rgb2gray.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyM+S8+nBXHQv6lbvVvlIQ5N",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/mojtaba96/rgb-to-gray/blob/main/rgb2gray.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "_gSvgmhxyOVU"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "import random\n",
        "import numpy\n",
        "import matplotlib.pyplot\n",
        "import imageio\n",
        "import itertools\n",
        "from google.colab.patches import cv2_imshow\n",
        "import cv2"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def rgb2gray(rgb):\n",
        "\n",
        "    r, g, b = rgb[:,:,0], rgb[:,:,1], rgb[:,:,2]\n",
        "    gray = 0.2989 * r + 0.5870 * g + 0.1140 * b\n",
        "\n",
        "    return gray"
      ],
      "metadata": {
        "id": "Cosy18UpyS08"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "rgb = cv2.imread('/content/m17.png')"
      ],
      "metadata": {
        "id": "6IbZRqWmyWn4"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "target_im = rgb2gray(rgb)\n"
      ],
      "metadata": {
        "id": "Dh1qIuaFPtAF"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "img_arr = numpy.asarray(target_im/255, dtype=numpy.float)"
      ],
      "metadata": {
        "id": "tjsnoBY9lPo0"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "rgb2gray(rgb)"
      ],
      "metadata": {
        "id": "wVyDV6a_1Qq9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0e032573-f9b0-43b8-b12e-79e9eafe3e1a"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[254.9745, 254.9745, 254.9745, ..., 254.9745, 254.9745, 254.9745],\n",
              "       [254.9745, 254.9745, 254.9745, ..., 254.9745, 254.9745, 254.9745],\n",
              "       [254.9745, 254.9745, 254.9745, ..., 254.9745, 254.9745, 254.9745],\n",
              "       ...,\n",
              "       [254.9745, 254.9745, 254.9745, ..., 254.9745, 254.9745, 254.9745],\n",
              "       [254.9745, 254.9745, 254.9745, ..., 254.9745, 254.9745, 254.9745],\n",
              "       [254.9745, 254.9745, 254.9745, ..., 254.9745, 254.9745, 254.9745]])"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "target_im"
      ],
      "metadata": {
        "id": "qVvkdFbJyZG_",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "628974a6-657d-40fd-973e-4274aa3a8c68"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[254.9745, 254.9745, 254.9745, ..., 254.9745, 254.9745, 254.9745],\n",
              "       [254.9745, 254.9745, 254.9745, ..., 254.9745, 254.9745, 254.9745],\n",
              "       [254.9745, 254.9745, 254.9745, ..., 254.9745, 254.9745, 254.9745],\n",
              "       ...,\n",
              "       [254.9745, 254.9745, 254.9745, ..., 254.9745, 254.9745, 254.9745],\n",
              "       [254.9745, 254.9745, 254.9745, ..., 254.9745, 254.9745, 254.9745],\n",
              "       [254.9745, 254.9745, 254.9745, ..., 254.9745, 254.9745, 254.9745]])"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cv2_imshow(rgb)"
      ],
      "metadata": {
        "id": "DjCzPeSqygt6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 412
        },
        "outputId": "d16c3379-4914-41e9-ab99-053f4ef54f29"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=1031x395 at 0x7F07EC781210>"
            ],
            "image/png": 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quyO9Q8Qh0c5XEP8Mr29vuCz3wPl9aCAhckb3z+febvb0hmemTOG7atsUYnhfYM94fXka++b3KiCmurx9Qn/RxR/c7n/xuSA85N4MGpu5NxFD14T80kVsBLzo7/TuZ1AfSoKQPoiEQLdyy0pBE8wZEkjiP/x+aM+jwtv5qoCeqw94hC2Gfr50+0HL+D5Ax84IbL/b5eJIAvwCcWXuCMWyBLEq4f3D53UAQe+VnoCZV0C98RWnCmDKmEVw7BVhXIKdhcd6LD7uKwJPHf4BOWjh/l4MJhp4LoY24Ux/I7TjsPPMo+T7C+B5elfEvQmMzXXeXPQOXiQRTnCEwoSuDzD4/Ahv76YF8fp3T12+uof0Xz15/S3dryLGAT0R2gMRwOU7uF4c15VGr8/z+dCX1xcgQg4xSPNqevruRLhDLvDL/TO8vr3hstwD5/mhYQ/oLi5hLzc7aOEdEw6Eb4P74bvA1v5+OY1dflZvfq/CfxV6Tfe/+AGhHsSBRwcLwqB3EUN3Hx/ygx98uH3xnZ7+xql3n+5Xl0BIHZLG4GIPPdIe+4MZ+2BItXL3TH2s2648pz4WtnTsg5L8op6WX8DnJ+cv6/0BDJmzMqio4Xzf3790nXp2Qez77PonP/sWY4zxt+++ff27h/j5lTsffvIfmyqDVhA5ufUf1/9x58nADPOmP759/ZNvX//k25L55k1/fPvhreZI6xMIFwX3rI2QEHo+6/RmI73aj4vdSh/TB8eFQ7o/7Gd6/KwLOs/k+nbHFXV9e7POZbkH+ukG6L/7qn9O48+SQC6+ZGaE0XQIPbPnr4sWLVq06MVPKy73nlwN9PWzl+lDgQEAMOXO/UICz8yFSwIDuAye8fe/AABAfYQ3Zd71q/13SWekP7RiyUNdf0jY+gRCvzNo0ASAAz+cPg1dJO73uEI3BOeQ9rJvV0Jkuulq8WLOM7m+VwjddqXZ8zqX5R7opxugv++rfjqNP0uE7uuk9HfvGATCpefKyyAiEC4TXYwSLDD9jqfFnM+ImaI9rtALekiBunz0cHK6RKie6aIspm/hMpMHP3qgx16mLuQ8k+sbgSvu+l7h90A/3QB9vtn+PY0/R4RuL6R1BWSkPcLlo7+evZdFFdS8eL49BZ3a9euntq1v6K8dIhB6wfQ3MO42bbTHFbpEHHP0Gvh17W84K7Wrnu4v5jyT63sl0N317c06l+Ue6KcboJ/vq/47jT9DBi3cH1rmA0FjSRAIVwUIY3y594FAIBAIBAKBQCBcTkgGEYFAIBAIBAKBcK1DVAGBQCAQCAQCgXCtQ1QBgUAgEAgEAoFwrUNUAYFAIBAIBAKBcK1DVAGBQCAQCAQCgXCtQ1QBgUAgEAgEAoFwrUNUAYFAIBAIBAKBcK1DVAGBQCAQCAQCgXCtQ1QBgUAgEAgEAoFwrUNUAYFAIBAIBAKBcK1DVAGBQCAQCAQCgXCtQ1QBgUAgEAgEAoFwrUNUAYFAIBAIBAKBcK1DVAGBQCAQCAQCgXCtQ1QBgUAgEAgEAoFwrUNUAYFAIBAIBAKBcK1DVAGBQCAQCAQCgXCtQ1QBgUAgEAgEAoFwrUNUAYFAIBAIBAKBcK1DVAGBQCAQCAQCgXCtQ1QBgUAgEAgEAoFwrUNUAYFAIBAIBAKBcK1DVAGBQCAQCAQCgXCtQ1QBgUAgEAgEAoFwrUNUAYFAIBAIBAKBcK1DVAGBQCAQCAQCgXCtQ1QBgUAgEAgEAoFwrUNUAYFAIBAIBAKBcK1DVAGBQCAQCAQCgXCtQ1QBgUAgEAgEAoFwrUNUAYFAIBAIBAKBcK1DVAGBQCAQCAQCgXCtQ1QBgUAgEAgEAoFwrUNUAYFAIBAIBAKBcK1DVAGBQCAQCAQCgXCtQ1QBgXCFYrVai4qKbDabzWa73PtCIBAIBALhKgdhjC/3PhAIhFCsVusrr7wik8m8Xi8A+Hy+jIyM8ePHZ2VlAYBer7/cO0ggEAgEAuGqgqgCAuGK4+OPPz5y5MjkyZOLiopWrVoFAE6ns6qq6tChQ2VlZSCIhNTU1BEjRiQnJxORQCAQCAQC4SIhqoBAuLLgJMHzzz+v1+sXL168bt268HW6EgmJiYlZWVlEJBAIBAKBQDhfmMu9AwQCgcdqtW7YsCEpKYmTBN2sqVarR44cOXLkSO4lJxJqamqKi4u3bt1KRAKBQCAQCITzhXgFBMIVAVdIMGvWrJkzZ4ozn3vuuRdeeOF8w3pRJJSXl9fX1xORQCAQCAQCoUeIKiAQLj9c1tDChQsHDhwonf/yyy/Pnz8/NTX1YjYuioSGhoaysjIiEggEAoFAIIRDMogIhMuMtJCgP7bfVbpRZWUlSTciEAgEAoHAQbwCAuGywWUNZWVl3X333RHD8Q0bNowePXrChAn9tw/hTgIATJ06lYgEAoFAIBCuKYhXQCD0io0bN3700UcAMGbMmKeeeiopKekiNxixkODS06OTAEQkEAgEAoFwDUC8AgKhZ5555pk333xzwYIFQ4cO/ctf/tLZ2Xn8+PGLEQYff/zxzp07H3/88TFjxnSz2oYNG1JSUmbNmnXBH3SROJ1Oq9VaXl5OnAQCgUAgEK5uiCogEHrAbDbn5uY+9dRTzz//PAC0tbUNHz78sccee/HFFy9ga1ardefOnUeOHDEYDFOnTu0+O6ioqKiysnL+/PkXuOt9jdPpBIC9e/cSkUAgEAgEwlUGySAiEHrAZDLNmjVrwYIF3Mvo6GgAMJvNF7ApMWto1apVGzZs6LNdvFSo1WoAEL0LUSRETDcCAKITCAQCgUD4uUBUAYHQM++99544bTab6+vrp02bdr4bKS8v37hxo1hIMG/evPr6+r7cy0tO9yLBZrOp1WoiEggEAoFA+FlAMogIhPOAyyZSKpVVVVXn9cauRiTonistg+i8CEk34kRCRkbG+PHjiUggEAgEAuFKg3gFBEJvESVBcXFx798lFhJcwIgEqampu3btOs/dvFIIcRIAwOl0ik4CAHBDJRCRQCAQCATClQBRBQRCr+AkwZgxY957773e9z4kLSS4gA9Vq9Vci/vVgVqtDhEJVVVVhw4dkoqE1NTUESNGJCcnE5FAIBAIBMKlhKgCAqFnOEnw29/+9umnn+79u0IKCS4Ag8FgtVov7L1XPhGHSjh06BBXh01EAoFAIBAIlxKiCgiEHuAkwYIFCx544AFpfXD3jgFXSPDCCy+QcLaXdCUStm/fXl9fL4oE0gsqgUAgEAj9Aak2JhB6YOPGjQ8//HDIzAULFkg7JpJitVo3bNjQ3t5+AYUE4Tz33HNEWoBk0OXy8nIiEggEAoFA6HOIKiAQeqCtrS18JjdqQThcIQEAPPnkk6mpqRf/6c8991xfbepqQhQJ4nhqRCQQCAQCgXAxkAwiAqEHuhIA4RQVFe3bt2/WrFnn1UlR90RFRfXVpq4mIqYb1dTUiOOpEZFAIBAIBMJ5QVQBgdA3cIUEXNZQVVVVfX19nzTwJyUl9dWmrmJ6FAkGg2HkyJFEJBAIBAKB0BUkg4hAuFi4QgKVSrVgwYI+jzg3bNgwevToCRMm9O1mrynC040AQBx0mYgEAoFAIBCAeAUEwkUijkhwwd2PEvqbcCfBarWWl5eLTgIQkUAgEAiEax7iFRAIFw6XNTRz5sz+kwRFRUWVlZXz58/vp+0TuHHi9u7dS5wEAoFAIFzLEK+AQLhApIUEl3tfCBeOWq0GAHHQZVEkRHQSAIBcbgKBQCBclRBVQCCcN2IhAZEEVx/diwSbzaZWq4lIIBAIBMLVB1EFBML5QQoJril6IxIyMjLGjx9PRAKBQCAQftYQVUAgnAdc1tDjjz8+cODAS/OJqampu3btujSfReiR7kUCAHBDJRCRQCAQCISfHUQVEAi95eOPP965c+fkyZMvmSQAALVazYWehCuQEJEAQi+ohw4dkoqE1NTUESNGJCcnE5FAIBAIhCsWogoIhJ7hsoaysrKefPJJLtq7ZBgMBqvVeik/kXAxRBxP7dChQxs2bAAiEggEAoFwBUNUAYHQA9JCAqvVSlruCb2nlyKB9IJKIBAIhMsOUQUEQneEFBKQlvsLxmKx1NXV2e12btrj8cjl8paWlq7Wl8vlWq1Wp9MBgE5ALpfrdDqDwXDp9rtPiSgSampqiouLuV5QiUggEAgEwuWCqAICITJWq3Xnzp1XwogEer3eZrNdmTGi2Wy2Wq12u91qtbrdbofDwb10OBzcTLvdzikBRpMk0yQhRo5ouUybhGg5RcsRrcB+D6Ll0m02/7gubtxi7Pf4PWdZjwNjYL0O1uNgPQ7W72E9Dn9nCwDI5XKFQsH9NRgMomYQ/4oSwmQyGY1GuVwe+RguH6JI4CoTRJEgDpVARAKBQCAQLhlkbGMCIQJXVPejL7/88vz581NTUy/ZJ5aUlEgb9R0OBzfBBfpcrM+tKdOnMapYSqZlVLGIkdNyLaMy0AotJdfSCp1MHUspdIxCC0j4DwFC/AQAAgB+AfAvWb+n7N0bRz22F2MAEJ5PmP+P+8PNxj4P6/ewPjf2ub2uFp/Tys3BPrff42B9bsx6WLeD9Xs6m495bWcNBoPRaDSZTMnJycnJyUOHDjWZTFegVBARRYI46DIRCQQCgUDoP4hXQCCEUl5evnHjxitEEgBAUlJSfX19P6mCkpISLrenoqLCbDabzWa5XE5Hj+Ab9TVJiJHTch2jyqEVWsogl6UnJym0KWoDQgAIEOLDe4SAf8HF/MJSXgkIkkCyDgD/3oAkAIBOa61ca1CoGQDAmAv/hf8wDqgCDICVGJTC/AFdrIMxBu6fz9nS1lb9Xd0pb2W9z3XK3fqer6Neq1ZwOsFoNKanp19RUqGrdCPRSTAYDCNHjiQigUAgEAh9AvEKCIQguEKChQsXXsruR7tnw4YNo0ePnjBhwkVup7S0VCoAKioqAEAZN1IelcaoY5Wxg+XR6SrDIECAKCFqlzbtc/G8NLIPSAJeCoiqINQWCHlvOFwoD9B6urj+0JZh978GGLiHEy8MAh5Bd1IB8+uBOMVJAm4LmJVM81LB6mmr9jjqvI56r6PO03rKYzurVSsMBkNmZuYVKBVEwp0EABAHXSYigUAgEAjnC/EKCASeK6eQoE8wm82lpaU//vijxWKpqKiw2+2KmMEybZI8Ol0RPUE++I4RU8chChDCQoiPEcWF8oAQvpDQn5sMkQ2CExBRC3BImyZ8DosiyiBTAIRKAsAYAQaMETdf0AOYX0EiA6SaIUQGhEzLFHHK6DjMivMxYPC77e626qPt1T8ebXHvPehpfd9jOyujwWg0SqVCcnIyVwx9WQh3EqxWa3l5uegkABEJBAKBQDgfiFdAIABcYYUEIRQVFVVWVs6fP7/71cxm88mTJ7/77jtOD8j0acrYIUrDkKaSdzJ/uV2uiUcU4jQAQgCCHkASPcBrA84r6CIXKHLoz80WREUoCDx2q89ld9utPpcdANx2K+vzeJ328KNoOV0CAHGZuZRMQSu1ACBT6DAAo9RRjJxiFIiWAwZFtJFi5GE2QkAaQCD0x11JAtydbAiICm4jfrfD67S6Wyq99jp3+1lPa6UoFSZPnjxkyJC8vLzLKBJCEAddJk4CgUAgEHoJUQUEAl9IIJPJVq1adbn3JQJdqQJOBpSXl5eWlpaWljKaJFX8CJnOqE2dpB2QQ9EURVMUjWp3r6YYeer0pWK4H9ADFBba+6VeQWCmkEQEYg4QQtDRZO5srWd9boTA1VqHALwuO+v1uO3NXpeD9bq9LofPZfe67G4b34urQm+QqXTcX+6lQm8A4BOHWJ+H9boBAAO0VJaoYo2aBBPrc3tddsDgdTkAgNugz2WnZApumvV5uI3LdQaKkSu0cXKdgVZq5do4ipbJdXGIlmuTMmmFVhGVLHEDQuQB7sZJCF5BWqjAawZH7cH6/X+MGfmgs/6Is+5geqpx8uTJ06ZNy8nJuUQ3R+8gIoFAIBAIPUJUAeFahyskeP7555977rl169Zd7t2JgFQV7Nixo7q6uqSkpKSkhNEkKeNHKqLSNMZx2pQcikIUjSgaURSFaERRgChAFPid1qN/nzfx6R2IAokGAEm+EGcdBKmF1tMl3s6Ojgazz2V3NFb7XHZni8VlrQMAtSFZZTDSMjnFKJRRBoqRA4AiyqAUgn6ZWkfL5GqDkQ/9u0seApBmEGE4/I+VCSMmG3PyMbeUrxkIrIalMzFgAJ/T7nHZPXar22b1uuweu9Xv9XgcVr/X7bBUeDvtna11jFLHKLXa5KGMUivTxMm1huhBuapYU7Ah0INsCJEHna3VZ774TfqsNxSxgzGL/V63u9VsP7vPYd4JnfXjx48fN25cXl6eyWTqj7viYggRCTabTa1WiyIBAIhOIBAIhGsQogoI1y5Wq3XDhg3t7e1cIcHixYuvTFXwzTfffPnll21tbaWlpdr0GTJ1rM50g3bAOIpGiKJEJcBNcLG+KAkQBRSCY5+siErLTpsyV8j5CUgCZ6O5o8nsaq1ztVhcLXWOBrOj3gwACSNzaZlCHZcsU+t0SSZllEFtSFbHGcW9QkH/4wP3boiwXDJLfA4V/eWJQTPnJYzIDcwM1gDhOiF0jriauBSD12X3uux2SwUAtJ8t89ib22vKnE1mudagTc5Ux5k0iZmapKGqWBNi5FJjIXyCm/Z12k98+HBizvyYYbexLMYsxhhjFmMWWBazPrej9jtn3eEOy0Elbs3Nzc3KysrLyzMaAyfwyiGiSMjIyBg/fjwRCQQCgXDtQFQB4RolvJDA6XSq1erLu1dSCgsLf/zxx6KiotqmTnXSmKght+hSxlIMomlRACAuR4iiEC8AKCHcpwLCgEJgr6s4+s8V0373acupEleLxe2w2morbLUVjnqz2pAclTpUGWWgZPL4YTmaOGN0embkboK64QKeIjj4TZj/s3PlvPG/XqlPyQysE2YUhLzs1TQE6wQAwOD3ety2ZlttmavV4qircDaZnc1mRqlTxZm0iZmKKKMmMVMRlSzXGwPagC90hnMH1jsspUPufltiKWCWBUEbYMy9ZLHHZnHWH3Y1ljtq9iXGKvPy8saNG5eTk3PlFCGEECISAIAbKoGIBAKBQLi6IaqAcC1SVFS0b9++8ePHX2m1xVartaioaM+ePYWFharEMZoBE7VpkzTxQygG0QyiaO4vRTMICWKAEmRAwCWQvGw+UWw7d7Kj0WytKHFa63RJJm2ySZdsik7N1CWbOAHAGQggjhxwXlzY8wMH/1+ykW1P3Tztt+t0SSapLRAa2Z/ndDfCINRkwNDZZuloqnY2mTvbLPbass42i6/TzikEZbRRGZuuNWZTtPzo3x8c/cinjNrAqwJWWtkcVIGAWcyyGGPALHa3mh21B50Nh52WK7cIIRyuF9RDhw6FiASDwZCcnExEAoFAIFwdEFVAuOYQCwmunGiGqxMoLCysqKjQmmZoU67TZ9wgV+soGtEMRTGIppH4l5LUDASShYSkoPazpW3mMtu5k7baivaaitiB2bGDsqLTMp3WOmezZcKilSBE/4E+Qy9ADHBcnCQIvBJFAoatj02/bc0XMpUuPJQ/D2dA0qgfYZF0TldpSJK/rNfjarV0NFQ46is89mb7uTKX1awymKIzcnVpOfrUHEqmEzeLWbFQQdqLUdA0ZjHr9TgbyzrqfhSLECZNmjR58uQrsAghnIgiITU1dcSIEUQkEAgEws8XogoI1xBcIYFKpVqwYMGVELvs2LHju+++Kyws7EQx2rQpetMNmuQsqQDg/AHJP6BoXgaIwqC9urSj0WytLOFkQFRqpi7ZlJSdqzeaDIOzgQJu+LBOm/Xz39z8wAeHei8GuOVdPiAuKGso9FVYtcBHvxp//z8OXZgSCGwwxDQIWS3iFiBMGHRRwOBsMpf+c/HIB95uqy6xnix0WEoVUcaojNxo02TtgBxEy8XyA4wxsIABi1IhopnA+jz26r0d577rsBxUM968vDyun9MrswghnK5EAungiEAgEH5eEFVAuFa4QkYksFgsBQUFe/bs4UqHVQkjowfPlOsMkgShEBnAzRTEAA2IgtbTJS2VJdbKkuaKEl2SKXZQVvywnOj0oTGmTLGeGEDsXZR/eeAvK1In5pmuz++uUyCB8FXCywDOm0gheMjLD385/hf/PBRUP9BFhUBvZUM3qURhrkKE3Qvb7eNbVugGZBsnzgXBSXA2m9vPlrRUFDospQq9MSojV58eUAiR04owYDaCmeCx1znrD3c2lTtq9yXGKOfPn5+bm/tzkQcc4qDL5eXl9fX1RCQQCATCzwWiCgjXBJe9kKCr0mGKpmgaQmQA7xXw84GigKKhs9XScrqk/qc99UcK44bmGAZnD8iZZhicHRT6c0MII4kegMCi6v0FVfsLpj//WjeqoGe9gCNO9rC+GFK72qyuVqunww4Ang47iDXHQvy9741lNzzzGqPS+T0emUZLMwqMgWbkjFqn1Bt6LibuNuiPKBgi6gfpLkk9DWeT+cjfH77umR2BMdQkb/G67HZLmbPhZFPpdrfNItcbo9JzowflqZOyESXrIa1I1AwsP+1uP2uv+ra98vPrxg277bbbbr755t6c7ysNUSSIQyUQkUAgEAhXJkQVEK5+LlchgbR0WBk3QjNgoi5jqjp+SJAMYPhpiQzgTAPeFmgsLWyrLms6VtReU5EyMT8pO3fA+DyFVhcYZAC6lAGBaQBA0Nlq/WjBzQs+PxS6o0j80y1hj4r2WrOjsc7vdTsa69wOOxfxA4Cnw+73eDwddk+H3e/1cBqAQxVtUEYb5BodAMjVOhDziAAAwO91Nx4rSRo92dthBwC/x+P3ugHA7/V4nfbOdisAyNQ6mVorV+kUUQaZSkfJ5Ep9HMXIZSodo9KKY6VpEkwRgv7uU4nCXAUIqz04tWMNo9ClTVsUJB4i6RO/12OvKWk/W9JuLupsMStjTNqUnKiMPO2AcT0LA8k06/O0n/7SVvG53Fc/Z86ce+655+dlHYRARAKBQCBcsRBVQLiaCRmR4JJ96JYtWwKlwwOu02dMkal0FF8rHFkG8MlCMkTR4G611B0uaDxWbK0oiRuaEz8sx5iTF2vKFEuKgwYj694ogEC8jwC2LXt41H3z0yflRdzz0CEIAKxnKrimfUeDxe1wOBotng67vaGuvdYMANqEZF2iUa7RaROT5WqdKsagijYAAC1TyDRauVon1+gomVyu0UVMzoGwSNpmMe9ds+y2Vz/tsioAwNth93TYPU6Hu93qcdr9Xndnu9Xv8Xhddq/T7nU6nFaL3+txNJg5haAfkKnQGxQ6g0Jn0A0YqtAZ5FrDebsKABiDr9N+8M07Jj0bZhRAZG0gyhLW67HVlNhrSlpPF3raLZqkbH16rj5jmiI6XaIEuqk9AIyxp73aXvVt28lPJo0f9fO1DkIIFwkGg2HkyJFEJBAIBMKlh6gCwhVEfX19UlJSX22NKyRISkqKi4vjBgbuV6xW644dO7Zv337mnE1nmqEzTdEkjaRCHIAgGcAbBbQw3XCkoOl4UWN5MS2Txw3LMY7LS8nJE/saCsT6VJeSQFpFACARBsDH+ie+3FJXWjLjt6ukM0VqDxW315rtDZa2GnN7rdneUCfX6BKGZSm0Om2iUa7RihogOsXEvycs814M/aXTodn5EDmYbq4sLfnH6/kvvRchvafrVJ/wQJxb5HXZO9ut7TUVbpvV2WLxOu22cxWuljq/163QG1QxRlVssirGqIxJjkrN1sSbuklD4l6e+WYt63MPvHlp0Ad1sSddJTj5fR6buchRV9ZSsYOiFbq0XEPWPcqo9EC9QagwCDITsM9tM3/bfuITLdUyZ86c22+//WdtHYQQLhIAQBx0mYgEAoFA6FeIKiBcETzzzDNvvvkmAERHRx8/fvzitQGXNbRw4UKZTLZp06bf//73fbCXXVBYWFhQUFBQUKA1zYwdcZ8meSRFY77tX5QBDJIqBNEosFZ856g72VC6p/VMafLYvNhBWQnDcgxDskNCf0SF+gOBDKJgo4D/Iwn3pX0Nudqs/3583i8/3GH5qcTRYHG2WBtPlLXVmNtqzACQOj43OtWkijEYBg3VJSZHp5oC78TB/+8+6JfMgbDKgfDVxJc13xdWfrsl7/m3pdF5ZDHQRXN+j0E5BvA67V6n3dFQ7bY3u23WjkZz29kyV4tFFWPUGTP1qdmaOJM2OTNgKWDgMnn2r87LWfyBymDqRgudl0jobDG3VBS0VhSwfndURl786LkybVJAGLCRhQFgjAHcLRW201/aznw1dfL422+/PS8vrzf36s8LIhIIBALhUkJUAeHy88orr6xbt+6rr75KSkpavnz5hx9+eJHCIKSQYNOmTf3hFXDmwLvvvutTD9amTYseeptcpaUYTg9grjCgK6Og4WhB88nihp/2yFTalOtuTszKTRiew/U3CoIMCHEDpDND5kRMFgp5efKbba4Wq+WnkobjZR6HPXF4tjYxWR1rSByeHZ1qMgzKjHCEYc+GbmRAYLobuwB6aOCv+b7w9J7tU5e+1l3QHxxY93I1aZN/RKnAej3OFkvr6ZKOJrPdUtHRZPZ12vWp2dqkTFW0McqU09lqqf1u86iH1kUI9COdE27LQS8BIrwXAwbobDG3VhRYj2+jGEX04Jtihs2WaZOljkHAQOBqkUFY5HO3n/nSVvE5Zx3MmTPHYDBEuJRXBSGDLhORQCAQCH0LUQWEy09ycvJTTz31/PPPiy8fe+yxF1988QI2xWUNZWVl3X333f0XJVgslg8//PCDDz7QD7rVUbMvNf9VfUoORWOKAYrGNA0BbSD0KSQ6Aw2HC+qP7olKyzSOzUuZlK+KNlBUhLb/iPlCEFEbgCT6l9gCNT8UW8+cbDheZj110t5QZ7o+LybNZBydU3WgUKHVTVq4JPDN7/EZ0FPbfwSdEK4NwpyBcHlwunBbw7GSSY+t7K0tIEwHKYHezOxp4xiDz2VvP1vmbDa7Wi1t5hJHfYUyOjlm0GRNYmbMwFxFlDHCEUU8FV3MDzkP3Aqu5orGIx+0V+2R65Jjhs2OzbyNkuu6yCwS65UD1oG7dtd147MXLVqUmRlJ5l1dEJFAIBAIfQtRBYTLjNlszsjI2Lx58wMPPMDNmTt3rlKpfO+99853U5dgRIKKioq1a9ce/PGEfvDt8WMelql1bmtp1fYnB0xZkjh2DsUATQPFAEUDzSURMZiioe3Mj41le2q/265NNiVl5w7JnyvX6iK3/UdKFoKwiZCBCDivwHK0pOF4aVuNueFYWVuNOXVCbtzgoTGp6YkjsqPTTOIhNB4r3fPm6vvXfyA9LtzVC4kG4P+EaQPo1kPAIXFwFyKBm1P5zZYWc8XER5aHROrdBPGRPYHz0gzdaAxhkavVUrLuwTG/fq/1VLGj/mTrmWJEy6PSczQJQ6MzclWxpi4jfulp6UE2YGEGYv0ex7kfW05saz9TGDMkPy57ntIwJJIw4CYC3oHf42g//R9bxWfGWCo/P3/u3Lk6nS7CfXw10r1IAACiEwgEAqF7iCogXGY4VVBXVyemDM2dO/fEiROHDx8+r+2IhQQDBw7sh92EwsLCzZs3Hy49GZs1P2bY7QpdPMUAlybktZkrty4zDMvLyF9Cc1lDDNA0eDus9UcLThdsZH2ezFvmDxifpzeaIqcGhU9HEgxB0wCAoO5oScPxUvOBPQ3HSxNHZCcOz4obnGkYNDR+SBdNxQgQwP/mjX/owy90ScYI334s+T8OzIyoAaSrRRYG3fgDwStwi8o/3+jpcIx5YEmEKF8au0eUChhw+DrB+xCyckQJEfETzYXrfZ32QflLAzk/bZbW08UdDRXtZ0u8Dmv0wFx1fGbMkDxljKkbedD1fEn7P3edAAGA3+2wHvu3tXwLrdDFjZobkzk7RBgIL4VNYAwAzUc2tPz0d7XxOtp+bO7cudeUNhAJEQk2m02tVmdkZIwfP56IBAKBQIgIUQWEy8yRI0fGjh17MarAarXu3Lmz/0YkKCwsXL9+fXUT1g++LW7UPFrGDzZMc6qAAZoG1mf/6b3FOmNm9ryVFA1N5YU1B7Y0HitOmZg/OH9unKR6uDsl0NM0ZyO015irDhTW/FBsOVpiHJ2TOCJ74JRpiSOyAcLqCkSCXxe8tCLjhrwh0/NDDzU4+gcxeA1bFDo/PMrv9mUEkYABAxx+fy0lk4+as6i3zfyRlEDEN16UPMBw8K3ZWXPfltYZSz/d3WaxW8paKgudjRVumyXKNFmbnBWbmS/XB7KMAictsmPAJwMJf7mrxmsD7PfazxY3HHrX67IaRsyJy55Ly3WhwgAwxmCvLqzb/z/qxHHxE55iNEnuloqW8n8p7Efmzp27YMGC0Mt9LREiEgCAGyqBiAQCgUAQIaqAcJnhVMHhw4fHjBnDzTmvDKJ+LSTYtm3bu+++2wapsSMe0Jsm0wxFyRBNB8QAJREGCDxlH65sqy71uRxRqZmp1+UPnDGHChteILTjoN5JgvZzZuvpipofiqoO7FFotcbROQPG5KROnKyJNUh7H+IIH3aAR/iuH/9629mDxTe/uCowGwet04M2kM6/IFUQ8lKqCmRq7cg7FnTpD/Q6ju9OHkRcOaLAwIAB2mtKT/1n9dhHP+CDdunbg/cfMPi9ntZThfbaEuvJb2RqQ2xmfuzQfEW0KeTsBTsGvB4IcwxAMA14b6jTWtFQssFeU2wYMceQNVeuS8acbMAAGFv2r7ZX70mZ+Wdl3EgsdloE4G6psP70d6Xz2JIlS2bPnh12W1yjOJ3OiCLBYDAkJycTkUAgEK5BiCogXH4QQhdWV1BeXr5x48Y+LyTghiHbvHkzGz3GMOohbXI2LaNoBtEMErOGRDHATXhsFvOezVW7NscNzWF9nhl/eC/iiGPnMU0BQnB6T0Hj8dK6n0qaT1UMnp6fNjE3cXh2dJpJWk7A90ba89DEAZwt1g9/Pe/Xn+0AkIT4kukI2kDiFVyMDAAIjcul0wc3rI4bnDVw6uweWve7ivgh+GUXEX9XSiOiJMAYKv+zWhGVnJor1So4fOdDpn2ddkddWXt1cduZQgCIHphnGDZbFZcZ5hgE6YFghQCiHghoA4R8TmvL8a3Wso9UCVmxw+fo06d5XdbaXb9DtDxl+ipKpsEC/EYEbdB06K3UqI5Vq1aZTKbzuF2uDbheUA8dOiQVCampqSNGjCAigUAgXCMQVUC4/IwdO3bMmDGcDDCbzbm5udIuibqiPwoJrFbr5s2bt2zZgg0T48c9ojJk0AwlSIIgf0CccNRVHN+6xlFvzsibMyR/rkKn2/PK4uRRucPvXNBN9N+9JDizp6D2UNHJgu3G0TlpE3NTJ0yOG5wJIBm9GILFgDhMQa/514P3zlq5Km5wZogtEIj+hZnnaw6AEPc3n67wdNg9Dru9sc7vcfs9HozB7/H4vW5Ph93jcIgb9nvcAEDLFC3mk9p4o95okql1NCOnZHJllAFjkKt1jFonV+koRs6NWNxdk3+PeUTnaR3sXz157MIPVLGmMPHAGwcRfQ+pQuhsrW6tKGg99Y3XaY3KmBaVkRdlyhNOVEQ9IM4RT75wf/CXGmG/p/3Mt9byj7DPw/rd+vRpSZOeDVZuEbSB7dR/bKXrHl80f968eedzv1xzdCUSSAdHBALhKoaoAsLlZ+PGjQ8//PDzzz9/5513PvPMM/X19cXFxd2MV8AVEuzcufPVV1/tq59nsbPRmKwHY4ffpYwZQDMUJwmknkAga4gGa0XxmW82OhrMmbcuME25Xa7VURQgCnyd9m//8PC4+UuNY3LPq574zJ4Cc1FhzaHiuEGZaRNzR8yeo9DqACLLADFNKGT04h4Qvu5F76yl5fLrfr0oXAaAmNkSNkeM+1vPmp0tVrfDbm+oc9vt9gaLvaEOAFytVmeL1dNhBwBdYrI2wSjX6LQJyQAg1+gwBlomp2UKuUYr0+hAVBHAB9AnvtysiU+OSR/q6bBzGxH+OjxOOzf6mMfp8DrtAEDL5DKVjpLJZWqdQm+gGYVMpWVUOnWsMdqUxSh12gRTRCXQlXUQcYWWU8XVe9ePnv9eRD9BCOshEMFzmTsQtCnAAIAwBo+9vr2qsL1qT0dDaezQ2brUXH361FBhEMExEC9wkDAAQF5HXdX2RaqEkZ3WyvixC6OH3BZ0QQMXDou76Wk3Nx58jZgG54U4nlp5eXl9fT0RCQQC4aqEqALCFcHGjRuXL18OALNmzVq9enX3koDrfrS4uHj+/PmpqakX+dFiZ6Mxw++LGXm3XK2jZZQgCZBUBogDkzWVF575dpPb1myaNmfY7QsQBdwAZGLmj/VU6b7Xlt286j1torFHc+DMnoLakiJz0Z64QZmm6/OGzbpdFAMAXZoDEYsHemkXYIDqg8Ul/9p4z1vrxFkhpgHG0HCs1FZfZ6+z1B8v87vd9oY6TgkAgC4xWZdklGt0usRkWq5Qxxi0Ccm0XKFLSFbFGuRqnRAiBzfGQ+RkG3F616onht4yL3l0bnepPsJbPB12v9fj97i9HQ5Xu9XvcwMGe73ZZa1rr63wuuzOFotCZ1DFGrUJJlVMslxr0BmHyrUGudbQe+vgxL9XRKXlJI2b040jEWjW54N5LMzHwfIAgZAU5HM7Wk9ub63Y7nVaY4ffHTPkVpkuKdgokCQXSa6LVBt4HQ3mLxcnTnxKn3FjZ0vluT0vAkD8mEf0GTcGvYNbP9g1aDv+kePE+8Q0uDDCRcIbb7xxuXeKQCAQLhaiCgg/J6SFBBs2bBg9evSECRMueGt2u/3111//atcP0UPvjBvzSyFTiBJUQagYoGhoOFJQ+dV61uce/csVSaNzA0pAIgm4f6WfrG8oL7n55XUhzkBQmpBEDAy9+XalLlQMQFfmQLgY6FEQhH3R35oy/ol9h7jp1mpza7W55ay59azZXlfXfKrC7bAnjsjWJyXrkoxxgzLlWp0uMVkda5BzbfyinxDIjw9OKwoTA+ehCkYJqgAk8XekSoDuxYPf43HbmtvPVThb6tw2q9vW3Ha2zNVioWQKhdagjEnWJQ9Vx6Wr40xyrYEflSx4O6zXU7wmb9KzhYiWd284CMci9Q2wpJ1eKhUQAKcQMAB0WitaKv7TVvkfVUJW9OBbogbO7DKVKHAdEQDydbZWf/UbQ9aD0Zl3iPdKx7mDjT+uw35P4oQnNQOuC1wmhBAgQJR0cAN3e3XjwVdHpFAvvvii0Wjs6QYiRMZqta5YsWLdunU9r0ogEAhXNkQVEH42cIUEYvejRUVFF+PdFxYWvv7663blqKTcJ+UaPSNHYsoQX1VMB8QARUNt8ZbT327UJZlMeXMGjMvjkoWCxIB0ZGIKEIKCFxYnZuWMfXARkpgDjSdLK7/ZfnpPgSgGFFpdIGO8e3MgpKOh86okEMFgq7PUHyvb+5c1Mekmp9XaetasT0qOGzJUn5RsGJypTzLGpJnUsYYQAyGyDAjXA3DhquDr3z+c86tnDYOzQ6L/yEk+XcuD7tf3Ou2ddqvdUuFqtXQ0mZ1N1W57s8dhlWsN+pRsTWJmdHqOJnEoouWN5QX1JVuyHnynN5JAsjPBeiBsjnAyxVmA/e72M99ayz/xuaz6jJmGEfcymkRBD0gdA/6S+z2Omm+W6k3TY0fOC7s/kN28q/mn9+T69OTrl1MybeCWQQgQhQBJlUvb8Y88VZ88Mn8uMQ0uAM66BIBXX331cu8LgUAgXCxEFRB+Blit1g0bNrS3t/fJiARWq3XNmjU79x4aMOOPWmMWLaMYGaJlFCOnaBklygBOFXg7rLXFW8yFmw2ZOZm3zjcMzubzhcLFgNjjkDCns8269Tf3znzhNeOoHISg7LPNld9u8zjsw2+fM3L2HIVOB4Eu6buTAT13NIS6FQgY6stL2+vq6stLmyorzh0uAYCBN+S5HXaFVnfdrxfxpcwgBLUgGAvdqgJxTnh8H5gJgUVdqgLJ/C+euXfKk6ui0zIjBPfQc7jfG3kQcYKzBVytltaqElezuc1c4rSa5RoDBtAkDk27fpE6IVMcOSzkeEP3BALBPEQWBgH7gD+7khPkbq9ur9rVevxTeVRazPA5+vTpER2Dmm+WKeOGx495JELVOSBAgP1e60+b2iq/SMhZoh80K7AUUUi8TSWmQf2+F7MG6olpcL5s2rRJr9dbrdaFCxde7n0hEAiEi4WoAsKVjlhI0CfdjxYWFr700ktM2uy4Mb+Ua/WMjKJliJFRjIyiuI6GaKAYoGjwdVjP7t189sCW+JG5w+9YpB9giuAMBEuC0GkK6ktLdv9pRcr43Mpvtg/Ky8++Zy433FgglQiksRxASLdCIelDIXTb9VD1d8VNlServytuqqxQ6LTp101WaHUp43LSrssVVzj0r41z3l4XGv0LE9yLcGHQTejfgyqIqCUwYAC/x0Mx8s2/nHzf3wopJjRdJyzm7kke9EIG9Lias9l8+G/zksbMaa0qdrdbKFoRl3W7PiVHnzKWkmv4Nv7wTw/MjGwUCHMkgb5wgkSZ4Pc4HGcPtJzY4u1oiBl2T+zQu5FcIzoGDcVrvB0NKTP/jDHmbg7JDYL4mwYhAOS1nbXseVGuT40b//9kmmRhFU4YUIAQQggw4uSO9ejfvFWfPProo8Q06CVff/313r17n3/++bfeeuv3v//95d4dAoFAuFiIKiBc0RQVFW3durVPJAFnEew68JNx2ouCRUDRcsTIKIpGgcJiGrwuq3nXRnPh5oEz5g66aa423hg5WagLSSAOOFC1t+Cnjzdaz1REp5rueus9qTmAIg41EMkfCFohnOA+iCq+LWiqqDi9t7C12pwyNicpKztpZFbKuBy+fBkkcT8AALx1/fgn9x8CMS6VrtC1XdBV6O/kOiCy290ddr/H42y1+j1un9vj6bC7Wq1+j8fndbtarY7GOhB7I5Ur/B43LVfQMjklkwOAKjpOptbSMgXXM6lMraMZhUytVeoNjFqnNhg1sclIpuhOOfReBrDdrdZUXtBYum34fW8DBr/X0362xNVibj1V6KgrVcaYYjNvih40VRmdJngIEf0KHGYdBIwCyYBlGAS9AKJKwBgA3K2nm4/83WU9HjX4tqjBt8k0Ce2V/2mr+CzlxjcomVp6KfnbBAm1yPx/CACspf9sO/lvQ/ZD0UPnYH5V7jYN8g0AwN1mrt/3Ys7w+Oeff56YBt3DGZiPP/64Xq9/7rnnSAYRgUC4CiCqgHDlElJIcDFwFoEsY07C+F8zMoqXBDJuYDJECy4BzUDTscKyD14yjs8fOWeJXKuTCgAqkiSAMHnQ0Wg58dW/T3y5xTg6J+vuucYxOZt/OXvyb5ZmTMnrcsAB6FISQDeqAAECOL23sL68rPq7oqbKivRJuUkjs02TcpOysgGCYkYeHDS5ecG86cuWJ43MBkmCEHRtF2AMzacqnC3W1rNmt8PedtbsbLXa6/luSbWMT8v4lLRfRbMyhPUyn4zCMopVM2yUzCensYLG0XKfhmE1jN8HFHeU31hiMMDM5FavH3X4KKeP9rDgZSkvizx+5PLTHhY5fbTdxzh9VItH5mNRo1shU+tkKi0ADBh/M83IVYZkilHoB2Sqo42IkfeoB3qjJY59uiwmIzdxzJzgN2LW67bVlFgrCuy1PwJAdMbUqIypWuMYENKLAkZBkE4INQqE3kLDBUTQeceA/a7W9lNftp/+Sp08ztVYmjz1v+W6AfxKgQc4QgFrib+3kNBbkcdee27nMkYVmzj5d3J9qrAOQnzeG4XEuxnjZmIa9ARnYN59992TJ08GAKIKCATC1QFRBYQrkT4sJLBaratXry4+WpuYu1RrzKLlFBMYqBhJRyz2Oq0ntqx2tVhGPbjcMDib6sYf6CJfqLWq4vAH66uLC7Punjv8tjkxaSYu+mo4Xlrw4rJfbPxUqdX1pmehEBkQURVU7iyo+Lbg9N7ClHE5SSOzB02dljQyW5pTJG3jD0Iy57u/rfd7PJMfW8LNl76lvd6iTzSe/b7Ybbfb6i3njpTY6+taz5oBYLDWESP3qhl/isodJffFKb3xSh+FgEJAUUAhoBESp7mXfCUGtw4SDxoAwW/2pT+V1ZAZ3clFyywEAnfMT2NhAlgAFgPL4g4v1eGjzQ5Fc6fM6pZVOVS1TqUPIwCgZHKFzhCdnq2ONWri06PSstXxJtEW6KWl4Pd6Dr6RN/Epae9DODiSxxhDZ4u5vbrYeuLLztZqrXFsdMZUffoNtCoGMCsG/EFpReI7JYtxxHwjqYEAABh8HQ3VXz5KK2O0qVOiBs9mNAnCtcKARQ0Q0S7g77b2iq2txz/WD74tNutXnDBAgqhFwN/H3IS73Vy/98Wc4fEvvviiwWCI9MW6puHKCe6++27u5eLFi0kfRAQC4SqAqALCFUcfFhLs2LHjlVdekVoEnD9AM4iiEc0gWoY4i6C6cGPVzk2m6XOH37EI0SB2MRTRHwifaK4oPfzBeuuZiqy75g6/bY5Cp5MmeCMEB/5vDQK4fslSOE9JIF3TVmc5d7ik9LN/15eXZt6Ynz4pd9DUvEB2EAr5P0BIq3/QXACA+vLSPX95/f5173Ev2+ssrdXV5w6XlLy/kZujpP1DtB2xco9J25mq6UxQ+mgaGAoYCjEU0BSiKaC56J9CNB/0A0VBk0vW2Cnr8FFeP2p1Mx0+qsNLt7hph5fq8FJuNrCPlW2KcfEuOY21MlZG4ViFHwNoZX4ZheUUjlH4NAyrkbEyhBPUXgaxLAssBj+LWQwsC34MLItZDH4WWt30uQ752Q5FdYeyvE3j8tNeFgEAxchVMca4zFx1vEmuNWiTMpXRxoAGCMsjAgwtp4urdq4Z+8inIS37wnRoc7+v095Wtddm3uewHJbrknTpU6IzZsqjUsX1oav0oeA50koDwUbgLhlu+P51SqaJzfple+U2e1WBJmVK9PD7KZkm4O/wGUEgsQJAVAjcBOvtaPr+dY+9NmHiswrD8IAqCFQaUIJgoKw//c1z5mNiGoRw5MiRjz/+WGyw4FITV61adbn3i0AgEC4WogoIVxZFRUX79u0bP378RUoCziL4rqwxecoKVXw6I6Nohqsn5nodFSQBA47a0pNfvA4A4x75ozbBGKQHwoVBcOUAQtBaVXFk8/rGE6VZd80ddtschVbHxWBi/QAAIATOVutHC+697U9vcek60EWXoxFtAXu95cy+PRXfFnBiYNDUvMwb8yOs13XxcQRtILz8y/XjZ7206szewoqdBQAQJfOmqV3D9Y40rRsQtb5ywCND6scYOmg6oAQYCk7ZlTYPU9shr3HIO3yUl0XWTrq+Q2b38hnqyRqfUePVyVk5jQ0qVif36+SsQe3XyVmtnFXQmNtRi4NZ871h5fVNdg/l8SO3H1mdNAA4PJTdQ7v94PDSdg+ye2i7h6rrYJI1vmS1d0i0J0bhi1H4hkW7UzSecIXAsuDHmGWhxc1UtCv+dTqx2S0zKLxWt4zbvbRomk6fxhjHxgzKVRtM4TZC5faV2uTsxNH3hIXx4ZG8RCQAYJ/bbjlirzloq94PAPq069WJY7SpkwFEtyGyHhBLE4Jqk/kJcFTvtlcVJE15CdEyAOz3dLRXfO4wf6MbdGv0sPuCbgI+xJeogkBHV7yf0HHuu6Yf3tAMyI0d9TCtjA2tP5bIA4+txrLr2evHD12+fDkxDUBos3jhhRdED5OoAgKBcNVAVAHhCuLjjz/euXPnq6++epFZQ9u2bXv99ddlGXMSxj/C9TrKOwNC1hDFIIYBioGqb9fXFm8ZdNOCgTfOpWihv9EQSdBFOUFHk+XYF5ur9haMvHPu8NvmyLlhB8LqicW+hs7+UHxo0/o5//ce9E4S2OoslTsLzuzbw4mB4bfOTp+U22Xhcbf9EYGknrj2xxLHqbKqspNNlRWt1WYN7cvQOBNV7qF657Bol5wGGY3kNMgYJKOhoVPxX9+lrhhXf84pP9OuqHcx9U5ZXQdj0ntNek9mrMeg8uvkrE7BGlR+g9ovp0GnYMVelYS0djG/HQITAICg4JSm8Ixq1U3NAIH6ZiFzCCT/+JcWO1PWpLC6aIuDKbMqLQ7G7qUMSv/I2M4ktS9N6xkU5R6g9jAU5uTBqXbFf5ckjzM47zK1GOSeTh862Kg90qI5ZVe1e+h4haexUz4gVuM3TqaTxkYPylXFmDhhUPza5Jz/t4OR6zDGmE8HwpiNrAcCSUBBVQPY3XbWUft92+kd7vYavSkvZtjdiuiBkdOHIlQa8CoDADy2c/V7f5+c9wqjjg9cSQw+Z1Nr2T98DktM1kPKhNGS20gQBhKFAIJE4CZYr7P12AcdNfviJzytSpog1BVQwRMUAALWay19z1f9+ZIlS+bMmdP1LXZN8Nxzz4nlBBxEFRAIhKsGogoIVwRcIYFKpaqpqXnyySdTU1MveDsvvfTSjxVtxryVyphkmqF4JUBLqwgQI4PWU8XHt6zSpwwd/dCLCq1O6glEsAvEQB8BQuBoshzftrlqX8GIO+cOv3WOXKsTBYC0v9HQaYDPn1k8ZEb+yDvnhBcWi5Kgtdp8Zl9hxc4Cp9WaPik3+645EQsGggRAeO5QUG0B2OostT+WmL8rbv2hsMPhdPqZkXrbAHVnbnx7vMqvYEBGIxmNZDQ3Acfb1BXtyjM2xal2RbVdJqfx7IGOZJ13qMGTrPeborySiB8AhQX9Qop7BGGAgnZ08486q4NaMqW9ezHQzUuPD1kcTEWL3OJgzDZZRavCbJPpZGy6zpOm835bo713UNuvMlv8LPax4PdjPwt+DH4WNzhl3zdpKm2q4+1qjx+N0NsbOuX1ODF6YK5cbbBbyrIefE/iHnDCgOUmum7uDywKyi9y2+3Vu1uOb0W0TJ9xo950IyVXd28dSCsNar9+PCbrV+oBuQEDQXJxXfUlbeX/lEWlR2f/mlZEAe8RiJXEKFBJLCwS78vOpjLr4b/KozMMoxfRqlhujDPuaxA8QXnsNXU7l95354xnn332fL6RVxVc/wchAqCoqKiysnL+/PmXa68IBAKhryCqgHD5kRYSbNiwYfTo0RMmTLiA7WzZsmXt2rWyjDmJ4x+hZKFKQHzJdlortq9pPV0y6sGVCVm5FB0U/YfogZDaYkeT5cS2zVX7CwbPnD3qvvmcHggkC0k0QJBvAHwc7GiwbPnNw/P++amYaCTGx5YjJdUHi6sPFnns9oFT84bcmJ8s5BqBZLVIr8KMAmHq9J7C2h9Lan8saaqsAAAN7Ruic0yMbR8W7VTIkIJBCgYUDFIwqNUrO9aqKrWqT9nklW2K7Dh3Vpw70+DOTvSYYr03f5C6/IaWvIHOIBkAXQT9IVIhsCYK2m8MALDm2yij3jd3vANYAACh1rhbJQBdLwV+jtVJF5g1bx+OnT3QXlCtjVX6JyU6pw9wDI12+fzgZ7GfBT+LWZafrnHIf2jWHm3RnLKrvCyKkXn1jKdDO1Q55NbYofnKaJMQrnN+ASsYCGy3NQISqQDcBNthOWQ7801HXUnU4Fn6gbMYdXwP1gHg9pNbOpuPJ0z+XYRiAwHW77VXbu04u1s35G6tKR8Q8NXDEkkQcA9EkQoIEMJ+b+tPf+tsLk/IXSHTp0VOJUIIAcV6Oyy7n7tt2rDly5dH/AJe3XCeQHj/B0QVEAiEqwaiCgiXGa757fbbb+dM+QtTBVarddmyZZV1fmPeSmV0MiWpJ+aFgSAJmssLjv97tWna3IwZcwMWQXCyUCBrSJAEQEFnu/WnD9fXfF84dNacEXfO5Wp8IycLCXogJE2I+7vn9dWMXD7liaXcHGertXJnQdlnW/we95Abb86cmR83JBOC4+cgwjOFpHMQdFitFd8UnPy2oL6slJuXru7I1HWMiOrI0LkVMl4GKBiQM6jNI9tXryuq15S3KPPTHbkprqEGT2acF2gACvF/KSg+q1x/MPq9uQ38J0Vs+w+XCggFvZQ+aYRkoWUfxc7J6cgd6A6O77sXBpI5EHl9q4uet9W4dGJLvskBGCqs8sKz6oJqraWDmWrsGBPnmpzkiJL5udoDPxvQCW4fOtGm+qFZs7chCmOYGt/i8qFjaIws/UbDiNuVUSaJHsAhBoJEOYTZBdJqZcz6XC1tp79qr9imNGRGZd6tjBvRlarwtpsbi1cl5f2JkusB+KQiEFOMgm8NX0ddW9k/sNcVM2YxozUKjf2iDAh2D4Q7kuupqO34x/bT2xOnvKiIHR5UcxzUQxGFvc7aHY/Pvmn8tSYMQroilUJUAYFAuGogqoBwOQkfkeACfmI3bty4adMmxZB5caMfDJgDdFAVAU0jn6vl2EcrWJ9n1C9f1CWbKFoiAMLrB4ILCWp/KCx6+6XU66ZNXLiUb+bvIllIKgxC9AAAIATOFuvmh+6d89f37PV1lbt2nPhq+5CZ+aPvm5ucFeQMRFYFXXgCCMBWb6n9seSnrf/mxICG9g3SOobpO8YbbAoGScWAgkHH29WHmzU/NKocXjov1Zk/0JGd5AEagA4oAaARUACI+wuz/5q88vbWHJM7KPTvShsErQMAgQDW0kpXNzFyhk+EWfOlfu6kjuxUr07h1ymwnO69NujOQ5j3cVKeybloXDu/iAXAACy2Oumic6qyZoVoINycZs/QdYqmAVev7Geh0welLeoDDbqjLZqBWldWlN3ayZzGQ1oSb00YPVemTcKYBRYLCUUBAwEwGyG851+wktCfZX0eu3mX7cwOzHq1adM0qVNpRZRUQgDg+r2/1w26TZ08kXMbgPcKxP9HeHq76n+wlf9LnTpNM/AWSqaRaAMqoBCCpAJ/nTqtx5oP/jlq+ANRQ+4EQHwJclAhMsUJg2vQMQjpilTK1q1bVSrVrFmzLv1eEQgEQt9CVAHh8sAVEiQlJd19991SR/7kyZNWqzW8QS4iZrP5pZdeqqzzJ097URmdHGQOBAuD01++XnNgc+btSwblL6BoiFBFENbLELdCW3XFoffWdDRZbli6KmFYdogeCK8ckHT30sVLgK9+v6xqf2Hc4Mzht8weduvtAdtBJKIqiCQJEMDJbwuqPtlQf+yYh2WcLDNSb5sS3zJE75IzSCEL5AgpGChq0P3YrNlv0SRrfZONzvxBHZnxXkEMoCBVQEviewoAoW1H1QVlqrcfsoY6AAgBQEWdzNJGWe20vRPVtTJ2F/L4kNuHrDbKaqc8PmR38TueHOM3Jfg9Xv4gSs7IM5O9Hh+yuyh7J/L4EADIGaxgsFaJ47R+g4ZNjvYraJxu8OmU/myj16D2d68Ttvyk3VKq+eAX9YCDU5LYoIkKq7zArCms0Vg6mKkDOsbGua5P6oiS+/wsLww4ndDphS+qY/Y36to8zNT41vExbQeb9Qd9Odoxj0cPuilUD7DhTgL3iGV5E4FbEyTTGLvbqtorPnc1HtGkTtVl3Eyr4zg90X7iY0/r6bjr/kuwHkAwC3hhIP4JgfU5Hae3uyzFUSMXKBPHBsL6EEkQIhUAfB11TcWrVIljY8f+hq82FuoKBIVAAULA+iy7/+u64VGvvfZab76nP3e+/vrrvXv3dlVPfDFJjwQCgXBFQVQB4TLQJyMSVFRULF682G63Rw+9I3bEXerEIWKakDSDyO9qOfbR7wDBqAdfVMcZA5Kgx4EIKCj9ZP3J/2we9YtFw2+fGzSYccSygXB5IMb6QrLQsW1bfvp0s3FMTttZc+7iJQNvyAu093evCoLThACg4tuC+q8/cvy4GyO6tlObpnaOjLLnxrcrZUghQ0oGKQV/4ECDdo9Ft8+iyUlw5Q5w5Q/qMEb5gUbAgEQMCBMUAIVEMSBMAFBo9ur4dY+3ODopSyttbmTMjXRdK11qlnl8yJToNyX6tCocp2MNetagZ7nInpsw6FidKqRGlg/Qb14Zv+13zYJFwM+0u5CChmYbqqiTAYa6NtrSSte10fZOyuqgLG20QctmGz3GKF96rC872WOK8QU6KWqjH3w/8b37G01RXn5maK2CqA0CRQhFFtWeGrXZJk9Wex/Lbhmod3N1yVJ5UG2XbT4dd6RFPSW+PSvKXmFT7W9Llw+5L2bYXXJtosQ0CBUGmOVkAAuiMAAsaAnuJQsY+zrbHFXf2qu+lkcPUqdMketSG4tfTpjyMqXQSyuPpcJA8Aowf08EPcuxz9nQdnSdMmGMdvDdQp2AtG8icVyCIKmAfZ3N362WR2fEjn1cIgkoaeUxQhTga0UYcO0Xjz/+eFcdoxFVQCAQrhqIKiBcarisoYULFw4cOPCCN2I2mxcvXiwbvkSXPrG98ou245/TCl3ShF/GjbxJKgkclvLSfy1LnTxnyK2LIiQLRdIDQAGF4FxJYcnGNTEZQ69bvFwVYxCrjSOqAgiWB1JtIOqBI5s3ntyxPXVi7oQFi2LSTTXfFxeuWfXQx9ukyUU8kSoHxJe2ekvFtwWH/rEJd7RpGF+rVwEACwdWj4hxKWWglCEVg5Qy1O6T/dCkLTynLW9R5pscuQNceSaXTsUGRf8hkkBSSMCbABQAAksrXXZWXnJaXnJaZm5gACBvlDvZ4M9M8RkNflOS36DnBx8IRKVi4S9Emg+B4uDxTyccer0hYsVw4B8b9NLjBUsrXVEvKzqtcHRSZitjaaeNen9mgjczwWO2MkPjvXNH2wNxPxuedBQqDHg14kbbz+g+OBmloPGjI1tmpjh8giRg/djPgo/FTS7my7NRBeeicgyOm5Obaez/v8qUhugZ0YNnRZlmhOqBICdB6h7gLnWC39NRu89RvdtrO6tKnhgz6tGgjolAFAVC1lQXD3BeOPhcrSVrKLk+evRiitGEGQUR6g0QorC/s37Xs/LYzITcFYGlQQqBFwZN378+Ls11FQuDbsoJRIgqIBAIVw1EFRAuKeGFBBeAKAmiBs8Uxyq2Ve+t/+7v3o6WpJy7jdfdo4qKqyvZevrrtSPvW56ck08F6wHoyh9A4LZZD/1ttc1invjo8sSsnBAlECgbiJQ4FF5F0HC8tOQf662nK0bMnjPq3rlKrU50Fb78/bK0ibnZd84JVwXhaUIAcHpv4aF/bfKdPNjqU/kxipJ5b4hrRhRV7VSfsmui5b6xcc57BrU1ueR763RfVuvy0x1zhtpzjJ1B0X+QGJCmDAkuAQVAQWG50tzIFJ+Ql5ySJ8f6szO8RgObk+ld+Q/djj9bA2UDIqF6oIv5QStguxPdsTJu9+qmyHXDrNjSHyoMQmSDxwuWNrrkrKKwUllcpZQz2BTjyxvoys90mqK8wW8PNg3CBQMAYFxYq1lfGmN10fcMsj2Q2aZhWJYFn+Ab+PzQ7kavHEk+bNVMTrCNjOqggD1s1VR60+iBd8cOu5uSaaSmQXBFckAYcBZBiCrg5jjP7bdVfk7Lo3wd9VFZDyniR0uFgZhNJPwX4RkundVxZrun8Ud99qMyXSonfCN0TCTxEBCisN/dfuyfPrsl4fo/UHKd6C0EJAGiEKIQRTcWrx4S07hu3bouv64/Z7opJxB57rnnpIOaEQgEws8XogoIlwiu1S0rKyukkOACtvPwww/70ufHDL1FlARi1lCntbKp9D9NZd+oYpJZn2fsI69p4o3dpQlJCgkQgsodm8u3rB96y9zs+xdJlUCQRRCiBMKqCDhVUPND8dGPNrbVmLPvmTvijjm8HpCs6WyxfvTIvAf/9alCp+MOTWovBEBw5KPNFZ9sGt5xiKGp0o54u092Q3zzjKRWlRypZEglR2oZavYo3jiacKxVCQBzh9sWjW3VqXCQBqAiioGAWrC00SVnFNu/V5ackucM8WRn+HIyvVmDvDo1FmuLH14dvegOZ262J+iSRFQC0kyhLlarqGGWrtdve6kluPE+qD44wswIFQX8B81+J2nlrNbsJHdJjaKoSllsVlpsdN5AV3aiZ5rJadT6IpgGbCSDAgAwrmiVbzwWXVirmTPI9oshbUlqH8bwzVnNR6eiy1uUiSpvitYjQ/iMTdHYKRNPBiXXxg67O2bonUimxiyWDHHASrKGxLLjIGHAaQm/p6Nxz/OxE5fKtANcDUccp7YCJdMPfYDRpwNgiVcAgWyigFQQbpqgc428rScdJz9Qpd2kTs2TJA5Jiwr4PkylEX972XtehyXxhpdRQEtIvAKEOs7u8bSfaS1/Pz8//+obxosrJ+ixCYOoAgKBcNXAXO4dIFwT9EkhAQiSwGOcYxh6K82AKAloGa8K9ClDdUkDnA2VMrWu5XSJtaJYmzCHj+wlCT/h/eS4261H/rWmo7lu1p/e18Qbu9oBPoNbSOSGkGkAwGAuLjzy0SZXS/OI2XNmv75OtA5CtqOONWTckPf9e+tveHJpyDLM5R1ZrUc+3nz6i81j0MmhiDnemejFVHaU7daUZrUMqWQUpwqUMlRYp/uwMlbB4LdvrC+qUxefU80Z7dApvBGi/7D0oZIz8uKTiqITiopzTH5O5+2TO19bYtOpMVAQbH8AILj9hs5txYrcMd7AYXQb9wOg7uwCGvgPYrm0eEkmEuL+IgBxJgIkfhYKSaIHDKXn5DoFm5PqBgy5ps7c9E7AYHXQhaeVJbWKjT/qACB/kDPH2JmX7hLejoAS9EBYJJ0Z6111fZPd07z5ZNSvvknNjHaXNKpuSnM8MKR9RkotZsHPYq8fnD74sDL2q5qo6xPtU+LbSlvVVXVvHzv1MT1ojs40k1HHB8Yi4HoWkpgGIRYBV5RsO/GhOnWqTDMAY6yMz1bEZbkbj7b9tF6mT9cMvptWxoR5BRAQBuF3GwYAYKIH67Mfd5x83+eo1Q2dBwhhQAixwgQCQJhLHwIWcbYaxlEjF7T+tL5u1zPJM16XXAnw2WtsZ75yVH2jjBuuiBuRcvM7e75fs3HjxgULFoTe6D9brFbrzp07SbhPIBCuKYhXQOh3+qSQAACsVuvixYsdcbMNWffz/oAMOEkgygO/q6XknYcTs/OG3bO0s9Vy6J0nY0xZox9aGcEfQIFsopYzpQf/d8WA8Xnj5i8V84J6TBwKzyNqOlFavO51v8c98ZEnUifkBrX9B2cWgWAXfPCre3/x9/f1yUZ+IQIAcLZYyz7bUvHpphFQqWagtCOeBTQzsWmcwSGaA0oZUsrQoWbNhmNxCMGSnJa8DBdXQLytQvv6/pi37mnKTvEEWQRUQBgU/KQsLFcWH1dwFQJzprqyB/n42mIQSgvEfRK0k9VG3bwk5tA/rQDBGqD7DKKIBQYYCg/LtxcrX1vULhgCkVKGpLUBIdZBcE7REx8b8gZ3zhndETkTCYO5RVZ8VrHthKbOztw+tGPuSLtR6w3NSoLQaauL3lgeXVCtyUvtKKjWjot3PTO2OUnlYzGwLGZZwBj7WGjvRP+oMHxzLuq32eeG6DrOOmTfN+m+qY9lk6cbsn5Jq+N504CVmAYBoyBQeexuO93207txk19EiBH7MwWMWdbjrP7WVbtXnTpDlTpdsAgCXgH0/ChH4O90Vn/laz+jG/FrWp0YlDgkqTHgPQGK5hyDlh9eo+SauAlLAVHOcwfsp7b5nI36IXdp0/IYbTJCNKIon7Op5stf//XtNTk5OT3sxc+E5557rvtyApHFixdfrQlUBALhWoOoAkI/wrW37dy5c/LkyRc5yo/dbn/44YfbNZMTJjxOSSwCmgFRFXTUlZf+a1nGjAWmvLlctON3209+sbalsmTiE29p4o0heoCbKPt4rXnftrEPLU2bnC+N+HsuJ5D4Dy1nKn781/rGE6VjfrEg65654QIAIEweIEAARz/dfPb7ojtee5s7TITg4N/X1/z7b8PwaRlD/eTg9EDzOINdLTgDKoke0CvYRWNac9M6hQ6F+J6FSs4pVmwzLJpmnzOhQyoJCo8rCo6oCg4r83M6c0d68sa4dRrBMOEOJuI0BOTBw3/Qz5/dmTfeAxDsFfQgDCQvhbC78LB8e5HytcXtgdSgiClDEQsMgguFKxpkT3wcu21RQ6A7o0C6UYiEwBYbU3BKveW4VidnZw/pyB/YYVBF6u0U8Obj+vU/xcwd2j53mE0nY+0etPlkVEG19p5BtvuHtHGSgGV5J8DPwncN6j/+mDzD2D5/UIPHD6fbFd/WRX/nGadKHBM97D6g6OBxkUMkAev3dlgP/kk7+E5l/CgcKErGwHdmCv6Oho6q//hdjZoh9zO6VMmgZgCB3kvD4Z0XLvr3NP3orNqmG7mQ0acLiUOUWGMgpgkhRCGKAkQjYFsOvUbJtG7rMUVclm7gLFXS+OBsIhpRtKv+kPvo6k8//VQnZMT9fNm0adPJkyd7kxPFDXh89WVPEQiEaxOiCgj9hZg1lJmZuWnTpt///vcXvCm73b548eIm2fiE8Y9TojkgWgQyECXB8DnLE0flBYX+FJh3b674z/oJv3ktflhOIMqnwOeyH9602tlcN2nJH7UJRoDISiBiv0OiNnC1Wcs/21z57bbR9y/IuntuN84ACG8JmongH/fPvnnlqqSR2SXvb6za/NcRcDpR5S5qH+BimWkJ1uvibKpQPaDdcMygV7BLxrXkpLiBBmAQMJI0IQaARuZWZvHG+LnXdyyY4bC0M/8+qN5SpM5M8eaN9tw+2dUrMSC+FI4FADZ/qTxZTa98rAOgl0pA2gYv+cfiLXuUpWeYlb9y9NYlCJ0ZCOJXfB6TneyZm+PoovYggnUAAMU1ym0V2sJq1Zxh9rlZdqMmUHhg91Criw11DuaPUxr5ggT+iLDZJltxINGk8/zX+CYNzbIssDiQJdTupl45nHjWIX9+1LlEhdvjh3Y3taxkUCeljxkxV2uaEV58LCoE24mPfC5r9OhFENpbkViRjAGwu/GIs2qbPHGiKnWmmE0kNQ2Cvz2ShCIh7vfZqjpO/lOXtZjWDAgYBUKxAT+esWAXeFqO2Y79k5JptKabtBmzuJlBFQiIBoqmEG09+u5A5fGfe8M5F+j3skcEogoIBMLVBFEFhH6hvLx848aNYiHBxZjsHo9nwYIFjdSohOueohlEyyi+oiCgCpCrqeLoxifHLnxbn5IZIgm4v23m0oNvPzlk1vzMWxdwM1vPlB7864qkUZNzfr0checF9abHIQQnv9pyaOPaITfdPu6Xi+QaXWRnIJJRIF2zan/h9++th7a6bG9phsZR59Xvsg64LrbllgHNXKaQWo5UcqSSQbNb8XJJopKBJeNacga4gRH0ABM2EhmNgEFWJ3Xz/ySaEnxWO337JNecqS6T0d+1BuhaG0giS2sbNe+/dDvWtfOvA8EohP4VJixNlKMD2TsQYLB3IADgpgu+lytkcPukTsCgU7I6JdYqsTHG30O1cVB/oxhYsLTRD/49fsf/q5dTYWXEoiQIzjtiWQAAhDEAWF30luPaf5/U5aU552fbjFqfuY154tvEvFTn0gkt/LuCD8rjh7ePxBbXqV/ObRgc5ZYKAy7r55ta3dqyuDvTWu9Ma/H4cXsn9Wl1XEFdrMEwgB66QBE7NLz42OewNH//57jcFyi5TioV+C0GywPsddlK/0rJtOoh9yOZBoILDHhnIDJcSTHy2aqdFf/SjlhEa42iUSDE+nweEevt6Di1xdtaoc96RK4b0Pzd/yTkviiLSkUUI9QfU4AoRHF2AYMo+ty3Tz1y3/U/3wKD3nRFKqWmpuYimzwIBALhyoGoAkLf01eFBADg8XieeOKJU7YBiZOfoxlEM5QgBvjEIYpBXkfdj+88PPSOpUlj8wMxfdg4ZR679fv/WyZXayc8turcDwVln6wdt2B5Wm6+NEaPaBFAmD8AAM0VpbtWLdMmGG945sXoVJN0he7sgjCp0HisdOfql1Kavxura2Yp5ntbcrtPMSe1bqDereLGH+BUgQwVnIvaeDx2ydiW2cMcghhAvDAIH4yMhtJa+euf65vtlE6NZ+d2zr3RGSHup8I1QNh0GPOW6ZcvcmYP8QHwUWiFmbY0UnVNlL0DmS20vQPVNVHWNsruRABgiGJ1amyIYgFAp8YAIGewnIGKGhoAjLEsANidyGKlAKCuhQYAnQprlexQo0/OYGOM36Bls1K8OgVrMvjCc4rWfBOlk7OLJttCM4tCxi8TXAIWA8vJBu4oMSAAu4fafEz34XF9TmJnSYPy2fEttw108EePMX/5gtQOLqjWrikxzB/edv+QNiypKObC+Gq7fOWhJIxhWbYlUeHx+vF3jdp/nkmMV7jN6qlRmffSmkTJIAZsy5F35DGD1al5EknABukBQRWIE67aXZ66YtWQuYw+HQv9lnY1goGAWD+AfG0nXKe3akY8QmuMEqOA/+ttq3Ac/4fSOEVjmkXJtYii3Q0l9opPkma+TVEMouiQLkq5f6zbVr3twZ9vgUFvuiKVUlRUVFlZeZHpkQQCgXCFQFQBoS/hCgkufkQCkcWLF1e0xiff8DtOElBhiUPY5/jxnYfTbpibkjsnEMoLSoCSmgYUIASlH605932BMsqQ+9RrXKWBtDwg1B/oIqY//M+1p3Ztm7hwacbU/MBbIPQtkR0Gyfz9a9cc3/Kv22MrYuT+Op9+l3XAJEPLLcZmMVlIJQOVHHViZl15fINL9sepjcYYPzAIZBAQBmH9C5XWytd+pbO00POmO+fOdNk70cN/jl10R0f+RHeEuJ/qySsIAgHA2n8pT1bR2UP8FWbafI4yn6NNA/wmI5ucwOrUrGkAq1Ph5ATWoGd1ahzcVB/UeL/mQ40x1j93hivMGcB2J7J3UHUtlNVGWVpocyNd3cQ02ymPD8kZnJ3iyTZ6TbG+zESPTobz3kz64KFGU4wvbHCDCC4BZoHFmBXa9RHfsQ7mJvbWqFfsj1fQ+Kb0joXZbQalX0jOEU6JVChhMNsYaTYR8EUNgYSiz6qi1h2Leziz6SZjm9eP2zqpT8xxexqiBmmcZ3Q364f9AjFKwNjVcNhx5j+Gib8NqTTgFUKoXQB8ITJgX3uVq/JDefL18qTJoX0TBV81fiqgXBEC5Gs72Vn1mXr4r2lNMgSKClBnzU5Pw3faEQ/L9AP5iB/RiKJtxzYC64vNeQpRNKIYJAoDYQVE0e6mUtePK3+OBQZcV6TnlQ5EVAGBQLiaID2TEvoMsZCgr7Jsly1bFiwJqEBvpDJEMwiw58iGxfEj8wZMmhOc8SJEb8E58X6vp/1shTrO6Gy2eJwODZdpEZxtwb3i+njkpwEQ4uc0VZbuW7Mifmj2Xf/7qVyrE3NnEPDdiXIvMBaEQQiY72DzzIHCA/+7Jq39yAMJTZhi9tlSGz3q+Rk1mVGdEkmAVDJkdqh+fzBp9iD7KzObgEEgQ8LfEJcAgEKl52Rrv9RXWGRz8zrW3e7khiTT6WDdc23z/jvGZGQz030R4n6qG0nAH0bBfpm5li4pZ0rKmOQEtq6RMqWwt8/wcHogcO4gJKEf+FMYdDb4s+nxglwmXKCg1gmkU2Kdwm+M8YfYAh4ParZRZbWy0hpZQbnKbKXtnRQAFFcpwd9pivEFVyBIdAgfWgPfCRAGVliEBMfgcINy9UHDP2dZYpX+fx6P+tWXxl8Nb/vFUJuYQ4QQUBJtgBCY9L6N+efePhK78NsULpsIYcAIYYwRBozRPQNt4+JcT+xPOeeUL8xsYii8cGhjXlL7a+Up4+T/+enAD5B+lypliu345uhRj4ZLAuDsgrAkInGC1qVpRj3hOvWxr/2UcuAcoBURREHgMgodxSIEGGEAOmqwwnSH8+Q/1Jm/pNRJGFHgszlPfQysTzfmWSTTsKwfAUaAEcIIsC7z/pbvV9tOfKwfeh9gAIoGChAAZgEoQBgBRsqEUc4Bdy5btuznVWBgtVq50Qku944QCATCZYN4BYS+IaSQ4OJZsWLF/rK2lJvWSCSB0OkQN0ABBcc/WYEQZM1bJQ5DFvgXlkHkc9m//79lumTT2PnLLYcLSza8dMOyt2KHZEuLCrpr3UdwYvvm8q0bJzyy1HRDfmBpcAJSBLsg2HBwtliL/m9N7Z4vb4o6Haf01vn0u60Dxse23pjUEqNkBUkAXA+km07GfVWtWzW1MSfFDQzwkoDzB5hAYTHQqPScbO1XenMjs+CmjrkznPwoxQj4MJaC4jLFind0X6xp0Wlwr1KJABXslxUdlpVV0OZaOu86rynFnzvOl5PlAwyzF+nXvewwxofoAeFviDBgw+ZgDCysWKfNG+3JH+8GVlItEOYb8DPFOayk6oCFxR8YspM9bh8qrlJanVRWkmdyaufcUY6IpQWcS8BiECsBuH1GGI5ZFcv3Jfx3btOYBBd3TNU22Yr9iYNjPMtymrUyFuOAGOAtFolCKKxVr/4+bv7wtl9ktvEFBhBIKLJ7qGcPGDUy9uWcWh+LvX5oc6OXj6Z2+lAU4y2z6VTJ1+mGPyhNKBI0QOiIyCHFx6Ir4T6329f8o3zgHFqTGsgmCgIBAAqoVSQYB8jXdtxT+41y8DwAf+epj2QJE5QpM4XqgiAfAFE062pq+X513OQXZbpUiuLLCQJJRIjhJmp3PP7CM/NuvvnmPnka9DfnW04gsnXrVpVKNWvWrH7aMQKBQLiUEFVA6AO4QoK+yhqCYElAMRTNSQLBIqBooGio2LrSVls2aemn4rADQZIgWBh47NYDry2OG5Yz9qHl3MrNJ0sOvbty0v9bZRicDT0Jg842a8nGNR1NdTc8+0dtYmBsge7qEIJFBffy9O6CvX9ZPdh/apyuSSWDwrbURo/6F2nnhkR1ilUE3N92L/OH75MHaH0v3tCsU2PeHKAjSQIGrfmPvrBcOW9ax9wZLj5cDZYE3JzVm7TWduq1Z+yRbQGEgAJLE1WwX77noLy0gs67zpuZ4c/L9WZm+EMu0Mo31cYEdtHczjA9EByIh2UNSVXBE2/o58105Y7wRBADLA6VCsFigJswNzOLN8ftWFyHMQALdW1USa2irF5RWKU0qNj8Qc78gU6jhh+UAHMjDAh1BVyPotyiU22yp3cnL5/QNGWAk38gYgAArx+tK4vdVaP5w3UNo+M6IUQMiC8RIIBqu+y/v0vQyvwv5zbqZH5BGPChu9uH3vwprrxFuX5qtdcPXh/u8KINJxP2N+ry4lt2NyfSprtUA24ICINQSSB4CGF2gSAPwG+v9lT9m0m4jomfiEVpAuL9F7gxxZfcDYoA+axHvJZCoBiF6Q4makhQL0MUTSEaUWLcT3fWHXCd3Rk/9U9cHhEVpAcYRNEUxTjOFsa3f/ree+/1yQOhvznfcgKRDRs2jB49esKECf2xVwQCgXCJIaqAcFFYrdYNGza0t7f3rSTYd7Qx5aY1jEIRJAkYRMsQooCiofbAxqbSgtEPv62IMoSE5iEWAULgdVgPrFmcPDZv5Jwl0rKB5pMlxX9ZdsNzb/HCIJI/AADWU6V7X12WOjHvusXLAYKWdlmWAGLExf9tPFH6/d/WtpUWz4o5pZezXpAXWNMSlJ45afUxSlasIuAkwW6Lfu1Pcc+Ot/KFxXSXkqDUIl+xOSZnsGfpHLtOi0OVgEQSAAKPj1rwkn7uLZ2zp7lD9IDZQhd+Lys4IPd4IXesL2+SNyfLJ8m/Ck2HKvxOtvkL+bo/dgSyhkDqDISrAghuvAdg8eI/6xfd7srJ7FoV+IOVQJhjsH6/DjB+dJKdm4OFRQhD8VllcY1ye4UmWevLz3Dek+nQyPyiS8BpA8wCALS4qEXfDPjNKOv01ODuVoUXO6p1//eTYXaG7ZGRLaIGoLrQBn86FFdtk70zs07M/RdrDADgTyXxlW2Kv06t8fmx1w9eP/63OfrDM3G/SGsoqIttUo3RDfslMIpQ0yDwEgfGPguuMeD7JvJ1esyfAYAsbTbQciFfSLyColUQ6hj4zn3jsx6h1Ebl0AWSboikXQzxkoDTALbSdbQ6Pmr4LxHFCXca0TKKYnjrgGIQRZ/5+JbPPv3AaOxypPArBK6c4MKeYEQVEAiEqwmiCggXjlhI0FdZQwDw0ksvfft9TZAkoClKSByiKEA0NB3dVl24PuexjYooQ3iDPWcRiHXGHY3mg28/MfDGeYNunBsS8SMETT0Jg/JP11d+u2Xio8tTJ+aFhPvhLkHQ24Vpj8N+5ONNRz/amCpvmxRliZKzNZ7o4tZECsH96RaNDLQKrJODQckqZEgpg3fEwuJov9DHaGRJsL5Qt/mAZvkcW/74Tq7OOMQckESv/ISlmXpwefR7f7SZBvgBgbWdLjggKzggtzRS+Td4eTEAYgwJwvEEgwEAxs+OOvRFu/iyV1lDUruAxfNWRq1c0JGZ4otgEfATnDboMo/o5v9Lem9uY7LWz6uCkBUweH2opE6x56y68KxqUrLr/mH2QdEeqWPg8aEndhvz0+x3DbIJxxLhkdjhpV77Mf5os+qtqefSdF7RLqCkIgEBhYBC8D8H4x1e6rVpDYE2fRB8CRb/zw8Jlg7Z21NqfX7wsdjnx/vqtP97PPHu1OZzHcw3zam6EQ8x+gwu9Bc7I+IVglhg0G02kbdhH9t6jEmbjZSJgWNAksspvabY7635Enwdsoz7vNVbKU2aLHkqkg5HEKQKBMeA9bR891JMzrPy6IGI4voBYChazhkFnDCwHl1/53hmyZIlF/QkuERw7RqPP/74hTVqvPzyy/Pnz09NTe3zHSMQCIRLD1EFhAukqKho375948eP70NJsHr16v/sOZ5y0xqZWkdxekAoJ6BooCigaLCdLTm2edm4x97TJJoiJPCIeoAChMBuqTj49hMj7lmSOnl2hNweiTCYtmJdTHqmNJrvbLcWv73C7/VMXfaaKsYAgbAqcuJQxBykxhOlu1evsDfUDZDbEhWuc259g0cFAGOi272Y8rC0H5AfUz6MnD661U1z52HV1Mb8wU5BA0SQBKV1itWfRxlj/cvvsxmiWb6KgP/bpSTgBENBseLtD9Qrlzi2FSq375bnT/HMudmdk+2TZpfwE2LsKNUFwgPj4aXa+fe68yZ5JYXFEdKEIuQUCc3/9/4u+rXf2E2J/ghiAAP4JS/9wY4BxsBCSbVizS79Bw82YixKAskExsACEiJnWyf170rt1kqdw0MtHW/NS+3gTIM/HkyQUfjZcU18mUEwIXro2xrt+ydjnx3TOCbehRAgQKIYEB0DGoEPo6f3JGXGepaOtwKfRMQfPjdI8eOFAzKj3E9mN/lZ4EyDKpvs2YNp8zKaYhj32xUpKOU2xYCpXUgCVhAMYdlEEpHA2qv9lm+oxKmUfnDQASH+9uQPzu/21m6n1ClMYi4ABX6nu+LvctPdtDZdHOEYEEVJ0ofEAgP3ub0+uzl69G8Eu4ChaDlFy8S0Iq/jnOPAkzt27DifZ8Cl5rnnnruAcgLp21944YW+skkJBALh8kL6ICJcCH1eSAAAO3bs2L7raOqst2VqHUVLJAGDxHSgjoaKY5uXjX5knTrBFL4FMTTnsNVWfPfm4uwHlw+YkC/tlAUhwABISHuJH5qT+9Rre1Yt5oQBBkAI6o4WF7+9Yugtc7PuW8StiRBgLET8mN8CgGQC8dtEwvSP/1z/4/vrAYBGuMWn1srYwRqbg5XdktQwIc6ukoM4FgE3evGi3amTjc6sRPfaH2PX/GCYM9I+Z5TDoGNDJMH6PfrNRZrlc2z54zrDug/qoqgABdUTK+R42Z91i37hWvqIU6fFknPHnSDhNElfQvBSDNNyvWUn6bxJXslMBIAD5wUQoAihtrgduwtxgxgI4AiTYt1sUPYRAIZtZarZI51YWmkQcCcwsNL+e0DNsPOGtT8wtH1frfqDE1HvHI15aHjrWbvsdLv8nRk1PlaI3cOTpSR7lTfAnqz2rvw++eHh1ttMNoQwBqAwYAQUAoy4ondgEP7TlIbf7DauOWTISeys62CaXTQAyCkMgIGFoTGezRXRRo3v1nSbWuanKBgU7X1j0tlnvkv/r+zav0w4/ebxT080lmiHPYTkURJJESwJpNZBkGkAABhpUun0u33VWxGtROoBwmEIl4O7uD6Xr/rfSJtOxU/ELAsII1olS73dW70NDX2E6zIVEAbEskBLby5uE/KEcY7KT3yDGxlNIiCEWYQpP8acaYUxYJk+rYNK2rFjxxVbc7xp06aBAwdesCQgEAiEqwyiCgjnB2e4O51OtVrdh5LA4/G8/vrride/yih1FEUJKQlczgIvCTqt5tKNi4fcsVxnzAwL3QSEZlCX1fLdm4vHPbIqfmRuIBaCoAmE+DApfmjOdb9ZJQqDw/9aU1NcMO23bxmGZIPQlyiWbB6jMEmAJdsEcNRbdr68zHqmAgDSle2jtNYUtavFp/q6KfW+lHPDo12cJODKCbh/fyxJNEV5luS0AgN5g10VrYptlZp5HybnpLkXTLJlGn1AI7uPWvavWI8fvf9Ms9HgDzgAQrgf+BdJEnAugWmAf+nDrlXr1fk3eEMlQYgwiDghnIjJOb4Vf1IvWdApncmf2giaSXL6hf/bnUjBRKxAkPyDYCNCiJA9HlRwUrVieluIVBD/CfW6oYUEk5I6JiZ2VLbJ15TEn2mX/2ZUs4/r/pQLqruVQgAwWN/5p9za//7ByCCcn2YHBJiLggEowAiABfSlWXekSVnnYDa3RpU0qHISXQaVHxB4fNzaWCf3355hf/dY7OtH40w6z3WJzimJjiFRrj+Or/ndodT/Hlf94ujaz852fPjT/2qG/ZLSDAgZ1AwHd1fK97TKVy6I7gGALIoecIvv3Fe08RakShAPhV/La/fXfEZFDaPirgPMYu6+wYA0aVTMCO/ZL2SmewFh7vYHUbtRgDHXVSlLMRql8QaXZb928N3A+jFQmPVj5McUjTALmALMRg+7/5133nE6nYmJiVlZWVdUm7rVaj158uRFdkVqs9muqIMiEAiEi4GoAsJ5IC0kWLx4cR9uef369W7taINhCOKSFChEURRCSMwLwn7P8Y+WDbrl2YRR+ZE3IYnjfC77d28tHnHvs3HDc/l8biQ04fNNpkJoKjTwJ2bljl2wfP+rTyijDbpk0y2vfirT6MT4VtrAyge6IaEv5z9gAIDKb7cdfPd1T4c9QdYxWV8bq/DKaeQDZntD2q3GhmHRTlEJqIR//zoZU98hW3dznTgkWWaiZ+kA76Ib7NuPaZZujdcp2dnjnFsOaXIGupffY+NGJ+Cjf0r0ASI2+QMgKDwkX7tZrdPglf/PkZPlA4RWLHbeu0S/+/22LiRBWDZRyHnGkDnQb66lLA2UMYGVhP7COoFTFnymRDB4vEguwyB1C4II9BwanoZUUiPPSXHLaSy0mAf8AU4MiP/8LPbzRcaCPGBBJ/O3dtIPZLZ+fiZqT63m0awmo9rLCrsXfrjS6SS19w8TLL8tTknVeofFdopewVGras857RdV+pmpjklJrqfGWY+3KF/5IW7peGvgDONAxcXmE1EFZ7UvTmwsqlO/XR5vtslnDLA/MKjlDz+mvzyu+h5T63Vx9hVH/+ZLuUNmyBZrCYIHPO6qx1L+XCNlAp003V+7jUq9AyniAtfA5/TXfEZFjUSGsYBZzAtf7utB0fHXe8+877ceoQ2jAWNAFEZYtAgw+AEQID/GSJU6s/3w65qBdwAgjPyYpTDlx6wfIwowRhjr0mdW7nuxra3NZrNt3brV5/NlZGSkpqZedpHAPcouMvnHarUaDIY+3CsCgUC4vBBVQOgtXNaQtLa4r9rJ7Hb75o8+Tcp/h+L1AN9POgg5+gjg1JerdClZieNmB5rDpaCgv2Ufro5Ozx5w3WyxCV9cC3PhbnC4zxGdmgkAbdUV01asY1Q6HCQIguQEhNkF3Ae52qzFf1199rtCAEiQddwUUyVnQE4jBQObLemT41pyDHaVRAwoZUjBwN467ZfV+g9uOyeXY2FUMn5gMp2CnXudY+71js0/6NZ8FQUAq+a1BWUNhYIDewYAAKWnmLUfqu1OtHR+R+5Yn7god6x32nXeNX9TL13oCpy63kxI3Jb8qd6yk7QxkQ1yUkAY8i14ZQAQ0rCC9rd3RkHoyh/8qMkf4sJh/gAOSALOKMA+Tg8Ea4M3foy7zdR+18C2ewa2bD0T/ccfjLPS2m5ObZfuWZfaAEG80vPq5LPPFaWtmmRJ03m+qtZ/W6vr8NKzTe1f3F4VJWcpClEIrkt0Zsa41x+NWTS6VfCSACgAjADjucPbC89pCi2a+cNaH8hss7upbVW67dX6Dh/1SmnKqxPOpuq8/zPq1AtH/93ZUSdPvh4ohUQDiIOdBV6K8oA/AO7/6hRqwM1szRdUyh1IYQAA8Dn9tZ9RMWNQ1AheRfBCEGH+2lF06u2+Mx8g9QCkNPCLMAsYIU5CYBZYhMGPFNGM3tRZd1BpnIRZhFGQXYAxBZjVD7rV6/UuWrQIAJxOZ1VVVU1NTXFxsSgSxo8fn5WVBQCXUiRs37591qxZpJmfQCAQpJBqY0Kv6I9CApGXXnppX6UycdJT/OgEMoqmaa4HUu6vq7mi/B+Lr/uvHYxMDlQXxb4IKAoAQdXOjY2le657Yh0llwdavSVrBt4Igb+dNuvulfOy7lvS0VxXe7Bgxsr35GodSFbrscehppOlha8s87Y16mm3nPLPjK6WM6CgkZyBguZUhoJfZVgUMj5xiCskUMrgeJt65cHEt2fWZcZ5A/UDwRPmNtnijfGLbrTrVHj1Z/r50zsWzOwIFA9EnKCQvROt/VhTWCJfcIdr7q2dgbQiwVKwtlP3LtF/+r82Q6wQxIthfZfaQLBLAAPAtm/kxSXMqv9ySiN4SwNV14DsDlTXSNkdyNJIOTqQ3YmsbcjaRsll2ONFAOD2gseLDHpWLsNxeqxVsgBg0LFxWlZOY50SZ6V4DGrWGOUDf2hfpR4P5P1vcuFjdTLEihoABCXASwI/YBb7WPCz4MeY0wN+FliM957Tbj0d/afJtSzGGAOLweKQrS1LjJL7HxnWECX3S49bejJAGMiMQkBRcLBBu/FkvJdFN6bYpxkdI2I7KYrvhohCQFOIpqDNQ//iy9T3bj5nivIGCTnuXDnoB79MfX9WTbLaxx2Cn8XHWxQfnY4+0qyaabTdOsDa1kn/uXxALZsmT7mZUieFSYKQbCKpiuKVAQbADjNu3E8NmAW0mq35HMWOQ/pM4dgQgNhlKQLeoaOw7QTbWiob+ABfU80PREAjikG02NEQ7WurcFVtj7nuBUQxFCOnaRlFyylGTtEyrvLY017VUbw0Ys0xJxIOHTpUVlbm8/kAYOrUqZfARuC6Ir34IditVuuaNWv6aih3AoFAuOwQVXDVYjabH3/88a+//hoAoqOjV69e/dhjj13AdrhCApVKtWDBgv74qa6oqPjlgkWD7vucVihpGaIZimYYvndRCrgByyo/W6FPzR4weS6SdD8qhubSSL31dMlP/1gx+bkP+E5LQaIEIFgYSBa52617Vy8Yfuei9CmzEYKjH6xpP1sxbcW68P6FwrUBACAEliPFRW+tHOA8ZvXrFLR/ZnS1nAY5gxQMHGpPOOPULcms1iqw1CVQyqCxU/7Y7pQXJzflmZySHkgl3Y8yyO6lH/5b/KKZ9vzRLqDA6qCX/SNWq2ZX/apNp8GB+gHpBAXF5fJVm7Q5w71Lf+XkxzHgjj8416hgv3zzduV7r9p7UAXS+aIAALA0UIufVy+4113XQJ08Q5trqbpGSi7D2UP9OjVOjmd1amyIZg1RrE6FDVFYp8LAYjmNAYPdAQ++FP3pS23uTmxtpxwdlNsDdieytiPAUNdCV1gYSytt70QGLZs9wGNQs6ZYX06q2xTt23JYXVKjeDnfKrUFgA1yCbCfzx3ys9jPAitogzPt8he/M7425ayeG75AcBhYDJ+bY7+tjX4q2zJQ3xk46CA/iT95FAWHm7UbTybIaXZiQsfCEc00QrREElAUMBQvDD6pjCquV709vT5gc4lGCoaNZdElDcq38+rEsmmfH/v8sHhv6rFWpYZh70hrmZHU9vLRlA4f3R47k4mfIEkcCiswgIASkP4BAGw7ia0/AGJQ9EiIyhIva8CSC8gDBIhCCPnNH1LxkyjdYLFDUn7AMn7kMl4YtP/wP7rh8+WG4RQtp2kZxci5zogoRs6tWbPj8T+/sKj7ol6n0wkAe/fubWho4ERCP+UacaF8nzRwFBUVVVZWzp8/v092jEAgEC47RBVctSQnJyuVyq+++iopKWn58uXvvPNOXV1dUlLSeW2kP0YkCOHJJ5+s9OfGjrib5gcsC0gCRANFg7OutOKzFTlLttByeZAMoEIlQUej+fu3Hp7w/9bpBwT1MRoUx0MgmucmPDbr3tULBt00b/BNc8U1v//rCkBw3W9WdaMExA2e+M/mso2rxyjPmn0JgNDM6GoZDQoGKRho8Go+r0t9dlhVgtqnZAIWgZJBPqB/sydl/si22UMckUckYBDQaMW/Y3Uqdvmd7WInQh4Wvf2VrvikYtX89swUb4hLYO+k1nykLS6Tr1zoyB3tCeqoNKgimZ9e/IIuf6pnzi0e7oQIpwwCLwMTCBBY6qmyE3TJT3TJT4y5lpLLISfbl5PtG5rhT45nTQNYAMlgBWLXQNJxylgAFixNaPGfo7b9sTVoaALpGAUsbws0t1NlNTJLG11Rz1Q0yCw22uNDeQM7p2U4b0jv1DB+rqRYUAW8NmBZ7Gd5ScBNcF7Bc/tTbklvuz7ZLmYTcdW5nDw4bVOsLR9wl6l5alJ7yDnAwpmzeemPz8RXtKsfH1GXovX+/vu058bWDYvpZAR/gEJAU9w/xE1M+nDgF3edNWolA8MhoYYdw72fp76Y25ht6ATB9PD7cY1D9vDutN+NqfuiOqqmQ36TsXVHbcxNyS2ft4xxJs1GtFqUBFgc7AzEQc1AKmZ4meB34dovwOdAgx4RUrwkFxjx3wxBGlCAEDhr2OYfGNP9/AjHlNgtaZAq8NR/520pjxrzJOcP0JwqYGQULedGMLCd2j5C9f1rr73W+8eCmGtUXl5eX1/fV7lG3APtYroilUJUAYFAuMogquDqxGw2Z2RkSGXA2LFjx4wZ89577/V+I1zW0MKFCwcOHNg/uwmlpaWLnnox4+73OUlAMTJeDEi8grJ/PJw8/p7EsbM5iyAkTBenfZ32H95+2DRj/oCJs0EQAwARonmpNvDYrQfWLDZNmzPoprlSM4H1efa+sjg6PTPn4eXS9UM25fd5fli/yr//7yZ5yxlfohcYURLIGejE8n/WDHwg/dzoWKfUIuBKjf/fnpTsuM6l17WEjE0WUAgUrN+nLzyp+uA3jdIBB7jov+CIas3n+kW3OObc4BLnmxvoJ96Kvvk69/xbnbyTQEmSiyKpAksT9fBvdZ/+1a7TCJaC0IYcAEHBXnnRIabsBG2uofKneXNzfKZUNnuof+XrKlOKf8G97qBKAOkQZqxEFUimzRZq2Vrdpyvb+OEIuhq/TDrIsR8DC1YbNftviY9OtJXVy388p0jW+W8Z0jElxZmo9kkziEQxINUG75bHNTqZZWPruEoDfiwzltsvPpuowSXfcCJ5XJz91tQW/vAlQfbxds2/KhNvSGq/09TC2QLH2tSbTiasvaGapoBGQFPAUIihuQleGLz4XUJeqjPf5OBPrOjbAADGm8ujTrbIV05ulJ4inx9vORW11Ry1bkr1yVb5a6XJDGIrbKoFA+urXPoDsgcoTRq3y+K4ZmI3RMJEYO/B78G1n4FuCPjsgP2QkBd0dUWLgP+GAD+8MVD+qn/SyTdRmpSQ8Qr4DCKaoSgaIbrtu99Fj1/OaJK43CFaTCJi5BQt87vbqz6944svvrjgcY6luUY2m02tVl9YrtGmTZv0ev3dd999YbsRAlEFBALhKoNUG1+dREdHt7a2dnZ2inPq6+uHDh3a+y30ayGByOrVqw2jH+bLi2lZIGTnQNBWVYx97oTRs/k5GEAYbQCCojU4vmV1zKAc4/jZUp3L9xoUXHMs4nXZD6xZnDwmb+DMuVyZLghrUox8ytK39r6y+MS2jcNmLwjpnJTbgXaLuXDVE+qWkzmq+kY2ut2vvjX2lIwGuSAJNtdm3GZsGBXLdzqkYEDOcEvRP0/GIARLJ7aIhcV8t0K0EMQDlFQrtpRoPnisiT8GMYEHA2DIH+vKTPUt+3t0abVs5a9sAFB6Rvbk2uhnf2Gffb07qImb615SPH3SU4nAmMDmXedd/4Fy6aMu4fgCFOyRbftWXlzC5E/z5o73zbvLkznQH1iMYXKOr7BYeIyIZznkdEdqeeA7IOoKLFzdsBLkIrMib1DnQ+Ps2A+OTlRWLy8+q3z4iyStjJ010DE91Zmq9YRIAq66oKJVUVSnXXN9tY+VSAKuYyJhvAIWg0HufnLk2f87lurxo9tSm6X7v+Ocoagxav6QuqFRLq8faAoohIZHOQ1KX0mjamy8i+upByFMYURLulCalOwqrFHzqkA8V8DLg/xBjo1lKUAJZw0jAMwAum9I+85zuk/OxN4/qOWdKebNp2LPOeXvmxNXZFUPcrzz7+YZDsP0wFDHfE9MECgtEFOJsB8sX4ImDaJHA+uBuq+h9SccnS3sCIbgrrkQIAwswhRGLBU3ibUeQmojYASsMC4DRhj7ASNg/RgQUEhhnOqq3aUd8guuAyKW8iPWLxQf04wyRme6cfv27VzN8QWgVqtHjhw5cuRIkOQaVVZWciXLBoNh5MiRPYqEr7/++uK7IpXS0NCQmJjY83oEAoHwM4GogquT6Oho6ctXXnmlvr5+wYIFvXkvZ7JnZWX1tyTYsmXL2RYmLfdGRCGKlkvFgJjxf3b326aZT0gjVTH3ITBEAED90QJno3niMx+IA1EFOhCSaAix/1CMoNNqOfDaw6m5s4fdtQRwICAShQGj0uU++dq3f3hQHWdMy80PEQbNp0r3rH5S12kZpzK7QVnqGnBTTJWCwVwtgYJGJ+z6eIUnN94mp5GMBoYCmkYMjRgKGAq2no56e2Yd35Av6gE6kHRuaaeXfWJY91CTQesXDkEI7rkoH4Mp3vfe09bVn0Td+z+GOTe4NhZoXnu8LWeoFzDwwZ54FsT9DgEDIFj0QOe8Z3Rz73QbE/leQgv2ygq/kxXskeXlevOneVctd+o0ONL7IWeUb816pUSliRcxuLshHDphaaYM+mBVgCUOA0iVAJYuKjipmju6g4vg1Qw70dg5Icm1JKf1u1rlQYvyt3sSMIZfDW+bnmr3s+ATXIJOH2w4Fvd4VoOcYv0sFtKHeEkgFBhgLo+IAXbR0Jp1J1PlFJuX1AIAdi/9wZlkH0s9l23W0KzPDxQFGAOFMKZgdpr1w9Pxowxn+TsXAc2F0HzRAkxKdv7v0ViJKAvK0TJoWKPWV1CtzU938EIIEACmEFo5seHeHen3D2qV0TBvSMu0ZPtb5Yl/OZGyakxVjuHzFeXV9oQ7kCwqVBLwVoFwvzYUgjwWYidgwIBkkDAd1X0JGhMwGgjc75x/IX4/KIxYwAhpB+Hm79jOJkqZIJEECFgEiEWY75tInjjJcfR1PPhezPoxRWHWzyI/oijM+jHlx5iKHn7/9u0rL1gVSFGr1QAwa9Ys7mUv+zWyWq1Hjx7t72cagUAg/KwhquDq5+uvv16+fPkbb7zRm6KCS1BIwOHxeNavX5+Q+ypFUxQtR0giBoQ0lqbDW/yd9uhBuWJQG4jwJc3/rM9TuW3NmF+/LQ3uuxlUFwCw13No/bLE0XnD7lwS5C3goA4pVQbj9Bfe2/vKYk18smFwtrjZiq82H/7nmmS6dZSqxocUxc6B43V18YpOBYMUNMhoxNBwuC1mnumcjAYZDQzFiwGGAoZGRXUak96TGesVhhrgzAEk3eNln8Y9e1NbZpKXP2JxkRh/YwCMdUpYNb/tiXdi13yqe21xW84Qb5AAwBIhwW9fEtwjfqYhml21zLnsj5qVTzu37ZRv/lyRm+PLn+ZdvsTFD3MmnDbJpnkMMdgQw1acYTIzfJFOdKTXGABAIRoF4dcpzB8Q/1kdVEmt4tVbrCAE8VyKEYvx+GRXToLrsVEt39eptp3W/a0sJj/ddmt6u4Jm/Sz+W3lCmtYzPLrDz4IfA5YMbRY0lIEwAhiD/PMyzq09YUpQdCpp//tVAyYa2m80NiMAHwsUAq4PfwoBBhisdzp9VINTlqj2AmCEkJ/CFEYU5gc4i1X4DUp/Ras8M9YTerAIAOD2THvhWU1+hgMAAYuF+wEbdb75Q1vXHktYmt1IIUjR+v44vnbDybinDg2+N63playjzx912xPvAnlsIH0oeMgCaNwD2Ifj8gIijdbgqFGoaQ+bdItwukU9ICoEFnjzgkXR2bipCKfcESQJKMEoAD8AQjINHTWo89xeVcp0zNIY+THlZ1kaIX74AqVhRHWHrLS0NDs7O8J9chGINgKnE8Rco61bt0pzjbZu3Xr33Xf3rSSwWq2jR4/uww0SCATC5YWogp83w4cPD5+5e/duUQA888wzb7755htvvPH000/3uDUua+jxxx/vv0ICkbVr13qiJsbFZVK0XOgVUchpRwAIWJ+ndv/64XPfFt+CcVhGEAaE4PTXb8dm5mqSMzEb2pyNhO77scQo8Ps8h9Y9EW3KzvrFcqnhgKUBM/eJANok08THVxW9uWzainV6owkj+OGdleZ929XIPUpZI6PRCXeCUW7P1LTJaSTmkZ926lW0P13rltGIyzJnuAkKGArePBq3YmJzUMdB/KfxAmDzDzqDxj97tJM/WmnaDxYzPng3YHOhuq6FevGXtpf+EWWIas0e6OPfFaoHxE/AQUoDAQB4PFBxhn7iRc3cO927P7bxNQaSdQMEVBS/IHuYv6hEogqk7gREmgAAALcXKaQZRNLVgsyBoCSiIrMiJ8UtozDr5+ewGIAFlhUCfRbGxjuzDc5TbfJPK6N+szttRqotVesuadK8NrnKJ1oE0gyi4Gks6Ekt7V04uHrDqXQGsXel1g/Rd/j8fIs6TQGFMAag+SJdGBHt3FOnm5PRggBoCvys2BkRxhhhDNNSOgprNBFUAQAgyMtwrj4Qt2q6cDNiMZUI7h3SPm9H2n+NbUR+XvA+OrS5ol212ZzwRa1hedbpV09us8fdgeVRwJcaY1EhoOYD4HfhxHxJoQEGANANQe0/IXsF1g4RLionxzHC4i3CYqAQAERlYesh7G5BSgOW5BGBYBQA9gMGRdINrjP/Vg6YilmfOHABS1GI9WNEY8ofM/wXmzdv7nNVEELEXKNNmzYBwCeffLJr167e5BoRCATCtQlRBT9vfvvb39bX13e1tPeSwGq17ty58xIUEogft2XrFwNuf5+XBJKUIRCCzcaSD7QDsjWJmdxbAkk0wVnrna2W+pLtE5/5NEgSRM52AW7rh955QmVIHvmL5SD1E3Dg06VhLwaIG5oz/K5F+1594obn3v5x4+qm4yVK5JmoOi2jUY0vrtWnvtlQxVBIqC4FhkL7muJuS2niTANG9ApoYCh0olWpk7O5KS6h4yDJDgjB9JYjmqU3tfEzxZ2TNv8L2UHbflBu/Fb7wX81G6JZo8G/4m9Rby9pMxn9QXk4IEgojIKODQAAin+Urf9I2dxGzb3DXbBPtuBetyDOJDsWGV5V5GT7t30rW3Bf8JlEYGmgyk7SdgeSy3BZBWNto9xeAAx1zVSygXU4UWO7fP02X3Ksf6jRnxzt0ykk1yPUJeAVQsFJ1e3DnJLRyrgSYQxcqQA3KAEGloU0rfup0Y3NLvqbs7r/K03MinV2+pCCwv6u9UCgo1LhjBU1xXT6qUSlx6Rx+PxChTYCjBHNXTgKIxb5AYZHd3xZY7gr3YoQ8rOYQoiiMIURzQKLgALITXa+8WPcotGtEW5NhAwaNjfVVVClyc/o4BrogeIFmEHD5iS4tlZF35XRxgBCCANCvxtT98i+jCmJ9tVlafek1X5R/x9b/N2YVgqSAAMAtPwInhY28SYhlSjoZvcn3kzXf8kqkoDRcIpZTB8CvoMkCiEWYwRAodgc3PIjTr4RWCzmRSHuGrAIEEIsorUp/o5zmGUxhTFm+eHMWIpFfkT5MUupB0wp2PLn5cuX63S6rm6pvoXLNUpKSjIYDM8//zzDMH07htrJkyfvv//+vt9vAoFAuEwQVfDzpptSgWeeeeazzz4rLi6eNGlS9xvhsoYA4JK1n61du1aZMlOuTUaID4rFQInTBl6n9dyB9dm//gCAj2bDE4e4d50pWJs+Y5FMawgIBtEWCDMBEMDRf6xQxSZnz1vZjYoIFwYZeXOczXWFz98RjTrkSHed6pSW8WOKKXMl3WGo0DI+muKNAoaCc51qhCArukMm8QdEYfD3YzFzh7UHugYSA1+hbb7UIpfTkJvRyYeGEFgUNI1xabV87Xb9e09ZDToWWMgZ7F71cPviN2JWPdKeM8wblDUk+gbcNhEGjEormfWfqKxt1IJ7OvNv8ABC1la0/n3logc7A+euF+SM8q34k0o8bQX7ZLsO6o7XJp61MHTnWQAARAPFUNGjsLsJfB109Ajz8YPg7wRg1/9HDQCgG4KBSdZapw8252e7hyZ65SjIIuD+ebyorF7OpQ+BkLKP2UC/opjrgZQFP+bHLNPJfCqGHajvZBD+05GUe0xNmXqnP6QDIhzQBkJPn4AxbKkZ0OFjnh5a8fHZ1EPW6HExbSAMYQYUBpaXsX4KAwtZ0Y7NpxManLIkjc+PgKKAYoFC2C/Ig5EGd2mzopvTOHuoY9tJXf6gDv5MYuDLXDDkmxxrj8TePagdYUwBkgFOUPsfGdr00ZnYNyaaXzqSinwObPkSjLcBJeNLC9qPI9dZNnEWIJkkp0gCrWa1Q6m2EjbuBu4mEW0z4eKLmUws1g6EmqOYZcXSAghKJUKYQoARrTH6HLWyKJMwooLQIRTrx4iilVE6042FhYWzZ8+OdAL6BavV+v7777/wwgvck603uUbERiAQCNcsRBVcnZjN5jfffDMvL+/zzz///PPPuZnp6enhA5mVl5dv3Lhx1qxZKpWqsrLyEuybxWIpLCzscIPtzFdynVGbmquKz9QkZSsNJrGj/PqDG+OyZ6viTACSfBmpJMCAENhqS+01pUPvkYT4OHKsz73x9I71HY3m3GUfRJQEEWNvbtrjtDcd3D6Qrq/0D7hOeUrH+OU0lHUmpCva9DKvKAloChga7WuKn5nUIhMKixmJY3DGpihrUa6Z0Sj0ShkSeWMAtL4oas4YR1A0zwJQkrQfDIDAaqOe3BC77rEWY7QPWD4zPDvN89qithXvRa16xJY9yMsFr0ABnwzCbQcjayu18QtVQZF8yYOu2TM8wj7gpQtd9/5Gv+C+Tnl34WsohhicOdC/dqOi5Cem9CQNAAB+AAs3RceOoaMG++r3yjTxoNLTyhi/vQbUiZj1MFGDPY0l2OdErnOUXN/Yof/w8MjN+6rkDJ49xjVnnCszwSNNIio8rcxK9HDpQ1iYL47lhVnw4+AOSTFucDKfnYn9fc7ZKJmvrEW1pSreqHbfld4gR9gv6gEhrQj4/v/Bi9EnZ1MVtP/B9GoAuDW5bvPZtKFam5JhKQCgALGAKOxnhTuFAmDxYL1rf4P+ngyrHyOKxRRCNAV+zMkDoBDkpXQUmLX5GR0RT2P+4I4V38aDKJOxUHaMcV5ax/rSmION6okJToQwAkQDvjujvahRu6ch+tUJ5g9Ox22vZcDyH5x8C1BycJiRrZxNukUQCcK9HMgiwgCAtUPohh3gacGyWG42CjLkKAAWIQpjQJQSEI3dTUiZwOuB0C6JEGDERA/1thyT6dNBGEKBG1tNnFAbr9uzZ8+lVAXc6AQRo/w+6deIQCAQriaIKrg6+frrrydNmtTZ2VlYWCjOzMvLC1lNWkhQVFR0afatoKAA4qcMmfoSYI+nrdLVVNpxrqTp8CaPzaKOH6oxZqkMpuay7WMe/wKkbehhLgEGOLZ52cBbliJaHmHUjbCmbtvZ0rP7Nk/+bVCuUaDwIHjLIdPfvb0sqrWs0j8gR1UVLfMwFLCINndG3x53ShypissgavYomz3y8XF2Tg8cadE2dsrPOpRVdnmDS+bxo//P3pfHR1Gf/z+fz1x7Z5PdJJvNtZCQIBABA2IAMaCiVvDC1qJtBaugLXjhty20/sQeWFusVugBWoW2SlVQK7QqLYcoRMAIGEAIBBZyH5tj753r8/tjjp1NgkcVtHbfzGszOzszOzM7uzzvz/N+Pw8AVL9Q7LWJVQWxMjdf4Un4sgRdFOQPMAdb2KXKcDiALu3WFCAICCgB7COvOGdPjJR5eJBVRbjiuqgo5JfN7bt7ReaTC3sHJQbba9mHV9kuGc+v/02f3a6HngAALieZfU1i0c+tK34aURMuYLgWgyHQg9a9yn7odx5ussnWMtpyGosh4LtwZgXCtNx7RA6fkLr3A0Di9D8pLjOR6NG3lSKtJs84IMBkDA3Vv8g4y7iiy6Rolxhtf7nu0Ib3uiuL+cXT+3xOQTnrzUct1UNixFCgn2hpBKWRmeIkNnQugxePu2YWdztZUZTIMEf0vpGnXz2V/bvDRXNLm8yUYKxEpCr5CcQl/MLpIo8pdllumyQDAGTQiVJraF+vc0JWABAAQQgUqqalXwAAQ4UzdLDPbnQUSDLCSKEHRCZopCvhDzIDLmGql8VYnzTpLiCzyoJvtdgm5EURIAREefzRmPabtwy5zNs3b3jHqMzoig+lSOcO4hiFunfLOZfpgiLlxFIZgfKODLGV4d59knsa6CYUIIpMiahVlGRVTWT2QKydcNnJHA2kJg0AYYtH7K4jRFaZACT5gJLcoU1Zob7Q4HfSWcCLL77IMMwnaVj2n9U1CgaDacKQRhppfJWQZgVfTdx5550D0wJGDDQSTJw48XPp9/mxqKmpcQz9FoCMKNqcM8LiGYExIIyA8OHGmkTvqfbadVIidOzlB3LHznKNmg4KJTBUB1Liprb3NnBOr3vkdCKnlFQE6J8xUNqNHXrh4eE3LGatKVqjfsmEgfMA8N7qJebjr7fLmSO4ZjcTU8wDdbHcoeZeByNQKKkdoilU0+5iEPnd0cJjQQsAjM8OF9mFcTmRbw3vHeFK3LmtYNH4QLmLrwtw9T1sbYtp7YGMlhBdkZsoy+bLcoTaZm72BSGXRUqerXKUCpNRdDUYbXzfEgjhebeEQE4uVIvOI1RRyC+f13v3CudAYvDIn+21R5knfxisGCYqY8GAISlkBzL7msS62x2BHuTK0q7FGRDoQZvfYn/9dCZvHk7ZOYpvpnveAgCccR52+OTIaSnWAQAgxfRNJAMlUC+1nKCteSTewTp8YrQl8uEz5rwqk9NHDbma0LY6/z+//sy2LFNk1vmRWaMiu05xP788AARAVoVD2kQIURMFskwkoqYL3mu3tkaYOWVtOklAIF9T2L69Lev3R4pmD2lyswnFZqBeZoCwQK9rLC6xhqZkt0ty8n44z9H3z7b88ZkBAACZIIxAIWKyqiYCAAqRIE9pjQMQED3JoQbnCCAQp7WOcqB6FAxXuMzN+/sYX4ZgUBCpN0B1ceSR3dk/Gt9JiEoJEEJus3jj0J4/H8/+wfktk3LDBdZTD++XO9tbSM5Uwjo1UmGsUppqLwCQbMPocD0I3YTJNFpJCCClsGpSTWTOh2gjOEcCkRUyAEgnZzIAAoKw2SNFtyTpmi7wApUcUDaP/4D/jLfU54pAIKD8vv0H237CukYul+vzPuo00kgjjS8SaVbwvwi9/OiyZcvO8Vu3tLTsqzta+s0JAErMpQvYEabojJJLMEaBQ5tGznk+1nm068PNJ958JL/q1vyJc1KckggA4NSWleff9uzALIFx+F/nCUdeXpZROCrn/OnJ9QckE/qphpSZI6+sNL2/JgQWBxUrYPsoBBhBnLD+uHNWTr1OCRrjtvpwRl1fBgDMKOj02RP3jGzJNMkcjZQOBiyNRBnV97LlzgSLoTI3XpkXV6wFPEG7msytYaa2idv0oS3PIQLA7HEhu5kAgBr3G4JIXoTfvJ7x7LxOkHU+ACr7AVVuVTk0oRCDVff3lBWJgIm/hV6y2uF1y8/+v167lQDRBEWyIpZXiYHdLC+4NbbkV9ZVj4QBnYETINhewyxbaevuloHmTJF9xFyE7KVUzkXSqZcwRlLvIURbGGep0Hv8I24Gq6eCD7XEA0etnoqskTOESCDR7beXXhFpfi9y6PdSLGDKr+bG3N97fP3qmqNr9th4CXVFcK5FVOVDittYL0Ckhf6KdijE47VHsxeOalG7FpBkO7Mqd8DJJJ4/WTDJ3VWR0Str4pqIQK1vLiqzBqtcHbIMoFEFhCCHjQGBpqi5wBIDACQrXlxAGEAGhAmSkZMVoiKlKpuI+uEc7TG1Rdn6XlNHjG6LMgkZLdmR4zJLvkyh2hd1WST1k8UACOycHIhSvkxBzd7ouQJEXFYZFIOGwS8jA/p6Se+3t/q6edbF8j678MSFJ3/wnq8p0QWcB1QzAdFsA9oOUyHbynHoQymzimg3D6h5OYJAJoBUEZHJA4HdCgEwZGpk1WaACBAZ0SYixrS2akTrp6avDKy98HQg8BG3xOcF5Sfu8ypFOqjW6JVXXjkHtdrSSCONNM4l0qzgfw66keBsdyQYFJs2bbIWXGygBJAcOEUAANHOellMWHLKrLll2efPjLbXt7y75r0nrsi7cLZ34hzQ4vXehhqTy2dy+fREgRYpDWIYCJ6u6zr01qQfv5lUT6RmCSB1AFXHqbc3xP/1KwcltgiWKmsDhQFjoDAcjuQMtwZMlExjaE7Y3u90dyZMl+R0XZAV/Fd79hX53RyNWBowRggDRoAQIAQcDbyEWKr/IbIUqR4SBYxawnRts2nJtO6NH9rmPpdbPSx2w+iw1ynpV0ihBxv22iqLE75MQQ3ojXyA6BIUVFmSWD6vd/5vMlfd35OQ0AO/z5hVHZt3XVStsS8btsIGhoBh1hX8ute47e8y1VViyvVEAACBHnT/Tx2HjgCALLPZsmUI2EspoQtCH0od2+jMkVzOGMp7Ubx5hxQPWAsmRVv3sjavJIRozk6Z7IlevzVvVN+JGtfw6mBTHWtzFU1bQAgE/bWh07VSImzxlHsmzMHcjxLBrp4jGyL1f5HjAQCQzMWMa/w3Xtz0tZLAnZV9FkqS1eA7mSjQfAVE0Q6NzIzkWRKiRBRiIBosByW28DeLE387VZSQ0BhnNyEQlegNTcVDraEJWR1a1wL1plDEWcPtvUdDDq8ppgTmQAgCUOp4IgIARJBRTML7A7bOOFsftAQSdEuEHe6MF9mFIQ7+koLos4czq/NiZW6+JcJsP2VZ/b6TpUlFTsLrECu98bIcnqVIIEZpw/RJt7EyU5UffavJNiU/jAApkTgG4rJI3xrW/cKJrHtGtiNEnBxZMrrp+3scYCklFKfRAE0gpREFI2STlw4dJoQgQ46MIEBEla8RJVGFTQhRJN4F5hwgBCk1SQGpmRpZBowQbSVCKJklUH0aRIh2iKHTUriVGBJHZxWbNm06S8lPRWs0fvz4LVu23HLLLZ/7/tNII400vkCkWcH/FhQjgV6R49zD7/fbCi9RS53oHl+U/NNz9F/uUTNVCT0Bc05Z6TXLoh31Te+srn3iCu/EOXnjZwNA86413om3Goc++8l+jCSh/u+PlFx9f9J+oEW6g6qG9JmuwzWn//bj85nO3Xz5OPNJCxYxAgoBAG5OOG7KPNKUsH8QzpYJOs8R/HbxaZaG+lDGeRlRhQaoZEAZ30d62VVNUKJXFzVMB9u4yvx4VXGsyhcL8dS6ffa5z+XOHBm59aKg3SQrQXwogdfstK+Y3QkyANGKxKDUpAEkicHibwbn/yYTAB6aE6y+IKGO/0JKfiDJEBTNCCG3zko8ttpcfVHQmC4I9KA1L3LPv2pGIPO2CmItpVg7FT6I2jYhi5fxXkJRtNCxJ9G0lRAxY9j1ltzzW7cvzh4zh4iheKA+q7w60eN3lVcJ4UD++GUnNq84/9vL4z2tx/7xmCzwI29enug95R55sxANNbx0i8UzKnfC9/MuukOsvD3WfrTnw3Wx5ncg9CFb8cPXJfrfm1bfPOTgN8/rS8kSEKX6EJFk8Ae5vR22n47zGz0GxlbHskwyaP4bBaeeP+1zMXEXl9jQVDzEErows0OW+4+oK3QszxR5rydbJgQRpORvlGFzBKg5yn3Qm3E8ZAOAmg5HvpWfkhcsdSR8GQJLAUshhgaGRsv2Zs8oCftcImCYM6YPELSE6YMdXH2AXbMvoz7AhhLYzsmj8nivXTS6jZWZipxEfQ97SZHKofU6W18rDl7z+tBF57cDQgjIELswq7B5fdu7kmtKSopAlxKlgmAOEEZCN2EyU75NSjZCucOUeZMH4u1gcqvnrQj7FFcHACJYezeZDxySY21ytEMMNwrBUwBg8VYxGcWccwgAhEKhs1qc9I033jh69OhZTYSuWbPmc++JlkYaaaTxhSPNCv5XEAgEnn766b6+vnPTkeAjDgNn2fXMgA41a4Ag6N9VfPli0KXYCAiAOads2A3LY+31TTtXt+153n3+zFiXP2tYdf/SQ2SQp617N2Cayx0zU11ZS0v04wD9EGyqf3/1/WPp1gbJm0sHnVRctZAi5OczKUT+3e3jCTUhs7PcFmJpRGGgEKoPWYfa40jnAwAIIZ0bDI6kuYEEopR68ATsjDRvQu/sscG1ezOu+H3+nPHB2eNCdpO8vd5UliOUZQsggWZEJv1FRIbzd9mkUAzluaTKYTzIAKBkBohqKkAGhmAgKjOn8ZvfZja8zs76mqDsbPVz3OrnTDIyYYjz9kpiK2Vix3DnQWQtpH03MvZCCvGxo38Rw03OUXOcw2+MnHy9dfviIVc/STFw/O93V37/teadq20en3f8jB0PTx0ydfboby/b/+wD53972dSH32ys2XDgmfkAMOrmX7AOb9Elc9pqNza++X8md3nOhd+z559nznk40nqgZfN8OfZHWYhQI7//TPeJ119/bemEk16LoHYqMET/z3yYPWtoJ4slMcV/bHwEmYCN5r/maXqjPZ/F8hBLaHxm0ktgvC2Ui5pB8T0CJxNAhAAgRdXVGjVt78wOJLhhjkiRNeY2idcWB1gKWBpxFKituhEAgu4EFRKwzykAIN1a4M0QvU5pOooqTyf+vsiXJcx/OZejyLwJfdOHhQEByGourMzNb/jQjjBCSppC+4izLNIUb3h7q706L0QA0YjcXt61L3DyeMQrWYaqJ6P9G8idAUA2F+PoKcnh1L+KWlcz3XMMAISY81G0kWSMAKT2KwBCQJYJBgAkhf1C8BiiTL3v3M9kjaCteUxWuaX4cpP7PEyxmGYxxcqJbpZlzyolCAQCBw4c+M/sBJ8Qb7zxRiAQODcurDTSSCONc4k0K/ifgG4k+EJUQ0aEQiGUzQJAP+GQAlnk491+a15F/9FaAgip3CDaXn/iH0sxzfadqnUUVfYL65EeZiseSZH3/2vl2LueG0xQ3R9IM2NGO/wHVsydgA+IiOkQHFOs9Zp2CFEYmnkHAJRY+iocPQyFKKzWnEEIToQtE3OCSQuAdnIotcxRSroAJXMFoTjyOQWQkwdkp+UFE3tmjwk+sjXrmtXe2ReEapu4GaMiIBHA2iiyovJQwk+kDTADAUD1LfSSNc7nfxjY/L5p7qOZz/6wx24lSfKAdIZgTFyo6YJFt8fm/9g26yo+FMU3L7S1tuM4O4SwblPsCMaI7vwHcG7su4m25NKsRercFW/fbSmaZs75bmDvcil8mu89Uf7Nl0xOd92frhg6/X6Twy5EA1klFWaHvWjirM6Dm8uunld136qaJ+YXXjSz4/Au17DKrNLK/U/P902dkzd+VuGkWTmjp7fs2XDi5e/a8itzJ97nKBrTnT3Kef7tQiTQe2AVMrk6vXd+91+rv1bU+Y2yHhstSpqO6O1WG43I+OyQKIE4gAzopUsVmVAOF6MQ4WU83tkuywPDZsPth8WoRCuGAQSkPW7e1pnbzbMXOHu+5WuiMfzVXzgmK6y5P1KUVwjB/k5zZW5cS4uBgTiqUyBGAcC8qr55VX01p8xr9jpW7HLOu7Bv5vAQyAAY+bIEfx8LGBQFEQZQTPgE0BRvZGuL/bKCMAEiAgIg/29sy5x3PpC5HIKtqmhIHcgfzFrA5lChOqLW+VLzeMr3SC9GBEAIZUF8QDUJIMVWLQMA6T0qdewCMcrkXUykeMZFv6C4DEyzFMVgmtUvhMKQzjYl+BztBGd6i7PNOtJII400viikWcFXH7t27Xr77be/DJQAAAKBgKMiD8AYe+mREQRP1RgpQTLE10HAklMmS3zOmFknNi21F1X6LltEmex6ENMvadC6d4PDV8lleDUphPaSIsru9y4IAEEiHDi4+s7R0j4TJR5IFJ7Htpo17VCPZNnVU8QT6mbPUQsjYYQopGUDECAEIkEFNjVXoERBeuynIM8qtkRor01UjyR1YikSTmCl8KjhwiCXWVo+o7MlRK9+N6O20VTli2vyIZSM43Fq0gBQSw9euDpr0bXBsjyhbKaQENEDf8hYtajXaCEATXau1sE0pAt8+XLlKHH+YlttHS1iR8xagdgMa99WJMcpvhVyL6NshZhmadYSP7SCthe6J/+CtWZjwpuzR4T8W1l7Xs/RlzEFJqfXO24mxUAs4DdnumgWhl116zu/nusuqwg2HaVY9vjmNeddO2/4NfNkGQounL7r8fm9J2uHX7/Y4rQPmTbHO35W4651J1+5zTG02pTlE7sPZ4y8xVIwse/I+kjDOsxlvt5i2dViuXZo7+WFfZIMIR6/cDz77lHNOhlIEoOk4ZgQrWfZm+35OVysI2E+FMost/YY7z3tdgFQnAMIOZlEWKQThN7VndOVMF2Q2T27MMCoNxJqCFvuKGvud1sT9d5AhwJchTuefCGlEhEAgtpm00RfXMn/VA2JV/li9R3sY29lrt6TsbCqZ3ppxJcltoZowGplUmO66yJv9Ofv5dIYCCAZCADyWoWbfO3rmt4TXVM0k8QguQIFMpPJCN1g8BwQVTUERCMGgBCwbhD6FK+A0tiY9H0od+1BXBadP512lGCM+ZZtiDYbLqDxciIxeNrr9Q48gM8LZ89OoONss4400kgjjS8Q+Is+gDTOLl588cVNmzbdddddXwZKAAChUAizNtIvZlCAUKyj3lZQCaBVNzHUpNfn470tREx4JswZOed5xure9/truo9uV+tUGh8JEBmadq4pnDIvudxYzlI2TNpCWeAPr54/IrzDhMUIMYdkcyHbo9Qd+jCWuzNY5GaiWUzcREl6fkDPCWAEdkbqSTBI5wO6dkg7XTsrh/mBXzo1FvNlCEc7WZBBnSRlIsrktYo3jw6VZfObDlpvfCbP38WoLXxlbR0Z1Kcy8Dw8sDZr9uTw9NEx5aVF1wdZBpausQMBlVQQTXE+8Hi0l/YetEbZ8qj1QsRmWMJ7kByXc69A3q9hWz6mGejZF6t73FJ6Q+bYhYw5k2ZMnXseoy3u8+/cUzZrFd/nb961OtJ+dPcTMw8+90Ckw9+wefXuFfP3/O7uRDDwwXPLhHCgasGyS5c+e3rXxnBrPc2Cs9h3+S83mp2uvSvnxgP1rAksmfaSK+Zd8P31pgxXpKlGDPtNFitnsWSNuskzfZU5fwpJdPcmqLUNJYt3l/bEqb8dd1W6Q3nmuMF8DEafsSQnOxlv7sgXCZrqaqp2NR3oc2t9jo0TGCbCy9TrHYV/by0qModv99WPd3aBll9qi3F2WmSwmqlRkjFEu0kwgoMBU0VO4kyJAkCovosty+GTSzAqy+FX3dj+2IzONe9nzPxLgb+PAQClKzbGgDHCFCgzbos0yhV/u81GY0AYMAZMoe8O7xzGNeGoH0ArIQp6caD+kLg8HGtMFg4ytIQgxq+fersS0vehfOLPJHSC8l5FF92ArcUAIPO9mMtMyZJof5UTloRwXl7ep/i9+DRQ7ARn9YfulVde+YQNENJII400/huRZgVfWQQCgUcffbStre2LNRL0A8/ziFIa5yKVGxji0khbnTm7rB8N0CuaKPNddZucpdWEAGbtBVMWDJ+96vSWx47/fYkYC/WjBD3Ha7gMryWnjBj2Nuikv93Bvy21t7/LYREhaBZdPrYLY+CBfitU0iVaZ7qP2WmhgAsZbMQG/wCAmZLiEoVwf+2QDhaThGRYYMwVyOAyS4EoBQQgJRrVSIJM6lpZr11c/62WGcPDCzdkr3vPrtIGlUUQkNRtV7zh8GWLc6aEk7RBhse+23OqjV75snVgmsIgHwIg0NKOb77P8Y+dOSHTONFUaBJOWXv/RcxeAEDWAkwxFEZy8xty8JhjzD0Wz3iKZinG1Ln7UcbiKpr6IEVji8vL2l0FF82+5P9tn3j/8wUXzZBFvvTy2cNnzLn8589XLVjmyPeNm7so97yK3PMqxt++5O3lCwkfYlgwWdnR31o0/Np5tasWNtesY0zAcGB22odcNo+xuQD4o2unin1HOIuFszldY+ZmT/s9mzMe+N5Oz+0/ODzzvQ77jKKufmIhtQaRpLqNFRPCW12eqEhd5mqUCbiYmJkST0QdsvaqZkpWJ1FG7/Z6ohJdYum7taB+tKPbyKcIQGPUXGKPptzrKiVAGIEgo/oettITN9wZGntQDStwtJPNyxABG9IIGAGGshz++ZtbF03pmf+qB/SOBxghDAgjRAHCABhNLwpvb7XSFDAUwhpt+GZpN463aKkCNdIf9Dsgsx6caFVvAm01otEJnSUAAPQegJNrScSPPJcj71VgzlVPB4DEu7ApG0CrJKC/AKqMSgy3ud3u/+yn46OhNGA5q791gUBg7969ae1QGmmk8RVGmhV8NaHoax0Ox9133/3loQShUAhRbOoyo74GYp31juKJybgldexfWd51cGNGabW+gjm7bORtG2ir64Onbgz6a40bnt62ouDieclt5cHzA/oKh19YmnXoTz6mAyNIANcmZhSz3UHZsiVYls+FpmWe5LAUlthcLoZ04RAY0gUIsjihm2dwqq9AiZCUGNLOSmFBsxQbQQgQ4rUJgSilFrpPpguINqnMAWQy54K+Fde0bzxkXbghu6WHTq4gEZBIS4DatM+y6Io+w0IAibCYPHln98Z3zeu2mA0cwPgIQGDzO+wtDzgOn3JGzKMxTVnih2ixQ8i+nGScDyYPJXQjPiA2/AWzFsfoe1h7HkWzFMN11z5JxGjhpQ9jmqEokMVQZ92mIZfOozmWs9nzx1YDQMG46rzRVYyZHTJ5euuBmkQogCnAFORfUFVSPXPnEw9QDNAsMCz4Jk2/+IermvdsrPvrEpBDDAfxjjqMYcQ3l5dcu6z530va3v4pTUus2WLNKcue9LB91J3xo6sRa5OH3f3oweGnw5xSilRM9RnrzYzf7c7uSJgvdTchUHufnW/rOBrJTE0OqMmYUzH7Kx3DohJNITLSFtDGz/XPDQDgWMg61KawAoIAKAQUQkodW4zgjVP28kyepUjKLY+RgQBAbRNXWcwPSCMghSdUl0Sf/UYbANz4t/x1Bx0DicHlQ8L1vRxgRGNAFCjEYLQ7psT6KXxgMFogsdlY6CIDUwSg0wGCIn7CZkKik3hngudy4HLU+xhp6SUhjFndNqATYo0GISTFuz0ez2f5DTkTzoGd4Je//OWMGTO+PD+naaSRRhqfO9Ks4CuIXbt2Pf300x6PRymt/eUBz/OYtSWfE/0BASiFVkCMh4yD9ykjmzIQAmI0YHaXJSN7GRDFFlYvGjpzWcPGJf43H1GWh5rrgEDGkKp+2iEj5TC2yG18Zx3Z/5c8ukeJ+Dslh5OKNguZeyLFE+2nR1g6lQJEYYmx0KIx4tflQwiBg5GCAm0oRZqSKSAAdkYO9VMQGXMFnBSIUSof0ImBgR6EEsjOSIqyyOcQnr+ppdIbv+Uvns2HLSDq/AFWbsmYNyXoMovaQgCJKPN2ljx7X2D1JltNHZNUHOl25wha+nvrA08WBiNM1DSKhZgtshtom+C+HLNOTNHIPox01UiNr3IFl1lLv04xHEVzFMN17/udlOgtmv5rTDEUBZiGll2rPWNmsFY7pgBhkPgQY7FjRdyCASHwTZ5+/N8bKAooGigaLvjOAgA4tGG1QgxoDrJ8vqkPrWFt9t2Pz5UTgWP/+E3RlNmMCbKHV42+ayNrsTf87QY5cpoxmViz2Vl+vaX4KqG9Rm74UyT3+tWNE9/tyJCUTgWSQg+U6qUgEzgSyjgZs8/IOUkjSSKKagg8bLidt/ZjBXGZeru3YE/Qe7Gz8TxrIINO6DEzMty/zVHzyYil0hWkMNAY0RQoE4MRTUFnnPn9gayHJnWm0ADdXYABMLQEGZdV8jrFZAJBf1W9w4BjiMsirb+leeNR+8J/egJxSiEGipTIbZXqezjAQFNIu87IbRbHZ0dwrEnzDBBj3G+cCGIJ5rDQZ5QM6cQACT1U51YcPor4Htl5AaEztA5lkDTxAMjxLsRl9v/aI9C/EEK49Wz4CtauXXu2hT3nwLGQRhpppPGFI80KvmrQjQTf+MY3Ghsbv+jDSUEoFKIYW7JYowEqNzAMW4M+wK9E8AQIUTkDxdr7vUoI2PIrR962XoyHDqyaGe/yN7+92l0xM0VTdKZJhligpWHT8lKmVR2ZRdAkZMVktkXMqHY05LARpIVzMZnmsJR0DhjkQxghCy3FRGzMHvTzT+RZxf6sAFIIQJ5NbAnRakxKtPFqzT/AC4jFhoUizBnT9+yNrY9tz1z6RlYoikACfydd02CaNTpsSDIYJpl4M6RVd3cv+ZOz/jSta5NAhpYOdPOPnC+97aNIPGIayUnt5ui+hL1StFdgilYmEIMk1mYqvpbLHUfRHEWzFM0GP3xeDDUXXvYoxVopGmMaiBhq27eh+JI5mvAd+HDAlOFCGBSSgDCcN2N2++FaJVdAUYApuOSBZcc2b+j8sJaigWaAZoCzsONuW1wwYXrNY3MQhqKJM2kWaBY4Kzv06sVDrnro9Ov3hOpfYU0mxmSyDbmUsuRmVP5IbH5TNBf+Izh1W5tb4QOiDJJElKt4MmKr6cmd7joNRKlnqlU1JeCgEt2CSZKJLBNZJp0J8xuBoS46erX7mIuJ+WMZQ8x9xuQKaDKff7Z6rino4CigkMIHEE3p3ACt2O+ad36PL1PQOAACDEBptxRGgFF9F1Ph5fvLh5DODRAgUO4cl01+/pst5dn8jS8W1Pewyt4QRghDhTte02YFDDROEoNpBSHMtyblQKB/tQZYC1gP5lsBSD9iQIcO091vE3O+mH05UGZAjGamUID0b7Ac76JM2YY7W5cPqd8SIfL5s4JAIHD06NGzKuxR3uJLYs1KI4000jh7SLOCrw76GQkKCwu/bKygpaWFtuWBUWucai1IkoEz6P4Tva2mLF+/mF5/xIx9yNXL8icvPPzXudGOevf5s85oL04VETXtWldMd3BIVIKXXtkalrlMOnqx7YSNErBBKRSTaActJCP+1IZlLk7oTjC69AMZTwoACJRl8ptOahKLpAwFdBpQ6YnVNJqTPEEZkNVsx3ZGDkQpEJXhfyASIRLxOYT1s5s5TOau87T0UJsPWy4pjbFINqYIjDoikEmZR1h+e8/CFc6WTkqhBJvfZb/5k9xjPaWEsmAQTGITI7bHM6cCl6tRAgZ1vg3R02z+5XzzZgwSphlMM0Lv8UjzLu+0R2jWStG0EuK37lnrGTPTlOHCWOUAYizEWtS8AUaAMOSUV7TV1UYDLUpugaLA6nZd8oNl23/5QDTQgpUcAgM0A/HuFpPTHWn3RzvqGVaVGDEsuEdWD5+9qu/YxtZtizFE7IUTpGi71Xuhu/p3FGOBRPsuctXLreVREesO484490533lXZpyyUYPQTSwRkGex0IiQyytO6SM47waLzre1l5gADEhDSnLAVmUIqGUCglKXCGNUEXAwmF7r7KAwMhRgMNAU0VrgB7Gq1tkaY2SODKhkwUgLNUQAYVu/MmD4yOsCCbKCeGNW1cZWFcYUnLJjY89xNLYvezF26I1vf86ichD/EAEa0piDCFFzkiVLxZiVPkEIGBnhKJCYbCwGjqQAJvWxgKxK6BddUyToMgACR1G8j6H+RblonYgypCqKkfEg9ATVX0Pb5uo0VYc+tt96a1g6lkUYaaXx2pFnBVwTKf13jxo0zGgkcDseXihjwPI8wO2Cxyg0IAYqzS6kKon7Rf6zzKJepsQKZDCw9JMuQWT4954LZQiRwavOyFDIw2D5BhkQw0L53fQEdQIpGiJg+iBeUcp0XWJtorCuFABCKyzSFiKEUabImqUIMLLQclbDOGbSWYpqUG8hlheGuGKUWk9FhEBHNHBpadzgjVUGkJQ1kGJUVr201G80GRCREJHZaWnxxYN743rl/82w4YJs5IpxCAwYSA4lUDuXnXBa+e0VGKIIeW2f90R9drXy5wHg4qRMRUaYccedURFswRWNMY4RRxxaQ41zZHDZvIuMe07fvN3K0jcS7Au8/6b3k55w1B9MMphBFAwDfsvf5womzsSpwB4whEQpYs/NU+ZD2WHxRddP7NQolwDRgGvLHVI68dvaOx35M0YBp6Gmo23j3TFnkp/zwyXG3P1Tz+PxQcx3DAc2p3MCe5xvx7TWcM+/k+puk4HEuaxjEmll7tnPMAtuIO0joREPU9dypITGRkgh0xrl/dBRPczVm0HFZaYSsGYsVhuCg4gHBHJaYt/qGtPG2y5zHC9k+Jd4NSwwvUxlUQhvcR0pILwPa0511fWEbhRFDAaMkCjCiKURjiMvUr95zL9W1QxiAUjwHkFyCYfMRK0eT6vK4djP10xepcXVtk6myMKFrirwO8fmbWngJ3fhSQUuEAQwus9QSZfTUAcYIY+SySCOy4pTqLlCFRINmzWQqgxICeq6Ajhxh+2pE81DeOZFQlkGcMEBUTq+zes1trH2vlb/qF4XIgsx/zl2NFWFPeXn557jPQd8irR1KI400/heQ7lfwVcCLL764f//+u+66a+jQocbl5eXlbW1thYWFX9SB9UMgEMCsrX8pcxVIHzjXZQ7KX0TU6AMA4t2nFFNBEkQ1Oxofg/6aIVcv623YfvBPN5bdtIq1uc50SASg6Z01edDKYREh1Cdb3o/7BEINM3ViQMmEgDZuy2Gp3zCuuhpCCIHbJAbiDOgdbY2lfbTYfsaQ0LqjGYsv7FJOOilGIQAEKnPiCQnVtpoqc2PJQ9TmKrLi/j4GJK2yK0KAgShtyDCZPiTsyxBufsm78aC1Mj+eMhCsX+SkCpzMnhJNiHjq/dkRXBBnvQjTHIQwiccto2RzMcIUwjSmaIwR6vgX4lxMwXSKMWOKsQ6dIWWV9dQ+hhlr5sibze5yTDOYwhQNmELtteuySifacn2KfEhRDUUDrUIshLTUAUKAMAy7bMYH69eOumYWwmo7LkJg3HfmtR2srfn9IwBwqmb7hPmLvRdUyxIUjK82Zbh2/2HJ6G8vdQ6pVJtCIADEDpm+KGPIxJP/uBtRrBxvMWWVIYSsBRexmWWhI38NNQdeby+Y5mp6o7OoytnqomOy1sJMy9CoI+ccEk/zzhPxrFJT4DxzB0JKwzJAAPvCnpHWToQAYz1LABjB1o6cYfZIoTXBUIjRhEOMph167D1XlTdW5uaTKQIKAQ2AEVDqPcTLaPXbjoeu6U62j1BuOGIIwzECQmr8pjkTgipbAASE2E3ysumd6/bbb3k5f9m0Do4hEFOHemhAEiIgAwD6WnGw7nCLyOQAqLvVhvoN94XhK4FInA3vR0ROZEwmtC35oiwBkQg2tCMwtuyWRUJEpVlB8obTE2oIyXzE5TrjN/E/gFKKdNmyZZ/jPvth//79Z1uelEYaaaTx5UGaFfzXQ6EEg5bku/3227+QQzoTEokEpbiNdWuBHu9rob8k8ZBUJOgP6kZ8sMUxtFoLbIgeeiu9lpSgV5b5aMdR57DpzrLpbe+uPvTMjSXXLncUVeqqDKULlDIvJkId762fyHQghE4IOU2CazjX1sBns0hSDZIGV7EsIyedMHoGkmO7CDCCXDMvyKgrznhtgvHEdSU6IXB9afDbbxRUF0S74lQgQSXbFxAAABsjea3CmkNOl0n02QX9JWVzBFCWmajv4sqyEgAAiIAMBAPI6qByIIzLXDwvoBvXelfd2O6ySWp7MtDMscgwI5EN75hjODdO5yNMWaXTnNAkY7NkKsKYUoRDCGTc/CqyDaXzL8MUo09s3jih94gUaeuuWwtiNGf0tyiawRRgjDo+2FR+7WLdP6DM0BxrdroUn7GeLvBNqv73zx+I9QSsLhfC6vVpOVDL2exH/rmhpHr6rD+up0x2SVIvj7us4sK7ltU8+cC4+csdhRVgKPSUVVbFZjx7+Nkbw/4tlrxxDGdHCBCmnKO/F3WPaTv0x+eaLVXO1iJT0NiFgBCi9DNWPqBe0RSSuHHWxlwmrN5iCBCBHsnUwVsnO5uwXkcUAUYQEtkP+jLuH35SEQ4lcwUUoik42svtaLa++Y3TKZQgmSVQueaGWmueU6wo5NVbPIXCqR8xALT0MSxNfC4BiNKOGkBGgAhgmD0mVFUUm/9antcmlmUllF7Xyp2uNFibUhD59YGAciOS5JfKwDpI8r2xEODC74smn2ApV3ocq/cfIsB3EcqqE9lU8R8hQhCzztSMgvLVUWm1GG37HE0FgUBgx44dZ9tO8Nxzzz344INp7VAaaaTxP4K0gui/GIFA4P/+7/9isdiXqiPBRyAcNhYuBNBNxoCM4nuijXD3txbIwAdbGXseIUTTBQ0iIuo7vj2jpFrZyjNhnu9ryxr+/kDXwY2DWo0bd6z2QiuHpRN8TpPgmmhpEIByUPFUSqASCjsjtCSsWiSKko4Cg6t4Ym5wW2sGAKgnpWcCCPy70fbzvdn3bM8LxKlle9y17aYwj22MbJwAoMzJH+wy3bixaOILQx94y7Nyn6slTCsSeEkiU7yRDcfsKeVKRdVgQCQCErjM0rJLO2aUh2/8s7eumRuoHVJVSRLZsNNyojc/SvswpmziMUbqjtiqEMgYUxjTGFMYZKpzK7KX0t5pGKuGY4pmMMXE2/aIwdPe6l8UXvZYoufE0b9d37Dx3vZ9L7R/sAEzbFZJJdLLDWHAGOJ9AWu2F1CKgghjKKme3lpXCwiOb9u8/ddL//KNK2r+8Jh3TOVlP17W8WGdKcOue5GVx+yyigvvWrZn5d3BxjqaAb1gEcOC3ePDNGty5vlf/gYiYcZkYTgzY7JYCy/OumQloi0CQTIhhi4ERJJBJiDJIMhob7jQn8gq5Tqz6ZCuvgcCCMEHEc8YWxuDiO4lwAgIoPXNBV/ztmeZRIYCRhEOYdAm9Ov3su8fH2AZklQNUUZHAQCGEI9XbM1YeFlwsL5mWkIKI8BQ28ipduRUs4Ey48sU19/UBAD13ZxSmwg0tzHGkG2RRmX2UXwH0fmlsSCRakImAECwmYvsj9vH8eZh2jdQ/Z4SACwECJdj/O7q/gIAkBMBZMpOyTto2jtQmxW0fl6mgnOj9Ve0Q/8VP61ppJFGGp8L0rmC/1Yo/y9eeeWV/0WVMcLhMGaVHkb9CxAhXS+E2Y8QEcW6jrIZPiJDv1yBQT5E4t1+zukjshpX2YuqzvvO+oZXF/adrCm+fDFtsushl8SHOt7fcBHTfShREJLNk6zHzFiMCWwuE0rJBgAyhv4hkclkBf1VjFLOZnx26LG6wluGdelLGsPslmbHP/yOEVnxizzRm8r6Mjj5228WzDu/x2uXjPIh/YTtjFTbYX5ySuv2Zmt9L3v39ryQQF1WGLp+aPBaX9+cLUU/GNupqEiUXnBEVqJMwoIcTmAQyZzzeyvzYnf/3TPvwt7ZlSEtRaCPRaO6RmbZy1kJNo9CxM5/QDAbtY1DtBWFE4iiEaYQkqnOrWApxLmTEKaR5jnGFA1CMPjh83nVv6QYC2d1FV/+CMZS0L8l0lLbeWiTyZn3wXMPZPpGmTNdnoqJshCyulxCLMTZ7AgAMMT7AsFmvxAN9TX7Yz2BHY8/8q+fLSmdNj1/dOXYm+dkFvmUGyBwon736scuvGMRpKppPCMrL1q4/N0Vd1fdt8qaW6ZePYC+U7WW3PKiyxaxDq9/w9cLv7aKsfsQphQplHXYTS0nVgwzBZJZAi1jIMjU26GhmXQUALLoiP5eyod+OpERl+lhll6FDChTF2/a15eVkCiRUG91uABwBie7zVJZJl9iEmgK1nyYyUto5rBwUjWkzGBNPoQBEFr9tmPmmGiZV9BG643fBNBPDQDVnuYqixOAEGACACAjwARk0JfYTWR6afixXa75r3uXX9rmswsIK18aJAO5vCh84HCrSKsCHpK8oNpdISVM0Tokx6IZUwk2KesonTYIAYQIEEBCLzF5Dber8QgBxDBiDHWHlbScrvRCSBYi3pLPJ1dwDrT+50CelEYaaaTxZUOaFfxX4kxGgi85QqEQZnyaJj7lJSMNIJpmQVUuGCMQiceMjeiRtCrySFICQESIdJnd5UkNEgLa4iq7aU3zjseOPD+35NrlJpdPefPWPeu80OYXskOy+ULLCQ5LCEFQMhVzvbocGnSZCgKEUC4Xi8l0FtLLEPX3SHjMvNskHAhYxuXE3m61bfI7O2LM9KLQiilNQxyC1tYKfbOs75Hd7hWXtqkHqYdZBAjAHSN7tjdZNxx33DSs9/IC+N7IgD/Ebj5tu+/tPJYiCQlta7JOyQtrnATpUiIbJSdEABGAkApX4rlZzXe/7jnaxS69IqCqYQABkECYeuC5rBBzHsKUPfGBQLt5y3CMaYQpghiKxBFwdOdbYMrF2RfpWQKMGYxpBKRn/+8zR93KZRQpATfCQLFM9sir3WUTA0c3j/7OinBrXaz7VPdx/5GNK1mLPRpokQQeAOrWrwYAe26eLddryXI5PN7hV87Y+ujD39v+XspFRIAQnH/j7HW33lhcVZ07qrL/RR5VedHC5TWPz6+6b5VFIQYATTtW5180m2Ehb8JsW2FlwysL3RfMs5dehzGFEJVRfmN74+Zesc2GE4rVWLEWBETLnkhxGddRxAbaBIcTRxWllvL5hiWuNuy9POskRhCRmFORjNaE9VTMBgAeU7zYGusTGDMNJpoEeOZY0LL+JNMUZm2MzMtoVnmoJcZ4nZKWK0g1GSPk76Y37besv7tDpam6qcDwtVD+8CLafNiycGqfUTikEgNILmkJM4smBmysPHdj/qqvtZQ5ecAEAwCg6b7Q4we6IMkHjOI8Qsl9pvABgSugxG4Zs8jASwgkHT9I6JFtw5Vv2cCDlKPtlCUXaV8YhPQua+oU8v/7gpvnwGeGEq+fbe3QgQMH/uvsBNvuQ9NgK3l86hd9IJ8vGp6eXHrH+K/eeaWRxpcRaVbwX4ZAILBly5YzGQm+5AiFQlSKgkizFqTGGJrAITmMrv5B2sIBvgKdEgAhYjSAORuRiTq8rxAHzBZMXdzz4cYjz88deu1yR1GlLPKtu9eYZasZ8VXW4zQQxR4QljmHYh4w8gFN0JHJJHp5rsAc/4jTnJwb/Et99sqD9ChX7OZh3eNzYxQGChlsxwhuH9lz0+uF2xut1QURSD1f5enySW1ztxRMyI0W23lCoNDK3zY8MLc8UN/L/d2f8aN38y72hOcO7y5zJjAiCjcgBBiQeQmDRIAgoIjXLDx7bcsj77jn/s3z5HUddgsBigCgRzY5m2OFiMb2xP44O1TkihCmEaYwpmRzIRX8ABGRmAtSKQGNKBpRdPjYyxTntPumaV5kgjFRFEFtBzbkVc6yZvscXh/DAsWq1UUpGvb+aalnVOWwS2dirW2Zbjk4tPFl/87tQyZX97uMVpdr2g8f2vzwA3Ne3jbwIueOrKz87kO7VyycsGCFxVPWsncjHw54xk4XBQAAu7ds2I2rGl5ZyPf53ePuU3whbNaIzp49Zjau+4xPxF3HE9ljzY1uOuTn3VacIJrmBRCIhHo7WJxJx49GXf/ucXBYLjBFzrMHHazYmTDdWXY6y0RMDJhoxDHKBByNdnfYlte6F47p9gfZW17x5jnEmSMil5TFvJmSoe4QAgSr33LMmxZy2aX+56bzAqLajje8b60sTrjssnqr4/7WAgAAGfy9TKU3Vl0c9drEhW/mzRvbM6ssqBCDbItcnhE8IPZKlEP7Uqm3G8M3cfHjccv5Mu1kEqc0lw4BBIQgrY4WAEhIihLWBSnERTMYyLzce9hUdAXCFEIUQkqKhsLaDN97wiyc+uyj+3q8flZ//c52p+TPH9vuQ9OeAAC494s9DgA1it8JAACTnjr+zu0ln8dOn5iGnrg3zQzSSONsI+0r+G+Cohr6LzIS9EMoFKIGq0GUNA8YEgX6U6O1gLHn8X0tquQ7pRcBIYQQmRACsqjkE0C1Hxj2kHnezKEzl5/4+wPt763r3L9BFnknjo4z+ykgevQvEIpFUorP2EAPMhm+kzfptYk0JOf2B2z/aMzs5envj2r/0djWsdlRvcSNrDwCEAIywP+b0PHIbncogTVKYKggD+CxiD+6oON7b+WHElhW+2qBTKDEkbi3on1mcd+hHtOS3XlzthZta7YKEkgSAZEUWRL+IENEIotEEogoghVJy6Z2VBXEbn4ur76VAZHwcdh1wiJSGVb+SJwtFbhChCmMsRLPyRljcbwZMXbkuhAhrFMCZUYKN8Y797vH3YMwjSkKYayNCAOmSNeHmz1jZypPARlzLBDvC5idbv1KEZKsXjPs0umn99ToayavKYKhU6rzx1TW/nW12uyMBmVGmS8YXz365kW7Vy7s2L+5/u+/Of87yxS+gWmgaLDk+Mq/9Xy842Dbjp9gEGnWxLnKAoJZ1prCHY7lnuBdE60NLipECJzis8q5Np3+hSXuQDQvIrM0Irls7Iack3MK67/maTkds7XGLXeVnXaZiJkBE4M4VqMEDPr7SefyWveqq9pmjQwvmtzz5m1NCyf1+nuZW/7iWbghu76T0U0Fmw+Z69uYGRfEkrwTp05IfeQlvGanfeFlfZqXIMVRoM0gwBCIUt4MCTBU5sdXzWxddzhj5ftZWpszqC6M0IlG5aulftsI4WJHGb41apsg0i6Q4wRxCi83+HzUP1jsI7TdID3SPiWEEcJS4H3KORyzDoQwwhhTtE4MlJnQiTdmzZr1H/906PjlL3958cUXn9VfvzfeeONsd0r+3LHttScA7t1KyBceNmsD+4QQQraOv6P0vkE4/adDye3vEHL8qUnwxINPN3wex5hGGmmcEWlW8F+DQ4cOKUaCs9qy56wiEAhgTi90qP5Nuh9JytOkydjgNqZYu5gIaTRAcRsroT+Rta5UYjRAmVz6cmVG1roWWPMry295LnBoY+O2x7x0T4WpKRmPKgYCQ2Wbfm5jAMhkE20Js3L4KcQAQVCgnzmWt/G0a/55bTcMCWxuzFCTA9pJ6bkChRiMcCUWj++65rWilgjdbzWFP0zxRq4uDt6300v0/gQySDKRZfhueSeDyaLz275VGvjjYfecbUV7Oky8RAQRhmUk9rebRJGIIhEFIopEFsi8MT1zxvQu2pS9vd6yYZ+NF4lFaIiazxe4fIy1YV1MIYqi+94DygxEwhhjikEGSgBStK9udWbFHIqzY3UkOIlI6yFMs/a8spT4XnuUBJ5mWYSSS/TrXHxh1bEtm/WbxMglEMDkBffv/9uaSEeL0pOLMtADioaiidOHTZ/9/jNLyq6e5ywqU1iBPnFWe/nsZxmzvXHTXJDDtvwLOwWrLIMooT3honbBMclynEM8IRCWOAwki4oAQILQB6L5b4VKeMJc5z56pdt/fkZPjjkRlkx/9JdhDN8rO51lJmYWTAzSJjAx6LH3c7Y22p6/tsXnEoBBwCCWg6rSxOIre968u7Uin1+03v3AS25/D13fzj6y0bnsmz12i2wwEKdOWteCDe9ZyzxCWZ6QvBeNDQ2SM8jfw/iyBGVbX6bw7LUttW3mpe+obc5mlQVpoUt1EBOC5IQ1shsTPmq9QEZmAIKliIxN/chA8lHokWln8lNCSFcHAchS114mb4p2IzEKN1AfMQZZ7K1/Zfr06Z/xB2Tt2rVDhw49q/H6f6d2qKFhL8CkkUVf9HEANGxbs3PSUwtUajJ1wVOTnnjtM9MCAICSkvEAOw+d/jz2lUYaaZwRaVbw34EXX3zxySefvOWWW/6LvMWDgjK5AFJDRj30h5SnRj6gz2PWLsVDKiUgREsCEDVXQDRWYM7SOINxNbVOEWPzIorLwNEyrg0MEX9qyKqWWjdIiRBCMNQaaoubg4Lahkxf/1Cv7ZEPhuSa+Z+MPTXUHp9e0OsPce93WvRYXzY86gxhSkFkXkXP/C3e+h5Wl3EbZETwvVGBYc7ELf8ujgiYEFDrDBEwU/LCkR1/OJwzwhlZNenkLSVdv9zneaAm/3gvMz47sumkXRSIKIIkElEAUSCSQG4oC664qu2RbVmPvZUpYUvEfIFMZyhD/RhjZUCX7n0PhB6Sfz2IQQh+aBQOYcxET/6DyxpuybtQowTYIB2HzkObckZO7x/canGsEAmxVlU8ZizZBACZRT7OZgscrzduCCpJA0eed/SNN7/920fUokapJYki7f4T2zfkja0+9c4GWQhRjCpYomhQKhRRDBRdtthVMcu/4UaKYcISF5WpHeFSDomTrfUUSISAQKg9saGlbDsCOJrwvBsZ4uezRlk6Lsv0u1iBpRFLQUCwvNRSPCU7cGtJS45FsjBGSoAoCj+029OdoJ+8st3lkIFBQCOgARgENACNWJbMqw5tWNA+qoif+1T2zb/PvvWScJlXSMb0AyftCm7Ya503LWTgCalZAk2PxMsIAFia6G3O7CZ51YxWjiZzN+WHRMpllRDhlZuPkvqs4RqezouaRqqeBuW7gWiSvAdVKLcr5rsI49T5gEoJMAaESfcH2FpAWTwIUQjTiNKyBJhCiMKYijbvrJowzufzfZafjkAgcPTo0VtuueWz7ORjcQ5yEWcL40sGSHUanr7v8xhd33YfQmjyJ9pTye3vEINm6PShnZ9wb8qhNjw9GSE0aHqhaOSkT3nYaaSRxqdHmhV82REIBBRvcVlZmSAIH7/Blxh2uz3eeQjUgUit6KEhSmadvkSPnwwgBnr0z1jzhHBrMuLX8gPJvAEhYixAcS5VTURkIitpBDBOVs8oNx0yYVEd70fJuB8GzRUYAtkyW/BQMANA2RJEgtb5vVtbsx4c03BVQUA/lztHtq86nB3mcTJLkJo6UM59dnnfvIqeO7d5j/WyWgJCD8oQAfjB2M4peZE73y48HWEB1F68kgxjXeEpnuCCGl9vAo9zhf80+cRYV2TBzqLdHda3W616okASiSgSSSAyT4qt/PShEQBIsEMJbcEII0OigA4fwnwHyZuJaBP2XkH6DsmB93UFkRTyC73HM0ffoW2CtZZkCCFEJKGjbpN33Kx+Yb0xV4AZFnRCmIrckRUn3tlu3ErXaCEEVfMXhNtbT9VsV99RERHR0NdYv2Xp3FGz5k28d7n3guq9v7tb0Q5RGh+gtKe542YXXvZQ05sLMWt/OzSsgOk+j2vWG5l9mMjz0L0I4N3oUApkBxUfa20dZQuwNCiU4MNI1oaWohsKWqbl9VhYZGZAMRKYWGRiUUymb99SmG2VV1zVbrcSYABoBDRSuQGlNSvAwLJk1oXRvEypekR87Vu2dbtsxg7H/eVDCADB5oMWQFBRyIPxkg6oTAoYtYRob4bYjyqwDFk8OTAqNz53U74/xLrMEpZjDN9kju6PmUbybIGmXCMAgElCRhxojmTN8A8AAETEiTbJUoIQgJ4H0D5+qXs/652KMEaYSmqHUJIbBE+8/s1vfvOz/HQo4smzrZw8B7mIc4ht96HSO2AgVTh3aHj6wSeSiQPjsn5uA/1QS25/5/hTk86sFNrbkJYQpZHGWUWaFXypofxf6HK5li1bVlVVdfjw4S/6iD4TSkpKYu37SOpIJECyCI85e1SkqQYMQbM+iKk8YtYmJUKaW0DPGMg6JVDaHit1JzXOICeZg1qVEiJtB7OpsDG+0kNZGMxRoMTryqtjnd3HI3ZltbY49+TRoWZKur2syUzJxtJJFVmR8TmRPx7O0RVBg6iJAAiBmUNDD13UeedW76EezjiMTkA9oLtGBb41rOf7bxce6TEjpEiMiCTD9cXdk3NCP64t6uVRQiJX5fc8NbnhQne4O0H/tT5LVK0FRBSIKBBJBEkg3xzeKyOTyOYk/aCYQpiiYn4Ub5bzZmCKxZiiuCxm6DfkvqNC61sY0whB8PBa56jbMG3CmEIYY9VRgJRiM6Hm9zOKKmmzHWmyliSPQgAAQjTE2uyDUgIAKLt0+qndNf2sCGAgBpMXLtr1+8eUQWqlDcK+v6zc9vOFk+5bNnTqTIqCipsW2L3Fu387P0VExCSnrLLqnMo5Mh8azrUUMV06JTjJZ7eImd2SLU7YMlNnm5jhYuIVCiWgEEvBW93eD4KZ3y87OdoVtbLIrOUHzCwysagpyt21Nf/G8uDiyQFFNaTyAYUbUIaCpBQAhR54PrPMKyy/tee5+7o21pqXPO8MxalB5EMIlOH/1Vvsy77Z058MpMyrOYTN9dbqkugglgMMi6q6Z4/qm7spn5cQFz/K8M0Ry3iRzkzeaAQIIUiOEWxKqQKr3YZ07BThPAjTgCi9ppBSaIgEjyLaRNmLEaIwRSu2daOCSAg14eChzxhqb9q06corrzyrlODc5CKMiMVi77333v6PxOHDhz/BYNCgQ/KvPfF5qYqmPk4I+bSu4YanJ5feAU+tTdms4elb79h578/67SrlUEumzpm0845bB/CCwc4xjTTS+LyRZgVfXuhGAkU15HK5hg0b9kUf1H+OF1988ejRo9GW3Qatshom602jLPlVIf92QlRHpDHIVpgAZXKJ0UDSSSyDQTxEZJlIiSBm7WoawagsSqYXQBb4eNsHmXS0f6Ehg9u1X5bAYB+APFMsIVMdCVN9yPa8v3B6Xud1he1mStbPVA/9vz60u76Xe+2ks5+vAFKJAQCqLogsv7htyc7c97tMCCND9KzWgPxacejXVc3/7z3vpsYMJZ9BCEgEbinpHJERefSDgr4EToiEAenG4s4/Tmx45qj7O1uHvN9hVjzHCjeQBELLMgIZIcVerEwUnWihwodI9jREmRDGSlMCinWay78jhU6F9j8RqX+Bc480uUdolIBSDhIpXckQaqv9W7YuHzIoxHSFVaw3wFlTGtgBJOPPoRdXtx2qS3IwLWOjc7XiCVXu0vI9f1qJMZzYsfml22b2NftnPP58/tgqrGUPxt+xFCGoe26pwgdoZaLViWLA6ikzIz6H6tMoAUnI1Akh10P3Xmg56WaiR+KeEnPPaHsXSwNHoYjMrWspicv0/JLT+VbRrFsIWJUSnAiZ7tnuXTiue/boUKpqCCUpgTL2T6FAjJr/J1delrz0pj7A4HVJa+4OuBzy3N+56hqZAYkCBBiWvZIxqogv8wopHCAlaZBcubaRqyxKGDc3EoNZI0ILxneHeIzlSNQyRkZcyu2o5ArkqIht/T4jJYVGx05K1mHGMqOgpguQ1LqVyZuK1GbYDFL4oq4gwvRn9xkrpUjPqnjy3LRF64fjx4//5raqTT+46NCjk+J/mkK9PJXZepm843Jx5+XM7svlf09jXqt+f2nloUOHPm5Pg6hrGhr2wqCqonMClRL0L0C0beUdO+Hea6b2Wzn1UEtu/9m9sPOOlYPJiL6o80kjjf8ZpFnBlxQvvvjic8899+CDD+r/F5aXl/+XprYDgcCjjz7a1tb2u9/9jg+eEsKthpqjmmKGABAwZZUBAN/r13iBnhFQo3/AHJF4rbiQFvfrCQFChEiANmdpy2WDCxmIDLJMCCGSkMBIhpQoK6leoRDR1UTGAW+kHSwAjHT0/qvd83qr5ztDT49yBrXD71/F3UTJSy5o3XAi82iPadBcASQjY1SZG182qf3HO3P/4bdrQ7HavhAgBCOzEo9PanrheNZzx1166CwT8p3SjjwL/5N9vsYwmxAhIYKTFr7u62qPMb854Fm+P7czTOlqIictIsKrRgJEIURhsZvq2y9nT0OMQ6cEiKIxRVGs1X7+91h3RaLjfUBISvRooZ7Ra4pkPhxsrM0ZdUXyIkLyUb9uFMN+xE3iGVlxaneNdrqgS7lAowfVixbvW7fm1YVzD7yw5pIHll724HKLy6VcJbXDNIaqu5cH6mv9W9fQzCDpgkhLbS7dp/BDmZA20fkB7xtr8l9gPt0kZO2JFk9ynK6wBVgKEsBu78l/sWXIaGfwtpJml0W2csjCIrNhevN0xpKdnuWXdkwvi6pZAj1XYOxZRiGgkL+bvnllTlm+uHR2r9q1ACGWgUXXhRZcHbr76aw122wp2iEMmw9YDjayS27oG4QDDGAIoQRV18pVFiUMduT+xGB6aQQAIuZxBOiUyl4qN5VosUeiHMTA2pW9U3wHQZTMuvUMAGjtCEi0GRgb7SzDmMIUkxQOIawno3o+fGHGjBmf9MdiAAKBwI4dO862/fcctEUbCEmSCjPx2AJ64lBmQjlXUWEaOcZ0QZVl3MXWkRdZLphkGVlpGj2Co+mPLSDebxy94enJSKkN+sS0M8n0B2LbfYbiASnCf6MToOHpyQjdty117dR32HYfKr1j/NaB2QWlUlIKKRj0UKdecy9Af5dy2leQRhrnAmlW8KWDEkP/l3YkGAhlEG7cuHF33323w+GYPn16rH0faMYBMNQ/VIITc15lz4cvJ7MEhpeJLHPuEZHmGkO90dSMgEyEcCttzTNUH1KLeuraISW9gCBlTNqoaLdTiW7BoomGlBVQ8ilCANDDcy0x85whp9wsr54nSf2rEYA8K3//6LZltZ72KJ08lQE2A+V9Ktz8qstafvO+65UGB0IqMdATBwigyMavmNz4r2bHox/k9SZohc8QAreVtF3h7X7oQPGhXjMvkYRIrinoLLXHxrlDFJB5O3yvncwQBSIKIAnEYxUwSShZAkqOMj275KwLgXMBxhjTqpMYK1IQGmNK6DliL/s6bc7u3Plw7+G/ET6kxYQIY4QQdNS97D5vOqZZ0GQ//RIsAyVjAxcWT6hqer/W+HHoj9HuwIGX1r3w3ZuVq3Dj6ue9oyuNZECdELBW+yU/WXNqx4bmPRtTWAENFA1Bf40Th2VCwjJ3kC9qEDxjTH4OSzujZWZKvjrruMfMW1h0LO5+sbXETJMfjGi4qqDbYUIOE7abkN2EbCZk5XCc0E9+kP3MocxnZ7RWFsQNlEBzFBhSBEBB7Slu7h/dC74WXHR9SD1oQ2ag+vzEaw921hzl5v/eFYpj5cK19FCPvOxYdksvywwkA4PIhzYdtFYWJViGpCiIUu0HHEMAsIwoorv7NeMAAUKJYYmyGf5HSGbNqNgJyVJqEA4lZ+Su3UzuZKRSAiZJCTCFMYUxJfSeGFbi+499xudmCF/RDn0hhRwkgiwstpkwsmCwUmCnIYOCDAqcNGTSkEUnLP/B/9GpJOGTqIganp6Mpu196rj6Q3r8qUk77yg9s7/4iWloGmxNrvzENJ1FNDw9edoZGgsMQgrOcKiD0gKAtK8gjTTOOtKs4MsFPYZetmzZV4YS6CIoALjkkkuiLe8abIzGGQIEnOU3xDvrNMeAuoJmNpY51whZCIvh5v5ZAs1XIIsJhFnFaSCn1ibSrMaEyGqSQhuTTjHHWik+IrMoSQnUo1P+ygS92lIYl/GojL49AV2ZnQI93FJEUCMyYwsrOh7YWdDQx32E81iBzyE+O715dV1mkhgoI7MIYQwYI7dJeqb6lMcsfG/XkMN9llMRLpBgAME0T++DFf7fHimo6XQIEiRE+H5ZU0xENkr8+Vj/KyczF+/Obw7RokhstIxJAmEKA09375Cc48FShBDGmNLKDdF6VJdofgtzGTbf5RnlN3gv/Q2muaZ/P9D47x/2fPgKEaPKYXV88LJ7xBXJ1IqeK9Aiez4WUhMFKOUqGT/94glVp3bv0l9VNjz2780vzpv7p2uuaDtUd8XSZd/f8V60u6v1QC2kkgGFISgViiyZron3rTi8/jc9J2oxrVYromiItNbJLe9loHCXZN/Hl0iEmmA+3iK63o/7pjlPjs0IZJvFELE811J2PJpxZ6l/9pD2HCtxmJHDrPABbDMhmwm9cDzr1s1FOVZp/Y3N3kwpqRcyCoe0FAHQsOE965K/ZS6f0ztzQry/mVh7areSVQu7K3zC3Cdc9S0sYPTAmswFV4fK8gUw3ppnlg9t2Ge9eXxIyxJAcsbgMfD3MhK2GG44TaJHCABQUkCgsoy3sZoTkKJY6CamPIQodQnWWlQkOkmsg3adr1ACTOk2dKUSEQ1Ebn37oQULFpzxB+LjcA6G8JXfqC+q3LOJAYoCmtLtKAg4DCYMJgxmCiwU56A+/V6nPk623gsAk546/skMAQ3b1uyESXOmaiuW3L72qUlnUvEAAMC9W/Wwv+T2n90LsHPNtgZQNULKuH//rMOgRoczHGrRyEn9aUFJyfiPP/M00kjjMyLd2/hLhF27dr3yyivGGPq/GkrppLvuumvo0KH6wnHjxkV//hgQtYuVPnyuzhNizr0g1nlQW6iVR0mKHYgpZ0y05V1b6bWptkhVjoMZmywliKz2OQYEQAggQpCMkDIQq7ECXTukxa/K5GZivaIJoC+pY9FmYjK9vnmIzxqentsWk+k/nRw6NquvwMoTnQkAGMdh9WlMdvSbw7p/VOP9+UWtI7LiBAEQtaczIUAMsTIoxOCK5ru35dV1cfeNDdgYCbByNmjzaVtNq/VUiGkIcgCwvC6vJ6F+hRlM8swJj4lfdSz/L5TnoYqGDEb4ZlHr8/68HW32X1eeeLXRfffOwm8M7T4vI/5hd0hGOUz3LmIvB9sQLZJTnceIojBFIYqWE93Rxq3ZE5cqyhCKtWSNutldMTseOBw88a+O5/5szauw51VI8XBWaRWkXkaD+gkohqNYLuUkB2QPPCMrOo/VA4D/3ZrOY0cbdrzVdrCuZEp1xfU3fGP1szrLunjhoh1PPHLTM+t1MkAwIAKIaEEyAUeBb8KC5btXPlB17yqrpwwISAJ/5KUlI5nGZtHVJmUW0x02zB/ii0dZOidajnA0RIhpW8DTyZu+ltc+3h1SOhbrvQhYGnEMerfd9uR+V3kW/9x1Ld4MUc0JKGIhXTWkNSlTZpaud57qpJ+9J+B1S+q1AMOlSb0WC64JFeeK83+XeUlFgqNh1sSo9gpKatMQUtdX2hsDAEB9O5sQUVVJHGQEoLQ61psfg/oIcLSbk5UmZYZvDtIOgRU7IqbzDctUFsLET8rmYqCtCCNISRcguWsvlTsJUzTCjFZ6SBEO0ZhiMMV07/vDFVMq/uOYXrETnBvtUHl5+Vl9lzMhKoAggygDSEqDQwBZ+9QAABDg/rfLIBgYbysNDJJh/ifBzjtWbrtdi/VLbn+H3H7mdVNH/A3inqmPE/L4oJucyegw6KEq3Qn2NjRAcnnRyEnwxJptDbenvQVppHH2kGYFXxYoMfSDDz74FUgRgHY6A0VQLperpNAd7zlmyioDQP0zBgQAwOy5IHTqLVvRJZqCSPcLEyDEkj85ePQl29CZJLkZJPeCGDHSKssEIQMxSAbtyRwEAs08kDr2mknHD0Zy9DFvvfZQTKL/3lZcZgtenN0BCGy0dF1+yz9bPPOGndZDqyQT0IXb2vwVRcGSDP6nezzfHt59zdBQ0uqJVGJg/M/fa5OevaJldZ3zu//O/9H4zpYwU9Nq/tdp2+WF4fLMxLfKe3y2uChDTICXT2auP5E1xhW5sbjLTguNEW5/t6UnQf/q8JB8S/x8Z2iGt2N7R9bfTrhmFXde5A7+9IOiXp6m8XEidhMmkzhGIrVlAaVph1T5EMZUuOFlW+m1lClTGwPGCCHMcI7CCZlDJoMcj3Udaa5ZISZCux6daPOU271ltlyfOcPlLC7LyPfppxTpbDFluFI+KAQIINod6Gvy89FQ72l/z2l/ZrHvtxPHFVxQ6RlZMfmuBfkXVBpvDOXv0Iur97+0ru6VdaOum618wtigwdJncs6rrPjm/e+tWjR5yfOYsR99ZRnu9TcgjwkJFpToljNEzJ9n7Q7KlrqojSBUF8ya5O6aP6zRxCCzoTGZiUYsg473mVYdzAoJ1NIpXZX5caARUFjjAxor0PkABYBRIIKXPJ9pN8tPzu+2W0mSX+qPxmuhHfnMCbHWbmr167Z5V4aTBACMZEAN8Y0L1+y03zwhrOYHFGKANNqgLMEEZKgPsKptwPClIUAAIVoOAxFlbE4mxtQcGaHjJxOu6f2EQwhh4Hvl8Amu+GqVEmCVEigGA0zRQvCk2PTP+3//GvxH0LuJne02xueAeHwEeAkiCRJMkOw4gRiBGAFO+6ATBASSiBHTx+xj233TngBILexz+tBOgHs/cfhcMnXOJNi584lp6AkAgAGVQ/tjMFHSzkOnAT5io9OHdg664eCHOoiLoOT2n917x7Q7bn166qcth5RGGml8YqRZwRePQCDw9NNPm83mr4yRYNOmTcr/tYOeTnV19fp3d5iyyvlef6LnOKJYAAAtWicSz2WWRU6/ZSucovlxtUibACHEUji1c9fDSglSQvqxAmCyzhOCpwmRgQAgQoAgRAhCKklAMiAixoM0krSCo/1rEOVx4e29xUllPAIACIvMa+2+CkfP+KyALvMvsUdqAq69AWdVdq8aQw1MFBhSAeWZ8UcnNj+42xsVqZvLe0HdBBEEhABKVfPZWXlRZfcDYfrOLV4AuKE0uPUGv42RCAFJBlFCgMACZHZpz9eKel85kfnw/sLLvH1XegOl9pggEVGGd9ozXm3O+dupvAuzekMiveJI/vxhzSsuPFbT6VzbkBsWGdlzieYPUKI62tjnmO/cR8S4tfAShJWCRcpyjLVqpBRrd/qqWvesHvGNFZlDK4OndgnRQCzgDzbVHf/X6nC7n2JYzHAAwFptQjT8758vjPcFEAI+Egq1twKAJcvlLPJZs1xWl6tgbKXJbs8bOerynyxVL0EygwSgpWsIQPWixa/eM7/iBpUV6FkCnMoNfBfPDLWe2v3E/FE3LW7ZuykHx4LEEiFmgVBuJioj6sNYNi9TQZEpt4cyWWFPd1YC2HHu8Bh3zGEiSqKgO0E/fyTzrWbrnIre2RUhLT+QmiWgUvIDgKG+jV201lldEV90QziZaUID+YABCIBA7TFu3XbLsjm9j7zgcNnlWROj2slra4CBISAAQHVNTO0pbum1PepyNR1hyCdoxKA1REtK6aEULo0AgBHbecZrWKbmfZh4g8R6gMnQfSQaN0ByzwHafSHFZWqlh1SfMaZZTNOYYtp3PZIIhXieh08PRdVz/fXXn207wZYtW77YgZiYQHpiJBCW3WE5IygBi4AAJBAgAIFASMJx+SN3sO0+NG2Q+v+DKPg/EiW3v0Nu33YfmvYEAMDOO0rRHZ+AHHwe+KhD7U80pj5+/Km9pXeUToZzcGBppPG/iTQr+IIxUHn/Xw39dG699dYzrVNdXf3Un+Z0f/AMY8szucpTInsCABDrOijFAiH/Zou3irZ6zLkXmHLGYsaqqXOIyTM+cnqrpbAa+o18AgABypTF951kHcUKMVAURIBkQEAQIESITJKmAkOuAACUZW4m1hi3F5tDyqsxiX6t3Tc6IzDW2dNPA3JdQeufGorHu/sog07e0HYtmQJRnubbhCemNP+kJq8nQS0cE0g5b5ISNW5vsqzcl2Vn5VWXtda2mzYcd3AUmV3e57GINCIIIZAIQghJJIMj3y4PXFXYt6bedc+e0ivzu6d6eq2UMDm3b4QzsqszY1t7lkgQjciPDwz97pDmysze3FGJh/b7QAojWonqKEOugEaYApmP+f/pHPN9Q1sDpeIkVq3GCBACPtwS7/ZnllRRFLiHVxsbh2EaQOYRSYh8qHXfW6fe3Vw2fZY910vRQJvYrCIfogBjtf8AwgAIehv9f1+0UL8NUj5X7UoigKxiX+6IiprfP1Z11yJjlkDWFES6lKji6wvej4Z2Lp9bQHU1Se4irneEJeA1x/yJzPqIMyQyVa7uS3J7MjjZxKCwyNT12Xd2ZD57PG+MK3Z5UTgmU7//IGv6kMj6Wc12CzFQAtVGbGAFmvEXo80HTI9scCz+Rmh6ZTzl3jqTfEg7hdpj7JI1Gavu6SnLF0f5Anf/IRMAVGKgM1E97gdVIPTIpsxFV/axDFFzCMqaur7IQAxqm00idvS/uAiAACN1R0yjtAXqB4ylCB09zrsuT+1ZhhFChO8l4ZPsed9DFKNQAowohCmKZhSSEGrYVEbV5fnEN9988+abb4ZPiXNTEWjTpk2XXnrpFzsQE0mQzrCcGZQdZommkRUAeAJmBBhAIBCRpL6PZgVTFzw16Yk77ii9r8Tg71VEOZ+6VUFS/aPwg53nYFz+Ux1qw9O33rGzf1okjTTS+DyRZgVfJHbt2vX2229/9SjBR59OWVlZcaE34bvTXjwVY6xJhABA77NKWrf/wOQeRVvzxEhr8NgrXe89wTiKzJ4LLUVTKc5p8U6KNr9jzp8C2kZJIDDljuO7j9G2AoSQSgxUuS5RFRjE6CtImmL1dIHP3NfC23yWEAIUk+jXOoZUOAKjHd3GmE6Zc7LCeHffs8cL7ixvNLoLUhVLasZAWehkpeWTW35ck/fT3TkPX9SZcmkQAEAgRj1W66ptNy29qLPKGwOAytz47OHBdUccc/+VP2NI6Nbzem2MDAjUhIcECEG2Vbrv/PbWSPeGk5k/2eebkB28JKc325S4yhs4zxE+2Gt7v8dhp8Un6ouvzuuY5um5Oj+wqWc/8lymFhtVRSCqzzjm/yebdR6bUZxMFCBDQVLlimHo+ODlzGGXKIWADHJ09S9mWYpiOYfdmp1ndroKx1crhmBMaXxN20iZySzyAUCwtcXh8SY/0lTap2i/qhctfvb6KypmzbZle7WlMHCm+3R92/7tWVTUZRKrrEcBUx2C7YX2YhsjVmb2XeJpZCjFM4BNNLhpaXhO37fpPoTxEweyl+7JBYD1s5p9LkG3DqszOiswlhtCqL6Neezvdl5Ery3tslu1UP5MiQKknYySJahnHljlfPL7PWWFIhDwuuRVC7vnr8gKhPC8K8IpNW8NDGHduzaOIdMrYtqlHMyBgBAA4SUUTNDEzGp+HdDeG1ixladzZWzRlqlJKy78vmgbCYw9hRJgDAjLzf+gcyYhxqwmCtQsAaPYCaRYV9/7jz9+RVdCRI9s2vRpWcH+/fvPgapH0Q59xODFuUGEJ619soWVWBoBQJ5IMiIyMSFEAYhEisrxoGT+yD2U3P7OcZhceseDTy/QA/jTh3bCpKc+lakgFVMfJ8dHTi694+NUQZ8GRSMnDSIzOtOhDqY3UrodDFreKI000vickK5B9IXhxRdf3LRp01133fXVoAT9eq59NO6///6eg38BreGwxgg0fzGAfejVffWv2HyXOUd8yzP1N4UznneUXisET7X88zutm+8QI23xtr3GbgXJSZaZjCGx9j1aQVJZ61cgybJMZEmpTgRG7VDSVKAGXD5zX2PMAQBhkflHZ3GFPTDa0a0euqE+qfJ8am6XnZFe9Hv0s0umC1I9xzpXsDLyYxe3sJjcudUbFrC+FQCqabXcuLHA5+DfnHW6Kj+mR5N2Vp53fu/6GU0IwbUbi546lBmTKJoCmkI0DTSFaAoYGnltwvdGdjw50e9gyOMfFt7zXtmBvgyXSbrSG7iluKXUFrXRYkPI/OsPi110bGbm+6h9G9bKDWFKURBhOdbOdx6wl39d9Y8OoASKhB0hFGqqzR5xRbKQqDFk7TdjeKo3q1YuiFHS4hlZ0bSvNmW71OF15V2sLtf4OfN2PPFIshIRVmsQKZ2PG3dv3v/zm3p+OfU6087p2c02Dm3p9b3e5QvK5jlDm340yv+14t5MK8q04kwrdlqQ3YxtZswj+oUG1w3/9EUk6tmZrSuual+4OXd7kxUYBCxKaUqgL6EBaBSIUY9tsi98KrN6dOLZB7rtNkVKhAzKIvWi9S9DhAAQ1J1ilvwpY/mdvRVDk0WHXBnyqoXd2+u4NVusgxQbRcBLePVW++JrelOX60WHwDCD/H2MjDitLJbhehKRE1sTTJF+fZUPmEn4AWG9ICkY0gWk611EmZicSl07hA2UAFNMYP/q749pK8viK7IToZbDfr//TL8DAxEIBJ577rmzraXUTQtn7y0+IYJx0hOVT3dLJ7rE+nbxaKvQ0CJ0Ngs9TUJns9DYKhxrlz52J4orQKkBBKCOv3+afl8NT0/+5G0N/lMoNYT6lRY906EOZk3+1LKoNNJI49MjzQq+AOhdvb4aRgIYrOfaR2PixIlFWUKo8S2dEQAAaOZiIMRaOAUAQv7NalVSirHkT3aNu7/gmvXOUbfLQhhRTKDmoWjjNiKrXYv1iXVVJDo/IEQisqT1K5D0R1mWlRpEYIij9NBTWWLGooeL1EcytwQKh1qCFQolQMZINSXenVXU2hlnt7ZqhR01jUayUxT09yIzmPxwXOeIrMSsTYXvtqqjgas+cC55O/vJS9vnje4bSFkAgZ2VF4zpee5rza0R5tqNRc9+mBWTKZpCNI1oCtEUYmjE0Mhpkm8uC/xh0snvn9d2oNf+4wOlT9T7TsRsVTnBJSMapmR3EwIvN3v+3ZZVQddJp19BREJJRwEdObbeNuwGirGpbYzV2jLJOqAK+FBrrNufObTKmGwBLS41RvN8NMRY+jfNBV1hZYhSiydUnXq3ZiCX6E8MEIz+xuze0/5AQz1CKhNAGPzvbD7yhx803Du6aN0NY3rfxDSztdf3esAXkbmvF7X9bMzx28vbRuckMq0404oyLVif2dft+MHOghv/4YsS6tkZrcuv6KjI56uGxldc1/nIW1nr6hxnoAQIaLRht+XGX2bzEl7//7pmXxozZA/6kQGtalJq4F7fRN/9pHPBDeHKciGFTSHkypBX3NWzeZ9p3Q5L8jbQGMKKNx2XjIiXeftVLx2cIdS1chK2azwsSQ3Mwgmezk6+JcIACJM4E60X7GP1z11rVoAg1iZ3v88OuRFTrNrwLpUSRBrfcnX/c9bwkLLLmSWhTZs2DfgBOCPOgZ1AeZeLL774y/DbGxdJT4x0hOSGTqm+QzzSKh5qEeqahbpm4WCzeKhVbAt+PCtQK/YcOq0+PX1IKw6a0nFA6Ts2WOyv1BZ9YlryNUWrM+mpBZ9jDJ5MFiRxhkNVLcip/c7+M1lUGmmk8amQVhCdaygyGwD4xje+8WX4b+mz40zlhj4aCxYseOAnj9kLq5WnunZIjxOzL/y/nkN/sRVdqpYhUqJrzHKe8VxupclzUdeun4jR9t79K+zlN5sLL0OMBQAQINruk6LtQvA0bS9ERIlVZQIEAVYqour9CsAQoam9yrTotsza82aXb6S9uzKjs/+hG0JUJbaiMfl2SctT9YUsRaZ5ewyvKp4GIIQQhIz+Y2V+wejARXnRX73nviAnjhD4g8xr1zfZOXmwN9MMpgS8NnHpxE5/H7P6g8xvvl54tS90pS9YaBWwDJQMkgyyDBIBiYLJ3kiVJ5IQ4d0O26EeyyOHh1gouTIr+K0hbVER9SSovd1OC98UPfE3bugsZPVgTPNtNQghc16VliVQ29lqYSHSfAUocPgfWcMuMSqv0ECdDAAASALfvzJpvysIqoqoYGzlzj+uVM4UGbVDGjHQ1WImm/2CW+a8+/SKKfcsPr2npvFfL2ed2j7M2hslplbevjk2RCK4IqPvxuy2Yc44SwFDI5bG2gxStENvt9p2tlj/fdo2fUhk1ojQmrJWwJp7mEJAIV+O+PycjoXr3UcD7NLre1KkRBjqTrMPr3PYzeTZ/+v2eaRkXK5/boOWHkKgO9A37uJWbrAtu6OvaiSvCopSdP/I5ZCX39E7/8ksIDB7SkTbA/J3Uptqza/9sAOQphpKuo016CWJAPw9jITMKRcUgJJDjBSIcsNVHocV1gdc5LBgHU6YTGzwEgDGIPSR9m3YUgDxNjHqlxFItIW2uLHTR1EeTNkRkM69v33qsk6WJopkb7ovMn/jxk/YsuDFF19kGOZs2wneeOONc/AunwSCIEQFaA3KnRGUYSL+bslhwlYOmWhgKeBFIsnQHpRnMcyn2+/Ua+6FJ54A+BQJA1UypNYgAlAaCHy+8n0lpfHEa9sen6pH+2c41DMygE+TAUkjjTT+A6CBVVzSOHtQAugZM2YAwLFjx75wVetnhF49ac6cOf8Bw7n55ptD+bfZi6o1LkCMjwDQuvV+25CrrMWXarVJVY2Q0pCsfev3bcNuZJ3lwQ/XJDretw6ZafFdiblMANRb+2vaXmArv1mJ9HXti9KGSYq2977x9Ssz65E2gKsyApQcz93eXXQ6br/c3eizhFQlCEYUAgoDxkAhRGHACCiMKAwUBhpDUGAfP1R8e3lzuTOuLMEYqUUsKaC0zSmMaAzJzRE0hZnZrxcAwOIJgRvKQoPH1rqZOVU63xKmXz5m33jCbmfky4rC0wpDBVZBlkGSifKokgSZyDIEeXS01/x+wFLbZedlVJkVrMzszWbjQR6/2pz3IV/MuEfz7XsyRt3Ouc+jaBZTjPKIaZqiaExTFE1TNE0xNEXT9a8sKLhoTtawKooGTANFAaZVtzGmDEsoOPLPNUIsXPmtBUmHsTJjeKqTijVfn3nVT5d5RlYkT72fn5xAsLWl7dDBU7t3xbb8xc3GnTQvIapdsJ2O2WhMKjL6LsgKDbEnWBpYGjEU0mZAyaXsbrfuarW+3WwdumsgUwAAyStJREFUlZ2YPjRSPSRqNxFjESGVGyij/hQKCfjh1zIDEfzkbT12GwEKAhHqsVfstcfZRTeGp4+Pp5KB1MQTGB5THRKP/c22eQ+36v96fbliqiWlfx2rlgA1f0XWzVMis6dElIU3/8Y9a0J01oQIEIXzKsYZNRZP7kQGIBAI45uf9ZwQx8uIUw8FIQDIiO8NmS4gmEOAlM7WgDAjtLKJ04msaqXkKJVoxWIvirdAvB0AEOfC5myEKGxyYooDmQcpLvQel8UoZcpiLO5LM99dOqUreUgAc//pvePBVR8bhQcCgccee+wcaIeefvrpu+6668swIiPLcmNjoyAIH7GOJEk+n4/jzkCqVTQ8Pbn0DvjYkkENT08uPfSzL1CXv+0+dKbGx0Y0PD259I7x/VYbdGEaaaTxOSOdKzh3MI6p79q16+M3+HLjs1dPWrBgwaIlj9iLqiGZJEgKigiQzIrb2nYsNnvGI9bWT/xAAByj5vXs+VnuleucFzwghBojDS93bPu+dcgMy5CZpsKpoQ//Yh32TSXYVDIEgBBBBCEkJ0ICoXTtEAzwGLzdUyABmu4+vacvd4hF1UIkH3WkJg0yOWFeedPqowXfH9FckhFXz0FvVUaS6xMCMgGEgBAIifhHO3O/fV7v5b7or/a6NtTb7x/fPS4vPuige0rqAAEAeB3igsqeBZU99d3sxgb7oh1ejiKXFoUvLQwVWAVJQrJCDAhIMmTRMMEUHZcTFaXO0yF2Z4d9+ZGhZkqKSUr/1N5LpRcyPYkPTy0TW91ttom8Kd/qqeQyi9VcAdKSBgjxobZwa51zaFVSO6SnCwYcrCTwam/jAdctefmQ6pgtGFvZeazeyAqUfbYequvx+5v21fbuen0kNARlcyaGCLYdjDpMlFxojo1whq/I7ym2JVgaWAppOQHE0MDQiKXQoR7zrlbr6357WSZf7Yv+38VNdjMBSqODWBPn4CQfUB7tZrL81p7H/uGY+wfX8u/2bagxb9ptnj0tuuyOLrX6EAwgADAoT1BJXaAPL/mDAwDW/7zbblGK1xpSBMZOBQAAyOuSFPMxy8Csqsgj6zPsZjKrKqoSAOVOUt9I3xDpdYrWvOtoj2VKWroGAQABTmoTqUyClJ7T6r2PQeSihwVbBRM9RiWakNBLzPnAZSP3RIg1oniHafh3KcZEMSaK5iiGoxgTRZtoxkQxpu79f8xo/euSiwOaLE/pIQgzSkJKTaFBb2gF56YUKZwrhdInBMa4uLj489iT4s39uLUatq3Zee/PvsigWkkNpGQLBsG2lXfsnPTU2nT0n0YaXwDSuYJzAWWAyuPx6P8hRaNRURS/JP85/Qf4vAqqzp8/v8V6nc13WdJsrJEC5bFzz3KEmayxCwgQUI3DRM8YdO/+OZsz1lI0XaEVYqgpcuyFRNd+27Cboic3Ocf9kHEMhWS6QI1rpVhH8F+zv5ZVr5EBpFSVVILa2qCnRzRNd5+mMVnXUnZxVutQawghwAhRGChD0oDC2kIMlJY38IfNa495ZxQHqr19lP4qBhrrayIt4QAxibp/R94ET/Su0T0YI4zg7WbLb2qzyrL4RRf2eG2iIYDunyVIwhhkE1IfYDc22Leftij04KriYI5ZlGSQJSIZcghvtdj/dDS71BG/wtvTk6Da48zpMHc0aIlJVKkt4uZ4DxfPZOIZFL+3L6fPcl6HbbzJVcpTdmtuucU9tKtufayrvmzmUmN+QM8SKIWG9IWHXl2NEIy5aR4ypAhScgUYAKm2hWNbNje8vX3sTbN7Tvn7Wlujh3ejlqOxjlaEwESTXoFrT5gSMuVkhKG2SKktOjorbGdlBquWaxojigKaQozGDY4FTTWt1tf9djsrzygNTy+NeJ1SMujHySJCH5EuUGRFC1dn1nzIVgwRfnF70OuWB8kGJB9RylPDx1jXQC/5g736An7R7PBHpwi05epLgT584zL3jAtj2+tMz9/XZTfJyeSAbNhcTrGwhKL4iicLOvBY2UAAEJEyEnvDpjEStmlmYgqDyCWO0Xw7IEq2lhBzITLnYYrBFIvCR0lgj2nE92iTk6JNFMNhmlXIgEIMos1vC7U/ef7rLS6TpOcolCMJRKkrXix67733PuJ3YO3atQ6H4/rrr//YX4zPgrVr10aj0bvuuuusvssXgU80jr7tPvTgyC+80P+2+9C0vR+V1TjTuXzCfEgaaaTxmZDOFZx1DBpAWyyWL/CQPiMOHTq0adOm66+//rNrc+fNm/e9exfbipUrk2QDekiUWTG3adO37CUzaXsh0UmDRmUdo27vevsBk2cioi0AQFm9jjH3SpHmyLGXpFhH5PjLjrH3I6K5XwlWul4hNiMqs6BTAsN47rFoZkvCdnX2SQoRBHCJq2Vnd95Qa8g4CI5gcPW8ghJH7O5RTU8eKohL+OqiXn25oUQpIQQRAgkZ3fdW3khXYl5Fj9KSDRCaXBC9KD/250MZc//hmVkavvX8oGYzQPolSj7TkXyKynKERdndiy4MKPRg4fb8VHqAZJms/CB7V6v1Vxc1e628TECWiSiDJBNRgvYYc7jH3MPTx4L21pi7m2cyWaEcPsznD9A9koNK9B2mj8XcnWHWklN27B9LOYebsdhYi93kcFncXtrEWpwuzmY3HmC8N5BR4Es+7QnwsVC8N4AwCNGQ1Nsui4ngkfe5aFeko7X3tL9VsAvvvMhiQmEUlpjTMStAps8SsWJhgrvPY+4M8Nwbre5ZQwIes0hTwFCYxkBRSFVqUUBjVNdtfr/TsqfNEhLwFUMiK65oL8sRtKKihuQA1iy8/biBIV0QiFAbaszrtlsry/jFt4RWb7TyMgLKcOXRGTIGqa4QANj4Dveb52yL54SnX5hIXiAy2GcKRvqHAIgrQ37olr4Hns58aHav3SKrPgRE+m+bkmpAj/3bGSS5KiXQYBFP8rRHwlblO0BLQVZsY/gmmc5MZF2K2AzdPYwpBvGdcscOU9ltRkpA0Zw+8d2H2nf9otghuyySlr5InpHLLE33Rd58880rrrhiwBkCaEVCly1bNuirnxcCgcAX28b4C8fUx8k7X/QxKA0WztyIrOHpyaV37Lx36ztnoDdpX0EaaZxlpHMFZxeKauj2228fOnToF30snw/+M2/xR+Duu+8+QV2pEgND3wJdVhQ88lL49BbPpSuJliuApMGA9H3wO8CMbfgcRV+k6zDEoL9n1w8pa37GmHtpxxC1cg4gpcZi++vfvNR2IJNOJEvCIDgVz6gNembmNFgoCWmFJXd0e1ksX+xqx0gd4Kcw0mZScgUYI8VOQGEUEanfHcovtCfuOK/DmCLQswoiQf/vXY/HKv5wXJdi8sQYMELaDERE6qkDGZuO22aPDM4eFbKzcv8UAfSLBVNfMowc98seHOzieAn9vKrNQstEJjIBmQAhqglBkvUZIskQE9GxPtOpMNcZZ/p4uilqCiQYADDTUg6XoBHJYARBRiySKERYJLUlTBTIDJY7E6YekSt2YgCSiIYkymIhYQwQk2kTJZspKSrTMsESQSJBcZkKi7RIUFyiAGCINWKm5GwTn8Ml3CYhzyxkmkTakG+hMdrcnPnPRuevL2p0WyQKq3ygpt3aFGZ3t5nf7zD7MoRKT3xGWbgijx846p+iFxrIDbC6cksvtXaLdXOtqWpkYt41UV+eBAg2vGVa87rl+aU9dqvhyg/iJTBwAgKhKFr5gnXXB8yqJX1et/Zp9ssPwMDO2MmngSCa85hr4vDE5n2mVd/rLvMKA+wE+oeuzte3MrNXe3u5SqIfGUKMHLYKR0LcWIJNNIlywilKDmM5JlM2PnMqYiwplEAKy6fXc4VfY3PHGSgBq2uHpFh74xt3/vbK4wtfy33ve35DoiCZLth4zPZycNqzzz478Ot/boT+ukLpy2AyPgv4XxhH/4SehDTSSOMzIc0K4NVXX21ra7vzzjsHfdXv92/fvv2FF14YM2bMPffc4/F4Bl1tUHzuAfQXjrNxRn6//xs3z8m/fCWXWQok5R9o/KB16z1c9uiMEd/WiIFMZBkIIUSW4t2dW+ZlTfktNrmM+iMACB/+Ex84ALLAZAyzjbyDMmXqIqLwkb8Ut/xhlK1ToQQYQUAwb+0pnu7yu9i4UpRfIQxxmX6xpWSGpzHPHMPIIAHSrMP6QmwUCyGQAT3fkNMeZf9vbIudkXVfsmIyXv5+DgAsubADI5TCCrDibAaEEMbQFqHX1jk2HrPdPCp4w/BwqqYIAD7K6gDQT1gCNc2mhf/2+BxCS4R2maRR7vgwJ59rFkud8UKbIBMgMshkEG4gJp+CTAgvoaBAKzwhKuKoiLvijPI7Isg4JmIKkf29Dq85LsiIxgQAzFgyUTJCYKdFMyVLBGVxgoMREUJ5Fp4AyWAklpIttIxAF3wBApVl0ZQ2Y+AGr550vtdh+dqQ0Ifdpn2d5voetjI3XpGTqPTGq4pi/YVAVKpkCH0MN9h+kFv3lsXfTs+aEptVHXc5ZWNCYOV6a10DvWpxX/Ka90sXpGL7e+wjz1irzueX3BZhaaM0CAZnAtCfGPA8mvmQe3Z1ZM6lkc21psdecTz/QKfLKqvrDGYyBkIW/tW9xV8exx4A/fBQRuKDOOMVqSyT2MyKHXHTMEC0KX4kkXUpYuypWYKA3PQKW/g1znNRkhJQrOooYEwgRhr/+d2fTjk6fVjk5r/lLZve5cvgDcwkSVqueLHo2Rf+4fV6jZflnAXr50ah9AXiY3U5//34HzjFNNL4EuB/nRX4/f6qqqorr7xy0HEsAMjLyzOZTPPnz3/zzTf379//4YcffhJioPxvN2rUqC+Ps+0z4jOWG/poPPLII6/+c1vBFasYq8fgKUjOibHu5n9+J3vSTzl3haw0HyCyljEgoSN/lqId9tF3E1kR26geBTnR17vrgYzKH/FdB2KnXrcMvc4y9DqlHpEU8ks1378yq0GJPkMi92b3kEnO5iJTCGkhqd6HqjFu29GVN7vwpJmScKoxIMkKMKIMyQQ9afBig7uu2/LguOYsk6y/uuqguynM/GpyK4UVnqKVQsLJXIHCCjAChCEs4HWHHOsO2iu9idmjgpV5iY/KEgyaNJABCFm6w82LaNklnbyEWkJUfTdb12ny9zH1PWyIx16rOCEv6rGII7PiJRkJGhEDNwBJJqKsZBWSIi81ZCXqB0UIyDIQgM4488sPCn89/oT2/gSBKtWikOqPVd0exi4HCBBofEBbiBHQWiqAxlDbYWkMs8f72LYI/X6HGQB8GcL0IZGqwliFhx/EGNDPIdCPEgzQDtUcZXd9yG1611xWKMyYmJg5KZ7iJzYkBOYvy6g8T5g3K5a85oPxgUAvfuQZa0snXnxbpKJU1Kzy0J8JAPQnBqm04YFVTptJXvqtoPLqmn9ZN+0xP3t3wG6SB3oJlIi8rpH9ztNFfcz5qkAJIQDEye1W4USC9jBSL894eNMwWu7jEg185iUY01gpOaVQgniL3PIm57uWzR6jUgKKpWhWdxQgIjZvuXfByN2zxwQBYMkb7uqhsekl4f7pAgIgk0dq3K5LFs2bN894cc5NsH5uqht9wdh2H5r2BAB8FXv/KrIiAJiUJgVppHG28T/tK7jvvvv+9re/fcQKr776qslkqqmp8Xg8P/rRj6ZOnbp48eIz8Qcdn5cT98uDs31GtbW1U7NPb/3n3OIZz2NzprZYHzIFypSZXfVgYO+vPJf/EVFmvWSLsoJ12E2BtxfFTv/LVDBNiU6Vf4i1m4feEKlf56j8MZd3caT+r91v32sbcTvrGkXZinuZopDUlEEnBJl6q7dwnKOt0BRSI9NUTXixOVJsCb/Z7r0+vzHFXTBoGKgtU8Khbw7rOr/bsvjdomuH9Mzw9QGCt1tsdQHzby5uBgACKLXLLSAApMmylbAKE7Cx8rwL+uaMCW6sty7Z4rZz8vSS6IzyiNduSB2c2WkABADDhkP2+m52zbVtgBFLEx8r+rLE6aVqHRteRHWdbH032xJmXn/f7g8yLpPkc/BFdqHUyZ+XFcu3CpKSniFI7z6mswK9nKyy5N2A7Xx3zGnF+jg40uN+vZeXgQD0owQNfVxEwBER98SpsEA1hhmdA1Tlx3wZwviChNcRqfR2+IPM/I258yYFDW3CBgiBjMZiPS2QOlPbwG7/gNv0rtmVIc+YGF/1g96yIill+N+oC0IACJYtDM//hcNXIE2v4s/ECtb83bz27+bZV8WW3x9L+WwIGIoFKUuM9oCU+zsUxQ/8MSMvS1r67aD+nZhzWSQcw3c/lfXs3V0AqV4CopoNHtnojFL5WupBOXTRIvhlxEnYFuOGY4qh5AiX8PPOKf0pQeiI3PUuV3ozmzmsHyWgGA7THMVwbW//YkZ+7ewLgsoh2Tk5lMDJgki6u4AAIFRdGFl38KDx4ih2grMt9Fd+ux588MGvMiUAgKmPH39qrxI7f1Vx79Y0JUgjjbOOzyNX8M7fJ7/UqD3JmLfw298p/bj1d9ifWTKtDE79ednG1e0AuSOeWTKtTH351J+XbWycsuDHkwfZf9nUmc9cV7zl6ZUP1QFA4cO/vfY/jlLXrFnz8MMP/+EPf1i7dq3JZBo01p89e7bxpTVr1sydO/ejr9hXz0hwtilBS0vL3G9c/dpM/8oDrg1towuu+CNibcneBYaCRN0HVvOBwzmX/FqWZSKLat9iIhMii9GOnpoljgt+SFkL1XbI2lZ9uxZZR9zBZJ4HCAmd70fq/0rbi+0j7og1/buk9XcV9s7XAyX5XPgCR3vKWDWoiQKEAGNEAK1v9pVYQ5OyA8pyo6lA7zyA+1kItGpF7TH2dwdznZx0RVFw9aHsZVUtRQ4Ba6kGrOcHsJamwNo4upYuSJZNRVAfYJ+vs7910uyySNNLo9OHRX1OAQD6MwRDkOrvYea/kvP8N9pcZglgoEwFUnQsAECgJUQd7OT8fUxLmDnYybVEaDsrs5i4TBJLySxFiu0CQxEbI9toiaWIlZE9FpHBciYnrfzAXZqRmFXSB3qsiqA9SrdHmaiIeRn1xOmwgMMC7o5TYQF3x+lAnArEFAMv+ByCnZNdZsllluysVOwU3WZJFQUNCOuXvO7yuYR5k0KGFsKpGQMEg+cHENQ2sNvruE01Zp9HvGQsX31Bwpcn69dZvYYGJpBybRH4W6i5D2Y8+/OgL79/A9q6Y/QjT1s5hvzi7pA3W05ebTBc9o9wEWifUaAPz38ss7KMXzw72F8mRGDp8xm8AMu+1ZviK5ABCGysNT/4SmEfM0K/JzjSYxFPxSlPgilCmMIUQ5EYlzghZEzAFJNCCYIH5cB7pvLvMvb8/pRAcRQwpo6aX4ySX/P3MOXZ/P2X9Hjt4pq9jnACL7ioN0XUpB2zv4d5YN+k9evXK0dzzoL1r7x2KI000kjjc8RnzRVseXrlQ3UZ8xYuUJnA8a23rVi5ferMZ64r/oR7KEtZWeUJV+kvH99620uNV31dIQm1v7hn4y/cC358+4JL3/n75Jc+05Ffd911c+bMAYC1a9eeaZ3t27dfeeWVn3CHgUBgy5YtX0kjwV133XX2SM7mzZur8qIygdvOC0SFA5t3LMm/7EmijZcihAghyvhj1ug72rbe17lrqbvqIUCYIG1IEoAyu+2j7gq+/6hz4q8Am/SMAQCxlH8nWv+c48KfAkGMe2xGVkXs2HPd79zHOIc1JRxBicugE2Md7QAAetl20FoZaEWKKERm5DW92OQrssaKrVF0hrFh4wI1SENAAPIs/CMXNf213v2r9z2T88L5NkFpX6CsoG/dP2mg75Ck7LrMzS+d1h3icW0LV3PaNP/vOXZOrh4Sm3Fe1Jcp9D8OBLyE5r+Ss+K6TpdDVgeqjZQAIDUYVWe8mZLXGdUX8iIKCTghoUCMCsQoXkKBGJUQUZjHnREmIaHWEB0SMC+iQJwK8fhNsP/uA7fx4uTZRK9VtLMySxOXWbKzcqFNGmPm7azsskjKpF2G1KupRvlYi++RkQAsmNY3988586aFB7ELI40GoBS2UHuc0clA1Sj+2R/3+PJkwNp7Ie3TQP2W6E/VBIKvQH7o+5H5P7W/ubpXP81AL17zqmnzLnbRnOj0Kn7gx5cyiJ7yYRnH+wEQCvShOb/MnFkVnzcjkroTdc0lXw/OX5m18p/2BVeFkssR8CJaudkRoX3KVhSJm6VmhoQjTIlIZSGMMcVgEDj+FK9QAorFFIMoBlMMdL5N4m2m4fMZm0dpSoApFtMsphlMMUrRoZ4P/uSLb3rsxs6EhDZ8YJu/PhcAfJmCL1PQTq1/cSSfU/D7/foJnJu+AecmHZFGGmmk8ZXBZ2MF7/z9obrUAfvSac8shNtW7PjzqG9/p7T2F/fUgBrQQ/2rf7ntcP4zU0K3vdQIALfdE3r4t2OMO6t/9S+3beuDisKr2vXMA2zZfri+ouoZNW9Q+ePfVn6mAzbA6XR+ktXKy8v1+TFjxgBAW1vbQGuBPqB+tuvrnUucG7d0TU3NtwojEgGZwHfP6+rb/9aebQ94py4nhBjCJHUud8qj7Tt+2FXzsOui/4cQASQThJR1WPdoU8Glof2P2y9YrKhblKQBnTkS4KVE27ts7oWEIISwuew7XOH06JE1PaKJxdKlWaeQIQgEQ1CqMwSEIIMRrvE2v9aSPzO/xWeNQmrUOvBPEho36IjR1fkhf4i9d0fBDyrbi+yCIoUiSOtxRvrHolpEigYEhWDn5OqhseqS2OKpPfUBZnO95YF/uhISqh4amzkiUpYt6Os+ts1Z5YuX5YpJ3dNH8gFtBiVHrwFYBlxmGQC8mVL/XATp/zjxmaLt3znNUqlZtX4l/I3xt7oQp+wWGTbEhvH+VG7gNZPKIfyGA7ZZE6Ip1UX1lbX1t9dxNR+ym98zlRVqZMCb2nNgMP/ARx05QPWF/Pa9zJLf2pbdGwaAlc9ZNvyLmz6RX/9En91C1AuiyHuSTFfnA9py48lqqD9NL3wiY8EN4ZlVcfXjMHIGUD4Usvy7PfNXZrls8uyLI/p127DH0hp1i5QZgJikdovUTBCtUgJEYYrFIDNyD+8YpyYHKAZRDEUx0P5vEELcsDmM1WWgBAxFM2rbMtrUd/RFR8szT87uYBlgGTLnwtCc8aHaRm7NXse6/Y7tJywVuYmKXL7MxZdlJeyMrF2E5KmtXbuWYZiz7TBWhmm++tqhNNJII43PD5+JFWw50ggVVf1lJaXTbqlY+dzBU4PriCZf+w4YFEQpr+U//NtvXwq1v7hHZwW179bBVV//KCagcokUfAIV0yfG0aNHP3adQ4cOrVmz5qtkJIBzRQl4nq/b/17J1QlZ0/18f1R7+57tLXsey75wkaIBUoXKCAhBiGazJ/+05fW5gXd/6prwE4IwQkQnBpaSWX29xyJH1ljKv6PsT0kasPmXxU+8RGeOQLRFifGxKdc29keJpn/1HF9LYS1GMyQKktTAEM3kmWPX5Te/2px/XUGLzxbrfzI69CgXALQQbqPf2Rmjf3BBE4XgH6ecS3Z5r/IFbyjts7OkX0yOABBJKoY+HgjK3EJZdnDB5KC/h97eYF7yhjsQwZeUxKpL4y6rtLne8trtbepYOGiSGB0qMdAi1DOxhYHBOkBKrKztLRClOJqw1gGHPzD4ho/cLRgcHuijuMGcaZGFz2bNujiWlAxp69QcYY820zWHudp6pmokX1kurP95jyvTKBNKVQd9BEMAwyYGLJobm7vEvvR31rf2spUjhed+3efNGVBGVhk7T6EEBsIABvaLCADUNTB3P56x+Fuh6RfGDbojbWWkbw8uh/zk/J5blrvK8oXKoTwACsXRijccUVxAk6hJbpWQOUFlx+lCgjlAGNMsBsEcO5RwTk6WG6IZCsnQ+CJinezw2xnOlkoJWIo2UYyJZrjOPb8uirz85M2ddi7lDCsLE7VNifJs/oaR4YNtXF0bu/mY82gX67JIFTmJiuyEyyzl2cT6+nqXy3Vuxu83bdp06aWXpilBGmmkkcYnx2dhBaeaO6BshHvgC4XujPqurk+7u7LrdGuBERmFntpf3FPzOgAAaFIi41bffue6T/tWnxT9cgL79+8fdLVNmzaJonjo0CGz2Txq1Kj/9v+H9AJK5yDv0dLS4rWKWZyUEJN9vu6taHl0/98C+22uMfMBZKN3kQBQjL3gmpe6dj8a2P2zrAt/AogYkwb2igV9tT9PNG5mCy7TMwZMzkVytDVycKV19AOgNDVDBAhicyfGT7/RxZ/K4eLGgX49P5DCExBCAF5z7IbC5pcb828obB1iG0RKNGgc3xplXzuZ+dik04pkaOaQvssKQ3867Lp1c9H1JX2zhgUdnGzUFGFNTZQSjvcToqTMq+zFlyXOcYXmTAi1BKm3Gsyr33XUdzAuq7T6XUdZjlDh5X0ucfAD/VhZ0UeF7ymBfks3YzMRMGHoBzTgMbk8lUgZZ4xEzSgfMnCDsmKpLF/cfMg8vTIBCDbvM9X56dp6tr6JriwTKkqEeddGK4cLKXsz7lyfPxNDMFzhgdjwLy7Qizdt5559JFRRJqZcrpT8gIEYpLxkSAIAAEF1J+gHVjrunx2ePiEBRme9vmHqJfW6pOW39T7wTOaq73WX5Qkr33AEZQ8LAbPc3sucb5ZbNUqAKNpEy0EufpTPuMhQgZTFRCBNf8e2Irb4Goa1UDSHaU5lCzRHa0VIW95efKFt57KbutTiqmA4EYBAlC5z894M0WsXp5dGlJunJUjXNnP1XWxdB9capm0227mxEyjaoVtvvfWsvksaaaSRxlcMX/4aRH2rVzQ9/NsFPwbVtPAL6E8Mzh6GDx9ufHr06FGfzzdQPuRyuS666CK32/3ee++98soroihOmTJlxIgReXl5/3UM4RwXUOJ5nqWIHnEpUaiZku4Z2fTruj/1snbniJvVsoupAgz3hT/o2vNo9+6fZ164BKlFPQkghBmr/fx7+3b/BNsK6IwyAFAKZ7LF15ITL8WOPGsuvxUIIogghABz5rLv7Dty6srsUymOAjUmRMYlKhDkm2M3FjW/2uSdVdRSbFXohLZK6hC88ijI6Nf78m47r9PJqZ5UQsDKyPeO6eyK9zx/NOvbbxTeMKzv62WhDLWNcepA85mIAQFt+F9bZBid92bIsysjZTniyrcdt04ItfbRtU3c2j32lj6qPEcY5eXLPEKFl/e5NZKgbP8RsqIzsoL+Ab2/j6nI54FFA9Y84yZnWM3ABwzD/6ncQE0IcCx57BX76jdt/jaqekyirFBceGO0qoL/qJxAv3B/UIZgPJJUBHrxhjfZdZtMlSPFZ38Z2rSN3byTrSgXk2v3o7NGYgCQ+lIy9F/9imXdZvOTi/oqhgop8jn9nkgeSbJyUeUw/qHZfYuezVz2rZ4N71pM0B7F3m6m0io3xulCglgARNFmRmw3xQ7Hsy5L6Usgh6FlE86s4PIvoxgTxZgxzVE0o1cgpRmTFOto2frANSXHFk/v7n8hQD2RQIRyFUspR0jAaxe95SKUhUGE7acs69evnzhx4tn+VQwEAgcOHEjbCdJII400Pi0+Cysozs+B+q4ugOJ+LzR29ZW53QCfOl0wGDLmLdR8C6XTbqk4/NCR2h9PTmqKPncFkdK27Morr/R4PPPnz586deojjzzi8Xj8fv+aNWvuueeeM201duzYkSNHAkA0Gt2xY8emTZuCwWAwGJwyZcp/SyL73Euhurq6XCYRIDVQRGCh5e8Pb1pc+wdEsRnlNwLIAECIGlUhAIKQa/wPAnt/Fdi5xDXxFwQRhAhBMiBEmbNtFXeHD/3BfsFixLoAgBAZCHBDZsUO/y5+8mXOd51SQB8QoZ3ntYP3dLy72BwyJgpAr5pvHFbWAsV8c3xWYcvLp71fL24pssU/+hz/fDT7vMzYRbnhAfJ7yLGIiy7obIkwfzmSOfsfBV8vC95UHnRwMmhOA/WCpJABZIy61EDZCAOPeeRfzmXXdJflJi3IvIRrG1l/gK49za2tsbf0Ud4MqaokUeYRKvI1kjAwaQCGAxgY36curO9kvZkSMANC/36anMH3aTgZZJySpYTqTrP+DioQwgf9jL+N9rdTFUOEYo/EMmTeNdHpFybUTAKcOeL/5P6BfocHAAD1J6mN27hNW9mqscJzvwl6c2QAWPDt2I0LHNv3MNUXCslYf1BiAAMXAgAKBNHSVbZwBK//ZY/LMUCDlOSd/ZIFKmGorkj4O6Jzn3TLwPTSIwjirPLpOF0oIxYhTDEmjvez/KlE5iUplEDshpZNVN6lbPZ4ijHRrEWhBEqfMoUVCH0NzVsekPnQrLHh/jebIfXh76G9DinlALWXlCVZ2XltbW133303nGWcGytzGmmkkcZXD58pV3Dp8MKHXmraApUpIeTxrc/VZVQvLP48WIG7MLevsQ3gzCH+564g2r59+9y5c/ft2+fxeKqrq5cuXZqXl+d0Ont7e6+88spBx59GjBixadOmn/3sZ3qWYOLEiVdeeWU0Gg0EAlu3btVfys3N/dJKjM5BuaGBUHMF/QeFEULEwYp2Rgzv+w1lyrIVT1OJARBEgCCECAGEXOP+r2vvr7ve/j/X5EfVfmCIEISYrPPMxV8L7/+1ZcT3sTUfABEiAQA3bG6sbjli7EzeVIKQkl4wl8/Zc3i5zxxK4QNafJo8NqPKHUG+JT6rqOUvJwpvGdpcYo/BgOBcwcFuS0PQ9LMJjcaFyWCbAEFQYBd+fGFHc4T982HnjRsLbhoenD08pGuKBtntwOyBMdTWeMzmo2a7SS7LEZLLEbAMqRqaqCpR+6CFEvhgM3O0nak5wa3dZWvppbxOqcwjeJ1SnlPyuUSXVVKpQv8QOTXoN76EwWYlQA+MsD9OwZ+yf2jpoU51UF1hKhDC/nY6EML1TXQgiH0eyZcr+vKk6RcmyoqivjylsQCsXG+tPcZMn8gP2L8y82n8A2c4381vM2teNoUiaNYViddW99mtKZH78sWRuT+0V67qs1sGi/v1RxiELdSfohf9xlZdyS+6RS3/n0Q/eqDH3QN4Qs0RLoILYtiDELbITXGqUEYswhRFcZbYQUBUPHNaCiUQOqHtX3TB1YzrfIox0YxZrz1Ks2qWIHzy9ej+R397XWDRy26VXg7CDAAAWoK0L0sAQMlWDAY+GRWZYcOGnYPx+zfeeOMcWJnTSCONNL6S+GwKosnXPnxk5UP3/KVZH5s/vvW2FYdh6szvlAKAuzAXVqtD+7UvbeuD3PxP+QbF35lSOPmlv180+dpLQeEbH2M+/g/whz/8wViP6Lrrrrvuuuv0JQ899NA999zz7rvv+ny+foIiHYWFhRaL5Sc/+YmeJXC73bfeeqvFYrFYLIq2VXnp2LFjusToS5VAODfe4oEIhUJqlRIAJZ4wDhDHJOr20sY/7/kZbXaZckbrGQNtdYQwco1fFNi7PLDrJ66qnyFEABGEZECIK7wCGEfkg+WWUXdjWzFCSJYloDjTeXfFDjyKTDmUcwQgmSBMZQyPOcf9f/a+PL6K6m7/e2a7+81ysy/kZiFhi4oBJaAQsAZrwRawVrAVbFH0LS6ofSu8WvVtC/b3ilqlbwvSCn0r2FbUSqqAAhGFqBAFQ4AEQi4k3Kw3y93vbOf3x9xl5i4hICDqPPIZZs6cOXNm7uX6fc7zXb5w9V9p7pXREkWBLcWieGg33+CfX3jm1ZO5N+Q4pmb2xz6dkyXXHcn65fgzNBG0ByOBo1IUgWw/38T9alLPyUHmXy2mOf/K/V6Re26pW8o0GrwyLu2QnwrbuAAAsG6v+ZEbBsPvKtJfZu+atGJlCVs5kg2TBJcfHW5nbL1kwxmm5qC+1010DJAMhS1GMSdFsBgFi1HUUJihsEmHjVpRQwNDYYtJ1NBg1IppJrFjkKwoYRVaAQIAsA9QDhfB8sjlRy4/4fYhlw+xPHL5CIeLCPDI7UMuH+FwEi4fAoBsi2DNFCxJokmHK0ZxaUliQbaQkyYqV/0hTDbm3uC/67+Tlv/UI7svUvaMvkTxgUZeS/S7am4lt+5kanYxlVdzjyz2VYzjFadDn6g1T5g3M7BiteGlX7njxBIkJgbrXtdteV+7/KeeqopARKJRWP8olhxELck/uj55z8miMCUIkLkiwSCCpAgwePbxmlzeOFYWS0AT3pPgqKNG/IBOLo1QgpA+QNFaktH2N/xFc/qVV3/W4/Yhq4UPzUQ2geAzgn2QBACGkgLWlbwFgyOgf6Zpupf3XgLfoT179qi+QypUqFBxfviycQU3SKUDXlqzLtggq10ABXfeNqb2pbrrHqwDyH/6h/nv7gEAgOvyvvvPup8+eOae+6ee/QZSzqIH1zwJAPGijb88olKUxmYsTU5OHrpqQX5+fltbGwDo9fqbbropbmfplLQvMQRJQCgsLJwwYcJXKCA4HI6amhopK8iln4OkFYDSxgsbHjpSyNRyt+e3bvjgsdwb12iSiwFEIAgQxZC5hRAiLBMe6fvsxd69j1kmrwKEJcUAIazJvJbUWNyNa7TFC6jUcoQQFgVgkjXjHgocWaMt+xlhLASEAYlM4bzGz+vLzQ4SYWW1XdlCc4xcAACFRu/S0adePZnT6dXcXtwZZbf/vSV9cpYz3xiAGD4Qhkw3wBihkmT2Pyc6Fl8x+NYJ44O7MkyMOLfMXV3kNWtExdBRJCFsa4ZeYO0JrUkrVhb6Fe1hhJeZlY0mrWjSQU6qT2E3A0h2/KkeyuVHDjcR4BHLIfsg4eqi3X4EAA4XGeCRy4cku7/2iDb2s85OFdJMIkNjkw4b9dikEwHApMel6bxJj016bNRhk160JInBtfahswDFmPU5mWJOulh3mKm8kot3YeL4AfnLUb6QrTuZzW9rXB4077uBt9c7o8QB5ftHAHjhPP+Sx021n9BV13JnJwaAG45TT//RaM0RXl89YNLhiH+RfOTIzMKnFCSBZYkVG8z/biz2EZkhSpAjEgwiKBq8Ot9xXpvPG0YrKMHgQXAeoYt+TBlzQ0xAQ4b5AK2laG1X3W+Nfe9uWtxl0opbThpLM1kg4nATaZKsQOSYednTySaPYWvHGMHbZ7KUxbv4gkGKiVJ9h1SoUKHivHEhoo2v+/5HiSz1khl/+f2M8NENsrID/wUA0ZlJI2eHO/5lA4kY5OfnD6dzmDx4vd7W1tavMEY5HFv8VSXrcLlcJkYEiF6Ll8f+liV5fgpHXtn1SM6M1QpiABgQICAA4ZTx9/d//pJj32PJV/8nok3hMAMyqch4xaPug6s0Bd+nMqcAIMAioU3Xjns00LSOKbmT0GVgQIhO5rO++2anMCfLpiFFuekfzj4UMZJD9qXUIYXh/qPs9L/PZPzPF9aflnZkGVipV12XudNHLxnbGX7YuHwgfCCVM8MAIkCKVvhp+eDPrhz8pEP37xbDH+qTZ430zB7pKU1nh/li1+0z3z/VGXyj8U1eFK8xdKxcXzcZsMkg5qSxkf7R6+uR7cwn0195qD/HIsTvHOXJo9iiSJ/Ys3GDAeQMAcGsaYGtH2oqr+YUgySag+KpFTs7PqT3fUZ/8DFdUc4/crevolwekx1CjHs/ADIZ8f0/8a38k77q2kEZDYhPDNb9Q7/lfc3S+d7ZUwMJXIZk3jgJTrl86NG1yXtbcn1EFkJkiBJoCYJk8IDOf8ybNBVRhlAGUobg+4kzO5A+hxn7EElrpdLFJB1MNCTxAeC99g9XzMj88Kkf9wMAYNTcRZfnsoqXFp4PAgCw9VFBMSH0KsIcZqt9dLM7vVx7oNNycb16ampqioqKvs2+Q7uXoRmwCz8//aueyEVFy/rrSu6e+I1/TBUqvhrEZA9UcV7IysratWtXU1OT0+kc/lV6vX7s2LELFy78n//5n9/+9rc6nU6KT1i2bNmbb755TkOdBy5xuqG4kLQCLDPBw0CyvD5FJu/NqY2dHywX/P0IEQih4FY6jQiEiJSrljJJRf37fwuCT9aHIAzZhit/yba/x7a9I5kpGGOgDMyoe9mTm0R2EGNBFHgq73uetJnvdI9gMQmhOGNlZlJlC0TsZ5rEcwu6rs/q/31j/t6uJATgE4h/nkxfVNotPQLGCnsqmg+Ed3FwK5VuwBiuzfH9emrv3+d0pOqER95Pu/Wf2ZsbTC6WCI0Sn2TUntACQGWRX0G2wjuxpr/8IYnE7XH+ICAQkIqty4/SkkQgAEgAAqLOyvKKSltpcNmtw9uo8cMDhsckkKyYMQCCqmv4+iNUbLusM4oUNECy2yEABDs+pO9/yjDhluStO5myIuHtPzuf/S9PfEogf3uKN4wqK7iyQmHd37WRRgXhAQCoPcDM/nmyvZd45TfO2dMCig8IUMz7l38QCjrkcBJLXkjd25LrJkYgRGrFLj+Zg0ktQRI6vpXhu/1JUwjGTDI6ktZRiKUGPiW63qNybtSO/DGtMdIaI6010lojrTFSGgOlMdCMnne2tu/4j9tKPnjq+/3SjVgBbf3CUFniV6SFVX5/HF4yWJoaZLMFaPMkNQ5mPla62+Pns7Oz47/JCwGHw9HU1HTHHXdcvFtc1ti9DCE044Wvehrx0LL+OhTEdetbLtCgL8xAaNnuCzSYChUqwvjqM5M279563ZExf1kRt1hBfOxcv+bJBgAY1sL8pYEUcHz48GGe5++99155ReRhQi4gOByOxsbGi+pi1NjYWFNTM2fOnK92ac3hcJRoBXmL3BDXUaJfJAwUAsATLQMB4WDte/fn3bQO0XpEiCBKxrEomZUYUPKVP+8/uKZ//8rkCcsRqUE4GGZAGrINV/6np/ElzPvoEd8HAAAMhIYe+dNA01qm7F5E6gCJVP4tDoHd1vX+nJxTMtMLRfmeKFeoI6vOkzMGS5P8f2nObnHqEILKzKDv0BDA8XYwyKqYYUAIUnTCT8qdd17p/PiM9t/HjS99mpRj4qtLvNWlPmtqHJt1c71xefVAtH0JMssywcMoe8Z0lo8QuwAf2mE5xGgg/no/xJjIsSMMJ0FQglOWVDEnQ9yxj6m+jo21xePu2HuIDz6md+xhGprI6qlc9VR+5S99IU+hxK78ciBZWC0GALT8Pu+tPzdXX8dZc0M5eVDQ/765lVi1zhBg0VM/d1eM4UOftzLRE447urINwOEklryQfLQ7z4NySeAMwkkvVQykjgKPzt8qMumssSJYhoxkCG8rcuwjUsbRo+4jtckRryFKchzSkJQGBE/fwfXkmS2rZg9UlfnCM9l+RFdREMhJEYJENBwjI9M9bI4orSD4ufyxuXJ29lEz5e/1GbNNpniv7wJA9R3a/fYLAA9dhuvnoYX9j6YDwO5lqGRZ8ZedZPHij/DilvXXldz9xPqlHy0uvjATVaFCBQB81ayg4M4VS+8898tuWLz0MqwhXFZWtnDhQq/Xy/MJFheHBylGOT8/X2IIUTHKF8TF6KuKLY4Fy7IaMhJcicJ7oX1elCxzAIBJln4X99ln7y3NvXGNghiACEAghIHAyVf9fODgH/o/fjxp/CNIlwk4FGagSdKPe8h3ZA17cjNTeHvwloSWKb2bs22hixZgDAiJdMHcrlburY4P5uWeCvoOyVWCYBhyxNoMT1UyQTN07C+uOP3X41lf9BkXlnbF2qAKGhAvgFiq4iz1wGEbMbQzKc9fmR/gMKpr09Z3aO7fmg4AVcW+qiJfRX6QgTR30/ZBqjybjR49eqU5nokfZWdH29/xGpXWv8uHTDoc1CDlo8n6xNsOO0HQEAwBABDMms7W7qerp4YyLyVgBQ3NZH0DveND2tFPVJTzSxf542kC4ctwogZFe+iTsqTge+b7V/9Z99KT4bBjcAwSG97Q7viIXjTHP/97/khUMYqUHYi0xPNPiuxjcDiJRb9LOd5f6EfpFPLqxG43PZpEvJ4/QQBw5vHAWEiSJimGwH6i6z2ECKrwR1RSsTzlqFTAWKIEvs79XftW/qii4555LpNWlFdPqzlkWDTFpfg2YYh8TQEAQ8cgVZEfAECAcPhtbDhRMTG1vdJyCgRw+MiLpxXU1NRMnjz5W+w71NKyH2DK2BFf9Txi0LJ7w94pL28M0oDpS1+eUvL27uenf3nuUlw8EeCFxtMAKitQoeJC4qvXCr4ZyM/P37VrFwDo9foLOGxsjPL69et5nrdYLDNmzDg/AeHyoQQA4HK5jLSUcjQIBAgBDnsT0aEaZ5KJOD2jm+v8pPGDx3JvXIMBZMQAEwSIGAgEyVf+3Hvqvb6PnzCWztfkTicAiwAIMEEbtKN/Hmj9p//Y/zIlC4HQAGAgtNSI7wtdH5IZUzAGjDBt/WGnDf/LXjsnt01uRcf5I4/IRRCmCDa37s6RXW/a0nbZk5eM6coxsFEGFcQ7xErTT9FByR9oAk8r9FUV+R65btA2SNW26lbtTrE7yeoyX3kOW2fTLqhwKy6I4R7Bxjim/9lIAiToH2pxuAlLkgjEWWnAOVr8cRlC5DCi2FRN4tb9XRuXDNQ3UA3NVN1nVH0DVVokVE/llv/cV16mLLwVi4inluyji2kINoaW/OfPDmzZxoTDjtf9Xbu5Rjt/lv/1F50mgxjuFhkERe2gmNEjXzVbJ3H3s5mtrmIeGXXQAxg8zCgtdmj4boFOY43jSIqRogjI/v0w+AWZOY3OnqaIJw7yAS1JaYD3dO/7XSF+/6k7nRVWeYQDAgTNHbStl6ocGSrKIZ8kglD1DGx3UhajolhBszOteTDtsTG1UpNtkM7JyUn8ls8fBw8elJIlXIzBv06YWBxjILesX7Z7+vNf4XJ68eKP8OLI4enGvfF67V6GZrww5eUTsoX/8Mxb1l9XcvfeWBlkxNgpF2nOKlR8q6GygguDcBqii4chYpSHWQbB4XCsX79ep9NdJpQApLgCOqQVyOIK5OacwoZEMCOjS+zaeWzXI1nXPU3QeiCkZIgYMCIARMAEYH3BjXRKWf+BVdzAcUPZjwmCAQARgNQYtSN/wnXVBY68RBfMRUYrAAChAV0md/pNKmcmkFpABFVwa1tz39YO/IPcM8oUpcFCBrHpSsO28Zu29NHJnkmZzslZro+7TSs/y7suyzmnuN9Iy5IIydKSyhslcQDJdsJ3CHq0KD2LEIA1mV9U4Vo0weXwkbUtutoT2jqb1tZH2fqo0ky+YkQgVG1AkVNI+Y7DL3pIKSCWDMg/nlC7y08otALFp5iIBsgs+2EyhPBLB4jaWlJwTgau+5yqvJoHBLUfM82tRN1ndEMTWVHOl5cJi24NrF0ly156VkRs9wTcAJR8LmQ3P/mA99FVBgDv6j/rywqFV59z5qSLAKAoZAahx4yWC2InEQxAaW6jFv9Pht1fJCKNDroASJ7OMgktCBGsaQJikimKJkiG4PuJth1In0ON+jllyJQFE2vCEcYkpRk48reBo//82fX2e25wRT2chC0HDPMmehTKQLx31DFIhjyIECDs8Os3NFc8Vl5rJvwgAGBw+MiLwQocDserr776xBNPXCY/aJcTdi9DM154aFeiz+zSo2X9Ey9MefnE9PjNMkogn3nx4o9OwHUl8Z2F9re0wHRVLFCh4gJCZQUXDPn5+b/5zW/Gjh17sQsRSDHK8jrKdXV1Zy2DcDnEFseit7fXUshjuaGFQqaFIjEoAsByYgDd7zS8cyrr+qc1ljHB+maAEQEIIVFAADxtzrdMecZ59K8DnzyZNOFxzDqxKCDKSJAMnVlJmEv8X/wPmV1FZkwFAMJQCCLmTv6NKrgN00aECKpoUevJDe93CdVZnRBrKof3UcRwBQCbR/tZr+m/K1olm3Vylqsi3bP1VOojewvmFvV91zoI0omIzYcgkr8xaDhHKQbBrcyPKMqzSDpl0QvzrvC4OMKkxfdMdtbZtA12enO9wT5ITi4KWNP4igJ2XB5n0omKZ5C9+Oij+LpBXOYQaXc4CUtS+BZKkhfHvk/EE2LaFdv4fEDa1h+msjOFlX/Umwy4uZWsvJovKxIUDkLyB41LDBIFDwTPxrOP5W2hj9AxQADAqj/pl9/rrbqGG2rkRHKBIgERAsANLfTPn09vC4yiwavBgwF6BIP8Rq6JM4zC2lwpioAQvWT/AfC1kbk30ZbyIBMIugxJ+xqS0nKDJ+x1z1RkNS1/eCAnWQjNTf4FBJZHWz/Xb/9lZ2RKEKdAG8sjADBpRQgx3w1NFbNHHDXTfuABMLACAlLDMEy85/9SkHyHvqaUwOfzNTY2UtRQ/xdmGGbkyJE0TQ850unGvQATlW27337hcvIqall/Xcnd8PKJaNO+Zf3Cu/c+tOsjWXP0zIunL5py990L10+X84LTjXsBVLlAhYoLDZUVXDBkZWVZLBan0/nrX//6kq1dDTNG+fKkBCCrVwChpVLpL8mPiCYwj1GEJ0BknX5GRpfV4/739p+Zr344adQPAWOEMcYIMML+fn/XZ96O/byrjXe3i5ynf++jmPcS2jTMe4GgMO9DtAlpUvn2d4W+Q3TxQiANyGgltbfzJ18h8uYgXRZCBGVd8MVJDnXBzOxOhABCMQahMAOEosx7BP88mTHX2qOjxHAyUz0lzh/ZOyPPufFY+q4zSfeN6y5LiYQgR0UbR1GCsO+QfM0d5AaqkhgAQE2jfvkNA9ZU3mrxSFNyBYi6Vk1zN71hn7HhDG3S4sqSQFkWZzGJpdm8NT0UITrEwnnU8nw0JZBZ8AhcPmTUi/Et/shhwqiABDlJw4fRfKC5lbSdIezdRH0jZWsnO7qJ8jLBaMAd3cTq37tLi4T4HGCIh1W83yHOotDHozyFAQBqP6E3vq4NsLBoXmD1el1poTzmWNFTthNPLpA59wNA/TH6kZeSz/hLdNDDkWkcmarDPUDoA6nTCZIhJZch70nkqCNSr6QLZpPaJFkIgTYYVUxrCJHrb3iZaNv81C3O6it9YRVC8YQIAMPWz/UVhQGTTlR0UFICQLDlc0NlkT/8HdjTUegI6CszTkMoj4DdTV0MoWDbtm1fa9+hEydO3HLXyqSs0ab0oqSMYmOqxZhKkFSAIESC1nkHA16Xpu2LfX/+L/aqq64acqQ47jQtLfshrlfRV4EQJYhd7t+95u698NCvp8s7x8y8ePGvH7p7xt1rdi+OciO6TB5PhYpvEFRWcMEwZsyY48ePf1WJ/4eIUS4sLOzs7LzjjjvO9r+WrwAul8vIBBcYw7ZQ2PqnCCxgFFmJRkAgRCIMCASAIoPniqSB/Qd+77F/kn3d04gxuG3vDxz7B+/u1GZcqUkZZR75A6BNiDYLPsdgw1rW0Wgcew9tuVIUBcHbLYo833+MH2zmjq3BIkekjicsE8jChfyJtYTlWiJtEkY0VfiTQyf/j+oUq7N7Ei6RB+UCtL/HTCM8KcOJYizRbD23osL+abfxxS8yrabAj0f15Zu4SB8cdM+WW/nhXKZxLFhlmEHYYPusXcOQuCI/IO9g0orVY3zVY4NGm62PajhDN3fR9TZm3W7KPkBajGL5CM5iEnNShHEjuJxUwWIWozP6AyikA5A9P4C8neWQhpa1KzpDZNihLf6oPoAAgb2HOHWGcHmRvZs4fJyytRO2M6Q1VygtEnIyxHk3cdY8vzUvWPl49s9M0bON+zaHRQCGOBvNDWo/odds0DIM3H+nr/LqoDqx6k/6l37lVnA+5UE0SUChm8pmW9fAPPz75F6hiCKEADVSA/0U7uENoxBtIkmaIGlS9BJd74HIUcULaFOBUhzQhhMNeU7vdHy+dkZZ+/JfOk1aURHDEBP+XvOZ/p4bXJH5SFOUvqkyYrCl3rj8pn7ptMOv32obtfKaHfLnsw3QVqs13ks8fzgcjp07d36tfYcEQdAn56XmX5WaO86SV5qSTSZlgN4MlAZEEXxucPYCxiJFDc1iIUYrkHzxAQBemIFeGH5uosh1AABToqz43ctkqU+jTyrPKk6H/IHizUHKnXRL+EyimU+/5SF44QV5oLIaV6BCxUWBygq+gZDHKG/cuLGpqYnjuI0bN9bU1FwCB6dzgsPhsGgFXggaV2HTEcKeOQjJKAEQCDBCGGEMIAKMNLnaffos7zsNW4/zPofR+p3UsT/R507BgLEoioKARV4UeKRPT5nwS5+9zn3sr4R+l2HUnZQhUxQFUptOZ07i3Xa+75DQf1jwdYLgQ0ljseuE4G0ncm7GlJ4svKP+JKfraZyW2StLRhTUAsL0oD9Av3Uq/b/G2+ItTgefozLLfU2m593TySvqcsem+uaX9ZckB7lBVKhx3H0ixmhTAMPWI/rZY73hQ9kEIrBaeGsaD0SQJLAC6nUTh9sZh5uw9VA7vtDa+0mXD1lMYlkub9ThNJNo1IkWs2jSQ45FMOpxjkWIPFcMT3A4CYtZjLQjUHQGZWMMVWi2kbYO0uVFLg+y2UnHAOroIWxnSADIzhBz0kWTAVvzhOrr2NJCIcQBYuQFgNnfYWs/phRaQeyriysjDEEPEnMDRz/a+j695R2NNV9YutBfNSniLzR/dmDT25q6z+hgbTWIxwHkckG0jIAA4Q01ujV/N7iJESKVTBF+M9fAGsbxmjKCogmSJkma6P8YuZqIjCl09jRZfqGQUEBrSForBvo7P3rc2/nZk/MHZ0/0Rp4oKqFQaALNHbTLT1SWBqIrLkv9sUReoa5Fy1C4oiAAGDl8umcOTJ1tPUYjAcTQ1xqDiyUsGZZ4r+/8sWHDhm9AKlIEmNEatHqzzkjqzWBIAkMy0FrAGBgtAIDOGACIUyl8SCiDeofnRSTZ41NePoEXF4cOS1Bj0CyXbP6wkb57GZpRgjaETP+QFCBdGrz2Ojjx0eLilvXXJaQEsaQg8cxjaQGAGlegQsWFh8oKLhjy8/P/+c9/flVaQVz84x//kBR2s9kcjlGWXIyGH6N8CaDwnlZ6qUComBWJEEaYQIARYAJhEQNArs7X4dfNz7eV+pw7unI4gWWSrIggERYxgRAiRBEBQkggEEL6vOu0mVe7T7w5+MmvdNZZmhE3YUCAEG3KI/WZQkYle+JvyDQSpV4tnHkXu5qE5pcI649Bl0UU3vlh8/8igKqs3jiKAQKE0I4zqTflOcy0ECIOcRKBAgBN4B8UDcwc4Xy/zbzqQFaRmb2n3JFt5InQe4jQABw0vcJORDjuMnookyknoB1NuhU3DMR5s7EGcaidoXBOipCT6pfPlRUIez9h66FcfuRwEW4/Yeuh3D5k7yNdPtTRR0oB4tZMIcciAkCAB4tZNOmxhoaGVgoA1r2tvC9CAODyIpcPub0owCEAcAwSLAcuL2JZ5PIiADAZcHa6mJMuWpJFkwFXjOXTUsTsdNGSgk0GHPPkYVs29qVAZQW/6g+6e+4IKDrIgeR7MQHEQ0sHsnfYfJLc8i6z5R2meiq3+nFPaZEQfTmCRxb7Vqw27H51QHG3uBwgnh/Rlvd1v/9HqpseiQjSINoxkRxIqSJIhqRogqQJvp/oeA/pc6iyeylDZlAZoLSRigS0lqQ07tZ3ej/7089mdMy6xnfX85acVKGimI0unKx8+KdeT15Y5Y7DlyJkBgHCmz4xLprsks5sPTlqaq5tarYNZKH1ALDjpKF6xrh47/Q8sW3bNofD8Q1IRUoyWoKkSIqiaKAZoDXAaIHRBV826wdDsubcR53+PN4FMWl9hkLL+oV374WHdoW7Fy/+aFcjmvHCE+uXfrT49LIZSsUheIOgr3/L7g17YcrLYfO8ePHGlzeU3H33mt2Lb3n77r0Ae2egF8K3kk0qNvQh8cxHjJ0CIKMFxcUTAfaf86tRoULF0FBZQRDLli177bXX/H4/ABw9ejQrKyu2zzPPPLNx48bwodVqfffdd8OH+fn5Xq932bJlksH9lVcHW79+fVZW1sqVK6WW84tRvqgIFzaOQjjhT7aetXs1BQYfAYABCEAkYCzlHCIQiBgARhpdR1xJOpIXMCoc/Nfxd/fpy+anjP0JovWAMYlohAgR8SBK3MBgHjVfmz2l/9OnAx0f6kvvpJJGisHF/yRi1BKBc7HHNxJZN0BOteg4IJ7aDClXEylXE8WLPzz1mo76YnJGf1QmIgRw2q21ubW3FXXLAw+UjxTZQQBGWpxbMnBL8eDuNtPyvdkGWvxR2cCMfC/I7LK4ikFk1BjdYHuzriIvwFDx7NlEIkMCzsBQ2JohWDMFGQtRUByXH7E84XARDicR4MHlQ4DA7SMCHHJ5UU6a6PIRJn3IMAzZ7jnpolGPTQasYTAAWJIxw4BJjwGBJUWMzASFLolDA8LbBOXJQoflo4Tmk6SjH1lS4r0QBMrHjqECQ0sHAACwdSfzxjuMvYuY//3A9r85LSkYor7LoY+t6lpuc6GwZZtm3k2BoThAtEoADS3Uqj8bPm8vFmiTFvdrAmc4bREpemjnPiS4EBaA0ADvIpLLmcI5IX+hoDgQ3uEGTnTVrykxfP7yioGcVAEwPLu4/9H1KSvvHKgoYeM9IQIEmz80sByaXeGVOQ4pypZJ2+YOprmLrh7rBRG2tY5s7k97rOKDYKBC8B8q2F1UfU/S6pkzE77Kc4TD4Th06NDXN5xADpHzYpEXRV4UAAuARcA4VLQEAUEAQQxjlFjrWipgsGi46+gtuzfsVS7aA8D05zF+HgBa1i98IeZkcPF+w+6WoPG+V+72H0lIOl0aI/5d44U+JJp5cfFEgL0ycWDE2Ckg3V8VC1SouHBQWQEAwDPPPPPWW2+98sorkyZNWr58+ejRo/v7+2O7HTp0yO/3L1myJNE4+fn5P/zhD1tbW48fP/4VsoKzxhbLY5QBYM+ePRe1jnIiBAKBcAkzCcHlcIQIhEkE5ameDzvNUzIGCYRx0H0ICAJw0B0aAeCRJtfe3nQeo1uy2zM1vilizyftvz/U/Jblip8mj74NY0wghBBCAhIRIW2Z5IKMG172nNruOfInOrVcV/IjktSIiACEAJm1o+/juj8V+w8SlmuwZTLmPWLbP8BQRGTP3N7mFnHrtKx+uQjAY2Lzycyb8voYEqOQuRqRCJQMQe6tzxD4u1bX94pcn3Xr/tWS9NLnaXNHOm8pcaXqBLlLB5LFG2Bl8LEcO5r1C8Z7zioOxMHQjknxYNJhQGIw11DkaREgcDiJ0nx+9nWByPNHaSsAcU6FEXcmsfpAXEqg7F9VydU3UNXTuOhzie44RHIhGXZ8QO/4gK6to6uncUsX+Suu4GXsLWalPzTIkw9673jIVH09K7Gg+JHHykHWvKbf8LbOR+Yy4KS4MwKdFki6jiBJTOkRQcFAPfADhGU8QWrFgQb/oZW05QpN6mgq73pKawxnIO1v/Kvj0J+X3+6cd50vfJfyQu7Zxf0rNiavvHOgvICL3D40E3sfue4946sP9UazIyUlAAybPjEumuICAIdff7A7+7GJH5jJgNx3CDDe0WKYOXPmBUxA9E0qYyzwHB/w8H4X5wfWB6wXWG3wHwfvB54F1ndWD6Ldy2a8APDQr+Vr66cb9wI8NGx7WUrok8DTKMHJEWOnAOxtPA0wffqiKbB37wtBRWDYCkXcgRPOPDqQIBiCHJWaSIUKFV8OKisAAPj973//4IMPSr74f/zjH//0pz+99tprt99+e1S32traBx98cIg1qqysLKfTGfbp/0pwTumGpJprYYZwMeooD4FwCbMwpIV2AgGJQCRgTIrvT0ezSQIwDrsPIYkhAAAQACJq8xoGOXqhtTWd8YsAOiRUpXeVB/p3Na46dfytjGt/ocsYj0mEEIEEXkQIxCA3MBZ+V5czxX3izcG6X+oKb2Fyb0CAECJEgWAyJwkpY/nuOvA7UFolWH+CBxrEM1tBl/2eKwMRn1Zl9YU1gR3tlkwtW5HmClpQ8oIGQVEhYjaHnlP2yAATM33XZvnOuJm/Hk1e9G7uGEvgujzfDKvHpIm8nCgzUrHF0OEi69s1q2f3KXrH4jw4A8jnLZ911G7wL1snObmcjdMxemcIInI2jpJYh5Fj2iS+9mO6ehoXb7bxDsMTUwYQS6ito+u/IGveY8aNEqqncU8+4jPpo43p+FPFAAA5GWL19ey613SP/MwblwPITe3a/czqvxo6eggMhAb3BQxXcLo8gpT8hQaIgXrEDxCWiXT6NaQ2iaQ1ZPEsAgS+v5HtOdh78i2NZZS56GZRl9z9ybOcu2PpD9zzrvcpHhLj8kJu5cKBB/6U8uKS/vICLhgkEMJzb5uXfteVkyoEIwpwmODKpo7BFSA+OKZdcfOAw6d/5uOpc0uOmOkoSgCAoea4cfndsxK8oHPGm2++SdP0N8B3SILAeQPefr+71+vs0xpTaQ0AAOsHRAAXAO8gcP6hxYI4BcAgjr/+xUXx4o/w4nC48d67S9Dd50AOFDjLzPfKqxlPf/7Ey/vDEQznN3UVKlQoobICsNlsnZ2d8hQZt99++/bt26NYgdRt0aJFH3/8sd/vHzVqVKyX0ZgxY44cOTJxYlTi6EsHqW7xfffdV1RUdK7XDlFH+SLFKKelpbFiyGgOZfKRVAKRQCTGqVphhDFgc2tH6P1EWCtACCMMAC6eev10DmAoTxpsHEyakekPei4ApGnYH+adOuHu+2DXiYHsG9ImPEgZskiEkIAQIkSEkECIiABtknn0T3R5Vc4v/jfQsU9X8iPSXIIQIQoINGYi5zsi52ZPbgJtBkq9FhtLYOAgDB7e0VXQ0G9aUtamp8T+AFPXlbR8vE0eIR21Jo7kTTJIVdHCyDdzT0zq4UW09aTpULdmzecp1+d5r8/33VDokXfDsnoF4faao4Z55R6GVBhtCa3rITjDOYoGCSE3/eNY7RfqNkPcGiZP4Nds0EaOh6Q2Me3Bc/Yu4o1/09s/oDUMzPoO+/rLLoVLUlzvtwRywT23+2cuSpo/25+TLiaSCxwDxKqX9bX7GRExmNSz+jKszSMomiRpkh8gekN8IOMaUpMk5RQKb/WpBWTZHIJArhNvd+37tXTbRTM9i2Z6gv8qwjcFBIDLC7lnFw88sDZEDIKPjLd+qrP3kfMmy9iL/Fkig8DmOsOsq7wMhbceLpucc7oy+5RUsEyO5l6GNRRUVFQkeNfnBofDsX///m+G75AELuD1u3o8A52MLomiaQATxwKjA0QAx4LXBZ5+YcgBpi99ecoLd99dsqxYFtAreeFc4lIFIYejUGjy3vNZxj+nmUvBEFEqiQoVKr4UVFYQRFVV1XC6jR8/Xtrx+/1xww96e3udTudXom5LlOCC1C2OraN8MWKUGYax5I8+PtBRZGbD6+sEAjGoFSAC49HJvg87k39S0kkAIgBjDAQCTKA2t/bV1tyK1IGpGb1Ojlp7onCipd9EseE1SgQw0uSyGtz7+wYO1uwzjFmYPOpHBG1AIh/0JgqJBkzSiNTJv/V1fuJp/hsgSld8G2EuQQIhIh6QSVP6M5F1c81rkXk0TrkaJ12Bzvyrw+v53RdFy8adeqfdMjPPYaYFCFr+oZLH8lRFYXogPbbSVI5+JyT+YamTIJCbI3aeNrzaaH7209SpI3xzytzjMgKJrtxxXL98eozP23l4DcW2Dy0jxMAxiCxJiZ3xvywSr/rHwJKCLSli80kyumrBMC5vbiH31VN1ByhbG1E9jVv9K19pccjgPdeHC5nUlhS89E7fqj/qX3rSHVcu2PAv7StvmVxeEpM6Tlso6osIiiFJhvLZCPcxENyEZQKdcW2ED0QoASPtcwMtPQfX6bwHls717tivLS/kls7xSDHB0bPCCBCuGMlKxOCVZX3WDB4wuPzEc/8yr/2PPqVjVdjrCYV92hxucsNHpk33dh/symruS3vsmj3BhwqFEwAGEGFrs3HWrAsjFEgq6DfGd0gCH/B4BuwUoycpBgB4LsfvTqW1mCAJngOfm/MMuAB0Q4wQrP17t7z47+lGRfTv2RHxBpJdI2UlemjXiXgnh/I6mv48PjH2upK7Y685612HmHnM/aRSB8PNuqpChYphQWUFMDAwENt48ODBqBabzTZp0qQ333wzKytrYGBACj+IIgaTJ0/euHGjZED/4Ac/mDZt2sWceAQOh6OmpiacbugCjnyxY5QnT568p/6T4iQWAUJKHyHJj6gyy7X2SCaBQmmICExg+LA75YOu1HkjOoqNHhFDEs2PMbvq+1JuyOoWsbSajqX8LgyBp6T1Xpk8UHvy+Zbmt9InPmQsuAGC3kQEBEUDhBChz67UZk70d37qPrYRUTpt0Q8JU7HkUAQaMzNmGd97QDj1N5Q0Duf/EPN+36kNKxtGgRi4rVAZZByTQymshECo8NnZnWgAzIw4d6Rrbqmrz0+9d0r/m49S3SxxY5F3/jh3tpkPd8MAp/upAI8qcgPKEcOxCF+CGJy7euDyEkap6FVcP6WzjjZ0n3OYDAKAqkq+to4qLY5ZbU0wTt0Bat8BqraOkq5d+lN/+ajEK7U4ZidqP0YumHcTu2WbprmVLLUq6prVfsqseVV3ssPIaQuFlAKCMREkQ1Ea0mdDvfWIZIjUK+isKSTFEBRDUkyED4R2ePfpro9f1rr33fdd77xp/vtfMJfm88vvcMWZClZ8/yRicNfzqS/e219ewK1+y1w93l+ayynEAYhMNTQSqj2mrbAGclPFv31Y9tikPWYqEBQKQuEEgIHlYUuTadN/Vyd8h+cCqYzxN8Z3SALnd7GefrfjFAAIPMv6nF6jhdaaEEEJPBfwuQY6jwFkDD1I8fRFU+DuSOBtS8v+cyzwVTx90RTYq0z8GY5ALp7+64fuDmYjiowpRTgvml4cZg/nbJ7HBBAPNfOY0ORL7CWlQsW3BCoriI/Ygl9VVVV1dXXSfnJy8qpVq/70pz/V1tbGhh/8z//8j9fr7ezsvATzBFkgwcVOinoxYpSvvvrqje9ofzo2FEQa0goQApIAEaOyJH+Hl+ln6SSawwjcPLXFltEXoP6j7HQyzYkYIYwRhulZvauPllyT1m+mOBEAA8KhxU3AYKKF2Tn27oCj5uNf9h0emzX5CTq5CAQCoUgIMiACiUiXPUmTOTHQ+Ym76a+Y9+rLHyJ0WUhAIkJU+kRCny0MNoltr6GkK3HREjx4mHDs/fXBwhtz+6rz+mN8hWS1kKXjGLNd9geF98OQ+qfphAVjXAvGuk456R2t+ge3p7kCRGW+v6rQV5HLmrTilkbj7NGe4Ijn5KUztJfR8MaI6sbyoKGHd9WFRbypVlbwz63T3vPjQJxzIdjaCClmoO4AVXGFUDmBDykD8RDLBIYjHYRscpMBP7LYt/rP+rW/cUkvv/YTes3/6Y73jBC0I3B6HkHSNMmQECBcjeA8QhhHUAW3UMmlJEVLuoHECgiKIUmapDUEpeFdbb2HXta69911o2/RzV7A8Ogac7ZFfOoup2KS4QoD8mdBAIAqRrIv3tf/6PqU6vG++hPMluW9wX828gdESmIAsHmf8ZHvDq54/8a5ZUfMTAAEHPn6hoSCeru2bMwVF6R+mcPh+FqXMU4Ekfex3n6Qwo5Zb8DTx+hTKI0BEZQo8Kzf4xnoOPsoxcUTAV4IL7qfbgxlA1X49kfVHFCOICUTnXHd2HAJAilV6fPTAWD687seemGGzE1JGmrKyxsXFwPA4l8/dPeMF2YsuyU0snTxlJeXnsVkjxELEsw8fEpe7+yr8JJSoeKbD5UVBAlAZ2dn3Gykcsj7JCcnx+0zceLE/fv3T5w48Tw8+88D5xRbfKEQFaMsuRidX4zy5MmTH+jWhX2HQBY5IOKgH1FFurvVpbvawu3rMf+zNWNqVv9Piu0iBjFofCBAkMTw38nq2d2VPiffjjCIMhMlHD6apQ0sLjp51Nm7a9tRIu+7aRMeIDRJklYAIhEWDZBAaLMnaTIn+jr2eo+uw7xXWzSPtExABEmYCgh9rmAuFQebxFN/BVOpmPMDj8f2dvvBT7rNP7A6xqd5ZO5DSrkg5NEtT12KIZTYXWnUhhmCVKtBssQKkri7xw/eXeHscFPvndRvbTI8XZuabRJs/dRT3+mPHUQx3Dkt+X+JAAPHIGFJUiarH3q06LPnqBTE7x5sLR8lNBwjY086+tG+A1T9F9QH+yijEVdcIVRP41Yu95mMeCgrf7hMQGZSx8gFVddy6zZraz+hXW60vqb4RK8V63JJC0NSDEEyhM+GPHbE9pMp46jcJZQxJ1iXICgRMAQpsQKapBi3bafzxNYS88HbpgXm3xisSvboGjNDw1M/dUUZ8Yq5hRtDxKDcyj27uP+u5yzzpngZWnoJoamjKCciAAz1rRqGxie9pTQhVOaejoQTKJgu3nTYPHfx3KFf1nDwjfQdAgCO4wTO53d3BbwORpvk6T/N6My0xkBQGoJkBJ4VeN7v6qLpc+TZUtJQgHMSDIoXf4Snr7+upATdLTWEC5oBhJ2CInUHFFZ7zFnlxYnvGS1RJJ55fBJwToKIChUqhgGE4+SL/9YhOzv73nvvffLJJwHAZrNVVlbG5hqaP3/+sWPHPv/8c+nQZrMVFhZ2dHREcYn169dfeeWVlybguLGxsaam5vrrr79MVHXJxWjnzp3nFKO8YMGCX1p3j0oJ8AIWRRAEEDAIIggiFjDwArzfbnqvPYlCmBXRnSWdFg0rilhiBfI/To568Zj1Z8WnUhkWh4iBhMhXHAMg8AvEJw7LJ05r6rifJI9ZIAo8FgVRFLDAi6IgiqFDUcCiEOg56G/bxQ00MbnT6axpGFEiz4kiL7jbhYFG3FePtVnYfAW4mglX49gU749KenMMLCHlMwrVYyYIxWE45CC4T0QOpc6E4lpEhIkEEXRDkkgGh4ktRwybDpk0FLY7yfJstjSdqyrxV+QHoouoEcpD+VkCojuf5TBeBwjuT7jbcuDPjhABClmf0TvKagOKsyh+O0CEZsVuFTtI3nL/E/p532OrKvn6L8iGY1RdPdXcQhiNuHyUUDmBnzyBV0QPo8QWf/h3MqpD/EMcpwMGAKhvoJ7bVPRFa7qoK0C0iZAMfX878p5EIkeYCun0ClKXKpMFaIVEQDHe9g89Z/a5Wt+vnhSYN91fMZoLMWC84o9mlwe9tGwwcl8si4XAskb5uj4Ay6JFz6VMHsXuO8pUlLCPzHEFvYDCCYXC/5wwAIb7N1gml0HD4FWPVX5opv0gAAgYRAARgwAgAvDY5UUzXyupra398jlJN27caDab58yZ8yXHudwgimJbWxvHcUP0EQTBarVqNEPXMgsVFz5LcG/L+utKGn99WTni716Ghqh9HEbL+utK7p4o7xbbokKFigsAVSsAALj33ntfeOGFadOmabXatWvXarXaRYsWAYDNZrvvvvt++ctfVlVVLVmyZPr06XfdddeqVatsNtucOXMee+yxuGmI9uzZw3Hcxc76fwFjiy8U5C5GDodj165dw4lRrqqq2vPRp6NTAgghAjBGgAGw5EeEwcmRdV2mFqd2QUnPjOx+XgRBWsgM+S6j0J8khp+R5djRkXlHYZsYMnrkRhFA0FLUU+L0zJ4rkwd3nbDbWv5tGX+vPmcKQkhECIkEEgksCijECrSZFZr0q9jBVn/7Lk/9U3R6BZP/XZI2klSRYMwTs2ZgziN0bMOBDtE09rD7TON+/bScwR8W9xkZUS4LRLkPQay/EQSnqlxpD4KIMYMBAUNgWz89b5x7UYWLFdG+09rDncyqncl2J5ljFiryA1YLPy6HK8vimCHSG56HMhBtOgfTIbEcksoen+Xa8xUiIhjGCA3HSFs7wbLo6dW6Rz2ofJRQcQU/60a24hEhJzPuOw6NHPsEw185CV4eLRe0d2k/PZb50qvpXYESRJuJFJomGTJwBjlPg7uVMBZQuTMo44iwDiDzFwr6DrEDJ5y299y2nVcV91Vdx85aETBJ8RsYAMDhJFb8r8mkF196ZFA529BM5PoAhOKPQ2v/T71qtmYIS29xLbwRPfDH1PvXpqz8yYBJC8HKZQBBnyIMgKC5g/70pN5vvOKn4w+ZGT+Isn9m0h8BgwhrPk259dZbvzwlOHjw4DfSdwgACIIoKCi4ECNJkbhn69Wye8Peh359eVnRkjqgCGiIg91r7t475eWNl9fUVaj4RkLVCoLYsGHD8uXLOzs7wyHFENINNm/eLGUoCvcBgOeff/7222+PZQVtbW1//OMfLRZLZ2fnxSsbfBlSgkSQBITGxsZEL6ShoWHVw3dsnNkuiCAKWBBBEEHAsKvd+NbJpHYPM6ewv8GhuzrNPTVrkBeDHWQqAZYijKXD/9dYdM/I0waSFwGk7zYGRc3ZsHUkpQdqcRn29qTaUbGp6LumwpmkLl0UBSyKYa1AlG0F1uU7tS3Q8REQNJ12NWUZD5o0UeAEzi+4T4vOE7j/c6zJBMAGrq06xz63uF+mD6CQaBA8lKddCh4SERkBKbWC4CBERCgAAhBCk9flbvpRlzWVB4SC1AEBKyC7i6qzaexOqr6NsfVRFoNotfBlWVyBhS/P46zpobrFZ1US5IdwFvXA5UO3LE/Z/VLfUFpBwvZz0QqiJAIEAFD7MW1rJ23tRPNJovkkac0Tx40S0lLE7XvorRvc0d/LuLwiYjfLgJVNQ2sFkZbgX2/tTtv6yZiPjhRQlIagGIKkScGFfDbkPIY0FsJcSFuuooy54WgBWeQAQ1A08G5P24fOk++mkk2zp/qrJ7PWbCE4vDQxDA0nqEdfMM+b7r/nB95ocSCyjfL7j6z9r3rNbOsk1z7QH+wGsHqLqe6oZuVPBktz2HCQQPh2T/0zucl15W0VXXNKjwYlguAWQMTAY+ChuYtesrPs7bffNplM8V70cCH5Dj3xxBOX/w/dV4phLZzvXoaeGHsZZvbfvQzN2D+UzhH36YYpj6hQoeLcoLKCC48lS5asXbtWWi9vbGzs6+tbsGDBhRrc4XCsX79ep9MtWrToa/d/SrmLkTxGecKECR/PPymKIArQ1M+8YzNtP20qt/huGjF4VZpXFOFov/b5Q5mrK2285FkkRrsPhbnB4X5jTXvGz8tsDCGKMqcPuQNI0CCUGZmdfs1bbdmdPo0mdaSp6LvGEVWISQpyAyGaG4iiwA22Buwfsr2fAaLotAoyfQJQZlHgBD4g+AeF0/9EYkA0jdUT3puT9nwntzNVK4Z9h+JTAiKGIchIQpQ3kWQWIwIaujWr9qRs+lFXxFIPEYOI4U4AILA7qcN2xuYgbX1U/SmNy4/K87jSLC4nRTDqcHk+b83gh+MgNDQrsHWR979g3vq7/vhcAs7KCmLs/li2gAAA6g9T9m7CMYCaT5K2M0TzSRIAKit4a55YWiRY88Ty0ZFw4Qk3m3e/7jIZlD90idSGWK1gaFaQoGXXx/rXdhY3taX2+nIRYyJIhhQ9hP8M8rQAQZKpFVTSSMqYKQsVYJQhxbS3/SPnia3ezs+qJ7Pzb/aVl/CRe8mcebbs1Kz5u2H5Inf1tYHIbGO6RS/nhx5qyx7d5l36Vx7tM+nCV2HAUPuF5ulNSQtneBZNd8uv2npAt/ajUVeMTFl5w/sRx6HwVgDgMfB4ydasWUtWzZ49O8FbHi6+qb5DFxpfb3caKYlRgqpniTIcfb0fWYWKyxYqK7jw+M1vfrNw4cL8/PwLPvJXElt8MRCOUT58+DDP8z09PVcxx3w+/5EewuEn5xUP3JjvSmIEXgQBY1EEEcOSDwp+VOyYmOYSROBDjdIfLOMGGMM7Z9LtXs3C4nbplASZIRSOsVTQAzdH/W9zgYkS0rVsg9NizJ9qyLtOnz8tkW4gbbnBVr/9Q7b7U0TqqLSrqbQKTJlFkRe83YLjc9z/BdYXaJOsZUT9rMzDV1sciqCCEBNQxBhE6wZAKEgCIkNh2YiAVR+mZpv4RRWuoVgBihM54AoQzV20zUHZesmOQdLWS9l6KItJtKbzFpOYkyJazKJRJ5bl8gyNrZmiUigYihU8+gfT678ZiPSRXwVx7HslDYgQBpudcAwQLi9yDCCXh7DZCUc/0dFN2M4QAFAxjjcZsTVXLMgXywoFWUUCZYg3AACs+J2uqpKvnqb03j43VhD5a2hW0HCM/PuO7H2HLJ3saMSYSZImRC/JdiL3cRA8RPoUKnUcpUsjaU2sLCDtcwPHPac/cLa8e82YvurJ7OyqQPwIAQDAsOovhvqj9Iu/GMxJE+MoAyCPJYgTTlB3mF7x5+TXf9VrMYux3ewO8ulNSQDw7MJ+k1YEDA4XseClvDEjc5+eWW+m/EEaEA4nEIJCwY5m/YYzUzZt2pTgFQ8X27Zt27Nnz8qVK7/kON8CfAsXzocZkKBChYpzgxpXcOGRlZXV2dl5wVnBN4YSQEwZhNdee237dm5EMjIYjHekH5mg79QRgiBK6XeCPtA/HdX7xsmUSRkuDECKCBEg5SSVMg6FoguQiOF7eT0vHR3xYXfq1Iw+MWz8hRKrSGaPZIKCzBY1M/z9o06/dGxENoF/VX6k3nHmkwPv2D61mIu/ayycyZiLRFEgYlgBkVrKJBfjUT/hvV3ek2/5Gl9EtImyjKdTrqDybxJzviOyzkDPJ4cGfYcc1xpgYJZ14IaM5kyDgJRWKYo6iFjdKKqHGOkCW4/pN93WdR7v36TFFVa2opCN2PQE2AfIjgHSPkA63IStm3T5qc0f6l1+1NFHmnSYoTBD4zSzaNRhDQ1GnWjSY0Bg0mGTHhsNWENhQBDgUH0TzfLA0LKJIgAAlkMBHgECxyDB0NjtRS4vcnkJxyByeZBjkHAMIMdAMADCmitYkrHJgC0poskA5aVCTgaXnSFa82QUJfrFgSJqIbRbWcHX1lHRrOC8wxtiaQNAwzHyg4/pDxqsR+1WrMsjSIbRBAj2DDFwAsQA0mZS1tsoQybJaEhSEysLEBQDnMtzasfg8X9ZNK133Oif/QgbTOUUcv0PFjsL7kPDcerR50wVo7lXnh40hQtEhLfSvxpFLIHsdUkjnKRX/Dl57bI+S5LschlyUoW1P+9bU2O8ZVX6k7cNVo31r/53Rm7B6NvGN5oZvyzvEAYcJgbAsrD649SX/vzUeb3cCBwOx6FDh76R4QQXAcXFEwH2f9WzuORQE5OqUHHBoWoFFx41NTU7d+481xydQ2Pfvn01NTWLFy++NAlPLzFcLtctt9yy5roTBg29a2DkEW8Wj8l8xlGuO12i6dQhv5R06K5dhfeO6Rqb4gmHFuCQ75AU8RjJR8RS/6/BemfxGavRK/9+45jMkyFWEKQIAYH4py3LzVE/LW3XU6Kbpw70mj/uTnJrS4wFN8gCD+LoBtJOoOcg1/sF21WHNKlU2gQiaTQmjaLIiaxb6N2P3TZAZKG+d0HRiSvS/UZGJBIpA2HdIBKKoHAu+rhd+9zelNcXdCrW7+NqBWgYkQPEUGddfuTyEwDgcBFuPwrwyOVDbj8R4IHlkMuHXD7C7UN2B+EYJIKO75H3GwTDBEsZGCU6YcAaGjM0tuaKJgM2GrAlBeekK3UJ5YcUnw9E04NoucDeRdz1sGH7pnBJrzhzGwpRWoFst/4Lqq6e2vlp2omeAlFvRbSJIGnSZyM9TSD4kC6HTL2KSikjKS1Ja4hIalFaHkXgbf9wsGmLr+fwrOnsvJmB8pGSp1Di8ACAze9o172uX77YXT2JjVYSFBKBrMwwKMIJbB3kXb9LffJOZ9WVfqWjkUxSCP2pO8asfD0pzSS6iJF3VPbPGX00Ig4oHYeAh9V7U9xFd0j53L4MfvGLX8yZM+cyya72NYBUQQDgW1DsV/IpAoitaaBChYovDZUVXHjs27fv0KFDhYWFjY2Ns2bNKisr+5IDfo1ii88bmzZtqnvtty9M65Ayk7p5aq+z2MEbjvhyeUxO0LVco2861kv8qTH9xSmneGVoAY6JOcYYjjt1/9eS/dCY00aKwwBhGxCHopABAIIhx6HTIXtya1t644Dx7rIzmTqp6DLYPZpNJzPPeDSGnEm6nGtM1plAabEQhxWEt4Geg5yjge2qAwA650aUNAqTRlHgRM4tuk5hV7NB7Lw57/T3CvuyDHycoAKphYhPEhCC332Ymm3mF13tijbliQR2/xCcYeizENU59vJgn9pDTM0+zbNLXSFLXdYNZNdCTGO4M0CC7dBno3aiBZbZdxnX/s4bnXpo+FqBkhjsqKUbmsg3agsG+BFYk0bQJoJkyEAb4W1B3CDS5RDmEiqtgqQ0JM2QlIYg6ZjIAZp1HPG01bpadwqsa+Ujnurr2MgdErkMATj6iRW/N7g86NlHXcP1GgKlxQ/AcmjBf6cunOmZXemPJg9xiYGIm8/QD782Lj09vUT32QM39JoYMcIKeAwCBh6Ax7Ze6q7to758kLHqO3QeCBrL3xpW8M1/UBUqvgqorODCo62tbePGjY8//vgFGe3bQAkgJBf8bUZjppbnMQgi8FJRAhG8Av2Ju7jOU8pjss/DXckcn5TSaUH9QVYA0XEFYWLwbrvlhFN376h2UEoEkRiDqGXlsL2KYH+v+Z22tJl5fVMyBxECF0f+92eFD4xr9/PEJz3m+j6LyfodQ951+pzJkRIHQtzwAz7Qc4jr+ZzrPYC06WTyWJQ0JkQPPKK/F/rrjVzr96zds4tdWUY+oTgQogTh8IMp6/M23dZlTeEj1vaQ6/1n5wyxZyFu51jaEGzZcYCpPcisXOKOcyHEcAyA6LtEtSi2w2AFkf1oueCp53QVV/Czb4xJDD9suWDHB3T9F+TB46nHTiUL2nysy0cERXHdBD+IfKdRoAuZignzKCq9IigI0JpYWYCkaDHQ52p5x932YY7p5KwZ7Lyb2CX/ZVw01199Pas08aWtIphh87+16/6pm/9d/z23emN6hvpHE4NoucDWSd7/fNLMiYGlc9xxQg6iWIEIgLHLQyx5OTs3v/ihKZ+++Qm9Zb9+/rXu+RPcJloM8gEpooCDJVszq+96et68ecN7rfEhJVS47777vtm/eCpUqFBxGUJlBRcFUhqiLznI1zrd0Hlg06ZNh7f8+teTuyQHIV4EEWNRBAGDFFvsFegj/twNrcXJycl6SixnThSQHcmEUwt+rGAIOEwM/ng0N0cf+F5+LygXfHGMY3mMaIB6/Myfm7OtRv+8wp43bOlZOrY6vx8BIIR8AvFxl7muy3SGTTMX32wumU0Zc8PEQF4HLbgVeFHgWcchznGY6/4EadOJlHLQZIieM9jXgdkBDAQI/lSqf3peb0kKNz7Lny0xhIhooGAIjd3Mqg9TN93WdZbl/7iH51y2bEhWAJGWLXu0ze3k8p945I1KoQASsgII9QeIt018Ks5ONCvY8QFd+zG18jFf9HduSFaw4wN63wHqqC3l2KlkQTsC6/IIkqZYO+LdhO80BLqQqYRIvZrQppL6LIKkCZKKl1BIIga0t+3DwaYtev6L6uu52TewpYXBBKN1n1ErnjXsfnUg/OWMJQYNzdTTfzCY9Pi3D7lz0sTokmpxvYZAZuKH9htO0g88n/Twj1whlSCR1xAOUgIRAOMVf0vuxNfePamxMr8NBGzvI9fsTKpt0s67yjN7tLvUwgIPwOELFWSs+g6pUKFCxVcFlRVcFHz5NETfpNjiYcLhcNx6661/m9GYoePDVQvEkGIgSHa/iP/3cDqF8A9HDh70l7RyWX2CGQBG061X0E1a8MuzEmGMPTyx+vCIG7L7rkl3gsw3HMsPQGlGoqBsgBDwGL1pS6/vNZlpfsX40wwZsnVRcKfTx+zvMu7tNDs1xcaCG0xFN5HadAUrEBQMQRR4kfP5Tr4eOLMb0SbMucjUK5E2EwwjgE4WgcKcRwz0Yc/JLKp7nPHEuNSBa3P91hQuSjf43Ucp2WZB5j40DMt+OErCObECiG7ZvEtr64xhBfJuENMIMYJAXOs/Si44R1bg6EcLlhrjhBbIrwWwdxGHj5H7DlB1R/LtfamYScG6fIKgKNaO2G4i0AOiD2kzCMvVhMZC6rMIkiJIWuIDiKQIgiJIiqRoSSWQAgl8HZ94z+wbPPFO9VS2eipXdW1Ir5B9Fx9daSgt5O+53R9pD20dA8Tqv+jqG6mld/hmTwvITg0VeKDUB4IWf+3nmlV/NT51l6tybEBJCeK4DIWFgjX/NtW2jruhnLvvmv1B5i0CiNgxSG79Qr/loAEAqqze6kLvozvSX/rz30tLS+O85GHjzTff3L9/v+o7pEKFChVfCVRWcFGwfv36/fv36/X6qVOnnkey7W8hJZAgyQX/LckFIYlAFLFsH3r9xNIPCn4xvmN0sg8D+ER6QDC0ctmfB0oFIDIJRwl1OpfokBgCxtDhpV9uyrmtsKvE7IO4xADJrEgFPQAEwGP0ZH0hJ6IJ6a65hQ4DJcpZAUIgBR60uTUfdpg+tJtQxmRjwQx97hRE6URRwCIfEhAEURS4gZaBgy8iSqcrmkcllQjebm6wRfB2iH6HMHAMCIowlyI6CUwjgU4WRV7kPFjkGefBEmNnuamlqsBbluo0a8U47kOJlvOHdhk6T3EgfocN23VuH1o615uQPEjXgvxQuQ2fVTSGDxPTBpDvRLMCAJh9l3H1r3ylRbJIaAAAaGgibW1E/RfUwebUlq4srMkAXT4iaSpgJ7he5DsDmA0yAV0WqUsLagIEFaIEFAruU/J2MeBwtbzjbHl3dEF39VRu1g2syRCKalB8BQEA7F3EHQ+ZXn3emZOhCBXY8IZ245vaedWBhT/wmfSxNCAxMYgx+jfv0G14R7/2FwPWLCFeLIHCZSgsFNSfoB97NWPiVaWPTf3IzARCrCAUaiwA8Li5i649oVtXnzxv3rzly5fDl4DD4Vi9evU33ltShQoVKi5bqKzgomDfvn3Hjx//4Q9/uGfPnsmTJ5/T/+SkQIJvarqhoSHJBX+ediTPyEUkgpBcEN4e6Nb/8XDab69tT2KEcF5EEYNfpA8FivtE82k+WwBiNNWSR3SYwTnoE184nHtLgePaWMUAAOIakyHr9JXmLJrAPyzq3dGesqcj6ab8/psL+mWsAAUX4kMUor7HcKDLUNeTarLeaCyYocuqCLMC75m9ffXPJ5Uv0eZMxljEohiKQ+BFUcQiL7jtvK9HcJ3kez/HIge8n7CMRxoL6PMxlYxFXuIJJr7N6ex95Nr2KRktJsafpvOcc8ahIYz+YYkD8Tusq9EBwD23+CKNIOsTftGx7kDDPXu2TETxP0sAgFVrtNZ8cdwowdGPbG3k4WPkCXtya0eyoB0BtJEAjvK1okAX6PIR1wcEhehkMvVKwpBLalKCUgBJn40MUJ62Pd6O/YH+E6UZR8eN4mffwEV4SFSFbfkOhnWbtQ3N5Eu/ckuHDc3U0y/qrbniw3d5czKEeKa/bMxExCD0Z9VGY0ML9dKyQUuSGExtm8hlSCYUbP1Uu/KN9NLS0pfm7IlQgnDeIR7CQcZbDhu39FRu2LCBYRg4X0hLIarvkAoVKlR8hVBZwUWBxAoWLlx4rhd+S2KLh8CaNWuce1/6zwk9Ig6mHxXFUKiAjBj8oSE9IMDPx3VDyIyRZybFGHwi1cCWfMGV8UCYkMfC2v5xGP3Q2nF91iDIhIKQWhC0HaNMSptL++emrKcqTjMkRgi6vMzfW9IcfurOsp7RKX6FYqBUD7w88X6b+d+2JDeRYbJ+x1Ryi8v2nvP425lTV9LmQozFICvAImARi6KIZZHKQjAyQfD3865TXG+94GzBnIswjEC6LGQoACYNU0ZR5LHAiwJv5E6Up7SXJnXnak5NyBm0WvgLqQycCytY/Q9DTpow/zv+OKxAsZOoPXR2aFYQe0mcnWDPunqqqZW0tRGfNqaecSTxmnyCJLFuBEGQBNtFiAEU6ET8AABCTDIghEgdcE5N6UKJAyAyRAPi8gGCEv29/p4Gf88hX88RdtBWPY0rLRImV/ClRQLIf1mjXNZiiKnLjRY8ZFr5qCcnXVz9F119A7X8Xm/VNZzC+odYAhBTxhgUa//2XuK5vxkdg8SLDw+Y9DhECWK8hkSZViBiEGHLPv2ad4y3XJduTeODqUgl3yEhLBQEKUF9m2bFx2M3bdpksVjgS0AtY6xChQoVXzlUVnBRcB5piBwOR01NTVNT07eZEgCAw+GYOXPmW99vy9RzUUxAlJU0dgWIR/fl/XRUz1Vp3jAlCJo3CnqAfSLdKaSd4EfYhYwBXnsFfdxCDeYTHVrkl+6IcXSosbThROKp+hG3FfeOt3jkdn+tPemdUykjTIEfl/am6/jwKULmUBTubPfQH9mNH9mN7W7akDOJSS3RJJdoM64kNMlRxCBMFcJ5TiNsQeB5fz/m/WzXx6Lfwfc1AAAy5BGmkUifg+kUjChR4ESBx7xbFIQcOFiW3J2rOZ1rco/L5XKSBYtR/LKsAM5+yapNhtI8YV5ViBWArBvId2JYwXDPJiAMAIDA3k10dBH2buJwE3miI/XAkSRAhKAZAUwSYlIIYYAQvITohUA34gaA7UemEiB1pMlKWq4mCAqRJEFQiCADLX/HQsB0xX/IyAAlJwOirzfQ1+Tr3O/raWQHT1VP4yqu4MtHCQomEPWzimNaY3rW1VMr/6h3e9D82f75swImQ5TFPyQxiCcXOAaIJb9NqhjFLV/kjq1CoNAHMI4IBSJs/kC/aY9h9hSLbTB75Y075eEEct8h4HFzF7Pk3RFr/7zxS4YTqL5DKlSoUHE5QGUFcbBt27bf//73NpvtBz/4wYMPPpiVlRXbx2az/f73v9+2bRsAPPjgg/fee29UhyVLlkiBAcP5/9y3NpAgLjZs2FD3z2f/94aOWIlATgwO9eh+W5/1m2vtVlMAA+BQWtKwQ5E8S6k0lAsbNtvHDhBpWUkMD8QYqmUs1aQP0YPQKnOQI2xoygAEd5V1Bxevw2oAIB6jHW1J208nT81xfb+oPxRsgJSKgSLwoNtHNfdrWp1M66CmZZAZFJP1WeMpQzaTXKxNG0Mb8+QCQti/KKQhiFFVEQRvN8aC4Ong3e2ir1P0doEuizAUYJEDXTamkrHAiyIrch4sCMjZwIj9edrTpZlcrtlTkCbkJAsWk2gxCSYdVkQgwJdiBU9tNFaUcrOnBC4KKwAAhOw9xKkzRO8A4fRqTnYYepymjm6yo5t0eRGvySOwgJkUYFJJfoDAPiT4iEAH8C5g+4FJRRoLaalAmEP6DMqQhwiSIEhEUMEdkgoeguj46JeatLGpVz8YIgOk6O8NOKKYgFA+Sigt4iNf3GhxIAZRP7byEIItmo2vaxkGL5rnnz8rEHU2DjGIKxfIOjfbyEeeN82+PnDPHO9QIcUxQsG6d421hzXLvo/fPHylIpxAIgNiJBWpw0ku2JL98OPPzJw5M97TDheq75AKFSpUXCZQWUE0bDZbYWHh888/P2rUqLvuusvv9/f398d2u+uuu2pra//4xz8ePHhw+fLlTz31VFQ5z9/85jdms7mtrS0pKWlo0UClBLF44IEHUjt3/KqyJxhUEGEFIYciEUQM+zoMf2hIf3Jih9UcAFlmUrlDUZRn0SBLPt+QU5gk3FzkPc1nNXBlPBA5RLeVsueS3SbCAwAIoGlA95emjN9ec5omcNBMDRr6KGzu+3jiteOWuk7jglLHjSNcciZAhHZA1h+CvkaIQNDjoY71a7q8VJuLPurQtHkM2tRSbdpYJrlYkzaGNuWF6AHGoojl/kVhhoCVBdRYD+dsEZytot8hDDYBkwQYkC4TKDNGNNbliIjBmMS8BwJdgDEWRcQ5EDdo1IomrVCQxutxR3aykJ0iaKmASYezUwWTTsyxiAyNh8kKHv2jadbkQNV4NiErCA8SPqVsb+k0nXEYWZ5y+hiXT+PyMQ0tWkwlOwap46coTJmA1CNKiwgSIRIhAgU6Ee8GzCJvG2ABBC+wfUAZkC4HCIpMvYpgzKQhFxEkIiSjnwxrAsFDIvaQxIKvY9ey5LJbCUor9w6qnMCXFYmlxeFQAYiY/2elBFH9Q7tb3mXWbNRVlPNL7/QBhiWPG19f44wIBZCAAICcBuCoxi07tWte0z/8Y/fs6wPR4oCcCUQJBQJe9U9z8xn6yR/5/lZfcUPRycq8tuhwAiEUTsDhBa9nVy94eNGiRWf/9zwkVN8hFSpUqLhMoLKCaGRnZ0+aNOnNN98EgIGBgZSUlM2bN99+++3yPhJz6OjokGSEp59++oUXXogiD+vXr7/yyisnTpzo9Xr1en2i2zU2NtbU1EyYMEGlBHKwLLtkyZJp1AcLxwwqJAIRRAwCBiwlJsLwlyOWnW2mlZPO5Bo5HCIGIdEAR1ECyRby8sRzh3LyjYE7S3swQADTTVxhr5jcKVgoEAupdjMe+EuDfumY0wXGAIQXr8P2Pch0AwSnXJo/H0nnRHTPuJ6y5IBSKEDBzqE/wXEQAAIiVMyYQMCJ6KhD09LPnOinP+/Wdvr0tDFbl3k1Yx6hzbySSSqWCwhBGoCjNYTIPhZFURAD/YKrTfC0C95u0dmERR6RWiz4EakFOglpM4HUYIJBTCrWpGHeB0BjUivdBQQ/xiIEOkEUjVpBgx0aGLCYRIYSk0k7AGAEJq2Qbg4AQHaa4HASALDjgKY0n7dmCYDApMfSawpwwPKI5VCXJ8XtJUTSxPLIMUgKuhFuL8HyRK87CSg9IrUIEQiRSHAi0YdEDjAHmEWAQGRBZBHXDxgDZQDeA6QOUTrAPIgB0jIBEMIBB2kqJPTZUhE4hJDM0A/yAYUyEMUHSBIh0t91gHO1B/pbeE+nt/MzkwFXTuArJ/DlowRrvhjna4rjUYJELVGXAGx9n1m3SVtWJCxd6LPmitJVq9frAOCRn8nqlIHc4lcSgJhGezfxXy+ZAOC3P3flpAvDchkKqQRPbUo61UW9+NO+95tKAUMwnEAAxZbHIABweMV7aVAy58unED148OA//vEP1XdIhQoVKi4HqKxAAcncl9OA+fPna7XaV155Rd5t+fLlr732Wmtrq3R48ODB8ePHf/7551dddVW4z3ACjtXY4iHgcDiWLFkyL63+9lHOWPchecu/beZ/nkhZOelMhp4PUgIFN4iueSwRg2cP5qTp+PvGdEq3k/4ZBDDdyJV86BkLAJmMy0p1XKVpNhBBbhBxpZGb/oAQgv3dhg1HLFZz4GdjHZl6Xp6eKKISSMoBimpEUkBCeEsgxImo00PV2bWdbqquXXtqkKaN2dr0sVrLWE3aaE1yCSAqHKAcV0OIagQcUlAwFv0ODBgETgz0CS6b6O9GhEbkvOLgMSC1iKAAUSD4gTYCoQFSE7TFEYkRA4jEpA4wBoLBhBZjTAx+LiRdDaSe0tC8d0CyUDHmAQAQDVhAgBGIgDmEOSRyAAKIHOKdILKABSQGMBaAdwOigE5CiATaiIAABIAFwpBHGHIBEEGbCEMOQgQKu2pJfCriuUWEGlGIGBBhAhDkA6SCD7CDrbyrnfd2+boOBvqO8z5H+SihIF+suILPyRQrrojOYRqNuDmF4nSLbmhuIbbuZGreZyrK+aULfdY8Ud7N0Ydu/bn51RecOemy9qFZQSi0YEcds2q9cf53fffM9Sk6x3UZktMDEVZsSHI4iZd+1reruXhPy4jHpn5kpv0gQoQPyMIJ1n2aVMddv3bt2i+TdAhCMukTTzyh/gCqUKFCxeUA6quewOWIqqoq+eHBgwejOthsNnkfiQwcO3ZMzgrOCpUSDA2LxfLiiy/ecccdpSnNFZl+hAFhhAAjDAgDAkAYkIgQAbMKnZyIHt2b99K0tmRGwAiQZPZIOxgQQhgDwkBgLFlEJlr8r4ozKz/LXf7JiP+qOGNmgiagHjh/d7vrjOuR8T12MauTT93snkmCMEZjSyI8VrrTSMhSD4ViEBCCazM9FRneN1qSl9bm31oysGDUgFxPkKsEQT4QdJwJ6gYYAQ7uIBGAJnFBEleQzCEEyyYhTkQd7s7POo9sOfJu8wGaITHW5WjTxzHmEVrLGCa5mNIlyRiCGOVcJHkiAcaSfAI6c5ghQNZEDGIwJiP4XzAnEoiiyA4CABY5LHLY140RBYBF92mMMfadBFKLnSeANpC+JsAALmAAYnznAREUiAJgHigtkTwOAQIQgHMjYz5BmwnGDIhAAEAQBCKAIJHM6A8a+ShIncJvMMIHIMgHwu1BUUchFwQFAa+9zu9s9zuOsIOn2MFT1nxxTJGQUyJWzBEK8sWcrHhqAEoUITDs77FshB176M3/0vT2oXk3B97+i9NkkJn4oW6WVPzwYt9/PWt45Xfxaq4luIdjAK3+q76jh1z7hLO0gI+eXhRDADnNAMDw6PqkAIfW3utwOHWNHekRSiDKhIKgBxHe0azfcqp406ZnvyQlAICamppzTdysQoUKFSouHlRWcBZYrdZjx46dx4WTJ0/euHHjwYMHp06dGhVz7HA41q9fr9PpVEowNHJycl588cUHlixce2NHaQqLABCBEAYkYkTIuAFGc0ucCGDJ7hEbv3NKT4kYgYgBYYjsACAEGCOEAWOMEWgJ/N/XtL/ekvqfdQUPX9U5OsUHAHYP/Wpz+uMT7Ek0mwSnx2hOz0AHA5j+wl98hLV+HijlMTmC6Z6ga06j3CATEBCAhsALyvqn5br/etRy+7sF3xnh/n7xYJaBj1UJQm5FSBZsID0xwhAkCSICIhTHwFDYmsJZU7nNDcZX5naXZ7F2d+fhrsaGTqa5ibb1U04ijzZma1JGMsnFjGU0Y8qNMARRCBIAyfQP70fIQJAtKM4G91ODZ0VRxCMBiwAY44kQ6u/a/7i+bCGpzw2uQof85iW9IPhIcvOdkNvxhMLKjxj9EYtfcYgQAvkloXEgxAcQQgjx3i7e0405DxY5wd8f6G/hnKd9PYcBoKqSDxCgyYV7fhmILWd2DoilBInIAwAANLeSW9+ja95nKq7gly7yV4zjEnYFAIDZM9iancyWbZp5NwWiR5YOlY21+5mn/9cw/2bfyvvdsvYYGhC7A9jlQUteTC3N4Z5dOAACPLPrurljjpqZQCQPqTz1EI+bu5hVdTlr//zSl8xDCgDbtm1rampSyxirUKFCxeUDlRXEQWdnZ9y8Q4lgs9kSnXr44Yd37dpVU1OzYMECqUWNLT4nlJeXP7nyufufWLbp5jMWnUAiiQwghAFhHFIMAAHMK3F6eHLZh3nPTz1joESEgl5DCCLcQAxxg/DK6W0l/eNS/c8ezPp+Yf/NBYNrGjLvHNVbaA5AKCYWAPSIm6Q/NgkdYzENAAf9xZsHpguYzKEdY3VtxZpOE+EPBxvkm/jHr+0aCJDv2kzLP8o20OKPygYm5/g0FJaJBhDFB4K+SaEWjILTC00BAOC4gw4IRHkmCwA5JiHH7K0u9Uokw+7qOdzZaHfV2vqo+kZNu0enSx+nSRmpsYwWhQClzyIYA0HrKX2mkhhIDlU4tjGaOcQ7K4osiLzOMhIRNI4yRiP7MvM95OGjWN0HJTeIUAilVgBI8HZz3i7MeUTWI3IekXOzg6dFzo0Flvc5BF+fwLoAIDtDTEvBlhSRYcCSi0uvF3IyxYpyQXqP9V+QazZoz4ESxJjgwY8kLjGIuhBgxwf0hn9qXB4077vs26+4guIAIIWgEm+0Jx/03vWfxurr2dAl8XojcLnRqpcNDcepF5c7y0fyCrs/KqIg3B5yNwIMEiUoL2CXz3WCgDd8cuVU66lghHFYHxAjjkMNds0D72Y89uRTXzIPKQA4HI5Dhw499thjX3IcFSpUqFBxAaGyAgWsVisofYFsNltcv6BYt6IovyMAyM/P7+zslIcWqJTgPFBVVWX72YNL/vr8KzfZTYxIIAACgh5CRCQrC8awcHQ/J6JlH+a+cP0ZAy2G9AEscYOwQ5GotMrK03z/O+3Ub+uz325NmZztnpGn8NwIcwMEoEM8IJhsaJpiaPJj+nNf8Wk2fbernAeyQt8yUtuVTrtMhB8hSNUKPx498KOywQaH9r1Tppc+T6u2umeXuEaYuHAmIhROvo+U0kH4pghJuoHUXmvTzS7zRFL3hGYHADlmISfJF76EFVB9e0dTd22HkwrwqOMM6Qogl584PUgCAMGYSMZI6SykLpWgjSRjRMGtgWSMpD4TETStz0QknZAbYAyA/T0NtClPa0xXflxyfoDD9n2Uw0/I3CcAkODt4txdmPcI/n6R9WCB5f19gr9PZN1yc99kwKVWwWTADAOWNNFkwJZkbEnFGhpnZ4qWFGwy4MibCWkvUcZ6xRVCwzHynL+C8ZFQIGg+SW59j655j6mcwN+/yF9ZwUf3QMqvYMx4ORni7BnsimcNLz3pTnSrhuPUiueNk6/iNv1u0KQX4wQWR+2DQihwDKIlv0+pHBV45BYXCNjh0jX3WB6b+lGEDIihPKQySvDkyudif+jOA1IqUlUpVaFChYrLCioriMZVV13V1NQUPqytrX3wwQej+sycOfO1116T95HoRBSiBId9+/Z9+OGH9913X1FR0YWc8bcAixYt6uvre3TnX9be2AGRemGAMEIYpGADUQSM4J5xfZyIHv84e2Vlh4EWMQYREApqBVjuWRRcBgYAALNGnJHnWns4fV+n8eoM7zWZntCdUdRf4R09cNeZjkl2eEBkDniLXu+/lsdkCukZqeuaYjpupPwaCk/M8l+T5e8PkDUnTcv3ZBppcWah+6Yij0kjKmORkZwPyFbMI2bt1ibjyhsdkXnF/gn1ZShcWRioLArEphBlBSIgdLkChMNDONyEK0C6/cjlR64A4fIh9yBh7ydZHp3pJ1geEYyJIBlSZ6F0qQRjJGgjwRhJ2khoUwiSYbs+J2k99p1BZHz/coo2cJ4uzHt5fx9mPVhgWedpLLJR5n52upgTtPJFhgZpR7Lywzsh/iT7DGK3w0P5KKHhGFk+6kt4EEFCAWHHB/SGf2hcHjRzKvf2BpcicuAccc/tvgUPmWs/oauuCXkchb60jn5i3T90tZ/Sy+/2Vk1gYyqUxRYsixYKHANo0bOpM8f7l94cpATP7L5u5Xfep5EAAgTdh/hIaYIdTYZV+wuffenZioqKL/PaJGzbto2mabU6gQoVKlRcblBzEEVDSjN69OjRrKysZcuWvfXWW3V1dVlZWTabbe3atTNnzpSWyrKzs2+66aZVq1b5/f7KysoHH3wwVg3ft29fXV3d3XffbTab1djiL48HHnggtWvHU5N7wmaWso4BFiUbDMMfDlmODzCrr+8IJlkJpR4K7UiuMBEcduie/Tzz/005wwpoVX1WnoF94MoeAy0CKCzOKG4QFXCMAAKYbmMtX3jzjvuyOExeazqZzrhK9V1myk8gQAD7O3XbbcaP2vU3Fbl/MNI9MpUN0gFlYiIIpTAKtzc76Ee2p2/9SUdwHigiJiQ8hLN1ONslLj9iBeRwkQ4X4fIjlw+5/ITbh3pdBMshlkcuH2J5FODA4SQsSWJzG1WaL18XRya9aDJgSxI26TFDY0uyaEnCwWX+ZDFoNIct+7DRn8juPysrGForQAAA617VsBwsvSsQ/fVKRC2k9tifSRmrbG4ht75HSeLAvO+yFVfEiAPhSyL7OE67Ygc3nySXPG56e+2gvM7x5hrNun/oqiezSxd4TXp8NkoQIxqIYOsg71+TvOgGz7xKrxQw8IutN9427vDEbLs8hCCsEmxpMK47Vrp27dq4ax/nCimq6r777lN/CVWoUKHicoPKCuLgvvvu+9Of/gQAVqv1ySeflMr0RCUtHRgYGD16dGdnJwAsWrRo1apVsaEI+/btq6mp4TiO53mv1/v444/n5+df6of5BsHlci1ZsqTa8PGicYNh+ylSkUAMZiCVlkRXf5Z22kU/d31HMB9jKEspVm4BoN1N/2Jv7oqJneUWPwJgRbS5KeXdU+aHruqZlOVRzACFNwAQyT0KEYYQ3AeE/CL9hSf/oDuvhzPxmLw26eR1KSeSqACBwMsRbx83vnXcZGLEm0s83yv2mDSighgoeQIgWPNJMkPie65xRhv08GVIQoJL4o55lkYECCYssRxY54h/O5D3R5ELo3eQomec7ZdlBQ3HyOfWaV95XvnJyq+N257gZ3LLv5kt/6ZdHjTvZnbe91hF9bG4UDhYxTQqWQFgWPVHfYBDT93vAQwNzdTTL+lNBvzkf3isOUJCu3+IQxG27tM+97rpyTsGq8b4peCBbUdK9pwcsfI7O+W5R8M7qz9KqWcnPPvsszk5OUM+2HDxi1/8Qi1jrEKFChWXJ1RWEB8DAwMAkJycfNZuQ/dZsmRJUVGRTqcrLS3duXPnWescqxgaUhGD+ZkH5pW6IsQAIoqBVKZAsrhWfZruCBC/m9Ipr2AQRQw8HPHwh7m3jhz4Tr4Ly0zck4PMMwcy803sPeMcmfrw0m/EcoyYr+E0REFKgCK2a2jrw3TdYNGHAyW8SJYZuwq0fdcknzJQ3N52/TsnjB/btTcWem8f6yq1sAgivkNy8/rW17KevKGvPCte2eDhkoRYa/6sHeJZ9nFaABBy+dAt/5Wy+4U+2dmvnBXI+ssaJ9xsPvCuM/q7NTQrgIjJbu8i6g5QNe/RDcfI6mncvO+xFeXxxIG4v6znwAoAMGZZWLDMvHCu/4NPmIZmcvk93qqJ7DkoA+E/InYMEivWm1kO/fbOwZxkXkox5HDpXvzw2serPqCxEKEEIaHgqV2WU9rKF1980WQyJXg754aNGzd6vd777rvvgoymQoUKFSouLFRWcHGxevXq5ubmhQsXjhs3TlXMLwjsdvsdd9zxbGVzRaYfIGJIhRUDHPIjAoBH9mQxJP51ZVcoWlbBCgICemhP7rRc9w9HDgRHktmxnED8/XjSv1vNNxa4flQ6aKTj5LOPEQqQvCXCDRAAIIzAJ9Kn/KmfO/OOeTJ5TE5OaR1j6jISno9OUW8dMwLAjUXemcU+awont5ibHcwj29K23tkxlEEflyeA8jARB0g0LAyzZdisIDwCxG0Pv7K4p86FFUT247CCJY8Z5v8gUFWpNOUTsYLQKdtporaO3vEB1dxCVldxVZV89TQuTtBwXMTa/SBzIoomA5Gz9i7iub/oaz+h588KPLLIc27OQjJKsGGbfuN2w8IbPYtmeMIphqRwgrmjj1bmnA6HEEiUgA3AivfS2NzvPPvsBahLIMHhcKxevVr1olShQoWKyxYqK7i48Hq9e/bsaWxs7Ozs5Hk+tnaBivNAQ0PDA0sWrq3uKE1hASJGVdibCEJ+RAEB3fN+TqpWeHJSt4ESZZQAY4BH9mRn6vlHKnowBkBBCyq8TC/Zkx6O+HtTUk2r+UdlA7eXDqJ4tmMkNkDGE4LtMqoQZQf7RGZvX+FRd+YZfxIAXGdpzSfbPrKRtad0AFBl9VVZfRW5AUBozSdJSvehs1nzwyIJw7D4444TpwUAIVsXef+L5q2r+ofFChJZ9vJ5JtyimAHDn4T8Uwn9FXN2wz81jn70yBJ/TOc42PEBve8AVXeAYhhcNZmvnsaVjxaUOsDZvIZgSFaQgBI4+okNb2g3b9UsmusHDA3N5NqnXOfgLBTkA9B8mly1yQQYfrtwMCdZiNQjE+EfB8foKH52yTF5FAHwYB8g73ozq+rm25YvX362BxsupPRrqu+QChUqVFzOUFnBJYLX63U4HLt27Tp8+LBED8aMGZOdna0yhPNDbW3tqieWbfreGYtOAFAYW2E/opBvNrzwmeWTTt1Tk7pLktmwUPD4vkwDLf7nhB7JvwhkVlm0Mw6CNhf9v4csnR5q4Zj+6flBl3QkowgRYxXJhYIYqoCCioTcRveJtIPV1/aWHHVlcCI5Na01EAgMDAzsbKHtLqq6xFtv1z51Q19FXiBiykcmNwySAPHM/UQkIapxOKwAAQCydZGP/tH0+q8HIiMMwQpA2R69jUcMhsMK5PuJWUHzSfKp57Sb/uCJcxUAANR/QTYcoz7YRzUcI6sm8+NGCRVX8OWjo79pSsQs/MeejBCABCoBAGBw9KPNb2u2bNfMmsHec5tPCile8qSpYgx/z62+c6EEeM0bxk27dI/Mdc2b7AtJBMGso9uOFu+xFTw26UMz5ZcJBeBwEoveypp+y50PP/xwokc9D2zcuNFsNs+ZM+cCjqlChQoVKi4sVFbwFUASEHbu3MnzfGFh4YQJE4bwL3I6nSpziIsNGzbU/PX5V75rNzEh3x6ZaIAh4kqEAd4/ZXjhM8vPxvV/v9iFMTz5cYabJf7f9Z0YQlHIUn8UHCOugX1iUPPfdekMiR+pcIyxRJLYIAjWHQtzAATxAwwQyEYM3kDGExBwIvGRo9DB6uv7cnmRHGts6+rperOBMWlEowZXFflK07nJ1oDFIERTgtBoCRqHEx4QjxXEJQ/xWprbqac2Gjb9alBxU4DomUCMZQ+xHVC8RuW1sZeDcj+yg6JbYkMLENQdoJpOkoePkrV1VPkooSBfnPc9tnyUEEUYAM6RGMSx+xNSAkcf2rxVs2WbZtq13D23+XIyxLCV7+gnFvyneeUD7ooxXBwOIEYfNpykHv3fpNI8fvltziiJAATscOlfPnD1f4z/1Ez6QYhkILUPUHe9lXXPQ4/Pmzcv0UOeB1TfIRUqVKj4WkBlBV8lJHrQ1dUVFhBi/YuWLFmydu3ar2qGlzmee+65pp1/WVvdEWmKfJ1R2EYCAIzhtJP6xZ7McZaAiyWODzCvz2oTFeuqwZ3wMDKzGclN3I/O6F/8PHVkMvvA1X3ZBj7cP2jcA0AoN5Fiq6QKWGHyRhvo0lmfyHzcO6KmvQwQFBr708muQafzRA/UtzMWg1hp9ZdmcOXZnNXCn58dr2iBuDwhLlWI31LXSG/aqXvpIaeCZkDMgJCAFSgOYy4E5SSjGs+yI7PrQ7uP/lpfPY0DgOaTRP0XlFTBYNwoYfIEvnJCvNDh8BjnQQkU1j+O26e5ldzyLrNlm2bRXP/cmYGcdDHyxQ0RgPpGasWLxk2rBi1JooIDhJyFwpRg3dv6LXt0S29xz77GF6lSLASzjjpcumf2Xj935JHKjNMg4DArWPdp0pZTxcuXL6+qqkr0kOcByXdo8eLFZWVlF3BYFSpUqFBxwaGygssFcgFB7l+ksoKhESliEEb4G40QyGwnhMHmpG/bmgsA//dde0kyGw4wiNADaYsi18exhBFwAvrb0aS3jptuLnL/ZPSgUSOGGAWScYOQtS/jA3KqMNSCuowqTP5T7qvz+73IuL8371BfFkWIkzNPG6D/ZDfXOSge7mDsTtJiEMtz2NIMLidZHJfL5iQLygETSwcQ9wmHwRNiWmoPMTX7NM/+3BV936ingxhWMBzTPy5nCG9jDxWngnu2dqL5JGnvJuoOUM0nCZcHVVXy1nxhWiUfLGomv/zcEN/Wj9mJoxLs+JDe/La2tx8tmO2fNT2U2xSH+itkAVj3urb+CL32cWds/ICUeLShhX56g8mayS+/zWkxinJ9IMwK1n9WYdF45xQ2BiUCATfYNSveTyub8J0nn3zyQqUbCkP1HVKhQoWKrwtUVnDZIRyg3N7ebrFYBgcHH3jgAbXQQSIoihhEI2I+YgzN/cyjtRlVed6KTP/TdWlzR7p+PGbQSIsK40qmGGClDRxrJ7tZ4s0Tpr83mSdl+340yjUyhcVIZu/JbFkUTDcaLSBEr9mH90OUoK5N+9K+pE3zu8KNjoD+YF9WqyuFIsTmActVaZ2Tsk6Lgq+5m97XqnF4yOYu2hVAOUlCZXEgJ1kYl8eVZfEMjWVL+5Hxz04A4kwvvuuRghXEGvdDG/2gvC+gmEuUl4f343YItdd+TNvaCVs72XySaD5JWvPE0mIhJ0OsuEJgGLziGf32Ta7Y78t5AcehBNHEAMs7OPrRlnc1m9/WjCvjF8wKVI7ngl3C10Z0LsXh/c+Yy0u4e+b4lL5DGERYs8WwdZ/2kVvd1eNDEoEQkQikna3NpXVnRjw2/gMzGQwnWFOXvLW96OGHH545c+Z5P38ibNu2bc+eParvkAoVKlR8LaCygssXXq+3tbX1wIEDQ/gXqQAAh8Px6KOPFnjrFIpBEEEDdIfNsOpjy8MT+2YXuwHAFSBe+jzls07tL691jM/0A4YobyIIeQQltKVDscYulnjzuPGN4yYTLf5knPM7Vg/IwgzCE5BIgpIYIIVoAJGhw/srtqdW5AXmlXtiDXSvwDgCusa+jJ1tRbxIFCb1T8yyj03rMWsDrgBRf5qxOSibgzp8hrYPkBajWJ7HWYxCaTZfns9bM3jlHeMSgHgRC1FvRNZzyx5tczu5/MeeOD0hntEPcU+djTNAQlbQ0ETazpCHm0hbO1HfQAFAZQVfVigU5ItlRWJpkRB11fRbTa/+wZOTqUw4ez7EYBj1yGRobiG3bGO2vKupvp6950d+a164Hlmofzg3UaQxIho4BolFTyatWOSuLGeDlEDEDS30inWmsjz+yR87TRpRTgPkW4db98z+65+4ereZ8F9siQBCvkNPPPGE+qulQoUKFV8LqKzg64Eo/6LMzEy1AIIcLpfr6aefdhze/uINnZHgYwAAxAroqX1pDb2a1dO7S1NZ+VV1Z3QrP7ZUZPofmtBnZEQIr70qYwyQwlJF8kMIWbkA8EGb/uVDSQ4fOafU9aMxLhMj4oRRs9HSgWLdPdSZFdHMP2dvX9zBUDEjKOfkFeg9Zwo6PcZGRwZNCJW57UXJ/WMzegCC3eyDpEQPbL3U4TbaPkBaTGJ5Plc+gjPqcE6KYNJhi1m0mEXF+JH9OC8iiioEWcFPPLEPEvv48RqVV8Vs7d1ERw/h8qKObtLlAccA4RhAjn7C3kM4+hEAlJcJBXmCNU8sLxNKiwSTMfQBhj8h2d8A8NTzOmueuOi2SNR4bJ+zQ/77mZAbBP/a+j7zxrua3n4076bAvJtYk15UkoHQgFGNUSQBg8sLCx5PXn2/qzSfZwOw7l/6rfu0y+e7qsYFgmRAjJYIpO0vPpw5t6CxMu008BdXIpCwcePGzMzMm2666SKNr0KFChUqLixUVvA1Q9i/yOl0Op1OVUCQY926dVv+74/PVnWVpwVNvdo2/eoDlsk5vqVX95sYUWFoAgIAF0usO5hUc8L4xJTeaflekOd0CRljwXX90DXyNXSFBYkAAJr7NK8dMe1o1c8q8cwZ5S5NZSGSZUjqpjB8lZEGCnN561H9juP6l37giGNDJw4X9vL0nvaCnbZCXiQyDZ5pBafGZvSYtQE5l2AFZO8n6220rYdyuImOftLlIxxuwuVDDIVNOszQ2JohSDtpJtGoxxazqKGxxYxNemxJEi1mUXZ3BAAbtuvcPrR0njf+DEG+jVEhAABB/RHK5SUcA8jlRY6BIAeQyAAAMDQuLxVMBpydIZoM2JKCLSnYkixaUnFORtQnG7sfhxXs2ENveYdZ+ztZftJYDM0QhkwwGoa9C9XsZLa8y5QWCgtuCVSO54cSBBSNWNkhwhkaTlCPvmReOtez7m19eSH3yDy3xSAkkgikxg1Hrm4eSFt51fYGO3NRJQIJku/QypUrL9L4KlSoUKHigkNlBV9XxBZASEQPHA5Hb2/vtyQByL59+57+1Yp7RtlKU9jnDlgAYOn4voos2XpwrC8KQHMfs6I2rSCJe3hif7aRj0ruggGI0EWJKAFSLki7WOKNY8Ytx4wmjbjwCueNRd7wsjqOMpEl4zkUixxpRLBkS/qiie5Kq1/eM/6CPShnhgAQeHmmdTB5/5mcxp50XiSmWk9nGd1jM3vNusAQF7IC6nURAKi5g2J5cPmQy0e4/ajXRbAccrgIlw85nITDSTC0xB8gxyKY9FhqKS/iI29HaVL3OhEAsBxiOQQAAQ4AQUcPYe8hpJbykbwlGVuSRZMeW1JwdrpoMmCTAZcWypx/4jErxWcRuwPx5QJHP5p5h0mRn3RoRDGEs1ECexfxwcf0jj20vZuovJpbcEug1CpE8wGIF0IQtzFMEkQADM2nyBVrzbZO8pFb3fOneeLSgEhoAY8dHt3qhusfG137h3362m7rBU80FAWHw7F+/fr77rtPXbBQoUKFiq8RVFbwTcBZCyB8qxIZ2Wy2FStWNDc3L726TxaCLDfh5dugfckKaMMX5s2N5rvHD94+xikZZOHg4yj7GSnGQzEGaBCsiOrates+S3J4ybmj3bPLvNkmXn53HB4LRUaSHIrsTvKOzZm77+uIWVMfFiVQLMlLAoJtRGN3ujOgcfo1M0psk63tFoMv4aL+MO7C8sjlRwEOneoiXT60tU4LABVlHMsBQyutcwQAYNJjhgENDQyDWQ6ZDJihcZAGGLDyczmX0IJErCDOPopqXLDUsPx+fzAB0bkhHHoCih0ARx/asYfZsYduaCKrp3LzbgpUjOOHchCKKwgAxGnEABhsZ8h1/9LXN9GLZnotRnHVa6aVPxmoLA0kkghAAIdH98wX06zkyW2HXOWTb16+fPnFkwgk/OIXv1DLGKtQoULF1w4qK/hGIexf1NnZKRcQfvOb3yxcuPDbk8iIZdl169Zt2fSXe67snz86vBh8FmIAALZB+ukPLQEe/XZ6rzWJCy/Ohi+SUYI4TikorkmKULOD3tps2NGiZ0g8u8wzq8ybY+aDF0SRBABAgBCs+9jsYolHqgajbxxl/YcHSUwJZO3Iy9MOr66xK33nCSsvEGOzesdm94zN7pW5GJ3zmNL+qlcNpSOEedP8Q041+oUn2A4vSVHsR6n8OOLtK4jBulc1LAdL74oJLUiIhFEEjv4QGThGVk/l5n8/UF7KKy37xA5CZ2mUGCo4+okN7+h2fKqZd71vfpVXiiq2dZB3vZS6dKZr3gRvPPchDAL842T55gaz1+u92BKBBNV3SIUKFSq+plBZwTcTUf5FFEVNmzZt6tSp3ypB32azrVq1ytVat/L6bmsSF2pWLhhH2akIAGDDF+aNh5Iqsv0PT+rPNvIgUwxQuLOSGsQZM96N6tq020/o6+0aDYWrS3zVI73WVF42jdBkENy6MfPFub055nANYxguJYjbGGXTIwAAL0/vOTmi02Vs7EjjBWLqyLax2T1ZSR6zjo1jzZ9NPXhqg3HyOLb6Wjb2fSpZwTB0gLN2iPO2z0YMkKwptN98knzqOe2mNZ44/SOIxwRCcPSh2jq6ZicjkYHZN7CVFXzYjg9ekshrCCAObYjLBwaIDf/WbX5fd88sz/wqr4kRI/HEIrZ1Uo/+LaVqlH9p1WBUaQLgYWvbqDdsxdnZ2ZdAIgC1jLEKFSpUfJ2hsoJvPs7qX/TNxvbt25955pnqbPvSq/tC6YlCpl/c5WcEAODiiM2HTVuOmmaXehZe6TQxovQPJYEaIG9E8Rqj95sdzNZjhtqTOg2Fq4p8s8Z4rCl8eBr1ZzSra5M2/aQ7enrDogQwXKcgWTcvS+9pyd/ZZOVFwmLw3TDq1NjcqAiEeEKBrPHRP5hmTQlUXc1GJhY1K4j3IHG2Z2UFoT15Y8KPI8E+BB9/ws3mt19xK/OTnv0n0d5F1H9BvfGukgxAnHxBCdf+hw4hCDEEew+xeYdu8/u6+TN899zsjmQdlbECEMDlQQ9ssmSb+ZWz+uSsYF195lHNjT/60Y8mTZp01oe6IFB9h1SoUKHi6wuVFXyL8CULILz44osPPPDARZ3hRYLL5Xr55Ze3vv635ZN6q63hheG41qfC3HSxxMZDSZsOmxZd6Zxf7orkPI3PDVC8xtieils099I7juu3N+s1JK4q9s0a47Va+Ee3Wiqt/nlXnjXLZwLrP7bzsIMHvBzd6kjeb8sOCgilbVlJnsKMwaxkz9Aj3P9787xp/qqr2WjLPuoln8V9KDEliH3VUe3DIQPRxAAe/bV+WiU/+zssJILsB3LHHrq+gWo4RjafJKunctVTuapJoepjoOQDEDeEILYxYZah5lPUS6/rm09T8673zZ8u0wfEOKwARMwG0OqdSc1dzIu3dJtoseEM8/SHOebccYsXL75kNvrGjRu9Xu999913aW6nQoUKFSouLFRW8C1FVAGEMWPGZGdnD80QfvOb38ycOXPixImXbJIXFs3NzStWrGCczTKHorMTAwCwu+l1nyV9YNPNL3fNH+cyaURlh3gWatQ+kh3EdkAACGx99I5m3dYjBgDocJIrv9dXWRQwacRhVQgemhKEO0fxhDiXh94JAkDgZak9zSMa7WmdgwY9w08o6phcarcYfbE9AeCuVUkP3+4pL+YVp6LfbQJWIH+ZQ/CB2PeZkDbEvOQEhzv20Dv20M8+7oUEqK2jDzeR++qp5pNkVSU3rkyYfDUfrIkGifjAkA5CsYdSSyi2vfYzZvN7OnsvsWC6b36VN2z3D7UN8YTVH6TsOK6vLvLs6Ci0Wq033XTTnDlzEj3ahYXqO6RChQoVX3eorODbjnCAcnt7u8VimTFjRiL/ovXr11955ZVfX1YgYcOGDZv/tmFeQdv80U4TIw6TGABCdhe18ZB5a7NhQblr7mh3jplXdI7uH75hggxF0Y0RM3pdnamhkwGA+jZNjlmoLAqUZnCTi/wWoxg9vVjTP1G7gg/IGqPb4/speTmquTPV4dZt+6JQr+EtRt/E4s6x+Q6zPhDudusTyc8udVmzhYSsIO67jX5pyo8j9n0qDhPHHEftxx6G4BhAM39sPvDvwUgThtqP6cPHyH2fUc0nycoKvryMr6zgy8vkTEC2N4SDUGyWobgdMAYMjgFixyeaLbVahsbzp3tnT/RH7P5YlSDBdt2nSZsbzNWzfzhy5MjPPvvsktnoUhlj1XdIhQoVKr7WUFmBiiDO6l+0b9++48ePL1y48Cuc5AWBy+VatWpV8yf/Xnp1X1W+d1jEIGSwOrzklqPGLUeNlfn+eyYM5pj4IbNkIuVh3B0ZqUAAADP/lLX2R71WC88KhN1J1rVq6k9rGuwMQ+GKgkB5DldhZa0WPsakHnLtP7o9Lk9IxCsUJr6Xo/YczXe4dY3tab4APaP8VFluX1ay947/1q/9z8GcNFExTtRo8V9sAlt/OMQgLiWTIwEZkLff9Yhx4Q8DGho3tZIf1NENTWRFOV9eJkyr5MpL4yYtxYAVR4pgABiCACg7hMSBHZ9oNr+nbThJV08IzK/ylo9gQYRoiz8uQ5ApBpsPmtfVJ1VMnvHwww9rNJpLXC5g48aNZrP5kukSKlSoUKHiYkBlBSriIMq/KDMzc9y4cYcPH/5msAIJ+/bte+6556zCkYcnOnKMcY37GBM51OjiiC1HjBs/N4/LZGeP8lSP9EZfC2dd+Y5PGOps2nV1plfu6Im18u1O8oNmXVMXXX+KYQVUURAoz+MqiwPWdD7BGn9iE3wY1v/ZOoOkIew5kr+zYYSe4Y+3ibdMdsybfIKmxGGxgvhWfrgx3vsZghhEWf/DIAO1H9Md3UTTSaK+geroJoJMYBIX0QQgLAvE/Ehi2Y48PADOEi0g71/7GVP7GVOzV1s9MVB1ZaD6qihxIAETEKM9iGpb9Kv3pZRN+M7SpUutVitc8pBf1XdIhQoVKr4ZUFmBiqEgL4DgdDr1ev3TTz/9jfl/P8uyGzZs2PKPTfOLTi8qH1RY6rEL7SAzQxEAACui7Sf0bxwx2gboWWWe2aM9pWncUAbrMBa5Z7+ctXJ2X3kOp5xGtHVuHyDrTmoa2pnDZ2j7ADm5JJCdLJRm82XZfHYKb9LJ8iXFrscP5dk/DGEh6uUgAAAvS81ann/nbEPjaYtew48d4chPc4219poNbPwHj88Eog5jesa9EMlOJyYDtnaiuZW0dxP1DVRzK+noR5VX89Y8obRQTEsRn/q9fvvGcF0LHN7EQRQfgLNFC0S1iLj5FLXjU82WWm1pPl91ZWDWJL+JFhOb/kNpBTuOG9YdSDKNuHrp0qUVFRXSvC5xyK/kO/TEE098Y34WVKhQoeJbC5UVqBgWogogSAHKZWVlX/W8LgBsNttzzz3XcOCjZ6d3VWQF4tMAiGcQhw4dXnJrk7GmSe8KELNHe2aN9lpTuHPQCkLbBjuz6r3kTYu6o8YP7cRQFAQA4AoQdS0ah5to6qSbOylbD2UxijkpQmk2n5MijBvB5aQIFrM8QnqI1J9nD0GO0wgACCYsthz4swMQeAPUnsb81q6ktl4TAFxV1DP1ivasFM/ZSVHct3RWVgDKU6G9us+oJhspkYHmVtKaJ5YWCjkZYsU4riBPzMmQpyKFBQ+Zlt/njRc5IEOED8gcgWC4zkL2HuKDzzRbP9K4vGj2ZH91RcCawSvSjMaIALJ2RTf7IPnGYeOWo6bS8okLFy6UawKXftle9R1SoUKFim8MVFag4pzxjSyAUFtb+9xzz12tb35kYl9MlqG4lnRsQC2yDdA7Tui2HjUAgpml3rnjPDlJQsxQoQEhuvGuV9PnV7irR/sUZxMb4olMefsAebidtg9Qth7ycBtt7ycBoHwEZ80QrBmCNZ0vzeWVPEE2pTjaQrz7KhtdPnTLYym7X+qTD+VlKUCwpyFv58ECXiAKswYnlnWGBIRh5BpKpC2AYr+5lbT3EI4B5PIg2xmyo5tobiVdHlQ5npOYQFmhUFoYNzwggnWvaV0e9MjPfEPyAaWbECjVAIjxJgrxga0fad7YrWs4SVVPDMy/wVdeEAob4LHCWWhINyGp29ajhjeOGO1CzsyZM+fOnSv5C4Vx6ZftpTLGqu+QChUqVHwzoLICFecPuX/ReRRAuNzgcrk2bty49e9/ri70zB/jzDFGRfTGrqPHaghBG725l956zFBz1GBN4avLvLPGeE1a5Wo9gOJagIYOZtWO5E2Luof0O4pnuydqlFvtftTcSTfbKXs/efg0be8nXT5kMYtpJjE7VbCYRJMOW8yiSYezU0WTXrRmCfFvGn2X4DtxOIkF/520/bn+RKzJG6D2NOR19hsabWm8QEy9on2s1ZGV6jEbQ4UC4ssXwfEbjpOOAcIxgBwDhMQBOroJ2xkSAEoLhZx00ZIimgy4IFdMSxZLCwVL8rn9rDW3kvf/2rD9L05lsyyqWG73g0wZiGqMkAGoradrPtLWfs4EwwYmBILGfbj88PDchECE5m5661FDTbOxYvKMWbNmVVVVxX2KS7xsr/oOqVChQsU3DCorUHEBIPkXNTY2DqcAQmNjY35+/mVrSdjt9pqampqaGqPfNnuku7rQY9GHTOS4Eclxl7cRAAArovozmq1HDbUtuqoSX1Wxv3qUV0EwZBfe/09L9Wjf7HJv3LORw2ErBtFsQdnICqjXSXQMEPZ+0uEkHG6C5ZDLR9i6SZcPdfSRDI0tJjHNLBr1OMcimnQ42yIwNDbpsUmPGRpraDAaMMsha7Zg6yIfXWN6/bcDQ5EoAEBg7yW6+5nXPyg805eRbCIsSb6xVofIdbs8LMsBy6HeAULaCXDQ0RMy/a1CTrpoSRYZBkqtgsmArbmCNVfhBaR4UeeO2feZVy7zlJfykaZYNyGI8R0CZXSBCM2nyB0fh8IGrgrMutZv0olBMhC32kACNyEpxdDWo4bNDSa3xjp37tzZs2dbLJZE85eW7VeuXHn+r+AcsXHjxpEjR6qpSFWoUKHiGwOVFai4wJD7F8UtgLB+/Xqapi//XEb79u2rqamp3bl9dol73ihXaZoUOBvrZhO3ypii0cWSO5p1WxqMHU5y1ljv7LGe0kw+1BMAQXM3/ciblq33dipuASDvIzscPgEIdR6CQiRoZznU6yYcLqLDQThcpMuLHC4iwIPbS7h8yNZJWpJEl5dgOXA4idi3J9EGCQEOWC74AJYk0WTAliQRAJLNpMFgKLaaG1st3f2Mw+HISHZVlvflpPuky7MzRGuO0vkn1u4fggmcC0lY9w8ty6Gld/gAYhyEQJlQCGIYglRtoI7Zulfj8qB50/xVVwasGUIw9+hQAQPx65HVt2l2HNdvOWqqrq6eN29eOJI4ES59OMGlJyEqVKhQoeJiQ2UFKi4WEhVA+HrVPXA4HFu3bn3jjTcYz6nqQs/8cU6TRgQi1qMm1s6O6YOQw0vuaNZt+cLoCqDZY72zyr3WVB4QLHktrWqkf/4E9/AycqLI4TkRgLN3jmlP1F/ZXnuQqdmneXapK3yW5VGAC95dQwPDhH5n4korAN4AtedQ3oGmTK+f4gRy4qjOm66xBVMYyd9AGHEt/nPVCmT9G45TD/zWuPuVAQDl8j/E0wQgSAbqvqAbTlB1h5mGFmrWZP+8qf5yKxe0+3FcAhDDDWQBxw4XsaPZsOWIEVJGzpo1a968eSaT6awPcekriDkcjktcD0GFChUqVFwCqKxAxaWAXEDIysrKysqaM2fO18ukaG5u3rBhQ/2n+8rN3bNGuqus3kh54FhiIDfflcRA2rH1Uzua9FsbDRoSzyr3bj5g2HpvF0PjyCCgNJ1BOSbENa/jSRlygz4RjRlWe7zBQzfdsZ/ZsV/z7M9dCelEoseBOIfeALXni7ydnxXwPFGYPThxVKcsyWk8wz8RGTg3koBnL01e+YC7vIQHUJYagGgm0HSK/OBzTUMLVVHGlRdx065ky61chAbESgQRvyCpUSkOCFDbottxQr+jxVBdXT1//vzy8vLhz/vSZwG6xPUQVKhQoULFpYHKClRcUoQDlNvb2+P6F13mYFn29ddfr6mpcbQdnVfmmlXqzjHxQITN7jiJieIY7jIuUWfT3f+6xZrK253k5MJAaSZbUcCV57AMjRVXQXgHJWgfggAkUgxiSMv5tQNs2aNrbiOX/yQq/ahyVvIJhzHkkr83QLV2JO1vymo8lcbzUoxyb1aqR1EG4ayjDQcYAGDdFp1jgFj+U0+s11DDCar+KFXXwNQ30eVFfEUZWzmGrRjJKZIORfGBKJUghgmAiO0D5BuHjdtPGNIKx994442zZ88ejjggx6XPAqT6DqlQoULFNxUqK1Dx1SCRf9FXPa/hwmaz1dTUbNmyZZy5e/ZId3WxJ2LuE0rTP66GEDq75QtDTaPhlTt6HF6yvo1psDP1pzXN3bTVwlcWBawWvsIasKbJgxDiaQWQwAQ/i4YQl7ScT/uGbXq3Dy2dF1PjeSgyENM6pJUvCQiNp9KcXsbp0Uy9ov2G8acS0oNEA8qhyC+EAcAxQCz4r6TtL/VLp2x2su4Lel8DffgkbTGLlePYyWPYcVbOpMNBJiBCNCvAWBFYHGECCk8hEGBHs35Lo7G+Q7tgwYJZs2aVlpYOOdf4uPSePGoZYxUqVKj4BkNlBSrOEzab7b777rPZbADwgx/8YNWqVec9lNy/aOrUqZmZmV8XAYFl2d27d7/xxhvNDftnlbjnjXZZk7lo6YCQ7YPCUre7yDv+L/OVO7qtqbwi0ldAdidZd1Lb1E3Xn9I4PERVmb80k6uwsjlJvMUUkhHiUAKI47EjJydxVvrPJ5Agqn3NmwajDi+62SebBgy1f66NCnpAO5y6nQdHBJOclrdnpXrGFvSaDexwtYLwj15M4tFblydXjOICLHzwucaoEyvKuIpSruqKwFmYgKw6QZT1L9vHIIB9gHyj0bjliKl8wnWSODC8GcfBVxJOcInvqEKFChUqLiVUVqDifGCz2SorK6+66qoHH3zw4MGDv//972+66aZXXnnlSw57rgUQnE7nZUIeHA7Hli1bwvlMZ5W6TRocXzogIlb1o1vTKvID8yvcADE2t5w8DJKH7UzDGab+FGNzUBoKz7rSZ03jK6ysNV2RywhA6ecD0UPFtCgvieEtw2xf9apxXCE3e0ogdFOZeT6kif8lG70Bak9DfueAodFm4QVyannbDeNPm/WBONfGVh4AyTWI7HCQDS3U4Ra64SRlMYssjx6+zT15DGsxiUECIMZUKAuTAfmOPIBYrhUIGETY0azf/IUpUQGy88ClDydQyxirUKFCxTcbKitQcT5Yvnz5a6+9VldXl5WVBQAbNmy46667Ojo6pMMvD6kAwvbt25uamsIFEMrKyuR92traNm7c+Pjjj1+QO14ohPOZVhd6FoxzllrYRNLBlsPGLYeNm+7oVLobxQgLctcdBCyP7INk3UlNUydTf4px+1FlSaA8nxuXx5Zl8wyF4xVVkG+/RIBBnG1wtEf/ZJ5V6a+6Srlaj2J25KfPye1nGI3eALXncP72+kIAGFvQe2VRd1lev1kfiEoz2tBC2TrIwyfp5tNUw0kq2yKUF/E5FqFybDBOYPrDaa8u78tJFSKyQPROKH4gEl4sizNWEoPmLnrrsWABsrlz516oVfaDBw/+4x//uJSePKrvkAoVKlR846GyAhXng4MHD3788cf33nuvdGiz2QoLCy8gK5BD7l9UWFg4YcKEsH/RkiVL1q5de8Hv+OXhcrmkfKbQf7y60DNvjMuiF+XSQb1d8+i29Nfv6LAYQjWPY1195Fwi6jB0iX2QOnyG2XdCc7idtg+QOclC5chAaTZfls1b0/k4IcsJAwZC943uP6yzS55Pvud73ooyLvj8cfjAl6cBaJg9vQGqvde072hu42kLAEweZe/q9R0+7jvVIXQ4yPIiPtsiWDP5ipFcMFwYZC5AGNa9q3c4yeW3OhXeQaLSfUhUUgJBRglCQQWbD5m2NhmkAmTDzDE6TFz6osKq75AKFSpUfBugsgIVFwB33XVXbW1ta2vrRb2LRA+6urrCAcrbtm27PFlBGM3NzTU1NdvfebvU0BMOSnb4yQVvZC+/vq+q0BdHJYAhKAEMwRlYHtkHqdomra2Xau6kbL2UhsIMBZWlgZxkITtVKM/nclIFhsLRVv65EACAOBrCrf+duvJnztI8PmSjx+RXleNLehDFBYL6JtreSzgGCVsH2eEgbR2kw0lcNRJPGJei1Wgb29P63dT3xp+6YYzNrA1EewRBxEfI4SRm/jpj95NdJq04XHEgtNPQwdSf0dSd1tV3aM8jx+gwcekTg6q+QypUqFDxbYDKClR8WSxbtuyFF1545ZVXFi1adGnuKPkXNTY2hgOUx4wZk52dfdn6NrAsu3379s2bNzvajs4uce+z62aPdM8f51LygRhKAGcRCuKclV+OwBUgm7soWy/VMUD2usnD7bSthzJpRaMOl2VzFpNoMYrZqUJOimgxi9Z0Xm7oK+YQp1FxauYKy6bH+qWKxYrOYSCIaRqu0e9wEi4vcjgJlw+xHHI4CalYssNJ2HuJDgdp6yQBoKKUs5jFnFShIEvISRWyU4WcVCGsADhcOi9LHWzLbLSndzkNhZaBiSPsY7N6zJqwi1FEMVj1rySGwo/cNDgcccDWR9e3a2pbdYe7NZacosmTJ0+aNOnimeyXPjHopfdWUqFChQoVXwlUVqAiIWw2W+xKfEFBQdhxCL4KShAFuX/R5V8AwWaz7dixY8eOHfa21rJUdlxGoDSVLc8IWFP4OLZ4LGcYijAMlzO4AoQrgJo7aFsv5XATLj/R0U863ISth2IobNJhhsJpJtGowyatyNA4zSQyNGYoMOlFALBmCCYdZhhs0mGLWZTuOOHBjAMvdp8la2oIdgfpcBIsBy4f4XAilkMuH3L5iA4HAQABLkgA3F7C5Qteac0SLGbRpBMZGixmETC4vKhiJJtmFrNTBWuGACAvLxBdd0yRJgjAy9J7WkZ0ugyNXRm8QMwoai1L6zVrAlkGt9TH3k/c9Ur69gc7E4kD9kGqvl1Tf0bzgU1vSsurqKi4+uqrq6qqLqCbUFxceuf+S++tpEKFChUqviqorEBFQgwMDCxbtiy2PZxraNmyZW+99dbmzZsnTZp0aacWB1+vAggsy+7bt89utx8/fry+vr6368zkXF+2iS+1sJPzfMEgBBjCcSi2ZWjOgGIGjGkEYAXkChABDjk8hMNNsDwK8MjhJlgOsQLqdREsjxwuwuUjWB4cLlKy2k067PIhi0khFEQOAVgeuXzI4SSkQ2lFn6GxSYeNOmzSiSYdZmhsMYsmHdbQ2GISjfpgO6CIx38kBgAUJcZCWxzdIr8EKxlCqIOXpfecLthpK+IFwqLz3lBwcmxql5kJrHg7tSIvMO8Kd6Q4sQg7mvX7TmsPd2tsA3R1dXVlZWV5efmXzyY0THwlzv2q75AKFSpUfHugsgIV5wkpliCchuiyQlQBhMvcvwgA7HZ7Q0NDR0fHZ5991tTUxAS6ytMDOSa+IttfmsZadKLMlD8fV6I4ygPEtsThCdGjQZz2htP00383v7h4QEPjsCzgcAU5ACAkEQAZTxjGb06s0R+lAES2MWQg6lRi0UB+6OXo1sGU/d25jX0ZvEiW6Nv2nsDrbz76UQvd/P/bu5+YNu87juMPARvi4sTTk9bGC9KTaInVOlFZG7TAIaI5tJ7UQ6Nd1l5otFYpO5SiTSqVitIqVZIemNRbkawFH7pJ7QEO1uRugqYc7E5NFFBgreNDHIHA1fqbEkOd4BDY4Ulcx/8A288f7PfrEBGg+Nc0qp6Pf5/f7/ujJTy/+4awvvjii0eOHDl27Fh5Q8cqpP8Duv6DkwEABiIVoBwXL1587733Lly4kB0JfD6f2RJCZgBCMpm0WCzF+kXT09M3b940zxuiakiYm5uLRqPXr1+XramjT60efXL1yFOrnn33rY0bPz/uS9usEklFHvS3lxMefbMkSQ3S9XnLX4J7Lv1R5B0kePQqW5LzvJ75tdAOQLEv/fwNj28pZIeKIpsGmVuGIrdaphNP/GPxV3a7vaWlZdeuXffu3evv7+/s7Nziv4kW9D9OQHcIAOoNqQDlaGtrSyQSOZ+8du1aR0eHEcvZXOl+kTlHH2RkQsKVK1fi8bhsTT3fds8jp5933Tu8735uNah0lUgq9qBfMCds6Zv/Obv78n+az//+9qP1NuTFgyLK3gGQCoaEIj+twF1DPyeQ+P8sN/5rWUw2Xl1suSGs4m5jd3e3oiiHDh3yeDz79+/PPteeczGuboQQfr+/r69Pz9cdHh7u6uriKlIAqB+kAtSd/AEILpfL7/fr+UZsJeLx+NWrV2/duhUOhxfnb7pb155vu6c47nf98u7DU8slqkRlbAhs9s1///cTi7eb/vTb5MP1lYgEBd/m33Rz4Odv26wsVOBLOYcKpMs3dy8lm6I/Wm4I6w1hVRTl8OHDbrf7ueeeUxTF7XYX+2PPvxhXn2aaIccJ9N+aAAAYjlSA+pXpFyUSiWQy6fP5zHxAuaB0Or24uBgOh2/dunX16lU1JHTtv+u2r3Xtv6f84n7ue/z5T/+FH/230TIa/tdet+PBq7/56eGa8jcHNn3ilx5v+BT7kpQTEkpsNTx8reuJ5qWVJnUrIH7HsrTclNkKUBSl7GECOTdfeb1e7f7m6H+cwJCtCQCA4UgFwMMBCJOTk9lvA3s8HqPXtW2ZkBCLxa5fv565//Soc1XevW5vXpdtD2Tbg012CYp9/vHjBJlf/zwm/+7XP3UduFd0WVvsApX+6uNfWlxuWko2Lad3iVTj8mrDyuqu+B3L8uqu9IOGH1ONSytN6isfPXpUlmVFUY4cOaIoStXvC8pvpjmdzipWjAw576v/lDQAgBmQCoDH5PeLtvWQJ4T48ssvX3vtNU0XuUWZ+08TiUQ0Gl1eXhZCCCGsjRt267q1cUNx3Ldb12Xbg+bGjdbmddm2breuu/estTavu+1rhWNAziaDJL32N9cHL4rDT94vtZT8So9UOAnkPO6n1xrE3UaRalQ/I+42Lqd3SZLkdrvb2trsdrssy3a7vbW1Vf2t+pkSRSDtZG89VeVuXEPO+46NjX377bd0hwCgDpEKgMLye+RbechT50yZ/KEqnU4vLy+vrq7G43E1KqysrKTTaSHE8vLy4uLiysrK4uJiTniwN6/bresPw0Pzutu+Zm3acNvXev7afvkPC9bGkv8nyXrcT681qE/86uP+6oOGpeWmYo/7VqtVlmX148wHOv0xlSuVSkmSVEm2VOn/nr3+U9IAAOZBKgA2t60BCGfOnMmfCb0T5YSHlZUV9ddMeFALS+l0OvufsjZuND9KCKsPGvY5WhfFT1LW477Vat23b19ra6v6lG+1Wt1u94543C9D2WeUA4FANBrV/ypSukMAULdIBcA25BwzLTgAoWZSQXnS6fTq6mr2Z2rycb8MWz+jbMh79owxBoA6RyoAylFiAMJHH33U29vb3t5u9BphUqXPKBvynj3dIQAAqQCoVE6/KBwOv/3226QCbEX+GeVkMqn/VaR0hwAApAKgajJPeMlk0mKxaHqNPWqMekZ5fHx8dnZW59PqdIcAABKpANBCiX4RUIL+d1hNT09//vnndIcAAE1GLwCoQTabzev1er1e6dEGwrlz5yq5pBLQghDis88+03kkAgDAnEgFgLZsNpvP5/P5fGo8iEQiY2NjbCDADILBYHd3N38JAQASqQDQTXY8EEJMTk6qGwgl7rA31aRk1JhQKKTzSAQAgJmRCgC92Ww2m83W29srPeoX+f3+gv0iWZa//vprUgGqTggxMzMzODho9EIAAGZBKgCMlNMvisVi9IugA/UqUv6CAQAySAWAKajxQP04+4CyJEnRaLRgvwgoTygUslgsTCcAAGQjFQCmk7OBEAwGFxYWZFk+efIk9xehQnSHAAAFkQqAKhsdHVU/8Pl8Lperkh+VHQ/UAQj0i2pbKpWy2WyavgTdIQBAQaQCoJoGBgbGx8d7enpCodDAwMB3331XYTBQFRuAcOLECafTyQYCtmhsbOzgwYN0hwAA+ZhtDFRNPB4/cODA0tKSmgReeOEFRVEuXbqk0cup8WBubi6ZTFosFq/XywbCTjc/Px8IBN5//30tfrg6OJkxxgCAgtgrAKpmZGREUZTM5kBvb+/p06e1SwUlBiAUiwfDw8NvvvkmD4V1SAhBdwgAUAKpAKiaeDze09OT+W1HR4ckSdPT0+oH2skfgKDGg/wBCHv37o1Go52dnZquByakjjGmOwQAKIZUAGjF4XDo/6I59xdFIpHsA8r6rwdmIISIRqPcOwQAKIFUANSmgv0i9QTCnj17GIBQP9Tu0BtvvMF/cQBACaQCQFtVuYOoEvn9Ir/fX7BfhJqkdoc8Ho/RCwEAmBqpAKial1566ZNPPsn89vLly9mHj80gp18Ui8UYgFDbQqEQ3SEAwFaQCoCqeeWVV06fPp1IJNQkEAgEtD5nXDY1Hqgf5wxAeOaZZ+gX1QYhxMTExNDQEP81AQCbIhUAVeNwOD744IOnn376+PHj09PTLS0tkUjE6EVtLmcDIRgMLiwsyLJ88uRJ+kU6m5+fb29vr9ZPCwaDbAEBALaIKWZAld2+ffvTTz/t6Ojo6OgwVX1o61Kp1M2bN69cuTI7O1u6X3T27NkPP/xQ/xXWqnA4HIvF1EMgFQqFQlNTU+fPn6/8RwEA6gF7BUCVORyOnV7jttlsXq/X6/VKef0ip9OZvYGQSqWSySTvRpuNEGJmZman/z0EAOiJVACglNIDEPbu3Xvnzh1SgdkwxhgAsF2kAgBbUmwAwuTk5PHjx7n40jxCoZDFYmGMMQBgW0gFALaHAQhmRncIAFAeUgGA8pXuF5UXDzioUAm6QwCA8nAHEYBqyvSLMvcXbWsAgt/vf/bZZzs7O7VepzlVeAdRIBBIpVJ9fX3VXRUAoB6wVwCgmor1ixiAoDUhBGOMAQBlIxUA0Ep2v0gdgLBpv0iWZSGE/kvd6YQQdIcAAJUgFQDQXIkBCDn9IqfTGYvFDF3sjhQMBru7u7l3CABQNlIBAF3lHFAOBoMLCwuZfpHRq9uR6A4BACpHKgBgjIL9omQyefjwYa4h2jq1OzQ0NMSfGACgEqQCAAYr0S9yOp0cUC5N7Q7xRwQAqBCpAICJaDEAoYaFQiG6QwCAqiAVADCj7HigDkDIPqDs8XiMXqDxhBATExN0hwAAVUEqAGBqxQYgHDhw4NixY/XcLwoGg+yfAACqhVQAYMfI6RfFYrGt9Ivm5uba29tr7OlZ7Q6VPQUZAIAcpAIAO48aDyRJUvtFc3NzxQYgSJJ048aN+fl59ftrgxBiZmaG4wQAgCoiFQDYwdR+UXt7e2YDQe0XZQYg1NgWgYoxxgCAqiMVAKgRBQcgrK2tuVwul8tl9OqqJhQKWSwWxhgDAKqLVACg1uQPQJiYmBgYGCjYL9pZhBBTU1N0hwAAVUcqAGAWo6OjH3/8cSKRkCTpwoULb731VuU/M+eAcjAYTCaTFotlJ/aL1DHGdIcAAFogFQAwhYsXL46MjPT39/t8vvHx8b6+vh9++OHs2bPV+vnF+kU7aD5aMBg8ePAg3SEAgBYaNjY2jF4DAEhtbW39/f2Zbsyrr776/fffX7t2TdMXzfSLTDIAIRwOx2KxgveNCiGGh4cHBwd3RIABAOw47BUAMIWvvvrK4XBkfqsoyjfffKP1i+b0iyKRiDk3EOgOAQC0xl4BANOJx+NdXV3ZWwe6UQcgTE5Ozs7OZgYgeDye/O88c+bMyMhIdV+92F5BIBDYs2fPqVOnqvtyAABksFcAwFzUSNDS0vL666/r/+rqAAT1uTx7AIKB/SIhRDQa5d4hAICmSAUATCQTCSKRiOFDBnL6RbFYLLtfpM8a1O7Q0NAQ3SEAgKZIBQDMQo0EHR0dly5dMjwSZFPjgSRJqVRKkqSpqalz585JkjQ2Nqb1AIRgMNjd3U0kAABojVQAwBTUSPDuu+++8847Rq+lKJvNJklS9gaC2i+SZVmLAQihUIjuEABAH6QCAKbQ1dXlcrkcDsfo6Kj6GUVRenp6jFxTSVoPQBBCTExM0B0CAOiDO4gAGE/dKMj5pKIokUjEkPWULXsAwokTJ5xO57Y2ELLvIAoEAocOHWJmGQBAH6QCAKg+NR7Mzc0lk0mLxeL1ereygZBJBaFQaGpq6vz58/qsFgAAUgEAaCjTL8oMQCgRD9RU8PLLL/v9/r6+PrpDAADdkAoAQCfZ/aKCAxDUVDA7O3vq1Cm6QwAAPZEKAEBvmX5RIpHI3kAIh8NffPHF7t276Q4BAHRGKgAAw6RSKSHE5OSk2i9yuVx37twZHBykOwQA0BmpAABMQd1A6OzslGXZ6LUAAOoOqQAAAACod7uMXgAAAAAAg5EKAAAAgHpHKgAAAADqHakAAAAAqHekAgAAAKDekQoAAACAekcqAAAAAOodqQAAAACod6QCAAAAoN6RCgAAAIB6RyoAAAAA6h2pAAAAAKh3pAIAAACg3pEKAAAAgHpHKgAAAADq3f8BUt7lF3KHzfQAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cv2_imshow(target_im)"
      ],
      "metadata": {
        "id": "ghKpACxKykHR",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 412
        },
        "outputId": "2601bdbc-012d-4f85-a939-9c877fe93e1d"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=L size=1031x395 at 0x7F07EC701310>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def reduce(function, iterable, initializer=None):\n",
        "    it = iter(iterable)\n",
        "    if initializer is None:\n",
        "        value = next(it)\n",
        "    else:\n",
        "        value = initializer\n",
        "    for element in it:\n",
        "        value = function(value, element)\n",
        "    return value"
      ],
      "metadata": {
        "id": "NKvrkZE-ymiv"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def mul(a, b):\n",
        "    \"Same as a * b.\"\n",
        "    return a * b"
      ],
      "metadata": {
        "id": "nF5Rj3Tbyoyw"
      },
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def img2chromosome(img_arr):\n",
        "     chromosome = numpy.reshape(a=img_arr, newshape=(reduce(mul, img_arr.shape)))\n",
        "\n",
        "     return chromosome\n"
      ],
      "metadata": {
        "id": "bUaEGbFAyrgC"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def chromosome2img(chromosome, img_shape):\n",
        "    img_arr = numpy.reshape(a=chromosome, newshape=img_shape)\n",
        "\n",
        "    return img_arr"
      ],
      "metadata": {
        "id": "Msvc2jlpytkm"
      },
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def initial_population(img_shape, n_individuals=8):\n",
        "     init_population = numpy.empty(shape=(n_individuals, reduce(mul, img_shape)), dtype=numpy.uint8)\n",
        "\n",
        "     for indv_num in range(n_individuals):\n",
        "         init_population[indv_num, :] = numpy.random.random(reduce(mul, img_shape))*256\n",
        "\n",
        "     return init_population"
      ],
      "metadata": {
        "id": "_dC7Kbv2yvqK"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def fitness(target_chrom, indiv_chrom):\n",
        "     quality = numpy.mean(numpy.abs(target_chrom-indiv_chrom))\n",
        "     quality = numpy.sum(target_chrom) - quality\n",
        "\n",
        "     return quality"
      ],
      "metadata": {
        "id": "QImcqYOsyynO"
      },
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def cal_pop_fitness(target_chrom, pop):\n",
        "     qualities = numpy.zeros(pop.shape[0])\n",
        "     for indv_num in range(pop.shape[0]):\n",
        "         qualities[indv_num] = fitness(target_chrom, pop[indv_num, :])\n",
        "\n",
        "     return qualities"
      ],
      "metadata": {
        "id": "yXqlyEWiy1BL"
      },
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def select_mating_pool(pop, qualities, num_parents):\n",
        "     parents = numpy.empty((num_parents, pop.shape[1]), dtype=numpy.uint8)\n",
        "     for parent_num in range(num_parents):\n",
        "         max_qual_idx = numpy.where(qualities == numpy.max(qualities))\n",
        "         max_qual_idx = max_qual_idx[0][0]\n",
        "         parents[parent_num, :] = pop[max_qual_idx, :]\n",
        "         qualities[max_qual_idx] = -1\n",
        "\n",
        "     return parents"
      ],
      "metadata": {
        "id": "fcOPDgu7y3aQ"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def crossover(parents, img_shape, n_individuals=8):\n",
        "    new_population = numpy.empty(shape=(n_individuals, reduce(mul, img_shape)), dtype=numpy.uint8)\n",
        "    \n",
        "    new_population[0:parents.shape[0], :] = parents\n",
        " \n",
        "    num_newly_generated = n_individuals-parents.shape[0]\n",
        "    parents_permutations = list(itertools.permutations(iterable=numpy.arange(0, parents.shape[0]), r=2))\n",
        "    selected_permutations = random.sample(range(len(parents_permutations)), num_newly_generated)\n",
        "    \n",
        "    comb_idx = parents.shape[0]\n",
        "    for comb in range(len(selected_permutations)):\n",
        "        selected_comb_idx = selected_permutations[comb]\n",
        "        selected_comb = parents_permutations[selected_comb_idx]\n",
        "        \n",
        "        half_size = numpy.int32(new_population.shape[1]/2)\n",
        "        new_population[comb_idx+comb, 0:half_size] = parents[selected_comb[0], 0:half_size]\n",
        "        new_population[comb_idx+comb, half_size:] =  parents[selected_comb[1], half_size:]\n",
        "    \n",
        "    return new_population"
      ],
      "metadata": {
        "id": "LaDkK6BCy5ic"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def mutation(population, num_parents_mating, mut_percent):\n",
        "\n",
        "    for idx in range(num_parents_mating, population.shape[0]):\n",
        "\n",
        "\n",
        "        rand_idx = numpy.uint32(numpy.random.random(size=numpy.uint32(mut_percent/100*population.shape[1]))*population.shape[1])\n",
        "\n",
        "\n",
        "        new_values = numpy.uint8(numpy.random.random(size=rand_idx.shape[0])*256)\n",
        "\n",
        "\n",
        "        population[idx, rand_idx] = new_values\n",
        "\n",
        "\n",
        "    return population"
      ],
      "metadata": {
        "id": "FdDq9Okoy8Q7"
      },
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uCgKZG5mf1-C"
      },
      "source": [
        "def save_images(curr_iteration, qualities, new_population, im_shape, save_point, save_dir):\n",
        "   \n",
        "    if(numpy.mod(curr_iteration, save_point)==0):\n",
        "        best_solution_chrom = new_population[numpy.where(qualities == numpy.max(qualities))[0][0], :]\n",
        "        best_solution_img = chromosome2img(best_solution_chrom, im_shape)\n",
        "        matplotlib.pyplot.imsave(save_dir+'solution_'+str(curr_iteration)+'.png', best_solution_img)"
      ],
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def show_indivs(individuals, im_shape):\n",
        "   \n",
        "    num_ind = individuals.shape[0]\n",
        "    fig_row_col = 1\n",
        "    for k in range(1, numpy.uint16(individuals.shape[0]/2)):\n",
        "        if numpy.floor(numpy.power(k, 2)/num_ind) == 1:\n",
        "            fig_row_col = k\n",
        "            break\n",
        "    fig1, axis1 = matplotlib.pyplot.subplots(fig_row_col, fig_row_col)\n",
        "\n",
        "    curr_ind = 0\n",
        "    for idx_r in range(fig_row_col):\n",
        "        for idx_c in range(fig_row_col):\n",
        "            if(curr_ind>=individuals.shape[0]):\n",
        "                break\n",
        "            else:\n",
        "                curr_img = chromosome2img(individuals[curr_ind, :], im_shape)\n",
        "                axis1[idx_r, idx_c].imshow(curr_img)\n",
        "                curr_ind = curr_ind + 1"
      ],
      "metadata": {
        "id": "AHfhQ30LzGEV"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# target_im = scipy.misc.imread('fruit.jpg')\n",
        "target_chromosome = img2chromosome(img_arr)\n",
        "\n",
        " \n",
        "\n",
        "# Population size\n",
        "\n",
        "sol_per_pop = 8\n",
        "\n",
        "# Mating pool size\n",
        "\n",
        "num_parents_mating = 4\n",
        "\n",
        "# Mutation percentage\n",
        "\n",
        "mutation_percent =  0.0005\n",
        "\n",
        " \n",
        "\n",
        "\n",
        "\n",
        "num_possible_permutations = len(list(itertools.permutations(iterable=numpy.arange(0,num_parents_mating), r=2)))\n",
        "\n",
        "num_required_permutations = sol_per_pop-num_possible_permutations\n",
        "\n",
        "if(num_required_permutations>num_possible_permutations):\n",
        "\n",
        "    print(\n",
        "\n",
        "    \"\\n*Inconsistency in the selected populatiton size or number of parents.*\"\n",
        "\n",
        "    \"\\nImpossible to meet these criteria.\\n\"\n",
        "\n",
        "    )\n",
        "\n",
        "    sys.exit(1)\n",
        "\n",
        "\n",
        "# Creating an initial population randomly.\n",
        "\n",
        "new_population = initial_population(img_shape=target_im.shape, n_individuals=sol_per_pop)\n",
        "\n",
        "for iteration in range(10000):\n",
        "\n",
        "    # Measing the fitness of each chromosome in the population.\n",
        "\n",
        "    qualities = cal_pop_fitness(target_chromosome, new_population)\n",
        "\n",
        "    print('Quality : ', numpy.max(qualities), ', Iteration : ', iteration)\n",
        "\n",
        "   \n",
        "\n",
        "    # Selecting the best parents in the population for mating.\n",
        "\n",
        "    parents = select_mating_pool(new_population, qualities, num_parents_mating)\n",
        "\n",
        "   \n",
        "\n",
        "    # Generating next generation using crossover.\n",
        "\n",
        "    new_population = crossover(parents, target_im.shape, n_individuals=sol_per_pop)\n",
        "\n",
        " \n",
        "\n",
        "\n",
        "    new_population = mutation(population=new_population,num_parents_mating=num_parents_mating,mut_percent=mutation_percent)\n",
        "\n",
        "    \n",
        "\n",
        "    save_images(iteration, qualities, new_population, target_im.shape,save_point=500, save_dir=os.curdir+'//')\n",
        "\n",
        "# Display the final generation\n",
        "\n",
        "show_indivs(new_population, target_im.shape)\n",
        "    "
      ],
      "metadata": {
        "id": "qoRwKKIczJzZ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "7bb76f2b-851c-42a8-86f6-14727c99375c"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 9 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}