python_Algorithm_study.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "python_Algorithm_study.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "UwirdGrvbr7x",
        "G3QuS0zkehtV",
        "iiUBPWk6rWFy",
        "FyZOVPSPrRBa",
        "Acff6rxKHzgp"
      ],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/dannyryu4758/pythonStudy/blob/main/python_Algorithm_study.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UwirdGrvbr7x"
      },
      "source": [
        "## 1번 문제(google)\r\n",
        "\r\n",
        "1부터 10,000까지 8이라는 숫자가 총 몇번 나오는가?\r\n",
        "\r\n",
        "8이 포함되어 있는 숫자의 갯수를 카운팅 하는 것이 아니라 8이라는 숫자를 모두 카운팅 해야 한다.\r\n",
        "(※ 예를들어 8808은 3, 8888은 4로 카운팅 해야 함)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ue6pO6h3bc__",
        "outputId": "f461c4ab-02d0-4dfc-d235-d16dcd0d92e9"
      },
      "source": [
        "str(list(range(10001))).count('8')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "4000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 1
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Nb3RF_GqdMHt",
        "outputId": "2f0e3330-33db-49ba-f6ca-aa29c853113a"
      },
      "source": [
        "''.join([str(i) for i in range(10001)]).count('8')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "4000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2IcfjinLdfKO",
        "outputId": "64773ca4-1cf9-4eff-aa74-ca6ee1612ebb"
      },
      "source": [
        "# 8이 하나라도 있는 경우 1개로 카운팅\r\n",
        "count = 0\r\n",
        "for i in range(10001):\r\n",
        "    if '8' in str(i):\r\n",
        "        count += 1\r\n",
        "count"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "3439"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "G3QuS0zkehtV"
      },
      "source": [
        "## 2번 문제(daum)\r\n",
        "\r\n",
        "1차원의 점들이 주어졌을 때, 그 중 가장 거리가 짧은 것의 쌍을 출력하는 함수를 작성하시오. (단 점들의 배열은 모두 정렬되어있다고 가정한다.)\r\n",
        "\r\n",
        "예를들어 S = [1, 3, 4, 8, 13, 17, 20] 이 주어졌다면, 결과값은 (3, 4)가 될 것이다."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QqCY2MZ9d9QW",
        "outputId": "f46f810e-12a9-49e1-b377-412bba3eaf76"
      },
      "source": [
        "s = [1, 3, 4, 8, 13, 17, 20]\r\n",
        "m = max(s)\r\n",
        "index = 0\r\n",
        "for i in range(len(s) - 1):\r\n",
        "    if m > s[i+1] - s[i]:\r\n",
        "        index = i\r\n",
        "        m = s[i+1] - s[i]\r\n",
        "\r\n",
        "s[index], s[index+1]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(3, 4)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "T1_eTV68gsDV",
        "outputId": "65bf7e45-0f61-47c4-eb1a-0564ce79a5c1"
      },
      "source": [
        "s = [1,3,4,8,13,17,20]\r\n",
        "ss = [3,4,8,13,17,20]\r\n",
        "l = list(zip(s,ss)) # zip : 같은 인덱스끼리 짝짓기\r\n",
        "\r\n",
        "# l.sort() # 리스트를 직접 정렬한다.\r\n",
        "sorted(l) # 정렬해서 리턴값을 반환한다. => 많이 사용  형태 : sorted(list, [정렬기준])\r\n",
        "sorted(l, key=lambda i : i[1] - i[0])[0]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[(1, 3), (3, 4), (4, 8), (8, 13), (13, 17), (17, 20)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SzkEuMhmhCbj",
        "outputId": "e4d7e48e-e6ec-4e16-9f0d-07ee7b5f4d5c"
      },
      "source": [
        "sorted(list(zip(s, ss)))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[(1, 3), (3, 4), (4, 8), (8, 13), (13, 17), (17, 20)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cOgrHLcVhCVN",
        "outputId": "ab94d3de-56a6-4396-8832-f9e1ab53c2e8"
      },
      "source": [
        "sorted(list(zip(s, ss)), key=lambda i: i[1] - i[0])[0]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(3, 4)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6bm5LGMeMWke"
      },
      "source": [
        "# lambda\r\n",
        "def mySort(i) :\r\n",
        "  # return i[1] # 두번째 인자기준으로 정렬\r\n",
        "  return i[0] # 첫번째 인자기준으로 정렬\r\n",
        "sorted([(1,10), (3,5), (6,7)], key=mySort)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zkfRkdzNhydM",
        "outputId": "36042dc5-3883-4291-b269-fd8df8785b1d"
      },
      "source": [
        "def 두수의차(i):\r\n",
        "    return i[1] - i[0]\r\n",
        "\r\n",
        "sorted([(1, 3), (3, 4), (4, 8)], key=두수의차) "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[(3, 4), (1, 3), (4, 8)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lSu4lYOhiODV",
        "outputId": "8a8f31cf-111d-4780-cec3-a187f768797a"
      },
      "source": [
        "def 수(i):\r\n",
        "    return i[0]\r\n",
        "\r\n",
        "sorted([(1, 10), (3, 5), (6, 7)], key=수)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[(1, 10), (3, 5), (6, 7)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iiUBPWk6rWFy"
      },
      "source": [
        "## 3번 문제"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oLw3uEqNmX8i"
      },
      "source": [
        "https://tech.kakao.com/2017/09/27/kakao-blind-recruitment-round-1/"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1LtfdJBOmUBT"
      },
      "source": [
        "![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfkAAAMVCAYAAAB0r400AAAgAElEQVR4Aeyd9Vscyfr237/kXN+zZ33PSrJxd3d3d3dPiG/cPYF4ghMIUQgSFyCGxSAkAYK7Jjn3e90P6UnDIsMMs5lh6oe+euju6q6uLupTj9b/+9///ge1qTZQfUD1AdUHVB9QfaD29YH/pz5q7fuo6puqb6r6gOoDqg+oPsA+oCCvNBlKk6P6gOoDqg+oPlBL+4CCfC39sGoWr2bxqg+oPqD6gOoDpSAf9zYNalNtoPqA6gOqD6g+oPqAbfWBiiZ0f4P8f+o2htpUG6g+oPqA6gOqD6g+YBt9gBMyBXk1eVGTN9UHVB9QfUD1gVrYBxTka+FHVTNs25hhq++kvpPqA6oPWLoPKMgryKvZu+oDqg+oPqD6QC3tAwrytfTDWnp2qO6vJBDVB1QfUH3A+vuAgryCvJrBqz6g+oDqA6oP1NI+oCBfSz+smmFb/wxbfSP1jVQfUH3A0n3ANiBfpxH+/eufalNtoPrAP9gHLD34qPsrwKk+YPk+YBOQ/+a3+vjPD/9Fzz4DbGJr36kb/vXtz/ixcVub2L6r1xzffP+LTbQt+0CHzt1trr7/+vYnm+gL7LPf12+Bf33zo1LfKi2f6gO1oA/YDOSbtGhTYUB/RYH+X+t4aNhD/Oe3Bui+zdkmtraLtqJhk5Y2075PnoajfqPmNlPf8PAIfPPfP22iL7DPtlu6Q0G+FgzuSkq2vJRsC22sIG+B/PQK8pbNCa0gb9nJo4K8goMtwEvV0bh+qiCvIA8lyVt2UqIkeeMGIzVoq3ZSfaDm+4CCvIK8grwF+oDeVKQgX/MDl4KBalPVB4zrAwryFhjglbrespKxUtcrdb0a4I0b4FU7qXZSkFeQV5K8BfqAkuTV4KoAq/qANfQBBXkLDPBKkleSvIK8GuCtYYBXdVD9UEFeQV5J8hboAwryanBVgFV9wBr6gIK8BQZ4JckrSV5BXg3w1jDAqzqofqggryCvJHkL9AEFeTW4KsCqPmANfUBB3gIDvJLklSSvIP/PDPDf/tkEPzRo/o+mX/3uzyb4vl5T8NnVHcS/q9cU39dvVu1y1X2Our5m+5/Wz0z55l/7WyjI2wDke2xzRs/tLrLpU+XyWK8dLuB5/fHq/lbJcCw7KanpOPkq+8N28/qDtWe8Iyh/bdYGjTp0Q5ue/dFz2Gi07NYHDdt3xS+NWxkF3x8btkC9Np3QoF0X/Ldpa/CeVQ3GvzVrK89o12sAugwYhrY9+6Nhu674tWmbSsvyWXVbdUCzLr3Qsd9gdB88Ak079ZDnGwN8goXPrt+2M+q36Qzer6q6qvPmQ57tzm+r9bPew8egVfe+8jePG9NnrOE7KMjbAOQH7HbHuCPnMfqwTymYjzzojQlOvuD56oJdf72CvG1Bvv/n/jCmTH8Y8bk/DNzjYVZ/sGbIc+Ct16YzFjqsxd2QUKRlZKCwqAipaWm4fvsuxs+ah99btKsQ9CzPiUDv4WPh7OWNS/6BmLl4uQC3sgH5xwbNsXzdRnlGalo6ioqKkJScgmvBN7DAYU2F2gSCoNew0Th0/BSev4pBQUEB8gsK8OJVDM56nJPJSWWgp8agTsv2WLlhC85f9oPH+QvoOnC4gryF1xZgP6nbqiPmLFuJ+2GPkJmVjaKiYmRmZeFuSBgWrlwrky5eV1m/sYZzCvI2APm/zt/E27Qs3Hr+ptTgfeflWyRkZGOlV3Cp43qAG/NbQd62IL/G+4b0h3uv3pX67jefv0FCejbW+dwoddyYPqC/xpohX691J+w4cBiJScky4IY9eQp3b1+EPHyM4uJipKWlY84yB9Rp2eFvgy/V7E079cR+p+PIyMoSULPMtn2H0LRzz79drw3QHMh3HjiChPdJyM7JQcijxwJcPpOD/+s3b/HXjt3lTiwGjp2EKwFByM/PR3xCokwKfC5dxbv4BHn+7XsP0HnAsHKlwv82aY2hE6bi9v0Q5OcXyPslp6Ri2KTpFdZVq7PamyfJN+/SCwecTiAlNQ3pGZl4EPYILl4+AnhO8HJy87B2yw6R6q29rRXkrRzyVMnvvnofmXkFuPr0lWHw7rXDFTFJ6XiTmonl7oGG4/rB2tjfCvK2A3n2h+2X7yIrrwABETGG795ruyueJ6ZKf1jpad6kz5oh/9f23QLVV7GvsXXPATTr3FNU7m17DcDRMy7Iyc3F2/gEjJk+p5Ram6r52UscZDKQkZkpcCa0KZ1x0tCsc69ywflTo5aYt3wV3iUkIiMzCys3bgWfRdNA5wFDseuQI7Kyc/AyJhYzFi0vBfq2PQfg3IXLyM3NQ8D1Wxg+eQYad+iOxh27Y8CYieA78Jy7zwV06DPI8HxK/1TrU/rnZCAvLx/RL16WTGIyMjBcQd7QVpYALNt/7dYd0s+eRkZh+dqNMjmkaYdmoQ079oB9iBMu9o3fm7ezaH3MfUcFeSuH/OC9njh2/RFSsvPgfCdcBnXaZKm6j0/PxpM3SZh/1s8w2BsLdv11CvK2A/lBez3gGPQQaTl5cLsXafjuow95Iy41E0/fJmGxyzXDcf13Nva3tUK+dY9+uOQXILA96eIOSlvaAEjnuz4jxyE5NRUfPn7E/qMnxH6qnR8weiJu3r0vUpmm1r8aEIScnNxKIf9Hi3agtE2TgNMpZ7TrPdAgdf/QoBnGzpgrACaIrwQGG87xuYtXrcezFy/xNDIaCx3W4JcmraS+39ZtDN73hLMbcvPyRFocP3MeaBJguT9atMeS1evxPjkZ8YnvceTkGYyYPANp6elinlCQN09K1/pERXuaV/wCgwXy2/cfwp+tOxn6GbU6Ddp1Fe0MtTrUInUbNMJwvqJ7fs3jCvJWDnna4j1DovAuPRt7/R+UQH67Cxac9UdSVi6Col5j+onLZg3qCvK2A3na4d3uRyIhIwcHAkIN350TPZpurkfHYdapK4bjxoJdf521Qn7+itWIevYCkdHPwd96xyc6z+11PCbqdEY2PAqPEMlZG1y7Dx6J3YecsHTNX2KPp12eA3RWdnaFkKcU33/0RLkmNy8fo6bOws+NWxoGdDpk/bV9l0h1Hz9+RML796J6/6F+M1DV7uFzQSYRrl4+aN97oKEcz1NyD4+KFumcZXcfPooW3frINYQ8oX/w2ElMmL1AnAsbte8m0KcPgoK8ZSE/b8UqREQ/E58P+nhofUi/X79tFxLfJyE27g2mLVhaqi/qr7OG3wryVg75mScvwz88BjHJ6VjrXWJrpcp204XbSMvJh1dINCY4+po1qCvI2w7kp5+4hCtPX+F1SibW+dw0fPeNvreQnJULn7BnmHT0guG4Ht7G/rZWyB8/6yqSuO8Vf9DTWRtACWyCj2r6mNdxKCwsFJvpopXr8FOjEk902ugphetVq27e5yuFPD3i123diU+fPuFxeCTa61Tq1BxMmrNQnLIo0VF1S6l86doN4q3fqd8Q3A99KPffuGOPOPtp9a3ftgsOHj0pNvk3b99JfQNv3kb/0RPknSjRN2rfFdRc0CmP0iO9+CnZK8hbFvD8Rlv27BczCX0nKpLS6awZ9/adfEOq7+kcqX1fa9sryFsh5Cm9E+g7r9yD670IvHifhveZOfB4ECXHaKMPjIxFXmER7r58B6fgh+J8V9b73thBXUHeuiE/9sh50NmO/cH5bjieJaYK0D0/94ddV+7jWkQscgqKcP9VPI5ef4RVXtdR1vve2P5gjZCn1E4HtuLiD6K+btShuwyqPM4wOt8rfsjLz8fm3fvEfv7pf//Dxp17Ubd1xwoH36ogT+n5tJuXQN7t3Hmx/2sDeJcBQ3HWwwuvXsfhkn8A7j4IE895x1NnRBVPnwBKg3TKo2SolWMo3MQ5C/DmXTyeREThjLsXUtLSROU/dvocw3Xa9dwryFse7Pr23rLngED+ot819Br2ZTKpv4YaIfppUGt05MQZtOhaooXRX2MtvxXkrRDyDp5BuPfynXhKp+bkoaC4GIXFH2Rgp/c01bLZ+YX4+OmTOGBxAkC1/RLXAJMkOAV564b8Co8g3HnxtqQ/ZJf0h6IPuv6QrusP+YUyIQyOjjPZIdMaIc+4+Bt37smgun3/YYN9m3HjK9ZvEpU5w9ladOktntD0mt/neKwUmMsOulVBnh73l68FCeRpCqCzHe9BdTol/KjnL0AQTJ67CK7nzovd3vviZYmJn7tsJV7ExOBxRKScZzlK5ZQMWYZheLS7z1xUIhFS9Tt1/uIahTwnB4ytZ8ghTQ+sAydFNG3Qiaxuyw6lHAV5LbefP19btr3s5W+agmgSevQ0Qpwpy773z41byfdmOB0h7+zpjc79h5b77cqW/Rp/K8hbIeRpX6XUfvNZHF6+T0PBZ8Dzb24MpctmSM2Hj3j85j1uPnuDM3eeYraJtlgFeeuG/NwzV8UOz29PD3r2Bzpiav2Be0ZfsD/Q8Y79gRL/nNNXTZr0WSPk6WR3LzQMtF/Tw/7bP5sKjKimD338RCRmhpb91LCFQJRe63TO06vYyw6wVUGentQPHj4SyPOZ9NAnOOkER+c92tQZI0/PfE4oOLG4de++XLd68zZR5955EIrR02YLAKgZWL9tpzjQXb4WiN+btxVJkZ75VPUz9K9sHfm3KZI8Vf1Dxk/B7KUOGDhmkoQU/tm6I3oPG4NxM+dKpAEnInwXmjD4jD7Dx2LKvMXiTEhocWJVXn2qe4yJY5p36Y32vQcZvXFCpTkiVvd55l7fZ8RYXLt+E8kpKaI1YuIiTtCYs4CTIGpiYuLiJDcDTUPUIrGMuc+1VHkFeSuEvF6tejAgVAZ02uW14713uuJVUjrSc/PN9qznPRXkrRvy2nfnfo/fA+kP1Nxoxxlt8SwhFWm5+Vjsap5nPe9pjZDv0HeQxKcXFBRi9ebtAiXa2B1PnRU7PfcEFQdKqtYpZdHhrbLEMVVBvnX3foiMfoZPn/4Hh/WbREKnrfyMu6eocxnixkGf8N60ax8+fPiAR0/D5ZhmNgi+dUfi2ilJj581X2z7DIcbPH5KyTv0GoBnL1/J5IUJfrR30A/41YE8JXVqIHYdPAKfS1ckDG/wuCmSuY3Oh9v2HsTR087Yc9gJ1Drw2f1GjRdJn1n86FDGhDuHT5ySeusdDfV1qs5vfoNNO/fC2eOc0RtD09i21XlOTV3LZEqbd+8XpzpK9Fv3HpAJ0+Cxk0VrxERGoY+eIOD6TUmIxAkbozdq6vk1fR8FeSuGPFPWnrz1RMKl3O9/CZfqv9sNGXn5Eidvric1B3UFeduAfK/tLmJvT8/Jx7mQaAPke+9wRXJ2LmKT00GpX4O/qXtrhDzBdS8kDEXFxVi7daekeV24cp0kqGFSGn2c+4Ur/hIvzxA1vVd72cGzKsjTzkrnOTrerdq0TZzfHP7aJPZz/6DrGDJhqgzslPT2HnYSSZ4mBUr8qzZuFUn+xt17GDllpqhzz7h5ChSYjEerS48hIyXGnvH9lLq14/q9sZDndZTWnU6dFW1Gx76DS3l9UxKlZz/vzWsbtO0ijoqLV62TCYz2TE5a6EzmfekK+o4cV26dtGuN2TM/wNXAYCQmJRm9cQLVomtvs59tTP3Ku4bfkD4dzGXAZDiMwkhPz5AQTfpaDBo7SZIqxScmWn0YnYK8FUKekhm3Yfu9ZDCnDd4x+KEcYxIcek/nFhYhJCYeU49fVLnrLfAN9QvMmPvb3Nz1+v7AyV5iZg6O3Xj0uT+4SMpjqutDYxMw48Rls/uDNUKeMeY37twtscnvOyTJboJv3hZIMcWofqCmKp1q1L1HjkoSE/05/e+qIM/seBf9AgTyDL+j+psmA2auW7b2L8NCM1Trn3B2R2FhEbx8LwkwCWymsaVkP2uJA1Zv2ibx8Kxb4w7dDPUdPnG6SIyEBVXl+vppv42FPNXiU+YuliiDTv2GGuqn3Ue/p92danyqpHsOHV0qcRCvY8IfmiDoVMjn68tW9/dvTduIY1qHvoNh7MbwxK+lrtfe75cmrdFt0Eg4bNiCk64eOHzijKRNZqQG2+TYGRdR2XNSxZz2Wjlr2yvIWwAQ5qxCx/A4wp3JTZjUhHHPTHJyKDBUjo139MWmC7dQUFQs5xY4+2PkwXPot8vNZAlOSfLWK8nr+8Mil2sSVcEUx0eCw6Q/jHM8D6Y9pmc9bfG8hv2B2p7aJMlz4LxyrcS7nuDxvnhFnNfcfXzBwVgbWAm6pxHRAmZKowyD086V3VcFeUq0p1w95F7nL18FVe+U6pichqp87X7MTucXdF1y0h8+cVq860dPmyXe9e8SEgSUtM1TApyz1KEUNBetXCsJbyKfvZCJi3ZP/d5YyFO9vfuQI7wuXKo0Fz/ty1TNhzx8BIf1m8U3QP88/maIIH0E7oc9lMV0yp6vzt/f1m0CphSmKcHYzdyJRXXqV9m1rC/9PBimSYc7totWN/ZDRnRs31c6YU5l9/sa5xTkrQzyBDwd6xIzckQFm1dYLA5VGXkFcoxSHOPjaSfkOcZGR8WnGGLoTRnYFeStF/JD93uCnvLSH7JyJWySDnZ/7w+fSvUHgt+UvsAy1ijJc3A8dsZVVKaMS6f6lAvUMD2sfuAcNG6ySMbM9U4bNwdl/Xn976ogzwkC85N//PhJbPwc0CnJMymO/r60aTMzHZ3n6DHPRDjt+wwUL3+mzc3OyZXEKZT8/iiTAvWUm6dk8GPa2/6jSuLk9XXkb2MhT5OFX+B1cUz8rXnbct/7u3pN0GXgMLG7M9kO31GDVtnn0mGQEQua42DZ88b+zVX3CELP8xeN3havXCeZ5Yx9xj99XZeBw2XSlpmZBZo79P3hn65LVc9TkLcyyA/e5wnvsGeieo1NzhC1PB3s6DVNdSy96VOyc0W6oPPdo7hECZ9b5m5a+BwHdQV564U80xoz4yG/PRMi0UxDwGv94VHce5kMMpySaxnw7+Co13DwCKp1kGe4GVPE0kbOTGMbduwWoOoHOTpJcVERwpiLu1CK1J/X/64K8hy4GfJGezm9+pkCd8W6TeAiOdp96KQ132G1hM8xF36rbn3FC5sOa1xljg6AnCQIxD8nu2FZgpVaB8bK08+AsdlNOvYw3Fe7v3atMclwaDagDwHT6fLe+ntovynBHzh6QrLp6dMCa+f1+2ETp4ltf+biFeXeS39tZb95n8v+gWJGYMIiYzb6LTT/ijb5yt6H5/i9uAohfQ36VTA5q+oe/9R5BXkrgzydqGhnpwMVE+EwBj4kJgFL3QLkGGOmOcB/+PhJPK0XOvuDWfGG7vcyeVBXkLdeyNMHY8qxkv7AsDhqch6+TsSyz/1hmXugTPwo3e+/FgrpD6cui8mntknyXIyG4UrFHz5AH5rGwZIqaIbLPQ6PEODSu7wqiFUFed6Xy436BV9HQWGhOMgNHT9VIM5zBHXfkeMReOOWTARoQtCv9T5v+UqJt6ZWgVK8fnJA1S8Xu6EzF1X6Y2eUXlBHDwBjJXlOEugTsOugo5gM9Pfgb7YHn3nazRPMyFf2fNm/mdKVPgTmeo5zgkL7/4RZ843eOLliPH/ZOn3tv9nPqNlg+CQXqWGOBvaRr12vyp6vIG9lkNcPzHS2I+QvPX4Bwp/nhh84J+p5xkrPOHkZtNnqy5jyW0HeeiGv/570yyDk/cJfGfrDkH2e0h/yi4olLr4m+oO1quvpHU4bNm3bTClK2/jAMRPFmWvC7PkSMseFYsIeP8WwidMNCWA4ADbp1EMc21he27h8KAHMxUjWb99lOM5FZ5gshuUIbcLuZexrvE9KxqFjJ0VDQAgRWsxYx8Q21DBQja9XfVOyZqw+y9G0QLUuy/UcOkpy6DN8jVoC2vFbdf+SMY3hdpS4tXqy3JrN28FlbRn/z+u1c/NXrMKAzxoCetbTD4Ex3uWFnxFOTNyybO1GUS9L7Hf9ZmIvLwsJZuZjVrebEvf/dULZytbpn/yb7T91/pLPOQOGoU3PAWJOYapkTjC5IiHXPqDpQ//N/8k6GvssBXkrhTw9qinJUzXPvTbYjzrkjbTsPLHFm5uzXrungrz1Q579gQmP2B+Yzlb7dsP3exn6w+RjFw3HtfOm7K0V8hzUKM3TTs4lQJlWlA5vXAjm7oNQsdMT8IyxZgiUfhCkvZsw56pw2laiSv8oaWUZKqUdpzNft8ElK4txACfwVm3cJqFzNBME3Lgl4WV8JlXPzGq3bO2Gv6nI6bTF9eSpMeCkhJMT5kOnNiLq2XOx4bt6nRfo67PMMQ86k+xo9eGeCXOowfjw4aOkxNXOPYmIBFdK47vSRECfhCeRUbLATdlkNrwnJyMe5y/KojxcYpcbc/Azi5/WXt/92VRi57lWAEPZrB1iWr1rcj9l/hKJrLh9P0QcGbmW/NWAYNHM0BxEXwpqceh/UZPPtcS9FOStFPL0lr/w6IWksD0SFCaDN6W0yUcviCNe5Ltkk3OTlx34FeStH/LsD/TVoGaHSw/zG7I/jHc8L0ur0vmSkRdlv60pf1sz5DkIMmaeS7fSkYse78xKR5W5m7cvuHCIHljaoMmY8Z0Hj4idnLbyyjZmt2PGOK0s9wT98nUbwcGez2TMPheVYf561qUiGzhBT5stQ/DojU1o3A0JE1u348mzojbXq/j5LN5r1JRZldZRqz9zATBzHcsRxnx3LrPr6XtR4vMp3bMOPD9o7GQxG2hltT1DEHmd9mxqG+goRy1FTcTJ8762tjGD3e7DTjKJvHM/BMzFwO9+7kKJOYTrJVizs52+vRXkrRTyXFyEWc3oXLf90l0ZvPvuchPbPJ2seI6hUqYM4mXLKMhbP+RHH/aGf0QM6IzJhWr4DfvsdBUbPOP4GWpp6gJFZfuDtUOeAxjBRTBxAREuBtP9sw3X0lJnyTNHSzpYJrKpU0mInn6gpaRO9f2Q8VOlLBPt0Pygv6YmfvP9ud45s/7tczyOuctXgiF+9AGo6v5MPkNTxY79hyST4GSJ26/YcbGq+9nyefYvflvG9TPp0biZ82TlQy21sS29m4K8lUJ+opOv5K+//PilxMtzIO6/2x0r3AMRGZ+CQ4FhoOd12QHalL8V5K0f8hOcfOF2PwJXn77C0s8LEVG65+/ohFRQ20P7vCnfv2wZW4C8LQ2yX6OuBDbD+WgqYCghnd+qqgeT8TA98NY9B0SCL6thqKq8Om+dGgsFeSuFfNmB15J/K8hbP+Qt+f3L3ltB3joHa1MgSsmemePoZFdVeTr8GXNdVfdR562r/yjIK8irOHkL9AF9Klxz09qWhbCl/1aQt65BWkFTfQ9z+oCCvAUGeHPS2lp6AC/v/kqSV5K8vl8oyCuomAMVVda6+o+CvIK8kuQt0AeUJG9dA50Cj/oe9toHFOQtMMArSd6ykvETrtndqLmsSKaHqbX+Vup6BRh7BYx676/f9xXkFeSVJG+BPqCfcCjIf/2BTsFGfQN77QMK8hYY4JUkryR5BXkFFXuFinpv6+r7CvIK8kqSt0AfUJC3roFOgUd9D3vtAwryFhjglSSvJHkFeQUVe4WKem/r6vs2A/k69Rvjqt81m9gOHHLEv3+ug5YzVtnE1mjETPxet6FNtC37wGHHo/itTgObqe8Rp2P4vx9/t4m+wD7beNRs/OubH6tMnvJjg2ao37Kd2lQbqD7wD/SBOs1MWwzHZiD/r29/xg+NWtvExlWcvvn+F3Tr2dcmtjbtu+Bf3/5kE23LPvDdn81sqn3bduiCf3/3s030BfZZ1tcYyP/RtDX69B+gNtUGqg/8A32gY/deVU68y9Oi2Azk//N7wxrJy61P+mGp320XbkGjZq1sJsTr4aPH+ObX+jbTvu0Wb7O5ELo/Gza1mf4QERllFOTLG1DUMetS1arvob6Hgvw25xqHm4J8zbepfkKmIG9ZnwcFeQUGNTmoPX1AQV5BHkqStyw0GSevJPnaM2gqAKpvaUt9QEFeQV5B3gIRFmW96xXkFRhsCQyqrrWnvyrIK8gryCvIl/IXUOr62jPAK1irb6kgryCvIK8gryBfV8FATQhqZx9QkFeQV5BXkFeQV5A3KTxLTQysf2KgIK8gryCvIK8gryCvIF9L+4CCvIK8gryCvIJ8LR3glaRt/ZK2pb+RgryCvIK8gryCvIK8kuRraR9QkFeQV5BXkLdLyH9fvxm+q9fkH4Xbd/Wags81RXr7oUFzfPvnP1tfU+ppzWXY/mzH6n6Db+s2Bstys+b3K69udgn5Htuc0XO7i2z6TGraMZ7XH6/ub3vPeFdR+/b43Obmtq/KeGfZ5D22EkLHAffXpm1Qr3Un/Nm6o1HA5uBet1VHNOrQDV0HDkfbXv3RuGN3/NGiHX5oUDV8tWfyeX+0aI8fG7aoctAnVHhtk47d0a73AHQeMBSN2ndDnVYdKoUGgf5L41ao37YzmnXuhe5DRqJF197y9y9NWingGyF583v/2qwN6rXpjKadeqBj38HoOXQUOvUbIn2gTssO+K6SidOPDZqjbqsOUrZD38Hgxm/H7/m9jQDfLiHff7c7xhz2wchD3qVgPvzAOYw7ch48X12w66+3d8j331XSvqMs1L4K8gryhG3zLr2wbM0GXPIPhIfPxRLQVzJg/1C/Gdr1GggXLx/ExL1BUVExCgsLEfXsBXYfdhL4ViYp85kN2nWBw/pN8LpwGfscj6PvyPGVQp736zFkFA4eO4nnL2PkeQWFhXjxKgan3b0E3hXBgpOAyXMX4ebde8jIzMSHDx+Qlp6Om/fuY8aiZQKf8iQ3deyLHZ6TOIe/NiPg+k0kpaSi+MMHfPz4Ub7D6zdvcMLZTSZN5X13Hus9fAxOurrjVexrFBV/7i/PX8j3bNG1j01MtOwS8n+dv4m4lAxcj35dCuZ3XrzFu7QsOHgGlTquB7gxv+0d8uu8b0j73nr+plQ78u+3aVlY5RVc6rgxbaq/RkHeviFP6Z3wu3HnHvLy8lFUVISk5BSRlAni8iBHia738LG4fe8B8gsK8D45BecvX8XVgCC8i09ETm4uvC5ckgA6whEAACAASURBVGvKK88Bf8Ks+bh59z4ys7JQWFSEe6EPpR7lXa8dGzBmIi75ByA3Lw/xCYkCm/OX/fA2PgGEPd+hU/+hf5Po67XphCWr/0JKahry8/PxJCISbt7nEfrwCTIyMvEuPgHrtu1UoK9CmvcLuo70jExp7+u378LZ8xy8L17Gs5evBNr87vdDH6JRh+5/+wYjJ89A4I1b8u3Y3pevBeLCVX8kp6RKv/O5dFW0QeVNELTvbw17u4M8VfJ7/B4gIzcfV568NMCm1w5XxCan401qJpa5BRqO6+Fi7G97hjzbd9eV+8jMK4B/+CtDO7J9X75Pk/Zd4WHeJEpB3n4h32vYaBx3dsPrN2+Rmp6OxKQkFBQUIj0jA007/n2g1gbZ7oNHyuCemZWNsCdP0WXAMJkUNOnUA1PnL0HIw8fIys7BKVcPtOzWxzBR4KSBf1Oai3kdJ5MBPpOSdeijJ5g6b4nhWu1Z2r5Nz/7w9L2InJxcBN68jVFTZ6Fp555o1rknBo+fjJjY13LO7dx5tO8zyHCfnxq2xNQFSwVMqWlp2L7/EFp17ytq4pbd+sLplDPiE9/jZUwslq/daCinPVftv0jyG3fuxewlDug2aIRoTRq274rGHbqL2n7Fuk1IT8+Q7z5riQP+2+TLeu29h43BuQuXkJmZJaDvO3Ic2Ff4/Qh/9gX2pSMnzqB974FW/Q3sDvKD93ri+I3HSMnOw9k74QIh2ohHH/ZBQkY2nrxJwryzfgY4GQt2/XX2DPlBez1wNPgRUrPz4HI3wtCOow/5iJbk6dskLHD2NxzXt5uxvxXk7Rfye48cE6mdqm/+piqWklplkKfdfNbiFSIVv3kbL7DVS/x/tuqIsx7nRDqjxMwBXwMlbd8ERcL794iNeytq/Z0Hj+BpZFSVkF+8ah2iX7xEeFQ0Fq1ca4AInbho0z3p4i5SIiXDcTPmgfZfPpfAP3bGFVnZ2SI90mdAqw/3Y6bNkUkJzQ2U7mmn159Xv79AvknHHiX28zLOjvz+9MmgpE6tzKFjJ0H7vNZ2qzdtk4nkwyfhmL5wWSnfC/pJUBuTnZOD5y9fYeLsBYZyWnlr2tsd5Glz9wqJwrv0LOz1fyCwofS54Kw/krNyERT1GtNPXDILQvYM+bFHfODxIBLx6dnYfy1E2pGTqPln/fA+M0dMJDNOXjarfRXk7RfytIfvOeyECbMXiHQ7ZPwUUNqtDPKUqI+cPCNSuH/QDfy36ReJjYPx0AlTRW1eXFws0tmxs67i8MZzPzduJRMJStM0ERCo0xcsxf2wR5VC/pcmreHu7SuSuus5H3TQSer0DaD09zQiSlTGtBHvOuRkgPXEOQvwNCoacW/fYdnaDaUAwgnL1r0HRcrnIkgPn5ZAyJqgYit1oRNd0K07YjZZu2UHfm/eVtqaDpL8drm5eXA9dx6U/rV34uSg2+CRMsmjmYhapG17D4qvhnaNte3tDvIzT16Gf0QMXiWlY433DQPkN1+4jbScfJkAjHc8bxaE7BnyBLhf+CvEJmdgrU9J+9KrfpPvbZHuz4VGY4KTr1ntqyBvv5Bv3aMfmnfpbZB6B42dVCXkh0+aIbb0hPdJ2LrngGHA5mBcv01nkahfvX4tKvjCwiKR7tp9VsHSKa5drwGiptUkbUpuVUG+Y78hYuvNzs4RTQClP23wr9+2C/Y7HRdfgjfv4sUJLODGLfQfPQE/N26JNVu2C2AePQ0Xb26tHPfDJ8+QZ1OzQJMBbfbUaOivUb+/SPIVtQVV8+NnzhM/CWpM+o4Ya5DWh02chjsPQpH4Pkm+nRZmSdt7nRbt4ezpLZPKpJQU8e/wvngFNCNV9KyvfdwuID/2yHmsOXcd2y/fhfPdCDxPTENiRg7c7kfKsZ1X7iEgMhZ5hcW4/eItjgSFwcEjCGW9w41VJ9sb5Nm+qz+3L00gzxJTRWp3/9y+O67cw7WIGOQWFoHOjUeCHsLBMxhU4RvbpvrrFOTtF/JlB0xjIE91K+3Xz1/FlHKU46C9wGGNeLr7B10Xp7i09AyEPHqM4ZOmVzhoGwP5MdNmIyL6mah8561YZbjXb83aigMfpXSq8WkmSE1LR/Tzlxg7fY54eu91PCZe4EE3b+PnRi0NZRu26yISZmzcG5y7cBl3Q0JlouDm7WsTXt5lv93X+ptOmD2HjhZHSzreXQkIEpW+5kA3f8VqREY/F2dHvemGDp/sS/xedOK7GhgspqPb90Mwetpsw3f6Wu9V0XPtAvIrPYNx7+U7USHTVlzAUIjiD6Kep1o5IT0b2fmF+PjpkziMcQIQGBmLJa4BJkHI3iDPCdHdF28rbF+2cdn2pVlkqZtp7asgryCvDWjGQH6hwxoZjAlVSstaWdq+6d3OcLYlq9bjr227xKHqaWQ0pi1YarhOu17bGwP5ucsc5L6PIyINEwvCpdug4fC96i+hcFTFz1y8QtTy1DJMnb9YTBDHz7oavLe1ZxJAi1evw5t3CQKl8bPmi5Pgp0+fcOHqNdA8oF2r7VmG8eH01P/pczw/1c2UYhl7X6dl+1KTA15LzcZPuomFdq/asmebUEuz/+gJ0YJwQjds0vRSnvW0x9Ox7ta9BxgzfY60K3MddBk4DHfuhyAlNVW+24YdeyS07klElDhvWmsb2QXkaW+nmphSekxyegngs3Plbx67+/IdcvILUfzxI+gYRmnT+W44Zp+6oiBvRGIg2tvp58C2fJWUJu1Lx0b+zY3tScizfcPfJsvfLnfDMee0ae2rIK8grw2oxkCeznkMQ6P6m0lQONBTfU6VOVWyhCpt5tMXLsWjpxEi8S9d89ffoKk90xjIExSU1qn2pVTPsrTt0vZLbcHVwCD83rwd6MVNLQND7OYscxBnMHcfX2RkZuGMu5eUI5jb9hog9Wd8/8zFy/Fn60444HQCHz9+wrXgm6CDmVY/7umNP3DsJMxasgIM46NTGRP49BwyCmOmz5Z70Ot86IRpoHaBbdJn+FiZkIyeNgsd+w2WREP6e5r6+9emrcWzne9g7MZ8BASrqc8sv1wTya2wZfd+xMTFiaROh0i+u/76HQcOIyHxPa5dv4nB46bIOTo/bt17QGzwdHakyWXKvEWireGEYL7D6lL30N/va/+2C8jrVb2HAkPFs94vPMYA8L473QT+6bn5mHfGPM96PsveJHl9+9LZLiUrDwERsYb27bXDRcLn2L7metbzWQryCvLawFkV5DmAr9myQxKghD5+gpbdegs8Bo6ZJB7zEVHPQOc9StkTZs3DvZBQAcDqzdsqHLSNgfzm3fvwLiERwbfuiKRISXrczHkyiWCMNp39WDdCj3/T+W6hw1qJ02f8Pp0JnU6dlWuYcc3x5FmxwR8+cVoAzvffeeCIJPThM5j0hcc4IaDjGM/RA5wOh3w/qpp7DBmJnfsP48RZN+xzPCZ5AvhshodReqekSumU+QIOHT8lddSbC7Q2r+6e4Yq8Lyctxm5zl60UbUN1n1XZ9Q3adcVf23eLR3x41DNxqCwv292BoyeQnJoqkQ19RowTzQejHzhpe/U6Dp37D5U+NGLyDDwOj5BwxsomhZXV6Z84Z1eQ77XdBadvPUVaTh5oL9bgNGC3u6jpY5LSQcc87bipe3uFPNuX4YlsX88HUYZ25CSKgGceAlO1I/pvoSCvIK8NjlVBntc5rN8s6u+wx08Fqo3adxVHPMbFM1aaampeN23BEjx88lQy0y1Zvd4syK/6LMnTHDByykzRIDAGn0l7Dh49abg3wWuQ5Jc6SPw+Pbsp7R93LvHyp38Ak/7Qbs94f4KcDoHURFBd7x98Q1LzctJQMiE4Iwl4mMKV12ptxTKadMxrqbKnFLp49XpJ9atd17hDN2zauRc+l69IxjftuKl7wvBa8A1JIsNwQWM2TmY4ITP1mWXL0XN+/bZdoqWJfPYcDn9tqTB/PSMpmIfgakAwBo6ZKG3OBDp0cly3bZehDRkFwckCwa/3uyj77K/9t11Bfth+L3iHPhPbMZ2/CA5KmZOOXkBeUTFCYuIx5dhFA5z0YKnOb3uFPNuXcGe+AafgL+07wdEXOQVFCIlNwNTj5oUn8jsoyCvIawOnMZCnc9375GQJexo1dSZWrN8okjPVsVRra/eiwxXj2hkDP2V+xUlujJHkZy8tsckzzpp291Ubt4p0TugzGYv2zOETp4GOdITKlHmLJfHOsbMu4l1P5zrW78HDR/jw8aOo85ljn2Wp6nc67SwLC9Emz1A/SutT5i6WbHjMokfthPacsntK6P1HT0RKWhp6DRtj8CzXrqOGgZOIS34BFd5Du7aqPc0BTCik5X43Zs820qIZqrp/Vec50Vm5catMpqKevwAncJW1zapNW8XWfuPufcmvQNMLExox26FeszF/+SrRCjwOjxR/iqrq8bXO13rIMwae8KGn/GKXa7gRHYfXqRmg2p7Hxjv6YtOF2ygo/oDgqDiJ5x558Bz67XIzGfb2BHl9+y5yuSZ5Bpg18HBQ2Of2PY8NvreQX1Qsbb/Q2R/mtq+CvIK8NmAaA3na2ulcxyx5h4+fFgjSq5pOeHonM9rLKWkz+x3DqLRnlN0bA3l6W9O7nulrL/pdk3S6lCCphtZCsnhfOgXGJyZK/nw6eVGrsPfIUZHQn714KTHxefn54mzXsH03g/24dY/+8PC5IHH2tBHzXnSa23XwCM5dvGzQTpStO/8m4KhyvhcahpUbtsqEoex1lPhZV6Z8Zaa3suer8ze1Bpr2gdoEY7by1OjVeab+2jlLHUCzDDUmdHZkgiP9+bK/KZXz23G74OcvURBMvjRy8kwwkZF2/aZd++T70kGP2Qy149a2r/WQJ+CZM53Jb5iMJa+wCEUfPor6mMfo+U0nsU+f/ichXrwm/G2ShIRVR3rXX2tPkB+63xPXo+MM7cswufLb95OhfSPeJWPt5xwF+nYz9reCvIK8NpAaA3mqi7moCzOb0dZNqYwL0lC1TQDxXr+3aCc2cC4Cw9A1SrLaM8rujYF8h76D8CDskTyTZgE6ctHBj3HW+vtRhU8nOy1Onslu1mzejoKCAknS8j4pGQmJSeIwp5dsOYkgXCRO3rEkTp7pcv0Cg/HXjt347XNiF/2z+JsTDNrI3b3Pi92dDnwVAZXPoFPfqGnmAYwpZZmfgGYIYzf6J9D5rmz9q/s3V/278yBE0h/TL6ChLrFNRfeieeTug1Dk5xdI1sG38fHSVmUjGOg7wckiVfkqTl43+6moYSs7/s1v9fGf3xuaJFkP2eeJ8w+fI+x1Il6nZAjkaR8Of5ckx5jGtgTyn0Cb/OO49wiONj28i6CyJ8gP3ucJ77Bn0paxKRkC8oy8AkP7Pn7zHinZuSKZ6Nt3ubvp6wMoyCvIa+OFMZBv0a0P9judENU2M5Qxdz0z11Gi1O7D1cZog2WCGcdTZyQpjXau7N4YyFN9zsVQmN+cHvBMn0ovd00S5OSC6vUn4ZHiPEfPbUrMPE4HPfoGMKMd8/Nv33dI1MRa2f/UbSKL07x59w6hjx4bQvSoEqfkzXBA3rtsvfk3l7mlGv7QsVOiQtcmOeVdS20GtRA0N5R33thjvA8X6Xn7Lt7ojXVsXgPpeo+cOC1x7b5X/NB3xLhSPgoV1Z8hh1ypkImRODHkCnbUfOiv5wp0jNZgf2LaY64YqD9vTb9rvSTfe4crpp24JGp4OtslZeWK7Z2QYegXk7IwbI7/iExzS5UzncOG7vcyaVJhb5CX9j1e0r5u9yNEW8IJlaF9PYKkfWlTpOe9tO/pK2JCMVZyL3udgryCvDaIGgN5quRnLlou0hyhe9rNs9RgTyAyNSm94TlwcxlX7f7l7Y2BPMvNX7EKUc+ei0TIXPRc9167H227DO2jgx1Xpxs3Y67BLi5peE+cEcgzIx5D4fQw5tK1XBGNUiRT5mrqdIbR0Y5Pz3rNdq89j3uuSe+wYYu8P6V5/bnyfjMjHJO+DBgzqcpryyuvHeP664PHT5HJCFMDG7PRIbGiiYp236r2VMszNwLTFa/bukPMGVWV4XlqNuiYx+VluS7C0dPOpcw6PL/roKM4EPL+zFmgd3A05hn/5DW1HvJ6QDhdfygQuvjoBQgnnhtx8Byi4lMktps562lj1pcx5bc9SfL69mGmQJo7Lj95aWhfmkvYvvR5mHnqSo20r4K8/UJ+wOiJAs8FDqvBjaFgVL8zzpxqbtq4tXOMide8yensRdU4Ic8EKFx5rn3fQegzYixWbtiCR+ERoGqcXt3Nu/YyQI155hlGxRh27b7HzriIV/rruLc4ftbNcJzX0Ptdeyad5vhM3pdJVFg3LopCgC36vHgNQe146mwpB0DG8E+YPV8cAAkZhs8NGD1BkrjQ9nvGw0sc9ejwRQc/zYmMcfAbd+4RT3Z6zpcFCcsyJevydZukjizHrTx1PZ3luNTtrXv3azyUrWy9LPE334naGppJKMBRkudEbtOuvX/bKInTMY/OjFpdOAliNkL6aNDhjrkJmKqYTooMl6N9n06Luw45lvp2Wnlr2tsN5LlICtPYUnXscq/06mjMgsfFacaZmbNeA549Qp7tywRCbF99eCKd7LT2nWhmznqtfRXk7RfydCxjylF6SXNj7DLt6NxexMRKmJl2jo5j2vKhlOo4QaBTGvPJc5lYLj5CdTQHbN6HMdz9Ro0vJZWxHB2suBCMdl+uLU5nOG5ci147zphpSueaBErpjhIsHeR4f0p9lLR9Ll0Rpy5OTGijpj1X77VNQDTq0E2cxLgqHpdDZepVF08fydDHnOlM2kOpXJPiWYYmAj7vSWQUxs6Yi1+blVbZM8qA2dm4tC1t5NrGxX64Kp4GJgKSsfOczHDSo9ciaNdY+55tTxV7YlKymAqzsrLFH4M+GWU3xsQzX4A+odBPjVpgxKQZkkuAjpFsbyYp4mSB/YVluIpg9yEj8WPDmk7a88W5ryba2W4gT2/5i49fSHgXJU4Cg1I7Q+aKP3xA5LtkWW5WA4k5e3uEPNvX9+FzWRNAC59j+050uoDiDx8RGZ8C5rg3p121sgry9gt5OmTRXkpQVbWNnDqrFDwJUqq6Tzi7Sd5xetHfDQnDlWuB2H3IUaS0smpXDvaUlk+5eVT5vNPunqKKJmy1wZn34+SCGoerAUG4FxImDnlXrgXJcrIMdaOznXa9fk9veYb1cWJAtTnj/LnnOufzlq+S2Hj99YQxU9UykQ0nFlyYh86F2jtxAkAwlW23xavWSwY93osr9HUdOEy8+inJctKjf4at/GZbNO3UE44nz/ztfcu+P00eDEes26pjqXdlAiOaSngPv6DreBD2EPfDHoqphAlzmIdA09pYc7vYDeTHHPZBcNRrvExKx7ZLdwU2fXe5Sf505qxnLvURB87VCITsEfKjD3vLIj90rttx+XP77nTDYtdrMpNm24885F0j7asgb7+Qr4nBlCr4Vt37yaIiQyZMlVSnWm73mrh/effgBIOOcUwjy+Q4/K13/CuvDI8RVlQj9xo6Wmy/XFiFKWo1cJctx+sbtO8qkN/ndFwmKEzZW1ZTULYc/27WpZe0yY79h8QOTZMGnfzKu9aejnHSRj8JfjeuAsgoBs1EYgvtYDeQn3jUF14h0bjy5KXEy1Mq7L/bXVabi05IxeHAMAza61EjELJHyFMV7xkShatPX2Hp54V92L50wOOqdNSe0BNfk8bN2SvIK8jbwuD6NevISQRtxx7nL2DRynVGhY4R6k5nnLFt30GR4CvSMHzN91LPrr4q324gbw5UqlvWHiFf3TYy53oFeQV5NdgbN9hTsv+xQQujJE9GIdiShKr6gHF9QEHeiFXWqgskBXnnGpHYK2p3BXkFeTXAGzfAq3ZS7aQgryCPh48e45tf61sUzBUB25TjCvIK8gpeCl6qDxjXBxTkFeQV5P9nWWiGh0fgz4ZNJbkJs5hZ+xYRGYV/ffOj3TtcKYgYBxHVTtbdTgryCvIK8hYGr4K8dQ+CClLq+9TmPqAgryCvIK8gX0q7oCR5Bb3aDD17ezcFeQV5BXkFeQV5MxfRsjdwqPe1nYmggryCvIK8gryCvIK88sGopX1AQV5BXkFeQV5BvpYO8Erith2J21LfymYg/+9f6qLlrDU2sTUaOQt/1GuMgMAgm9iOOB3Dv3+uYxNtyz7QeNRs/FangU20LfvA0eMn8Wud+jZT32MnThnlXf9j/Wao17Kd2lQbqD7wD/SBP5q1NknbYjOQ/9e3P+H7Bi1tYvu2TmPYVH3rNrG5+v77u5/RqWsvm9hatesEW6uvMSF0HHT6DhioNtUGqg/8A32gU/cvSyBXR+q3Gcj/5/eGNpOshRnv/vNbA9up76KtKhmOBVX2KoROqUyrMyira1V/qck+oCBvIZu8grzlUtuqjHeWTaijQugUZGoSMupeX7c/KcgryKOtkuRLOZ7VdEY6Jcl/3UFOQUa1vz33AQV5BXkFeQuq6jlhUJBXkLFnyKh3/7r9X0FeQV5BXkG+lCZDqeu/7qCsoKjavyb7gIK8gryCvIK8gryKkzcpPKsmYaTuZZnJjYK8gryCvIK8gryCvIJ8Le0DCvIK8gryCvIK8rV0gFfSsWWkY1tqVwV5BXkFeQV5BXkFeSXJ19I+oCCvIK8gryCvIF9LB3hbkjhVXS2jdVCQV5BXkFeQV5D/hyD/Xb0m+L5+M5Ok5h8aNMO3fzYxqawCaAlAv6vXFD80aI7v6zWtdjuy7I8Nmle73Ndue7uEfI9tzui53UW27jrI9/h8jOf1x6v7u6bT2lq8vjWcDMfS9VUZ71TGOw6cHHT/26Q16rTsgD9atq8WADnQ/9GinZT9uXFLfGckPHldyTPb47dmbY0a9Ann35q3RcP2XdGqR1906DsY9dt2lufzHSqCAIH+U6OW+LN1RzTu2B1dBg5D00495W/WWQG/asn3+/olfaRuqw5o1L4b2vYagG6DhqN974Go37YLfm/ertJ21PpYw3Zd0bpHP/QcMkq+Bb8JgW8L38AuId9vlxtGHfLGiIPnSsF82H4vjDnsg3673Usd/9qQr6q+/c2tbw1DvqL6Dv3cvubWV0FeQZ6Da9NOPbBk9Xpc9AuAu/cFgZ8xgy4B323QCJx298SFq9cwY9Ey1GvTqULYahDmveu17oTl6zbC0/cS9h45hr4jxlVZrtvgEdjvdBzPXr5CUVERCouK8PxVDE65eaBJxx4yWdGeod//0aI9Js5ZgBt37iEzKwsfP35EWkYGbt69h2kLloDn9der33+HfusefbF83SZcu34Tyamp+PDxIz59+iTfIDbuDY6ddQEnABX1myademDlxq14ERMr7c+yWdnZuHH3PgaMnoifG7W0+m9gl5Bf73MTscnpCIp6XQrmt56/QVxqJhw8gkod/9qQX+d9Q+p7Pbp0fW8+iyupr2ewefWtYcivNdQ3rlS9bnyu70ov8+qrIG/fkP+1aRtMmrMQQTfvIDsnF4WFhXifnIwmHbtXCEwCkFI4obr7sJMM+PkFBVJ2696DaNq5Z6WDNSEwbuY8XL99B+kZmSgoLMS9kDBMnruo0nL9R0+QiUROTi7iExIReOMWfK/44218AvLzCxB88w469R/6t3pz0rF41TokJacgLz8fTyMj4eHji9BHT5CekYG4t++wdusO1GnVodLn2zv4rwQGIzUtHW/exeP6nbtw8fKBz6WrnydcxcjOycGdB6Fo1KHb375Bm579cfjEabkmIzNLvvfla4HIzMqWfvMy5rX0w18at7Lqb2B3kKeafo/fA2Tk5uPq05cGCPXa7oqY5HS8Sc3EMrdAw/HqAp7X16S6nvXdffU+MvMK4Pf0laFerO+rpJL6Lnc3s741CHnWd+eVe1Jf//DS9X35Pg1vUzOxwsxJlIK8/UK+59BROHrGBTGv45CSlo7EpGQUFBQK+JpWAnmqVymx37kfIoM+B+rEpCQUFRdjx4HDaNa5/GU8qa5t2bU3jju74mVMLAjr90nJyMjMFOBOnbekwgGe6l0PnwsCiaBbdzBm+hy06NpbtmETp8k7EDIunt6iPtaA/FPDFpg6f4mAPDUtDTsPHBE1MycoBA/fPz7xPZ6/jMGyNRsqfL52P3veb9y1F3OXr0TPoaPRslsfUbXT5NFlwDA4bNiC9PQMkcxnLl4hZhh9W61YvwkJie/xODwSU+YtRstufdG8Sy/0GDIKj55GIC8vTyYB/Cb6ctb22+4gP3ivB47feIyU7DycvRMu0KQNefQhbyRkZOPJmyTMP+tngOnXhvygvR44dv2R1Nf5bun6xqdn48nbJCxw9jevvjUIedb3aPAjpGbnweVuhKFeNI+8S8vC0xqor4K8/UJ+z2EngeyLVzGiAl+1catI1pRuK4N8v1HjEXyrRAq/efc+psxfAv+g6wLtyiD/S5NW2LBjt0D19Zu32Od4DLsPOeFpZHSVkF+0ci2in79ERPQzkcr/27S1wIBaAfoQnHL1QG5enkjrY2fMFYcwAqJd74E4etpF4HMlIEjMEnpwjJ0+ByGPHovq3/XceQGP/rz6/UVtT6DTZ6OssyMnb10HDkfgzduiuj949KRcp7UdVfhHTpyWvnXG3VP8L7RzLLtp1z7ph9eCb4raXjtnjXu7g/y4I+fhFRKFd+lZ2Ov/QCBE6XPBWX8kZ+UiOOo1pp+4ZIDT14b82CM+8HwQBQJ937UQqRcdBDkRSWJ9o19jxonL5tW3BiHP+no8iER8Rjb2a/Xd5iz1fZ+Zg+vRcZhx0rz6KsjbL+Qd/tqM/Y7HRU1OSXnI+CmgtFsV5Cl97XM8LtIbbam/NGkNd29fAWllkP+5cSus3LAFOw8eEema0uD0hctwP+xRpZDn/d3OnRcp3s37PDr2HWyQ9n6o30xA/jg8QjQJtLXvOuiI5l17yzUTZi/A08gokeRp/9eD48eGLbBlzwFRP3Pxo4dPwjFtwdJS1+ivV7+/AL9sW9ABMujmbTG9rNu6cZXqIwAAIABJREFUU5zwtGvokHfo2Cnk5OTA2dMb/GbaOe7XbNmOhPdJuBoYjH4jx5c6p7/OGn7bHeRnnrwM/4gYUXXTdkyIE/KbLtxGWk6+TADGO/qaB82FW1BT68kTiH7hMWJKWOujq6/vbaTm5OFcSDQmOJlZ3xqEPCccfuGvEJucgXWf68tJyUbfWyLde4dGY6KZ9VWQt1/It+nRHy269jF4tQ8aO8koyFMy46Cud1YjfOlEVRnkGWrVvs9AUedr4VMTZy+oEvKE+r3QMIH8pp17S6mC6Vm/78gxkcTfvotHYWERAq7fRL9RE8SRa/Xm7cjJzROVcMd+Q0oBhGr+e6EPkfD+PWgnTk5Jxd4jR0tdYw1gsfY6cBJGH4t38QnIzs5Bv5HjwAmUVm9K/qs2bZN2Dnn4GKOmzBLnPNHCtGiPC1f9pf13HTxi9ZoUu4D82CPnscrrOrZeuiMq+meJqaKad70XIce2X74r4M8rLAad7w4FhGKFe5B44H8NSZ7S8CqvYKnbmTvhYH0TM3Kg1XfbpbvwD49BbmERbj9/i0OBYWLnpkrcpPqaCXlGJNCZju175vZTPEtIBaX2v9W3oAi3X5hfXwV5+4W8Nghre2Mhr12v3xsDef312m9jID9m2mxR09NBbv6KVQZ4/NqsDcbPnAeq/qnGpz2ejmFRz1+IzZ4TAHrtF3/4IFKm3nu7QbsuoHo+Nu4tvC9ekUkEvfX5HhV5h2t1VvsvEj0BTs2O5/mLyMnNhV9gcLkhmIPHTcHVgGCkpqeDZpMJs+aLP8XaLTuR+D4J90MfYvik6aAPhTW3r11A3sEzGPdevkN8epZIkwXFxSgs/oCkrBw5RlV4Vn4hPn76JA5jBGpgZCwWu14zDZpmSvIOnkG4a0J9l7gGmFZfMyHPaIQ7L95KW9LXoaCovPYtKNW+QZGvsdTNtPoqyCvIa4OqtUJ+7jIH0G/gSUQkJs8r8cBnzDbtwOcvX0VaeoaE4s1askLU8pTM6dzVqntfHD/riry8fPEC196TEKeNn17iVBFzonHKzVPCwRgGSMlUu1bbswxD/v5s3ckAIi3uu14bxumXzi3Aa+nV/1Mj64aW9n6m7NkmbXsOEN+KlNQ0hD1+ghGTZ/7Ns573rtuqI+Y7rAbNKnSQpB8EQyEJ+IdPwzFvxSrUb9P5b+1uSr0sWcYuIL/Q2R8+Yc9w79U7xKZkCOAJI/7N7X5MPHIKClH88SMi3yXLMUqhc05fMQ2aZkKe9fXW6pucLvWlar7q+l41rb5mQn7BWT9QDS/tW159X71Ddv7n9o1Pkevc7kdg7hnT6qsgryCvDYrWCvnVm7YJvO+GhIJSPevLhCprNm9HWno6/IKuSzKc3sPHgKFYubl5mLPMQSYB7j6+ogo+4+El5Qhmmilof4998xYzl6wQGB84egIfP37CteAbEhqotQn39OLvP2oCZixaLo5hDLWjyaL74BEYNXWW+BXMXLQcg8ZNFqcywq/P8LESEjZy8gzx9tccBfX3NeU3kwcxpwF9KIzdqNFgPgNTnldZmWade2LTrr2IiXsjfg/Ms8B3r6gMvelpzikoKDBkhSwuLsZf23dLMp2KylnTcbuAvF6FfTAwFClZeaLu1o733emGmKR0pOfmY56ZnvW8Z02G0B0ICBXP+msRMQaA997J8Lk0qa+5kQBSXzMhr7Uj93QOZPsGRMQa6ttrhwtevC+pr7mRAHyGgryCvDaIWivkN+/eh3cJieLRP+yzSpce9JQAmQiHtnWRKnv1l5htOt8tdFiL3sPHiqRPZ0KnU2flGnqH09ObYXuOp86KtM/3Z2hdUVGxPKNtr5IwLt6Tmd227z+Ei37X4HTaGUMnTAVzCzD8cPdBR/Hq5wSBduVnL16hz8hxklmPWgYC0OfSFRw6fgqDx02uEame4WqEIqMJjN3mLHWocSmZEwc62PGdI589lyQ3lWU6ZPw7ozKcPc6J3f59cop429NEcuyMiyRU0ptTtD5pbXu7gjwd7E7deoK0nDy43480QGjAbndR0zNOno55emiZ8rumIM/6nvxcX48HUYZ6MaMc4/yZ0GfWKdO0Dfr3altDkGd9GZ5IB0ZGBGjP4CQqLTdP6ju7BuqrIK8grw2k1gp5Om3RHs9sdSOnzAQd6E66uIujHAGq1b/7kJESf89QOkryBCIleUr7VNvTu3/ohGki6TMunrZkSvZ0CGSUATOwUZJn2lsCvk7L9hK7fSUwSJ7Ja7VnsYwmHfNaqppfxcZhyZq/RDWtXde4Q3dwkkLY9xo22lBeO1/dPd+fSYD4TsZunMwwkqG6z6ro+t+atRHAc4LFsEZmsSsbVqcvy3MDx0zCJf8AiYDgpIBx9Zx4MccC251mF7ZPWc97/X2s4bddQZ5pa8+FRks42pGghwIhSpmTjl5AXlExQmLiMfnYRQOcNEhVd19TkGcaWK+QaHESdAz+Ul9609PpLiQ2HlNqor41BHnWl5MR5htwuv5I2pHgZ7RCTkERQmMTMPW4+e2rIK8grw2e1gr52Z9t8lSxU2XOMDw62DFGn0DW6k+JnulVmdymJOFKHxw76yoOYV6+l0Ttfj/soUCFSV206ACGeFFKZxjdBb9rMhmgtD55ziLJrMcsepVBjM5ifUeOlzS5vYeNKeVZzroxVp/250t+AYa6anWu7p45/glsTnSM3dhGem/36j6z7PUOGzbLZIqphZeu+avStmFZJrhhdjxqWMKjog2ZDbmWADMkMs0w297Vy0cmZmWfZ01/13rIEzKEOz3PF7lckzjtuNQMHAoMlWPjHc9jk+8tFBR/kHNUfzOnPaXl6sJdu94cyJetb3B0Seraw7r6MhyNzm2MOWd8v9n1NQPyperrfE1SBTNr4OGgMGlf5iXYcP6mTKJusL7O5tdXQV5BXhtErRXyoz971zN9LdXihDulQTpr6aXrhQ5rBMqadz0d4hgSR7hEv3gpMfF0wqOzXeMO3Qz2Yy2bHjP2uXn7ynGWZUiX98XLlaq6Cf9O/Ybi7oNQMJkQF+rR2lPbE7CcVNwPDQPzt2vHTdlTayDah/rNBK58flWbvo1Meaa+zOwlDpK86GVsLJjF7r9N21T5PpT0Ofnitn77LjFnaPfkZOrQ8dMyaaMD5dxlKw3fRbvGmva1HvJD93uCOdMJnoSMHJGAiz58kBhzHnubliVJcKh+obQpWeTevJeQOw3a1d2bA/mh+zxBsJfUN1vqVLa+TIJTtr6rz103fVJiBuRZX64BYGx9tayCa7xNr6+CvIK8NohaK+Q79B2EBw8fSQw81buU1E84u6Fuy9K55qnCZ7w71dnMc0+4MtEKHb2YrpcJV7j1orStc0QbNW0Wbt27D3qI73U8JtCiU9nVgCBs2LFHVr3T2ki/51K3nQcMhYuXt6j1OTGoyC5Nh0Eu7EJHPf09qvubtv7Nu/ZJuCBDBo3ZFjisRoO2Xcx6LuvJVedu33sgHvHMUkd/harqz2/A70LbOzPilbcIUfMuvfH4aQQ+fPiA7fsPy6qCVd33a52v9ZAfss8Tvg+f42FcIl6nZICx8HSwi3iXLMeYZpWe64Qmne8ev3kPLgSzzMTwLk4IzIE863u+VH2LkJFXYKgv09ga6pucgSef62tO/npzbPKD93lK5MKX9v17fVM+ty8T5JTUNw4rPEzPt68gryCvDZjWCnk6bRGkBDw94JlZjXX99vO69ZRuKVEyLzqd57btOyge6DzOOHo66FEdTBU/Hexom+c57b3pQEabf+jjJ5jyOUSPKnFK3vQYp7SpXavfU42/1/EoDh8/JQ58+nvqr+NvmhLovDdz8fJy71X2+or+5n2o9mf4n7EbTQVaBsCK7mvMcfo/0ImR2pS+I8eV0qJUVJ7mBXefC9L+XhcuyeI1Za+lpoETMy6OxGfQC7/sNdbyd62HfO8drpJGlWpi2ospBYfEJshKczzGpDPhb5PkH3GffwgYaz7n9FVR8VdXgteuNwfyrO/0E5dFre3+IFLqS1s2Y9FZXyad4cTkw8dPkjbWUN8DXl9Fki+p7yWpm9v9SEmC8/B1IhjrX7a+jBSQ+p65iuFm1FdBXkFeG0CtFfKsH6XRqGcvZLU5OtHpl7OlVzZT1tIRLT4xUbKvaUlV2vbsD8eTZwQyhOKgsZNLAb774JHiEMZELkyOo62gR7X6uYuXsfPA4VIpWrW2oqTPtMBcYrfbwOFVQokZ4YJv38HAsZOqvFZ7Rnl7OvIR9Ey/a+zWa+joCicq5T2jvGOcaHGNAYa8cVJE7/ryrit7jM6J9J7nKoV0nGRSnLLXtOs1QEIaaS6hkyIjIMpeYy1/13rIa+Dl3un6Q4HQxUcvQDjxGO3ZUfEpEotOuNLGrC9jym9zIK9/Hp3tmDnu0uMv9R1+oKS+9CFgytsaqa8Z6np9fY8EhSExMweXn7wEw/x4jv4QkfEp4vPASICaqK+CvP1CniFN9EKnvZgbF6zhynAEHu3LzC6nnWMaW82bnKBhxjLtHPeUevPz88HlQ5lKVjtH9bQGBHpOM5adSWu08/SwjomNE3stYaAdn7XEAV0HjTA8k2uZn3bzBEOvbt17IPZ4es8zVn2BwxpEPXsu9T562lnixzUoEE5cR54OX8zJf/j4aQnloup5xOQZkgSH6v8nEVGYs2ylwYmMK+0xhS4X3tHqr92Te77XWY9zWLF+s3iEa3bx8tT1zMxHjQBNAvVrQG2ur8c/8ZvvRJU624maFEYKEMYM5fv7tksmP5TgtbrNW75K2p9pg+lFz7/7jBgrpg5qNpjPnvZ4rjHAfsW21Mpa295uIM+V5ihppmTnSrpVDU6jD/lIFjwepxOedtycfU1AnvV1uRch9WXiGK0+dCDkCm+sr7k567V7mqOu1+7B+nKVPNZLH5448uA5Q30nOl0wvIdWzpS9grz9Qp6q6/CoZ+LERkc2poelXZQbw6MITh7nRocoJmLhoMvJwZVrgYZzPE9bOB3cklNTJTudVo7ScbdBI6QcV6HjcqVhT54ayjLfPJ3huM47Heu0co+ehgssNMcuqnSHTJgKeslTtU4geJy/gHMXLglAeA9P30syifi5cctSkKB3OZ3EWIbSPkO5zrh7SUw815inmn/Vxm0GKZ7vSJU+F+x5EhklKXLLquw5sWAGPtrEN+7ca9jGzZhbSvInIAk0eu8fOXmmlBbB2gBWUX3Y9p37D5WliGmKpdmE/gvlbQQ5nRy5lK92P5o+tuzZL/2CnvTsV1T5c+lgtiEz4DEtMSeWmiZFK2tte7uBPL3lLz5+IeFdlDgJF0qVDEGjY1vkuxSMPuxTIxCqCcizvhcevUBiRja08DnWl+F+xR8+inTMnPGmQLJsmZqAPOtL3wemBHb6HO7H+nIxGtaX2hKuIVD22ab8rSBvv5CndMmBlnnHq9pGT5sFDZ4c8GnnraoMz3OVN0rNHKwZMkVJnZJbVWVpg+c68IStNtATNoy3ZvIZxrM/+Lx6HTPe0bmLkn1FoWKUxpkgh5IkJWquYc49/2a6VT2U+Dza1xknTzDT454qcqqRWQeeZ1IcThTKvsfSNRsMpgROithWW/cckHemM6D2Lra050SF5glqWsq+b9m/OfE67uxaKlcA37VNr/4SG+97xU8iEdj+nFzdeRAiwF+8er1EHlTm12ANbWY3kCcQ6QX+KikdXOCFcOm7y03ypzNnPc+NOHCuRiBUE5AffdgbgVGxUl8uoKPVlzZt1pdL4lJKNgWSZcvUBORZ34DIWHFe3HH5ntSrz043LHa5Jk6NjBgwdQGdsvVVkLdfyFvDoGlKHWiDZ176YROni9q8Zbe+ktCmqnsRVoyJZyw7Vfj0smd6Wg3cZcsTOA3bdxXtASc1VC236z2gVAhY2TLa31x7fdSUmZItj7H6tJ9/W/eLs592nT3tOQHjZGrAmImYOGchJs9bLFohtrE1q+j138huIE8JmPng/Z6+EucvgqP/bndxaGPKVUr3g/Z61Aw0zcxdz7pNOuoriXu4zOzSzwvP6OtL6Z6e7WUBaMrfNQH5iUd94RUaLemCtYVnWF+u5vcyKV2k+5qqr4K8grx+EFO/v6ywprUF1c3L127EuQuXxbZOKGnnKtoT6pRomatdC+er6Fp1/O9tbq1tYjeQNwV+ppapCUne1GebUq4mIG/Kc00toyCvIG+tA6q11YuSPaVRY6ROmiaMuc7a3lHVp/IJh4L8NucakYb1wFKQr/k21bevgryCvBrYKx/YVfuo9tH6gIK8gjyUJG9ZaIaHR+DPhk0l7pkJTqx9i4iMwr+++bFK9a42iKi9AorqA9bbBxTkFeQV5C0MXgV56x0AFZzUt6ntfUBBXkFeQV5BvpR2QUnyCny1HXz29H4K8gryCvIK8gryn3PK29Pgr97VPiZzCvIK8gryCvIK8gryygejlvYBBXkFeQV5BXkF+Vo6wCtp3T6k9cq+s4K8gryCvIK8gryCvJLka2kfsBnI//uXumg1e51NbI1HzYZN1Xf0HPz75zo20bbsA41Hz8XvdRsi+PoNm9hOnDqDX+vUt4m6sk1Pnj5rVAgdV2j7s0Vbtak2UH3gH+gDvzctWWypMqm9vHM2A/l/ffsTvq/PzE3Wv337RyN88/0v6NC5u01szVu1w7+/+9km6so2bdG6Pf71HxvqD3Ua4/++/clm2rdlmw5GQf6PZq3Rd8BAtak2UH3gH+gDnXr0MknbYjOQ/8/vDWs8M50+i1pN/mbGu0bNWpVSgVpzApSHjx6jYZOWNlPfJ0/D8c2v9WymP7Rbsl0lw6mlqtDyJCd1TNnBrakPKMhbyCavIG+5zG4K8pZrW05GVZy8gpQ1QUrVxbz+qCCvIA8lyVs4176S5E1SM6rB3bzBXbWfaj/2AQV5BXkFeQv0Ab35R6nr1WCrgKv6wNfqAwryFhjglU3esupkpa63bPsqdb0C0tcCknpuzfc9BXkFeSXJW6APKEm+5gcrBQDVpqoPVL8PKMhbYIBXkrxlJU0lyVu2fZUkX/2BVMFHtZm19gEFeQV5JclboA8oSV4N+tY66Kt62VffVJC3wACvJHnLSppKkrds+ypJ3r4goKBfu7+3gryCvJLkLdAHlCRfuwdOBUb1fW2lDyjIW2CAV5K8ZSVNJclbtn3tRZL/vn4zfPtnk2rH8LPMd/WamlTWHDCYWl9znqnKfpnM8Jv/0KB5tfvL125Du4R8j23O6LHdRTa9xMVjPXncTPAryFsWQjUNeUv3BxUn/2WgrMkBj4Puz41b4vfm7fBbs7ZGQff7ek3l2rqtOqJd74Fo1qUX/mzdCf9t2hqEaGX147P+aNEeTTr1QKvufdGkY3f80aIdfm7UstJy2j25oM+vTdvg9+Zt8UvjVlWW4WTix4Yt5JkN2nVBx35D0Kh9N/n7p4YtjHpf7dlq31gmZmx39hdjvjfbjH2MZeq17oQWXXuj26Dh4Lf4o2V7Af63NpCu2S4h32+XG0YePIdhB86Vyn8+ZJ8XRh/yBs/r4V/d3wrytgX5vp/7w/By+sOoGugPCvKWgXzjjt2xaOVa+F7xh+u58/izdcdKwccBm3A+4+6FV7GvUVRcjMLCQkREP8OOA4fRoe/gSsG7cOVaBN64hdS0NBQXf0BScgquBARh1hKHSssRFgR8r6GjcfjEaXiev4hVG7fiuyq0CITR+FnzEXzrDtIzM/Hhwwd59vXbdzFl3mKBlYK38X2Lk7LlazfC++IV7Dl8FB36VP692bbsYw5/bcbzlzHS/h8/fkRmVhb4DfqNHI+fjJzgfc3vZJeQX+dzE6+S0hAYGVsK5jeexSE2OQMrPAJLHVeQtyy0q7t4T01L8qvPXZf+cCM6rtR3D4p6Lf1hlVdwqePV7Q8K8sYPxMYMhpSGJ8xagIDrt5CZlY2CggIkvk8SyZogL+8elNJ7DRuD67fuIDc3D4lJybhw1R/+QdfxNj5BBm53b18BcdnylKg3796PuLfv5Lqwx09xyT8AoY+eID0jE89fxWD15u0VTjBaduuDLXv240VMLHLz8pCalg53H1+REss+S/ub2gVOKvheLPM0MkomB2GPniAtPQOxb95izebtqNOyQ7nvq91H7RvjxwbNMW3+Ely/fQcZmZnILyjAnQehGDBmYqVt17pHPxw8dhJZ2dlS7n7oQ1wNCDL0OYJ/4uwFRmllvuZ3sDvIUx2/x+8BMnLzcfXpK8Pg3Wu7K2KS0/EmNRPL3BXkqwvef/L6moQ8+8OOy/eQmVeAgIgYXX9wwfPEVLxNy4KDZ5DheHUBz+sV5GsO8j2GjILjqbN4GROLlNQ0vE9KRkFBIdIzMtC0Y/cKwdl14HB4+FyQwfrR0wj0HDZa1K8E8KzFK0BwZ2Rm4fhZV7To2scw+P/UqIWcf/3mrZT9a/tu8F5U3XLScODoCWRl5yDq+QuRrvU2/v82bYOZi1fIRCI5JVXqyAlFTm6uSJMVTUioip88bzFi37yRCcHuQ07o0GcQmnXuKSYG1jEh8T2iX7zEklXrDXX9miCx1md3HjAMp1w9ZILFCRknWJwYcoI2aOzkSttu+bqNeJeQiCcRkZi2YCna9OwP9pfew8ficXiETL4OHT8lx631/Vkvu4P8oL0eOH7jMVKy8+B8J1wGb9pkqZZNyMjGk7dJmH/Wz6xBXanrLSv51yTkB+3xgGPQQ6Tl5MHtXqThu7M/cMIX/jYJC12uGY4ryNccsE0ZGHcfchTpllIxpSxKsxkZmZVCnnbtGYuWIyklBW/exWPczLmgbV57fr02neDi6Y28vHxwAjBz8XLDud9btBPpn2r9ky7u6Nh3sGEiQQmR6nRKdJS2L/hdM5zjvXsPG4MLV6/Jc2/cuSfagBPOblVCnr4CTqedRYK8GhiMZp1LryM+bsZcgVRhURFcvXzQvEvp89p7qX1jHDh2UkDNb7T7sJP8zQliVZCv26qDmFY4MTjr4SV+FFp7cnK2Zfd+vE9OwbXgG+g/eoKhv2jXWNPe7iA/9sh5eIZE4V16FvZdC5HBm9IcwZ6clYvgqNeYfuKSWYO6grztQH7MYR+43Y+UCd6BgFD57pz0zTvjh8SMHNCEM/PUZbP6g5Lka25isHLDFhw8ehJT5y8RCWrI+Clip65Mkqfa9dDx0wLXgOs3xflNPwgPGjtJ7N600VOaP3raGT83bgVK1H1HjENmZpZMAMbOmFtKNduwfVes3bIDaenpoK2WUl/HfoMNDnyE/KZd+7B+2y7wGV0GDMPmXfuqhPyEWfNFeuSEZMX6TaUAQu9u3pOmA2rPqIFgW+jfR/3+0t9oZtm276C0EaXwuctXig9GVZCnPwSl9OycHDh7nhOfCn27cnKZ8D4JnIT1GzXeqtvf7iA/8+Rl+IfH4FVSOtZ63zBAfpPvbaTl5MMrJBrjHX3NGtQV5G0H8pzQ0WzzOiUD68/fNEB+w/lbou3xCXuGiU7m9QcF+S+Drn6gNOV3214D0LJbX/E6Z3nCk45wlUF+2KTpoCRN+/b2fYdKDcj0mqb6m454BDylY04E+Bzau2lr//TpE55GRovKXKvzDw2aYdzMebjzIAQ5ObmiBqY0v3jVOvy3SWt5Rv02ncEJBp/xbd0m4jNQFeTpyMVnUqX/KDwCnfoNKVXfIROm4l5ImACGDmA0A9CJTKuX2pfua536DxXnOWpz2DY0n9DRsirI04dj9aZt0mcePHyEEZNniM8FzTGMsDh/+ar0F2qWmnftbdXtbxeQp7Tm4BmMzRdu4/Ttp3iWkCqSm/PdcDm29eId+IW/Qm5hEW4+e4MD10KxzC0QIw96mwR7BXnrhvxo6Q9B8u1P3XqCqPgUvM/MgcvdCDm2+eIdAX9OQRFuP3+LgwGhWO4eKCYdpa4vPYh+bagYA/npC5fhxasY2eiVrtWZA/bcZSvx7OUr8ZoPunlHHOlCHj7GsInTJVztlKunQJ6Ocnq1OdX2J13dERP3Bv5BN0CnLDoAHjl5WsLqtGfo9/Turgry9dp0xt4jR8WTm171+vC8+m07w8XLB7FxbwQy98MeoqioCG7nzlfo9Kd/vvptPOTZVtQS+QVdlwnc5WuBoJmEppHVmyjFv4cGf2p8rLlt7QLyBPzdl+/wLi0LKdm5KCgqRiFDYDJz5Fh8ehay8gvw8dMnccCibT4gMhaLXU2zxSrIWzfkV3gE4faLtxX2B/YTfX9IzMgGPe2XugWYNOlTkrzlJgbGQH6BwxoJdwuPeob+o794VNORKvj2XZHil63ZgA079ghA6clOFXjTTj1xyT9QIL/P8Rionudgzjj3VZu2IfLZcwmho1OWm7evaAHOXbwM2nPLG/SNgXzL7n1Es0D/AJ/LVw334YRkgcNqxL2NF/BMmrMQp91KJiC0+5cXd88y9NJnTgBNkqU9+ZcmrUA/BEqkvEarK0MQeb21Q0urryl7YyV53pvtxr7D/kC1/YOwR6I1oZqeznj8Hpx4mVKPf7KMXUB+kYs/fB8+R0hMPOJSMwTwqTl58jePhcYmIKegEB8+fkR0Qoocd78fiTmnr5o0qCvIWzfkFzr743zYM/nOVNNzwpeWm2/oDyGf+0Pxx4+i9QmJSYDHg0ix0ytJ3nLANmXgMwbyjHPOyy9xquvUv0T9TQl5z2EnUXtrDnWU+Ok1zZC4Jav/Ek9qDuxU13MCQDASilSZM16ekF+yer0k1NnvdBzFxcW4efe+XFfeuxgDedrtGcpH0wEdvngfgpnx/bS/0xY/a6mDPIOe/awbnb94b/0zqXXoM2Ispi1cigGjJ6JOqw6o07I9ug4cJqpnTky4cdLza7M28l59ho/FxNnzMWziNDFXaGYH/X1N+c37MN6c72DsxramScSU51VWpjqQ530ouTOHArU0WgQRvzOjLOq37VLj9aus7qaeswvI6wdmql5TsvLELq8d77vTDTFJ6UjPzcc8Mz3reU8FeeuGvPbdud/r/wApWbkIinxOgSSiAAAgAElEQVRtmNDREfNZYqr0h0VmetbzGUqSt9zEoCrIE8p0jqNjXOjjJ2jZrbc4UfUdOQ7xiYmIfv4CQydMFWe58bPm4W5IqEjzazZvE3t6ZPRzfPr0P3GAo4RO+HBSwLIM5WP2M2ahozMck9XQjl6RdGcM5HsPHyOqePoZOJ06K/AlnA8dOyXgp9d9qx79BC47DxxBUVGxOA227dVfjvF9WSf6HjCW/9hZF4E2cwv0HDpaJjZn3DzFqYznn714KZMBhgp2GzRCvMZ9r/jh8IlTGDh2Uo1I9Z37DxXnQ7absdvsJQ6gT4OpYKuoXHUgT+dLOl6edfcSSZ7+D5x80UTidPqsTJhUMpwaSvn3zW/18Z/fGxoGYf0gXZ3fHLxpg2W4FCV1reyA3e6ipo9NTgcd87Tjpu4V5G0D8uwPR68/Qvpnh0vte/fZ4Spmnf/P3lm/xZUte//9R+6598ycOZPxmbi7u7u7uxtxNyLE3YAEjxGSkAQSQgjuDsHdCYRk6n2+RXZn04M0dDfphvphP7vZvaV67WJ9VtWqqoXCSA315ij3wl4g/+0gj84elnxpaSlbwnDRA8KoWIbgNou9hzRQXrR2I/kHBWtZ8v5sLW/bf4TP27RzL+fEw5KfMn8JQ6hT/6F08twlw1jy4yZzoRxE7CMgEB4HzA2jgA/SBodNnM6WPVIAT1+8WsWSB+DhgkdUOOaSEbSnzsXHNUrtdZyL+X8EHOI3wTWtgBGDERTvQXDZ0InTNMeV7+u7n75oOU+LIFBQ1w0ZDt0Hf61XUN9n1nS+rpBHu8ED8sDtKb9X1CTYtv8wXbllw8CHB8X5oSuhbgOC9Gp6nikcb1aW/KTTDuToG0EpuYV04YU/w3z4MRuad+k+lZR/pHfxKbTgygOB/N/GhbTi9mro3lB58pOsHHiwh1Q5wB5ABvhnX3ChgtIynsZZrGc6pUDeeIBHB1qXJY9zMK+KnGbMrSJKeuPOPWzZP/d8zda60hGv3rKdIqJi+DztOXnLsxc4H9rr7TsuwGOx94AGmEjNunr7DpWVlZPjff3n5K/ctuUBiMO9h1x0B94FQGXN1h1cMx3yIi4AVj3+hwAiWJ2w1uevWMepfAPHTdHIp/w+9R7z7iOnzuasBBR3UebslXP6jBzHhX5QFVA51tD9H517cTujMI2uG9YH0Japoc9XX6cr5JEVYW3vxN4ZxHJAHzAwQuzD0dPneLCCd4JzMMWifoapfW7ykEenPfm0A0dGw/X6MiKRErPz6Zy7Lx+bc9GF9t97RR8+VvB3yJefesZRr/r1Yskbd5CgD+SxCBEGeyh2g7l5lDZ+n5NPF5778TEAfo+zJ2daIEce5+irD2LJGw/0ukB+ybpNFB0XR6hahxx77GHFT5izkBe4UTpl5D6nZ2aSOrpeCW5zeujKletQMe3KLVvqPXycpmNHzfvH7s+/RNff0iu6Hi5qRNdjegFV9A6esGIr3s39Jc+7AzSQFxBCxD9y+zGHr1jmlmfOE2StacoA18LyhJX/2tuHiwlxAF7LrwF4OAeAxaDH29fvH/P9SnvpuodseCbm2HXdYEkbY/EXXSFvse8QxSUk8tTNvmMnqgQ2/t6lF52/fouj7qEPKzdbcPvr2h6NfV6Th/wkK3sucBOflccFcJAWhUArRNnjWEJWPqdPYVRWWFrGZUwDEtNomx71ygXypgt56MPT0Dh+9yiIhHdeqQ8lX/Qhj/UBmRaFH8o4Aj8gMZ12fqmpoHbD6/pZIP9tIQ/r/ZW3Dy9Gg0VlkNdudelqlQVtUPzk4vVb7Jp9/uo19R4xlqPkUcgGfQPc57jOxz+QUBSnRbuvS45ifh/lapEnv3nXPk2evHZnrsucPOC689Ax+lBWxjXWUWAH+f2wulFhT7knXOAI8svKySFE/uM4yt5iwZz9lqeqVGhTrsH+h9YdacCYiVzg5cL1W9S218AqLn31uTMXr6SnLz1p2sJlmueqv9f188Bxk2m/5Ume28b8ti4bBhjGCGzTBfJ4B9ds7nK2BLw9eL/avxXeGwRpfqyo4PgHY8QPaD+zoX83echPtLKn+wFRhI4aFjzc8nklHygsJZOPhSRnECLt8Y+MOViUtYUFt/luw9Kl0PEL5E0X8hOs7AkFbqAPiKwvKSvneAxFH4KTKvUBkE/IzCP8DX2wsGt4/XqB/LeFPCK6UQIXrm3AMyA4hC1hdWlbrBAHQGIBE8wHwy2Lzh7BarD6YVkXFZfw6nEIbFM6XAwOUEUN903LyOCo9JrmaHWBPKxeVLxDeV3Ii8EFCq5AHsWKx7N3HT7GkfaVFe8qc/8BHljeiPiH616RUb3HcrXIKrhw7SZXDFTfU30ePiPKHlMB6jK/2ufo8vckvs8zlhfZAbpsVhevUpdBhi/XqwvksWwxvCRof4f7D6l938H/aEt4GhCXgXLHiIEw5dLCTR7yIyxtOZgOrnqUs80oKOa51m32LwjHdjq+pJDkTPr06TOhrCmK4KCk6ZQzDg2emxfImy7kRxyzpaXXH/G7R/AliuAA+PDcQB+wB9iRPnfe3Y8XK0LGhfYytLpa8ThPIP9tIY/gteUbt7IrHiuKYalZdUAaUrxQ/jQpOYWtMyxYA3gBgMgdd/d8xRCPi0+kyXMXa+re43vMZ6O0KQYCWPK2thxzXSCP56LaHiLrARmUtp0we0EVwCMKHvCFZ+GOk4umSA/msbGM6rHT56tdhrbTgGGcJYDfP2TC1H+ASxvYqOiHgjx1LeSifZ323/jd8KagXXXd0K5I7dO+l75/6wJ5eEwQYIe0OVRKrO734x35BQXzdAmmVGqqjaCvvIa4vslDXt0ZX3rhz536g8BoAvzx3dSzjlzxDC7bJdceceCV+pqGfBbImy7k1e/znLsfpeUXcXU7RR8wXx+WnMUFk1bcdDWIPgjkDQd5uE4B7BWbLHg7fvYiFRYVM2QRRY/5UeU7rNyGddzRUWIOGnnniO6GtYslQuGSx2p0cLHDIoYrH2lxsIiVzhXW/MI1G7iyHVZ+gxU8buY8QrlUuMwRJIfV8EIjomjOstVVYIzUOsBNkQfyIT0Nq+a9CwjkanvKdzMWLedUPDwXVjuK3aD8KpaVRT48fjcyA2BdIw0NbnyU2l21ZbsmuhsDEqTyubm/qHZOHm7323aOnG2AdoHHAVt169rDE7Bh+x565f2WXfpKe5jbHu8KMRlKOyNjAVMrmG+H7ijHsQe48b7xG9ds3U6h4ZGsE04PHtHKTRa86iD0CLUHMFCClyUkPIJ1qSbvjSm0V7OBPBYdsfUO5bl47JXOfsY5Z8ouLOE65QjCU47rsxfImz7koQ+3vUJYH+x8wjXvHUF2ij7Mv3xfc1wffRDIGw7ysFIBNwAQG0q8Ij8dG8rThn05ju/QMSsFXbAfP3sBW9uoXoYytDfv2pPzw8d8HSxmW0cXBrjayoe1jkh2FMNBaVzAASVOcS6sPFyHZ6ECHty86k4dOdYoOavICvkQ5Q/Xf15BQRVZHe8/pNGquV9Yvwj+AmhycnIJUe5YMtXd8zV7JIJCw7nGPebhlWdicICc/6CwcB6AYKlb5TvskWWAaQAACrEGyjZzycoqlj+gD0sa0ftKrr76Pub0GdM0CKRU3gEADwsdFQWhO8px7FEc6M+uvbnNMNA7fOosL2mMgSH0CimFto7OXAsBOhQeGf3lHRh+WsGQbdxsID/q+B16EBBNKFGKSGp02oi8R8pceUUFhaVkEWqa69OZK9cK5E0f8tAHzM3DXa+kzyHyfu7Fe/Sx4hN7d2YbaNAnkDcc5FF+FmlqiCCvawO8fu7QTQM6pJlhZTikPSGgCsB7FxDEC9LAWkZwmxrw6o4WaWCIvsegAClt/kEhvDgN5myx7rg24HEtUqswKKlLTnwPD4F2KhaC4jZs282ueS8fXwLYsYerfv22XQT3vFpGDEiwqA7gjMEFKvOhkI7ym+AFwNK02vJs2XOAc+ZxLwyGYK1iKVUbBycaO/NrGWD1s8zlMwZfGJBp/+bq/obXRT1FAMsei9SgaBDWCUD7Y4AJT9CjJ89o0669hBoJaHdTbo9mA/kZ5524/jhWnzvy8A3DHB096pEjyApLzMKKU0Ctz14gb/qQn3HOqTLKPjOPLF29+b2PtLzDKXOf//6bPCISOaVOHz1QrhXIGw7yhuhMURAGrm/MOaOgTddBIwgV33S5NyrewXU+c8kKQnU6dREZXa6v7zmwqhHch5Kz81etZwsbz1TArX0/AKdd38E8N3/60jVCqV5Uw9Pl96H07JQFS+io1VnCuve41tQBpv37Df033PcYTKH634JV62nhmo1cL6Fdn8GaqSBDP9PQ92s2kIfr1cU/ijv2TbaVkfNjTtwlBODFZebSpZf+NOGUvUDexAvhIBhJnzx5BbzzLt8jJ98IzpPHCnM4Pvr4XY6iR2rlFY8AQrqdcr4+e4G8aUHe0J2oKd4PGQUWew7wIjeoaNf+y+I6tcm6ZP1mum5rR8fPXeRqb8r8dG3XyHemr9vNBvL6dNL1vVYsedO35Ov7TvU5XyBv+h1hU4UVLHHAWpfAMGQhGGNRmKbatubyuwTyR6wNYq2pISCQF8ir9UEgL5A3FyCInE1PVwXyAnnyDwikdh27cV4u3OGmvhnCXa+GsLE/C+SbXscpMJR3ai46IJAXyAvkjaAD6oGDQF6AYC5AEDmbnq4K5I3QwYu73rjeALHkjdu+oWHh9K/vWugUbS5QaHpQkHfatN6pQF4gL5a8EXRALPmm1VEK+OR9mqsOCOSN0MGLJW9cS1MseeO2r1jyAjRzBZrI/U/dFcgL5MWSN4IOiCX/z85GOmBpE9GBxtcBgbwROnix5I1raYolb9z2FUu+8TtigZ+0ubF0wGwg/92vrajHqr1msXWYsYr+atOBXr32Movt6vWb9Gdr85H3xi1r+vfPf5qFLkBnO85eQ7//1dYsdAE6e9vaVgLvWgp0jAUduW/j6pbZQP7fP/xMPfsMNIutY9ee9K/vf6IfWnUyi+37P9qRObVvp6696F/ftzCLtoUOfP9nO/OTV4foetRP/61DN9mkDUQHGkEHfv6yDG59B0lmA3mA09SLtCjy+fr50/e/tzV4JT31PK8hP/daf1iK4Rhh2kZ5R8iThydK+dvU9703HdPJkm/ZpSdNnDRJNmkD0YFG0IEhI0Y1KK1VIG+ECm8CeePOGZvjnHxThDwsCtRGl03aQHSgcXSgvlY8zhfIC+RJLHnDr1+gttabqiXfkA5Hrmnc+Vhpb2lvgbxAXiBvRFc9YC+Ql45WYCs68K10QCAvkBfIC+SrxAvoOif/rTotea4AU3RAdx0QyAvkBfICeYG8pMw1KKhLYKs7bL9VWwnkBfICeYG8QF4gL5BvojogkBfIC+QF8gL5JtrBfyvrUZ5rOha+QF4gL5AXyAvkBfJiyTdRHRDIC+QF8gJ5gXwT7eDFojYdi/pbvQuBvEBeIC+QF8gL5MWSb6I6IJA3E8gPPWpDQ49WLdoy9Ig14bi68EpDPksxnMp21G5LQ7WvMfLkK/Wh6rs3mLw6lrX9VpaJPFesU9EB3XVAIG8GkB91/A5NPetIk884VgH6RCsHmn7OiUYfv1PleH1B39whr7TvlH+0r71B2tfQkK9T3hN39dIHyZPXvQMV2EhbmboOCOTNAPK7nDwoOj2HnoXFV+m8X0QkUGxGLlnYPa9yXCBf1eNRV3tsd3hJ0Wk5hPZUn+seFs/tu83hRZXj6nN0+WxoyG+zf8HyvoxIrCLX09A4lhe/Rxe5ajrHnCDfol1XatWzP2FFvMbqbH9u341+79yLfmrgqmCNJac8RwYg0AGBvIlDfthRGzr++C3lFZeSW0ispvMeftSGYjJyKCk7n7bcddccr6njru14c7bk0b7HHnlTfskHehb6dRCF9o1Ky6aknAKysNdvEGVIyEPeow/fsLwYhCjvFfJGpmaxvHoPSkzcXQ/Azli8gm7esaNXb30oKCycPLy86fJNaxo1bTb93KF7rcDHgKDnsDF04Pgpsrp4laYuWEp/du1T6zXoLOeuWEOXb9rQqzdvKTAkjF6+fkPnr91kWeoC6n/bdKZ+oybQzoNH6fjZi7Rs/RZe2Keu6/A9BhMLV62n4+cu0RGrsyy7LtfJOVUh36bXAFq0ZiOdPH+Ztu45QN0Gj6zznaMNMZDsN2oiHThuRScvXKaZS1bSL3XomCm1vUDexCE//pQdXX4ZQNmFJWTzJpQ7dcy9wk2fkltIwUkZtNb6iaazVzr9+uybM+THn7Sji8/9KaeohO68DdO047SzTvQ+O59CkjNpvc1TzfH6tKtyriEhP+6kHV147kc5RaV0V0vexC/ybrDVU14ThvwfXXrThu27ydvXn1LS0iksKpqee76mkPAIysrOoTfv/Gj6ouVsaWt3tFgpDR39pp176ZW3DyWlpFJ6ZhbtPnKcOvQbUmOHj+vWWOygt1+eGRoeSa/fvqPgsHC+BwYYyzbUDG3ce53FTnr6woMSk5IpPvE9Xbe5W6f3AR6DIROm0qUb1hQeGUVp6RkUFRNL42fNr1FW7d8sf3egH9t0psnzFtMNWzsKQztmZNKTFx48IKyrfToPHE6bd+/nAV1yaiq/78Onzug0KKzr3o31vUDexCE/64Iz2fmEM9BPP31XCfmjNrTmlhtlFBQTXLZLrz/SC0LNGfIzzzsz3FPzCunsM9/K9j1iTatvuVFaXhF5RCbSshuuerWvISEPeW29Q1m2s+6V8mIwserWY8Jv8Ix8Tyv0ldeEIb98w1by8Qug98kpZOvoTHOWr6FxM+fTwtUb6LH7CyouLiGPN940evoc7tyVjhSDg0lzF9E16zsUERVNhUXFlJObRxUVFXTszHnqPGB4teBs0bYLTZm/hPwCgyk3L5+vX7hmA02cs4iWrt9C9vceUG5+Pg8axs9eUMU6/7l9d5o8bwldunGb4YLnZWZlU1FxMTk9cK0R8hhUdBk4nAcjGBjgmqTkVJY1Jy+P5VF+l+yrWuva7dF9yCjafdiSXr724kFSfkEB64hvQBCNn7Wg2neOe0BfMFjEYCwiOoYKC4soIzOLysrL6eyV69Sye98ar9WW4Vv/LZA3ccgD4G4hcRSXmUe7nT0YNnDZ7r/3irKLSsjRN4LmXrqnF4SaM+SXXHtIrsGxlJCVR3tcPDWQ3+fyirIKS8jZL5LmXbqvV/saEvKLrz2kR0ExBKt97xd5AXl8ziwoJhe/SJp/WU95TRTy7fsMprtO9xi291yf0IjJMzUdLVyqc1espezcXPr48SPtszxFHfp+tc4Hj59Kds732dqHJX7szAXyevuOiktKaoU8pgYc7j2k0tIP9OipO42YMot+bNuFnwuX7dL1m9k6LygspJt37KuAu9/oiXTrrgOlpKZRcFgE3bZzJOeHj+uE/G+detKitRspNCKSsnNyefACNz8AJZCvHeraQN112JKiY+P4HWFAZn/vISUkJVFdkB85dTbdcXJhb1FAcCh7AR4/ey6Q125gQ/393e9tqGPXnvS3EYBsjHv6+vnT97+3bTAYZpx3pq12zxnk1z2DKDw1i620214hfOzA/dcMpuIP5Wy5WT15R5tsnxFczIqLuD775gb5GeecaOtdd27La56BFJ6SRWn5RaS07/57rxmkRR/K6VXUe4IHZdOdZzTtXMPaV1/IY2oGcRcY2F31CKSwlCxKzy8i6zeV+oDjAH/hh7Iq8uK6+uiBcq6pBt7NXb6G/INC2N1tsfcgYZ5b6WPg2l5nsYutavxPv3jlRWNmzNN8P2raHLrrfJ9BvHrLdvqrWx+yc75HgHNNljxg3n/MJLbgPnwoY8sdFp7yTNxj3bZdlJxSaWXHxiewBa4EAY6ZPpdd7YD7ys0WBHAcPG5VJ+T/6taXVmyyYJey5ZkLNGH2QurQdzClZ2YK5OuZy37m8nWyc3nA8RdDJ06jtRY7ePBUF+RhxV++ZcOWPKZihk2azvEXYsnX8wUo/yx17Zsb5BHo5RWdRMk5BZRVUEwfyj9S2ccK7thxDFtB6Qf69Pkz5ZV84AEAIu832j5rUKfe3CCPAdTrqH+2b0Z+Ebetun0RkAc3uHtYAoNeAWF99vpCHgMSDDYgF6x1RR/U8uZ/0QdF3ufhCbT5TsMCMk0V8qcvXWXgwoU9cc5CDWzhUh84bjLPy2dkZdHHigqGIUCpDAQwLz5u1nxq23uQ5jpYarVB/o+umP/fQ58+faK4xPc0YMwkjTseIIe79+GTZ4QBANz/cMPDsleCsjoPGEZDJ06nTv2H8nUd+w3RCfIIHOw1fCzPGcNDAfd9u96DBPIN4MuE2Qu4LZVgzGUbtuoEebj5h0yYRu37DmZ96TRgmEC+LlDr831zgzwCvR4ERJNfQhq9z8mn8o8VlFtcyn/jWEBiGsGKr/j0iaLScsg/IY0c3oXT6luPBfI6VK9bZ/2E7gdEcXvC7a3dvv6JaVT0oaxq+/pG0Jrbbg1qX30hD3nv+VeVN6/4g0YfoBNFpZXyItUS+oBpnLUNldcE3fUA3QO3p1ReXk5Xb9tSl4EjuPPFcQD8zOVr/B3ADRc3rPk9R47XGiBVF+QB1iu3benz58/sZu8yqPKZ6MsA7JPnL1FyahrBnRsUGkalHz7Q6ctXeT63uv5OV8hrXyuQr5+LXrv91H/rCnn1NfgskG/ACEu7EWv7u7lBXm0lnnnmy9b8U1V61whLW4pJz2HwNxQ86mc0N0te/dtPPfHh9oXlqxxHzENkaja3r76R9binvpBX5ML+pJsPW/MvVPIi2yIiNYvl1TeynuU1Qcj/1L4bRzgD3khBw1w5+gzMX89etppy8/I48rzPiHGc3gbr+8S5iwzjmvqWuiDfsf9QcnnkxpBHsJVi1cG6XrN1OwWGhNLrtz60cccecrz/iMrKyuiukwvB3V7dM78F5H/u0I0wlaFMIWDAgGhzWLZIzcPfiqx8bodu9N9GrDmgPLux9gL5v6tMe/8/9Xw1IvQa60VoP6e5Qh6wwZw80qXsfcI1EEKFO+TNx2fm0nI9I6nRqTdXyKN9kZ6YW1RKju8iNO074pgtZRUWczDeypsN846owWwoyEPeSy/8GeZOvpEaeZEjDzc+ggcRZa9+dkM+m6K7HkF0b3x8uYPab3mKoQVAIcUMKXR5+fm0fONWdpUjyr6ktJSu3LJhV612f6L8XRfkuw4awcF5sOQPnrDi9DtcO2DsZHJ59JiSUlL4OM47f/UmlX/8yLK07tG/2r6yMSH/U/uu7MXAFMXwKTOpZfd+PHWBegC9ho8huLGHT/56HL8LgYzjZs7juAJMOSgDA6W9GrrHfTAwwmBD1w3xEOoBSEOfrX2dQF4gX2WUox7k1OezvoF3Ssc8ycqBHN5F8JwwOnccR0c/9+I9Ki4rJ9/4VFp49YHenXpzhfwkK3vONUeqHGCvtO+sCy5UUFpGfgmphGh25X00dG8oyE+0sqc73mEcJHjFI1AjL9LqMBcPeZEt0FA5letMEfL9R0/kiGjMf+84eJQhCst677ETPB+OyHdl/t3WwZny8gs4OhpR9dodvfJ3XZDvMXQ0p9vhf99izwFOm/qxbWeyuniF09pwPfKo2/UZxNH8SMeD275Nr4HVPrMxIb99/2Hy9vXjmIF5K9YS4gvGzpxHt+0c6NkLT/Y8BASHcK4/sgDwu5B2iIHRm3e+nCaGuAClrfTZ9xo2ltZa7KTDJ8/ovM1euqpGj4g+sgjkBfLfHPJYeGTSaQeaftaJMBcLtyzmjc8/9+Vjsy+40D4XTyot/8g58nDXTz3jqFf9+uYEeXX7oogQAhYR94ACM2hzAH6PswcPopBzjnegb/vqA/l/yBsaz1XtLr5Q5HWm3U4ehEwAg8lrgu56VCdDMRpEN+88dJTT2OatWEeIaI+OjecAN6Xzd37gSoVFRXTjjj1XmVOOa+/rgjye6RcQxO56i32H2BpevHYj+QcFczEe5Mv/t00n6thvKCEKHql7Xj6+1LrngGrh2BiQhxt+79Hj9PSlJ+fyI67gl47d2Sr+tWMPDuBr22sgy4ipjei4eFq/fTcPYOC+R/73kPFT6cS5S3Tb3pEw0NFut/r+jUj1l17eHOSIQEddNgw2uutYka4+8gjkBfLfHPKwLlFeFTXpUXENFiUi61H4BsfiMnPZsocLEd9hAOAXn0rb9aiv3pwgD2sYdQfqal9kLmjaNyGNdjg2vB68PpCHvI+DY2uVF5UPIW9haRnrDALxsN6BYpnXd2+KljwsUc83bxm4B0+cptHTZpOdy33Ofz586izBPa109s9eenIQ3NnL1wiudOW49r4uyCM63u35S37mkVNneSDx4PFTDrY7dPI0terRj++NZ6AqHQYg912f8GBA+1n429iQB+Anz13MWQazlq7SxC0osvynZUeNCxwZCYPGT6XM7GweDCjR5zgXrnVO/7tpzYV8lOsbusfvnjJ/KacgooCQLhumDn7r3LPGd9dQWQTyAvlvDnl06oj8DnyfzgAvKf/IaXLI5cYxlFlFERxAHnOwKGvrGZnIed/17cyV85sb5FHgRtO+ZeXs6tZuX0AT7RuC9o1K1Kt+vT6Qn2BlT07VyZtaVR8gb2JW/hd53+snrwla8pjXBXDhEr/rfI8uXLtFCe+TyPXZc0K6k9LpYy4Z1emQeXLoxGlq3bP6+XGcXxfkMR1g4+DE/2uorodiN4imR5Ad5rOVOeM+I8cRivNgKgHR+DXVwTc25DHo2Hf0BJfPRcaBIp/SNsoebQkLHYWFzl29wdMNP6gC8HDe71160eZd+7iSX5saPBPK/eraYxrll449eNCBgEldNg4W1JKprufo8r1AXiD/zSGPyHkE0yHn3f5dOFvwSIna7viSj+108mDQV3z6TOfc/WirnTutsXYj7WVSFYDrsm9OkFe3L8oFo6hMYGI6W+poc1jsAPvHT5/owuenPAEAACAASURBVHN/Lkq01tqNl/rVpS2rO0cfyENelNWFbKhVD3mD3leVFwM9yHvxhYHkNUHIowNHURm4elHSFoBH7XhYhWqYYQ4+Ji6eysrKGVKIGK+p868L8q169Oc5ZAyoUW8exWhCwiNp+UYLjupX7gvgR8bEUklJCe04eKTKd8o52Bsb8sgGwADE8uwFnoNXP1v5jLbCoAgFgGwcnanvyAmaWAblHOxxHkoGo6gQ5vLV39X3c/chozkoEimNum7TFy7ngkX1fVZd5wvkBfLfHPJqSFx44c+d+sOgGEJnj+8A87DkLHbhL7v+iAPx1Nc05HNzgry6fTBISssvZHe40r6IhwhNzuSCMytuPjZI++oDebW8qFWfllfI0w0jv+gDPD+KvIisR2Cm+pqGfDZFdz0676279/P8O6CbnpHJVigWnFF37KiEhwVIwqOiCS5r9QBAfR4+1wV5uLBRt760tJQL4iAPHnPV6tXLYKFiZTOUx83KzmYLXyl7q/08Y0O+66CR5OXzjgc3SC3Ufj7+xtTC9gOH2SuBYj61tQ9+O4r9LFm3qdp7VXf/6o5NmLOQHB88oqiYOJ03pEkiqLG6++lzTCAvkDcZyCP3GavOIZVLvToaSpVmFZRwXXV9a9YrAGiOkEf73vIK4fZVpyciyE5pX31rwCvtawjIQ96br4NZXod3X9MpJ5920Mi78Ir+mRaQ2VQhj4pzqHaHHPh3AYG0YNV6DQTggkaaHQLOYFGjYA4Cy2oDQl2QBwARKe8XFMzpcVi1bvrCZZqFb/A9ov7hYcAAAKvRYbrgPzXUDTE25BFDgPrq+46eZHe79m9Hah+qAGIKYubiFbW2Da7Fcr5PX3rwQi3a96rP331Gjqctu/dzVgIyE3TZ8G6VmIf6PKuucwXyAnmTgfyo43d4bh7pXXDDovOFlQbwfKz4xPXWkTqlgESffXOEPNoXc/Nwf1/5kj6HSPY5F124fVFcZvZFF4O0ryEgD3mRGw95r3pUpvtBXmRbVFR8oojUbE6t1EcPlGtNFfKwkBHwhnlxuOphtfcYOornlAePn8KuYMWdv2j1hipuc8yT45zR0+ZoNgToYdU6awcnmrdyreY4wK0U24G7n70D6RkUn/Cetuzax7n3cI0PHDuZkLOfmp7O7vz123aTem4bz0Tte+WZc5av5oVO4BnAWvRjZ8zTfId7KXP5KFaDOXXlOgTBzVqyinJyc3m6Ytv+w5rvRk6dpYlJwNw5CgA5PXhE1eXqI2ceMQMIXMQ8OQZG2Kqz5lF8aNWWbbykLlbEqwuepvo90gCxqJDSlkeszlJcQiJFRMXwwEM5jj1SIdEu+C2YqsGgUvkeaYhYORAZFA73H9K0hcs03/UdOZ7+7Pp1TQNTawtZhc4Ii94YIk9+xnkncg+Lp7iMXDr26A3DZqTlHUJFMwRZYYnZhi5Io3Tmyr45Qh4ekaehcRSfmUeWrt5f2teWU+Y+//03eUQkUkMXeFHaVdkbAvKQ5UlIpbzHH7/VyLvG+gkPTD0i3xMWNlKeqc/eVCGPzhMARnpVKq+tHkfnr91guCPSHuVsU9LS6Ojpc/9w9Q6fPIPd81h5TtmwdCgC+TDHjwVLlOOXblpT/zETubMHAGFR3rJz4CkCrEd+5bYNz9XbuzzgFD5Y+Bdv3KaWWpXuhk2awbIq94X3AevJY1CWlZ3D6XbKd1jrfPikGfxMLIKDWAPlO7jg3/kHcNleQAar0ynfPX/1mnYfPsbXwUU/f+U6HgChZj6i5NXAWb11O71685b2Hj3BS+BiGVxs/UZN4CI1yrn4zX1GjOepCSzugoGA8p257aELzzw8Ne0VFRPLA7uCwiLOQlDaEXusYqgsQISlhLHMrPI99CMlLZ37Xqwq+NbPX/MdSipj8RtTbRuBvIlCfsHl+3QvIIqeh31daGTMibu0zf4FR91f8QggRF7r05kr1zZHyMMj4uwfyXUIsAAM2gLta2H3nNPQsDod0hmVNtJnbwjIz798jz0PGNwp8qLy4da7zzlvnuU97WAYeU008E7pRAEgq4tXGbCAPdLA0AEjZx4R9cgDV85V9rCaYbnHxCfUucFSw+IkyrXYo2IcrGBAHs/EQjiw4EPCIwgL51RXyhYWOKxqXZ6JuvxjZ8zlZ+JeG7bt1um60IgoDrSDjIAzrHlkIWDQgSI36tK1S9ZtpqDQ8H/c9/Tla+w5wD1QFAdxDij+c8/VjbDyn7odzO0zBmzw+ujyDpZv2KLxpmCqwsXVTafrrO2daNT0OSbbTgJ5E4W8PlCp77XNEfL1bSN9zjcE5PV5fn2vNWVLXoEM6qtjDh6FVrBS3KS5i7iDrs71rFxjiD3S6vDMVZstOCgPxWYMcV9D3QNWNxbSwZK8Z65c5+Vt/+jSq1qXvPYzYfn3Hj6Wi+kA8BZ7D+l0nfZ95G/DLahjiLYUyAvkm23t+vrCr6HnC+SN0+kB6ICaMr9siA6xrntonlnLfHZd9zD295ARc/xIk/PxC6B9x04SYgjqei5iCh49e06wTJGZ8GunHnVeU9c95Xvj6H592lUgL5AXyOuwPG1DAY/rBPLfvqOrT6fYFM5FkCIC+RDABxc+Aunq+l0oHITzEXTGWQJGKEZTlwzyveH/VwTyAnmBvEC+yly+ObjrBQa6wwCWPba62kzX8+q6j3yv+7tpjLYSyAvkBfICeYF8DbntjdEJyzNMC4pN7X0I5AXyAnmBvEBeIF+npd/U4Ndcfo9AXiAvkBfIC+QF8gL5JqoDAnmBvEBeIC+Qb6IdfHOxVuV31jzlIZAXyAvkBfICeYG8WPJNVAfMBvKt2nWiN95vzWK7fvM2/fuXltRzzX6z2DrOXkN/tu5gFm0LHbhtbUv//vkvs2hb6ECnOevo3z/9aT7yzl1P//quhXT6TbTTF6u3Zqu3KbaNeUD+jzb0r+9/kk3aQHSgsXTgh58F8gJ50YEmoANmAfmmOLqS39S8RtPyvuV9iw6IDnwLHRDIN4GR2rdQHHmmdFiiA6IDogOmrwMCeYG8uOREB0QHRAdEB5qoDgjkm+iLlRG26Y+w5R3JOxIdEB0wtg4I5AXyMoIXHRAdEB0QHWiiOiCQb6Iv1tijQ7m/WCCiA6IDogOmrwMCeYG8jOBFB0QHRAdEB5qoDgjkm+iLlRG26Y+w5R3JOxIdEB0wtg4I5AXyMoIXHRAdEB0QHWiiOiCQb6Iv1tijQ7m/WCCiA6IDogOmrwMCeYG8jOBFB0QHRAdEB5qoDgjkm+iLlRG26Y+w5R3JOxIdEB0wtg4I5AXyMoIXHRAdEB0QHWiiOiCQb6Iv1tijQ7m/WCCiA6IDogOmrwMCeYG8jOBFB0QHRAdEB5qoDgjkm+iLlRG26Y+w5R3JOxIdEB0wtg4I5AXyMoIXHRAdEB0QHWiiOiCQb6Iv1tijQ7m/WCCiA6IDogOmrwMCeYG8jOBFB0QHRAdEB5qoDgjkm+iLlRG26Y+w5R3JOxIdEB0wtg4I5AXyMoIXHRAdEB0QHWiiOiCQb6Iv1tijQ7m/WCCiA6IDogOmrwMCeYG8jOBFB0QHRAdEB5qoDgjkm+iLlRG26Y+w5R3JOxIdEB0wtg4I5AXyMoIXHRAdEB0QHWiiOiCQb6Iv1tijQ7m/WCCiA6IDogOmrwMCeYG8jOBFB0QHRAdEB5qoDgjkm+iLlRG26Y+w5R3JOxIdEB0wtg4I5AXyMoIXHRAdEB0QHWiiOiCQb6Iv1tijQ7m/WCCiA6IDogOmrwMCeYG8jOBFB0QHRAdEB5qoDgjkm+iLlRG26Y+w5R3JOxIdEB0wtg4I5AXyMoIXHRAdEB0QHWiiOmA+kP+rPX0vm7SB6EDj6UAT7fSMbTnJ/cU6NyUdMAvIf/d7G/qf736UTdpAdKCRdOBf37cQy04GOaIDTUAHzAby3/3WmvpaWJnF1nWxBZmdvL+2Mou2hQ50XbKN/v1LS7ORt9vS7fRn6w4Un5BgFtuTp8/oX98J5E3JGhNZxDvQUB0wG8h//0c7GnLE2iy2XusO0fe/tzULWdGmvdYfpu9+a2M28vbecIQHUeaiD703HqVW7TrR33//bRZbaFi4QL4JWHANhYJc17QGFAJ5IwwcBPLGHYwJ5I07WBDIN61OXqDdvN+nQF4gL5a8EXRA7WUQS755d7ICWXn/31IHBPJG6ODFkhdLXiAvHfu37Njl2aJ/ig4I5AXyYskbQQcE8tLJKp2s7EUXvqUOCOSN0MGLJS+WvEBeOvZv2bHLs0X/FB0QyAvkxZI3gg4I5KWTVTpZ2YsufEsdEMgboYMXS14seYG8dOzfsmOXZ4v+KTogkBfIiyVvBB0QyEsnq3Syshdd+JY6IJA3QgcvlrxY8gJ56di/Zccuzxb9U3RAIC+QF0veCDogkJdOVulkDbH/oXUnat2zP/3YtovUk29gNcLfOvWk1j36E/b/adWxXu2I9v+tcy/6vXOvel1niHev7z2aJeRHWtrSJCsHmmBlX6WU67iTdjT5tAPhe3UnXd/Phrbk65b3jn7yGrisrbHlNXTFu7rkHWWpX/tKMRzjAL91zwE0Z9lqOnHuEh08cZr+7Npbp84bHXaPoaNpz9HjdPzcJZo8bzFfq0tn+keXXjRvxVo6fOoMbdq5l/qNnqhTp//fNp2pz8jxZLHvEB05dZaWrN1Up6yA0diZ8+ji9Vv03PM1+QUGk7vHK7p04zZNnLOQfu3UQ6dn6/K7muo5s5eu4ndl73KfXnv7kH9QCPn4B9CT5y/J8uwFGjB2cq1t2HvEWNp56Cg5PXQlH79AeuvnT3ed79GWXfuoba+BtV5rKm3aLCG/0fYZPQ2No1tewVXgaPMmlJ6HJ9DqW25Vjn9ryG+wfcry3vYKqSKX9ZuQSnlv6ymvgSG/3qZSXsinbjv87R6eQGv0lNfQkF9n/YTb18Y7tIq80A/3sARaa/2kynH1b9Lls0DesJD/uUN3GjsD8LtNwaHhlJqeQRHRMdS+zyACwGvqXGG9YWCwftsuev7KixKTkvnaXYctqUO/ITVeh/vh2lHT5tCF67coIDiUklPTyO35S5q1ZFWt1+Ha9n0H0+ot28n16XOKS0ik2PhEump9p1ZZ/+jam+YuX0Neb99RekYmRcXG0otXXhQWEUVJKSn08vUbWrZ+i1laljW9H2Mcd3rgSpHRsQx3tN/TF570zj+QklNTKTUtnd/JmBlzq30XQydOpyu3bCg2PoF1BYD38vGllNQ0io6L50FC9yGj6T8t6+cVMMbvrO2ezQ7yw47akKWrN+UWl9KzsHhN543jUWnZlJpbSFvtnmuO69KJa59jSEsech17VCmvu5a8kamV8lroK68BIQ95jz56w+37IjxB0444Hp6axe1rYf9Cc1y77XT525CQh1xHHr6hvOJSehmRqJELx8NSMlne7Q56yisL1NQJwto6KfV3PYeNIYs9B7izfp+cQrl5+VRe/pFy8/KoU78h1XbWuP73Lr1owuwFbAWHRkRSUXExX1NRUUHHzpynzgOGVyvjD606UtveA2nL7v302P0FpWdmUk5uLl/vGxBEi1ZvrPY6PPPn9t3Y4j535QYFh4VTTm4eZWXn8LWAT00DErjkJ81dRJ7ebykvP58c7z+iJes28b0Wrt5Aj564M/g9vLx5IKBuH/lcdUB54LgV7ThwlBat2chtOm7mfJqxaDkdPnmGomPjqbi4hNv3p3Zdq7zHXsPH0JlL1ygpJZUCQ8LYAzN94TKatnAZ7bc8SWkZmZTwPol2HTpGnfoPrXKtqb2DZgf5sSfu0sUX/pRTVEJ334ZpOvVJpx0oJbeAwlOyCJadLrCp6RxDQh7yXnjuRzlFpWTnE66RC/Im5VTKC8u5Jll0OW7IVejGnLhL5939KLeolOy15H2fnc+g36CnvIaEPOQ998yXByWO7yI07Yj2TczOp4jULNpoq1/7iiVftePVpxPctu8QRUTFUHJKKt1//ISu3LalgoLCOiE/cNxksnV0YciGR0bTqQtX6M07XyopKakV8j+170YrN1tQRFQ0paVn0MMnz8je5QFbcnVBvu/ICXTD1o6t/rDIKLrj6EL3XZ/UCfnOA4axlYiBiLevHw2fPFPj2odHYeUmCwoJj6DikhK6fMuGvRP6tGlTvrb74JHVzsFjuubCtZv0+fNnyszKpvZ9qw4Q12zdTqHhEWzF7z5sSb937skgZ29Qj/48fVJSUkpvff1pyvwlAnl9lei739uQoZaanXHOie68DaPUvEI65+7HnfrQoza0/IYrZRQU06uo97Ts+iNNZ68LJLXPMSTkp59zIlvvUErNK6LzzxV5rVne9Pwieh2dxJ+1ZajP34aEPOTFtEdafhEPTiDH0CPWtOy6K6XlVcq74oarXu1rSMhDXmuvEEJbYvCntBt0ADriFZ1EK27qKa9Y8gbrBI9anSM395eEPdysk+cupuycnDohP3r6HHK4/5BsHZzZXf9Xt75k53yPCgoLa4X8Lx2706ETp+mB21M6cf4SjZw6m1ZstKC3fgFUF+Qh39XbtnTX6R6ttdhJo6fNoYPHreqE/JT5S+mVtw9PJRw6eaZK22Fuf922XYSBCpYufv3Wh6YuWFrlHH372+ZwPeIdlm3YQp///pvyCwqoy6ARGs/KX9368HvD4NHlkRv1Gj5W077w7HQZOJynS0pKS6mwsIh2HDhCf3TprTnH1Nqv2Vnyi68+JNegGIrPyqN9915xpw7X7C4nD8ouKqF7/lE079J9TWevdPr12RsS8ouuPqBHQTGUkJVH++9XlTersFLe+Zf1lNeA7nrI+zAwmhKy8+nA/dfcjhhE7XT0IMh7PyCKFugpryEhv/DKA3oQGM1W+4EHX+Q9Yk07HV9SZkExPQiIpgVX9GtfseQNZ8mPnDqLhkyYRr906M6d6vhZ83WCfMd+Q2nCnIXUrs8gTWd8x8mlTsjDdT5u5jwO0EIsADpwBN7pAnnAAFY4LHNYgB37DakT8j+27cxTA5iGCA2PJAxO1NDoO2oCPX3hQdk5uVRaWspeAgQdqs+Rz3XrW6se/Wjzrn308eNHioyJ1VjqaDvoGObvMVVy/NxF+m+br3Eev3bsQfuOneT2Lyoq5uut7Z1owJhJJvsOmgXkx52yo7mX7hEAf+iBF/nFpzE0MTePY0uvP2JrrrC0jO4HRNOWu+40+4ILjT15t0Gw1xfyiPJX5D34wIt841MpISufLB9Xyrvk2iNCEF5BaRlDSG959YR8FXnvv2Z54eo+/vgtt++Saw9Z3vySDzwA2KppX7sGta++kGd5L1bqAwYi7+JSCVMJanlvvQ6mSnljiOW9CH1ooLxiyRutA9QV8tWBTxfIV3edrpDXvlYXyLfs3pfB8unTJ3r15i39poqgB2CsLl7huWAEgIVHRtGHD2UEyGg/S/7+J+hhhf/UvitPb8xauorjOjBYOnflepXURHhqEEOBKZY1W3do2rZFu640YvLMysC72Djy8Qvg+AwPrzcm7U1pFpDfaufOQVWxGbkcSFVSVk6l5R95ThvH4jJyKae4lD59/kzZhSU8AHANim3w3Ly+kAe0EQRWu7wl9OnTZ/Y+wMqHvA2dm9fXXQ95EWSnlveDqn1xHDEQFSp5Hwc3XF59Ib/5rjtnJUCulNxCgj7oIi+yHOrj0VHOFUv+nx2uoSDU1CAP6x8pcqUfPtD9x081gEF7IRgvJi6BA8HgsgfcMacMl3JN+fMIKMOmBPnBowCXP2DXQivnns9t//VcQ72jb30fzKcjOK7vyPGEwDsEy73x8WVr3PXZc/4O7aLIabH3IMdcIGZjzvLVfBzf4904P3QlzMXjHkjdjE98T/5BwTR/1TrN9cp9TGXfLCAPV3xIcgYVfSijDx8/8j/Gx0+f+G8cw4aRM+ZnAH/8/TY2mTA4UDrq+uz1hTxcxcFJtctbYUh59bTkK+VNr7V9teX1iUumhmYF6Av5HQ4vKeh9feVNIQv7hmVdCOQF8ujwdbHk+4+eSDYOzjyNgD2uA2AQAOjxxpvyCwtpy579nPJ37uoNnpdHKl/b3l+nIXANQP5Lxx40evpcGj55BrXs3o9Bj7noboNHcgrikPFT6bfOPemH1pWAg5U6Zvoc6tB3CA8a1ODTB1i4D+TBVISumzIo0ee5yrWrN2/jYE3u4z9/5v4fmQ637Ry4wJD2sxB5jxQ7d8/XNGneYn4HqMGwYpMFlX/8SO/8A6hj/6GcwhgeFc1R+qs2bxPIKw3ekL2+gXfDj9kSoqjhbkVwFeaGYSnjb2wogBOTnkOFH8rYVY9jo4/foeHHbL4J5NXyItgO8npEfpV30ml7ik7LZnmR7qe3vHpCHu2ktC+CGSEvAhiV9kXRoUjIW1rGYNdXXn0hr5b3zDNflvd1VJJG3vGn7DiqnuW1f6F3+wrkBfLo93SB/Igps+ieqxvHGVy6Yc3gQCoegrswR+z88DENGDuJwY/Uv/Lycnrx2otQtEXdt8IafeX9lu+F6QVAasz0uXTD5i49fvacMwQAK7+gYMI8/49tOvP8/8Ubt8jzzVueFkC6ovqeDf3cc+gYWr1lGx2wtNJ5m7l4BSEArqHPVF8HDwiyMDy93lJYRCRnWFRUfOKURod7D3kQpAb92SvX+ZxHT91p1LTZ9EOrThxbER4VQwWFRZyKiUEXoupRMyE1PZ3n99XPNKXPzcKSV6xwRHlf9Qxk17E6XQpAR9BdUk6+3pHqeJa+lrxa3iseASyvk2+kZsCBCm1ZhcUsr76R3yyvnpBXy3uJ0xNLydnvq7wjjtlyEBvad+XNx5rfoVxX372+kFeeB33AoA/pfi5+URq5hh+14Wh7pCjqWxgJzxLIC+TR6esC+cHjp5L9vQfsSr58y5otaqT/JaekcbT9tAXLCAGAmF8+deEyW6XPXnpS54GVef4YEKBCGyq6TZ2/hF3RsN4BMezhtkYQIgr0oNobirqss9hJf3XvSz936MZV3GDRnzx/iW7csaPuQ0bpDVrklqNiH4IJdd0wZQGPgyFgiSDNNr0G8O+Gyx3tuWHHHvLyeUeFRcUUHBbBrnwMdPC842cvcrqk61N3Gj1tNmGwgyJI2bm5dOmmDRcggndi9rLVfC3y5dGGhpDVGPdoVpCHhYZcc6R3XfEI5E4dkfWzzjtTcVk5BSamE6LDFQg0dG8oyENe5PIjvQuDE8gDeWeed2bXeOD7dA5sa6icynX6zskr94G8SPeDvNc8gzTyIk0NQYKQF0F4yvkN3RsK8uNP2nG6X0Z+EV1/9VXeaWcdOegOLn0EZTZUTuU6gbxAHp23LpAHUK7b3uXULAQGdug7mMuoomjP4VNnqX2fwWzFo6QtwIM0uodP3Bk8gP/EOYsoKCSM5q5Y+4+0LoBJccFjDn/QuCmcI46yvkq2AuTE3Dzmri/dtKbz127qDa9O/YfRjMUraNWWbTpvyCowVp14TB1g+mL2slUc34D4B6Q64hh+P/Li49+/5wj7+SvXEVzxqI4Iqx3pdEobrthowZUWUVxpybrNereTMQCPezZ5yCN9C/BBcRPkZz8LjedIariVcWzaWSfa5vCCA688I9+zpTnRyl6v+vX6QF4tL3L3UX73fU4+58gr8mJuGLEDcImvuvWY9JZXD0teW163kDgOaEQBn0p5HdlFX1JmOHn1gfzQI1/1Ae2LAEBY7LDoFXkRi1H0oZzgwoclr2/7CuQF8uhsdYF8uz6D6Mzla5ya5RsYROu376aMrCzy8Q8kzNcrAXaw3G3snehjRQVb/rDUAam9R47TMw9PtloVGGnDA+fCQrdxcOIgP1j1cEmrz0NZXVT5Q4Q/FsZRf1ffz7CQMShBLrmum+KtqO+z6nM+ShkjeA5z9VGxcdxmuB5ljzHXDqij/PDTl54M+c0792kCGHEegu9gxb9550eI1q/Psxvz3CYPeVhrN14F0ZOQOC4cg2hqWJUhSRl8DND3S0jjyO/knALyjHpPjr4RetVX1wfySO/SlhdzwwgcxG/4Ku8nSs4tZNBD3rV61IPXx5KHvLDa1e37D3njUwmBjmh7DExYXj2qCuoD+Up5AzXyJucWcGxDSHImH3saGs8pgB8rqsqrTxVEgbxAHp26LpBHsBzysDHXnpdfwHPmSPNaum5zFWt7/KwFBDc95ulRua3y/kPJ8d5DTsHDHHx1IAH44QbHIjnwFFQOHCrd1Orzcd6c5WvYmkVRH/V39f3cbfAolh9xBbpumO/+s6th5uRrklcJpkOGAqYRlCkPABvxCnDPJyYlMcjtXO6zV0V9r9t2jtz+qIKIeAf1d6b0uclDHkFqWHQmPjOPMguLqexjBbvmYR3jGPK5ASVE1mfkF3M+un9iGlv3iru1vnt9ID/Jyp5Qo57lLVDLW1BV3s9f5Q1ITCN96qvrA3nIizUAapMXg6rPkLegsn0h7w7Hlw12g+sDecgL74i2vLDmFX2olPdzFXl3Oukhr+TJG60DbGopdIDr0vVbKCYunufbUY0NFfMAPLVljkIuKOKCXG5lPrjroJG8oM3mXft5/r060ABkCMq7ddeBJs5dVOWe2ucDtADY4nWb9Hp/KEKE+vtYKEbXDSvE1bSegLacDf1bKYgDSx6L0CBiHvfqMXQUuTx6zJH0KJaDVesw3aB+Dub4YcF/+PCBTl28wrEO6u9N6XOThzyC6gAUFL55EhrHAXaoT3/2mS8fO+fuS1Hp2Zwjb/c2nE66+dCB+69o7sV7DYaQPpCvIm9Ipbyon67IexbyplXKi9rwGnkv6SGvHu56yLv9S/u6hcRynQFE0ivyInod8iJH/qu8r7nYT30HT8r5+kB+FOR1eMHvHq56ZAKwvO6V+gB58TfkdXgX8aV9X9M8PdpXLHmx5NHp62LJ47zB46dwnXvMt2O1u5lLVlaBMUqwIkc+r6CAo+f7jZrAAAIU3dxfsMseC/Jog6ZV9360bMNWdtMjaEz7e+2/ZyxeelGT/gAAIABJREFUztX1tAGnfV5df/cbPYG27T/MHgd4HXTZMMfdqod+0wSIgFeCDrVl/G/rTlylDpkMWOAI5Y6V5+E7lDLGWgUoW4sBkXpZXwy2UKYYCyRhQ3lczPNrP8NU/m7ykFfAgD3m4VGPHGVt0dnj2JQzjhxwV17xiSPrG5o2p36OPpBX3wdAh7yAkSLv5DMOX+St4PgBg8irB+TV8gKQKXmFhHl5RV7McwckprMHZdUttwanJaqfow/k1fc5/fQdTyHAslfkxfy7Iu/q2waSVyx5g3WAsFaHTZrBaU/I/964fQ/l5xdwXjnSrkZOmaX5rl3vr0vPYi64/5iJmu9wLSLQi4uL6ZadA2HdcRzD1mfkOM4fRyeN+WtEZGPZUeV7BGYh2ArztvuOntQcxzkAOa7BtXgm1pBXroN816zvEGqeY6lblE9VvgOocb5yHSACyKRlZLClDhc7rMfew8fS3mMneA4ZgMEyuco8Pb5HVDzSwhRgqUGD5XmxoA0C+ACl/7Tq9GX7WghGOR/FchBwhqVuuw4aYbD3p9zf2PvKGvMjeJ0BeCx6jxjHJY1hvaMOAMoNIx8ebnoUtJm1ZCVnLShy4RoUysnIzOL2RCll6BNKFGMNAixXi+kUa3tHGjR+ikm3T7OC/O03IZx6pl7NDZHfWF4WJUzn6GG9q+FhKMhjPXOkytm/+7r6HAIFFXn1sS6ryGsgyN98XSkv5tyV+08966iRV98a+8o9DQV5xD6gfZ1U8mLQp7Tvgiv6Z1pAZrHkDWfJ7zlynLDEKnLAsQWFhrMlxm5VP39e2EX5DsuLKlHjGBjAWlO+wx4dOKLWE5OT2SWrfIdcccxVo8NHAJjFvkMcfKV8j3KyWLwEi9tgoRjluLvHK1pjsYNQfhbXAvqIUFe+x3rkCNRCjjZWPsMiNMp3123u0rBJ0zWwQBQ38rWxljzWPT996SrLAasSkd6p6Rkc+Y6V7hQwwWpduHo9l2RFKp52RTusaY+223nwKI2dOU+z4VmIqFfuA0sVx+Ayh5tdGbQo35vDHvXmh02ewUvFYkCG+fM9R4/Tpp37aL/lKUIOPJb9xUANsFcGSspvwzvEu0TwHQZbrs9e0K7Dx3gxI5SzxftHaWGkB0JHlOtMcd9sII8CMy7+UYR0qSsvAxhCyJOee9GFyj9WcDEcpKYpINFnbwjIw0JHrjniBK56fJUXNfUVeWddcDGMvAaAPORFLj8Wdbn2Jd0P7Yv0xEp5c2n2RcPIawjIQ17USoC817+k+0Hemecq5UXJW0MN+gTyhoM8wAfIKa7S2vaIklbcrJi7B+BqO1/5Di5cBbgIhEPRmaiY2DqvRc757iOWGi8A0tCwHK5y39r2cLOPmzW/Cizgfj95/jIlpaRQZnY2W53Y4/efOHeR87fVUAGc2/YayJXakPoG6xWgV+byl2/Yyilf2nLgXGU+GhY+3Ppbdu3nsrpIIVM/w1w+cwbB0NGEgRfWhEfwIoIUc/PzudAQjiF3f+HqDTUOYrAC4ZJ1mwiDs/TMTC6ek5Oby9B//fYdVwdUD45MtW2aDeSnnnHkADHUeT/+2JvhiKIya6yf8Hw8lmyFlawP3JVrDQH5KWccOEAM8p54/JblGmFpS3Aho8Y+lkCFF0J5pj57fQLvlOdCXkTYJ2bl00m3r/LCRY/oVa/oZMIyv8r5+uwNAXnIi2kQBF6ecvPRtC+K9SAI801MMs0w0KBPIG84yJtqR2osuQAruN6nL1xGW/YcYMsRbmPMG1f3TJzfdfBItubPXLnOgxVYpQroq7tGOQbAI7UO3hIsrbv9wBGdrlOuN8U9fne/0RM5mHHHwaNksfcQLVi9ngsBKR6XuuSGhwTu+tVbt9PKLdt4Okfb8q/rHt/y+2YDeRRh8YpJopCkTF5WFpBBOtX+e684yAouZswf6wMf5VpDQB7yYuARmpxJu508WC6sirfP5RVDHi5mlONVnqnP3hCQX3ztIafHhSVn0h5nz0p5T9ylvc6elfL6RRLAqo+cyrWGgPziqw84XRJBmIq8KM2Lz8gEgBcFrnvlmfrsBfICeX06eYAKueZYBQ37uoAN0GOqAB4IuJThXUBOeF0yrLHYyZ4HuLaRPodc+bquMYfv0R6AMi/AgzZs26VG672634P2xqCqRbsu7BnB/ao7z1SPNRvIw2qfds6JrTN05ui0UcgFddSxfjyAiWpy+nTmyrWGgHyN8p64a3h5DeCub0x5DQF5lvdspT6MVesD2vdypT4YIqgROiGQF8g3NgAwIIAHAEFz7fsMIpS7rUuGtr0HEiL32/UZxNMcdQ0m6rqffG8aet9sIK8AuDH2hoB8Y8ipPMMQlrxyr8bYGwLyjSGn8gyBvGl0ds0VOoC1LsCGharLec21Hc31dwvkj1gbxHpXOnTsBfKGb1N1+wrk/+aa5cijNsYWGhZO//quRZ2Wn7l2eiK3DLqakw4I5AXyJJa8kQclkicvA4aWAtbmBFZT+q0CeYG8QN4IOlDF8yCQF8gL5EUHvpEOCOSN0MGLu97IlvGGI/Tdb60NPs2iBrMhP8ucvFixpmTZiSzNSx8F8gJ5seSNoAPqQYJAvnl1qgJRed+mpAMCeSN08GLJiyUvkJeO3pQ6epGl+eqjQF4gL5a8EXRAIN98O1UBqrx7U9IBM4J8Wxp88IZZbD3X7Kfvf29jFrKiTXuuPcBz3GbTvusO0ne/tjKb9u21/hC1bNuRysrKzGILCAzSOYUOq33JJm0gOmB8HWhoDQOzgfz/fPcj/V+L381i+98ffyOR13jvyhzb93+/b0G//NHaLLYWv/6lE+RbdulJEydNlk3aQHSgEXRg6MjRDcpQMBvIt+3QlWJiYs1ic3a5T63bdzYLWdGm9+4/pFbtOpmNvA8eudJfbTqYjbwPXR/Tv3/+i/puPWkWW9cl23SCPCqk/dqhm2zSBqIDjaADP7fr0rQh37FrT6NU9zJGxTBfP39q37m72cjrHxBI7Tp2Mxt5g4JDqE37LmYjb0hIKE8vqOfpTflz703HdIK8Kc07iiwyDy46UL0OmI0lL5A3TglTDHIE8sZrW7SvQL76zkc6ZWkX0QHj64BA3gj1v8WSNy40xZI3coqiWPINcosKsIwPLGnj+rexQF4gL5a8EXRAPQ0klnz9OybpzKXNRAcMowMCeSN08GLJiyUvkDdMByUdvbSj6IB+OiCQF8iLJW8EHRDI69cxSccu7Sc6YBgdEMgboYMXS14seYG8YToo6eilHUUH9NMBgbxAXix5I+iAQF6/jkk6dmk/0QHD6IBA3ggdvFjyYskL5A3TQUlHL+0oOqCfDgjkBfJiyRtBBwTy+nVM0rFL+4kOGEYHBPJG6ODFkhdLXiBvmA6qro6+Rbsu1KpHP0KJ3brO1f7+r+596ecO3ai+C3/81L4b/dapJ/3Urmu9nvlD6470S8fu9Ge3PvW6Tltu+btxdKuptLNAXiAvlrwRdMCYkB9paUsTrexpgpU9qcvjjjtpR5NPO9Co43eqHFefo8tnUy9rC8BOXbCMLt24TU9fetBbP39yc39BZy5fo+GTZzC4q+ugMRDo0HcI7TlynBzuPyRvXz965e1Dto7OtNZiJ3UdNKJW+M5aupLOXr5OT5570Jt3fvT42Qs6eeEyTZm/tNbregwdTRt37qW7zvfo9Vsf8vLxpbvO92nnoWPUqkf/OgcZGEzMXb6aDp08Q/stT1L3IaNqfV51v12ONXxg0KJtF+ozYjztOmxJR6zO0bSFy+iXDt3N5h0I5I3QwYslL5a8MSG/5rYbuQXHkvWbkCowv/EqiJ6GxtE66ydVjusCdvU5pgz5P7r0otVbt5Pnm7eUlJJKEdEx/DksMooyMrPo5es3NGX+Era01WAD4NFRX75pTfHvkyglLZ3evPOld/6BlPA+icIjo8nyzAXqPXzsPzpvWPrLN1rQK+/KZ+JZ3r7+FBoRydc+83hFC9dsqBbW/UZP5MFHZHQsJSYlk39QCL3x8eXP8Ynv6fzVm9R18MhqPRHwGAwcN5lOX7pKgSGh/HvDo6Jo3Mz5/5BR/Vvlc8OBrt12nQYMo3XbdpGb+0t+1wnvk+nQydP0Z1fz8cYI5AXyYskbQQeMBflhR23o0AMvyisuJc/IRA3McTw0OZNS8wpph+NLzXE1vHX9bMqQX7x2E0MyKTmF7O89IPw9ed5ihrC7xysqLi4hQHfk1Fn03zadNTCE9Xvi3CVKTU+n2IQE2rJ7P1tkM5esJMuzFyg6Np4A3QPHraht74Ga635s24UmzF5Ib/0CKDcvn6ztHflZ0xcu58GGy6PHfByDizEz5lYBffs+g/mZ75NTKCg0nO89e9lqmrFoOe0+bEnpGZmUlp5Bh06cpk79h2meiUEF/oZ34eGTZ5SemUnJqWlUUVFBOXl5PIjRhpH8bTiwoy1/79yL9erijdsUEh5BhUVFlJmVTWXl5XT2ynVq2b2v5n2ZetsL5I3QwYslL5a8sSA/5sRdOvPUl3KLS8nJN0ID80lWDhSflUcRqdm06c4zzXFdwa4+z1Qh37bXQLJ1cGaoPnriTqOnz9F0tHBpL1i9gSFY/vEju+QBWXTAgP2c5WsoJi6eMrKyGbBwwSqdc7fBI8n5oSt9KCsjr7fvaPqi5Zrv0NnfdbpHpaWl9PSFJ42eNocQB4Brf+3Yg5Zt2EoYcOQXFNBV6ztVLPJ5K9aSf1AwW+CHT52hNr0qBw+AeJteA+jB46dU+uEDRcXE0qS5izSDEtx3war1FBQaRjm5efTc8zXttzxFBYVFAvmWhoW5ogPae0z7WNs7UUpqGkPe1tGFnrzwEMhrN5Sh/v7u9zYkq9AZD5yyCp3x2hawN2Tt+mlnHemWVzCl5xfTpZf+Gpgvvf6IUnIL6U1MMq269VhzXA1vXT+bKuRnLVlFvoFB7Orevv8w/aiy1OHaXrHJgiGINoc1rwwC2vcdTIdPnaWS0lLyfufH8+DqvqnvyPF0z9WNPnz4wFbz8XMXCYMA3L/vqAlscX/4UMYW/J9de2sGAH907c3W/PukZPpYUUHRcfHUsf9QBn2Ldl3p4vXblJWTQw/cnrJnQXkmpg469htKGKjgmbDQdxw8qhkEtOzWl1Zv2UYvvbzpzOXrNHn+EurQdzDLJpZ840B+xuIVdMPWjgB3TA8NnzyTzl+7KZBXlNjQe4G8cSEkkDdu+xoS8guuPKD7AVH0PiefDj7w0sB8h8NLysgvpoeB0bTwygPNcV3Brj7PVCF/6sIVBi7c8pPnLtbAFi71fqMmsOWblZ3D0MzOzWUow4ofO3MePXZ/QfjuwrVbmuvQT8FqPnzyDEXFxrFV/fHjR3J9+pwh/EeX3rTWYhd9+vSJBxYDxk7WuOMBarjnMTgoKyun4pISKioupkVrN9LPHbpT5wHDOVYAlvrxsxerzOFW3ncHAz4vv4DldXF1o2GTZrBsCOrCwGPsjHmEwQIs/3a9BwnkG8mKh170HDaGwY7BGP7G3LxA3ogvQCBvXAgJ5I3bvvpCfuzJuzT7ggvDe5/LK3obm8KQt3zszccAdQTd5RV/YMhvuetOsy640NgTdxsEe1OEPEB3//FTtqTgFlci4XEcbvmT5y8R3PRODx6xixvW/O4jlgRre9HqDRQRFU2x8QkMfrURMn72AgoIDuEBQnAY5l6LOVofxwHWy7ds6PPnz+TyyE3zTFzfrs8gDtRDAF9IeCSFhEXwIMHq0hUCxBH8h/shBmDD9t2agQU8BHAFI2gPgw5MAcDVj3PV0wRqGQXyjWO9q9tc+7NA3oiAR2ML5I0LIYG8cdtXX8hjjt09LIFi03MpJbeAisvK6UP5R0rKKeBjOJ5dVEIVnz7zPiErjx4Hx9JG24bNzZsi5GHRvnjlRYA33Om/d+lVafV27MFwzM3L48C5viNh0Yez9Y3zOvQbQqu3bKeU1HQKjYiiCXMWaoCLe9x7/IQysrLogOUphjaC5AJDwmjeyrXsend++Jghf+7qDYLbH/0R3PgrN1nw4ADufwTxOT1wpbKyMrrj5EJ/detLS9dtpsiYWAqJiGTrHtcB1pj/x71g+WO/cccentPHc+evXKeRTQ0ZfSCPdkMMATwPLANiFFp3Yg8BPCDq51Se21Vzrvq75v5ZIC+Q584HHRA2CbwzLjSDgkOoTfsuVdpcaXtT3OsLeUTLBydlUGl5OZVXVDB0Pn3+zH/jGLZPnz5ze5R9rKDS8o/kl5BK2x1eNBlLHoBFfjneL4LQFGgNHDuZnr305KC0VVu3cf6y2/OXPP9++aYN9Ro2hiEMCx3wHjR+igZsm3bupdS0dHJ96k4jpsyi5Ru3cpBVZHQMrbPYxZb767fvuL0PnjjNwXKAXZ9R48nxwSNOwztidZbPgysXngRMJSD33WLPAR50IId/9tJV/MxfO3Znr0JeQQFFxsRQ6x79aNzMeRSbkEgFBYX8/Opg2hDIo30QjDhy6mwaNnkGtezejwcZmAroMnA4xyug7TC1gPvjuSMmz6RRU2ezBwPXK8erk6k+x/7TsgP90KojvzPcV5fNUM+uj5y1nSuQF8hXAY5AXiCvHmzoC/kRx2wJhW5Q/Oasuy9lFZZwgB3+xobCOBEpWVRYWsbpczgGFz+uU8+16/rZFC35fqMnkG9AIFvLOw8eZSjBZY5UNLi7kcf8c/vK6nUoboO57juOLjR4/FTadegYgxpBe92GVOakdx4wjOfhkcaGSHbAbs6y1Zyeh1S6nYeOEorYIH8e79Ji70FOm/qxbWf2JOA6e5cHXJgG0wX7La14bh357IiiRy41IrPhfYDrHgAZNW0O5/EjbQ5BgoAdBiGw+DHvj3zs6uCGY/Wdk9+6+wA/Cyl+c1esIQQMIjPg2m1bevTkGWcMoBiQj38g9R01nr0T+P7C9Zt8HaY/MC9dG/h0/Q7tCM/HvmMndd6QZviXCVUGFMgL5AXyRkhFVINS/bm5WfIKnIcesabzz/0ot6iU7vtHawA+7Ig158cn5xQQCuUo5zd0b4qQB5xhFSNPGQBGQB1yzmF1x8Ql0KhpszVAguu8sLCIbt6xJxSj2bbvMA8OAHnkyyMtDulRcJmfOn+ZLXGAdOHq9TyQQKodXPBwrfsFBvMAwWLfIbaG4VJHAR0f/wBasm4zw7FjvyFkeeY8IWgPlfBa9xzAgw+44JXiPAjEO3bmPAcOOtx7yDIAkih2Ex0bx0F4q7Zs0/wGNUDrA3kMdHYcOMKBhpjjh9WO34sBBfb4G1un/kPZq4FnIx8fJX5h5WPgBGv+xPlLdM3mDg+K1LI05DMqxMHDgWBIXbeL129x+zfkeca4RiAvkBfIC+Sr6IB6UKKvJa/AevxJO7rtFUIZBcV041Uww3zoURuaesaR8+aDkjJo2fVHTRLysERRcQ5BcAdPWNGIKTM5Zx5V5FCpDpa40rk/e+HJQXAoWoIAvfXbd1N2Ti4H18E9DlDjb0AfRXMwF41rYW1i3h5Bcch/B5hRwhbPRJ77kAnTCHP0qLR39PQ5jfsez0CJ3fLycs59h2sc4IyJT+ABATwFqJgXERVD/sEhNEaV3z9+1nyKS0jk/H0U9lF+g3qvK+TRBijcExgcyt4Jdbof7of7YMNnzMcPHDeF4xEmz1tSpUwr0hEReHj5ljUXflHL0pDP8JrMWrqK2wTtosuGzAVUN2zI84xxjUBeIF+lgxd3vbjrDQX5oUds2FU/6bQDA9w1KJaScwvo0gt/wjEAHtH0hR/KyCs6iS15uO9R314ZHNR3b4qW/H/bdKInz19SRcUnzl1GnXrAEfPvvVSlaGHJ+gYE83lwmbfpOYCBDRc8LH7M56NePXLmkf+sLk9qsfcQV5aD9Q4rGLnpKL4DyNs4ONGV2zYE6xyR9vAcKMDsPWIcH0MuPSL/cU+4yFH+FvPtV27bcmAeoI+Keuq658s2bOFBAyruwTNRHaB0hTwGF3uOWJK75ysOGlTk074nrPrug0fRbTsHunLLhuv545j6PPyGrbv3cxpg6x79q3ynPk+XzwhUxHoDyHTQdUMbacuky7OMdY5AXiAvkBdLvooOGArymIu/8jKAo+U9I99zRD3m3kOSMviYW0gc+cSlUHnFJ0rOLSSc4/AuXK/69aYIeXTecLHDDQ9gIx0OqWsrN2/TwBbnIJgMwIRbHy53WLcoXQv3ekFhIQWHhfMeFrlSuAbXYXU4q4tXGP4eb7zZygXcsCAJIB8TH8/pcAA33OpwfStAQUpcRHQ0lZSU8vw/gDZ00nR29SPgD7XxMSBBVT3t2vh4JrwKCPCDFa7cU73XFfKYNnC494Bd7erBi/a94HnAAAgL5gwYM4mtevU5+Ixnzl2+hqcbxkyfW61c2tfU9DemPRat2UiY8tB1Q6nimn5DTc8x5nGBvEC+SgcvlrxY8oaC/CQre150BmlxmYXFhOj5krLK9DkcS8zO54A7gCizoJj/DnyfTrudPJqUJY8OHICANcy/NSuLUFdcXWce52zetZ/rwaNULCxjwAogu2XnwNcB/phzxyIvipse16H4DObyMU8Pq53nqDt2p2kLl7Prv+LTJ4KlfvrSNQ7IU4ACixPldHEdqttx2du2lcvfolAOwI/MByxMs2z9lioDErjFsdAOCubA3a/2SCj3x15XyAPeKMuLNsBAQ30P5TNc51v3HKDbdo5cSQ/3Vr7T3iNgELXza5pG0D6/pr8xeEEcAhYT0nXDFAymS2q6Z2MfF8gL5AXyYslX0QFDQX708Tu03fElHX/8ltxCYjmyPjo9hwPwcAzR9pFp2QQIOflGktXTd3TowWuaf/l+k4P8oHFT6JmHJ0eiYz4dK78pnT1StBCBjuVfAVyUJEVJWnwPqxv56LDki4qKuWAOAveUa5FqtnH7Hnavo/IdPAD4DgBs23sQz+UjqA6LxMCNr+SX43sMDq7b3OUBAJaRBfT/07ISnIj8h9cBc/W37zqwW1x5Ju4xdcFSHpBg4Ru47X/t1EMjk3KeIocu0fWVMQQvuW6/2tOg3AuLqixdv4VsHJzZSleO17THb0W99pmLV1YrV03XaR9H8CPK9mIFQF03tEfrnvpNE2jLoc/fAnmBfJUOXix5seQNBXn1fDoAjmI4z8LiCfDHd0iX809IZwt/rfUTGt7AtDn1c0zVXY9qcQh4QwpaQHAogxuR4ph3R1nbbfsOcTodct8R+a4GHebQEeGN1Dqnh67Uf8wkDpxD5z1xziLOtc/Lz+e0OHUuPaCNaP70zCyeIlhvsYujvhGF3mfkeHbPo+odAgC37NrP+eAKTIZNms6WMBaZcbz/iKPWkW6HNe1RVx/pdRiQPHZ/zlH2ynUYgMBDMWTiNN5wH1jVcOvnFxbS5l37NN8hRRBtgGux6M3J85fZakauvnI/ZY9gNlTwQ24/noFBirIp5yh7DHxWbrYgL5931HXQyH/cSzmvqe5R0AixFso7QC17rHqIWgh2zve4qJLyHVIE1bpmam0iq9AZwQIVyAvkjQH5a56BlFVYTC5+kRorffJpB0rNLaT8kg+06Kp+NesV0Jsq5NF5Ys79hq09L/sJ1y/mtBEwBxc7ysRiTfmTFyrT4tSdLSLNMS8cFlk5d47gObj/scwsUvNQ9e61tw+7ptVWPiAIi/Ku833KzM7hYjkofLPnyHF+Jlz/qekZ7Dlo1b1fFRjiPpi/9/EL4IEJFs3Ze/QEHTxuxYAHMBBXgJiB3zp/da+jLO6StZvJ8423ZkNlPUw1wKOAuALlu6cvPUipG4B7LFqzgb9Hap7icVDaAZX/kNK3bf9hDhzEwAcbIAWoK+fhNyNHHi5zDIhMKQBOkdHYe0wxIGBSaWfoCDw5KEKVlJLChZmU76CDQyZM1bSfsWWr7/0F8gJ5WU/eCDpgaMgPP2ZD9j7hPO9+41UQQx5589PPOlH5xwqKzcileZfuaeCvALshe1OGPDo4WO1YaAbFZmAloxgO8q9hwSNfHa7t6jpCzFPPWLSCC9xkZmezVQ9XOdYJx3KuSPOqCWgA+K27DhxAh2fCI5CTm8vz+8jpxspx1T0ToMeiNZh7xzNz8/P5WgxGwlBmd/bCKtH2uAfc6rDWUfe+rg3TAcg0wHWAM5bjBchRMhdz/AA9juN7FODBSnna97x4w5qDEHEOSt7CisXzsXoe0v9wvLltiOdA5oZ2W1X3t8P9h7wIkqm2kUDeCB28WPJiyRsa8lPOOJBrcAy9z84nqyc+DHNUtFt+w5WnirxjkmnmeedmAXmGUZvOvFIcwIw59Knzl3A0tgK02jpcWK1wc2/YsYfT6zBogFu+tmuU71ALf9bSlbTOYidNX7SM2n1Zs175vqY95tsHjZ1MKzZacJ44VrRTL5Vb03X1PY5BStfBIyk0PJJz3AdPmKrzb0PbIXgPaXgIuMM8ui7tWV8Z5fzGHTQJ5AXyYskbQQcMDXm44j0iE7l87V4XT4b5mBN3OYoez3Lxj6KpZx2bDeQBCgAN8/TIjVdbrLpABBY2otsBfFivqK+uy3XKM3Etnq0rBHEeP7NdV34uPuvyvIacAxlRhx5eDUxBoKwvBid13WvN1h2EJW+RiTBvxVoypbKydcku39esvwJ5I3TwYsmLJW9oyKO4zYxzTrzkLHLn4YZHtTt8xlKzKIoDl35D3PPa15i6u1469Jo7dKVtMHhBIB7m2xHoh4GQ8l1N+3Z9B3PZXwwIMLWh6wCmpvvJ8brfU2O0kUBeIC+WvBF0wNCQ1waxMf8WyJtG52woAADWugAbHgBdzjOUXHKfxtEzgbwROnix5MWSF8g3TgcmoJB2Fh2oXQcE8gJ5seSNoAMC+do7HumYpX1EBxpHBwTyRujgxZIXS14g3zgdmIBC2ll0oHYdEMgL5MWSN4IOCORr73ikY5b2ER1oHB0QyBuhgxdLXix5gXzjdGACCmln0YHadUAgL5AXS94IOiCQr73jkY5Z2kd0oHF0QCBTMpkfAAAgAElEQVRvhA5eLHmx5AXyjdOBCSiknUUHatcBs4J8RUUFmcP2zteP2nfubhayoj0xKGnXsZvZyBsQGERt2ncxG3mDgkPou19b0eDDt8xi673xKP3ruxZ1Fk9B54pKcbJJG4gOGF8HGjqYMRvI/99/fqI/WrYzi+2XP1rT/37fwixkRZuKvMbVK7Tv/3z3I/375z/NYvu/Fr/rBPmWXXrShEmTZJM2EB1oBB0YMmKUTgNv7cGA2UD+u99aU58tx81i67xgE7Vu35kiIqPMYnNyuUf//qWlWbQtdKDLwi30Z+sOZtG20IH7Dx7Rv3/+y2zat+tiC50gj5rvv3XoJpu0gehAI+jAL+2/LgesDfLa/jYbyH//RzuD1OU2ZjlQ5d691h1id716XtaUP/sHBNJ3v7Uxm/btveEIu+tNuU3VsoWEhLK7XtEPU99LWdva5zhr61DlO2k7U9MBgfwRa4PDTSBv+DZVg1Egb+T23XRMJ0ve1DozkUcAKzrwTx0QyAvkOYVOLHnjZQSIJf/Pjkc6Y2kT0YHG0QGBvEBeIG+ENEpx1zdOByagkHYWHahdBwTyAnmBvEC+ypSVzMnX3mkKVKR9zEkHBPICeYG8QF4g31LAZU7gEll111eBvEBeIC+QF8gL5BuUgy2w1R2236qtBPICeYG8QF4gL5AXyDdRHRDIC+QF8gJ5gXwT7eC/lfUozzUdC18gL5AXyAvkBfICebHkm6gOCOQF8gJ5gXyzhPxf3frSzx260X9adWwUwP3QuiP90rE7/dm1T6M8T6zpqtY03vNvnXpSm54D6I8uvZrNO2iWkB9paUsTrexp/Cn7Kp3buJN2NPm0A+F7dYW1+n5u7hXvlPadYPXP9p3E7XtHr/Zt7hXv6mrfUZZ6tq+ZVLxr3aM/zVyyko5YnaO9R09wx10bsH9o1Yna9x1Muw4do7vO9+j1Wx96+foN3bZzpNVbt1OXgcPr7Pj/6NyLZi9bTfuOnaJ123ZR31ET6rymx9DRtH77brJxcCYPrzfk+eYtf95+4Ai16tG/zkFGi3ZdafbSVXTguBXtOXqcug9p2EIlzRH6eN9zlq+mk+cv0X23p/TK24e8ff3Iw8ub7JzvkcXeg/Rb5561vsMWbbtQ7xHjaMfBo3To5BmasmAJDw7NpT2bJeTX2zwl16AYuu4ZVAU2t14Hk1tIHK28+bjKcYF8/cqorrV+wu1741XV9sXfbiGxtPqWm17t29whv+a2G7fvba/gKu14zTOQ2xftX1+dVZ9v6nnyP7fvRqOmzaYzl6+TX2AwJaemUVhkFLXvM4h+aN2p2g4bx9FRX7x+i+ISEiklLZ07e9+AIEp4n0ShEZF09PQ56jV8bLXXY/AwYsosOn3pKr0LCKTEpGRyffacBxm1dfYYBFhdvELhUdF8TUBwKHm/8+PPsQmJdPbyNeo6aES1cv/UvisNGDuJTp6/TP5BwfQ+OYV/59iZ86qVsTY5mut3py5eIR+/AG5/v6BgHtS9eefHbVlQWEiRMbF0/uoNatm9X7WDrY79h9Iaix306Olzikt8T/GJSXTwhJVZeWOaHeSHHbUhS1dvyi0qJfeweE1niOORadmUmltIW+2ea46rOz9dPzdnSx7teOThG8otLqUX/5+9t3yPInv+v/+S397fD+suuOsu7u7usLgvBJcFgrt7AvGQ4ISQIEEiEBckRtw9sHVf7wo9dLIJmUz3sCP1oK+e9LTUnK6c16k6VXWiXhnaEcejUjIpNbeAVrv5G44b26bq8+wZ8mjHbb4PKLeohAJjXhvaEcfDk9O5fdd63DUcV7ebsZ8tGfKwYles28SABfRy8/KovLyCcnJzqXXX3rXCEoDDdbsOHqXUN2kMeYfN22jCrHlslcPKi3/xio9v2bmXmnXuYYAo4N6sc3datmYD+d64TW/S0ik7J5eKiosJA4SZC5cbzq0J0ua/96Jdh44y0MOjomn73oM0Zd5imjh7Pm3euZfSMjIoNS2NLXTARLkez8Tf8C5cvn6T0tIzeFBSWVlJ2bm5NHrabMO5yjWyr+6aV9rj2NkLdPzsBVq9eRtNX7CURk2dReNmzqWlqzeQk5sH5RcUcvuOmT6HMHhUrvupTWcaOWUmHTl1jp5FRlFBYSFlZmVTWXk5HTp5hn7r8IfhXOUaS93bHeQH73GhY3dCKLuwmFwfRxo6w5H73Sk5J59BtESjJWTPkEf7HvYL5kGU+5Ooau2bmJVH0amZtMz5luG4seBRn2fPkB+824UO3nrCkPd8GmNoR0w/vczMpZjULFpx6bbhuLrdjP1syZBftfFvioyOpZTUNwz6c5fcKD+/4KOQ/6ppG5o8ZyHFJbykjMwsdnl/07ytoZPu0GsgeV25TmVlZezCBwSUDvvb5u1o7rKVbEG/Sc+gG3fukqfvNYp/+apeyE+Zu6jK05CSylMKzbpUDR6qBg496MrN21RSWkoxcfE0YvJMgpx47g+tOtK0+UsoNDyCfxemFLbtOcBAEsjXDnPlfdXcDxo3mdr3GkDfqgCOc+CCHzx+CsGzgve+fd+hatZ535HjeRoHegYvj6uXD926GyiQr9nAev3d6KempNdSs+MOe9KloAi2eI7cCebOsM8OZ5pz5iql5xfR/bgkmnP2qqZO0p4hP+6QJzk9DKc3eYV09E5IVfs6OnH7vsktpAdxSTTv3DVN7WvPkB97yIMwrZSeV0TH74Ya2vHP01cpOaeAHsYn04Lz2qabLBnyuw4eoTuB99mFPWzidLbMsrKzPwr5Fr/34rnUkpISCnoaQk06dTNAHH3U7/2HkvfVGwxcgHz3oaP0dbOqQQCAu33fQYY7LDiAYd4KB3oUHPpRyAMiR8+cZ+vvyo3bNHDMJMMzMXXQqmtv9gwA8rDQ1/7tSE07d+dzYCXCisf88ZHT52nM9D+p5R+92PIXyDcM8h9jEKZvMOUCyOOd/9L+Q0Dk+Fnz6LyLO8N9icM66jdqAh05fU4g/7EG1fKdnpCfeeoKXX0Wz1bPFp973EnC1bneI4CyCovpckgsTTvuY+g8jbV+1OfZM+RnnPQl37A4ep2VR3/73Od2xCBqncddyigoJt/QOJp+Qlv72jPkp5/0JZ/QWErMzme3vaJ3a93vMvivhMUR3oFy3JS9JUMellnfEePo+5YdGIjDJk6j+iCPOezrt/0ZuJiTV/dFgDis5Nj4BIZ8RUUFXb3lRy27VrnPAfvhk6ZTz6Gj6bv3z5w6b3G9kG/TvS8H2JWWltKew8foVxVAfm7bhRatWkP4Li8/nyGPQQasR8iG34a5/CETphGC7mD5N+/SUyCvY4ob3uvQCVMpKiaWioqKObBReb94B537DuEYjFbv9aB1974CefU/jt6ftUJ+yF4XmnDEi6Ye96HNl+/Rkxep9DIjlxyvPuRj6BTP3X9O+SVl5B0cy+7k8Ye9CK5nUzpJe4P8kD0f2neTdyA9fpFCrzLzaMf79gXUEXSXV1xKPiGxtPziLdLSvvYGeeihor8bvQIpKCGFMPWx81oQ6++0Ez4cRJpbVMqDKLjrxx8xXX8tGfI1+xZjID9j4TIOvEp4+YrmLXeoBvmhE6ZRyLNwCo+MpvCoGCooLKJHT0MIXoKaz1L+NgbymDd/HhlFqWnpPJ+vXAu49BkxjiKioikrJ4f87t5j0ONc9TSBcj72Ann9rHelPRHsuGP/YSotK+PgO3hR0M7qdld/FsjrOMJSN6zyWSvkV7n40d3o1xSflk0pOQVUXFZOJeUV3FHiWEJaDs/Rv333jjILinkAAGvf1Ll5e4P8Xy5+dCfq1fv2zaei9+2blJXHx+LTcthLUvn2HWW9b99rzxIIWQ6mDKLsDfKANoJEq/S3qn1LyyvoQ/tmf2jfwir9vf48gZZdNG1u3tYgv3DlGp7Dj4iOpeGTZxg6cuRMe1+7wfP0W3fv58C8pORUCguPJIBc6X9q7o2B/J9LVjA8wqNjaObiquA8QARwgdu/uLiEjp4+T8vXbqKklFRKTE7mefiaz8LfWiCPQQU2NcAwXYDpBCUGQHkmjmH78iOwU8615j3c8svWbqTMrCzOzFjisP5fbVHz9wnkLRzyG70COOCrrLKSKt6+pXfv3hGAjr+VDcewBnhF5Vsqr6yk4Fep5GBilL29QX69ZwAHLDakfUNevTE5yt7eII+pjojkDNZV6Cd0FZuiu9jX1N/Q129ojbtpWQy2BvmVG7awhQ549xo22gDv5Ws2crT9dT9/GjBmIs1dvooQBR8dF0+LHdYZzqvZ4RsDeQQIvnydSI+CQ9gVjHvADT99wRK23ONevODYAHgSkNKH4EE8v+az8LepkAfE+4+ewNMASBHDvRBI2Lp7H05B7DZoBENdeWb/URNowOiJLJd6UKB8bwt7DHj+XPoXxb14ydM3h06cqTYAqus3CuQtHPIoHoLCLCh0czIglK3JwJhE/hvHxh/2pIT0bCooLaPV7v58fNg+V+pvYlEce4M8t+++qvY95h/C7YsARrQtNgSLxaVVtS/Su3AM7YvrxJKvvwaBun0RLApvU1B8sqF9Rx1050Es9BcDLs3tayXFcNAh1+euB6xQ/Obt23f0NOwZte89gNPs0GkD5ukZGQR3PgCMoikPnzxlOK/buqNW4OKZxkB+294D7D3wv//AkPI2YMwkunPvASG4b/5fq1mOzn0Hs8X/9u1bLq5TG1xNgfxf6zaTX8B98vS9Sojy/6VdFwb7yXNO5HP9Jl3y8KYHj59yrYA/Bgyjr5u2oUFjJ9OR02fpTuA9DkRDEZ+6oNeQ47gPpkk2Oe42ehs3Y261OIaGPK+uc+HBmL1kBWc8IHURgZG/tO1i1G8UyFs45BWQ9HF0olMBYeya93gabQDMoN2XGExJ2fk096y2yG88y94gr27f4/5ITyzh2AbleP+dFyk9v5CSs/M1R37jnvZmySvtCP0F5FHjwSc0zqC/OI76A2hfFMpRzjd1b2uW/OrN26msrJwhj3x5VDi74OJOhUVFXKimXc8BbM3NWLiUnoaGUfyLlwTrvy5YGAP5Ddt3ccEV//sPGfIIxEOxnTfp6eThc4UQfIf79xgyiuISXnAQ3sKVq2t9ZkMgj1xv5IQrhXqQPoZnAXDY429sqO6H2AA8G8VeUOIXQYiI+h88bgrtPXqCTl24yOfW1Q7GHkcO+u27gWw5I9fcmO3o6XPUvlf/WtvD2Oeqz8MUxOwlfxEK4aD40eFTZ7kWgfqcj30WyFsJ5GE9uj6O4vQuwB6dICLrEdSEeeSwxDSaeUpbZDLuaa+QH7bXlS4GRVBaXqGhmiDaF2l1CGp8lphGs09f0Q6hZY7UtEVbnl7BFIulb+HhEdToh8aafzfKLl94EM6pnggUha4hc2H0QQ8uPvQ8KZ1TFU2Fu3KdrUEehWyysnPoWUQkIdIekAZoUAENlfMQwY4Ofv4KB86JRl70nGW1u85xnjGQX+ywnhDo9zgkjIuw4H6oyhf6PJyjuhWgwBMBdz3y92ctXlEr1IyFPACPgEEEEsI7gRr5X6j6ZtwHG54NtzUGGOmZmTR62p9cU1+RCfcZMXkGnbzgTAePn65VJuVcY/Ztu/ejyXMXcQAi3oUxG6YxlIGQMc+o7xy8M9QbQBbF/mOnCN4FpS3quxbfC+RVimRMgzX0HC2Bd30cndk1jGIhc89co1sRLzng7ohfMNevhyvZwe0OIZDpXmwil7Qdvs/NZFeyvUEe7Qv4oH1RawABX/CIHL1T1b5jDnnQKlc/Ki6roPuxSWzJa21fe7Lka7YvAkJRtAnTImjzMQc96K9Lt3mqCTUIYMlrbl8bctejr5m7bBW74GGho9Ic6pYjZx7z7urcaNQxT05JZXduXZHuuJ8xkJ8ybxFFxcQx6E+ccyYPn6v8eeueA4b0P9xrztKVHHiHOWLUxK+tbzQW8sivhwcBdQRQMa8uiMGqhzV/9qIrnXK6RC1rqRSIdkFcQeDDIK6vX5tcxh7DVACCHDHoMHbD9AnkNPYZHzsPAxbEXeD9Hzxxmssb19U2dd1HIG/BkAeAYLVfCYungJjX3EHmlZSy1Y5jgBJSvhD5nZiVz1HiLo8iNbmV7cmSR/ueuBvK7YsMBgAeVju8Imjfa88T6FFCCgc84jv/6FeE9tXiVrYnyA/d60KYAkFbon2RH1/w3iuitG9QQjKVV75ldz3OQSVHLfXrbc2SxyI2T0LCKC+/gK15BLldvnaDrTMFJFgdbt/Rk1RcUsJgQ158XR2+MZDvO3IcDxZQDhUBeLDqUVUPhXfU98Uz4WW4/+hJtch/9TnGQh6udjdvH16Mpa6V7nCvtj370d+795Grtw/1GDLaUPin5jMxlw/rF7UJ1N819DMyClBSdtWGLUZvqACIOIKGPqvm+Sgi5OJ5mQdSqI7Ya9iYOgc/Na9V/y2Qt2DIjzzgxp0jirMgYAmRyHDNwxrCMYAHAUvv/vmHMvKL2MoHoEyNTLY3Sx7t6xf1ituS27eiklMU/9W+7963b3Yeu+0RMa64hxu6tyfIj9zvxt4ng/5y+1YY9JehD/19n/6JvzEtssErwPT2tTFLvvuQUVyiFG1UXl7OwB02abrBTY/OHPBFkBpq0l/08PpobXJjIN+4Y1cOcEOqHIL+UD4V0fNqCxKR7uxVKC2l4+ecqMtHFscxphgOYPrg0RNauX4LW85qSCmfAauVGzZz3XZU0lPLo5yj7JHrj9K7dU0jKOfVtx8+aQa5X75C0bHxRm+obNime/2rAtb37JXrN1NyaiovCoQqdpimqO+a2r4XyFsw5BFUhw5v783HdDvyJQfdYSGao/7BfAxuT0R+I6XO40k0Hbj1hLZfeUBTj182uZO0J0se7YuIbrTvrYgXnK8dy+0bwsfgto9Ny2ZPCWqtH7z9lNsXBVwaCnflfHuCPNp3neddbsub4S84QBT6Cr1FmyMQD+1d+fYtBzsq7aulqqCtWfJYbASL2mDVMQTbeV65Vi0vGnPyy1Zv4Pl4BKLBTV1bR68cMwbyOHej4y4O8sLAAsvZwi2u3AOwAUSx4A0W2cGUAlzayvfqvbGWfJse/eiWfwC77PGb1ffA5187/MHBZxfdverMyVdfgymLm/53611pT31NbZ+7DR7JMp12ukTGbnOXO1CTTlVlfmu7pzHHkPP/8PFTKi0t44WCtAwaBPIWDHkFDNgf9nvKUchYZnbg7qo1txG0FPY6jd2d885dp347nU2Gj/Ise4K88puxP3j7CRcbAowAJxzD+vGh3L6VtOD8DV3a154gr27f/TcfU0pOPg9WlfZFaihqDpRVVLKLvt9O09IS1c+xZMijo4YrHW5XbKgrnpuXzwAfO/1P6jNirOE7VDFT3PEIsMNcNYDq4XuVug4awfngmLtG2dpb/oF8H1icuK8CEVyPcxCkpjwT64ojnx6BdJgDV473GDqKUCdfeWa/UePp6s3bvGod7oulamGRY43zqnS6++w5uHHHn3Ct8kzktzft3MNw397Dx9KoKbPYrY8pBwxY1M9E5D6uxe/dd/QEuXn71jqPjqj5E+eceLEcPAODB2VTnq3sMfCZ/5cDPXj8RJcIe+W+n2qvDIywDDE8OFhpcPTU2Rx4ieDLatv4qfxu4FlR5EMZYiw7rLQzUvpcvX2pvKKCXDy9OXVT+Q4ZGz/Vsya9ct//Ym9Xq9AhMjmzoIjcHn9YHQ0L1mB52fySUppyzHTrXd1J2ivkEfGN9lWnJyIwDO2LkrZarHd1+9or5LFePNrXO+TD6nMYRKGKI9pXj8wQtLMlQ3799l3kf+8BzxVjvjgsPIKXmkXN+aAnT9n9jePYlPx3dKyY34XbGbnxcKHDml+58W9Oa0NaFaLbkTeONCt1JTjUM0dAHlafU+6L6HvUnMfcPqroKcdv+gfwwjLft+rIsMB9kJ6G9eeROqdY2Qj+w4ADMkfGxHGxHDUkEFUOWZX7Bjx4yBYp0gCxrC6yBJTvYGmv3erIz0NqIKrroUQu1qGv6ZpesHI1t53Dxq3Ud9R4w4YgPCXDAG0FQCL6fOeBI+R19bph0PJfAMrUZ2Kg1X3wSK5JgOkSZBG8TkqudUNKXcjzCGr5xwdPCwZ+J847G9o56Gkwz+vD44sljhFDobwDDKx6Df8wMDRVZnNdZzeQ77fDmbxDYnkRDxTEQWeG/OLJx7zZCkLpVaTSqWFi6md7hDzaF3BHXANgpLQv2rS8opIS0nNo0jFvXdrXHiGP9sXgFO2LdQAU3UR6otK+WqaYlPthb8mQx/rgWF8dnXZ9GyxetQscnyfMmk+x8S/YukZQHFz42Tk5dPfBQ16O9qsmVcu9Kh0ucsf3HjnBcKjveej8N+/ay3n4yvUAPQqwAApYhx7PwxrmCLbDErMos4tIcuV87BEljymD+p6H7/FMlMnFdYBzs849KOBhEB8DqBHZrtx7wV+rOQiw5n0Bs9bdqrwBgCMGGWg7zMdjoKRcb017/A4U+cGArObvrfl3WkYGr22AwEXlNyLoELn9Nc+t7W8MGJHyp1xraXu7gfzog+50O+IlvcrMpd3XH3EniYp2iPLG6AzpR2MPeRo6T3Wn19DP9gh5tO+N8AQOwNt747Ghfeefv87uMiyBisqCDW3L2s63R8ijqh2mmbAwDdz2aBcUGULxJtQJQAW8iToNUi0Z8np0oHDLwgUOkKESG8q71gStHs9R3+PH1h15mgEu8KWr17P7Xw1g9blaPgNu7XoNYGgdOnmWpwHUbuj67g3X/4btO+narTu0ftsuHjjUd418r+8COnq3p91AftbpK/QgPolrgG/wrIo8RvrXZu9774PConn+uDaoNPSYPUJ+1ilfrjMQmZJJWCkNbYbV6fAZgyiv4Bgu2tLQtqztfHuEPFzxSAGNTs1knUW7YHU6BD0C8lgiGTUJamuvhh6zdcijQAwAC7Cj8IsyP61356q+H6xsPPO7lu35ueopAfV5enwG6LF+/a6DR3n6Au58tSu6rmfAnQ+rFOuoT1uw5KMZBnXdQ45bHvDtBvIItJt41JsmH7vMxVvQ8aEaG6rgYQAAK16PoDvc1x4hX9W+XhzXgMGTun1R5U7P9rVHyA/cdYmnk6Yc/6C/qHaHtta9fa0ohU6gUjtUvm3RnoP8EDzWulsfUq+VXlebISCwU9/BXD8A0fkYmNR1rhyvvd0tsV3sBvINtWa0nG+PkNfSXg291h4h39A20nK+rVvyltgRm1Mm1G03BtjwABhznjlllXvrP3gQyDvWvwpYQztMgbz+bap+BwJ5M7evWPJiwZo5LVpgrj/M62pTgbxAnkJCw6jRj011mc9Vw9hcnwXyAvm6OjQ5/ungIW1tHW0tkBfIC+TNvJKdXqvQmWvQVPO+4q63js5bICvvyRgdEMgL5AXyAvlqXhyBvMDDGHjIOdahJwJ5gbxAXiAvkJc5aIlDsFEdEMgL5AXyAnmBvI128GJtW4e1bc73JJAXyAvkBfICeYG8WPI2qgMCeYG8QF4gL5C30Q7enBai3Ns6vARWA/nPGn1D//v+N+vYvv2F/u+Lb+m3Zq2sYvvp12Yk7Wu+d/Xzb83p/zX62jp0F/9j3/3C+lBfJ/5r2040bMRI2aQNRAc+gQ706j/QJG+L1UC+0Y9NeHUsRP5a+tZm6nJq3Lw1hUdEWsXm5uHFgxFrkdfDy5t+adLSKtoWberl7cPgtHS9VeRrO2OlUZD/qklr+qlVB9mkDUQHPoEOfN/iw3r39Q3A1d9bDeQ//7l5NZdizdxeS/rbGiveNW/Vnhc6wWInlr49ex5OTVu0tXg5lXaUPHnrcGuqO0b5LO/MVnRAIC9z8jwnL5A33+BGIC/AsBVgyO+wPl0WyAvkBfJm9l4I5K2vYxSYyTuzFR0QyAvkBfIC+WpTYZibRyCmrXRy8jsE2PasAwJ5gbxAXiAvkJcUOhnU2agOCOQF8gJ5gbxA3kY7eHu2YOW3V3lwBPICeYG8QF4gL5AXS95GdUAgL5AXyAvkBfI22sGLNSvxCAJ5gbxAXiAvkBfIiyVvozogkBfIC+QF8gJ5G+3gxZIXS14gL5AXyAvk7RLyv7b/nb5r2Z6+aNyqQVbsty3a04+tO9E3zRtWZvTLJq3o+5Yd6Jd2vzfoeQJqAbUWHbBLyA/YdZFG7HejYfvcqnVuQ/e60sgD7oTvtZTJlbK25qseh1Kx9l7Wtv97/R2+v7r+DjHo7yVN+mstefKNO3al8TPn0ra9B2nD9l30U9vOHwX2l41bUYs/etGavx3J2d2LAh4EkV/APTp70ZUW/LWa2vbo91H4jps5l/YeOU6+N27R3fsP6fK1G7TzwBEaOWXWR6/r0HsgLXFYR+dd3OlO4D3yv/eAPzts3kaNO3T9qMzo3DGYmDh7Pm3euZfWb99J7XsN+OjztADBlq9t3LEbTfpzIW3ZtY8WO6yjtt3rft9DJ06jdVt3sG5Bvz62rdq4lXoOHW2x78QuIb/E6SZdCYujUwFh1TrDM/ee0bVn8TTv3PVqxxsKfIG8QF6pW4+93hXvFp6/Qb5hcXT2/rNqenoyIIz1d9GFG9WON1R/LR3y37VoTwPGTKL9x07Sk5AwSkpJpYjoGGrxe0/6sknrWjtbHO/cbwgdOXWW4l++opQ3afQoOISCw57Tq9dJFB4ZTdv3HaROfQf/63pY+rOXrGA4JyYlU1RsHD83MjqWXrxOpBt+/jR13uJaYf3HgGG098gJioyJpddJyRQWHkGPnobQq6Rkin/xkn9D2x79a5X72xbtqNvgEbT70DF6GhrG1+N3Dpkw9V8y2jKctf62r5q2oSHjp9ChE2foaegzSkxOoau3/GjA6Il1tuOaLdvpWUQk6xb062Pbg8dPaeai5XXeS6v8Wq+3O8j33eFMu64FUU5hCflFvjR0hjge8yaLUnMLaJXrHcPxhnaQOF8gL5A3F+T77HCmbb4PKKeohAJjEg16Cv0NT0pn/RioBxoAACAASURBVF3ncddw3BT9tWTIwypeunoDXbl5m6GXm5dPFRUVlJObS6279q4VlugkYf3uOHCEUlLf0MvXibR2qyNN+nMBwxmDhYSXr3jbtGMPNe3c3dBhf92sLUP14eOnlJObRy6el2mRw1qaNGchLVuzgXxv3Obj8Ahg4KF2/Tfv0pMt/VeJSTwI2XHgME1fsJQmz1lIf+/eT+kZmZT6Jo0t9FZd+xieiXu07Nqb5v/lQF5XrtGbtHRKfZNOlW/fUnZuLo2eNttwrlYA2Pr18M6sWLeJrt3y43efX1BAxSUlDPthE6fX2Y7T5i+h084u5O5zpc7tXtBjfvcYDAjkNQa1NPqpKem1Ct3gPS507E4IZRcWk+vjKENnCPd9ck4+RaVmEix9UzpH5RqBvEDeXJAfvNuFDt56QrlFJeQVHGPQU+jvy4xcHqiuuHTbcFzRyYbsLRnyKzdsYWDCEr/u508XXD0IHffHIA9LDlCOTXhBGZlZtGXXXvqmeVtDB4+Bg/fV61RWVkbouMfOmGP47qc2ncnZzZPBcCfwPg0eP8UwF/9D6440b7kDJaekUl5+Pp0471xtkAGYw1OQnPqGYQ/oA6qAeLMuPdiaLC0tpejYOBoxeQZBTnz/Q6uOPPgIeR7OEAl4+Igc9x2igsJCgXwDWbJq01aKiomj5NRUbm/fm7fZkodF/zHIN/+9J3UbPJJ6DRtT+zZ8LJ0870xp6RnkdfU69f+IV+C/HkjZnSU/7rAnXQyKYIvnyJ1g7gxhHc05c5XS84voflwSzTl7TVMnKZAXyJsL8mMPedD5+89ZV0/cDTXo6Z+nr1JyTgEFxSfTgvPappssGfJwXQfcf0gHjp+i4ZNm0KipsygrO/ujkG/+ey/auucAlZSU0KOnodSkUzcDxNEBw43vdeU6lZSW0pv0dNp18CjBggd0f+8/lC3p0rIytqzVQXMYAMDahqVeUVHJg4iWf1R5E75p1paOnD7Hgwp4HQaNnWR4JqYOYKn7XL/Jz6ysrKQ1WxypSacqD8JvHf5gbwHcwMfPOdHYGXOp5R+9KC0jQyDfQMgfO3uBrt2+w9Mig8ZO5rl4THnUB/n6wNyuZ3/yC7zPXiG49hEfUt81/9X3dgf5mad86eqzeHqZmUtbfO5zJwlX5zqPAMoqLKbLIbE07YSPofNsiAWknCuQF8ibC/LTT/rQ5dBYSszOp21XHhj0dI37XUrPK6IrYfE086Sv4biikw3ZWzLkB4+bQv1GjucodXSawyZOqxfyg8dP5Y4+Mzubjp+9UK0z/r5VB3adx8YnUGlpGbv+MV8LWP/ctgstWrWW3r59S4nJqdRjyCiDOx6gBrjhTi8rL6fi4hIqLCyiGQuXccR+6259KfDhI77nnsPHCZH8Sif/c9vOHOgHKz4/v4AAeViDfUaO43MgU9dBw9nS/KZ5VfQ/vAAC+YZH2Y+Z/if9MXA4oU3R/nOWrWJPkKmQ/wKeltYd6e89+3m6CJ4kSw66w2+2C8jDRT/+sBdNPnaZNnoH0uMXqfQiI5c7SRybetyHEHSXX1LGLlC468ce8qRBu02LUhbIC+T1hDz0Fx4o6Op6zwC21l9n5ZHj1Yd8DMcRRIp5ep/QWFrmfIvPH7THxSTYWzLkFVAqe2MgD/DCZYt593krHAywxT0waAh59pwioqIJgXQANQLjhk6cTgDriXPO9O7dO7p87SbBelOei3l7x/2HKTUtnaJj4ykiKoatcszvY3Aweupseh4ZxV4AzN0r18FD0Hv4WAqPimbvA6YA8vIL+FxE7yvnqfdw7wvkGw54dRsqn7VCHh4aTOckpaRQ6PMIGjl1lmGaRXmGpe3tAvIrXfzIP+oVxadlU0pOPhWXlVNJeQUlZuXxsfi0HLbi3759R5kFxTy3eTUs3uS5eYG8QF5PyGOOHUGi0N/k7HwqKiun0mr6m836W/n2HWW919/rzxNo2UXT5uZtDfILVq7moCtAfPjkGQaQYu4bFnRmVjZt23OAo9gRRY0IeETLIxjO88o1hvzhU2c5/Q4d+FdNWtOcZSsp9Hk4PQ4OJYdNW9ndjzn9ix5e9Gv7PzgaPyY+ga3GWYurIq9hBbbt2Z8OnjjNc/zwKqxYt5kjtxF5j2Cv2gChBfJfN21D2HAP5d7wQnzdrM2/4FTbuco1trLXAnlM33ToM4izKxCEOXf5KvqlXRdDu1pqG9kF5Dd6BVDMm0wqr6zkCFWMzN++e8d/4xg2HEPHjAhW/B38KpUc3EyLshfIC+T1hDyi5SNTMqrpL/RV0d3a9Df09Rta6+EvlvxvLQnBegWFRRQWHslBVEpnjCh9BPAhBW7gmEls5cPCjo6L57lbWO73gx5z37Bt7wFD1H2X/kPJ/fIVtuJ3HjxC7XoNoKNnzlN5RQXn3SMfe9XGLTxf+zg4hCbNWcAgQCEcgDw3L4/iXrykpp27EfKxX7x6zdb83GWragWGqZAHzPuNmkB9R46j3zpUzRkj4LBVtz40YMxE6jpwBMceKO2Bc/uPmkBNOlaPWVC+t4W9FsgjGA+xG5hewUCtVdfetb4vS2snu4D8wN2XuMgNgpZOBYaxtXMvNpHwN7aJR70pIT2HCkvLaK3HXT6GaGVTi+II5AXyekJ+4K4P+ovMEFjrjxKSDfqLqaXo1EwqKC3j6Sjo9EjWX9Omm2zJkgcg12/byfPqT8OeUYfeAzgCvnW3PmyRYZ571uIVHNE+Ze5CCnoSzHBGIZSOfQaxCx/vEtY6QAkLGAVwkPqG9CoE7bX4vRfP66PzhxcArnx4BhBV73//oSHlDWD1C7jPwX0LV61hjwCuh8WPef8lDuurWdwKLEyB/Iq1m+iWfwDLOHnuQrY4MZA5fuYCZxI4u3vSvaBHdP/RE/p9wFC29hGYdujkGb4Ogxf8fkUGLfuOvQcSBjAoWGTsNnb6HLNUBjQV8lUDt7+psKiIMya69BvyL0+IljYy57V2AXkl6KiPoxPPXSJ9zvPph/QjzL1nFhSxK3Suxsh6PEsgL5DXE/Jq/T3iF8w1HnxC4wxWOvQ6JbeA9VdrIRw8y5Ygj85z9ebtVFZWTlWQH0g/tulE5y65cod94PhpzqEHSKcvXMpFZ1CkBtY/cuuRAgevCarTAfJT5i7iOfsnoWEcxIU5dlh0uw4e4aC9h0+COUoeMEPRFQXybbr3Jcf9h3iO3tP3qgFgCOaLS3hBiN5fuHJNrVBtCORRKMhh09+cLoY6AJ36DOJnwapHrADAjQ2/rf/oCfxsDDgwxYCAstbd+7J3AQV8Tpx3ona9PsQhmAoiBL/d9A/gugCoDWDMhqJF6hgIU59d8zpTII/Sx5iHT3j1irMbxs6cS9+1rArkq3l/S/zbriA/bK8ruT6KorS8QkO1O0TWTzjixfOczxLTCNH3Sqdq6l4gL5A3B+RRdvnCg3BOnzt3/znrKdI/Rx9056C750npnApqqt4q19ka5BH4lpWTQ2ERkTRk/FQGdUZWFiEPfdC4yfTt+xr081c48Bw6UqzmLF9Fbbr3o1v+ge/d9Qep17DR5OFzhZKSU2jXoaME9y06dcDo2JkLVF5ezsVxUKoWVjkC/R6HhHIBnD+XruR7h4ZHVMvPHjqhyl0PeeBRqA0SxkIegMf9MDCZveQvBjfiAJR74j7Y8DcGJ92HjGLgAsLft+poOA/3GTllJueBI5BQud7Ufbse/XmaYsX6zWTsNnzSdB6UmPrMuq4zBfLdBo2gS56XOVASaZFIo1Tasa7nWNJxm4d8H0dnQucI9zty4W9FvOCAO1hEODbmkAfPvSOQCS78eeeu0fB9ria76tFRCuQF8npBHla6or/IhUf6J4o2HfcPYf0dfdCDEJhXUFJGD+KSaOGFG5r119YgjwApVLmDhY6Kdqgdj5x4zMnDglU6ZLjkEXgHSI6bOY/T6C56eDPkndw86NiZ85w2hdr1KIqjdPSYo0cAH1LwTjtdYghMmbeYpwMA+uNnnXgOH59ROldJ58JzAX88E3P0KJ6jyKLe4znGRNcjv37Dtp38+5DCp8invhc+w6qHJQ9Zzzi7coAhjqnPQ8of2iPwQZDmHHAMKFBT4Jf2vxu9YdBRUya1fKZ+bijkITc8HZh6QbwGyhTX1a6mymTu62we8uggUTQE7k1E2Cdl51NecSmFvH7Dx5BXHJSQzAF3iLa/HfmSi+XM11C/XiAvkNcL8kP3utDRO8Gsq3eiXhFS55DqGfY67b3+xtHD+CQqr3xLiVn5hHMuBUWQFre9rUF+4p/zCe51VKVD2hNS1nxu3GLXtAISBMXtO3qC892R395z2GgumoNSuHDXxyYkcIQ+0uVQ1haub6Vz7jtyPNemR7lUuOkxHYBgt+Bnzym/oJAD61Av3/vqDYaEch32cIujmM+Dx0+qRf6rzzEW8pg2cPXy4d+hLtpT814o9YrFbtwu+3IgIiCsPgef8UwMVLAQz8Cxk//1fc3zP/Y3avMjWwHlZY3dLMWSR7qjq7cPZWXnsLfG2gCP92LzkMeqcndjXrP1jmI3iERGCl1KTgEfg1WEgLt3//zD6XMYBMBtv8bdtMhkseTNC3jA055WoUMAHQaeGIAivbOsopKKyyt4Dh7HoK8IuAOI8D3+htt+g1eAydNOtgZ5zHs7uXlyG8Gljmh2pNIpbnp0hLDGPXyvMuRhvWP+HdbkhFnzCUVrEFQHS/3wybPVFrHB3Cwi5hGQBRBgOgCrxqGqHix+gB+puYjsR46+GhJ4/t37QexVQElcyFAbLI2FPGcDPHrC8QRYCre2eyGyHqBF4B3y8tXy1DwfNfKv3vSrcxqh5vl1/Q1gY0CBWgXGbghuRBxDXfc09XhDLXnUWIAHCF6YKfMW6S6Pqb+jIdfZPOQRVLfJO5D233rCucbZhSVc3/v43RA+dvxuKMWlZXNKHYLxDvk95SIjUzVUvRNL3rygtyfIQ39RAAf6i6kmDFTj07NJ0d+j/iEUm5bFnihUazzs95R2XH1IqIynzLE3dG9rkEeFOYANtd8BY1SpQ86z0lECyphDR0EcuM3hpsZ3AGCzLj3ZTYtFcJBuh6VtFcsX3wPMJ89f5MA5BN0h914B56Ydu7nkbXl5BTm5elRLucI9MO+NYjpYZAdTCnWBGfczxl0PCx0R9Ru27WL3uPL7lD1c8Jj3v+juxXECyvG69hgE3Lxzlyb+WZUCWNd59R3H3D+mSc5dcjN6Q7lgZCnUd++Gft8QyKPdEc8BvWFX/cDhusvTUPlNOd/mIa/u4NABYpW5a88TDNXsMKcZ+jqN3Z1YYrbfTmeTO0flWQJ5gbxe7npFp7Dff/Mxz8fDsleqMWJN+ZBXb9jCX+x0k/rtvKhZfy0Z8rBEuw8eyUFjgMeiVWs47xwu+NFTZ3GJURzHBmtacccjPezu/QcMVOS4/z5gGCEtCuVrh06YyjDLy8snD5+r1Hv4GENnDjf+RsfdlJ6ZxRYdIuAB06ade7BFj7XpU9684Uh6DA6wZr3SESPnHKuf5eTkkpu3D5fjbda5BwMbOelYua6ouJjBjOkB5ToMQFDHXvkdKJs6YtIM9hTgdy5bu9HwHYLClBXsAEUEysG9jN+m3E/ZI8gQtfAxBYFnAGLKppyj7DHwgecB0wiYv1eOW9se76rroBGG9tq8cw+/RwRXYtpFaWPs4b1RD/7gaUH6JbxkCNLEu7O23w957QryiExGqpzbkw+rz6FcKFz3mOeccvyy5g4SnbFAXiBvDsifDgxj/fUO+ZD+iemoKv0t1SUzBPpryZBHp4uFQRA8hw1V52Apw9LGcrCYQ1a+w7KugDQ6OsxRI+IcK9GhzjxgjmpzCITDQjCIbg96GsyV7NQdPSDYtFN3LoKSnZPD5WexOM7avx3pvIs7p6AhJQzTATXBipz6xQ7rOJDvTXoGDyTWbt3BgwYAHjLHxCXwCnkI8FIAgvn+WYuq1q/Hb8Hg5MGjJ5wGiN8K17/yG2/c8ac1f2/naxELgHXvUU4XYMPzlXtij8p/d+49oL/Wb6Few8cYNoBQvSofIvKxMh/K9l6+dsMwUFLfy1o+b917gNctUNorKqaqdDEGS9Ad5Tj2SDlUvwcEMmJ5YPwvPwkJM6w+aC2/XZHTbiCPVDnv4FhOPzoZULV6FyKXJx/1ZisIxXCQSqe2nEz9LJAXyOsNeeiv2+MoyswvonP3nhn0dNwhDyqvqKQX6Tk0VadBqiVD/sQ5Jy5DC+DWtyHXXe0Cx2e4njG/iiC8oqJidt/jM5aYxZyrGvBKJ4k9AH7J05ujrBW3f0FBIUfbn7pwka1A9fnKZ9wPEfQYQOA5mC4oLCpm7wPmeuGyVwYiyjWwKOEVqO/34XtMIRw9fZ5hjgEJ3Pr3Hz2mgyfOMKjVvweQR+5+zfti3XTkx+P58HwAdMvWbORce0teJ11pr4/tMfiq7TfXbAP8vcRhHQHsyv3wHrAsMb67HXDPagc7dgN55BLfjnhJrzJzac/1R9xJ9t91kVOOUOL2QRwqiHkaOk9TAY/rBPICeb0hP+qAO117Fs8BePtvPqnS350XCcWb8KyghBSaeFSfQaolQ/7LJq24Uhzqx9e3AXpKh63s4U4HVPuOGMcW7fy/VvPqchgA1Ha+ch32+B658yiIs3zNBpowez6XiDXmOsQFIFJ7wco1DFCsUw53cF3X4nh9vw/fA8rqKQL8jfrqkTGxDHoEHSoBhrgnvq95X7UMCHZbv20HB9whU0B9b3VbWMtnbp9afnPNNsDf6nZQfp/yHnAf5Zi17e0G8rNOX+E84ojkDNrgWRV5PGSvK232vkdY2MMzOIZL32qBu3KtQF4grzfkUaQpIOY1l6+FzkLXsDrdeo8AhjyC7lDzQdFBLXtLhrweHSzc0Qh8Q4U35KzDrV1bB1/bs9DZo1gMAuy+bdHeaOsO98cz8TxcqwTv1fYMrcdgvWN1PZSmhRsa6523+KNXvZBCsBtK9Z5zceMlcxt3+ve8vlbZ5PoPxYk+VVvYDeRRv15ZVnbYPlfuDOECHb6vqkgO5ub1CLpD5yqQF8jrDfkq/fWmaSd8qKb+wpofz/qrPegO+mvrkP9Unet/+RwMRAB2rKUO67zmlEBtsiGoEdkCWCkPcQHGDnxqu5cc+/Qwr6vN7QbyWiybhl4rkBfI6w35huqglvMF8pbTQdfVcTfkOFzuxgAbXgpjzmvIs+Xc/16XBPKOTrq4ONWdqkBeIC+Q/+87NwGMvAPRATtLoVOD2JyfBfICeYG8AEYAIzpgCToglrxY8hQSGkbNW7XnAC41nCz1sz1VvDPnYLSue4u7XuBkCXASGfTRQ4G8QF4g/495PQ/h4RHU6IfGuk8L1QVprccF8vp0rgIpaUdL0AGBvEBeIC+QrzYAEcgLnCwBTiKDPnookBfIC+QF8gL53/TpUAVM0o6WpgMCeYG8QF4gL5AXyNdbLMfS4CXyGDegEsgL5AXyAnmBvEBeIG+jOmA1kP/s82+o0Y9NrGL733e/0v998S01a9nOKrZfmrS0Knl/bWp98n7WyIr09/vfCPKKpWScpSTtJO1kyTpgNZBHdHLnZY5WsbWespSjqa1F3jZTl9H/vv/NKtoWbdpm2nLCwCTs2XOr2Nw9venn35pbhaxoUw8vb6Mg/0vrjjRg8FDZpA1EBz6BDnTt3c+kgbfVQP7zn5tXcylqTRMy5/UohvP5T82sR96l26nRj02tRt4uyxypaYu2VpPXjxS6xs1bW428EZFRRkH+m6ZtqEn7LrJJG4gOfAId+KVNR4G8OcHdkHsL5PUvFaxuf4G8efP6jYW8JbsoRTZxoYsOVOmAWPJmCrwTS958oBfIC+SlAxeIiw4YpwMCeYE8dRZ3vVld6bbqrpdO1rhOVtpJ2um/1AGBvEBeIP8JUuhscU7+v+y45NkCTtEB43RAIC+QF8gL5Kt5MmRO3rjOUyAj7WQNOiCQF8gL5AXyAnkbLYRiDRASGc07WBLIC+QF8gJ5gbxA3qT0LAG0eQGtR/sK5AXyAnmBvEBeIC+Qt1EdEMgL5AXyAnmBvI128HpYgnIPy7fWP/aOBPICeYG8QF4gL5AXS95GdcAuIT9g10Uasd+Nhu1zq1bKdeheVxp5wJ3wvbrCWkM/613xri55h+glr8558uaWV4rhSDGcj1ku8p11W57y/vR9f3YJ+cVON+lySCyduBtaDeanA8PoSlgczTt3rdrx/xryiy7cYHlPBlSX91RAlbzzz13XJq/OkFfkhXzqtoP8aF+t8grkBfLWCIIvGreib1u0ox9bd2qw1Yxrf27Xhb5q2rrB11pjW5lDZrThdy070C/tfqcfWjWsDjy/u+bt6LcOfxA+m0M+c93T7iDfd4cz7boWRDmFJeQX+dIAIRyPeZNFqbkF5OB6x3BcDSljP+tpyUOuHVcfsrz+Ua8McuF4dGpmlbxuGuXVEfJ9djiT45WHlFNUQnejq8sbmZLB8q528zf8DmPbVH2eQF4gjw7x57ZdqN+o8TR3uQPNXLScvm/VwagO+MvGrajF771o6vzFNHf5KuoxZJTRnf73LTtQ/9ETadbiFTR2xhxq071vvR1+iz960biZc2ndth104PgpOnzqLK3buoOmzFtMP7ftXKfM37ZoT38MHEZLHNbRjv2H6fg5J3Lcf5iWrF5P3QaPJHxvLjDYyn0B5QFjJtLCVWto294D3PYnzjvToZNnaMP2XTR5zkL6rmXd7Yj3M2jcZFq/bScdOnGGTl64SDsPVL2Dtj360VdN21j8O7A7yA/e40JH74RQdmExuT2OMsAG7vvknHwG5xKnm4bjargY+1lPyEPeI37BDHm3J9XlTcquknep8y1t8uoI+cG7Xejw7acMefcn0Qa50L6JWXkUnZpFyy5qk1cgb9+Q/6ZZW+rcbwgtW7ORvK5co/CoGHr4OJiadelBXzap29KFBfZTm840YvIM2nf0JD0OCeVrV27YQs1/71lvZ92p72AGrqfvNQp9HkGu3r40etrsj17XulsfWrXxb7p7/yG9fJ1IL169ppi4BHrxOpEeBYfwb2jauce/QI/BBOB0xtmFYuNfUGJyMkXFxPH10bFxdNrpEg2dOI2+E9B/tP2Xrd1AHr5XKfjZc4qOi6eI6BiKTXhBGZlZlJmdTfcfPaalq9fTj206/esd/NrhD5o6fwn5XL9FKalvKDn1DSW8fEX5BQUU/+Il7T1ynP4YOJy+tnDQ2x3kxx32pItBEZSaW0hH7gQzhGB9zjlzldLzi+hBXBLNOWs57vpxhzzJ+WEEvckt5MEJBhp9djjRn2euUlpeIcs7V6u8OkJ+7CEPcnoYzrId8w+pal/HKnnxGx7GJ2ueDhHI2y/km3buzmA9cvo8xcYnUHFxCVVWVlJObi617tq7TsgDhhgYLHZYS7fvBlJxSSkVFRfT27dvaefBI9Sme+1rdSsDg2ETp7P1B0gXFBZSWVkZPQ19RjMXLq8TMr+060Ir12+h8KhoSkpJJffLV2ij425y2LyNLnl6U35+AUNj/l+r6bcOXQ33wUCl57DR5OTmQQUFhRTy7DntO3qCBwS7Dx3lAQYg5eLlQ/1GTTBcZyvWt56/A210J/A+XXD1oC2797EXBIO6o2fO08MnwVRcXEyvk5K5Hb9p3q5aW46aOpv8Au9TZlY2Xbt9h7bvPUhrtjiSq5cPZWRlsc6t3ryNmnbqXu06PeXX4152B/mZp3zp6rN4epmZS3/73GcIwfW9zuMuZRUWk09ILE074WOwQI213tXn6WnJQ17MY7/KzPuXvJkFxeQTGqddXh0hP+OkL/mGxdHrrDza6lvVvhhErXW/Sxn5ReQbGkfTNbavQN5+IT97yQp6+PgpZWXn0PPIKPK/94AKC4vqhXzHPoPY8kpLz2Arzv/eQ7bqSktLPwr5r5u1pVFTZrHVnZ2TS9Gx8QwHQLs+yGNg8ODRE8rNyye4iNv27M8wAMRbde1N94MeU1lZOT0JCaOBYycZLMnGHbvRum07eQATE59AU+YuMnyHQYfDpm1sSeK+gH9D55f1AIe13AOWeG3TMZjqgBcm/uUrKi0ro/XbdvH0j/K7vm3ejnYcOMyDrJv+AQQvjuG7Fu3J68p1Huy5evtQr2FjDN8p51jS3i4gP2iPC4095EkTj3rTBs8AepyQQi8ychhCODb52GVC0F1+SRl5Po0mBI6NOehBA3dfMgn2WiGvlne9ZwA9Skihlxm5Knm9Wd684lLyCo4xyDvIVHk1Qr5KXg9u33WeARSUkEKvMiHvAz426Zg3IQhPkXfxhZvcvqbKK5C3X8gDlrC8rty8TTMWLuOOOis7u17Ij5wyk4KehlBkdCwdPnmW3fOwyOB6/Zgl/0PrjnTwxGmG6u2792jKvEU8v/soOPSjkAfIdx44Qilv0tiSVLv1Aepf2/9Bpy5cpKKiYqqoqKBFDmt5KgFwwBwwfh9+17GzF6oBBNeOnzWPHgeHctojANR31Phq51gSYCxZFnh2Ll+7SWXl5WzZY/5ekRceo5PnnVmv8A7Q7sp32C9bs4GSU1Ip4EEQDZ80o9p36vMs4bNdQH6lix8haC3uTTYlZ+dTUVk5lZRX8BwxjsWnZbMV//btO4J1jAHAlbB4MnVuXivkIe8dI+StNMibS1dZXtPmurUuNfvXJT/yi6y7fePet281eZ/Fk6mxBAJ5+4X8xNnz2bJWItSHTZzGMKzPXQ9LbNaSFdSu1wBDh8wu83ogD4tu+oKlPP+tPHPqvMVUH+Qbd+zKcK+orKTDJ89Uc+ki0Gvk5JlUXFLCgH/37h1d9PCmHkNHMUwWO6yjtIxMnrsH0NWg+KX9H+Thc5WtSEw1YPpg7dYd1c5Rny+fa09HA7RhgcOLUlJSwgGYao8Ipnf2HD7GUzqXr92gX9p2MbQxAjcxMEzPzCR3nyvUe8RYw3eW2N52AfmNXgEUk5pJZRWVVPH2LeGf6u27d1RWWcnHsMffJTcJ8gAAIABJREFU//zzD1VUvqXyykoKfplKDiZGrWuFPLwNiJw3Rt5KRd5XGuTVaMnD2xCVYqS8b6vaN+RVKpkaZS+Qt1/Iw0JWW1XGQh7X1LzWGMij0655nTGQh6v+WXgkZWZl8by8uvNv32sAPXoawvEAIWHPqbCoiEKehdOY6X+yyxgR9Oijgp4E06/tf68GkDV/O9KrxCT2LCSnprJL/+xF12rnqJ8ln2uHPGIgELhZXl7O1nqrbn3+Fc+xcOVqjvuA52jzrn0GPWjVrS/HWSAeBBY9gjktuZ3tAvJwC48+6EHjj3jRmcBnbLXfj03iv3FsyvHLbL0XlpYRgIVjow66/3fuepW8mEZArAACAiEXtsnHvCkhPYcg7wavQO3yaoQ8pjWU9j0ZEEZZBcUcYKfIO+moN3tLIO9GHeQVyNsv5Gt2psZCvuZ1+NtYyNe81hjIz1iwlBAFj4juP5euNEAAUfwIvkPwHjIDNjruYZc+LHJMBWCu/sipsxzYh2Av9YCm66DhFBz2nBJevqatu/cTovxhzXv6Xv0XoGrKLH9/gD3m4zFX/+LVK0Kcxba9Bwkem5pt1LHPYJ4ugccFMRgnzjnR4PFTOCajpKSUTjtfot8HDKv2jmrewxL+tgvIK0FxfRydeG4Y6XOeT2MM8+0YBGQWFLErX2ukOp6l1ZJXy4uCPZAXc+/KcVSUQxAbph60FpZheTVCXpEL7YuIesjrHRxrkLf/zoscbQ95F5zXVrgHzxLIC+SVztNSIb987UZ2pSM4b/LcRQwQFMIZO/1PtsJhHfYaNppz7ZFaB9hgMPB7/6F03sWdBwGIGVB+J7wJzu5elJ2bS7sPH6Pug0fS8bNO7H3EYEAdna++puugEZzmhZoCOP51szbUrHN3vr5D74HV8ry7DhxO3QaN4GIxyj1sbf9Vk9bc5oEPH3HUPKZJMPBSD6aU34xo+z4jxtG5S27s0seUEFLnEEeBtkdAX22DA+V6S9nbFeRRttblUSQD51RgVTU2RNZPOOLF8/TPEtMI0ewKtEzd6wV5yHspqEre04HPWC7IizTAgtIygryzTl/RLq9OkIe8SPdLzyukM/c+yIu0OgQ1Pk9Kp9k6yCuQF8grHailQn7zzr1s/QU8DGI3POQFmC95Xua53L9372dAAKrI2y6vqOD0vr4jx7OFDugjMA/XATYo9gNrEoFeSn78nsPHeU4fKWIAttIm2MPbcOT0OS7+gkI8qPKGZ6EIDwIJ9x87Sc7unnTa2YXa9kRRl9Yc4b9l1z4uugM3NFzY6nua+rlV1z40dvocmrtsldHbgNETOXfd1GfWdh1AjrQ4BDUqKY14J7Wdqxxr17M/z83Dcsd0Lja4+NFOqMugnGfJe5uHPKxLwAfFWJALfzP8BSVm53GBGRxDFD0q3JWWV9C92ETO4R6+z1VT/XotkFfLi1z4G+EvCEVvkNOvyLvK1Y8DByEvLHnN8mqAfDV5T1+l688TWN6j7+WFGx+BhMVl5YQpkgU6yCuQF8grnaqlQn7Tjj2UlJJC/vcfcAYAorVXb9nOBXGQp9+u5wD64rdWDF5AHhHei1atZcvRw+cKpwjCPYyKakj/C3oSQumZWYSgPFjtABaKsSAmxy/gHmGeH23yTfO2NG3+Eh5MOGz8m8bNmEMAFQoItezam5BlgGC+UVNn0bwVDlxoZ/rCpfRT284MrcHjptCiVWt4ELB5115qYUSRIOVd1LXHoARTI0h5NHZz3HeIWhtRTbCuZ9Y8jvYaMXkmT5FgasTN25cGjPmQtljzfPyNdkMqI+ocpGdkku+N25zVgGyIsPAILnLU8o/eFg96m4f80L0u7EL2Do7hMraJ2fmcyhX8KpVwDHnmD+OTqPLtW85FxyAAxVy01K/XAnmW904Iy3Y78iVnACD1LPjVG4O8mJ9HAOHrzDy6FVElrxa3vZboesiLAQjaEvIiP766vLEcT4CARrW8Wtz2AnmBvNIpWyrkl6/bxO56BM8hz33CrPmcF485+tlL/jKAAelyqKJmcNcPqHLX5+XncwGXJh27cb42rEe462GxA1iI/kZ5XFiWirseIO85dDQX+0EZVpTuxblKW+Ez3P74G4MHpJAhxQ9WPyq+KeehlCvSE8+5uHHhHuW4qXt4EJABgLK8xm5zlq2kJp26GWQy9dnKdWhngB0DKhfPyzRkwjRDWyjnqPfIjkClwqjYOEJtBXg8cA/M5aN6YWlpGUXGxNLytZvY3a++1tI+2zzkRx1wp4CYRLYuMVeMyPnisgquoQ4LOSWngApLy+ndP/9w+hxK28KtvNbjrslucC2QH3nAje5GvzZKXgS4KfKimI/J0wsaLHnIi/REtCUCBLl9yz+0b7LSvu/+4YA8RV4EOJoqr0BeIK90pJYKeUASQMfmuP8Q51yjNC2sc1TCU+SH1Y3jKHOLWvZwkcPNjop6gMnEPxfwYAHWJyL2scAKrsU8MuaKqwLvrhGK9sAl/9e6zfQ0NIza9xpYJ8QAe1wPl/PNO3cJAWaAviKTcn8ECMJLoDV6HIFuKPCDQYexG9qopkxq+RryGYMMxDlgPt3tsi8NrQfwuPe4GXO5/XNy8wieFaXgDWSCJ4Sr5ZWUUNDTYPbUNESeT32uzUMeQXWbL9+jg7efcu55dmEJxb7JIqyIhmOIBo9Pz+YUOgSLwSrdee2hpipyWiCvltcv6iWxvGnZBnlPBITWIm+QpipyWix5yLvJO5DbEgv+YCCFvHilfRE4iL9RgwAr/1W1bxBNP2l6VUGBvEBe6SgtFfKIwoZLFxZ6WHgkW30okQprUJEd+7937+M5+iehYTRq2mxOodu+7yCX6n2Tnk6+N25xwR5E08OlrlyLuXvMLSP9DnXscRwL4Zy76MoR4TVT75TrAHhMHcz/y4EBD7c9AgKV75U9zsNA5V7QY/YOKMdN2QPwfUaMZXc5XObGbAhARP1+U56nvgYDn4PHT9PrxCS67ufP0xT4bepzan6GtwPBjVk5OVxCWO15Uc7FwkYImCwpLeVpGD1kVe6t997mIa+2Fg/7PWUL/trzBAKc8B3mjENfp1F55Vuad+469dvpbLKFqTxLC+SVe2CPQUhKbgHdCP8gL1L7Ql5VyQuXty7yarDk1fIeuP2EPSOY8lDad+QByPuGLfyF529Qv50XNbevQF4gr3SElgp5zH/fDgjksrUY4MKKXPu3I6GQiiI7rMKrt+5wwRXMWcPVDsAscVjPc8DIlUd9/fuPnjCY1ddiPj0sIpJBg3lj3BNzyIgad9i0tZr7XXke9oA/vAdeV69zlT3Ffa8+R/mMvP1rt+4w7JVjpuyHTJhKzm6eFPo83Oht254D1Lpb/Sv81SfP5LkL2ROCdEasHPht87pXnFPuhdUMEXWPqRAMsjCtoXyn7BFV/+DxEx6MYWVBBBcq31na3q4gf+HBc06VU6/mhkh1uOwR/Y18eTW0TP2sF+TP3a+SV72aG8rzKvJO1UtenSB/9v4zbl+UBlbaDoGNKdlV7at1TQDlngJ5gbzSkVoq5CEfot9hjWMBHRevy9Su54dFcABXVOFLTEoh1M9HNDusTlwHL8C1W34MmTdp6TyHr7Y+4T7HUqmo33/rbiBHxeM6QB6rqmEBFqU6n9JO2MNtjuVxkZqH+Wb1d7V9RileeAsQ2V/b98YeGzx+KrvLkU5o7AYPh9bofrQxShGjaA2mQDr1GWTU7/ipTSe66OFlmAqpLQAQlrtf4D1+d8hWqO0cY9vH3OfZDeSRegZ3PPLL4UoGMBAZPvmoN1eWQ3EZpNIpINGy1wPykNczOIblRUEcRZ6JR7yovKKSi+Gg7r5yXMtei7teeS7k9XgazfKeUcmLNoW8L9JzCDXslfO17AXy9gt5WFAoP4qa8tiQmpWdnUOYO+3cdzDPHyvfYZ5a6UCRH42OWfkOe/fLvpRfUEh7j56gLv2HGr5DUJvawkUKm/qZfy75i+BeR5W6ecsdDNfhHAS/ffFbVeEVuMKxQA3q4x8/c4GtcciEc5p17sHzwwDQs4hIjvRWZIV7G4FzCLZ7nZRESCcDoLGkKWSbtXg5W8TI14YVie9wbfMuPen42Qu8PK26DrtyX8wrA0hYgQ3toRyvbQ+vASxfzD1jOdXazrHkYxgUYX0ApMrBI7Jy/WZq3qUHIaiw5oZpEIBdPZDCAC03N48j65c4rOP3Dz3A+8N7RloiAiYxQHPY9LfhHVhim9gN5EcfdOdIdCycsuf6I4ZN/10XaeGFGzwf/zAumRex0QIf5Vo9IA+3PNzeiEjfe+ODvAvOv5c3Ppnz5ZVnatnrAXnIi2kFRNfvu/HY0L6I+ucSnfHJNP6wPoMogbz9Qn7Fuk28ZCuqvGELfBDELnGs5gbrF1XklO8mzJpnWG8dhUtg/SrfYY+CNEiHio6Lo+t+dwzfIVBOcdECoFg85pKHt+F7RMzDisZ8O8rTKvdE1DasXiU4DnPdm3fu4fng9IwMvse0BUsJK+khAAx17THIWLBy9b/K1/YePpZQMx3ywdWP4jrI8d66Zz9HfGPlNCyu0n/0RAOAEawGjwAGDZifrwkcuPh9rt/kYD4AS9kAfGVgolyDefsN23dxCqBeAXDKvT/FHoM0BNzBk4LgxMSkZI6LiIyOoZpbRFQMxx40V6ULIjgPi//gWkTXQ6+QvohMBCd3T46jgIfm8tUbFr/cr91AftYpX07likjO4JXoAMUhe11os/c9wsIpsJoxf6wFlsq1ekAeRXnuxyVRZHIGl4Jlefe40CavQB6UoAIewKo8U8teD8hDXuTto4Y9ZFTk3ehZJS9S7BD/oEVO5VqBvP1CHnXaEWyGUqPYADsMIrGhYIlyHHus266khsH1/Cwiqtr36KSRVQOQIoBKuRZR7Vj6FTCC2xuuXkBd+R6R7+j8sWFwoRwH9DFAUAfIwaJes2U7YclYzK9XDQ5y+Dfk5ORyrjpSxdTz7XguAIxgNaxBX1VfPY/XMM/LL+Dqa3C5I4gP5ynQBKw79BrIkEcxHngLlO+wx0ABa6NjS059Y9hg2bdWFb4B1DEQwXw0BlXqe1jLZ0C++5BR9CY9g6c98K7xnmvb0L6paWnVXO4Y3CGKHsF6eG94x6h4h/eHv6F3nleu0aBxUyzaisf7shvIIxAMc9jTT/rSsH2uDBu4mFFgBtYm3Mp6BLEBRHpAXpEX67MP3+dmXnl1mJM3Tl7tQXdoX4G8/UIeeeL9R09gCxZW7Mc2WGaK2x1WLqz5j52vfAf3NNy36CBxPdaBRzS78n1d+36jxjMs1a5wuIAB8f6jJrBrf8f+w7TnyHFe9QznYx5ekbEmQAEa/F4EwCFo7/Cpc4QFasbPnMvHa4vohvcA58PbsH77Lp73x/QA7g3rvO/Icf/6HXiGMliAS3v+Cge66O7FS+U26dTdKiGP34v26TV8zL9+77/f3wSC50RpA+U9YICIUr/wvmDQhPY/evYCbXDczesMwNtT2ztQrreUvd1AXrECP8VeD8h/CjmVZ+hhySv3+hR7gbz9Qt5SOs6GygHrGPXjYTG36dGPP6vngOu6H85R5vBR1Q6lVAH/uq6F2/37Vh0Z1JhXvuDqQX8u/cuowjLjZs3jSncoWAMLHouv1CWXvRzHAOyH1p14+gPtjwERBo9o47regaW1jUDe0UkXF7IabgJ5/dtU3b4CeYG8pXWkliYPUuWwuArS5eAxQLBZfTJiPfsJs+fTsEnT2XWNevb1XSPff1jdzlLbQiAvkCex5M0LzfDwCGrcvDXPDSqLXFjyPiIyij5r9I108O+j5C218zZGLlibmD6oa0pAfQ94G4w5T32NfBbI69JRNPqpKX3+c3PdLW61dajnZ7HkxZJXQ1wgb/kdocBK3pGt6oBY8mLJiyX/fglJNZj1/CyQF4DYKkDkd1m+bgvkBfICeYF8takEcddbfsctcJV3ZKwOCOQF8gJ5gbxA3gbm343t9OU8+xogCOQF8gJ5gbxAXiCvS/yUDCAsbwAhkBfIC+QF8gJ5gbxA3kZ1wGog/9nn39DnPzeziq3RD41J5DXfu0L7/t8X31LLth2tYmvSoo3VySspdJZnkYmVLO/EFB2wCsh//msLQhqdbNIGogOfSAd+biqWnY1adqaAQq6x3gGGdUBe/tmkwxUdEB0QHRAdEB1osA4I5EVpGqw0Mqq33lG9vDt5d6ID9qUDAnmBvEBedEB0QHRAdMBGdUAgb6MvVkbr9jVal/ct71t0QHSgNh0QyAvkZQQvOiA6IDogOmCjOiCQt9EXW9uITo7JSF90QHRAdMC+dEAgL5CXEbzogOiA6IDogI3qgEDeRl+sjNbta7Qu71vet+iA6EBtOiCQF8jLCF50QHRAdEB0wEZ1QCBvoy+2thGdHJORvuiA6IDogH3pgEBeIC8jeNEB0QHRAdEBG9UBgbyNvlgZrdvXaF3et7xv0QHRgdp0QCAvkJcRvOiA6IDogOiAjeqAQN5GX2xtIzo5JiN90QHRAdEB+9IBgbxAXkbwogOiA6IDogM2qgMCeRt9sTJat6/Rurxved+iA6IDtemAQF4gLyN40QHRAdEB0QEb1QGBvI2+2NpGdHJMRvqiA6IDogP2pQMCeYG8jOBFB0QHRAdEB2xUBwTyNvpiZbRuX6N1ed/yvkUHRAdq0wGBvEDe6BH8F03a0C99RtGQE7dp+NlA3bdhp+9S352X6KtWnYyWqTallmPS2YkOiA6IDlTpgEBeIG88UBu3ou+79KNeW87QeN9Y3bfRbqHUfvYa+rJ5e+NlkvcnbSU6IDogOlCnDgjkRTnqVI7aRsJftehATUfMoDFeEbpCfpx3FA0+doO+69iTPm/cqkEy1SanHBNLTnRAdEB0oCUJ5AXyDQNq41b0bYee1HfHJRrnHakb6EdefEIdF25umCzy7qS9RAdEB0QHPqoDAnlRkI8qSG0j4S+btaNmo2fRaNcQGu8Toxn0sOIHHvSlH7sNbLAstcknx8SCEx0QHRAdqNIBgbxAvuFgbdyKvmrVmfrtdqexnuGaIT/S+RF1XrqdPv9N3PTSMQmcRAdEB/TUAYG8QL7hkEebNW5FLScuohFOQTTe13RrftzlKOq/z4t+7j3cNDnk/Um7iQ6IDogO1KkDAnlRjjqVo77R5New5vd40FhP04PwYMV3WeZIX0iwncnvob73JN+LZSg6YL86IJAXyGuCS5tpKzhf3pSUunE+MdRvtxv92m+sJhmkA7PfDkzevbx70YGP64BAXiCvCbDftPmd+u1yIwTPNRT0o1yCq+bixYrX9A6kk/t4JyftI+1jzzogkBfIawRMK2o7y4GGnQloMOT77nKl3wZN0Ph86cDsuQOT3y76LzrwcR0QyAvkNUP2u469qPd2Jxp3Odpo0KO6XcdFW+jLFh00P1/+yT/+Ty7tI+0jOmC/OiCQF8hrhixq2reDNX/6rtGQ77vLhRoPnqT52dJ52W/nJe9e3r3oQP06IJAXyOsC2h+7DeKa9sZY86PdwqjDvA30devfdXm2/KPX/48ubSRtJDpgnzogkBfI6wJaVMFja/5MYL3WPIroVFnxUvxGOl777Hjlvct7/1Q6IJAXyOsCeSjsz72GU89Np2icT91z82M8nlP7uevo23bddHvup/pnkedIxyw6IDpgbTogkBfI6wZbLBHbdsZKGnHhQZ3W/IADl+m3geNlpTnRO930zto6XZFXBgqfUgcE8tLZ6trZ/tJnxHtr/t+lbsd6RVD7OWvp2/bddX3mp/yHkWdJBy06IDpgTTogkBfI6wrcr5p3oNZTltKoS0//Zc0POXaTfukzUqx40Tlddc6aOlyRVQYIn1oHBPLS4ere4f7SewT1+vtcNcgj6r7DvPUyFy/6pru+fepOU54noLYmHRDIS6ere6f7VYsO1HLCAoJ7Xil1O+L8g6r14qWEre7tbU0djsgqgBQd+LQ6IJAXyJsFOj/1HEp9HJ0Z8rDiO87fRKhzL//gn/YfXNpb2lt0wL51QCAvkDcLeL9q1YlajF9A47wjaYTzI/qhSz/6oklrszxLOjH77sTk/cv7Fx2oWwcE8gJ584C3cStCFbzeW89Tl2U7CC58+Ues+x9R2kbaRnRAdMAcOiCQF8ibDb6w5lHZ7seuA8SKFz0zm56Zo2OUewpwbUUHBPLS+Zqt8/2icWu24MVNLx2mrXSY8jtEl61NBwTyAnmzQd7a/hlEXunARQdEB2xNBwTyAnmBvOiA6IDogOiAjeqAQN5GX6ytjUbl94iFJTogOiA60HAdEMgL5GUELzogOiA6IDpgozogkLfRFysj3oaPeKXNpM1EB0QHbE0HBPICeRnBiw6IDogOiA7YqA4I5G30xdraaFR+j1hYogOiA6IDDdcBgbxAXkbwogOiA6IDogM2qgMCeRt9sTLibfiIV9pM2kx0QHTA1nRAIC+QlxG86IDogOiA6ICN6oBA3kZfrK2NRuX3iIUlOiA6IDrQcB0QyAvkZQQvOiA6IDogOmCjOiCQt9EXKyPeho94pc2kzUQHRAdsTQcE8gJ5GcGLDogOiA6IDtioDgjkbfTF2tpoVH6PWFiiA6IDogMN1wHrgPyvLajRL81lkzYQHfiEOiAdasM7VGkzaTNL0wGrgHyjn5rS//vfV/T/ffm9VWyfffGdyGvGdyXta97/A7TvZ42+EfetePlEB2xAB6wG8p//1Ix6bD5lFVvHBRup0Y9NrUJWtGnHBZuo0Y9NrEbeTou2UKMfGluPvIv/pv99/5sVybtVIG8DnbulWZQiz3/j5bAeyP/cnHo7OlnF1nnJNsKgxGrkXbqdByXWIm+XZY48KLEaeZfv4EGJ1ci7YqdAXiAvVryN6IBA3gwDB4G8eQdjAnkzt69AXgBnI4AT70FLEsgL5KmzWPJm9bp0EUteoCnQFB34j3RAIC+QF8ibQQfUrnmB/H8zFylWnLS76IBY8max4MRdb2Z3sszJm0VvlYFJF3HXi9X5H1mdAmX9B2ZiyZvBihPIC+QVYGIvlrz+HZfAQNpUdMA4HRDIC+TFXW8GHRDIG9cBSUct7SQ6YF4dEMiboYMXS14seYG8eTsuAYO0r+iAcTogkBfIiyVvBh0QyBvXAUlHLe0kOmBeHRDIm6GDF0teLHmBvHk7LgGDtK/ogHE6IJAXyIslbwYdEMgb1wFJRy3tJDpgXh2wS8gP3HWJRh1wpxEH3KulIg3f50ZjDnrQwN2Xqh1Xd9jGfNbbkq9L3mF6yatzMZwBdbSvXvLqXfFOkXdkDX3QTV6di+EM2HWR9dds8koKnaTQSQqdzeiAXUJ+lesdCopPJvcn0dVg7h0SQ49fpNBS51vVjhsDdvU5ekN+pYsfy+vxtLq8XsE6yasz5P96L69ncEy1dvR8Gs3tu/yitvbVG/J/XbrN7etdQ160N/Rh+cXb1X6H+l0b81nvFDrIA/2FvqqfD32GvPg96uMN/Sx58ua1rMRylfb9lDpgd5Dvu8OZdl9/RDlFJXQr/IWhM+y3w5ni0rIpOSefANWGdozq8/WEPOTddS2IcotK6HZEdXlj32SxvA6ud7TJqyPkIe/Oq1Xy+kW+NMiF4zGKvG7a5NUT8pDL8cpDbl//qFfV5I1OzaSUnHxa7eZvOK5+z8Z+1hPykHf7lQcs793o6vJGpmRQSk4BrXG/q01eseRtxor7lDCRZ1nm4MXuID90ryud8A+lrMJiuhQUwZ1hH0cnGn3QgzvIiOQMWux0U1MnqSfkh+51oWP+IZRdWEwujyINckHe5Ox8grxLtMqrI+SH7HGho3eCa5U3MTuPACKtnhI9IQ95j/hB3hJyexxVrX1fZ0HeTFqm1fOgo7se8h6+/ZQHqe5Pqsv7KjOXolIytXseBPICeXHX24wO2B3kJxzxYljC4jl4+2kV5Hc40/xz1yk9v4gCYxLpzzNXDZ29sdaa+jw9IT/+iBddehRJqbkFdMhPkdeJ5U3LK6TA2ESao1VeHSE//rAnXQyKoDe5hXTYL7iqfR2daN65a/Qmr5DuxSbS3LPXNLWvnpCHvM4PI1i2I3eq5MW7nHf2Grc55MVn9ftt6Gc9Lflxhz3J6WE44d1jMKXIAhmh0/fjklg3lOOm7MVdb5kWmVjK8l5M0QG7g/zs01fo+vMEepGRS5u8A7mThAt0o1cgW3OY5556/LKh8zSlk9QT8rNOX6FrzxPoZWYubbp8r5q8WQXFhHlkzfLqCPlZp67Q1WfxBKty83t5++xwpg1egZQJeUNiadoJH03tqyfkZ57ypSth8QSrfYtPVfvCs7PBM4Ay8ovosh7y6mjJQ17fsLj38t43tON6zwAepPqExtL0k76G46bor0BeYGIKTOQay9Qbu4A8opBhPcKtve/mY3qWmE6JWXlsGeMY3LFwfRaWltGN5wkMfAwGhu93M6mz1Ap5yDvnTJW8e288prDENErKzqfDfk/5NyxzvkVuT6KooKSMboS/0C6vRsj/S97XirzBLC/c83CFQ96b4S94cDX79FUaYWL7aoV8lbxXWbY91x9R6Os0jm2A2x76AHldH0dRfkkZ3YrQQV6NkK8pb8irNLba4Xn4IG8k5RWXvpf3HmlqX3HX24yrVsBrmeD9lO/FLiCPwLR7MYn0KiOX3Zwl5RVUWl7BHSWOwepEYNvbd+/YmscA4MbzFybPHWuFPKL/MW1QTd6Kj8mbz7AH/E2x3LSuJ49AxYCY11Xy5hZSSVk5lVZUVmtfBDp+aN98hr2pc91aIc/yRlfJi2mF4jrkrXz7jue+k7Kq5DU1yl6rux7ZCndryFtWUUmpOQXc5tATtK9aXgxOVpiYFSCWvIDhU0JInmVefbMPyLtVpcwhUjq3GJ3hWypmyOdz9HRKbgGh0wSE4FLG3CYiw01N9dIKeQxKHsYnsWxGyxulQV6NljzkfRD3Xl6GTd3tiykGtO+dqJe0wsRUL62Qd3D1+7i8OfkGfVCxsF2CAAAgAElEQVTkReS9qalpWiG/ysWP7sclVunD+/bFQBX6rGxlFRWsv2p5Tc0SEcibt9MVqEn7fkodsAvIq63bg7ee8lzrbVV6F4qhIB0tv6SUFl24YZI1rH6GVsir77X/1hOW907kh3Sp/rsucjoa5NWaCYBnabXk1fJiOgRz2ep0tH47nQnpaJB3ibO2zAU8Syvk1fLuuVElLyxl5ThiNJAFkFdSqjmynuXV6K5X5MIe6Z9o34CYRIO8iCFAlgXc9aZ6G9TPEMgLhD4lhORZ5tU3u4J8H0dnOh0Yxuld6kI4g3ZfYncngq+0Rn6js9QL8pD3VADkLSEPVeGegbsu8m+AvFojv1lejZa8AgjIe+JuKOUUlpDn0w+FWvrvvEhZBUUcB4EsBuV8U/d6QR7yHvcP4XePgEtFHtRMAEgxbbPgvA7y6gR5wPzonSp5vYNjDfL2dXTiaSjIu/C89kGqQN68na5ATdr3U+qAXUEeZWsRAIZ5WMAInTqstklHvamorJxCXr2hGRojk3FPvSAPeREABnlPBnyQd+JRLyosLaeQ128I0dYKnEzd62XJQ16k+yFVDoMTpX2Rtoigu9DXbwjZAqbKqVynF+QhL9L9kI6GwZ8iL9LqYBVDXgRgKs81da/VXa88F/Ii3Q/yngl8ZpB37CFPyi0qpbDXaZrTP/EsgbxA6FNCSJ5lXn2zecgjfQtR8qMPurNV5hf5itOPEKmOY8hDX+95lwPFEDwGy23kATdCvXilc23oXgvka8qLaQVYaIikZnkPe9I6j7uEOVkE58FyY3k11NvXAnmWd9/79j13naO7UfQGOdyKvGvd/am47L28F7TLqwXyannhVUC0PzIXjvpXyYs89DXu/lRUWs45/Zi+QXS7lvUMtEC+przIpkARJBRIQvtC3tVudzgz5H5sIk/faJZXouslul6K4diMDtg85Ifvc+Ua9UEJyZw6l1FQzFZ7fHo24RhqfUenZnHQEorhIJ0KHb+pQXcYEGiBPORFehxkQ+rcB3lzVPJm1iKv6fXKtUAe8sLbYJA3v4jbNyG9uryI/IYLHNYm2tfUoDu2NJc5UqMfm5g0CIO8qByoyIt3juh6tbyoGofgTEVeRKojwr2hgz3lfC2QH7bPlb0jdcn76EUKV7mrqCGvqUF33L4CeZvp4MVKNq+VbA3ta/OQH7nfjaGCuulweyO1C67jFxk5HLwWn57Drtl37/7hqG/Urwf4HTTUV9cCech7IzyBZauSt4IKSs0sr4Y5eeS6o7gQ2hdV+ZCaWF3ebMotLqV3795xypfSvqvdTa8Hr8WSh7zXnsVXkxf1ET7oQ+3ywrpXoN3QvRbIQ14UF1K3bzV50/4t75MXKbTWw/T69eKuFzBYA7xERuP01OYhDzcrrLBN3vfoSlgcp8g9T0qnHdce8rFd14M48hvpc+fuP6etPvdpjYc/YR65oZ25cr4WyGOaAKlakBeVzZDSF56cQTvfy7vzWpW8sIzPq+TFPL3y/IbutVjykBdWuSJvRkERR3qr5Y1KhWX8ji48CKetvlXtq0VeLZCHvMvfy4vqcJAX9ekVeXdcfUhV8r4lJ4O8d2niUW+T21cL5Fnei1Xtexny5hex5Q49QJuzvCmZBEve6WEEty8AjziThuqBcr5A3rjOUyAj7WQNOmDzkFc6LuwxT4ygMFhGSJvDMawfD+iXV1ZylTkE4qmvMeWzFsirn4fa729yC9jyVOTFwjSQF3n9iKzXRV4NlrxaXtTWhzUPyx5wwnejDrjT88QqeTEHjnQ69TWmfNYCefXzsHYB5MX0gSLvyP3uPK0Dj8+C8zf0kVen6PoDt56wvJg+UORFvAkqOELehRd0klfc9eKulzl5m9EBu4I8FvbILCiqtpobIqkRrYyKYZOPaatZrwBEL8jD8oW8mPNW7j3u0Ad5p2issa/cU4slr9wD+/MPnrO8iClQjo855GFoX60165V76gV5eG7Qvlg3Xrk3BlFpuVX6MP2kthr7yj21WPLKPbA/e+8Zy+upkheDKEVePTJD8Byx5MVCtQYLVWQ0Tk/tBvIoIIPFRgB05EajM+uzw4kXdymvqORiOFpc9OrOWA/IQ14s5gJ5lXQ/5ElPOXaZFHm1uJCryauDJQ95kWuenvch3Q/ywm1cJW+2JheyWl49II/cfcA9Pa+ITr1Pn4O8E494UUVlJcW9ydZt0KcH5CEvajsgUFBJ94O80NmKyreEWAe9Bn0CeeM6T4GMtJM16IDdQH7sIQ8uVfsyI5d2XQtiyA/YdZGWON/iSHWko8HqVMPE1M96QB7y3o54STXlRYU7xA9gCVTkR5sqo/o6PSx5yHsz4gWvA4CqbLg/2nfRhZscdHcvNonTvdTPNfWzHpDHu0Y6GtYtwCI1kAUDFbi83/3zD92PTeL0SlNlVF+nB+QhL6ZBXmfmERYtUuSdf/46/fPPP1ymV69BqkBe4GUN8BIZjdNTu4E8ipoAjEiRW+teFXk8dK8rbfG+R6XlleTyOJIQ2a7unE39rAfkIS/WikfKGfLiIcuQva602fsez8e7Qt4D7vrIq4MljyI3qDOA+eEP8rrQJq9AlhdFiOBaNrVN1dfpAXnIezfmNccLYJlWbt89LrTRM5DjM7AqIVz36uea+lkPyM865Uv+0a84HgPL4EKWwXtceEnc8sq3vIoi4ktMlVF9nUDeuM5TICPtZA06YDeQR4AaOsUhe10Irk90anB34vOwfW6E0rYoPKLu7Ez9rAfkPyYvKp/pKq8OkP+U8uoB+U8qrw6Bd59UXgm8s5mgK2uAkMho3sGS3UDeVGCbcp0ekDfluaZeo4e73tRnm3KdHpA35bmmXqOHJW/qs025Tix583a6AjVp30+pAwJ5RyddrHd1ZyqQ179N1e0rkDdz+4olL5a8pNDZjA4I5AXyui41q4axuT4L5AXyn9ISkmeJ5W3NOiCQF8gL5M2gA+oBjrjrBRLWDAmR3br1VyBvhg5e3PVmtjQ1LFCjhu+n+iyQt+5OUiAn78+adUAgL5AXS94MOqAeQAjkBRLWDAmR3br1VyBvhg5eLHmx5AXy1t0xCtjk/dmKDgjkBfJiyZtBBwTyAglbgYT8DuvWZauBfKMfm1K3tYetYmv/5xpq9GMTq5AVbdp+zlpq9ENj65F37jr63/e/WY28Heaup/9996v1yDtvA33W6BubSSESSFk3pOT9aXt/VgP5//e/r+izz7+1ku0b+qzR1/S/L7+ziu3//v/2zvs7rirL9+8faeZhejoMod80TZgOA/TMWm9m3lrEbhqa1HQDnWjAZAMNNGDSDM45AM7KybZsSbaClbNlK0tWzjlneb/1PaVbuqWWjKrOLbvuvd8falXpuEr11b7b+3P2Ofvs++3vC+0bvGtlT/sS8oSLHlxov9Cwn20gf8Mtt8t/ffyVLR53r10vd/z4LhkYGLTFIzMrW6082MW+97zyidx6x09sYVv4QE5uvlp5sIt9f/7aZ8zk2QyGKzkO8QH7QP4Hd1jemc68b2rlaxTe3fnTu9XdwXCHsFB/lJ4vE2yHWGmDYP4uNMO57c6fhbxdjeteXl6htkOCaRMrfzfb2oZGBsZMmNfBCh8g5INQdEXIB7+6npAPno0JecLFCrjwd4SGHxHyhLwwkw/uagsz+dAIdoQOr4MbfYCQJ+QJ+SBvqRDyhIsb4cK/OTT8npAn5Al5Qt6nHoPL9aERnAlJXgcrfICQJ+QJeUKekHdIJbUVUODvcNbkgpAn5Al5Qp6QJ+R5ZM6hPkDIE/KEPCFPyDs0wDMrd1ZWHsj1JOQJeUKekCfkCXlm8g71AUKekCfkCXlC3qEBPpDMj59xVvZPyBPyhDwhT8gT8szkHeoDroT8Q5sj5fGdsfLrHTE+we2R7THyxK44eWhLpM+4vy1D3d7x7kHDvjtjfexolX3d3tb2wc0Ryn8f+zv7RlvivzxC56xMjpm5u6+nKyH/blSa5Na1SnRhlQ+E4ktqJP9Sm7wedsZnnJD3r4XqO5GpklPXKrFFvvaNLaqW/Po2WRd+Vsu+bof8WxEe+yaU1PjYEf4M+74dmeoz7q//EvLuhgInBc66/q6D/H0bw2VLcoEMjE3I2YoGbzDEeF1Xv7QNDMtfo9K84/4GSLzfzZk87LjpdL4Mjk1IWmWj144Yr+nok/aBYXkvJt07Hoh93Qx52PGLxFxl33PVTV47YryyvUfaB0bkg7hz3vGA7Pv2Jt6FzqFLtwS4swC+muvpOsg/vC1Kvsw4L32j4xKZX6GC4b0bwtQyJwJkRVsPM3mNOoWHt0bJvvQS6R+dkOjCSi9ssA3S0j8kle298iYzea9d/IUw7Ls7tVhNUrEyYnwe209NvYNS1d4rbzGT5/4yJyn0gQUfcB3kn96bIFEFldI+OKKCJYLkvRvD5eUjydI9PCZZNS3ywqHT3uBpBFF/nt2cyT+9J14i8iukc3BU9qSVKDtiErX2cJJ0Do1Kdm2LvHQ4Scu+bs7kf7MnXsLyyqVraFT2ZZR67QibYpKKbRL4sj/+uvS9XK53X7a3moyQ77GnX7gO8n85eEqSL16Shp5B+eR4lgqGWOr8OCFLZZ/Y5/z9lye0gqSbIf/nA6fk9IV6lVV+eiJb2RGTqPXxmdI7Mi4nSmvlD1+d1LKvmyH/pwOJklhWJy19Q/L5yRyvHT+Kz1ST1JPn6+RPXyd6x5cCfDU/E/L2DOaEMK/bcj7gCsijCvmFg6fltWMpsjW5QMqau1SQ3JVapMbeCDujivBGJ6fUBAABE7B6dLtv9f1qAiTe4zbI45TCXxbsi3qH881d0to/LLtSi5V9UciI1ZPhiSlJuXhJAV/Hvm6DvNm+m5PypaSpU9oGRmR3mse+rx07I5EFlTI0PilnyhtkfUKWPA//XXJ6ZLX+S8gTFsvBgmP29AtXQP696HS1DN/YMyhdg6MyMT0jk9MzqggMY009g2qPc25+XmXzyJKQ7Qe6d+w2yKNQMbO6WWDLzsERGZ+alsmZ2SvaFzBaFxFYlb3bIP9OVJqcW9a+I8rmsDsKSWfn5tUz/PdseYOgCn+1YDe/j5C3ZzAnhHndlvMBV0D+/ZgMKWxoV3vCwxOTMjs3p0CPPWI8sL85PTsr8wuQx88ZVU0BH0VyG+RRLY+jh7Alssll7Tvjse/A6ISyNyrDcdTODJfVvnYb5DFJzatv9bHv5MyM+tnw4emZWcEkFbCH/2bWNAd8SoSQJyyWgwXH7OkXroC8GR47zxZJz/CYz/EuNG+p7ewTTACwpG9+fyCv3QZ5s422pRQq+2KSZIzfvylcqjt6lX0DXR0xfhee3QZ589+O7RD4LwpEjXEUNuJUCPw30Ozd+F3KvjxCx8psVuc7xgdcBfl7N4TLwawy6R8dF/Pxo19sifQuc+pWfiNIuhXysO9X584LsvX44sVGLQ9sipDekTFVB6Fb+a0gtG6D3Hbnz+RykNvRWvX7y8srZM1Nt3qhbAaqP68BcxxPRLZ+vKTW+/vu2xCmsncs079qwSSVmbw9MzZm2rxuy/mAqyCPQrqYwip1vAswQoBFZf0z+47L2NS0lDZ3alcm43e6FfKwb2R+pQLOgcwyr31/uzdBRiam5Hxzpzx/8JQXTv4Azvxet2bysG94XoWy76HsC177PrU7XgbHJqWspUv7+CfsTMgTFsvBgmP29AvHQx7Ht1Bl/PiuWHnlSLJapm/uG5I9acVqDOe6P4w7pwrFsmqa5ZWjyfLYzhh5aHNEwDByE+SVfbd77IssHV0EW/uHVMYJm+Nc999iM2R8akaya1rk1aMpHvtq3B/ATZBfal+cTkBXxv0Zpcp/YV/UROBkSE5tq7x+7Iy+fblc75ilWoLZnmC28ro5HvKPbo9Wx+PQq760uUudJR6dnFYtbDGGXt/owoaiJRQslTR2qsp6nf7qboL8I9uj1fEtj307lX2xKoIWwRjLU/btUZXf3UNj6vgXTi7o7B27CfKwL7J3Zd+mTuWjsG+9yb7Yj5+Zm1O2L23qVMcUAy1qZCZPKFgJGP6ua+9Pjof8YztiVHZZ29WvqpFxtGtkckodPcLYpe4BVRE+P39ZOgZGpL57QIoa2rX6q7sJ8rAvoL1o3xmVVTb2DqqxRfvOS8fgon2R3ZuX4P157SbI44w8mgsp+w6OqqOfmKQa9oW/4kQDToagyyB+Lm7sUKtT/tjU/F4u11/7wEw48hpY5QOOhzxuG/vX6DT57ES2Cpboulbe1iObk/PV2NaUAqnu6FOZ/LHccvmfxFz5MP6c/G5fQsAQchPkYV+c44Z90YkNBXa4UYph383JsG+vyuTD8irki1Me+6IOwgwWf167CfK4LTLuKgf7opsdKuurOnply4L/bkrKVz8jk48w23e/hn25XM/lelbXO8YHHA95Mzz2ppeoZi3IjBA88W9P7oqTi63d6pz8i4eTVCGe+TOBvHYT5M32QQc2ZOvI7A374sYpF1q6ZWpmVvVUx3E682cCee0myJvtg+OfuOcC6h4wucK/od4E9sUKFY5/WmJfQt4xAd6qbJC/x74rC66CPG7sgUwTLVaN4InCO3TBw61Rn92v17Pe+J1uhfzR3IvKvub7yD+5O07ZF8e+dHvWG/Z1K+RRUQ//jS/xvfsc/Bf21e1Z77UvIU/IM5N3jA+4BvI4q42bo6C47qtznrt34dwxbkaDbmG1nf2Co15GoNN5diPkYV/c3AfFdcbxOdgXy/Kwb11nv3qtY1fjs26EPOyL3g5Yrj+U5Tk+B/s+vSdBZmbnVKHjc5o3VvLal5B3TIBnBm7fDNyqa+cayD+1O04dn0Ofb9zkAwHtwc0R8kb4WbUfj1ugIus0Ap3OsxshD9udqWhQd5/DTYAM+6I5C4rCcLwLx7107Gp81o2Qh32xDdLcOyToKghbPLA5Ql4+mqyaAqH63qpJKgvvCAarAMPfc+19yTWQf+HQKcmtb5WLLd3eyuNfbYuWz0/kqEwITXJwtzoDJDrPboQ8buGLiVJ5a4/gLn6w38PbouTT49mq6A5ZKM7N69jV+KwbIY8mQuhHX9nWo26LDFv8cmuUeo3jn/HF1ZZNUgn5ax+YCUdeA6t8wDWQR0ESoI5zx8jgESSx3Im+9YA7AiYajxgg0Xl2I+RXtm+EoPjOSvu6EfL3rei/QbAvl+u5XM89ecf4gGsgrwNtfz/rRsj7ayOd97sR8jr28vezzOSZRVqVRfL3XHtfIuQ3hFmSvZsDKSFvvU3N9iXkg2xfZvKOyeII2WsP2Wt9DQh5Ql5Kz5fJmptvs3yyYwazla8JeUL+WgdOfj/haRcfIOQJeUI+yLestepWs1ZOlK70u7hcT4DZBWDU+c2+SsgT8oQ8Ie+zikPIf3PgJFxoI7v4ACFPyBPyhDwhz2py1iE41AcIeUKekCfkCXmHBni7ZJvUGbyVEUKekCfkCXlCnpBnJu9QH7AP5G+5Tf7jo322eNz14gdy+7/8q3R399jikZqeIWtuutUWtoUP3L12vfzw9h/bwrbwgcysbLn+xh/axr73vPKxXLfmewz6Dg36zJqDlzWHom1tA/lvXf8d4YM2MPvAdWu+K3Z5mHXb4TUh7y4QhCKcqMkaH7QN5G+45Tb5z/X7bfG4+6UPZc3NP7KFVtj07rUf2Uvvy+vl1jt+Ir29vbZ4ZGXnqEzeLv57zyufMJNnFs+VHIf4gH0g/4M7fPYNr3TO91r/Gzre3XDL7fbR++YXbIYTxH15npO3JiNhZkc70gf89wFCPkiFd4R88LqyseNd8GyLCTLPyfsfSAkf2ixUfYCQJ+Tl35jJq3uyXw5SNs9MngAIVQBQl/N9k5An5An5IMHdmDQQ8s4PpIQlr3Go+gAhT8gT8oS8T/0Il+sJrFAFFnX575uEPCFPyBPyhLxDKqkJQf8h6HSbEfKEPCFPyBPyhDyPzDnUBwh5Qp6QJ+QJeYcGeKdnqfz7vnnlgpAn5Al5Qp6QJ+SZyTvUBwh5Qp6QJ+QJeYcGeGa635zpOt1GhDwhT8gT8oQ8Ic9M3qE+4ErIP7g5Uh7fGSu/3hHjE9we2R4jT+yKk4c2R/qM+9sm1+q2tivrjfbo3aKp1+JmOA9ujljBvtbodXvHO699d8b6+Okj2y2y79ub2LveoQHf6Vkr/76/X7lwJeT/GpUmWTUtEllQ6RMkY4uqJbeuVV4PO+Mzfq0h/05kqtIbXeirN6aoSul9Q1evxZB/O8LQW+Vjx+hCj943w8/6jPtrX7dDfl34WeUPccXVPnaMKqhU/vB2ZKrPuN/2JeSZ1XKS4xgfcB3k79sYLluSC2RgbELOVjR4gyHG67r6pX1gWN6NSvOO+xsg8X4rM3no2pyUL4NjE5Ja2ejVhfHazj5pHxiR96LTveMB6bUQ8tC18XSe0pu+RG91R69Hb4yeXjdDHvb9IjFX2fdcdbP3umO8sr1H2feDuHPe8UD8gc1w/j4bYoZIm9jVB1wH+Ye3RsmXGaXSNzruzeTv3RAmT+yKVQGysq0npDJ56N2fXir9o+OCTM0I2thuaOsflsr2XgmlTB5696WXSP/ohCBzN+tt6R9SepnJB36DGdh3d2qxmqRi5cls36beQalq7xVm8gSSXYFE3db7rusg//TeBAXL9sER2Z1WrILkvRvDZe3hJOkeHpOs2hZ58dBpb/A0gqg/z1Zm8k/viZfI/ArpGByRPWklC3rDlN6uoVHJht7DmnotzOR/sydeIvIrpHNwVPamL+jd4NGLMeh96XCSln3dnMnDvsdyywXXfn9GqdeOsClWdbDd9PKRZO+4P35rvJeZvPWBlvCiTa+VD7gO8n85eEqSLl6Shp5B+eREtgqGWOr8OCFLZZ8JJTXy+y9PaAVJKyH/PPReqJfG3kH51KR3fXym9I2My/HSWvnDlyf19FoI+T8fSJTTF+oFWaWhF5Mo6O0dGZcT0PuVnl43Q/5PXydKYlmdtPQNyecnc7zX/aO4TDVJTTxfJ3iPAexAngl5AulaAYnfa73vuQLyqKJ//sApeeVosmxOKpDzzV3S3DckO84WqbHXjqWo7H5kckoBFXuaf/w6UVCtHEiQ1IW8r958pRdBfadJL4oGRyag95JALwJ7wHo1If+oyb6bkvKltKlTWvqHvXpfPZqitkaGJ6Yk+eIl+VBTr9sgD/v+ecF/Ue9Q0tgpbQPDsiu1WPkv/BqrJ0Pjk5JSfkk+is9U/vDodt/TI6v1ZULe+kBLeNGm18oHXAH5d6PTVTVyY8+gdA6OyPjUtExOz6hAiTE8UIg3Nz+vsnlMAACjQPeOdSH/bnSaZNY0K11mvSgKXE4vJgApOno1IY/TCigCW2rfK+ttEFSJrxY85ve5DfLvRKVJRlWTr31nZlWRqNkfZuc8/gt/OFPeIG9FBFZlT8gTSNcKSPxe633PFZD/W2yGFDd2SM/ImCBbn5ubl8mZGfUzxnpHxmRmdlbm5+dlcGxSjQOygRYw6UL+/ZgMKWpo90tvVk2zvBMVWFD/N03I++id8Nh3ambWa1/YeHrBvsg28TP0YnJghvdqX7sN8jg9UXCpzeMPq7Qvah8wWVytTc3vI+StD7SEF216rXzAFZBHAEMFPR5Y4uwZHpO0ykbv2ENbItVxNCwn44w83mcOev6+1oW8WS+W6KE3varJqxfNUGo6+gR6UVmvrVcT8ma9288UKr0Z1c1evQ9sipDq9l6lF6sjunrdBnmzfbcmFyj7os8D7KgeG8Oloq1Hhicm1cRU2748J++YM9LXCiz83tCZ1LgG8p5AGS4Hs8rUkrz5+NEvtkTKwNi4KmbSrfzG91gBeSOwH8j06DU3PgHkcQQQy7I4FYD36jx0M3njuwGXr86dl4HRCYkvrvFqAuSxWgK9upXf+C43Qh5/N+yL44nYWkIBo2H3+zaEqWr71r4hefVYinfc+Hd/n5nJh06AJix5LXR9wFWQRyFSTGGVOt4FGCH4obL+mX3HZWxqWs43d2pXJuN3WgV56I0uqJLOoVH5OrPMq/d3exNkdNKjFwVZ/gbxpe+3CvLQG5lfqYBzIGtRL44tokgQBY84LbD0+/392a2QR2FlWF65dA+NyaHsC15/eGp3nGqOU9bSJS9oHv/EtSDkCRZdsPDzoeNDjoc8jm8BPmgegywSy/QorNuTVqzGcO4Y1emTM7OqOO+VI8ny2I4YQbbsL3yM9+tAfqne1IpGQRMZnDnH3wC9qDGYmJ7x6D3q0fuQjl6N5fqlelHw1do/rDJOQ+/7sRkyPjWjzsij0h721bk/gJsgD/sC7rAlVm1QEIrKepyRx9hTu+NVx8PRySnJqW2V148t2FfjfgaEfOgEaMKS10LXBxwPeQRIHDdDkxscPUIWhCy4prNPjeXUtUp5W4+qrEfGXNTQIafL6uXN8MD71+tAXunN9+hFseBKelFJjYYoSu+F+oAr1TEx0cnkoTc8r0LZEnqh6e/s29ots3NzHr2NHeoc/bqIwCrrVaa5boPcdufP5HKQ7x5n1e8vL6+QNTfdGtCkEfZF8xv4L+wLH8WqE1oaYwz+e7G1W2YW7Iv3oE9BoEWjyr7ck+eePHvXO8YHHA95ZI3IhtGXHgBCxo6sB81aMNbQMyBDE5MyP39ZdZW71D2ggul7Gv3VdSAPveipvxq96CBn6EW2bKwk+PusA3noTSlfqnd6GfvOq20SQy9WI/zVabzfTZk8eiageRP8AYDHqRBMogz/vQT/HYf/+toXvQgMe/n7zEye2aNu9sjPh44POR7yqJzHEaT/TsyRpIv1qkscKpG3phSosW1nClVWjzPyYbnlsuF0nnyUkCm/23c84CCpA3noxbl+6EVGhi5xuPGIV29KoVR39qmVB2TQ0Ls+IVOe2a+hV2O53qM3bYneXq9e6K7u6BOsPKBhixV63QR52BdHDeEP6HSH44ewp+EPuNlSVUevWinBihWa5cAfntXwB0I+dAI0YclroQc1GFQAACAASURBVOsDjoe8OYvBvjaaywCexp7wk7vi5EJLtzrHjcp6FOKZPxPIax3Im78PverRsx6ZHII9/g030jH0rj2SLPdvskCvBuTNenEvAOhFYx5DL/aNoRfn5lETYYVeN0HebF8cp8Q9F7DSY9gX3fDKmrvUChU6N1piXy7XO2apVhcQ/Lz9Jxmugjwqk3GUK8p0X3bcAKZrcFQ1wXl2v17PeiMgWwV57MVCL04EGL8bhVaG3uc0e+wbv1Nnud74HXg+mnNR6Y0tWtT75O44r17dnvXGd7kV8qiohz/ElyweT8QkCts2uBWxbs96r30JeUKee/KO8QHXQB5ntXG2GPvyxvE5nDsGKKdnZqW2s19+uzfBC1Mj4AXybAXkofd4Sa10q+NznuN+0ItlWOit6+zX2lIw/11WQB56AR8UCuJsP34/9OJ4otLb1a9em7830NduhDzsi94OaIxkHJ+DfTFJRbfG+q5+5cuB2tT8OS7X2z97YwbOa2j4gGsgj4wytbJR9f/enJSvIIRjcugYh/14tAHFeWNzsAv0tRWQh14sy6I3+ZbkRb2vLejFcamn9sRbo9eC5XroxfE5FIShKxts98DmCNWcBUVh0Ivjf4Ha1Pw5N0Ie20o4Pofjn9tTCr32xRYITgHk1rVZNkkl5AkIAxB8tr8vuAbyLxw6JXn1bVLe2q3uggZo/GpbtHx+IkcVhWGJ+bGdsZZAyArI45a4uDd4eWuPuquYofezE9lqUoKsDku1ZvgF+tqKTB56cZwLRY24rSy0PLwtSj497tGLjn2P77JGrxshjyZCODJX1d6rbosM+/5ya5R6DcjjFsmYaAXqA+bPEfL2D+yEM6+h4QOugfz9myIERUo4kvTgZk8RG5Y7UcCE4PjwtmhB4xFzsAv0tRWQV3q3r6wXExTL9FqQyaPgC02HVrKvlXrdCHnDvpiIGkV38F/4MvzXUvtyT94x+7FGoOeze6HvGsgHCuxAPmcF5AP53kA/Y0UmH+h3B/I5N0I+EDsF+hlm8u4FAicDzrv2hLzmzV2WC6SEvN4Nc5azqXmMkA+yfZnJM5Nndb1jfICQJ+S12tqa4Xu1XhPyhDwzTudlnLymwbmmhDwhT8gHuQe+Tu/6qzVxMn8Pl+uDE2wJMdr1WvgAIU/IE/KEvE/BKSFPGF0LGPE7g+N3hDwhT8gT8oQ896AdswfNyYLvZIGQJ+QJeUKekCfkCXmH+gAhT8gT8oQ8Ie/QAM+s1jerdaM97AP5W26T/1z/pS0ed7/0kay52UZ6166XNTf/yBa2hQ/c88rHcusdP5G+/n5bPLJz8uT6G39oH/u++qlct+Z7zOwIfvqAA3zANpD/1vXfUYEHwSfUH99a812h3uBdJ8O+//vb3xc7PP7hhu/Zzh8IeWaAbsx6nfg32wbyN9xym/zHh3tt8bjrxQ/k9n/5V+ns7LLF42xqmvzozp/aQitsmpZ+TmXGdvGHu9eul+v/6Z9t4buw6d0vf8xM3gEZnBOBxb/J/8mnfSD/gzt89g3N53pD7TU63t3507vV3cFw85BQf5SeL5M7fnxXyOs07HjhYrnaXgi1676Snn9/a6OsuelW2/gvj9D5H0gJH9osVH2AkA9S4R0hH7zJDSHPjnehGlCpi7APNR8g5Al5YSYfZGgyk2cBF5f/6QPXyAcIeUKekA+CD5iX7rlcz+wu1LI76nGPTxLyQQjw3JMP3lI99uW5XB/klQfehY5Z5zXKOjn5sH7yQcgT8szkg+ADzOStD1YEAG1KH/DfBwj5IAR4ZvLM5Al5/4MRAzhtRh+w3gcIeUKemXwQfICQtz5YEQC0KX3Afx8g5IMQ4JnJM5Mn5P0PRgzgtBl9wHofIOQJeWbyQfABQt76YEUA0Kb0Af99gJAPQoBnJs9MnpD3PxgxgNNm9AHrfcCVkH9wc6Q8tjNWHt0R49Nq9JHt0fLErjjBv5uDtL+vCXl7Qf7BzRHKH369gj88tEXPH6w+J7+S3l8t+K+2Xh6h4xE6HqFzjA+4EvLvRKbJuepmiciv8IF5dGGVZNe2yGvHUnzGCfngQtvoSb/aZ6vPya8LP6v8AdfffK0jCyolq7ZF3gw/6zNufs9qXlsNeeiB/8YU+eoNz69QetdFaOol5B0T4JkZW58Z282mroP8fRvDZUtygQyMTUhqRYM3eGO8rqtP2gdG5N3oNO/4aoL40vcwkw/upMBKyOO6bziVJ4NjE3Kuusl73TFe1d6r/OH92Azv+NJrvZqfrYQ8dH2RmKv0ZlY3e3VhvKKtR+n9IO6cd3w1+pa+hzeoIRjsBjLqXdlnXQf5h7dGyZcZpdI3Oi5RBZUqGN67IUwe3xmrAmRle4+8HnZGK0gS8vaBPPxhT1qJmvTFmjJj+ENz35ACvXZmbGHveujdnVqs9MYVV3v9FHqbegelqqNX3o5M9Y4vBfhqfibkVw6YhAltYzcfcB3kn94Tr+DeMTgiu9OKPZDfGC5rDydJ9/CYWq5/8dBprSBJyNsH8r/ZEy9heeXSOTQq+9JLvdf9pcNJAh/JqWuVtUeSvOOrgeTS91iZyUPvsdxy6Roalf0ZJr2HktQkNbeuVV4+kqynl8v1XK7nnrxjfMB1kH/+4ClJunhJGnsG5dMT2SoYYqlzfXyW9I9OyPGSGvn9lye0giQhbx/I//lAopwqq1NZ++cnc9R1x8rOR3GZ0jM8JifP18ofvzqp5Q9WQv5PXydKYlmdtPQNiaEXk4oP4zLVJDXxfJ3gPUsnGv78zEye2ardslXqXdlnXQF5VNEj8CFb33Q6X0qbOlVQ33amUI29cjRZIvMrZWRySk6X1cv7MRnyh69Oyq+2RQcULAn50Ib8o9sX/QH78SWNndLaPyw7zhQpf1h7JFnC8ypkaHxSki9ekr/FnlP+gNMX/sDSeK8u5B8x6f3iVJ4UN3ZIG/SeXdB7OEmtRhh6P9DVy0zeMVkc4bcy/NxiG1dA/t3odMmsaZaG7gHpHByR8alpmZieUYESY8jqUYg3Nz+v9uqbe4dUcH8jwKpqQj60If9OVJpkVHn8AUvy8IfJmVmvPzT0DEr/2ITMzs2r1R34Q0p5g6yLCGyvWxfyOA2SUdWk/NdH78CwGoMP++jtG5Iz5Q3yVqB6CXlCnsv1jvEBV0D+g9gMKW3qUAAfnZySubl5mZqZVT+jAK9/dFxmZudkfn5ehiem1DiO0r0TYAETIR/akMdKDbJhXHvDH6ZnF/0B4zOzsz7+kFPXEvCpC13IvxeTLkUN7VfUC/1m/8Xe/HvR6YGtPBDyjgnwbslW+XeuvGLhCsjfuzFc7t+ER4TsSSuW3uFxSa9qUj9jDBXLtZ19MjIxpc5EYwzvx+eMJVd/ngn50Ia82R+2nylUe++ZNS1ef0CzGZyywIQPEz1df9CFvFnvthSPXkxCPboi5IFNEer43PDEpPw1Kk1fLyFPyDOTd4wPuALyBqBRUHUwq0xl7rFFi8ePfrElUo2hmAlV1cb7A30m5EMb8sZ1hT+gQn1AFVzWeq/7/RvDpXtoVFr7hgT1Gsb7A33WhbzxvdC7L91z3O9E6aLe+zaESefQiLT2D2k3csJ3sfBu5ayIGSNtYzcfcBXkUXAVU1glnYOj8nXmeRW8UVn/zL7jMjY1LeebOwXV1kZQDfSZkLcH5FFIhwI7HEc7mHXB6w84poYitrKWLnnhoN5xSgVNi87JQy+O+3UPjcmh7EW9T+2OU81xLkCv5vFPQp4QsxvEqPfKPut4yGOpE3BHsxCcH06tbFTHj7BsjzEEdHQIQ+FVVk2Leg96mGPJlpAPLqxX28Z26ft0Ot7BHwBLXHuctkBBHSrr92eUqLGndscL9sBHJ6e9LY7hDw9p3M9AJ5NfqhfV/m0D0Fu6qDc6XZ0MyaltVZm8tl4u1ztmqZYAvDIA3WAfx0NeZWv5FarXd2FDh8raUGxV3dGrxgD2iy3dqrIeGX7BpXY5eb5O3tDoesdMPriTAx3IP7ItWjWTQe/3woZ2taoDoFd39Cl/wN48MuKZuTn1b4WX2gVnz3W63ulAHnqP5Fxc8N926RgcVROQGpNerDigcBQNfQy9gVbWM5MnFNwAPjf9jY6H/GM7YlT2Xt89oJqFoKoeQb2pb0gw1tg7KChYmr98WQX1hp4BKWnskPdiAu9XTsiHLuThDynll9S1xzI9VnCwVYMWtsofehb8YX5eTQhxnK6kqUOt9gS6sqMDeWTlyN6hbTm90DcE/12i98P4wPvXc0+eoHcTBJ3+tzoe8rjtJoD9xalcFSxxPAqV06iqxhgaitR09qlMHvuzm5Ly5ePjWfLM/uNcrr8cXFgvXYZf7c86mbzyh+h0de1PX6iX3pFxtapj+AMaJCGrn52bU+2PDX94bn/gXRB1IA+96PMAXz2l9I4JsnhD79aUAqUfeqMLqrz++5xG10ZCnpB3Ovjc9Pc5HvLm7GtveolqhoPgbtxz+8ldcXKhpVumZ+dUZT2Ozpk/E8hrZvLBnRzoQN58PXelFqn+9GgcY/gDMuey5i7VR+HVoynqKKX5M4G81oG8+ft2ni1S/enPVjR69aKbI/RiReK1Y2es0cs9ee7J8widY3zAVZBHZXLvyJhEF3ruPocAihvWYC9+cHxSntXI1szBmJC3B+QP51xQ/mC+m9sTu+I8/jA2KX/U7AFv+IRVkEdFPfw3oaTGOxFFAaHy37FJ7Z71Xr2EvGMCvJsyVv6ty69AuQbyaBiCs8U4//zVOc/xOZw7xjLs9Mys1HX2y2/3JniDpxHwAnkm5EMf8vAHwB03oUHvBFxn+AN8AP5Q39Vv2aTPCsij8Q16O0CvcXwOejFJRXc+6NVZojf7OZfrlw+WhAjtYkcfcA3kn9wdpwrw0Kd+c1K+Cuo4Jod7x6NnfXZtq+C8sTnYBfqakA99yGObBgV46Eu/LaVAXfcHNkeo5jcowkRb2KctmvRZAXnoRQEeCgS3pxR69eJmOqhlyKtrs2ySSsgTZnaEGTUv77eugfwLh05JXn2rlLd2q9uIAuC4y9znJ3LUjUiQJT22M5aQD9FiO3NRnhV78rjlMFrDVrb3yscJWeq6o73xJwlZMj9/WeJLagRL94FO9MyfswLy0IvjnlXtvUojfv8vt0Yp7bANlvAxkTV/b6CvCfnlgyUhQrvY0QdcA3kszwLij++K9RYt3bsxTNDS9uk9CapBChqPBBoYzZ9jJh/6mbzHH2IUyI2iO68/7PX4A7ohmq9roK+tgPyyejcs+O/eBNXwyTK93JPnnjwL7xzjA66BfKABOpDPEfKhD/lArmugn7EC8oF+dyCfYybPjNWOGSs1L++3hPyGMEuyNXMwJeQJebM/EPLLBx8GZdqFPhB8HyDkCXkpPV8md/z4LlXAZd77DtXXVuzJmyEc7NeEfPADGWFBG9MHlvcBQp6QJ+SD4APmiQMhv3zwYVCmXegDwfcBQj4IAZ7L9VyuJ+SDH7wICNqYPvDNPkDIE/LM5IPgA4T8NwcfBmjaiD4QfB8g5IMQ4JnJM5Mn5IMfvAgI2pg+8M0+QMgT8szkg+ADhPw3Bx8GaNqIPhB8H7AP5G+5Xf7rk69s8bj75fWqWn1wcEjs8MjKzpHb7vyZLbTCntk5ebLmpltt4Qvw2Xte/VSuv/GHttH789c+k+vWfM8xzUAIkuCDhDYOXRvbBvLfuv47ct23/8kejxu+L9et+a7c8N2bbPFY850bbafXVv7w7e+L3fQS8qEbtAlUXht/fMA2kF9z823yf/+22xaPf/3L+7Lm5h/ZQitsetcLf1OZsV3se9eLH6jM2C56737pQ7n+n/7ZNv5w90sfMZNnW1eu5DjEB2wD+Rt+cIflnenM+6ZWvkbh3Q233G4fvW9+IZhEWWmDYP6uf1+3QU2igvkdVv5unpNn5uVP5sX30l+s9AFCPghFV4S89a2CzdAl5INsX96ghlmsQ7JYK2Fp199FyBPy8m/M5IO6isFMnpmZXQFB3fb3XUKekCfkg+ADPisPb21UNQ/msVB+zbvQ2T+wE868hoYPEPJBCPBcrg/ycjL35IO78sDlei7Xc7neMT5AyBPyzOSD4APmTJ3L9cyqjKyKz/SFq+0DhHwQAjwzeWbyhDyD+dUO5vw++txyPkDIE/LM5IPgA4Q8A+5yAZdj9Iur7QOEfBACPDN5ZvKEPIP51Q7m/D763HI+QMgT8szkg+ADhDwD7nIBl2P0i6vtA4R8EAI8M3lm8oQ8g/nVDub8Pvrccj7gSsg/uDlCHtsZK4/uiPE5ivTI9mh5YlesPLg50mfcHLBX89pqyH+T3od09VrcDGclvb/aHi2P74oVXb1Wd7xTenfEyq+X+MOvti3o3aLnD1ZX1wddL4/QOeb41HJBn2Pumgy4EvJvR6ZKelWThOWV+8A8qqBSzlU3y6vHUnzGVwN283ushvxbER694Uv0RuRXKL2vHzujp9diyK8LP6vsC31mu3j1hunptRryby7ojSyo9NEL/4A/vBmuqdfiZjhvhJ2R9Momgb+a7WvoXRdx1mfc/J7VvGYzHHdBgNB39vV2HeTv2xguW5IKZGBsQlIrGrzBEOO1nX3SPjAi70anecdXExSXvsdKyEPXpqR8pTetstGrC+M1C3rfi073ji/VspqfrWxrC10bT+fJ4NiEpFf56q3u6FX2fS8mQ0uvlZCH3g2nPHrPVTd5dWG8sr1HOgZG5P1YTb0WQh66vkjMVfbNrG720VvR5tH7Qdw57/hqrv/S9xDyzg76hLq7rq/rIP/w1ij5MqNU+kfHvZnQvRvC5PGdsdI+MCyV7b3yumamaSXkoXdfukdvdOFi5ga9rf3DUtXeK29oZppWQh5696aVSP/ohMQUVnlhA70tfUNKLzLnpWDx52crIf/LrVGyJ7VYTaJii6q9urCd0wy9Hb2inRlbCHno3b2gN67YV29T76BgIoWVKn/sufS9hLy7IEDoO/t6uw7yT++JFyzLdgyOyJ60YhUM790YLi8dTpLu4THJrm2RFw+d1gqSVkIeerHM3TE4KnvSShb0him9XUOjSi+0Lw3U/vxsJeR/sydewvMqpHNwVPamL+jd4NGLsZy6VqXdH31L32sl5KEXy9yw5b6MUq8dXzyUpHwkt65V1h7Rs6+Ve/JP7Y6XY7kevft99J5WqyS59a3y8tFk79+x1Har+ZmQd3bQJ9TddX1dB/nnD56SpIv10tgzKJ+eyFbBEEug6+MzVfZ5vKRGfv/lCa0gaSXknz9wSk5fqJfG3kH5bInevpFxOVFaK3/46qSeXgv35P98IFFOldVLU++QfHbSY19Moj6Kz5TekXE5aYFeKyH/pwOJklhWp7L2z0/mKDtiZefDuEzpGR6Tk+fr5I+a9rUS8n/6OlFpwqrIfyd69ALcH8adU5PUxPN1gvesBuYrvYeQdxcECH1nX29XQP6R7TEKhMjQsf9a2tSpILQ1pUBl7WsPJ6nsc2RiShAkscf93JcnBNXVKwXCK43rQh5V/gA39H5xKk9KmjoVhAy9yNyRLQ9PTMmpsjp5L0ZTrybkffQm5kpJY6damt+WUqj+BuhFtjw8MakmLLp6dSFv1vs/iblS3NghLf3Dsu2MRy+y+LDcchkan5SkC/WCGgIdf9CF/FK9RQ0daqtmu1fvaZXdDyq9l+T9mAw1UQ3Ufwl5Zwd9Qt1d19cVkH83Ol1QpNTQPaCWYMenpmViekba+ofVWEPPgNqTnZufl77RcWnuHZKkC5fkjbDA9o51If9uVJqq6jbrnTTr7R6Q/rEJMetNvnhJAt3r1l2u/6tZ78CIwL7L6Z2dW7Qv9KIK/0qTpZX+TRfy70SlSUZVk8cfVtQ7LtCL2gL4Q8rFhoD35nUh/05kmjqtoPzB0Dszu+i/8IfRJXrLGwSnMlay4ZXGCXl3QYDQd/b1dgXksZRZ1twlg+MTCkCA4/TsrPoZY0PjEzI7Nyfz8/MyOjmtxrEXC3hdKRiu9G+6kEd19PnmzhX1QrOlejUz+b/FZqjVEV/7znntq/TO+to3r7414FMMupAPVG+gpxh0IY/MvKSxY4k/+Np3Zol98+vb1ArPSj56pXFC3tlBn1B31/V1BeSx544GIg9tiVTFYNgbRiaHn/HAcmhdZ79guR7ZD8bwfnzuSsFwpX/ThbxZL4rteofHVWZv6MUyLI77QS8qqbX1akLerHdXarHSm1XT4rXvw9uipKajT20vIIvW1asLebPenWeLlF4UXBr2RQU7Ti1gOwTHKbX1albXm/XuOFOkagVyalu9en+xJVIq23qUXmyFaOtlMxw2w+H95B3jA66AvAFjFFQdzCpTS5txpuNSCJJY7kQxk26lOr5LF/JmvV9nnlfa4otrvBMOTED6RsaktW9Iu/Jb6dWEvFnvl+egd0ISShb1PrApQnqgt39IXj6iV/mN79KFvFkvKtQHRifkeEmt1773bwxX1fbQ+4pmpbrSqwl5s9596SVqawkFl8b4fRvCpHNwRNn3Nc1GTkovIe+YAM+s3V1Z+3LX21WQf3R7jEQXVqnjXYAnAhqypN/tOy5jU9NqiRzV4UbwDPTZKsijYBBdzTqHRuVAZplX72/3JqhthfPNXYLq+0B1Gp/T3ZM3fg9WRHDcD8fRMJnCOOyLY4BYdShr6ZK/HNTXaxXkoRcFjNB7KOuCV+9vdserojvofeGg3nFK2EB3ud5sXxQE4qjn4exFvU/ujlPgv9DSpX38U+kl5Al5ZvKO8QHHQx7HtxDM0Yxl7ZFkSa1oVBk7GrZgDOeksUc7OTMrWGJGpoke5siWjeDq77MO5H30Hk6Ss9DbP6S2GZTe3fGqehqFg1hiRqaprVcjk1+qN6W8QVV+I+OEXpzrxhLy+JRH76tHU7T16kDerBerNikXLym9+zNMeqPT1SQqp7ZFkBnDvg9p+IMO5JfqRcFi28CwYAXCY984taUwMjmlehBYopeQd0yAXy6z45i7snvHQ/6RbdHqeFFaVZPkX2pXWTyySnS2w1hGdbPKMFFJjZa2ufVtcry0VqvrnQ7kl+pFExwEcB+9zV2q8hstV/MW9KKfub+TEeP9Opk89B7JuahsmX+pTZ1eGPXR2yRYcUChIBoQQS+WmnW69OlAfqleXHPoxR68xx+gt1NmlugN9CQAbKwDeeg9lH3BY9/6NuWjKA5FJz5DL46EovDObF+dLn0svHMXBAh9Z19vx0P+sZ0xgp7vl3oG1DLn1MysytLQshRjaAWKAqv5y5fVsi2azuBcuk6/ch3IP7YjRlJXo3d+US+CPFYjDGj7+6wDeeg9W9HgY19sffydfZfo1emvrgN56D1TvqgXKzhmvbj+OM+PkxZYxsfPsC9OaPhrV+P9OpCH3pTyS177Xklv99CYVy+aDxnf7+8zIe/soE+ou+v6Oh7yqDQGsDeczlPBEufgkRWjqhpjO1OLVKU6jtVF5lfKluQC+fREljy7/3jAQVIH8ma9WJqFXmSZXr1ni9SNaaAX+/WW6NVYrodeNIuBLaEXJxfQP32pXqyURBdULejNluf2B95VUAfyHr3pSi86H0IvbvRj6N2xYF+sPKB+w2PfbNUMx19YGu/XgbxZLzofLtWLhjjVnX1qpQT3CjD06nRtJOTdBQFC39nX2/GQNwItntFLHVXICJYInhh7clecXGjplunZOVVZf/+mwI7Nmb9HB/Lm34Pe+liCBTwNvbgfe5nSO6tqDCzRqwF5s17cOAV6kXkaenGjF/QowAoK6ges0KsDebPeXalF0j44ImcqGrx6sf9u6EX9gCV6LaquxwQE2wuoKzHs++iOGLUdAvu+duyMNXq5J889eRbeOcYHXAV5tFbtHRkT893cUPmNG6eghemzGtmlGR5WQf5o7kWlN6Zo8W5uKGQz9Opkaz56LYI89uZhX/Pd3FD5Db1ouarbY9/QbBXkUaEOvfGmu7k9sStOOgc8ev+o2QPeq9ciyGNvHnrNxxNRfGfYV7dnvVcvIe+YAM8s3dlZ+mqur2sgf/+mCFXw1T00Kl+d8xyfw7l5LBtPz8xKXVe/4GiaEeh0nq2APPQimGOf1TjuB73P7jvu1Yujfzo6jc/q7MkbvwN6cZYfN3UxjvtB7+/2JSi99V398ozGFojxPXi2AvLQi14J0Gsc94Ne+AD8ob5rwLJJn85yvfF3Q2/Mgl7j+Bz0YpI6s6AX/fWN9+s8c7meYFgNPPgee/iJayCPjBIFbbj73JakfBUMcUwO947H/jY6iD21O86SIGkF5KEXBW0oDMQ+K4L2A5sj1JEuQy+O/+kEc+OzVkAe2x4oaIPerSa9rxxLUUVsaBNslV4rIP/Erli1rYC+9LiRjmFf3KYVRZi5dW3ytEWTPisgD71JFy+pgkbswxt6cSz08uXL6tSCVZNUQt4ewZuQ5XVajQ+4BvJowoJ+6eWtPeq2pwiSaA/7+YkcdRwNS8zYPzbAp/NsBeShF2CsaOtRt8GFnoe3Rctnx7PVpCSuuFqdk9bRaXzWCsjjFr45dS2qver6BE9lN9rZfrKgF0viAJXxnTrPVkAeetFnAEWYHydkKV0Pb41Sr+fnL6tVFCzd6+g0PmsF5J8/kChZNc2qCPOTBb1ov7s+PktBHqs+mBga36nzTMgTHquBB99jDz9xDeSRBSNoI1tHG1sEQTQaQaB8Zt9x1fAE3dl0gqPxWSsgf1X1WrAnfzX1WgF5tNpFESNqHOADHn8Ik18EwR+sgPxV1cs9ee7Js/DOMT7gGsgbAL4az1ZA/mroNL7Dikze+F1X49kKyF8NncZ3WAF543ddjWdm8vbI0JhJ8zqtxgcI+Q1hlmTv5uBLyFtvU7N9Cfkg25eZvGOyuNVAgO9x9mSBkCfkhZl8kKFp0RE680QnmK+ZyTs76BPq7rq+hDwhT8gHwQfMEOZyvbuCKiHK6x1KPkDIByHAc7k+yJnxug2y5uYfWb7NYgazla8JeQb9LJUCIQAAAgBJREFUUAr61OIufyTkCXlm8kHwAfMkgZB3V1AlRHm9Q8kHCPkgBHhm8szkCXkG+lAK9NTiXn8k5Al5ZvJB8AFC3r1BlUDltQ8lH7AP5G+5Xf7fpwds8bjnlU9kzc232UIrbHrPq5+qPW672Pfnr30ma2661Tb2/fnrn8v1N/7QRnr/W65b8z0eI2NDGPqAA3zANpD/1vXfkX/4zk32ePzjjUK9QbxWtG9w/x/8442EvAOCeyhlk9Ry7VY3bAH5G/75Tlnzf27ngzagD1w1H7iDWRxBTx9wgA/YA/IOMDRnstduJkvb0/b0AfqAW32AkOcEgrN1+gB9gD5AH3CoDxDyDr2wbp218u9mxkYfoA/QBxZ9gJAn5DmDpw/QB+gD9AGH+gAh79ALy5ns4kyWtqAt6AP0Abf6ACFPyHMGTx+gD9AH6AMO9QFC3qEX1q2zVv7dzNjoA/QB+sCiDxDyhDxn8PQB+gB9gD7gUB8g5B16YTmTXZzJ0ha0BX2APuBWH/AL8ngzH7QBfYA+QB+gD9AH7OMDly9fluUe/2u5QY4tbyzahXahD9AH6AP0ATv5ACG/wuzHTheRWhl06AP0AfoAfWA5HyDkCflll3iWcxaOMYjQB+gD9AF7+QAhT8gT8vQB+gB9gD7gUB8g5B16YTnbttdsm9eL14s+QB8Ihg/8fy7au6zaZkKsAAAAAElFTkSuQmCC)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PbjeplIWmeGe"
      },
      "source": [
        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)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "y4Ve8d0FmVT1",
        "outputId": "4ca5e6c7-eba8-47b2-8c5c-f018c91447fa"
      },
      "source": [
        "# 9, 30 -> \"#####\"\r\n",
        "bin(9)[2:], bin(30)[2:], bin(9 | 30)[2:].replace('1', '#')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "('1001', '11110', '#####')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wWuK03SQnRAt",
        "outputId": "d0781b58-120b-4a30-9175-186cba87485d"
      },
      "source": [
        "arr1 = [9, 20, 28, 18, 11]\r\n",
        "arr2 = [30, 1, 21, 17, 28]\r\n",
        "n = len(arr1)\r\n",
        "for i in zip(arr1, arr2):\r\n",
        "    print(i)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(9, 30)\n",
            "(20, 1)\n",
            "(28, 21)\n",
            "(18, 17)\n",
            "(11, 28)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "A2nmFJeoo2Ls",
        "outputId": "ce509ed3-8da1-4e08-fc26-dcf9043faec7"
      },
      "source": [
        "arr1 = [9, 3, 28, 18, 11]\r\n",
        "arr2 = [30, 1, 21, 17, 28]\r\n",
        "n = len(arr1)\r\n",
        "for i in zip(arr1, arr2):\r\n",
        "    print(bin(i[0]|i[1])[2:].replace('0', ' ').replace('1', '#'))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "#####\n",
            "##\n",
            "### #\n",
            "#  ##\n",
            "#####\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GHode6UvpSJK",
        "outputId": "9aed0abc-28de-4886-b395-419e06c7d7a9"
      },
      "source": [
        "arr1 = [9, 3, 28, 18, 11]\r\n",
        "arr2 = [30, 1, 21, 17, 28]\r\n",
        "n = len(arr1)\r\n",
        "answer = []\r\n",
        "for i in zip(arr1, arr2):\r\n",
        "    answer.append(bin(i[0]|i[1])[2:].zfill(n).replace('0', ' ').replace('1', '#'))\r\n",
        "\r\n",
        "answer"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['#####', '   ##', '### #', '#  ##', '#####']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mH84uEY0nwKz",
        "outputId": "5a751990-b052-4ba4-ac71-4601e29a221d"
      },
      "source": [
        "def solution(n, arr1, arr2):\r\n",
        "    answer = []\r\n",
        "    for i in zip(arr1, arr2):\r\n",
        "        answer.append(bin(i[0]|i[1])[2:].zfill(n).replace('0', ' ').replace('1', '#'))\r\n",
        "    return answer\r\n",
        "\r\n",
        "\r\n",
        "testcase = [(5, [9, 20, 28, 18, 11], [30, 1, 21, 17, 28]), \r\n",
        "            (5, [9, 3, 28, 18, 11], [30, 1, 21, 17, 28]),\r\n",
        "            (6, [46, 33, 33 ,22, 31, 50], [27 ,56, 19, 14, 14, 10])]\r\n",
        "\r\n",
        "for i, j, k in testcase:\r\n",
        "    print(solution(i, j, k))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['#####', '# # #', '### #', '#  ##', '#####']\n",
            "['#####', '   ##', '### #', '#  ##', '#####']\n",
            "['######', '###  #', '##  ##', ' #### ', ' #####', '### # ']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8ZXZRkAUqVYz",
        "outputId": "60a94992-d372-4a43-f2ec-8a8f3ee68db6"
      },
      "source": [
        "def solution(n, arr1, arr2):\r\n",
        "    answer = [bin(i[0]|i[1])[2:].zfill(n).replace('0', ' ').replace('1', '#') for i in zip(arr1, arr2)]\r\n",
        "    return answer\r\n",
        "\r\n",
        "testcase = [(5, [9, 20, 28, 18, 11], [30, 1, 21, 17, 28]), \r\n",
        "            (5, [9, 3, 28, 18, 11], [30, 1, 21, 17, 28]),\r\n",
        "            (6, [46, 33, 33 ,22, 31, 50], [27 ,56, 19, 14, 14, 10])]\r\n",
        "\r\n",
        "for i, j, k in testcase:\r\n",
        "    print(solution(i, j, k))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['#####', '# # #', '### #', '#  ##', '#####']\n",
            "['#####', '   ##', '### #', '#  ##', '#####']\n",
            "['######', '###  #', '##  ##', ' #### ', ' #####', '### # ']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FyZOVPSPrRBa"
      },
      "source": [
        "## 4번 *문제*\r\n",
        "\r\n",
        "![image.png](data:image/png;base64,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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PFUNCYwzrtzk"
      },
      "source": [
        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)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UrfzGGSWquN9"
      },
      "source": [
        "s = '1S2D*3T'\r\n",
        "\r\n",
        "for i in s:\r\n",
        "    if i == 'S':\r\n",
        "        pass\r\n",
        "    elif i == 'D':\r\n",
        "        pass\r\n",
        "    elif i == 'T':\r\n",
        "        pass\r\n",
        "    elif i == '*':\r\n",
        "        pass\r\n",
        "    elif i == '#':\r\n",
        "        pass\r\n",
        "    else:\r\n",
        "        pass"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sK3BYk35vorO",
        "outputId": "38de5320-426b-45b1-d42d-030c217cc803"
      },
      "source": [
        "for i, j in enumerate([10, 20, 30], 1):  # enumerate (순번, 값을 리턴)\r\n",
        "    print(i, j)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "1 10\n",
            "2 20\n",
            "3 30\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kuq_udzOtVej",
        "outputId": "9934da14-2583-453c-db5e-fa54b944301b"
      },
      "source": [
        "import re\r\n",
        "\r\n",
        "def dart(s):\r\n",
        "    pat = re.compile(r'([0-9]|10)([SDT])([\\*#]?)')\r\n",
        "    temp = []\r\n",
        "    proc = {'S': lambda x: x, 'D': lambda x: x*x, 'T': lambda x: x**3}\r\n",
        "    for n, t, b in pat.findall(s):\r\n",
        "        print(f'n : {n}, t : {t}, b : {b}')\r\n",
        "        print(f'temp : {temp}')\r\n",
        "        p = proc[t](int(n))\r\n",
        "        if b == '#':\r\n",
        "            p *= -1\r\n",
        "        elif b == '*':\r\n",
        "            p *= 2\r\n",
        "            if temp:\r\n",
        "                temp[-1] *= 2\r\n",
        "        print(f'p : {p}')\r\n",
        "        temp.append(p)\r\n",
        "        print('----------------')\r\n",
        "    return sum(temp)\r\n",
        "\r\n",
        "testcase = ['1S2D*3T', '1D2S#10S']\r\n",
        "\r\n",
        "for i in testcase:\r\n",
        "    print(dart(i))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "n : 1, t : S, b : \n",
            "temp : []\n",
            "p : 1\n",
            "----------------\n",
            "n : 2, t : D, b : *\n",
            "temp : [1]\n",
            "p : 8\n",
            "----------------\n",
            "n : 3, t : T, b : \n",
            "temp : [2, 8]\n",
            "p : 27\n",
            "----------------\n",
            "37\n",
            "n : 1, t : D, b : \n",
            "temp : []\n",
            "p : 1\n",
            "----------------\n",
            "n : 2, t : S, b : #\n",
            "temp : [1]\n",
            "p : -2\n",
            "----------------\n",
            "n : 10, t : S, b : \n",
            "temp : [1, -2]\n",
            "p : 10\n",
            "----------------\n",
            "9\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Acff6rxKHzgp"
      },
      "source": [
        "# *5번 문제*\r\n",
        "\r\n",
        "모든 알고리즘을 해독할 수 있는 알고리즘 7 원석를 보유한 알고리즘 제왕 **파이**와 **썬**은 죽기 전, 이 보물에 '암호'를 걸어 세계 어딘가에 묻어놨다고 공표하였다. 그가 남긴 문자는 아래와 같다."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "stCGA16uH4JU"
      },
      "source": [
        "```python\r\n",
        "섬으로 향하라!\r\n",
        "\r\n",
        "'   + -- + - + -   '\r\n",
        "'   + --- + - +   '\r\n",
        "'   + -- + - + -   '\r\n",
        "'   + - + - + - +   '\r\n",
        "\r\n",
        "해(1)와 달(0),\r\n",
        "Code의 세상 안으로!(En-Coding)\r\n",
        "```"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LZKzGBoOtoJz",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "81dcda73-1646-4a7a-87bf-976b832adde2"
      },
      "source": [
        "text = ['   + -- + - + -   ',\r\n",
        "'   + --- + - +   ',\r\n",
        "'   + -- + - + -   ',\r\n",
        "'   + - + - + - +   ']\r\n",
        "\r\n",
        "# strip() : 앞 뒤 공백 제거\r\n",
        "for i in text : \r\n",
        "    print(int(i.strip().replace(' ', '').replace('+','1').replace('-','0'), 2)) # 2진법을 10진법으로 바꿈 int(0101011, 2)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "74\n",
            "69\n",
            "74\n",
            "85\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "id": "6ZrXbGwvJyNh",
        "outputId": "25f02791-349f-4ca6-db96-cfc6327f0947"
      },
      "source": [
        "# ord() : 문자 -> 숫자\r\n",
        "# chr() : 숫자 -> 문자\r\n",
        "l = []\r\n",
        "for i in text : \r\n",
        "    l.append(chr(int(i.strip().replace(' ', '').replace('+','1').replace('-','0'), 2))) # 2진법을 10진법으로 바꿈 int(0101011, 2)\r\n",
        "\r\n",
        "''.join(l)\r\n",
        "\r\n",
        "''.join([chr(int(i.strip().replace(' ', '').replace('+','1').replace('-','0'), 2)) for i in text])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'JEJU'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "alKpl4A_Ktbk",
        "outputId": "3bec3cd2-ac4f-469b-82ad-2d96882b78c7"
      },
      "source": [
        "[i for i in range(10) if i % 2 == 0]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0, 2, 4, 6, 8]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TVC2JevyKzva",
        "outputId": "af0a0d86-f268-4f53-9410-ca04fb06b524"
      },
      "source": [
        "# 리스트 컴플렌션\r\n",
        "[f'{i} X {j} = {i*j}' for i in range(2,10) for j in range(1,10)]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['2 X 1 = 2',\n",
              " '2 X 2 = 4',\n",
              " '2 X 3 = 6',\n",
              " '2 X 4 = 8',\n",
              " '2 X 5 = 10',\n",
              " '2 X 6 = 12',\n",
              " '2 X 7 = 14',\n",
              " '2 X 8 = 16',\n",
              " '2 X 9 = 18',\n",
              " '3 X 1 = 3',\n",
              " '3 X 2 = 6',\n",
              " '3 X 3 = 9',\n",
              " '3 X 4 = 12',\n",
              " '3 X 5 = 15',\n",
              " '3 X 6 = 18',\n",
              " '3 X 7 = 21',\n",
              " '3 X 8 = 24',\n",
              " '3 X 9 = 27',\n",
              " '4 X 1 = 4',\n",
              " '4 X 2 = 8',\n",
              " '4 X 3 = 12',\n",
              " '4 X 4 = 16',\n",
              " '4 X 5 = 20',\n",
              " '4 X 6 = 24',\n",
              " '4 X 7 = 28',\n",
              " '4 X 8 = 32',\n",
              " '4 X 9 = 36',\n",
              " '5 X 1 = 5',\n",
              " '5 X 2 = 10',\n",
              " '5 X 3 = 15',\n",
              " '5 X 4 = 20',\n",
              " '5 X 5 = 25',\n",
              " '5 X 6 = 30',\n",
              " '5 X 7 = 35',\n",
              " '5 X 8 = 40',\n",
              " '5 X 9 = 45',\n",
              " '6 X 1 = 6',\n",
              " '6 X 2 = 12',\n",
              " '6 X 3 = 18',\n",
              " '6 X 4 = 24',\n",
              " '6 X 5 = 30',\n",
              " '6 X 6 = 36',\n",
              " '6 X 7 = 42',\n",
              " '6 X 8 = 48',\n",
              " '6 X 9 = 54',\n",
              " '7 X 1 = 7',\n",
              " '7 X 2 = 14',\n",
              " '7 X 3 = 21',\n",
              " '7 X 4 = 28',\n",
              " '7 X 5 = 35',\n",
              " '7 X 6 = 42',\n",
              " '7 X 7 = 49',\n",
              " '7 X 8 = 56',\n",
              " '7 X 9 = 63',\n",
              " '8 X 1 = 8',\n",
              " '8 X 2 = 16',\n",
              " '8 X 3 = 24',\n",
              " '8 X 4 = 32',\n",
              " '8 X 5 = 40',\n",
              " '8 X 6 = 48',\n",
              " '8 X 7 = 56',\n",
              " '8 X 8 = 64',\n",
              " '8 X 9 = 72',\n",
              " '9 X 1 = 9',\n",
              " '9 X 2 = 18',\n",
              " '9 X 3 = 27',\n",
              " '9 X 4 = 36',\n",
              " '9 X 5 = 45',\n",
              " '9 X 6 = 54',\n",
              " '9 X 7 = 63',\n",
              " '9 X 8 = 72',\n",
              " '9 X 9 = 81']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "id": "C8ApCgDKLgaw",
        "outputId": "e8d85678-dd66-45ac-9d79-449054270de4"
      },
      "source": [
        "'111'.zfill(10) # 자리수 채우기"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'0000000111'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rA8pO3tPL032",
        "outputId": "5e68c55b-c77f-4829-f63a-9f1e823e78f8"
      },
      "source": [
        "sample = [i.strip().replace(' ', '').replace('+','1').replace('-','0') for i in text]\r\n",
        "sample"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['1001010', '1000101', '1001010', '1010101']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "id": "Bu8YdtGpMFRh",
        "outputId": "3dbe5b23-e36a-4f5e-a90d-4fcd22355f2d"
      },
      "source": [
        "# map(function, s)\r\n",
        "list(map(lambda x : chr(int(x,2)), sample))\r\n",
        "''.join(list(map(lambda x : chr(int(x,2)), sample)))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'JEJU'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "id": "cnsMxcNTMHdp",
        "outputId": "8de1f03a-cee4-4091-a738-2b4fdfda79e7"
      },
      "source": [
        "def f(x) :\r\n",
        "    return chr(int(x,2))\r\n",
        "\r\n",
        "''.join(list(map(f, sample)))\r\n",
        "# zip"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'JEJU'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "31Mos-LGOT4i"
      },
      "source": [
        "# *6번 문제*"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7opIF75_OWsn"
      },
      "source": [
        "첫 문제를 푼 라이캣은 자신의 한계가 어디인지 궁금했어요. 그렇지만 높은 곳은 혼자 갈 수 없죠. 그래서 동료를 모으기로 결심했습니다.\r\n",
        "\r\n",
        "---\r\n",
        "\r\n",
        "그러던 중 동물 친구들 중에서 가장 재빠르고, 영리한 JAVA독이 말했습니다. ~~사실 자바독은 늘 Python을 해보고 싶었거든요.~~ 그래서 라이캣이 파이와 썬의 보물을 찾으러 가는 도구로 `파이썬`을 사용한다고 하였을 때 눈여겨 보고 있었어요.\r\n",
        "\r\n",
        "> 내가 동료되길 원해? 그렇다면 검증필!?\r\n",
        "\r\n",
        "라이캣은 거절할 이유가 없었죠.\r\n",
        "\r\n",
        "> 좋아냥!\r\n",
        "\r\n",
        "---\r\n",
        "\r\n",
        "![https://www.notion.so/image/https%3A%2F%2Fs3-us-west-2.amazonaws.com%2Fsecure.notion-static.com%2Fa8ccb0fd-a673-4fda-b537-70349cde99ea%2F.png?table=block&id=b41125e1-d5d9-4f9b-b9e1-b0c3d58fd7a9&width=1680&userId=a2b0cb4b-d5d3-44ef-a7c4-3f70fdea834e&cache=v2](https://www.notion.so/image/https%3A%2F%2Fs3-us-west-2.amazonaws.com%2Fsecure.notion-static.com%2Fa8ccb0fd-a673-4fda-b537-70349cde99ea%2F.png?table=block&id=b41125e1-d5d9-4f9b-b9e1-b0c3d58fd7a9&width=1680&userId=a2b0cb4b-d5d3-44ef-a7c4-3f70fdea834e&cache=v2)\r\n",
        "\r\n",
        "저기 징검다리가 보이지? 내 친구들이 징검다리를 건널거야! 하지만 징검다리는 버틸수 있는 내구도가 한계가 있지! 내 친구들의 **몸무게**, **돌의 내구도**, **친구들의 점프력**을 고려하여 내 친구 루비독, 피치피독, 씨-독, 코볼독이 각각 다리를 건널 수 있는지 알아봐줘! 친구들은 더 추가 될 수도, 덜 건널 수도 있어!\r\n",
        "\r\n",
        "1. 각 돌들이 얼마나 버틸수 있는지 배열로 주어집니다. (내구도 0까지는 독의 몸무게를 버틸 수 있습니다. 0미만이 되면 독은 살아남지 못합니다.)\r\n",
        "\r\n",
        "2. 각 독들의 개인정보가 JSON(JSON은 큰 따옴표로 묶여야 합니다. **가능하다면 json을 import하여 풀어보세요!**)으로 주어집니다. 개인정보는 보호되지 않습니다.\r\n",
        "\r\n",
        "3. 각 돌에 독들이 착지할 때 돌의 내구도는 몸무게만큼 줄어듭니다.\r\n",
        "    ex) [1,2,1,4] 각 돌마다 몸무게 1인 독 1마리 2마리 1마리 4마리의 착지를 버틸 수 있습니다.\r\n",
        "\r\n",
        "4. 독들의 점프력이 각자 다릅니다. \r\n",
        "    ex) 점프력이 2라면 2칸씩 점프하여 착지합니다.\r\n",
        "\r\n",
        "4. 각 독들은 순서대로만 다리를 건넙니다.\r\n",
        "\r\n",
        "```python\r\n",
        "**입력**\r\n",
        "돌의내구도 = [1, 2, 1, 4]\r\n",
        "독 = [{\r\n",
        "    \"이름\" : \"루비독\",\r\n",
        "    \"나이\" : \"95년생\",\r\n",
        "    \"점프력\" : \"3\",\r\n",
        "    \"몸무게\" : \"4\",\r\n",
        "    },{\r\n",
        "    \"이름\" : \"피치독\",\r\n",
        "    \"나이\" : \"95년생\",\r\n",
        "    \"점프력\" : \"3\",\r\n",
        "    \"몸무게\" : \"3\",\r\n",
        "    },{\r\n",
        "    \"이름\" : \"씨-독\",\r\n",
        "    \"나이\" : \"72년생\",\r\n",
        "    \"점프력\" : \"2\",\r\n",
        "    \"몸무게\" : \"1\",\r\n",
        "    },{\r\n",
        "    \"이름\" : \"코볼독\",\r\n",
        "    \"나이\" : \"59년생\",\r\n",
        "    \"점프력\" : \"1\",\r\n",
        "    \"몸무게\" : \"1\",\r\n",
        "    },\r\n",
        "]\r\n",
        "\r\n",
        "**출력**\r\n",
        "생존자 : ['씨-독']\r\n",
        "\r\n",
        "**입력**\r\n",
        "돌의내구도 = [5, 3, 4, 1, 3, 8, 3]\r\n",
        "독 = [{\r\n",
        "    \"이름\" : \"루비독\",\r\n",
        "    \"나이\" : \"95년생\",\r\n",
        "    \"점프력\" : \"3\",\r\n",
        "    \"몸무게\" : \"4\",\r\n",
        "    },{\r\n",
        "    \"이름\" : \"피치독\",\r\n",
        "    \"나이\" : \"95년생\",\r\n",
        "    \"점프력\" : \"3\",\r\n",
        "    \"몸무게\" : \"3\",\r\n",
        "    },{\r\n",
        "    \"이름\" : \"씨-독\",\r\n",
        "    \"나이\" : \"72년생\",\r\n",
        "    \"점프력\" : \"2\",\r\n",
        "    \"몸무게\" : \"1\",\r\n",
        "    },{\r\n",
        "    \"이름\" : \"코볼독\",\r\n",
        "    \"나이\" : \"59년생\",\r\n",
        "    \"점프력\" : \"1\",\r\n",
        "    \"몸무게\" : \"1\",\r\n",
        "    },\r\n",
        "]\r\n",
        "\r\n",
        "**출력**\r\n",
        "생존자 : ['루비독', '씨-독']\r\n",
        "```"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ExhezM78OxCo"
      },
      "source": [
        "돌의내구도 = [1, 2, 1, 4]\r\n",
        "독 = [{\r\n",
        "    \"이름\" : \"루비독\",\r\n",
        "    \"나이\" : \"95년생\",\r\n",
        "    \"점프력\" : \"3\",\r\n",
        "    \"몸무게\" : \"4\",\r\n",
        "    },{\r\n",
        "    \"이름\" : \"피치독\",\r\n",
        "    \"나이\" : \"95년생\",\r\n",
        "    \"점프력\" : \"3\",\r\n",
        "    \"몸무게\" : \"3\",\r\n",
        "    },{\r\n",
        "    \"이름\" : \"씨-독\",\r\n",
        "    \"나이\" : \"72년생\",\r\n",
        "    \"점프력\" : \"2\",\r\n",
        "    \"몸무게\" : \"1\",\r\n",
        "    },{\r\n",
        "    \"이름\" : \"코볼독\",\r\n",
        "    \"나이\" : \"59년생\",\r\n",
        "    \"점프력\" : \"1\",\r\n",
        "    \"몸무게\" : \"1\",\r\n",
        "    }]"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uqngsc-jPjfR",
        "outputId": "0c9f3472-a5b9-4989-8793-8292bb64b7ed"
      },
      "source": [
        "def 징검다리를건너라(돌의내구도, 독) : \r\n",
        "    # answer = [독[i]['이름'] for i in range(len(독))]\r\n",
        "    answer = [i['이름'] for i in 독]\r\n",
        "    for i in 독 : \r\n",
        "        독의위치 = 0 \r\n",
        "        while 독의위치 < len(돌의내구도)-1 : \r\n",
        "            독의위치 += int(i['점프력'])\r\n",
        "            돌의내구도[독의위치-1] -= int(i['몸무게'])\r\n",
        "            if 돌의내구도[독의위치-1] < 0 :\r\n",
        "                answer[answer.index(i['이름'])] = 'fail'\r\n",
        "                break;\r\n",
        "    return [i for i in answer if i != 'fail']\r\n",
        "\r\n",
        "print(징검다리를건너라(돌의내구도.copy(), 독.copy()))"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['씨-독']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BpxPYx8kR-Cd",
        "outputId": "727cf7b3-3481-46bd-bd60-928c31cac87e"
      },
      "source": [
        "# 리스트는 주소값을 가져와 사용하기 때문에 수정을 하면 리스트를 수정해버림\r\n",
        "\r\n",
        "ll = [1,2,3,4,5]\r\n",
        "\r\n",
        "def change(l) :\r\n",
        "    l[0] = 1000\r\n",
        "change(ll)\r\n",
        "ll"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[1000, 2, 3, 4, 5]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cPKQAKWFSIIx",
        "outputId": "5cece1c2-afdb-4b57-a633-4db46be81242"
      },
      "source": [
        "# 지역변수를 바꿔도 밖에 있는 전역변수를 수정할 수 없다.\r\n",
        "\r\n",
        "xx = 100\r\n",
        "\r\n",
        "def change(x) :\r\n",
        "    x += 1000\r\n",
        "change(xx)\r\n",
        "xx"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "100"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CoYXl8XlSrC9",
        "outputId": "c0ed955e-17b4-420d-aced-12417fcf8cde"
      },
      "source": [
        "# remove 0(N)\r\n",
        "# del 0(1)\r\n",
        "def 징검다리를건너라(돌의내구도, 독) : \r\n",
        "    # answer = [독[i]['이름'] for i in range(len(독))]\r\n",
        "    answer = [i['이름'] for i in 독]\r\n",
        "    for i in 독 : \r\n",
        "        독의위치 = 0 \r\n",
        "        while 독의위치 < len(돌의내구도)-1 : \r\n",
        "            독의위치 += int(i['점프력'])\r\n",
        "            돌의내구도[독의위치-1] -= int(i['몸무게'])\r\n",
        "            if 돌의내구도[독의위치-1] < 0 :\r\n",
        "                del answer[answer.index(i['이름'])]\r\n",
        "                break;\r\n",
        "    return answer\r\n",
        "\r\n",
        "print(징검다리를건너라(돌의내구도.copy(), 독.copy()))"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['씨-독']\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1fIf86rXS7Yk",
        "outputId": "2f570c02-7d0c-4868-a3bb-cb3d3e1be8fd"
      },
      "source": [
        "# json 처리방식\r\n",
        "\r\n",
        "import json\r\n",
        "JSON독 = json.dumps(독, ensure_ascii = False)\r\n",
        "print(JSON독)\r\n",
        "print(JSON독[0])\r\n",
        "print(JSON독[:10])"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[{\"이름\": \"루비독\", \"나이\": \"95년생\", \"점프력\": \"3\", \"몸무게\": \"4\"}, {\"이름\": \"피치독\", \"나이\": \"95년생\", \"점프력\": \"3\", \"몸무게\": \"3\"}, {\"이름\": \"씨-독\", \"나이\": \"72년생\", \"점프력\": \"2\", \"몸무게\": \"1\"}, {\"이름\": \"코볼독\", \"나이\": \"59년생\", \"점프력\": \"1\", \"몸무게\": \"1\"}]\n",
            "[\n",
            "[{\"이름\": \"루\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xnPPvf3lT0BC",
        "outputId": "13a24b61-9cf1-44a1-c2a0-1a72da0b59fa"
      },
      "source": [
        "JSON독 = json.loads(JSON독)\r\n",
        "print(JSON독)"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[{'이름': '루비독', '나이': '95년생', '점프력': '3', '몸무게': '4'}, {'이름': '피치독', '나이': '95년생', '점프력': '3', '몸무게': '3'}, {'이름': '씨-독', '나이': '72년생', '점프력': '2', '몸무게': '1'}, {'이름': '코볼독', '나이': '59년생', '점프력': '1', '몸무게': '1'}]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "e57Mgf_7UBbZ",
        "outputId": "a7d08478-caa8-4fb4-f6d4-c36c91bbb226"
      },
      "source": [
        "print(JSON독[0])"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{'이름': '루비독', '나이': '95년생', '점프력': '3', '몸무게': '4'}\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}