Name_Entity_Recognition_with_Spacy.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "## <font color='#1dd1a1'> Name Entity Recognition"
      ],
      "metadata": {
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      },
      "id": "FOvtlpz0w7B-"
    },
    {
      "cell_type": "markdown",
      "source": [
        "![19617Intro 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      ],
      "metadata": {
        "id": "ncYoemisxFFJ"
      },
      "id": "ncYoemisxFFJ"
    },
    {
      "cell_type": "markdown",
      "source": [
        "## <font color='#1dd1a1'> Exemples d'applications"
      ],
      "metadata": {
        "id": "4EQpeZFCxb8E"
      },
      "id": "4EQpeZFCxb8E"
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### <font color='#FAEBD7'> Accompagner les clients"
      ],
      "metadata": {
        "id": "lTmmr14jxlj8"
      },
      "id": "lTmmr14jxlj8"
    },
    {
      "cell_type": "markdown",
      "source": [
        "![52578customer_ 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)"
      ],
      "metadata": {
        "id": "e7DV4Jf0ytn6"
      },
      "id": "e7DV4Jf0ytn6"
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### <font color='#FAEBD7'> Filtrer des CV"
      ],
      "metadata": {
        "id": "MDdORM7ty680"
      },
      "id": "MDdORM7ty680"
    },
    {
      "cell_type": "markdown",
      "source": [
        "![75072Resume 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)"
      ],
      "metadata": {
        "id": "L1p4jUNqzIez"
      },
      "id": "L1p4jUNqzIez"
    },
    {
      "cell_type": "markdown",
      "id": "a0142f25",
      "metadata": {
        "id": "a0142f25"
      },
      "source": [
        "### <font color='#1dd1a1'> Packages"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "85b3fb19",
      "metadata": {
        "id": "85b3fb19",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2e21b1e6-a1d1-46a1-f26e-a584c1fd45f1"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2023-11-11 10:48:04.653874: E tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:9342] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
            "2023-11-11 10:48:04.653965: E tensorflow/compiler/xla/stream_executor/cuda/cuda_fft.cc:609] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
            "2023-11-11 10:48:04.654007: E tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:1518] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
            "2023-11-11 10:48:05.910750: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "Collecting en-core-web-lg==3.6.0\n",
            "  Downloading https://github.com/explosion/spacy-models/releases/download/en_core_web_lg-3.6.0/en_core_web_lg-3.6.0-py3-none-any.whl (587.7 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m587.7/587.7 MB\u001b[0m \u001b[31m2.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: spacy<3.7.0,>=3.6.0 in /usr/local/lib/python3.10/dist-packages (from en-core-web-lg==3.6.0) (3.6.1)\n",
            "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (3.0.12)\n",
            "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (1.0.5)\n",
            "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (1.0.10)\n",
            "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (2.0.8)\n",
            "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (3.0.9)\n",
            "Requirement already satisfied: thinc<8.2.0,>=8.1.8 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (8.1.12)\n",
            "Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (1.1.2)\n",
            "Requirement already satisfied: srsly<3.0.0,>=2.4.3 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (2.4.8)\n",
            "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (2.0.10)\n",
            "Requirement already satisfied: typer<0.10.0,>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (0.9.0)\n",
            "Requirement already satisfied: pathy>=0.10.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (0.10.3)\n",
            "Requirement already satisfied: smart-open<7.0.0,>=5.2.1 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (6.4.0)\n",
            "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (4.66.1)\n",
            "Requirement already satisfied: numpy>=1.15.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (1.23.5)\n",
            "Requirement already satisfied: requests<3.0.0,>=2.13.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (2.31.0)\n",
            "Requirement already satisfied: pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (1.10.13)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (3.1.2)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (67.7.2)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (23.2)\n",
            "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (3.3.0)\n",
            "Requirement already satisfied: typing-extensions>=4.2.0 in /usr/local/lib/python3.10/dist-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (4.5.0)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (3.3.2)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (3.4)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (2.0.7)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (2023.7.22)\n",
            "Requirement already satisfied: blis<0.8.0,>=0.7.8 in /usr/local/lib/python3.10/dist-packages (from thinc<8.2.0,>=8.1.8->spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (0.7.11)\n",
            "Requirement already satisfied: confection<1.0.0,>=0.0.1 in /usr/local/lib/python3.10/dist-packages (from thinc<8.2.0,>=8.1.8->spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (0.1.3)\n",
            "Requirement already satisfied: click<9.0.0,>=7.1.1 in /usr/local/lib/python3.10/dist-packages (from typer<0.10.0,>=0.3.0->spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (8.1.7)\n",
            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->spacy<3.7.0,>=3.6.0->en-core-web-lg==3.6.0) (2.1.3)\n",
            "Installing collected packages: en-core-web-lg\n",
            "Successfully installed en-core-web-lg-3.6.0\n",
            "\u001b[38;5;2m✔ Download and installation successful\u001b[0m\n",
            "You can now load the package via spacy.load('en_core_web_lg')\n",
            "2023-11-11 10:48:39.781243: E tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:9342] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
            "2023-11-11 10:48:39.781310: E tensorflow/compiler/xla/stream_executor/cuda/cuda_fft.cc:609] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
            "2023-11-11 10:48:39.781342: E tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:1518] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
            "2023-11-11 10:48:41.052827: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "Collecting fr-core-news-lg==3.6.0\n",
            "  Downloading https://github.com/explosion/spacy-models/releases/download/fr_core_news_lg-3.6.0/fr_core_news_lg-3.6.0-py3-none-any.whl (571.8 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m571.8/571.8 MB\u001b[0m \u001b[31m2.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: spacy<3.7.0,>=3.6.0 in /usr/local/lib/python3.10/dist-packages (from fr-core-news-lg==3.6.0) (3.6.1)\n",
            "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (3.0.12)\n",
            "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (1.0.5)\n",
            "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (1.0.10)\n",
            "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (2.0.8)\n",
            "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (3.0.9)\n",
            "Requirement already satisfied: thinc<8.2.0,>=8.1.8 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (8.1.12)\n",
            "Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (1.1.2)\n",
            "Requirement already satisfied: srsly<3.0.0,>=2.4.3 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (2.4.8)\n",
            "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (2.0.10)\n",
            "Requirement already satisfied: typer<0.10.0,>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (0.9.0)\n",
            "Requirement already satisfied: pathy>=0.10.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (0.10.3)\n",
            "Requirement already satisfied: smart-open<7.0.0,>=5.2.1 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (6.4.0)\n",
            "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (4.66.1)\n",
            "Requirement already satisfied: numpy>=1.15.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (1.23.5)\n",
            "Requirement already satisfied: requests<3.0.0,>=2.13.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (2.31.0)\n",
            "Requirement already satisfied: pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (1.10.13)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (3.1.2)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (67.7.2)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (23.2)\n",
            "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (3.3.0)\n",
            "Requirement already satisfied: typing-extensions>=4.2.0 in /usr/local/lib/python3.10/dist-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (4.5.0)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (3.3.2)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (3.4)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (2.0.7)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (2023.7.22)\n",
            "Requirement already satisfied: blis<0.8.0,>=0.7.8 in /usr/local/lib/python3.10/dist-packages (from thinc<8.2.0,>=8.1.8->spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (0.7.11)\n",
            "Requirement already satisfied: confection<1.0.0,>=0.0.1 in /usr/local/lib/python3.10/dist-packages (from thinc<8.2.0,>=8.1.8->spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (0.1.3)\n",
            "Requirement already satisfied: click<9.0.0,>=7.1.1 in /usr/local/lib/python3.10/dist-packages (from typer<0.10.0,>=0.3.0->spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (8.1.7)\n",
            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->spacy<3.7.0,>=3.6.0->fr-core-news-lg==3.6.0) (2.1.3)\n",
            "Installing collected packages: fr-core-news-lg\n",
            "Successfully installed fr-core-news-lg-3.6.0\n",
            "\u001b[38;5;2m✔ Download and installation successful\u001b[0m\n",
            "You can now load the package via spacy.load('fr_core_news_lg')\n"
          ]
        }
      ],
      "source": [
        "# Importer les packages\n",
        "import spacy\n",
        "from spacy import displacy\n",
        "!python -m spacy download en_core_web_lg\n",
        "!python -m spacy download fr_core_news_lg"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "c5478f11",
      "metadata": {
        "id": "c5478f11"
      },
      "outputs": [],
      "source": [
        "# Extraire les packages en_core_web_lg et fr_core_news_lg\n",
        "NER_english =spacy.load('en_core_web_lg')\n",
        "NER_french =spacy.load('fr_core_news_lg')"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "6a7143f1",
      "metadata": {
        "id": "6a7143f1"
      },
      "source": [
        "### <font color='#1dd1a1'> Name Entity Recognition sur du texte en anglais"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "5a64da1a",
      "metadata": {
        "id": "5a64da1a"
      },
      "outputs": [],
      "source": [
        "# Texte\n",
        "raw_text=\"\"\"Legislative definitions of a federal agency are varied, and even contradictory.\n",
        "The official United States Government Manual offers no definition.\n",
        "While the Administrative Procedure Act definition of \"agency\" applies to most executive branch agencies,\n",
        "Congress may define an agency however it chooses in enabling legislation, and through subsequent litigation\n",
        "often involving the Freedom of Information Act and the Government in the Sunshine Act.\n",
        "These further cloud attempts to enumerate a list of agencies.The executive branch of the federal government\n",
        "includes the Executive Office of the President and the United States federal executive departments (whose secretaries belong to the Cabinet).\n",
        "Employees of the majority of these agencies are considered civil servants.\n",
        "The majority of the independent agencies of the United States government are also classified as executive agencies\n",
        "(they are independent in that they are not subordinated under a Cabinet position).\n",
        "There are a small number of independent agencies that are not considered part of the executive branch,\n",
        "such as the Congressional Research Service and the United States Sentencing Commission, which are legislative and judicial agencies, respectively.\"\"\""
      ]
    },
    {
      "cell_type": "markdown",
      "id": "bd6fc64f",
      "metadata": {
        "id": "bd6fc64f"
      },
      "source": [
        "####  <font color='#708090'> Appliquer le NER"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "33eeeed5",
      "metadata": {
        "id": "33eeeed5",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "66b706c8-3f47-4edd-dcd9-fb92f646379c"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "United States Government Manual ------ ORG\n",
            "the Administrative Procedure Act ------ LAW\n",
            "Congress ------ ORG\n",
            "the Freedom of Information Act ------ ORG\n",
            "the Sunshine Act ------ LAW\n",
            "the Executive Office ------ ORG\n",
            "the United States ------ GPE\n",
            "Cabinet ------ ORG\n",
            "United States ------ GPE\n",
            "Cabinet ------ ORG\n",
            "the Congressional Research Service ------ ORG\n",
            "the United States Sentencing Commission ------ ORG\n"
          ]
        }
      ],
      "source": [
        "# Appliquer NER\n",
        "text= NER_english(raw_text)\n",
        "# Afficher les entités des noms\n",
        "for word in text.ents:\n",
        "  print(word.text,'------',word.label_)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "48ee2231",
      "metadata": {
        "id": "48ee2231",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "outputId": "c9def4f6-8ecf-443d-f0e3-5a1acf7801bf"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Companies, agencies, institutions, etc.'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 7
        }
      ],
      "source": [
        "# ORG explication\n",
        "spacy.explain('ORG')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "63101c5a",
      "metadata": {
        "id": "63101c5a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "outputId": "11b63fc3-839c-4b40-ca2d-ac732bb3ab04"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Countries, cities, states'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 9
        }
      ],
      "source": [
        "# GPE explication\n",
        "spacy.explain('GPE')"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# LAW explication\n",
        "spacy.explain('LAW')"
      ],
      "metadata": {
        "id": "J5O8itdf8ZeH",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "outputId": "4321ed5b-b0f9-4011-9f80-9be6e58cb8be"
      },
      "id": "J5O8itdf8ZeH",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Named documents made into laws.'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "id": "118214fd",
      "metadata": {
        "id": "118214fd"
      },
      "source": [
        "##### <font color='#708090'> Visualiser les entittés de noms"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "92b5abe5",
      "metadata": {
        "id": "92b5abe5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 717
        },
        "outputId": "fcd9d80d-a261-4f7d-efd6-0f06719d3648"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">Legislative definitions of a federal agency are varied, and even contradictory.<br>The official \n",
              "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    United States Government Manual\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
              "</mark>\n",
              " offers no definition.<br>While \n",
              "<mark class=\"entity\" style=\"background: #ff8197; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    the Administrative Procedure Act\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LAW</span>\n",
              "</mark>\n",
              " definition of &quot;agency&quot; applies to most executive branch agencies,<br>\n",
              "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    Congress\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
              "</mark>\n",
              " may define an agency however it chooses in enabling legislation, and through subsequent litigation<br>often involving \n",
              "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    the Freedom of Information Act\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
              "</mark>\n",
              " and the Government in \n",
              "<mark class=\"entity\" style=\"background: #ff8197; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    the Sunshine Act\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LAW</span>\n",
              "</mark>\n",
              ".<br>These further cloud attempts to enumerate a list of agencies.The executive branch of the federal government<br>includes \n",
              "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    the Executive Office\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
              "</mark>\n",
              " of the President and \n",
              "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    the United States\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
              "</mark>\n",
              " federal executive departments (whose secretaries belong to the \n",
              "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    Cabinet\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
              "</mark>\n",
              ").<br>Employees of the majority of these agencies are considered civil servants.<br>The majority of the independent agencies of the \n",
              "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    United States\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
              "</mark>\n",
              " government are also classified as executive agencies<br>(they are independent in that they are not subordinated under a \n",
              "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    Cabinet\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
              "</mark>\n",
              " position).<br>There are a small number of independent agencies that are not considered part of the executive branch,<br>such as \n",
              "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    the Congressional Research Service\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
              "</mark>\n",
              " and \n",
              "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    the United States Sentencing Commission\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
              "</mark>\n",
              ", which are legislative and judicial agencies, respectively.</div></span>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Visualiser le NE's\n",
        "displacy.render(text,style=\"ent\",jupyter=True)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "2ff8460a",
      "metadata": {
        "id": "2ff8460a"
      },
      "outputs": [],
      "source": [
        "raw_text1 = \"\"\"The Mars Orbiter Mission (MOM), informally known as Mangalyaan, was launched into Earth orbit on 5 November 2013\n",
        "               by the Indian Space Research Organisation (ISRO) and has entered Mars orbit on 24 September 2014.\n",
        "               India thus became the first country to enter Mars orbit on its first attempt. It was completed at a record low cost of $74 million.\"\"\""
      ]
    },
    {
      "cell_type": "markdown",
      "id": "5d63d97f",
      "metadata": {
        "id": "5d63d97f"
      },
      "source": [
        "####  <font color='#708090'> Appliquer le NER"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "e72e06bc",
      "metadata": {
        "id": "e72e06bc",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "602e1389-6634-484b-fc52-a4c4f4794076"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The Mars Orbiter Mission ------ PRODUCT\n",
            "Mangalyaan ------ PERSON\n",
            "Earth ------ LOC\n",
            "5 November 2013 ------ DATE\n",
            "the Indian Space Research Organisation ------ ORG\n",
            "ISRO ------ ORG\n",
            "Mars ------ LOC\n",
            "24 September 2014 ------ DATE\n",
            "India ------ GPE\n",
            "first ------ ORDINAL\n",
            "Mars ------ LOC\n",
            "first ------ ORDINAL\n",
            "$74 million ------ MONEY\n"
          ]
        }
      ],
      "source": [
        "# Appliquer NER\n",
        "text1= NER_english(raw_text1)\n",
        "# Afficher les entités des noms\n",
        "for word in text1.ents:\n",
        "  print(word.text, '------',word.label_)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "b4be5b04",
      "metadata": {
        "id": "b4be5b04",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "outputId": "2aa52722-df8a-4dd8-dae2-b4d10ac5ff7c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Objects, vehicles, foods, etc. (not services)'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 13
        }
      ],
      "source": [
        "# PRODUCT explication\n",
        "spacy.explain('PRODUCT')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "654628d8",
      "metadata": {
        "id": "654628d8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "outputId": "f97cb658-464f-4eb3-97d5-3c8e15993081"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Absolute or relative dates or periods'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 14
        }
      ],
      "source": [
        "# DATE explication\n",
        "spacy.explain('DATE')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "675df1f4",
      "metadata": {
        "id": "675df1f4",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "outputId": "98c37cac-3665-4fc6-f07e-f1f03917a8b6"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Monetary values, including unit'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 15
        }
      ],
      "source": [
        "# MONEY explication\n",
        "spacy.explain('MONEY')"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# PERSON explication\n",
        "spacy.explain('PERSON')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "E10CWhzBFDk9",
        "outputId": "6f1f915e-a43a-4820-9007-23f5ca414351"
      },
      "id": "E10CWhzBFDk9",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'People, including fictional'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# ORDINAL explication\n",
        "spacy.explain('ORDINAL')"
      ],
      "metadata": {
        "id": "y8qKj8EF_aJO",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "outputId": "b86fec2d-19a7-4b45-f613-22a54f4e6f2b"
      },
      "id": "y8qKj8EF_aJO",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'\"first\", \"second\", etc.'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# LOC explication\n",
        "spacy.explain('LOC')"
      ],
      "metadata": {
        "id": "ql3drvhD_k5e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "outputId": "c1a02480-5937-40e3-b916-cd0d261e051b"
      },
      "id": "ql3drvhD_k5e",
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Non-GPE locations, mountain ranges, bodies of water'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "markdown",
      "id": "261b0ed6",
      "metadata": {
        "id": "261b0ed6"
      },
      "source": [
        "##### <font color='#708090'> Visualiser les entittés de noms"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "f628c271",
      "metadata": {
        "id": "f628c271",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 227
        },
        "outputId": "5bd39575-a1b9-4aa2-d82d-87699058544a"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">\n",
              "<mark class=\"entity\" style=\"background: #bfeeb7; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    The Mars Orbiter Mission\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PRODUCT</span>\n",
              "</mark>\n",
              " (MOM), informally known as \n",
              "<mark class=\"entity\" style=\"background: #aa9cfc; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    Mangalyaan\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">PERSON</span>\n",
              "</mark>\n",
              ", was launched into \n",
              "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    Earth\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
              "</mark>\n",
              " orbit on \n",
              "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    5 November 2013\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
              "</mark>\n",
              "<br>               by \n",
              "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    the Indian Space Research Organisation\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
              "</mark>\n",
              " (\n",
              "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    ISRO\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
              "</mark>\n",
              ") and has entered \n",
              "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    Mars\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
              "</mark>\n",
              " orbit on \n",
              "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    24 September 2014\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
              "</mark>\n",
              ".<br>               \n",
              "<mark class=\"entity\" style=\"background: #feca74; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    India\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">GPE</span>\n",
              "</mark>\n",
              " thus became the \n",
              "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    first\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
              "</mark>\n",
              " country to enter \n",
              "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    Mars\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
              "</mark>\n",
              " orbit on its \n",
              "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    first\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORDINAL</span>\n",
              "</mark>\n",
              " attempt. It was completed at a record low cost of \n",
              "<mark class=\"entity\" style=\"background: #e4e7d2; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    $74 million\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">MONEY</span>\n",
              "</mark>\n",
              ".</div></span>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Visualiser le NE's\n",
        "displacy.render(text1,style=\"ent\",jupyter=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "c2165950",
      "metadata": {
        "id": "c2165950"
      },
      "source": [
        "### <font color='#1dd1a1'> Name Entity Recognition sur du texte en francais"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "5891f1c1",
      "metadata": {
        "id": "5891f1c1"
      },
      "outputs": [],
      "source": [
        "# Texte\n",
        "raw_text = \"\"\"La Déclaration solennelle sur l’égalité entre les hommes et les femmes en Afrique (SDGEA) adoptée par les chefs d’État et de gouvernement de l’UA en juillet 2004,\n",
        "a appelé à la création d’un fonds dont l’objectif est de financer les initiatives de renforcement des capacités destinées aux femmes africaines.\n",
        "En 2007, la Conférence de l’UA a proposé la mise sur pied d’un fonds fiduciaire africain pour les femmes (Assembly / UA // Dec.143 (VIII)).\n",
        "Le Fonds a été lancé lors du sommet de la Conférence de janvier 2010. Il a été revu et repensé en 2017.\"\"\""
      ]
    },
    {
      "cell_type": "markdown",
      "id": "281fe44d",
      "metadata": {
        "id": "281fe44d"
      },
      "source": [
        "####  <font color='#708090'> Appliquer le NER"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "2060bc3d",
      "metadata": {
        "id": "2060bc3d",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9303c02e-5a88-4223-b179-040e603b22ee"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Afrique ---- LOC\n",
            "SDGEA ---- LOC\n",
            "État ---- LOC\n",
            "UA ---- ORG\n",
            "Conférence de l’UA ---- ORG\n",
            "Assembly ---- MISC\n",
            "Fonds ---- ORG\n",
            "Conférence de janvier 2010 ---- ORG\n"
          ]
        }
      ],
      "source": [
        "# Appliquer NER\n",
        "text1= NER_french(raw_text)\n",
        "# Afficher les entités des noms\n",
        "for word in text1.ents:\n",
        "  print(word.text, '----', word.label_)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "a5192724",
      "metadata": {
        "id": "a5192724",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "outputId": "6706eeb4-e765-4882-d3e7-b99a24950821"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Miscellaneous entities, e.g. events, nationalities, products or works of art'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 22
        }
      ],
      "source": [
        "# MISC explication\n",
        "spacy.explain('MISC')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "e3d0b69a",
      "metadata": {
        "id": "e3d0b69a"
      },
      "outputs": [],
      "source": [
        "# LOC explication\n"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "984a4a5d",
      "metadata": {
        "id": "984a4a5d"
      },
      "source": [
        "##### <font color='#708090'> Visualiser les entittés de noms"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "bbf67af6",
      "metadata": {
        "id": "bbf67af6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 332
        },
        "outputId": "b4705a7d-c16f-4e6a-df86-2d15cbd87460"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">La Déclaration solennelle sur l’égalité entre les hommes et les femmes en \n",
              "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    Afrique\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
              "</mark>\n",
              " (\n",
              "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    SDGEA\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
              "</mark>\n",
              ") adoptée par les chefs d’\n",
              "<mark class=\"entity\" style=\"background: #ff9561; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    État\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">LOC</span>\n",
              "</mark>\n",
              " et de gouvernement de l’\n",
              "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    UA\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
              "</mark>\n",
              " en juillet 2004,<br>a appelé à la création d’un fonds dont l’objectif est de financer les initiatives de renforcement des capacités destinées aux femmes africaines.<br>En 2007, la \n",
              "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    Conférence de l’UA\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
              "</mark>\n",
              " a proposé la mise sur pied d’un fonds fiduciaire africain pour les femmes (\n",
              "<mark class=\"entity\" style=\"background: #ddd; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    Assembly\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">MISC</span>\n",
              "</mark>\n",
              " / UA // Dec.143 (VIII)).<br>Le \n",
              "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    Fonds\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
              "</mark>\n",
              " a été lancé lors du sommet de la \n",
              "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
              "    Conférence de janvier 2010\n",
              "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
              "</mark>\n",
              ". Il a été revu et repensé en 2017.</div></span>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Visualiser le NE's\n",
        "displacy.render(text1,style=\"ent\",jupyter=True)"
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "850Y5EnUPizw"
      },
      "id": "850Y5EnUPizw",
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        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r9F52XLl0iSTI1NRXWcykpKRUVFVe4ndrtdre2tsKGMavV6nA4huKaB2tKl8sF8Z8JgtBqtVarlQsHDaYWaBZotIAUBAKB2Wxub2+PjIxkWVaj0aBtpogrAUnTwQhYgw6u8urp6bl48SJ4TJAkebklLDiMcGqxK9yTh0AAYCLVarVJSUmc+AQX3/47PSiKwnknBbIsm5yc7Pf7Ozo6XC6X3+/v7e31eDzcyX/QJ41Go1qtht6bkJDgdDqNRiOGYUKhMCQkhCCI/ptkaJpubm6OjIyUy+Usy8bExHR3d4Of8E/WyOVyVVdXw4fAfTj/c/vA3MJisfCr4HA4zGYzQRCJiYk6nQ7r+5YtFsuA+mRueQpynUvqfy4VYjiApOlVA7bWgIaqv+sEx+jRo/Py8uDjtFgssM8VfaiIK2TUqFEgJrG+2R5N07W1tf2lgkKhmDhxIndbXV1dY2OjWq3WaDQxMTHgYSSRSMCvFbSsZrOZoqiGhobw8HBYj0ql0tGjR9vtdtCRSiQSg8HQ2dkZUCrYMFZbW5uTk4NhGEEQaWlpp06d4keJuBw4jvMPQhm6qgY2f0dGRoLiRyqVjhkzBvaRg24cfJ16enpgE2p/LyeBQGCz2dra2mJiYpAcRVwhSINxNRlcjgJisVgmk8nlcplMJpPJrlnZELcGIpGIs/OB5e/ChQt2u72/VADDqkQikUqlcMY91rcm444A5HaSYBhWU1MDB9a73e6qqiqsb7UKZz6oVCpOFPUvFfgZdHZ2wnEHcBZYUlLSlW+SuSpylCuJxWKpqKjgqgYbeLitawRBOByO8vLyy+UIErSxsZE7PmnoBUPc8gzrtSlnDhnELsJ9jdhAmt7B/xpwW/8b0FeKuBL69x8IrmAymZqamgIMjYN0ZpZlu7u7JRIJt4EEsNvtdXV17e3t3Fbs9vZ2OHdepVLx7+R2rPYvFYjempoanU4HCt7Y2Nju7m7wueM/ElDOKxG3g9zMLwbnakSSJJzgHx8fr9Fo+E/RNG0wGGpqalwuFz8yT0D6AoHAbre3trbGx8cH5IVADMhQdzpyDjj79u27uboaQRAajYYLvtHb29v/HpZlZTKZQqGAatpsNofDwVWTZVmxWMzZVJxOp9VqHVBkqtXqgMBtWJ+Bx2Qy3eAylWVZhUIxRGsWYigoFAr+ER8ejwe2UXq9XjjMgVOTwqnuA4och8MBR+mKRCK5XC4Wi+FsBLvdbrPZIBwb/36fzwcbN6VSqUwmA7dhu90OPurwaXCnH8B1EKgqlYpzGnC73Q6HQ6vVQrJ+v99qtcKBDCqVivMB5iT0gOA4rlar8b5INRaLhb8BBuoSUAys7/uCKkgkErlc7vP54AawMfMdAOVyOcwwvF6vzWbjEidJkptPQJtYrVb0IdxKsCybn58P+7aHKMKGrzTFMIw7TRs+rQHvYRiGHyg4YOLP8qKFXy52R0AifAbJ98YBSdPrTkC0eU5aDOhBc7mT8GAHCz81rvND1+0/24M7OR0sCD9+uG/uES7xgOtwPz/mKPf4gBcvxyA3X64YWN9ymasF1279Hem5RALSZ/tFEUf+vbcYV1GaDmtNL38yfjlRwQWTGvAecKAYPAUMw2AnzIB/QiIK8ZMECAmsr9sM2Hkut73kciIHu4zvD9sXc41/M/82fjr86/yuDtcH/NC4i1fyCQzyqV6uGNx/A+o7YGW5e/pPKQLaE32wiMsxrKXpFX4Yg992JYmgLxAxRK68C131DjnIzQP+aUDB/POV4UqSGkqboI8XcYUgrQUCgUAgEEMFSVMEAoFAIIbKVdP0BthXELcS6OUiEAjE4FwdacqyLBzgeVVSQ9xQwMu9WpvrEQgE4sbhKo5sQ5WmIEFFIlFsbOxVKA7ixgP2y0okEnSkMAKBuMWAYwOwq3E0x9WJU+33+y0Wy9DTQdyAsCwrlUohBMf1LgsCgUBcZa7Wpv+rpulFC5dbFZZlIXolkqYIBOLWo/8O7P+NYb3fFHGFIC8kBAKBGBy0QwaBQCAQiKGCpCkCgUAgEEMFSVMEAoFAIIYKkqYIBAKBQAwVJE0RCAQCgRgqSJoiEAgEAjFUkDRFIBAIBGKoIGmKQCAQCMRQQdIUgUAgEIihgqQpAoFAIBBDBUlTBAKBQCCGyrA4p/emOGMWnSmPQCAQNy+3sjQFIcowjM/nu95l+WkEAgEcLo/EKgKBQNx03LLSFMdxj8djsVg8Hg/DMDe+iCIIgqIopVIplUpv/NIiEAgEgs+tKU0JgrDZbN3d3QzD3CzRxHw+H03TTqdTq9Wq1WokUG9JWJb9OXrjz5QsAoG4cm5BaYrjuNfr7e3tZVmWIP6fm1WAfOKPPgP+6b+9v/+fAq7DkNf/ZrjCqXmNRiNFUTKZ7FYKwM6vy88xvxnwlV0J/FdwDTKFDgmdgZ/I/wykA7Hc/4c0r1YxAvifXwcCcfNya0pTm83m8/n4ohTDMKFQKBAIuP96vV5YuRIEIRQK+Xd6vV6WZUUiETfEMAzj9Xq5MUIgEHCP+P1+sMuCsBSLxVw6Ho8HLrIsC7mzLEvTNDfKiMVihmFomuYXnmVZq9UqlUqvYptcX3Acl0gk3H/9fj9N01d3+IZWJUnyv0oWx3GhUMiyLMMw/+3chWEYv99PEARJklciNnAc9/v98Ai//wzRqC8QCAQCgcPhEAqFFEVBSQapDghd7tOAYuA4zu+EQwdeh0AgCPgGEYhbmFtQmmIY5vV6A64IBIK2trbu7m74wuVyeWhoKIw+FoulubmZWzQQBJGQkCAQCCorK91uN0EQYrFYpVKFhIT4/X6GYYRCoc1mq6+vt9vtSqUyLCxMpVJhGCYUCv1+f21tbXd3N8uywcHB0dHRQqHQ6/VSFNXW1mYwGMRicVxcHDeCnz9/XiaTxcfHB4x9NE2DpL9mLfbzQRCE0+ksLS2FOkql0qCgoJCQEP47GnCBOPhqnv8IQRDffvttZWXlq6++qtfrQVQP+HhA+gKBYPXq1dXV1S+99JJGo4EHL/csJzJZlhWLxefOnfvmm2+mT59+++23u91uTsHQvzosy/r9folEcvbs2e++++6OO+6YMWPGhQsXvvrqqyVLlkycOBEeHyTfAEUu95sgCIfDsW7duurqapfLdccdd3R1ddXW1v7iF79Qq9U+n4/v1Aa/SZIkSdLr9fp8PolEUllZ+cknn8ybN2/GjBnQ2y9XhgGr1v9NMQwjFou3b99+/Pjxhx9+eMSIEZDsZXoHAnHrcAtKU1g08D94hmEkEsnp06d3794tkUhgHE9LS1uyZEl8fPzFixc/+eQTkUgEo55IJPrtb38rk8k2btzY2toqFAo9Ho9SqZwwYcLcuXMpiurs7Fy9enVdXZ1UKnU6nWFhYa+88opSqezt7d2yZcvZs2dJkiQIwuv15uTkLFmyRK1Wi0SikydP7tq1SyqV3nvvvZMmTfJ6vV6v95NPPklMTHzttdecTid/xIEqgNC9Di149YDhu7e3d+XKlSAz3G53SEjIHXfcMW3aNFgPgfsV1qcS4CsASJLk1u4wWAuFQp/PB5oD+BPc39PT09rayskPHMcpiiIIgqbpgM4wCLBQ8/l8oEjgPwvTLHgjoKVwuVwtLS0Wi4VTb8BkC8Mw6ABQTq4iYMtvaWmx2+2ctznkCwtcmqZhzcpfu3PyD6ZfIK78fj88Dv1q//79WVlZI0aMCA8Pb29vx3hCHdoBx3Gfzwc9qrm5+eDBg3feeadGo+EWspzshOwEAgGnceGaHd4CfCYB2hTIAooNV8xmc2trKzfJQCCGA7egNL0cQqFQKBROmTIlMTHx+PHjRUVFCoXi2WefheEjMzNzwoQJoB9WKBQ+n4+iKJVKdddddzkcjiNHjuzatSsuLu622247ceJETU3N7bffnpeX19zc7PF4JBIJy7I7duw4ceLEuHHjJk6cKBAIjh49euzYMZIkH3roIQzDBAKBTCYTCoUHDx7MzMxUq9UYhkkkEhAktzYgbPR6/aJFi5qbm/fs2bN+/frU1NSIiAgMw5xOZ2NjI0EQERERFEWBIBGJRCaTqbu7W6FQ6PV6UF36fL729natViuRSOrr64VCYUREhN/vB0U6p5kHgdTU1OTxeEJDQ1Uqlcfj6T+sg2SaO3fu1KlT5XI5wzA9PT0CgUCv17e3t1ssFngWZKdIJLJarY2NjSKRKCgoCColEonAdmC3261Wq1KpVCgUGIZ1d3d7PJ6goCCKooRCodVqbWtri42NVSgUYrGYJEkMwxISEl5++WWNRuP3+51Op9VqjYyMdDqddXV1MpksPDwc6iUSibq7uzs6OsRisVQqpWlaoVCo1WrOTb29vZ0giPz8/Ntuu00sFgcHB9M0LZVK/X4/NGZzczNN03q9Hkp75MiRvXv3jho1yuv1KhSK6OjoF198Ua1W0zQN05qenh6j0ahWq4ODg6EMXq+3vb1dr9cTBFFbW0sQRFRUFIhPmDU2Nze73W6NRhMaGgoClSRJkUiElqSIYcUwkqYYhvn9/oiIiMmTJ2u12urqaljNwAomJCRkwoQJsBxxOBxg+CEIYsSIEVFRUXa7vaGhwWw2syzrcrkoioqOjs7KykpISID1UFNTU1FRUVxc3NKlS7VaLcMwERERnZ2dJSUlLS0t2dnZsOrNzc09duxYYWHhkiVLQELc7KvPK8Tv98tkslGjRo0aNaq9vf3w4cMGgyE6Orq4uPjbb7/t6enBMCwyMvKxxx4DEXvw4MEffvjBbDZTFJWRkfHggw9qtdru7u5//vOf6enpbrf77Nmzcrl8xowZixYtgkGfswi2t7d//fXXNTU1GIYplcp77713zJgx/QUq3Lxu3bqysrLf//73ERER69atczgcCQkJe/fuJQgiODj40UcfTUxMxDDs1KlTmzZtgnJGR0f/6le/EggEnHmypKRkzZo1d95557x583Ac37hxY0VFxUsvvZScnHzp0qU1a9a0traq1er09HSxWAzypri4+OOPP77nnnsWLFhQUlKyYcOGadOmnThxoqurSy6Xz5w5c/78+RiG7d69e8eOHVKpFGzwFEUtXLhwwoQJLpdLKpWuW7fu2LFjGo1m3bp133///V//+tfVq1d3dHS88sorkZGRzc3Na9eura6u9vv9Uqn0+eefv3jx4oEDBzQazXvvvUeS5J///OfW1tZ33313wYIFS5cu9Xq927dv37t3r9VqFYvFI0aMePDBB5VKZWNj43vvvTdu3LimpqaKigp4j/fff79EImlubv7ggw96enpgwjRlypQ777wT+083KwRimDDsJo8ej8dgMBQXF8NeFJIkQc5VVFS8//7777///rp16zibJcMwTU1N+/fvLy4ulkqlkZGRGIZlZGQQBLF27dovv/wSNuFgGGY2m+12O6w/7Ha7w+FQKBRhYWFer7e7u5sgCFByjhs3Lj4+vrCwsKmpCXSV17k5riF+v99qtVZVVTU3N4vFYq1Wa7PZPv/8c6fT+corrzzzzDNtbW1r1qwhSbKqquqrr74SiUTLly+fOnXqiRMn1q1bB6pOr9d7/PhxkUj05JNPisXibdu21dbWCoVCmJfAgmn9+vVlZWXLli377W9/K5FIvvnmm56ensv5CrlcLpvNxgnj0tLS8vLy5cuX5+XlVVdXHzp0SCAQtLa2fvnlly6X64EHHrjvvvvGjh0Liz9OPPt8PpvNxuk/XS6Xw+GA6z/88EN1dfW0adMWLlxYX1/P+bL5fD6r1QqP+P1+s9m8a9euCRMm3HPPPW63e//+/Uaj0WQybdmyRalUvvrqq7Nnz25raxs1atTYsWM9Hg9nSkhOTrbZbNOmTXv00UfFYrHdbrfZbJD++vXri4qKpk6d+uSTT06YMEGv16empoaGhvr9/iVLljz22GMKhYKmaavV6na7MQy7ePHi2rVrVSrV008/PXbs2MOHD69fvx4clHw+3+7du2G6I5fLDx48WFdXRxCERqMZP378M88887vf/S4sLGz37t319fUY8uZFDEuG0doUbEL79+/fsWOHxWKRy+VTp07lFjQWiwWWpFFRUVifzcntdq9YsQKm9g8++GBcXJzNZhsxYsRDDz20c+fOH3/8sbKy8s4778zJyXG5XGBeAsEJ1juxWMyyrNPpxDAMLG0ymWzWrFkffvjh3r1777nnnmGiCoOWb2tr+93vfmc0Gr1e77Rp02JjY8+ePWsymdLS0txuN8uyGo2mvr7ebDZXVVU5nc6CgoKJEyc6HI6SkpLKykqTyURRlN/vDw0NfeCBBxQKRWtr69atW2tqalJSUmD4FgqFZrO5vLw8PDycIAir1arX62tra+vr68eOHTugIzEYNbnfLMvOnj17/PjxISEh58+fNxqNGIbV1tb29vYuXLhwxowZGIaBNoKfCI7jfHdi8HSDwrS2toaHh8+fP1+r1Tocjq+++gpeOv8RgUDg8/kyMjIWLlyIYVhpaemlS5dsNptcLvd4PCEhISEhIfHx8ZA4RVEulwsUKqmpqdHR0WfOnBkxYkRWVhYIeIFAQFGUwWCoq6uLi4u76667xGJxfn6+z+fLzc3dt2+f0WjMz8/XaDTcq4FiFBUVMQwza9as/Pz89PT0CxculJeXezwemIgEBwcvWbJEKpU2Nze3traazWYMwxQKxdSpU1tbWzs6OkBbDi2GpCliGDKMpCkgkUiio6ODg4Nzc3PDw8PB9cPj8YwdO3bRokWcVyfWN9DMmzfv/PnzBoMhPj6eJEkYSW+77bakpKTjx4/v3bt33bp1KSkpKpWKZVmHw8F5iOA4brVacRyHoxggTZfLNXLkyBEjRsAIqFQq4f7hAEmSERERWVlZKSkpubm5BEGYzWbwUfruu++gtaOiojwej91uF4vFOp0O9O2hoaGNjY0Wi0WlUoFzLPjsBAcH+3w+l8vFZYHjuN1u9/v9brd7x44dPp9PJBJx0yPQBATMYPg6SYZhSJIMDg4Gz22xWAyeOFarVSAQ6HQ6v99vt9uFQiEngPnpwBQKcof/er1em82WkpICPk1gvOQUEnyR4/f7dTodLL6VSiU4WOn1+jFjxhQVFa1cubK+vl4mk6WlpXGKE7D7er1e8JoGdTfWp8EGW2x6ejrLsna7HaS7w+HgaiQWi0UiEb8YDoeDIAidTgde6AqFwmQyGY1GaG3QwDMMI5fLsT4Xqv3792/evJkkyaCgIJhQDihHL3cdgbiVGEbSlCAIv98/Y8aMgoICh8PBMIzH4+EGFIlEotfrwa3U4/FgfZsRCwoKYmNj33333U2bNj355JOw4pHL5eHh4ffeey9Yktrb20NDQ/V6/aVLl1paWmCpVF9f39zcrFQqQbfGLVhJkpw1a1ZdXd2ePXtAll/vhvnZAZ/SuLi4V199Fa6AalGr1Xq93ujo6BdeeAGkgtvtlsvlQUFBDoejp6cH9hd1dnbCgYt+v18gEIBmUqPRtLe3UxSl0+mwPtdThmEUCoVAIJDL5a+88opKpQLfJfhXJpNhGAYvl182/uYWkUgEzsDcXzEMk8vlfr8ftleBTxO3IYR7FiYHAoHA5XJZLBZQPotEIqVS2dHRAeLZYDCAsw8/cQB8mkCxAYmDuEpJSamqqpLJZPn5+SNHjoyJieE7yhIEAY/AD66bwTYVhULR1tYG5efkLuyBkclk3A5gLjW9Xg/VzMjIMJvNNpuNJEm5XA5aa3BigsdhYe3xeHbt2uX3+19++eXk5ORVq1Y1NzdzDcIlC+UBM/PV61MIxA3HMJKmMKS63W673e5yueCUeaxvLl9TU/P111/TNC0UCqdPnw47HPx+v8ViSU1NnTJlys6dO5OTk2fNmvXBBx9IpdLY2Fi73V5TU6PT6UAAFBQUbNq06bPPPhs1ahSGYRcuXOjs7Fy4cCE4OrIsC+tat9udkpIyduzYI0eOEAQRFhZ2vRvmWuD3+71er8PhAG0qWOMSExOjo6MvXLiwcePG5OTktrY2hmHmz5+flpYWHBy8b98+iqLa29tra2snTZoUHBzc3t4O6tNvvvkmPj7+5MmTCoUiISEB1pewqSMkJGTUqFEHDx7csGHDmDFjLBZLZ2cnbAk9ePCgWCy+7bbbMN6CjNsKgvUdK8EN+tABGIZJSEjQaDSnTp1SKpUkSba3ty9btgymCHBzUFAQSZJnz54NCQlpamoyGAywsUqtVkdFRZ06dWrr1q1arbawsBBkHhQAttBwvzktBT9Ow4kTJ2BNT1FUV1eXSCQCr11OVkH5+dUBwRkSEhITE3Px4sVvv/02Ojq6pqZm0qRJmZmZQqHQYrHs2rVLq9Xm5+fDohkez8vLO3To0LZt27xeb01NTVdX18yZM0GjDudOQBZQWqg4SM2Wlpbq6urjx49zIhNKBb+3b99eWlr65JNPhoaG3hTxJxCI/41bUJoOuMUNNhtoNBrYG8ctAmCxCIuhkydPMgxDUdTEiROlUinM6MGmNX369IaGhpMnT2ZkZMTFxZ06daq8vBx2aNx+++0ajcbpdE6fPh32/x0+fBjDMJ1Od8899xQUFIC+USKRaDQaEOF+v3/q1KnNzc1ms1kul9/ySjCCINRqtUKh4NZGGIb5/X6VSrV8+fINGzbs27fvwIEDLMtOmjTJ5/PFxsY+88wz33///caNGwmCKCgoWLJkCSziaZqOjIz0+/3r1q3T6XQLFiyIjo6GzR4ajQbeLNx8/vz5oqIiHMfj4uIoimptbf3iiy9mzpw5adIk8O+FYsjlco1Gw63Y4B1xZVYqlR6PJzY2dtmyZTt27Ni2bRvDMFlZWbAhVaPRwJFVycnJ06dPP3Xq1IYNG7Kysm6//XYQLQKBYNGiRXa7vbCwUK/XT5s27eDBg6AlpihKq9WCakQoFGo0Gm6xKJVK1Wo1WCsTEhK+//771atX+3w+n88XHx//i1/8AlTc3M1arZY7WUmhUMC6XyQS3X333TiOnzp16vDhwzqdbubMmSzLTpw4sb29/dChQyqVKi8vD4oBtUhNTX300Ud37ty5fv16iqKmTZt21113wX5ZtVoNK3sMw8RiMbSYSCSaO3fuli1b1q1bFx0dfdddd+3atQtqJ5VKNRoNlKqjo6O2thZsvSw6Txhx63J17Bk+nw+8Em4ECILo7OwEWxF3Ecdxh8PhdrtlMhk4B3HXwbjFLVUxDJPL5WD1ZFlWpVLBGO1wOOx2u0wmU6lURqPR6XSSJKnRaMRiMbf7gqIoh8PBPSiTyWCtA3Ysp9PJjZJg4XO73RA3hv8WYCMEmKluBEANzp1a998CazgwkSqVSv5gCjWlabq7u9vtdisUCq1WCwZOiqI8Hg9sAA0JCYH7Ozs7f/e738XFxb355puNjY0gQcEt1mq1er1ekIXwKru7ux0Oh0gkAmmxd+/eL7744u23305KSuKfzsM9SJKkxWLxer1qtRpKZbFYQLWLYRhFUWazGWoBK1Gn02mz2WDWhWEYQRAdHR0sy4aFhcHWVXjXQqHQbrd3d3cHBQWpVKqOjg6RSKRQKMCuKZfL5XI5l5RCoWAYxmazuVwuvV5fWFi4cePG+++/Pzk5GcfxQ4cObd++/fnnnx83bhwIJzgRwul0qlQqOFfBbDb7/X61Wg0HQXi9XoPB4Pf7tVqtTCaDAxx6enocDgcISIizxM0dRSKRy+Xq6emhKArsx3BWA2xVUiqVBEFwLutSqZQgCIPB4Ha7Q0NDRSJRV1eXVCqVSqWgjVcoFBKJxGazORwOvV5/y88aETcpsMQaejq3pjQ1m82wBy7gOkEQ/Y8wBTdI/hWY+MOgzJ3BC8M0qLzgwAdO5cW9CVAaw/Q84E+cZYtrcG6hFuCIxDCMSqUKCgq6QUafIUpTrK+F+9cU63PeAV9ovtKV35JgzKYoqqOj46233goPD//973+P9WlEObdY/vFDWN+xzODOIxQKCwsL6+vrH3zwwQCPGP6DnOYASsUvMzgoQXlghsT1B+hOUEKYnEHu/LOQ4CwhEGbQA+G0Xnic/xuKhGEYSZIrVqw4evToyy+/nJCQYDQat23bVlpa+vvf/z4yMpJT9vLLD09hGMZtwMX7DiriznVieacdwRXYJMbVAvyVAo6g4jcFv7Qsy8K7gzbhagelgnvg99U9BxiBuIpcLWl6C2p6WZaFTZ+ccZTtO0FtwEPm2P88KQ3r0xVzJ6thfZ4UnJcHqN2wfuFQIC8YTwP+1D93zhbF99cAUQ3roVsGroX7Nz5c4c4UDHBd4VqSS8ftdkNSsL7k/hTwsjAMo2kaNneCLBk/fvzEiRP5Hrz9H+T/DigzJ+wD+gM/U35puX2l8E7hQbzvcPmAxwOSAtGI4/jMmTMNBsOnn34KAgkU43xRGlBmqHVAO/B9prA+VQH/RGJ+saEwnBfegK+PE8NY33H5XPpcwS7XqgjELcwtuDbF+j7y7u5u2D5xU3zJ8CIoigoKCpJKpTeOA+TQ16ZXBRBXLS0tFEVFRUXdIAv3nw9Y7Lpcrq6uLq/XK5FIQkJCJBIJOvwWgbi6IE3vTwCzbLCV3hSehCRJQljTK4zwdc24QaQp1nfAOrecuuXh9K6wiARt7TA58QOBuGYgTe9PANonOIj8uouBK4HTvN0Upb0usCwLRwQMk8UZp3flXGGRKEUgblhuWWkKXHk0rusOkqNXwnATJ3wLKAKBuJG5xccmNAwhEAgE4hpwi0tTBAKBQCCuAUiaIhAIBAIxVJA0RSAQCARiqCBpikAgEAjEUBl20hT5zSIQCATiqjO8pCmcOHqjOfrCgb3XuxQ3Bz/TPiI4cvZKsrhxzqjqD9sXER27soa62TdlQX3Zvqh2g7ya/7mm/I6BQAzOLb7flA+cUGq3271eb//j168XcOa7RCKRSqW38HfLD4cJV2CA+8lpREAMLzgY6OoeoQ7BxbgjliiK4g7ODSgAjuNisZgLCHqjAXHO4QB6kiR/8qx5kUjERSG9GYHABhAaViAQkCQ54KuBo/n/h26D47hEIhk+Z28hhsgte7JgABBSrbe3N+Ag9esOJ1SUSqVOp8Pxq/NGriJDP1kQjseDpLjYoiKRCAa4wUdzCLMDWRMEYTQaGYYJCgq6WjIAx3GXy9Xa2iqTySIiIhiGMRgMMpkMgqNBptxUgKbpnp6eoKAgoVB4o70mDMM6OjocDkdkZCTERHM6nVwwu/6wLGswGJRKpUwmuxkFKo7jPT09PT094eHhKpXK5XKZTKbg4GAu4iGcJIVhmEAgMJlMXq83ODj4yt8ajuMej6elpUUikYSHh/+cVUFcZ67WyYLDQsEIH4bBYPB6vaBWxf8T7raAi3g/BryT/yau8DoHxB3DcdxsNptMphtHzF8VIP6X0Wj8+uuvP/nkkzNnzohEIr/fT1HU8ePHP/vsM4hgCmo60KrxdXcYhnk8HjhaD8Mwr9f7pz/96a9//avT6QQpy/DgMoUU+H/ll4fLhQso1t7e/te//nXTpk1CobCxsfG111777rvvOCnucrkgagpFUUePHn3hhReOHz8O61d+FnxF8YClCijDgAXDLqNa5NeIr9jkZ00QxPfff//nP/+5o6NDKBR++eWXv/nNb1pbW7koaRw+n4+iqIqKipdffnnLli1wA+QSUBesnw6c/98rr2ZACthlFLMBL45fjIBGgxd39OjR3/3udxUVFUKhcMeOHS+//HJxcTG8Gpqm3W43JOL3+1esWPHrX//aYrGArO1ftoC3Bun39PT8/e9/X7duHdsvyHlAk7J9Uaqwfvr2yzVC/zbhkh2wBQZvbcSNwHDR9EIU5cvpFUGeMbygaXhf3Ef+yA4hLeH7ZP4zdineF8YLujuXEcSbhD8FxF/j4BKH8NE3wvnyVxGIL33kyBGLxXLp0qWEhASVSkUQRE1Nzb59+yZPnqzX60GDyj0Cx7uTJMkwzHvvvTdmzJiZM2fSNC0QCObOncswjEgkgjFFLBZz7ckFVwHtnM/ngwUxhmEQYgzr04XCb5Zl3W431qdsh3E2KCjozjvvjIuL8/l8YrH4wIEDZ86cefnllymK8vl8SUlJS5cuTU5OhlcJgUv5ZcZxnH+RZdkA3SMM01w8Xa5gsFL3eDwSiQTrC1HHNaBIJPJ6vdD9IBogF2wVbobWgODkUMHx48fHx8drtVro9iKRKOC9hIeH33XXXWlpaZxOG7LGMMzv90NstQAdOF+zClpQ/itj/nNyMGDjQAoejwfqy68mJMg1LIZhUFPQZAQ0GjeB4Oo7YsQIgiCio6Ohe/z73/+OiIhYvHgxfKoFBQUjRoyQSqXwRYtEIq4bQHUG7xgBTRdQd6wv3iK8Jggfy/XhgNfENQIXzZffFJAsROSFZLnQfoO0NuIGYVhIU4ZhQME44F9ZljWbzTRNy2Qy+J4JgvB4PA6HQyaTwcANVhmLxWK32wUCgVqtlkgk3FBotVp9Ph982xKJhPsTwzBms5lbgMrlcoIguM/jcuWE8etnaorrgkAgEIlEYWFhRqPxxx9/fOCBBzAMg4A5MBHxeDxVVVXNzc1utzskJGTEiBGgfjxy5EhZWRnMMMLDw+Pi4nQ6HYxEEHKnvr6+uroax/H4+Pj4+HiYzp89e1YoFCYmJh49etRut8fFxaWmpsLo09bWVltb29vbKxaLU1NTY2NjoYT8MT0yMhIK1tHRcfDgwd7e3v3798vl8jFjxojF4ujoaJC7QqHQ4XCUlJR0d3cHBQXl5ORAmV0u18mTJw0GQ3BwcFRUlF6v59TCMI53dHSUl5d7PJ6YmJikpCRwiysvL7daraNHjy4tLW1raxs3bhx0RYFAYLFYLl68OHLkSJqmz507l5iYmJSUZDKZSkpKjEZjSEhITk4O3MzvNiqVCu+zGvh8vosXLzY3N4vFYpVK5XQ6ExMTtVptZGSkWCwGyccwTFFRUWtrq0ajSUlJAV263W4/d+5ccHBweno6QRCNjY3V1dUZGRnh4eE0TZ85c6a1tVWhUERHR4eGhsIkBuuLJWc2m0tLS81mc3h4eEpKilQqxTCsubm5oaEhPz+/qamptLR09OjRwcHBNE3Dd3H8+PHIyEiNRnP69GmRSJSXl6dSqWiaFolEnZ2d5eXlLpcrOjo6OTmZP0mFHxKJJDIyEiTimTNnzp4963A4Dhw4oNfrU1NTdTodN0kVi8XNzc2XLl2iaTo8PDw2NlahUHR0dNTV1XV3dwuFwpSUlLi4OC79gI8RrNEXL15samqC9nQ4HElJSWq1+sKFC6NHj/Z6vadPn87MzIyNjTUajWVlZdAIqamp0EQtLS1VVVVJSUnR0dE0TV+4cMFiseTk5CgUijNnzrAsm5mZefToUafTmZWVFRUVBebeoqKixsZGuVweExMTFhbGtTbixuHWl6Z4n3FuwEUhfBvfffdda2trbGzssmXLhEKhUCgsLS1du3btPffcM2rUKI/H43Q69+zZA6ODUCgMCQmZMmXKyJEjQYju2LHj0qVLGIZBSOfRo0ePHz9eIBD09vauWLECZCRFUaGhoTNmzEhMTORHe+aXk5uu9tcs3dTgOO50OidNmtTS0nLgwIGxY8fC8g6EH47jPT097733HoZhEomku7t71KhRL774YmVl5aZNm+RyeVVV1YULFxYvXpyQkPDRRx+JxeK33347ODh4//793377LcMwJEn6fL7FixfPmzfP5/Pt2rWrs7MzLCyssbHR4/EQBPHkk0+OGzeOYZitW7ceOXIkLCzMYrFQFPX000/n5eVxCjocxzs6Ot555538/Pxf/OIXa9eubWlpkUqlmzdvlslk+fn558+f//DDD5955pmFCxd2dXWtWLGipqYmKCiop6cnPT39mWeekcvln3766cWLF4OCgqxWa0hIyOuvvw66RwzDKIoqKytbuXKlxWKRyWR2u33GjBl33323VCotLCw8e/ZsQ0PDli1bQkNDx4wZA7KQJMnOzs5PP/105syZly5dqqioePPNN3U63T/+8Y/m5madTtfT05OTk/Pkk0/KZDK2DwzDtmzZUlJS8oc//EGj0Xz11VeHDh1KTU3t7e3t6uoKCgp6/PHHbTbbX//611mzZj333HMOh+Orr746duyYQqFwu91BQUFPPfVUSkpKT0/PBx98MGHChIyMDJIkL1y4sHLlytdffz06Ovq7777bs2ePTqeDFn711VdjY2O5JWx7e/u///3vpqYmlUoFouLxxx/X6XTl5eVffPFFZ2fnwYMHbTZbampqaGgo2F9cLteqVau0Wq1cLm9tbXU4HJmZmb/4xS8UCkV5efmnn37a09Mjl8vtdvvkyZPvv/9+LnAh/Hv06NGNGzf++te/Zln2q6++ApFZVlY2a9aszMzMb7/9tqqq6qOPPgoPDz958uSXX37pcrngFfzqV7/Kysras2fPrl27wsLC7HY7wzBch+F3Y056rV+/ft++fSkpKUajsbOzU6vVLl++3G63f/zxx62trSUlJWVlZe+8847BYPjnP//Z3NysVCqtVmtubu7jjz+u1WpLS0s/+uijJ598Mj4+3uv1wujxxz/+UaPRbNu2rb29PSEhob6+3uFwBAcH//KXv0xISFi3bt327du1Wq3P5/N6va+//npiYuIg83LEdeHWl6ZXgtVqtdlsxcXFp0+fnjp1KoZhXq/XaDTCd86y7IYNG06cOJGSkpKfn2+320+fPv3VV19hGDZ27Fi32223200m05gxYzAMKysrW7t2rUgkKigo8Pv93d3darV61KhRXV1dJSUlBoPh+eef12g0oMLqX5Jbcr4JEwWZTHb77bf/+c9/3rFjx0svvcRp1FmWDQsL+9WvfhUcHCyVSj/66KPTp09XVVWlpaXNnj17zZo199xzz6xZszAM83q9arUaVqU9PT1bt26lKOqll15SKBQrVqxYv349LAhUKlVlZSWIt6NHj3733Xfnz58fO3YsjuOLFy++/fbb4+LiTp069d577x05ciQvL4/f5iRJqlQqiURCEMSiRYtaW1sJgnj++ech7ixFURqNBrRwe/bsKS8vf+KJJ2bOnLl79+4vvvji/PnzI0eOLCkpCQ8Pf/XVV0UiUVtbGyxYobJer3fjxo02m+3pp59OTU395ptvfvzxx4SEhEmTJslkMq/Xe+rUqbvvvjstLU0sFnNPCQQClUp1/PjxnJychQsXjhgxYsOGDXV1dc8++2xBQcG2bdu+/vrrMWPGTJ48md/m4EglkUi6urpOnTo1atSol19+ubKy8q233poyZUpubu7Zs2c1Gg0o2E+fPl1YWDhx4sT777+/urp65cqVGzZs+O1vf0uSJCQCaVIUpVKpKIrCMOzcuXMSieSZZ56Jj4+vra3V6/XQpUGRs3379rq6uvvuu2/y5Mm7d+/evHlzVFTUfffdJxQKpVLpoUOHJkyYkJWVpdfruZkljuMajcZkMhUUFLzwwgtr1qw5c+bM+fPnJ0+evHXr1s7Ozueffz4tLW3dunW7du1KSUkpKCjgvzixWKzRaDAMCwkJufPOO7/++uvJkyffddddMJdVKpUqlQrUCd9//73P53v++ecTEhLa2tpggThv3ryJEycmJSVdvHjxn//857Fjx8aNGxfwhYJqobOz8/Dhw7m5ua+++uqlS5f+8pe/TJ48OS8v79y5czqd7siRI6NHj168eHFiYuL69eurqqoee+yxcePG7dmzZ/369fHx8XfddRf0MWhGDMOkUilorTAMU6lUtbW1arX6L3/5S2Fh4fr1648cORIXF1deXi4QCJ566qnU1NTq6urQ0NCbKDrW8GFYeCH9JCzLRkdHw3IHtD1Yn8mToqjq6uqioqKUlJRnnnlmwYIFDzzwAOgqjxw54nA4YCsCRVHTp0//xS9+MX/+fK/X29DQgPV5HoEp7tlnn83Nze3q6mpqarrFLKM/CegAbDZbTk7OmDFjTp8+XVJSAk6znCrSYrHs2rXrq6++MhqNGIY5HA6KohQKhc/nk0gkKpUKdJJgoBIKhS0tLSaTKTMzMykpKTw8PCcnx+fz1dXVgQuu3++fMGFCUFBQdna2Uql0Op2wzvB4PGVlZZ9//vmJEycoiuLMY/yicpZvrVYrEAgIgtBoNDBSgzkW7m9sbJRKpTU1NV999VVVVZVAIKipqZHL5ampqc3NzX/7299OnDgRGxvLeTORJNnT09PV1RUeHj569OigoKBx48ZhGFZdXY31Wcjmz5+/ZMmSjIwMMM9DkXAcd7lcCQkJzz777IQJE4RCYUNDg0wmKy8v/+qrr+rq6nAcr6+vx/5zKga1AGMeRVF2u93j8VgsFrfbbbPZ4B5OOdzY2MgwzJgxY0BlnZCQ0NDQYDabQanO96nh/pudnW2z2T788MMtW7aA4pHpc6C12+0tLS0qlSo/P1+j0YwbN06hUEA1CYJwu93jx49/+OGHR44cCZMGrpoejycoKGjq1KnBwcG5ubler7erq8tqtba1tcXFxWVnZwcFBY0dO1Ymk0FqAX0MqkySpFqtBuupWq2GJTs0BUmSvb29ra2tycnJubm5Go1mxIgRMHPyeDy1tbWff/75oUOHKIpyOBz9uzHM/CiKkkgkdrvd7XZbLBaXy2W326EZ3W53amrq008/PWHCBJZl6+rqQkNDR44cqdPpxowZo9Ppamtrsb7J5YBeSD6fTyQSTZ06NSQkJC8vTyQSdXV1sSybnp7ucrlgyqjX6+VyOaQwrIaRGx8kTf9/VTAob0EHxXmZgvavpaXF5/Olp6drNBqz2Wy32xMTE6Oiotra2kwmE9zMsqzT6TQYDF1dXQzDBAUF4bzQ3zBSQKTrG3Nzxc8NtAaO4/Pnz6coatu2bU6nk1PWrV279i9/+culS5f0er1KpeKWZdwEvP/AAS+IsxeCK4fVaoWnpFIpRImHBgcBXFFR8dZbb/3www8EQYSHh//kW/D5fJACp4EPKACGYV6vF0zpBQUFCQkJAoHgmWeeWbRokdvt/vzzz//1r385nU5ONEK9YJbGMAxM2ux2O9Yn0cFa6XQ6A/Ly+/0KhYIkSafTyfng0DRtt9uFQuGUKVNiY2P7WwegY2s0moULF9bW1v7mN7/5+uuv09LSpkyZgv1npFh4kHsdJEly3RXrmxQyDONwOLin7r333kcffRTU4H/605/a29vBa4xLEByywCgL4goy9fv9sFPF4XD0fwU4jkOzg2Mg9xHBXArM1eDBgGEDOPRxL457RwHaWnAK4xx/PB4PSZK1tbV//vOf161bxzBMREQETID6JwvtqdVqFy9e3NjY+Jvf/GbNmjXx8fFTpkwB3wiGYYKDgxmGcbvd4E4Fzk3QCCKRyGw2c32bP4/k58iNJ9zuA5qm77zzTlDm//DDD2+99VZzczO0Q38PKcR1BL0MDMMwgiAsFsttt9125syZo0ePTpgwAb5e+JPJZMIwDNSz4FgIyrf6+nqn0wnfBsMwGzZsAP1wfn7+6NGjwe8JpsNr1qzp7OysqalJS0uLj48HU9P1rfI1hiAIGCaSk5OnTp164MABk8kkEolIkjSZTGVlZREREa+//rpcLv/nP/+J9Q2U3GgCAyvWd26Uz+cLCwtTKpXV1dUejweWa36/H/YFQrNzjtZwhSCI0tJSu93+6KOPzp079/Tp02Dz5orX30Mb5AE4W4Lkg3SgY6hUKo/HM378eNDwMwzj8/ncbrdYLL777rvnzJmzYsWK0tLShoaG7OxscBwNCQmRyWQ9PT0GgyEqKqquro5hGL1ez+ULa+L+fYPvbiqXyxUKhcfjmTx5cnZ2NoZhsIEHqsPdCUWFRywWS0RExKxZs9RqNecLw92AYZher/f7/Y2NjaNHjzYajV1dXSqVSq1WG41GeEEul0skEtXW1sIxCJDprFmzZsyYsWrVqp07dxYXF0dGRsK5KHK5XKfT1dfXNzc3BwcHNzU1OZ1OrVYLrQTV5OfOVQ3yam9v12q1tbW1AoFAq9WqVKrg4OCGhgaTyaRSqRobG202W2RkZP+XFfA24QPk/5VlWaVSKZVKW1tbe3p6wsLCenp6lEpleXl5b2/v0qVLlyxZUlJSsnPnTk5K8TsGJ/BsNltoaOjMmTM1Gk1qaio4WHEFgPvlcnlYWNiRI0c6OjpCQ0Mhx4yMDO5D6O7uxjCst7e3vb0dUsAwTCAQ2Gy2hoaG9PT01tZWt9utUqlEIpHNZps+ffq0adNWr179448/lpaWxsbGtrW1wfr7cmYjxDUGSVMM65t1yuXyWbNmffTRR3v27MnLy+MGI5lMhmGYy+XixjuYfkokEv7GA5VKZTQaKYqaPXu2TqcDjwxwr6iurpbL5ZMnT54+fbpUKh3QC+kWhmVZl8sFrol+v3/27NkXLlyAsYBT5NbW1q5Zs8blcjU1NYFCFcMwrVYrFosPHTpUXV09YsSIGTNmOJ1OiqK8Xq9er584ceL27dv/8Y9/SCSS4uLirKysrKwsmqZpmna5XJyLitvthoURLIlOnDjR3t5eU1MjEAhA0wuOuPC+4Ddsb5DJZGq1+vz58ytWrJBIJI8//jgsHKFsM2bMqKioWLFixcmTJ1Uq1cWLFx955JHQ0NB//OMfCQkJSqWytbVVrVYHBQXBCht0j3PmzFm1atUHH3wQHh5eXFwcERExceJEaBZOHR0AZModx8Oy7OzZsy9duvTBBx/k5ubKZLLS0tJHHnkkKysLFpSQiNfrhUbAcbyrq6u7u7uqqookyaKiooyMjPz8fL/f73K5oC4jR47Mysratm1bS0uLwWDo7Ox84IEHZDIZTdPR0dEVFRX/+Mc/hEKhwWAAse33+//2t79ptdqIiIi6ujqpVBoREcEtjhmGmTFjRmVl5RdffHHs2LFLly6JRKIZM2ZgGObz+WD/7uW6it/v//rrr3U6HUyw0tPTMQybOnXqF1988eGHH0ZGRpaWloaHh4OS3Ofzca+DpmmuAeF4jbNnz3Z3dyclJd1xxx3QMl6vNyQkZOzYsfv27Xv//ffDw8PLy8tffvnlyMhIHMfPnTtnNptB6Q0dA/ptwEFI0J49PT3V1dVCobCoqCg9PX38+PHQntDJYWU5ceLEixcvfv7558nJyZWVlXK5fNKkSeAloFAojhw50t3dbbFYhEIhV3LodXv37q2oqKivr5dIJGPGjPF6vR9++CFFUbGxsdBvo6OjjUbjG2+8ERMT89prr3FKBcT1BUnT/x+w6IwYMSIvL+/ixYsCgQCsmwzDhIWFYRhWU1MzY8YMsVgsFotrampaWlqCg4OVSiW3i3TJkiUul+vvf//7jz/++Nhjj4Gqiqbp2NjYhx9+WCqVwppguIlSkCIZGRlhYWFQ/dDQ0DvuuOPYsWNSqRSsUHffffcPP/zQ0NCQl5c3f/789evXg542LS3t7rvvPnv2rNPpVKlUGIalpqaCgothmMWLF4eEhJw9e9ZsNs+ePXvOnDkSiYSm6ZiYGMgUdHrp6el6vd7r9Y4bNw42WnR1dT388MMXL150Op0sy0ql0oyMjOjoaO53VFQUrEcXLVqEYZjFYtFqteCClJ2dDVI5JSXlpZde2rdvX2tra1tbW3x8fFhYmFgsjouLq6+vZxgmOjp6zpw5YWFhnO+l1+udMmWKVCo9ceJEV1fX2LFj58yZo9frWZYNDw/Pzs7mtNP81pNKpSNGjIDiwU6SjIyMl19+ed++fc3NzRiGJSUlhYWF+Xy+6Ohoj8cDR1TGxMTAMtHhcIjFYqFQWFtby7Ks0WgsLCwMDg7WarUZGRkgBYOCgp599tl9+/ZVVVVJpdKnnnpqwoQJHo9HoVA8/PDDP/zwQ29vb1xc3KJFi7Zs2aJUKnEcT0tLKy4ubmtrU6lUTz75ZGZmJrjsQTXBHffw4cMtLS2JiYkzZsxIS0tjWVan0+Xk5Oh0ugH10l6vNyIioqCg4MCBAzk5OXPmzAkPD/d4PAUFBVKp9Pjx452dnSNHjoTrfr9fr9dnZ2erVCqWZfV6fVZWllqthrrffffdJ06csNlssFMoLi6O21J89913a7Xa4uLilpaWzMxMrVYbGxt75513Xrhwob29/Z577qmpqQFrJXSeqKgorpBwpBq4/YNqwWw2Hzp0KCgoSKfTcZ0c6pKdnf3LX/4SGiEpKWnWrFlpaWlerzclJeXhhx8uLCw0m83Tp0+HYyhgcGAYRi6Xz5s37/Tp02FhYVOmTMnOzvZ6vampqWfOnOnq6pLL5U888URmZqbNZktISAgNDeWb2BHXl1v/ZEHo2R0dHf0n/mzfDpl3331XKpU+99xzIpGorq5uxYoV4HBx9913T5o0qbe3d+XKlY2NjVOnTs3NzXU4HPv376+oqFiyZMncuXPdbveqVasqKiqee+65zMzMVatW7du378EHH5wzZ05TU9Pbb7+dmJj49NNPw7Z3TvU0YDl9Pp9Wq9XpdDeUwx475JMFcRynKIq//4fbLA+rQM6/EexqsPkd9IHwIGyIhK2HLO9IBPgvvEdusz/s6AcNLaQAz8JvOPqAqwvIADgPCDY+cr+hnJyfqsfjgW3HsDjDMAwy4lSs3COcOwykE9AakCZUijsngdvy37+X8ovEvRGw/IHpAe/bAwbl4X5DZ/vuu+9279791ltvwR7KPXv2fP7557/85S/Hjx8PngGcnRIKzElEaCJIB1oA/grVh5YH1x6230m23CuGanI3BDQgdzOYQt944w2NRvPHP/4R6zO0w0SEqy+nGYLr0GiQGv83dAx+1tDmUCloTzC3c0f7Dtgx+J0HwzCw069fv3779u1vvfVWQkIChmEHDhz497///Ytf/GLy5MlcewY0Alds7g3C18QZpKG7EgTxj3/8o6Gh4Xe/+11ERAS38R3HcdCBcSXkznTDeK5kiP+Zq3WyIFqbYhiGwQkmYGtJSEi47bbb9u3bB8MHwzAymezee+/dsGHDvn37jh49CqPn3LlzCwoKoFvTNA26RDAmVVRUbN68OTExUSaTgZqRk6M3joy8loDGjG/E4kQdwFdjwn85NTs8CMMQjuMBXricpwyXGtYnCbgUuEe41PguRTCcccXj/+YXDIrk8/n4RlwuIxBIkCP3OP9OPtyhHzBeww00TXO1DoBfJK7M4IsUkDW/4nDyDjiser3eQ4cO1dbWmkyms2fPRkVFpaSk8OsCbcJpTVheNAJ+C+B9rmT8FwGNOeBCk3ubXOEDGjAAcAtyuVzcsUdch+Eajf+iodG41uZnFNBtuObCMAxmddxT/LcW0DEC+i0A33thYWF9fb3JZDp37lxcXFxaWhrsBA2w1nONwK8Ovw/AX7myQS3AiYkzFWEY1r+1mb7ADMNzSLkxufWlKTjUcQMB/09wUSAQLF26FD5g6K8zZsxISEhgWTYyMpKmadChPfvssy0tLT09PSKRSK/XR0ZGgvcHjuMzZ87Mz88PDg52uVwqlWr58uXt7e2gNnzqqadgqyL2U/0einerOukFyImAESpguAkYvAIeHDDZgNQGTLx/agNe7+/syi/YgBnxr/N9YQbMq//Y2j/lQYo3SNYBv2GtNnv2bJZlL1y4UF5eTpJkWlranDlzNBoNJ0gGfHaQFhikFpcr4ZVUkyCIyMhIhULBF0iXK8aAZR682wx450++rICOQdP0rFmz/H7/hQsXKioqBAJBSkrK7Nmzg4KC4OTLyzXC4NXB+yYxISEhsJLuX+YBqz9gmRHXi1tf04thGI7jHR0d3DqmP6B44TwIuCNGOc0bTB45hSTomrC+Ds1XLbJ9Tvygw4SDCa88FBT/hLYbhKFrehHXEU6xSdM0nNXAqcSvd9H+A05Hyp3ue2PSvz05df3QEwe1M+c4jbg2XC1N77CQpgRB2O32rq4u7DITOrZvV+ggVzCei/zgN/P/O2A6AwJ7CgcJoXW9QNL0poazK4N6kK8pvdHgfzI3LD9re94ULXDrgSKy/ReA7ROOs2GYASJe9f8eBvxCcB6D3DyIAqo/8HH6/X6JRKLVam/MYQ5x84LzNp7C7xu2j4GbwvUuxU/AtSe3a/Yqtic7UKA6xM3CrWml6w/LshqNRiQSWa1WfhyoGwGBQCCVStVqNXGZQ1gQiOHADSvmB+RnKu3N1QgIPsNFmmIYBm5BUqmUc4e7EQBvEZx3DCECgUAgbjqGkTTFeFbMG8rTAclRBAKBuNkZXtKUA0kvBAKBQFxFhoUXEgKBQCAQPytImiIQCAQCMVSQNEUgEAgEYqgMU7spn2vmko6MtQgEAnGrMnylKZyrAGftXrMcYTMM2qB9hXBHKw9ypBT/+OX+RzFfS65v7oNwha333z57vfivinS5Ct6A9ULc7AxTaYrjuN1ut9vtEILjmmUKBzVAhMhhtVQN2AV0JYexwSkzXOwzHMf7vyyCICCuGUxQIKbYdWlYeLk3zj5mPpdrPQzDIMLXINM7kiS5SDU/czGvlP+qSAN2CbwvvAQ/aAwCMUSGnTQFMdbT02O1Wq/9YoJlWafT6XQ6Q0JChk+YX7wvQCPHTx68ThCEy+WiaVqpVDIM09HR4fV6Q0JCuOOCITiBxWIxmUwajQZuMxqNMFP52av0n+A4TtM0hDT/+d7p/9ZdIeSDx+PR6/UBhy3jOG42m0UiEQQrHfBZg8HgcDhCQ0Mvd881Bsfxnp4eu90eHBwskUjgeL9B7jcajXK5nB+4FCYW7e3tOI7r9Xq0PEVcLYajF5LFYjGbzdwZmwMS8Ej/64M/dblkIcavw+EwGo3XqLbXG5B5W7Zs2bhx4/r167du3Xr48GGj0SgUCmHByl86cOsklmU//vjj119/vauri6Kob7755p133jEYDDAssn1xqs+cOfOHP/zhzJkzFEUdOnRo+fLlx44dg0jRXDr9T39l/hNOPPP/OwjcnVwWJEl+9913L774Ym1tLeTOT5P/Y8AsAhqBKyT/TzB7CKjOT5YZnvrmm2/++Mc/mkwmCN/NRTpqa2t7/fXXP//8c0iZXy84L0wgEGzfvv3NN9/s6OiAKN/931T/8vd/of2vDPjfK6kOSZJ79uz5v//7v7q6OpIk+bGy+a3t8/koirp48eLzzz+/Y8cOCPoN3QbDMJvN9uGHH37yyScgjAMqfuXN2/8lBlQNvvqA1f9/lSziJmJ4rU1hWmq1Wi8XzhAQCAT8G9i+WFEYhpEkCUNPQJA1+M7BLAq22EE+FYFAYLfbFQoFTK6HVqcbGhjNrVbrtm3baJpWKBQOh8Pj8cTGxj799NNRUVEMwwiFQp/PB8OcSCTC++JL5+XlhYeHy+VyGHq4V8CyrEgk4kd+huuxsbGzZ8+OiYnx+/0URZEk6fF4KIriR9KGOyUSCb+QEFGLuxMEyeXeCxykxQ+mDXIoMzNTIBDodDqfzwfF83g8UB2uGB6PB7LmYnjBgAu3YRgGUfxg1iUSiSD6tFAopGlaKBTu2rWrurr6hRdegKS45oIEB+lyXCuRJAmaT6/X6/f7VSrV5MmTIyIi4DYuECH/9fHDVstkMqYvvCAEI4OY5EKhUCAQQLI4jkMdPR4PQRAkSXKWb0gHyszFOoRnQVfBvYKfrA48DkXiGhPK7/F4SJKE4oWGhk6fPj05ORnyEggEcB0KAOFIWV4ERg4oD3cdCj+IboCfCNzMMIxIJOru7v7444/vuuuujIwMrqtcYTURNx3DTppyA9Yg9xgMBqvVCh8bwzAymSwkJIRhGIFA0NnZaTQaJRJJdHQ0/ymKorq7uzs7OxmGCQ4O1mq1/UMH87OAQSpgWL9VgVEsLi7u0UcfZRhmy5YtR44cKS4ujo2NbWlpaWhoSExMDAsL8/l8paWlFoslOztbIpFERkZqNBq8X0xskiSrq6sbGhqSk5NlMhnXzgqFIjc3VyaTYRjW1tbW1taWm5tbU1PT0NCg0WiysrLAVMYwzLlz51paWuRyuVKpdDgccXFxcXFxly5dqq+vl0gkcXFxQUFBA549CbOx5ubmxsZGl8sVGhqanp5OUZTf79fr9SCrcBy/dOmSx+PJycmprKxsb2+fOHFiZWWlw+HIyckpKirq7e1NTU2NjIz0er1gai0pKens7AwODk5MTJRKpRiGWSyW8vLy7OxslmXPnj2bmJio0WgOHDjg9XqPHz8uk8kyMzNZli0pKWlpadFqtbGxsWq1mq/PDAAKVlRUZDAYEhMT4+LiQBplZGTIZDKfzycUCk0mU2lpqclkCgoKggC9I0eOhLC+AoGgrKysubk5Li4uKSmJpumzZ88yDJOZmSkWi+vr69vb20NDQxMTE71e7+nTp3Ecz8rK8nq9TU1Nra2tfr8/JiYmJSWFZdkLFy64XK6kpCSI6dTY2NjU1JSYmBgZGVldXV1XVyeTyeLj47Va7eWO/4QJDUVR5eXljY2N6enp0dHRDMP09vZWV1ePGjXKarVeuHAhMzNToVBkZ2er1Wq/3y8UCi0WS3FxsUgkiomJAbEKa3SbzVZSUtLd3a3VasViscvlSk9P1+v1ZrO5oqLCZDJFRkampqbCjKF/eSARq9V66dIlk8kUERGRkpICaoDjx4+XlpYmJSXZ7fbo6OigoCAcx2tra5ubm6EYwcHBw8fic8szvKQp1qdqu1wPhg/jyJEjhw8fhlHS4/GMHDny8ccfh3n6999/X1ZWptPpnnnmmYiICFg9sCy7c+fOQ4cOuVwugiBomp45c+add94JU/UBc8GGmQcEKGYjIiJwHFcoFD6fT6VSYRhWWlr6ySefPP/881FRUTRN79y58+LFi//6179kMtnmzZurqqreeustzhjJsixBEIcOHfruu+9cLpdMJouJiaEoClqyqKjo008/feaZZ+bNm1daWrp+/fpRo0aVl5c7nU6GYaZPn75s2TK/3//FF1+cOXMmOTm5q6vLZDKFh4c/9NBDhw8f/vLLL8H4arVan3322dtuuw3eJlcFWFU0NDT86U9/grWj1WodP378Y489JhKJdu/efeTIkddff12n0+3fv7+6urqgoGDLli1arXbKlCn79+8vKytLS0srKSmhaRr6T1JSktPp/Oqrr86cOQMjdUxMzNNPPx0REdHR0fHhhx8uWLCgqqqqoqLi2WefPXPmTHd3t0Qi+eyzz8LDw0eMGLF27dp9+/ZptVqn00kQxGuvvRYbGwsrwv7tTxDE119/fenSJYj99/jjj48dO7axsfGDDz5ISkr69a9/3dbW9q9//cvj8YSHhzc0NPj9/hEjRoA4F4lEGzZsqK6uhiXyQw89VFBQcODAgUuXLr3xxhuJiYlbt249duxYfn7+a6+9BquxxMTE0aNHHzx4cOXKlVqtFr6jBQsWLF26tLKycuPGjY899tj8+fOdTufmzZuLiorefvvtw4cPf/XVV/CuTSbTyy+/nJeXF/AKuBchFAp37NhRU1Pj8Xg0Gs0TTzyRnZ1dX1//2Weftbe3nzt3rqam5u9//3t7e/vf/va3BQsWPPTQQwaDYeXKlVVVVQRBxMXFeb1emCWYzeZ//vOfBoMhLi6uoaHB6/UmJSWlpaV1dnZ+8MEHLS0tSqXSaDROmTLloYcewvs5D0JhOjs7V6xY0dzcrFKpjEZjQUHB448/vnv37u+//z4oKKiwsHDXrl3PP/98WFjYxo0bf/zxR1j7RkRE/PrXv1YoFMxPWX8RNwXDTppeyTQQlI3Tp0+PiYlxOp1BQUEwt21qaqqvr09OTm5paSkvL4+JiXG73SKRaP/+/d9//31cXNzSpUvFYnFxcXFUVBQI7ME/kmEyJwU1eHNz869+9Suapk0m0+233z527FgMwwQCAacMxDAMdIPwmyRJfhRfUKa5XK69e/d6PJ6nnnoqOjr6888/93g8sDyFVRQMvrC0qq+vf+mllxwOx+eff3727NkFCxY4HI4TJ06MHDnypZdeKiws/Oijj6ZMmZKenv72229jGHb33Xfn5eXV1tZGRkbSNB0wjoNiIyoq6uWXX46KipJKpR9++OHx48dnzJiRkpIiEAi40lIUZbFYDh8+PHfu3MzMTNDlWiwWt9v9xz/+8dy5c99+++2ePXtSU1Nh3jZ16tTFixefP39+zZo1mzdvfuGFF+CRQ4cOJScnP//885mZmWFhYa2trSqVavny5TKZzO12nzhxQqFQPPnkk+Hh4Y2NjaGhof3LDIBlQSwW/+1vfzt48OC2bduOHz8+duxYHMdBJU4QRFFRUUtLy3PPPVdQUPDuu++WlJQsWbJErVYzDONyuTAM+9Of/nT69OkNGzacPHly8uTJo0aNOnv2bFNTk16v7+npyc7O7u3ttdlsjY2NNptt1KhROI5nZ2f//ve/j4+Pd7lcb7/99sGDBxcsWDB+/Ph9+/aVlJTMmTOnt7e3rKwsKysrKipq8+bNNE0/8MADI0aMqKqqiomJGaQ6NpuNYZg33njj/Pnz69ev379//4gRI6AD7N27NzMzc968edHR0SUlJVyXOH78eElJyaRJk5YuXXr8+PEtW7bExsaSJFleXl5RUfHggw8uWrToq6++2rt378KFC0NDQz/55JPa2tpXXnll1KhRGzZs2Lx5c25u7ujRo/vPsQiC2LZtW01NzWuvvZaXl7du3botW7aMHTt2woQJTU1Nx48ff+SRR7KyshQKRXV19fbt2/V6/ZNPPsmyrN1uVyqVg7vjIW4ihp00vUIYhsnKyho1apTD4fD7/S6XSyAQlJaWejyemTNnbtu27eLFi1OmTKEoymq1Hj58WKPR3H///ampqaDio2na7XYPbp0dPsBgIRAI9Hq91Wq1WCwGg6GtrS0xMRHrN6Xg/zfgN0mSPT09ZrM5KipqzJgxYrF47NixNTU1fL8PLkeapnNzc1NTU30+X2xsbElJicfjEYvFoGMAlZ3f73e73RiGpaenl5aWbtq0qb29fcaMGWq12uPxDOKMtn//fqPRaDQaWZZ1OBxYvy1APp9v0aJF06dPh7ESpgJTp06NjIwkCGLr1q29vb1Op7OpqQnH8QkTJoSGhubn5x84cKCqqgo0wF6vNz09/aWXXgJHXM4uGBERAZbmrKyswsLC1atXFxQUFBQUiEQiMB/2b39QxkyaNCk0NPS2227bu3evxWLB+vzbodhCoZBvMPZ6vWDmhMcnTpwYHh4+ZsyYffv2WSwWlmXj4+NFIlFLS0tQUJDFYlm2bNmqVasaGxsbGxtJkoQ3S5Kkw+HYsmWLxWLx+XwEQRiNxqioqIyMjIsXL/b09FRWVrpcLlDsx8fHX7x4cd26dS0tLdOnT1cqlZdT7UBrT5w4MSEhQSaT7du3z2AwuFwuoVDodrtzcnJeeuklaDG+YrazsxPH8fz8/LCwsEmTJh05cgSaC5qXX3Gfz+d2u+vr69VqdVFRUVVVVWdnp9PpbGhoGD16dP8+abFYWltb5XJ5UVFRZWVlR0cHTdM1NTU5OTkqlcrn8+l0Or1ej2FYVVUV6LoSExPB3sQ3nw9YU8RNBJKmA4PjeFtbm1wudzgcGo1GpVI5nc7y8nKVSpWamlpSUnL8+PH29vbExMTGxkaTyRQXFxcdHW21WrlvA30efHw+X0xMzLPPPisSifbu3bty5UqNRpOYmMh3BPV4PINPQWD0oWka9IF+v1+tVg9onwbLtEajAX8xiqIwDKNpOiIiYv78+bt3737zzTe7urqSkpJGjx7t8/nmzp0L4/LGjRuPHj363HPPJSYmgkANWIh8++23Bw4ciI+PT0xMBNl8OVWkXq+HSkmlUpCm4BYLjkVQfnhcJBLBdYqizGaz0+kExxwwqjkcDrFYzHlRud1uUJs/8MADoEX88ssvT5w48fzzz2u1WpBA/YtEkqRWq4XRv/+a2+/333bbbWfPnv3uu+8OHjzY0NAwbdq0sLAwzsMAnsX7QhnSNB0aGhobG9vc3CyVSiUSSXZ2tkwmq6ysbGxsjI+PDw8Pt9lsH3zwQXV1dWpqanR0NEmSIJ4FAsHYsWPPnTtXVFRUW1srk8lGjhzJMMz8+fOVSuW+ffvWrVt39OjRF154ITY2FvpDQIGh0aCJwOkJvNjg0wsJCcEwzOFwyOVyroLQAwmCkEql4CYmlUrBdyEzM3PixIk7d+4sLi5ubGzMz89PSkpyu90wp7Hb7TabTSAQTJ8+PTw8HHzlwOTM75M+n48kSZgpCgSCKVOmhIWFwSsG0w/4NLndbpZlYcXvdDo5JzKYHg0TTdUtDJKmAwAWsh9++AG0MUuWLLnjjjuKi4thlNFqtbm5uYcPHy4uLk5LS3O5XDB6wieB5OiAcI6dsGqXSCQ2mw2uEwRhMBgIgjCbzR0dHdy+Rr5UgN8MwygUCqlU2tzc7HK5JBJJVVUVZ3PC+7Y8YX2LSHCxDiiAz+cLCwubN2+eXC5PTU2lKMrlcjEMM3v27NmzZ2/atOnbb789f/58SkqKRCIBj1ysT0AaDIbi4uKgoKA33nhDIpG89957AbkHlBbKA6O/y+Wqr68fNWqUwWCw2WxxcXEKhUKj0dA03dzcnJqaCotdpVKpUCi6uro40z4kC9Xxer3geAVj8dKlS+fPn79q1aq9e/eWl5dPmTIF9ORQZn7jg/jp79LFbeEAr5mcnJyxY8fqdLr4+HhO2PNdc7E+VyypVJqYmHj27FlYicpksoSEhOrq6o6OjpEjR0okkosXL4IofeONN1iWvXjxIuQFWp/w8PBjx4653e7s7OyQkBAo8Jw5c2bPnr127dqtW7deuHABlp79qwNFbWpqmjBhQm9vr8FgSE1NFYvFsKUHysm9C3BrwDAMnK2am5szMzPb29t7e3tDQkJgluPz+VJTU6dMmaJWq5OTk6GOQUFBVVVVixYt4jQoMI8BNzGuSH6/X6FQKBSKtra2xYsXx8fHYxjGMAzoPMDLDO87LEKn0xEEUVVVNXv2bIVCYTKZQKCCAxRyR7rZQdJ0AGC8yM/Pj4yMdDgcCQkJNE1XVFSwLFtdXf3OO+84nU6SJKuqqiwWC3jTwPQTwzAYXpFA5QMqxMbGxnfeecflcjU3N5MkOX78eJZlIyIiZDLZkSNHDAaD0WgEWQtjitfr5f/2eDxerzcyMjI5Ofno0aP//ve/JRJJc3MzhmGwZ8Pn87lcLngL/N/wOEx6cBxvbW212+3l5eU4jpeUlOTk5GRkZIBcTExMrKurwzAMxtlVq1a53e5ly5bBUpJhGIlEIpVK29vbv/vuO6PRWF9fz+VO0zRI5YDfXAvIZLITJ060tra2t7ezLDtq1CiWZfPz80+ePLlu3bqampqWlhaTyXTHHXcIBAJIAVKGtaNcLpfJZPX19e+8845Go1m4cOHKlStDQkIiIiJaWlrEYrFer7fZbKtXrw4ODr7zzjv5uXPVxzCMZVloSe43GJ4tFktXVxdJkiUlJSzLFhcX5+fnh4aGwrPcPk64Gbp3ZmbmoUOHSkpKli1bhmFYbGzs0aNHKYrKysrCMEypVFIU1dbWtmbNmvr6etiWBrMZtVo9ZswY2AZ65513kiTpcrlWr17tdruTk5MbGhpgiQkuYwKB4J577gFFNFQHynDq1KnOzk6DweDz+TIyMmAfEddoXLNz3WDEiBGFhYU7duyora3t7Ox0uVzgseV0OmEOV1paClJ/zJgxsbGx4In93nvvwZtqaWm59957ExISVq9ebbfbH3roIVB4sCwrFosnTZp06dKlf/7znyNHjsQwrKGh4cEHH0xKSlKpVF6vd8uWLYWFhVOnTs3LywsNDT179uw777zDsqzL5Xr11VcPHz68atWqp59+uqCgYECvK8TNApKmA+P3+7Ozs0eOHGm328HPs6ysTCaTEQTR2dlJkqRGo2lubm5ubo6MjFSr1Z2dnU1NTampqTBO+Xy+W3sj6ZUDTqHp6ekejwe2nE6cOHHUqFHZ2dlgGrz//vtPnTrV1dU1YcIEuVwOIzKGYbGxsQKBAJaqcXFxEokEft99990URdXW1up0uuXLl+/cuVOn02EYFhQUlJubC79BfxAUFAQiBPzFJBKJ1WpVKBQ2m+3SpUtut9toNJ48efLXv/51XFzcqVOnOjo6pFLpsmXLJk6c2N3dffTo0aysLLFYDMYtv9+vVCqXLFmya9euqqqqzMzM2bNn//DDD6BRjIiIyMrKgt+RkZFZWVmwOxPrE4cikWjKlCmlpaUSieSBBx6YPHky7Lt9/vnn9+3b19LSIpPJnnjiiQkTJjAMI5fLc3JyIiIiYAbg9/tlMtnChQv37NljNBp1Op1YLA4PD6+rq2toaFAqlcuXL09PTy8rKzt06BDIHm5chtYDJylQumRkZMB0Ad4L7DeFY6daW1ttNpvVajWZTA0NDc8991xkZCTYNTEMEwqFsAqEIiUkJOTm5jqdTli9JSQkZGRkyOVy2EITHR199913Hzt2rLKycsKECTNnzjxy5AiUgWGYUaNGHTx4UKlUwkYaoVAIYsZgMEgkkgcffDA/P99oNBYWFo4dOxa8rjh/2pCQkHHjxuXn5+/bt48giMWLF8+aNYthGKVSOWLECFCxQsUVCsWIESPCw8NZls3Ozl62bFlhYWFnZ+eCBQvq6+t7enoIgnC73UqlsqWlxefz2e12k8lUUVHx0ksvTZgwQSgUHj58uLy8XCAQxMTE6HQ6k8l05MiRtLQ0UC/Dy/V4POPHjydJ8siRI+Xl5SRJRkdHq9Vqn8932223dXR01NXV2e12oVCoUqmeeuopeN0sy+bl5YnFYqlUGhoaKpfL0cL0ZufqnBbr8/nMZvPQ0/m5IQjCZrPx1WgBwHCzYcOGH3/88cUXX8zJybHb7XK5vLi4eMWKFZmZmcuXLwdt24EDB9atWzdr1qxly5Zt3bp1w4YN0dHRkyZNIkmysrIyPT198uTJDofjcjNNhmE0Gg2Yo37mSg8VlmUlEknAoXT/LSBXoDXA9xXGRzDFwR4PiUQCS3zuFAWsTxXJfxwMpbBDBsdxEBugWQXZA785RSvWty1KKpWuWrXq6NGjf/jDH6KionAchxOaXnnllby8PHA3EwqFcPbC2bNn//GPf/zqV7/Kzc3lSyaRSOR2u2GtCYY3yJGvFwXrGqdEFYlEK1asOHPmzBtvvAFbD+VyOadABqdTh8NBkqRIJOJUiP2VHKCUhsUQOBaB7pGiKDhQYsuWLd9///1f//rXsLAw/lYZfktybkewUoR0PB7P7373u7CwsBdffJEkSbfb/be//c1ut//ud7+DlwLnmbB9Z/pwKXM6ebzvxB9oDbhOUZTD4RAIBNybhdctEAgKCws//vjj22+//YEHHgAXPzhtAwyQILBPnz793nvv/fa3v83MzITewq8OpAlmafAh4leNKx7fiYGiKLBJi8Vij8cDdf/jH//o9Xp/+9vfgnn7o48+Ki8v/8Mf/qDX6+E0YLfbDbM6gUBQVFT097///dVXXx01ahR/HQkvhfM9BK0y1AX6KtQITqgAPTDX4XEch+06aP59veDvHRgKaG06APA9g60Ihobq6mqWZXNzc2GSDtveg4KC6urqenp6pk6d6vP5jh07tmXLFtCDpaam/mQu3Bj081fo+sP3FfJ4PJzzDigPwbcFRkxuosMdVRPwGwZlGLzArYYbNOFlwW/+UQacctLlcjmdzvPnz3d1dXV2dh45ciQ6Ohp2H8KBAGAeoyhKpVLdf//9iYmJ/H0asBCBoZ8zjEGOXAn5v7kqg64btpqAYpOzhoIyA7LmD9D9E4FTfmBQxjAMZD9ooaENo6Kili1bFhwcHLC3hJ8UZ99l+/yEQbHs9/s7OjpOnz5NEERdXV1jY+O0adMUCgW0DCeoAkrFJTXgX+E0KGhSyBc0yYcOHSovL1er1QUFBZz3EHj9wFtzuVwikUipVN53332xsbEBvsrcdIo7MQrr+5q48nDvixPtUB5+O4PF1Ov1Go3Gs2fPSqXSpqam0tLSESNGhISEQO8iCII79YmiKKVSef/99ycnJwe0MDerg5uhb8Cbgr7KTWi4A6GgPFB3JEpvDYbd2tTlcnV0dAxyD47jZrPZZrMFBweD0ybLsr29vR6PJzg4WCQSMX1nexoMBoZhQO0G28B7e3tJkuRuGyQLv98fHBysUqlu/K/oqqxNfzILjOcodCXzxAFvYy8fnQ2EXG9vL2wNBHcSOIwwLCyM26jAFQNGdv55hAOW9kqKRFHUqlWrLly48Mwzz6Smpg7ot9z/2culxs864L/gr8vtbLlCWJYVCoWlpaU//vhjd3e3QCCAU6WmTZsGxxAOZdrOLyHDMGKxuLCwcN26dfHx8fPmzUtPT+dvg+FLQazvFQS4IPVPP+AtD96MAeUBk8GOHTvgEHyZTJaRkTFr1ixYXHIdEruCXtE//cFLhf3ne0SeFteRq7U2HV7SFMRYe3v75XbmAaDX4vusc2sCfnNxF7lTQGFmfYXO7uHh4TdIXI7BuQbS9NoAYgPHcafTCQs7UBIO2BlgFnW1XEI8Hg+YTgc5b3LoXE7MXwlwpJTL5cJxXCQSURQFh81e9VEeTvoVi8Vwpu4g6V/dV3C5LGBd6HQ6MQyjKAp0HoMcPsrfHoO4NUDS9H+EIAiLxdLd3T34JzHIlHaQiz85nMECCDZKcj4yNzi3jDTF+umNOf3bz50vWHBv5LAhnKoc6zvs/meSGXwz842wIOtf8QBzNeKWB9lN/0dgzyKI/8G/58up+P6327jccRxXKBRarfa/KTXi6oD3RVzBrixi+dWC85C6Ntn9DwS0zM+3/ALlzY0jsa5ZxRG3PMNOmgIQLMLhcICvwbXJFFxjJBKJQqHgHDcQ157rMo7fIMJjcK5NIW/AprgBi4S46Rim0pRlWalUCjsCr5kfELhQYn0u/ggEAoG4ZRim0hTrM5tdY90OkqMIBAJxSzKsjQRIvYNAIBCIq8KwlqYIBAKBQFwVkDRFIBAIBGKoIGmKQCAQCMRQQdIUgUAgEIihMnx9eoFr74g0nLeZcrtsb5zN+xxDOZbvRuAqlj/gvNwbIamrWCQE4mdiOEpT7oPkoklfS7h4JsNKrLJ9IbpgP5Lf778ujX85cByHoKrX8jSPqwiUH0KUDL38JEnCeff8yNtXSMDhuhB/jXvdV370bsCdUKRr3236x8VDIC7HsJOmcE691Wp1uVxwnNg1BsJIqVSqW+Pk2ysB4rcIBIL29naj0QhhdtRqNbf7dvB11SCRYS5323+VLHSJTZs20TS9dOlSLiTcFR7OPEitB7zzv70++CPczOz77783Go333HMPF//rfyg/BAZobW3dvHnz2LFjx40bxz+Y/kri9oDYg+ihFEVVV1fv3LlzxowZWVlZHo8Hwnzyg5VeDoFAIBQKvV4vBHCtr6/ftm3b5MmTc3NzubAzg3eGAes+eL4BN+A4DiFIAw7Bv8EPiURcL4aXNCUIwu12GwwGfhyoa4/H43E6nUFBQXK5/JY/zwFEqdPp3Lx588mTJ81mM0EQSqXyscceGzt2LBdpEuOdlYr1hQeAeM4QhxJWKrBm4mKbcIesQtifgFGPuxhwP/wXkvL7/SRJ+ny+yspKr9cLEZ4hnYBS8U/Mv5K3BrlDFvzRHyJI82cS/JQDGgFug9hE/HQwDOMidEIdq6urOzs7vV6vVCqFg3BBCwKLOX75IZLS5YpNEITRaLxw4UJkZORPFgPKwB0oJhQKW1paLl26NH78eAiYYzAYLl68mJWVNWLECIFAcP78eZvNVlBQwAUl5arDfzskSXZ3d585c2bKlCmQTk9Pz4ULF1JSUvLy8jhJGdAZ+EXlGjOg5QPu514B155wHD+k4HQ6Dxw4kJmZGRkZCQXmpzNMpsKIK2d4xZBhWbajo2PAAJP97+R+948SM+CfBn+w/20CgSA8PBxCMV9J4a8XQ4whA+uVL774Yu/evbm5uZMmTXK5XKWlpQsWLEhMTARBaLVaWZaFaK8gHrxeL0EQUqnU4XC4XC61Wg1CzmQyURQll8tBCQkhpqVSqd1u93q9arUa5C4ccWWz2dxut1wul8vlMBrCX+VyucfjsVgscrlcJBJBjhaLhWVZtVoNwdpwHIcrKpUKwzCapiEAn9lsxnEcFtaXk0kgyex2u9PplEqlEGWB7QtsbjKZGIaRSqVYn0iAtoV5BjQCzABompbJZCDeBAKBUqnkQlgLhUKn0+lyuaB4LMvabDaITQTSiCAIq9Xq9/tVKhWO41z5uWqCXLzcKzMajQqFQiwW+3w+mqblcjmGYaBXUKlUXIRzl8tlt9sVCgVE7RaLxV9++eXp06ffeusttVoNss1oNKpUKolEwrLs66+/rlQq33zzTafTKRQKfT4fLD1B2ENoPJIkxWLxhg0btm/f/te//lWn00Gpent7OY0OBIyz2WwymUwikUAMVJZlYTIhEAhMJhOO4yqVCvoJRVFutxvul0qlAfp80JPb7XaXy6VUKqFeUqn07Nmz77777osvvjhy5EjoaUKhkGEYi8VCURTMWv6HLwJxo4Eisv3XwPhiMBg4Vd6AwGAEQw8sj/jxL2Gchd9gxeGruTDei4HR6nKLGFgfQFy2QYIp3ggMRZpCgOjq6uq//OUvoaGhv/rVr9RqNdbXdBC+e8OGDRUVFRiGxcXFLVmyJDo6GsfxDz/80OPxZGVl7dixg2GYtLS06dOnf//9983NzQqFYtGiRePGjXO73f/+978JgkhLS9u1axfDMOPGjVu8eDFFUQaD4auvvmpsbISQQbNmzZo6dSpFUd9++21ZWdmcOXN27txpsVh0Ot0DDzyQlpZmNps//vhjh8PxyiuvKJXKzs7OtWvXXrp0CcOw5OTk++67T6/XQ1HLysoYhgkKCpo3b15+fn5AbFSYJDkcjlWrVlVUVED1J0+ePG/ePJIkOzo6vv3225aWFoFAQFGUx+PJycl59NFHGxsb165d29DQgON4dnb20qVLg4ODy8rKPv/883nz5pWVlVVWVkql0unTp8+dOxck0LZt244fPw7CY/Hixbfddtv777/f1dX18ssvBwcH9/b2rlu3rrS0lGGYuLi4++67Lyoqymq1btq06cKFCz6fT6PRzJw5c/LkyQEClWVZkUh08eLFTz/9dOLEiffee++5c+fWrFlzxx13XLhwoaqqChpz+vTpGIYdP358+/btZrNZLBanpKQsW7bswIEDO3bsgE+Aoqi//vWv58+fX7169eLFiydNmvTvf/+7oqJCIpF4vd6RI0c+9dRTK1asKC8vf+2112JiYjo7O//xj38EBwe/9tprO3bs2LFjB0x5ZTLZb3/72/r6+k8//XT+/Pnz5s3z+/1nzpz54YcfLBaLVCqdNGnSnDlzIO73ihUrZs2aVVtbW1xcLJVKCwoKFixYQBDEuXPntm7d2t3dTVFUQkLC/fffHxQUxIWy8fl827dvP3z4sNfr1el0ixcvHjNmzJkzZ9asWeN2u8VisdPpfO655/Ly8srKyjZv3tzR0YFhWEZGxrJlyyBE7o38/SJ+kqslTYfXDhmYUw8Cy7JisdjlctXU1Jw6daqsrMxoNIpEIqxPiVRbW1teXl5ZWdnQ0GA2mznhCisPoVDY0dFRWlpaVFTU0dEBIYgvlxGGYTRN/xwBmW8ocBxvaWkxm80jRoxQq9Ww1oQVg9/vX7169bFjx3JyciZPnlxZWbly5cre3l4wrZ07d+7QoUMFBQUKheL06dP/+te/goODR40a1dXVtWnTJqfTCbedP3/+8OHDkydP1mq1P/zww9mzZ0mSFIlEGo1m1qxZjz/+OEmS69ata2xshPtra2s3bdqUm5ublpZWX1+/YcMGeAW9vb09PT3gyPPll18WFxcvWrTo7rvvLi0tXbVqlUAgOHHixP79+8eMGfP000+HhYWBf03/yjIMIxQKlUrlpEmTnnjiiaCgoI0bN1ZUVAiFwu+//76srOyee+659957e3p6tFrt7bffbrVaP/vss/r6+vvuu2/+/PknTpzYsGEDhmE+n89isaxdu1YoFE6ZMsVms23btq2xsVEkEu3atWvTpk3BwcG33357dHQ0hCQym83d3d0YhrEsu2bNmlOnTs2dO/fBBx+sr6///PPPWZYtKirauXNnZmbmM888ExMTQ5IkKGn7V4Gm6a6uLrvdDq1htVrXrl0rk8kKCgpMJtP333/f09MDstnlcj3yyCMzZ86USCRgZYQw4AUFBdOnTxcKhS6Xq6ury+12YximVCoxDFOr1bfffntWVhaGYTabrbe3F6Sa3+83Go0Wi4VhGJlMJhKJGIaZNGnS1KlTpVKpy+UyGAwOh4MgiMrKyhUrVtA0PWfOnLCwsG+//RZEL6xW169f7/P5pk2b5nQ6t2/f3tjYSNP0999/39HR8cADDyxcuFAsFoPHGUyXhULhnj171q9fn5eX9/jjjwsEgo8//ritrQ1iPTEMk52dPX/+/NDQUIPB8PHHHzc2Nk6aNGn8+PGwzL3lv1/ElTOM7KacautyayzQIFVUVGzevLm1tRU0UXK5fO7cuRMnToSRZf369e3t7QKBwOv1KpXKgoKCWbNmgSg1m827du06ffo0aC89Hs/YsWMfeeQR/vqVD0yKGYa5hUMqQsVdLhcMtaClBGsiRVENDQ3l5eUpKSmPPvoouJxs37790qVLISEhEF575syZ06dP1+l0X3zxRUhIyBNPPOF2uxsaGgwGg81m0+l0QqEQw7D7778/Ozs7NDS0rq6uvLx8woQJWq12+fLlPT09LpcrKiqqq6urq6srJSUFdK2jRo0CedbQ0NDT0+N0OkF3KhQKKYpqbW0tKyvLyspKT08nCCI1NbWurq6np0csFmMY1tvbK5VKX3jhBQzDBvSmgfBEDz30EJd7dXV1V1cXwzDd3d16vX7cuHEkSa5du9btdoeGhp45c6aurm7cuHHJyckejycuLq6iosJms4lEIr/fHxMT89hjj0ml0p6enjNnzhiNxtjY2KKiIoVCsWzZstjYWOjSbreboiioApgq4+PjMzMzJRJJRkbGxYsXOzo6QOCZTCaSJJ999ll4asC+BytLsO8SBMGybGho6BNPPEGSZHt7e3l5eU9PT1RUFEmSVqvVZDJNnjxZqVT6fL7JkycfPXrU7XbPmzcPZDyO4yAXJRLJjBkzjh49qtPpFi5cCPNa0HJDG8IrgEynTZtWWFjY2dk5d+5cUGbAtwnTl6KiIo/Hc/vtt0+bNq2rq6umpubChQu33347qGFDQkIee+wxpVJps9kKCwu7urpiY2MFAgFN0729vVOmTJk5cyY4FoEiwW63nz9/XqvV5uTkREVFZWdnV1ZWVlRUzJgxIyUlpbm5+bbbbgPZv2fPHoPBMGvWrPvuuw+s3f+DzzPiFmYYSdPBgVmqwWD45ptvbDbb3Llz09LSDAbD3r17169fr1Qqx44dC1NjhUIxb948h8Nx7Nixbdu2RUZG5uXlOZ3ODRs2nD59Oi8vb9y4cSKRqLy8PDY29haWlFcCTFzkcjnYtDgnERCrZrMZtKbgTRMREeHz+dra2rA+fXtYWBgY+QQCQUREBMxaRCIRaODhNoFAoNVq/X4/eHWBifH8+fNr1661WCwhISFg8eImUjiOx8bGghICJkywvODSNJlMIpGoo6PjX//6F/xJLBYbjcaJEyfW19cfP368qKgoJyfnwQcfDA0NhfGUe8vQi6qrq7/++uuurq6QkBAoIU3TBEGMHDly69ata9asEQgEnZ2dM2fOBDOqQCBobGz8+9//zrUYeNL6fD4IxOvz+TjNJCzuIeC82+0GLyqMFxPJZDIJhcLe3t5///vfoISUSqW9vb2jR4+eN2/ekSNH3n777czMzAceeCAmJgakWv9eyvlGQSNHRETAHEin08GrVKlUixcv3rx585dffrlz58758+fPmjULXHkxDAOzKCh1uHRgher3+/1+v8fjAY8B+CvYUzjXHrfbzaUjEolgHsN50vb09CgUipCQEL/fLxKJIiMj29rarFYreJNpNBqZTOb3+3U6HZjhhULhnXfeuXHjxm+//Xb37t2zZ8++/fbboUgEQTidTqfTKRAIvvnmG5jaarVal8vF2XE9Ho/X6xUKhUaj0efzxcXF+f1+l8sFXmZQBdAYX/3vB3FTgaTp/0MgEFy4cAGGubvuusvtdo8YMUIikXz88cenTp3KyckBzZhQKMzLy4uOjvb7/Rs3buzu7haLxefOnbtw4UJmZuajjz4Kg/vo0aNpmoZl2fWu2XUmKChIJpNVVlY6nU6ZTAYXYWgGXyFYsJpMJoIgYOgEYDkFIyxsrghIGUSO3W7nvH5A6qxfv95gMCxfvjw/P//rr79ubW0FgQFJSaXSy2kLMAyTyWRutzsjI+ORRx4BSQw6fLlc/uyzz86aNWv37t1HjhxRq9VPPvkkLKdAEnCJbNmypaam5qGHHpo+ffqPP/743XffQe5jx449depUVVWVWq1+9NFHQeEBTjEpKSlLly51u90gGtVqdWdnJyzouSEb61uiwaLQ4/GA7tTn8/Edd8HHKiYm5sknn4SnoJAikWj58uUzZ87cu3fvwYMHt2zZ8sILL8CCD2yxA747aBO5XM73v4XfEyZMyM3NPXHixLZt29avX5+WlqbX6+EGUPkOmBQ4aUskErgIQosgiN7eXo/HAw3F+RKLxWLuTi73kJCQs2fPwksHLyeYGMErEIvFcJ1f1FGjRmVlZZ0+fXrbtm1btmxJSEjIzs4GmU1RFCh+n3rqKZ1O5/V6oYVh5YphGHcDeBf39vYKBAJwywKVAPhUB1jQEcOQYb1yCoBl2ba2NpFIlJyc7PP53G633W6Pjo7W6/UdHR2wlwPDML/f397efuzYseLiYplMFhUV5ff7Ozo6fD5fVlaWTqdrbGysr6+/dOkSeMEM52+MIAiPx5OcnJybm1taWvrxxx+fOHFi375977//flNTU2RkZHR0dFVV1Z49ey5cuHDs2DGFQgFaNW7iz6XDpYn3C0m7c+fO4uLiI0eOuN3uhIQEDMMcDodEIlGr1WVlZUVFRaAQ5p7lb8ngkoLfPp8vKioKSlVSUkKSZE9PT3FxsUKhOHHixOHDh4ODg/Py8kQikd1uxzCssbHx1KlTVquVv0vV4XCIRCKtVgtrWfgTy7InTpzo7u6+/fbbly5dmpiYCJ6oiYmJYWFhxcXFly5dEgqF7e3ttbW1sG4DdTe/eH6/XywWR0REmEym7du3V1ZW/vDDD0VFRbAKhBtCQ0MTEhLq6urOnz8PTrznz59XKBRFRUUHDhxQKpUjR44Ui8VQ/paWlpMnT4KE4FtAuKwDWhsWYSRJGo3Gbdu2dXZ2jhw5Mjw83OVywXJTJBKZTKazZ8+eO3cOVOhcUiB4uru7z507V1paimGYQqHwer2HDh26ePHi3r17aZrmJqwkSbrd7jNnzpw7d85ms4FXIJQhLS0Nw7ADBw6Ulpbu37+/paUlJSVFpVKBbza/xcC52ul07ty5s76+Pjs7OyYmhpvjgrFWpVIlJyfDhhy32+3z+UpLS0Gui0Qij8dTWlp6/vz5zs7OtLQ0kUh04sSJ06dPnz59GszbJSUl7777bl1d3Y3vnI/4uUFr0/8AhkWxWMzNTOG/BoMBPnXw2Fy5ciV49t99990JCQngfA/LF4FA8MMPP1y8eFGhUCgUil/84hewqXTYylRQft5///1CobCoqOj06dOwu2DOnDkCgeDRRx9dvXr1t99+6/P51Gr1/fffD5o0mqadTienznU6nZwHmcfjAUUchmHwlM/ne/fdd30+35QpU2677TaBQDBt2rTNmzf/5S9/CQsLGzdu3K5du0AlC8ly6zC32+1yubjfMJiq1eqHH374m2+++eyzzyQSicvlysnJmTZtWmNj4/fffw/7Q3Q63axZswiCWL9+fVtb2//93/9xlSUIYsqUKV9//fUHH3yg1WonTJjQ3d0Nmtu4uDifz7dixQroWlqt9rHHHsvOzn7wwQfXrVv3wQcfyGQyh8Mxbdq08ePH+/1+fq1BBkDJFy5caDKZ9u/ff+jQIZ/P99RTT4GDlcvl8vl8FEUtW7ZszZo1q1ev3rBhg9frTUxMnDlzZltb29dff61QKGiaVqlUs2fPFgqFW7duLSkpefvtt/n9k9/gPp/P6XRyBkKv1+t0OsEFYdeuXRs3boTNl7NmzYqKihIIBGPGjKmrq/viiy9UKtVf/vIXhmEcDgcsnUNDQ0eOHHnq1Kl33nlnzJgxWVlZ06dPv3TpUmFh4cmTJ/Pz82NiYqxWK5Rk4sSJjY2Nq1at0mg0v//971mWhRfHsmxubu6DDz64c+fOv/3tbyzLjhkzZuHChaCIdrvd/BaDR3AcP3jw4DfffANHMYwfPz4zM5OrEcMwCxYssNlsu3fv3r9/P6hMEhMTWZbNzs4+cuTIrl27du3a9eyzz44bN+6OO+7YvXv3+++/T9N0amrq4sWLKyoqtm3blpWVlZycfH13sSOuO8NohwyO4+C9MqAtE/YGrFmz5vjx44899lh+fr7VapVIJAaD4V//+pdEInnllVdwHH/vvffA7aK0tNRkMr3yyitBQUE4ju/evXvjxo333HPPHXfcUVhY2N3dffToUZIkX331VblcPqAPPWjtwsLCbnDb6hD3m2J9NaVpurOz02QyyeVynU4HGy5JknS5XO3t7U6nMywsTK/Xg2tMZ2enw+GIjIwUi8UOh6Ozs1OhUAQHB7Ms297e7vF4oqKiCIJ49913m5ub3377bbPZ7Pf7Y2NjKYqC1m5oaHA4HFFRUVqttq6uTqvVqlSq7u5us9kcFhYGL6W1tZVl2cjISAzD2tvbGYaJjIwkCIKiKJvN1tra6nA45HJ5eHi4RCJxu93t7e02m42iqPDw8ODgYKvV+sorr+Tl5T311FN8jySBQNDU1GQ2m0NDQ8PDw2tra8EU9+GHH0ZHR+fn55MkWV9fv27dulmzZj388MMsy1oslra2NtjvGBYWBrsyOjo6FAoFqE97e3shQZixORyOlpYWp9Op1WrDwsJwHO/o6PB6vSDSwJm2paUFdliGhYXJZDKPx9PR0WGxWEiShPJ7vd7XX389KirqpZde4iQBQRB2u72jo0OlUoWEhNhsNoPBoFKpYN9nd3e3zWYLDQ2VSqUGg6G7uxtMlfA6YNbY2NjocDh0Op1er4fHdTqdVqvFMAycyHAc1+v1KpVKKBR2d3e3t7fLZLK4uLienh6HwxEdHQ2TkqamJpvNptVq9Xq90+ns7OzU6XQajQbM593d3V1dXWKxODo6mqIon8/n8Xja29ulUimY200mk9FoDAkJUSqVPT09XV1dMI2Ijo4GCyunuxYKhX6/v6WlBUzOoaGhkItAIAD/NYVCERoaCpretra2np4egUAQGRkJvk5NTU2JiYlgzr8aHxziWnO1dsigten/A8fx6Ojow4cPl5aWjho1SqFQCASCS5cu9fT0jBs3TiaTgXJMLBZPnz49KSnpX//616ZNm5YvX05RVGhoKEmSFRUVEyZMmDJlCmxI+MkNOcMEcIeG5o2JicEwjDPU0TQNqnUMw8C5AzSxUVFR8BTsl0hNTeWOjY2NjYVdHGBvAzeilJQUsMDBKMmybEpKCqRJ0zSo7kELGh4ezm1MSkxMxDAMNK6gIobfbrdbIpGkp6dD+eFZiUSSmpoKVyAjk8mk0+nGjx8fUF+/3x8fHw8uVx6PJyEhgSCIwsLC6urqadOm5eXleb1e2AoCUzGn06lQKDIzM7nEodZpaWlcrUNCQsLCwuBPoO+F4kGtWZaFZoFzesFrhistlF8sFkM7wxWGYUwmk0KhmDhxIrQ53ncUkVwuT09Ph6yVSiX4AcD6MiwsLCIiAooRHh4OExFoN86/DHKBYnA7quFxsVg8YsQIrG/DsdfrDQoK0uv1kEJISAg4w0MxEhIS4FWC/zy/GDRNBwcHh4aGYhjm9XrBZgkviGsxSBnqrtfrw8LCoKhw4hVfIQyPQwfAeIdI+3w+qC/3UmiaBkMAd5tSqczNzeUbzhHDFiRN/x80Tefl5Z08efLUqVPgGGIwGI4fP65UKidOnAiGJRjLLBZLRkZGQUHBnj17UlNTp0+fnpqaOmLEiAsXLnz66adZWVk0TVssFmRK4YDBy+PxcL4hnFmOG7z4Jjq4E/7LMAxn6ML6Bm7w1vF6vW63GxSPYOviRklQ4cJT3OMgbLik4FnIhf8bDJDcSTecjS3gSkhIyBtvvCEUCvmH2fLLD7d5PB6SJNPS0kaOHPn111//8MMP4N06Y8YMOGMP/IA43SM8FVBrmqZhRhJQGH6zcOXnHh+8/BqN5te//jUcq8tXkHDHkuA4DgXjcoEGhJv5J+zzH+e3fMDjAcUGScb5FcMMiWtJfhsGpMN/kLs4SIvxi8rdENA5A5oL65sFsn3nDsKVgD4MBbvB1UuIawOSpv8/MNzI5fKHH354x44dtbW1ZWVlIpEoKipqzpw5CQkJMOKAOygMfzNmzKivrz98+HBKSkpERMQ999yjUCgqKytrampwHFepVBERETDoD5LpNavgjUD/gewKLwY4wsDMhiCIhQsX2mw22GUfcJYC/xG+qxE/Wf5/B/nT5a6AHX3ACRP/ZpDNQUFBv/zlLxsbGy0Wi1gsDg4OjoiI4J/i278R+rv/XHnxrqT8OI4POOG7wmYZ8MUNpdiD/+knqzNI1pcr6uWevcICX2HKiGHCcLGbghWkt7cXtvddrtZgRGFZ1mg02u12sVis1WrBtQ/HcbjOsqxWqwVnRYvFAueUKhQKWBiZTCar1YphmEwm02q1/H17AYBKLSQk5Ges9tVg6HbTn4+rGIbs5wZ6IOddzDAM/+R3BAJxvUDn9P7XgHtFV1fX4A0HDcKdu8adog5/hbUm+BaCNwQXpYT/INbvFN8AcBz3+/1arRasQTfykHojS1N4CzeLno0/tUJrGgTiBgF5If3XgGcHhCWBdeTldHTYf+6I5zc0GLc41Rx3T/8HscssOyBf2GCjVCqH8+aZoXNzyaSbq7QIBOK/YhhJUyAoKAjDMIfDgV2Zkm1AiRtwcRC9cf+LsIoFy9ng0WwQCAQCcbMwvKQp6Gb1er3dbne73dfl0Go46Ru23yBRikAgELcGw0uaYn3rRaVSqVQqL3c26c8KKJk5OysCgUAgbgGGnTQFYKv1dTFisX2xPq591ggEAoH4mbg5nCFvMZAoRSAQiFsMJE0RCAQCgRgqSJoiEAgEAjFUkDRFIBAIBGKoIGmKQCAQCMRQQdIUgUAgEIihgqQp4trB8rheBfhZ41BC+oOcjYWiYCIQtyrDdL8pn2tzeup1FCE3CHAQFUmSLMtCDOer3uxc4MnL3SASiX7WmDNCoRCi9cHBIAHlgdx/1sjSsJX5Jxv25ooWgEDcFAx3aUoQhMfjcTqdHo/nZzoaiSAIiqKkUqlEIhmeSxMYuEUiUW9vr8ViEQgEGo1GKpVe3QZnWVYkEmEY1j92N9YXEO3QoUNtbW133HEH/13wYwTx779CYQ93Qiy/qqqq48ePT5s2LSYmxuv1isVirjwEQRw+fLi1tXXevHlyuZybTAwx9wAkEonf7+fH3MYGmmRAbLj+s4qrWxgEYlgxrKUpjuM2m623t5eL+vIz4XA4rFarSqVSq9U/a0Y3ICDGaJr+4Ycfjh492tXVRZJkcHDwAw88kJeX5/F4MAzjYthdoZ4AllbcUwRBwMK3pKSEZdmMjAz+whcEBtxz9uzZ8vLyadOmyeVyeOkQp5Z/NhbIfjj9ERt0pctP2e/3i8Xi6urqXbt2paSkxMXFCQSC4uJiHMfT09NB/Xvu3Lny8vKJEyeq1WqI9Nc/d4Zh+l8cJGt+CxAEcfTo0fDw8JiYGIgGCLfBidDc7EEgEFgslpKSkpEjR8Ksgn8nwzBQBi6XgIsIBGJAhq80JQjC5XJ1d3dfG5UXy7K9vb0kSSoUiuGm8iUIYtOmTdu2bUtKSnrwwQedTmdZWZlEIsFxXCAQUBTlcrlYlpVKpRDPjpOp/Gig/EYDjbHL5fL7/XK53OPxkCSJ4/jq1avj4+NzcnI4vTqO4xD+3W63S6XS5cuXezwenU5H0zRJkkKh0OPxeL1emUzGMAxN06BIcLvdkDJcvFy9ICyiw+EQiUQymczr9c6YMWPkyJE6nQ5kz6pVq1JSUrKzs71eL47jjz32mMvlCgoK8nq9l8tdIpFw9Rokdwij63A4BAKBRCKhaVooFLa3t3/66af33XdfQkICzBUoisIwzG634zgOEwifzycUCk+ePLlx48aMjAylUunxeGBZz7Ksw+EQi8UikQhmORRFMQzjdDqlUqlIJLoporIjENeLYRQtPAAcxzs6OpxO5+VEKQyIAoEAlinc1B60dvAbFiVYn/E1IKkATSYoA8PDw2+uOf5QooUzDCMWi+vr6//85z+r1erXXntNr9djGAYjOEmSNptt69atpaWlLMsmJycvWLAgLCyMpuk1a9ZUV1e/+OKLYWFhbW1tH3/8sV6vf+6559ra2lauXDlhwgS73X748GGpVHrbbbfNnz/f4XCsXr364sWLCoXC7/fn5eU9+uijK1euFAqF06dP/+KLL4KDg5944on169dfunTphRdeCA0NdTgc27dvP3PmDE3TcXFxS5cuDQ8P93g8P/7448mTJ91ud3Bw8IQJEyZNmtS/4vAqq6urt27d2tnZKRQKc3Nz77vvvoMHD+7atWvp0qWZmZmfffZZSUmJTCZjWXbUqFEPPfTQqlWrGhoaHnvssaioKKfTuX379tOnT9M0HRsbu3Tp0sjISMj9xIkTbrc7KChowoQJBQUF/XMnCMJqtW7atKm8vJxl2YiIiLlz52o0ms8++6y1tVWhUGAYtmDBgqlTpx4+fHj37t12u50giKSkpKVLlwYHBxcWFm7atMnn80mlUoVC8cQTT0RFRRUVFf3www+9vb1SqXT27NmTJk0iCKK8vHzbtm3t7e1SqTQ5OfmOO+7Q6XQw3flfexMCccNxtaKF30zD+lUEnEECzEt8IAQphmE2m81gMHg8Hk4Eer1eq9Vqt9sdDofX6xWJRJzK0Waz2Ww2h8MBfw0YByG6uNfrvbmk6RDBcbypqam3tzc3N1ev1zscDpfLhfUtN7/++utdu3ZFRERkZGQcP378448/NpvNJEl2dXU1NTXBwE3TdHNzc0dHB47jHo+np6dnw4YNZWVlOTk5ZrN58+bNVVVVsIzDcVypVI4cOTImJoZlWYvFcvr06ffee6+1tVWtVgsEgvb29traWlgFbtq0aevWrRkZGXPmzLl06dLKlSsZhiktLf3uu++CgoKWLFkik8mcTqdQKAywdoMobWtre//992tqakaMGBEeHu5yuXAcNxqNVVVVdrsdzPAsy6rV6ry8vOjoaJZlOzs76+rqIPfNmzdv2bIlLS1t7ty51dXVH330EU3TlZWVa9euVavVS5YsUSqVNputf+4MwwiFwj179uzevTsrK2vBggWQFyx/aZqOiIjIy8vTarUYhnk8HqlUOmfOnKysrCNHjmzevJkgCLfbDUmlpaWlp6crFIra2toPP/zQ7XYvWLAgODj4k08+KSoqYhhm7dq11dXVc+fOHTNmjMlkIkkSQ6dMIxCXYZhqenEc9/v9g8RyEQqFxcXFhw4dgjFdJpPB3Fyv1+/atWv79u0ikcjn82m12qysrKlTp6rV6srKyi+++IJlWZqmWZalKOr555+Pjo6GYQ6SZRgGVHDDyrPD4XDgOA6rNM4oKBKJmpqazp8/n5KS8swzz4Did+/evZWVlePHjydJEjxgMQwDDyZQWoImlmGYJ554IiIigqKonTt3Njc3Z2Zmzpkzp7i4OC4u7tFHHwVPHJlMZrVaJ06cuGjRIrFYDC9FLBZTFGWz2Y4fPx4bGzt9+nSdTtfW1nbkyJGmpiYoG8MwERERkydPZlmWP5ECwGRbVFTU29u7aNGi++67DzSoGIaRJCmVSlmW1Wq1M2fOPH/+fGJi4kMPPQTCXiQSiUQioVBot9tPnToVERExc+ZMyL2wsLCxsZEL1RceHj558mQMw9xud//cMQzjelFWVtaMGTO8Xi9FUfn5+RcuXBg7dmxBQYHX66VpetasWRMnTvR4PE1NTWfPnm1ubvZ4PHPnzj19+nRbW9tdd92l0+kwDNuxY4fVal26dOmECROCgoJKSkqKi4tzcnJAkFMUNXXqVKlU6vV6r0sQQwTipmCYSlNgQNUlwzASieTkyZOrV6+mKCovLy8kJKSqqsrv90ulUhhfnE5nSkpKcHBwRUXFtm3baJq+//77WZYFq1h2djZN0wKBgLsfCLAFDh9AjsLaERoEtOgmk8nv94eEhMDUJC4ujqbp1tZWuAEaCuYf/P1FPp8vKChIrVazLBscHMylCaY+kKNgFmUYRiAQFBQUKJVKt9sNq2GYQhmNRjCmvv/++5CXQCDo6uoaO3bszJkzjx079uabb+bm5t59992RkZFgvAzwkOrs7CRJMiEhgWEYyBrg3jhcBG0E5ygE8wnI3eVyffDBByCfKIoyGAz5+fkzZ848evQo5L506VLwDebnThCEz+ebOnVqS0vLvn37jh8/Pn78+DvvvFOn08G8DbKDlfHWrVtPnDiBYZhSqfT5fARBQPtAId1uN5hCTSaTQqHYt2/fnj17CIIQCoVWq1UoFC5YsGDdunUrV67csWPHvHnzpk6dCm11bTaVIRA3F8NamvYHjHlGo3H37t1CofChhx4aO3as3++fM2cODGowGtI0nZmZuWjRovPnz//zn/+sr6+32+1CoZCm6bCwsOXLl4Pfh81m+zl2Vd506HQ6iURSW1sLHjdwkWVZlUpFEITD4YAFq81mw3Ec1IkACCGj0ehyuUCdDhJRqVSC2y0/F/gv7P2ATZ8gI/k2b+42sVhM03RISMjDDz8MskEoFMpkMqFQ+Mwzz0ydOnX//v3Hjh1jWfbFF18UCoUkSXK7SAGRSMQwjM1mA9eh/pMkrjxgcob+g/UZEXw+n0qlevLJJ+FOiqIg96eeegpyP3LkCMuyv/zlL6E6ICCxPntBZGTkb37zm3Pnzu3Zs2ffvn1isXjZsmWQPtwvkUhOnz69adOmtLS0Rx55hCCIP/3pT3w/YRzHYcXPMAw4gs2cOTM9Pd3pdMLynabp8ePHZ2RkHDt2bM+ePd99911ERERmZibkwp9AIBAIbNjaTS8HmMTa29u7u7uTk5Nzc3NtNpvT6XS73QGDMhxB4HK5GIYBB0uQxGaz+eDBg4cPHz5z5gzy14ClUnJycmZm5vnz51evXl1SUnLy5Mkvv/yypaUlKioqNDS0pqbm+PHjNTU1J0+elEqlaWlpGIaJxWKv13vs2LHa2trCwkKfzwfSFMMwvhwFr2D4L0iR1tbW6urq2tpauJOTwdyzIJl0Ol18fHxbW1tra2tYWJhCoejs7FSpVJWVlSdPnoyJiZk1a5ZWqwWXb6PRWFJSYjQauTJgGJaUlMQwDJS8pKRk3759XPpceUiSbG1traqqqq6uhmJzuUdFRXV1dTU3N4eGhiqVytbWVqVSWV1dferUqaioqNmzZ2u1WpPJ5PP5TCZTaWmp0WjkVL4CgeDMmTOlpaW5ublTpkwRCoXd3d1wnSCI+vr6mpqazs5Ou92OYVh4eHhwcPCJEydgwgczDIFA4PV6y8vLL1265HQ609LS/H5/VVWVUCiMjIy0WCxer9fn8x0+fNhut8+cOTMjI8PtdoM3wNdff338+HF+UyAQCAytTfsjEAjMZrPL5QoNDRUKhUePHt22bZtSqfR6vcuWLRsxYoTf76coqqysrKGhoaKiwuPxZGZmSqVSMIy1t7evWLHC4/HExsa+/PLLIGWHrUwFNaxIJLr//vsxDDt48OCBAwdgNB83bhxFUY888sgXX3zxySefwAppyZIlycnJfr9/8uTJVVVV27Zt27dvX15eXlBQkMlkwjAMloNOpxPS93q9FosFNLFRUVHx8fFlZWVvvvnmbbfd9stf/tLhcFgsFv4cyOl0WiwWn89HkuR999331VdfffLJJ999953H4wkJCRk1alRLS8snn3wCm1hwHL/jjjvEYvGGDRsOHTr0m9/8JigoiHOMGjly5NSpU48ePfr222+7XK6cnJzZs2e73W5IH8OwmJiYhISEkpKS0tLS0aNHv/LKKw6Hw2azwczg/vvv//LLLz/99NO1a9f6fD6FQjF69OjW1taVK1dqNBqo0bx58xQKxZYtW/bt2/fmm28GBwfDilAoFBYVFR04cCAoKMjlcmm12unTpzMMk5aWFh0dvWfPngMHDoARNCwsrLCw8PTp0+np/x977xkfxXX9D8/Mzva+WvXeK0hCQg0kQBIdDLgbsDHu3QHHceI4vzhO4tixYzvBdmwTYwwGA6YLAUJIoggkUO+9d6202t535nlx/ppnsxLYMZg63xd8xOzMnXPPvXP6vTcqODh4fHwcBiU5Obmtre3LL78UiUSvvfba3LlzOzs78/Pzy8vLuVyuVqt9/vnn3dzcDhw4oFQq+Xy+TqeLi4uLjY3t7e3duXPn3Llzk5KSkLss/U+DxtVxl66QgcWmQ0NDTtcJguDz+ZcvX/7qq6/S09Mff/zx0tLSkpKSsbGxgYGBzZs3JyQkHDx4EPQriqJisTg5OTktLY3D4bS0tPzrX/8KCAhYtWqVwWDgcrn+/v6OJSRQ+uTq6ioWi2+jCPC1rJChWmCz2QaDAYp7hUKhu7u7RCKBFJ1Kperq6jIYDL6+vn5+fqBIcBzv7e3t6+sTCATR0dF9fX1GozEiIsJoNLa3t3O5XNgeQaFQ9Pf3e3t7u7m5oSg6MTHR2tqKoqifn5+7u3tnZ6dGowkLC6MS2N3d3Wq1OjIyks1mw/qc9vZ2lUoFg+Xm5qbX67u6uiYmJhgMho+Pj5+fH4PBeOuttzAM++Mf/+i4fRLEkNva2sbGxlgsVnBwsEwmGx4eHhgYCAgIcHFxAXpaWlowDAMvvLOzU6vVhoaGcrlcHMd1Ol1bWxu8HQg2GAxdXV3ghgI3MAx75513rFbr//3f/0HmFUEQSDl3dXXpdDoOhxMYGOju7g4mwsDAQFdXF4/H8/f3l8vlQ0NDHR0dbDZ75syZKpVqZGQkMjISouXNzc0qlcrV1dXPzw/K17u7uwcGBkiSdHNz8/f3h9YGBgYsFotUKgWyLRZLbW2tq6urv78/XZFE487A9VohQ2vT/wKUffb09GzZskUsFm/evFkqlTKZzO3bt586der111+Pi4s7cuTIrl271q5du3DhQrvdDju0MZnMtra2jz76aNasWb///e/1ej2CIBqNxiljd3dqU2Qy3wx1uch/1xbBVgxwD7UpIChg+NtsNsN0h/JaJpOJTObtIMZut9uhNaopqoYWQRDHfXHhCpTegEaE1qhHqPYpIvV6/XvvvZeZmbl48WKj0ei41BhSj/BfoIHJZEKlz4/S81PebrfbdTrdBx98MGfOnOXLlzu+HTpOvRoqvGD2UhskwZYOcJvFYoGQAJXvpCi3WCzAH9Cp1EVojZqlcBtVU32VTS1o0Li9cL20KR3p/S9Ans/X1zcyMvLChQu7d+9OT09ns9ljY2PURg0AJpPJZrO1Wq2jvsRxXK1Wnzt3zmQy4TgeEBBw1+7N6wQI+cJKU8ShQhVqaijRTGkL0J2UKwZLJGH5CjQCd1qtVgjJAqim4L+OdwIcr4BxQ20qCY84XoE7ORzOG2+8AXlcp0gD1SD1OCihn0LPT3/7r3/966lvh45PZSa1XRFcpG4D/js2QlFO5aGpKxSR1MpUqkEoRaZremnQmApam06P1atXW63W2trasrIycEGkUimcfwJSCVYgIA6b3kFGrbu7++OPPwa7/vXXXw8ICJh2E/a7EFcSwT/luqMicVJpjs86/XfqLhlOV6a+euoVBoMhEomudM7a1Ru8Oj3X8vafyMyp/70SMT/xypUu0qBB4y6N9IIVPzQ0NK3jCDE6u93e3d09OjpqsVjEYrG7u7tcLmcymUNDQ93d3YGBgR4eHlTVLoZharW6s7OTMuExDAsJCXFacoogiJubG2zBeoO6es24LpHe2xo3t9aGrvShQeMXBZ03vQ6ACotp+QgijMViwXbqEIKj9rthsViw14yTsU/loqAFKiNFXWEwGF5eXrBQ4Zfs2fUErU1p0KBxB4POm14rMAwTiUQKheJKETMEQcxmM5U6ooJmjrk6x0cIgoDiI8dXON0gFotvL1VKgwYNGjR+Cu5ebUoQBKwiVavVyBUSUT/9ImDalBK1Kx6fz5dKpbQqpUGDBo07D3evNkUQhCRJuVzO4XBgTf0vtH6OwWDAZuiwRPWXeAUNGjRo0Li5uKu1KYIgJEkKhUI+nw9HyvwSr0BRFMdxWN3xS7RPgwYNGjRuOu52bYpMHvrhuNn6dQesq/nl2qdBgwYNGjcXtDb9f6DTmTRo0KBB42eDXohNgwYNGjRoXCtobUqDBg0aNGhcK2htSoMGDRo0aFwraG1KgwYNGjRoXCtobUqDBg0aNGhcK2htSoMGDRo0aFwr6BUy//9Ogb/QIhmqcXoRDg0aNGjcqbjbtSmGYRaLRa/Xm83mX24vJBaLxefzORwOvYfDbQT6KDQa/xOuccLcsPlGT+xfCHe1NkVRVKvVjo+Pw1Frvxz0er1Go5FKpWKx+O70UKleU58xddb6L/EWx3dNe3Hq9anEwBkGv9x4TeXJXYhfYhrcLGAY9rNnC3UuMvJL8gRaBjppnXrdcfdqUxRFTSaTQqGAk71/6deRJDk2NoZhmFAovNsUKnjnKIrCGbHwDTOZTAaDYbFYrgs3QDSw2WxonCAIauNlFotFjS9BENSJtkAA1QJBEFar1bFBINXxnmsnkppsJEkCT+C9d55cIwjiKqctATAMw3EcWH27fxQEQRAEwWAwft5QAgcYDAaGYXCW8C+xczicwKHX69lsNnx91z7xHGf1XY67V5siCDIxMUEQhNM8oIxEp88b/gvTHb4cJ+MOphS0Br86vQ5FUZVKxePxGAzG7S47fjowDDMajU1NTTabzdPT083NzWq14jje19enVCqDg4O5XC5lkgNLp/qvU39yBEmSbDbbYrF0dXXBgbXe3t58Pp/H4xEE0dzcbDKZ4Cx3qVTq6uoKhwX19vYqlUpQlgRBCIVCf39/eBGO42q1euvWrSwW67nnngOJj1zZaZjW86b8AOoK6G+TyUQQBIfDKS8vP3To0Jo1axITE81ms6PH4DSvKBNh6k9XYYsTeZTr45jIn/rs1D46XXFqxDEA4PgUDCtw3okncBuGYVar9csvv7Tb7U888QSHwwHzhRruK51v+BP78qN8cyT46u1cnclgGB07duz06dPPPvtsZGQk9PqnNAK0kST57bff9vf3b968WSKRfPPNN6Ojo88884xIJAKe/AzCnOYkqGq1Wv3DDz90d3dbLJZVq1bNmzfPbDZPZSZy5eGe+oWCtQrnQDvN/yt9y8idEo1wwt2rTa1W61SfAEVRs9lstVrZbLbjsd4gChEEMRgMWq2Wy+UKhULIuVItsNlss9msVCoRBIFTwZ2OeENR1G63WywWHo93l2hT0ExjY2P//ve/VSpVXFzcr371KwRBmEzm2bNn8/Ly3nnnnaCgIPikmUwmhmFwNB5wFWwXq9UKNvW0bhx8z93d3fv27aupqQHnwGQy3XvvvQ8//LBWq925c2dPTw+TyTSbzQKBYNGiRStXruRwOPn5+QUFBVwulyAIk8mUmJj42muvUe6pzWbr7e1ls9nUW8D3JUnSarU6ahHK84brcD8oTpIkKeebyWS2tLTU1dXdc889HA4H7tfpdJSzDrxiMBiOHEBRFMdxuAfy7hQH4H4cx+12+9W9WyaTCc46i8VCEMRqtRIEQT3rSMC0fYSZb7fb4QrVGkUbgiDwFHwOQFhOTo5UKp07dy5wAKQ5NGW1WuEpkiQNBgNlerJYLGgZZgLQ6dQveLvNZqN4PpXbIMSZTCb8yuFwKNqQSasXWAG9gJfCdfjqLRYLMin64WbgPHmF6CiKouPj421tbXq9HsMwsAwo4p24jTgoJ8rAGhgY6OjoADJMJpNer6cMOMcJRmnfqRedPgroCxVxgUEpKSk5depUfHx8YGCgXC5HJrUsg8Gw2+3ADWq4wdOghpviM8UKGLKqqqqOjo4HHngAWqBmO8xkanbBsSJWq5UKSl1put6+uEu1KSg2SmYBCIIQCATHjx8/ffr0hg0bZs+ebTKZKOkwPj5+4sSJuro6q9WKYZifn9/y5cuDgoLg82AymZcuXTp9+jT4Rjweb8mSJenp6aAnqFdQn9OVPss7EvCJCoXCxsbGkpKSBQsWAEtBHCAIAt/z2NiYXq+Xy+VCoRBkn06nMxgMnp6eer1+ZGSEz+e7u7s7xWNxHJ+YmPjqq686OjrmzZuXkpJit9tramqio6NByuA4zuVyH3vsMb1ef/r06QMHDgQEBCQlJYHcXLZsWVBQkNFolMlklKgCmtlsNshcUNhms7mnpwfHcXd3d5D1CIIwmUybzTYwMGC3211dXUHsMhiM8fHxiYkJHMe9vLxYLBYYBPn5+XV1dYmJiSKRSCgUxsTEbNq0ycXFBWYUi8UaHx9Xq9VSqVQqlUL7JpNJrVZ7eHjYbLb+/n4mk+nl5QUyi81mKxSKiYkJqVQql8uvFCwlSXJkZITH44nF4oGBAavV6unpyeVy1Wr16OioWCyWy+UgHNlstslkcuojiqKjo6MkSUokErBIhoeHuVyuRCIxm80TExNubm4oinZ3d2MY5u3tbbfbORzO8PDwnj17UlNTIyMjSZIUiUQ4jmu1WoVCgSCIm5ubSCSyWCw4jq9btw7YSxDE6Ogon88Xi8VDQ0MGg8HLy4vNZjsaCtAXNpvt4uIyMjJiNps9PDwwDBsbG1OpVCwWy9PTE6xYi8UyPDzs7u7uSBuElNhstlar7ezsxDAMjmJks9kSiQSu9/b2QjvQfbjY3d3N4XA8PDxA60w7yZlMJofD4fP5er2+r6/Px8eHy+UC8Vwud2JiYmJiQigUuri4OOqt4eFhq9Xq5eUlEAg4HA5MvDVr1litVqCNxWLZ7fb+/n6r1eru7s7n881mM1iWvb29NpvNw8ODx+M5fRRsNluv1w8MDLDZbDc3NwRBQKsNDQ3x+fyMjIykpCRwBhgMhsFgUKvVwHmbzTY6Omq324EhJpMJHhGLxQiCjI6OajQaNpvt5eUFahVBkGPHjikUivT0dAaDIRQK4fRJhUKh0WhcXFxkMhkozrGxMQaD4erqqlAodDqdt7f3nedR3L3a9ErXLRYLeAzURYhjfPPNNy0tLbGxsWFhYSMjI2VlZf/+979fffVVHx8fDMMuXry4Y8cOsVicnp6O43hdXd3UCIxjIOWuAjAwKiqqt7c3JydnxowZcrkcPBLghtlsPnDgQGlpqclkkkgkWVlZS5cuxXH83LlzOTk52dnZZ8+eVSgUIpFoxYoV2dnZlGFLWdxtbW0LFix47rnnIHKblJSEIAjlKqEoOnPmTKlUajQa9+7d29fXBzeYzea4uLiwsDBoDYwnimxyEmw2u7Gxce/evb29vQwGw8/Pb+3atUFBQQRBDA4Ofvfdd+BVSKXSJ598Mioq6ptvvjl//jw0FRgYuGHDBm9v7y+++KK6uprD4fztb38TiUR/+ctfKisr9+zZc//99y9cuNBkMu3fv//s2bNarVYoFKampt53330cDqeuru4///nP4sWLq6qqurq6+Hx+VlbWqlWrMAzLycnJz8+HPvr6+j7zzDNSqZRyBZBJB8Vms23dulUmk/F4vHPnzrHZ7Pj4+JiYmB9++EGn04lEoocffnj27NkIgjQ3N+/duxe0qY+Pz7p160JCQgwGwxdffGG1Wl999VV3d/eurq6//e1vGRkZGzdu7Ozs/PTTT+fNm9fa2trc3Mzn85OTkx977LGOjo7PPvuMy+U2NjZu2rRp2bJlDz/8cGFh4e7du2HQ5XL5Qw89lJCQoFarv/76a5vN9uqrr4pEoi1btnh5eYnF4sLCQhaLFRgY+MQTT4ChALPIbrdv27ZNKpXOnDnzP//5z8yZMzdt2vT1118XFxdDTCI4OHjDhg1eXl5Aw7x589rb25uamng8XkpKykMPPcThcKqqqnbv3g2+F/Bq3rx5a9asKSkp2b9/v1qtRhAkOjp67dq1rq6uNTU1e/bsmZiYABP50UcfjY2NnTbdaLfbuVxueXn51q1bVSpVcHDwxo0b3d3dEQTJz88/fvy4UqnkcrlxcXHr1q1js9kYhh07duzUqVMajWbWrFkWiwXosdvt33///cDAwObNm729vQcGBnbs2NHZ2UkQhFwuX7t2bWxsrEKh2LFjR1tbG0zvrKysNWvWgJoH06Sqqmrfvn0jIyNMJjM4OHjdunU+Pj67du26ePEin8/fsWPHqVOnXnvtNVB+4+Pjf/vb35KSkp5++mmFQvGPf/xDo9E8+eSTycnJ586d++677zZs2DB//vwtW7aUl5dDuCgsLOyJJ57g8/mffvppd3c3l8v93e9+FxISApGn77//vrS0FChZuXJldnY2hLIZDMacOXO2bdvm7e399ttvO31udwDo1LEzwJuhNB+kuC5dutTa2pqUlPT8888vXbr0qaeeWrFihVarPXXqFBjdp0+fZrPZGzdufOihh1atWvX6668nJSU5OaZ3LcBG8ff3X7hwYVdX1+nTp5FJqwIk/okTJ3JycsLCwjZu3CiTyb777ruSkhIEQaxW69DQUE5OTlpa2rJlyzQaTV5enlKp5HA4HA6Hy+VCcq6rq4vNZiclJTEYjO7u7vb29tbW1q6uLkfmWyyWsbGxzs5OcLPg1VwuNycnZ8eOHZ9//nlFRYVjbB8AMTqVSrVt27aenp5Vq1bdc889nZ2d27ZtU6vVBEFs3769trY2IyNj/fr18fHxYCWEh4cvXbr0jTfeWLFiRXl5+enTp0EAcTgcNpu9Zs2a1atXs1gsk8k0Pj5uNBoRBDl//vwPP/zg7u7+xBNPBAUFHT58OC8vD0EQm802MTFx5MiR8PDw++67jyTJ3Nzc4eFhg8Fw+PBhBEGef/75tWvXhoSECASCqRE/6ILNZjt//vzo6Oj69eslEsm5c+d27tyZnZ2dmpo6MjJy8uRJBEE0Gs22bdu6urpWr169cuXKnp6erVu3TkxMMJlMjUaj0WiAMzabTaVSGQwG+Fun0x09etTd3X3t2rUYhhUVFbW1tQmFwtDQULPZHBQUtGHDhpkzZ9rtdm9v74yMjM2bN2/cuFGhUBw9etRsNjMYDGgcmSwQu3DhQn9//2OPPebv719eXn7u3Dnwwxz7UlFRsWvXrqCgoPj4eNCgK1as+O1vf5udnV1ZWVlQUADxT7PZnJOT4+bm9sgjj+A4furUKXDmDhw4oNVqX3jhhYcfflihUPj6+i5evLi3t/frr7/Gcfy111574IEHLl++nJOTg2FYbm5uZ2fnvffe+9JLL8XGxrq5uV3JGgbFVldXl5WVFRsbW1lZmZuby2QyGxsbt2/fzmQyH3/88YSEhNOnT+/evZvFYrW0tBw6dAhF0fXr1wuFwu7uboiWIwii0+lUKhWCIHa7fceOHU1NTWvXrn3ttdeMRuP27duNRmNtbe3Zs2fBmFiwYIG3tzcEuiF0PDw8DBr9gQceWLRoUU1Nzc6dO/V6fXR0dGBgoMVimT9/PsxAkiTtdrtcLpdKpQ0NDSaTqaury2Qy2e329vZ2BEGqq6sJgvDz8yNJMiwsbPXq1b/97W8zMjJKSkqKiopwHA8LC8MwjMfjrV27Nisri8fjnThx4vjx4/PmzXv99dcDAgJA6+M4brFY6urqvv32Wy8vr7S0tCu5+Lc17lLf9Opw/GBQFLXZbIODg3a7PTExkc1m63Q6MPDz8/MHBgYsFsvg4ODY2FhISEhYWBgkPOgKN0eAd6jT6RYtWlRQUJCfn79gwQLIAjIYDLPZ3NDQwOfz77//fj8/P7FY3NLSUlVVBV4+QRBxcXH33nuv1WptbW1tb283Go1qtXpgYABqvoKDgycmJlgsllAotFqtX3/9NShXsH8pHfCPf/xjYmJCq9VGRUXFxcXBdRzH29vb29vb9Xq9n59fQkLCVLcDBGJ3d3dmZubq1asRBBkaGoKhl0qlnZ2dgYGB69atA3EGAbfk5OSBgQGNRsNkMkUi0cTEhN1uT09Pz83NxXE8OzubSscymUzIJ9XW1iIIsmrVqpkzZwYEBDQ3N5eVla1atQoKoEJCQh566CEGg9HX13fmzBmVSuXm5iaRSJRKZWNjY2ZmZkZGxlWqoyGTt2rVqqioKJVK1dXVNWPGjHvuuUehUNTV1Y2NjaEo2tXV1dXVtWDBglWrViEIMjw8fPLkyZ6enri4OMeiOajChQAAlE35+Pg88sgjPB5vaGjo5MmTQ0ND4eHhSUlJBQUFfn5+WVlZkAYOCwsTi8VjY2MEQbi4uCiVSqPRyGKxqJJpFEVBLq9atSomJkYgEFRXV4NScRwRiDY//vjjGRkZkDLMyMgYGBhQqVQcDgfIQCZ1m6ur6/r169lsdl9fX2FhoVKp9PPz02g07u7uoaGh7u7uHA7HaDTyeLy6urqJiYnExESSJCH63djYaLVaXV1dSZJsbGz09/ffsGGDY024EyBbn5mZuWzZsu7u7paWlra2NqvVWldXZ7PZFi5cuGDBgtmzZ9fU1DQ2NoLeUqlUS5cuXbx4scFg6OzsHBwcpBIfkGdVKBStra0eHh4ikQhBED8/v4qKit7eXqlUyuFwent7h4eH7733XiaTCX4efFAtLS2jo6MrV65ctmwZSZIdHR2NjY39/f1xcXFVVVVtbW3Jycnh4eFQN2Sz2UQiUURExPHjxxUKRXNzs4+Pj1wub2lpUavVvb29vr6+Pj4+JEkuWLBgYGBAq9XyeDwOhzM6OspkMjMyMg4fPszn8xctWoQgiMFgqK+v5/P5kJvw8fEpLS1taWmJjIyEnMiaNWsWL17smE+9k0Br0x8B+FUGgwGyLMikEOFyuWBwGY1Gk8lkNBpdXFzgEVqVTgVkoQQCwYoVKz777LOcnBy5XA4C1Gw2GwwGmUwGeSaxWCwSiQYGBpBJU8bDwwMKHwQCgdVq5XA4paWlUHDL5/O3bNkCH79Op2MymVlZWUNDQ6dPn6Zi9fDRCgQCPz8/f3//tLQ0kUgExRcGg+GZZ56JjY01GAw8Hs9isUxdMkiSpF6vJwhCIpFAwlIul1ssFpVKBXFUiOZpNBrIBCsUiv/85z89PT1CoRDKHcFp0Ol0EOeEHBXMJbAzoPCEw+GIxWJImAmFwrGxMSj0tVgsnp6e4J/x+XwoCWGz2Rs2bNi/f/+BAwfy8vKWLVsGmh4Sck4zEDxsSAxD9Zyvry/UmLBYLKgDMhqNNptNJpOBmJNKpQiCjI2NUdF4aNxsNlNXwAWUSCQsFguEMhAJHIMPB3xEBoOxY8eOS5cuQWbRYDBQGtqxfZvNJhQKgc8CgYDiPyV2YT6IxeKwsDAYi+Hh4a+//rqvr08oFFI2CjJZGOHp6Qndl0gkQC2Xy83IyMjNzd2yZYtardZqtaBBYdFIa2trU1MTgiBgBhkMhnvvvddkMpWWlpaUlCQlJW3YsEEikUA2dOpnTpKkTCazWq08Hk8qlSoUCnDlmUymq6srPOXh4dHT0zM2NgZ5bqgDYDKZUqm0t7eXagdGZ3x8nMFg6HS6Xbt2Wa1WFovl7e1tMBhmzJjx0EMP5efnf/zxx0eOHHnsscdmzJhBpT+0Wi2O4y4uLqC0PD09S0tLlUolQRAQLYP57MjYsLCw06dPNzY29vX1BQUFRURElJWVNTQ0qNXqlJQUFovV2dn5zTffDA8Pi0QiqBGDB3U6HXBYq9UymUyDwWAymZhMZm5urs1mYzKZPj4+MMNtNhufz4c8OhQK/FTZcfuA1qbTAyY0SAcmk8lms6lKNpiIULMHpb9sNhsy9gi9JP8KAOlDkmRKSkpJSUlJSYm/vz+Xy4VvTCKRwDoWJpOpVqt1Op2fnx/1LOgkqsDSYrHMnDnzxRdfhNolNpsdEBBQWFhYUVERHx8/f/58g8Fw7tw5x8+VyWRu2rRJKBQiCGKz2aAmCBp0cXERi8VQZGE2m51ohkGUyWQYhk1MTIAjBTKOw+EIBAIGgzE6OoqiqEgkstvtGIZdvnz50qVL999//4YNG/r7+3/zm98AJdSSCYFAwOPxqFeA/hOLxeBz+/v76/V6nU4nEAgg8gzVm+Ckkg6rDmJjYyGiuG/fvtzc3JiYmOjoaGjWqSMIgjAYDGrdLTpZPo1Olg2D+oQyKPCVIVPI5/NRFAWzw2azMRiMoaEhp4IAcK+pil9qrOFBJpPJZDKrqqoKCwvDwsLefPNNDMP+8Ic/qNVqx7dTreE4DkshySus/YDG4RtksVjFxcU1NTVr1qxZv359e3v722+/7Xgzj8eDAIaj5oiKioI8K4SIY2JiUBQVCoVGo3H27NkPPvggZcQwmUyxWPzKK6+sXr364MGDFy5cCAoKAl8QQZCpwQAGg6FQKJhMptFoVCqVEokEytDMZjNcN5vNIyMjEEdhMpkoio6NjYFnqdPpgPMUT8AIAGvy9ddfhzgwBEhRFL3vvvsWLVqUn59/8ODBY8eOhYeHQ14ZQRBYhAZDCfOTy+VSrAAGUl8HGCihoaEikaihocFoNAYHB3t6evJ4vMrKSggqIAhSXFxcX1+/bt26+++/v7Gx8Y9//CM1q6ER+LhAJFqt1ueffz4oKAiSwWD/wUspLU4JBHgKuSNAa9PpwWKxeDweCFwWiwWment7+6xZsyCgVFdXp9PpYNqJxWKBQNDb22swGKRSKcxpCHDd7H7cKqBK5zkczsqVKz/66KOOjg6oV2QwGDExMZWVlT/88ENiYuL58+eNRiNUCUEJtGPaDGyawMBALy8vuGiz2ZKSks6cOVNUVGQwGCIiIpRKpV6vp5wbaMRgMLDZbJvNRmkRUA9nzpxpaWkxGAy+vr5paWmOHzboOavV6uvrC9b6kSNHcBwvLS0NCAgICgricrleXl7d3d27d+/28fFpbW1dvHgxSEmLxVJRUXHq1CmIRkJCi8/n9/X1nTx5ksPhLFiwAAQZsGXmzJnFxcWHDh1SqVRVVVUKhSIrKwvko+NEgsQhg8FQqVRHjx4NCwuTyWRQ/AlOTHFxsZub24wZM5w6Qr2IMgSpn8BlgT5evnwZ+njp0iVfX9+QkBDwn7q7u3NycsLDwyHnTRW8ONJGOmzCAOuOWlpa8vLyvLy8KE3W1NR0+fLlnp4emUwGd0KBq+MkcaRz6hfkeD8wBMIb5eXlx44dA9eZepyKTzj2+sKFCyaTKSQkRCwW2+32oaEhX1/fqKgod3f3c+fOSaVSX1/fjo4OsVg8Z86cAwcO8Pn88PBwFxcXyvO+cOGC1WqdPXs2pB4pwiBzzOFwWltbR0dHExMTmUxmVFQUn88/efIki8Xq6OgYHh6eN2+eWCz29/cXi8XFxcVSqbS9vb2np4eqkoVBAT0aGRlZXV196NChWbNmaTSavr6++++/v7y8vLe3NzY2Vi6XOy1et9lswcHBPj4+JSUlHh4eBoOhsrIyNDQ0KCgIeOtU+w32nEwmCwwMrK2thRCORCIRi8Xl5eUeHh5g14IhazQaIaNM6XUOh8NisUZHR3Nycng83ty5c+Pi4urq6g4fPrxgwQIMw1paWubMmSMUCp0GzmazffPNN1DUDb7KNFLjdgOtTacBhmEDAwN1dXUQPAkICJg9e3ZxcXFRURGPxwsPD1coFDk5OTabbe7cuSBuIiMjz5079/333y9YsIAgiJ6eHn9//9DQ0Dtym5v/FRiGCQQCCMRBcW9GRsbly5chWm6325csWWI0Gs+fP19TUyMQCB566KG0tDQEQdhstlgshmUqCILAMl9YpQCJIsqveuGFFw4cONDW1lZeXs5isWQyGWgCBEEgcAq1iJSPC0aSXC5vaGiorq42m83x8fFz586lPngURcE7hKjjU089tXPnzmPHjkE26KGHHpJIJARBrF+/fs+ePQUFBZBjW7Zs2axZs+Li4kpLSysrKxcsWADKFWrZ5s6de+jQoZycHD6fn56ezmazRSIRsCUtLU2j0eTn52/bto3D4axYsWLx4sUIgoB7BGsnSJLkcDgikQhc5KqqqjNnzsDqveXLl4eFhVVWVn766acbN26cNWuW0WikJh6fzxeJROjk4lGRSAQsBe8TFhQKhcInnnjiu+++gz56eXk9/PDDoEIWLlwIRezV1dXZ2dlcLhc8EgaDIRKJKD+bxWJRgxUUFJSWltbY2Lhz586lS5fef//9KSkpNTU1W7ZsSUxMXLJkSVVVFTQCpgDltVO2DoPBEIvFXC7XaS7xeDyBQEDZQ2lpaXV1dSUlJcBt8Gsp2qjHWSwWhCiBtsLCwu3btyMIYrFYvL29n3322aioqCeffPLQoUN79+6F1VD33HMPjuM9PT3V1dWwQDw1NXXBggVqtXrbtm1gezmGqXEc9/PzmzVr1sGDB00mU0JCwrJly6xWa1hY2FNPPXXkyBFQHnPnzn344YctFkt4ePiqVavy8vK++eabOXPmpKWlVVdXA0+gj9CLxx57jMlkFhcXFxcXkyTp6+uL47hOp8vNzS0oKCBJ0tPTc+XKlSwWC/IUNptNLpc///zzu3fv/uGHH0iSjIqKevjhh2EnE8f5QwEcypkzZzY3N3t4eEilUj6f7+3t3dnZGRoaCkt6YDTPnj176dKlrKwsah8xPp+/cOHCkydP7t+/PyAgAAZXq9VeuHChqakJx3Eej5eamgqpMRg4UMxms7m5uZnD4VgsFnC77wA5iV6pcuF/AqQHrr2dGwaws6BggQKsN921a1dBQQHMThj7zZs3x8bGlpSUHDlyZGRkBConBQLBwoULs7Oz7XY7lH3u2bMHKhdgnq1bty49Pd1oNDqGHAmCgMV2Tktdb2XAl+Bohv9PAPdufHycy+WKxWIolDCZTEqlEsMwqVQKMo7FYk1MTCiVSpFIBEkmBEH0er1arYbVmXa7XaVSmc1muVzuVHwLqtFut4+Njel0Olj3JpPJwMZXKpU2m83V1dXRikdRVK1WGwwGqN8mCILFYkkkEiojaLPZlEoliqJyuRw8S4IgRkZGLBaLu7s7j8eDaCrkHWFWuLq68vl8DMP0ev3Q0JBQKPTy8hobG7NYLJBTx3F8cHDQbDa7uLjw+XydTgfrYYRCIRCg0WjGxsZ4PJ67uzu1kF+pVAoEAqhDUavVer3excWFw+HodDrYYloikcjlchzH9+zZc/z48ffff9/d3d1xswKlUgmlmyCIKZZCH6FaZ2ofuVwuWJMsFkulUo2NjcFOUsPDwwiCuLi4mM3m8fFxDocDkRutVqvVaqVSKQR1LBbLwMAAh8ORyWQQFejr62Mymb6+vlDMDOsgx8fHId4OixQRBJHJZBD8HB8f5/F41KA49sXFxQUq1FgsllqtHhkZkUql7u7uwG1XV1eTyTQxMQELSTEMg/SBq6trd3f3li1bsrKyZs+ejeN4bW3t119/vW7dunvvvddutxuNxtHRUYvFIpVKwXu2Wq0KhQIqlTw8PNhsdkNDw9tvv/3yyy9nZGRQXzeKoiqVCqwQhUKhUqm8vLw4HA4Y0zBJoGwHlsBCjITBYAwMDNhsNn9/f4PBoFQq3dzcMAyDGevi4gK5DARBhoeHdTodl8v18PCA6ToxMaFWqxkMhoeHh0AgcFw+AENps9lgWnp4eFC6VqVSwSI02NGC+oJAHiqVSoi0URwTCoUgrGAOKBQKqVTq5uY2OjpKEASwiOqFXC6HbUlgwxbIjMBEstvt0CkYXBACsI4ZpvrNFYbUwvdrxF2qTeFrHxoacowwwCzs6uqCdVrUxdDQUHBuVCoVbEcnEAi8vb09PT0hbEKSJGwK09XVNTo6Cqu/5XL5VA0EswcWM9zQDl8DrlGbIpOLjqgdVcA4hUQgFQEmJ3f2caz3A4ljn9ywFPzLabcpANsWEkXQrOMmLOjkpjmOgNao/1LkUTSDIHPcbQMcTcfdZ8jJTWeo6+Tk7jmwhwD8RDVC7REDgUHH3oFgorZ8QibzZ46sc+QAvBdBEHgRi8U6evSoVqtdt26dU0SE4gDpsPENvBRydT/aR8iAwtBAa8BeR9ocu0M67CtE7QoEbitkJXEchz46EgB/UylYx8Yd+4I4JA4o2ux2O+xYCcTDKxz5Bs8ePHhw9+7dL7zwwuzZs7Va7dmzZ48cObJ58+akpCS9Xg9ZXgh+UpsWUdEFs9nMZrNramoKCwufeOIJMEcoPkMmHkqKsP/eyMmRG04baYEcn8oTKgtATm45BElHahpTldXUQtWpnwOVdKDeeJUvaNqZ5jQ5qZ0xqInn2Asqlk59y44BdsdOOU1L5GaD1qbXAeAoOPIRZoZTJATmKzWfIL0BxSyO9iDIC5DmIC6nqlIGg+Hl5TV1XeOtjGvXpsgVNv90vIJceW9P6janRqZ9C3WPUyNTn5pWoFyF5mkpnPaljrdN7bjTT1f6dVoynP6e+t6pNcnTtnAVll6lj1N7dKW/AcR/b5Dr+F9HjXKlFqYduKsTfHVegc/07bffdnZ2QoCdwWBkZWUtWbKEUgNTWUpR68hkZMr8oR78UQY6PeU4aj99UKad6k6Ytp2pLJ3216tPzqvM6iuR978ScyNBa9NrBUQzFAqFU602NQ8c75z667ST+Oq/wn5dEDm8jh35pUFeD21K4wbAUUPTmAqSJGHz3v7+foPBwOFw3N3dxWLx1BJoGncVrpc2vXurkKDywmKxwF5ilP67iq33836lVCyfz5fJZNeHeho0poBWpVcHiqIQTwoODobv1Gq1OlU20KDxs3H3alOAXC6Hja2dCrivIyBTBfUUCC3yaNC4eQAlCkvDkcnVqzeVIhp3Du52bUqSJFXf+AtVBqEoCucq3EaVRzRo3MGgNSiNXwJ3uzZFJnfioDYi+SVAkiStSmnQoEHjDgatTf8f6AAsDRo0aND42aAjHjRo0KBBg8a1gtamNGjQoEGDxrWC1qY0aNCgQYPGtYLWpjRo0KBBg8a1gtamNGjQoEGDxrXiTqvpvfpeRbcXqD1CbzYhNGjQoEHjR3DnaFM48YA6x+Nmk3MdAMdKOJ0GTIMGDRo0bkHcOdpUrVZrNBrQpjeblusD0KZ8Pl8ikdwxDve0oE7SmPb6rRxvcDomhcKVevTTb/gZlMAf19jmrc/z2wLXfXxp3Pq4E7QpiqJjY2NqtRpEwJ00g61W68TEhNlshkOGbzY51wRH+eKkhNhsNjp5EKPjI3BK4s+zkKgzv345YBjGZrMdT52kAJRP7RGFK3X5Z4PL5cIf12hQOp7Ael0I+9kDcaUTu6Y9LGzaO68XJT8DML7X93SaW+cIMxrT4rbXpiiK6nQ6jUZz9YPVHGW3k6y5+oNOB0o7vdpxZsOv1P2wmyCGYVPP/KNannr6m1Oz8LfBYFCpVC4uLrev202SJKU/UBRls9kQloee1tfXazSaGTNmcLlcx9OJtVptX1+fn58fn8//X/sORx//ckFyONGvpaVFJpOFhIQ4kodhmFKpHB4eDgoKutJJdjU1NSaTKTIyksfjXeOwwkFsdXV1ExMTQqEwMDCQz+fb7fafIXYxDOvq6hoaGgoNDb1e8w2OGf9fnyInz063WCxOFMK53I4HwsM55D967jScX30DPiIMw7q7u81mc2Bg4PVqkyRJyPs4MYTGrYPbXpsiCKLRaKZanQwGg8PhIJOyxmq1ghxHUZTP51Pn/drtdrPZTDqcXYzjODgcoO2MRiP1K4/How4ShzPobTYbNIVhGIgwOJ4CTlLkcDhmsxneC9KBw+GAW4YgiNlsxnEcpK2j1Wk2mx3PIYfrer1eLBbfpm43SZIsFquurq64uBgOlPX09MzMzPT39wcJeOjQodra2o8++kggEICIBAaeP3/+448//t3vfrdo0SKDwQAjAr86HU1M/QHXSZJUq9UcDgckLzLpDTvecyVSEQfz39GHdmwBQRA2mz04OPjPf/4zNTX11VdfpSQ72A05OTnff//9+++/n5CQYDQaKZrhXwaDsXfv3uHh4T/96U8CgQAOlp9K3k+hGRi1f//+I0eOkCQpEAh++9vfikQiq9VKnUHtZBFSbTpafnAn8PzIkSOvv/66h4eHwWCg3vujccup1EKzSqUSvjjqV4oVyBXi0tCp/v7+PXv2LF26NCYmBlQIi8WqrKwsKChgMpnLly8PDQ2F69u2bUNRdN26dVfiG/yhUqlYLBaoXkdmUiQ5dnPai46NIw4HyjpOGCjg+Pzzz/v6+j777DOxWGyz2aaO74+27zToGIbt2rWLyWQ++OCDv9BpVzSuEbe9NoWT1JwEDYZhKpWqvLycnDxY1MfHJyAgAPyhkpISnU6HoiiPx3N1dQ0JCWEwGODHsNns4eHhxsbG8fFxFovl4+MTExOD47jNZmMwGMXFxUqlksFgsNlsuVzu5+cnlUpNJhN4UadOnZJKpQkJCQiC4Dje19dXUVERGRkZHh5usVjYbLZKpbp48eLIyAiTyfTy8goPD+/u7u7p6YHPG0glCCImJsbHx4eSzgiCgCVutVo5HM4v52z9QiAIgsvlFhQU7NixgyCI0NBQq9VaUFBw+fLlF198cebMmUajkcvl8ng8JpMJsVMEQcBSmTVr1m9+85uZM2cCNyAICc3abDZK74LXC9LHarUymcz6+votW7b89re/DQwMhGgbFQgFkqb1YzAMYzKZ4PQgCIKiKPjKYA85tmA0GhEEYTAYfD6fzWZjGMbhcGCYgPL58+d7e3sHBgbCi1gslqMpYLPZoMuU3ITHoXGLxQIi1fEigiBTw4YghUmSLC8v53K5r7zyilwuF4vFdrudx+NRt5lMJqodx15Ag9AIWHUoirJYLD6fD4dAgLVH3X+VGPLULthsNh6Pd/HixW3btn344YcSiQTMVoiBU4rkSrFQFEUPHz7c1dXl7e1NhSswDFMoFOXl5UDMpk2b4Gimuro6R9PKsY/ATDabrdFo3nrrrbVr12ZkZDgG2CmSHLtpt9uBJ9Q9oLZhflosFiaTiaKozWaDEAiMMjVhCIJ46KGH9Ho9FSSAKQqtwbfs1L7ZbAbd6Ug8NRXhI3J3d9+2bduMGTNiYmJMJtNtalvfwbi9tSmKolOjeeAFTkxMHDp0CEVRHMeNRqNAIFi0aNGyZcsMBkN+fv7AwACfzzcYDBwOJzY2du3atSwWi81ml5eXHzhwQKFQSCQSk8lksVji4+PXrl3L5/NRFD137lxTU5NEIoHvwcPDY+XKlbNmzUJRVKvVHjx4MDw8fNasWQiCMJnM3t7e7777bt26ddHR0SRJdnV1fffdd729vWKx2Gq1qtXqV155pb29PS8vj8fjgTMKOUKxWBwQEODknkKEirKFbxeAkzE0NHTkyBEGg/Hyyy/HxcUhCFJUVLR9+/aDBw+GhISAscJms9VqdUlJiUajSU5ODg0NRRDEaDRaLBadTufq6spkMkdHRy9dujQ6Ouru7p6amuri4mK1WlksVnt7e1VVlV6v9/LymjFjBpPJPHnypMlkKiwsFAqFGRkZbm5upaWlDQ0NOI4HBgYGBQW5u7s7GmHgPbe3t1dWVoaGhsbGxiIIolKpCgsLXV1d09LSEAQpLS1tbm5GURTEGfgWdrudy+U2NDRcunSJz+enpKR4eXlBLMFisRgMBpFIxGaz+/r6KisrJyYmPDw8IiMjfX19QebC20H919TUmM3msLCwxMREHMdRFG1sbKysrLRYLH5+fkFBQb6+vk6jD/OhtLRUr9ezWKzm5mZ/f3/wKYuLi7u7u0UiUXR0dFhYmMViAb1bUlLS2trKZrOjoqKioqLsdjuDwTCbzUVFRf39/TExMRA+Ado0Gs3ly5f7+vpkMllQUFBwcPCVQu44jtfV1dXW1prN5vDw8ISEBCaT2dfXd+rUKZIkjx49KpFIUlNT5XL5+Ph4eXn54OCgRCIJCQmJiIhw6hRBEBwOp6Ghoays7LHHHnNxcYEDveE2qMtzd3dvaGgoLS3NyMgwGo2UXQLMrKmpqa+vJwgiLCxsxowZOI5rtdqjR4/q9frKysrR0VHgCahAHMfVanVpaWl/f7+Li0tAQEBoaCiPx7PZbOfPn29vb8dxPDY2NjIyEsOwvr6+y5cvZ2VlKZXKkpKSsLCwwcFBFxeXOXPmkCSp1+tPnTqFomhGRobVajUYDGABoyhaX19fV1dns9l8fX2jo6OlUim039bWxmKxYmNjYSzsdntxcXFLSwuLxQJKXFxcYKJardb58+efO3fuyJEjYWFhdKn/LYjbW5teBTiOc7lcX1/fRx99tL29/dChQ4WFhYmJiUKhkMfjyWSyZ5991mKxHD9+/NKlS7GxsXPmzOnv7z948KBOp9uwYUN0dLTJZDp27NjFixfd3NzuvfdesPfFYvGTTz4pl8vb29tzcnJ27NgBAgvDMJFIRDkEoEUkEgk4LgaDYd++fQMDA2vWrElNTTUYDL29vf7+/oGBgXPnzp2YmPjPf/7j7e398MMPkyQpFotB9t1cBl4XgOHf3d3d39+fnZ2dkJAAXZs3b965c+e6urqGh4cDAgIQBCEIYvv27SqVSqfTXbhwYfPmzZGRkQ0NDZ9++umrr74aEhLS3d39z3/+c2Jiws/Pr7i4uKSk5Fe/+pWbm1tZWdkXX3yBIIhIJMrPz3/11VeHhoaqq6v5fH5VVZXZbE5NTS0uLv7000/9/f05HE5+fv7GjRudvH9kcsiOHTvm5+cXFRXF5XKrq6t37tz5wAMPsNns77777tixY76+vna7PS8vb/369cuWLQOnp6Ghoaamxmg0qtXqsrKy3/zmN25ubhcvXjx06NDbb7/t4+PT0NDw+eefazQaFxeXgoKChx9+ODAwEHQSQRAMBuP06dPffvutVCrl8Xj5+fmLFy/euHFjfX39Rx99xOVyXV1dz549O3/+/CeeeAL0CkUwBEUOHz5sMplwHM/Ly0tNTZ01a9bWrVsvX74Meujo0aNPP/10amoqQRC7d+/Oy8uTSqV2u/3IkSPr1q1bunQpQRB79+7Ny8sTi8U1NTVsNht8JhiR8vLyiIiIpqamwsLCP/7xj0Kh0CkUBEwoLCzcvn27TCbj8XinTp1aunTpY489duzYsc7OTi6XW1JSIhQKExMTJyYm/vnPf7a1tbm5uWk0mlmzZkVHRzsZjgiCgPphsVjR0dFOr0NR1Gw2L1iwIDc3NycnJzY2lsvlgisJDtyJEyf27NkDvcjNzc3Ozt64cWN1dXVRURGbzW5ra2tubnZxcYmMjDSbzZCG3L59e0VFRVhYWGNj45kzZ9566y0+n7979+78/PyAgACj0Xjq1Kknn3xy/vz5AwMDe/bsGRkZqa2tNZlMwcHBZ8+etdlsUVFRrq6unZ2dX331VXZ29sKFCw8fPtzZ2Tlr1iyhUHjixIldu3ZxOBwI0rzxxhtyufybb74pLCwMCAgwGAx5eXlPP/10RkbGkSNHvv/++4CAAAzDTp069fzzz3t4eEA6CeIZMTExubm54+PjHh4eEDL55T5eGv8r7lhtiiCIzWZjMplBQUH+/v4lJSU9PT0qlUoikYAgCwwM9PDwaG5ubmxsNBqNLBarqalpcHBw4cKF8+fPN5vNbm5uK1eubGtrq6ioyM7OFolEBEHY7XZXV1dfX9+goCAURb/99tvS0tLIyEhwUxzNduoKk8ns7Ozs6OiIjY1dvnw5QRBSqdTX1xc+Bjc3Nw6HAyEjX19fIPv2rTZyAnztKpWKJElXV1dkMjIPdondbh8fHw8ODsYwTKfTZWdnr1q16vDhwwcPHiwpKYmMjGSxWCKRCKJwJ0+eHBwc3LRpU0pKytmzZ//9739XVlYuWbLk6NGjdrv9pZdeSkhIGBgYkEgkiYmJXV1ddXV1mzdvhjB+bm6u3W5fsGDBsmXLlEolk8mEUJsjnVar1d/ff/bs2VVVVd3d3ZGRkeXl5TKZbOHChX19fcePH4+Li3vjjTfMZvPbb79dUFCwYMEC8A80Gs3mzZt9fX3//ve/t7e3d3d3u7m5sdlsoJwkyfz8/JGRkeeeey4zM7O/v18kEoGGIAgCx3GdTnf8+HGRSPTOO+9IJJJ//etfeXl5K1asGB4e1mq1qampjz/+uMVigWy6E812u10oFL755pt//etfjUbjhx9+KBQKS0tLS0pKkpKSXn755aGhob/+9a/79u1LSkrq7Ow8ffp0WFjYpk2brFbrRx999MMPPyQlJREEUVxc7O3tvWnTJpFI9N5771EOK4RSHn300eDg4NHRUZFINK0JolarDx065O7u/tZbb0ml0o8//ri4uHjBggVPP/304ODg0NDQn/70J5lMxmKxDh8+XFdXt3r16nXr1imVSlCB086c4eFh4KFTjhC0qa+v78KFC7dt21ZQUHDvvfdCnIDJZI6NjR0/fpzH47355puurq5btmw5depUQkJCenr6yMjIrl27Nm/eDO6s2WyGFWgajaanp8fFxeWxxx4LCgoaHR2Vy+UtLS35+flJSUmbN2/WarW///3vjx8/Pm/ePBzHBQJBbW3twoULZ86cGRQU1N/f/8MPP7S3t7u6ulZVVQkEgrlz5zKZTC6XKxAIWCzWxMREbm6uQCDYtGlTYGDg4OCgj49Pc3NzYWFhcnLypk2b1Gr1W2+9lZubO3fu3K6uLgaDsXDhQnB/mUymk2Ht5uaGoqhSqfT09Lw+nyiN64c7WZuiKGqxWHp6ehobGwcHBzkcjlwuB3Fgt9vLysq0Wm1lZSVEnKxWKwh9Pz8/qFqy2WwuLi4ikUilUk1MTEilUmjWarWCi+Dv7y+RSPr6+hwrPqYlY2RkhCRJX19f+HpBCkO1AsSTkcncCfXIjWHRLw3HShOqXoPKEDv+F8OwlJQUHo83a9as06dP9/f3QwtUUQaMYH5+flFRkcVisdvtvb29Wq12YGDA19cXDBpPT09QVE4p58TExIqKil27dpWXly9fvjw2NnZqHQeMSFJS0tmzZ9vb2yH8EBER4enpWVxcjCCIUql8//33EQTRaDQGg4HSyoGBgaGhoQwGIyQkpK2tDcrQIFiKYRjMQC8vr+joaARBPD09qaA9giBMJnN4eFin07HZ7M8//5zBYIyMjFit1r6+vpiYGG9v78LCwra2tiVLlkAscVomU9IW2uzo6MAwLC4ujs1m+/j4hISENDc3Dw8PKxQKrVYbExMjFotRFA0NDW1raxsaGsJx3GQy+fv7+/n5IQgSHx/f3d1tt9s5HM6sWbPy8vLefffd5OTk5cuXQ3+dJieDwVAoFHq9HsfxL774AkXR0dFRjUYzNDTk7+9PKUvwAgcHB1ksVlxcHJPJlEqlYFIgk8U7VHcsFsvw8LCHh4dj1R4FFEWNRmNmZmZhYeGpU6cSExMFAoFWq2UymYODgxqNJj4+3svLC8fxGTNmVFVVdXZ2xsfHT+UbJD4lEklCQsLx48f/9re/JScnL126FAqbWSzW8PDwe++9hyCIXq83Go1arRbSRmlpaQ8++CDQPGPGjGPHjtXW1sbFxdXV1Xl7e4eHh1NzAJijUCiSkpKCgoJgiuI43tnZCe3/7W9/g7yAyWSCHEdVVdW33357+fLlFStWREVFUQyHL8Xd3R3DsOHhYcg13DGC4s7AHatNCYJgsVhgF+t0OrFYvHTpUhcXF1iWarPZduzYYbfbIeTr4eFhNptBwkLxIYqiGIbB3wRBQC0ApQ9Ad4Jta7VaKTHnFJKi/qaKGpzWzEBTjv+9Iby50ZBKpQwGY3BwEEEQBoPBYDAMBsPExASTyXR1daXUKsXkadPDIFX9/PxgSUl0dDRVYUQNE4qiYKlAI3DdbDYnJiZKpdK8vLzy8vKPPvroySefXLBgAZSPOY6dzWaLiIjw8/Orra3lcDgqlSo5ORmZjBYIhUIQlKGhoUwmUyAQaDQaBEHkcjnlGznRTNUcQR4U9OjUjBdkCkNDQ+12e3BwcEZGhlQq9fDw+N3vfpefn3/x4sV///vf/f3969evp9Kfjo87FtQgCAIFMlR9E4PBgMJ1II8q14JfTSYTn8+HcUEmi4mQyaVZjzzySGhoKFgwjY2Nr7/+uru7OwQeHWmAfnG5XCgxg3iAh4cHFaSlNCV8CHDRbrfDFwHFZU7lSFdPClqtVoFAsHz58q+++urEiRNQuQ1pBWifMtFIkjQYDMh/G3aO+XIEQdauXRscHJyXl1dYWFhbW/vHP/4Rx3G73S6VSqkR53A4VAAcPGbwbkNDQwMDA1tbWysqKhQKxZo1a/h8vl6vp0iFgm1qijpyTCqVhoWFmc1myNQiCJKamiqVSk+ePFlTU/P++++/+OKLKSkpTgVH5A1Z5EPjZ+CO1aaU4ZmUlMTlcoOCgvz8/KgqUBzHn3766QsXLjQ3N0MpKYPBEIlEJEmq1WoEQSAKZzQaTSYTk8kUi8WUjQx1T1wuV6lUTkxMQMEFgiA4jhsMBpAX8A2jk1tJQKZqYmKCkvXUHzeXS780YBRCQkICAwPLy8sLCgrmzJljsVhyc3O7urri4uI8PT2tVitI/IaGhtDQ0JaWFrVaDYEsRy/W3d29tbU1ICBg3rx5CIIAe8EeGhwc7OzsnDlz5uDgIIqiHh4esP8A3EOS5MjIiL+//wsvvHDhwoXPP/+8uro6MzMTcfCPkclgr1QqjYuLu3DhAo7jXl5eMTExCIJ4e3uDNFyyZAmUXE5MTIjF4r6+PsrkotQG1RpMAxaL5enpWVtb29HR4eHhMTExYTKZPD094Qar1erq6ioQCPR6/bx589zc3BAE0Wg0bDZboVCIRKL169enpaX95S9/aW5uNhgMLBbLyfmm+Ey9OigoiCCI+vr6zMxMpVLZ2dnJ5/NdXV0xDBOLxY2NjcuXL7fZbD09PRwOx93dnclkwnIUpVLJZrOrqqpYLBZwQ61Wz5kzZ86cOZ9//vn58+c7Ozu9vb3BtnCsUJXL5Xw+32w2p6enu7u7QxeoImH4FlxcXHAcd3FxMZvNTU1NUKc9PDzs4+MzPDysVCpBB8NHwWaz3d3dwdGH5WpOBijwds6cOaWlpaWlpRwOx8XFxWKxeHp6isXi1tbWiYkJuVze1NRkt9shMQ9PgZ6z2+0QhGcwGCaTyWQyzZ07d86cOZ9++umZM2f6+vqgDJDBYNxzzz1AlUqlAkeZCiwBDUwmMzk5OScn58KFCxwOJy4uzsnmlkgkQqGwu7t7YGDAz88PosqBgYGwTGD16tVwm1arZbPZIyMj4eHhERER+fn5X3zxRUtLS0pKCmX6UFEuiHDcqcb37Ys7WZvCd/7ggw+aTCabzQbrO0ESMRiMqKgouVze3Ny8d+/eV155RSwW+/r6ikSisrKyhIQEHx8fgiCKiooUCsWMGTOgjhee5XK5XC63r6+voKDAbrfHxMTARYlE0tvbOzIyEhUVpdfrm5qa2Gy2p6enzWbz9PQUiURNTU2dnZ3BwcEWi0WtVuM4TnkzU+XjnQFKRT344IPffPPN119/fejQIYIglEqlr6/v/fffz2QyzWazwWBgs9lnzpy5cOHC2NgYFMci/736c9myZW1tbV9++WVRURGfz29paXn++ecTEhKysrJ27Njx6aefurq6dnd3P/XUU56enp6enjqdbtu2bXa7/YUXXigtLS0rK4uJiRkZGYGaEZIkd+7cOTAw8OKLL0JtMAwBSZIpKSlFRUUVFRULFy50c3MzGo2BgYGLFy/Ozc399a9/HRIS0tPT4+bm9uabb4LCplbTQxkneNhQ0AspgPT09MbGxm3btuXm5g4ODq5evXr16tWQuoMS7sWLF+/evfvNN98MCwvTaDR2u/2Pf/xjSUlJbm5uZGSkyWTS6XQBAQF8Pv/IkSMFBQUvvfRSWFiY47oXs9kMi3asVmtUVNScOXMuXrw4ODio1+vVavUDDzwAJXKLFi06evToW2+9RZLkwMDA0qVLYZ4nJiYWFxf/+c9/hvUesJTFYDC8//77PB7Pw8Ojrq4OEiKjo6Pvv/8+lMFDT61Wq0wmu+eee3bu3PnWW2+Fh4crlUq73f7WW29xOBzIEX788cdcLvfZZ59NT0+/cOHCsWPHqqurVSpVaGjoa6+9tnPnztra2jfffDMmJgZ6gSCIl5dXXV0d2FWOrhjwnFpBtHLlyk8++USpVAqFQpvNJpVKly1btnPnznfeeYfP5/f29s6ePRs0nI+PD4fDOXToUF5e3vz58++55x6DwcBkMrVa7QcffCASieRyeWNjo6urq1wu9/DwyMzMLCoq2rx5c0BAQE9PT3Bw8Msvvwxvd1xeRRBEXFzciRMnLl++nJSU5O/vD2tdzGazyWQym82urq7z5s3Lycn5+9//LhKJ+vv7f/vb30ZFRaWnp587d27Tpk3+/v49PT2RkZHPPvvst99+C5t+DA4O4jgeHByM/PcWTiMjIwRByGSyO94Qvx1xx2pTiLCZzWadTgehEmpGWq1WyJL6+/svXbp09+7dubm5DzzwQHh4eHp6en5+/scffxwUFKTT6dra2kQi0ZIlSyDyAwtjvv32WxRFBwYGDAZDVlZWUlKSwWCQyWQJCQmHDx/++uuvAwICVCpVa2trZGRkaGioTqfz8/ODL+rTTz8NCQnR6/UKhWL9+vWRkZGUSPoZ+8XcFsAwDGKtbm5ulZWV/f39DAYD6n3kcjmELmNjY2fNmhUeHl5QUODv7z9nzpzIyEgEQaD+CAbO19f3N7/5zYULF3p6ejAMW7JkCazmzM7Olkql1dXVOp1u6dKlkGpauHAhSZL9/f1SqdTV1TUxMVGv12u1WldX16ysrLS0NJ1OV1lZGRgYCDQ4uqe+vr6rV68eHR3NzMyksnoPPfRQUFBQbW2tVquNiIhISkoiSVIqlS5cuDAgIABuCw4OXrx4sYeHB0mSkZGRULBms9lSUlIEAsHly5dVKlVISEhCQoLNZktOTtZqtXw+32azLVy40MPDo6KiYmxszN3dPS4uDsfx6Ojo0dHRsbExJpO5YcOG9PR0u93e1NQEe19AlAWd3BUkLS0NNDckODZu3BgdHd3U1MRgMOLj4xMSEuDX+++/PyAgAJZqrFy5MiUlBdTS+vXr3dzcQPf4+/vn5+e7uLhwudzMzMzm5matVjt79uw5c+Z4enqWl5d3d3cvX74cchzwWVksluzsbHd394qKivHxcU9Pz7i4OBaLZbVa77vvPj6fPzIy4uPjIxAIXF1dN23aVFJSMjQ05OvrO3fuXJIk4+PjhUIh8IoK0kZHRx87dqypqcnHx4caIJIkvby8li1bBgkCi8USFRX14IMP9vX1gfNttVqzsrJcXV2rq6s1Gk1GRsacOXO4XC4sdXv88cfr6uqEQiEE1aFwQSQSZWVltbS06PX6pKSk9PR0Dw8PgiAee+yx8PDwhoYGnU4XHR2dlpYGlXTLli2Dx2FuW61WKFfs6OhIS0uDKAuKoklJScHBwRBLuO+++7y9vRsaGsxmc0JCgre3t91uf/zxx6Fq3WAwzJgxA/LiGRkZUM/h6el5zz33zJo1i4rtQ3q7oaEhIiJCLpdPTWDTuOm4PusXbTabSqW69nb+V4D4Gx4edpxbEH4ZHBzcsWOHn5/f+vXrwVqE+IzZbP7+++/VavXTTz8tFAoNBsPu3buVSuVDDz0EebiSkpKampqhoSEulwtxRbA3cRzfs2dPT08PeKKurq4xMTEzZsyg6k0Igrh48SKkT6RSaUhISFZWFqwupZb6VVZWjoyMiEQiHx+fRYsWubq6kiQ5MTGxdetWWCFzpS8ERVF3d/dr34XuZwDC2lfaIe+nNwLpMcrdpLZfQBCESulRQtNsNrPZ7O+///7gwYPPPPPMokWL9Ho97G1EtUltJgAbPoAJDxvMwj4M5OR+DgwGw3FhCYIgHR0df/rTn1544YXU1FTHZScAKtTpuG+A4z4GJEmCmANnDiwh2AkPnoJN4KgWoEGgB5bkQ3aTSrrDDVT7sHiD2lIA4p9qtfoPf/hDamrqunXrnGgG2qhyNidqHVOSwCsAbGIA+pgKk0CWFwhzbASu79u378yZM+++++7UhadTu0DxhBoIyJVSG1nAvgeQanHaGoLJZG7ZsqWxsfHdd9+F7YSoWDoUQ1E3w3sdd+Rw7CO8FKYWNc2oXRHgv47dhHam8hCuO+3v4UgtNnmGFTWlqfGFV1Azf+ruEFT70/IQmdy94eTJk998883vf//7GTNm0Ls3XEc4sf1n4/bWpoDBwUHQl44XSZKEKTt1zoFdCXIZndx3EEVREF5gU4OshM+S+kLgQQgUw9dCTXfq84OoMmxPCJKd8nug3t1qtcIWM9QuTlRZgaOqcOoLg8Hw8vICDXE9efcTcF20KTJlqzbH4LZjy7B+saqqav/+/cPDwwwG44033ggJCaFUxdQWpt1JjkraTS2ZwXFcqVR2dXVFR0ez2eyp/SKnKytzKi6l3vijfzt1EJluR7or3UD9Chm+hoaG4OBgSMM7EjO1NXK6Xeum5dXUtzv1gmqTyWS2tbVZrdapWy5cnT9XujItK6h3DQwM/PDDD4sXL46KinJ0T6fe7Nj+lfo4LTFTrzvS6ZSbvBIB09LgNBmmDse07Tsx3Glt8d69e3Ecf+CBB+7UONbNAq1N/x8wDBsbG1OpVFO15k+XFJjDBvTkZDkopeQoRjtJK3LKzqXkZPHe1Gentnx10eMIgiD4fD6EEH8qX64frpc2/emvg219Dh48yOVyMzIyZs2add3jWuBkXMcjXG4AwMW5uWcOghF5AzZepzzm63sMy+0LsDBg+dDNpuVOA61N/38QBDE0NAQF6zeLhl8OUEbo5eV1w/SZE26wNgVQcU5ycovU6w7HNY63C4grHKd6wzCtZ3YHvOu2AM2QXwjXS5veCVVIDAbD3d19bGwMznu52eRcZ7DZbBcXF1gncLNpuXGArCr8/QuJj9tOlSK3AM03UpTTasMJNENucdwJ2hRiIO7u7lCSfsckFeCwGg6HA6UuN5ucGwpacNCgQeP2wp2gTZHJlCSPx4ONXe4kOB42QoMGDRo0bk3cIdoUQFUS0aBBgwYNGjcSt1/qiAYNGjRo0LjVQGtTGjRo0KBB41pBa1MaNGjQoEHjWkFrUxo0aNCgQeNaQWtTGjRo0KBB41pxR9X0/hTcagsZ6SJkGjRo0LgDcLdoU9gd126331LaCzbQhxMwbjYtdzim3VcZ+cX26rsFN4G77j2l9m2/pbpJg8bNwp2vTWEPepVKZTAYbjVtiiAInDYjFoup08ruSEx7KovTGRq/KOAgMKct4+GYIMfDvK4X4PCvW2dbLhRFuVzu/7rp8dQBcryC4ziO43BQ0vWk9Y7AjZzbP4rrTswt1btbB3e4NoWzDEdHRw0GA3KL+QoAi8ViMBgMBoOrq+u0p4PdAaBOu0McjreDw/JujH2DomhXV9f4+HhQUJBEIgElh+O4RqNpbW2Vy+V+fn7XkQwURfv6+nAcd3d3dzo67cYDPHKj0VhXV8fhcMLCwn46SWDhOVpCcI4vnGo3MjLS39/v7e19K3TzVoMT624urjsxt1Tvbh3c+VVISqVSr9eD7Eb/G053Uhenve1K9zveMO2VqSQ53gmEmc3m8fHxOy/eS04eJrpjx44vvvji4sWLHA7HbrczmcyLFy9+9dVXY2Nj8GUSBAEHvoKwhsepXRXhV+rsbrjT6TBI6nFHAuAobxRFi4qKPvroI1ByIAhwHB8eHv7www8LCgowDAMfi2rTKS/guL8jRSH1OuqKzWbDMEytVr/33nuff/45HPpN9c6xEccuT33pT++j48UrSTcGg6FSqT777LP9+/czGIypNzsyn2qWJEmtVmsymSi5abVaNRoNMArH8dra2o8//rimpgaO3XXspmOPpl6cCriHOhLRkRInzk/lgOMkoWbIT3nptNyjhsBxyjnROZV78F9HSjQajcVicaL8SruETiXYkSHIf8/GaXs37ZdCPavRaMxms1PjP5E/03ZZp9MZjUYnAqb9AO8q3Mm+KZjkWq32Sqdww2GN1H8po9vxlG8EQVgsFoIgVqt16v02m43BYED7jtFCOL8Mfp32uHKnOQek6nQ6sVh8h01HDMMMBsPFixc1Gk1LS0toaKiLiwuGYV1dXWfOnFm4cCFYORwOh3rEarUC/7lcLoIgFosF/kAQxGQyUXfCOTMQyYdALlynTsSkWkB+zLKBoKVjm2w2G0VR+C+GYRQlcD4dDD2Px4PXUVdgm2g+n//II49wOBwWiwWjSZFBNQLtwxWCIOA0bCADZtrUPjKZTGomQx9hulJ+/9VD1ujk2elAJMVkOFzBkTy73c7lcnt7ez/77LOnnnoqNDTUZDKx2ezz58+fO3fu//7v/6g3UlwFSiiyHRunLpIkabVap4pvYCn1FDWU0EeK89OykboIowB/OL4UxmVaneHEUrvdbrVaqYwA1YLjAasUAdSQwRyDt8AfGIZVVVXt2bPnjTfekMlkoFMdKXdKN5CTJ7nCf2HEKYaAUILZAi91vPkqXwo1jg0NDTt27Ni0aZOHh4fZbKa4Tb3uSoF6p9lltVptNhuHw1Gr1R988MHq1auTkpKo+Tnt0NxtuJO1KUmSYFlPFaMwgwcHBw0GA0wXu90uFApxHB8bG5PL5VKpFMSozWbr7+9HUdTT03NgYMBkMsHnZ7fbRSKRq6vr+Pj4xMQEjuOenp6U39Pd3Y1hmJeX1+joKHjG1OHhJEnKZDKRSOQUHENR1GQyiUSiG8ihGwQMw1gslo+Pz9jYWG5u7hNPPAGCjMfjgTwym821tbWtra0Gg8Hb2zs5OVksFpMkefnyZZVKlZKScvr0aaVSGRoaOnv27Nra2traWh6Pl5qa6ubmBhKwu7u7oqJCq9WGh4cnJCSAOLZarefOnRsYGEhISODxeFeaCRwOp62trbS0FNp0d3cnCKK6urqjoyM5OdnLy8tgMJw5c4Ykyblz52IYlpub6+/vHxQUlJubK5FI5s6dm5OTExwc7O/vf/ToUTc3t+TkZKvVCpMHx3EMw6qrq5uamjAMCw4ODg0N5fF4ra2tTU1No6OjIpEoISEhKCiIJMmhoaGysrL09PSBgYG6ujqBQJCWliaXy0G4Dw4OlpWVqVSq4ODg2bNn4zjOYDBGRkZKSkpUKlVAQEBISIi7u/tVTm3j8/l9fX1FRUUSiSQ9PV0oFBIEMTEx0djY2NXVZbfbQ0NDExISmEymRqM5efJkb29vUVFRXV1dcnIyiqIFBQVKpXL//v0ikSg7O9uRmfBIWVlZf3+/l5cXNYJarfbSpUt9fX2enp6hoaE+Pj5OB+WCyD5//vzY2NjcuXNlMllbW1tdXZ2rq2taWhqCIEVFRRqNZsGCBSiKlpeXd3Z2ms1mHx+flJQUsGaKi4tJkkxJSSksLNRqtUuWLFGr1SUlJcPDwz4+PsHBwT4+PlPtaXhvb2/v5cuXdTpdUFBQYGCgr69va2trQ0PD/PnzOzs7GxoaQkJCkpKSYOaQJHnp0qW2tjaBQBATExMYGGi32y0Wy6lTp8LCwjw8PI4dO+bh4REREZGXlzcyMnLs2DGJRJKWliaVSsvKyurr69lsdnh4uL+/v0gkgqIw+BC0Wm1ZWVlvb6+rq2tKSopcLj979izMfJlMhmFYXV1dc3NzbGxsWFiYSqUqLy+Hm1NTU2UyGUEQFRUV4+PjqampZ86cGR4e9vX1TU5OZjKZ4+PjeXl5AwMDJ0+eBGLkcnlFRUVdXR2O42FhYQEBARKJBIhx4g+LxRobG7t8+TI0mJSUJBKJjEbjqVOnurq6SktLe3t7Z8yYERISYrfbq6qqmpqacBwPDQ0NCgqCJP3PlBe3Le5kbYogyJX8PJgrOTk5DQ0NTCYTIjPZ2dlJSUkffPBBVlbW2rVrQYR1d3d/9NFHiYmJGzduPHjwYHt7O8Tu9Hp9VlbWM888U1hYeOzYMZIk16xZk5mZaTKZbDbbzp07uVzua6+9lpeXd/78edDTYMBardb169enp6cbDAanGXyHeaUUUBQ1GAzJycmDg4Nnz55NTU2NioqiAl8oiioUis8++4zD4QgEgoKCgsrKypdfflkkEpWVlZWVlZWUlAwNDanVaj6fX1JS0tvbOzExodVqGxsbX331VYFAUFFR8eWXX2IYJhKJTp8+PX/+/I0bNyIIsnv37vz8fD6fX11dzeFwpp4RC9Ogubm5urparVZrNJrKysrNmzfLZLKKioqcnBwfHx9fX1+TyZSbm0sQRHJyMo7jR48edXd3FwqF+fn5a9asmTNnzpEjR3x9fTkczqlTpx555JHZs2d///33Eolk5syZHA7n4MGDR44cYbFYTCbz/Pnzb775plAo3Lt3b3Nzs5+f38jISEFBwUsvvRQbGzs4OLhnz566ujqVSgX01NXVQR+bm5s//fRTm80mk8lOnz5dXV394osvjo2N/eMf/9BqtV5eXqWlpREREa+88grYc1OFI5PJHBoa+uc//zk6Omo0Gpubm1988UU+n9/Y2PjZZ595eXmRJHnq1KlFixZt3LjxzJkzJSUlIpGovr7eZrMFBgaCphQIBMXFxTKZbP78+VAnD0ITRhC05vnz54uLizdt2iQSibZu3VpXVxcYGFhfX19UVPSHP/wBRoEiD7RaT0/PwYMHXVxcMjIyzpw5k5OTExYWFhsbiyDIvn37WCzWihUrgAMymYzFYp0+fbqmpuall17icDgXLlzo7++vr68/ceLEjBkzMjIyPv/8846ODj8/v+rqaolE8tvf/pbJZDoar8CNnp6ejz76yGq1enh4XLhwIS4u7pVXXmlubt6xY0d9ff3Y2Jherz958uS6detWrFhhsVi+++67wsJCgUBgt9tzcnI2bNiQkZGh0WhycnL8/PwQBDl37ty6desGBgYaGhr4fH5ZWRmTyUxOTi4qKtq2bZuXlxebzT558uRzzz2XlpZmNBoRBGEwGGq1+rPPPmtpafH29i4uLi4qKnrzzTfHxsa2bt3KZrOXLFliMpmOHz9eVlYWFxen1+s//vjjzs5OHx8fCBVs2rTJ29u7vLy8pKSkpKRkdHRUrVZbrdbh4eFHHnnk+PHjtbW1fD6/srKSJMmkpKTi4uKvvvrKzc2Ny+Xm5+dv2LAhMzPTaDQ6Thjgz8DAwD//+c+xsTF3d/ezZ8+WlJS8/vrrNTU1eXl5QqGwo6Ojvr7excUlPDx8z549J06c4HA4GIadO3fu7bff5vP54LP+clLlFsQdrk2vYh9B5MRuty9cuNDNzc1kMnl5eXl6evr6+jY1NalUKoFAgCBIc3Oz2WyOiIhgs9k2m40giGXLlkkkErPZ7OnpCQEo8GILCgpiYmJcXFwgnAWpjqSkpMDAQKPRmJOT4+npmZGRQZKkv78/VYxzNwBYzeVyV6xYUVVVlZOTExkZCS4UeO0+Pj5/+ctf5HI5g8H4/PPPL1y40N3dHRsby+PxDAaDQCD429/+dv78+QMHDtTW1r788svu7u7/+Mc/enp6hoeHg4KCDh48iCDIH/7wBx8fny+++OLs2bOLFi1iMBjnz5/39/d/8cUXURT917/+NZUwEOVjY2MvvPCCl5fX1q1bq6uru7u7XVxccBzn8/ng00AgmnJQpFJpZ2dnZGTkO++8ExISotfr5XJ5W1tbTEzMu+++GxwcbDAYhEIhl8sFkZSbm+vm5vbKK6/weDy1Wi2Tyex2+wsvvIAgiFwuLyws/Ne//lVXVxcbGwtBV4VC8eKLL0okkn//+9+tra19fX0xMTH79+83Go1vvvlmWFjYd999d/z48SVLlthsto6OjvT09GeffdZms4F9NtXPoEZBq9Vu3LgxODh4y5YtNTU1TU1NiYmJiYmJH330kbe398TExJ///Ofa2tqxsbGFCxf29/eXlJRs3LgxJiYGRVFvb+/a2loOh/OrX/2Kz+dzuVyIEMInVlRUBMbN/Pnzz58//8knn1RUVCQlJXV0dMjl8meffdbFxWV0dJTH4zmRByxNSEjIycnp6OhIS0sbHBxMTU1VKBTDw8MkSU5MTNx7770MBiMwMPDDDz90cXFBUfT999+vqqqC0RcIBGNjY52dnS+//PLMmTOVSmVra2tQUNALL7wgEAhUKhXE2520BYPB6OrqUigUGRkZTzzxhMFgMJlMCIKwWCw2m221Wt98802lUvnpp5/m5eVlZWV1dnaeOnUqJibmhRdeUKlUH3zwwaFDh2bMmIHjuFgsbmpqiomJ+fOf/xwQEMDhcOrq6kZGRl588UVPT08+n19fX2+xWJYvX56RkTEwMCAWiyF0QRAEk8k8d+5cRUXFM888s2zZsoqKivfee6+4uHjOnDnHjx+vrKxcvHjxyMhIc3NzUlJSWFjYDz/80NDQ8NRTTy1duvTy5cuffPLJxYsXH3jgAR6PZzQa2Wz2X/7yl7a2ti1btjQ2Nmq12lWrVg0ODra0tLz00kt+fn4ikWjv3r1Wq3XRokXZ2dnDw8MCgQCImTpbTp8+3dXV9frrr0Nw6N///veFCxfmz5/f0dFx4sSJ++67b86cOUwms729/fTp056enq+88gqHw1GpVFMDb3cJ7nBt+qNAUXT27NmRkZFWqxWEUWRkZH5+fn9/f0xMjMlkqqurk8vl4eHhFosFMnxpaWm+vr5wPyhFDMPi4uLKysqKiooeeughcnIRHkmS4eHh8fHxg4ODhw8flkqlGRkZkI27q2YbCC+tVhsVFZWWlnb+/PnKykoIM0Imz2AwtLa2Hj582GKxjI2NQewXmSy+iI2NlUqlMEZhYWGRkZEcDicgIODy5csEQSiVSrVazWAw9uzZw2AwhoeH9Xp9X1+fSCQyGAxBQUEBAQEIgsyYMSMvL89JaqAoarFYIiMjIyIioM2KigpqDcnUChTqEbFY/MQTT3h6epIkqVQqrVarVCp94okn3NzcSJJUKBRQvsFgMPr7+41GY2hoKJhQMpkM0ngDAwMVFRVqtRrMBRDlUI8WEhISFhYG+qOurs5msxmNRoVCwWazDx8+DFVder2+tbU1MzMzMjKyvLwc9N+cOXOuNAQoilqtVnd396SkJBzHZ82a1draOjAwkJiYqFKpKisr9+/fT1W+GI1GNzc3qDDn8XgCgcBisQiFQpj/AoGAz+dTsxdCNf39/UKh8MKFC1VVVXq9niCI1tbWrKysmJiYCxcu/P3vf8/IyMjOzmYwGFNdFrvd7uHh4eHhMTg42NHRMTQ09OSTT37//fednZ0kSVoslpCQEARBoCy5paUFVCyHw4FCfShQWLt2bXx8PEEQfD5/5syZ5eXl77///oIFCzIzM6F03EmF2+32sLAwX1/f4uLikZGRhQsXJiUlwa9mszkxMdHT01MqlXp5ebW0tGg0mr6+PoIgwFyWSCTR0dGXLl0aHBwMDAy0WCwikeiZZ56BwcUwDMdxYJRQKERRdObMmZWVld9++21dXd2yZcuEQiHkXCFBOzAwAL5jS0sLTIPm5uZVq1ZFRETU19crFIqWlhadThcfH48gSHd3N5fLraioaGpqMplMVqu1tbWVmpbx8fFSqTQ0NNTNzc1oNFosFhcXF0iy8vl8qMlISkqqqan5/vvvm5qali1b5uXlBcQ4xjOgjKO3t1csFhcWFpaWlkI9Wnd3N4vF4vP5kB8Bf6O3t1etVmdlZfn6+tpsNnAnkF9sJfetjDu/pvdHUVRUtGfPnt27d7e2tuI4Hh0djeN4TU0Nm83u7+8fHh4OCwuD7wTuz8vL27Nnz969e3t6eiDnarVaU1JSgoODz50719XV5RhRBKULuoEgCJPJBKHgm9XZmwhQnMuXLxeJREePHtVoNNSizF27dn3++ecTExMhISEuLi6U7CMIgsPhQAYOvC7wF6EWAy5CwIDBYIhEIiaTGRwcvHr1ak9PT7PZjKIoVJCBZzw1kA5SVSaTURU6Tik9+MNsNqvVatDEQIZAIGCz2WazGcwpSLqzWCwYXMeibpAsUOYDhSFsNhsUTFVVlaenZ0BAgKOsh3w85Fyhj/A3/CEWi9lstp+f35o1a7y8vPh8/muvvbZixQq1Wv3FF1988803lBN2JSlGrQ6CO41G47/+9a89e/agKBoREUHV0YAdA2wBAA1URMdpZO12O4ZhAoGAy+XKZLKVK1fOnDkTw7Cnnnrq0UcfZTKZe/fu/eijj6iSQEcW2Ww2sVgcGho6ODjY3NyMomhUVJSnp2dHR0d7e7u3t7e/v7/ZbP7Pf/7zzTffaLXa0NBQkUgEeouiAYwzo9HI5XKff/75Rx55hCCInTt3fvLJJ1Stg9O4+Pr6bt68OTs7e3Bw8NNPP929ezc16FQEmxp0UH4wY2EQLRaL0WikXEwulwujDxYJMIogCLPZvGDBgs2bN0dERFy6dOndd9+tqKigRAQwFkVRPp/P4/HEYvHSpUtnzZqFYVhqaqrBYKiqqqqvr5fJZPHx8dSEFAgEPB5PIpEsW7YsISEBmcxZwJcCNfPU1+FEzJw5c1577bWYmJiKioq//vWvJSUlYDZRzKRiMDADhUIhm82Wy+X33XdfZGQk4mBlwh+QsqFmOOVLcLncK5V/3qm4e31TyhaDjILFYpFIJFFRUX5+fq6uru3t7UajsaOjQ6PRQAiOKq28dOkSTE0PDw+YXjabjcViLV68+J///GdeXt6GDRsouQwfoeNnfFcZaxQwDGMwGARBhISEZGZmnjhxQq1Ws1gsBoMBiz49PT0hv/X3v/+d4hgUhU67tAl+Al3I5XINBsPq1avd3NyQybrfpqYmFovV19cHrlJTUxNEax2pQidXKFGvoL5/qK0dGBiYPXt2V1eXWq2Wy+WUhEUnl8xSvaOuUH+AnHV1dcUwrLOzU6vV8ni84eFhqVTa2tpqNBo3bNiQmJh44sQJq9VKiXunpVzQR6FQKBAIxsfHlyxZ4u/vj0wu21Wr1Tweb/369YsWLfrwww+rqqpUKpWrqytYb06OOIvFmpiY6O/vDwoKamxsxHHc29t7YGCgra1t7ty5r776qlarPX78OBiI1KtNJhPIYhhBKOykTBmY5xiGubq6VlZWJiUlpaamIpPlu+A8rVixYtmyZR9++GFtbW13d3d8fDykDB3FN4ZhERERlZWV9fX1AQEBQqEwLCzs4sWLNpvN39/fxcWlp6eno6PD29v797//PYIgJSUl1Eg5koHjOGzSsmbNmqVLl/7jH/+oqamxL/tYAAEAAElEQVQZGRkJCQlxeimDwVAqlTKZ7Mknn1y8ePE777xTU1MDNgGO483NzQRBKBSKkZERsVgsEon8/PxsNltbWxtBEBBKEYvF7u7uMHbUxAC2gLiwWCw4jlssFqVSGRcXFxcXd+rUqW+++aa6unr27NnIpJHn5uam1+tnzJiRnZ0NtJlMJoIgIiMjPTw8ysrKxsfH4+LiwOZzdXU1mUwzZ87MzMyEm2HpC4qiUJVGzRzKDgAPGMK5EDiZMWPGjBkzzp079+mnn5aXl8+ZM4cyngBgxXp4eLS0tMyZM2fWrFnIZFEnxUODwQAz3MXFhcfjNTc363Q6DoczPDwsFothznt6et5V5Uh3rzYF1YggyMMPPxwQEGA2mwUCgcFgEIvFsbGx+fn5bW1tXV1dbm5ugYGBlCpFUXTjxo1QSgopB5h/RqMxLi4uPj6+oqIiPj5eJBLBzKOBIAhJkjqdDpxFq9W6ePHi8vLywcFBDocDbJTL5Q0NDR9++KHVap2YmLBarRBuNZvNOp0O3CmCIHQ6HcVV+MlqtUKlxvbt2//whz+EhoaazWalUvm73/0uODg4Ojq6srLy3XffxTBsYmLCaDQ6RQXsdjsQBv+1WCywnhJBkICAABaLdezYserqap1OBylPuE2v1zsuuoCSNMqboa5gGGaxWAIDA2NjY8vLy//6179yuVylUvnmm296e3uTJHnw4MH8/HywKnQ6HYIgNpvNiR6tVgve7cqVK7/66qt33nknIiLCZrMNDw//4Q9/6O7u3r59e0hICNQDh4eHS6XSioqKY8eOrVy5ctasWcBz4B6ok6+++orNZre1tfn5+UVERICV0NjY+P777+v1elCf4Hp6eHgYjca9e/cePXp01apViYmJPj4+ly5d+uSTT9hs9q9+9SsYViBv/vz5NTU1n332WUFBAZfL7e7u3rBhg7e39z/+8Q8XFxexWNze3i6RSHx9ffv6+r788suUlJRly5ZRi0wg7spgMMrKyu677z4EQfz8/Pbs2UOS5JIlSxAEEYvFEomkv7///fff1+l0Wq3WYrHASMFMgKwBVHf/61//CgwM5HA4XV1d3t7erq6uHR0dO3bsmDNnzsKFC2EKsdnsS5cu5eXlQWmuRqOJiIgAA4LJZPb39//pT38yGAz9/f0PPfQQm80OCAiYN2/exYsX3377bYvF0tvbu2LFCh8fn/HxcYPBQDis02UwGL6+vlVVVVu3bsVxfOPGjQUFBR0dHYGBgYODgyRJBgcHw83Q8fT09LKysm3btl24cEEkEnV2dq5evTorK0sqlcbHx+fm5vJ4vEcffRRMmaysrJqamv/85z/FxcVCobC9vf3BBx+cN2+eyWTSarXAEJIkDQYDFbNxd3dXq9XffPMNk8l86qmnjh8/3tXVFRwcPDIygiBIaGgogiD79u1TKBQbN24Ui8XQCIZhCxYsqK2t/eSTTyIiIqCEbf369bNmzfL09LTb7bm5uefPn1+wYEFGRkZUVFR1dfVf//pXNps9Njb2l7/8paqq6t1333366acffPBB8OCvkyy5pXH3alMKHh4eAQEB8HFCbVtkZCQsDOju7g4NDZXL5SaTibLZoVLJarWCVYhMKmYGg7F48eLW1tb8/Hy73e64gBK5JbdhujEAAzwjIyM0NBSqmuVy+YMPPlhWVsbj8Xg8Ho7jDz/88KlTp9Rq9YwZM2bNmpWTk+Pi4kIQRFhYGFSxQnA1MzMzNDQU9BbIPkgFZWZmymSyS5cuKZVKFouVnp4OUSawe4aHh2fPnu3j45Ofnw9NUQpGJBJlZmaGhYVBmjMwMHDhwoWurq52uz0xMfGJJ56oq6sjCOLee+9VKBRdXV2w4DglJcVxHR6O4ykpKSwWC65APWRKSgqXy0VRFERYQEBAT0+P1WrNyMgQCoXp6elarbarq0soFD766KPFxcXQEalUmpWVBYwiSTIoKGjhwoXAipSUFEhMKpVKBoORlpbG5/M9PDyioqKUSiWCINnZ2ZmZmSwWq6amprW1Fdx0dHIxKI/Hmz17dmJiIixZWbBgwaJFi6DO+cknnywuLjabzUuWLBEIBBcvXuTxeHa7fc6cOWq1ur+/n8lkSqVSkiTvvfdeHo+n1WrlcjmTyfTw8FiwYIG3tzdBEEFBQb/+9a+LioqGhoZMJlNcXJyvry+Px4uLi+vu7h4bG4uPj583b55cLj937lxjY+PSpUspTw4Ckm5ubpmZmUNDQ7GxsVCYlp2dbbFYYmJibDabUCh87LHHYA1MampqRETE8ePHgWkQH4JIL7hKs2bNGh4eNhqNs2fPzszMFIvFFy5caGxsXLNmDRXYsNvtISEh7e3tKpUKw7BVq1YtWLAAmVyotnjxYp1O19PTk56enpWVBcGnjRs3BgYGtra2kiSZmZmZkZFhs9lgrB3dL7vdvnjxYpvNNjY2xufzRSJRdHS0UqlUKBQikeipp56aM2cOZUZYrVYvL6/XXnutsLCwr6/PYDDMmDEDpj2Kounp6Xq9XiaThYaGwrpVb2/v1157raCgYGBgwGAwxMbGBgcH2+324ODgBQsWwFRhMpmJiYnwh91uBzaOjIzweDw+nx8bG6vVahUKBY/He+KJJ7KystRq9eXLl318fCB+DiyCeoLXX3/97Nmzw8PDkJSFzGhsbOzatWvb2toQBIGZ8MwzzxQUFPT29tpstszMTJiZ8+bNCwgIuFJN3B0J9Lq44TabTaVSXXs71xcoio6Pj8PX4vQTZOD++c9/NjQ0ZGZmurq6Go1Gb2/v6Ohou91us9k++ugjlUplMpk2bNgwe/Zs0KZbtmxpa2tbvHixWCw2mUy+vr4JCQnHjh3bt2/fyy+/HBMTgyDIDz/8UFhYyGAwgoODX3zxRQRBWCzW8PDw22+/HR0d/eyzz15pboHI8/DwuNUCIyRJcrlcp2WC/xMgDEXl20DfAB/AgobsJlgkkA+DZAyEeancD6xlAtvZ8SeoiUAQxGKxQMsgephMJjSF4zgE8Zx2D4A2YQ8XaBM8AHgdi8WiVvFDHAz8MEhKObq5V7lCTq7NhzAGhP7gvRaLBcpNoQvwiqn0AIsc+whrWCF5DARDy/DgW2+95eLi8vrrr8OLHIcAiAFWQHYDRVEoVocgIbXGGgKnjkTCH8AK6A6MI0Uete8BvIsaWWgNxg7DsC+//LK2tvaDDz4AehznCYwdPAiNAM+BP1SukZokFHupUSMnNxygXgpLft97772xsbG//vWv6GTN81SCzWYzm80+ceLEl19++dJLL4ESYrFYkAsEhlDbcUC9GEU24rB5C7wXWobuQ0+tVisMnON2ENT9TuNIlTfCs1Qs5Eo3Q5iXmt7UViTAEPiJIsZxFiEI0tTU9NZbb/36179OTU119CMdWQRxfmozE2ALzAeQjZAZoWY4FWe+LWpEWCzWdVH5d7hvehUewbxksVilpaUEQej1+rS0tLi4OIvFwuPxYmJiCgoK3N3dwfSDdnAcZ7FYZ8+ehVBeZmZmSkoKzC24wW63z58/v7W1dXR0lNqvBMigfJe7EOTkZuuUZ0CJHrDQqV8pBUDpWsTBwQIxNPUniLSD9IHdXiD1CG+BPxybdSTMqU3KNidJEiSL4wYglNnu1NRVroAbRJXMUEsj4IrjOj8Q8VeiB/qIIAg2uXc//EFJLmjZbrevWrUKNqCYdgjgfiqpjyAIdJMyWajrFNlApOMwUTKXiiTDr1Qxi2MGBK4AG5lMZlJSErjyU7fgoaqpgRVOc4bizNRJ4sglWNINLwXKwZUUCASOFcVTCYZSGpvNZjab4Se73U7RD+1Q4+VYtuM0+o4TD+6nVKPjGynADY7jCKyDIQAuOTU+9WZHJiCTqt3pp2mJYTKZYrEYnAGqWepdFMGEw95Pjp/GVJ5T+5ag/10nfDfgTvZNIVs2Pj4+1TcFk1ahUFD1fgRB8Hg8iGjBzBsbG+NyuS4uLtRTCoUCHAK4XyAQyGSyiYkJSD5BPSSDwRgfH9fpdPAszD9YTM3hcODKtNSSJCkUCl1dXe8835TGjQT4cI6O6S0FKP6E4qYb+VKwVK7yUkhJXLhw4dChQ/fdd19ycrLZbL4bEn4MBgMcyrv2A79evukdrk2NRuPQ0NCVboBoIWWnO5b+o/8dnARA6MnxftvkPr2OoRgIoTiG/qZtzQkEQbi5ucGWY9ej99cNtDa9vXCLr/OjoqY38qU/kScQSAC//27Qo4CbMiK3FOhI748D6ryFQqFKpZp25RPEsqj/OjLUKdAEcNpSHL5P0JGOoRiqWeritK05UQLL5G81VUrjtsMtLhZviqb/iTyhsrDIVbdRu8NwK9tetxfuZG0KkEqldrsd1jBcfdJM+/1c5aNy/OknPnulK1wu19XVlXJ8adCgcVMAjhqtXWj8DNzh2hSMTXd3d61WC2uwbjZFzmAwGBwOB7a/oVUpDRo3HbQqpfHzcIdrU2TS+ROJRLAX8y2lsdDJzXeIHzu2lwYNGjRo3Mq487UpgNpm4VYzPOlEKQ0aNGjcAbilCxZo0KBBgwaN2wK0NqVBgwYNGjSuFbQ2pUGDBg0aNK4VtDalQYMGDRo0rhW0NqVBgwYNGjSuFbQ2pUGDBg0aNK4Vt/oKmVtwTcstC9jG5WZTcXuD3geHBg0aPw+3rjaF46XgpKSbTcvtAdhbH7bXv9m0/BempedHt06ljr667vRAmwwGw8n+oA6cuvZX/HLE06BB49bEratNVSqVVquFo4NvNi23B+BEXz6fL5FIbh0HC0VRLpc79Tp10CacE4BM6h6nMxqv+6GwcKYjgiBGoxGOp6beSx1Rfu3c+4WIv3VAO/E0aDjhVvzaURRVKBQajQadxM2m6PYASZJWq3ViYsJkMnl4eNwKfIMDh1tbW2GHZDjrCkEQBoMRHh5++vTpixcvPvXUUz4+PmazmcPhQDQCx3GTybR161aSJDdu3CgUCuGUHid1C6D8v2n76/QrnJenUCgOHjzY29uLouiDDz4YGxtrMpl4PN6JEyfy8/Mfe+yxmTNnmkwmOHL8R1/keB32hdbr9du2bUMQ5Mknn+TxeI7H/P0owT/atStddPSqp71/Whp+NhlwsLbj6Uk/vV80aNyRuOW0KYZharVao9FMe8Q3iGPqcwW3lbrT6b+OcTxHrTxtfG/aV0x941SSpn0FMiW8eRWzAN4ClP8okdMmR6lf4Q+j0ahUKuVy+c2NNFKq5V//+pdKpeLxeCwWy2w2G41GmUz27rvvGo3G8fFxq9UKSu7w4cOBgYFxcXHgI/b19QFnQE9gGAY+JYQrnC7CI9MSABFd6gBaHMdPnTpVUFAQHx8vEon4fD6lh8bHx1tbW3U6HYZhcJ4rpS2mNnWV60A84nCsJpPJpG4Ah/jqh91COywWy7FrFP0YhsHZukADHMZptVoxDMNxHIwqR+sBvgh4HN5L3Xn1navhJ4pgeCOKojabbe/evQkJCaGhoWazGe6k2iQIgo4n0bgLcctpU7vdDl6p03WSJFksFpvNNpvNEEZDURS8FpPJBPfweDwGg2E0GkFOsdlskGIIgpjNZkr64DjO4XCQSTVmtVqpn+ARuBkEH4fDsVqtIDKmksRkMkHkoSgKt1FaTSAQOB56ajKZKBnn1AiO4xALNRqNQAlcnEokRSH1LDRosVgsFgvVOIZher1eJBLd3CO+QQTz+fwNGzbgOF5eXn7+/PmsrKzo6GgURdlsdmZmZmJiokwmYzAYPT09+/fvX7FiRVBQkKMGQiaH3mq1Dg4OIgji4uLCZrMtFguTybRarQMDAwiCyGQy6n4KbDZbp9OpVCoOhyORSBAEAeUxMDAgFotXrlw5c+ZMm81mNptB3+A4zmKx+Hw+HDLv5ubG5XJh1KCpiYkJLpcrlUpBD8ErDAbDxMQEk8mUSqWgThAEgTGilOvo6CiGYRKJBMfxsbExo9EoFov5fD6oWye+wejb7fbBwUG73S6TydhsNoSgGQzGxMSEXq8Xi8UCgQBmi8lkMhqNLi4uZrN5aGiIy+W6uLhAT1kslkajUSqVMJMJgmCz2WKx2GAwDA0NAc1gCkwdPspQGB8fhzdKJBKTycTlcuvq6vbt2yeRSNzd3YEJbDbbaDSOjo4yGAyxWHwVA5QGjTsVt5Y2BZ3kGD4CgFzo6elpaGiIiory9fUlSdJoNBYVFUml0tjYWARBMAwrLS1Vq9WzZ88WCoUIgrS0tPT09BgMBhcXl9DQUA8PD7PZDNKhtrYWanYEAoG3tzf8hON4S0tLd3d3VFSUp6cnhmG9vb2NjY1eXl4xMTFOVJEkyeFw+vr6Ojs7lUqlQCAICAgIDg4GTW+1WktLSykxbbPZIiMjvb29pypUHMeHh4dra2sJgkhISHBzc4NQ5+joaGNjI9wgEAh8fHzc3NwIgmhra+vu7qYOPweOBQUFBQYGOvo6oIDZbPZNd09ZLFZaWhqKomNjY/n5+cHBwWlpaaBm/vOf/+Tn5//pT3/i8XifffYZh8M5c+bMsWPHHnzwwaVLl1LRXRzHu7q6vvvuu46ODpIkAwMD169fHxQUNDw8vGPHjpaWFhRFRSLRypUrMzMzgefw3pKSkoMHD46MjHC53NjY2IcfflgikezYsaO9vZ3FYn344Yf+/v6/+93vqLotu92O43hdXd2uXbsGBwdDQkKefvppT09PBEGKi4sPHTqkUCh4PF58fPxDDz0kEAgYDEZNTc3evXv7+/vZbHZkZOQjjzzi4eFBTgKcyK1bt5aVlW3YsGHBggV79+49c+YMBJZnzpz5+OOPTz3HnsFgqNXq7777rqamhiAIgUCwcOHC5cuXW63WAwcOFBUVGQwGqVSalZW1ZMkSFot14cKF7du333fffeXl5R0dHTwe7957783OzmYwGMXFxfv27TObzQRBsFgsg8Hw+OOPh4SEfPHFF319faBNH3nkkfj4eGquUgB/d8+ePefOnTOZTAKB4J577lm6dGl5efn27dtdXFwOHjy4a9eup59+OiMjo6qqav/+/X19fRiGhYaGPvPMM1KplDJSadC4G3BraVPkCpFMEEwajWb//v3z589/9NFHURTt6ur6/vvvPT09AwIC5HK5Vqs9evSoXq9PSUmx2+379u0rLS21Wq0cDsdgMMjl8lWrViUnJyMIMjo6unfvXnB3QBAvW7Zs3rx5GIbV1NTk5OQ888wzISEh/f3927ZtUygUL730EoPBcNRV4JUWFRXl5uaqVCo+n28wGLhc7rx581asWIFhmMViycnJUalUTCYTwzCDwbBx48bAwEBHDxJBEIIguFzuhQsXjh8/DgJ9xYoVoNeHhob27dsH4hhBELFYvHz58oULF9bV1eXk5HC5XCqJaDAY1qxZExoa6ii8pmXjTQFJknq9nsfjQd9BshsMBoFAQNVss9lsf3//wcHB9PR0sJYoswPDMLPZvG3btv7+/ueeew7H8S+//HL79u1//vOfL126VFZWtmbNmjlz5pSUlFC1V6BKu7u7t27dKhAIHnvsseHh4ZycHLvd/uyzz0ZERDQ2No6Pj99zzz1BQUFTVUhlZWV6enpfX9+FCxcOHTr0yiuvtLS0bN26VSaTbdiwoa+vLzc3lyTJ5557bnh4eOvWrRaLZd26dWq1Gqbfb3/7W1Dn4Njt3Lnz7Nmza9euzc7Obm1tzcvL8/Hxefzxxzs7O/V6PYvFclI5wI2ampqioqLFixcvXbq0tLRULBbjOH7y5Mn9+/cnJCSkpqZevHhx9+7dXC530aJFBEGYzeZjx45lZ2fPmDEjLy9v//79SUlJGIZt377dzc3trbfeKisr+/7771etWjV37tyvv/66paXl8ccfDw0NLSkpEQqFU3UezMwTJ04cPXp02bJl6enpBw8e/Pbbb4OCgmQymY+PT01NzZIlSwIDA4ODg8fGxrZt26bX6++77z4Gg6HVagUCwbRuNw0adzBuOW06LUA/BQYG+vr69vT0mEwmkUjU2toqEon0ev3g4KCvr297e7tarYbIYW5ubmFhYVRU1OrVq0UiUVtb2/79+w8cOODt7R0YGMhgMJhMZlRU1IoVK1paWo4fP3769OmYmBhPT08WiyUQCFgslsVi2b179/Dw8FNPPRUbG6vX6x0VFYvFam9vP3jwIIfDeeaZZwICAsbHxw8cOHDixAlPT885c+agKMrhcNzc3DZs2MBkMu12u4uLi8lkcvJucRxXq9VNTU3x8fF6vb6mpiY7O5uKOrLZ7Ojo6MWLFzc1NeXl5Z08eTI+Pn7evHmxsbFWq3XXrl02m+3xxx/HcVwsFjvp6VsKkNijYuDwX+pvi8Xi7u4eExNz+vTpkJCQ+fPnEwSh1WohRgoxib6+voCAAAgh+vv7t7a2jo6OisViBoPR2toaGhr6yCOPYBgGpUOQ6q6trdXpdCtWrFi4cKHFYqmvr29ubh4bG0tOTj5z5oxCoUhNTfXx8YE0AaW5LRbLvHnz1qxZMzQ01NnZ2djYaDKZGhoa9Hr9Aw88kJ2dbTAYGhoa6uvrdTpdc3Pz6OjoihUrlixZgiBIR0dHQ0PD0NAQBFqFQmFubu7p06fvv//+NWvW2Gw2NpvN4/EUCkV9ff38+fOlUimVGnAC5Ji7urq6u7vvvfdemJBVVVVcLve+++4LCwvz8vJqaWm5fPnyokWLMAyz2WwhISEPPvgggiBdXV1VVVVarZbH4+n1end3dw8Pj7CwMKgIYzKZfD4fQZD6+no/P7/HH38cQRDgm9OQWSyWyspKPp8fGBhIEERwcHBVVVVtbe0DDzwQFhZ28eLFqKio2bNnIwhSXFw8MjIyb968VatWweMWi+UWMeZo0LhhuD20KYIgBEEIhUIPD4+2tjZIX3V2dvr6+ioUis7OzpSUlKGhIbVaHRAQYLfbL126JBAIVq1aFR0dbTAYfHx8RkdHjx49Wl1dHR4eDmUafD4/ISHB39+/tLRUp9MZjUYQ3wRBMJnMnJyc6urqe+65Jzk52VGVIpNasLy8HIR1enq6TqeDqtQvvvji0qVLKSkpUKkBOhvyeXq93inMCw5ua2trT0/P3LlzCYLYv39/T09PSEgI+KM2m00kEiUkJPj4+FRUVEC+zd3d3dXV1WAwQFOBgYGQ2b1KScstDgjnQqQROgLRcmQyJqFSqRgMhkKh+PTTT2F0ZDKZRqNJS0sbGhoqLCz88MMPIyIiNmzYEBQURD0LgQE3NzcoPfX29i4vLx8fH/fy8oIMtMlkmso0kiTlcrnNZuPxeEKhcHh42GQyabVaLpcL10mS9PLyqqioUKvVJpPJYrF4eHhYLBYcx11cXBAEGRkZkcvlTCazv7+/q6sLx3FXV1fQ9D4+PuvXrz948OB333134sSJ++67Lzs722KxIA51ZOCLx8bGrl279sSJE1u2bDl69OjGjRuh3ofJZIrFYrvdLhaLuVyuWq2GfKrNZvPz87PZbBiGQXjfYrH4+Pikp6dXV1dv3bq1u7sbw7CIiAiCIBYvXqzX6y9cuFBVVRUXF/f444+7uroC36h6JQaDodPpoMEDBw5YrVZ4NZSMUWEGiMar1WoMwzw9PQmC0Ov1VFkWNb43YBbRoHHTcdtoUwRBUBQNDw+vrKwcHh7m8/n9/f1Lly7t6Ohobm42m819fX1isTggIECpVJpMJj6f7+npqdVq7XY7g8Hw9/dHEESlUoEgYDAYKpXq7Nmzzc3NQ0NDYWFhHh4eIClYLNbly5dbWlqioqKWL18+1ecDyajVahkMRkBAAJQX6fV6b29vqFWBolAQN4WFheCKRUZG8vn8qSsTwOGIiIiAOqOGhobw8HCqxHd8fPzs2bONjY2Dg4NRUVFQaQItQ1Mmk4kK+d7Isbi+AF1CRUdBoyCTdUwikchqtYaGhm7atIlKpqIoyuVy169fv3jx4hMnTuTm5p48efL555+n2vT09LRarQqFAtKiw8PDbDaby+U61T9PpWRkZATHcb1er9VqWSwWxBig/BjHcYvFMjIywuPxmEymi4sLh8MZGRmBSrSJiQmSJGGUgfLVq1dXVFR89913fn5+oaGhFotlzpw5iYmJJSUle/fuPXr06IwZMzw9PVEUtdvtoOMRBCFJks1mr169ev78+fn5+UeOHDl8+PCbb74pEom6uro0Go27u7tGozGbzTKZjCpIZrPZjgEAgiBwHI+NjW1ra9NoNIGBgY899lh4eLjJZHJzc3vuueeWL19++PDhs2fPBgYGPvzwwzBLwaeEx6GmjyCIl19+OTAw0GQyQb4DIgpQJgZJXx6PR5IkVFoJhUKSJE0mE5vNhu5Q9g0NGnc2bhttCiLDz8+PIIjBwUEWi2UymUJCQkiSLCgoGB4e7urqkkqlnp6e4+PjVAEkOgn4/sH1AWnV3d39ySefkCQZHR396KOPwlsgTtjU1ISiqEajGRkZmVo6RK0WQBAEpInjK8C1YrFYkEDas2eP3W7ncrmvvvoqaAUqtwdrgZqbm+VyuUgkslgsAQEBtbW12dnZEokEnLDW1taamhoURWNiYh555BFggmPBJAjB2yWq5kSnY3KXy+WyWKzq6moOhyOVSikHHdji7+/f0NBw7NixGTNmjI+Pj42NLV26tLCw0GAwzJw509fX13FJBgxQZGSkRCI5c+aMXC4fHh5ub2+fNWsWzB/0ChsewbQ5d+6cVCrt6uoaGhqaO3cuh8MJCwsTiUSFhYUikWhgYKCjoyMlJUUulyMI4uXldf78eR8fH61W29jYGBAQEBgYCE6bRCJZsWJFaGjoe++9t3379rfeemtoaKisrCwmJsbHx4fD4RiNRijxLSsrCw4ODg4OhknFYrEuXbo0NDQUHx/v6+sL1gCGYfHx8RUVFQcOHFiwYEFxcbFGo1m1ahV0lpxcZIU4LOsiCOL8+fMYhmVkZEAx/Pj4uEQiycnJ4XA4UVFRPj4+1FOXL182Go0JCQkcDgda4HK5s2bNamxsPHLkyKJFi5hMZk1NTWpqqlAoZLFYKIqWl5ebTCZvb+/w8HCBQFBZWZmbm8vj8To7O++///6Wlpb9+/evWrUqISFhaokTDRp3Hm4bbQq60M3Nzdvbe3Bw0GKxiMViPz8/g8FgNpsbGxv1en1wcDCHw+HxeGw2W6vVwjoEcC61Wi2UR4LJbDabIyIi0tPT9+7diyCIWCwGkQRvWbRokUQi+fbbb3Nzc5966iknD8Zut8NbYDEPGOxsNluv10NujM/ngzyFEhgcx1EUlcvlTkvd2Wx2dXX1xMQEi8X64IMPEATR6XRWq7WrqysxMRFBEKvVGhERkZSUtHfvXqiWutFMv66AkIAjM2HzJpCz0dHR8fHxTU1NtbW1q1evjoyMBKMBaqefeOKJ3bt3HzlyJDc312KxpKSk4DiuVCoPHTp04MABu90eFha2aNEiyjODOOdzzz23d+/ebdu2kSQZHx//6KOPgvUDltZUCkmSlEgkycnJBw8e1Gg0oaGhq1evttlsAQEBzz333L59+6CppKSktWvXkiTp6ur6zDPPfPfddzt27CBJMiAg4NFHH+VyuUajEdpXqVTR0dFr1qzZs2fP/v37U1JSioqKjh8/jiAIn89fuXKlm5tbXl7el19++frrr4eHh1PhVp1Od/DgQaiccnNzu+eeewiCmDdvnkajOX369Oeff47j+KpVq7Kzs53YSP0XzLXg4ODa2totW7YQBGGxWEJDQ1999dXR0dHTp0/DgpnExMSMjAyTybRr1y4+n5+amkpZbBaLZdGiRXq9vqioqL6+HkEQHo+XlpZGEER8fDyUgJWWlm7YsCE7O/vRRx/dv3//vn377HZ7UFAQj8cbGBiora2FYqhfdmLRoHFr4HbSpmDve3l59ff3j42N+fr68ng8Dw8PsVhcWVkJwUBQmT4+PpcvXy4tLV25ciWLxVKr1ZcuXWKz2QEBAdAaxA+zsrIUCsXevXtPnDhxzz33gKuEoqiPj09ycnJNTU1lZWVZWdncuXP1er2jUIDQMYZhJSUl0dHRIpGIIIjS0lKDweDv78/j8aC2BcfxkJAQyJtCGNmpO83NzQRBQO4T4mPNzc21tbXJycmgSKRSaXZ2tkKh+OGHH06dOnXPPffo9XqqhdslustgMCwWS0ZGBmyYYLFY4MqaNWuWLFkilUotFotEInn55Zchhi+VSgmC2Lx5M4IgAoEA3NPXX39doVDo9XqBQCCTyaxW6/Lly1NTU3U6HYvFcnV15fF4lOsPCjUuLi4yMhIWQbq5ueE4DlscPP7441arVSKROG6AYLFYli5dmpWV5eHhsXjxYpVK5eHhQZUiJyYmxsTEQNzYzc2NwWDAu8LCwv7whz+Mjo6SJOnu7g7lQnw+/1e/+hWCIHw+H5qFOnO5XP63v/1tfHwcQRCpVArdbG9v9/Pzi4uLgwYhjJ+enj5jxgyNRoPjuFwuFwgE8Ovq1auzsrLGx8eFQiHUOlkslvj4+E8++UQoFEJa95FHHlm9erWnp2dhYWFRUdGTTz4JuYNz584dOXIEqnmzsrJg8yngW3t7+8TExNKlS8FjprKnTCbzkUceWbx4MaxYhci21Wr19vZ+4403RkdHRSKRWCw2mUwZGRlxcXFjY2MYhrm6uiIIMn/+/MjISHd3d9hC8ubNPho0bhBuG22KTEZHQ0JC6uvrbTbbmjVrCIKQy+Vubm7Nzc0cDsfPzw801qJFi1pbW3Nyctra2uRyeXt7e19fX3JyclxcHFQbQTxWrVZnZGTU19cfP348ODh41qxZsFMMhOAgKZuTkxMcHOzi4uIoeU0mE6VuP/jgg8DAwKGhodbWVh8fn6ysLIjXQUgZFoSQ/72pKdQxjY+PV1dXu7i4bNiwARJgCoXinXfeaWpqUigUUFpisVg0Gs38+fNra2uPHz8eEhISHh4OdSs2m43KtN36IElSIBBABQ21s49EIpFKpcAocOuDg4PJyQ163NzcEASBPoJKgxQjdQODwaA2UAReOQXkYeUuzAqbzQYKiSRJ4LbTNkAkSYpEIkjZSiQSmUzm2CZE752agusYhvn4+DjSgKIoRTxMWtjlwG63i0Qi2EcCFgSD/52RkSEQCBxLvkEnQSOgMoFyq9UqEAhEIhH8Dd3kcDg+Pj4UY6VSqUQiYTKZ9fX1ExMTYG7q9XowRLy8vIBg0HAWi4UgCJ1OFxYWFhsb67So2m63gwkrk8kQh12ZbDYbn8+HPAuwEWwICJ/AbUwmMyAggNqCigaNOx63oja9UloL5GNISIi7u7vNZgsMDAS1FBkZOTw87O/vD9FUm83m4+Pz4osvFhQUdHR0dHV1ubq6rlmzZv78+SApmEwmpCohObRixYpdu3adP38e0j9yuZzL5UJSdsmSJQUFBeDjOvqCUKy0cePGwsLC+vr6y5cvC4XC9PT07OxsFxcXkJIymQxkJfWU4+M4jsPy+cjISKFQqNVqMQzj8XiJiYlVVVWDg4Owo41IJLLb7Xw+f/Xq1Tt37jx//ryfnx/sswPi/kaMx3UCWCqOwhrop7xJEMrUFUpbOF2h/ktpFOTKJUWObVI3OL53WgqpGxzHjtoL0On6tK9wJN7xv45DBs8+99xzCIJMXT3lWLzj+DqqBcfp5GhJUCp88eLFg4ODH330kUgk0mq1YrH46aefDggIcNzYC76p6OhocI6dFr9SlorTFbBFKG5Me8WJKho07nhcn/OnbDabSqW69nZAWAwODl59FxXwDKgDOsBdgHQRdYXFYsGqdnB6HDfpdrwf5A64qtSOr45ZKHhqasIPmdwx1Ww2wwIJ2AiQ8lpABjmeIuK0HgPMfMd3IQ7bqMIiQqpTwBnYrAcqLaG1q5xSAoHKa98xlSRJKBGinYxfAr9cSTaTydTr9SMjIwaDQSQSyeVyiDxfiQxa89G4OwFVddfezq2lTREEQVF0dHQUfLWr3IP8d4Eo1LU6Be5QFKUyQKBUHCNpjveDV0HtUU79BKkjnU4HpblUWmvhwoURERGwWIUqlnF6hSORkMbbu3cvdTKJyWSaN2/erFmzIPLs2DWKgCsReSUmOPadzWZDXPR/YP0VQGvT2xTk5E70UN8LviOtMmnQcMKdrE2tVuvQ0BDES69Lm9cIgiDUajWlF2Efif9pC1x4SqVSOTbC5/OpDQKvI6BBT0/P69U4rU1vazhaYzeXEho0bk3csdoUmTxxZWxsbNqTW248UBR1WlDxM86cui6N/BRA7aXTThHXAlqb0qBB4w7G9dKmt2IVEiwx9PLygrWkt8KeeVMVyc/g/nVp5CrAMIzFYsE2PfQBkzRo0KBxI3EralNkMuspFArhbDUaPx2O2+LQoEGDBo0bg1tUmwJorUCDBg0aNG4L3BJlPjRo0KBBg8ZtDVqb0qBBgwYNGtcKWpvSoEGDBg0a1wpam9KgQYMGDRrXClqb0qBBgwYNGtcKWpvSoEGDBg0a1wpam9KgQYMGDRrXClqb0qBBgwYNGtcKWpvSoEGDBg0a1wpam9KgQYMGDRrXilt6Z8EbgBt8TBV9DAsNGjRo3JG4S7UpKFE4QvlGvheOCofTm2/ke2nQoEGDxi+Ku1GbYhhmMBg0Go3FYrnx2pTFYgkEAoFAQPupNxLUOe3XeA+N/4lLvxxL6cGicavhrtOmGIapVCqlUkkQBIqiN/hrtNlsVqsVzm2VyWQ38tU3F5TpQDH8BktDJpOJYZjNZrtKVAAODbZarbShcyWgKMpms+12u81m+yn3M5lMkiSvu82KoiiLxSII4ieSQYPGDcDdVYWEoqjRaFQqlSRJQtDV6QaCIK4kSeHcUMdfnf5LkqTTf6cKbgjzgkbXarUYdlfwH2Qfm80G2QoXcRy/Xkfe/xQC+vv7a2pqgOfTHttOEERra2tTU5PVar0tPJ4bn/KHoE5VVVVfX99PeTuKokNDQ0ql8qfM85/eHRRFLRZLbW1td3f3T3yEBo0bgLtCmjtCpVKBVzr1JxRFuVwum82e9kEmk8nj8ahfMQzj8XhMJpO6gcPhcDgcp/unlSNwFrpKpbrBceabAhzHJyYmvv/++61bt16+fJnNZhMEwWQyL126tG3btvHxcQaDAYYIMQlK21EWieN16s6ptgvA8e2QGscwLD8//7333uvp6XHU6PCg3W4nSdJisXzzzTdbt241GAygcad90bTvcvzb0eqi/qYe+Sn0O3V/6uvgBpPJZLfbnd47rTl4jWRQXGIwGAMDA3/5y19OnjyJ4zjccKX7cRxXKpV//vOfP/74Y2oQr8RVu91uMpmm9n1a5uM4rlKp3nvvvQMHDsCHPC3ZVxoUxMEOvlJ/adD4Gbi7Ir0EQVgsliupUpPJ1Nraymaz/fz8nH7FMKyvr29sbIzH4wUFBeE4rlar+/v7ZTKZh4cHiOzm5maSJAMCAsDrHRwcVCqVPj4+IpHIbrc7vRRFUbvdbrVa2Wz2HfwZg0Oj0+mKiorUanVjY2NQUJBMJsMwrLW1NS8vb968ee7u7uC8UiyyWq3AMTabDY4Il8uF1sxmM4vFAhvFZrPZbDYURUmSZDKZDAYDHjebzfAHmEcUMVPHnSRJBoMBNhDEDB0D0Ww2G14Eupa67vguCAvDW8xmM8h6HMdhcOFv+ANaNpvNcBFBELgH6GcwGJRlNrX7LBaL6hpBEFwut7y8fP/+/W+88YZUKoX+ws1AoVNAG97o1M5UMq40CiRJUjyHf6l7HDlMDQcyOb2FQuGaNWvApgSywXBxfC+CIBwOZ+vWrSRJPvPMM05shJYtFgsxxQJ2TNM4jgj1jTsOCjAHfsIwDH4ymUyOb/np4WsaNKbFXaRN4QufVnWBiFQqlf/+9799fHxee+01p9vsdvuuXbva2tokEsmvf/1rX19ftVq9ZcuWyMjITZs2YRg2PDz86aefkiT5u9/9ztPTkyTJvXv3tre3g7y7kg96N/imCIKAxhIKhUql8uTJk4899hgIaIFAANLZYrE0Nze3t7cbDAZvb+/4+HihUEiSZHV1tUajSUxMvHDhwvj4eHBwcFxcXGtra319PZfLnT17tlQqBYukv7+/trZWp9MFBwfPnDkTQRAURW02W2lp6fDwcFxcHJ/Ph5AARRXl5Vy6dMlms82cOVMgEIyPj8OvTCazo6OjqamJJMnw8PDg4GDwY1gsVl9fX319vclk8vPzCw4OZrFYRUVFQqEwNjaWy+X29fVVV1eHh4eHhYX19vY2NzenpKR0dXW1tbW5ubmlpKSMj49fvnzZYrHExcUFBASArtVqtVVVVcPDwx4eHgkJCXw+nyCI8vJyq9U6c+bM4uJihUIRGBgYGxuLYdj4+Hh+fv7g4GBBQYFUKk1ISBAIBNXV1c3NzVwuNyQkxNvbG/oLfezr62ttbU1JSamvr+/o6HB3d09OTh4bG7t8+bLNZouLi/P39wdd2NLS0tHRodVq3dzcEhISgL3Aiurqak9PT5lMxmKx4OvAMMxut1+6dKmrq0soFMbHx7u7u1P2AaVQwYu1WCxnz54NCgoSCoUlJSUEQcB77XZ7Q0NDeXm5TCY7ceKERCJJTEzEMGx0dLSmpkav1wcGBkZERLBYLEpVOwEs15aWluHhYQ6HM2PGjNDQUIPBUFxczGAwUlJSmExmRUXF0NBQSEhIWFiYTqc7c+YMl8udO3fu0NBQRUWFRqMJCAgICAiQy+U34nugcYfiLtKmPwoURXk8nmO0FkEQgiA4HE5LS4tCoUhMTGxpaamvr/f39/fw8PD391er1RMTE66urv39/QRBMBiM3t5ePz+/sbGxsbExPz8/b2/v2yUP98sB8m3z5s0bGBgoLCxMSUkJDw+HKCVBEBiGjYyMfPzxx0wmk8/n5+bmxsbGvvjii0KhsLS0tLy8vLi4uLOz02w2c7nc2NjYlpYWrVZrMpmqq6tfeeUVHo9XV1f3+f/H3nvGx1Fdj9/Ttq9WW7S76r13Wc1F7r3bFNvgH92hBkgooSYkkACBAIEETCBAMCXYuOBekCuukiXL6r33utL2qc+L83j+G0k2xcbG0v2+0Gc0e+e2mbnnnnLvvPcey7Le3t7bt2+fP3/+2rVrcRzftGnT/v37JRLJsWPHvL29Pc0AIGasVuu7775bWVkpl8uPHTsGOiLP8xRF5ebmfvnll3C8efPmFStWLFu2TCqV5ufnf/LJJ3a7XaFQ2Gy2p556KiQk5IsvvggNDU1MTCQIor6+/v3337/rrrtiY2Pr6+s3bNhQUFDQ1tZms9kEQSgsLOzr62tra6Np+vDhw4899lhISEhvb+8777zT1NTk6+vb0dFx9OjRRx99VKfTHT9+vLKyMiAgoLm5GeLPb7311sWLF3/44YeVlZVKpfLgwYMSiSQlJeXgwYOfffYZaPlbtmx54IEHJk+e7HQ6MQyjKKq2tvazzz4rKChobm52OBw8zxcWFnZ3d7e3t9M0feTIkSeeeCI4OLitre0f//gHdGNXV9exY8d++9vf6vX60tLSf/zjH06nUy6X+/n5yeVymAWyLPvxxx+fOHHCz8/PYrHs3r37scceCwsLA42TJEmbzfbpp596eXmlp6c7HI4tW7YYDAaO47q7u91u98GDB5988kkvL69PPvmEYRiLxbJly5a4uLhJkyaVlpauX79+aGhILpfbbLbJkyfffffdohIpAneTJMlvvvnm6NGjISEhAwMDu3bteuCBBzIzM3Nzc7u6umJjY7Va7Y4dO4qKimbNmhUXF1dfX//RRx/Nnz8/Pj7+9ddft1qtvr6+Bw4cSEhIeOyxxy4msxGI72Xc+U0vzajuE4IgysrK3G73zJkzTSZTaWmpw+GQy+VRUVE9PT1dXV0SiaSyslKn0+l0uoqKCqlU2tHRYbVaw8PDh3npxi0cx6lUqsWLF7tcrp07d4pqIngog4KCXnjhhbfffvvvf//75MmTi4qKmpqawNQ5NDQkkUj+9re/3XDDDTRN5+fn33nnnS+99JKvr29DQ0NHRweGYZs2beI47sUXX3zzzTdnzJiRm5vb3t7e1dV16NAhf3//F1544fHHH3c4HJhHaDFI03PnzhUXF6enp7/xxhsrV67s7u4mSRIcflu2bFEoFM8999wrr7wSFha2ffv2hoYGmqZ37dpltVp//etfv/baa88880x0dDTLsnK5XLTTEgQhk8lg6JdIJDiO9/b2/u53v3vssccUCsWpU6dSU1Pfeuut7Ozsjo6OyspKkiT37t1bU1Nz3333/e1vf7v33nurqqrOnDkDtsr+/n6VSvW3v/3tjjvuEAShuLjY7XavWrUqPDyc5/nHHnvsxRdf1Ol0Z8+exXF82bJlr7766ksvvZSYmAgmTagS1K2vr+/ZZ5995JFHVCrVyZMn09PT//73v6elpfX09FRXV2MYptfrn3/++bfeeuutt96aM2dOWVlZfX09QRAHDx4cHBy8+eabX3/99bCwMJvNBpF0586dO3bs2IIFC958883nn3/e5XLt2bPHM1AAx3G5XA6hBoIgaDSa+vr6GTNmvPXWWzk5Oe3t7aWlpTqd7pZbbuF5Pioq6q9//es999zjdru3bds2ODj4q1/96vXXX581a9bhw4ePHz8OHnfPh0q0bK9Zs+att9564403fv3rX7vd7vz8fIIgMjMz7XZ7a2trT0+PzWbLysrq6Ohwu9319fU0TWdnZzc1NbW3t8fFxT399NNvvPHGrbfeOsx6gUD8KJBueilgzB0aGiouLvb394+Ojg4PD//uu+/a2tri4+ODg4PtdntnZ6fL5aqvr4+KiuJ5vqGhweVytbW1Wa3WiIgIkBbj/BUF7+nQ0FBSUlJWVtbp06fPnz8PtlwQb263u6Oj48CBA4ODg/39/RiGgV6FYRjP82lpaTqdLjExcfPmzQkJCQkJCXK5PDw8PD8/n+f5vr4+i8VCkuTGjRtJkuzo6HA4HC0tLRqNxuFwREZGRkREYBiWlJT07bffejr8BEHo6OggSTIlJUWv16empgYGBrpcLolE0tTUZLVa09LSoqKiMAxLT0+vqKhoaWnRarVtbW0RERFJSUkKhUKtVuM4brVahQuI7RWP3W53XFxcaGio3W7X6XSCIGRkZOh0utjY2EOHDoGjrqGhQaFQHD9+vKCgwG63MwxTXV29cOFCaH52drZWq42PjzcYDDabjeM4rVYL0lqj0Wi1Wp7nMzIyysrKvvjii8rKykWLFqnVas/4ABzH3W53VFRUcHCwwWCQy+VGozEzM1Or1cbFxZ05cwZ6m2XZzs7Ob7/9dmBgoK+vT6lUOp1Onuebm5uNRuOECRN0Ot3kyZP37dsHraupqZFKpQ0NDX//+985jnO73bW1tVDuyK6ApUc6nS4jI0Or1cbGxh4+fNjpdBIEodFowNWi0+lg8tHc3BwQEJCSkuLt7Z2VlbV///6mpqaRrlORwcHBoqKiTZs2gQINM6eYmBiWZRsaGhwOB03Tc+fO/eijj+rq6lpaWkwmE4Q7BAUFFRQU/O1vf5s7d25WVpZ4H8dJsD3iyoIemu+Boqjm5ub29vaoqCi9Xh8bG8vzfFlZGcdxAQEBOp2uvb29paWlv78fZG1PT09LS0t3d7dWq/Xz8+PRnkcYhl2QXgRBLFmyRKlUbt++3W63Q+QIx3Gff/753//+9+7u7sjISL1eL46bYGb39vaGa0HBJUkSnHkwTWFZFsZi+CksLGzJkiW+vr4ulwu0W4hHhe0yhg3HDMOQJKlQKMDgrFarxXhXuBbiy8C2OTQ0xPO82+1WKpUQswbRwmJucGyz2TzFmFg0lKVSqeRyuThei83EcVytVstkMr1ev3DhwsTERNHrCcIGrNAgmaDJ0HaWZWmanjNnziOPPOLv73/48OEXX3yxuLgYlmNCNSCxVqsF1y+ojAqFQgwIAjZv3vzGG280NjaGhYUZjUaWZSF6CHqboii4HWI1IMBHoVBAJPzMmTNnzJgxMuBOhGVZHx8fuHEkSYpCV4z9oWlabBrEbXEcR1EUSZIul0uMOBMz5HleIpGUlpb++c9/zs3NNRgMYWFhEJ3E87y/v39wcHBra2tVVZXZbE5ISCBJsqqqqqGhITIy0tvb22Aw/Pa3v509e3ZLS8vbb7+9YcMG0LkVCsU4n/4ifhpINx2OcGHJBPxLEERRURFBEFVVVS+99BLoLqWlpXPnzvX19TUYDK2trbW1tYIgBAQEwEBQW1vb3Nzs5+dnNBqR0xQgCAJcktHR0TNnzszNzR0cHASLqNVqraysNJlMTz75pFwuf+ONN7ALYgbHcZIkYeSFpbpw4BkFo9frZTKZy+VasWKF2WzGMMzlcslkMpABLS0tEJtaUVExLHwax3EfHx+Xy1VXV5eTk9PZ2dnY2GgwGBiGCQwMBA3V4XCo1erKykqKovz9/RUKhcFgqK+v7+3tDQoK6uvrg7FeLpf39fVZrVYvL6/q6mrR6isuLxYDUMVj+Anq4+PjU1NTk5GRMWnSJOxCVCoIeMjf8xLIhCAICDOGYN2hoaGJEydOnDhxz549//73v4uKilJTUz1bChZssVdFWQ5QFMWybEVFhVKpBF/p+++/D3WjKMpsNtfU1LS1tfn5+ZWXl7MsC9Og4OBgmqaDgoJuvfVWKMjpdIqyVrzv4oQDmjOsK8Rnw+12w6xFo9H4+fm1trZ2dXVFRUXV1dXRNO3j4yOVSp1Op/g2iU04f/780NDQ6tWrFy5cePbs2d27d0skEtCDw8LCYE1UWlqaWq0OCgoqLS21Wq2xsbFgzzebzffcc8/ChQtffvllyEcmkzU2NgYGBopLgBCIHwiSpsOhKAqUIQzDeJ7v6empra0FdWRgYIAgCC8vr66urvr6+rS0tNDQ0JKSkrKyMpPJZDAYMAwzGAzl5eXd3d1ZWVkKhcJutyOrkSAIYG0DdWrhwoWFhYXt7e0g8xQKhVarra6u/uc//+l0Ont6ekAfwjCMpmmHwwExL4Ig2O12cfULTdNOpxMCeufNm7dhw4YXX3wxNjbW4XD09fU99dRTYWFhcXFxpaWlL730Eo7jfX19oE2KteJ5PjEx0WQyHTlypKmpCayaDoeDYRiz2Tx//vwtW7a89NJLKpWqoqIiOTk5Pj5epVJlZGTs3LnzrbfeMplMLS0tt912W1ZWVnBw8OnTp99++22ZTDY4OAiWVQzDWJYFyy2U6HK5nE6nqJDZ7XZQy+bNm1deXv6vf/3r+PHjcrm8trb2jjvumDBhgtvtttvtYvNBVnEcp1Ao9Hq9xWJ59913ZTLZ3XffvWnTpv7+/sjIyKamJpIkg4ODPSXBsGo4nU5RVMBPbrebJEmdTldfX//vf/+bYZje3l6CIMACnJWVVVRU9Nlnn+3Zswe2v4DWZWZmnjhxYufOnbW1tUajsa6uburUqcuXL3e5XOJ9hzqLx+JPHMeJzdfpdBqNpri4+Pe//73BYHjkkUcWLlz47rvvvvPOO/7+/lVVVYGBgTk5OZ7xQfBEQTX8/f0Jgjh69GhFRUV3dzeEvEGyhISEM2fOMAyzfPlyDMNCQ0O3bt3q5eUVGxuLYVhxcfGOHTsiIyMhTDoxMdHb2/ubb7759NNPH3/88enTp4Mh+sq9B4gxDpKm/w/QLLu7uzdu3IhhmMvlSkxM5HkeQifuvPNOlmWVSuWBAwc++uijioqKtLS06OjoM2fOVFdXJyUlwaqG4ODgkpISQRCioqIuYfUaP8BCw4kTJ0LgDMuyJpNp1apVeXl5CoUColTWrFlz4MCBoaGh+Pj4tWvX7tixA1yM4eHhTqcTTJRKpXLatGlRUVFg9oyMjOR53tvbm+f5OXPmaLXavLy8vr4+qVSalZUFYUF33XXXrl27Ojo6srOzg4KC9u/fr9Pp+As7StI0HRwc/MADD+Tm5jqdzhtvvHFwcLCmpgZ2zluxYoXBYCgpKbHb7cuXL587d65cLmdZ9oYbbtDr9WVlZQ6HIzk5OSQkhOf51atXe3t7d3d3+/r6zpgx4+DBg2CoMBgM06dPB9lGEERqaios+hQEwWw2z5gxIzAwEAJwHn/88aNHj7a3t7tcroSEBD8/P47jIiMjGYYBS69UKk1PT5fL5WB9Xbx4MTyrBoNBqVQmJSXl5eU1NjYqlcp77713ypQpEIUEpl2j0Th16tSgoCCoRnp6Oixv5XnebDZPnz7dz88Pw7Cbb77Zy8sLViLddtttO3fuNBqNPM9PmzaNYZhz5855e3vfcsstJ06cMBgMLMtqtdqHH3744MGD9fX1XV1dgYGB4KrELhj2pVJpRkYGWLbh2MvLC2plNBqnTZsWFBTEsqzBYFi9evV3331H03RgYCDHcVlZWRRF5efn9/T05OTkzJo1KzAwUPQEg8E5JycnNDSUpulJkyZZLBZY7X333XeXl5e73W7YRTIhIQFWyISEhAiCkJSU1NbWZjaboXuDg4NDQ0NBAM+fP3/OnDkEQfj5+aWmpvr4+FzCTYtAjAp+RawZLMtaLJbLz+dnBRSjtra2kUIO3vaWlpaPP/4Y5rw4jttstnnz5lEUdejQoVtvvTUnJ8dmsykUiubm5g8++ECj0fzmN78ZGBh49913HQ7HDTfcMGnSJBzHjx8/vm3bNpVK9dBDD5lMpktben19fcF99fO3/qcDvjFxleFPQ9xdCP4V7YFwUiKRgHUdlhUKF7ZAEn1gIzPx/EkQBDASgm8SDH0cx4HFlWVZmUzmma1n00A/xnEcrsIwTEwDYpXjOKgV6EY4jkulUpqm4VooFHZFoGlaLpeDqxXqKdqlRdO0mL/nT5AV5AD5w04Cl7gc/J0Mw8jlcrBpQw3FjRqG2bR/SDVAvnIcB+0Sty6CznG73aITWqy2Z3HwK7w7nvddLOti5WIYJpVKxbsA7liQweLkY+SmK+LDAAZkqB6GYWLNMQ9TNpwR/wV1n6Io0WAubj4M/ghwIvzkpx1xfXGltjgdR9IUwzBBEFpbW0ddUobjOMMwg4OD2IXXHgYI2H3G29tbFCeCIFgsFoZhDAYD7LgL83RxSLVYLBRFabXa771DAQEBlymlrgJXRJqOzNOzc8SRThxqf2yGMALCAA3H2IX1MOL370bNVqyJeNXIPGH6hV9YjyFc2ORZzPaHFHRpRpVzPyQ9qFCekntkQ354HS52F6DJo54f2Rs/uWjsf28H7vHtwu/tDcLjK4c/sA4/ts8RYxUkTX8KOI739PQMDQ2NOtzgOA4RH+IZ0SoImo14HoIp4KTnMWQCTqlL71IGotrf3//KNe7n4ueQpggEAvEL4UpJ03HnN9VqtQ6HA0w6w8SDIAhipAYgqh3D+hqSwUnPY8xjT9eL3R5xFg+r65CIQiAQiDHA+JKm4JkzGo29vb3DpODF0g87GPXXURNcTEzCEjq9Xq9UKpEoRSAQiLHB+JKmGIbxPK9UKv39/W02G6wWv5qlw7ZzKpVq5DZpCAQCgbh+GXfSFLuwXyCswbj62qG4buEql4tAIBCIn4/xKE2x/91J9SqD5CgCgUCMPdBOHwgEAoFAXC5ImiIQCAQCcbkgaYpAIBAIxOWCpCkCgUAgEJcLkqYIBAKBQFwuSJoiEAgEAnG5IGmKQCAQCMTlgqQpAoFAIBCXC5KmCAQCgUBcLtf9Xkjj6pOEaJd8BAKB+GVyXUpT8cPCPM+PKwED308Wm3+tq4NAIBCI/5/rT5riOM5x3ODgoMvlGvY50vEASZIymczb2xt9vhuBQCB+OVxn0hTHcZqmu7q6aJoeVzZeEY7j3G633W43Go0qler6Eqiw4z+O4+Pz3iEQiDHM9SRNcRzneb63t5emaYK4aPwUfB/mYglE8eM5oI88CWeGDfqeousSKS92ZmSG2AiD7cWsuJ4Xgnbe19cnk8koirqOBKpcLsdxnGVZlmWvd4E66p1CRngEYtxynUlTu93udDovIUoxDKMoSiKRMAzDcdzIX2Uy2bABHcdxqVQKIophGDhJURRFUQzDgDolCAKO43AthmE8z3McBz9JpVKCIGiaFoUofAnc0woNaTzzxy6MufAT/MtxHNRZPAkMyw3DMIIgGIYZGhoyGAzXy9jN83x1dTVN02azWa/Xj7w7o85gfiBwg354hsN++uGX8zwvkUh6e3u//PJLs9l8ww03kCQJEziJRLJnz55z587ddtttISEhYD65dKN+bLUvlsmo6S8xI7zepzIIxC+Q60maCoLgdrsvnYYgiJ6ens7OTn9/f71eP+xjohzHlZWVuVwuPz8/s9nMsiyIpYaGBpfL5ePjAydJkuzt7e3u7g4KClKr1RzHSSQSnudbWlr6+vp4nvfz81OpVHK5XBCEuro6t9sdFhYmkUhwHHc6nVVVVSqVKiAgAAoFKWKz2YxGY0BAAEhx+GI5juMdHR19fX1ut9tsNms0GlA3m5qarFYrSZJQZ41G4+/vP1INcrlc18XXUnmel8vlJSUl7733ntVqnT179p133inOZmCegWEY6Nkcx0GwFfa/n6GFM57tFWc2BEGQJMnzPM/zopzAcVzsQFFoEQQBkWtiWYIgkCQ57HKwbYCYhLqJchGmWS6Xq7i4OCwsDMqCnwiCaG5uzs/Pv/HGG6EgiqJIkoSJmpi5+Ll4+GlYuSRJwrVi14FhXDwzrB9GbebIfMQP1I8sFIFAXBGuJ2mKfd+ntnmel8lkhYWF//nPf+6///65c+fa7XZx9FEoFKWlpf/617+sVuukSZPuueceDMMIgrDb7Z9++mlnZ2dUVNTDDz8skUgkEsm5c+e+/vrr3/zmN4mJiRiG9fT07Nix49y5czAIut3uOXPmrFq1yul0bt68uaWl5Q9/+IOPjw9BEH19fe+8805iYuL9998vCIJMJmtoaHj//fctFktKSsqDDz4oilKr1bp3796TJ0/SNE1RlNvtTk9Pv+uuu2Qy2Z49ewoKChQKhSAIdrt94sSJ999/v9vtHqkn/ZydfSXBcfzcuXOCIAQFBRUWFi5btkyr1YIAcDqdSqWSIAiLxYLjuEaj4TjO5XJBL4HYEwTB5XJhGCaVSsU8aZrGMEytVjscDofDoVKppFIpaP8kSdI0bbPZCILQaDQURbEsC2XJ5XKJRGKxWOAngiDgcrVaDSYNDMNkMhlN04ODgxRFeXl5gc0A5JPFYlFewLMygEQiUSgUonkDw7ChoSGWZVUqlUKhgMzdbjdBEEqlEgwtYrkEQVAUBSflcjkIXalUyrIszOfgjGc/kCTJMMzg4CD0G1hTCIKQSCQ2m83pdMpkMpC11AWsVitN02q1Gtp4VW4+AjEuuM6k6Q+BoiilUgljmQhM8EtKShQKRWhoaE1NTU9Pj9FoFE24Go2mubn5+PHjCxYsAK1CoVCAgmK327/44ovS0tLMzMxJkybhOF5aWhodHQ0DvVQqBXegWJBcLhfHWRzHy8vLKYpKTU1tbGxsb28HG6AgCFu3bj127FhKSkpOTo5CoaisrPTz8xPzlMlkCxYsCAwMdLlcBoOBZdmr3Y9XCBCKQ0NDhYWFERER2dnZ77//fnl5+dSpUwmCqK2t/cc//jFv3rz29vZTp04plco5c+asWLEiPz//k08+mTJlyu23304QRF5e3vvvvz9nzpw1a9YwDCMIgkKh+Oyzz5qbm2fNmrVjx46BgYGQkBAwsWIYdvDgwZ07d8JcKjY2ds2aNYGBgR0dHa+99tqkSZNcLteRI0dUKtX8+fMNBsOmTZuGhobCw8Nvv/12f39/DMNKS0thkiSVSidOnHjjjTfK5XKGYbZt23bkyBGpVDplyhS5XD6qsVpctdXY2PjZZ5+1t7dzHGc0GleuXJmZmSmRSN5//32r1Tpx4sRdu3YNDQ2Fhobeeeed/v7+NE1/8803R44cYRgGHgCGYV588cVvvvnm1KlTjz/+eExMTG9v72uvvaZWq5944gm5XH7gwIFdu3Y5HA4cx2NjY1evXu3n58eyrJiPTCaD2eHDDz9sNBq//vrr48ePO51OX1/fm2++OSUlxdP1gEAgLocxuBfSyHWoYPgaHBwsLi4OCgqaNWvW4OBgRUWFRCIBaep2u6Oiokwm06FDh9rb26VSKX8BqVR67ty5ysrKCRMm3HPPPZmZmRkZGevWrUtPTwclw9MaKRYnmv7cbve5c+f0ev2cOXPcbndpaSmO4xKJpKqqKi8vLyYm5q677srJyUlNTf2///u/adOmifZPnudTUlJmzZo1Z86cuLg4sH9e5Z68Ukgkkrq6us7OzsjIyJSUFIlEUlhYCC2iadrpdG7dutVut8+fP5/n+a1btzY0NCQnJ0ul0qKior6+PhzH8/Pz7XZ7ZGQkWF+hK2iarqmp+eabbzIzM+Pj48vKyrZt2wbTJqlUGhERcf/998+aNevMmTO7d+8Gc6vb7d69e3dvb++sWbNomt68efPGjRuzs7PDwsIKCwsPHjxIUVRXV9e77747MDBw9913T5s2bffu3Tt37pRIJCdPnty2bZvBYJgxY0Z1dXV3d/elQ8BkMpler7/hhhvuvvvuoaGhzz//vLe3F6pdUlKyd+/eiRMnRkZGlpSUbNu2jaKowsLCL7/8csKECc8884zRaBwYGLj11lu9vb0tFovFYhElt8VisVqtcCyXyyMiIu699965c+eeOnUK6llYWLh58+bU1NSnn37abDb39fWtXLnS399/9+7dW7dunTBhwv3338+y7Pvvv9/Z2QmvwM//CCAQY58xKE1HRSKRNDQ09Pb2hoeHR0dHq9XqkpIScZkNy7JGo3HevHk9PT2HDh3yjADCcbypqQnDsPT0dLlc3tTUVFtbW1FR0dLSculhCMJVQB+FQnU6XXFxscvlIkmys7PT7XYnJCSYzeaGhoba2trKysqGhgaQMSAw9uzZ8/77769fv/7cuXPX7+pSqHZeXp5EIklJSdFqtampqaWlpV1dXfgFvLy87r333ltuuWXChAkMw7S1tXl5eU2aNKm1tbWpqclut5eVlYWGhiYkJHiGc4OBdMqUKbfccsvatWtVKtXQ0JDdbhcEYebMmevWrQsMDAwNDTUYDB0dHeAjJwhCLpf/3//932233ZaSkuJwOKZOnXrLLbesWLFCKpVaLBYMw0pLS/v7+9PS0qKjo9PT041GIzwq1dXVgiAsWbLk5ptvXrNmjejRHNlkOBkSEvLQQw9NmDAhICAgICDA5XKBNAV35syZM9esWbN69WqNRtPZ2YlhmMViYVk2OTkZnhaGYby8vKCx4GKHzD19sTNmzFi3bl1wcHBwcLBer+/t7eV5fmBgAMfxlJSUiIiI6OjooaEhnU5HkuSxY8fMZnNmZmZYWFhWVpbVaq2srITZyVV4DBCIMc8YtPSOBMaL8+fPkySZkJCg1+tTUlLOnj3b3t4eGhoKomtoaGjFihUnT548fvz4lClTwGcJl4Mq4OXlBZoTmIt9fHwee+wxUfJ5FidGrJAkWV5e7na7k5KSdDpdamrq4cOHGxoa0tLSBgcHJRKJSqWSyWS7d+8+ffq0t7e3Uqn89a9/rdPpIJOamhrQm/38/FJTU0f6TX/5QKRrb29vbW0tRVG7du1SKpW9vb02m62srAwCtViWDQgIgDggrVYrRtykp6fv37+/pKREEIS+vr4ZM2ao1WrPiG5wkwcFBcGBQqGAuYjb7f7Pf/5z4sQJuVxuNBrBOwu3iWEYPz8/CLrWaDRQNARJKZVKMKf39vYqFIr8/Pzjx4+D/9Xb29tqtdpsNm9vb5PJxHGcVqs1mUwXM5PC3T9y5Mi2bduGhob8/f3tdjs0UOyT4OBgnudVKhX4NXmej42NDQoK2r17d1tb27Fjx4xGo4+PD3YhagkuhCBzCLxyuVyfffbZ8ePHZTKZ0WiEommaTkhIMBqNu3btam9vP3bsWFBQkI+PT19fH8dxNE2/9957LMuCF3ZwcBC74H2/dJw8AoH4XsasNAV7L5h8pVJpb29vXV0dRVEbN26USqX9/f00TVdUVISHh2MYRhAEy7IKhWLu3LnV1dUHDhyIiYmB8QXHcW9vbwzDrFYrQRBZWVmBgYGnTp3yDEmF1TgwKonLYMC2XF5erlQqt2/ffuDAgcHBQZZlKyoqUlNTvb29WZa12+0cx6WmpgYGBn733XeeqzB5nl+zZk10dLTb7ZbL5S6X63oc78BpWlNT09bWZjKZWlpaYCiXyWRnz56dN28ezDxAqIgNhIPIyMioqKiKigqXyyWVStPT04dpURARBhFMonlcoVAcP3589+7dOTk59913X19f3yuvvCLOeEBwgizBLgi2YR0LMnvBggVLliyx2+0URUHQkEwmg3glkiRZlrXZbGazeaRiB24Fm832xRdfUBT15JNPxsTEvPnmm2VlZWKhOI6DV15co8UwTFhY2IQJE8rKysrKyjIyMhYsWGAwGMQ8YS41MDAABzKZ7PTp0zt27Jg2bdq6desGBwf/9Kc/QT4hISEpKSklJSXl5eWpqakLFizw8fEBtVuhUDzyyCN6vZ5hGNBxGYZRqVQYholLvBAIxE9jDEpTGKFkMpmXl5co8BoaGrq6uoxGI03TLpdLJpPJZLLi4uI5c+aIaUCJzMzMPH/+PMRDgkgODg4WBOH8+fOZmZmzZ8+2Wq3FxcWg7sjlcoVC4XA4Ojo6QDC3tbU5nU6tVqtWq6urqzs6OjQaDc/zQ0NDFEWp1erS0lKbzebv7y+VSiHBjBkzwN01NDQkNgHHcR8fn8DAQJqmGYaBSJNr16k/ERCWhYWFOI6vWLEiOzvb7XZzHPf66683NDR0dHRAJ48cx8FjnZOTs2HDBovFkpCQEBQUNOquHSMXDoH+qtFobDZbbm7uwMCAn5+fmMwzvWhFEP/leT4hIUEulxcUFMTGxvr7+9fX1+M4npGRERQUdOTIkaNHjxIEcfDgQZvNNqqZFJb3wIJmjUYjl8tPnTpVVVXlaasfVi4I9ebm5tOnT0+cOHH27NlgRoaZBwQ/HzlyhCTJAwcOiNo5rBbz8vJyOBwHDhyA2Z5EImlvbz958uTkyZNnzZoFS33cbrdGo0lJSdm/f//JkydnzZrFsmxNTQ3Y1T///HOFQrFixYrr8QFDIH45jEFpCosZioqK+vv7YU1CTk5OcXExx3HLli3Lzs52Op04jr/11luNjY1NTU1gu4MxnSCIefPmVVVV1dTUwPpRmqZTUlKioqLy8/NZlo2NjbXZbLBMguM4qVQaHx9fWFi4c+fO7u5ulmVPnTqlUqni4+MJgigsLHQ6natWrZoxY4bD4ZDJZP/85z9LSkoqKytTUlJSU1PPnDnzr3/9KyUlRRAEi8UCyjSGYXBw5MiR0tJSp9MZFBSUmZk56mYUv3Aoiurs7CwuLtbpdMnJyTKZjCAImUyWmpr6xRdfnD9/PiYmhmVZz+WVcC9ABiQnJ/v7+zc2Nqanp8tksmEbd4iJ4V84drlcaWlpUVFRR48ePXr06LRp05KSkkDSQBrPsmDZDHZh6wwwpYaHh991112bNm3629/+JpVKXS7XTTfdlJGRMXXq1IqKijNnzpw9ezYnJyckJGTkFAeqxDCMt7f3lClTjh49+vvf/z4kJGTatGkHDx4cWa5YJY7jDAZDQEBAbm7ud999x3EcQRBLly694YYbZsyYUVJScvbs2bNnz2ZlZcXExAwODjIMk5SUFBcXd/To0SNHjkydOjUpKclmswmCoNfrAwMDIR+WZSmKWrBgwerVq1euXGmz2fbv33/w4EEwVk+YMMFut3/33XdeXl4LFixQqVTXdbAbAnFtwUdOrn8CLMuCKelnBcfx7u5ucWQcCdjxDhw4sG/fPljBiWEYRVE33njj0aNHaZp+5JFHvLy8WJaVy+W5ublbtmxZuXLllClTXn/99dDQ0Ntuu41lWZlMtnPnzqNHj8rl8ltuuSU+Pp5l2f7+/p07d9bU1AwODpIkqdfrIyIiVq9eDetwDh48eOLEid7eXqlUajKZZs+ePXHiRIvF8sEHHwwMDPzmN78BnRiMkF999RVEvvT09Ozbt6+0tHRgYADDMBgEV61aZTabP/roo+LiYlBxHA5HZmbmunXrhvlNYTErrOj4WYHlKD8tDIogCJvN1t3dLZVKxQ0o4GRnZydo8B0dHUql0mQywWrdgYEBk8mk0WgkEonL5frLX/7S1dX10ksv+fj4ePop4WGw2Wy+vr4qlYphmNbWVoqifH19ZTLZwMBAc3OzWq2OiIgYGBgYHBwMCgqC+CaZTGY2m8Wy/Pz8QL3r6OhQKBRmsxnDMKlU2tfX19HRQdO0Xq83m82ww4PT6ayvr5fL5dHR0W1tbTRNi3t0QJV6enoGBwcDAgLAC1tfX8+ybFhYmEwma2xsNJvNKpWqo6PDbrcHBATAqpu2tjaKogIDAz/99NPa2tqlS5d6e3s7HI6tW7fabLYXX3zRYDD09PS0tbUplcqwsLD+/n6r1RoYGAirZpubm5VKZWRkZH9//9DQUFBQ0KefflpXV7do0SK9Xm+327ds2WK321988UW9Xk/TdFtb28DAgFQq9fX11Wg0EGQHFUCiFDE+gb3wLj+f60ya9vX1wbr7S6Sx2WwQ9AH2NDB/OZ1OkiTFffhwHHe5XBaLRS6Xe3l59ff3SyQS8I/CNoH9/f2wIl4ul0N0riAI/f39sCGAUqnU6XRgB4b1GLCMQSqV6nQ6uVzOsixN0xaLhSRJnU4nuscgZ6lU6u3tDbrvwMAARDkpFAoxJXwhR2yCVCrVaDQj1+EoFApfX9+ftc+xy5OmGIbBpgSg9g07CWoZ7DMFEUAgtDiOs9vt7e3teXl5O3bsWLZs2e233z7ScwweTVG1hRrCalRx2wcwDoODENYmDSsLLh/2E+QgbhsEqiQ4ROFJcLvdcPuG7fgIVYI6QJ6QBgzXYt0808C/g4ODjzzySHh4+O9+9ztBEAYHB9944w2lUvn000+DRxnKpWka/h3ZTHgO+/r6nnvuuYCAgMcee4wgiIGBgTfffJOiqD/96U9QHAwc8OhCYyUSCYZh4/BzTAgEME6lKegQl47HgdFT/Fc04QqC4LkHAgxkYGQT95nz/AnDME9LIIZhYsSKuKEuALs9QCbi6AyZjFoonBQu7FQnRnWKKT1DcrAL9sNhzeR53mAw6HS6n3tHpMuUptj3fQbA81e4WTKZrLm5+fe//z3HcYmJiffee69Wqx25Uf6wbIflc7H8Rz2+2L9iJpeu9qWrJKa/RLkkSX7zzTe7du1Sq9Vyubynpyc4OPj222+PiIjwlHOjNkc8D/J1+/btO3fuhN2Oent7g4KCbrvtNghnE8ODPds1akMQiPHDeJSm2AX73tDQkKi3jZpsZGTKpce+iw33o6YX8xz1px+YyQ8ctS9WHKwJ8ff3HzY+/hxcvjT9scAql4qKCoVCER4eLpPJxsA3Zy4NxC61trbC2lO9Xh8QEKBQKH7slwchn7a2tvb2dhzHf3I+CMT4YfxKU5Zle3t77XY7Ni4n1HC/5HK5j48PWKGvQolXWZpiFz7sI1xYYTlObrTn0p3LafiVygeBGA+MU2kqYrPZXC7XOHT2UBQlk8nUavVV28XmmkhTzOPzKVez0GvLSJvKT85H8NhUZFz1IQLxY7lS0vR6XSGj0Whgc6JrXZGrDSz5H7YR8Zjketyt4jK5UmJvvM1CEIhfAterNAU5Og6HDFA7rnUtEAgEAvE/jLvpPwKBQCAQVxwkTREIBAKBuFyQNEUgEAgE4nJB0hSBQCAQiMsFSVMEAoFAIC4XJE0RCAQCgbhckDRFIBAIBOJyQdIUgUAgEIjLBUlTBAKBQCAuFyRNEQgEAoG4XK7XnQUvk2u+JSHaHRCBQCDGEuNOmhIEwfM8wzDXUJ7hOE6SJEmS423X/h/ywdcrmPMvnJ9WZ3hmruAnAa7HrvtR/NgeG/MdgviZGHfS1GKx2Gw2juOurTQlCEKpVGq12qvwue9fDhRF4Tju2fnwHVOe51mW/cnZ4jguk8k4jvveTH5RX3mTSCQkSdI0fekHwLPOOI4rFAoMw9xu9xWpg+d3ZC+RDL61cD1+1ecn9BjcF/gu7M9ZNcRYY7xIU/iKWU9Pj81mw671J6tg9HS73U6n02w2UxQ1HgSqIAi9vb0Mw2g0GqVSyXGcVCpta2vbs2dPaGjozJkzR34X6GJagvjxTkEQpFJpR0fHtm3bYmJiZsyYAd+qG5aJmFihUAiC4Ha7f0gpl07gme0P/GlYtXNzc2traxcvXhwYGMgwDI7joxakUCg4jmMYhiAIjuO2bNkil8vnzp07andd4t+RjSJJ0maz7dy5Uy6XL168WCKRgOQeVg1IKZFI3G73yCJG7ZlL9OfldOYPKcszPUEQbrd7+/bt3t7es2bN4jju0jUUBIGiqBMnTpSWls6dOzciIoKm6YvdFwRiGNffZPOngeP44OCgzWYjCAI+ETpqMkEQeJ6HEXlUCQcJxJ/E9J7Ar8N+8swNZDlBEE6ns7+//2do7i8LQRAkEklTU9Mrr7zyhz/8YdeuXWDlJghiaGjo4MGDJSUlYP321NQhAUVR2AVjnXhAkiQcw4g5NDS0b9++8vJyuK2e9xf6GQZEiqKKiooqKiokEolYMRAV8On1Ue84VGNYAshWvHzY4wQ6HFwIx3Ch2Baodmlp6bfffmuxWDyz8mwvnMzLy2tpaYHzbrf7wIEDR44c4Xl+1HLhDFw+rOuG3REcxymKcjqd3333XV5eHshR8UKxvVDVwcHBY8eOsSwLPe/ZInCdjHpyZH/+5M6EnzwfD3i/Rt47sfOhgXa7fd++fUePHh12x4fVEA6gblVVVd9++21PTw9MXy7dIgRCZFxIUxzHaZq2Wq2Xnl3iOC6Xy5VKpUKhkMlkoDJ6vj+gUqhUKrlcDmcoioL0SqVSPJBKpRiGiVnBSYlEMvJVJEnSbrc7nc7r0Yb2w4ERuaCgwGazeXt75+fnDw0NQfeSJKlWq6F/nE4nKKzQUQqFgmVZu91OURQY6wRBkMvlJElCj8FJDMNIkvTy8pLJZJCGYRhRCwGtjmVZmUzGMMy777575MgRkiTBJkySpFwup2na5XKJd9yz5mAn5HkeEshkMkgAVmWJRCKVSqHano0Fq6lCoWAYBvRgmUyG47jdbocMIRO5XK5Wq0E+SaVSuVzucrlsNhs8hxzHyeXy/v7+N9544/z58xRFMQyjVCqfffbZRx99lCAIl8slijGYLkBLoWgMw+x2O0EQcrl85IMnk8lommZZVqVSQf/DeaVSSRAEPJNSqZSiKJ7npVLp8ePH3333XbDrQG4ymQxSgsYP56GZNpsNToI49+QSnUlR1MU6EzrE7XZzHAd3Ge6dQqGgaRqqKr5fEBIBBdntdr1e//vf//6hhx6Cd1kikchkMpfLxXGcQqEQJbFUKsVx3Ol04jju5eWlVquh8nK5/NItQiBExsXDgeM4y7Isy15CJQXBdv78eZg+q9VqvV5vNBrBpScqN3V1da2trRqNJj4+XiKRdHV1tba2ivFEMJn18fEJCgo6d+6c2+2G149hmMDAQD8/v2F1ACfipV1WYwBQEc6dOxcRETFhwoTPPvussrIyOzsbBjJQI7766qszZ84Yjcbly5fHxcUxDJObm/vdd9/ZbDatVpucnDxnzhylUllcXHzgwIGOjg69Xp+VlTVz5kwMw0D75ziOoqjm5uZPPvkkKSnp5ptv5jjuu+++y83NXbt2bXBw8AcffMCybF1d3VNPPTV58uSlS5dardZdu3aVlJSwLBsREbFy5Uqj0QjDN9RcEIR9+/adOnXKbrcHBgbOmzcvNjYWw7BDhw6dO3fulltu2bt3b3Nz80MPPeTj48MwjEwma29v/+STT+bPn89x3MaNG5cuXTp79uxTp07l5uZaLBaNRjNv3rzMzEzMw3qB43hjY+P27dvb29s5jjOZTPPnz09NTa2rq9uwYYNSqTxx4sSJEydWrFiRlpa2ZcsWlUq1du3ajRs39vT0/N///Z+/vz/P8998801paeldd90VERFx+PDho0ePWq1WvV6/aNGi5ORkz0aRJJmbm3v06FGO4yZOnAizFpjxHD58+PDhw1arlaKoqKioFStWGAyG3NzcAwcO6HS6t956S6PR3Hnnnf7+/gUFBfv37+/r61Or1bNmzZoyZQqO46WlpXv37u3q6lKpVMHBwcuWLdPr9fDMQ+n79+8/ceKEw+EIDAycO3duXFwchmGHDx8uKCi49dZb9+3b19TU9MADD5jNZpqmpVJpZ2fnp59+OmHCBLfbfezYMa1Wu2jRorS0NIZhXC7X1q1bi4qKaJoODw9ftmxZYGBgb2/vRx99NGnSJI1G8+WXX86YMWPKlCnbtm1Tq9W33347vLC7d++urq6WyWRxcXFLlixRKpU4jjc1NW3btq2trS0mJgbmHyDUS0tL9+/fL7Zo6dKlBoPhEiMJYjwzLqQpdsHCc4l3gCTJgYGBTZs22e12EKhSqTQjI2PRokUajYZhGAgY2bFjR3l5ube39wMPPJCQkFBeXv75558rFAqJRAIy22azzZs3LzQ0dNu2bT09PdgFI/Mtt9wSFhY2TD+G2fTYDnaAWUhVVVVLS8uECRMmTJiwYcOGwsLCrKwsMC3KZLJz584FBgaaTKbS0tK+vr4XXnihp6fno48+CggImD17dmlpaU9Pj1KprKmp+cc//kEQRHp6elNT00cffcTz/IIFCzx1L6fTWVpaqtPpYATv7e0tKSmx2Wx2ux00DLlcbjabvb29MQz76quvDh06NGfOHI1Gs3v37v7+/sceewz0FZ7n5XL57t27N2zYEBkZGRUVVVhYWFVV9fjjj0dGRvb29p4/f76rq6uzszM5OVkmk4leTJfL1djYuHHjRovFIpVKTSZTRUXFu+++GxQUNG3atPz8/PXr1yuVypSUFM/7TpLk4OBgQkKCUqnct29fV1dXZGSk1Wq12+0YhqnVam9vb7VazbJsSUmJWq1WKBRarXbr1q0TJkwICgrq6uo6dOiQWq329/c/ffr0hx9+GB0dPW3atO++++6f//zns88+GxYWBuFOCoWisLDw008/hRlhfn5+W1tbaGgoWE2dTqcgCFOnTm1raztw4ACO47/61a8GBgZA6pvNZvB5V1dXv/vuu3q9ftq0acXFxf/617/UanViYuIXX3zR3t6+cuVKi8XS1tYm6vo8zysUCujM8PDwqKioc+fOVVZWPvbYY9HR0X19fdCZ3d3dwzrT7XY3NjbW1NQEBQWFhoaeO3fuo48++v3vf282m7/88ss9e/bMmjXLx8dnz549PT09Tz/9NMdxTU1NnZ2dNpuNJEmdTscwTHFxsVarBbP2hx9+CDM5mqa3b98+MDDwq1/9iuf5DRs2VFZWJicnDw0NFRYWgmnX7Xb/97//9WzRqBYmBAIYL9L0hwDm1sDAwBUrVrhcrry8vG+//dZqtd59993gg2lubm5ubp4wYUJdXV1ZWVlsbGxSUtJjjz1GEMTXX39ts9nWrl0Lkbocx+E4rlarV61a5eXlRdO0yWRyuVxj26I7KjCJOXv2LEmSEydONJlMaWlpJSUl3d3dvr6+GIbxPK9UKn/72996eXn99a9/LSgoaGxsVKlUGIZJpdLw8PBFixaBAnf69OmBgYF77713/vz5ra2tf/7zn3NzcxcsWODZq2BKFT2jYIpnGMbf3/+GG2544YUXFixYsGbNGgzDWltbCwsLQ0JCVqxYoVKpOjs7z5w5097eHhYWBkYFq9V6+vRppVJ53333hYSEfPvtt//85z/Pnj0bGRkJdmO9Xv/oo48aDAYQwGLYrVKpHBoaWrduXWJiolKp/Oijj9xu98KFC7Oyssxm89/+9rdz586lpKSIFRYEITQ09JlnnmFZ1u12t7S0lJSUNDU1paamdnd3v//++zNmzJg2bRrP8xaLBRwNPM9nZWXt27evsLBw/vz59fX1/f39CxYsUCgU4CNcunRpQkKCSqX64IMPSkpKIiIioIY8z5eVldnt9tWrVy9durS6uvrPf/4zeC45jlu0aNG0adNAVyspKamvr2dZ9uabby4rK2ttbb3//vvBqLtjxw6LxXLLLbdMnTo1ODi4rKyssLAwLi4ODLYGg2HZsmUw+xT93Far9cyZM1Kp9L777gsNDT148OB777139uzZ6OhomUzGsix0po+PD1h6xM4Eg/Ovf/1rk8n07rvvHj16tL6+XqVSHT9+PDIycvny5Tqdrr+//9ixY42NjWazWaFQ9Pf333bbbZmZmQqFAuZhMpmMJMmKioqSkpJp06Y98sgjPM+/9tprx48fX758OcdxtbW1ERERjz/+uFQqffXVV0tKSsBRCq5ivV6/dOlSiqLcbrdYNwRiGEia/g8wssfHxxMEkZCQ4Ha7CwoKJk2alJycTBBEcXGx2+2eM2eOzWY7f/78vHnzjEajn58fz/Pbt2/HMCwmJsbHx8ftdoPpjCTJ+Ph4Hx8fGCUhPvBaN/GqAp6qgYGByspKqVR68OBBhUJhs9kGBgaqqqpAmjIMExoaCrP+oKCgwsLC7u7uGTNmLFiw4NChQ88//3xycvLNN98cGxsLATvBwcEsy+p0Or1e393d3d/fD8JMLFQMIoPRUIzoAX3F7XaDab2vr08QBLvd/qc//QnSy+XywcFBCHUBy39fX19QUJCXlxfLsgEBAQaDoaWlBcMwHMcZhsnKygoKCnK5XJ5NBo0qNDR04sSJPM/TNN3X1+fl5bV58+aNGzeCt8/hcGAXYkRByOXn5+/bt6+7uxsMjCBRBEFwOBwEQTgcDvCJgjiEIgIDA2NjY0tLSzs7OwsLC1UqVUZGhsPhsNvtMplsw4YNYFCBRkEp4FkAkRwSEsKyrMFg8PPzo2maIAiGYbZt23b27FmwoIBxmOM4mqahVgMDA9A5fX19Go1m586d33zzDUmSMplsaGhILpcvXbp048aNb7311tatW1esWDFlyhRRmtpsNovFEhgYqNFooDO1Wm1jY6PYY5mZmcHBwU6nc1hnMgzj6+vr7e3NcVxoaOixY8csFovFYmEYZmho6JVXXhHF29DQUEBAAE3Ter1+xowZmIftBw4GBgZYloXnhyAIPz+/vLy87u5ukiQ5jvP395dIJAzDxMbGFhcXg2N10aJFmzdvfvvtt7dt27Z8+fKcnBxY3yXarhEIESRNhwNREhzHeXl5RUdHFxQUdHZ2pqWlWa3W8vJyo9EYGRkZGRn57bffNjc3R0dHgy1OuLDoxeFwiD5Ul8v15ZdfQljNzJkzxYUQ17iFVxHR2dzW1qZSqU6ePAmmXZlMlp+fP336dAzDSJLs6+uDpahWqxXDMFBH7rjjjqlTpx48ePDIkSMbNmz44x//6OXlxfO8w+EARyxN09iFyFVPQAbgOA5+MgjzEQNHJRIJaK5gUdRqtXfddZe4plOv14NoAUuvRqMBUQR2QpfLBdfCGTESdeSyDalUCtUjCAJCfpYvXx4REeF2u0mShDg1uIqiqKGhoS+++ALU7gkTJnz88ccnT56EAF1IA1E28ESJpRAEkZ2dXVBQcPLkydbW1piYmICAANCqeZ5fs2aNr68vTdMQwyX65kHbg+Ad6Dqn0+nl5SWVSs+dO7dx48b4+PgHH3wQx/G//OUv0C2g+oPODXokBPKsXr06Pj4e8gFlffr06UlJSUePHv3222//85//+Pr6RkdHw7oahUKhUqnEznQ4HDRNiyYEaA5MgDwtDeDNtVqtYIi2WCyCIEBteZ7X6/Vr166F+ysIgmj+gQaCPcnzvnh5eUHkFJyHzoTZAIZhDocDnhl4o6HnZ82alZqaeuzYMWiRn58fOM55nh/z4Q6IH8u4Mzz+EMRVNGKkH0VRjY2NTU1NCQkJUqk0NjaW47ji4mII6Bfff3E9BnZhhWtTU1NNTU1dXR285+PN6QJdUVRUxLLsihUrXn/99Zdffvn55583GAy1tbU9PT1SqZQkyZaWlpMnT5aXl1dVVclkspCQkPb29tOnT/v4+CxdutTf399isbhcrtjYWIIgjhw50traeuLEidbW1sjISI1GA7ITSlSpVBKJpLm5+fz584WFhWVlZaL3DgRSR0dHfX19U1OTv7+/j49Pe3t7T0+Pr6+vSqWy2WxitDbLst7e3hEREa2tradOnYK/TqcTAmfEYO9LxLWJXuHIyEi73d7Q0KBSqcxms6h+QSbgn7Narb6+vuHh4Q0NDcXFxSAtoM7gC2xqaurq6vKUNBzHxcXF+fr6njx5cnBwcOLEiaD4RkRE2Gy2+vp6jUZjMpksFguseMEwjOd5iqICAgIYhsnLy2ttbQUfLUgXi8WC43hgYKBWqz1x4gRcCMIP1Mfy8vLa2lqapmNiYmiarq+vl8lkfn5+EApL0/SpU6dcLteiRYvi4uJcLhfYEsTODAsL6+zshBt38uRJm82WlJSEeeyyOarCB5OtY8eO1dfXl5SUSCQSX19fnU4XGhra1NQE/gKVSmW328Xo5VF1R0EQgoODzWZzfn5+RUXF+fPnS0pKTCZTQECA0WhUqVQNDQ1FRUXnz58/efIkPCoOh+PkyZMul2vBggWxsbEul8tqtTqdzs8//zw/P3+cLBNH/HCQbjoK4ksCc2G9Xk8QRFlZGY7jJSUlr776qtvtlkgkNTU1AwMDKpVq5BY8oB7J5fL7779fp9PBagpYgH/VW3PNAHtpb2/vuXPn9Hp9eno6xENSFJWWlrZ58+bi4uLw8HCXyxUTE7N169bu7m6KoubNmxccHJyfn//OO+9otVpYWDJv3jyVSpWenr5s2bJvv/0WDHGhoaGrVq3CLsT0CoLAsqyvr292dvbJkydfe+01nU6XlJR08uRJuKGBgYEQ/3L27Nlp06Y98MADa9eu/c9//vPOO+/odDqn0+nv7//MM8+IozDP8ytWrOjq6tq0adPXX38tCML8+fMnT54srusYdTAVI3UxDCMIgqbpmTNntra2Hj58+NSpU3K5fGho6IEHHggODoYcGIbR6XQpKSmnT59+4YUXdDpdYmLi2bNnIbfIyMiAgIBDhw7t37//lltumTt3LsdxoDIyDGMwGNLS0nbs2BEWFgaBu4IgLF68uKOjY/fu3YcPH5bJZP39/c8//7zJZAJ1jWXZiRMnnj179tSpU3l5eQkJCWFhYbAuBWTz8ePHz549GxYWFhMTA1oa3K+GhgaIn3ryySenTp1aX19/9OjRs2fPqlSqvr6+Bx98MCUl5YsvvnA4HBqNxmKxJCUlxcbGwjMPIbIrVqzo7u7++uuvt2zZIgjCnDlzoDOF/13DPQyIftq/f/+GDRsIgpg/f35oaChJkrfeeuvHH3/8/vvva7Vap9NpMBhefPFFKGhYWB/8C77z//u//9uwYQPYhyE02mAwQKdt27bt9ddfNxqN0dHR+fn5cMmXX37pcDi8vLwGBweTkpISExMbGxshWjg9PX1c2ZkQ3wt+RaZXLMtaLJbLz+dnAsw7HR0dFxNmYJpraWl55513AgMDf/Ob35AkWV1d/eGHH9I0/dvf/tZkMr388ss2my08PJxhGKlU2tvb29HR8dBDDyUlJTmdzr/97W8Wi+Wpp57S6/XgZPrLX/5C0/QzzzwDIuRiS3R4njcYDDqd7hcb2QtmOnEZ6I+6EKxztbW1CoUiPj4eBk2Konp6empqagICAvR6fXl5eWxsLMuyZWVler0+Pj4eFJ26urrOzk4Mw4KCgqKiokRdsKWlpbm5WaFQxMbGqtVqnufBCO/j4xMWFgYCrLS01GazRUVF6fX64uLisLAwo9GIYVhvb295eblMJgsLCzMYDODThVmRl5dXZGSkXq8XmwlmYZfLVVdX19vbazKZoqKi4BFqa2traWkJDw83m83ibRW9rZWVlWq1OioqCvIBuzGsrcJxPCgoKDg4WCqV1tbW9vX1RUdH6/V6u91eXFzscrkSEhI0Gk1xcXFUVJS3tze0t7a2VqPRREREqFSqkpISiqLi4+OxC3pbbW2tTqeLiYmBmsBq2pqamo6ODpIkg4ODg4KCPNf8SCSSwcHB8+fPSySSrKyspqYmCCeWyWStra1VVVVqtTo1NbWnp6erqys5ORnipEpLSwcGBvz8/EJCQmCpaENDQ0tLC8dxEHALNoampiaapn18fOLi4uRyuWfnQBRPfX19T0+PZ2e2t7c3NTVFREQM60ypVNrc3Pzyyy/HxMTcdtttoEpGR0eD0i+VSgcHB6urq/v7+1UqVWRkpMlkcjqdlZWVEK8A6qnb7Yb9OhISEqAOvb29dXV1sCZK9BnjOF5eXt7V1ZWQkODt7V1UVBQVFWUwGMAiJbZIoVA4nc6CggI/P7+IiIjx5rgZq4AN8vLzQdIUwzxe3X/+858wE+/t7a2urqZp+sYbb1yyZMmxY8c+/PDD9PT0++67z+12q1Sqo0ePfvLJJ9OmTbvjjjucTudrr73W39//3HPPgTQVBOHll1+2WCwZGRnwBqalpSUmJg7b0w4b09IUIAgCIozAj4hdGFjBvcdxHGjtopcL9lMFM7uYXrwWu2CwxTAMdmkA6zrsigeuLPFajuNgOwiWZeGmQLkYholnYM88yBlODms7+OHEaggXdhECoTVyhoRf2PnWs72i1wC7sCMBSDWI/eE4TiwFwqakUinsEwvJwE4LZ8DJJ+46C9snCR7bJQ4rbqSHz7PVYGUBa7NnWSBjQP7BVZ6bY4ByfLEWQXoI6B22HgzuFIjnS3em+Er+9a9/DQ4Ofuqpp0DH9exVz3sHW0CIt16s9rAzns8ALPUWS4QGDntmRrYI7hTElyFROja4UtIUWXr/HziOe3l5ORyO/Px8lUqVmJg4efJkiDNqbGyUSCSpqakwELjd7ujoaF9f39bW1oGBAVj/p1arPW+JSqVyuVywZx54xVJTU10ul2ca0cN6DVp7teB5HjyFnt5llmVhIMMvbECDYRgM+uJOcqJ/cZgPTNwmXjwPRYj/itd65g9AueJPYJAXDfUjnW1wu10ul+iKE6sKg+nIewele/4EByCuPEuBhogbHw6rsxj7A2V5/uTZmZ49eeniPBslthpUebEaYlkEQUDOYkGe1bt0iyD9yP07xXfnh3cmz/M2m83pdIJsG9bMkfdO7Eax2sPOjHwGxLI877J4B0e2aOT9RSCA8aKbOp3Ojo6OS6SBlxPeKIhRFFdwYxgGu7gpFApP7dbhcAiCIJfLIUYRVteI7xgshBfHd8/Nz4YVajKZNBrNWNVNEYifALyGFovlxIkTWq120qRJ6PFD/EwgS++PQxCEjo6OkYbWYYjCUgyLwC9spI6N2LRI1KKECx+r8kwwzKosRoGOLBEWuv1iBwskTRHXCrAMY1fuC3QIxEiulDQdLyGmsM0Y5hGvOyr8BbD/NQSJJ0cmFi6sEB8ZSejJqOVyHKfVapGgQiBGBZYXD9vSAYH4ZTJe/KZghjUajX19fcMiTa4VBEEYDIZfso0XgbjmiN+AQyB+4YwXaYphmCAIGo1GJpPZ7XbPj3ZdfSBaUqVSwXejrlU1EAgEAnGlGEfSFMMwWHsgxvpfq2qIoUlIlCIQCMTYYHxJU+zi0UBXuQ7XtgIIBAKBuLKMlygkBAKBQCB+PpA0RSAQCATickHSFIFAIBCIywVJUwQCgUAgLhckTREIBAKBuFyQNEUgEAgE4nJB0hSBQCAQiMsFSVMEAoFAIC4XJE0R14zrdzcoqDnswuF5fAUzv1K5XU4d0DYjCMQPZ9zthSRybUeKcfWpYRiXxSaL32QmSZKiKPg89fWFVColCIJhGNirUjy+IpnLZDL4cPc1lKkSiYQkSfhG97WqAwJxfTEepemwL49eK34JexxeBXAcVygUI8+zLGuz2YaGhkwm0/U1t8BxvL29fXBw0M/Pz8vLq62tbWhoyN/fX6VS/bQbKu7bDP82Nzfb7fbAwEC5XM7z/NXvHIIg+vr6urq6zGazTqe75ooyAnFdML6kKY7jHMfZbDaapq/hGIHjuEQiUSqVUql0DA9VgiCQJGmz2TZu3OhwOCiKwnFcEASO4xQKxY033rhly5YdO3a8+uqrsbGxTqcTFFZRqBAEIU44PL816zkLESdGnic9E1/sVzjzQ4oTP3YrqtdSqXTv3r3ffvvt448/np2dvXPnzkOHDj311FOZmZkulwvzkItiPiAUcRwXDzyrByog9A9BEF9//fW5c+f+8Ic/REVFOZ1OgiCGNVOstufH7T1F8sgihl07agLswkd5lUrlmTNnPvzww3vvvXfJkiXi50U9rxVzE8u9RLYIxHhgHElTHMcdDkdfXx/DML8EpZCiKJ1Op9FofgmV+ZnAcZym6bNnz9psNp7naZoGu6i3t/fixYvT09NlMpnRaOQ4Ti6XEwQBCeBal8sFNk8Mw1iWZVkWBnEwQkIat9uNYdiwkzzPMwwj1kEQBCjU81dIP6w4MRnHcQzDgGyDLw4BDMOwLIthmEQikclkkNjzGGpCUf//awWTNtDOeZ5nWRYOPKsnk8nWr1+v0WjWrl0rCALUTSaTkSRJEIRSqcRxHJqJXbAwi+1yu91iJRmGgUs86+95L0a9dtj9guqJeUJDcByXy+ViGrgXFEVRFCW2hSRJiUQi3hEEYhwyXqQpDEldXV2/nBk0x3E9PT04jnt5eY1JgQqWAI1G8/zzz8vl8n379m3atGn16tUzZ850u91qtVqtVoeGhsK9KCsrczgciYmJZ86cGRwcDAkJSUpKqqmpqaqqksvlaWlpWq2WYRipVNrR0QGJQ0JCEhISMAyjKKqrq6ukpMThcAQGBvr7+xsMBvEWSySS9vb2kpISmqYDAgL8/f1NJlNDQ0Nra2tmZmZxcXF7e7ufn196enpHR8f58+cJgkhKSjKbzTzPO53Oqqqq5uZmh8NhNpuTkpLAnOup7HoeS6XS/v7+kpISsP0mJSWBQDp58qS3t3dUVNSJEyd4np84cSKovARBnD9/vqCgICgo6ODBg3q9Pjk5GfRUnudPnz7d2dkZHh4eFxcH6dvb2+vq6np7e2UyWXR0dHh4OIZhg4ODRUVFSUlJLperuLhYIpGkpKQYjUZPgYrjeFtbW0NDQ09Pj0wmi42NDQ0NHeYTJUmyuLi4vr4+KipKoVAQBAGFMgzT1NTU0NBgs9n0en1iYqKPj09zc3NlZWVISEhkZCSGYRaLpbS0VKlUpqWljcmHGYH4XsaLNBUEob+/3zMW5poDNbFYLAqFgqKosToGEQQBH2kH/Ukul3t5eUmlUqlUumfPnt27d7/66qtpaWlHjx4tKCiIjIysr693Op0KhSIzM7OiosJisdjt9okTJ95///0KhaK0tHT9+vVOp1OpVFosloULF65du7a1tfXNN98cGhry8vLq6emZMWPG3XffzbIsaKXNzc1vvvmmw+FQq9U9PT2zZs1at25dQUHB1q1b8/Ly6urq7HY7juOTJk1qbGzs7u52uVwhISFPPvmkwWBoa2t76623BEGQy+V9fX0ZGRn333+/Wq0eebPgTGNj4/r167u6ury9vfv7+6dMmXL33XfLZLL//ve/KpUqLCxs27Ztc+bMmTx5MsuyEomko6Pjs88+43m+s7Pz008/zcrKAmmE4/gXX3zR1tbmcrlwHF+3bt3UqVN5nt+1a9fBgwfNZrPVaiVJ8oEHHsjMzOzu7v74449jYmIGBwf7+vqcTmdERMTjjz/u7e3tqdDv3r374MGDvr6+VqsVx/GHHnpowoQJbrcbpKZcLs/Nzd2wYYMgCF5eXiaTSS6Xg7h1uVzr16/v6+vz9vbu6+sLCwt76qmn3G73xx9/HBUV9dRTT2k0mvz8/H/+858333xzdnY21PkaPGoIxDVlXEhTgiBcLtf3vuSisc5Tf/V0m0EyTwfexc5gF3f1DSuRpmmXyzVW1VOAZVnwEIPjUBAElmVlMplCofD29gbtTa1WOxwOkiRffvnlo0eP7tq168SJE4888ohOp1u/fn1ZWVl3d3dYWNimTZsYhnn++ecjIyPfeeedAwcOzJo1q6Ojo76+ftGiRevWrevq6vIMEiZJsq6urq2tbeHChevWrWtra4NfYQbT09Pz+9//vqKiYtOmTSdPnly9enVGRsb69evr6urq6+t9fHx8fX1/97vfmUwmlUr17rvvnjlzpqGhITk5edSbJQjC7t27m5ubn3nmmbS0tC+++GLr1q3Z2dkZGRne3t4NDQ0Yhj366KPR0dEcx+E4zrKs2WxeuXLl+vXrMzIy1qxZg2EYWHoHBgbi4uIeeuih06dPf/bZZ4WFhRMnTiRJcvny5XPnzo2IiMjPz3/77be/++67zMxMHMd1Ol1dXd0999wTHR39wQcflJeXV1dXT5o0CdRT6PYVK1bMmjUrOjo6Ly/vzTffzMvLS0tLgweboqihoaHDhw8LgvDQQw+FhIT8+9//drlcJEkKguDt7f3QQw95eXn5+vp+8skne/fuLSoqmj59enZ2dmFhYUdHh1qtLi8v9/HxycnJEV+fq/RsIRC/GMaFNMUuhFeMGs0Lo4nFYlm/fr3b7QaPGnie1Gr1I488kpeXt3///mXLluXk5NTV1X311Vc2my0rK2vx4sU0TZMk6XA4NmzY0NXVFRUVtXr1apIkN23aVF1dDYEtLpcrJycHEo86yoz5RQjDTOueoSueqzZpms7KyjKbzcnJydu3b4+JiUlOTpbJZGFhYU1NTRzHWSyWrq4uhUJx5MiR7777zmKxuN3u+vr6mJiYwMDA48eP9/T0LF68OCUlBXQyDMN4ng8LCzOZTMeOHevp6VmyZEl8fDxUg2GY5OTkwMBAqVS6fft2pVI5adIkHx+f6Ojo2tpaCL1hGMZqtRYUFAwNDfX19WEY5nA4Rm0jRVEOh6O1tVWr1Z45c6a4uLizs5Nl2ebm5oyMDI7jpFLpHXfcERcXx3EcVA9W12i1WjjQ6/U0TYMo4nl+0qRJJpMpNTV1+/btTqcTzL9ut7uqqurw4cODg4MURVmtVijd7XabTKbs7GyZTBYTE1NWViaGDom4XK7a2tpjx45ZLBalUulwOECo8zxPUVR/f39vb29YWFhycrJKpQIbONwslmWdTue5c+cGBgY6OzulUung4CCGYRkZGdBSo9FYUlISHR0dFBR0Pa53QiCuCL+ItSJXgUtofjA9JwhCp9OZTCaO49ra2jAMMxqNWq0WolI7OjocDgcsK+zq6urp6Tl37hyckUql9fX1VVVVPT09AwMDkKfFYuns7FSr1b6+viaTaVTboFirMayV/ihIkgQdHaJgtFothmEQXAMnxekITdNWq9VoNM6ePRvMkk8++eSkSZMaGhpeffXVr7/+2vOSsLCwJ598MiMjo7q6+uWXX962bRuGYTC1MhqNoiIlkUgUCgUYh6E+giBs3LjxlVdeqaysNJvNWq0WQpBGApmAmITgJjA7L1iwwN/fH9Q1mUym1Wppmh4mb8S5lLi4k+M4tVothqdJpVIQxlVVVS+99NLmzZsJgggMDPT0ifI8bzKZoCCJROJpSuF5XiKRVFRU/OUvf4GeCQgI8Ewg5kDTNDyogiCo1WrR+7Bnz54XX3wxPz9fr9f7+PhwHAcBX+Bdrq6uzsvLc7vd6enpcrncswMRiHHFeNFNLw3P82q1+v7771epVNu3b9+8efPMmTNnz55tt9shpFOMhyQIgqKo8PDwjo6OlpaWmJgYnucrKiqUSqVSqRSHZoqipFLp2rVrIyMjXS4XwzAXU0zHDyAjhymporUAx3GSJEmS9BQSIuDb0+v1EDh68803G41GDMMgPNtqtQYHBz/00EPV1dX/+Mc/Tp06tWDBArVaDSqg3W4PDw9/9NFHy8rK3n777bNnz65cuRLMy2JxnmWBCJFIJDabraSkxM/PD3yQb731lqhVj6w5z/MqlUqn0/X29i5ZsgTigziOA3VTdCJAymE9Q5Kk2+0G6QWPEETnevYVSZIQ3LR27doVK1YUFBSAXUSsAyywgUs8r4XSz58/39vb+6tf/WrRokUFBQU7d+4UA49hHqBSqbRabUNDg9VqVavV1dXVELgrCEJeXp5Wq33wwQfDwsI++ugj0caj1Wqzs7NPnjzpcDh0Ol1qaipYYnp6esxmM5ojIsYbSJr+/4ClUSKRiPoBTdMMw4A09RwaWJYNCwsbHBwsLS1NTk7u7e0tLy9PTk5ua2sT9QwYFpuamsBKZjQa1Wr1GF5a+kOArvBU7xiGcTqdYuAo2DMxDINBWdThGIaBGYlEIlm4cOFnn3324osvpqamulyupqamF1544dy5czt27EhLS3O5XAMDA0lJSQqFguM4iB46fPjwkSNHkpOT7Xb70NBQXFwcqI8ulwsqM2y5CMuyULpMJvP29q6rq/viiy+cTmdTUxOschm15qBDz5gxo6qq6q9//Wt6ejqGYU1NTXfeeScsG3W5XMMEDIgxvV6vVqsLCgpeeeUVo9F4zz33uN1uMXOoG4hk0KTz8/N7enrq6uogGmBkd3Ec59nP0C6TyURR1KlTp1pbW+Faz1WkDMOYTKb4+Ph9+/a99957SqWyo6ODJEkINTCZTI2Njd988w1JkuD9hVUxPM9nZWWdPHmyoaEhJyfHx8eH5/mvvvrq0KFDf/jDHxITE2Gx7JV/khCIXyRImv4/LubeG5aGZVmIz6ysrGQYprm5eXBwMCEhobGxETQnQBCEzz//nOd5h8Nx7733TpkyBSzDV6kxvyRA4TMajWlpaQaDQQxHCggISElJAeuin59fSkoKWHoVCkVycnJwcDCGYYIgBAYGpqSkKJVKnufnzp2r1Wq/++678vJyqVSalpYmlUr9/f11Ol1BQQFJktOnT1+8eDHsigfiKiQkBMQVQRDz589fsGABhmE+Pj6pqal6vR685nFxcVKpFOrp6+sLNZFKpWvWrNm2bVt9fX16evrSpUu//vprqKG/v39ycjIcBwQEJCcnazQajuMmTZqkVCqPHDkCXvOEhASQMTExMVarVSKRDLOvMgzj5+e3evXq3NzcoaGh2NhYDMOCg4NZlgVTh1QqjYuLM5lMNE1PnDixvb39/PnzXV1dt912W3l5OYSpKxSKxMTEkJAQ6C6TyZSSkqLT6cRgOpqmp0yZ0tvbe+7cua6urjvvvLO4uBi2yxDrw3HczTffLJFIysrKQkJCVqxYsWPHDsjk5ptvFgShra0tJibm17/+9fbt2+E8TdNRUVHBwcGDg4NpaWkSiYRlWV9f3/DwcC8vr2uyixMCcQ3BhSthkGFZ1mKxXH4+PxMEQdjt9o6OjksLMzDW7dy5c9u2bWvXrp05c6bD4YAz27dvv/XWW+fNm1dVVfXGG28sXrxYo9GAknTw4MHa2tr77rvv3XffhehHgiA++uij0tLS2bNnGwwGp9OZkJDg5+cnhsYMK9RgMPyS92+D8VoqlV7mowKGXJZlxZZSFAWuaDCBir/iOC6RSERF0DMZhmEymUwQBIjKwTDM7XbDfr8QU0MQhLjVg1jusF/B8+dZHGQlbkQg/iROjwiC4DgOLud53jMNVE9sF0hlcKCCJBN9mRfbNgQCnuHhpGnas72eXYHjuFQqFQ2wkBVE7Xp218h+xi5svwWdJlzA004AtwAkIqx2hbkI9BXE04GZGloHG260tbW99tprFEX98Y9/hPsCPQk36HKeFgTiqgHv7OXng3TTHw2MdLGxsTKZ7MyZM7W1tdHR0eLaPs+UU6dOjYqKcl1gnE/VQchhHguKQHrh/7vbEXbBvCn+5JkMwzBxD0IxN8+dkoQRu3OM+qtnZUDNGrUmIyNUR6YZVj2x5p6N9cx/JJ77B4HQFRN7dgVYdKF0z/TDumvYZAIQ0wy71vMYZKdYc/G8+C9UDCYHg4ODn3/+eXFxcVdX17p167y8vOAJF7d5GudPO2IcgqTpcC4WLCOegYgYHx+fsLCwo0eP8jyfmpoKisuwCBrwm8Jy0rG9g+APYVSz+cV+vcRPnuE/Iw8uUYrnrz+wuIuJhB9S8x+Sz/dW5vLr8wPrgF2k5qNeCIb6pqYmtVq9dOnSGTNmiI5nJEQR4xYkTf8HmFw7HA7PIA7xDAwiTqfT7XbDwr6zZ89GR0eHhobCSVHJoGna4XD85z//wTDM6XTOmTNnzZo1o+6MikBcX4C2ajAYnn/+ebCio715EQhs/EjTHyLGQHBGR0ffdNNNsIupeObGG28MDQ11u93e3t7Lly8PCgpyu92pqakMwwQHB0skEoZh5s2bB58eEwQhOzs7LCwMfEgsy4aEhIzqRkLTecR1ChhaWJZlGGZ8xtYhEMMYF1FIIBTb29tBQF4iJURRSqVSt9sN8R3DzpAkKZfLWZaFBYJyuZxhGNjsFJaug2cLvgHiWfrF9oiBIFKVSjXmo5AQCATiF8iVikIaF9IUwzAcx/v6+iwWy/fOo0dGsgw7I36icuR57IJXb5hoHNWfh12IIjabzVeiiT8XSJoiEIgxDIrp/dHodDpYF38x2QaM/HXYGc8omFHPDzseFXETOL1ej+NXZk6DQCAQiGvFeJGmoET6+vpaLBb4cvU1tKziOA5WYp1ON2xFPwKBQCCuR8aLNAVwHNfr9d7e3hdbR3/VqkFRlLjO/VpVA4FAIBBXivElTbELm4DL5fJrG0kr7mWDQCAQiDHAuJOmABJmCAQCgbiCoIViCAQCgUBcLkiaIhAIBAJxuSBpikAgEAjE5YKkKQKBQCAQlwuSpggEAoFAXC5ImiIQCAQCcbkgaYpAIBAIxOWCpCkCgUAgEJfLGNy9Ycxsy4C+e4pAIBDXC2NKmuIXuNYVuTIIF7jWFUH8FMQv9/2EC7Ef8Bmii13yEy5HIBCXz9iRpgRBuFwul8t1bXe0v1LAzvgymUyhUGDXv8LtWf9hn4+9+tW4CkXjOK5QKDiOY1n2x14Ld5ym6R9+0z0vgWO32/1jy/VE7KhRDzw//evZmSMTX04dEIjrizEiTQVB6O/vt1gsY0mZg8HIy8tLr9eTJHn9tgvHcYlE4ilBWZZlWfbqj7YUReE4/hMk3I8Cx3GXy1VcXOzv7280Gn/Ut/8EQTh58iTHcSkpKXK5HBTcS1/CcdyJEycYhsnMzJRKpZWVlSzLRkdHX84DQ1EUSZIMw0CPMQxDkiRFURzHwXnIXCaTcRzHcdywqyQSCYZhDMP85AogENcdY0GaEgTR19fX399PkuQljL3i4DLs12GDjue8e2TiS+fmmdUl8hk2ux+W87CfBgcHeZ43mUyjVuMXDnwRvbOz84svvnC73TzPe3l5RUZGTpkyxdvbGwSqKDDg8z5wIZz01GJhnjTs5CWuxS70M/wEfwcHB91ut16vxy6oUOK9GLUszOP2eaa/hHrN87xCoSgqKvrTn/60cuXKdevWORwO8XLxEvEAZK1YT57nN23aZLfbX3rpJZVKBV00rGmelSQIgmGYr776anBwcMKECW63+7333rPZbG+++aZarWYYZmRXDOulYW3neV4ul+/Zsyc/P3/dunX79+9nWfauu+6yWCxffPFFQ0PDtGnTli5dimEYRVGfffYZTdN33HEHy7JyufzQoUPHjh2777779u3bZ7PZfvWrX13Xs0AE4kdx3UtTHMedTufg4CBJkuLJUV9gcUAZJt6GiUDxXzi4hNSEMXrYqDRqudhFbGIXu8QTkiRtNptCofD29r6GXzj/yRAE4Xa7q6urMQwzm83V1dWnT58uKyt7+OGHpVIpyB4xMdgnCYKQyWQ0TUulUgzDaJrmeV4qlUKHQze63W7RqglAMoIgwMQKzwOkd7lcOI5LpdIvv/ySYZjHHnsMwzCXyyV+ZRYuBI0ZwzCSJMWvuENxHMeBokZRFOTJ8zxN0yMFKoi3qKiop59+OiQkhGVZiUQikUhYloWyoDi4VhAE+Dig2C673a5SqUTZplAocBwHEy50C8/zoBpKpVJx7qhUKuHBlsvld999N/Sq+BdqBW0ULcDQdXBS7EBxujA4ONjY2EhRVEdHB9yInTt3FhcXT5gwYevWrQEBARMnTiwrKztw4MCDDz5IURQ0x+l0VlVVyeXytrY2l8sF9+uKPk0IxC+XsSBN7Xa756AwKgRBwPAEo484rOA4DsOuOCxyHAcjF+6BIAieQycMak6nUyKRiMYu8RJIw/M8nASNGf6FX2HCzvM8/IT9r/4KFRhWf7vdrtForlivXV2gE4KDgx9//PHBwcH333///PnzDQ0NSUlJTqfz8OHDVVVVBEEkJSWlp6eTJNnR0XHw4MF58+YNDQ0dPXp08uTJiYmJ9fX1Z86csVgsBoMhOTk5PDycoqjCwsLCwkK32w36rkKhsNvtW7ZsiY2NVSqVx44dw3E8LS0tJSWF47hjx46VlpZqNJpPPvnE19d37ty5/f39+fn5zc3NDMP4+/tPmzYN1FaLxXLs2LG2tjaZTKbVaoeGhiZMmJCWltbb23v8+PG2tjYvL6/JkydHRESMFKggjaxWa1dXl0wmCwgIaGlp+e6772bNmtXU1FRcXOzl5ZWTkxMUFMQwjFQqraqqOnv2rM1mM5vNqampfn5+PM+DCOR5fvv27RzHzZ8/X6VSdXR05ObmhoeHT5kyBcOwpqam48ePO53OyZMny2Qyi8UCJtmenh6XyxUdHU2S5NatW81mc2BgYG5uLsdxCQkJmZmZ8Hjn5+efO3cONHWYl8ybN08mk0ErVCqVSqVSq9USiQRekObm5tjY2FtuueX8+fO1tbUTJ078+uuvk5OTJ0+eLD7YKpVKIpEolUqVSkWSJEmSohEYgRjzXPfSFMOwS7+xMIs/evTokSNHQIyZTKaUlJQJEybAWLZlyxZBEFiW5XleqVTeeeedBoPh/fff7+/vFwRBpVIFBARMmjQpODiYYRgQmSdOnDh58uTAwABFUSEhIQsWLDCZTJ9++mlra6uotcyYMWPlypU7duw4fPiwl5fXjTfeGBkZSdM0x3FvvvmmwWD41a9+9d///rekpEShUJAkCeKWZdlVq1YlJiZ6DtM4jo8qYq8jQMbIZDKz2ezt7S2G53z55ZfffvttREQEwzBHjhxZs2bNsmXLuru7t2zZ0tvbW11d3dvbm5WVVV9f/9e//tXhcAQFBZ0+fZqiqNjY2AMHDmzYsMFoNHp5eR0/fry2tvb++++nafrAgQPHjx9XqVQgWk6cOPHkk0/6+/sfOnTI7XaDR9PpdFIU1dvbu3XrVqPRKJFITp06VVFR8fjjjxME8fHHH58/f3769OlNTU0HDhyIioqaPHny4ODg22+/3dTUFBUVVVZWduLEid/85jexsbHDBKogCBRFtbe3b9iwYd68eVlZWR0dHTt37iwtLWVZlmGYrq6u0tLS3/3udzqdLi8v74MPPuA4zs/P79SpUz4+PiEhIeKN5nn+wIEDNE3PnDlTo9H09fV9/fXXs2fPnjZtWkdHxzvvvNPe3u7v719XV2exWERX5e7duwcGBnJycnAcP3bsmMPh0Ol0NE339/fD9GLSpEknT5589913IyMj/f399+7dK5FIFi1aBG8HPMCRkZEcx0ml0oyMjAuh5QLMijiOk8lkpaWlDQ0NL7zwQldXF8dxZrOZ47jg4OBFixYRBJGRkYGcpojxxliQpt8rZnAct9lszc3NERERCoWioqKisLDQarUuW7bM5XK1tbV5e3sHBgaC7wfMU93d3X19fZGRkQMDAzU1NUVFRQ8//LCfnx+GYbt37961a5dOp4uNjbVYLBUVFbNnz8YwrL+/v62tLS4uTiqVulwusNFZrdb29naKog4cOBASEgLmxM7OThi2FAoFaAaNjY1KpRLqINoDxxIEQVit1iNHjtTU1BQWFvr5+YWEhDQ0NBw+fDgxMfG5555zOp1//OMfDxw4sGjRIqlUqtVqKyoqFixYkJaW5ufn9/HHHw8MDKxbt2727NldXV0qlWpoaGj//v1eXl7PPvus0Wj85z//efz48cWLF+v1ep1O19XVtWrVqsmTJ//3v//dtm1beXl5fHz8rbfe+sc//jE8PPyhhx7ied7tdkdHR7/++utqtZogiL/+9a+lpaX9/f0URZ09e3batGn33ntvTU3NX/7yl/T09Pj4+F27dpWWlt5xxx0rV66srKx86aWXjh8/HhsbO2p7JRKJVqsFaypFURqNxmq1PvvssxqN5q233qqpqeno6NBoNLm5uTab7bHHHsvMzGxra9Pr9cNks1qtFs+QJOnt7Q3qY15eXktLy6xZs9atW1daWvree++BVRzHcS8vL1FZ1Ol0HR0dS5cuXbhw4Y4dOz7//POqqqrJkycXFhZKJJL77rsvICDAZrM1NDQsXLhQLpfTNA2W6tjY2ISEBLfbPWvWLPBlhIeHHzt27KuvvnK73b6+vhs3bpw6dWp5efn27dulUumNN944ffr04ODgiIgIt9s9depUDMNomv75nywE4pfCGBy4RwViSnNychYuXHj8+PEPP/ywpKRk7ty5cD4+Pv6+++4DVxxN0+AhU6vVd9xxh8Fg2LBhw7Fjx8rLyyMiIsrLyw8ePGgymR588MHAwECY8ut0OnCPyWSye+65x2w20zTtcrncbjfk4+fnV1ZWdu7cuUmTJrlcLqlUKpFIeJ5ftGiRQqFoamp65ZVXQkJCHn74YVCRxeCRsYEgCCRJdnV1ffLJJyzLhoSE3HTTTXq9vrCwkCTJwcHBV155hSCIoaEhl8sFGr/D4cjIyLjpppswDHO5XPX19UajMSEhAcdxHx8fqVRaU1PjcDhIkvzwww9xHO/r6+M4rrOz08fHx+Vy+fj4xMTESCSSiIgIQRDAeiG6PEXh1NXVdeLEiYaGBpZlu7q6wFDs7+9vNpvb2tra29srKyutVitoZu3t7UqlsqioqLKyEmz4nZ2dbrfb05vr2WRPc4Lb7Y6Li/P39ydJ0s/PD8Ju7XZ7e3t7cHAwxN/6+vpiI+JgRasvZCXm2dPTIwhCamqqVCqNi4szGo0DAwNiGJEY2cSyrFKpTExMpCgqMjJSKpVC/r6+vjRNV1RU8Dzf1tYGNZTL5WK5DMOAZIWXQiKRLFy4cGhoqLq6etWqVRaLpa+vb82aNW+88QZo7Zs3b05PT1cqlXBTRDcKdhnrbhGI64vxIk3FuCG5XK7VasEVKgb1WK3W2tpat9stlUohehbSQ6AHx3E8z4MPqaKiwmq1zpkzJzg42GazEQQByiV2IcayqanJarXSNK3T6dRqNZQyY8aMbdu2HThwICEhgaIonufhEp7nWZaFIVK09I69cQeGdX9//zVr1mg0Gr1eD0obhMZoNBpwoMbHx0skEgicARs7mEbFwDFsRJiYRCKJj49nWTY+Pp4kyYCAALhZGo1GJpOJcWdieuyCB50kSZfL9eGHH1ZUVMyaNSs7OxsMpBzHeXl5rVq16uOPP3711VcxDJs6deqMGTOgaJ7n/fz8/Pz8aJpOSUnR6XRilKxnJUfC8zwslSEIAtKLT6DozscuueUCjuMWi2VYGBpcBYtYRi2dZVmtViuXy4fFzc2bN6+srOzLL7/UarUURd10001iiLWYs2ecAcuyer0eDOmCIPzud79bsGCBQqFwuVyTJk3q6ekpLCwcGhoCtRjziEIAAww85Jd4QhCIMcA4kqYkSdbX13/55Zd5eXkulys8PBzGa/Cevvzyyy6XKzQ09He/+x2GYTiOu93uTz75hKbp1tbWpKSkhIQEp9Nps9kEQTAajeKaRZZlPcOJP/jgA5CR999/f2BgIBh7AwMDZ8yYsXHjxhMnTsyZM+e69oD+NHAcV6lUcXFxYOsGTSgoKAgE6ty5c+VyOcdxFotFrVaLMWUwlEskkoCAgLNnz5aVlZnN5t7eXo7jTCaTWq22Wq0ZGRmBgYEYhg0MDHh5eQ0NDZEk6RlE5hmARlGU3W632+1SqbSnpwdUw3vvvddms1mtVrhQEITq6mo/P7/Vq1er1eqgoCAwovr7+7tcLp1Ot3z5cgzDHA4HLKxkGEYM9/Vsr2e5w4LawE2uVCrNZnNVVVVNTc2ECRM6OzsJgjAYDKLElUgkFEVBeK1arS4qKsIuCCpIVlpampGRUVxc3NfXJ84exMsxDINjUTSK/7a3t/f29i5btiw+Pl6v1/v4+Fxa2oFAhSnO559/TpLknDlzOjo6MAyz2Ww2mw1u07AHG6KiiouLAwICjEYjEqiIsc04kqYURRUVFblcLrVavXDhwrlz54KZjuO4wMDAjIwMt9vt7e0N6WGy39/f39PTo9Fo7rjjDpVKBcoQdmGNIDaay3bu3LkQ/2IymcT1lG63e8aMGSdOnMjNzU1ISACBMfZ00IvB87zdbnc4HG63G0JdSJKkaTo8PHzOnDm7d+/+zW9+Exoa2tHRERQU9MQTT/A8b7PZwFoIkc+zZs0qKyv7/PPPDx8+3NbWtmjRojVr1ixatOjTTz997rnnIiMjnU4nTdO///3vcRyHRSZwa1iWtdlsYN7UarVBQUFFRUUvvPBCQEDAfffdZzaba2pq/vSnP4E9E+QiyJ7m5uavv/6aoiiCINLS0ubPnz958uRz585t3rw5Ly/PaDTW1NQsWbJk5cqV27Zty8vLe+CBB8LCwkRPIRhy4V/PYwzD3G43/CuVSqdOnVpbW7t+/XpfX9+2trbbbrtt1qxZdrvd6XSCMTklJeWbb7557733dDodrLRxOp0YhmVlZR07duzw4cMVFRVgQbHb7ZC/0+l0OBzQfIfD4XK5REOI3W6HxUIURblcrkOHDp0/fx705iVLlkCY8cUeS0EQZDJZdXX1/v3777jjDqVSCTFTX375pdvtjo+PB3+HZ0y7QqEoLCz8wx/+sGLFigcffBCC+H6uhwyBuNaMF2mK4zhN0wsWLIBYR61WCx5KmHQHBATceOONsL2AzWYDa6FEInn00Ufz8vK+/vrrs2fPzpkzB8Mw2Jaoqalp+vTpMN5h/xtUPHfuXLAEWq1WGFygCB8fnzlz5nz55Ze5ubljMs7oYnAcp1ar58yZo9frRXUNuxCovHr16sjIyPPnzw8NDSUmJk6ePJnnea1WC2oT2FHBrPrkk0+ePn26v78/Ojp6ypQpDMNMnz7d19f3zJkzPT09Wq12woQJYHucPXs2mOV5nvf19V2+fHlUVBTLshqN5s477zx06BDDMPHx8V5eXnfddVdubq7dbp84cWJISMjevXsNBkNPT09fX19QUJBWq+V5vr29/fPPP/f3909PT3/wwQdPnz5dU1PDMMycOXOys7N5ni8rK4OCRCMnx3FGo3HhwoUxMTGw88aiRYtiY2PBypqYmCiRSMC8AWty8vPzofkpKSksy+bk5DAMAwbS5cuXe3l51dfX+/r6zpgx4+TJkyqViud5s9n861//+uDBgzRNL1q0qKurq6qqChZcTZ482eFwiIECDMPAnkp6vX7hwoXR0dEcx9XW1mq1WoPBIJFIHA7H0aNHXS4XLMO9GHDj+vv758+fP2XKFLfbrVar77///j179kilUggJHmYr5jguKCho8eLFEyZMEAOjEIixyujulh8Ly7IWi+Xy8/kJQDAIuDBHTQBz6v3793/99dd33HEHrGIEz5xcLi8tLf3ggw8SEhJuuOEGCLvQ6XQYhr322ms2m+25555TKBRvvvlmR0fHb37zm+jo6Obm5r///e8ul+uWW26Ji4sbGhrq6uqKjIxUKBTr16+vr69/8MEHITJToVD4+fl98803mzZteuaZZ+Lj461W63vvvdfS0kIQRFBQ0G9/+1u32y2TyZqbm19//fWYmJiHHnpoVOUAFvkEBAT87L05GrAYUSqV/uRHhSAI0OlH3TxWXOOIXdjWQLSaiumhB8RbLPrhQC0TL3e73TiOe+75AMslIbgMwzCJRCJm4nK5xMWUkCcU+q9//evo0aNvv/220WjEMOzAgQPr169/+umns7Oz4X559kxvb+8f//jHmTNn3nTTTU6nU8wc9uHDPPaIgDrAU+fZBM8MGYbheR7OQGKxOZ41dLlc0HZxm3uYtEF3eV4uHvM8L/ZqXV3d73//+8WLF69duxbDMJvN9tRTT/n6+j733HOj7kfh2V6ZTCYWBPYeyPNiW0VCP4j9j0D8Ahk2jPxkxouSxDCM0+l0u90Mw3h6OiHwp7i4uKSkhOM4lUr129/+1mQyQUQurG1ftmzZ22+//d///vehhx7y9/dfuXLl5s2bP/74Y5VKRdM0SZJPP/20Uql0uVxOp/Pdd98VBMHlci1evPiOO+6gadrhcECYpUKhmD9//r/+9S+bzeY5uAiCAIbKa9Q3Pzuw0wV2kSgb+AkQVXkY1sX0+IX9gDyTYRd2RMIurGcFr6dYFvjtwJ4P6T0zgaUgYreDkFAqlbAO6oMPPjCbzYODg7W1tVlZWXFxcRAPJdYWZIlEIrn77rthzyPP1kEToFzPYxzHnU6nuD3IqM337CvPEqE54k9iW8QQJDjveblnV4C7WiqVKpVKX1/fEydO2Gw2lmXb29tpmp47dy7+v3sfjgS6SAy8gjyhSuIdGQYkuNivCMRYYizopl1dXVar9RK6KUVR1dXV5eXlKSkp4v41cL6rq6uwsBC/EMovlUqzsrLUavXRo0dpmp46dSpoEmfPnm1vb4eAF4IgWltbKysre3p6jEZjYGBgaGgoQRB5eXkDAwMgp1mWjYyMTElJKS4uLisrmzZtmtFohHEnPz+/u7vbaDROnjwZtA2LxXL8+HGDwTBx4sRRDWKgEwQEBFyT8KXL102vI8DPffLkSdgnSKFQJCQkTJo0CeyuI28NqN0Mw1wvlkzw/Tc1NR0+fLirq4skSbPZnJOTEx4ejvZbQIxPrpRuOhakqcVi6e3tvXSAA0RwwFpSz44jSVK0pIGIhagN2D1VjOCQyWSwig5CeSE3iEeFHVxB4Il7fIMaAZEmUqkUgkqgXNggguM40YwJ63Y8zwwDNos3mUxIml4dPK2v2AVL6cXet+tuPSUIVM9A9IvtOYxAjAeQNP1/cBzX3t5+6ZWasBxw5Kg3cpngqJ9cFpfD4x6f74CfxJMj1wLiFzbZ95T0YrKRJ0edEEC1/fz8xFWDV5lxKE09v+uCjcUvb4uvg/h8IlGKGLcgv+n/g6Iog8HQ3d19CS3hx54fNoAO+3fUq0Ydc0emHDXZJczUgiAYDAbxYyCIq4Cnv/ba1uRnQnwsx2oDEYirz1iQprCo3M/Pr7+/H6Iix4YWBfGQ3t7esD71WlcHgUAgEBdlLEhTDMPA0+nn5ycGGY4BwKeLX2TTOAQCgUD8chgj0hS7sC2RRCIRo4qud4QLXOuKIBAIBOJ7GDvSFEDiB4FAIBBXn7EWrIhAIBAIxNUHSVMEAoFAIC4XJE0RCAQCgbhckDRFIBAIBOJyQdIUgUAgEIjLBUlTBAKBQCAuFyRNEQgEAoG4XJA0RSAQCATichlruzdgFzZFGgOgHckRCATiemFMSdPr6zOTP4Qxs7WT+NnXkSdHnh9LjNrwK17EqF8b/IHXYj+yep6XXOJLgj83191nZRFjnrEjTXEcZ1nW7XaPmV3vKYqSyWQSiWQMCFT4NvWwyQFBEARBCIJwxb+QcxVk2A+BIAiJRMKyLMdxP18pJEnCQ0LT9I+9Fj6rAJ+7/wmXKBQKDMNomr7KjyiO41C02+3GfjG3GzHOGTvSdGhoaGBggOO4MSB7ABzHCYLQaDRarfb6HSlwHOc4zm638zwvk8lkMpl4g1wuF03TJEkqlcorWKIgCBRFkSTpdruvVb8JgiCRSOrq6o4ePTphwoS0tDS32/1z6HAEQVit1u+++y4kJCQxMfFHiW2SJPfu3WuxWObNm6fT6ViWvUR3gfrL8/yBAwd6e3sXLVrk7e194sSJoaGhqVOnymQyjuOuTm8TBEHT9Lfffuvt7Z2dnc3zPMwnaJoGhfUq1AGBGMlYkKYEQVgslt7eXvwC17pGVwxBEPr7+zmOMxqN1+MsAYRKZ2fnRx99ZLFYkpOT77rrLrfbLZFIrFbr+++/39nZGRwc/MADD5AkKWoYMGpj/6ttiMZMz5/gEpBSMJIKgkCSZEdHx8DAQFxcHCT2TCbaRT1z9vx1WBM8v4g36tfx4CTP8wRBiMcYhpEk2dbWtnnzZqVSmZ6efunbJ17u2TrPk4IgjBTGMEHp6Oj48ssvp02blpSUBE0TWzSsscMylEqlR48ebWtry8nJ0ev1l76PkCHLsidPnqyqqpo1a5ZGo9m/f397e3tKSorZbAZBPupt8uycS5RyidLFPOGJstlsX331VXh4eHp6OkVRVqu1qakpIiJCoVCgLwEjrhXXvTTFcdztdg8MDPyoif+oHruRJ0cdOr83vedAP+zaYSapH2KhIknSarUqlcrr9JvhYIHv6uqy2WwlJSU9PT0Gg4EkycbGxtLSUoIgQDEFKQgaBnytlmVZUVvCcVwqlfI8T9O0TCbjeZ5lWQzDRB2UIAi5XE7TNI7jEonkv//9b09Pz+uvvw76ikQigWSex2LOFEXBUwTGAGyEa3CYNBqWgOM4kiQVCgVN0+Kx0+mE6qnVavETgcPEiefzAJfzPC+VSgVBYBiGIAiFQgF1lslkUMNhfUsQhNvtDg8Pf/HFF7VarehKhO/MQ3qZTCZagBUKBcMwHMdBKRiGKZVKlUolNnDUqQPIXdG0C48ilPKrX/3K7XYbDAa4UwRBUBTFcRzDMKCtchwnNgSOPWXtyK4YtRrirYeeZBhGq9W+8MILMpkMbOlnzpzZuHHjX/7yF41G43K5xtJ8GnEdMRakqc1mgxf1h18CryUMW+J5mUwGBzD6iOM7TPBhpi8OTGImPM8zDAMvsEQiIQgCxh0Y6DEP4QqSAMMw0U1FURRFUd/rVxMEwWazqVSqH9UzvxygH6Kiotra2urq6kwmE47jBQUFJpOJoigYYUHC7dmz59y5czzPx8bGzpkzx8fHh2XZbdu20TSdkpKyZ8+eoaGhqKiopUuXent74zje29u7d+/empoaiUSSmZk5e/ZsHMe3bt1aXV2tVCpffPHF4ODgtWvXdnZ27tmzp7GxkaZpf3//OXPmJCQk8Dy/ffv2gYGB5cuXb9y40e12JyUlnT59evbs2RMnTsQw7MyZM7m5uVOmTJk1a5bT6ZTJZDt37iwvL1+xYkVMTAyO48eOHTt06NDy5cuTk5M3bdpUUVFhtVo1Gs2UKVNycnIwDAM9FSRHSUlJbm7u9OnTp0yZQtP0N99809raumrVKn9/f5qm9+3bl5eX53Q6w8LCFi9ebDabWZbNzc09efKkw+Hw9/dPTk6ePHnysCkayLmmpqa9e/eGh4cvXbq0ubn5iy++mDNnTkdHx5kzZxQKxaxZsyZOnMiyLEEQp0+fPnbs2MDAgI+Pz7Rp0zIzM6F6IL02b97c2tq6bt06g8HQ2tq6cePGgICAVatWYRhWVla2Z8+ewcHBKVOmwBMLBvzjx48PDAzceOONJpPpo48+UqlUsbGxu3btcrvdcXFxS5YsUSqVPM/v37//9OnTdrsdJlIkSd5xxx1eXl4sy8rl8pKSks2bN8+ePXvq1Kkcx+3evbu4uPjOO+8MCgravHmz1WrNysravXv34OBgRETEkiVLfHx8LBbLnj17jEbjypUr8/LyDhw4IJVKP/roI5lMdvvtt5tMJvGVRCCuGte9NMUwDNSUHwIIOavVunXrVqfTGRwcvHjxYnjxYDTp6upSq9WrVq2Cd97pdB46dKi6unpwcNBoNCYlJaWnp2MYRpJkZ2fn3r17XS7XxIkTMzIyXC6XVCo9fPhwbW3tDTfcYDabz5w5c+bMGYlEwnEcy7L+/v5TpkzZtWuXVCq98cYbpVKpRCIpLi7Ozc2dMGHCtGnTLuG1AvXuivXXtYCm6dDQULvdXlRUNHny5KGhodLS0pSUlLq6OpZlYbKyadOmffv2xcXFqdXqXbt21dXVPfLII2q1urW1tbCwsKCgwM/Pz+1279y5k6Ko2267bXBw8IMPPqiurp4zZ47FYvnPf/7DMMyCBQuqq6uhUKVSCVody7JVVVUhISEajebw4cNNTU3PPPOM2WxuaWkpKiqqrq5ubW2dOHGin59faWkpjuNZWVk4jh85cqSkpGTlypWQG0mSer3+1KlTgYGB8fHxdrv98OHDjY2NYCNtaGjAMCw9Pb2goOCDDz7w9vbOyMjwtDP39fUVFBTExcWBclZXV1dZWblkyRKSJPfs2bNp06YJEyaEhYXl5ua2tLQ8//zzVVVVH3/8cUhISHZ2dkFBQWNj47Rp00D5FnsV+s1ut586dQrMoXa7vbi4uLm52cfHR61W19TUNDQ0+Pr6hoeHnzhx4r333tPr9VFRUY2NjRaLBftfC0ptbW15eTkU4XK5zp8/73A4wF794YcfguX89OnT3d3dYB7AMKy8vLylpWXJkiU4jjc0NDQ1NZ09e9ZkMvX19W3dupWiqNWrVx8+fPjf//53Tk7OtGnTNm/eTNP0LbfcAlIWwzAcxy0WS15eXkJCAkEQPM9DJqtWrcJxvL29PS8vr7i42M/Pj2XZXbt24Th+9913Mwxz+vTp8PDw5cuXt7S02Gw2kiRlMplSqbwmAcYIBDY2pOmPcsbgOE7TdGlpqc1ma2trmzp1qkqlIgiio6Pju+++c7lc3t7eYFsbGhr697//XVVVZTQaDQZDZWXl2bNn6+vrb775ZoIgnE5ncXGx0+ns6ekJDw/XaDQYhrW0tJSUlCxevJiiqO7u7oKCArPZrFQq3W43RVE+Pj4kSR46dCgsLGzGjBlWq3Xv3r2NjY0wpF5aXl7vS2XAhhkfH5+fn8+ybF1dHbhRKyoqQMtva2s7ffp0YGDg7373O5VK9f777+fm5lZUVEycOBFslTk5OTfddNP58+ffeuutpqYmQRBqamqKiooWLVp0++23Dw0NtbS0nD59euHChffcc8+zzz5rMBieeOIJQRDcbndISMjLL78MYnVwcPDMmTOdnZ1ms1kul7tcLrPZ/PDDD+t0OplMlpSU1NjY2N3djeN4Y2NjYmJidHQ02F1Zlk1OTo6JiTl//rzT6ezu7q6trc3Ozg4JCeF5/oknngDzpre394cfftjc3JyRkeHZAxRFKRQKUNMxDIOALIlEYrfbjx8/bjQa7777bqPRiOP4tm3bmpqawGLh5eWVmZm5cuVKMJ+OOt8CUypYSnAcl8vlFEU98sgjJpPpvffeO3jwYFdXV0RExNGjRwmCuPPOOzMyMsCAPMx/LJVK5XI5nAHLuUQiwTCsvLy8tbV1/vz59913X09Pz1/+8he73Q7JZDKZQqGAY6VSyTDM7NmzFy1adObMmTfffLO1tRXDsIaGBkEQli5dGh4eXldXd+rUqejoaLlcDsZwDMPANk5R//9YJJFIxDzlcrnb7c7Ozr7lllsqKipeffXV1tZWMXINLD033nhjeXl5R0cHdKDb7b50OBUC8TMxFqTpj4UgCKlUGhAQYLVaa2trMzIyCIIoLS1VqVSiD4miqMOHD1dUVOTk5KxatUqhUPT29n700UfHjh2LjY2dNGkShmFyudxgMHR0dBw5cuSGG27gOE4ikYAyBCY4QRDmzZu3aNGioaEh8M8tWLCgtLT06NGjU6ZMKS0tra2tnTt3blxcnNPpHPPvP47jSUlJ+/btq62traqq8vb2joqKcjqdKpWKoqi+vj6n05mcnCyRSHiej4yMPHr0aGNj48SJE0GJiYyM5Hler9er1WrwCHZ2dqrV6oKCgtOnT4MH0cvLa2hoCKz3YIGnaVoul5eXl+/du7euro7nebDAw9wF/p07d25QUJDD4ZBIJJMnTy4oKKiqqpJKpV1dXStXrpTJZE6nEwz4Wq02OTl5586dLS0tlZWVLMvCw9PV1bVv376SkhK73Q4aEtRhmB4p2lTBxQDBqP39/TRNMwzz/PPPQ1isRCJpb2/PysqaNGlSXl7e008/nZ2dDQYPEKgjHxVxsgXu1YSEBJVKJQiC0WiEKHeO4zo6Onx8fIKCgsCFeYlMIL0YHj80NMTzfHh4OM/zarU6KCiouLhY9F+IkzyGYdRqdVhYGM/zZrNZzD86Ovrw4cMHDx7s7u4uKiry8vKSyWQg8MTiQLTDAcdxolcV5H1ERATP81qtVqvVgncZ7h1cDs3BMMzhcIhrdYSfugAXgfjJjEdpCoasiIiIrq6uioqKzMxM0FaDgoLsdntnZydJkg6Ho7a2ViaTzZ4928vLy263BwQE5OTk1NbWlpSUgFfM7XZPmzatsrLyyJEjEyZMgOFeHFzgwOVyDQ4ODg0NwUw/ICBgypQp+/btO3ToUHFxsUajmT59+vVuxf2BMAwTGRmp1WpPnDhRXV2dkpKiVqth1OM4TqVSQawmSZIEQTgcDs+QH4qiwIjnOT6CnJs0adLs2bPtdjuEF3l5efX29mIX1nqSJGmz2T777LOmpqY777wzPT1906ZNoKWJOYtBMaB9+vn5FRUVEQRhNpuTkpJEwQOjf1ZWFngBu7u7jUZjfHw8z/N79uzZsWPHsmXLli1bVlBQ8K9//UvUQYcBsU6CIPT29oInHhzzarX69ttvh8BmkiR9fHwUCsWjjz5aVFT07bffHjt2zOFwPProozAV8JQ3I+F5HiYow2J5SJJkGIZlWbDTjmrqEEV+f3+/y+WCXoK/EOolOk1HvVYikXjaWnEcZxgmKyvr7Nmz+fn5jY2NAQEBy5Yt0+v1ontFTAn9DMYDUU8Fk8al7beQD1g4pFIp2IFgwvSzLvNFIIYxTqUpx3FKpTIiIqK4uNjtdvf19bW0tNx4440FBQUwnA0NDdlsNm9vb7VaDW8+TdM+Pj4URdntdqfTCa+rUqmcN2/eO++8c+DAgfDwcM9Rhud5pVJ55MiRY8eO2e32adOm3XjjjQzDTJ069dy5c+BzXbBggb+/v8PhGPPOHhjKQR89efIkx3Fr164V110wDOPv7280GisrK8vKykwmU2FhIY7jsbGxkMCzY0HnEAQhLCxMJpO1t7crFIrw8PCenh6r1QrWVFiF2dTUBNGkg4OD/v7+EyZMcLlclZWV4oYYYrZQBMMwRqNxwoQJ+fn5giDEx8cHBAR4Rv8yDBMaGhodHV1QUMBxXEZGhlardbvdFotFLpenpaWp1eqysjJPUSpqSKAslpeXwxyuu7vby8uLYZjAwECTyVRTU+NwODIyMmiabmlp0Wg0TU1NLpcrJSXF19e3oaGhp6cHNPK+vj69Xq9UKocFwXrG5Q47hnlJWFjYiRMnTp48OXfu3Lq6OoqiUlJSII24ZJNhmLNnz8pkshMnTkDgEoZhZrNZJpMVFRVlZmZWVFTU1NTI5XLR6zlquWLfUhRVXV1dWlq6YMGC7OxsMP9g/6u1y+VymUxWWVnZ1tbW1NRUV1cHQbyj5jmsOJCjMpnM4XA0NzdjGObl5dXZ2ZmXl5edne3v74+svoirxniUpvAGsiybnp5+5MiRjo6OlpYWDMPi4uJOnjwpDp0QE4F5+GXFIVj0LQ0NDc2dOzclJeXs2bNgKxaVBigiICAgKCjIZrMFBwcLgsCyrNlszsnJ+eabb/z9/XNycobFlYxJIJ4ZVPCUlJSTJ0/GxMSEhoaChRNsd0qlcu3ate+///7rr79OkiTP88uXL4+NjYV1Mm63W7TgQVawMuTmm2/eunXrc8895+3t3d3dPXXq1OjoaJ1OFx4efv78+WeeeSYyMvKJJ56Ij4//7rvvnn32WS8vr+Dg4J6eHtBaGIYRcwZ4ns/JycnLy3O5XNnZ2eJ4Db9yHKdQKLKysj7++GONRpOVlQXKU2xsbEFBwfr16ymKioqK8vb2Bqcgz/PgocQwLDo6OiwsrLq6+oknnjCZTNHR0aLledWqVf/+97//8Y9/6HQ6MH2/+uqrdXV1H3zwgdFoxDDMarVOmzbN29t748aNW7Zsef7555OTk0W/I/iGwbbseYxhGHQUNHbhwoUNDQ3bt2/fu3fv4ODgrbfempKSAv0PbczKyiorK9uyZcuWLVvi4+P1er3T6RQEITk5OTs7Oy8v74knnggJCfH19W1qaoL8xcuHHXtWQ6/XazSab775Zu/evQzD+Pj4rFmzJj09HSapDMNERETEx8dXVlY+/fTTBoMhOjq6qKhIzHPYrRfj7eHhgQ6Mj48vLi5ev3692+1+8803i4qK/v3vf0skkuDgYBTci7hqjEdpCnAcFxISolAozp8/39raGh4ertfrwdwEhke1Wt3R0WGxWEwmE/jDOjs7WZb18vKSy+XiWnXwhlZWVh44cMBoNIp6CdiT09LSVqxYAZ4nl8sFl0RGRlIU5e/vr9Vqx/zbzrKsVqu95557TCYTx3ETJkx48MEHITiLYZjbb78dFskwDJOYmPjCCy/U1NRYrdbg4ODo6Ghw4M2ZMyc5OdnHxweicm677TbY3I5l2SVLliQkJNTV1TmdTh8fn5iYGJqmKYpat27duXPnWJYNDQ1VKBS33XZbXFycy+WKj483Go1nz54NCgriOG7WrFnJycm+vr6gwcAUys/PT6lUajQakOXDdCMwXapUKqlUGh4eDgJjzpw5JpOpo6MjMDAwKSmpsLDQ29ub47jIyMhHH300PDyc4zidTvfb3/62uLgY7MkURZWWlhqNRoZhYmJinnnmmcrKyr6+PoVCERUVJZPJJkyY8Oijj/b09BAEERISApVpaGgIDg6OjIwUJ2Esy5pMpnvvvRdWE5lMpoceesjX1xd+yszMNBgMUVFRLMtGRkY+++yz5eXlVqtVr9cnJiayLHvDDTc4HA7wR06ZMsXHxweilFNTU6uqqiD0SS6Xr1u3Li0tzel0ZmdnOxyOmpoaLy8vnueXLl3qdDo1Gg3LsitWrIAgPpZldTrdQw895OPjQ9N0bm4uRVFLlizRaDQWi+XQoUObN29OTU3FL6zW1Wg0Dz744Pnz51mWTUhIUCgUxcXFJpOJZdlZs2YlJib6+vpyHKdWq9euXQuBUUqlct26dSqVCmwe8+bNM5lM/f39JpNJq9VmZmY+8sgjaWlpSDFFXE3GqTQF55Ner4+JiTl+/DjHcUuWLIGoSFCM1Gp1XFxceXn5vn37NBqNWq2uqqo6evSoTCaDtxT2mIVVkpGRkVOmTDlx4kRPT49cLhdVWIqiHA5HV1eX1WqFACUoHYzJw/SeMQlYEZVK5YwZMyAsyMvLa/bs2XBMEMSUKVPEVbxgSzebzdgF5QMySUhISEpKAp+fUqnMycmBXyGWJzw8PDIyElKCq0wQBI1GM2fOHOxCLJJSqZw9ezb8y7LsjBkzIDdYlQHHsF+dzWb79ttvW1tbb7rpJlDOPI3w0ByNRjNt2jTswiaxQGZmJhy43W7QWVmW9fPzA7ENq4D0ej3UChyfs2bNAr0cZO3UqVMhB6izWq2ePHmyeIbnebvdPjg4mJ2drVQqxYpxHKfVamfOnAlXQcPhmOO4sLCwyMhIsVsMBsPMmTMhT0iQkZEBXgwIAkpISEhMTIR7kZKSAj+xLKtQKOBClmW9vb2DgoLgkvT0dEjjmRW4UaDD29raduzYMW3atDVr1mAYZrVaz5w5A5HD4mvCMIxOpxvWM1C9+Pj4xMREuEFyuVx8WqRS6fTp08XHgKIosa9omjaZTIsXL4ZWj+33C/GLYjxKU0EQwPcpk8mio6NPnz5tNBpjY2MZhnG5XA6HA97w6dOnNzY2FhUV1dTUeHt79/T0YBg2b9682NhYeIftdjuM+KA/lZSUdHZ26nQ6eIfBwpabm3vs2DGapoOCgu69917QXGFkHLm1zVhFEAQIWgZpJB5jGOZ5DN0OXerpIYPeFuOGhl3iueW6eB4EmHjG818oFHITc4YY7KKiovXr1zscjqSkpLlz517MbDCsCYDL5RLjSOHOgvYsRuGK/4rVEB2Tnj9hHs5O0ZYLZ6RS6a9//Wtvb2+apj1lvGd9htUN+nNkBcQ8wY4q5iaaVaFjL9aBMBMS0488httEEIRWq01LS4OgLYlE0tLSQlHUTTfdBNNZ8SZerGeG3Xqw7oAk9mwm/AtNgLVMFwt+RiB+PsaCNP1R7wyMmxMnTgwMDHQ4HPHx8dOnTzcYDGBzS01NhZgg2H3t7rvvLiwsrK6uttlsMTExiYmJ8fHxYD5SKpWTJk0SvaEmk2nZsmUlJSVqtVqpVMJ2DTk5ObDeg+M4Hx8f/MJOdWq1Gq794TsFwtBw/S459Rz9L3aMXeSbesNO/oRLRv477DwIDH9//yVLluh0uvT0dJVKdQk74cioMc8iRuZ/6WpcrBXDSiEIAmyeIx+Di3XppSvwQxJcuubDWj3sNgmCIJPJHnjgAXCmEASRk5MDHtlhM5Ufkj/2vz02snO+txUIxM/KlRmgWZaFrVWuPgRB9Pf39/f3/6idBRUKBcdxLpeLJEkIUIRpLywbdzgc2IWNZsT1ozDnFc2PsLxdnPvDwAGyE7RSiNcXbbmeqgZcy3HcD1RPQQCbzeZrIk0FQYDNAa5fWf4Dge1tsQtW0F/giHzduQaEC9tzimc8t19GIH4JQBzG5edz3UtTDMMYhuno6PhRwx9/4SvH4vJz8Tsk2P/Ocz3Vx2FzXv5/v1c8LCvPhe2AmO2wlN+LIAi+vr7DFkVcNcaPNBXvC1JuriDDXgTUt4hfGldKmo4FS69MJtPr9d3d3dgFW9D3do1n5O2o5z3PDFubeLHEI21oFyv9h9w5cVUAz/M6ne5aidJxBRrofw5QryLGCWNBmvI87+XlRRDEwMDAWNoABbae8fb21mg0SJQiEAjEL5mxIE0xDIO92eALl7Aa4VrX6HLBcZwkSfjUzPX4WVMEAoEYV4wRaYpd+JKz+PWJsQFYeq91LRAIBALxPYwdaQqMJfEzlqYFCAQCMbYZa9IUQ0IIgUAgEFedMf7pEgQCgUAgrgJImiIQCAQCcbkgaYpAIBAIxOWCpCkCgUAgEJcLkqYIBAKBQFwuSJoiEAgEAnG5IGmKQCAQCMTlgqQpAoFAIBCXC5KmCAQCgUBcLkiaIhAIBAJxuVz3OwuOq30Ex8C3cRAIBGJMcn1LUxzH4YOmLMte67r8vBAEIZFIKIrCkExFXDaCIAiCcKW+4w0P5CWyguII4mpbwnieF9v4vZVEIC6T61uaDgwMWK3WMS9KAYIg1Gq1TqcjSfK6E6jwYZ9hw/eVHdN/+UBjfwl1kMlkGIaxLHtFPrhEUdSlv90kkUgIgmAYZtTn9mfqFhzH5XI5z/MwPnxvJRGIy+R6laY4jnd3dw8NDREEMeqrKI7UcOw5Lx45U4Z3bGSaUUf/YSnF+e+oLypBEJ5ZjZoGx/FhZY2sD5Q+ODjodrt9fX2vL4GK47hCocAwjOd5mqbFZspkMmg7TdPXtIJXCXgYrmEFBEGgKIrjuIaGBhzHvb29lUrlZUoyHMcHBgZkMplcLr9Y67q6upxOp8lkkslkI9P8HN2C4zhN0y0tLXK53MfHhyAIi8UilUoVCsUlBCo8jVe2Jojxw3UpTQmCGBwctFqtJEmOmkAQBIlEIpPJWJbFcZwgCJfLxXEcvC1yuZwkSZfLJSpMKpUKwzCn0ynmIJfLQfh5DvRwIc/zLpdLrIlKpXK73SzLqlSqYbJTEASHwwE1uVgajuN4npdIJAzDuN1uGNqUSiVJkk6nc9ibDw0ZGBjw8fG50p36swDDt8ViOXHihNPpDA0NzcrKcrvdJEmyLHvw4MGenh6DwTB16lSYOojzFc+5hXjye88PmwN5Tko8Jz3DEnhmK860xJ/E+3WJ0sV5j1jiqLo4KEnwQI5a+sXwfAzEsi7WLZ6dP6zaBEHY7fZPPvmkvLx8cHBwxowZ69atg8yH9RV0wshu9MwTXqWGhoY///nPWVlZ69at4zjOs1YARVHbt28vKip6/PHHIyMjnU4nQRBibuCs8eyWSzdhZCePnHRyHCeXy3t7e1977bW4uLiHH364q6vrueeeS05OfuSRRziOwzzcJZ63HoaIkY8H9r+3eJjp2LPnL/ZEDcsEMSa5LqUpz/NDQ0MXG4AEQZDJZK2trQUFBT09PSRJ+vv7Z2ZmarVamqalUmlubm5bW9u8efN8fHwEQXA6nbt27RIEYdGiRaDz4Ti+c+fOrq6ukJCQadOmQZ4kSR44cKCtrc3Pz2/69OkEQVAU1dHRsX///szMzMjIyI0bNzqdTur/a++946u4zsTvqXdu77rqvYGECkIIgShCCNGLAdtgjI2Jk2BjO3bieJ38NtlsvN5kN1l77az7gsEG0zsG0UQRAiFAFTVUEEK96+r2O+X943k1n7sSyNhyEz7fP/hcRjOnz3nOU84ZioKJhmVZqVS6cOHC2traS5cuzZgxIygo6PDhww6HQ7zH5XIZDAaDwVBVVRUXFzdp0iSn00lR1MmTJ5ubm+fMmePv7+92uz1rShCExWLRaDQ0TY+JdTRJkmaz+fjx4z09PePHj4+PjydJkqKolpaWL774wmKxhIWFTZ8+HcMwnuclEgmskARBENcWFEWBwxjz0G5hwSQup9xuN8/zoOyyLMuyLEEQoBA7nU4Mw2QyGfjX4aLD4RA1ZgzDXC4XzJISiYQgCKfTKf7JbreLpYKUIXeCICQSCdwDqUEu0K3wONRCEASZTHbhwoWSkpJNmzaRJCleFCvFsuz9etOznGJ1MAzzLABED3g+BesYaDdoNMixoqIiPz9/woQJs2fPVqvVYl3EthILBk8N+RO0D/zV6XRyHKdWq2fOnBkRETEkUxGWZV0ul91uh4wUCoVnsxQWFubk5GzcuFGpVIpVE6sgZsdxnPgiQCOLfeT5FBRAKpXCb5vNBgNDoVCkp6cHBASIyQ4ZORKJ5H/+539iYmLmzJkDFSdJEuzhw7uY53mO42iaHjIgPXsKBtuQcQK1HqUxAPGjZexJU3ww8uief4X18o0bN3bv3t3T0+Pr68uybF5e3pUrVzZs2ODv708QRHFxcUlJydSpU00mE7wMly9fFgRh/vz5MNE3NTWdOXPGZrNVVlbGx8cbDAZ4kwsLCysrK2UymZeXV1JSEpheT5486e3tHRERcfPmzYGBAY7jbDabTCajKEouly9YsKCpqen48eOhoaEBAQFlZWVWq5VlWbvdDkY2X1/f+fPnX79+va6uLiIiQq/XV1dX792719/fX6vV3tMqBaIaXuYxAYRQ+fn5dXZ2NjY2RkdH4zheUVGB47jJZKJpGiYjhmHa2tqqq6tZlo2IiAgODna73RiG9fX13b59u7Ozk2GYyMhIWGHQNN3a2lpVVSUIQnBwsMlkUigUt27d6u7ujoyM1Ol0DoejpKSEoqhx48ZhGHblypWgoCCj0XjlyhW5XB4bG8vzfFlZWXNzs0qlmjBhglKp5Hn+zp07XV1d8fHxZWVl7e3tPj4+EyZMaG9vr6ioIAhiwoQJ4prMYrHcuHGjr6/P399//PjxGIZxHFdUVKRQKIKCgi5fvmy1WsPDw4ODgzmO6+vrO3XqVFdX16VLl5RKZUxMDEVRN2/evHv3rkqlCg4O1ul0EolkuEAFi2V9ff3du3dZlvX394fWw3Hc4XAUFhb29PT4+PgEBASoVCpPtZVhmPb29lu3bnEcFxYW5u/vz3Gcy+WqqamhKEqv1+v1ej8/P57nCYJwuVzFxcUURcXGxlIUVVFR0d3dHRQU5OfnB7lIpdKYmBiappuammpqagRBiIqKCggIgHE4YcIEjUYDAqa3txdeBL1eD+WJi4uDZQpFUaWlpa2trSEhIRERERzHWSyWM2fOVFRUXLlyRaPRjB8/3tMUDGvi2tpaiqLCwsJ8fX3hNbxx44ZKpQoPDy8sLHS5XJMmTYLXBMRkV1fXzZs31Wq10WiUy+XY4FI4JiZGo9GwLMswDIwcjuOCg4O9vLx0Ot3169evXr0K1iOj0RgSEmK1WhsbG1taWmCARUVFcRzHcdy1a9dMJpNer8/Pz3e5XJGRkQEBASB9BUEoLy9vaWnRaDT+/v4Gg4GmabvdXlRUBN0UExNDkiRowN/Tu4f4Hhl70hS7f1ArvDY9PT1HjhyxWCzPPPNMQkICz/M5OTnHjh07cuTIz3/+c5Ik5XK559QDll5IE/SbiooKnufnz59/8eLF8vLyOXPmwLQulUpNJhPLsidPnoyMjNRoNARBaDQakiQVCsWmTZtkMlleXt7evXszMzMzMzMtFotCoaAoCkKHNBrNiy++KJfLz507d+DAgYULF6alpYE/ad68eYcOHbp27dqSJUvOnTuH4/iKFSu0Wq3Var2ndQgUqTGhm2IYBlP/xIkTKysrKyoqoqOjWZYtKCiIiooym82whJfJZAUFBVu3brXb7SAtnnjiifT0dJ7n9+/fn52dbTKZrFarUqncuHFjfHz8zZs3P/74Y5vNJpfLzWbzqlWrli5deurUqdzc3N/97ndeXl42m+2TTz7RaDR//OMfMQz78MMPExMTZTLZgQMHVq1alZCQ8NFHH+Xm5ioUCqvVGhoaunHjRn9///z8/BMnTiQlJVVWVnZ3d+t0uunTp9+6dau+vt7lciUlJW3atEmlUrW1tX3wwQcNDQ3w+OzZs9etWycIwr59+xwOh8lkqqystFgsBoPh+eefj4uL++ijj5qbm6VS6bZt2/R6/b/9278dO3bs0KFD4FAgCOLll1+OjIx0OBxDXPJSqbSsrOzvf/873OlwOBYtWvT444/bbLaPPvqotLRUrVbb7fbQ0NBf//rX4IaABWVRUdHWrVu7urpomqZpevHixUuXLs3Lyztz5oxMJisqKiosLHzppZfi4uLA8L579+7+/v6//vWvKpVq586dRUVF8+fPf+GFFyoqKt5+++2ZM2cmJiZeuHBhx44dINIoilq3bt2MGTPq6+v/+te/Tpky5Te/+U1TU9O7777b39+v0+na2tpwHI+Ojo6OjsYwjCCIXbt2NTQ09Pb2ajSaZ555Zvr06Zs3by4vL5dKpbt376Zp+s9//rNMJgPDL8MwFy9e/OKLL6xWK0mSMpls7dq1aWlpLMvu2LFDJpPFxsbu2LEjOTk5NTUVPC80TTc3N7/33nt1dXVqtTo4OBgahKKotra2v/zlL4mJiX/4wx+qq6s/+OADs9ksl8sHBgZWrlwZHx+/bds2hmGqq6uLioqysrIiIiLy8vI2b96s0+ng3X/ssccWLVrU19e3fft2pVIpk8lu3bplt9t9fHx+9atfhYaGulyu7du3X7x4EeKtEhISfvvb33Z2dn744Ye1tbVyudxisaSlpT3zzDNjK+gB8eCMSWl6P8R55O7du6mpqWlpaW63myTJefPmFRUV1dfXt7e3h4eHg6vS80GYgzAMA29lSUmJ0WhMS0vLz88vKysDYy9oCSaTKTAw8NSpU5cvX162bBn4WmCBr1arlUqlVCqF9S+szcHrBv4kkiTVarVKpWIYxu12S6VSvV5vsVhYlp02bVpeXt7Vq1f1en1paWlCQkJMTAx4mH6Ypvy24ThOp9MFBQXduHFjxYoVTU1NTU1Nq1atunjxIs/zJEn29/fv2bOH5/k333xTpVL953/+5969exMSEvR6fWZmZlpaWnR0dEFBwXvvvXfu3LnExMSysrLGxsYNGzbMnz+/oqJCr9eDaiKXy6HRcByXSqVgrBMEQavVFhYWBgYGbtq0KTk5+cqVK2fOnJk3b9769etv3Ljx7rvvnj179qmnnpLJZC6Xq62t7dVXX62qqtq3b192dvbq1avXr1//2Wef3bx5s76+Pikpaf/+/XV1dS+++GJKSspnn312+vTpyZMnx8TEqFSq2trakJCQP/3pTxcuXDhy5Mi1a9fi4+MXLFjQ2tpKkuQrr7yiVCoFQbh48SLDMC+++GJAQMCtW7d8fHzcbveQ7iYIgmXZ8PBw8Di6XK7/+q//unDhQlZW1sDAQHFxcXh4+CuvvDIwMNDd3c0wDBhsSJIcGBjYs2dPf3//Cy+84Ofnt3nz5n379kVFRSUkJLS3tx86dCgzMzMrK0uhUECcrUwmS0lJOXz4cEtLi06ns9vtCQkJra2tLMvW19ezLDt16tSBgYHdu3crlcrf/e53FEW98cYb+/fvT0lJoWlaLpeDSTY/P//u3bsvv/zy1KlT33777YqKimeffVav12MY1t/fT1HU73//+6Kiop07dxYUFEyZMmXu3LkNDQ1Wq3XTpk16vV6hUMCLSdN0e3v7zp07aZp+7bXXJBLJxx9//Pnnn4eEhPj7+6vV6traWrvdvn79+gkTJoB0h3fw4sWLVVVVS5cuzcjIyMnJuXnzZkREhGhhlkgkOI4XFxc3NjauWbNmyZIlt27d0mg03t7ec+bM2blz5+LFi+fMmQNBDJMmTfLz84uIiOjq6nrzzTfPnDmTkZFBEIRKpaqrq8vMzFy7dm12dva5c+euXr0aERGRn59/6tSpSZMmrVmzpre3F8zd2dnZZWVlzz///KxZs/bt23fgwIHExMSpU6cOWTYhHg4eth7leb6/v59l2YCAALCIOp1OhmG8vLxcLldvb+/9ApcA8OfduXMnLCwsPDw8Nja2rq6upaUFDFA4jtvt9vT0dF9f37Nnz7a3t0PYPTzLsqzb7YYZDdw8Q7buQHngHhzHxXtcLpeXl9fs2bNbW1v37NlDUdScOXNgWf3dNdT3DMxoiYmJd+/e7e7urq6uxjAsNjYWIr/AhNjX16dSqS5evHjq1Cme57u6utrb22Ee7Orq2r9//82bNxmGMZvNGIaFhISo1erjx4/v3LnTx8cnJCREtC4MyRfDMBzH3W63RqPZuHHjsmXL/P39y8rKaJq22WwHDx6sqqoiSbK8vBzudDqdSUlJkZGRkydPZhjGx8dnxowZkZGRUVFRdrvd5XJxHFdfX69Wq2tqag4ePGg2m8GCKnZZRkYGxFsplUoobXBwMEVRJEkGBgb6+flJJJKYmJi+vr5t27ZduXIlLi4O7MzDGw0ah6Kos2fPnjx5EsMwlmUtFovJZAoICKitrf3ggw86OjomTpworghpmm5paeno6AgNDU1NTQ0JCYFlZWVlpVqt9vLyYllWq9X6+fl5mlWjo6PtdntDQ8OdO3ecTmdWVlZXV1dDQ8Pdu3d1Ol1YWBiIPYZhzp07d+bMGYIgOjs7Ozo6RIUYwzAwVsNvQRDMZrPVasUGvTPTp08PDQ2dPHmyWq222WwsywYFBTEMQxCEv79/QECAGPBFkmRTU1NnZ2dcXFx8fPy4ceMmT54MbgKCIDiOoyjq6aeffvTRR8eNGyeuISCIV61WQ61nz57NMIzYqqI1ODw8XK1Wnzp1aseOHXq9Pjg4WCaTeXt7u91utVoNHhZYijmdzuPHj+fm5sKkAYYijuNkMllGRgbUhaIo6OLbt29DHYODgxMSEmJjY10uV3V1tU6nu3379sGDB7u7ux0OR3V1tRgu962/ZYgflodKNwXECRT+K8ZZ8DwPRpshN8BvnufBKFRSUsJxnK+vb2trq8lkslgs1dXVQUFBHMcRBGGz2QwGw9y5c7du3XrmzJnk5GTPRMRAPs/fntzzHpjrp06dWlRUdPv27RkzZkRFRTmdzods9crz/Lhx4wRBKCoqKi8vDw0NBYUM5lOn0wkdVFVV5Xa75XL55MmT5XL57du3//a3v/X39ycmJoICCh06ZcoUiqKOHTuWnZ196dKlDRs2pKWliVMnRKlYLBatVothGKxd1Gq1TqcDrzZEjnR0dHR3dwuCEB0dLYZJ8zyv0Wgg0oQkSa1WCwIDwr7AyygIAs/zt2/fBmdhUlKSTqeDIaRQKFQqFahKYqQYPAIdTZIk2LH1en1OTs7mzZtzc3NfeOEFk8k0RD0Fm+H//u//Xrp0KTQ0FLxuYOpQKpUvvPDC0aNHr169WlxcPGfOnPXr1+ODEcsgYJRKJRhFQBvu6ekRBAE0ObCuCx6B5f7+/v7+/nfu3Ons7DQajQkJCV988UVVVdXt27fDw8O1Wm15eTlBEHa7vbKy0uVy6XQ62KkFeUEiaWlphYWFW7ZsOXToUGtra1ZWlp+fH6i/CoVCjAOAbaCezeJyueDdFIFkxTth+83AwAB0kEwmMxqNbrcb2lPsOIfDIZfLpVIphPWq1WpPJyVUPCkp6YUXXjh27Njp06cvXbr01FNPZWRkQMgbdDqsA959993q6uqIiIjo6GgQ82KgL03TUBcIJ4TEwXUql8t5nofINTH4v7GxEW5OTk729vaG3yCYv/W3DPED8rBJU7C4kiTZ0dGBD+4K4Diuu7tbIpFotVqI+uN53mq1itEcdrsdomTNZnNNTQ1BEAcPHjx48CCGYVKptKSkZObMmWC6Ad0lNTU1Pz//8uXLOp3unlvovhYwyRoMhtDQ0Nu3b8fGxnq+vQ8HoDr4+/sHBQXBxpg1a9aA5IDdMgaDAY6n+NOf/gSPgEDavXt3R0fH2rVrH3nkkbKysvPnz8PODafTOWXKlClTppw7d+7TTz/Nzc1NS0uTSCROp7OzsxPH8ZaWFofDIU614n4P+OHl5eV0OqdPnz5//ny4AQwJBEFAJJp4P/g14b+wJpPJZFKp1Gq1PvvssxAmimEYx3GwAAKbp6dXXkyEZVmIFLXb7SRJrly5csmSJdu2bTt27FhJScmCBQug02GShYzu3LlTWFg4fvz4P//5zxiG/fGPf4SkYMH3/PPPL1++/N1337127VpmZmZYWJjD4WBZ1sfHRyqVNjU1ORwOsExiGObr6yvWhfDYpS0Ov+Dg4KamJoqiINjKz8/v5s2b/f394OkwGAwcx5lMpt///vdilUmSBKUcUoMfiYmJEyZMMJlMMTExELkDftYhrTqkWWiaFgWzIAgmk0kqlTY3N7MsK5FImpubSZLU6XTiU7Cy8Qy8guiqioqKtra2sLCw5ubmnp4esPR6DgCHwzF58uTJkydfvnz5ww8/PHv2LJhwoVVJkiRJsrS0tKKiYurUqa+88orFYsnLy/NsLhgkkLVYALAuNDY2JiUlMQwzMDCgVCpNJlN3d/fatWujoqLEYcZxHGzPEy3biIeDh0qawiQbGhrq7e1dWFg4ceLE+Ph4juNycnKam5uDg4P9/f1ZlvX19b1+/XpZWVlcXBzDMLdu3ero6ABr282bNxsaGoKDg2EiIEmypKSkubm5qakpMjISJjue5+VyeVZW1pYtWy5evChOJWIZhmilD3hFnB2Gq85jHUEQHA4HRLvExMQcOHDAaDSCjc7pdDqdTpfLFRAQkJKScurUqX/5l3+JiYnp7e11OBzPP/+8wWAAX5fD4SgrK4NduRiGffnll/X19bGxsa2trQ6Hw9vbG8Mw6N+jR4/W1dXV1taSJGmz2aAMdrsddi/A9J2Wlnbp0qUvvviivr7ey8vr1q1bycnJ8+bNc7lcYIT0LDak4Ha7xT9lZWX97//+79/+9rfk5GQcx2tqajZs2ODr6+t0OmEriPg4GPYVCoVSqSwvL//444+1Wu3ChQu3bNliMBj8/PxaW1shus3pdO7atUuhUCxZsgRyhAcVCkVbW9v27ds7OjpaWlpAB6qvr9+5c2dERIRMJuvt7VWpVBBVC+qXXq+fPn364cOH33nnHS8vr8uXL/v7+4MdBTSn4T4IgiAgrodl2UWLFmEYFhIScvz4cYVCAfHPoaGhycnJubm5b7zxRnR0dGdnJ8dxL774oiAIYAAnSbKvr6+xsVEqlba3t7e2ttbV1aWmphoMBmgWcaOnw+GALUlSqVSn05WVlX322WcKhWLp0qVgrnC5XL6+vjNmzDh37tw//vEPiUSSl5cXHx8fGxsLkcliI4tA/GBcXFxubu7+/ftLS0thDQE7W6CQDoeDpulDhw5VV1fHx8d3d3dDRhiG6XQ6mUx26dKltrY2sOrTNN3Q0LBz585bt26BmxNyhLqImUJdMAxLSEg4e/bskSNH2tvbBwYGeJ5/7bXX0tPTy8rK3nnnncmTJ9M0ffv27VWrVoWGhv7973/v6en513/9Vwgzfphe9p8yD5s0ZVnW29t74cKFe/bs+eijj/z9/XEcb29vVyqVixcvBl9IamrqjRs3cnNz6+vrYT+Mj49PSkoKhmHXr183m81TpkxZvnz5wMCAQqGQyWSffvppcXHxuHHj4D0HdTY+Pj4+Pr6goAAbVGsAkBCeV1iWBY1hyJXhdh632y2eKfHQAMFBUVFR3t7egiAkJyeXl5ePGzcODJsREREKhQLWKGD8LCoqunLlCkVRKSkpOI6npKTcvn27urq6pKRkxYoVt27d6uvrEwTBaDQWFBScPXuWoqisrKwlS5ZAMFd7e3tVVVVtbe3ChQtB/ID2EBkZqVKpYNpiWdbPz+/ll18+evRofX19TU2NUqn08/MTBEGv18fGxmo0GkEQaJqOiIgwGo0wHRuNRogzEgRhxowZEokkJyenqKgIw7CgoCC1Ws3zfGBgIMTQwh4V2M8DYmPJkiWCILS0tMB/vby8KioqKioqFArF008/PXHixPr6+uzs7AULFjAMA9O32+329vZetWrVmTNnrl+/PnXq1GnTpp04cYKmaThIpKCgAPZvLFy4UK/Xi+dMud3uVatWKRSKGzdu1NTUTJw4cfny5bC7WqPRjBs3TrSZQx+BQjxhwoSoqCiJRBIYGCgIwvjx4ysrK/39/cFaSxDE008/7eXlVVpaCh00bdo0DMMYhomOjvb19QUzqZeX1507d+Dwo+7ubojV8vX1jYqKgn2i0KoGgwHDMIIg5s+fb7FY2tvb1Wq1GIUAiubatWs1Gs3NmzddLtfs2bOXLVsGm4ZDQkK0Wu2Q/dbgLJg2bVpvb29+fv6dO3cee+yxGzdugEmJpuno6OiAgACe5729va9evZqTk0OSZHp6+ooVK9xud1RU1OLFi4uKihoaGoKCgkJCQlasWHHt2rWCgoK5c+dOnz796tWrYNcNCQkRh4RcLo+OjoaRM378+I0bN54+ffrWrVs4js+aNYtl2eTk5Jdeeun06dOlpaWCIAQEBEDLe3l5wWmL3/PLiPhO+XZ2WbAs29fXN/p0HgQwTLW0tIywbYum6crKysLCwqamJtgx9vTTT0NcIo7jsFUxLy/v9u3bJEkGBwdPnjw5NDTUarUeOHDAbDYvX74copbAXHbw4MGAgIClS5cePXq0t7f3iSeeoCiKpunGxsbs7Gyn05mSkjJ16lSbzQYRxWfOnElPT09NTbVarVKptLCw8MyZM3Pnzp00aRLcc/369ZycnHnz5iUmJoLDBqKRc3JyiouLFy5cGBUV5XkC33BMJtM941a+CyDm8567Ib8B+OA+d2zYTiccxyUSicvlcjgcMpmMpmmwnZIkabVa4Rgp2GuPYZhEIoFFCUVRsK0CHNs0TVssFqlUSlEUuOXuVykwyVqtVvDqgU9xSDlHqAhEuFitVpBtYsFGyA4imCCSlqZp0FxBLhIEkZ2dvXnz5v/4j/8ICQnx9JpLJBKI7gZ3ILg8IaYJYnxg4/Lw0xnhLDCn06lQKDxPP/jKrhGtI57/heAg6BSn0ymXyymKAsUd/mSxWP70pz8FBwdv2rSJYRiLxfLmm286HI4333zTM1hveLNAIJ5SqfRsQ2Hw3ANwjsrl8gesAmwFZhiGpmnxUA7PeyQSCWwKp2kaRg6c9SGOHKijRCKxWq0SiQRK+JU+TniFOY6DWC3obsxjnIBXFcYYeGdF4zbihwWCvUefzsMpTUEzgK0XZ8+e3b17d3h4+Pr1641GI0xGsDAEGwvEmMAoB7OtGKOIDbpJxLPWMI/gQJgE4U/3vP/Br4x8fTje3t7fm9Pl25WmI2ckmrshokc0r4nNIlrI4be4AUm8Dp0OUUIjr/3F8FHRVfm13iiYpsWwoK/UMwSPs5pFw74Y+SKRSEpKSpqamkQ/rueDxOB5QJ7VxwZ9gfcrPGQE7sAhnoVvxj07CBs8yLOzs/ONN94AS7UgCI2NjadPn87IyHj66adH2Os1pFnumR3U8QGr8JUD4H4jB/ISg7PE//IeR1F+ZdbifOIZtSSOk+F1RPwY+OlKUwzDBEFobm4eeaEqrq8pijp06FB+fn5CQsKKFStgmezpmxzipxSGhf8MvzIki2+tYg8GjuOwy+K7Fm/A9yZNPXMcTRfc7+b75TU8ha9V1K/1uGfZhgxCOBZxyOl6I+fyILl/rdZ4QIakCS8UwzA3btz48ssvLRYLLDSnTp2amZkJQX+jKeTXrcKD3P8gI+ebNd09n/qh5grEg/CTlqY4jvf09MDm0ZHLLwzujYHz/GAH9/cmFb4LIBTQx8fn+5Rt37M0/WkiqmI/dEG+OWBbBn+KSqWCQG40bBA/cr4taTomo5AEQdBoNDab7Ss3ZYq+H41GA/aiMf1ugxULDpdBPGR8K8bYHxY4FRICtcAbOqYXBwjE12JMSlMMw0iS9Pb27u7uhkCMr+QbOMZ+hEilUoPBgNRExI8TkJ0jfGENgXiIGavSFAIfvL29IcJwyP65hw/Y9Q/HBiFRivgxM9bXrAjEN2OsSlNs0LEvk8lgH9sPXZzvFjE+8KGvKQKBQIxFxrA0BR6ysw7uBxKiCAQC8WMGOTYQCAQCgRgtSJoiEAgEAjFakDRFIBAIBGK0IGmKQCAQCMRoQdIUgUAgEIjRgqQpAoFAIBCjBUlTBAKBQCBGC5KmCAQCgUCMFiRNEQgEAoEYLWP+LCTsJ3NO0EN5/Ol38fXNMQ1qEARijDLmpSl8quKhn4CEQX7ognwTxC93en7CE8QGfLz9WzkeUkwcvk39IEPiGzzynSK2jOcH7X8kZUMgECMzhqUpzC8Oh8PlcsEH1x5iCIKQSCRSqRS+2PpDF+frQVEURVFut5skSYIg4AvSNE273e6enh6pVCqTyUCggmB7wGSHiBmJRAKJw1cQXC7XV6YglUoxDINHeJ53u93ftIrfDvBNe5lMRlEUlM3tdjMMM8qyPQTfIUcgfvyMVWmK4zjLsj09PVar9afwZRVQwRmGMRgMDMOMlfoKgkBRVFNTU3V1dUJCQkdHR09Pz6RJk2QyWWNj47Zt29ra2liWffLJJ3NzcwVB+M1vfkPTNMdxICZF/Qwb/LyBKD4FQQAR6HQ6QcetqKjo6uqKj4+vqKhgGCYhIWHkViIIIj8/3+12x8XF5eXleXl5RUdHw7IM9GZPdRAE0nAd8Z7Xh18UK3K/+3mel8lk27dvv3HjxqZNm2JiYvLz8wVBiIqKKi4u9vHxiY6OZln2QTTU4Q0Fqxmn08nzvChT71cjBALxzRir0pTn+fb2dofDQRDEA1p6f3CP1GgKANOx3W5vb2/39fWlaXpMCFSYyuvr6z/88MM333zz8uXL169fT0xMpCjq7Nmz5eXls2fPDgoKCg4OrqqqAs0VwzCGYTiO4zgO1g0ul4sgCJlMhmEYXOd5XiqV7tmzh2GYZcuWud1uiqIuX75cUFDwr//6rwcPHlSr1cnJyTA8RijYiRMnent7x40bt3Xr1lmzZk2YMAEyxXEcMoJGBk2aJEkoDPQj/AsKsXgzqIASiQRWe6L8o2kax3GXywXpcBzndrtFaQeJYBhmsVj6+vrgqWPHjgmCsHHjxq1bt2ZkZMTGxoqPjNDaYkNB7tCYdXV1Bw4c2Lhxo1qtdjqdUCkoCc/z0J7farcjED9FxqQ0JQiiu7vbc64cQbSILiiY9TCPZTs27INunit6zzThoqeq4en/EzWPe97gWcIhAvXr6gcEQYB11Nvb+0Hu/5GgVCqVSqVGo1Gr1XK5XKFQsCzb0tKiUCji4uLGjx+vUqmysrJgVcTz/K1bt/R6vdForK6uxnE8KirKarVWVVU5nc6AgACNRsMwTFtb26lTp8LDw2NjYymKCgkJUSgUCoVCrVar1WqVSvWVJnEcxw0GA47jKpVKJpNptVq4Xl1d3d/f7+vr6+XlBSYBiqJaWlra2tpUKlVISAhFUSzLUhTF83x9fb3ZbDYajQaDgaIoiURit9tra2vdbre/v79erwcR2NLS4nA4IiIiGhsbOzo6vL29/f39QdrRNN3Q0ABCXaPRUNT//0oqFAoMw6DRlEol9lXRdiCVrVZrdXW1y+UKCAjw8vICxf3cuXM3btyorq6GcspkMihSZ2enWq329vaWSCTfRj8jED9pxqQ05TjOarU+oD5KkqREIhEEwe12gy8KTF4gw+RyOeZhgnO73WBmpGmapmkxEVBK4ClBEBiGIUnS6XRyHEdRlKh5iLoI6Degx0AiNE1DGA7LsuJFiURC07TT6XxAIx6GYQRB2Gw2l8sFlfr6jfd9IwgCCCGZTKbX6wMDAymKeuutt2pra+Vy+XvvvRcaGvpP//RPb7/9tlKp/N3vfkcQxAcffBATE6NQKA4cOLBs2TIfH5933nnnzp07FEVZrdbZs2cvXrz4L3/5C4ZhDQ0Nv//971NSUl599VW9Xu/n5yeVSn19fVUqFfZVUdCCIPj6+kqlUoZhfH19DQaD0+n8+OOPS0pKaJq22WzR0dGvvPIKSZIHDhw4fvw4SZIulys+Pv6ZZ55Rq9VWq3Xbtm1FRUUsy/I8v3DhwrVr19bV1X3++ed1dXUYhslkshUrVsydO5cgiNOnTxcVFSUnJ58/f55lWYVCsXr16lmzZvE8f+LEicOHD1ssloCAABDJsMKDBRPDMIGBgUajceTq8DwvkUjq6+s/+eST9vZ20I+feOKJmTNnfvLJJxcvXtTr9e+++65cLv/9738vl8t379597tw5GMApKSmbNm1C6ikCMUrGnjQFG9qDvPwgSp1OZ05OTmVlpc1mUyqVsbGxU6dOpSiKIIje3t5du3aB10qj0QQFBU2aNEmhUBAEUVpaeu7cOZjavL29Q0JC4uPjGYYBkXzkyJHa2trly5dHRUWVlpaeOXOG5/msrKyYmBjQBvbs2WO1Wh999FEIIZFIJCdPniwqKjKZTCtXrlQqlSzLMgxz6dKlixcvLl++fMKECXa7/cHjRODxH780BWU6JCTk17/+tUwmmz59empqqtPpXL58eW9vb3Nz87PPPhseHi5aVjEM43meoqgrV66oVKr58+fPmjWrsLCwrKwsPT390UcfBRmsVqszMzP37t2bmJiYlZUll8vdbveMGTOmTp0qCMLjjz8O4UgjtCeO4263e968ebCEevHFF5VKZW1t7bVr10JDQ5977rn29vaBgQG5XF5QULBnz5709PQ1a9YUFxd/8MEHAQEBq1evPn78+IULF9LT0zMzMxsbG0NCQlwu1/79+ysqKtauXRsWFrZv376tW7f6+vomJCRgGNbR0VFeXv7SSy/V19fv2bPnwoULaWlpnZ2dR44cwXH8+eefd7vdu3btAm1YEISVK1dCUX/5y1/SND1ydUiSdLvd27dv7+rqeuWVV3x9ff/7v/97z549MTExs2fPrqur6+joeO6553Q6na+vb35+/qFDh+Li4pYvX97V1aXVasFsgxyoCMRoGHvS9AEBUepwOLZu3VpSUuLl5eXj49PS0lJSUlJTU/PUU0/JZDKXy1VeXs4wjFarra+vv3TpUnl5OWgevb29JSUloOVcu3bt3LlzkZGRTz31lMFgIAji7t27N2/enDt3LkVR/f39FRUVbrebZdnQ0FAQwA0NDX19fWKcan9/f15eXm9v7927d+Pj46dMmQIGwI6OjuLi4tmzZ5Mk+XVr990027cPdIRSqYRVBcMwLMuGh4erVCqO48aNGxcQENDf3y+au0VH44svvhgVFYVhmNVqValUZWVler0+IyMDlLbIyEie57Va7YQJEyDkFRLneV4ulw8x1N+vYBAjzfO8SqUiCEKn0+l0usbGxuPHj8+ZMycxMVEQBLA2UxRVXFzc29srlUrr6+sdDgfI9UWLFoWFhY0bNw7H8ebm5urq6qioqIyMDJVK1dHRUVpaeuvWrYSEBJIkWZadNm3axIkTg4ODz5w5AwaGpqYmi8WSkpIyY8YMDMOKiopKSkqgBcAey/O8UqkcuTrg1r17925jY6PBYGhpaenu7lYoFPX19Q0NDcnJyQqFguf5mJgYrVbL83x1dTXP8xkZGfHx8RiGcRwHppEfPLAAgRjTPMxB8zRNX7lypbCwMCkp6fXXX9+0adNrr70WHx9/7dq1goICCBWhaTokJOTVV1/953/+58jIyMrKytu3bzMMA8bbqVOn/uEPf/jjH/+YmZlZWVl5+PBhEJASiUQul4MOQVGUTCYLCQmpq6u7evUqqIwMw0AwCBSjvr6+p6cnKyvLYDCUlZWJegBN0wqFAvZc/pAt9R0jCIIYKysqoGA2t9lsw80MHMcpFAp/f3+Hw2G328eNG7dhwwadTrdv377/9//+36lTpzAMs9vtcCfc45n4PcNqIMfhF8VH3G63t7f3z3/+84iIiOzs7D/84Q9gt7DZbAzDNDY2njt3rri4ODQ01N/f32q1ut1umqaVSqXT6bRarRiGud1uh8Oh0Wjgt0qlkkql3d3dUDaGYUwmE8Sfy+VyjuMIgnA4HGD8ABeDr6+vZyOIZRs+PIbUEVoSx3GHw5Gfn3/mzBmWZWNiYiiKEtOxWq1Op9PtdlutVtDvWZYdGBgQgwm+7pIOgUB48tDqphiG8TxfWloql8tnzpyp1+sHBgZMJtPMmTOLi4tra2tnz54NBkaSJLVarVwuB68qTdMw5cF0T5KkQqFYvHhxeXl5dXV1e3t7WFiY59QMrtC0tLRz586dOnUqPj5erVaLN8A8WFxcjGHY1KlTm5qaysvLe3t7wbEHuTzcohQQlR7QgSDgCKyaYMD0DMUS3diwXnG73dOnT58+ffqVK1c+/vjjU6dOZWRkkCQJqhv0msPhGKLdDgEWN06n836lgr/GxcXFxcVVVFR89NFH586dy8zMNBqNZrN55syZYBbGMMxut5MkCQ7vzs5Ok8kEwUdardbb27u5uZllWZqmOzo6bDabXq/HBkOIIXYX8oKqqVQqiqIaGhrASX/nzh3RnDtCdUR/v1gdUNNBkf3tb38LUUuwDxvENo7j4CEWBAGcvm1tbfHx8SqVymq1gkFF3Hc7in5GIH66PJzSFCZim81mtVqlUqnBYIDZ1uVyQcBnb28vzEQw623btq23t/fWrVuJiYnBwcGij0qMP2IYxs/Pr6SkpKurKzIycki4r9vtNhqNc+bM2bp167lz51atWiUMIpFIurq6ampqIiMjg4KCJk6cWFxcXFlZOX369If+xImRYVnW7XaLLel2u8UDCsTrPM8zDJObm1tUVJSUlATWUTCBKpVKiURy8+bNbdu2aTSaJUuW3G8DCQjdAwcOCIIwf/58WC0NuROkckVFxdmzZ8ePHy+VSiHOi6KoxMTEEydOHDp0qL+/32QyVVRUjBs3DraslJaW7tixIykpqbGxMTg4eOXKlcnJyQcOHNiyZUtQUND58+e9vLwSExMxDOM4DqLYPCvocrnCwsIMBkNVVdW2bdsGBgYgfGkEeQZS2WKx7N6929vbOz09HRrK7XZ7eXlNmTLl7NmzH3zwwaRJk/r6+tra2sCjIZVKrVbrrl27tFrtnDlz4uPjT5069eWXX/b29vb09EgkkmeeeWb79u0VFRW/+MUvwAGMTL4IxNfl4ZSm4vIf89jBIm4T9NzDDkK3sLDQbDaPHz/+ySefhG2FnqnBg263GzZLYMPUBRzHrVZrWlpabm5ubm4uhDL19fWBy7C2trajoyMmJqaqqorneZIky8vLp0yZIu6FwMaUH/RbQRAEg8Hg5+cHG2dxHPfx8VEoFKCQ+fj4iA0CNtL6+nrwX44fPx7CcwICAubOnZuXl5eXlzd58mRQ9YbLAOgCs9l84MCBuLg4cJbfU9uDjFpbWysrK3EcNxqNCxcuVKlUarX6+eefP3bsWE5ODkmSDMNMmjSJ47isrCyn03nt2rXs7GyZTDZp0iSe55ctW0aS5PXr12/duuXr67t48eLw8HCO47RarZ+fH8MwkJe3tzeogzqd7qmnntq/fz8Mm1WrVuXk5IwcX0ZRVFtb2759+x599FHQicUjG1evXi2XywsLC+vq6iiKioqKgr2tCxYsMJvNZWVlRqMxLS1t4sSJ69atu3DhwpkzZ0iShL1JVqt1YGDgwWPLEQjEEB5OaYphGBwuo9Vq29ra2tvbg4ODzWYzwzDd3d0Wi0Wv14unyoWGhq5fv37fvn3l5eVNTU0RERHiXAamSBCNTU1NCoXCZDLBNsEhcBynUqnmzZv3ySefnD59WnyWZdnS0lKGYS5fvpybm4thGOxkaG9vDwkJETeqwsEF4rT4/TXTDwEE+q5Zs4bjOJlMBgFEv/rVr8CNjWHYpk2bMAyjKAoWMUlJSTExMRaLhSAIrVYrkUicTidBEKtWrQKTr1KpHCHklSTJO3fucBwHm1XuKXQho+Dg4H/+538eGBjAMEylUikUCjjrYOLEibGxsf39/TzPq9Vq0FwZhlm9evX8+fOdTidsogVP6uOPP75w4UK73Q5+U4jxzsrKmj17Njwok8mef/55DMNAtE+cODEyMtJutxuNRkEQJk+eLJPJ7ifVYGzU1taq1er09HRRyQafhUKhWLdu3ZIlSxwOB8MwGo0G/MGxsbGvvfaa3W5XKpUQHjx//vy0tDRwCavVapfLtW7dOnD6IsUUgfhmPLTSFCbNpKSk4uLi06dPe3t76/X6mpqas2fPSiSSmJgY0EEhXNNgMCxatKi8vHz//v0vvfSSWq3GBk97sFqtd+/ezc7Obm9vX7BggcFgYFlW9PZhg1ITIkomTpw4ceJEcNZqNBqSJHt6empraw0Gw4IFCziOk0qlJSUlBQUFtbW14eHhYJF2u912ux0Oo4Dopx+05b4PBEEATRTcxjiOq9VqYfD4e3Aqi5ZwMMMqFApwUYN8gt8GgwHDsHuubzwhSXLBggXh4eHQd/e7DaKOTSYTpAlqH4T2EAQBRz2wLAvyBlySKpVKFFpQKrvdLpVKIc5IPGBEJpPJ5XKxsiqVSqwsyFelUgmGbo1GM4IrHVpMoVAsXbrUZDJ5GreHFInneWgWcHDIZDKI7IVMHQ4HZArh0DiOQ9zcV7YkAoG4Hw+tNIVJJDk5+fbt25cuXfrLX/6iUqnMZrPb7Z49e/bEiRPBb+pwOCAmMygoaP78+Tt37jx48OAzzzwDM+aFCxcuXrwId6anpy9YsAC0AZfLZbfb4TfHcXa7HaZ+sJvV1NR0d3fD2eVFRUUtLS1LlizJzMy02+0gZa9evZqfn5+eng4T6P79+w8ePMjzPE3Tv/jFL8LCwn4K+oEYSgr/Faf+Ib/Fm0Xh6ik/oAFHaCvorJiYmPj4eJZlv9JX7ZmRpzsAgqE8C+BZVM8yiAcNeqYwQmVFKSgmOHJ1ICYLNpgO/+s9i4R7bOcVnSBDrniWAYFAfAMeZmkKTsrVq1fHxMTU1NT09PQkJCRER0fDcayg8cycOdNkMsExNzNmzIDtFh0dHf7+/unp6RCHaTAYAgICwsLCQB/iOC4mJkalUmm1WpfLZTAYZs2aBZsfwG68dOnShoYGo9HIcZxEIklPT09OTjabzS6Xy+Fw+Pn5zZ07F8Owvr6+8PDw9PR02CUJHj7QYB6kdmPdIDzc93y/P93zysjXhwAhPw9y89fN6H5xTyNf+Vp1Hw5s7PlOi4RAIL4u386kzLJsX1/f6NN5cJqbmx9kfhQ8jiYXQ5DEb3WBgUu8Av/FMMzhcMAWCDERweO4c2zwxHDYgQAnC8J+QbgfshMEwel00jRNUZTnN+MgF/grfNzDs8CekZ/3A8dxf3//7+3ge0EQZDLZWDnIEIFAIL4WcPbA6NMZk9KUIIi+vr6urq4HPIrPM7RH3MYHDPlGpvjfIY9g/3fxLu6GFH97JuJ5Zfhf75eLWLWR6wKBMF5eXt+bbEPSFIFAPMR8W9J0TFp6QaI4HA6LxTJEUN2TEe4ZIr2G753/ygSH3znyXx88l+HA/ks4EACBQCAQPx7GpDQFvLy8aJoeGBj4KRwnBHJXpVLp9frhO2IRCAQC8cMyhqUpjuN6vR52yz305wrBN7bAlYtEKQKBQPzYGMPSFBs8aE0MF3q4+Skc7IBAIBBjlLEtTTEkYxAIBALxI+Bh/iIbAoFAIBDfD0iaIhAIBAIxWpA0RSAQCARitCBpikAgEAjEaEHSFIFAIBCI0YKkKQKBQCAQowVJUwQCgUAgRguSpggEAoFAjBYkTREIBAKBGC1ImiIQCAQCMVqQNEUgEAgEYrQgaYpAIBAIxGhB0hTxfcDz/JDP0AqCwPP895A1+ijCEMQPRYzcMkM66zsqyXeR7LfCj7lsiB8nD8M3ZOBL2j90Qb5bxvS7jeO4TCbDMIxlWZZlobMkEglBEG63+zuVqTiOkyT5gN+T53necywRBIHj+Nf6dC4IKoL4ikXqN0j56zKkLp6IX8mF9r/n49BusOLx/P0tlvA7SvabMaTjoIMecNg8CDzPf+WoQIx1xrY0xXGcIAie51mW/aHL8t1CEARMPWNOrOI47nA4amtrWZb18fHR6/Vut5uiqJaWlt7e3uDgYKlUCvOpOPVDHT0lwT2vwH89/yQ2Do7jgiAwDJOTk3Pw4MF169alpKQ4HA6CIIYnJSKTyQRBcDqd8PiHH37Y0dHx8ssvq9VqlmWHzIaeeYlXYIngdDrF4nkCUyrHcVu2bOno6PjlL3/p5eXldrshu/uV6n6VHblxPOvieZ2iqKqqqsOHD3d2dvr5+a1fv16n00EZIBGe56VSaWFh4a5du2bNmrVo0aKioqKtW7fOnz9//vz5Lpfrft3kWeWRC8xxnEwmu3nz5scff5yVlbVo0SIx2ZE7enj7DO+Fb9ZcDMPAQMUwTCKRfPbZZ+Xl5S+88EJAQIDL5RouCL9WOWE16Xa7OY4b3tdDBvAIg2HkQYL4wRnD0pQgCIfD0d/fz7Lsd7rM/zFAEARFUUqlUqFQjCGBCgKmqanpnXfe6e/vnzRp0ksvvYRhGE3TZ8+ezc7OfuONN8LCwtxut6cGSZIkhmEgYmF+AXWKZVnRFEGSJMdxIB5E/YaiKHF1BXf29/fX1dVZLBaQEyRJUhQFZuch5SRJ8vTp0wqFYtq0aSCEWlpampuboWygSnpOlCRJQpnhOszIJSUlLS0tc+fOheINz4KiKJZlW1tbIWVx6qQoCsOwIVkAUFnQ6WmaFgRB1O/F5iIIQqwytHlOTo5EIklLS3O73eKAIQjC5XJ99tlnLS0tcXFxRqNRIpFAG0JdxESsVmt9fX18fDyO4zabra6urq+vb0jBPLtpuC57vwLDRciirq6ut7cXZBWohtA70HTQ0bD+gKegfYaUAfIdMja+srk4joOiCoJA03ReXp7dbp87d67D4cBxvKOj4/bt2w6HgyRJmqZhwAypAqQslhMyhbEtDjDodLPZfPLkyTlz5nh7e7tcriEaOYwuMX2O44Z0qJgOjG1oja/1GiK+H8aqNCUIor+/v7u7WxyFDz0Oh8NqtWo0GoPBMIYEKoZhOI5LJBKlUnnz5s2CgoIZM2bADA4KAczXbrdboVDATGQ2mzEMUyqVMNPxPN/R0SEIgtFoBGnEsqzValWpVAzDtLe3UxSl0WgEQeju7rbZbCqVCvQtDMMgF5ivGYax2+29vb1KpVKj0Yj2DEEQpFJpZ2fnjh07pk6dmpiY6HK5ZDIZTdNSqVQulw8MDPT395tMJoqiYKKHKdJsNjMMYzQasUHL6pdfftnf35+SkiKRSKB2YiNIJJLu7m6O4wwGA9QUSgUrABjJep9cIgAAIO5JREFUBoMBrK/igziOu91um82m0+kEQWhra6Np2mAwwFQL4rm3t9dutxsMBolE4nK5aJq2Wq27d++eMGFCQkICz/Ogp0JjDgwMdHd3BwYGPvvsswqFAjIym80DAwMymcxoNEKzEATBMAzIeM/fYqnEblIoFFBmm81G07RCoXC5XDabTavV4jje1tZGUZTRaATpRdM0LCZ8fX0VCoVnsgzDWK3W3t5euVwOBgwMw+x2O8uyOp3O5XK1trbqdDoQY/AISZLQNRKJxMvLC0oFY0Or1RIE0d7eThCEl5cX5A7N1dfXZ7VaDQYDwzDQXC6Xa/fu3SaTCRZSDMPQNM0wjEKhsNvtHR0dRqNRKpVCm0Mjt7e3kyRpMBgwDOM4Dqqv1WpJkmxra5PL5XK5XGzzGzdu7N27NyYmRqVSOZ1OjuMIgoDhjWGYxWJhWVYul7tcLgzDdDodlNBkMuE4DkYRiUQC402lUmk0Gs8VEuLHw5iUpjD/dnV1YRgGC7373XlPQ9D9rnumc7/7h/8JG2bjuufjX2luut/FIfn29fVJJBK1Wv1j8DY9IGBDGz9+fGNj4+HDhydMmKDT6UAThYX20aNHc3JyXnnllfj4eLPZ/NZbb3Ec97vf/U6lUjU2Nm7fvr2urg7DsPDw8LVr14aGhtbV1b399tsrV65sbW09fvz4z3/+86SkpL/97W9NTU1gqMzIyFiyZIkwCLTV1atXDx061N3dTRBEUFDQ008/DXY8iURy9+7df/zjHyRJlpSUXLp0adGiRatXr4ZZ79ixYxcuXBAEITg4+Nlnn9Xr9TzPb968uaCgACy3CQkJTz75pEwme++99+rq6qRS6euvvx4UFPTaa6+BYRmm1JMnTx49etThcICEE9W4rq6unTt3VlVVCYLg7e29evXq2NhY0doskUgqKys/+eSTefPmlZSU1NXVyeXyjIyMZcuW8TzvdDq3b99eUFDgdru1Wu3ixYvT09NbW1vff/99t9tdWVn5/PPPp6Wlbdy40WazSSSSnp6et99+G8Ow3t7eF198ceHChWvXrn333XeLioowDKMoKikpac2aNQzDYB7BSsN/kyRps9n+53/+x+Vy/eY3v9Hr9RUVFR9++GFaWtq6devKy8s/+OCDRYsWVVRUVFdXy2SyzMzMxYsXkyTZ0dHx6aef1tXVqdXqxMREuVwuLgvOnz9/6NAhs9lM0/SMGTNWrFghl8uPHDlSUFDw5JNP7tmzx2KxvP7666JtnCTJ7du3X7p0CbopJiZm7dq13t7et2/f/q//+q8FCxbU1dXdvHlTKpXOnj17+fLlsC7Zu3dvbm6u2+1WKpULFiyYN29eV1fX+++/b7VaW1pannvuuSlTpmzatInjOIqiLl26lJeX53A4vL29f/aznwUGBhIEUV5evnPnzra2NgzD4uPjn3jiCZPJVFpa+umnnz7zzDNXr169du3aq6++OmHCBLvdLpPJTp48uW/fPi8vr/fff5+m6aeeeurYsWN2u/2f/umfDAZDZ2fnX/7yF41G88orr0CykyZNys7OZlk2Li7uqaeeksvlGIYdPXo0OzvbbrdLpdL58+cvXLgQSdMfIWPVMd7f348NusfueQNcl0gkUqlU1E5EQO0A+6HnRYlEIpFIQG/wlLiSQcBI5Tm5wModrF5wJ2TnuYIeoqbAI/e86KkB3BMcx/v6+saWZRsMjCEhIRkZGfX19WfPnsUGLYSA3W4Hiz00yMDAgNlsBkv+p59+Wltbu2HDhp/97Ge3b9/esWOHy+Xied7hcOzZsyc3NzcmJsbX15eiqMjIyJUrV77yyit+fn579+6tqakBZQUKgGHY4cOH29vbN2zY8Oyzz/r5+SmVStEcR9N0cHAwy7IhISHr1q2bMGECOHfNZnNlZeUjjzwSEBBQVFR09uxZGAABAQGZmZmvvvrq1KlTz549m5ubS9N0UFAQQRBqtXrlypWZmZkwTnieZximrq5u9+7dGIYtX76cYZjq6mpRYm3fvj0/Pz81NXXFihVdXV0ffvhhU1OTpwbGsqzFYjlw4ICvr+/SpUsdDkd2dnZDQ4NEIjl8+PCxY8ciIyPXrFlDkuTmzZtLSkrkcnlQUBDP84GBgU8++WRKSororiNJcuLEiTiOKxSKNWvWgFwPCAhYsGDBb3/72/j4+LNnz+bn5w/pnXsiCILFYhkYGIBysixrNpvtdjv8tlqtBw4cMJlMixcv5nn+0KFDd+/epWn66NGj169fnzBhQmZmZnl5OawqcByvqqr65JNPDAbDq6++On369KNHj54/fx7kX3Nz80cffWSxWCZOnCiTyTzt/4GBgTNnzvztb387a9as3NxceASa69ChQ2q1evny5SRJHjt2rLa2lmGYU6dO7du3LyQkZM2aNSqVatu2bVeuXJHJZAEBAYIgeHl5rVu3bsqUKeKILSwsXLBgQVRUVHV19dGjRymK6uzs/OSTTwYGBjZt2vTYY48VFBTs379frPK2bdsqKysTEhL0ej3IeI7jjEajt7e33W7PyMhYsWJFdHR0YGDgnTt3ysvLQTY3NTUFBwdrtVq73V5TUwOLucjIyJycHDDXX7169fPPP4+KinrttddiY2N37dpVWFjIMMwYWk//RBh7uil4sJxO5wj3gCGR5/k7d+709vYyDOPj46NUKsUbGhsbBwYG1Gq1v7+/ONfcvXsXPCWg/IFFBcdxp9N5+/ZtsEkqFAqNRqNQKCCmgCTJvr6+rq4unU5nMBhcLldjY6PL5fLy8tLpdCzLkiTZ3d3d29vr6+srl8vhkYGBgebmZpIk/f39YYIgSdJqtTY3N2u1Wi8vrxEWnjBfuFwuqVQ6Vtan4BKz2WwrVqw4d+7cqVOnZs2aBeZHuAFMcOLaAvqOYZiampqamprY2Fij0UgQRGhoaHV1dXd3N8MwoLf96le/CgsLA3vdY4891tLSAjZPDMM6Ozs9C4BhGESC1NTUZGZmpqamgsUY5k0fH5/U1NQLFy4EBgZmZWWJASMEQSxZsiQlJcVkMlVXV7e0tGAYhuP4/Pnz29raLBaLVqsFKzFFUSAG1Gr1vHnzSJKEkBa4v66uzmw2z507d+nSpeCSHBgYoGm6vb29oqIiIiJi7dq1DMPYbLZdu3aVl5cHBgY6nU5YBIBDLjIyct26deCEzs/P7+vrc7vdRUVFBoNhzZo1YDj97//+7ytXriQkJKSkpJw7dy4gIGDevHkcx0E1OY7TaDRz587Nzs6Wy+WLFy8GN+TSpUtbW1stFgsYP6GODwJY3eE3uDyhwPCvv7//k08+KZFI2trazp8/PzAw4HQ6q6qqvL29V6xYERwcLJfL3333Xej069evC4IQFRUlk8nCw8NlMllRUdGiRYtomnY6nbGxsRs2bADDrKdnJz09vb29HV5ktVoNPQ7rWj8/PxCZvb29R44c6e/vFwThypUrBoNh1apV4eHhJpPpz3/+c0FBwdSpU2fOnJmTk2M0GufOnQtGVJhk5syZM2/evOjoaLHrKysrm5ubMzIyNBoNRVF+fn5VVVWg90Pz/vrXv4Z5AMYPy7KTJk0qKCioqqpKS0sLDAzEMCwtLS0nJ6e8vHzmzJllZWU0TU+bNk1sz5UrV6ampgYHB5eWlt66dUsQhIKCAqlUGhERwTBMZGRkXl5ecXExSH3Ej4qxJ02xr1o4g6rR0dGxd+/eW7dugcYjl8t/+ctfRkREcBzX39+/ZcuWzs7O4ODgX/3qV/D6YRh25MiR2tpa+C2TyVJTU+fPnw+euQ8//BDDMAhIUSgUaWlp6enpFEXRNF1VVbVjx45FixYtX768q6vr888/7+rqGjdu3LPPPgtTzI0bN44fP/7CCy9ER0e73W6ZTHb16tXDhw9TFLVy5co5c+aAy6qqquqtt97Kysp6/PHHPSMn79cCI+jlP0JgUaJQKBYvXvzBBx98+eWXWq1W/Kuo6/M8L0oyHMcHBgZ4nu/q6vrkk08wDANvEyxx3G63j49PWFiY1WqVyWTXr1/fuXOn1Wr18/NzOBwQmjSkDKtXr967d++XX36Zk5Mze/bsxx9/HFRAaEkIPwER63K5QKJLJBIfHx+e55VKJQSGYBjW3Nz82Wef3blzx8fHh6Zp8OxiGAbiUxAEq9UKKiw2aD6xWCwURZlMJqian59feXk5SZI9PT08z2u1Woqi3G63r68vOEex/2t34ThOp9PBPbBKg9UJDCelUsmyrNFoZBims7NTEAQYPyzLut1uqAukw/O8zWaDQtrtdpqmGxsbN2/e3NHR4e3tDeEwDz6oxKYDm7NnXD3LsoGBgaB6igql2+3u7e0FqwDLsuCHhvu7u7tpmr5+/frVq1dJklQqlWA3go5OSEiQSqU2mw1eVVCyOzs7P/3005qaGm9vb6lUCssFSA3GBowBcE+CdLRYLEqlEiK0tVqtXC43m80ulwt8tLDscDgc8Agsdnmel8vl4nAaGBiQSCR1dXXvv/8+Nhg7LbZ2eHi4wWAQyykWBqYg8AG73e6wsLDo6Oiqqqra2tr6+vrIyMjg4GDRza/ValmWBdf+wMCA2+02m81gCT979izcIE6Aw11IiB+QMSlNRwBeA7vdvmPHjqqqqunTpyclJXV1dd25cwemIYlEUlVV1d/fHxUVVV9fX1dXFxcXBzMpzHTz5s3DMOzy5cvHjh0zGo1z5swRBMHpdPr5+c2ePdtms12/fn3//v19fX2PPvoozCaeoYagj1ZUVFy7dm3mzJmidxD+ShCE3W4vKiqCoImSkpLp06eLMY3DQxZHqOZ3037fIWD9njp16uXLl3Nzc8PCwsR5FrDb7QRB9PX12Ww2CF1WKBQYhvn5+f3iF78A0xkItqamJs9YR6fTeeLEiZaWlpdffjk1NXXPnj1VVVWetn24efz48X/84x9LSkoOHDhw+vTpqKio6dOng3EShDc2qGPB5AiJw0ztWZGLFy/euHHjiSeeWLVqVWlp6Ztvvgk34IPA/AvmE5jvZDIZy7J9fX0QI9rT0wMBTRB2ZDabYQkIoQDgKhM8tj8KggDuA9E0ynGcSqWSSqU9PT0Oh0OlUoG2Cu4DuIcgCJqmKYqC8BaxF8Q2oSjq1KlT1dXVa9euXb58eV5eXlVV1YPMzsJgcKzVaoWM2tvbYQMSNrgOkEqlIJ7FpyiKUqlUZrPZ6XRSFGWxWMT3AuxAmZmZM2fOtFqtDMN4ymax1uJ/pVLphQsXrl69+sgjj6xdu/bWrVv//u//7pk7OE3ExQHP8xRFGQyGtrY2m83m5eVlsVicTqdEIgFJCbWgKAqGHDSU2PXi6yaXyx0OR1xc3GOPPQbLEY7j1Go1DE4Y4UMaUBwVkBfHcQzDpKSkgJ+is7Nzzpw5MpnMbrfD0qGvr4+iKKvV2tfXFxYWBoFdHMetWrUqPj4eGgfiniQSCZRNdJEgfljGqt90BGiarqysLC8vT0pKWrduXUJCQkZGxvr16zUaDbyWJSUlMpksKysLx/Hy8vIhz8JTmZmZHMe1traKr5NGo0lLS5s3b94LL7wQERGRl5dXU1MDA9ozApPjuOjoaJ1Od+rUqe7ubvFdxQaV5rt37zY2Nk6bNi0uLq66urq9vV10kj3crwTUTiaTLVmyhOd5CCyCiwaDAcfx8+fP5+XlHTlyxGq1gowMCQkJCwsrKSm5ePGi2WyuqqoqKCjw3HeLD24q4DgO1MH8/PzLly+Le1jFrDmO2717d0FBgY+Pj5+fH+igngUDGVZXV3fp0qXS0lL4k6eDXAQWTGCWOHLkiKiIgDO+paXl/PnzFy9eFENzBUEICQmRyWQFBQWXL1/evn17Q0MDTdNut9tgMIwbN66+vv7AgQNXrlw5d+6cUqlMTEyE2dkz0yHFgACouLi4vr6+/fv3FxQUZGdnu93ulJQUaGSSJGtqanJzcwsKCjy9+EPSdDqdIHHLyspOnDjxIKs08EZD2Gpvb++JEycuXrx46dKlIW3umRSsTsBQ2dLScubMmQsXLhw+fFgMXEhKSsIw7MKFCxUVFQMDA3l5eXfu3PFMZPirAc0L7oDDhw97BkLfs7kwDJs0aVJPT8+RI0euXbt29OhRjuPi4+MhXgHH8ebm5osXL167dg0MP0OOboAr48aN8/Pzu3r1an5+vtVqLSoqKi4uFlc5w8sJLiewc1y+fDkvL6+1tVUQhEmTJmk0mqtXr+p0usTEROhNcF5kZ2fn5eWdOXPGarWGhYXhOJ6cnGy328+cOVNTU2M2my9cuNDV1UWS5OHDh99///3e3t57WmIQ3z8Pm24K3LlzhyTJcePGwZYA0UDEMExbW1ttbW10dHR0dLS/v39JScnChQtlMhksk8GuWFhYWFJSQlFUcHCwOEGI5iyNRhMfH19fX9/Q0JCSkjLE7Ox2u/38/KKionbs2HH+/Pm1a9d6mmVIkiwrK3M6nVFRUTab7eTJk+Xl5f7+/g/9yyCaPR0OR3x8fGpqal5enqhITZs2rby8vKysrKqqatq0aUlJSXfu3OE4TqvVPv3007t27dq1a9fevXtZloUFzRBNRaFQzJgxo6mp6d133/Xz85s1a9aJEydEvUfMurS09NChQzRNkySZnp6elJQkWtTB/paUlFRaWlpZWblo0aK4uDjs/06O4u/U1NSysrK9e/dqtdqMjAy73Q7bHjQazYwZMw4fPrxly5aQkJBJkybBUy6XKyoqasmSJcePH//HP/6Rmpo6efLkmzdvQmrr16/fvn37yZMnHQ6HwWB46qmnIiIioGCesmRISeC/y5YtczqdV69ezc3NVSqVjz322NSpU10uV1hYWGJi4rVr195///2ZM2empKR4qi/iD0EQZs+eXV1dvXPnToPBAKaXIYuM4b+xwW3EmZmZbW1tR48e1el0s2fPzsvLu+chKlBa6LKFCxe2trZ++eWXRqNxxowZPT090E1xcXFPP/30sWPH3nrrLYgBfOaZZ+6ZNYZhYNSdNm1aSUnJ4cOHc3Jy5syZY7PZPB3VQwoAS5O5c+f29/dfuXIlPz9fJpMtW7Zs9uzZLpfL398/NTX18uXL77//flpaGqxIhjc4y7J+fn4bNmzYvXv35s2bYbfPwoULsftbXEEGp6am3rx5E3zqzz33XGBgoMFgSE5OPnLkyMyZM/38/OCACLC7aLXaLVu2OJ3OjIyMjIwMl8s1bdq0np6eU6dO/cd//Ads3QkNDQWtoKqqavHixUajcchiAvGD8O343sCKNfp0HgSwh7S0tNxzFzOYmD777LPLly9v2LBh8uTJogEKNt5duHDh008/3bBhw9KlS7dv337kyJGNGzdOmjTJZrN99NFHtbW1UqkUjruDGASIy3jzzTfHjRv33HPPgaHm0qVLW7dunTt37s9//vNjx4598cUXixcvfuSRR5qbm//+97/Hx8c/+uij//mf/9nT0/P666/fvHnzwIEDL730UkxMTH9//zvvvMNx3Ouvvy4Iwr/8y78YjcaXXnpJJpMVFxe/9dZb8+bNW7169Vf6TU0mkxiS+l0DziHY5v8NHof+6ujoUCgU4PKB/RVdXV1gfJNIJGAzbG1thchYi8XS19fn4+ODDW4SbW1ttdvtCoXCZDJJJBKn09nZ2Qm7DEWrY0tLi8Vi8fb2NhgMDQ0NarVaqVSazea+vj6DwQC/u7u7XS6XUqn09fUVjwXABnUIu93e3NxM0zTsL+zs7BTdey6Xq7OzE3aXQmRZV1eXRqPx9/dvbW3FMAxCnwRBaGpqYllWr9er1WrPRiAIorGx0e12h4eH22y27u5ucFVCkFFHRwdYIA0Gg2eEHaw/urq6FAqFTqfDMKyvrw8ihmQyGRS+q6urv79fo9F4e3uzLAst7HK5mpqaoIVh7yM2qCN2dHRQFOXl5YVhGEVRHR0dPT09BoPBx8enpaWFIAi9Xm+z2Xp6emB3I5QW4vI8xwBEJ/T29mq1Wl9fX4ja1ev1Doejs7MTnsVxvK+vb2BgwMvLSyqVQph0S0uLTqfz8fFpamqSSCSwlZZhmK6urq6uLp7ndTqdXq/HcRy6z2g0ilUQxyRN0729vR0dHSqVKjAwsL29HQJoYTMoNNeQFDAMIwiiq6urr69PrVZ7e3vDYQgkSbrdbnAfGI1GhULR3d1tt9thsEGLkSQJ90ulUrPZ3N7e7nK51Go1jAe73d7d3Q2ycPhrAo3c29ur0Wi0Wq1MJiMIYufOnXv37n311VenTZtmt9tJknzvvfeKi4vfeOMNsPQGBASAwAaLPXQThmFGo1GtVkNF7HY7BCR/gxcTISKRSL6VtcjDqZtCoAGEA4hBgDCtFxcXy+VyiLKD411KS0vB0ASequTk5Lt37zY3N0+cOFEqlXruRYGAC4qiuru7SZI0Go3Dz44AXQQCOz/++OMzZ874+/tjg+9/Y2MjbELfsmUL3Nza2nrnzp2EhARh8CByT+viQ7DehIqHhITAznowusrl8vDwcEEQIIQSommio6MxDINgJY1GA94+8LGFh4dDarDQkUgkISEh8CBcZ1k2ICAAAoUcDkdwcDCYf7VaLazceZ6Hgy+gSGLUJTwOYkYqlY4bN07Mxc/PD8YMqGJijmChNZlMPM/DnAsFgKTAOgchLZ6NwHFcaGgojuNOp1Mmk4WEhEDK0CaBgYFQBnAeez4ok8nCwsLEBCFrKCEMP29vb19fX57nYREGudM0De3peVIYLBqCg4PFpnO73SaTydfXl+M42FgJj8DSB571/O3ZsxC7DlFaDocDTCwsy0JcLhRYEATPArtcLoVCERMTA5Ye8REMw+x2u06nE4/CgMbx7D7PrKFf4K8QQWY0GuGiRCLxzH1ICizLimWGAQbNRVFUVFSU2FwmkwmOpBjSYjiOwy7SyMhIaE+4Ry6Xwxbwe2rnYiOD8K6qqqqrq8vOzo6Ojp4wYYJ4ciEYe10uV1BQEIxeGBtgkIedNthgtBTP81BIT6c44ofl4ZSm8LZUVlbOmDEDIvTgXWpqampqalIqlXCuEEmSKpWqtra2s7NTr9fDm5OVlWWxWP7617/u27fv+eefl0qlkCb4V2QyWUtLS1FRkUwmCw0NvaeBBU5qnThxIljbYIsO2IKKi4shHkGMN+nv76+urk5ISIBnKYqC2AeYW8fWvtL7AdMB5mF0FWeKe16BqUT8E0zWojFNnF8wj9UGLGKEwbPlxL9CFKVoqQMRgg/iWUjPMogJill45gizNogu8eB4MTXxkN7hAwP+BDqxZwU9nxp+JCzIbDFByFqMuMEwzLPiYl3gKbHAI/SFWBf4Pbw7hhTAs8U8nxWba+QCe6bs2cLQkuIVuOjZfUOaZUjniiUXBMEzd7jHM/bKs8z3ay6QkWLMhGeLQfd5nikIfQSRjMPL6ZkphmFSqfTzzz+vqqqKiIhYt26dUqkUt0K53W4xcg226nmWcHjjDBl4iB+ch1Caut3u2NjY6OjowsLCLVu2TJgwoaurq7W19bHHHoOon5UrV86fP9/hcEil0l27duXk5NTX13t5eYHEhXDfuXPnHjp06OzZs4888ghoAOC66O/vLyoqam9vX7ZsGagX2L1OjQH9KSsrq76+vqamBs5B7evrg237zz77rE6nIwiiqanp/fffLyoqWrJkCcQENjc3nzx5Etaw4eHh9xPYY47hE/EIV4b/6X4XvzKFIRdHbskhN4yQ48ilvV8u4p9GLvxwhsQnP0iOIxfjfnfer62Gy/gRnh25wF+r6UZulm+Q+/3SHKGQD1JO7P5NNOQRlmV/9rOfgYUWDDCizF66dOmsWbO8vLxYlh1+iss9KzJCjojvn4dNmuKDhsS1a9ceOHCgtLS0pKQEwzA/Pz84akSlUo0fPx72Zsjl8piYmIKCgtLS0uTkZNg7CGvk9PT0qqqqnJycuLg4UEnNZvOXX35JkqSXl9fixYuTk5PhuBwcxyGwBQoAv+Ecn6ioKIhugNiBurq6zs7O5ORkUJ0FQQgNDQ0MDKyvr799+zZN03K5vKWlpaGhAcdxp9P5yCOPREZG3tOHil4kBGIswvN8eHg4PngGi+eLHBERAZZbdMjRGGVMRiFxHNfU1DTCtxTAV8dxXFdX18DAgEaj0el0HMdBNIHBYIBdFjCmu7q6cBz38vLq7e0FlxhIxL6+PohWUKlU7e3tOI6DZRhCcsA0R5KkxWLp7e2FGA2Xy9XV1cUwDJzmCjIVYgfghBQI2VCpVNDssL0SjtSB7YaiVBYEQaVSqVSqe1bT19f3ezsLaZRRSAgEwhMwXw3XNeH6yDou4rvg24pCGnvSFMMwHMdhF/YITQDjFU47gy9IYIOnjnlGCoCMxAY3EeKDH94CSSl+csvzNBlAHPQEQcDnt3iP7yp7bs+A9EEoineKBRC/DwU5elYBMhpeL5qm/f39vzf1FElTBALxEPNTj+nV6XR2u/1+27ywQVuo5zcCsXv57cVQPez/fl0Sx3He41OCYuwoPhiJIKbgeZtnap7pY4PxEcMVTc/IFzEXz7yGIAiCTqcDMf9ALYVAIBCI754xKU1hd5qXl1dXVxc3+GHhke8f4b9Drox88/30sxFSGHJx5L+OnCbsBfzedpoiEAgE4gEZk9IUG3QrSiSSgYGBn4LfHmKdlEql56dXEAgEAvEjYaxKUwzDYBcKbN/+KUhT8dPTP3RZEAgEAjGUMSxNMY+Nnj+FHSMP/YoBgUAgxi4oGhuBQCAQiNGCpCkCgUAgEKMFSVMEAoFAIEYLkqYIBAKBQIwWJE0RCAQCgRgtSJoiEAgEAjFakDRFIBAIBGK0IGmKQCAQCMRoQdIUgUAgEIjRgqQpAoFAIBCjBUlTBAKBQCBGC5KmCAQCgUCMFiRNEQgEAoEYLUiaIhAIBAIxWpA0RSAQCARitCBpikAgEAjEaEHSFIFAIBCI0YKkKQKBQCAQowVJUwQCgUAgRguSpggEAoFAjBYkTREIBAKBGC1ImiIQCAQCMVpwQRBGn4ogCBzHjT4dxI8TgiBwHP+hS4FAIBDfPt/W5PbtSFMEAoFAIH7KIEsvAoFAIBCjBUlTBAKBQCBGC5KmCAQCgUCMFiRNEQgEAoEYLUiaIhAIBAIxWpA0RSAQCARitCBpikAgEAjEaEHSFIFAIBCI0YKkKQKBQCAQowVJUwQCgUAgRguSpggEAoFAjBYkTREIBAKBGC1ImiIQCAQCMVqQNEUgEAgEYrQgaYpAIBAIxGhB0hSBQCAQiNGCpCkCgUAgEKMFSVMEAoFAIEYLkqYIBAKBQIwWJE0RCAQCgRgt/x+MjH5d9H00DAAAAABJRU5ErkJggg==)"
      ],
      "metadata": {
        "id": "bQC3a9Sl43Sz"
      },
      "id": "bQC3a9Sl43Sz"
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "r-rcujJf46WA"
      },
      "id": "r-rcujJf46WA",
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.11.4"
    },
    "colab": {
      "provenance": []
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}