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        "# Lecture 17 - Topological Sorting : Applications\n",
        "\n",
        "In today's lecture we will discuss -\n",
        "\n",
        "1.   DAG application - Navigating a degree program\n",
        "2.   Topological Sort - design and analysis\n",
        "3.   Applications of Topological Sort - generating a valid course sequence, earliest semester for a course, minimum number of semesters to finish a degree program\n",
        "4.  DAGs - perspective\n",
        "\n",
        "#Learning Objectives -\n",
        "\n",
        "1. Working with DAGs to solve graph problems\n",
        "2. Topological Sorting of DAGs - Linearization of vertices\n",
        "3. Analysis of Topological sort\n",
        "4. Applying topological sort to solve a variety of problems on DAGs\n",
        "\n",
        "**Announcements**\n",
        "\n",
        "1. Homework 4 out now\n",
        "2. Lab 7 due tomorrow\n",
        "3. This week - Lecture on Friday, Review Session on Saturday 1pm-3pm (recording will be made available)\n",
        "4. Office hours today (5pm-7pm)\n",
        "5. Exam 2 reservations\n",
        "\n",
        "\n"
      ],
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      "source": [
        "# Discovery clicker\n",
        "\n",
        "Scan and use join code 277\n",
        "\n",
        "OR Visit clicker.cs.illinois.edu and use join code 277\n",
        "\n",
        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)"
      ],
      "metadata": {
        "id": "LktxlwG4nuPs"
      }
    },
    {
      "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",
        "Every DAG necessarily has a source vertex and a sink vertex. Can you think why this has to be true?\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": "3P-huQQuktQh"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Finding source and sink vertex/vertices\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",
        "\n",
        "* What is the time complexity of the algorithm?"
      ],
      "metadata": {
        "id": "HUDm0DRKl_8L"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Finding sources and sinks in a DAG\n",
        "\n",
        "def find_sinks(G):\n",
        "# if a vertex has no outgoing edges, then it is a sink\n",
        "  sinks = []\n",
        "\n",
        "  for i in range(len(G)):\n",
        "    if(G[i] == []):\n",
        "      sinks.append(i)\n",
        "\n",
        "  return sinks\n",
        "\n",
        "\n",
        "def find_sources(G):\n",
        "#if a vertex has no incoming edges, then it is a source\n",
        "  source_test = [True]*len(G)\n",
        "  sources = []\n",
        "\n",
        "  for i in range(len(G)):\n",
        "    for x in G[i]:\n",
        "      source_test[x] = False\n",
        "\n",
        "\n",
        "  for i in range(len(G)):\n",
        "    if(source_test[i] != False):\n",
        "      sources.append(i)\n",
        "      return sources\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_sources([[1,2],[3],[3,5,7],[],[5],[],[],[]]))\n",
        "print(find_sinks([[1,2],[3],[3,5,7],[],[5],[],[],[]]))\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FHE8fpDfsRKs",
        "outputId": "a881ef1e-f753-4f63-fb76-1f420365986f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0]\n",
            "[3, 5, 6, 7]\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": [
        "# 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],[],[],[]], [5,0,2,1,3,6,4,7]))\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xEQbCRNWKba9",
        "outputId": "0212ce68-a997-4014-bada-5f72dcd92883"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "course 2 should be done before course 5\n",
            "False\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Approach 1 - DFS from source vertex to navigate through the program ❌\n",
        "\n",
        "1. Find the source vertex. This would correspond to a course that does not have any prerequisites.\n",
        "\n",
        "2. Run DFS starting from this vertex. The sequence in which vertices are visited will be presented as the course sequence for navigating through the program.\n",
        "\n",
        "> This approach will not work - because it does NOT guarantee that a vertex is visited AFTER all of its predecessors (read prerequisites) are already visited.\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "FYS-qAeZpGtr"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Approach 2 - Iteratively pick Source vertices and update graph ✅\n",
        "\n",
        "* Firs, pick a source vertex X.\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 and repeat this process until all vertices are accounted for.\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "sfzVz7g5RsIx"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Topological Sort aka Linearizing a DAG\n",
        "\n",
        "We can sort the vertices of a DAG such that all edges only go from \"left\" to \"right\".\n",
        "\n",
        "For example, the prerequisite graph for the DS degree can be linearized and it would look like this -\n",
        "\n",
        "![Screenshot 2026-03-04 at 2.44.18 PM.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABK4AAALKCAYAAAAbLxkJAAAMS2lDQ1BJQ0MgUHJvZmlsZQAASImVVwdYU8kWnltSIQQIhCIl9CaISAkgJYQWQHoRRCUkAUKJMSGo2NFlV3DtIoIVXQVRdHUFRGzYlUWx98WCirIuFuzKmxBAl33le+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+F1pqgySvLNmnAAAABGNJQ1AMDQABbgPj7wAAAIplWElmTU0AKgAAAAgABAEaAAUAAAABAAAAPgEbAAUAAAABAAAARgEoAAMAAAABAAIAAIdpAAQAAAABAAAATgAAAAAAAACQAAAAAQAAAJAAAAABAAOShgAHAAAAEgAAAHigAgAEAAAAAQAABK6gAwAEAAAAAQAAAsoAAAAAQVNDSUkAAABTY3JlZW5zaG90VFOMzgAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAAddpVFh0WE1MOmNvbS5hZG9iZS54bXAAAAAAADx4OnhtcG1ldGEgeG1sbnM6eD0iYWRvYmU6bnM6bWV0YS8iIHg6eG1wdGs9IlhNUCBDb3JlIDYuMC4wIj4KICAgPHJkZjpSREYgeG1sbnM6cmRmPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5LzAyLzIyLXJkZi1zeW50YXgtbnMjIj4KICAgICAgPHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9IiIKICAgICAgICAgICAgeG1sbnM6ZXhpZj0iaHR0cDovL25zLmFkb2JlLmNvbS9leGlmLzEuMC8iPgogICAgICAgICA8ZXhpZjpQaXhlbFlEaW1lbnNpb24+NzE0PC9leGlmOlBpeGVsWURpbWVuc2lvbj4KICAgICAgICAgPGV4aWY6UGl4ZWxYRGltZW5zaW9uPjExOTg8L2V4aWY6UGl4ZWxYRGltZW5zaW9uPgogICAgICAgICA8ZXhpZjpVc2VyQ29tbWVudD5TY3JlZW5zaG90PC9leGlmOlVzZXJDb21tZW50PgogICAgICA8L3JkZjpEZXNjcmlwdGlvbj4KICAgPC9yZGY6UkRGPgo8L3g6eG1wbWV0YT4KuoFezQAAABxpRE9UAAAAAgAAAAAAAAFlAAAAKAAAAWUAAAFlAAChIyXXwuEAAEAASURBVHgB7N0HvM7l//jxt01WyRapjGSErOysrJAkKyNlRVmJzIyGrELZURlRsqNsQmSTPTPKCoXM+3+/r//vPt9zjjPu+5x7fO778/o8Hqf73J9xjed1x/E+1/W+Ejich3AggAACCCCAAAIIIIAAAggggAACCCBgMYEEBK4sNiI0BwEEEEAAAQQQQAABBBBAAAEEEEDACBC44oOAAAIIIIAAAggggAACCCCAAAIIIGBJAQJXlhwWGoUAAggggAACCCCAAAIIIIAAAgggQOCKzwACCCCAAAIIIIAAAggggAACCCCAgCUFCFxZclhoFAIIIIAAAggggAACCCCAAAIIIIAAgSs+AwgggAACCCCAAAIIIIAAAggggAAClhQgcGXJYaFRCCCAAAIIIIAAAggggAACCCCAAAIErvgMIIAAAggggAACCCCAAAIIIIAAAghYUoDAlSWHhUYhgAACCCCAAAIIIIAAAggggAACCBC44jOAAAIIIIAAAggggAACCCCAAAIIIGBJAQJXlhwWGoUAAggggAACCCCAAAIIIIAAAgggQOCKzwACCCCAAAIIIIAAAggggAACCCCAgCUFCFxZclhoFAIIIIAAAggggAACCCCAAAIIIIAAgSs+AwgggAACCCCAAAIIIIAAAggggAAClhQgcGXJYaFRCCCAAAIIIIAAAggggAACCCCAAAIErvgMIIAAAggggAACCCCAAAIIIIAAAghYUoDAlSWHhUYhgAACCCCAAAIIIIAAAggggAACCBC44jOAAAIIIIAAAggggAACCCCAAAIIIGBJAQJXlhwWGoUAAggggAACCCCAAAIIIIAAAgggQOCKzwACCCCAAAIIIIAAAggggAACCCCAgCUFCFxZclhoFAIIIIAAAggggAACCCCAAAIIIIAAgSs+AwgggAACCCCAAAIIIIAAAggggAAClhQgcGXJYaFRCCCAAAIIIIAAAggggAACCCCAAAIErvgMIIAAAggggAACCCCAAAIIIIAAAghYUoDAlSWHhUYhgAACCCCAAAIIIIAAAggggAACCBC44jOAAAIIIIAAAggggAACCCCAAAIIIGBJAQJXlhwWGoUAAggggAACCCCAAAIIIIAAAgggQOCKzwACCCCAAAIIIIAAAggggAACCCCAgCUFCFxZclhoFAIIIIAAAggggAACCCCAAAIIIIAAgSs+AwgggAACCCCAAAIIIIAAAggggAAClhQgcGXJYaFRCCCAAAIIIIAAAggggAACCCCAAAIErvgMIIAAAggggAACCCCAAAIIIIAAAghYUoDAlSWHhUYhgAACCCCAAAIIIIAAAggggAACCBC44jOAAAIIIIAAAggggAACCCCAAAIIIGBJAQJXlhwWGoUAAggggAACCCCAAAIIIIAAAgggQOCKzwACCCCAAAIIIIAAAggggAACCCCAgCUFCFxZclhoFAIIIIAAAggggAACCCCAAAIIIIAAgSs+AwgggAACCCCAAAIIIIAAAggggAAClhQgcGXJYaFRCCCAAAIIIIAAAggggAACCCCAAAIErvgMIIAAAggggAACCCCAAAIIIIAAAghYUoDAlSWHhUYhgAACCCCAAAIIIIAAAggggAACCBC44jOAAAIIIIAAAggggAACCCCAAAIIIGBJAQJXlhwWGoUAAggggAACCCCAAAIIIIAAAgggQOCKzwACCCCAAAIIIIAAAggggAACCCCAgCUFCFxZclhoFAIIIIAAAggggAACCCCAAAIIIIAAgSs+AwgggAACCCCAAAIIIIAAAggggAAClhQgcGXJYaFRCCCAAAIIIIAAAggggAACCCCAAAIErvgMIIAAAggggAACCCCAAAIIIIAAAghYUoDAlSWHhUYhgAACCCCAAAIIIIAAAggggAACCBC44jOAAAIIIIAAAggggAACCCCAAAIIIGBJAQJXlhwWGoUAAggggAACCCCAAAIIIIAAAgggQOCKzwACCCCAAAIIIIAAAggggAACCCCAgCUFCFxZclhoFAIIIOAdgUuXLsmZM2cifJ09e1auXr0qd+7cMV93796VRIkSSZIkSczXQw89JFmzZo3wlS1bNkmZMqV3GkUpCCCAAAIIIIAAAggggICbAgSu3ITiNgQQQMDKAhqE2rNnj2zZskV+++0387Vv3z65deuWZMyYMUIQSoNSadOmlcSJE5tAlQat9Pnbt2+b14sXL0YIdGngS8+lSZNGChUqJMWKFZPixYub11y5ckmCBAmsTEPbEEAAAQQQQAABBBBAIIgFCFwF8eDRdAQQsK+ABprWrFkjixYtkk2bNsmOHTskXbp0EYJKBQsWlMyZM5vZVPGV0gDYqVOnZPv27SYopgGyrVu3mmKfeeYZKVu2rNSpU0eKFi0a36p4HgEEEEAAAQQQQAABBBAIEyBwFUbBNwgggIC1Bf79919ZunSpzJs3T5YsWSLp06eXunXrSrly5UzASmdS+fNwOBxy+PBhE8hauXKlLFiwQJInT27apO2qUKGCmdXlzzZRFwIIIIAAAggggAACCISWAIGr0BpPeoMAAiEmoPmnNCA0ZcoUWbFihVmqp0GhevXqSb58+SzV23v37pnZXxpYmz9/vpw/f97MwmrTpo2ULl3aUm2lMQgggAACCCCAAAIIIBAcAgSugmOcaCUCCNhM4MKFCzJx4kQZN26cpEqVStq3by8vvfSSZMmSJWgkNMfWrFmzZMKECSbHVseOHaVx48ZmVlbQdIKGIoAAAggggAACCCCAQEAFCFwFlJ/KEUAAgYgCmjdq9OjR8t1330m1atVEgz2VKlWKeFOQvdOk79qfMWPGyIEDB6R169bSoUMHefTRR4OsJzQXAQQQQAABBBBAAAEE/C1A4Mrf4tSHAAIIRCGgOwL27NlTfv31V3njjTfMDKvs2bNHcWdwn9Lk7q7AXLNmzaR///6SKVOm4O4UrUcAAQQQQAABBBBAAAGfCRC48hktBSOAAAKxC+hOff369ZPvv/9eunTpIt27dzdLA2N/MrjvsGu/g3vUaD0CCCCAAAIIIIAAAv4XIHDlf3NqRAABBOTKlSvy0UcfydixY6Vp06Zm5lHmzJltJ6Mzzd59913RJZI6+0pnmyVOnNh2DnQYAQQQQAABBBBAAAEEohYgcBW1C2cRQAABnwno7CrN8VS2bFn54IMPJG/evD6rK1gKXr16tQlgXb9+XaZNmyZFixYNlqbTTgQQQAABBBBAAAEEEPChAIErH+JSNAIIIBBe4NKlSybZ+tq1a2XSpElSvXr18Jdt/73D4TAz0Pr06SOdO3eW3r17S5IkSWzvAgACCCCAAAIIIIAAAnYWIHBl59Gn7wgg4DeBRYsWSZs2baRq1ary6aefyoMPPui3uoOtosOHD0uLFi3kxo0bZvZVwYIFg60LtBcBBBBAAAEEEEAAAQS8JEDgykuQFIMAAghEJfDvv/9Kp06dZOnSpTJ+/HipU6dOVLdxLpLAvXv3ZMSIETJo0CDp1auXWUaYIEGCSHfxFgEEEEAAAQQQQAABBEJdgMBVqI8w/UMAgYAJHD9+3ASqnnjiCbM08OGHHw5YW4K14n379kmjRo1EDb/++mtJmTJlsHaFdiOAAAIIIIAAAggggEAcBAhcxQGNRxBAAIHYBDSPVYMGDaR9+/YyYMAAYbZQbGLRX7927Zq8+uqrcuTIEZk/f77kzJkz+pu5ggACCCCAAAIIIIAAAiElQOAqpIaTziCAgBUEJk6cKO+8847o68svv2yFJgV9GzRxe79+/cxyS92VsVy5ckHfJzqAAAIIIIAAAggggAACsQsQuIrdiDsQQAABtwQ0L1OXLl1k7ty5ZmZQ0aJF3XqOm9wX+Pbbb6Vt27YyfPhwad26tfsPcicCCCCAAAIIIIAAAggEpQCBq6AcNhqNAAJWE9CgVfPmzeXAgQOycOFCyZw5s9WaGDLt2bp1q9SuXdskbO/cuXPI9IuOIIAAAggggAACCCCAwP0CBK7uN+EMAggg4JGAK2h18OBB+fnnnyVt2rQePc/Nngto0vZKlSoRvPKcjicQQAABBBBAAAEEEAgqAQJXQTVcNBYBBKwmQNAqcCNC8Cpw9tSMAAIIIIAAAggggIC/BAhc+UuaehBAIOQECFoFfkgJXgV+DGgBAggggAACCCCAAAK+FCBw5UtdykYAgZAWeO2112TPnj0sDwzwKLuCV/3795d27doFuDVUjwACCCCAAAIIIIAAAt4UIHDlTU3KQgAB2wgMHTpUJk+eLJs2bZKHHnrINv22akd3794t5cuXl++//97kvrJqO2kXAggggAACCCCAAAIIeCZA4MozL+5GAAEEZNGiRdKiRQvZsGGD5M2bFxGLCMybN09ef/11E0zMlSuXRVpFMxBAAAEEEEAAAQQQQCA+AgSu4qPHswggYDuBvXv3Srly5WTmzJny/PPP267/Vu/wkCFDZPr06SZ4lSZNGqs3l/YhgAACCCCAAAIIIIBALAIErmIB4jICCCDgErh48aKUKFFCOnXqJJ07d3ad5tViAk2aNJHLly+bmXEJEya0WOtoDgIIIIAAAggggAACCHgiQODKEy3uRQAB2wo4HA6pVq2a5MiRw+S2si1EEHT8xo0bJt+VjpfOwOJAAAEEEEAAAQQQQACB4BUgcBW8Y0fLEUDAjwKjR4+W8ePHy9atWyVZsmR+rJmq4iJw4sQJKVy4sPz4449SqlSpuBTBMwgggAACCCCAAAIIIGABAQJXFhgEmoAAAtYWOHTokBQrVkxWrVolRYsWtXZjaV2YwIQJE2T48OGyY8cOSZEiRdh5vkEAAQQQQAABBBBAAIHgESBwFTxjRUsRQCAAAvfu3TPJ2KtUqSLvv/9+AFpAlfERqF69uuTLl09GjhwZn2J4FgEEEEAAAQQQQAABBAIkQOAqQPBUiwACwSEwbNgws0vd5s2bJUmSJMHRaFoZJnDq1CkpVKiQzJs3z+S9CrvANwgggAACCCCAAAIIIBAUAgSugmKYaCQCCARCYP/+/VKyZElZv369FCxYMBBNoE4vCEybNk0GDhwou3btkpQpU3qhRIpAAAEEEEAAAQQQQAABfwkQuPKXNPUggEDQCdSqVUueeeYZE/QIusbT4AgCzz//vJQtW1b69u0b4TxvEEAAAQQQQAABBBBAwNoCBK6sPT60DgEEAiSwevVqadSokRw+fFhSpUoVoFZQrbcEdu7cKRUqVJCDBw9KxowZvVUs5SCAAAIIIIAAAggggICPBQhc+RiY4hFAIPgEHA6HWSLYsmVL6dChQ/B1gBZHKdC8eXNJkyaNjBkzJsrrnEQAAQQQQAABBBBAAAHrCRC4st6Y0CIEEAiwwOzZs82Ssr1790rixIkD3Bqq95bAyZMnpUCBArJt2zbJlSuXt4qlHAQQQAABBBBAAAEEEPChAIErH+JSNAIIBJ/A7du3JV++fPLxxx/LSy+9FHwdoMUxCrzzzjty4sQJ0eAkBwIIIIAAAggggAACCFhfgMCV9ceIFiKAgB8Fxo0bJ7oL3caNG/1YK1X5S+Dvv/82s61++uknk3jfX/VSDwIIIIAAAggggAACCMRNgMBV3Nx4CgEEQlBAc1vpbKuhQ4dKnTp1QrCHdEkF3nvvPTl16pR89dVXgCCAAAIIIIAAAggggIDFBQhcWXyAaB4CCPhPQGfhtGvXzuwkmDBhQv9VTE1+Ffjjjz9MgPLYsWOSIUMGv9ZNZQgggAACCCCAAAIIIOCZAIErz7y4GwEEQlhAZ1mVK1dONA8SR2gLaP6yokWLSu/evUO7o/QOAQQQQAABBBBAAIEgFyBwFeQDSPMRQMA7Ajr7plChQiZxd7p06bxTKKVYVmDVqlXSvHlzOX78uCRKlMiy7aRhCCCAAAIIIIAAAgjYXYDAld0/AfQfAQSMgM6y0sTdkyZNQsQmAgULFpQBAwawe6RNxptuIoAAAggggAACCASnAIGr4Bw3Wo0AAl4UuHXrlmTJkkVWrFghhQsX9mLJFGVlgfHjx8ucOXNk+fLlVm4mbUMAAQQQQAABBBBAwNYCBK5sPfx0HgEEVODHH380ea327NkDiI0ELl++bAKWmqw9ffr0Nuo5XUUAAQQQQAABBBBAIHgECFwFz1jRUgQQ8JGA7iSogYvBgwf7qAaKtapAlSpVpGnTptKqVSurNpF2IYAAAggggAACCCBgawECV7YefjqPAAIOh0OyZcsm8+fPl+LFiwNiM4ExY8aYpYLz5s2zWc/pLgIIIIAAAggggAACwSFA4Co4xolWIoCAjwR+/fVXk5xbl4slSJDAR7VQrFUFdNyffPJJOX/+vDzwwANWbSbtQgABBBBAAAEEEEDAtgIErmw79HQcAQRUoFevXnLlyhX5/PPPAbGpwDPPPCN9+/aVevXq2VSAbiOAAAIIIIAAAgggYF0BAlfWHRtahgACfhB46qmnZNSoUVKtWjU/1EYVVhQYNGiQHD16VL788ksrNo82IYAAAggggAACCCBgawECV7YefjqPgL0Fzp07Jzly5JCrV69K0qRJ7Y1h495v3rxZXnnlFTl27JiNFeg6AggggAACCCCAAALWFCBwZc1xoVUIIOAHgSVLlkj//v1ly5YtfqiNKqwqcPPmTUmTJo2cPn3a7C5p1XbSLgQQQAABBBBAAAEE7ChA4MqOo06fEUDACLz//vvy119/kd+Kz4NonqshQ4ZI9erV0UAAAQQQQAABBBBAAAELCRC4stBg0BQEEPCvwAsvvCAvvviivPbaa/6tmNosJ9C2bVvJnj279OnTx3Jto0EIIIAAAggggAACCNhZgMCVnUefviNgc4EsWbLIsmXLpFChQjaXoPsTJ06URYsWyfz588FAAAEEEEAAAQQQQAABCwkQuLLQYNAUBBDwn8CpU6ckb968JjF7okSJ/FcxNVlSYMeOHVKrVi2T58qSDaRRCCCAAAIIIIAAAgjYVIDAlU0Hnm4jYHeBhQsXyocffigbNmywOwX9dwrcuXNHUqVKJSdPnpSMGTNiggACCCCAAAIIIIAAAhYRIHBlkYGgGQgg4F+BsWPHyvr162XmzJn+rZjaLCvw+OOPy+zZs6VYsWKWbSMNQwABBBBAAAEEEEDAbgIEruw24vQXAQSMQO/eveW///6T4cOHuyWiM7QOHDgQ4V7NkdW0adMI52J6s3nzZlm3bp04HI4It3Xv3j3Ce1+8mTx5svz+++9y4cIFuXjxovTo0UPKly/vi6p8Xub58+dFl3oWKVLEq3WVLVvWuNSpU8er5VIYAggggAACCCCAAAIIxF2AwFXc7XgSAQSCWKBVq1ZSoEAB6datm1u9GDdunEnercGrw4cPhz2zdetWKVq0aNj7mL7JmjWrnD171tySJk0aKVmypFme9v3330uCBAliejTe1/r27SuLFy+W7du3m7LmzJkjDRo0iHe5kQvQXFG6BHPLli3yxx9/yCOPPCKlS5eWt956y/Q38v363tNnvvjiC+nSpYs0a9ZMcuXKJSlSpJAkSZJEVbSUK1dOChYsGOW1yCcbNmwolSpVknbt2kW+xHsEEEAAAQQQQAABBBAIkACBqwDBUy0CCARW4Pnnn5eWLVtK48aNPWrIpUuX5OGHHw57pn379vL555+HvY/um19++UWqVq0qN27cMLfoLnavv/56dLd7fF5nU/3000/SuXPnGJ/VHRR3794tvghcffnll9KxY0epXbu2CYppQGn69Okya9YsSZw4sVmWGTlYFpdnNAg2evToGPvpuvjZZ59Jp06dXG9jfFU7DSgOHDgwxvu4iAACCCCAAAIIIIAAAv4TIHDlP2tqQgABCwnoLJwxY8ZIhQoVPG7VQw89JBr4+vbbbyVt2rRmFpUGaWI6dIZX6tSpwwIuGmTSQJa3Dg0O6ayw1atXx1ik1rl8+XKvB64OHTokTz/9tLz33nvSp0+fCG3QYJbmFNPglc76qlatmrkel2f0QVcfkiVLJvqVMGHCCPXpm8uXL5tcVZp8P7rZWJEfGjp0qBw8eFAmTZoU+RLvEUAAAQQQQAABBBBAIEACBK4CBE+1CCAQWAGdNbVp0ybJnTu3xw3RwJUm8XYFYL7++muzbC26gv755x/JkyePCRbp0jU9vB246tq1q2zbti1ggStdujdq1CgTFKtcuXIECs2plSNHDrl+/bqZ4TZjxgxzPS7P6IO6/FCXC77wwgsR6nG90Vlebdu2NR7q7u7xzTffiLZtyZIl7j7CfQgggAACCCCAAAIIIOBjAQJXPgameAQQsJ7AvXv3JFGiRGZWjs6Y8vTQwNXOnTulSZMmoksAK1asKKtWrYq2mAkTJpicT2+++WZYQnFvBq5u3rwpuiOeBuECNeNKE71r4nldaqezljJlyhTBQ/Ncbdy40Zz/888/zbW4PHP16lXJmDGj6GvSpEkj1KFvjh07JoULF5Zhw4bJG2+8cd/1mE7omOhsMU2iz4EAAggggAACCCCAAALWECBwZY1xoBUIIOBHAQ30JE+e3MwAim2JX1TNcgWuVq5cKboEUBOra7BGE4VHdWgSds21pMvaXDvhxRa40lxYR48elQceeEBy5swZbfJ23aFQk5TrTCFd9hiXwNXdu3fNToe6lC+uR40aNWTp0qUmIKhLAB977LEIRdWqVStsJpPmCVPDuDyjOwpqX99+++0I5esb7YcGwzSw9cMPP9x3PbYTaqd5rjRZPAcCCCCAAAIIIIAAAghYQ4DAlTXGgVYggIAfBa5du2Z287t165bb+Y/CN88VuNLlhlmyZBFdCtirVy/54IMPwt9mvtdE6DozS181IBJb4Oqvv/4yO+bpcrV8+fKJBmrOnTtnEoz369fPBL9clWhOq8GDB8vp06fNKZ09psnXXUejRo2kQ4cOrrfm1ZUfSpOzp0+fXnr37i26U6IGynRZnSabb9OmTYRn3Hmzf/9+k2NLg3RRJbzPmzevCe49+OCDoksHNS9VXJ6JqS1DhgwxubTUOnwC/ZieCX9t/fr1ZkfBPXv2hD/N9wgggAACCCCAAAIIIBBAAQJXAcSnagQQCIyALjPTII8uGdTZUp4ersCV5m3SII/uEJg1a1Y5efKkmXEUvjydwaMzplwzeWIKXOnsqaJFi8qpU6dMUEeDL3quf//+MmjQIClRooRZbudKRr527VqzNG7NmjWiu/PpLCe913VoEOnJJ590vTWvrsDVO++8Y5LLa64onfmkwbFnn33WlKflunJxRXg4jm927dplErfr47qTo7Y1tsPTZ06cOGH6+sknn5idDWMrP6rrv/76q7Ro0cLYR3WdcwgggAACCCCAAAIIIBAAAec/ijgQQAABWwk4A1cO5x+3DufSsjj12zlryOEMlJhnnQneTVla3sKFCyOU999//zmcM7IcFy5cMOe3b98edq9zqWCEe/WNc0ZW2PUpU6aEXdd2OndBNNemTZsWdt71jTNwZq45lwq6TkX7WqVKlbA6tO3hj06dOplrzpla4U/H+/uXX37ZlOsM+DmcwT23yvP0GW2zM9DncM6mc6v8qG5y7kDocM5yi+oS5xBAAAEEEEAAAQQQQCBAAvrbfA4EEEDAVgLO3e1MIEUDS3E5wgeu9PkCBQqY8urVqxehuJkzZzoaNmwYdi62wJVzyZ7DOQPMlPXtt9+GPafftGvXzpx3Lv2LcF7fxCVw5cw5dV8548ePN3U4E6nfdy2uJ5w79ZkykyRJ4li0aJFbxXj6zG+//Wbq6Nmzp1vlR3eTc+aaCRBGd53zCCCAAAIIIIAAAggg4H8BAlf+N6dGBBAIsIAzt5UJdPz7779xaknkwNWIESNMec7k5g7njnlhZerspmXLloW9jy1wpTc6d7RzOJfqOZzLGM1zly9fdmhAy7lDnqmjadOmYeW5volL4Mq5e57r8bBXDbTpzLHixYuHnYvPN8ePH3c4l2Q61OX77793q6i4PPP666+bdjt3dnSrjuhuWrFihcO5lDO6y5xHAAEEEEAAAQQQQACBAAiQ4yoAyzOpEgEEAi+gO/z98ccfZgc6T1sTPseVPutcCijZsmUTTfb+8ccfS48ePUyuqMqVK8vhw4dNInK9z53k7Hrf1q1bTf6pxYsXm8TpuluhJpTX3Fea6H369Ol6W9gxadIkcQa2PNpV8PPPPzeJ2MMKcX4za9Ysk1i9WLFismXLlvCXPP5eE9brLoea+N05e0xq164daxlxeUZdXAnyNel7unTpYq0nuhucSz1l6NChsm7duuhu4TwCCCCAAAIIIIAAAgj4WyAAwTKqRAABBAIu4Eys7tAZUHE5Is+40jJcOZmcu+eZIvv27esYMGBAhOJjm3F1584dh3NXP7NcUPNBffrppw7nbn+mjPfff9/MKnIGriKUqW+im3EVVT4pV44rZ1L2+8pxzbhyBq7uu+bJiZs3bzq0Hs05tXHjRrcejcszWvDcuXONS6JEicJmqblVYRQ3OXdpNOMYxSVOIYAAAggggAACCCCAQIAEWCoYIHiqRQCBwAqUKlXK4ZzRFKdGRBW4Wrp0qQmgOH/54Fi9erXj0UcfDUvg7qoktsBVv379TBkpU6Z0HDx40PWYeY0cuDp//nxYIvLoAldJkyaNUIa+8XXgSpc4Nm7c2OHcZdGxb9++CPVrknk975xZFeF8XJ5xFdCtWzdj5pxp5ToV51f1f/vtt+P8PA8igAACCCCAAAIIIICA9wUIXHnflBIRQCAIBOrXr29mKsWlqVEFrjQoo7O4NHCVMWNGx/PPP39f0bEFrnSGkj7fq1ev+55t06aNueaacVWzZk2HK6fT5MmTzbXy5cuHPafBoRQpUoS9d33j68BV165dHdmzZ3ccOnTIVWXY665du8wui2En/u+buDzjKqNMmTKm787llK5TcX7VXFnOpZ5xfp4HEUAAAQQQQAABBBBAwPsC5Ljy99pM6kMAAUsIdOrUSTJkyCDOWTYetUdzKmmOqw0bNojmggp/9O/fXwYOHGhOzZ49W5zLB8NfFmfidSlZsqQ5p/mrnMGnsOvOZYLiDDSJvkbOP+WckSS5c+eWo0ePyiuvvGJyUT333HOmrnLlysmPP/5oynriiSdMTi0tdPny5aZv2s7whzNwJc4k5DJ27Fhx7lAY/pLMmDFDnMnfTb/ikuNq+PDh0r17dxkyZIjkzJkzrGznX13iXPIo8+fPF+eOjqZ+18W4PON6Vl8fe+wxcSZ0j3Obw5fl3GnR5Phq1qxZ+NN8jwACCCCAAAIIIIAAAoEU8H4sjBIRQAAB6wt88MEHjrZt27rd0BMnTjiWLFliZlI5/8x2FCpUyPHdd985jh07FlaG7oiXIEECR/r06R2as8l16Pndu3c7nIEiMztIn9eZUzt37nQcOXLEdZujWrVq5rrubOdM+G7O375926EzknQGl5atSxB1CZ7OztLlgnr8/fffjjRp0phndZmiPtOqVasIM7eciejNjoXORObmvgYNGjj27t1rnr1y5YopU5/Rtj3wwAOmr85k8KZ8d/6j+bG0ffp8TF9vvvlmWHFxeSbs4f/7JlWqVKa+Z599NvIlj98XLlzYoTsLciCAAAIIIIAAAggggIB1BJhx5fwXFgcCCNhPYNq0afL999/LggUL3Oq8M6hjZiQlT55cEidOLM6lgeIMTsnjjz8uzgBQWBmvvvqqPPnkk9K7d++wczor6Ny5c6I7GSZMmNCcd/41YJ53JhWXy5cvizPoI7orXufOnWXOnDm6jNvsyqfPFShQQKZMmSKDBw82X1qAzu7SL9ehO+HpTKGzZ8+amWTaxrVr14oz0GVuqVixomzatMm0QevUmV3//feffPLJJ6Y/Wq/2LUmSJKIzvLRv+uz+/ftdVcT4qjPJdEZZbMeYMWPEGbwyt8XlmcjlZ86cWf766y+za6HuChifQ8tyBv7M+MWnHJ5FAAEEEEAAAQQQQAAB7wkQuPKeJSUhgEAQCTh3uxMNMh0+fNhyrXbOgBJncnbRZYnOJPImoORq5OnTp03wyTmry3Uq7FWX4+3Zs8cEnUqUKCHO5Oxh10L1m59++kn0q2XLlibAF9d+atDQORtNnLnBjG9cy+E5BBBAAAEEEEAAAQQQ8K4AgSvvelIaAggEiYAGedKmTWtm62jOKg57CyxbtkycSfFl27Zt9oag9wgggAACCCCAAAIIWEyAwJXFBoTmIICA/wSefvppGTZsmFStWtV/lVKTJQV0GebJkydlwoQJlmwfjUIAAQQQQAABBBBAwK4CBK7sOvL0GwEE5PXXXxfdiU9n2nDYW6BevXqiuwq+8cYb9oag9wgggAACCCCAAAIIWEyAwJXFBoTmIICA/wTGjRsnP//8s0nS7r9aqcmKAo888ohocnfnjo5WbB5tQgABBBBAAAEEEEDAtgIErmw79HQcAQS2bt0qL774olkihoZ9BXQnRt0dUhOz626MHAgggAACCCCAAAIIIGAdAQJX1hkLWoIAAn4WuH37tqRJk0YOHTokOuOGw54Cc+fONbnONmzYYE8Aeo0AAggggAACCCCAgIUFCFxZeHBoGgII+F6gdu3aJrdR+/btfV8ZNVhSoGXLlpIrVy7p06ePJdtHoxBAAAEEEEAAAQQQsLMAgSs7jz59RwABmTRpksyZM0eWLVuGhg0F7t69K5kyZZJVq1ZJwYIFbShAlxFAAAEEEEAAAQQQsLYAgStrjw+tQwABHwv89ddfkjNnTtFXXTbIYS+B1atXS+vWreXIkSP26ji9RQABBBBAAAEEEEAgSAQIXAXJQNFMBBDwnUCZMmWkU6dO0qhRI99VQsmWFOjSpYskSJBARowYYcn20SgEEEAAAQQQQAABBOwuQODK7p8A+o8AAjJ06FDZvn27zJw5Ew2bCehuglOnTpXy5cvbrOd0FwEEEEAAAQQQQACB4BAgcBUc40QrEUDAhwK6q2CxYsXMcsHkyZP7sCaKtpLAjh07pGrVqvLnn39KokSJrNQ02oIAAggggAACCCCAAAL/J0Dgio8CAggg4BQoVaqUtGvXTnSHOQ57COh4a6By1KhR9ugwvUQAAQQQQAABBBBAIAgFCFwF4aDRZAQQ8L7A9OnTZeTIkfLbb795v3BKtJzAlStXJHv27LJ161bJnTu35dpHgxBAAAEEEEAAAQQQQOD/CxC44pOAAAIIOAVu3bolOXLkkHnz5pnZV6CEtoDOslq2bJn8+OOPod1ReocAAggggAACCCCAQJALELgK8gGk+Qgg4D2Bvn37yrFjx+Sbb77xXqGUZDkBh8MhefPmNTPsatWqZbn20SAEEEAAAQQQCD6B27dvy549e+T48eNy5syZsC/Npfnff/+JXtcjceLEkjRpUkmfPr1kzZo17EtnghcqVEhSp04dfJ2nxQj4WIDAlY+BKR4BBIJH4PTp0yagceTIEcmUKVPwNJyWeiSgs6w6deokBw8elIQJE3r0LDcjgAACCCCAAAIqcPjwYVm7dq1JM7FlyxbZvXu3ZMyYUXTH4vABqSxZskiKFClMwCpBggRy584duXnzppw7dy4suKWBrj/++MOU+cQTT0jx4sXNxkHPPvus+V6f40DAzgIEruw8+vQdAQTuE2jYsKE89dRTMmDAgPuucSI0BGrUqCFVqlSRbt26hUaH6AUCCCCAAAII+FxAZ2xrgGr+/PkmtYQGmipUqGACTLo7tQabNHAVn+Pff/+Vbdu2mWCY5l3VwNi9e/fkhRdekHr16kmlSpUkWbJk8amCZxEISgECV0E5bDQaAQR8JbBjxw557rnn5NChQ2YKt6/qodzACKxbt05efPFF+fLLL80PgYFpBbUigAACCCCAQLAInD17VsaNGydTpkyRu3fvSp06dcKCSLrkz5eHBst0IxnNwaoBsxMnToj+klVnjj/99NO+rJqyEbCUAIErSw0HjUEAASsINGvWzAStNIE3R2gJ6JT7kiVLypw5c0Sn4vfv318qV64cWp2kNwgggAACCCAQb4H169fL6NGjZdGiRVK3bl3p0KGDlClTRgK5bE9/sTpx4kSZPHmyWSHQsWNHeemll8wyxHh3mAIQsLAAgSsLDw5NQwCBwAhoUk1Njrlz50557LHHAtMIavW6wPfffy/vvvuu7Nu3z/zGdMKECfLxxx8TwPK6NAUigAACCCAQvAK//PKL9OjRwyRZb9u2rbRp00YyZ85sqQ7duHFDZsyYIWPGjJFLly7JoEGDRH/xSu5OSw0TjfGiAIErL2JSFAIIhI5A165dRXeB0R8KOIJfQBOh5s+f3/xgp1PsXYfu8kMAy6XBKwIIIIAAAvYV2L9/v/Ts2VM2bNggffr0kXbt2pnd/6wusnjxYtPuRIkSyUcffSTVq1e3epNpHwIeCxC48piMBxBAwA4CFy9elNy5c8vPP/8szzzzjB26HNJ9/Pzzz2Xq1Kny66+/RjnFnwBWSA8/nUMAAQQQQCBagWvXrpnAz1dffWVyR+lsqzRp0kR7vxUvaAL3adOmSb9+/SRfvnzml3I5c+a0YlNpEwJxEiBwFSc2HkIAATsI6DKyBQsWiCb0Zup18I74hQsXzGyrb7/9VipWrBhjRwhgxcjDRQQQQAABBEJKQH/Ga9Wqlfk54YsvvpCsWbMGdf90CaEuG9S+6OwrXerIgUAoCBC4CoVRpA8IIOATgdu3b5tE3k2bNpVu3br5pA4K9b3Ayy+/LGnTppVJkya5XRkBLLepuBEBBBBAAIGgE9AAT+/evc0spZEjR0rz5s2Drg8xNVhnmLds2VJy5MhhErk/8sgjMd3ONQQsL0DgyvJDRAMRQCCQArt375ayZcvKpk2bzNTrQLaFuj0XmDVrlknIruMYl2n/BLA8N+cJBBBAAAEErCxw8uRJs0tgxowZZcqUKZItWzYrNzfObdOfYTQ4p0sgdTfl2Gadx7kiHkTADwIErvyATBUIIBDcAh988IHMnz/fJOvUxJccwSGgyfULFCggukSwcuXK8Wo0Aax48fEwAggggAAClhDQxOv169eX1157TYYMGRJl3ktLNNSLjZg7d660bt1aPvzwQ5Nw3otFUxQCfhMgcOU3aipCAIFgFbh7966ULl1a6tSpY35zFaz9sFu7dbyyZ88uY8eO9VrXCWB5jZKCEEAAAQQQ8KuAbtLSuXNn0Q1bmjRp4te6A13Zzp07zc+xtWvXlk8//VQSJ04c6CZRPwIeCRC48oiLmxFAwK4C+/btk1KlSsnKlSvZZTAIPgSTJ08WnSm3a9cuSZkypddbTADL66QUiAACCCCAgM8Ehg8fLsOGDTOb7hQvXtxn9Vi54HPnzsmLL74omTJlMrPRkyRJYuXm0jYEIggQuIrAwRsEEEAgeoGJEyeanVq2bNli/tKP/k6uBFJg48aNUqNGDfnpp5+kRIkSPm0KASyf8lI4AggggAAC8RbQoNWIESNk1apVkidPnniXF8wFXLt2TWrWrCkPP/wwwatgHkgbtp3AlQ0HnS4jgEDcBTp16iRbt241P/wkS5Ys7gXxpE8E/vjjDxOs0t+q6m6Q/joIYPlLmnoQQAABBBBwX4Cg1f1WBK/uN+GM9QUIXFl/jGghAghYSODOnTtSvXp1swPNtGnTLNQymnL9+nWzA2S1atXko48+CggIAayAsFMpAggggAAC9wl88cUXMnjwYGZa3Scj4gpeZcmSRWbOnGmLJPVRMHAqiAQIXAXRYNFUBBCwhsDff/9tZvW0bdtWunfvbo1G2bwVDodDXnnlFblx44bZATJhwoQBFSGAFVB+KkcAAQQQsLmA5iR96aWXZO3atVKwYEGba0Td/X/++UeeffZZadiwofTr1y/qmziLgEUECFxZZCBoBgIIBJfA/v37zU6DmgRcE11yBFagd+/eJmCl+a1Sp04d2MaEq50AVjgMvkUAAQQQQMAPAocPHzYb6kyaNEnq1avnhxqDt4qjR49KyZIlZfz48VK/fv3g7QgtD3kBAlchP8R0EAEEfCWwevVqE7TS7ZXr1q3rq2ooNxaBAQMGiI7BmjVr5NFHH43l7sBcJoAVGHdqRQABBBCwl8DVq1dN0ErzXOovtThiF3D9PKvJ6wsXLhz7A9yBQAAECFwFAJ0qEUAgdAT0L3n9DRXBq8CMqStopT905cyZMzCN8KBWAlgeYHErAggggAACHgq8+uqrcvPmTZk9e7aHT9r79rFjx8pnn30mO3bskBQpUtgbg95bUoDAlSWHhUYhgEAwCRC8CsxoBVvQKrwSAazwGnyPAAIIIIBA/AXmzZsnb775puzZs0ceeuih+BdosxJq1qwpefLkkVGjRtms53Q3GAQIXAXDKNFGBBCwvADBK/8OUf/+/UV3dQyWmVbR6RDAik6G8wgggAACCLgvcOHCBSlQoIBMmTJFNADD4bnA6dOnpVChQjJ37lypUKGC5wXwBAI+FCBw5UNcikYAAXsJuIJXgwYNko4dO9qr837q7e3bt81vU1esWCH6FQzLA92hIYDljhL3IIAAAgggELWA7iycKlUq0U1zOOIu8NVXX4nOaN+9e7ekTJky7gXxJAJeFiBw5WVQikMAAXsL6F/0derUkeeff15Gjx4tSZIksTeIF3uvv03Vra0TJEgg3333naRPn96LpVujKAJY1hgHWoEAAgggEDwCK1euFE3GfuDAAUmTJk3wNNyiLdUZa8WLF5f333/foi2kWXYUIHBlx1Gnzwgg4FMBV4AlYcKEJsDy8MMP+7Q+OxTuCghWq1ZNxowZE/IBQQJYdvhU00cEEEAAgfgKOBwOE2R54403pG3btvEtjuedAnv37pXSpUubQGDmzJkxQcASAgSuLDEMNAIBBEJNIPyStgULFkj+/PlDrYt+64/6tWjRQuy4BJMAlt8+ZlSEAAIIIBCEArNmzTJL2zQhe+LEiYOwB9ZscuvWrc0vCceNG2fNBtIq2wkQuLLdkNNhBBDwp4AuF+zbt68MHjzY5GbSZW4c7glcv35devbsKTNmzBD9wbRKlSruPRiCd4UPYOXKlUs0OX2lSpVCsKd0CQEEEEAAAfcEbt26Jfny5ZNPPvlE6tev795D3OWWgCZqV9stW7ZI3rx53XqGmxDwpQCBK1/qUjYCCCDgFNi6dauZMZQxY0az202oJBT35eBu2LBBWrZsKblz55aJEydK1qxZfVld0JRNACtohoqGIoAAAgj4WODLL7+UL774QjZv3uzjmuxZfI8ePeTcuXMydepUewLQa0sJELiy1HDQGAQQCFWBmzdvmhlXmlR86NCh0qZNm1Dtarz6pYEZnaGmuwINGzZMXnvttXiVF6oPE8AK1ZGlXwgggAAC7goULVpUunfvLk2aNHH3Ee7zQOCPP/4ws66OHz8ekhvieEDBrRYQIHBlgUGgCQggEPoC+pd/oUKF5LPPPjPLBh977DGTZFyXfXH8f4F169aZxKrZsmUzgascOXJAE4sAAaxYgLiMAAIIIBCSAjozW3caPnnyZMhv2BLIAdQlmLrDYK9evQLZDOpGQAhc8SFAAAEE/CBQoEABqVy5snz66ady48YNk0hUp7c3b95c+vXrJ7qM0K7Hvn37TC6rjRs3mgTsOhuNXGCefRoIYHnmxd0IIIAAAsEtoLOs9Jd/AwcODO6OWLz1K1eulFatWsnRo0clUaJEFm8tzQtlAQJXoTy69A0BBAIu8Pfff5sfrC5dumQCVsmTJw9rk/6WsE+fPqK75nXt2lW6desmKVOmDLse6t+cOXPGBO3mzJkjb731lmguhdSpU4d6t33aPwJYPuWlcAQQQAABCwhcvHhRdFb2oUOHyIHph/HQnbE/+ugjeeGFF/xQG1UgELUAgauoXTiLAAIIxFtgzZo18uKLL4oGr8qXLy/6Pqpj586d8u6774q+an4nTUr+wAMPRHVrSJzTRJ8680x3XGzcuLGZfZYlS5aQ6JtVOkEAyyojQTsQQAABBLwtoEnZp0+fLsuXL/d20ZQXhYDujH348GGStEdhwyn/CRC48p81NSGAgE0E7ty5Y3IBaD4r3ao5SZIkZme8Fi1axCiwYsUKef/992Xv3r1mWnaHDh3k8ccfj/GZYLr466+/mrxec+fOlVq1apm+6lbLHL4TIIDlO1tKRgABBBAIjEDdunWlatWq0rFjx8A0wGa17t69W5577jn566+/WC5os7G3UncJXFlpNGgLAggEvcCRI0ekXr16oq+ay0oPDVz9/vvvZsmgOx3UmVdjxoyRmTNnSsWKFaVTp05SrVq1oMz7pLspzpo1S8aOHSu6K43mr2rXrp088sgj7lBwj5cECGB5CZJiEEAAAQQCKnD9+nXJkCGD7N+/X7Jnzx7Qttip8ieeeEKmTJkiFSpUsFO36auFBAhcWWgwaAoCCAS3wJAhQ0zOqsi9SJMmjVy5ciXy6Vjf6xLDyZMny+effy4JEyYU3dlFg2KlSpUy72MtIEA3aLBKp+/PmzfPfOmsMf2taMOGDSVZsmQBahXVqgABLD4HCCCAAALBLKA/WwwaNEi2bt0azN0IurZrLlaHwyEjR44MurbT4NAQIHAVGuNILxBAIIACGpRq27atfPvtt6YVlSpVEt0p7+zZs+b9888/L0uXLo1zC+/duyerVq0yQaD58+eb5YeaIFODWFWqVLFEMEiDbIsXLzZtXLZsmTz22GOmfRpsK1y4cJz7zoO+ESCA5RtXSkUAAQQQ8K2AzkJ/8MEHTfDKtzVRengBTWfRuXNn0WWDHAgEQoDAVSDUqRMBBEJKQHfHS5o0qaRPn970a+LEiTJ8+HAzu0V3Dhw2bJjZNdBbnd62bVvYbKZjx45JsWLFzFfx4sXNq6/zYt29e9csffztt99ky5Ytoq/6g0zJkiVF805oQE0DVxzWFyCAZf0xooUIIIAAAv8T0FnnvXv3Zoe7/5H45Tv9Ja3+nHv58mVb7YDtF1wqcUuAwJVbTNyEAAIIuCfwxx9/SKFChczsI52BpQnaN23aZII67pXg2V0nTpwQTXruCiDp1HkNoj3zzDOmHVmzZjVbRbtes2XLJsmTJ4+1kqtXr4oG5MJ/nTp1SjRotmPHDkmVKlWEgJn+IPnwww/HWi43WFOAAJY1x4VWIYAAAgj8T+D27dui6ReOHj0q/tiNWOvTPKWRD/0FXqJEiSKfDvn3efLkMXmuypYtG/J9pYPWEyBwZb0xoUUIIBDEArossGDBgmaW1Zw5c0xeJ9fOgv7oluYfOHDggJkFpQnhT58+HSH4pL8pe+ihh8wPfokTJzY/kOkPX7oTov6Apq+XLl2Sa9eumeSnroCXvmpCdQ3K6QwvEqL6YzT9XwcBLP+bUyMCCCCAgHsC27dvNzOt9Bdp7h7jx483t2oAKkGCBGEb3WjwSf/OK1++vPm5zVXexYsXpW/fvrJ69Wrz85T+sq9AgQLy5ptvSvPmzc1mM3pNf8bz1qG7SevyR/3lojcO/YXmk08+KWnTpvVGcWFlNG3a1PwM2KVLl7BzfIOAvwQIXPlLmnoQQCDkBVxLBHVGkv6go7sK6rI5zflklUPbpLOo/vnnHxOk0kCV6zeH+kOdBrPSpUsnmTNnjvK3jFbpB+3wrQABLN/6UjoCCCCAgOcCkyZNkkWLFpl0Ce4+/dZbb8nhw4dFd2zWn3/00ACWplfQn3WaNGkir7zyijmvgbGaNWua3KGa8qF06dLmZ7mffvrJ5NTS2eW6+Yzu+Kw5R71xaEoJDYxp8vMBAwbEWKTO5F+4cKGsWbPGLNkrWrSoCbJpvtPwR6ZMmcwvG6tXr25+Wak/k+omP5GPFClSSMuWLcOCeZGvR36vidk1PcT06dMjX+I9Aj4XIHDlc2IqQAABOwiEXyKoP+i4Dk1mWblyZddbXhEIKgECWEE1XDQWAQQQCGmBHj16mADMRx995HE/9+zZEzazSpe6rVu3LkIZuiOyplnQmeo6Yz3yUsSDBw+a2Vl//fWX1KlTx2uBqxo1apgNfHSW18CBAyO0yfVG26abAE2bNs3M/OrWrZtJz6A5VHWHRZ1hVaJECXO7zpp3N3VDhgwZ5M8//4wyqOWqO/yrbjTUv39/U1/483yPgD8ECFz5Q5k6EEAg5AXCLxEM+c7SQdsJEMCy3ZDTYQQQQMByAs2aNTMBGp1F5elx/fr1sKTiuuRPg0DhD53N1KhRI3nnnXdk6NCh4S+Ffb9+/XopV66c1wJX2gad8aRHdIErnRVfoUIF+eWXX+Sbb74RXa6nh/ZHZ1b9+++/0rNnT/nwww/Neb1PA3M6w+qBBx4wubh0hln4Q9NG6DF37lx58cUXw1+K8XudtVa7dm3RX9ZyIOBvAQJX/hanPgQQCDmByEsEQ66DdAiB/xMggMVHAQEEEEAgUAKVKlWSDh06SIMGDTxuQmyBKw1Y6QymIUOGyHvvvRdt+bo8T/N8xnepoM500iWCmmf03Llz0QauJkyYYGZbaeqJH374Iaxd2h/dwVmfHTx4sNlpUS/qckr90iCbpn+IfOjf4zo7S3eC1p9fPTnOnz9vNvzR3K2Rg2GelMO9CMRFgMBVXNR4BgEEEPg/geiWCAKEQCgLEMAK5dGlbwgggIA1BTTh+JQpU0zuKU9bGFvgqlWrVjJ16lST+2rz5s3RFv/BBx+YpXLxDVzpTKccOXKI5riaN29elIEr3SgnV65cZjmfpp7QwF34Q9u5a9cuM1NMd3vWQ5cRalL2fv36hb817HudraZL/jSfV8qUKcPOu/ONbgCk+bK0zTrbiwMBfwoQuPKnNnUhgEDICbBEMOSGlA55IEAAywMsbkUAAQQQiJeABmR0uVrOnDk9Lie2wJXOPmrTpo0pd/To0SaXVFSzinRHwe+++07GjBnjcRtcD8yePdss79u9e7fo8sfoAldjx46Vjh07StKkSeXq1asmabyrjOhetWwN8Oku0JGPH3/80WwapMsJdYfouBxqr+0tXLhwXB7nGQTiLEDgKs50PIgAAnYXYImg3T8B9N8lQADLJcErAggggICvBFzL6txNPh6+HbEFrnTnwTx58ojOKtJDN9rRnf7Kly8vmsTcW8eFCxckf/78MmPGDLN5j868ii5wpYE0/VlTg0Rbt26Vr776yuS6ypgxo9nZUHNZ6c6A7hwXL140SxM7deoU41LI2MrS5Y3jxo0zebRiu5frCHhTgMCVNzUpCwEEbCPAEkHbDDUd9UCAAJYHWNyKAAIIIOC2wL1790w+qCtXrkiaNGncfs51Y2yBK73v448/NjOhXM+4XnUGU7Vq1Ux+rbx587pOx+lVk6vrEj3NXaVHTIErDZrp7oe6O3X69OnlzJkz0rhxY7lx44bozoq68+Hy5cvdCqy1b99eFixYIMeOHTMzuOLUeOdDRYoUkREjRshzzz0X1yJ4DoE4CRC4ihMbDyGAgN0FWCJo908A/Y9JgABWTDpcQwABBBDwVODOnTuSJEkSs4uep7mZtC53Ald6nyZm110FdTe/yIcuHdSdAF999dXIl9x6v3DhQtEA0t69e00eKn0opsCVzqzShOh6aPBKl/qpgR7btm2TUqVKiQbSNP+V3hvdofU9/fTTovm5evToEd1tbp3XJYYa4NP2cCDgTwECV/7Upi4EEAgJAZYIhsQw0gk/CBDA8gMyVSCAAAI2EdDA0eXLl8OCPp50293AlZZ55MgRmTNnjmg+qw0bNsg///wTVpXu1Kczl2rUqBF2zp1vdKaYLhEcP3681KpVK+yR6AJXN2/eNInQXTdu2bLlvrxUGjxauXKlSc4+c+ZM1633vdapU0d+/vlnk+Rd84TF59Bli59++qlUqFAhPsXwLAIeCxC48piMBxBAwM4CLBG08+jT97gKEMCKqxzPIYAAAgi4BHS20dmzZ82yOdc5d189CVyFL1NnXunufZqw3RUc0lxYBw4cCH9brN+//vrron8XfvPNNxHujS46i0a9AABAAElEQVRwpTdpkEzrf+SRR0R//ox86M6BgwYNMkv/dGZWVEso9TlNqF6uXDkTiItchqfvNfimyxzLlCnj6aPcj0C8BAhcxYuPhxFAwG4CLBG024jTX28KEMDypiZlIYAAAvYS0CTpuiOeBo48PWILXO3YsUOyZ88uMSV+79OnjwwZMsRUrfmmNMeUO4fmodLdA3XJXuTyYwpcpUuXTv7++28TJFq/fv19VenMp86dO5vzmry9aNGi992jgS0NcGlS9s8+++y+656e0D7r0sSnnnrK00e5H4F4CRC4ihcfDyOAgJ0EWCJop9Gmr74UIIDlS13KRgABBEJTQPM0abCmYsWKHncwtsDVK6+8IvrLyddeey3asm/duiVPPPGEnDp1SmbNmiX6jDuHJndPmjSp1K1b977bdUmizt7SHQK1XwkTJpR33nlHUqVKZRKha0CtSpUqZqlf5IfHjh0rHTt2NKeXLVtmEshHvkfNdu3aJe+//74JYEW+7sl7nf2l/dAdCh988EFPHuVeBOItQOAq3oQUgAACdhBgiaAdRpk++luAAJa/xakPAQQQCF4BzSulidGbNGnicSdiC1w1bNjQBKU+/PDDGMuuX7++/PDDDyYHVoMGDWK813Xx3XfflQsXLrjeRnjV5Ye6S6DmjnLNmNJZUlmzZpXWrVvLlClTTGJ1DWBFPkaOHCldu3Y1p3W3QF0SGP7QvFo6a0t3ZNTZVjrrKj7H6dOnJXfu3CbRfXzK4VkE4iJA4CouajyDAAK2E2CJoO2GnA77UYAAlh+xqQoBBBAIUgEN5OTLl0+6d+/ucQ/cCVzpTn0HDx40s56iq6BSpUqyatUqM0sqLksWI5er/dm/f7/07dtXBg4cGOHyd999Jy+//LKZ5fTvv/+G7Sjoukkdhg8fbnJbaZAq8qFLFKtWrWpOa26tpk2bRr7Fo/eaIL5Ro0Ymeb1HD3IzAl4QIHDlBUSKQACB0BZgiWBojy+9s44AASzrjAUtQQABBKwmoLmadIc/nWnk6aG7ET700EPmMQ2+uBKtu8rRGVe6bK9nz54S3awrndWkgSbN76Q5pXSXw/geuvTw6NGjUdarOwvqLKo///xTNm7cKKVKlYpQXYkSJUSDSbq0cOjQoRGu6Ztp06ZJy5YtzflFixZF2M3QnPTwP/PmzZMRI0bI2rVrPXyS2xGIvwCBq/gbUgICCISwAEsEQ3hw6ZplBQhgWXZoaBgCCCAQMAHNK6W/TNTk4O4eJ06ckGvXrpnlfZpcXY/MmTPL7NmzzasmZE+ePLm4Ald6XWd2afBKk8G7Dg0eaSJ13WFQE8RHDiK57nPn9erVqyYYpbO76tSpIw6HwywV1N36MmXKJDly5AgrRoNpmkurZMmSJs+V5r7S4+uvv5bmzZvLY489Jnv27JEHHngg7BnXNzobyzU7LbocWK573XnVGWGalH7cuHHu3M49CHhVgMCVVzkpDAEEQk2AJYKhNqL0J5gECGAF02jRVgQQQMC3AocPH5ZixYqZnfbcne2ky/nOnj1rltlp4nM9NFCkeZ/075jevXuLBrQ0cHX8+HGZMWOGSdCuM5w0YbomVtdgjc4y0gCXLrmrXLlyvDqqM6HatGkjKVKkkMSJE4e1SZO/a5s0SBZ+98EFCxaY3F7p06c3S/+0PwsXLjTJ2KdOnWoCcFE1SANM7du3N5d0ZpbaxefQIJsmmNfAHgcC/hYgcOVvcepDAIGgEWCJYNAMFQ0NcQECWCE+wHQPAQQQcFNAk41v2rRJvJFfKnyVGrAqXry4ST6u53XnQF0OqF8a6NJleeXKlQvYbnqaGF1nmu3cuVN0lpi259lnn41xuaLmxdIlhBoEe+utt2K8N7xFdN9rwvgff/zRJIuP7h7OI+ArAQJXvpKlXAQQCGoBlggG9fDR+BAVIIAVogNLtxBAAAE3BTTZeKtWreK0s6CbVXBbFAKuHQV1maNrllgUt3EKAZ8JELjyGS0FI4BAMAuwRDCYR4+2h7oAAaxQH2H6hwACCEQtoEv7NHgyevToqG/grE8EdIfDUaNGyfr1631SPoUiEJsAgavYhLiOAAK2E2CJoO2GnA4HqUD4AJbuzNS/f/945x4JUgqajQACCNhCQAMnzZo1M/mobNFhi3RSE8Frvq/33nvPIi2iGXYTIHBltxGnvwggEKOALhF8+umnRbcNLl26dIz3chEBBKwhQADLGuNAKxBAAAFfC2hS9SxZsojukle4cGFfV0f5ToE7d+6Y3Q41QX3+/PkxQSAgAgSuAsJOpQggYFUBlghadWRoFwKxCxDAit2IOxBAAIFgF9Bd7TRB+YABA4K9K0HR/lWrVknbtm3l4MGDQdFeGhmaAgSuQnNc6RUCCMRBYNKkSTJs2DDZsWOH2fI4DkXwCAIIWECAAJYFBoEmIIAAAj4SWLhwofTt29f8vOajKig2nEDnzp0lSZIk8sknn4Q7y7cI+FeAwJV/vakNAQQsKsAughYdGJqFQDwECGDFA49HEUAAAYsK3Lx5U7JlyyY///yzFClSxKKtDI1mqbXObluyZIkUK1YsNDpFL4JSgMBVUA4bjUYAAW8LsETQ26KUh4B1BAhgWWcsaAkCCCDgDYEePXrIxYsXZfLkyd4ojjKiEfj6669lzJgx8uuvv0ZzB6cR8I8AgSv/OFMLAghYWIAlghYeHJqGgBcFCGB5EZOiEEAAgQAKHD9+XAoUKCAnT56UdOnSBbAloV11yZIlpWPHjvLqq6+GdkfpneUFCFxZfohoIAII+FKAJYK+1KVsBKwpQADLmuNCqxBAAAFPBOrUqSNly5YVnX3F4X2BzZs3ywsvvGCCg8mSJfN+BZSIgAcCBK48wOJWBBAIPQGWCIbemNIjBNwVIIDlrhT3IYAAAtYTWL58ubRq1UoOHTrEpjo+GJ6XX35ZnnzySRk0aJAPSqdIBDwTIHDlmRd3I4BACAmwRDCEBpOuIBAPAQJY8cDz0aPXr18XnRF75syZsK+zZ8/K5cuX5c6dO3L37l1JkCCBJE6c2PyDNWPGjJI1a1bzlSVLFpO4WV/1Hg4EEAhdgYoVK0qtWrXknXfeCd1OBqBnOtuqRo0acvjwYXnooYcC0AKqRCCiAIGriB68QwABmwiwRNAmA003EfBAgACWB1hevFXdt2/fLr/99pts2bLFvB48eND8Y8kVjHK96j+gNFilX/fu3TNBLN316s8//wwLcLmCXcmTJ5eiRYtK8eLFzW5Y+vroo496seUUhQACgRbQPzOqV69OgMXLA6EBwdq1a0v37t29XDLFIRA3AQJXcXPjKQQQCHIBXSKoST2HDx8e5D2h+Qgg4G0BAljeFr2/PA0uzZ8/X+bNmydr1qwxM6R0q3VXkOmZZ56R1KlT3/+gm2ccDof5h2z4YJgGxzSJc926dc1XhQoVTADMzSK5DQEELCrwyiuvSI4cOeSTTz6xaAuDq1mLFy+WDh06iP4CgdxWwTV2odxaAlehPLr0DQEEohTQJYL6w82OHTskRYoUUd7DSQQQQIAAlnc/AzoraurUqTJ37lzZs2ePVKpUSerVq2eS/2bKlMm7lUVRms7Q2rhxowmWadDswoULZolR48aNzYyNhAkTRvEUpxBAwOoCR44ckSJFipjZmnny5LF6cy3dPp3BWrhwYenVq5c0b97c0m2lcfYSIHBlr/GmtwjYXoAlgrb/CACAgMcCBLA8JovwwC+//CJjxoyRBQsWmKUnDRs2NIGilClTRrjP329+//13E8TSYJoGtdq3by+tW7eWBx980N9NoT4EEIinwMCBA2Xp0qWybt06SZQoUTxLs+/jukPj1q1bRRPfkyPQvp8DK/acwJUVR4U2IYCAzwRYIugzWgpGIOQFCGC5P8QaCPrmm29k1KhRJv9UmzZtpG3btqIJ06126LLCZcuWmeCaLlvUGVj6j7dcuXJZram0BwEEohHQTRtKlSolGhjX/385PBfQGak1a9Y0KxLIB+i5H0/4VoDAlW99KR0BBCwkwBJBCw0GTUEgiAUIYMU8eIsWLZKePXuaWQ+63OSll16SJEmSxPyQRa7qkqPRo0fLlClTpEWLFtKvXz/JkCGDRVpHMxBAICaBvXv3SunSpWXDhg2SP3/+mG7lWiSBGzdumCWCujvj66+/HukqbxEIvACBq8CPAS1AAAE/CLBE0A/IVIGAzQQIYEUccN0+XWc6HDt2TAYPHixNmzaVYM0bdfLkSenbt69JIN+tWzfp2rWrBHppY0Rt3iGAQFQCQ4cONbM9NXiVKlWqqG7hXBQCr732mpkdu2TJkiiucgqBwAsQuAr8GNACBBDwgwBLBP2ATBUI2FTA7gGsf/75xwR2NOn6e++9Jx07dgyZnah27dplZo/pq87arV69uk0/5XQbgeAQ0KW/DRo0MHnr9M8k8jTFPm4jR46UsWPHiv7yQXde5UDAigIErqw4KrQJAQS8KsASQa9yUhgCCEQjYMcA1sqVK0V/U1+8eHH5/PPPQ3ZZnf4DWJO316lTR0aMGCGpU6eO5lPAaQQQCLTAtWvXpEyZMmYzCJ39yRG9gCa0b9KkiegmGvny5Yv+Rq4gEGABAlcBHgCqRwAB3wqwRNC3vpSOAAL3C9ghgHX9+nWzLHDWrFkmJ5QmNA/14/z58yZ49dtvv5kcWJUqVQr1LtM/BIJWQJf7lihRwgSaNTDDcb/Avn37pGzZsvL111+bpOz338EZBKwjQODKOmNBSxBAwAcCLBH0ASpFIoCAWwKhGsDSHFY680h3nZo4caIldwp0a4DieNOMGTPkrbfeMssjdWkkBwIIWFPAtUve5MmTpX79+tZsZIBadeDAAXnuuefMUmj984wDAasLELiy+gjRPgQQiLMASwTjTMeDCCDgRYFQCmCtXr3abDf/5ptvmh337Jo/5vDhw/LCCy9IkSJFzOyr5MmTe/ETQ1EIIOAtgXXr1plAO8Gr/4m6glbdu3c3Afj/XeE7BKwrQODKumNDyxBAIB4CLBGMBx6PIoCATwSCPYA1fvx489t5/aXASy+95BOjYCr06tWr0qhRI9ElhPPnz5esWbMGU/NpKwK2EXAFr/izS4SglW0+9iHXUQJXITekdAgBBFSAJYJ8DhBAwKoCwRjAevfdd0XzWWmApnDhwlal9Xu77t27J2qjywdXrFghTz75pN/bQIUIIBC7wNq1a6VevXoyYMAAs9Q39idC7w410B0Xe/bsyUyr0BvekO8RgauQH2I6iID9BFgiaL8xp8cIBKNAsASwevToIfPmzRNdJsisoqg/aaNGjZKPP/5YVq1aRfAqaiLOIhBwgT179phlg5UrVza7oCZJkiTgbfJXAzQf4TvvvCP6M7IGrzgQCDYBAlfBNmK0FwEEYhRgiWCMPFxEAAELCoQPYOXKlUv69+8vVtmxjqCV+x8YglfuW3EnAoESuHDhggnc6GzJ77//XjJkyBCopvil3jt37kiXLl3MbFmdMat5+TgQCEYBAlfBOGq0GQEEohVgiWC0NFxAAAGLC4QPYD3xxBMmgKUzAwJ1ELTyXJ7gledmPIGAvwVu374tb7/9tvzwww+iuft0l9RQPH7//Xdp0aKFJEuWzATpMmXKFIrdpE82ESBwZZOBppsI2EGAJYJ2GGX6iEDoC1ghgKUBmNGjR4smNWZ5oGefueHDh8uYMWNky5Ytkj59es8e5m4EEPCbwIIFC6Rt27ZSrVo1+fTTT+XBBx/0W92+rEhnkw0bNkyGDBli8lnpLyESJUrkyyopGwGfCxC48jkxFSCAgD8EWCLoD2XqQAABfwoEKoC1bNkyady4saxfv16eeuopf3Y5ZOpq37696GyH5cuXi53y6ITMANIR2whcvHhROnbsaIL0n332mdSvXz+o+759+3Z588035ebNmzJt2jQpUKBAUPeHxiPgEiBw5ZLgFQEEglpAlwgWLFjQ/IYpqDtC4xFAAIFIAp4EsObMmSM1atSQVKlSRSrFvbe6VXrp0qXlq6++klq1arn3EHfdJ6B5ZapWrSqas0yTInMggIC1BXTZYPfu3SVz5swydOhQKVOmjLUbHKl1x48flz59+sjixYtFZ1hpIvbEiRNHuou3CASvAIGr4B07Wo4AAv8noEsEdUr0jh07JHny5LgggAACISngTgBr6dKl5h9fW7duNXlNPIG4fPmylChRQl5//XXzDx9PnuXe+wV0Jod6ai6dt9566/4bOIMAApYSuHXrlowbN04GDx5sAviDBg0yvxS1VCMjNeavv/4yO5rqz8KtWrWSvn37skQ5khFvQ0OAwFVojCO9QMC2AiwRtO3Q03EEbCsQUwDr2rVrZrZVyZIl5ZdffvEor0mTJk3E4XDIzJkzbWvr7Y7v3bvXzNxYvXq1FC5c2NvFUx4CCPhA4OrVq2bW1dixY+Xpp582Swnr1atnqRlMGzduNLn0dKdAbdvAgQPl8ccf94EGRSJgDQECV9YYB1qBAAJxFGCJYBzheAwBBIJeILoAVp48eeTQoUPy6quvmiV/7nRUt4XXmUF79uwJmQTF7vTbH/eMHDlSpk6dapK1J02a1B9VUgcCCHhBQH8R8M0335gAkc5IfeONN6RBgwYBy/2ns6s0UDVhwgQ5deqUtGnTRtq1a8cGGl4Ya4qwvgCBK+uPES1EAIFoBFgiGA0MpxFAwFYCkQNYOXLkkG+//dYkBdd/1IwYMSJGj/Pnz0v+/PlNkKt69eox3stFzwV0h6+KFStK+fLlzRIkz0vgCQQQCLSAzpqcPHmyLFq0SDJkyCB169Y1M52effZZSZgwoc+ap3kH582bZwJWmnhd/yzRX0poAI1AuM/YKdiCAgSuLDgoNAkBBGIXYIlg7EbcgQAC9hLQAJbO7tElI7qjlC7707x//fr1k169ekWL8dJLL0m6dOlIIh6tUPwvHD16VIoWLSo///yzFC9ePP4FUgICCAREQDdeWLNmjQkk6eynS5cuSZEiRaRYsWLm/219feyxxzxeVqh/Xp89e1a2bdsmv/32m5mhqa/6Z3nNmjVNkEw33kidOnVA+k2lCARagMBVoEeA+hFAIE4CLBGMExsPIYBAiAosW7ZM+vfvL5s3bzbBqhs3boT1NEmSJGapiy4riXwsXLjQbJ2uuZj4B1FkHe++13w5usOg/sPUlzM0vNtqSkMAgZgETpw4ERZk2rJli/n/W3NkpU+f3izhy5Ytm2TJksX8uay7/On/+7dv3zZfuvTvzJkz5uvPP/801woVKhQWANMgd758+TzKVRhTW7mGQDALELgK5tGj7QjYVIAlgjYdeLqNAAL3CejOdZ988onZVcp1MVmyZGaZoL7XWVg6Q0CPzp07mxlZ5o3zP3fv3jU7Zr333nvSrFkz12lefSSg3vqP0p49e5qlPj6qhmIRQCDAAleuXDHBKJ1BpYEpDUrpn8UasNKZVfrLBP3SJYdZs2YN+9JgV4IECQLceqpHwJoCBK6sOS60CgEEohFgiWA0MJxGAAEEnALXr18P+w3+6dOnzfe6TG3GjBnmWoECBcxuWZUrVxb9JYDOAtIZQPxjyT8fH53h1qlTJ9G8NRpg5EAAAQQQQACB2AUIXMVuxB0IIGAhAZYIWmgwaAoCCASVQPgk7k899ZTs27dPpkyZItWqVQuqfgR7YzVJuyZ27tatW7B3hfYjgAACCCDgFwECV35hphIEEPCGAEsEvaFIGQggYHcBDWDpssEjR46YZOF29/B3/zdt2iS1atUSnQmXNm1af1dPfQgggAACCASdAIGroBsyGoyAPQVYImjPcafXCCDgfQHNs/Loo4/KnDlzpEyZMt6vgBJjFdBdwqpWrSpdunSJ9V5uQAABBBBAwO4CBK7s/gmg/wgEiQBLBINkoGgmAghYXmDWrFkmofvWrVst39ZQbeCSJUvk7bffloMHD5JfLFQHmX4hgAACCHhNgMCV1ygpCAEEfCXAEkFfyVIuAgjYUUBnWbVu3Vpee+01O3bfEn3WncVy584to0ePlho1aliiTTQCAQQQQAABqwoQuLLqyNAuBBAwAiwR5IOAAAIIeE9g+/btZonaqVOnJHny5N4rmJI8FhgxYoSsWLFCFi9e7PGzPIAAAggggICdBAhc2Wm06SsCQSjAEsEgHDSajAAClhVo27atPPjgg/Lxxx9bto12adjly5cle/bssnv3bsmZM6dduk0/EUAAAQQQ8FiAwJXHZDyAAAL+EmCJoL+kqQcBBOwgcO/ePcmcObMsX75cChUqZIcuW76PDRs2lFKlSknXrl0t31YaiAACCCCAQKAECFwFSp56EUAgRgGWCMbIw0UEEEDAY4F169ZJixYt5OjRox4/ywO+EZg+fbqMHz9e1q5d65sKKBUBBBBAAIEQECBwFQKDSBcQCEUBlgiG4qjSJwQQCKRAt27dRGddjRw5MpDNoO5wArpcMEuWLKK/rEmfPn24K3yLAAIIIIAAAi4BAlcuCV4RQMAyAiwRtMxQ0BAEEAghgVy5con++VqxYsUQ6lXwd6VKlSrStGlTadWqVfB3hh4ggAACCCDgAwECVz5ApUgEEIi7AEsE427HkwgggEB0Avv27ZOyZcvKuXPnJFGiRNHdxvkACIwZM0ZWrlwpc+fODUDtVIkAAggggID1BQhcWX+MaCECthJgiaCthpvOIoCAnwSmTJkiP/zwgyxcuNBPNVKNuwI7d+6UGjVqyJkzZ9x9hPsQQAABBBCwlQCBK1sNN51FwNoCLBG09vjQOgQQCF6BDh06SKZMmaR///7B24kQbfmdO3ckTZo0cujQIcmWLVuI9pJuIYAAAgggEHcBAldxt+NJBBDwogBLBL2ISVEIIIBAJIHixYvL+++/LzVr1ox0hbdWEChdurS8++67UrduXSs0hzYggAACCCBgKQECV5YaDhqDgH0FWCJo37Gn5wgg4FuBW7dumRk9J0+elIwZM3qtMp0plDhx4ijLi+ma64Go7onqnOv+UH59++23JXXq1DJ48OBQ7iZ9QwABBBBAIE4CBK7ixMZDCCDgTQGWCHpTk7IQQACBiAJbt26VF198UTRwFZ/jn3/+kdmzZ8vmzZvN1549eyRZsmSSN29eadGihbRv316SJEkis2bNkuHDh8uWLVvuq07zbI0dO1a2bdsmly9flixZsphZYP369ZN06dJJ/vz5ZfHixeb1voctcOL8+fNy6tQpKVKkiFdb880338j06dPlxx9/9Gq5FIYAAggggEAoCBC4CoVRpA8IBLEASwSDePBoOgIIBIWABpsmTJggy5cvj3N7169fL82bN5djx47JU089Jd26dZOnn35a/vvvPxPEGjlypDz66KMyevRoqVy5ssnVtGvXrgj1tW3b1rSjXbt2JsilQauDBw+K7qq3YsUKKVGihAlaaVArLoEhDdB99NFHoq8apHvkkUekUKFC0rVrV6lYsWKEtrjeXLx4UYYMGWJ29Lty5YqZQValShXp06dPlMGzL774Qrp06SLNmjWTXLlySYoUKUywzlVe+Ndy5cpJwYIFw5+K9vtff/1VXn31VeMR7U1cQAABBBBAwK4CDg4EEEAggALVqlVzOP8BFMAWUDUCCCAQ2gLOoJLDGRSJUyfv3bvn6NWrlyNhwoQOZ5DGMXXqVMfdu3fvK+vSpUuOOnXqOJw/T5svZ8Amwj3OGUXmvDOPU4TzrjedO3cOe9YZuHKddvt12rRppo3aVudMMMf169cd8+bNc6RKlcqU6ww23VfW8ePHHY8//rjDuXzSsXbtWnPdmSDd4cw35XjggQccztlP9z3TqVOnsHa6+hrd62effXbf89GdcAbaTFuju855BBBAAAEE7CzAjCu7RizpNwIWEGCJoAUGgSYggEDIC/To0UOcgSczG8nTzupMLZ0ppc8vWbJENB9hdIfOvtJZWDqLSmcahZ9xlS9fPnNeZzU5g0n3FeH8YVycv8gws8I8nXF19epVSZs2rVl2qLPKdEaY6/jwww/lvffeM2/1ms4Gcx3al59++klWr14tFSpUcJ2Wv//+W3Lnzi2JEiWSvXv3Svr06cOuVa1a1bRRl0jql7pEPnQJZLFixWTDhg3RzsaK/Mzt27dNefqs7jDIgQACCCCAAAL/EyBw9T8LvkMAAT8KsETQj9hUhQACthbQZW26DO+tt97yyEH/nC5QoIBoYKhVq1YyZcqUWJ93zlwyQaDwgSvNjaWBJV1Wp4EZzYMV1bFgwQKzq56ngSsNPrkCatrXr7/+Oqx4DUo999xz5r0GsHRZoB4bN24U3cnPOeNKjhw5Ys6F/8+bb74pn3/+uXz88ceigT/XocsPdbngCy+84DoV4VXzVGmgT/uQJ0+eCNdie6OJ89XvySefjO1WriOAAAIIIGArAQJXthpuOouAdQTYRdA6Y0FLEEAgtAV0lpEmTm/QoIFHHa1Vq5aZZaUPaXBHgzzuHDpbSYNUrhlXJ06ckJw5c5pHNfF6zZo1oyxGdxTU2Ua//PKLRzmudIaXBth01pIGplwzrLSSNWvWSMX/y281bNgwk5tLz2sy+EGDBskbb7xh8m7pufCHBqA0CKYzsTT4pYcG8DS4pK9JkyY158L/R/N/FS5cWLQeLdfTQ5/VXGGuQJunz3M/AggggAACoSpA4CpUR5Z+IWBhAZYIWnhwaBoCCIScgAZERo0aFRbAcaeDGoRxBap06Z0umXP30NlK69atCwtc6XPZsmWTM2fOmCV0uuvgE088EWVx9erVMzsSRnc9yoecJw8cOGBmc5UsWTLCLZpk3TXLSnc51CV8euh9ujuiXtcAVuRDlxXqssDEiRPLhQsXzIwx3VFwxowZ8vbbb0e+XZx5v6R8+fImsKU7J8bl0Pp0tpanAca41MUzCCCAAAIIBJMAgatgGi3aikAICLBEMAQGkS4ggEBQCeTPn9/MKipTpozb7R47dqx07NjR3K/BlHHjxrn9rAZ9dFmhBnlch+6Y50zQbt7qbCxdfle7dm0zs0pzSfni0BlYuuzu6NGj8sorr4gGzFxH8uTJ5ebNmyagF1UgSmeLab4uPXRZYalSpVyPRvmqwTE12717tzz88MNR3hPbyRo1apidGxs3bhzbrVxHAAEEEEDAVgIErmw13HQWgcALsEQw8GNACxBAwF4CefPmNXmfNM+Vu0fXrl3NsjW9v3///jJgwAB3H43yvj///FOeffZZce7kF+F66tSpTa6pJk2aSKNGjaJcghfhATffnDp1yiwLnD17tlSpUkXmz58vzp0CzdO3bt0yidD1jeax0mWUkY/9+/eLJpTXY+nSpWE5tCLfp+91KaQGyD755JOwYF9U98V2zrkro7z88suiQT4OBBBAAAEEEPifAIGr/1nwHQII+FiAJYI+BqZ4BBBAIAoBDVx99dVXZnlcFJejPKXJ2KdOnWqujR49Ol4BGVcFmotK82YdPnzYdSrCa5EiRUw+qfjsqvfuu++a2WWaBF6P+vXrm5lfugOg69ClfxkyZDBvdSaZziiLfBw6dCgsuboGvzSgFN2hM6R+/vlnOXnyZFhwLLp7YzqvCd8bNmxI4ComJK4hgAACCNhSgMCVLYedTiPgfwGWCPrf/P+x9yXwN1Xr+2+GyjVkDIVrzM8UGTKFEnIrSiiN5JakkAwZSpFSNFxRbrpCFDJHiUiJBjS5GRpQLqKBIsPV1f6v573/fe75nu8+87T3Oc/6fM73nLP32mu969lnf/faz3rf52WPRIAIEAEgEEuoILyQ7PBAf1HzeBGFADu8n0D0QDgdnk3+BcLky5cv93lE+e+L5DPaP3HihMDDa/HixTJs2DApXry46mZBbB0F3ljly5fXz5EQVwgxRKihU/n4449VN2vo0KEyduxYpyoRb2OoYMRQsSIRIAJEgAhkGQIkrrLshHO4RCBdCDBEMF3Is18iQASyHQF4Mj311FNRZat77LHHlPQBdtCjevzxx5MC4w8//CBLly7VTID4jAJtrETpPGHcAwcOVJH1ZcuWacjfr7/+KkWLFtW+oEvVp08f/ez/xz9UcOHChdKpUyf/3b7PyB4Ib+I1a9ZEJX7va8DvA0Iae/fuTXF2P0z4kQgQASJABIgAECBxxd8BESACSUeAIYJJh5gdEAEiQASCIgBCpFevXhqGFrRSwA6QSdBcQkG43YIFCwJqBP+KDH8gg1avXq2VIIKOjH4XXXRR0IOgE9WsWTPNPAhbn3/++aB1o9lx+PBhzfQHGypUqKB6VJZlCQTh8Y5si07i7F988YXUqVNHu4LY/KWXXpqr26NHj0rZsmXlyJEj8vPPP6tnV65KUWw4//zz5ZlnnombAIuiS1YlAkSACBABIuAJBEhceeI00Ugi4F0EGCLo3XNHy4kAEcgMBG655RapX7++3HPPPREPCBn5ypUrJ/CCguYUdKHy588f0fFTpkxRQXN4KqFs27ZNPZ2gARWqTJ48WQkvCJ3jmEjL3r175Y033tCQPXiXBRZofEFfC2XHjh1SuXJlzfx38OBBeeCBB2T06NGBh2gY48UXX6zbP/30U6lXr16uOosWLVJSDyQY8DrttNNy1YlmQ8mSJeX999/3aWtFcyzrEgEiQASIABHIZARIXGXy2eXYiIALEGCIoAtOAk0gAkQgqxGA/tIff/wh48aNiwqH4cOH+3Sb4HEFz6tICrLigXwaMWKEVt+6dat6L/32229SoECBoE1s3rxZ6tatq5pc8HiKtDRu3Fg2bNigGQmRtRBeUP4FZNZnn32mm+AF1rp1aw3Hw5iCeXdB1wrhiggpBGkHciqwDBo0SLWzoKEFj6t4ip3pEN5bhQoViqcpHksEiAARIAJEIOMQIHGVcaeUAyIC7kGAIYLuORe0hAgQgexFAOFnIHZmzZoVFQjHjh1TTy2E/lWrVk1AJp1++ukh24A2VNOmTeWDDz5Q8gqVQVxBIB5ZCrt37x70+LVr10qrVq2UMILOVSQFYuwFCxYUED8o6KtGjRo5Di1WrJggyyA8okAw4TuwAMHWrl07WbFiRY76+DJmzBj1xurcubPMnz8/135sQOjj+vXrpWrVqoIshPEUhEoiNBGhjSxEgAgQASJABIhATgRIXOXEg9+IABFIEAIMEUwQkGyGCBABIhAnAiBennvuOXn77bejbglhcsj0B0FzkDhz58519D5Cw8jmB9LqyiuvlIcfftjXl01cnX322ap1Ba0ppwLvpxdeeEEQgnf11Vc7VXHc1qJFC1m3bp16eIFw8i8IOaxZs6ZuatmypYYA4suhQ4ekdOnSSmYhHPKss87yP0zH8eGHH8rs2bOlW7duOfbZXypVqiTw8GrYsKGOy94eyzv66tGjR64si7G0xWOIABEgAkSACGQcAkaYkoUIEAEikHAEzCq2ZTI5JbxdNkgEiAARIALRIWDC5CwTPhfdQX61t2zZYlWsWNEyk2DLCIhbS5Ys8dv7348mq55ltKQsQ1pZx48fz7Efx+NYvIxulmWE3y0TupijztSpU608efJYl19+eY7tkXwx4X+W8QSzTCZEy2hN+Q4xguyWCVfXfg0xZe3cudO3Dx8Muab7jJB8ju3z5s3T7UaQPcf2wC8mpE/rGbIucFfU31988UXriiuuiPo4HkAEiAARIAJEIBsQoMdVxlGRHBARSD8CDBFM/zmgBUSACBABGwGE0xUuXFiFyc855xx7c1TvCLWbOHGiZr2D5hM0rCBYfurUKfn88881W9/YsWNVAD5QpNz2uDKEl0Cg/b777hMIkSOLIPScPv74Y4FnFzyOJk2apKF/URlnKiML4oABA8SQZtKkSROBNxRCABHeiH4gGI9wRf8C3S/Y8uSTT2oGxfbt26soPETiIcwOb6sSJUr4H5Ljc5kyZeTAgQPqYYb+4yl33XWXlCpVSh566KF4muGxRIAIEAEiQAQyEgESVxl5WjkoIpA+BBgimD7s2TMRIAJEIBgCCOEbNmyYEjTB6kSyHbpX0HVClj5k6Dv33HPlwgsvlAYNGsif/vQnxyYQljdz5kzp16+f7jeeUEp2gbBCO8j6B7LJKXOfY4NBNoKgW7lypepc7dmzR7WnIMwO4iqQTPNv4vvvv9csiCDPoH9lPK0E4YehjsHx6AsvEG61a9f2bzLqz8Bw5MiRSoJFfTAPIAJEgAgQASKQ4QiQuMrwE8zhEYFUI8AsgqlGnP0RASJABMIj0LdvXyVlRo8eHb4ya6QUARPeqB5xEGiH7hYLESACRIAIEAEikBMBElc58eA3IkAE4kCAIYJxgMdDiQARIAJJROCll17S0Lfly5cnsRc2HQsC8DyDGD08llmIABEgAkSACBCB3AiQuMqNCbcQASIQAwIMEYwBNB5CBIgAEUgRAgjrQzjfjz/+KPnz509Rr+wmEgSefvppQVZBZGxkIQJEgAgQASJABHIjQOIqNybcQgRcgQC0OpB+HCEE+GyyRWgK8nz58qmOCARt3VQYIuims0FbEokAxJ5/++03vQ5xLaLgOsQLgtdnnnlmIrtjW0QgaQjUrFlTJkyYIG3btk1aH2w4egRatWolvXr1khtvvDH6g3kEESACRIAIEIEsQIDEVRacZA7RnQiAiIIo7aZNm+TLL7+Uffv25Xgha5NJDa4Px1gdh0gsHprxApkF4sqkNxdkiLJfFSpUkPr16+srmEhuMtBgiGAyUGWbqUIA19M///lPzWy2c+fOHNchrktkU7OJKlyLuHbtaxHvRYsW9V2D9rVYpUoV9W6pU6eOHpuqsbAfIhAKAYizHz58WJ599tlQ1bgvhQjgXl++fHmBQDz+l7AQASJABIgAESACuREgcZUbE24hAklBAJPTd955RzZu3KivTz75RIkphG5gFRwPvMjOZD/44r1IkSKOtuBBe//+/b4H7L179+rnb7/91vfwjVTlDRs21Ffz5s3jztbkaIjZyBDBYMhwu1sRADm1du1avQ5BHH/++edSsmRJadSokWYhs69B/+sxmFcVvLECSWd8t0npgwcPSt26dbVtXI/wrKhYsaJboaFdHkLgyJEj6pWLRQq8gv1G7SGBnH3llVdk1qxZ1FKyQXHB+/Tp0/WcrFq1ygXW0AQiQASIABEgAu5EgMSVO88LrcoQBKApsmTJElm8eLE+JOPBGCmvbUKpatWqSRkpQgwh9gqSDA/m7733npx++umaBh0CsBdffHHCvEAYIpiUU8hGE4gAPKRwHdjX4u7duzXVPa5DXJN4L1OmTAJ7/F9TILHQN164HtetWyeVK1eWq666SsWY4SHJQgRiQQDefhMnTpR7773Xdzj+z+MFEgsveO3i9w5iC96C1157rSxdulRf+N2zpB8B3JPbtGkjd999d/qNoQVEgAgQASJABFyKAIkrl54YmuVdBJDO+sUXX5SFCxcKPrdv314fUC+//PK0hQH88ccf8tFHHymBhof3AwcOCOy56aab1D6EIcZSGCIYC2o8JlUIgLydNm2aElanTp3yEbetW7fWh/tU2eHfz4kTJ2T16tV6LYJAOOOMM5TE6tmzZ9K8Iv375+fMQwD/z/v06aP3nGCjQ4jg6NGjdcGib9++SmhB64olvQjAExsemJALgIcnCxEgAkSACBABIuCMAIkrZ1y4lQhEjQDc/CdNmiR479Kli1x33XWCB2Q8mLqtYJK8aNEimTp1qpqGhx48OJ911lkRm8oQwYihYsUUInDy5El59dVX9VpESGCPHj2kc+fO6ukYK0GbLPNtQnn+/PkyY8YMqV69unpd4P8Hs74lC/XMbBdhgMhMh7AzeBii4DcET8K33npLf1v2yLdu3SrNmjWTPXv2qFaivZ3vqUdg7Nix6o25YMGC1HfOHokAESACRIAIeAgBElceOlk01X0IHD16VB8UIHR77NgxufPOO+W2226TEiVKuM9YB4vwgLN8+XJ9yEcI0/XXXy/9+/dXzS2H6jk2MUQwBxz8kmYEIGz83HPPyZQpUwRJChB2061bN1cSx05QQStr9uzZGvoF/bo77rhD/5+ULl3aqTq3EQFNKACSdt68eQLPHYSfggSF+HqBAgWkSZMmukDhtCCBRZWuXbvqb4xQpgcBeIFWqlRJSetLLrkkPUawVyJABIgAESACHkGAxJVHThTNdBcC0BZBmNyoUaOkRo0a0q9fP+nQoYPkzZvXXYZGYc0333yjmaYQWoUHoIcfflgJAKcmGCLohAq3pQMB6Lk99thj+tvt2LGjIAyqcePG6TAlYX2uX79eyeQ33nhD/7cMGTJEChcunLD22ZB3EYBnlT9Z1alTJyWgQEQh9PSaa65Rsvauu+6S8ePHa0ig02jhcfvAAw/IF1984bSb21KAAOQERo4cyXOQAqzZBREgAkSACHgfARJX3j+HHEGKEcCEH3ohBQsWlHHjxsmll16aYguS290PP/ygWigvvfSSen0MHz5cihUr5usUIYLIkrZs2TINN/Ht4AcikEIEEBIID6tHHnlELrroIkHIDTJpZlLZsmWLDB06VDZs2KAPuL169WIIYSad4AjHArIKXlV44f+zTVbh3pMvXz5fK3YoLDz34G0YqsDbB0kCoMeYafewUON20z54WUEsH57aLESACBABIkAEiEBoBEhchcaHe4mADwFkBLvnnnsEYTxjxozRBwP7QcFXKYM+wAMLpBWEpPGOscOjDCGCtWvXlieffDKDRsuheAkBPMDfd999cs455yh5DL2eTC5r164VeF39/PPP6kWDLGQsmY1ApGSVjcL27dvV+/fdd9+Vli1b2ptDvj/zzDMyd+5cgYcfS2oRWLNmjYbmI/MwFsFYiAARIAJEgAgQgdAIkLgKjQ/3EgGBZ8dDDz0kkydPlgcffFCzNyHdeLYUEHYIv4KQNFbxn3/+efnss89UQyVbMOA43YHAjz/+KL179xZkC0RGNIS0ZlOBftGAAQPUwwy6esWLF8+m4Wf8WKMlq/wBwW+jVatWUqpUKf/NIT/j3gYvxaeeekoz34aszJ0JQwDakhdeeKEmRKG3VcJgZUNEgAgQASKQ4QiQuMrwE8zhxYfAJ598It27d5eSJUsKtJ+QtjobC8JKoJfy6KOPCrRTEJ6VJ0+ebISCY04TAsi6heyXIKvg7Zetmk/Q9IL345tvvqkkMnS9WLyLQDxkVSJGjbDC0aNHq86SlzUaE4FFqtqAlxu0rRAK7B/qmar+2Q8RIAJEgAgQAS8iQOLKi2eNNicdAYivIxwQ6cUhUg6Po0wOC4wUUAj5gsg788wzNZtitWrVIj2U9YhATAgcPHhQMwQiXA5JAdq3bx9TO5l2EIS4oXnVrl07QciXU+a4TBtzpown3WSVP47w/mnUqJH+lvB7YkkuAr///ruGdD7++OPSuXPn5HbG1olAAhGAvt7evXtl3759+o5Mvr/88otgvozFTRDfIGJxLypbtqyG8iOcH68yZcpwDp3Ac8GmiEC2IkDiKlvPPMcdFAHoyHTp0kVOnDghECgnOZMTKkxS4HGFUK2ZM2fKFVdckbMCvxGBBCEAohQeRc2bN5eJEydK0aJFE9RyZjQDUg9eaPAMfe211zJOnD4zztJ/R+EmsioQ17fffltuuOEG9QAqUaJE4G5+TyACIKyWLFki77//fgJbZVNEILEI7NmzR5OCbNq0SSAXgfD8o0eP5iKkkLgHZBVIK5BXmB/CKxjklv0CwXXGGWdI/fr1pWHDhvpCqGy2RjAk9kyxNSKQXQiQuMqu883RhkFg69at0qFDB0G2H2QsyyYtqzDQ5Nq9YsUKfdhB1rPBgwfn2s8NRCAeBEDE9OjRQ0aNGqUej/G0lenHPvHEE5pV8eWXX6ZHmotOtpvJqkCYcK1hsWbOnDmBu/g9QQggNBCJJEBa1apVK0GtshkiED8C8LwEQQVSdfHixfLtt9/mIJrglYlF3FgjD5CEACSYTYRhsQVeWAj9R7KRpk2bUn4i/tPIFohAxiNA4irjTzEHGCkCy5Ytk1tuuUW1J6AhwxIegS+//FKJPkw6pkyZoqtq4Y9iDSIQGoGxY8eqjhUeotu0aRO6MvcqAm+88YbcdNNNMmLECBk4cCBRSRMCXiKr/CGClwSyxUKovWvXrv67+DkBCMATpUmTJootMqKyEAE3IIA5HBIPIbkDyCt4OINMat26dVIXbnE9IAMqiDK8QJpfc8016kFcp04dN0BDG4gAEXAhAiSuXHhSaFLqEcBkHeFvEKqFZgxL5AgcOnRIrrvuOjly5IhAdwdC9ixEIBYEoP9y6623algCPK4Yphsditu2bdMHjxYtWsgLL7yg4RvRtcDasSDgVbIqcKzwor355ptVqP3ss88O3M3vcSAArUyQy+vWreN1GQeOPDR+BJAhGgu1kyZNko8++kgXPLBoi/C9WD2q4rUKHlizZs3SJEjnn3++6lp26tSJyQviBZbHE4EMQ4DEVYadUA4negSQKe/vf/+7vPXWW1K9evXoG+ARqm2AtN6YBK1evZrkFX8TUSMA0goEKDTmQFpRbDxqCPUA6F5deeWVUr58eXnllVf4kBwbjGGPyhSyKnCgEGiHNg0WIdL1EBtok9e/b9iwQdq2bauhWOedd57Xh0P7PYoACCvokiL8HjIYyBCNZDtFihRxzYiOHTumBBZINdzL4EF8++23k8ByzRmiIUQgvQiQuEov/uw9zQjYpNWaNWukSpUqabbG293DzRzk1QcffEDyytunMuXW26QVJqqvv/66FCxYMOU2ZFKH8H687LLLSF4l+KRmKlnlDxMEmJEMAUk34IXMEh8CyMIGTxZgCR0xFiKQDgSWL18uCFHFPA3zXixuuJ2YXrVqlQwbNkwOHz6sGo4IJWQhAkQguxEgcZXd5z+rR0/SKvGnn+RV4jHN9BZJWiXnDJO8Sgyu/mTVjz/+qELC1157rWrAIJtWJpbdu3cr2fL000/L9ddfn4lDTMmYjh8/Li1btpRWrVoJEiiwEIFUI4DwcXhWff311zJ69Gj1sMqTJ0+qzYi5P8wp586dq55XpUuXlmeffVYuuOCCmNvjgUSACHgbARJX3j5/tD5GBB577DHNGkhPqxgBDHGYP3kFfIsXLx6iNndlMwIQaAUJQE+r5PwKbPKqQoUKGjbopQeW5CASWavZSFYFIrN+/Xr1ukIIPTKKsUSPwA033CC//PKL6gnx2osePx4ROwIIC4R2K7TVBg0apK8CBQrE3mCajzx58qRqcoF8GzBggBJZmbpwkGao2T0RcDUCJK5cfXpoXDIQgAA7bnyYmDM8MBkIi7qj9+zZU7777jtZuXIl9QmSA7PnW+3Xr5/qviAkgOGByTmdIK8uvvhiufTSS2XcuHHJ6SQDWiVZlfskTps2Te6//37N/lW1atXcFbglKALQ5lm0aJF8+OGHrtIQCmowd2QMAt98842GpSLsd8aMGQKx80wpX331lY4NRBbGVqtWrUwZGsdBBIhABAiQuIoAJFbJHAQ2btyoIqnI7tOsWbPMGZgLR4KJRZs2bXRigXTLLETAH4EpU6bImDFjlLhCCABL8hDYs2ePhn7B0xTZo1j+iwDJqvC/BPxmEJ4D71mSV+HxQo2RI0eqwPQ777wj8HZkIQKpQuDVV18VJFjo37+/ks758+dPVdcp6+fUqVPy5JNPqm4cwpmxSMpCBIhAdiBA4io7zjNHaRBApiSEPOBh+dZbbyUmKUAAmjDAfMiQIdKnT58U9MguvIDAu+++q1pBeBiuV6+eF0z2vI3I+AnB9jfffFOaNGni+fHEOgCSVdEjN3bsWF9oPcmr0PiRtAqND/cmBwFINDz44IOaIXv+/PmqrZacntzT6scffyxXXXWVdO3aVTXk8ubN6x7jaAkRIAJJQYDEVVJgZaNuQ+DEiRN6I2/RooWu1LjNvky2Z/PmzSpOu2DBAhU0zuSxcmzhEdi1a5c0btxYH4S7dOkS/gDWSBgCs2bNksGDB6uXW7ly5RLWrtsbIlkV/xkieRUewwceeEBefvlloadVeKxYI3EIICQQnrQIEVyyZIlUrFgxcY27vKXvv/9eOnXqJEWLFpU5c+bou8tNpnlEgAjEgQCJqzjA46HeQeD2228XhMssW7ZMuCqT+vO2ePFiwTkAiVW2bNnUG8AeXYEAMgiCtOrYsaM89NBDrrAp24xASnQ8WL///vsZ/b+QZFXif9nQSEN2vGzx6IgUQYTF9+7dW9577z1ZvXo1wwMjBY714kYA4v/t2rWTc889V2bOnCmFChWKu02vNYCFacwvP/nkE3n77beF0gNeO4O0lwhEjgCJq8ixYk2PIgA9K4QGfvHFF1KqVCmPjsL7Zvft21e+/fZbWbp0qfcHwxHEhADCaECa4MUsWzFBGPdB0Adp2rSphmoOHz487vbc1ADJquSfjXnz5ulD4vjx4/U9+T26u4cffvhBrrnmGjnjjDME2DCLrrvPVyZZB9Kqbdu2UrNmTUEihWy/pyLZC4hjkleZ9CvnWIhATgRIXOXEg98yDIFDhw5J7dq1ZeLEiTq5zLDheWo4x44dk7p16woelqkx5qlTlxBjN23apGL90KVgNs+EQBpzI9u2bVOdK3iIeD3jFMmqmH8GMR8IzwZoyyBEB+LI2erF/NlnnykOV155pUyYMIHZc2P+RfHAaBEgaeWMGMkrZ1y4lQhkCgIkrjLlTHIcjgjcfPPN8scff6juhGMFbkwpAuvXr5cOHTrI559/LuXLl09p3+wsfQj8+9//lvr166tA/1133ZU+Q9izDwGEfEGPZ8OGDeK1zFMkq3ynMW0f9u/fr8QVSKvp06dnVcZBCGFPmjRJoGmFrIsIE2QhAqlCAJpWl1xyidSoUYOeVg6g2+TVunXrpFixYg41uIkIEAGvIkDiyqtnjnaHRQC6SnhIRoggb15h4UpZhUGDBqnW1cqVK1PWJztKLwLQVYLH1apVq+S0005LrzHsXREAod+qVStNmDBq1CjXo0Kyyn2nCJp1yNILbyO8436b6dc3wt179uwpCBGcMWOGNGjQwH0nhhZlLAIgTZHUBCHfCxcuzPrwwGAnukePHrJ3715Zvnw5PSGDgcTtRMCDCJC48uBJo8nhEUBY2nnnnSeTJ09WD5/wR7BGqhCAkCZCBpG6+YYbbkhVt+wnTQhs2bJFmjVrpmTln//85zRZwW6dEEAWKnjCIXyzWrVqTlXSug1k1auvvqraQT/99JPqcl177bVKtuXLly+ttrHz/yGA30/37t1VFHnq1KkZm9XshRdekCFDhqiHFZJLQNeKhQikEgHoRGJRFsk1slGIPVKs4eUNrzQQy5AKYSECRCAzECBxlRnnkaMIQODRRx+VNWvWyFtvvRWwh1/dgAAmXgMGDJAvv/xSTj/9dDeYRBuShABCQy+44AIZPXp0knpgs/EggAfxXbt2KTkUTzuJOjaQrIKOUteuXUlWJQrgJLWDB0UsRjz33HPqeTV06FA566yzktRbaptFMglcJ0eOHNHQrCZNmqTWAPZGBAwCc+fOFYTBffTRRxlLDifyRB84cEAaNWok999/v/Tq1SuRTbMtIkAE0oQAias0Ac9uk4fAzz//rHobyC4CbwIWdyLQvHlzfSC955573GkgrYobgbVr1+o5hmdP4cKF426PDSQeASSwqFq1qiD7auPGjRPfQQQtkqyKACSPVMFixLBhwwTX/ogRI5TE8uriBGQG7DBnkHJ4+KWnn0d+iBlm5tdff60kzGuvvSYtW7bMsNElbziffvqpel5hIRsLaCxEgAh4GwESV94+f7TeAQF48kB/AsLDLO5FAK7uyEy1Y8cOKVKkiHsNpWUxIwDPhJtuuknuvvvumNvggclHAELty5YtE3iWpKqQrEoV0unpB//f4aUEnZmBAwdqKKFXyGvo8UG3CyQB5hPQZWRYVnp+R+xVNMFQixYtpG3btoIQVZboEMC1jBBmXNdeJdGjGzFrE4HMXBrvZgAAINdJREFURYDEVeae26wcGUJeoJ+ErHWVKlXKSgy8NGiEAdWsWVMeeeQRL5lNWyNAYP78+ep5sXXrVs9lrYtgeBlVBWFe0AREmNcVV1yRtLGRrEoatK5t+PXXX5e//e1vmr3ylltuURK7evXqrrP35MmTGi4LPRwsptx2223Sv39/KVOmjOtspUHZhcD48eNl9uzZGiLotQywbjhTELSH3hW0NiEjwkIEiIB3ESBx5d1zR8sdEMBkEyujmCizuB+B7du3q/v7d999J8WLF3e/wbQwYgRq1aolEJK97rrrIj6GFdOHADKkYWX6k08+SagRJKsSCqdnG8P/+kmTJsnMmTP1fz5E9jt27JhWYgiZNdevXy9LliyRWbNmSbly5aRv377SrVs3Cq979peWWYZj4adp06b6O61du3ZmDS6Fo8GiNkIFV6xYkbaQ+BQOl10RgYxFgMRVxp7a7BsYtK2QtQxZzJi9zDvnHw8vcIMfPHiwd4ympSERWLVqlXoswHMhb968IetypzsQ+P333/X/5rx58wT6c/EUklXxoJfZx0LgfM6cObJw4UINTa1Xr55mi8R9oEaNGkkf/NGjRwX6l0gQgvDYggULasj69ddfzwfapKPPDqJFAJ5Cl156qQqMR3ss6+dEAB7FyAyKxZnTTjst505+IwJEwBMIkLjyxGmikZEgMG7cOE0RjAkpi3cQQObHO+64QyDgnSdPHu8YTkuDInD11VfrKjGEjVm8g8CoUaMEnjEIS4m2kKyKFjHWB4m1fPlyJZHefPNNBQQJVZAJrGHDhvoqX758zPeFY8eOyebNm1XbBvo2GzdulK+++krq1KmjZBU0FkGcsRABNyKAMNs+ffpo9uUzzzzTjSZ6yqZTp07ptT98+HDV3vSU8TSWCBABRYDEFX8IGYEAXP4rV64s//jHP6RNmzYZMaZsGQT0B6Bz9fjjj2voSLaMO1PHibBPhAnivUSJEpk6zIwc1/79+6VKlSpKIpctWzbsGElWhYWIFSJEAPcBZE4DwWS/4BkB/bXSpUvLOeec43sVK1ZMPTmh94N7P7wFoVGF3+++ffv0BVH4w4cPq9alPxHWoEEDJgOJ8JywWvoQwO8aeq3wRIc2HEtiEEDChX79+ikZeMYZZySmUbZCBIhAyhAgcZUyqNlRMhGARsXQoUNl27ZtyeyGbScJAQjiLl26VFauXJmkHthsqhDAdXjgwAGZNm1aqrpkPwlEACFTEM8Olr2KZFUCwWZTYRGABIBNRtnvv/76q/znP//RF7x08+XLp5pUgQQXyFc+nIaFmBVciADun9Bq/fTTT2P2OHThsFxhEqQpkBjo3nvvdYU9NIIIEIHIESBxFTlWrOliBC677DLp0KGDZixysZk0LQgCCBmBMC5COZDdjMWbCMDrAZ4RICAR8sPiPQQgVt2lSxf517/+pYQARkCyynvnkRYTASLgTQQQ0gbP18mTJ8tf/vIXbw7CxVZ/8MEH+ryAe1yBAgVcbClNIwJEIBABEleBiPC75xDAiuy5554r33//vSCEgMWbCHTv3l1JqxEjRnhzALRa9WqGDBmiRAfh8C4C1apV04yQ0AOCWPtPP/2kK9Rdu3aV1q1b+wgt746QlhMBIkAE3InAokWLVIwdiYZYkoNAs2bNNIFMz549k9MBWyUCRCApCJC4SgqsbDSVCEyfPl1TbCNTEIt3EUCWqbFjx6rXlXdHkd2WQ2S/VKlSMmbMmOwGwuOjHzRokJKPFSpUEJJVHj+ZNJ8IEAFPIYAsgp07d1Zhdk8Z7iFjX3nlFXniiSc0w6CHzKapRCDrESBxlfU/Ae8DgFh1eAH07dvX+4PJ4hEgAxRID3h5wIOOxVsIQFwZYYLQKkNGMBbvIrBu3TrNuvTtt996dxC0nAgQASLgMQSg09q0aVPZs2ePFCpUyGPWe8dcJHTAwsyCBQsE3lcsRIAIeAMBElfeOE+0MggCx48fV7Jj69atehMKUo2bPYJAx44dpX379lxp9Mj58jfzww8/VO8c6EaweBsBZLSCsPWKFSukXr163h4MrScCRIAIeAQBLMAi4cCECRM8YrF3zXzwwQdlx44dMmvWLO8OgpYTgSxDgMRVlp3wTBsuUtsi+xXSZrN4H4GpU6fKq6++qg/M3h9Ndo0A2QQhsv/ss89m18AzdLR//etfpXz58vr/NUOHyGERASJABFyDgO21vGzZMmnQoIFr7MpUQ3bu3Cl169ZVDUdmH83Us8xxZRoCJK4y7Yxm2Xh69+4tZcqU4cNVhpz3H3/8UR+WDx06xGwvHjun559/vowfP16Q4ZPF+whgUQBaZRs2bPD+YDgCIkAEiIDLEUC2u+uuu052797tckszx7w6derI448/LpdffnnmDIojIQIZjACJqww+udkwtAsuuEBvOu3atcuG4WbFGJHRbMaMGdQd8NDZPnr0qBQtWlSQ4bNIkSIespymBkMAJHK5cuXk8OHDwtXoYChxOxEgAkQgMQjcd999gnvppEmTEtMgWwmLwAMPPCAHDhyQKVOmhK3LCkSACKQfARJX6T8HtCBGBE6cOKEPyfv375fixYvH2AoPcxsC119/vYqT9uvXz22m0Z4gCLz33nty++23y/bt24PU4GYvIlCxYkWZN2+eNGrUyIvm02YiQASIgGcQ+L//+z8lrdq0aeMZm71u6KZNm6RDhw6yb98+Oe2007w+HNpPBDIeARJXGX+KM3eAEIO+8cYbVVwxc0eZfSN76qmn5NNPP5WZM2dm3+A9OmKcM+jMUeTUoycwiNldunQRpGa/8847g9TgZiJABIgAEYgXAWRwRbg9vJbz588fb3M8PgoEkMUa2ZDr168fxVGsSgSIQDoQIHGVDtTZZ0IQgDs10rbPmTMnIe2xEXcgsHbtWrnjjjsEaaFZvIHADTfcII0bN5b+/ft7w2BaGREC0P748ssv5cUXX4yoPisRASJABIhA9AggKc1zzz0n77zzTvQH84i4EOjUqZNms8a8k4UIEAF3I0Diyt3nh9aFQKB79+4CYcVBgwaFqBV+13/+8x/Jly9fjopO23JU4JekIfDbb79JsWLF5ODBg1K4cOGk9cOGE4cAdMmmT58uzZs3j7nR33//3XGl+dSpU5I3b96Y2+WBsSOwevVqGTBggGzevDn2RngkESACRIAIhERgyJAhgqyCSHCSiuI0x3Xalgpb0t3Ho48+Krt27ZIXXngh3aawfyJABMIgQOIqDEDc7V4E4NaLmzxCWaItixYtkmeffVbDm3755RcpW7asZhUZOXKk6mXVqlVLXn/9dcE7S3AEIOC8Z88egUh+Ikv16tVl2rRpFGhPJKhJauv48eNSsGBBOXLkiL5H0w3CIiCOilVmePaceeaZUrt2bbnrrrvklltu0WsU+6CzxBIagY8++kigkXLWWWeFrhjFXpDHZ599tvz73/8meRgFbqxKBIgAEYgGgdatW6unObIKRlKef/55rYawQmgz2fpMWOiB/mvLli11Yde/rVTPe3HfQKbEiy++2N8M/RzL/SpZ882VK1cKhPEhUcFCBIiAuxEgceXu80PrQiCAByqIQoPkiKbAHRgZRHr37q3aLSCtvvrqKxXFhIfBhRdeqKQVNHsSTchEY2ei6iL0DlpgI0aM0DGHahdEwiOPPCILFy6UX3/9VT3RIBR6//33O5J4kydPVo+Mm266SapWrSoFChRw9JpBny1atMg1kQpmC8hInJ+uXbsGq8LtLkHgm2++0WsGJEc0BZNEpKBGxronn3xSSUqQYJhEPvzww9KkSRNZtWqVTnqXLFkSTdOuqotVbBDsIMIx5tNPP12vFSQhwP8ikH5OJdprsXTp0poFsH379uqxCBIwT548uZrGNdqjRw/fg06uCgEbYB/+P0IHhIUIEAEiQAQSiwA8rZCVF/eHypUrR9Q4ktfg3vv555+rsDgOAnmFRBplypQRhO/7k2DpmPfec889MmHCBPnjjz9y3W9iuV8la76JuQswQwZd3DdZiAARcDEC5h8mCxHwHAJmJccyN2nL3Giist2IR1vmcrTM6orjceZGq/tRxxBXueps2bLFevrpp3NtT9QG88Bu7d69O67mTGpfy+glWI899phlyCLFCePB91DFiINaZtJkGULQMmSXVv3666+tZs2aWX/605+s5cuX5zq8b9++PrzQR6jXM888k+v4YBtuvvlm629/+1uw3dzuIgTeffddy3hJRWWRWRG2jDejZSbrlsnmk+tY431lmYmt/p46duyYaz82eOFaNN6clnmQsAypa40aNcoy3mOW0eazSpUqpWO76KKLLOOplmt80V6LhuQKee35X5fo26zK5+oz2IYqVapYGzZsCLab24kAESACRCAOBIzXus6xYmnin//8p+9/P+4nTiXeea9Tm+G2rV+/3jILJ2pb4P0m1vtVsuabGItZmLFMSHy4YXE/ESACaUYAMdUsRMBzCODBrlChQlHbbUJp9Gbq9LCIxszKkGU8jPRm60RczZ4922rVqlXU/UZ6gPEes9asWRNpdcd6sNuEUVpXXHGFZVa7LJPSXscTjrhq166d1sPDtX8xq1FWiRIllNAyrtr+u3xYGa8Zq0iRIkpEgIzwf+GhuWHDhtbJkydzHBvqC4jFwYMHh6rCfS5BANcEfjvRFJNQQX9roc6x8abUOsGIKy9ci7fddptlPDqtH374IQc8ZqVcrxdcGyCXA0u016JJUqFY4UEB/xdNuGCOaxDXo01eGW/KwO5Cfod9JsQkZB3uJAJEgAgQgdgQMGFzurgRy9FHjx71/W834fWOTcQ773VsNMRG4zltlS9f3mdXIHEV6/3Knpsner6JoWCB6c033wwxKu4iAkTADQiQuHLDWaANUSPw/vvvW+edd15Ux8E7C15a8B4KRaKYsCS94ToRV0aoOGnE1U8//WQZkfi4iatAUOrVq6fjCUVcAU882MLjyqn06dNH95ssYzl2Y5Xqtddey7HN/wtW+kyokQUPmmgKCDcT3hjNIaybJgRMmJ9lQs+i6t0kVNDfkwlLDXmcCdW1ghFXbr8WDx06pGO87LLLHL2qjBiv7sd15399xHItGlFZy2R1tIzAvSOeeJAwiSwsEGnRFhNuYhk9wGgPY30iQASIABGIAAEsDBhNqghq5q4SjrhKxLw3d6+htwwdOtQyoXe++1sgcRXr/SpZ802M5qqrrrJM9tzQA+NeIkAE0o4Aiau0nwIaEAsC8+fPt4zgY1SHwkvL9jowejNBj8XDn9GByRUqiPCmc845J2nEFULpYF+8HleBA4uEuDIC2dr37bffHni4frddzf29zYwGloWVL4RtOpWdO3eqV4nRE3PaHXKbEeO2LrnkkpB1uDPxCGCCOXPmTMtk2Im48YEDB1rDhw+PuD4qgujCbx2rnKEKiC0n4soL16LRy/P9vwFJFVhWrFjh22/SoPt2x3It3nvvvRqK6Gsk4ANCLEzmR8tk7AzYE/4rCEKjjxe+ImsQASJABLIUAXijv/TSS46LFOEgwcJAt27dwlVz3B+OuIp33uvYaYiNmzZtskxWaF3QtOfbgcRVLPerZM43MZw777zTGjNmTIiRcRcRIAJuQIDElRvOAm2IGgEj0mjBEyDaAuIJN1OEriFcJ1jB6ov/foQQGrFLPdafvAl2vL197969lhHcDDuZ+fjjj9UzKV3ElRGk17EZEXbb9Bzvb731lu6HRxh0e1AQ/hRMh8oIUqs21tVXX52jnUi/IEwMGkgsqUcA3j/2hHPGjBkWJsahCsIT4CEXTQGZafcxceJEDdF1Oh4krskwmGNXLNfisWPHrC+++MICmYrjQ5VEXYsffvihb4y33nprri6hG2VjYIR2fftjuRbnzp1rGZFeXxv+H9544w3LCMJbGzdu9N8c8Wd4WQYjtCNuhBWJABEgAhmOgMmErP/T4f369ttvh73X2HBgYQALBLGUcMQV2ox13hutPYhkOP/88y0sxHz22We++1sgcRXL/SqZ802ME/qyiCxgIQJEwN0IkLhy9/mhdUEQAGESLJ4/yCG62WS/891M4VX14IMP6gMdiJZgBSQZXJTth0zox0D3xX45hdHAQ6lSpUqqW2CLm4MsCxQ5xiqdyaBn5c2b19c+bvx223jHQ3c8JRKPK3hOYXzBiCg8FNvjN+mNw5qDlSto+yD8MZYCzQd4iLCkBwGQHfb5Nll2NGwTZKJTAYH897//3WlX0G0Q/UfYrt0HrhF4UQZqQQU2EO21uH//fstk71PNJ5Ol0ILQeOHChdVDDF5b/iXR1yIIMvxvgLfVv/71L/+u9PMrr7ziGz/CLe2SyGsR1x9CNsKFZNp9O70jGUX37t2ddnEbESACRIAI+CEAiQPc17DIh0Q38KDdFcaD+e6771bixK+ZiD9GQlzFMu+N2AC/ikhAgoVd3PtCEVd+h+T4GOv9Kt75JoxA0hTKU+Q4HfxCBFyJAIkrV54WGhUOgSeeeMLq2bNnuGq59n///fc+sXL7oRnveJiFFg08TAJD35A1bfr06Ra8JlAXhBS+269t27bl6Afix6jnn30QD+oQSQdBtXjxYl99uD/b7cC9GsfBjdrehpWpcB4ivsaCfAhHXGG86Bcv/5Al/+YwRrtOOAFLuKaD7IAnTawFXi/AmSV9CCAzpU2iQPQbRC/IyNGjR+fIfHnNNddY//jHP6I2FJpr9m/K/x1CsvBA2r59e642o7kWcd3gt1+yZEkfgYptdigePJv8V4JTcS36D6hTp046fhB4u/7/g02ir8XevXvranvg/zR/O8J9xoQe3qYsRIAIEAEiEB4BLJbgfon7GuZCILGwcBnMg/mOO+6wxo4dG75hhxqREFexzHsdugq5CdkNkQQEc12UWIirWO5XiZhvwl4svl177bX4yEIEiICLESBx5eKTQ9OCI4DwlV69egWvEGIPQqGQnt7/Ydn/MwSh8RAbWCAoiXpYUQpVEB6HehUqVMhRDbpN2I6+/R+Y7Uq2V1eqNa7gaWKPP5jnzFdffeWrA0IjVIFWA7IQhgsxC9UGPLzg3p4/f36+0oiBv1eU/Rux30FmYUKOsAgQrbGUYcOG5fA2tNvGO/qGZohTieRa9J84+4uu4tqDUDn6wIOEU0nWtWj3hd83sIMNEKq3SyKvRYRGgigPTKhg9xXpO/4nwCOO1yL/F/E3wN8AfwPhfwP2/3b/+5n/Z/xf9scRnvXjx4+P9F9yjnqREFc4INZ5b47OgnxBxAL0KrGgbBf/+6/TfNeuZ7/Her9KxHwTNmDxrXPnzrY5fCcCRMClCJwGu8w/VBYi4CkEzA1SjEeGmJtNTHabG62Y7IFitJvEeHFoW/4NGWFwWb58uRiPE99m9GW0XsQQV/LOO+/4tgd+MO7GYsKApEaNGrJ161bf7gMHDogJ29HvJiRKSpUq5duHD+XKlROjiSWGuBIjPJ9jXzxfDBEnZhIhxsNF7rvvvlxN7dmzR0zqYt1uHlLFrP7lqmNW0cRkcdTtc+bMERMelqsONhhPKTEri2KyyohZQXSsE8lGk9FRzCRCTMhgJNVZJwkImJTVYlaOxehWaOsmG6cYjyUxHlZy8803S/369XW7IZDFCKiL8YCMyYodO3aIIXX1mjIZ9eTIkSO+dswDgJislfKXv/zFtw0fIrkWDdkqxnsLizNiPBfFrKb62jBCrILfutG0EBPO59tuf0jWtYj2TYiimEm+mIm6/i9ZuXKlGA0q7TqR1yLOCf6/mXBJMeHN9tCifgc+JkxUTPKIqI/lAUSACBCBbEPASFCIWczR//VmgUf/vxtvJDFJSXTuZBblckBiFnB0fuU0P8tR0eGLkZIQk7lZ9xj5DDGLMQ61/rsplnlv0Mb8dmA+bkL9BfdvjBfFLM6I8XjWz4a48m3XDQ5/YrlfJWq+CXOef/55MbpkOldwMI+biAARcAsCLiXUaBYRCIkAtJgSqbtiSCVdcYEmgbk29QUNGv8SiZcH6iP9MMIFbb0eZCk0D6QWwt9sDxbbndq//WR5eYQLFYTYuj1mJ70u2OgfKoixBSu33XabthWv1xg1roIhnJrtmzdv9v0msHp80UUXWbNnz7aOHz+eywC415tJX67tsWzAyq2Z/Koulf2bNIRprqYivRahKbd27VpfuC1+61h5htg42g+maZGsaxED6d+/v/aN9OeBWf4SdS3u3r3bgkdcOO/QXMA6bEDIcyx6gg5NcRMRIAJEIKMRsEPg4VGFMEGzyGOtX78+5JiRgCTWjHaRelw5GRDJvNfpOP9t8MaH7is8pvxLNB5Xsd6vEjXfhN0Mifc/e/xMBNyLAEMF3XtuaFkIBKDFBB2BaArEmIMJTNvtIF7ezsASGIoY6cMy2sJkApnTkJ2wUKFCmh4YD//2wzhu9oElWQ/L4Ygr6P7YhFowcXboF9i2r1q1KtB0/Y6HcGiFod7PP//sWCfSjcbbx6pZs2ak1VkvgQhAD8M+18i04yQs7t8dhF+j1TNDps1wwv3ItGTbsW/fPv8urWiuRaTnHjx4sP6eEKJRvXp1y3hUadvBtJuSdS0i9BHXmvEgy0VaYYCJuhahQwbs+vbtmwO3WL6MGzfOwgMCCxEgAkSACARHwE5qUqRIEQ1zj1QuASHz/iHjwXvIvScccRXvvDd3j//bgvsVwhwxTwgs0RBXsdyvEjnfhO2PPvqoBa0xFiJABNyNAIkrd58fWhcEAegsIRtfNMWE7VkmJC7sISDF8NAHkWj/EuxhGatF/gXeQugHbbRv396C94pdbIIoUuIKWltOelt2e5G8hyOu0Ebx4sXVXghXOxUTGqn7MSaQDk7FFqUHOYAJTTwFbSXCWyQeG7LxWGhRIHMfiMNIC9J4B/vdBGsDXlpTp04Ntlu3Q1DcJphMeGqOupFci/DeMiGBShQh8cGECRN8HmPIfoTfcjTEVbzXIpIaYBUenqLwwgxWEnEtIjMpxodxxlvwQIUHKxYiQASIABFwRgD6hMgOi8XPaIsJww56LwrXVjjiKt55b6j+MQ/HfQaZc++///4cL9urGfuHDx+u+5YtW+bYXCz3q0TON2EUvN4Scb90HCA3EgEikDAESFwlDEo2lEoE8GBtNKSi6nLLli0aPmM0AUIeB+Fk3Gxr1aqVo16wh2WjT+OrB08jOztgoMcWKgUSV/6kl5OXx0MPPaQrQb4OYvgQCXEFUUqM2clmdIkwMexH1hgQAk5l4MCBWgcP3vEWuG1H61EXb588PjYE4JHz17/+NaqDu3btahkdtLDH2Jn3kNjAv0RyLY4cOVJ/j0b/wwokigOJKzx0+K+OJ/pa3Lhxo3peImNoYHnqqad0Um9vj/daRLghwgRxveKBKN4Cci9aj7p4++TxRIAIEIFsQcDoQ1lG1zSm4YYjruKd94YyCpIQyO7t9EJCD9yD8EJGbtRxylod6/0qkfNNjBFzDcwrWIgAEXA3AiSu3H1+aF0QBHbu3Klx9UF2O27GDRw30XAZ0IxYu9YLJE7gIYLjoU1jFyMkrWmP7e94wEMdeFZgn39BuBP24YUHaejv+HsV2V5aRiDSdxhuzvFmBYuEuJo5c6ba1a5dO1/f/h/gCg67Q2Vdad68udZB1sR4C1boMHYW9yMwa9YsDX2LxlIQV1WqVHHMrunfjkmSoL8p6FL5l0iuRWS2xG/WyVsIBC322R5Xl19+ueWvy5bIa/Gbb76xoJ3nZAfGZMTuc2iExXstGkF2HRvGh3MTb8ED1YIFC+JthscTASJABIiAAwLQdXTScnSommtTJMQV7gWxzntzdRjhBnhJo1+8QmUVjPV+lcj5JoaE7Mivv/56hKNjNSJABNKFAImrdCHPfuNCAHH7uCH6e0mEa9AmrvAQ+d133wWtbrs4L1q0KEcdW78AD9x2wU23adOm9lfLZJNRu9BHYLG9lmA3xM4Rfte6dWtftQsvvFCPxYOrXXBzXrFihf01pnfbDdtk+Qt6/MGDB5Vsg/cYVsACS5MmTdQ2jCFYqVixotYxWQWDVYl4O8Kp4HbP4n4EQLTiNxZNAXGF6yCU1xXIaZPV0zJZMXOFnoa7FhGKZ6ckD1zlxSS6cuXK2r/Jjqlmg5yBiLtdEnUtQvz2z3/+sz6UvPzyy5b/y2R/0t+4ydaYo+94r0U8oABbvIKFZtjjjOQdD1QffPBBJFVZhwgQASJABKJEAOGF0EKNpRw6dMj3/75bt265moh33purwQg3QM/Rvg9hvh6sxHq/SuR8E7ZVqFAhqAxGMNu5nQgQgdQjQOIq9ZizxwQhgJA0p+x8wZq3b+C4mUI7Z+nSpbkeiOHJgTAbeGAEFkwQILqJ40E64eEYLtD+nhTIHmOHA06bNs3XBIgqPADa7tMID4L49N133+2rY4c2gcyCRhTsxWQmMPOY74AgH2DXjh07NMsLPCXwYAybIaIJ++C94iSebntV9enTJ0fLCNPC8eE0xWAr6vkTeTkaiuJL27ZtNTwxikNYNU0IbN++3SpZsmRUvdvEFX4vCDO0M3DajUAgHmQprkUn0iSSaxHeg2gfxJctBI9rA+F6l112mV6nIJVwbcI7C+GCdknEtQhSvUGDBmoD7Aj18u8bNsRzLZrU5L6+4iW9YQuu61BEP+qwEAEiQASIQGwIQH4B8zR/6YhwLYHswhwR2Qjte0uZMmV0EQQe/XYG4HjnveHsCNy/a9cuC8LsHTt29NkFfUlobTnNZWO9XyVyvolM4FjoCoySCBwbvxMBIpB+BEhcpf8c0IIYEahTp44SSJEebt/AlyxZopotmChglQWrVMiahQdcTAB69OjheINFP/DKwDEIBUT2QXwOFOOEizQyl6EteGfhIRnhenBDxkM+CCzsq1SpUo4HQmhvQUwa+9A2+sADdLQFIYlIw4wMfyD38FAOYgHv0N+C5g8yHAYWeKJAiBnEG7IhQqS7X79+ageIJPvhP/A4+3vp0qXV9iuvvNLeFPM7Mgr6e8DE3BAPTDoCmOzhNxNqVTXQCBBXjRo1UuIZhComjfB66t27t054oaWGSXiwDJZoL9y1iN8rMh7CawuehPgN161b17rxxhstCL9DUB524wUtOf+SiGvR9grD9Rzq5UT6xXMt4rq1+4O2VjwFgvTA5+TJk/E0w2OJABEgAkQgBALwrofgeKSlWrVquqiAOR3mdnhhvod7J+Z/dqa/RMx7I7UJ9eDNjDmmPfeEXbAJ92GnLLex3q8SOd+ETACzWEdzllmXCKQPgf8HAAD//5uw+mQAAEAASURBVOzdB7zW4//48XdLWiKVtmigpdJUkozS0JTdQEUlJBQSaaAU7aUkSlIqRUrRolTSQgPtQZuWxv3/vK/f9z7/c05n3Pd97vEZr8/jcZz73J/P5xrP676P7ve5rveVzmcdwoGAAwUeeOABqV69unTp0iWg1h85ckQmTZoUd/2ZM2dk3bp1smbNGtmyZYtcd911Uq1aNSlfvnyK5Z06dUo2btwoen+VKlXkkksuueh6fVtt27ZNdu7cKVdffbUUL1487prTp0/Lnj17zPMZM2aMe97/QO/R9pQsWVKKFCnifzpq3/ft2yfz5s2TtWvXyhVXXCG333673HLLLZIuXboU2zB//nzRrzZt2kiZMmVSvDalk+pz2WWXyf79+yVXrlwpXco5mwjoa/yzzz6TypUrB9SiyZMnm2tLlChhrt+9e7d5H+p7Ud87+r7S19zll1+eYnmBvBePHTtm3k8nTpww7+9LL700rkx9H2bOnFly584d91z8B058L/7777/y9ttvy5VXXml+16X2vo3f38SPly5dKu3atZPffvst8Sl+RgABBBAIk8Azzzwj2bJlk759+4apxP8rJlz/7g1ro+IVFur/r8L1701tysCBA2XDhg0yceLEeC3jIQII2FEgHYErOw4LbQpEYNCgQSa4osEoDvcIrFixQh566CH5/fff3dMpl/ekRYsWUqdOHenYsaPLe+qt7unv2J9++kk++ugjb3Wc3iKAAAJRFNDfsR9++KH5418Uq6UqS+C+++6TmjVrylNPPYUHAgjYXIDAlc0HiOYlL7BkyRLp0KGD/Prrr8lfxBnHCQwdOlSWLVsmU6dOdVzbvdrgN99808xqGj9+vFcJXNnvBx98UKpWrSpPP/20K/tHpxBAAAE7CGzevNmsIDh48KCkT5/eDk3yTBuuueYamTJlipmR7ZlO01EEHCpA4MqhA0ezRXSKsS5lO3z4sOTIkQMSlwi0bt1aypYtK926dXNJj9zfjYULF8qzzz4r69evd39nPdRDXa48YcIEqVGjhod6TVcRQACB6AsULVrUzG7V2T8c0RHYtGmT1KpVSw4cOCBJpe6ITiuoBQEEAhUgcBWoFNfZUqB06dIyfPhwqV27ti3bR6OCF2BMgzeL9R1Hjx6VPHnyiOaTypo1a6ybQ/1hEGBMw4BIEQgggECAAjqzVXOmDhgwIMA7uCytAppTTGe76TJNDgQQsL8AgSv7jxEtTEGgbdu2Jql69+7dU7iKU04R0MCHBkAOHTrELDqnDNr/2qmbG4wZM0ZuvfVWh7Wc5iYloMlvn3/+ebOBRVLneQ4BBBBAIHwCixYtMukvtm7dGr5CKSlFAd0I5sUXX5TmzZuneB0nEUDAHgIEruwxDrQiRAHNgzRkyBBZvnx5iCVwm50EdLe5UaNGieYv43CWgP61OFOmTGaHHme1nNYmJdC5c2ezy9Vbb72V1GmeQwABBBAIo8C5c+fkqquuEt3NtVSpUmEsmaKSEtBdhXVn47///tv8vy6pa3gOAQTsJUDgyl7jQWuCFDh+/Lj5H/2OHTskb968Qd7N5XYT0N1d9C9gzz33nN2aRntSEfj222+lffv2wl+LU4FyyOkiRYqYDRKqV6/ukBbTTAQQQMDZAo899pj5N22/fv2c3REHtF6XZH7//ffy+eefO6C1NBEBBFSAwBWvA8cL1KtXT1q0aCGPP/644/vi5Q78999/kjt3blm7dq0UK1bMyxSO7Lv/r8U6W07zlHE4V2DNmjXSsGFD0b9Is8OVc8eRliOAgLMEVq9eLfXr15ddu3ZJ5syZndV4B7X2woUL5t+Zo0ePlrvuustBLaepCHhbgMCVt8ffFb0fOXKkzJ07V+bMmeOK/ni1E1999ZXJqbNx40avEji+361atTI5515++WXH98XLHejZs6fZZUlzlnEggAACCERPoGrVqtKpUyfR/59yREZg9uzZ8sILL8ivv/4q6dKli0wllIoAAmEXIHAVdlIKjLbA3r17pXjx4vLXX39J9uzZo1099YVJoEOHDiYxe58+fcJUIsVEW2DGjBnSv39/WbVqVbSrpr4wCpQtW1Y0t5X+5Z8DAQQQQCB6ApMmTZKhQ4fKjz/+GL1KPVaTzrLSWcVdunTxWM/pLgLOFiBw5ezxo/X/E6hRo4a0a9dO2rRpg4kDBU6fPi2FChWSb775RsqXL+/AHtBkFThx4oQUKFBAVq5cKddffz0oDhRYv3691K5dW/bt28dSFQeOH01GAAFnC2jahMKFC4v+IUj/bcsRXgGd1X/zzTfL7t275bLLLgtv4ZSGAAIRFSBwFVFeCo+WwMcffyyDBw8WzQ/A4TyBCRMmyNixY02iTOe1nhbHF9AlDpoXSf9izOE8Af0DQM6cOdkd0nlDR4sRQMAlAvrv2enTp8uyZctc0iP7dENnWlWsWFF69+5tn0bREgQQCEiAwFVATFxkdwH9C5XugjVz5kypVq2a3ZtL+xIJ3HTTTWYnwQcffDDRGX50moDmjND3oP41M0eOHE5rvqfbe+TIEfN7dN26dXLttdd62oLOI4AAArES0H/TXnfddfLuu+9K48aNY9UM19W7ePFiadmypWzbto1/n7hudOmQFwQIXHlhlD3SR00o/Mcff4jOvuJwjoBuR9y8eXPZuXOnZMqUyTkNp6XJCtxxxx3SpEkT6dy5c7LXcMJ+AgMHDpTvvvuOjS7sNzS0CAEEPCag/5bt27evbNiwQTJkyOCx3kemu5r4/pFHHuHfJpHhpVQEIi5A4CrixFQQLQHdul3/QvX777/LVVddFa1qqSeNAjrLqkSJEvL666+nsSRut4uAznzs0aOH2bHHLm2iHSkL6Pbg+j4cMWKE1K1bN+WLOYsAAgggEFEBn88nOhv98ccfl44dO0a0Li8UPmXKFHn11Vfll19+4Y+kXhhw+uhKAQJXrhxW73bqvvvuM8Er1q474zWwa9cuueGGG2TLli0mqbczWk0rUxM4f/68FCtWTEaOHCl33313apdz3gYCn3/+uXTv3l1+++03tge3wXjQBAQQQGDFihXm/6Fr166VokWLAhKigO46XqZMGdEdG/nDTIiI3IaADQQIXNlgEGhC+AR0SnXNmjVNIIRZV+FzjVRJugtktmzZZPjw4ZGqgnJjJDBu3DgZNmyY/PTTTyZZe4yaQbUBCGigsWzZslKqVCnz1/169eoFcBeXIIAAAghEWuDFF1+UVatWycKFC/mjQojYTZs2lbx588ro0aNDLIHbEEDADgIEruwwCrQhrAJt27aVLFmymCUvYS2YwsIqsH79ernllltk69at5h8UYS2cwmIu4A+G6JJBzSnBYV8B3dFTZ8c98cQTJqdKgQIFpFevXkIAy75jRssQQMAbAmfOnDFLBvX3M3kjgx9zzRX2yiuvmFxh2bNnD74A7kAAAdsIELiyzVDQkHAJ6PKz0qVLy+rVq6VkyZLhKpZywixQv3590USZ+gGZw50Cs2fPli5dusjmzZslc+bM7uykw3t18uRJKV68uEycOFHuvPNO0d2sxo8fL/379zfLdwlgOXyAaT4CCDheYM2aNXL77bfL0qVLzexYx3coSh3QDZsqV64sn332mdx2221RqpVqEEAgUgIEriIlS7kxFdCp1ZqkXf9nxWE/gW+//VYeeOABsyUxfwGz3/iEs0W1atUy23k/99xz4SyWssIkoLtW6Rbh8+fPT1AiAawEHPyAAAIIxFRgyJAhMnjwYLNsMHfu3DFtixMq/+eff6RatWqiuW81KTsHAgg4X4DAlfPHkB4kIXD06FGTHHrWrFkm51USl/BUjAR0CVmVKlVMLp0nn3wyRq2g2mgJaHLZBg0amKTfefLkiVa11BOAwP79+83mCIsWLZIKFSokeQcBrCRZeBIBBBCIukD79u3NDOZvvvmGnfFS0Nddchs3bixZs2aVqVOnpnAlpxBAwEkCBK6cNFq0NSiB999/X9566y35+eefzf+8grqZiyMmoEuQdAez77//XjJmzBixeijYPgK6nfexY8dk2rRp9mkULZFGjRrJ1VdfbZLop8ZBACs1Ic4jgAACkRU4e/as3HHHHWb37DFjxkS2MgeXrjvkLliwQJYtW2Zy3jq4KzQdAQTiCRC4iofBQ/cJ6EwPzd/y3nvvua9zDuyRf9dHnYVzww03OLAHNDkUgePHj5u8HBpIvv/++0MpgnvCLPDBBx9Inz59ZN26dWZnz0CLJ4AVqBTXIYAAAuEXOHjwoFSvXl1atGhhchGGvwZnl6j/zhg6dKjovzMLFSrk7M7QegQQSCBA4CoBBz+4TWDv3r3mA/P06dOldu3abuueo/qjfynUZOwPPvigdOvWzVFtp7FpF9CtvDXXxMaNGyVfvnxpL5ASQhbYvXu3lCtXTjR5fs2aNUMqhwBWSGzchAACCKRZQH+Ha7JxglcJKf1Bq++++8780TrhWX5CAAGnCxC4cvoI0v5UBT766COTmHH9+vVCIvBUuSJ2wWuvvSaal2HJkiWSPn36iNVDwfYV6Nixo+zZs0c09xxH7ATq1q0rZcqUkXfeeSfNjSCAlWZCCkAAAQSCFiB4lZCMoFVCD35CwI0CBK7cOKr06SKBZs2ameUwkyZNuugcT0ReQLdw1nw6q1ev5q9gkee2bQ0nTpwwM310h0ENYnFEX2DQoEEyduxYWbt2rVx66aVhawABrLBRUhACCCAQkIA/eHXnnXeK7jroxbyhmoj9pZdeEv0jNTOtAnrZcBECjhUgcOXYoaPhwQjoLoO6TO2xxx6TF154IZhbuTaNAtu3bze7CA4bNkxatmyZxtK43ekCmlNJl+3OmDHDLHVwen+c1P558+aZpbrLly+PWI45AlhOekXQVgQQcLrAX3/9JfrH2cyZM5sNUHLlyuX0LgXc/n/++cf8P03TguhMbnJaBUzHhQg4UoDAlSOHjUaHIrB582a5+eabZeLEidKwYcNQiuCeIAX+/fdfY96kSRPp3bt3kHdzuVsFNGjVoUMHWblypVx77bVu7aat+vXbb79JjRo1RGed1q9fP+JtI4AVcWIqQAABBIyA/r598sknZfHixSZ3YalSpVwv88cff8g999wj2lfdbCRr1qyu7zMdRMDrAgSuvP4K8Fj/58+fb3Y106VrpUuX9ljvo9tdn88nTZs2lQwZMshnn30m6dKli24DqM3WAm+88YZ88sknZuefHDly2LqtTm/ckSNHzIzTdu3ayfPPPx/V7hDAiio3lSGAgIcFBg8ebP5IqPme2rdv71qJjz/+WJ5++ml56qmnTA5b/n3p2qGmYwgkECBwlYCDH7wg8O6775qtcn/44QfJmzevF7ockz726NFDvvrqK9FlSdmyZYtJG6jU3gK6y6DmvZo5c6Ync3NEY3Q0cNSgQQMpUKCAmW0ajTqTqoMAVlIqPIcAAgiEV0D/bdumTRszm3ncuHFSsGDB8FYQw9J0WaTOLFuzZo2MHz9e6tSpE8PWUDUCCERbgMBVtMWpzxYC+leab7/91nzlyZPHFm1yUyN0WeD7778vOrOtSJEibuoafQmjwKlTp0STyubPn1+mTJlC8CqMtlqUBovuvfdeOX78uGh+K82BEuuDAFasR4D6EUDA7QL6/1b94+GHH34oAwcOlLZt2zp+1vvUqVPNDCtNPaE74jJT2+2vYvqHwMUCBK4uNuEZDwjoMrbOnTubfAAawCJ4Fb5B9wetdHeXa665JnwFU5IrBTQPWr169QhehXl04wet5s6da7v8HwSwwjzgFIcAAggkEliyZIk88cQTZgdZXT6ofyhy2rFs2TKzqdKBAwdk+PDh5t8LTusD7UUAgfAIELgKjyOlOFCA4FX4B42gVfhNvVAiwavwjrLdg1bxe0sAK74GjxFAAIHwCpw/f94sq3vttddMblcNYFWoUCG8lUSgtF9//VW6d+8uuvSxZ8+eJgCXKVOmCNREkQgg4BQBAldOGSnaGRGB+MGrb775RvLlyxeRerxQqP6jaMKECcJMKy+Mdvj7GD94pYlXL7nkkvBX4oEST58+LS1bthTdJtyOM62SGwICWMnJ8DwCCCCQdoGTJ0+K5ngdMGCAVKxY0aw60F35dAMduxz6b3LNjTps2DDRmVZdunQxs60uu+wyuzSRdiCAQAwFCFzFEJ+q7SGg/6N87rnnZNq0aTJr1izzP3R7tMwZrThz5ozobmUrVqyQr7/+muWBzhg2W7ZSg1eNGzcWfU3NmDGDzROCHKW9e/eK5v/IlSuX8XPi9uAEsIIcdC5HAAEEghDQ/89OmjTJLLvTP3BosvNHHnkkpkncdRng5MmTZcSIESYXV8eOHU1erpw5cwbRMy5FAAG3CxC4cvsI07+ABcaMGWP+sjN27FiT0DjgGz184f79+6Vp06YmSaYmzrziiis8rEHXwyFw7tw5s831nDlzTCC5fPny4SjW9WWsWrXKBK10p0b9i7qd/ooeCj4BrFDUuAcBBBAIXEBzvGqw6Msvv5RSpUqZPxzpHz/KlCkTeCEhXrl582azo7D+wXjt2rUm/5YG0TTnZbp06UIsldsQQMDNAgSu3Dy69C1oAU1k2aJFC/MXKF36xv88kyf86aefzD9ymjVrJoMGDXL8B+Xke8qZWAiMGjXK7Iqku1Pqa4wjeQHdkVH/wT948GDzV+rkr3TeGQJYzhszWowAAs4S0GWEOmNeg0j6R6Ps2bNLtWrVpFKlSubrpptuStMuflq+/ptx9erVon9k+fHHH+Xvv/+W+vXrmz+43H333Wkq31natBYBBEIVIHAVqhz3uVZg+/btouv+r732WtHZV+w4ePFQjxs3Trp162a2WX788ccvvoBnEAiDgOZLu/fee+Wxxx4TTfxP3quEqJrP6uWXXxbNCTZ9+nSpUaNGwgtc9BMBLBcNJl1BAAHbCmgydw0u6Zc/0LR161YpVKiQFChQIMGXzrLPmDGj+dLZ0vp1/Phx2bNnj+jSdf/Xzp07zb+p/YGwypUrS9WqVYVk67Z9GdAwBGwpQODKlsNCo2ItoDkAnn32WZk9e7aMHDmSGR//GxD9x4jms9q2bZt8+OGH5i9ysR4r6ne3gAaS27RpI4cPH5aJEyc6YjekaIyIfqho3bq1yUsyfvx4KVy4cDSqjXkdBLBiPgQ0AAEEPCag/ybesmVLXCDKH5g6duyYCVZpsEuXp2sQSxOpJw5wlShRQshX5bEXDd1FIAICBK4igEqR7hHQ3U00UFOrVi2zy4kmPfbqock8n3nmGZPEs3///pIlSxavUtDvKAvoBgpDhw6VV1991QSUdZaR/gPZi4cGbnT2me66pO/DJ554wpNLmglgefHVT58RQAABBBBAwKsCBK68OvL0O2CBo0ePmi15v/nmGxkyZIjJgRXwzS64UGe8aMBq/fr1MmHCBLn11ltd0Cu64EQB/Yuvzr7SXQc1B5YuN/DSoTt3dujQQS6//HLzXtTlzF4/CGB5/RVA/xFAAAEEEEDACwIErrwwyvQxLAK6bLBr164m59Xbb78tt9xyS1jKtWshujSrT58+ovmsHn30UfNYE3ZyIBBLAV2S8N5775nX45133in9+vWTYsWKxbJJEa9bA3Y9evSQxYsXS69evaRz586enGWVEjQBrJR0OIcAAggggAACCDhbgMCVs8eP1kdZ4OzZs2amxxtvvGHyO7355ptmC+EoNyOi1Z06dcoEBjQ4V7duXenbt69JqhnRSikcgSAFNLCqQasxY8aYWVg9e/Z03UYKBw4ckNes3U01+XqnTp2ke/fu5AlJ5XVCACsVIE4jgAACCCCAAAIOFCBw5cBBo8mxF/jnn39EAzu6dLBx48ZmKaHuluLk48iRI6JJnt99910pWbKk6Z9ugcyBgJ0FduzYIRq00hmRmu+pY8eOUqRIETs3OdW2/fnnnzJixAgTlGvevLnJaaU7OnEELkAAK3ArrkQAAQQQQAABBOwuQODK7iNE+2wtsG/fPpM0euzYsWa5ki7hadmypVxyySW2bnf8xmnuKk18/cknn5j8VZrP6o477oh/CY8RsL2Avo4HDx4s06ZNM6/fp556Sm6//Xbbt9vfQE1AP3/+fJN0/bvvvpP77rvPJKIvXbq0/xK+hyBAACsENG5BAAEEEEAAAQRsJkDgymYDQnOcKaDJojXwowGgXbt2mZ0INYBVrlw5W3ZIE87PmTPHzOjYuHGjyWGlM1VI9mzL4aJRQQgcPHjQ5GUbOXKkZMuWzczCatasmdh1xtLOnTtl+vTpZgmyLkXW9+Fjjz0mV1xxRRC95tLUBAhgpSbEeQQQQAABBBBAwL4CBK7sOza0zKECuvOX5t354osv5LLLLjNLCXU5Yc2aNSVDhgwx65V+QJ41a5bMnDlTli9fLlWrVpWHH35YHnroIcmaNWvM2kXFCERCQJO463tQd8LUHUFvuOEGadKkiXk/li1bNhJVBlzmunXrzPtQ34tbt24VTTKvGyA0aNBA0qdPH3A5XBi8AAGs4M24AwEEEEAAAQQQiLUAgatYjwD1u1ZAPzgvW7YsLlikebH0A2qVKlVE82FVrFgxYgEjXXakH4hXrVolq1evliVLlshvv/1m6tcP7w0bNpTcuXO71p6OIRBf4OTJk/L111+b96LONMyZM6dZTqjvw8qVK0uZMmUkY8aM8W8J22OdRbVhwwbzPtT34oIFC+Tff/+VRo0amUCa/k7IkiVL2OqjoMAECGAF5sRVCCCAAAIIIICAHQQIXNlhFGiDJwT0w+vChQvjgkl//PGHXH/99SaIpXls8ufPLwUKFDBfBQsWlOzZs6focu7cOdm/f7/s3bs37ksTVeuH459++knSpUsnmlxdP5zffPPN5oM6H5BTJOWkBwT8AeWlS5fGvRd1h8Ly5cub90rx4sXj3of+92PmzJlTlDl9+nTce9D/fty2bZspX3NvaZBY34f6VatWLfN+jOXsyxQ747GTGsB6//33pX///mY5aa9evcxuqh5joLsIIIAAAggggICtBQhc2Xp4aJybBY4dOyZr1qwxgabNmzcn+OB76NAhk5/nyiuvNMsLM2XKZJYQ6ewNDVidOnVK/v77b7n00ksTfMjW3dQqVKhgZpEUK1bMzXz0DYGwCegmCzo7Ud+PuqOfP/ik3/V9qu9DDSTrrCx9L+qMRn0f6pfOpNTAl87i8ge69Lvmi/MHq/Llyxe2tlJQZAQIYEXGlVIRQAABBBBAAIFwCBC4CociZSAQZgH9EKWzqY4cORL3AfnChQvmg7N+eNaZUzpDSz8scyCAQOQEdJmhBrB0eZ8/WKW16ftQv3LkyGHei+SJi9wYRLNkAljR1KYuBBBAAAEEEEAgMAECV4E5cRUCCCCAAAIIeESAAJZHBppuIoAAAggggIAjBAhcOWKYaCQCCCCAAAIIRFuAAFa0xakPAQQQQAABBBC4WIDA1cUmPIMAAggggAACCMQJEMCKo+ABAggggAACCCAQdQECV1Enp0IEEEAAAQQQcKIAASwnjhptRgABBBBAAAGnCxC4cvoI0n4EEEAAAQQQiKoAAayoclMZAggggAACCHhcgMCVx18AdB8BBBBAAAEEQhMggBWaG3chgAACCCCAAALBCBC4CkaLaxFAAAEEEEAAgUQCBLASgfAjAggggAACCCAQRgECV2HEpCgEEEAAAQQQ8K4AASzvjj09RwABBBBAAIHICRC4ipwtJSOAAAIIIICABwUIYHlw0OkyAggggAACCERMgMBVxGgpGAEEEEAAAQS8LEAAy8ujT98RQAABBBBAIFwCBK7CJUk5CCCAAAIIIIBAEgIEsJJA4SkEEEAAAQQQQCBAAQJXAUJxGQIIIIAAAgggkBYBAlhp0eNeBBBAAAEEEPCqAIErr448/UYAAQQQQACBmAgQwIoJO5UigAACCCCAgEMFCFw5dOBoNgIIIIAAAgg4W4AAlrPHj9YjgAACCCCAQHQECFxFx5laEEAAAQQQQACBJAUIYCXJwpMIIIAAAggggIARIHDFCwEBBBBAAAEEELCBAAEsGwwCTUAAAQQQQAAB2wkQuLLdkNAgBBBAAAEEEPCyAAEsL48+fUcAAQQQQACBxAIErhKL8DMCCCCAAAIIIGADAQJYNhgEmoAAAggggAACMRcgcBXzIaABCCCAAAIIIIBA8gIEsJK34QwCCCCAAAIIuF+AwJX7x5geIoAAAggggIALBAhguWAQ6QICCCCAAAIIBC1A4CpoMm5AAAEEEEAAAQRiJ0AAK3b21IwAAggggAAC0RcgcBV9c2pEAAEEEEAAAQTSLEAAK82EFIAAAggggAACDhAgcOWAQaKJCCCAAAII2EngwoUL8tdff8nevXsv+jp69KicPXvWfJ0/f14yZMggGTNmNF85c+aU/PnzS4ECBRJ85cuXz5y3Ux+d1BYCWE4aLdqKAAIIIIAAAsEKELgKVozrEUAAAQQQ8JCABqE2bNggq1evNl+rVq2STZs2Sfr06S8KQmlQ6sorr5RMmTLFBas0eKVlnDt3TjSo5Q927du3L+7x6dOnpWTJklK5cmWpVKmS+V6+fHnJkiWLh6TT3lUCWGk3pAQEEEAAAQQQsJ8AgSv7jQktQgABBBBAIGYCGmhatmyZzJ4923xfv369CUYlDirlzZs3bG3UgJbWo0ExDZDp9507d8oNN9wg1atXl0aNGskdd9whmTNnDludbi6IAJabR5e+IYAAAggg4D0BAlfeG3N6jAACCCCAQAKBkydPyvz582XmzJkyZ84c0SV9jRs3lttuu83MftKlfNE+jhw5YoJYS5culVmzZskff/whdevWlSZNmkjDhg3l8ssvj3aTHFcfASzHDRkNRgABBBBAAIEkBAhcJYHCUwgggAACCLhdwOfzyddffy1jxowx33V2kwaFNGBVtmxZ23X/zz//NAEsDa6tXLlSatSoIY8//rg0b97cLE20XYNt1CACWDYaDJqCAAIIIIAAAkELELgKmowbEEAAAQQQcK7AsWPHZMKECTJixAjRJOtPPvmktGzZUgoXLuyYTh06dEg+//xz04f9+/dL+/btpUOHDibnlmM6EYOGEsCKATpVIoAAAggggECaBQhcpZmQAhBAAAEEELC/gCZUHzp0qEyePNnMVurcubPcfffdJsm6/VuffAu///57GTZsmMnJpUsIn3rqKdO/5O/gDAEsXgMIIIAAAggg4CQBAldOGi3aigACCCCAQJACusTu5Zdfli+//FLatm0rnTp1kuLFiwdZiv0v15lXo0ePllGjRpmljm+99ZZUqFDB/g2PYQsJYMUQn6oRQAABBBBAIGABAlcBU3EhAggggAACzhHQ5XRvvPGGjB8/Xh577DF55ZVXzO6AzulBaC3VRPPvvvuuDBgwQBo0aCB9+vSRokWLhlaYR+4igOWRgaabCCCAAAIIOFSAwJVDB45mI4AAAgggkJTAqVOnTODm7bfflvr165vAzTXXXJPUpa5+7uDBg6bvGrjTJO4auMuVK5er+5zWzhHASqsg9yOAAAIIIIBAJAQIXEVClTIRQAABBBCIgcB3330njz76qFx77bWigauKFSvGoBX2qtK/VHLBggUmx9f9999vrwbasDUEsGw4KDQJAQQQQAABDwsQuPLw4NN1BBBAAAF3COjyuB49eshHH30k7733njz88MPu6FgYe7Fw4UIT1KtSpYqMHDlScufOHcbS3VkUASx3jiu9QgABBBBAwGkCBK6cNmK0FwEEEEAAgXgCuqtemzZtTML1cePGSYECBeKd5WF8gePHj0vXrl3liy++MEncmzZtGv80j5MRIICVDAxPI4AAAggggEBUBAhcRYWZShBAAAEEEAivwLlz58xugWPGjJGBAweaBOzhrcG9pekOi+3atZPbbrvNzL7KkSOHezsbxp4RwAojJkUhgAACCCCAQMACBK4CpuJCBBBAAAEE7CFw+PBhadGihWggYfLkyVKkSBF7NMxBrThy5Ii0b99efv31V5k9e7bJC+ag5se0qQSwYsqfoHKfzyfbtm2TTZs2yZ49e2Tv3r1xX/v375fTp0/L2bNn5cKFC5IxY0bzpYFanZkZ/0t/h5QvX17y5MmToHx+QAABBBBAwA4CBK7sMAq0AQEEEEAAgQAFfvnlF7nnnnvk1ltvNbOFLrnkkgDv5LKkBHr37m2Stk+bNk1q166d1CU8l4wAAaxkYCL49N9//y1LliyRVatWyerVq2XNmjWmtnLlyknBggUTBKPy588vWbJkMcGqDBkyiM7S1CCWLpmNH+DSxzt27JCNGzdKvnz5pFKlSlK5cmXRfHA1atSQzJkzR7BHFI0AAggggEDqAgSuUjfiCgQQQAABBGwhMHfuXHnkkUfk1VdflWeeecYWbXJDI2bMmGGWWvbv31+eeOIJN3Qpqn0ggBVZbp1RNXPmTJk1a5YJVmlgSYNK+l2/ihcvLunSpUtzI3Qc161bZ+rQoNiKFStk586dUq9ePWncuLE0bNhQLr/88jTXQwEIIIAAAggEK0DgKlgxrkcAAQQQQCAGAgMGDJA333zTLA2sW7duDFrg7ir1A7vOZGvQoIGZgaUzVDiCEyCAFZxXSlfrzCrdbEF3Ct21a5fcfffd0qRJE6lfv77kzJkzpVvDeu6PP/4wATMNnK1cuVJq1qxpgry6VDlTpkxhrYvCEEAAAQQQSE6AwFVyMjyPAAIIIICATQR0htWkSZNk3rx5ct1119mkVe5rxl9//SWNGjWSYsWKGW+CV6GNMQGs0Nz0Lp3pNHToUJk+fbrcddddZhOB22+/XeywJPjgwYNm5teIESNE82dpjrgOHTqILknkQAABBBBAIJICBK4iqUvZCCCAAAIIpFFAg1Y66+Lbb7+Vq6++Oo2lcXtqApr/RwMG1157LcGr1LBSOU8AKxWgeKd1p0vNt6YznB5//HF58sknpXDhwvGusNfD5cuXy7Bhw+SLL74wywhfe+01KVGihL0aSWsQQAABBFwjQODKNUNJRxBAAAEE3CZA0Co2I0rwKrzuBLCS99Qk6y+88IL8/vvv0qtXL3n44YcdlQxdZ14NGjRIRo0aJa1atTL59/LmzZt8hzmDAAIIIIBACAIErkJA4xYEEEAAAQQiLUDQKtLCKZdP8Cpln1DOEsD6/2o6s6pHjx6yYMECefHFF+Xpp5+WSy+99P9f4LBHmoerZ8+eZilh165dpVu3bpI1a1aH9YLmIoAAAgjYVYDAlV1HhnYhgAACCHhWoF+/fiYxM8sDY/sS8Aevrr/+evnggw9i2xgX1e7lAJbP55MhQ4aYmUm6JPDll1+WXLlyuWZ0169fL88//7yZQTZhwgS55ZZbXNM3OoIAAgggEDsBAlexs6dmBBBAAAEELhKYMWOGSXisW9FrknCO2AocPXpUqlatanZS0yVdHOET8FoA688//5S2bdvK4cOHZeLEiVKhQoXwYdqsJA306syrNm3aiAbinTybzGa0NAcBBBDwpACBK08OO51GAAEEELCjwLp166R27dqiwavbbrvNjk30ZJu2bNki1atXN8GGhg0betIgkp32QgBr9OjRZklgp06dTC4rO+wSGMkx1bJ3795tAr47duwwGx1Urlw50lVSPgIIIICASwUIXLl0YOkWAggggICzBP766y/RD3bdu3c3O4o5q/Xub+38+fPl/vvvl6VLl0rp0qXd3+EY9NCNASzt0xNPPCFLliyRyZMnS5UqVWIgG9sq/UG79957T1q3bh3bxlA7AggggIAjBQhcOXLYaDQCCCCAgJsE9MNtnTp1pFy5cjJixAg3dc1VfXn33Xdl6NCh8uOPP8qVV17pqr7ZqTNuCWBpMLpZs2Zml8Bp06a5KpdVsK8Xfc80adJEHnzwQXn77bclffr0wRbB9QgggAACHhYgcOXhwafrCCCAAAL2ENDlQ7/++qvorJ6MGTPao1G0IkkBTai9c+dO+frrryVdunRJXsOT4RFwcgDr559/lsaNG0uDBg1MMnbe1yJ79uwxJnnz5pUpU6ZIzpw5w/NCoRQEEEAAAdcLELhy/RDTQQQQQAABOwtosOqhhx6SjRs3ylVXXWXnptI2S+DMmTNSsWJF6dixo2jAkSPyAk4LYC1fvlwaNWokffv2ZdlvopfHqVOnTIL6zZs3y8KFCz09Cy0RDT8igAACCKQgQOAqBRxOIYAAAgggEEmBY8eOSdmyZWXgwIHSsmXLSFZF2WEUWL16tdxxxx2yZs0adn4Mo2tqRTkhgOUPWo0cOVLuu+++1LrkyfMXLlwQnbmos9K++eYbgleefBXQaQQQQCA4AQJXwXlxNQIIIIAAAmETePTRR+XEiRMyderUsJVJQdER6NmzpyxevFi+++478vVEhzyuFrsGsPxBq1GjRhGIjhutpB8QvErahWcRQAABBJIWIHCVtAvPIoAAAgggEFGBuXPnmq3iN23aRKLviEpHpvCzZ8+aXSB1l7Rnn302MpVQaooCdgpgrVixQurXry8ErVIcsgQn4wevFi1aJJdffnmC8/yAAAIIIICAX4DAlV+C7wgggAACCERJ4MiRI1K6dGnR5USawJnDmQLr1q2TWrVqyapVq6RkyZLO7IQLWh3rANaOHTukSpUqMmjQIJOvzgWkUeuCBq8efvhhOXTokHz55ZeSIUOGqNVNRQgggAACzhEgcOWcsaKlCCCAAAIuEejWrZvoh91p06a5pEfe7cYrr7wi69evl9mzZ3sXwSY9DzaAde7cObMzZFqCJbrUt0aNGtKwYUPp06ePTSSc1YzTp0/LrbfeKjfffLMMHjzYWY2ntQgggAACUREgcBUVZipBAAEEEEDg/wQ0YKUJ2deuXUtibxe8KP755x8zjtOnT5dbbrnFBT1yfhcCDWD5fD556aWXpF+/fiaAFWzP9f7mzZub23T806VLF2wRXP8/gX379pmlt7179xbN/ceBAAIIIIBAfAECV/E1eIwAAggggECEBVq1aiU5c+aUoUOHRrgmio+WgI7l5MmT5YcffohWldQTgEAgASzdHVJnTYUydq+99pp8/vnn8v3330u2bNkCaBGXpCTg361Tlwzq7CsOBBBAAAEE/AIErvwSfEcAAQQQQCDCApoTSZfEbN26VfLkyRPh2ig+WgKaqP2GG26Qt956K24GTrTqpp7UBVIKYL3++uuiASid6aM7RQZ6aDL2u+++W3766Se55pprAr2N61IR+OCDD+SNN94wy28JBqaCxWkEEEDAQwIErjw02HQVAQQQQCC2AvXq1ZOaNWuK5kXicJfAp59+asb1l19+kYwZM7qrcy7pTVIBrBIlSpilnpdccom8++678uSTT6ba21OnTkn58uVFc9W1a9cu1eu5IDiBe+65RwoXLizDhw8P7kauRgABBBBwrQCBK9cOLR1DAAEEELCTwOLFi+WBBx6Qbdu2SdasWe3UNNoSBgHNd1S1alV5/PHHpX379mEokSIiJZA4gKXBxmPHjknmzJll0qRJcu+996ZY9bPPPiu//vqrzJs3L8XrOBmawP79+6VMmTIydepUuf3220MrhLsQQAABBFwlQODKVcNJZxBAAAEE7CrQtGlTE9jo3r27XZtIu9IoMGPGDLPcbNOmTWksidujIaAJwTt27CgzZ86Mq06DV7pD5F133RX3XPwHS5culcaNG5ulbIUKFYp/isdhFJgyZYr06NFDNmzYIDly5AhjyRSFAAIIIOBEAQJXThw12owAAggg4CiBnTt3SqlSpWT79u2SO3duR7WdxgYucP78eZPvSPP01KlTJ/AbuTKqApqIvW7duqI7QqZPn14uXLiQoH5dNqgzJKtVq5bgeb1Olwh26dLFzKxLcJIfwi7QpEkTuf766+XNN98Me9kUiAACCCDgLAECV84aL1qLAAIIIOBAAZ1ldeDAAZkwYYIDW0+TgxHo37+/rFq1SnT2FYf9BHTG1Ny5c2X06NGSPXt2E7Q6dOiQnDlzxiwV1BbrYz1GjRolHTp0MI/1PxqQHDRokPz8888m4BV3ggcREdiyZYtUqlRJdCkns9siQkyhCCCAgGMECFw5ZqhoKAIIIICAEwVOnz5tEg1//fXXUrFiRSd2gTYHIXDw4EEpWrSo+bBdpEiRIO7k0lgK6OyrvXv3yp49e0RnSH788ccmAKm7Requg7obaMmSJU3AS3cT5IiOgC7l1N+h48ePj06F1IIAAgggYEsBAle2HBYahQACCCDgFgGdpaGzO3R5Eoc3BFq3bi0FChQQnX3F4VyB+EncK1SoYJYWLlq0yLkdcmDLdaaqBgyXL19uErY7sAs0GQEEEEAgDAIErsKASBEIIIAAAggkJ6A7zWlOnIceeii5S3jeZQKrV68WnZWjyb8zZszost55rzs6i65EiRKyYMECs3TNewKx7bHOeFu7dq3MmjUrtg2hdgQQQACBmAkQuIoZPRUjgAACCLhdQJcc6VIj/eCbJUsWt3eX/sUTuO6662TEiBFy++23x3uWh04UGDJkiMmLpct9OaIvcOTIEdFlt5pbrFixYtFvADUigAACCMRcgMBVzIeABiCAAAIIuFVg6NChsnDhQpk5c6Zbu0i/khF44YUX5NSpU6KvAQ7nCvh8PhN8HjBggDRq1Mi5HXF4y9u3by85cuSQd955x+E9ofkIIIAAAqEIELgKRY17EEAAAQQQCEDgjjvukIcffljatGkTwNVc4iaB77//Xu6//36T6NtN/fJaX+bPny9PPPGEbNu2jZ0EYzj469evl9q1a8vu3bsla9asMWwJVSOAAAIIxEKAwFUs1KkTAQQQQMD1AkePHpX8+fPLrl27JHfu3K7vLx1MKHDhwgWToP3LL79kN8mENI76SWdZ1apVS55//nlHtduNjdVx0D8E6OwrDgQQQAABbwkQuPLWeNNbBBBAAIEoCXz88ccyZswYWbx4cZRqpBq7CbRr184EL3v37m23ptGeAAT27t1rkrJr8DlXrlwB3MElkRSYOnWqDBw4UFatWhXJaigbAQQQQMCGAgSubDgoNAkBBBBAwPkCLVu2lGrVqknXrl2d3xl6EJLA3Llz5aWXXpJ169aFdD83xVZg1KhRMmfOHPMV25ZQuwqcPHlS8uTJI5s3b5ZChQqBggACCCDgIQECVx4abLqKAAIIIBA9gauuusokZi9Tpkz0KqUmWwlocvacOXPKgQMH5IorrrBV22hM6gL16tWT5s2bi86c47CHwD333CN169aVTp062aNBtAIBBBBAICoCBK6iwkwlCCCAAAJeEti5c6eUKlVKjh07JhkyZPBS1+lrIoEbb7zRLG+68847E53hRzsLHD9+XDT4vH37dvPdzm31UtvGjx8vn3zyiWjSfA4EEEAAAe8IELjyzljTUwQQQACBKAnMmDFDBg8eLEuXLo1SjVRjV4HHHntMihcvLj169LBrE2lXEgKaT+m9994T3R2Swz4Cf//9txQpUkT2799vZjPap2W0BAEEEEAgkgIEriKpS9kIIIAAAp4U0LxGukxMg1cc3hbQPEkLFiyQ6dOnexvCYb1v06aNXH/99dK9e3eHtdz9za1Ro4bJHajLODkQQAABBLwhQODKG+NMLxFAAAEEoiigy8Latm0rDz74YBRrpSo7CqxevVqaNWsmunyUwzkCutR35MiRcuuttzqn0R5pabdu3cwS7LfeessjPaabCCCAAAIErngNIIAAAgggEGaBXLlyyYoVK6RkyZJhLpninCbw33//SY4cOWTXrl2SN29epzXfk+39559/RN/Dhw8fNmPnSQQbd1pzXI0ZM0YWLVpk41bSNAQQQACBcAoQuAqnJmUhgAACCHheYMeOHVK2bFmTmD1dunSe9wBA5KabbpJ+/fqZ3dDwsL/A4sWL5cknn5RffvklrI09d+6cZMyYMckyUzqnN5w9e1YyZcp00b3nz5/33AYQv//+u3lPHTlyRPgde9FLgicQQAABVwoQuHLlsNIpBBBAAIFYCWhC9ieeeEI2bdoUUBO++OIL2bx5c4Jr8+fPLw899FCC51L64ccffzSJ4H0+X4LLdElNpI/333/ffMA/ePCgHDp0SF544QWpVatWpKt1VPm6VLBBgwaiido57C8wcOBAWb9+vXz44YdpaqzO3Pr0009F35/6tXHjRsmcObNcd9110rp1axMc02CUziB65513ZNWqVQnq0/dTz5495bvvvjO/Iy699FIpU6aMdOrUSVq1aiXDhw8356ZNm5bgvkj9sHLlSpP3K2fOnAFXEco9gRSuM+J++OEHYxnI9VyDAAIIIOBsAQJXzh4/Wo8AAgggYDMB3Y1s3LhxJiF3IE3T5N1z5swxH0y3bdsWd8uaNWukYsWKcT+n9KBAgQKyb98+c8lll10mVatWlezZs5uE4JGekaAfrOfOnStr16419euH6BYtWqTU3JDO/fzzz9K/f3/z4V6X3RUqVEhuvvlm6dKli+lvUoXqLJYBAwbEte+SSy4xO/w98MAD0qFDB8mWLVtSt4kGEwcNGiQbNmyQM2fOyDXXXGOCTp07dw5pdoved9VVV5kgRJIV8qStBDRorO8hfW2FeixbtswEl/7880/RfFnPPfec3HjjjXL69GkTxNKNG66++moZOnSo3H777VKwYEETLPPXp++n+vXrm0CXBrX0ta4bPsyfP1/eeOMNqVatmnzzzTdSu3ZtmTVrlv+2gL+H8t7Q17C+7+rVqydXXHGFaCAtffr0F9WZJUsW0eT2+rsnlHsuKjCJJzSPoAaC77///iTO8hQCCCCAgOsErL/OciCAAAIIIIBAmASsgIfPmg0RdGnW7AqdLhX3ZS1VCqgM6wOyz/qgGHff2LFjA7ov0IusmWM+60N2qpdbyyNNG6zAVarXBnvB+PHjfVmzZvW1bNnSZ81g8VmBJZ/1gdXUZy298iVV59GjR32VK1f2FS9e3Pf666/7rFkrvmHDhvny5Mlj7qtZs6bPmhFzUVN69+5tzluz5nxahrVEyzdixAhfhgwZfHXr1jU/X3RTKk/07dvXp+VxOEPA2rXON3v27JAae+HCBV+PHj18VkDHvC8/+OADn7Wc76KyrPxZvnvuuce81vR9r+8f/2EFt3ylS5f2XX755b69e/f6n477bs3Q9FkBIXOvlhHsEcp7I/Hvp/i/qxI/1veY9jmUewLtS7t27XxvvvlmoJdzHQIIIICAwwXE4e2n+QgggAACCNhKwFqe5+vevXtIbdIPqvfdd5/5QGotx/GdPHky1XKsmQ2+p556Ku4DsDUjI9V7grlgypQpPmtntVRvueOOO0wbkgoipXpzChds2bLFBACsWSYXXWUtmTJ1avDq66+/TnD+8ccf91lLLn1//fVXguetWW0+a1aaue+WW25JcG758uU+a5aI77bbbvNpACL+ocEv/YCu34M9JkyYYIIUwd7H9bERsGbY+azdIEOqfPTo0eZ1ooGrefPmpViGNYPKZ23gYK6PH7iylg6a555//vlk77eWJJtrQglchfLe0AC5vv61X9ZsTp/+ftLfV/G//AGsGTNmmHaHck+yHU50olevXj5rRlyiZ/kRAQQQQMCtAgSu3Dqy9AsBBBBAICYCDz74oG/IkCEh1a0fAjXw5P8AOGnSpBTLOX78uC9fvnw+/4dYvS/cgatnn302poGrZ555xnhYy6IusrDyapmZWNpva/lf3HkrabO5R2dIJTWrysrDFWess1f8x1133WWenzhxov+puO8680VnXWnQy9opMO75QB5oUK1SpUqBXMo1NhCwlsAlOdMptabt3LkzLijatm3b1C43561E8OY1Fz9wpcFvfU3rTL2UjgoVKgQdEA31vaEzOa3lk8nOONQgnPZBg2L+I5R7/Pem9l0DhNaS5NQu4zwCCCCAgEsECFy5ZCDpBgIIIICAPQSsnDO+zz77LKTGaODK2pXQp0uV9IOrlpXSoR/e9IOilQ/HXB/uwJUuWbLyZ8U0cKWzorRfGjDav3//RRzVq1c353XplP9YuHBhnIcGqRIfGkjSMvVLlwHqceLECZ+VONs8t2fPnsS3mJ912aHe8+233yZ5PrknrVxZxjG58zwfOQG13717d8AV6PI2DVAmtbwvtUKsnFRxrytr57vULo87r6+r+IErnUWprzNd6prSoYGtYGdchfLe0DZ07do1xdmGOuuzRIkSvn///TeuyaHcE3dzKg90ubCV9yuVqziNAAIIIOAWAQJXbhlJ+oEAAgggYAsB/QCqsyhCOfyBK11aph9cddna1q1bky2qSpUqvhUrVgQVuNLlh9buZr4//vjjouVw8SvSpXI6e0zbEepSQSsBdLIzNOLXldJjKxG0aYMGE7TNiY/4wQLNG6SHmmi79SupmS/WDm9x5/3Ljb788kvznJprXqukDn9AMaUlXEndd+DAAZ+VGD6pUzwXYQF9vfvHTZe96syglA59b2iwNthDX5v+15yVjD2o2zt27JggcDVmzJi4sqzk7cm+TzWAqstlgzlCeW9o+damE75169YlWZW+d/T1be2KmOB8KPckKCCFH6zNK3xFixZN4QpOIYAAAgi4SYDAlZtGk74ggAACCMRcwNrq3mdt0x5SO/yBK521kCNHDvPhVRM9J3WsX7/eV6ZMGXMqkBlXOltJl9NpbhprRzJfsWLFTB0vvfSST2dWxT9Gjhzps3Y5i/vwrPfozCf/1/Dhw+Nfbh7Hz3GlH6h1NsSVV15plvKVL1/ep7PDQjl+/fVX39NPP+2bPHlykrf7cwSpnX+WjAbdtI0628ragfCi+7Qsf5DB2rHNnLd2LDTPaTnJHU2bNjXX6BLEYA6dxaMBMY7YCFg7bsaNtyb5f/TRR30rV65MsjGalynYwJMWpIn//a8pa8fKJMtO7skFCxYkWOqqwWp9vfjL0/eSzuJMnK8tufJSej6U90ZK5elyXV2unNqyxvhlhHJP/Pv1sc5os3Y2TPw0PyOAAAIIuFSAwJVLB5ZuIYAAAgjERkADQolnHgTaEn/gSq/XXbP0g6vO/tCZS4kPDeb4d/tLLXClH1Y1eJQ7d26ffmjUQ5/r2bOnqUNnbvmDPnpOZ4zpbmg6W0nboMmq9Wf/lwaTEh/+wJXORipSpIhv7ty5pg4NmOn9Ws6SJUsS35amn3UGiP/DvS6vCvTwB6A0OPDnn3+a2zRAqGXlzZs32WL8ifM18BfMcezYMVN2UuMYTDlcG7qABoP8wWBN5q95rPR1qjvTaWDLf+juk+XKlfP/GPB3zQXnfy1q4vC0Htouf3nxv19//fUmKflvv/2W1iqSvD+p90aSF/7vSd0tU39HnTlzJqXLEpwL5Z4EBVg/6JJqHU8OBBBAAAFvCJg//1n/Q+RAAAEEEEAAgTAIWEEa+fzzz8UKFAVdmjWDQKxgjFgfqMWaESJWgMSUYeVzkYYNG8aVZ31IFK3Hyt8j1qwm+fnnn8VK1GzOW8nZ5c4774y7Vh9omf72jB8/XqyAlDlvBa/M81qOlZBcWrVqleC+cePGiRVAE2upoFgf6BOcS/yD1mklUDdPW8uRxErkHHeJtRxPrCVPcv/994u1XCvu+bQ+aNmypVi7GIrfrXDhwqkWac1Uk5tuukmsIJJYSbBlwIAB5p7OnTuLNUtLrNkjYgUykiznoYceEmu2llgzcmTTpk1JXpPUk9byNLFm+og1c0asxO5JXcJzURCwEvWLlYw/yZqsWYVSqFAhsQLPYuXEEmspWpLXJfekvqeswK45ra91fT2l9bBmQ8rbb78tVlD5oqKsoKt5zz7yyCMXnQv1ieTeG8mVp++BG2+8Ufr16yfW7MbkLkvwfCj3JCjgfz/oe1THyloKmtRpnkMAAQQQcJkAgSuXDSjdQQABBBCIrcC1114r1rIeqVixYtAN8QdgNHClh5UvS6ycO9KkSRMTDPMX+MkIHOlVAABAAElEQVQnn5ifrRwy5qnUAldbtmwRa6aGzrIWvUcDPv7jySeflFGjRomVZ8cEbvzP6/dQAlcNGjSQOXPmxC9GrJw9Yi2fMoGb5cuXJzgX6g8ff/yxPPzww5IpUyZjofWmdlhLIsVKeG1MNRinQT4rN4+5zUpyL++//35AgSu1tGadpVZd3Hlr6adYs0PESgovGnDgiI1A7969xcpvFhc8tGZdSfr06U2A2JpNZ4LBVq4q836wZjEG1Uj/+0hvGjhwoDz33HNB3Z/cxdaSOBOc1cDx999/Lxp88x/WzDGZPXu23H333f6nQv6e0nsjuUKtxPBiLXMUa1alaOAvkCOUe5IqV4OL+j7U9xYHAggggIAHBLwxsYxeIoAAAgggEB0B3Vkrufw5qbUg/lJBvXbQoEFmuZAubYq/o54uy9Od8fxHaksF9TpNSK5L9XSJoB5Hjx71WbNP4pYkWrOJzPPx/6Pb2Vv/FPJZQZ74Tyf52L9U8JVXXrnovCbF1nJS2yXtohuTeWL79u0mV5e6TJ8+PZmrLn5al1dqO2rVqpVg9zO98plnnjHn8uTJc/GN/3vGv1Qw2KVkR44cMWUnWzAnIi7gH19dIqivm7vuuss3c+ZMnzUDLkHd+h7x545LcCKVH/w50vT1ldROlqncHtBpXWpqBa9MPiytR780x1s4jpTeG0mVv3PnTp8V9Avod4P//lDu8d+b+Lsu8dXcexwIIIAAAt4QIMeVN8aZXiKAAAIIRElAEztbs4pCqi1x4Orvv/82u3XpB9S33nrLlKm7l2nOqPg5qQIJXOnNq1ev9mkOKm2j7tKnieSt5VHmA7DuIJj4CCVwNWLEiMTF+PyBq0qVKl10Ltgnjh8/7rOWRZqk79YSyoBv//DDD03Ca2t2ykVBKy3ktddeMw4pJWdv3ry5uaZmzZoB16sX6jiqN0dsBPQ1qe+h7Nmzm2BwSknONcBbvHjxoBtqzXwydWg9zZo1C+p+zVdVp06duHv0/ezPRRf3ZKIHL7/8clx9e/fuTXQ2uB9Te28kVZo1e83U/9RTTyV1OsnnQrknyYKsJ9UspXx0yd3H8wgggAACzhQgcOXMcaPVCCCAAAI2FdBZRfFnQwXTzMSBK7333nvvNR8QNcikhyZU1yBL/CO1wJXO1LCWMpnAje7E9d577/msvEumiNdff92UH0zgSmdOJD78M650R8LER7gCV5oAWuvR3QqD2blx3rx5PmtJoa9169a+s2fPJm6e+XnIkCHGQRO2J5dEvXbt2uaaxo0bJ1lGck/6Z4gld57nIyeggaiuXbuaGYeB1KJjpQGuYA+duaWBFA1cXXbZZRfN5EqpPN1xU5Oi+w9rKa/PWrbq/zHJ7/pe8AedraXDSV4TyJOBvDeSKkdnHWpf9fdHoEco9yRXtu5cai2lTu40zyOAAAIIuEyAwJXLBpTuIIAAAgjEVsDK4eKbMGFCSI1IKnClHyz1A6J+WXlufFdffbXZUSt+BakFrl599VVzf7Zs2XxWvqv4t5oPnlq2P3Cls4NOnDhhrkluxpWVFypBGfpDpANXusTxgQceMDuYJd7VUGef6c5mVv6fi9qlOzxqIEKDF4kPXYrpX9poJaiPc05uBosGD9XKymGUuKgUf9blXbobHIf9BTQApcFLndkX7OHfmVJfI8EsYbVytfn69OkTV50Gq7t37x73c3IP/DsAWhsUJHdJis8H+t5IXIguM9ZlgtpPDfgGcoRyT0rlWjnufPXq1UvpEs4hgAACCLhIgMCViwaTriCAAAIIxF5At3rv27dvSA1JKnClQRkrWbv5kKgzOurWrXtR2akFrnSGkn7I1A/WiY/27dubc/7AVf369X06m0EPnfWh92lOKP+hwaEsWbL4f4z7HunAlQaerF0DfVu3bo2r0//A2g3Nlz9/fv+Pcd+3bdtmZsEk1W+9SJd06WwX/2HtUmb6q4GmxIfOcLF2BjTnNcgVzKGBhfhLwYK5l2ujL6B5znQpWrCHBnz9wU3NdaevmdQODcLq+z5+MFYDV/pajL8cOKlybrvtNvN61Fx1wR7Bvjfil28lZDf16u+Gjz76KP6pZB+Hck+yhVknrN1AfY8++mhKl3AOAQQQQMBFAgSuXDSYdAUBBBBAIPYCmselU6dOQTfE2h3LLGfTWRCJD/+MKf2g+OmnnyY+bZLB6zn9mjt3boLzujROk1HrucT5p/SDsbULojmnicf10OVwmqBajy+//NKc0w/R/kM/gFavXt3/Y9z322+/3Vw7fPjwuOf8D3R2hNYfao4rneGk92tAUMvyf+mHZp0V1rBhw4sCQwcOHDCz0zR5tf96//eJEyf63nnnHROI8vdV29qtWzdTT1LJtf0z3/xLNv19C+S7Ls1MKvl9IPdyTfQFbrzxRt+iRYtCqvinn34yScP19ao50ZJbdqqF63Ld8uXLx83681foXx6c0qwrzXWXOXNmk+/Nv+GC//7Uvofy3ohf5gcffGDeJ9pHawfR+KeSfRzKPckWZp149tlnL3JL6XrOIYAAAgg4W4DAlbPHj9YjgAACCNhMYNy4cQny1aTWvB07dpgAkc6k0g+Cmgfms88+8+muWf5D8+7o8qXcuXMnmMWhz+vsn44dO8Z9kNSZU+vWrfP9/vvv/tvNDmpatiY19yd91oCWzmLSerVsXYKosz50dpYuF9RDd8PTfD16ry5T1Hvatm2bYObWrl27TP4gnfGk17Vo0cK3adMmc++xY8dMmXqPntMZSxoMs7ayj2tbag80P5a2T+9P6St+sFBnvtx0000pXu8vy99XbYcm7c6XL58JPMRfUnn69GlTnrZj8eLFqTX5ovMvvviiSYp/0QmesKWAzjqcNGlSyG3T13/RokXN60/fz7NmzbqoLJ3VqEFQDbr68835L/IHrvQ1+thjj5nXpf+cft+3b5+vWrVqZrleMLne9N5Q3xt6r//wB5K1fYHm8wvlHn99SX3XQHviQHxS1/EcAggggIA7BAhcuWMc6QUCCCCAgE0ENDBTtWrVgFvTpk0bs3OgBohy5cplgiaXXnqp2fkvfiGJ8+DoOf1wrMEgTbiuASf90jI0l5WW55+JocEqvV9naGh+qjvvvNOns0p0FpAuZ9KE7xqU0a/Eid91RpIuVdTk5ppHSh9rwMx/3HrrraZcrU/bkSNHDnPtu+++6xs2bJiZ7aU5pvScbl+vfQtm1lKVKlUCCkBpXf7DP1PMH5xK7rsGAhMfuuxSZ5jpcrF+/fr5tB8afFBTDaKFcjzyyCO+wYMHh3Ir98RA4LnnnvMlNesumKZo0FdnX+prTF9/muPs/vvvN5st6CxAfS9qjjX/ezR+2Rq40k0edFnsLbfcYt5DOhNSlyFrDj1dWqgB1m+++Sb+bQE9Tst7w1+BbsDgf08lNUPUf13876HcE//+xI9vuOEGE0xP/Dw/I4AAAgi4UyCddsv6nw8HAggggAACCIRBwJrtJI0aNRJr570wlBbeIqwZUGLNJBJr1oVYMzbECiLFVbBnzx6xPkyL9UE77jn/A2tGiGzcuFGsIJdYgSSxgl/+U678bi3vkhUrVsj8+fPFWsIpVqBBrJlkSdoEAmDl/xIrl5hYu8UFcjnXxFjA2qVPrCWosnDhwjS35OTJk7J8+XLzvrNmQUrBggXNe8iaEShW0DnJ8idPnixW4EqsPFnmvDVDUdasWWO+9J/t+h60AlpiBbCSvD/ST+p74u233xYrUC5dunQRK+CdapWh3JNcoVqWFQiXw4cPixUoT+4ynkcAAQQQcJEAgSsXDSZdQQABBBCIvYAGhfQD5aFDh8SahRT7BtGCmAtYM9Xkq6++EmuWW8zbQgNSF7ASl4uVj02sWVMBBWVSL5ErwilgLdcVa/aZWEubw1ksZSGAAAII2FiAwJWNB4emIYAAAgg4U6BMmTIydOhQsXb9cmYHaHXYBHQmm86cOX78uFhJ8sNWLgVFVsBacmtm3elsOw57CVgbK4jObP3www/t1TBagwACCCAQMQECVxGjpWAEEEAAAa8KWMnIxcrBIlaeHK8S0O//CViJueWtt96S77//HhMHCVh54ETfx9ZmBw5qtTea+sADD4i1s6lZpuiNHtNLBBBAAAECV7wGEEAAAQQQCLPA8OHDRZezfPrpp2EumeKcJvDKK6+Y2VZDhgxxWtM93d4+ffqILhn84IMPPO1gt85byezFSkwvCxYsYOmt3QaH9iCAAAIRFCBwFUFcikYAAQQQ8KbAypUrxdpBTP78809vAtDrOIF69eqZWTutWrWKe44H9hfYsGGDWep74MAByZAhg/0b7JEWLlu2TKxdOvnd6pHxppsIIICAX4DAlV+C7wgggAACCIRJQHff092u9u3bZ3beClOxFONAAd2lcenSpWbpqAOb7+kmFytWTMaPHy+33nqrpx3s1Plu3brJ2bNn5b333rNTs2gLAggggECEBQhcRRiY4hFAAAEEvCmg29m/+uqr0qhRI28C0GvZsmWLVKlSRQ4fPizp06dHxGECXbt2FZ/PJ4MHD3ZYy93bXN3oYMyYMWx84d4hpmcIIIBAkgIErpJk4UkEEEAAAQTSJtCrVy/Zu3evjB07Nm0FcbdjBQYMGCBr1qyRTz75xLF98HLDNU+dJmj/448/vMxgm75v2rRJatWqJbp8kx06bTMsNAQBBBCIigCBq6gwUwkCCCCAgNcEfvrpJ6lfv74JXjHbxmuj/3/9rVGjhjz11FMm35k3BZzd6/Pnz8s111wjEydOZIaPDYZSZ8CdPHlSRo0aZYPW0AQEEEAAgWgKELiKpjZ1IYAAAgh4SuDqq6+WKVOmyM033+ypftNZMbNCihYtar5fdtllkDhUoF+/fmbW3PTp0x3aA3c0+8SJE1KoUCFZsmSJlC1b1h2dohcIIIAAAgELELgKmIoLEUAAAQQQCE5AZ9tkyZJF3n777eBu5GrHC4wbN04+++wzmTdvnuP74uUO/P3332bW1a+//iqFCxf2MkVM+z569GiZPHmy6PJNDgQQQAAB7wkQuPLemNNjBBBAAIEoCSxcuFA6duwomzdvjlKNVGMXgYYNG5qlojr+HM4WaNWqlZnto7OvOGIjUK5cObPZRYsWLWLTAGpFAAEEEIipAIGrmPJTOQIIIICAmwXOnTsnefPmlaVLl0rp0qXd3FX6Fk/g+PHjki9fPtm6dasULFgw3hkeOlFg1apV0qBBA9m+fbtkzZrViV1wdJsXLVokGjxUf5KyO3ooaTwCCCAQsgCBq5DpuBEBBBBAAIHUBTp37izp0qWToUOHpn4xV7hCQMf6iy++kPnz57uiP3RCpG7dunLLLbfIK6+8AkeUBapVqyYPP/yw6O9SDgQQQAABbwoQuPLmuNNrBBBAAIEoCfz2229StWpV2b17t+TIkSNKtVJNrAR8Pp/ccMMNJq/ZPffcE6tmUG+YBX7++WepXbu2mUWXJ0+eMJdOcckJaJ64Hj16yC+//CKZMmVK7jKeRwABBBBwuQCBK5cPMN1DAAEEEIi9wJ133imNGzdmxkDshyLiLdBZVh06dJDff/9d0qdPH/H6qCB6Ao888ohcccUVMmTIkOhV6uGadKl1qVKlpE+fPtKyZUsPS9B1BBBAAAECV7wGEEAAAQQQiLDArFmzpHv37qI7k3G4W0BnWdWsWVNeeOEFd3fUg73bsWOHlC1bVtauXSvFihXzoEB0uzxixAiZOHGirFy5MroVUxsCCCCAgO0ECFzZbkhoEAIIIICA2wQuXLhgPuiOHTtW7rjjDrd1j/78T+DPP/80gY2dO3dKrly5cHGhgAagNXD19ddfu7B39unSvn37zHvp888/N7nF7NMyWoIAAgggEAsBAlexUKdOBBBAAAHPCQwYMEAWL14sc+bM8VzfvdLh5557To4ePSrvv/++V7rsuX6ePn1aypcvL127dpX27dt7rv/R6nCjRo3k6quvlmHDhkWrSupBAAEEELCxAIErGw8OTUMAAQQQcI/A8ePHzayrmTNnSo0aNdzTMXpiBHbt2iWlS5eW1atXS8mSJVFxsYAuXatXr56ZeVW0aFEX9zQ2Xfvggw9MXqt169ZJtmzZYtMIakUAAQQQsJUAgStbDQeNQQABBBBws8B7770nn376qSxfvtzN3fRk39q2bStZsmQRzcvD4X4B3eluxYoVsmjRIkmXLp37OxylHuruq+XKlZPZs2ebXHFRqpZqEEAAAQRsLkDgyuYDRPMQQAABBNwj8N9//8n1118vgwYNkiZNmrinYx7vyYYNG0wens2bN8tVV13lcQ1vdF/fy5UqVZL7779fXnrpJW90OsK9PHv2rMkBqK7vvPNOhGujeAQQQAABJwkQuHLSaNFWBBBAAAHHC0yZMkV69+4tGzdulAwZMji+P3RApEGDBlKlShXp1asXHB4S2Lp1q1SvXl3Gjx8vupskR9oEOnToIL/99pt88803kilTprQVxt0IIIAAAq4SIHDlquGkMwgggAACdhfw+XxSuXJladeunegHNQ5nC3z77bfywAMPyLZt2yR79uzO7gytD1pgwYIF0rJlS1m6dKmUKVMm6Pu54f8Ehg4damairlq1SnLnzg0LAggggAACCQQIXCXg4AcEEEAAAQQiL6B5cTTYsWnTJj6kRZ47YjXo0iZd1vTkk0/KE088EbF6KNjeAkOGDJF3331XfvzxR97PIQyVzrC69957ZcmSJVK2bNkQSuAWBBBAAAG3CxC4cvsI0z8EEEAAAVsKPProo3LixAmZOnWqLdtHo1IX6NmzpyxevFi+++47SZ8+feo3cIVrBXT25M8//yzz58+XnDlzuraf4e6YzrDSHRp1uWXjxo3DXTzlIYAAAgi4RIDAlUsGkm4ggAACCDhL4Pjx42Zp0cCBA81SI2e1ntauXr3aJJL+6aef5NprrwXE4wLnz5+X1q1bi+a9IngV2IvBH7QaPHiwtGrVKrCbuAoBBBBAwJMCBK48Oex0GgEEEEDADgKaH+fBBx80idrZjc4OIxJYG86cOSMVK1aUTp06SceOHQO7iatcL0DwKvAhJmgVuBVXIoAAAgiIELjiVYAAAggggEAMBTQ/0r59+2TmzJkxbAVVByPwwgsviM600sBjunTpgrmVa10uED949dVXX0muXLlc3uPgu/fDDz9Iw4YNhZlWwdtxBwIIIOBVAQJXXh15+o0AAgggYAuBf//9V8qVKycvv/yyPPbYY7ZoE41IXkBzWjVt2tTkMypSpEjyF3LGswIavNKcV5r7bPbs2VKqVCnPWiTu+EcffSSdO3eWESNGmNmmic/zMwIIIIAAAkkJELhKSoXnEEAAAQQQiKKA7kZ21113ic7QqF69ehRrpqpgBLZv3y5VqlSR4cOHm13QgrmXa70noDOK3njjDZk0aZI0aNDAewDxenzhwgV56aWXZOLEiTJjxgx+z8Wz4SECCCCAQOoCBK5SN+IKBBBAAAEEIi7w8ccfS7du3USDWIULF454fVQQnIDOjLv55pvNbKvXX389uJu52rMC8+bNk4ceeki6d+8uzz//vCcd/vnnH2Owe/dumTVrFr/fPPkqoNMIIIBA2gQIXKXNj7sRQAABBBAIm4B+uNUdyZYtWyZZs2YNW7kUlDYBn88nzZo1k/Tp08tnn31GXqu0cXru7s2bN0uTJk3k6quvlnHjxkmhQoU8Y/Dtt99K27ZtpVq1ajJ+/Hh+r3lm5OkoAgggEF4BAlfh9aQ0BBBAAAEEQhbQ5TSNGzeWLFmyyNSpUwmQhCwZ3htfeeUVmTNnjixfvlyyZcsW3sIpzRMCp06dMnnsPvjgA5OUvHXr1q7u98mTJ+XFF1+UKVOmyJAhQ8hn5erRpnMIIIBA5AUIXEXemBoQQAABBBAIWECX1Wieq0aNGkn//v0Dvo8LIyOggQadCadLOEnGHhljL5W6dOlSadOmjZQuXdokKHfj7CtNSt+uXTu57rrrZOzYsZI/f34vDTF9RQABBBCIgACBqwigUiQCCCCAAAJpEdi5c6fUrl3b5IXR5M4csRHQRNJdu3aVr7/+WipVqhSbRlCr6wROnDhhEpVPmDBBOnbsaAKjl19+ueP7+csvv5i+rFy5Ut58802zRNDxnaIDCCCAAAK2ECBwZYthoBEIIIAAAggkFCB4ldAj2j8RtIq2uPfq27Jliwlg6Qwl3XGvU6dOkjlzZsdB7NmzR3r16iXTpk2Tp59+2iShz5Ejh+P6QYMRQAABBOwrQODKvmNDyxBAAAEEPC5A8Co2LwCCVrFx92qtP/zwg7zwwguyfft2MwNLl9nlzp3b9hwbNmyQoUOHyieffGJyWL322muSL18+27ebBiKAAAIIOE+AwJXzxowWI4AAAgh4SMAfvHrwwQelT58+Hup5bLpK0Co27tQqojvwaSBIdxZt3ry5PPXUU7Zbonru3Dn5/PPPZdiwYaKBK90xUGeKXXvttQwhAggggAACERMgcBUxWgpGAAEEEEAgPAIavKpTp47UqlVLRo0aJZdcckl4CqaUOAGfzye9e/c2H8i/+uor2wUM4hrKA9cL7Nq1S0aOHGkSmxcsWFCaNGlivsqXLx+Tvv/333+yaNEimTVrlvnS2WCdO3eWhx9+WLJmzRqTNlEpAggggIC3BAhceWu86S0CCCCAgEMFDh8+LC1atBD9EDljxgzJmzevQ3tiv2afPHnS7PSmyaVnz57N7BH7DZEnW3TmzBmzMYAGjL744gvJli2b3HPPPVKvXj2pXLlyRJcTbtu2TVasWGHqnTdvnujuh/4AmtbNgQACCCCAQDQFCFxFU5u6EEAAAQQQSIOALtPp0qWLzJ071wRYbrzxxjSUxq0qsHv3bmncuLHozJaPP/5YSCrN68KOAhcuXJDvv/9eZs6cKZrMXZfp5c+f38wM1ECS/i7Q13CBAgXkyiuvDKgL58+fl/3798vevXtlx44dsmbNGlm9erX5rvXpTpoaJNP3R4kSJQIqk4sQQAABBBCIhACBq0ioUiYCCCCAAAIRFNBlRLoL2fvvvy/NmjWLYE3uLlpnlDRt2lRat24t/fr1k/Tp07u7w/TONQI6G2v9+vUm0LRq1SrZtGmT6O5+Bw4ckAwZMpiglga2smTJIhkzZjTPaeD77Nmz8s8//5hr//rrL7OLoQa7ChcuLBUqVIgLhBUvXlzSpUvnGi86ggACCCDgbAECV84eP1qPAAIIIOBRAU3kfN9995kkzgMGDJDs2bN7VCL4busH+P79+8vAgQNl+PDhJldP8KVwBwL2E9CZUhqQ0llUOpvq9OnTJlilz2sAS790VqEGq/Tr8ssvt18naBECCCCAAAKJBAhcJQLhRwQQQAABBJwioLMrOnToYGZeTJgwQW699VanND1m7dQ8VjrDSj/A6w6CJUuWjFlbqBgBBBBAAAEEEEAgdQECV6kbcQUCCCCAAAK2Fvjwww/l2WeflUceecTMJNLlQRwJBXTGic6w6tu3r1lm2a1bN7N8KuFV/IQAAggggAACCCBgNwECV3YbEdqDAAIIIIBACAKa3+bxxx+XP/74QzQHVp06dUIoxZ23rFu3Tjp27GiWTWmQr3Tp0u7sKL1CAAEEEEAAAQRcKEDgyoWDSpcQQAABBLwroEsGNXF7+fLl5a233pJy5cp5FmPnzp3yyiuvmB0YX3zxRXn++efNEkHPgtBxBBBAAAEEEEDAgQIErhw4aDQZAQQQQACBlAROnDghgwYNknfeecdsZf/GG29IkSJFUrrFVeeOHDlilgSOGTNG2rRpIz179pQ8efK4qo90BgEEEEAAAQQQ8IoAgSuvjDT9RAABBBDwnIDuLqZBK01C3r59e5MHq2DBgq51OHr0qIwePVrefvttufPOO03wqlixYq7tLx1DAAEEEEAAAQS8IEDgygujTB8RQAABBDwtsG3bNnn99dfl888/l/r160vnzp2lVq1arjHZsGGDDB06VKZMmWJ2VuzVq5dUrlzZNf2jIwgggAACCCCAgJcFCFx5efTpOwIIIICApwQOHDggunxOZyXlzp1bOnXqJA899JBkzZrVcQ7nzp0zgbhhw4aJBq7atm1rErAzw8pxQ0mDEUAAAQQQQACBFAUIXKXIw0kEEEAAAQTcJxA/6LN+/Xpp2LChNGnSROrVqyfZsmWzbYf/++8/+fbbb2XWrFkyc+ZMk7dKZ485NfhmW2gahgACCCCAAAII2EiAwJWNBoOmIIAAAgggEG2B3377zcxc0kCQzlyqU6eOCWI1atRIrrrqqmg356L6jh8/Ll9++aUJVH311VdSqFAh0z4NtLEc8CIunkAAAQQQQAABBFwnQODKdUNKhxBAAAEEEAhNYO/evWY2k85oWrx4seiyOw0OVapUyXy/8cYbJXPmzKEVHsBd58+fl02bNsmqVatk9erV5rv+fNNNN5lgVePGjaVEiRIBlMQlCCCAAAIIIIAAAm4RIHDllpGkHwgggAACCIRR4J9//kkQQNJAkga2ypQpIxUqVDAznwoUKCDxv/LmzSvp06dPthU+n08OHjwo+/btM2Vpefq1Z88e0SWLa9eulZw5c8YFyjRgVqVKFZOPK9lCOYEAAggggAACCCDgagECV64eXjqHAAIIIIBA+AQ06KQBLF1SuHv37gTBJw1G6YwpDTxlypRJMmbMaL70ubNnz4rm1dJlfxcuXJB8+fIlCHgVLFhQSpUqZWZ16WMOBBBAAAEEEEAAAQT8AgSu/BJ8RwABBBBAAIE0CRw6dEiOHDliglQarNKgVYYMGeKCWJdddplJqJ7SrKw0NYCbEUAAAQQQQAABBFwnQODKdUNKhxBAAAEEEEAAAQQQQAABBBBAAAF3CBC4csc40gsEEEAAAQQQQAABBBBAAAEEEEDAdQIErlw3pHQIAQQQQAABBBBAAAEEEEAAAQQQcIcAgSt3jCO9QAABBBBAAAEEEEAAAQQQQAABBFwnQODKdUNKhxBAAAEEEEAAAQQQQAABBBBAAAF3CBC4csc40gsEEEAAAQQQQAABBBBAAAEEEEDAdQIErlw3pHQIAQQQQAABBBBAAAEEEEAAAQQQcIcAgSt3jCO9QAABBBBAAAEEEEAAAQQQQAABBFwnQODKdUNKhxBAAAEEEEAAAQQQQAABBBBAAAF3CBC4csc40gsEEEAAAQQQQAABBBBAAAEEEEDAdQIErlw3pHQIAQQQQAABBBBAAAEEEEAAAQQQcIcAgSt3jCO9QAABBBBAAAEEEEAAAQQQQAABBFwnQODKdUNKhxBAAAEEEEAAAQQQQAABBBBAAAF3CBC4csc40gsEEEAAAQQQQAABBBBAAAEEEEDAdQIErlw3pHQIAQQQQAABBBBAAAEEEEAAAQQQcIcAgSt3jCO9QAABBBBAAAEEEEAAAQQQQAABBFwnQODKdUNKhxBAAAEEEEAAAQQQQAABBBBAAAF3CBC4csc40gsEEEAAAQQQQAABBBBAAAEEEEDAdQIErlw3pHQIAfcKnD17VjJlynRRB8+fPy8ZMmS46HmeQAABBOwicO7cOcmYMaNdmkM7wijA/5vCiElRjhNI6XdbSucc11EajAACMRUgcBVTfipHAIGUBFasWCHz58+XH3/80XwdPHhQChQoILVr15bnn39ebrzxRvnvv/+kcuXK0rdvX2nYsGFKxXEOgYgLnDhxQrJly5bmesJVTpob4sICtm3bJhMnThT9fXLo0CHJmTOnjB07NiI91d9PgwYNMuUfPnxY8ufPb35XNW3aNCL1BVroF198ITt27JDMmTObYFq6dOnkwoULcubMGfPco48+GleUWh0/flwuueQS84cD/UOBXqe/i5s1axZ3nR0ffPbZZ7J9+/ZUm5YlSxa55pprpGLFipIvX75Ur9cL9LXTs2dP+e6772Tz5s1y6aWXSpkyZaRTp07SqlUrGT58uDk3bdq0gMpL7aKFCxfKggUL4l63t912m3Tp0iW12zgfIwF9j+3cudO8LtKnTy/6HvP5fKKBnFOnTkmTJk2kSJEica0bMWKEOa/vSb1er9P3WdGiRaVRo0YyevRoc63+8U7L0i899P14+vRpqVWrluTI8f/au/fg+6r58eP796/x9Q2hGTWMlEjkMkJRFEq3MUlFJBHRBTUpdzLuDVE0Fco1ScotTeROSblFRpMYoZhxbfy7f+u5vvM63/Xel3POPpfPd/fpuWY+n3Pe++y99tqPfTl7vc5aa/9Xddlll1UczzEf83BuM8+9733v6pBDDmFSTj/5yU+q73znO7mMzE/5uGYx7/Of//xqyy23jFk3vP773/+uLrroosm92Q033JCvGw95yEOqI444ojrmmGPy+i+88MLq9NNPr6699toNy/uHAgoosJBAukiZFFBAgVEJ/Oc//6mPO+64Ot2Y1elmqn75y19eX3HFFXW6OarTzVKdbqjqdHNXf/SjH61POeWUOl386s9//vOj2gYLc9cTSJWLfCweffTRS238qvJZqhCb8cK/+tWv6mc84xl1Cljl/bXjjjuubWsPOuigvI4PfOAD9ac+9an8PlUe6zvuuGNt65wn4w9/+MN1qujWqWKay8Q1lH9cb3fbbbcNWbANXItjHl4xe+lLX7phvjH+kYKG9TOf+cw6Vf4n5U+V+jwtBd1q/u255571FltskT9PLeLq5zznOfXNN988dXOuv/76OgW46gc84AF1Co7Vf/rTn/IyuKaAXs73Hve4R33AAQdMzWfIh3z37b777jVlZB/wvWgarwD3Jvvss0+99dZbT449zqNddtklHxcp4Lmh8Icffni9zTbbTOaN8+y0007L83FPRH4cX3Eukt/jHve4nF8KEtU33XRTfeCBB+ZzOLVCn8x33/vet957773rl73sZRvWedVVV9WPecxj8v1U5Hmve90rL58CvhvmjT+++93v1inIm/N+2MMeVn/kIx+pf/zjH9ff+973as43toFrSAqK1eS10047xaK+KqCAAksJEF03KaCAAqMR+PnPf17vsMMO+aaIG63f/va3nWX7whe+UFMxiJstA1edTE7cRAK33nrr5FikYrFomjcfKjPp1/xFV+NySYCAQ1QO1wGSWlzk/Pfaa6+cfWo9mv9OLfL+zwNXsb2p1VCdWqxOjt3Xve518dGG1zPOOCPP89CHPrT+9a9/veGzO8Mff/jDHybbSGCqmVKLlPrGG2+sU2uUPN8973nP+mtf+1pztvx3ao2SA3cEuwhYNVNqfVXf7373y/msMnAV6yGAwXFr4CpE1vO6qmvsL3/5y8mxR7B4Wkqtp+oTTjghz3/JJZd0zvqLX/xikl8zyFwucPDBB0/mI0A1LaVWqDXH/K677lqn1lSds3KOnHrqqXVqDVYT/D3//PNryttMqWVpDqTFvZmBq6aQfyugwKICBq4WlXM5BRRYuUDqHlVvu+22+WYrdYOoUzP5qevgl764OTJwNZXKDzeBwKGHHlqn7lT1m970pqXWNk8+qUtG/c1vfnOp9dzVF6aFwDoDVyeffHLO/33ve9+EOnXLqf/4xz9O/h7DG1ppUBHFglZoBHmaKXV9qx/0oAfVqXtl86OV/f2zn/1spS2UmgWLFigveclLmh9t+Dt1/8sWtGxK3dU3fMYftGzBKnVXb30WE2iVwjzrCFy97W1vy3kbuArt9byu6hrLfQ3HAv84j2alNDRCfbe73a13tnnz4/iM9fb9AFiuhJaJ7373u8tJG96nroo5PwJXfUHdWCB1hay33377PL+Bq1DxVQEFlhUwcLWsoMsroMDKBF71qlflGx0q/1Sm5klPfepT8zIGrubRcp51C6RBmleyimn5EDygUm3gajnqdQeuoptgX8uJ5Uq/2qXp4hOVXLpRlomWY1RWCcasM33605/OZUhj7KxlNfMGrlj5E5/4xFwWukT985//3FCek046KX+WxlXcML35x6Me9ai1BK5YL/vKwFVTfHV/r/IaO2+gKUpPN1QCyH1p3vyGBq4IspZB9nL9tO6NFu5HHnlk+VHv+29/+9v5ODVw1UvkBwooMFDAwNVAMGdXQIH1CPzwhz/MlSNuyBnDat70yU9+Mt8cGbiaV8z57uwCjJfEeWLgark9ue7AFeMnsZ+++MUvLlfQTbA0XX4iWEOZzzvvvLxWuhKmAeVrgjXrTmMKXH384x/P+w6L9773vRs2/YUvfGH+jC6W0xIBpnW0uDJwNU19NZ+t8ho7b6ApSj7GwBWtsTgX+Ddr/LfYDl4f/OAHO8ZVCeJ7BRRYSsDA1VJ8LqyAAqsSoAl93BgxCO286fbbb88DB08LXNHlkG4oXeORdK2HZu59aVpLGMaAKLs3lu/L/NLTgmrGlLjuuusmv+YzLkpfYn4GpmdQadaxbGpuA2O2zJPvvNsX5RtS7mYZprW6GJJvlIXX5v7AgfV2JdYxrQxNwzKPaZ/9/e9/r6mY0KIQT/6+7bbbysUn77vy4ZhhjCTOlXkDV4t6TQrS86Z5nvzjH/+oGcepazyVIfuXhzNwvNO9ZZ7jkuI1rZrr69qEvsBV3zHRlce0aUMCV0OuUUPPw2llLD9j7Kr0ZLx8bNG6glYWz33uc2sGYF6VSbm+5vsxBa44thlYmvOMMRfLdM4550y+qz74wQ/2HqOcn+kJg+WiC78vr13zBq5oNcT1guDjPInrHdeKMjHmJC0Gm9+dQ4/BodegofOXZe56P+Sassg1tmudMe3OHrjiOhz3ZlwLhiRaBdriaoiY8yqgwDQBA1fTdPxMAQU2mUD5dKs///nPg9abHiudn2jTXIiuLbQiSI+Izk/Oofk9A2fTHL68QWe+RzziEfX973//XHFjYN0yPe1pT8vju8RTyL7+9a9PPuamnidssQzdt3hqD0/T4Uk/3OxxoxddbNguKoK0YNh3331r8r3Pfe5T77HHHnne5qCojIXDE4JYL7/uE7B4QHqK1Xve857J+ud9Q/cfxqiJ5v60cGMg5niKEWPcMNArg96Xacj2xXLzlvvpT396fjrR3e9+97z9DEzOk5jiWDjqqKMiy/w6b77lQgQ0GeSfPHkCE5VQnu5GoitF2d2Gln78QswgtczLE8IiMZB3etR9fpIYXVnLQXG5sd95553z06Oo+DM2SjN95jOfyU82Yz/ShYzjgn/pcej1iSeemGefls9f//rX/PSz6O7EscUx+6QnPWnyj8pZmRbxKpfven/LLbfUDPrLU6ooC0/IY5/F09Qe/ehH533JEz+H7l8CeIcddlg+3h//+Mfn8e44d1/72td2Bk4WPaZju8rAFefeq1/96rwPOUc4R5/97Gd3jvcUy/e9clyxX3jyKfuJYyr201e/+tUNi817jVrkPNywojn/YIybqKRyPeSaxhPDNkUaU+CK7WWcxbAof1gg6Mz1IT7jO4brw1/+8peVMtFSj5YunGsck3Q9ZP/MGuPq3HPPrbfbbrv8fcZg+jwpknx+85vftMpHAIqxi7iWcLwyLwN0c73iu4drFNP43uFaOu93Xaxo6DVo6Pyxnr7XIdeURa6xfestp9/ZA1dnnnnm5Fgf+iTRK6+8Ml/TSw/fK6CAAosKGLhaVM7lFFBgZQKMIRKVAMZS6XpSzdCVvfOd78wV6/3222/ylByCVW9/+9vzusrHQtOygIo3lWXK0QxcfeITn8iV2ijjl7/85UlxeBIV3Qr4VZHPn/e85+XgGF1NqFgzjXG42Cby53Hm//rXvybL33HHHblSy3zldAJLBFv4d+211+b5uQE+4ogjcp6vec1rJnnM84YulTE2C+uikkJl+oorrshPOPvGN76RKzp8RiuCSPNuX8w/pNyUiaAN6+Qf7wkIXXrppZNpDGZNGpIv89NChCAh+VJ5+/73v18T2CFwQEWQdRN0KQNXBO3e+MY3Th43XwauaO1W7ufHPvaxrCYnWk2dffbZk4ougYoyfeUrX8kVXbarTFQECQwQMCFNy4dzhKc48Y/AGtvFcjHts5/97IaWH0O9ynL1vadFDkFGjkn2Cy00OM6jEs9xSgsNzmE8huxfKtAE/8g7BgBnWgyUTSC4eV1Y9JiO7YvAFZVzgt+cW7HuCOBw7g5N7G/2C4+ZZz/xFLvYT+UT+YZco4aeh0PLHPNzjdxll10m5988g0nHssu+ji1wFU8YZB82B6Nm3zG9+Y/A+PHHH7/UkxdpXRUtkAnk8lQ6EsEzglcREC2vXWFP8J0yEWCIVnLXXHNNHux7q622aj2ll4HqY36eBsfA/ASumEawi+OBAC5BTFpBltfAvu+6KMvQa9DQ+WM9fa9DrylDr7F9621Ov7MHrmLsUY6JZR880rTxbwUUUGCIgIGrIVrOq4ACaxH43e9+N6kAEExYNjEoKJVpKmBd3b2oWHATRpeLMlHhZHozcBXz8Kszn5eBq/jsggsumGwDlW3SWWedlSvx3OzFI6zLYEgsSzdG8o3AFRUXWu0wLVoHxbzMQ/lo7UILnSGJG3mWJd8nPOEJk4Be5MEv8rQYwo5f3Ms0a/uYd9FyMwAyZaLVF5UnbvQf+MAH5gATrRgWyZfAHnmyz5pdZWhBwmf866r80SqKz7r21cc+9rH8WRm4Cidaz7BcM3BFC6u+Y+pZz3rWJHA1K5/4nEok6+nrKriIV+Q97XWvvfbK622eNwSHKU8EU5tdCGftX9b505/+NOdBPrTWikSwKoLCHIPNtMwxHYEr1kklvUwcM0znXxlsKueZ9T66CvL002Za9Bo1z3nYXNfQvwmUxLZvscUWm+wpiGMLXB177LETB1olNdOpp56ar8NhVb5yDSWou0iihSF50eKpGazl+h/nQ/PaFccGraK4BpQpArEvetGLJpPjekWrxghy8WFcH3myHecBZSi/R2M9lLHru448hl6Dhs7POmalRa8p5DvrGjtr3eXnd/bAVYzpxv4uf9Qqt9H3CiigwKYQMHC1KZRdhwIKTBWgOX/c9NOiY9nEr97kd8YZZ3RmRVc+PqdyQdAsEq1ImN4XZIhgUlfgihYvLEtrk/Jx8nHDT4sfPqdLRleXDdbJDS4pBoal4lB2aYxyxq/xtB4bmmh9RDn6Bow++uij8+eM71JWZmZtH+VYtNxRJtYdicpSVNqG5ksgMLrU0W2mK9F9EIdm5Y9540mVXYErAnos1xW4osURnzUDV3QJZTpdVEtT1sXT3Jq/Yvflw/ykWZWqoV7/k+v0/xlDKsY/arY+eetb35q3jxaFXWnW/mUZWpNwPuLEsVYmWkcyvWtfMV/kP/SYLgNX0aqxXC/dBVkv43YtkqYFrha9Rs1zHi5S1nIZWpiy3fFv//33Lz9e2/uxBa5OOOGEiQGt+7oSYxW+4x3vyK1rCQCFGa+0pmx2De3Ko5xGi8W4dhHc7ErHHHNMXk95PvA9QUtS1tv1vRDjFHEOx3X1tNNOy/M3z1s+p3sgeTXPdcozzzE49Bo0dP4ul+a0Za4ps66xzXVN+/vOHriK6y/HQ/NBBdO2288UUECBVQsYuFq1qPkpoMBgAVpNRKWYm6PmWD1DMixbbxGg6ku0JGBd5XhRUZFdJnBF65KuRCuU6OLFemnVwxhTVAz4rAxQ0bWIeWgx1pVOP/30/Hn563nXfF3TZlXy6TLIuvn3pS99aZJFVFb6to8ZFy13lKmrRc0i+XJzTfkJhPQdS/Go8LLyFxsbLYtWFbh617veNTHluDv88MPzuDKMlROVyFg3r8sGrhbdD2UZmu8JXMWg8JdffvmGj2PMnWYFOGaatX9jvh/96Ee5CyLXAxKDvVP5jO5MdE3qSpF/X+Cq75iO851AQTOgyHoiUE1LzEVSX+BqmWvUPOfhImWNZRhjiOsUwdQYp49ziWDWsunqq6/OrVw5Xrr+xXFLILTrc6bRRY8uXYukCAhxPM2TuL7GtZAWs7MS1/Af/OAHeUyfWG777beftdiGz+PaxdiHcR5smCH98cpXvjKXq7x20ZU51tkXLIvxDekaTyLgxjJd3zME3fhsWuBqld8Fse+7ykJZF/3OW/SaYuAK9f9JcZxwPJx88skx2VcFFFBgkwsYuNrk5K5QAQW6BGJQZ26O+NV5SKIpe7SKYJwi8uDftK500e2vrMRERXaZwFU5aHdzG76ZnjJFhSTKF690i2OsqUhRYebzbbfdtvVv6623ztOia1YsN8/rrEp+WammhVCkqDBP275Fyx1lKge9j/XyOjTfQw89NBsz8HlfmvZkrlUHrqjQRplin/NKYI3jL7qIRlmXDVwN9Yr1znqNMdve/OY3b5iV8aHYHrpOdaVZ+7dchm5KBBUZd4pAA9vC8U7+jFnWlSL/vsBV3zEd5zstVbpSOHa1sOyavzmtL3C1zDVqnvOwWY4hf++zzz65NSGBSroMxnhKtMAc+tCM5noJPLEv+/7x0AP2M0GDvnm4VtIFbJE0NHD15Cc/OZeHcpVPreQHkRgLra8c/CjBtvCv+US+vmWYHtcJWub2pa7AVbQEZX0Ex/u+NwikReCKMaWYn5a9ZYA/utjRdZtx95ppnmMwzh3y7ysL0+M7bOj8zTJN+3uRa8q6AleMQTYrEWxjH/aleVtwxY8z7IObb765L7vJdLpLv//975/8HW+4rpIH/7imDUl0s15knMAh63BeBRS46wgYuLrr7Gu3VIFRC3DDFDdH/Ko+JPGkQLqHkRgTKvKZdrMWgavyKTlRkV0mcMWT1KYlghQ8pYcBb6MMlJfKUQTsePof06jErDrNquTT4iL8ugJX07Zv0XJHmWit0JWG5hsBFvLtS5sycBVloLsoA93yFLKyhWFzPy8SuKIVSrREGeoV5Zv1SiWEY4MuUYyPQyulj6Uxv2idQcWz+VTMyG/W/mU+gnt0gSKYR4sfuvnGWFlvectb8noXDVz1HdPLnO+xbdNe+wJXy1yjImgw7TycVqZpn9GtlkBVDAbOvHGesN8Zj22daUxdBTmX4mmnnK9lonVQ17hl5TyM2RQB1wsvvLD8aOr7uHYxsH9fisGyyxZXjKcV1+0hY7JFS6cjjzwyj2d1yy231BGw6+tmPc8xOPQaNHT+Ppty+jLXlK7AVXmNLdcz633ZovyAAw6YNXt+qEVfMJ2F5w1clS2lrr/++pnrpYv7hz70odZ8DHcQ3VBptRfDH7Rm7JjA2HDrvm50rNZJCiiwmQoYuNpMd6ybpcCdTYBBYKMr0iMf+cjebhLN7WKMEX4Zjl/EGV8qbuC7xq1heW4ko9tEOQ7WrIrsNttsk/PuaoEx62aeX+nj6XHlNnBDyZOiKHP8+rznnnvmv3ffffdy1pW8jyBCX+sUxlUJv3KMlVnbR+EWLXeUqS9wNTRfgpFsAy0J+lJUyMvKX8w7rcUVFVbyHjLGFWOE0OWtTFQ+CNAyJhotQcqgzyKBK1pBxdg2Q73Kck17f8kll+SBoQkgxXg+VDhpARJBs67lZ+1fluFpjrhyDWiOAdcMXPHYevwiRf5Dj+lZ53u0Auk632Pd0177AlfLXKPmOQ+nlanvM1qlsU/p1lomrqvxdET2T/OhDeW8y74fU+AquvcSSCXgXKaDDz64PuWUU8pJne+psGP2uc99rvPzrokxxuC0bnhdLa5ioHXWR8veeRMtu7gGxjlEsI6nzV555ZW9WcxzDA69Bg2dv7dwxQfLXFO6AlflNbZYzVxvH/7wh+djge/6WYn7AMZF7EvzBq4uvvjivE6Oicsuu6wvuzydPPkuah7rsRCtacmHfzwNd95Et3haWpoUUECBVQgYuFqFonkooMBKBCIowM1R+WSxaZkzDkmz+T1dEMiDJyl1peuuu25yE1YGtyJg0PVrJ61LuLEj366K7KybecYKoTVDGaCIst166625pUn8GsuTe1gPLVn6uqQwkHyzy1bkN+01KigXXXRR52yvf/3r87oJBpZd2GZtH5ktWu4oU1/gami+ZdcGusN0pRhwtitwte+++2aDrl+f44lfQwJXjP1E16GuFOM3lb+Ix3HYHOQ9lo8A6lVXXRWT6hNPPHESdBjqNclkxpvjjjuuplsuieBv88llfYvP2r8sx9NEOea7uhtGZT5aXNGlpaycR/5Dj+n/q8AV27voNWqe85D8hyT2Jd15eNJo15hrtASNwbq33HLLmid9riONJXBF97itttoqH48vfvGLW5tK4Ir912VVzvyUpzwl59EMWpfzNN8TYOA8IGD2+9//vvlx/jsGjS+vXQQYo8y0yOpLRxxxRM33DSmenBldQDmfORZmpXmOwaHXoKHzzyojny9zTZl1jZ1n/eU88UMJ9xC33357+dGG93TZJGjZNb5izDhv4Ir5/vu//zsfT694xSti8c5X1sfDKPr2P3lFIH+77bab69p/44035i6PvJoUUECBVQgYuFqFonkooMDKBOKJebS8oGI5LfHrP2OvNCtSNE/n5p9xs7oq19EipznYM2N/sBzrbqbzzz8/f8bnl156afPj3BKBz6isdCUCV3zO05Oaia5MVFSokJAIbu288855/nLw+FiOSgpjAPFEuqEpKvldg6z+7W9/m9zolt0EWUeModK3fcyzaLnjhrhs4UV+kYbmSxeRPfbYI/sddNBBkc3kle2MSl5Z+YsZjjrqqE578qUbKfuR/dNM11xzTf6s2VqCwBUVIW7+mymOxXIsmb58YtkYNLscMHvXXXedjJM21CvynfV60kkn5fONwcrvuOOOPC7OrMo7ec7avxzPMRh0M1hI/tGN6JBDDslFZN8SuI206DEdrVQYd64rUUFjX3cFqrvmb06Lsb/OPvvs5kd5cH7yHnqNmuc8bK1sxoR4KmQZPG0uEq3eKDPdnNeR1hm44hiLHx66glGxPbSGi/OLB2gQ3GkmAlc4TGt1xfiK/FBBC5u+YEAzX/6mnLR4In/2SzNxbnPt5/PyKazMR3dBvkdoLVReTyIPfDnW4zuRHyYwISDMOFwETboeUhDLx+s8x+DQa9DQ+aMsfa/LXlPiGOi7xvatt286LVJpSc5+i+tY17x8L7P/+I7qS+xb8uFfs5t5c5m4b2Eogr6x4dj3jKnVbG3ZzIvrQwTC+F7l+7Av0c2b70h+CDMpoIACqxIwcLUqSfNRQIGVCHCTT1N5bsq48T/++OPr2267bUPe3OTSXYKgVd8Tv6KbAK1nqGSTuGGnOxV503S/6+Ywbi7LwdIZP2vHHXfMv0iyLDf6TOPmmBtSflGMJ1DR3eZb3/pW7u5UVlgicMWNXxmgYR4CVrRouOGGGybbyTbT4oaKBS3R4iaR9XGzSoV3yFgTkXFU8tmOMohG9ysqakznpjTKPu/2Rf5Dyn1LGk8Fi+giSusjnt7V1cpsSL6UhSfS0Q2G7WGsj0hURGldwnT+dQWuYvBsxnoJYwIotDjiOGA5uiHy9K6o8NGq4g1veEP+jMojT7IjIEkicMUyhx122IZBkGlRQdccppOoOE7LJ8+U/otjm+1gPzEmEfnEcc58Q70i72mvtIiLAFP48cp5yrHKuUprxkhD9i9jNpEXFf3Y/5xfdK9l3B9MGROOc42WFByvkYYe0wQQcSbwwDrpqsn5TrdjEuXmHGYf8zkBbrr6xrEQ6+17Zb/jEAE3ys/yzYdFxH6c5xo19DzsK1tMpxJKF7b99tsvbyPbyfnXNT4SXTfflJ4yyDzxj5Z3/LAwbRzBWNe8r+sIXNGaiCfuRYseys+1k2nsD/5x3aWVJuc35xHHGkHavv0dgSvyIsjd/OGEdXLOc+3ua/E5zYTABNcuzrWymyHXNFrFxT7YYYcd8lMMo8UUecZTCXk6X1x/mM61iqBVs1UirRcjv3il3HSl33vvvfN4jBHoGnoMDr0GDZ2f7ZqWlrmmxLk57Ro7bd1dn/FdwTUM59NOO20SQGRerkmM8ce1iGtPV6I7L9d6ut7FvuIHGIL4nKMxJmBz2WjtxXWy+XRM1sVDTOiaGN/5zeXL13MjgwAAEsxJREFUv1k/D0hg/RyjXV0QaQ3LjxVcW/rKVObpewUUUGBeAQNX80o5nwIKbFIBbn7ixpMKJDdWDCBLMIGban4RbVYEmwWk9QYtXfi1kUAVlRICR3RHipvx5jLcHFJ5ZvBs1s+NKy0vqNjSqiVuGHllkGXWQQWDvBlUmvzpZscN6OWXXz7JnuXJk6Ac3W2ogNBygcoHN7NdATgCG1SSqEiQN2NeEawjcFZ245usZI43UcmngsPYNWwbtpSfX3qbXTTn3b5y1fOWm2AHJpixfZSBfdX3SPR5842yUFEgyMe+4GlatBbjl2V+1e7qbhPL8cr4U+xHfGg5w404+4J9Wh4DfE4FnnUQgGM7OD7ZDuYnMbgzxxKVRLpj0CWUYAbHNRVfKqSkWfnkmdJ/BLio5FAOHkxA0JOKVjMN9Wou3/yb1gdsG9tJgHennXbKx290yaE8bFO0lByyfwlWMR4KQTDsOCZZB0EjzlWCggQU+NfsIjv0mKaLJeds7C+OCfY15xaJrsLN45L5Od/nSbQIYzuw4nggmM3fXQ99mPcatch52FdWAoI4xjay/ygnf7MPmonAKp/hxLw4xbnKAOSrSusIXJWBufK8bb5nH3Gtp0tv3zg/sZ2c1wT5b7rpptw6imODfU73Y85tnAgo9D0lNfKZ9sq1i4HTufbzHcG1i+OH4Nqxxx674RrUbHVzzjnn5GAE+5jvMlpoEZwgeFUmAlsHHnhgzouuj5xvBOYJuEbXUJwYq40fThY5Bodeg4bOX25P8/0y15R5r7HNdc76mwATAUFc+d5nmAOe5Mk5xXcJrUD7Ep/HfQbnYZyLHG+cnwTD+hItqLnv4Hhi/aw3gqP8CNjVGrgvLwKrtAYkP7aD45NjkPOC71mudbQGnycQ1rcOpyuggAJdAv+PienCY1JAAQVGKZBaAFSpiXuVWkhUqUVJlYItVQpsVKk71lzlTS1lqtSCIv9LvxRWqTJdpRv6mcumYEKVfomvUlClShX0PH/qwkWwv0o3bFW6aazSDeNcebFwaiVWpW4oVapEVOlXyCr98lml4FMuT7qBnZpPahmWt591p9YCVbpJnVn+vhlYf2q1UqUWBtX+++9fpV+5q/QrapUq/1UKgvQtttD0VZa7LMDQfJmf4yhVvqpUMcv7Lo0DU6UnWVapxVV11llnldlP3qcb7yq1wsn7LVVUqxSIqFKLrSqN+ZPziOMg3ahPlul6k1rb5P3OfByLqZVKPnbSDX+VKiJdi8w1LXVtrVJFqEqVhSpVTHuXGerVlVGqDFepW2OVAm1VGjuuShWtDbOlVifZMwX8qhQsrlIFdMPn8/6RWnXkbUoVqSq1WtlwrKeKdoUh7mXalMd0ud5VvV/0GrWq9Y8ln9QFrUpB+Sq1dKpS4GQsxWqVIwXYKq4HKZCQP0tjRlWphV3+xzU6/ahSpe5++RxvLTxwAtcbrl0pmJuv/SlAnq9HnF98B/GPczEFzzbkzDHFdYb5UtC9dX3g+yiN01dxbUhPPazS4OgbludamVrDVlwn+a5KP2hU6YejDfMM+WPoNWjo/NPKssg1JfKb9xob88/7mlpsV1dffXW+1nE9476GYyYF0OfNYvB8XFNTy+98POHLfU36MW5yHA/NMAX3qhTkzdvAsZZ++MrHPtuSfsAYmp3zK6CAAjMFDFzNJHIGBRRQYPMRaFbyN58tG7Yl8wSuhuW4ec+dfp2vUguTKrUEqVLrnN6NTa0Cq9R1paIyT0VmUySP6U2hvP51pC66VRr/p0rjLFWpZcj6V3gXXkN6QmiVuoRXqQVwRbC5L6WWz1VqiValccGqc889t282pyuggAIKKLB2AQNXayd2BQoooMB4BGhZxS/4aWyKKnVrGU/BNnFJDFwNA6elHy310hOxcsuzvqVpNUDrE1pgLdOarC//ruke010qd75ptFaihQstUE3rFeD6n7pAV+kpqVUaA6l3ZWmsvmqvvfaq0iDbVeqK1jufHyiggAIKKLBuAQNX6xY2fwUUUGAkAgQd6J5GN8g0wGuVxvq6S7ZsSGMm5Uob3SboIpOeGrehS9pIdteoipEGic6tYdJ4XRVduugOWCa6oaTBzqszzzyzSgNbV+lpmOXHa3vvMb02WjPejAVo1bbbbrtVdFlLT73M3QCbrdzoypbGt6roMp0ezFClsa82YxE3TQEFFFBg7AIGrsa+hyyfAgoosAIBxkBijK0yMdbXxRdfnCsn5fTN+X16clp13nnntTbxBS94QXXBBRe0pjvhfwWuvfba3EIjPYmqSoPN5yAolVpaV6WHC+Sxp0488cQqDRz/vwut8Z3H9BpxzXqzF2CMovRk2TxmHeM10iWQMR0ZY4xznbH50uD2VRrYuzVG1maP4wYqoIACCoxOwMDV6HaJBVJAAQVWL5AemV6lp4nlwa35ZZ3KCS2PGBiWQcfvKomBetNTkbIDAxozCDEOVNz4Z5otQACU8a74R+WXsazSU8nyAMOzl17dHB7Tq7M0p7uuAA8L4eEnnM8M5s51MD0tMg9Az+DvJgUUUEABBcYgYOBqDHvBMiiggAIKKKCAAgoooIACCiiggAIKtAQMXLVInKCAAgoooIACCiiggAIKKKCAAgooMAYBA1dj2AuWQQEFFFBAAQUUUEABBRRQQAEFFFCgJWDgqkXiBAUUUEABBRRQQAEFFFBAAQUUUECBMQgYuBrDXrAMCiiggAIKKKCAAgoooIACCiiggAItAQNXLRInKKCAAgoooIACCiiggAIKKKCAAgqMQcDA1Rj2gmVQQAEFFFBAAQUUUEABBRRQQAEFFGgJGLhqkThBAQUUUEABBRRQQAEFFFBAAQUUUGAMAgauxrAXLIMCCiiggAIKKKCAAgoooIACCiigQEvAwFWLxAkKKKCAAgoooIACCiiggAIKKKCAAmMQMHA1hr1gGRRQQAEFFFBAAQUUUEABBRRQQAEFWgIGrlokTlBAAQUUUEABBRRQQAEFFFBAAQUUGIOAgasx7AXLoIACCiiggAIKKKCAAgoooIACCijQEjBw1SJxggIKKKCAAgoooIACCiiggAIKKKDAGAQMXI1hL1gGBRRQQAEFFFBAAQUUUEABBRRQQIGWgIGrFokTFFBAAQUUUEABBRRQQAEFFFBAAQXGIGDgagx7wTIooIACCiiggAIKKKCAAgoooIACCrQEDFy1SJyggAIKKKCAAgoooIACCiiggAIKKDAGAQNXY9gLlkEBBRRQQAEFFFBAAQUUUEABBRRQoCVg4KpF4gQFFFBAAQUUUEABBRRQQAEFFFBAgTEIGLgaw16wDAoooIACCiiggAIKKKCAAgoooIACLQEDVy0SJyiggAIKKKCAAgoooIACCiiggAIKjEHAwNUY9oJlUEABBRRQQAEFFFBAAQUUUEABBRRoCRi4apE4QQEFFFBAAQUUUEABBRRQQAEFFFBgDAIGrsawFyyDAgoooIACCiiggAIKKKCAAgoooEBLwMBVi8QJCiiggAIKKKCAAgoooIACCiiggAJjEDBwNYa9YBkUUEABBRRQQAEFFFBAAQUUUEABBVoCBq5aJE5QQAEFFFBAAQUUUEABBRRQQAEFFBiDgIGrMewFy6CAAgoooIACCiiggAIKKKCAAgoo0BIwcNUicYICCiiggAIKKKCAAgoooIACCiigwBgEDFyNYS9YBgUUUEABBRRQQAEFFFBAAQUUUECBloCBqxaJExRQQAEFFFBAAQUUUEABBRRQQAEFxiBg4GoMe8EyKKCAAgoooIACCiiggAIKKKCAAgq0BAxctUicoIACCiiggAIKKKCAAgoooIACCigwBgEDV2PYC5ZBAQUUUEABBRRQQAEFFFBAAQUUUKAlYOCqReIEBRRQQAEFFFBAAQUUUEABBRRQQIExCBi4GsNesAwKKKCAAgoooIACCiiggAIKKKCAAi0BA1ctEicooIACCiiggAIKKKCAAgoooIACCoxBwMDVGPaCZVBAAQUUUEABBRRQQAEFFFBAAQUUaAkYuGqROEEBBRRQQAEFFFBAAQUUUEABBRRQYAwCBq7GsBcsgwIKKKCAAgoooIACCiiggAIKKKBAS8DAVYvECQoooIACCiiggAIKKKCAAgoooIACYxAwcDWGvWAZFFBAAQUUUEABBRRQQAEFFFBAAQVaAgauWiROUEABBRRQQAEFFFBAAQUUUEABBRQYg4CBqzHsBcuggAIKKKCAAgoooIACCiiggAIKKNASMHDVInGCAgoooIACCiiggAIKKKCAAgoooMAYBAxcjWEvWAYFFFBAAQUUUEABBRRQQAEFFFBAgZaAgasWiRMUUEABBRRQQAEFFFBAAQUUUEABBcYgYOBqDHvBMiiggAIKKKCAAgoooIACCiiggAIKtAQMXLVInKCAAgoooIACCiiggAIKKKCAAgooMAYBA1dj2AuWQQEFFFBAAQUUUEABBRRQQAEFFFCgJWDgqkXiBAUUUEABBRRQQAEFFFBAAQUUUECBMQgYuBrDXrAMCiiggAIKKKCAAgoooIACCiiggAItAQNXLRInKKCAAgoooIACCiiggAIKKKCAAgqMQcDA1Rj2gmVQQAEFFFBAAQUUUEABBRRQQAEFFGgJGLhqkThBAQUUUEABBRRQQAEFFFBAAQUUUGAMAgauxrAXLIMCCiiggAIKKKCAAgoooIACCiigQEvAwFWLxAkKKKCAAgoooIACCiiggAIKKKCAAmMQMHA1hr1gGRRQQAEFFFBAAQUUUEABBRRQQAEFWgIGrlokTlBAAQUUUEABBRRQQAEFFFBAAQUUGIOAgasx7AXLoIACCiiggAIKKKCAAgoooIACCijQEjBw1SJxggIKKKCAAgoooIACCiiggAIKKKDAGAQMXI1hL1gGBRRQQAEFFFBAAQUUUEABBRRQQIGWgIGrFokTFFBAAQUUUEABBRRQQAEFFFBAAQXGIGDgagx7wTIooIACCiiggAIKKKCAAgoooIACCrQEDFy1SJyggAIKKKCAAgoooIACCiiggAIKKDAGAQNXY9gLlkEBBRRQQAEFFFBAAQUUUEABBRRQoCVg4KpF4gQFFFBAAQUUUEABBRRQQAEFFFBAgTEIGLgaw16wDAoooIACCiiggAIKKKCAAgoooIACLQEDVy0SJyiggAIKKKCAAgoooIACCiiggAIKjEHAwNUY9oJlUEABBRRQQAEFFFBAAQUUUEABBRRoCRi4apE4QQEFFFBAAQUUUEABBRRQQAEFFFBgDAIGrsawFyyDAgoooIACCiiggAIKKKCAAgoooEBLwMBVi8QJCiiggAIKKKCAAgoooIACCiiggAJjEDBwNYa9YBkUUEABBRRQQAEFFFBAAQUUUEABBVoCBq5aJE5QQAEFFFBAAQUUUEABBRRQQAEFFBiDgIGrMewFy6CAAgoooIACCiiggAIKKKCAAgoo0BIwcNUicYICCiiggAIKKKCAAgoooIACCiigwBgEDFyNYS9YBgUUUEABBRRQQAEFFFBAAQUUUECBloCBqxaJExRQQAEFFFBAAQUUUEABBRRQQAEFxiBg4GoMe8EyKKCAAgoooIACCiiggAIKKKCAAgq0BAxctUicoIACCiiggAIKKKCAAgoooIACCigwBgEDV2PYC5ZBAQUUUEABBRRQQAEFFFBAAQUUUKAlYOCqReIEBRRQQAEFFFBAAQUUUEABBRRQQIExCBi4GsNesAwKKKCAAgoooIACCiiggAIKKKCAAi0BA1ctEicooIACCiiggAIKKKCAAgoooIACCoxBwMDVGPaCZVBAAQUUUEABBRRQQAEFFFBAAQUUaAkYuGqROEEBBRRQQAEFFFBAAQUUUEABBRRQYAwCBq7GsBcsgwIKKKCAAgoooIACCiiggAIKKKBAS8DAVYvECQoooIACCiiggAIKKKCAAgoooIACYxAwcDWGvWAZFFBAAQUUUEABBRRQQAEFFFBAAQVaAgauWiROUEABBRRQQAEFFFBAAQUUUEABBRQYg4CBqzHsBcuggAIKKKCAAgoooIACCiiggAIKKNASMHDVInGCAgoooIACCiiggAIKKKCAAgoooMAYBAxcjWEvWAYFFFBAAQUUUEABBRRQQAEFFFBAgZaAgasWiRMUUEABBRRQQAEFFFBAAQUUUEABBcYgYOBqDHvBMiiggAIKKKCAAgoooIACCiiggAIKtAQMXLVInKCAAgoooIACCiiggAIKKKCAAgooMAYBA1dj2AuWQQEFFFBAAQUUUEABBRRQQAEFFFCgJWDgqkXiBAUUUEABBRRQQAEFFFBAAQUUUECBMQgYuBrDXrAMCiiggAIKKKCAAgoooIACCiiggAItAQNXLRInKKCAAgoooIACCiiggAIKKKCAAgqMQcDA1Rj2gmVQQAEFFFBAAQUUUEABBRRQQAEFFGgJ/H8E5sopJOGlagAAAABJRU5ErkJggg==)"
      ],
      "metadata": {
        "id": "hC3kpa5incd7"
      }
    },
    {
      "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 2026-03-11 at 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AEC0YHyUjkCCCCAAAIIIIAAAggggAACCCCAAAIIIIAAgWg+AwgggAACCCCAAAIIIIAAAggggAACCCCAAAKBChCIDpSXyhFAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQIRPMZQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEAhUgEB0oLxUjgACCCCAAAIIIIAAAggggAACCCCAAAIIIEAgms8AAggggAACCCCAAAIIIIAAAggggAACCCCAQKACBKID5aVyBBBAoKpALBazr776ypYsWVLl8cUXX9ivv/5qf//9t3toudq1a9sKK6xgK664ojVp0sTWXnvt5R4rrbRS1Q3wPwQQQCAAgZ9//tk+//zzKsctHcd++OEH++uvv9xx659//nHHrTp16pgeq6++uq211lrLHbf0PAUBBBBAAAEEEEAAAQQqT4BAdOW95+wxAgiUSOC3336zN954w1577TV79dVX7fXXX7cPP/zQatWqtVxwRsGaVVZZxQVvFHzWMn5QetmyZSmD1z/99JM1a9bMtthiC9tqq61s6623dg/VRUEAAQQKEdBNsIULF7rjln/sevvtt02B6FQ3xBo1auRumPnBZwWj/cC0gtTJN910I65u3bq2ySabuOOVf+zS/3XzjYIAAggggAACCCCAAALlK0AgunzfW/YMAQRKLKAezdOnT7fHH3/cXnnlFVuwYIG1atUqHiRWwGXjjTe2xo0bu0BzdZun7X3yyScuwO0HjObNm2cNGzZ0AZ5dd93Vevbs6dpQ3W2xPgIIlKeAAs+6Ufbwww/bnDlzbO7cue6GmI5XfpB48803t+bNm7uAc3UVFKheunSpzZ8/P36TTscvBbq1ne233966d+9uO+ywA4Hp6mKzPgIIIIAAAggggAACIRMgEB2yN4TmIIBAtATUu08BnAcffNCefvppa9eunfXo0cM6depkW265pRuaXso9Ui9q9V5UYGnGjBnusf7667uAdK9evaxjx46lbA7bQgCBEAqox7KOVzpu6filouOWbl4p+KxjRqnLokWLXGD62WeftYceesgFpvfdd1/TcWvPPfe0evXqlbpJbA8BBBBAAAEEEEAAAQSKLEAgusigVIcAAuUvoJ7It912m91yyy2u92Dnzp1dsESBHOVxDlNRWo+ZM2e6wI4CTsopfeCBB9rQoUOtTZs2YWoqbUEAgYAFZs2aZddee609+uij1qJFC3fc0qgJpfVROqAwlTfffNMdtxQsf++996xr16522GGH2T777BO6tobJjbYggAACCCCAAAIIIBBmAQLRYX53aBsCCIRK4IMPPrApU6bYTTfd5IaQH3nkkdatWzdr0KBBqNqZrjH//e9/7eWXX3YB9Ntvv90NfT/66KMJ7KQD43kEykDAv3GmY9f3339vQ4YMsT59+kTqRpR6S0+dOtWuvPJK03Fs+PDhNnjw4JKPOCmDjwO7gAACCCCAAAIIIIBAjQoQiK5RfjaOAAJhF1D+VOV8vvzyy+3555+3gw8+2BS8VQqOKJcff/zRBdQVnFJgZ9iwYa634eqrrx7l3aLtCCDwP4HkG2c6binNRZQnBNTxWCmHdDyePXu29evXzx2P27dvz/uOAAIIIIAAAggggAACERAgEB2BN4kmIoBAzQg88cQTNnLkSPvll1/sqKOOskGDBtlqq61WM40JaKuJgR1NVHbKKafY8ccfTz7WgLypFoGgBRYvXmxnnnmm60FcLjfOUpl99NFHdsUVV9gNN9xgXbp0sXPPPdc23HDDVIvyHAIIIIAAAggggAACCIREgEB0SN4ImoEAAuERmDdvngvIvvPOOzZu3DgXgI5yL8JcZefOnesC7wsWLHD7/e9//zvSvSdz3W+WQ6AcBDTK4bzzznPpg/r3729jxoyxNddcsxx2LeM+/PDDD26/FZQeMGCA2+9mzZplXIcXEUAAAQQQQAABBBBAoGYECETXjDtbRQCBEAp88skndvrpp9tjjz1mJ598susZvPLKK4ewpcE2ye8J/tdff9mECROse/fuwW6Q2hFAoGCBP//80wWfzznnHNPEqeoZ3LZt24Lri+qKfk/w+++/30aMGGEnnniirbrqqlHdHdqNAAIIIIAAAggggEBZChCILsu3lZ1CAIF8BJQj+YILLjAFcpR+Q8HoJk2a5FNF2S2rlB2a0FAWm2yyiV177bXWvHnzsttPdgiBKAu88MIL7pjVtGlTmzRpknXq1CnKu1OUtr/99ts2atQo08gWHbf23nvvotRLJQgggAACCCCAAAIIIFB9AQLR1TekBgQQiLDA+++/b0pBoV6FN998s2266aYR3pviN/3333+3U0891W699Va75JJL7JBDDin+RqgRAQTyEli2bJm7SXTddde5m2iHHXZYXutXwsIPPPCADR061I3ouOiii6xBgwaVsNvsIwIIIIAAAggggAACoRYgEB3qt4fGIYBAUALq8XvppZe6fKInnHCCjR492urUqRPU5iJf7+zZs13Py/bt29vVV19t5GCN/FvKDkRU4NVXX7WBAwfa2muv7SbqW3fddSO6J8E3+5tvvrFhw4bZK6+84qx222234DfKFhBAAAEEEEAAAQQQQCCtAIHotDS8gAAC5Srw2Wef2aGHHmrfffed6wW9xRZblOuuFnW/fvnlF5c7e+rUqXbVVVfZAQccUNT6qQwBBNIL/PPPPzZ27Fi77LLLXB5oBVhr1aqVfgVeiQvcdddddvTRR1ufPn3swgsvtLp168Zf4xcEEEAAAQQQQAABBBAonQCB6NJZsyUEEAiBwPPPP+8CqErHcdZZZ9mKK64YglZFqwlPPvmkS9GhdABnn302wbBovX20NoICP/zwgwui6ucdd9xhrVu3juBe1GyTv/jiC9eTXIZK26Ee5RQEEChvgb///tveeecd++ijj2zJkiVVHuqMoEmZtYzKCius4M4JNUeIjg+Jjw033ND04OZfeX9e2DsEEEAAgdIIEIgujTNbQQCBEAhcf/31duKJJ7rUEuoZRylcQL3Ke/bsaS1btrTbbrvNVl111cIrY00EEEgroDz23bt3t2222cZNvkdv3rRUWV9Qr/KTTz7Z7r77bnvwwQdt6623zroOCyCAQHQEFi5caC+99JK99tprpjRG8+fPt0aNGlmbNm2qBJYVZFbAWSnZFIBWujYFpDVfyFdffVUlYK0A9oIFC9zrHTt2tK222so9dthhB2vRokV0cGgpAggggAACIREgEB2SN4JmIIBAcAIKPigP9H333WcPPfSQbbnllsFtrIJq/vXXX10PQwXKHn74YVtvvfUqaO/ZVQSCF3jiiSesX79+NnLkSDvllFOC32CFbOHGG2+0ESNG2JVXXul8K2S32U0Eyk7gv//9r73wwgvu3E7nd19//bV16tQpHizWzaa11lqrKPutXtUKcPtBbuWeb9u2rfXq1cvdmO/QoUNRtkMlCCCAAAIIlLsAgehyf4fZPwQqXODHH3+03r17m35qOHaxLkgqnDW+++pFpLy1Cugod/TOO+8cf41fEECgcIHJkyfbuHHj7JZbbrF999238IpYM6XAnDlzXJqmwYMH2znnnMOQ+5RKPIlAOAXmzZvn5qrQeZ1GiWiElgLCOgcp1cTTv//+u+lmoUZXPProo1a/fn076KCDbOjQodaqVatwwtEqBBBAAAEEQiBAIDoEbwJNQACBYASUC3SPPfawDTbYwNQDjiHtwTir1nvuuceOPPJIu/fee515cFuiZgTKX2D8+PGmVELTpk2zTTfdtPx3uIb2UCmGunXrZjvuuKNdccUVBKNr6H1gswjkIqB8zhrZpglb33vvPdM8FRoxEoYJpzXyTje3dONQqX922WUXN0HqnnvuyXEllzeXZRBAIK2ARn74KYOWLl1qGpGqVELqDFS7dm2XXkgpiJRyqHnz5qRLTCvJC2ESIBAdpneDtiCAQNEE/CD0xhtvbDfddJP961//KlrdVJRa4LHHHrP+/fsTjE7Nw7MI5CTgB6FnzZpFr7qcxKq3kIby77bbbqZ8rwSjq2fJ2ggEIfDbb7/ZpZde6h5rrrmmC/AqAF2vXr0gNlftOr///nt3I1HHE02Irbz0miBbASMKAgggkE5AgeUPPvggnv7n9ddftw8//NC+/PJLd/zQqF4Fm1dZZRU38kPXtgpI6ybdN99843Lbf/vtt+515a9v165dPE2Rctuvttpq6TbN8wiUXIBAdMnJ2SACCAQtQBA6aOH09ROMTm/DKwhkEyAInU0omNcJRgfjSq0IVEdAvYw1mm3MmDFuZIh+6oZRVIp6Meqc6Mwzz3STIE6YMMF69OgRlebTTgQQKIGAAsdK7aMc988884zbouYyUuBYOe433HBDF3xu3LhxTq3RhKtffPGFLV682JTCyM9pr1EkGiG8zz77uDRGOpbSSSsnUhYKSIBAdECwVIsAAjUjQBC6ZtwTt0owOlGD3xHITYAgdG5OQS1FMDooWepFIH8BTYA8atQoW2mllWzSpEmRTvmlXo633367nX766bbuuuu6/dluu+3yR2ENBBAoCwGNmrjttttcqqGXX37Ztt9+e5fnfq+99rI2bdoEks5HI0teeuklN7m8gt5K79G9e3eX3mj33XcvC1d2IloCBKKj9X7RWgQQyCCgL1nl5dtoo41Ix5HBqRQv+cHoRx55xHbaaadSbJJtIBBZAQVapkyZYqTjqNm30A9Gd+nSxS655JKabQxbR6ACBZQHdciQIaYh6eeee65L91WrVq2ykFi2bJk7zmtyVKUxO++882zllVcui31jJxBAILvA/Pnz7fLLL7e77rrLOnfubH379nXzVDRs2DD7ykVeQm3RRKtKX6k5lIYPH+5SCGnSVQoCpRAgEF0KZbaBAAKBC6jHSZ8+fUyzmOtOL8ONAifPugFN2HPsscfaK6+8Yi1btsy6PAsgUIkCOl5p0q0XX3zR9YSpRIMw7bMCYRoOO3r0aBcQC1PbaAsC5SwwdepUFwzZb7/97IILLrByDYgsWbLEjjjiCPvPf/7jgkDqDUlBAIHyFZg+fbrpBtQ777xjgwcPdse59ddfPxQ7rBRCSg2iSWB1vaZ89qeeeqopHz8FgSAFCEQHqUvdCCBQMgENa7/nnntcMKdcL15KhlnEDZ1xxhluGJhmk1911VWLWDNVIRB9gbfeest23nlnN8EnQyPD834qr+Kuu+5qDzzwgBtlE56W0RIEyk9Aw9TVG+/555+36667zrp27Vp+O5lij2644QY76aSTXGBKvb81sSEFAQTKR0AjO0455RRbuHCh6XrokEMOCfUoCOWRnjhxot1///12/PHHu4lWuXYrn89j2PaEQHTY3hHagwACeQvoC1NDOZVnKyx3mPPeiTJdQT3VDzjgANNPvU/lMsS2TN8udquEAkoDsc0229gJJ5xgxxxzTAm3zKZyEbjvvvts6NChfK/kgsUyCBQosGDBAjeB37bbbuvSVqy22moF1hTN1T777DMbOHCg/fXXX+4cqWnTptHcEVqNAAJxAf1djxw50tQTWj+PO+44q1evXvz1sP/y9ttvuxz9r776qpssVudCjDQO+7sWvfYRiI7ee0aLEUAgQYCeawkYIf1VE2Jo6KkmxTj77LND2kqahUDpBBR0UA9o5bO/+uqrS7dhtpSXACNt8uJiYQTyEpg2bZoNGDDATeKnG3KVWv7++28XqNLweKVq2nzzzSuVgv1GIPIC1157resFrRtM6gXduHHjyO7T7NmzXc/oVVZZxaUR2mCDDSK7LzQ8fAIEosP3ntAiBBDIUeCHH36wDh06uFxWultLCa/Ap59+6np/XnXVVab8jxQEKllAPaCVluPJJ5+0FVZYoZIpQr3v/twDChRpRAcFAQSKI3D++ee7yfpuv/1222uvvYpTacRr0fmRcrMqPYlGklEQQCA6Ap9//rkdfvjh9tFHH7mgbadOnaLT+AwtVccJdSKaPHmynXXWWXb00UczujWDFy/lLkAgOncrlkQAgZAJ+MMZ77jjjpC1jOakEtAQtUMPPdRN1rHGGmukWoTnECh7AQWfDz74YBeIZjKY8L/dGtHRvn17NzxVxy8KAghUT0C5Rx977DF75JFH3KiQ6tVWXmvPmjXLDjroINNojGHDhpXXzrE3CJSpgOaTUBBaOaAnTJgQqTQcub4lynet6+5mzZrZXXfdZVzH5SrHcukECESnk+F5BBAItcDDDz/s8kJrBuJGjRqFuq007v8ENFP8d999Z8q/SkGg0gR+/PFH22yzzUy9Afv06VNpux/Z/X322WetV69e7uZB8+bNI7sfNByBmhZQEHrGjBn2zDPPGDfiUr8bGi2z22672bhx4whGpybiWQRCI6BewpdeeqndeeedLuVaaBoWQEOWLVvm0gipY5Guw3WTnoJAoQIEoguVYz0EEKgxgW+//dbatWtn11xzjcs7XGMNYcN5C/z8888uEKcZ4tUrlIJAJQkMHjzYfvnlF7vnnnsqabfLYl8VQNOM8roAoyCAQP4CBKFzNyMYnbsVSyJQEwK///67DRo0yN588003uqN169Y10Ywa2eaUKVNcbv+bbrrJevbsWSNtYKPRFyAQHf33kD1AoOIE+vbta3Xr1nU5uCpu58tgh59++mnr3bu361241lprlcEesQsIZBfQUPTDDjvMNBt5kyZNsq/AEqES0EWnJhE76aSTTCM7KAggkLvAiBEj3E0cekLnbuYHo9XjcsiQIbmvyJIIIBCogEZ2Krd906ZNTekhGzRoEOj2wlj5U089ZboeHz16tOn4TkEgXwEC0fmKsTwCCNSowNSpU90XnoI5q622Wo22hY0XLqDJ2j755BPXi6DwWlgTgWgIaGLVTTbZxK644gqX4iEaraaVyQIvvvii7bPPPjZv3jxr2bJl8sv8HwEEUgho2Poll1xiL7zwAuk4Uvhkekq9LXfZZRcX7GJSx0xSvIZAaQQUhFbqnI4dO9q1115r//rXv0qz4RBuZeHChdalSxd3Xa6b9BQE8hEgEJ2PFssigECNCvzxxx/Wtm1bu+yyy6xHjx412hY2Xj2B3377zb2XSq+y9957V68y1kYg5AI6Qf/000/t3nvvDXlLaV42AaUX+Oqrr1xgKNuyvI5ApQtoclblw1eedaVUo+QvoNE0mihVgXydA1MQQKBmBBKD0Nddd53VqlWrZhoSoq2+//77tuuuuxKMDtF7EpWmEIiOyjtFOxFAwE3w9eijj9rs2bPRKAOBG2+80S6++GLXu7CSexSUwVvJLmQQUABaExS+8cYbVkk5BDOQRPolzVGwwQYb2MyZM23LLbeM9L7QeASCFFCAolOnTi6NWvfu3YPcVNnXPWnSJFPg6+WXX7aGDRuW/f6ygwiETeD77793vX/VE5ogdNV3xw9Gn3jiiXbCCSdUfZH/IZBGgEB0GhieRgCBcAnoBEAX/9OmTbNtt902XI2jNQUJ/Pe//7UOHTrYySef7Hr7FFQJKyEQcgH1ZFMaIY3koJSHwIQJE0z5ERWMpiCAwPICP/30k22zzTY2cOBAO/XUU5dfgGfyFtB3yRdffOFybXPzPm8+VkCgYIG///7bjd5cc8017ZZbbqEndApJpenYcccdTSNd99tvvxRL8BQCVQUIRFf14H8IIBBSgVNOOcU+/vhjhraH9P0ptFkacjp8+HDTCYwmoKQgUE4C8+fPt86dO9t//vMfW2ONNcpp1yp6XzRxYZs2bVyvKPK2VvRHgZ1PI6CJWZUb/7777kuzBE/nK7Bs2TLXEeOQQw4x9TykIIBAaQSOPfZYe+2110yTra600kql2WgEtyKf/fff32bNmuU6GkVwF2hyCQUIRJcQm00hgEBhAp999pnLLfj666+7i//CamGtsApoIp5u3bq5ntFhbSPtQqAQAQUpd9hhBzvjjDMKWZ11Qixw/fXXmyZhU8oVeiemf6NisZj9+OOPptyaeii1if+7fmq006+//mqaA0IBfj383/2f/nPqlaacnKkeeg/85+vUqWMrr7yyrbLKKu6x6qqrpvy9fv361qRJE3eTqGnTpu6n/l+7du30O8QrWQU0cm3QoEGmSaW5AZeVK68FdHNz5513dik6Ntpoo7zWZWEEEMhfQD18zz77bHv11VetWbNm+VdQYWtoUu6JEyc6L32vUhBIJ0AgOp0MzyOAQGgE1LOmXr16dvnll4emTTSkeAI6uVPATj3eGzRoULyKqQmBGhRQLvt+/frZBx984IJiNdgUNh2AwD///ON6/CjtQP/+/QPYQrir/Ouvv2zJkiX2+eef2+LFi6v81HNffvmlCzirV6zSMK2++urWqFGjlA8FjPUdr1Ex+pn4e+JzCjArsJ38UP2JzylgrQlxf/nlFxfk9n8q4J34+88//2xff/21e2gCSv2u91U5eP3AtH7qsc4669h6661nLVu2dD81RJuJqpb/jOrGgiYl1Pkaw7OX9ynGMwqKPfLII27yQm6aFEOUOhBILaCc7F27dnU9obfYYovUC/HscgIa6frOO+84N27UL8fDE/8TIBDNRwEBBEItoAvDVq1a2YIFC9yFYKgbS+MKFthzzz1Nkxkdc8wxBdfBigiESaBXr15uoq6RI0eGqVm0pYgCt956q+sVrZtp5VYUkNVEm0oro4mI9POTTz5xAWcFmhW4VU/jFi1aWPPmzd0j8Xf1HPMDzwrsRuViVIFznXf4gWn91EMjs7T/MtHvCnwnB6cVqG7btq1tsskmrgd2uX0mctmfAQMGuMVuu+22XBZnmQIEdKNFk0Aq0D969OgCamAVBBDIJqAROZtvvrmNGDHChgwZkm1xXk8Q0I3qrbfe2kgjlIDCr8sJEIhejoQnEEAgTALnnnuuKSUHeQbD9K4Uvy3q3aNJC3XDgV5mxfelxtIKKFi16aabuqBV48aNS7txtlYygT///NMFIx9++OFITqKrYOqiRYtckFmB5sSgs0aoqGeycmHrseGGG7qbwolBZ6W2qMQiN/X41t+5Hn6AWj/1HaZAtYLUCkjrOJD4U72/y7U8++yzduCBB7o5H3TzgRKcwLvvvmvbbbed63WozxoFAQSKK6A87EovNGPGjOJWXCG1kUaoQt7oauwmgehq4LEqAggEK6AeWephpBmKd91112A3Ru01KqCh1RtssIFdddVVpt7RFASiLKBe0OpVecMNN0R5N2h7DgKnn366C0SGuQfoN9984wJWfrDZ//nhhx+6nsp+sNkPOPv/J79vDh+AFIsoLYgC0hqarIeChvqpALV6jScGp/3fyyFArcCoekQfffTRKVR4qtgCGv6u/Ok33nhjsaumPgQqWuD555+3Hj162JtvvumO2RWNUY2dJ41QNfAqYFUC0RXwJrOLCERVQL2gx4wZ4+5IR3UfaHfuAueff74999xzpt6FFASiKqDhnAo2Pfnkk0ZOwai+i7m3W/mRlY5BPYjDMDGPboBoFFHi44svvnA9mv0Ac2LAea211sp9Z1myWgLpAtTqVa1erVtttZWb3FQTnOrYscIKK1Rre6VceerUqaZ86Qq6R6ndpTQq9rbUK18jFRQ022yzzYpdPfUhUJECSiuhPPejRo1yk65WJEKRdtpPI3TwwQe7FCdFqpZqykSAQHSZvJHsBgLlKKBe0H369LGhQ4eW4+6xT0kC3333nZsI6q233nI94ZNe5r8IREJAvaCvv/56mzNnTiTaSyOrL3DQQQe5iQvVO7qURbmLEwPO+l3BKQWlttxyy/hD/19xxRVL2TS2lYeAAtQK4L7yyivuuKFjh95b5dhUUFqP7bff3k2imEe1JVtUwQalH1Hvt969e5dsu2zIbOzYsaYc9Y899hgcCCBQBAFNtKoRTi+99FIRaqOKF1980c0BpIm7NWkxBQFfgEC0L8FPBBAIlYCGtWoyFk2KVA5DVkOFG+LGHHHEEdakSRObMGFCiFtJ0xBIL6Dg0QknnGD9+vVLvxCvlJWAcuP279/f5QsOalI+BZiTg87q/ZwcdFZPLoLO0f946dxHAWn/oSHi6snuB6b1U+mswlCuueYau+666+zll19mjocSvyG//PKL+xzce++9ttNOO5V462wOgfIS+Pnnn61169amER4777xzee1cDe7NAQcc4L6/zjvvvBpsBZsOmwCB6LC9I7QHAQScwFlnnWXKX3nTTTchUkECs2bNMgWjlcOUgkDUBDRZmQKByslbt27dqDWf9lZDYN1117W7777b3UCtRjVuVaXSSA466zNF0Lm6stFd/9dff3WBXj8wrd56Osaop7TfY1q94KtzE0I9m+vUqZM3knpDa2LpXr165b0uK1Rf4JxzzrG5c+cyqXf1KamhwgXOPPNMe+ONN0wTqFOKJ/D++++71FMa+aPUdRQEJEAgms8BAgiEUkAXVGeccQYXNqF8d4JrlCaoVJ5V9TDUJE4UBKIkMHnyZPfZVX57SmUJaII2jd6ZOHFiXjv+ww8/2AsvvOCG1/vB52+//dal+ujYsWM8vYZucJB7Ny/asl5YE/xqAkQ/MK2fS5curZJnWkHqxo0b5+SgSe86d+7s5mhYc801c1pHC82cOdMOP/xw13Ggdu3aOa/HgsUT0MiIVq1auQkylWucggAC+QvoZq96Q+v7mOuP/P2yraHJVXWzUyNoKAhIgEA0nwMEEAidwKJFi2yjjTYynVyvvPLKoWsfDQpWYODAgW4CntNOOy3YDVE7AkUWUF77wYMH2yGHHFLkmqku7AIKyB111FG2cOHCjE1Vb2dNyqqbbfqpHkLt27e3bbfdNh501kVwIT1TM26YF8teQIFoBVH84PS8efNcQKVr16621157ud7T6W5mKMfwvvvuawpC63OZa9oP9YJWGrWRI0eWvW+Yd/DQQw91E16qdzQFAQTyF1DaCKUXeuCBB/JfmTWyCmhSXt1Q189GjRplXZ4Fyl+AQHT5v8fsIQKRE9BEEU8++aQ99NBDkWs7Da6+wP333+9yRGsCHgoCURHQZJvNmzd3ee05yY7Ku1a8dqqnzxprrOECgRtvvHG84o8++igedFbwefHixW4SOuWfVE5X9VqtX79+fHl+QaBYAkrn8cwzz9j06dPdQzf3u3TpYn5ger311otvSimxNNFqrVq1bNVVV3WT3ynlR6aigIJumuhnrj2vM9XHa4UL6HypW7dupo4cK620UuEVsSYCFSig0Zjrr7++OwbutttuFShQml3u2bOnSyV1yimnlGaDbCXUAgSiQ/320DgEKlNg9913dxM/DRo0qDIBKnyvf/vtNxfQUc9CcolV+IchQrt/yy23uJz2Tz/9dIRaTVOLKTBgwABTrmgdt9SrVA9NfqRgs4LOemyzzTYEioqJTl05C2jeDQWlZ8yY4QLUa6+9tusprd7SGomkQLVflGtawYKxY8daupQbY8aMcUFo5vLw1Wr2p0ZVjBgxwvr27VuzDWHrCERMQL2gNQpTI5QowQmok9mRRx7pUjkFNbFzcK2n5mILEIgutij1IYBAtQSUL3OttdZyvTqaNGlSrbpYOboCPXr0cBfIyilGQSAKApoVXL1cjzvuuCg0lzYGIDB16lRTcE6ppRR01uehQ4cOaQN5ATSBKhHISeDPP/+0559/3gWlH3zwQVPPffXqTyz16tUzTUSoIE2q3MOaPHPSpEm29957J67G7zUkcOGFF9orr7ziJk2toSawWQQiKaAOUPvtt59LrxXJHYhIo2OxmPtO0Vwaus6jVLYAgejKfv/ZewRCJ6A8heqBQ1qG0L01JW3QlClTbPbs2XbPPfeUdLtsDIFCBXTjTD1gE9MyFFoX60VT4McffzR9DnRDVRMXUhCIgoACmJocWhMWJhflKleqh5tvvtl0s80v6l29xRZbmCb4Uu9pSs0L8J7U/HtAC6InoHkblJZDPxs0aBC9HYhYiy+44AJ77bXX7K677opYy2lusQUIRBdblPoQQKBaAuPGjbMvv/zSrrjiimrVw8rRFtCEIf369XO9tKK9J7S+EgQ+/vhj1/NVgUjlWKVUrkDbtm3t+uuvtx133LFyEdjzSAkopYN60mYrGq02d+5cN6HhRRddZC+99BI3i7Ohlfh1TQamQI/SrVAQQCC7wNVXX+3mJJo2bVr2hVmi2gIffPCBm5hZqaC4iVltzkhXQCA60m8fjUeg/AQ0a7t63ZAfuvze23z2aNmyZW4Cr6VLlzIJUj5wLFsjAuq5f+WVV7q8qzXSADYaGgHlid5yyy1drtbQNIqGIJBG4JdffnHftbqBpl78Gjr9119/uYd+r1u3rpu8UL9/++23Lt/5+PHjTZ0Ghg4dagcffHCamnm6JgROP/1010v9qquuqonNs00EIieg1EJKy6HcxZTSCGiSW43E4YZZabzDuhUC0WF9Z2gXAhUqsOaaa5omM1DuQUplC3Ts2NEmTJhgXbt2rWwI9j70AprUS4Ga888/P/RtpYHBClxyySUutdTtt98e7IaoHYEiCCgF1lFHHWW77bab6TtXqYUaN25sDRs2tNVWWy1lfnON/GjatKl99dVXbpkiNIMqiiSgtHbqzPHZZ58VqUaqQaB8BTSZsI5lGtWm609KaQQ0MeR3333nOnCUZotsJYwCBKLD+K7QJgQqVGDRokVukqeffvop5cVPhbJU7G6rd8K6665r6uFDQSDMArvuuqvrHdinT58wN5O2lUBAE8ANHjzY3n///RJsjU0gUHqBp59+2o4//nh78803S79xtphRQBNO1q9fn8BaRiVeROD/C9x///1uwlWlGaKUTkCpoHTDTNf9lMoVIBBdue89e45A6AQ0M7uG6uhCnoLAtddea5q88sEHHwQDgdAKqCf06quvbm+88Yab8Ca0DaVhJRH47bffXC9RTeKmHqUUBMpNYOLEibZw4UK74YYbym3XymJ/tttuO1OPw+7du5fF/rATCAQlwGi2oGQz16sbZpoY8j//+Y81b94888K8WrYCBKLL9q1lxxCInsCZZ55pGvI5efLk6DWeFhddQJMiKW/bp59+WvS6qRCBYglo4pWtt97avv/++2JVST0RF9CEYVOmTLHOnTtHfE9oPgLLCxx00EGmUSDDhw9f/sVqPKPc1CussMJyNfzzzz9ZR8kpsFGnTp0q66Z6rsoCZfqfY445xho1auTyeJfpLrJbCBRFoEuXLjZkyBArxWi26hzfirKzIatk++23t5EjR1rPnj1D1jKaUyoBAtGlkmY7CCCQVeDf//63tW/f3k444YSsy7JA+QtoYqRmzZrZn3/+af/617/Kf4fZw0gKaJi6jlnz5s2LZPtpdPEFunXrZn379rVDDjmk+JVTIwI1LLDeeuuZJmjdZpttqtUSDYd/4oknTMO09dAogrXXXtt22WUXO/nkk61Dhw7u+183+s455xzTZNaJRaPodMNHN61/+OEHW2uttWyfffYxdWpQIFYTYmlUlX6GsXz99de2ePFi22KLLYravJtvvtnuvvtumzZtWlHrpTIEyknAH82m40fr1q1z2rWrr77aLacbZprgVQ8V3Sz7448/bOedd64yx5GuY8444wybNWuWG0WiyV91o1p5+Q899FB3/NJr9957r6unGP+88847bpReqp7GL7/8skuBmc9orULWyWU/jj32WNcr+uyzz85lcZYpQwEC0WX4prJLCERVYM8993S5NXUBn63oy/3GG2+ssljt2rWtR48eOZ9QqLeMTip+//33KvXoLq0eQRb1otTFgi68tC86KVAqCkpVAZ20aRIRXWBSEAijwG233WZ33HFHzhf9jzzyiLsgSdwXfb779++f+FTG3xW0ee6559wEiYkLnnTSSYn/DeT366+/3t599934sUtDW3XxFcUSVCDoiCOOsA022MD19omiC21GIJ2AJpjSpF6a5GullVZKt1jG53XOpZ5wl19+uevFrL8X9YpT4ETHFh0jFei+8sorXa718847z+677z7bf//94/WqF+M111zjcvMPGzbMnSMoL7vqfOqpp1yQXEFoBZkKCfS+/vrrpu3qpyb+a9GiRbyjhALl6YraftFFF9lbb71ly5Yts1atWtlhhx1mRx999HK9urV/I0aMsAEDBrjjRb169VL2CNe2dtpppyoBrnTb1/MKRGnyyS+++CLTYryGQEULKL2QrvV0DZZrUfBU12/z58+3JUuWuNUUjNbNMh0XDz744HjvaqVr040xHSeVdlLb0rFPN9/OOussUwqdmTNnuhtvDz30UK5NyLicjlUKdKtzxNixY5dbVp17dCzba6+93IS0usZK1dFHxyJ1DtO+FbLOchtO8cStt95qmtR5+vTpKV7lqYoQ8O4GURBAAIFQCHi9VmLeDO45tcULIMS8i5KYd0EQ877kY94B2z28nHg5ra+F7rrrrvh6Wt/rfRPT+nfeeWfOdRS6oHexFevatWvMC0C7NmjfgyjeULDYueeeG9thhx1iK6+8cszLZRvbaqutYt5JUeyXX35Ju0nvBCrWu3fvmHcRFfOGu8bWW2+9mHeCFfN6MKVdRy88/PDD7j1p3LhxbNVVV41tttlmsUsuuSTmBf0zrpfuRW33tddeS/cyzyNQ4wJevtSYF2jIuR1e8CHm9ZiNeYHKKscfL+CRcx1e4Dq+rpdnL7bHHnvEvDQ2sf/+978511Hogt7koTEvsBPfvteTp9CqMq5XyDEo3+PdFVdc4b4/9P5NmDDBHau8HpaxVA9vYraM7U180euRGfMuWBOf4ncEykJAx6mWLVsWvC/6O9poo43c8cMLhsQ++uijlHV5vZ1jOrb553ZeIDq+nHfzzz3vBbPjzyX+4k2kGF/PC0QnvpTT714ngZgXnImdeuqpsbfffjvm5X2PeXNVuHMatccLHqesZ/z48W67Q4cOjXk9tGM6HukY43WScOd7+n9i8VJoxNvp72e6n5deemniqhl///XXX129XtAr43K8iEAlC+jcxUsxVBCBd6Mp/re74447LleH1zs6pus6XXN5AevlXveC4DEvwOvq8DpQLfd6oU/omKpjiNcLe7kqvIB7vM3pjjP+82ussUbM6+UdK2Sd5Tac5gkZ6lyWUrkC6k1DQQABBEIh0LBhw5g3cUHebUm86NAJ/+eff55THbvvvnvMu+vrvpi9njg5rZPPQl6vlNjFF1+ccZWpU6e67QcRiNaFkHeX3gW8xo0bF/OGf8W83kIxnWDoZEMnT16vpuXa501A5ILWCkR7vZJiXg+fmNdL3a2joHS6wFO+F2HLbTjFE14PAhfcTvESTyEQCoHjjjsu5Ul/tsYln+B7vfqyreJe9yZzjR+39HfsjaTIab1cF8rluKW6dJNJ2093PMh1e6mWK+QYVMjxLqhA0FVXXRU78MADU+0azyEQaYFHH3001qlTp4L2QQFSbwi8O24oAOT1GM5Yjzf6wi2r40xiIFqBbAWKU52/qELdkNP5ndbLNxDtzVPi1lOARMfCxKKb+qpTD68nY+JLsTlz5sS83oMusJV8Q1DnX1pHPxOL30Z1plDQXUGr5IfWU+cBL0VZ4qpZf1cnh3RB/qwrswACFSCg6zMvPUZBe+rf7NHfZ6o6/I5OXoqhtPV7o9rccaFYgeibbropfnxKFYjWuaPaq2OnOgrpGJHqeKNl7r//ftfuQtZJu8NJL3jzqri2FNpRKak6/htBAQLREXzTaDIC5Signhv68tOXe75FPW69YZ3xntG6WMhWvHQPsfXXX9/1gNZ2FfAsdlHPam+yqozV+l/yQQSiDz/8cHe3+auvvqrSBm9YWbynkTfcs8pr3tBWF+Tyho1VeV7/8XKaufdIwegZM2ZUeb2Qi7AqFaT5j4I5CupQEAirgDdxV0y9nAspugjwJslxf1e6KFDPu2zFGy4ZSwygesM8s62S1+u5HLdUoR9EKXYgutBjUCHHO38fih0I0siQIL5T8nojWRiBAAS8dBixAw44oKCa1ZNY51srrrhizp0OvMnE3Dp+IPqnn35yAV+N8MoUnPWGurv18g1E69xGbdTDS5lRZT+feeaZ+GujR4+u8pqXWs69pt7UyUU9ItVJQsHmxDarA4SOFemKen6vssoqMfWezLdsvPHGMZ1fUhBAILWAgsSjRo1K/WKWZ7MFor00ae544OW2z1iTRpcVIxC9dOnSmEaiNm3a1G03VSBanRa23XZbN1IjVaN0Ha4OBjqX8ksh6/jr5vJTx3EvT34ui7JMGQoQiC7DN5VdQiCKAh9++KG7O1tI2xWIHjRoULzXroa8J/dISa5XX9LqnaIAdlCBaF101VQgWneatV9K/5Gq15CX19W9rmUSL3L83uXJvX3k5+Wzdj2ltU6/fv2qkBZyEValgjT/0fB2DXOnIBBWAaW9UdCjkKJAtALJ+pvSw8uZl7EaBWG8PIQxvyeN1il2IDqX45Ya6Qdxix2ILuQYVOjxLqhAkNIJKa0QBYFyE/DyjrobYfnu14svvuh6v+mY5U3imfPqfhoOPxD9ySefxI+XXg7otPUoDYZGvOUbiNb5kDcRmdtGchBJo8r8Y/UFF1wQ37aCUn6KuHQj8vxUTApmq6jntdZJ1ytcvZkVuFbgv5Di5Yh2I9oKWZd1EKgEAW9ejlg+KW8STbIFotVhQMcKjUrNVHSMKUYgulevXi4dmH5qu6kC0V7e6OVGZSS2TR0c2rRpUyVtYyHrJNaZ7XeNkPHmPMm2GK+XqQCB6DJ9Y9ktBKIm4M3K674AC2m3H4h+8skn4xcJumBIV5T3SjkOvUkdAgtEKz+YN/t7jQWivcl64hYKOieXxF4/ymHoF/WQ1kmMLoC8iW78p+M/NSRXryu3mV8KuQjz183205tNOTZ8+PBsi/E6AjUm0LZt25iCLIUUBaI//fRTl8Ndf1fKeZ+peJOrut4qyp+s5fUoZiA61+OW2hhUILqQY1Ahx7sgA0H6btHQVwoC5SZw5JFHunzq+e6Xhq/7xyyl/Mq1fPnll64HtB+I1no6t1JdSlmhEV7pijoaZHo93XrvvfdeyvkwTjvttPg+vPrqq/HVp02b5p5Xao7kPND+QrphqTb7Q/U1Uk3nrqmKhqprRIWCSoUWBfvT1V9onayHQDkJKD2Q0iMWUrIFonUDyT/eXXbZZWk7R+nGlEabVqfcfffdbj4fzfuTKRCtdYfS5AAAQABJREFU5bxJFlNuSscwjVRJPK5pwULWSbmBNE/qfE/59ymVKUAgujLfd/YagdAJqIdfoekp/EC0ekGrF5q+/JOHVCbusL5wNaGDSj49otXTRQGgVD2ME+tXOzSxn9pRaI9oBYSqUzSpoH8SpN7iyUV3oP3XEyfV8ie60DDSVPkFvRmg4+t99913rtpCLsKS25Pu/5MmTaoyTCzdcjyPQE0JaELPfCYaTGynH4i+8cYb3d+VAhmZ8uRvs802LkCSTyBa6T404Zb+njONFMnnuKV9SBWIVgAlXSAmcb8z/V7IMaiQ412QgSDdxNNFHQWBchNQKqFC0mU1adIkfu6gYeT5FAVXEtNM6PzOP39Rr+cxY8a4AEqQuUaVUkPp3LRdGSQWTXSq53U8T1c0mayW0Si1bEU34JWjWqPQCi06r0vOSV1oXayHQDkKtG/fPjZ79uyCdi1bIFrncTqf849TurGkoHdyqsSCNp6w0tdff+3ScfijWDMFohNWq/KrjjMaaZc8AqTKQkn/KWSdpCrcf/fff//Yddddl+olnqsAAQLRFfAms4sIREFAd4U7dOhQUFP9QLRW9ifM08WJJq9KVfTF5w8nzyUQraGhCjZpaKVOJpTTSj1xUg0nUq5YDff2Tz6U91V3fP3HlClTqjQpMUe0AtwaBtWiRQvXI1kXIsqRvGjRoirr5PIfBZW0LfWGTrX+HXfcEW/jhRdeGK9ywYIFMU2+ptdTlQ033NCtpwsu9SxXKfZFWOJ2L7roopiGuFEQCKvAOuusk7aXSbY2+4Fo9WSpX7+++9s69dRTU6725ptvxtq1a+deyyUQrWCoUujoGLTddtu5ScK0DeU2Tb7Rle9xS41IDETr+K1jo3IU6vi4+eabx9R7u5BSyDGo0ONduvZVNxCkizRNCERBoNwECgkc+BMA6rxIfxf+uUOhNgpk+50O/HMt/dTxTYFe5WlOl/KikG3qHEqTN2sbOu4pCJVYdMzWa8rPmq74cwHoWJypKPVI3bp1Y+pFWZ2ic8nTTz+9OlWwLgJlLaBJT1944YWC9jFbIFqVnnfeee64kHiM0u/arm4UaeRFdYs6PR1xxBHxagoJRA8dOtSNMsnnmFnIOvFGJvyi42Khc6wkVMOvERUgEB3RN45mI1BuArqbu+WWWxa0W4mBaA2J1oWOvuwTU074FWuYp4Z1+hPGZAtEa+Zg1aXZlf2iO926CFKv4eQhRbq7rpmL1QtZ6ymArf/7DwVZEosfiN5kk03ckKqBAwfGe8GoN7Dq0GQ9xS5+7xzdsf/Ym7gxl6IhXWqPHonB4WJehCW3QxdjmXq3Jy/P/xEotYCOJ++8805Bm/UD0VpZFxP621J9qXr26QaRfxzKFohWYFbBYPVC9HvV6TnlDdQ21LM6MRiU73FL7fUD0Rpqvu6668aUr1XbUABcxz1t59lnn9WiRSvpjkHZNpDP8a4YgSA/8CYPCgLlJKBzJp3P5FMS8zrrZlUxinI5+3mXdaxJfmgSMP0dVqfoRr6O0X7dCsIn38RT/f5EzupVmK74o+R0rpep9O3b193QSw52Z1on1WsjR44seCK2VPXxHALlJqB8yKk6FOWyn7kEolWPro90regfQxJ/6vrrlltuyWVzKZfRRKfq+JTY6SrfQLRGy6l9EydOTLmNVE8Wsk6qevScru+qe9MtXd08H34BAtHhf49oIQIVIaBAdMeOHQva18RAtCrwh3anCmyff/75rtexv6FsgWj/S12BlsSiHtU6odCFUGJAx19GMw3r9VxTc2hZpb1ILN9++2385KUYd879uhXMqVOnjqtbMzvnWg466CC3TsOGDV1+bX+9Yl6E+XX6P/XeKrckBYGwCihwrBPzQkpiIDoxvcQjjzxSpToFPxKHamcLRM+bNy9+7LjhhhvidelYpVnRdbxRr8HkkutxS+v5gWjVpbYnFk16o+cVVClmSXcMyrSNfI93xQgEKW2R9p+CQLkJ6JxIqYTyKbo5pb8HPYqZO11pgDTcfciQIa6Xob8N/6dywKYKHOfadtWvkWrqfKBzR503qddz8qSyhx12mNu3XALR6g2ZrmiSU7V91KhR6RbJ+XndINToFwoCCKQW0AhPzU9USMk1EK26ladeI0c1WsMf+eYfo3RMUXrDfIuCzwpCP/roo1VW9a9ZU01WWGXB//2ne/fubgRGYjA71XKJzxWyTuL6ib/rBl3ySOHE1/m9vAU4Sy7v95e9QyAyAppcUAGSQkpyINoPEuuLXgGZxKKLgMTei9kC0X4vlo033jixGtfrzz+RSJXzK9eAjt8jWnUlTxKhDSr4pNeKNSHZ77//7ob3q04FyXMdiuXPXK/Z5JNPfIp1EVYF+H//0cz0gwcPTvUSzyEQCgHdpFJguJCSGIjW+kq9ob9NXUwkljvvvNMNDfefyxaIVm9BPz+hJptJLBpSqW2kmgQ01+OW6vMD0d26dUus3v2utBzahtJ1FKtkOgal20a+x7tiBYL0naALTAoC5SagdGGaiCufopEBSjehY4IeylsfRNGIN+UbVbDY31a6NGOFbF9pzFSv/ranT58er+L44493z6+xxhrx55J/8VNzKC9tunL44Ye7epTqqLpFbTrzzDOrWw3rI1C2AhqdkJh7Pp8dzScQnVivRrspHYjSpvnHKAXE8y267urfv/9yq+UTiPZHEGfrMJW4kULWSVw/+Xd1Lig0jVtyXfw/egIEoqP3ntFiBMpSYM6cObHkYG+uO5ociFZwVRcE+pI/+uij49XohKNTp07x/+uXbIHon376Kab0HH6wWT1kFi9e7CYn8wM9qSYXyzWg4weiNTQqVc+dtm3buv3QsPdiFA3vl8vOO+8cU17aXIqG1SrPrC6+Emeu99ct1kWYX1/iT/UiOPLIIxOf4ncEQiXQunXrlDeRcmlkciBaOdH9QId6EfpFQd8ZM2b4/3WBb/8iJt1NKg05VWoMPz2EerwoQO2nAEl1EZPrcUsN8QPRqfKQKnCu9m299dbxNlfnl2zHoHR153u8K1YgSBPbKvBGQaDcBHTcKGQotUa8+ccs5bvPpygVmH+c03mSJrfOVHS80EgVba+Y5w9K9bHSSiu5ehNHyY0dO9Y9p+N5unLAAQe4ZXbccceUiyTOE6DRcNUtw4YNy2vysepuj/URiJqA5vrxjyv5tj1bIFqdBfy0aOnqPu2009wxQcepJUuWpFtsueeffPLJWLNmzVLWn08g2p9TSSPYci2FrJOpbnVkqE56kkx181r4BQhEh/89ooUIVISAei4nntjns9PJgWitq4la9OWuNBJ+gFcXM9dff32VqrMForWwTjjUA0jLalip6tTFhH9R9f7771epU//JNaDjB6LTTXLjB6KTeyEvt8EcntCXvYLne++9d85BaAXilWtRE5AlpwvwN1mMizC/ruSfGl42YsSI5Kf5PwKhEVAPN43oKKQkB6I1A/qKK67oji1+zr6PPvrI5VxOTAGUrUe03xb18NUQbfX80c0uHU80GaqOXRrtkVxyPW5pPT8QnSoXvx+I1oVedUsux6BU28j3eFfMQJBuThYrF26qfeM5BGpKQN/HCqDkW3Se5p8zaRKvfIqCykqxo/Luu+/GNEFstqLjkraXKRVGqjrU0UDne3Pnzk31csyfsFl1f/jhh26ZSy+91G1L51ep8vtroV122cUto/PIVMWfj0THaf/mYarlcn1OefF1PKcggEBqgX333TfvfPd+TdkC0ZrcNPl601/X/6lOU/752F133eU/nfWnzuM0glidAJIf/jWjrlH1mkZFKL1QqqJzVx3Hxo0bl+rllM8Vsk7Kiv73pK4vFVinVKYAgejKfN/ZawRCJ6AhlQrAFHICnioQrfQb/kWPhmYqmKH8fclfyNkC0cofpose1aXc04k9efwe0fkEojWsKbH4gWjd3U5V/JOK6gaiNYxUaTU0GaJ6dedSdJKkYJMCKi+++GLaVYpxEZaucg0/06SNFATCKqC8f4UO/04ORGsf/TzI+ttX0c0Y3exJLNkC0QqGqEecjlG6cTZ58uSY0lSo6KJDx7N8AtHJxy3V4weiU814XqxAdK7HILUnsRRyvCtmIEiTPyrNCgWBchNQrmRNxpxvUS/fVVZZxR17OnTokPO5nvKr1qtXL37eonM7TUidLb2HP7HppptumldTNZGrjo86H03VS1GTwPrnlk899ZSr+6233oo/l2odLeSfyyndWKpy4oknujoaNWqU6uW8n9t2223dBLJ5r8gKCFSIgEZLnHvuuQXtbbZAtM7jcsn17k+krJSSuRZNoqqUhakeOlbq+KTjlP+6RmglF42Q03FUy+oaLpdSyDrZ6tW1b2K6zGzL83p5CRCILq/3k71BILICCkArUOqnwMhnR1IForX+dttt575kd9ttN5eDSkHN5JIpEK0LJwVx9EWdanhnciA6MViTrmehLm4SSykC0co9rZ7c6iWeXJQKINXQer0fymGmnkgLFiyospp6Zup5P6hfjIuwKhtI+I96bys3LAWBsAooKJMuuJCtzakC0Qqi+oEO9bRu2bJl7NNPP61SVbZAtHrBqA4FfpJvlCUHotULWxdVKrket7Rs0IHofI5Bao9fCjnead1iBoIUiN9zzz39JvETgbIRuP32292kW4XskHoI+se2xElUM9WlYMohhxwSX8TvZHDTTTfFn0v1i24GaVs6j8m16Ca9PyJF66r3dXLRMVuv6fxPk5L6RSma9LzyvyYX3VDTqDK9rvOlVGWHHXZwr2sC7GKU6sxdUIztUwcCYRfQDf7E9I35tDeXQLSOCYkj2VLVrwlVdVxQ2rRiFI0AUX3ZJitUL2Qtp0eu11iFrJNpn3S8VTD8+++/z7QYr5WxAIHoMn5z2TUEoiagnsfJkwvmsg/pAtF+UEUXDE2aNEnZqzdTIFp5EPUlrQC5H3T126NeL/6XuAI9ysfauXNn/2U3JEuvKxezX1SH7lYnlqAD0epNpLQfp556auJm47/vv//+KSeKUNBa70eq/NfqFa5JFBNLdS/CEutK/F09p55++unEp/gdgVAJaJh6qps8uTQyVSBaFy4KIuj4ob9d9bhOLtkC0RrFoPVT/d3rpppe83tE77PPPjF/ciw/UJTtuKX2BB2IzvcYpDYVerzTusUMBGlSM6WCoiBQbgI6VhQ6sbQsDj30UHf80U0ynf9kKrqhox7CiR0U/EC0jo3JN+gS6/Jz4T/wwAOJT2f93U+7lir9iALTOnbqkXiMVKUnnXSSe169FZOLf3PRH+WS/Lr+v95667n1i5HOSDfxFFDXSEMKAgikFlAKHl0DFVIUPPWPBX379l2uCn9kW6Ze0Uq7ppzzSk+hv9lilPXXX9+1K9N2tR3dyPPbn+uI20LWybRPixYtcjfoMi3Da+UtQCC6vN9f9g6BSAloKOG0adPybrOCLZrwILko8OsPBVWO1FRFPW71ZZxqUq0xY8a411Llb/aHnmtd9RhWz8UuXbrEN6H90GsK0PpFd5OTJ0vUpDtaLt1s623atHGv53qi4G9LP3URot6UymmoXkyJj5tvvjmmYIl66WhCs8Si3p1q0znnnFNlHd01V3BfedUS91XrVvciLHH7ib/L5b333kt8it8RCJXAlClTYqkuRLI1UjmJdZNLPXiTi9+jWX+H99xzT/LLMaUM0mt6JE9kql4mmlhUryXnb1aQ279Q6dOnj6tXuUv9Y0Cuxy2tqJEm2ob2P7noWKPXCg2qFHIMKvR457e9mIEg9a4ePXq0XzU/ESgbAd14r07+cwVcRo4c6Y4PCsIce+yxscSJWQWlczdNgqwgdPLxzQ9E6/ii/KqauyI5iKMbauppp5ts+Ral21AQV3msE9OYqVezbgpqu5q8WUGkxKJgudK/6bXEUSiao2TLLbd0PajVSztd0ag11Z18jphu+UzPqy36bkl2ybQOryEQZQEFNZVeK5/etTNnzowp53E+RROh6hh09tlnu79X/c3q717nUPq791Og+YFova7RuIk307S9pUuXulG7Ok5lSn2YS9s0iap6VOtY6I/UVWoOdZBKd7POP8dS+xInws60vULWyVSfrpvzTZ2UqT5ei54AgejovWe0GIGyFVCurOuuuy6n/dNFgb681Ru6QYMGbiIuXfjrRP/PP/+M16FhnfqiVQoKv+hLWycM+hL0U2/owkOzJ+vL3B9uOWfOnPiX+o033uiv7gLPCu5uv/328brVeyZxiJdOhtQubVvb0QWNhvD7PRQ1rEvb0l1rLaMJanQyoB59Kh9//LFbzx/OqZnq1Qsycd/iDUrxi+rXxY/qzvbQ0Hy/KMDun8hkWu+oo47yV3E/q3sRVqWy//1H+6q2KL83BYGwCqjHXXLvuExt1YWBAr5+UEMXQlOnTnV/8/56utjxR3LoWOcXPa+h3cOHD4//Xatns/Kh+hNnaVmlhdDfr3ra+DO36xikXsbarurWTSrdRFNQyT8GZDtuqW5d8OkCR6MitI0DDzzQXZhpXR1bVaeOdXpNxy/tqyYAy7UUcgwq9HiX2KZiBoKUDuDyyy9PrJ7fESgLAX0v161b1wVSqrND6lntH6d0nNhjjz3ccUPHUp07KVdzcrBX2/MD0Q899FBMo9a0rkaQ6Gbg4Ycf7o55OvZoRIJu9hVSHn74YdeJQCnI1GNSN5aU81316rzv7bffTlmtztHU+UA30JV7VuenOr6rQ4SOa5mKcqWqft3or27RKDICPNVVZP0oCegcRn8/eqjjkUYm3Hrrre5cJd01hM5ZdMMmW775RAd1DvInrde5kx66YabRbTounnXWWW5xBaLVwUmjSnfaaSfXOUA3/YcOHRrr0aOHW14BbAXDq1vUU1nXsLoJltgmtVOdEvxzwMTtaG4P3ytVZ4jEZf3fC1nHXzfVT803oBEylMoVIBBdue89e45A6AQU3Bw/fnxO7VLQRScQugjRCYACyv6X7t133x2vQwEa9QBM/CJWUFnr6ktbJxD+F7f+ry/zxMnxNJOxP8mMLjAUxNGdZvXSUU9dfwb1Vq1aLXfnWXfIdYGkbemCRr8rkKSiCwWdIOgCRW3XPihth9qjol7YOqlRmxL3TT0Ncyl+z0b/RCPdT6UsSSz+RD3plvefTxVkqc5FWGIb/N+Vc1vvKQWBMAuod3I+eT0VINFxRsEW/b3rb1x/68mjNgYMGOB63STuu3rt6pinY4J/3FIdOo6oPr8HnI53Wl89DrUtBXmU5kY3tBTYVv5ABaP1SJ4IMdNxS23p7KUgUr3antpRv359d4xT0EXHBR3X/As1f98yDUlP3D/9XsgxqNDjXeK2ixkI0gWnemdREChHAf2NKlhbjKIbVwrS6jikkVX6PVUA2t+WOgpo8lW/qMexjsEa/aFe1AqW6FykukU37nSep2DJcccd54LeSiXiH2PT1a/1NNJNx9gRI0a49vg3+tKto+fVEUEB73Q5pDOtm/zaxIkTSQ2UjML/y15A50T+NYo69+g8ROdLek7nIh07dnSBT42gvfjii93fqa7r1Omo2EXXaokjI3QD/8EHH3THBc3Lo+OnAuE1VTTqRMconbdlO6b5bSxkHX/dVD979+6d80SJqdbnuegL1NIueH+gFAQQQKDGBbyZe83r5WzehUiNtyWxATpMej2VzQuMmteL0LygU/xl7yLIvBmJ3fNeACb+vP+LN0zLvN4z5gV/zLt4My8o5L9Ulj///vtve+mll8zrXW5ebyTzAvXm9Zg0L+Cd9/56eRXN62lur7/+et7rsgICpRLwLibMC2Ka1xvYvJtJpdpsTttRm7yLIfN6DJs3eat5Ae/4ejpueQHllH+blXbcEoqOWXp4NwrM6/0YdyrkF30evJuN5vVKLGR11kEg1ALe6C/zgj7mTXwa6nZWauO8AI95N8PMGzlTqQTsdwUKePNWmJdaJ6c99/JDu+96r0eueelwzEsRlNN6LFQ8Ae8mgHkBe3duWrxaqSlKAgSio/Ru0VYEylzAm23cBg4caN5QpjLfU3YvFwEvB5t5vQjs6quvzmVxlkGgKAJjxowxr/ewebOZm9fjN6c6dXPKGwbqLmhyWoGFylZANyy93u3mDQc2L/9j2e4nO1a5At5QcLv33nvN6zFcuQgh3nNvhJ55IwNd54cQN5OmIVAUAd0490a/mpcWw7y5eMwblbBcveoE5PWSNm/uG9ONNG+kqlvGmyvH5s2b587flluJJwIT8Ea2mJeaxJ0nJXaQCGyDVBxKAQLRoXxbaBQClSmgkwlvuLd5wxjNS1VRmQjsdVygZ8+e5uVLtCOOOCL+HL8gELSAgspe6h8XRPTS+piXZ9k222wzNxJCr3k5Apc7Pnn5Sc3LHUqvmqDfnAjUf99995k33NW84fkRaC1NRCB/AS9Ps3kTFps3QWj+K7NGoALffvuteangXIBHI14oCJSTgEahKuj82muvudGSGjHppfcxL/WhefNWmJeWx40AS9xn/R14eZnNyynvRq8lvjZ37lzzJjW1JUuWcOM4ESbg3zXy2Zvo2rx0RwFvierDLEAgOszvDm1DoAIF1BNRd6g1xIpS2QLNmzd3Pa68nNyVDcHel1TAm1DUvNnBTWlm/KK0O+q1oTQ93sQ2LsWO0u2ss8465uUPtX/++cel4Lnlllv8VfhZoQL6/Oiz4U2QW6EC7Ha5C3g5RV1AR+lndJOOEh4B9YRWwI0AT3jeE1pSmICCzm+++WaVoPO7775rLVq0sK222sq8CdndTy/3sxu99sUXX7jXdD6m4uWHdsFpjeDYcccd0zZCQWxvPiDXmSDtQrxQVAF13tB76M0LUNR6qSxaAgSio/V+0VoEyl7gsMMOcz0OR40aVfb7yg6mF1i6dKmpN6o3OYalyr2dfk1eQaB6Ag899JB5E/25HOfZatLwdOVAnz17tg0bNsx0kUSpbAFvYkgbNGiQHXzwwZUNwd6XtYA+4/qO9ia8Kuv9jNrO9evXzxSYO/nkk6PWdNpb4QKai0dzzGiuIP30Ju40dUjxg84KPOvhTdCcVkqjaTU3hnpBn3nmmTZy5EiXkiPtCt4LStXhTfhs3iSfmRbjtSIJ/Pnnn7bGGmu4Hu2Jcy4VqXqqiZAAgegIvVk0FYFKELjqqqtcji8Nb6ZUroA3o7RNmDDBnZBWrgJ7XkoB9aZ5+eWX3SRzl19+uanXX3LRxY0eev2QQw6Jv6yJOZVPWnnv6tevH3+eXypPQJ+DV155xd1Qrby9Z48rRUA37MaPH89kwiF6w/0Aj9IWKIUUBYGwCmgCZX1PJgaeNZJo2223dZPXaQJBTfCuSVHzKZogWB0ClBorUy/oxDpnzpxpRx11lC1cuDDxaX4PSGDGjBl2wgknmFI8USpbgEB0Zb//7D0CoRNQvi7lBf7888+tVq1aoWsfDSqNgIa3KwXC5MmTS7NBtlJRAroIUm5BBZ51MaSfX331lcsHrQuhG264wfXG91F0LNJkN+ptppQLqSYxbNeunV188cWmHrGUyhRQrsoddtjBlKeV76/K/AxUyl7r+1m92t577z2XoqhS9jvM+/nEE0/Y8ccfz8icML9JFdo2TUKvns5+b2cFIdUbVgFnPbbbbjs3yW91J/h99NFHXQC7adOmOUsrDVuzZs1cJwSlh6QEK6CRz8rnrQnpKZUtQCC6st9/9h6B0AkoB6uGYqlHrIZjUSpTQL0aFPDr2rVrZQKw10UTUM9mXfQkBp0VMNSwcgWd1etGP3UB4s+kvueee7qRGWpEvXr1XN5B5X/WxVK6oqHQ6tFz6aWXpluE58tcQEN7ldPy9ttvL/M9ZfcQMOvVq5ebz0ND2yk1L6Benauttpqde+65Nd8YWlCxAhohphv8fuBZ514K9upcyw8865wrTJPSq4eu2n3NNddU7PtWih3//vvv3cSSOk9q1apVKTbJNkIsQCA6xG8OTUOgUgWGDBnietpwt7QyPwHqOaE8cM8884z7WZkK7HWhAr///rsb7qnJmvTQ0E9NNJgYdN56660zXgQpLczpp5/uAtPDhw+3SZMmZc1VPmfOHJcX+NNPPy206awXcQFdZI8YMcJ69+4d8T2h+QhkF9AEXzo2aiQbpWYF9L2nThyzZs2y9u3b12xj2HpFCbz//vvxoLOCz7rRv+GGG8Z7Out7ceONNw71KKEPP/zQNDH6okWLMp4bVtQbG8DOaiLwZ5991nU2C6B6qoyYAIHoiL1hNBeBShB4/PHH3UQrb7/9diXsLvuYJKATlSeffNJd3GoCEaVq6d69u+2yyy4uP2/S4vy3wgW++eYbF3BWTkAFnufNm+d6Oys/oP9o3bp1XkpPPfWU6+mnXPX7779/Tuuq57WGG06fPt2l+MhpJRYqGwHlGFcPH6V4IU942byt7EgGgb/++statmxpU6dOte233z7DkrwUtMB1111nGrWjIA8FgaAElJJHN/dfeOGFeJoNjWTVjX4/xYZ+V8/8qJVu3brZbrvt5vIXR63tUWivzpGVjkVzQWnUIQUBAtF8BhBAIHQCGt6u3INvvPGG5RtACt3O0KC8BRQ81BDTPn36uBPeRx55xJT37ZNPPnH5dxWU1gljPjng8m4EK4RWQDOr+72d9fPjjz+2jh07xoPOytHbpEmTarX/559/tiVLlljbtm3zqufwww93vdLGjRuX13osHH0BDel94IEHTDdSKQhUisDYsWPdJF933nlnpexyKPdTvTlHjx7NaIxQvjvRbZQCzwo6q6e9HpoIU8FE3Xjy02zoPKkc5kTQd7fSDKmHd+3ataP7poW05Uq5ecopp7ge8+XweQkpc6SaRSA6Um8XjUWgcgQ0tFl31U888cTK2Wn21PUmVA+rL7/80ho0aFBFRAFHBaQVmFbvV114+b2lGYpahaps/vPPP/+4G1J+4FnpLzQEWRdAfm9n5R1UHucwFH02zzjjDNcrOwztoQ2lE9hnn32sZ8+eptRSFAQqRWDp0qUuMKWh7WuuuWal7Hao9lPnQ3379jWlhapTp06o2kZjoiWQLvCsEYl6dO7c2XUUitZe5dZa9exWWsBhw4bZEUcckdtKLJWTgHpDb7HFFm4y1UGDBuW0DguVvwCB6PJ/j9lDBCIpcMcdd9iUKVNMgSdK5QhoeOm9995rM2bMyLjT6rGqGeIV+HvssceMFB4ZuSLz4q+//uqGe/qBZ01yowlt/KCzfm622WZW3ZnVgwL5448/XG9sTcSiyRAplSHw448/uiDcRx995NKzVMZes5cI/H+Bfv36WZs2bWz8+PGQ1IDAQQcd5PJC6yYoBYF8BCo58JzKSWkBBw4caBp5t/LKK6dahOcKELj55ptNaRfnz58f2vP3AnaLVaopQCC6moCsjgACwQgoINWiRQvX87Vdu3bBbIRaQyew1VZbucm++vfvn3PbdKddOetI4ZEzWWgW1AzaGu45e/Zsl25DAVwN80wMPKuHfJSKensobczEiROj1GzaWg2ByZMn27Rp07LeQKvGJlgVgdAK6Li98847myYaVlo1SukElCphjz32cIGzxo0bl27DbCmSAgSes79tyl+snt+nnXZa9oVZIquAOmho8sorr7zSpVXMugILVIwAgeiKeavZUQSiJ3D88cebvsA0sQGl/AUUTO7Vq5d99tlntuKKKxa8w6TwKJgu8BX196zezjNnzjRNCKgAhvI766RfwWfld27YsGHg7QhyA3PnznUTsSxevNjq1q0b5KaoOwQCGs670UYbud4+yl9PQaASBQ499FA3Qdlll11WibtfY/usydUUiB41alSNtYENh1eAwHP+740mvN51111d7nvmosnfL3mNSZMmuRv16nRCQSBRgEB0oga/I4BAqATUu0b5uhYtWhTJGZhDhRmBxgwYMMClMyjm8F5SeNTsG68cz6+//no88KxJb5SyYvfdd3ezkyvnYHIu8JptcXG2rol8lGOQXHjF8QxzLUojpJySGsob1pQxYfajbeUhoPzESpukG3GazIwSvMD06dPd94wmVwvLPAnB7zVbyCTg3+xX0E8Pf3LBSsjxnMkl39eOPPJI++6772zq1Kn5rsryCQK6jtdIV30WlSOagkCiAIHoRA1+RwCB0Ansvffe1rVrVzfBQegaR4OKJqDJCVu3bu1mq1577bWLVm9iRaTwSNQI7vcFCxa43s7q9ayTTwWa1WtLwecuXbpURA5d5bi/8MILXRA+OGlqDoOAekGrR/9JJ50UhubQBgRqTEB/A+o4cPfdd9dYGyplw/7kX8cdd5wNHjy4Unab/UwhoBsRjz/+uOnGhNKc6WY/gecUUHk8pU4surE2YcIEUw58Sv4COkbttNNObsTG2LFj86+ANcpegEB02b/F7CAC0RbQRHRK0aETrVq1akV7Z2h9WoGzzjrL3nrrLbvnnnvSLlPsF0jhURzRzz//PN7jWek21CNHwxoVfNZDueEqrfz111+27rrr2n333WfqHU0pTwFNTtihQweXTijqKWXK8x1ir0opoB6EyvF/5513uhuPpdx2pW1LKVA0ubN6oNeuXbvSdr+i91dz6Dz99NMu+KwROd9++637e1PHnb322suaN29e0T7F2nkZ9+7d212brLXWWsWqtmLqOf/88913gSYdX2GFFSpmv9nR3AUIROduxZIIIFADArqjqkDWJZdcYvvuu28NtIBNBi3w559/uh4c6kWqCY9qopDCI3f1H374wZ555pl4r2fl9FZ+Z7/Xs4bfkaLAbMyYMfbee+/ROzD3j1bkljzhhBPsp59+cgGhyDWeBiMQgIB6Q5988sn29ttvl2XapQDI8q5Sw9233nprF4zUHAuU8hfQ35N6PKvns1KcbbLJJi7orMBzp06drE6dOuWPUAN7ePTRR5vfaYXOULm/AepYpOuCOXPmWLt27XJfkSUrSoBAdEW93ewsAtEUUK+PKVOmuJ4fnAhE8z3M1OqLL77Y7r//fnvuuecyLVay10jhUZVavXs1weATTzzhgs/z5893Ewz6PZ7V43ellVaquhL/s2+++cbatGnjgvabb745ImUmoBQEm266qcvBWYm9/svs7WR3iiigXoT169e366+/voi1UpUE/OHuSnU1btw4UMpU4Mcff3QjzRR81uP33393kyAr8Kx0hc2aNSvTPQ/XbmmyR53jqiPU2WefHa7GhbQ1OvfVjTLdqD/mmGNC2kqaFQYBAtFheBdoAwIIZBTQhGfK1TV69GjThHaU8hHQybZyQz/yyCOuV0cY98zvDaE2KliuoKJOSpUbtn379mFscrXb9PXXX7tZrh999FEXgF5zzTXdxY8ufpUPd7XVVqv2NiqhgnPOOceeffZZ0/BZSnkJaCJKTRB2xRVXlNeOsTcIVFNAgQjdpLnhhhusW7du1ayN1RMFLrjgAtPoMYa7J6pE//dYLGZvvPGGCzor8PzKK6+4c00/3YYCe4w0q5n3WROxbrPNNjZ58mTr27dvzTQiIltVxxVdJyhF0zXXXBORVtPMmhIgEF1T8mwXAQTyEnj44Yft2GOPtYULF9L7Mi+5cC986qmnuvzfyqUbhVLOKTzmzZtnysmu4LN+32GHHVwQQUF39eyl5C+g3jSyu/nmm8mZmj9faNfQsFNNwqPvI3qmhfZtomE1KPDAAw/Y8OHD3YgBctYW54147bXXXAosjVBS5wxKtAWU21kjzRR41k8Fo9XbWcHnPffc0xo1ahTtHSyj1utvTufCmoR7q622KqM9K+6uDBkyxKWkkxN5oYtrW461EYgux3eVfUKgTAWUP7hXr15uuE+Z7mJF7dbixYtdnjtdXEVxaHvUU3hoqKcmF1Tgedq0aW6SwX322cedbOsiqEGDBhX1eQxqZ6+99lq76qqrXECG1EJBKZe2XvXyVA8p5QGnIIBAaoGTTjrJZs+e7UaFaPQApXCBJUuWuGPO+PHjbfDgwYVXxJo1KqBcz7pJo5v+uuGv7xGl29BD82twjlCjb0/GjWuEx+mnn+7SranHL6WqgCadl9Grr75qTZo0qfoi/0MghQCB6BQoPIUAAuEUeOmll1yQ7IMPPrDVV189nI2kVTkL6GJKuYWvvPLKnNcJ84JRSOGhvLYKPOsxa9YsdwNAvTz8wBpDP4v/CfNTC5122mnWv3//4m+AGksqoIk6+/XrZ/oeWnXVVUu6bTaGQJQEdLNW3y9K5XTnnXdGqemhausff/zhJnLWKCXNqUGJjoB6OSvNhuZBUQBavaCV1k0PpTAgzVl03ku19KKLLjKlx9F5AMHo/3vvFITWfE5yWX/99f/vBX5DIIMAgegMOLyEAALhEzjooINM+Wovu+yy8DWOFuUsoBNz9bp977333PuZ84oRWTAsKTwUCFAuST/4rOBZly5dXHBAwecWLVpERDTazVRqIc2+rt5Q9DSP7nup/IfK1Tl06FD3iO6e0HIESiPw008/2XbbbeduwulmHCV/Ad3A/O6779z3eO3atfOvgDVKKqCbzxoJoODzgw8+6FJuaDTn/vvv7+bYqFOnTknbw8aKK0AwuqonQeiqHvwvdwEC0blbsSQCCIRAYOnSpS433r333mu77rprCFpEE/IVUO8eDUE87rjjKiKYU+oUHpoAUpPjKfj8+OOP28orrxzP9awgdN26dfN9y1i+CAK6iabeT+o1QommwJlnnul6/CjIwOiBaL6HtLr0AroB2qlTJ5s4cSJpJfLkHzlypOlGpkYE0ns2T7wSLr5s2TKX51m9nvV+adSmAs96bLvttqTcKOF7UYpN+cFonWd37NixFJsM3TbU21+pSm677TZ6Qofu3YlGgwhER+N9opUIIJAgcPvtt7svvzfffNPq16+f8Aq/RkFAeSP13mlylkosQaTw+PLLL13vG036OGfOHHdirB7PGhbdvn37SmQO3T5/8803tummm9qNN95oysVNiZaActlrKPXrr79urVu3jlbjaS0CNSwwd+5cNwpq0qRJBKNzfC9GjRpl+k7XcHdGL+WIVsLFNPJN82uo57Nu+rdq1coFnvfbbz/Ou0r4PtTUptSpQNczmgdEHQ0qqfz666926KGHuhRluvHSsmXLStp99rVIAgSiiwRJNQggUFoB9TJYY4017Oqrry7thtlatQQ083SPHj1s/vz5ts4661SrrnJYuTopPPzg8z333ON6S6m3s06GFXxmopBwfjrUW8pP0dGwYcNwNpJWLSeg3m7q9TR8+HA76qijlnudJxBAILsAwejsRv4SBKF9iXD91A1lBd4UfH766adt8803NwWedU3CDcpwvVelaM2zzz5rBx54oA0bNszGjh1bET3fP/30U+vZs6e78XLrrbcyV0YpPmhlug0C0WX6xrJbCJS7wFdffWXt2rUzfQl27dq13He3LPZPd9A7dOhgyhM5aNCgstinYu5ELik8FHxWDymlptFQXQWfe/fu7U4KmcCzmO9GcHUNGDDAVa7hjJRoCGh4vHpEz5w5syIuNKPxrtDKKAr4wejzzjvPDj/88CjuQqBt1nB3HW9005Ke0IFS51z54sWL3fuh4LPOu3bccUcXfFbe57XXXjvneliwPAU++eQT18FGPeLVO7pp06bluaPeXj322GNuRMuRRx5p48eP53yobN/p0uwYgejSOLMVBBAIQGDq1Kk2YsQIe+ONN+gBGoBvsavUBF86oVdONUp2AT+Fhz7nL7zwgsv1/Ntvv7lcm4cddhjB5+yEoVzi+++/dyk6LrnkEncTIZSNpFFxgeeee85dZM6bN4/hp3EVfkGgcAEFo5U6SkO7J0yYQL71/1Hq+33gwIG2YMECmz59Ouk4Cv+IVXtNBRfvvvtud+Nfkwzvsccertfz/2PvPMCkqLauvYlDzgKSLxmUJBIFBCUKSFKCCIIgGYEh5zTkJMgAAhIkSVQyKCioSBLJqID+BCWDyCWH23+vc7+eO6FnpkNVd4VVz9PMdFfVCe/pKU6t2mft+vXrS4YMGfwunwVYi8Ddu3clNDRUJaecNWuWipK2Ug+Re6Znz57Kgmbu3LlqTmSl/rEvwSFAITo43FkrCZCARgTwVPb06dPy9ddfS5IkSTQqlcVoTQATl7CwMDl48KBkyZJF6+ItV17kyOf9+/dLlSpVJH/+/HLr1i31XU+ZMqWy4MBNUdWqVSUkJMRyDKzcIUS6YSnvrl271CoBK/fVzH27cOGClClTRqZPny7Nmzc3c1fYdhIwFAE8lMbybkSULl++3Pb5Pi5evKh4wAsaeVCY/yTwX1fMr2B1htVKePCI+VWTJk2kTp06gjkXNxKIjwAeIGGlR+XKlWXmzJmSMWPG+E4x/H7k80GfkHA2PDycgV+GHzHzNJBCtHnGii0lARJwQ+DJkycqgVThwoXpF+2GjxE+2r17t2AJI8Q3+Olxc0/AJT7jRujAgQPKdgOez7hZj2y74YmFh/sa+KmRCCBqZsKECerhjJWXchqJuTdtgZXQK6+8oh744CEaNxIgAW0JIAIYNl0nT55Uvrt58+bVtgKTlLZ37171YLJNmzYyZswYRogHcNzg/79x40YlPkNwg4DYsmVLNR6pUqUKYEtYlVUI3L59W0UP43s1cOBA6d69uymDRbAyA+3HisyPP/5YmjVrZpUhYj8MQoBCtEEGgs0gARLwnQCShyBqrXfv3ioRmO8l8UytCcBeoly5cmLFpWpasLpy5UqE57NLfIbnMxI6Rhaf46rLZeGBSS9sBCD2I2EhonmKFy8e16ncF2QCSHBz/PhxlfQoadKkQW4Nq3cRgE8rIuHwE76gCRIkcO3iTxIgAY0JjB49WqZOnSqTJk2ylW80AikgPMOmCdGTrvwBGuNlcdEI4LqOAAlEPiPnBrx9W7VqJS1atJCsWbNGO5pvScA3AljN2K9fP4HNC65x+PtOmDChb4UF8KzLly/L8OHD5fPPP1ciOjzr06RJE8AWsCq7EKAQbZeRZj9JwOIEIObAvgB+uq+//rrFe2uO7v373/+WihUrKkEH2aS5/ZcAvNbgPYjlyJHFZ0Q+p02b1i9MYI6oHojSSCpCCw+/cOp+8tOnT5X3JCIBP/30U93rYwWeERg2bJjyekQkEKPiPGPGo0jAHwKICoY/MiyokPAre/bs/hRn+HPhOwyP7OTJk8uiRYukQIEChm+z2RuIyHskOMfcC4IgIp8hDhYpUsTsXWP7DUwAeXEGDBggWM2I6Gj83RvR6gXXJDwQw98Hop9HjhzJZJwG/l5ZoWkUoq0wiuwDCZCAIvDll1+qaBpEOrzwwgukEkQCiPRp1KiRusmC1YTdIwoxAYWP+eLFi9US5PLly6sIHFiW+Cs+xzbMtPCIjYyxPr9586aULVtW4HePyBNuwSUAoaJPnz6CaKY8efIEtzGsnQRsRAC+0RMnTlQeyYiQhmBjtbnD48ePZcqUKTJ+/HgZOnSoSnBmhihJs34NL126pIQ1RD/D8x92ZxCfK1WqZLnvllnHyA7tfvbsmaxfv14JvUjWioduXbt2lYIFCwa1+2gX7p1hvXH06FHVrm7duqkHgkFtGCu3BQEK0bYYZnaSBOxDAE9zsQTqm2++oRgdpGGHCI3JPnzStmzZIilSpAhSS4Jf7a+//qrEZ4hbiHzC5BM317ly5Qp442jhEXDkHleIhKtIOgl7Iby4BYcAkoQhYmnr1q3KUig4rWCtJGA/Avi/EuIsooMRTIAHc1gODh/91157zfRAYAeBlVCDBw9W9g+I+i5atKjp+2XEDmBlGCw3ID4j0r527dpKfK5bt67QAsuII2avNiEyH/eq+H5iJQQCUrAiskSJEgEBAW/+7du3KwEaKyeff/55JYrDnsaIkdoBgcJKgkKAQnRQsLNSEiABPQlQjNaTbtxlU4QWJcDDWw031Ej2Ac9nJCFC4jOjbLTwMMpI/K8dv/32m1SrVo1i9P+QBPQ3itABxc3KSCCCABIZQ2yGJQ6Wg2ODbdH8+fPVe+Q9gCBt1pwHCIyAV+zdu3dl7NixKhFeROf5iyYE8H3Ztm2bEvdghVC6dGklPiMowtN8G5o0hIWQgIcEHjx4oKz0EJGM72zq1KnVQxPkPHr55ZfVg6pEiRJ5WFrshyEo6NChQyoxNuzGdu7cqexoIIDj9eKLL8Z+MveQgI4EKETrCJdFkwAJBI8AxejAs7ezCI3lbfBmhviMCSVEZ4jPLnuSwI+G5zXSwsNzVnofSTFab8Luy6cI7Z4LPyUBPQng/x4Iz2FhYco/FdYc0b2h7927p6wsYNWB/B9YsYDVI0bfXEvxseQd0d7Ik9GuXTtJnDix0ZtuqvYdO3ZMPbDAw//nnntOic/wfg7GqjNTgWNjDUUA14s9e/ao1bw//fST4IWAkVKlSin7jmzZsim/ZtdPRC7jWgKhGvdeeBBz/fp1gRUNXkg4iOvpkSNHVLJE+KBD3EbyeKwMyJEjh6H6z8bYkwCFaHuOO3tNArYg4BKj8fSXT3z1HXK7itCnTp1S4jOW2GEZMaw3sLzNzJM8Wnjo+7cSX+kUo+MjpO1+itDa8mRpJOAJgStXrqjIYAgliAyEcHj+/PlYT4XIMnfuXJkzZ46KcIWPKbx+jbaU/MaNGyrZ4uzZs1WEI3xgMS8wWjtjBW2CHfi+wObkk08+EdhaYc4FxhDtuJGAVQhcvHhRRTL//vvvEQKzS2TGAzqIz3iYB0E6SZIkkiFDhihiNR7qFStWTLCixM4WiVb5PlixHxSirTiq7BMJkEAEgfDwcBk+fLggWqJ69eoRn/MX7Qgg2dpbb72lspBv3LjR8hOeW7duyYoVK5QAffbsWZVdGjdBFSpU0A6qQUqihUdwBgJiNKL/kLkcybu0WJ4ZnJ4Yu1Z40k6aNEl52SNSiBsJkID+BHbs2KHmDPAqxUNsJCRs3769Eprjqx3iC5ayI9AAybXq16+vlpfXqlUraGIv5kBYCYVkZFgZVbNmTYFQbgVv6/jGI5D74a0L8Rk5N5CQvGPHjiofSbJkyQLZDNZFAiRAAiSgAQEK0RpAZBEkQALGJrBhwwYVLYEloB9++KGxG2uy1p04cULefPNNJfJD9MdTeStuWDaHBGaLFy9WolXlypWV9Qb81exyE0QLj8B+s7G0Et8vRLngQVratGkD2wAL1/bw4UMlfGH5K/5/CHbmegujZtdIIIIAHmwOGTJEiYmPHj2K+DxVqlSyYMECJSpGfOjBL7C8QFI6CNMQKfHwDtfMSpUqqb9pCNx6bBDDMffZtWuXqnvfvn1SsWJFVXfjxo1NvSJKD17+lIlr9Zo1a1QkPMYYUfAQoLnK0R+qPJcESIAEgk+AQnTwx4AtIAESCACB48ePK8EUkSqIpLGqYBoAlBFVIPoZkcAjnN6HVhX44bGGCBwkTUqfPr3qL5aBwqfN7hssPPAdQCTY999/r5b/IToNLywH5OY/AdyEv//++3L48GHFOn/+/P4XavMSXAI//p4h8DORlc2/EOy+7gQcDod6iNurVy/BNQ2vyBtWfPz111+SJUuWyB979TvOR0Qy/j/av3+/4OHxSy+9pHxRkfwL1078v505c2YVge1J4SgDFiK4ZsCGCw+uDh48qCKxcd1ALgg8iIfnKh4YctOOAFYFwYoFD//z5cunxOfmzZtbfsWddgRZEgmQAAkYmwCFaGOPD1tHAiSgIQF49zVp0kSViCiaTJkyaVi6vYrCkvbJkycri4oaNWpYrvPIco8I7+3bt6uEg126dLGk9YZWA4dIN7CCML1lyxa1RBqCdL169aRatWqSNGlSraqyZTnjxo1TCbtoMeTf8ENIQsRk06ZNlSUHLU/848mzScATAniY26lTp1gPRU4F+KFquf3xxx9KNMbf/KFDhwTvIShDFIfgDVEac0CXvyo+R6Tz48eP5dq1a8qTFT9DQkLUsQUKFIgQtZH0iw+jtRyt/5YF9uvWrVMP/3/++Wd55513lAANj1tuJEACJEAC1iJAIdpa48nekAAJxEMAfoTIug7BDFGuderUiecM7o5MADdyH3zwgcAb2WpL2u/cuaOib2bNmqWSJ2H5J3wrkYmdm+cEIlt44O8MCaiwEgHCNCLHyNNzlpGPdFkM4XsJmyEIJNw8I4DvJB6cjRkzRqZNm6aizD07k0eRAAloQQBJo1u0aCF4aBk9IrpNmzaycOFCLaqJswyIzfBzRsIvvJDvAXNCl081Vsrhhf+jIDTjxRUTcSLVZCfmk4h+XrRokUpaif/j8F2BZQs3EiABEiABaxKgEG3NcWWvSIAE4iGAqIvOnTsrcWzq1KmSJk2aeM7g7qVLl0rPnj1VlAoioq2ShRlej4h+XrZsmYp6RpZ7CKaMltTmO08LD204opRz584pERWReliyXLp0ae0Kt2hJp0+fVn7u8KT97LPPVJIri3aV3SIBQxOACA2BEatnEH2MLXny5DJ27Fg1tzB049k4TQlA/Ie3N6LlYaUC2w0I0Ig250YCJEACJGB9AhSirT/G7CEJkEAsBK5fvy6wXDhw4IBKlINEN9xiEoDohRuEI0eOKE6wWjD7hptgPIyAAH3s2DElVOHBBJOW6TuytPDwny+i+vC9RdIveLMPHTqUnvdusILTjBkzZPjw4RIaGiqDBg1Sy/DdHMqPSIAEAkAAD4NKlSolsPNasWKFio5GtStXrlReywFoAqsIMgE8mJ43b56aS2bNmlXNLVu2bMlgkCCPC6snARIggUAToBAdaOKsjwRIwHAE4LvarVs35RsaFhbGpDP/N0IQcpYvXy5IMNSoUSO1tD116tSGGz9vGoTluFgCiheSFiH6GTdBVonu9oZFsI+lhYd/I4DlzFjSfu/ePRVVVrZsWf8KtNDZv/zyi1rxgqX3iByH+MWNBEgguAQGDBigfJt37Nghd+/eVQ/SYMeAZNIvvvhicBvH2nUl8N1336k8B8i/8fbbbysBuly5crrWycJJgARIgASMS4BCtHHHhi0jARIIIAFkRofgiiWj/fv3lx49ekiyZMkC2AJjVQU/R3DAzeL06dOlVq1axmqgl63ZvXu3iiLdvHmzNGjQQAnQyHjPzTgEaOHh/VhAzEfU76hRo6R69epqiXv+/Pm9L8giZ+BBEyKgV61apa7niIJmokyLDC67YWoCsF+oXbu2HD58WPLkyRPRF8w1KlSowIfBEUSs8wtWnq1Zs0YJ0Lg2Iz8LVtelT5/eOp1kT0iABEiABHwiQCHaJ2w8iQRIwKoEkGG9X79+cubMGSXuvPfee5IwYUKrdjdGv44ePaoEaPwcMWKEtGvXzrTL2SGiL1myRJB88Pbt2+oGCIkWs2TJEqPf/MBYBNxZeNSrV095usMahuJi1PH6+++/lQgNv83WrVvLsGHDVMR/1KOs+w6JRidMmCAff/yx8qDFtev555+3bofZMxIwEQGXJQeESFhgcbM2Afz/DfsNBDEg2WPv3r2VBzT/37b2uLN3JEACJOANAQrR3tDisSRAArYhsHXrViXIwp5i9OjRyr/QyoI0EnrBlmTDhg3qpgGeqilTpjTleMOyADdASEyGxDew30AUNJMPmnI4hRYeno/bhQsXlHc0/o6xwgPCT4YMGTwvwGRH4mHT/PnzZcyYMYIVDuPGjZMiRYqYrBdsLglYm0BkS44ECRJYu7M27t3FixfV3AvX5PLly6u5JPzAuZEACZAACZBAdAIUoqMT4XsSIAES+D8CEMAQUQtxAxE9iORp3769ZYQd9G/Tpk0yc+ZM2bdvn7Rt21YGDx5s2khKRLMjKnLbtm0qKhS+3xSlrPfnTAuP+McUKxpgUQEv1qZNmypB2ko+yXhwhuuW62HTyJEjlRAdPxkeQQIkEEgCsVlyBLINrEtfAj///LOy31i/fr36/waBDPT81pc5SycBEiABsxOgEG32EWT7SYAEdCeAqOivv/5aCR9ItNKsWTMl7JQsWVL3uvWoAAm8PoExRhEAAEAASURBVP30U5k9e7YkSZJERQwj6VmaNGn0qE73MjE248ePF4hviH5GFGimTJl0r5cVBJ8ALTziHoNz584paxr8vRcuXFglZX3rrbfU333cZxpvLx6cweMd9ht4cNaqVSv19160aFHjNZYtIgESUA/w8QCMlhzW+zJgXozr8ZQpU+TYsWPSqVMn9f8LLZGsN9bsEQmQAAnoQYBCtB5UWSYJkIBlCUQWdvLlyyeNGjVStg9GF0PgkYzoZ0SsIGK4atWq6uYQyybNuFT22bNnKgnOxIkT5caNG4IIHESrm9VOxLJ/MAHsGC08Yof94MEDWb58uXqYdvnyZXXdatiwobz22muGFqXxd75nzx758ssvZd26dRISEmL6B2exjxL3kIC1CNCSw1rjid48fPhQrRScOnWqPHnyRFlAYTVdihQprNdZ9ogESIAESEA3AhSidUPLgkmABKxMAMIOokEg7OLnc889pwRpeBEjA7wR/KTh1wcBB22EmFO2bFnVxiZNmkju3LlNOTy4CVq4cKFMnjxZic5ILNm8eXPTJlQ05SCYpNG08HA/UAcPHpQvvvhCXRv++usvqVOnjkCUfuONNwyxKgLX1u3bt6vrFh6epU6dWrUPbaxcubIpH5y5Hwl+SgLWJUBLDmuN7fXr19XqGiR/zp8/v/Tp00fNJ40w17UWafaGBEiABOxBgEK0PcaZvSQBEtCRwNOnT2X37t1KOIHoe//+fSlXrpxKlFemTBnBK3PmzDq24L9RKkeOHBH4JENowk9EbyPiGQJOvXr1TG1X8ffff0t4eLhall+oUCFBpBWEM24k4AkBWni4pwSvZVyz8MAKPp+wG0KCT7xw3YKdh55CA5Z3I7korleua9ehQ4dUvbhu4cFe8eLF3Teen5IACRiSAHJq0JLDkEPjdaN+++03QfQzVtTUrl1bJSBEIkJuJEACJEACJOAPAQrR/tDjuSRAAiTghsDJkyflwIEDEYIw/PMgREPcgYUHPPSyZcsW8cL7xIkTuykp6kewoLh06VLEC0vsITZDwEGdOXPmjCIiIQLa7Msl//zzT3UTBI/batWqSf/+/VXEeVQyfEcCnhOghYd7VteuXVPeyy5BGD+xAuGll15SAnWOHDkirlm4fmXPnl1SpUrlvrBIn+LBXOTrFn5HJDY83SE6YytdunTEtQsrSlA2NxIgAXMSoCWHOcctcqsxhx0zZox8++23KpF1z5495V//+lfkQ/g7CZAACZAACfhMgEK0z+h4IgmQAAl4RuDx48dy/PhxJRifOXMmhigDoQbWHhCNIUgjgSCiEOG/h2hrnI9lkfBLzZIlSxQxKFeuXEoogsidIUMGzxpkgqNOnTol8H9es2aNSg7Zt29fFSVpgqaziSYjAAsPWEBs3LhRvv/+eyW61q9fX/AqVqyYyXqjbXNdD7pw/YJ47BKR8fPmzZvKHidjxozquoVrF164TrmuXfCm/+eff9S1KfLDN/z+4osvKvEZy7zN6FOvLWmWRgLWIEBLDnOPI8ZvxIgRKpCiV69eypM/Xbp05u4UW08CJEACJGA4AhSiDTckbBAJkIDdCNy5c0cQ3QxBGsIzXojadInSEKYhVCOqWs9l8kbgDi/rCRMmKKuTDh06CKJwGB1phJGxRxto4eH5OOMBGa5bEJtdwjNE6ESJEkUI02nTplUrQJIlS+Z5wTySBEjAlARoyWHKYVON3rdvnxKgsRKmd+/e0q1bN+XPb94eseUkQAIkQAJGJkAh2sijw7aRAAmQgE0IIOHjuHHjlF9sjx49pHPnzsIoHJsMvkG7SQsPgw4Mm0UCJGBIArDOgpC5Y8cOrnIw5AjFbFR0Abp79+4eWS7FLImfkAAJkAAJkIDnBChEe86KR5IACZAACWhMYNu2bTJs2DC1zL9fv37y3nvvCaMnNYbM4jQhQAsPTTCyEBIgAQsSoCWHuQYVAvTw4cNVklpXBLQnnv/m6iVbSwIkQAIkYFQCFKKNOjJsFwmQAAlYmMCuXbtkyJAhcuHCBfXz/fffV8v5Ldxlds1CBGjhYaHBZFdIgAT8IkBLDr/wBfTkvXv3KguOn3/+OcKCgwJ0QIeAlZEACZAACTgJUIjm14AESIAESCBgBHATBAEayQgHDRok8IEOCQkJWP2siAS0JkALD62JsjwSIAEzEaAlh/FH68cff1QC9OHDh6VPnz4qCSEFaOOPG1tIAiRAAlYlQCHaqiPLfpEACZCAgQgg+gYC9MGDBwUWHEiEkzx5cgO1kE0hAW0I0MJDG44shQRIwPgEaMlh7DGCAA0LjqNHj0YI0ClTpjR2o9k6EiABEiAByxOgEG35IWYHSYAESCB4BE6cOCFDhw6V3bt3S2hoqPTs2ZOJcII3HKw5wARo4RFg4KyOBEggYARoyREw1F5XtGfPHhUBTQHaa3Q8gQRIgARIIAAEKEQHADKrIAESIAG7ETh9+rSKwtm6dasgCzuS4aRLl85uGNhfEoggEJuFR7169aRu3bqSOXPmiGP5CwmQAAkYnQAtOYw3Qj/88IMSoI8fP64ioLt06SKMgDbeOLFFJEACJGB3AhSi7f4NYP9JgARIQEMCsCUYOXKkrFu3Tjp27Ci4Uc2UKZOGNbAoErAGAVp4WGMc2QsSsCMBWnIYa9T37dun7M8gQPft21cgQKdIkcJYjWRrSIAESIAESOD/CFCI5leBBEiABEjAbwJ//vmnhIWFybJly6Rt27YqEWHWrFn9LpcFkIAdCNDCww6jzD6SgDUI0JLDOON49uxZGTBggOzatUv9pABtnLFhS0iABEiABGInQCE6djbcQwIkQAIkEA+BK1euyLhx42TBggXSokUL5QedM2fOeM7ibhIggdgI0MIjNjL8nARIwAgEaMkR/FG4ceOGWn22ePFi6dSpk3r4T/uz4I8LW0ACJEACJOAZAQrRnnHiUSRAAiRAApEI3Lp1S8aPHy9z5syRRo0aKT/ovHnzRjqCv5IACWhBgBYeWlBkGSRAAloQoCWHFhR9L+PBgwcybdo0mTRpkiC/wJgxYyRXrly+F8gzSYAESIAESCAIBChEBwE6qyQBEiABsxJ48uSJhIeHy+jRo6V69eoqIqdw4cJm7Q7bTQKmIkALD1MNFxtLApYiQEuO4A0nVsp89tlnatVZoUKFlBBdqlSp4DWINZMACZAACZCAHwQoRPsBj6eSAAmQgJ0IrF+/Xvr16ycZMmRQETnly5e3U/fZVxIwFAFaeBhqONgYErA8AVpyBGeIt2/fruZeDodDJkyYIHXq1AlOQ1grCZAACZAACWhEgEK0RiBZDAmQAAlYlcDRo0clNDRUkBQHdhzNmzeXBAkSWLW77BcJmJIALTxMOWxsNAmYggAsOWrVqiVHjhyRPHnymKLNZm8k5l59+/aVkydPqlVobdq0kYQJE5q9W2w/CZAACZAACQiFaH4JSIAESIAE3BJAIsLBgwfL2rVrVTQOxOhkyZK5PZYfkgAJGIeAy8Jj06ZNsnnzZkmZMqXyE61fv75UrVpVQkJCjNNYtoQESMDQBGjJEdjhuXjxogwZMkSwCg1CdK9evSRFihSBbQRrIwESIAESIAEdCVCI1hEuiyYBEiABMxJ4+PChTJkyRXkQvvXWWxIWFiZZs2Y1Y1fYZhKwPQF3Fh41atQQiNJ169aVzJkz254RAZAACcROgJYcsbPRcs8///wj48aNk1mzZkmrVq1UEmhen7UkzLJIgARIgASMQoBCtFFGgu0gARIgAQMQWLFihQwYMEDy588vU6dOlRIlShigVWwCCZCAVgRo4aEVSZZDAtYnQEsO/ccYSaAhPuOhf+XKlZUFWsGCBfWvmDWQAAmQAAmQQJAIUIgOEnhWSwIkQAJGIrB3717lA33z5k2ZPHmyvPnmm0ZqHttCAiSgAwFaeOgAlUWSgEUI0JJD/4FcvXq1DBw4UK1MmTRpkrzyyiv6V8oaSIAESIAESCDIBChEB3kAWD0JkAAJBJPA+fPnVQT0V199JUOHDpWuXbtKkiRJgtkk1k0CJBAEArTwCAJ0VkkCBiZASw79BufHH3+U3r17y40bN5QdB2zQuJEACZAACZCAXQhQiLbLSLOfJEACJBCJACIh4UU4c+ZMadu2rfIizJAhQ6Qj+CsJkICdCdDCw86jz77bnQAtOfT5Bly9elUlINyyZYuad3Xq1IkP//VBzVJJgARIgAQMTIBCtIEHh00jARIgAa0JIOpxwYIFKiN72bJlVULCQoUKaV0NyyMBErAQAVp4WGgw2RUSiIcALTniAeTD7mfPnkl4eLiMGDFCmjRponygM2bM6ENJPIUESIAESIAEzE+AQrT5x5A9IAESIAGPCOzatUt69uwpDodDJSJ8/fXXPTqPB5EACZCAiwAtPFwk+JMErEmAlhzajuuePXuU7VnixImVGF2uXDltK2BpJEACJEACJGAyAhSiTTZgbC4JkAAJeEvg2rVryotw27ZtMnbsWGnXrp0kTJjQ22J4PAmQAAnEIBCbhUe9evWkePHiMY7nByRAAsYlQEsO7cYGc6++ffvKpk2bJCwsTDp27Mi5l3Z4WRIJkAAJkICJCVCINvHgsekkQAIkEBcBRD7PnTtXBg0aJA0bNpSJEycKl4LGRYz7SIAE/CEACw8kPt24caNs3rxZUqZMKRCk69evL1WrVpWQkBB/iue5JEACOhKgJYc2cGHDMWvWLOUB3bhxY2XDkSlTJm0KZykkQAIkQAIkYAECFKItMIjsAgmQAAlEJ3Ds2DFBEpw7d+7InDlzpFKlStEP4XsSIAES0I0ALTx0Q8uCSUAXArTk8B/rjz/+KF26dJFEiRIpG47y5cv7XyhLIAESIAESIAGLEaAQbbEBZXdIgATsTeDevXsybNgwmT9/voqEDg0NZUZ2e38l2HsSMAQBWngYYhjYCBJwS4CWHG6xePwhbDj69eunVoPQhsNjbDyQBEiABEjApgQoRNt04NltEiAB6xH44osvpEePHlKiRAmZOXOm5M6d23qdZI9IgARMT4AWHqYfQnbAQgQePnwopUqVkg8//FA6d+5soZ7p3xXYcMyePVvZcMACbcKECUIbDv25swYSIAESIAFzE6AQbe7xY+tJgARIQM6fPy/du3eXw4cPy4wZM6RRo0akQgIkQAKmIEALD1MMExtpYQK05PBtcGHD0bVrV0mQIIHyhKYNh28ceRYJkAAJkID9CFCItt+Ys8ckQAIWIfDkyROZOnWqjB07Vtq3by8jR46UVKlSWaR37AYJkIAdCdDCw46jzj4HiwAtObwnf/36dWXDsWHDBhk9erTKx5EwYULvC+IZJEACJEACJGBTAhSibTrw7DYJkIC5CezZs0fd/EB4RjJC2HFwIwESIAErEaCFh5VGk30xGgFacng3IrDhwHwLeTgaNGigbDiee+457wrh0SRAAiRAAiRAAkIhml8CEiABEjARgZs3b6pInC+//FJFQnfo0EEtCzVRF9hUEiABEvCaQGQLj02bNsm5c+ekRo0aUr9+falbt65kzpzZ6zJ5AgnYmQAtOTwf/X379kmXLl3UCeHh4VKhQgXPT+aRJEACJEACJEACUQhQiI6Cg29IgARIwLgEFi5cKLhxrFWrlkyZMoXCi3GHii0jARLQmYA7C4969eopYbp48eI6187iScDcBGjJ4dn43bt3TwYOHChLly6VUaNGqWSOiRIl8uxkHkUCJEACJEACJOCWAIVot1j4IQmQAAkYh8CpU6fUzc/Vq1dVdvZq1aoZp3FsCQmQAAkEmQAtPII8AKzeVARoyeHZcH399deCVWfFihVTc6/s2bN7diKPIgESIAESIAESiJMAheg48XAnCZAACQSPwOPHj1UinBkzZkifPn1UNHTSpEmD1yDWTAIkQAIGJ0ALD4MPEJsXdAK05Ih7CG7fvi29e/eWjRs3yvTp06VFixZxn8C9JEACJEACJEACXhGgEO0VLh5MAiRAAoEhcOjQIWnTpo1kzJhR5s+fL/nz5w9MxayFBEiABCxEgBYeFhpMdsVvArTkiBvh+vXrlRd0lSpVBEEATEYYNy/uJQESIAESIAFfCFCI9oUazyEBEiABnQggCho+hDNnzpSwsDDp2rUrkxHqxJrFkgAJ2IsALTzsNd7sbVQCtOSIyiPyu2vXrkn37t3lhx9+kDlz5iiv+cj7+TsJkAAJkAAJkIB2BChEa8eSJZEACZCAXwR+/vlnFQWdPn16QWLCvHnz+lUeTyYBEiABEnBPgBYe7rnwU+sSoCWH+7FdtmyZ9OzZUxo2bCiTJ0+WtGnTuj+Qn5IACZAACZAACWhCgEK0JhhZCAmQAAn4TuDJkycRXtCjR4+Wbt26MQrad5w8kwRIgAS8JkALD6+R8QQTEaAlR8zB+vPPP6VTp07yyy+/yLx58+S1116LeRA/IQESIAESIAES0JwAhWjNkbJAEiABEvCcwOHDh1UUNCJwEAWdL18+z0/mkSRAAiRAApoTiGzhsWXLFkmRIoXUq1dPLdevWrWqhISEaF4nCyQBvQjQkiMqWYfDIXPnzpUBAwao+deYMWPU33jUo/iOBEiABEiABEhALwIUovUiy3JJgARIIA4CiILGzc+0adNk5MiR8uGHH0rChAnjOIO7SIAESIAEAk3AZeGxadMm2bhxo5w7d05q1KihROm6detK5syZA90k1kcCXhGgJcf/cP3+++/ywQcfyOXLl+XTTz+VihUr/m8nfyMBEiABEiABEggIAQrRAcHMSkiABEjgfwSOHj2qonBSpkypoqALFCjwv538jQRIgARIwLAEaOFh2KFhw9wQoCXHf6HggdJHH32kHvzD/mzYsGFc2eDm+8KPSIAESIAESCAQBChEB4Iy6yABEiABJ4GnT5/K2LFjZerUqTJ8+HDp0aMHo6D5zSABEiABkxKghYdJB84mzX706JGUKlVKunfvLp07d7ZJr2N28+TJk9KuXTt5/PixLFiwQEqWLBnzIH5CAiRAAiRAAiQQMAIUogOGmhWRAAnYmcCxY8dUFHTy5MlVFHTBggXtjIN9JwESIAFLEaCFh6WG0xKdgSXHwYMHZefOnbZMgAwLtPHjx8vkyZOVH3Tfvn0lceLElhhbdoIESIAESIAEzEyAQrSZR49tJwESMDwBREGPGzdO3QhhKWivXr0YBW34UWMDSYAESMA/ArTw8I8fz/aPgN0tOQ4dOiTvv/++pEqVSnlBFy5c2D+gPJsESIAESIAESEAzAhSiNUPJgkiABEggKoETJ07Ie++9p3wIFy5cKIUKFYp6AN+RAAmQAAlYngAtPCw/xIbqoJ0tOfDwPywsTPlBjxo1SuAHzUTQhvp6sjEkQAIkQAIkIBSi+SUgARIgAY0J4EZowoQJMnHiRBk6dKiEhobyRkhjxiyOBEiABMxIgBYeZhw1c7UZlhw//fST7Nixw1aWHGfPnpV3331XDdbSpUslf/785ho4tpYESIAESIAEbEKAQrRNBprdJAESCAyBM2fOSMuWLSVRokTKC5rLQQPDnbWQAAmQgBkJRLfwKFGihNSvX1+9ihcvbsYusc1BJGBXS4558+YJPKB79uwpQ4YMoRd0EL+DrJoESIAESIAE4iNAITo+QtxPAiRAAh4SgP0Gop/xGjRokBKjPTyVh5EACZAACdicQGwWHvXq1ZNq1aopmyebI2L34yBgR0uO69evS/v27eXUqVOyZMkSKV++fByEuIsESIAESIAESMAIBChEG2EU2AYSIAFTE/jnn3+kY8eOcuDAAVm2bJlUqFDB1P1h40mABEiABIJLgBYeweVvxtrtZsmxZcsWadeuneBBzUcffSQpU6Y047CxzSRAAiRAAiRgOwIUom035OwwCZCAlgT27NmjrDgqVqwoc+bMkTRp0mhZPMsiARIgARIgAYlu4VGyZEklwMHGgxYe/ILYyZLj/v370qdPH1mzZo3AkqNBgwb8ApAACZAACZAACZiIAIVoEw0Wm0oCJGAcAs+ePZPRo0fL9OnT1at169bGaRxbQgIkQAIkYFkCtPCw7ND61DE7WXIgCSMSEubLl08WLFggWbJk8YkZTyIBEiABEiABEggeAQrRwWPPmkmABExK4Pz58yoK+smTJ7J8+XJ1Q2TSrrDZJEACJEACJiZACw8TD55GTbeDJQce/o8bN04mT56sfnbu3FkjeiyGBEiABEiABEgg0AQoRAeaOOsjARIwNYGVK1cKboA6deoko0aNYmZ2U48mG08CJEAC1iJACw9rjWd8vbGDJccff/whrVq1ksePH8vSpUulUKFC8WHhfhIgARIgARIgAQMToBBt4MFh00iABIxD4O7du9KtWzfZsWOHysxerVo14zSOLSEBEiABEiCBaARo4RENiMXe2sGSY+HChRIaGipdu3aV4cOHS5IkSSw2iuwOCZAACZAACdiPAIVo+405e0wCJOAlgYMHD8o777wjxYoVk/nz50uGDBm8LIGHkwAJkAAJkEDwCNDCI3js9arZypYcN2/elA4dOsiRI0fUw38khOZGAiRAAiRAAiRgDQIUoq0xjuwFCZCADgRw4z5x4kQZP368TJgwQTp27KhDLSySBEiABEiABAJLgBYegeWtdW1WtuTYvn27tG3bVmrXrq2SQadOnVprfCyPBEiABEiABEggiAQoRAcRPqsmARIwLoFLly4pT0JE5axYsUKKFCli3MayZSRAAiRAAiTgIwFaePgILkinWdWS48GDB9KvXz/5/PPP5ZNPPpHGjRsHiTCrJQESIAESIAES0JMAhWg96bJsEiABUxJYv369tG/fXlq2bKkioUNCQkzZDzaaBEiABEiABLwhQAsPb2gF51grWnIcPnxYzbly5col8IV+/vnngwOXtZIACZAACZAACehOgEK07ohZAQmQgFkIIBoHSXG++OILdSNUp04dszSd7SQBEiABEiABzQnQwkNzpH4VaEVLjqlTp8rIkSMlLCxMJYVOkCCBX4x4MgmQAAmQAAmQgLEJUIg29viwdSRAAgEicOzYMWnRooUgGmfRokWSJUuWANXMakiABEiABEjA+ARo4RHcMbKaJcetW7ekTZs2cvbsWVm9erW88MILwQXM2kmABEiABEiABAJCgEJ0QDCzEhIgASMTmDt3rvIlHDFihPTo0UMYjWPk0WLbSIAESIAEgk2AFh6BHwErWXLs27dPmjVrJtWqVZPw8HBJmTJl4IGyRhIgARIgARIggaAQoBAdFOyslARIwAgE7t+/L507d5bvvvtOReO8/PLLRmgW20ACJEACJEACpiJACw99h8sqlhwOh0OmTJmibDg++ugjFRGtLzmWTgIkQAIkQAIkYDQCFKKNNiJsDwmQQEAInD59Wt566y1lxbFkyRJJnz59QOplJSRAAiRAAiRgZQK08NB2dK1iyeGy4vj9999l1apVtOLQ9mvC0kiABEiABEjANAQoRJtmqNhQEiABrQisWbNGOnToIH369JGBAwfSikMrsCyHBEiABEiABCIRoIVHJBg+/moFS47IVhyzZs2SFClS+EiDp5EACZAACZAACZidAIVos48g208CJOAxgSdPnigv6BUrVsjy5cvltdde8/hcHkgCJEACJEACJOAfAVp4eMfP7JYctOLwbrx5NAmQAAmQAAnYgQCFaDuMMvtIAiQgf/31lzRt2lQSJkwoK1eulGzZspEKCZAACZAACZBAkAjQwiNu8Ga35IAVx3vvvSd//PGHysNRtGjRuDvMvSRAAiRAAiRAArYgQCHaFsPMTpKAvQns2LFDWrZsKa1atZLx48dL4sSJ7Q2EvScBEiABEiABAxGghUfMwTCzJcfevXulefPmauVZeHg4rThiDi8/IQESIAESIAHbEqAQbduhZ8dJwPoEsCQ0LCxMpk2bJp9++qk0atTI+p1mD0mABEiABEjA5ATsbuFhVksOzLsmT54sY8aMkenTp6uIaJN/Fdl8EiABEiABEiABjQlQiNYYKIsjARIwBgEsCX333Xfl0qVLguSE+fPnN0bD2AoSIAESIAESIAGPCdjNwsOslhwuKw48RFi1apXQisPjrzgPJAESIAESIAFbEaAQbavhZmdJwB4EDh48KG+99Za8/vrrgiWhyZMnt0fH2UsSIAESIAESsDABO1h4mNGSA1YczZo1i5h3pUiRwsLfQnaNBEiABEiABEjAHwIUov2hx3NJgAQMR2DWrFkyaNAgmTJlirRr185w7WODSIAESIAESIAEtCEQ3cKjRIkSUr9+ffUqXry4NpUEsBSzWXLAimPSpEkyduxYmTFjhrRu3TqAtFgVCZAACZAACZCAGQlQiDbjqLHNJEACMQjcu3dPOnToILiJgxVHyZIlYxzDD0iABEiABEiABKxJwOwWHmaz5Lh586bygD537pysXr1aihQpYs0vFntFAiRAAiRAAiSgKQEK0ZriZGEkQALBIPDrr79KkyZNpECBArJ48WJJmzZtMJrBOkmABEiABEiABAxAwIwWHmay5Pjxxx+lefPmUr16dZk5c6bQisMAX3o2gQRIgARIgARMQoBCtEkGis0kARJwT+Dzzz+Xzp07KzuOvn37uj+In5IACZAACZAACdiWgNEtPMxkyeGy4pg+fTqtOGz7F8WOkwAJkAAJkIDvBChE+86OZ5IACQSRwOPHjyU0NFTWrVsnEKOrVKkSxNawahIgARIgARIgATMQMJqFh1ksOe7evStt27aVkydPytq1a2nFYYYvO9tIAiRAAiRAAgYkQCHagIPCJpEACcRN4MqVK9K4cWNJmjSpEqGzZs0a9wncSwIkQAIkQAIkQALRCBjBwsMMlhxnzpyRRo0aSeHChWXRokWSKlWqaCT5lgRIgARIgARIgAQ8I0Ah2jNOPIoESMAgBH766Sdp2LCh8oSeMmWKJE6c2CAtYzNIgARIgARIgATMTCDQFh5msOTYtGmTSkrYp08fGThwoJmHl20nARIgARIgARIwAAEK0QYYBDaBBEjAMwJLly6Vbt26ybRp09TyUM/O4lEkQAIkQAIkQAIk4B0BvS08jG7J4XA4ZNSoUfLxxx/LsmXLpFatWt4B5NEkQAIkQAIkQAIk4IYAhWg3UPgRCZCAsQg8e/ZMsHR1+fLlypewQoUKxmogW0MCJEACJEACJGBZAnpYeBjZkuPOnTvy7rvvyvnz5+WLL76QvHnzWnZs2TESIAESIAESIIHAEqAQHVjerI0ESMBLArdv35bmzZvLrVu31M1Q9uzZvSyBh5MACZAACZAACZCAdgT8tfAwsiXHqVOnlB906dKlZf78+ZIiRQrtwLEkEiABEiABEiAB2xOgEG37rwABkIBxCfzyyy/SoEEDKV++vMydO1eSJUtm3MayZSRAAiRAAiRAArYjENnCY/PmzZIyZUqpV6+eelWrVk1CQkKiMDGyJcfatWulffv2MnToUAkNDY3Sbr4hARIgARIgARIgAS0IUIjWgiLLIAES0JwAkuO0bt1aBg8eLL1799a8fBZIAiRAAiRAAiRAAloScFl4bNy4UTCPOXfunNSoUUPq168vdevWlcyZMyurMSRe3rFjhyRIkEDL6n0uC+3GfOvTTz+VlStXCgR0biRAAiRAAiRAAiSgBwEK0XpQZZkkQAJ+ERg7dqxMnTqVyXH8osiTSYAESIAESIAEgkkguoVHvnz55OzZs8pqrE6dOsFsWkTdsD5755135MaNG7Ju3TrJlStXxD7+QgIkQAIkQAIkQAJaE6AQrTVRlkcCJOAzgfv370vbtm3l+PHjsn79eilQoIDPZfFEEiABEiABEiABEjAKAQi9JUuWlBw5csjvv/8er4VHINp99OhR5Qf96quvyuzZs2mBFgjorIMESIAESIAEbE6AQrTNvwDsPgkYhcCFCxekYcOG6gZt2bJlkjp1aqM0je0gARIgARIgARIgAb8I9O/fX1yWHA6HQ/bt2ydxWXj4VZkHJ69YsUI6d+4sY8aMka5du3pwBg8hARIgARIgARIgAf8JUIj2nyFLIAES8JPAd999J2+//bZKkDN69GhJmDChnyXydBIgARIgARIgARIwBoH9+/dLrVq15MiRI5InT54YjYpu4VGiRAnlKw1v6eLFi8c43p8Pnj59Kv369RMI0atXr5ZKlSr5UxzPJQESIAESIAESIAGvCFCI9goXDyYBEtCawJw5c2TAgAEyd+5cadq0qdbFszwSIAESIAESIAESCBqBR48eSalSpaR79+4qAjm+hvz73/+Wr776SkVLb968WVMLj+vXr6u5Ftq0Zs0ayZYtW3zN4X4SIAESIAESIAES0JQAhWhNcbIwEiABTwk8efJE3ZRt27ZNvvzyS+Wb6Om5PI4ESIAESIAESIAEzEAgsiVHggQJvGryf/7zH80sPGAL0rhxY3njjTdkxowZkjRpUq/awoNJgARIgARIgARIQAsCFKK1oMgySIAEvCKAiJwmTZoIbsgQkfPcc895dT4PJgESIAESIAESIAGjE4jPksPb9vtq4bFw4ULp1auXTJkyRdq1a+dttTyeBEiABEiABEiABDQjQCFaM5QsiARIwBMChw8fVkkJ69atK9OnT5ckSZJ4chqPIQESIAESIAESIAHTEPDWksPbjnli4YHVZz169FA2H2vXrpWyZct6Ww2PJwESIAESIAESIAFNCVCI1hQnCyMBEoiLwMqVK6Vjx44yYcIE9TOuY7mPBEiABEiABEiABMxKwB9LDm/77M7Co0qVKnLmzBnJmDGjrF+/XjJnzuxtsTyeBEiABEiABEiABDQnQCFac6QskARIIDoBh8Mhw4cPVwkJYcXBDO3RCfE9CZAACZAACZCAVQhobcnhLZetW7dKy5YtVaJD2KGVLFlS6tevr17Fixf3tjgeTwIkQAIkQAIkQAKaEaAQrRlKFkQCJOCOAJamtmnTRo4fPy7I/p47d253h/EzEiABEiABEiABEjA9Ab0tOeIDtGnTJmndurWMGjVKunXrJu4sPGCPBmG6WrVqEhISEl+R3E8CJEACJEACJEACmhGgEK0ZShZEAiQQncCNGzekQYMGkipVKlm9erWkSZMm+iF8TwIkQAIkQAIkQAKWIRBIS47o0CZPnizjxo2TFStWSM2aNaPvlsgWHhs3bpTz589LjRo1lCgNcZr2HTGQ8QMSIAESIAESIAGNCVCI1hgoiyMBEvgvgd9++01wU1O9enWZOXOmJE6cmGhIgARIgARIgARIwLIEgmXJ8fjxY+nUqZN89913gojowoULe8T4//2//6eOhyj9/fffS4kSJWjh4RE5HkQCJEACJEACJOArAQrRvpLjeSRAArES+Pbbb+Xtt9+WAQMGSJ8+fWI9jjtIgARIgARIgARIwAoEgmXJgdVnTZo0kYQJE8ratWslQ4YMPuGkhYdP2HgSCZAACZAACZCAlwQoRHsJjIeTAAnETWDRokXSs2dPWbhwoTRq1Cjug7mXBEiABEiABEiABCxAIBiWHKdOnVIRzK+//rqEh4dLkiRJNCFJCw9NMLIQEiABEiABEiABNwQoRLuBwo9IIDYCDx8+VElfnj59Knhhg+UEXqlTp5ZkyZLFdqrlP3c4HDJkyBBZsGCBYInnyy+/bPk+s4MkQAIkQAIkQAL6EECE7oMHD9R869mzZ5IgQQI134LYmjZtWkNZfgXDkmPr1q3SsmVLGTZsmAoA0GcU/lsqLTz0pMuySYAESIAESMBeBChE22u82dt4CEBcPn78uPz000/yxx9/yKVLl6K8bt++HSE8Q3zGTdGTJ0/UTRLOTZcunWTLli3KK2/evFK6dGkpVqyYZpEq8XQj4Lsh0Ldp00YQmQNvwly5cgW8DayQBEiABEiABEjAPAQgNP/8889y+PBhuXDhQpT51uXLl5UI7XrYj5+I0nUFAuDh93PPPRdlvpU9e3YpVKiQehCeP3/+gIEIhiXHtGnTZPTo0bJs2TKpU6dOwPqKimjhEVDcrIwESIAESIAELEeAQrTlhpQd8oYAIjyQ2OXgwYNKfD569Kjy1itTpowUKFAgyg2OS2BOnjy52yoQtRNduMb7M2fOqLJv3rwpxYsXF5SNaOEqVaoIRGqzb9evX5cGDRpImjRpZNWqVeqn2fvE9pMACZAACZAACWhHAMLxoUOHZO/evRFzLsyPMNfCw/rcuXPHmHNlzZo11qhnBAa4m3OdOHFC1ZMoUSJVLuZceFWtWlXSp0+vXYcilRRISw4EP3Tr1k127NihVp8VLVo0UksC/ystPALPnDWSAAmQAAmQgNkJUIg2+wiy/V4TwI3Ql19+KevXrxcI0ZUrV1bCsEsgfv75570u05MTEN2DSGu8IHz/8MMP6sarYcOGSsg1o5XFr7/+KnXr1pWaNWvKzJkzBTd+3EiABEiABEiABEjg8ePH8s0336g514YNG9QqsshzrpdeeknZmmlNCqL36dOnI+ZcsM1A1HXFihXVfAvzLq1WbgXSkuPWrVsqKSFsStatWyeZMmXSGp3f5dHCw2+ELIAESIAESIAELE+AQrTlh5gdBAHcgMC7GOIzoknefPNNdTOC5C4hISFBgYSlnDt37lRtwg0aPA8RWdy2bVvBzZnRN9xcvv322zJ48GAJDQ01enPZPhIgARIgARIgAZ0JIEIWFl2wjNi2bZvkzJlTIj9wh6VZMDasSkO7MA/86quvVCR2kyZN5P3331eR2L60KZCWHHjwX79+fRU8MWfOHEmaNKkvTQ7oObTwCChuVkYCJEACJEACpiFAIdo0Q8WGeksAgvPq1atVpC4iYyDw4qajXLlyKirH2/L0PB7RO4iqWbt2rSxatEjgbYillxB6jXizAVEf4jPaihtMbiRAAiRAAiRAAvYlAKF3/vz5Mnv2bEmRIoW0a9dOzQ/y5ctnOCiwUoO1xeeff66E6TfeeEPNuWCZ5s0WKEsOCOctWrSQgQMHSp8+fbxpomGOpYWHYYaCDSEBEiABEiCBoBOgEB30IWADtCZw5coVdSM0d+5cFeUCQRcT+GTJkmldlS7lIfEfbo5gdfHnn3/KBx98IF26dBG9LEO86QQE80GDBsnixYsFUdxmtBPxpr88lgRIgARIgARIIHYCR44ckenTp6sH/9WrV5fu3bsLVpuZZbt69apgvvjJJ59IxowZlSDdqlWreOeMgbLkwFxw6NChsmTJEqlXr55ZsMbbTlp4xIuIB5AACZAACZCAZQlQiLbs0NqvY3fu3JGJEyfKjBkz1GQdN0MVKlQwNQgk9cFNyMaNG9XNHaJvkBQwGBsE8vfee09++eUX2bx5s1puG4x2sE4SIAESIAESIIHgEjh79qx6MI3IYtcDcyQcNOv29OlT5bsMUf3ixYsyatQoad26tSRMmDBGlwJhyYH2fPjhh7JlyxY1ByxWrFiMdljlA1p4WGUk2Q8XAfi4wyMfq3OxJU6cWFkwwoaRGwmQAAmQgAiFaH4LTE8A/8ljKWhYWJgSnseNGyfBziKuNVSIv1iSuWfPHhkyZIh07tw5oJYd165dU/7V6dKlk1WrVumSXEhrZiyPBEiABEiABEhAWwLXr19XIi1WRnXo0EGJ0RkyZNC2kiCXBvEXD/7hZz1hwgSpU6dOlBbpbcnx999/K2s2WIh88cUXkjlz5ij1W/kNLTysPLrW6RuEZtybIQE97B8vXbokf/31l/qJ32/fvu22s6lSpVIrXLNly6ZW7eJn3rx5pXTp0lKyZMmg5S1y21h+SAIkQAI6EqAQrSNcFq0/AWQN79evn5qkIxq6UqVK+lcaxBogRKO/sB9Bf+F5rfeGiVbdunWldu3a8vHHH0uiRIn0rpLlkwAJkAAJkAAJGIgAovsmTZqkXkisPHr0aMmVK5eBWqhtUyCIfvbZZzJs2DCVt+Ojjz6S4sWLq3wetWrVEliS5MmTR9tKnaVB1EJSwvLlyyvLkGAl1Na8Yz4WSAsPH8HxNE0JIGp/+/btKiDo4MGD6u8/ZcqUUqZMGSlSpEiEqOwSmPHwCH+7iITGAy2scEDgFLz0o4vWWF0CQRt2jC+88IIqE3//8K7PmjWrpv1gYSRAAiRgFAIUoo0yEmyHVwRu3LihfJP37dsnuDlo3LixV+eb/eAvv/xSevTooRIvzpo1SzJlyqRLl3bu3ClNmzZVUdi9evXSpQ4WSgIkQAIkQAIkYFwCEF1hzYVVUXggDUHWLhtsyTDPHD9+vEoUuGbNGunYsaNamaY1g2+++UbNuZCQcMCAAVoXb/ryaOFh+iE0VQcQ9LN+/XrBPdeuXbtUxHK1atWUUIwcOTlz5tS0PxCpIUjj9f3338vu3btVnUgKj1ehQoU0rY+FkQAJkEAwCVCIDiZ91u0TAUwIOnXqpKJ0p02bFjTPZJ8ar+FJ8MQODQ1V3oFz5syRRo0aaVi6yIIFC6R3796yaNEiZcuhaeEsjARIgARIgARIwNAEEMU3duxYmTp1qrLjQO4NRPfZcfvtt9+kTZs2cvfuXZVQGpGLWm7z5s1TK94WLlyoRCcty7ZiWbTwsOKoBr9PuOatXbtWEORz4MABgfAMEfjNN98MeHQyHrxs3bpVieGwC8qePbt6CIbrUOrUqYMPiy0gARIgAT8IUIj2Ax5PDSwB+G3hJghRupiwwy6Cm6hENkgUhMkSIpXSp0/vN5YRI0aoDPKbNm1SvmV+F8gCSIAEAkYAN+hY+hn5dfnyZSWgYGko9rsS5yDC0bWUFD9xo6PXCouAAWBFJEACfhM4efKkioJOmjSpeiBdsGBBv8s0ewHwhYU9CXKRDB48WEVIu0tm6E0/HQ6HygGyZMkSwZyrVKlS3pzOY/+PAC08+FXwh8DVq1fVfc8nn3wizz33nHTr1k2aNWtmGMEXczeI0khgv3//fmnVqpVqY+HChf3pNs8lARIggaARoBAdNPSs2BsC8CmGZx68uMLDw8VqiXG8YeHuWCS2waQJViUbN270OVkjIgEQbf7DDz/Itm3bdPE/dNd+fkYCJOA7AXiKwrPQtaTz8OHDAnHj+eefjyIyI4IGGdvh8+7yK7x161YUwRpLUfEwC8tOXa+yZctKlixZfG8gzyQBEjAVgdWrVwsecA8aNEitjGJuiKjDd+LECSUE4cHd8uXLfV6Z9+jRIyX2nzp1SgUV5MiRI2pFfOcTAZefL4T9zZs3C7x8EbyC+wgEbdjdd9snqBY9CQ/sEXyzbNkyqVevnrqXqly5sqF7++uvv6p7YXjYIzcSHozZyS7J0IPDxpEACXhMgEK0x6h4YLAIYDnSu+++K0OHDhX6FMc9CvAxHDVqlEqwgwmVN9u9e/eUNyFEbYjZGTNm9OZ0HksCJBAgAhCR4R0I70K8cNONjOsQjvGwDj99TSKGaGk8+IssbB89elQ93EKCMixR5Q1PgAaa1ZBAgAngARZEmdmzZwu8kKtUqRLgFpinugcPHsj7778vx44dkw0bNki+fPm8ajz8YHFNhUgK4T9NmjRenc+DPSNACw/PONntKNgbTpgwQa0kbd68uUpKarYHQZj7waIS1kl2SCBrt+8o+0sCVidAIdrqI2zy/mEJJBLEIOIEWcq5xU/gq6++khYtWiivwf79+8d/gvOI69evq2gRLM1fsWKFJE+e3KPzeBAJkEDgCGDFA5aNQnyGfYZLGK5QoYL4uzw8rl7cv39fcF1BvYgwQ2Q1lqx27tzZZ8E7rvq4jwRIIPAE8DAaCQmxwgLCap48eQLfCBPWOGbMGJXMcOXKlfLaa6951IOzZ8/KG2+8oYR+5PiAVRK3wBCghUdgOBu1FjyYwMra0aNHS8WKFVU0cZEiRYzaXI/ade3atYggJCRSHT58uKRKlcqjc3kQCZAACQSLAIXoYJFnvXESQMRf+/bt5ccff1TRucwUHCeuGDuRVAeJNcqVK6eSDsZ1k4Mbotq1a0vNmjVVZACX4MbAyQ9IIGgEHj58qBJj4cbp4sWLark8HjQVLVo0KG2CRyqse5DEFFF81atXV0tZ8ZMbCZCAOQlgeTqsC3Lnzi1Lly6liOHlMCKJdtu2bVXgBISguDbMa7GypEePHspnOq5juU9fArTw0Jev0Uo/c+aMetiGedWMGTOUrYXR2uhPe3A/hyTzWKWBpKdVq1b1pzieSwIkQAK6EqAQrSteFu4LAYjQ77zzjvIthUWEFsn3fGmH2c9Bckf44WXOnFkQqeNOjMbye1h44IYIXpDcSIAEjEHAdaOEVSFY8g0P+KZNmwoShxllu3HjhsyfP18t40eUNGyBGjdubJTmsR0kQAIeEIAIDd9cCNFTpkyRBAkSeHAWD4lOAOIPHugjiSESa7vbXN7bsD7BA0VuxiFACw/jjIXWLYHlEITnYcOGSWhoqPobdXdPpHW9wSoPDxNxX9eyZUv1cCxFihTBagrrJQESIIFYCVCIjhUNdwSDQGQRGsnyuLTIv1G4e/euWv6JDNDRxWgkcIH3NnylsRyXGwmQQPAJ4GYYCWhwwwQBGkloypcvH/yGxdECREmvWrVKhgwZopIaTpw40XKRRnF0n7tIwLQEXCI0VlDhoRc3/wgg6SDsOdyJ0bgugvG6devE6MnQ/KNgjbNp4WGNcfzrr7/UvQ482RcvXiylSpWyRsfi6QWu7Ug4iyhw2Fsidwg3EiABEjASAQrRRhoNm7eFIrQ+XwB3YjSiGPv27avEaUTwcCMBEgg+ge+++05FPiN6B0l04CFqpu3x48cCv1N4L77yyisqAsnXpIlm6jfbSgJmJEARWp9Riy5G40EdIqS3b98uW7dulYIFC+pTMUvVjQAtPHRDq2vBBw4cUDY4SEaIfENGWlGma8cjFT537lyVM4irMCJB4a8kQAKGIEAh2hDDwEZgoo5lirgxYiS09t+HyGJ0sWLFVMIzRES/9NJL2lfGEkmABLwi8ODBAxk4cKAsWbJECdDvv/++rskHvWqcDwcjG/3IkSOVP/3kyZOlXbt2PpTCU0iABPQicOXKFXn11VdVLglGQmtP2SVG9+vXT3bu3Cm3bt1SCSCxOo2buQnQwsMc47ds2TLp2rWreiDeunVrczRap1bClx62aZhbIrkq7Zd0As1iSYAEvCJAIdorXDxYLwJIrvD999/LN998QzsOnSBDjH799deV5zaiFvPkyaNTTSyWBEjAUwJ79+6VNm3aSN68eZXfcvbs2T091fDH7dmzR/UNEYDz5s2TbNmyGb7NbCAJWJ0A/OerVKmiLH/gm8pNHwIQo2HBgcSEM2fOlOTJk+tTEUsNKgFaeAQVf4zKsaIMOW+QUBk2OBUqVIhxjB0/uHDhgjRo0ECwSg0iPa0v7fgtYJ9JwFgEKEQbazxs2Rpk9oW3KBLnUajQ9ytw+fJlKVOmjEoqhifj3EiABIJHAPYbWC6KiMT27dsHryE61nz//n0ZMGCA8ij8/PPPpXr16jrWxqJJgATiI4AEVojQ3bRpkyRKlCi+w7nfDwJff/21NGvWTAVavPDCC36UxFPNQCC6hQeSxCEhOBKHIyFoSEiIGbph2jZChO7YsaPs27dPsOozZ86cpu2LHg2/d++eSmAIv2zYBFGM1oMyyyQBEvCUAIVoT0nxOF0IIGIOmdoxWYdAyk1/Aj/99JMSg3ATWqlSJf0rZA0kQAJRCCAiEcIz/hY3bNhgC8/Q9evXq+joUaNGKb/UKED4hgRIICAEkPwUyVAh1KRNmzYgddq9EkSdIyk0gi0yZsxodxy26T8tPAI71C4Rev/+/Wp1Lf/W3PNHPiZYYcKeiWK0e0b8lARIIDAEKEQHhjNrcUMAy4TKli0r06ZNU/8pujmEH+lEAJGJPXr0ECTyyJ07t061sFgSIIHoBLAqAUu106dPL/g7TJcuXfRDLPv++PHjypO2Ro0aEh4eLkmSJLFsX9kxEjAaATz0wkoo2AEVKFDAaM2zdHs++OADOXv2rHz11Ve87ll6pGPvHC08Ymfj7x6K0N4RpBjtHS8eTQIkoA8BCtH6cGWp8RDAf4Lw7YIgMXbs2HiO5m49CMAOBYkhERmVOHFiPapgmSRAApEI/P7772p5bpMmTQRJ/Oy4LP7GjRuC/mOJMoSxZMmSRSLEX0mABPQgABEMyYlXrVql5l161MEyYyfw5MkTlaMDwRe49nOzNwFaeGg7/l26dBGssEWeIUZCe8bWJUZfvXpVrUqmbYxn3HgUCZCAdgQoRGvHkiV5QQDLs7Ek6IcffrClGOMFKt0OxbJBWHPUqlVLhg8frls9LJgESEDEJULDv3Dw4MG2RvLo0SOVwR3iDMVoW38V2PkAEEC0IPxpX3nlFRkzZkwAamQV7gj8+eefUqJECYFNEW3R3BGy52e08PBv3KdPny54YYVnpkyZ/CvMZmdDjIY9ZpYsWZRlk826z+6SAAkEmQCF6CAPgB2rP3LkiLz66qvKL69gwYJ2RGCYPp8+fVp5c+/atUtKlSplmHaxISRgJQIUoWOOJsXomEz4CQnoQQAizYIFC9ScK2nSpHpUwTI9JLBo0SIJCwuTo0ePSsqUKT08i4fZiQAtPDwfbVjdNG/enMlAPUcW48jbt29LuXLlpF27dtKvX78Y+/kBCZAACehFgEK0XmRZrlsCjx8/VsJn27ZtpWfPnm6P4YeBJYCb1Pnz58uhQ4eEN6mBZc/arE/g4sWLKhKRkdAxx9olRj979kyQPJUWQTEZ8RMS8IcAHjbDDgIPm0uWLOlPUTxXIwJvvvmm5MqVS2bOnKlRiSzGqgRcFh4bN26ULVu2SIoUKaRevXpSv359tcrBznYKv/32m1SsWFEWL16smFj1OxCIfpFlICizDhIggegEKERHJ8L3uhKAL/H333+vbooSJEiga10s3DMCWLb72muvKc9u+nV7xoxHkYAnBO7fv6+WYNesWVPGjx/vySm2OwZidPXq1aV48eIqgaHtALDDJKATATzgqVy5stSuXVuGDRumUy0s1lsCV65ckRdffFH5dWPuxY0EPCFAC4//Ubp3756ULl1aENTUv3///+3gbz4TQHR5s2bNZP/+/cLVyj5j5IkkQAJeEKAQ7QUsHuofATxxLVOmjMCaI2/evP4VxrM1JYClgPAuxASkSJEimpbNwkjAjgTwgKdp06YCofXLL7+UhAkT2hGDR32+du2a+r9hwIAB0rlzZ4/O4UEkQAJxE/jkk09kzpw5ypKDqw3iZhXovcuWLZMRI0bIqVOnJEmSJIGunvVZgICdLTy6du0qFy5cEESKc9OOwMiRI2X79u0qfxPnrNpxZUkkQALuCVCIds+Fn+pAoHHjxlKoUCEZN26cDqWzSH8JIIHayZMnlWjmb1k8nwTsTgAT+jVr1siPP/4oqVOntjuOePsPz9SqVavKunXr1JLjeE/gASRAArESQMRg/vz5BYIno25jxRTUHfBlbd26tUBU40YC/hCwk4XHzp07VeTuiRMnJGvWrP5g47nRCCB5Ia5L8N3u27dvtL18SwIkQALaEqAQrS1PlhYLAYgx8MVD0q60adPGchQ/DiaBO3fuSL58+ZQQ/corrwSzKaybBExN4Ouvv5Z33nlHZXH/17/+Zeq+BLLxEKE7deokuMHMnDlzIKtmXSRgKQKjRo2SvXv3ytatWy3VLyt1Zvfu3WrVzNmzZ/mw0koDG+S+WNnCA4J7sWLFVEBTixYtgkzamtVj/oV7wH379nGFrDWHmL0iAcMQoBBtmKGwdkMqVaokTZo0kV69elm7oybvHRIXrlq1Svbs2WPynrD5JBAcAv/884+6UZo8ebISGYLTCvPWiqSO169fV5HR5u0FW04CwSOAv58CBQrId999p7zXg9cS1hwfASSeg9ctVtBwIwE9CFjJwqNDhw5y69YttdpMD1Ys878EkNMEgQEQo2nRwW8FCZCAXgQoROtFluVGEFi/fr307NlT4BGdNGnSiM/5i/EIPH42NBoDAABAAElEQVT8WAoXLixTp06Vhg0bGq+BbBEJGJwAkucgSeHKlSsN3lJjNu/u3btKyB89erS8++67xmwkW0UCBibQvXt3wQqnxYsXG7iVbBoIuKIPMT+mzQC/E3oTMLOFB/ILVatWTd1LcsWUvt8UJLrFA7IePXqohJD61sbSSYAE7EqAQrRdRz6A/UYSPHhNUVQIIHQ/qlq+fLngafixY8f8KIWnkoD9CCBxzgcffKC81jNmzGg/ABr1eNeuXWoFzfHjxyVbtmwalcpiSMD6BP766y/1MBn5HnLlymX9Dlugh3h4mS5dOpk2bZoFesMumIWA2Sw8atasKa+++qognw03/QkgaWH79u3l9OnTkjx5cv0rZA0kQAK2I0Ah2nZDHtgOwwOvZcuWcu7cOWHW9sCy97U2PAmHr+1nn32mkof5Wg7PIwE7EXj48KFKxgoxAYlZuflHoFu3bnLz5k1ZsWKFfwXxbBKwEYGhQ4cKluIvXbrURr02d1cRFQ37OjxESJkypbk7w9abloCRLTyQd6NNmzZy5swZSZEihWkZm63h1atXF7wGDBhgtqazvSRAAiYgQCHaBINk5ia+/fbbgojoIUOGmLkbtmv72LFj5eeff6YPm+1Gnh32lcCkSZNk8+bNgmhebv4TgAidP39+wQ3oyy+/7H+BLIEELE4A1lqIgoYdWrly5SzeW2t1D5YDzZo1U8lardUz9saMBIxk4eFwOJRNROfOndWKMzPyNGubcR8IIRoPALjKz6yjyHaTgHEJUIg27tiYvmWI7ihUqJD88ccfQj8vcw0nkh0hKvqXX36RnDlzmqvxbC0JBJjA33//rUTTrVu3StmyZQNcu3Wrg0UQhOidO3dat5PsGQloRABR0DNmzJADBw5oVCKLCRSBtWvXyogRIwR2RNxIwEgEtLLw2LFjhwpw6devn1fdw98G7DhgN5QoUSKvzuXB/hNo0aKFuh9EgBI3EiABEtCSAIVoLWmyrCgEuEQ0Cg7TvWndurUSoceMGWO6trPBJBBIAvDAP3/+vKxatSqQ1Vq+rgcPHkjBggVl3rx5Urt2bcv3lx0kAX8IlC9fXhA1+N577/lTDM8NAgFaogUBOqv0iYCvFh7t2rWTBQsWSK9evVRCdE8rhy80LB47dOjg6Sk8TkMCiIquVauWXLx4UZIlS6ZhySyKBEjA7gQoRNv9G6BT/588eSI5cuRQS0Rxc8TNfAQQVVWvXj35888/JWnSpObrAFtMAgEg4Fo9gIzusJLgpi2BTz/9VObMmSMHDx7UtmCWRgIWIuASC/D/dUhIiIV6Zp+u4KE//h9ZvXq1fTrNnpqagDcWHlmyZJFr166pxHdvvfWW4P/2JEmSxNl/JE2vWrWqug+hN3ScqHTdWbFiRWWLgsSq3EiABEhAKwIUorUiyXKiEMASLCSb+vXXX6N8zjfmIlC0aFH56KOPBNmquZEACcQkAPHg8OHD9FOPiUaTT+B7C3sg+N7yoaYmSFmIBQn0799f7t+/Lx9//LEFe2ePLuEhAuzs8HCTops9xtxKvYzLwiNfvnxSo0YNwf/n2JInTy558+aVDRs2qJ+xcUAUdKpUqbyKoI6tLH7uO4Hly5fLlClT5NChQ74XwjNJgARIIBoBCtHRgPCtNgQgQiP794QJE7QpkKUEhcDAgQPln3/+kVmzZgWlflZKAkYmgOXUefLkkSVLlqioHSO31cxtQ7Lbc+fOCTxwuZEACcQkAAEzPDxcJZaKuZefmIUAErPCD7dRo0ZmaTLbSQJuCUS28Pj222+Vv/OjR48ijoXfM1ZbLl68WJDYPvqG3BtIvopVAhCyuQWPAFY5YyzWrVsnFSpUCF5DWDMJkIClCFCIttRwGqcziGCDXyr/wzLOmPjSkv3790uTJk2UN1iCBAl8KYLnkIBlCTDBVGCGlolvA8OZtZiTAJIKY+k0ImkTJ05szk6w1YpAWFiYnDlzRolzREICViHw4osvqmSD7voD3+HmzZvL7Nmzo3gQf/LJJ0r43L59u7vT+FmACSAgANYqc+fODXDNrI4ESMCqBChEW3Vkg9gvLN2Bt/ClS5eE4mUQB0KDqh0Oh2TPnl0tiy9TpowGJbIIErAOgddff12aNm0qHTt2tE6nDNoTREyVKlVKBg0aZNAWslkkEBwC48ePlxMnTnDFQHDwa1orxhGeuFevXlURpJoWzsJIIAgEbty4IVmzZhWsIIttgxidMWNGFcCEh2rY6tSpo1YGMElhbNQC+znyELzxxhvq3j5hwoSBrZy1kQAJWJIAhWhLDmtwOzV06FA1ieZT0+COg1a1d+rUSU0Q4YXLjQRI4L8EEBmSO3duuXLliqRNm5ZYdCawadMmQUQOlulyIwES+B8BeKf37t3b7fL2/x3F38xCAElv58+fT7snswwY2xkngQULFki7du3UMRCcXQkK4SkNcfrp06fq5SoE1o6wBYQdB+w9IGJzMwYBzHlXrFihVuAYo0VsBQmQgJkJUIg28+gZtO2lS5eWkSNHqqhogzaRzfKCwNatW1UUIhKycSMBEvgvAWR8h/0Ql40G5hvx8OFDyZQpk4r8hC83NxIgARFEG+bIkUP9RFIvbuYnEBoaqixWJk6caP7OsAe2JwARGt7CWCn70ksvKa/hNGnSCF6pU6dWP/E7RGp4ESOhIR48IzfN3r17bc/PSAC6d++uEqky/5ORRoVtIQHzEqAQbd6xM2TLIRZgQoEowQwZMhiyjWyUdwRu374tzz33nNy5c0dluvbubB5NAtYkUL9+fbV0tEuXLtbsoAF7Bb/6ypUrS8+ePQ3YOjaJBAJPAA+KsVIAlmjcrEFg9erVMnPmTNm9e7c1OsRekICXBN555x0pUaKE9O/f38szebieBHbu3CmY8/722296VsOySYAEbEKAQrRNBjpQ3dy3b5+0bNlSfv/990BVyXoCQKBAgQIqeY7Luy0AVbIKEjAsgXv37qmHM0gqBQ91boEh8Nlnn8nChQvl22+/DUyFrIUEDE5g9OjRgmSec+bMMXhL2TxPCZw7d06KFy8uCAKgF6un1HiclQgg+AX/zyPJITfjEICNSvr06VXiyVy5chmnYWwJCZCAKQlQiDblsBm30R9//LH88MMPsnLlSuM2ki3zmkCLFi2kQoUK8uGHH3p9Lk8gAasR2LJli4pCRPIWboEjcOvWLeUX+ffff0vKlCkDVzFrIgGDEmjQoIFgdUb79u0N2kI2yxcCEOK+++47KVKkiC+n8xwSMC0BPIgpVqyY/PPPP3wQY8BRrFKlivTo0UOwQo0bCZAACfhDgEK0P/R4bgwC7733nppA9OnTJ8Y+fmBeAlOnThV4RC9ZssS8nWDLSUAjAiNGjBAkK4SHIbfAEihUqJBK5AWLDm4kYHcC2bJlE9hzYBk7N+sQqFOnjiAAoHXr1tbpFHtCAh4QWLNmjSCoidY0HsAKwiFIjIuEk+PHjw9C7aySBEjASgQoRFtpNA3Ql6JFiypxpmrVqj63BskqXFmVIxeC7MqJEiWK/BF/DxABROZ07NhRfvnllwDVyGpIwLgEkHQH0SBt27bVvZG8HkZF/O677woS4vbq1SvqDr4jAZsRuHTpkuTPn1/lb0icOLHPvec1xmd0up04dOhQFRE6Y8YM3epgwSRgRALwhcb93uTJkzVtnj/XOVhSRL/GuvtM0wYbtLAVK1YIknXv2LHDoC1ks0iABMxCgEK0WUbKBO1EpuPkyZMLlk+nTZvWqxbfvHlTMPHetWuXSoKA7MnwBuvatauKCAkPD1f7kMSFW9wE9u/fL4ULF/Z6DOIq9d///rekS5dO7t+/LyEhIXEdyn0kYHkCWbNmla+//lqt/vCks5988ok6DA/YEiRIoF74ADdbSPCKpY5YiuragnE9fPTokcpQ789DRFf78fP69evy559/SqlSpSJ/7PfvH330kRw8eFCWLVvmd1ksgATMTGD79u1q3nTgwAGvuxGMa4zXjTTJCXrMudatWycQoTEn5kYCdiLw+uuvywcffCDNmzf3q9vIWfTVV18Jro943bhxQ7CCBHOcvn37qlUkuG8tU6aMjBkzRhBgEHn74osvBPeesGCDX/vzzz8vb7zxhgwbNkwyZMggL7zwgmzevFn9jHyeHr/7Op/S49qE3Chly5ZV9/qYz3IjARIgAV8JUIj2lRzPi0Hg/PnzSjyGaOnNBssH/OcOgXPKlCmChHgPHjxQEwgk4ilfvrx68orJw/r1670p2rDHIsIYSR0HDx4snTp1irOduGHEJAk3JvBMw1P56tWrK49aTISib1myZJEcOXJI7dq1VVIJiPruEt7goUGbNm0iRLHo5UR/j4cLR48elTx58kTfxfckYBsCFy9eVA967ty54/EKDXirnz17Vv39IIoRGybwuAGCqI0M8c2aNVOfB+t62LNnT5k+fbr85z//ifOaAP//jRs3qmWzuDl76aWXlBiGa1Lkbfbs2SpqGRHMiNrE9cbdShecA5uNyEJ85HKi/75nzx4ViX769Onou/ieBGxFAFFpEEIwN/BmC9Y1xps2anEsIhYnTZqkGKHPSZMmVdciWF5ghVdsPvO4vsGO7Pjx44IHdP/617+kXbt20q1bN7fXfD3mXBDOMEeE6MONBOxEIFOmTPLjjz9KwYIFfeo27h8RVT1z5kx1vwRRG176SCx96tQpNX9ZtWqVYI6CeQQsJtauXSuNGzeOqA/Xh7lz56r7s86dOysRGseizJ07dyohFtdeiNS+PGz39trk63xKj2uTw+FQgU7Hjh3j/WDEN4a/kAAJ+ETAeUHhRgKaEHBOHBxO/06vynJGAzqcYqrDGW3rcAo0Mc797bffHM7/SB3OL7fjzTffjLEfH5w8edIxbdo0t/u0+NAphjsuXLjgV1FXr151OCc+DueEx+EUXRxOEUr1Ce/j2pxJOxx58+Z1ZM6c2eEUr9WhzhsTh1Osd6RIkcLh9IaMcrpTtFblgld8L2cyHIczIjPK+XG9cUZZO5wiUFyHcB8JWJ6AM8LG4bSG8KmfTmEj4u+yUqVKMcrQ4noYo1APPsDftfNhlWpbbNcEtM2ZA0Ad41yp4vjjjz8czgdjDudKFvWZM/ImSk3du3eP6Gt81yJn5F+Uc+N6gzpx/XRGMsV1GPeRgOUJjBo1yoG/RW82La4xWsyJYmuzVvM550Myh/NBn8P5EMwxcuRIhzOy2OEUkRyY9+B6hOuvM2giRjPAFPudAQIOlOFczu9w5gJwOG3hHLVq1VLvI5+k15zLuZpEzfEi18XfScDqBJwisvr7c66+9KmrTnHUgXsV/A07g3HUPMVdQc5oZ0eaNGnUcTjWKURHHLZ06VL1uVPMjvgs8i/Oh/YR5zmF6Mi7PPrdl2uTL/Mpva5N6KQziarj+++/96i/PIgESIAEYiMgse3g5yTgLQFngglHtWrVvDrt888/V/+hO5dJxXoe/rPDRCE2IdrpV+V49dVXYz3f3x0Q17/99lu/isFkxRk56Khbt67DGXXocEYVqz7FJ0TXrFlTHYebqMib0/7EkTFjRiVQO5dsRez64Ycf1PEQlVKlSuVwRjErkR9Cv+sFlng5o6gizvPkl9dee02J6Z4cy2NIwKoEFi5cGOu1KL4+37t3T/3t4e/PmYQqxuFaXA9jFBrPB7jxy5kzZ0S73AnRzugdxyuvvKKOwU2aa0N/cJ1BfwYMGOD6WP10Rkirz50rXdQNn+v6E/knznv55Ze9FpVRp78PB6M0lm9IwIQEnFF7DudqKa9arsU1Ros5UWyN1mo+1759e4dzKb3DmVQ2SlXOlSkRAhSCAiJveCCHh1yYxzpXhkTepcRsXK8gakfe9Jpz4ZqLedzff/8duTr+TgKWJvD777+rexVfOon5SL58+dS8A3/DztUMcRbjXFGijsXfdWQhGkI2/vbcPahCgbg2uOY3vgjRvlybXPV5M5/S69oEBk77FIdzdRx+5UYCJEACPhOgEO0zOp4YnQCi2pxLCaN/HOf7Pn36qIlAfDdTzqVPsYo/zqRVugnRTk8xh9MKw28hOjqEkiVLqn7HJUQjwhwTJEREu9u6dOmi9k+YMCFi97x58xzlypWLEbXjOgCik3MJvAMTIW835xJ7h9Of1dvTeDwJWIoArlWIlvNli0+I1uJ66G27ICA77UHUtQTXG3dCtNPjWu1v2LBhlOLRH6zWwHlhYWFR9jmXwTo2bNgQ5bPIbyBoO5fGO7DqxdutQIECDqf/o7en8XgSsBSB+vXrO/BgzJvN32uMXnMiVx+0mM9BvMU1CRHM7sSkfv36RVzvIl9/XA/+Fy9e7GpOxE+s2ENUNKIoI6/G0HPOhesyIsS5kYAZCcQnBLvrEwKPnEnv3e2K9zNcO/B377TgcWDlqCcbAmxwjkuIdlquqYdRWHEa+e88ellOm0h1nrdCtK/XJl/mU3pem1q1aqXrSuTovPmeBEjAmgQoRFtzXIPSKwgacUU2u2uU06NY/WeOJZRxbRB/3EVEY5mpM/mEbkI0xHVMUvyNiI7eN0+EaNeSd6e/WfTT1XvX8rHI0eChoaExInYin4zlXRBx7t69G/ljj37HzRte3EjAzgSwFB7Lt33Z4hOi/b0eetumn376yZE+fXolGOM6h1d0IRrXCpdQ7fRGjFEFLDlwwxNZ8IF9BiJ3YrsRha0HBB2nB2OM8jz5ANc8b1d0eFIujyEBMxGARZAzYaFXTfb3GqPXnAid0Go+h+uU63rmbs4CZq79sN3Ahmszrln4/K+//lKfRf8HNh/YH3k+qOecC6vonElxozeD70nAFATw3XX6qzucXsoetxdRtoj+9Xbbu3dvhL0YRFJPN9d9lEuIhh2i69oQV7th2ePMe+HwVoj25drk63xKz2sTbEu8vd/3dEx4HAmQgH0IUIi2z1jr3lNnMhfH5MmTvaoHQoTrP/2PP/44xnJIV2GY+Ef3QsTyKGeSL3V+ZDHWdY67n/AdO3HihPINi770Mvrxhw4dUhF70W88oh/ny3tPhGhnVmLVtyFDhritApM8tA0R2/Acw4ZJnDOhoNvjt2zZoiIFDh486HZ/fB86k/c4cBPLjQTsTKBRo0ZKePWFQXxCtD/XQ2/bg2if4sWLK//TI0eORFyHowvR8FXFdQZRRhCKPNmwHD621RNYcg6P++jR1Z6U6zrGmWxM+b263vMnCdiRQK5cuRz42/Vm8+ca48ucyNM5ly/zudj6jdUSrnll27ZtYxzmTAQYsd+ZSFbtx/wI58CaAyKTu81lTxRZgNFzzuVM4u1YtmyZu6bwMxIwPAHXPQoEW3gKwxYIqzLj2jBvcGdbFtc52IdzXH/zyMfj6Yb8PfibdwnROA/BTSgLtmGw8oltcyZAjHO/u/N8uTb5Op/S89qEB5JYJcuNBEiABPwhQCHaH3o8NwoB/KcEMdmbDcunMAlwTSAgUMBrOrqvX/QynRmEHViq5DoPXsjw+3O9wsPDo5xy5coVB8QLHFe+fHnlI5Y6dWrHoEGDYogr8FyG/xWWYbrKh2DjKhs/fU2k4WqUJ0K0KzonNkEHgrOrfYgGiGvDclpENcZngRJXGRCkIPxzIwE7E8BSzsg3Ld6wiE+I9vV66E0bXMfC6xQP8CAAxSVEY0UGrjO4ZkGkhhUArH1w7UTiRm+vhbDwgHcrrkm+brAl8uda5mu9PI8EjEQAiZx/+eUXr5rkyzXGlzmRN3Mub+dz8XUY1zTMARENffHixRiHL1++PGLuNGXKFLV/3Lhx6jN42Me24SEkroWw/Ihv02LOhYd1uN5yIwEzEoAQjfss130KcjskS5ZM3UcgMjj6Q2/0Ef+v4/93b7dMmTJF1HP58mWvTsffGfyUXRvuZV1thog+fPhwBwJ48BDd382Xa1Ncdfoyn9Li2rRgwQIHrofcSIAESMAfAhSi/aHHc6MQaNasmQM3FN5u8El2/acf+ScSRiBa5ddff41R5O7dux2LFi1yINoF52D5F967XpFvzvAfP0QUTFRc4gc+c1lfIPI48oQIy6Bc5WDZOsrHEifXZ3jKjPP92eITorGk3cXCtXQ0en3oo+uYbdu2Rd8d5T08bfGUP7al8lEOjuUNfGLffvvtWPb+f/bOBO6mqvvjS9JkKiUkQ+apMkUKPZmKyOz1GkqUMoUUoYwlQ1GGUDLkE5qMEVIZyixDxoQ3U2YlMoTnv3/7/57nvc91x3PPHc45v/35XPfec/a0vsez795rr70WL5OAOwhgIwr+Ac2kYIpo1GlmPAy3Lz///LMOCGT4UQykiIa8GGewOYcxHt8xJkGBkzVrVm1VHWzj0Ogfjr1iIRruhqVR3njH70K/fv2Mr3wnAVcSyJIlS9gWeQAV7hgT7pwo3DlXOPM5Kx60oVCGEcS+fft0lT179tTjHHze+0sY/zAWwpghWLJiztWoUSPT7ouC9Y/3SSDaBLwV0cZ6BYEA4YMZ4xf8OsNK2FiD4XfdOKUQav8wPnnWbdQVannvfFBkGwHljXrxDqU6NqHgQz6StZR3e57ffY1Nnvc9P5udT1kxNn388cfJtWvX9uwOP5MACZBA2ASoiA4bGQv4I4BJM3yFmklYBHhaIHv++GOxgB89XwntIS8s+/wlTyULdnGNhMkKAvehvK/gNMhnWF17+gQ0ykfyHkwRDQskg8G4ceN8NvXLL7+k5Al0FA2uSMDWM6ihzwqDXESE6QYNGgTJxdsk4GwCOLURyHdgIOlDUUSjvNnxMFDbxj1Y9cAnv6cbJc8x0nsRB2WzMRZBGe0ZwAdH9dOlS5dcokSJZBxxDZaaNm2afPvtt2t/rMHyBrqPjUFsJDKRgJsJ4ISXoUgNl4PZMSaUOZHneBLOnCuU+Vy4cnrnx0kyuDPDmIbAjUaC6zdcw8kxf8lwBRcsmJpVcy6Ml0lJSXqMxTjLFxnY6f8A1h2wKDbmD8HeR4wYoU9a4fc9nOTp1xnzCysSgpgaPuF99btUqVLJUIBbmfyNTf7aMDOfsmpswqmSmjVr+usar5MACZBASATSIJcaZJlIIGIC6kdRHn30UXn++edN1bVnzx75/PPPZenSpbJy5UpRwa9S6lELB5k7d66oH76Ua/gwYcIEUUfHRSmidblUN//7RSlsRVlXY9NFlDWzNGnSJCVbu3btRCl6RR0FE3WUM+W68eHuu+8WFbhGlCJa1ILAuBzxu5rEiFqsibJMEhX04Zr6Dh48KLly5dLX0T9fTJU1oxQqVEjnUb7XRFnrXFMPLqggj6IsE0QdlRW1cPWZJ5SLyrekLFmyRJTSO5TszEMCjiRQuXJlUT5CpU6dOmHLp9xYSPr06XU55dNQ1AaY3zrMjId+K/O4oRTQotwf6TFWWSbpO2oBJGpzTH9WimgxriurH1EWzCml1fFUUX4TU77jg1JOy3fffScY/6dPn57qnucXpbTWZVVQW1HH4D1vhf25S5cuok6riDoyG3ZZFiABpxBQShdR/o4lf/78pkQyM8aEMicyO+cKZT5nStD/FlI+7kVtwolSxug5o3ItJMr3vb6r3A2J2mwXpYgWZRHps5nmzZuLUsDo+aQ6keYzDy5aNefCXFWdQPE7t/PbAd4ggQQgoE46iIodlGotZ3QL8yDli12eeOIJwd+Vcnmmf9OVyzA5ffq0KJeERtag72oTXP/dIqNy/+GzvaCV+MigNu1FnX7T6yfIok7npsqF9e7XX38tyo1iqutmvgQam3zVZ3Y+ZdXYpII86vX0vHnzfHWP10iABEggNAIhqauZiQRCIKAmExEfuTaagdWeUkZrv87qf7LeUVdKV+N2ynuoFjQITrN8+fIUlxoI7ocdb8P/KfruK4Vi/eOrXLBrwSyi0T9Dbm9/10bdnq45Zs6caVxO9b5//34dSTqQxXiqAgG+oB/ws81EAm4moBYfUfMR7Y9rqOOhv/LGdZyigBUlrGI8k6cFo7dFtHFSRSmgPIukfDZcHCGYYSALIfiVxphmxekS+JCEb0QmEnAzAbiR8OW6zAyTUMeYUOdEZuZcoc7nzMiHMp07d9ZjkNpMTD579myqatTmlr6HEyD+kuGaAzFD/CUr51zwXetpUe6vTV4ngUQk4O2aA9bROI2AU2U45aqMja7pNn7XvQPTX5PJ6wJcAcHll7FmCjduhVd1fr/i1JfaLEvGuGu0BctgK1KgsclX/WbmU1aOTRiXIgk47UsmXiMBEnAfAbrmcN8zj5rE8Nc8fPjwsOrfuHFjit9mfwV79+6d8qN/+PDhVNnCWbisX78+GdHOcawSypXChQsnQ7mCCYW/IHyhLrpSdSqEL8EU0ZhYGUEc/QUrhJ9XYzKkLJV9tjpgwACdp1OnTj7vh3MRx+aefvrpcIowLwk4jgAipZtVDgRzzRHpeBgINsYU+HceOHDgNdkCKaINP/kPP/zwNeVwAeOTMQ7BVYevBKWPEbTo5MmTvrKEdQ3BhN57772wyjAzCTiNAOYvW7ZsCUusSMeYcOZE4c65wpnPhSW0ygzFF+ZUOE7urYRGXfBNi3EsULDChg0b6jwVK1b027yVcy5lLZqsLA/9tsUbJJDIBKCIxt8U/EEjRs+wYcOSvddw3v3HGhJryXBT6dKlU+Yh4Y6JrVq10oGX0aayTE5esWJFwObhCgQxdyBb27ZtA+YN5Wawscm7DrPzKSvHJgSvp2GS95PhdxIggXAJUBEdLjHm90sAEcrVsWu/933dUEcPk+F7OFBCUAhDYaxcUKTK6m/hgp1fI8HSR7ng0IsQKFWgwDh//ry+rY6B6clEOIpoWP0Fsvwz2g30HkwRjbII5IGJjj9fqMqFScrEC4tLXwmWO6gDckaa4FPS06dipPWxPAnYkQACvZi1xg2miI50PAzEE37kMRZgnH7ttddSvYyTIbjfq1cvfe+rr77S1RljVbVq1XxWjwUJyuG1aNEin3lwYgP3sQEIhXikCVbpyo1TpNWwPAnYmgD8lPrbhPYnWKRjjC9FtPecyOycK5T5nD+5Al1HMGf41sVGunIH4DPryJEj9RgFZTX67yvBXzPGMWxG+ktWzrngy9/fmOqvfV4ngUQhYCiilVu/VLElAvUPFsYICBhu8twQRzDWcBKUyvDPjLR9+/Zk5RYxaHEEbMZYoNw+Bs0bKEMoY5N3ebPzKSvHJswTw/Xl7S0Hv5MACZAAFdH8P2AZAVjMKr+nYdXXuHHjkJTXRiRhb+WDv4ULjokbqU+fPnrCoHySJeNoumfyVkQjSCCURUbyteiC5cygQYOMLKbeDeVOoAmTYX3jb8dd+WPVcsGCx9fCCe49EJ0akyUssiJNWMSFa/EeaZssTwKJRgBWJXANYSYFU0RHOh4G6hNcYrRu3drnC0dlMU7gBWsk5MNCCwmfcf3+++/3WT3GBKPsvn37fObp1q2bzoPNNSsSTrP8+OOPVlTFOkjAtgRgMesvkLM/oSIdY0KZE5mdc4Uyn/Mnl7/ryq99svIb61NpgrELm3JInifM/FltYtzBWOcZ6NWzXavnXGCNfjGRgB0JnDlzxu/Gjz95YGCDIPLhJpy0whrPmKuEuuH966+/6oCKxgbVtm3b9LopmHsPKK7RVvHixcPtakr+UMemlAL//WBmPmX12AQrcn/joHd/+Z0ESIAE/BGgItofGV4Pm4AKBJjsz2rOX2VYFKlAO8nefkm988MCDj/68OvsmWBNjevw+Wck+B2DLzIjIYoy8sCi1ztByYt7hkV0rVq1Uvkwxc447qtgXClFMQkYMmRIynczH0JRRE+dOlW3XaNGDZ9N4Ig9+gaFta9kWCMgjxXHO6tXr57sbZHuq11eIwEnE4CPQGyMmUmhKKIjGQ/N9All8HeNcQIv77EYm3+4js29S5cuXdOEsSjKlCnTNfeMC3DrgToQhd6KhLb8Kb2tqJ91kIAdCOAkQ6DNbF8yRDrnCmVOZHbOFcp8zpdM/q5ByQR/rr7mfijToEGD5PHjx6cUx9iLcQrxSbwTTubBxQDu+1MOWznnwjgMf7pWuDLyloXfSSBRCcBYCOOHmWSMH/gbDdV9GjbaW7ZsmdIcFNEoP3ny5JRrvj6o4IU6n1n3FOGOTZ59MDOfsnJsQl+wLrXKP7anbPxMAiTgLgJURLvreUdVWvjVKlq0aFhtYFGEH/1ALj327t2brKISJ+MYqvcu94IFC3R5LCCMhB/cChUq6K/Y5cZkHm0YFn5GPkz08+XLp+8hCA0Sjl4iqKGRypUrp+9DKWwkTAIiPS5pHJF66623jGqveT916pQ+TgoFEHazvdODDz6o+wbLaF8JEynIjZdxzN5XvlCvYeffk02o5ZiPBJxEAGNO+fLlTYmkosGn/E02bdr0mjoiHQ+vqTDEC7CqNMYK+Ej0TPiePXt2fX/VqlWet/RnHB9HWfjf95fy5s2r85QtW9ZflpCvwz8ijs9DMcREAm4m0Ldv3+QXX3wxLASRjjHB5kSRzLmCzefCERSBxfLkyZOMINeffPJJqteUKVOS33nnHa1Y9pzTwPUYxjK4L/JOOEKPe7CK9pesnHPBKhsB2JhIwE0EIv19x6lc/J3COvqHH34IiA5rJ5zSOnbsWEo+QxGNDazffvst5br3B8Od2axZs7xvBf1uZmzyrNTMfMrKsQl9KVGiRDKs15lIgARIIBICVERHQo9lUxHYs2dPcubMmVNdC/bFWBRh4tCmTZtUEwKU/f3335OhcIWLCV9KECh2YB2H8vhRxCIIR8s9LWCwc4v7UGSfOHFCdwn54N8Kvsig1MCCZceOHXonHu45jGQcMa1SpYpWgmOSgmOevoLdGGV8vaM98Nm6dWvyl19+mWJZg+BhOGIOS29fli+G1bO3KwDDSrFq1aq+mtPXcGwKcuMVqeIcFcK/NnbxmUjAzQSMcc57UywQEwS3wdgB39LG3ySUu1CCwALI8Fkf6XgYqA++7sGqGIEKn3zyyZR+wYc+/CR6jnHwL41xEmOxZ6R7Q4F9zz33pHJp5N0WxkzIbWwQet8P5/vatWv1eB1OGeYlAScSgDVvo0aNwhIt0jEmlDmR2TlXKPO5UITFyZMyZcqkjGnGmOvr3XO+B4UUxmXMYz3duGEzDvVhDIQlpL9k5ZwLgR4xrjKRgNsIwN0g5llmEuZlPXr00H/7MGDCRt2RI0dSVYU5TJcuXbQSev78+anuGYpojBWITTRv3rxrDKBgeY01KU7QhpvMjk2e7ZiZT1k5NqEvWA/u3r3bs1v8TAIkQAJhE6AiOmxkLOCPAJQpmKh7KjD85TWuY1EEizr8oEEpC+tlWCUjIBiUI5iQYGEQKCAPlDm5c+fW1sMIOoHPUPwYCcrnFi1aaKtqWBfDxQT8nTZv3lxb1SEYIPqNF/w/eyb4CUOgQ0xKUDcC3mAhFm4yrFsyZsyoJz84eoYo0njHDzp2731FYofVNqx00DcEyBk7dqyeWKEfkMNQrPvqD/IaCy/4IoskgQP6EMxvWiRtsCwJ2IUArGh27twZcncLFiyoN7Dwt46/ebxQB8Y3WL1hwwnJivEw5E6pjDgRgrEHfTH6hT5hAdepU6dUVc2ZM0dv+qHM888/r8dnjAnYzMOGYaCULVs2PRbVrl07ULaQ7o0ZMyZs5VtIFTMTCdiMAE46hbu5E+kYE8qcKJI5V7D5XCiPyLCsNuY//t4xB/NOCPyME3ZZs2bVsUAQBA0n2DBO+jt9ZtRh5ZwL462vOaHRFt9JwKkE8P8eBjuRpO9VTAxjQwwudbBegpES3DjCeAknO3Da1jsZimj8/Y0aNUobDWFNiRNszz77rDZowngCH8nhrHWNdiIZm4w6zMynrBybsL7GeOjtxs3oH99JgARIIFQCaZBRDapMJGAJAeUDVJSVnKjgVyHVp3xMiVJEi1LU6PwHDx6UDRs26Bf+a6rJgigFtSjlSMD6lBJclLWxqOPauoxSOF+TX0V2F2XlImpHWpRlnygFUEqeQ4cOiVK+iFqYpFzz/LB//35dVh3zFDUp8bwVk89K0SPqaKioRZIoZZYoS2jNRSmC/LavJkkydOhQUQomUVYBEiiv30r+e2P16tWiFPeirBSCZeV9EnA8AbXAERW8U/9NWCmsVeOhlX3yrAvj5LfffisqUI8oX7F6rFWKsKBjy+LFiwUvtXgTdaTTs8qwPyufjqKOx4uyegq7LAuQgJMIKIWAqMBegrmNstALSTSrxphQ5kRm51yhzOdCEtZkJhX8WTDnwZiFeRTmfcry3O/80GjGyjmX2pwUjLfjxo0zquc7CbiCgDqtqtdjynVhxPIqgwFRp75EnTrVf8vqZIMo12qiThv4rFudyhDlilGvmZABa0rMd7AuxfoRcw+sH1WcH5/lY3HRzHzKyrFJbRKIOjknatMwFuKyDRIgAQcToCLawQ83HqKpwA36R7pz587xaJ5tRomAsgwQ5W9NVEDKKLXAaknAPgR69eolyjJQlLWcfTrtkJ5C8Qbu2IxjIgG3E1CWu6LcRUixYsXcjsJR8qsTgYKXssJ0lFwUhgSCEcBm2aRJk0TF+wmWlffjQEDFdBIVuFqGDx8eh9bZJAmQgJMIUBHtpKeZALKoADB69xk7ykzOIQDrTyiAlJsQ5whFSUjAJAEVoEafNlB+603WwGJmCMCqR7kREeXLNegpGTP1swwJ2I1AzZo1BQYAKkiX3brO/gYgoFzByddffy3KjVyAXLxFAs4jAMtjWB2rgO3OE84BElWrVk1UTCf9u+MAcSgCCZBAHAlQER1H+E5sGkd1lP9QUYH/nCiea2UqXry4KN+sovx3u5YBBScBg8Aff/whOXLkkAMHDgQ9rm2U4XvkBFSQVsFmJ47NM5EACYioGBfaNcfIkSOJwyEEVEwRgZu7M2fOiIqb4hCpKAYJhEYAbhnhglDFtklx2xhaSeaKNgEVDFLPeVXQaD1GRbs91k8CJOBsAlREO/v5xlw6WKxhAoGdbBWYL+bts0HrCfCZWs+UNdqfgAp+I82aNRMVAMf+wthEAhV0VvuYxtFQJhIgAREVVEsGDx4sPJ3hnP8NfKbOeZaUxByBBg0aaMMXxLdhShwCK1eu1PNexCdgIgESIIFICVARHSlBlr+GAIJRwYcnju8w2Z+Aij4tHTp0kO3bt9tfGEpAAhYRGD16tCxZskRmz55tUY2sJhABBBCDP1wshIoWLRooK++RgGsIIJBx/vz59ea/ZwBm1wBwoKCIQYCg2ggIxkQCbiQwZcoUweu7775zo/gJK3P37t3lwoULwhM4CfuI2DESsBUBKqJt9bjs0Vn4Ef7nn384ibbH4wray65du0qaNGkYmCIoKWZwE4GDBw/qCOrHjx+XW265xU2ix0VWKP07duwoO3fujEv7bJQEEpUA/Ai/+eabUrt27UTtIvsVBgEYcwwbNkzg/5uJBNxI4OTJk5IzZ07BRhtO2TIlBoHChQvL2LFjpUqVKonRIfaCBEjA1gSoiLb140vMzv/www+CI9Q8upOYzyfcXuXLl08mT54slStXDrco85OAowlUqFBBK0ebN2/uaDkTQbjWrVtrv9xQuDGRAAn8j0Dfvn0FfoU//PDD/13kJ1sS2LNnj5QqVUpOnDghN9xwgy1lYKdJwAoCiEmDoHgtW7a0ojrWESEBxH56+OGHdbBo+q6PECaLkwAJaAJURPM/guUEEMwge/bssnjxYilZsqTl9bPC2BHYsmWLVK1aVY4cOSJp06aNXcNsiQRsQABHR8eNG0f/rFF+VlDK5M2bV7Zt2yZ58uSJcmusngTsReCnn36SWrVqaWX0ddddZ6/Os7epCCAY65o1a+Szzz5LdZ1fSMBtBODicdmyZTJr1iy3iZ6Q8g4aNEigjJ46dWpC9o+dIgESsB8BKqLt98xs0WPsYufKlUv69etni/6yk74JDBgwQPbt2yeTJk3ynYFXScDFBC5evCh33323fP3111K2bFkXk4iu6AjGtnr1avrjji5m1m5jAtigmTZtmrZYs7EYru96pUqVpF27djogmOthEICrCRw9elT7v//ll1/krrvucjWLeAsPA7MCBQrI+PHjBYG6mUiABEjACgJURFtBkXVcQ2DevHny+uuvy6ZNm665xwv2IVC6dGnBsd+6devap9PsKQnEkEDPnj21H0O4r2GynsCVK1f0YnTChAkMgGs9XtboEAIvvvii3Hjjjdq3sENEcp0YiDeQO3dufQItc+bMrpOfApOAN4FmzZppBSiMYpjiR2Du3LnSo0cPHbQeMYOYSIAESMAKAlREW0GRdVxDAFF1c+TIIStWrBAEXmGyH4Ht27fLQw89pI/7Mhib/Z4fexwbAvv375dixYoJrXaiw/vzzz/Xm2EYj5hIgAR8E1i+fLnAVz1ic9CNlm9GiX515MiRsnDhQlmwYEGid5X9I4GYEFi5cqU0aNBAMM+iz/SYIPfZSI0aNaROnTrSqVMnn/d5kQRIgATMEKAi2gw1lgmJQJcuXQQKafhQZbIfgfbt20u6dOnkvffes1/n2WMSiCGB5557TmAl8sEHH8SwVec3dfnyZSlevLj0799fmjZt6nyBKSEJREAAm/74W2nYsGEEtbBoPAgkJydL4cKFZfjw4VK7du14dIFtkkBCEihTpox069aN7mri9HR27dol5cqVk4MHD0rGjBnj1As2SwIk4EQCVEQ78akmiEy7d+8WTCAOHDggPGaYIA8lxG78+eef2sf3+vXrpVChQiGWYjYScCeBw4cPS5EiRXSQqaJFi7oTQhSkHjt2rEycOFHWrl2rFf1RaIJVkoBjCODvBUHuvv/+e8fI5BZBYAndoUMHwbyZASfd8tQpZygE4PZs9OjRsm7dOs4DQgFmcZ7nn39eW6OPGjXK4ppZHQmQgNsJUBHt9v8BUZa/Zs2a8thjjwmso5nsQwBW0DgeumjRIvt0mj0lgTgS6N27t2zdulXmzJkTx144p+mzZ89q35AIwFalShXnCEZJSCBKBM6dO6eDp9IlWpQAR7FaWEEnJSXJyy+/HMVWWDUJ2I8ATkbB/dkbb7whTZo0sZ8ANu4xrKEfeOAB2bFjh+TMmdPGkrDrJEACiUiAiuhEfCoO6tP8+fO1Ehr+UxngwB4PFkdEYd35zjvv8IioPR4Ze5kABM6cOaOD6sGnMRQKTJERQLBbnMj4+uuvI6uIpUnARQToEs1+D3vv3r1y//33az+4t912m/0EYI9JIMoEMK9CYGgoROEykCk2BODmqWDBgjJ48ODYNMhWSIAEXEWAimhXPe7YC3v16lXt2gF+75588snYd4Athk3gq6++ks6dO/OIaNjkWMDtBKZMmSKI7r5lyxZJnz6923GYln/jxo1amY+juHQNZBojC7qQwK+//iqlS5eWPXv2SNasWV1IwH4iY74Fa/YJEybYr/PsMQnEiED58uWlZcuW0rFjxxi16O5mVq1apQMU4reE7jXd/X+B0pNAtAhQER0tsqw3hQCUM8OGDZPNmzczmnsKlcT8gI2DkiVLyksvvSStWrVKzE6yVySQwASw4Xb33XfL+++/n8C9TNyuXbp0ScqWLStt2rTRG2KJ21P2jAQSkwCUNbCsHTlyZGJ2kL1KIbBv3z6577779Pw4X758Kdf5gQRIIDWBZcuWSePGjQWbbZkyZUp9k98sJ1CpUiVp0KCBdO3a1fK6WSEJkAAJgAAV0fx/EHUCUG6WKlVKKxVat24d9fbYgHkCCAoC6/VNmzYxYI55jCzpYgJHjhyRe++9V2bMmCFVq1Z1MQlzosPX9o8//qgDrtGdkzmGLOVuAr/99puUKFFC/47nz5/f3TASXPrmzZvLHXfcIYjLwUQCJBCYQKNGjeT222+X8ePHB87IuxER+PDDD+Xtt9+Wn3/+WQcqjKgyFiYBEiABPwSoiPYDhpetJQA/n88995x293DzzTdbWzlrs4TAhQsX9DH4cePGSa1atSypk5WQgBsJQAndvXt32bBhA4/Hh/EfYPny5dqFE1xz3HPPPWGUZFYSIAFPAt26dZNDhw7pDTHP6/ycOAR++uknvVm5e/durYxOnJ6xJySQmASOHTumN9mmTp0qjz32WGJ20ua9wkYmTsZi3f7ggw/aXBp2nwRIIJEJUBGdyE/HYX2DdWD16tXl1VdfdZhkzhBn6NCheuLx/fffO0MgSkECcSTQvn17bU3y7bff0qIkhOeAI+rwAQmXJrB6YiIBEjBP4NSpU1KgQAFZvHixdnVjviaWjBYBzIcfffRR6dWrV7SaYL0k4DgCCFwI94Fbt26l72KLny6C1WOtXq5cOQYotJgtqyMBEriWABXR1zLhlSgRgHVgtWrVZOfOnZItW7YotcJqzRCAlUGRIkVk0aJF8sADD5ipgmVIgAQ8CFy+fFlq1Kgh8PvJIFQeYHx8PHv2rDz00EPaH2G/fv185OAlEiCBcAkMGTJEFixYIEuXLhW6uQmXXnTz47kYpwRvueWW6DbG2knAYQSaNm0qN910k8CdIJN1BEaPHi04FYv1+o033mhdxayJBEiABHwQoCLaBxReih6Bdu3aye+//y6zZ8+OXiOsOWwCCEiRNWtW+l0LmxwLkIB/AidPntSWJS+++CID7/nBhBgCGH/SpUsnn332GRVmfjjxMgmES+DixYtSpkwZwbyrQ4cO4RZn/igR+PPPP7V7gREjRvD0R5QYs1pnE8DcCkE+33zzTQZWt+hRr1u3Tp9axik+/G4wkQAJkEC0CVARHW3CrD8VAVi+YfLQv39/QWR3pvgT+OSTT+S1117TbgQyZMgQ/w6xByTgIALbt2+XypUr68AvrVq1cpBkkYsCJfSzzz4rW7ZsEfiHpmVg5ExZAwl4EoBlG45a452BCz3JxO8zfgewSTB9+vT4dYItk4DNCRiKU5wuwIkqJvMEDh8+rE/DvvHGG/LMM8+Yr4glSYAESCAMAlREhwGLWa0hsGzZMm0BB+VDzpw5ramUtZgigMkHNga++OILSUpKMlUHC5EACQQmACUQAusgCjmV0f/PylBCb9q0SZYsWSJZsmQJDJF3SYAETBHo06ePIPYD5l7XXXedqTpYyBoC8+bNk7Zt28q2bds45lmDlLW4mMC0adO0v+i1a9dK7ty5XUzCvOgIVA9jiYoVK8rw4cPNV8SSJEACJBAmASqiwwTG7NYQ6Ny5syBSOHaymeJH4IknntBWUiNHjoxfJ9gyCbiAAJXR/3vIVEL/jwU/kUC0Cfzzzz/a2u2pp57SSptot8f6fRNAAMnixYtrF2hPPvmk70y8SgIkEBaBnj17ysKFC+WHH36Q9OnTh1WWmUWaN28uGJu++uorSZs2LZGQAAmQQMwIUBEdM9RsyJPA+fPnpWTJktK+fXv6TvUEE8PPo0aNErxgkcgj8TEEz6ZcS8BQRmPh1K1bN1dy+Pvvv7VV+J49e+Sbb76hVaAr/xdQ6FgT2Lx5s7Z6g//PsmXLxrp517eXnJws9evXl8yZM8uUKVNcz4MASMAqAtjYbtSokcD3Ok4ccD0TOtlOnTrp0zI//vijHptCL8mcJEACJBA5ASqiI2fIGkwS2Lp1q1SqVEkHqKpevbrJWljMDAEchW/cuLH2y3rvvfeaqYJlSIAETBDYsWOHwBru4Ycf1pZxbopMfuDAAalXr57cddddgiO1GTNmNEGQRUiABMwQmDBhgvTr10/gWzVHjhxmqmAZkwQQhwMWh1D40GrTJEQWIwE/BC5duqSV0efOnaMy2g8j78tQQn/33Xf6lS1bNu/b/E4CJEACUSdARXTUEbOBQASwe43ACKtWrZKCBQsGysp7FhGAS5QKFSrIRx99JHXr1rWoVlZDAiQQKgEcg2zSpInAOnjWrFnihkUAxvgGDRoI3AO89dZb9FUb6n8W5iMBCwnALdqaNWtk6dKlctNNN1lYM6vyR2DGjBnSpUsXoR9bf4R4nQQiJ0BldOgMqYQOnRVzkgAJRI8AFdHRY8uaQyQwePBgmTx5sqxevVpuvfXWEEsxmxkCOLr24IMPSsuWLaVXr15mqmAZEiABCwhcvnxZunbtKjNnzhRYKtasWdOCWhOviitXruggjYMGDZLRo0frsSfxeskekYA7CODvsVatWnLnnXfK1KlT3SF0HKVcv369VKtWTebPn69PwcSxK2yaBBxPwFBG//XXX3qTn2vK1I8c43/Hjh31aVhYQ7vBCCI1AX4jARJIJAJURCfS03BxX1q0aCEnTpzQR6rSpUvnYhLREx0Bi+AS4LbbbtPH4qPXEmsmARIIlQAU0e3atZM6deroiOWZMmUKtWjC5/vll1/k6aefFiwO4Re1RIkSCd9ndpAEnE7gjz/+kPLly+u/TW5IR+9pHzx4UG/8DxgwQFq3bh29hlgzCZBACgHMN9q0aaNPIODUbaFChVLuufnD6dOn5V//+pdAST9nzhy9GelmHpSdBEgg/gSoiI7/M2APFIELFy7I448/rpWkn332mVAZbe1/CyihmzZtKsePH5dFixbJzTffbG0DrI0ESMA0AfxdQhkN363jx4/XY6HpyhKgIKy9EQgV/mhfeukl6d27t1x//fUJ0DN2gQRIAASwSfTII49Ijx49tNsIUrGWwKFDhyQpKUnH4sBpECYSIIHYEhg6dKgMGTJEpk+fLjVq1Iht4wnW2q5du7SxA9wyfvDBB+Km2CQJ9ijYHRIgAQ8CVER7wODH+BJAkIknnniCymiLH4OnEnrBggWSIUMGi1tgdSRAAlYQwIKpW7du2nIYi6iSJUtaUW1M6/jyyy+12x9YdmPBU6pUqZi2z8ZIgARCI4DAqVWqVKEyOjRcIecylNDwiQ9FGBMJkEB8CCBAKOJSIFgoXKGlSZMmPh2JY6twCwQGPXv2lJdffjmOPWHTJEACJJCaABXRqXnwW5wJUBlt7QOgEtpanqyNBKJNAAEMR4wYof0q165dWwYOHCh58+aNdrMR179ixQqt0Dp27Ji8+eabOhijGxd9EYNkBSQQQwJURlsLm0poa3myNhKIlMD27dv1yYQcOXLIxIkTJXfu3JFWaYvycMGBE2lz586VSZMm6dgAtug4O0kCJOAaAlREu+ZR20dQT2U0oo3zCJG5Z3fx4kX597//rX1v0xLaHEOWIoF4EYDPfCihP/roI+2qA1HOcZQ+kRJ8McKVEoIQ7tu3T1sdvfDCC3StlEgPiX0hgSAEDGX0K6+8ohUXQbLzth8C+/fvl6pVqwotof0A4mUSiBMBrIdef/11+fDDD/UmP3xIOzkhECH80pcpU0bGjRsnWbNmdbK4lI0ESMCmBKiItumDc3q3oYzGZP7MmTM68nH27NmdLrKl8h05ckTq16+v3XDMmjWL7jgspcvKSCB2BGBhjMUTFhMINNqhQwdt3ZMlS5bYdcKrpb1792oLG/QrV65cAiU5guBw09ALFL+SgE0I7Ny5Ux577DHtHm3kyJH06R7mc1u5cqWesz733HN6AzHM4sxOAiQQAwL4O23VqpUUKFBA3nvvPSlYsGAMWo1dEydPntQKdxgIYBxv1qxZ7BpnSyRAAiQQJgEqosMExuyxI3DlyhVtnTNz5kwd4bd06dKxa9zGLf30009St25drYgePnw4F5Q2fpbsOgkYBDAezp49Wyukf/jhB0HQGfyd4xVt1x3JycmyYcMG3T6irf/2229Sr149rRQvX7680UW+kwAJ2JgANr1gAHDDDTfIF198IfHc7LITxsmTJ+uAj++//z4VP3Z6cOyrKwnA/dmAAQMEf68tW7aUvn37yp133mlrFufPn5d3331XEFukZs2a8s477whckTCRAAmQQCIToCI6kZ8O+6YJTJgwQQdYQOCrJk2akEoAAp9//rnAIgeTkbZt2wbIyVskQAJ2JXDq1ClBEB4ohRctWiR58uSRBx54QL/Kli2rgxxGYp18+vRpWb9+fcpr9erVcvXqVXnyySe1AhrHz6GsYiIBrCIo3gAAEbVJREFUEnAWAbjbadeunSxdulTmzZsnxYoVc5aAFkqDzcHu3bsLXMhhkxBjMBMJkIA9CBw4cEBbD+NvF76UESg6ffr09uj8f3uJMWjKlCnSp08fKVKkiA6OCnccTCRAAiRgBwJURNvhKbGPgkBYjRo10pF/33jjDR4B9/o/Af9nmIggIAUsmSpXruyVg19JgAScSODChQuyatUqWbduXYri+ODBg9pKGhYxd911l37lzJlTu+hJly6dpE2bVi5fviwIZgql9uHDh1NeCLYF1z5QQEGpjVe5cuWkVKlSrow478T/M5SJBIIRgHUdrAZHjRolzZs3D5bddfcxZj7zzDOCTTsosjDOMpEACdiPwJYtW+TVV18VbLjDbQfcn+XPnz+hBYELDhhpjR07Vm699VatgIZrJSYSIAESsBMBKqLt9LRc3lcEgsHE/+jRo3oHmLu+//8fAq44nnrqKX20DIpoWEcykQAJuJcAFim//vprinIZSpPff/9dzp49q5XPsG6+/vrr9Qt+pw1lNd6hsC5UqJDcfPPN7gVIyUmABLRVNOZccIsGhYfdj69b9UinTp2qXXG0aNFCK4Buuukmq6pmPSRAAnEi8PPPP+vAy9OmTdPGPB07dtR+86+77ro49ejaZuEiDcGhcfq1evXqgj7ihBoTCZAACdiRABXRdnxqLu4zfJXCr1fv3r3lxRdf1MeqYOHnxgRrRliHI+AG3rGLnyZNGjeioMwkQAIkQAIkQAIWE/jrr7/0kXVY/WLuhZNpbk0wgnjhhRdk8+bNMnHiRElKSnIrCspNAo4l8Mcff+i/b4x32LyvU6eOdklWrVq1mJ/GhdEATrzBDRteOMHWpk0b7T6JRkeO/S9IwUjANQSoiHbNo3aWoHv27NFHqLBIGj9+vLgtYNbatWv1guiWW24RBMpBBGgmEiABEiABEiABErCawMKFC+XZZ5+VSpUqydtvv61PTljdRqLWBwOITz75RPuRRTBHyJ8hQ4ZE7S77RQIkYBEBnDjFJhxe+/btk8cff1xvQMEf/P3332+5YhqK5+3bt2s3awhKDT/9OHFhBKZ+5JFHGIDeomfLakiABOJPgIro+D8D9sAkAfxgw39h//799dGkQYMGScGCBU3WZo9iOG7fq1cv+fbbb7U1OKzCE+nYmD0ospckQAIkQAIkQALhEIClYM+ePbVSFkfC4Vc1U6ZM4VRhu7xLlizRAQnPnz+vT5/VqFHDdjKwwyRAApETgCJ67ty58uOPP+qYHHB5Vrx4cR2kFDE1PGNywM2ZP5c9iM8BV2mesTlgXIU4Hxs3btQBExGbAwZWtWvX1q6RIu89ayABEiCBxCNARXTiPRP2KAwC8OmFH+rGjRvLBx98IC1btpS+ffs6zpfhsWPHdOCgjz/+WFtCYzEI365MJEACJEACJEACJBArArt27dJKaFjsvfbaa/qY+A033BCr5mPSzqZNm6RHjx6COSaMHUqWLKkVTjFpnI2QAAkkPIETJ06kBIjevXu3Viwj2DMUzH/++afepMO4iHgcMBiCO0W8zpw5o5XUnrE58uXLJ4h7BAV07ty5E152dpAESIAErCBARbQVFFlH3AjgmFSFChW08vnAgQPSp08fmTVrlrRt21bat28vefPmjVvfrGj4t99+034Z4X6kXr16WhnNSYoVZFkHCZAACZAACZCAWQKwDOzevbu27uvatat2l5YxY0az1SVEuZUrV8rIkSNl0aJF8vLLLwvkggs0GDhg879Lly4J0U92ggRIIHEJ/P3333L8+PEU5TPc+yCeEZTSWbJkkcyZMydu59kzEiABEogRASqiYwSazVhPYPHixYKI7tiJxkLBSNu2bZMRI0bIjBkzpEqVKtKpUydBkAk7BfL75ptvdGRkuOBo0qSJXgzde++9hoh8JwESIAESIAESIIG4E5g/f752W7FmzRpp0aKFwG1H0aJF496vUDtw4cIFmTZtmowZM0ZbMz7//PM6+HPWrFlTqoCP7Jo1a8rQoUPllVdeSbnODyRAAiRAAiRAAiRAAuEToCI6fGYskQAE4B+6VKlS0rlzZ2ndurXPHiG68EcffaQtiuGrC4uLhg0bSq5cuXzmj/dFWHTPnDlTxo0bJ/BHCItuREe+/fbb4901tk8CJEACJEACJEACfgnAZcfo0aMFLsQQzAvBDWvVqpWwfqQRiOzTTz/V88TChQtrBXqjRo205aK3kBcvXtTH6XHEHnK9//77kjZtWu9s/E4CJEACJEACJEACJBACASqiQ4DELIlHYOLEidoCB4EdggXrg9L6q6++kkmTJgmsqLHggJsLvO677764CrdlyxYdjXnOnDmyc+dOqV69urbyrlOnTlC54tpxNk4CJEACJEACJEACXgT++usvrYyGlTGUvY888ojUrVtXv+AXNV4JQcKWLVum51wIOgblMvoFI4XSpUsH7VaBAgUEQcVuvvlmrWifN29ewirZgwrDDCRAAiRAAiRAAiQQRwJURMcRPps2RwCLifz58wv8JsNHdDgJlsZQRs+ePVsrp+HPEG47ECACFjxwfwEfXtFI6DcC36xfv16/EI0dQSsQbBGLIURj93QxEo0+sE4SIAESIAESIAESiAWBo0ePCpS+2Gz/7rvv9ByrUqVKKXMuzOWilc6ePSsbNmzQ8621a9cKXJ7dcccdKYYIDz74YFgb/k2bNtUW1OjvjTfeKFCqQya7xyKJFn/WSwIkQAIkQAIkQAL+CFAR7Y8MrycsAfh+Hjx4sCCqeSTpypUrgsA0y5cvl3Xr1unFysmTJ7WVNJTSBQsW1AsNLDZy5MihP8PFR6AECxtETPZ8/frrr7r+zZs3azcbUHrjVblyZXn44Yd5vDMQUN4jARIgARIgARKwPQEohqEMXr16tZ4TwVoaJ9owHypTpozkyZNHz7OM+Vb27NmDzo+wme8538LnrVu36vkc4odgHmfMuXDiLBLf1cOHD5fevXsLfEojwTVH+vTptZI9KSlJX+M/JEACJEACJEACJEACwQlQER2cEXMkGIFy5cppX35PPfWU5T07cuSIXiDBimbv3r2pFjh//vmnjnYMK2pYTeOFAIj//POPwNoZx1HhlxrRkKG8Nl758uXTiywshrDAYiIBEiABEiABEiABNxNITk7WwaZhCADDgv3796fMuX7//XftOuPOO+/Uvpkx30qXLp3AgADzLbww3zp37pwgqKAx38J7kSJFtPIZ7jYwX7Mq4RRb/fr1BQp1zwTr6FatWgkU1TzV5kmGn0mABEiABEiABEjANwEqon1z4dUEJbBixQrB8cj//Oc/PgPKRLPbf//9t2BxBIWzsRBCe4ZSOkOGDHoxxIVINJ8C6yYBEiABEiABEnA6gdOnTwuMA2CBbMy5YEFtzLmyZMkisJqGgjoW6fjx47o9xB3xl7Zt2ybFihXzd5vXSYAESIAESIAESIAEFAEqovnfwFYEYI0Ctxm9evWyVb/ZWRIgARIgARIgARIgAfsSyJQpkzZG8JQALttgFf3WW2/pwIfBAmh7luVnEiABEiABEiABEnAjASqi3fjUbSozfC3jqCWsoWEJw0QCJEACJEACJEACJEACsSAAP9ZwIYIEH9Fwz9apUyfp37+/pW5AYiEL2yABEiABEiABEiCBeBGgIjpe5Nlu2AQ6duwo8Ck4ZsyYsMuyAAmQAAmQAAmQAAmQAAmYJXDvvffqYIiwgq5QoYIgCPWsWbN08GmzdbIcCZAACZAACZAACbiNABXRbnviNpUXQWny5s0riLJeoEABm0rBbpMACZAACZAACZAACdiRQKlSpXRgxW+++UaqVasmo0ePlo8//ljWrFmjraPtKBP7TAIkQAIkQAIkQAKxJkBFdKyJsz1TBOB7DxP92bNnmyrPQiRAAiRAAiRAAiRAAiRglsC6deu0izi45UBCEMUSJUpInz59pFmzZmarZTkSIAESIAESIAEScBUBKqJd9bjtKeylS5e0NfSMGTN4/NGej5C9JgESIAESIAESIAHHEZgzZ4507txZdu3apYMWOk5ACkQCJEACJEACJEACFhOgItpioKzOegKffvqpDBs2TNavX2995ayRBEiABEiABEiABEiABEwSSEpKkrp160rXrl1N1sBiJEACJEACJEACJOAeAlREu+dZ21bSJk2aSPny5aVbt262lYEdJwESIAESIAESIAEScB6BJUuWSJs2bWTv3r1iuO1wnpSUiARIgARIgARIgASsIUBFtDUcWUuUCFy8eFGyZs0qGzdulPz580epFVZLAiRAAiRAAiRAAiRAAuYI3HffffL6669L48aNzVXAUiRAAiRAAiRAAiTgEgJURLvkQdtVzAULFkiPHj3k559/tqsI7DcJkAAJkAAJkAAJkICDCUycOFEmTJggK1eudLCUFI0ESIAESIAESIAEIidARXTkDFlDFAm0bdtWsmXLJgMHDoxiK6yaBEiABEiABEiABEiABMwRwAm+XLlyybx587Q7OXO1sBQJkAAJkAAJkAAJOJ8AFdHOf8a2lfDq1aty1113yfz586VMmTK2lYMdJwESIAESIAESIAEScDaBvn37yq5du2TGjBnOFpTSkQAJkAAJkAAJkEAEBKiIjgAei0aXAI43Nm3aVPbv3x/dhlg7CZAACZAACZAACZAACURA4OjRozqeyY4dO7R1dARVsSgJkAAJkAAJkAAJOJYAFdGOfbT2F6x79+5y/vx5GTVqlP2FoQQkQAIkQAIkQAIkQAKOJvDMM8/InXfeKUOGDHG0nBSOBEiABEiABEiABMwSoCLaLDmWizqBQoUKydixY6Vq1apRb4sNkAAJkAAJkAAJkAAJkEAkBLZs2SJJSUly4MABSZ8+fSRVsSwJkAAJkAAJkAAJOJIAFdGOfKz2F2r79u1SsWJFOXbsmFx//fX2F4gSkAAJkAAJkAAJkAAJOJ5AlSpVpGHDhtKhQwfHy0oBSYAESIAESIAESCBcAlREh0uM+WNC4N1335U1a9bI9OnTY9IeGyEBEiABEiABEiABEiCBSAnMnj1bELhw8+bNkVbF8iRAAiRAAiRAAiTgOAJURDvukTpDIPjYK1asmLzyyivOEIhSkAAJkAAJkAAJkAAJOJ7AhQsX5I477hCc7sudO7fj5aWAJEACJEACJEACJBAOASqiw6HFvDEj8MADD8jAgQPl8ccfj1mbbIgESIAESIAESIAESIAEIiVQr149qV69Ot1zRAqS5UmABEiABEiABBxHgIpoxz1S+wt09epVyZAhg+zevVty5sxpf4EoAQmQAAmQAAmQAAmQgGsITJgwQb744gtZuHCha2SmoCRAAiRAAiRAAiQQCgEqokOhxDwxJQAFdPny5eXUqVMxbZeNkQAJkAAJkAAJkAAJkECkBI4cOSL33HOPHD9+XBtXRFofy5MACZAACZAACZCAUwhQEe2UJ+kgOWbNmiUjRoyQ5cuXO0gqikICJEACJEACJEACJOAWAuXKlZOePXtK/fr13SIy5SQBEiABEiABEiCBoASoiA6KiBliTWDAgAFy9OhRGTNmTKybZnskQAIkQAIkQAIkQAIkEDEBxDrZt2+fTJw4MeK6WAEJkAAJkAAJkAAJOIUAFdFOeZIOkqNJkyby6KOPSrt27RwkFUUhARIgARIgARIgARJwC4GNGzfqoNtw05EmTRq3iE05SYAESIAESIAESCAgASqiA+LhzXgQKFq0qHz44YdSsWLFeDTPNkmABEiABEiABEiABEggYgK5cuXSQQsR+4SJBEiABEiABEiABEhAhIpo/i9IKAIXL17UQV0Q3OXWW29NqL6xMyRAAiRAAiRAAiRAAiQQKgGc7rvjjjsEbjqYSIAESIAESIAESIAEqIjm/4EEI3Do0CEpVKiQnDt3LsF6xu6QAAmQAAmQAAmQAAmQQOgEJk+eLF9++aXMmzcv9ELMSQIkQAIkQAIkQAIOJkCLaAc/XDuKtmfPHkGU8ZMnT9qx++wzCZAACZAACZAACZAACWgCq1evlqeeekp++eUXEiEBEiABEiABEiABElAE/g8AAP//Dh9tDQAAQABJREFU7N0H/BTF/f/xDyDYKAIqYAcLFuzd2GtUbNFgDxGNJYqJP1EwMbGk2U1sGGwYTWzYYokNxagBE0VRwd4riqDSUbz/vuefuez33Lvv7rXv7t1rHo/jvtztzs48Z3dv97Ozs+1yQTISAikRmDx5su2666724YcfpqREFAMBBBBAAAEEEEAAgeQCM2bMsGWXXdZmz55tnTp1Sp4BcyCAAAIIIIAAAg0m0I5AdIO1aMar8+yzz9qgQYPszTffzHhNKD4CCCCAAAIIIIBAswv06tXLxo0bZ2uttVazU1B/BBBAAAEEEEDACESzEqRK4KmnnrKjjz7a1DOahAACCCCAAAIIIIBAlgW23XZbO+mkk2y//fbLcjUoOwIIIIAAAgggUBUBAtFVYSSTagk88sgjNnz4cFPPaBICCCCAAAIIIIAAAlkWUAeLfv362YgRI7JcDcqOAAIIIIAAAghURYBAdFUYyaRaAvfee6/94Q9/MPWMJiGAAAIIIIAAAgggkGWBCy+80F588UUbPXp0lqtB2RFAAAEEEEAAgaoIEIiuCiOZVEtgzJgxNnLkSBs7dmy1siQfBBBAAAEEEEAAAQTaROC+++6z3/72tzZ+/Pg2WT4LRQABBBBAAAEE0iRAIDpNrUFZ7MYbb7SbbrrJdNBOQgABBBBAAAEEEEAgywJvvPGGbbbZZjZ9+vQsV4OyI4AAAggggAACVREgEF0VRjKplsAtt9xi11xzjT300EPVypJ8EEAAAQQQQAABBBBoE4EZM2ZYz5497dtvv22T5bNQBBBAAAEEEEAgTQIEotPUGpTFjQ191FFH2csvv4wGAggggAACCCCAAAKZFvjiiy+se/fulsvlMl0PCo8AAggggAACCFRDgEB0NRTJo2oC77//vq211lo2a9asquVJRggggAACCCCAAAIItIXAl19+aUsttRSB6LbAZ5kIIIAAAgggkDoBAtGpa5LmLtDChQttscUWs08++cTdxtjcGtQeAQQQQAABBBBAIMsCX331lXXr1s0NzdGuXbssV4WyI4AAAggggAACFQsQiK6YkAyqLbDyyivbXXfdZRtuuGG1syY/BBBAAAEEEEAAAQTqJjBz5kzr2rWrqbNF+/bt67ZcFoQAAggggAACCKRRgEB0Glulycu0zTbb2LBhw2yfffZpcgmqjwACCCCAAAIIIJBlAQ0316VLF/vmm2+sQ4cOWa4KZUcAAQQQQAABBCoWIBBdMSEZVFvg0EMPtS222MKGDh1a7azJDwEEEEAAAQQQQACBugnMnj3bOnfubAsWLLCOHTvWbbksCAEEEEAAAQQQSKMAgeg0tkqTl+m0005zvUbOP//8Jpeg+ggggAACCCCAAAJZFpg7d64tscQSNn/+fOvUqVOWq0LZEUAAAQQQQACBigUIRFdMSAbVFhg5cqSNGzfObrnllmpnTX4IIIAAAggggAACCNRNYM6cObbkkksSiK6bOAtCAAEEEEAAgTQLEIhOc+s0admeeOIJGzJkiL3++utNKkC1EUAAAQQQQAABBBpB4OWXX7btt9/epk6d2gjVoQ4IIIAAAggggEBFAgSiK+Jj5loIfP3119ajRw974YUXrG/fvrVYBHkigAACCCCAAAIIIFBzgbvuussuuugi++c//1nzZbEABBBAAAEEEEAg7QIEotPeQk1avr322sv0Ovroo5tUgGojgAACCCCAAAIIZF3g3HPPtTfeeMOuuuqqrFeF8iOAAAIIIIAAAhULEIiumJAMaiFwySWXmIbouO2222qRPXkigAACCCCAAAIIIFBzAQ03t9Zaa9kpp5xS82WxAAQQQAABBBBAIO0CBKLT3kJNWr5XXnnFttpqK5s2bZq1b9++SRWoNgIIIIAAAggggECWBb73ve/Z8OHDbe+9985yNSg7AggggAACCCBQFQEC0VVhJJNaCKy00ko2ZswY22yzzWqRPXkigAACCCCAAAIIIFBTgWWWWcaefPJJ69+/f02XQ+YIIIAAAggggEAWBAhEZ6GVmrSMRx55pHtY4emnn96kAlQbAQQQQAABBBBAIKsC06dPt169etmcOXOsY8eOWa0G5UYAAQQQQAABBKomQCC6apRkVG2Bm2++2UaOHGmPP/54tbMmPwQQQAABBBBAAAEEaiowfvx4+/GPf2yvvvpqTZdD5ggggAACCCCAQFYECERnpaWasJwaH3rFFVe0Dz/80Hr06NGEAlQZAQQQQAABBBBAIKsCF154of3nP/8xda4gIYAAAggggAACCJgRiGYtSLXAPvvsY3rIy6mnnprqclI4BBBAAAEEEEAAAQTCAltvvbUdf/zxdvDBB4c/5m8EEEAAAQQQQKBpBQhEN23TZ6PiY8eOtSFDhthbb71lHTp0yEahKSUCCCCAAAIIIIBAUwt8+umntvLKK9vUqVOta9euTW1B5RFAAAEEEEAAAS9AINpL8J5agQEDBthZZ51l+++/f2rLSMEQQAABBBBAAAEEEPACV199tY0ZM8YeeOAB/xHvCCCAAAIIIIBA0wsQiG76VSD9AKNGjbK//vWvPLQw/U1FCRFAAAEEEEAAAQQCgYEDB7rXscceiwcCCCCAAAIIIIDAfwUIRLMqpF5gzpw57qGFGqZjgw02SH15KSACCCCAAAIIIIBA8wrMmjXLll12WXvzzTetT58+zQtBzRFAAAEEEEAAgQIBAtEFIPw3nQLDhw+3zz77zK699tp0FpBSIYAAAggggAACCCAQCGhIjgsuuMAmTJiABwIIIIAAAggggEBIgEB0CIM/0yvw3nvv2dprr21vv/22LbPMMuktKCVDAAEEEEAAAQQQaGqBww47zPSMkxEjRjS1A5VHAAEEEEAAAQQKBQhEF4rw/9QKHHDAAbbeeuvZr3/969SWkYIhgAACCCCAAAIINK/A9OnTrW/fvvbss8/aaqut1rwQ1BwBBBBAAAEEEIgQIBAdgcJH6RSYNGmSbbfddjZ58mRbfvnl01lISoUAAggggAACCCDQtAJnnnmmvfTSS254jqZFoOIIIIAAAggggEARAQLRRWD4OJ0CJ5xwgk2bNs1uvvnmdBaQUiGAAAIIIIAAAgg0pcDMmTNtlVVWsYcfftg22mijpjSg0ggggAACCCCAQCkBAtGldPgudQJffPGF9e/f32666SbbcccdU1c+CoQAAggggAACCCDQnALnnnuuPf7443b//fc3JwC1RgABBBBAAAEEWhEgEN0KEF+nT+C6665zTyJ//vnnrWPHjukrICVCAAEEEEAAAQQQaCqBuXPnut7Qd955p2211VZNVXcqiwACCCCAAAIIxBUgEB1XiulSI5DL5dwB/v7772/Dhg1LTbkoCAIIIIAAAggggEBzClxyySWmIPRjjz3WnADUGgEEEEAAAQQQiCFAIDoGEpOkT2DixIluaI4pU6bYcsstl74CUiIEEEAAAQQQQACBphBYsGCBrbrqqjZ69GjbaaedmqLOVBIBBBBAAAEEEChHgEB0OWrMkwqBn/70pzZjxgw3XnQqCkQhEEAAAQQQQAABBJpO4KqrrrJrrrnGJkyY0HR1p8IIIIAAAggggEASAQLRSbSYNlUCCkLrwYU33HCD7bbbbqkqG4VBAAEEEEAAAQQQaHyBzz//3NZZZx13PLrLLrs0foWpIQIIIIAAAgggUIEAgegK8Ji17QU0Ft+xxx5rzz77rK2wwgptXyBKgAACCCCAAAIIINA0Aoceeqh7eLaG5SAhgAACCCCAAAIIlBYgEF3ah28zIHDqqafaE088YY8//rh16tQpAyWmiAgggAACCCCAAAJZF7jnnnvsmGOOscmTJ1v37t2zXh3KjwACCCCAAAII1FyAQHTNiVlArQUWLlzoHgwzYMAAu+yyy2q9OPJHAAEEEEAAAQQQaHKBL774wg3JMXLkSNt7772bXIPqI4AAAggggAAC8QQIRMdzYqqUC0ydOtU22mgjO//88+2QQw5JeWkpHgIIIIAAAggggECWBYYMGWLz5s2zv/3tb1muBmVHAAEEEEAAAQTqKkAguq7cLKyWAk8++aQNHDjQ9K7e0SQEEEAAAQQQQAABBKot8OCDD9qPfvQjmzJlivXs2bPa2ZMfAggggAACCCDQsAIEohu2aZuzYhdffLFdeeWV9swzz1iXLl2aE4FaI4AAAggggAACCNREYObMmW5IjgsvvNB++MMf1mQZZIoAAggggAACCDSqAIHoRm3ZJq7XoEGD7Ntvv7UxY8Y0sQJVRwABBBBAAAEEEKi2wODBg23WrFl2++23Vztr8kMAAQQQQAABBBpegEB0wzdx81VQJwebb7657bnnnnbeeec1HwA1RgABBBBAAAEEEKi6wLnnnmvXXHONPf3009a9e/eq50+GCCCAAAIIIIBAowsQiG70Fm7S+n300Ue2zTbb2OGHH25nnnlmkypQbQQQQAABBBBAAIFqCNx55532k5/8xMaPH2+rr756NbIkDwQQQAABBBBAoOkECEQ3XZM3T4Xfeecd23bbbW3o0KF2yimnNE/FqSkCCCCAAAIIIIBA1QQmTpxoO+20k91xxx22ww47VC1fMkIAAQQQQAABBJpNgEB0s7V4k9X39ddfd8Ho008/3Y4//vgmqz3VRQABBBBAAAEEEKhE4MMPP3RDvp111ll25JFHVpIV8yKAAAIIIIAAAk0vQCC66VeBxgeYPHmy672icf2OOOKIxq8wNUQAAQQQQAABBBCoWGDOnDluqDf1gr7gggsqzo8MEEAAAQQQQACBZhcgEN3sa0CT1F+3VO6yyy52+eWX20EHHdQktaaaCCCAAAIIIIAAAuUI5HI523///W3hwoWm8aHbt29fTjbMgwACCCCAAAIIIBASIBAdwuDPxhbQw2X22GMPu+6662zfffdt7MpSOwQQQAABBBBAAIGyBU4++WR79NFH7cknn7Qll1yy7HyYEQEEEEAAAQQQQOB/AgSi/2fBX00gMG7cONtvv/3sz3/+sw0aNKgJakwVEUAAAQQQQAABBJII/PznP7f777/fHnvsMVt++eWTzMq0CCCAAAIIIIAAAiUECESXwOGrxhR46qmnXI/oYcOG2fDhwxuzktQKAQQQQAABBBBAIJGAhuM49thjTceKjzzyiPXu3TvR/EyMAAIIIIAAAgggUFqAQHRpH75tUIHXX3/dDdOx4447unGjF1lkkQatKdVCAAEEEEAAAQQQaE1AY0EPGTLEXnzxRXvooYds6aWXbm0WvkcAAQQQQAABBBBIKEAgOiEYkzeOwLRp02yfffaxrl272q233mpdunRpnMpREwQQQAABBBBAAIFYAl9//bUdeuih9t5779kDDzxgSy21VKz5mAgBBBBAAAEEEEAgmQCB6GReTN1gAvPmzbPBgwfbK6+8Yvfdd5+tsMIKDVZDqoMAAggggAACCCBQTGD+/PnuuSFffPGF3XvvvXRMKAbF5wgggAACCCCAQBUECERXAZEssi2g8QBPO+00u/HGG10wev311892hSg9AggggAACCCCAQKsCc+fOdc8N0bHgXXfdZUsssUSr8zABAggggAACCCCAQPkCBKLLt2POBhMYNWqUjRgxwv7617/a7rvv3mC1ozoIIIAAAggggAACXuCzzz6z/fff37p162ZjxoyxRRdd1H/FOwIIIIAAAggggECNBAhE1wiWbLMp8OCDD9rBBx9sw4YNc0Hp9u3bZ7MilBoBBBBAAAEEEEAgUmDixIm23377uY4Hl156qXXs2DFyOj5EAAEEEEAAAQQQqK4AgejqepJbAwi89tprduCBB7qnpd9www3Wu3fvBqgVVUAAAQQQQAABBBDQUGwnnHCCnXfeeXb00UcDggACCCCAAAIIIFBHAQLRdcRmUdkR0INr1Cv6tttus+uvv95222237BSekiKAAAIIIIAAAgi0EFi4cKGdcsopdvPNN7uhOLbaaqsW3/MfBBBAAAEEEEAAgdoLEIiuvTFLyLDA3XffbUceeaQNGTLEfve733HrZobbkqIjgAACCCCAQHMKfP755+5ut9mzZ9vtt99uyy23XHNCUGsEEEAAAQQQQKCNBQhEt3EDsPj0C7z//vt2yCGH2IIFC1wvmr59+6a/0JQQAQQQQAABBBBAwJ5//nk3HvROO+1kV1xxhXXq1AkVBBBAAAEEEEAAgTYSIBDdRvAsNlsCup3zzDPPtMsvv9yuvPJKGzRoULYqQGkRQAABBBBAAIEmE9AwHMcee6z94Q9/sOOOO67Jak91EUAAAQQQQACB9AkQiE5fm1CiFAs89thjdthhh9mee+5pF110kXXu3DnFpaVoCCCAAAIIIIBA8wl8+eWX9rOf/cwefPBB97yPrbfeuvkQqDECCCCAAAIIIJBCAQLRKWwUipRugWnTptlRRx1lzz33nOshPXDgwHQXmNIhgAACCCCAAAJNIjB27Fg74ogjbMstt3RDcfTs2bNJak41EUAAAQQQQACB9AsQiE5/G1HClAroYTdDhw419bK55JJLrHfv3iktKcVCAAEEEEAAAQQaW2DOnDl26qmnuud5aCi1Aw88sLErTO0QQAABBBBAAIEMChCIzmCjUeT0COjWzxEjRtgtt9zixh88+uijrV27dukpICVBAAEEEEAAAQQaXOBf//qXDR482NZYYw27+uqrrU+fPg1eY6qHAAIIIIAAAghkU4BAdDbbjVKnTOCpp54yBaF79Ohhf/7zn23ttddOWQkpDgIIIIAAAggg0FgC8+fPt1//+tc2atQou+CCC+zII49srApSGwQQQAABBBBAoMEECEQ3WINSnbYTWLBggZ133nl2/vnnuwfk/PKXv7RFF1207QrEkhFAAAEEEEAAgQYVeP755+3www+3pZde2kaPHm0rr7xyg9aUaiGAAAIIIIAAAo0jQCC6cdqSmqRE4LXXXrNjjjnGPv74Y9c7ervttktJySgGAggggAACCCCQbYGZM2fab37zG3eMdfbZZ9uJJ57IsGjZblJKjwACCCCAAAJNJEAguokam6rWV+C6666zU045xXbccUc3fvSqq65a3wKwNAQQQAABBBBAoEEEcrmc3XjjjTZ8+HDbdNNN7eKLL7Z+/fo1SO2oBgIIIIAAAggg0BwCBKKbo52pZRsJzJgxw37/+9+7XjtHHHGEG8ewZ8+ebVQaFosAAggggAACCGRPYOLEiTZ06FD7/PPP7Y9//KN9//vfz14lKDECCCCAAAIIIICAEYhmJUCgDgLvvPOOaczo+++/3/Xk+fnPf26LLbZYHZbMIhBAAAEEEEAAgWwKTJs2zR0/3XLLLe5dx08dO3bMZmUoNQIIIIAAAggggACBaNYBBOop8Oyzz7rhOt544w03vqEestO+fft6FoFlIYAAAggggAACqRZYuHChjRw50s444wzbc8897dxzz7U+ffqkuswUDgEEEEAAAQQQQKB1AXpEt27EFAhUXUA9o0899VTXq+e8886zXXbZperLIEMEEEAAAQQQQCBrAo8//rh7AOEiiyxil156qW211VZZqwLlRQABBBBAAAEEECgiQCC6CAwfI1BrAfX20QMN1dtnwIABpoD0+uuvX+vFkj8CCCCAAAIIIJA6gUmTJrlnaYwfP95++9vf2lFHHcVdY6lrJQqEAAIIIIAAAghUJkAgujI/5kagYoE5c+bYhRde6F477rijGwNx4403rjhfMkAAAQQQQAABBNIuMGXKFBeAHjt2rGkM6JNOOsm6du2a9mJTPgQQQAABBBBAAIEyBAhEl4HGLAjUQmDGjBl2ySWXuNemm25qp59+um299da1WBR5IoAAAggggAACbSrw2muv2VlnnWX33nuvnXDCCTZs2DDr3r17m5aJhSOAAAIIIIAAAgjUVoBAdG19yR2BxAKzZs1yD+hRL+n+/fu7HtK77rpr4nyYAQEEEEAAAQQQSJvAW2+9ZWeffbbdcccddswxx9jw4cNt6aWXTlsxKQ8CCCCAAAIIIIBADQQIRNcAlSwRqIbAvHnz7Oqrr3ZjR/fu3dsFpPfee29r165dNbInDwQQQAABBBBAoG4C77//vv3mN7+xm266yYYMGWKnnXaa6fiGhAACCCCAAAIIINA8AgSim6etqWlGBb7++mv7y1/+Yuecc44tvvji9otf/MIGDRrEA3wy2p4UGwEEEEAAgWYSUABaD2QePXq0HXbYYe7C+gorrNBMBNQVAQQQQAABBBBA4L8CBKJZFRDIiMDChQvt1ltvtd///vc2f/58O+WUU+zQQw+1JZZYIiM1oJgIIIAAAggg0CwCzz77rHsQ89///nc7+OCDXQB6lVVWaZbqU08EEEAAAQQQQACBCAEC0REofIRAmgVyuZzdfffddtFFF9nkyZPd7a0//elPrW/fvmkuNmVDAAEEEEAAgQYX0DHKPffc4wLQOkY57rjj3IMIe/Xq1eA1p3oIIIAAAggggAACcQQIRMdRYhoEUiowadIku+yyy+zmm2+2HXbYwYYOHWo777wz40intL0oFgIIIIAAAo0oMHfuXDf0xh//+EdXvZNOOskGDx7shhRrxPpSJwQQQAABBBBAAIHyBAhEl+fGXAikSmDGjBl2zTXX2BVXXGGLLrqoHX/88e4EsEuXLqkqJ4VBAAEEEEAAgcYRmDp1qrsgPnLkSFtnnXXs5JNPtr322osL4o3TxNQEAQQQQAABBBCoqgCB6KpykhkCbSvw7bff2r333utOCp9++mkXjD7hhBNsjTXWaNuCsXQEEEAAAQQQaBgBDbuhIcJuueUWF3hWAHqTTTZpmPpREQQQQAABBBBAAIHaCBCIro0ruSLQ5gKvvPKKC0jfcMMNtsUWW7hhO3bffXfr0KFDm5eNAiCAAAIIIIBAtgTmzZtnY8aMsauuuso0NNhRRx1lJ554oq200krZqgilRQABBBBAAAEEEGgzAQLRbUbPghGoj8BXX31l119/vRu2Q38fdthhdsQRR9iaa65ZnwKwFAQQQAABBBDIrMBLL71ko0aNshtvvNHdYfWTn/zEDjroIFtyySUzWycKjgACCCCAAAIIINA2AgSi28adpSLQJgLjx493DxPSrbQKRP/4xz92J5NLLbVUm5SHhSKAAAIIIIBA+gRmz57tht1Q7+dXX33VXcRWAHrddddNX2EpEQIIIIAAAggggEBmBAhEZ6apKCgC1RPQ7bV33nmnXXfddfbUU0+58R3VS3qXXXax9u3bV29B5IQAAggggAACmRGYOHGi6/1800032frrr28KPh9wwAG2+OKLZ6YOFBQBBBBAAAEEEEAgvQIEotPbNpQMgboIfPDBB/aXv/zF9ZSeM2eOHX744a6ndP/+/euyfBaCAAIIIIAAAm0noGG7/va3v7mxn9977z33oGON/8wQXm3XJiwZAQQQQAABBBBoVAEC0Y3astQLgTIE1Dt69OjRduutt9o666zjxpJWT6ju3buXkRuzIIAAAggggEAaBebPn2/333+/C0Drfcstt3S9n/fbbz/r1KlTGotMmRBAAAEEEEAAAQQaQIBAdAM0IlVAoNoCc+fOtTvuuMMFpRWc3n777e2HP/yh7bvvvgSlq41NfggggAACCNRBYOHChfboo4+aht3Qb3y/fv3s4IMPds+KWHHFFetQAhaBAAIIIIAAAggg0OwCBKKbfQ2g/gi0IvDpp5+6E9bbbrvN/vWvf9kOO+zggtLqNcVDDlvB42sEEEAAAQTaWGDChAmu57PuduratasLPisAzdAbbdwwLB4BBBBAAAEEEGhCAQLRTdjoVBmBcgWigtKDBg1yPaUJSperynwIIIAAAghUV2Dy5Mku+HzzzTebHlB84IEH2iGHHGKbbLJJdRdEbggggAACCCCAAAIIJBAgEJ0Ai0kRQOB/Aj4orR5W6m3le0pr+A6C0v9z4i8EEEAAAQTqIfDqq6+6O5g09IYeRKxnPKjn83bbbWft27evRxFYBgIIIIAAAggggAACJQUIRJfk4UsEEIgjoKD07bffbhq+wwel9957bxs4cKAtv/zycbJgGgQQQAABBBBIIJDL5dxv7t1332133XWXTZ061fbYYw835vNuu+3GQwcTWDIpAggggAACCCCAQH0ECETXx5mlINA0AjoRvvPOO+3vf/+7jRs3zvr37+8C0gpKb7bZZtauXbumsaCiCCCAAAIIVFNAw2yMHTvWBZ7vueceF2zeZ599TC/1fO7YsWM1F0deCCCAAAIIIIAAAghUVYBAdFU5yQwBBMICc+bMcSfM9957r9133332zTff2O677+4C07vuuqt16dIlPDl/I4AAAggggECBwPTp091vqHo9P/TQQ9avXz/3bAYFnzfaaKOCqfkvAggggAACCCCAAALpFSAQnd62oWQINJzAc889ZwpK6/XCCy/Y1ltv7YLSe+21lzuxbrgKUyEEEEAAAQTKEHjnnXfMD7mhIa+23HJL1+tZwedVVlmljByZBQEEEEAAAQQQQACBthcgEN32bUAJEGhKAQ3hcf/997teXurhpbGkNXzHnnvuaVtttRVjWzblWkGlEUAAgeYUmD17thvO6sEHH3S9nvWwQY3zrAcA63exR48ezQlDrRFAAAEEEEAAAQQaSoBAdEM1J5VBIJsCCxYssH/+85+up/Q//vEP0wm4ekvvtNNOtvPOO9sGG2xg7du3z2blKDUCCCCAAAIFAnrQoO4S8oHn8ePH21prreWCzxq6Sr+BnTp1KpiL/yKAAAIIIIAAAgggkG0BAtHZbj9Kj0BDCigQrYcxPfLII+59/vz5tsMOO7igtILTq6++ekPWm0ohgAACCDSuwEcffeR6O+suIP2+dejQwRR01muXXXaxZZddtnErT80QQAABBBBAAAEEEAgECESzGiCAQOoFpkyZ4gLSCk6PGzfOunXr5npLKyitV+/evVNfBwqIAAIIINBcAnPnznV3+yjwrNcbb7xh22yzTT74vN566zUXCLVFAAEEEEAAAQQQaHoBAtFNvwoAgEC2BBYuXGjPPPNMvse0bmdeddVV84Fp3c7MWJrZalNKiwACCDSCwKxZs+ypp55ywWcNN/Wf//zH3cHjez1vu+22tvjiizdCVakDAggggAACCCCAAAJlCRCILouNmRBAIC0C6nGmE3/d5vzYY4/Z888/b6uttpp973vfc2NsKjDdr1+/tBSXciCAAAIINIjAjBkz7IknnsgHnidNmmT9+/c3BZy32247996rV68GqS3VQAABBBBAAAEEEECgcgEC0ZUbkgMCC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)"
      ],
      "metadata": {
        "id": "RoTxJxvTRv5G"
      }
    },
    {
      "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": "mrpGpSDgTm5_"
      }
    },
    {
      "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",
        "\n",
        "        # increment the indegree of v since we have found an edge (u,v) coming into v\n",
        "\n",
        "\n",
        "  # source vertices are those with indegree 0\n",
        "\n",
        "  # topo will store the vertices in a topological ordering\n",
        "\n",
        "    # remove a source and add to topological ordering\n",
        "\n",
        "    # remove the edges out of u by changing the indegree of its neighbors\n",
        "\n",
        "      # if v is a source after removing the edges from u, then add v to list of sources\n",
        "\n",
        "print(topological_sort([[1,2],[3],[3,5,7],[],[5],[],[],[]]))"
      ],
      "metadata": {
        "id": "tMk1JDewTVm5"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-fQV1fFfHFcA",
        "outputId": "848f7f84-51a3-4e7b-82aa-187fb041d006"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0, 4, 6, 1, 2, 3, 5, 7]\n"
          ]
        }
      ],
      "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],[],[],[]]))"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "![Screenshot 2026-03-04 at 3.12.33 PM.png](data:image/png;base64,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)"
      ],
      "metadata": {
        "id": "bNlK_KsPsarx"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Analysis of Topological Sort\n",
        "\n",
        "We will analyze the running time of Topological sort by phases -\n",
        "\n",
        "1. Computing ALL in-degrees - $O(n+m)$ time\n",
        "\n",
        ">$O(n)$ time to set initial in-degrees to 0.\n",
        "\n",
        ">$O(1)$ time per edge to process each edge and edit in-degree appropriately - so total of $O(m)$ time\n",
        "\n",
        "2. Listing all sources in the original graph - $O(n)$ time\n",
        "\n",
        "3. Removing sources and adding them to topological ordering - $O(n)$ time\n",
        "\n",
        "4. Deleting outgoing edges of sources added to topological ordering - $O(m)$ time\n",
        "\n",
        ">Removing edges of $u$ takes $O(out-deg(u))$ time. So, total time is $O(m)$.\n",
        "\n",
        ">Overall, topological sort takes $O(n+m)$ time to return a topological ordering of any DAG."
      ],
      "metadata": {
        "id": "daKrbQe_rnuf"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Observations\n",
        "\n",
        "1. Depeding on the structure of the DAG, there may be multiple valid  topological orderings. For the X + DS degree, consider the different sequences of courses your peers have taken to finish course requirements.\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "2. Once a DAG is topologically ordered, all edges go from an earlier vertex to a later vertex (earlier/later based on the order). This structure can be exploited to answer questions about DAGs that are much harder for general directed graphs.\n",
        "\n"
      ],
      "metadata": {
        "id": "YjJzO2m-UBZV"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Other observations\n",
        "\n",
        "1. In Homework 4, you will write a function that takes as input a DAG and returns whether the given DAG has a unique topological sort. In what cases do DAGs have only one possible topological ordering?\n",
        "\n",
        "2. Topological sort can also be performed using DFS.\n",
        "(However, adding vertices in order of visit does NOT work out - this requires additional bookeeping which we will not discuss in class. This approach is discussed in the DPV textbook)\n",
        "\n"
      ],
      "metadata": {
        "id": "QzFUiZ34vlFw"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Applications of Topological Sort\n",
        "\n",
        "1. Generating a valid course sequence from prerequisite graphs\n",
        "\n",
        "2. Identifying the earliest semester a course can be completed\n",
        "\n",
        "3. Identifying the minimum number of semesters to finish a degree program"
      ],
      "metadata": {
        "id": "P5_uoNTxwOoU"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Generating a valid course sequence\n",
        "\n",
        "Input - Course prerequisite graph $G = (V,E)$ in the adjacency list format ($G$ is a DAG\n",
        ")\n",
        "Output - Some valid course sequence that respects all prerequisite constraints\n",
        "\n",
        "**Approach**\n",
        "\n",
        " What do we need? A course sequence with all prerequisite constraints respected. To start with, the first course in the list HAS to be one with no prerequisites. So, we are looking for a source vertex in $G$.\n",
        "\n",
        " What next? Either another source vertex or a course that only depends on the first course.\n",
        "\n",
        " Third course? Either a source vertex or a course that only depends on the first two courses ..\n",
        "\n",
        " Idea -  Does Topological ordering of vertices help? Yes - because in a topological ordering a course at position $i$ only depends on courses in positions $0$ through $(i-1)$!\n",
        "\n",
        " So, simply return the topological ordering as a valid course sequence."
      ],
      "metadata": {
        "id": "j0LN46UqxMHt"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Generating a valid course sequence from a course prerequisite graph\n",
        "\n",
        "def generate_course_sequence(G):\n",
        "  n = len(G)\n",
        "  if(n == 0):\n",
        "    return []\n",
        "  valid_seq = topological_sort(G)\n",
        "  return valid_seq\n",
        "\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(generate_course_sequence([[1,2],[3],[3],[]])) # 0->1 0->2 1->3 2->3\n",
        "print(generate_course_sequence([[1,2,3],[],[3],[1]])) # 0->1 0->2 0->3 2->3 3->1\n",
        "print(generate_course_sequence([[1,2],[3],[3,5,7],[],[5],[],[],[]])) #X+DS degree\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "46Yr5LV7wEbF",
        "outputId": "72865785-9e19-4773-9f35-96985187699b"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0, 1, 2, 3]\n",
            "[0, 2, 3, 1]\n",
            "[0, 4, 6, 1, 2, 3, 5, 7]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Earliest Semester to complete a course\n",
        "\n",
        "Input - Course prerequisite graph $G = (V,E)$ in the adjacency list format ($G$ is a DAG\n",
        "), course $x$\n",
        "Output - Earliest semester to complete course $x$\n",
        "\n",
        "**Approach**\n",
        "\n",
        " What do we need? For course $x$, we need to identify the earliest semester it can be completed in. Two cases to consider here -\n",
        "\n",
        " Case 1. $x$ has no prerequisites\n",
        "\n",
        " In this case, $x$ can be taken up as early as the first semester.\n",
        "\n",
        " Case 2. $x$ has prerequisites\n",
        "\n",
        " In this case, $x$ can only be completed after all its prerequisites are completed. So, we need to identify when they can be completed. (For each of them, we will need to identify their depedencies as well).\n",
        "\n",
        "\n",
        " Idea -  Does Topological ordering of vertices help? Kind of - at the very least it does place course $x$ in a position such that all its dependencies occur before it. For example, if $x$ is in position 3 in the ordering, we know that it can be done in semester 4. The question is whether that is the earliest possible?\n",
        "\n",
        " In order to find that out, we will identify for each course its earliest possible semester. This will help in placing downstream courses in appropriate semesters. For example, the vertex at position 0 in the ordering can clearly be done in semester 1 as it has no prerequisites.\n",
        "\n",
        " Any course that has this as a prerequisite can only be done in semester 2 or later - depending on other dependencies.  \n",
        "\n",
        " We will use the topological ordering as a starting point - to start assigning courses to their earliest semesters based on their prerequisite course."
      ],
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    },
    {
      "cell_type": "code",
      "source": [
        "# Earliest semester to complete a specific course\n",
        "def earliest_semester(G,x):\n",
        "  #step 1 - apply topological sort to get ordering\n",
        "  topo_order = topological_sort(G)\n",
        "\n",
        "  #step 2 - use this ordering to assign semesters by respecting prerequisite constraints\n",
        "\n",
        "  semester = [1]*len(G) #before exploring edges, default earliest semester is 1\n",
        "\n",
        "  # step 3 - if u->v is an edge, then earliest semester for v is at least one higher than u\n",
        "  for u in topo_order:\n",
        "    for v in G[u]:\n",
        "      semester[v] = max(semester[u]+1, semester[v])\n",
        "\n",
        "\n",
        "  return semester[x]\n",
        "\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(earliest_semester([[1,2],[3],[3],[]],0)) # 0->1 0->2 1->3 2->3\n",
        "print(earliest_semester([[1,2],[3],[3],[]],3)) # 0->1 0->2 1->3 2->3\n",
        "print(earliest_semester([[1,2,3],[],[3],[1]],2)) # 0->1 0->2 0->3 2->3 3->1\n",
        "print(earliest_semester([[1,2,3],[],[3],[1]],1)) # 0->1 0->2 0->3 2->3 3->1\n",
        "print(earliest_semester([[1,2],[3],[3,5,7],[],[5],[],[],[]],5)) #X+DS degree 5 : CS 277\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "v-fXaHU_3VOI",
        "outputId": "231b8493-e227-4b51-ad1c-fa75918999b9"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1\n",
            "3\n",
            "2\n",
            "4\n",
            "3\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Minimum Semesters to complete a degree program\n",
        "\n",
        "Input - Course prerequisite graph $G = (V,E)$ in the adjacency list format ($G$ is a DAG\n",
        ")\n",
        "Output - Minimum semesters to complete all courses\n",
        "\n",
        "**Approach**\n",
        "\n",
        " What do we need? We need to identify the minimum number of semesters to complete the degree program.\n",
        "\n",
        " In the previous application, we identified the earliest semester to complete each course.\n",
        "\n",
        " Can we use that information to determine the minimum number of semesters to complete the program?\n",
        "\n",
        " Yes- because the largest number in the semester list indicates the number of semesters required to finish the degree program. Essentially, all courses with semester value $i$ can be taken up in the $i$-th semester and the largest such $i$ is the answer we are looking for.\n"
      ],
      "metadata": {
        "id": "CAlTLYRY_vqi"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Minimum semesters to complete a degree program\n",
        "\n",
        "def minimum_semesters(G):\n",
        "  #step 1 - apply topological sort to get ordering\n",
        "  topo_order = topological_sort(G)\n",
        "\n",
        "  #step 2 - use this ordering to assign semesters by respecting prerequisite constraints\n",
        "\n",
        "  semester = [1]*len(G) #before exploring edges, default earliest semester is 1\n",
        "\n",
        "  # step 3 - if u->v is an edge, then earliest semester for v is at least one higher than u\n",
        "  for u in topo_order:\n",
        "    for v in G[u]:\n",
        "      semester[v] = max(semester[u]+1, semester[v])\n",
        "\n",
        "  #step 4 - find the largest value in the semester list - that is the answer\n",
        "\n",
        "  minimum_semesters = max(semester)\n",
        "\n",
        "  return minimum_semesters\n",
        "\n",
        "\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(minimum_semesters([[1,2],[3],[3],[]])) # 0->1 0->2 1->3 2->3\n",
        "print(minimum_semesters([[1,2,3],[],[3],[1]])) # 0->1 0->2 0->3 2->3 3->1\n",
        "print(minimum_semesters([[1,2],[3],[3,5,7],[],[5],[],[],[]])) #X+DS degree\n",
        "\n"
      ],
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          "base_uri": "https://localhost:8080/"
        },
        "outputId": "bf84aa22-918c-44ea-cb1e-b565aa3d304b",
        "id": "eSFM4P2lAn2R"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "3\n",
            "4\n",
            "3\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Semester wise study plan  (Do it Yourself)\n",
        "\n",
        "Can you write a function ```\n",
        "fastest_study_plan(G)``` that takes as input a course prerequisite graph and prints out a semester wise study plan indicating courses that should be taken in each semester to finish the degree program in the fewest number of semesters?\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "Lvh5rwEHBNOs"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# DAGs\n",
        "\n",
        "**DAG vs directed graphs**\n",
        "\n",
        "1. The longest $s$-$t$ path problem asks for the longest path from $s$ to $t$ in graph $G$.\n",
        "\n",
        " This problem can be solved in linear time for DAGs. However, it is much much harder to solve the same problem for general Directed Graphs.\n",
        "\n",
        " DAGs have structure that can be exploited using topological sort which allows more efficient algorithms to solve problems.\n",
        "\n",
        "**Dynamic Programming**\n",
        "\n",
        "2. One of the most important algorithm design paradigm is the dynamic programming framework. In the DP framework, problems are broken down into smaller subproblems of a similar type and solved in order of smallest to largest. The DAG of subproblems is crucial in identifying how to set up DP algorithms (we will see this later in a couple of weeks).\n"
      ],
      "metadata": {
        "id": "CNcltP-0CCyv"
      }
    }
  ]
}