notebooks/LLM_Evaluation_via_Skills_Assessment.ipynb

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        "\n",
        "# LLM Evaluation via Skills Assessment\n",
        "\n",
        "Using a modified [FLASK method](https://arxiv.org/pdf/2307.10928.pdf), this notebook helps to benchmark and evaluate LLMs for your application.\n",
        "\n",
        "With a fine-grained skills assessment and scoring LLM responses on a 1-5 likert scale, researchers found strong correlation between human and LLM evaluators.\n",
        "\n",
        "This example compares [OpenAI's GPT-4](https://openai.com/research/gpt-4) the [LocalMentor python package](https://github.com/remyxai/LocalMentor)."
      ],
      "metadata": {
        "id": "VerUWxvrf-p9"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Setup\n",
        "\n",
        "You will need an OpenAI token to complete the evaluation. If you run into import issues, please restart the runtime.\n",
        "\n",
        "You can run the optional cell to prevent the notebook from timing out in case of long runs."
      ],
      "metadata": {
        "id": "JBqkedxiq6qh"
      }
    },
    {
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        "outputId": "828a423b-d02d-4cf3-f543-51caacceccf6"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Enter token here··········\n"
          ]
        }
      ],
      "source": [
        "# @title Set OpenAI token\n",
        "import os\n",
        "from getpass import getpass\n",
        "\n",
        "token = getpass('Enter token here')\n",
        "os.environ['OPENAI_API_KEY'] = token"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# @title (Optional) Execute for long running processes\n",
        "%%javascript\n",
        "function ClickConnect(){\n",
        "console.log(\"Working\");\n",
        "document.querySelector(\"colab-toolbar-button#connect\").click()\n",
        "}setInterval(ClickConnect,60000)"
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      "execution_count": null,
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              "function ClickConnect(){\n",
              "console.log(\"Working\");\n",
              "document.querySelector(\"colab-toolbar-button#connect\").click()\n",
              "}setInterval(ClickConnect,60000)\n"
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m229.3/229.3 kB\u001b[0m \u001b[31m3.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m131.5/131.5 kB\u001b[0m \u001b[31m6.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m124.7/124.7 kB\u001b[0m \u001b[31m12.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m75.9/75.9 kB\u001b[0m \u001b[31m6.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m76.9/76.9 kB\u001b[0m \u001b[31m8.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m58.3/58.3 kB\u001b[0m \u001b[31m6.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "llmx 0.0.15a0 requires cohere, which is not installed.\n",
            "tensorflow-probability 0.22.0 requires typing-extensions<4.6.0, but you have typing-extensions 4.9.0 which is incompatible.\u001b[0m\u001b[31m\n",
            "\u001b[0m"
          ]
        }
      ],
      "source": [
        "!pip install -q localmentor\n",
        "!pip install -q guidance"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "YmJyFrtFEPrk"
      },
      "outputs": [],
      "source": [
        "from localmentor import mentor\n",
        "import guidance\n",
        "from guidance import models, gen, system, user, assistant"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Evaluation\n",
        "\n",
        "We've sampled 10 prompts for evaluating each model for faster results. You can try adding more prompts for greater confidence."
      ],
      "metadata": {
        "id": "9QN0u5jNrieL"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# @title # Choose prompts for evaluation\n",
        "prompt_1 = \"What are the key factors to consider when starting a new business?\" # @param {type:\"string\"}\n",
        "prompt_2 = \"What are the most common mistakes startups make and how can they be avoided?\" # @param {type:\"string\"}\n",
        "prompt_3 = \"What are the best strategies for raising initial capital for a startup?\" # @param {type:\"string\"}\n",
        "prompt_4 = \"How can a startup effectively validate its business idea?\" # @param {type:\"string\"}\n",
        "prompt_5 = \"What are the best practices for managing cash flow in a startup?\" # @param {type:\"string\"}\n",
        "prompt_6 = \"How can a startup create a strong and sustainable company culture?\" # @param {type:\"string\"}\n",
        "prompt_7 = \"What are the key metrics a startup should track and why?\" # @param {type:\"string\"}\n",
        "prompt_8 = \"How can a startup effectively market its product or service?\" # @param {type:\"string\"}\n",
        "prompt_9 = \"What are the best strategies for a startup to handle competition?\" # @param {type:\"string\"}\n",
        "prompt_10 = \"How can a startup maintain its focus and avoid distractions?\" # @param {type:\"string\"}\n",
        "\n",
        "prompts = [\n",
        "    prompt_1,\n",
        "    prompt_2,\n",
        "    prompt_3,\n",
        "    prompt_4,\n",
        "    prompt_5,\n",
        "    prompt_6,\n",
        "    prompt_7,\n",
        "    prompt_8,\n",
        "    prompt_9,\n",
        "    prompt_10\n",
        "    ]"
      ],
      "metadata": {
        "cellView": "form",
        "id": "yvsJRhcHT0XV"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# @title Helper functions\n",
        "def guidance_helper(system_prompt, model, prompt, output_key, max_tokens=1500):\n",
        "  mdl = model\n",
        "  with system():\n",
        "    mdl += system_prompt\n",
        "  with user():\n",
        "    mdl += prompt\n",
        "  with assistant():\n",
        "    mdl += gen(name=output_key, max_tokens=max_tokens)\n",
        "  return mdl[output_key]"
      ],
      "metadata": {
        "cellView": "form",
        "id": "_VhgatXOyZG2"
      },
      "execution_count": null,
      "outputs": []
    },
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        "outputId": "82825b7f-e82c-4084-a15b-66cb3bba3eca"
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              "<pre style='margin: 0px; padding: 0px; vertical-align: middle; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2); align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>system</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>Provide a comprehensive and detailed response that includes innovative insights and clear, structured explanations. Focus on delivering practical, actionable advice. Ensure relevance to the startup and tech industry, emphasizing current trends and future possibilities. Be specific in your examples and explanations, and consider adding unique perspectives or novel approaches to standard practices. Aim for clarity in communication, organizing your response logically and coherently.\n",
              "</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2); align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>user</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>How can a startup maintain its focus and avoid distractions?</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2); align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>assistant</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Maint</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>aining</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> focus</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> avoiding</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> distractions</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> crucial</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> for</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> any</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> startup</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> succeed</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Here</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> are</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> some</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> strategies</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> that</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> can</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> help</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>:\n",
              "\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>1</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> **</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Clear</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Vision</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Mission</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>**:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Start</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> with</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> clear</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> vision</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> mission</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> for</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> startup</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> will</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> serve</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> as</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> guiding</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> light</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> help</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> stay</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> focused</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> goals</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> It</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> will</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> also</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> help</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> make</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> decisions</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> that</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> align</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> with</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> startup</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> purpose</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
              "\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>2</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> **</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Set</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> SMART</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Goals</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>**:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> SMART</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> stands</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> for</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Specific</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Me</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>asurable</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Achie</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>vable</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Relevant</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Time</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>-bound</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Setting</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> SMART</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> goals</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> will</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> help</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> focus</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> efforts</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> increase</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> chances</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> achieving</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> business</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> objectives</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
              "\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>3</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> **</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Prior</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>itize</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Tasks</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>**:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Not</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> all</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> tasks</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> are</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> created</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> equal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Use</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> tool</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> like</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Eisenhower</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Box</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> prioritize</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> tasks</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> based</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> their</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> urgency</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> importance</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> will</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> help</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> focus</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> what</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> truly</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> matters</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> avoid</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> distractions</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
              "\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>4</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> **</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Time</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Management</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>**:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Use</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> time</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> management</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> techniques</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> like</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Pom</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>odor</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>o</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Technique</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> time</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> blocking</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> or</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>80</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>/</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>20</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> rule</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> manage</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> time</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> effectively</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> These</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> techniques</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> can</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> help</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> stay</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> focused</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> productive</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
              "\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> **</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Le</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>verage</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Technology</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>**:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Use</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> project</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> management</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> tools</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> like</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> As</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ana</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Tre</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ll</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>o</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> or</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Ji</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ra</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> keep</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> track</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> tasks</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> deadlines</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Use</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> distraction</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>-blocking</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> apps</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> like</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Freedom</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> or</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Rescue</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Time</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> avoid</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> distractions</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> digital</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> devices</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
              "\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>6</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> **</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Build</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Focus</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ed</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Team</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>**:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Hire</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> people</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> who</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> share</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> vision</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> are</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> committed</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> startup</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> success</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> A</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> focused</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> team</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> will</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> be</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> more</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> productive</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> less</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> likely</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> get</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> distracted</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
              "\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>7</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> **</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Regular</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Reviews</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Adjustment</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>**:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Regular</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ly</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> review</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> progress</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> towards</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> goals</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> make</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> necessary</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> adjustments</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> will</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> help</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> stay</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> track</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> avoid</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> wasting</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> time</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> unp</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>rodu</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ct</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ive</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> activities</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
              "\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>8</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> **</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Healthy</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Work</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>-Life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Balance</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>**:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Enc</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ourage</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> healthy</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> work</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>-life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> balance</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> startup</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Over</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>working</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> can</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> lead</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> burn</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>out</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> which</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> can</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> be</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> major</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> distraction</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> productivity</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> killer</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
              "\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>9</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> **</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Continuous</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Learning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Improvement</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>**:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Foster</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> culture</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> continuous</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> learning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> improvement</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> startup</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> will</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> keep</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> team</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> motivated</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> focused</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> achieving</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> goals</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
              "\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>10</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> **</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Emb</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>race</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Change</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>**:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> The</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> startup</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> world</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> fast</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>-paced</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> constantly</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> changing</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Be</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> prepared</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> pivot</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> adapt</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> changes</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> quickly</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> will</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> help</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> stay</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> focused</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> avoid</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> getting</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> side</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>tracked</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> by</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> unexpected</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> challenges</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
              "\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>In</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>novation</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> key</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> maintaining</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> focus</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> startup</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Consider</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> implementing</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> innovative</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> practices</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> like</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> mindfulness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meditation</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> improve</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> focus</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> or</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> adopting</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> agile</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> methodologies</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> enhance</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> productivity</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> adapt</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ability</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Remember</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> key</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> maintaining</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> focus</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> stay</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> aligned</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> with</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> vision</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> mission</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> prioritize</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> effectively</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> manage</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> time</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> well</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> continuously</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> learn</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> improve</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span></div></div></pre>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "# @title Generate a response per model\n",
        "from ast import literal_eval\n",
        "\n",
        "system_prompt = \"Provide a comprehensive and detailed response that includes innovative insights and clear, structured explanations. Focus on delivering practical, actionable advice. Ensure relevance to the startup and tech industry, emphasizing current trends and future possibilities. Be specific in your examples and explanations, and consider adding unique perspectives or novel approaches to standard practices. Aim for clarity in communication, organizing your response logically and coherently.\\n\"\n",
        "\n",
        "responses = []\n",
        "for prompt in prompts:\n",
        "    advice = mentor(system_prompt + prompt)\n",
        "\n",
        "    oai_advice = guidance_helper(system_prompt, models.OpenAI(\"gpt-4\"), prompt, \"advice\")\n",
        "    responses.append((advice, oai_advice))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "BwvTZmIbNEDb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "4629ab37-bc79-4639-a3b0-c882b2c48c33"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<pre style='margin: 0px; padding: 0px; vertical-align: middle; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2); align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>system</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>You are to evaluate each response on the likert scale (1-5) for dimensions including:\n",
              "Robustness\n",
              "Correctness\n",
              "Efficiency\n",
              "Factuality\n",
              "Commonsense\n",
              "Comprehension\n",
              "Insightfulness\n",
              "Completeness\n",
              "Metacognition\n",
              "Readability\n",
              "Conciseness\n",
              "Harmlessness\n",
              "\n",
              "Make sure to structure your responses as JSON\n",
              "</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2); align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>user</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>Model A:\n",
              "&#x27;Provide a comprehensive and detailed response that includes innovative insights and clear, structured explanations. Focus on delivering practical, actionable advice. Ensure relevance to the startup and tech industry, emphasizing current trends and future possibilities. Be specific in your examples and explanations, and consider adding unique perspectives or novel approaches to standard practices. Aim for clarity in communication, organizing your response logically and coherently.\n",
              "How can a startup maintain its focus and avoid distractions?&#x27;\n",
              "Maintaining focus is one of the most important aspects of running a successful startup. It&#x27;s easy to get distracted by shiny new ideas or opportunities that seem too good to pass up. However, these distractions can lead to wasted time, missed opportunities, and ultimately, failure. Here are some tips for maintaining focus:\n",
              "1. Set clear goals and priorities: Before you start working on any project, make sure you have a clear understanding of what needs to be done and why it&#x27;s important. This will help you stay focused on the most critical tasks and avoid getting sidetracked by less important ones.\n",
              "2. Create a schedule: A schedule can help you stay organized and focused. Set specific deadlines for each task, and make sure you stick to them. If something falls behind schedule, don&#x27;t panic - just adjust your priorities and get back on track.\n",
              "3. Minimize distractions: Distractions can be the biggest enemy of focus. Try to eliminate as many distractions as possible by turning off notifications, closing unnecessary tabs, and working in a quiet space. You may also want to consider using tools like noise-cancelling headphones or time-tracking apps to help you stay focused.\n",
              "4. Take breaks: It&#x27;s important to take regular breaks throughout the day to recharge your batteries. This can be as simple as taking a short walk outside, doing some stretching exercises, or just sitting quietly for a few minutes. Make sure you&#x27;re not working too long without a break - this can lead to burnout and decreased productivity.\n",
              "5. Celebrate small wins: Celebrating small wins along the way can help keep your motivation high and prevent burnout. Recognize when you&#x27;ve achieved something important, no matter how small it may seem. This will give you a sense of accomplishment and help you stay focused on your long-term goals.\n",
              "Innovative insights: One unique approach to maintaining focus is to use the Pomodoro technique. This involves breaking up your workday into 25-minute intervals with 5-minute breaks in between. This can help you stay focused for longer periods of time without getting overwhelmed or burned out. Additionally, using a whiteboard or visual board can be helpful in keeping track of tasks and progress.\n",
              "Overall, maintaining focus is an ongoing process that requires discipline, self-awareness, and intentional effort. By implementing these strategies consistently, you&#x27;ll be able to stay focused on your goals and make meaningful progress over time.\n",
              "\n",
              "Model B:\n",
              "Maintaining focus and avoiding distractions is crucial for any startup to succeed. Here are some strategies that can help:\n",
              "\n",
              "1. **Clear Vision and Mission**: Start with a clear vision and mission for your startup. This will serve as your guiding light and help you stay focused on your goals. It will also help you make decisions that align with your startup&#x27;s purpose.\n",
              "\n",
              "2. **Set SMART Goals**: SMART stands for Specific, Measurable, Achievable, Relevant, and Time-bound. Setting SMART goals will help you focus your efforts and increase your chances of achieving your business objectives.\n",
              "\n",
              "3. **Prioritize Tasks**: Not all tasks are created equal. Use a tool like the Eisenhower Box to prioritize your tasks based on their urgency and importance. This will help you focus on what truly matters and avoid distractions.\n",
              "\n",
              "4. **Time Management**: Use time management techniques like the Pomodoro Technique, time blocking, or the 80/20 rule to manage your time effectively. These techniques can help you stay focused and productive.\n",
              "\n",
              "5. **Leverage Technology**: Use project management tools like Asana, Trello, or Jira to keep track of your tasks and deadlines. Use distraction-blocking apps like Freedom or RescueTime to avoid distractions on your digital devices.\n",
              "\n",
              "6. **Build a Focused Team**: Hire people who share your vision and are committed to your startup&#x27;s success. A focused team will be more productive and less likely to get distracted.\n",
              "\n",
              "7. **Regular Reviews and Adjustments**: Regularly review your progress towards your goals and make necessary adjustments. This will help you stay on track and avoid wasting time on unproductive activities.\n",
              "\n",
              "8. **Healthy Work-Life Balance**: Encourage a healthy work-life balance in your startup. Overworking can lead to burnout, which can be a major distraction and productivity killer.\n",
              "\n",
              "9. **Continuous Learning and Improvement**: Foster a culture of continuous learning and improvement in your startup. This will keep you and your team motivated and focused on achieving your goals.\n",
              "\n",
              "10. **Embrace Change**: The startup world is fast-paced and constantly changing. Be prepared to pivot and adapt to changes quickly. This will help you stay focused and avoid getting sidetracked by unexpected challenges.\n",
              "\n",
              "Innovation is key in maintaining focus in a startup. Consider implementing innovative practices like mindfulness and meditation to improve focus, or adopting agile methodologies to enhance productivity and adaptability. Remember, the key to maintaining focus is to stay aligned with your vision and mission, prioritize effectively, manage your time well, and continuously learn and improve.</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2); align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>assistant</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>{\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;M</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>odel</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> A</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> {\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Rob</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ust</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;C</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>orrect</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;E</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ffic</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ien</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>cy</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>4</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;F</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>actual</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ity</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;C</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>omm</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>onsense</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;C</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>omp</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>reh</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ension</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;In</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>sig</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ht</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>fulness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;C</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>omp</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>lete</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;M</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>eta</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>co</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>gni</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>tion</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Read</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ability</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;C</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>cis</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>eness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>4</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;H</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>arm</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>lessness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>},\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;M</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>odel</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> B</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> {\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Rob</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ust</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;C</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>orrect</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;E</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ffic</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ien</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>cy</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>4</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;F</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>actual</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ity</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;C</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>omm</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>onsense</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;C</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>omp</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>reh</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ension</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;In</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>sig</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ht</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>fulness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;C</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>omp</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>lete</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;M</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>eta</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>co</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>gni</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>tion</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Read</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ability</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;C</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>cis</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>eness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>4</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;H</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>arm</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>lessness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>}\n",
              "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>}</span></div></div></pre>"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "# @title Score each model response\n",
        "\n",
        "system_prompt = \"\"\"You are to evaluate each response on the likert scale (1-5) for dimensions including:\n",
        "Robustness\n",
        "Correctness\n",
        "Efficiency\n",
        "Factuality\n",
        "Commonsense\n",
        "Comprehension\n",
        "Insightfulness\n",
        "Completeness\n",
        "Metacognition\n",
        "Readability\n",
        "Conciseness\n",
        "Harmlessness\n",
        "\n",
        "Make sure to structure your responses as JSON\n",
        "\"\"\"\n",
        "scores = []\n",
        "for response in responses:\n",
        "  score = guidance_helper(system_prompt, models.OpenAI(\"gpt-4\"), \"Model A:\\n\" + \"\\n\\nModel B:\\n\".join(response), \"scores\", 2000)\n",
        "  scores.append(score)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "KdG45r_yNkK6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 938
        },
        "outputId": "fc68ea14-8401-4bed-a365-4ce67826cdbf",
        "cellView": "form"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x1000 with 1 Axes>"
            ],
            "image/png": 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Teb+Dg4Paain/8a579+6Ym5sXWJ+fn1+JMVWkij63KI38++nU1FROnDhR7LGqNPK28YkTJ4iLiwOgRYsW1K1bt8CyderUKfBcZR/jg4KCePXVV9WWDg0bNsTDw4P4+Hh10M327dtjZmZGUFCQ2iLI3d29yO9EYd+fyhYWFsb06dPVViR5nyMqKopLly6pv4cVK1aQmJjIhg0bCu2XfT8q+jgC8O233/K///1P57l69epRv359EhISCAgIIC0tjQkTJmBvb19sWf7+/vj6+qr7h3Xr1jF79uwSY9iwYQPZ2dkAeHp60q1btxLfU5TU1FQeffTRAgPruru74+3tjYmJCXfu3OHatWvqfj4hIaHQsirjXLHa01+uXX3oq4bX0dFRvcp6+vRpneViY2OVxx9/XOcKy549e4osNzo6WqcGqkmTJsrmzZsLXPW+fPmy0rdvX3U5W1tb5caNG+X6zIX5559/dGJesmRJhZVdmPw1vNbW1gqguLi4KD///LOSlZWlLpeTk6MEBwfrvHfAgAHK448/rmzatElJTEwsUHZGRoaybt06xd3dXV1H//79i42nrDW8lpaWipmZmWJqaqrMnz9fSUlJ0Vl269atOlffunbtWuz6P/nkE52rkC+//LISHh5e4HMtXbpUp0Z5+vTpRZa5fPlynf9pz549lWvXruksc/bsWaVNmzYKoDg5OZXqt1BaCxYs0Fl/9+7dlejo6PsuV1FKvrK6Z88excrKSl2mb9++SlJSUpHlVXUN7wsvvKAu4+7urvz1119KTk5OgeXi4uKU9evXK/369VN+/vnnIuMqj48//liNYdCgQQVef+SRR9TX586dW2J5Q4YMUZdv1qyZcvjw4UKXu3v3rvLDDz8oHTp0UI4ePVrg9YrcNhW9f42IiFCMjY3V5Z555hklIiKiwHJarVY5c+aM8tZbbxX628/MzFQcHBzUcoYNG6Zcv3690M9w5coV5ZNPPlEaN25c6Ov31vA6ODgoRkZGyieffKJzZT8nJ0eZP3++zrLLli1T/P39FUAZN25cgdYPu3fvVmxsbHRqC4ozdepUdVkTExPl/fffV2JiYnSWSU5OVj788EOdGryFCxcWWWb+ePOOvVOmTFFu376ts9zly5cVPz8/nX10QkJCqcotba1PWej73KK0fv/9d50ymzVrpoSGht53uYpSuuNqYSrjGJ//mJF3ztGvXz/l8uXLOsvFxsYqsbGx6uN7W6OVVlm/X+Wp4c07Zrdp06bA9+X69es6+zRA+eabb0odf2lV9HHk8uXLiomJic622L17t84yd+7cUcaNG1fgvKWobZ0/Rl9f31J9rs6dO6vvmTVrVqHLlLaGN//5BaAMGDBAOXXqVIHlEhMTlXXr1ik9evRQFixYUGhZlXGuWN1JwqvoL+HNW196enqhy2ZnZyutWrVSl33yySeLLHfChAnqcu3atSt0554nKytLGThwoLr85MmTS/05S/L111/rfL4TJ05UWNmFyX8QyTsA3XvgKUpycnKplgsJCVHs7OzUdQQEBBS5bFkT3rydzbZt24os87ffftNZvqgT2qtXr6on0RqNRlm3bl2xn2v//v1qUxtDQ8NCd/BpaWk6B4IuXboU+X1NSEhQmjdvrhNrRSS8kZGRBZp7W1lZKZMnT1Y2btyohIWFlbvs4g40Gzdu1GlO+eijj5bYnKuqE9769euX+aS1pKafZdWkSRM1hrVr1xZ4/ZdfflFfLyrZypOVlaVuc41GU+DCSlEK+0wVuW0qev+6evVq9fWSLmIVF9vBgwfVcnx8fJTMzMxylaMoBRNeQG3qV5innnpKXS7vxPLpp58ucvn832dzc/Mi979///23upypqamyf//+Yj/PmjVr1OVtbW2LvCB172d74403iizz5s2bOvucH374ochly5qQlJW+zy1KKz09XfHw8NCJwdTUVBk9erSyZs2aIo9bpVHehLcyjvH3NvsdOHCgzsX1olTnhDcvgSvqwk5mZqZOVw5bW9ti94HlUZHHEUVRlMGDB6vLOzs7F7vtnnjiiQL7h8KWv3HjhqLRaNRlzp49W2wM9+5Tz58/X+hypUl4t27dqlPWiy++WKpuA4XtDyvjXLEmkIRXKXjVpDS3e3ck5TkoGRoaFqh1vNePP/6oLl+/fv1ClwkLC1O/jCYmJkpQUFCJnzksLEz9wpuZmVVYP545c+bobKfC+jlWpHsT3s8//7xS1vPOO++o6yju6mJ5Et6SLjhotVqdHeLq1asLXe65554rdZl5/ve//xV7Apj/ZNLQ0FC5dOlSseUdOHCg2N9JeeX/HRR2c3NzU4YPH6588cUXyrlz50pdblEHmuXLl+vUHE2ZMqVUiWJVJ7z5r2CnpaWVGF9FO3bsmLp+KyurAi0UFCX3okn+2r3CamPz3L59W12uTp069xVbRW2byti/5q8pKOqqf2msW7dOLWf06NHlLkdRCp6cDRgwoNjljx49qrO8o6NjsQlGRkaGWiMGKIcOHSp0uQEDBqjLfPDBB6WKPf8Fhm+//bbQZfLH2rhx4xKTlPwXOYrbn5Y1ISkrfZ5blNWuXbt0+ivee3N0dFQGDhyozJ07Vzl69Gip+/mWN+Eti9Ie4/MfM0xMTArUihWluie8Bw8eLLbcoKAgnVYp33//fak/Q0kq+jhy8+ZNnbERvvvuu2LXHxcXp9NSprht3a1bN3WZ119/vdhy586dqy7r5+dX5HKlSXjzr7dt27b3deG6Ms4VawIZpVmP+vXrh4+PT7HLdO3aVb0fEhKi9r3J7+eff1b7CAwZMoQGDRqUuG4PDw969OgB5PaX+ueff8oSepHuHUnU1ta2xPds2LCBAQMGFHtbs2ZNieUYGRnx1FNPlTv24uTvi3Ty5MkKLbuwUfvyu3dUwLy+QflptVrWrVunPp4+fXqp1p1/jrvCRiXNPyVQr169aNasWbHlde/evVL6qz311FNs2LChyP7gERER/PHHH7z66qv4+/vTsmVL1q9fX64RiT///HOefvppte/Xa6+9xvLlyzE0NLyvz1AZzMzM1Pt5/fWqUv55EUeMGIGFhUWBZczMzBg1apT6uKjRy/OWzRMZGcmdO3fKHVtFbZvK2L9WVGz5y7lw4UKF9s+eMmVKsa+3adNG5zcxZswYLC0ti1zexMSEVq1aqY8LG0E0KipK7RNrbGzMtGnTShVrSfuxe02ePLnEKXPyH3sL2+dWZxV1blGe9e7evRsvL69CX4+JiWH79u289dZbdOrUiYYNG7JkyRL196VP5TnGDx48uND+xDWNv79/iX1LGzRowIABA9TH+c8N7ldFH0c2b96s7gutra2ZMGFCseu3s7PT2YcUJ/9yJZ1jrF27Vr2ff3qlsrp16xaHDh1SH7/55pvlPh+prHPFmkAS3nvY29vz8MMPl3jLO5m5H506dSpxmfw7U0VRCu2Anv+H0Lt371Kvv0WLFur906dPl/p9xcnIyNB5XJrO7cHBwezcubPYW2mm5WnWrJnOwBllcfLkSRYuXMizzz7LY489xqBBg3QS7vxTCuQfLOd+mZiY8NBDD5W4XP7vQWHT/5w7d04dOMPJyanUSWf+78DZs2cL7LzzH/hLO7XUwIEDS7VcWT322GMEBwfz5Zdf0rp162KXDQgIYNy4cQwZMqTQqVOK8sYbb/D666+rjz/++OMyzftb1fJ/d5544gmOHDlSZevOyMjg559/1ll/UfK/9ssvvxTYT+Sxt7dXT9QVRWH48OElTjtUlIraNpWxf80f2/bt25k9e3aRg4sUp02bNur9ixcvMmXKFO7evVvmcgpT0oBDJiYmOgO35U0dUhxXV1f1fmH7scOHD6v7IH9//1IPDFfWY1lZj72VNeVaZamoc4vy6NmzJ9euXWPZsmV07dq12MGNgoODmTZtGp07dyYiIqJC1l+UyjjG579oUJPlT2SLk//YXlEX/ivjOJI/tu7du+tcGCxKac9bHnvsMYyNjYHcwb4OHjxY6HJnz55Vp0zTaDSMHTu2VOUXJv8xyNTUlCFDhpS7rMo6V6wJZJTme7Rs2bLACGiVJf/Bvyj3XunKG1EwvwsXLqj3f/jhB7Zs2VKq9edPIqOjo0v1npLY2dnpPE5MTKyy0WxLU/Nyr23btvHqq6+W6Qp+RZ0YQO7IliXVNIDu96Ck70BGRkapD2D5ZWZmkpiYqNbKZ2VlERoaqr6ef4dXHF9f3zKvu7Ssra2ZMWMGM2bMICoqikOHDnHixAn+/fdfjh8/ro4omGfbtm2MGjWKHTt2lDiq5Ouvv64eKA0MDFiyZAlTp06ttM9SEV5++WV1fsTAwEC6du1Ko0aNGDBgAN27d6dbt26Fjl5aETZv3qyOnOrq6kqfPn2KXLZnz554eHgQHh5OfHw8f/75J48//nihy06fPp2XX34ZgOPHj9OyZUv8/f3p378/3bt3p0uXLiWOqAkVt20qY//arVs32rRpoyZnn3zyCQsWLKBPnz707t2brl278tBDD5V4Fd/Ly4sRI0bw+++/A7m1HmvWrKF79+706dOHbt260b59+3KNqlmabZN/v+Ti4lKm5Uvaj928ebPU+7G0tDT1fmmOZWU99hYWa3VWUecW5WViYsLTTz/N008/TUJCAkeOHOH48eP8+++/HD16VN1v5Dl58iQPP/wwx44dK7R2735U5jG+POcc1VF5ju1RUVEkJCSUqhVfcSrjOJJ/31vR5y0ODg4MHDiQzZs3A7Bu3bpCK8Dy16J27969VKNKFyV/a5gWLVpgYmJS7rIq41yxppCEV4/K86Ut7KpK/mk3zpw5U65Y7t3Bv/766yU2tXv11Vfp16+fznP3JrdxcXElJrxvvPEGb7zxRoHnvb29dRKuklhbW5d6WYD58+czc+bMMr0HCtZi34/K+A4kJSXpTJVRFvkPYPfWapS29ry8texl5ezszMiRIxk5ciQA2dnZ7Nmzh3nz5qmJDsDu3btZu3YtTz75ZLHl5b8q3KtXrxKbmlcHw4YN4+OPP+btt99Wm3AFBgYSGBjI119/DeROifLYY4/x9NNP4+bmVmHrzt8MbcyYMcUmZxqNhvHjx/PZZ5+p7y0q4X3xxRe5evUqS5YsUZ87d+4c586d4/PPP8fAwIC2bdsyZswYJk+eXORBt6K2TWXsXzUaDb/99huDBg1ST2bS09PZunWrOhWPjY0N/fv3Z9KkSQwePLjIspcvX05kZKRag52dnc3ff/+tNjszNzenV69ePPnkkzz22GOlbgpX1n1TWZcvaT8WGRlZrv1YaZKVioi1Oquo40pFsLW1ZdCgQQwaNEhdz+HDh/nqq6/47bff1OUCAgL44osveOeddyps3ZV9jC/rOUd1Vd5je3x8/H0nPZVxHMl/QaUyzlvGjx+vJrwbN25k8eLFaq0v5H7H80/jWNrm0kXJ31XQ2dn5vsqqjHPFmkKaNNcCKSkp913GvX2/Tpw4UWIz48Ka/Xh7e+s8vnjx4n3HVlplmRfu2LFjOgdCLy8v5s6dy8GDBwkLCyMlJYWcnByU3IHddBKo6qgivgOg+z24t09XaU+i9DVHm5GREQMGDODvv/8uMD/e999/X+L78zdp2rt3L88//3yNONF98803OX36NE888QRWVlYFXg8ICGDOnDk0bNiQL774okLWeffuXZ0D5ffff4+dnV2xt7wkE3LnLi2qf65Go+Gbb77hwIEDjBgxosD3SavVcuLECV555RV8fHx0rqTfqyK2TWXsXyF3X3nmzBkWLVpEy5YtC7yemJjIxo0bGTJkCJ06dSIkJKTQsh0cHDh48CCrVq2iU6dOBeahTUtLU+fUbdGiRbmT9qpQEdu6JvxmH2QajYZu3bqxceNGvvvuO53XSrOfLq2qOMZX9Fy0+lLeY/v9XvyvrONI/nOXyjhvGTp0KDY2NkBuMrp9+3ad1w8ePEh4eLhabv6+x+WRfzvf7/lVZZwr1hS149f6gMt/leXXX39Vd+BluRU3AEBZ3NunpaIHeKoon376qXq/Y8eOXLhwgdmzZ9OtWzc8PDywsLDQOZglJSXpI8xSy/8d8PX1Ldd3QFEUnQsWeTv0PKXdBtVhW3344Yc0btxYfXz8+PESB0Z5/fXXeffdd9XH3377LS+++GKlxViR/P39+emnn4iNjeXIkSPMnTuX/v376/RdSk1N5bXXXmPBggX3vb41a9bobM/U1FQSEhKKveVvMpmTk6MzoEdhunfvzqZNm4iPj2fPnj288847dO/eXacLQFxcHOPHj2fTpk1FlnO/26Yy96+mpqa8+OKLnDt3jlu3brFmzRqeeeaZAk0ljx07Rq9evQo0Bc1jYGDAhAkT+Oeff4iKimLjxo28+OKLBZrzXblyhd69exMcHFzk9tKn/Nt68ODB5d6PiZrh2WefpW/fvurj8PBwbt68WSFl17ZjfGnlDbZYFuU9tt97jlBWlXUcyR9XZZy3mJmZqS3LgAIx5H88aNCgUnXBKU7+roL326WuMs4VawpJeGuB/H2tIiMjK6TM/fv3l/iFnzRpUoH3eXh46Jysbdy4sULiqUiKorBnzx718aefflpo7U9+FTlQVWWojO+AtbU15ubm6uMbN26U6n1F1URVJQMDA53m9llZWTpNeYry3nvv8fbbb6uPv/nmG7U/aU1gbGxM586dmT17Njt37iQ6OprvvvtOZ3Trd999976v8uZvhlbZZZiZmdGnTx8++OADDhw4wN27d/nss890+vqVptliebdNZfy2CuPu7s748eP5/vvvCQoK4syZMzonVaGhoSxevLjEchwdHXn00UdZtGgRAQEBBAYG6jTPj4+PZ+7cuZXyGe5XVW1rUX3cOxhiRQxeVZuO8fmbymZlZZW4fHkGWCvtMTv/ckZGRvc9PktlHUfyjydQWect+Zspb9myRU2YMzMzdc5777c5M+j2yQ8MDLyvsh7kfawkvLVA/tExjx07psdIck2ePFm9f+XKFfbu3avHaAqKjY3VOalt27Ztie85evRoZYZ03/J/B6KioiqsBif/NCInTpwo1XtKu1xlu7d/Vf4Th+J8+OGHOk2iFy1axIwZMyo0tqpiaWnJs88+y6+//qo+l5SUdF/7iTNnzuiMnHz16tVSXxUODw9Xm9wGBASUq3mtg4MDr7/+Ot988436XHBwMNevXy9TOaXdNvrav7Zq1YqNGzfSq1cv9bldu3aVuZyGDRvy3XffMXHixPsqpyrk39bnzp0jPT1dj9GUTv4m5FK7XHal2U/nr4ktzTaujsf4sn6GPPm3T1EtPPLLPyhRaZXn2O7r63tfgydV5nEk/ywOlXXe0rt3b3Xch7S0NHXgwO3bt6v/J1tb2/saUTlP/v3irVu37uv8rrLOFWsCSXhrgfxXSP/8888KHUW4PJ5//nmdq6nTpk3TGUVT30pzlTS/xMTEYptMVgf16tXTmSO3Iq6cAjpz823atKnEZsHJycnqoDv6du3aNfW+mZlZmZoVzZ07l1mzZqmPFy5cyGuvvVah8VWlnj176jRlup+pa/J/t/z8/HSajpekbt26OlOm3M/3dPjw4TqPy/uZSto2+ty/ajQahg4dWmRsZZF/e1XU1EUVrUOHDur/IjMzU2fgl+oq/9zD1ek4V1Pk309DbkuHe5V1G1fHY3x5vyeenp7q/dLM2f3nn3+WLTBg69atBWY4uJdWq9W5OHi/UzJV5nEk/3lLQEBAqUbozj81UmkYGBgwZswY9XFeM+b8zZkfffTRChnTpG3btjrNmpctW1busirrXLEmkIS3Fhg5cqQ60XtiYiKvvvqqXuOxs7Pj448/Vh9fvXqV0aNHV5upHRwdHXWuIpc0P+ebb75Z4sGgOshfC/nll1/qDGVfXvlHNr516xZLly4tdvlPPvmkwrfV9u3byzxtVkhIiM5AEj179iwwmE9JPv30U50k94svvtBJgvWtLLUEGRkZOieB5W2KlpWVpTNIVHkG48j/nnXr1unEVZbPdG+fq/yfqSK3TWXsX8v7Oe+NraLKqS5MTEyYNm2a+vjtt9+utsl5nvzNDUszX3xtdfDgwTL3v42Pj9dJEJo2bVrolEpl3cbV8Rhf3u9J/trK/AlnYX777bdytZpJSkrS6fNcmB9++EGnNrCwLm2lVdnHkX79+uls77feeqvYsnbv3s2BAwfKHEP+eYH37t1LUFAQf/31l/pcRTRnhtz9Yv5uKQsXLryvAWEr41yxJpCEtxYwMjJSh2mH3B3Tc889V2KCmZKSwsqVK4ud96y8XnzxRZ3h4rds2UKXLl3UqTJKsnXrVp2h2CtSXl++PK+//ro6EXd+iqLw8ccf60yPUp1NnDgRf39/ILemtW/fvjoTlhflwoULPPPMM6xYsaLAay1atNCZEmXmzJns3r270HLWr19f4kGzPNauXYuPjw8zZ84s1Y758uXLDBw4UOcqenmnGPr88891Dg7z5s0rMAK0voSGhtKtWze2bNlSYs37u+++q+4PTExMdJo1lcW2bduIiopSH5f3RCXv4kNUVJTOhYmDBw8yZMgQdQyBouTk5OhMZebq6qpTQ1CR26Yy9q8zZsxg9uzZhIWFFVtGSEiIzv6ne/fuOq/PmzeP559/nqtXrxZbTnR0tM5v895yqpNXXnmFunXrAnD79m169uxZqmaax44d4/HHHy9y/1RZ2rRpo95funRphU5bV5Ps2rWLRo0aMXXq1FINVhkeHs7gwYN1LmgUtZ/Ov403bNjA7du3iy27Oh7j83+Gs2fPlnpU6BEjRqj3d+3axYYNGwpd7tChQ0yZMqXc8X3yySdFtqjYt2+fzlgWffr0KVUz8aJU9nHEyMhI58Lkpk2b+PDDDwst58KFC+VOTNu0aUPTpk2B3GPSE088oZ531K1bl549e5ar3MK8+uqrat/k9PR0+vbty/Hjx4t9z759+3T6suepjHPFmkDm4a0lRo8ezfHjx9VRRr/77jt+++03xo0bR+fOndWO6nFxcVy5coXjx4+ze/duUlNTdTqxV6RVq1ZhaGio7kTPnj1Lnz59aNmyJf369aN169Y4OTlhZWVFSkoKERERnD9/ni1bthTomH+/owHe6+WXX1av6J07d46WLVvywgsv8NBDD6EoCpcvX2bVqlXqgfvpp59m+fLlFRpDRTMxMWHTpk20b9+emJgYbt++Tffu3enduzdDhgyhadOmWFtbk5ycTEREBGfOnGHPnj1qEvnQQw8VWu7ixYs5dOgQiYmJ6kTl48aNY9iwYbi4uHDr1i1+/fVXtQ/L6NGj+eWXXyr0syUnJzN//nzmz59Pq1at6NatGw899BB16tRRP1NgYCB79+7lr7/+0klyRo4cqXPSUFZffvklOTk5LFq0CMg9MTA0NCzyAFqVDh8+zOHDh3FycmLw4MG0a9cOHx8fbG1tSUtL4/Lly6xfv16nf9q0adN0mkeVRf7mT82aNaN58+ZlLqNevXq0b99ePVivWrVKbbarKIo6F229evUYOHAgbdu2pV69elhbW5OUlERAQACrVq3SucL95ptvFpgipCK3TUXvX+Pj4/nqq6/49NNP6dy5Mz169MDf3x9nZ2eMjY25c+cOBw8eZOXKlWrNrI2NDS+99JJOOWlpaSxdupSlS5fSunVrevfuTevWralTpw7m5uZER0dz7NgxfvjhB/UE08jIqNB5z6sLR0dHfvvtN3r16kVaWhpXrlzB39+fIUOGMGDAAOrXr4+lpSWJiYmEhYVx+vRpdu7cqc7Znn8Miaowbtw4NQnZsWMHbm5utGrVSueY1bt37wL/u9ooMzOT77//nu+//57GjRvTs2dP2rVrh5ubG3Z2dqSlpREcHMzBgwf5/fffdS4adejQgRdeeKHQckeOHMmMGTPIyMjg1q1b1K9fnzZt2uDk5KT+7l1cXHSmNapux/hmzZrRqlUrzp49i6Io9O7dm5YtW1KvXj2dkee///57nUGXBg4cSPPmzbl06RKQ+33bvXs3Q4cOxdbWllu3brFlyxZ++eUXtFotTzzxBGvWrClTbI8//jgbNmxQv8uPP/44devWJSoqii1btvDTTz+p09BYWlqW2NKrJJV9HAGYPn0669ev5/Tp0wDMmTOHPXv2MHHiRBo0aEBCQgJ79uxh2bJlpKenl/u8Zfz48erc0fkT0LFjx1botFUuLi6sWbOGQYMGkZ2dzZ07d+jUqRNDhw5lyJAheHt7Y2xszN27d/n333/5888/uXbtGgsWLNAZCR0q71yx2lOEMnHiRAVQAKVHjx7lKmPfvn1qGV5eXkUu16NHD3W5FStWlKrsvOUBJSQkpNhlP/roI0Wj0ei8p6RbnTp1Sv9By2H+/PmKra1tmWLKu3l7eyu//vprkWW/++676rITJ04sU1xTpkwpVQyvvfZahf5/S1tWeT9nUFCQ0rx58zJv66VLlxZZ5sGDBxULC4sSy3jyySfL9fmKM2HChHJ9dwBl/PjxSkZGRpFle3l5qcvu27ev2DimTZumU/a7775bYJn8+5LCXs9Tmt/0ihUrit0vhYSElHl7PPLII0p6enqxn7Mo0dHRiomJiVrWO++8U65yFCV3n5BXjomJiRITE6Moiu5vo7S35557TtFqtVWybSpq/5r/e1Kam6WlpbJr164C5eTfL5TmZmRkpKxatarQz3bvNiuNsvx+7v3cxf0+FEVRTp48qdStW7fM/8ft27cXWl5pfnP5lWU/9sQTTxQbU1mPTeWJo7LPLUoyZ86cMv+v8m79+vVT4uPjiy3/u+++UwwMDIoso7BtUxnH+LJ+5/M7efKkYmdnV2wshf0fTpw4oVhZWVXq5yjpOwwoZmZmyt69e8v0me9VFceRPBEREUqjRo1K/FwtWrRQ4uPjy/V7uH79eqFlnjlzptSfoyzfqZ07dyrW1tal/m0tWLCgyLIq41yxOpMmzbXMW2+9xdmzZxk1alSJneWbNm3KrFmz2L9/f6XG9OqrrxISEsKcOXNKdSXP1taWUaNGqTW99ztpd1GWLVvGJ598UmTtcf369Vm3bh2ff/55pay/sjRo0IDTp0+zaNEi6tevX+yyVlZWPPLII6xfv77YPjndunXj9OnTRTbRcXR0ZN68eaxevfo+Ii/csmXL2Lp1K8888wwNGzYscXljY2MeeeQRdu/ezZo1a+5rJMn8Fi9ezP/+9z/18fvvv6/XWt46deowb948unXrVuJnbNKkCcuWLePPP/8s9yAa69evJzMzU318P7/L/O/NzMxU+3P5+fnx3nvv0bZtWwwNDYsto02bNmzatImlS5cW6J9dWdumovavzz77LJMnT8bDw6PYMszMzBg3bhwXLlzQmWYrz6hRo3jhhRcKzNt7L0NDQwYPHsypU6eYMGFCsctWF23btuXSpUt88MEHhfbrzM/e3p7HH3+cLVu2FLqdKttPP/3Epk2bGDVqlFoDXdYxA2q6OXPmqE1fW7RoUeLnNzAwoFevXmzYsIFdu3bpDBxXmGeffZYTJ07w7LPP0qJFC2xsbEqsQatux/i2bdty4cIF3nrrLTp27IiDg4NO7W5R2rVrx/79+3WaRefn4eHB6tWr7+tz/PTTT8ybNw9HR8dCX+/WrRunTp2id+/e5V4HVM1xJI+rqysnTpxgypQphY7+bWpqyuTJkzl69GiJ37+i1K9fX2cALYDmzZvrzHBRkfr378+VK1d45plndAZCu5e1tTVPPvkkgwYNKnKZyjhXrM40iiLj6NdWaWlpHDlyhJCQEHUOUltbW+rXr4+fn1+hoyFWhYiICE6dOkVkZCTR0dFotVrs7e1xdHRUR+urypOFpKQk9u/fT2BgIJmZmbi6utKsWTM6dOhQZTFUpsDAQP79918iIyNJSkrC0tKSOnXq0LRpU/z8/Eo9XU/+8o4cOcKdO3ewtbXFx8eH3r17V1hiWZLIyEguXbrE9evXiYuLIz09HQsLC+zs7GjatCn+/v7FHghqo/T0dM6dO0dgYCB37twhLS0NS0tLXF1dad26tc6ojDVFcnIyZ8+eJSgoiKioKDIyMrCysqJu3bq0bdsWHx+fUpVTWdumovavN2/eJCAggNDQUOLj49FoNNja2tKkSRPatWtX6u4cd+/e5dy5c4SEhBAXF4dWq8XGxoYGDRrQvn37Ik9ka4rz589z7tw5oqKiSE1NVb8LTZs2xdfXt0KbD4r7Fx8fz8WLFwkKCiImJobU1FTMzc2xsbGhUaNGtGrVqtxdK8qqNh3jz549y4kTJ4iJicHBwYHGjRvTvXv3Ei8Q3svb21vtBrBv3z71YnZmZib79u0jODiYhIQE6tSpQ5cuXco0inJ1FBMTw549e7h58ybGxsbUq1ePXr16VdsB/EojIyODw4cPExwcTHR0NIaGhjg7O9O8eXPatGlTrnO7ijxXrG4k4RVCCCGEEOIBUVTCK0RtJZdEhRBCCCGEEELUSpLwCiGEEEIIIYSolSThFUIIIYQQQghRK0nCK4QQQgghhBCiVpKEVwghhBBCCCFErSSjNAshhBBCCCGEqJWkhlcIIYQQQgghRK0kCa8QQgghhBBCiFpJEl4hhBBCCCGEELWSJLxCCCGEEEIIIWolSXiFEEIIIYQQQtRKkvAKIYQQQgghhKiVJOEVQgghhBBCCFErScIrhBBCCCGEEKJWkoRXCCGEEEIIIUStJAmvEEIIIYQQQohaSRJeIYQQQgghhBC1kiS8QgghhBBCCCFqJUl4hRBCCCGEEELUSpLwCiGEEEIIIYSolSThFUIIIYQQQghRK0nCK4QQQgghhBCiVpKEVwghhBBCCCFErSQJrxBCCCGEEEKIWkkSXiGEEEIIIYQQtZIkvEIIIYQQQgghaiVJeIUQQgghhBBC1EqS8AohhBBCCCGEqJUk4RVCCCGEEEIIUStJwiuEEEIIIYQQolaShFcIIYQQQgghRK0kCa8QQgghhBBCiFpJEl4hhBBCCCGEELWSJLxCCCGEEEIIIWolSXiFEEIIIYQQQtRKkvAKIYQQQgghhKiVJOEVQgghhBBCCFErScIrhBBCCCGEEKJWkoRXCCGEEEIIIUStJAmvEEIIIYQQQohaSRJeIYQQQgghhBC1kiS8QgghhBBCCCFqJUl4hRBCCCGEEELUSpLwCiGEEEIIIYSolSThFUIIIYQQQghRK0nCK4QQQgghhBCiVpKEVwghhKiFVq5ciUajQaPR8N5776nP9+zZU33+xo0beotPCCGEqApG+g5ACCGEqGzvvfce77//fpGv29raEh8fXynrXrhwoVp2/sSzulm5cqWaAE+fPh07Ozu9xiOEEEJUBEl4hRBCiEq0cOFCQkNDgeqR8H799dckJCQA4Obmpj6/cuVKDhw4AMCkSZMk4RVCCFErSMIrhBDigTJw4EBmz56t85yR0YNzOPTz89N3CEIIIUSVkT68QgghHiguLi507dpV59axY0dSUlL43//+R9u2balTpw4mJibY2trSqVMnfvjhh0LL2rFjB4MGDcLZ2RkTExPq1q3LqFGjCA0NVfvQ5tXuAmrfWY1GAxTdz/bGjRvq8z179lSfv3DhAuPHj6d58+Y4ODhgbGyMi4sLgwcP5uDBg6X6/Pf24d2/fz8ajUat3QXw8fFRlwkKClLv9+jRQ6es2NhYjIyM0Gg0kkgLIYSoliThFUIIIYCkpCS+/fZbTp06RWRkJFlZWSQmJnLs2DGefvppPvjgA53lP/jgAwYOHMj27duJjo4mKyuL27dv89tvvxESElIpMV64cIF169Zx+fJl4uLiyM7OJioqim3bttGrVy/27dtX4es0MjJSE91Dhw5x8+ZN9bWtW7eSk5MDwLhx4yp83UIIIcT9koRXCCHEA2XVqlU6Na0ajYZJkyZhYWHBBx98wIYNG9i1axf79u3j559/plGjRgB8/vnnZGZmAvDvv//y7rvvqmVOmTKFLVu2sH79eh577DEMDAwYNGgQhw4dwtXVVV3u0KFD6q08mjRpwhdffMEff/zB33//zd69e1m6dCmmpqZotVo++eSTMpfZunVrDh06RKtWrdTnfv31VzVONzc3pkyZAoCiKKxfv15dbvPmzer9MWPGlOszCSGEEJXpwem0JIQQQhTDxsaG1q1bs2jRIs6cOUNcXJxaewmQnJzMlStXaNmyJWvWrFGfHzt2LMuXL1cf50/8XFxcMDU1VR937dr1vmJs2bIlBw8eZO7cuVy5coXk5GQURVFf//fff8tcpq2tLV27dsXW1lZ9rm3btnh7e6uPR40axYsvvkhCQgJr165l1qxZZGZmsnPnTgA6duyIj49P+T+YEEIIUUkk4RVCCPFAKWzQqjp16rBp0yYeffTRYt+bN73QtWvX1OeGDBlS4TEW5ZVXXmHRokVFvl5ZUyuZm5szduxYvv32WwICAggICCAiIoKkpCQgN+kXQgghqiNJeIUQQjxQ8gatutfUqVPV+5MmTWLcuHGYm5vzwQcfsHv3bgC0Wm2FxpI3eBWgU5scHR1dYNnMzEy+//57ILdf7UcffUSHDh0wMjJixIgRREdH69T2VrQpU6bw7bffArBmzRpSUlIAMDQ0ZPTo0ZW2XiGEEOJ+SMIrhBBCALdu3VLvf/3111hZWaHVanWez9O4cWO2b98O5A7cVNyATQYG/z9chlar1XmcvxnxnTt31Ps7duwoUE5MTAzp6ekA+Pv7M2vWLABu375NbGxsiZ+vJPfGea+2bdvSsmVLzp8/z/r169VkvVevXtSpU+e+1y+EEEJUBhm0SgghhAC8vLzU+3PmzGHnzp1MmDCBS5cuFVh2/Pjx6v1169bx7LPPsnXrVjZs2MD48eN1pgiyt7dX73/99dccPnyYgIAAABo2bKi+tmbNGj799FPefvvtAiNCQ26zazMzMwACAgL4/vvv+fPPPxk6dGiF1Dznj3PZsmUcOnSoQJ/gvMGrwsLC1NGapTmzEEKI6kwSXiGEEAJ49tln1fsLFixgwIAB/Pbbbzz00EMFlm3Xrh1z5sxRHy9btowhQ4YwevRo1q1bp5OA9urVS70/ffp0unXrxosvvghAixYt6NSpEwDp6em8+eabzJ07VycRzmNgYKAmnJmZmUydOpXhw4eTmJiIi4vLfX563Tg//fRTunfvzqhRo3SWeeKJJ3QG4TIxMWHkyJH3vW4hhBCiskjCK4QQQpA7EvF3331Ho0aNMDMzo127duzYsYMWLVoUuvz777/P1q1bGTBgAI6OjhgbG+Pu7s7IkSN1Rix+9913efbZZ3F3d9fps5tn7dq1PPzww5iZmeHs7MzLL7/Mr7/+Wug658+fz/Tp03Fzc8PKyoqhQ4eyd+9ezM3N7/vzT506lVmzZuHp6anTvDk/BwcHhg8frj4eOHAgdnZ2971uIYQQorJolMoc4UIIIYQQtcrq1auZOHEiAL/88guPP/64niMSQgghiiaDVgkhhBCiRKmpqcTExLBixQoA7OzseOSRR/QclRBCCFE8SXiFEEIIUaLmzZsTGhqqPp45c2aFNKUWQgghKpMkvEIIIYQoNTc3NyZPnswbb7yh71CEEEKIEkkfXiGEEEIIIYQQtZKM0iyEEEIIIYQQolaShFcIIYQQQgghRK0kCa8QQgghhBBCiFpJEl4hhBBCCCGEELWSJLxCCCGEEEIIIWolSXiFEEIIIYQQQtRKkvAKIYQQQgghhKiVJOEVQgghhBBCCFErGek7ACGEEKK6UxSF1NRUkpOTSUpKIikpSb1/79+8W2JiIsnJyerfvOdTU1PJyclBURS0Wm2Bm6LVolUUAAwMNBgYGGJgYIBGo8HAwEDnZmhoiKWlJVZWVlhbW2NlZYWNjY3619raWr3lX6aw58zNzdFoNHre0kIIIUTF0ijKf0dVIYQQ4gGTnZ1NZGQkt2/fJiIiQr3dunWL27dvc/v2be7cuUNkZCQ5OTkAGBkZYWlpiYWFhc4t77nCElBra2tsbGywtbXF2toaI0NDom8FkRh8AquoM/hkXMXKIJNkLLhh6kuyXUsSowPprT2KgYEBOU0fIaP54+RY1kGr1ZKdnU1OTg7Z2dkkJSWRkJBAYmKimmjnJeDJycmkpqaSkpJCSkoKaWlppKSkkJqaqt6ys7MBMDY2xsXFBVdXV9zd3albty7u7u64ubnh5uam3nd2dsbQ0FCf/zYhhBCi1CThFUIIUesoikJERARhYWEFEtlbt26pj6Ojo1EUBXt7exwdHXF2dsbZ2Zk6derg5uZG3bp18fT0xMPDA0dHR+zt7TEzMytXTNG3Qwk5uRWC9+GdcBJn4shUjLhq1JxYuw5YenTHzaMVhoZGZGtzOHrzNCfumFD39gaeMdmNhZKKpsVI6PIyuPpVyHbSarWkp6cTFxdHdHQ04eHhhIWFqdvo7t27REVFER0dTXR0NAkJCRgaGuLk5KQmwXnJcV5i7ObmhqenJy4uLlJjLIQQQu8k4RVCCFFjxcXFERgYyLVr17h27RpXrlzh6tWrBAUFkZaWhoODA87Ozjg5OamJbF6C5uHhgZeXF15eXuVOYouTkhRP0MkdpF35mzrRR/HR3gQgSOPDbet2GLl1oa53F0xNLQu8N1ubw6lbp3mobhu234jnmzOBPGd1hKeNtmGUchsa9MlNfH26QxUmlSkpKdy8eZObN2+qifHt27d1EuOoqCji4uKwtramYcOGNGnShKZNm9K4cWMaN25Mo0aNsLGxqbKYhRBCPNgk4RVCCFGtpaWlERQUpCa1eYltYGAgMTExODg44Onpibe3Nw0bNqRp06a0aNGCFi1aYGlZMJmsLNlZmQSdO0RcwC5sbx+mUeZljDU53MGJEPM2ZLt0wcW7O7a2riWXlS/hNTIw5FpcKm8eDSE1M4PVLYPwi1gPMVfAvXVu4ttsKBhUn2bGiYmJBAQEcPHiRa5cuUJQUBChoaHcvHmT+Ph4XFxcaNSoEU2bNqVJkyZqMly/fn1MTU31Hb4QQohaRBJeIYQQ1UJ8fDynT58mICCAq1evcuXKFa5du8bt27cxNzdXk9r69evTpEkTfH19admyJc7OznqJV9FqCb8ewO3TOzAJPUCDlDPYaFJJUsy5ZtKKZIcO2Hv3xNm5ERqDsk2KcG/CC5CUmc2HJ29y8FYCz7VxZqZnCIbnf4Dbx8GhPnR+EfzHgXHF11ZXpIiICM6fP8+lS5e4evUqwcHBajKcmZlJvXr1aNy4sZoM+/n50bp1a6ytrfUduhBCiBpIEl4hhBBVLjY2ltOnT3Pq1ClOnjzJv//+S2hoKG5ubjRq1Ij69evTuHFjmjdvTsuWLfHy8sKgjEljpcQdeYvgk9vQBv6NZ/wJXIkmSzHkmlETom06YO7RHfd6D2FkZHxf6yks4YXcvslrr0ayNOA2bd2t+HqANy4pV+DcDxCyCyydoMNz0G4KmNvf78etUjk5OQQHBxMQEMClS5e4du0aISEhXL16lejoaBo0aEDbtm1p164dDz30EK1bt5am0UIIIUokCa8QQohKFRsby6lTp3SS25s3b+Lu7k6zZs3w9/enQ4cOdOnShbp16+o7XB3pqckEntxFyuU9OEcdpUFOMAAhmnrcsmyHxrUL7j7dMDev2NrHohLePGeiknn7aAgGBvD1AG86elhDQiicXwHXfgdDY3joKej4P7D1qNDY9OHGjRscPnyYkydPcv78eS5fvszdu3epX7++ThLcpk0bbG1t9R2uEEKIakQSXiGEEBUmJiamQHIbFhaGh4eHmty2b9+erl274ubmpu9wC8jJzib4wlGiz+3A+vZhGqVfxFSTRRT2XDdrQ6ZzZ5x9emJv516pcZSU8ALEpGXxzvEbnItKZmZnd6a2+W9U5NRouLAGLq+HrFTwexy6vAQuzSo15qoWGhrKkSNHOHHihJoE37lzBx8fnwJJsJ2dnb7DFUIIoSeS8AohhCgXrVbLxYsX2b9/P/v27ePkyZOEh4dTr149nZrbrl27UqdOHX2HW6TbIVcI+3crxqEHqJ98CjuSSVFMuWbSkgT7jth6dsfVtXmZ++Hej9IkvLnLKXx/IYLVV+7Sz8eW+f09sTU1yn0xMwWu/AoBKyHlLjR+GLrMAM+OVTqyc1UKDw/n0KFDnDx5knPnznH58mUiIiLw9vamffv29OrVi549e9KkSROZMkkIIR4QkvAKIYQolfwJ7t9//82BAwdIT0+ndevWdOrUic6dO9OtWze9DSJVWgkxd7l+cjtZgX9TN/Y4HsodshUDAg0bEWXTHtO63XD3bIexHgd/Km3Cm+fQ7QQ+OBGKvZkhSwb50MLF4v9fzMmE69ty+/nGBYFHO+g6AxoPhGrQL7qy3bp1iyNHjnD48GGOHTvG+fPnsbW1pWfPnvTu3ZuePXvSuHFjSYCFEKKWkoRXCCFEoYpKcFu1akXnzp3p168fPXv2rPbTyGSkpxJ4ai9JF3fjePcoDbMDMdAo3MSdMMu2KK6dcffugYWlnb5DVZU14QW4lZzBW0dDCE5M58Oe9Rjt66i7gKKFmwdyE987p8CxUe6URi0fB6Pq/T+sSKmpqfz999/s3r2bo0ePSgIshBC1nCS8QgghgNwE99KlSzoJblpaWo1LcLU5OYRcOknUuR1YhB+iUdp5zDWZxGJDkGlr0pw64eTdE0dHL32HWqTyJLwAGTlavjwTzp/BMTzW3IEPetTD3LiQWtw7Z+D8D3BjL1i7Qsfncwe5MnvwRj1OSUlh79697NmzR02A7ezsJAEWQohaQhJeIYR4QCmKUqAGNzU1VU1w+/fvXyMSXIC74dcJPbkVg5AD+CSexJEE0hVjrhq3IN6uA1b1uuNWtyUGZUge9am8CW+erTdi+PxUGN52piwd7IOPXRHNs+ODc2t8A7fkzt/bdkruyM7Wrvf5CWquwhJge3t7nQS4UaNGkgALIUQNIQmvEEI8QDIyMti3bx9//vknmzdvJjY2tkYmuEkJsVw/sYOMq3twizmGp3ILraIhyLABd6zbYezWFXfvTpiamOs71HK534QXICg+jdlHQ4jNyGJ+Xy8GNLQreuGUSAhYBZc3gDYT/MdA55fAqVH5PkAtUlgC7O7uzrBhwxg2bBhdu3bF2Pj+5l0WQghReSThFUKIWi4qKopt27bxxx9/sHv3bqysrOjVqxcjRoxgyJAhWFhYlFyInmVlZhB0Zj/xF3Zhf+cIDTOvYqTRcgsXQi3akuPSGVefHlhbO+k71ApREQkvQEpWDh+dvMm+8Hieae3C653dMTYspmYyMwku/QwXfsqd3qjp4NwBrjzaljuG2iYxMZE//viDP//8k4MHD5KVlcWAAQMYPnw4AwYMkCmQhBCimpGEVwghahlFUbhy5Qpbtmzh999/5+TJkzRp0oS+ffvy2GOP0blzZwyq+ei8ilbLzatniDi7A7ObB2mUehZLTToJiiXXTFuT6tgRB++eODs30HeolaKiEl7I/T78EhjF4nO3aOVqyTcDfahjVUKNZHYGBG2GcysgIQS8OudOadSoX62d0qg8cnJy2LdvHxs3buTvv/8mJCSELl26MGLECB555BHq16+v7xCFEOKBJwmvEELUAtnZ2Rw+fJjNmzfzxx9/cPv2bdq1a8fAgQMZPXo0DRpU/8Qw+s5NbpzYinJ9P14JJ3AhlkzFiKtGzYi164CFRzfcPdpgaGik71ArXUUmvHnORSfz9tEbaFH4eoA3netZl/wmbQ6E/p3bzzfyHLg0gy7TocWjYCjNeO91+fJlfv75Z3bt2sW///5Lw4YN1abP7du3x9CwZvQhF0KI2kQSXiGEqKESEhLYsWMHf/75J9u2bcPQ0JDu3bszdOhQRo4cia2trb5DLFZqcgKBJ3eRdmUPdaKO4qMNBeC6xpvbVu0wdOtKXZ8umJpa6jnSqlcZCS9AbHoW7x6/wanIZF7t6Mb/2tbBoDQ1tooCd/7NTXxvHgCbutDpBWgzAUytKiy+2iQ6OpqNGzfy119/cejQIUxMTBgyZAjDhg2jX79+WFo+eN9rIYTQB0l4hRCiBomNjWXjxo38/PPPHD58GE9PT3r37s2jjz5K3759q3UNUnZWJtfPHSY2YCc2EUdolHEJE00Od3Ek2Pwhslw64+LdAzvbB3eE4DyVlfAC5GgVll+MYMXlu/T2tuHL/l7YmZWh1jz2Wm7ie30bmFhB+2eg/VSwcq7QOGuTzMxMtm/fzu+//87ff//N3bt36d27N2PGjGHkyJFYW5eitl0IIUS5SMIrhBDVXHp6On/99Rc//fQT27dvp3HjxgwbNoyxY8fSokULfYdXJEWrJTz4IrdPb8ck9AANkk9jo0klSTHnmok/yQ4dsPPqiYtLYzTVvE9xVavMhDfPPxEJvH88FGtTQ5YM8qFlnTIOXpZ8G86vgqsbQdFCq/HQ+QVwkH6rxdFqtZw5c4aff/6ZP//8k7CwMIYOHcqTTz7Jww8/LCM+CyFEBZOEVwghqiGtVsuBAwdYs2YNGzduxMbGhmHDhvH000/TqlUrfYdXpLioCIJPbCUnaB/14o7jRhRZiiHXDJsQbdseM49u1K3XDiMjOakvTlUkvAARKZnMPhpCUHwa7/XwYFwLx7LPL5seD5fWw8U1ufebD4MuL4N768oIudY5evQoP/zwA3/99RdZWVmMHj2aJ598ko4dO8pcv0IIUQEk4RVCiGrk/Pnz/PTTT6xbt460tDQGDBjApEmT6Nu3b7UcWTk9NZnAf3eTfHkPzpFHaZhzHYAbmnqEWz6ExrUrbj7dsDC30XOkNUtVJbwAmTlavjp7i9+uRzOiiT1ze9fDwrgc68xOh2u/w/kVkBgGPj2g63So30tGdi6FnJwc/vrrL1avXs2uXbtwcnLiiSee4IknnqBJkyb6Dk8IIWosSXiFEELPwsLCWLduHatXryY4OJhevXoxfvx4Ro0ahampqb7D06HNySH4wlGizu3E6tYhGqdfwFSTRTR2BJm1IdO5E05ePXBwqKfvUGu0qkx48+wMjeWTf8PwtDVh6WAfGtibla8gbTaE7M7t5xt9EVxb5tb4Nh8OD8AI2xUhJSWF9evXs379eg4dOoSfnx8TJkxgzJgx1KlTR9/hCSFEjSIJrxBC6EF8fDwbN25k9erVHD16lHbt2jF69GgmTpyInZ2dvsPTcfvGVcJPbcMwZD/1k09hTxIpiinXjP1IsO+ArVcPXF19pR9uBdJHwgsQkpDGm0dDiErL4rM+ngxpbF/+whQFbh+Dc8sh/B+w84LOL+b29TUpY3/hB9jdu3dZuXIlGzZs4Pz58/Tq1YsJEyYwfPhwrKxkhGwhhCiJJLxCCFFFMjMz2bp1K6tXr2br1q00btyYESNGMGXKFLy9vfUdniohNorgk9vIvPY3dWOP46FEkKNoCDRsRKRNe0zqdqOuZ3uMjctZAyhKpK+EFyAlK4dP/r3JnrB4Jvk7M7urOyaG93kxI/pSbo1v8A4wt88d1bn9M2DhUDFBPyCuXr3K8uXL+f3337l9+zbDhg1jwoQJ9O/fv1qP0C6EEPokCa8QQlSykJAQvv/+e3744QdMTEwYOnQoTz/9NG3atNF3aABkpKcSdGofiZd243j3CA2yAjHUKIThxk3LtmjrdMbdpzuWlpKcVBV9JrwAiqKwMSiar87dws/ZnG8G+eBubXL/BSeG5/bxvbYJNAa58/h2mgZ2nvdf9gPmyJEj6mBXpqamPPvss0yZMgV3d3d9hyaEENWKJLxCCFEJsrOz2bp1K0uWLGHfvn107dqV5557jkcffVTvNTGKVsuNyye5e3YHFmGHaJh2HgtNBrGKNUFmrUlz7Iyjdw+cnLz1GueDTN8Jb54LMSm8dTSETK3CogFedPOsoMHH0mLh4lq4uA4yk6DFo7n9fF2r7zRb1VVmZiZr165l+fLlnDx5ksGDB/O///2vyga6W7hwId9++y0hISFkZmbi7+/P2bNnAdi1axfvvPMOly5dIjk5GYC4uDiGDx/OgQMHgNwLgmVp4bJ//3569eoFwMSJE1m5cmVFfhwhRC0ko0cIoQcpKSl8//33/P7771y8eJGUlBTc3Nzw9fVlzJgxPP7445iYVEBtiqhy4eHhLFu2jGXLlqHVahk9ejRLliyhQYMGeo0r8lYIN078hUHIfrwT/8WHeNwUY64a+3LC+Sms63XDra4/nnpMrkT108LRklX9mvLe8RtM+OM60zu48mJ7Vwzud9Rlcwdo+yL4T4Grv8H5lRCwARr2hS7TwburjOxcSiYmJjz11FM89dRTXLx4ka+++oqxY8diY2PD1KlTmTx5Mi4uLqUu77333uP9998v8nVbW1vi4+MB+Pnnn5kxY0ahy924cYNhw4aRnp5eps8jhBAVTWp4hahily5d4pFHHiE4OLjIZc6cOVOt51oVuhRFYc+ePXz99dfs2LGDjh078swzzzB27FiMjPRzXTEpIZbrJ3eScXUPrjHH8NKGo1U0BBnU5451W4zdu+Hu3RlTE3O9xCeKV11qePPkaBVWXL7DDxfv0M3TmoUPe+NgXoHfbW0WXN+RO8BV7DVwb5M7pVHTIVANPn9Nk56ezqpVq/jhhx84e/YsI0aM4MUXX6RLly4lzu1bloT3iSeeYO3atQDMmTOHfv36YWVlRatWrVi+fDnPPPMMAMOHD2f69OkYGhrSqVMnLl26REJCAgDt2rUr02j0CQkJBAQEAFCnTh0aNWpU6vcKIR5MUsMrRBWKjY1l4MCB3Lx5EwB3d3dmzpyJn58fSUlJHDhwgBUrVug5SlFaSUlJrFq1ikWLFhEdHc1jjz1GQECAXubMzMrM4PqZA8Rd3I1dxGEaZl6llSaH27hww+IhQl2m4ubTAxtrZ2RGXFFWhgYanvZ1w8/RkjnHbzB4/RWWDPKhtatlxazAwBgaPQINh0D44dzEd8MEcGiQO7Kz/1iQQdJKzczMjKlTpzJ16lTOnDnDwoULGThwID4+PkyfPp2xY8dibl7yxa6BAwcye/ZsnefyX8S7ffu2en/SpEn4+PgU+trQoUPp0aOH+tjPz69cnwtyE+6uXbuW+/1CiAePzCEhRBWaP3++muza2tpy4sQJpk+fTp8+fRg+fDgLFizg2rVreHrmDuCSmZnJZ599RqtWrbC0tMTCwgJ/f38+/fRTMjMzdcr29vZGo9Gg0WgIDQ1lyJAhWFpa4uXlxZIlS4Dcvk/t2rXDzMyMxo0bs2HDBp0y3nvvPbWMH374gffffx83NzdsbGwYO3Ys8fHxxMbG8uSTT2Jra4uDgwPPPfdcoU3WNm7cSK9evbCzs8PU1JT69evzwgsvEBERobPcpEmT1HXu2rWLOXPm4OHhgZmZGV26dOHcuXM6y587d45hw4bh4uKCsbExjo6OtGrViueee07dtnkOHTrE0KFDcXZ2xsTEBB8fH1555RXi4uLuK4Y///yT+vXr4+DgwNy5c7GwsMDLywuNRlPgJLK0MZSVotUSevUsx9Z/zNnPBpAx14um2x/DN3QtKRo7/nGbTkDHLWiG7KN+3y9p3HIU1tbO97VOITq42rC6X1McTY15fGMgq85FUaENxTQaqNcNhqyC4b+AbQP4awYs9INDX0BafMWt6wHRunVrVq1aRXh4OGPGjOHjjz/G3d2d119/ndDQ0GLf6+LiQteuXXVuHTt2ZP/+/Wg0Gvbt26cuW79+fTQajbo/fffdd9XXJk+ejEajUfvq9uzZU93n3rhxQ2edO3bsYNCgQeo+s27duowaNUqNNW/deevKLyoqildeeYVGjRphamqKvb09gwcP5tixYzrL3VvGzp071WOjp6cnixYtKrAt0tLS+Pjjj2nTpg1WVlZYWlri6+vLnDlzAHjyySfVMvNvF4AZM2aor/3222/FbnMhRMWTJs1CVKEGDRqoTZnfe+89nROCe2VkZNC/f38OHjxY6Ovdu3dn9+7dal9fb29v9YSgQYMGXL9+XWf5N954gy+//FInUTYwMODSpUtqjWT+pmyFlTFgwABiY2M5ceKEzvNvvfUWH330kfp41qxZzJs3r9C4XV1d+eeff9SagEmTJrFq1Sog94Tp3qbe3t7eBAYGYmRkRExMDM2aNSMqKqrQsnfv3k3fvn0BWL58OVOnTkWr1RZYrkmTJhw9ehR7e/tSx3DlyhV27drF/PnzOXLkCPXr1yc9PZ2wsLAKiaE0ou+EcePEVpTg/XjGn6AOMWQqhlw1ak6sbXssPLrhXu8hDA2l8U5NV92aNN8rK0fL1+dvsyEwikca2/Fpb08sTSopzoQbcG4FBP4Bhsbw0FO5IzvbyGjE5aHVatmyZQtff/01Bw8eZMCAAbz88sv07t0bjUajcxwoalCo/ANH3WvixInq/vReXl5e3Lhxg549exY6aNUHH3xQ5HFx37599OzZs8hBq27evEmXLl0IDw8v8F5jY2M2btzI0KFDC8Tv5eVFWFhYgf10/n15YmIiPXr0UAfjKuwz5S9zypQpLF++XF2mYcOGXL9+HRsbG+7evYuZmbRWEKIqSQ2vEFUkOTlZJ5Hq1q1bscsvXLhQTXbr1avHunXrWL9+vVr7e/DgQRYsWFDoew0NDfn99995+eWX1ec+/fRT2rVrx5YtWxg5ciSQe+KT/6Cc340bN5g3bx6//PIL1tbWQO6V90uXLrF8+XKWLl2qLvvdd9+p948fP64mu2ZmZsyfP5/NmzerJwJ37tzh+eefL3SdYWFhfPbZZ2zatIl69eqpcezcuROAo0ePqsnu2LFj2b17N3/88Qfz58+nR48e6ujHt27d4oUXXkCr1WJtbc3XX3/Nzp07eeqpp4DcuSzvbaZXUgw+Pj5MmTKFevXqYWFhQWBgIF27dq2UGPKkJidwft9Gji19juAP/HH6tgVtT8/CIeEy16x7cqTxQm4/fBTnwRto0vU16nl3kGRXVAljQwNeae3BR5282RucyNBfrhIYk1Y5K7P1hu7vw9g90Hw8nFoFC1vCH89D5JXKWWctZmBgwLBhw9izZw8XL17Ezc2NUaNG4efnx7p163QSv1WrVqk1k/lrRFu3bs2hQ4d0xpr49ddfOXToEG+99RaHDh1S93UAs2fP5tChQ2zcuLHIuP7991+dZHfKlCls2bKF9evX89hjj5U44vTzzz+vJrsTJkxgx44dLF26FCsrK7Kyspg8eTIpKSkF3hcaGsojjzzCli1bGDNmjPp8/uPaW2+9pSa7Dg4OLFiwgB07dvD111/TtGlTAHr06KEOTvjbb7+RkZEBwMWLF9WLxyNGjJBkVwg9kDMjIapI3gAdeUqaK3HdunXq/SVLljBkyBAArKyseOSRRwBYv349s2bNKvDexYsX069fP7p27cpXX32lPr9q1SoaNGiAq6srmzZtAiAoKKjQ9Y8ePZqZM2cCsHr1arZu3QrkNs2aMmWKup6LFy8SHR1NQkICtra2OnFPmzaNV199FYBOnTrh4eFBRkYGO3fuJDY2FgcH3Xldn3/+eV5//XUArl27xhtvvKETo7GxsbpsvXr1aNKkCR4eHmg0GnU9kHvilXeyMWrUKPWk7KmnnuKXX34hNTWV9evX88033xQ4icqLITk5GT8/P+7cuYONjQ0DBw5kyZIl7N+/Xx2kpaJjyMnO5vr5w8Sc34HN7SM0yrhES002d3Eg2Pwhwp0nUMe7J7Z2bsgwLaI66FvPnoa25sw+GsKwX67xSZ96DGtSSfM1WzhD+xnQ6hm48isErIKza6HxAOg6Azw7Vs56a7FGjRrx3Xff8eWXX/LVV1/x+uuvk5ZW8oWLvH60tra26nNt27ZVa2obNWrEnj17dNZTUr/bNWvWqPfHjh2rczE2fyJamNjYWLZt2wbktiLKGyyrRYsW9OvXj99//52YmBh27NjBo48+qvNeFxcXfvnlF0xNTWnXrh0///wz8P/HHa1Wq3NcW79+Pf379wfg4Ycf5oUXXgBAo9EwefJk3nrrLeLj49m6dSsjR45ky5YtOp9LCFH1pIZXiCqS/8QAdAf0KMy1a9fU+x06dFDvt2/fvtBl8stbJn9CaW9vr159dnJyUp/PG22zqDLuLadt27bq/cLKKSpuJycn6tevD+SOalxYop1/UBNHR8cCZXfr1k0dkXPevHl4enpia2tLz5491WmA7o1hxYoVdOvWjW7dutG9e3dSU1OB3AsQhf0P2rRpo/bhvXbtGt7e3sTExODp6YmpqWmFx3DuxAGOb/ic058PIeUjTxpvHoZfyEoyFDP+cZ3G2Xab0A45hE+/RTRuNRZbO7cCMQuhT942ZvzQpzHd3G15eWco7+wLIyO7YDP+CmNiBS2fgjG7oMfHEBUIPz4My/vBlW1QSBcCUTxLS0tmz55NcHAwgwcPxsnJCSMjI5o0acKOHTs4dOiQenvrrbcqJYb8+8y8C7ylFRQUpPYlv3Pnjrq/7datG7///ru63OXLlwu8t2PHjuoo0YUdd6Kjo4mNjQXA1NRUbeZcmEmTJqmtfPIujG7evBnITaz79OlTps8lhKgYUsMrRBWxsrLS6R965MgRevfuXeZySppSAv4/uc5fe2ljU/jYvEV148+foN9POfmVFHv+/qz5RwLNK9vCwoIjR47w7bffsn//fi5dusSdO3c4cOAABw4cICYmRq0VLo17m7dpNBqmTp2Kv78/K1asID4+nsmTJ1doDE521gxo50XfBqb0cozBc8dwshUDrhk14Yz9KMzqdqOuZzvcjUyQHoqipjA3MuS9Dl74O1mx4Gw45+6msmSQDx42lTifuKEJNBkBjYfBzQO5Izv/PBacGkOXl8HvcTCS+czLwsTEhPr16xMdHU3Dhg3JzMxk9OjRTJs2jenTp+PsXLMHviusSXNJx5388pp1F8Xd3Z0BAwawdetWtm7dyrVr1zh+/DgAjz32mN6mqRPiQSc1vEJUodGjR6v3v/zyy0JrGCMjI4mNjaVx48bqc/kHico7eAI6y1QXRcUdExOj9mPSaDQ0bNiwzGUrioKzszPvvPMOe/fuJSIiguDgYKysrADUZtr5Y3j33XdRFKXALSUlhSZNmnDt2jX++ecfDAwM8PHxYf78+Rw7dowRI0YUemJT1hhMTYz54u3n+efbFwj8oDV3XzLgp8436eGaxg2brhxu+Dk3+/2Dw+BNNOn2Bl71u2AkJ+miBtJoNIxs6MT3vRsTlZLNkPVX2HcjoeQ33veKDcCrFwxdm3uz9IA/p8FXLeHIIkhPrPwYaqGgoCC6devG6tWr2bdvH15eXrz00ksFRsOvKPn323ldaEqrYcOG6v66QYMGZGdnF9jnZ2Zm8sEHH5Q5LicnJzUpTk9P12mqXZi8Lj8ZGRlMnjxZbfUjzZmF0B+51CREFXrttddYu3YtN2/eJD4+ng4dOvDaa6+p8/Du37+fFStWsH//fsaNG8f58+eB3L6wSUlJaDQandrD6ngAHTt2rDqlw+LFi3F3d6dRo0YsXLhQ7dP68MMPF+i/Wxr//PMPL730Eo8++iiNGjXCycmJ8+fPq02E8/eZfeONN8jIyODTTz9Fo9HQqVMnUlNTCQkJYd++fdy9e5d69eqxZcsW/P39cXJyIjg4GF9f3/uOIejcEfwtbrH/tZZ0sLiFmWYNUbdtuKjx5ZhRF0ITLDl48jTpGaH8suSzMm8HIaqzZg4WrOzbhPdPhDJ5czAvtnfl5fauGBqU3Drlvrm2yb3FBeWO7Lz3Azj4ObSbAh3+B9Z1Kj+GWiQqKgoHBwfmzZvHpUuXWLNmDQ0bNmT06NEV3rR5/Pjx6pgT69atw9LSkmHDhpGSksKff/7J1KlT6d69e6HvdXBwYODAgWzbto3r168zdOhQpkyZgrW1NaGhoZw5c4ZNmzZx9OhRtZ9xaRkYGDBu3Di++eYbAMaNG8c777xD06ZNCQ4OZvPmzWr/Ychtju3i4kJkZCRHjhwBwNPTk86dO5djqwghKoIkvEJUIQcHB7Zv384jjzxCcHAw4eHhTJ8+vdBlp0+fztatWzl06BChoaEFktvu3bszY8aMKoi6bDp27Mjrr7/OvHnzSE9P55VXXtF53dXVVZ0XuKwUReH06dOcPn260NfztpGHhweLFy9m6tSpZGRk8N577+ksZ2RkhEajoVGjRpw/f55PPvmEkydPljsGn7pOPDfYj74+BvSwi8Th90G4K6acN2vEB1e82XH2LmeuhQPhwE71fZ0e6lSmzy9ETWFrasT8rvVZffkui09GcCoihUUPe+FoYVzymyuCfUPoORfavggXfoLjy+DoN+A/Fjq/BE5lb2HyINq+fTvbt2/Xec7FxYW4uDj8/f2xs7OrsHW1a9eOOXPmqLWwy5YtY9myZerreQNRFWXp0qXqtETbtm3TSULv19y5czl06BDnz58nOjpaZwYELy8vnWWNjY2ZMGEC8+fPV58bM2ZMqbojCSEqhzRpFqKKNW/enPPnz/Pll1/StWtXHBwcMDExoV69ejz88MOsWrWK5s2bY2pqyu7du/n0009p2bIl5ubmmJmZ4efnxyeffMKuXbvUOXirm88++4wNGzbQo0cPbGxsMDY2xtvbm2nTpnH69Gl1Dt6yaty4MbNmzaJjx47UqVMHIyMjrKysaNeuHd98843OiNVPP/00Bw8eZOTIkbi4uGBgYIC5uTmmpqb069ePXbt2sWbNGnUO4rLE8OasV5kxvh8rnu/A9bfqE/x0Jota36CRrZYLdkM52mwp0QOP4T3iVzo+/A5uHi1xdnTGyNAIZ0dnWvu2ZsbT0/nkjY/LtR2EqAkMNBomNXflq+4NuRSZxqD1VzkVkVy1QVi5QseZMG4vPPQCXN4Ki9vCL09C+KmqjaWWiIyMZPHixVy4cAEfHx+MjIwwMjLin3/+KdVYDsV5//332bp1KwMGDMDR0RFjY2Pc3d0ZOXJkiccNT09Pzpw5w8yZM2natClmZmZYW1vTtGlTJkyYwObNm9Wp5srK1taWo0eP8uGHH+Lv74+5uTkWFhY0a9aMCRMmFFg+r1lznurYGkuIB4lGud+9kxBCVFOKorB9+3beeOMNbt++zeTJk5k1a5bOSJylkZmRTtDpfSRc3IXDnSM0zLqGoUYhDFdCLduiuHTBrX43rCzLVq4QRcnW5nDq1mkeqtsGIwNDfYdz3yJTM3n72A0uxaTwZte6TG7lrJ8ar+wMCPwTzq+AhBvg3RW6TIeGfUFq4Mrl1q1bfPzxx6xZs4bmzZvz2WefFdn0+EFSv359QkJCaNasGZcuXdJ3OEI80CThFULUSseOHWPmzJlcuHCB559/ntmzZ2NpaVmq9ypaLTeunOLume2Yhx+iUeo5LDQZxCnWBJq1Is2xE47ePXByql/Jn0I8qGpbwguQrVX45vwt1l+LYmBDO+b18cTaVE+fTZsDoXvh3A8QeR7q+OYmvr4jwLCKml3XMrGxsbz//vv88MMPdOvWjc8++4yWLVvqO6wqlZ2dTWpqKrt27eKxxx4D4JNPPinT7AFCiIonCa8Qola5fPkyb7zxBrt372bSpEl8+OGHparRjbp9gxsntqIJ3od34kmciCdDMeaqsS+xtu2x8uyOe91WGNSS5ENUb7Ux4c2zLzyej06G4mJpzNJBPjR1MtdfMIoCESdzE9+wg2DjAZ1fhDZPgknpLpAJXeHh4cyePZsNGzbw6KOP8tFHH5W7G0tNs3LlSp566in1sYuLC1evXq3Qvs5CiLKTPrxCiFohLCyMp556itatW2NhYcHly5dZsmRJkclucmIcZ/f+zLFvnubGBy1w/t6fdmdnY5t0nUs2D/NP06+5M+AYLoPW07TLDDzqPSTJrhAVoJeHHSv6NsEQDcM3XGXT5Vj9BaPRgHt7GPgdPPoHuLSGnbNhgS/s+xhSovUXWw3l4eHB6tWrOXv2LElJSTRr1oyXXnqJyMhIfYdWZczMzOjatSvbt2+XZFeIakBqeIUQNVpMTAwff/wxS5YsoWfPnsybNw8/P78Cy2VnZRJ05gBxF3ZjF3GYhplXMNbkEIEzIeYPke3SGVef7tjYyLQlQv9qcw1vnvRsLZ+fDmPrjVjGtnDk3e4emBlVg+vwSbcgYBVc2Zj7uPUT0GkaODwYtZQV7dixY8yaNYtTp07x6quv8tprr2Ftba3vsIQQDxBJeIUQNVJKSgoLFy5k3rx5+Pr68umnn+oMlKJotYQFnSfi9HZMbh6kYcoZrDVpJCoWXDP1J9mhE/Ze3XFxboTGoBqcZAuRz4OQ8ELuwHKbQ2L44nQ4jR3NWDrIh3q2pvoOK1d6HFxaDxfWQEZCbv/eLi+Dm7++I6uRtm7dyltvvUV4eDhz5sxh6tSpmJpWk/+1EKJWk4RXCFGjZGVl8cMPP/Duu+/i7OzMhx9+yIgRIwCIuRtOyImtaK/vxzP+BK5Ek6kYcs2oGTG2HTD36Ia7RxuMjGRQGlG9PSgJb56rcanMPhpCUmYOX/b3om99W32H9P+y0+Dq77kjOyeFQ/1e0HU6+PSQkZ3LSKvVsmbNGt5//32ys7OZO3cu48aNw0AuOgohKpEkvEKIGkGr1bJx40Zmz55NdnY2b7/9NmNHP8b1U3tIvbwb56hjNNCGABCs8eSWVTsMXLvg7t0Vc3NpPidqlgct4QVIyszmgxM3OXQ7gf89VIdXO7lhZFCNEkptNoTsyh3gKvoSuLXKrfFtNhQMjfQdXY2SnZ3NokWL+Pzzz3FycuLTTz9l0KBB+pmqSghR60nCK4So9nbv3s2sWbO4dSucp8Y/ymBfWxzu/kOjjIuYaLKJxJ7rZg+R6dIZV++e2Nq56TtkIe7Lg5jwQm4T5zVXI1kacJsOda1YNMAbZ4tq1iJDUeDW0dzE99Y/YO+dO7Jzq/FgrMcRp2ug1NRUPv74Y7755ht8fX35/PPP6dSpk77DEkLUMpLwCiGqraCgIKZNe55/jhxmYjdP3m6TgKtxKimKGVdN/Ei074idV0/q1Gkq/XBFrfKgJrx5Tkcm8c6xGxgawOKBPrSva6XvkAoXfRHO/gAhO8HcATo8B+2mgIWDviOrUWJiYnjnnXdYuXIlgwcPZsGCBXh4eOg7LCFELSEJrxCi2klNTeWjjz7iyy8+5wk/Y+b2MibWuimRNu0xrdsND6/2GBmZ6DtMISrNg57wAkSnZfHOsRucj05mVhd3nmntUn2bvCaG5fbxvboJDAzhoUnQ8Xmwq6fvyGqUkJAQXnjhBQ4cOMA777zDjBkzMDGRfb0Q4v5IwiuEqDYUReHPP//k+eem4mSUzPMjutKi/UjcvbthYWmn7/CEqDKS8ObK1ip8G3CbNVcj6V/flvn9vLAxrcbbIy0GLq6Fi+sgKwVajIIuL0EdX31HVqOsWLGCDz74ABMTE5YsWUKfPn30HZIQogaThFcIUS3kNl+exvEjB3i/twUtxi8hy8qOlq4tMNBIc2XxYJGEV9fBW/F8cOImDuaGLB3sg6+zhb5DKl5WClz5DQJWQnIENOoPXaaDV2cZ2bkEWVlZ7Nmzh2bNmrF8+XK++uorBgwYIM2chRDlJmeRQgi9Sk1N5e2338bPzw/7uDP8O82R7s/+TPOG3TDUGHAn6a6+QxRC6Fn3unas7NcEMwNDRm64xoaLMfoOqXjGluA3AcbshF6fQcwNWDkIlveFy1tAq9V3hNXW1atXsbGxwcvLi48++ojz58+TlpZG06ZN+eyzz8jMzNR3iEKIGkZqeIUQepHXfPmll17C2sqSj7tn09U1g5ttl+Pm3gKAxPRErkYH4u/WEhPDajZSqxCVSGp4C5eereXLM+FsDonh8eYOfNCzHmZGNeDavaJA2CE4txwiToJDw9ymzv5jwMhU39FVG0lJSezfv58ePXpgY2Oj89rmzZt59dVXMTAw4JtvvqFv3756ilIIUdPUgKOEEKK2CQwMZMCAATz11FM8M2USfzxuUiDZBbAxs8HOzJbwhHA9RiuEqC7MjAyY3c6Tt9t58ufVOEZsuMaN+Ax9h1UyjQY8u8Mjq2H4z2DrA1tehoV+cHgBpCfoO8Jq4eLFi3h6ehZIdgGGDh3KxYsXefzxxxkxYgSjRo0iPFyODUKIkknCK4SoMikpKcyePZuWLVtib2/P0cMHGKfZjANxBZLdPJ529YhJjSU5I1kPEQshqqMhPo4s79OE5HQtQ36+ws7r8foOqfRc/KHfInh8K3h0h78/hi+bw653IPG2vqPTm7t37xIbG0uzZs2KXMbExIQPP/yQgIAAMjIyaNq0KZ9++qk0cxZCFEuaNAshKp2iKPz++++8/PLL2Nvb8/XXX9OyeWNilw7EThtbZLKbJywhnMT0RJq7NKu+05IIUYGkSXPpJGfm8NG/oewPT+DZNi7M7OSOsWEN20ekRsKFNXBpPWRngP9o6PwyODfWd2RVRqvVsm/fPnx8fKhfv36p3/fXX38xY8YMNBoNS5YskWbOQohCSQ2vEKJSBQYG8vDDDzNlyhReeuklzpw5U6ZkF8Dd2o2MnExiUmOrKGohRE1gZWLIJ518eMm/Lj+ciWTc74HcTc7Sd1hlY+EC7V+Bcfug3XS4thu+aQfrx0LYCX1HVyVCQkLQaDR4e3uX6X1Dhgzh4sWLjB49mhEjRvDoo49KM2chRAGS8AohKkVOTg5ffvkl/v7+ODg4cOXKFWbOnElibGSZkl0AQwNDPG3rEZYQRo42pwqiF0LUFBqNhnFNXPimZyNuxGUyeP0VjoYn6TussjOxAv/JMGYX9JgLd6/AD/3gxwFwdUetHdk5IyODK1eu0KJFCwwMyn5amr+Zc2ZmJr6+vvz4449IA0YhRB5p0iyEqHCBgYFMnDiRsLAwli5dypAhQwCIi4ooc7KbR1EULkVextbMFg/bupUVuhDVgjRpLp+Y9CzePXaD01HJvNbJjeceqoNBTe0GoWghdH/uyM53z4BzU+jyMrQYBUYm+o6uwpw7d4709HQ6dOhQIeWtXbuWGTNm0KZNG5YvXy5z9wohpIZXCFFxtFotCxYsoFWrVtSvX58LFy5USLILubU4XnaeRCTdISO7BozKKoSoco5mxnzVvSETmtZh3j8RPL0lmIT0bH2HVT4aA/DuDcPWwdC1YOEGf/wPvvKHfxZDRg2sxb5HQkICN2/exNfXt8LKHD9+PAEBAZiYmODr68uKFSuktleIB5zU8AohKkRQUBATJ04kNDSUJUuWMHToUPW1+01287seE4xW0dLIqWFFhC1EtSQ1vPfvyO0E3j8Riq2ZIUsH+dDCxULfId2/uCA49yME/QUmFtDuaejwHFi56DuyMlMUhSNHjmBvb1+hCW9+a9asYcaMGbRt25bly5dTt660DhLiQSQ1vEKI+6LValm4cCH+/v54e3tz8eLFSkt2AerZeRCfnkBies2v3RBCVJ4u7ras7NcEKyMjRv56jXUXomt+TZ99Q+j5cW4/38Yj4di3sKAFbJkOMdf1HV2ZREREkJycTOPGlTca9RNPPMGFCxcwMjLC19eXVatW1fzvgBCizKSGVwhRbtevX2fSpEkEBwezZMkShg0bpvN6RSe7eW4nRhCTGkuLOs1lmiJRK0kNb8XJzNGy4Owtfr8ezcim9szt5Ym5cS253p+RAJd+gQs/QVoMNB8KXaZD3Tb6jqxYOTk5/P333zRu3BgvL68qWefq1at59dVXadeuHcuXL8fd3b1K1iuE0L9asscXQlQlrVbLokWLaNmyJfXq1ePixYtVluwCuFrXIUebQ1RKdIWVKYSonUwMDZj1UD3e7eDFtsAEhv1yleC4dH2HVTFMbaH1szB2D3R9F26dhWW9YOUQCNoD1bROIygoCGNjYzw9PatsnRMmTCAgIABDQ0OaN2/O6tWrpbZXiAeE1PAKIcokODiYSZMmcf369UJrdaFyk908salxhMTdwN/NDyMDowovXwh9khreynE9IY3Z/4QQnZ7F5309GdTIXt8hVSxtDtzYkzuyc9QFqNMit8bXdwQYVo/9ZFpaGnv37qVTp044OjrqJYbVq1fzyiuv0KFDB5YtWya1vULUclLDK4QoFa1Wy9dff03Lli2pW7duobW6UDXJLoC9uR0WxubcSrxdKeULIWqfBrbm/Ni3CR1dbXh++w0+OBhOVk4tuu5vYAj1H4bhG2DISjCxh01Pw6JWcPw7yEzRd4RcunQJV1dXvSW7kFvbe+HCBTQaDc2bN+enn36S2l4hajGp4RVClCg4OJinnnqKoKAgFi9ezIgRIwpdrqqS3TypmalciLyEX50WmBubVeq6hKhKUsNbuRRFYUNgFF+fu4W/qyWLB3jjZl175rbVEXMld2Tn69vAzBbaP5t7s6z6hDM2NpZ//vmH3r17Y2FRPUbNXrlyJa+99hqdOnXi+++/x83NTd8hCSEqmNTwCiGKpCgKP/74Iy1btsTV1ZWLFy9Wm2QXwMLEAmdLZ27G36z0dQkhag+NRsPoxi4s7dWY8IRMBq+/yuGbifoOq3I4NoXe82DMTmgwGI58BQt8YdtMiAutsjAURSEgIICGDRtWm2QXYNKkSVy4cAGtVkvz5s3ZtGmTvkMSQlQwSXiFEIVKSkpi3LhxzJw5kx9//JFffvkFOzu7QpfVR7Kbx8PGnaSMZOLTEqpsnUKI2sHPyZKVfZvQ0NacJ/+4zqITd9DW1oZv1nWh82wYtxf8p8D5X2FRa9g4BSLOV/rqw8LCyMjIoGHD6jeHuqurK1u3buWzzz5j4sSJvPDCC6Sn15KBzYQQ0qRZCFHQmTNneOyxx3BwcGDDhg14e3sXuaw+k908d5Lucjc5Ej9XXww0ch1P1HzSpLlq5WgVfrx0hx8v3aGHlw0L+nthb149BnmqNNlpcHUTnF8JSeHQoHfuAFc+3aGCp3vLyspi7969tGjRAg8Pjwotu6JdvHiR0aNHY2RkxK+//kqjRo30HZIQ4j7JmaEQQqUoCosXL6ZLly488sgj/PPPP9U+2QVwsXIGIDI5Ui/rF0LUbIYGGp5p4caC7g04cyeFweuvcPaO/gd4qlRG5uA7HkZvh97zIT4CVg/Nndbo4u+5Iz5XkMDAQCwtLalbt26FlVlZfH19+ffff2nVqhVt2rRh3bp1+g5JCHGfpIZXCAFAfHw8Tz31FP/88w/Lli1j6NChxS5fXZLdPPFpCQTFXMffzQ9jQ2O9xiLE/ZIaXv25k5LJ28dCuBqXxpzudXnCzwlNBdd4VkuKArf+gXM/wK2jYO8DnV+EVuPA2LzcxaakpLBv3z66du1aZLeY6uqnn37ixRdf5NFHH+Xrr7+uVn2PhRClJwmvEILjx4/z+OOP4+npyc8//1ziVfjqluzmuRoViImhMT4O3voORYj7IgmvfmXlaFl07ja/BkUxrIk9H/eqh6XJA/R/iLqQm/iG7AILR+gwFdo9DeZln7f4xIkTGBsb07p160oItPIFBgYyevRo0tLS2LhxI76+vvoOSQhRRtKkWYgHmFar5fPPP6dXr16MGzeO/fv319hkF8DLrh5RqdGkZqbqOxQhRA1mbGjAq208+LCjN7uuJzB8wzWCYh+gQYycW0DfBfD4NvDqAwc+zx3ZeedbkBBe6mKioqKIioqiWbNmlRhs5WrUqBHHjh2jZ8+etG/fnh9//FHm7BWihpEaXiEeUNHR0Tz55JOcP3+eFStW0L9//xLfU52T3Tw348NIyUyhqXOTB6MZotALraIlKyeLrJwschQtOUoOWm3e35zc5/77q1Vy1Ps52hy0+f4q5B6CFRT+u6s+l0eDJu+Oel+DBgMDAww1hhhqDDAwMMy9/99zBhoDDP97Tl3OwAADjSGGBoYYGxhhbGgsg7yVQkhiOrP/CeFuaiaf9vVkaOOy13LWeGkxcGENXFoPWSng9zh0eQlcik5ktVotBw4cwMPDo9YM/PTrr7/yv//9j379+vH9999jbW2t75CEEKUgCa8QD6CDBw8yevRofH19Wb9+Pc7OziW+pyYkuwDZ2mzORQTgY++Fg4WDvsMRNUyONoesnCwytVn/JbSZZP6X2Ob9zdJmkv3fgD5GBkZqYqkmlIUlm/cknnlJad5FGU1uNpt3jxytloC7F2hRxxdDA0P4LyFWE2RFKTqZ/u85bf6kW5vz3/O5r2drs9X4jQ2NMTE0xtjAJPfvf7fc+7nPPeiJcWpWDp+eCmPXzTgmtnTirW51MTF8ALdJVgpc2QgBqyA5Aho/nDuys2enAiM7h4SEcP36dXr16oWhYe1pDn7jxg0ef/xxYmJi2LhxY41tqi3Eg0QSXiEeIDk5OXz88cd88sknvPHGG7z99tsYGJR80lZTkt08kclR3E68TUs3vwf+RF3o0ipa0rMzSM9KJz0795aRnaEmszlKDho0ukmfgTEmhiYFEkFjA6NKa0VQ2X14FUUpIbHPVF8DMNQY/vfZTTA1MsXcyBQzY3PMjEwxNTJ9IH5niqKw6Xo0C8/ewtfZnG8G+VDX2kTfYemHNguCtsK5HyEuEDza5Sa+TQaBgQGZmZns3buX1q1b4+rqqu9oK1x2djYzZ87ku+++Y968eUybNk1aFAlRjUnCK8QD4s6dO4wbN46goCDWrl1Lt27dSvW+mpbsQu6J6YW7l3CwsKeujbu+wxFVTFEUMnMySctO10ls07PSycjJxEBjgJmRGWZGppgZm2FqaIqJ4f/XbhpVYiJbWtVl0CpFUcjWZv9/EpyT9d/2zFC3qYLyXxJslrtdjc3U7WtiaKL3bVnRLsWmMPufEDK0WhY+7E0PLxt9h6Q/igJhB3IHuIr4FxwbQZeXuGDgS2JqBp06dap1///8/vrrL6ZMmULnzp1ZsWJFjRuFWogHhSS8QjwA/v77b0aPHk379u356aefcHAoXVPfmpjs5knMSOJq1DX83fwwMXxAa2FqOUVRSM9OJyUzldSs1P8SsNxEDMDUyDQ3qc2XhJkbmWFsaFztT8KrS8JbkryLC/m3fVq+mvPciwv//Q+MzLAwscDSxAJTQ9Nq/z8oTkJGNu+dCOVYRCIvtnfl5fauGBrU3M9TIe6ehXM/otzYQ7qxPdqhX2PpN0TfUVW6W7duMWbMGEJDQ9m0aRNt27bVd0hCiHtIwitELaYoCosXL2bWrFm8++67zJw5s1RNmKFmJ7t5AqOvY6DR0MCxvr5DEfcpf3KbkplCSlbuX0VRcpMoYwudpNbEyKRGN7OtKQlvcbSKlox8NcFp//3/0rLSMNAYYGligaWJZe5fY0tMjWpWEqxVFFZevsuyCxF09bRmYX8vHC0e7DnAFUXhzNl9NAr+AeuY09DxeejzLhib6Tu0SqXVannzzTdZvHgxy5YtY9y4cfoOSQiRjyS8QtRSmZmZTJs2jd9//501a9YwYMCAUr+3NiS7ABnZGZy/c4Fmzk2wMrXSdziilBRF+S85SiE1X4KroGBpnJskWfz319zYrEYntkWpDQlvUbSKlrSstNz/63//39RCkmALY0vMakASfOJuIu8eC8XUSMM3g3x4yM1S3yHpzZ34eE4HB9PXrwUmV3+B4/PBsQGMXA6uNfM4Uhbr16/n2WefZdq0acydO7dWDdYlRE0mCa8QtVBkZCQjRowgNjaWzZs3l2lKiNqS7OYJT7hFfHoCvi7Nqv2J84MqKyeLpIwkkjKSSc5MITUrdx5lC2Pz/5IfSyyNLTA3Nn9g/oe1OeEtzP8nwf9d4MiXBFuYWGBlYom1qTXWplYYGRjpO9wCIlMzefvoDS7FpvBWt7pM8nd+YL6rebRaLX9fuEADV1d8XFxyn4y9Bvteh/iQ3Jrejs9DKVsZ1VSnT59mxIgRtGjRgvXr12Nj8wD38RaimpCEV4ha5uzZszzyyCM0b96cX3/9tUwH29qW7ELuNDPn7wRQz9YDJ0snfYcj+P8EN/G/W1pWGubG5libWmP1ACa3hXnQEt7C5CbBuTX9yZkpJGUkkZ6djoWxBTam1tiY2VSrBDhbq7D4/C1+vhbF4EZ2fNbHEyuTB+d/F3TnDjejo+np64tB/t9uTiac/ArO/wg+3WH4t2BbV3+BVoG7d++qF53/+usvGjZsqO+QhHigScIrRC3y22+/MXHiRJ599lnmz59f6v66UDuT3TzRKTHcTAjD39XvvzlNRVUqKsG1MbXGxtQaa1NrjA0f7L6P95KEt3CZOZkkpiep36f07HQsjS2wNrPGxrR6JMB/h8Ux99+b1LE05tvBPjR2NNdrPFUhPSuLvQEBtG/YEOeiLrLeOgb734CcdBiyEFqMrNIYq1pmZibPPvssf/75Jxs3bqRPnz76DkmIB5YkvELUAlqtlvfff58vvviCr7/+mqeeeqpM76/NyS7k9gm9FHkFGzNr6tl66DucWi8rJ/u/hCSRpIwkUrPSMDcyx8ZMEtzSkoS3dKprAnwzKZ3Z/4RwKyWTj3vXY0TT0o2MX1OdDQkhIzubDiV1n8lIgEPvQfAOaDkGBn0OZrW7ye8XX3zBO++8w6effsqLL774QLdcEUJfJOEVooZLTk7mySef5MSJE/z222907NixTO+v7clunpTMFC5FXsHPtQVmRqb6DqdWURSF1KxU4tLiiUuLJzUrVU1wrf+rxZUEt2wk4S2fQhNgE0vsze2wN7Or0qby6dla5p0KY1toLONaODKnuwdmRrWv/2p8SgqHr1yhl68vlmalGI1ZUSBoCxz5ECwcYMT34NWp8gPVo507dzJ+/HiGDx/OkiVLMDGRqfKEqEqS8ApRg924cYNHHnkEMzMzNm/ejJubW5ne/6Aku3mCY0PI1ubQ2En6U90vrVZLQkYi8WnxxKXHo9VqsTWzwd7cDlszW0lw75MkvBUjMzuThPQE4tLjSUhPxNjACDtzO+zN7bA2ta70Eb4VReHP4Bi+PBNOY0czlg72oZ5N7bngpigKR65cwcHKiub16pXtzUm3YN8suHsGus6Anm9CLd5vBAYGMnToUBwcHPj9999xyRvYSwhR6SThFaKGOnToEMOHD6d///6sXLkSU9OynUQ9aMkuQGZOFuciztPEqRE2tbwZXWXIyskiLi2eeD0lDw8SSXgrnlarJTEjMbclgs5FGnvszGwxMqy8ps9X4lKZ/U8IKdk5LOjvRW8f20pbV1W6FRtLwM2b9PHzw7g8U/Boc+DcD3Dqa3D1g5HLwKn0swrUNImJiTz++ONcvHiRLVu20KpVK32HJMQDQRJeIWqg77//nunTp/P2228ze/bsMr//QUx289xOjCAmNYYWdXylL1UJFEUhLSuNuPR44tPiSc5MwcrEMjfJreLmoQ8aSXgr173N8NOy0rAytVKbPpsZl6JpbhklZmbz4YlQDt1OZFrbOrzS0Q1Dg5r7+8nOyeHvCxdoWrcunk73OQJ+1AX4+3VIuQMPz4W2k6GW7lu0Wi0zZ87ku+++Y+XKlYwaNUrfIQlR60nCK0QNkpWVxYwZM1i7di2rVq1i6NChZS7jQU52IXeqk/N3LuBm7UodK2lSdi9FUUjOTCE2NZa4tHiytFnYmtlgZ2aHnbkdJrW4yWF1Iglv1crIziA+PYG4tHgS0xMxNTLF3twORwsHLIwtKuzCjlZRWHMlkm8v3KZjXSu+GuCNs0XN/E1dvXWLO/HxdG/evGK2T1YqHP8cLv0MjR+God+AlfP9l1tNrVy5khdeeIFXXnmF9957r0yzKgghykYSXiFqiPj4eEaMGEF4eDibN2+mWbNmZS7jQU9288SlxREcewN/Nz+9T2FSXaRlpRGTGkt0SgzZ2mwcLOyxN7fH1tRGTsT0QBJe/cnR5pCQnkBsWjxxaXGYGprgaOmIk4UjphU04N2pyCTmHLuBkaGGxQO9aeduVSHlVpW0jAz2XrhA5yZNcLCq4Nhv7ocDb4OBAQxdDE0GVGz51cjx48d59NFHadeuHevWrcPcvPZPYSWEPkjCK0QNcPv2bfr374+9vT1btmzBzs6uzGVIsvv/FEXhStQ1LIzN8bL31Hc4epOVk0VMagzRKTGkZqVhZ26Hk4Ujdua20h9XzyThrR5ytDnEpcUTkxpDQnoiViaWOFo64mjucN99fqPTsnj7WAgB0Sm80cWdp1u71JguAv9ev44GeKhBg8pZQVpMbtJ7cz+0nQL9PwITi8pZl55FREQwcOBALC0t+euvv7C3t9d3SELUOpLwClHNXbt2jb59+9KmTRs2bNhQrukMJNktKDUrjQt3L+JXxxdz4wfnqnqONofYtDhiUmNITE/CytQKJwtHHCzspba7GpGEt/rJvUAUS0xqDCmZqdiZ2+Jo4Yi9mV25W0FkaxWWBtxm7dVIBjSwZV5fL2xMq/f/OyYpiaPXrtHHzw/zypxeR1Hg8gY49inY1oNHl4F768pbnx4lJyczePBgoqKi2LVrFx4eMl+8EBVJEl4hqrETJ04wcOBAHn30Ub799ttynVRJslu0G3GhpGdn0NS5sb5DqVRaRUtieiLRqTHEpcVjamSKk4UjjhYOFdZEU1QsSXirt/SsdKJTY4hJjSErJ7cLgKOFIzam1uWqpT1wK54PT9zE0cKIpYO8ae5cPWszFUXhwKVLuNnb08TdvWpWGh8C+16HmCvQazZ0mQ618DeRmZnJ2LFjOX78OLt37y5XtyUhROEk4RWimtq5cyejRo1i+vTpfPjhh+UqQ5Ld4mXnZHPuznkaONTHztxO3+FUuJTMFKJSoolJjcVAo8HRIrcfokUtbRpYm0jCWzMoikJKZsp/yW8sGo0GJwtHnCydsChjy5Hw5Aze/CeEm0npfNSrHo81d6ykqMsvNCqKq7dv08fPD8Oq7NuvzYJT38DZZVCvA4z4Duy9qm79VUSr1TJt2jR++eUXtm3bRseOHfUdkhC1giS8QlRDa9eu5ZlnnmHevHm88MIL5SpDkt3SuZN0l7vJkfi5+taKfqs52hxiUmOJTIkiLSsNRwsHnCwcsS5nzZPQD0l4ax5FUUhITyQ6NZrY1DisTK1wsXTGwcK+1PuW9GwtX5wJZ0tIDGN8HXmvhwdmRtVjv5SVk8Pe8+fx8/KiroODfoK4cwr2vQEZ8TD4C2g5ulZOX/Tee+8xf/58NmzYwKBBg/QdjhA1niS8QlQzX375JXPmzGHFihU89thj5SpDkt3SUxSFgDsXcbZyws3aVd/hlFtqZiqRKVFEp8RgamSCi5ULjhaOkizVUJLw1mxZOdlEp0YTmRxFtjYbZ0snXCydSz2/718hMXx+OoyGDmYsGeiDl53+ux5cDAsjLiWFLk2a6PfiWWYSHJkLgX+C7wgY/CVY6CkBr0Tffvstr7zyCt9++y0TJkzQdzhC1GiS8ApRTSiKwqxZs1i+fDkbN26kd+/e5SpHkt2yS0hPJDA6CH83P4xr0DyzWkVLbGocd5MjSclKwdHcARcrF6xMLKU2t4aThLd2UBSFxIwkIpMjiUuLx9rUmjpWztib25f4G70Wl8rsoyEkZObwRT9P+jewq5qgC5Gcns6+Cxfo3rw5thbVpEvE9e1w+P3c0ZtHfAf1e+g7ogr322+/MWnSJN555x1ef/11fYcjRI0lCa8Q1UBWVhZTpkxhz549bNu2jVatWpWrHEl2y+9adCDGBsb4OHjrO5QSZeZkEpkcRWRyJIYGhrhYueBs6SSjLNcikvDWPlk5WUSmRBGZHAVAnf9+t8VdZEvOzOGjk6Hsv5XA1IdcmNnJHSODqr+YdTwwEFNjY1p5e1f5uouVfAcOzIZbR6HTC9BnDtSygfgOHDjAyJEjmThxIvPnz5d50YUoB0l4hdCzlJQURo0aRVBQELt27cLHx6dc5Uiye3/Ss9IJuHuR5i7NsKyGgzopikJyZjJ3ku4SlxaPrZkNdazqYGtmI7W5tZAkvLWXoijEpcVzN/kuSZnJOJo74mrtgqWJZZHLr7sWyZLzt3nIzYrFA71xsay6liiRCQmcvH6dvn5+mBpXwxYwihYCVsOJBeDcCEYuhzrN9R1VhQoICGDgwIF0796dlStXlmt6QiEeZJLwCqFHMTExDBo0iOzsbHbu3ImTk1O5ypFkt2LcjA8jOTOFZs567qOWj1bREpMay52ku2RkZ+Bs5UQdKxfMjErXF1DUTJLwPhhSs9K4m3SX6NQYLIzNcbV2xaGI5s5no5J5+1gIAIsHetPRw7rS49MqCvsvXMDT2ZmGrtV8jIOYq7nTFyWEQr/3of1UqEW1oaGhoTz88MN4enqyadMmrKys9B2SEDWGJLxC6MnNmzfp168fHh4ebN68GUvLwq/ul0SS3YqTo83hXEQAXvaeOOp5EJQcbQ5RKdFEJN3BQKPB1doVJwtHDCX5eSBIwvtgydZmE5USzZ2kuxhoDHCzdsXJ0rHA6M4xaVnMOX6DM1HJzOzkznMPuVTqxbngu3cJjoykt69vzWhKm50BJ76EC6uhfi8YvhRs3PQdVYWJiYlhwIABKIrC9u3bcXZ21ndIQtQIkvAKoQcXL16kX79+dO3a9f/Yu+/4tqr7/+MvTcuSrS3vEe8M2xlsCKussjelQPi2v5bSCZSyyijQAqUthUIplNJ+KbRAKbvQAgW+ARL2SuJM7700LFmWrHnv7w8nJiHLdmwN+zwfDx5J7Kurj41l3fc953wOTzzxBGr11NZeirA7/ZwBF92+Hhbn1SXlAi8mxRgYGaTfP4BWpaXAmL/bER9h9hKBd27aNqOjd7gPSY6Tl51HjsGxw42umCTz8Po+Ht08wLFlJn57fAmmjOlfvx+JxXhj3Tr2Ky8n12ye9vPPqO534e0bQIrAqffBwtOSXdG0CQaDnHHGGbS1tfH6668zL9XWVQtCCkqD23WCMLt8/PHHLF++nLPPPpt//OMfIuymGLvehkapps/fn9DnjcSjdHq7+Lx3Lb7QMBXWcmpzF2LTW0XYFYQ5QqlQ4jDYqc+rpdRcgjvgZk3fOnp8vcSkGABqpYLv1Rdw1/JyPuwZ4ZQnt7B+MDjttWzu6cGSlZV+YReg6DA4+3nIOwD+uQJe+AGE/cmualro9XpeeeUVDjjgAA4++GA2b96c7JIEIeWJwCsICfTBBx9w7LHH8sMf/pDf//73Ux5BFGF35igUCkotJfT6+wjHIjP+fKFYmDZPO2v61jIaHWW+o5qFOfMxZ5pE0BWEOUqhUGDVW1mUu5BKWznD4WE+711Lp7eLSHzs99LyAhOPHluDQaXirKcb+cd6F9M1aW84GKTD6aS2uHhazpcUOgsc+zs48g7Y8Dz8cTl0fZTsqqaFSqXi73//O2eccQZHHHEEGzZsSHZJgpDSxJRmQUiQd999lxNPPJGf/OQn3HzzzVM+jwi7idHsbgGg0lYxI+cPRoL0+vvwBIew6i0UZOejT8Hu0EJyiCnNwpf5wyP0+fvwhnw49HbyjXno1DrCcYnffd7N861uzllg5RdHFZOpmfp4hizLvNfYiDEzk7qSkmn8CpJouAtWXguDa+GIq8f+S6M913dHkiQuv/xynnzySVauXEldXV2ySxKElCQCryAkwDvvvMPJJ5/MT3/6U66//vopn0eE3cQJxyKs629gvqOG7Izp64bpD4/QO9yHL7zjRasgbE8EXmF3xm6W9eMJerDqLeRn52PQ6nml3cOvPu1knjmDB08uo8w8td8rfUNDrGlv55i6OrRTXHKTkqQYrPkTfPoA5C+Bsx+GGbqhmWhXXHEFjz32GCtXrmTx4sXJLkcQUo4IvIIww1auXMmpp57Kz372M6655popn0eE3cTr8fUyFPKyKGfBPk8vDkaCdPm6GQ77yc3KIS87F61K7KUo7JoIvMLehGJh+vz9uAIuzDoTxaYieoIyP32vDXcoym+PK+WrleZJnTMuSaxcv57KvDzm5eTMTOHJNrhubPuioBO+eicsuxhmwfKRq666ir/85S+8+eabLFu2LNnlCEJKEWt4BWEGvfHGG5xyyin8/Oc/F2E3DeVn5xGNR3EF3VM+RygWptndyvrBjejUOpbk11NiLhZhVxCEfaJTZ1BmKaU+rw6VUsW6/vUo4wM8dHQZB+Ua+e5/2rhtVTfR+MTHNVoHBlAplZTO5u1ucurhrGeh4mR46TL4xwUQcCW7qn121113cemll/KVr3yFjz/+ONnlCEJKESO8gjBDXnvtNc466yzuuOMOLr/88imfR4Td5HIHPXQMdbI4v25Se+BG41F6hnsZDDixZVopMhWSoc6YwUqF2USM8AqTNRodpcvXgy/kI9eQw+pBDQ+s62NJnoH7T5xHXtaeb7KFolHeXLeOg6qqsBuNCao6ydrfhHduGlvPe8YDUHVcsivaZzfeeCO///3vee211zj44IOTXY4gpAQReAVhBvz3v//lzDPP5Fe/+hU//OEPp3weEXaTT5ZlNjk3k6XNosS8946lcSlOn7+fPn8/xgwjxaZC0YxKmDQReIWpGgmP0OnrZjQaZDhm5551w8SRue+r8zisOHu3j/u8rY1oPM6BlZUJrDYFBJ3w9o3Q9Q4c+B047uegyUx2Vfvklltu4Z577uH111/nwAMPTHY5gpB0YkqzIEyzN998kzPPPJM777xThN1ZQKFQUGouYWBkkFAstNvjJFmi3z/Amr51+ELDzHdUU+OoEmFXEISEysrIYoGjhgprBfYMP1fVRyk2qFjxQjP3f9yPtItxjqFAgB6Ph0XpvA3RVOkd8NU/wmE3waePwkNHQN/aZFe1T2655RYuv/xyjj/+eD799NNklyMISSdGeAVhGr311luccsop3HbbbVxxxRVTPo8Iu6mn1dNOTIpSba/a4eOyLOMOuun29aBUqCg2F2HWiT10hX0jRniF6TD2+8lDp7ebf3fJ/KdT5shSI787oRSzTj1+zOrNm7FnZ7OgqCjJFSfZUMtYQytPE3zlBjj0Mkjj198NN9zAAw88wP/93/+xdOnSZJcjCEkjAq8gTJNVq1Zx4okncvPNN3P11VdP+Twi7KamaDzK2r4GquyVmHRGZFnGF/LR5esmJsUpMhVi19tE0BWmhQi8wnSSZAnniIv/dvTw10YwZqh56JQK6nP1dLvdbOjq4pi6OtQq8bNGPAKf3g9r/gylh8KZD8EElrOkqmuvvZaHH35YbFkkzGki8ArCNHjvvfc44YQTuP766/npT3865fOIsJva+ob7cQZdVFrL6fB2EYwGKTDmk5uVg1IhVogI00cEXmEmxKU46wZ7ufMzJz0BBdcekkOxapBFxcUU2+3JLi+19H4Eb/0UoiNw8t1Qf26yK5qyn/zkJ/z1r3/l7bffprZWXFcIc48IvIKwjz788EOOO+44rrnmGm688cYpn0eE3dS3bZRXkiVyshwUmQpRK9XJLkuYhUTgFWZSIBLmzk+aeb07wgIzXHnYPL5SZkalFDNUdhAehndvg+aXoO5cOOkuyDQnu6opufzyy3niiSd45513WLBgQbLLEYSEEoFXEPbBJ598wjHHHMOPf/xjbrnllimfR4Td1CbLMp7RITq8nagVKiLxCEvyF6NWibArzAwReIWZFo6FeWx9A6/3qugcgXyDmosX53DeQis2vSbZ5aWW5n/D6ltBZxyb4lx2eLIrmpLvf//7PPvss6xatYrq6upklyMICSMCryBMUWNjI4cccgjf+c53+OUvfznl84iwm9pGo6O0D3UyGg1SbC7Glmml0d2MTp3BPEtpsssTZikReIWZ1uRqQalQUG4t493uHp5uHuQztwJQcHKVmRX1dpblGURfgm1GemHlddD3CRx2GRx9I6j3vLdxqpEkiUsuuYTXX3+dDz74gIKCgmSXJAgJIQKvIExBb28vBx98MMcddxx/+ctfpnweEXZTV1yK0zPcS//IALmGHApNBePTl0ejozQMbKA2dxH6NN+vUUhNIvAKM2k47GeLs5HF+XVoVWOhLRqPstHZySsdXj5waugPxllgz2RFvZ3Tqy0YtOLnECkO6x6BT+6DnPlw1p/H/kwjkiRx1lln0dzczOrVqzGbzckuSRBmnAi8gjBJXq+Xww8/nLKyMl544QWUyqk1KxJhNzVtP31Zpxobxd3VXrodQ50Eo6PMd1SLERBh2onAK8wUWZZZP7ARq95CoXHnET5/eIRWTzvrh+J87NLx0UAQvUbJOQtsXFRnp9KqS0LVKca1cWz7In8PHPcLOPASSKP3gUgkwrHHHoskSbz++utkZoobt8LsJgKvIExCKBTiuOOOQ5Zl3nzzTTIyMqZ0HhF2U9PY9OUORqOjlJiLse1hm6GYFGNtXwPl1jIsadrEREhdIvAKM2VwxEnvcC/1+XW77S4vyzKDASdd3m4isoHPPHr+0+HFE4pxSFEWK+rsHFduRqNKn5A37WIh+PC3sOHvUHksnP4AZOcmu6oJGx4eZvny5ZSVlfHcc8+hEltSCbOYCLyCMEHxeJyzzz6blpYWVq9ejclkmtJ5RNhNPXuavrwnAyOD9Pn7qc+rFdsSCdNKBF5hJmy7UVdmKcWqt+71+Gg8SpevG3fQg8OQx5ZhHc+3ulnjDJCjV/P1Wjtfr7WRl5Vea1mnVec78M6NgASn/R7mn5zsiiasv7+fQw89lGOPPZaHHnpIzFYSZi0ReAVhAmRZ5tJLL+X111/nvffeIz8/f0rnEWE39QyHhmn1tKNVaXY7fXl3xqYGbsCmt1FgnNrPhCDsigi8wkzo9HYRiASY76iZVLjxh0doH+pAliXKrWX0j6p4rsXFqx0ewnGJ48rNXFxv55CirLkZmkY9sOpmaH8Dll0MJ/wSMrKSXdWENDU1sXz5ci699FJ+/vOfJ7scQZgRIvAKwgTcfPPN/PGPf+Sdd96hpqZmSucQYTe1xKU4Xb5unAEXxaYicrNypnSh5gsN0+hqYkl+PRqV2MpDmB4i8ArTbTQaomFgPbU5Cyd1Y28bSZbo8/fTO9xHXlYuhaYCRmMyr3R4eK7FRasvRLk5g4vq7Zy9wIopY45t2ybLsOVZeP+XkJ0HZz0MRfsnu6oJ+eijjzjuuOO44447+MEPfpDscgRh2onAKwh78eCDD3Ldddfx3//+l4MOOmhK5xBhN7WMj+qqtZRb56FT71sTlkZXM2qlinJr2TRVKMx1IvAK022LsxGtSkuZdd4+nScYCdLiaUOWZcptZWRpDciyzBpXgGebnbzV7UWjUnJ6jYWL6uzU5kw+XKc1XwesvBac6+HIa+Hwn0Aa7Nn+2muvceaZZ/LYY49xzjnnJLscQZhWIvAKwh48++yzrFixgmeeeYaTTjppSucQYTd1TNeo7peFYiEa+jewMGc+Bq1hGioV5joReIXp5B310exuYXF+3bTMRJFkib7hfnr9X4z2butj4B6N8mKbmxdbXQwEoyzN1bOi3sFJVWZ06jnS60CKwmcPwecPQsF+cPafwFqe7Kr26m9/+xuXXnop//73vzn66KOTXY4gTBsReAVhN9566y1OPvlkHnzwQS6++OIpnUOE3dTxxaiuhnJr2T6P6n5Zl7eb4bCfhTnz5+YaNmFaicArTBdJlmjo30BuloO87LxpPff4aC8yFdayHW74xSSZ9/p8PNPs4qMBPxadivMW2biw1k6JaWo7HKSdgc/HRntDHjjx17DkwpTfvui3v/0tt956K2+//TZLly5NdjmCMC1E4BWEXVi7di1HHHEEN954I1dfffWUziHCbmqYqVHdXT3P2r4GSi1j2xkJwr4QgVeYLv3+AQZGBqnLWzQj3eR3GO3NzqXQWLDT83T6Qzzf4uLldg8jkThHlRpZUW/nyFIjKmVqB8B9FgnA+3fAludgwalw6n0wgQ7ZyXT11Vfz6KOP8sEHH1Benvoj04KwNyLwCsKXtLW1cfDBB3PRRRfx29/+dkrnEGE3NQyH/LQOtaFVbh3V1UzvqO6XOQMuun091OfVohIhRdgHIvAK0yEaj7K2r4FKWwXmzKltpTdRexrt3SYUk3ija4hnmp1sHhqlMFvLhXU2vrbQhk0/y5v+tf0X3rkZNBlwxoNQeUyyK9otSZL4xje+werVq3n//ffJzU2f/YUFYVdE4BWE7QwODnLIIYdwyCGH8Nhjj6FUTv5uuAi7ybf9qG6RqZC8rNyETDOWZZkNg5sw60wUmQpn/PmE2UsEXmE6tHnaicQj1DiqE/J8kizRO9xHn7+f/Ow8Coz5ux1V3ugJ8Gyzize6hpBkOLnKzIp6O8vyDLN3WUhgEN6+HrrfhYO+B8feDJrMZFe1S/F4nFNOOYX+/n7eeecdsrOzk12SIEyZCLyCsNXIyAhHHnkkdrud//znP6hUk7/IFGE3+QKRAM3uFtRKDRUJGNX9Mn94hM3OLdTn1ZKhniPr1IRpJwKvsK+CkSDrBzdSl1tLZoJ/DwYiQVo9bYBMpa2CzD2EOl84xsvtbp5vcdE9EmGBPZMV9XZOr7Zg0M7Cn31Zgg2Pw4d3jTWyOvvPkFeX7Kp2KRQKcdRRR6HX63n11VfRarXJLkkQpkQEXkFgbPrOWWedRU9PD2+//TZ6/eS3URBhN7lkWWZgZJAuXzcFxnwKsvOTNkrQ4m5F3nqhJwhTIQKvsC9kWWazcwt6rZ5Sc0lSapBkiW5fDwMjg8yzlOIw2PdyvMxHA36ebXbxbp8PvUbJOQtsXFRnp9Ka2MCeEJ4mWHk1eNvgmJ/BwT+AKcwqm2kej4dDDjmEI488koceemj2jr4Ls5oIvIIA3HzzzfzlL3/h448/Jj8/f9KPF2E3uWLxGK1DbQQiASptFWRnJHfqVSQWYW1/A/Md1UmvRUhPIvAK+8ITHKJtqJ3F+XWolcndA9Y76qXF04ZZZ2KepXRC/Q36AxFeaHXxrzY3nlCMQ4qyuKjOzvHlZjSqWRS44hH4+F5Y9wjMWw5n/hFMRcmuaidbtmzh0EMP5ec//zk/+MEPkl2OIEyaCLzCnPfMM8/wzW9+kzfeeIODDjpo0o8XYTe5/OERmt0t6DV6yq1laFTJvbjbpme4F09wiNrcheKOuDBpIvAKUyXJEuv61lNgzCcny5HscoCxm4DNnlai8ShVtgr02onNoorGJd7q8fFsi5M1zgA5ejXn19r5+iIb+dmzaHptzwfw1k8hPgqn/A5qz0p2RTv5z3/+wznnnMPLL7/MV77ylWSXIwiTIgKvMKetWbOG5cuX88ADD0xpr10RdpNHlmX6/P30DPcmtDHVREmSxLr+BgqMBSlz0SmkDxF4halK1ZttsizTM9xLn7+fUnMxDoNjUvU1e0d5rsXFqx0ewnGJ48pNrKh3cGhRVkp9nVMW9sGqW6D1Vag/H076NehmtrP2ZP3mN7/hl7/8JZ988onYrkhIKyLwCnPW4OAg++23H+edd96Uth8SYTd5ovEoLZ5WQtEwlfYKsnax/UUq8AQ9tA11sDi/XoQWYVJE4BWmIhKPsLavgRp7NUZdai6n8IWGaXG3kp2RTZl13qR/vgPROK90eHiuxUWrL0S5OYOL6u2cvcCKKSM1ZvhMmSxD80vw7i8g0wJn/QlKD012VTtYsWIFn376KR9++KHo3CykDRF4hTkpEolw9NFHk52dzX/+859Jbz8kwm7yDIeGaXa3kp2RtfViKXUvcGRZZpNzC1laAyXm4mSXI6QREXiFqWhxtyLJElX2ymSXskfTcdNSlmXWuAI81+xkZbcXtUrBGTVWLqqzU5sz+caTKcXfAyuvg4HPYPmP4cjrQJ0aU7gjkQiHH344OTk5vPjii1PavlEQEk0EXmHOkWWZSy65hHfffZcPP/wQo9E4qceLsJsc20+HKzEXkzPJ6XDJEogE2TC4kfrc2oRvkSSkLxF4hckaCY+wKY22RNt+WUqxqZDcfViW4h6N8q82Ny+0uhgIRlmaq+eiejsnV1nQqdM0kElxWPsX+PT3kFsLZz0MCdpPeW/6+/s58MADWbFiBbfffnuyyxGEvRKBV5hz7rvvPn7+85/z/vvvU1VVNanHirCbHJF4hGb3WMOTSlsFhgk2PEkVbZ52IvEoNY7J/bwJc5cIvMJkyLLMhsFNmHUmikyFyS5nUvxhP83uVvQaPRXWMtT70HgwJsm81+fj2RYXH/b7sehUnLfQxoV1dkpMqX8TYJecG8a2LxrphxNug/2/BSlws/eTTz7h6KOP5uGHH+b8889PdjmCsEci8ApzyhtvvMFpp53G888/zwknnDCpx4qwmxzDoWGa3C2T2tIi1UTjUdb2NVBpr8CcYk1IhNQkAq8wGa6Ai05fN4vz6tL0d2SMVk8bwWiQanslhmnoy9DpD/F8i4t/t3vwR+IcWWpkRb2do0qNqJTJD4yTEhuFD34DG5+EqhPg9PshKyfZVfH444/zne98h3feeYf99tsv2eUIwm6JwCvMGc3NzRxwwAHcdNNNXHnllZN6rAi7yTEwMkint4sSczG5KfDmvi/6/P04R5zU5i1CqUjTKXZCwojAK0xUXIqztr+BElMxdoMt2eVM2fZTnMutZdj01mk5bygm8UbXEM80O9k8NEphtpYL62yct9CGXa+ZludImM634O0bx0Z4T78fak5MdkVce+21/O1vf+Ozzz4jLy8v2eUIwi6JwCvMCcPDwxx44IEcfPDB/PWvf53UY0XYTTxJlujwduEJeqiyVaZst9HJkGSJhv4N5GblkJedm+xyhBQnAq8wUV2+boZDfhbmzE+LvgZ7MzTqpcXdSm52DkXGwmn9mjZ6Ajzb7OKNriEkGU6uMrOi3s6yPEP6fO9G3fDOTdCxEvb7JpxwOyRxpwJJkjjttNNwOp288847ZGSk6dRxYVYTgVeY9eLxOKeeeiper5e33noLrXbinQ5F2E28aDxKk7uFuBSj2l6VFs1XJso76qPZ08LivHo0+7BOTZj9ROAVJiIcC7Oufz0Lcuan7PZsUxGMjtLoakKvyaTCWj7t07R94Rgvt7t5ocVN10iYBfZMVtTbOb3agkGbBq83WYZN/4QP7gRjEZz9MBQuS1o5gUCAgw46iP3224+//vWv6XPzQJgzROAVZr3rrruOJ598kk8++QSHwzHhx4mwm3jBSJBGVzN67VjzknRci7Y3W5yNZKgzmGcpTXYpQgoTgVeYiCZXMyqlinJrWbJLmXaxeIwmdwtRKUq1vQrdDNz8lGSZjwf8PNviYnWvD71Gydnzx7Y2qrJlTvvzTTtvG6y8Btyb4ajrYPmVkKTfFy0tLRx88MH89Kc/nfSyMUGYaSLwCrPaE088waWXXsrbb7/NsmUTv/spwm7ieUaHaHG3kp+dR6GxYNbeIR6NjtIwsIHanIXo06zbtJA4IvAKezMcGmaLq4nF+fVoVWm2FnWCJFmi09uFO+ihylaBUTe5bQQnoz8Q4YVWF/9qc+MJxTi4MIsV9XaOLzejUaXw+5EUhU//AGsehqID4ayHwDIvKaXsS2NQQZhJIvAKs9aaNWs47LDDePjhh7ngggsm/DgRdhNLlmV6/X30DvdNa6OSVNYx1EkwGmS+o2bWBnth34jAK+yJLMusH9iATW+jwJif7HJm3OCIkw5vZ0IaGEbjEm/1+Hi2xckaZ4AcvZrza+18fZGN/OyJL4lKuP5PYeV1EPbCSXfB4vOTsn3Rvffey80338xnn31GeXl5wp9fEHZFBF5hVvL7/SxdupSTTz6Ze++9d8KPE2E3seJSnFZPOyOREartVWm3v+5UxaQYa/saKLPMw6q3JLscIQWJwCvsycDIIH3+furzaudM13d/2E+jqxlrpoVSS0lCvu5m7yjPtbh4tcNDOC5xXLmJFfUODi3KSs2blZERePc2aHoRFp0JJ98NSbiJfOGFF7J582bef//9SfVNEYSZIgKvMOvIssyFF15IS0sL7777Lmr1xJoDibCbWOFYmEZXMyqlkipbJZpZOiVvdwZHnPQO91GfP3cuWIWJE4FX2J3xG2bWeVgz59YNsy/eN1RU2SoS9r4RiMZ5tcPDsy0uWn0hys0ZXFRv5+wFVkwZKdiAsOUVWH0raPVw5h+h/KiEPn0wGGS//fbjq1/9Kvfcc09Cn1sQdkUEXmHWeeSRR7jqqqv49NNPmTdv3oQeI8JuYvnDIzS5mjBnWpiXoDv1qWauTUkUJkcEXmF3xpZEjDLfUZ2ao4wzbGxmUBuBSIBqe1VCeyHIssxaV4Bnm52s7PaiVik4vdrKino7tTkpNkNppB/evh563odDfghfuQk0uoQ9/Zo1a1i+fDlPPvkkp556asKeVxB2RQReYVbZuHEjBxxwAH/9618599xzJ/QYEXYTyxMcosXTSrGpiNysnDl5wbbNF01n6tCqxLQv4Qsi8Aq7IprejZFlmZ7hXvr9A1TbK2e0mdXuuEej/KvNzQutLgaCUZbk6llRb+fkKgs6dYrcxJUlaHgMProH7JVw9p8hd1HCnv7+++/npptuYt26dRQXFyfseQXhy0TgFWaNYDDI/vvvz+GHH85DDz00oceIsJtY2xqPVFjLxdrVrZpczSgVKipss29bEWHqROAVdmWzsxGd2NZsnHPESbu3kwprGdYkNTyMSTLv9fl4tsXFh/1+LDoV5y20cWGdnRJTiuwj794ytn2RrwOOvQUO+i4oExPKzz77bPr6+njnnXcmvMRMEKabCLzCrPHtb3+bTz75hI8++mhCTRJE2E0cWZbpHe6jz99PtaMKY0Z2sktKGeFYmHX961ngqCErIyvZ5QhTIMsycTlONB4lEo8SjUeISXHicpy4FEeSJeJSnLgsIW39WFyWkMY/JiEjw9Z3Y5kd35YVKLb9BQUKlAolKoUKlVKJcuufKoVqx79v/VOtVKNVadCoNGhUWlQK5ZyeVZHOvKNemj2tLM6rR6MSwWGboVEvze6WhHRw3ptOf4jnW1z8u92DPxLnyFIjK+rtHFVqRKVM8usuFoaP74GGR8fW9J7xIBgLZvxph4eHWbp0KV/72te44447Zvz5BGFXROAVZoUnnniC73//+3z88cdUVVXt9XgRdhNHlmU6vJ14gkPMd1TP6Wl4u9Pt68EX8rEwZ4EIIylGlmUi8QihWJhIPLI11Ea2C7dRIlIEWZZRKpRoVBq0Sg1qlXq7YKoa+7tStWNQHf+7cizUKmBbvI1LEg0D66nNXYRKqYKtgVhG3iFAjwfqncJ1nLgkEZNiu65RpUGj1KBVabeG4bG/Z6p1aFQa8XOYYiRZoqF/A7lZOeRl5ya7nJTjD/vZ4moiLys3JfZxD8Uk3uga4tkWF5s8QQqztVxYZ+O8hTbs+iQ3aOx+F96+AaQInHovLDx9xp/yo48+4qijjuKFF17g+OOPn/HnE4QvE4FXSHtNTU0sW7aMP/zhD1x88cV7PV6E3cSRZIkWd+t4g5UMdYpM70oxcSnO2v4GSkzF2A22ZJcz58iyTEyKEYqFCEVDjMZChGLhsX/HQsiyTIY6A61Ku11QHBsxHQ+PKg0qhWraLrSne0rztlHobSE9Go98EdjjUaJSlEgsTDgeQalQolPr0Kkz0Gl06NQ6MtVjf6rFyGJS9Pn7cY64qMtblPQwl6qC0VG2OLdg1pmZZylNme/TRk+A55pdvN41hCTDSVVmVtTZ2S/fkLwaQ0Ow6hZo+y8suRC+eifM8Dro3/zmN/z617+moaGBvLy8GX0uQfgyEXiFtBYOhznooINYvHgxjz766F6PF2E3cWJSnCZXE3FZosZeNee2HZosV8BNp6+LxXl1W0f0hJkQk+IEIwEC0SDBSHAs3EZDxOU4GpVmh3A3FvYyyFBnJLyTeLLW8EqyNBb2o6HxwL/tRkBUiqFWqseCsDoTg1aPQatHr9GLn9kZFI1HWdvXQJW9ApPOlOxyUlo4Fmazs5FMTSaVtvKU2gHAF47x73YPz7e46BoJM9+mY0W9gzNqLBi0SXj9yPLYfr3v3gYGO5z1MJQcNGNPJ0kSp556KsFgkDfeeAOVSvzOEBJHBF4hrf3oRz/izTff5LPPPkOn23O7fRF2EycSj7LF2YhGpabKVikuhidAlmU2Dm7CpDNRZCpMdjmzQkyKEYgExwNuIBIgFAujUWkwaAwYtHoyt45g6tS6lPo5TcWmVTEptjUIhxmNjRKIjH1PY1KMTLUOg9awNQQbRAieRm2ediLxKDWOvS/XESAaj9HoakShUFJtr0StTK1ZCZIs8/GAn2dbXKzu9ZGpVnLOAisX1dmpsmUmvqDhLlh5LQyuhcOvgiOvgRm6Qe3xeFiyZAmXXHIJN91004w8hyDsigi8Qtp6/vnnufjii3n//feprd1zeBVhN3FC0RCbnY1kZWRRbp2XUnfYU91IeIRNzi3U59WK6d+TJMkSgUiQkbCfkUiQQDRAOBZGq9KMBTHNF2EsHWYbpGLg3ZWxNc5RgtHAeAAORIJEpSi67UKwMSMbvUafMtNM00UgEmTD4Ebqc2vRJXAP1XQXl+I0u1uIxCPUOKpTdtu3/kCEF1pd/KvNjScU4+DCLFbU2zm+3IxGlcDXihSDNQ/Dp3+A/CVw9sNgq5iRp1q1ahUnnHACr776KkccccSMPIcgfJkIvEJaam9vZ8mSJfzqV7/i0ksv3eOxIuwmTiASYLOzEbvBRompWFzcTkGLuw1JjlNlr0x2KSltW8D1h/0Mh4fxh0dQKhRkZ2SnXbjdlXQJvLsTiUe2C8AB/OERALIzsjHqskUAngBZltnk3EKW1kCJWexhOlmSLNHmaccf9lPjqCEzhW8YROMSb/X4eLbFyRpnAIdezddr7Xx9kY387ASG9cF1Y6O9wUH46i9h2f/ADLxGb731Vv74xz+ybt06HA7HtJ9fEL5MBF4h7USjUZYvX868efN46qmn9nisCLuJ4wv5aHQ1U2QsIN+Yn+xy0lYkHmFtXwM19mqMOrF90zaSLBGMBBkO+xkO+/GH/eMB15hhxJiRTaYmc9YEqHQPvF8myzLBaJDh0Bc3KEAE4D1xBz10DHVQn18/K34GkkGWZbp83TgDLmrsVWmx9VuLb5Tnml280uEhHJc4rtzERXV2DivOTszrIxqA938Nm/8JNSfCafePrfGdRpIkcdxxx6HVavn3v/+NMkF7Agtzlwi8Qtq55ppreP7551mzZg0Gg2G3x4mwmzjb9kGcZynFMc1vjHNR73Af7qCH2tyFczoAhGNhhka9eEO+WR9wv2y2Bd4vk2WZQDSIPzS89QbGFwHYkmnCnGlO2WmoiSBJEmv7GygyFuDIEiNg+6rP30+3r4caR3Xa7AMfiMZ5tcPDsy0uWn0hyswZXFRn55wFVky6BKxLbv8/eOfGsfW8p/8Bqqd3OyGn08mSJUv48Y9/zFVXXTWt5xaELxOBV0grr732GmeddRarVq1i2bJluz1OhN3E8QSHaPG0UmEtw6q3JrucWUGSJdb1rafAmE/OHLrYlWWZQCTAUMjL0KiXUDREdkY25kwTpgzjrA64XzbbA++XbQvAw6FhvKNe/JERDBo95kwzlkwL+jn0/x6gx9fL0OgQi+b4Ta/pNDjipMPbSY29CuMMb8EznWRZZq0rwLPNTlb2+FAr4fRqKyvq7dTmzPC+9kEnvH0jdL0DB1wCx/0ctNP3nP/97385/fTTeeeddzjggAOm7byC8GUi8Appw+v1snDhQi6//HKuvfba3R4nwm7iuIMeWj1tVNjKsWZakl3OrOIJDtE21M7i/LqU6zI6neJSnOHw8NhI7qgXSZYxZ5qwZJox6Uyz+mvfk7kWeL8sGo/iDfkYGvXiC/lQK9Vj4VdnxqjLntXN8CKxCGv7G5jvqCY7TUYj04VzxEm7t5NqexWmNAq927hHo/yrzc0LrS4GglGW5OpZUW/n5CoLOvUMvSZkGTY+CR/8GswlcPafoWDJtJ3+yiuv5D//+Q9r1qzZ624bgjBVIvAKaeMb3/gGTU1NrFq1arfrPUTYTRx30E2rp51KWwWWTHOyy5l1ZFlms7MRvSaTUktJssuZVrF4DM/oEEOjQ/jCw2hVWiw6M5ZMM1kZWbM6zEzUXA+825NkieGQn6HQ2E2RmBTDpBu7KWLJtMy670+zuxWQqZyhLrlznTPgon2ogyp7JeY03dc4Jsm81+fj2RYXH/b7sehUnLfQxgW1dkrNM9Thf6hlrKGVpxG+cgMcehlMw2svEomwZMkSTj31VH71q19NQ6GCsDMReIW08O9//5vzzz+fzz77jKqqXe9FKMJu4rgCbtqG2qmyVWAWYXfGBCNB1g9upC53EZmaJOzPOI0kWWJo1Is76MY76kOv1WPNtGDJNKNT68S0zS8RgXfXxppfjeId9eIZ9TAaC2HRWbAbbJh0xrS/WeIPj7BZbE0242bTe1inP8TzLS7+3e7BH4lzREk2K+odHD3PiEo5zb9X4xH49H5Y82coPQTOfGhs1Hcfffjhhxx11FGsXLmSgw8+eBoKFYQdicArpLyhoSEWLlzIlVdeydVXX73rY0TYTRhXwEVbmt8dTydtQx1EYmFqHNXJLmXSZFlmOOzHHXTjCQ6hUamx6W3Y9Taxp+heiMA7McHoKO6AG1fQjSRLWPVW7HorWdqstLuJIssyGwY3YdaZKDIVJrucWW/bkpzZMkspFJN4o2uI51pcbPQEKczWckGtja8tsmHXT/P2bH0fw8rrIOqHk++G+vP2+ZQ/+clPePnll1m7dq2Y2ixMOxF4hZR38cUX09LSstupzCLsJs62u+LV9kpMIuwmRDQeY23/Oiqt5WkxErFtBM4dHAshsixj01ux620YtIa0CyHJIgLv5MiyjD8ygjvgxh30oFaqsRnGfu7SZXaEM+Ci29dDfV4tKvH/PCG2hd4qWyXmzNnznrbRE+C5Zhevdw0hyXBSlZkVdXb2y5/G38HhYXj3Nmh+CWrPgZN/C/vwHhWJRFi6dCknnXQSv/nNb6anRkHYSgReIaXtbSqzCLuJM35hIEZ2E67fP8DAyCB1eYtSdspmNB7FGXDhCroJx8JYMs3Y9XZMOqMIuVMgAu/USbKEd9SHK+jGO+pFr8nEbrBjN9hStglaXIqztq+BUksxNr0t2eXMKdv6UczGG7m+cIx/t3t4vsVF10iY+TYdK+odnFFjwaCdpt8rzf+G1beCzjg2xbns8Cmf6qOPPuLII48UU5uFaScCr5CyhoaGWLBgAT/5yU92OZVZhN3E8QQ9tHjaZsV6p3QkyRLr+zfgyHKQn52X7HLGybKMP+xnMODEExwiOyMLh8GOJdMiRqj2kQi80yMmxfAEh3AGnASjo9j0VnIMjpSbbdDl7cYf9rMgZ35K1TVXfDF7KT27N++NJMt8PODn2RYXq3t9ZKqVnLPAykV1dqps0zADYqQX3vop9H4Mh/4IvnIjTHEN+lVXXcW//vUv1q5dS2ZmeszOEFKfCLxCylqxYgVtbW288847O01lFmE3cTyjQ7S4W2fNOqd05Q35aHa1sDi/Do1qmtdjTVJMiuEMuBgccRKTotgNdnIMOWSKdbnTRgTe6ReMBBkIOHEFXOjUOnKyHNj1tqTfnAnFQjT0b2BhznwMWkNSa5nLtnVvTrd9eierPxDhxVYX/2pz4w7FOKgwixV1do6vMKFV7cMMIikODX+Fj++FnPlw1p/H/pykSCTCsmXL+OpXv8pdd9019XoEYTsi8Aop6aWXXuKCCy7g888/p7KycofPibCbOEOjXprdLVRYy7HqxT67ybbF2YRWpaHMOi8pzx+MBBkYGcQVdKPX6MnNysGqt6TsNOt0JgLvzIlLcdxBDwMjg4RjYRwGO7lZOUlrpNboakKtVFNuLUvK8wtfGBxx0uHtnBN7IEfjEm/1+HiuxcXnzhEcejVfr7Xz9UU28rO1Uz+xaxOsvBr8PXDcz+HA78AkZy189NFHHHXUUbz55psccsghU69FELYSgVdIOdumMl999dX85Cc/2fFzIuwmjD/sZ7OzkXJrGTa9NdnlCEAoGmLdwHoW5SzEoNUn5DllWWZodIj+kUFGIiPY9TZys3LESNQME4F35smyzEhkhIGRQTzBIYw6I3lZOZh0poRNK/aFhmlyNafEzA1hzMDIIF3ebhbmzEefoN+zydbiG+W5ZhevdHgIxyWOLTOxot7OocXZKKfyWoiF4MPfwoa/Q8UxcMYDMMnlONdccw3PP/8869atE1ObhX0mAq+Qci666CI6Ojp4++23d5jKLMJu4gQjQTYObqbEXEROVk6yyxG20+ntYiQSYIGjZkYvyiVZwhVw0evvR5ZlcrNycBgcaFSp2fRnthGBN7Ei8QiDI04GRwZRqzQUZOdj01tn9DUmyzINAxtw6G3kG/Nn7HmEyesZ7mXAP8ii3AVzaj/kQDTOqx0enmtx0eILUWbO4KI6O+cssGLSTeF3f9cqePsGkONw2n2w4NQJPzQWi7F06VKOP/54fvvb307+uQVhOyLwChOy7U2/tLSU9vb2GXuel156iQsvvJDPPvtsh6nMkw27733yHmdfei4A551yLvfe+rsZq3m2CcfCbBjcRK4hh0JTQbLLEb4kJsVZ27eOMksp1hkYeY9LcQZHBunzD6BWqsg3jl34i2nLiSUCb3JIsoQz4KJvuB+AfGMeDoN9Rn7+B0YG6ff3U5dXK15fKUaWZTq8nfhCwyzMmT/nRt9lWWatK8CzzU5W9vhQK+H0aisr6u3U5kxy1Ds0BO/8DNrfgKUr4Kt3QkbWhB766aefcvjhh/PGG29w6KGHTuErEYQx4lb9lwQCAf70pz/x/PPPs2HDBgKBAPn5+SxatIjzzz+f8847D612H9Y2CLvl8Xj49re/zS233LJPYVeYumg8ymZnI5ZMCwVixCElqZUqik1FdHq7MGeap+1CORqPjl2AjwygU+uYZy3FojOLjrHCnKJUKMnNyiHH4MAd9NDr76PH10Nedh45WTnTdvMhFo/R7euh3Fomwm4KUigUlJpLaHa3sMXVxAJHTdKbmyWSQqFgiSOLJY4s3KNR/tXm5oVWF09tdLMkV8+KejsnV1nQqZUEgkH+9Pe/8/yrr7JhyxYCo6Pk5+SwqLqa808/nfNOPRXtcffBlmfh/V9C+2o462EoPmCvdey333786Ec/4uKLL2bdunXo9cmdYv7Xv/51fNDniiuuwGw2J7UeYeLECO92Nm7cyKmnnkpra+tuj/n8889ZsmRJ4opKEYkY4b3gggvo6uraYSrzVMPusH+YTc2bAXDY7JSXlM9IzbNJXIqzybmFDJWWSluFCDopTJZl1g9sxKq3UGjct1H4cCxCv7+fwYCTLG0WBcZ8jBnZ4v9/kokR3tQgyzLekI/e4T5Go6PkZuWQl527zyN+7UMdhGIhauzV4rWWwiRZYouzEYVCQbW9ak7fnIhJMu/1jTW5+qDfjzlDxTH5Sp6//3raNny628d9/tprLKndeu3m64CV14JzPRx5DRx+FexlmUwsFmPZsmUcc8wx3HPPPdP5JU3aUUcdxdtvvw1AW1sb8+bNS2o9wsSJEd6tPB4PJ554Ip2dnQAUFBRw9dVXU1dXh9/v5+233+aRRx5JcpX7LhKJoFQqUatT63/9iy++yMsvv8znn3++z2EXwJht5KClB85UubOOJEs0uVtQKZRU2MrFBViKUygUzLOUsNnZiENvR6ue/KyTUDREr78PV8CNOdPMgpz5ZIlGVIKwA4VCgSXTjFlnwh8eodffx5q+dTgMdvKz88mYwmsvGB1lMOCkNneR+F2b4pQKJVX2KjYNbqbV006FtWzO/j9TKxUcUWjmiEIznf4Q/9jUwzNb+lCccis5Cz9B0/Y+V558CIsXzMcfCPD2++/zyD//ueNJTKVw2t/hsz/C27+Gpjfg7D+BdfeDEmq1mkceeYTDDz+ck046ieOOO263x6bqNa6QfHP3VtWX3HXXXeNh12Qy8dFHH3HFFVdwzDHHcMYZZ3DPPffQ2NhISUkJMPai+tWvfsWSJUswGAzo9XoWL17MnXfeSSQS2eHc8+bNQ6FQoFAo6Ojo4JRTTsFgMFBaWsoDDzwAwFtvvcUBBxyATqejurqaf37pl8Qtt9wyfo5HHnmEe+65h4qKCnQ6Hfvttx+vv/76Dsd/4xvfGD/+lVde4Sc/+Qn5+fnodDq6u7sBiEaj3H333ey3334YDAYMBgMHHXQQf//73/f4vWpvb+fMM88kOzsbq9XKd7/7XUKh0A7HyLLMI488wmGHHYbRaCQzM5PFixdz7733IknSDseWlJRwzjnnUFhYiMFgYMWKFVSWFdJ7z9GYYi42LfzdDmH35Tf/zWn/7wyqj5hPyUHzqD9+Caf9vzO47b7b2TZh4b1P3iN/v0Ly9yvk8puv2OH5Bl2D3Pjrmzj4tEMpPbiMmiMXcNZ3zuGl11/a4biu3q7xc5z1nXNYs2ENZ3/nHMoOraD++CXc+cCvdvpa0pEsy7R52onGo1TZK+f0Hex0kp2RjSXTTJeve1KPi8QjtHnaWde/HlmWqctbRLW9UoRdQdgDhUKBUZfNfEc1C3PmE41HWdffQKe3i1g8NuHzyLJMp7eTHIMDvUZ0nk0HaqWKGkc1I+EROn1dyS4nJZRk64h99E+67l+B69/3oDFYUB/zI55RH8JmXRXLjziGe269lcZVqygpLAS2Xjf/4Q8sOeFEDOf/jqMeC9G15TMi9x1I7ONHYLsJp9tfN3d2dnLHHXdQVVXFaaedRjgcnpFr3A8++IBzzz2XgoICtFoteXl5nHTSSaxZs4a33noLhUIxProLUFZWNl5De3s77e3t4/8+6qij+Pjjjzn66KPR6/Xk5eVx44037nTNOJka33rrLY499lisVisajQaHw8GBBx7I5Zdfjs/nGz/u2WefZfny5ZhMpvGvY/ny5Vx77bXM5Um9YkrzVhUVFeNTmW+55RZuvvnm3R4bDoc5/vjjeeedd3b5+SOOOILXX399fK3vvHnz6OjoGH+elpaWHY6/7rrruPvuu3cIykqlko0bN1JTUzNe06233gpATU0NW7Zs2eEcGo2GN998k8MPPxwYC7yPPvooAOXl5TtM025ra6OwsJATTzyRN998c5dfwzXXXMOvfvWr8X9vu6NpNpvR6XT09/fvcPwNN9zAbbfdNv7v//mf/+Gxxx7b5bm/9rWv8Y9//GP83yaTCZPJRFdXF+Xl5fi9LlZemkeOOsBxT0FFxUH84bbfA/Dep+9z7nfP223Q7PqwA7VavdumVZ09nZz6zdMZdA/u8vE//J8fcMNl14+dq7eLA089GIBcey4+v49QeMdgf9eNv+HCMy/Y5bnSRae3C09wiIW5C9DOscYc6S4cC7Oufz3zHTVk76UJSEyK0TfcT//IACadkWJTEZnigjtliSnNqS8QCdDl62YkHCDfmEdeVu5e13kOjXpp9bSxOL8OtVKMQqWTUDTEhsFNFGTnia7awMGnHUpHz9i17VWX/oQTz7mU55pdvN41hCTDSVVmVtTZ2S/fQCQS4fgLLuCdDz7Y4RxZWrjnBB3fXqZFqjkZ5Wm/B4Nth+vmbdewCoWCnJwcLrvsMhobG6f1GveRRx7hkksuIR6P73TsI488wrx58zj66KN3+71oa2sDxkIwQH5+Pl6vl9HR0R2Oe/jhh/n2t78NjIXdida4ZcsWli5dutP5tmlqaqKyspK3336br3zlK7u9Ro5Go3N29FsM5QAjIyM7vFi2hcbd+d3vfjcedouLi3niiSd48sknx0d/33nnnd2uM1CpVDz//PNcfvnl4x+78847OeCAA3jppZc466yzAJAkiT//+c+7PEdzczM///nPefnllznhhBOAsR/iK664YpfHt7a2ctlll/Hqq6/y0EMPkZ2dzb333jv+Ijv44IN5/vnneeaZZ8YD9q9//Ws+/PDDnc7l9Xoxm808++yz/OIXvxj/+EMPPTT+92eeeWY87NbU1PDkk0/y0ksvcfDBY+Hxqaee4qmnngKgoaGBQCAwHvYzNQpW/7CEXE2QE59Rs7axhxf/+yLD/mEAXn/n9fEX8k9/cB1PP/gUf/zlA1zxrcupLt/7Wqjr7rx+POweut8hPHrPI9xy5c3oMnQA3P/oH/is4bOdHjfgGqBufh1/vfsRvnX+t8Y//rfn9jwanur6hvtxBlzMd1SLsJuGMtQZ5Gfn0eHt3O2dW0mW6BvuZ23fOvyRERY4aqi2V4mwKwj7yKA1MN9RQ5W9kqFRL2v7GhgYGUSSd32xKckSHd5OikyFIuymIZ1Gx3xHNT3DfTgDrmSXk1SBYGA87AIctORAFloN3HhgKf86pZbv1RXwWU+Qc55p4sQnNnPJn15i1WdrASguKOCJP/yBJx94AKujkEteCnHWU0HCm9+EBw+B5jd2eK6BgQHuvvtuXnvtNb75zW9y++23MzIyMv75fb3G7enp4Xvf+9542D3jjDPGj7/kkkvQarUsXbqUVatW7dDD5+mnn2bVqlWsWrWK/Pwdb4D09fWxbNkyXnzxRS677LLxj29/rTyZGl9//fXxsHv55Zfz5ptv8swzz3Dbbbex//77j1/7vvTSS+PXyHfccQdvvvkm//jHP7jxxhtZuHDhnJ2OD2INL8AOUwFgbP3unjzxxBPjf3/ggQc45ZRTAMjKyuLUU8f2GHvyySe59tprd3rs/fffz3HHHcfy5cu59957xz/+6KOPUlFRQV5eHs899xwwFmx35fzzz+emm24CYPny5RQUFBAMBvnss8/o6uqiuLh4h+MvuOCCHZ4L2GG6xJVXXondbgfgwgsv5Gc/+9n4MQcddNBOz//kk0+yZMkSzjrrLB5//HE2b96My+XC5/NhMpl2OPcPfvADioqKAPjWt77FB1vv7v3973/nvPPO43vf+x51dXWsWbMGh9XIc+dnYsNH5/5/wfjGnUAH8Xicrr4uFmUvQq3+IpSVl5SxsHohVrOV04+Ha79/zS6/X9sM+YZ46/23AMjQZvDwr/+E1Ty2rUv/YD9//PvYL6LnX3uBZXXLdnisVqPlL795GIfNwXGHH8sTLzzBaGiU9q72PT5nKnMFXPQM97IgpwadRpfscoQpys/Owxlw4gq6cRjs4x+XZRlXwEX3cC9qpYoKawUmnXFOv+EJwkww6YwYMxbgGR2i29dDv7+fIlMR1kzLDq+3Af8ASoWSHIMjidUK+8KgNVBlr6TR1YRGqcacaU52SUkxPDK8w79zHXnjfzdlqLmgJofzqx18PODnuRYXb0tlFH3/UUbW/x83nXsYXz/lKwBk6fWc+o1v8PzmGKe9bOH175XD38/m5gMz+H4PhGJwzz33cMkllwBw3HHHsX79ej799IsmWft6jfv0008TDocBOPTQQ3n++efHH3v22WeP/33bNOFt9t9//902rdJqtTz77LPk5uZyyimn8Oc//5lgMLjDdf1katRovrj2LSsrY+HCheTljX3Pb7jhhvHPbX9cVVUVixcvxmaz8bWvfW2HQaq5SARe2OEHGKC3t5f58+fv9vjGxsbxv28fCA888MBdHrO9bcdYrV/sn2mxWKioqAAY/4GHsdHUXdn+OU0mEzU1NXz++efA2J2uLwfebSF8d1/Deeedt8vn2bRp004fMxqNO9zhstlsO9RrMpl2OPf2d7a+fO4nnniCxsZGTCYTDquRlZfmYZN9dB4w1qDKYrKMH+/bOsJ79oln8vATDxOOhLnk2ksBsFvtHLD4AL5x7sUccdARu3w+gLbOtvFRsNKi0vGwC7B00RdfU2tn206PrZxXgcM2dpGiVCoxG02Mhkbx+X07HZsOvKM+2oY6qLZXYhBrN9OaSqmixFxMx1AX1kwLSoWSoZCXbm83kixTbCrCpreKoCsIM0ihUGDTW7FmWnAGXHR4O+kb7qPYXIxJZyQaj9I93Eu1vUq8FtOcSWek3FpGk7tlQstJZiNjlnGHfw84+6kqq9zhY0qFgoPyjByUZ6Ti+APRLDya7PoTuL3VwhvPNrGizs7S+iXjx7+7sQNOfAM2PM4FsTs48BIDFz43utM17P3337/DNfq+XuNuf+zJJ5+8l698YubPn09ubi4wds1osVgIBoM7XNdPpsbTTz+dG264AbfbzRVXXMEVV1yBxWLhoIMO4v/9v//HueeOLeG78MILueeeewiHw+Mfy8nJ4bDDDuP73/8+xx577LR8felITGlmbGS2vPyLDnHvvvvulM4zkTexbeF6WydiGAuRuzLR5dV7e95tL7rJCgQCO33MYrHs8O/t1wJMZjm43+/nyiuv5OabbyZLpxpfs7st7AKoVduthdp67vmV83nt76/wrfO/xbLapRizjLg8Ll5Z+Qpf/+GFfLz248l8ieP29j00Gc07/Fu1lzb6qSwYCdLkbqbcOg+TzrT3Bwgpz5ppJUOdQcdQJ5ucW2jztJOTlUN9fi12g01cYAtCgigUCnKyHCzOq8Oqt9LkamaLs5H2oQ5MOiMm3a7f74X0YtNbKTYV0ehqIhwLJ7uchDPoDZQWlo7/+6O9XHtJI258q/5O94Pf5Jo6G5EI/PDVdk57sRfT8gtRZW8dPFEooXYFp7xoICrBR5cYyG35J2y3JrW0tJSjjz56fDRzOq9xp8uerpUnY1uNeXl5fPrpp1x77bUsX74cm83G0NAQr776Kuedd954X5za2lo+/fRTLrvsMg466CBMJhODg4M8//zznHDCCbz33nv79oWlMRF4t/ra1742/ve7776b3t7enY4ZHBzE4/FQXV09/rGPPvpo/O/br3nd/pjptv1z+ny+HRpYbR/ct9nVxe729bW2tiLL8k7/7W4h/d5sf+6VK1fu8tznnnsuJSUlnH/OGTx+GuMNqva29ZAsy9RU1HDb1T/n34++zJa3N/Hwr/8EjK17fvWt13b72HnF88a/Fx3dHXi8nvHPfbb+8/G/l5eUTenrTgfReJRGVxP52XnY9La9P0BIC3FZIkOtxRl0oVNnsCS/nrzsXNFxWxCSRKVUUWDMZ3F+PQqFEs/oEFqVdlZ09hfG5GXnYtVbaXQ1EZd2bnY02512/Bcjq396/GH6nf07HePyuBjyDX1xXSXFMLoaefDoKh4/YT4VygDG/U+n8Lv/S+F5N7O6cxhJlmnyqjjozwHu/TCC4vWfwWOnwXY7EjgcDsxmM7Dv17jbH/uf//xnj1/z9oNV+/pankyNsixTWlrKnXfeyapVq3C5XHz88Rc3GbYthZRlmUWLFnHvvffywQcf4PV6eeaZZ8brfeGFF/ap5nSWvsNU0+yqq67i8ccfp7OzE6/Xy0EHHcRVV101vg/vW2+9xSOPPMJbb73FBRdcwLp164CxNap+vx+FQsF11103fr6vf/3rM1brk08+yfz581m6dCn333//+B2gpUuX7jSdeXcuvPBC1q4dayBwyimncM0111BUVERfXx+bN2/mxRdf5Cc/+Qnf+MY3Jl3fhRdeyIsvvgjAihUruOGGG6iqqsLpdNLU1MTTTz/N5s2b+c9LL+B96GQcqhGOewrWNvbs9dx/ePQB3vv0fY5dfgyFeYXoMzN56/0v2sSHv7Ql1PasZitHHXIUK99bSTgS5tLrvst3LriE9u4O/vr0o+PHnXnCGZP+mtPBtr12DVoDhcY9r1MX0oMsy7iDHjq9XWRqdFgyzcSk+F47xQqCkBhqpYpYPIpdb2MkEmBdfwOllhLMOrOYeTELlJqL2exspMXTSpWtck79P/3eiu/y3CvP09Pfg8/v4+T/OYXvXvRdFlTOZyQY4L1P3+Opf/2TZ//0NGd+9Uw2No1Nz/3pr25gJBhAoYAPHvol3S4XhoVHUXHcN7johRbmmTJg/jHEnM9wzesBrr79CXjrp/DgoXDy3VB3DgqFAr1ej0qlYnBw5103JnONe+6553LdddcRDod59913Ofvss7n44ouRJInXX3+dww47jAsvvBDYceT24Ycf5qSTTiIzM5P9999/0t+/ydT45JNP8sc//pEzzjiDsrIyTCYT//d//zd+rm1rkH/961/z1ltvcfLJJ1NSUoLBYOC1117b6bi5SATeraxWK6+88gqnnnoqra2tdHd377br8RVXXMG///1vVq1aRUdHx07h9ogjjuDHP/7xjNW6aNEibrzxxh0+plarufvuuyd8jssvv5zXXnuNN998k40bN04p2O7Oueeey8UXX8xjjz1Gd3c33/ve93aq9agjllP24fWYJQ/nvWZjbeO6CZ07Gouy8r2VrHxv5U6fUyqVnHbczms5tvfLa2/ntP93BoPuQVZ//C6rP95x+voP/+cHOzWsmi06hjqJSzFqxBqyWSEYCdLu7SQUC1FqKcaaaSUqxVjbtw5faFhMnRSEFOAZ9RCKhalxVKNUKHEGXLR62snSGii1lKBTi4aB6UypUFJlq2DDwCZ6hnspMhUmu6SEsZgsPP77v/M/V3yDjp4Oegf6+Nlvd72l5yUXfJs3Vr/Jh59/SHdfN9+7/vs7fL5WOcQ/zjqATb4oz7W4aFtyJoX1pxLc9A4NmnrqznkBVt0Kz34Lmv5LpiJKR0cHVVVVPPDAAzutgZ3MNW5hYSH3338/l156KZIk8dxzz42PmMKO/XmOPvro8c/deeed3HnnnZSWltLe3j65b94ka5Qkabwj9K5syyHRaJRXX32VV199dadjlErlbtcKzwVivtt2Fi5cyLp167j77rtZvnw5VqsVrVZLcXExJ5xwAo8++igLFy4kIyOD119/nTvvvJP6+noyMzPR6XTU1dXxy1/+kv/+97/je/DOhB//+Mfcf//9VFRUjLdLf/nllznqqKMmfA6tVsurr77Kfffdx4EHHkh2djY6nY6ysjJOPvlk/vKXv3DmmWdOucZHH32Uxx57jCOPPHJ88+uSkhIWLVpEdlYWvznYiVny0Ln/n2ns8uz9hFsdc9gxrDj7IuZXzMdsNKNSqbCYzBx58JE8ef/jHLjkgD0+vrSolP8+/ir/72vfpKSwBI1aQ7Yhm4OXHcxDv3xwfA/e2WZgZBDP6BDV9iox+pfmYlKMjqFONgxuIktrYHFeHTb92DpdrUpDobGAzj1sUyQIQmLEpTid3m6KzUWolKrx9b31eXVoVVoa+jfQ7euZk9NhZxONSkO1vZI+fz/u4MSvZ2aDmvJq/u+pN7jlyps5cMmBWExmtBotBbkFHHXIUdx76++oLq8mQ5vBUw88yQ0/up6FVQvQZejQZehYULmA63/4U/7xhyfI0GawxJHFzw+eh/TsT/G99xS6eUs49R9bOP2Ffp4puJ7IEXfC5n/zi8I3ObxExcDAAB9//DFvvLHjVkaTvcb99re/zapVqzjrrLPIzc1FrVaTk5PDiSeeuEOj1ksvvZRrr72WkpKSHaY3T8VkajzkkEO4/PLLWbZsGXa7HZVKhclk4vDDD+epp57i/PPPB+Ckk07i0ksvpba2FovFgkqlwmq1cvzxx/Paa69x2GGH7VPN6Uwhi6uitHDLLbdw6623AmObYE/niGyiDA8PU1VZyXVH6rh4EXTu/+e9rtkV9t1waJgtribmO6rJzshOdjnCFH15+vI8S+ku99KVZIl1/evJz84jNysnCZUK0yEmxfm05zP2K1yGWtykSkvdvh68IR+LchbsclbNSCRA+1AHsXiUEksJ1kzLLs4ipAvP6BAt7lYW5izAoNUnu5xZISbJvNc3zHMtTj7o92POUHFJVZRv+e5G5/wclv+Ym1aGeerpZ1i/fv2MDjYJ6U2M8AoJc/PNN1NkiLBioSzCboKEYmGa3C2UmktE2E1j4ViYLa5GOn1dlFpKmO+o2WXYhbEpdqXmErp9PcSkWIIrFQQBxl6zff5+Ss0lu11CkqU1sChnAQXGAto87TS5monGowmuVJgu1kwLBcZ8Gl1N4v/jNFErFRxRaOJ3R1Ty9IkLOanUxkONGhZ2Xck/DSuQ3r2XnxW8A/HIpJb1CXOPCLxCQqxfv54H/nA/9301k64D/iLCbgLEpTiNriZseis5WY5klyNMgSzLDI44aejfgFalpT6vdkJ76pp1JvQaPT2+nbvNC4Iw87p83VgyLXvdo/WLac61yMC6/vVzblrsbFKQnU+WNosmVzOSLDpyT6fi7AwuW1LIv06p5foD5vFX+SxOC91Kr9PNQ0d6+cXPb6WrqyvZZQopSgReYcbJssy3/983+eZ+BvQnPyrCbgLIskyLpxWNUkOpuSTZ5QhTEI5F2OJqonu4h0pbOeXWMtTKifUZVCgUlFpKGAgMMhodneFKBUHYnj/sZ2jUS4mpaMKP0ag0VNkqmGcpoX2oQ4z2pimFQkG5dR5xWaJ9qEP0UpgBOrWSU8ps/O+xNVx5zFf5Xe4D9BYeyymVCn70g+/v/QTCnCQCb5q45ZZbxvflSrf1u08++SQtm9dx2AVXI2fZxF3PBOge7iEYHaXSViE6MqeZL0Z116NRaqjPq8WcaZ70efSaTHIMDjpEAytBSBhZlmkf6qQgOx+tenLrCRUKBTa9betor8y6/vV4xGhv2lEpVVTbK/GOehkY2XnLHGH6LLQauOqASgqWX82hZ3yDN/776k4NrAQBRNMqYYYNDw9TUVHOb48IcdCPP6BzuJe4LFFqLsGsM4kwNgPcQTdtng4W5i5Av5t1nkJqCscitA21E4wGKbPMwzKFoLu9WDzG2v51lFvL9/lcQmKJplXpaXDESc9wL4vz6vapi+u2JnUd3g6MGSbmWUrQqDTTWKkw0/zhETY7t1BtrxLbxM2Aba+RLl8XWpWWYoODl24/hAeb89m4aZNoYCXsQIzwCjPqF7/4BTnZao5aWo1Jb6U2dxH52Xm0etrY4mokKKZbTqtAJECrp50KW7kIu2lElmWc46O6aurzaqcloKpVaoqMRXR6O8XMCkGYYTEpTrevmxJz8T5vWaJQKLAbbNTl1SEjidHeNJSdkcU8cwlN7mZCsVCyy5lVRiIBNg5uptPXRbGpmIU5CzBmOTj1kAXEgkPce++9yS5RSDEi8AozprOzk/vvv5+bjjETNdYAY2/iuVk5LM6vI1OdyfqBDVu3ZRDdZPdVTIrT5G6hIDtfjOalkWg8RqOrmS5fDxW2cips5RNeqzsROVkOFAolA34xtU4QZlLvcC86Tea0bi+kVWmoslVSai6hbaidFner2Lc3jTiyHNj1NppdLeKm4zSIxKO0etrYNLgZoy6bxXl12A228dmCQctibjsmk9tvvx2v15vcYoWUIgKvMGN+9rOfseiA5ZxW4CHbsXCHz6mVakotJdTlLiIUC7G2fx0D/kGx1nCKZFmmzdNOhiqDAmN+sssRJsgf9rN+YD0KBdM2qvtlCoWCUnMJPcO9ogmOIMyQUDRE/8jAHrchmqovRntricQjrB/YSCASnNbnEGZOibkYgC5vd5IrSV+SLNE73MfavnXEpTj1ebUUm4pQfWm5hyFvfy6qHKGotIw777wzSdUKqUgEXmFGbNy4kX/84x8cetJZ6BVh1NYFuzwuU5NJjb2acms5/SMDNAxswBcaTnC16c8ZcOEPD1NpKxfrotOALMv0DPey2dlIfnY+VbZK1KrpG9X9MpPOiFGXTZevZ8aeQxDmsg5vFw69HYNWP2PPoVVpme+owaa3snFwEwMj4iZxOlAqlFTaK3AGXHiCQ8kuJ63IsoxndGjrdl1uauxVVNkryVBn7PJ4U8H+AJx7+rHcd9999PaKrfmEMSLwCjPiuuuu48wzzyQj4gIgll2922MVCgWWTDN1eYtwGOw0uZppdDWJNS8TFIwE6fB2UmGrEE1N0kA0HmWzsxFnwMXCnPnkZecm5CZFibkYd9BNIBKY8ecShLnEF/LhD/spMhXO+HMpFAqKTIXU2Kvo8fXS7G4hJoklQalOp9ZRZp1H61Ab4Vg42eWkhWAkyGZnI22edgqy86nNXYRxL82/JH0hPqWVmkwPy5cv55ZbbklMsULKE4FXmHbvv/8+b7zxBt++8gYKI62ENVYknX2vj1MqlORn57E4vw61UkND/wY6vV1ivdIexLeu283PzhNdINOALzRMQ/8GNCo1tbmLMGgNCXtunVpHblaO2KZIEKaRLMt0DHVSaCpI6A1Ho85IXd4i4rLE+v6NjIRHEvbcwtTY9FZsmVaa3WI9755E4zHahzpYP7gRvSaTxfl1W3tRTODGsEKBN7uOstH1XPuzX/Doo4+yZcuWmS9aSHki8ArTSpZlrrnmGv7nf/6HtpCehcouJFPNpM6hUWkot85jYc58RiIB1vY14Ay4xEX6LnR4O9Go1BQaC5JdirAHsizT7euh0dVEkamQCmt5UraaKTQWEIqG8YyKaXWCMB0GRgaRgdysnIQ/t0alocZeRU6Wg03OLfT5+8X7ZIorNZcQlyW6xfKSnciyTL9/gLX96wjHwtTlLqLUUjLpJo4ZuftTr2jFn5nDqaeeyvXXXz9DFQvpRAReYVq98sorrF+/nttuu41VTS7q1d1IxskF3m0MWgMLHDWUWkro9vWwYXATfnEXe5wz4GJo1EuFtUKs201hkViETc4tuIMeFuUsmPid6hmgUqooNhfR6e1CksQIgyDsi2g8RvdwD6XmYpSK5FxOKRQKCoz5zHfU0O8foNHVRFTsepCylEolVbYKBkYG8Y76kl1OyvCFfDT0b2BgZJBKazk1jmoyp7i1oiZnPzIVEVrXf8SvfvUrXnnlFT7++ONprlhINyLwCtNGkiSuvfZavv/975NlMtPQ1kOe1De+JdFUKBQKbHori/PqsOjMbHZuodndQjgWmcbK089odJT2oQ7KrWVkqMXm6qnKH/bTMLCBDFUGtbkL0c9gQ5uJsuttaJRq+vz9yS5FENJaz3APWdoszCmwDVx2RhZ1eYtQKBSsH9hAUHRxTlmZmkzmWUpp8bQSic/ta5lQNMQWZxNNrhYcWXbq8hbt8+spalpIDDXxjg8pLy/nwgsv5JprrhGzH+Y4EXiFafPEE0/gcrm4/vrr+azDS2msA4CYafcNqyZKqVRSaCqgPq8OgHX9DfT4eufkKJUkSzS7W8jNyhH77aawwREnm52NY1OYbWU7bZ+QLAqFglJLKb3+PtE8RRCmKBgJMhhwUrp1y5lUoFaqqbJVkpPlYMPgJjxBT7JLEnbDYbBj1plodrfOySAWk+J0ertoGNiAVqVhcX4d+dl50zNTQpXBsGE+VdFNNA+OcMcdd/DZZ5/xxhtv7Pu5hbQlAq8wLcLhMDfccANXX301BoOB1c1OlmX0IitUxLIqpu15MtRaKm0VzHdUMzQ6xNr+BtxBz5x6w+jwdqFQKBPSEVSYvG1NbLp83VTbq5Kytm9vsjOysGSa6fKJfSEFYbJkWabD20WuIWfK0y5nikKhoNBYQIW1nBZPG92+njn1/phO5llKicaj9AzPna1zZFlmcMTJur51jEQCLMxZQJl13rQ3fFM5lrGfsolVTS4cDgff/e53ueaaa+bkIIkwRgReYVo89NBDaDQaLrvsMgBWN7k5NGuQeNY8UO16v7R9kZ2RzaLchRSZCukY6mSTcwuBOTCFyx304A64qbRVJG3NmLB7sXiMzc5GfOFhFuUuSOnO2cWmYoZGvfjD/mSXIghpZSjkJRgNUmhK3WaBVr2FRTkLcAVcNLtbxG4HKUilVFFpq6DP348vNJzscmacP+xnw8BGeod7mWcpZYGjZsb2rZbsSylWOFm3uRGAm266ib6+Pp5++ukZeT4h9YkrZmGf+f1+fv7zn/Ozn/0MtVqNLxilocfLAmUn0T3sv7uvFAoFDoOdxfl1ZGkNbBzcRJunnWg8OmPPmUyhWJg2Tzvl1nnodrPpupA8o9FR1g9uRKlQsihnATq1Ltkl7VGGWktBdj4dQ2KbIkGYKEmW6BzqothUOOnusYmm1+pZlLuQqBRj4+AmsYQhBRm0ekrMxbS4W2fttUs4FqbZ3cJmZyMWvYX6vDqseuuMNm+MWpYAIHV+SDQukZWVxZVXXsn1119PNDo7v8/CnonAK+yz3/72txQVFXHRRRcB8F6LC0mWyRltIrYPDasmSqVUUWIupi5vEVEpytq+Bvr8/bNqnztZlmn1tGHTW7HqrckuR/iSoVEvGwY2YdNbqbZXpsx63b3Jz84jKsVwBd3JLkUQ0kK/fwCVUonD4Eh2KROiUWmY76gmS5vF+oGNYkZHCsoxOMjKyKJtqGNW3XyMS3G6fT2s61+PAgWL8+ooNBagVM589JAy8whl5LJQ2sLnnV4ArrjiCiRJ4s9//vOMP7+QekTgFfbJ4OAgd911F7fffvv4L7HVzS72N42ijg4TM87cCO+X6dQ6qu1VVNkrcI64aOjfgHfUm7Dnn0kDI4NEYhFKUqhBijB2I6J3uI9mdwtl1lKKTUVptUWUUqmkxFxMl7eLmJjyKAh7FIlH6BnupdRckl6vc4WSMus8ikyFbHY2MjjiTHZJwnYUCgVlllL8YT+e0fRvNCbLMu6gm3X96/GGfMx31FBhK0eb4B0lJOsSDlQ1sbrZBYBWq+XGG2/klltuIRAIJLQWIflE4BX2yW233cayZcs4+eSTxz+2qsnFCbYhgH3akmiqTDoTdXmLyMvKpcXTymZnI6PR0YTXMV1C0RBdvm7KrfPSZuRwLpBlmbahdgZGBliYMx+b3pbskqbEmmlBp8mkdw41ThGEqej29WDWmTCm8Nr8PcnNyqHGXkWXr5tOb9esGk1MdxqVhnmWUtqHOtN6anMgEmDT4GY6hrooMhWyKGcB2RlZSaklZl1KnaKVDxq/eG/75je/SU5ODvfcc09SahKSRwReYcra2tr405/+xK9+9avxj3V5gnR6ghyY2YekyUbKzE9KbQqFgtzsHBbn1aNTZ9AwsIGOoU5iUiwp9UyVLMu0DrXhMNjT9iJrNopLcRpdTYxEAizKXYhBa0h2SVOmUCgoNRfTPzJAKBZKdjmCkJJGwiO4g560n2Vj1BlZlLMAT3CIFk/brFr6k+5seivGjGzahtrT7mZENB6l1dPGxsHNZGdkszi/DofBntSZEFHrEjREifasYzg0dhNBqVRy22238etf/xq3WyzlmUtE4BWm7Be/+AXHHXcchxxyyPjHVje7UCqgTGonll0NSZ72pVapmWcppTZ3EcHoKGv7GhgYGUybN5OBkQEisSjFpqJklyJsNdaJeQtxWWJhzny0qsRO05oJBq0Bu95Op7cr2aUIQsoZ24aok7zsXDJmQcNAnUbHwtwFjEZHaXQ1iw7OKWSepRT/1psr6UCSJfqG+1jb10BMilOXt4hic1FKzEaLmhYgKbUsUTTyQcsX4fb000+ntraW3/zmN0msTkg0EXiFKenu7ubxxx/n1ltv3eHjq5tcLMw1kzm0kWgC1+/ujV6TyXxHNeXWefT5+1k/sIHhFN8GYGwqc4+YypxCwrEwGwY3jTeCSfUurZNRbCpkOOTHF/IluxRBSCnuoIdwPEJBdnJmLM0ErUrDgpz5yLLEJueWtJ5GO5toVBrKLKV0eDuIpPD/E1mWGRr10tC/HmfQTZW9kmp7ZWrtTqDUEjMv4rCMtvF1vNvceOONPPDAA/h84v1urhCBV5iSu+66i8MPP5xly5aNf0ySZN5tdnFwkRG1LzEdmidDoVBgybRQn1eLTW9ji6uJRlczoRTcqkGWZVo8YipzKglGR9k4uAljRjZVtspZtw+yRqWh0FRAx5BY2ycI28SlOJ2+LkpMqTFqNZ3UShU1jmoyVFo2Dm4W2xalCKveijHDRHuKTm0ejY6yxdVIq6eNvOw86nIXpeye81HLEvZTNLK6acfAe9JJJ1FZWckf/vCHJFUmJNrsumITEsLlcvHwww9z44037vDxDb3DeEejHGn2opDjCe3QPBlKhZICYz6L8+tRK1U09K+ny9edUtO6+kcGiEpiKnOq8IdH2DS4CYfBwTxLaVp1aJ2M3KwcZGQGRgaTXYogpIQ+fz8ZKm3aNqXbG6VCSaWtApPOyIbBTQQjwWSXJADzLCUpN7U5JsVoH+qgYWADmepMFufXkZuVk9LvhxHLEizxQQKuLnq9OzYvveqqq7jnnnsYHU3fpqbCxInAK0zafffdR11dHUcdddQOH1/d7CJTo2KBcmwdYKoG3m20Kg3l1jIW5sxnOORnbX8DroAr6XdUR6Mhun09lFvKZt2IQjoaGvWy2bmFIlMRRabClH5z31dKxdg2RT3DPcTi6dXgTRCmWzgWps/fn3bbEE3WWOO6EnINOWwc3Myw2Ks36bZNbW73dhCJR5JaiyyP3QRd29dAKBaiNncRpZaStFjSE7UuAWA/ZdNO05rPP/98rFYr//u//5uEyoREE4FXmBS/3899993Htddeu9PnVjc5WVpoRefdQMxQjKxOj861Bq2BhTnzKTUX0+XrZuPgJkbCI0mpRZZlWsenMmcnpQbhC86Ai2Z3C+XWMnKzcpJdTkKYdSYM2iy6h3uSXYogJFWntwtrpoWsJG2rkkgKhYJCUwEl5mK2OBvxjA4lu6Q5z6q3YtaZaPN0JO1GvC80TMPABvr9/ZRby6ixV6PXZCallqmQdDnE9YUck9W507RmpVLJFVdcwZ133kk0mrrrpYXpIQKvMCl//OMfKS4u5vTTT9/h46FonI87hjig2IHavWGsQ3MaUSgU2PQ26vPqMOlMbHJuocXdmvA7q2Iqc+oYGBmkY6iTansVNr012eUkzLZtigYDToJpvH+1IOyL4ZAfb8hHsXlu/S7OyXJQYS2nxd2aUtNp56pScwkjkRHcwcRuoROKhWh0NdHkasaht1OXV4sl05yWMx0ilsUcoGpmdbMLSdrxxsEll1yCQqHgySefTFJ1QqKIwCtMWDgc5re//S1XXnklSuWOPzoft3uIxCQOKLGj8WxI+enMu6NSqigyFVKfV4uMzNq+BnqGexOyV+FodHRsKrNVTGVOtn7/AF3ebmoc1SnbjGMmZWoyyTXk0DHUmfQp/oKQaNu2ISow5s+Kbccmy6q3UGWroNXThisg9ipNprGpzfNo93Ym5AZ8XIrT5e2moX8DaqWGxfl15Bvz0rpJY9SylMLQZkYCATb37zhdX61W873vfY877rgDSRJ7Us9m6fsTLCTco48+isFg4OKLL97pc6ubXNgNGVRkjqIaHSSaYh2aJytDnUGlrYIaRzWe4BDr+tbjCXpm7OJ/bCpzOzkGB8YMMZU5mfr8/XT7epjvqCZ7Dkxl3J1CUwHBaBBvyJvsUgQhoZwBF3EpTn52XrJLSRpzppkqeyVtQ+04A669P0CYMVa9BbPORPtQx4w9hyzLOAMu1vY14I/4WZgzn3LrPDQqzYw9Z6JErEtQyVGWqjtY3ezc6fOXX345Ho+Hf/3rX0moTkgUEXiFCYnFYtx5551cdtllqFQ7jz6ubnaxf7EdzdDGsePTdIT3y4wZ2dTmLqTAmE/bUAebnVtmpIulK+gmEo9QZCqc9nMLE9c73EfPcC8LcmrmxLq9PVEr1RSZCunwdiVkhoMgpIKYFKPL102JuTitR7Wmg1lnotpeRftQhwi9SVZqLmE47Gdo1Dvt5/aHR9gwuIluXw+llhIWOOZj0KZHD5aJiBlrkFU6TjZ3s7pp5xkLer2eb33rW9x+++1iRtMsNrd/mwsT9swzzxAOh/ne97630+fcI2E29A5zQLEdjXsDskpH3FCShCpnhkKhICfLweL8egxaA+sHN9LmaSc6TZvCx6QYnd4uSs3FYipzEvUN99Pn72OBo2ZWvdnvixyDA5VCSb9/INmlCEJC9Az3otdkYsk0J7uUlGDSGakRoTfpNCoNxaYiOoY6p+0GZCQWodndymbnFsw6E/V5tdj01rRcp7tHSg1Rcy0HaVr5qN1NKLrzFpRXX301jY2NrFy5MgkFCokgAq+wV7Isc8cdd3DppZei1e68num9lrE7ZvsXj63fjWZXgWL2BTe1UkWJuZj63Foi8Shr+xro9/fv85tPt68Hg1aPJdMyTZUKk9Xv76dnuJf5IuzuQKFQUGIuoWe4l8g03eARhFQ1Gh1lYGRw1m9DNFlGnXF8pFes6U2eHIMDlVJF33D/Pp1HkiR6fL2s7W8AZOrzaikyFc7qG+4Ry2LmjTYQisb5rHPnDuRWq5WLLrqI22+/PQnVCYkgAq+wV6+88go9PT1ceeWVu/z86iYX5bYsHFk61O71xIxVCa4wsXQaHTWOKiptFQyMOGno34B31DelcwUiQQYDTkrNpeICK0n6/QN0+3qZ76gWYXcXTDojJp2Jbl93sksRhBnV6e3Cobej1+qTXUrKMemMVG9d05vojsHCGIVCwTxLKb3+PkKx8KQfL8sy7qCHtf0NDI0OMd9RTaWtggx1xgxUm1qilqVkhAZYoBveaXuibW688Ubef/99PvnkkwRXJySCCLzCXt1+++1885vfJCtr5zWNsiyzqmls/S5SDI13C7E0b1g1UeZME3V5i8jNyqHZ3cIWZyOj0dCEHy/LMu1DHeRn5ZGp0c1gpcLuDIwM0u3rocZRPefX7O5JibkYd9DDSCSQ7FIEYUZ4R334wyOij8IemHQmqmyVtHraxZZFSZKdkYVNb6XT2zmpxwUiQTY5t9Ax1EGRsYBFuQvJnkMNMqPWJQCcYetj1W4Cb35+Puecc44Y5Z2lROAV9mjVqlWsW7eO6667bpefb3cH6fWNckCxHfVwK4p4aM4EXgClQkledi6L8+vQqjNoGFhPh7eTmBTb62O3NaoqMOYnoFLhy9xBN53eLmocVXO6G/NE6NQZ5GXlim2KhFlJkiU6vJ0UmQpnRVfamWTONFG5dcsib2hqM5uEfVNsKhrbJ3oCDayi8ShtnnY2Dm4iS2ugPr8eR5Zjzs0okzJsxAzFHKptZX2PD29w11s83XTTTfznP/9h06ZNCa5QmGki8Ap7dPvtt/P1r38du92+y8+vbnKiVipYUmhD7V4PQDR7dnRonoyxvfJKqc1ZSDASZG1fA4Mjzt2GA9GoKrl8IR+tnnaqbJVz6i73vigw5hOOhcXIjjDrDI4MApCT5UhyJenBkmmmzDKPJlczI+GRZJcz52hUGorNRbR7d9/ASpIl+vz9rO1rICpFqctdRIm5GPUcvt6ImpdQHt6AzBe9Z76sqqqKk046iV/+8peJLU6YcSLwCru1Zs0a3n77bW666abdHrO62UVtngWDVo3Gs4G4Lhc5Y+42X9Jr9cx31FBmmUfvcB/rBzYyHPLvdFy3rwe9RjSqSoZAJECjq5l5llLMmaZkl5M2VEoVxeYiunxdxKWdu1wKQjqKxqN0+3opNZfM+W2IJsNusFFkKmSLq2lSS3mE6THWQX/XDay8o14a+jfgHHFRZa+g2l6FTiybImpdjH6ogUqzmtXNu+84/rOf/YynnnqKzs7JTRsXUpv47S7s1q9//WvOOOMMiouLd/n5WFzivRY3B5SMjf5q3Btmzf67+0KhUGDVW6jPH2vxv8XVSJOrmfDWJhOBSBBnwMU8i+gEmmihaIjNzkaKjIU4DLuetSDsnl1vQ6PS0uffty6hgpAqun09ZGdkiZtfU5CfnYfDYGeLcwuR+K6niAozY/sGVtuuLUajo2xxNtLsaSU3K4e6vEWYdOLnepuIdSkKOcYZDherGncfeJcuXcoRRxzB3XffncDqhJkmAq+wS/39/TzzzDNcc801uz1mXY8Pfyg21rAKUHvWj21JJABj63sLjPkszq9DqVCyrn89Xd5u2obayc3KIVOTmewS55RIPMpmZyMOg518Y16yy0lLCoWCeeYS+vz94xdZgpCugpEgzqCLEvPs2Tc+0YpNRWRnZLPF2Tih3hXC9NnWwKptqIOOoU4aBjaQoc5gcV49edm54ob6l8Syq5FUepZntNE1FKTTHdztsT/+8Y955JFHGBkRU/ZnC3WyCxBS00MPPcQBBxzA0qVLd3vMu00uDFo1C3JNKCI+1CNdxKrmTsOqidKqtFTYyskNj9DsbiEcj5BjcCDLsnhDSpCYFGOLcwvZGVkUm4qSXU5ay8rIwpppodPbTZW9ItnlpCxZlonGo0Sk6Nif8QjR+La/R4nGI0SlGDIysiyP/7ntsTJjf/+s5/Px3xNKhQJQoFAoUKJArdKgVWnQKDVoVBq0Ku3WP8f+rVFqxO+Y3ZBlmQ5vJ3lZuaJL/j5QKBSUWcfW8za6mpnvqBZTwxNElmUy1TqcARcRdYTanIViS609UaqJWmqpiGxEpVjG6mYXF9h2fbPrq1/9Kvn5+fz973/nu9/9boILFWaCCLzCTqLRKA8++CB33XXXHo9b1exiWZENtVKJxjPW0W4udWieLJ1GR1yWyM3KoXu4B2fARamlhCyx9+uMkmSJRlczGpWWMus8EQCmQbGpiLX9DQyH/RjnaNOvuBQnEAkyGhsdD7OR+Bfhdttol1qp3i6AatGqNGRqMtGqNKiVGpQKxdafybE/FShQKECSZBoG1rModyFKhXK7QDz2pyRLRKXY+POFY2H84RGi0liYjm1dZ/1FGP4iFI/VoEevyZyzTfOGRocIRkepslcmu5S0p1QoqbRVsNm5hWZ3K1W2CvF7doYNh4bp8HYSlyVyDA58oWGxTncCopYl6LtfYGHu91nd7OSCg3YdeJVKJd/61re47777uPTSS8XP8ywgAq+wk+eeew61Ws3Xv/713R4TCMf4vGOIyw5fCIxNZ5YVamLZZYkqM+30+HrRa/SUmksoNhXR6+9j0+BmbHorRaYitGI7jGknyzIt7lYkWaLGXiVGHqaJVq2lwJhPx1AntbkLZ/3FQEyKE4wECESDBCIBApEgoVgIjVKDXpu5NURqMWgNaJTbjbCqNFP+mdsWWDPUGVPqrCrJ0g6jyZF4lKg0Fo794RGC0R5iUoxMTSYGjR6D1oBBq0ev0c/6ECzJEp3eLopNRaiV4jJoOqiUKqrt1Wwc3ET7UAfzLKWz/vdCMoRjYTq9XXhDPgqNBWNTl1GwfmAjff5+Co0FyS4xpUUtS8hq+hPHlkZ4ZEuQuCSjUu765/R73/set99+O2+//TZHHXVUYgsVpp34TS/s5N577+Xiiy9Gpdr9Rc9HbR6ikrxjw6rsClBqE1VmWgnFwgwEBqnNGQsHKoWKYlMROQYHnd4u1vatG3/zEqFs+nR6uwhGR1mYM3/WX8QnWn52Hs4RJ86Aa1Zt5xKTYgQjQQKRIIHoduFWpcGgGQuFNr0Ng1aPVpW6v++UCiUZ6gwy1Bm7/Lwsy0TikfGv0xvy0TPcOxaC1brxAGzQGmZdCO7z96NSqkXjummmUamZ76hmw+AmtH6tCF/TKC7F6fX30e8fwKa3sji/foeb5KXmYhpdzeQYctCoxKX97kQsSwA4UtfBPaM5bOj1UV9k3uWxWVlZnH322dx7770i8M4C4lUh7ODzzz/n888/5/nnn9/jcauaXORm6yg2j03H1bjXE5uD++9OVLevB1umdaf1NRnqDKrslePTkwYDTkrMxVh0ZnF3fB8NjjhxBd0syl2ARoyeTzulQkmJuZi2oQ6sektajpTJskwoFsIb8jESDhCIBgjHwmhVmrHApzFg19vGRm5n2c+QQqEYD8RWxrZHGwvBUQLRAMFIEF9omN7hfqJSFN3WEJylNWDONKFTp+f0yUg8Qu9wHzWOavE7dgZkqDOo2TrSm6nJxCq23tsnsizjDrrp9HWTocpgQc78XS6DMuqMZGVk0TvcS6lFNGHbHTnDQswwj4rIBvSafFY1uXYbeAGuuuoqFi9eTGdnJyUl4vuaztLvCkWYUb///e85+eSTyc3N3eNxq5tdHFBsH7tgkGXUQxsJVy5PUJXpJRgJ4hn1sDivbrfHGHVGanMX4Qw4afO0M6DRU2ouFg0opsgf9tPh7aTGXpW2F+bpwJJpoX9kkN7hPkrMu96+LNXIsow/7Gdo1MtQyEskHsGUYSRLm4XDMDvD7USNhWAtGWrtDkFlfCQ4EmBo1EuntwudOgNzphlLpoUsrSFtwmOXtxuzzjxn154ngkGrp8JaRou7FV3OAvE+NkUj4RE6vJ1E4hFKTMXY9NY9vs6KTUVsGNxIXnbubmd2CBC1LCZj8GOWFH6Nd5td/ODo3a/jX7BgAYceeigPPvggv/zlLxNYpTDdROAVxrndbp544glWrly5x+MGh0M0Dvi5YMlYh1bVSCfK6AhR0bBql7p83eQacvb6BqRQKMjJysGqt9Lj62X94EZyDA4KjYViitIkhGNhGl3NlJiLMeqMyS5nVlMoFJSaS9iw9Wc1VZumxKQYvpCPoVEv3pAPBQosmWZKzcUYM4yzarruTNCqtGgztVgyzcDY+uJt389GVyNs/X6adWZMutT9fo6ER/CMDlGfV5vsUmY9q95KMDpKo6tZzLKZpEg8Qpe3G8/oEPnZeeRn503oNWXQ6rFmWugZ7qXcKvqp7E7EugRjw8scsszAfR90MBqJk6nd/ff3Rz/6Ed/5zne4+eab0elS8z1O2DuxWFAY99e//pVFixZxyCGH7PG4d1vGNuwe33/XvQEQHZp3ZTjsZzjsp8CYP+HHqJVqSi0l1OUuIhwLs7Z/Hf3+gfEtS4Tdi0txGl1NWDMt5GblJLucOcGg1ePQ2+nwdiW7lB2EYmH6/QNsGtzCZz1r6BnuI0OVwXx7NcsKllBuLcOSaUnZcJbK1EoVNr2VSls5ywqWUmWrRK1U0+Xr5tOez9nibGRgZJBILJLsUsfJsky7t5P87Dwx+pUghcYC9Fo9Te4WJFlKdjkpT5IleoZ7WdvXgCTL1OfVUmQqnNTvqCJTIa6gm2B0dAYrTW9Ry1IUcpwjDd1E4xIft3v2ePyZZ56J0Wjk6aefTlCFwkwQw0YCMHYx8OCDD/LjH/94r8euanJRZTdi1Y9dNGg8G5C0ZiSdCBjbk2WZLm8XBdn5U7q7nanJpMZRjXfUS4e3i8ERJ6WWYkw60wxUm/5kWabF04Zq6w0DIXGKTIWs7WvAO+rDnJmcn09ZlhmJBPBunaociobIzsjGkmmm3DpPhJwZolAoMOqyMeqyKTEXMxodxTvqxR100z7UgV6jx5JpxpJpRq/RJ23qsyvoJhqPkJ+dl5Tnn4sUCgUV1jI2Dm6iY6iTMuu8ZJeUkmRZHl8qoFKqqHFUT3nKvU6tI8fgoNvXTbW9apornR1ixkokdRalo+txZNWzutnFEdW7b7yoVCq56KKLePDBB1mxYkUCKxWmkwi8AgArV67E7XbzzW9+c4/HybLMu00ujqkqHP+YxrOeqLEa0mQNV6IMhbyEYmHysve8HnpvzJlmjDojAyODNLlayM7IptRcnLLTR5OlZ7iXYCQwvm+pkDgalYYiUwEd3k6MukUJ/f5HYhGcAReDASdxOY5ZZ6LQWIBJZ0zLRlrpLlOTSaYmk3xjPtF4DG/Ii3fUS5+/H61KS47Bjt1gT+gU17gUp8vXTYmpWIzoJ9jYdkVVrB/YiH5EL2befEkwEqTD20kwOkqxqQiHwb7PN4UKjQWs6VuHP+wnW6xV35lCRdRch3bwI/Yv+gqrm1x7fcgPf/hD7rrrLtavX09trVgSkY7EVaEAwAMPPMBZZ52FXr/n5hLNgyMM+MMcUPzFdg5q93pi2WI68/ZkWabb202hsWBaLrCUCiX52Xkszq9Dq9KwbmA9nd6u8b065zpP0EOfv59qe5VYK5YkOVsvZAdHnDP+XNtGRLY4m8Yu7CIjlJqLWVawhEpbBTa9VYTdFKBRjW39U2WvZL/CpRQaCxgK+fi8dy1NrmZ8IV9Clmr0+sems9v01hl/LmFn23Yj6PR2MRwaTnY5KSEaj9LmaWf94EYMWgOL8+vIyXJMywwIjUpDfnYeXb5usRRqN6LWxWgHPmb/Ihsb+4ZxjYT3eHxubi7HHXccf/zjHxNUoTDdROAV6O/v51//+heXXXbZXo9d1eRCo1KyuGDrhUNsFPVwKzGjmDqzPVfAhSTL074/qUalocw6j0U5CxmJBFjXt47BEeecflMLRIK0eNqosJaLbqBJpFQoKTWX0O3rIRqPzshzhGNhun09fN63lvahdgxaPYvz65jvqMaqt4qR/RSmVCixG2wszJlPfV4tGeoMmt2trO1roGe4l8gM/cxsW8s9z1KSNp2kZyNjRjal5hKa3C2EYnsOF7OZJEv0+wdY29dAJB6hLreWEnPxtN+gy8vOYzQ6tuWasLOIZSmqkIvDrCMAvNu891HeH/zgBzz22GMEAoGZLk+YAeLqQOB///d/WbZsGYsXL97rsaubXdTnW9BpxkYtNUObUciSaFi1HUmW6B7upchUOGMX4AatngWOGuZZSukZ7mXDwEb8Yf+MPFcqi0kxmlzNFGTnY9WL/R6TzZxpIjsji+7h3mk757ZthJpczaztayAQCVJmmceS/MUUmQrF2tw0pNPoKDEXs7RgMcXmIoZDftb0rqXF3UogMr0Xk53eLmx6K4Zd7F0qJFZOlgOb3kqTq3lONrHyjvpo6N/AwMgglbYKahzVZM7Q0iS1UkWBMV+M8u5G1DJ2vZs7vJZyW9aEAu9xxx1HXl4e//jHP2a6PGEGiMA7x0mSxEMPPcS3vvWtvR4bjUt82OrecTqzZwMyCmLZu9/HbK4ZGBlErVTP+PQ5hUKBVW9lcV4dFr2Fzc5Gmt0thOfI3XNZlmnztKPTZEyqC7Yws0rMJTgDToKR4D6dR5IlnAEX6wc2ssXZRIY6g8X5ddQ4qrBkmsVo3SygVCix6a0syKmhLm8RSqWKjYOb2TCwCXfQs88X6sOhYXwhH0WmommqWNhXJeZiFIzdiJgrQtEQW7a+P+dm5VCXtyghzf1ys3KIS3HcQfeMP1e6kbUmYlnlaAc/4oBiB6uaXHv9faNUKlmxYgUPPPBAgqoUppMIvHPcf//7X4LBIBdffPFej13T5SUQiXNAyReBV+PeQDyrFFktppLC2Ihj73AvxaaihF2QK5VKCo0FLM6rQ4GCdf3r6fb1EJ/l63sHA0784REqrOUi/KSQTI2O3KwcOrydUwos0XiUbl8Pa3rX0jvcR06Wg6UFiykxF4vR3FksU5NJmaWUpQWLsWZa6PJ2saZvHb3DfcSkOZ66BAABAABJREFU2KTPJ8syHd5OCo0FaMW6/pShVCiptFfgCrjxBPe8HUy6i0kxOr1drBtYj1alZXF+HXnZuQlbeqFUKCkyFdLt65mTI+p7E7EsQdv/EQeU2OnzhWhz7X12yfe//302bdrEp59+moAKhekkAu8c98ADD3D22WeTkbH3C8lVTS5MOg3Vji/uTGo864llV89kiWmlz99PpkaPSWdM+HNr1VoqbOXMd9TgDflY178ed9A9K6czBSNBOr1dVNrKRZOqFFRoLCAYHWVo1Dvhx8Sl+FjQ7VvHSGSEcms59Xm15GbliM66c4haqSbfmMfi/HpKzSV4Q17W9K2jb7hvUhftY127pX3uki9MP51aR5l1Hq2e9lm5nleWZQZHnFuXYASozVlImXVeUt6r7HobSqUqIc0E003Uuhj10AaWOjSolQpWT2Bas81m46STThLNq9KQCLxzmNPp5NVXX+WHP/zhhI5f3eRkWZENlXLraJoso3Zv3ZJIICbF6PcPUGwqTOqIY3ZGFotyFlBkKqRjqItNg5unfV1cMsWlOE3uFvKz8zAm4caCsHdqpZpiUxGd3q69hpRtTVzW9K1jODTMfEc18x01mDNNYuR+DhtbsmFhgWM+lbYKXEEPayfYpC8mxej29VBqLhaNzFKUTW/FprfS7G6ZVaOPw2E/6wc20jvcR5llHvMdNUltpqhQKCgyFtLrn9wNo7kgalmKQpYweddRm29h1QS2JwL47ne/y1NPPcXo6OgMVyhMJ/FOMIf985//ZOHChRPaU2w4FGVtl48DSr7oOqwcHUAV9hATgRcYW7tr0BpSYt87hUKBw2BncX4d2RnZbBzcTKunbca65yZS+1AHGpWGQmNBsksR9sBhsKNSquj3D+zy87Is4wq4WNfXwGDASbm1jAU581Pi9SOkDoVCgVlnojZ3ISXmYnr9fazrX48nOLTb4Nvj60Wv0WPWmRNbrDAppZYSZFmi29eT7FL2WTgWpsnVwhZnI1a9hfr8Wqx6S0rctLNkmlErVLgCYi3v9mLZFUiabLQDH3FAsZ33W9zE4nu/KfCVr3wFi8XCyy+/nIAqhekiAu8c9thjj3HOOedM6NgPWtzEZXmHhlUa93oA0aGZsVHHfv8ABdmp1TxJpVRRbC6iLm8RMSnO2r6GSU8NTCXOgAtvyEelTazbTXUKhYJSc8nWLWci4x/ftofu+oENdPl6KDQVUpe7SDSiEvZIoVBg09uoz6slLyuX9qF2Ng5u2mlf19HoKAOBQUrFNkQpT6lQUmmrYGBkEO8klj+kkm1LMdb1r0epULA4v45CY0FKzSxQKBTkG/Pp9ffNyiVOU6ZQEjXXox34mAOK7YyEY6zt3vs2TkqlktNPP52//e1vCShSmC6p84oUEqqlpYXPPvtsQt2ZYWyPskKTnkLTF1Nz1J6NSCo9cb3ogOkMuNCqtElZuzsROrWOanslVfZKnEE3Df3rGRr1ptWb32h0lPahDiqs5WhV2mSXI0yAUZeNWWeiy9sNgD88wibn2GyDbTMQHAa7CCbChCkVSnKzc1icX48500yjq5nNzkYCW7uCd3i7yDE40Gsyk1ypMBGZmkzmWUpp8bQRiUX2/oAUMTZDxc26/ga8IR8LHDVU2FL3vcmmtyLLMp7R2d0obLKiliVoBz9ifo6RrAz1hLYnAvjWt77Fq6++iscjvp/pQgTeOerxxx/nsMMOIz9/YiOSq5pcO4zuAmg8G8amM6fQncxkkGSJPn8/Bcb8lL9wN+mM1OUuIi87j1ZPG1tcjYxGU38diiRJNG3d0iER2zkI06fEXIw76GHjwCY2O7dgzDCyOL+evOy8lBoFEdKLSqka606fX0emWsfGwU1sHNzMSNhPkbEw2eUJk+Aw2DHrzDR7WtPiJmwgEmDj4GY6fV0Um4pYlLOArIysZJe1R0qFkvzsPHqHxSjv9iLWJSjDQ2T4W1lWaJvwOt7Fixczf/58nn766RmuUJgu4mpjDpJlmccee4zzzz9/Qsf3ekdpdQXY/8uB171erN8F3EEPSoUSa6Yl2aVMiEKhIDcrZ+uFYiYNAxtoH+qY0tYfidLp60K1dYsFIX2EY2F6hnuRkQnFQizOq6PIVIhadF0WpolGpaHUUkJt7iKCkSCSLNM93DMr+hXMJfMsJUTjUXqH+5Jdym5F4lFaPW1sHNyMUZfN4rw67Gk0Q8VhsBOJR/GF9j5td66IWuqRUYyt4y2x83nnECPhiV0LnXXWWTz66KMzXKEwXUTgnYM+/fRT+vv7ueiiiyZ0/OpmFwpg/2LbFx+Uoqi9W+Z84JVlmd7hPvKz89LmTW8btVI9fqEYioVY29fAwMhgyt39HQ4N4wy4qLCWixHBNCHLMv3+Adb1r0eSJepyF4FCwXDYn+zShFnKG/KiVWlZlLuQSDzC2r4GnAFXyv0+E3ZNpVRRaSun199HcOv09FQhyRK9w32s7VtHXIpTl1dLsako7bZLUylV5GXn0utP3ZsKiSZrjMSyK8cbV8UkmY/aJtbc69vf/jYff/wx7e3tM1ukMC3E1eMc9Le//Y1jjjmGrKyJTcFZ3eRifq4Jo+6LtSlqbxMKKTrntyQaGvUSl+PYDba9H5yi9JpMauzVlFvL6Pf30zCwAd+XGsEkS1yK0+ppp9hUhE6jS3Y5wgSEYiE2ObfQ7++n2l5Fpa0CvVZPiamYTl8XcSme7BKFWSYaj9Lj66XUUoxBq6faXkWFrYwubzeNruYdmqYJqcugNZCXnUuLpy0lGiuOrXkdGt/TvsZeRZW9Ep06I9mlTVluVg7ByCh+cfNxXNSyGO3ARxSbDeRlZ054WnNRUREHHXQQjz/++AxXKEwHEXjnmFgsxpNPPsnFF188oeMlSWZ1867X7wLEsudu4B0b3e0lfxasRVQoFFgyzdTl1eLQ22lyNdPoaiIUCyW1ri5fN1q1ltysnKTWIezdtlHdhv4NZKp11OXV7tDEzaa3kqHKEKMLwrTr9vVg1GVj0n2xvt+SaaE+rxaVUsm6/vW4xGhvWig0FiAjJ31qczA6ymZnI22edgqy86jNXTQr9n1XK9XkZDmS/v1NJVHrEtRDm1BG/RxQbGf1BAMvwPnnn89jjz0mfrekgfS+Shcm7c0330SWZU4//fQJHb+5348nENkp8Ko9G4hn5iNr524DoeHwMOF4mByDY+8HpwmlQkm+MY/F+XWolWoa+jfQ5e1Oyqicb+tU5nLrvLSbLj7XhGJhNju30Ld1VLfMOm+n6X5j2xQV0+8fIBwLJ6lSYbYJRIK4gm5KTMU7fU6tUlNpq6DcUkant2vraK9Y25vKlAolFdYy+vz94523EykWj9E+1MH6gQ3oNZkszq8jJytnVr0H5WfnMRz2J+X7m4oilqUokNEOfsL+JXaaBkcYGJ7Yzf4VK1bQ1dXFmjVrZrZIYZ+JwDvHPPbYY5x88smo1eoJHb+62UmGWkld/o4NmTTuDXN+OnPvcB+5Wblpt45nIjQqDeXWMhbmzMcf9id8PVxcitPmaRubyqwWU5lTlSzLDIwM0tC/Hp1aR/2XRnW/LCsjC2umlU5vVwKrFGYrWZbp8HaSm5WzxyUPVr2Fury6raO9DbgCbjEik8K2TW1uTeDU5m0zVNb2ryMUC1OXu4hSSwlq5cSuldKJRqXBbrDTJ2bbABDPmoekMaEZ+Jj9i8aWp010lNdkMnHMMceIPXnTgAi8c0ggEOCFF16Y8N67AKub3CwptKFV7xjqxjo010x3iWljJDzCSCRAXlZuskuZUQatgQU58ym1lNDt62HD4Cb84ZEZf95ObxdadYaYypzCwltHdXuH+3Y7qrsrxeZCvCEfwymyTlxIX57RIULREIXGgr0eq9lutLfD20mTW4z2prJETm32hXw09G9gYGSQCms58x3VZM7yfZwLsvPwBMdeP3OeQjm+jteiz6DaYZzwfrwwNsr7xBNPEI+L/hSpTATeOeTFF18kLy+Pww47bELHh6JxPmp3c0Dxjg2ZFCEPqmDvnO7Q3OvvIyfLgVo1++7+fplCocCmt1KfV4tZZ2KzcwvN7lYisZlpBOMLDeMKusVU5hS1bVR33QRHdb9Mq9JSaCygw9spRtmEKZMkiU5vF8WmwknNsrHqx9b2KhVKGsRob8pKxNTmUDREo6uJJlcLjiw7dXmLMGeaZ+S5Uk2GOgOr3kqfvz/ZpaSEiGUx2sGPQZbG1vE2T3xG2xlnnEEsFmPlypUzXKWwL0TgnUP+9re/ccYZZ/D/2XvPOLnu8773e87Mmd7bzmxFW7RtYAEoipRFSpRFyYWKXCTaUSRFVux7r6/j8omV3NiyZDuOrxM7vvHHJbZjq6VYjmWRViRazZQJkqJYgd1F2wWwvcxO7/Wc+2KwC4BYADOzszvtfPkGO+fMmWcPZ2f+z//5Pb9HFKv73/7aQpRcUebkwM09qlLkHADFLq3wZotZYtk4Aau/2aHsKRpRQ7+9j3H/KKBwZm2S5fgKstw4yVnFlVmVMrcqlarupWtV3UNVV3XfjN/aQ1mR2Uhv7EKUKt3AanINSdTiMXvufvKbkDQSh9wH2e/ct1XtVef2th5mnZmA1c+VyJWGSpvLcpmF2CKT69NIosREYKwjzCdrpdcWYCMTUpUOVIyrxEIcbewSJwc9BJN5ZoLVqdl0Oh3vfe97VVlzi9Ndf91dTDAY5Fvf+hYf//jHq37O6ZkQLpOOgx7rTY9LkWkUUUfZPNToMNuC9VQQt8mFTqO7+8kdiF6r55D7IEe9h4lmo5xZmySciTSkSrIQW0SvSplbklA6fK2qq7/mwFy/YZ0oiAzaB1iML1OSSw2MUqUbyJcKrCRXGXIO7kgF4rqmXBGo9PbGsrHGBanSEHptAYCGSJsVRWEjHeLM6iSpQprjvmPsd+1D0kg7vnY7YpKM2PRWgqlgs0NpOkXHOAoiuvXvMdHrQqcRqx5PBPCRj3yEL33pS2Sz2V2MUmUnqAlvl/DFL36R0dFRjh49WvVznpsJcV+/B/FNCwptZJqS9SCI3fclUZLLbKRD9Fg7u3e3Gqx6KyM9x+m39TIfnef8xsUdSc9S+VRFyuxUpcythKIoLMQWmYvOM+w+yH7XPrQNMGpzGh2YJBPL8ZUGRKnSTSzGF3EaHVj11ruffBckjcSw5yBDjiFmwpdZSayqEucWQhREDlyTNu+k3zSZTzK9fo6l+DJDzkGOeY9g1pkaGGl70mPpIZjaaIm5x81EkSyUbMNI699Dr9Uw3uvk+RoS3kceeQS3283f/d3f7WKUKjtBTXi7hM9+9rP86I/+aNXnxzIFppbjnBy8VS4mhae7dv5uKB3CKBmx6MzNDqUlEAQBr8XLeGAci87MueB5rkbmapYHKorCXHSegNV/R7dVlb2lJJe5FJohmo0x0nOsof1tm2OK1tNBskV1V1ylOpL5JNFsjIFtxhDtBI/ZzTHfUdZS61zeQ3dglbtj1pnxmNzM1dH3ny8VmA1f5sLGJZxGJxP+Mdwml7qpeg2HwY4oiESz0WaH0nSKzhPo1r8HwP0DHr57NUyhVN3ngCiKPPHEE3zuc5/bzRBVdoCa8HYBly9f5syZM/zzf/7Pq37OC5fDKHDL/F0UGW30XFf2726a9fhVue0taEUNg44BxnpGKMpFzqxOsppcq3rRuJHeoCSX6LUGdjlSlWrJFXNMr59DQWGk59iuuJaadCZ8Zq86pkilKhRFYT66QMDqR69tfEuJRWdmtOc4+VKOc8ELFMq7Y8ynUjsD9n7ShTTRKmXnZbnMUnyZs2uTgMCEf4w+e2/VHibdgiAI9Fh9rCVVWXPBeQIpdhEhH+PUoJdMoczrC9VvBHz84x/n61//OuFweBejVKkX9S+/C/jyl7/MyZMn8furN1k6PRtiyGmmx3rzIleTuIpYynSlQ3M8n6Akl3CZXM0OpWUxSAYOe4YZ9hxkI7XB5Nr0XfviiuUSi/ElhpyD6mKkRYjnEkwFz+Ew2DniObyrsyj7bH0kCym1f1LlroQyYYpyaVcNA3UaHcd8RzFqDUytnSO1B2PYVO6OVqNlwN7PfGyBsnz78S+KohDORDi7NkUsF+eo9wiH3AfQ7cIGSafgNXvIFDOkC+lmh9JUiq4TAOiCr3DYa8NukGoaTzQ6OsrBgwf56le/uksRquwEdXXZBfzt3/4tjz/+eE3Pee5S6NbqLhXDKqArZ/CuJ9fxWbxd5+RYD3aDnTH/KD0WH7ORK1zcuHRb2epSfAmLzoLD4NjbIFVuQVEU1pLrXArNMOQY3LEpUDVIGi39tj7mY4uqjFTltpTlMouxJQYdA3U5g9fCZt9owObn/MZFQunqF70qu4fX7EHSSLcdpZMupDm/cYH56AL99j5GfMew6i17HGX7oRW1eExu1rvcvKpsHkLWOdGtfw9RELiv31OTcRXAY489xpe//OXdCVBlR6gr9w4nHA7z3e9+lw9+8INVP2chnGExmuH+7RLe8DRlvQvZUPsoiHYmV8oTzyXoMaty5moRBAG/tYcJ/zh6rZ7J9Wnmows3ufKmCmlCmfCeJFYqd0ZWZK5G51hJrHDUewRvHeNe6sVn8SJA1y+4VG7PcmIFg6THZXTuyesJgkDA6mfYfYi56AILsUXVzKrJCILAPufQLQZWxXKRK5GrnAtewKqzMhEYw2v2qN8pNdBj8VUUFOUuds0XBArOCaRrfbwnBz2cWYqRyFXvSfJjP/ZjfP3rXyefz+9WlCp1oia8Hc7XvvY1Dh06xPDwcNXPOT0bQiMI3NvvvuVYxaG5+6q7wVQQh9GhyqLqQNJo2eccYtR3nEwxy5nVSYKpILIsXzeqUmfuNpViuciF4EUyhQwjPSN7XhURBZEh5yDL8RV1HqrKLeRKOdZTQYYce78x5jDaGek5RjQb41JoRh2j1WQsNxhYleUyq4k1zqxOUpJLjPlHGHD077oCoBMx6UxYJDOhTHerGYrOE+iCr4Bc5uSAB1mBFy9X35P78MMPYzab+c53vrOLUarUg5rwdjhf/vKXeeyxx2p6zunZDY777Vj0t44dkiLTXde/KytyZRSRxdvsUNoak87EUe9h9rv2sZJc48zaWQqlgmpU1WTShQxT6+fQaSu9i7thBlQNdoMdq97KUny5Ka+v0rosxBZxm9yYm+SOb5SMjPQcQ0Fhev38jsbjqOycfnsfyXySM6tn2ciEGPYc4rBnWN043SE+i49gaqOrlQxF1wnEYhJt7AK9dhP9dhOna5A1i6LI29/+dp5++uldjFKlHtSEt4MpFAr8/d//fU3jiMqywguzYU4O3JrcCcUUmsTVruvfjWZjaEQNNr2t2aG0PYIg4DI6Oe49SkkuU5JLXI5cIV9S5T/NIJyJcC54Hp/Fy0HXgaZXRoYcA2xkQjua56zSWcRzCRK5JAP2vqbGoRW1HPEcxmG0MxU8RzwXb2o83Uq2mOVy5AqgIKNw3HsUu0H9bm4ELpOTklwimU82O5SmUXSMogiarfFEJwc9nK7BuArgiSee4KmnnurqjYNWRE14O5jvfOc7GI1Gvu/7vq/q50yvxIlli9vO39VGLyCgUOyyCm8wFcRn9qr9QA1kObmKTW9lIjCORtRwdm2KxfjSHd03VRrLeirIlchVDrkP0GfrbYn3t0Ey4Lf0MF/HvE2VzkNRFOZjC/TZepE0tyqO9prK7OhBhhyDXArNEs6o40f2ipJcYj66wOT6NAatgRP+CQxaA2up9WaH1jGIgojH7CaY3mh2KE1D0Zop2Y6gW38ZqMzjvRpKsxyrflb8E088QTgc5uzZs7sVpkodqAlvB/PUU0/xyCOP1DTq5fRsCJOkYaTHccsxKTyFgkjJeqiBUbY22WKWZD61pwY+nU6umGMjvcGgYwC9VscB136O+Y6SyCU5szZJKB1Sk51dZjW5xmJsiaPeIzj3yASoWnptvWSLWSLZ6ucfqnQmFXmlTI+1tcwCvWYPw+6DXInMsaE6OO8qiqKwngpyZnWSbCnLaM8I+5xDSFqJIccAq8k1te+/gfjMPiKZaFff0xuNq+7r9yAAz9cgazabzTz44IOqrLnFUBPeDkVRFJ5++mmeeOKJmp53eibEPf1utJpb3xrayDRlyz7Q6BsUZesTTG3gMjlborrQKSzGl/GY3Bil6zOeLTozx31HGbQPsBhf4lzwvDr/cpdYTqywkljhmO9IS47s0IoaBuz9LMYWkWV1TFG3UiqXWEosMegYbMlRcA6jg8OeYeai8wRT3VsR203iuQST69OsJtc44NrPEc9hTDd8b1j1Vmx6G8uJlSZG2VkYJQNWvaWrN3KKzhNI8RmEXASbQeJYj53napQ1v/e971XHE7UYrfctotIQJicn2djY4H3ve1/Vz8kWyrw8F912HBFUDKu6Sc4sKzKhTAifWTWrahTpQppYLkaf7dZ+PEEQ8JjdjPvHsBvsnN+4yOXwFQrlQhMi7TwURWEpvsxacp2j3qNNMwCqBq/Zg1bUspraft6mSuezlFjGrLPgMNibHcptsRtsHPEeZiG2yFpSldY2ilwpx6XQLJdCM3hNbsb9oziNjm3bLgbsfQTTG+RUH4iG4bP4CKa717yq6DoBgC54XdZ8eiaELFd/Pz7wgQ9w5swZVldXdyNElTpQE94O5amnnuLBBx/EbK5+UfvyXIRiWebUdgmvoiCFp7vKsCqWjaMRtFj11maH0jEsxJbosfju6ASsETX02/sY948iKzJnVidZTqwgK2q1r14URWExvkQwtcEx31HMOlOzQ7ojgiAw5BxkJbFKoaRueHQbmWKWYHqDIcdAS/SW3wmb3spR72GW4susJtTF7U4oy2UWY0tMrk2jFTWcCIwTsAXuWOE36Uy4jS7V3b2BOI0OSuUSqUK62aE0hbJpgLLevWVcdWrQSzRT4Pxaoupr9Pf3Mzo6yle+8pXdClOlRtSEt0N56qmneM973lPTc07PhvBa9Oxz3SpzFNMriIVYVyW8oUwYj9nd8guudiGeS5AupKseQ6TX6hn2HOKI9zCRTJSzq1NEMtGu3XWuF0VRWIgtEs6EOe47epMksJWx6q04jQ4W4kvNDkVlD1EUhfnoAj1m301tD62MRW/hmO8IK8k1VtSkt2YURWEjHeLM6iTJfJLjvqMccO2vupWo395HJBsho7q7NwRREHGbXIS61ZRNECrzeK8lvKN+BwZJU9N4IoB3vetdqqy5hVAT3g5kdXWVN954gw9+8IM1Pe/0TIj7+z3bJnhSZBqgayTNJblELBvDbXI1O5SOQFEUFmOL9NoCaDXamp5r01sZ7TlOry3A1egcFzYuqgubKtmUMYezEY75jmKQ2mtO5YC9n2g2SlLt5+4aYrk4mWKGPntvs0OpCbPOzFHvEVaTq6wmVSl+tSTzKaaD51mKLzPkHLimQKmt3UKv1dNj9rGobo41DLfJTSQT6VplVdE5gRR8FeQyOq2GE72umscTfeADH+Bb3/oWmYy6XmkF1IS3A/nKV77CyMgIAwMDVT8nlMpzbjWx7TgiACkyhay1IBvbaxFSL5FMFJNkbJsKQ6sTyUYplIv0WOpzWxUEAZ/Fy0RgDLPOzFTwHFcjc13tJFkNK4lVNtIbHPMewaBtr2QXKgvZgNWvjinqEmRFZj62QL+9D61Y28ZYK2DWmTjiPcJyfIX1VLDZ4bQ0hVKBy+ErXNi4iMNgZ9w/ittUv6Kq1xYgkU+SyHXvDNlGYtVbEAWReK56GW8nUXCdQCyl0UbPAZU+3u9djZArVj868d5778Xr9fLNb35zt8JUqQE14e1AnnrqKd71rnfV9Jznr+1c3c6wShuepmQ7DF0i7w1lwrjN7maH0RFsVhn77L1oRM2OrqUVtQw6BhjrGaVQLnBmdZK15HrX7kLfiZXEKmupdY76jrb1xk3A6qdYLnavvK6LWEuuoxHEtjYKtOjMHPEOsxBbVN2bt0GWZZYTK5xZm0RBYdw/Sr+9b8ffDZJGotcaYDG+qG6ONQBBECqy5nR3fu4W7aMoghbd+ksAnBr0kC/JvDpf/bg8URR5xzveoY4nahHUhLfDyGQyfPOb3+THf/zHa3re87MhDrqteMzbV4Gk8FQl4e0C8qU8qXwKt0lNeBvBRnoDUBo6y9goGTjiPcwh90HWU0Em16aJZeMNu367s5ZcZyW5ylHvkbbp2b0dGlHDoKOfxdgSZbn63XWV9qJYLrKcWGHQMdj2vglWvZUjnmHmYwtdmzC8GUVRiGQinF2bJJKJcvTa57de27gxh35rD/lSnmgu1rBrdjMes4dYLkapGz93tUZK9qPo1itOzQfcVlwmXc2y5ve///08/fTT6oi9FkBNeDuMb37zm3g8Hu6///6qn6MoCs/NhG5b3aWcRxufpdglhlXhTASbwYpOnb27Y2RFZimxQr+9f1dmaTqMdsb8I/RYfMyGL3Nx4xLZYq7hr9NOBFMbLMWXOeo53PJuzNXiMrowaPWqIVAHsxhfwm6wYzfYmh1KQ7AZbAx7DnE1OkckE2l2OE0lXchwfuMic9F5em29jPYc35XpBxpRQ6+tl6XYslrlbQAmyYhBqyearb6q2UkUbjCuEgWB+wc8PFejcdXjjz9OLpfj5Zdf3o0QVWpATXg7jKeffppHH30UUaz+f+3VUJrVeO62/bva2CUEpdQ1Ds3hTFit7jaIjXQIraDBZXTu2muIgojf2sNEYAydRsfk+hQLsUVKcmnXXrNViefizMcWOOIdxqK/1W29XdkcU7SWWidX6u4NjU4kXUgTzkQYdPQ3O5SG4jDYOeQ+wOXIVdJdOOKlWC5yNTLHdPAcFp2Z8cA4Pot3Vyv4PouXklIimo3t2mt0Ex6Tu2tVCkXnCbSJK4jZSpJ7csDD9HKcaLr6UXl6vZ6HH35YlTW3AGrC22F84xvf4L3vfW9Nzzk9G0IrCpzo3d6RWApXHJpL1uEdx9fqZAoZcqX8riZo3YKiKKwm1ui1BfZEoihpJPa79jHqO066kObM6iTB1EbX7PTnijlmwpfZ5xzqyNnRZp0Zt8nFQmyx2aGoNBBFUZiLLuC39LSlsdrdcBqd9Nl6uRiaodAlJnuyIrOaXOPM6iSFcpHxnlEGHQNod9inWw2iIBKw+llJrnbNZ/9u4ja5SeaTFMrdNw+96DoBgHStyntywIMCvHC5tg2Ad73rXXz9619vcHQqtaImvB3E3Nwcy8vLNc/ffW4mxGjAiUm3vSumFJmiZOpHkTqnYnQ7QpkwTqNjxwYaKhVpOCh7Xi036Uwc9R5hv3OIlcQKU+vnSOQ727mzJJe4GJrBa/Y0tFe61Riw95PIJbvWObQTiWQj5Et5em3VzeduRwJWP3a9jZnQTMcb7MWyMSbXptlIbTDsOcgR7/Cej0Pzmb3kS7mO/9zfC3RaHVa95dr3eXdRNvZSNvjQBSsJr89qZJ/LzOnZ2szo3vve9/L666+TTKrvx2aiJrwdxHe+8x2OHz+Ow+Go+jmlssyLl8OcvF3/Ljc4NHc4iqIQzoTxqHLmHaMoCqvJVQLWvanuvhlBEHCZXIwHxnCZnFzcuMRM6DL5Un7PY9ltFEXhcvgKeq2eQXv1o8jaEUkj0WcLqGOKOoSyXGYhtsSAo7+jNxkFQWC/ax8KcDUy15Hv3Wwxy8WNS8xGrtBj8THmH8VusDclFo2oocfSo/b8N4iulTULAkXnxFYfL8D9/R5O19jHe+TIEQKBAM8//3yjI1SpATXh7SC+/e1v88ADD9T0nDNLcVL50h0TXinSHQ7NyXwSWVGwdYhpSjOJ5eIUysWmVxtFQaTP1stEYAxREDi7NsVSfLmj3H4X40vkSnkOuQ+0vbttNfRYe5AVmWBaHfnS7qwm15A0UldsMoqCyGHPIeL5BGup9WaH0zBKcon56AKT69PotXom/OP4rT1N/yzqsfSQKqRI5VNNjaMTcJqcZItZssVss0PZcwrOE0gbr8M1T5CTg14Wo1nmw7X15N9///38wz/8w26EqFIlasLbQTz77LM89thjNT3n+dkQFr2Woz3b78SK2RCabLArHJpDmTBuk2tX3IS7jZXEKgGrvybztN1Ep9Fx0H2AY94jxHJxzq5NEkqH277SEkqHCaY2OOw5hFbcviWh0xAFkSHHIEvxZUrl7jMm6xTypTyryTWGOmAMUbXoNDoOuw+xFF9u+zFqiqIQTAU5szpJpphl1Hecfc4hJE1rfA5JGi0+s5eVpFrl3SlaUYvT6OjKWehF5wnEUgYpMgXAvX0uNIJQ83iit7/97Xz729/ejRBVqqQ1VqMqO2azf/fd7353Tc97bibEff1utLdJTLSRa4ZVHZ7wyopMJBPtikrDbpPIJ8kWs/gs3maHcgsWvYUR3zEG7P0sxBc5F7zQtu6pqXyKq9E5DrkPYmzzWbu14jDYMetMLCWWmx2KSp0sxpdwGZ1YO8hNvBosegv7nfuYDV9u24pZIpdgan2alcQa+137OOo9jKkFR6D5rX5i2Xjb3udWwmN2E+6ATeJaKTpGUAQJaa0iazbrJY77HTXLmt/znveofbxNRk14O4R6+ndT+RKvL0RvP38XkCLTKKKesnmwAVG2LolcAo2owawzNzuUtmclsUqPxdeyFUdBEPCYPUz4x7AZrJwLXuBK5GpbOagWygUuhWfpt/fhMDanT66ZCILAoGOQYHqDjLqYbTuS+STRbIwBe2eNIaoWj9mNz+LlUmi2rcan5Ut5ZkKzXAzN4Da5GQ+M4jI6W7ZCr9fq8Jjdai9vA7Ab7BTlEpliptmh7C0aPUXH8S3jKqi4Nb9wOUxZrj75V/t4m4+a8HYI9fTvfu9qmJKscGrw9pU4KTxNyTYMQucaigBEszGcRkfLfnG3C+lChmQ+id/a0+xQ7opG1DBg72fMP0pJLnNm9SwridWWd1GVFZlLoVnseht+S+vf593CJBnxmb0sqAZWbcXmGKJeWwCdVtfscJrGgL0fg1bPbPhyy79/y3KZxfgSZ9em0IgaJgJj9NoCbdH+E7AGCGciHWlYuJeIgojDYO/K+cZF5wS6tRsS3kEP8WyRqeXa2hLuv/9+VdbcRFr/00qlKv7hH/6h5v7d52ZC+K1G+u23lyJpI1MUrZ1tWKUoCrFcDIfR0exQ2p7V5CpeswdJIzU7lKoxaPUc9hziiGeYcCbM2bUpItloSy5CFUXhamQOAdjv2tf1GzT9tj7ShTSxXHv3Q3YTG+kQZblEwOJvdihNRRAEDroPki8VWIi35mxpRVEIpcOcWZskkUtwzHuEA6796DTts1FhlAw4jQ5Wk2vNDqXtcRodXZrwnkCbmkfMBAEY6XFg1mnVPt42Q014O4C5uTlWV1dr7t89PRPi5IDn9otmuYwUvdDxDs2ZYoaSXMamtzY7lLYmXyoQyUTborq7HTaDjdGeEQJWP1cjc1zYuNRyctnV5BrxfIJhz6G2qK7sNlqNln5bP/OxhZavzKtA6VqlcNAx0DKGds1EK2o44hlmIx1iI13b4nm3SeVTnAueZyG+yKB9gOO+Y1jatN86YPWzkQ61lXy8FbEbHGSKGfKlQrND2VMKrhMAW7JmrUbknj5XzX28P/ADP8Abb7xBIqHOkW8G6jdOB1BP/+56IsdMMMXJwdv372oSVxDKuY43rIpmYzgMdjWB2CHBdBC7wY5Ba2h2KHUjCAI9Fh8TgTFMkpGp9WnmovMt4QYcz8VZTqxw2DPcVhWW3cZn8SIKIuvJzhn10qmsJFYwSkacRmezQ2kZDJKBYfdB5qLzLWGgVygXuBy+yvmNi9gNdib8Y3jM7rZWk1j0FoySsTtnyTYQSaPFqrcSy8WaHcqeIhsDlI1+dGsvbT12/4CHV+ajZAvVjzgcHh5W+3ibiLrC7wC+9a1v1dy/+/w1KcZ9/bd3Jd60YS92eIU3llXlzDtFVmSCqQ38Vl+zQ2kIWlHLkHOQsZ4RcqU8Z9bOspZcb5rMuSSXuBKZY9AxgEU1VrsJQRAYcgyynFil2EbGY91GrphjLbXeVWOIqsVusNNrDXA5fLVpSgVZkVlJrHJmdRJZKTPuH6Xf3odG7Az/Dr/Fx3oq2JKtKu2Es0v7eAvOE0jrL2/9fGrQQ7Es8725SE3XOXnypDqPt0moCW8HUM/83dMzIQ57bThN+tueI4WnKRt8KHrXTkNsWfKlAuliBofB0exQ2ppwJoJW1GLT25odSkMxSkaOeg9z0HWA9VSQybVp4k3oF12ILWLQGvCZW2/UUytgN9iwGawsxpeaHYrKbZiPLeI1eTC34PiaViBg8yMIAsvxlT19XUVRiGSinF2dIpyJcMRzmGHPIfTa268N2hGXyUVJLhHPq3LSneAwOknkEpTl6iubnUDROYEu9DqUK3LuIacFr1nP6ZmNmq6j9vE2DzXhbXM2+3e///u/v+rnKIrC6dlK/+6d0EamO75/N5aLYdVbkDStOUKnXVhPBemx+Dq2cuMwOhjzj+C1eJgJXeZSaIZcMbcnrx3LxglnIhxQTaruyKBjgFAm3BKyUJWbieXiJPNJ+u19zQ6lZREFkYOu/ayl1knlU3vymplChgsbF7kanaPXFmC05zg2Q2d6WYiCiM/iVVsfdohRMqDX6onnumvjoOg8gVDOIYUngYqy6OSgl+dq7ON973vfq/bxNgk14W1znn322Zr7d2eCKYLJ/B37dwGk8BSlDndojmVjONXq7o5IFdJki1k85ju/n9odURAJWP1MBMaQRInJ9WkWYou7utNdkktcjV5lyDHQcRWXRmPQGvBbepiPqmOKWglZkVmILtBn720r9/ZmYNKZ6LUGuBLZXWlzsVzianSeqeA5TDoTE4ExfBZvx2+o9Zh9xHMJdUTRDulGt+ai/TiKqEO3fvM83gtrSTaS1b+fNvt4T58+vRthqtwBNeFtc+qZv/vcTAidRmSi9/ZSZaGQQJta6Oj+3bJcJp5LqP27OySYCuIxudF2SK/X3ZA0Evtd+zjuO0aqkObM6lk2Uhu7kmRVpMxGvKqUuSr6bL3kSnki2dr6qlR2j2BqAwXosXRGf/9uU5E2iyzFlxt+bVmRWUuuc2btLIVSnrGeEYYcg2jF7lA46bQ6HEY7wXRtMlSVm3EYHcRyse7aWNToKDpGbkp47x+oeOC8cLm2Kq/ax9sc1IS3zamnf/f5mRDjvU702tsnKNrIeYCOdmiO5xLotXqMkrHZobQtJblEOBPBZ+m+hMysM3HMe4Qh5xBLiRWm18+RzCcbdv1YNqZKmWtEI2oYcPSzEFvquh6zVqRYLrGUWGbIMai64FfJprR5PRVsqLQ5loszuTbNeirIIddBjngPd+V3n8/sYyO1oY4x2wFWXWU8VaqwN9L7VqHoPIF0Q8LrNhs45LHWPJ5I7eNtDuo3UBtTT/9uoSTz3athTg7cOUGRIlMogpaS5cBOw2xZYrkYDqO92WG0NeF0BKNkxNylzsGCIOA2uZjwj+E0OrmwcYnZ8OUdzyksySWuROcYcgyqUuYa8ZjcSBqJ1eRas0PpepYTy1h1FvVztkZMOhO9tgCXGyBtzhVzXNyYYTZ0mR6LlzH/SFf//7AbbIiC2HWS3EYiCAKOLnRrLjhPoE0vIaZXtx67r9/DczOhmqrdah9vc1AT3jbm+eef5+jRozX1776+ECVTKN+9fzcyTcl6ADp03qeiKESzMZwGdR5kvSiKwno6qDoHA6Io0mfvZdw/BsDZtUmW4st1VxkXYouYJCPeDu+L3g02xxStJtfUXr0mkilkCKY3GHQMNDuUtqTXGkCzA2lzSS6zEFvk7PoUOo3ERGAMv9Xf9ZV2QRDwWXwEU6qseSc4jA5iXZbwFl0nAG6SNZ8a9LCWyHF5o3qzxOHhYfx+Py+99NLdT1ZpGN39ydfmvPLKK4yMjNT0nOdnQ9gNEoe9dx4fo+1ww6pUIQ0oWPWWZofStqQLafKlPG5T546tqhW9Vsch90GOeo8Qy8U5u1YZ9VHL7m8sGyOSibLfqUqZ68Wqt+A0OtQxRU1CURTmYwv0mH1dKZttBIIgcKAOabOiKARTG5xZPUuqkGbUd5z9rn2qYdgNeM0ekvkkOXVDrG4cBju5Un7PphW0ArLBR9nUd1PCe6LPhVYUeH62Nlnz8ePHefXVVxsdosodUBPeNubll1/mvvvuq+k5z82EuH/Ag3inhbSiVCq8HWxYFcvFsBvsakKxA0KZMG6TC02XmFXVglVvYcR3jH57H/PRBc5vXKhqXM6mlHlQdWXeMQP2AaLZWEP7qlWqI5qNkSlm6bP3NjuUtqZWaXMyn2Rq/RwriRX2O4c45j2CSZ17fAuSRsJusBHOhJsdStuiETVY9VZiTZhL30wKzgl069crs0ZJy1jAWfN4oomJCV5++eVGh6dyB9SEt02RZZkzZ87w4IMPVv2cRK7ImaUY999l/q4mtYBYTHW0Q3Mil8Suv3OVW+X2KIpCOBPBbXI3O5SWRRAEvGYPE4ExLDoL08HzXIlcpVgu3vY589FFTJJJlTI3AL1WR681oI4p2mNkRWYhtsiAvb9r3H93k2qkzflSnpnQZS5sXMJlcjIeGMNlcqkbunfAY3YTSofVz4YdYDfYSOS7qw+16DyBFDoD5evqgJODHl68EqZUrr7f/oEHHuCVV17ZjRBVboOa8LYpMzMzFAoFTp48WfVzXrwcRlYqPQd3QhueBjrXobksl0kX0lgNasJbL/FcAkEQsOmtzQ6l5dGIGgYdA4z7RynJJc6sTrKaWLulYhPNxohmVSlzIwlY/RTlEqF0bbvvKvWzllxHI4rqpk2DEASBA+4DrKeCJN8kbS7LZZbiy5xdm0IUBCYCY/TZeru+T7caHAYHhXKBTDHT7FDaFpveSjKf7KpNg4LzBIJcQAqd3Xrs5ICHdL7EmaVY1dd5+OGHWVhYIBJRR+jtFeqnYpvy6quvMjw8jF5fvezx9EyIfruJgO3OEicpMo0s2ZENPTsNsyVJFVJIGgl9hxpy7QWhTAiPya0mZjVg0Bo47Blm2HOIjUyIybUpotnKLENZkZmPzl+TMqvvy0YhiiKDjgEW40uU1DFFu06hXGA5scKQY1D9bGggJslIry3AXHQeRVGuKWzCnF2bIpaLc8x7hIPuA+jU77Sq0YgaXEYnobQqa64Xk86ErChki9lmh7JnlOxHUET9TbLmoz4HVr22JllzIBAgEAjw+uuv70aYKtugJrxtyiuvvMLx48dres7p2dBd3ZmB6/27HbpgSeST2PRWdUFWJ2W5TDQbU+XMdWI32BjrGcFv8XMlcoWLoUssx5cRRY1aFdsFXEYnBsnISmKl2aF0PIuxZRwGOzZVPdNwAhY/JbnISmKVc8ELzEcX6bf3MeI7hkU1X6wLt9lds6mgynVEQcSqt5LoJp8EUUfROXaTcZVGFLiv38PpGo2rjh07phpX7SFqg02b8vLLL/ODP/iDVZ+/HMtyNZTm46fuLlPWhqcouB7YSXgtTSKXxKcmFnUTzcbQa/WYVPfVuhEEgR6rD7fJxUJ8kZXkGg6Dg7JSRiuoH8uNZHNM0XTwHD6zF4NkaEocyrVKSKFcoFAuUiwXKchFijf8XJJLW+cqVBbhry2/jiAICAhoRQ2SRkLS6NBpJCSNhE6s/KzX6jBoDU3byEvlU0SyEcb9o015/U6npJTRafQsJZYJWP0c9R5WDQN3yKaPRyKfwG7o3tnEO8Gmt5LIJ/BbO1MRuB0F5wTGla/e9Nj9Ax5+/x+nSeVLWPTVfYerxlV7i7qyakNkWeaNN97g3/27f1f1c56fCSEKcG//XRK9UhZt4jKZfR/aYZStyVb/rvtAs0NpW0KZsCpnbhBajRadRodJMlGWy5xZnaTf3ofP7FXvbwMx60x4TR4W4osc9gzv+uvJiky2mCNdSJMuZkgX0mSKGQQE9BodkkZXSVY1Ega9tZK8ijq0Gi0CAoIAsqwwuT7FSM9xREFEUWRKcqmSHMtFCuUC2WKWRDlBoVwkX84jIGCSTJh1Jsw6M2bJhFEy7vp7aXMMUcDqV93FG4ysyKwl11lOrGDT29Br9Og1ejXZbQCCIOA2uQilw2rCWyc2vZXV5CqKonTNd1bReQLL7H9FTC0hW/qBijdOSVZ46UqYdx6rLvl/4IEH+Nu//dvdDFXlBtSEtw2ZnZ0ln89z6tSpqp/z3GyIoz4HNsOdZ/FJ0QsIityxI4nU/t2dUSwXSeQS7HcONTuUjqBYLrKaXOOo9zAWnYVYLs58bIH1VJAhxyB2VRraMPrtfZxZnSSeizd8casoCqlCmlg2RjyfIFPIIAjCVtLpt/Rg1plqqsBu9hzrtXq0VSQ3mxXkzQQ7mNrYMuQxSSbsBhtOowOTZGr4wjSciZAvFwhY/Q29bjejKMrW54FGEDnsGcZusBHJRJmLzuExu9WktwF4zG7OBS+wTy6r97MObuzj7ZYRWEXnCQB0698jdy3h7bObCNiMPDcTqjrhffjhh5mbmyMWi+FwOHYpWpVN1IS3DXnttdcYHh7GYKhOmifLCqdnQvzQ8YG7nquNTKMgULIe2mmYLUkip/bv7oRwJoJFb1GrOA1is2pjveZ27TQ6sBtsrCfXuRSawW6wM+jox6Btjgy3k5A0En32XuajC4z5R3f8GVCWy8RzCWK5WMV8DAWHwXEtuTVj0Or39HNGEARMOhMm3fWxVoqikC1VKs2xbIzV5BoaUYPT4MBpdGAz2Hbs6FuWyyzEFxm0D6gJQ4PIFLPMRxfIFDO3KD6cRgerST1ryXV1znEDMEkmdBodsZzqS1EP1/t4E12T8MoGDyXzQCXhPfh+oPL5e/+Ah+dr6OPt6+vD7/fz2muv8Y53vGO3wlW5hprwtiG1GladX0sQzRQ4Nei967lS5Bxl8yCK1ryTEFuWRF7t390JoUwYn/nu7yOVu5Mr5QimNxjtGbnpcVEQCdgCeMweFuNLTK5N47f00GsLqAnFDumx+AimNlhPBevqOSvLZSLZKJFMhHgugV6rw2F0MOw+hFVvabmNNEEQMElGTJIRr9mDrMgk80mi2RhXo/OU5BJ2gw23yYXT6Kwr+V1NrqHX6HCbXLvwG3QXpXKJpcQywfQGPWYfw56Dt8wyFgSBAXs/l0Kz+CxeJM2dVVsqd0YQBDymykxeNeGtD9s14yp/Fyk8io4TNxlXAZwa8PB304usxXP47dVtUh8/fpxXX31VTXj3ADXhbUNefvllHn/88arPPz0TwiBpGPU77nquFJ7qWDmz2r+7M/KlPJlCBpfH2exQOoKl+DJuo/u25l+SRuKAaz89Fh9z0QU2VkMMOPrV/ukdIAoiQ44BZiNXcJvcSJrqvgLThQzBVJBwJoJOo8NjdjPoGMDYZsZtoiBiN9ixG+wMOQbJFrNEszEW48vMRRfwmNz4LN6qf698Kc9qco1j3iPqe3IHKIrCeirIcmIZs87MWM/IHf8f2Aw2LHoLK4lVhpyDexhpZ+I2uVhOrFCSy1W1D6jcjE1vZaXb+nhdEximn4FSDq4psO4b8CBQmYjyo/f1V3Wd8fFx1bhqj1DHErUZiqLwxhtv8Na3vrXq55yeDXGi14VOe5cPckVBG56iaLu7k3M7ovbv7oxoNoZFb0FbZZKgcnvShQyRbJT+KiSJZp2Z476jDDkHWIovMx08TzKf2oMoOxOH0YFFZ2E5sXzH8yqzTiNMr5/nXPA8CgpHvIcZ84/Qawu0XbL7ZjYl0H32Xib8YxxyH6QoF5lcm+Z88OLWjOg7sRBbxGV0qWNxdkA8l2BybZr1VJADrgMc8Ryu6r01YO9nPR0kX8rvQZSdjUEyoNfqiefizQ6lLTHpTCiKQqaL5vEWnCcQ5CK60BtbjzmMOg77bDXJmk+dOsUrr7yyCxGqvBl15dpmXL58mWw2ywMPVDc2KFcs872rEf7FW+6exIrZIJp8uGMrvGr/7s6I5WI4jY5mh9ERLMaX6DH7qu6FrriJunEYHKwm17iwcRGX0cmAvR+dVt3AqZUhxwCT69P4zN5b+s5kRSaYCrKaXAfAb+nhiHf4FmlpJyEIAnaDDbvBRtFRJJja4GpkDo0oErAG8Jo9t3xuJnJJYrk4E4GxJkXd3uRKORZiiyRySfrsvfRYfDVJys06Ey6jk6X4MgdV1dKOcRodxLIxVZpfB5t9vMl8AnOX9PGWbEeQNUak9e9R8L9l6/H7Bzx8/eJy1dXut73tbVy9epV4PI7drjqF7yZqhbfNePXVVzl06FDVhlWvzkfJl2RODt69b1WKTAFQsnZowptPYlNdb+uiJJdJ5JJqwtsAErkEqXyKXlug5udqRA399j7G/aMoKJxZm2Q5sYIsy7sQaedilIz0mH3Mxxa3qpiKorCRDnFmdZJgOsSQY4ATgXECNn9HJ7tvZtPc60TvOL22XlaSq5xdmyKSidx0r+ZjC/TZetGpipmaKMtlFmKLTK5NoxUlJgJjBKz+uvqn++19hLMRMoXMLkTaXTiNDmK5u6saVLZns4+3axC1FJ1j6NZfuunhUwNeNlJ5Lq1Xp8Lq7+/H7/fz+uuv70aUKjegJrxtRq2GVadnQ7hMeg66rXc9VxueRtYYKZvv7ubcbmz279r0d78PKrcSz8XRa/WqW/AOURSFxfgSAat/R2Yzeq2eQ+6DHPUeJpKJcnZt8qaEROXu9Nl7yRQr0vJoNsbk+jRL8WX67X2M9YzgMrm6Wg0iCiJes4dx/yh+aw9z0Xmmg+eJ5xJspEOU5XJdxl/dyo0bKqlCmuO+oxxw7dvR54BBa8Bn9rIYv7M8X+XuWHQWQFDbRepkM+Htpu+govOacdUNv/N4rxO9VuS5mY2qr3P06FFeffXV3QhR5QbUhLfNePnll7n33nurPv+5mRD3D1RnciNFzlXkzDscU9GKpAtptBqtOk6nTmJZVc7cCKLZGPlSvmGJglVvZbTnOL22Xq5G5zm/cZG0Wu2pCq2oxWN2czl8hSuRq/jMHiYCY9vKd7sZURDpsfiYCIzjNDq4FJphLjqPr0YJbjeTzCeZXj/HUnyZIecgx7xHMOsaMwmhz9ZLIp8g2U3VtV1AEAQchkqVV6V2zDozsiKTK+WaHcqeUXSeQJMNokktbD2m12oYD7g4PVN9H69qXLU3qN9WbcSmYdVb3vKWu58MRNMFppfjnByobgxPJzs0p4sZzFJnjlrabRRFIZaLqwnvDlEUhaX4Mn22voaOFxIEAZ/Fy0RgHIvOzHTwHFcjcxTLxYa9RqdRkktciVwlmNpAI2rosfjw1ykr7RY0ooY+Wy8ekxtJI7GcWGY+ukBZLjc7tJYlXyowG77MhY1LOI1OJvxjuBusHJA0EgGrX63yNgCn0U40G2t2GG1JZQSaqas2XAvOCQB06zcnqycHPbx0NUKhVF2r0alTp9QK7x6gfru3EcFgkHg8zn333VfV+S9cDqNAdQmvXEQbu0ipQx2a04V015gpNJpkoSLxqki+VOolnk9QlIt4LbszB1orahh0DDDeM0qhXOTM6iSryTVkRe3vvZFYNsbZtSkK5QLj/lGG3QdZTa5RUDcI7kq2mGUjE+KIZ5jRnuOkCimm1qfV6uKbkGWZ5fgKZ9cmARj3j9Fn70UUd2fJ5bf0kC6kuyrZ2A3sBjv5Up5sF7kNNxKzzky6kG52GHuGondRMg8hvamP9+SAh2yxzGsL0aquc99993H16lWKRfU7aDdRE9424tKlS/T09FTt5HZ6NsQ+lxmf9e4jDrSxWQS5QLFTK7yFTMMkZN1GLBvDYXCoMs8dsp5cr9mJtR4MkoEj3mEOeQ6ykdpgcm2amFq12Krqzoav0G/r44jnMHqtHpvBht1gZym+1OwQW56F2CLea87WRsnIcd8xfGYvFzYuqdVero+yOrM2STQb5aj3MIfcB9HvspO6VqPFY3Kzds1ZXKU+NKIGm8Gmfl7WiVkykS5216bLVh/vDQx7bTiMuqrHEw0PD6PRaLh69epuhKhyDTXhbSMuXbrE4GD1Q+ZPz2xw/4C3qnOlyDTQmQ7NZblMrpRTK7x1Es3GcBpVu/ydkC3miOcS+CzV/T02AofBzqh/hB6Lj9nwFS5uXOraykUsG2dybYp8qcCYfwSfxXvTBs6gY4BwJkJKNay5LbFsjGQhRb+tb+sxQRAI2AJqtZeKiuj8xgXmowv02/sY6TmOdQ9NEnusPYQzYbWVYYc4jQ6iah9vXWxWeLvJuKrgOoEUnkIoXU/0RUHgvn43z1XZx6vRaBgcHOTSpUu7FaYKasLbVly8eJF9+/ZVde58OM1iNMupKvt3tZEpykY/iq7zEpt0MYMkSur4jDrIFXPkS3nshs57X+wl66l1XCbnnr8HRUHEb+1hIjCOXqtncn2a+egCJbm0p3E0C0VRmIvOMxOepc/Wy1Hv4W2N6wxaPX5rz01jilSuIysy87FF+m19SJpbRzRtVnu916q9S/HlrrmPxXKRK5E5zgUvYNFZmmZ8ZpKMWPVWgqnq3WFVbsVhcJDMpyiWu+MzspEYJQOKonSdcZWglJA2bh4rdHLAw9mlGPFMdRtQasK7+6gJbxtx8eJFhoeHqzr39GwIjSBwT191Q9Sl8DmKav+uypuI5xJY9daGmix1GyW5xEY6hN/SvBEukkbLPucQo77jZIqZyqzZVLCjk5JSucSFjUsk8slrVV3fHZOQXmuAfDlPOBPZwyjbg/VUEAHuqFAQBIFeW4AR3zFC6TAz4csdLXGWFZnV5BpnVicpyUXG/CMMOgaa+lnpt/awngqqffs7QK/VYZSMJPKJZofSdoiCiEnXXcZVJdswstZ8i6z55KAHWYEXr4Srus6BAwe4ePHiboSocg014W0jLl68yLFjx6o69/RMiJGAA7O+uhl/2shUR8qZQe3f3QmJfAKbQZ1dvBM20iFMkhGLvvmmXyadiaPeI+x37mMlscbU+jSJXOct7DLFLFPBc2hEkRHfsarmR2tEDYP2fhbjix2dqNVKsVxkOb7CkHOwqv5zk87ESM8xSnKJc8Hz5Ev5PYhy71AUpTK3eW2ajVSIYc9BDnuGW2JGucNgRyOKRDLVmeWobI9Nb+1aaf5OMUumrjKuQtBQdIwjvSnhDdhM9DtMnJ6tTnFx+PBhLly4sBsRqlxDTXjbhHK5zNWrVxkdHb37ubLCC5fD3N9fnZxZyEfRppc73KFZTXhrRVEUEvkktj3sQ+s0FEVhPRls2NzdRiAIAi6Tk/HAKG6Tm4uhGWZCsx2TmESzMc6tn8djcjPsPlRTxc1tciNpdKwm13YxwvZiKb6MVW+tqa1B0kgc9R7GorcytX6ORIckD9lilouhGa5EruC39DDmH2mpdg9BEOix9LCWUs2rdoJNbyWR64z37F5j1pm7z7jKNVGp8L5JMXVywMPpmeoqvCMjI8zMzOxGeCrXUBPeNmFhYQFZlquq8E4tx4lni5warHL+buQcQEfO4FUNq+onW8ohK7K6WbADEvkEZaWM0+hsdii3IAoivbYAE4ExREHD2bUpFuNLbVvdVBSFlcQqs+HL7Hfto9/eV3MfpSAI7HMMsppc65gNgJ2QLmTYyIQYcgzU/FxRENnvHKLf3sfFjUtt3VtakkvMRxeYXJ/GoNUz4R+nx3pniXyz8JjdZItZMl0kK200Vr2VbCmrGoDVQVcaVzlPoMmF0CRvdlk+OeBhLpxmKXr3v8Xx8XFWV1dJpVTjxN1CTXjbhEuXLtHX14def6vhyps5PRvCrNNyvMdR1bW14WkUQaJk2bezIFuQjGpYVTfJXBKLzrLrY3Q6mWBqA6/Z09L3UKfRcdC9n2PeIyRyCc6sTRJKh9tqwbJpTrWeWue47yhuU3XeBdth0VtwGZ0sxBYbGGH7oSgK87EF/JYeDFL9ct0ei48jnsMsxpfazsxKURTWU0HOrE6SKWYZ7Rlhn3MI7TbGXa2CVtTiMjoJptt3g6HZSBrpWh+vWuWtlevGVd2zYVh0TgCgW3/5psfvG/AgCpUWw7vR29uL1WpldnZ2V2JUURPetuHSpUsMDQ1Vde7pmRD39LnQaqr73ytFpijZDoJYXb9vO6EaVtWP2r+7M4rlItFsDK9570YR7QSL3sJx3zEG7QMsxBc5FzzfFmN6FEXhSmSOeD7Bcd+xhigSBhz9xHLxrl7wRrNRssUsvbbeHV/LZrBy3HeUYGqDxfhSWyS98VyCqfVpVpNrHHDt46j3MCbp7jPtWwGfxUsoHW5btUYroPbx1sd146ru6eNVdA5Klv23GFdZ9RLHehycrmIeryiKDA0NqU7Nu4ia8LYJFy9eZP/+/Xc9L1so88p8lJNVypmhImlWDatUbkTt3905oXQIi96CcQfVsb1GEAQ8ZjcT/jHsBjvnNy5yOXyFQrnQ7NC2RVEULkeukCqkOO47uu3IoXrQaXT02gLMRxfaIjlrNLIisxBbZMDej7ZBrsOV0UVHCWcizMda977mSnkuhWa5FJrBbXIz7h/FaXS2pHz5dlh0FnQaiUhWNa+qF7WPt37MkolMl/XxFpz3oFt/6ZbH7x/w8PxsGFm+++edOppod1ET3jbhwoULHD5896T0e3MRimWZk1XO30WR0UamO3gkUUat8NaB2r+7MxRFIZgO4WuT6u6b0Yga+u19jPtHkRWZM6uTrCRWW2rcyWaymylkOe472vC2hYDVT1kus5G+++58p7GaXEMjavGaq984rQaDZOC47yjRbIyFFpt5XJbLLMaWmFybQitqmAiM02sLtHQ7wu0QBAGvxctGG/dNNxu1j7d+Nvt4u4miawJtZBqheLMq6tSAh2imwLnVu09DOHjwoOrUvIu03yd5l3Lp0qWqDKtOz2zgsxgYclY3AkWTnEMsZTrSobksl8mWspglNWmrlUQuofbv7oBkPkVJLuIytZ5ZVS3otXqGPYc44jlMOBPh7OoUkUy06YmKoihcjc6RLmQ45juCpGl8O4YoiAw6+lmML1GSSw2/fqtSKBVYSayyzzm4K1VNvVbPMd8RwtlIS8ibFUVhIx3izOokiXyS476jHHDtR7cL76m9xGPykCqkyRazzQ6lLZE0Eia1j7cuzNdm8Tb7b3svKTpPICgy0sZrNz0+4ndgkDRVyZqPHDmizuLdRdTVbBuQy+VYWlpibGzsruc+NxPi/gFP1QsVKTwNdKZDc66UQyNodmUx3Okk80m1f3cHbKQ38Jha26yqFmwGK6M9x+m1BbganePCxsWmusAuxBZJ5JIc9e5OsruJ0+jEJBlZTqzs2mu0GovxJZxGB9ZdbGcwaA0c8x4hlA6xklzdtde5G6l8iungeZbiSww5BzjuO9oxqhZJo8VlcnalQqFRWPVWNeGtA6NkpKyUu6o6XrIeQtZabunj1Wk13NPr4rkqjKtGR0eZmZnpqo2CvaQzVmMdzuXLl9Hr9Rw4cOCO520k81xYS1YvZwa0kWlknRNZ31jpWiuQK+UwSIa26r1qBdT+3Z2hKAqxXKztq7tvRhAEfBYvE4ExTJKJqeA5rkbnKZb3tvoZTAUJZcIc9R1Gr91d93VBEBhyDLKeCpIt5nb1tVqBZD5FJBtlwN6/669llIwc8R5hJbFKJLO3vaaFcoHL4Suc37iIw2Bn3D+G2+TuuO8Kl9FFJNt8RUa7YtPbSObuLkVVuRlRENFrdORKnf+ZuYUgUnROoFv73i2HTg56eHkuQq54ZxO5sbEx4vE44XB1s3tVakNNeNuATYdmUbzz/64XLld2kGoyrApPVfp3O+yLHiBXzGPQto9hUKuQL+cpy+WOqXTsNcl8ChCw6KprK2g3tKKWIecgYz0jFEp5zqydZS25vif9vYlckvnYIsPug3v2t23SmfCaPCzEFvbk9ZrF5hiigNXfMPOvu2HWmTjo2n+tF3v3FQOyIrOcWOHM6iQKCuP+UfrtfWgaZMzVatgNNgqlQnclHg3EqreQLeUoqW7XNWOQDF33vis6TyAFX4Y3bTCdHPBQKMm8MnfnjT2Xy4XH41GNq3YJNeFtA6odSXR6JsQhjxWXqfrFihSZ7kg5M1SMl4xqwlsz6UIGo2TsGDnuXhPLxXAaHR1XLXozlQrdYQ65DrCeCjK5Nk0sF9+118uX8syEZxl0DGAz2Hbtdbaj395HMp8ilt2936/ZhDJhiuUiAat/T1/XZXIRsPq5FJrZNQmkoihEMhHOrk4SyUQr71v3wT1L7JuFRtRgN9iIZmPNDqUtkTQSkkYi02UGTI3AoDWQ7bKEt+A6gSYfQRO/fNPjB9yVdXk1fbzqaKLdQ13RtgEXL168q5xZUZSt/t1qEYppNImrHWlYBZuS5s5e0OwG6uzinRHNxnAYHM0OY89wGB2M+UfwWbzMhi5zcWOGXIPlv2W5zKXQDC6jkx6Lr6HXrgZJI9Fv72U+ttBSTtWNYtOheNDR35RqZ5+tF7POzEz4csPvb6aQ4fzGRa5G5+m19TLac7yr2jUcRgcxNeGtG7NkJt1lI3YagUFrIFfMNzuMPaXoHAdAF7xZ1iwIAvcPuDk9c3fX9H379qnGVbuEmvC2ATMzMxw6dOiO51zeSLOWyNXWvxu9gIDSkSOJFEUhV8ypkuY6UGcX10+2mCVfymPf4wpksxEFkYDVz0RgDJ1G4uz6FAuxxYZIASvjh66iuSalbha+a4l2MBVsWgy7xUpiFb1Wj8voasrrC4LAAdd+ynKZ+WhjpOPFcpGrkTmmguew6MxMBMbxWbwdr7x4M06Dg2Qh1VUGQo2k4jisVnhrxaDtPkmzItkoWg/dYlwFcGrQy/RKgkj6zjPtDxw4wMzMzG6F2NWoCW8bsLKywuDgnRd6z8+GkDQiJ/qqX7BIkSkURErWgzsNseUoySXKSllNeGtEURTSxTRmSa3w1kMsG8NusHVsT+DdkDQS+137GPEdJ1VIc2b1LMHUxo5Mc1aTa2QKGYbdB5sqsxcFkSHHIEvxlY5KHnKlPGup9V0bQ1QtGlHDYc8hItnojubHyorMWnKNM6uTFMpFxntGGXQMoO3Sv0mdVodZMu1qu0EnU5kpq1Z4a8UgGciX8l1nmFZ0nkC39tItj58c8KBw3WvndvT397O8vLxL0XU3asLbBqyvr9814X1uJsRYwIFR0lZ9XW14mrJlCDSdlxTmSjkkjdS1iUe95MsFZFnGpEqa6yKai+EwOpodRtMx60wc8x5hv3OIlcQKU+vnSNYx3iNTyLCcWOGQ+0BLjBdzGO1Y9RaW4p2zIFmILeI2uVpC1aHX6jno2s98bJF8qXY5ZCwbZ3JtmvXUBoc8BzniHcYgdd73W604jA61j7dOzDozuVKOsmpcVRN6TcVBv56/43am6DqBNnoeoXCzu7fXYmCfy8Lpu4wn6u/vZ3W1eaPaOhk14W1xUqkU6XT6jqZVpbLMi1fCNfXvQqXC24lyZkCVM9dJupDGKBlUw6o6KJZLJPOprurfvROCIOAyuRj3j+EyObmwcYmZ0OWqF0CKonAlcpUeiw+LvnUcrwcdg2xkQk2dQ9wo4rkE8Vx8T8YQVYvD6MBlcnI1Old1dShbzHFx4xKz4cv0WHyM+UdwGOy7HGn74DQ6iefiHdl/vtvoNBKSKKl9vDUiCAIGrb7rZM0F5wkEFKTgq7ccOzng4bmZ0B0/1wYHB1lfX++6yvheoK5qW5zV1VV0Oh0+3+2NWs4sxUjnS5wa8FZ/YUVBCqsOzSo3UzGsan6lpx2J5WKYJNOuz4ZtN0RRpM/Wy4R/DFEQOLs2xVJ8+a4Vk5XkKrIi02/v26NIq8MoGeix+JiPLbT1okRRFBZiC/TZeluien4jg44BMsUsG+k7V0NKcon52AKT61PotHomAmP4rT3qht2bMElGtKKWRK52lYWK2sdbLwap+5yay5b9yJINXfDlW46dHPCwHMsyH7795snQ0BC5XI5EQp3/3GjUb4UWZ2VlBY/Hc8cZvKdnwlj1Wo74qt/RFjOriIVYBzs0qzN46yFdyGCW1IS3HmLZyjgile3RaXUcdB/gqPcIsVycs2tThDPhbZPGTCHDSmKVA679LZm89Nl6yRSzRLN3nqvYygTTG5QVGb+1p9mh3IJW1HLAuY+F20ibFUUhmNrgzOokmUKGUd9x9juHWi5xbxUEQajImnOxZofSlqh9vPVRcWruroQXQaTonNi2j/eefjdaUbjjeCK3243BYGBlZWU3o+xKWm8loXITq6ureDx3lio/N7PBff0eNGL1hiNSeBqggxPenNq7VSOKopApqiOJ6kFWZGK5uJrwVoFVb2HEd4x+ex/z0UXOBS/cVD2RFbklpcw3ohW1DNj7WYgttqVMtCSXWIovM+QYbMkNBbgubb4SuVnanMglmVo/x0pilf3OfRz1HlE9B6rAaaiMJ2pnVUKzqCS8aoW3VipOzd3VwwsVWbMu+DK86bvBrNMy4nfcsY9XFEU8Ho/ax7sLtOY3ncoWd0t4U/kSbyzGODlYe/+urLVQNvbuNMSW4/pIInUGby0UygVKchmT6tBcM4l8Eq2oUe9dlQiCgNfsYSIwhk1v5VzwAlciVymUi6wm11pSyvxmvGYPGlHLanKt2aHUzHJ8BbPO1PJ9roOOAXKlirQ5X8ozE5rlYugSbpOL8cAoLpOz68YM1YvNYKUkl8gUs80Ope0w60yqcVUdGKTuG00EFeMqsRBHG7t1vND9Ax5euByiLN9+40lNeHcHNeFtcVZWVu7Yv/vSlTAlWalp/i6ANnKtf7cDFwuFcgEFBb2a8NZEppjFoDXcUT6vsj2xbAyHwaEuvmtEI2oYcPQz5h+hJJd5Y+UMy/EVhpxDLVt53EQQBIacg6wkVimU7zxbsZXIFrOsp4MMOpo7hqgaKpX0AeZjC5xZnUQUNEwExui1BVr+/dFqiIKI3WAnpro114xOo0MraruuH3WnGLUGCuVC120UFB3jKAhI287j9ZDIlZhcvv2YMDXh3R3Ub4wWZ3l5mUAgcNvjz82ECNiM9NlrqyxJ4SlK1uGdhteS5Eo59Fq9uiCqkVwph1GVgdeMoihEszGcRmezQ2lbDFoDhz2HsBvsCILA1egc0Wy05eWXNr0Vh8HOYmyp2aFUhaIozMcW8Jm9mCRjs8O5I4qiEEqHmY8tAJWK+kH3fnQa1RSuXpxGR1v3nTeTruxH3SFaUYtG0HTdaCJFslCyHUYXvDXhPeZzYNZpOT1z+1njPp9PncW7C6gZQYuzsrJyx4T3+dkQ9w94atupLxfQxmY6diRRvlTYmgGnUj3qKKf6yJfzFMtFbAZrs0Npa3KlHPF8nOO+YwSsfq5E5riwcanlJZiDjgEi2SipfKrZodyVWC5OupCm39bacvFUPsW54HkW4osMOQY57BkmnIlQLBebHVpbYzfYSRczXVdxawSVflQ14a0FQRDQaXXk20gB0yiKzhPbGldpNSL39rvvaFwVCARU06pdQE14W5zV1VX6+7efkbgWzzETTHGqVjlz7BKCUupYw6qiXFTdOusgV1IT3npIFzIYJaOqKNghS/Fl3EY3Zp2JHouPicAYJsnI1Po0c9F5SuVSs0PcFr1WT8DqZ67FxxTJisxCbIF+Wz9ajbbZ4WxLoVzgcvgq5zcuYjPYmPCP4TG7sRtsWPUWVhKqzG8n6DQSkkZSHYfrwCB130zZRiCJUlduVBWcJ5BiFxHysVuOnRzw8OpclExh+++03t5eNeHdBdQVWouzvr7OwMDAtsdOz4YQgPtqTHilyKZDc2dKmovloip7qwPV2bo+KrOLVbOqnZAuZIhmY/Tbr5voaUUtQ85BxnpGyJVynFk7y1pyvSWTyoDVT7FcIJwJNzuU27KeCiIIIj5LDfPa9whZkVlJrHJmdRJZKTPuH2XA3o9G1GydM2DvZz0d7Dp5ZKMxS2bSRdVxuFaMqqS5LnSa7kx4i64JAHTBV245dv+Ah6Ks8NLVyLbP7e/vV3t4dwE14W1hstks8Xicffv2bXv8+dkQh302HMbakjspPEXJ1I8idaYEs1BWK7y1UpbLFMpFjGqFt2bShQxmnTq7eCcsxpfwmb3bGs0ZJSNHPIc54DrAemqdybVp4rlEE6K8PRpRw4B9gIX4UkvKRYvlYsUMrMWMqhRFIZKJcna1MpP5iGeYYc+hbd8HJp0Jl9HFUlztbdsJZp1JHbFTBwatgWwp15Ibbq2MpJHaytSvUZTN+5B1TnTrL99ybMhpxmcx8PxtxhMNDg6yvr6+2yF2HWrC28Ksrq6i1Wq37eFVFIXTMyFODtS+W7/l0NyhFMsFdGrCWxO5Uh6NoEErtqbUsVVRFIV0MY1ZHUdUN8l8imQ+Sa/t9l4FgiDgNDoY84/iNXuYCc1yKTTTUhJDt8mFXqNnJdl6O/OL8WVsBit2g63ZoWyRKWS4sHGJq9E5em0BRntGsN0lvn57H+FshGyL93W3MpWZsqqkuVYMWgOyIlOUW7O1olXRaXQU5e6r8CIIFJzj2zo1C4LA/QMenrtNwjs0NEQqlSKVan1fiHZCTXhbmNXVVdxuNxqN5pZjl9ZTbKTyNY8jgs52aIZrFV5RTXhrodK/q2+p6k87kC8XkGUZkypprpu15Bo+i7cqVYYoiARsfiYCY2hFibNrUyzEFluiqro5pmgtuU6uhWS36UKacCbMoGP71pi9plguMRedZyp4DpNkZCIwhs/ireqzx6DV4za6WE8F9yDSzkSdKVsfoiii0+hUWXONVCq8XZjwAkXnPeiCL4Mi33Ls1KCHi+tJgslb3089PT1IkqTKmhuMmvC2MKurq3g82ye0z81soNeKjPfWNgpFzIXRZNc71rBKURSK5SKS2sNbE2r/bn2kC2mMkkE1rKqTfClPNBvDb+mp6XmSRuKAax8jvmOkCinOrE6ykQ41XW5o0Zlxm1wsxBabGscmm2OIeiy+phvSyYrMWnKdM2tnyZfyjPWMMOQcrFlV0mPtYSMdoqRW2upCp9EhiRLpolrlrRXVqbl2Kj283SdpBii6TiAWk2ijF245dv+1YtULs7f6PoiiiNvtVhPeBqOu0lqY1dVVvN7tJcunZ0JM9LrQa2+t/t4J7TXDqk4dSVSWyygoqqS5RtSRRPVRMaxS+3frZT0VxGG0b9uzWQ1mnZlj3qMMOQdZii8zvX6OZD7Z4Chro9/eTzwXJ9ECfcaRbJRcMU+frffuJ+8i8VycqbVp1lNBDrkOcMR7GGOdc4AtOjMmycRG+vZjPVTujNrHWx8GSU14a0XSSBTLpaZvRjaDomMUBRHdNrJml0nPIY/1trJmr9erJrwNRk14W5iVlZVtE95CSealq5GtHaJakMLTKKKesnmwESG2HIVyAVEQb3L3VLk76kii+kgXMpglNeGtB1mR2UiH6KmxuvtmBEHAbXIx4R/DaXRyYeMSs+HL5EvNqSroNBJ9tl7mmzymSJZlFmKLDDj6m/Z5mCvmuLgxw0zoMl6LlzH/CA6jY8fX9Vt9BFPBrlxENwK1j7c+jFo9WVXSXBOSKKGgdKUiQ9GaKdmPbGtcBZXxRKdnt1cmeb1edTRRg1ET3hZmY2NjW0nzawtRssVyXf272sgUJdsh6FBzoqJcVKu7dZAr5THUWWXrVhRFIVNURxLVSzQbRSNqsOkb4xYviiJ99l7G/aMAnF2bZDm+gizf2j+12/itPZQVmWB6Y89fe5PV5BqSqMVjcu/5a5fkMguxRc6uT6HTSEwExghY/Q2T/juNTkpyuenV/HalkvCqFd5a0WsN5Mut05/fDmhEDRpB05WjieDaPN71l7Y9dnLAw3oix+WNW82pnE4noZCqYmkkasLbwiQSCazWWxeDz8+GcBh1DHtrd9yUwtMUrZ0pZ4bNkURq/24tKEpl91W9b7VRKBcoyWVMqkNzXQRTIXzm6syKakGv1XPIfZCj3sNEs1HOrE0SzkT2tBooCiKDjgGW4stNqWzkS3lWkqsMOYf21IhOURSCqQ3OrJ4lVUgz4jvOfte+ho+JEwURj8nd1A2FdkY1rqqPbp0pu1O627jqBFJ8BiF368zdE31uJI3I6W1kzRaLhUSi+W0xnYSa8LYwt0t4n5sJcV+/G7HWhYxcRoqep2TrXIfmourQXDObX+CSpjOr/rtFupDGJBkRRfVjtFbypTzJfBKvuXaVSrVY9VZGeo7Tb+9jPjrP+Y0Le1rVchocmCQTy/G9l6UtxpdwGh1Y9ZY9e81kPsn0+jlWEivsdw5xzHtkV9UPPouXSCbalVLJnbJpXJVRjatqQtJIlOQS8jauuyq3p9uNqwB0wVduOWaQNIwHnDw3e2vCa7Va1YS3wagrtRYmlUphs91cxY1nipxdinFqsPaFoiZxBaGc61iHZqgkb6qkuTYK5QJaUas6DddIupBRDavqJJqNYdVbGl75ezOCIOA1exgPjGPRWZgOnudKZG5PqjSCIDDkGGA9HdzTubHJfJJoNsaAfW/GEOVLeWbDl7mwcQmnycm4fwyXybXrlWWjZMQgGYjn4rv6Op1KxbhKTXhrYXMzXa3y1oakkSh04yxeoGwaoKx3bWtcBRW35u9eiVAs37yJYrVa1Tm8DUZd4bYwyWTylgrvi1fCyAr1GVZ1uEMzVJK33V5Edxpq33N9pItpVc5cJ9FsDGcDzIuqRStqGHQMMN4zSkkucmZ1ktXk2q5Xakw6Ez6zl/k9GlOkKArz0QV6rQH02t1tUSjLZZbiy5xdm0JAYMI/Rp+td08VD06Dg2g2tmev10mofby1IwgCkti98tx60Wl03btJIAgUnSdum/CeHPSQzpc4sxi76XFV0tx41IS3hUmlUtjt9pseOz27wYDDTMBW+0JbikxTNnhR9K5GhdhyqBXe2lH7nutDrfDWR0kukcwnG+LWWysGycBhzzDDnoNspEJMrk0TzcZ2tb+3z9ZHqpAitgeJWSgTpiiXCFj9u/YaiqIQzoQ5uzZFLBfnqPcIB90H0O1ygr0dDqODWDauSkzrQK3w1oek9vHWTDf38MK1Pt7gK7BNz/wRrx2bQbplPJHNZlMrvA1GTXhbmO0kzadnwtw/UJ/rpjY8Tcl6uBGhtSwlpYy2Qx2odwt1k6B2ynKZklzCqI5yqpl4LoFBa2jqGCy7wc6Yf4Qei48rkStcDM3smuxY0mjpt/UxH1vc1cSsJJdZjC0y6BjYtSprupDmXPAC89FF+u19jPiO7Wmf8Jux6MwIgkAqry4Ma8VwzXFYHe1UG6pxVe1oRS3lLu61L7hOIJbSaKPnbjmmEQXu7XNzevbWhDeZVF3oG4ma8LYwqVQKh8Ox9fNSNMNcOM2pwVtn81aDFJ7q6P5dqCQioqDO4K2Fgmr0VTOFcgEBQZ33XAd7LWe+HYIg4Lf2MOEfx6DVM7k+zXx0YVdMkHosPgQE1lPBhl97k5XECgbJiMvobPi1i+UiVyJXORe8gE1vZSIwhtfs2VMH6O0QBAGnUZU114OkkZAVmbKiOjXXQqUftTsNmOpFFETKXazCKNpHUQTtbWXNpwY9vLEQI5m7vpFit9vVhLfBqAlviyLLMplM5iZJ8+mZEKIA9/bXXuEVCgm0qXmKHezQDCArZTSqa25NFNW+55rZrIo3e8HfbiiKQiwXa4qc+XZoNVr2OYcY7RkhU8xyZnWS9VSwoZUvQRAYcg6wHF/ZlepQrpRjPRVkyDHY0PekrMisJFY5szpJSS4z5h9hwNHfUhs9DoODaG53ZemdiEbQIAqiWq2ska7uR60TjaDp7hFYWiMl+xF06y9ve/j+AQ9lReGlK9dHF9ntdtJptce+kaiZQYuy+Ua/scJ7ejbEsR4HVn3tyYk2ch6gCyq8Mhq1wlsTqqS5dip9z+o9q5VkIYWAgKUFe59NkpGj3sMccO1jNbnG1Po08VzjTEPsBjs2g5Wl+HLDrrnJQmwRt8ndsDFAiqIQzcY4uzZFKBNm2HOIw55DTZWh3w67wUahXCBXyjU7lLZCEISu762sB/We1Y5GFJG7XElQuINxVb/DTK/deJOsWe3hbTxqwtuibEoZNiu8sqzw/GyYk3W4MwNIkSkUQUPJcrBhMbYasiKjoCC2UPWhHVBNq2qnKKv3rB5S+RRWvbVlK+MViayTcf8obpObS6EZLoVmyZXyDbn+oH2AjUyooWZB8VycRC7JgL2vIdfLFLNcDF3iSuQqAaufsZ4R7Abb3Z/YJDSiBovOrPbx1oFO7N75qPWimlbVTqXC272SZoCi8x60icuI2Vtn7gLc3+/huZmNrZ/tdjv5fJ5SqXt7nxuNmvC2KKlUCr1ej05XWVSfW00QzRR2kPCeo2Q5AB28SJevfaBq1HmyVaMoyrXkTa1W1kKhXFCr4nWQLqQbVoXcTURBpNcWYCIwjlbUMLk2xWJsaceyPINkwG/pYT620BAJbmUM0SJ99t4d/w2XyiXmovNMrU9j1BqZCIxVeo9bdHPiRsySmXRRdRyuFbVaWTuVTQL1ntWCKGooK+Wubjsouk4AIAW3lzWfGvRyeSPNarxinrip7lSrvI1DtbNtUZLJJCbT9YXh6dkQRknDaKA+QxJteIqSrbMdmjfNN0Q14a2aTddYrSoDr4liuYhRMjY7jLYjXcjgtdRnutcMdBqJA679+Cw+5qMLbKyGGHD04zG5604Ee229nF09SyQbxW3a2Yi49VQQBYUei6/uayiKQjC1wVJiCbPOzGjPCKY2e2+bdaZbDMFyhRxnLp9lPbLORmyD0rXNisP9wzx6zyN7H2QLcmO1MhQPcXnlCqvhVZLZFLl8Dp2kw+f0ceLgOAF3oMnRtgaaa8kbQDgR4Y3ZM4TiITK5DKVyEZ1Wh8vu5ujAEYb7DzU52tZgswihKMq2n5tfe+kZFoLXZ5X/+CM/htPq2Kvw9oSysZeywYtu/Xvkh95zy/H7+t0IVLx6fuz+ga2EN5lMEovF+OxnP3vba7/97W/nkUce2Z3AOwg14W1RkskkZvP1PrfTMyHu6XMhaepI5hQFKTJN+tDHGxhh61FxaBbboiLRKmw6J+7WGJNOpVguYte3rsyzFSnJJfLlPGap9fp374ZFZ+a47yjhTITF+CLrqSD7HINY6hjJoxU1DNj7WYgt4jQ46v7bK5VLLCeWOeg6UPcmXzyXuFZtljngOoDDYG/Lz0+zzkymmL1pQZ3Kpnlj9kyTI2ttdBrdlrz+3Px5zs9fuOl4rpBjYX2BxfVFHrv/nRwI7G9GmC2FKGgq7VOKQjgRZnZ59qbjuWKeldAKK6EVUtkU9wyfaE6gLcSmyV1ZKSO+SVg6szR7U7LbsQgCRcfEbft47UYdR3x2np+tJLwajQaj0XhL8UulftSEt0VJpVIYjZVd9lyxzMtzEX76wfoMpzSpRcRiklKHOzSXFbml3EPbAVkuIyCoVfEaUfueayddyKDT6JA07fm1IwgCHrMbp9HBanKN8xsXcRmdDDj60dX4XvCYPayngqwm1+iz99YVz1JiGbPOUpfjda6UYyG2SCKXpM/WS4/V19afAZtmWtliFtM1ybxGFAm4/PS4esjms1xcvNTMEFsSSSNRlK/Lc016I0cGj+B3+SkU87x68TVi6TgKCi9Of1dNeGFrCkRZkTFIeo4OHiXg9mPSm8gX80xemWQ9WlEbTF2dUhNeQKCyCVVWykhcb73I5nO8MP0iUNl0lzu8z7fgugfLpT8EuQTird+DJwc8fO3i0tbGnclkIpVK3ZTwPv744wQCN6stbpzmonJ72nPl0QXcWOF9ZS5KviRzss75u9rINADFDndolpWy6tBcI2WlrG4S1IHqbF07lf7d9qvuvhmNqKHf3ofX7GEhtsSZ1Ul6bQECVn/VSWNlTNEgFzYu4TF70GtrS5gzxSzB9AZjPSM1Pa8sl1lOrLCeCuI2uZkIjHVE/74gCJglE+liZivhdVqd/PBDPwTAublzasK7DTrNddOq4b5hHjz+IJL2+rLQaXHyv/7xSwCksimy+SxGfXvJ3RvN5hpDlssM9gwy2DN403G72c7fXLtnhZLa6wuVv8/tjKtemH6RXCHHscGjLG4skcp2dr9q0XkCsZRBikxR9Jy45fjJQQ+ff/UyF9aSHAvYMJlMJJNJfL7rLSs9PT0MDg7e8lyVu6MmvC3Kjbs6p2dDuM16Drhql88BSOEpZMmGbPA3MsSWoyyXVcOqGinLcltXdppBWS5Xdqo7IFHYS9rFsKpa9Fo9w56DJPLJSn9vaoNBxwBOo7MqWbBVb8VpdLAYX+SQu3r3/IpR1QI9Zl/VfeSKohDKhFmMLWGQ9Bz3He2IzYcbMevMpAtpvOb6jB27EUm8bloVcN+6PrCZb64cadtUndFIBKGiiCq/acyOoihk8hnOz5/feqzXU596oxPRiJqbRhMtBBeZXZ7FZDDxwPEHWPzOUhOj2xuKjhEUQUJaf3nbhHcs4ESvFXl+NrSV8L7ZtOpLX/oSmUwGSZLo7e3loYce4sCBA3v0G7Q36qdXi3Kjbv/0zAb393vq7q2SIucqhlVt2JtVC2VFVkcS1YisVnhrpigXERDQbiNJUrk92VIOTwcmIza9ldGe42ykQ1yNzrOWCjLkGKwquR+w93N2bYpkPoW1yn7gWC5Gpphh2FNdkpzMp5iPLVAsFxlyDuKqMiFvN4ySkXAm3Oww2gqdRoesyJXN4m2+B66uXt36t9/lR9Kqm3zAtYT3erXyb597imDsZtO0wZ5BHpn4vr0OrWURBXGrwlssFXnu7GkA3jb2EHqpS9qDNHqKjmPo1r9HZuRWTx29VsNEr4vnZkL81NsObFV4b2Tz53K5zJUrV7hy5QpPPPEEJ06c2IvfoK1RV2wtyqakOZIuML2S4H3vqr93RhuZouA82cDoWpNKhVdN3mqhrKhV8VoplitjnDoxadhNOlkGLggCPosXl8nJSmKV6eA5vCYP/fa+OyoB9Fo9Aauf+dgCI75jd31PyYrMfGyRfnvfXTdc8qUCi/FFotkYAaufgNXf0ZtbOo1OHbFTIxpRg4BAoVzE+Kb3xkZsg+enXtg6760jb2lGiC1JRZ57+xFllSqw0NVjeN7Mje7W37vwMqlsigOB/ezz72tuYHtM0TmBfv252x4/OeDhL743Q75Uxmw2k0wmEQSBffv2cezYMVwuF7lcjhdffJGVlRUAnnnmGY4fP741xlRle9SVbouSz+fR6XS8cDmEAnXP36WUQxuf7fiRRFBZDGpUt+GaqEiaO3cRvBsUyurc4lqRFZmSXOr4+6YVtQw6BhjvGaVQLnJmdZK15NrW+K/tCFj9FMtFQlVUJ9eS62gEEZ/59n4OsiyzHF/h7NokAOP+UfrtfR2d7MLNI3ZUqkMQhGv3rXDT46vhNb7y4v+mUCogCgLvvPdRvI72GSe222hE8aa/6e+beJgfevAHefSeR+hx9qAoCnNr8zzzvb9vXpAthkYQkeUy0WSM6avn0Et6Hhp7a7PD2nOKznvQJucQM8Ftj58c9JAtlnltPoZOpyOXyzE0NMSHP/xhTp06xaFDhxgdHeVDH/oQer0eqOQLi4td4HS9Q9o2O9i3bx+CIOyoyvKZz3xm6xqf+tSnGhLX2toa//Sf/lN6e3sRxcqInN///d+v+Tp/93d/x9TUFB/+xG/TYxTwWgx1xSPFLiAoMiVr5ye8ZdW0qmZU06raKZYLHVup3C02ExFJ7I77ZpAMHPEOc8h9kPXUBpNr08Sy8W3P1YgaBh39LMaW7lg1KpSLLCdWGHIMbvu9pygK4UyEM2uTRLNRjnoPc8h9EL1W37Dfq5XRaSTKSrnjnV4bjU4j3VQZXwwu8dWXvkahVEQjanjX/Y+xX3VnvgnxTRVet81NryfA4f5hfuAt7936Tt2Ih4ilYk2KsrWoVHhlsvkMCgr5Yp7Pf/2/8V/+7s/4L3/3ZzcZVn3x2b/mf33nb5oY7e5RcJ0A4Htf+m36+gT6+gR+93c/tXX8kMeG06jj9OzGHZ2rDQYDbrd76+dMJrObYXcEDZU0f+pTn+LTn/40AB/+8If5zGc+08jLN525ubmt3+nEiRO8733vu+Wcj3zkI/z93+98V2/Tlty47wTD1voTEm244tDc6SOJ4PZDzVVujyzLqqS5RsqyrG6s1EihXEQSu08G7jDasRlGCKY2mA1fxqq3MOgYxCjdvIHpMrpYTwZZTqww6BjY9lpL8SXsBjs2w63zn9OFDPOxBXLFLAP2fjzm+j0f2hWtqK3Ic+UCBrG+DeJu5EYzoaurV/nma99GlmW0Gi3vPvn99Hv7mhxh67Epzy2VS9saed34l1coFm453o0IiHdUurQi//G//C6/+6e/d9NjGo0Gh83B2NExfurJj/HOh95R0zVlY4CysYdAaW7b46IgcN+Ah9Mz4a2Ed2Vlhd7emw3Qcrkc4fB1VdDmVJdaefbZZ3n22WcBeN/73tfRvcBt28P7v/7X/yKXy+3pa87Nzd2U0L854S0UCnzjG98AwO1289nPfha73V6Xg5qiKJREHVp7D4dt9S+upcg0JfMgirazHDm3Q1GUrXlvKtWhVnhrR0HdWKmVYhfLwEVBxG/twW1ysRRfZnJ9ih6zjz5771Yf7uaYoungeXwW79Zc2U3ShTThTIQx/+hNjxfLRZbiy2xkQvgtPRz2DKPt0r9nQRDQarQUy0UMWgPFUonF4AIAofj1hWEqm+LKyhUAvA4vVpO1KfG2CgICigKXV67wrde+vdV3et/he9GIGlbDa1vn+hxeNJrufH/dyKY890v/+Lf4nD78Lj8Wo4VcIcv03DlK16q/WlGDw+pobrAtwuZXps1s48Ft+sFfu/Q6+WIegBOHTuCyOvcyvKopl8uEo2GeffFZvvPd7/AX//G/8vgj767pGkXHCQLBmdsePzng5v/99goHqSS8X//618nlckxMTNDT00Mmk+HFF18kn6/cL5PJxMDA9huld+PZZ5/dymv27dunJrytyP3339/sEG5hbW1tS34wMjLCD/zAD9R9LUVRyItGlHKJA9b6R3lIkemukDOr1Ie6SVA7Cuo9q5WCKgNH0kjsd+2jx+JjPrbAmdVJBuz9eK9VY806Mx6Tm4XYIoc9NyhyFIW56AJ+aw+Ga/JkWZFZTwVZjq9gM1gZ7xnFIKlVTd0NY3ZyhSzfePVbt5yzEl5lJbwKwCMn3s6Rbk94BQEFhYX1hZtMll46/71bzv2Jd36w6zcIoHLPZBSK5RIXFy/ddsbzW0begq7GGdudjIKCxWhh/MDYLccmr0xtJbyH+4dxtthGwTseegc/99H/m0gswu/+6e8yfekciqLwF3/1FzUnvAXXCfyr30ISobhN0fvkoBdZgWRB2cop1tfX+frXv37LuaIo8kM/9ENIUnd/v1bDrmsZP/WpT231yf7lX/4lv//7v8+hQ4fQ6/VMTEzw7W9/+6bz5+bm+Imf+Al6e3uRJAmHw8Hx48f56Ec/ytmzZ7fOu10Pbzgc5sMf/jB2ux2Hw8E/+2f/jFAotHXuvn37bhvrX//1XzM+Po5er+fw4cN88Ytf3Dr2yCOP8Oijj279/NnPfnbrmh/5yEf4yEc+wtDQ0Nbxf/zHf9w6/uyzz950H26Uej/77LM3XedGcloz+ZWLGDTXf8dNzf8DD+zjypUZPvKRH2Z42MLIiItPfOJnbql6a8PTvLFW5If/+RMMf98R9r/1IO/84GP82X//81t6A6YvTfORX/woo4+NM3BqiOPvGOGxJ9/FL//WJ1haXd4674VXXuDH/48PcOzREQZODTHyzjHe889+gF/5D58kkUzc9v7uNgoKah5SG2q1snZU6XztFOXurfC+GZPOxFHvEfY797GSWGVq/RyJXGXUxIC9n0QuSTx3/XM0mo2SL+fptQYAiGVjTK5Ns5EKMew5yGHPsJrsXkPS6FTjqhoRqCS8KtWzueE5cXCcfm8fZoMZjahBFEWsRguH+g7yw2/9QUb2HW9ypK1Du28Se5xuHrjnFO959HF+4eO/sPX4yvrKTeedPT/Jx3/5XzD+/ScYfGAf499/gp/65Y9z5vz1/KXoPIGWEhP+6ynY009/kXe+c4wDBwx88Ifuw6UtE7+W8L7rXe8iHo+ztrZGJpNBEASsViujo6P09PRw7NixW7yIqsmlBEHYqu4CfPSjH70lT7kx11pbW+NDH/oQTqcTq9XKBz7wASKRyC336qmnnuKxxx7D6XSi1+s5cuQIn/70p8lmszedV22+d+bMGZ544gl8Ph+SJOF2uzlx4gQ/8zM/w8LCQtX/D/e0wvubv/mbXLlyZevns2fP8r73vY/5+XmcTielUol3v/vdXLp0fbcsHo8Tj8c5f/48Dz30EOPj47e9frFY5PHHH+eVV17Zeuzzn//8TTfudvzVX/0VFy5c2Pp5ZmaGJ598komJCY4cOVLrr7pjZEUhr7GgzL0OnLrleDwe5Yd/+EGi0YpUK5NJ84Uv/BdcLg+f+MRvAiBmgmhyG/zOX32Nly+Utp57buY8n/zdX+PVyVf5k3//xwBEYhE+8H8+STh6XfoVjceIxmNMXzrHD77zB+gP9DE7N8tP/tyHyOWvJ9aRWIRILMIb02/wsQ9+FJv11h6zvaLdP1RVWh+1Kl47str3fBOCIOAyOXEY7awl17kYuoTDYGfQMUCfLcB8bIFj3qMALMaXGHAMUCgXmA8vkiqk6Lf10WPxqRsvb+JG91yrycpP/9Ctsy5Vbka4Nj7n0Xse4dF7HmlyNG2EAqP7RxjdP9LsSNqHO+yr/ORjT+5dHDvkRiVEj6dn699//52v8/Ff/hcUS9c33TbCG/zvb32Vr3/nG/zZ7/wp737791O0H6eEhgf7tbyyUuBrX/sSv/d71xPPmZnzuL73NTSZErIs09fXRyQS4bOf/SwA//AP/8AjjzwCsK1X0k5zqdvx0EMP3ZTDffGLX0SSJL7whS9sPfbJT36S3/iN37jpeZcuXeJTn/oU3/rWt/jmN7+JTqerOsZwOMy73vUuNjY2ts6LRCJEIhHOnDnDj/7ojzI4OFhV/HvqVnPlyhU+8YlP8PTTTzMxMQFU5s3+9//+3wG4cOHC1i//2GOP8cwzz/CVr3yFP/iDP+A973nPlgX37fjLv/zLrWTX6XTy53/+53zxi18kHt/eHfNGLly4wMc+9jG+8pWv8M53vhOoLNL+/M//HIA/+IM/4D//5/+8df573vMennvuOZ577jn+7b/9t/zbf/tv+eu//uut4ydOnNg6fs8991R7i25CFrXk5t/Y9lgymcDt9vJnf/Y3/Kt/df3N9YUv/Jetf7/61UoyOxmUOTh0kD/+rT/ic//pM9w3di8AT339aZ76+lOVc8++upXs/pN3v4+/+qP/wV/+7l/waz//qzx434NbfZ7/+NJzW8nuTz35Mf76j/+KP/udP+UT/+cvM3F8oqmJgLpHXTvqPasdVUlQO+o92x5REOm1BZgIjCEKImfXpijJZWS5zEY6BFScrdP5NJPr0xi0eib84/itPWqyuw1qtbIe1HtWK5sycJXqafd7FoqGeen17/G1f3iG3//z3996/EM/8iEAMtkMv/jrv7SV7H74R/8ZX/jPn+cjP/ZhAIqlIr/4679EJpsBjY4gvTzYX1lXnz8/ycc+9i/53Of+N+9//z8FIDv3BrlypZBXK9XmUs899xwf/ehHt573//w//89W3vLe9773lutms1m+8IUv8Ed/9EdbM3//5//8n1s51ssvv7yV7AYCAf7rf/2vPPPMM1vtnc899xz/6T/9p5pifPHFF7eS3SeffJJvfOMbfPnLX+Y//sf/yNvf/vaaPAX2tML7xBNP8Nu//dtAxUL7gx/8IACzs7MAN2nQA4EAw8PD7Nu3D1EU+dmf/dm7Xv/LX/7y1r9//dd/nY997GMA2Gw2Hn/88Ts+d2JiYiu59Xg8fOtb37optrGxsZsc0Xw+Hw8//PBN17gxfrvdfsvxWlAUBRGF/Mr2vSEAf/iH/4PR0RO8973v52//9r8xO3uBSCREIhHHZrOz/PpTpAMKV6Iyv/6xjxDwVSRxTz7xJK9OvgbA33z1Szzx/U+g1V6Pvdffy8Ghg/T29CIIAj/zoZ/ZOqbVXn/LDPYOcvjAYXweHwA//7F/Wffv2xBUqWntqPesZhRAVLO3mlDv2Z3RaXQcdB+gJ59iPrZAWZFZjFfmKuZKebQaiVHfcUy6+v0cugPhpuqLyt0R1HumonJXvv38t/n289dbMD0uD7/6L3+F9737CQCeffE7RGIVee/4sXF++9/8ewDe+dA7eG3qdc6eP0skFuE73/1H3vPo44To4cmxRX7iS1lOnnyIX//13wfgkUfezUsv/SMrC5NYDr+lrvm61eZSDz/8MN/85je3fh4eHr5j3vJHf/RHW2a9Tz/9NM888wzlcpm5uTkmJib4b//tv22d+9GPfpTDhyv+QT/zMz/D//7f/xuAL3zhC3ziE5+oOsYbzxsYGODIkSP09/cjCAK/9Eu/VNN92dOE9+1vf/vWv2+cHxWLxYDKzX7b297Gc889x+c//3k+//nPYzQamZiY4P3vfz8/93M/d8cq742l9gceeGDr3w8++OCOY9trFAV0cg4UGVkuUX5TX5LVauPYsZGtxx0O19axaHQDs9mEOb/KfFxGVuBX/sOvbvs6l67OUJLL3H/ifvYP7ufqwlX+8LN/xB9+9o+wmC2MHhnlnzz+Pj74xAcRRZHH3vYYTruTaDzKJ3/31/jk7/4adpude0bu4QM//OP84GM/uHs35S7IioKsyFsOiSp3R71ntSPLMqIoqPesBtR7Vh0GycgRz2GWEiusp9YB8Jm99Norm4/q/bszoUylKu63+pscSfug3rPa2VRfqPesetrxnt1pjFI4GubC5Qtbn8mz87Nbx06MnLjps3ri+ARnr/Xwzs7PUpLLaJQiCPCWfg1jJ07etMYfG7uH5WeeIjn5LT4zWVGv1sJOc6nbcbc86UZ58m/91m/xW7/1W7dcY7N1tNoY3/a2tzE8PMzMzAy/8zu/w+/8zu9gtVq59957+cmf/Ek+9rGPIYrViZX3NOF1Oq/bjN9YKdzcXRRFka9+9av86Z/+Kd/4xjc4d+4cCwsLfPe73+W73/0uly9f5k/+5E+qeq1aq1Z3i22n3BhPuXz9DyEUCm1/PlAQ9YDApUvfRa9P33TcYNDz2mtf3fo5m70u256c/DbBYA9ngzIfOCRi00Miv31ciXSCV5cr1d5P/caneOaZZ5iammJpaYloNMp3X/su333tu0wtTvMjP/IjAPy//+H/5ZlnnuH8+fMsLS0RT8R59sVnefbFZ5kNXeZtb3tbLbem4axdWyiqVI96z2pHvWe1o96z2llLr7OWVu9bLWx+p6lUj3rPake9Z7XTTvdsJbG69e9HH32Un/3Zn+Xs2bP89m//Nvl8nj/+3J/g7Hdx6tQplhPXzas20hs3/Z6bm0oAS/FlXl1+DVc+BwZ4bbWMb/3KTev5WGwdQdJj2ncPb91XcUWvJYdoZC51I43Ik0qlEvl8Hr1eX1WMJpOJ559/nj/5kz/h2Wef5dy5c6ytrfGd73yH73znO4TDYf71v/7XVb12S40lUhQFi8XCL/7iL/KLv/iLAGxsbPDAAw9w9epVvvSlL93xf9LBgwe5ePEiUNGSb44uevHFFxsS3427CG92OL4bdrt9699ra9fn2j3zzDPbni+IArIgous5wOHDb+Hee99+03G93sS9917X2Fut14djj44+ysDAPr5kGkcrfo9H9mn5p7/w33jwvlsr3dlcFqPBWDHi6RN4x/HrTtQLywt8/0+8m3QmzdlXz/JbP/fvts57zz3XJeJnzp3hBz/8QwBcPHOBn/9gc6TNC7EFNIKGPntfU16/HVHvWe0sxhYRBIF+e3+zQ2kb1Ht2Z8pymbXUOuupdZwGJ5liBofBzlpqHZNkQqfRkcgnCFj9+Cw+RGFP7TfahquROQySnsA1R2uVu6Pes9qZi86j0+jotan3rFra8Z59x/bs1r/dJjenBk9yavAkydUEv/enlV7UL//1l/k//snPEBwN8jk+B8Dy3DL39d279dzluetTTt429jbu67sXxZDjS+eLFMqwuhreWs+Xy2UWF38O/cAoot5Ef3/lO7OWHKKWXGonec2bOXz4MF/72teASlX6zZNnoNLOqtfrq45RURS8Xi+/+qu/yq/+akWpevXqVcbHx0mlUnzpS19qz4R3eXmZxx57jB//8R/n+PHj9PT0cPXq1a2G5c0hy7fjfe97H1/9amWX5JOf/CRGoxGz2cwnPvGJhsR34+7G6dOn+drXvobVauXw4cP4fL47PvfQoUNb//693/s9LBYLs7Oz/MVf/MVtnyPIZQz7TiCKWjTbjPS48bEbd380GgmNRuKtP/AvuDz9Xd51QMvP/9rP83P//Oc4MLifcDTClYUrfOv0t3jHQ+/gl/7FL/K9N17mV/7Dr/ID73wvBwb243K4ODdznmyuYiNeLBbQihq+9LW/5XN/83kef+TdDPYOYrNYOf3K81uvXSwW0YrNcWMVBRFBEJr2+u2Ies9qZzPZUO9Z9aj3bHsURSGcCbMQX0Kv0XPcd4xMIUO6kKLXFmAttU6+nKff3kfA6mc+tkAoE2bQMYDT4FD779+EIIBG0KjvsxpQ71ntCIBGENV7VgPteM9u3FgUb1gn/dQHP8Yff+5PyOaynJs5x+mXTvPOtz661e539vxZPvkfPsk7H34n337+21tyZpfDxTsefAQtCm5WeGGxUql9+eXn+Y3f+ATf933v4qmn/ifLyws4H30XSnBmy4H4xhziV37lV4jFYrzwwgtbfkM3UksudWNe8zd/8zfs378fSZI4efJkzbLnn/iJn+D/+//+PwB+4Rd+gUgkwvj4OLFYjMuXL/P1r3+doaEh/uIv/qLqGF944QV+7ud+jh/5kR9heHgYj8fD2bNnyWQyt/wud6OlEl6Aixcv3mJpvcmTT97ZtvwjH/kIf/qnf8orr7xCKBTach+rx357O44dO4bf72dtbY2rV69uuZjdbifjRt797nczODjIwsICkUiEn//5n9+65vnz5285XxQE9KU0DNcvD/6hH/oxpqZ/k8cOXOb//toq//rf/5tbznn0rZWKrqIoTF6YZPLC5LbXet+73wdUehpeev0lXnr9pTuep6LSqQiCcMfeHpVbEQWRkly6+4ldRCqfYi62QLFcYNA+gNvkoqyUubhxif3OIYRri60+Wy/zsQXG/aOM9hxnIx3iamSOdcnEkGNANbK6AVmR1U2AGlHHrNWJestqp0PumdPu5IM//AH+8oufAeCPP//HPPLg2/m9T/4u/+ITP02xVOQvv/iZreMAklbi9z75u5iMJrSxaSSKvLhUSXj37TvEn/3Zf+LP/uw/bZ1v2HcCfeLylmnTk08+yb/5N/+GVCrF3NzclrHT7XKIanOpRx55ZGs02Ve/+tWtouHVq1fZt29fTffl1KlT/Oqv/iq/8Ru/QSwW29ZU6sMf/nBNMSqKwmuvvcZrr20vhb9bXngjLaWLcrlc/Nqv/Rpvf/vbCQQCSJKE0WhkfHyc3/zN3+QP/uAP7vh8SZJ45pln+NCHPoTNZsNms/Hkk0/yN3/zN1vnmEz1Lw60Wi1PP/00Dz/8MFartabnSpLEl7/8ZR588EF0Oh39/f18+tOfvmnU0ZsxlNMY+kcoyvX3Ed//45/mqEfDEw/dj81iQyfp6PP38bZTD/Ob/+o3tizTDw4d4Gc//H9x39i9eN1etBotZpOZEyMn+Pef+Hf87Ef+r8r1xu7jp578GGNHx3A5XGg0GmwWGw/c8wD/5d//8ZZjXTNQ3SZrR71ntaPes9qRNBKFcu3jFTqRQrnA5fAVzm9cxGGwM+4fw2N2IwgCK4lVjJIRp/H6rrvH5EEURNaT6wiCgM/iZSIwhkkyMhU8x1x0nmJZ3UwAKJSL6LZRQ6ncHgUFdY+gNtp5vE6z6LR79vGf+KktOfA/vvQckxemePyRd/N3n3maH3znD+BxedBqtLidbt77jvfy9F8+xbvf/v0A6KJvUEbDqyuVhPf97/9Jfu/3/pJDh46i0+k4cPx+dL79eK26rddwu918+ctfZnx8HJ1Ox8GDB/nDP/xDfvmXf/mW2GrJpcbGxvjc5z7HsWPH6jKyejO//uu/zle+8hUef/xx3G43kiTR19fHww8/zG//9m/z6U9/uqYYDx8+zCc+8Qne8pa30NPTg1arxWKxcPLkSf7wD/+wJgWvoHTYyk3ZZszKM888w3ve8x4AfviHf5innnqqGaHVxC/90i8xu7jKmQM/ye+/7xSnBr11XUfIRfB/7gCJE79JdvD9DY6ytZiPLgAw5KxuCLUKLMQWkRWZfc6hZofSNizFlymUCxxw7W92KG1DOBNhNbnGaM/xZofSNGRFZjW5xkpiFYfBwaCjH732+gIjV8xxdn2KEd9xzDoTJbnMq8uvcV/fvaQLaWZCs0wExpBuSOiyxSwLsUWShRT9tj56LL6urnC+vnKGg64D2Ay1bUh3Mxc3LmE32PFbe5odStswE5rFrDO3VT9qs5kNX8YkmdR7Bthf/WU0hRVC/+Tb2x7/+wvLfPrrb3Do9T/gXe94tGFtmd1Oy0mad8qHP/xhTp48ydve9jacTievvfYav/ALv7B1/AMf+EATo6seURSxSAI+q56XF0N1J7yKwUXRcwLdxgsdn/CqUtPaEQVRrQ7ViFrhrR2dRqJQLjQ7jKagKArRbJSF2BIaUcMR72Fs+lsTsvnYIl6TB/M2EmW7wYbNYGMxvnTTRotRMnLEe5hYNsZ8bJFgaoMh5wB2g/2Wa3Q6iqJQVCu8NaNQaaFSqZ6yIqNpo17UVkD9yryOFH2d3IEfuu3xlxdDHPVbQaDqkTsqd6fjEt6FhQU+//nPb3vsAx/4QE1672YiiiKKovDwIQ8vL4Tgofqvle9/FNP5z4AiQwe7e6qJSO1oRA1lRZ3tWQuiKFJWN1ZqQtLoKJVL2ypwOplMIcN8bIFMMcuAvR+v2bPt7x/Lxknmk0wExm57rUFHP5Nr0/RYfJh15puOOYwObAYb66kgM6HLWPVWhhwDGCRDw3+nVqUkl1FQbqqAq9ydslxGFNTkrRZkpYxGvWc1oaD21wOIuRDazBKFnlPbHlcUhVcWQzxxT4DvfFVWE94G0nF38sknn+Shhx7C4/Gg1WpxOp088sgjfOYzn+F//I//0TZ/cKIoIssyDx3ycGkjQSxbf3Uk3/cImnwEbeLS3U9uYyqJiJq81YJG0CCr96wmdBqJYpdWK+tFp5FQULrGuKpYLnI1MsdU8BxmnZmJwBg+i3fb7x9ZkZmPLdBv771jsmbQGvBbepiPLmy7sScKIgGrn4nAGDqNxOT6NAuxRUpyd/x9F8sFREFUK281UiwX1U2CGinLaiJSK2VZVjcJACn6BsBtE975aIpgKsdDhzwoiqK+zxpIx1V4f/qnf5qf/umfbnYYO0av15PP53l42APAK4shHjvcW9e1Cv63IGuM6DZeoGQ/2sgwWwqNoKG8wzli3YZGFNV7ViOSqBow1YooiGgEDYUOX1zLikwwFWQpvoJVb2W8Z/SuVdZgqjKGwWe582g7gF5bgDOrISLZCG6Te9tzJI3Eftc+fBYf87EFzq6epf8O1eVOoSAX0Wl0zQ6jrVAUhaKsysBrpaxWeGumrJTVzSgqCW/ZFEC2bD+T/uXFEJJG5NR+F/l8viFGUioV1K2DFsVqtZJOp+mxGRj2WSqy5nrR6CkE3oo+9GLjAmxBNKJarawVUa3w1oyk0VEsF1X5fI10emU8lo0zuTbNemqDQ+6DHPEO3zXZLZaLLMWXGXIM3jTz8XZoRA0Djn4WYkuU71K5NetMHPMeYZ9ziJXECtPr50jmkzX9Tu2EWqmsnbJSRlZk9b7ViCyX0XRwe9huIMuyes8AXeSN21Z3AV5eCHHfkAOTTks6na55IozK7VHffS2KxWLZGqz88LCHlxdDO1pg5/seQRd+BcrVD2luNzSC2ltZKxpBrfDWyqY8924Jh8rNGCQDmWK22WE0nGwxx8WNS8yGL9Nj8THmH8FhrM40aimxglVvqfp8AI/JjaSRWE2u3fVcQRBwmVyM+8dwmpxcuBZnvtR53wPZYhajtnt6lhtBsVzcUl+oVI9qWlU7ZaWM2O33TC4gxaYo9Dyw7eFSWeb15QhvG66Y1GazWSwWy15G2NGoCW+LslnhBXjbsIe1ZJaleKbu6+X7H0Uo59BFXm9UiC2HKGrUJKRGVNOq2tGIGkRBpCCrsuZaMOvMZIr1f4a1GiW5xHxsgcn1KXRaPROBMfzWnqoqtVAxtNpIbzDoqG2MmiAIDDkGWU2uVZ24iqJIn62XCf8YAgJn16ZYii931OdlupC+xcxL5c4UykUkUepoqXujURQFWZFVo68aUWXgoI1fRJDzt63wnluPkS6UePhQpZVRrfA2FjXhbVEsFgvZbKUacmq/G60o7EjWXHKNUDZ40HWwrLlS4e2cBdxeIApqwlsPnS7P3Q3Mkpl0Id3sMHaMoigEUxucWZ0kU8gw6jvOfudQTbJQRVGYjy3QY/FhrMNJ2aq34DI6WYwv1fQ8nVbHQfcBjnqPEMvFObs2RTgTbnt5vqIopAuZbUc6qdweVQZeO5sqMo1qJlQTqqQZdNE3UEQdRc/4tse/txDCbpQY7asoftQKb2Pp7ndfC2O1WrckzRa9lnsGnby8uFH/BQWRfN8j6DdeaFCErYdG0CCr8tya0Fwbf9XuC969RtLoVOOqGjHrTORK+bZ2ak7kkkytn2Mlscp+5z6Oeo9gqiPJimZjZIpZ+mz1GRECDNj7iWZjdfXlWvUWRnzH6Lf3MR9d5HzwQltvRuRLeWRFxigZmx1KW1EsF1TDqhrZ9Lzo9mplLciKjILS9TJwKfoGRc8EaLY3onplKcRbD7rRiBXFhVrhbSxqwtui3Chphoqs+dWlMKUdJHT5/kfRxqYRCrEGRNh6iNfkuWryVj2bX9pqlbc2JFGiqCa8NSFpJHQaHZlC+8ma86U8M6FZLoYu4Ta5GA+M4jI565KCyorMQmyRAXs/WrH+QQk6rY5eW+C2Y4ruhiAIeM0eJgJjWPVWzgUvcCVytS3f1+liGpNkrFpOrlKh013Td4PK3GJRlYHXwKZPSLf/fVYMq7bv303ni0yvxnjompy5XC6TyWTUhLeBdPe7r4W50bQK4KFDHlL5EheD8bqvme97BAEFXeilRoTYcmzKZWTVuKpqNr+AOqmXby/QaSQKqqS5Zsw6E+k2SnjLcpml+DJn16YQBZGJwBi9tsCOFm5ryXU0ogav2bPj+AIWPyW5RChdf7vLpvPzmH+EklzmzOokq4nVtvocrciZ1f7dWimqo5xqZjPhVamezap4N983MRdEk125bf/ua8sRyorC266NIk0mK8odVdLcOLr33dfiWK1WcrkcpVJF/jfRb8ei1/K9HfTxypZ+ivbhjpU1b8pl2mmh1mwEQUAratuyqtNMJI1a4a0Hs2QmXWx96ayiKITSYc6uTRLPxTnmPcJB94EdJweFcoHlxApDjsGGVIhEUWTQMcBifInSDjetDFoDhz2HGPYcYiMTZnJtimg21haKmXQhXZe0vNtRK7y1U5RL6j2rkbJcMazq5qq4FHkD4LYJ78uLIQacRobclY27aDQKoFZ4G4ia8LYom2/yeLxS0dVqRB486OaVxR3M4wUKfY90rHGVcO0/VZ5bGzqNTnUcrhGdmvDWhUVvJplPtnQSlSqkORe8wEJ8kQH7AMd9x7DoG7PLvhhbwmGwYzM0bhHjNDoxSEZWEisNuZ7dYGOsZwS/1c+VyFUuhi619DgpWZFJFdJYdGolpFaK5aLaw1sj6j2rnbIiI3a5yZcu+gYlcz+yObDt8VcWN3h4+LrqJx6Po9PpkCT1vdYouvsd2MKYzTfv8kClj3dyNUqmUL/pS77/UbTpRTTpxR3H2GoIgoAoqnNla0WtVtaOpG4S1IVVb6Ukl1sygSqUi1yJXOV88AI2g5UJ/xges7thVYlUPkUkG2XQMdCQ622yOaZoLbVOrphr2DV7LD4mAmMYtUam1qeZi863pOFYIpdEK2owqYZVNVMoF5BEdUFdC5V7psrAa0EdSXTNsOo21d1gMstcJM3Dh7xbj8Xj8a08QKUxqAlvi6LRaDAajVsVXoCHD3koyQpvrETqvm6+92EUQYNuozOrvBpBs9UvolIdarWydjbvWStXKlsRURCxG+xEs9G7n7xHyIrMSmKVM6tnKctlxv2jDNj7G+ooujmGKGD1o9du79C5E8w6E16Th4V4YzcytaKWIecgYz0j5Eo5zqxOsp4MttT7PpaL4TA4ulouWQ9luYysyEhqD29NqBXe2pHlcnePJCoXkGLTd5QzC8BbD7q3HovFYmr/boPp4ndg62M2m29KePd7zATshh3N41V0doreezu3j1cQVQOmGpFUA6aakTQSsiKr8vk6cBodxLKxZoeBoihEstGtWbRHPMMMew7tSkIazkTIlwsErP6GX3uTfnsfiVySeK5+Y8PbYZSMHPEc5oBrP2upNSbXp4nnEg1/nVpRFIVoNobT6Gx2KG1HsVxEQEDb5aNiakXte66diqS5e99nUvwcgly4Y8I70mfHab6++ZRMJtWEt8GoCW8LY7FYbkp4BUHgbcOeHffx5vvfgS70XejAxbpG1O7YvKXb0Ik6tcJbIxpBg0bQkC/lmx1K2+Ew2EkXMxRKzdtkyRQyXNi4xNXIHL1WP6M9I9j+f/b+PEiyNa3vwz/nZJ7c9z0ra+tae6nqnuXeGXRvN3PvQAT2hIdBtiVDaEA2+oFCoDBBCMcgsMMSshbbgGMIyQokCMAhBzA4BgsMYszICDEww+27dG3dVb1XZS257/tyzu+P6u57e3qryqyq3N5PzMSdm3nynGeyMvO8z/s8z/drcpzKtdpqm518lEnnxKn6UCo6hYhzrGObolchSRJus4vl0BJ+i487qbvcTt2h1jqZNupOqDSrtNTWic5Ejwq1Vg2j3igq48ekqYqE97i01dZIb6wo2RtoOhNN7/Izz2maxrvR1BN15sfk83khWHXCiIS3j7Hb7U+kyR/z5pyPe+ki6XLni4x65C3kZh59/la3IfYdik6hKWYrj8VhhVe8Z8dBkqRHFjv9rzjcbyg6BbvBRraWO/NrN9stHma3WU/cxKKYuRJeJmALnOqif794gFFnxGvxnNo1HhO0BdCAeClxateQJZmwI8SV8DJ6WWEttkE0t9uTzppcNYfT5Bxpu5NOObRyEsrWx6XRboiW5mPSaDdHelZcya7Q8H0cnjM+cC9dJFNpcHXu6YS3VCqJhPeEEXeJPubbK7zAE1Pq611UeRvB11H11qFsaxb+qMdHiFZ1htVgHShP2X7CdcZtzZqmESvGWYmtUm/VWQ5eYso9iV7Wn+p16606sWKcKdfEmVTSZElmyjXBbmGPZvt0BaYUncKMZ5qLgfMUG0VWDtZIllNnOt+breVwm11ndr1hotwsY1VEwnscNE2j1W6Juedjcjj3PLrvmSHzAc3g68997vpOCqNe5pNTT49lFAoFkfCeMCLh7WOeV+H12YxcDDu6muNFVmiMXR1K4SqRvB0fw6OqeD8J0QwCosLbOW6zi3ytcCaqv/lanrXYBvFSgjnPDIv+BcxnpOi7k4viMXtOzNboKLjMLuwGG3uFvTO5ntVg5YL/PFPuSXbze2wkblGsl079uvVWnUqjgsvkPPVrDSPlRgWLQajAHoeW2kJDExXeYzLKc89y9QBdLU4j9OnnPn89muL1aQ8m5emW72KxKBLeE0YkvH2Mw+F4JuEFuPpojrebBKUeeRtD5n1o9Z89SDcYZJHwHpfHNyLRCn48rIqVSrOKqgkbrONiVsxYDRZS5fSpXaPWrLGVvMOd1D38Nh/LoUu4zrAaWKgVyNXyTLgiZ3bNx0y6JkiUk1TOqANBkiS8Fg9XQsu4TS42k1vcTd8/1TntZDmF0+Qc2YV0NzTbTRrthmhpPiaNdhOdpBMt9MdklJWtDZkbADQCzwpWNVptPthLPzO/C4ctzQ7H6ehKjCriW9vHPK/CC4f2RMlynYeZznfR6+NvI6kNDJn3ugmx71B0BjGPekxkSUYv68VGwTEx6o3Ikky1Dz1lBwG/1U+ynDzxzoKW2mYnF2U1vo5Bp3AlvEzYHjrTRepjG6KIY6wnrXxmxUzQGmA7Fz3Tzg1Zlok4x7gcWgI0VmJr7OX3UU/YG13TNBLlJAGb/9UHC56h3Khg1BtPvaV/2Gi2G2KDpQOa6ui+b0r2Bi3bFKol8Mxz67Ec9ZbK1RckvKLCe7KIhLeP8fl8pNPPVkBen/ag6OSu5nhbrkXalhDGIWtrFp6ynWHUGagJxeFjIUkSFoNFzPF2iNfiodaqn1hbuKZpJEpJVg9WKTXKXApc5JxnuicLrWQ5SVtTCdmDZ37tx0ScY1SalZ6Igxn1Rua8s5z3L5CtZlmJrZGuZE4s+c7V8kgg2pk75HB+V7QzH5daq47pFGzLhhlVU2mp7ZGde1ayKzRCz7cjemcnicdq4ELo2UpuNpvF53s2ERZ0jkh4+5ixsTESiWfVNs0GHa9Pu7tKeJGkw7bmIROuUnQKba0tvHiPiUkx9dReZFARc7ydo5N1+Ky+E1EULtaLbMRvslfYZ8o9xQX/Ys/aNVtqi2h+j0nnRE9bH/WynglnhJ1ctGdt93ajnUvBi4w7xtjObnMruXUiG0TxUhy/1S8sdTpEKDR3Rq1Vw6Q39TqMgeJxAUIZxW6Cdh0ld/O57cwA70bTvDnnQ5af/R1LJpOEw+HTjnCkEAlvHxMOh0kmk8997s05Hx/spmm1O1/I1MffRilsItdPb47urNHLeiQkMY96TEx6E7WmSHiPi1WxUm6KCm+nhGwB0pVMx2MI9Vadu+l7bCZv47a4uRJaxmvx9DQR2svvY1EsfaEe7Lf60UkysWK8ZzFIkoTf5udy+DI2g5WbiVs8yDzsuBOn2qxSqBUJ2p5tERQcjXKjjFUIVh2bWquOSREJ73F4LFg1iptTSm4DSWvSfE6Ft1BrspnIcXXO+9zXplIpkfCeMCLh7WPC4TCp1POruNfmfVSabTbiuY7PX498BgBD8lsdn6PfkCQJRSfmUY+LSS8qvJ1gNVipNCpCuKpDzIoZh8lB4phV3rbaZje/x2psHZC4Elom4hhDlnt7S6s2q8TLiTOzIXoVkiQx5Zpkr7Dfc20Dvaxj0jXBcvASTbXJysEaB8XYsb87sWIcr8UzsjOB3dJst4RgVYfUmqLCe1ya7QaGEfXgVbI3UPUWmp6lZ557bzeFqsHV+Wd1CFRVFQnvKSAS3j7mccL7PMGPS2NOXGalK3si1RKi6b4whG3NQrjquJhFS3NHmPRGJEmiKqrjHROyBYmXEkcaQ9A0jXQlzWpsnVwtz3n/InPeGQz6/pgP28lFCVj9WPoomXCYHLhMTnbzu70OBTgcn1jwzTPvmyVZSrEW2ziyJ3Oz3SRVSfd0NnrQKTfLGHVCsOq4qJpKvS1meI/LKFsSGbI3aPo/Ds/5rr0bTXHOZyXietYiL51OU6/XRcJ7woiEt48Jh8M0m03i8Wfb0XSyxBtz3u7meDm0JzKmvglD5MF6KFx1enYYw4hRb6Kltmm2T98XdZiQJAmrwSrmeLvAaXJg0ps4KMZeely5UeZWYpPtbJRxZ4RLgQvYz9Df9lXkqjmKjRIRx9nbEL2KSdcE6UqG0hn44x4Vp8nJcugSQVuAu5n7bCZvv1LxfK+wj9PkEO24XXDYztw/GzKDQr1VR5bknqiuDzKHlkQj+J5pGkr2Bo3g8+d3r++kuDr3fFGqBw8eYDabhS3RCSMS3j7GZrNhs9nY3t5+7vNX5/zcjOUo1TuvZtbH30ZXPUBXftjxOfoNRVZEhfeY6GUdiqyIKm8HWBUhXNUNkiQx6RrnoBh77ihCs93kfuYBNxOb2I12roSX8Vt9fdEy/BhVU9nORRl3RFB0/Vc5M+qNhOzBM7cpehWSJBGyB7kSuoxJb2QtvsF2doeW+uzGW61VI1FOMuEc70Gkw8OhYJXYMDgu1VbtSUeP4Og01dGs8Oqq++hqSRrBTz/z3H6+wm6+8lw7IoBoNEowGBSftRNGJLx9TjAYJBqNPve5q3M+2prG+7udi041wm+gyQrGIWprVoQ1UUcIpebOsBqEcFW32I12HEY7+4WDJ4+pmspB4YCVgzVaapvl0CUmXOPoZF0PI30+8VICCfraF3bMHqberpOuZHodyjMoOj3T7imWgpeoNKusHKwRLyWeSs5383v4LF7MyrMtgIKjUxEV3o4Q87udMaotzUrmBgDNwOvPPHc9mkKW4Dtmni9Ytbu7K9qZTwGR8PY54XCY3d3nz15Nei1MuC2820Vbs6bYaARexzBEfrwGMcPbESa9USg1d4DVYBHCVSfAhHOceDlBrVkjW82xFlsnWUkz75tjwTfXt4vNZrvJXn6fKfdkT22IXoVO1jHpnCCaj/atbZtFMXPev8CMZ5qDYoz1+AaFWoFyo0y2miPiGOt1iANNq92i3m4ID94OEJZEndFsNzCMYsKbvUHLMYNqfraKe30nxZVxF07z89+X/f19xsbEb91J0793ZwEAkUiEvb29Fz5/bcHX/Rzv+GcxpP4SntNGNogYdAoNMcN7bIRSc2eY9Cb0sq6v5iMHEYvBgtPo5GZik/uZB4TsIZaDl3Ca+nuOaTe/h91ox2ly9jqUV+K1eDDoDK+cl+4lkiThNru5HFrCa/GylbrDVvI2XosHoxAM6op8vYBZb0bfh233/Y6wJOqMersxkjO8hhfM76qaxnu7qRe2M8NhwhuJ9J8WxKAjEt4+Z2xsjIODgxc+f3XOx3a2TLz4crGPl1GPvIXcKqHk1jo+Rz9hUkzUW/W+mlUbBEyKiapIeI+NJEm4zC6yR1SaFTxLS23xMLtNrpajqTaZ984RtAX6foap3KiQrKSYck30OpQj8dim6KAYo96q9zqclyJLMmOOMDOec7TUNqlymmh+t2+r04NAtprrC3/oQUS0NB+fZrtFW22P3vvWqqLPb9IIPtvOfDtZIF9rvlCwCiCRSIgK7ykgEt4+Z2xsjGQy+cLn35j1IkFXVd6m/+OoimNo7ImMusMqQL3d3wu6fsOiN1Nr1kRrbge4zC6ytZzYZDkmmqYRLyVYOVij1qqxHFoibA8RzfeXuNLz0DSN7dwOIVtwoCo/NqMNj9nNTu752hD9hKqp7Ob3GHdGuBi8QKFWZCW2Rqqc6vvPR7+haRq5Wg6XSHiPTbPdpKk2MQ/Q97wfqLVqKLLSl7oLp4mSX0fSWs8VrLq+k8Ji0PHxSfcLXy88eE8HkfD2OY+9eF+Ey2JgKeLsao4XWU898p0YU9/q/Bx9hCRJGMU86rExPvGU7bxbYFRxGh002g3REn4M8rUCa/ENDooxZjznWPQtYFHMRBxjtNQWsT5uuwXIVrNUm1XGBnCudMI1Tq6Wp1Av9jqUl7Kb30Mn6wjbQ9gMVi4Gzj+aQ97lZuKWGCM4BsV6EQkJm1BoPjblRgWjXngXH5daqzZQm4EnhSFzA1VvpeW++Mxz16NJPn3Og0H/4vRLJLyng0h4+5xwOPzSCi/AtXkf70ZTqF3seNcjb6FkbiC1hsNeRcyjHp8PPWWF4vBx0ck6nEaHaGs+ArVWjdupO9xJ3cVv8XI5tITb7HrSvqyTdcx4zrFb2O/bzRdVVdnJRZlwjqMfwOqFQWcg4hhjO7vTt5XSYr1EvJRgxnPuyWdDkiR8Vi+XQ8s4TU5uJbe4l74vNBuOQLaWe+p7Jjg65WYZqyKUrY/LqLaBK9kVmoFPwrfdG+qtNqv7Wa7Ov1zNP5lMioT3FBAJb58zNjZGKpVCVV/cZnp13kem0uBeqvPd+vr4Z5G0FobUOx2fo58wKyaqfT6j1o8IT9nOcYs53pfSVttEc7usxTbQy3quhJcJO8LPVTa2G+0ErH7uZx70ZUJ2UIqhl/X4rS+ew+p3QvYgbbVNstyd6OFpoKoq9zMPiDjGsDzHhkgn6xh3RrgcWkLVNFYO1tgr7ItxjJeQq+ZwmVy9DmMgEd7FnVFr1TCPmtCcpqG8QLBqZT9Do62+dH43k8lQrVbFDO8pIBLePiccDlOr1chkXuyd+MkpNyZF7mqOt+2YoWUdx5AaDnsik94kWpo7QHjKdo7L7KLUKAkP6G9D0zSS5RQrB2sU60UuBs4z4zn3Sm/GCec4LbXdd4rCjVaD/cIBU+7Jga6WyZLMpOuwPbjVZwr9u4UPW5lfhlFvZN43y6J/gUwly+rBOplKti83SXpJtVml3mr0veJ5v1JulEXC2wGj2NKsq0TR1dPPTXiv76QI2I0sBG0vfP329jYGgwG3+8UzvoLOEAlvn+NwODCZTGxvb7/wGKNex6emvd3ZE0kS9fG3h8aP16Q3ipbmDhCesp1j0BmwKhZytXyvQ+kbivUSG4lb7Ob3mHJPcCFw/sgLR1mWmfFMs9dnrc07+V3cZhd2o73XoXSN2+zCopjZK+z3OpQnPG5lnv1IK/OrcBjtLAUvMuYI8yD7kM3kFhUxmvGEbDWH0+QYOfGgk6DZbtFoN7AaREvzcdA07dDKacRampXMDQAagWcVmq9HU1yd8730d21nZ4dgMDjQm6n9ikh4+xxJkggGgy9NeAGuznu5sZem0ercsqE+/jZK8S5yLdHxOfoFk2Ki0W68tBVc8CwmvemRcJXYLOgEt9kt2po5rILeTd9nM7mFy+R84ql63Ju43WgnaAtwN32vL+xoivUS2WqWCed4r0M5ER7bFMVLib74zjfbLe6l7xNxjGF+Tivzy5AkiYDNz5XwMlaDlfXETR5kHoqOCx61Mwt15o4oN8sYdUKw6rg02g1UTR0572wle4Omcx7N5Hnq8Wylzu1kgTdf0s4MEI1GCYVe3tki6AyR8A4AY2NjRKMvt5C4Ouen3lJZO8h2fJ3G2GcAhsKeSJEVZEkWVd5j8qFwlZjj7QSX2UW+lh/ZCrmqquzl91mJrQEal0NLjDsjXVWWDl+v516P53kf2xCF7aGhWsRZDBb8Vj87uZ2exqFqKnfTd7EYLK9sZX4ZelnPpGuCy8ElGu0mKwdrxIrxkf1ONttNio0SbjG/2xGH7cyiuntcaq06Rp3xuRoNw4whu0LzOe3M7+2mgUPNnZexv78v5ndPidH6JA4os7Oz3Lt376XHnA/Z8VoNXbU1q2YfDe9ljEPQ1ixJklBq7hCrYhFzvB1iUczoZT2FWn/bvZw0mqaRrmRYia2RrWY5719gzjt7IomhLMnMe2epNMo9bb1NVdI0282ukrF+ZdwRodgokav2rh1/JxelpbaO1cr8MkyKiUX/PHPeWeKlBGuxjZ7+/+sVuVoeq2LBoDf0OpSBpCIEqzpiFOd3pVYZfX6TRvA57cw7KeYDNoKOl78n9+/fZ25u7rRCHGlEwjsAnD9//pUJryxLvDnn686PF2hE3sKQ+hYMgejHoVKzSHiPi6jwdo4kSY/UmjvvtBg0yo0Kt5JbbGe3GXeMcSl48cTnWxWdwoJvnoNijEzlxQJ+p8VjhelJ1/hQzkEqOj3jjgjbuZ2eVELjpQTpSoYF3/yJv78us5Pl0KUnrfFbydt90b59VmRFO3NXHCo0iwrvcTm0JBqeTpijoOTWkVBpBD/91OOaph3O776iugvw8OFDFhcXTyvEkUYkvAPAwsICDx8+fOVxV+d93IrnKdQ69ySsj7+NrpZAX7zT8Tn6hUOlZmFNdFysBguVZkUonXaIy+QiV8sN/fvXbDd5kHnIRuImNoOVy+HL+G3+UxPbsBgszHpmuJd5cOZe0fuFA0x6Ix6z59UHDygB26E3ZKJ0thoOhVqRnVyUed/cqbWKy5JMyB7kSngZg87AWnz9SUV5mFE1lXwtj1skvB3Rareot+tYFFHhPS611uh58CqZG6iKnZb7/FOP7+YrxIpVrh0h4d3e3mZhYeG0QhxpRMI7ACwsLLCzs/NKAaarcz40PpwV6IR66K+gycahUGsWLc2dYdKbkJFFlbdDHCY7LbVNZUjbwlVN5aAYY+Vgjaba5HJwiUnXBPozqHx6LG7G7GFup+6cmRhRrVUjVooPvA3Rq5AlmSnXJLv5/TN7b+utOnfSd5lyTeA4A9VrRadwzjPNUuAi5UaZlYM1EqXk0G5OFWpF9LIOiyIqlJ1QapQw6o0oOiFYdVyqrRrmEWtpVrI3aAReg2+bW35nJ4lelvjUOe9LX18qlYjFYiLhPSVEwjsAzM3NUSqVXilcNeYyM+Ozcn2ni7ZmvZlG6DuGwo9XWBN1hiRJ2I12ivXRmkM9KWRJxmVykqkMX1tzrppjLbZBspRk3jfLgm/+zOe0xhxh7EYbm8nbZ1Kh28nt4rV4RmKOz2V2Yjfa2c3vnfq1Gu0Gt5JbeC0eArbAqV/vo1gMFs77Fznnnma/cMB6/CaFIfy9y1QzuM3uod6oOU0K9eKZbMQMG6qmUh81SyJNe6Fg1bvRFB+fdGMzvnzjZG1tDavVKlSaTwmR8A4AVquVsbEx1tbWXnnstXlfd368HLY1G1LXQe28NbofMClmWmpL2FJ0gMNkH8oF4Fnht/pIllNDUzmqNqtsJW9zN3OfoC3AcmgJp8nZk1gkSWLGcw6DzsBm8vap2hXlawUKtcLQ2BAdhSnXBKlK+lR9bJvtJrcSW9gNdqZck6d2nZchSRIei5vL4SW8Fg9bydvcSd2j3hqOMZi22iZdyeC3vrqNUvB8RMLbGbVmDVmSMehGRyhNV36I3MjS+LaEt6WqvLeb5uor7IgA1tfXmZubExtUp4RIeAeE+fl5bt68+crj3pzzsZevsJfvfLFSj7yF3K6gZFc6Pkc/oJd1mPRG0ZrbAQ6jnWK9NDQJ21njNDmRJIlsLdfrULqipbbYzu6wFt/AqDdyJXSZkD3Y8xuyLMnM+2bRyzq2UqeT9D62IYo4wig65cTP36+YFBNBW4Dt3M6pfP+b7SabyS2sBgsznum++CyNOcJcCS8jSxKrsXV283t94fvcDelKBpPeNBKdCadBS21TbpSxGx29DmXgKDcrWBRLz7/bZ4mSOVwvNwKvPfX4ZjxPqd46kmDV5uamEKw6RUTCOyCcP3+era2tVx73HbNedJLUVZW36btC2+jBOAR+vIeKw8M5S3maPJ75EvZEnSFJ0mGVt5TsdSgdoWkaiVKClYM1Ks0qS4GLTLun+mqW7dCuaA4J+VTamxPlJJqmErQHT/S8g8CYY4xKs3riauPNdpNbyS1MehMzJ2Q/dFIYdAZmvTNc8C+Sr+VZja2RKqcHdtMvUU4+ESITHJ9ivYhRb8Qo7JyOzSh6FxuyN2i6FtGMrqcevx5NYTPquTL+6o6ou3fvcv78+VceJ+gMkfAOCIuLizx48OCVxzlMClcmnLzbzRyvJNOIfAZD8ludn6NPOPSUFRXe4/JkjrdW6HUoA4vf6iNfK1BvDdZoQKFWYD2+wX4hxjnPNOf9C1j6dPGik3UsPrKy2Uxs0WqfTNLbUlvs5veYdE0iS6N3m9TLOiac4+zkoidmU9RoNbiZ2MSimJnzzvbt+2oz2rgYuMCEc4KdfJSbiU1KA9YlVG5UqDareC3Dqyp+2hRFO3PHlEfQu1jJ3nimnRkOE96/MutFr3v1751QaD5d+vOOI3iGhYUFtre3j3Ts1Xk/7+2maKud70zXI2+hZFeRmoOd8FhEhbdjxBxvdxj1RpwmB8nyYFR56606d1J32UrdwWvxcjm8hGcABG9kWWbBN4dBb+BmcvNEZjD38vtYDRZcPZpT7gf8Vh86Wc9BMdb1uSrNKjcTm9iNNmY9M33/mZIkCZ/Vy5XQMg6TnVuJTe5nHtAYED2IZDmJx+xBL/dPR8agUagVcIh25mOjaRqV5mglvFKzhL5w5xnBqkqjxfpB9kh2RAA7OzuipfkUEQnvgLCwsEA0GqXVenUF4+qcj3ytye1kvuPr1cffRkLFkHqn43P0A1aDhUa7IYSrOkDM8XaP3+rve/Gqttommt9lNbaOTtZxJXyZMUe4bytwz0OWZOa8sziM9kPF3S46EyrNKvFygknXcNsQvQpJkph2T7JfOKDR7rxLIVvNcTN+C5/Vyzl372d2j4PuUaX7cmiJttpm5WCV/cLBiVW9T4O22iZVThOwCbGqTmmpLcrNCnZR4T021UfOGOYRUmhWcqtIqDSCn37q8Rv7GVqqxptHEKyKxWJks1nm5+dPK8yRZ3BWNCPO9PQ0mqYdaY7345MuLAZdV3O8bfsULfs5DAM+x6uX9Rj1RlHl7QAxx9s9LrMTTdPI1TrffDotNE0jVU6xElujUCtwwb/4SP14MAWaZElm2j3FhDPCVuoO8VLi2OfQNI2d3A4Bqx+LYj6FKAcLu9GO2+wimts99ms1TWOvsM/d9D3OeaYZd0YGKtn9KEa9kXnfHIu+edKVNKuxdTLVbF9uZGUqGQw6AzaDrdehDCzFeknM73ZIuVHGopgH9rveCUrmBqrBScv1dLJ6fSdF2Glixvfqavfq6ip+vx+nc3S7ik4bkfAOCIqiMDU1xfr6+quP1cl8x4y3Oz9eDqu8xuTg+/GKOd7OEHO83SNLMgGbn1gx3utQnqJUL3EzcYtofpdJ5wQXAxewGYdjgRywBVj0LbCb3+NBdvtY1bhcLU+5UWHcGTnFCAeLCec4mWqWUr105Ne01Tb3MvdJlJJcDFwYmllSh8nBUvASY/YQDzIP2UzeptKs9jqsJ2iaRqwUJ2gPjFTCcdKI+d3OqYzg/K4hu0Ij8Dp8W1fUu9EU1+Z9R/ou3rx5U1R3TxmR8A4Qi4uLR7ImgsO25tWDLLVm59YK9fG30ZcfIlf2Oj5HPyCUmjtHzPF2T9AWoFgv9sXCuNFucC99n1vJLZwmJ5dDy/is3qFbHDtMdpaCFynVi2wmbx9ppEHVVHZyO4w7ImL28SMY9UbC9hAPj2hTVG81uJXYpN5qsBS8OHRqrZIkEbAFuBJexqKYWY9v8DC7fWKCad1QrBeptxv4LN5ehzLQiPndzjlUaB6hhFdTUbIrzwhWpco17qWLR2pnBtja2hIKzaeMSHgHiMXFRe7cuXOkY6/N+2i2VVb2Mx1frz52DU2SB77Ke5jwigpvJziNDgr1Yl/PrPU7ik7Ba/ES72GVV9VU9gr7rBysoWoql0NLjDsj6GRdz2I6bYx6IxcDF9DLetbiG+SquZceHy8mkB5V5AVPE7aHaLYbpCvpFx5z2CKfZj2+jsVg4UJgcaj9i/Wynin3JMvBS9RbdVZiq8SK8Z62OcdKcQJW/1B/r0+bZrtJuVnBYRIV3uOiaRrlZgWrMlybXC9DV3qA3MzTDL7+1OPvPhopPGrCe//+fSFYdcqIhHeAOKo1EcBcwEbQbuxqjlczumn6Po4hNegJ72Phqt7vwA8aZsWMXtZ3JQIkgJA9SKqSPnGv2FehaRqZSpbVg3UylSyL/gXmfXMY9cYzjaNX6GQd895Zxh0R7qbvcy/94Ll/g2a7yV5hn6kRF6p6ETpZx6Rrgp38Lm312a6hZrvJnfRdtnM7TLunmfGcGyjRs24wK2YW/QvMemaIlxKsxTbI92Bmv96qk6vmCdoCZ37tYSJXy2M1WDHoxPzucak9FqwaIf0DQ/YGGhKNwGtPPX59J8WFsAOf7Wj3WmFJdPqMxh1pSFhYWGBnZ+dIx0qSxJvzvie7TJ1Sj7x1WOEd4AqfXtZj1BnFHG8HSJKE2+wi+4rqmODlWA0WrAYridLZWRRVGhU2k1s8yD5kzBFmKXhxJOfSDltQ/SyHLtFUG6zG1p+p9kbzuzhMdpwm0cb4IjxmD0adkf3iwZPHNE17IuIkIXE5tDQ087rHxWV2sRy6hN/m407qHrdTd6g1a2d2/VgpjtvsGpnNrNMiW83iNrl6HcZAMqqCVS33BTTDh/cOTdO4/mh+9yioqioS3jNAJLwDxMLCAgcHB5TLR0vcrs37uJ0skKl07ktZH38buZFFX9js+Bz9gNVgEW3NHeI2u8jWcn2pSDpIhGwB4qXEqb+PzXaTB5mHrCduYjFYuBJeJmDzj9Qi5HkY9UYWfQtPqr33M4fV3nKjTLqSYdI10esQ+5rHNkWxYpxaq/6oqnuPh9kdpt1TzPvmhrqF+SjIkkzYHuJKeBlFVliLb7CTiz63Kn6StNU2yVKKkD14qtcZdlRNJV8r4DK7eh3KQFIeQcGq583vPsyUSJXrx2pnrtfrzM7OnkaIgkeIhHeAGBsbw2Kx8MEHHxzp+DdnD79s7+2+eO7qVTSCn0LVWzAMxRyvEK7qBLvRTlttUxH2RF3hNruR4KVzkN2gaiqxYpyVgzUa7QbLwSWmXJNCgOkjfLTa22g3WD1Y5076HgGrH9MI+UZ2itVgxWN2czt1h9XYGhKMdFX3RSg6hXOeaS4GLlBqlFk5WCVZSp7aZleinMSkNworoi4p1AroZb2wJOuQcrM8UvO7UrOAvnj3mYT3nWgKRSfzqemj/S5+8MEHTE5OYjSK7ozTRCS8A4QkSVy+fJlvfvNoyWfAYWIhaOf6ThdtlDojjdAbGAfcj9dqsFARFd6OkCUZl8kp2pq7RJIkIs4Iu/n9ExcBy1XzrMU2iJcSzHlnWfQvYFZEAvciHld7vRbP4exjLUemkhFdDC9B0zSS5RT5eoFqs0rYFhJV3VdgNVi44F9kyj3FbmGfjfhNiieset9SW+wX9gfa57hfyFZzuM0u8T52gKZpI1fhVbKrSGjPJLzvRlO8Pu3GbDiaeNw777zDJz7xidMIUfARRMI7YLz++uu8//77Rz7+6pyP69FUVwu5+vjbGNLvQbvz1uheYzVYqbcbNNqNXocykIg53pPBZ/Eiy/KJzfLWmjW2kre5m75H0BZgOXQJl1kY1x8FVVPJVLOcc08Tsod4mN1hI3GLvBBoewpN08hWc6zFN9jL7zPpnGDcESFdFRsER0GSJLwWD1dCy7gtbjYffV/rrZO5nx4UY5gVC06T+N53g6ZpZGs50c7cIY9t90ZKsCpzA9Xopu2ce/JYq63ywW76yO3MACsrK7z++uuvPlDQFSLhHTBee+01NjY2jnz8tXkf8WKNaK7z6mY98haSWseQOXqi3W/oZT1WxUKhJjxlO8FpclFpVqi3xIZBN0iSxIRznL3CfldzfS21xU4uymp8HYPOwJXwMiF7cGSUcU+Cg2IMRafgt/oIPvJVdZtd3EndZTO5Rale6nWIPUXTNAq1AjcTm9zPPCBg9XM5vITP6iXsCNHWVBLlsxNhG3RkWSbiGONKaBmQWI2ts5vf6+p3oNFuECvGmXCOi6pkl1SaFdpqeySF/U6CYr2A3Wgfqc+hkr1BI/Ap+Mj/5/VYjkqzfWTBKoBbt27xyU9+8jRCFHwEsToaMD75yU9y584dGo2jJR6fOudBkSWu73Su1tzyXKJt8mMY8LZmu8lO4YTbyUYFRafHbrSTq+V6HcrA4zI5MelNHBRjx36tpmkkSklWDtYoN8osBS5yzjMt2kqPSb1V56AYe8qGSCfrDhOS8GUsioVbyS024jdJV9Ij5UOtaiqJUpL1+Aa303dxmhx8LHz5qQ0VWZKZck2wm987c6utQcegNzDnneG8f5FcLc9qbJ10Jd1RtXyvcIDT5MBuFLO73ZKt5nCZnGLTsEMK9eJobRZo6iPBqmf9d51mhUtjR+u4iMfj7O7uioT3DBDf7AFjcXERWZZ57733jnS81ajn41Purvx4kSTq429hHHA/XofRQbEu2hU7xW0Sbc0ngSRJTLrGOSjGaLabR35doV5kPX6T/cI+59xTnPcvYjGMjkDISRLN7+I2u56bKCg6PZOuCT4+dgWPxUM0t8eNg1V283sn1obaj1SbNXZyUT7YXyFWjBG0Bfh4+Arjzgg6+dlZNJfJhUWxsJff70G0g4/daONS4ALjzgjb2Si3EpvHchKoNWskS0kmnOOnGOXokK2KduZO0TRt5BJeffEucqv0zPzu9WiSN+e86OSjVbq/8Y1vMDExgdfrPY0wBR9BJLwDhk6n4/Lly/zFXxy92nptzsd7u2laaudVinrkbfS5m0iNbMfn6DV2o41aq05DtOV2hMvsolArnLrFxihgN9pxGO3sFw5eeWy9VedO6h5bydt4LG4uh5fxWDwj1Tp2khTrRbLVHBPOl9sQ6WX9E4uZc+5pyo0KKwdrbCa3SJXTQ1HZbLabJEtJbiY2WYutU281mPPOshxaImALPDfRfYwkSUy5J4mXE1Qfze8JjockSfitPq6El7Eb7U/ax4+yEbZb2MNn9Y7UzORpUW81qDQruIT/bkdUmlU0TRsxwaobaJJMM/BhZbZUb3IzlufqnP/I5/nLv/xLUd09I0TCO4C8/vrrR67wArw576PcaHErnu/4mvXIW0hoGFJ/2fE5es2TOV7R1twRZsWESW8SVd4TYsI5TryceGHVsK222c3vsRpbR5YkroSXiTjGRMtdF2iaxnZ2hzF7GKPecKTXSJKE2+xi0T/Px8YuYzfaOSge8P7eDW4lNjkoxqi1aqcc+cmgaRqVZpX9wgEb8Vu8v3+DeDmJ2+Ti42NXmPfN4jQ5jryZYlHMBKx+tnPRU458uNHJOiZc4yyHLtFS26wcrHFQiL2wlb7cKJOt5og4xs440uEkU83gMNpRdMLCrRMKozi/m1mh5bmEpnzYJfT+bpq2pnFVCFb1JWLlNIC89tpr3Lx588jHX444sZv0vNtFW7Nqi9B0zg+8PZGY4+0On9VL6pR8ZEcNi8GC1+xhN7/31OOappEqp1mNrZGr5bngX2TWO4NBd7QETfBiUuUUTbVF2B7q6PUGnYGIY4zl0NIjkSs3uWqe1YN1Vg7W2MlF+64LoqW2yNfybGd3WImtsR7foFgv4rf6+PjYFZaCFwk7Qh3PgY87IpQbJXJiI6xrTHoTC7455n1zJCsp1mLrZKu5Z+Z7o/ldgrYARr3w7TwJUuU0XotoKe2U4oi1MwMYsjee086cYsJtYdJ79FEjIVh1dojtrAHkk5/8JFtbW7RaLfT6V/8J9TqZN2a9XN9J8d98ar7j69bHP4vpwR+Apj2lSjdIOIwOdnI7vQ5jYPFaDhO0ZrsphJJOgHFnhJXYGuFGCIvBQrlR5mF2h3q7zoRzHJ/FO1K75qdJS20Tze8y5Z5Clrvf6zXqjYTsQUL2IC21Tb6WJ1fNcTdzn2a7iUlvwmqwYDVYsSoWLAYr+pe0CJ8ELbVFuVGh3Cgf/rdZod6qY9AZcJocTLkmcBgdL21VPi56nZ6II8J2LorD5BAdCCeA0+RgOXiJRDnJ/cwDrAYLU65JzIqZfK1AqV5mzjPb6zCHgmqzSrVZxWNx9zqUgeTx/O6YPdzrUM4MqZFDX7pPMfClpx5/N5ri6jHUmVOpFNFoVHjwnhEi4R1Azp8/jyRJvPfee3z6058+0muuzvn4h79/k0qjhcXQ2Z+9HnkL28Yvo6tEaVsnOzpHr/noHK/hiC2Ngg8x6o3YjDbSlQwhe7DX4Qw8Rr2RoDXAdi6KUW948r6O2RdONCkRwH5hH5NixmM++YWtXtbhtXjwWjwANNrNJ0lnoVZ8IlBm0hsx6IwYdAqKTsGgMzz65+G/62U9EhKSJD2p6qmaSlsFDY1Wu0Wj3aSpNg7/2W4++We9VafePkxurQYrVoMFv9WP1WA59c2poC1AopQkXkp0XD0XPI0kSQRtgcMukMIea/ENAhY/xUaJsCOEXrTfngipShq32YVeFu9nJ4zm/O4KwFMKzfFile1smS/NLx75PH/2Z39GJBLB7z/6zK+gc8Q3fAD5qHDVkRPeeT8tVeODvTRvnussUWmMXUWTdBiSf0F1QBPej87x+vSihakTfBYviXJSJLwngKqpyJJMoV7AptlYDi1hEm2KJ06tWSNWinMpcPFMKuYGnYLB7ML9EdXXZrtJuVGh0W7QaDdotpsUWoVHCWuDZruFxrPWNB/s33jyvyWkpxJkRWfArDfhMNox6g1YlNNPbp/HYwGrO6m7+Cxe0f1xguh1eqbdUwRsAe6l71FpVvFJXjRNE90fXaJpGulymkn3YK5n+oFCvYBjxOZ3DdkbtE0+2o6ZJ49dj6aQgDdmj76uFIJVZ4tIeAeU4wpXTXstjDnNXI+mOk54NYODRuA1jMlvUp3+/o7O0Q84TI7DhNcqEt5O8FjcPMxuU2vWMCmmXoczkGiaRq6WYzsXRSfJ+Cxeaq06RjGneyrs5KP4LT6sPbRxUnQKLvOLvRk1TaOtqYCGpmk01RZrsXUuh5ZRdIeVX1mS+3Zh6TQ5cJjs7Ob3OOeZ7nU4Q4dZb0LVNAJWP/FSgmQ5xZRrEqfJ0evQBpZSo0RLa+MyHc0zVfAsxXoR+4jN7yqZlcP53Y/8Fl/fSbEUceKyHP0efuPGDa5evXoaIQqegxi2GVBee+01NjY2jny8JElcm/d1JVwF0Ii8fajUrPWPKMtxsRvtwo+3C/SyHpfZKcSrOqTSrLKZvM39zEPC9hBLwUtMu6eotWpkq4Nr+9Wv5Gt5CrUi485Ir0N5KZIkoZd16GX9k3Zn4Emrs07W9W2y+5hJ1wSpSppyo9LrUIaORDkJaEy5J7kcWsJv8XI7dYfbqbsDoxLeb6TKabxmj5g775BR9N9Fa6PkVml+pJ1Z1TTejaa4doz5XRCCVWeN+JYPKJ/85CfZ3Nyk1Tq6F+TVeR/30yWSpc5vjvXxt5GbeZTc0ZPtfkP48XaPz3Ko1vzt6qGCF9Nqt3iY3WY9voFFMXMlvEzQFkCSJHSyjknXBA+z2zTbg+/v2i8c2hBFiTjHRJvtGWDSmwjaAmzndsRvwwlSb9XZyUWZck0hSzKyJBN2hPlY+DJ6WcdabINobrev1MH7HVVTyVQzeEWnV8eM4vyuvnAXuVWmEfhQofleqki22jiWHVEqlWJnZ0ckvGeISHgHlPPnzwPw/vvvH/k1j2cLuqnyNgKfRFVsGJLf7PgcvUb48XaPy+yi1W5RapR7HUrfo2kasWKcldgqtVad5eAlptyTz4ik+CxerAYb27ntHkU6fMRLCTQ0grZAr0MZGSKOMWrNGhnRrXAiaJrG/cxDvBbPMy3xik5hxnOOi4HzFOtFVg7WSJZTYrPhCORreWRJh91ge/XBgucyivO7SvYDNElHM/ChsvL1aBKTIvPJ6aMLIv75n/85Y2NjBALi3nRWiIR3QNHr9SwvL/MXf3F0X1yvzcilMQfXu2lrlhUa4asYUoPtx3s4xyvamjtFlmQ8Fjdp0db8UvK1PGuxDeKlBLOeGc77FzAr5uceK0kS5zxT5Gp5MhWRLHRLs91it7DHlGtCtCyeITpZx4RrnJ1cFFVVex3OwJMoJ6m1qky6Jl54jNVg5ULgPFPuCXbze2wkblGsl84wysEjVU4L27cuKdRGb37XkLlB07uMpv9QD+J6NM2npr0Y9Ud3VvjWt74lqrtnjFgFDDDHFa6CQ3uid6Pd7QDXxz+LIXMDqTW4c1pOk5NcNS92wrvAZ/GSrmRQNbGo/XZqrRq3U3e4k7qH3+ZjOXQJ10cUe1+EQWdg2jXJw+xD0drcJXuFPWwG25Hed8HJ4rN4UWQ9B8VYr0MZaB63Mp9zn3ulbY4kSXgtXi6HlnCZnGwmt7ibvi9Gd55DS22RreVEO3MXqKpKoV4YOcEvJfdIsOoR9VabG3tprs4f77N048YNXn/99VcfKDgxRMI7wLz22musr68f6zVX532kynUeZDrf/a1H3kJSGyiZ4yXb/YTdaEPVVMqiJbdj7EY7OllHtprrdSh9Q1tts5OLshbbQJEVroSXCdtDx6owekVrc9dUGhUS5SRTL6mKCU6PQ5uiKfaLB9RFwtURL2tlfhk6Wce4M8Ll0BKgsRJbY6+wL6rtHyFVTmNVLFhe0G0jeDX5egFFVl7YsTSMSPUs+tJDmh9JeNcOstRbKlfnjuele+vWLT7xiU+8+kDBiSES3gHmjTfe4ObNm5TLR0/aXp/2YNDLXN/pvK255VqgbQljTAxuW7MsybjMTrK1XK9DGVgkSSJg9ZMoJXodSs/RNI1kOcXKwRqlRpmLgfOc80x3JJR02No8Tb6WJ1PJnEK0w42maWznogStgZFajPUbdqMNt9lFNB/tdSgDyWErc41JV2cesUa9kTnvLOf9C2QrWVZja6QrmZHvatI0jUQpSUDM9XdFrprDbXaNVEu4IXsDgEbgw8rsu9EUHquB86Gjt3ZHo1F2dnb4ju/4jpMOUfASRMI7wCwsLOByufj6179+5NeYFB2vT7m7m+OVJOrjb2NIDa5wFYDL5CInqpNd4bf6KNZLVJvVXofSM4r1Ihvxm+zm95hyT3LBv9i1aqVBpzDlmuJBdptmu3lCkY4GuVqOSrNCxDnW61BGngnnBNlqTsyTHpPHrcwznmn08tHnAp+H3WjnUvAiEccY29ltbiW3Rto2qtQo0Wg38Jo9vQ5lYNE0jWw1N3LjIkr2Bm1zgLZ96slj16Mprs75kOWjJ/5/+Id/yMWLF/F6RUv9WSIS3gFGkiTeeuutYyW8AFfn/Xywl6bZ7rzFqR55G6WwhVzrzte3l7jMTqrNGvVWvdehDCyKTsFjcZMoJXsdyplTbzW4m77HZvI2brObK6FlvBbPie14ey0e7EYbD7M7J3K+UUDVVLZzUcadkVfOPApOH6PewJg9LGyKjsFhK/MDfBYvzhOaj5QkCb/Nz+XwZWwGKxuJmzzIPBzJzbR4KYHf6kOWxfK3U8rNCqqmYjeOlsK1kr1xOL/76B5fqDXYjOe5ekz/3T/5kz/hs5/97GmEKHgJ4hs/4Hz2s5/lm988XqX16pyParPNRizX8XXrkbcAMKS+1fE5eo1e1mM32sQMapcErH5SldTIzIipqspefp/V2BoAl0PLRJxjJ76AkiSJafc0hbpobT4qsWIcnSQTsB5vnkpweoTtIZrtJimh6H4kDluZ60ycwvy5/pHf9+XgEk21ycrBGgfF2MgIDzbbTTKVLAGb+H3ohlw1h8vsHC31e7WFkl17SrDq3WgaDY7lvwtw/fp13n777RMOUPAqRujTOpy89dZbrK2tHWuO99KYA5dZ4Xq086qcagnQdF/EkBzcOV449JPNiTnerrAb7SiyQro63EmZpmmkKxlWYmtkq1nO+xeY885i1BtO7ZqitfnoNNpN9gr7TLkmR2qurN+RZZlJ1wTR3C5ttd3rcPqa2gm2Mr8Mk2JiwTfPvG+WZCnJWmxjJMZ7kuUUNqNNzPZ3SbaaxWVy9TqMM0VfvI3crj4lWPVuNMWMz8qY6+ifp2g0yoMHD/jMZz5zGmEKXoJIeAecTuZ4ZVnizTlfV8JVcGhPZEx9Ewa4Vc1tdlGoFWmJhVjHSJJE0B4kVowPbdtiuVHmVnKT7ewO484Il4IXz8x/8MPWZqHa/DJ287u4TE4cJkevQxF8Gx6zG5NiZK+w3+tQ+hZN03hwwq3Mr8JpcrIcWiJoC3A3c5+t5O2h1WPQNI14KUFIiFV1Rb1Vp9qsHUs5fBgwZD5Ak/Q0fB978tj1aOrY7cx/+Id/yKVLl/B4xAz5WSMS3gGn8zleHzfjOUr1zqtG9chb6KoxdKUHHZ+j15j0Jkx6I/lavtehDDQ+i5d6q05pyGyemu0m9zMPuJnYxGawcSW8jN/qO9MKoiRJnHNPU6gXSYvW5udSapRJVzJMChuivkSSJKZck8RLCWqtWq/D6UsSpcNW5rP+DEuSRMge5EroMka9kbX4BtvZHVrqcPmAH44uabjN7l6HMtBkqznsRtvIaSQomRWaviugP6zm7uUr7OUrx25nFvO7vUMkvEPAd33Xd3U0x6tq8N5u53NVjfAbaLIB4zC0NY9AO9dpopN1+K0+4qV4r0M5EVRN5aAQY+VgjZbaYjl0iUnXBLpTbDN8GYpOYdo9xYPMQ2pNkTB8FE3T2M7uELIHMeqNvQ5H8AKsBitei5ednLAp+nbKjTI7+SgznnM9/I3RM+2eYilwkUqzysrBGolSYmi6duKlBAFbQIw7dEmuNnrqzABK7sZT87vXoyl0ksR3zB5PaVnM7/YOkfAOAZ3M8U54LEx6LLzbhT2RplhpBD818PZE7kdzvMNyY+8VQVuATCVLo93odSgd89huYS22TrKSYt43x4JvHpPe1OvQ8Fo8+G0+tlJ3hq760g3pSoZ6u86YPdzrUASvYMIZoVArkq8Veh1K39BoN9lK3SHiGMPZB+34FoOF8/4Fznmm2S/EWI9vUBjwv1e1WaVYLwoxuy5pqW0KtSLuEUt45VoKfTlKI/ih/+71nSRXJpw4TMqRz7O9vc2DBw/4zu/8ztMIU/AKRMI7BMzPz+N2u4/d1nxt3tedHy+Hbc2G1DugDq6gjs1gAySKDeEV2Q0mxYTT5CBeTPQ6lI6oNqtspe5wP3OfkC3EcvBSXyxAP8qkcwKj3si99H2xQQO01TbRfJRJ53jPKmOCo6PoFCLOMWFT9AhVU7mTuoPD6CBsD/U6nCdIkoTH7OZyeAmvxctW6g53UncH1sLvoBjDa/Gi6I6enAieJV/LY9Ib+2ID+CxRsjcAnghWtVWN93fTXJ0/3gbKv/t3/07M7/YQkfAOAY/neP/4j//4WK+7OudjJ1smVuxcpKI+/lnkVgklt97xOXqNJEm4TKKt+SQIO8LES4mBqkC21Bbb2R3W4huY9EauhC4TtPdn65skScx5Z6i16kTzu70Op+ccFGMYdAa8luO1lQl6R9AWQNO0kfTu/iiHIlXbaMCMZ7ovf29kSWbMEeZKeBmdrGM1tk40P1hq2/VWg1Q5zZijfzYUBpVDOyJXr8M4c5TsDdqWMG3rOAC3k3nytaaY3x0wRMI7JHz2s5/lW986nifuG7M+ZAne7UKtuen7GKrBOfD2RG6zS/jxngAOox2zYh6Ixexj1c6VgzUqzSpLwUtMu6fQ6/pbjEMv61nwzZMoJUmVu+vQGGTqrToHxZiwIRowZOnQpmi3sEurPTgbYydNrBQnX8uz4Jvrez9Tg87AjOccF/yLFGoFVmJrpMrpgajSx4oxXGansCLqEk3TyNXyI9fODGDIrhzO7z66z1zfSWE16Pj4pOtY5xHzu72lv39lBUemkzlep0VhOeLinW7ammUd9bHvHHjhKqfJQaPdoNKo9DqUgWfMEeagGENV1V6H8kLytQJr8Q0OijFmPOc471/AMkALIrNiYs47y4PsNqX6aLbi7+R28Zjd2Iy2XociOCYukxOrwcZuYa/XofSEXDXPbn6PBd8cBt3p+XifNDajjYuBC0w6J4jmo9xM3Orr359mu0WinBTz/SdAoV5AQno0AjZCqE2U3PozglWfPudF0R09hdre3mZ7e1vM7/YQkfAOCZ3O8V6d9/JeNIXaxU5tffxtlOwKUrN/b3yvQifrcJtdpCqdq1YLDnGZnBh0Csk+rD7WWnVup+5yO3UHv8XL5dASbrNrICuELrOTcWeE26m7Ay0U1gmFepFcLceEa7zXoQg64NCmaIJEOUllSH1fX0S1WeNu+h7n3FMDuVkjSRI+q5fLoWWcJie3klvcS9/vy9+geCmOzWAbyPe530iV03gtnoG8V3aDvrCF1K49SXhrzTarB9lj+++K+d3eIxLeIaHzOV4/2WqDu6nOVRjrkbeQtDaG9PWOz9EP+Cxe0pXBaNPqZyRJImwPc1A86Jv3sq22ieZ2WYuto5d1fCx8mbAj3PethK8iZAviNDm5nbrb1xX1k+SxDdGYIzxQ1THB05gVM0FrgO3s6AhYtdQWt1N3CNj8+KzHWzD3GzpZx7gzwuXQEqqmsnKwxn7hAFXrj9+httomVooz5hDV3W5pq20y1Sw+6+hpJRgyH6DJhkMPXmBlP0OzrXLtmAmvmN/tPYO92hM8RSdzvJ+YcmFWdFzvYo637ZihZZvEkBxseyKHyYGqaRTrxV6HMvB4LR5AIt3jirmmaSTLKVYO1ijUi1wMnGfGc25o1DolSeKcZwoJuJ99OBKJQ7Kcoq22+0rVVtAZEecYlWaFXC3f61BOHU3TuJu+j0lvZMI5PJ0JRr2Red8ci74F0pUMqwfrZCrZnv8WJcpJTHoTDqO9p3EMA7laDoPOgEWx9DqUM0fJ3jhMdnWHHu/XoymCdiNzgeN1DYj53d4jEt4hopM5XqNex6fOebry40WSqI+/hTE12HO8siTjtXhEW/MJIEkSYUeI/ULvqrzFeomNxC1283tMuSe4GDiP1WDtSSyniSzJzPvmKdYLHBRjvQ7nVGmpLaL5XSZdEwNfnRccCrCNOyNs53b6pjJ4Wuzko9RbdWa9M0PZFuow2VkKXmTMEeZB9iGbya2eaWKomspBMcaYPTyU7/VZkyqn8Vm8I/leHgpWffrJv1/fSfHmvO9Y78Xj+d1r166dRoiCIyJWDENEN368N/Yz1FudWw3UI2+jL95Drg72gttn8ZKpZId+8XUW+K0+WmqbbC13ptdttBrcS99nM7mFy+TkcujQS3KYb9YGncKCb569wv5Q22vtFw6wKOaRVAodVgJWPzpJJl6M9zqUUyNZTpEspVj0zaOX+1sFvhskSSJg83MlvIzFYGE9cZMH2W2a7eaZxpEqp9FLOvE7cQI0203ytQJe6+jNnsq1BLrKHo3g6wBkKnXupArHtiMS87v9gUh4hwhJkviu7/ou/p//5/851uvenPNRb6msHWQ7vnYj8hk0JAzJ47VU9xtWgxW9Tj/UScNZIUsyIXvwzKq8qqayV9hnJbaGhsbl0BLjzgg6WXfq1+4HrAYrM55p7qbvD6UQULVZI1aKCxuiIUOSJCZdk+wVDs48MToLivUiD7PbzPtmMSmmXodzJuhlPVOuSZaDSzRadVYO1ogV42eykaxpGvvFA8IOUd09CTKVLFaDFZN+ND67H0XJ3AB4Ilj1uBPyuAnv1772Nb77u7/7RGMTHB+R8A4ZX/jCF/iTP/mTY73mfMiO12roao5XNXlpei8PvD2RJEn4LF7R1nxCBG0Baq0a+XrnomivQtM0MpUMqwdrZCpZzvsXmPPOYtQbT+2a/YrX4iVkD7KZ2KLWrPU6nBNlJ7eD3+LDYhi9ObJhx2ly4DA5iOZ3ex3KiVJulNlK3mHSNYHT5Ox1OGeOWTGx+Oj3OF5KsBbbOPV57cfCk4c6EoJuSVXSIylWBWDI3qBlHUe1jgGHCe9C0E7AcfTkv91u8x//43/kC1/4wmmFKTgiIuEdMr7ne76HnZ0d1tfXj/waSZK4Ou/jejdzvBzaExlS34QBF87xWbzkqnla7VavQxl4dLKOMXuYaG73VKq85UaFW8ktHmS3GXOMsRS8iH3ERUoijjF8Vi+3kpvUWvVeh3Mi5Kp5ivUS485Ir0MRnBKTrgnSlQzlxtE1KPqZSqPCZnKLiGOMoC3Q63B6isvsZDl0iaDNz93UPbaSd05lQ07VVHbze4w7I2LG/wSotWqUG2U8ZnevQ+kJSvYGzUfVXU3TuB5NHbu6+/Wvf512u82bb755GiEKjoH4RRgynE4n165d47d/+7eP9bqrcz62Enny1c699OqRt9DVU+iLdzo+Rz9gUkxYDBYy1UyvQxkKQrYgTbV5ou9ns93kQeYhG4mb2AxWroQvE7D5RQsbhxtYE85x3GY3m4lN6gOe9KqaynZuh3FnZGjUtQXPYtIbCdmCPBwCm6Jqs8qt5BYhe4iwQ6iJw+MRlxBXwssYdAqr8XV2clFa6sltLCdKSWRZh88ymhXJkyZdzuA0OUfzd1dtoOQ2nrQz7+TKxIu1Y9sRffWrX+Vzn/scev3wzu4PCiLhHUK+7/u+j6997WvHes3VeR8a8N5u5628jdBfQdOZMAx4WzPwqK1ZJLwngSzLjDsiRPN7Xc9wPVbfXDlYo9Fucjm4xKRrAv2IzOkeFUmSmHJN4jQ5uZXcotHufCOr1yRKSQACNn+PIxGcNmOOMPVWfaA3G2vNGrcSWwRsfiKOsV6H03coOoVznmmWAhcpN8qsHKyRKCW73uRoq232CvtMOMfFxucJoGnaSLczK/lbSGrjw/ndnRSKLPGpc8drlf/3//7f833f932nEKHguIiEdwj5/Oc/zwcffEAymTzya8JOM7N+a3dtzXoT9dBfwTjgfrxw6CNbqpcGvjrWL/itPiQkkuXOP1+5ap612AbJUpI53yyL/vmREYHpBEmSmHZPYTfYuJXYGkhBoGa7eWgr5ZoULYojgE7WMeEaZye3S1vt3DWgV9RbdW4lt/BaPYw7RPv9y7AYLJz3L3LOPcV+YZ/1+E2K9WLH5zsoxjDpTbhGcFb6NCg3KzTaDdwmV69D6QlK5gM0nYmmdxmAd6IpPj7lxmo8eqV2Y2ODnZ0dvud7vue0whQcA7GCGEKmp6dZWFjgK1/5yrFed23ez/Xo0ZPk59GIvIWSvg4DXFGCw11oh8lBWlR5T4TDNtsIe/n9Yy9kq80qW8nb3E3fI2gLsBS6JBY1R0SSJGY857AaLAOZ9O7m97AbbbjM4u89KvgsXhSdMnCe0rVWnVuJTdxmF5POCVFlPAKSJOGxeLgcXsZjcbOZvM2d1L1jbzQ3200OijEmXaK6e1Kky2k8Zg+yPJppgpJdoeH7GOgMtFSV93fTXDvm/O5v//Zvc+3aNZxOcf/qB0bzkzwCfN/3fV9H9kT7+Sq7uc5FQ2rjbyO3qyjZGx2fo1/wWbykyqmBnyfrF9xmNwa9gVjpaH6bLbXFdnaHtfgGRr2RK+HLhOxBUek7JpIkMeuZwWIwczOxSaM1GJtRlUaFZCXFpGuy16EIzhBJkph2TXJQjA1Mh021WeNm4hZus1vYZnWALMlEHGNcCS8jSxKrsXV283tH3hzdK+zjMNpHXrDwpNA0jXQljW8EvXcfY/iIYNWteJ5yo8Wbx5zf/drXvibUmfsIsXIcUr73e7+XP//zP6deP/qC4TtmPOgk6YnXWCe0vMu0jd6BtycCcJtd1NsNys1Kr0MZCiRJYtI5zkEhRvMlCtiappEoJVg5WKPSrLAUuMi0ewpFJ0QfOuVx0ms32rg5AEJWmqaxndshZAtiFm3rI4fNaMNjdg+ETVGlWeVW4hY+i5dJl6jsdoNBZ2DWO8MF/yK5Wp7V2NoTm6EXUWvVSZSTTDjHzzDS4SZXy4Mk4TA6eh1KT5CrMXTV2JP53es7KewmPZcjR6/UplIp3n//fT7/+c+fVpiCYyIS3iHl9ddfx2Qy8Yd/+IdHfo3dpPCxCRfvdOHHiyTTiHzm0J5owNE9UntMlBK9DmVocJgc2Iw29ov7z32+UCuwHt9gvxDjnHua8/5F4bt6QkiSxDn3NE6zk5uJTWqt/vXpzVZzVJpVxhzhXoci6BETznGy1VxXc52nTblR4VZik4AtIMSSThCb0calwAXGneNs56LcTGy+0K5qN7+H1+wR94kTJFFKErCOruvB4w7FJ4JV0RR/ZcaLXnf0lOl3fud3WFhY4Ny5c6cRoqADRMI7pMiyzPd+7/fy1a9+9Vivuzrv4/29NG218zbe+vjbKLl1pMbpGsyfBQGbn3Qlc6LWCaPOhHOcRCn5VJWx3qpzJ3WXrdQdvBYvl8NLeCzukb3hnhaP20U9Zjc3E5tUm9Veh/QMqqayk4sy4RxHL4uq/qhi0BsYc4T71qaoVC9xK7lJ2B5i3BkRv1UnjCRJ+K0+roSWcZjs3Exscj/zgMZHdAgqjQqZakb4c58g9VadfC2P33q89t1hwpD5gJZtEtUSpNxosR7LHtuO6Pd///dFO3OfIRLeIeZ7v/d7+Q//4T+gqke3grk276NQa7KV7DxZrUfeQtJUDKm/7Pgc/YLVYMWsmEmXhXjVSWE1WHCbXUTzh0qsu/k9VmPryJKOK+FlxhxhMad7ikiSxKRrAr/Fx83EJsV6qdchPcVBMYZO1o30gktwSNgeoq22ulJ3Pw1ytTybydtEHGOiC+GU0ck6JpzjLIeWaKltVg5W2S8c0FbbbOeiBK0BjHpjr8McGpLlFE6TY6TfUyW7QiP0aQBu7KVpqRpX549ui1ev1/nGN74hEt4+Q6wqh5jv/u7vJplM8u677x75NVcmXFiNeq530dbctk/ScsxiHIK2ZoCA1U+8nOjLKsOgMuEYJ1PJ8sHBCvlangv+RWa95zDoDL0ObSSQJIkJ1zgRxxibya2+SSga7Qb7hQOm3EL4R3AoZjTpmiCa36XVBzZFmqZxUIxxJ3WXKfckYXuo1yGNDCa9kQXfHIu+edKVNDcOVik3ymLD4QTRNI1EOUnAFuh1KL2jXUfJ3aQReDS/G00x5jQz7T16y/wf/dEfYTKZeP31108rSkEHiIR3iLFYLHz3d383v/M7v3Pk1yg6me+Y8XQlXAVQH38LwxD48cKhJ2+j1aD0ghkiwfEo1UvczdxDkiR0ksx5/yI2o63XYY0kIXuQBd8c27kddnLRnm/qRHO7uEwuHEJtVfAIt9mNWTGzX3j+3P9ZoWoqD7IPOSjEuOBfFB0IPcJhcnDBfx5N09DQuJu+T6UPRzMGkWw1h4Q00rZ/Sv4mktakGTxMVq/vpLg27zvWBuzv/u7v8vnPf35kLZ36FfHXGHK+8IUv8Md//MfHes3VOR+rB1lqzc531OuRt9GXt9FV9jo+R7+gk3X4rEK8qlsa7Qb30g+4ldzCaXLysfBlZElHotyd97OgO5wmJ0uBi2SrObZSd3o2r16ql8hUs0y6hNqq4EMkSWLKNUmsFKfW7I3QWqPd5FZik0qjwlLwotig6zEHxRhmxcTHwpexKGbW4xs8zG7Teon6v+DVJMqjLVYFoGRuoOrMNL1LJEs1HmRKx7IjUlWVf//v/71oZ+5DRMI75Pxn/9l/xvr6OtFo9MivuTbvo9lWubHf+dxqfewamiRjGAJ7IoCALUC6mqH5EcEMwdFQNZX9wgErB2uoWpvLoSXGnREUncK0e5K9/D6N9mB4ww4rJsXEpeAFJGAjfovqGScWmqbxMLdD2B4a6dkxwfOxGiz4LT62c0e/j50U5UaZjUde4BcDFzDoxdhFL6k2qxyUYo+s6hSm3JMsBy9Ra9VZia0SK8Z73qkyiNRaNQq1An7baHcuGLIf0Ax8AmTlSafjm7PeI7/+/fffJ5lM8t3f/d2nFaKgQ0TCO+SEw2E+9rGP8ZWvfOXIr5n12wg6TFzf6bzyphldNH2fGJqE16KYsRlsfTPrOAhomkamkmX1YJ10JcOib4F539xTCY3T5MRpcrCT63+/zWFHL+tZ8M3jNrvYiN8kVz07lfV0JU2z3RAzkYIXMu6MUKwXDz1Cz4h0Jc3NxCZBW5BZz4xoUewxj/25A1Y/VoP1yeNmxcx5/wKznhnipQRrsQ3yZ/g5GQbixQRus2u0dTQ07VCwKvjh/O6lMQde29E3Yb/yla/wXd/1XVgswiar3xC/3iPAF77wBf7gD/7gyMdLksTVOR/Xu57jfRtj6i9BO7pKdD8TsgWIl4R41VGoNCpsJm/zIPuQMUeYpeBFHKbnz2VOuibJVrMUav3rtzkqPFZwnnZPcid9l4Ni7NQ/7221zU5+lwnnBDpZd6rXEgwuik4h4hxjJ7uDesr3FE3TiOZ3eZDZZs47y5gjPNJtnv1Ctpql3Ki80IbIZXaxHLqE3+bjTuoet1N3+tpvvF9oq22S5RQhe7DXofQUubqPrpagEfgUmqbxbjTF1bnjVbz/3//3/xXtzH2KSHhHgL/6V/8q3/zmN8nlckd+zbV5H3dTRTKV+qsPfgH1yFvIjSz6/K2Oz9FPuM1uALK1XG8D6WOa7RYPstusJ25iUcxcCS8TsL18JsioNxBxjPEwty02E/oEn9XHBf8iB4UY9zMPTzXB2C8eYNQZ8Vo8p3YNwXAQtAXQgETp9Ob+22qbO+m7pCsZLgUv4Da7Tu1agqPz2IZo8hX+3LIkE7aHuBJeRpEV1mIb7OSitPtA5btfSVfSGPUGbIbRnk03ZG8A0Ay+zv1MiVS5ztVjzO/eu3ePjY0NPv/5z59ShIJuEAnvCLC0tMTMzAy/8Ru/ceTXvDF3OLPQjVpzI/gpVL0F45C0NUuSRMDmJ14U4lXfjqqpxIpxVmKrNFp1loOXmHJPvnRh8lFC9iCaphEvxU85UsFRsRltLIUuUm1VuZXYpHEK8+v1Vp1YMS5siARHQpZkplyT7Bb2aJ6CQFGtVWMjfou2qrIUuIhZMZ/4NQSdsV84wKBT8B1RHVvRKZzzTHMxcJ5So8zKwRrJckpsqn4bmqYRKyUI2oIj/xusZG7Qsp9DNft5dyeFQS/z+vTRN2J/9Vd/lWvXrhEOC6usfkQkvCPC3/ybf5Pf/u3fPvLxAbuJxaC9u7ZmnYFG+E0MqW91fo4+I2D1U2wUqQobhCfkannWYxvESwnmPDMs+heOvVCUJZlp9yS7QsCqrzDoDFz0n8eoN7ER3zhxa66dXBSvxYPtI/N4AsHLcJmd2A029gon6wCQrxXYiN/CaXJw3r+AXne0zTrB6VNt1oiV4ky7p46dlFkNVi74F5lyT7Kb32MjfpNiXYzPPKZYL9JoN0SHDYcV3kbo0wBcjyZ5fcqNSTn6mM1Xv/pVfuiHfui0whN0iUh4R4Qf+IEf4Pr162xvbx/5NdfmfVzf6W5HtB55G0P6XWgPxxyNolPwmj3EhUURtWaNreQd7qbu4bf5WQ5dwtVF+9+hgJWTh1nR2txPyLLMrOccQVuQW4lN9vL7J9LiXKgVyNXyjDuFDZHgeEy6JkmUk1Qala7Ppaoq29kdbqfuMOEcF90GfYamaTzIPsBv9T0lVHUcJEnCa/FwJbSM2+xmM3mbu+l71FticzVeShCw+oV+QruGPr9JI/g6zbbKB3uZY9kRvfPOOzx8+JD//D//z08xSEE3iIR3RJiYmOCNN97gV37lV478mjfnfSRKNbaznVd16uNvI6kNDJn3Oz5HvxGyB0mWUyPr+ddS2+zkoqzG1zHoFK6ElwnbQ8hS9z8n0+5JivUS6UrnlliCk0eSJMYcYS4GzpOuZtiI3+oq2XisthpxjGHQKScYqWAUMCsmgtYA27mdrjbHivUia/ENio0SS8GLBGz+E4xScBLES3EarSYTJ7AxJssyEecYl0PLAKzG1g438NThENY8LvVWnWw1R8AW6HUoPUfJrSNpLRqBT7Eey1Jttrk2d/Tfg1/91V/l85//PA6H4xSjFHSDSHhHiB/8wR/kq1/96pGP//Q5D4osdTXH23JfoG0ODI09ERy2SNkMNmIjNm+qaRqJUpKVg1VKjTKXAhc555lGOcGE5dCbd4rt3PapzIwKusNqsLIUvIjL7GQjcavjam+ynKStqSOvCironIhzjEqzSraaO/ZrVVVlO7fDZvI2fquPS4ELYl63D6k1a0Tze8x4pk+0AmnUG5jzznLev0C2mmUltka6khm5zqL9YgyPxY1JeJ9jyNxA1VtoeS5yfSeFy6xwaexoyWu73eb3f//3+cEf/MFTjlLQDSLhHSH+y//yv+Tu3bu8//7Rqq0Wg55PTLm7m+OVJOqRtzEmv9n5OfqQMUeYeCk+MsqPxXqR9fhN9gv7nHNPccG/iNVwOj5zXosHh9HBw+zDkVuADAKyJDPhHOdC4DzpyvGrvS21RTS/x6Rr4kS6AgSjiV7WM+EcZycXPdamS7FeOqzq1g+rusJyqD/RNI37mcNWZofpdKpmdqOdS8GLjDsjbGd3uJXcpHzCOgX9SqPdJFVOMWYXAksASvYGzcBrIOt5N5rizTkfsny034U/+qM/olqt8p/8J//JKUcp6Aax2hghXC4Xn/vc547V1nxt3sf7u2laXbT81MffQsnfRKpnOz5Hv+Ew2jHqTSTKp2eP0Q/UW3Xupu+xmbyNx+LmcngZj8Vz6gvEafeUaG3uc2wGK0uhi7hMj6q9haNVe/fy+1gUC26T6/SDFAw1fqsPnawjVnx1t42qquzkomwmt0RVdwCIleI01JNpZX4ZkiTht/q4El7GZrBxM7HJ/cxDmkPeYRQrxnAY7VhOaeN6oNA0lOwNGsFPUaw3uRnPHcuO6Dd+4zf4r/6r/wqDwXCKQQq6RSS8I8YP/dAP8Xu/93tHnlm5Ou+n3GhxK57r+Jr1yFsAGFPDU+WVJIkxe5iDYuxUPUp7RVtts5vfYzW2joTEldAyEcfYmVXkFJ3COdHa3PfIksyEa5wL/kXS5fQrq73VZpV4OcGUa0JU1QRdI0kSU65J9govV3d/XNUt1ItcElXdvqfWrLGb32PGfe7MxJR0so5J1wTLoUu01CYrB2scFIbz/t5SW8RLCcYcoroLoKvsoqunaQQ/xfu7aVQNrs4dLeGt1Wp87WtfE+3MA4BIeEeMz33uc5RKJf74j//4SMcvR5w4THre2em8rVm1jtF0LWIYsrZmt9mFTtKRKqd7HcqJoWka6Uqa1dg6uVqe8/5FZr0zGPRnv3PpsXhwGJ2itXkAOPTsvYTT5HhS7X3e32w7FyVg9YuqguDEcJjsuExOorlnbYpU7dmqrkVUdfsaTdO496SV2X7m1zfpTSz45pn3zZGspFiLrZOt5obqHhQvJbAaLNiNZ//+9iNK9gYAjcDrXN9JMemxMOE52j3qN3/zN3G5XLzxxhunGKHgJBAJ74hhNBr5a3/tr/Frv/ZrRzpeJ0u8MevrSrgKDtWajalvwhDdNB4r1x4UD4biZlhulLmZ2GQ7G2XcGeFS4AJ2o62nMQnV5sFBlmQmXRNc8C+SKqfZiN+k8hG/6lw1R7lRYtwR6WGUgmFk0jVBppqhVC89eaxUL7EW26BQK4iq7gARK8VpnkEr86twmhwsBy8RsoW4n7nPVuoO1Y/8ng0qbbVNrBgXs7sfQcl8QMs5h2bycD2a4tox2pl/8zd/ky9+8Yvit2UAEAnvCPKDP/iDfO1rX6Nerx/p+DfnfWzEcpQbndvw1CNvo6vsoSvvdHyOfsRr8aBqGpnq4M4nN9pN7mcecDOxicNo50p4Gb/V1xc/4IetzdM8zG2/tGVR0D/YjDaWQ5dwmBxsxG+yk4vSaDfYzkWJOCLodfpehygYMox6I2F7iO3cDvVWgwfZbW4lt/BZvVwKXhRV3QGh+riV2XN2rcwvQ5IkgvYAV0KXMemNrMU32M7u0FIH15IwWU5h0Blwmpy9DqVvMGRXaAQ/zUGhQjRXPnI7cyqV4k//9E/54he/eMoRCk4CkfCOIFevXsVqtfKVr3zlSMdfm/PRUjVu7HXeutsIv4km6YfKnggOq1phe4j9wuBVeVVNZb9wwMrBKi21zXJoiQnXeF8sND6Kx+LGZXJyPyNamweFx9Xei4HzlBsVbhys0lJb+CzeXocmGFL8Vj+VZpWVg1Wa7QZLwYtEHGN9sXEneDWqpnI/c5+A1Y+jz1pt9To90+4ploKXHn3G1oiXEgN3P1I1lYNiTHQ7fASpVUFf2KIRfJ13oykk4I3ZoyW8v/Zrv8aFCxe4cOHC6QYpOBFEwjuCyLLMF7/4Rf7P//P/PNLxU14LEZe5qzlezWCnEXgd45AlvHCoFNpoN8jXCr0O5Uhomka2mmM1tk6qkmbBN8+Cb66vvfim3VNUm9UjqbEK+gerwcqcdwZJk9DLOlbj6yQGcKEo6F8eL+LX4xsYdAZkWWbWMyMUmAeM3fweqqYy4eptK/PLsChmzvsXmPGce/KZG5T7PkC6kkGWJDxmd69D6RuU3DqS1qYR/BTXo2mWx504LcqRXvs7v/M7/M2/+TdPOULBSSES3hHli1/8In/6p39KJvPq2UhJkrg27+vOj5fDOV5D+i9BGy7vWp2sI2QPsl886HUor6TSrLKVus39zAPC9hDLwUOhoX5HL+uZ886yW9h7ak5P0P/s5vdwmh1cDi0z5ZrkoBhjNbZOupIRia+gYzRNI1lOsXKwRqqcYtZzjuXgJcx6EwfFWK/DExyDXDVHvJRgzjvb997ckiThNru4HFrCa/FyO3WH26m71FpHGxHrFZqmsV84IGwX1d2PomRvoCo2Gs5F3j3G/O7du3f54IMP+P7v//5TjlBwUvT3L4vg1FhaWmJubo7f+I3fONLxV+d9PMyUSJZqHV+zHnkLuVlEya13fI5+JWgLUG6UKdaLvQ7lubTaLR5mt1mPb2DWm7kSXiZoCwzUjc9utDHuGONu+t5Az1CNEuVGhVQlzaTz0IbIa/GwHFoiZA+ynd1hI3FroCokgt5z2KGSZS22wV5+nwnnOEvBS7jMLmRZfrKpUu/zBERwSKPV4F7mAdPuqYGqysuSzJgjzMfCl9HLOtZi60Rzu7TV/tzQz1ZztLU2PqsYK/koSuYDmoHXuJspk6s2uDrnP9LrfuVXfoXPfOYzhMNC/GtQEAnvCPNDP/RD/PZv//aRjn1j1ocEXVV5m4FPoiq2obMngsMKZNAWYL/QX1VeTdOIFxOsxFaptWosBy8x5Z5ELw+mcFDIHsKsmMU87wCgaRrbuR2CtgAmxfTkcVmSCdoCXAkv4zG7uZO6y2Zyi3Kj3MNoBYNAoV7kZmKT+5mHBGx+LoeX8Fm9T23c2Yw2PGYPO7loDyMVHAVN07ibuY/L5MJvPboybj+h6BRmPOe4GDhPoV5k5WCNZDnVV/cnTdPYLx4Qtof6voJ+pmjaE8Gq6zspzIqOT0y5jvTS3/3d3xXeuwOG+OSPMD/wAz/Ae++9x4MHD155rMdq4NKYg+tdzPEi66mPXRvKOV44TMby9QLlRqXXoQCQrxVYi28QK8WY8cyw6FsYqB305yFJEjOec5QaJRKlZK/DEbyETDVLrVllzDH23Od1su5JhcSiWLiZ2ORO6h61ZuddJILhpNKosJW8zVbyNk6Tg4+FLxOyB1+4eJ9wRcjV8hRq/dlxIzhkr7BPs91k2j3Z61C6xmqwcjFwnin3BLv5PTYSt/pm/KZQL1Jv1QhYj1a9HBV05W3kRvbR/G6KT53zYNS/WrTzW9/6Fjs7O/zVv/pXzyBKwUkhEt4RZnx8nO/8zu/kX/yLf3Gk49+c9/Hubnc7l/XIZ1EyN5Baw1fNMegUAlY/e4W9nsZRa9W4nbrDndRd/BYfy6El3GbXQLUvvwxFpzDnmWUnH+2bzQXB06iqyk4uyoRzHP0rVL/1Oj2Trgkuh5bRyTKr8XXuZx5QEX/bkadUL3E3fY/1xE1MehMfC19m3Bl5pZK8QWcg4hhjO7fTV5U2wYfkawUOijHmvbN95wzQKYdjG14uh5ZwmZzcSm5xL32fRqt3lnqaprGb3yVkCw3N+3xSKNkbAJQ8H2dlP3NkO6J/+S//Jd/3fd+Hw9H/+ieCDxEJ74jzd/7O3+G3fuu3aLdfPXdybc5PulznfqbzXcv6+NtIWhMl/V7H5+hnIo4x8rVCT2Z522qbnVyUtdgGelnhSniZsGM4W5gcJjtj9jB303f7dmZqlDkoxlBkPb5jtCka9QZmHgkPAawnbnIrsUm2mhVJywihairpSpqN+E1uJbfQy3quhJaZck+i6I6mngoQsgdpq22S5e7EFgUnT7Pd5F76PlOuCSwGS6/DOXF0so5xZ4TLoSU0NFZia+wV9lE19cxjydZy1Ft1QvbgmV+73zFkbtB0LbCS0ai3VK4eQbCqVCrxf//f/zc/9mM/dgYRCk6S4VsJC47FF77wBZrNJv/X//V/vfLY16bdGPUy13c6byVtO+doW8eGtq1Z0SmE7SGi+d0zW6R/VK201ChxMXCeGc/0sRaHg8iYI4xBZ+BBVszz9hONVoP94gFT7smOugrMipkZzzk+Hr6Cw+TgQXablYM1DooxWmJzY2hptpvsFfa5cbBKNLeHx+Lh42NXmHZPYezAMu2xF3Q0vytE7voITdO4l7mP3WjHP+Qttka9kTnvLOf9C2QqWVYP1sicoTq9pmns5nYZc4yJ6u5zULI3nszveq0Gzode7f/8r//1vyYcDnP16tUziFBwkoiEd8RRFIW/9bf+Fr/8y7/8ymNNio7Xpj3dzfFKEvXIZzGkvtX5OfqckD1EtVkjV8uf+rWK9RIb8Zvs5veYck9ywX8eq8F66tftByRJYtY7Q75WIFEW87z9wk5+F7fZhd346sXDy1B0ChHHGB8LX2bCFSFdyfDB/g0eZrdFK/uQoGkaxXqJ+5kH3DhYpVArMO2eOuxOsYe6Ftdzm11YFAt7+f0TiljQLfuFA2rNOuc800MzZvMq7EY7S8GLjDnGeJDd5lZy60x+w1LlFKqmEbAN98ZCJ0itMvrCHZqP5nevzvuO9Hn89V//dX7sx35sZD67w4RIeAX86I/+KN/4xje4e/fuK4+9Nu/jg/0MzXbnrTn18bdQClvIteFMUvSPxHhOs8pbbzW4m77HZnILt9nNldAyXotn5H6EDToD895ZdnJRIVDTBxTrJbLVLBPO8RM7pyzJeC1eloIXueBfRNVUbiZusR6/SaKUFC3tA0hLbRErxlmLb7CVvI2ExKXABS4EzuMxu0/sd0ySJKZcE8TLCarN6omcU9A5mUqW/eIB8765V872DxuSJBGw+bkSvozNYGUjcZMHmYc0281TuZ6qqewW9hl3RoZyrKlblOwqEipp58fZSuSPNL/7zW9+k9u3bwt15gFFfAsETE9P89nPfpZf+qVfeuWxV+d81Jpt1g+yHV+vHnkLYCjtiR4TtAVoq21SlfSJnldVVfby+6zG1gC4HFoi4hxDlkf3q+wwOZh0TXAnfVd4b/aQxzZEYXuooxbUo2Az2g7bnceu4Lf6iJcSvL9/g/uZB5TqJdHa3sdomkahVuRu+j7v798gXckQtof4+NgVznmmT22W02KwELD6hU1Rj6k0KtzL3GfWcw7rEM7tHhW9rDsU6Qsu0Wg3n4xrnPR8b7yYQC/r8Vo8J3reYUHJ3kA1OPlm0YMGR5rf/aVf+iX++l//67jd7tMPUHDijO4qWfAUP/ZjP8ZXvvIVGo2XqwleDDtwWwxd+fGqZj9NzxLG1PAmvLIkM+6MsJvfO5EbmaZppCsZVmJrZKtZzvsXmPPOnlpiMWgEbQE8Fg+3U3dExa9HpCppmu0mYXvo1K/12Pd6OXSJi4HzSEjcSm6xGltnJxelWC+K5LcPUDWVfK3AdnaHlYM1bqfvoMh6loKXuBS8gN/qO5PZwogjQrFRIlfNnfq1BM/SbDe5nbpD2B7CIxIwAEyKiUX/PHO+WZKlJGuxDXLVkxmDaqkt9ov7TDjHR67r66gYMjdoBF7jnWiaWb+VsPPllo25XI7f//3fF2JVA4xIeAUAfO5zn0OWZX7rt37rpcfJssSbc96uEl44bGs2JL8JQ7wo9Vm86GRd136x5UaFW8kttrPbjDsjXApe7Ho+chiZck2gk/XcyzwQyc4Z01bbRHO7TLomzlwcxWqwcs4zzSfGPsa4M/Jkcf3+/g3upR+QqWTEJsgZ0lJbpCtp7qbv8f7eDe6l79HW2ky5J/jE2MeYck9iOWM/cEWnZ9wRYTsX7YlS7iijaip30vewGKxEXuDJPcq4TE6WQpcI2gLcTd9jK3m76/b7g2IMs2LBaRK2Oc9FU1GyKzSCn+bd3RTX5l894/zLv/zLzMzM8KlPfeoMAhScBiLhFQCg1+v50R/9Uf7Vv/pXrzz26pyPW/EchVrnsyf1yNvoanF0pfsdn6PfkSSJCec4e4X9jhbczXaT+5mH3Ezcwmawcjl8Gb/1aMIKo4gsycx7Z6k0KuwVhEjNWbJfOMCkGPGYe9fqpZN1eC0eZr0zfGLs48z75lB0eqL5Pd7b+4DN5G3ipQT1HnpiDiu1Vo1YMcatxCbv791gr3CAUW/kvH+Bj499jBnPOdxmd09nCQM2PxIQLyV6FsMosp3doa22mPWcE/euFyBLMiF7kCvhyxj1RtbiG2xndzpSF2+0G8SKcSZFdfeF6EoPkZt59q3L7OervPmK+V1VVfmN3/gNIVY14IiEV/CEH/3RH+Wdd95hbW3tpcddnfehavDBXufzqY3wG2iyYWjtiR7jMjkx600cFGNHfo2qqRwUY6wcrNFSmyyHLjHpmhg5kY9OUHQKC745DooxMpVMr8MZCWqtGrFSnClXZzZEp4EkSTiMdiZdE1wJL7McWsJpdJCuZLhxsMJabIPd/B7lRll0A3TAY3XlaG6X1YN1Vg/WyVbzhwJ64WUuh5aYcI5jM9r65jMhSzJT7kn28vunJhQkeJp4KUGmmmXBNy9scY6AotMz7Z5iKXCRSrPCysEaiVLyWL9Re/l9nCYnNqPtFCMdbAzZG2hI/MfqFDpJ4jtmXt5m//Wvf51oNMrf+Bt/44wiFJwG3Wn+C4aKsbExvvCFL/ALv/AL/Pqv//oLjxt3W5jyWnhnJ8lnZjub19P0FhrBT2NI/gWVmeFVvJMkiQnXOJvJ2wRtgVd64+aqObZzUSQk5n2zOE3OM4p0eLAYLMx6Z7iXvo9RbxppgZSzYCcXxWvx9LUdllkxYVZChB0hmu0W+VqObDXHQTGGTtbhNrmwGW1YFQtmxdw3SVq/oGoq1WaVcqNCqVEiW82hoeEyuYg4x3CanAOxIec0ObEb7ezm9zjnme51OENNoVZgJxdl0b8gtCaOicVg4bx/kWw1x04uSryUYMo1icP08lGmWrNGspJiOXjpjCIdTJTsDVru8/zFfo2PTbiwm16+Lvvyl7/Mf/1f/9fY7WKUbJARCa/gKX7iJ36Cz33uc3z5y1/G6XxxsnVt3sefbnanQFwffxvbB78AahPkl//gDDJ2ox2H0cFeYZ9p99Rzj6k2q2znopQbJSKOCEFbQCy6u8BjdlN1hLmdusNS8OIrNxoEnZGvFSjUilwJL/c6lCOj6PT4rD58Vh+qplKsF8lV8yRLSR42D70xLYoZq8GKVbFgNVhHKgn+MLktU25UKDfKVJpVZEnGajh8P+a9c9j7qHp7HKZcE6zG1wnYAmIz7JSotercSd87TNKE3kRHSJKEx+LGZXYSK8bZSt3GZXIy6Zp44QZCNL+Hz+LFfMYz8oOGkrlBPfIm72+m+W/enH7psdvb23z9619ndXX1bIITnBoi4RU8xZtvvsn09DT/4l/8C37mZ37mhcddnfPzb761w0GhQtjR2aKhHnkLx/WfQ8mu0vR+stOQB4IJZ4T1xE1C9iAmvenJ4y21xV5+n3g5QcDqZ84zg14nvpYnwZg9TKVRZSt1hwv+RdFSd8I8tiGKOMYGdkNBlmScJueTTgpN06i1ak8SvWQlzcPcDhoalkfJ74dJsGng/S1VTaXybclt9duS27AjhFWxYtQbBzLB/XZMiomQLch2bocL/sWh+P/UT7TaLbaSt/FaPARsrxYDErwcWZIZc4TxWb1Ec3usxtYJ20OE7aGn7mnlRplcLcfl0OBsPvYCqVlEX7zLbfPfplBrcu0VdkS/+Iu/yHd+53eyuLh4RhEKTguxshY8hSRJ/MRP/AT/7J/9M376p3/6hf6uf2XWiyzB9Z0U37s02dG1mr6PoRpcGJPfHPqE12Kw4DV7ieZ2mffNoWkaiXKS3fweFsXCUvDSmSuXDjuSJDHrPcdm8jZ30/eY980NfILSTyTKSTRNJWgP9DqUE0OSJMyKGbNixmf1As8mwalKmu3cDpqmYTFYsChmDDoDBp2CojOg6BQMsoKiU3qeTKmaSrPdpNlu0lCbH/7vdoNyo3KY3MoyVsWK1WBhzBHGarBg1A1HcvsixhxjrByskq1mhU3OCdJW22ylbmNWTEy5OoHRk4cAAOZKSURBVFsXCJ6PQWdg1nuOYN3Pdm6HRDnJpHPiic/udi5K0BbAqDf0ONL+RsmuIqHxjdo5rMY2VyZcLzy2Xq/zm7/5m/zqr/7q2QUoODVEwit4hh/4gR/g7/29v8fv//7v84UvfOG5xzjNCpfHXVyPdp7wIuuoR74TQ+ovgL/becADwoQrwurBOvuFA9KVNG1NZcYzjcvkGurFZS+RJZkF3xy3Eps8yDxkRiiFngitdovd/B4znnNDv4nw4iS4/qQiWm81KDVKj5LJ5hN1VUXWf5gE65RHyfDhvx/+V4+EjCRJSI+uJSEhSdIToRpVU2mroKGhaRrao+trfCSZ/eg/1cYr4zDoDDgdTqwGK0adYeS+E3pZx4RznJ1cFJfZNfSf4bNA1VTupu8hSTJz3tmR+0ydFTajjYuBC6QrGXbyUeKlOC6Tk1qzxoJvvtfh9T1K9gaq0c3XEha+Y0ZB0b34u/9rv/ZrWCwWPve5z51hhILTQiS8gmewWCz8yI/8CP/8n//zFya8cGhP9G++tYOqacgd3tzqkbdxPvwppGYRTRnuWR9V0zDoDUTzu4w7IoQdIbHQOgP0sp5F/wI347eI5g+9YgXdsVvYw2qw4BpRUbXDJNiEWTE99/mXVVYrjcqTBLWpvlot+IP9G8+PAQm9Tv+omnxYYTbqDdh11qeTbLn3leZ+xG/1kSglOCjGhD9sl2iaxoPMNvV2g4uB8+K+dspIkoTP6sVtdrFX2Ge3sI/NYEPV2oAY3XkZhuwNqv5PsvYgz8984vxLj/1X/+pf8eM//uPodOI9HQZEwit4Lj/+4z/OwsICd+7cYX7++buGV+d9/PM/ucudZIHFQGcL3/r420haG0P6OvXQZ7sJuW9pq232iwfEinE8ZjeapiFJklgUnCEGnYHz/kU2ErdQdAphe2fq4gKoNKskykmWg5dEIvUCZEnGqDceSZ32sFqrcfgf7Uklt6m2WIutczm0/KgSLD2pAAPive8SSZKYck+ymbyN3+LDIFpBOyaa36VQL3ApeAG9LJaVZ4VO1qGhYTVYUWQ9KwdrRBxjhOxBsb54HpqKkl3h7tT/j2Zbfen87je+8Q1u3brF3/pbf+sMAxScJuIbIXgu09PTfM/3fA//y//yv7zwmE9MujErOq5HUx1fp+04R8s2hWEI/Xg1TSNZTrESW6NQK3IhcJ5Z7wzn3NPsFfaptxq9DnGkMCkmFv0L7Ob3SJW7UxgfVTRNYye3Q9AaEEqgJ8TjzS9ZltHJOvSy/lF19jABU3QKelmPTtYhS4/an0WyeyLYjXbcZhfR/G6vQxlYDooxkuUU5/2LTz6zgrOh0qwSLyWYcU+z4J9n0bdAupJh9WCdTCUrPMa/DX3xHnKzyF80Zgjajcz6X+xV/PM///P8jb/xN/B4xIz/sCASXsEL+dKXvsRv/dZvkUo9P6E16GU+fc7D9Z3OE144rPIak9/s6hz9RqleYiNxi938LlOuCS4GzmN75FPqMB0usnZyOz2OcvSwGaws+OZ4kH1IrprvdTgDR66Wp9yoEHGKFlDBcDDhHCdTzVKsl3odysCRKqfZze+x6Jt/YXu/4HTQNI2H2W2C1gCWR/ZaDpOdpeBFxhxhHmQfspm8TaVR6XGk/YOSvYEmyfzbdJCr8/4XbhzeuXOHf/fv/h0/9VM/dcYRCk4TkfAKXsjVq1e5fPky/+yf/bMXHzPvY2U/Q73V7vg69fG30JfuI1djHZ+jX2i0G9xL3+dWcguXycnl0DJei/eZH9ZJ1wT5WoF8rdCjSEcXp8nJOfc0d9J3KYlF7pFRNZXt3A7jzohoWxQMDUa9kbA99ER5W3A0crU8D7IPmffOYTO+uFImOB0y1Qy1Zo2IM/LU45IkEbD5uRJexqKYWU/c5GF2m2a71aNI+wcle4Oa8wLr6dZL25n/0T/6R3zuc5/j/PmXz/gKBguR8Apeys/+7M/ya7/2a5RKz08Mrs77aLRVVvezHV+jPvYZNCSMA9zWrGoqe4V9Vg7WUDWNy6Elxp2RF3q/GnQGIs4xHma3UTX1jKMV+KxeJpwRtlJ3qDSrvQ5nIIgX48iSTMAqvDUFw0XYHqLZbpKqiFGHo1Cql7iTuss59zQu82gK1/WSttpmOxdl0jWB/gVrDL2sZ8o9yXLwEvVWnZXYKrFifKTXG4bMDbbNSwC8Med97jF7e3v8zu/8Dj/7sz97lqEJzgCR8Apeyn/6n/6nRCIRfvEXf/G5zy8G7fhsxq7meDWTh6bvYxgGsK1Z0zQylQyrB2tkKlkW/QvM+2aPJFYTtAWQkIgV42cQqeDbCdlDBG0BNhObVEXS+1Ka7Sa7hX2mXJNiflQwdOhkHZOucaK5Xdpq591Ko0CpXmIzeZsJ5/gTmy7B2bJX2MekNz3x4H0ZZsXMon+BOc8M8VKC9dgG+drojfNIjRz60n2+1ZxjMWgnYH9+C/4/+Sf/hDfeeIPXXnvtjCMUnDYi4RW8FEmS+Jmf+Rl++Zd/mXq9/tznr855uR5NdnWd+vhbGFLfhAHafaw0Kmwmt3iQ3WbMMcZS8CIO49GtlWRJZto9KQSsekjEMYbf6udWYotas9brcPqWaH4Xp8mJ0+TodSgCwangMXsw6o3sFw56HUrfUm6U2UzeJuI8VAIWnD2VZpVYKc70MTcfXWYXy6FL+G1+7qTusZW8M1L3PCW7CsDvZce4+oJ25kwmw7/5N/9GVHeHFJHwCl7JX/trfw2TycS//Jf/8rnPX533cztRIFftPGmrR95GV0+jL9zp+BxnRbPd5EHmIeuJm1gNVq6ElwnYXiyA8DIcJscjAavoKUQqeBWSJDHujOCzermZ3KTWGp0FwFEpN8qkKxkmXeO9DkUgODUkSWLaPUmsFBe/A8+h/GiDN+IYE7ZuPULTNLa/TajqOMiSTNge4kp4GYNOYTW+zk4uSmsEuhoM2Rs0DR7eL7temPD+r//r/8ri4iJvv/32GUcnOAtEwit4JTqdjp/+6Z/ml37pl2i3n/1hvDrnQwPe66KtuRH8NJrO1Nf2RKqmEivGWDlYo9Fucjm49GiGpjsBn0nXBLlaTghY9QhJkphwjuM1ew4rvWKx+4TDBdYOIVsQk16osAqGG6vBitfiYScnbIo+yuNuprA9TNghkt1ekalmqDZrXavkKzqFc55pLgUuUmqUWTlYJVFKDrVom5JdIWpZRpEP3UW+nUqlwq/+6q/ysz/7s2JsZ0gRCa/gSPzQD/0Q1WqV/+P/+D+eeS7kNDHnt/FOFwkvehP10BsYU/2Z8OaqedZiG8RLSea8syz65zGdkA2DQWdg3BkRAlY9RJIkJl0TeMxu0d78ETLVDLVWnTFHuNehCARnwoRznIJQ0H9CuVHhVnKLkD0ofgd6yIdCVeMnppJvNVi44F/knHuK/cI+6/GbFOvFEzl3X6G1UbIrXG/P84kpNxbDs+/fl7/8ZbxeL5///Od7EKDgLBAJr+BIGI1G/t7f+3v84i/+Iqr6bFJ2dd7Hu9FUVzuE9fG3MaTfhXb/zLNWmzW2kre5m75H0BZgOXTpVFQpg7YAkiRxUBh8a6ZB5UnSa3FzM7lJdcST3rbaZie3y4Rr/IVq4wLBsKHoFMYcYXaETRHlRplbyU3C9hARh/De7iXR/O4joaqTFQqTJAmPxcPl0DIei5vNR+udeutZzZZBRV+4i9wq84f58efaETUaDf73//1/52d+5meQZZEWDSviLys4Mn/7b/9totEo//bf/ttnnrs65+OgUGUv37nJeT3yFlK7hiH7QTdhnggttcV2boe1+DoGvZEr4WVC9iCydDpfGVmSmfGcY794IIzie4gkSUw6J/BZvNwacfXmg2IMRafgO+EFlkDQ74TsQdqaSqLcnRjjIFOql7iV2CJiHxOV3R5TqBVIllPMuKdPrd1WlmUijjGuhJaRkFiNrbOb3xsK1XIlewNV0vFOY5I3555NeP/1v/7XSJLE93//9/cgOsFZIRJewZGx2+38t//tf8v//D//z8889x2zXvSyxDs7nbc1t7xLtE2+ntoTaZpGopRk5WCNSqPCUuAi59xTKDrl1K9tM1gJ2YLcyzwQrc095PFMr9/m41ZicyQ3IOqtOgfFmLAhEowksiQz5ZpkN79HS231Opwzp1gvspm8zbhzTMzs9pi22uZ+5iETzsiJjVG9DIPewKx3hvP+RXK1PKuxddKV9EB3OxiyN4ib5lFMNi6Pu556TlVVvvzlL/OlL30JRTn9dZ6gd4iEV3AsfuInfoK1tTX+v//v/3vqcZtRz8cmXbzbzRyvJFOPfKZnwlWFWpH1+E32Cwecc09z3r/YkRJiN0ScY2howhqjx0iSxLgjQtAe5GZik0JtCOeaXkI0v4vb7MZutPU6FIGgJ7hMTqwGC3v5/V6HcqZkq7lDn13XOCGhxtxzovldDHqFoO1sbaDsRhuXAhcYd0bYzka5mdik3CifaQwnhZK5wfvqPG/M+tDJT2/g/uZv/ibZbJYf/uEf7lF0grNCJLyCY+H1evmRH/kR/vE//sfPPHd1zsd7uynaahdzvJG3UXLrSI1cF1Ee85qtOndSd9lK3cZr8XA5vITH4u5JZUuWZGY95zgoxiiPYGWxn5AkiYhjjEnXBFup22Qq2V6HdCYU60Wy1RyTTmFDJBhdDmf6J4mXEyMz2pAoJbmbvses5xxBW6DX4Yw8+SetzOd6sh6RJAm/1ceV8DIOo52biU3uZx7QaDfPPJZOkepZ9OWH/HFpijefM7/78z//8/zkT/4kZrO5B9EJzhKR8AqOzU/91E/xjW98g/fee++px6/N+yjWW2wl8h2fuzH+FhIahtQ73Yb5Stpqm938HquxdWRJ5kp4mTFH+NTmdI+K1WAlZA9yX7Q29wUBm59Z7wz3MvdJlBK9DudUeWxDNOYIY9Abeh2OQNBTLIqZgNXP9pALWGmaxl5hn51clEXfPB7Ls7YtgrOlrbZ5kHnAhHP8TFqZX4ZO1jHhGmc5dImW2mblYJX9wsFArE8M2RsAvKvOce3b5nf/4A/+gHv37vHjP/7jPYhMcNaIhFdwbMbHx/niF7/Iz/3czz31+OVxF1ajnneinQt9tG0TtJxzGE+xrVnTNFLlNCuxNfK1PBf8i8x6ZzDo+meBH3GI1uZ+wmN2s+hfYCe3y25+b2gXv6lyipbaImwTrYwCAcC4I0K5USZX63wjt5/RNI3t3A7xYoILgfM4TI5ehyQAdvK7GPTGvqq0m/QmFnxzLPjmSVXSrMbWyVZzfX0/VLIrFHUeNMckU96nR9T+6T/9p/z4j/84TufJO28I+g+R8Ao64ktf+hJ/9Ed/xNbW1pPHFJ3MX5nxcr0L4So4bGs2pE5HuKrUKHMzsclOPsqkc4KLgQvY+nBOUbQ29x8Oo52LgfMkykkeDmHFp6W2ieZ3mXRNCGsGgeARep2eccc4O7mdgahoHQdVU7mbvk++ludi8ALWM9asEDyffK1AqpxixnN6qszd4DQ5WA5eImwPcT/zgK3UbSp92vavZG9wgwWuLfifei8fdyn+5E/+ZA+jE5wlYlUj6IiFhQU+//nP8w/+wT946vFr8z7WDrJUm50rW9bH30Jf3kFX3u0yyg9ptBvcSz/gVmITh8nOldAyPqu3L28mj7EarI9uKPeHbqE1qFgMFi4FLlCoFbibvjdUf5f9wj4mxYzb7O51KAJBXxGw+ZEkmXhxeEYa2mqbreQd6q0aFwMXMOmNvQ5JwLe1Mut728r8MiRJImgLcCW8jFlvZj2+wcPsNq12H6maqy302VX+rHaOq982v/tzP/dz/PAP/zCBQP9U0AWni0h4BR3zD/7BP+B3f/d3WV9ff/LYm3M+WqrGjb1Mx+etj11Dk3QYUt23Nauayn7hgJWDNVStzeXQEhPOcXSyrutznwWP/Q9Fa3P/YNQbuRg4T73dYDN5eyhsS2rNGrFSXNgQCQTPQZIkplyT7BX2aQ6QYM+LaLab3ExsAnAhcP5MbPcER2MnF+27VuaXoZf1TLknWQ5eotaqsRJbJV5M9EUHlL54G127ygePFJof8x/+w3/gz/7sz/j7f//v9zA6wVkjEl5BxywtLfHX//pf56d/+qefPDbrtxJymLjehT2RZnDS9H+iKz9eTdPIVLNPPOQWffPM++YwDtgutizJzIjW5r5D0Slc8C8iSzI3E5vUWvVeh9QV27kofotPtDQKBC/AaXLgMNmJ5vd6HUpXVBoVNuK3MCsmFv3zA7P5OwrkawVSlXTftjK/DLNiZtG3wIxnhlgpxlp8g3yt0NOYlMwN2uhoh67gsX6o0fL3//7f5+/+3b/L+LhwIhglRMIr6Ip/9I/+EV//+tf58z//c+BwJ/zqvK87P16gPv42xtS3QGsf+7WVRoXN5G0eZB4yZg+xFLw00EIcorW5P9HJOhZ98ziMdjbiNyn0+ObeKflanmK9yLgz0utQBIK+ZtI1QbqSHlg/0kw1y0biFj6rl1nPTM8dCQQf0lbb3B+AVuaXIUkSbrOL5dASfouPO6m73E7dodaq9SQeJXODW5zj9YUP721f/epXuXXrlqjujiDi107QFVNTU/ydv/N3+NKXvvTksWvzPu6miqTLnf/I1SNvIzdy6PObR35Ns93iYXab9cRNLIqZK+FlArbAwO2UPo/Hrc17hf0eRyL4KJIkMe2eYsI5zlbqDvEBsy16bEMUcY6JtkaB4BWY9CaCtsDA2RQ9th26l77PrOcc487IUNwXh4mdXBTjALUyvwxZkgk7QlwJL6OXFdZiG+zkorTV4xcwukHK3OB6a5Zrc34AVFXlf/gf/ge+9KUv4fEI661RQyS8gq752Z/9WVZXV/m93/s9gCezEu9G0x2fsxF4DVVvOZI9kaqpxIpxVmKr1Ft1loOXmHJPopf1HV+/3zhUbZ4hVowPbCVxmAnY/Jz3L7Cb3+NB5uHAVOLjpQQaDMUiSyA4CyKOMWrNOplqttehHIm22uZu+j6JUpKLgQvCY7cPyVQypCsZZj3nhmojQtEpzHimuRg4T6lRYuVgjWQ5dSabRXI9jbkaZUVa5LXpQyHGX/mVXyGTyfATP/ETp359Qf8hEl5B1/h8Pv67/+6/47//7/97VFXFbzdyPmTvao4XnYFG+Nor53jztTzrsQ3ipQRznhkW/QuYFXPn1+1jLAYLk64J7qbvD4VwyrBhN9pZCl6k1Cizmbzd93+jZrvFbmGPKdeEaG0UCI6ITtYx4RpnJxdFVft7Y6veqnMzsUlTbbAUvChm9PuQWqvO/cxDZjzTA6cxclSsBisX/OeZck+ym99jI36TYr10qtdUMjcAUCOfwqToaDQa/ON//I/5h//wH2KxiO/BKCJWOYIT4Sd/8ieJxWL8+q//OnDY1vxutLudvPr4Wxgy70H72dboWrPGVvIOd1L38Nv8LIcu4TK7Or7WoBCw+rEbbdzLPBiolrpR4bGCsyLr2YjfpNLHQmN7hT3sBttIfG8EgpPEZ/Gi6BQOirFeh/JCivUiG/GbWA1WzvsXxchCH3Log3wPn9U79JV3SZLwWjxcCS3jNrvZTG5xN32PeqtxKteTMx8Q19xcPH8BgJ//+Z/HYDDwwz/8w6dyPUH/IxJewYlgs9n4H//H/5H/6X/6n2g0Grw55yNRqrGd7XwXrx55G0ltYEi/9+SxltpmJxdlNb6OQadwJbxM2B4amQqVJEmc80xTa9b6erE1yuhkHXPeWfxWPxuJW2Qq/df6WGlUSJSTTLomeh2KQDBwPLYp2i8eUO9DhfZkKclm8jZjjjHOuadG5v44aETzu2iaNlK/w7IsE3GOcTm0BMBqbI29/P6Jd0u0Eu/znjrP1Xk/hUKB/+1/+9/4p//0n6LXD8+om+B4iF9BwYnxIz/yI2iaxpe//GU+fc6LopN5Z6fztuaW+zxtcxBD8i/QNI1EKcnqwSqlRplLgYuc80yP5K61XtYz551hr7BPsV7sdTiC5yBJEhHnGLOeGe5l7j9Z2PQDmqaxnYsStAaGtv1fIDht7EYbbrOLaH6316E8QdVUHma32clHWfDNE7IHh2omdJjIVnMkSknmvLMjuSFh1BuZ885y3r9AtpplJbZGupI5mfuk2sRRusmm/jwXww5+7ud+jsnJSf6L/+K/6P7cgoFl9L5lglPDYDDwT/7JP+EXfuEXUJs1Xptyd2dPJEnUx99Gn/gGG/Gb7BX2mXZPccG/OPKzSDajjXFnhLvp+7TarV6HI3gBHoubS8GLZCtZ/v/s3Xd8U/X+x/FXRjPapkmb7l3aUqC0IBtkKQKCLPdguse9V3Hiz4nXCVfBrdcNbhRUcKCC4AVlg1A2FLroHunKTs7vj0IVWR1p0/F9Ph48KO3J93xamuS8z3ftK9nfYsO3GqPCasLsMBOlj/R2KYLQrsXoY6iwmNrEjUerw8qeon11N4TDUtG34634Ojqb086R8iMkBMaj9WmfWxB5ik6tIzWsB9H6KLIrstlXcoDaZk4FUlYdwEey4Y4eQElJMW+99Rbz588XN386ORF4BY+6+uqrCQ8P56mnnmJocjA7jpXjdDVtqIrNZiFHlYim+iCJ1dvoFZ5GkG+QeNE6Ltw/DF8fLUcqxHzetszXR0tqWA80Sg27i/ZQYTF5rRa35CanIpcYfVSHWsVcELxBrVQRqYsgu8K72xSV1paRUbSHALWOHqHd0HTQxY86AkmSyCzLJFAbSLCf0dvltAkymYwQv2DSI9LxV/mxp3gvR8qzmrzwo7tkGzZJSWyPwTz00EMMGDCAUaNGebhqob0RgVfwKLlczrx583jjjTfoGSSn1u5kb5GpUW24XE6OHdvP7t2rKQ2/gOqka4jfPw/f/O9apuh2SiaT0SWoC7X22na3/2tno5Ar6BKUQJwhhsNlmXUrvHph66LC6iIUcjkhfiGtfm5B6IgidOE43E5KzU3fhq+pXG4XR8qPkm3KJsmYSFxgbKccHtue5FUdw+l2EmeI9XYpbY5SriDWEEN6WE+cbgc7CzIoqC5s9HuluXAbe6R4IlQWPvnkE+bPn99CFQvtiUwSXUOCh0mSxMiRI0lJ6camqMu5PC2emwZ1bdDjysvzycvbg4+PmtjYNPz9g0ByY/j1X2gPfULlec9hjZ7YCt9F+1Ftq2Z/yUF6hHbDT+Xn7XKEc7A4rBwuO4xMJifZmNhqW1HYXQ52FuwiJTiZADHcsc1zul1sO7advlF9UMoV3i5HOIsycznZFdmkR6S32v+V2WHhcGkmSrmCRGOXDrulTUdSaa3kYOlhUsN64CvWTzinSmsl2RW5SEjEGWIavKOAz3cXsFo2gM93mFEoFCxZsqRlCxXaBTGmTfA4mUzG/PnzueCCC7js2clszSvlJs4eeGtrTeTkZGCz1RId3QOjMebPocsyOaYRrwCg3/EggAi9f6FT64gMiOBQWSY9w1LFxXEbp/XRkBrWg2xTLhmFe+gSFN8qW1LkVeZh0OhF2BUEDwvSBlJUU0x+VX6Lr7grSRIltaVkm3II14URHRAlpvm0A3aXg8yyI8QZYkXYbSC9Rk9aeABFNcVklh/BT+VPnCHmrIstyq3FGF2FZCmi+O67F9m9e3crViy0ZWLsi9AiBg4cyNixY8n84R32FJiotZ1+LobDYeXo0R3s378enc5IWtoogoNjT30DPx56LcnXod/xIJq8Fa3wXbQfkboI1Ao1R8uzxHzedkAuk5MQGEeXoHiOlGeRVZHdokOca2w1lJnLO9X2F4LQWk5sU1RUU4zVeeq+8Z7icrvqV33vGpxEjD5ahN12oG7e7hECNAGE+AV7u5x2RSaTEa4Lo1d4OhqlmoyiPWRX5OB0n36xzpqCrQB88f3/uP7660lKSmrNcoU2TAReocU8++yzbF/zHdayPLYfKz/pa263m4KCw2RkrMblcpCaegHR0T1QnG2bIRF6z0gmk5Fk7EK1rYqS2hJvlyM0UJBvED3DU6mx17K7cC819lqPn6NuG6K63iAx7FEQWoafypdgXyM5ptwWab/KWkVG4R4cLidp4T3Ra/Qtch7B8/KrCrC5bCQExosbFE2kVCiJD4yjZ1gqZoeFnQUZFNUUn3KDv7pgC9/m+rF3104ef/xxL1UrtEUi8Aotplu3bsyYMQPHb4vYcnx7IkmSMJkK2b37F8rKcklKGkBS0gA0mgbOPRWh94x8FD4kGhPJNuW2iW0yhIbRKNX0CO2G0TeIfcX7yTXlebS3t8xcjs1lJ1IX4bE2BUE4VbQ+iiprNZXWSo+16XK7yKrI5kDpIcJ1YXQL6YqqE+4/315VWEzkVxeQbExCIaYbNZuvj5ZuIV3pEhRPQXUhu4v2UGmtqv+6tmInc1Y7mD17NuHh4V6sVGhrxKJVQosqLi4mMSmZ2MseZPmj/yAnZzdmcyVRUd0ICYlD1tQVJcVCVmdUWF3Esap8eob1ED167YzZbiaz/CgSEolBCc1ehMzldrGrMIMYfYzYAqOdEYtWtU8F1YWU1JSSFp7a7N68KmsVR8qzUCl96BKUgEbZufdsbW/MDgt7i/aREBSPsRXWaehs3JK7/npHr9ETrQtjzbx+PLLJj8OHM/HzE4t4Cn8SPbxCiwoNDeW5Z5/h6LevsvL3n9FqdaSljSI0NKHpYRdET+9ZhPmHEqgN5GDpYVxul7fLERrBV+VLalh3jNog9hbvJ7eyeb29BdWFqBQqcbElCK0kzD8UCalZW8X9vVe3e0g3EXbbGafLycHSQ4TpQsXrbwuRy+REBkTQKyIdkPPtrx9x/yo7r7zyqgi7wilED6/Q4lwuF6lpvamO6MOSF18lwajzXOOip/e03JKb/SUH8JGrSDJ2EfOG2qHm9vbanDZ2Fe6me0gK/mr/FqpSaCmih7f9MllMZJYfoVd4OkpF4zbDqLJWc6T8aF2vbmACGh8RdNsbSZLYX3IQhVxOsjFJvP+2oGKzna+PlOE+8iUFP7zCPp9e/LpuvfiZC6cQPbyd0KxZs5DJZMhkMtauXdvi51MoFLz/7luU/LaEG9/5ij2FFZ5rXPT0npZcVvdGW2OvIb+6wNvlCE1worc3SBvYpN7eHFMuQdpAEXYFoZUZtAb8VP7kVR1r8GP+7NU9SLgutK5XV4TddinblIPD7SAxSNxsbgluSWJTYRVzfjvCVd/toPvhp7i08BUW73Tw9rvvnfQzP3GtGx8f772ChTZBBN5GqK2tZeHChQwfPhyj0YhGoyEhIYEJEybw0UcfYbfbvV1iq8nKymLu3LnMnTuXr7/++pzHDx48mOuuuZrqtW9x51eb2JTtwZWEReg9LR+FD12Dk8mvKqDc4sGbDEKrkcvkROuj6BHaHZOlkt1Fe6lqwIJkVdZqTNZKYgzRrVClIAh/F2eIobi2BLPDcs5jTRYTGUV7MNvNpIWlEq4LF0GpnSquKaHMXE7X4OR2vUjV8/99gYi+UUT0jeKux2ef8vXLbrmi/uufL/+8VWqqsjv59EAx16zcx13/y0SqzeG3oGe4XPkbN/4vhLtm301KSkqr1CK0P40ba9OJ7d27l4kTJ3LkyJGTPp+VlUVWVhbfffcdPXv2pHfv3t4psJVlZWXxxBNPADBz5kymTJlyzsfMnz+f5ORkkiv3cP8KN4+P6c2orpGeKeh46AXQ73gQQAxvpm6rjMSgBDLLjqAJ7Y6vytfbJQlN4He8t7ewuogDJQcJ0gYSY4g57WqtJ7YhigqIRKVQeaFaQRC0PlrC/ELJrsihW0jX0wZYm9NGtimHKms1MfpoQv1DRNBtx6pt1WSbckgJTkYjFoz0mP3lZpZmlvBzTgUuCcYlGXindw7Jux5HpgriZetMCio/4dFHH/V2qUIbJgJvA5SXlzNu3DhycnIAiIyM5P777yctLY3q6mp+/fVX3n//fS9X2faFhoby9NNPM2/efCY/8wWPrdxBpdXBZelxnjmBCL2nFeQbhNlh4WDpYVLDeuDTyDllQttwYoEOo28QOaZcdhVkEK2PJMw/7KSL5JLaUlxuF+G6MC9WKwhClD6SnQUZmKwmArWB9Z93S24KqgrJry7A6BtEr4g0fMRWQ+2azWnjYOlhYg0xBGgCvF1Ou2V32JHL5DiRszqvgmWHS9lTbibC34d/DQjnqu4GQva9CVv+CynjKBn6NE/0HsCbb74pFqoSzkoMaW6A559/vj7s6vV6Nm/ezOzZsxk1ahRTpkxh4cKFHDx4kNjYWADsdjvz5s2jd+/e+Pn54evrS69evXjuuedOGfYcHx9fP8cgOzubCRMm4OfnR1xcHK+//joAa9eupX///mg0Grp27cqSJUtOamPu3Ln1bbz//vssXLiQxMRENBoNffv25eeff27w97pu3TomTZpESEgIKpWKhIQE7rnnHioq/hwSO3LkSC644IL6fy9atKj+/LNmzar/fElJCffccw/Jycmo1WoCAwP5/vvv0Wo1KLd/xqzz43l+7W6e+PInoqJkREXJmD17FmvX/sj48f3p0kVD//6xvPvuy6fUWVtbwwsvzOXCC3uSmKglJSWAK64YyS9rfjxlePO3q79j0g1T6Dq8G7ED40kf05tJN0zhqZefPmnT8sVLP2TstHEkDk0mblAC513cl6tuv5rXFr3e4J9fWxUVEImvypfDZYc9user0PrUSjXJwUkkBydSVFNCRtGe+mHOTreT3Mo8Yg0xyJuzCrogCM2mlCuJ1keRbcqtf901WUzsKtxNuaWCbiEpdAlKEGG3nXO5XRwsPUyQNpAw/1Bvl+M1P6xZycy7ZzFg4iCShnUldmA8/S4ZwOy5d5Obn3vSsXc9Prt+SPTq335h7oIn6DXmPJLGnc+8TYe5eNl2ntycw9at67jQuYvrZFt5976J7H6mF67t/8XU726sU97jimk3YDabuf7667n66qspLy9vUK0Oh4MFCxbQt29f/Pz88PPzY+DAgXz00UenHLt27VouuugigoKC8PHxISQkhAEDBnDXXXdRWfnnnttLly5l6NCh6PV6VCoV4eHhDB06lDlz5tRfa65du/ak6+Uff/yx/vo+NjaWl18+9Xq3pqaGuXPn0rNnT7RaLQEBAYwcOZIffvjhlGMbUgPAf//7X/r164e/vz9qtZqoqCguuugi5s+f36CfX3skVmlugMTExPqhzHPnzuXxxx8/47E2m40xY8bwv//977RfHz58OD///DMqVd1Qw/j4eLKzs+vPk5mZedLxDz74IAsWLDgpKMvlcvbu3Vs/V2Hu3Ln1w4tTUlI4cODASW34+PiwevVqhg0bBtQtWrVo0SIA1qxZw8iRIwF45513uPXWW3G7Tw1EKSkpbNiwgcDAQEaOHMmvv/562u9v5syZfPDBB+Tk5HD++eeTl5d3yjEKhQKlUsmOHTtYXaDk+Z8OUrV1ORWr3yY6Opb8/NxTavj0058ZPvwiAKqqKrnssmHs25dx2hqefvo1Zs28rW715oMfM+MrCx/tOv386txN2SiVSr747kvufOyu0x4TERrO9h+2nfZr7YnL7WJv8T50ah3xgR7qVRe86q/7EAZqA5HLZNicNrqFpIihke2cWKW5Y5Akid1Fe9Br9Fid1rrhy4ZoQv3E8OWOQJIkDpdl4nA76RbStcPcaHz+vy/wwlsLALhqwpW89MSLJ339sluuYMO2DQC8+PgCrp50NQ88M4cPl54aGAFCjCH88tkqgoOCgbrAu+TbLwCIi46nWBOK7rxL0Hbpi85HRk+fMr5cOAenqYDE+HhCnLl8caUWHzlcs9RCeUAqCQkJfPvtt7hcf26/OHXq1JNC64nnWFxcHFlZWUBd2B03bhyrV68+ba0PPPAA8+bNA+DAgQOcd955WCynn4t/6NAhkpKS+PXXX7nwwgtPe/184pxKpZK1a9fWdxjFxcWRm3vq9e7PP//MRRfVXe9WVlYybNgwMjJOf7372muvcccddwA0uIYPP/yQGTNmnPaYqKio0163dwQd45nZgmpqak6at3siNJ7Jiy++WB92Y2Ji+OSTT/j000/re3//97//sXDhwtM+VqFQ8NVXX3HXXX8Gr+eee47+/fuzYsUKLrvsMgDcbjfvvPPOads4fPgw//73v/n2228ZO3YsUPdLPnv27LPWfezYMf75z3/idrvR6XS88sor/Pjjj1x//fVA3ZP+oYceAuCVV1456S7UuHHjWLduHevWrePhhx8G4I477qh/0syYMYOVK1fyxhtv4O/vj8vlQi6Xc8cdd/DPC5OZ2UOFru8EgifcS15+HqNHT+SDD1YwefI19ef46KP/1n88b97D9WH3wgvHs3jxd7z00mJCQ8MBeOKJuzmWfwzTiFf43ZzMB5PVXJem5P/+8SBfvPE5bz77OrNvvIuuXf6cV/Xjrz8CoFQomffQc3zxxue89tSr3DbtVmIiY8/6s2svFHIFXYOTKTOXN2uPSKHtODHMOT28J063k5La0kZvXyQIQsuRkPD18aWguhCZTE6viDTC/ENF2O0g8qsKqLXXkmxM7DBh9++WfPtFfW/siT8nwu5fjRg0gvkPz2Pxwg9Y+taXfPLKx9w27VYASspK+PjrT046Xu5rIGDQlTgnPEbo5Y/RPbUXE/yOsfLyaMbqSnGa6naYGB+az/ob/NFGpHDJch1rs1zs2rWLrVu3Mnz4cD755BO0Wi0An3322Um9rqfz0ksv1YfdQYMG8dVXX/Hll1/WdyLNnz+fTZs2AXXh80TYveuuu1i9ejVffvklTz31FP369at/Hq9YsaI+aD7zzDOsXr2azz77jEceeYQePXqc9vmenZ3NxIkTWbFiBddc8+f17n//++f17sMPP1wfdsePH893333H4sWLCQ+vu969++67yc3NbVQN33zzDQBKpZI333yT1atX8/HHH3PvvfeSkJBw1p9deyYm853D3584kZFnX2Tpk0/+fEK//vrrTJgwAQB/f38mTqybT/rpp58yZ86cUx776quvMnr0aIYOHcpLL71U//lFixaRmJhIeHg4y5YtA+qC7elcc8019RP3hw4dSmRkJGazme3bt5Obm0tMTMxpH/fFF19gs9kAuOKKK+oX37r++uv5/PPPMZvNfPrpp7z22mukpaVRVlZW/9jQ0FCGDh1a/+/y8nK+//57AMLDw7n55psB6NmzJ6NHj+arr77CYrGwefNmPv30Uy6IjeD5Z54geOJ9RAUEsfDxu9D7+9K7d3+++eYzALKy6r5ft9vN18dfNFUqFbfccg9qtRqdLoBx4y5j0aLXsdvtrFixhNtuu5fPLaM4cGA3i6do+Z+mgrCuPQgyBDF5DMy544H6mn2UdUPKfHx8SIiJp1ePXuj8dVw27tLT/rzaqxPDYQ+UHESj1KAXc406BLVSjQwwaAxUWExUWEzE6KMJ1BrEhbUgeIEkSZSZy8irPIZCrkSn0qGQycXw5Q6kzFxOfnUBqaHdxf8rMKTvYF5692X++9FbHCs8htVmPenrO/fuQpIkdpbWcjhqGNF3XIfkdhNuzuKdq4eRHnbyopp+PvDOJC3X9PSBQXdgHP0Eg7LvZtuh1+jWrRt5eXksX74cf39/Pv74Y7777jtcLhdZWVn06tXrjHX+tQf4nnvuITi4rtd56tSpPPbYY/XHDBw4EB+fP/9fExIS6NGjR33YPNHBA5x0XHJyMr169cJoNHL11Vfz5JNPnraO0NBQPv/8c9RqNf379+ezz+qud09c37vd7vpMoVKpuOeeuuvdgIAALrvsMl5/ve56d8mSJdx7770NruHEcSqViqSkJPr160dAQADXXXfdGX9mHYEIvOeg1+tP+nd+fj7dunU74/EHDx6s/3jgwIH1Hw8YMOC0x/zViWOCgoLqPxcYGEhiYiJA/ZMSwGQynbaNv55Tr9eTkpLCjh07ADhy5MgZA+9fa3r//fdPuwhXZWUl+fn5REeffauTw4cP188VKCwsPGOv+AUXXMCcOXN4++23MR/4jWJrDRFXzuWBH/7gPxP7ERhorD+2qqru+y0vL8VkqptPbLfbueaai85Qwz4Aplw6jUvGvwg4mNnrE2bMfpefjhno36s/s66cwfCBwwG4euLVfPPTcixWC1fdXnenLTIsgkF9BnPzdTfRu8eZXzzbm4DjQ5oPlR6me2iK6BHsAEyWSqrtNfQKT0chl1NcU8LRiiwKqtXE6GMI0Oi8XaIgdAqSJFFprSS3Mg+n20W0PopgXyM2l52Mwt2E+ofiL15z271KaxVHyo+SZEzs8LsfXHj+hdx5/b9O+twj/3mE3Qf21P/b5XJx1e3XsPvA7tO2IVNpyQ/owvSf9nO40orWN5iKtR9Qu3s18xfMPyXs6l0lbL7Zj5gAOR/UXsCsi58B6q6PtVotOTk5XHXVVfj71+0z35Dr4xP+er171VVXnfaYffvqriEnT57Mww8/TFlZGbNnz2b27NkEBgYycOBAbrjhBq688kqgLiwvXLgQm81W/7nQ0FDOP/987rjjjvohyn81aNAg1Oq61byNxj+vd0/UX1paWr9+jt1uP20bf621oTX8tSPrxOeio6MZMWIEs2fPpl+/fmf9+bVXHXP8hQf5+/vTpUuX+n//9ttvTWqnIb0sJ8K1XP7nf0tAwOl74Bo69drTvTu1tbUeays1NZXAwEA+/fRTAKzZO+lt+pW8yhr+sXQjFVZn/bGNnWpuNtfV2a1bT77/YRsbQm7m2zwDi6f4MibKxA9rfuDaf05ly84tAIwcPILl733N1Eun0jOlJ1qNlvyiApb9sIzLbr6c7LxsD33XbUOIXzBRARHsLzmI1Wk99wOENsstuck25RAdEIWPQolcJidcF0bviHQMGgMHSg9yoOQgZrvZ26UKQodWbathX8kBMsuPEuwXTK+INEL8gpHJZGiUasJ1YWRX5DT6/UxoW2rttRwqPUx8YByBWoO3y2lxwYFGBp434KQ/Ov+Tr00379xSH3bDgsN46YkX+eqdZfz7ybcJvOg2ou9YhCllLF2Maj6cksiAvK+o3voNbmsNYX8JqwAc/o4JNW8jSdDv7Vqy/HrXf0kulxMfH4/NZmP48OGnrdcTz68T17rh4eFs27aNOXPmMHToUIxGIxUVFaxcuZKrrrqqvle2Z8+ebNu2jTvvvJOBAwei1+spLi7mq6++YuzYsfz++++nnCMw8M+V25XKP/sfG1v/iVobWsOYMWP47bffuPnmmznvvPPw9fUlLy+Pjz/+mBEjRpyy/WpHIQJvA1x99dX1Hy9YsID8/PxTjikuLqa8vJyuXbvWf27z5s31H5+YDwCcdIyn/fWclZWVJy1g9dfg/nd/renxxx9HkqRT/tTW1tbPcfhrKP/7BPmkpKT6oJ2YmIjT6TylLbvdzlNPPcUbb7zBZ599Vt+rHeCo4IvbBlPrcHDbl7+jDDx5CHlQUDAGQ92LhJ+fPwcPVnPsmHTSn9xcFwsW1PVQS5JESkoqT/z7Zfo/mYWt2zQ+vMyP69KUuN1uVq79sf64fun9eP6R+fz8yY8cXneQx++uG9pisVpY8/uahvz425WIgAiC/YzsLz6Iw+XwdjlCExUfn48d6h9y0ucVcgVR+kh6R6SjUWrYXbyXw2VHsDpt3ihTEDqsum3fDrG/5AABah29ItKJ0IWfMqczUheBzWWj3NKwlWSFtsfqtHKg5CCRARGE+AWf+wGdRGFxYf3Hky++lMD0i1hsCuLdmgj8Us6nattyoje/ylsTujAsNoC/dsXUd8y47PDb0/DLfeT4pTHwnVoOlp18fVlRUcGBAwdwuVxN7tD56/XukSNHTnu9e2KOryRJxMXF8dxzz7Fu3TpKS0vZsmVL/eNPTDOUJInU1FReeuklNm7ciMlk4ssvvwROTMX7utF1BgcH14dif39/qqurT6nT5XLVj8hsaA2SJDF48GDeeusttm/fTnV1NS+88AIAZrOZlStXNrrW9kAMaW6A++67j48//picnBxMJhMDBw7kvvvuq9+Hd+3atbz//vusXbuW6667jl27dgHwj3/8g+rqamQyGQ8++GB9e9dee22L1frpp5/SrVs3zjvvPF599dX6Oz/nnXfeGYczQ9283QcffBCbzcZzzz2HTCZj8ODBmM1mjh49ypo1a7BYLPVbHP31ztT69ev54Ycf0Ol0dO3aldDQUMaNG8f3339PZmYmkyZN4sYbb0Sn05Gdnc2OHTtYtmwZGzZsYMiQIYwcOZJDhw7VLyefFKpj2R1DmP7uJsKnzqNoyeNA3Sp8crmcyZOvZdGi16mtreHaa8dw4413EhgYTEFBHgcO7OaHH5bxwgvvMWTISF5/fT4bNqxl1KhLiIqKRauZQnjVbyyecgSwYDu++vUj/3mUotIihg8cTlRYJAqFkk07/rx5YHOcfpXn9i5WH4PD5WR/yUG6h3YTq8G2Mw6Xg7zKfJLOsmCKj8KHuMBYwnVh5FUeY1dhBqF+IUQFRIp5Z4LQDDanjWNV+ZSaywj1C6F3RPpZn1MKuYIYfTQ5plwMGgMK8XrbrjhcDvaXHMToayRCF+7tctqU6IgoFLpg/HtfzMqgYfy4MYtYHzP2Xz6gYNtP4HaiHDz4zA3UFMLqu6FkD4x/nnV7lNQ6Tu5ocLvd/PDDD2dchbihpk6dys6dOwGYMGECDzzwANHR0RQUFLB//36++eYb7r33XmbNmsWnn37Km2++yZQpU0hISECv1/PLL7/Ut3Vi7Zv58+ezdu1aLrnkEmJjY/Hz8+PHH3885bjGkMvlXHvttbz++uvU1NQwZswY7rzzToKDg8nLy2P37t0sW7aM9957j5EjRza4hjvvvJOCggJGjx5NTEwMSqWSdevWNavW9kAE3gYICgrihx9+YOLEiRw5coS8vLwzrno8e/ZsvvvuO9atW0d2dvYp4Xb48OHcfffdLVZramoqjzzyyEmfUyqVLFiw4KyPi46O5tVXX+XWW2/FZrMxd+7cU44ZMWJE/cfdu3cnPDycwsJCjh49yvjx44G6+b+zZs3ijTfeqN+W6Pvvv69fxOp0br31Vq688kqSkpLqPxdp0PLFbUNIvf01wq97Ful/b9V/bc6cp9m8eR379mWwbdsGtp1mtcATHA4Ha9asZM2aP+9YyYB3JmlYPEXLHyF18yasVivfrf6e71afWqdGreHiEWPPeI72TCaT0SUonoOlhzlUeoiUDrStQmeQV3kMnVqHQas/57FqpZpEYxci7OHkVh7jj4JdhOvCCPcPE8FXEBrB7rRTUF1IcW0JgVoD6eE90Sg1DXpssK+RoppiCqoLidZHtXClgqc43S72lxzEX+VHrCFGLAZYT0a2y5dt1UFE3/4ebruV6t2/UPPHD2SXZnN+//4UuJ1nbSGwZi8suw9UvnDDSojuB3s/OOW4F154geLi5u8wcdddd/Hjjz+yevVq9u7dy6xZs854rNvtrt+F5HROXOM7HA5Wrlx52t5RuVx+xrnC5/L000+zbt06MjIy2LBhAxs2nP16tyE1WCwWli5dytKlS085TqvVMnny5CbV2taJK9sG6tGjB7t27WLBggUMHTqUoKAgVCoVMTExjB07lkWLFtGjRw/UajU///wzzz33HOnp6Wi1WjQaDWlpaTz77LP89NNP9XvwtoS7776bV199lcTERFQqFeeddx7ffvtt/V67Z3PTTTfxv//9j8suu4ywsDCUSiVhYWEMGDCARx99lNdff73+WKVSyfLlyxk6dCg63akL4sTGxrJjxw7uv/9+unXrhkajQafT0a1bN2bMmMHy5cvre5wDAwNxuVwUFBScdOcuyE9F0ecPYys4hPzCf/K/zLohM3q9geXLN3D//U/So0cvNBotWq0vCQnJXHLJFbz++qf06TMIgFGjxjNt2q1069YTgyEQhUKB3hDEh5XDyA4cRZ/yt9DkreCycZdy1YQrSYxLJMA/AIVCQXBQMBePvJiv3/2KuOiOu2+tXCYn2ZiIS3KTWXZEzC9rJ8x2M6XmMuIMZx65cTq+Kl9SQpLpFtKVWnstfxTsIqsiG5sY6iwIZ2V1WDlSfpQ/CnZhc9noEdqNJGNig8Mu1N1kjDfEUlBdKJ5z7YRbcnOo9DA+CiVdghJE2AXcSg26fpOJvPlNljmiKbLZua+Pnl4HFuPe/AkGqYa7bryRd55//oxtyICHhqlIz1oAUefBrevqwu5pHDp0iH//+9/1nSvNoVKpWLlyJS+//DIDBgxAp9Oh0WhISEjgkksu4d133+XSS+t26Bg8eDB33XUXffr0ITg4uO4aUq9n2LBhfP755/XbCY0fP55bb72Vnj17EhhYd60ZFBTEmDFj+PHHHzn//PObVKvBYGDDhg08+eST9OrVC61Wi6+vL8nJyVxxxRV8+umnDBo0qFE1TJ06lZkzZ5KSkoJer0ehUBAaGsqUKVNYt27dWac/tmcySVzdtntz587liSeeAP7sYW1vJEli/PjxKJVKVqxYcdLXbE4Xsz/7gx/3FPLgqHQm9GjcBf6ZT+rG8Ou/0B76hMrznsMaPdEz7bZTDpeDvcX70WsCiDPEijf1NkySJPaXHMDveG9Dc9Taa8mvKqDCYsLoayQyIBytj9ZDlQpN5XS72HZsO32j+oipBl5WazeTX5V//DkSRGRARLOfI5llR3BLEsnBiR6qUmgJkiRxuCwTm8tO95CUTj8MfX+5maWZJfycU4FLgnFJBqanB9Mvwq9x1wy2SlgzB3L+ByMegBFz4Aw/W7fbzbBhw0hMTGTx4sUe+k6EzkYMaRbaBJlMxjvvvEOPHj1YvHgxM2bMqP+aWqng1ev68Og3u3lm1S4qLXam9vXARYJMjmnEKwDod9TNse7ModdH4UO3kK7sKd6Hj9yHKP3Z95wWvKfCUoHZYSE5OLnZbfmp/EgOTsLisFBQXUhG4R4MWgNRARFiyyqhU6uyVZNfVUC1rZqQ46suq5Vqj7QdY4hmZ0EGVbZqAtRi27C2SJIksk05mB1meoR277Rh1+p0syq3gmWZpewtNxPh78O/BoRzVaqREN8mTIcp2QOrZoOzFqZ+Acmjz3r4Cy+8wJEjR/juu++a9g0IAiLwCm1IVFQUL730Evfeey9jx44lLCys/msKuYynp/TE6KfilV/2Y7LauWNIt+b3QorQexK1Uk234K7sLd6Pj8LnlJV/Be9zS25yTLnE6KM92vOn9dHSJSiBqIBICquL2Fu8H3+VP5EBEQSodaLHX+gUJEnCZK0kv6oAi8NCmH8oiUEJHp/nrlKoiAyIILsih55hPcTzqw3Kry6g3FxBalj3TrnOQW61ja8yS/k2q4wqu4vhsTreHtKFC+MDUMib8PsqSXDgS/jtKQhLhSu/h8CzTxc7MZT5888/x2AwNO0bEQRE4BXamJkzZ7JkyRJuuummU4Y2y2Qy7h2TgsFXxZPf7qXSYueBC9NQyps5FV2E3pP4qnzpGpLMgZKDKOVKgnwDz/0godUUVBeikCtbbEsMtVJNXGAskQERFNUUc6j0MBofDeH+YQT5BopFzYQOyeV2UWYup7CmCKfLQbgunJSQZJTylrtMitCFU1JTQkltqbi52MYU15RQUFVIj9BuHuvVbw9cbonfCqpYllnCxsJqDGoF1/Q0cl3PYOINzfg5OC2w/kk4+BX0uwEufg7O8XN1u93MnDmTyy67zCNzd4XOTczhFdqcY8eOkZqayssvv3zS0Oa/WrY9j/u/2MX5XUJ5Yux5qJUe6OkSc3pPUm6uILP8CCnByQRoAs79AKHF2V12dhZk0C2kK7pWGgbpcrsoqS2hqKYYl9tFqH8oof4hqBQtt/ieIObwthar00pxTQnFtSWoFCrC/UMJ9g0+aa/5llRuLudoRTa9ItJaNFwLDdcZ3/vKrA5WHCnj6yOlFJod9ArzZXp6MBOSA9Eom/lcqMyuG8JcmQ0TFkLvhm3NOW/ePF566SX27t0reneFZhOBV2iTFi1axL333svu3bsJDz/9fne/7C/i9o+2kxpuYN4l/fBTe2DIkQi9JympKSHLlNOqAUs4s8yyI0hIJBlbf6EbSZKotFZRVFNEpbWKQK2BMP9QdGK4c4sQgbfl1P0uV1JUU0KltfL473IYOrV/q/8ue3IBOqH5KiwmDpdlkmjsQpC2Y49ukiSJnaW1LMss5Zc8EwoZTE4JZFpaCOlhvp45SdZqWPsg+IfB1R/WDWVugAMHDtCvXz+WLFnCuHHjPFOL0KmJwCu0SZIkcckllyCXy/n222/PeNyWrHJu/GALEQG+vDBpAEG+Hhh6JELvSYpriskx5ZES0hWd2t/b5XRaNbYa9pUcID28p9eH2FmdVopqiimtLUMpVxLqH0KIbzBKheih8hQReD3P4XJQXFtCSU0JbkkixD+YUL9Q1ErvjlYw283sLt5LelhPND4N3+JI8CyTpZJDZYdJDEogyDfI2+W0mFqHix+zK1iWWcLhSivxejXT0oO5onsQBo2HXsPdTtjyIux8F7pNgCmvg+bc+8VD3VDmIUOG0L17d95//33P1CN0eiLwCm1Wfn4+PXr04MUXXzzrVkv7CqqY8e5mNEolL04ZQESAB+5MitB7kqLqYnIr8+gW0hV/EXpbnSRJ7Cneh0GjJ1of5e1y6rklN+XmCopriqlx1GLUBhHiFyx6fT1ABF7PODEyoaS2hAqLCZ1aR5h/CAatoU3NRz9anoXd5SAlpPkrrwuNV2mt5GDpYboExWP0NXq7nBaRWWlh2eFSVuaUY3G6uShBz/T0YM6P0SH35Ou1uQR+uQ8KtsHoJ2DwP6ER7T/77LO88sorYiiz4FEi8Apt2uLFi7nnnnvOOrQZIKfMzLR3N2GxuVgwZSCJRg8MvxWh9ySF1UXkVR6je2iK2K6mlZXWlpJbmUd6eFqb3RrD7LBQXFNMmbkcuUyO0TeIYF8jvioPDY3rZETgbTpJkqi111JmLqfMXAbICPYzEuoX0mZ7UB0uBzsLMkgyJmLQNqwnTPCMSmsVB0sPkRAYT7Bfxwq7DpebtccqWZZZyo6SGoK1Sq5LC+aaVCORuhYY2VC4DVbdA3IZXPE+xJ/fqIcfOHCAvn378sUXX4ihzIJHicArtGmSJDFx4kQkSTrnHmzF1VZmvreFYxUW/jOxP2kRHph/I0LvSQqqCzlWlU/3EBF6W4vL7WJnYQZxhph20fPgltxUWqsoM5dRYTGhUaox+hox+hq9PnS0PRGBt/GsTiultWWUmcuxu+wEaYMI9jO2m221CqsLKaopIS08tU31PndkVdYqDpQeIj4wrsVWvveGIrOdrzNLWX60jDKrk4FR/kxPC2ZMoh6VogV+tyQJMhbBpuchdiBc8QHows75sL86MZQ5NTWVd9991/M1Cp2aCLxCm1dQUED37t1ZuHAh119//VmPrbQ4uGnRVjKOVfLMuD4Mig9tfgEi9J4kv6qAguoCuonQ2ypyK/OoslbTI9QD+063MpfbRbmlgjJzGVXWavzV/gT7GgnyDRQr0p6DCLwN43A56ntya+1m9Bo9wX5GAjWGVltp2VPckpuMwj2E+YcS3siwIDTeibAbZ4jtENtCuSWJLUXVLMssZV1+JVqlnMu7BzEtLZiuRm3LndheA78+DEd/giF3wqjHoQnrOTzzzDO89tpr7N27F71ejHIQPEsEXqFd+Oijj5g9ezYZGRlERESc9Virw8U/PtnOrwdKeGR0L8akeGDOowi9JymoKuDY8dDrL0Jvi7E6bWQU7qZHaLd2f3PB7rLXBZPaMswOCwatgSCtAYPGIBa7Og0ReM/M4XJQYTFRYamg0lqFn8qPYD8jQdpAfBQeWK3fi0yWSg6XZdIrIq3dfy9t2YlhzB2hZ7fK7uS7o+V8daSUnGobKUYN09NDmJISiL+qhV87yg/Cz7PBWgpT3oDuTbs22r9/P/369WPp0qWMHTvWszUKAiLwCu2EJElMmjQJl8vF999/f87jnS43c5ZmsGx7HnePSOWKXvEeKEKE3r8qqC7kWGW+WMiqBR0sPYxSrqBLUIK3S/Eoi8NCmbmcCosJs8OMTq0jUGMgUGtos3MsW5sIvH+SJAmLw0KF1YTJYqLGXoufyo9ArQGjbxAaZcf6nTlQchCVUk1CYJy3S+mQTqzGnBAYR3A7Drv7ys0sPVzCz7kVuCUYl2Rgenow/SL8Wmc00KHlsG4uBCXA1R9BE7fLc7vdDB48mLS0NN555x3P1igIx4nb6kK7IJPJeOutt+jRowfvvvsuN95441mPVyrk/OeKdAJ9fVjw6x5MFjs3Dkxu3puATI5pxCsA6Hc8CNCpQ2+ELhwZMvaXHCQlJFns0+thVdYqKq2V9IpI93YpHqf10RKtjyJaH4XNacNkqaTCaiK3Mg+1Uk2gti78+qtaf19UoW1wS26qbTVUWCowWSpxuB0EqAMI8QshOTgZVQfu/Yw1xJJRtJswvxCx6JuHmSwmDpVlttsFqqxON6tyK1iWWcrecjOR/j7cOSCcq1KNhPi20nPCZYcNz8Lez6DXtXDJAmjG7+lzzz3HsWPH+Pnnnz1YpCCcTAReod2IiIjg9ddf54477mD48OEkJ599+wa5XMbDl3QnyF/F/JUHMFns3DMytXnL74vQe5JwXRgy2YnQ25UAEXo9QpIksk05RAVEdugLewC1Uk2YLpQwXSgut4tKayUVFhMHSw8DYNDoMWgNBKh1YohnB2d32amyVlFhqaTSWolcJsegNRAXGIteHdDu5uQ2ldZHQ5h/KNmmHLqFpIibPh5SYTFxuCyTLkEJGNvZPru51Ta+yizl26wyquwuRsTqeGdIFy6ID0Ahb8Xfj+pjsOpuKD8AE16EvrMateXQ323dupWnn36ar7/+moCAAI+VKQh/J4Y0C+3OrFmz2LVrFxs3bkSlatiqr59uzuHhrzK4MDmSR0f3wqe5qxSK4c0nKa4pIduUQ3JwEoYGbi4vnFlRTTEF1YWkh/fstKu1SpJEjb2GCosJk7USi8OC1kdLgFpHgFqHroMH4M4wpNnuslNtq6bKWk2VrRqr04qvjy+BWgMGjR4/VSsNzWyDnG4nOwsySAiMJ8jXAzsOdHJl5nKOlB8lMSiBoHYSdl1uid8KqliWWcLGwmoMagVXpRq5rmcw8QZ16xeUuw5+eQA0OrhqMUT1aVZzNTU19O7dm8svv5x58+Z5qEhBOD0ReIV2p7a2lr59+zJq1Chee+21Bj9u5e4C/vXpH/SJNvLM+D5ofZo5wEGE3pOU1pZxtCKr3Q4VaytOXOh2CYonUCsudE9wuBx14ej4n44egDti4D1TwA1Q6wjQBKBT+4vVu/+iuKaE/KoC0iM6740vTyisLiK3Mo9kYyIGrcHb5ZxTmdXB8iNlfHOklEKzg15hvkxPD2ZCciAapRd+DyQ3bH8Dtr0GSRfBZW+BB24aXHXVVeTk5LBu3Tp8fDrOa7fQNol3FqHd8fPz48svv2TgwIGMGjWKyy67rEGPu7hnBIuu9+HmxVu586tNPD+xP3ptM/YFFcObTxLsZ0QpV3Ko7DAOt4MIXbi3S2qXjlXm4+vji0Fj8HYpbYqPwocg36D63pm/BuC8qvyTArCfyg8/H1+0PtpO20PobW7JjcVhodZuptZee0rAjTXEiIB7DiF+wRTVFFNYXURkwNl3JxBOJUkSeVXHKK4poVtICro2vLiiJEnsLK1l6eES1hyrRCGDySmBTEsLIT3Mi/O4rRV1vbp5v8EFD8Gw+8ADUwveeOMNfvrpJ3bu3CnCrtAqRA+v0G69/fbb/N///R/btm0jLq7hq1nuyjMx870tGDQqFk4eQKiumfvTiZ7ek9TYajhQeogQv2Bi9NEicDSCxWEho2gPPcNS8fVpwX0TO6ATAbjaVkOtvZZahxkAXx9tfQD2U/m1mxDcnnp4/x5ua+21mB0W5DI5fqq6n7tOrRMBtwmqrNUcKD1Ir4g0VIpm3KDtZCRJ4mhFFpXWKrqFdEXbRl9Pax0uVmaXsyyzlMxKK/F6NdPSg7myexB6jZefK8UZsGo2uKxwxbuQeKFHms3IyGDIkCF8+OGHTJkyxSNtCsK5iMArtFuSJHHttdeSlZXFb7/9hkLR8IvCzJIapr+zGbcbXpwygNjAZt75FaH3JBaHlf0lBwhQ60gIihfD8Rpof8lBNEo18WI7kmaTJAmr03o8gJmpddT9LSHhezz81vUCa9AoNSjlyjYVhNti4JUkCYfbgdVhxeK01gdcy9/CrZ/KFz8fP9RKdZv6mbZXh0oPI5fJSTR28XYp7YLb7eZQWSY2p42UkK6olW3vRkFmpYVlh0v5Ibscq8vNRQl6pqcHc36MrnkLa3qCJMG+z+D35yAiHa5aBPpojzRtNpvp27cvo0eP5uWXX/ZIm4LQECLwCu1aVVUVvXv35tJLL+WFF15o1GMLKi1Mf2czpTV2FkweQLfQZi62JELvSewuO/tLDqJWqEgyJqJoIxftbZXJYiKz/Ai9wtNRKkQvWEv4MwSbj/dCmrE4rThcDhQyBRofDRqlGo1SUx+ENUqNV353vRl4nW4nVocVq9OG1WnF6rRicdT97ZbcqBQqNErNSQFXrRDhtqXYnDZ2Fe6me0iK2PP8HJxuJwdLDiEBKSHJbWpEgcPlZu2xSpZllrKjpIZgrZLr0oK5JtVIpK6NhHKHuW5v3cMrYMAtMOZp8OANgxkzZpCRkcHGjRtRq72w8JbQaYnAK7R727dvZ+jQoXz55ZeMHz++UY+tqLVz/QdbOFhYzbwJ/egb08xN6EXoPYnT7eRg6WEkyU3X4K74iCB3Wm7JTUbhHsL8QwnXhXm7nE7H5Xb9Ge6OBzvL8Y9dkgsfuQ8aHw0qhQ8qhQofhQ8+ch9UCh98FCpUCh+Ph+KWCLySJOGSXDhcDuwuBw6XA4fLXvex24HNacfqtOJ0O1HKlfWBX+OjRqv88wZAZ9keqC3JqzxGpbWSHqHdxY2FM7A7j99kVapJNia2md/TIrOdrzNLWX60jDKrk4FR/kxPC2ZMoh5Vc3eM8CTTUfj5Lqg5BpNegbQrPNr8Bx98wJ133sn27dtJSkryaNuCcC4i8Aodwssvv8wzzzzDjh07iIho3OIetTYnt320jY1HynlibG9GJjVzcRARek/iltwcLsvE4rDSLaQraqW4q/t3BdWFlNSUkhaeKi5m2xBJkup6O511vZ12l/0vYdFeHxolJOQyeX0A9pH7oFQoUcjkKGQKFHI5cpkChVyBQiZHLlfUf14hU9QP+T/xfy9DhtPtYnv+DvpEnofi+IX7ibdrl+TG7Xbhkly43G7c0p8fuyQX7uN/u9wunG5nXc3uulrdkhuZTIZKXhfc62r2Of6xqj7YilEGbYvL7WJnYQax+hixCv5pWBwW9pccRK8JICEw3uuvo25JYktRNUszS1mfX4lWKefy7kFMSwumq7ENzic+8hP8+jAERMDVH0Jod482f+DAAQYMGMB///tfrrnmGo+2LQgNIQKv0CFIksSUKVMwmUysWbOm0Xd27U439yz5g+8zCnjggjQm9YxtZkEi9P6VJElkVWRjsppICUkRCzL9hcPlYGdBBsnBSeg1Ad4uR2gkSZJwuV3HA+WfIdjpdp4+mJ4Ipcc/lmjaW7AM2d8C9MmhWiGvC9JKufKknmgfhQ8KmcLrgUBovNLaMnIqc+kVniamiPzFiYUSQ/1DiA6I8urvdqXNyXdZ5XyVWUpujY0Uo4bp6SFMSQnEX9UG/8/cDti0ADI+gNRL63p21TqPnsJmszFgwAAGDBjA22+/7dG2BaGhROAVOozy8nJ69erFzJkzeeqppxr9eJdbYu7yPXy4MZvbh3RjWt8uzXvjFKH3JJIkcawqn8KaIlKCk9F5+E21vTpanoXD7aBrcLK3SxG8wC25cUtukKgPvxJ10wEyCneTHp5WP6RZhgxkIJfJxUJwnZAkSewt3k+ARkeMhxYRau9MFhOHyjKJ0Ud7dTrIvnIzSw+X8HNuBW4JxicbmJYWTL8Iv7Z7c6m2GFbfA8U7YcxTMPA2aIFab7nlFn777Te2bNmCr68Xt1gSOjUxZknoMIKCgliyZAmjRo3iggsuYNSoUY16vEIu49+TUwn0U/Hy6v2YLDb+MbR701dMFPv0nkQmkxGtj8JH4cP+koMkBiXU76naWdXazZSay0gLT/V2KYKXnCm8nvicj8KnzazSLHiXTCYjLjCWfcX7CfUL6fTTQ4prSsg25dAlKB6jb+sP87Y63azKrWBZZil7y81E+vtw54Bwrko1EuLbxveWzd8Mq+8FpRJmfQexg1rkNJ9//jmffPIJmzdvFmFX8CoReIUOZfDgwTz++OPMmDGDnTt3EhzcuEWoZDIZ94zuSpCvD3NX7KXS6uDBUWkom7r4hQi9pwjzD8VH7kNm+RHMDgtRAZFt9w54C5IkiWxTDmH+oWiUGm+XIwhCO+Cv8sPoG0SOKZfk4M658I8kSeSYcik1l9I1OLnVp4LkVtv4KrOUb7PKqLK7GBGr450hXbggPgCFvI2/l0kS7HwXtiyE+KFw+XvgH9Iipzp69Ci33347r776Kj169GiRcwhCQ4khzUKH43a7GTduHJIksXLlyiav1PjNH8e4d8lOBseH8u+Lz0OtbEYvixjefAqz3czB0kP4qfzoEpTQ6eaklZnLya7IoVeEmI8nnKot7sMrtA12l4OdBbtICU4moJPN+3e6nBwqy8ThctA1JKnVbhY63RK/F1SyNLOUTYXVGNQKrko1cl3PYOIN7aSn3VYFvz4EWath2L1wwcPQQq8tTqeTwYMHk5KSwocfftgpb2oLbYsIvEKHVFJSQlpaGnfeeScPPfRQk9tZc6CY2z/aRrdQA/Mn9MNf3YxhSiL0nsLhcnCoLBOX20nX4OROM0TP7XazszCDaH0UIX7N3ApL6JBE4BXOJr+qgDJzGT3DOs/K7haHhQOlh9AqtSQZu7TKjcIyq4PlR8r4+kgpRWYHvcJ8mZ4ezITkQDTKdjSPvmx/3ZZDNhNc9hakjGvR09111118//337NixA39/sXe04H0i8Aod1tq1axk/fjxff/01Y8aMaXI727IruOGDLYT6aVkwuT9Gv2bcURah9xRuyU12RQ7llgq6Bid1isWsjlXmU2GpIDWsR6e5WBUaRwRe4WzckptdhbuJ1IUT6h/q7XJaXIXFRGbZEcJ0oS2+ErMkSewsrWXp4RLWHKtEIYPJKYFMSwshPawdzkM98BWsfwJCusJVH0JQQoue7tNPP+Wmm27it99+o3fv3i16LkFoKBF4hQ5t4cKFPPPMM2zYsKFZG50fKKxm+rubUMkVLJwykCh9M970ROg9raKaYnJMucQZYgltoTlFbYHNaWdXYQbdQlLQqcWdb+H0ROAVzqXcUsHR8ix6RaShlHfMJVkkSaKgupBjVfktvjhVrcPFyuxylmWWkllpJV6vZnp6MFd0D0KvaYc/X6cNfn8a9n8B502H8f+BFt4ScPv27YwYMYI333yTqVOntui5BKExROAVOjRJkrjhhhvYvHkzmzZtatbQmtxyM9Pe3USN1cXCyQNICm7G3CkRek+rylrFobJMjL5BxBliO2Tv5+GyTACSjIlerkRoy0TgFc5FkiT2lxzE10dLXGAz945vg9xuN0cqjlJtq6ZrcDJ+Kr8WOU9mpYVlh0v5Ibscq8vN6AQ909ODGRKja/ouDd5WlQerZoMpE8Y/D32mt/gpS0pK6NevH9dccw3z5s1r8fMJQmOIwCt0eDabjREjRmA0GlmxYkWTF7ECKKm2Mev9zeSUmZk/sT+9IpuxrY4Ivadlddo4WHoIH7kPycZElIp2eGf9DKptNewvOUB6eBpqpcrb5QhtmAi8QkOY7WZ2F+8lLSwVbQv33rUmu9POwbLDyIDk4GRUCs9u8+NwuVl7rJJlmaXsKKkhWKvkurRgrkk1Eqlr56/NOWthzRzwDYKrFkNErxY/pdPpZPjw4RgMBlasWIFCIV6zhLZFBF6hUygsLKRv375MnTqV+fPnN6utKquDmxdt5Y9cE0+N68P5Cc3Y7F6E3tNyuV312xZ1DU7GtwNcyEmSxJ7ifQRqDETpI71djtDGicArNFRWRTY2p42UkK7eLsUjamw1HCw9jF6jJyEo7rT7VDdVYa2dr4+UsuJoGWVWJwOj/JmeFsyYRD0qRTtahOp03C7Y9grs+C90vRgufRO0ga1y6lmzZrFx40Y2b95MQEDnWjlcaB86TteJIJxFeHg4K1asYNiwYaSnpzNt2rQmtxWg8WHRDQO489MdPPjtNh4enc7F3aKb1pjYp/e0FHIFycYkjlXls7doH4nGLgRqDd4uq1lKzWU4XA4idOHeLkUQhA4kKiCKnYW7MFlMGNr762RtKUcrsonWRxHuH+aRaS1uSWJLUTVLM0tZn1+JVinn8u5BTEsLpqux/d9MBcBSDr/cB/mbYNTjcP5saMZotsZYsGAB33zzDVu2bBFhV2izROAVOo0+ffrw3nvvcdNNN9GtWzf69evX5LY0Pgpen9qH/1uWwb9/2kml1cHVvZu48qEIvaclk8mI1keh9dFyuCyTcP8wovUtuzpnS3G5XeSa8ogLjG3WkHpBEIS/81EoiQ6IItuUS4AmwKM9oq3lxGr9ZeZykoOTMGj0zW6z0ubku6xyvsosJbfGRopRw5MjY5icEoi/qgONmijaAavuAVww4xtIGN5qp/7xxx955JFHWL58ebMWBhWEliYCr9CpXH311WRkZHDZZZexefNmwsOb3tumVMiZf0U6QX4qXvrfXiotdm4e1LVpgUyE3jMy+gbVhd7STKps1SQZu7S7/XqPVeWj8VET1ErDywRB6FzC/EMprimhqKa43Y0isTgsHC7LRCaTkxae2uzX933lZpYeLuHn3ArcEoxPNrAgLZZ+EX7t8obpGUkS7PkINs6HqL5w5QcQ0HrTZQ4dOsTUqVN59tlnueiii1rtvILQFGIOr9DpuN1upkyZQlFREevWrUOlav4CFf/9NZNnf9jPlJ6x3DuyJwp5E99UxZzeM3K5XWSbcqiwVNAlqP0McbY6rWQU7qFHaLcWW2VU6HjEHF6hsSqtlRwqzaRXRBo+Hl7kqaWU1JaSVZFNmH8o0fqoJvdOW51uVuVWsCyzlL3lZiL9fZiaFsxVqUZCfNvHz6JRHLXw66Nw5AcYdAeM/je04v95VVUVAwcO5Pzzz+ftt9/uWDcShA5JBF6hU6qurmbQoEH06dOHDz/80CNtLtmay4NLdzEiMZzHx/RGpWziRaoIvWdVWlvG0YosQv1CiDFEt/nhewdLD6GU+9AlKN7bpQjtiAi8QlMcKDmESuFDQht/vXG5XWRV5GCymkgMSmjy3OPcahvLMkv4LqucKruLEbE6pqeHcEF8QNNvPLd1FZmw6i6oLYRJr0LPy1r19G63m/Hjx1NdXc2aNWs80mkgCC1NDGkWOiWdTse3335L3759mT9/Pg888ECz27yqXwx6rQ//+mQH96/YyrOX9MVX1YSnmBjefFbBfkb8VX4cKstkb9E+koIT0Sg13i7rtCqtVVRZq+kVkebtUgRB6ATiDDHsKtpNqH8ofipfb5dzWma7mUNlmfgolPQMS230Fm1Ot8TvBZUszSxlU2E1BrWCa3oaua5nMPGG9jXdpdEOfwfrHgNDLNy8FrywMvf999/P7t272b59uwi7QrsheniFTm3t2rWMHz+eL7/8kvHjx3ukzQ2ZZdy0eCtxBj+enzQAg7aJbwiip/es3JKbHFMupbVlJATFY/Rtxp7ILUCSJDKK9hDiF9zu5tQJ3id6eIWmyjHlUmOvpXtISpsaaipJEiW1pWSbcojQhRMVENmo+sqsDpYfKePrI6UUmR30CvNlenowE5ID0Sjb9kifZnPZYdPzsPtD6HkFTHwJ1P6tXsYHH3zAP//5T9avX0/v3r1b/fyC0FQi8Aqd3uuvv86jjz7K77//TkpKikfa3H2skhnvbSZA7cPCyQMJ0zVx6wMRes+p3FzBkfKjGH2DiDO0nVWQi6qLKawpIi08tc0PuxbaHhF4haZyul3sKthFXGBcm7kR6HS7yKrIospaTaKxC3pNw7avkSSJnaW1LD1cwppjlSjlMLlrENPSg0kLbZs92B5XUwir74GS3XDxs9D/JvDCjYxNmzYxatQo3n//fa688spWP78gNIcIvIIA3HbbbaxZs4bNmzej1zd/OwSAo6W1THtnE06XxMLJA4kPauLdWBF6z8nmtHGoLBNJcpNkTETr4929FZ0uJzsLd7WrxbWEtkUEXqE5SmpKOFaVT3p4mtdvAtbaazlUlolaoSbJ2KVBC2rVOlyszC5nWWYpmZVW4vVqpqcHc0X3IPSaTjQb79gGWH0v+Gjh6g8huunbKTZHQUEB/fv354YbbuDf//63V2oQhOYQgVcQALvdzkUXXYRarWblypUoFJ65wCystDLj3U0UVdl4YfIAeoQZmtaQCL3n5Jbc5FUeo6immPjAOEL8gr1WS1ZFNlanjZTg5DY1pFBoP0TgFZpDkiT2FO0l0DeQqFbcqubvNRTVFJNbmUdkQASRuohzvh5mVlpYdriUH7LLsbrcjE7QMz09mCExOuSd6bVUcsOOt2DbK5AwAi5/B7z0nma1Whk2bBhRUVEsW7bM6zdQBKEpROAVhONKSkoYNGgQQ4YMYdGiRR57UTeZ7dzwwRb2FVTz3CX96B/bxDctEXobxGQxkVl+lAC1jvjAuFbfnsPssLC7aA9pYale72kW2i8ReIXmqrZVs7/kIL3C01A1cmGo5rI5bRytyMLisJBkTESn1p3xWIfLzdpjlSzNLOGPklpCfJVc2zOYa1KNROo64aJItkpYMwdyfoURc+r+eOk1wOVyMXHiRPLz81m/fj3+/q0/b1gQPEEEXkH4iyNHjjBo0CBmzpzJf/7zH4+1a7Y7uf2j7fyeWcbjY3pzYXJE0xoSobdBHC4HRyuyqbZVE9+K89gkSWJ/yUF8fbTEBca2yjmFjkkEXsETDpdlAjKSjF1a5XwnFqbKMeUS5BtIrCEGpfz0Q5ALa+18faSU5UfLKLc6GRjlz/S0YMYk6lEpOmkvYuke+Hk2OGrgsreh6xivleJ2u5k1axbr169nw4YNhIWFea0WQWiuTjQRQhDOrUuXLvz0008MHz6c0NBQ7r//fo+066tS8vaMftz3xU4e/WE7VdaeTEmLa3xDYsuiBvFR+JBsTKTcUk5WRTbl5vJW6e01WSsxO8wkBye26HkEQRAaIkYfza7C3VTbatC18Kq+NqedoxVZmB1mkoxdTru3rluS2FJUzdLMUtbnV6JVyrm8exDT0oLpauzEI2IkCQ58Cb89BaE94KrvIbAJ1wge9OCDD7Jy5UoRdoUOQQReQfib3r17880333DJJZcQHh7O9OnTPdKuSinnxat7E+jrw/w1uzFZ7czsl9T4OZ4i9DaITCbD6GskQB3A0YosdhXuJiEwjqAW6u11S26yTTlE66PO2KMhCILQmtRKNRG6cLJNOaSGdm+RNQX+2qsbqA0kPbznKa+BlTYn32WV81VmKbk1NlKMGp4cGcPklED8VZ18BIPTAuufhINfQd/r4eLnwMe7e8u/8MILvPnmm/z6668kJoobuEL7J67KBOE0LrjgAhYvXsyMGTMICQnh4osv9ki7crmMuZNSCfJTs3DVQSotDv41rHvjF+MQobfB6np7kygzl3O0IosycwXxgbEe7+0tqi5CIZMT6hfi0XYFQRCaI0IXTkltKaXmMo8v5vfXXt1E46mr0u8tr2Xp4VJW5VbglmB8soGFabH0jfATC/oBVGbDqtl1f095E3pf6+2K+Oijj3j00Uf59ttvOe+887xdjiB4hAi8gnAGV1xxBcXFxVx99dX8/PPPDBgwwCPtymQy7roomSB/FY99vRuTxc7DF6WjbOycJRF6G0wmkxHsZ0SvaZneXofLwbGqApKDm9BjLwiC0IIUcgWxhmiyK3IJ0gai8MCccEmSKK0tJduUS6DWcFKvrtXpZlVuBUszS9lXbibS34c7B4RzdaqRYN/WXUSwTctaDWv/D/xD4KZVEN7T2xXx448/cuutt7Jo0SIuvPBCb5cjCB4jAq8gnMUdd9xBYWEhkyZNYt26dSQnJ3us7emD4jBofbjn8z+otjl4alwfND6NvBARobdR/t7bW26pIM7Q/N7e3Mo8AjQB6DUBHqpUEATBc4K0QRRVF5NfVUCMIbpZbdmP9+rW2k/u1c2ptvJVZinfZZVTZXcxIlbHvUO6cEF8AAq5uBFYz+2ELS/Bzneg2wSY8jpo9N6uiq1bt3L11Vczf/58rrzySm+XIwgeJVZpFoRzkCSJW2+9lVWrVvH7778THh7u0fb/d7CEWz/cRnJwAP+Z1B+dugnhS6ze3Gh2l4OsiiyqbTUkBMYT5BvYpHZq7bXsLd5PWnhPNEq1h6sUOiuxSrPgaX++VqWiUTZ+jqgkSZSay8iuyCFQazi+Er2C3wsqWZpZyqbCagxqBVelGpnaM5g4g3g9PIW5FH65Fwq2wUVzYci/oA2MCjp06BDDhg3j5ptv5sknn/R2OYLgcSLwCkIDuFwuLr/8co4cOcL69esJCPBsT972nApueH8LRj8NCycPINivCQtWiNDbaJIkUWYuJ8uUjV4dQJwhtlH7VUqSxN7i/QSodc3uNRGEvxKBV2gJR8qP4nS76Bqc1KjHWZ1WsipyMNvNJATF48aP5UfL+PpIKUVmB73DfJmeHswlyYFolJ10S6FzKdwGq+4BuQyueB/iz/d2RQAUFhYyZMgQRo0axVtvvSWm5Qgdkgi8gtBAVquV0aNHI5PJWLVqFSpVw4NRQxwqqmbau5tRIOPFKQOJNvg1vhERepvE7nKQY8qhwmIiOiCSMF0Yctm5L9rKzGVkV+TSKyLNI/PiBOEEEXiFluBwOdhZkEFycFKDpmC43W7yqwsoqC7EqA2iwhnE10fKWXOsEqUcJncNYlp6MGmhvq1QfTslSZCxCDY9DzED4MoPQOfZkWJNVVVVxfDhw4mLi2Pp0qUolWKmo9AxicArCI1gMpkYOnQoSUlJLFu2DLncs3ey8yrMTH93M5VmJwsm96drSBPm9YjQ22RV1iqyKnIAibjAuLNeELrcLnYV7iZaH+XxlU8FQQReoaUUVBVQYi4jLSz1jL15kiRhsprIrsjBISk5WG3g++wqMiutxOvVTE8P5oruQeg1IiCdlb0G/vcIHPmxbvjyqMehhfeDbyi73c5FF12E2+3m559/RqvtxPsgCx2eCLyC0Ej5+fkMGjSIiy++mLfeesvj7ZfV2Jj5/haOltQyf2I/zosyNr4REXqbzC25KaopJq/yGIFaA7H6mNMOc86rPIbJWtlie1sKnZsIvEJLcUtuMgp3E64LJ8w/9JSvW51WsityOFBRy45yP37Nt2B1uRmdoGd6ejBDYnSN30qvMyo/CD/PBksJTHkDekzydkX13G43l19+OYcOHWL9+vUYDAZvlyQILUrcmhOERoqMjGTVqlUMHjyYsLAwjy/wYPRX8+nNA7n1w23c881mnry4D0O7hDWuEbF6c5PJZXIidOEYfYPIMeWyszDjlGHONqeNgupCuoekiLArCEK7IpfJiTXEcqT8KEbfoPrthFxuFzmVBfyYXcTGYhX7TRDia+OmPqFcm2okQufZaTwd2qEVsO5xCEqA6b9CI+dMt7Q77riDbdu2sXHjRhF2hU5BBF5BaIKuXbvyww8/MGrUKEJDQ/nXv/7l0fZ1Gh/em9Wf2Z/9wf99t43/uyid8d0buSiSCL3NolKoSDIm1g9zLq4tJf74MOfcyjyCtIH4q/29XaYgCEKjGTR6/FS+HKvMJ9YQw4HyUj4/mMdvhVDlkDMoSsOrg4IZk6hH1dg94jszlx02PAt7P4Ne18IlC0DVtuY3P/bYYyxZsoQNGzYQGRnp7XIEoVWIwCsITTRgwACWLl3KpZdeilqt5pZbbvFo+xofBa9N7cPDX2Xw1M87qbTYubZPl8Y1IkJvswVoAugZ3oOimmIOlh7CX+VHta2G3hHp3i5NEAShSWQyGbGGWJYf2s1z2yv4o8yNVinjih5GpqUF09Uo5nM2Wk1+3RDm8gMw4UXoO6tNbDn0V8888wwvvvgiq1atIiUlxdvlCEKrEYFXEJphzJgxLFmyhCuvvBKFQsGNN97o0fYVchnPXpZGkJ+KV9buw2Sxc9uQRg6jFaG32U4Mcw7SBpJRuAeAUnMZ4Q1czVkQBKEtcbicvLs7l08OKYjwdTN3eCRX9AjGTyXmizdJ7npY8wCo/eGGHyGqj7crOsX8+fN59tln+fHHHxkwYIC3yxGEViUCryA00yWXXMJnn33GNddcg0KhYNasWR5tXyaT8cDF3Qj0VfH09/swWe08cEEaCrkIva2t0lqFUq4gPiiRnIpcSmpLiNZHE6QNFHN5BUFo8yRJIstUzDPb8skohxvSA+kbYKJvvFqE3aaQ3LD9Ddj2GiRdBJe9Bb5B3q7qFC+88AJPPvkk33//PUOGDPF2OYLQ6kTgFQQPmDRpEh9//DFTp07Fx8eHqVOnevwcNw/vQqCfijlf7qLa6uDxsb1RKxtxgSJCb7M43S5yK/NICIzDoNETEK6jtLaU7IocCqoKiDHENGhfS0EQhNYmSRIVVhO/5eXy330ubG45706IY1QXA0eLi9mdk0NoQIDHt9rr0KwVsGZOXe/uBQ/BsPugDf78XnrpJR5//HG+/fZbhg0b5u1yBMErROAVBA+59NJLWbRoETNnzkSpVHL11Vd7/BxX9I3GoPXhH59s577lW3huQj/8VI14GovQ22T5VflofbQEagOBumHOof6hGH2NFNUUc6j0MH4qP2IN0fip/LxcrSAIQp0qWzU5FbmsPmbjy6OQYtTyxiUJxASoAYgLCSGruJgjRUUkRUR4udp2ojgDVs0GlxWmLYWkUd6u6LReffVVHnroIZYvX87IkSO9XY4geI0IvILgQVdeeSUul4vrr78euVzOlVde6fFzXNQjjMU3DODGRVv517KNvDCpP4G+6oY3IEJvo1kdVgprikgN7XHK0GWFXEFkQAShfiHkVxewt3g/Bo2eGH00Gh+NlyoWBKGzM9vN5FbmUWquZkWuL2vzYWpaMI8Oi0Kj/LMnUi6T0TM2ls2HDxMdHIzGx8eLVbdxkgT7PoPfn4PwNLhqERhivF3Vab355pvMmTOHr776ilGj2mYgF4TWIgKvIHjYNddcg9PpZObMmcjlci6//HKPn2NgFyOf3zqIme9t4falG1g4eQARAY3Y+kCE3kbJNuUS4huM31m2l1AqlMQaYgjzD+NY1TF2Fe4mxC+YKH0kKoXYv1IQhNZhddrIqzxGuaUcF0Ze368lv9bOwjFxXNrt9PNLQwICCNHp2J+XR++EhFauuJ1wmGHdXDi8AvrfDGOfBmUjbja3orfeeot77rmHL7/8kjFjxni7HEHwurY32UAQOoBp06bx3//+l+nTp7NkyZIWOUdqpJ6ltw9Gws3tX27gaFl14xo4Hnotydeh3/EgmrwVLVJne2eyVlJtqyZaH9Wg49VKFV2CEkgLT8XhdrKzIINcUx5Ot7OFKxUEoTNzuBxkVWSzqzADGVDhiuORLVVIMvj66q5nDLsnpMbEkFdejqm2tnUKbk9MR+GbayF7NVz2DlzyfJsNu2+88QZ33303X3zxBePHj/d2OYLQJojAKwgtZPr06bzzzjvMmjWLTz75pEXOEWf0Y+ntQwj09+GOpRvYXVDRuAZE6D0rt+QmpyKHaH0kPorGDfPT+mjpGpxE95AUqu017CzYRUFVIW7J3ULVCoLQGbncLvIqj/FHwS5sTjvdgruzIlfF45vyGBkfwPJrUkhpwL66fhoNXcLCyMjJQZKkVqi8nTjyE3x1FcgkuPkXSPf8VCVPeeWVV7jvvvtYunQpl1xyibfLEYQ2QwxpFoQWdN1116FUKrn++utxuVxMnz7d4+cIDdCw5JbB3LhoC3d+vYlnxvdlUFxIwxsQw5vPqLimBAkI9Q9tchv+an+6h6RQaa0itzKPwppCInQRhPgFo5CLbUAEQWgap9tJUU0xhdVFaJQauoV0xeJSc99vWewtr+Xx4VHM6hXSqC3TkiMiyCktJb+8nCijsQWrbwfcDti8EHa9Dz2mwORXQa3zdlVntHDhQh555BG+/vprRo8e7e1yBKFNEYFXEFrYVVddhUKhYPr06TgcDm644QaPn0Pv68OHNw7kHx9v54EVW3hsTG8u6hrZ8AZE6D2Fw+Ukr+oYSUGJyGXNGwwjk8kwaPXoNQGUWyrIryrgWFU+4f5hhOlCUcrFS7EgCA3jcDkoqC6kuKYEX5WWxKAE9Bo9W4qreXzjAdRKGZ9f0ZW+EY1fLd5HoaBHdDR78vIIMxhQKjrpTbnaYlh9DxTvhLHPwqDboQ3vtf6f//yHJ554ghUrVnDhhRd6uxxBaHPEVZYgtILLL78cpVLJtddei8vl4uabb/b4ObQqBf+d0ZcHvtzF4yt3UGm1c3l6fMMbEKH3JMeqjqFT+WPQ6j3Wpkwmw+gbRJA2kEpbFflVBeRXFxDmH0q4LkwsbiUIwhnZnDbyqwsprS0lQK0jJSQZnVqHW5J4f18Rb+8u4PwYHS+NjcPo2/SVlmOMRo4WF5NZWEhKVMPWLuhQ8jfD6ntBqYRZ30HsIG9XdFbPPPMMzz77LN999x0jRozwdjmC0CaJwCsIrWTy5MksWbKEq666CpfLxW233ebxc/go5LxwZS8Mvj68sHYPlRYH1w9IaviQNhF6gbrtPIprS0gL69ki7ctkMgwaPQaNnmpbDflVBfxRsIsQ32AiAsLRKMV2RoIg1DE7LBRUFVBmLifIN5Aeod3rV4yvtDmZuzmbjQVV3DkgnDsHhKOQN68nUiaTkRYby+8HDhAbHIxW3TYXZ/I4SYKd78KWFyFuCFzxHjRjOktrePLJJ5k/fz4//PADQ4cO9XY5gtBmicArCK1owoQJLFu2jMsvv5zKykrmzJnj8XPI5TIem9ADo5+K5386iMliY/aIVOQi9DaIJElkm3II8w9F2wr76OrU/qSEJGO2m8mvLmBXwW6CfAOJ1EXge5ZtkARB6NhqbDXkVxdgslYS4htMenjPk/b23ltey0O/H8XmdvP+pERGxgd47NxB/v5EBAayJy+PfomJHmu3zbJVwa8PQdZqGHoPXPAwKNruJbLb7WbOnDm89dZb/PTTTwwePNjbJQlCm9Z2n82C0EFdfPHF/PDDD0yaNImCggIWLFiAXO7ZBdNlMhn/vDCZQD8Vj3y1m0qrg0dG98JH0cDzdOLQW2ExYXZYSA5OatXz+qp8STImYtXbKKgqYHfxXvTqACIDItC14YVSBEHwHEmSqDo+3aHGXkuofwi9I9JPmu4gSRJLM0t56Y9jpIZoeW18AlE6z0+H6BEdzeqMDMqqqzHqOvBrUNl++PkusJngmk+hW9veysflcjFr1ix+/PFHfv31V3r37u3tkgShzROBVxC8YPjw4axbt47Ro0dTVFTEhx9+iFLp+afj1IFxGLQqZn+2g2qbg6fH90Hr08DzdMLQ65bc5JhyidFHe20hKY1STUJQPFH6KAqrC9lfchA/lS8RuggMGn2jVlwVBKF9kCSJcksFBVUF2Fx2wvxDSTYmofxbL6PZ4eK5bbn8lFPBzPRgHh4WhaqhNzIbSatSkRwRQUZODiN69OiYrz0HvoL1T0BIV5j1DQR18XZFZ2W1Wrn00ks5ePAgGzdupEuXtl2vILQVMklstiYIXpOVlcXo0aNJSEjg66+/xte3ZYawrj9Uyi0fbqWLUcfzE/sToGlEb4DkxvDrv9Ae+oTK857r0KE3//g8uZ5hbefi7sTWI0XVxcjlcsL8QwnxCxYrO3dwTreLbce20zeqD0qxfVWH5XA5KK4tobimGJARrgsj1C/ktFuWHa2y8tDvRyky23nuolgmdQ1s8fpcbjerMzJIiYwkLqQR2921dU4b/P407P8CzpsG458Hn3PvVexN5eXljB8/HrvdzsqVKwkNbdvziwWhLRGBVxC8rKSkhHHjxiGTyVi5ciXGFtr78I9cE9e/v5lArZqFkwcS4t+I+amdIPTaXXZ2FmSQEtyVAE3bG77nltxUWCoorC7G7DAT7GskzD9UzPPtoETg7dhqbDUU1RRTZi5Hp9YRpgslUGM44422n3MqeGZrDlE6FW9ekkBSUOstbJdfXs6u7GxGpafj0xG2KarKg1WzoeIwXPI89Jnh7YrOKTc3l7FjxxIREcHXX3+NriMPMReEFiACryC0ATU1NVx22WXk5OSwcuVK4uPjW+Q8h4urmfbOZmTIeHHKQGIMjdinsYOH3syyo7glV6vP3W2KWnstRTXFlJrL8Ff5E+YfSqDW0Oz9goW2QwTejsctuSk3l1NYU4zFYSHYL5hw/1C0Z+lZdLjcvLTzGF8eLmVySiDPXBCDn6p1fx8kSeK3AwcI9PMjNSamVc/tcTlrYc2DoDXA1R9CRC9vV3ROe/bsYdy4cQwZMoTFixejUont6wShscTVkSC0Af7+/nz77bf06dOHoUOHkpGR0SLnSQrVseyOIfiq5dz2xe8cKK5s+IOPz+m1JF+HfseDaPJWtEiN3lBjq6HcUk6soX1czPmp/OgSlMB5Eb0waPTkmnL5I38XuZV52Jw2b5cnCMJfWBwWsity2JH/B8eqCgj2NXJeZC8SAuPOGnYLa+3cvvYQ3xwp48mR0bw4Jq7Vwy78uU3RkaIiaqzWVj+/R7hdsOUlWHk7xA2GW39tF2F33bp1jBgxgilTpvDJJ5+IsCsITSR6eAWhDXG73dx3330sWrSIZcuWtdgm8uW1dma9v5nM4lrmTehHn+hGDKPuYD29kiSxt3gfeo2eaH2Ut8tpEkmSqLRWUVxbjMlSiV4TQKh/CIazDJEU2jbRw9u+1U1BMFFcU0y1rYYg30BC/ULQqXUNek5uLKzi8U1Z+PnIeeOSBHqFNWI0Tgv5IysLm8PBwORkb5fSOJZy+OV+yN8IFz4C598NHt4ZoSV88803TJs2jYceeogHH3xQvJYLQjOIVU8EoQ2Ry+UsWLCA8PBwJkyYwAcffMDll1/u8fME+an45OZB3PrhNu75ZjNPXHweIxLDG/bgDrZ6c5m5HJvLToSugd9/GySTyTBo9Ri0euxOO8W1JWRVZAPZhPiFYPQ1tsqewoLQ2ZntZkrNZZTUlqKQKwj1CyHJmIiPwqdBj3e5Jd7bW8h7ewsZERfAwjFxBGrbxqVa96goVmVkUFxZSahe7+1yGqZoB6y6ByQnTP8aurTMTWRPe/vtt7nrrrt49dVXueGGG7xdjiC0e23jVVQQhJM88MADhIWFMX36dEpKSrjttts8fg5/tZL3ZvXj7s//4OHvt/HgqHQm9GjgkN4OEnpdbhc5lbnE6mNOuypqe6RSqojWRxEVEInJaqKktpT8wgJ8Vb4E+xox+gY1+OJbEIRzszltlJnLKTWXYXPaCNQaSDJ2IUAd0KheOZPNyeObsthcWM09gyL4R/8w5G2oV0/t40O3yEh25+QwsmfPNlXbKSQJ9nwMG+dBVF+48gMIiPR2VQ3y1FNP8eyzz/L5558zcWL7e18VhLZIBF5BaKNmzpxJcHAwV199NYWFhcydO9fj51ArFbxybR8e/WY3z6zaRaXFztS+iQ17cAcIvQXVhagVaoy+Qd4uxeNkMhmB2kACtYE43U7KzRWUmsvIMeUSoAkg2NdIoNbQYYK+ILSmvz6namw1BGh0ROjCCdIGNuk5tbusloc3HMXhlvhwSiJDYwNaoOrmSwgNJaukhKziYrqEhXm7nNNz1ML/HoPM72HQHTD639AObvK53W7uvPNOPv74Y3766SfOP/98b5ckCB2GCLyC0IZdcsklrFq1inHjxlFUVMRrr72G3MNzjxRyGU9P6YnRT8Urv+zHZLFzx/ndGtYz0Y5Dr81po6C6kO4hKR1+bpRSriTUP4RQ/5D63qj8qgKOVmQRqDUQ7BuMXtO43ihB6GzckhuTpZJScxkmiwlfHy1GPyNJxkRUTQxUkiSx5FAJr+w8Rq9wP169OJ4IXdtdmEgul9MzJoZtR44QbTSiUraxy8iKTFh1F9QWwhXvQ8/LvF1RgzidTq677jrWr1/P+vXrSU1N9XZJgtChtLFXKkEQ/m7QoEH8/vvvjB49muLiYj755BPUarVHzyGTybh3TAqBvir+/e1eTFY7cy5MQ9mQcN1OQ2+OKZcgbRD+an9vl9Kq1Eo1kQERROjCMTsslJnLOFJxFEmSMPoGEexrxE/lJ8KvIFAXSKttNZSZyygzl6OUKwn2MxKjjzrrCssNUetw8czWHFbnmrixdwgPnh+Fj6LtP+/CDAYC/f3Zf+wY6XFx3i7nT5nfw/8eBUMs3LwWQrp6u6IGqampYfLkyRw7doyNGzcSGxvr7ZIEocMRqzQLQjuRl5fHxRdfjFarZfny5URERLTIeb7akcd9S3ZxfkIoT1x8HmplA4fntaPVm6us1RwoPUiviDRUirbbm9JaJEmiylZNmbmMcnMFPgolRl8jgdpAfH20Ivx6gVil2XskSaLWXku5pYIyczluyU3Q8ZtB/h66GXSk0sL//X6UUquD/1wUy/jkQA9U3nqqLRbW7tnDiB49CPD19W4xLjtseh52fwg9r4CJL0E7uZF56NAhJk2aRGBgICtWrMBobMSOCYIgNJgIvILQjtTU1DBt2jS2bt3K0qVLGThwYIuc55f9Rdz+0XZ6hBmYN6Ef/uoGDtdrB6FXkiR2F+3F6BtEZEDL3DRoz9xuNxVWE2XmciqtlSjlSgxaA4EaAwEaHXJZ29/OoyMQgbd1udwuqmxVVFhMmCwm3JKEQavH6GtErwnw6O/9D9nlzNuaS5xBxRvjE+gS2D5XUN+dk0OlxcKQrl29d1OsphBW3w0le2DsMzDgZmgnN+h+/PFHpk6dyqRJk3jjjTc8PnJLEIQ/icArCO2M2+1m7ty5LFiwgNdff50ZM2a0yHm2ZJVz4wdbCNf5smDyAIJ8G/hm3MZDb3FNCfnVBaSH9xTh7RzckpsqazUmq4kKiwmn24leoydQa8Cg0YvVnluQCLwtz+6yY7JUUmGpoNJWhUqhIlBjIFBrwF/t7/HXB5vLzYt/HOOrzFIu6xbE0xfEoPVpv69BDqeTVRkZ9I6PJyLQCz3UxzbAL/eBUgNXLYaY/q1fQxMtWLCARx55hGeffZY777xTjKIRhBYmAq8gtFNffPEF119/Pbfeeiv/+c9/PL6YFcC+gipmvLsZtVLBS1MGEhHQwKFrbTT0Ot1OdhZkkBAYT5Bv+xpC6G2SJGF2WDBZTFRYKqh1mNGp/Ot6f7UGNEqNuGjzIBF4PU+SJCwOCxUWExVWE7X2WvxV/gS2wu9wfq2Nh34/ypEqK0+MiOaaVGOHeL5kFRdzuLCQC3r2RNEC70GnJblhx1uw7RVIGAGXvwN+wa1z7mZyOp3cdNNNfP3113zxxReMHj3a2yUJQqcgAq8gtGM7duxg4sSJ9OzZkyVLlhAQ4PmtLHLKzEx7dxNmm4uFUwaSaNQ17IFtMPRmV+RgdljoFuLFIXgdRF3vWF3Pb6WtCrVChaEFe8c6GxF4PcMtuam2VdeFXC+NUvgtv5InNmej1yh4fXwCaaFenvPqQZIksXbPHqKNRpJbaF2Jk9gqYc0cyPkVhj8AIx+EdvL8KCkpYcqUKZSWlvLtt9+SnJzs7ZIEodMQgVcQ2rmioiIuvfRSKioqWL58eYu8iRZXW5n53hbyys08P6k/aREN3Le2DYVei8NCRtEeeob2wFfVcS442wKX20Wlrao+ALslNzq1PwHqAHRqHX4qXxGAG0kE3qZxS25q7LVUW6upslVRba9BKVceH6oc2Krz0F1uibf3FPDBviJGJQSwYHQcek3H2xyjtKqKTYcOMSo9HY1PC95AKN0DP88GRw1c9jZ0HdNy5/Kw7du3c+mll9KjRw8+++wz9Hq9t0sShE5FBF5B6ABsNht33HEH33zzDR9//DFjx471+DkqLQ5uWrSVXXkmnhnfl8HxoQ17YBsJvQdKDqJWqokPbEPbaHRAJ4aNVtmqqbJVU22rFgG4CUTgbZjTBlyZAp06gACNjgC1zivD7cusDh7fmMX2khruGxzBbX3DkHfgUSVbDh9GqVBwXkJCy5xg/5fw25MQ2qNuvm47eh3//PPPufnmm7ntttt49tlnUSjE81kQWpsIvILQQUiSxCuvvMKDDz7IU089xT333OPxc1gdLv7xyXZ+PVDCI6N7MSYlqoHFeTf0miwmDpcfoVd4Oj6KjtfD0padHICrjgdgCZ26LowEqHX4igB8ChF4T6+tBty/+qOkhkc3ZiEh8cq4eAZHN3AaSDtmttn4Zfduzk9JIdDfg1sCOa2w/kk4uAz6Xg8XPwc+7WNVa7fbzSOPPMKLL77IW2+9xbRp07xdkiB0WiLwCkIHs2rVKq688komT57MW2+9hUrl2X1mnS43c5ZmsHR7HneP6MGVvRp4R99Lodctucko3EOYfyjhurBWOadwZucKwH4qP/xUvijlnfvGhAi8dRwuB7V2M7X2Wqps1dTYa5DL5HU3SzQBbSLgniBJEp8eLOG1XcfoE+HHa+MSCPXrPCuZ78vLo7S6mqHdunnm/6MyG1bNhsosmLAQel/X/DZbSW1tLddeey2bN29m+fLlDBgwwNslCUKn1rmvKAShA7rooovYvHkzEydOZOTIkXzzzTeEhIR4rH2lQs5/rkgnyM+Hhb/updLi4MaByee+wJHJMY14BQD9jgcBWiX0FtUUIwNC/T33MxCaTiaT4avyxVflS7gu7JQh0EU1xdhddtQKNX4q3/oA7Ofjh1L0zndodeG2ti7gOur+trvsqJVq/Hz8CPINJD4wts0E3L+qsbt4ams2a/MqubVPKPcPiUQpb1s1trTkiAhySks5Vl5OtNHYvMayVsPa/wP/ELhpNYT39EyRreDo0aNMmjQJtVrN9u3biYyM9HZJgtDpiasHQeiAkpOT2bRpE9deey39+vXjq6++ok+fPh5rXy6X8dD47gT5qZm3cj8VFhv3jOiJ4lwXeK0ceh0uB8cq80kOThRDZtuovwdgOB58HHW9ejX2WoprirG57KgVKnxPBGCVH34+fmKIejtlrw+3tZiP/1/bXQ40SjV+Kj90Kn/C/MPaRW//IZOFh34/SoXdwX8vSWBsosHbJXmFUqGgR3Q0e3JzCTcYUDZlrqrbCVtegp3vQLdLYMoboGk/Czz98ssvXHvttVx00UW88847aLVab5ckCAIi8ApCh6XX61mxYgUPPfQQI0aM4M0332Tq1Kkea18mk3H7yEQMvj48/FUGVVYHj43pjY/iHMGyFUNvXuUxdGod+nZ0wSSAj8IHg0KP4S//b06Xs77Xr9ZeS0lNKTaXDZVCVd8DrPHRoFFq0CjVKDrxMOC2xOl2YXNasTisWJ3W+t5bh8uBRqnBT+WLTqUj3D8M33YQbv/u26Nl/Gd7Ll0CNXx0WTfiDGpvl+RV0UYjR4/vzdstqoFrPJxgLoVf7oWCbTD6SRjyL2hjPfln88orrzBnzhzmzp3L/fff3+ZGIQhCZ9a+3lkEQWgUhULBvHnz6NWrF7fccgtr167l1VdfRa323EXZtQNiCfT14V+f/sEDK7bw9Pi++KrO8dLSCqG31m6m1FxGWliqR9sVvEOpUKJX6E+6eeF0O+sDsNlhpsJqwuqw4pJc+Ch80CqPB+D6IKxBrVSJ3n4Pc0tubE4bFqcV6/Fga3XasDqsONwOFHJF/f9FgEZHhC4MX5Vfu56bbHW6WbAjj+VHy7i6h5EnRkajUYrfK5lMRlpsLL8dOEBscDC+DX2vKdwGq+4BGTBzOcQPbdE6PammpoZZs2axatUqvvzyS8aPH+/tkgRB+BuxaJUgdBL79u3jyiuvRC6Xs2TJErp16+bR9n8/XMrNi7cSH6Tj+Yn90WsbsFhWCy1kJUkS+0oO4K/yI9YQ45E2hfZBkiScbifWv/QqWp1WrA4bVqcVCQmNUl0fgOvCsBofhQqV3AeFXNEmemba0qJVJ36mDpcDu8vx58/0eKi1uWzIZfLT/Fzr/nS0Yed5NTYe3nCUrCorT14Qw1U9mjlftQPafuQILreb/klJZz9QkiBjEWx6HmIGwJUfgC68VWr0hK1bt3LNNdcQHBzMkiVLiI2N9XZJgiCchgi8gtCJWCwWZs+ezWeffcaLL77I9ddf79H2d+WZmPneFvQaFS9OHkCorgHzl1og9JabyzlakU2viHSvhwWh7ZAkCbvL/reeSCs2pw27y4FbciNDho/CB5XCpy4EK3zq/i2v+/eJrynlyhYNxq0ReCVJwuF24nDZ68Ns3d92HO4//+1wOZCQUMgU+Ch8/gy2fxlCrlKo2sSNgpb2v2Mm/r05hyCtgjcuSSA1xNfbJbVJFrud1RkZDO7aFaPuDNsy2Wvgf4/AkR/rhi+PehwU7WdV6wULFvDoo4/yr3/9iyeffBIfn/ZTuyB0NiLwCkIn9Pnnn3PzzTczadIk3nrrLXx9PXfRlllSw/R3NuN2w8IpA4gLbMCejB4MvW7Jza6CDCIDIsXKzEKjuNyu4yHv5MBn/1sgdEmu48FYifJ4r7BCJkchVyCX/fmxQiZHLlegkClQyOUnfU1+/HMg40RMPBEYZchwul1sz99Bn8jzjh9XF1ABpLp/4JJcuCQ3bnfd3y7J9efHbhfu43+7JBcutxu39OfXHO667wVAIVegkqv+EvT/DPz1Hx//Pjsrp1vizYx8PjpQzNguev4zOo4Adef9eTTEwfx88isqGNGjx6k3Q8oPws+zwVJStzBVj0leqbEpTCYT06dPZ8OGDXz00UdcfPHF3i5JEIRzEIFXEDqpw4cPc9VVV2GxWPjss8/o1auXx9ouqLQw493NlFTbeWFSf7qHGc79IA+F3mNV+VSYK0gNO81FliB4wF8Do8PlPB403ccD6F8+Ph4+3ccD518DqVtye6QWuUx+cqA+EbSPf05x/HPy+qAtr++pPRFuxZzmsyu1OHh0Yxa7Smt48PxIbjovVLy2NIDL7eaX3bvpGhFB3F+3xju0AtY9DkHxcNVHEHyOYc9tyPr165k2bRpxcXF8+umnYsshQWgnROAVhE7MZrMxZ84c3n33XZ577jn+8Y9/eKztilo713+whYOF1Tw3oR/9YoLP/aBmhl67087Owgy6hXRFpz7DMDpBaAMkScItuanvs5VA+vNfON1OMgp3kx6eVj+kWYasblGf473CcplcBK8Wtr24mkc3ZqGQw6vjEhgQ1YARK0K9/IoKdmZlcVFaGj4yN2x4DvZ+CunXwIQFoPLzdokN4na7eeaZZ3jmmWeYM2cOjzzyCIqmbLskCIJXiMArCALffPMNs2bNYtSoUbz33nsEBAR4pN1am5PbPtrGxiPlPDG2NyOTIs79oGaE3syyI0hIJBkTm1G1IHhfW1q0qjOSJIkP9xfz5u58Bkb589LYeEL9xBzNxpIkid8PHCBYVkPKvv9A2X4YNw/6Xt9uthwqLS3luuuuY9euXXz22WeMHDnS2yUJgtBIYhyTIAhMnjyZnTt3kpeXR58+fdi8ebNH2vVTK3l3Zn/GpobxyA/b+WZ3zrkfdHzLIkvydeh3PIgmb0WDzlVtq6HcUkGMPrqZVQuC0JlV25088NtRXs/I57a+YXw4JUmE3SaSVeXQr2QpXdbfittSBjeshH43tJuwu3r1anr16oVMJmPXrl0i7ApCOyUCryAIAMTGxrJu3TquuOIKRo4cyQsvvIDb3fx5hiqlnJeuOY+pA+OY90sGi7ce5pwDSxoZeiVJItuUQ4QuHLXSc3sMC4LQuRyoMDPz5wPsLK3h3YldeGBIJEp5+whnbYbbCVmr4Pub4POLUR/9loqECWzv/yJE9fV2dQ3idrt5+OGHmThxInfeeSc//PADoaGh3i5LEIQm6lib4wmC0Cw+Pj4899xzXHDBBUydOpW1a9fy4YcfYjAYmtWuQi7j35NTCfJT8dLqA5gsdv45tDvys93lPx56AfQ7HgQ44/DmUnMZDpeDiHa0f6MgCG2HJEksP1rGC9vz6GrU8Pn4JGL04uZZo9QWw/4vYP+XUFsIUf3qVmBOvRS9W07x6tUUFRURFhbm7UrPqqCggGuuuYYjR46wevVqBg8e7O2SBEFoJhF4BUE4xdixY9m1axfXXXcdvXr14qOPPmLYsGHNalMmk3H36K4E+al4fPkeKi12/m9UOkrFWQaaNCD0utwuck15xAXGdOptUwRBaBqr081/tufyXVY51/U08tjwaDRKMQCuQSQJ8jfB3s8gezUoVJB2BfS7ESJ71x+mBlJSUti9ezchISHI5W3z5/vdd99xww03MGjQIHbu3ElQUJC3SxIEwQNE4BUE4bQiIyNZvXo1Tz75JGPGjOG2225j3rx5qFSqZrU7c0g8Bl8f7l2ykyqbg6fG9UGtPEtQPUfoza8qQKNUE6QVFyaCIDROTrWVhzYcJa/GxoLRcVzWXbyONIitEg5+Dfs+B9NRCO4KY5+BXteARn/ahyQkJJCVlcXRo0dJTGxbCwvW1tZy55138sknnzBv3jz+9a9/iRXQBaEDafQqzS6XC4fD0VL1CMIplEolCoVCvPl40ebNm5kxYwZyuZz333+fgQMHNrvNNQeKuf2jbXQLMTBvYj906nMsCnOa1ZutThsZhbvpEdoNv3ayvYUgNIRYpbnl/ZJn4ukt2YT6+fDG+AS6BWu9XVLbV5xR15t75Pu6ubrdJ0H/GyHu/AYtRFVcXMzWrVsZNWoUanXbGDK+atUqbrnlFoKCgli0aBGpqaneLkkQBA9rcOCVJInCwkJMJlMLlyQIp1IoFISGhqLX60Xw9RKr1crjjz/Oyy+/zB133MGzzz7b7N7ebdkV3PDBFkL9tCyY3B+jn+bsD/hb6N2l6Y5SrqBLUEKz6hCEtkYE3pbjdEu8uusYnx0sYXySgXmjYtGpxc/4jJwWOPw97PsMSnZDQDT0mwXnzQBd4+fjbty4Ea1WS69evTxfayPU1tYye/ZsPv74Yx599FHuv/9+lEox8FEQOqIGB96CggJMJhOhoaH4+vqK0CG0CkmScDqdVFVVUVVVhcFgICKiAXu5Ci1m06ZNzJgxA6VSyfvvv8+AAQOa1d6BwmpmvLsJH7mChVMGEqX3PfsDToTeg5+wL+pq9D1uR6ENaVYNgtDWiMDbMorNdh7ZmMXesloeGhbF9b1CxPXMmZiO1PXmHvoGbNWQdFFdb27yGGjG72RNTQ1r1qxh+PDh6PWnH/7c0lavXs3NN99MYGAgixcvFr26gtDBNSjwulwuDh48SGhoKEajsTXqEoRTlJaWUlpaSnJyMgqFuAD0JqvVymOPPcYrr7zCP/7xD5555plm9fbmlpuZ9u4maqwuFk4eQFJwwFmPl9xOXN9OJ6boR0COLWw4luhJ2MJGgKJtDJMThOYQgdfzthRV8/imLHwUMl4fn0DfCDEN4hRuB2T9Ans/rVuMytcI502DvteDB0fS7NmzB5PJxJAhQ1r1hoPZbOauu+7io48+4pFHHmHOnDmiV1cQOoEGBV6r1crRo0eJj49HqxVzXATvsFgsZGVlkZCQgEZzjqGvQqvYuHEjM2fO9Ehvb0m1jVnvbya7zMx/JvanV+SZF48pLj5KYWEm6V164pf1NdqDn6Eq3YHbR4c1YiyWmEk4gvqCrG2uBCoI5yICr+e4JYlF+4p4e08Bg6N1vDw2DqPvOdYM6GxqCmH/Eti/FMzFEDOorje3x2Rogb3NHQ4Hq1evJj09ncjISI+3fzonenUNBgOLFy+mZ8+erXJeQRC8r1FXg2LYj+BN4vev7Rk0aBB//PEH48ePZ+TIkdx///3Y7fYmtRWiU/PpLYNIjQxg9teb+O1o0WmPczrtHDu2n9jYnuAfTm3P2yi9bC3FV22htudtqMo3Y/xtBiGrRuO/byGK6szmfIuCILRjlTYn960/wlu7C/hn/3AWT04UYfcEyQ256+Gnf8Kno2D3YugxEW77DW78EdKvapGwC3V7vnfv3p09e/bgcrla5BwnmM1mbrnlFiZMmMANN9zApk2bRNgVhE6mUT28omdN8Cbxe9i2bdiwgZkzZ6JSqfjggw/o169fk9qxOlzc+ekOVu8r5qGL0hnXPfqkr+fkZGCxVNO16+DT3wSR3KiKNqE99DnazGXI7ZU49KlYoidijRqPWyPm+wptn+jhbb595WYe2nAUi9PFi2PjGRl/9qkSnYa1Ag58VbelUFUOhPao681NvxrUulYrQ5Ikfv31VyIjI+natWuLnOOXX37h5ptvJiAggMWLF5OWltYi5xEEoW0T4/0EQfCIwYMHs3PnTi6++GKGDx/OAw88gNPpbHQ7Gh8Fr0/tw+V9o3jy5518vuNo/dcslmqKi7OIje155h5/mRx7+GAqh71I4fRDlI/+CGdgArp9LxDy80gCN96CJm8FMqe5qd+qIAhtmCRJLD1cwi2/HCTET8m313YTYVeSoGgHrJkDH4+ErS9B3CC44Ue4/Xfof1Orhl2oG7WVlpbGwYMHsVgsHm3bbDZz6623cskllzBr1iw2b94swq4gdGKih7cNk8lkPP7448ydO9fbpbQJ4vew/diwYQMzZsxAo9HwwQcf0Ldv30a3IUkSz63cz39/PcLM/kncPDCZQ4c2odH4ExfX+AsXmbUc7ZGv0R5agrpoA26FL7aIi7BET8IeMghkohdNaDtED2/TWJwuntuay485FcxID+bhoVGolZ343r6jFg5/V7cIVdl+MMRBv+vhvOngF+zt6gDYunUrcrmcPn36eKS9tWvXctNNN+Hv78/ixYtJT0/3SLuCILRfnfhd4E8ffPABMpmMrVu3eruUszpRp0wmY/369ad8XZIkYmJikMlkTJgwoUVr2bt3L3PnziUrK6tFzyO0T4MHD2bXrl2MGTOGYcOGcc8992A2N65HVSaT8X/juvN/47qxaMthnv5xC9W1FURFpTSpJkkThLnHDZRNXknRNTupOe8efKr3ErTxJkJ+vhDd7nkoK/fV9YQIgtDuZFVZuXH1QdblV/LS2Dj+PTKm84bd8kOw/kn4aCSsfwKM8TD1S7jzDxh6d5sJuwA9evQgPz+f8vLyZrVTWVnJzTffzLhx45gxYwZbtmwRYVcQBEAE3nZJo9HwySefnPL5X3/9lby8PNTqlt+WZe/evTzxxBMi8ApnpNVqeeGFF1i9ejWrVq2ie/fufP75541u59YRicy7PI2Vh0p5dIuc+Wv38dvRImzOpi904gqIp6bP/RRftZWSKb9gSboMTf63BP96Gca1k/E79DZyS0GT2xcEoXWtyq3ghlUHkMvhm6u7MjnlzKu8d1gue11v7vLp8OUkyP4ZBt0Kd+2E6z6H5NEgb3uXfb6+viQlJbF7924aMOjwFG63m7fffpuUlBR2797Npk2beOyxx/DxEYuTCYJQR2w+1g6NHz+eL774gpdffvmk/eM++eQT+vbtS2lpqRerax6z2Yyvr6+3yxA8aPDgwWzfvp3XX3+dW265hbfeeovXX3+dlJSG99T2DbTz+CA1+apIftpTzLd789D6KBgYG8LwxDCGxIcRoGnCxY1MhiO0L47QvlQNegp13hq0hz7H7+Ab+O9biD24P9aoiVgjxyL5tO78NkEQzs3hcvPKrnyWHCphYlcDz10Yi5+qkw0Brz4G+5bAgaVgKYO48+GK96DbRFA2fX/01pSUlER2djZ5eXnExMQ0+HHbt2/njjvu4PDhw7zwwgtMnz4deRsM9YIgeJd4VWigHTt2MG7cOAICAvD392fUqFFs3LjxlONMJhN333038fHxqNVqoqOjmTFjRn0ItdvtPPbYY/Tt2xe9Xo+fnx/Dhg1jzZo1Da7l2muvpaysjJ9//rn+c3a7nS+//JLrrrvutI9xu928+OKLpKamotFoCAsL49Zbb6WiouKk4+Lj45kwYQLr169nwIABaDQaunTpwuLFi+uP+eCDD7jyyisBuOCCC+qHWa9du7b+mNdff53U1FTUajWRkZH84x//wGQynXSukSNH0rNnT7Zt28bw4cPx9fXloYceavDPQWg/lEold955JwcPHiQ6OprzzjuvwcOcbTYbBw4c4JLze/HQ+B6suW8Eq+4Zzj8vTKLcZuHfP+1kwjs/c9dXm1i6M4vi6iYufiL3wRY7BtOodymafhDTyNdB7UvAzscI/XEo+q13oy5cA+6mbbskCIJnFZnt3L72EF9llvLvEdG8PDa+84Rdtwty1sLK2+DT0bDvU0i7Au7YBNd/Dz0vbzdhF+reI1JTU9m7d2+DFjs8MXx5yJAh9O/fn8OHDzNz5kwRdgVBOC3xytAAe/bsYdiwYezcuZMHHniARx99lKNHjzJy5Eg2bdpUf1xNTQ3Dhg3jlVdeYcyYMbz00kvcdttt7N+/n7y8PACqqqp45513GDlyJPPmzWPu3LmU/H97dx4XVdU/cPwzzLBvguybCApuiYlYKuK+K1nmluVa2VNmVo/tC1ZqWbY+aZk97iaaeyrivuWKOwiisrmwCILsAzPz+2Me5weBiooi+H2/XryauXPuuWfG6d753nPO92Rk0KtXL44fP16l9nh7e9OuXTv++OMPw7ZNmzaRk5PDsGHDKt1n/PjxTJ48mQ4dOvDDDz8wZswYlixZQq9evSgpKSlX9ty5czz77LP06NGDmTNnYmdnx+jRo4mOjgYgJCSEiRMnAvDBBx+waNEiFi1aRNOmTQEICwvjtddew83NjZkzZzJo0CB+/fVXevbsWeFYmZmZ9OnTh1atWvH999/TpUuXKn0GonZydnZmwYIFbN26lW3btlVpmPOZM2dwdHTE0VG/nJBCoaCRkzWvdWnEugnB7H+/K58OaIapKfywJ4aB87bzYvheFhw+R0Jm7l0NkdOZ2FDo9xyZ/daSNiKG60EfoypKwe7QqzhFdsb65OcYZx2X+b5C1JCDqdcZuSWWzOISlj/bmJEBjo/GWu2FmXD8NwjvDRH/AvU1GPA9vB0HfWeAU5OabuFdc3d3x8LCgvj4+JuW0Wq1zJkzB39/f6Kjozlw4AA//fQT9erVe3ANFULUOjKkuQo++ugjSkpK2Lt3Lz4+PgCMHDkSf39/3nnnHXbt2gXA119/zenTp1m1ahVPP/10uf1v/Oi2s7MjMTERE5P/v/P60ksv0aRJE3766Sd+//33KrXpueee4/3336ewsBBzc3OWLFlCp06dcHNzq1B27969zJ07lyVLlpTrAe7SpQu9e/dmxYoV5bbHxcWxe/duOnbsCMCQIUPw9PRk3rx5fPPNN/j4+NCxY0d+/PFHevToQefOnQ37ZmRkMH36dHr27MmmTZsMd1ubNGnChAkTWLx4MWPGjDGUT01N5ZdffmH8+PFVet+ibmjfvj1RUVHMnj37lsOcs7OzuXjx4i1vhLjamvNCO29eaOdNTkEJO+LSiYxJZVHUOX7dH4dnPUtCfJwJ8XWhuUs9jO7wR7HW0o38gInkB0xElXkai/hwzM8txzJxKaWWDf63vm9/NFYN7uqzEEJUnUarY96ZVH6PTiXEy5rve3ljZ17Hf8rodJAaBTHLICESjJTQ/Bn92rnugVBHAv0byxTt3bsXLy8vLC0ty70eFRXFq6++yoULFwzDlx+JmxxCiHt2z1eJQrWG8xl51dGWe+braIV5NQ9n0mg0REZGMnDgQEOwC+Dq6spzzz3Hb7/9xvXr17GxsWHlypUEBASUC3ZvuHFSViqVKJX6Nmq1WrKzs9FqtbRp04ajR49WuV1Dhgxh0qRJ/PXXX/Tu3Zu//vqLH3/8sdKyK1aswNbWlh49epSb3xsYGIiVlRU7duwoF/A2a9bMEOwCODo64u/vz4ULF27brq1bt6JWq5k0aVK5oUUvvfQSH3zwARs2bCgX8JqampZ7Lh4dKpWK119/naFDhzJ58mQef/xxXnnlFb744gssLCzQ6XScPn0aHx+fCj98bsbWwpiBj7sz8HF3iko0/H3+KptPp7HpzEWWHL2AvYUpHX2cCfFxJtCjPiaqOztflNZvwfX6LbjeNgyTK3uxiA/H8sJ8rOP+g9r+cQrd+1Pk1gedqd3dfCRCiFvILi7l04OJHErN5c0nXZkQ5HzHN7BqFXUexK/Vz8/NOgv2PtD9U2g1AizqZlKuevXq4e7uTnR0NG3btgX0Nz7//e9/s2TJEl566SU2b94sPbpCiDtyzwHv+Yw8+v9UcYmcmvDX68G0cLet1jozMjIoKCioNMFO06ZN0Wq1pKSk0Lx5c86fP8+gQYNuW+eCBQuYOXMmsbGx5Yb4NmzYsMrtcnR0pHv37ixdupSCggI0Gg3PPvtspWXj4+PJycnBycmp0tfT09PLPffy8qpQxs7OrsJ838okJSUBVPi8TExM8PHxMbx+g7u7e7nebvHocXJyYsGCBYwfP55//etfrFy5ki+//JKQkBDy8vJ44okn7qpeM2MlXZs407WJM9O0Oo4mX2Pz6VQiY9JYezoZSxMVTzZwJMTXhXYNHLEyvYOkV0ZK1O6dULt3QhH8DaZJm7A4G47N6WnYnJ5OsXMIhR4DKHbuAsr7nzVdiLrudGY+H+5PQK3VsXCgLx29bGq6SfdPZqy+N/fceigtBv8+0O8raNj5ocyyXN2aNm3Ktm3bSE9PZ/Xq1Xz66af4+Phw4MABAgICarp5Qoha6J4DXl9HK/56Pbg62nLPfB2taroJt7V48WJGjx7NwIEDmTx5Mk5OTiiVSqZPn8758+fvqK7nnnuOl156idTUVPr06XPTO55arRYnJyeWLFlS6es35kbecKMH+p/uZi7k7Zibm1d7naJ2at++PUePHmX27Nm88sorNG/enOnTp1fL0hJKIwVB3vYEedvzYb+mxKXlEhmdRmR0Kp9GHENlpCDQ04FOPs4E+zjjYGlW5bp1KguKfAdR5DsIo8IMzM+vwjw+HLsjb6JVWVHk1osij1DU9duAou7/WBWiOul0Olacu8qPJy7R0smC//Txxs26Dt4kLS2GCxFwJhzSjoG1C7SfCIGjwKbiVKW6zMzMDI1GQ+/evUlJSZHhy0KIe3bPAa+5ibLae1UfJo6OjlhYWBAXF1fhtdjYWIyMjAwp9H19fTl9+vQt6/vzzz/x8fFh1apV5U7en3766R237emnn2b8+PEcOHDglol/fH192bp1Kx06dKi2APNmF54GDfTzGOPi4soNAVer1SQkJNC9e/dqOb6om5RKJRMmTGDIkCG888479OnTh/HjxzN16tRqW65KoVDQxMWGJi42TOzWmIvXCtgSk0ZkdBozd0YzY8dpWrjUI8TXhRAfZ7zsqn4jTWvuSH6L8eS3GI8yOx6Lc8sxjw/HInklGnNXCt37U+gZisa6UbW8FyHqsvwSDdOPJLM1JZsxrRx5v4MbJso6dtPoejLEhMPZ1VB0DRp2giGL9L26ykdvHdns7GwmT57M4sWLefHFF/n8889l+LIQ4p7VsStH9VMqlfTs2ZO1a9eSmJho2J6WlsbSpUsJDg7GxkY/tGrQoEGcOHGC1atXV6jnRu/ojd7Tsr2lBw8eZP/+/XfcNisrK2bPnk1YWBgDBgy4abkhQ4ag0Wj4/PPPK7xWWlpaYbmgqrgxp/Kf+3bv3h0TExN+/PHHcu/x999/Jycnh379+t3xscSjx8nJifnz57Nt2za2b9+On58fP/30ExqNptqP5WFnwZgODfnj5Sc58lF3vhkcgJu9Kf89dJZhi3bx3OJd/PJ3LDGp2WjvYJSDpl5jctt8SPqwE1wN3UyRdx8sklfguGMA9XcNwuL8fIyK0m9fkRCPoAs5hYzbFsf+1Ov83MebT0M86k6wqy2FxG2w8SVY1gvOroJWz8GEKBi1DpqFPnLBrlqtZtq0afj5+RETEyPZl4UQ1aqOpza8M//973+JiIiosD0sLIwtW7YQHBzMq6++ikql4tdff6W4uJgZM2YYyk2ePJk///yTwYMHM3bsWAIDA8nKymLdunX88ssvBAQE0L9/f0MW5379+pGQkMAvv/xCs2bNyMu78+Rfo0aNum2ZTp06MX78eKZPn87x48fp2bMnxsbGxMfHs2LFCn744Yebzv+9mVatWqFUKvnqq6/IycnB1NSUrl274uTkxPvvv8+UKVPo3bs3oaGhxMXFMWvWLIKCgnj++efv+D2KR1e7du04evQoixYt4qOPPuI///kPYWFhDB069L6st2hnacKzgR48G+hBoVrDnvgMImPSWBedzMIj53GyMiO4oTMhvs487l4f46r8AFcoULs8idrlSXLaf4lZyhbM48OxPvMd1jFfo3ZoR6FHKMWu3dCpqpacS4i6bHNSFtOPpOBla8K6Yf742lV9isFDrSAdYv+EMysgPxXcWsNTs6DFM2D8aE7v0Wq1zJ07l6lTp2JiYsKsWbMYNGiQDF8WQlQrCXjLmD17dqXbR48ezZ49e3j//feZPn06Wq2WJ554gsWLF5dLqGNlZcWePXv49NNPWb16NQsWLMDJyYlu3brh4eFhqCs1NZVff/2VzZs306xZMxYvXsyKFSvYuXPnfXtvv/zyC4GBgfz666988MEHqFQqvL29ef755+nQocMd1+fi4sIvv/zC9OnTGTduHBqNhh07duDk5ERYWBiOjo785z//4c0338Te3p6XX36ZadOmVct8TPFoUSqVjB49mmHDhvHzzz/z6quvMnPmTKZNm0bPnj3v23HNTZT0bO5Cz+YulGq0HE68RmRMKpHRaaw6lYSVqYr23k6E+LjwZANHLEyqcDpVmlLk3Z8i7/4oiq9hfmEt5vHLqHfsXbQnLSh27UahRyhqhyfBSE7P4tGi1mj5/vglVp2/yjNN7PiiiycWxtW78sIDp9PBlUP6JFSJW8HIGB57Vr+kkNvjNd26GrVq1So+/vhjMjMz+eyzzxgzZoz8RhBC3BcKXRUyERUVFZGQkEDDhg0xM6sjd1pFrSPfQwGQk5PDjBkz+P7773niiSf4+uuvCQwMfGDH1+l0xFy5zub/Jb2KTc3FRGlEG08HQv6X9Mre4s4yMytzkzA/twLzs8swzolHY+pIkXtfCj0GUGrbrM6ssymqrlSrIerSUQLdW6MyquVBXxVcyVfz4f4E4rMLmdLZg+HN69fuXr7i63B2jT4JVfYFqN8Ygl6EgGFgXq+mW1ejdu3axXvvvUdMTAzvvfceb7zxRrXlaBBCiMpIwCtqDfkeirKuXLnCZ599xrx58+jbty9fffUVjRs3fuDtSM4sIDImlc3RaRxJzAKgpZsdHX30Sa886t3BMGWdDuOrxzGPD8f83J8oizIosW5EkccACt37obVwv0/vQjxsHqWA9+8rOYQdTMLGVMnsfg15zKkWBz8Z0RDzB5zfoJ+r26S/PtD1Dn7kb1ydOHGCd955h927d/P666/z3nvvYW9fN9cTFkI8XCTgFbWGfA9FZc6dO8eHH37IunXrGD58ONOmTcPFxaVG2nI1r5jtZ9KJiE5l77mrqEu1NHKwpqOPMyE+Lvg52lS910pbiumlnZjHL8Ms4S+MNIWo6wdR6DGAIrde6Izr8Dqk4pEIeDVaHb9FX2H+mTS6etvwbc8G1DOrhUP5Swvh/Cb9sOWMU2DjDoFjoPUL+uWFHnGJiYm8++67rF27lueff56wsDDDNC8hhHgQJOAVtYZ8D8WtHD16lHfffZeDBw/y8ssv88knnxgyqNeE/OJSdp/VJ73adiaN60WluFib/y/4dSbA3R5VFRNvKdS5mCX+hXl8OKaXd4FCRbFzFwo9Qyl2CgajOrgu6SOurge8WUUlfHowkaj0PN5+0pV/tXHGqLb1gGYn6IPc+DX6Icy+3fS9uY17grIWBu7V7OrVq3z00UcsXLiQXr16MX36dJo0aVLTzRJCPIIk4BW1hnwPRVVs376dd955h3PnzuHu7k5sbCzbtm2jc+fOVdr/Rg9sgwYNyi1Fdi9KNFoOXsgyDH1Ou16ErZmxPumVrwtPeDliVsXkPEb5VzA//ycW8eEYZ55Ca2JHoVtvijwGUGLX6pEfNllX1OWA98TVPD7an4gWHT/19qa9p3VNN6nqtCWQuAPOLINL+8HcHh5/HtqMAXuf2+//CMjPz+eLL75g9uzZBAQEMGPGjHIJPm9n586ddOnSBdCvRDF//vz71FIhxKNCbkEK8QCFhYUxZcoUw/MePXoQGRlZrkxUVBRt2rQpt62wsPCOg/zjx4+zZs0aADp37lzlgK+269q1K4cPH6ZLly78/fff2Nrasm3bNkJCQjAyMmLNmjUcP34c0GdN9/b2vu9tMlYaEdzYgeDGDkwJbc6pSzlERqexOTqVTbGXMFUZ8YSXIx19nOnQ0Jl65jfvsdVaupLf8nXyW76OKisG8/hwLM4txzLxD0otvShyH0ChR380Vvf/fQlxJ3Q6HcvOZvDzyUu0crHk5z4NcbaqJVl581IhdoV+WaGCdPAIgqfnQLOnwLh23IDNz89nzpw5rF69mujoaPLz83F1daV58+YMGzaMIUOGYGJy96NFSktL+e6775g5cyZOTk4sW7aMXr161e7kY0KIOkECXiFq0LZt20hKSqJBgwaGbb/99lu11H38+PFywfWjEvCCvpf2t99+49KlS2zcuJHffvuNZcuWMXHiRI4cOcLChQsB/Wfyz4B3z549APdtFIFCoaClRz1aetTj3738uZCRx5aYNCKj05i29SQKBbRytzckvXK1uXkCn1L7ZuQ+MYXctp9icmUvFmfDsUhYgNXZn1HbBeiTXbn1RWdqd1/eixBVlV+i4YvDyey4mM3LrZ2Y3M4NY+VDHgjptPpe3JhwSNoOKlNoOVS/pJDLYzXdujsSExPDgAEDuHDhQrntiYmJJCYmsmHDBlq0aEGrVq3uuO6CggJ++OEHZs+ejVKp5Ntvv2XYsGF3vVb6448/bjgPOzs731UdQghRlgS8QtQgrVbL77//zmeffQbo78AvXbq0hltVNzRu3JjGjRvTuXNnQzbnr776iry8PJo1a8bZs2cr3S84OPiBttPH0YrxnawY38mX9NwitsakExmdyqx9sfywOwY/RxtCfFwI8XXGt7515b0lCiPUbiGo3UIg+BvMkjZhER+O9ekvsT79JcXOHSlyH0CRSxdQ1o7eKFF3nMsu5IP9CWQVl/BLv4b09q1X0026taJr/7+kUE4SODWFPl/pg12z2pcsLisriz59+pCcnAyAm5sbkydP5rHHHiM3N5ddu3Yxb968O643OzubGTNmMHfuXOzt7fniiy8YPnz4Pa+la2tr+8DPw0KIuu3ubr8JIe6ZtbV+3tq8efPQarUAhIeHk5uba3itMmvXrqV79+7Y2dlhamqKv78/U6ZMobCw0FDG29ubMWPGGJ5PmTIFhUKBQqEgLCwMgDVr1hAaGkrDhg2xtrbGxMSEBg0aMGbMmErnrmZlZfH+++/TrFkzLCwssLGxoXXr1vznP/8pV+7cuXOMGTMGT09PTExMqF+/Pn379mXbtm0V6szMzGTUqFHY2tpSr149Ro4cydWrVw1tLdv7On/+/HLvYfHixbRo0QJTU1P8/PxYvnx5ubpHjx5tKH/gwAH69OlDUlISmZmZxMfHY2JiwoQJEzA3N0ehULBz506ASo8NoFar+eqrr2jVqhWWlpZYWFgQEBDAl19+iVqtLlfW29vbUE9qaiovvPACdnZ2WFtbM3ToULKysir9t3WyNuO5J7yYP7YtRz/uzk/DH8ffzYo/jl9g5NI9DF64gx92x3D8UhYa7U3SL6jMKfJ9hqze4aQ9H0dO+y8x0uRSL+otnDZ3xOb4h5hcPajvvRLiPtuQmMmL2+KwMFGwfpj/wxvs6nSQfgJ2vg9LOsOh78AzCMZEwL/2Q9uXamWwC/DNN98Ygl1bW1sOHTrEpEmT6NatGwMHDuS7777j7NmzeHl5Abc/1125coUJEybg7e3NDz/8QEZGBnFxcfTs2ZOxY8fe9lwXERFB3759cXR0xMTEBHd3d5599lmSkpIA/RzeG+fP0aNHG/bLzMzklVdeoUGDBpiYmGBtbY2fnx/Dhw9n165d5Y6RkJDASy+9RIMGDTA1NcXJyYmhQ4dy5syZcuXu9LoCkJGRwVtvvUXjxo0xNTXFzs6Ofv36ceDAgQplf/31V9q0aYOVlRWmpqa4u7vTvXt3ZsyYYSij1WqZOnUqLVq0wNzcHDMzM7y8vOjXrx+///57Ff+VhRC3Ij28QtSQQYMGsWTJEi5evGj4ATBnzhwAhg8fbnhc1ieffMLnn39ebtvZs2cJCwtj27ZtbN26tcpzsCIiIli/fn25bcnJycyfP59NmzZx8uRJnJycAEhJSSE4ONjwo+mGY8eO8eeffzJhwgQADh06RPfu3cnNzTWUycrKYtOmTURERPDzzz/zr3/9C4CSkhJ69+7NkSNHDGUXLVrEyZMnb9v2RYsWlRuaFx8fz/DhwwkICMDf3/+2+5eUlFBSUkJcXBxGRkY0b978pkEoQHFxMT179mT37t3ltp88eZKTJ0+yadMmtmzZUuln36FDh3JtXb58OcbGxixevPiWbbQ2M2ZAgBsDAtwoLtVw4EIWm6NT2RJ9mfDjCdQzNyG4oRMhPi4EeTlgqqqY2Ehr7kBB85coaP4SypzzWMSH6+f8Jq9CY+5CoXt/ijxCKbV58OsXi7qtWKPl22MXWXshk8HN7Pm8sydmqofwHntJAZz7S9+bezUG6nlB5/fh8RfAyrGmW1ctwsPDDY/ffPNN3N0rrud941x/q3NdcnIyq1ev5tSpU7Rr145Vq1YxZswYw3WhKue6zz77jE8//bRc3ZcvX2blypVMmDCh3PSefxoyZAjbt283PC8pKSE+Pp74+Hh8fX3p1KkToM/Y361bN7Kzsw1lMzIyWL58ORs3bmTbtm20bdu2Qv1Vua4kJyfToUMHLl68aCinVqvZuHEjW7Zs4c8//yQ0NNRQ3yuvvFLhvV6+fJnY2FjeeecdAKZOnconn3xSrlxKSgopKSnk5OQwbty4m34mQoiqeQivPkI8Gpydnenfvz8Ac+fO5dSpUxw8eBCAF198sUL5w4cPG4JdV1dXfv/9dyIiIujXrx+gn3v63XffAfDnn3/ywQcfGPYdM2YMe/bsYc+ePYwdOxaAnj178uuvv7J+/Xp27txJREQEb7/9NgBpaWnMnTvXsP+rr75q+FHj5eXFnDlziIiIYMaMGXh6egL6hDRjxowxBLvPPvssGzZs4OOPP8bIyAidTsekSZNISUkB9D3bN4JdOzs75s6dy/Lly8nJybntZ3fhwgXGjRvHX3/9Rbdu3QD9XfKybf4nV1dX9uzZQ58+fQzbZs6cyTfffIOlpSUjRozg+eefx86u4nzX77//3vAD0NPTk6VLl/LHH38YekR2795t+Oz/qbCwkMWLFzNr1ixDQLxs2bIqvc8bTFVKOvk5Mu3pxzj4QTdWvdqeYW09iU6/xjt/HaHvb1v4YEMUEbEXuV5UUmkdGltfctt8QPqw42Q8tYWihv2wSFmJw85Q6u96Bovz8zEqSq9ym4S4mUt5xby8/SwRSVnM6ObF190bPHzB7rVzsO8LWNIJ9oSBvSc8twImHoeOb9WZYDcvL69cENexY8dblq/sXPftt9/SokULrl+/TlRUFGPHjmXbtm107dq13BSL253rjhw5Ui7YHTduHOvXr+ePP/5g8ODBt5zzm5uby44dOwD9HN9169axadMmfvnlFwYNGoSlpSWgvw6NGjXKEOy+/fbbREZG8tVXX6FUKsnLy2PMmDFUtkBJVa4rr776qiHYHTlyJBEREcyePRsrKytKSkoYO3Ys+fn5gH40FoBKpeKXX35h27ZtLFmyhLfffpuGDRsa6rxRrl69eixevJitW7eycOFCXnnlFVxdXW/57yWEqBrp4RWiBr344ousXr2av/76yzDvqWXLlgQFBVUou2TJEsPjMWPG4OfnB8Arr7zChg0bAFi8eDHvvvsubdq04fTp04byXl5eFeZEde7cmalTp/Ltt9+SnJxcbkg0YAhGs7Ky2LhxIwBKpZKIiAiaNm0KQK9evQzljx8/TkxMDAAuLi4sXboUY2Nj+vbtS0xMDCtXrkStVrNy5UomTZpkyCAN+rv+N+5i29jY0Lt371t+bgEBAYYfIQ4ODobh0ufOnbvpPqampgQHBxt6MkD/WXfu3JnXX3+dqKgopk2bRk5ODn5+fuV6a8vOq541a5bhRoWVlRUDBgwA4I8//uDdd9+tcNxZs2YxcOBAANatW0dERAQajYbExEQCAgJu+T4rY2SkoLWXHa297HivTxPOpeeyOVqf9OqzyBOojBS0crenk48LHX2ccbI2L1+BQkGJc1tynNuS0+5LzFK2YB4fjvWZ77GO+Rq1w5MUeoRS7NodncryjtsnHm17Lufw2aEk7MyUrBriR3PHmydde+A0akjcql8798phsHSEti9D4Giwu3nPYm32zxtrbm5utyxf9lz31ltvMW/ePHbt2kVwcLDhmrJ3795K973dua5sT+/w4cPLBZLDhg27ZbtUKhUKhQKdToeDgwONGjWicePGqFQqxo8fbyh34sQJQztbtWplaE/79u1p27Yt+/fvJyYmhqNHjxIYGFjuGLe7rpS9Frq4uPDSSy8B0KJFC3r06MHq1avJzMwkIiKCQYMGGa7pJiYmNGrUiDZt2mBjY8Nzzz1X7rg3yllaWuLr60vLli2xsLDghRdeuOVnIoSoOgl4hahBvXv3xtPTk5SUFMNcoRsX0X8qm2Rp2rRpTJs2rUKZ2NjYKh1Xo9HQvXt3jh07dtMyN+6Qnzt3zjDH2MfHxxDs3qp9rVu3Lpe4pG3btqxcubJcubK9DmXXaGzXrt1t239j6BpA/fr1K7T5bgQGBrJy5UoUCoXhB063bt348MMPy723sm0tOyzuZkmw7kdby2rkZE0jJ2te69KI1Jwitvxvrd8f9sQwc1c0TZ1t6ejjTCcfF7ztrconvVKaUOTdjyLvfiiKszFPWIt5fDj1jr2H9qQ5xS7dKPQMRe3QDozkciFurlSr49fTl1kUm05PH1u+7uGFrelD8p3JvQRnVkDcSii8Cg3aw6DfoWkoqO5+GZ7awNbWttzzy5cv06RJk5uWj4uLMwwrfv/993nxxRf57bffMDc3N2RMvttzXdn9btw0rCpzc3OGDx/OkiVL2LJlC82aNcPY2JjmzZszYMAA3n77bWxtbcsd4/jx4zft0T5z5kyFgPd27T937pyhZzg1NfWWdYP+xnR4eDgFBQV0794dAA8PDzp16sSkSZMMyw+OGzeOAwcOcOnSJdq1a4dCocDHx4du3brx9ttvG25uCyHu3kNyNRLi0WRkZMSYMWMMWZrNzMx4/vnn77q+0tJSiouLMTU1vWW5ffv2GYJdV1dXvvzySxo2bMilS5cYPnw4gCHIrQ63W4fxTtdpLDvsWKX6/9NYZcPU7oZWq8Xd3Z3HHnuM/v374+TkhFKpJCEhoVy5qrT7fre1LBdbM15o580L7bzJKSxhZ1w6kdFpLI46z5z9Z/GsZ0mIjzMhvs40d7HDqEz7dab1KGgyioImo1DmJmN+bgXm8cuwP/AyGlMHitz7UugRSqltM5B1NUUZmYUlfHwgkRNX83i/gxsvt3aq+bVXdVpI2QtnlkHyLjC2gFbPQZux+qzLjwgrKyt8fHwMNxj37dtH165dK5TTarUsWbKE+vXrc/HiRTQaDTExMYYbnBkZGbc91v0+182bN4+QkBA2bNhAdHQ0CQkJHD9+nOPHj3Po0CEiIiKqXNeNYcdlVVf7b9Tds2dP9u3bZ5i+ExcXx8WLF1myZIlhLrSPjw8vvvgiHh4eLF26lGPHjhEfH8/58+c5f/4869at48yZM9SrV++O2iCEKO8hm1RTsxISEpgwYQJ+fn5YWFhgYWFBs2bNeO2118ol0gkLCzNk9VMoFIZyH330EdevXwco9/qt/m5khi1r7969htevXr36oN6+qCFjx441zF0aNGjQTS9sZe/yzps3D51OV+EvPz/fEOyWnQ/1z+D10qVLhsfPPfccI0eOvOnd6kaNGhnqunDhwk17kcu279ixY5SWlhqe35ibXLacr6+vYdvhw4cNj/fv319p/dXlVp9LWSqViu+//57k5GSKi4tJSUnBycmJL774gry8PKDy9/WwsDU35qlW7vw8ojVHP+7Bf0e3oUNjezbFXWT8iv2E/r6Nr7afYn9iOupSTbl9NdZe5D3+NhmDD5HxzC4K/YZidiUCh93P4rBzAJZnf8Wo4NJNjiweJccy8hi5JZaU/CKWPtOY8YHONRvsFmbB8d9gWS+IGA/FV6Hft/B2HPT9+pEKdm8YOnSo4fG3337L5cuXDc+zsrL47LPP8PX15a233kKr1aLR6M8HZUfhVMe5rux+N6bh3AmVSsXLL7/M2rVrOXfuHNeuXaN9+/YAREZGkp+fX+4YnTp1uul1suww6Kpq1KiR4bvt6+tLaWlphbrVarXhBrZOp6Ndu3bMmTOHo0ePkpuby8yZMwH92sU3AnSdTkfv3r1ZuHAhp06dIi8vj0mTJgH6nuS///77jtsqhChPenj/56+//mLo0KGoVCpGjBhBQEAARkZGxMbGsmrVKmbPnk1CQkK5DII3EhXk5eURGRnJ1KlT2b59O/v27WPRokXl6l+4cCFbtmypsP2fw0O1Wi2vv/46lpaWld6BFHVPgwYN+Pnnn0lNTeXZZ5+9abnnnnuOH374AdBn2szKyqJly5ZkZ2dz/vx5IiMjadCgAf/973+B8nerIyIiCAkJwczMjMcee6zc93jlypUEBwdz7do13nvvvQrHtbe3p0+fPmzYsAGNRkOfPn346KOP8PT0JDo6mqNHj7Jo0SJatWpF06ZNOXPmDFeuXGHEiBGMHj2agwcPsnr1akA/l2nQoEEADBw40DAf6pNPPsHc3BxLS8tK58FWp7Kfy+LFi1EqlSiVypuu++jg4MCbb77Je++9R3p6Or/99hvz5s2jW7duxMfHG8rd6Bl/GJkZK+naxJmuTZyZ+rSOo8nXiIzWD31eezoZSxMVTzZwJMTXhXYNHLEy/d9wdIWCEodWlDi04voTn2F6aSfm8eFYnpuDdez3qOu3odBjAEVuvdEZ184lW8Td0el0LI5L55dTlwlys+LH3t44Wd7b+qv30BhIO6qfm3shUj8CocUz0GYceLR55Eck/Pvf/2bJkiUkJyeTnZ3NE088wZgxYzhx4gRbt27FxsaGnJwcduzYwc6dOw3Xgddee43c3FwUCkW5a8PdnutGjBhhuIYtXboUS0tLnnrqKfLz81m7di3jx48nJCTkpvv7+voyaNAgAgICcHNzIz093TDqRqfTUVxcTEBAAC1atOD06dPs2rWLkSNHMnjwYIyNjUlMTOTQoUOsXr2aa9eu3XH7b1wLN27cyPnz5wkNDWXcuHFYW1uTlJTEsWPHWLVqFfv378fb25uJEydy5coVevTogaenJyqVij179hjqKy4uBvQJHq2trenYsSMeHh6UlpaWW73gRjkhxN2TgBc4f/48w4YNo0GDBmzbtq1CVryvvvqKWbNmVcgg+Oyzz+Lg4ADoEwcNGjSIVatWceDAgQrDUg8cOMCWLVtuO1x1zpw5pKSk8OKLLxouDKLu++fSBZVp27YtH3/8MZ9//jnZ2dmGjMpljRo1yvC4Xbt2mJqaUlxczOHDh+nRowcAO3bsoGPHjrRs2ZKTJ0+SmJjI008/DeiXlUhPr5ipd9asWYalGBITE8tlkb4x70mhUDB//nzDskTLly8vt4ahQqHg+++/N2R1Hj16NHPmzOHIkSNcvXrVsG5wy5Ytb/tZ3IsuXbrw7bffAvqe8nnz5gG3HrY2adIkNmzYwJ49ewzJvdavX49Op8PHx4eGDRvyxhtv3Nd2VxelkYIgb3uCvO35oG9TzqblsTk6lcjoVD6NOIbKSEGgpwMhPs509HHGwdJMv6ORimLP7hR7dkdRkodZwl+Yx4djc3IKNqemUuzcWZ/syrkjGNXteZGPulx1KZ8fTmb3pRz+FejM2+1cURnVQFCpzodz6/SBbtZZsGsI3T6Gx58HC/sH356HlL29PZs2bWLAgAEYGRmhVquZOnUqoL/JXlBQAOgT+5U91yUlJVUIbkNCQnjzzTfvqh1BQUF88sknhh7Q3377jd9++83w+s3yV9yQnJzMN998U+lrvXr1wt5e/2++YMECw7JEixYtqtDRcC9mz55tuBZu3LjRcNO2MoWFhaxcudKQv6Isc3NznnrqKUCfWGzVqlUsWLCgQjlnZ+dKh6ALIe6MDGkGZsyYQX5+PvPmzas0BbxKpWLixImGH+o3c+Ok9M95flWVlZXFRx99xGeffSbzNUSlPvvsM/766y969+5N/fr1MTY2xt3dneDgYL788kumTJliKOvg4MCaNWt4/PHHMTcvn6lXqVSyYcMGnnrqKWxtbXF0dOSNN9646bI+Xl5eHDt2jHfeeYcmTZpgZmaGlZUVrVq1Ktcr3bZtW6Kiohg1ahTu7u6oVCrs7Ozo3bs3kZGRhjV4QZ+ZMiIighdeeAEbGxtsbGwYPnx4uR8HFhbVn+G1f//+fPPNN/j6+pabp3UrpqambNmyhS+//JKWLVtibm6OsbExjRs3xtPTk6NHj9K8eXM+//zzW67n+7BRKBT4u1gzsVtj/prYkX3vdeWjfk1RqrR8uzOa0N+38fLyfSw6cp6ka3mG/XTGVhT6DSOr32rSRpzhettPMVKnYnd4Ak6RnbA5EYZx1jF9z5uoU+KuFTB6axzHM/KY29+Hdzu4PfhgNzNOv5TQkk76pYWcGsPzq+D1o9BhogS7/5CamsqiRYsoLi42zMW1sbFBpVLh6elJr169WLBgAc2aNav0XHdjZND06dOJjIys8lrvlZkyZQobNmwodw1zc3PjmWeeKbdUT2WmTZtGr1698PDwwNTUFFNTU/z9/Zk8eTIrVqwwlGvdujXHjx/nlVdewcfHBxMTE+rVq0eLFi145ZVXDNmX78aNa+HkyZMN10Jra2uaNGnCyJEjWbduneG34ogRIxg1ahT+/v7Y2tqiVCpxcnJi4MCB7NmzBx8fH0C/1NHQoUPx9fXFysoKlUqFu7s7I0aMYO/evRUSjwkh7pxCV4XZ+EVFRSQkJNCwYUPMzMweRLseKHd3dywsLMoNT7yVsLAwpkyZQkZGhqGHF/Qp/L/77jsiIiLKLdcCMGHCBH7++edb9iK99tpr7Nq1ixMnTvD5559XeoxHWV3/Hj6KdDpdhfl+ERERhrVyQ0NDDWsUPsyKiopYtmwZP/74I3FxcfTr148JEybccnjew+5avprtselExqSy62wGRSVavO2t9EmvfFxo4mxbLukVgCrrDObnwjGPX44q/xKllp4Uufen0GMAGqtb/5gV5ZVqNURdOkqge2tURsqabg4A6y5k8s3RFPzqmzGrb0O8bG+dHK9aadRwYbM+CVXqUbByhtajIHAU2Ho8uHbUElqtlsjISH7++We2bNlCYGAgEydO5JlnnimXQV8IIR4F9z6kWV0AVytPUf/AOfiByZ31CF2/fp3Lly8b1morKzs7u1ziHUtLy3I9ZTd6cm7M4Z01axbOzs63Xdi9MidPnuTXX39l48aNKJUPx48bIe63UaNGERQURMeOHbGzs+Po0aPlhsuVTbbyMDMzM2P06NGMHj2aI0eO8Msvv9C7d298fHwYNWoU48ePx8amds1xtbM0YVCgB4MCPShUa9gTn0FkTBrrY5JZeOQ8TlZmBDfUZ3x+3L0+xkojSu2bkts2jNygTzC5sg/z+HAsLizG6uxs1HYtKfIIpdCtDzpT6YGrTYpKtXxzNIW/ErMY3rw+n3bywEz1gAaIXU+BM+EQtwqKrkHDEBi8AJr0A6UEbv909epVZs2axaJFi0hPT2fkyJFERUXRvHnzmm6aEELUmHsPeK+ehTmdbl/uQXh5F7i1uqNdbmRVtrKyqvBa586dOXHihOH5119/zb///W/Dc39//3LlmzdvzoIFC+5qGObEiRPp06cPPXv2vON9haitkpOTbzq/aujQoQ91IqibadOmDXPnzmXmzJksXryYWbNm8dlnnxEaGsrEiRPLreNbW5ibKOnZ3IWezV0o1Wg5knSNyOg0NkensupUElamKtp7OxHi48ITDRyxNFGhduuI2q0jOR2+xiw5AvP4cKxPf4n16S8pdgqmyGMARS5dQSmjNR5myblFfLA/gYt5xXzTw4tnm9a//U73SquBlN0Q84d+aSEzG2g1Qr+kkEPj+3/8Wmjnzp389NNPbNy4kRYtWvDBBx8wdOjQ+zItRAghapt7D3gd/PSB5sPA4c5T5VtbWwMYlhkp69dffyU3N5e0tLRKk02tXLkSGxsbjI2N8fDwKLfMyp0IDw/n77//5vTp03e1vxC11fDhwyktLSUuLo7s7Gysra0JCAhg9OjRjBw5subX8rwHtra2vPbaa7z66qvs37+fWbNm0alTJ5o2bcrgwYMZN24czs7ONd3MO6ZSGvGkT32e9KnPx/2bEnPlOpHRaUTGpPHRpqOYKI1o87+kV8E+zthbmFPk8zRFPk9jVJSJ2flVWMSHUy/qbbQqK4pce1LkMQC1Q1tQSFqJh8mOi9lMPZyEg4Uxa4b408TB/PY73YuCDIhdCbErIO8yuD0OoT9Bi0F3PHrrUZCUlMTvv//On3/+SVJSEs8//zx///03jz/+eE03TQghHir3HvCaWNxxr+rDxNbWFldX10qDzRs9MYmJiZXuGxISUi3zaydPnszgwYMxMTExHCs7OxuAlJQU1Go1bm5u93wcIR4248ePv6v1EGsThUJB+/btad++PT/++COLFy9m4cKFhIWFERwczPDhw3nuueewtLSs6abeMYVCQXM3W5q72fJmDz+SMwuIjEklMiaNGTtO8dX2U7R0s6OjjwshPs541KtPQfOXKGj+Esqc85ifW4HF2WVYpKxCY+5CoXs/ijxCKbV5uNY0ftSUanXMOnmZpWfT6e1bj6+7e2Ftep+m2uh0cOWwvjc3cSsYGcNjg/RLCrm3vj/HrMVycnJYsGAB4eHhHDp0iCeffJI333yToUOH1rppE0II8aDIskRAv379mDt3LocOHaJt27YP/PgpKSksXbqUpUuXVnitdevWBAQEcPz48QfeLiFE9bK3t2fixIlMnDiR+Ph4Fi9ezPTp03nrrbfo0aMHo0aNon///rV2Hr9XfQte7OjDix19yMwrZtuZdDbHpDLnQBz/2XsG3/rWhPjqk175OfqQF/geea3fxTj9CBbx4ZifX4nVud8psWmiX9/Xoz9aM6eafluPlIzCEj7an0B0Zj4fd3RnbCvH+zPSQp0LZ9fqk1BdOw/1G0OPz6HVcDC3u/3+jxC1Ws3KlStZvHgx27dvx9vbm5EjR7J06dJya6oLIYSonAS8wDvvvMPSpUsZO3Ys27ZtqzDMsAqJrO/J6tWrK2xbtmwZ4eHhLFy4EA8PyUApRF3TuHFjpkyZQlhYGIcOHWLRokWMGzcOlUpFv379GDt2LB06dKjpZt61+lamDAnyZEiQJ/nFpeyJz2BzdBorTyYy79A5nK3N6OjjQicfZwLcAylxDiKn3TRML27DIn4Z1rE/Yh3zDWrHdhS6D6DYrQc6Ve3rBa9NotJz+fhAIsZKBcsGNaaNW8XcFvfsarR+3dxzG0Bbok8+NeA7fTKqWjyFobpptVq2b9/O/Pnz2bRpE6ampowYMYJp06bRsmXLWj3dQwghHjQJeNH/8Fy6dCnDhw/H39+fESNGEBAQgE6nIyEhgaVLl2JkZHTfAs/KMkTf6NHt06ePLEskRB2mUCh44okneOKJJ/juu+/YsmULixYtonv37nh4eDBw4EBefvllGjeuvcl6LE1V9G7hSu8WrpRotBxKyCIyOpXN0an8eSIRWzNjfdIrXxfaevWguEEfFOoczC+sxTw+nHrH30d3agpFLt0o9AhF7dgejOTyVV20Oh0Lz6QxJ/oK7dyt+KG3Nw4W1ZgBubQILkTohy2nnwRrN+j4FrQeCdYu1XecOuDEiRPMnTuXdevWce3aNZ599llWrFhBp06dau3IDyGEqGnyi+F/nnrqKU6dOsXMmTOJjIzkv//9LwqFggYNGtCvXz9eeeUVAgICarqZQog6zNjYmL59+9K3b1/y8vJYs2YNCxcupFmzZrRs2ZIhQ4YwduxYHB0da7qpd81YaUSHRg50aORAWGhzTl3KMWR83hR7CVOVEU94OdLRx5kODYdRr8lIlHkpmJ9bgfnZZdgfHI/GtD5F7n0p9Ail1La59Azeg5ziUj47lMS+K9d5PciZSU+4ojSqps8zJxFiwuHsaijOAd+u0GUJ+PUGpfz8uOHixYvMnTuXVatWERsbS+/evZk5cyb9+vUrtxSiEEKIu6PQVWG8blFREQkJCTRs2BAzM1lCQtQM+R6KR1VqaqphisPp06cJDg5m6NChPPvss9jb1501bROu5rMlJpXNp9M4mnwNhQIC3OwJ8XEhxNcZV2tzVJknsYhfjvm5FSgL0yi18vnffN8BaCzca/otVJtSrYaoS0cJdG+Nyuj+9OydySrgw/0JFJRq+K5XA7p42957pdpSSNqhH7Z86W/9fNzHn4fAMVD/7lYyqIvS0tIIDw9n+fLlHDx4kKCgIEaNGsXgwYPr1P/TQgjxMJCAV9Qa8j0UAuLi4liyZAnLli0jMTGRoKAgevXqxfDhw2v1sOd/Ss8tYtuZdCKjU9l7LpMSjRY/Rxs6+jjTydcFXzsLzK7swjx+OWYJ6zAqLUBdvw2F7gMocuuFzqQagrcadD8DXp1Ox5oLmXx77CJNHcyZ1bchHjYm91ZpfhrE/qlfUig/DdyDIGgcNB8IxtJLCXDq1CmWLVtGZGQkx48fx9/fn+HDhzNixAi8vb1runlCCFFnScArag35HgpRXnx8POvXr2fNmjXs378fX19funXrxuDBgwkJCcHIqG6sa5tbVMKusxlERqexPTadvOJS3GzN6dhQ3/Mb4GCKZfJGzOOXYXppByhUFDt3otBjAMVOnUB5j8FcDbhfAW9hqYavolKISLrGC4858FFHd0xVd/k90Wnh0gF9puXE7aAyhZZD9EsKubastjbXVqWlpWzdupU///yTHTt2kJKSQqdOnRg4cCD9+/eXDMtCCPGASMArag35Hgpxc1lZWWzatIm1a9cSERGBmZkZnTt35qmnnmLgwIG1cp3fyqhLtey/kElkdCpbYtJIzy2mnrkJwQ2dCPFx4UkHDbZJazA/uwyTzBNojW0pcutNoccASuxb15r5vvcj4E26XsT7+xO4kq/my26ePOV/l0Nni7Lh7Bo4E66fp+vYBIJe1Ae7ZrW7Z/1eZWdns3LlStatW8eePXvQ6XT069ePgQMH0rNnT1krVwghaoAEvKLWkO+hEFWjVqvZvXs369atY+3ataSnp9OuXTv69OnDkCFD6kzPklar48TFbDb/L+lVwtV8zIyVPOnlSIivM53rZeOYvBLz+OWo8i9SauFBkUd/Cj1C0Vg1rOnm31J1B7xbU64x7XAyrtbG/NK3IY3r3+EwY50OMk7p5+ae36jv3W0Wqu/NbdC+1txIuB/i4+MJDw8nIiKCw4cP4+XlxcCBAwkNDaVdu3aoVJKgSwghapIEvKLWkO+hEHdOp9Nx+vRp1q9fz+rVqzl27BjNmzene/fuDBkyhKCgoDoz9Plceh6RMalERqdxPCUbpULB4x72hDR0ord1Iu6XVmN+fg1GJddR13uMIo9Qitz7oDWtX9NNr6C6At4SjZafTl5meXwG/RvX48tuXliZ3EF9JQVwfoM+2/LVaLD1hDZj4PEXwMrprttVm2m1Wvbs2cOff/7J1q1biY+P58knn+Tpp59mwIAB+Pn51XQThRBClHFHAa+3t7ekyBc1prCwkMTERAl4hbgHqampbNiwgTVr1rB161bs7Oxo27YtnTp1om/fvvj7+9d0E6tFak4RW86kERmdyv7zmZRqdTR1tqWzdz1CzU/jfWUtZilbQKel2CmYIo8BFDl3BdXDcY2rjoA3vUDNh/sTib1WwEcd3RnZ0gFFVXtir53XD1k+uwbUedC4h743t3EPuE9Zox9WWq2W6OhoNm3axO7duzl06BCFhYX06tWLgQMH0qdPH+rXf/humgghhNCrUsBbWlpKfHw8Hh4eWFtbP4h2CVHB9evXuXTpEo0aNcLY2LimmyNErVdYWMju3bvZsWMH27dv5+jRo7i4uNCmTRs6d+5Mv3796kTm55zCEnbGpRMZncbOuHTy1Ro861nSy8uMZ0wP4Zu2HtP0Q2hVVhS59qDIYwBqh7agqLnA7l4D3oOp1/n0YBLmxgp+7tOQ1q5VmMOtUUPiNn0SqsuHwMIBWr8AgaPBzvuO21Bb/TPAPXLkCNeuXSMoKIiuXbvSuXNngoODMTGpfcnQhBDiUVSlgFen0xEfH4+lpSXu7nVnnUNRe+h0Oi5evEhJSQk+Pj413Rwh6qTc3Fz+/vtvtm/fzvbt2zl27Biurq60adOGTp061YkAuKhEw/7zmYahz5n5auwtTBnoUcIg47/xS1+PcW4CGjNnCt37UeQRSqntg+/1vtuAV6vTMS8mlbnRqXT0sub7Xt7Ym99mDmneFTizHOJWQkEGeLXTJ6FqOkCfebmOqyzAzcrKMgS4Xbp04cknn8TCwqKmmyqEEOIuVCngBX3mwStXruDo6IilpWXVh0UJcQ90Oh0lJSXk5OSQl5eHu7u7ZLkU4gHJzc1l3759hh7guhYAa7Q6jiVfIzImjYjTqSRnFWBhbMRzrpkMUu2jcWYEquIsSmz8KfQYQJF7f7Tmzg+kbXcT8GYXlxJ2MJGDqbm88YQLrwe5oDS6ybVap4WL+/RJqJJ3grEFBAyDNmPBuXn1vZGHkFarJSYmplyAm5mZSZs2bejatStdu3aVAFcIIeqQKge8Op2O1NRUcnJyqOIuQlQbU1NTHBwcJNgVogZdv369XAB8/PhxXF1dCQoKIiQkhJCQEAICAlAqa98cT51Ox9m0PCKjU9kck8bpSzmYGWkY45TIM8p9+F7bgUKrRu3wpH6+r1tPdKr7t9TTnQa8pzPz+XB/Amqtlh96eRPS4CbnyqJrELsSYpfD9RRwbgFB4+CxwWBaN6cslZaWEhUVxe7duysNcLt06UK7du0kwBVCiDqqygHvDRqNhpKSkvvVHiEqUCqVMmdXiIdQ2QB4x44dnDx5EmNjY/z9/WnevDlt2rShQ4cOtGrVqtYFwZeyC9kSnUpkTBoHL2RhoctnrN1pnlHuxSsvCpSmFLl0pdAjFLVjezCq3nNUVQNenU7Hn+eu8sOJSzzmaM7PfRviZm3yz0KQdhxi/oCEzfptzZ/WD1v2CKpTSwqp1WqioqL4+++/iYqKIiYmhri4OBQKBa1ataJLly6GALeurE0thBDi1u444BVCCCEqU1JSQkxMDFFRURw5coTDhw9z6tQplEpluSC4Xbt2tG7dutasT5pdoGZ7bDqbo1PZdTYDu5IMRlsfZqDRXpyLL6AxtafIrS+FHqGU1mtRLQFkVQLeghIN048ksyUlm9EBjnwQ7IaJsswSU+p8OLden4QqM06feKrNWGj1PFjW/qzCarWaw4cP8/fff3P06FGio6OJj49HoVAQEBBAUFAQbdq0ITAwkCZNmtS6my5CCCGqhwS8Qggh7puSkhLOnDlDVFQUUVFRHD58mJMnT6JQKAxBcGBgIO3btycwMPChD4IL1Rr2nrtKZHQqW2NScSk6zwiz/Qww2oetJpMSq4b6Ic/uA9BYetz1cW4X8CbkFPL+/gQyCkv4qpsX/f3s/v/FrLP6ubnx66G0APx66XtzfbpCLV1zubi4mEOHDnHgwAGioqIMwa1KpaoQ3Pr5+UlwK4QQwkACXiGEEA9UaWkpsbGx5XqCT548iU6nw9/fH39/fxo3bkzTpk1p0aIFTZs2fSiXgCnVaDmSdI3I6DS2nr6EV24Ug4330cvoEGa6IgrtWqP2DKXIrRc6k3p3VvctAt7I5CymH0nB08aEWX0b0sjeTL+kUEKkPtBNjQIrZ2g9ElqPgnqe1fiu76+ioiJiYmI4ffo0Z86cIT4+ntjYWOLj4zExMaFVq1YEBQURGBhoCG6NamkQL4QQ4sGQgFcIIUSN02g0xMXFERUVxYkTJzh79ixxcXEkJCSg0+nw8PDAy8uLhg0b4ufnR/PmzWnRogUNGzZ8KAIenU7HmSu5RMaksvN0El7pOxik2kew0UlQKMl3DEHjFUqxc2dQ3j54ryzgVWu0/HD8EivPX2Wgvx3TunpiUXgFzoTD2VVQmAXeHfVJqJr0B+XDmftAo9Fw4cIFTp48SUxMDGfPniUxMZGkpCQuX76MUqnE19fXcPMjICCAwMBAGjVq9FD8WwshhKhdJOAVQgjx0CotLSU5OZmzZ88aguAbPX4XL17EzMyMBg0a4OXlZQiSmjdvTkBAAI6OjjXW7pSsAiJj0jhw8gyelzfylNE+AowuUGRkxXWXXigbDqTEvjUoKg/g/hnwXslX8+H+BOKzCwkLceU5mxgUseGQvFufXbnVc/r5uY4Pfs3gm7ly5QonT54kOjqauLg4Lly4QFJSEikpKajVajw9PfHz86NJkyb4+/vj5+eHn58fnp6eEtgKIYSoNhLwCiGEqJUKCws5f/68IRiOjY0lLi6O+Ph4MjMzsbOzw9nZGScnJxwdHXF2dsbV1RUPDw88PT3x8vLCy8sLU1PT+9rOzLxitsWmc+rYIdxS1jNAsQcPxVWuqVy47toPc9+n0dr4ltunbMB7KC2PKQeT8DTJ5bfGx3C9uAZyL4FrK31vbotBYPLgMg4XFRWRlJREUlISFy9e5OLFi1y5coW0tDQyMjLIyMgwLGPo5ORE48aNKwS1Pj4+9/1zF0IIIUACXiGEEHXQtWvXiI+PJyUlhStXrnDlyhUuXbrEpUuXuHLlCqmpqWRmZqJQKLCzs8PBwQEHBwccHR1xcXHB1dUVd3d3PD09DT3I1bFOa4G6lN1xacQf2Ypr0lp66vZjoyggxdiPHLcB2PsNxMjcgVKthsMXj3Ii25Uzcbt5y3YXbdX7URgp9QFu0DhwD6yGT+r/5efnG4YWX7x4sdxndfXqVTIyMsjMzOTatWsoFAocHBxwcXHBzc0Nd3d33NzccHV1xdXV1dB7K2unCyGEqGkS8AohhHgklZSUkJaWxuXLlw1BcWWBcUZGBlqtFhMTEywtLTE3N8fS0hILCwssLCwM26ysrAx/1tbW2NjYYG1tja2treG/9erVw8bGBmNjY7QoOJmcwZWjm3FN2UB7jqFS6Dhr2pps1z6cvJxEN/V2GisuoqnnQ2mrF9A0ewaNiQ2lpaVotVrUajW5ublkZ2eTk5PD9evXDX+5ubnk5uaSl5dn+CsoKCj3l5+fT2FhIfn5+ZSUlKBUKnFycrppIOvq6oqbmxtOTk4PfUZtIYQQAiTgFUIIIW5Jo9GQkZHB9evXycvLKxdI/vO/lQWbN/6bn59PXl4eGo2mWtunUqmwtLQsF2xbWVlhY2Nj+O+Nxzdes7a2LvfYysoKW1tbHBwcZP6sEEKIOkUCXiGEEOIB0el0qNVqNBoNWq32pn8ajQaFQoGRkdEt/5RKJSYmJigUipp+a0IIIcRDSQJeIYQQQgghhBB1koxbEkIIIYQQQghRJ0nAK4QQQgghhBCiTpKAVwghhBBCCCFEnSQBrxBCCCGEEEKIOkkCXiGEEEIIIYQQdZIEvEIIIYQQQggh6iQJeIUQQgghhBBC1EkS8AohhBBCCCGEqJMk4BVCCCGEEEIIUSdJwCuEEEI8IImJiSgUChQKBZ07d76rOubPn2+oIyws7Lblw8LCDOXnz59v2O7t7W3YfsPOnTsN20aPHn1X7RNCCCEeJhLwCiGEqDPKBnc3/lQqFU5OTvTu3ZtNmzbVdBNrpcTERMLCwggLC2PNmjU13RwhhBCiylQ13QAhhBDiftJoNGRkZLB582YiIyNZvXo1Tz31VE0364EZO3Ys3bt3B8DPz++WZR9//HH27NkDgLOzs2F7YmIiU6ZMAWDUqFEMHDjw/jRWCCGEqGYS8AohhKiT+vTpwwcffMDVq1cJCwvjxIkT6HQ6fvrpp0cq4PXy8sLLy6tKZW1tbQkODr7PLRJCCCEeHBnSLIQQok5ycnIiODiYgQMH8sknnxi2p6SklCt38uRJhg8fjqurKyYmJri7u/Piiy9y8eLFcuVOnz7NiBEjaNasGfb29hgbG+Pk5ES/fv3YvXt3heMnJCQQGhqKpaUlTk5OvPHGGxQUFFTa1jutu6zly5fz2GOPYWZmRrNmzVi6dGm51282h7cylc3h7dy5M126dDGUWbBgQbkyL7zwguH5jh07ytX35ptvGl5buXLlLY8thBBC3A8S8AohhKjzdDqd4bGbm5vh8aZNm2jbti3Lli0jNTWVkpISLl++zO+//05QUBAJCQmGsqdPn2bp0qWcOXOGa9euUVpaSkZGBhs3bqRLly7lgr2srCw6derE+vXrKSgoICMjgx9//JHhw4dX2r47qbusVatWMXToUE6fPk1xcTFnzpxhxIgR/PHHH/f6kVXZuHHjDI+XLFlS7rX169cDYGNjQ79+/R5Ym4QQQogbJOAVQghRJ6Wnp7N3717WrFnD559/btg+fvx4AAoKChg1ahTFxcWoVCqmTp1KZGQk77zzDgCpqam8+uqrhv38/f2ZOXMma9asYfv27Wzbto3Zs2djamqKVqtl+vTphrJff/21oSfZ29ub8PBw5s+fz+XLlytt653UXdapU6d444032LBhA88//7xh+1tvvUVJScldfnLl/fTTT/z444+G53369GHPnj3s2bOHDz/8kE6dOuHr6wvAypUrKS4uBiA6Oprz588D8PTTT2NmZlYt7RFCCCHuhMzhFUIIUSdt2rSpXFZmJycnvv76a4YNGwZAZGQkGRkZAPTo0YOQkBAABgwYwPLly0lMTGTz5s1cvXoVBwcHWrZsye7du5k6dSqxsbHk5eWV6zk+cuSI4fHatWsNj3/++Wf69u0LQElJCS+99FKFtt5J3WV16NCB77//HoBevXqxe/dukpOTSU1N5cCBA3Ts2PGOPrPKPPbYY2RmZhqe3xgqXtbYsWP58MMPyc7OZsOGDTzzzDOG3l3gpj3bQgghxP0mPbxCCCEeCRkZGURHRxuenz171vB406ZNdOzY0fCXmJgI6IdCx8bGAvpe00mTJnH48GFyc3PLBaQA2dnZhscXLlwwPA4KCjI8btu2baVtu5O6y3riiScMj5VKJYGBgZW24X4bPXo0SqUS+P9hzevWrQP0AXK3bt0eWFuEEEKIsiTgFUIIUSeNGjWKkpISIiIisLCwQKfTMWPGjHI9j1WRn5+PWq1mzpw5AKhUKr788kt27NjBnj17cHBwAKgQpFZGoVBU2FZddd+s/gfBzc2N3r17A7BhwwbOnj3LwYMHARg8eDAqlQwoE0IIUTMk4BVCCFFnqVQqevXqZZiXC/Dxxx8D5dekHTVqFDqdrsJffn4+vXr1IjMzk6KiIgACAgJ499136dy5Mz4+PmRlZVU4ro+Pj+Fx2eHIN4LAsu607rIOHTpkeKzRaModq2wb7pWR0f//XNBqtZWWuZG8qri4mLFjxxrKyXBmIYQQNUluuQohhKjzXn/9dWbMmEFBQQEnTpwgMjKSHj164OjoSEZGBgsXLsTe3p4ePXqg0WhITExk3759nDhxgpiYGJydnTEzM6OoqIhTp04xZ84cnJ2d+fzzzysNAENDQzlz5gwAEyZM4Msvv6SoqIgPP/ywQtk7rbusvXv38tZbb9GjRw+WLVtGcnKyoc4nn3yyGj45PTs7u3LH3LRpE9bW1vj5+eHk5ARA//79cXJyIj09nX379gH6NYDbt29fbe0QQggh7pT08AohhKjz7O3tGTNmjOH5119/jaWlJfPnz8fU1BSdTsd3331H3759GTBgAK+//jrLli0zrJtrZGRk6MFUq9WMHz+egQMHcv36dUPAV9bkyZNxd3cH9HNphwwZwsiRI7G1ta1Q9k7rLqtRo0aGdi9cuNCw/ZtvvsHY2PgOP6Wba9q0KS4uLoB+feG+ffvSsWNHNm7caChjbGzMyJEjy+03bNiwGhtmLYQQQoAEvEIIIR4RkyZNMgzN3bp1K8eOHaNv374cOXKEF154AQ8PD4yNjXFwcKBVq1a89dZbrFixwrD/N998w6RJk3B1dcXKyorQ0FC2bduGubl5hWPVr1+f3bt3079/fywsLLC3t+ell14qV19Zd1J3WSNGjGDevHk0adIEExMT/P39WbRoUbkliqqDSqVi3bp1BAcHY21tfdNyZdfkBRnOLIQQouYpdFXNhCGEEEIIcRs+Pj4kJCTQtGlTYmJiaro5QgghHnEyh1cIIYQQ96S0tJSCggIiIyNJSEgAqDC8WQghhKgJ0sMrhBBCiHsyf/78cnOknZyciIuLo169ejXXKCGEEAKZwyuEEEKIamJmZkZwcDCbNm2SYFcIIcRDQXp4hRBCCCGEEELUSdLDK4QQQgghhBCiTpKAVwghhBBCCCFEnSQBrxBCCCGEEEKIOkkCXiGEEEIIIYQQdZIEvEIIIYQQQggh6iQJeIUQQgghhBBC1EkS8AohhBBCCCGEqJMk4BVCCCGEEEIIUSf9H2Uu132dzzfwAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# @title Plot results\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd\n",
        "from math import pi\n",
        "from collections import defaultdict\n",
        "\n",
        "# Data\n",
        "avg_data = [literal_eval(score) for score in scores]\n",
        "average_data = defaultdict(lambda: defaultdict(list))\n",
        "\n",
        "# Accumulate the values for each model and attribute\n",
        "for entry in avg_data:\n",
        "    for model, attributes in entry.items():\n",
        "        if isinstance(attributes, dict):\n",
        "            for attribute, value in attributes.items():\n",
        "                average_data[model][attribute].append(value)\n",
        "\n",
        "\n",
        "# Calculate the averages\n",
        "for model, attributes in average_data.items():\n",
        "    for attribute, values in attributes.items():\n",
        "        average_data[model][attribute] = sum(values) / len(values)\n",
        "\n",
        "# Convert defaultdict to regular dict for display\n",
        "average_data_dict = {model: dict(attributes) for model, attributes in average_data.items()}\n",
        "average_data_dict = {key: average_data_dict[key] for key in ['Model A', 'Model B']}\n",
        "\n",
        "# Convert to DataFrame\n",
        "df = pd.DataFrame(average_data_dict)\n",
        "\n",
        "# Number of variables\n",
        "categories = list(df.index)\n",
        "N = len(categories)\n",
        "\n",
        "# What will be the angle of each axis in the plot?\n",
        "angles = [n / float(N) * 2 * pi for n in range(N)]\n",
        "angles += angles[:1]\n",
        "\n",
        "# Initialise the spider plot\n",
        "fig, ax = plt.subplots(figsize=(10, 10), subplot_kw=dict(polar=True))\n",
        "\n",
        "# Draw one axe per variable + add labels\n",
        "plt.xticks(angles[:-1], categories, fontsize=12, fontweight='bold')\n",
        "\n",
        "# Draw ylabels\n",
        "ax.set_rlabel_position(0)\n",
        "plt.yticks([1,2,3,4,5], [\"1\",\"2\",\"3\",\"4\",\"5\"], color=\"grey\", size=7, fontsize=12, fontweight='bold')\n",
        "plt.ylim(0,5)\n",
        "\n",
        "# Model A\n",
        "values = list(df['Model A']) + list(df['Model A'])[:1]\n",
        "ax.plot(angles, values, linewidth=1, linestyle='solid', label='LocalMentor')\n",
        "ax.fill(angles, values, 'b', alpha=0.1)\n",
        "\n",
        "# Model B\n",
        "values = list(df['Model B']) + list(df['Model B'])[:1]\n",
        "ax.plot(angles, values, linewidth=1, linestyle='solid', label='GPT4')\n",
        "ax.fill(angles, values, 'r', alpha=0.1)\n",
        "\n",
        "# Add legend\n",
        "plt.legend(loc='upper right', bbox_to_anchor=(0.1, 0.1), fontsize=12)\n",
        "\n",
        "plt.title('Fine-Grained Skills Assessment in Startup Advice\\n', fontsize=25)\n",
        "\n",
        "# Show the plot\n",
        "plt.show()\n"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}