjFcOmn0I/GL21S9Ofxw8tb9hFgfED80xzpYuo+YdHu0+aTb0WH+M0yLYilvFzTSUACS5uAgunSzl/vbokRoOPK9CmEIh7UCGxYl/LN/4hZDHyw3KlyWBUgwvH2F4GUASjXIDIVOxjFa0N8oFPIOl9MI6azw7W8rZ02baVpnHTm6dAgWLDOG+niXukEFR0DAzrzdNS5F6w0+Y2FDCJj2dHBYjdiOj9YY/ImGlGI62IKHufYtRwxrZwOWMOLOIuOqT9Y5DK4ZkBKp5OF35mWXhSeEUlZf5KOF+HAjjRwLcwRiBlE84mp4Qhz+CduWMCaeGBdTl8dp2JasTBiwDqLw7KL/KAjSZkjjQzAEQ7Jo6pOY5u8opxwj9xr5D9iMGXiqKOOqkw60+npfJOPsOc369SVHWJdlBnC3nrrrfP6gtVxcRmJuI7ON5teUK64P6xdsbxEUETEoLzEJzYximvbfDNoxPIJnoRHXIRHWhlUUwYQT6oGFhFP0/oV/uObNUXhS31mB3AGJ8QL67g3vjnfJm8QfXhJwEsK6gX1gRcDtEu0X0UxJdLCjuHkHXWAFwtY8fJ/8aVI+G3y3aXNQjygfFOfos5RXxFy61yTdPcVbqSJskqZoZ5QZiirWO9gTRMWOlWCKde3KQP4j3YpGJGn1FkGsm3ah0nhEA8OsZ1BLmWQuk0dZ4Bf5ZrkQ9V1VcewaKXd5TlEO816ptTLWFqF9HDftMO4NnUD/2yOE0IAzyPqBtbctJ8IeeQhcTCzobgsSJcyTTtXfI7wEgqObG7CS8Jye0v5J21NHC9z4nlNeaNMRHmASdG1aaO61JdiXPGbF2i0J1GnyT/qNf/zPC47XuRwjnuJ/hTPItoAXtLOp5tvwRRxiTIz7QMP4uYFLC+Wq559cZ88CxBWeYZjDUpZwaKdZT5o0+GEVfExxxwTl7T+nuU52+aZ3rZOdymDbdqgNmlvArVrm9KmjW2SjqIfZpzRr6EPhVECU9bjRTRCY9UMFK6nraDNoj2hHsb4hrpL+8W5OofQGpuy0iclTsZCjI3ox7DmbBtHGxcGD7Rt9N15wcSLZp4RWOgWDTrahK1fCUhgWASuQnLTQ1YnAQksEwLJkixLb9DzT7Jwy1LnMEsd6dq7T+JFlixgsrRmXpamoGfpTWuWrFSyNIDL0kC29rriibZxFq+t+52ElywNMLM0MMrSgDNLnamVvKa3wFkSUrMkYGapU5kl4XCOnySQZsmqLEtrKGZp0J8lQTJLHaI5fqb9k0SvPB1J1MqSoJylQVflJcmiJ0sduix1FLNkmTHHXxJ1s9QRzFLnsPLaWQ7SxJOHSfDOkmjaOShYJoulPKxkXZTzSgOuvPykzunEMtQkr7omjLQky9Ysic9Z6sBmaYBbGxTlIFkx86IwS5Y4c/Kg6qJkqZfnLWHiPwkEOYM04MlSZz7/pM54lgaTVZc3PpYGLlmyFMnLR7IEytKLiPxeKE+poz41nK71izKbLNbze0qD4ywNAjLuOVmw5/dGeeQ+KZtNXdr8Jy8jXEM7w/2kwXWWRKcsCRC1wXAP+IVtEm2yJJjW+p12Yj7arGlxxPn5THeEyXfbcCnbtIe0aemFUJ5vtGtJHMuSYJql6djF4Me/56sMzNI+jBNT8SNZquf1Igk9E8tEW14VUWVJ9MjSshFZEvaztN53Rt0uumRll/NMQnOWXtblZbV4vulv2h/qHfdG28kzOFyyFsx4HnC82K4sZJmOtMznN/nTpt8xn3EvtrBo39LLxixZ4i22pI3Tk5ZDyXgmJKEpP5Ysj7O01n3+ofzyrE1Cat62jy/q+GOW5+y0Z/pC1WluvW0bNC3tbXB2aVMi/KZtbPhv+k1fN808yJ9L3Gt6+ZSlZVXGZappOG39nXLKKdlJJ52UPzfow9CPoqymF8Rtg8r981xNs/fyvmOa4ZCHl16kZumlVqfwvEgCEhgeAQXT4eWZKZbAghIoD9QWNPIZI0u7o2ZpuYAsWUVmDHLrXHqTnCUL0expT3talqax1XkbxHEGNskaMkuWRHl60yZVWbKMzMWo9LZ/EPdgIiUwC4Eht1mz3Hf52iaCafma5fx/soDKkkVdlizfsmTRVIsiWW5mybo9o63l5cZCOMv0QlBemDiS5XIumKbZJQsT4TKOZTHX6WWcLd66BCQggUERUDAdVHaZWAksPAEsSXnDmtZYzNJUrIVPwAwxkuY03ThLO39PtOZIa5RmaSfhLK1HmqX1j2aIcdVeesghh2RpulOW1l7L0hp5eWKwEklTk7K0DtOqTZyxS2CBCAy5zZpPRAqm7WhiRc5sirTcSm5tXXc11kpY22FxOslquu76Lsct012oLc5r0vqfufVyG8v9xXkniz9Vi7lOL356plACEpCABHICyYxfJwEJSKCSAAuds1ZVaixGBx10UKPdgisDWkUH2ZiCdVdZf+vQQw+tTD8bFrDWImtUsjHCkF2s+Rc7nLOxCGtCxkZHQ7430y6BJgSG3mY1uccmftgIJtZzYw1j2kLdZAJsMMY6j2na6IhN68qODadiDWN23l4oZ5leKNLGs9QILNY6vdQ4ez8SkIAEljIBLUwVziUggUoCrCHImpVFx1qnn/nMZ7K0QVLx8KL+zfqQaVfhfE061lJk6n1aUD5Lu4NnaZOojDUX0y66WVqkfuIaeYv6Jq9MHPeCRSlrtbJ2E0sNpI1z8jVeh5B+0yiBWQgslTZrFgZcm3YCz9ILopWC2WWXXbLDDjtspeMe+B8BngnMSEi7KWdpw4987V3WecWaNG3MlLere++9d5ZeTv3voh5/WaZ7hGvQy4LAYqvTywK6NykBCUhgCRFQMF1CmemtSGA+CTBtjA2VmDbG2pcIjGysgxDH5jBDc2wOxIY/rFHHxjKIp2n321xgZGObpeJYlB6RlM1f0g7M+eYvS+XevA8JTCKw1NqsSfc66RwbzLEZHW03GwfRFtB20+bx0U0nwMtCnhV8eOnGWqVpV/t8w4/pV8+fD8v0/LE0pOVNYLHU6eWdC969BCQggeERUDAdXp6ZYglIQAISkIAEJCABCUhAAhKQgAQkIAEJSKAnAgqmPYE1WAlIQAISkIAEJCABCUhAAhKQgAQkIAEJSGB4BBRMh5dnplgCEpCABCQgAQlIQAISkIAEJCABCUhAAhLoiYCCaU9gDVYCEpCABCQgAQlIQAISkIAEJCABCUhAAhIYHgEF0+HlmSmWgAQkIAEJSEACEpCABCQgAQlIQAISkIAEeiKgYNoTWIOVgAQkIAEJSEACEpCABCQgAQlIQAISkIAEhkdAwXR4eWaKJSABCUhAAhKQgAQkIAEJSEACEpCABCQggZ4IKJj2BNZgJSABCUhAAhKQgAQkIAEJSEACEpCABCQggeERUDAdXp6ZYglIQAISkIAEJCABCUhAAhKQgAQkIAEJSKAnAgqmPYE1WAlIQAISkIAEJCABCUhAAhKQgAQkIAEJSGB4BBRMh5dnplgCEpCABCQgAQlIQAISkIAEJCABCUhAAhLoiYCCaU9gDVYCEpCABCQgAQlIQAISkIAEJCABCUhAAhIYHgEF0+HlmSmWgAQkIAEJSEACEpCABCQgAQlIQAISkIAEeiKgYNoTWIOVgAQkIAEJSEACEpCABCQgAQlIQAISkIAEhkdAwXR4eWaKJSABCUhAAhKQgAQkIAEJSEACEpCABCQggZ4IKJj2BNZgJSABCUhAAhKQgAQkIAEJSEACEpCABCQggeERUDAdXp6ZYglIQAISkIAEJCABCUhAAhKQgAQkIAEJSKAnAgqmPYE1WAlIQAISkIAEJCABCUhAAhKQgAQkIAEJSGB4BBRMh5dnplgCEpCABCQgAQlIQAISkIAEJCABCUhAAhLoiYCCaU9gDVYCEpCABCQgAQlIQAISkIAEJCABCUhAAhIYHgEF0+HlmSmWgAQkIAEJSEACEpCABCQgAQlIQAISkIAEeiKgYNoTWIOVgAQkIAEJSEACEpCABCQgAQlIQAISkIAEhkdAwXR4eWaKJSABCUhAAhKQgAQkIAEJSEACEpCABCQggZ4IKJj2BNZgJSABCUhAAhKQgAQkIAEJSEACEpCABCQggeERUDAdXp6ZYglIQAISkIAEJCABCUhAAhKQgAQkIAEJSKAnAgqmPYE1WAlIQAISkIAEJCABCUhAAhKQgAQkIAEJSGB4BBRMh5dnplgCEpCABCQgAQlIQAISkIAEJCABCUhAAhLoiYCCaU9gDVYCEpCABCQgAQlIQAISkIAEJCABCUhAAhIYHgEF0+HlmSmWgAQkIAEJSEACEpCABCQgAQlIQAISkIAEeiKgYNoTWIOVgAQkIAEJSEACEpCABCQgAQlIQAISkIAEhkdAwXR4eWaKJSABCUhAAhKQgAQkIAEJSEACEpCABCQggZ4IKJj2BNZgJSABCUhAAhKQgAQkIAEJSEACEpCABCQggeERUDAdXp6ZYglIQAISkIAEJCABCUhAAhKQgAQkIAEJSKAnAgqmPYE1WAlIQAISkIAEJCABCUhAAhKQgAQkIAEJSGB4BBRMh5dnplgCEpCABCQgAQlIQAISkIAEJCABCUhAAhLoiYCCaU9gDVYCEpCABCQgAQlIQAISkIAEJCABCUhAAhIYHgEF0+HlmSmWgAQkIAEJSEACEpCABCQgAQlIQAISkIAEeiKgYNoTWIOVgAQkIAEJSEACEpCABCQgAQlIQAISkIAEhkdAwXR4eWaKJSABCUhAAhKQgAQkIAEJSEACEpCABCQggZ4IKJj2BNZgJSABCUhAAhKQgAQkIAEJSEACEpCABCQggeERUDAdXp6ZYglIQAISkIAEJCABCUhAAhKQgAQkIAEJSKAnAgqmPYE1WAlIQAISkIAEJCABCUhAAhKQgAQkIAEJSGB4BBRMh5dnplgCEpCABCQgAQlIQAISkIAEJCABCUhAAhLoiYCCaU9gDVYCEpCABCQgAQlIQAISkIAEJCABCUhAAhIYHgEF0+HlmSmWgAQkIAEJSEACEpCABCQgAQlIQAISkIAEeiKgYNoTWIOVgAQkIAEJSEACEpCABCQgAQlIQAISkIAEhkdAwXR4eWaKJSABCUhAAhKQgAQkIAEJSEACEpCABCQggZ4IKJj2BNZgJSABCUhAAhKQgAQkIAEJSEACEpCABCQggeERUDAdXp6ZYglIQAISkIAEJCABCUhAAhKQgAQkIAEJSKAnAgqmPYE1WAlIQAISkIAEJCABCUhAAhKQgAQkIAEJSGB4BBRMh5dnplgCEpCABCQgAQlIQAISkIAEJCABCUhAAhLoiYCCaU9gDVYCEpCABCQgAQlIQAISkIAEJCABCUhAAhIYHgEF0+HlmSmWgAQkIAEJSEACEpCABCQgAQlIQAISkIAEeiKgYNoTWIOVgAQkIAEJSEACEpCABCQgAQlIQAISkIAEhkdAwXR4eWaKJSABCUhAAhKQgAQkIAEJSEACEpCABCQggZ4IKJj2BNZgJSABCUhAAhKQgAQkIAEJSEACEpCABCQggeERUDAdXp6ZYglIQAISkIAEJCABCUhAAhKQgAQkIAEJSKAnAgqmPYE1WAlIQAISkIAEJCABCUhAAhKQgAQkIAEJSGB4BBRMh5dnplgCEpCABCQgAQlIQAISkIAEJCABCUhAAhLoiYCCaU9gDVYCEpCABCQgAQlIQAISkIAEJCABCUhAAhIYHgEF0+HlmSmWgAQkIAEJSEACEpCABCQgAQlIQAISkIAEeiKgYNoTWIOVgAQkIAEJSEACEpCABCQgAQlIQAISkIAEhkdAwXR4eWaKJSABCUhAAhKQgAQkIAEJSEACEpCABCQggZ4IKJj2BNZgJSABCUhAAhKQgAQkIAEJSEACEpCABCQggeERUDAdXp6ZYglIQAISkIAEJCABCUhAAhKQgAQkIAEJSKAnAgqmPYE1WAlIQAISkIAEJCABCUhAAhKQgAQkIAEJSGB4BBRMh5dnplgCEpCABCQgAQlIQAISkIAEJCABCUhAAhLoiYCCaU9gDVYCEpCABCQgAQlIQAISkIAEJCABCUhAAhIYHgEF0+HlmSmWgAQkIAEJSEACEpCABCQgAQlIQAISkIAEeiKgYNoTWIOVgAQkIAEJSEACEpCABCQgAQlIQAISkIAEhkdAwXR4eWaKJSABCUhAAhKQgAQkIAEJSEACEpCABCQggZ4IKJj2BNZgJSABCUhAAhKQgAQkIAEJSEACEpCABCQggeERUDAdXp6ZYglIQAISkIAEJCABCUhAAhKQgAQkIAEJSKAnAgqmPYE1WAlIQAISkIAEJCABCUhAAhKQgAQkIAEJSGB4BBRMh5dnplgCEpCABCQgAQlIQAISkIAEJCABCUhAAhLoiYCCaU9gDVYCEpCABCQgAQlIQAISkIAEJCABCUhAAhIYHgEF0+HlmSmWgAQkIAEJSEACEpCABCQgAQlIQAISkIAEeiKgYNoTWIOVgAQkIAEJSEACEpCABCQgAQlIQAISkIAEhkdAwXR4eWaKJSABCUhAAhKQgAQkIAEJSEACEpCABCQggZ4IKJj2BNZgJSABCUhAAhKQgAQkIAEJSEACEpCABCQggeERUDAdXp6ZYglIQAISkIAEJCABCUhAAhKQgAQkIAEJSKAnAgqmPYE1WAlIQAISkIAEJCABCUhAAhKQgAQkIAEJSGB4BBRMh5dnplgCEpCABCQgAQlIQAISkIAEJCABCUhAAhLoiYCCaU9gDVYCEpCABCQgAQlIQAISkIAEJCABCUhAAhIYHgEF0+HlmSmWgAQkIAEJSEACEpCABCQgAQlIQAISkIAEeiKgYNoTWIOVgAQkIAEJSEACEpCABCQgAQlIQAISkIAEhkdAwXR4eWaKJSABCUhAAhKQgAQkIAEJSEACEpCABCQggZ4IKJj2BNZgJSABCUhAAhKQgAQkIAEJSEACEpCABCQggeERUDAdXp6ZYglIQAISkIAEJCABCUhAAhKQgAQkIAEJSKAnAv8HUnV4i/VT5MwAAAAASUVORK5CYII=)"
      ],
      "metadata": {
        "id": "_xgH4ucp3AMD"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Algorithm for Topological Sort\n",
        "\n",
        "Main Idea - Iteratively remove source vertex and its outgoing edges\n",
        "\n",
        "\n",
        "\n",
        "*   Compute the in-degree of every vertex to find a source.\n",
        "*  Add this source vertex to the topological sorted list *topo*.\n",
        "*   Delete all outgoing edges of the chosen source vertex.\n",
        "*   Since the updated graph is also a DAG, we can find a source vertex again!\n",
        "*   Repeat the process until all vertices have been added to *topo*.\n",
        "\n"
      ],
      "metadata": {
        "id": "ujifQD64__QV"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Topological sorting of a DAG - Given as input a DAG, print a topological sorting of its vertices\n",
        "\n",
        "def topological_sort(G):\n",
        "\n",
        "    # compute the indegree of every vertex in G\n",
        "    indegree = [0]*len(G)\n",
        "    for u in range(len(G)):\n",
        "        for v in G[u]:\n",
        "        # increment the indegree of v since we have found an edge (u,v) coming into v\n",
        "            indegree[v] += 1\n",
        "\n",
        "  # source vertices are those with indegree 0\n",
        "    sources = []\n",
        "    for u in range(len(G)):\n",
        "        if indegree[u] == 0:\n",
        "            sources.append(u)\n",
        "\n",
        "  # topo will store the vertices in a topological ordering\n",
        "    topo = []\n",
        "    while sources != []:\n",
        "    # remove a source and add to topological ordering\n",
        "        u = sources.pop(0)\n",
        "        topo.append(u)\n",
        "\n",
        "    # remove the edges out of u by changing the indegree of its neighbors\n",
        "        for v in G[u]:\n",
        "            indegree[v] -= 1\n",
        "      # if v is a source after removing the edges from u, then add to list of sources\n",
        "            if indegree[v] == 0:\n",
        "\n",
        "                sources.append(v)\n",
        "\n",
        "    return topo\n",
        "\n",
        "print(topological_sort([[1,2],[3],[3,5,7],[],[5],[],[],[]]))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bw5lYmI5FosM",
        "outputId": "8401b848-8c4e-432b-cabf-123a458fd0e6"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0, 4, 6, 1, 2, 3, 5, 7]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Observations\n",
        "\n",
        "1. The topological sorted list may not be unique. For the X + DS degree, consider the different sequences of courses your peers have taken to finish course requirements.\n",
        "\n",
        "2. When the outgoing edges of a source are removed, one of its neighbors becomes a new source. Identify these sources in the example above.\n"
      ],
      "metadata": {
        "id": "fI_4toclCM5D"
      }
    }
  ]
}