Matplotlib_Numpy_Seaborn.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WpMA5DggT72R",
        "outputId": "104c5fb9-e185-4b08-a1bf-a2d4407f7fd8"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (3.7.1)\n",
            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.2.0)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (0.12.1)\n",
            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (4.49.0)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.4.5)\n",
            "Requirement already satisfied: numpy>=1.20 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (1.25.2)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (24.0)\n",
            "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (9.4.0)\n",
            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (3.1.2)\n",
            "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (2.8.2)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (1.25.2)\n",
            "Requirement already satisfied: seaborn in /usr/local/lib/python3.10/dist-packages (0.13.1)\n",
            "Requirement already satisfied: numpy!=1.24.0,>=1.20 in /usr/local/lib/python3.10/dist-packages (from seaborn) (1.25.2)\n",
            "Requirement already satisfied: pandas>=1.2 in /usr/local/lib/python3.10/dist-packages (from seaborn) (1.5.3)\n",
            "Requirement already satisfied: matplotlib!=3.6.1,>=3.4 in /usr/local/lib/python3.10/dist-packages (from seaborn) (3.7.1)\n",
            "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.2.0)\n",
            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (0.12.1)\n",
            "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (4.49.0)\n",
            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (1.4.5)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (24.0)\n",
            "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (9.4.0)\n",
            "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (3.1.2)\n",
            "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.6.1,>=3.4->seaborn) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.2->seaborn) (2023.4)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib!=3.6.1,>=3.4->seaborn) (1.16.0)\n"
          ]
        }
      ],
      "source": [
        "!pip install matplotlib\n",
        "!pip install numpy\n",
        "!pip install seaborn"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import seaborn as sns"
      ],
      "metadata": {
        "id": "W_O4MVYQUH0Z"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# การสร้างกราฟเส้น\n",
        "ใช้คำสั่ง plt.plot() ที่รับค่า x และค่า y โดย ในตัวอย่างใส่เป็น array matplotlib จะนำข้อมูลที่ตำแหน่งตรงกันมาประกอบเป็นจุดพิกัดและนำไป plot เช่นจุดแรกจะเกิดจากข้อมูลตัวแรกจาก x และข้อมูลตัวแรกจาก y สร้างเป็นพิกัด x,y\n",
        "\n",
        "# ข้อมูลที่ใช้\n",
        "กราฟเส้นเหมาะกับการใช้แสดงข้อมูลที่มีความต่อเนื่อง เช่น ความสัมพันธ์ของ x และ y = x**2"
      ],
      "metadata": {
        "id": "-6YvpfjEU_Yz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "x = np.linspace(1,10,10)\n",
        "y = x**2"
      ],
      "metadata": {
        "id": "VZGn2xqjUfhv"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# การใช้งาน\n",
        "เพื่อสร้างกราฟจะใช้การสั่งคำสั่งเพื่อทำสิ่งต่างๆ และตามด้วยคำสั่ง plt.show() เพื่อประมวลผลคำสั่งต่างๆ ที่เกี่ยวข้องกับการแสดงผลกราฟ และแสดงออกมาเป็นกราฟตามคำสั่ง\n",
        "\n",
        "**การ plot กราฟ y = x**"
      ],
      "metadata": {
        "id": "n4Wkxqh7VcOv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(x,x)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "4EhBfgsmUmuU",
        "outputId": "8967caeb-8a31-464e-f90c-27d713aae793"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**การ plot หลายข้อมูล**\n",
        "ใช้การสั่งคำสั่ง plt.plot() แทนการสร้างกราฟสำหรับ 1 ข้อมูล สามารถสร้างกราฟของกี่ข้อมูลก็ได้ ให้สั่งคำสั่งตามแต่ละลำดับไป เช่น การสร้างกราฟจากข้อมูล y = x และข้อมูล y = x**2 บนกราฟเดียวกันสามารถเขียนได้ลักษณะดังนี้"
      ],
      "metadata": {
        "id": "9nSYXSwJVm8o"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(x,x)\n",
        "plt.plot(x,x**2)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "rUEUVHQ-UpQ1",
        "outputId": "a3966c83-53f9-440e-d039-4ca3f6214d75"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# สร้างความแตกต่างแต่ละข้อมูล\n",
        "ในการอ่านทำความเข้าใจกราฟที่ประกอบไปด้วยหลายข้อมูลอาจทำให้เกิดความสับสนได้ เราสามารถสร้างความแตกต่างของการแสดงผลแต่ละข้อมูลได้ผ่านการเปลี่ยน สี ลักษณะเส้นกราฟ และสัญลักษณ์ ของแต่ละข้อมูล\n",
        "\n",
        "ผ่านการระบุ string ที่ใส่สัญลักษณ์ของแต่ละค่าเอาไว้ เช่น กราฟเส้นสีดำใช้ 'k' กราฟเส้นทึบใช้ '-' กราฟที่มีสัญลักษณ์ข้าวหลามตัดใช้ 'D' เขียนรวมได้เป็น 'k-D' และระบุเป็น parameter เอาไว้ใน plt.plot() ใช้งานในลักษณะดังนี้\n",
        "\n",
        "[เรียนรู้เพิ่มเติมเกี่ยวกับการสร้างความแตกต่าง](https://jakevdp.github.io/PythonDataScienceHandbook/04.06-customizing-legends.html)"
      ],
      "metadata": {
        "id": "aQRy0VnrWKQl"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(x,x,'k-D')\n",
        "plt.plot(x,x**2)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "NWV3LMytUz0Q",
        "outputId": "2baa7c9f-d181-4c49-fbeb-478e2a310720"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# การใส่แกน x,y\n",
        "เพื่อเพิ่มความเข้าใจค่าที่ระบุในแกน เราสามารถแปะ label สำหรับแกน x,y ได้ด้วยคำสั่ง .xlabel() .ylabel() ที่รับค่า string ที่เก็บชื่อที่ต้องการเอาไว้"
      ],
      "metadata": {
        "id": "tqvGpScHWcE3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(x,x,'k-D')\n",
        "plt.plot(x,x**2)\n",
        "plt.xlabel('x')\n",
        "plt.ylabel('y')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "UNWgIubIWgEZ",
        "outputId": "dd610cfa-997a-438f-b32c-98de61c5aca1"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# ชื่อแต่ละข้อมูล\n",
        "เราสามารถแสดงผลหลายข้อมูลบนกราฟได้พร้อมกัน ซึ่งอาจทำให้เกิดความสับสนเกี่ยวกับข้อมูลที่แสดงอยู่ได้ ซึ่งการระบุชื่อของตัวข้อมูลหรือ label เพิ่มเติมจากสี ลักษณะเส้นกราฟ และสัญลักษณ์ พิเศษจะช่วยให้กราฟเข้าใจได้ง่ายขึ้น\n",
        "\n",
        "**label**\n",
        "ในการระบุชื่อข้อมูลที่ต้องการ เราจะใช้การระบุ label เป็น parameter สำหรับ plt.plot() เพื่อตั้งชื่อให้กับข้อมูล ซึ่ง label จะแสดงผลผ่าน legend ซึ่งต้องเขียนคำสั่งเพื่อแสดงผล legend\n",
        "\n",
        "**legend**\n",
        "คือ กล่องข้อความที่แสดงชื่อของแต่ละข้อมูล โดยการระบุผ่านสี ลักษณะเส้นกราฟ และสัญลักษณ์ ซึ่งจะแสดงต่อเมื่อใช้คำสั่ง plt.legend()\n",
        "\n",
        "**• ตำแหน่งของ legend**\n",
        "สามารถปรับแต่งได้โดยใช้ parameter loc= ตามด้วย string ที่ระบุค่าการกำหนดตำแหน่งที่มีให้เลือก ดังนี้ best, upper right, upper left, lower left, lower right, right, center left, center right, lower center, upper center, center\n",
        "\n",
        "ซึ่งหากไม่ระบุตำแหน่งจะใช้ default เป็น best คือให้ matplotlib เลือกให้ ว่าควรอยู่ที่ใด"
      ],
      "metadata": {
        "id": "FnwIJ-X9WqZC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(x,x,'k-D',label='y = x')\n",
        "plt.plot(x,x**2,label='y = x**2')\n",
        "plt.legend(loc='best')\n",
        "plt.xlabel('x')\n",
        "plt.ylabel('y')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "0fCz96r9W1Ug",
        "outputId": "d2e8304a-87a9-455c-e3c3-e0292f0df60c"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# การใส่ชื่อกราฟ\n",
        "ใช้คำสั่ง plt.title() ที่รับค่า string ที่เก็บข้อมูลชื่อที่ต้องการตั้ง และสามารถใส่ parameter fontsize= เพื่อกำหนดขนาดชื่อกราฟ"
      ],
      "metadata": {
        "id": "kcdGb5CyW-6W"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.title(\"Graphs showing y = x and y = x**2\",fontsize=15)\n",
        "plt.plot(x,x,'k-D',label='y = x')\n",
        "plt.plot(x,x**2,label='y = x**2')\n",
        "plt.legend(loc='best')\n",
        "plt.xlabel('x')\n",
        "plt.ylabel('y')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 474
        },
        "id": "2lDjAGBIXB_S",
        "outputId": "3cc7a55c-41e0-4932-d8ac-7de83eb50236"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# กราฟแท่ง\n",
        "ใช้คำสั่ง .bar() สำหรับกราฟแท่งแนวตั้ง และ .barh() สำหรับกราฟแท่งแนวนอน ในการสร้างโดยรับค่า x, y เป็น parameter หลัก และสามารถใช้ร่วมกับการตั้งชื่อกราฟ สร้างความแตกต่างแต่ละข้อมูล ตั้งชื่อข้อมูล และอื่นๆ ได้\n",
        "\n",
        "# ข้อมูลที่ใช้\n",
        "กราฟแท่งเหมาะกับการใช้เปรียบเทียบข้อมูลที่ไม่ต่อเนื่องกัน เช่น ยอดขายของสินค้าแต่ละประเภท\n",
        "\n"
      ],
      "metadata": {
        "id": "TuZY7ZnKXI73"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "x = ['shirts','pants','shorts','shoes']\n",
        "y = [1000,1200,800,1800]"
      ],
      "metadata": {
        "id": "rsFhoKWIXPH2"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**กราฟแท่งแนวตั้ง**"
      ],
      "metadata": {
        "id": "e6j_2dMTXTmn"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.bar(x,y)\n",
        "plt.title('Sales by category')\n",
        "plt.ylabel('sales revenue')\n",
        "plt.xlabel('item type')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "drEdtccUXZDJ",
        "outputId": "e69ad415-eefa-4a0d-bd58-3de51ae04e8a"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**กราฟแท่งแนวนอน**"
      ],
      "metadata": {
        "id": "buSw8FmzXhS5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.barh(x,y)\n",
        "plt.title('Sales by category')\n",
        "plt.ylabel('item type')\n",
        "plt.xlabel('sales revenue')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "MyGmzophXmXl",
        "outputId": "6266ceb3-5296-4540-8dce-dfb110522cc1"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Histogram\n",
        "เป็นกราฟที่ใช้เพื่อดูความถี่ของการเกิดขึ้นของข้อมูล จะเหมาะกับข้อมูลที่มีจำนวนมาก ซึ่ง Histogram จะมีการแบ่งข้อมูลออกเป็น bins และนับการเกิดของแต่ละ bins เพื่อนับความถี่ของแต่ละ bins ที่เกิดขึ้นและสร้างเป็นกราฟลักษณะคล้ายกราฟแท่ง\n",
        "\n",
        "# ข้อมูลที่ใช้\n",
        "เราจะสร้างข้อมูล จำนวน 100 ข้อมูล จากการสุ่มจากคำสั่ง np.random.normal() ที่สุ่มข้อมูลมาจาก normal distribution"
      ],
      "metadata": {
        "id": "FLIc1ScvXqsq"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "x = np.random.normal(size=100)"
      ],
      "metadata": {
        "id": "Jx160SHaX1vd"
      },
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# สร้าง histogram\n",
        "ใช้คำสั่ง .hist() รับค่า x และจำนวน bins หรือจำนวนแท่งกราฟที่ต้องการ โดย plt.hist จะทำการแบ่งข้อมูลเป็นกลุ่มต่างๆ จำนวนเท่ากับ bins และทำการนับแต่ละ bins"
      ],
      "metadata": {
        "id": "BpQjV9_WYHDB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.title('Data Distribution')\n",
        "plt.hist(x,bins=20)\n",
        "plt.xlabel('y value')\n",
        "plt.ylabel('frequency')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "D6rKiFEvYKYi",
        "outputId": "355d844b-7a5e-4141-a57b-bed9e3bb742b"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Scatter Plot\n",
        "นิยมใช้แสดงผลข้อมูลเพื่อดูความสัมพันธ์ระหว่างแกน x,y หรือ ระหว่างในชุดข้อมูลเอง การสร้างใช้คำสั่ง .scatter() ที่รับค่า x, y"
      ],
      "metadata": {
        "id": "ibdJ5x-3YmYb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.scatter(np.linspace(1,100,100),np.random.normal(size=100))\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "BinCctKVYopD",
        "outputId": "e9939684-70ad-42b7-e60a-476c552e6e1d"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Box Plot\n",
        "เป็นกราฟที่ใช้ดูการกระจายตัวของข้อมูล โดยมีพื้นฐานการคำนวนจากการวัด Quartile ซึ่งทำการเรียงข้อมูลทั้งหมดจากน้อยไปมาก และแบ่งข้อมูลออกเป็น 4 ส่วน Q1 Q2 Q3 Q4 โดยมีกล่องตรงกลาง แสดงพื้นที่ Q1 ถึง Q3 มีเส้นสีส้มแสดงค่า median และระความยาวของกล่องตรงกลางเรียกว่าค่า IQR (Interquartile-range, Q3-Q1) และมีเส้นตรงขีดออกไปยังค่า Q1-(1.5 x IQR) ในด้านที่ค่าน้อยกว่า และ Q3+(1.5 x IQR) ในด้านที่ค่ามากกว่า โดยหากข้อมูลใดมีค่ามากกว่า หรือน้อยกว่าจุดสิ้นสุดของเส้นตรงดังกล่าว เราจะเรียกข้อมูลเหล่านั้นว่า Outlier\n",
        "\n",
        "# ข้อมูลที่ใช้\n",
        "ใน boxplot เหมาะกับข้อมูลจำนวนมาก ที่เราต้องการดูการกระจายตัว ในตัวอย่างจะสร้างเลขจำนวน 100 ตัวจากการสุ่มจาก normal distribution\n",
        "\n",
        "x = np.random.normal(size=100)"
      ],
      "metadata": {
        "id": "RkzDoc5XYsZx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "x = np.random.normal(size=100)"
      ],
      "metadata": {
        "id": "ynD8w8y-Y011"
      },
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**การใช้งาน boxplot**\n",
        "ใช้คำสั่ง .boxplot() โดยรับค่าที่ต้องการดูการกระจายตัวข้อมูล"
      ],
      "metadata": {
        "id": "Y8suKyL_Y7fK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.boxplot(x)\n",
        "plt.xlabel('100 data points from Normal Distribution')\n",
        "plt.ylabel('data values')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 449
        },
        "id": "CgZiv8fGY-Sl",
        "outputId": "b5a89c14-2368-445b-982e-955fad0fcd3b"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# การสร้างหลายกราฟ\n",
        "ใช้การสร้างพื้นที่ในการสร้างกราฟที่แบ่งแต่ละกราฟออกเป็นส่วนๆ และทำการใช้คำสั่งสร้างกราฟที่เราเรียนไปต่างๆ สร้างกราฟลงไป\n",
        "\n",
        "# สร้างพื้นที่การทำงาน\n",
        "ด้วยคำสั่ง plt.subplots() โดยให้กำหนด nrows= กำหนดจำนวนแถว ncols= กำหนดจำนวนกราฟแต่ละแถว และ figsize= กำหนดขนาดของกราฟทั้งหมดเป็น tuple ที่ประกอบไปด้วย (ความกว้าง,ความสูง)\n",
        "\n",
        "เช่น การสร้างพื้นที่เพื่อสร้าง 6 กราฟ โดยแบ่งเป็น 3 แถว แถวละ 2 กราฟ โดยมีขนาด 8 x 8 โดยเราจะสร้างตัวแปร fig, axes มา unpack ข้อมูลที่ได้จาก คำสั่ง .subplots()"
      ],
      "metadata": {
        "id": "_S_Xr9gOZESz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axes = plt.subplots(nrows=3,ncols=2,figsize=(8,8))\n",
        "plt.tight_layout()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 807
        },
        "id": "2Kdc8ZtTZfFr",
        "outputId": "35a85825-aef1-46bb-e463-1b7f57e618f2"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x800 with 6 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# ใส่กราฟลงพื้นที่\n",
        "โดยใช้ข้อมูลในตัวแปร axes ตามด้วยการระบุตำแหน่งตามหลังด้วยสัญลักษณ์ [แถว,คอลัมน์] เพื่อระบุตำแหน่งของกราฟที่ต้องการใส่ ตำแหน่งแรกเริ่มจาก 0\n",
        "\n",
        "เช่น การใส่กราฟเส้นลงไปที่ตำแหน่ง [0,0] หรือ ซ้ายบน และตามด้วยคำสั่ง .plot() (เพื่อสร้างกราฟเส้น) และเราจะใช้คำสั่ง plt.tight_layout() เพื่อปรับขนาดให้ตัวอักษรไม่ทับกันโดยอัตโนมัติ"
      ],
      "metadata": {
        "id": "4J5EWesRZo31"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axes = plt.subplots(nrows=3,ncols=2,figsize=(8,8))\n",
        "\n",
        "axes[0,0].set_title(\"Graphs showing y = x and y = x**2\")\n",
        "axes[0,0].plot(np.linspace(1,10,10),np.linspace(1,10,10),'k-D',label='y = x')\n",
        "axes[0,0].plot(np.linspace(1,10,10),np.linspace(1,10,10)**2,label='y = x**2')\n",
        "axes[0,0].legend(loc='best')\n",
        "axes[0,0].set_xlabel('x')\n",
        "axes[0,0].set_ylabel('y')\n",
        "\n",
        "plt.tight_layout()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 807
        },
        "id": "DxWh5GNZZ4yK",
        "outputId": "11eb6df7-47fc-4988-caac-6dd23f687c01"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x800 with 6 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**ทำซ้ำจนครบทุกกราฟ**"
      ],
      "metadata": {
        "id": "iyHag4QVZ_ox"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axes = plt.subplots(nrows=3,ncols=2,figsize=(8,8))\n",
        "\n",
        "axes[0,0].set_title(\"Graphs showing y = x and y = x**2\")\n",
        "axes[0,0].plot(np.linspace(1,10,10),np.linspace(1,10,10),'k-D',label='y = x')\n",
        "axes[0,0].plot(np.linspace(1,10,10),np.linspace(1,10,10)**2,label='y = x**2')\n",
        "axes[0,0].legend(loc='best')\n",
        "axes[0,0].set_xlabel('x')\n",
        "axes[0,0].set_ylabel('y')\n",
        "\n",
        "axes[0,1].set_title('Sales by category')\n",
        "axes[0,1].bar(['shirts','pants','shorts','shoes'],[1000,1200,800,1800])\n",
        "axes[0,1].set_ylabel('sales revenue')\n",
        "axes[0,1].set_xlabel('item type')\n",
        "\n",
        "axes[1,0].set_title('Sales by category')\n",
        "axes[1,0].barh(['shirts','pants','shorts','shoes'],[1000,1200,800,1800])\n",
        "axes[1,0].set_ylabel('item type')\n",
        "axes[1,0].set_xlabel('sales revenue')\n",
        "\n",
        "axes[1,1].set_title('Data Distribution')\n",
        "axes[1,1].hist(np.random.normal(size=100),bins=20)\n",
        "axes[1,1].set_xlabel('value')\n",
        "axes[1,1].set_ylabel('frequency')\n",
        "\n",
        "axes[2,0].set_title('Scatter Plot')\n",
        "axes[2,0].scatter(np.linspace(1,100,100),np.random.normal(size=100))\n",
        "axes[2,0].set_xlabel('x')\n",
        "axes[2,0].set_ylabel('Values')\n",
        "\n",
        "axes[2,1].set_title('Boxplot')\n",
        "axes[2,1].boxplot(np.random.normal(size=100))\n",
        "axes[2,1].set_xlabel('100 Randomly Generated')\n",
        "axes[2,1].set_ylabel('Values')\n",
        "\n",
        "plt.tight_layout()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 807
        },
        "id": "5N1jCkJtaEDf",
        "outputId": "7745a8c2-3c2c-41b7-b083-c433f9ba7151"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x800 with 6 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxYAAAMWCAYAAABsvhCnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd1gU19cH8O9SdukgHaTaQIqCgIgNI0QsscUuCkajRsVGEkuiKNiiJvbesKGxxK5RiUGxIkGxi4jYkCK9Sd37/sHL/Fxpq7As5XyeZx/dO3dmzgwwM2fm3js8xhgDIYQQQgghhFSDjLQDIIQQQgghhNR/lFgQQgghhBBCqo0SC0IIIYQQQki1UWJBCCGEEEIIqTZKLAghhBBCCCHVRokFIYQQQgghpNoosSCEEEIIIYRUGyUWhBBCCCGEkGqjxIIQQgghhBBSbZRYEADAy5cvwePx8Pvvv0s1DjMzM3zzzTdSjQEAFi5cCB6PJ+0wiBi6deuGbt26STsMQkg9II3jBY/Hg4+PT62ukxBpocSilsXGxsLHxwetWrWCkpISlJSUYGVlhSlTpuD+/fvSDo8QUseMGTMGly9frnD65cuXMWbMmDLlKSkpWLlyJbp27QodHR1oaGigQ4cOOHTokOSCJaSGPXjwAIMHD4apqSkUFBTQtGlTfP3111i/fr20Q2uwcnNzsXDhwkqPO4RUhBKLWnTmzBnY2Nhg3759cHd3x+rVq7F27Vr06tUL586dg52dHV69eiXtMAmAefPm4cOHD9IOgzRSt2/fRlpaWpnysLAwpKenIyMjA7du3SozPT09HWFhYQCAmzdv4tdff4WmpibmzZuHJUuWQElJCcOHD8eCBQskvg2EVNeNGzfg6OiIe/fuYfz48diwYQO+//57yMjIYO3atdIOr8HKzc2Fv78/JRbki8hJO4DGIiYmBsOHD4epqSkuXboEAwMDkenLly/Hpk2bICNTea6Xk5MDZWVlSYZKAMjJyUFOjv48iHRcu3YNw4YN45omZmdnY/r06bh48SIOHz4Mxhi8vb3Rs2dPfP311wCAv/76Cz///DOmTZsGZ2dnWFtbIzo6GqamptxyJ0+eDHd3dyxfvhyzZs2iYwmp05YsWQJ1dXWEh4dDQ0NDZFpSUpJ0giJ1Sm5uLpSUlKQdBvkIPbGoJStWrEBOTg4CAwPLJBVAyYXstGnTYGxszJWNGTMGKioqiImJQe/evaGqqgpPT08AwNWrVzFkyBCYmJhAIBDA2NgYM2fOLHOXvXQZL168gIeHB5SVlWFoaIiAgAAwxsqNddu2bWjevDkEAgGcnJwQHh4uMj0hIQHfffcdjIyMIBAIYGBggP79++Ply5eV7oPPme/atWto3749FBQU0KxZM+zdu7dMnRcvXmDIkCHQ1NSEkpISOnTogLNnz3LTGWPQ1taGr68vVyYUCqGhoQFZWVmkp6dz5cuXL4ecnByys7MBlN/HorSd7IkTJ2BjYwOBQABra2ucP3++TGyXL1+Go6MjFBQU0Lx5c2zdulWsfhsLFiyAvLw83r9/X2bahAkToKGhgby8vEqXURM+fPgAS0tLWFpaivxOpaamwsDAAB07dkRxcXGF86empuKnn36Cra0tVFRUoKamhl69euHevXsi9S5fvgwej4fDhw9jyZIlMDIygoKCAtzc3PD8+fMyyy393VRUVET79u1x9epVsbbH1dUVbdu2LXeahYUFPDw8xFpOdT158gSKiorw8vISKb927RpkZWUxe/ZsAICvry9CQkJw6NAhHD16FBMnToSpqSnu378PW1tbtGnTBg8ePICxsTEmTpyIo0eP4vDhwwgJCcGMGTMAAObm5iJJBVDyOzxgwADk5+fjxYsXtbLNhHypmJgYWFtbl0kqAEBXV1fke2BgILp37w5dXV0IBAJYWVlh8+bNYq0nPz8fCxYsQIsWLbjz6axZs5Cfny9SLzg4GJ07d4aGhgZUVFRgYWGBX375ReztCQoKgoWFBRQUFODg4IDQ0FBuWkhICHg8Ho4fP15mvgMHDoDH4+HmzZuVLj89PR0zZ86EmZkZBAIBjIyM4OXlheTkZABAQUEB/Pz84ODgAHV1dSgrK6NLly4ICQnhlvHy5Uvo6OgAAPz9/cHj8cDj8bBw4UKuztOnTzF48GBoampCQUEBjo6OOHXqVJl47t+/D1dXVygqKsLIyAiLFy9GYGAgeDxemfP+pk2bYG1tDYFAAENDQ0yZMkXkHA2U9I+xsbFBREQEunbtCiUlJfzyyy/w9vaGtrY2CgsLy8TQo0cPWFhYVLrfSA1jpFYYGhqyFi1afNY83t7eTCAQsObNmzNvb2+2ZcsWtnfvXsYYY1OnTmW9e/dmS5cuZVu3bmXjxo1jsrKybPDgwWWWoaCgwFq2bMlGjx7NNmzYwL755hsGgM2fP5+rFxsbywAwe3t71qJFC7Z8+XK2YsUKpq2tzYyMjFhBQQFXt2PHjkxdXZ3NmzeP7dixgy1dupR99dVX7MqVK5VujzjzmZqaMgsLC6anp8d++eUXtmHDBtauXTvG4/HYw4cPuXoJCQlMT0+Pqaqqsl9//ZWtWrWKtW3blsnIyLBjx45x9fr168ccHBy473fv3mUAmIyMDDtz5gxX3qdPH+bo6Mh9X7BgAfv0zwMAa9u2LTMwMGCLFi1ia9asYc2aNWNKSkosOTmZq3fnzh0mEAiYmZkZ++2339iSJUuYoaEha9u2bZllfio6OpoBYOvXrxcpz8/PZ02aNGFjx46tdP68vDz2/v17sT5VuXXrFpOVlWUzZ87kyoYPH84UFRVZVFRUpfOGh4ez5s2bszlz5rCtW7eygIAA1rRpU6aurs7i4uK4eiEhIdzvnYODA1u9ejVbuHAhU1JSYu3btxdZ5o4dOxgA1rFjR7Zu3To2Y8YMpqGhwZo1a8ZcXV0rjWf79u0MAHvw4IFI+e3btxkA7u+qIllZWWLt0/T09EqXwxhjK1euZADYyZMnGWOMZWdns+bNmzMrKyuWl5fH1Xv58iUbOnQoU1ZWZk2bNmWrVq0S+TssKChgf/zxB2vatClTVlZmw4YNY69evapy/b/88gsDwN69e1dlXUKkqUePHkxVVbXM3215nJyc2JgxY9jq1avZ+vXrWY8ePRgAtmHDBpF6rq6uIseL4uJi1qNHD6akpMRmzJjBtm7dynx8fJicnBzr378/V+/hw4eMz+czR0dHtnbtWrZlyxb2008/sa5du1YZGwBmY2PDtLW1WUBAAFu+fDkzNTVlioqK3LYJhUJmbGzMBg0aVGb+3r17s+bNm1e6jqysLGZjY8NkZWXZ+PHj2ebNm9miRYuYk5MTu3v3LmOMsffv3zMDAwPm6+vLNm/ezFasWMEsLCyYvLw8Vyc7O5tt3ryZAWADBw5k+/btY/v27WP37t3j9oO6ujqzsrJiy5cvZxs2bGBdu3ZlPB5P5Nz79u1bpqmpybS0tJi/vz/7/fffmaWlJXcejI2N5eqWnm/d3d3Z+vXrmY+PD5OVlWVOTk4ixzxXV1emr6/PdHR02NSpU9nWrVvZiRMnWHBwMAPATp8+LbJP4uPjmaysLAsICKjyZ0RqDiUWtSAjI4MBYAMGDCgzLS0tTeTCJDc3l5vm7e3NALA5c+aUme/jeqWWLVvGeDyeyMVF6TKmTp3KlQmFQtanTx/G5/O5C8zSxEJLS4ulpqZydU+ePCnyB5uWlsYAsJUrV37WPhB3PlNTUwaAhYaGcmVJSUlMIBCwH3/8kSubMWMGA8CuXr3KlWVlZTFzc3NmZmbGiouLGWMlF3GysrIsMzOTMcbYunXrmKmpKWvfvj2bPXs2Y6zkxKKhoSFyAV1RYsHn89nz58+5snv37pVJBPr27cuUlJRELqCjo6OZnJxclYkFY4y5uLgwZ2dnkbJjx44xACwkJKTSeQMDAxkAsT7imDt3LpORkWGhoaHsyJEjDABbs2ZNlfPl5eVxP4NSsbGxTCAQiBzkSxOL1q1bs/z8fK587dq1IolAQUEB09XVZXZ2diL1tm3bxgBUmVikp6czBQUF7mdeatq0aUxZWZllZ2dXOn/p31FVn6riYKzk961z585MT0+PJScnsylTpjA5OTkWHh7O1VmzZg0zMzNjR44cYd7e3uz06dNs6tSpzNLSkt2/f5/dv3+fWVpasqlTp7LTp08zb29vduTIEWZubl7pzyclJYXp6uqyLl26VBknIdJ28eJFJisry2RlZZmLiwubNWsWu3DhgsjFZqnyzokeHh6sWbNmImWfJhb79u1jMjIyIucSxhjbsmULA8CuX7/OGGNs9erVDIBYN2U+VXp8+O+//7iyV69eMQUFBTZw4ECubO7cuUwgEIjcoEhKSmJycnJswYIFla7Dz8+PARC5uC8lFAoZY4wVFRWJHD8ZKzk36+npidy0ev/+PQNQ7jrd3NyYra2tyE0QoVDIOnbsyFq2bMmVTZ06lfF4PC5hYazk+KOpqSmSWCQlJTE+n8969Oghcs7YsGEDA8B27drFlbm6ujIAbMuWLSIxFRcXMyMjIzZs2DCR8lWrVjEej8devHhRZjuI5FBiUQvevHnDALBRo0aVmVaavZd+Pr7wLr2YqeouZHZ2Nnv//j27cuUKA8BOnDhRZhmf3mH++++/GQB28OBBxtj/EovJkyeL1EtNTWUA2Nq1axljJReMfD6f9enTRyQBqYq485mamjIrK6sy5W3atBE5ALdq1arMHW3GSpKrjy9Ib926xQCw8+fPM8YYGzJkCBs1ahT78ccfWceOHRlj/0sOPj4gV5RY9O7du8w61dTUuKSkqKiIKSoqspEjR5ap17dvX7Eu6EvvFn2cwAwaNIgZGxtzJ4iKvHv3jgUHB4v1EUd+fj6ztbVl5ubmTEdHh7m6ulYZw6eKiopYcnIye//+PWvTpo1Igl2aWKxYsUJknjt37ojc1b9x40a5J5SCggKmrq4u1gX9sGHDmImJichJVk9Pj3l6elY576NHj8Tapx9fOFTm+fPnTFlZmTk5OTEejyfy9JCxkt/b0r8Tb29vLqG8desWS0tLY+np6ezmzZuMsZJ96O3tzRgruUi4detWuessLi5mPXv2ZHw+n0VGRooVJyHSdvv2bTZw4ECmpKTEnSd1dHS4Y0N50tPT2fv379nSpUsZAJEL9U8Ti379+jFra+syTx+fPXvGALDFixczxv5302bHjh1lbppUBQBzcXEpUz5s2DCmpKTEioqKGGOMPXnyhFtHqfXr1zMALDo6utJ1WFtbs7Zt24odU3FxMUtJSWHv379nffr0YXZ2dty0ihKLlJQUxuPx2KJFi8rsL39/fwaAvX37ljHGWMuWLblz7MemTp0qklgcOHCAAWDnzp0TqZefn8/U1NREnuC4uroygUBQJjlijLHZs2czRUVF7iYiY4w5ODiwTp06ib1PSM2gxKIWpKenV/jE4tatWyw4OJjt37+/3MRCTk6u3IPYq1evmLe3N2vSpEmZu6Z79uwRWYaMjAwrLCwUmT8mJoYBYMuWLWOM/S+x+O2338qsCwBbuHAh93316tVMRkaGycvLsy5durDly5ez+Pj4KveDOPOZmpqynj17lpnX1dWVdevWjfsuEAjY6NGjy9Q7ceIEA8A1cyooKGBKSkrs119/ZYwxpq+vz7Zu3cpOnjzJ+Hw++/DhA3dnJCkpiVtORYnFDz/8UGadpqambMyYMYyxkgt7AMzPz69MvZkzZ4qVWKSmpjKBQMD8/f0ZYyW/PwKBoNwnV7UhPDycAWAKCgpi3/kpLi5mq1atYi1atGCysrIiv59fffUVV680sfjzzz9F5i/9fdy9ezdjjLGDBw8yAOzSpUtl1mVvby9WYnH27FkGgGt6d/78eZGks7aVNomysbEp9w5sqY8Ti/J8nFhUZvLkyWI1+yKkLsrPz2e3b99mc+fOZQoKCkxeXp49evSIm37t2jXm5uYmkoCUfj6+OfdpYtG6detKn0JOmzaNMVbyRKRTp04MANPW1mbDhg1jhw4dEivJAMC8vLzKlM+fP58BEDkPOjk5iRwjO3TowDp06FDlOhQUFMS6SbJ7925ma2vL5OXlRbbT3Nycq1NRYhEWFlblU9s7d+4wxhjj8/nlbnPp0+jSxKL0ZmBMTEyZunZ2diJNlF1dXcs8gSr16NEjkeufp0+flnszikgeDXtTC9TV1WFgYICHDx+Wmebs7AwAFXZ8FggEZUaKKi4uxtdff43U1FTMnj0blpaWUFZWRlxcHMaMGQOhUPjFscrKypZbzj7q6D1jxgz07dsXJ06cwIULFzB//nwsW7YM//77L+zt7StctrjziRODuOTl5eHs7IzQ0FA8f/4cCQkJ6NKlC/T09FBYWIiwsDBcvXoVlpaWXIe1ytRkbBVp0qQJvvnmGwQFBcHPzw9Hjx5Ffn4+Ro0aVeW8Hz58QEZGhljr0dfXF6vehQsXAAB5eXmIjo6Gubl5lfMsXboU8+fPx9ixY7Fo0SJoampCRkYGM2bMKPf3szb2q4eHB/T09LB//3507doV+/fvh76+Ptzd3aucNyMjQ6zhh/l8PjQ1NcWK5+LFiwCAd+/eISUlpcKfx+7duytdjjgv/PL398emTZvw22+/YfTo0WLFR0hdwufz4eTkBCcnJ7Rq1Qrfffcdjhw5ggULFiAmJgZubm6wtLTEqlWrYGxsDD6fj3PnzmH16tWVnhOFQiFsbW2xatWqcqeXDqiiqKiI0NBQhISE4OzZszh//jwOHTqE7t274+LFixUewz6Xl5cXpk+fjrdv3yI/Px+3bt3Chg0bamTZ+/fvx5gxYzBgwAD8/PPP0NXVhaysLJYtW4aYmJgq5y/djz/99FOFA160aNGiRmKtiKKiYrnlVlZWcHBwwP79++Hl5YX9+/eDz+dj6NChEo2HlEWJRS3p06cPduzYgdu3b6N9+/bVWtaDBw/w7Nkz7NmzR2R0meDg4HLrC4VCvHjxAq1ateLKnj17BqDkTddfonnz5vjxxx/x448/Ijo6GnZ2dvjjjz+wf/9+icz3KVNTU0RFRZUpf/r0KTe9VJcuXbB8+XL8888/0NbWhqWlJXg8HqytrXH16lVcvXq1xt72raurCwUFhXJHNCqvrCJeXl7o378/wsPDERQUBHt7e1hbW1c536FDh/Ddd9+JtQ5xLtrv37+PgIAAfPfdd4iMjMT333+PBw8eQF1dvdL5jh49iq+++go7d+4UKU9PT4e2trZY8X2s9OcZHR2N7t27c+WFhYWIjY2tcMSnj8nKymLkyJHYvXs3li9fjhMnTmD8+PFiXRBMnz4de/bsqbKeq6urWGO/b9myBcHBwViyZAmWLVuGiRMn4uTJk1XO9yU2btyIhQsXYsaMGdyoU4TUZ46OjgCA+Ph4AMDp06eRn5+PU6dOwcTEhKv38WhHFWnevDnu3bsHNze3Kkftk5GRgZubG9zc3LBq1SosXboUv/76K0JCQqq8QREdHV2m7NmzZ1BSUhK5qTV8+HD4+vri4MGD+PDhA+Tl5TFs2DCxtqO8m5cfO3r0KJo1a4Zjx46JbOun77WpaD80a9YMQMkNu6q219TUVKzzYOmxPSoqils+UDKCVWxsrFg3fkp5eXnB19cX8fHxOHDgAPr06YMmTZqIPT+pGTTcbC2ZNWsWlJSUMHbsWCQmJpaZ/jl3ZksvhD6ehzFW6QuDPr7jwRjDhg0bIC8vDzc3N7HXC5SMGf3pcKfNmzeHqqpqmaH5amK+ivTu3Ru3b98WGX4vJycH27Ztg5mZGaysrLjyLl26ID8/H2vWrEHnzp25g2aXLl2wb98+vHv3Dl26dPnsGMojKysLd3d3nDhxAu/evePKnz9/jr///lvs5fTq1Qva2tpYvnw5rly5ItbTCqDkrnxwcLBYn6oUFhZizJgxMDQ0xNq1a7F7924kJiZi5syZVc4rKytb5nf6yJEjiIuLE2s7PuXo6AgdHR1s2bIFBQUFXPnu3bvLDElYmdGjRyMtLQ0TJ05Edna22Pt11qxZYu3TP/74o8plxcbG4ueff8agQYPwyy+/4Pfff8epU6fKHVK5ug4dOoRp06bB09OzwjuyhNRVISEh5Z4bz507BwDcMKLlnRMzMjIQGBhY5TqGDh2KuLg4bN++vcy0Dx8+ICcnB0DJENqfsrOzAwCxzmE3b97EnTt3uO9v3rzByZMn0aNHD5GbG9ra2ujVqxf279+PoKAg9OzZU6ybMYMGDcK9e/fKHa62dL+Ut5/CwsLKDGNb+l6IT4+turq66NatG7Zu3coldR/7eJh0Dw8P3Lx5E5GRkVxZamoqgoKCROZxd3cHn8/HunXrROLauXMnMjIy0KdPn8o2W8SIESPA4/Ewffp0vHjxQuzjO6lZ9MSilrRs2RIHDhzAiBEjYGFhAU9PT7Rt2xaMMcTGxuLAgQOQkZGBkZFRlcuytLRE8+bN8dNPPyEuLg5qamr466+/yn1TLwAoKCjg/Pnz8Pb2hrOzM/7++2+cPXsWv/zyi1jNfz727NkzuLm5YejQobCysoKcnByOHz+OxMREDB8+vMbnq8icOXNw8OBB9OrVC9OmTYOmpib27NmD2NhY/PXXXyLNx1xcXCAnJ4eoqChMmDCBK+/atSs3znlNJRZAyTswLl68iE6dOmHSpEkoLi7Ghg0bYGNjI3KQrYy8vDyGDx+ODRs2QFZWFiNGjBBrPgMDg3Lfk/IlFi9ejMjISFy6dAmqqqpo06YN/Pz8MG/ePAwePBi9e/eucN5vvvmGe9LRsWNHPHjwAEFBQSJ3pD6HvLw8Fi9ejIkTJ6J79+4YNmwYYmNjERgY+FnLtLe3h42NDY4cOYLWrVujXbt2Ys1nZWUlkqx+KcYYxo4dC0VFRe53b+LEifjrr78wffp0uLu7w9DQsNrrAUre3u3l5QUtLS24ubmVOaF37Njxi38ehNSGqVOnIjc3FwMHDoSlpSUKCgpw48YNHDp0CGZmZtzT2R49eoDP56Nv377cTYPt27dDV1e33Avgj40ePRqHDx/GDz/8gJCQEHTq1AnFxcV4+vQpDh8+jAsXLsDR0REBAQEIDQ1Fnz59YGpqiqSkJGzatAlGRkbo3LlzldtiY2MDDw8PTJs2DQKBAJs2bQJQ0kzxU15eXhg8eDAAYNGiRWLtq59//hlHjx7FkCFDMHbsWDg4OCA1NRWnTp3Cli1b0LZtW3zzzTc4duwYBg4ciD59+iA2NhZbtmyBlZUV9w4noKS5kZWVFQ4dOoRWrVpBU1MTNjY2sLGxwcaNG9G5c2fY2tpi/PjxaNasGRITE3Hz5k28ffuWe1fRrFmzsH//fnz99deYOnUqlJWVsWPHDpiYmCA1NZW7waejo4O5c+fC398fPXv2RL9+/RAVFYVNmzbBycnps5IDHR0d9OzZE0eOHIGGhsZnJSWkBtV6r45G7vnz52zSpEmsRYsWTEFBgSkqKjJLS0v2ww8/lBmpxdvbmykrK5e7nMePHzN3d3emoqLCtLW12fjx47nRjQIDA8ssIyYmhhurW09Pjy1YsECk01lpZ9nyhoPFR524SofHtLS0ZMrKykxdXZ05Ozuzw4cPV7rd4s5namrK+vTpU2b+TzvcMVbSAX3w4MFMQ0ODKSgosPbt24u8m+JjTk5ODAALCwvjyt6+fcsAMGNj4zL1K+q8PWXKlDJ1TU1Ny3SevXTpErO3t2d8Pp81b96c7dixg/34449MQUGh3PjKU/qOhR49eog9T02JiIhgcnJyIsMUM1YykpKTkxMzNDRkaWlpFc6fl5fHfvzxR2ZgYMAUFRVZp06d2M2bN8v8HEs7bx85ckRk/tLfx49/lxljbNOmTczc3JwJBALm6OjIQkNDy/3dqMyKFSsYALZ06VKx56kppR0X//rrL5Hy169fMzU1tXJHHftSVQ09/Om+JaSu+fvvv9nYsWOZpaUlU1FRYXw+n7Vo0YJNnTqVJSYmitQ9deoUa9OmDVNQUGBmZmZs+fLlbNeuXSIdhRkr/1xSUFDAli9fzqytrZlAIGBNmjRhDg4OzN/fn2VkZDDGSo7p/fv3Z4aGhozP5zNDQ0M2YsQI9uzZsyq3o/TcsX//ftayZUsmEAiYvb19hYMylL63SF1dnX348EHs/ZWSksJ8fHxY06ZNGZ/PZ0ZGRszb25t7z5JQKGRLly5lpqamXAxnzpxh3t7ezNTUVGRZN27cYA4ODozP55fpyB0TE8O8vLyYvr4+k5eXZ02bNmXffPMNO3r0qMgy7t69y7p06cIEAgEzMjJiy5YtY+vWrWMAWEJCgkjdDRs2MEtLSyYvL8/09PTYpEmTypxjXF1dmbW1daX74PDhwwwAmzBhgtj7jdQsHmM12DuS1DljxozB0aNHRe5GEOkYMGAAHj16VG5b2/Lcu3cPdnZ22Lt3L3W4rUFr167FzJkz8fLlS5H22IQQUhcUFRXB0NAQffv2LdNPrb6bMWMGtm7diuzs7Brr8P6xkydPYsCAAQgNDa3RlghEfNTHghAJ+HQEoejoaJw7d67K0Xs+tn37dqioqODbb7+t4egaL8YYdu7cCVdXV0oqCCF10okTJ/D+/XuRwVnqo0/PgykpKdi3bx86d+4skaQCKDlvNmvWTKzmaUQyqI8FIRLQrFkzjBkzBs2aNcOrV6+wefNm8Pl8zJo1q8p5T58+jcePH2Pbtm3w8fGBsrJyLUTcsOXk5ODUqVMICQnBgwcPJDYCEyGEfKmwsDDcv38fixYtgr29PVxdXaUdUrW4uLigW7duaN26NRITE7Fz505kZmZi/vz5Nb6uP//8E/fv38fZs2exdu3aKkf4IpJDiQUhEtCzZ08cPHgQCQkJEAgEcHFxwdKlS9GyZcsq5506dSoSExPRu3fvcjv2kc/3/v17jBw5EhoaGvjll1/Qr18/aYdECCEiNm/ejP3798POzq7K99fUB71798bRo0exbds28Hg8tGvXDjt37kTXrl1rfF0jRoyAiooKxo0bh8mTJ9f48on4qI8FIYQQQgghpNqojwUhhBBCCCGk2iixIIQQQgghhFQb9bGoAUKhEO/evYOqqip1GCKE1HuMMWRlZcHQ0FDkZZNEPHROIIQ0JJ9zTqDEoga8e/cOxsbG0g6DEEJq1Js3b2BkZCTtMOodOicQQhoicc4JlFjUAFVVVQAlO1xNTU3K0RBCSPVkZmbC2NiYO7aRz0PnBEJIQ/I55wRKLGpA6aNuNTU1OokQQhoMasbzZeicQAhpiMQ5J1DjWUIIIYQQQki11evEIjQ0FH379oWhoSF4PB5OnDghMp0xBj8/PxgYGEBRURHu7u6Ijo4WqZOamgpPT0+oqalBQ0MD48aNQ3Z2di1uBSGEEEIIIfVfvU4scnJy0LZtW2zcuLHc6StWrMC6deuwZcsWhIWFQVlZGR4eHsjLy+PqeHp64tGjRwgODsaZM2cQGhqKCRMm1NYmEEIIIYQQ0iA0mDdv83g8HD9+HAMGDABQ8rTC0NAQP/74I3766ScAQEZGBvT09LB7924MHz4cT548gZWVFcLDw+Ho6AgAOH/+PHr37o23b9/C0NBQrHVnZmZCXV0dGRkZlbanLS4uRmFhYfU2lEicvLw8ZGVlpR0GIVIj7jGNlI/2HyGkIfmcY1qD7bwdGxuLhIQEuLu7c2Xq6upwdnbGzZs3MXz4cNy8eRMaGhpcUgEA7u7ukJGRQVhYGAYOHFgjsTDGkJCQgPT09BpZHpE8DQ0N6OvrU+dVUq/deZ2GI/+9waL+NpCTrdcPqAkhhNQDDTaxSEhIAADo6emJlOvp6XHTEhISoKurKzJdTk4OmpqaXJ3y5OfnIz8/n/uemZlZZSzp6enQ1dWFkpISXazWYYwx5ObmIikpCQBgYGAg5YgI+TKRb9LhvfM2svKLYNRECVO+aiHtkAghhDRwDTaxkKRly5bB399frLrFxcVcUqGlpSXhyEhNUFRUBAAkJSVBV1eXmkWReuf+23SM3hmGrPwiOJtr4rtOZtIOiRBC6iyzOWelHUKteflbH4kuv8E+G9fX1wcAJCYmipQnJiZy0/T19bk706WKioqQmprK1SnP3LlzkZGRwX3evHlTYd3SPhVKSkpftB1EOkp/XtQnhtQ3D+MyMGpHGLLyitDeTBO7xjhBiU/3kAghhEheg00szM3Noa+vj0uXLnFlmZmZCAsLg4uLCwDAxcUF6enpiIiI4Or8+++/EAqFcHZ2rnDZAoGAe/GRuC9AouZP9Qv9vEh99DAuA547wpCZVwRH0yYI/M4JygJKKgghhNSOen3Gyc7OxvPnz7nvsbGxiIyMhKamJkxMTDBjxgwsXrwYLVu2hLm5OebPnw9DQ0Nu5KjWrVujZ8+eGD9+PLZs2YLCwkL4+Phg+PDhYo8IRQghdcHjd5kYtTMMGR8K0c5EA7vHtqekghBCSK2q108s/vvvP9jb28Pe3h4A4OvrC3t7e/j5+QEAZs2ahalTp2LChAlwcnJCdnY2zp8/DwUFBW4ZQUFBsLS0hJubG3r37o3OnTtj27ZtUtmeqixatAgyMjJYtGiRtEMhhNQhT+Iz4bnjFtJzC2FnrIE9Y9tDhZIKQgghtaxen3m6deuGyl7DwePxEBAQgICAgArraGpq4sCBA5IIr0YtWrSIS5hK/50/f740QyKE1AFRCVnw3BGGtNxCtDVSx95x7aGqIC/tsAghhDRC9fqJRWPxcVJRys/Pj55cENLIRSdmYeT2W0jNKYBtU3XsHecMNUoqCCGESAklFnVceUlFKUklF3v37oWWlpbIuzoAYMCAARg9enSNr690nSoqKoiOjubKJk+eDEtLS+Tm5kpknYTUZ8+TsjBiexhScgpgbaiGfePaQ12RkgpCCCHSQ4mFFDDGkJOTU+Vn/vz5FSYVpfz8/DB//nyxlldZs7GPDRkyBMXFxTh16hRXlpSUhLNnz2Ls2LEVzmdtbQ0VFZUKP7169apwXi8vL/Tu3Ruenp4oKirC2bNnsWPHDgQFBdFQvYR8IuZ9NkZsD0Nydj6sDNQQ9L0zNJT40g6LEEJII1ev+1jUV7m5uVBRUamx5S1evBiLFy+usl52djaUlZWrrKeoqIiRI0ciMDAQQ4YMAQDs378fJiYm6NatW4XznTt3rtL3PpS+eK4iW7duRZs2bTBt2jQcO3YMCxcuhIODQ5XxEtKYvHifjRHbbuF9Vj4s9VUpqSCEEFJnUGJByjV+/Hg4OTkhLi4OTZs2xe7duzFmzJhK3+9gamparXU2adIEO3fuhIeHBzp27Ig5c+ZUa3mENDQvk3MwYvstJGXlw0KvJKlookxJBSGEkLqBmkJJgZKSErKzsyv9zJs377OWOW/evCqX+TlNiuzt7dG2bVvs3bsXERERePToEcaMGVPpPNVpClUqNDQUsrKyiI+PR05OjtjxEtLQvUopSSoSM/PRUlcFQeOdoaUikHZYhBBCCIeeWEgBj8ersknSokWLwOfzq+xjAQABAQESGXr2+++/x5o1axAXFwd3d3cYGxtXWr+6TaFu3LiB5cuX4/Tp05g9ezZ8fHywZ8+eL4qdkIbkdUouRmy7hfiMPLTQVcGB8R2gTUkFIYSQOoYSizqsNFmoLLmQVFIBACNHjsRPP/2E7du3Y+/evVXWr05TqKysLIwePRrTpk1Dr169YGRkBCcnJ/Tt2xeDBw/+4uUSUt+9Sc3FiO238C4jD810lHFgvDN0VCmpIIQQUvdQU6g6bv78+RW+4E+SSQUAqKurY9CgQVBRUcGAAQMkth4AmD59OpSVlbF06VIAgK2tLZYuXYqJEyciLi5OousmpK56m1aSVMSlf0AzbWX8Ob4DdFUVpB0WIYQQUi5KLOqB8pILSScVpeLi4uDp6QmBQLJ3SHft2oX79++LrMfX1xcpKSlo2rSpRNdNSF30Lv0DRmy/hbdpH2CmpYQD4ztAV42SCkIIIXUXNYWqJ0qTiAULFsDf31/iSUVaWhouX76My5cvY9OmTRJdFyFEVHxGSVLxJvUDTLWUcHBCB+irU1JBCCGkbqPEoh6ZP39+rTylAEpGhUpLS8Py5cthYWFRK+skhACJmXkYuT0Mr1JyYaypiIPjO8BAvfKBDwghhJC6gBILUq6XL19KOwRCGp2kzDyM2HYLsck5MGpSklQYalBSQQghpH6gPhaEEFIHJGXlYfj2W3iRnIOmGiVJhVET8d89QwghhEgbJRaEECJl77PyMXJ7GF68z4GhugIOju8AY01KKgghhNQvlFgQQogUJWfnw3PHLTxPyoaBugIOTugAEy1KKgghhNQ/lFgQQoiUpOYUYNSOMDxLzIaemgAHx3eAqZaytMMihBBCvgglFoQQIgVpOQUYuf0WniZkQVe1JKkw06akghBCSP1FiQUhhNSy9NwCeO4Iw9OELGirCHBgfAc001GRdlh1WmhoKPr27QtDQ0PweDycOHFCZPqYMWPA4/FEPj179hSpk5qaCk9PT6ipqUFDQwPjxo1Ddna2SJ379++jS5cuUFBQgLGxMVasWCHpTSOEkAaDEgtCCKlFGbmF8NwRhsfxmdBW4ePPCc5ooUtJRVVycnLQtm1bbNy4scI6PXv2RHx8PPc5ePCgyHRPT088evQIwcHBOHPmDEJDQzFhwgRuemZmJnr06AFTU1NERERg5cqVWLhwIbZt2yax7SKEkIaEEgtS73Tr1k3saYWFhZg9ezZsbW2hrKwMQ0NDeHl54d27d5INkpByZHwoxKidYXj0LhNaynwcGN8BLXRVpR1WvdCrVy8sXrwYAwcOrLCOQCCAvr4+92nSpAk37cmTJzh//jx27NgBZ2dndO7cGevXr8eff/7JHQ+CgoJQUFCAXbt2wdraGsOHD8e0adOwatUqiW8fIYQ0BJRYkHrhzJkzuHPnjkjZn3/+iWfPnlU6LTc3F3fu3MH8+fNx584dHDt2DFFRUejXr19thk8IMvMK4bUzDA/iMqCpzEfQeGe00qOkoiZdvnwZurq6sLCwwKRJk5CSksJNu3nzJjQ0NODo6MiVubu7Q0ZGBmFhYVydrl27gs/nc3U8PDwQFRWFtLS02tsQQgippxp8YlFcXIz58+fD3NwcioqKaN68ORYtWgTGGFeHMQY/Pz8YGBhAUVER7u7uiI6OlmLU0rV3715oaWkhPz9fpHzAgAEYPXq0xNapoqIist8nT54MS0tL5ObmolmzZpg7dy4WLFiA9PR0DB06FCEhIdDW1q50mrq6OoKDgzF06FBYWFigQ4cO2LBhAyIiIvD69WuJbAshn8rKK4T3rtu49zYDTZTkEfS9Myz11aQdVoPSs2dP7N27F5cuXcLy5ctx5coV9OrVC8XFxQCAhIQE6OrqiswjJycHTU1NJCQkcHX09PRE6pR+L61Tnvz8fGRmZop8CCGkMWrwicXy5cuxefNmbNiwAU+ePMHy5cuxYsUKrF+/nquzYsUKrFu3Dlu2bEFYWBiUlZXh4eGBvLw8icTEGENuQVGtfz5OpiozZMgQFBcX49SpU1xZUlISzp49i7Fjx1Y4n7W1NVRUVCr89OrVq8J5vby80Lt3b3h6eqKoqAhnz57Fjh07EBQUBCUlJVhZWeHChQuIjo7GvXv34O7ujq1bt0JTU7PSaeXJyMgAj8eDhoaGWPuDkOrIzi+C967buPs6HRpK8tj/vTNaG1BSUdOGDx+Ofv36wdbWFgMGDMCZM2cQHh6Oy5cvS3zdy5Ytg7q6OvcxNjaW+DoJIaQukpN2AJJ248YN9O/fH3369AEAmJmZ4eDBg7h9+zaAkov8NWvWYN68eejfvz+Akrvnenp6OHHiBIYPH17jMX0oLIaV34UaX25VHgd4QIlf9Y9cUVERI0eORGBgIIYMGQIA2L9/P0xMTCrt33Du3DkUFhZWutzKbN26FW3atMG0adNw7NgxLFy4EA4ODgCAqKgozJgxA05OTmjbti3++ecfREZGYsmSJUhKSqpw2sdtrAEgLy8Ps2fPxogRI6CmRhd3RLIycgsxdk847rxOh5qCHPaPc4a1obq0w2oUmjVrBm1tbTx//hxubm7Q19dHUlKSSJ2ioiKkpqZCX18fAKCvr4/ExESROqXfS+uUZ+7cufD19eW+Z2ZmUnJBCGmUGnxi0bFjR2zbtg3Pnj1Dq1atcO/ePVy7do3rjBcbG4uEhAS4u7tz86irq8PZ2Rk3b96USGJRH4wfPx5OTk6Ii4tD06ZNsXv3bm44x4qYmppWa51NmjTBzp074eHhgY4dO2LOnDnctGfPnmHJkiVo164dQkNDcfjwYRw8eBDv37+vdNrHiUVhYSGGDh0Kxhg2b95crVgJqUpCRh68d91GVGIWVBXksP97Z9g0paSitrx9+xYpKSkwMDAAALi4uCA9PR0RERHcDYt///0XQqEQzs7OXJ1ff/0VhYWFkJeXBwAEBwfDwsKizE2KjwkEAggEAglvESGE1H0NPrGYM2cOMjMzYWlpCVlZWRQXF2PJkiXw9PQE8L92s+W1q62oTW1+fr5I/4PPbU+rKC+LxwEenzVPTVCUlxW7rr29Pdq2bYu9e/eiR48eePToEc6ePVvpPNbW1nj16lWF07t06YK///670mWEhoZCVlYW8fHxyMnJgapqSefWvn37lqk7YsQIAECrVq0qnFaqNKl49eoV/v33X3paQSTqeVI2vHfdRlz6B+iqCrBnbHtq/lRN2dnZeP78Ofc9NjYWkZGR0NTUhKamJvz9/TFo0CDo6+sjJiYGs2bNQosWLeDhUXKsbd26NXr27Inx48djy5YtKCwshI+PD4YPHw5DQ0MAwMiRI+Hv749x48Zh9uzZePjwIdauXYvVq1dLZZsJIaS+afCJxeHDhxEUFIQDBw7A2toakZGRmDFjBgwNDeHt7f1Fy1y2bBn8/f2/OCYejydWkyRp+/7777FmzRrExcXB3d29ykf71W0KdePGDSxfvhynT5/G7Nmz4ePjgz179pSpV1mb6fKmlSYV0dHRCAkJgZaWVqVxEFIdd16nYezucKTnFqKZtjL2jG0PY00laYdV7/3333/46quvuO+lTY+8vb2xefNm3L9/H3v27EF6ejoMDQ3Ro0cPLFq0SORJQlBQEHx8fODm5gYZGRkMGjQI69at46arq6vj4sWLmDJlChwcHKCtrQ0/Pz+Rd10QQgipGI+J26O3njI2NsacOXMwZcoUrmzx4sXYv38/nj59ihcvXqB58+a4e/cu7OzsuDqurq6ws7PD2rVryyyzvCcWxsbGyMjIKHMnPC8vD7GxsTA3N4eCgkLNb6AEZWRkwNDQEEVFRdi7dy+GDRsmsXVlZWXBzs4OAwYMwB9//IEHDx7AyckJ+/fvx+DBg794uYWFhRg8eDDu3LmDM2fOiDyZ0tTUFBlW8mP1+edGpCfkaRImBUUgr1CItsYa2OXtCC2V+tdEJjMzE+rq6uUe00jVaP8RUr+Yzam8RUZD8vK3Pp89z+cc0xr8qFC5ubmQkRHdTFlZWQiFQgCAubk59PX1cenSJW56ZmYmwsLC4OLiUu4yBQIB1NTURD4Nkbq6OgYNGgQVFRUMGDBAouuaPn06lJWVsXTpUgCAra0tli5diokTJyIuLu6LlxsXF4dTp07h7du3sLOzg4GBAfe5ceNGTYVPCI5GvMX3e/9DXqEQXVvp4MD3zvUyqahpMTExmDdvHkaMGMF1nv7777/x6NEjKUdGCCGkpjX4xKJv375YsmQJzp49i5cvX+L48eNYtWoV9/ZWHo+HGTNmYPHixTh16hQePHgALy8vGBoaSvxiuj6Ii4uDp6enxDsm7tq1C/fv3xdZj6+vL1JSUtC0adMvXq6ZmRkYY+V+KhvhihBxMcaw5UoMfjpyD8VChoH2TbHT2xHKgrrf3FHSrly5AltbW4SFheHYsWPIzs4GANy7dw8LFiyQcnSEEEJqWoM/861fvx7z58/H5MmTkZSUBENDQ0ycOBF+fn5cnVmzZiEnJwcTJkxAeno6OnfujPPnzzfqJjBpaWm4fPkyLl++jE2bNkk7HELqJKGQYcm5J9h5LRYAMKFrM8zpaQkZmYpHT2tM5syZg8WLF8PX15cbiAEAunfvjg0bNkgxMkIIIZLQ4BMLVVVVrFmzBmvWrKmwDo/HQ0BAAAICAmovsDrO3t4eaWlpWL58OSwsLKQdDiF1TkGRED8fvYeTke8AAL/2bo3xXZtJOaq65cGDBzhw4ECZcl1dXSQnJ0shIkIIIZLU4BML8mVevnwp7RAIqbOy84swaX8ErkYnQ06Gh5VD2mCgvZG0w6pzNDQ0EB8fD3Nzc5Hyu3fvVquJIyGEkLqpwfexIISQmpScnY+R22/hanQylPiy2OHtSElFBYYPH47Zs2cjISEBPB4PQqEQ169fx08//QQvLy9ph0cIIaSGUWJBCCFiepOai8Gbb+D+2wxoKvNxYHwHdLPQlXZYddbSpUthaWkJY2NjZGdnw8rKCl27dkXHjh0xb948aYdHCCGkhlFTqFpSOrwtqR/o50U+9ehdBsYEhuN9Vj6aaihi37j2aKajIu2w6jQ+n4/t27dj/vz5ePjwIbKzs2Fvb4+WLVtKOzRCCCESQImFhPH5fMjIyODdu3fQ0dEBn88Hj0cjxtRVjDEUFBTg/fv3kJGRqfAFeqRxuRmTggl7/0NWfhEs9VWxZ2x76Kk13lHjPpeJiQlMTEykHQYhhBAJo8RCwmRkZGBubo74+Hi8e/dO2uEQMSkpKcHExKTMyxVJ43PuQTxm/BmJgmIh2ptrYruXI9QV5aUdVr0wduzYSqfv2rWrliIhhBBSGyixqAV8Ph8mJiYoKipCcXGxtMMhVZCVlYWcnBw9WSLYd/Ml/E49AmOAh7Ue1g63h4K8rLTDqjfS0tJEvhcWFuLhw4dIT09H9+7dpRQVIYQQSaHEopbweDzIy8tDXp7udBJS1zHGsDr4Gdb9+xwAMNLZBIv620CWXnz3WY4fP16mTCgUYtKkSWjevLkUIiKEECJJ1M6DEEI+UlQsxC/HH3BJxQz3llgygJKKmiIjIwNfX1+sXr1a2qEQQgipYfTEghBC/l9eYTGmHryL4MeJkOEBAf1tMKqDqbTDanBiYmJQVFQk7TAIIYTUMEosCCEEQEZuIb7fG47wl2ngy8lg3XA79LQxkHZY9Zqvr6/Id8YY4uPjcfbsWXh7e0spKkIIIZJCiQUhpNFLyMiD967biErMgqpADtu9HdGhmZa0w6r37t69K/JdRkYGOjo6+OOPP6ocMYoQQkj9Q4kFIaRRe56UDe9dtxGX/gG6qgLsGdserQ3UpB1WgxASEiLtEAghhNQiSiwIIY3WnddpGLs7HOm5hWimrYw9Y9vDWFNJ2mERQggh9RKNCkUIaZRCniZh5PZbSM8tRFtjDRz5wYWSihqWmJiI0aNHw9DQEHJycpCVlRX5EEIIaVjoiQUhpNE5GvEWs/+6j2IhQ9dWOtjs2Q7KAjoc1rQxY8bg9evXmD9/PgwMDOilk4QQ0sDRmZQQ0mgwxrA19AV++/spAGCgfVOsGNwG8rL08FYSrl27hqtXr8LOzk7aoRBCCKkFlFgQQhoFoZBh8dkn2HU9FgAwoWszzOlpCRl68Z3EGBsbgzEm7TAIIYTUEkosCCENXkGRED8duYdT994BAH7t3RrjuzaTclQN35o1azBnzhxs3boVZmZm0g6HNCBmc85KO4Ra8/K3PtIOgRCxUWJBCGnQMvMKMSXoDq5GJ0NOhoeVQ9pgoL2RtMNqFIYNG4bc3Fw0b94cSkpKkJeXF5mempoqpcgIIYRIAiUWhJAGKzoxCxP3ReBFcg6U+LLY5NkO3Sx0pR1Wo7FmzRpph0AIIaQWUWJBCGmQLjxKgO+hSOQUFMNQXQFbRzvC1khd2mE1Kt7e3tIOgRBCSC2ioVAIIQ2KUMjwx8UoTNwXgZyCYjiba+LU1M6UVEhJTEwM5s2bhxEjRiApKQkA8Pfff+PRo0dSjowQQkhNaxSJRVxcHEaNGgUtLS0oKirC1tYW//33HzedMQY/Pz8YGBhAUVER7u7uiI6OlmLEhJAvkfGhEOP2hGP9v88BAN91MsP+752hrSKQcmSN05UrV2Bra4uwsDAcO3YM2dnZAIB79+5hwYIFUo6OEEJITWvwiUVaWho6deoEeXl5/P3333j8+DH++OMPNGnShKuzYsUKrFu3Dlu2bEFYWBiUlZXh4eGBvLw8KUZOCPkczxKz0H/DNYREvYdATgarhrbFgr7W9I4KKZozZw4WL16M4OBg8Pl8rrx79+64deuWFCMjhBAiCQ2+j8Xy5cthbGyMwMBArszc3Jz7P2MMa9aswbx589C/f38AwN69e6Gnp4cTJ05g+PDhtR4zIeTznH8Yjx8P30NOQTGaaihi62gH2DSlpk/S9uDBAxw4cKBMua6uLpKTk6UQESGEEElq8LfyTp06BUdHRwwZMgS6urqwt7fH9u3buemxsbFISEiAu7s7V6aurg5nZ2fcvHmz3GXm5+cjMzNT5EMIqX3FQoaVF57ih/13kFNQDJdmWjjl04mSijpCQ0MD8fHxZcrv3r2Lpk2bSiEiQgghktTgE4sXL15g8+bNaNmyJS5cuIBJkyZh2rRp2LNnDwAgISEBAKCnpycyn56eHjftU8uWLYO6ujr3MTY2luxGEELKyMgt6U+xMSQGADCuszn2jWsPLepPUWcMHz4cs2fPRkJCAng8HoRCIa5fv46ffvoJXl5e0g6PEEJIDWvwTaGEQiEcHR2xdOlSAIC9vT0ePnyILVu2fPFQiHPnzoWvry/3PTMzk5ILQmpRVEIWJuz7D69ScqEgL4Pfvm2DAfZ0B7yuWbp0KaZMmQJjY2MUFxfDysoKxcXFGDlyJObNmyft8AghhNSwBp9YGBgYwMrKSqSsdevW+OuvvwAA+vr6AIDExEQYGBhwdRITE2FnZ1fuMgUCAQQCuitKiDScvR+Pn4/eQy71p6jz+Hw+tm/fjvnz5+Phw4fIzs6Gvb09WrZsKe3QCCGESECDTyw6deqEqKgokbJnz57B1NQUQElHbn19fVy6dIlLJDIzMxEWFoZJkybVdriEkAoUCxl+vxiFzZdLmj51aqGF9SPaQVOZX8WcRFquXbuGzp07w8TEBCYmJtIOhxBCiIQ1+MRi5syZ6NixI5YuXYqhQ4fi9u3b2LZtG7Zt2wYA4PF4mDFjBhYvXoyWLVvC3Nwc8+fPh6GhIQYMGCDd4AkhAID03AJM+zMSoc/eAwAmdG2GWR4WkKOhZOu07t27o2nTphgxYgRGjRpV5ukxIYSQhqXBn5WdnJxw/PhxHDx4EDY2Nli0aBHWrFkDT09Prs6sWbMwdepUTJgwAU5OTsjOzsb58+ehoKAgxcgJIQDwJD4T/TZcR+iz91CQl8G6Efb4pXdrSirqgXfv3uHHH3/ElStXYGNjAzs7O6xcuRJv376VdmiEEEIkoFGcmb/55hs8ePAAeXl5ePLkCcaPHy8yncfjISAgAAkJCcjLy8M///yDVq1aSSlaQkipM/ff4dtNN/A6NRdGTRRxbFIn9GtrKO2wiJi0tbXh4+OD69evIyYmBkOGDMGePXtgZmaG7t27f9ayQkND0bdvXxgaGoLH4+HEiRMi0xlj8PPzg4GBARQVFeHu7o7o6GiROqmpqfD09ISamho0NDQwbtw47m3gpe7fv48uXbpAQUEBxsbGWLFixRdtOyGENEaNIrEghNQvxUKGZX8/gc+Bu/hQWIwuLbVx2qczrAzVpB0a+ULm5uaYM2cOfvvtN9ja2uLKlSufNX9OTg7atm2LjRs3ljt9xYoVWLduHbZs2YKwsDAoKyvDw8MDeXl5XB1PT088evQIwcHBOHPmDEJDQzFhwgRuemZmJnr06AFTU1NERERg5cqVWLhwIdd0lhBCSOUafB8LQkj9kpZTgGl/3sXV6JI3M090bYafe1B/ivrs+vXrCAoKwtGjR5GXl4f+/ftj2bJln7WMXr16oVevXuVOY4xhzZo1mDdvHvr37w8A2Lt3L/T09HDixAkMHz4cT548wfnz5xEeHg5HR0cAwPr169G7d2/8/vvvMDQ0RFBQEAoKCrBr1y7w+XxYW1sjMjISq1atEklACCGElI/O1ISQOuPxu0z023gNV6OToSgviw0j7TG3F/WnqK/mzp0Lc3NzdO/eHa9fv8batWuRkJCAffv2oWfPnjW2ntjYWCQkJMDd3Z0rU1dXh7OzM27evAkAuHnzJjQ0NLikAgDc3d0hIyODsLAwrk7Xrl3B5/9vpDEPDw9ERUUhLS2txuIlhJCGip5YEELqhFP33mHW0XvIKxTCRFMJW0c7oLUBNX2qz0JDQ/Hzzz9j6NCh0NbWlth6EhISAAB6enoi5Xp6ety0hIQE6OrqikyXk5ODpqamSB1zc/Myyyid1qRJk3LXn5+fj/z8fO57ZmZmNbaGEELqL0osCCFSVVQsxIoLUdgW+gIA0LWVDtYNt4OGEr2for67fv26tEOoFcuWLYO/v3+NLMtsztkaWU598PK3PtIOgRBSw6h9ASFEatJyCuAdeJtLKiZ3a47AMU6UVDQg+/btQ6dOnWBoaIhXr14BANasWYOTJ0/W2Dr09fUBAImJiSLliYmJ3DR9fX0kJSWJTC8qKkJqaqpInfKW8fE6yjN37lxkZGRwnzdv3lRvgwghpJ6SSmLh7e2N0NBQaayaEFJHPHqXgb4bruH68xQo8WWxybMdZvW0hKwMT9qhkRqyefNm+Pr6onfv3khPT0dxcTEAQENDA2vWrKmx9Zibm0NfXx+XLl3iyjIzMxEWFgYXFxcAgIuLC9LT0xEREcHV+ffffyEUCuHs7MzVCQ0NRWFhIVcnODgYFhYWFTaDAgCBQAA1NTWRDyGENEZSSSwyMjLg7u6Oli1bYunSpYiLi5NGGIQQKTkZGYdBm2/gbdoHmGop4fjkTuhtayDtsEgNW79+PbZv345ff/0VsrKyXLmjoyMePHjwWcvKzs5GZGQkIiMjAZR02I6MjMTr16/B4/EwY8YMLF68GKdOncKDBw/g5eUFQ0NDDBgwAADQunVr9OzZE+PHj8ft27dx/fp1+Pj4YPjw4TA0LHk3ysiRI8Hn8zFu3Dg8evQIhw4dwtq1a+Hr61sj+4MQQho6qSQWJ06cQFxcHCZNmoRDhw7BzMwMvXr1wtGjR0XuFBFCGpaiYiEWnXmM6X9GIq9QiG4WOjg1pTMs9FWlHRqRgNjYWNjb25cpFwgEyMnJ+axl/ffff7C3t+eW5+vrC3t7e/j5+QEAZs2ahalTp2LChAlwcnJCdnY2zp8/DwUFBW4ZQUFBsLS0hJubG3r37o3OnTuLvKNCXV0dFy9eRGxsLBwcHPDjjz/Cz8+PhpolhBAxSa3zto6ODnx9feHr64s7d+4gMDAQo0ePhoqKCkaNGoXJkyejZcuW0gqPEFLDUrLzMfXgXdyISQEA+HzVAjO/bkVNnxowc3NzREZGwtTUVKT8/PnzaN269Wctq1u3bmCMVTidx+MhICAAAQEBFdbR1NTEgQMHKl1PmzZtcPXq1c+KjRBCSAmpjwoVHx+P4OBgBAcHQ1ZWFr1798aDBw9gZWWFFStWYObMmdIOkRBSTXdfp8HnwF3EpX+AEl8Wq4a2RU8bavrU0Pn6+mLKlCnIy8sDYwy3b9/GwYMHsWzZMuzYsUPa4RFCCKlhUkksCgsLcerUKQQGBuLixYto06YNZsyYgZEjR3Kd3o4fP46xY8dSYkFIPVZYLMT6S9HYeDkGxUIGc21lbB3tgFZ61PSpMfj++++hqKiIefPmITc3FyNHjoShoSHWrl2L4cOHSzs8QgghNUwqiYWBgQGEQiFGjBiB27dvw87Orkydr776ChoaGrUeGyGkZjxPysLMQ/fwIC4DADDAzhD+/W2grigv5chIbSgqKsKBAwfg4eEBT09P5ObmIjs7u8xL6gghhDQcUkksVq9ejSFDhoh0qvuUhoYGYmNjazEqQkhNEAoZdt94ieXnnyK/SAgNJXksGWCLPm2o6VNjIicnhx9++AFPnjwBACgpKUFJSUnKURFCCJEkqSQWo0ePlsZqCSES9i79A34+eg/Xn5d00HZtpYMVg9tAT63imwik4Wrfvj3u3r1bpvM2IYSQhknqnbcJIfUfYwwnIuPgd/IRsvKKoCgvi1/7tIanswl4PBr1qbGaPHkyfvzxR7x9+xYODg5QVlYWmd6mTRspRUYIIUQSKLEghFRLWk4Bfj3xAOceJAAA7Iw1sHqYHcy1lauYkzR0pR20p02bxpXxeDwwxsDj8bg3cRNCCGkYKLEghHyxkKgkzDp6H++z8iEnw8N0t5aY1K055GSl8u5NUsdQPzlCCGlcKLEghHy2nPwiLDn3BAfCXgMAWuiqYPVQO9gaqUs5MlKXUN8KQghpXCixIIR8lohXafA9HIlXKbkAgLGdzDGrpwUU5GWlHBkhhBBCpIkSC0KIWAqKhFh3KRqbLj+HkAGG6gr4fUhbdGyhLe3QCCGEEFIHUGJBCKlSdGIWZhyKxKN3mQCAgfZNsbCfNb3sjhBCCCGcRtXD8rfffgOPx8OMGTO4sry8PEyZMgVaWlpQUVHBoEGDkJiYKL0gCalDhEKGHVdfoM/6a3j0LhMaSvLY5NkOq4fZUVJBCCGEEBGN5olFeHg4tm7dWmbc9JkzZ+Ls2bM4cuQI1NXV4ePjg2+//RbXr1+XUqSE1A1x6R/w0+F7uPmi5GV33Sx0sGJQG+jSy+6ImN68eQMejwcjIyMAwO3bt3HgwAFYWVlhwoQJUo6OkIbPbM5ZaYdQa17+1kfaIRA0kicW2dnZ8PT0xPbt29GkSROuPCMjAzt37sSqVavQvXt3ODg4IDAwEDdu3MCtW7ekGDEh0sMYw18Rb9FzdShuvkiBorwslgy0QeAYJ0oqyGcZOXIkQkJCAAAJCQn4+uuvcfv2bfz6668ICAiQcnSEEEJqWqNILKZMmYI+ffrA3d1dpDwiIgKFhYUi5ZaWljAxMcHNmzcrXF5+fj4yMzNFPoQ0BKk5BZi0/w5+PHIPWflFaGeigb+nd4Gnsym9QZt8tocPH6J9+/YAgMOHD8PGxgY3btxAUFAQdu/eLd3gCCGE1LgG3xTqzz//xJ07dxAeHl5mWkJCAvh8PjQ0NETK9fT0kJCQUOEyly1bBn9//5oOlRCp+vdpImYdfYDk7JKX3c38uhUmdm1GL7sjX6ywsBACgQAA8M8//6Bfv34ASm7gxMfHSzM0QgghEtCgrxjevHmD6dOnIygoCAoKNdeEY+7cucjIyOA+b968qbFlE1LbcvKLMPfYA4zd/R+Ss/PRUlcFJ6Z0wpSvWlBSQarF2toaW7ZswdWrVxEcHIyePXsCAN69ewctLS0pR0cIIaSmNegnFhEREUhKSkK7du24suLiYoSGhmLDhg24cOECCgoKkJ6eLvLUIjExEfr6+hUuVyAQcHfhCKnPIl6lwvfwPe5ld+M6m+NnD3rZHakZy5cvx8CBA7Fy5Up4e3ujbdu2AIBTp05xTaQIIYQ0HA06sXBzc8ODBw9Eyr777jtYWlpi9uzZMDY2hry8PC5duoRBgwYBAKKiovD69Wu4uLhII2RCakVBkRBr/nmGLVdi/veyu6Ft0bE5veyO1Jxu3bohOTkZmZmZIgNnTJgwAUpKSlKMjBBCiCQ06MRCVVUVNjY2ImXKysrQ0tLiyseNGwdfX19oampCTU0NU6dOhYuLCzp06CCNkAmRuKiELMw8FInH8SWDDnzbruRld2oK9F4KUvMYY4iIiEBMTAxGjhwJVVVV8Pl8SiwIIaQBatCJhThWr14NGRkZDBo0CPn5+fDw8MCmTZukHRYhNU4oZNh1PRYrLkShoEiIJkryWDrQFr1sDaQdGmmgXr16hZ49e+L169fIz8/H119/DVVVVSxfvhz5+fnYsmWLtEMkhBBSgxpdYnH58mWR7woKCti4cSM2btwonYAIqQX336Zj4alHuPM6HQDwlYUOlg9uA11Vei8FkZzp06fD0dER9+7dE+msPXDgQIwfP16KkRFCCJGERpdYENKYJGfnY+X5KByOeAPGACW+LOb1scKI9sb0XgoicVevXsWNGzfA5/NFys3MzBAXFyelqAghhEgKJRaENECFxULsvfkKa/55hqy8IgDAQPummNPLEnr09mxSS4RCIYqLi8uUv337FqqqqlKIiBBCiCRRYkFIA3MtOhkLTz/C86RsAIBNUzUs7GsNRzNNKUdGGpsePXpgzZo12LZtGwCAx+MhOzsbCxYsQO/evaUcHSGEkJpGiQUhDcSb1FwsPvsYFx4lAgA0lfmY5WGBIY7GkJWhZk+k9v3xxx/w8PCAlZUV8vLyMHLkSERHR0NbWxsHDx6UdniEEEJqGCUWhNRzuQVF2Hw5BltDX6CgSAhZGR68XEwxw60V1JVoCFkiPUZGRrh37x7+/PNP3L9/H9nZ2Rg3bhw8PT2hqKgo7fAIIYTUMEosCKmnGGM4cz8eS889QXxGHgCgY3MtLOxnjVZ61H6d1A1ycnIYNWqUtMMghBBSCyixIKQeevwuEwtPP8Lt2FQAQFMNRcz/pjU8rPVptCciVadOnRK7br9+/SQYCSGEkNpGiQUh9UhaTgFWBT9DUNgrCBmgIC+Dyd1aYELXZlCQl5V2eIRgwIABYtXj8XjljhhFCCGk/qLEgpB6oFjIcOD2a/xxMQrpuYUAgD5tDPBL79ZoqkFt1UndIRQKpR0CIYQQKaHEgpA67taLFCw89QhPE7IAAJb6qljQ1xouzbWqmJMQQgghpPZQYkFIHfUu/QOWnnuCM/fjAQDqivL4sUcrjGxvAjlZGSlHR4h4cnJycOXKFbx+/RoFBQUi06ZNmyalqAghhEgCJRaE1DF5hcXYHvoCGy8/R16hEDweMLK9CX7sYQFNZb60wyNEbHfv3kXv3r2Rm5uLnJwcaGpqIjk5GUpKStDV1aXEghBCGhhKLAipIxhjuPg4EYvPPsab1A8AACezJljQ1xo2TdWlHB0hn2/mzJno27cvtmzZAnV1ddy6dQvy8vIYNWoUpk+fLu3wCCGE1DBKLAipA6ITs+B/+jGuPU8GAOirKWBub0v0a2tIw8eSeisyMhJbt26FjIwMZGVlkZ+fj2bNmmHFihXw9vbGt99+K+0QCSGE1CBqqE2IFGV8KETA6cfoufYqrj1PBl9WBj5ftcC/P7miv11TSipIvSYvLw8ZmZLTjK6uLl6/fg0AUFdXx5s3b2p8fQsXLgSPxxP5WFpactPz8vIwZcoUaGlpQUVFBYMGDUJiYqLIMl6/fo0+ffpwzbV+/vlnFBUV1XishBDSENETC0KkQChkOBLxBivORyElp6RD69dWepjXpzVMtZSlHB0hNcPe3h7h4eFo2bIlXF1d4efnh+TkZOzbtw82NjYSWae1tTX++ecf7ruc3P9OczNnzsTZs2dx5MgRqKurw8fHB99++y2uX78OACguLkafPn2gr6+PGzduID4+Hl5eXpCXl8fSpUslEi8hhDQklFgQUssiXqXB//Qj3H+bAQBopqOMBX2t4dpKR8qREVKzli5diqyskmGSlyxZAi8vL0yaNAktW7bErl27JLJOOTk56OvrlynPyMjAzp07ceDAAXTv3h0AEBgYiNatW+PWrVvo0KEDLl68iMePH+Off/6Bnp4e7OzssGjRIsyePRsLFy4En0+DJxBCSGUosSCkljxLzMKGf5/j1L13AABVgRymu7eEl4sZ+HLUKpE0PI6Ojtz/dXV1cf78eYmvMzo6GoaGhlBQUICLiwuWLVsGExMTREREoLCwEO7u7lxdS0tLmJiY4ObNm+jQoQNu3rwJW1tb6OnpcXU8PDwwadIkPHr0CPb29uWuMz8/H/n5+dz3zMxMyW0gIYTUYZRYECJh99+mY2PIc1x49L+23EMdjfCzhyV0VAVSjIwQyfrw4QMYY1BSUgIAvHr1CsePH4eVlRV69OhR4+tzdnbG7t27YWFhgfj4ePj7+6NLly54+PAhEhISwOfzoaGhITKPnp4eEhISAAAJCQkiSUXp9NJpFVm2bBn8/f1rdmMIIaQeosSCEAkJe5GCDSHPcTU6mSvraa0Pn+4taPhY0ij0798f3377LX744Qekp6ejffv24PP5SE5OxqpVqzBp0qQaXV+vXr24/7dp0wbOzs4wNTXF4cOHoaioWKPr+tjcuXPh6+vLfc/MzISxsbHE1kcIIXUVtb8gpAYxxhASlYQhW25g2LZbuBqdDFkZHr61b4rgmV2xZbQDJRWk0bhz5w66dOkCADh69Cj09fXx6tUr7N27F+vWrZP4+jU0NNCqVSs8f/4c+vr6KCgoQHp6ukidxMRErk+Gvr5+mVGiSr+X12+jlEAggJqamsiHEEIaI0osCKkBQiHDuQfx+Gb9NXwXGI7wl2ngy8rA09kEIT92w6phdmippyrtMAmpVbm5uVBVLfm9v3jxIr799lvIyMigQ4cOePXqlcTXn52djZiYGBgYGMDBwQHy8vK4dOkSNz0qKgqvX7+Gi4sLAMDFxQUPHjxAUlISVyc4OBhqamqwsrKSeLyEEFLfNfjEYtmyZXBycoKqqip0dXUxYMAAREVFidQRZ2xzQspTWCzE0Yi3+Hr1FUwOuoNH7zKhxJfF+C7muDr7KywZaAsTLSVph0mIVLRo0QInTpzAmzdvcOHCBa5fRVJSkkTu6v/000+4cuUKXr58iRs3bmDgwIGQlZXFiBEjoK6ujnHjxsHX1xchISGIiIjAd999BxcXF3To0AEA0KNHD1hZWWH06NG4d+8eLly4gHnz5mHKlCkQCKg/FCGEVKXB97G4cuUKpkyZAicnJxQVFeGXX35Bjx498PjxYygrl7wvoKqxzQn5VF5hMY5EvMXWKzF4m/YBAKCmIIcxHc3wXSdzNFGmYSkJ8fPzw8iRIzFz5ky4ublxTwYuXrxY4QhL1fH27VuMGDECKSkp0NHRQefOnXHr1i3o6JQM5bx69WrIyMhg0KBByM/Ph4eHBzZt2sTNLysrizNnzmDSpElwcXGBsrIyvL29ERAQUOOxEkJIQ9TgE4tPhzfcvXs3dHV1ERERga5du4o1tjkhpbLzi3Ag7BW2X43F+6yS4SW1VfgY17kZRnUwgaqCvJQjJKTuGDx4MDp37oz4+Hi0bduWK3dzc8PAgQNrfH1//vlnpdMVFBSwceNGbNy4scI6pqamOHfuXE2HRgghjUKDTyw+lZFR8lIyTU1NABBrbHNC0nMLsPvGSwRef4mMD4UAAEN1BUx0bY5hTsZQkJeVcoSE1E36+vplOj63b99eStEQQgiRpEaVWAiFQsyYMQOdOnWCjY0NAIg1tvmn6GVIjUdSVh52XovF/puvkFNQDAAw11bGpG7NMcCuKb3YjhBCCCHk/zWqxGLKlCl4+PAhrl27Vq3l0MuQGr63abnYFvoCh8LfIL9ICABobaCGKV81Ry8bA8jK8KQcISGEEEJI3dJoEgsfHx+cOXMGoaGhMDIy4so/Htv846cWH49t/il6GVLDFfM+G5svx+DE3TgUCRkAwN5EAz5ftUB3S13weJRQEEIIIYSUp8EnFowxTJ06FcePH8fly5dhbm4uMv3jsc0HDRoEoOzY5p8SCAQ09GAD8+hdBjaFxODcw3iwknwCnVtoY/JXzeHSTIsSCkIIIYSQKjT4xGLKlCk4cOAATp48CVVVVa7fhLq6OhQVFUXGNtfU1ISamhqmTp0qMrY5abgiXqViw7/PERL1nitzb62HKV81h71JEylGRgghhBBSvzT4xGLz5s0AgG7duomUBwYGYsyYMQCqHtucNCyMMVx7noyNIc9x60UqAECGB3zTxhCTv2oOS/2af3EXIYQQQkhD1+ATC1barqUS4oxtTuq/jNxCnL7/DofC3+BBXMmww/KyPAxqZ4QfXJvDTFtZyhESQgghhNRfDT6xII1bUbEQV6OTcfTOWwQ/TkTB/4/wpCAvgxHtTTC+SzMYaihKOUpCCCGEkPqPEgvSIEUlZOGvO29x/G4c94ZsALDUV8VgByMMtG8KLRXqgE8IIYQQUlMosSANRmpOAU5FxuHonbd4GPe/lxZqKvPR384Qg9oZwdpQjUZ4IoQQQgiRAEosSL1WUCTE5agkHI14i5CoJBQWl/SpkZflobulLga1M0I3C116QzYhhBBCiIRRYkHqHcYYHr3LxNGItzh17x1Scwq4abZN1TGoXVP0s2sKTWW+FKMkRPoWLVqEBQsWwN/fH/Pnz5d2OIQQQho4SixIvfE+Kx8nI+NwNOItniZkceU6qgIMtG+KQe2MYKGvKsUICak7Fi1aBD8/PwDg/qXkghBCiCRRYkHqtLzCYlx6koS/7rzFlWfvUSwsaerEl5PB11Z6GNzOCF1aakNOlpo6kbpJGk8NPk4qSlFyQQghRNIosSB1DmMM995m4GjEG5y+F4+MD4XcNHsTDQxqZ4S+bQyhriQvxSgJqZo0nhqUl1SUouSCEEKIJFFiQeqMhIw8HLv7Fn9FvEXM+xyu3EBdoaSpk4MRmuuoSDFCUl81lqcGlSUVtRUDIYSQxosSCyJVHwqKcfFxAo5GvMW158kofVG6grwMelrrY5CDETo214asDA0RW99JqyNxfX9qUFRUhKysLGRlZSEzM5P79+P/Z2Vl4cKFC7h+/bpYy6TkghBCiCRQYkFqXbGQ4c7rNPwV8RZn78cjK7+Im9beTBODHJqit60BVBWoqVNDIa2OxHX5qcGVK1fg4OBQZcKQm5srkTgXLFhAiQUhhJAaRYkFkTjGGF6l5OLa82Rcf56MGzEpIv0mmmooYpCDEQa1awpTLWUpRtqw1YUnBqVqI7n43KcGjDHk5uZWeJH/6QV/edPfvXuHrKysctf5qUuXLuHSpUtib49AIICamhpUVVVF/i39/6NHj8R+YgEA/v7+YtclhBBCxEGJBZGIlOx8XI9JwfXoZFx7noy49A8i01UFcvCw0cegdkZwNteEDDV1kqi69MSgVE3EwRhDfn5+mQv87du3IygoqNJ5/fz8sH79eigoKHDzC4XCL47lSy1YsKBMklBe4sDnV/1eFnGelgBAQEAAPa0ghBBS4yixIDXiQ0Exbr9MxfXnybgWnYzH8Zki0+VleWhn0gSdW2ijc0tt2DZVb5RDxDaWTsQVrfdTfn5+SEhIwMiRIyt9QlDZ04LCwsJK11GZ9+/flynj8XjlXuhX9P+Py/78809s2bJF7PXX9AV+6bIq2++UVBBCCJEUSizIFykWMtx/m16SSDxPxp1X6SgoFr3b29pADZ1baKFTC220N9eEEr9u/LrVhSZB9bETcXFxcZmL+4ou/ENCQvDff/+JtdxNmzZh06ZN4m1QJVRUVKCqqor4+PjPmo/H4+HJkydckqCsrAwe78ueoLm6usLQ0FCqTw0qSy4oqSCEECJJdeNKj9R5jDHEJudwicSNmBRk5RWJ1DFUV0Dnltro1EIbHZtrQ0dVIKVoK1aXmgTVpU7Ejo6OVSYMkupEXKpdu3aVNgWqrExFRQWysrJib/fH/P39YWFhUWPbUReeGpQXAyUVhBBCJI0SC1Kh91n5uBFT0rTp+vNkvMvIE5mupiCHjs210amlNjq30IaZlpLYd3qpSVDF62eM4cOHD1/Uebj0/3FxcRLrRMzn86u84L9z5w5CQkLEXmZNXvSKc2EvifWKG0NtXeCXrkMaT+cIIYQ0TpRYNFLlXdjnFhQhLDaV63D9NEH0wpQvKwMH0ybcUwnbpupf9H6J+t4kqCLldSLetm2b2J2IFRUVufmk0YnYz89PrKcDAoF4T6Kk2ZGYnhr8LwZKKAghhNQWSiwaIe6CjyeDxVuCcLdAH3JGNrj7Og2FxUykrpWBGrr8fyLhZKYJRb5szaz7I3WlSVBiYiJGjBjxxUONSqoT8ed0Hi79/6FDh6TaiRiQ/sU9PTUghBBCahclFlJUW82BGGN4l5GHmKRsbNz/F/4JS4TeiGXg6zWDjEAZdwoBxKYCKHmnRBeun4QWtFRqrp9ETT01KC4uRnZ2tlgX/pcvX0Z4eLhY8W3cuBEbN24Uf4MqoKysDFVVVSQkJHzWfDweD48fPxbpRCwj82UjZ3Xr1k3qnYgB6V/c01MDQgghpPZQYiElkmgOVFgsxKuUHDxPykHM+2w8Tyr5xLzPRm5B8f/XMoaqvTE3T/GHLOS9uoe8l5H4YWA3rJg964tHxKlMQEAAFixYUGkdPz8/BAcHw9bWttKEIScnp8bj+5i9vf1ndx4uLatuJ2JLS8sa2w5pPzGoLI7avLinpwaEEEJI7aDEQgqq2xwoJ78IMe+zRZKH50nZeJWSiyIhK3ceHhjyk9+gMOUNilLeoDDlLQqSX6Hw/SuAlbTn//3eeajJFHAxlHYiFrfDcEVPDZKTk5Gfny/Wvrl69SquXr0qVl15efkq3zVAnYil3xzo4zikdXFPTw0IIYQQyaPE4v9t3LgRK1euREJCAtq2bYv169ejffv2Nb4ecZsDMcaQklOAmKRsPP/46UNSdpnRmT6mzJeFubYyTDT4MFDmQUcgxJXTf+LPHRsAYXGF830cwx9//AEZGRlkZmaiuLjqeSRh5cqVVfYtoE7EXx6DNIYepYt7QgghpGGjxALAoUOH4Ovriy1btsDZ2Rlr1qyBh4cHoqKioKurW2PrKf8ClwdZNR3IaxtDXssYa268x7Gf96FQQQvZheU/fQAA+eIPkP+QCpnsJBSnxSEv6RVy4mMQH/8SjwsKqhVnRkaGaISfdCL+3CZC+/btw9q1a8Vef0BAAH766adqbcPHpH1xXxeeGkj7iQEhhBBCGj5KLACsWrUK48ePx3fffQcA2LJlC86ePYtdu3Zhzpw5NbKOT5MKnpwA+qNWQE6zKWTkFUTqpgFAIQNjQhRnJKEw5S0KU9589HkLYV7V7yhQVlaGmpoaCgoKkJKSInasEydOxIwZM2qkEzEAODg4QEtLq1E3CaoLTw3oiQEhhBBCJKnRJxYFBQWIiIjA3LlzuTIZGRm4u7vj5s2bNbaeTzsus6J8yKpqQ0ZeAay4EIWp7z5JHt7A2lgHasoKJU8CDNSg2socamptP7sTMSDd5kCA9J8aVBRDY+pnQAghhBAiSY0+sUhOTkZxcTH09PREyvX09PD06dNy58nPzxfpjJyZmVnlevz9/ctcVL8/vhTFOWkoSk/gOlCXqukL3rp6YV9b6/40BupETAghhBBSs768fUsjtmzZMqirq3MfY2PjKueZP38+AgICRMry3z5CUdo7iScVlcUg6XWKE4M0mgQJhUK6wCeEEEIIqUGNPrHQ1taGrKwsEhMTRcoTExOhr69f7jxz585FRkYG93nz5o1Y66rswr5UbTw1qAsX9gEBAeDxeFIZnYgQQgghhNS8Rp9Y8Pl8ODg44NKlS1yZUCjEpUuX4OLiUu48AoGA68tQ+hFXXXpqIM0Le3pqQAipyzZu3AgzMzMoKCjA2dkZt2/flnZIhBBS5zX6xAIAfH19sX37duzZswdPnjzBpEmTkJOTw40SVdPqylMDurAnhJCySocgX7BgAe7cuYO2bdvCw8MDSUlJ0g6NEELqNEosAAwbNgy///47/Pz8YGdnh8jISJw/f75Mh+6aVBeeGhBCCCnr4yHIrayssGXLFigpKWHXrl3SDo0QQuq0Rj8qVCkfHx/4+Ph80byMlbzITpzRoT42ffp0TJ8+/YvmJYQQSSk9HpUe2xqTLxmC/NORAktfMvolx3Vhfu5nz1NfVee8R/tJPLSfxEP7Sbx5xDknUGJRA7KySl5WJ87oUIQQUl9kZWVBXV1d2mHUqi8ZgnzZsmXw9/cvU07nhMqpr5F2BPUD7Sfx0H4ST3X2kzjnBEosaoChoSHevHkDVVVV8Hg8aYcjlszMTBgbG+PNmzef1fm8IWis295YtxtovNv+pdvNGENWVhYMDQ0lGF3DMXfuXPj6+nLfhUIhUlNToaWlVefPCY31b+Nz0X4SD+0n8dS3/fQ55wRKLGqAjIwMjIyMpB3GF/ncUa0aksa67Y11u4HGu+1fst2N7UlFqS8ZglwgEEAgEIiUaWhoSCpEiWisfxufi/aTeGg/iac+7SdxzwnUeZsQQgj5f18yBDkhhJAS9MSCEEII+Yivry+8vb3h6OiI9u3bY82aNRIdgpwQQhoKSiwaKYFAgAULFpR5fN8YNNZtb6zbDTTebW+s211dw4YNw/v37+Hn54eEhATY2dlJfAhyaaHfEfHQfhIP7SfxNOT9xGONcTxBQgghhBBCSI2iPhaEEEIIIYSQaqPEghBCCCGEEFJtlFgQQgghhBBCqo0SC0IIIaSBGTNmDAYMGFBpHTMzM6xZs6ZW4iH1kzi/R6QE7asSlFg0MsuWLYOTkxNUVVWhq6uLAQMGICoqStph1brffvsNPB4PM2bMkHYotSIuLg6jRo2ClpYWFBUVYWtri//++0/aYUlUcXEx5s+fD3NzcygqKqJ58+ZYtGgRGuJ4FaGhoejbty8MDQ3B4/Fw4sQJkemMMfj5+cHAwACKiopwd3dHdHS0dIIldUZ4eDgmTJhQaZ3Lly+Dx+MhPT29doKqpxYuXAg7Oztph1Gv0IV4w0SJRSNz5coVTJkyBbdu3UJwcDAKCwvRo0cP5OTkSDu0WhMeHo6tW7eiTZs20g6lVqSlpaFTp06Ql5fH33//jcePH+OPP/5AkyZNpB2aRC1fvhybN2/Ghg0b8OTJEyxfvhwrVqzA+vXrpR1ajcvJyUHbtm2xcePGcqevWLEC69atw5YtWxAWFgZlZWV4eHggLy+vliMldYmOjg6UlJQqnF5YWFiL0ZDGori4GEKhUNphEElhpFFLSkpiANiVK1ekHUqtyMrKYi1btmTBwcHM1dWVTZ8+XdohSdzs2bNZ586dpR1GrevTpw8bO3asSNm3337LPD09pRRR7QDAjh8/zn0XCoVMX1+frVy5kitLT09nAoGAHTx4UAoRkpp05MgRZmNjwxQUFJimpiZzc3Nj2dnZzNvbm/Xv35+tXLmS6evrM01NTTZ58mRWUFDAzWtqaspWr17NfQfANm3axPr27cuUlJSYt7c3AyDy8fb2rnS9dZGrqyubMmUKmzJlClNTU2NaWlps3rx5TCgUMsYY27t3L3NwcGAqKipMT0+PjRgxgiUmJnLzh4SEMADsn3/+YQ4ODkxRUZG5uLiwp0+fMsYYCwwMLLOfAgMDmVAoZAsWLGDGxsaMz+czAwMDNnXqVKnsg6pU5/coNTWVjR49mmloaDBFRUXWs2dP9uzZM256YGAgU1dXZydPnmStW7dmsrKy5f5uhYSEsPz8fDZlyhSmr6/PBAIBMzExYUuXLpXGLqmQJPcVY4xdvXqVde7cmSkoKDAjIyM2depUkb+tjRs3shYtWjCBQMB0dXXZoEGDam3bxUGJRSMXHR3NALAHDx5IO5Ra4eXlxWbMmMEYY40msWjdujWbMWMGGzx4MNPR0WF2dnZs27Zt0g5L4pYsWcJMTU1ZVFQUY4yxyMhIpqury/bv3y/lyCTr08QiJiaGAWB3794Vqde1a1c2bdq02g2O1Kh3794xOTk5tmrVKhYbG8vu37/PNm7cyLKyspi3tzdTU1NjP/zwA3vy5Ak7ffo0U1JSEvnbLy+x0NXVZbt27WIxMTHs5cuX7K+//mIAWFRUFIuPj2fp6emVrrcucnV1ZSoqKmz69Ons6dOnbP/+/SL7YufOnezcuXMsJiaG3bx5k7m4uLBevXpx85cmFs7Ozuzy5cvs0aNHrEuXLqxjx46MMcZyc3PZjz/+yKytrVl8fDyLj49nubm57MiRI0xNTY2dO3eOvXr1ioWFhdXJY291f4/69evHWrduzUJDQ1lkZCTz8PBgLVq04C6oAwMDmby8POvYsSO7fv06e/r0KcvIyGBDhw5lPXv25PZZfn4+W7lyJTM2NmahoaHs5cuX7OrVq+zAgQPS2jVlSHpfPX/+nCkrK7PVq1ezZ8+esevXrzN7e3s2ZswYxhhj4eHhTFZWlh04cIC9fPmS3blzh61du1Yq+6IilFg0YsXFxaxPnz6sU6dO0g6lVhw8eJDZ2NiwDx8+MMYaT2IhEAiYQCBgc+fOZXfu3GFbt25lCgoKbPfu3dIOTaKKi4vZ7NmzGY/HY3JycozH49W5O1+S8Glicf36dQaAvXv3TqTekCFD2NChQ2s5OlKTIiIiGAD28uXLMtO8vb2ZqakpKyoq4sqGDBnChg0bxn0vL7EovfFSqvSiOi0tTaz11kWurq6sdevW3BMKxkqe5LZu3brc+uHh4QwAlyh9/MSi1NmzZxkA7nyyYMEC1rZtW5Hl/PHHH6xVq1Yid6zrour8Hj179owBYNevX+emJycnM0VFRXb48GHG2P+e6ERGRpZZdv/+/UXKpk6dyrp37y7ys6pLJL2vxo0bxyZMmCCy3KtXrzIZGRn24cMH9tdffzE1NTWWmZkpic2rEdTHohGbMmUKHj58iD///FPaoUjcmzdvMH36dAQFBUFBQUHa4dQqoVCIdu3aYenSpbC3t8eECRMwfvx4bNmyRdqhSdThw4cRFBSEAwcO4M6dO9izZw9+//137NmzR9qhEVIj2rZtCzc3N9ja2mLIkCHYvn070tLSuOnW1taQlZXlvhsYGCApKanSZTo6OlZ7vXVRhw4dwOPxuO8uLi6Ijo5GcXExIiIi0LdvX5iYmEBVVRWurq4AgNevX4ss4+N+eQYGBgBQ6f4cMmQIPnz4gGbNmmH8+PE4fvw4ioqKanKzakR1fo+ePHkCOTk5ODs7c9O1tLRgYWGBJ0+ecGV8Pl+sfo1jxoxBZGQkLCwsMG3aNFy8eLEmNrHGSHpf3bt3D7t374aKigr38fDwgFAoRGxsLL7++muYmpqiWbNmGD16NIKCgpCbm1tLWy8eSiwaKR8fH5w5cwYhISEwMjKSdjgSFxERgaSkJLRr1w5ycnKQk5PDlStXsG7dOsjJyaG4uFjaIUqMgYEBrKysRMpat25d5qTZ0Pz888+YM2cOhg8fDltbW4wePRozZ87EsmXLpB1ardLX1wcAJCYmipQnJiZy00j9JCsri+DgYPz999+wsrLC+vXrYWFhgdjYWACAvLy8SH0ej1dlp1llZeVqr7c+ycvLg4eHB9TU1BAUFITw8HAcP34cAFBQUCBS9+P9WZqkVLY/jY2NERUVhU2bNkFRURGTJ09G165d61yneEn8Hn1KUVFRJLGrSLt27RAbG4tFixbhw4cPGDp0KAYPHvxZ65IkSe+r7OxsTJw4EZGRkdzn3r17iI6ORvPmzaGqqoo7d+7g4MGDMDAwgJ+fH9q2bVunRm2jxKKRYYzBx8cHx48fx7///gtzc3Nph1Qr3Nzc8ODBA5E/VkdHR3h6eiIyMlLkDkND06lTpzJDCj979gympqZSiqh25ObmQkZG9BAnKyvb6EYjMTc3h76+Pi5dusSVZWZmIiwsDC4uLlKMjNQEHo+HTp06wd/fH3fv3gWfz+cujGsCn88HgDI3XyS93poWFhYm8v3WrVto2bIlnj59ipSUFPz222/o0qULLC0tq3yqUx4+n1/uDSpFRUX07dsX69atw+XLl3Hz5k08ePDgi7dDUr7059m6dWsUFRWJ7N+UlBRERUWVuaH1qYr2mZqaGoYNG4bt27fj0KFD+Ouvv5Camvr5GyUhktxX7dq1w+PHj9GiRYsyn9K/RTk5Obi7u2PFihW4f/8+Xr58iX///VcyG/sF5KQdAKldU6ZMwYEDB3Dy5EmoqqoiISEBAKCurg5FRUUpRyc5qqqqsLGxESlTVlaGlpZWmfKGZubMmejYsSOWLl2KoUOH4vbt29i2bRu2bdsm7dAkqm/fvliyZAlMTExgbW2Nu3fvYtWqVRg7dqy0Q6tx2dnZeP78Ofc9NjYWkZGR0NTUhImJCWbMmIHFixejZcuWMDc3x/z582FoaEhjyNdzYWFhuHTpEnr06AFdXV2EhYXh/fv3aN26Ne7fv18j6zA1NQWPx8OZM2fQu3dvKCoq4tGjRxWut656/fo1fH19MXHiRNy5cwfr16/HH3/8ARMTE/D5fKxfvx4//PADHj58iEWLFn328s3MzLi/OyMjI6iqquLgwYMoLi6Gs7MzlJSUsH//figqKta5mzrV+T1q2bIl+vfvj/Hjx2Pr1q1QVVXFnDlz0LRpU/Tv37/Sec3MzHDhwgVERUVBS0sL6urqWL9+PQwMDGBvbw8ZGRkcOXIE+vr60NDQqMEt/nKS3lezZ89Ghw4d4OPjg++//x7Kysp4/PgxgoODsWHDBpw5cwYvXrxA165d0aRJE5w7dw5CoRAWFha1sfnikXYnD1K78MnwbvhoaLzGprF03maMsdOnTzMbGxsmEAiYpaVlnRyZpKZlZmay6dOnMxMTE6agoMCaNWvGfv31V5afny/t0GpcaefSTz+lQ4MKhUI2f/58pqenxwQCAXNzc+NGyyL11+PHj5mHhwfT0dFhAoGAtWrViq1fv54xVn7H2OnTpzNXV1fue3mdtz/u+F8qICCA6evrMx6Px7y9vStdb13k6urKJk+ezH744QempqbGmjRpwn755Reug/CBAweYmZkZEwgEzMXFhZ06dUpkJLXyOrDfvXuXAWCxsbGMMcby8vLYoEGDmIaGBndOPX78OHN2dmZqampMWVmZdejQQaQDeF1R3d+j0iFU1dXVmaKiIvPw8Ch3uNlPJSUlsa+//pqpqKhww81u27aN2dnZMWVlZaampsbc3NzYnTt3JLHZX0TS+4oxxm7fvs3tF2VlZdamTRu2ZMkSxlhJR25XV1fWpEkTpqioyNq0acMOHTok0W3+XDzGGuBraAkhhBBCAHTr1g12dnZYs2aNtEMhpMGjPhaEEEIIIYSQaqPEghBCCCGEEFJt1BSKEEIIIYQQUm30xIIQQgghhBBSbZRYEEIIIYQQQqqNEgtCCCGEEEJItVFiQQghhBBCCKk2SiwIIYQQQggh1UaJBSGEEELIF+jWrRtmzJgh7TAIqTMosSCEEEII+QLHjh3DokWLuO9mZmZSfcM3j8fDiRMnpLZ+QuSkHQAhhBBCSH2kqakp7RAIqVPoiQUhddz79++hr6+PpUuXcmU3btwAn8/HpUuXpBgZIYQ0bh83herWrRtevXqFmTNngsfjgcfjcfWuXbuGLl26QFFREcbGxpg2bRpycnK46WZmZli8eDG8vLygoqICU1NTnDp1Cu/fv0f//v2hoqKCNm3a4L///qswFjMzMwDAwIEDwePxYGZmhpcvX0JGRqbMfGvWrIGpqSmEQiEuX74MHo+Hs2fPok2bNlBQUECHDh3w8OFDkXmq2gZCAEosCKnzdHR0sGvXLixcuBD//fcfsrKyMHr0aPj4+MDNzU3a4RFCCEFJsygjIyMEBAQgPj4e8fHxAICYmBj07NkTgwYNwv3793Ho0CFcu3YNPj4+IvOvXr0anTp1wt27d9GnTx+MHj0aXl5eGDVqFO7cuYPmzZvDy8sLjLFy1x8eHg4ACAwMRHx8PMLDw2FmZgZ3d3cEBgaK1A0MDMSYMWMgI/O/y8Cff/4Zf/zxB8LDw6Gjo4O+ffuisLDws7aBEDBCSL0wefJk1qpVKzZy5Ehma2vL8vLypB0SIYQ0aq6urmz69Oncd1NTU7Z69WqROuPGjWMTJkwQKbt69SqTkZFhHz584OYbNWoUNz0+Pp4BYPPnz+fKbt68yQCw+Pj4CuMBwI4fPy5SdujQIdakSRPunBEREcF4PB6LjY1ljDEWEhLCALA///yTmyclJYUpKiqyQ4cOib0NhDDGGD2xIKSe+P3331FUVIQjR44gKCgIAoFA2iERQgipwr1797B7926oqKhwHw8PDwiFQsTGxnL12rRpw/1fT08PAGBra1umLCkp6bPWP2DAAMjKyuL48eMAgN27d+Orr77imk6VcnFx4f6vqakJCwsLPHny5LO2gRDqvE1IPRETE4N3795BKBTi5cuXIiccQgghdVN2djYmTpyIadOmlZlmYmLC/V9eXp77f2n/jPLKhELhZ62fz+fDy8sLgYGB+Pbbb3HgwAGsXbtWIttACCUWhNQDBQUFGDVqFIYNGwYLCwt8//33ePDgAXR1daUdGiGEkP/H5/NRXFwsUtauXTs8fvwYLVq0kPj65eXly6wfAL7//nvY2Nhg06ZNKCoqwrffflumzq1bt7gkIS0tDc+ePUPr1q0B1O42kPqNmkIRUg/8+uuvyMjIwLp16zB79my0atUKY8eOlXZYhBBCPmJmZobQ0FDExcUhOTkZADB79mzcuHEDPj4+iIyMRHR0NE6ePCmRjs9mZma4dOkSEhISkJaWxpW3bt0aHTp0wOzZszFixAgoKiqWmTcgIACXLl3Cw4cPMWbMGGhra2PAgAG1vg2kfqPEgpA67vLly1izZg327dsHNTU1yMjIYN++fbh69So2b94s7fAIIYT8v4CAALx8+RLNmzeHjo4OgJK+E1euXMGzZ8/QpUsX2Nvbw8/PD4aGhjW+/j/++APBwcEwNjaGvb29yLRx48ahoKCgwptSv/32G6ZPnw4HBwckJCTg9OnT4PP5tb4NpH7jMVbBuGWEEEIIIaRBWLRoEY4cOYL79++LlF++fBlfffUV0tLSoKGhIZ3gSINBTywIIYQQQhqo7OxsPHz4EBs2bMDUqVOlHQ5p4CixIIQQQghpoHx8fODg4IBu3bpR3zwicdQUihBCCCGEEFJt9MSCEEIIIYQQUm2UWBBCCCGEEEKqjRILQgghhBBCSLVRYkEIIYQQQgipNkosCCGEEEIIIdVGiQUhhBBCCCGk2iixIIQQQgghhFQbJRaEEEIIIYSQaqPEghBCCCGEEFJtlFgQQgghhBBCqo0SC0IIIYQQQki1UWJBCCGEEEIIqTZKLAghhBBCCCHVRokFIYQQQgghpNoosSANWrdu3dCtW7daXSePx4OPj0+trpMQQkj9N2bMGJiZmdXKuszMzDBmzBju++7du8Hj8fDff//VyvqlcX4mkkeJBalTHjx4gMGDB8PU1BQKCgpo2rQpvv76a6xfv17aoTVYubm5WLhwIS5fviztUAghpFylF72lHwUFBRgaGsLDwwPr1q1DVlbWFy/7xo0bWLhwIdLT02suYAALFy4UiVlJSQkmJibo27cvAgMDkZ+fXyPrefz4MRYuXIiXL1/WyPJqUl2OjUiGnLQDIKTUjRs38NVXX8HExATjx4+Hvr4+3rx5g1u3bmHt2rWYOnWqtENskHJzc+Hv7w8AdPeIEFKnBQQEwNzcHIWFhUhISMDly5cxY8YMrFq1CqdOnUKbNm0+e5k3btyAv78/xowZAw0NjRqPefPmzVBRUUF+fj7i4uJw4cIFjB07FmvWrMGZM2dgbGzM1d2+fTuEQuFnLf/x48fw9/dHt27dPutpR1RUFGRkJHt/ubLYLl68KNF1E+mgxILUGUuWLIG6ujrCw8PLHNyTkpKkExSpU3Jzc6GkpCTtMAghUtKrVy84Ojpy3+fOnYt///0X33zzDfr164cnT55AUVFRihGWNXjwYGhra3Pf/fz8EBQUBC8vLwwZMgS3bt3ipsnLy0s0FsYY8vLyoKioCIFAINF1VYXP50t1/UQyqCkUqTNiYmJgbW1d7h0jXV1dke+BgYHo3r07dHV1IRAIYGVlhc2bN4u1nvz8fCxYsAAtWrSAQCCAsbExZs2aVeaxdHBwMDp37gwNDQ2oqKjAwsICv/zyi9jbExQUBAsLCygoKMDBwQGhoaHctJCQEPB4PBw/frzMfAcOHACPx8PNmzcrXX56ejpmzpwJMzMzCAQCGBkZwcvLC8nJyQCAgoIC+Pn5wcHBAerq6lBWVkaXLl0QEhLCLePly5fQ0dEBAPj7+3OP7BcuXMjVefr0KQYPHgxNTU0oKCjA0dERp06dKhPP/fv34erqCkVFRRgZGWHx4sUIDAwEj8cr8xh806ZNsLa2hkAggKGhIaZMmVKmGUK3bt1gY2ODiIgIdO3aFUpKSvjll1/g7e0NbW1tFBYWlomhR48esLCwqHS/EUIalu7du2P+/Pl49eoV9u/fz5Xfv38fY8aMQbNmzaCgoAB9fX2MHTsWKSkpXJ2FCxfi559/BgCYm5tzx8DSY1Z1zjWV8fT0xPfff4+wsDAEBwdz5eX1sfjzzz/h4OAAVVVVqKmpwdbWFmvXrgVQ0kRsyJAhAICvvvqKi7+0aauZmRm++eYbXLhwAY6OjlBUVMTWrVu5aR/3sSiVm5uLiRMnQktLC2pqavDy8kJaWppInU/PE6U+XmZVsZXXxyIpKQnjxo2Dnp4eFBQU0LZtW+zZs0ekzsuXL8Hj8fD7779j27ZtaN68OQQCAZycnBAeHl7u/ia1h55YkDrD1NQUN2/exMOHD2FjY1Np3c2bN8Pa2hr9+vWDnJwcTp8+jcmTJ0MoFGLKlCkVzicUCtGvXz9cu3YNEyZMQOvWrfHgwQOsXr0az549w4kTJwAAjx49wjfffIM2bdogICAAAoEAz58/x/Xr18XalitXruDQoUOYNm0aBAIBNm3ahJ49e+L27duwsbFBt27dYGxsjKCgIAwcOFBk3qCgIDRv3hwuLi4VLj87OxtdunTBkydPMHbsWLRr1w7Jyck4deoU3r59C21tbWRmZmLHjh0YMWIExo8fj6ysLOzcuRMeHh64ffs27OzsoKOjg82bN2PSpEkYOHAgvv32WwDgmhM8evQInTp1QtOmTTFnzhwoKyvj8OHDGDBgAP766y8u9ri4OO7EMXfuXCgrK2PHjh3l3hFbuHAh/P394e7ujkmTJiEqKgqbN29GeHg4rl+/LnLHLiUlBb169cLw4cMxatQo6OnpQVlZGXv37sWFCxfwzTffcHUTEhLw77//YsGCBWL9jAghDcfo0aPxyy+/4OLFixg/fjyAkptDL168wHfffQd9fX08evQI27Ztw6NHj3Dr1i3weDx8++23ePbsGQ4ePIjVq1dzTxZKb7h86blG3Ji3bduGixcv4uuvvy63TnBwMEaMGAE3NzcsX74cAPDkyRNcv34d06dPR9euXTFt2jSsW7cOv/zyC1q3bg0A3L9ASZOnESNGYOLEiRg/fnyVN198fHygoaGBhQsXcsfnV69e4fLly+DxeGJvnzixfezDhw/o1q0bnj9/Dh8fH5ibm+PIkSMYM2YM0tPTMX36dJH6Bw4cQFZWFiZOnAgej4cVK1bg22+/xYsXLyT+5IdUghFSR1y8eJHJysoyWVlZ5uLiwmbNmsUuXLjACgoKytTNzc0tU+bh4cGaNWsmUubq6spcXV257/v27WMyMjLs6tWrIvW2bNnCALDr168zxhhbvXo1A8Dev3//2dsBgAFg//33H1f26tUrpqCgwAYOHMiVzZ07lwkEApaens6VJSUlMTk5ObZgwYJK1+Hn58cAsGPHjpWZJhQKGWOMFRUVsfz8fJFpaWlpTE9Pj40dO5Yre//+PQNQ7jrd3NyYra0ty8vLE1l+x44dWcuWLbmyqVOnMh6Px+7evcuVpaSkME1NTQaAxcbGctvH5/NZjx49WHFxMVd3w4YNDADbtWsXV+bq6soAsC1btojEVFxczIyMjNiwYcNEyletWsV4PB578eJFme0ghNRvgYGBDAALDw+vsI66ujqzt7fnvpd3njh48CADwEJDQ7mylStXihynPibuuaY8CxYsqPQ8kpaWxgCInBe8vb2Zqakp93369OlMTU2NFRUVVbieI0eOMAAsJCSkzDRTU1MGgJ0/f77cad7e3tz30n3s4OAgct5dsWIFA8BOnjzJlVV0zvh0mZXF9un5ec2aNQwA279/P1dWUFDAXFxcmIqKCsvMzGSMMRYbG8sAMC0tLZaamsrVPXnyJAPATp8+XWZdpPZQUyhSZ3z99de4efMm+vXrh3v37mHFihXw8PBA06ZNyzS9+bgNbUZGBpKTk+Hq6ooXL14gIyOjwnUcOXIErVu3hqWlJZKTk7lP9+7dAYBrJlTaHOvkyZOf3ZEOAFxcXODg4MB9NzExQf/+/XHhwgUUFxcDALy8vJCfn4+jR49y9Q4dOoSioiKMGjWq0uX/9ddfaNu2bZmnHQC4O0qysrJcG1ahUIjU1FQUFRXB0dERd+7cqXIbUlNT8e+//2Lo0KHIysri9lVKSgo8PDwQHR2NuLg4AMD58+fh4uICOzs7bn5NTU14enqKLPOff/5BQUEBZsyYIdJpcPz48VBTU8PZs2dF6gsEAnz33XciZTIyMvD09MSpU6dERoIJCgpCx44dYW5uXuW2EUIaHhUVFZFjwsfniby8PCQnJ6NDhw4AINYx8NNlfM65Rtx4AVQ6opWGhgZycnJEmkt9LnNzc3h4eIhdf8KECSJ3/CdNmgQ5OTmcO3fui2MQx7lz56Cvr48RI0ZwZfLy8pg2bRqys7Nx5coVkfrDhg1DkyZNuO9dunQBALx48UKicZLKUWJB6hQnJyccO3YMaWlpuH37NubOnYusrCwMHjwYjx8/5updv34d7u7uUFZWhoaGBnR0dLj+D5Ud7KOjo/Ho0SPo6OiIfFq1agXgf53Ehw0bhk6dOuH777+Hnp4ehg8fjsOHD4udZLRs2bJMWatWrZCbm4v3798DACwtLeHk5ISgoCCuTlBQEDp06IAWLVpUuvyYmJgqm4sBwJ49e9CmTRsoKChAS0sLOjo6OHv2rFgnxOfPn4Mxhvnz55fZX6XNjUr316tXr8qN+dOyV69eAUCZR/F8Ph/NmjXjppdq2rRpuR38vLy88OHDB66PSlRUFCIiIjB69Ogqt4sQ0jBlZ2dDVVWV+56amorp06dDT08PioqK0NHR4W48iJsUfOm5Rtx4AYjE/KnJkyejVatW6NWrF4yMjDB27FicP3/+s9bzuTdbPj1/qaiowMDAQOJDxr569QotW7YsM1JVadOpT88PJiYmIt9Lk4xP+4OQ2kV9LEidxOfz4eTkBCcnJ7Rq1Qrfffcdjhw5ggULFiAmJgZubm6wtLTEqlWrYGxsDD6fj3PnzmH16tWVXvwLhULY2tpi1apV5U4vHfZPUVERoaGhCAkJwdmzZ3H+/HkcOnQI3bt3x8WLFyErK1sj2+nl5YXp06fj7du3yM/Px61bt7Bhw4YaWfb+/fsxZswYDBgwAD///DN0dXUhKyuLZcuWISYmpsr5S/fjTz/9VOHdrqoSoOqqaHQXKysrODg4YP/+/fDy8sL+/fvB5/MxdOhQicZDCKmb3r59i4yMDJFj0tChQ3Hjxg38/PPPsLOzg4qKCoRCIXr27CnWTaLqnGvE8fDhQwCVH0d1dXURGRmJCxcu4O+//8bff/+NwMBAeHl5lenUXJHaHCWr9Il8bajoPMwYq7UYSFmUWJA6r3Rowfj4eADA6dOnkZ+fj1OnToncsfh4tKOKNG/eHPfu3YObm1uVndBkZGTg5uYGNzc3rFq1CkuXLsWvv/6KkJAQuLu7VzpvdHR0mbJnz55BSUmJ6xQIAMOHD4evry8OHjyIDx8+QF5eHsOGDRNrO0pPShU5evQomjVrhmPHjols66edmyvaD82aNQNQ8ii6qu01NTXF8+fPy5R/WmZqagqg5AlD6fKBkhGsYmNjq1zPx7y8vODr64v4+HgcOHAAffr0EXksTghpPPbt2wcA3E2QtLQ0XLp0Cf7+/vDz8+PqlXdsrugYWJ1zzZfEXBE+n4++ffuib9++EAqFmDx5MrZu3Yr58+ejRYsWn9WhWhzR0dH46quvuO/Z2dmIj49H7969ubImTZqUGcmvoKCAO0+X+pzYTE1Ncf/+fQiFQpGnFk+fPuWmk7qPmkKROiMkJKTcOw2l7TpLm8+U3qX4uG5GRgYCAwOrXMfQoUMRFxeH7du3l5n24cMH5OTkACh5hP6p0v4D4rwt9ebNmyJteN+8eYOTJ0+iR48eIndZtLW10atXL+zfvx9BQUHo2bOnyHjnFRk0aBDu3btX7nC1pfulvP0UFhZWZhjb0vdCfHqS0NXVRbdu3bB169YyJwsAXJMuoOTEePPmTURGRnJlqampIs28AMDd3R18Ph/r1q0TiWvnzp3IyMhAnz59KttsESNGjACPx8P06dPx4sWLKvulEEIapn///ReLFi2Cubk516+rvOMfAKxZs6bM/MrKysD/sXffcVWW///AXweEwx4q0wEOFFDcIxypOUDNRNPKkTjS6qOp2VAbKlnhyJWaliVUzjRXmSYqaCq50UhUJBQHiAsQVEC4fn/443w9ss7kPuP1fDzOo8593+e+3/fN8dzX+74WSv8GanOvqcy6devw/fffIzg4GN27dy93u6eHxgWePPAqGbWv5F5UXvya+u6775SG816xYgUeP36M3r17K5Y1aNBAaQj1ks89W2OhTmx9+vRBRkYGNm7cqFj2+PFjLF26FA4ODujSpYsmp0NVjDUWZDDeeecdPHjwAAMGDIC/vz8KCgpw5MgRbNy4Eb6+vopOvL169VI8wXnzzTeRm5uLVatWwd3dvcwC8NNef/11/PLLL3jrrbcQGxuLjh07oqioCOfPn8cvv/yiGOv7s88+w8GDB9G3b1/4+PggMzMT33zzDWrXro1OnTpVei5NmzZFSEiI0nCzABQzXD9txIgRGDRoEABg9uzZKl2rDz74AJs3b8bgwYMxevRotG7dGnfv3sWOHTuwcuVKNG/eHC+++CK2bNmCAQMGoG/fvkhNTcXKlSsRGBioaNsLPKkmDwwMxMaNG9GoUSNUr14dTZs2RdOmTbF8+XJ06tQJQUFBGDt2LOrXr4+bN28iPj4e165dw5kzZwAAH374IdasWYOePXvinXfeUQw3W7duXdy9e1fx1MrNzQ3Tp09HREQEQkND8dJLL+HChQv45ptv0LZtW7WSAzc3N4SGhmLTpk1wcXFRKykhIuO0a9cunD9/Ho8fP8bNmzexf/9+xMTEwMfHBzt27ICNjQ0AwMnJCc8//zzmzZuHwsJC1KpVC3v27EFqamqpfZYMtPHxxx/jtddeg5WVFfr166fVveZpmzdvhoODAwoKChQzbx8+fBjNmzfHpk2bKvzsG2+8gbt37+KFF15A7dq1ceXKFSxduhQtWrRQ9D1o0aIFLC0tMXfuXGRnZ0Mulyvm3tBEQUEBunfvjldeeUXx+9ypUye89NJLSnG99dZbePnll9GzZ0+cOXMGf/75Z6kHY+rENm7cOHz77bcYOXIkTp48CV9fX2zevBmHDx/G4sWLK+yLQgZEsvGoiJ6xa9cuMXr0aOHv7y8cHByEtbW1aNiwoXjnnXfEzZs3lbbdsWOHaNasmbCxsRG+vr5i7ty5YvXq1aWGDHx2ODshngxfN3fuXNGkSRMhl8uFq6uraN26tYiIiBDZ2dlCCCH27dsn+vfvL7y9vYW1tbXw9vYWQ4YMERcvXqz0PACI8ePHizVr1gg/Pz8hl8tFy5YtyxxuTwgh8vPzhaurq3B2dhYPHz5U+XrduXNHTJgwQdSqVUtYW1uL2rVri/DwcHH79m0hxJNhYb/88kvh4+OjiOH3338vNZyhEEIcOXJEtG7dWlhbW5caRjAlJUWMGDFCeHp6CisrK1GrVi3x4osvis2bNyvt4/Tp06Jz585CLpeL2rVri8jISPH1118LACIjI0Np22XLlgl/f39hZWUlPDw8xNtvvy3u3buntE2XLl1EkyZNKrwGv/zyiwAgxo0bp/J1IyLjUzIUasnL2tpaeHp6ip49e4olS5YohiJ92rVr18SAAQOEi4uLcHZ2FoMHDxY3btwoc6jU2bNni1q1agkLCwul+4iq95qylAw3W/KysbERtWvXFi+++KJYvXq10jDeJZ79fd68ebPo1auXcHd3F9bW1qJu3brizTffFOnp6UqfW7Vqlahfv76wtLRUGt7Vx8dH9O3bt8z4yhtu9sCBA2LcuHHC1dVVODg4iGHDhok7d+4ofbaoqEhMnTpV1KxZU9jZ2YmQkBBx6dKlUvusKLay7s83b94Uo0aNEjVr1hTW1tYiKChIREVFKW1TMtzs/PnzS51TWX9bqloyIdjLhUhKjx8/hre3N/r164cffvhB6nB0avLkyfj222+Rm5ursw7vT9u+fTvCwsJw8OBBxVCDREREJA32sSCS2LZt23Dr1i2MGDFC6lC08vDhQ6X3d+7cwc8//4xOnTrpJakAgFWrVqF+/foqNU8jIiIi/WIfCyKJHD16FGfPnsXs2bPRsmVLo++YFhwcjK5duyIgIAA3b97EDz/8gJycHHz66ac6P9aGDRtw9uxZ7Ny5E0uWLNH5qChERESkPjaFIpLIyJEjsWbNGrRo0QLR0dEqTXhnyD766CNs3rwZ165dg0wmQ6tWrTBz5ky1hpBVlUwmg4ODA1599VWsXLkS1arxGQkREZHUmFgQEREREZHW2MeCiIiM0sGDB9GvXz94e3tDJpNh27ZtinWFhYWYOnUqgoKCYG9vD29vb4wYMQI3btyocJ+zZs2CTCZTevn7++v5TIiITAMTCyIiMkp5eXlo3rw5li9fXmrdgwcPcOrUKXz66ac4deoUtmzZggsXLiiNxV+eJk2aID09XfE6dOiQPsInIjI5bJisA8XFxbhx4wYcHR3ZiZSIjJ4QAvfv34e3tzcsLAz3+VPv3r2VZgN+mrOzM2JiYpSWLVu2DO3atUNaWhrq1q1b7n6rVasGT09PjePiPYGITIk69wQmFjpw48YN1KlTR+owiIh06urVq6hdu7bUYehMdnY2ZDIZXFxcKtwuOTkZ3t7esLGxQXBwMCIjIytMRPLz85Gfn694f/36dQQGBuoqbCIig6DKPYGJhQ6UTDN/9epVODk5SRwNEZF2cnJyUKdOHcVvmyl49OgRpk6diiFDhlT4O92+fXtER0ejcePGSE9PR0REBDp37ozExMRyr0dkZCQiIiJKLec9gYhMgTr3BI4KpQM5OTlwdnZGdnY2byJEZPSM8TdNJpNh69atCAsLK7WusLAQL7/8Mq5du4a4uDi1zikrKws+Pj5YuHAhxowZU+Y2z9ZYlNyEjen6ERGVR517AmssiIjIZBUWFuKVV17BlStXsH//frUL+i4uLmjUqBEuXbpU7jZyuRxyuVzbUImIjJ7h9sojIiLSQklSkZycjL1796JGjRpq7yM3NxcpKSnw8vLSQ4RERKaFiQURERml3NxcJCQkICEhAQCQmpqKhIQEpKWlobCwEIMGDcKJEyewdu1aFBUVISMjAxkZGSgoKFDso3v37li2bJni/fvvv48DBw7g8uXLOHLkCAYMGABLS0sMGTKkqk+PiMjosCkUEREZpRMnTqBbt26K91OmTAEAhIeHY9asWdixYwcAoEWLFkqfi42NRdeuXQEAKSkpuH37tmLdtWvXMGTIENy5cwdubm7o1KkT/v77b7i5uen3ZIiITAATCyIiMkpdu3ZFReOPqDI2yeXLl5Xeb9iwQduwiIjMFhMLHWo6809YyO2kDoOISOHynL5Sh0BERGaCiQURERGRhHyn7dToc3xwQIaGnbeJiIiIiEhrTCyIiIiIiEhrTCyIiIiIiEhrTCyIiIiIiEhrTCyIiIiIiEhrTCyIiIiIiEhrTCyIiIiIiEhrTCyIiIiIiEhrTCyIiIiIiEhrTCyIiIiIiEhrBp9YjBw5EmFhYVKHQUREREREFTD4xIKIiIiIiAwfEwsiIiIiItKawSQWmzdvRlBQEGxtbVGjRg306NEDeXl5ivVfffUVvLy8UKNGDYwfPx6FhYWKdffu3cOIESPg6uoKOzs79O7dG8nJyUr7P3ToEDp37gxbW1vUqVMHEydOVNr/N998Az8/P9jY2MDDwwODBg3S/0kTEREREZkIg0gs0tPTMWTIEIwePRpJSUmIi4vDwIEDIYQAAMTGxiIlJQWxsbH48ccfER0djejoaMXnR44ciRMnTmDHjh2Ij4+HEAJ9+vRRJB8pKSkIDQ3Fyy+/jLNnz2Ljxo04dOgQJkyYAAA4ceIEJk6ciM8++wwXLlzA7t278fzzz1f5dSAiIiIiMlbVpA4AeJJYPH78GAMHDoSPjw8AICgoSLHe1dUVy5Ytg6WlJfz9/dG3b1/s27cPY8eORXJyMnbs2IHDhw+jQ4cOAIC1a9eiTp062LZtGwYPHozIyEgMGzYMkydPBgD4+fnh66+/RpcuXbBixQqkpaXB3t4eL774IhwdHeHj44OWLVuWG29+fj7y8/MV73NycvRwVYiIiIiIjIdB1Fg0b94c3bt3R1BQEAYPHoxVq1bh3r17ivVNmjSBpaWl4r2XlxcyMzMBAElJSahWrRrat2+vWF+jRg00btwYSUlJAIAzZ84gOjoaDg4OildISAiKi4uRmpqKnj17wsfHB/Xr18frr7+OtWvX4sGDB+XGGxkZCWdnZ8WrTp06ur4kRERERERGxSASC0tLS8TExGDXrl0IDAzE0qVL0bhxY6SmpgIArKyslLaXyWQoLi5Wef+5ubl48803kZCQoHidOXMGycnJaNCgARwdHXHq1CmsX78eXl5emDFjBpo3b46srKwy9zd9+nRkZ2crXlevXtX43ImIiIiITIFBNIUCniQLHTt2RMeOHTFjxgz4+Phg69atlX4uICAAjx8/xtGjRxVNoe7cuYMLFy4gMDAQANCqVSucO3cODRs2LHc/1apVQ48ePdCjRw/MnDkTLi4u2L9/PwYOHFhqW7lcDrlcruGZEhERERGZHoNILI4ePYp9+/ahV69ecHd3x9GjR3Hr1i0EBATg7NmzFX7Wz88P/fv3x9ixY/Htt9/C0dER06ZNQ61atdC/f38AwNSpU/Hcc89hwoQJeOONN2Bvb49z584hJiYGy5Ytw++//47//vsPzz//PFxdXfHHH3+guLgYjRs3rorTJyIiIiIyegbRFMrJyQkHDx5Enz590KhRI3zyySdYsGABevfurdLno6Ki0Lp1a7z44osIDg6GEAJ//PGHoglVs2bNcODAAVy8eBGdO3dGy5YtMWPGDHh7ewMAXFxcsGXLFrzwwgsICAjAypUrsX79ejRp0kRv50xEREREZEpkomRMV9JYTk7Ok07ck3+BhdxO6nCIiBQuz+mr9mdKftOys7Ph5OSkh6hMG68fqct32k6NPqfJv28idanzm2YQNRZERERERGTcmFgQEZFROnjwIPr16wdvb2/IZDJs27ZNab0QAjNmzICXlxdsbW3Ro0cPJCcnV7rf5cuXw9fXFzY2Nmjfvj2OHTumpzMgIjItTCyIiMgo5eXloXnz5li+fHmZ6+fNm4evv/4aK1euxNGjR2Fvb4+QkBA8evSo3H1u3LgRU6ZMwcyZM3Hq1Ck0b94cISEhirmTiIiofEwsiIjIKPXu3Ruff/45BgwYUGqdEAKLFy/GJ598gv79+6NZs2b46aefcOPGjVI1G09buHAhxo4di1GjRiEwMBArV66EnZ0dVq9ercczISIyDUwsiIjI5KSmpiIjIwM9evRQLHN2dkb79u0RHx9f5mcKCgpw8uRJpc9YWFigR48e5X4GAPLz85GTk6P0IiIyRwYxjwUREZEuZWRkAAA8PDyUlnt4eCjWPev27dsoKioq8zPnz58v91iRkZGIiIjQMmIi08aRr8wDayyIiIi0MH36dGRnZyteV69elTokIiJJMLEgIiKT4+npCQC4efOm0vKbN28q1j2rZs2asLS0VOszACCXy+Hk5KT0IiIyR0wsiIjI5NSrVw+enp7Yt2+fYllOTg6OHj2K4ODgMj9jbW2N1q1bK32muLgY+/btK/czRET0f9jHgoiIjFJubi4uXbqkeJ+amoqEhARUr14ddevWxeTJk/H555/Dz88P9erVw6effgpvb2+EhYUpPtO9e3cMGDAAEyZMAABMmTIF4eHhaNOmDdq1a4fFixcjLy8Po0aNqurTIyIyOkwsiIjIKJ04cQLdunVTvJ8yZQoAIDw8HNHR0fjwww+Rl5eHcePGISsrC506dcLu3bthY2Oj+ExKSgpu376teP/qq6/i1q1bmDFjBjIyMtCiRQvs3r27VIduIiIqTSaEEFIHYexycnLg7OyM7Oxstq0lIqPH3zTt8PqRusxhxCRzOEdTpc5vGvtYEBERERGR1phYEBERERGR1phYEBERERGR1phYEBERERGR1phYEBERERGR1phYEBERERGR1phYEBERERGR1phYEBERERGR1jjztg41nfknLOR2UodBEuNkPkRE5knTSeCITAVrLIiIiIiISGtMLIiIiIiISGtMLIiIiIiISGtMLIiIiIiISGtMLIiIqMr8999/UodARER6onFiUVBQgAsXLuDx48e6jIeIiExYw4YN0a1bN6xZswaPHj2SOhwiItIhtROLBw8eYMyYMbCzs0OTJk2QlpYGAHjnnXcwZ84cnQdIRESm49SpU2jWrBmmTJkCT09PvPnmmzh27JjUYRERkQ6onVhMnz4dZ86cQVxcHGxsbBTLe/TogY0bN+o0OCIiMi0tWrTAkiVLcOPGDaxevRrp6eno1KkTmjZtioULF+LWrVtSh0hERBpSO7HYtm0bli1bhk6dOkEmkymWN2nSBCkpKToNjoiITFO1atUwcOBAbNq0CXPnzsWlS5fw/vvvo06dOhgxYgTS09OlDpGIiNSkdmJx69YtuLu7l1qel5enlGgQERGV58SJE/jf//4HLy8vLFy4EO+//z5SUlIQExODGzduoH///lKHSEREalI7sWjTpg127vy/KetLkonvv/8ewcHBOglq5MiRCAsL08m+iIjIcCxcuBBBQUHo0KEDbty4gZ9++glXrlzB559/jnr16qFz586Ijo7GqVOnpA6ViIjUVE3dD3z55Zfo3bs3zp07h8ePH2PJkiU4d+4cjhw5ggMHDugjRp0aOXIksrKysG3bNqlDISIyOytWrMDo0aMxcuRIeHl5lbmNu7s7fvjhhyqOjIiItKV2YtGpUyckJCRgzpw5CAoKwp49e9CqVSvEx8cjKChIHzHqRFFREZtqERFJLDk5udJtrK2tER4eXgXREBGRLqmdWABAgwYNsGrVKq0PvnnzZkRERODSpUuws7NDy5YtsX37dsX6r776CgsWLEBBQQFee+01LF68GFZWVgCAe/fuYdKkSfjtt9+Qn5+PLl264Ouvv4afnx8AIDo6GpMnT8ZPP/2EadOm4eLFixg+fDh+/PFHAP/XhCs2NhYdOnTAlClT8Ouvv+LevXvw8PDAW2+9henTp2t9jkRE9H+ioqLg4OCAwYMHKy3ftGkTHjx4wISCSA2+03ZWvlEZLs/pq+NIiJ7QKLEoKirC1q1bkZSUBAAIDAxE//79Ua2a6rtLT0/HkCFDMG/ePAwYMAD379/HX3/9BSEEgCcFfi8vL8TGxuLSpUt49dVX0aJFC4wdOxbAkyZNycnJ2LFjB5ycnDB16lT06dMH586dUyQfDx48wNy5c/H999+jRo0a8PLywsOHD5GTk4OoqCgAQPXq1fH1119jx44d+OWXX1C3bl1cvXoVV69e1eTSEBFRBSIjI/Htt9+WWu7u7o5x48YxsSAiMmJqJxb//vsvXnrpJWRkZKBx48YAgLlz58LNzQ2//fYbmjZtqtJ+0tPT8fjxYwwcOBA+Pj4AoNSUytXVFcuWLYOlpSX8/f3Rt29f7Nu3D2PHjlUkFIcPH0aHDh0AAGvXrkWdOnWwbds2xZOwwsJCfPPNN2jevLliv7a2tsjPz4enp6diWVpaGvz8/BRD6JbEU578/Hzk5+cr3ufk5Kh0zkRE5i4tLQ316tUrtdzHx0cx4SoRERkntUeFeuONN9CkSRNcu3YNp06dwqlTp3D16lU0a9YM48aNU3k/zZs3R/fu3REUFITBgwdj1apVuHfvnmJ9kyZNYGlpqXjv5eWFzMxMAEBSUhKqVauG9u3bK9bXqFEDjRs3VtSiAE/a6TZr1qzSWEaOHImEhAQ0btwYEydOxJ49eyrcPjIyEs7OzopXnTp1VD5vIiJz5u7ujrNnz5ZafubMGdSoUUOnx/L19YVMJiv1Gj9+fJnbR0dHl9r26YlgiYioYmonFgkJCYiMjISrq6timaurK7744gucPn1a5f1YWloiJiYGu3btQmBgIJYuXYrGjRsjNTUVABTNmUrIZDIUFxerFautra1KHbZbtWqF1NRUzJ49Gw8fPsQrr7yCQYMGlbv99OnTkZ2drXix2RQRkWqGDBmCiRMnIjY2FkVFRSgqKsL+/fsxadIkvPbaazo91vHjx5Genq54xcTEAECp/h1Pc3JyUvrMlStXdBoTEZEpU7spVKNGjXDz5k00adJEaXlmZiYaNmyo1r5kMhk6duyIjh07YsaMGfDx8cHWrVsr/VxAQAAeP36Mo0ePKppC3blzBxcuXEBgYGCFn7W2tkZRUVGp5U5OTnj11Vfx6quvYtCgQQgNDcXdu3dRvXr1UtvK5XLI5XIVz5KIiErMnj0bly9fRvfu3RX98oqLizFixAh8+eWXOj2Wm5ub0vs5c+agQYMG6NKlS7mfkclkSk1liYhIdWonFpGRkZg4cSJmzZqF5557DgDw999/47PPPsPcuXOV+hs4OTmVu5+jR49i37596NWrF9zd3XH06FHcunULAQEBZVaTP83Pzw/9+/fH2LFj8e2338LR0RHTpk1DrVq1Kp2t1dfXF3/++ScuXLiAGjVqwNnZGUuXLoWXlxdatmwJCwsLbNq0CZ6ennBxcVH9whARUaWsra2xceNGzJ49G2fOnIGtrS2CgoIq7dumrYKCAqxZswZTpkypsCY7NzcXPj4+KC4uRqtWrfDll1+WepD2LPa7IyJ6Qu3E4sUXXwQAvPLKK4of55KRnPr166d4L5PJyqwZKOHk5ISDBw9i8eLFyMnJgY+PDxYsWIDevXtj48aNlcYRFRWFSZMm4cUXX0RBQQGef/55/PHHH6WaUD1r7NixiIuLQ5s2bZCbm4vY2Fg4Ojpi3rx5SE5OhqWlJdq2bYs//vgDFhZqtxQjIiIVNGrUCI0aNaqy423btg1ZWVkYOXJkuds0btwYq1evRrNmzZCdnY2vvvoKHTp0wL///ovatWuX+7nIyEhEREToIWoiIuMiEyVZgYri4uJUnmiuoupmU5KTk/OkE/fkX2Aht5M6HJIYxwcnY1fym5adnV1hzbMmioqKEB0djX379iEzM7NU37n9+/fr9HglQkJCYG1tjd9++03lzxQWFiIgIABDhgzB7Nmzy92urBqLOnXq6OX6kWHTdF6JqibFfYpzbhgvde4JatdYdO3aVdO4iIjIzE2aNAnR0dHo27cvmjZtqvKDKm1cuXIFe/fuxZYtW9T6nJWVFVq2bIlLly5VuB373RERPaF2YlGvXj2MGjUKI0eORN26dfURExERmagNGzbgl19+QZ8+farsmFFRUXB3d0ffvuo9+SwqKsI///xTpbESERkztTsRTJo0CVu2bEH9+vXRs2dPbNiwQakKmIiIqDzW1tZqjyCojeLiYkRFRSE8PFwxClWJESNGYPr06Yr3n332Gfbs2YP//vsPp06dwvDhw3HlyhW88cYbVRYvEZExUzuxmDx5MhISEnDs2DEEBATgnXfegZeXFyZMmIBTp07pI0YiIjIR7733HpYsWQI1u/dpbO/evUhLS8Po0aNLrUtLS0N6erri/b179zB27FgEBASgT58+yMnJwZEjRyodxpyIiJ5Qu/P2swoLC/HNN99g6tSpKCwsRFBQECZOnIhRo0ZVSdtZQ8DO2/Q0djQjY6fPztsDBgxAbGwsqlevjiZNmpQayU/dfhCGSJ/XjwwbO2+Xj523jZdeO2+XKCwsxNatWxEVFYWYmBg899xzGDNmDK5du4aPPvoIe/fuxbp16zTdPRERmSAXFxcMGDBA6jCIyEgwITEuaicWp06dQlRUFNavXw8LCwuMGDECixYtgr+/v2KbAQMGoG3btjoNlIiIjF9UVJTUIRARkZ6onVi0bdsWPXv2xIoVKxAWFlbmhHT16tXDa6+9ppMAiYjItDx+/BhxcXFISUnB0KFD4ejoiBs3bsDJyQkODg5Sh0dERBpSO7H477//4OPjU+E29vb2fCpFRESlXLlyBaGhoUhLS0N+fj569uwJR0dHzJ07F/n5+Vi5cqXUIRIRkYbUHhWqW7duuHPnTqnlWVlZqF+/vk6CIiIi0zRp0iS0adMG9+7dg62trWL5gAEDsG/fPgkjIyIibaldY3H58mUUFRWVWp6fn4/r16/rJCgiIjJNf/31F44cOQJra2ul5b6+vryHEBEZOZUTix07dij+/88//4Szs7PifVFREfbt2wdfX1+dBmdsEiNCOLQgEVEFiouLy3w4de3aNTg6OkoQERER6YrKiUVYWBgAQCaTITw8XGmdlZUVfH19sWDBAp0GR0REpqVXr15YvHgxvvvuOwBP7im5ubmYOXMm+vTpI3F0RESkDZUTi+LiYgBPRnw6fvw4atasqbegiIjINC1YsAAhISEIDAzEo0ePMHToUCQnJ6NmzZpYv3691OEREZEW1O5jkZqaqo84iIjIDNSuXRtnzpzBhg0bcPbsWeTm5mLMmDEYNmyYUmduIiIyPhrPvE1ERKSJatWqYfjw4VKHQUREOsbEgoiIqsxPP/1U4foRI0ZUUSRERKRrTCyIiKjKTJo0Sel9YWEhHjx4AGtra9jZ2TGxICIyYmpPkEdERKSpe/fuKb1yc3Nx4cIFdOrUiZ23iYiMnMY1FpmZmcjMzFSMFlWiWbNmWgdFRETmw8/PD3PmzMHw4cNx/vx5qcMhIiINqZ1YnDx5EuHh4UhKSoIQAsCTcciFEJDJZGVOfGQums78ExZyO6nDIJLc5Tl9pQ6BjEy1atVw48YNqcMgPfOdtlOjz2n6m1LVxyMyd2onFqNHj0ajRo3www8/wMPDAzKZTB9xERGRCdqxY4fSeyEE0tPTsWzZMnTs2FGiqIiISBfUTiz+++8//Prrr2jYsKE+4iEiIhMWFham9F4mk8HNzQ0vvPACFixYIE1QRESkE2onFt27d8eZM2eYWBARkdqe7ZdHRESmQ+3E4vvvv0d4eDgSExPRtGlTWFlZKa1/6aWXdBYcEREREREZB7UTi/j4eBw+fBi7du0qtc7cO28TEVHFpkyZovK2Cxcu1GMkRESka2onFu+88w6GDx+OTz/9FB4eHvqIiYiITNTp06dx+vRpFBYWonHjxgCAixcvwtLSEq1atVJsx4FBiIiMj9qJxZ07d/Duu+8yqSAiIrX169cPjo6O+PHHH+Hq6grgyaR5o0aNQufOnfHee+9JHCEREWlK7Zm3Bw4ciNjYWH3EQkREJm7BggWIjIxUJBUA4Orqis8//5yjQhERGTm1aywaNWqE6dOn49ChQwgKCirVeXvixIk6C46IiExLTk4Obt26VWr5rVu3cP/+fQkiIiIiXVG7xuL777+Hg4MDDhw4gGXLlmHRokWK1+LFi/UQIhERmYoBAwZg1KhR2LJlC65du4Zr167h119/xZgxYzBw4ECdHmvWrFmQyWRKL39//wo/s2nTJvj7+8PGxgZBQUH4448/dBoTEZEpU7vGIjU1VR9xEBGRGVi5ciXef/99DB06FIWFhQCAatWqYcyYMZg/f77Oj9ekSRPs3btX8b5atfJve0eOHMGQIUMQGRmJF198EevWrUNYWBhOnTqFpk2b6jw2IiJTo3ZiUaKgoACpqalo0KBBhT/UREREJezs7PDNN99g/vz5SElJAQA0aNAA9vb2ejletWrV4OnpqdK2S5YsQWhoKD744AMAwOzZsxETE4Nly5Zh5cqVeomPiMiUqN0U6sGDBxgzZgzs7OzQpEkTpKWlAXgyDO2cOXN0HqCuzZo1Cy1atJA6DCIis5aeno709HT4+fnB3t4eQgi9HCc5ORne3t6oX78+hg0bprhnlSU+Ph49evRQWhYSEoL4+PgKj5Gfn4+cnBylFxGROVK7qmH69Ok4c+YM4uLiEBoaqljeo0cPzJo1C9OmTdNpgEREZDru3LmDV155BbGxsZDJZEhOTkb9+vUxZswYuLq66nRkqPbt2yM6OhqNGzdGeno6IiIi0LlzZyQmJsLR0bHU9hkZGaWGUvfw8EBGRkaFx4mMjERERITO4qbSfKftNOnjVTVTPz+g6s/x8py+VXo8Q6V2jcW2bduwbNkydOrUSWkCoyZNmiiqtTXVtWtXTJgwARMmTICzszNq1qyJTz/9VPEk6+eff0abNm3g6OgIT09PDB06FJmZmYrPx8XFQSaTYd++fWjTpg3s7OzQoUMHXLhwAQAQHR2NiIgInDlzRtGRLzo6GkIIzJo1C3Xr1oVcLoe3tzdHtyIi0oN3330XVlZWSEtLg52dnWL5q6++it27d+v0WL1798bgwYPRrFkzhISE4I8//kBWVhZ++eUXnR5n+vTpyM7OVryuXr2q0/0TERkLtWssbt26BXd391LL8/LydDJT6o8//ogxY8bg2LFjOHHiBMaNG4e6deti7NixKCwsxOzZs9G4cWNkZmZiypQpGDlyZKlROz7++GMsWLAAbm5ueOuttzB69GgcPnwYr776KhITE7F7925FZz5nZ2f8+uuvWLRoETZs2IAmTZogIyMDZ86cKTfG/Px85OfnK96z2puISDV79uzBn3/+idq1ayst9/Pzw5UrV/R6bBcXFzRq1AiXLl0qc72npydu3ryptOzmzZuV9tGQy+WQy+U6i5OIyFipnVi0adMGO3fuxDvvvAMAimTi+++/R3BwsNYB1alTB4sWLYJMJkPjxo3xzz//YNGiRRg7dixGjx6t2K5+/fr4+uuv0bZtW+Tm5sLBwUGx7osvvkCXLl0AANOmTUPfvn3x6NEj2NrawsHBoVRnvrS0NHh6eqJHjx6wsrJC3bp10a5du3JjZLU3EZFm8vLylGoqSty9e1fvhfPc3FykpKTg9ddfL3N9cHAw9u3bh8mTJyuWxcTE6OTeRkRkDtRuCvXll1/io48+wttvv43Hjx9jyZIl6NWrF6KiovDFF19oHdBzzz2nVPMRHByM5ORkFBUV4eTJk+jXrx/q1q0LR0dHRfLwbGe8Zs2aKf7fy8sLAJSaTD1r8ODBePjwIerXr4+xY8di69atePz4cbnbs9qbiEgznTt3xk8//aR4L5PJUFxcjHnz5qFbt246Pdb777+PAwcO4PLlyzhy5AgGDBgAS0tLDBkyBAAwYsQITJ8+XbH9pEmTsHv3bixYsADnz5/HrFmzcOLECUyYMEGncRERmSq1E4tOnTohISEBjx8/RlBQEPbs2QN3d3fEx8ejdevW+ogRAPDo0SOEhITAyckJa9euxfHjx7F161YAT4a+fdrTs4GXJCnFxcXl7rtOnTq4cOECvvnmG9ja2uJ///sfnn/+ecUY68+Sy+VwcnJSehERUeXmzZuH7777Dr1790ZBQQE+/PBDNG3aFAcPHsTcuXN1eqxr165hyJAhaNy4MV555RXUqFEDf//9N9zc3AA8eSiVnp6u2L5Dhw5Yt24dvvvuOzRv3hybN2/Gtm3bOIcFEZGKNJqAokGDBli1apWuYwEAHD16VOn933//DT8/P5w/fx537tzBnDlzUKdOHQDAiRMn1N6/tbU1ioqKSi23tbVFv3790K9fP4wfPx7+/v74559/0KpVK81OhIiISmnatCkuXryIZcuWwdHREbm5uRg4cCDGjx+vqGHWlQ0bNlS4Pi4urtSywYMHY/DgwTqNg4jIXKidWFhaWiI9Pb1UB+47d+7A3d29zEK7OtLS0jBlyhS8+eabOHXqFJYuXYoFCxagbt26sLa2xtKlS/HWW28hMTERs2fPVnv/vr6+SE1NRUJCAmrXrg1HR0esX78eRUVFaN++Pezs7LBmzRrY2trCx8dHq3MhIqL/U1hYiNDQUKxcuRIff/yx1OEQEZGOqd0UqrxJjPLz82Ftba11QCNGjMDDhw/Rrl07jB8/HpMmTcK4cePg5uaG6OhobNq0CYGBgZgzZw6++uortff/8ssvIzQ0FN26dYObmxvWr18PFxcXrFq1Ch07dkSzZs2wd+9e/Pbbb6hRo4bW50NERE9YWVnh7NmzUodBRER6onKNxddffw3gSZ+F77//XmkUpqKiIhw8eBD+/v5aB2RlZYXFixdjxYoVpdYNGTJE0emuxNOJTteuXUslPi1atFBaJpfLsXnz5lL7DgsL0zJyIiKqzPDhw/HDDz9gzpw5UodCREQ6pnJisWjRIgBPCvIrV66EpaWlYp21tTV8fX2xcuVK3UdIREQm4/Hjx1i9ejX27t2L1q1bw97eXmn9woULJYqMiIi0pXJikZqaCgDo1q0btmzZAldXV70FRUREpuPs2bNo2rQpLCwskJiYqBgU4+LFi0rb6WKSVSIiko7anbdjY2P1EQeAskfoICIi49ayZUvFoB9XrlzB8ePH2YeNiMgEqZRYTJkyBbNnz4a9vT2mTJlS4basxiYioqe5uLggNTUV7u7uuHz5coXzChERkfFSKbE4ffq0YrK406dPl7sdq7GJiOhZL7/8Mrp06QIvLy/IZDK0adNGqZ/e0/77778qjo6IiHRFpcTi6eZP+mwKRUREpue7777DwIEDcenSJUycOBFjx46Fo6Oj1GEREZGOaTTzNhERkTpCQ0MBACdPnsSkSZOYWBARmSAmFkREVGWioqKkDoGIiPRE7Zm3iYiIiIiInsXEgoiIiIiItMbEgoiIiIiItMY+FjqUGBECJycnqcMgIiIiIqpyrLEgIiIiIiKtMbEgIiIiIiKtMbEgIiIiIiKtMbEgIiIiIiKtMbEgIiIiIiKtMbEgIiIiIiKtMbEgIiIiIiKtcR4LHWo6809YyO2kDoMIl+f0lToEIiIiqoTvtJ1Vejx9lw9YY0FERERERFpjYkFERERERFpjYkFERCYpMjISbdu2haOjI9zd3REWFoYLFy5U+Jno6GjIZDKll42NTRVFTERk3JhYEBGRSTpw4ADGjx+Pv//+GzExMSgsLESvXr2Ql5dX4eecnJyQnp6ueF25cqWKIiYiMm7svE1ERCZp9+7dSu+jo6Ph7u6OkydP4vnnny/3czKZDJ6envoOj4jI5LDGgoiIzEJ2djYAoHr16hVul5ubCx8fH9SpUwf9+/fHv//+W+H2+fn5yMnJUXoREZkjJhZERGTyiouLMXnyZHTs2BFNmzYtd7vGjRtj9erV2L59O9asWYPi4mJ06NAB165dK/czkZGRcHZ2Vrzq1Kmjj1MgIjJ4TCyIiMjkjR8/HomJidiwYUOF2wUHB2PEiBFo0aIFunTpgi1btsDNzQ3ffvttuZ+ZPn06srOzFa+rV6/qOnwiIqPAPhZERGTSJkyYgN9//x0HDx5E7dq11fqslZUVWrZsiUuXLpW7jVwuh1wu1zZMIiKjxxoLIiIySUIITJgwAVu3bsX+/ftRr149tfdRVFSEf/75B15eXnqIkIjItLDGgoiITNL48eOxbt06bN++HY6OjsjIyAAAODs7w9bWFgAwYsQI1KpVC5GRkQCAzz77DM899xwaNmyIrKwszJ8/H1euXMEbb7wh2XkQERkLo6mxGDlyJMLCwircxtfXF4sXL66SeIiIyLCtWLEC2dnZ6Nq1K7y8vBSvjRs3KrZJS0tDenq64v29e/cwduxYBAQEoE+fPsjJycGRI0cQGBgoxSkQERkVk6qxOH78OOzt7SvcJi4uDt26dcO9e/fg4uJSNYEREVGVE0JUuk1cXJzS+0WLFmHRokV6ioiIyLSZVGLh5uZW4frCwsIqioSIiKjq+E7bqdHnLs/pq+NIiMicGVxTqM2bNyMoKAi2traoUaMGevTogby8PMX6r776Cl5eXqhRowbGjx+vlCw82xRKJpNhxYoVeOmll2Bvb4+xY8eiW7duAABXV1fIZDKMHDlSpeMSEREREVH5DKrGIj09HUOGDMG8efMwYMAA3L9/H3/99ZeiOjs2NhZeXl6IjY3FpUuX8Oqrr6JFixYYO3ZsufucNWsW5syZg8WLF8PS0hIvvfQSXn75ZVy4cAFOTk6wtbWt9LjPys/PR35+vuI9Z1klIiIiInNncInF48ePMXDgQPj4+AAAgoKCFOtdXV2xbNkyWFpawt/fH3379sW+ffsqTCyGDh2KUaNGKd6npqYCANzd3RV9LFJSUio87rMiIyMRERGh8XkSEREREZkag2oK1bx5c3Tv3h1BQUEYPHgwVq1ahXv37inWN2nSBJaWlor3Xl5eyMzMrHCfbdq00fq4z+Isq0REREREygwqsbC0tERMTAx27dqFwMBALF26FI0bN1bUMlhZWSltL5PJUFxcXOE+KxslSpXjPksul8PJyUnpRURERERkzgwqsQCeJAsdO3ZEREQETp8+DWtra2zdulVn+7e2tgbwZDbVqjwuEREREZEpM6g+FkePHsW+ffvQq1cvuLu74+jRo7h16xYCAgJw9uxZnRzDx8cHMpkMv//+O/r06QNbW1v8+++/5R6XiIiIiIgqZ1A1Fk5OTjh48CD69OmDRo0a4ZNPPsGCBQvQu3dvnR2jVq1aiIiIwLRp0+Dh4YEJEyZUyXGJiIiIiEyZQdVYBAQEYPfu3WWui46OLrXs6TkrAODy5ctK78sbLvbTTz/Fp59+qrSsvOMSEREREVHlDKrGgoiIiIiIjBMTCyIiIiIi0hoTCyIiIiIi0hoTCyIiIiIi0hoTCyIiIiIi0ppBjQpFRERkznyn7TTp4xGZKv5beoI1FkREREREpDUmFkREREREpDUmFkREREREpDUmFkREREREpDUmFkREREREpDWOCqVDiREhcHJykjoMIiIiIqIqxxoLIiIiIiLSGhMLIiIiIiLSGhMLIiIiIiLSGhMLIiIyacuXL4evry9sbGzQvn17HDt2rMLtN23aBH9/f9jY2CAoKAh//PFHFUVKRGTcmFgQEZHJ2rhxI6ZMmYKZM2fi1KlTaN68OUJCQpCZmVnm9keOHMGQIUMwZswYnD59GmFhYQgLC0NiYmIVR05EZHyYWBARkclauHAhxo4di1GjRiEwMBArV66EnZ0dVq9eXeb2S5YsQWhoKD744AMEBARg9uzZaNWqFZYtW1bFkRMRGR8ON6sDQggAQE5OjsSREBFpr+S3rOS3zVgVFBTg5MmTmD59umKZhYUFevTogfj4+DI/Ex8fjylTpigtCwkJwbZt28o9Tn5+PvLz8xXvs7OzAWh2TyjOf6D2Z4iIVKXJ75I69wQmFjpw584dAECdOnUkjoSISHfu378PZ2dnqcPQ2O3bt1FUVAQPDw+l5R4eHjh//nyZn8nIyChz+4yMjHKPExkZiYiIiFLLeU8gIkPjvFjzz6pyT2BioQPVq1cHAKSlpRn1TVhqOTk5qFOnDq5evcqJBrXA66g9c7+GQgjcv38f3t7eUodiFKZPn65Uy1FcXIy7d++iRo0akMlkEkZWNnP7fvN8TZs5na9U56rOPYGJhQ5YWDzpquLs7GzyX+qq4OTkxOuoA7yO2jPna2gKD0lq1qwJS0tL3Lx5U2n5zZs34enpWeZnPD091doeAORyOeRyudIyFxcXzYKuQub2/eb5mjZzOl8pzlXVewI7bxMRkUmytrZG69atsW/fPsWy4uJi7Nu3D8HBwWV+Jjg4WGl7AIiJiSl3eyIi+j+ssSAiIpM1ZcoUhIeHo02bNmjXrh0WL16MvLw8jBo1CgAwYsQI1KpVC5GRkQCASZMmoUuXLliwYAH69u2LDRs24MSJE/juu++kPA0iIqPAxEIH5HI5Zs6cWaoqnNTD66gbvI7a4zU0Ha+++ipu3bqFGTNmICMjAy1atMDu3bsVHbTT0tIUzVkBoEOHDli3bh0++eQTfPTRR/Dz88O2bdvQtGlTqU5B58zt+83zNW3mdL7GcK4yYezjCRIRERERkeTYx4KIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxEIHli9fDl9fX9jY2KB9+/Y4duyY1CEZjFmzZkEmkym9/P39FesfPXqE8ePHo0aNGnBwcMDLL79canKqtLQ09O3bF3Z2dnB3d8cHH3yAx48fV/WpVKmDBw+iX79+8Pb2hkwmw7Zt25TWCyEwY8YMeHl5wdbWFj169EBycrLSNnfv3sWwYcPg5OQEFxcXjBkzBrm5uUrbnD17Fp07d4aNjQ3q1KmDefPm6fvUqkxl13DkyJGlvpuhoaFK25j7NSTTd/nyZYwZMwb16tWDra0tGjRogJkzZ6KgoEDq0PTiiy++QIcOHWBnZ2cUkxiqy5zKI5X9xpuSyMhItG3bFo6OjnB3d0dYWBguXLggdVhlYmKhpY0bN2LKlCmYOXMmTp06hebNmyMkJASZmZlSh2YwmjRpgvT0dMXr0KFDinXvvvsufvvtN2zatAkHDhzAjRs3MHDgQMX6oqIi9O3bFwUFBThy5Ah+/PFHREdHY8aMGVKcSpXJy8tD8+bNsXz58jLXz5s3D19//TVWrlyJo0ePwt7eHiEhIXj06JFim2HDhuHff/9FTEwMfv/9dxw8eBDjxo1TrM/JyUGvXr3g4+ODkydPYv78+Zg1a5bJjNdf2TUEgNDQUKXv5vr165XWm/s1JNN3/vx5FBcX49tvv8W///6LRYsWYeXKlfjoo4+kDk0vCgoKMHjwYLz99ttSh6Jz5lYeUeU33lQcOHAA48ePx99//42YmBgUFhaiV69eyMvLkzq00gRppV27dmL8+PGK90VFRcLb21tERkZKGJXhmDlzpmjevHmZ67KysoSVlZXYtGmTYllSUpIAIOLj44UQQvzxxx/CwsJCZGRkKLZZsWKFcHJyEvn5+XqN3VAAEFu3blW8Ly4uFp6enmL+/PmKZVlZWUIul4v169cLIYQ4d+6cACCOHz+u2GbXrl1CJpOJ69evCyGE+Oabb4Srq6vSdZw6dapo3Lixns+o6j17DYUQIjw8XPTv37/cz/AakrmaN2+eqFevntRh6FVUVJRwdnaWOgydMufySFm/8aYsMzNTABAHDhyQOpRSWGOhhYKCApw8eRI9evRQLLOwsECPHj0QHx8vYWSGJTk5Gd7e3qhfvz6GDRuGtLQ0AMDJkydRWFiodP38/f1Rt25dxfWLj49HUFCQYjIrAAgJCUFOTg7+/fffqj0RA5GamoqMjAyl6+bs7Iz27dsrXTcXFxe0adNGsU2PHj1gYWGBo0ePKrZ5/vnnYW1trdgmJCQEFy5cwL1796robKQVFxcHd3d3NG7cGG+//Tbu3LmjWMdrSOYqOzsb1atXlzoMUgPLI+YlOzsbAAzy3ykTCy3cvn0bRUVFSoVeAPDw8EBGRoZEURmW9u3bIzo6Grt378aKFSuQmpqKzp074/79+8jIyIC1tXWpdq5PX7+MjIwyr2/JOnNUct4Vfe8yMjLg7u6utL5atWqoXr06r+3/Fxoaip9++gn79u3D3LlzceDAAfTu3RtFRUUAeA3JPF26dAlLly7Fm2++KXUopAaWR8xHcXExJk+ejI4dO6Jp06ZSh1NKNakDINPWu3dvxf83a9YM7du3h4+PD3755RfY2tpKGBmZu9dee03x/0FBQWjWrBkaNGiAuLg4dO/eXcLIiLQ3bdo0zJ07t8JtkpKSlAbTuH79OkJDQzF48GCMHTtW3yHqjCbnSmSsxo8fj8TERKX+qoaEiYUWatasCUtLy1KjGN28eROenp4SRWXYXFxc0KhRI1y6dAk9e/ZEQUEBsrKylGotnr5+np6epUa1KLne5nqNS8775s2b8PLyUiy/efMmWrRoodjm2Q57jx8/xt27d5WubVnf3aePYU7q16+PmjVr4tKlS+jevTuvIRm19957DyNHjqxwm/r16yv+/8aNG+jWrRs6dOhgdIMPqHuupojlEfMwYcIExUAitWvXljqcMrEplBasra3RunVr7Nu3T7GsuLgY+/btQ3BwsISRGa7c3FykpKTAy8sLrVu3hpWVldL1u3DhAtLS0hTXLzg4GP/8849SAS8mJgZOTk4IDAys8vgNQb169eDp6al03XJycnD06FGl65aVlYWTJ08qttm/fz+Ki4vRvn17xTYHDx5EYWGhYpuYmBg0btwYrq6uVXQ2huPatWu4c+eOIlnjNSRj5ubmBn9//wpfJX2Drl+/jq5du6J169aIioqChYVxFQ3UOVdTxfKIaRNCYMKECdi6dSv279+PevXqSR1S+aTuPW7sNmzYIORyuYiOjhbnzp0T48aNEy4uLkqjGJmz9957T8TFxYnU1FRx+PBh0aNHD1GzZk2RmZkphBDirbfeEnXr1hX79+8XJ06cEMHBwSI4OFjx+cePH4umTZuKXr16iYSEBLF7927h5uYmpk+fLtUpVYn79++L06dPi9OnTwsAYuHCheL06dPiypUrQggh5syZI1xcXMT27dvF2bNnRf/+/UW9evXEw4cPFfsIDQ0VLVu2FEePHhWHDh0Sfn5+YsiQIYr1WVlZwsPDQ7z++usiMTFRbNiwQdjZ2Ylvv/22ys9XHyq6hvfv3xfvv/++iI+PF6mpqWLv3r2iVatWws/PTzx69EixD3O/hmT6rl27Jho2bCi6d+8url27JtLT0xUvU3TlyhVx+vRpERERIRwcHBS/Effv35c6NK2ZW3mksvukKXn77beFs7OziIuLU/o3+uDBA6lDK4WJhQ4sXbpU1K1bV1hbW4t27dqJv//+W+qQDMarr74qvLy8hLW1tahVq5Z49dVXxaVLlxTrHz58KP73v/8JV1dXYWdnJwYMGFDqhnb58mXRu3dvYWtrK2rWrCnee+89UVhYWNWnUqViY2MFgFKv8PBwIcSTIWc//fRT4eHhIeRyuejevbu4cOGC0j7u3LkjhgwZIhwcHISTk5MYNWpUqZvnmTNnRKdOnYRcLhe1atUSc+bMqapT1LuKruGDBw9Er169hJubm7CyshI+Pj5i7NixpW7A5n4NyfRFRUWV+e/EVJ87hoeHl3musbGxUoemE+ZUHqnsPmlKyvs3GhUVJXVopciEEELPlSJERERERGTijKshJRERERERGSQmFkREREREpDUmFkREREREpDUmFkREREREpDUmFkREREREpDUmFkREREREpDUmFkREREREpDUmFkRqkslk2LZtm9RhEBGRGfP19cXixYulDoNICRMLIiIiIiLSGhMLIgNXWFgodQhERERElWJiQWZn8+bNCAoKgq2tLWrUqIEePXogLy8PAHD8+HH07NkTNWvWhLOzM7p06YJTp05VuL+rV6/ilVdegYuLC6pXr47+/fvj8uXLivVxcXFo164d7O3t4eLigo4dO+LKlStl7uvy5cuQyWTYuHEjunTpAhsbG6xduxYA8P333yMgIAA2Njbw9/fHN998o/hchw4dMHXqVKV93bp1C1ZWVjh48CAAID8/H++//z5q1aoFe3t7tG/fHnFxcYrto6Oj4eLigj///BMBAQFwcHBAaGgo0tPTFdt07doVkydPVjpOWFgYRo4cqXhf2XGIiMzdd999B29vbxQXFyst79+/P0aPHo2UlBT0798fHh4ecHBwQNu2bbF3795y91dy70hISFAsy8rKgkwmU/r9TUxMRO/eveHg4AAPDw+8/vrruH37tq5Pj8wYEwsyK+np6RgyZAhGjx6NpKQkxMXFYeDAgRBCAADu37+P8PBwHDp0CH///Tf8/PzQp08f3L9/v8z9FRYWIiQkBI6Ojvjrr79w+PBhRYG8oKAAjx8/RlhYGLp06YKzZ88iPj4e48aNg0wmqzDOadOmYdKkSUhKSkJISAjWrl2LGTNm4IsvvkBSUhK+/PJLfPrpp/jxxx8BAMOGDcOGDRsU5wEAGzduhLe3Nzp37gwAmDBhAuLj47FhwwacPXsWgwcPRmhoKJKTkxWfefDgAb766iv8/PPPOHjwINLS0vD++++rdY1VOQ4RkTkbPHgw7ty5g9jYWMWyu3fvYvfu3Rg2bBhyc3PRp08f7Nu3D6dPn0ZoaCj69euHtLQ0jY+ZlZWFF154AS1btsSJEyewe/du3Lx5E6+88oouTonoCUFkRk6ePCkAiMuXL6u0fVFRkXB0dBS//fabYhkAsXXrViGEED///LNo3LixKC4uVqzPz88Xtra24s8//xR37twRAERcXJxKx0tNTRUAxOLFi5WWN2jQQKxbt05p2ezZs0VwcLAQQojMzExRrVo1cfDgQcX64OBgMXXqVCGEEFeuXBGWlpbi+vXrSvvo3r27mD59uhBCiKioKAFAXLp0SbF++fLlwsPDQ/G+S5cuYtKkSUr76N+/vwgPD1f5OERE9OS3c/To0Yr33377rfD29hZFRUVlbt+kSROxdOlSxXsfHx+xaNEiIcT/3TtOnz6tWH/v3j0BQMTGxgohntwzevXqpbTPq1evCgDiwoULujkpMnussSCz0rx5c3Tv3h1BQUEYPHgwVq1ahXv37inW37x5E2PHjoWfnx+cnZ3h5OSE3Nzccp8SnTlzBpcuXYKjoyMcHBzg4OCA6tWr49GjR0hJSUH16tUxcuRIhISEoF+/fliyZIlS06LytGnTRvH/eXl5SElJwZgxYxTHcHBwwOeff46UlBQAgJubG3r16qVoNpWamor4+HgMGzYMAPDPP/+gqKgIjRo1UtrHgQMHFPsAADs7OzRo0EDx3svLC5mZmSpfX1WPQ0Rk7oYNG4Zff/0V+fn5AIC1a9fitddeg4WFBXJzc/H+++8jICAALi4ucHBwQFJSklY1FmfOnEFsbKzSb7O/vz8A8PeZdKaa1AEQVSVLS0vExMTgyJEj2LNnD5YuXYqPP/4YR48eRb169RAeHo47d+5gyZIl8PHxgVwuR3BwMAoKCsrcX25uLlq3bq0o0D/Nzc0NABAVFYWJEydi9+7d2LhxIz755BPExMTgueeeKzdOe3t7pWMAwKpVq9C+fftS51Ni2LBhmDhxIpYuXYp169YhKCgIQUFBin1YWlri5MmTSp8BAAcHB8X/W1lZKa2TyWRKzassLCyU3gPKnctVPQ4Rkbnr168fhBDYuXMn2rZti7/++guLFi0CALz//vuIiYnBV199hYYNG8LW1haDBg0q915kYfHkOfHTv8/PDvyRm5uLfv36Ye7cuaU+7+XlpavTIjPHxILMjkwmQ8eOHdGxY0fMmDEDPj4+2Lp1K6ZMmYLDhw/jm2++QZ8+fQA86ZhdUce2Vq1aYePGjXB3d4eTk1O527Vs2RItW7bE9OnTERwcjHXr1lWYWDzNw8MD3t7e+O+//xQ1EGXp378/xo0bh927d2PdunUYMWKE0vGLioqQmZmp6HOhCTc3N6Ual6KiIiQmJqJbt246PQ4RkamzsbHBwIEDsXbtWly6dAmNGzdGq1atAACHDx/GyJEjMWDAAABPkoKnBwV5VsmDrPT0dLRs2RIAlDpyA0/uV7/++it8fX1RrRqLf6QfbApFZuXo0aP48ssvceLECaSlpWHLli24desWAgICAAB+fn74+eefkZSUhKNHj2LYsGGwtbUtd3/Dhg1DzZo10b9/f/z1119ITU1FXFwcJk6ciGvXriE1NRXTp09HfHw8rly5gj179iA5OVlxPFVFREQgMjISX3/9NS5evIh//vkHUVFRWLhwoWIbe3t7hIWF4dNPP0VSUhKGDBmiWNeoUSMMGzYMI0aMwJYtW5Camopjx44hMjISO3fuVDmOF154ATt37sTOnTtx/vx5vP3228jKytL5cYiIzMGwYcOwc+dOrF69WunBkZ+fH7Zs2YKEhAScOXMGQ4cOLTWC1NNsbW3x3HPPYc6cOUhKSsKBAwfwySefKG0zfvx43L17F0OGDMHx48eRkpKCP//8E6NGjUJRUZHezpHMCxMLMitOTk44ePAg+vTpg0aNGuGTTz7BggUL0Lt3bwDADz/8gHv37qFVq1Z4/fXXMXHiRLi7u5e7Pzs7Oxw8eBB169bFwIEDERAQgDFjxuDRo0dwcnKCnZ0dzp8/j5dffhmNGjXCuHHjMH78eLz55ptqxf3GG2/g+++/R1RUFIKCgtClSxdER0ejXr16StsNGzYMZ86cQefOnVG3bl2ldVFRURgxYgTee+89NG7cGGFhYTh+/Hip7SoyevRohIeHY8SIEejSpQvq16+vqK3Q5XGIiMzBCy+8gOrVq+PChQsYOnSoYvnChQvh6uqKDh06oF+/fggJCVHUZpRn9erVePz4MVq3bo3Jkyfj888/V1rv7e2Nw4cPo6ioCL169UJQUBAmT54MFxcXRVMqIm3JxLMNpomIiIiIiNTEFJWIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIiIiIiLTGxIKIynX58mXIZDJER0dLHQoREWlJJpNh1qxZUodBJoyJBZmlf/75B4MGDYKPjw9sbGxQq1Yt9OzZE0uXLtXbMdetW4fFixeXWn7jxg3MmjULCQkJejv2s+Li4iCTyRQvKysr1K9fHyNGjMB///2nk2McOXIEs2bNQlZWlk72R0RkyKKjo5V+V2UyGdzd3dGtWzfs2rVL6vC0cu7cOcyaNQuXL1+WOhQycEwsyOwcOXIEbdq0wZkzZzB27FgsW7YMb7zxBiwsLLBkyRK9HbeixCIiIqJKE4sSEydOxM8//4zvvvsOffv2xcaNG9G2bVvcuHFD630fOXIEERERTCyIyKx89tln+Pnnn/HTTz/hww8/xK1bt9CnTx/8/vvvUoemsXPnziEiIoKJBVWqmtQBEFW1L774As7Ozjh+/DhcXFyU1mVmZkoTlB7k5eXB3t6+wm06d+6MQYMGAQBGjRqFRo0aYeLEifjxxx8xffr0qgiTiMik9O7dG23atFG8HzNmDDw8PLB+/Xq8+OKLEkZGpH+ssSCzk5KSgiZNmpRKKgDA3d291LI1a9agXbt2sLOzg6urK55//nns2bNHsX779u3o27cvvL29IZfL0aBBA8yePRtFRUWKbbp27YqdO3fiypUriipyX19fxMXFoW3btgCeFOxL1j3dp+Ho0aMIDQ2Fs7Mz7Ozs0KVLFxw+fFgpxlmzZkEmk+HcuXMYOnQoXF1d0alTJ7WvzQsvvAAASE1NrXC7/fv3o3PnzrC3t4eLiwv69++PpKQkpXg++OADAEC9evUU58WnXURkblxcXGBra4tq1f7vWW5eXh7ee+891KlTB3K5HI0bN8ZXX30FIQQA4OHDh/D394e/vz8ePnyo+Nzdu3fh5eWFDh06KO4xI0eOhIODA/777z+EhITA3t4e3t7e+OyzzxT7q8jp06fRu3dvODk5wcHBAd27d8fff/+tWB8dHY3BgwcDALp166b4PY+Li9PF5SETwxoLMjs+Pj6Ij49HYmIimjZtWuG2ERERmDVrFjp06IDPPvsM1tbWOHr0KPbv349evXoBePKj6+DggClTpsDBwQH79+/HjBkzkJOTg/nz5wMAPv74Y2RnZ+PatWtYtGgRAMDBwQEBAQH47LPPMGPGDIwbNw6dO3cGAHTo0AHAkwJ879690bp1a8ycORMWFhaIiorCCy+8gL/++gvt2rVTinfw4MHw8/PDl19+qdIN5VkpKSkAgBo1apS7zd69e9G7d2/Ur18fs2bNwsOHD7F06VJ07NgRp06dgq+vLwYOHIiLFy9i/fr1WLRoEWrWrAkAcHNzUzsmIiJjkp2djdu3b0MIgczMTCxduhS5ubkYPnw4AEAIgZdeegmxsbEYM2YMWrRogT///BMffPABrl+/jkWLFsHW1hY//vgjOnbsiI8//hgLFy4EAIwfPx7Z2dmIjo6GpaWl4phFRUUIDQ3Fc889h3nz5mH37t2YOXMmHj9+jM8++6zcWP/991907twZTk5O+PDDD2FlZYVvv/0WXbt2xYEDB9C+fXs8//zzmDhxIr7++mt89NFHCAgIAADFf4mUCCIzs2fPHmFpaSksLS1FcHCw+PDDD8Wff/4pCgoKlLZLTk4WFhYWYsCAAaKoqEhpXXFxseL/Hzx4UOoYb775prCzsxOPHj1SLOvbt6/w8fEpte3x48cFABEVFVXqGH5+fiIkJKTU8erVqyd69uypWDZz5kwBQAwZMkSlaxAbGysAiNWrV4tbt26JGzduiJ07dwpfX18hk8nE8ePHhRBCpKamloqtRYsWwt3dXdy5c0ex7MyZM8LCwkKMGDFCsWz+/PkCgEhNTVUpJiIiYxYVFSUAlHrJ5XIRHR2t2G7btm0CgPj888+VPj9o0CAhk8nEpUuXFMumT58uLCwsxMGDB8WmTZsEALF48WKlz4WHhwsA4p133lEsKy4uFn379hXW1tbi1q1biuUAxMyZMxXvw8LChLW1tUhJSVEsu3HjhnB0dBTPP/+8YlnJsWNjYzW+PmQe2BSKzE7Pnj0RHx+Pl156CWfOnMG8efMQEhKCWrVqYceOHYrttm3bhuLiYsyYMQMWFsr/VGQymeL/bW1tFf9///593L59G507d8aDBw9w/vx5jeNMSEhAcnIyhg4dijt37uD27du4ffs28vLy0L17dxw8eBDFxcVKn3nrrbfUOsbo0aPh5uYGb29v9O3bF3l5efjxxx+V2gc/LT09HQkJCRg5ciSqV6+uWN6sWTP07NkTf/zxh/onSkRkQpYvX46YmBjExMRgzZo16NatG9544w1s2bIFAPDHH3/A0tISEydOVPrce++9ByGE0ghSs2bNQpMmTRAeHo7//e9/6NKlS6nPlZgwYYLi/2UyGSZMmICCggLs3bu3zO2LioqwZ88ehIWFoX79+orlXl5eGDp0KA4dOoScnByNrwOZJzaFIrPUtm1bbNmyBQUFBThz5gy2bt2KRYsWYdCgQUhISEBgYCBSUlJgYWGBwMDACvf177//4pNPPsH+/ftL/QhnZ2drHGNycjIAIDw8vNxtsrOz4erqqnhfr149tY4xY8YMdO7cGZaWlqhZsyYCAgKU2gE/68qVKwCAxo0bl1oXEBCAP//8U6VO40REpqpdu3ZKD2eGDBmCli1bYsKECXjxxRdx5coVeHt7w9HRUelzJU2LSn5nAcDa2hqrV69G27ZtYWNjg6ioKKUHWyUsLCyUkgMAaNSoEQCU27ft1q1bePDgQbm/58XFxbh69SqaNGmi2okTgYkFmTlra2u0bdsWbdu2RaNGjTBq1Chs2rQJM2fOVOnzWVlZ6NKlC5ycnPDZZ5+hQYMGsLGxwalTpzB16tRSNQrqKPns/Pnz0aJFizK3cXBwUHr/dO2JKoKCgtCjRw+N4iMiospZWFigW7duWLJkieKBkTr+/PNPAMCjR4+QnJys9gMkoqrExILo/yt5wpSeng4AaNCgAYqLi3Hu3LlyC/ZxcXG4c+cOtmzZgueff16xvKxRlcp6ylTR8gYNGgAAnJycDKbw7+PjAwC4cOFCqXXnz59HzZo1FbUV5Z0XEZG5efz4MQAgNzcXPj4+2Lt3L+7fv69Ua1HSdLbkdxYAzp49i88++wyjRo1CQkIC3njjDfzzzz9wdnZW2n9xcTH+++8/RS0FAFy8eBEA4OvrW2ZMbm5usLOzK/f33MLCAnXq1AHA33NSHftYkNmJjY0tc8Skkv4BJdXCYWFhsLCwwGeffVaq5qHk8yWjcjy9v4KCAnzzzTel9m9vb19m06iSgvizE8m1bt0aDRo0wFdffYXc3NxSn7t161a556gvXl5eaNGiBX788UeleBMTE7Fnzx706dNHsay88yIiMieFhYXYs2cPrK2tERAQgD59+qCoqAjLli1T2m7RokWQyWTo3bu34nMjR46Et7c3lixZgujoaNy8eRPvvvtumcd5en9CCCxbtgxWVlbo3r17mdtbWlqiV69e2L59u1JzqZs3b2LdunXo1KkTnJycAPD3nFTHGgsyO++88w4ePHiAAQMGwN/fHwUFBThy5Ag2btwIX19fjBo1CgDQsGFDfPzxx5g9ezY6d+6MgQMHQi6X4/jx4/D29kZkZCQ6dOgAV1dXhIeHY+LEiZDJZPj555/LTFxat26NjRs3YsqUKWjbti0cHBzQr18/NGjQAC4uLli5ciUcHR1hb2+P9u3bo169evj+++/Ru3dvNGnSBKNGjUKtWrVw/fp1xMbGwsnJCb/99ltVXz7Mnz8fvXv3RnBwMMaMGaMYbtbZ2RmzZs1SOl/gyVC7r732GqysrNCvXz/2vyAik7Zr1y5F7UNmZibWrVuH5ORkTJs2DU5OTujXrx+6deuGjz/+GJcvX0bz5s2xZ88ebN++HZMnT1bUVn/++edISEjAvn374OjoiGbNmmHGjBn45JNPMGjQIKUHOTY2Nti9ezfCw8PRvn177Nq1Czt37sRHH31U4TDfn3/+OWJiYtCpUyf873//Q7Vq1fDtt98iPz8f8+bNU2zXokULWFpaYu7cucjOzoZcLscLL7xQ5txPZOakHJKKSAq7du0So0ePFv7+/sLBwUFYW1uLhg0binfeeUfcvHmz1ParV68WLVu2FHK5XLi6uoouXbqImJgYxfrDhw+L5557Ttja2gpvb2/F8LV4Zmi+3NxcMXToUOHi4iIAKA09u337dhEYGCiqVatWanjX06dPi4EDB4oaNWoIuVwufHx8xCuvvCL27dun2KZkuNmnhxWsSMlws5s2bapwu7KGmxVCiL1794qOHTsKW1tb4eTkJPr16yfOnTtX6vOzZ88WtWrVEhYWFhx6lohMWlnDzdrY2IgWLVqIFStWKA0bfv/+ffHuu+8Kb29vYWVlJfz8/MT8+fMV25w8eVJUq1ZNaQhZIYR4/PixaNu2rfD29hb37t0TQjwZbtbe3l6kpKSIXr16CTs7O+Hh4SFmzpxZaqh0PDPcrBBCnDp1SoSEhAgHBwdhZ2cnunXrJo4cOVLq/FatWiXq168vLC0tOfQslUsmhAazaBERERGR5EaOHInNmzeX2WSWqKqxjwUREREREWmNiQUREREREWmNiQUREREREWmNfSyIiIiIiEhrrLEgIiIiIiKtMbEgIiIiIiKtMbEgIiIiIiKtceZtHSguLsaNGzfg6OgImUwmdThERFoRQuD+/fvw9vaGhQWfP6mL9wQiMiXq3BOYWOjAjRs3UKdOHanDICLSqatXr6J27dpSh2F0eE8gIlOkyj2BiYUOODo6AnhywZ2cnCSOhohIOzk5OahTp47it43Uw3sCEZkSde4JTCx0oKSq28nJiTcRIjIZbMajGd4TiMgUqXJPYGJBRGTkiooFjqXeReb9R3B3tEG7etVhacGkgMhUFRUV4a+//kJ6ejq8vLzQuXNnWFpaSh0WERMLY8bCBBHtTkxHxG/nkJ79SLHMy9kGM/sFIrSpl4SREZE+bNmyBe+99x4uX76sWObr64sFCxZg4MCB0gVGBCYWRouFCSLanZiOt9ecgnhmeUb2I7y95hRWDG/F3wMiE7JlyxYMGjQINjY2Sstv3ryJQYMGYfPmzUwuSFIyIcSz9yRSU05ODpydnZGdnV0l7WnLK0yU1FWwMEFk+oqKBTrN3a/0cOFpMgCezjY4NPUFtWsyq/o3zdTw+pE+FBUVwdvbG5mZmejbty/69OkDW1tbPHz4EH/88Qd27twJd3d33Lhxg82iSKfU+U1jjYWRKSoWiPjtXKmkAgAEnhQmIn47h56BnmwWRWTCjqXeLTepAJ78HqRnP8Kx1LsIblCj6gIjIr2Ii4tDZmYm/P398e+//2Lnzp2Kdb6+vvD398f58+cRFxeH7t27SxgpmTPOfGRk1ClMEJHpyrxf/u+AJtsRkWGLi4sDAJw/fx5BQUGIj4/H/fv3ER8fj6CgIJw/f15pOyIpsMbCyLAwQUQA4O5oU/lGamxHRIatuLgYAPDcc89h27ZtihmQS9537NgRf//9t2I7IimwxsLIsDBBRADQrl51eDnboLwGjzI8GdChXb3qVRkWEelJjRpPmjQ+fPiwzPUPHjxQ2o5ICkwsjAwLE0QEAJYWMszsFwgApX4PSt7P7BfIvlZEJsLDwwMAcObMGfTv31+pKVT//v1x9uxZpe2IpMDEwsiwMEFEJUKbemHF8FbwdFauofR0tuHocEQmplatWor/37dvHzp06AAnJyd06NAB+/fvL3M7oqrG4WZ1QIqhBTmPBRGV0PVkmRwuVTu8fqQPRUVFaNiwIWrWrInMzEykpaUp1vn4+MDNzQ137txBcnIyh5slneJws2YgtKkXegZ6cuZtM8AZ1qkylhYyDilLZOIsLS2xYMECDBo0CH379sWHH36omMdi9+7d2LlzJzZv3sykgiTFxMKIsTBh+lgzRUREJQYOHIjNmzfjvffew++//65YXq9ePc66TQaBfSwAREZGom3btnB0dIS7uzvCwsJw4cIFqcMiM1cyw/qz85ZkZD/C22tOYXdiukSRERGRVAYOHIhLly4hNjYW69atQ2xsLJKTk5lUkEFgjQWAAwcOYPz48Wjbti0eP36Mjz76CL169cK5c+dgb28vdXhkhjjDOhERlcfS0hJdu3aVOgyiUphYANi9e7fS++joaLi7u+PkyZN4/vnnJYqKzJk6M6yzORwREREZAjaFKkN2djYAoHp1zgVB0uAM60RERGRsWGPxjOLiYkyePBkdO3ZE06ZNy9wmPz8f+fn5ivc5OTlVFR6ZCUOfYZ0jVREREdGzmFg8Y/z48UhMTMShQ4fK3SYyMhIRERFVGBWZm5IZ1jOyH5XZz0KGJ5OgSTHDOkeqIiIiorKwKdRTJkyYgN9//x2xsbGoXbt2udtNnz4d2dnZitfVq1erMEoyB4Y6wzpHqiIiIqLysMYCgBAC77zzDrZu3Yq4uDjUq1evwu3lcjnkcnkVRUeGQIqmP6FNvbBieKtStQOeEtUOcKQqMgeRkZHYsmULzp8/D1tbW3To0AFz585F48aNpQ6NzMCDBw9w/vx5lbZ9+PAhLl++DF9fX9ja2qp8DH9/f9jZ2WkaIlGFmFjgSfOndevWYfv27XB0dERGRgYAwNnZWa1/rGSapGz6Y0gzrHOkKjIHHH6cpHT+/Hm0bt1ar8c4efIkWrVqpddjkPliYgFgxYoVAFBqTOioqCiMHDmy6gMig1HS9OfZp/QlTX9WDG+l9+TCUGZY50hVZA44/DhJyd/fHydPnlRp26SkJAwfPhxr1qxBQECAWscg0hcmFnjSFMrUcRQf9bHpjzJDH6mKSB9UGX6cIwWSrtjZ2aldmxAQEMAaCDIYTCzMAEfx0Qyb/igz5JGqiPRBleHHAY4USERUgqNCmTiO4qM5c2j6U1QsEJ9yB9sTriM+5Q6KisuvvTPUkaqI9KVk+PENGzZUuB1HCiQieoI1FibMkJryGGNTLFNv+qNJTZahjVRFpC8lw48fPHiwwuHHAY4USERUgomFCTOUpjzG2hTLlJv+aNMp3ZBGqiLSNXWHHyciov/DplAmzBCa8hhzUyxTbfpTWU0W8KQmq7JmUcENaqB/i1oIblDD6K4BUXnGjx+PNWvWYN26dYrhxzMyMvDw4UOpQyMiMnhMLEyY1E15dFGAlVpJ0x9PZ+Vr5OlsUyVDzeqDOjVZROZmxYoVyM7ORteuXeHl5aV4bdy4UerQiIgMHptCmTCpm/IYSlMsbZla0x9DqMkiMlTmMPw4EZG+MLEwYSVNed5ecwoyQCm5qIqmPKZUgDWUSep0QeqaLCIiIjJNbApl4qRsysMCrGEqqckqL52U4UnnemPslE5ERETSYY2FGZCqKY/UTbGobFLXZBEREZFpYo2FmZBiFB9DHFVJnQnhTFlV1GTxWhMREZkX1liQXhnShGrGOp+GvuizJovXmoiIyPwwsSC9M4RRlbSZEM6U6aNTOq81ERGReWJTKKoSUk6oZgrzaRgLXmsiIiLzxcTCCLCtunY4IVzV4bUmIiIyX2wKZeDYVl17pjSfhqEzlGtdVCxMZkJDIiIiY8HEwoAZYlt1YyywcT4N/Xr6O3H7fr5Kn9HntWYyTkREJA0mFgaqsrbqMjxpq94z0LPKCvbGWmDjfBr6U9Z3wkIGlNdaT9/XWpNk3BiTZSIiIkPEPhYGytDaqpcU2J6NqaTAtjsxvUri0IQhzqdhCsr7TlSUVAD6u9aadBzfnZiOTnP3Y8iqvzFpQwKGrPobnebuN+jvMxERkaFiYmGg9NlWXd3O4KYw0k9VTAhnTir6TpR4NnfQ97VWNxk35mSZiIjIELEplIHSV78ATZozqVNg03ROhKpojmII82mYisq+E8CTmotP+wagpqO8Sq61Osm4ITY1JCIiMnZMLAAcPHgQ8+fPx8mTJ5Geno6tW7ciLCxM0pj00S9A087g+h7ppyr7buhjQjhzpOrfuqajHP1b1NJzNE+ok4xXRbJMRERkbtgUCkBeXh6aN2+O5cuXSx2Kgq77BWjTnEmfoyqxOUrZDH3uEkMcaaskGS/vX4QMTxLWdvWqG8ywuKow9O8CERFRCdZYAOjduzd69+4tdRillPQLePZpvqcGT/O1eUKrr1GV2BylbMYw+pYhjrRVkoy/veYUZIBSXM8m44aYGJXFGL4LREREJVhjYeBCm3rh0NQXsH7sc1jyWgusH/scDk19Qe1ChTZPaPU1qpKhjXxlCIylBsdQR9pStZO+OrUbUjGW7wIREVEJ1lhoID8/H/n5/zcRWE5Ojl6Pp4t+Ado+odVl7UkJY2qOUhWMrQZHH98JXcVVWSd9dWo3pGBs3wUiIiKAiYVGIiMjERERIXUYatFF0xVVCmzqjO5kLM1Rqooxdig21JG2VEnGDTUxAozzu0BERMTEQgPTp0/HlClTFO9zcnJQp04dCSOqnK6e0FZUYFO3PbghttNXhb6GxjXWGhxjHmnLUBMjY/0umApDHCmQiMgYMLHQgFwuh1wulzoMtenzCa0mQ9lqk+xUxbwXZdFVZ9qy4mcNjjQMMTHid0FaJSMFjh49GgMHDpQ6HCIio8HEAkBubi4uXbqkeJ+amoqEhARUr14ddevWlTAy3dPHE1pt2oNrkuxINVKOpvOAlLWfsuL/tG+AUdbgkO4Za22eqTDUkQKJiAwdEwsAJ06cQLdu3RTvS5o5hYeHIzo6WqKo9EfXT2i1bQ+uTrKjSeFeF7UbuupMW1786dmP8L91p/FiMy/sPJtukB2KqeoYeudyIiKisjCxANC1a1cIId2kU1I169EVXbQHVyXZ0aRwr6vaDV10pq0o/hK/n02Hi60VIAOyHhQqlhtCh2KqWobcuZyUVfVIgUREhoqJhcRMYQKsqmoPrm7hXldNlwDdJE+VxV8i6+GThOLdHn7wrWmvlGwaexJK6tGm6SK/K1XHGEcKJCLSByYWEtJlwVdKVdUeXJ3Cva7nAdBF8qTOCD4yABuOX8WhqS/ovPaFdE+fhXhNmi7yu1K1jHGkQCIifeDM2xKprOArAHy09R8UPC6u4sjUV1WzMKtTuNf1rN66mKlZnRqbZ+PjLMxVr6hYID7lDrYnXEd8yh0UFZfdiG13Yjo6zd2PIav+xqQNCRiy6m90mrtfsr8JvytVTy6Xw8nJSelFRGSOmFhIRJVmMXfzCvFc5D6jKAiUtAf3dFYuPHs62+is5kWdwr2u5wGoKHkCniQCr7Wt+AllZfGXF19lSSjwpPalvIJvVVK1MG7oVE0WDK0Qb0zfFUOWm5uLhIQEJCQkAPi/kQLT0tKkDYyIyMAxsZCIqgXau3kFRvOUMbSpFw5NfQHrxz6HJa+1wPqxz+HQ1Bd01vRCnZoRffT7KC95KrFob3KFT6qfjl9V+qh90RdDe3KvKVWTBUMsxBvLd8XQnThxAi1btkTLli0BPBkpsGXLlpgxY4bEkRERGTYmFhJRtyOzsTxlLGkP3r9FLQQ3qKFR86eKnnqrWjOii6ZLZSlJnt7t0ajM9ZU9qVbE71TxBIv6rH3RB0N7cq8pdZIFQyzEG8N3xRiUjBT47MsUhx8nItIldt6WSGUdnp/2dAGlXb3qRj/SS0UdXVXpdKrKSDn6ngdgw/Gym0So0jG8JP5l+y9h0d6LpdZXRe2LLum6o7yU1EkWDLEQb+jfFSIiMm1MLCTydMFXVTHnMjDll4QyC926nk1bXypKHABUOErW8qEt4WovV/kc9TUPgC7mtLC0kGFSDz809nSoND5Dn4VZF9ejPFU9ZKo6yYIhFuIN/btCRESmjYmFhEoKvh9t/Qd38wor3X714cullmVkP8Jba07Bxc5KaUI1QxxasqLhdUvOoaImKBPWn8bTrcFUOUdt5gEoj7rD3lZ0bEOofdGWvp7cqztkqi6SEHWSBUMsxBv6d4WIiEwbEwuJhTb1wgv+Hnguch/u5hWUu52FDCiri0XJoqeTCsDw5sJQpe36s+fwrGfPX9Vz1GQegIqoWvi8fPsBOs3dX2nBWJX4DHkWZn08uVd3jhddzdugTrIgdSG+vETKkL8rRERk2mRCCMPvEWzgcnJy4OzsjOzsbI3HLy8pSAGlCyia/oFKCkFPT7ImlfiUOxiy6m+d71eKcywqFug0d3+F/WMc5JbIzS8qtbwkQk0TPkOcTbmy61He36i8cynZX3nNq57dX3lJiKbXuqJ/i2XtT4rJ6FQ5pjbfFV38ppkzXj+qCqdOnULr1q1x8uRJtGrVSupwyISp85tmMDUWV69ehUwmQ+3atQEAx44dw7p16xAYGIhx48ZJHJ3+VfSUsU9TT/xQRjOoymjTtl3X9NWBVYpzrOhJdYmykgpA+87Muq590QVNntxXVDB2trVWqc/GopiLCK5fA7N26LbjuLpP/PXR3K4iqtbmGOJ3RR3mfk8gIjJGBpNYDB06FOPGjcPrr7+OjIwM9OzZE02aNMHatWuRkZFhFuOHl1dAOZZ6V6PEooQhDC2p7w6sVX2O5RU+VWFICZ+uqFMYr6xgPLqjr0rHXBZ7CctiL1W4jbrXuuQpf/7jYnw1qDkgA27n5leaLFRVId6URuCqDO8JRETGx2ASi8TERLRr1w4A8Msvv6Bp06Y4fPgw9uzZg7feesvkbiLlNVMoq4CiztC0ZTGEoSVVabvubGeF7P/fz0Ld85TiHJ9OBDOyH2L2zqQK+8k8yxASPl1S5cm9KgXjrQnXdR6bKte6oloUQ0kA9TkCl6Ext3sCEZEpMJjEorCwEHL5k0nD9u7di5deegkA4O/vj/R045hcS1XqtslWpelNWQxpaElVmsvMGRgEAKWuTXkd10s+W9Y5VlVfhJJEMD7ljlpJBWAYCZ+uVfbkXpWC8d28QlS3t8a9vAKN+xc9q7JrrW5ncakY4twZ+mJO9wQiIlNhMIlFkyZNsHLlSvTt2xcxMTGYPXs2AODGjRuoUcO4n7w9TdMCTHlNTUqGmTWGoSVVbS7z7FPve3kFGL+u/M606rTf11fhUJ2CnCElfFVN1esU1sIbUYcvazV4AaDatTam5kWGOHeGvpjLPYFMX3JyMu7fv6/z/SYlJSn9Vx8cHR3h5+ent/2T6TGYxGLu3LkYMGAA5s+fj/DwcDRv3hwAsGPHDkV1uLHTtgBTXlOTmHMZRjO0pKrzNjz71HuFhW7a7+vrybO6BTlDSviqkqrXqWegJ9rVq65RH5YSqibXxtS8yBDnztAXc7gnkOlLTk5Go0aN9HqM4cOH63X/Fy9eZHJBKjOYxKJr1664ffs2cnJy4Orqqlg+btw42NnZSRiZ7uhqxuZn11X1qDTa0qSjq67a7+vrybOq/WAMceLCqqTuPBElf/PDl25hWWyKWsdSNbnWZ/MiXTfJk3rujKpkDvcEMn0lNRVr1qxBQECATvf98OFDXL58Gb6+vrC1tdXpvoEnNSHDhw/XS20LmS6DSSwAQAiBkydPIiUlBUOHDoWjoyOsra1N5iaizwKMsQ8tqQpdtN/X15NnVfrBvNvDDxNe8DOJQp+m1C0Yl/zN29Wrjl9PXVd5AIPq9lY48EE3WFezqHRbfTUv0leTPHOaAM/U7wlkPgICAvQy10THjh11vk8ibRhMYnHlyhWEhoYiLS0N+fn56NmzJxwdHTF37lzk5+dj5cqVUoeoNXNqHy0FqTu2llfg01cthSFOlqcKTQrGTyckqribV4iTV+6plEDqo3mRvpvkGVstpSbM4Z5ARGRqDCaxmDRpEtq0aYMzZ84odcwbMGAAxo4dK2FkumNO7aOlYAiJW1UV+KTooK5LmlynkoRk2q//IOthYaXHUDWB1HXzoqpqkmfqtZTmcE8gIjI1lbcTqCJ//fUXPvnkE1hbWyst9/X1xfXruh/X/lnLly+Hr68vbGxs0L59exw7dkznxygpwAD/V2ApYWrto6VQkriVd/VkeFL41nfiVlLg69+iFoIb1NBLUvH2mlOlmn2VPA3fnWgcQ3Fqcp1Cm3ph+TDVmhOok0CWJC2ezsqf8XS2Ubt2QZ0meVQ+qe8JRESkPoOpsSguLkZRUVGp5deuXYOjo6Nej71x40ZMmTIFK1euRPv27bF48WKEhITgwoULcHd31+mxTKV9tCE2wzGHjq3GNDSqvjxXv4Zeav50VdskdZM8UyHlPYGIiDRjMIlFr169sHjxYnz33XcAAJlMhtzcXMycORN9+vTR67EXLlyIsWPHYtSoUQCAlStXYufOnVi9ejWmTZum8+MZe/toQ26GYyqJW3nUeRrerl51o/2OVUSbBLKyhFgXzYv02STPEBN6fZHynkBERJoxmMRiwYIFCAkJQWBgIB49eoShQ4ciOTkZNWvWxPr16/V23IKCApw8eRLTp09XLLOwsECPHj0QHx9f5mfy8/ORn5+veJ+Tk6P2cY21fbQxzFBs7IlbRVR9yh1zLgNTfkkwyORPFzRJIKsqIdZXXypDTuj1Qap7AhERac5gEovatWvjzJkz2LBhA86ePYvc3FyMGTMGw4YN08v4zCVu376NoqIieHh4KC338PDA+fPny/xMZGQkIiIi9BaTodJ1Mxx9Pn011sStMqo+5V59+HKpZYaU/OmCOglkVSbE+miSZwwJva5JdU8gIiLNGUxiAQDVqlXT+wySujB9+nRMmTJF8T4nJwd16tSRMKKqoct5Ikzx6WtVNFNRZSI+CxlQXMZKU+yDoUoCqa9+KRX9vXXZJM+c+9UYyz2BiIieMJjE4qeffqpw/YgRI/Ry3Jo1a8LS0hI3b95UWn7z5k14enqW+Rm5XA65XK6XeAyZrjqlmuLT16pKlCp7Gi5QdlJRQp+TBBoqfUycqMrfW1dN8qSc+FFKUt0TSixfvhzz589HRkYGmjdvjqVLl6Jdu3Z6PSYRkbEzmMRi0qRJSu8LCwvx4MEDxSyr+rqJWFtbo3Xr1ti3bx/CwsIAPBmNZN++fZgwYYJejmmsdNEp1RSfvlZ1olTR0/A+TT3xQxnNoJ5lTiMS6XqUJnX+3rpokmeuo0xJdU8AqnakQCIiU2Iw81jcu3dP6ZWbm4sLFy6gU6dOeu+oN2XKFKxatQo//vgjkpKS8PbbbyMvL08xShQ9oYt5IkxtjP/KEiXgSaJUVFE1ggZCm3rh0NQXsH7sc1jyWgusH/scDk19AT0Cy65le5Y5ze6uy1GapPh7G8LEj1KQ8p7w9EiBgYGBWLlyJezs7LB69Wq9HpeIyNgZTGJRFj8/P8yZM6fUkytde/XVV/HVV19hxowZaNGiBRISErB79+5SHbrNnS4m+DO1p69SJkplTTBnKJMEGpLKrgkAeDrJVbomUvy9+Tf9P1VxTygZKbBHjx6KZaqMFJiTk6P0IiIyRwadWABPOu/duHFD78eZMGECrly5gvz8fBw9ehTt27fX+zGNkbYzFJva01dDS5Q4u3tpFV2TEo8eFyPmXEal+5Li782/qTJ93xMqGikwI6Ps70hkZCScnZ0VL3MYzIOIqCwG08dix44dSu+FEEhPT8eyZcvQsWNHiaKismjTKVVfY/xLxRATJVOfJFATJddk2pZ/kPWgsNT67AeFKvWHkervbY5/U2O6J5jrSIFERM8ymMSipON0CZlMBjc3N7zwwgtYsGCBNEFRuTTtlKqPMf6lZKiJkilPEqipnoGemLXjHIDSiYWqAwdI+fc2t7+pVPcEjhRIRKQ5g0ksiouLpQ6BqogpPX015ETJWCcJ1Nd8IMdS7yIjR7thW6X+e1f2N62KuVSqilT3BI4USESkOYNJLMi8qPr01RgKSsaQKBnDdQT0Ox+INv0jnr1+y4e2wuydhvX3NsVJJ6UyZcoUhIeHo02bNmjXrh0WL17MkQKJiFQgaWLxdJvUyixcuFCPkZA2NC20Vvb01ZgKSobcTKWs61jd3goDWtRCj0BPg4pTn/OBaNo/orzv4ad9A+BqLzeIv7epTDppKPeEV199Fbdu3cKMGTOQkZGBFi1acKRAIiIVSJpYnD59WqXtZDLpCz3mQJMEQV+Ff2MsKBli06PyruPdvEL8cPgyfjh82SCStaqYOFGT/hEVfQ/HrzuNFcNboX+LWhrFoyumNOmkId0TJkyYwKZPRERqkjSxiI2NlfLwZkHVZEGTBEFfhX9TKihJqaLr+DRDSNbUmR9C0+RN3f4RxvI9rIprV1V4TyBTI3v8CC09LWCbdRG4YfAj/CuxzbqIlp4WkD02jnmlyDCwj4UJUzVZ0CRB0Gehy5QKSlKq7DqWMIRCclXND6FOfxhj+R4a2lwqRPR/bHLTcOpNB+Dgm8BBqaNRTwCAU286ICk3DUAHqcMhI2FQicWJEyfwyy+/IC0tDQUFBUrrtmzZIlFUxknVZEHTBEGfhS4WlNRXVs2UOtdH6kJyVc4PoWp/GGP5HhriXCq6wnsCGbtHDnXR6ttcrF27FgH+/lKHo5ak8+cxbNgw/NCnrtShkBExmMRiw4YNGDFiBEJCQrBnzx706tULFy9exM2bNzFgwACpwzMq6iQLmiYI+ix0mXJBqTK67OfyWlv1J+iSqpBc1fNDqNIfxli+h4Y6l4q2eE8gUyCq2eB0RjEeujQCvFtIHY5aHmYU43RGMUQ107vXkv4YTIO/L7/8EosWLcJvv/0Ga2trLFmyBOfPn8crr7yCunWZLatDnWRB0wRBn4WukoJSecVpGZ4UnI2toFSZ3Ynp6DR3P4as+huTNiRgyKq/0WnufuxOTK/wM2+vOVXq752R/QiL9ibDxc6q3OtYFqkKySX9HwCUileq+UCq+ntYVCwQn3IH2xOuIz7lDoqKK+sd84QhXjtd4D2BiMj4GExikZKSgr59+wJ4MkFRXl4eZDIZ3n33XXz33XcSR2dc1EkWNE0Q9FnoMtWCUkUqShDeXnOqzORClZopVUmdrBUVCzjbWmNUR1+42lsrrfN0tpGkY3lVfg81SSqfVtJ3xNNZ+d+pVNdOF3hPICIyPgbTFMrV1RX3798HANSqVQuJiYkICgpCVlYWHjx4IHF0xkWdZEHTZhT6noHYGCad0xV99nPJelCId3s0wobjaeVuK3WyZsjzbFTF91BXo6sZ8lwqmuA9gYjI+EieWCQmJqJp06Z4/vnnERMTg6CgIAwePBiTJk3C/v37ERMTg+7du0sdplFRJ1nQJkHQd6HL1ApK5dF3PxffmnY4NPUFHEu9i5hzGdiWcAN38/6vI6yUyVp5hep7eYVYffgy2hrA31uf30Ndj65miHOpqIv3BCIi4yV5YtGsWTO0bdsWYWFhGDx4MADg448/hpWVFY4cOYKXX34Zn3zyicRRGhd1kwVtEgR9F/5NoaBUmaro51JyHYMb1MDHfQMNIlkzlnkiAP19D41lSNuqxHsCEZHxkjyxOHDgAKKiohAZGYkvvvgCL7/8Mt544w1MmzZN6tCMmrrJgjYJgrEW/jUZgUkftO3nokkztqr+e5V1rdUtVGv69zKUv3NZjGVI26rEewIRkfGSPLHo3LkzOnfujKVLl+KXX35BdHQ0unTpgoYNG2LMmDEIDw+Hp6en1GEaJXWTBWNNEDShyUzj2iqvgGuo/Vx0pbxr3aepav+uM+8/0vjvJcXfWR3GMqRtVeI9gYjIeBnMqFD29vYYNWoUDhw4gIsXL2Lw4MFYvnw56tati5deeknq8IxWSbLQv0UtBDeoIXkhU59UHa5TkxGYtFXRqD/ajD6k79GANB0CtURF1/qHw5dV2sfl2w80+ntJ8XdWV7t61eHpVH7SIPVoXVLiPYGIyPhIXmNRloYNG+Kjjz6Cj48Ppk+fjp07d0odEhk4VZ9MS9GuX9VRfwytn4u2T/sru9YAYCEDhEC5NTUeTnKsP5am9t/LWPpvxJzLwKPHRWWuM6RaJ6nxnkBEZBwMLrE4ePAgVq9ejV9//RUWFhZ45ZVXMGbMGKnDIgOmznCdVd1ZVp0CriH1c9HFEKiVXWsAKKkAKa8p15B2dbFob3K5ny/v72UMnaLLu8YlXOysEDkwyCCabEmJ9wQiIuNhEInFjRs3EB0djejoaFy6dAkdOnTA119/jVdeeQX29vZSh0cGTN0n0+p0ltVFp191C7iG0M9FV0/7Vb3Wozv6YldiRpk1NfmPi1Xax7PHMvRO0RVd4xLyahboGWiefQl4TyAiMk6SJxa9e/fG3r17UbNmTYwYMQKjR49G48aNq+z4X3zxBXbu3ImEhARYW1sjKyuryo5N2vv7vztqFdxV7QS7OzEDEb+dU5rvQZNOv4ZewC2Lrp72q3qtewZ6ljsEbnzKHZX28eyx9NkpuioSTgDIyMk3q2FmS0h9TyAiIs1JnlhYWVlh8+bNePHFF2FpaVnlxy8oKMDgwYMRHByMH374ocqPT5rbnZiOab/+o9K2JQX3ykZgKrErMaPUMnVnQgaMc9QfXSVD6k7UWFYBWtMRszT9XGV0NcqUMSacVUXqewIREWlO8lGhduzYgf79+0t2A4mIiMC7776LoKAgSY5Pmilpn571sFCl7UsK7hWNwFSZkgJqxG/nVB4dqaSAW96xDHHUH10lQ9qMdqXtPnRx7GfpcpQpY0w4q4rU9wQiItKc5DUWxig/Px/5+fmK9zk5ORJGY35UaZ9eoqwn0+WNwKQKdTv9GstcE0/T5dN+bUa70nYfujh2CV2PMqWvGhUiMiwPHjwAAJw6dUrn+3748CEuX74MX19f2Nra6nz/SUlJOt8nmT4mFhqIjIxERESE1GGYLVXapz+trIL70yMwHb50C8tiU9SKQZ0mKros4FYFXSdDuhgOV9N96GooXl2PMmWMCScRqe/8+fMAgLFjx0ocieYcHR2lDoGMiEkmFtOmTcPcuXMr3CYpKQn+/v4a7X/69OmYMmWK4n1OTg7q1Kmj0b5IfaoW6l3srDCnguE6S9r1a9KOXd0mKvqaa0KXnu2UvHxoK8zeqZtkSBejXWm6D10cWxd9Ip69vj0DPY0q4SQi9YWFhQEA/P39YWdnp9N9JyUlYfjw4VizZg0CAgJ0uu8Sjo6O8PPz08u+yTSZZGLx3nvvYeTIkRVuU79+fY33L5fLIZfLNf48aUfVQv3yIa3Q0a+mzvYHaNdExRCGki1PeZ2SP+0bAFd7OTLvP0JNezkgA27n5iM+5Y7BJUb6pG2fiIo6fR+a+oJBJ5zmhiMFki7VrFkTb7zxhl6PERAQgFatWun1GESqMsnEws3NDW5ublKHQXqiavv051QsxKs6UpSpNlGpaDK88etOY8XwVpBXs8D7m89oPRqSsdKmTDjCLwAAICFJREFUT4QuJhukqsORAomINCf5qFBSS0tLQ0JCAtLS0lBUVISEhAQkJCQgNzdX6tCoHLoe8UfVkaI8nW1MrhBYWadkAJi25R+djYZkrDT9zqlyfdUZZYz0jyMFEhFpzuwTixkzZqBly5aYOXMmcnNz0bJlS7Rs2RInTpyQOjSqQEmHaE9n5aYnmhb+y9tfdXsrjOnoi/Vjn8OhqS+YVFIBqNYpOetBIQvG0Ow7p06nbzJe+fn5yMnJUXoREZkjk2wKpY7o6GhER0dLHYZJ0sUMxRXRdYdoY+hgrWvaTsCm7mhI+v5O6Ju63xFOhGceOFIgEdETZp9YkH7oaobiyuiiQ7SxF3a1oasJ2FQpGFfVd0Lf1PnOcSI8w8CRAomIqgYTC9I5Y+qsaiqFXU2p2nG9MpUVjI3pO6FLnAjPMHCkQCKiqsHEwszp+mm9rmco1idzLew+raKJ2lShSsHYmL4TuvDsv6lP+wZi/DpOhCcljhRIRFQ1mFiYMX08rdf1DMX6Ym6F3YqUdEqeteNfZOTkq/w5VQvGxvKd0IXy/k2Ne74edpxJV1ruam+FAS1qwdnWGkXFwuS/Z8YiLS0Nd+/eVRopEAAaNmwIBwcHaYMjIjJwTCzMlL6e1htLZ1VzKuyqIrSpFxxtrDDs+6Mqf0bVGaKN5TuhrYr+TX13MBXLh7aEq70cMecysC3hBu7mFeCHw5fxw+HLZtX8ztDNmDEDP/74o+J9y5YtAQCxsbHo2rWrRFERERkHsx9u1hQVFQvEp9zB9oTriE+5U2ooUH2OrW8snVXNpbCrjtu5qtVWjAj2UWv4XWP5TmhDlX9Ts3cm4V5eAaIOX8bdvAKlbcxpThBDFx0dDSFEqReTCiKiyrHGwsSo0rxJn0/rjaWzqjkUdtWl6rn2buql1vfCWL4T2lD139Qn2xPZ/I6IiEwWayxMSElTjMpmSNbn03pdz4qtLyWF3fKikOFJQmbMhV116euaGMt3Qhuq/lt5tqbiaZwsj4iIjB0TCxOhTvMmdZ/WV9a06lm6nhVbH0y5sKvu36uEPq+JMXwntKHLmi1zan5HRESmhU2hTIQ6zZvUaZqi6chRxjCLdUlh99nzU7VTsiHSdqQvfV4TY/hOaEqVf1Ou9la4m1dY6b7MqfkdERGZFiYWJkKd5k0VzV3w9JPpmHMZWo0cpYtZsfXNlAq7uhrpS5/XxBi+E5pQ5d/U5/2bYvbOJJUSenOeDZ6IiIwXEwsToW7zpsqeTPcM9ESnufvNoqOpKRR2dT0vhylck6qmSm2PhYVMpYTenGeDJyIi48XEwkRoMvJORU+m41PucJ4HI8J5OQxDZbU9lSUfAMx+NngiIjJeTCwMmDrNIVRt3vTs58t7Ms15HowL/16Go7LanvKSDwBmU0tIRESmiYmFgdKkE64uO95yngfjwr+XcSkr+WAtIRERGTsmFgZIm064uup4aw6TmpkS/r2MH2udiIjI2HEeCwOjznwU5Sl5Gtq/RS0EN6ihUbMJU57nwRTx72X8WOtERETGjomFgVGnE66+mfqkZqaGfy/jxtngiYjI2LEplIExtOYQpjTPgzng38t4aToAAxERkaFgYmFgDLE5BOc0MC78exkvU5wNnoiIzIdZJxaXL1/G7NmzsX//fmRkZMDb2xvDhw/Hxx9/DGtra0liYidcIvPGWiciIjJWZp1YnD9/HsXFxfj222/RsGFDJCYmYuzYscjLy8NXX30lSUxsDkFErHUiIiJjZNaJRWhoKEJDQxXv69evjwsXLmDFihWSJRYAm0MQERERkfEx68SiLNnZ2aheXfpmRmwOQURERETGhInFUy5duoSlS5dWWluRn5+P/Px8xfucnBy9xMPmEERERERkLExyHotp06ZBJpNV+Dp//rzSZ65fv47Q0FAMHjwYY8eOrXD/kZGRcHZ2Vrzq1Kmjz9MhIiIiIjJ4JplYvPfee0hKSqrwVb9+fcX2N27cQLdu3dChQwd89913le5/+vTpyM7OVryuXr2qz9MhIqIqcPnyZYwZMwb16tWDra0tGjRogJkzZ6KgoEDq0IiIjIJJNoVyc3ODm5ubSttev34d3bp1Q+vWrREVFQULi8pzLblcDrlcrm2YRERkQAxxpEAiImNikomFqq5fv46uXbvCx8cHX331FW7duqVY5+npKWFkRERU1Qx1pEAiImNh1olFTEwMLl26hEuXLqF27dpK64Qoa3o6IiIyJ4YyUiARkTEwyT4Wqho5ciSEEGW+iIjIvJWMFPjmm29WuF1+fj5ycnKUXkRE5sisEwsiIjJ9HCmQiKhqmHVTKCIiMn3vvfceRo4cWeE22o4UOGXKFMX7nJwcJhdEZJaYWBARkUnjSIFERFWDiQURERE4UiARkbaYWBAREYEjBRIRaYudt4mIiMCRAomItMXEgoiIiIiItMbEgoiIiIiItMbEgoiIiIiItMbEgoiIiIiItMbEgoiIiIiItMbEgoiIiIiItMbEgoiIiIiItMYJ8qhMRcUCx1LvIvP+I7g72qBdveqwtJBJHRYRERERGSgmFlTK7sR0RPx2DunZjxTLvJxtMLNfIEKbekkYGREREREZKjaFIiW7E9Px9ppTSkkFAGRkP8Lba05hd2K6RJERERERkSFjYkEKRcUCEb+dgyhjXcmyiN/Ooai4rC2IiIiIyJyxKRQpHEu9W6qm4mkCQHr2IxxLvYvgBjWqLjAiIiIz8ODBA5w/f16lbZOSkpT+qyp/f3/Y2dmpHRuRKphYkELm/fKTCk22IyIiItWdP38erVu3Vuszw4cPV2v7kydPolWrVmp9hkhVTCxIwd3RRqfbERERker8/f1x8uRJlbZ9+PAhLl++DF9fX9ja2qp1DCJ9YWJBCu3qVYeXsw0ysh+V2c9CBsDT+cnQs0RERKRbdnZ2atUmdOzYUY/REKnP7Dtvv/TSS6hbty5sbGzg5eWF119/HTdu3JA6LElYWsgws18ggCdJxNNK3s/sF8j5LIiIiIioFLNPLLp164ZffvkFFy5cwK+//oqUlBQMGjRI6rAkE9rUCyuGt4Kns3JzJ09nG6wY3orzWBARERFRmWRCCI4d+pQdO3YgLCwM+fn5sLKyUukzOTk5cHZ2RnZ2NpycnPQcYdXgzNtE5ssUf9OqEq8fEZkSdX7T2MfiKXfv3sXatWvRoUMHlZMKU2VpIeOQskRERESkMrNvCgUAU6dOhb29PWrUqIG0tDRs3769wu3z8/ORk5Oj9CIiIiIiMmcm2RRq2rRpmDt3boXbJCUlKYZcu337Nu7evYsrV64gIiICzs7O+P333yGTld30Z9asWYiIiCi1/OrVq6z2JiKjl5OTgzp16iArKwvOzs5Sh2N0srOz4eLiwnsCEZkEde4JJplY3Lp1C3fu3Klwm/r168Pa2rrU8mvXrqFOnTo4cuQIgoODy/xsfn4+8vPzFe+vX7+OwMBA7YImIjIwV69eRe3ataUOw+iU3EeIiEyJKvcEk+xj4ebmBjc3N40+W1xcDABKicOz5HI55HK54r2DgwOuXr0KR0fHcms5SpRkfab8JIvnaBpM/RxN/fwAzc9RCIH79+/D29tbj9GZLm9vb5XvCUSaMoffMDIM6twTTDKxUNXRo0dx/PhxdOrUCa6urkhJScGnn36KBg0alFtbURYLCwu1n+o5OTmZ/A8Bz9E0mPo5mvr5AZqdI5tAaU6TewKRpszhN4ykp+o9waw7b9vZ2WHLli3o3r07GjdujDFjxqBZs2Y4cOCAUo0EERERERFVzKxrLIKCgrB//36pwyAiIiIiMnpmXWMhBblcjpkzZ5p0jQjP0TSY+jma+vkB5nGOROaK/77JEJnkqFBERERERFS1WGNBRERERERaY2JBRERERERaY2JBRERERERaY2JRxZYvXw5fX1/Y2Nigffv2OHbsmNQhaSQyMhJt27aFo6Mj3N3dERYWhgsXLiht8+jRI4wfPx41atSAg4MDXn75Zdy8eVOiiLU3Z84cyGQyTJ48WbHMFM7x+vXrGD58OGrUqAFbW1sEBQXhxIkTivVCCMyYMQNeXl6wtbVFjx49kJycLGHE6ikqKsKnn36KevXqwdbWFg0aNMDs2bPxdPcyYzvHgwcPol+/fvD29oZMJsO2bduU1qtyPnfv3sWwYcPg5OQEFxcXjBkzBrm5uVV4FkSkicr+/RNJiYlFFdq4cSOmTJmCmTNn4tSpU2jevDlCQkKQmZkpdWhqO3DgAMaPH4+///4bMTExKCwsRK9evZCXl6fY5t1338Vvv/2GTZs24cCBA7hx4wYGDhwoYdSaO378OL799ls0a9ZMabmxn+O9e/fQsWNHWFlZYdeuXTh37hwWLFgAV1dXxTbz5s3D119/jZUrV+Lo0aOwt7dHSEgIHj16JGHkqps7dy5WrFiBZcuWISkpCXPnzsW8efOwdOlSxTbGdo55eXlo3rw5li9fXuZ6Vc5n2LBh+PfffxETE4Pff/8dBw8exLhx46rqFIhIQ5X9+yeSlKAq065dOzF+/HjF+6KiIuHt7S0iIyMljEo3MjMzBQBx4MABIYQQWVlZwsrKSmzatEmxTVJSkgAg4uPjpQpTI/fv3xd+fn4iJiZGdOnSRUyaNEkIYRrnOHXqVNGpU6dy1xcXFwtPT08xf/58xbKsrCwhl8vF+vXrqyJErfXt21eMHj1aadnAgQPFsGHDhBDGf44AxNatWxXvVTmfc+fOCQDi+PHjim127dolZDKZuH79epXFTkTaefbfP5HUWGNRRQoKCnDy5En06NFDsczCwgI9evRAfHy8hJHpRnZ2NgCgevXqAICTJ0+isLBQ6Xz9/f1Rt25dozvf8ePHo2/fvkrnApjGOe7YsQNt2rTB4MGD4e7ujpYtW2LVqlWK9ampqcjIyFA6R2dnZ7Rv395ozrFDhw7Yt28fLl68CAA4c+YMDh06hN69ewMwjXN8mirnEx8fDxcXF7Rp00axTY8ePWBhYYGjR49WecxERGQazHrm7ap0+/ZtFBUVwcPDQ2m5h4cHzp8/L1FUulFcXIzJkyejY8eOaNq0KQAgIyMD1tbWcHFxUdrWw8MDGRkZEkSpmQ0bNuDUqVM4fvx4qXWmcI7//fcfVqxYgSlTpuCjjz7C8ePHMXHiRFhbWyM8PFxxHmV9b43lHKdNm4acnBz4+/vD0tISRUVF+OKLLzBs2DAAMIlzfJoq55ORkQF3d3el9dWqVUP16tWN8pyJiMgwMLEgrY0fPx6JiYk4dOiQ1KHo1NWrVzFp0iTExMTAxsZG6nD0ori4GG3atMGXX34JAGjZsiUSExOxcuVKhIeHSxydbvzyyy9Yu3Yt1q1bhyZNmiAhIQGTJ0+Gt7e3yZwjERGRIWBTqCpSs2ZNWFpalhox6ObNm/D09JQoKu1NmDABv//+O2JjY1G7dm3Fck9PTxQUFCArK0tpe2M635MnTyIzMxOtWrVCtWrVUK1aNRw4cABff/01qlWrBg8PD6M/Ry8vLwQGBiotCwgIQFpaGgAozsOYv7cffPABpk2bhtdeew1BQUF4/fXX8e677yIyMhKAaZzj01Q5H09Pz1KDRjx+/Bh37941ynMmIiLDwMSiilhbW6N169bYt2+fYllxcTH27duH4OBgCSPTjBACEyZMwNatW7F//37Uq1dPaX3r1q1hZWWldL4XLlxAWlqa0Zxv9+7d8c8//yAhIUHxatOmDYYNG6b4f2M/x44dO5YaJvjixYvw8fEBANSrVw+enp5K55iTk4OjR48azTk+ePAAFhbKP3WWlpYoLi4GYBrn+DRVzic4OBhZWVk4efKkYpv9+/ejuLgY7du3r/KYiYjIREjde9ycbNiwQcjlchEdHS3OnTsnxo0bJ1xcXERGRobUoant7bffFs7OziIuLk6kp6crXg8ePFBs89Zbb4m6deuK/fv3ixMnTojg4GARHBwsYdTae3pUKCGM/xyPHTsmqlWrJr744guRnJws1q5dK+zs7MSaNWsU28yZM0e4uLiI7du3i7Nnz4r+/fuLevXqiYcPH0oYuerCw8NFrVq1xO+//y5SU1PFli1bRM2aNcWHH36o2MbYzvH+/fvi9OnT4vTp0wKAWLhwoTh9+rS4cuWKEEK18wkNDRUtW7YUR48eFYcOHRJ+fn5iyJAhUp0SEamosn//RFJiYlHFli5dKurWrSusra1Fu3btxN9//y11SBoBUOYrKipKsc3Dhw/F//73P+Hq6irs7OzEgAEDRHp6unRB68CziYUpnONvv/0mmjZtKuRyufD39xffffed0vri4mLx6aefCg8PDyGXy0X37t3FhQsXJIpWfTk5OWLSpEmibt26wsbGRtSvX198/PHHIj8/X7GNsZ1jbGxsmf/+wsPDhRCqnc+dO3fEkCFDhIODg3BychKjRo0S9+/fl+BsiEgdlf37J5KSTIinpp8lIiIiIiLSAPtYEBERERGR1phYEBERERGR1phYEBERERGR1phYEBERERGR1phYEBERERGR1phYEBERERGR1phYEBERERGR1phYEBERERGR1phYEBEREelQXFwcZDIZsrKy9Hqc6OhouLi46PUY5komk2Hbtm1Sh2F0mFgQERGRXhw8eBD9+vWDt7d3uQU1IQRmzJgBLy8v2NraokePHkhOTlba5u7duxg2bBicnJzg4uKCMWPGIDc3t8Jj+/r6QiaTQSaTwc7ODkFBQfj+++91eXom49KlSxg9ejTq1q0LuVyOWrVqoXv37li7di0eP34sdXgqYzIgPSYWREREpBd5eXlo3rw5li9fXu428+bNw9dff42VK1fi6NGjsLe3R0hICB49eqTYZtiwYfj3338RExOD33//HQcPHsS4ceMqPf5nn32G9PR0JCYmYvjw4Rg7dix27dqlk3MzFceOHUOrVq2QlJSE5cuXIzExEXFxcXjjjTewYsUK/Pvvv5LGV1RUhOLiYkljIDUIIjJomZmZwsPDQ3zxxReKZYcPHxZWVlZi7969EkZGRKQ6AGLr1q1Ky4qLi4Wnp6eYP3++YllWVpaQy+Vi/fr1Qgghzp07JwCI48ePK7bZtWuXkMlk4vr16+Uez8fHRyxatEhpWfXq1cW7776reH/s2DHRo0cPUaNGDeHk5CSef/55cfLkyVJxr1q1SoSFhQlbW1vRsGFDsX37dqVtdu7cKfz8/ISNjY3o2rWriIqKEgDEvXv3FNts3rxZBAYGCmtra+Hj4yO++uqrUvHOnj1bvP7668Le3l7UrVtXbN++XWRmZoqXXnpJ2Nvbi6CgIKXrEBUVJZydnYUQQqSmpgrZ/2vn/mOaPP44gL9rSyujtMoAgUyLrtTVjWUMIiritsAisswfJIAKttsCyWZwLFGCRDEwp8ZoQlwcUbNZHNFgyDaFGH8kWE1tECZYYNpURrrpYkWnztEYRNrP9w/CMx9aWJV8w9w+r6RJ75675+56Tfpc74dEIrpORFRVVUUzZswgj8fj8xl5vV7S6/WUmJjo9/pwmmHXr1+n7OxsUqvVNHXqVFq6dCk5nU7hutFopGXLltGuXbsoKiqKwsLCaO3atTQwMCCk6e/vp/Xr11NMTAy98MILNHfuXDKbzT5tOn78OOn1epJKpeR0Ov+2rzQaDQEQXhqNRrh27NgxSkhIIIVCQTNnzqSKigp6/PixcP3atWuUmppKCoWC9Ho9nTlzxu/3lf09nrFg7B8uIiICBw8eREVFBS5duoS+vj6sWbMGRUVFSEtLm+jqMcbYM3M6nbh16xbS09OFOLVajeTkZDQ3NwMAmpubMWXKFCQlJQlp0tPTMWnSJLS0tARUjtfrxXfffYf79+9DLpcL8X19fTAajbhw4QIuXryIuLg4ZGZmoq+vT5S/srISOTk56OzsRGZmJvLy8nDv3j0AwI0bN5CVlYX3338fNpsNBQUF2Lhxoyh/W1sbcnJysHLlSnR1daGiogLl5eWoqakRpauqqkJKSgouX76M9957D2vWrIHBYEB+fj7a29vx8ssvw2AwgIh82hgbG4v09HSYTCZRvMlkwgcffIBJk3wf+Ww2G+x2OzZs2OD3OjC0vAgAHj9+jMWLFyM0NBQWiwVWqxVKpRIZGRkYGBgQ0pvNZvT09MBsNuPQoUOoqakRtbOoqAjNzc2oq6tDZ2cnsrOzkZGRIVr+9vDhQ+zcuRNff/01rly5gsjIyL/tqx9//FFor8vlEsIWiwUGgwHFxcW4evUq9u/fj5qaGmzbtg3A0HcjKysLcrkcLS0t2LdvH0pLS/1+FiwAEz2yYYwFZu3ataTT6Wj16tUUHx9P/f39E10lxhgLGPz8A2y1WgkA3bx5UxSfnZ1NOTk5RES0bds20ul0PveLiIig6urqUcvTaDQkl8spJCSEZDIZAaCwsDDq7u4eNY/H46HQ0FBqbGwU1Xvz5s1C2O12EwA6efIkERGVlZXRnDlzRPcpLS0VzVisXr2a3n33XVGakpISUT6NRkP5+flC2OVyEQAqLy8X4pqbmwkAuVwuIhLPWBARHT16lKZOnSr8PrS1tZFEIhHNKjyprq6OAFB7e7sQ19vbSyEhIcLrq6++IiKi2tpamj17tmgG49GjRxQcHEynT58moqEZC41GQ4ODg0Ka7Oxsys3NJSKiX3/9laRSqc9MU1paGpWVlQltAkA2m81vnYeN1lcjv2NpaWm0fft2UVxtbS1FR0cTEdHp06dJJpOJ6nTy5EmesXhGPGPB2HNi9+7dGBwcRH19PQ4fPgyFQjHRVWKMsX+0kpIS2Gw2nD17FsnJyaiqqoJWqxWu9/b2orCwEHFxcVCr1VCpVHC73bh+/broPq+//rrwPiQkBCqVCrdv3wYA2O12JCcni9LPnz9fFLbb7UhJSRHFpaSkoLu7Gx6Px28506ZNAwDEx8f7xA2XPdLy5cshlUrxww8/ABg6Neqdd95BbGys3/T+vPjii7DZbLDZbJgyZYowG9HR0YGff/4ZoaGhUCqVUCqVCAsLQ39/P3p6eoT8r776KqRSqRCOjo4W6tvV1QWPxwOdTifcQ6lU4vz586J7yOVy0WcBBN5XI3V0dODzzz8XlVdYWAiXy4WHDx/Cbrdj+vTpiImJEfKM7D8WONlEV4AxFpienh7cvHkTXq8Xv/zyi+jHhjHGnkdRUVEAhh4ao6Ojhfje3l688cYbQpqRD9KDg4O4d++ekH804eHh0Gq10Gq1qK+vR3x8PJKSkjBnzhwAgNFoxN27d7Fnzx5oNBooFArMnz9ftLQHAIKCgkRhiUTyf9lQ/GQ5w0uQ/MWNVrZcLofBYIDJZEJWVhaOHDmCPXv2jFpeXFwcAMDhcCAhIQEAIJVKhcGXTPbXY6Lb7UZiYiIOHz7sc5+IiAi/bRiu83B93W43pFIp2traRIMPAFAqlcL74OBgoa3DAu2rkdxuNyorK5GVleVzbfLkyWPmZU+PBxaMPQcGBgaQn5+P3NxczJ49GwUFBejq6kJkZOREV40xxp7ZzJkzERUVhaamJmEg8eeff6KlpQWffPIJgKF/j//44w+0tbUhMTERAHD27Fl4vV6fmYKxTJ8+Hbm5uSgrK8Px48cBAFarFdXV1cjMzAQwtF/i999/f6o26PV6NDQ0iOIuXrzok8ZqtYrirFYrdDqdzwP2eBUUFOC1115DdXU1BgcH/T5QD0tISMArr7yC3bt3IycnZ9R9FgDw5ptv4ujRo4iMjIRKpXqmuiUkJMDj8eD27dtITU19qryB9FVQUJBoBmi43g6HQzRT9SS9Xo8bN27A5XIJg9uR/ccCx0uhGHsObNq0CQ8ePMCXX36J0tJS6HQ6fPTRRxNdLcYYG5Pb7RaW1QBDm7VtNpuwfEUikeCzzz7DF198gYaGBnR1dcFgMCAmJgbLly8HMPTgl5GRgcLCQrS2tsJqtaKoqAgrV64ULV8JRHFxMRobG3Hp0iUAQ//Y19bWwm63o6WlBXl5eQgODn6qe3788cfo7u5GSUkJHA4Hjhw54rMpe/369WhqasLWrVtx7do1HDp0CHv37sWGDRueqqxA6PV6zJs3D6WlpVi1atWY7ZFIJDCZTHA4HEhJSUFDQwO6u7tx9epV7Nu3D3fu3BEGPnl5eQgPD8eyZctgsVjgdDpx7tw5fPrpp/jtt98CqptOp0NeXh4MBgO+//57OJ1OtLa2YseOHThx4sSYeQPpq9jYWDQ1NeHWrVu4f/8+AGDLli349ttvUVlZiStXrsBut6Ourg6bN28GMHQQgE6ng9FoREdHBywWCzZt2hRQe5gfE73JgzE2NrPZTDKZjCwWixDndDpJpVKNuXGRMcYmmtlsFh0BOvwyGo1CGq/XS+Xl5TRt2jRSKBSUlpZGDodDdJ+7d+/SqlWrSKlUkkqlog8//JD6+vrGLNvfcbNERIsXL6YlS5YQEVF7ezslJSXR5MmTKS4ujurr633ywc8mXrVaTSaTSQg3NjaSVqslhUJBqampdPDgwVGPmw0KCqIZM2aIjtgdrb4jy3Y6nQSALl++TES+m7eHffPNNwSAWltbR/t4RBwOBxmNRnrppZdIJpORWq2mRYsW0f79+0XHsrpcLjIYDBQeHk4KhYJmzZpFhYWF9ODBAyL667jZJxUXF9Nbb70lhAcGBmjLli0UGxtLQUFBFB0dTStWrKDOzs4x2xRIXzU0NJBWqyWZTCY6bvbUqVO0YMECCg4OJpVKRXPnzqUDBw6I2r9w4UKSy+Wk0+no1KlTvHn7GUmI/JxZxhhjjDHGnktbt25FfX09Ojs7J7oq7D+Gl0IxxhhjjP0LuN1u/PTTT9i7dy/WrVs30dVh/0E8sGCMMcYY+xcoKipCYmIi3n77bd6HxyYEL4VijDHGGGOMjRvPWDDGGGOMMcbGjQcWjDHGGGOMsXHjgQVjjDHGGGNs3HhgwRhjjDHGGBs3HlgwxhhjjDHGxo0HFowxxhhjjLFx44EFY4wxxhhjbNx4YMEYY4wxxhgbNx5YMMYYY4wxxsbtf/zuTNidH4soAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# เปลี่ยน style\n",
        "สามารถทำได้โดยการใช้ style ที่ถูกสร้างไว้สำเร็จรูป ซึ่ง seaborn เป็นหนึ่งใน library ที่ใช้ตกแต่ง รวมไปถึง plot กราฟในรูปแบบต่างๆ ที่เราจะใช้เพื่อเปลี่ยนรูปแบบการแสดงผล\n",
        "\n",
        "เราจะใช้คำสั่ง sns.set_style() และกำหนด parameter style= ซึ่งมีให้เลือกเบื้องต้น white, dark, whitegrid, darkgrid, ticks สามารถใช้งานได้ดังนี้\n",
        "\n",
        "[เรียนรู้เกี่ยวกับ seaborn](https://www.python-graph-gallery.com/)"
      ],
      "metadata": {
        "id": "tB_qj9qJaKs_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import seaborn as sns\n",
        "sns.set_style(style='whitegrid')\n",
        "\n",
        "fig, axes = plt.subplots(nrows=3,ncols=2,figsize=(8,8))\n",
        "\n",
        "axes[0,0].set_title(\"Graphs showing y = x and y = x**2\")\n",
        "axes[0,0].plot(np.linspace(1,10,10),np.linspace(1,10,10),'k-D',label='y = x')\n",
        "axes[0,0].plot(np.linspace(1,10,10),np.linspace(1,10,10)**2,label='y = x**2')\n",
        "axes[0,0].legend(loc='best')\n",
        "axes[0,0].set_xlabel('x')\n",
        "axes[0,0].set_ylabel('y')\n",
        "\n",
        "axes[0,1].set_title('Sales by category')\n",
        "axes[0,1].bar(['shirts','pants','shorts','shoes'],[1000,1200,800,1800])\n",
        "axes[0,1].set_ylabel('sales revenue')\n",
        "axes[0,1].set_xlabel('item type')\n",
        "\n",
        "axes[1,0].set_title('Sales by category')\n",
        "axes[1,0].barh(['shirts','pants','shorts','shoes'],[1000,1200,800,1800])\n",
        "axes[1,0].set_ylabel('item type')\n",
        "axes[1,0].set_xlabel('sales revenue')\n",
        "\n",
        "axes[1,1].set_title('Data Distribution')\n",
        "axes[1,1].hist(np.random.normal(size=100),bins=20)\n",
        "axes[1,1].set_xlabel('value')\n",
        "axes[1,1].set_ylabel('frequency')\n",
        "\n",
        "axes[2,0].set_title('Scatter Plot')\n",
        "axes[2,0].scatter(np.linspace(1,100,100),np.random.normal(size=100))\n",
        "axes[2,0].set_xlabel('x')\n",
        "axes[2,0].set_ylabel('Values')\n",
        "\n",
        "axes[2,1].set_title('Boxplot')\n",
        "axes[2,1].boxplot(np.random.normal(size=100))\n",
        "axes[2,1].set_xlabel('100 Randomly Generated')\n",
        "axes[2,1].set_ylabel('Values')\n",
        "\n",
        "plt.tight_layout()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 807
        },
        "id": "IjkpTUYuaXvT",
        "outputId": "c6abaedf-2b6e-4b88-ba8a-949703d87455"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x800 with 6 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}