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    "colab": {
      "provenance": []
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    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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    "language_info": {
      "name": "python"
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  "cells": [
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      "cell_type": "markdown",
      "source": [
        "# Lecture 18 - Shortest paths\n",
        "\n",
        "In this lecture, we will discuss -\n",
        "\n",
        "1. BFS - observations\n",
        "2. BFS on directed graphs\n",
        "3. Motivation for shortest paths for weighted graphs\n",
        "4. How BFS falls short of this objective\n",
        "5. A greedy idea to find shortest paths for weighted graphs\n",
        "\n",
        "Announcements -\n",
        "\n",
        "1. Homework 4 due tonight\n",
        "2. Practice exam 2 - solutions and analysis on study tool\n",
        "3. Use praririelearn to submit and test your code\n",
        "4. **Sign up for Exam 2 slots with CBTF**"
      ],
      "metadata": {
        "id": "dPeKpOcDx2Qq"
      }
    },
    {
      "cell_type": "markdown",
      "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": "QJu-_4Oryjj2"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# BFS - observations\n",
        "\n",
        "1.   Shortest paths discovered - BFS exploration strategy ensures that the shortest path from the start vertex $s$ is discovered for each of the other vertices that are reachable from $s$.\n",
        "\n",
        "2.  Unreachable vertices identified - Vertices which are at a distance of $n$ from the starting vertex are clearly unreachable from $s$.\n",
        "\n",
        "\n",
        "3.   Linear time - The time complexity of BFS is the same as that of DFS. Since each vertex is pushed to the queue only once, its edges are processed exactly once. This ensures that the time spent per edge is $O(1)$. Since the distance and parent lists require an initiation time of $O(|V|)$, the total time taken is $O(|V| + |E|)$.\n"
      ],
      "metadata": {
        "id": "HeOyTSMAyqKh"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# BFS on directed graphs\n",
        "\n",
        "Let us look at an example of BFS on a directed graph. We will consider the course prerequisite graph for the X + DS degree as our example.\n",
        "\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==)\n",
        "\n",
        "![Screenshot 2026-03-04 at 3.12.33 PM.png](data:image/png;base64,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)"
      ],
      "metadata": {
        "id": "oiDnEi4cytQb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Implementation of Breadth First Search\n",
        "\n",
        "#input - Graph G, starting vertex s\n",
        "#output - distance of each vertex from s\n",
        "\n",
        "def bfs(G,s):\n",
        "  # number of vertices in G\n",
        "  n = len(G)\n",
        "\n",
        "  # initialize dist to be max possible distance\n",
        "  dist = [n]*len(G)\n",
        "\n",
        "  # noting down the parent of each vertex\n",
        "  parent = [None]*len(G)\n",
        "\n",
        "  # start the search from s\n",
        "  dist[s] = 0\n",
        "  queue = [s]\n",
        "  #this takes O(1) time as the list is initialized with 1 element s\n",
        "  print(\"Queue : \",queue)\n",
        "  # start exploring\n",
        "  while queue != []:\n",
        "    # remove first element in the queue and explore its neighbors\n",
        "    u = queue.pop(0)\n",
        "    for v in G[u]:\n",
        "      if dist[v] == n:\n",
        "        # v has not been visited\n",
        "        dist[v] = dist[u] + 1\n",
        "        parent[v] = u\n",
        "        queue.append(v)\n",
        "\n",
        "        # adding queue print statement to visualize working of queue through BFS\n",
        "    print(\"Queue : \",queue)\n",
        "\n",
        "  print(\"Parent list : \",parent)\n",
        "\n",
        "  # return the list distance storing the shortest distance to each vertex\n",
        "  return dist\n",
        "\n",
        "print(bfs([[1,2],[3],[3,5,7],[],[5],[],[],[]],0))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3O7KKAg_y0bx",
        "outputId": "63ec4b30-e5da-4a62-e8f8-3ce31fe3a98f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Queue :  [0]\n",
            "Queue :  [1, 2]\n",
            "Queue :  [2, 3]\n",
            "Queue :  [3, 5, 7]\n",
            "Queue :  [5, 7]\n",
            "Queue :  [7]\n",
            "Queue :  []\n",
            "Parent list :  [None, 0, 0, 1, None, 2, None, 2]\n",
            "[0, 1, 1, 2, 8, 2, 8, 2]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# BFS on directed graphs\n",
        "\n",
        "1. Running BFS(G,s) on a directed graph G will visit all vertices reachable from s in G.\n",
        "\n",
        "2. For each of these vertices, BFS(G,s) finds the distance of the shortest path from s.\n",
        "\n",
        "3. We can use the parent list to identify the shortest path from s to any vertex x that is reachable from s in G.\n"
      ],
      "metadata": {
        "id": "lJSM5D4fy4H-"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Cheapest flight route\n",
        "\n",
        "Consider the flight route network problem. Suppose you are trying to find the cheapest option to go from Chicago to San Francisco.\n",
        "\n",
        "The following diagram has the costs of direct flights across cities -\n",
        "Chicago, New York City, San Diego, Dallas, San Francisco\n",
        "\n",
        "![Screenshot 2026-03-25 at 2.30.41 PM.png](data:image/png;base64,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)\n",
        "\n",
        "> What is the shortest path from Chicago to San Francisco?\n",
        "\n",
        "> What is the cheapest cost to travel from Chicago to San Francisco on May 1?\n",
        "\n",
        "> What is the flight route that corresponds to the cheapest cost?\n"
      ],
      "metadata": {
        "id": "n8xmsTPLy6xh"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Shortest Path for weighted graphs\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "*   We can model the cheapest flight cost problem as a shortest path problem.\n",
        "*   The abstract problem of interest here is to find the shortest \"weighted\" path from a vertex s to all other vertices.\n",
        "*   In this particular case, the cost of a path is the sum of costs of all edges along the path.\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "![Screenshot 2026-03-30 at 12.09.30 AM.png](data:image/png;base64,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)\n",
        "\n",
        "> Representation of weighted graphs in Adjacency list format -\n",
        "\n",
        "* G[0] = [(1,50),(2,90),(3,150),(4,161)]\n",
        "* G[1] = [(4,55)]\n",
        "* G[2] = [(1,375),(3,140),(4,140)]\n",
        "* G[3] = [(4,60)]\n",
        "* G[4] = []"
      ],
      "metadata": {
        "id": "mOrQ0VO7Jd6V"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Implementation of Breadth First Search\n",
        "\n",
        "#input - Graph G, starting vertex s\n",
        "#output - distance of each vertex from s\n",
        "\n",
        "def bfs(G,s):\n",
        "  # number of vertices in G\n",
        "  n = len(G)\n",
        "\n",
        "  # initialize dist to be max possible distance\n",
        "  dist = [n]*len(G)\n",
        "\n",
        "  # noting down the parent of each vertex\n",
        "  parent = [None]*len(G)\n",
        "\n",
        "  # start the search from s\n",
        "  dist[s] = 0\n",
        "  queue = [s]\n",
        "  #this takes O(1) time as the list is initialized with 1 element s\n",
        "  #print(\"Queue : \",queue)\n",
        "  # start exploring\n",
        "  while queue != []:\n",
        "    # remove first element in the queue and explore its neighbors\n",
        "    u = queue.pop(0)\n",
        "    for (v,w) in G[u]:\n",
        "      if dist[v] == n:\n",
        "        # v has not been visited\n",
        "        dist[v] = dist[u] + 1\n",
        "        parent[v] = u\n",
        "        queue.append(v)\n",
        "\n",
        "        # adding queue print statement to visualize working of queue through BFS\n",
        "    #print(\"Queue : \",queue)\n",
        "\n",
        "  print(\"Parent list : \",parent)\n",
        "\n",
        "  # return the list distance storing the shortest distance to each vertex\n",
        "  return dist\n",
        "\n",
        "print(bfs([[(1,50),(2,90),(3,150),(4,161)],[(4,55)],[(1,375),(3,140),(4,140)],[(4,60)],[]],0))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "f3PxXM2cLvLp",
        "outputId": "1ab57095-bd98-4b19-e5b1-20e4e095ef83"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Parent list :  [None, 0, 0, 0, 0]\n",
            "[0, 1, 1, 1, 1]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Flight routes from Chicago to San Francisco\n",
        "\n",
        "1. Chi -> Sfo                   ( 161 )\n",
        "2. Chi -> Dal -> Sfo            ( 50 + 55 = 105 )\n",
        "3. Chi -> Nyc -> Sfo             ( 90 + 140 = 230 )\n",
        "4. Chi -> SanD -> Sfo            ( 150 + 60 = 210 )\n",
        "5. Chi -> Nyc -> SanD -> Sfo     ( 90 + 140 + 60 = 290 )\n",
        "6. Chi -> Nyc -> Dal -> Sfo      ( 90 + 375 + 55 = 520 )"
      ],
      "metadata": {
        "id": "wog2_TjVzADy"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Finding Cheapest flight cost\n",
        "\n",
        "1. Does BFS identify the cheapest route from Chicago to San Francisco?\n",
        "\n",
        "2. Why?\n",
        "\n",
        "3. Can you think of an idea that helps find the cheapest flight route from Chicago to San Francisco?"
      ],
      "metadata": {
        "id": "005zggOlzCTB"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "jfbkb_twxzSw"
      },
      "outputs": [],
      "source": []
    }
  ]
}