haystack2x-demos/haystack_rag_services_demo.ipynb

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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/vblagoje/notebooks/blob/main/haystack2x-demos/haystack_rag_services_demo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Introduction\n",
        "\n",
        "This notebook demonstrates an innovative use of the Qdrant vector database within a Haystack 2 OpenAPI service-based Retriever-Augmented Generation (RAG) application.\n",
        "\n",
        "Starting with a user prompt, we fetch the appropriate OpenAPI (OAS)specification from Qdrant, as well as the matching system message. These retrieved text documents are then injected into the Haystack pipeline, facilitating the dynamic invocation of specific OAS services. By merging any OAS service with Large Language Models (LLMs), this cutting-edge method opens a new phase in RAG systems, enabling the generation of deeply contextual responses from structured OAS data services.\n",
        "\n",
        "**Note**: Detailed description of the entire process can be found in step 5. Please follow along."
      ],
      "metadata": {
        "id": "J8TDTtQwiSn6"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 1. Setup\n",
        "This notebook demos Haystack 2.x service based RAG, using two openapi services: GitHub's compare_branches and SerperDev search API.\n",
        "\n",
        "Let's install necessary libraries and import key modules to build the foundation for the subsequent steps."
      ],
      "metadata": {
        "id": "6zUWNgF-kUeU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install --no-deps sentence-transformers"
      ],
      "metadata": {
        "id": "xWdi3x9f2aWb",
        "outputId": "e7096da2-e5d7-4b22-f311-4d456c5b4dc8",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting sentence-transformers\n",
            "  Downloading sentence_transformers-2.5.1-py3-none-any.whl (156 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m156.5/156.5 kB\u001b[0m \u001b[31m1.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hInstalling collected packages: sentence-transformers\n",
            "Successfully installed sentence-transformers-2.5.1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install \"grpcio-tools==1.42\" jsonref openapi3 qdrant-haystack git+https://github.com/deepset-ai/haystack.git"
      ],
      "metadata": {
        "id": "bH8Lo7PSumLG"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import getpass\n",
        "import os\n",
        "import json\n",
        "import jsonref\n",
        "import requests\n",
        "from typing import List, Dict, Any\n",
        "from haystack_integrations.document_stores.qdrant import QdrantDocumentStore\n",
        "from haystack_integrations.components.retrievers.qdrant import QdrantEmbeddingRetriever\n",
        "\n",
        "from haystack import Pipeline, Document\n",
        "from haystack.components.generators.utils import print_streaming_chunk\n",
        "from haystack.components.writers import DocumentWriter\n",
        "from haystack.components.embedders import SentenceTransformersDocumentEmbedder\n",
        "from haystack.components.converters import OpenAPIServiceToFunctions, OutputAdapter\n",
        "from haystack.components.embedders import SentenceTransformersTextEmbedder\n",
        "from haystack.components.generators.chat import OpenAIChatGenerator\n",
        "from haystack.components.connectors import OpenAPIServiceConnector\n",
        "from haystack.components.fetchers import LinkContentFetcher\n",
        "from haystack.components.others import Multiplexer\n",
        "from haystack.dataclasses import ChatMessage, ByteStream"
      ],
      "metadata": {
        "id": "RhxdVLCb_D8R"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 1.1 Let's collect the API keys for LLM provider"
      ],
      "metadata": {
        "id": "m3IcPyJnpPMa"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "llm_providers = {\"fireworks\": {\"api_base_url\": \"https://api.fireworks.ai/inference/v1\",\n",
        "                               \"text_model\": \"accounts/fireworks/models/mixtral-8x7b-instruct\",\n",
        "                               \"fc_model\": \"accounts/fireworks/models/firefunction-v1\"},\n",
        "                 \"openai\": {\"api_base_url\": \"https://api.openai.com/v1\",\n",
        "                            \"text_model\": \"gpt-4-turbo-preview\",\n",
        "                            \"fc_model\": \"gpt-3.5-turbo\"}\n",
        "                 }\n",
        "\n",
        "# change this value to another provider defined above - if needed\n",
        "selected_provider = \"fireworks\"\n",
        "llm_api_key = getpass.getpass(f\"Enter {selected_provider} api key:\")\n"
      ],
      "metadata": {
        "id": "_9ySL9WqILJT"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 1.2 And OpenAPI services we'll use:"
      ],
      "metadata": {
        "id": "55-vlrpX_W29"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "serper_token = getpass.getpass(\"Enter serperdev api key:\")\n",
        "github_token = getpass.getpass(\"Enter your github token:\")\n",
        "tinurl_token = getpass.getpass(\"Enter your tinyurl token:\")"
      ],
      "metadata": {
        "id": "uqGsQrRYJZ-2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 2. Setup QdrantDocumentStore\n",
        "\n",
        "QdrantDocumentStore is one of many vector DB integrations we offer via Haystack Core Integrations [project](https://github.com/deepset-ai/haystack-core-integrations/)"
      ],
      "metadata": {
        "id": "m-Po2hm0kzKj"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Note: for the demo we are using Qdrant in local on-disk mode.\n",
        "# For production use cases, a Docker container should be preferred.\n",
        "# See https://qdrant.tech/documentation/ for more details\n",
        "\n",
        "document_store = QdrantDocumentStore(\n",
        "    path=\"./qdrant_1\",\n",
        "    index=\"Document\",\n",
        "    embedding_dim=768,\n",
        "    recreate_index=True\n",
        "  )"
      ],
      "metadata": {
        "id": "mmVOQAg-C9Zx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 2.1 Add some helper functions we'll use in both indexing and retrieval pipelines"
      ],
      "metadata": {
        "id": "m31frRXzo-W3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def prepare_fc(openai_functions_schema: Dict[str, Any]) -> Dict[str, Any]:\n",
        "    return {\n",
        "        \"tools\": [{\n",
        "            \"type\": \"function\",\n",
        "            \"function\": openai_functions_schema\n",
        "        }],\n",
        "        \"tool_choice\": {\n",
        "            \"type\": \"function\",\n",
        "            \"function\": {\"name\": openai_functions_schema[\"name\"]}\n",
        "        }\n",
        "    }\n",
        "\n",
        "def create_docs(functions, specs, system_messages, service_credentials):\n",
        "  docs = []\n",
        "  for function, spec, system_message, service_credential in zip(functions, specs, system_messages, service_credentials):\n",
        "    d = Document(content=json.dumps(function),\n",
        "                 meta={\"spec\": json.dumps(spec),\n",
        "                       \"system_message\": system_message,\n",
        "                       \"service_credential\": service_credential}) #it's just a demo - relax\n",
        "    docs.append(d)\n",
        "  return docs"
      ],
      "metadata": {
        "id": "7U-QKL3nyhX0"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 3. Index OpenAPI specs\n",
        "\n",
        "Each indexed service Document contains the following descriptors:\n",
        "\n",
        "* OpenAI function calling JSON\n",
        "* OpenAPI specification\n",
        "* System message for the service\n",
        "* Service credentials"
      ],
      "metadata": {
        "id": "iz57DpxelJKn"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "embedding_model = \"sentence-transformers/all-mpnet-base-v2\"\n",
        "\n",
        "# Note: if you play with the notebook and add more OAS services you are likely to get better service inference\n",
        "# results with jina-embeddings-v2-small-en embedding model. jina-embeddings-v2-small-en is an English, monolingual\n",
        "# embedding model supporting 8192 sequence length which should be enough for our Document describing OpenAI\n",
        "# functions, OAS spec, and sytem message stored.\n",
        "#\n",
        "# Or if you simply want to try out jina-embeddings-v2-small-en uncomment the following lines of code\n",
        "\n",
        "# embedding_model = \"jina-embeddings-v2-small-en\"\n",
        "# os.environ['HF_API_TOKEN'] = \"<your HuggingFace token here>\""
      ],
      "metadata": {
        "id": "VBRPOeTmZUZO"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "indexing_pipeline = Pipeline()\n",
        "indexing_pipeline.add_component(\"fetcher\", LinkContentFetcher())\n",
        "indexing_pipeline.add_component(\"mx\", Multiplexer(List[ByteStream]))\n",
        "indexing_pipeline.add_component(\"spec_to_functions\", OpenAPIServiceToFunctions())\n",
        "indexing_pipeline.add_component(\"embedder\", SentenceTransformersDocumentEmbedder(model=embedding_model,\n",
        "                                                                                 meta_fields_to_embed=[\"spec\", \"system_message\", \"service_credential\"],\n",
        "                                                                                 trust_remote_code=True))\n",
        "indexing_pipeline.add_component(\"writer\", DocumentWriter(document_store=document_store))\n",
        "indexing_pipeline.add_component(\"a1\", OutputAdapter(\"{{functions | create_docs(specs, system_messages, service_credentials)}}\",\n",
        "                                                     List[Document],\n",
        "                                                      {\"create_docs\": create_docs}))\n",
        "\n",
        "indexing_pipeline.add_component(\"a2\", OutputAdapter(\"{{sources | json_objects}}\",\n",
        "                                                     List[Dict[str, Any]],\n",
        "                                                      {\"json_objects\": lambda sources: [json.loads(s.to_string()) for s in sources]}))\n",
        "\n",
        "indexing_pipeline.connect(\"fetcher.streams\", \"mx\")\n",
        "indexing_pipeline.connect(\"mx\", \"spec_to_functions.sources\")\n",
        "indexing_pipeline.connect(\"mx\", \"a2.sources\")\n",
        "indexing_pipeline.connect(\"a2\", \"a1.specs\")\n",
        "indexing_pipeline.connect(\"spec_to_functions.functions\", \"a1\")\n",
        "indexing_pipeline.connect(\"a1.output\", \"embedder.documents\")\n",
        "indexing_pipeline.connect(\"embedder\", \"writer\")"
      ],
      "metadata": {
        "id": "rXrLxTQ8Dl8V",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "80ec7a19-d3b0-42ce-be43-ce7d5f55d4f2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": []
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### 3.1 We'll use three OAS services: GitHub, SerperDev, TinyURL\n",
        "\n",
        "\n",
        "\n",
        "*   GitHub - compare branches operation\n",
        "*   SerperDev - a search engine bridge\n",
        "*   TinyURL - URL shortener  \n",
        "\n"
      ],
      "metadata": {
        "id": "Wi6T5IMVZYOW"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "services = {\"open_api_specs\": [\"https://bit.ly/github_compare\",\"https://bit.ly/serper_dev_spec\", \"https://bit.ly/tinyurl_spec\"],\n",
        "            \"system_messages\":[\"https://bit.ly/pr_auto_system\", \"https://bit.ly/serper_system\",\"https://bit.ly/tinyurl_system_prompt\"]}"
      ],
      "metadata": {
        "id": "TPSaQHgKSGvG"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "result = indexing_pipeline.run(data={\"fetcher\": {\"urls\": services[\"open_api_specs\"]},\n",
        "                                     \"a1\":{\"service_credentials\": [github_token, serper_token, tinurl_token],\n",
        "                                           \"system_messages\": [requests.get(url).text for url in services[\"system_messages\"]]\n",
        "                                           }\n",
        "                                     })\n",
        "print(f\"\\nWrote {result['writer']['documents_written']} documents\")"
      ],
      "metadata": {
        "id": "F7rKAns3Do6Q",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 101,
          "referenced_widgets": [
            "c26ed4b877f14ea2870c9b9e014e1dc6",
            "beccf8249f3b4b8698f4bc7b72efe203",
            "12b5b832e9aa420eb4acfbe24d499600",
            "88da8203b82c45d8b00b96dfb7eb82ec",
            "38a437cb17b74962b0ba02171afbd50e",
            "fa1e397d450748ebb5af351fe609d0f7",
            "2eea12247b0242f987f25d1fca9c9b64",
            "a9f05148d0f3419398a9156e85567869",
            "7ceef9e0a5f740259d5d6927ef3f8695",
            "e5118de419f042049ed2861415d3df62",
            "174415a2d17a40d4a55d4e7ca5132ab4"
          ]
        },
        "outputId": "67736ec9-ae39-4f37-9138-f25ce2734954"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Batches:   0%|          | 0/1 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "c26ed4b877f14ea2870c9b9e014e1dc6"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100it [00:00, 2856.20it/s]           "
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Wrote 3 documents\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 4. Build the retrieval/LLM generation pipeline"
      ],
      "metadata": {
        "id": "JTZRxFD5lX7N"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from haystack.utils import Secret\n",
        "\n",
        "pipe = Pipeline()\n",
        "pipe.add_component(\"embedder\", SentenceTransformersTextEmbedder(model=embedding_model, trust_remote_code=True))\n",
        "pipe.add_component(\"retriever\", QdrantEmbeddingRetriever(document_store=document_store))\n",
        "pipe.add_component(\"mx\", Multiplexer(List[Document]))\n",
        "pipe.add_component(\"a1\", OutputAdapter(\"{{documents[0].content | tojson | prepare_fc}}\", Dict[str, Any], {\"prepare_fc\": prepare_fc, \"tojson\": lambda s: json.loads(s)}))\n",
        "pipe.add_component(\"a2\", OutputAdapter(\"{{documents[0].meta['spec'] | tojson}}\", Dict[str, Any], {\"tojson\": lambda s: jsonref.replace_refs(json.loads(s))}))\n",
        "pipe.add_component(\"a3\", OutputAdapter(\"{{documents[0].meta['service_credential']}}\", str))\n",
        "pipe.add_component(\"a4\", OutputAdapter(\"{{documents[0].meta['system_message'] | cm}}\", List[ChatMessage], {\"cm\": lambda s: [ChatMessage.from_system(s)]}))\n",
        "pipe.add_component(\"a5\", OutputAdapter(\"{{system_message + service_response}}\", List[ChatMessage], {\"cm\": lambda s: [ChatMessage.from_system(s)]}))\n",
        "pipe.add_component(\"fn_llm\", OpenAIChatGenerator(api_key=Secret.from_token(llm_api_key),\n",
        "                                                 model=llm_providers[selected_provider][\"fc_model\"],\n",
        "                                                 api_base_url=llm_providers[selected_provider][\"api_base_url\"]))\n",
        "pipe.add_component(\"openapi_container\", OpenAPIServiceConnector())\n",
        "pipe.add_component(\"llm\", OpenAIChatGenerator(api_key=Secret.from_token(llm_api_key),\n",
        "                                              streaming_callback=print_streaming_chunk,\n",
        "                                              api_base_url=llm_providers[selected_provider][\"api_base_url\"],\n",
        "                                              generation_kwargs={\"max_tokens\": 1024},\n",
        "                                              model=llm_providers[selected_provider][\"text_model\"],\n",
        "                                              ))\n",
        "\n",
        "pipe.connect(\"embedder\", \"retriever\")\n",
        "pipe.connect(\"retriever.documents\", \"mx\")\n",
        "pipe.connect(\"mx\", \"a1.documents\")\n",
        "pipe.connect(\"mx\", \"a2.documents\")\n",
        "pipe.connect(\"mx\", \"a3.documents\")\n",
        "pipe.connect(\"mx\", \"a4.documents\")\n",
        "pipe.connect(\"a1\", \"fn_llm.generation_kwargs\")\n",
        "pipe.connect(\"a2\", \"openapi_container.service_openapi_spec\")\n",
        "pipe.connect(\"a3\", \"openapi_container.service_credentials\")\n",
        "pipe.connect(\"a4\", \"a5.system_message\")\n",
        "pipe.connect(\"a5\", \"llm.messages\")\n",
        "pipe.connect(\"openapi_container.service_response\", \"a5.service_response\")\n",
        "pipe.connect(\"fn_llm.replies\", \"openapi_container.messages\")"
      ],
      "metadata": {
        "id": "L7MZib9gJ4j-",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "9df438e7-acc5-4075-9dcb-c1e2cc2f8b9f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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L5XkAkwH4FS1aabPZXouPj9+kYywiKjJ27Fgfm802yG63Pwmgb9FNpgDgqIgsstvtC+Lj438FiyM5KZZFIiIiFxIVFaUdOXJkhIi8rZS6o2jxRqXUpJiYmBW6hiOiK3rmmWdqeXt7Dy6acXwIhc85BYAMAAvtdvuCuLi433SMSFQKyyIREZGLMJlMAzVN+weA1gAgIjtE5K24uLjF4MwEkcuwWCy1RWQIgCeUUn0AGItWHRCRL+x2+xxea0zOgGWRiIjIyVkslrsBfArgbgAQkf1KqSn+/v5zo6Ki7PqmI6JbMWbMmDo2m22IiDwB4IHiu6qKyO8A5iql/mO1Wk/om5KqK5ZFIiIiJ2UymVppmjYVRXdXFJHjSqn3AMy2Wq35+qYjovJmsVjqAxgOYASAkKLFBSKyEsDc/Pz8r5OSknJ1C0jVDssiERGRkxk1alRjo9H4jlLqWQAagLMi8q/c3NwP586de07vfERU8cxmcxCAcADPKKVuBwAROQNgsYjMvf3221N4ZgFVNJZFIiIiJxEeHl7TYDBMBjBeKeUBIB+ANT8/f0piYuJxneMRkQ6ioqK0o0eP9rbb7c8qpR4H4FO0KkNE/q1p2pyYmJg0PTNS1cWySEREpLNevXoZg4KCRgN4G0B9EREACwwGw+vR0dEH9E1HRM4iLCzMs27dukNEZASAB1F45gEApIpIfNH1jTk6RqQqhmWRiIhIRxaLZRCADwAEA4CIrAHwQmxs7GZdgxGRUxs9enQDm832LIBwpVSrS1bNE5HE2NjYVXplo6qDZZGIiEgHZrO5DYCZSqn7ixal2+32V+Pi4r7RMxcRuR6z2dwFhaXxaQC1ixYfAJCUn5+fkJiYeEi3cOTSWBaJiMhpiIgJQGwl77aFUqrSnmcWERFRV9O0/wfAXHSL/BMApuzatSs6JSWloLJyEFHVM27cuBq5ublDUXhjnN5KKVV0WvsPIpLg6em5ZPr06Xk6xyQXwrJIREROoyqXxaLrEseJyFtKKV8A+SIyw2azvZ2QkHCmovdPRNVLREREU03TwpVSIwE0AQARyUbhaaoJcXFxG3QNSC6BZZGIiJxGVS2LkZGRfURkNoAWACAiyzRNmxATE7O7IvdLRARAWSyWh1A42zgIQI2i5RtFZGZ+fv48PruRroRlkYiInEZxWTx9+jT27t2Lu+66q9z3UcbYFVYWR40a1djNzW0mgAFFi3YrpcbExMT8UBH7IyK6mpEjR/q6u7sPR2FxLP5H8BSAhIKCglkJCQn79EtHzohlkYiInEZxWWzWrBkeffRRzJgxo9z3UcbY5V4Ww8LC3H19fV9TSr0GwBPAWQDv7Nq1axqvSyQiZ2A2mzsqpSYAeApAjaJrG1copWZardZlAETfhOQMjHoHICIiulxubsWdEVWRYwOA2Wzup5SaCeDOokULLl68OCEpKSmzQndMRHQDih7PMzIiIuLvBoPBAmC0UioUQKjZbN6vlJpts9ni4+Pjs3SOSjrizCIRETkNETE1a9Ys9uDBg45lTZs2xYEDBwAA58+fx6RJkzBv3jxcuHABwcHBmDhxIp588knk5+ejc+fOMBqNWL9+PQwGAy5evIguXbrAy8sLv/zyC+68806UMXa5zCwWPfNsulLqiaJF6UopS0xMzE+3OjYRUUWLiorSDh8+PEAp9QKAPkV3Us0FMB/Ap3z2a/XEskhERE5DREypqamx/fr1Q69evfDiiy/Cw8MDnTt3ht1uR9++fbF//36MGzcODRo0wOrVqxEXF4f4+HiEh4dj/fr16NatGz799FO88MILeOONN/DZZ59h8+bNaN68OVJTU1HG2LdcFk0mU4Smaf8EUAc85ZSIXFxkZGQLu90+Tin1HIBaACAi60Vkpqen5wI+fqP6YFkkIiKnUXzNop+fH4YOHVrimsWFCxdi+PDh2L9/P/z9/R3Ln376aaSlpeGPP/4AAEyYMAFJSUmYM2cOhgwZgpkzZyIyMtKxfRlj33RZDA8PDzQYDElKqR5Fi1YCGGm1Wo/ezHhERM5kxIgR3p6ens+KyPNKqTYAICLHAHyqlJpltVpzdI5IFYzXLBIRkUtYtmwZ8vPzERgYWGJ5QUEBateu7fj4vffew1dffYXBgwcjNDS0RFEsR8psNo9XSr0PwFNEjgN4MTY29t8VsTMiIj3MnTv3HIDZAGabTKZeSqkXlFIDAfwDwGtms3m2iEyLi4s7pm9Sqigsi0RE5BIyMzPh5+eH5OTkUuvc3d0d7/v4+ODpp5/G1KlTMX78+HLPMXr06GY2m+0LpVR3ABCRfxuNxnGzZ88+Ve47IyJyEnFxcSkAUiwWSxMArwAIV0q9qpSaYDabk0Rkalxc3H59U1J5Y1kkIiKnVHgX9/9Tp04dHD9+HM2aNYOHh8cVP2/fvn2YPn06atasifHjx2Pjxo3w9va+6tjXy2KxjLHZbP9USnkXnYo1KjY2dvlNDUZE5IKsVuufAF4YNWrUFKPR+KJSaqxSKhKAyWKxLALw/6xW61adY1I50fQOQEREdDlvb28cOXKkxLIHH3wQBQUFmD17donl586dc7wvIoiIiEBAQAB+++03HDlypNTsYlljX4vFYqlvsVi+AzBLKeUNYEF+fn5LFkUiqq4SExOPx8bGvlFQUNAYwOsATgB4EsAWs9m8wmw2369vQioPBr0DEBERFYuKigoB8NjmzZuxZMkSuLm5IS0tDe7u7njggQewcuVKzJkzBydOnMCxY8cwZ84cjBs3DpGRkXBzc8Ps2bMxa9YsLFiwAHfffTcaNmyIKVOmoHXr1mjTpg0A4PKx9+zZM2fRokVXvCGNxWLpLSLJSqkOIpKtadozVqv13c2bN1fsAxuJiFzApk2bLm7YsOGX9u3bz9A07ahSqo1SqrNSamRISEj/kJCQExs3btyld04iIiJycSJiEhE5duyY9OvXT7y8vKRZs2ayZMkSERHJycmR0aNHS/369aVGjRrStm1bef/99+XixYty4MAB8fHxkeHDh8ulBg4cKL6+vnLgwAEpa+x33nmnx5XyWCyWKIvFIhaLRcxm8wqLxdKoMo8HEZGrCQsLM0RGRg43m83bLvn3c5PFYumrdza6cXx0BhEROY3iR2dU8m5LPTpjxIgR3h4eHvOUUo8V5Xo+NjZ2ViXnIiJyZcpkMj2llPp/Sqk7AEBEftQ0bWJMTEyq3uHo+rAsEhGR03CGsmgymW5XSq0oeqbYUaVUaExMzB+VnImIqEqwWCxuIjJWKfUmgHpSeIexhUqpN6xW616989HVsSwSEZHT0LssmkymezRN+x8Kf6DZUFBQEJqYmHi8kvMQEVU54eHhNY1G42sAXgTgCaBARKwFBQVR/HfWebEsEhGR0xCRJwFMLWOVhlu/g7cNQFnPzOillDpgNptHKKUSUPhYqQWnTp16duHChRdvcZ9ERHSJ8PBwf6PROEVERimlDCJyDsDHNpvto4SEhDN656OSWBaJiMjpiUgSgOducZhRSqmkyxeGhYUZfH19P1NKjRURm1LqZavVOu0W90VERFdhMplaKaU+KL42HMBfSqmXYmJivtA1GJXAskhERE6vospir169jC1atFislHpMRLJF5LG4uLifb3E/RER0nSIiIrobDIaPAdwNACKSAiAyNjaWj9twAiyLRETk9CqiLBbNKC4p+q32iYKCgvsSEhLSb3EfRER045TJZApXSn2olKorIhdF5J+enp7vTp8+PU/vcNXZrV7/QURE5HKKiuJ8FkUiIqcgcXFx8Xl5eUEAEpVS7pqmTcrLy9tpNpv76R2uOuPMIhEROb3ynFm8pCgOBYsiEZHTMZvN9xbdcCwYKPw/wM3NbdysWbPO6hyt2uHMIhERVRtRUVEaiyIRkXOLjY39ddeuXW1F5DUA55VSI/Pz87eZzeYuemerblgWiYjI5R09ehSDBg3CoUOHrrrdkSNHPmBRJCJyfikpKQWxsbFTAbQXkQ1KqaYA1loslqiwsDCD3vmqC5ZFIiJyecnJyVi/fj0aN258xW3WrFnTGcDLYFEkInIZVqt17+7du+8B8A+llALwtq+v79rw8PBAvbNVByyLRETkMqKjo9GsWTN4e3ujb9++KCgowLx58zBy5EicOHECPj4+mDBhAgDg5ZdfRq9evfDss8+iUaNGSExMjASQb7fb+7MoEhG5jpSUlAKr1ToJwP0ADimluhgMhi28+Q0RERFBRJK2bt0qAGTZsmVy7Ngx+frrr6VYt27d5MMPP5RL9e/fX+rXry+bN28Wm80mVqtVLBbLeL1fCxER3byRI0f6ms3mHywWi5jNZrvZbJ6sd6aqjDOLRETkEgoKCgAA+/btw2233YaBAwcCAPLz87Fp0ybcfffdJbbfunUrJk+ejA4dOkDTNNStW3ez1Wr9rNKDExFRuUlKSsoOCAh4SESmqkLvms3mb8PCwjz1zkZEREQ6EJEkEZH//Oc/0qhRIwkJCZEDBw6IiMj69evFYDDI2bNnHbOKp06dEgCydetWx7Jz585F6v06iIio/ERGRj5usVjOF80ybouIiGiqd6aqhjOLRETkMp566imkp6fj/Pnz+Oc//wkAWLduHYKDg+Ht7e3YbuvWrXBzc0NwcLBjmZeXV16lByYiogoTExOzRES6ANirlGpjMBg2mEym9nrnqkpYFomIyCXMnj0bO3fuRGZmJs6fP4/mzZsDAP766y8cP34c+/fvx759+wAA27ZtQ8uWLeHm5qZnZCIiqmCxsbHbz507FyIi3wGop2nazyaTqYfeuYiIiKiSnDp1am6vXr3Ey8tLGjVqJC+//LIUFBSIiMi2bdukSZMm4ubmJmFhYSIiMmbMGHn66aflMiP1fh1ERFRhlNlsjrdYLGKxWHLNZnOo3oGqAqV3ACIiomsRkSQAz93iMKOUUkm3noaIiJyVxWKZBWAMgAIAw6xW60KdI7k0noZKRERERERVgtVqHSsi7wEwAphvsVjC9M7kylgWiYiIiIioyoiNjX0TwIso7DrzTCbTAzpHclksi0RE5ApOADh4rbcLFy5knTx5EmfOnLlQxvqzegQnIqLKZ7VaPwHwFgCjUuq/ERERXfXO5Ip4zSIREVUZZrM5VSnVSUQssbGxsXrnISIifZnN5jilVISIZNtstnsSEhLS9c7kSjizSEREVYLFYmlXVBTFbrcv1jsPERHpLyAgwCIi/1VK+RoMhmSLxdJE70yuhGWRiIiqiscBQCm1Jj4+PkvvMEREpL+oqCh7dnZ2mIisV0r5i8iykSNHeuidy1WwLBIRUVVxPwCIyFd6ByEiIuexcOHCi3l5eQ8DyFBKtXFzc/tE70yugmWRiIhcXq9evYwi0g0AlFKL9M5DRETO5fPPPz8pIoMBFCilIs1m82C9M7kClkUiInJ5LVq0aKuU8hCRzVar9U+98xARkfOJjY39HcDLRR/OGT16dDMd47gElkUiInJ5mqYFF727UdcgRETk1KxW6yci8o1SqqbNZvu33nmcHcsiERG5PBFpWfTuCV2DEBGR08vPzx8J4KRS6l6LxWLRO48zY1kkIiKXJyLBAKCUYlkkIqKrSkpKygYwHgBEZKrFYqmvcySnxbJIRERVQSOAZZGIiK6P1WqdJyIpSilfAJ/qncdZsSwSEVFV4F30J8siERFdFxEJB5AHYJjFYumtdx5nxLJIRERVgU/RnyyLRER0XeLi4vaLyNtFH84AoPTM44x4QIiIyKWYzWa7UkqJSKl1SilcsvxXpdS9VquV/9cREVGZevXqZWzRosVBpZS/iDwZGxv7pd6ZnAlnFomIyKWIyHmgsBhe/nbpcgD3iohdx6hEROTkUlJSCpRSUwFAKfU2OJlWAssiERG5mn+KSN51bJcvIisrPA0REbm0U6dOxYrIcQCtIyMjn9A7jzNhWSQiIpdis9lm4Rq/+S06FdVN07QXKyUUERG5rIULF14A8DEA2O32t6+xebXCskhERC4lMTHxOIAPROTiVTa7CGCi6GjAAAAgAElEQVSp1WrdWUmxiIjIhRX9IjJHKdXKZDLdo3ceZ8GySERELsdms30EwF7WTW4AQETcNE2LqtRQRETkshISEs6IyFcAoGnaUL3zOAuWRSIicjlF/6lHo3AGsQQRydc07ZuYmJhUHaIREZHrWlz05xBdUzgRlkUiInJJNpvtHwDk8tlFpZSbiEzRJxUREbmq7OzslQBOA2hmMpk66Z3HGbAsEhGRS0pMTDyulPoAl8wu2u32i3a7/YfY2NjNOkYjIiIXtHDhwosA/gfwVNRiLItEROSyLly48E+lVJ6IXHoH1Ff0zkVERK5JKVV8KupTugZxEiyLRETksubOnXvObrfPBJAHIB+Fd0DdqHMsIiJyUVlZWcsBXEDhqajt9c6jN5ZFIiJyaRcvXvwIgCil3AwGwz/0zkNERK5r4cKFF0RkKQAopar9jW6MegcgIqpssbGx9xiNxr+DvzCrSpYW/fnSPffw8VhVRW5u7pdjxoz5Uu8cRFTtLAYwFMD9egfRG8siEVU7drs90MvLa0CLFi089M5CRGU7evQojh49+icAlkUiqlT5+fkp7u7uUEq11TuL3lgWiaha8vLyym/WrBnLIpGTysvLw9GjR/WOQUTVUFJSUqbFYjkJoN7o0aMbREdH/6V3Jr3wFCwiIiIiIqJLiMg2ALDb7W30zqInlkUiIiIiIqJLKKW2AYCIVOtTUVkWiYiIiIiILlE8swiAM4tERERERERUSES2A4BSimWRiIiIiIiICrm7u28qerejrkF0xrJIRERERER0iVmzZp0VkSMAfCwWSyO98+iFZZGIiIiIiKi0rQCglGqtdxC9sCwSEZHTsNlsSE5OxqxZsypkfLvdjpSUFMyYMeOq223btg3Tp0/HiRMnKiQHERE5P6XUEQAQkdv1zqIXlkUiInIaJ06cwNChQxEfH18h4585cwaPP/44oqOjr7rd2LFj8fbbb+P06dMVkoOIiFxC8W8M6+uaQkcsi0RERERERJcRkZNFf96mdxa9sCwSERERERFdRil1quhdX12D6IhlkYiIbsrXX3+N+++/H40aNUJwcDDGjx9f4hq/4cOHo3379vjggw/Qtm1bNG3aFH379sX8+fMxYsQIBAUFISgoCH//+99x7ty5EmNnZWWhX79+8Pf3R/v27REVFYXc3NwS22zZsgVDhw5F48aN0bRpU4SFhWHLli0ltjl9+jQmTpyI4OBgBAQEICwsrNTrEBHMmDEDnTp1QqNGjXDvvffi8OHDN/V669ati1dffRXdunWDn58fhgwZclPHloiI9Ge3288UveujaxAdsSwSEdENi46ORnh4OPbs2YOQkBB4e3vjiy++wCOPPIKzZ886tjt8+DA+/fRT9OjRA3feeSdSU1MxduxYrF+/HqGhofDy8kJSUhI++OCDEuPn5OQgMzMTrVu3xsmTJ/HZZ59h+PDhEBEAwO+//47Q0FAkJycjODgYgYGB+OGHH/Dwww9j27ZtAICLFy/i8ccfR0JCAnJzc9GmTRvs3r271Gt544038NZbb+HQoUMIDg7G2bNnkZ2dfVOvFwBiY2Ph7++P0NBQjBw5sjwONxER6cBgMJwFAKWUt95Z9MKySEREN+Svv/7ClClTULNmTfz4449YunQpNmzYgLCwMOzevRtz584tsf2HH36I2bNnY9myZahduzYAYN68efj000+xYMECAMCKFStKfE5AQAA2btyIVatWYd26dWjUqBGSk5Px3XffAQAmTpyICxcuIC4uDqtWrcLq1asxbdo0nD9/3lE8586di40bN6J169bYsGEDVq5ciV9++aXEfnbu3ImYmBh4enri+++/R0pKCjZt2oTmzZvf9OsdPHgwFi9ejMTERAwYMKAcjjgREenBZrOdAQARqbYzi0a9AxARkWtJTk5GXl4e/Pz8MGfOHMfyM2cKz9bZuHFjie0bN24MAPDw8ECDBg2Qk5MDPz8/AEBQUBAA4NixYyU+x93dHQaDAQBw++2345lnnsFHH32En376CW3btsXWrVvh5uaGTZs2YdOmTQDgOE21eP8rV64EALzwwguoX7/wRnY+PiX/v//+++8BAI8//jg6dOgAADAYDPDw8Ljp1zt48OArHzwiInIZInK+6F1PXYPoiGWRiIhuSHGxO3jwIGbOnFlqvafn9f+fqpQCAMfppVdy222FN6I7c+YMMjMzAQD5+fll7r+46BXnbNas2RXHLR6radOmV9zmRl/v5YWUiIhck6ZpF4veddc1iI5YFomI6IbUqlULQOFsXFxcXKXss/iGM40aNXLs38/PD2lpaVf8nAYNGgD4v0JYloYNG15zGz1eLxEROYX8oj9r6JpCR7xmkYiIbsi9994LAFi+fHmJUzC3bNmC8+fPX+nTbkheXh5sNhsAYP/+/Zg/fz4A4MEHH0Tz5s3RsGFDZGZmlihvx48fx969ex0ft2/fHgAwffp0nDpVePfzy/O1a9cOALBw4ULs2LEDQOEsZ15eXqW+XiIicj7FM4tKqWo7s8iySERENyQ4OBhPP/00Lly4gH79+qF3796477770KdPnxLX9N2KI0eOoFOnTujRowe6deuG48eP4/HHH0fXrl2haRrefPNNAMArr7yCrl274sEHH0RISAjefvttxxhjxoxBrVq1sGnTJnTo0AF9+vRxFL9ivXv3xt13340zZ87g/vvvR48ePdChQ4cSd02tjNdLRETOp6Cg4CIAiAhnFomIiK7XZ599hsmTJ6Np06bYvn07Dh06hO7du6Nt27blMr7FYoGnpyf27NkDf39/vPrqq4iOjnasHzZsGJKSkhASEoJDhw4hLS0NgYGB6NOnj2ObevXq4b///S969uwJm82GI0eOoH///qX2NXfuXDz55JPw8fHBn3/+iZYtWyIgIKBSXy8RETkfNze3AgBQSlXbS/eU3gGIiCpbTEzMMH9//+ju3bvX1DsLEZUtPT0d27dvn2Yymf6udxYiqp7Cw8P9jUZjhogciY2NDbj2Z1Q9nFkkIiIiIiK6jN1utwOAUqradqZq+8KJiIiIiIiuxGg0Fj/Xqdp2pmr7womIiIiIiK7EZrPZi9416BpERyyLRERERERElykuiyJSbe/zwrJIRERERER0GTc3NwEApRTLIhEREREREVExlkUiIiIiIiIqhWWRiIiIiIiISmFZJCKiSnf8+HEMGzYMTZs2RWxsrN5xqqyZM2ciNDS0XMaaOnUqnnnmmTLXFRQUwM/PD1u2bCmXfRERkXNgWSQiuoLs7GyMGTMGzZs3h5+fH/r27Vsu477yyiv49ttvy2WsG5WRkYG6dete8e3zzz+vlBwTJ06Eh4cHdu7cecUC4mwq6tiV9f3QqVOnUuO3atXqhsfesWMHWrRocVO5Lrdz5060bNmyzHV79uxBQUFBue2LiIicg1HvAEREzuqNN97Azp07sXjxYvj6+uLYsWO3POaRI0cQFxcHi8VSDglvXL169fDbb78BAH777TdMmDABq1atgo+PDwAgICDAsa3NZoPBUP6PlsrOzsayZcvw/fffw9PT84Y/v6JyXWv8Gzl216us74czZ87gwIED+Pjjj9G9e3fH8ps5VmlpaRg4cOANf15ZduzYgUceeeSK6+64444bzmi326Fp/L01EZGz4r/QRERXsGnTJjzyyCPo0KEDmjZtiq5duzrWzZ8/H927d0ejRo3QsWNHfP311wCA77//Hvfffz9mzJiBNm3aoHHjxnjjjTcAFM5MderUCZqmoXfv3ujdu/ctjQcA+/btwzPPPIMmTZqgadOmWLBgAQDg4sWLeO+999CuXTs0atQIDzzwANLS0uDh4YGgoCAEBQUhJycH/v7+CAkJQVBQEPz9/dGkSRNMnToVvXr1crzec+fO4Y033kBwcDACAgLQpUsXx0zY4MGDMXXqVAwaNAj+/v7o2rUr0tLSAAC//vorevfujYCAANx3333YvXs3Nm3ahO7du0NEEBkZiaioKACFBXL8+PG48847cccdd8BsNuPs2bMAgJUrV6JJkyb46KOP0KVLF4wfPx5bt25FmzZtMHXqVHTs2BH+/v4YNWoUrFYr2rdvX+o4HT16FKNHj8add96Jxo0bY/jw4Th9+jQA4K233sKAAQMwZswYtGrVCvPnz0dGRgaefPJJNGnSBO3atcM333xz1WPXrFkzTJs2rdTxBoChQ4ciLCwMAHDq1Cm0bdsWzz///BW/H4o/b+DAgY79BQUFoXHjxpgzZw4GDhyIyMhItGjRAoGBgfjwww/xyiuv4I477kBQUBAWLVoEoLCIpaenIzU1FW3atEHr1q0xe/ZsxzG50vcIAIgIZs6ciZCQEDRp0gQTJ07Evn37HDOLe/bswVNPPYXGjRuja9eu+Oqrrxzrrjbu5V/LOXPmXNffRSIi0gfLIhHRFTzwwAOIjo7GmjVrSiyfOXMmXn31Vbz++uvYtWsXRo4c6Sg9drsdaWlpEBGsXbsWkydPRnR0NE6ePImAgACMHTsWffr0waFDh7B69epbGi8zMxMPP/wwfH198eOPP2LDhg3o0aMHAGDkyJFYtmwZPv/8c+zatQt+fn6YNWtWidexdetWtGvXzvHxzp07ISI4fvw4Vq1ahZ9++gkigueeew47d+5ESkoK9u7di/z8fGRnZwMAcnJysGLFCrz33nvYvHkz7HY7kpKSICIYOXIk+vXrh61bt2LixIkIDAzEXXfdheeffx7NmzfHunXrEBUVhYsXL2LIkCHIy8tDamoqfv75Z6xfv95RbHbs2IHz58+jSZMm+P333/Hhhx/Czc0NR48exalTp5CSkoJ//etf+Oabb3Dw4EH8/PPPeOmllxAdHY3Tp08jKysL/fv3R25uLlavXo0NGzZg06ZNWLp0qWP8nTt34vnnn8f27dsxZMgQTJo0CQCwfv16REdHIyQk5KrH7mrHe/LkyUhOTsbWrVsxbtw4NGzYEB9//PEVvx+2bt0KEUGHDh3QuHFjBAYGoqCgAEDhtYHr1q1Dz549sXHjRgwcOBAff/wxunTpgj/++ANdunTB9OnTAQD79+/HhQsX0L59e6xZswavv/46Jk2ahLVr114z87vvvotPPvkEU6ZMwe+//45z585BRNCiRQtkZGQgNDQUtWvXxurVqzF9+nSsXr3acZrs1ca9/Gs5bNiwa/49JCIi/fA0VCKiK3jnnXegaRoGDRqEl19+Ga+88gpycnLw/vvv4+WXX8ajjz6K06dPY9u2bY4flPfu3Yt27dph3LhxAIC77roLAByn2qWmppY4tfBWxvvkk0/g7++PGTNm4NLnBScnJ2PFihVYuXIl7rrrLhw8eBD79+8vsV+gsJQMGDDA8fGOHTtQv359vP/++zAajTAajViyZAnWr1+PP/74A3Xq1MG5c+eQkZHhKE/79u1DTEwM2rZtCwBo2rQpNE2DiMBms+HgwYPw8PDAoEGDHPvZvn17iWvf5s2bh4yMDCxfvhzu7u6oU6cOunfv7piNSktLQ2hoKJ544gkAgLe3NzIyMlCjRg289957MBqN8Pf3h8FgwJtvvgkPDw+EhIRA0zS4u7vj008/xblz5zBz5kx4e3tjzZo1yMnJQXBwsON1v/TSS47X4OHhAZvNhszMTNhstlLH7fJjd63j3bFjRwwYMADDhg3DxYsXkZycDA8PjzK/HwBg27ZteOihh/D+++8DgONrARTOTnfr1s1xnWeDBg0QEhLimLls27YtTp486Thu3t7eeOmll6BpGkaMGIEZM2bgxx9/xIULF66YOSMjA9OnT0dSUpLjtNOePXti06ZNqFGjBj766CMEBAQgOjoaSik0b94c9erVQ6tWra55LC7/WtaoUaPUsSUiIufBmUUioiswGAx49913MW/ePPzrX//C119/jQ0bNuD8+fOYPXs27rjjDrRq1Qp2u90xm5OWloY2bdo4xtizZw9uu+021KlTB3a7HZs3b0anTp0c629lvB9//BEDBgwoURQBYM2aNfDx8cGQIUPQrFkzPPDAAwgNDcWYMWMc2+Tm5mLPnj2OggQUlqZ7770Xbm5ujmVLlizBo48+ijp16gAoPDXXw8MDLVu2xKFDh3D69OlS+YKCgqBpGpYsWYL09HR06tTJMWsGFJbFS2/WsmrVKnTr1g3u7u6OZSdOnED9+vUduXr27FniNaalpSE4ONhRorZv347mzZs7Slh6ejoCAwPh4eGBX375BUopBAcHo3Hjxhg/fjymTZuGkJAQ5OTk4MiRI7j//vtLjD9t2jQEBgaWmKm70rG7nuPdo0cPZGRk4JVXXnFc21jW9wNQWBY7duyIwMBABAYGokmTJiWOXevWrUt8fOnXMD093XFsi793Lr0mUERQUFBw1cw//fQTjEZjibuoXlrwV69eXeL77vTp0zh06BBatmx5zWNR1teSiIicF2cWiYiu4aGHHsJ9992HNWvWIDQ0FEopbNmyBefPn0etWrVK/DC+fft2xyxP8cfFP9ynp6fjzJkz6NChQ4nxb3a8M2fOXPGGIsXX2RWPebm0tDTYbLYSp1KmpaWhW7duJbY7ePBgidnH5cuXo23btjAYDNi+fTtq1aqF22+/HcD/lYbifB06dMCqVaswduxYTJo0Cb/++itsNht27dqFCRMmOMa8vHBmZWVhzZo1MJlMKCgowO7du0sUpOKsl5aky0v19u3bS3wcHh6OCRMmwG63w9vbu8Tnubm5oXnz5iXGr1+/PhITEzF37lz87W9/w7Bhw1CvXr0rHrurHe+dO3diypQpaNq0Kb744guEh4dDKVXm94PdbseOHTswduxYlCUtLa3ULO2DDz5Y4uPIyEgAhaXz0rFTU1Oxd+9e9O7dG8nJyVfMfOrUqRLfh3a7HT/88INjv6dOnXL88gAovK7WaDQ6juGVxr3S15KIiJwXZxaJiMqwbt06fPPNN9i8eTO+/PJLrFu3Dh07dkS7du1Qo0YNTJs2DXa7HTt37sS+ffsAFN5FMz09vURJ2bZtm+OH4+PHjwMA/vjjD+zduxcickvjderUCQkJCdixYwcOHjyI5cuXAwA6d+6MDRs2YOXKlbDb7UhJSUFubm6J17dt2zbUrFkTzZo1cyzbsWNHqR/kAwICsGfPHgDA77//jsTERMfdPy+f5dq2bRsAoFWrVli+fDnWrFmDkydPIjs7G4GBgQAKZx5zc3NLnIbarl07JCcnIzMzEydPnsT48ePRuXNnPPTQQ9i7dy/y8vJKPTairBm2S49TWlqaY33nzp2xaNEi7N69G7m5uUhJSSnxmlu0aFFiNjU9PR1ffvklTp48iaNHj6JevXqoXbv2FY/d1Y736dOn8eyzz2Lo0KH4/PPPsWXLFixevBhA2d8Pu3fvxoULF+Du7o5du3Y53rKzs5GTk4OMjAzH6zxz5gz+/PNPx8fnz5/H/v37HR9v2LABmZmZyMnJwc8//4xRo0ZhyJAh6N69+1Uzt27dGsePH8fSpUtx7tw5vP3220hPT3ecttu6dWssWbIEOTk52LJlC95++20EBgbCzc3tquNe6WtJREREROQ0YmJihn377bens7Ky5EpvH3/8sTRp0kRq1KghzZo1k7feesuxLiEhQQIDA6VGjRoSFBQkv/76q2RlZcnatWsFgKSnpzu2rVu3rnz22WeSlZUlGRkZcvfdd4vRaBQ/Pz85efLkLY23detWeeCBB8Tb21vq1asnb775pmO7F198URo0aCBeXl7SpUsXx76K30wmk9xzzz2Oj3ft2iUAZP369SW2+/nnn6V169bSpEkT6dChgwwcOFAaN24sWVlZMmjQIAkPD3ds+8EHH0hAQIBkZWVJZGSk1K5dW2rVqiWPPfaY7NixQ7KysiQ+Pl7c3Nzk2LFjjs/bu3evPPLII1KzZk1p2LChWCwW+fPPPx3Hxs/Pr0Smv/76S2rUqCFfffWVZGVlyYkTJ8TT01Pmz58vWVlZcvLkSfHx8ZEvvvhCsrKyZN++ffLYY49JrVq1xNfXV8aMGeMYKzw8XIYMGVJi/NmzZ4u/v794eXlJ165dZeXKlVc9dlc63idPnpTQ0FDp1KmTZGZmSlZWljz88MPSpEkTyczMLPP7IS4uTgCUektISJClS5eK0WiUo0ePSlZWlnz33XeilHIcq1WrVgkAOXDggPz8888SFBQkFotFfHx8JCAgQF599VX566+/rut7ZMKECVKnTh3x9/eX8ePHCwBZu3atZGVlyS+//CIdO3YUb29v6d69u/Tt21cGDRp0zXHL+lpe7W3t2rUSFxf3L73+nSAiioiIqGuxWMRisWTpnUUv6tqbEBFVLTExMcP8/f2ju3fvXlPvLNXN66+/jtTUVHz//fd6RyEnl56eju3bt08zmUx/1zsLEVVPERERdQ0Gw0kAp6xWa1298+iB1ywSEVGlWLJkCebNm4fExES9oxAREdF1YFkkIqJKUbNmTfz0009o2rSp3lGIiIjoOrAsEhFRpXjooYf0jkBEREQ3gHdDJSIiIiIiolJYFomIiIiIiKgUlkUiIiIiIiIqhWWRiIiIiIiISmFZJCIiIiIiolJYFomIiIiIiKgUlkUiIiIiIiIqhc9ZJKJq6dSpU8bffvvtrN45qNwoEVFKKbveQah8nD592h2A6J2DiKg6Y1kkompH07S1586dG3vu3Dm9o1A5OXTo0CciUrtRo0Z/c3NzO613HiofRqNxq94ZiIiqM5ZFIqp2zGbzfgD79c5B5cdisbwPoPbx48cXxMXFHdM7DxERUVXAaxaJiIiIiIioFJZFIiIiIiIiKoVlkYiIiIiIiEphWSQiIiIiIqJSWBaJiIiIiIioFJZFIiIiIiIiKoVlkYiIiIiIiEphWSQiIiIiIqJSWBaJiIiIiIioFJZFIiIiIiIiKoVlkYiIiIiIiEphWSQiIiIiIqJSWBaJiIiIiIioFJZFIiIiIiIiKoVlkYiIiIiIiEphWSQiIiIiIqJSWBaJiIiIiIioFJZFIiIiIiIiKoVlkYiIiIiIiEphWSQiIiIiIqJSWBaJiIiIiIioFJZFIiIiIiIiKoVlkYiIiIiIiEox6h2AiEhPIiJ6Z6BylRkbG6t3Bro1h5RSTfQOQUREnFkkIiIiIiKiMrAsEhERERERUSksi0REFcTX1xcTJ04s93H37NkDpRTmz59/3dsUFBQgKCioQvJQ5fvkk0+glMLZs2fLfey4uDgopZCZmXnFbYYPH46WLVs6Pt62bRvq1q2Lr7/+utzzEBGRflgWiYiqAaUU6tSpAy8vL72jUBXk5uYGX19fuLu76x2FiIjKEW9wQ0RUDRgMBqxbt+6WxxER7Nu3D3feeWc5pHJeIgKllN4xXEZwcDD27dt3y+Ps3bsXgYGB5ZCIiIjKA2cWiYgAzJ49Gy1atICnpydatWqFd999F7m5uQAKT/nr0aMHYmNjcfvtt8PDwwN33303Vq1ahVGjRqFOnTpo2LAhJk6cCJvNVmLcLVu24L777oOXlxeCg4NhtVpLrD9//jxefPFFNGzYELVq1UKXLl2wYMGCEtscP34czzzzDGrWrIkGDRpg0qRJpfJfbZsDBw5AKQWlFCZPnuxY7uvri/nz5+OJJ56Aj48PAgIC8M4775QYd/369bj33nvh7e2N5s2bY/DgwejTpw/y8vJu6Phu2rQJq1evvqHPAYD9+/dj6NCh8PX1dRzjXr16ITo6GgAwefJkeHh4lPic1NRUKKWwYsUKx7KUlBTcc8898PT0RNOmTREeHo6jR4861rdt2xZPPfUU3nvvPTRo0AA1a9bElClT4OHhgaysrBLjjxgx4obK8oEDB/D44487vjb9+/dHamqqY/2gQYPw2muvYfz48ahduzZq1aqFwYMH48cff8RDDz0ELy8vBAYG4osvvig19uuvv46AgADUqlULQ4cOxZ9//nlD+waAzZs3o2fPnvD09ERgYCAWL15caj8LFixAq1at4OXlhS5duiAtLc2xLikpyfH9tWrVKgCFf2fuuecefPnll2jevDm8vb3Ro0cP7Ny50/F5Fy9exKuvvorbb78dtWvXxmOPPYaePXvis88+87nug0tEREREVFFERKKioqRmzZoyadIkmTdvnrz11ltSs2ZNGTFihIiITJs2TQBI79695ddff5X58+dLzZo1BYBERkZKamqqTJkyRQBIXFycFKtdu/b/Z+/Ow6oq9/aB33tvmQJkEJRBQGUGERkU5wENj6g4ZyblmILzcfxl5pCmaak55axpqSf1ZG9mmYlmOeSAIMMGFFBAQBlEQGTez+8PXtbrboOiqajdn+viOu61nrWe7xpOcvus9WzRuHFjsXLlSrFx40bh5+cnAIjVq1cLIYSorKwUPXr0EC1atBBr1qwRe/fuFePGjRMAxI4dO4QQQpSUlAhPT0/xxhtviAULFoidO3cKX19fAUDs37+/Tm2KiorE4cOHhZaWlvjwww/V6tPS0hLLli0Tly9fFnPmzBEAxNGjR4UQQqSmpgoDAwPRpUsX8f3334vx48cLAGL58uXiSf3+++9CT09PdO3aVfz222912ub27dvC0tJSGBsbi6VLl4o9e/aIoKAgAUBs2rRJCCHEhx9+KHR0dNS2u3TpkgAgfv75ZyGEECdOnBBaWlpizJgx4ptvvhFr164VLVq0EC4uLqKoqEgIIYS7u7swNjYW/fr1E+fPnxe//vqryMjIEAqFQmzcuFHad2lpqTAyMlI7j4+SmZkpLC0tRZcuXcSOHTvEzp07Rbdu3YSurq6IiYkRQgjRv39/AUBMmTJFhIeHiyVLlggAQktLS2zYsEFcvHhRDBo0SCgUChEfHy+E+L97cuDAgeKrr74Ss2bNEjo6OsLOzk7k5eXVue/4+HjRsGFD6R7csGGDaNy4sQAgMjMzhRBC7Nu3T7r/t2/fLj788EOhUCiEs7OzEEKIlJQUsWLFCgFA/Prrr2r1tQ/zrj4AACAASURBVGnTRpw8eVIcP35cNGvWTLRt21Y6N1OnThXa2tris88+E/v37xdWVlbCyMhIFBcXp/71/6dERPVh7NixpuPHjxfjx4+/+/jWRET02klPTxdaWlri0KFDar/kb968WQAQd+/elX7xzcrKktaPHDlSmJubC5VKJS1r0aKFePvtt6XPRkZGYubMmdLniooK4efnJwwNDcX9+/fFgQMHhLa2tkhPT1fr++233xatWrUSQgixatUqtV/ChRAiLi5OLSzWpY0QQujo6GiExZCQELX6TE1NxZQpU4QQQnzyySdCJpOJ27dvCyGEUKlUwtnZWXTq1Ek8jaysLPHhhx8KExMT0a1bN3H69OlHtp8xY4YAIC5cuCAty87OfuKw6ObmJiZPnqzWJj4+XgAQ3333nRCiKiyamZmJ+/fvq7ULDAxUCzhHjhwRAERsbGydjnnixImidevWory8XFpWVlYmbG1txdSpU4UQVWHRzc1NbTs7OzsxZMgQ6XNqaqoAIDZv3iyE+L8wVlhYqFHb4sWL69x3v379hImJidq9vWnTJiksFhcXC3Nzc9GlSxdRUVEhtRk2bJgUFoUQ4vz58zWGxep7RwghVq9eLQCI3NxcUVFRIXR1dcXEiROl9Xv37hUAxE8//XTnBf9ngIioRgyLfAyViP7hfv31V5SXl2PEiBHQ1dWVfqZMmQIAuHXrltRWT09P+rOuri60tbXV3mtr2rQpcnJyau1LoVAgNDQUhYWFuHz5Mn766SeUl5ejRYsWan0fPHhQ6ve7775Dq1at0LNnT2k/DRqov25elza10dfXV6vP2toaGRkZAIC0tDQYGhqiSZMmAKomybG3t0deXl6t+yspKcHNmzeln4cfyzU3N8fSpUuRmpqKHj16oHv37ti2bVut+woLC4OPjw/atm1bp2OpSUpKCpRKJbZs2aJ2jj09PQGoX18/Pz+18wEAo0ePxsWLF6XHJw8ePAhPT0+4ubnVqf+ffvoJ0dHRMDAwkPo2NDREWlparfcWUHV/6ejoSJ+bNm0KAI+8v/r27YtmzZpJj/s+ru/i4mIcO3YM7777LszNzaX9PHzvnDlzBtnZ2Zg+fToUCkWNbR7l4fNpZ2cHAMjIyEBOTg5KSkrg4OAgrXd0dAQA3L17l7+bEBG9JDjBDRH9o1V/PcCPP/4o/UL+MAcHB4SFhdVpXzKZDEKIR7axtrYGAOTn5+P27duwsLDAyZMnNdpVzyqZmpoKb2/vR+6zLm3qSltbGxUVFQCqjr2goADR0dHw8PBAWVkZIiIi4O/vX+v2f/75J7p37y59zszMhIWFhfS5oKAAX375JTZs2IBu3bqhY8eOte7r7t27f/u4qq/vokWLMGjQII31VlZW0p8NDDRflQsKCkKjRo2we/duLF68GD/88AM++OCDJ+q/b9+++PTTTzXWGRsb13k/1f8oUZf7Kz8/v059Z2Zmory8HM2bN691f9XvQD6qTV1V39MVFRUwMzODsbExzpw5g3//+98AgAsXLkAmk8HLy6v8b3dGRETPBMMiEf2jmZiYSH9++HvjnpesrCwAQJMmTWBiYoLs7Gw0a9ZMY5KWaubm5tI2talLm6cxcuRIrFmzBn379sV7772H06dPo6KiAgsXLqx1m5YtW+Lw4cPS5+rze+/ePXz++efYuHEjWrVqhW+//RZdu3Z9ZP9WVlbSKGdtHjdjaXX/Dx48eKrrq62tjREjRuDrr79G+/btkZ+fj+HDh9d5exMTE+Tk5LyQewuour+qJ995XN+FhYXSNrWpHnF81veXQqHA3Llz8cEHH+Cdd95B06ZNsXHjRkybNg1ubm4Vz7QzIiJ6anzUg4j+0fz9/SGXy7F+/Xq15UVFRc+lv4MHD8LU1BStW7dGz549UVFRgU2bNtXat4+PDy5duoRr167Vus+6tHkaZmZmWLt2LfT19REbG4uAgABERERIjwvWts2AAQOkn+pHKU+cOIGwsDAcOHAAp0+ffmxQBABfX19cvnwZERERtbZp3LgxSktL1WYsvXnzpvRnR0dH2NnZYefOnWrntaKiAmVlZY+tAah6FDU9PR0zZ85Ep06dYGNjU6ftAKBnz544d+4cwsPD1ZY/j/srMjISiYmJ6NGjR536NjQ0hKOjIw4ePFjruWjdujUUCgX27t37zOudPHkyAgICkJWVhby8POzduxdr1qx55v0QEdHT48giEf2jOTg4YOrUqfjiiy8QFBSEAQMGIDMzExs2bMBPP/0ELy+vv7X/3bt3w8LCAgYGBvjpp59w5MgRbNiwATo6OggODsaWLVswe/Zs3LhxA97e3rh69SoOHz6MuLg46Onp4f/9v/+HPXv2oEuXLpg+fTosLS2xf/9+tT7q0uZpXLp0CaNHj8b69euho6MDuVyO5ORkWFhYqL2/VheBgYEYMmTIE20ze/Zs7NixAz179sSMGTNgbW2t9nUYQFUgksvlmDZtGqZPn46YmBjMnTtXWi+TybBmzRoMHjwY7dq1Q2hoKCoqKrBnzx4EBwdj+vTpj62jdevWcHV1RVxcHGbOnPlEx7Bo0SIcPXoUAQEBmDlzJho3boxjx46hoqIC33///RPtqyYjRozA4MGDcePGDaxfvx7NmzfHhAkT6tz3woULERwcjA4dOmD06NFQKBT44osvpP3b2Nhg9OjR2L59O4qLi9G7d29kZmbixx9/VHu8+Gm8/fbbaNSoEYKCggAAcrkcaWlpTxTGiYiIiIieGyGqZvn8/PPPRbNmzYSWlpawtbUVEydOFHfu3Kl15skJEyYIa2trtRksu3btKnr06CF9trCwEKtWrRIeHh5CR0dHuLq6Sl+JUS0/P1+EhIQIMzMzoaOjI1q2bCmWL18uysrKpDanTp0S3t7eQkdHR9jb24vZs2drzHRalzY1zYb68GytQgjh4+Mj+vfvL4QQ4s6dO8LT01PI5XIBQPrx8vKSvnLiefv999+Fn5+f0NHRERYWFmLMmDFqs6EKIcSePXuEvb290NPTEwEBAeKrr75Smw1VCCGOHj0qfHx8hLa2tjAzMxODBg0SV65ckda7u7uLYcOG1VrH6NGjhZaWlsjJyXniY4iLixN9+vQRb7zxhvRVJAcPHpTW9+/fX/j4+Kht4+zsLEaMGKG2DIBYsmSJEKLqnhw2bJgYMWKEMDU1FcbGxmLYsGEiLS3tifoWQogNGzaIZs2aCT09PeHr6ytGjhyp9tUZxcXFYvLkycLU1FQYGRmJvn37iq5du9ZpNtSaZmuNiIgQQlTNjlr9FTTVPw0aNBDbtm2rfRYfIqIXiLOhAo9+2YOI6DX3v7+EUy0qKyulUcTKykocPnwYQ4cORVhY2CMnunlecnJyYG5ujk2bNiEkJOSF9Tto0CCUlZXhxx9/fGF9vu4evrcAIC8vD4GBgQBQ+ueff9b8Ei8R0Qs0duxYU4VCkQsgb+vWrab1XU994GOoRERUo4SEBHTp0gV9+/aFp6cnSkpKcOjQIbzxxhtwcnKq7/JeiL1792Lv3r345Zdf1GbFzc/Pl74KojafffYZ3n///edd4itr/PjxiIyMRFBQEMzNzREfH4+rV6/i3XffLfvzzz/ruzwiIgLDIhER1cLIyAjvvPMOjhw5gq+//homJibo1KkTNm3aVOPXjLyOduzYgbKyMhw7dgzdunWTlhsaGiIyMvKR2zZq1Og5V/dq6927N1JTU7FmzRqUlZWhRYsWWLhwIaZPn35v69at9V0eERGBj6ES0T+cEOJmfdfwGnrh/xCZn59vKYSQN2zY8LZcLq98wd0LAC+6z9dZukwmq/0LOImIXhA+hsqRRSL6h5PJZM3qu4bXiRDCFkDKi+7XyMio+o9/b4rOp5PG+4iIiF5H/J5FIiIiIiIi0sCwSERERERERBoYFomIiIiIiEgDwyIRERERERFpYFgkIqJXxrlz5yCTySCTyeDq6iotv3z5Mnx8fGBkZIQrV64AAFq1aoWVK1c+lzpiYmKkOszNza2fSydERET1jGGRiIieua+//hoGBgZQqVQa6xYtWgRvb+/H7mPbtm1YuHCh2rKYmBjo6+sjMzMT586dAwAUFxdj4MCBeO+995CZmYlWrVqhpKQEcXFx8PHx+dvHcubMGbz11ltqy5ycnJCZmYnBgwfDxcWl/G93QkRE9BJiWCQiomcuMjISHh4ekMs1/5rx8fFBnz59HruPlStXwtpafdAuJiYGbm5usLCwgImJCQDg119/RWFhISZPnow33ngDDRo0QFRUFCoqKuoUSh9n9+7daNBA/ZumtLW1YWFhgRs3bsDNzY1hkYiIXksMi0RE9MxFRkbCy8tLY/m4ceMQFBSE4uJiAEB5eTkmT54MMzMzmJiY4IMPPgAAuLm5ITExETNmzIChoSGysrIAALGxsXB3d5f29+WXX2LkyJGorKyEu7s7/vvf/wIAwsPD0aJFCylQqlQqLFu2DHZ2dtDX10fnzp0RHx8v7WfDhg1wdHSErq4urK2t8dFHHwEAQkNDsWPHDhw+fBgGBgbS/qv3GRcXB3d397Jnee6IiIiIiIheO0IIWyGEaNSokdiyZYv4q8rKSmFjYyO++uorIYQQ69evF02bNhXx8fEiISFB/PHHH0IIIX755RdhYGAgKisr1bZv3Lix+Oyzz9SW9evXT4SEhKgtGzdunBg6dKj0eerUqaJ169YiLi5OFBYWin79+gl/f38hhBBLly4VdnZ24tKlS6KiokKMGDFCjBgxQgghRFFRkWjQoIG4ePGixrFcv35dABAnT568Xd/nnYiInr2xY8eajh8/XowfP/5ufddSXziySEREz1RaWhpyc3NrHFksKChAWloaPDw8AACVlZXIz89Hbm4unJyc0KlTJwDAn3/+iTZt2qg9xpqTk4OsrCy0bNlSbZ9RUVFqo41A1chi9fuK8fHxWL9+PXbv3g0XFxcYGBhg4MCBiIqKQmpqKhYvXoytW7fC19cXCoUCiYmJaNu2LYCqiXMUCgU8PT01jiU2NhYA0Lp1az6GSkREryWGRSIieqYiIyOhUCikQPiw6OhoKBQKuLm5AQAmT56MadOmoWfPnnjnnXdQUlICALhw4QL8/PzUto2JiQEAtWBYUFCAlJQUtQBZVlaG2NhY6X3FY8eOwczMDK1atZLaZGdno3Hjxvjuu+9gaWmJgIAAAEBpaSkiIyOlsHjhwgV4eXlBW1tb41hiY2PRtGlTmJiYiCc/S0RERC8/hkUiInqmIiMj4eLiAl1dXY11UVFRcHBwkNYpFAosWbIE4eHhOHjwIH788UcAwMWLFzUmp4mJiUHDhg1hY2MjLYuOjgagHiDj4+NRVlYmhdX8/HxYWlqq7eu///0vAgMDcePGDdjb20vLjx07hvLycmlU9MKFC7VOkvPX9yeJiIheNwyLRET0TEVGRsLOzg7x8fHST1JSEoCqcFcd4kpLS7Fq1SpkZGTg1q1bUKlUsLe3R0VFBe7evYuoqChkZGTg3r17AP5vJtSHRUVFwdzcHObm5tKynJwcAFWPuAKAl5cX4uPjceHCBZSUlGDp0qVITU3FrFmzYGNjg5SUFJSUlODOnTuYM2cOtLS0oKOjAwDIyspCYmIiMjMzkZ6ertZ3TEyMxiOxREREREREVAMhhK29vb0AoPbTvn17IYQQHTp0EIsXLxZCCBEZGSnc3NyErq6ucHJyErt371abkEZbW1sYGRlJk8t06tRJjBs3Tm2SmZCQENGtWze1ZUVFRSIwMFB4eHhIy+bMmSPMzc2FsbGx6N+/v7h+/boQQoj8/Hzxr3/9S1hZWQk3NzcRGhoqAIjk5GQhhBD79u0ThoaGQk9PT6xdu1baX0VFhdDR0RG7du0SQojUej3pRET0XHCCGyIiomdI/O9sqM+DiYmJWLNmjdoyT09PMWfOnOfVZa3i4+MFgOogy7BIRPQaYljkY6hERPQKSE9PR15eHiwsLJCdnQ0AmDp1KnJzczFlypQXVodKpcLt27dx/vx5yGQyjcdiiYiIXicMi0RE9NKr/pqK4cOHSzOXtmnTRpqR9EW5cuUKLC0tMXr0aDRv3hz6+vovrG8iIqIXrUF9F0BERK+VCgApz3qnAQEBEEL9Gyreffdd6c95eXlNVSqVwsTE5JZcLq981v1X8/X11agDQHpNbYmIiF51DItERPTMyGSyDADNXnS/48ePzwRgoVKpfLdv337nRfdPRET0OuJjqERERERERKSBYZGIiIiIiIg0MCwSERERERGRBoZFIiIiIiIi0sCwSERERERERBoYFomIiIiIiEgDwyIRERERERFpYFgkIiIiIiIiDQyLREREREREpIFhkYiIiIiIiDQwLBIREREREZGGBvVdABER0ZN4//33VTKZTCaEkJZV/1kul99+//33qxefk8lkHbZu3Sp78VUSERG9+jiySERErxQhxAMAkMlkGj8PLwfQQQihqsdSiYiIXmkMi0RE9Kr5TAhRWod25UKI48+9GiIiotcUwyIREb1SKisrvwTwyEdL//exVC25XP7vF1IUERHRa4hhkYiIXim7du3KBvCpEKLsEc3KABzdunVr/Asqi4iI6LXDsEhERK+cysrKzwGoHp7k5mFCCC25XL7ohRZFRET0mmFYJCKiV87OnTsLhRCbUTWCqEYIUS6Xy/9ny5Ytl+uhNCIiotcGwyIREb2SKisrlwEQfx1dlMlkWkKIxfVTFRER0euDYZGIiF5Ju3btypbJZJ/iodFFlUpVplKpwrZt2xZZj6URERG9FhgWiYjolVVcXPyZTCYrFUI8PAPqnPqui4iI6HXAsEhERK+sr7/+ukilUm0EUAqgHFUzoF6p57KIiIheCwyLRET0SisrK/scgJDJZFoKhWJZfddDRET0umhQ3wUQET2JzZs3O2ppaS2Vy+WK+q6FXipH//d/Z7Zr165eC6GXhxBClJWVbQ4JCQmr71qIiF5FDItE9EqRyWRNGjRo0NfDw+ON+q6FiF5uN27cKM/JyTkNgGGRiOgpMCwS0StHR0envFmzZvVdBhG95HJzcytzcnLquwwiolcW31kkIiIiIiIiDQyLREREREREpIFhkYiIiIiIiDQwLBIREREREZEGhkUiIiIiIiLSwLBIREREREREGhgWiYiIiIiISAPDIhEREREREWlgWCQiopdCcnIyzp49+0TbDBo0CG3btkVBQcFzqoqIiOifi2GRiIjq3eHDh+Hr64ujR4/WeZvKykqEh4cjKSkJd+/efY7VERER/TM1qO8CiIiI7t+//8TbKBQK/PTTT8jLy0OzZs2efVFERET/cBxZJCKivy04OBimpqaYO3cu2rdvDwsLCwwePFha//3336Nr166wtLSEs7Mzpk6dipycHADAgQMHMG3aNADA5s2bYWpqCh8fHwBAdHQ0TE1N0bFjR4SEhMDe3h6WlpY4e/YszM3N0blzZwQFBSE/P1/qKyoqCkOGDIGNjQ3s7OwwdOhQREVFAQDOnj0LU1NTeHt7QwghbbN//36YmpoiODi4TjUDQLNmzWBqaorly5fDw8MDjRs3xueff/4czi4REVH9YFgkIqJnZtu2bbCyskLv3r0xatQoAFUBcMyYMUhMTIS3tzf09fXxzTffoE+fPrh//z5sbW3h7e0NAHBwcMDAgQPRq1cvtf3GxcXh5MmT6NOnD3r27IkOHTogMDAQ2traau0uXbqE3r174+TJk3B2dkaLFi0QFhaGwMBAxMTEoGPHjnBzc8PNmzfx559/Stvt3r0bADB+/Pg61fywNWvWoEOHDujUqROGDx/+TM8nERFRfeJjqERE9MwMHDgQO3bskD5nZWVh8eLFMDQ0RFhYGBwcHCCEQEhICA4ePIivv/4aoaGhGDlyJK5cuYKePXti2bJlGvtVKBT44Ycf4OLiIi3bvXs3HBwc1N5XnDVrFoqLi7F9+3YMGjRIavfvf/8bn376Kb755huMGzcOM2bMwP79+9G+fXvEx8fj4sWLcHV1RZcuXepcc7UVK1Zg9OjRz+N0EhER1SuGRSIiemYGDhyo9vnkyZMoLS2FhYWFNHoHAIWFhQCAK1eu1Gm/Li4uakGxJrdu3UJ0dDS0tLQQERGBiIgIAEBJSYlaX0OHDsWiRYvwP//zP1ixYgX27NkD4P9GFZ+05r8eMxER0euCYZGIiJ4ZAwMDtc937twBAKSkpGDjxo0a7fX09J5qvzW5ffs2AKC8vLzGvnR1dQEA+vr6eOedd7B582b897//xbfffgsTExMMHTr0qWquS21ERESvIoZFIiJ6bho2bAig6vsQt2/f/tj2KpXqb/dlYWEBpVL5yLZjxozBli1bMH/+fBQUFGDq1Kl44403nqpmIiKi1xUnuCEiouemQ4cOAICff/5Z7fHNqKgoPHjwQPpsaGgIAEhMTARQFRorKiqeqC8HBwc0adIEt2/fVgt52dnZSEpK0mjbvXt3FBQUQKFQYNy4cU9cMxER0euOYZGIiJ4bZ2dnDB8+HMXFxejVqxe6d++OTp06oUePHmrvA3p5eaFBgwY4efIkOnXqhNatWyM1NfWJ+pLL5fjoo48AAHPmzEHbtm3Rs2dPeHt7Y+HChRrtx44dCwAIDAxE06ZNn7hmIiKi1x0fQyUioudq3bp1sLe3x759+xAbGws9PT107NgRLVu2lNrY2dnhiy++wKefforr16/D3Nwcurq6KCoqeqK+3nnnHRgYGGDdunWIjY2FTCaDo6MjevToodG2V69esLW1lSa2edKaiYiIXney+i6AiOhJbNmypZORkdGPAQEBRvVdCxG93MLDw0uSk5NnT5gwYUN910JEr56xY8eaKhSKXAB5W7duNa3veuoDH0MlIiIiIiIiDQyLREREREREpIFhkYiIiIiIiDQwLBIREREREZEGhkUiIiIiIiLSwLBIREREREREGhgWiYiIiIiISAPDIhEREREREWlgWCQieoWtWLECI0aMqO8ynoqdnR1+++23Z7KvoKAgfPnllzWue5XPERERUX1iWCQiekkUFRVhyZIlaN26NaysrNC+fXt89dVXj9wmPj4eLi4uz6We27dvIzg4GOnp6dKy9PR0mJqaavyMGzfuifadlpaGwsJCODo6PpNaH3UeHl4XFhaGli1b4saNG3+rvw0bNkjHbmtrizfffBO//vprnbefM2cOjhw58th2OTk5aNmyJQ4fPvx3yiUiInoqDeq7ACIiAoqLizFw4EBkZ2dj0aJFaN68Oc6cOYNZs2bB2NgYAwYMqHG7uLg49OnTp8Z1KpUKcvnT/5vgH3/8gStXrsDa2lpaFhMTA5lMhhMnTkBfX19abmpq+kT7ViqV0NPTg5WV1VPXVy0rKws5OTlwdXWtcf3D58jOzg4BAQFPXC8AVFZWorKyEtra2oiOjkabNm2wfv163L17F59//jnee+89JCcnQ09P75H7ycjIwPbt2zF+/PhH9qVQKGBoaIhevXrB3t7+iet9Wn/3viEiotcH/zYgInoJrFixAteuXcOPP/6IAQMGwNPTE5MmTUJgYCC+/fZbAIAQAhs3boS3tzdsbW0xa9YsJCcnS6NmPXr0wLRp0zBw4EDY2dkhLS0NALBt2zb4+vrC0tIS7u7uWLZsGQBg+fLlCA0NxZQpU2BnZwdHR0ccOnQIAHDo0CFMmjQJubm5sLGxwbx58wBUhUVXV1d4eXnByclJ+jEzM8PkyZMxceJEBAUFwdbWFq1atcLXX3+Nt99+G1ZWVmjbti2USiWAqrDYqFEjDBkyBLa2thgwYIBULwBkZmYiJCQE9vb2sLGxQXBwMAoKCgAABQUFmDVrFpycnODo6IilS5fC2NgYlpaWjzxHBw4cQNu2bREZGQkjIyNp1G737t1o3749rKysEBQUhKKiIgBVo6ijRo2Cvb09nJ2d0b9/f2zZskU6D35+fnByckK7du3w7rvvory8XKr/0qVLGDBgAKytreHg4IAlS5ZI+/Tx8YFcLkf37t3RvXt3AMDx48dha2uLzz//HG3atMHUqVORkZEBS0tL7Nq1C82aNQMAlJWVYenSpfDw8IClpSX8/f2hVCpx+fJlmJmZ4e7du1INGzZsgLu7OwoLCx95Pmu7b4iIiBgWiYjqWUlJCXbt2oWQkBC1UTwAsLKyQkZGBgBgyZIl+OKLL7B48WJcunQJRUVFEELA0dERKpUKCQkJiI+Px44dO6BUKmFnZ4dVq1Zhw4YN2LZtG27duoVOnTohJSUFAPDgwQOEhYUhMDAQMTEx6NKlC1avXg0AGDJkCLy8vDB//nykpaVJATMmJgYJCQmwsbGBjY0N3nrrLanWoqIinD59GvPnz0dERARMTU3x6aefYu7cuQgPD0dxcTH27t0LoGq0T6FQ4NNPP8Vvv/2G+/fvY8qUKQCAu3fv4l//+hdKSkpw6tQphIeHIyIiAkePHkVlZSXefvttXL58Gfv27UNYWBjCw8OlwPyoczR06FC89dZbcHNzAwDo6uoiIyMD58+fx3fffYeff/4ZZ8+exYkTJ6BSqRAcHIw33ngDUVFR+PLLL3Hu3Dn4+/ujtLQU169fh6enp3Qs69evxzvvvAM9PT1cvHgRQUFB6NSpE2JiYrB3716sWbMGaWlpsLa2xsSJE9GjRw+kpaXh1KlT0j4ePHgAW1tbXLp0CStXroSVlRXWrl0LW1tbNGzYEAAwatQo/PTTT9izZw+uXbsGCwsLfPnll/D29oapqSl+//136RyuWrUKn3zyCcrLy2s9n7XdN0RERAAfQyUiqneRkZEoLCxE3759NdalpqaiUaNGSE9Px/r16/HVV19Jj1R26dIFERER0NHRQXJyMh48eIBVq1ZJj1jeunULK1euxP79++Hl5QUAuHHjBgYPHgwASE5OxrBhw9C7d28AgLu7OxISEgAA5eXliI6OxsKFC9XqiYmJwezZszFkyBAAgIGBgbQuPT0do0ePieFgNgAAIABJREFURtu2bQEA+vr6ePPNN6W+bW1tpUc0lUolRo0aJb2zOHHiRISEhKC8vBwbN25EUVERNm7cCH19fZw9exb5+flwdnbG999/j6ioKFy8eFF6hNXLyws6OjqPPUfV/b799tvS8ctkMnz22WcwNDSEhYUFtLS0IJfLkZycjKtXr+I///kP9PX10aJFCwCAXC5HfHw8KioqMHHiREyePBna2toYOXIk5s+fDwD46KOP0LlzZ8yaNQvl5eUIDw+HiYkJmjRpAgC4fPkyOnbsqHZelUolevfuLYXv6kd84+LipHB78uRJHDt2DMePH4eXlxdSUlJw48YNdOzYEXK5HP7+/jh9+jQGDBiAlStXwsvLCwMGDMCSJUtqPZ83b97UuG+IiIiqcWSRiKieZWdnAwBsbGzUlhcUFOD8+fNwdHTE77//jgYNGkjBDgBiY2OlEbW4uDiYmpqiZcuW0vojR46gSZMm8Pf3BwCUlpYiOjoa3t7e0vbu7u5S+6SkJDg5OQEAoqOjUV5eLo2eAVUjhzdu3EC7du3QokULtGjRAo0bNwZQ9YhsfHy82v6USqXa52vXrsHV1RXl5eVITExEq1atpHVCCKhUKqhUKpw5cwYymQzOzs6wsbHB1KlTsWbNGnh7e+PUqVNo27at2ruO1efhceeooqIC169fl95tjI2Nha2tLQwNDQFUTbpTVlYGJycn6OnpQaFQICcnBxUVFfj444/h6OgIJycnREdHQ1dXF1evXsXcuXNhZGSEhQsXQltbG6Wlpbh8+TKuXr0KOzs72NnZ4YcffsChQ4egra0NlUqFyMhI+Pj4qF3ruLg4dOnSRePeUCqVUlg8e/YsDAwMMHjwYDRr1gz+/v7o3bs3QkNDAQABAQE4ffo0EhMTsXfvXqxcuRIAHnk+a7pviIiIqjEsEhHVs+oRp8TERLXla9asQX5+Pvr164e8vDw0bNhQmnhEpVIhLCxMCj4Ph4pqqampaN68ufQ5LCwM5eXlaNWqFQoLC5GWlqa2TUxMjPQ5PDwcDg4OapPYKJVKqFQqODs7axxDSkoK7t+/L4WOW7duIT8/XwqLmZmZyM3NlUYvy8rK1ILogQMH0KFDB2kEcMyYMbh+/Tri4+MRHh6OoUOHAgDy8vJgbGwsbZeRkYHo6Gi4uro+9hwlJiaitLRUOsbY2FiN49fR0YG9vT2sra2xadMm/Pvf/4aLiwtSU1PxzTffQKFQIDY2Fq6urrCwsMCoUaOQnZ2tMbPptm3bEB0djZs3b+LYsWPS6GpCQgIKCwvVjr06xP71+tV0XT08PJCUlISoqCgkJSVhwYIF0vH6+/sjLS0NoaGhCAkJgYODg7RdbeezpvuGiIioGsMiEVE98/T0hK2tLWbPno2zZ8/i0qVLmDlzJtauXQs3Nzd06NABbm5uyM7OxtGjR1FUVISFCxciISFBCm4PP65YzdraGmlpaSgpKUFWVhYWLVoELS0t6OjoQKlUQi6XS9tXVFQgISFB2kdOTg5yc3ORkpKCmzdvAqgabTQwMEB+fj6uXbsm/ZSWliI2NhYNGzaURkdjY2Ohp6cnzeKpVCqho6MDBwcHXL58GQqFAteuXcPt27fxwQcf4Ny5c/jkk08AAL6+vjh06BCuX7+OkpISte9idHNzwx9//IHExERkZWUhNDQUKpUKLi4ujz1H1ZPqVIfzv458xsTEwMnJCQ0aVL2h0bVrV6SmpqJHjx7YvHmz9MhsdHS0FIqNjY0RGBgoTXyjo6MDDw8PbNq0CQUFBcjOzsalS5ekPqpHka9evYqkpCQIIZCUlITS0lKN2Vzv3LmDnJwc6Zr4+voiPDwcx48fh0qlwm+//YaSkhKpvbGxMXx9fZGdnY0ZM2ZIyx91Pmu6b4iIiKoxLBIR1TMdHR3s378fBgYGGD58ON5++23s2rULJiYm2Lx5M+RyObp164bp06dj6tSp8PPzg0KhAAApYMTFxWmEjffeew/29vbw8fFB//790aVLF5SWliIlJQWxsbFwcHCQRvKuXbuGsrIyKTgMHDgQurq6aNu2LRYvXgygKkzdv38f7dq1U/spKCjQGKFSKpVwcXGRRr2USqUUxE6ePIkpU6Zg2rRp8PHxQUJCAo4ePQoPDw8AwOzZs+Hh4YGgoCC0adNG7fsLp0yZgnbt2sHf3x/9+/dHixYtYG5uDjMzs8eeo7/W+NeRxb9+NjY2xsiRI5GWlob27dtj/fr1UrvqWgEgODgYFy5cQEREBABg48aNyM3NhZ+fH3r16iWFbQBo06YN/Pz8MHz4cPTr10+6dhYWFhrvDCqVSmhra0sjhL1798akSZMwY8YMtGzZEsuXL5euX7WAgAB8+umnal/f8ajzWdN9Q0REVE1W3wUQET2JLVu2dDIyMvoxICDAqL5reV7u378PR0dHHDt2THpcsaKiQhrxohdv2rRpKCgowK5du+q7FHoC4eHhJcnJybMnTJiwob5rIaJXz9ixY00VCkUugLytW7f+I2cB48giEdFLxsDAAKNGjcK4ceOwc+dOfPfdd+jduze//+4FWr16NY4dO4b09HSEhYUhLCxMmmGViIjon4L/TE1E9BJavHgxdHV1sWrVKpSUlMDLy0vtS9/p+RFC4P79+5g1axbu3bsHFxcXfPLJJ+jfv399l0ZERPRCMSwSEb2EtLW1sXDhQo3vOaTnTyaTYcGCBViwYEF9l0JERFSv+BgqERERERERaWBYJCIiIiIiIg0Mi0RERERERKSBYZGIiIiIiIg0MCwSERERERGRBoZFIiIiIiIi0sCwSERERERERBoYFomIiIiIiEgDwyIRERERERFpYFgkIiIiIiIiDQyLREREREREpIFhkYiIiIiIiDQwLBIREREREZEGhkUiIiIiIiLSwLBIREREREREGhgWiYiIiIiISAPDIhEREREREWlgWCQiIiIiIiINDItERERERESkgWGRiIiIiIiINDAsEhERERERkQaGRSIiIiIiItLAsEhEREREREQaGBaJiIiIiIhIA8MiERG9Njp16oR169bVdxlERESvBYZFIiJS8/333+PNN9+EtbU13NzcEBoaiqysrDpvP2fOHBw5ckRt2YoVK9CtW7dnXKm6kpISXLt2DZ6enrW2CQoKwrx5855rHQBw+/ZtBAcHIz09/bn3RURE9LwwLBIRkWTNmjUICQnBv/71L/z888/4/PPPceHCBYwbN65O22dkZGD79u1wdXVVW+7p6YmAgIDnUbIkNjYWFRUVjwyL/v7+8PX1fa51AMAff/yBK1euwNra+rn3RURE9LwwLBIREQDgypUr+OSTT/DZZ59h5syZaNWqFQIDA7FgwQKcOXMGd+/exezZszFmzBgMGzYMdnZ2aNOmDY4ePQoASE9Ph4+PD+RyObp3747u3bsDAKZOnYp33nkHxcXFUl9Hjx5F586dYWVlBT8/Pxw7dgwA8Ouvv6Jr167YsGED3N3dYWNjozYSWFRUhHnz5sHZ2RnW1tZo06aNNIp59epVNGvWDMbGxjUen4+PDz7++GPo6+sDAJYvX47Q0FBMmTIFdnZ2cHR0xKFDhwAA3377LXr06IGZM2fC0dERrq6uWLFihbSvdu3aYe3atdLnffv2oXnz5gCAQ4cOYdKkScjNzVWrf9euXfD09ETTpk0xePBgVFRUAAAmTpyINm3aoKSk5GkvHRER0XPBsEhERACATZs2wcHBASNGjFBbbmVlBQDIzs5GdnY2kpKS8NFHHyEiIgJ+fn4IDQ1FaWkprK2tMXHiRPTo0QNpaWk4deoUAOCLL76QHmkFgB9++AFTpkzBkiVLcOPGDQwbNgwTJkzAgwcPoFKpoFQqIYTA+fPnMX/+fGzevBm5ubkQQmDkyJGIj4/Hb7/9hqSkJJSXl+PevXsAqsLio0YVDxw4AABSHQ8ePEBYWBgCAwMRExODLl26YPXq1QCAgoIC3LhxAwEBAQgPD8fcuXOxYsUKXLhwAaWlpUhKSkLLli2lfcfGxsLd3R0AMGTIEHh5eWH+/PlIS0vDsmXLEBcXh5kzZ2LVqlWIiIjA2LFj0aBBAwCAoaEhjIyMoFAo/t4FJCIiesYYFomICABw5swZ9OnTB3K5+l8NqampAIAmTZogPT0do0aNQsuWLWFqaopx48bh/v370rt5ly9fho+Pj9r2hYWFSE9Ph5ubGyorKzFv3jzMnTsX3bp1g46ODgYPHozCwkKkpqYiKSkJHh4emDJlCho2bAgvLy8AgFwux+HDh3Hx4kXs2LEDlpaWqKysRHp6Ory9vQFUhcXWrVvXenzx8fEwNDSEjY0NACA5ORnDhg1D7969YWhoCHd3d+nY09PT0b17d/Tq1QsNGzbEqFGjYGhoiGvXriEhIQGVlZVSOAQApVIphcfy8nJER0ernYfqUcSbN2/CzMwMgYGB0roVK1bgxIkT0NLSquulIiIieiEYFomICEDVyGHTpk01lh8/fhzu7u4wMjJCQkKCWkjKy8sDAJiYmEClUiEyMlIjLCqVSigUCjg7O0OpVCIjIwNdu3aV1ufk5AAAGjVqBKVSqbb/xMREmJubw8TEBN999x369u0LExMTAEBERAR0dXXh4uKCsrIyxMfHo1WrVrUen1KpVHuX8uHRQABISkqCk5MTACAuLk5tXVlZGYqKimBqagqlUgkzMzNYWFio7bu6fXR0NMrLy9VGOT08PLB9+3asXr0a/v7+SEtLq7VOIiKilwXDIhERAQAsLCyQmJiotiwqKgqHDx9GSEgIUlJScP/+fbi4uEjrf/75Z/j6+sLExAQJCQkoLCzUeBQ0NjYWLVq0gK6uLgoKCqS+qh05cgReXl4wNzdHbGysRqCrfmw0JSUFzZo1U+u7ZcuWUCgUuH79OsrKyqS2NVEqldL6wsJCpKWlqbWPiYmRPj/ctrovXV1ddOzYEfHx8Wo1JicnIzs7WxpZDA8Ph4ODg/RuZLVBgwbhwoULKC4uxvr162utk4iI6GXBsEhERACAoUOHYs+ePdi/fz+io6Oxc+dODBo0CP3798eIESOgVCqhr6+PO3fuIDMzE+vWrcO+ffuwdOlSAFUjk0DV46BJSUkQQgBQD15OTk7Q0dHBt99+i/Lychw/fhy7du3CggULUFlZqTFy+XCAs7a2lsLspUuXsGvXLhgYGAAAcnNzAQCVlZW1Ht/DdSiVSsjlcjg7OwOoekw0ISEBbm5uKCgoQHp6Oh48eIC8vDwcOXIEs2fPxgcffABjY2OUlJTg7t27KC8vR1ZWFqZNmwaFQiGF6JycHOTm5iIlJQU3b94EAOzcuRPXrl1DVlYWHjx4IE2Gc+XKFXh7e+PEiRN/59IRERE9Fw3quwAiIno5zJ07F2VlZfj4449RUFAAJycnzJs3D6NGjQJQFbDMzc0xZMgQZGdnw9PTEwcPHkTbtm0BAG3atIGfnx+GDx8OMzMzxMbGStv5+/sDAMzNzbFx40YsXboUS5YsgZubG7766it07doVCQkJKCkpURvRi42NxdChQwEAH330ESZMmIDWrVvDxMQEvXr1wpUrVwAAvr6+ePPNN/HWW2/hzJkzGsdWUlKC5ORkad+xsbFwcHCAjo4OAODatWvSyKRSqYSBgQHWrVuHSZMmwdbWFh9++CFGjhwJAAgODsYvv/wCFxcXODs7w9LSEvb29tDT0wMADBw4EPv370fbtm0RGBiIjRs34vvvv8eCBQvQsGFDDB06FOPHjwcAlJaWIjc3F0VFRc/uQhIRET0jsvougIjoSWzZsqWTkZHRjwEBAUb1Xcs/zdixY2FnZ4cFCxbUdynP1a5du7B//34cP368vkuhvyk8PLwkOTl59oQJEzbUdy1E9OoZO3asqUKhyAWQt3XrVtP6rqc+8DFUIiKqE6VSCUdHx/ou47lTKpXSRDdERET/ZAyLRET0WGVlZUhKSvrHhMV/wnESERE9Dt9ZJCKix9LW1kZWVlZ9l/FCHD16tL5LICIieilwZJGIiIiIiIg0MCwSERERERGRBoZFIiIiIiIi0sCwSERERERERBoYFomIiIiIiEgDwyIRERERERFpYFgkIiIiIiIiDQyLREREREREpIFhkYiIiIiIiDQwLBIREREREZEGhkUiIiIiIiLSwLBIREREREREGhgWiYiIiIiISAPDIhEREREREWlgWCQiIiIiIiINDItERERERESkgWGRiKieqFQqfPjhh3B0dMSYMWNqbHPkyBHY2NhApVK94OrU5efn4/bt2/Vaw7OQl5cHU1NThIeHS8sGDx4MU1NTmJqa4vDhw8+9BpVKBSsrK6nPrKys595ntfj4eCxYsOCZ7CsuLk46Bmdn51qXAcCNGzeeSZ9ERPRiMSwSEdWT7du34/jx4zh37hzWrl0LAAgKCsK8efOkNlFRUfDw8IBc/n//uZ4zZw6OHDnywurMzMzEe++9B11dXQBAWVkZVq9ejTZt2sDS0hLe3t5YsWIFysvL67zPmo7hr8f+PFy9ehUNGjSAu7u7tCwuLg5z5sxBXFwc+vbti6ioKDg5OcHS0hKtW7fG6NGjER0d/VS13r59G8HBwUhPT5eWJScno6SkBAcPHkR8fDwaN25c6/Z//vknRo8e/RRHWrMFCxYgMjLymezL3t4ecXFxCAoKgouLS63LAGDSpEkoKCh4Jv0SEdGLw7BIRFRP9u3bh1GjRsHc3ByGhoYAAH9/f/j6+kptrl69itatW0ufMzIysH37dri6uj5Vn5WVlU/UXgiB999/H9OmTYOxsTEqKysRHByM7du3Y/bs2fjll18wdepUrFu3DqtXr67TPms7hr8e+/MQFRUFFxcXKfjeu3cPt2/fho+PD5o0aQItLS1ERERAJpPhl19+wapVq5Cfn4+ePXvi3LlzT1zrH3/8gStXrsDa2lpaFhcXB5lMBj8/v0cGRQDYv38/GjRo8Mg2db2mp06dwokTJxATE1On9o+jra2NJk2aICUlRbqWNS0DgNatW2PPnj3PpF8iInpxGBaJiF4wlUqFdu3aISoqCtu2bUNQUBAAwMfHBx9//DH09fWltlFRUfD09AQApKenw8fHB3K5HN27d0f37t2ldv/5z3/QsWNHaTTs+++/BwDcv38fjRo1wooVK9CtWze0bdsWALBr1y54enqiadOmGDx4MCoqKmqs9dChQygsLIS/vz8AYMuWLfj9999x+PBhvPXWW2jVqhVGjRqF4cOH44cffgAAzJ49G2PGjMGwYcNgZ2eHNm3a4OjRo488hpqO/ejRo+jcuTOsrKzg5+eHY8eOAQB+/fVXdO3aFRs2bIC7uztsbGzURvlSUlIQHBwMW1tb2NnZ4c0338S1a9cAAJGRkWrhOy4uDgDURsGio6Ph4eGBVq1aoUePHvj222/h7OyMdevW1Vrr5s2b4ePjAwsLC3Tu3BlCCBw6dAiTJk1Cbm6uWo3x8fGwsbGBgYGBtH1N12PmzJn45ptvcPToUdjY2Ejnd8GCBejXrx9CQ0Ph6uqK//znPzVeu4epVCosWLAAAwcOxL1795CWliatW758OUJDQzFlyhTY2dnB0dERhw4dQkZGBkxNTXHx4kWp7ZkzZ9CoUSMkJCRI+7127ZpaMKxpmYWFBcLCwh5bJxERvVwYFomInkJ2djZ27dqFP/7444m3lcvl2LJlCwDg+PHjUgg4cOAAAMDNzQ1A1QhcVlaWFBatra0xceJE9OjRA2lpaTh16hQAYOPGjZg7dy4++OADXLt2DaNGjcKiRYsAVAUTIQSys7Nx4sQJ/P7774iLi8PMmTOxatUqREREYOzYsbWOXq1duxbBwcEAqkYZN27ciOHDh6u9jwYAVlZWyMnJkc5NUlISPvroI0RERMDPzw+hoaEoLS2t9Rj+euw//PADpkyZgiVLluDGjRsYNmwYJkyYgAcPHkClUkGpVEIIgfPnz2P+/PnYvHkzcnNzkZ2djT59+kiPQ544cQLh4eHS8T0cvoGqsGhgYICmTZtKy6of/a2mpaWFjh07IiUlpcZaly1bhjVr1mDp0qVISEjAtm3bIJPJMGTIEHh5eWH+/PlIS0vDsmXLpD4fDqe1XY8lS5ZAoVDgxx9/RFpamvSPCnFxcYiPj8ekSZMQGxuLwYMH13jtHrZ3717cunULn332GfT09NQeq33w4AHCwsIQGBiImJgYdOnSBatXr4aVlRWMjIxw/fp1qe2WLVvQvXt36frfvHkTxcXFasdT07LKykrp/BER0auDYZGI6AkJIdC5c2fMnDkT/fv3x6ZNm554H7GxsTA1NVV7DDE+Ph6GhoawsbEBUPUIqr6+PpycnKQ2ly9fho+Pj/Q5Pz8fy5cvx4wZM9C3b18IIRATEyON6sTFxcHMzAzLly9HgwYNoK+vL40i3rx5E2ZmZggMDKy1RqVSiU6dOgEAEhMTkZmZiX79+mm0TU1NRZMmTQBUjR6OGjUKLVu2hKmpKcaNG4f79+9L7+399Rj+euyVlZWYN28e5s6di27dukFHRweDBw9GYWEhUlNTkZSUBA8PD0yZMgUNGzaEl5cXgKoQvnz5cjRt2hSLFy+Gvr4+UlNTYWJighYtWqCgoAA3btzQCIsuLi6QyWQAqkbF4uLi1MIiUDUxTsOGDTVqvXPnDtauXYu1a9eid+/eMDIykkJSeXk5oqOjNY41Li5ObdSttusRGRkJhUKBli1bamw/c+ZMtGzZEnK5XHqktjZFRUVYvnw5pk+fDlNTUzRv3lwtLCYnJ2PYsGHo3bs3DA0N4e7uLr0j6+LigsTEROka//zzzwgJCVG7bgDUjqemZTk5OSgrK3tknURE9PJhWCQiekKXL19Wm8HyaWbQjI2N1XhnT6lUqi2LiopS+8VdpVIhMjJSLXyEh4fjwYMH2LRpE5o3bw5XV1eoVCqsX78eQFWw6NChA7S0tKRtPDw8sH37dqxevRr+/v5qjyQ+7I8//lALq9Ujhw+PwgFVoejUqVPo2LEjhBBISEhQm0AmLy8PAGBiYlLjMfz12JVKJTIyMtC1a1dpfXXfjRo1glKpVNt/YmIizM3NYWxsjMOHD+Pdd9+V1l2+fFkKk9HR0ZDL5WrbxsfHq42AJSUloaioSK1NWVkZTp8+Lb2j+HCt58+fh0KhQEBAgMb5i46ORnl5uVo4LS8vR3JyslqftV2P8PBweHh4QFtbW2qbn5+vcW4eZ8OGDZDL5Rg/fjwAwMHBQe29xdjYWLXjTUpKkq75w2Fx69atsLe3R48ePdTOn5WVlRSka1t28+ZNWFpa1rlmIiJ6OTAsEhE9IV9fX2kUDQAGDhz4xPv466OIQFUIqX60Eaj6Jf7hzwkJCSgsLFQLHwAgk8kQFRWFiIgIpKWlYefOnTAzM5P2WdNkOIMGDcKFCxdQXFwsBcu/Sk5OhrW1NRQKBQBIx5yUlKTWbufOnbhz5w7GjBmDlJQU3L9/X+3Yfv75Z/j6+sLExKTWY3j42KtnzbSwsJDWHzlyBF5eXjA3N9cI2tXnKT8/H/n5+WjevLla39VhMSYmBi1atICenp60/q9hMTo6Gnp6enBwcJCWLV68GPfu3cO4ceM0ai0sLISurq7abLXV/j97dx5VVfX3D/x9mRUQQQEBAVFQEUERkEwRxTTNHLGcC7E0LbVHLcvZNJsccsABTa2vWQ49ampaSuZQlkIy3ntBQAYBAdEAhYvA3b8/+HEeLhdBFEX6vl9rtVb3nH32/px9XBc+7H32joiIgLOzs8a7jYmJiSgtLdV69jU9j4iIiBr7SV9fXyO+2mRlZWHz5s24c+cOXF1d0a5dO/z888/SyGJhYSHS09M1/p3FxsZKnyuTxXv37mHv3r2YNm2aNApbU/896Njly5el92WJiKjpYLJIRFRPMpkM58+fx9q1a3H06FHMmDGj3nXExcXVmSzm5eVprHSZm5sLoGJ6alJSEoQQcHd3h6GhIdavXw+1Wg2lUonk5GTpGoVCoVEnUJHcJSQkICcnB0VFRRrJVVVlZWUao0NOTk7w9vbGsmXLcPbsWURERGDFihVYsmQJVq9eDRcXF8jlchgbGyM7OxtZWVnYuHEj9u3bh1WrVj3wHqrfe8eOHWFoaIj9+/ejtLQUv/zyC3bv3o2lS5eivLxca+SyMrlp0aIFTE1NpZGwLVu2IDo6WlpI5vbt2wD+b/XQ7Oxs5OXlabx/GRMTA3t7eyQkJOD06dOYNGkSdu/eje3bt0v9VDXWHj16ID8/H+vWrUNubi5+++03aWTw1q1byMvLQ2pqKlJSUqTnoaOjozG1+EHPIzc3F9evX8fNmzeRmZkpXe/i4qIxUjxo0CC88847NT7D1atXo127dkhPT0dKSgpSUlKwdu1apKWlIT8/H3K5HDo6OlIflJWVIT4+Xrq/bt26ITExEStXroRMJsO4ceM06q8+pbamY/Hx8cjLy3ukP6oQEVHjYrJIRPQILC0tMWXKFPj5+dX72tzcXOTm5mokiyqVCsnJyRqJ3bRp0xAWFoYffvgBAODj4wNfX1+MHz9eem/Q0tISW7ZswcGDB+Hm5obg4GDp3bBbt24hNzdX4xf3oqIiHDlyBAEBARg2bBhGjRolTU+szsbGBs2bN5c+y2Qy7N69Gy4uLpgyZQoCAwMRFRWF/fv3Izg4GEBFImVpaYkxY8bAy8sLJ0+exMGDB6VRpZruofq9W1paIiQkRErQ1qxZgz179sDf3x+JiYlQqVRaI7Curq7Q0dHB+vXr8fnnn8PHxwdnzpyBr6+vtHJnYGAg9PX1sWDBAgA1v1sXExODhIQE+Pv7Y968ebCwsMC5c+ekxWWqx+rm5oYvvvgCe/bsgYeHB5YsWSItpjNq1CgYGRmhZ8+eWLFihdRmu3btpNHN2p5HcHAwrly5Ai8vL2lPyppGij08PLRGeyv75bvvvsOKFSs0Rj47dOgAoCLJjouLg7OzMwwNDQEACQkJuH//vnR/Pj6Z/1XwAAAgAElEQVQ+8PDwQGhoKCZPnqwxSlpeXo7ExESNeGo6duzYMTz//PNPfFsUIiJqeLK6ixARPTu2b9/ex8zM7PigQYPMGjuWR3X8+HG88cYbSEhI0Bi5e9ZcuXIFc+fOrdeKr1OnToWjoyOWLl36BCNrGNu2bcOnn34qjfo9DZMnT4YQAnv37m2wOhcuXIju3bvj1VdfbbA6qzp16hQmT56Mv//+W1p8CQCuXbsGX19fnDlzBj169KjxWElJCXr16oWvv/5aa9GgpyEiIkKVnJz83vTp0zc/9caJqMmbOnWqha6ubh6AO6GhoRaNHU9j4MgiEdFTFBsbiw8//BD/8z//80wnikDFqJK5ubm0QM3DkMvlcHFxeYJRNRyFQoH27dsjOzsbxcXFT63Ntm3bIjs7W2OK8aM6cuQI2rdv/0QSxeTkZHzzzTeYO3cuJkyYICWKarUa2dnZuHLlCmQyGTp16lTjMQBYuXIl5s2b1yiJIhERPb6aN9YiIqInoqysDLt27YKPj09jh/JQtmzZglu3bsHc3LzOsvfv30dSUlKTSRaVSiUiIyPh6uqKvXv3PnALkYaiUqmQkpKC0NBQhIaG4vr16zAze7wB8pEjRzZQdNr+85//YP/+/Rg6dCg++ugj6XhUVJS0Imq7du1gbGyMq1evah3Lz8/Hc889h5dffvmJxUhERE8Wk0Uioqeoe/fujR1CvVTfJqM2BgYGGluKPOt+/vnnp9qekZGRtAVIU7Bs2TIsW7ZM67inp6e0WFBtx8zMzJgoEhE1cZyGSkRERERERFqYLBIREREREZEWJotERP8FRowYgQ0bNtTrmsqtJZq6Dz74QGMBmHXr1sHCwgIWFhaYN29eg7UTFBQk1btr1y4AwPXr1xusfiIioqeNySIRUSP55ptv8Omnnz6VtuLj4+Hs7PzQ5Tdt2oQzZ85In6OjozFu3Di0a9cOTk5OGDlyJKKioh66vj///BNTpkzROBYWFoauXbs+8YQqKipK411RhUKBfv36QaFQSAu3fPbZZ+jXr99D1/n+++9Lex9WWr9+vfQeZOUemps3b8Zff/31mHdARETUOJgsEhE1ko0bN8LGxuaJt3Pnzh3k5ORIyeLNmzdrLf/bb7/h5MmTmDlzJgDgwoULGDx4MCwsLHDw4EHs27cPurq6GDNmjNaiJg/y3XffSZvVV3J0dMSgQYNgYfHktq5Sq9WIi4tDt27dpGMKhQLu7u6wtraWNpnv1q0bBg0a9FB1ZmZmYufOnRobzwOAubk58vLyAEA6FxAQgPXr1zfErRARET11TBaJiBpBr169kJycjMWLF8PBwQG5ubkAgBMnTsDPzw+2trbw9fXFqVOnAAAJCQlwdXXFF198AU9PT7Rr1w7BwcG4e/dunW0plUro6urCyckJKSkp6N+/P37//fcay5aXl2PBggV4++23oaOjg7t372L69OkYPnw4tmzZAh8fH/Tq1Qvbtm1DXl4eLl68WGds8+bNw969e3HixAnY29vjxx9/xIEDB9CzZ09ERkZK20f8888/mD17Njp06AAnJye8+eabUh2jRo3CZ599hpEjR8LW1hY9e/aEXC6X4t6xYwe8vb1hY2MDNzc3rF69GkDFJvF3796VRhbLysqQmJgojfwBwOzZszFhwgRpr8XTp0/D398fmzdvhpubG+zt7bFw4UIAQEZGBry8vKCjo4P+/fujf//+Wn3dpk0baauRNm3a4MKFCygtLa3zORERET1rmCwSET2C3Nxc7N69GxcuXHik6z/++GOYmJggNTUVaWlpsLS0xI8//ohZs2Zh5cqVuH79OsaOHYvp06ejqKgI5eXlyM7ORvPmzfHbb79h//79CAsLw/bt2+tsKz4+Ho6OjsjOzsbIkSMRFBSE3r1711j2p59+Qn5+PgYPHgwA+OGHH5CXl4fFixdrlLO0tISBgQFu3bpVZ2wrV66Erq4ujh8/jvT0dAwfPhyvvPIKXn31VXTp0gVAxR6NgYGBKCkpQXh4OC5cuIDLly9j69atAID8/HycOnUKq1atQmRkJNRqNfbs2QMAWLt2LTZv3owdO3bgxo0b6NOnD1JTUwFUTJ9t3bo17OzsAABJSUm4f/++RrL45Zdfws7OTopFrVZDLpdDCIFLly5h8eLFUnJsZ2eHmTNnYsCAAUhPT8fZs2c1+kWhUGjUrVarUVxc3KS2FCEiIqrEfRaJiOpJCAE/Pz8pAfj4448xY8aMetURHh4OT09P6OhU/M2uvLwcCxcuxIIFC6R35wIDA7Fq1SqkpaUhIyMDVlZWePvttwEAvr6+eP7555GQkFBnW0qlEoaGhhg6dCjGjx+PBQsWPLDswYMH8dxzz0FXVxdAxRTU7t27a+23mJWVhfv378Pa2rrO2CIjI6Grq4uuXbtK18tkMsjlcowbNw4AsG/fPmRkZODkyZMwMDCAubk5evfuLY0eJicnY/v27VIdjo6O0NHRwY0bN/D555/ju+++g6enJ4CKRWUCAwOltqtPQZXJZOjUqZN0rLCwEBkZGVKymJSUBHd3d8yaNQsApHorn1V4ePgDk22lUok+ffpInytHjEtKSh7Y50RERM8qjiwSEdVTeHi4xkjR4cOH611HREQEvLy8pM9yuRyZmZnw9/eXjlVu4N6qVSsoFAq4ublp1HHnzh20atWqzrbi4+OhUCiQl5eH1157rdayFy9elJKjyhiqJ4pAxVRNPT099OzZs87YIiIi4O7uDgMDA+l8WVkZrl27Jr3bd+bMGfTq1UujzK1bt9C6dWukp6ejoKBAo43ExER07NgRx44dg7W1NQICAgBUJGUxMTHo0aMHACAmJkYjWawcZW3evLl0TC6XQ1dXV0og5XK5VluWlpYwNzeHWq1GZGSkxrOrpFarce3aNY2RxZSUFOjo6MDa2lq7s4mIiJ5xTBaJiOrJ29tb45f/UaNG1buOv//+Gx4eHtLngoICABXvuFU6duwYPD09YWlpCblcrrGgSkZGBqKjozFgwIA624qPj8fq1avh7e2Nd955B0KIGsvl5eXhn3/+gYODg3TM2toaSUlJGuUKCgqwbt06jBkz5qFii4iI0EjYgIoErKSkRBrNKygo0Lj327dv4/fff8fAgQMRFxeHFi1aSElrQUEB0tPT0aVLF6SlpcHJyUm6LiwsDKWlpVLfxsbGSm0A2tNEASAuLg7t27eHkZGR9Lnq/cTFxUl1xMfHo7CwUOt+gIoRTZVKpVH/5cuX4ebmJi2kQ0RE1JQwWSQiqieZTIbz589j7dq1OHr0aL2noJaVleHOnTuQy+XIyspCfn4+OnbsCENDQ+zfvx+lpaX45ZdfsHv3bixduhRAxWhXWVkZ8vPzER4ejsmTJ8Pf37/OZDE/Px83b96En58ftmzZgsjISISGhj4wLgBo0aKFdOzVV19FdHQ0Pv74Y0RHR+PYsWMYOnQomjVrhlWrVj1UbLm5ubh+/Tpu3ryJzMxM6ZpWrVpJSbe7uzt+/fVX3Lx5E3l5eZg9eza8vb2lZLFqwhcbGwugYsVROzs7pKenQ6VSIScnB8uXL4e+vj4MDQ1RWlqKgoIClJeXS9fWlCzK5XKp/vLycsTHx2uMLFZNOCunlUZFRSEpKUkj8a6c4lpZvxACf/75J0aPHl3rMyIiInpWMVkkInoElpaWmDJlCvz8/Op9rZ6eHt58801s3LgRvXr1QlJSEiwtLRESEoLt27fDyckJa9aswZ49e+Dv74/y8nIkJCTg6tWrcHNzw2uvvYbevXtj9+7ddbalVCqhp6cHFxcX2NnZ4YsvvsBHH31U47uOrVu3hoGBgcYUzQEDBuDLL7/EkSNH8OKLL2L58uUYMGAAfv75Z1hYWDxUbMHBwbhy5Qq8vLykvQmrJmgAMH/+fHTs2BG+vr7o06cP2rZti2+//RYymazGZNHOzg5mZmZ47bXX0KFDB3h5eWHEiBHo27cvSkpKkJqaCn19fcyZMwfvv/8+MjMzUVJSguTkZK0tL6qOjCYmJkKlUmm0V3Wk0cfHB76+vhg/fjyGDRum1ddt27aFqakpAOCvv/5CSUkJXn/99TqfExER0bNI1tgBEBHVx/bt2/uYmZkdHzRokFljx/K0JCQkoFevXrhx4waaNWv2RNsaM2YMgoKC8PLLLz9zsT2u2NhY9O3bF+fOnYO7u3uD1//GG2+gsLAQ+/fvBwDpjwnBwcEN3hY9nIiICFVycvJ706dP39zYsRBR0zN16lQLXV3dPAB3QkNDn9ymwM8wroZKRPSMk8vlsLe3rzEZKy4urnUq6oULF6SVTR/G22+/jbCwsIdOFmuL7VlTOU3UzMwMBQUFGtNtH0dBQQGKi4shl8sxaNAgABVbkJiYmDBRJCKiJo3JIhHRM06hUMDFxaXGc82aNcMff/zRYG1V32S+LrXF9qxRKpUQQqB79+6YMWMGPv744wapd9q0afjll18AAHPmzAFQ8a7ohg0bGqR+IiKixsJpqETUpPw3TkMlokfDaahE9Dg4DZUL3BAREREREVENmCwSERERERGRFiaLRERN3LFjx2Bvbw+1Wt3YoTwRCQkJGvsZNlV37tyBhYUFIiIiAABqtRq2trawsLCAhYUFcnJyEBkZidatW6OkpOSJtq1QKKR2O3XqBADIycnBvXv3GrRdIiJq2pgsEhE1cdHR0XB3d4eOzr/vK/3333/Hp59+Cpms4hX7+/fvY926dfDx8YGNjQ169OiBzz77DKWlpQ9d5/vvvy/t91hp+PDhWLhwYYPGXl1UVBT09PTg5uYGAEhOToZKpcLBgwehVCphZWUFhUIBBwcHGBoaPtG2O3ToAIVCgeHDh6Nz584AgLKyMgQFBTVou0RE1LRxNVQioiYuKioK3bt3b+wwaqVWq+udzGZnZ+Pdd9/FiRMnAADl5eWYNGkSYmNjsXz5cnTu3Bl///03Fi1aBABYsGBBnXVmZmZi586dmDZtmsbxgIAAODg41Cu++oqOjkbnzp1hZGQE4P+28vD19YWJiQmAiq1IOnTo8MTbNjAwgLW1NVJTU+Hr6wsAsLW1RXZ2Nq5evQpPT88Gj4GIiJqef9+foYmImoDdu3ejW7duaNu2LQIDA1FWVgYAOHv2LF544QXY2NjA1dUV8fHxAIDz589j4MCBsLW1hbOzM8aNGyeNpkVHR6Nbt25S3VlZWXjrrbfQoUMH2NvbY9KkSSgoKHjkmLZt2wYvLy+0adMGfn5+0pTQEydOwM/PD7a2tvD19cWpU6ekugYMGIA5c+Zg1KhRcHR0RHp6OgDg+++/R+/evWFjY4Pu3bvjyJEjD4xn9erVGDhwIKysrAAA27dvx/nz53H48GG8+uqr8PDwQFBQEMaPH48ff/wRAPDee+8hODgYY8eOhaOjI3x8fKRkMyMjA15eXtDR0UH//v2lbUK8vLzw0UcfwdjYGEBFYrtu3Tp4eHigbdu2eOmll5CQkAAAOH36NPz9/bF582a4ubnB3t5eY0QyNTUVkyZNgoODAxwdHTFw4EDp2sjISI2kXqlUwt7eXkoUgYoEUqVSoVevXmjXrh1mz54NlUpVZ1x1PY/qbVfWl5CQAFdXV+lYmzZtEBYW9sBnQkRE/12YLBIRPYLc3Fzs3r0bFy5cqPe1CoUC8+bNw9q1a3H16lVMnToVenp6+PXXXzFx4kSMHj0a0dHROH78OBwcHHDx4kVMmjQJb731FtLS0rBkyRLExsZCX18fmZmZyMnJkZLF27dvY/DgwVCpVDh79iwiIiJw9epVKWGqb0yrV6/G+vXrsWrVKsTHx2PHjh2QyWT48ccfMWvWLKxcuRLXr1/H2LFjMX36dBQVFUGtViM+Ph5KpRJfffUV5HI5HB0dERISggULFuDDDz9EQkICgoKCsHz58hrjyc7Oxv79+zF58mQAgBACISEhGD9+vPSOXSVbW1vcunVLei5JSUlYsmQJrl69Cl9fX8yYMQMlJSWws7PDzJkzMWDAAKSnp+Ps2bMAgAMHDgAAunTpAgBYtGgRjh49ikOHDkGpVKJly5Z4//33AVQkWHK5HEIIXLp0CYsXL8a2bduQl5eH3NxcDB06VJrieebMGUREREBPr2IST/WkXqFQSFNAqx4zNTXF0aNH8f333+P48ePYtGlTnXHV9jxqahsAUlJSUFxcrBGDWq1GWlparf9WiIjovweTRSKiehJCwM/PD/PmzcOIESOwdevWel1fOWKXkpKC1q1b46WXXgIALF26FMHBwZg5cyYsLS3RoUMHGBkZYf78+XjzzTcRGBgIPT09pKSkoEePHgAqpqAaGxujY8eOAICQkBDcu3cPISEhcHBwwLVr15Cfn6+VYD1MTNnZ2diwYQM2bNiAIUOGwMzMDJ07d0Z5eTkWLlyIBQsWoF+/fjA0NERgYCAKCwuRlpaGlJQUFBUVYe3atbCwsICxsTHy8/PxySefYO7cuXj55ZchhEBsbKzGqFZVR44cgYmJiXQ+MTERWVlZGDZsmFbZtLQ0WFtbA6gYPQwKCkLXrl1hYWGBN954A3fv3kVGRgYAIDw8HF5eXhrXK5VKmJqawt7eHgkJCQgNDcWWLVvQsWNHmJiYYOjQoYiLiwMAJCUlwd3dHbNmzUKLFi2k6Zo6Ojr45JNP0LZtW6xYsQLGxsZIS0uDubk52rdvj4KCAly/fl0rWax6/3fu3EFWVhbmzp0LKysrPPfccxg5ciTOnTtXa1x1PY+a2q68bwAaMeTm5jb44jpERNR0MVkkIqqn8PBw5OTkSJ8PHz5cr+vd3d2xc+dOrFu3DgEBAUhPT0dubi7kcjlGjBihUTY2NhYJCQl47bXXNNqvTBajo6Ph5uYmvQ948eJFyGQydOrUCfb29pg9ezbWr18vla9PTJcuXYKuri4GDRqkUVYulyMzMxP+/v7SscqRvVatWkkrbXbt2lU6HxERgaKiImzduhVOTk5wdXWFWq2WRs2qu3jxosZ7c5X1t23bVqNcaWkpzp49i969e0MIgfj4eGkRF6AiAQMAc3NzqNVqREZGaiWLcrlcSpjCwsLQqlUrjTry8vLQunVrqWzVc4mJibC0tETLli1x+PBhaSQUqHhOlfcQExMDHR0d6drS0lIkJydrjOrJ5XLo6upq1C+EQFlZWa1x1fU8qrddSalUwtbWFi1atJDaSktLg42NDYiIiAAmi0RE9ebt7S2NZAHAqFGj6l3H6NGj8ddff6G4uBibNm3C3bt3AQDNmjXTKJeamgo9PT3Y29sDqEgQLl++LL1/FhcXJ02frBQcHIxr165BqVQiIiICr7zyyiPFVFhYCCMjI62FaSrff2zTpo107NixY/D09ISlpSXkcrlWTAAgk8kQHR2Nq1evIj09Hbt27ZKSsOqSkpI0Fpyp7O+kpCSNcrt27UJ2djaCg4ORmpqKu3fvaiRgJ0+ehLe3N8zNzREfH4/CwkKtEbaq8RYUFGg828p7GzhwIICK/q46ElfZ//n5+cjPz4eTk5NG25XJYmxsLNq3by8938TERJSWlmrEGhMTg44dO0plCgoKcOrUKfTv37/WuOp6HtXbrqRUKjXaVyqVyM/PR8+ePUFERAQwWSQiqjeZTIbz589j7dq1OHr0KGbMmFGv63ft2oWEhATk5OSgqKgITk5OsLe3h6WlJT7//HNkZmYiJiYGly9fhp2dHcrKypCcnIzS0lLMnz8fpaWl0qIoeXl5KC8vl+r29vbGoUOHcO3aNahUKvz222+PHFOPHj2Qn5+PdevWITc3F7/99hvS09PRsWNHGBoaYv/+/SgtLcUvv/yC3bt3Y+nSpQAqpldWTxbd3d1haGiI9evXQ61WQ6lUIjk5+YHxlJeXw8zMTPrs5OQEb29vLFu2THoXc8WKFViyZAlWr14NFxcXyOVyGBsbIzs7G1lZWdi4cSP27duHVatWAaiYYglUTN1NSkqSFuqpmix6eHjg2rVrCA8Ph0qlwpo1a3Djxg288847KC8v1xq5jI2NRZcuXdCiRQuYmpoiMTERALBlyxZER0dLz+n27dvSfVX2kY6OjjR9GIDU5o0bNxAfH4+JEyfCzMwMM2fOrDWuup5H9bYrVZ8Ge+nSJbRs2VJa+IeIiIjJIhHRI7C0tMSUKVPg5+dXr+uKiopw5MgRBAQEYNiwYRg1ahSmTZsGPT097N69GykpKfDy8sKkSZNQWFgIT09PvP322xg6dCj8/PzQvHlzWFpaSqukTps2DWFhYfjhhx8AVKwG6u7ujuHDh8PHxwenT59+5Jjc3NzwxRdfYM+ePfDw8MCSJUugp6cHS0tLhISEYPv27XBycsKaNWuwZ88eaRpk9SSksr+2bNmCgwcPws3NDcHBwbh///4DY7KxsdEYCZPJZNi9ezdcXFwwZcoUBAYGIioqCvv370dwcDCAiqTP0tISY8aMgZeXF06ePImDBw9KI2U+Pj7w9fXF+PHjpXcfVSoVkpOTpWRxyJAheOuttzBhwgS4uroiMjISJ06cgJWVFRITE6FSqTQS4cqRRh0dHaxfvx6ff/45fHx8cObMGfj6+krPKTAwEPr6+tL2HkqlEu3atZPuUa1W4/Lly3j11VcREBCAIUOGwMHBAcePH4epqWmtcdX1PKq3DVQkjomJiRrP6dixY5g2bZrWCCQREf33kjV2AERE9bF9+/Y+ZmZmxwcNGmRWd2lqqtavX4+cnBx88sknD33N1KlT4ejoKI2oPcsmT54MIQT27t3bKO1fu3YNvr6+OHPmDHr06AGFQoGJEyfiwoUL0hYi/wYRERGq5OTk96ZPn765sWMhoqZn6tSpFrq6unkA7oSGhlo0djyNQa+xAyAioifvjz/+wPz582s8161bt3qv6Pqkvfbaa9KI4cOSy+V44YUXnlBEDUuhUOCFF15AdnY2WrduDV1d3afSrlqtRm5uLq5cuSIthKRSqbB8+XJ8/fXX/6pEkYiIHh+TRSKi/wLPP/88/vjjj8YO46G1atUKc+bMeejy9+/fR1JSElxcXJ5gVA1DpVIhJSUFoaGhCA0NxfXr1zXez3ySoqKiMGDAAABAu3btYGxsLL3/WX3PRyIiIiaLRET0TAoICHjosgYGBhrbmTzLjIyMpK0tnjZPT09pwZtK1bcSISIiqsQFboiIiIiIiEgLk0UiIiIiIiLSwmSRiIieupCQEAwZMqRB6vrss88wceLEGs+VlZWhTZs2iI6ObpC26pKQkCDt39iU3blzBxYWFoiIiABQsTCOra0tLCwsYGFhgZycHERGRqJ169YoKSlp0LaPHTsGe3t7qNVqABWLAVW226lTJwBATk4O7t2716DtEhGRNiaLRERNyPvvv49jx441dhiPTaFQNNhiNEql8oGLsyQmJqKsrExqa/jw4Vi4cGGDtFvd77//jk8//RQyWcWuVPfv38e6devg4+MDGxsb9OjRA5999hlKS0sfqr6bN29i0qRJyMjI0Dj+JO+hUlRUFPT09ODm5gYASE5OhkqlwsGDB6FUKmFlZQWFQgEHBwcYGho2aNvR0dFwd3eHjk7FrygdOnSAQqHA8OHDpedcVlaGoKCgBm2XiIi0cYEbIqJnQHl5eZ3bJ2RmZmLnzp2YNm3aI7ejVqulX8Ibk1wux4gRIxqkLoVCgaFDhz7wnJOTk7TRfEBAABwcHB6pneLi4gduWJ+dnY13330XJ06cAFDxPCdNmoTY2FgsX74cnTt3xt9//41FixYBABYsWFBnexcuXMDff/8NOzs7jeOPcw8PKzo6Gp07d4aRkRGAin6UyWTw9fWFiYkJgIpn2KFDhwZvOyoqCt27d5c+GxgYwNraGqmpqfD19QUA2NraIjs7G1evXoWnp2eDx0BERBUa/zcGIqL/QkuXLsWwYcMwY8YMuLq64vvvvwcAXLlyBSNHjoSdnR2cnZ2xcuVKAEBGRga8vLygo6OD/v37o3///gCAefPm4ZVXXpHqTUtLg4WFBWJiYgAAAwYMwJw5czBq1Cg4OjoiPT0dn3zyCWbMmIFZs2bB0dERLi4uOHTo0EPF/aD4YmJi4Obmhs8++wzdu3eHra0tpkyZgtDQUHh4eMDe3l4aDVOr1YiPj0d4eDjc3NzQpUsXrX0ev//+e/Tu3Rs2Njbo3r07jhw5AgAQQiAkJAQ9evSAg4MD5s+fj+TkZGnEKTExEePGjYO9vT169uyJw4cPS+e8vLzw0UcfSXsJ1tYPKpUKS5cuRdeuXeHo6IgxY8bUuu/j6tWrMXDgQFhZWQEAtm/fjvPnz+Pw4cN49dVX4eHhgaCgIIwfPx4//vgjAOC9995DcHAwxo4dC0dHR/j4+EjJ5qFDh/D2228jLy9Po++q34Narca6devg4eGBtm3b4qWXXkJCQgIA4PTp0/D398fmzZvh5uamUQ8ApKamYtKkSXBwcICjoyMGDhwoXRsZGamRsCmVStjb20uJIlCRQKpUKvTq1Qvt2rXD7NmzoVKp6owLAE6cOAE/Pz/Y2trC19cXp06dks5FR0ejW7duGv2rVquRkJAAV1dX6VibNm0QFhb2wGdCRESPj8kiEdEjyM3Nxe7du3HhwoVHul6hUECpVOLtt99GXFwcAgMDcfnyZQwfPhx9+vRBbGwsvv32W6xfvx7p6emws7PDzJkzMWDAAKSnp+Ps2bMAKkZ3unbtKtUbFxcHfX19dOrUSUrKlEolvvrqK8jlcjg6OqKoqAhhYWF46aWXEBsbi759+2LdunV1xlxbfPr6+sjKysKdO3fw22+/Yd26dTh69ChSU1Nx4cIFzJs3D9u2bUNBQQGuX7+O4uJieHh44Pfff8eHH36IRYsW4dKlSwAq3mdcsGABPvzwQyQkJCAoKAjLly8HAKxcuRJffvklVqxYgStXruDevXsQQsDFxQUZGRkYMmQIzMzMcPbsWWzatAlnz56VEowDBw4AALp06QIAtfbDypUrce7cOfz888/466+/cPXqVa2kU9kAACAASURBVPTr16/GfsnOzsb+/fsxefJkAP+X0I4fP156x66Sra2ttG1Gbm4ukpKSsGTJEly9ehW+vr6YMWMGSkpKMGbMGHh6emLx4sVIT0/H6tWra7yHRYsW4ejRozh06BCUSiVatmyJ999/H0BFgiWXyyGEwKVLl7B48WJs27YNeXl5yM3NxdChQ6UpnmfOnEFERAT09ComHFVP2BQKhdZUX4VCAVNTUxw9ehTff/89jh8/jk2bNtUZ148//ohZs2Zh5cqVuH79OsaOHYvp06ejqKgImZmZyMnJ0UoWU1JSUFxcrBGDWq1GWlpajc+EiIgaBpNFIqJ6EkLAz88P8+bNw4gRI7RGxR6GQqHAvHnz0LVrV+jo6MDIyAhLliyBn58f5s+fDxMTE0RERMDc3BzW1tYAgPDwcK098RQKhVay6OLiAgMDA6SkpKCoqAhr166FhYWFNBqVnJyMsWPHYsiQITA1NYWbm9tDTU2tLb6MjAwYGhpi1apVaNmyJWxtbaGrq4slS5bAzMwMPXr0gI6ODgwMDCCXy2FsbIx58+ahZcuWmDx5MlxcXHDu3Dnk5+fjk08+wdy5c/Hyyy9DCIHY2Fi4uroiIyMDmzZtwpdffolhw4bB2toaffv2RYcOHWBoaIg1a9bAzs4O27Ztg7OzM3x9fdGqVSspWVQqlTA1NYW9vX2d/XD48GHMmTMHdnZ2aNOmDZo1a/bAPjpy5AhMTEykdhITE5GVlYVhw4ZplU1LS5OeZ0ZGBoKCgtC1a1dYWFjgjTfewN27d5GRkYHS0lLExMRoPe+q95CQkIDQ0FBs2bIFHTt2hImJCYYOHYq4uDgAQFJSEtzd3TFr1iy0aNFCmq6po6ODTz75BG3btsWKFStgbGyMtLQ0mJubo3379lJCXz1ZrDqqd+fOHWRlZWHu3LmwsrLCc889h5EjR+LcuXO1xlVeXo6FCxdiwYIF6NevHwwNDREYGIjCwkKkpaUhKioKxsbG6Nixo9Z9A9CIITc3t8EX1yEiIk1MFomI6ik8PFxjA/jDhw/X6/r8/HxkZmbC399fOlZSUoLw8HBERUXB0dERjo6O+PHHH3Ho0CEYGBhArVYjMjJSI3m4ceMGCgoKpEVIgIpksTJ5rFxFsmoyWVmm6jVJSUlav5xXV1d8crkcnTp1kkam4uLi4OzsLL3zFh8fj/bt28PIyAhyuVwrQRVCoKysDBERESgqKsLWrVvh5OQEV1dXqNVqbNq0CefPn4eenp7GKqpxcXHSaNPZs2cxbNgwaYGZgoICpKenS+flcrlGslFbP5iYmCA3NxcAsG3bNuTm5mLQoEE19s3Fixc13purHDls27atRrnS0lKcPXsWvXv3hhAC8fHxGu3fuXMHAGBubo6YmBiUlpZqjbBVvYewsDC0atVKo468vDy0bt1aKlv1XGJiIiwtLdGyZUscPnxYGgkFKv5NV95DTEwMdHR0pGtLS0s1pvpW1q2rq6tRf+UzrC0uuVyu9W+/sr9atWqF6OjoGv94oVQqYWtrixYtWkhtpaWlwcbGBkRE9ORwgRsionry9vaGtbU1srOzAQCjRo2q1/VyuRz6+vpwdnbWOrdjxw50794dRkZGMDAwkI7Hx8ejsLBQI3lQKpXQ19eXVvoUQiA8PBzTp0+X2qmcrlipsLAQ6enpGsdjY2NrHAWryYPiqz4dtnqiUjUxi42N1biP8PBwJCUloX///igpKYFMJkN0dDSKiorQokULKXG4c+eOxme1Wo2wsDCMHDlSOm9ubi7Ve/r0aejp6Un9XLU/6uqHHTt2YOXKlQgJCUF5eTm+/vprODo61tgnSUlJ6NWrl/S5cuSwehK+a9cuZGdnIzg4GKmpqbh7965GAnby5El4e3vD3Nwchw4dgrOzszQaXLVfK2MuKCiQ2qp07NgxDBw4UOrzqu+zxsXFoUuXLsjPz0d+fj6cnJw02q68LjY2Fu3bt5cW80lMTERpaalGrDExMejYsaNUpqCgAKdOnUJQUFCtcRUUFACoeN+w6jlPT09YWlpKMVZXfcVbpVKJ/Px89OzZU6ssERE1HI4sEhHVk0wmw/nz57F27VocPXoUM2bMqNf1ldtG6OvrS8cMDQ3h7u6OrVu3oqCgALm5ubhy5Yp0vnKUKyoqCklJSRBCoLi4GGq1Gjk5OSgpKcGiRYuQkZEhJWUKhULrF2+5XA4dHR3pXbqysjLEx8fX+At6VXXFV/2X/OqjdlWTnIiICNy8eRP5+fm4cOECpkyZgsDAQPTu3Rvu7u4wNDTE+vXroVaroVQqkZycDKDiPb3c3FycOHEC9+7dw7JlyxAfHy/dS5cuXfC///u/yM/PR3R0NJYtW4b27dtL/Vw1hrr6oVu3bigtLUXLli3x9ddf44UXXnhg35SXl8PMzEz67OTkBG9vbyxbtgxnz55FREQEVqxYgSVLlmD16tVwcXGRpuJmZ2cjKysLGzduxL59+7Bq1SoAFaNteXl5SE1NRUpKSo396OHhgWvXriE8PBwqlQpr1qzBjRs38M4776C8vFxr5DI2NhZdunRBixYtYGpqisTERADAli1bEB0dLS1ec/v2bem+gIp/Rzo6OhqJb2WbN27cQHx8PCZOnAgzMzPMnDmz1rg6duwIQ0ND7N+/H6Wlpfjll1+we/duLF26FEDFCGRlu1VVnwZ76dIltGzZUlroiYiIngwmi0REj8DS0hJTpkyBn59fva+tPh2yUkhICPLy8uDr64sXX3xRI0nw8fGBr68vxo8fL41+BQQESMcHDBggla2aLFZvp3J6aOXeeAkJCbh//36dyWJt8ZWVleHatWtSu5UL61R+FkJAqVTCzc0NcXFxaNGiBWxsbODu7o6ZM2di0qRJ2LJlC4CKft2yZQsOHjwINzc3BAcH4/79+wCAfv364d1338Xs2bPh6+srbTVSeY9r165FUVERunbtikWLFqFr167SOZVKheTkZOk+H6Yfxo0bB1tbW4wePRoTJ058YL/Y2NhobKkhk8mwe/duuLi4SIlwVFQU9u/fL62oKpfLYWlpiTFjxsDLywsnT57EwYMHpZGyUaNGwcjICD179sSKFStqvIchQ4bgrbfewoQJE+Dq6orIyEicOHECVlZWSExMhEql0krgXV1doaOjg/Xr1+Pzzz+Hj48Pzpw5A19fX8THxwMAAgMDoa+vL23voVQq0a5dO+ke1Wo1Ll++jFdffRUBAQEYMmQIHBwccPz4cZiamtYal6WlJUJCQrB9+3Y4OTlhzZo12LNnjzQtddq0aQgLC8MPP/wgxV1eXo7ExESNf8vHjh3DtGnTHriVCRERNQxZYwdARFQf27dv72NmZnZ80KBBZnWXJnp8Bw8exKJFizS2fqhq/fr1yMnJwSeffPLQdU6dOhWOjo7SiNqzbPLkyRBCYO/evY3S/rVr1+Dr64szZ86gR48eUCgUmDhxIi5cuKA1Tbe6iIgIVXJy8nvTp0/f/JTCJaJ/kalTp1ro6urmAbgTGhpq0djxNAa+s0hERAAqEhiFQlHjuQ0bNsDHx+cpR9Q4jhw5goKCAvj7++POnTv45ptvMHTo0AeWf+2112rdg7Emcrm81qmtzxKFQoEXXngB2dnZaN26tTSi+6Sp1WppurNMJkOnTp2gUqmwfPlyfP3113UmikRE9PiYLBIREQDgq6++auwQngnl5eXYunUrPvjgA9jZ2WHChAl45513Hli+VatWmDNnzkPXf//+fSQlJUkLEz3LVCoVUlJSEBoaitDQUFy/fl3j/cwnKSoqSppe3a5dOxgbG0vvf1bf85GIiJ4MJotERERVBAYGIjAwsF7XBAQEPHRZAwMDja1XnmVGRkbS1hZPm6enp7TYTqXq+04SEdGTxQVuiIiIiIiISAuTRSIiIiIiItLCZJGIiIiIiIi0MFkkIiIiIiIiLUwWiYiIiIiISAuTRSIiIiIiItLCZJGIiIiIiIi0MFkkIiIiIiIiLUwWiYiIiIiISAuTRSIiIiIiItLCZJGIiIiIiIi0MFkkIiIiIiIiLUwWiYiIiIiISAuTRSIiIiIiItLCZJGIiIiIiIi0MFkkIiIiIiIiLUwWiYiIiIiISAuTRSIiIiIiItLCZJGIiIiIiIi0MFkkIiIiIiIiLXqNHQARUX3l5+e3OHToUFljx0HPlMo/fqobNQp6pgghDBo7BiKipozJIhE1KdOmTft9z549zRs7Dnq2/PnnnykymczazMzMqXPnzjmNHQ89O4yNjUsbOwYioqaKySIRNSkymUwAUDV2HPRsmTZtmhBCIC8vr2TKlCn890FERNQA+M4iERERERERaWGySERERERERFqYLBIREREREZEWJotERERERESkhckiERERERERaWGySERERERERFqYLBIREREREZEWJotERERERESkhckiERERERERaWGySERERERERFqYLBIREREREZEWJotERERERESkhckiERERERERaWGySERERERERFqYLBIREREREZEWJotERERERESkhckiERERERERaWGySERERERERFqYLBIREREREZEWJotERERERESkhckiERERERERaWGySERERERERFr0GjsAIiKqHyFETwAGjR3Hs2Tt2rUGarUao0aN8t2xY8ftxo7nWSKTyS42dgxERI9CCGEJoFNjtZ+amtriwIED0NHR0RNC9GmsOP6/XJlMFv+0G5U97QaJiOjxCCEyANg2dhzUZOjIZDLR2EEQEdWXEGICgG8bO45nxHcymWzC026U01CJiIiIiIhIC5NFIiIiIiIi0sJkkYjoX2LSpEno3LlzY4fxVF2+fBkqlaqxw2gwXbt2xbhx4xo7DCIiIgBMFomIqInas2cPfH19cffu3cYOhYiI6F+JySIRETVJ/6YRRSIi+ve6du1aY4fwyJgsEhE1Ufv374erqyuaN28OHx8fyOVyjfOlpaVYuHAh7OzsYGhoiO7du+PIkSMaZdLS0jB58mRYWVnByMgIvr6+OHDgAABg8eLFMDIy0igfHh4OmUyGU6dOAQBGjhyJDz74ALNnz4aZmRlatGiBUaNG4dy5cxg4cCCaN2+O9u3bY+/evRr1pKSkYPTo0TA1NYWVlRUGDx6M8PBw6fzIkSOxYMECLF68GNbW1jA3N8fEiRNRUFAAoGJUccaMGQAAS0tLyGQy7NmzBwDw008/wd3dHc2bN4ebmxs2b95c7769evUqzp49+9DlVSoVWrVqhYkTJ2ocP3fuHGQyGU6cOIEbN27g9ddfh5WVFQwNDeHu7o59+/bVWu+ZM2cgk8nw559/ahw3MTHBBx98IH2uqz+JiJqqL7/8En5+ftixYwfatm0r/aw6c+YMpkyZAnNzc1hbW2P+/PkoLy/XuHbr1q1wcXFBs2bN4OrqipUrV0p/aCwqKkJQUBBatWqFVq1aYeTIkUhNTQUAfPbZZ7C3t4eJiQn69OmDsLAwAHio7/GsrCy88sorUlyTJk2Cu7s74uLiHjsuIiKiOgkhMvbt2ycAiP79+4udO3eKRYsWCV1dXdGpUydRKSgoSOjp6Ylly5aJgwcPihEjRgiZTCbOnz8vhBAiMzNT2NjYCCsrK/H555+LPXv2iKlTp4p169YJIYRYtGiRMDQ0FFVduXJFABAnT54UQggxYsQIAUDMmjVLREREiJUrVwoAQl9fX2zevFlcvnxZjB49Wujq6gqlUimEECIrK0vY2NiIvn37iq+++krs2rVL9OvXTxgZGYnY2FipXl1dXTFhwgRx+fJlsWfPHmFgYCDee+89IYQQ2dnZYv78+QKAOH78uLhw4YLIzs4WhYWFolmzZsLb21vs3btXLFiwQHz44Yeivs6fPy+aNWsm/P39xW+//fZQ17z77ruiefPmorCwUDo2depU4ejoKMrLy0VycrLo3LmzWLp0qdiwYYPw9/cXMplMXL58WSrv5uYmxo4dK30+ffq0ACAuXbqk0ZaxsbFYsGDBw/Ynt8kioiZJCDFh/fr10s+7P/74Q3z//ffC1NRUABDTp08X4eHhYsWKFQKA2Llzp/Q9uXz5cmFqaioWLVok9u3bJ5YuXSpMTU3F5MmThRBCLF68WMhkMvHRRx+JnTt3ij59+ohbt26JM2fOCABi4sSJ4j//+Y+YMGGCOHLkiBBC1Pk9XlZWJnr06CHs7OzEt99+K9auXSv09fXFiy+++NhxCSFq/+siERERABQVFWVYWlqKvn37irKyMukH0NixY6VkUalUCgBiyZIl0nm1Wi2cnZ1F//79hRBCvPXWW0JPT09K4qp72GSxS5cuGmUcHR3FmDFjpM9paWkCgNi2bZsQQoiZM2eK7t27i9LSUqnM/fv3hYODg5g9e7ZUr6urq1Cr1VKZ4cOHC3d3d+nz1q1bBQCRm5srHUtMTBQAxOrVq2u8p/rIyckRixYtEubm5qJfv37i3LlztZaXy+UCgPj666+FEEIUFxcLMzMz8fHHH0tlqt7P3bt3RbNmzcTChQulY4+SLD5EfzJZJKImSVRJFnNycqTvuNdff11YWlpqfKe2b99ejBs3TgghREZGhtDX1xeHDh3S+O7ctm2bACBu374tJk2aJExMTMT9+/c1yuzcuVMAEH/88UeN3/W1fY///vvvAoA4cOCAVObNN98Uurq6QqVSPVZcopGSRU5DJSJqYi5evGiQm5uLd999F7q6utJxPT096f/PnTsHABg9erR0TCaTYdCgQdL0xJMnTyIgIACdOnV6rHiaNWum8dnIyAiGhobS57Zt2wIAbt26BaBimmhMTAxMTExgZGQEIyMjmJqaIj09HTdu3JCua968OWSy/8tzHB0dkZmZWWss7du3x/PPP4+PP/4YmzZtQklJSa3lVSoVUlJSpP+qTmGytLTEqlWrkJaWhgEDBqB///7YsWPHA+tydXVFnz59pCm3R48eRVFREaZOnSqViYqKwogRI2BnZ4eOHTuivLwcN2/erDXGujxsfxIRNWVVf9YYGRnBwMBA42dE27ZtpZ8zp0+fRmlpKSZOnCh9LxoZGWHWrFkAKqaTTpw4EUVFRRgyZAhiYmKkeoYOHQoLCwtMmjQJJ06c0Iqjtu/x9PR0AICzs7NU3sXFBeXl5SgsLHysuBoLk0UioiYmNTVVFwCcnJweWCY/Px8AYGVlpXHcwsIChYWFKCwsRHZ2Nuzt7Z9gpBUqf5gLIQAAN2/exMsvv4zIyEiN/+RyOUJCQh5Yj4GBAcrKyups6+TJk3j99dcxf/58dOzYEefPn39g+T///BNOTk7Sf7m5uRrnCwoKsHnzZmzevBn9+vVD7969a21/+vTp+PXXX5GVlYX//Oc/GDVqFKytrQEAv/76K3r27ImSkhLs2rULhw4dgoWFhdY7NvX1qP1JRPRvIpPJNH7OAMDx48c1vhejo6OhUCjg6uqKwYMH48SJE7h58ya6deuGN998E6WlpWjTpg3++OMPdOrUCS+//DL69OmDjIwMAHV/j1cmiRcvXpTi+uuvv2BnZ4fWrVs/VlyNRa/uIkRE9CyxtLRUA0BOTs4Dy1SO5uXl5cHW1lY6np2dDQMDAzRv3hwtW7asdVSr6l9sG5K5uTlu3brVYHtCVv5yUKlFixYICQnB/PnzMWLECIwYMQLp6ekwMTHRurZr1644fPiwRmwA8M8//2DNmjUICQmBh4cH9u/fD39//zpjGTNmDObMmYONGzfi559/xi+//CKdW7lyJZydnXH8+HFpFNjY2LjW+h7mGTR0fxIRNXWV3+UAav1uHDx4MAYNGoQNGzZg7ty5aNeuHRYtWoROnTrhp59+wq+//opRo0YhKCgIp0+frvN73MvLCy+++CLef/99pKSkIDc3F0ePHsV3333XIHE1Bo4sEhE1MZ6enqW6urr49ttvH1imZ8+e0NHRwU8//SQdKykpwfHjx9GrVy/o6uoiICAAYWFhSElJ0bi2cvTOysoKJSUluH37tnSuetlH8cILL+CPP/5ARESExvF79+7Vq57KH9DVp6ZWrijn5OSE2bNn459//sH169drrKN169YYOXKk9F/l9NkzZ84gLCwMBw4cwLlz5x4qUQQqpkZNnjwZn3/+OZydndG/f3/p3K1bt9CtWzfpF4ySkhLcvXsXarVaKmNoaKjR35Ujw1Xv8ebNmxrTaxuqP4mI/i0CAgKgo6ODTZs2aRyv+r1Y+T2qo6OD//mf/4GdnR3+/vtvjXMBAQEYNmyYdPxhvsc3btwIFxcXJCQkwNLSEpcuXcKYMWMaJK7GwJFFIqImxsHBQT1lyhTs3LkTxcXFGDJkCLKysnD8+HG0adMGANChQwe8/vrrWLZsGcrKytChQweEhoYiOztbeqdu6dKlOHbsGHr16oXZs2ejTZs2+OWXX2BiYoIdO3bghRdegI6ODubMmYN3330XsbGxWLBgwWPHv3z5cpw4cQKDBg3CvHnzYGVlhVOnTqGsrExra4/aPP/889DT08OcOXMQHByM4uJiTJkyBZ06dcLYsWPh5uaGLVu2oGXLlujQoUO9YnzppZekH+71NW3aNGzYsAHTp0/XON6/f3/s2bMHu3btQqtWrbBu3Trcvn0bsbGxEEJAJpPB09MTu3btwty5c/Hpp5+ic+fOcHR0xKpVq2BtbY3CwkIsXLhQ4xeThupPIqJ/C2dnZ8yePRtffvklhg8fjpEjRyIrKwubN2/GTz/9BE9PT2zcuBFHjx7F5MmTkZmZiYyMDHh7e+PKlSt45ZVX8Pbbb8PExAQnT56Et7c3gLq/x8vLy9GzZ0/Mnz8fzs7OkMlkuH37NgoKCtCiRYvHiouIiOihCCEyiouLxTvvvCMsLCyEmZmZePnll4W/v7/G1hnFxcXi3XffFdbW1sLAwEB4enqK48ePayytFh0dLQYPHiyMjY2Fubm56NWrl9i3b590/ptvvhEdOnQQzZo1E4MGDRJ79uzRWg3Vy8tLo85OnTqJiRMnahwDIFauXCl9VigUYujQoaJ58+bCxMRE9O3bVxw8eFA6X1O98+bNE2ZmZhrHdu3aJdq0aSNatmwpAgICxO3bt8WUKVOEjY2NaN68ufD19RUXLlyovqLcEzdw4EBx+/ZtjWP5+flizJgxonnz5qJt27bio48+EkePHhVt2rQRYWFhQoiKLUFGjx4tWrZsKf755x8hRMUKtD179hTNmjUTHh4e4siRIxqroQpRZ39yNVQiapJEldVQq25LNH36dGFnZ6fxHevv7y8GDBggfVar1WLNmjWiXbt2Ql9fXzg4OIiZM2eK7OxsIYQQP/zwg/D29hbNmzcXNjY2Ys6cOeL+/fsiKipKDB48WJibm4uWLVuKESNGiPT09If+Hn/llVeEgYGBACD9Z25uLuLi4h4rLtFIq6HyBwgRURMjhMgAYFtnQaIKOjKZTNRdjIjo2SKEmADgwe9cPIPKy8ullcqFELh+/To8PDwwd+5cfPTRR49T9XcymWxCgwRZD5yGSkRERERE9JhUKhV8fX3h4OCAvn37wsjICOfPn8e9e/fQvXv3xg7vkTBZJCIiIiIiekwymQyTJ0/Gd999h6VLl8LQ0BDu7u44cOCAxr7HTQmnoRIRNTFCiA8BmD3BJrzRxP6YmJSU1Ku8vNzAycnpkr6+/v3GjqeeLgNQ11nqEclksg+eVN1ERJWEEGYAZjRwtTYAujVwnQ+trKxMPzk5+XkdHZ0yZ2fn3xsrjv8vC0BUA9f5i0wmq3WpVSaLRESkQQhRAMC0seP4L2Imk8kKGjsIIqLHIYRoB6DmfYroWfWOTCYLqa0A91kkIiIiIiIiLUwWiYiIiIiISAuTRSIiIiIiItLCZJGIiIiIiIi0MFkkIqKnatD/Y+/O46Kq9/+Bv84Mq+wEyiLigiKgiAva/ea+lpZm7ktuLC6l1jUr1yzTsq6ZGqmAaJtGkppeu7m0eLPMBTeYYVHcUUQQRZF93r8/kPNjGi1vqSP4ej4ePh7O55zzOe9zpub4ms/nnOnZE4qiQFEUxMfHm7scs3Bzc1PPQbt27ZqYux4ioofdr7/+qn5uBgQE3NU2o0aNQnh4+H2urHoZOHCgeh4XLVrk/2frMywSEdFthYWF4amnnrrtsi5duuCll1760z5efPFFbNy40agtOTkZc+fOxcWLF/Hcc89BRODn5wcbGxt4enqiS5cu2Lx58z05hofBnc7B4sWLYWVlhcWLF2eYqTQionvu3LlzUBQF+/btM1m2fft2+Pj4ICPjjz/29uzZg8GDBxu1JScnw87ODhcvXsSvv/6qtut0OgwePBju7u6wtrZGs2bNYDAY1G2aNPlr38fFxMTgjTfeMGmfNWsWVq5cadQ2bdo0REX94UNFHxrR0dHYu3cvACAgIODqn63PsEhERLd15MgRhISE3HZZr1698Pjjj//h9pmZmYiKikKzZs3Utry8PFy8eBHt2rWDh4cHLC0tcfz4cWRkZODLL7/Ehg0b0KxZM/Tv3x/vvvvuPT0ec7jdOQAADw8PZGZmwt/fH+3bty83U3lERPfckSNHoNFo0Lx5c5NlDRo0QJ8+ffDYY4/9YR+ffPIJLCyMf+43OTkZgYGB8PDwgIuLCwDghx9+QGhoKMrLy5GQkICDBw/inXfegUajgcFgQGpq6l8Oi++99x68vb2N2gwGAz777DPodDq17ezZs4iKikJRUdFf2s+9UlhYeFfrubq64vLlywCA1q1b593PmoiIqAYSkfzS0lKxtraW+Ph4+b1GjRoJANm6dauIiOzevVtatWoltra20rx5c0lNTZWzZ8+KtbW1aDQasbOzk1atWomIyH//+18BIKdPn1b7i4+Pl1q1akl5ebnaNnHiRHFycpKysjIREdm0aZMEBweLjY2N+Pv7y5YtW9R1d+zYIaGhoWJtbS0eHh6i1+vl0qVLAkB+++03db3Ro0dLv379RERkzJgxMmrUKOncubPY29tLvXr1JDY2Awce4wAAIABJREFUVvr06SM2NjbSpEkTOXbsmLrtJ598Is2aNRNra2upX7++el7mzJkjzz//vIwdO1YcHR3Fzc1NvvjiCxGRO56DSr169ZJhw4aJiDia+S0nIvrbRKS+iMhbb70lAQEBJteOzz77TABI69atRUSkpKREXnjhBXnsscfE2dlZXn/9dRERmTBhgiiKIjY2NmJnZycJCQkiItK1a1cZM2aM2l9eXp64u7vL6NGjTfYlIpKeni4A5IUXXpAmTZqIo6OjzJ49W11+48YNmTp1qtSuXVtsbW2lcePG8vXXX4uISEBAgAAQOzs7sbe3l0uXLqnXGwDStWtXtZ9Ro0YJAFmwYIHalpmZKSNHjhRXV1exs7OTfv36ybVr10REZMWKFeLr6yu1atWSHj16SGlp6W2voyIiJ0+elH79+om9vb04ODhI27ZtJSUlRUREVq9eLf7+/mJnZycdOnSQJk2aSEFBgYiI7N27V7p27Sq2trby2GOPyYwZM4zOzTvvvCOenp4iIi+Y9T8aIiKqfkQk/9ixYwJA0tLS7ngBPn36tBgMBnF3d5e5c+dKTk6OxMfHqwFvxowZ0rt3b6NtP/74Y7G3txeDwaC2vf7669KuXTuj9TZu3CgAJDs7WxISEsTFxUV27twpRUVFsmDBAnFwcJCCggLZvn272NjYyOLFi+XSpUuSnp4uN2/elJ07d4pGo5EbN26ofbZs2VLmzp0rIiKDBg0SLy8v+eWXX+Ty5cvSsmVL8fLykgMHDkhmZqb4+PjISy+9JCIi//rXv8TBwUE2btwo+fn58s4770j9+vVFRGTatGni7u4u33zzjeTn58uQIUMkKChI3eftzkElb29vefvtt0UYFomoBpBbYfG5556r/CLMiMFgkJEjR6qBb/ny5VK3bl1JTU2VtLQ0+fnnn0VEpKCgQCwsLGT//v1G29euXVvef/999fXixYvF0dFRDWG/t3HjRtFoNLJw4ULJy8uTlStXCgC5fPmyGAwG6dmzp3Tv3l0yMzOlsLBQ6tevLzExMSIisn37drG3tzf6ElNEZNiwYeLr6yt16tQREZFjx46JpaWleHh4yJw5c0REJCcnR3x9fWXAgAFy6tQpycrKEi8vL1m7dq0kJSUJAPn222/l0qVLsnnz5jteRy9duiTe3t4yffp0uXHjhqSmpgoAOX78uGzevFkcHR3ll19+kcLCQuncubP0799fRER++eUXsba2lvnz50tubq7s2bPH5EvaESNGSPfu3UXuIixyGioREZk4cuQI7O3t4efnZ7JMp9PB0dERvr6+EBGUl5fj1KlTsLW1xeDBg6HVagEAv/32G9q1a2e0bXJyMoKCgqAoitG+fj/d9cqVK1AUBXZ2dnjppZcwb948dO/eHdbW1hg2bBiuX7+OU6dO4ZVXXsGkSZPwz3/+E7Vr10bjxo1ha2uLpKQk+Pn5wc7ODgBQXl6OlJQUtGjRAkDFPTUTJ07E//3f/8HNzQ329vYYO3Ys2rRpAy8vL9SvXx+1atXC1atXMXfuXMyaNQv9+/eHwWDA0aNH1Wmlx48fx6hRo9C3b184ODggODgYGs3/v7Te7hwAwLVr15CZmWkyPZWIqLo7cuQIWrZsadKuKAqSkpLU6anl5eW4du0acnNz0aRJE7Rv3x4AcPDgQWi1WvXzGgBycnKQnZ1t9Jm5a9cuPPnkk3B0vP33bTqdDoGBgZgxYwacnZ3xj3/8AwBQUlKC+Ph4/Prrr4iPj4eXlxfKy8tx7tw5tG3bFkDFZ3doaKjR5/m1a9ewefNmLFq0CJcuXcKVK1fw+uuvY/To0QgICEBxcTEAYPHixbhx4wY++eQT1K9fH6mpqbh69SoCAwNRVlYGADh58iTc3d3Rr1+/O15H586dC19fX7z33nuws7PDqVOn4OrqCj8/P8THx2PYsGH4v//7P9jY2KBu3bpqra+88gq6du2K2bNnw8HBAfv374erqys8PT2Nzs3dXn8YFomIyMSRI0dMgk+lpKQk9SKj0Wiwc+dO6PV6NGrUCDt37gRQcV/HwYMHTYKSTqdDUFCQyb6q/qMAALZt24aQkBCkp6fj/Pnz6N69u7qs8l6LyloGDhx42xqr9pmWloaioiK0aNECIoLk5GQEBwffcf2UlBQ0a9YM+/fvx82bN7FkyRK4uLjA09MTBoMBcXFxAIBjx44Z9ZOenq4+pe9O56DyPABgWCSiGqXyi7zb3e9eVlaG1NRUNSy++OKLmDp1Krp3747hw4er9/zt27cPLVu2hJWVlbptcnIyABhdPy5duoQ6dercsZbff86npqbCyckJXl5e+PLLL/Hcc8/B1dUVAHDgwAHY2Nio/e/bt8/ks/vLL79EnTp1MHjwYHh5eWHFihX4+eef8fbbb8PKykqt/6effoKiKKhduzbs7e0RFhaG6OhohIaGIiQkBOvXr8eCBQvQpk0bnDlz5rbXURFBfHy80ZNcKwMsADg4OCA7OxsAsH//fmzYsAH9+/dHcXExfvvtNyQmJsLR0RGOjo5ISEjA9u3b1fNZeS8nwyIREf1ld/pmGKgISFUfXNCqVSvs378f3bt3x8svvwwA0Ov1uH79Olq1amW07e/D4qVLl5CVlWX0D4vNmzdj8+bNmDZtGq5duwYARt+Ifv3112jTpg1sbGwAALVq1TKp8fffmv7666+wt7dHw4YNcerUKdy4cUMNh2fPnsXVq1fVf1RcuHABOTk56mtFUXD27FmcPHkSN27cQHx8PNzd3XH9+nWcOXPG6FwcPXpUfX2nc1BZX61atdCgQYPbnmMiouroyJEjEJHbhsW0tDQUFxern5FarRbz589HYmIiNmzYgH//+98AKoLa7z83k5OT4ejoCB8fH7XNw8MDer3+jrXodDqTLwUr933q1Ck0atRIXfbNN98gJCREnRmzf/9+kxrWrl2LcePGQVEUBAcHY968eZgxYwbq1KkDS0tLdWQRACZOnIicnBxcunQJJ06cwIgRI9RlQ4cORVpaGm7evIn3338fgOl19OrVq7h69apRjVu2bEGbNm0AAAsWLICtrS0CAgLQvXt3zJ4922gf69evx/nz53Ht2jX88ssv6nYAkJGRgaKiIpMvbu+EYZGIiEwcPXoU7u7uSE1NVf9cvHgRgPEFd8uWLdi9ezdycnKQl5enTlut/MYzMTERx48fh4ggKysLOTk5Rheow4cPA6gIZD///DP++c9/YvDgwZg2bRpGjBiBgIAAWFtb47PPPkNpaSm2bduGFStW4N1334Wvry9q166NN998E5mZmThy5Ij6OPXCwkK13kOHDuGNN95AcHAwFEXBsWPH4OTkBF9fXwAV4dfW1haNGzdWX1tbW8Pf3x8hISGwtrbGwoULYTAYoNPpcOLECXU9jUaDwMBAABXfmuv1evXc3O4cVEpOTkZAQMBtR26JiKqrI0eOwM3NDbm5uUbXj9LSUiQlJcHNzQ0eHh4oLi7G4sWLceHCBZw/fx4Gg0ENRtnZ2Thx4gQuXryIzMxMAP//SahVDRs2DN9//z3mzJmDgwcP4ttvv8WAAQMAVHwep6enm4TFytc+Pj5IS0sDAOzduxcrV66Eg4ODuu2VK1dw7NgxXLhwAVevXkVaWhoOHDiAsWPHAgCCg4Ph7e2tfkFadWTx8ccfx7p165CamorCwkLs2rVLrWHFihVITU1FVlYWbt68CT8/v9teR52cnODg4KDWuGTJEhw+fFit0c3NDf7+/jh37hzi4+MxdepUAIC1tTVCQkKwZMkSXL16FdnZ2fjtt9+MzltycjIURbnrsEhERGTk7Nmz1wHI7//MmDFDCgsLRavVyu7du0VEZMqUKeLs7CxOTk4yYMAAuXjxooiI3Lx5U5544gmxsLAQT09PMRgMsmvXLgEg58+fV2+yf+eddwSAaDQacXd3l2eeeUZ27Nhh9ECB9evXS8OGDaVWrVrSrl07o+W7d++WFi1aiLW1tfj6+sp3330nIiKffvqpODs7i7e3twwcOFDatm0rEyZMEJGKJ/W1b99e7WPhwoXSpk0b9fV7770nISEh6uv4+Hjx8/MTa2tradq0qSQnJ4tIxcN6qj7xr/KhQBkZGXc8B5W6detW9Ql+fMANEVV7IlI/LCzM5Nqh0Wjk5s2bMnPmTOnSpYuIiBw5ckQCAwPVp09/8skn6ufjunXrxMHBQWxtbWXp0qUiItK+fXsJDw+X31u6dKk0btxYbGxspH79+upDzHQ6ncn1pmHDhrJy5UoRETl69Kg0b95c6tevL61atZJBgwaJr6+vuu6UKVPEyspKnJycZP/+/fLaa68ZPazs888/l/Xr16uvhw4dKkOGDBERkStXrsiAAQPEyclJXFxc1IelFRQUSOfOnaVWrVri6ekp06dPl7KysjteR9evXy9169aVxo0bS/fu3eWJJ56QUaNGqfv85ZdfZOjQoeLl5SV16tSR/Px89djatWsntra24u3tLZ9//rnROZs/f37VY+XTUImI6H8jIvkmV+R74MMPPxQnJ6f70XW14+HhIe+9917lS4ZFIqr25NbTUO8HFxcXWbJkyf3qvlo7f/68ABCdTndX6w8dOrRq8P3TsGjxZysQERHdC8nJyfDz80NWVhacnJxga2tr7pIeuJycHFy5cgVZWVl8uA0R0V3IzMxEXl4ePDw8cPnyZbi7u5u7JLPS6XT46quvMGTIEFhaWuLDDz9EQEAA/P39/3C7/Px83Lx5E0lJSejTp89d7483SxAR0QOh0+mQmJgIT09P7Nixw9zlPHAigoYNG6oXdIZFIqI/V/n06GHDhqFnz55mrsb8iouL8cMPP6Bt27bo1KkTysrK8OOPP6oP57mT4cOHw9PT83/62QwAUP58FSIiepSISGdUs5kny5cv/6q8vNzlueeeG1yvXr08c9fzP/pJUZQycxdBRPR3iIgNgPbmruNeunjxokN8fPxGjUZzY8qUKf3NXc99kKYoyrk/WoFhkYiIqr3IyMiLADwMBoNHbGzsJXPXQ0RE1V9YWJirVqvNBZAXHR3tau56zIHTUImIiIiIiMgEwyIRERERERGZYFgkIiIiIiIiEwyLREREREREZIJhkYiIiIiIiEwwLBIREREREZEJhkUiIiIiIiIywbBIREREREREJhgWiYiIiIiIyATDIhEREREREZlgWCQiIiIiIiITFuYugIiI6H8RGRkpd1qmKEpWZGQkAEBEoCgKoqOjlQdWHBERUQ3CkUUiIqpuTonIbQOjopjkwsL7Xw4REVHNxLBIRETViqIoryiKUn6HvFh1vWIRiXpAZREREdU4DItERFStrFq1apPBYMj8o3VuBUmDwWB458FURUREVPMwLBIRUXUjGo3mDQAldxpdvDWq+O7q1auvPNjSiIiIag6GRSIiqna8vLw+A3AOgElaFBGIiGJhYbH8wVdGRERUczAsEhFRtTNv3jyDiMwBYLjN6GIxgA9XrFiR9+ArIyIiqjkYFomIqFrSaDQJALJRZXTx1s9lGEpLS3mvIhER0d/EsEhERNVSdHR0qUajeRVA6a2pp7j196i1a9deNXN5RERE1R7DIhERVVuenp7rAJyu2qYoygfmqYaIiKhmYVgkIqJqa968eQYAr6NiRLFERN6Pjo6+aO66iIiIagKGRSIiqta8vb2/URQlS1EUg4gsNnc9RERENYWFuQsgIqoJYmJiEg0GQ7C563hUeXp6Vv71Utu2bc1ZyqOsdPz48bXMXQQREd07DItERPeAVqt17Ny5s4WLi4u5SyF64AwGAzZt2sTZSkRENQzDIhHRPaIoCjQa/nuZHj2Kopi7BCIiug/4rxoiIiIiIiIywbBIREREREREJhgWiYiIiIiIyATDIhEREREREZlgWCQiIiIiIiITDItERERERERkgmGRiIiIiIiITDAsEhERERERkQmGRSIiIiIiIjLBsEhEREREREQmGBaJiIiIiIjIBMMiERE9tJKSkuDq6opZs2bhmWeegY+PD4KDg/H666/j448/xhNPPIG6deuiU6dO2L17NwCgqKgI//jHP+Dq6or4+Hi1r1dffRWurq6YOHGiuQ6HiIioWmFYJCKih96KFSuQn5+Pvn37Ijc3F9HR0Zg9eza8vLzQrVs3JCcn4/nnn0dWVhZsbGwQFRUFrVaLWbNmIScnBzt27EBsbCwaNWqE999/39yHQ0REVC0wLBIR0UOvUaNG2L59O6KiovDqq68CALp3744NGzbgk08+Qb9+/XDjxg3s2bMHANCqVStMmTIFV65cweTJk/Hiiy/CysoKMTExsLe3N+ehEBERVRsMi0RE9NBzc3ODjY0NAMDHxwcA4OHhoS5v0qQJAODSpUtq22uvvYaAgABs374dOTk5mDt3LkJCQh5g1URERNUbwyIREVV7iqIAAEREbbOyssKoUaMAAA4ODurfiYiI6O4wLBIRUY2UlZWl3p94/fp1vPLKK2auiIiIqHphWCQiohqp8p7FKVOmwM/PD1999RU+/fRTc5dFRERUbTAsEhFRjbN69Wrs2rULQUFBmDVrFmJjY2FtbY3XX38dSUlJ5i6PiIioWmBYJCKiGiUjIwNvvPEGtFotli9fDktLSwQHB2PevHkoKirC2LFjkZ+fb+4yiYiIHnqKuQsgIqoJ4uLijnfs2NHP1dXV3KUQPXAigoSEBMP48eO15q6FiOheCQsLc9VqtbkA8qKjox/JCzxHFomIiIiIiMgEwyIRERERERGZYFgkIiIiIiIiEwyLREREREREZIJhkYiIiIiIiEwwLBIREREREZEJhkUiIiIiIiIywbBIREREREREJhgWiYjoodG+fXssW7bsnva5detW+Pj4wGAw3NN+iYiIajqGRSIiuifefvttrFmzxqht9uzZiI2Nvavti4qKkJ6ejhYtWqhtv/32G8aOHWu0Xk5ODpo1a4ZNmzbdVb/Hjh1D8+bNodHwkkdERPS/4JWTiIj+NoPBgPj4eKSmpqpt58+fx+rVq1FcXHxXfeh0OpSVlRmFxfXr18PCwsJoPQcHB/Tq1QuNGjW6q36PHj2KkJCQu1r3XuEoJhER1QQMi0RE9Lft3r0bmZmZSEtLU9sWLlyI4uJiNSxu2rQJdevWNQpSLVq0wIoVKwBUhLr69evD2dkZADBt2jR8/vnn2LZtG3x8fLBlyxZcuHABnp6eWLNmDerXrw8A6NChA2bOnImuXbvCx8cHTz75pFEdx44dMwqgFy9exIQJE9CoUSP4+Phg5MiRyM/Px4EDB+Dq6oqDBw8CAJYtWwYfHx+kpKQAAA4cOIBnn30W3t7e8PPzw/z589U+u3XrhqlTp6J///7w9fXFuXPn7uXpJSIiMguGRSIi+tvWrVsHHx8fdWRRr9fj66+/Rp06ddSwqNfrERgYqE4Hzc/Px7lz59CsWTMAFWGxaqibP38+tFot/v3vf+PcuXPo27cvvLy8sHTpUtSrVw+Ojo4AKsJfTk4OPv/8c/z3v/9FcXExZsyYAQC4cOECsrOz1X6vXLmCJ598EkVFRfjxxx+RmJiIw4cPY9u2bQgNDcWTTz6JpUuXIjExEQsXLsRHH32EgIAA7N+/H3379kX79u2RnJyML774AkuWLMG5c+dgMBiQlpaG1NRUrF69Gnq9Hr6+vg/mxBMREd1HDItERPS35Ofn49tvv8W8efOQnZ2NvLw8vPnmmxg6dCiaNGliFBaDgoLU7fR6PQCobb+fLnrkyBFotVo1TFZKSUlBYGAgAODmzZvIy8vDK6+8Ai8vLzRo0AADBw5Eenq62qednR2aNGkCAIiKikJBQQGioqJQr149HD9+HNeuXYO/vz+Ainssv/vuO4wePRovvPAC+vXrBwCYM2cOOnTogFdeeQX29vZITEyEi4sL6tSpg9OnT+PmzZtYvHgxXF1dYWdnd8/PMRERkTlY/PkqREREd7Zx40a4u7vj2WefxezZsxEXF4fffvsNBw4cwKRJk4zCYteuXdXtdDodvLy84OrqipKSEqSmpiI4OFhdnpiYiObNm8PKyspof3q9Hm3atAEApKamwtra2uj+xby8PLi6ugKomIIaFBSkjmbu2bMHiqLA398fiqKgdu3aWLJkCVq1agUAaNiwITw9PVFaWopZs2YBAIqLi3Hw4EG4ubnB19cXpaWlCA4ORkJCAqysrJCSkgJXV1eTUEtERFTdMSwSEdHfsm7dOowYMQKKoiAwMBCLFi3CjBkzULt2bVhaWqK4uBgFBQU4e/YsAgIC1O3279+vBqzjx4+jpKREHTEEKsJi1WmplfR6PUaNGqX+3d/fH1qtFkDFg2W+++479OzZE0BFIK3aJwCMGzcOL730EgwGg8ko4PTp06HRaJCdnY3vvvsOvXv3VpfFxMQgJCQENjY2RgG2cnotERFRTcNpqERE9JcdP34chw8fxvDhwwFUTCn19PTExIkTAQBWVlYoLi5GSUkJRASXLl0CAGzYsAGbNm1Sw2Jubi4AoLy8XO378uXLOHXqFLKysnDhwgUAwKVLl5CTk6OGs5SUFFhaWiInJwcnTpzApEmTkJ+fj8mTJ6v9Vu2zTZs2SEhIwPHjx1FUVISffvpJXRYXF4ctW7Zgw4YN6N27N9566y2Ul5fD2toazZs3x4oVK5Cfn4/Lly/jwIED6nZVp8USERHVJAyLRET0l61btw5du3aFt7c3gIqw+MYbb8DGxgYAYGlpiaKiIri4uCA8PByTJ09G69atodPpYGlpqd6v2KZNG/To0QODBw9W+x43bhwOHDiA1q1bY+vWrQAqRvGsrKzg5+envi4uLka7du3QrVs3FBcX49tvv4WLiwsAIDIyEt9//z2+/vprABUjh82bN0ffvn0RGhqKnTt3Aqh40umsWbMQFRWFxo0bY/r06UhPT8fnn38OoOJex9zcXLRr1w69evXC6dOn1TpTUlKMRkyJiIhqCsXcBRAR1QRxcXHHO3bs6Fd5rxw9GE2bNkVUVBS6detm7lIeaSKChIQEw/jx47XmroWI6F4JCwtz1Wq1uQDyoqOjH8kLPEcWiYioWsrJyUF2drb6pFMiIiK6txgWiYioWtLr9bC1tUXdunXNXQoREVGNxKehEhFRtdSxY0dkZmaauwwiIqIaiyOLREREREREZIJhkYiIiIiIiEwwLBIREREREZEJhkUiIiIiIiIywbBIREREREREJhgWiYiIiIiIyATDIhEREREREZlgWCQiIiIiIiITDItERERERERkgmGRiIiIiIiITDAsEhERERERkQmGRSIiIiIiIjLBsEhEREREREQmGBaJiIiIiIjIBMMiERERERERmWBYJCIiIiIiIhMMi0RERERERGSCYZGIiIiIiIhMMCwSERERERGRCYZFIiIiIiIiMsGwSERERERERCYYFomIiIiIiMgEwyIRERERERGZYFgkIiIiIiIiEwyLRERUY7Rv3x7Lli0zdxlEREQ1AsMiEREZ2bx5M3r06AFvb28EBgZi4sSJyM7OvuvtX331VWzdutWobdGiRejcufM9rtRYUVER0tPT0aJFizuu07dvX8ycOfO+1gEAWVlZGDlyJDIzM+/7voiIiO4XhkUiIlItWbIEEyZMwJNPPon//Oc/+Ne//oV9+/YhPDz8rra/cOECYmNjERAQYNTeokUL9OzZ836UrNLpdCgrK/vDsNi1a1e0adPmvtYBAD///DMOHToEb2/v+74vIiKi+4VhkYiIAACHDh3CggUL8P7772PatGkIDg5G7969MXfuXOzZswdXrlzB9OnTMW7cOAwZMgS+vr4IDQ3Ftm3bAACZmZlo3bo1NBoNunTpgi5dugAApkyZguHDh6OwsFDd17Zt29ChQwd4eXmhXbt2+O677wAAO3fuRKdOnfDRRx8hKCgIPj4+RiOBBQUFmDlzJvz9/eHt7Y3Q0FB1FPPo0aOoX78+nJ2db3t8rVu3xltvvQU7OzsAwDvvvIOJEydi8uTJ8PX1RePGjZGQkAAAiI+PR7du3TBt2jQ0btwYAQEBWLRokdrX448/jqVLl6qv161bhwYNGgAAEhIS8MILLyA3N9eo/jVr1qBFixaoW7cuBgwYgLKyMgDApEmTEBoaiqKior/61hEREd0XDItERAQAWLFiBfz8/DBixAijdi8vLwDA5cuXcfnyZWRkZGDOnDk4fPgw2rVrh4kTJ6K4uBje3t6YNGkSunXrhnPnzuHHH38EAHz44YfqlFYA2LJlCyZPnoz58+fj1KlTGDJkCMaPH4+bN2/CYDBAr9dDRLB3717Mnj0bK1euRG5uLkQEo0ePRmpqKn766SdkZGSgtLQUV69eBVARFv9oVPGrr74CALWOmzdv4vvvv0fv3r2RnJyMjh074oMPPgAA5Ofn49SpU+jZsycSExPx2muvYdGiRdi3bx+Ki4uRkZGBZs2aqX3rdDoEBQUBAAYOHIiWLVti9uzZOHfuHBYuXIiUlBRMmzYNixcvxuHDhxEWFgYLCwsAgIODA5ycnKDVav/eG0hERHSPMSwSEREAYM+ePejTpw80GuNLw9mzZwEAderUQWZmJsaMGYNmzZrB1dUV4eHhuHHjhnpv3sGDB9G6dWuj7a9fv47MzEwEBgaivLwcM2fOxGuvvYbOnTvD2toaAwYMwPXr13H27FlkZGSgefPmmDx5MhwdHdGyZUsAgEajwaZNm7B//36sXr0anp6eKC8vR2ZmJlq1agWgIiyGhITc8fhSU1Ph4OAAHx8fAMDJkycxZMgQPPXUU3BwcEBQUJB67JmZmejSpQt69eoFR0dHjBkzBg4ODkhPT0daWhrKy8vVcAgAer1eDY+lpaVISkoyOg+Vo4inT5+Gm5sbevfurS5btGgRdu3aBUtLy7t9q4iIiB4IhkUiIgJQMXJYt25dk/YdO3YgKCgITk5OSEtLMwpJeXl5AAAXFxcYDAYcOXLEJCzq9XpotVr4+/tDr9c3FryIAAAgAElEQVTjwoUL6NSpk7o8JycHAPDYY49Br9cb9X/ixAm4u7vDxcUFGzduxNNPPw0XFxcAwOHDh2FjY4OmTZuipKQEqampCA4OvuPx6fV6o3spq44GAkBGRgaaNGkCAEhJSTFaVlJSgoKCAri6ukKv18PNzQ0eHh5GfVeun5SUhNLSUqNRzubNmyM2NhYffPABunbtinPnzt2xTiIioocFwyIREQEAPDw8cOLECaO2Y8eOYdOmTZgwYQLOnDmDGzduoGnTpury//znP2jTpg1cXFyQlpaG69evm0wF1el0aNiwIWxsbJCfn6/uq9LWrVvRsmVLuLu7Q6fTmQS6ymmjZ86cQf369Y323axZM2i1Whw/fhwlJSXqurej1+vV5devX8e5c+eM1k9OTlZfV123cl82NjZ44oknkJqaalTjyZMncfnyZXVkMTExEX5+fuq9kZWee+457Nu3D4WFhVi+fPkd6yQiInpYMCwSEREAYNCgQfj000+xfv16JCUlIS4uDs899xz69euHESNGQK/Xw87ODpcuXcLFixexbNkyrFu3Dm+//TaAipFJoGI6aEZGBkQEgHHwatKkCaytrREfH4/S0lLs2LEDa9aswdy5c1FeXm4yclk1wHl7e6th9sCBA1izZg3s7e0BALm5uQCA8vLyOx5f1Tr0ej00Gg38/f0BVEwTTUtLQ2BgIPLz85GZmYmbN28iLy8PW7duxfTp0zFjxgw4OzujqKgIV65cQWlpKbKzszF16lRotVo1ROfk5CA3NxdnzpzB6dOnAQBxcXFIT09HdnY2bt68qT4M59ChQ2jVqhV27dr1d946IiKi+8LC3AUQEdHD4bXXXkNJSQneeust5Ofno0mTJpg5cybGjBkDoCJgubu7Y+DAgbh8+TJatGiBDRs2oG3btgCA0NBQtGvXDsOGDYObmxt0Op26XdeuXQEA7u7uiIqKwttvv4358+cjMDAQa9euRadOnZCWloaioiKjET2dTodBgwYBAObMmYPx48cjJCQELi4u6NWrFw4dOgQAaNOmDXr06IHBgwdjz549JsdWVFSEkydPqn3rdDr4+fnB2toaAJCenq6OTOr1etjb22PZsmV44YUXUK9ePcyaNQujR48GAIwcORLbt29H06ZN4e/vD09PTzRq1Ai2trYAgP79+2P9+vVo27YtevfujaioKGzevBlz586Fo6MjBg0ahMjISABAcXExcnNzUVBQcO/eSCIiontEMXcBREQ1QVxc3PGOHTv6ubq6mruU+yYsLAy+vr6YO3euuUu5r9asWYP169djx44d5i6l2hARJCQkGMaPH89HuhJRjREWFuaq1WpzAeRFR0fX3Av8H+A0VCIiuit6vR6NGzc2dxn3nV6vVx90Q0RE9ChjWCQioj9VUlKCjIyMRyYsPgrHSURE9Gd4zyIREf0pKysrZGdnm7uMB2Lbtm3mLoGIiOihwJFFIiIiIiIiMsGwSERERERERCYYFomIiIiIiMgEwyIRERERERGZYFgkIiIiIiIiEwyLREREREREZIJhkYiIiIiIiEwwLBIREREREZEJhkUiIiIiIiIywbBIREREREREJhgWiYiIiIiIyATDIhEREREREZlgWCQiIiIiIiITDItERERERERkgmGRiOhvCgsLa2swGGzMXQcRERHRvWRh7gKIiKqj8PDwxzUazUARGagoim9ZWVmhuWsiIiIiupc4skhEdJciIyPbR0ZGLomIiDin0Wj2ApimKIovgD1arfaGueszp/bt22PZsmX3rX+DwYATJ07ct/4B4IMPPoCrqytcXV0xbdq0+7qvh9WYMWPUcxAXFwcAOHXqlJmrIiIic2FYJCK6g3nz5mkiIiI6RURELI+IiMgE8DOAlwB4A9gjIlM0Gk2d6OjoDlqt9pp5qzWfoqIipKeno0WLFvel/7KyMowbNw55eXkAgPj4ePj4+MBgMJisu2jRInTu3PlP+/z000/x7rvvGrWlpKSgc+fOSElJwVtvvQUAmDBhAurWrYsGDRqgc+fOWLFiBYqKiv7+QT0EXn31VWzdutWobcmSJdi+fTsAoGnTpgCAjz76CPv27Xvg9RERkflxGioRURWDBg3SOjk5ddJoNAMzMzOfUxSlDgBIhV8BfFVaWhq/du3aLDOX+tDQ6XQoKyu7b2HxvffeQ6NGjRAaGgoASEpKQkBAADQa0+87W7RogfLy8j/tc9myZZg8ebJRW0pKCrp164Y6deqobf/9738xYcIE9OnTB7/++iveffddfP/990hISPibR2VeFy5cQGxsLCIjI43aXVxckJubCwAICAgAAHTt2hVLlizBl19++cDrJCIi8+LIIhE98gYNGqQNDw/vEREREe3s7HxRo9F8D2AigNoA9gJ4uby8vG5MTMwTMTExS2tiUCwtLYWvry/+/e9/q22HDh2Cu7s7Dh8+jIKCAsycORP+/v7w9vZGaGioOip19OhR1K9fH87OzgCAadOmYdCgQWo/Z8+ehaurK5KSkgAAFy9exIQJE9CoUSP4+Phg5MiRyM/Pv21dZ86cwcqVKzFhwgS1LTk5GcHBwSbrTpkyBcOHD0dhYcXto5mZmRgyZAjq1auH5s2b45tvvgEA/OMf/8DJkycxe/Zs1KtXD5cvX0ZZWRlOnDihjqYBwOXLl5GVlYVevXqhZcuWeOGFF7B06VL88MMPOHz4MAAgNTUVAwYMQN26dREQEIB//etf6vYnT57EiBEjUK9ePfj6+iI+Ph4A8Pjjj2Pp0qXqeuvWrUODBg0AAC+++CImTZqEvn37ol69eggODsZnn32GoUOHwsvLC23btoVer1e3PXDgAJ599ll4e3vDz88P8+fPBwDs3LkTnTp1wkcffYSgoCD4+Phg5syZ6nlp3bo1NBoNunTpgi5duhidx9TUVHh4eMDFxQUA4OHhgZ9//hmlpaW3fY+IiKjmYlgkokdS586dLSIiIp6KiIhY7ezsnK3RaHYoihKhKIo7gH0iMq28vLxudHT0/0VHR38YFxd3wdw1/5kjR46gV69eCAoK+p/vH7S0tETnzp2xe/dutW3OnDkYPXo0QkJCMHr0aKSmpuKnn35CRkYGSktLcfXqVQAVYbHqqKJer0ezZs3U1zqdDpaWlvD398eVK1fw5JNPoqioCD/++CMSExNx+PBhbNu27bZ1rVixAl27doW7u7valpycjObNm5us++GHH8Lb2xuBgYEAgFmzZgEA9u/fj5UrV6JVq1YAgAULFsDe3h5nzpzB2bNn4e7ujoyMDJSUlBiFxWPHjkGj0aj9AVCnuJ45cwanT59G79690b17dxw/fhzR0dF49913sXfvXmRlZaF3795wdnbG7t27kZiYiA4dOqC4uBgZGRkm5ycoKAgAUFBQgN27d2P27Nk4fPgwXF1d8e677+K1115DYmIiCgsL8cUXX6jH1bdvX7Rv3x7Jycn44osvsGTJEpw7dw4GgwF6vR4igr1792L27NlYuXIlcnNz4e3tjUmTJqFbt244d+4cfvzxR6PzmJKSYnQeDAYDCgsLkZ2dfdv3iIiIai5OQyWiR8agQYOsnJ2deyqKMlBE+imK4ly5TET2K4rylcFgiI+NjT1vzjr/qpiYGBw4cAAAsHDhQowdOxYODg53vX337t2xfPlyAMDWrVtx/PhxfPHFF9i0aRP279+Po0ePwsXFBQUFBcjMzFTD19GjR9G/f3+1n5SUFISHh6uvdTodGjduDCsrK0RFRaGgoABRUVGws7PDL7/8gmvXrsHf39+kHoPBgI0bN2L69OlqW2ZmJq5cuXLbsHj9+nVkZmaq4a68vBxZWVkoLy/HE088oa538OBBtGzZ0mgaa0pKChRFMaojOTkZjRo1gp2dndpWed+ko6Mj3n77bbRv3x4TJ04EAHTo0AFeXl7Q6XT45ptv4OXlhY8++giKoqjbHzt2DOXl5Wo4BIzDdWZmJsaOHYu2bdsCAOzs7NCjRw+0bNkSAFCvXj3Y2toCqAjzHTp0wCuvvILS0lIkJibCxcUFderUwdatW9G8eXN1qm3l9pXHfPDgQaNzUlVqairat2+vvr58+TIAoLi4+LbrExFRzcWRRSKq0SZPnmwdHh7eLyIi4nMXF5fLiqJsBTD6VlA8COBVg8HgExMT0y46OnpxdQ2Kvyci//M2PXr0QEZGBk6dOoU333wTb775JpydnbFx40Y8/fTT6rTEw4cPw8bGBk2bNkVJSQlSU1PVaaHnz59Hfn6+URjS6XRqGNqzZ48aynx8fDBlyhQsWbJEDZ5V6fV65OTkqEEHqLhfUavVGo32VV1fq9WqgW/JkiVo2LAhQkND1RAMAImJiWjdurXRtmlpafD19UWtWrWM9lX1OABgx44d0Gq1aNmyJXbt2oVOnTqpy0QEV65cgZubG3bv3o1nnnnGKChW1ujm5gYPDw+jtqCgIIgIUlNTTYJk1dfp6ekICAhAcXExDh48iKNHj8LX1xe+vr7YsmULEhISYGVlZbLdiRMn4O7uDhcXFxgMBhw5csTkHAAVAf348eNGI4unT5+GRqMxupeTiIgeDRxZJKIaZ8yYMTaWlpZ9AAwsLi5+WqPR2FcuE5FERVG+AvBldHT0WfNVee9FRETgxIkTOH/+PMaPH/8/jSoCFfemNW/eHJGRkahduzaGDh0KoGLK5TPPPKOu95///AfNmjWDVqtFamoqSkpK1PCWmpoKS0tLNG7cGEBFgDp48CDGjx+vbj9u3Di89NJLMBgMRqN2v5eRkQGgYjStUlJSEho3bgwbGxuT9XU6HRo2bKguc3Nzw5o1a/DZZ59h6tSpGD58OB577DEcOnQIw4YNM9r291MvK/dVeQ6AitD0/vvvY/jw4XByckJBQYFRgPr+++9RXl6Ojh07Yvbs2eoIYFWpqanqg2OAivsaL1++jGbNmuHMmTO4ceOGGqzPnz+Pa9euqaHv4sWLyM3NNQqBMTExCAkJgY2NDaysrIzORdX7RnU6nfoepaWl4fr167d9INGpU6dQVFRkdC7279+PoKCgP3yvblEiIyNnAVgVHR2d82crExHRw49hkYhqhMjIyFoi8rSiKAMB9AFQq8riwwC+ArAuJiamRgXEqkJCQtSfPfirevTogaVLl+Knn35SR8W8vb3V3zg8cOAA1qxZo05hrHxyZuUTSAsLC2EwGJCdnQ1XV1e8+eabyMzMVANOmzZtkJCQgD59+sDb2xsHDhy4409dVPbp5OSktiUnJ8PHxwfp6elqm6WlJRo0aAC9Xm8UiI4ePYpu3brh4sWLeOyxx+Dk5ISysjLk5eVBr9ejXbt2qFWrFpycnJCSkoI+ffqofd68eRMZGRmws7PD4cOHsXfvXixZsgSBgYF45513oNFoEBQUhE2bNqFbt244c+YMZsyYgZdffhmurq5o3bo14uLi0KlTJ9SqVQt6vR5PPfUUioqKcOXKFZSWliIvLw9Tp06FVqtF06ZN8cMPP8DR0RE+Pj4AKgKera0tGjVqBKBilNHa2hp+fn6wsLBA8+bNsWLFCrz//vu4fv06Lly4gNDQUJSXlyMtLc0oVCYnJ6shtHJaaeWDiRo2bKi+15XTcSvDoojgt99+U6fa/gkFwNsA5kRGRn4pIh/GxMQcuZsNiYjo4cSwSETV1qRJk+xLSkqeURRlEIAnFUVRh3JE5AiAr7Ra7fqVK1eeNluR1UzPnj1RWFhoNM1zzpw5GD9+PEJCQuDi4oJevXrh0KFDACrCX48ePTB48GDs2bMHXbt2RWhoKNq1a4d69eqhY8eOAKAGl+nTpyMzMxN9+/aFRqPBsGHD7hgWPT09odVqYW1trbYlJyfj1KlT2Llzp9oWGhqK7du3Q6/Xo2vXrgAqHvYzf/58/POf/0SzZs2wfv16WFhUXPIiIiKwbNkyREdHY+PGjQgKCsLJkyeNRvx0Oh0MBgNef/11ODg4IDAwELNnz8bIkSOh1WoBAMuXL8fLL78MPz8/eHl5ISIiQv0pioULF2Lq1Kno2bMnbGxsMGnSJDz11FMYOXIktm/fjqZNm8Lf3x+enp5o1KgRbG1tjcIuUBEOmzZtqt5nqNfr0aRJE/U4oqKi8PLLL6Ndu3ZwcXHBG2+8gdDQUJw4cQJFRUVGfVUdaax8f4YNGwY3NzfodDp1vdTUVNStW1cdld63bx+Ki4sxevToP/rPppIAiAEwEhVTvUdHRkbuFZFliqJ8HR0dzcepEhFVM8qfr0JE9PAYMWKEY61atfoBGKgoSi8AapIQkWNVpphmPMi64uLijnfs2NHP1dX1Qe62RispKUHjxo1x9OhR9Wc57ofk5GR07NgRu3fvvu2Dcx4l4eHhuH79uvozH2PHjkWHDh0wbty4P9xORJCQkGAYP368dsyYMc6WlpbhACYpitLg1ioXRWSlVqtduXLlSj5WlYiqhbCwMFetVpsLIC86OvqRvMBzZJGIHnq3AuJAAAMURen9u8XJIhKvKMr6mJiYBxoQ6f6ysrJCREQE9u7di6eeeuq+7ady6qWTkxPy8/Ph6Oh43/b1sMrPz0dhYSH0ej169uwJAPj2229hb2//p0Hx99auXXsVwL/mzZv3QWZm5tOKokwB0E1RlDfLy8tnRUZGfiUiizlFlYjo4cewSEQPpREjRjja2dn1BzBIRHooiqI+vUNEdAC+0mg061etWnXcfFXS/TZ9+nQkJibe132kpqZCRBASEoKJEydiwYIF93V/D6PIyEjs2LEDADB16lQAwLVr17B06dK/3Oe8efMMALYA2DJu3Dh/CwuLqQBGARipKMrIiIiI/RqNZrmIxHOKKhHRw4nTUInoofFHI4gickJRlPWKonz2MAZETkOlR1nVaah/tN6tL4HCALwAoNGtbS8BWKXVaqM4RZWIHiachsqRRSIys0mTJtmXlpb2BzAYQM/fjSCmANhgMBg2rF69OtlsRRLRPfHFF1/kA1gC4MPIyMjeIjIZFf/fzzUYDDMiIiISNBrN8lWrVu01c6lERASGRSIyg8qAqCjKoLKysp6KolhXWZwKYEN5eflXDIhENZZER0dvA7Bt/PjxjQ0GwxRUPEF1mIgMi4iISFQUZXleXt76DRs2lJi7WCKiRxXDIhE9EM8//7ydtbV1X0VRhpSVlT15u4AIYEN0dHSSmUokIjO4Na188rhx42ZqtdoxAF5UFKU1gLXOzs7vh4eHR5eVlX20du3aLLMWSkT0CGJYJKL7ZsyYMTZWVlbPiMiQW/cg2lZZnCYiGxRF+YoBkYji4uKuA1gO4KPx48f3MhgMkwE8pdFoZllZWb0WGRm5CcCy6OjoPeatlIjo0cGwSET31KBBg6xcXFx6i8gQAM8AsFMU9VlaaSKyQUQ2xMbGHjNflUT0EJNVq1Z9B+C7cePGNdRqtVMURRkLYBCAQREREUcALLexsfli+fLlxeYtlYioZmNYJKK/LTIy0lJEeimKMgRAXwCOVQLiSQBfiUg8f1eNiP4XcXFxJwG89Pzzz8+ysbEZrSjKZEVRQgCsLi4ufi8iIiK2vLx8WVxc3AVz10pEVBMxLBLRXzJo0CCtq6trDxEZLCL9FUVxrlwmIucBfGUwGOJXr16934xlElEN8NlnnxUA+BjAx+Hh4T00Gs1UAH0URXnNwsLitcjIyM2KoixZtWrVf81cKhFRjcKwSET/CyU8PLyToihDFUUZKCKPAcCtUcQsEUlQFCU+JiaG9xQR0X0RGxu7E8DOsLAwX61WO1lEwhRFeVZEno2IiDgmIsvKysq+WLt2bZG5ayUiqu4YFonoT4WFhbXVarXDRGSwoiheVRblAvjaYDDE161b96d58+YZzFUjET1aVq9efQbAK4MGDZrj7OxcOUU1WFGUWEtLy/ciIiJiysrKotasWXPO3LUSEVVXDItEdFvh4eEBGo1mJIAhABoBFSOIInIdwGYR+fLEiRM7fvrppzKzFvoQiIiIGFFeXm5n7jqIHkUbNmwoBLASwMrx48d3MxgMUxRFeRrAaxYWFq9ERkZ+IyLLYmJidpu5VCKiaodhkYhU4eHhDTQazXAAQwE0q7KoUES2AfiytLR0G6d3VRg/fnygwWCIVhTlibKyskc+NBOZ26pVq74H8H3lFFUAYQCeUxTlucjIyCQAy0pKSj7nZxgR0d1hWCR6xI0ZM8bD0tJyOIChiqKEVllUKiI7AXxpaWm56eOPP75hphIfOpGRkU4AFhgMhgmKomhF5IqFhUU5AHdz10ZEt5+iCqA5gBhLS8tFERERsWVlZR9xiioR0R9jWCR6BI0bN85Bo9EM1mg0IwB0AqC5tcggIv9VFGW9VqvdsGLFijwzlvnQmTdvnubChQsRABYAeExRFAOAFQaDYbZWq90HhkWih8ofTFF91cLCYlpERMQWEVkWGxv7k3krJSJ6ODEsEj0iBg0aZOXq6vq0iIwA0AeAdZXF+wB8WVJS8uXatWuzzFPhwy0sLKxtZmZmnKIoQbea9imKMm7VqlV6AHjiiSfMWB0R/ZnbTVFVFKW/oij9IyIijgFYcvXq1XUbNmwoMXOpREQPDYZFoppNCQ8P76TRaEaIyEARqfpbiOmKonxeXl7+6a0pW3QbkZGRniLyvqIoI241ZRoMhumxsbHrzVoYEf0lVaeouri4jAIwRVGUYABrXFxcFkVGRn5cWlr68Zo1ay6buVQiIrNjWCSqgW791MVAERmmKEpdQH2S6SUAXwL4IiYm5oB5q3y4RUZGWgKYBmCWoij2AIpF5ANFUd6OjY29aebyiOhvujVFdRWAVeHh4T0URXkZwJOKosyztLScERkZuQ7Akujo6CTzVkpEZD4Mi0Q1xK2pVaNEZKSiKE0ANSAWKIqySUQ+v3r16q4NGzaUm7vWh11kZGQfEflQURQ/ABCRf5f/P/buPCyqsv0D+Pc+M6yigiRq7kvimkuvuVSmpma9lWhuvxRlm4OYa2qWS1GpZZZlmsLMgLiXVNqbW6amr5VlmwuaZq+7AiqIiawz5/79wTCJ+8ph4P5cFxczzzlz5jsHOMw9z3OeY7ePio+PP6R3NiHE3We1Wr8B8E1YWFigwWAYTUSDAYQCCDWZTJsBfGCxWNYAYF2DCiFEMZNiUQgXFhUV5Wez2f6PiAYBaA8UFIgAwMzriGhJRkbGSscn6OIGHJcOsQB4wrEfD2maZrJarZt1jiaEKAbx8fEHAERFRUVNtNvtkQCGE1EXAF1UVT0IYDaABWazWUYXCCHKBCkWhXAxI0aM8MjOzn6WiAbZbLaniMgdAJiZieh7AEsAfGKxWM7rm9R1qKrqzcyvEdEER1MWgNfMZvP7euYSQujDMRP0O506dXqvYcOG/QCMAfAvAHOZeaqqqhZN0z6yWq0n9E0qhBD3lhSLQrgGMplMHQEE5+bm9lEUpeIlyw4AWKppmkxUcxsiIiL6AJhFRDWZmQEsMRgM42JiYk7f6rbOnj2LnBy51rcoewr+dEqfLVu22LZs2bIMwLLw8PBHFEUZAyAIwHhFUcaYTKYvmPkDq9X6o85RhRDinpBiUYgSzHEeYjgzDyai2oXtzHwGwCeapi2Ji4vboWNEl2UymRoCmO8YYgZm3qtpWtjt7k+73b7ujz/+aH5XQ4pSi5kNWVlZjTVNK+/j47ODiFz+XGKDwXBR7wz3Ulxc3PcAvg8PD6+tKMpIIoogon5E1M9kMv2IgktvfC7nhQshShPSO4AQoqjg4OBynp6e/QGEENFjlyzKZuYviWjJuXPn1ssbkttzyZDTlwC4MXMGEb1+//33z42Ojtb0zifKDpPJtImIujBznMViidA7j7g1w4YN88nPzw8nopEA6jmajwH40Gg0WubNm5epYzwhxF0QHh5eyWAwpAE4ZzabK+mdRw9SLApRMlBERERnIgohoucBeDvaNWbeoijKEoPBkChvPu6MyWTqB+B9IqrhGHK6kIjGm83ms3pnE2VPWFjY/Uaj8Q8AFTRNe0ImUnJZpKpqTxSc19jR0XaemWPtdvvs+Pj4UzpmE0LcASkWpVgUQlfXGWb6FxElKIqSEBMTc1LPjKWByWRqSEQWON7IMfNeIhpsNpt/0zmaKOMiIyNDmTmemU9lZWU1Xrp06d96ZxK3Lzw8vJWiKC8D6EtEBgD5zLxcUZQZsbGx+/TOJ4S4NVIsSrEoRLG71jBTZr4AIJGZE6xW6zb9EpYeI0aM8MjJyXmdiMYBcANwjpknV69ePUaGnIqSwmQyrSWipwAsNJvNIXrnEXcuIiKiBhGNI6JwAD6O5g2apr3nuKajEMIFSLEoxaIQxSYyMrIjM4cxc38i8ixsZ+atzByvKMpncu2uu0dV1c4A4gHUAQBmXpSbm/vSokWL0nQNJsRlhg4dGqBp2kEAFZj5aYvFsk7vTOLuUFW1IoAoACMBVHM072Lm9w8ePLh8y5YtNv3SCSFuRIpFKRaFuKdUVb0PQJjjK7CwnZmPAlioaVq8XO7i7goNDa1sNBo/IqIBjqb/EVFwbGzsdl2DCXEdJpMpmIgWATh98eLFB2Q4aumiqqobMw8EMI6ImjqaTwKYffHixVj5eQtRMkmxKMWiEPeEyWR6hohCAfS+tJ2ZlyqKsiA2NnaTTtFKMzKZTJEA3iYiX2bOIaLp586dm5GYmJindzghbuSS4ahLzGZzsN55xL1hMpmeIqLxADoDzlMQLHa7/X2ZDEeIkkWKRSkWhbhrwsPDaxORSVGUEADVC9uZeTcRxeXl5S1KSEjI0C9h6RUREdGYiBKI6GEAYObNjmsmSq+tcBkhISFV3dzc/iAiX03TOlut1i16ZxL3jmMynPFE1BcF1722AVgB4B2z2bxH33RCCECKRUCKRSHuSN++fd0rVqz4PBFFAOhMRIV/U38D+ISZrRaL5WcdI5Zqjv3/mqIoE1DwZitF07SXrFbrcr2zCXE7VFVVAcQy8+GMjIymiYmJ2XpnEvdWREREDQzVoFwAACAASURBVEVRxgKIgGMyHGb+hpmnywcGQuhLikUpFoW4LWFhYfUMBsOLKJjR9NKDx3fMHJeRkfGpvMm7tyIiIh5SFGU5gAcAgJnjiegls9l8XudoQtwRVVV/ANCemd+1WCwT9M4jioeqqhWZeSgRjYJjMhxm/hHA2xaL5T/6phOibJJiUYpFIW5ap06djA888EBvAJEo2ot4mpkXaZoWGxcX95eOEcuEvn37evn5+U1HweyCCjMfJaJBZrP5O72zCXE3hIWFBRqNxiRmJk3TWsbFxSXpnUkUH1VV3QAMAfAy/vkwbK+iKO+kp6cvT0xMtOsaUIgyRIpFKRaFuKHQ0NCaRqMxCkAYEVUBAGZmAN8SUcyff/65UqY/Lx6qqj7KzEuIqDYADcDcc+fOvSK9uKK0iYiImKooyiRm/tVisbQBwHpnEsUrOjpaOXnyZB8ArxJRS0fzEWaemZ+fH5+QkJCjZz4hygIpFqVYFOKq+vbta/D19f03gKFE9CQAxbEoDUCCzWabFx8ff0i/hGWLozdxJjMPc/ToHtQ07f+sVuuvemcT4l4YMWKER05Ozh9EVBfAGLPZ/KHemYR+IiMjezDzqwA6AgAzpxLRhzab7eP4+PgLOscTotSSYlGKRSGKGDp0aIDdbh8KwERENS5Z9B0Rxaanp6+QyzAUL1VVWwP4HEAdADZN02acP3/+Tfk5iNIuIiKik6Io3wLI1jStodVqPaF3JqGviIiIdkQ0iYiecTSdZ+Z5NpvtgwULFpzRNZwQpZAUi1IsCgEAiIyM7MjMwwH0QsGsmkDBP+HFdrt9bnx8/AEd45VJjvN23mTm8URkAHCQmftZLJademcToriYTKaFRDSYmT+zWCx99c4jSobIyMgmzDyJmfs7jo/ZzBxHRDPNZvMxvfMJUVpIsSjFoijDQkJCPI1G40BFUUYAaFHYzsw/A4jJyMhYLufC6SMyMrKJpmkriKip4/zQj/Pz88fLOTqirBk8eLC/h4fHX45rL7a3Wq0/6p1JlBwRERF1iehlIgoF4AHAxsyLiOgNKRqFuHNSLEqxKMogx4Q1w4koHIC/ozmXmVcAmCU9V/pSVXUigGmOuymapg22Wq3f6JlJCD2pqhoFYB6A381mc2u984iSJyIiooqiKK+gYLZuL2a2E9ESTdPesFqth/XOJ4SrkmJRikVRhkRERHRRFGUEMz/rGLYDZj5FRDEA5pvN5rM6RyzTVFW9j5k/I6LHHU1fAQiW6yaKss4x4dY+ImoIIMRsNi/UO5MomUJDQysbjcaXAUQRUTlH0bjcbre/IZd2EuLWSbEoxaIo5fr27evl6+s7hIheBNCssJ2Zvwcw9+DBg5/JZS/0FxkZ2dEx7LQKM+cQ0Qiz2WzVO5cQJUVERERPRVFWMfMZIqpjNpuz9M4kSi7HG9zxzPwiEZUHoDHzCrvdHi3n4Atx86RYlGJRlFIhISFV3d3dR6FgSI4fADBzDoBPiGiW2Wzeo2tAUYhUVX2Vmd8snMQGwHNms3m/3sGEKGlMJtP3RNQBwFtms/k1vfOIki8kJMTXzc1tLBGNBFCBmZmIPiOi6NjY2H165xOipJNiUYpFUco4JkaZAGAAEbk7mo8z83xN02Lj4uLS9cwn/hEVFeVns9lWEFFXR9MyACbpMRHi6hyXkfkVQK7NZqsXHx9/Su9MwjWoqloRwGhmHk1Evo6icSWAaPnwVIhrk2JRikVRSkRGRvbQNG3sJYUHAPzCzO9nZGQkJiYm2nULJ65gMpnaON6oVHcMOx1lNpvNeucSoqRTVfUTAP2ZOc5isUTonUe4lrCwsPJGo3EkgDEA/B2zTX9ht9snyfBUIa4kxaIUi8KF9e3b193X13cQgJeIqCkAOP7xfYWCWU236hpQXJXJZBpHRG8DMDLzYU3TnouLi0vSO5cQrmDo0KF1NE37EwX/v+vL5RHE7QgODi7n6ek5HMBYIqoMQAOwGMBr8jslxD+kWJRiUbggx/DFFwEMJ6IqjuZsZl6oadr7MuNbyTRw4MAK3t7enxDRUwDAzJ+5ubmFzps3L1PvbEK4EpPJNIuIxgBYYDabw/TOI1yXqqreKBieOp6IfAHkM7PFYDC8ERMTc1rvfELoTYpFKRaFC1FVtRqAlwGoALwdzaeZ+WOj0Thn/vz55/RLJ64nIiKirqIoGwHUY+Y8IhprNpvn6p1LCFcUGhpa2c3N7SgAN0jvogDAzH4AZt7u4/Py8tyPHDny4NmzZ5tqmmZUFMXm7++/r27durvd3d1z72JUUTJ8SkRy/eKbIMUiYNQ7gBA3oqpqLQCTmDmkcNIaZv6DiGadO3duUWJiYp7OEcV1hIeHP6IoylcomJX2GICeZrN5p86xhHBZCxYsOGMymaxENALAmwBCdI4k9OcDIPx2H+zu7o6GDRuiYcOGhU1GAA86vkTpsxeAFIvipkixKEqssLCwQKPROJmZ/4+IDEQEZt7BzNOtVuuXeucTNxYZGdmfmRejoAfkp7y8vB4JCQkZeucSwtXZ7fZ3jEZjFIDg8PDwqTL8XgghxL2g6B1AiMuFh4e3MplMXxgMhj8ADCIiAzNv0TStu8ViaSuFomtQVTWamT9BQaH4BYDHpFAU4u6Ij48/xcxLACiKokzRO48oHZo1a4YBAwboHeOuGDRoEBo1aqR3jGK1Y8cO5OTk6B1DlDLSsyhKjPDw8FaKorxJRM8UtjHzWmZ+y2q1/qhnNnHzOnXqZHzggQcWAxgAAJqmTbNarZN1jiVEafQ2Mw8hokEREREvW63WVL0DCSH0kZCQgNDQUJw5cwaenp56xxGliBSLQneqqjZHwXk3QY4mDcDnAN6yWCxysWAXEhIS4uvu7v4VgEcB5BNRsNVq/VTvXEKURhaL5U+TyfQFgOeJaBSAiXpnEkLoQ3oUxb0iw1CFbiIjI5uYTKZEZt4FIIgLrLDZbE3MZnM/s9kshaILiYiIqOvu7v4rCgrF83a7vXNsbKwUikLcQ5qmRTtuRo4YMcJDzyxCP8nJyYq/vz8GDhxYpH3r1q0gIqxZswYnTpzAkCFDEBAQAA8PDzRv3hzLli277nY3btwIIsKPPxYd3OPj44NXXnnFeX/Lli1o164dvLy8ULt2bYSFhSE5OfmWX8eFCxewYMEC2Gy2W37sp59+isaNG8Pb2xtt2rTBvn37iizPz8/HxIkTUb16dXh4eKBly5ZYtWpVkXWOHTuG4OBgBAQEwNPTE23btsWKFSsAAJMnT76ix+6XX34BEWH9+vUAgKCgILzyyisYOXIkKlasiAoVKqBXr17YunUrunXrBm9vb9SrVw9Lliwpsp0jR46gd+/eKF++PAICAtCjRw/88ssvzuVBQUGYMGECJk+ejCpVqsDPzw8DBw7E33//DaCgVzEqKgoAULlyZRAREhISAABr165F8+bN4e3tjaZNm2LuXJmIXNwaKRZFsQsLCws0mUzLmXkPEfUBAGZeqShKM4vF0j8+Pv6A3hnFrTGZTA0VRdkBoB6AY0TUJi4u7nu9cwlR2sXFxSUB2EBElXJycgbe8AGiVKpWrZo2ePBgrFq1CpmZ/1y6dvHixahduzaeeuop5OfnY8eOHYiKisLMmTPh7++PQYMG4eeff76j5960aRO6d++Opk2bwmq1YuzYsdi6dSu6dOmCrKysW97epEmT0KhRIyxcuBB2u/2mHrN8+XIMGDAA1apVw5w5c/Dkk09i9+7dRdZRVRUzZ86EyWTC0qVLUadOHfTu3Rvbtm0DACQnJ6Ndu3bYsGEDxo8fj9jYWDRv3hwnT568pfwzZswAAHz77bd4+eWXsWrVKnTr1g1BQUHYunUrWrVqhZCQEBw4UPBWJyUlBR06dEBaWhpmz56NGTNmIDc3F4899hj27t3r3O7777+Pw4cPY/Xq1fjwww/x2WefYerUqQCAp59+GuPGjQMArF69Gtu2bcPTTz+NzMxM9OnTB56enrBYLHj22Wdx6tSpW3o9QghRbMLDwxuoqrpYVVW7qqqsqiqbTKavHMNQhYsymUwNVVU94/h5/jJ48GB/vTMJUZZERER0chxT9954bVEaMXPNffv2MQBeuHAhMzNnZ2dzxYoVedq0aVxI0zTn7czMTPby8uKJEyc625o2bcr9+/d33v/mm28YAG/fvp0vVa5cOZ4wYQIzMzdp0oSHDx9eZPn+/fsZAH/xxRd8q3Jycjg2NpYfeOABbtCgAS9cuJBtNts118/OzubKlStzx44di6zXv39/DgwMLJJnypQpzuWapnGDBg24c+fOzMw8dOhQNhqNvH///qs+z6RJk9jDw6NI288//8wAeN26dczM3LNnT27SpEmRdWrXrs19+vRx3j927BgD4JiYGGZmHjZsGLds2ZLz8/Od6+Tl5XGtWrV45MiRzu02bty4yM/vueee4+bNmzvvz58/nwHwmTNnnG1//fUXA+Dp06df/nLG6Pfb6lrCw8MrOY6v6Xpn0Yv0LIp7bvDgwf6qqs4rnN0UBb9364mojcVieVaGm7ouk8nUkIi+B3AfgO8yMjIeW7RoUZreuYQoS6xW6xYA+wE0kQ/fyq7GjRvj0UcfdQ5x/PLLL5GVlYXw8H8uv7hr1y707NkT1atXR8OGDWG325GSknLbz3n06FHs27cPsbGx8PT0dH61aNECAHDixIlrPjYlJQVHjhzBkSNHkJb2z78NDw8PqKqK/fv3Y+rUqRgzZgwGDx58ze189913OHPmDEaPHg2DweBsNxr/mZZj69atAIDevXs724gI3bt3dw73XLduHbp06YLAwMBb3AtFeXl5Fbnv6ekJD49/RojXqFEDAHD27FkABcNE9+zZAx8fH+f+K1++PI4fP15k/3l7e4OInPdr1659w17CevXqoUOHDpg2bRrmzJmD3NzcO3ptomySCW7EPRMSEuLp7u7+EjO/AqC8o/kXu90+WoYour7IyMgmzLwVjkLx3Llz3RMTE7P1ziVEGWUF8B4zvwhgqN5hhD4iIyMREhKC5ORkLF68GL169UKVKlUAAJs3b0aPHj3QpUsXxMfHo0KFCujdu/dND/W8msJCMzo6ukghVuj++++/5mMHDBjgLOIiIyMRExPjXGa327FixQq8/fbbuO+++657OY9jx44BAOrWrXvNdc6fPw8ACAgIKNJeqVIlXLhwARcuXEBqaiq6du16zW3cLYUFHzMDKNiHzzzzDN55550r1vX19b3mdtzd3W94bicRYd26dXj11Vcxbtw4vPfee1i8eDE6dux4B69AlDVSLIp7gSIiIoIVRZkKoKbjwPg/IpokE56UDo5C8TsAfgB+kkJRCH3l5+cvcnNzew/AC8HBwWMXL158Ue9Movj16dMHo0aNwkcffYSvv/4aGzZscC5766230KBBA6xevdrZ61auXLnrbu/Snqyr8fPzAwBkZWXd8jUNp06d6uxdKyz0NE2D1WrFu+++C2bGlClTEBwcXKTH8HKVK1cGAJw+ffqa6xT25qWlpRUpYFNTU+Hu7g5vb2/4+vpet5f1Rvvidvn5+eHs2bN37ZqQhUVooQoVKuDjjz/GuHHj0LNnT/Ts2ROHDh2S9//ipskwVHFXhYeHP6Kq6m5FURYCqAngLIBRABpLoVg6XF4oZmdnPyGFohD6WrBgwRlmXk1E5T09PV/QO4/Qh6enJ4KDg/Huu++iQYMG6Ny5s3PZ2bNn0aJFC2ehmJubi8zMTGia5lzHw8MD6en/nJpV2BN36XDHlJQU53DGBx54ALVr10Z8fDwuXvzn8wmbzYa8vLzrZn300UcRFBSEoKAg57DV9PR0TJs2DS+//DL279+PkJCQ6xaKANCyZUsYDAYsXbr0mus8/PDDUBQFa9eudbbl5uZi9erVaN++PQwGA7p06YJNmzbhyJEjRR5b2HsXEBCA3NzcIvvn8nVvR9euXfHDDz/g119/LdJ+6f68GYWF/+VDUwsvqVG3bl2MHDkSGRkZ2Ldvn88dRBZljHyyIO6K0NDQykajcS4R9XM0ZTPzh3a7/e34+PgLuoYTd83VCkXpwRCixEgA8AwRqQAsOmcROlFVFbNnz0ZkZGSR9s6dOyMhIQHx8fHw9/fHrFmzkJ6ejqSkJDAziAitWrVCfHw8XnrpJbzzzjto1KgRateujalTp6JKlSq4cOECJk6c6CwwiQgffPABnn/+ebRr1w5RUVGw2WxYtGgRBg0ahNGjR99Sdj8/Pxw8eBDu7u43/ZiaNWsiNDQUVqsV2dnZeOqpp5CcnIzVq1ejatWqAID69etjyJAheP3112Gz2VC/fn2YzWakpqY6z/F87bXX8NVXX6F9+/YYOXIkqlatig0bNsDHxwcWiwVdu3aFoigYNWoURo8ejaSkJEyYMOGWXt/VREdHY82aNejevTvGjh2LgIAArF+/Hjab7YpLe1xPhw4dYDQaMWrUKISFhSE7OxuhoaEIDAxE//790bRpU8ybNw++vr5o1qyZvC8TQhQbMplMw1RVzXDMFmU3mUxxERERVfQOJu6uoUOHVi+c9VRV1R+Dg4OvP35JCFGsVFV1U1U11fE3KhPdlCHMXPPSqS67devG6enpRaa/PH/+PPfp04e9vb25Ro0a/Oabb/KXX37JVatW5U2bNjEzc2pqKvfu3Zt9fX05IyPDOePnww8/zF5eXvzggw/yqlWrisyGysy8Zs0afuihh9jd3Z3vu+8+7t27N//222+Xz8B5z2RnZ/Pw4cO5UqVKXLFiRX7mmWf48ccfd86GWrjO6NGjuUqVKuzu7s6tWrXi1atXF9nO7t27uUePHlyuXDn28/Pj9u3b87Jly5zLFy1axPXr12cvLy/u3r07JyQkXDEb6kMPPVRkm4GBgTxw4MAibQD4rbfect7/448/+N///jd7e3uzj48Pd+zYkRMTE53Lr7bdsWPHcsWKFYu0xcfHc9WqVdnX15e7dOnC6enpHBoaytWqVWNvb29u27Ytb9u2jVlmQ71pMhsqcG8GYIsywdHLtBhAa0fTb5qmhVqt1t3Xe5xwPaqqejPzL0TUGNKjKESJZTKZZhLROGaeZbFYxuqdRxQPZq4J4JjeOYTLeImIPtA7hCsIDw+vZDAY0gCcM5vNlfTOowcZhipumaqq3gDeZOZRAIzMnEFEE81mcwwAvsHDheshZl7lKBQP2my2blIoClEyMfNiIhpHRL0BSLEohBDijsgEN+KWREREdAKwFwVvQowAlthstoZms3k+pFAslVRVnUlE3QD8bbfbu8k5qEKUXI6RHfsA1JGhqEIIIe6U9CyKmzJs2DCf/Pz8GUQ0zNF0AECE2Wz+Ts9c4t6KiIj4PwBjmdmuKMqzcXFxR/XOJIS4oU9QMPqjF4A9eocRQgjhuqRYFDcUERHRyWazLSCiOsxsB/B+RkbGlMTExOvPiy1cWkRERDvHJVAAICI2Nva/ugYSQtysNQDeJKIgAG/qHUYUixQAre7h9tsBuGeTojCz8vfff1fOycmpSETs4+OT6u3t/fe9ej4XsB3Ah/dw+yfv4bZFKSMT3IhrCg4OLufp6fkugCgquBrtAU3TBlqt1l9v9Fjh2sLDw2sbDIbfUXCJjI/NZvNwvTMJIW6eyWQ6TUSVAdxvNpuT9c4jXBsz9wMg10ouPomXXIpM6EgmuJFzFsU1REREdPLy8koiomFEZGfmt8+dO/egFIplg8Fg+AqAHzN/I4WiEC7pP4DzTb4QQghxW2QYqigiOjpaOXHixJtENBEFs2DuZeYhUiSWHSaT6TUAzQEcy8rK6qN3HiHEbVkDIBxALwCzdc4ihBDCRUnPonAKDw+vdPLkyc2KokwiImLmeRkZGa2lUCw7VFWtT0RTAEDTtNClS5eW5XNGhHBZOTk5GwCAiB4PCwsrr3ceIYQQrkmKRQEACA8Pf9hgMOwmoseZ+YKmaX0tFsuLMolN2cLMy1Bw7cx4q9W6We88Qojb47gW6nYAUBSlnc5xhLguTdPg5eUFIgIRITU1Ve9IxW7u3LnO19+5c2f5mxUlhhSLAqqqDjcYDN8BqA5gDzO3sFqtn+mdSxQvVVVHE9HDAE5nZWXds1nvhBDFg5m3AwARtdc7iyg96tevjxkzZlzRfubMGdSsWROffnr9eXCSk5MRFBSE48ePO9v++usv5OTkYP369UhJSUGVKlUwf/58+Pn5oVy5cmjcuDFGjx6NlJSUu/569PDdd9+hX7+ipxOHhIQgOTkZ1apVQ2BgoIzqESWGFItlWN++fQ0mk2khgDkA3ACYPTw82lit1sM6RxPFTFXVWgCmAzL8VIjSQopFcbdduHABhw8fRsuWLa9YVqFCBTzzzDNo2LDhdbexefNm7NixAzVr1nS2JSUlgYjwyCOPoEqVKgCAbdu2oW3btvjuu+8wZcoUrFmzBg899BDS0tLu7ovSwcKFC2E0Fp02xMfHB+XKlUNycjIefPDB8zpFE+IKUiyWUcOGDfPx8/P7hogGM7OdiMLMZnPknDlzcvXOJnSxFIAXM39itVrX6h1GCHHnFEXZ4rjZQc8covTYuXMnmBmtWhW9pOPJkyfh6emJmJgY1K9fHwAQExODOnXqoFy5cujevTtsNhuWLVuGkJAQnD17Fj4+Phg9ejQAYO/evahduzZ8fHyKPFenTp3QqlUrvPDCC9i8eTPS0tKwYMECAMC5c+cQEREBf39/+Pn54YUXXkBmZqbz8bNnz0aDBg3g4eGBFi1agJkRFRWFp556yrnOkSNHQETYuXMndu7cierVqyM6Ohp169aFl5cX+vXrhzlz5jizFeYFgFOnTiE4OBj+/v7w8fFBUFAQ/v674HPWrl27Ijo6Gk888QS8vLwQGBiIPXv2AACioqIQFxeHlStXwsfHB59//rlzm3v37gUAtGnTRopFUWJIsVgGRUREVLHZbD8B6AzgbwBPxMbGLtA5ltCJyWR6DsCjzJxuNBqH6Z1HCHF3mM3mswCOAagQGRnZRO88wvXt3LkT1apVQ0BAQJH26tWrw2KxoE6dOqhQoQKSkpIQFRWF+fPn4/Dhw3jxxRdhNBrxwgsvoE2bNpg2bRoyMzPx4YcF151PSkpC06ZNndvLzs7Gn3/+WaQHs2bNmggMDMThw4eRl5eH7t27IycnBwcPHsSuXbvwww8/4IMPPgAATJkyBdOnT8esWbOQmpqKZcuWgYiwZ88etGjRwrnN3bt3w83NDU2aNIG7uztOnTqF9PR0/Pbbb4iNjUViYiIOHz6MXbt2YfLkyZg9ezbOnz+PtLQ0dOjQAdnZ2fj111/xv//9Dz///DNWrlwJAMjIyMBXX32FWbNm4ciRI9A0DbGxsQCA999/HwaDAf/973+RmZmJ559/3pknKSkJnp6eaNWq1cW7/KMT4rZJsVjGREZGNlEU5VcATQAct9vtD1kslq165xL6IaJox/fX58+ff07nOEKIu4iZf3DcbK1rEFEq7Ny584pexUJJSUlo3rw5AMBmswEADh06hMqVK6Nnz54AgPz8fPz+++9o27btFY9t1qyZ8/7u3btht9uvGO6anp6OihUrYsGCBTh+/Dji4+NRqVIl1KpVC48//jh2796NlJQUzJgxA1arFc899xx8fX2dhWhSUtIVxWKjRo3g7u6O48ePw8PDA7NmzYKfnx9q1KgBg8GA6dOnw9fXFw8//DAURYGHhwfef/99ZGZmYuHChahTpw7279+PjIwMNGlS8JnMX3/9hTfeeAMtWrRAlSpVULduXShKwVvuX375BQaDoUiOQnv37kWjRo1gNBr55n8qQtxbUiyWIaqqdmbmnwBUZ+afc3JyWsXFxf2ldy6hH5PJ9BSAVgCSAcTqHEcIcZcR0e8AwMxNb7SuEDeyc+fOq56vCAB79uxxFostW7bE8uXLMW3aNPzrX//C0aNHnY/Pz8/HQw895Hxcfn4+Dh48WKRncefOnQgICEDVqlWdbbt378aJEyfQrl07rFu3Dh07doS7u7tz+ZkzZxAQEID//ve/MBgM+Pe//10k37Fjx3D+/PkrisXC+7t370aTJk2c5xLu3r0bgYGB8PT0BADs27cPDRo0gKenJ7Zs2QIiQkBAAHx8fBAeHg6z2Yw2bdrg6NGjOH/+PB588EHn8/z5559o3LgxAOCnn35Cq1atimQvtHfv3iJFsxAlgRSLZYRjqOEGAD4AEjMyMh5dtGiR658lLu4IEU0DAGZ+22w25+udRwhxdzHzPsd3eQcq7ojNZsPevXuv2bN4abEIAAMGDMCBAweQlZWFmTNnAigolAIDA1GuXDnnegcOHEB+fn6RYvH3338vUpRmZ2cjKioKjRo1wtNPP43z58+jWrVqzuVpaWnYsmULnn76aVy4cAFeXl7OnrxCe/fuhZubGwIDAwEAzIwff/zRWSxebYjqpQXf5fejoqJw9uxZpKam4q+//sLAgQOd61WsWBG1atUCAJw/fx5Hjx517puffvoJrVtfvaN/7969RfaDECWBFItlQGRkZA8i+hwF18+bazab+8n1E4XJZOoKR68iEcXonUcIcffZ7fZ9jpvyDlTckT/++AO5ubkoV64c9u/f7/w6f/48UlJScObMGWdBNH/+fOzfvx8pKSnIyspCgwYNAACnT5/GmTNncPjwYRw6dAhAwdBQRVGcPW/APz2Lu3fvxtKlS9G2bVscP34cq1atgtFoRKtWrfD1118jOTkZZ8+eRXh4ONq1a4enn34abdq0QUZGBqZPn47Tp09j48aNOHr0KLKzs6FpGlJTU5Gbm4sxY8bg+PHjRXoWr1ccXnq/Xbt2WLZsGfbv34/s7Gxs3LixyHqXFs27du0CAGeP4enTp/HXX38hOTkZJ0+edK537tw5nDp1SnoWhRDFKzIysofJZMpVVZVNJtNMvfOIksNkMm1XVZVVVR2pdxYhxL2jqmqOqqo8YsQID72zCNfEzP0WL17MAK74+vrrr3nDhg3s7u7O+fn5fPHiQOAzqgAAIABJREFURe7UqRN7e3tztWrVePz48Wyz2ZiZOSkpiWvVqsVubm7ct29fZmaePHkyN2jQgAvZ7Xb29vZmAOzp6cnNmjXjyZMnc3p6unOdtLQ0DgoK4vLly3PVqlV5xIgRfOHCBefyefPmca1atdjDw4MffPBBPnnyJGdmZvKjjz7KPj4+3Lx5cx41ahQD4JSUFM7Pz2cPDw/euHGjM4OXlxevXr2amZk1TWMfHx9etWoVMzOnp6fz888/zxUrVmQ/Pz8ePXq087n79evHUVFRzvsfffQR16xZ03l/2bJlXL58efby8uLZs2c727dt28YA+PDhw8zMK/T7aYtLhYeHV3K8V0rXO4teSO8A4t6JjIzsoWnal0TkDuAts9n8mt6ZRMlgMpkeJ6ItKDhXsbYMQRWi9FJV9TcArZj5YYvF8rPeeYTrYeZ+AD69F9vu1asXmBmrVq26F5t3GbGxsRg3bhz+/vtvEFEiEfXTO5MoKBYNBkMagHNms7mS3nn0IMNQSylVVR8tLBSZeYYUiuJSRPSi4+YCKRSFKN2Y+SAAKIoSqHcWIS6XlJSEWrVqISUlBXa7Xe84xS4nJwcpKSn49ddf0aRJExBJP44oWaRYLIXCwsICmXmto1BMsFgsr+idSZQcqqpWBBDkuCszoApR+h0GAE3T6uicQ4gicnJycOjQIcyZMwfVqlXDhQsX9I5U7ObOnYtq1arBYrHI+YqiRDLqHUDcXWFhYfcbDIbNRFSemT+vXr16uN6ZRMnCzAOJyI2Zt1oslmN65xFC3FtEdMhxs66uQYS4jKenZ5nsTbzUuHHjMG7cOL1jCHFNUiyWImFhYeWNRuNmAPcD2HDw4MEBFotF0zuXKHGGOL7H6ZpCCFEsNE07rCgKiEiKRXG7vgBQXu8QNzJz5swGx44d+42I8lu3bh0YEhJyVu9Mt8mmdwAhCkmxWIoYjcYVAAIB7AfQa8uWLXKwEUWEhYUFEtHDzHwxIyPjnkxWIIQoWRRFkZ5FcUeIyAYgU+8cN2GnyWRaQ0TPfP/99xGhoaGT9Q4khKuTcxZLCVVVxwLoASALwDNmszlL50iiBDIYDGGOm0vkWptClA1//vnnUWZmADU6deokHxKLUk1RlJkAQEShemcRojSQYrEUMJlMbQC8AwBEFGw2m/+ncyRRMhGAwn+eMgRViDJiy5YtNiI6DsDYqFGjGnrnEeJeio2N/S8znyCi+yMiIh7SO48Qrk6KRRcXFhZWnohWomBI8YexsbFf6J1JlEyRkZFPElFlZv5TrrUmRNnCzIcAQNM0GYoqyoJVAKAoyrN6BxHC1Umx6OIMBsNiANWZ+cdz587JdFrimpg5BACIaL7OUYQQxYyIDgMAM0uxKMqCtQDAzI/rHUQIVyfFogszmUwDiKgngGyDwdAnMTGxbM8/La6HmLknAGia9qXeYYQQxYuZTzpu3q9rECGKARFtddxsqWsQIUoBKRZdVN++fb2I6APH3ddjYmJOXvcBokwLDw9vSUSeANKsVuthvfMIIYpd4SUE7tM1hRDFwGw2ZzHzUSLyHTp0aB298wjhyqRYdFF+fn5vAajKzHvPnTs3S+88omQzGAyPAAAzf6t3FiFE8VMUJQ0AiMhf7yxCFAciSgIAu93eSu8sQrgyKRZdUFhYWCAzj2Zm1jQtWIafihth5kcAgIi+1zuLEEIX0rMoypo9AEBEdfSNIYRrk2LRBRkMhngiMgD4OC4u7ne984iSj4gKi8Xv9M4ihCh+mqalAQAzS8+iKCtOAAAz++odRAhXJsWiizGZTE8SUQcAmfn5+VP0ziNKPlVVqwGoycw5sbGxv+qdRwhR/JhZehZFmUJEWY7vUiwKcQekWHQxRDTecXN+QkJChq5hhEsonDqciLYDYJ3jCCF0oGmaFIuirMkCpGdRiDtl1DuAuHnh4eHNADzBzHlE9K7eeYTLKJzcRs5XFKKMio+Pv6CqqkZE5aOjo5Xo6GhN70xC3E0mk6nIh6Ga5vwVH2wymQYX3iEiMPMFi8VSoTjzCeGqpGfRhRgMhsmOm2az2Xz2uisL4VB4viIAOV9RiLItFQBOnTpVRe8gQtxtRJTt+H7NLwBg5nwimqhrWCFciBSLLsJxnaC+AGxENF3nOMJFjBgxwgNACwCam5ub9CwKUbbJUFRRammaFgsg5yZWzfLw8LDc6zxClBZSLLoITdOGAFCYeZHZbE7WO49wDdnZ2e1R8HuTNG/evEy98wgh9MPMaQCgaZrMiCpKHaPR+DYRGZmve2p+DhG9O2fOnNziyiWEq5Ni0XX0AQBFUZbpHUS4DiJ6wHFzj65BhBC6I6J0x3c/vbMIcbfFxMSc1jQtHsBVC0FHEZl77ty5D4o1mBAuTopFFxAZGfkAgGbMnJ6enr5F7zzCpdQFACI6pHcQIYTushzfvXVNIcQ9oijKNMd1qK8mn4iiExMTs4s1lBAuTopFF8DMfR03VyUmJtp1DSNcTV0AYGYpFoUQhdedK6d3ECHuBbPZfIyZPwaQf5XF+QAWFHMkIVyeFIuu4XkAYObP9Q4iXAsR1QUARVGkWBRCFPYsSrEoSq3c3Ny3mNl53QxmBjPnAphqNpvP6xhNCJckxWIJp6pqLQCtmfnC+fPnN+qdR7gWZq4HAHl5eYf1ziKE0J0MQxWl3qJFi9IAWOA4d9Fx2Yys/Px8OVdRiNsgxWIJx8z9HDf/k5iYmKdrGOFS+vbt605ElZnZvmDBguN65xFC6C4LAJhZehZFqWYwGN4BYHT0KuYBmJSQkHAzl9UQQlxGisWS73nHdxmCKm5JpUqVajtuntA1iBCipMgBACLy0juIEPdSTEzMSU3T5gBgFMyAmqBzJCFcllHvAOLaQkJCqhJROwDZGRkZa/TOI1zOfQBARGl6BxFC6I+Z84gIzOyudxZR8pjN5jbMXF3vHHdLXl7er8ePH7d7e3t/8a9//evJrl276h3prvHz81vbr18/GW0mioUUiyWY0Wjs7Lj5owxBFbdK0zR/IgKAs3pnEULoj4gKz+GSYlFcwWAwvFmuXLmOHh4eV5tJ1CXVqFHjIoAgx1epcObMGZ9z585VhfxvF8VEisUSjIiaAAAz79U7i3BJ9zm+yz8UIYT0LIrrUhTF0LhxY++aNWvqHUVcx8qVK3NsNpveMUQZIucslmCFxSIRJemdRbgeIvIHAGaWYahCCBBRnuO7h95ZhBBCuAYpFkswZm4MAHa7XYpFcTukZ1EI4eS41pz0LAohhLhpUiyWUNHR0QoRBQJAXl7eTr3zCNfDzP6Om1IsCiGgKEphz6IUi0IIIW6KFIslVHJyciMU/HxOLl68+KLeeYRLug8AFEWRYahCCGialgdIz6IQQoibJ8ViCWW32wsnt5EhqOK2EFEFx83zugYRQpQIzFw4y6WbrkGEEEK4DJkNtYRSFKWx46bMhHoDzEwA/G+4Yhnz8ssvV7Tb7ahRo4YbM99340eUGTlElKl3CHHvye99UbNmzfI5efIkDAaDl+ybK+QTkXywJoQQl5FisYRi5iZEBEVRpGfxxsoDOKN3iJLm3XffLbz5Hz1zlEAxAKL0DiHuLWY2Qo4LRbz00kuFN9tC9s3ltgHoqHcIIYQoaWQYaslVEwBsNtufegcRQgghhBBClD1SLJZcVQBAURT59FcIIYQQQghR7KRYLKGIKAAA8vPzT+udpaxo1qwZBgwYoHeMu2LQoEFo1KiR3jGK1Y4dO5CTk6N3DFHKlKbjgtVqBREhJSVF7yjFRo4L4nITJkxAr1699I4hhMuQYrEEio6OVgBUAJCfkJCQoXceIUq6hIQEtG3bFpmZMm+NEKKAHBfEpbKzszF69GhYLBa9owjhUmSCmxLo4MGDPuXKlQMzS6EoxE2QngMhxOXkuCAKbd++HS+++CKOHDmidxQhXI70LJZA5cuXL++4maVrEBdx6NAh8vf3x8CBA4u0b926FUSENWvW4MSJExgyZAgCAgLg4eGB5s2bY9myZdfd7saNG0FE+PHHH4u0+/j44JVXXnHeP3LkCHr37o3y5csjICAAPXr0wC+//HJbryU+Ph4ZGbf+GcGnn36Kxo0bw9vbG23atMG+ffuKLM/Pz8fEiRNRvXp1eHh4oGXLlli1alWRdY4dO4bg4GAEBATA09MTbdu2xYoVKwAAkydPhqenZ5H1f/nlFxAR1q9fDwAICgrCK6+8gpEjR6JixYqoUKECevXqha1bt6Jbt27w9vZGvXr1sGTJkiLbudH+CwoKwoQJEzB58mRUqVIFfn5+GDhwIP7++28ABb0HUVEFk5tWrlwZRISEhAQAwNq1a9G8eXN4e3ujadOmmDt37i3vW+GatmzZghsdF3JzczFp0iTUq1cPbm5uqFWrFiZPngy73X7N7brScWHnzp3o2LEjvLy8UK9ePXz++edFlt/McSE7OxsTJ05EvXr14OHhgYYNG2Lq1Kmw2+03tS9u97iQlZWFMWPGoEqVKqhQoQLatGmDTz/91Ln8ww8/RLt27bBixQo0aNAA5cqVw2OPPYb9+/cDuP5x4c8//8QTTzwBHx8f1KxZE0OHDr3uz1yUbG+99RaaNWuGKlWqoFGjRhg+fDjS09OLrLNkyRKcPHkSnTt31imlEK5LisUSSNM0KRZvQb169Xjw4MFYtWpVkeFGixcvRu3atfHUU08hPz8fO3bsQFRUFGbOnAl/f38MGjQIP//88x09d0pKCjp06IC0tDTMnj0bM2bMQG5uLh577DHs3Xvrl8hcuXIl6tSpg+joaJw/f3OX/Fq+fDkGDBiAatWqYc6cOXjyySexe/fuIuuoqoqZM2fCZDJh6dKlqFOnDnr37o1t27YBAJKTk9GuXTts2LAB48ePR2xsLJo3b46TJ0/eUv4ZM2YAAL799lu8/PLLWLVqFbp164agoCBs3boVrVq1QkhICA4cOADg5vff+++/j8OHD2P16tX48MMP8dlnn2Hq1KkAgKeffhrjxo0DAKxevRrbtm3D008/jczMTPTp0weenp6wWCx49tlncerUqVt6PcJ1derUCTc6LhiNRnzzzTd47rnnMGvWLHTt2hXTpk3Dhx9+eEfPXRKOCwcOHMDjjz+OkydP4u2338bYsWPx22+/FVnnRscFu92OZ555Bu+99x6ef/55xMXFoU+fPjhw4AAMBsNN57/V44KmaXjuuefwn//8B6+++ipiYmLQsmVLDBgwAPHx8c7t/vTTT3jvvfdgsViwatUq54eCwLWPCwAQHh6OPXv24IMPPsCYMWPguPbkTb8eUbKkp6fD398fbdu2haZpWLZsGYYPH15knX/961/YunUrVFXVKaUQQtxFqqq2VlWVTSbT7X0MXcYwc4V9+/YxAF64cCEzM2dnZ3PFihV52rRpXEjTNOftzMxM9vLy4okTJzrbmjZtyv3793fe/+abbxgAb9++nS9Vrlw5njBhAjMzDxs2jFu2bMn5+fnO5Xl5eVyrVi0eOXIk345169bx448/zr6+vvzGG29wRkbGNdfNzs7mypUrc8eOHdlmsznb+/fvz4GBgczMvH//fgbAU6ZMcS7XNI0bNGjAnTt3ZmbmoUOHstFo5P3791/1eSZNmsQeHh5F2n7++WcGwOvWrWNm5p49e3KTJk2KrFO7dm3u06eP8/6xY8cYAMfExDDzze2/nj17cuPGjYv8/J577jlu3ry58/78+fMZAJ85c8bZ9tdffzEAnj59+uUvZ76Ov66imDCz8VaPC8zMHTt25A4dOjjvu+JxgZn52WefZT8/Pz59+rSzrfDvJDk5+aaOC5988gkD4Li4uKs+x83si9s5LqxYsYLd3d355MmTRR43YMAAfvDBB5mZ+YMPPmAAnJKS4lw+a9YsBsBpaWlFXu+lxwVm5ho1anD37t0vfzn/1et3taRYsGDBhl27dnF6erpLfaWlpTlvHz9+nO+//35WFIWPHj16xbrLly9nAPz444/rnvt2v+Li4rJjY2Pv0/v3pawIDw+vpKoqq6qafuO1SyfpWSyBiMjD8T1b7yyuonHjxnj00UedQ5m+/PJLZGVlITw83LnOrl270LNnT1SvXh0NGzaE3W6/41kB165diz179sDHxweenp7w9PRE+fLlcfz4cZw4ceKaj0tJScGRI0dw5MgRpKWlFVnWo0cPbNmyBevXr8fKlSvRpEmTa27nu+++w5kzZzB69Ogin4wbjf+cjrx161YAQO/evZ1tRITu3bs7h8WtW7cOXbp0QWBg4K3tgMt4eXkVue/p6QkPDw/n/Ro1agAAzp49C+Dm95+3tzeIyHm/du3aN+wlrFevHjp06IBp06Zhzpw5yM3NvaPXJlzPzRwXTp8+jWHDhuGBBx6Av78/kpKSXP64kJ2djfXr1yM4OBiVK1d2tt/OccHLy8vZW3e7bue4kJ+fj3r16jn3n6enJxITE6/Yf+XKlXPerl27NgDc8NgQHByMDRs2YMSIETh9WiYcd3U7d+7E4MGD0bx5czRs2BBnz56FpmnX/VsTQtw8meCmBLLb7R6KooCZ8/TO4koiIyMREhKC5ORkLF68GL169UKVKlUAAJs3b0aPHj3QpUsXxMfHo0KFCujdu/cdn6eSkpKCZ555Bu+8884Vy3x9fa/5uAEDBjjfrEVGRiImJqbI8u+//x7Tp0/HsWPHMH78+Gtu59ixYwCAunXrXnOdwmFrAQEBRdorVaqECxcu4MKFC0hNTUXXrl2vuY27pbDgY2YAt7//3N3dYbPZbvhc69atw6uvvopx48bhvffew+LFi9GxY8c7eAXC1VzvuJCamorWrVvDx8cHb731FurXr49Jkybhzz//vKPn1Pu4kJycjPz8/LtyXLj//vvv+RDNqx0Xqlatis2bN1+xrru7+zW3U7jsRseGadOmISAgANOnT8eCBQswY8YMvPjii7cbX+hox44dePbZZ8HM6Ny5M2rUqIF169YhJSUFFy9e1DueEKWCFIslkKIohf8NpSvkFvTp0wejRo3CRx99hK+//hobNmxwLnvrrbfQoEEDrF692vnp+qWfSF/NpT1Z1+Ln54ezZ8/e8jUNp06d6vwU/dI3dJs2bcKbb76JnTt3YvTo0Vi2bBkqVqx4ze0U9hpc79Pxwk/t09LScP/99zvbU1NT4e7uDm9vb/j6+l63N+Vm9sXtuN39dy2FbzYLVahQAR9//DHGjRuHnj17omfPnjhy5IicnFSGXO+4EBMTg9TUVGzfvh21atUCANSqVeu6xWJZOy6kpqZecxv38rhw5swZ1KlT54qJtW7H5ccFIsLo0aMRHh6OyMhIDB8+HM2aNfO54ycSxW7BggXIz8/HO++84zwf8dChQ0hJSbni5y6EuD0yDLUEKhyGCkB6Fm+Bp6cngoOD8e6776JBgwZFZj07e/YsWrRo4SwUc3NzkZmZCU3TnOt4eHgUmUGt8BP3S4c0paSkFBnO2LVrV/zwww/49ddfi2S50Seajz76KIKCghAUFIQWLVo42ydPnoxHHnkEhw8fxhtvvHHdN4QA0LJlSxgMBixduvSa6zz88MNQFAVr1651tuXm5mL16tVo3749DAYDunTpgk2bNl0xrXjhJ/QBAQHIzc0tsn/uxhTkt7v/LldY+F8+/Kxw6vy6deti5MiRyMjIwIEDB67/KYEoVW50XKhcubKzUCxsc/XjQvny5fHAAw8gMTEReXlX/zdys8eFzMxMfPLJJ0Uee+lxAbj+vrgdXbt2hc1mw/z5RU8vvtvHhfLly+PNN98EAPz+++9yXHBBhZNXFQ5BzszMdE4iJTPcCnF3SM9iyeTm+J6vawoXpKoqZs+ejcjIyCLtnTt3RkJCAuLj4+Hv749Zs2YhPT0dSUlJYGYQEVq1aoX4+Hi89NJLeOedd9CoUSPUrl0bU6dORZUqVXDhwgVMnDixyBvJ6OhorFmzBt27d8fYsWMREBCA9evXw2azXTEF/c3YtGkTvL29b3r9mjVrIjQ0FFarFdnZ2XjqqaeQnJyM1atXo2rVqgCA+vXrY8iQIXj99ddhs9lQv359mM1mpKamOs/leu211/DVV1+hffv2GDlyJKpWrYoNGzbAx8cHFosFXbt2haIoGDVqFEaPHo2kpCRMmDDhll/f5e7W/uvQoQOMRiNGjRqFsLAwZGdnIzQ0FIGBgejfvz+aNm2KefPmwdfXF40bN5axSWXM9Y4Lc+fOxZQpU/DII4/g888/x9q1a6FpGtLS0uDv7++SxwUAeP311zFo0CB06NABoaGhMBgMRWZ5vZnjQnBwMD7++GMMGTIEO3bsQIsWLbBnzx5s3LgRv/32203ti9sxaNAgxMbGYvz48Th8+DBat26NXbt2YeXKlfjjjz+uOAfyWq52XIiMjETfvn1RoUIFdO/e3Vkst27dWo4LLqh9+/ZYs2YNRo4cifbt2+P333939s4fPHgQ7dq10zmhEK5PehZLILvdXvhzubP/uGVQkyZN0K1btysmZJg6dSqefPJJjBgxAsOHD0fXrl3x2WefITk5Gd9++y0AYPr06ejVqxcWLFiA7OxsuLm54bPPPoObmxu6deuGCRMm4PXXXy/yRqVevXr4/vvv0b59e0ybNg1jxozBmTNnMGjQoNvKf6tvCAFgzpw5GD58ODZt2oQxY8Zg+/btaNmyZZF15s2bh6ioKMyZMwdDhgxBRkYG/vOf/6BLly4AgMDAQHz//fdo2bIlpk2bhrFjx+Lo0aPO5Y0bN0ZCQgK2b9+Oxx57DMuWLXNOh38n7tb+K3yje+DAAYwaNQorVqzAxYsX8cQTT2DJkiUYNmwY3N3d8dVXX6F8+fLycXMZc63jQu/evTFlyhTMmzcPL7zwAvLy8vDjjz+iUaNGmDNnDgDXPS4MHDgQc+fORVpaGsaPH4+4uLgr3jjf6Ljg6emJzZs3Y/DgwVi8eDGGDRuG9evXo0+fPsjPz7+pfXE73N3d8c0338BkMmH58uUYOnQoNm7ciKFDhxaZpOdGrnZcAAp6VXfs2IGhQ4fit99+g9lsRseOHTNvsDlRAqmqimHDhkFRFGzcuBEPPvggli1bBj8/vyuu/ymEuD335oQDcUdMJlM/IvqUmT+xWCz/p3eeko6ZKwC4uYuPCQHEEFGU3iHEvcXMRsjoDHHzthFRmZ79asGCBRtat27drWbNmnpHEdex8v/Zu/OwqMr2D+DfMwPMAsgiq7IGAoqiCAqmWZqpaYrlkqWWSaBmuSTlz9xL6bVcMk1zX8rdXvedfN3SNBdkE0UFRQVkk30b5v79gZwYAQUFB+T+XBcXzFmec58zzHOee85znrNzZ75KpbIdOXJkirZjaQj8/f1NpVJpKoD0FStWmGo7Hm3gK4t1kwQABEHgK4uMMcYYY4wxreBksQ4SBIG7oTLGGGOMMca0ige4qYOISBAEAUTEyWLVFAHYXYvl6wIwq8Xya1xBQYHy/v37LfX09HKaNm0aqe14qqkQQOpTl3p2V2qxbFZ3EGq3XpACsHjqUnVIUVGR3t27d9tIJJIie3v7y9qOp5pUAJJrsfz6Vk8yxl4APT09Ki4uBjXgZ7FwsliHCYLA708VCIKQB6BfbZVPRB0BnK6t8muDTCYrfU6bPoD2Wg6nus4IglBr7ydrGARBKEbt1guOAG7VVvm1QVdXt7Re0EX9qxfiBEHoqO0gGGMNS2FhoSCVNuzHM3M3VMYYY4wxxhh7TFFRkQAAgiA02CuLnCwyxhhjjDHGGCuHk0XGGGOMMcYYe4xcLi99zCBfWWSMMcYYY4wxVqK0G2pDHuCGk0XGtEytVkOhUEAQBAiCgKSkJG2H9MJFRESI+29qatpO2/EwVhd0795d/Fxs3bpV2+G8cGXrBXNzczttx8Pqr+joaEyfPv2py82dOxdDhgx5ARGx+kImk/E9i9oOgLH6xMnJCXPnzi03PTk5Gba2tk9t0CUkJKBfv36Ij48Xp924cQP5+fk4dOgQEhMTYWlpicuXL8PCwgJyuRyOjo4YNGgQQkNDa3x/tOH06dMYNGiQxjQXFxckJCSgf//+cHZ2ztVSaIw9k9qoF4CSZGn69OlISEjAe++991LXCxUdg7L1gqura6EWw2OP2bVrF9566y00bdoULVq0wOjRo/HgwYMqr79hwwb85z//qbF4EhMTMXToUNy7d6/C+dOnT6/SZyU6Ohpubm7PHU9N7x9j2sTJImNVlJWVhdjYWLRp06bcvEaNGuGdd96Bi4vLE8s4duwYzp8/D1tbW3Fa6bfnHTt2hKWlJQDgn3/+gSAIOHv2LJYtW4b09HS0b98eJ0+erNmd0oL169dDR0fzqTB6enqwsrJCbGws3NzcOFlk9UZt1Qvp6elISEiAj48PrKysoKur+1LXCxUdg7L1QosWLThZrCMWLlyIUaNGoWfPnjh48CDmzZuHc+fO4dNPP61yGT///DOsra1rLKZTp07h0qVLaNq0abl5//vf/xASEoKIiIinlnP16lU0b978ueN53v1rwD0e6xyVStXgu6GyOiggIGBIYGAgBQYGbtR2LKzkOYtERCdPniQAlJSURGXdvXuXUHLjM2VkZBAR0bJly8je3p6USiW99dZbVFRURBs3biQdHR3S1dUlfX19GjduHBERffvtt+Tg4KBR5ujRo6lHjx7i68LCQmrdujX17t2biIiKi4tpzpw5ZGdnR0qlkjp16kRXr14Vl//pp5/IycmJ9PT0yMPDg9RqNW3ZsoWUSiUVFxeLy9nb29PChQvp8uXL1KRJE5oxYwY5ODiQXC6ngQMH0s8//0x2dnYa8RIRFRQU0DfffEO2trYkk8nIy8uLwsLCiIjozTffpBkzZlDXrl1JLpeTi4uLOG/UqFEkCALJ5XLS19enHTt2iGUWFxeTQqGguXPn3tDyW87YUxGRY3XrhRMnTlDbtm1JoVBQq1atKDo6utJ6obTcuLi4GqsXjhw5Qu3atSOZTEZWVlaPgEjYAAAgAElEQVQUFRX1xHpBrVZTs2bNKCgoiFq1akVyuZy8vb1pw4YN5OnpSXK5nLp06ULZ2dlPrRemTZtGw4YNo08++YQaNWpEZmZmtHHjRiKiSo9B2Xph0aJFKdp9x19+a9euPXLlyhVKS0ur9CckJIQkEgktWrRIY/qaNWsIAN24cYNWr15NSqWSUlJSxPm2trY0Z84cSktLI1dXVwJA+vr6ZGBgQNeuXaNly5aRp6cnffLJJ9S4cWOytLSkSZMmieu7uLjQjBkzxNdLliwhIyMjSktLoxUrVmj8/4waNUpcLiUlhdzd3endd98lAFR2/1JTU+m7774jBwcHMjAwoBEjRpCOjg6dPHmS0tLSaNeuXeTl5UVyuZxMTU2pe/fulJSU9NRYK9q/tLQ0Onz4MHXu3JkUCgWZmprShAkTxHU8PT1p2LBh9Prrr5OhoSHFx8dX+h6sXr06b/ny5Wba/W9pOIYPH271qE2eoO1YGBNxsli30KNk8eeffyZra2uqyMqVK8WELzw8nADQgQMHKCkpiXbt2iUu16FDB/rhhx801h00aJDY2Cvl6+tLkyZN0pg2duxYatGihfh3mzZt6OrVq5SVlUV9+vShrl27EhHR1KlTycLCgnbv3k3p6ekUERFBRERTpkwhHx8fsbyMjAwCQMeOHaPIyEgCQF988QWlpaXR+vXrCQBNmDCB0tPT6fvvvycA9PDhQyIi6tOnD7m7u9M///xDmZmZ1KdPHxo+fDgREXl5eVHbtm0pNDSUEhMTydnZmcaMGUNERDk5OaSjo0Pnz58vdwxjYmIIAB08eDBMm+83Y1VBj5LFqtYLarWazM3Nafr06ZSSkkJbt24llUpVab2wdOlSMjAwILVaXSP1wuHDh0kul9P8+fMpKSmJrl+/Trm5uU+sF4iIzM3N6bXXXqO4uDiKiooimUxGr7/+Ot29e5dOnz5NAMQ67kn1wsSJE8nc3Jx2795NmZmZ9P7775O7u7u43YqOQdl64dixY/e1/Ja/9KqSLPbv359cXFw0EsG0tDQ6dOgQAaCzZ8/SxIkTydvbW5wXFxdHAGj37t2UlpZGO3bsIAMDA40y5s6dS8bGxrR582aKi4ujBQsWlJ4PKCEhgaRSKW3fvl1cfvTo0fTqq6+Kr9u1a0ezZs0qF++iRYvIyMiIbty4QQqFgn7//Xdx3vjx46lx48a0fv16unr1Kr3//vsklUopISGB9uzZQwYGBrRy5Up68OABLVy4kJo0afLUWCvbv0OHDpFMJqNvvvmGbt68SQcPHhST15SUFFIqldSuXTu6cePGExNFThZfPE4WuRsqY1UWGhoKT0/PCudFRESgVatWAACVSgUAuHXrFszNzeHn5wcAKCoqwuXLl+Hj41Nu3ZYtW4qv1Wo1wsPDy3VrS0tLg5GREaKjo7F48WKsX78ebm5uMDAwwLvvvouwsDAkJiZi7ty5WLVqFfr27QtjY2O4u7sDAMLDw9G6dWuxvLCwkpzMw8MD8fHxkMlkWLBgAUxMTGBjYwOpVIrg4GAYGxujffv2kEgkkMlkOHLkCPbu3YvVq1fD29sbKSkpuHnzprgPN27cwKxZs9C6dWtYWlrC0dEREklJVXPhwgVIpVKNOEpFRkYCANq1a8fdUFm9UdV6gYhQXFyM2NhYKBQKDBo0CFKp9In1gru7OwShZNT256kXACAoKAifffYZvvzyS1hYWKBZs2ZQKBRPrBfy8vKQmpqK4OBg2Nvbw8nJCcXFxZg6dSqaNm0KHx8fSCQSKJXKp9YLMTEx+Oijj9C3b18YGhrCw8NDrBcqOwbAv/VCmzZtuBtqHXD69Gn07t1bfO9K3blzBwBgaWmJqKgo8bwDAFFRUQAgTrtw4QI8PT01yrh37x66dOmCHj16oFGjRhg+fDgMDQ1x/fp1XLt2DcXFxeXKLP3fKioqQnh4OLy8vDRiysnJwffff4/x48fD1NQUjo6OCA8PF7e3ePFi/PTTT+jTpw8sLS3RuXNnODk5QU9PD0FBQQgICED//v2ho6ODuLg4tG3b9qmxVrZ/06ZNw2uvvYagoCAYGBjg4sWLMDExgaWlJeLi4pCbm4v58+fD1NQU+vr6z/EOsZqmp6fHj87QdgCM1RehoaEV3pcElCRipY3CNm3aYPPmzZgzZw68vb1x+/Ztcf2ioiKNE1pRURFiYmI0ToIxMTHIycnRaMAVFhYiJCQEvr6+OHToEMzMzODh4SHOT05OhoWFBU6ePAmpVIrevXtXGOPjjUIbGxs0btwYYWFhaNGihXgvYVhYGFxdXSGXywGUnJidnZ0hl8tx/PhxGBgY4K233oKxsTG8vb3Rt29fTJgwAbdv30ZGRoZGbNevXxfvATl37hw8PT2hp6dXLr7IyMjSeIorew8Yq2uqWi9IJBIcPXoUUVFRcHJywtGjR8X1H68XgJLPQ03VCw8ePEB4eDgGDBhQYYyV1QsRERFQq9XiPkRFRUGlUonbiI6OhlqtRsuWLZ9YL5SWW1m9UNkxKD0ONjY2MDExabANtbokOTkZNjY25aYfOXIE7u7uMDY21kjkgJL3sEmTJjA1NQUAXLx4sdx7ffXqVY3/98LCQuTk5MDU1BRRUVEwMzODlZWVOL9sQhoeHo6ioqJyX0IuWbIEEokEgYGBAABnZ2fxvsWTJ09CR0cHb7/9tkacbm5uiIiIwPXr1/HRRx+J8y5cuCAmi0+KtaL9KygowIULF3DlyhXY29vD3t4ee/bswY4dO6Cnp4erV6/C1NRU45ixuoPvWeRkkbEqUalUiIyMrPQKQtlGIQAMHjwY165dQ25uLn788UcAJYmSq6urxreG165dQ1FRkcaJ5/Lly1AoFBqDYkyaNAnp6ekYM2YMMjIyyt04/8cff6BXr17IysqCQqEo961vTk4O4uLiNE5GZ86cEU+uFTUYyzbsHn/t6emJtLQ03L59G6mpqfj+++8hkUgQFhYGIyMj2NmVjHKfkZGB27dvi8fm3Llz4gn3cY83jhmr66pbL7Rt2xbnz59Ht27dxCSqonoBKP95eN56AQCUSqXG/KrUCw4ODjAyMgJQUg9YWVnBwsJCfG1mZiZut7J6ISsrS6MeAIArV65o1AsVHYOKjgPTLisrK9y4oXlbeVhYGHbu3IlRo0YhJycHd+7c0Rgk5vz58xr/Y5cuXdI4nwAlyV+LFi3E1wcPHoRcLkfHjh0RHR2tUd6tW7eQnJwslnnx4kU4Oztr/P8kJCRgyZIlSE9PR/PmzeHg4IDDhw+LVxbT09PRqFEj8VypVqvx559/onnz5rh9+zZ0dHTEwZZSU1Nx/vx58UuhJ8Va2f4BwMqVKxEeHo64uDgcOnRIrDceL4/VLZJ/G1RqrQaiRZwsMlYFV69eRUFBAfT19REdHS3+ZGRkIDExEcnJyWLDZ9myZYiOjkZiYiJyc3Ph7OwMAHjw4AGSk5MRGxuLW7duASjpaiaRSDROhKGhobC3t8fVq1dx4MAB9OvXD7/++is2btwIJycneHp6Ijo6GufOnUN+fj5mz56NO3fuICgoCO3atcPDhw8RHByMBw8eICQkBLdv30ZBQQGICAkJJV3uN27ciK1bt4qNwqclh2Vf+/r64ty5c9i/fz/UajVCQkKQn58vLvd4gxCAeFJ/8OABbty4gYSEhHJDnD/eHZexuq469cKePXtw4sQJpKSkID09/Yn1QmJiIlJSUjSSpOepF+zt7WFhYYFZs2bh3r17CA0NxZkzZ15ovSCRSMQGsUqlQlRUlHhsKjoGpbheqFsGDhyIDRs2YPPmzQgPD8eaNWvw3nvvwc/PD0OGDEFhYSGISHxe8Pbt27Fz507xPVSpVEhPT0dUVBQSEhKQkZGBzMxM3Lt3D7m5uUhPT8fevXvx1VdfYfLkyTA2NkZ+fj7S0tJQVFSEBw8eYNy4cZBKpeIjLlJSUpCamorbt28jLi4OABAcHAwHBwfEx8cjLi4OcXFxmD9/Pu7cuYOMjAy0aNECycnJ2L9/P3JycjBjxgxcu3YNrq6uaNq0KVQqFW7duoWioiIEBQWhqKgIBgYGT421ov2TyWRo1aoVli1bhszMTCQnJ+Off/4Rj+nVq1c5WazDSpNFQRAabLLI6iAe4KZuIaKOv/32mziyYdmfw4cP05EjR0hPT4+KioooJyeH3njjDVIqlWRtbU1fffWVOIhFREQE2dnZka6uLg0cOJCISgajcXZ21hjQoUePHgSAdHR0yM7Ojvz9/Sk6Olpjma+//prMzc3J2NiY/Pz8KCYmRmNgDDs7O5LJZOTh4UH37t0jIqIxY8aQUqkkJycn+vrrr0mhUNCWLVuoqKiIZDIZhYSEENG/ow/u27dPHJjDwMBAY6CeyZMnk6WlJSmVSurQoYM4CMegQYNo9OjR4nI///wz2draiq83bdpEhoaGpaMbitNVKhXJZDJau3YtEdFf2ny/GasKInKsar1AVDL4jLGxMRkZGVH//v0pISGh0nohJCSEANDdu3drrF44ceIEtW7dmmQyGdnb29OhQ4eeWC8QEXXt2pWmTp0qltG9e3cKCgoSX/fq1YvGjx//1Hph6dKl1Lx5c3G5sLAwAkA3b96s9BhUUC/Eau/dbhiqMsDN/fv3afTo0WRpaUkKhYJat25N8+bN0xjM5dNPPyWlUkmOjo40duxYUigUtHr1anH+yJEjSU9Pjxo1akQhISF04MABMjAwIA8PD5LJZNSsWTNauHChuPzJkyfJ3t6eTExMyNfXl959911ycXER5585c4ZsbGxIV1eX/Pz86NSpUySRSGjHjh0asZcOKrN3715xgBsTExNq0qQJjR07VhygJy0tjcaMGUPm5ubk4uJCH3zwAZmbm9PixYufGmtF+5eWlkanTp0ib29vUigU1KRJE1q+fLnG6KmPl8ED3NQdo0aNcnjUJm+wdZDw9EXYixYQEDBEEITfAWxasWLFEG3H09ARUUcAp2uj7HfffRdEhF27dtVG8fXGtWvX4ObmhvPnz6Ndu3ZnBEHoqO2YGHsSInIEcOupCz6DRYsWYcaMGXj48GFtFF9vPFYvxAmC4KjtmF5ma9euPdK2bdu3yj7r8gVtF5s3b8aRI0de6HafRV2IdefOnfkqlcp25MiR/DiZF2DEiBGv6Ojo3ARwa8WKFU7ajkcbuBsqY1oUEREBOzs7JCYmori44Y3rolarkZiYiLNnz0IQBO6KwxhK6gVnZ2ckJiYiLy9P2+G8cFwvNCxRUVEa9+LWZfUpVlYzBEGQAAARNdhuqJwsMqYl+fn5uHXrFhYvXgxra2txEIqG5NKlS7C2tsYnn3wCR0dHHjKcMZQM6nLx4kVYW1vXi6stNY3rhYYlKioKzZo103YYVVKfYmU1gwe4AXS0HQBj9UA8gDk1XahcLq+1q4kJCQlWly9f9pfL5Yldu3ZdXSsbqQHe3t6g8qNR39ZGLIxVUzpqoV4ASkYkrQ2ZmZkGp0+fHqejo5PdvXv3RbWykRpQSb2Qro1YWO3bv3+/tkOosvoUK6sZpVcWG/IAN5wsMvYUgiDcATBV23FUh7+/v6dUKvUnosQ333yzXsXOWH0gCMJD1LN6Yfjw4VZ6enrjiCinR48e9Sp2xhjTBkEQJI++vGqwySJ3Q2WMMcYYY4yxx6hUqgbfDZWTRcYYY4wxxhh7jI6OjhTgAW4YY4wxxhhjjJVBRFIAEARBpe1YtIWTRcYYY4wxxhh7THFxsQ4AEBEni4wxxhhjjDHGSpR2QxUEoeE9DPsRHg2VMcYYY4whPT0dUqlU22GwJyAivtDzAhUXF+tIJJIGfWWRk0XGGGOMsQZOrVYfj42N1Y2NjdV2KDVCpVI1ys/Pf0UqlWYoFIqXY6cACIJQoKOjU6DtOBoKiURSmivxlUXGGGOMMdYw+fv7BwMI1nYcNWXkyJF9iGgPEZ1euXJlH23Hw+onIpIKggAADfbKIl/KZowxxhhjjLHHlF5ZbMijofKVRcYYY4wx9lLJy8s7o6en14WIUrQdC6u/1Gq1zqMri9wNlTHGGGOMsZfBhg0bUgEc13YcrH4r7YbakAe44W6ojDHGGGOMMVae7qPfDTZZ5CuLjDHGGGPspTJy5MgOarX6e0EQ/lqxYsUUbcfD6ieJRKL36M9CrQaiRZwsMsYYY4yxl42ZIAivE1GWtgNh9ZouAAiC0GCTRe6GyhhjjDHGGGOPIaLSK4tFWg1Ei/jKImOMMcYYe6ksX758LwBB23Gw+k0QBD0AICK+ssgYY4wxxhhjTFQ6wE2DvbLIySJjjDHGGGOMlacHNOx7FrkbKmOMMcYYe6n4+/u3l0ql54jon5UrV7bXdjys3tIFALVa3WCTRb6yyBhjjDHGXiqCIGQ9+m2o7VhY/VU6wI1EIuFuqIwxxhhjjL0M1Gp1BgAQUWNtx8LqNdmj3wVajUKLOFlkjDHGGGMvlTVr1twXBKFNbm6us7ZjYfWa/NHvfK1GoUV8zyJjjDHGGHvpLF++/Iq2Y2D1myAICgAgogabLPKVRcYYY4wx9lIKDAx08/f3N9V2HKx+IiI5AAiCkKftWLSFk0XGGGOMMfbSCQgIWA/gqo6Ojp+2Y2H1U+mVRUEQ+MoiY4wxxhhjLwtBEK4CgFqtdtV2LKzekgNAcXExJ4uMMcYYY4y9LIgo6tGfxloNhNVbZbqhNthkkQe4YYwxxhhjL53i4uL/qVQqsw0bNqRqOxZWbykBgIhytR2ItnCyyBhjjDHGXjpr1qzJ0nYMrN7TBwCJRJKj7UC0hbuhMsYYY4yxl9qIESOaaDsGVv8IgqAPACqVqsEmi3xlkTHGGGOMvZQ+/fTTXhKJZD+A7QAGaTseVu8oAUBPTy9b24Foi9aTRSKyAjBb23HUJXfv3nWKi4uDsbGxz/Lly1dpO546Zo0gCGe0HQRjjLH6g4haAPhS23GwFy8nJ0f/8uXLkEqlftymajC+FwThZk0URET6giAgPz+fryxqkREAf20HUZfY2NjAxsYGAJwe/bB/nQLAySJjjLHqsAG3NRokfX19dOrUCQD0wP8DDcUaADWSLAqC0AgAHBwcMmuivPqI71lkjDHGGGOMPROVSvVSbj8wMFAXJblS0cyZM9W1spF64KVIFlNSUiAIAn799Vdth1Ijhg4dCjc3N22H8cIUFxfjr7/+0nYYjDHG2FPV9jmLz4nP5/z588jP13wknkqlgouLC4KCgl5oLD/99BMEQUB29st7u9t//vMfHD9+vEbLrO5nYM2aNdi+fXuNxvAoDkMAIKIGParuS5EssvrN398fI0eO1HYYjDHG2FPV9jmLz4nPbt26dfDx8SmXnAmCABMTEyiVSi1F9nIKCQnBpk2b8Oabb9ZoudX9DLz//vuYMGECbt6skZ6nIkEQjB79mVGjBdcznCwyrXv8G0DGGGOsrqrtc1ZdOifGxMRoOwQAABFVabnKjp1UKsW5c+fw7bff1mRY9cKTjt3NmzerfGwr8tVXX+Hjjz+GIAjPXEZFqvsZMDIyQs+ePTFjxowajaM0WRQEocHerwjUgWRx3bp1JoIgYOXKlRrTZ82aBblcjtTUVNy9excff/wxLCwsIJPJ0KpVK2zatOmJ5U6dOhVyuVxj2oULFyAIAg4dOiROO378OHx9faFQKGBvb48RI0YgISGh2vuRlZWFtWvXPlO/6a1bt6J58+ZQKpVo164doqKiNOYnJibiww8/hLGxMfT19dGjRw9ERERoLHPnzh0MGzYMFhYWkMvl8PHxwbZt2wAAnTp1Qs+ePTWWnzdvHh6N7gQAMDY2xm+//YZevXpBLpfDysoKEydOxK5du+Dh4QGFQoF27drh4sWLGuXExcXhvffeg6GhISwsLNCzZ09cuHBBnG9sbIwtW7Zg0KBBMDAwQNOmTTUq6+HDh2Pr1q2IjIyEIAgQBAFxcXEAgAMHDqBVq1ZQKpVwd3fHkiVLqn1sGWOMsVLnz59H586doVAoYGZmhhEjRiA9PR1ASVdFQRDwn//8R2Odd955B76+vgCefM7q168fnJ2dMWjQIBgbG6Nx48YYNmwYHjx4UCPlV9WztkcSEhIwcOBAmJiYwNLSEkOHDkWrVq0QGRkpLrNs2TI0a9YMCoUCzZs3x3fffSe2I0JDQ6FUKnHixAl06NABCoUCbm5u2LNnj8Z2ntZu+Pzzz2FlZYW9e/fCxcUFEokEx44de2pbcN26dRg9ejQAwNzcHIIgYN26dYiLixOP5dSpU8Xln9a2+umnn+Dr64tt27bB2dkZ+vr6eO211xAdHV2t41pWREQE9PX18dlnn+H8+fMQBAEbN24U5+fl5aFr164a62zduhWCICA2NrZK7eGWLVti8ODBmD17NiwsLGBoaIjMzEwUFhZi0qRJsLGxgZGREfr27YvOnTtj+fLlAKrf5rpw4QJCQ0PLtS9/++03tGjRAjKZDA4ODpgzZw7U6n9v9zM2Nkb37t3RsWNHKJVK2NnZYdq0aeL/67N+Bnr27Int27cjI6NGLwLylcW6gIhcPT096bXXXqOynJ2daejQoUREdOvWLXJzc6Pp06fTokWL6PXXXydBEOj8+fNERJScnEwAaNmyZeL6U6ZMIZlMplHmP//8QwDo4MGDREQUEhJCurq6NGLECPr9999p0aJF9Morr5Cbmxvl5ORQdWRmZpK1tTU5OTnRunXrSKVSVWm9TZs2EQDq0qULrVq1iqZMmUJSqZRcXV2JiCg3N5eaN29OFhYWtHz5cvrtt9+oZcuWZGZmRunp6UREdP/+fbK2tiYLCwv64YcfaN26deTv708LFiwgIqKOHTtSjx49NLb7448/EgDKy8sjIiIjIyOSy+W0dOlSOn/+PA0YMIAAUJMmTWjv3r30v//9j5o3b06Ojo5UVFREREQJCQlkbW1NnTt3ptWrV9OaNWvojTfeILlcThEREWK5urq6FBwcTBcuXKCvv/6aAND+/fuJiOj69ev05ptvkqOjI506dYpOnTpF+fn5lJWVRQqFgry9ven333+nSZMm0eTJk4mIPtbm/2t94e/v7xkYGEgBAQGXtR0LY6xuGD58uNWjeiFR27G8aETUPTIykpRKJbVv3542b95MixYtImNjY3rzzTeJiKioqIgA0Pfff69xvuzduzf5+Pg88ZxFROTn50dyuZzmzZtH58+fp2XLlpGpqSm1adOGioqKnrv8qnqW9ohKpaK2bdtS06ZNaePGjTR//nzS1dXVaDvMnDmTDA0NacqUKbRp0yaaPn06GRoa0rBhw4iI6PLlywSALCwsaMuWLfT3339Tjx49SKlUUnJyMhFVrd0wZswYksvl1KpVKzp69Cjt3LmT1Gr1U9uCSUlJFBQURABo3759dOrUKUpKSqKcnBzauXMn6erq0pQpU4ioam2rhQsXEgBq164dHTt2jI4cOUIODg7Uvn37Kr8XpWVkZWVRZmYmubq6kq+vLxUUFBARkb29PQ0YMEBc/rfffiMA9M8//4jT+vfvT97e3kT09PYwEZG7uzsZGxtTnz596OzZs3T06FEiIho7dizp6enRjz/+SJs3b6YmTZqQkZHR09pclfq///s/0tXVFduERETr1q0jADRkyBD6448/6KuvviJBEGj27NniMkZGRmRra0vbtm2jv/76iyZPnkxSqZQ+//xzInr2z0BUVBQBoA0bNhARvVoT9UZAQEDfwMBACgwM3PP0pVmtISLXpUuXkiAIFBcXR0REZ86cIQD0119/if8EarVa/Ds7O5sUCgV98803RPTsyWKLFi3Ef85S0dHRBID++9//PvUf83H5+fm0fPlyatasGTk7O9P69eufWEnn5eWRubk5de7cWWO5999/X0wWly9fTgDozz//FOfHxcWRRCKhWbNmERHRqFGjSEdHh6KjoyvcTlWTxc8++0ycHxsbSwBoyZIl4rQNGzYQAHE7n332mXgSLFVYWEh2dnY0duxYsdxRo0aJ81UqFZmamtIXX3yhsb/u7u4a8d24cYMAUHBw8OO7w8liFXCyyBh7XENPFj/44AMyNDQUkwGifxvnJ06cqFIyV9k5i6gkWfTy8tKYVvqF8J49e567/Oqobnvkr7/+IgC0bds2cVpAQABJpVLKz8+ne/fuka6uLu3YsUNjvV9//ZUAUFpampgsbtmyRZx/6dIlAkB//PEHEVWt3TBmzBgCQH///Xe5OJ/UFiQiWrZsGQEQk9OyZDKZmCxWpW1VmuglJiaKyyxYsIAAUGpqaqXHsqyyyeKgQYPIwsKC7t69K86fOHEiGRgYiMlQly5dCAAFBASI+6hUKmnu3LlVPgbu7u5kZmZG2dnZ4jSVSkVyuVyjnbdx40YCQCEhIU9qc1WqQ4cO5OjoqBFX06ZNy1388ff3J0NDQ8rKyiKiknbhxIkTNZYJDAwkXV1d8bg+y2cgPz+fANCIESOIai5ZHPaozvy9Jsqrr7TeDRUAhgwZAqVSKV6K37BhA1q1aoVXX/33vb5y5Qr8/PzQtGlTuLi4oLi4GImJz36+u337NqKiorB8+XLI5XLxp3Xr1gCAu3fvVrpuXFyc+JOT8+8zOmUyGQIDAxEdHY3Zs2djwoQJ+Oijjyot5/Tp00hOTsb48eMhlUrF6To6/z7+8vjx4zA2NtbolmBvbw83Nzex28bBgwfRtWtXuLq6Vv9AlKFQKMS/S7vwymQycdqjZz8iJSUFQEmXhfDwcBgYGIjHz9DQEPHx8RrHT19fX/xbKpWiadOmuH///hNjeeWVV/Dqq69izpw5WLx4MQoKCp5r3xhjjDVsx48fR9euXWFsbCxO69GjBwBodIOsSaVd9M6dO1cr5ScmJortkdTUVHF6ddsj8fHxAABnZ2dxWrNmzVBcXIysrCwcPXoURUVFGDJkiEab6YsvvgCASs/59vb2ACCe86vTbvDx8SkXZ021BavStqrK/lTVzz//jG3btmHixIlo2rSpOH3gwIHIzs7Gn7/rgrwAACAASURBVH/+idjYWBw/fhyjRo3C5s2bkZ2djf379yM3NxcDBw4U16nKMfDx8dGIOyUlBfn5+eXeXwBIT09/pjZXfHw8DA0NxdcxMTG4d+8e3nvvPY3levTogaysLFy/fr3Ssnr27ImioiJcunTpqdutjEwmg66urvi/XENMH/1Oq8lC65s6kSw2atQIgwcPxsaNG1FYWIht27aJ/c4B4NixY2jfvj0KCgqwZs0a7NixA6ampiguLn7mbZZ+sGbOnInQ0FCNn6tXr+Ljjyu/gOXo6Cj+7N27V2NecXExtm7dijlz5sDMzAyDBw+utJw7d+6I5VUmIyMD5ubm5aabmpri3r17AICkpCTY2tpWvrM1pPQGZnp0M3RiYiLeeeedcscvKioKv/zyS6Xl6OnpPfVeCkEQcPDgQXz88ccICgqCi4sLTp48WXM7wxhjrEHJyMiAhYWFxjRT05K2YOn5tKYZGRlBIpEgK6t2Rt4fPHiw2B6ZMmWKxrzqtEdKk4jTp0+L086dO4emTZvCzMxMbDPt27dP43wfFhaGq1evonnz5hWWq6enB+Df5+BVtd1gYGBQrqyabAtWpW1Vlf2pqpkzZ6JVq1ZYvHgxcnNzxek+Pj6ws7PD7t27sXbtWri5uWHRokVQKpXYvHkztm/fDm9vb7GdWNVj8PjxMzMzg7Gxcbn3VxAEeHh4PFObKzU1VeOCQum9gs/yGTMxMQGA5/6cyGQyjS9NnhcRmQOAIAjJNVZoPaTz9EVejMDAQKxevRrfffcdCgsLMXToUHHed999B2dnZ+zbt0+86lb2G5OKPG1kptJ/zNzc3Go/03Dnzp3i3+3atQMAqNVqrFq1Cj/88AOICNOmTcOwYcM0rhg+rrSiKr35vSI2Njb4+++/y01PSkqCnZ0dgJKbhZ/0zVpNj1JVysTEBCkpKTXyTEiqYDSuRo0a4ZdffkFQUBD8/Pzg5+eHmzdv1pn/WcYYY/WHjY1NuYZkUlISgJLzWXXOlRWdsypy//59qNVq2Nra1kr5s2fPFnv7lCYUz9Ie8fLyQo8ePfD1118jLi4OycnJ2L17NzZv3gzg3zYTgOc65z9Pu6E6bcGnHb+qtK1q0ty5czFgwAC4ubkhODgYs2fPFucNGDAAmzZtgq6uLr766ivo6elhxIgRWLJkCW7cuKExwueztIeBkl5dkyZNwuTJk/Hhhx/CxsYGv/zyC8aNGwcXFxcAFbe54uPjK0zcgZIksOyopaW9z570GatM6VXlshc+qvoZKCs/P19MTmuCRCIp/UYhpcYKrYfqxJVFAGjfvj3atGmD4OBgDBkyROPSdkpKClq3bi1+MAoKCpCdnS2OrlT6zUZa2r9XiS0sLFBQUKAxrexoSs2aNYO9vT3WrFmj0ZVUpVKhsLDwibH269dP/CntTpCWloY5c+bg66+/RnR0NIYPH/7EihkA2rRpA6lUqjES1uM6dOiAtLQ0jS4sYWFhiImJQadOnQAAXbt2xZ9//llutKjSb74sLCzKdZmo7uhqFenWrRvOnDlTboTUssezKvT19ZGYmKgxWhbw79DJjo6OGDt2LB4+fIiIiIiKay3GGGPsCTp06IDjx48jLy9PnLZjxw4AJaOGS6VSmJqaapwviUjsBVSqsnNWRVavXg0AePXVV2ul/E6dOontkdLbaJ6lPQKUdJVs1qwZrl+/DnNzc5w9exYDBgwAUNLOkEgkWLx4scY61T3fP0+74WltQeDfxOlp3USr0raqSQEBAbC1tcWkSZMwb9483Lp1S5w3cOBAJCYmIjU1VewqPHLkSERERJTrglqVY1CZzz//HN27d8eDBw+Qnp6OjRs3YuHCheL8itpcsbGxlZZnaWmpcZXU2toaDg4OOHDggMZyO3bsgL6+Pjw9PSssh4iwdu1amJiYiFeon/QZ2L9/f7kRdgGgqKgIKpUKlpaWTzgK1VN6ZVGtVvOVxboiICAAY8aMwahRozSmd+nSBevWrcOaNWvQuHFjLFiwAGlpaYiIiAARwdDQEE5OTpg/fz7MzMwQGBiIbt26QSKRYNy4cRg/fjwiIiIwadIksUxBELBw4UL0798fvr6+GD16NFQqFTZs2IChQ4di/Pjx1YrdxMQEMTExYheFqrC1tcUnn3yCVatWIS8vD2+//TYSEhKwb98+WFlZAQCGDh2K77//HgMHDsS0adMglUrx3XffwcLCAp999hkAYPr06di7dy86dOiAsWPHwsrKCkeOHIGBgQFWrlyJHj164L///S/mz5+PLl26YM+ePVi1alW19q8iM2fOxP79+9G9e3dMnDgRFhYWOHToEFQqFXbt2lXlcjp37ow1a9Zg1KhR6NSpE0xMTNCjRw+4urri/fffh7u7O5YuXQpjY2N4eHjUTl8exhhjL7UpU6Zgy5Yt6NmzJ0aNGoXbt29j1qxZ6NKlC15//XUAJfdX/fbbb+jatSusrKwwf/58REdHo23btmI5FZ2z+vTpA6Dk0QiTJ0+Gi4sL/vrrL6xZswa9evUSx2B43vKr4lnaIyqVCu3bt0dQUBCcnZ0hCALS0tKQmZmJRo0awdnZGWPHjsVPP/2Evn37ol+/fkhISMCSJUtw4MCBShOBxz1Pu+FpbUFBEPDqq69CR0cH48aNw4gRI5CXl1fhw92r0raqDV9//TXWrl2LCRMmYPfu3QBKuqLa2tqie/fuMDIqeVKDg4MDevbsiQcPHmjcqlSVY1CZwYMHo3Hjxujbty8AQCKRID4+Hra2tigsLKywzeXk5FRpeV5eXti4caPGdmfNmoWPP/4Yn376KXr06IE///wTO3fuxMyZMzWugG7duhVNmjSBUqnE9u3bcezYMfzwww/iMpV9BpKSktC3b18QEeLi4jSuApd2cy3t8VcTBEFo/OjPpBorlFUfEbmWjmSUkZEhDmFdVkZGBg0YMICUSiXZ2NjQt99+S7t37yYrKytxJKvz58+Tr68vvfrqq+J6GzZsICcnJ1IoFNS9e3dxSN/S0VCJiPbv309eXl6kp6dHZmZm9N5779GlS5eqNQLT88jLy6PPP/+cTE1NycjIiN555x16/fXXxdFQiUpG6HrvvffI0NCQlEol9ezZk65evapRTlhYGPXs2ZP09fXJxMSEOnToQJs2bSKikuHAg4KCyNLSkoyMjMjf35+++eabcqOhlh2dKiEhgQDQypUrxWn/+9//CACdOnVKnHb16lXq3bs3KZVKMjAwoM6dO9P27dvF+RWNeuXl5UV+fn7i6+LiYvr888+pUaNGZGVlRZMnT6a0tDT65JNPyNrampRKJfn4+JRul0dDrQIeDZUx9riGPhoqEdHx48fJ19eXZDIZNW7cmAICAigjI0M8HyUlJdG7775LjRo1IltbWwoODqZevXppjFZa0TmLqGQ0VFtbW+rSpQsZGBiQhYUFjRo1qsbKr20DBw4kPT09AiD+mJiYUGRkJBGVjHY5b948cnBwIF1dXbKzs6PPPvuMkpKSiOjfR2fs3btXLDMrK4sA0MKFC8VpT2s3jBkzhiwtLcvFV5W2IBHRmjVryMrKioyNjalr167i9LKjoRI9vW1VdiTTUnv37iUAdPny5Sod04rK2LFjR7m26IQJEzQel1G6rbKjoFb1GLi7u9P7779fLpYFCxaQoaGhxvuro6NDGzZseFKbq1J//PEHAdAY3ZWoZETaZs2aka6uLjk4ONDcuXM1RnA1MjIiHx8f8vDwIJlMRk5OTvTjjz9qlFHZZ6CgoIC8vLzIw8ODcnNzNdY5evQoAaBr164R1dBoqIGBgTcfPTrj+e+3qsdq52a2aiAiVwDP/oRT1tAMFwRhvbaDqOv8/f09pVLpJSIKXblyZdW+8mWMvdSGDx9upaenl0BESStXrrTSdjwvEhF1B3C4NrfRr18/3L17t9ZGVq1txcXFYndVIkJsbCw8PDzw5Zdf4ttvv9VydOx5lX1/gZJRUHv16gVdXd1nGkAwJycHTk5O+Omnn544eNLjjI2N8emnn2LevHnV3uaTTJ8+HUePHsXZs2cBoKMgCGees0ghMDCwEIBOenq6cvv27XlPXeMlVae6oTLGGGOMsRcrPz9fHJmzc+fOkMvlOHnyJHJyctCmTRtth1cnvfbaawgPD690vp+fH9avrzvfbQcGBiI0NBR9+/aFubk5oqOjceXKFQQEBDxTefr6+pgxYwa2bt1arWSxNqjVavzxxx9YtmxZjZU5fPhwS5TkSakNOVEEOFlkjDHGGGvQBEHAsGHDsHnzZkyfPh0ymQytWrXCtm3byj03j5XYunXrEwdErMoopS/S22+/jTt37mDhwoUoLCzEK6+8ghkzZmDChAnPXGZgYCCOHTuGCxcuwNvbuwajrZ7NmzfDz88PnTt3rrEypVJp6Q2Rd564YAPAySJjjDHG2HOqzsBudY1MJkNQUBCCgoK0HUq90aRJE22HUC0DBgwQR7etKVKpFJs2bUJCQkKV13n48GGNxgAAvr6+GDJkSI2WKQiCHQAQESeL2g4AQByA2rynqguAUU9dqg7Jy8szzMzMtJbL5ZlGRkb1bSCCPwGsqMXyG/yHljHGWLWdRe22NRqy9wG8VJcfHz58aC2Xy7Pkcnl2LW9qM4D6+y0DAF1d3Vp5NmV1VDBqa8zzllmaLILbndpPFgVBKAAQWlvlE5E3AJfaKr82KBQKKBQKAGj06Kc+OSUIQq29n4wxxlh1CYKQhVpsazRkRDQI9ayd9TTGxsYAYPi05WpAIbeZ6iZBEGwf/dngk0WJtgNgjDHGGGOMsTqEryw+wskiY4wxxhhjjP2L71l8hJNFxhhjjDHGGHuEiJoDQHFx8U1tx6JtnCw+J7VaDYVCAUEQIAgCkpKStB3SC7dkyRJx/zt37txV2/Ewxhhj7OUSHBwstjVGjx79Qrf9wQcf1NgongMGDBD3Y9SoUe1rpFBWo4YPH24lCII+EaWtXbs2WdvxaFuDSRbj4+MhCALOnTtXbt7hw4dha2uLmzef/OXB6dOnMWjQII1pN27cQH5+Pg4dOoTExERYWlpi2bJlMDExgb6+Ppo3b47x48cjMbG+DWpasYqOwfDhw5GQkABra2s0a9YsXUuhMcYYY0xLhg0bBn19fZiYmKBt27b46aefkJ+fL86valsLAD7//HP897//1ZgWERGBbt26ISEhAfPmzav2+s/q3Llz2Lp1K65cuVIj5a1YsQJnz54FAHh6ej6okUJZjdLT02sOAIIgRGk7lrqgwSSLoaGhkEgkaNWqVbl5jo6O6N27Nxo3bvzEMtavXw8dHc0BZCMiIiAIAjp27AhLS0sAwKlTp+Dj44PTp09j2rRp2L9/P7y8vJCamlpzO6QlFR0DAwMD6OvrIyEhAR4eHpwsMsYYYw3Mn3/+ifHjx+Po0aMYMmQIpk+fjn79+onzq9rWunfvHn755Re0bNlSY3pERAQ8PT1hZWX1xAfeV7Z+WcXFxVXcK2DixIkgIoSG1sygpaampkhOLrlY1a1bt4bXHa1+aAEARHRV24HUBQ0qWXR1dYVSqdSY/vvvv8PV1RUXLlwoHSoZv/76KxwcHKCvr4/u3btDpVJh9OjRWL16NXbu3AkDAwP88ccfAIDIyEjY29vDwMBAY1tvvPEGPD098eGHH+LYsWNITU3F2rVrAQDp6en49NNP0bhxY5iYmODDDz9Edva/j/JZtGgRnJ2dIZPJ0Lp1axARRo8ejbfffltcJi4uDoIgIDQ0FKGhoWjatClmzpwJR0dHKBQKDBo0CIsXLxZjGz9+vLju/fv3MWzYMDRu3BgGBgbo168fMjMzAQDdunXDzJkz8eabb0KhUMDV1RXh4eEAUOkxKD0OANC+ffu053+3GGOMMVZfPHjwAAkJCejTpw+8vb0xceJErFq1CocPH8aFCxcqbGvduHEDfn5+MDQ0RKNGjfDbb78hPj4eTk5OkEgkaNu2Lby8vAAAKpUK165dg7u7u7jNkydPwsvLC0qlEh4eHrh27Vql6+/fvx+GhoaYPXs2XFxc4O/vX6X92rFjB65cuYLevXtrJIvJycmwsbHBihUr4O7uDoVCgS5duiAnJwcBAQHo3r27RjlvvPEGPvjgA/F1ZGQkrK2t4eTklPdsR5zVstIri5wsooEli23atCk3fciQIRg6dKh4xTEiIgKjR4/GsmXLEBsbizFjxkBHRwfz58+HVCrFyZMnkZ2djf79+4vLl6288vLycP36dY1t2drawtXVFbGxsSgsLET37t2Rn5+PmJgYXLlyBWfOnMHChQsBANOmTUNwcDAWLFiApKQkbNq0CYIgIDw8HK1btxbLDAsLg66uLlq0aAE9PT3cv38faWlpuHTpEpYvX47t27cjNjYWV65cwdSpU7Fo0SJkZGQgNTUVr776KvLy8nDx4kXcvHkT//zzD3bu3AkAePjwIfbu3YsFCxYgLi4OarUay5cvB4BKj0HpcZDL5fD29s6qqfeMMcYYY3Xf5cuXy/XeeuuttwAAsbGx5dpaCQkJ6NSpE0xMTBAaGoqbN2+ia9eusLW1xZdffomePXsiOzsbFy9eBADExMSgsLBQbG8REQYMGIB33nkH8fHxmDp1KpydnStdPyIiArm5uXBwcMD169fxyy+/PHWfCgsL8X//93/48ssv0alTJ41kUaFQ4N69ezh16hSOHj2Kv/76CydOnMDBgwfRsmVLXLt2TVz2ypUrOHHiBMaNGydOe7ztyOqW0sFtiCha27HUBQ0qWfT09Cw3vTQRK63AVCoVAODWrVswNzeHn58fAODChQuQSqUaCRtQ8oEv29UhLCwMxcXF5RLTtLQ0GBkZYe3atYiPj8eaNWtgamoKOzs7vP766wgLC0NiYiLmzp2LVatWoW/fvjA2NhYrk4iIiHLJopubG/T09BAfHw+ZTIYFCxbAxMQENjY2kEqlCA4OhrGxMdq3bw+JRAKZTIb58+cjOzsb69evh4ODA6Kjo/Hw4UO0aNECQMk3fbNmzULr1q1haWkJR0dHSCSSJx4DoORbMjc3N+jq6lL13hnGGGOM1WehoaFo1qyZRvfQtLSSjkZGRkbl2lrff/89bGxssHbtWjg5OcHc3BxNmzYFAPz999/w8fHRKL/0lp/StgoRobi4GLGxsWJvKqlUWun64eHh6Nu3L4YOHQoAT+zGWmrJkiXIzMxEUFAQXFxcEBUVhaKiIgAlyasgCFi6dCmaNGkCT09P6OrqQiKRwN3dHfHx8cjNzQVQ0lusffv28PX1FcuOjIx8YjdZpl2CILQAAKlUylcW0UCSxaysLMTGxlZ4ZVGlUiE6OlqswNq0aYPNmzdjzpw58Pb2xu3btwGU3ODs6ekJPT09cd2ioiLExMRofDsUGhoKCwsLWFlZidPCwsJw9+5d+Pr64uDBg+jcubNGOcnJybCwsMDJkychlUrRu3dvjRjv3LmDjIyMcsli6euwsDC0aNFCvJcwLCwMrq6ukMvlAICoqCg4OztDLpfj+PHjEAQBFhYWMDAwgL+/P1asWIF27drh9u3byMjIgIeHh7id69evo3nz5pUeg1Jc8THGGGMNU2hoaLkvkvfv3w+pVApvb+9yba2QkBD0798fgiBorKNWq3HhwoVyyV5kZCQcHR3FW4kkEgmOHj2KqKgoODk54ejRo09cPyIiAm+++WaV9yctLQ2zZ8/GtGnTYGhoCBcXFxQWFiIqqmS8k7CwMDg4OMDQ0BAAcPv2bRQWFqJ58+Zwd3cHESEmJgbJycnYvHmzxq1AarUa0dHR3Gaqo4YNG6YPwIqICn/99dc4bcdTFzSIZDE0NBREVGGyeO3aNRQUFGh0nRg8eDCuXbuG3Nxc/PjjjwBKEqW2bduWW7eoqEgjWbx8+bLGdvLy8jB69Gi4ubmhV69eyMjIgLW1tTg/NTUVx48fR69evZCVlQWFQiFeySsVGRkJXV1duLq6Aij5Ru3vv/8WK+aKuqiWTfgefz169GikpKQgKSkJN27cwJAhQ8TljIyMYGdnBwDIyMjA7du3xWNT0TEoGyN3qWCMMcYansfbPrdu3cK3336LTz75BKampuXaWllZWeXGkABKvtzOysoq19aoqNtm27Ztcf78eXTr1g0TJkyodP3HE9Wq+O6775CZmYmpU6fC2NgYnTp1AgCxK2pYWJhGeVeuXIFMJkOzZs1gbW0NExMTXLt2DcuXL4epqSkGDBggLnvz5k3k5+dzm6mOUiqVHgAgCEKktmOpKxpMsmhmZobU1FRER0eLP0VFRQgPD4eZmZl4JXDZsmWIjo5GYmIicnNz4ezsDKDk5u0bN24gISEB9+7dA1BSeUkkEvHKW+m2LCwsEBYWho0bN8LHxwfx8fHYtWsXdHR04OnpicOHDyMhIQEpKSnw9/eHr68vevXqhXbt2uHhw4cIDg7GgwcPEBISgtu3byMvLw9qtRpJSUkoKCjAhAkTEB8fr3Fl8UnJYdnXvr6+2LRpE6Kjo5GXl4eQkBCN5R6v/ACI335VdAyAkgF77t+/z9+SMcYYYw1MWlqaTkxMDAwMDHDhwgUsWLAAPj4+aNWqFRYtWgQA5dpa7du3x9KlSxEREYHY2Fjs2bMHQEk7AwAuXryImJgYEJXc2fJ4srhnzx6cOHECKSkpSE9P12irPb5+TEwMCgoKNNoou3fvhrm5OSIiIsrtz40bN7B06VJs2bIFGRkZePjwIR4+fAh7e3uNZLFsO+vKlSto3ry52MOrbdu2+OOPP7Bs2TJ89tln0NXVFZct7VLLyWLdpFarS6++cBfUhoKIPvX39ycAGj8SiYRyc3Ppm2++oS5duhARUU5ODr3xxhukVCrJ2tqavvrqK1KpVEREtGnTJjI0NCSFQkGLFi0iIqKpU6eSs7MzlSouLialUkkASC6XU8uWLWnq1KmUlpYmLpOamkr9+vUjQ0NDsrKyoi+++IKysrLE+UuXLiU7OzuSyWTk4eFB9+7do+zsbOrUqRMZGBhQq1ataNy4cQSAEhMTqaioiGQyGYWEhIgxKBQK2rdvHxERqdVqMjAwoF27dhERUVpaGvXv35+MjIzIxMSExo8fL2570KBBNHr0aPH1zz//TLa2tuLrio4BEdGpU6cIAMXGxhIRrdLi280e8ff39wwMDKSAgIDL2o6FMVY3DB8+3OpRvfByPPiX1QmbNm1ah0dtK0NDQ+rYsSMtX75cbD8RkUZbi4jozp071KNHD9LX1yczMzMKDg4mIqLc3Fzq2LEj6ejokLW1NanVasrPzyepVEq///67uP7YsWPJ2NiYjIyMqH///pSQkFDp+lu3biVra2sqKzY2lpRKJR09epQe995771GHDh3KTe/WrRu98cYbRERkYWFBW7du1Vhn2LBh4uvt27eTrq4uyeVySk5O1ijnu+++I3t7e/HQaPntY48JDAxc+aienKTtWNgLQkSflvvE15B+/fqRn59fbRVfb/z6669kYGBAarWaiJPFOoGTRcbY4zhZZLWBiIJrs40RGhpKAOjy5cs1Vubdu3fJy8uLCgsLa6zMx3l5eZG/v3+56YMHD6ZevXqVvuRksY4JCAi4HBgYSCNHjqz6Ta4vuQbRDbW2REREwM7ODomJidV6wOvLIj8/H4mJibh48SJatGhR7kZ1xhhjjLHnUdpt09jYGBkZGc9dXnFxMaZMmYKdO3dqdA+tCWq1GgcOHMBHH32EiIgITJ48WZyXmZmJxMREhIeH8207dVRgYKCuIAgeAJCdnf2PtuOpKzhZfEb5+fm4desWFi9eDGtra2RlNbzHCy5ZsgTW1tZYuXIlV3yMMcYYq3GRkZEgIjg6OmLmzJnPXZ5UKsW6detga2v7/ME9Ji8vD4MGDcK1a9ewb98+ODk5ifM+/PBDWFtb8+jxdVhxcbEnAAkR3di4cWOmtuOpK3S0HUB9JZfLG+TVxLKCgoIQFBSk7TAYY4wx9pIKDg5GcHCwtsOoEn19fWRnZ1c4b9++fS84GlZdUqnU69GffFWxjIaQLK4HsEXbQVTHpEmT3s/Ly1ulo6OzbcGCBf7ajqeairQdAGOMMcZemJkA6kc2Vwd89dVXUwsLCz+Vy+XfBgQELNd2POxfROT16JaqC9qOpS556ZNFQRCKUM8SmICAgHxBEFBQUKASBKHir6gYY4wxxrRMEIRCAIXajqO+CAgIMBUEoXF+fv6iH3/8MR/ACm3HxEoIguANABKJhJPFMvieRcYYY4wxxl6AlStXBqrV6t5EdGzFihWcKNYRgYGBugBaAUBaWhp3Qy3jpb+yyBhjjDHGWF2xatWqAwAOlL4ODAy0BrCPiL5cuXLlCe1F1qC1RcngNle3b9+e9//s3XlcFPX/B/DX7HIfgoiAIoKKIgIpXmgYJnxVTE0zNcsjFVg1jyzt8Mj7ztQ8AhZE8qyo9Jd55G1ped8iHhgKCB6gqNyw798fuJMrsAtyDOD7+XjwEGZmZ96z7uc9n/fOzGekDqYq4TOLjDHGGGOMSWcagNaCIBxSKBTzpQ7mFdXx2b9/SxpFFcTFImOMMcYYY9L5nIjmAMjMz8/fqXNpVhE6P/uXz+y+gItFxhhjjDHGJKJUKjPCwsJm5ufnN1i7du1R9XSFQvF3YGBgfylje1UQkQ8A5Obm7pU6lqqGi0XGGGOMMcYktnbt2lT170FBQeMBdJTJZFFBQUGrJAyrxgsICHAXBMGKiG5FRkYmSx1PVcPFImOMMcYYY1XIo0ePvgPwCYDHRPSb1PHUZHK5nC9B1YKLRcYYY4wxxqqQqKiofKVSuSI/P79ReHi4eGlkUFDQkcDAwAApY6tp1JeggovFInGxyBhjjDHGWBX0/KWpCoXiQ0EQvGUyWbhCoeBRO8vP/wBApVL9KXUgVREXi4wxxhhjjFVxSqVyvUql+hBAIoAdUsdTE4wcOdJFEAQrAMlr1669IXU8VZGe1AEwxhhjjDHGdKLw8PD1CoXi54cPH5J6okKhxeiBlwAAIABJREFU+AnAxYcPHy7lB8oXLygoaCeAHgDyAQhhYWFyuVzuAwBEdFDS4KowQeoAWGFBQUGDBUHYCGCzUqkcLHU8rOpTKBS5RFSiL38EQchTKpX6FR0TY0xaCoUin4hKegVRflhYGH+BzFg1o1AoPABcePbnvby8PM+IiIg7UsZUVQUFBU0HME0QBCMigiAUlEHq35VKJddFReDLUBmrAYgoEwAEQdD1k0tEy6SOlzFW8YgoCQDpygsAcgFESRstY+xlKJXKi/n5+Z0AnCKiK6UpFBUKBelequYgojN4VvuoC0X170QEhUJBCoWCgoKCshQKRa5UcVY1XCwyVgMIgjAPQCZR8XmfiEBEUKlUiysvMsaYhKYAyNWVFwDo5efnz6qkmBhj5Wzt2rVHlUplO0EQ+qunKRSKzxUKxU/PzjwWEhQUlPfs3/yAgADPyopVSnl5eWcEQTAoat7zxSMAQ9KWOF8xXCwyVgPk5OSsBJD5QrIrtBiAiOdHVmOM1Vz29vabBEFI0LFYDhHtiIiIuFopQTHGKoxSqXzw3J+fARgA4EJgYGCb4l4jCIJKJpP9OGDAgCKLqJokMjIymYju6PoCTRCEPABTKy+yqo2LRcZqgMjIyCxBEFYQUY6WJCjk5ubOqsSwGGMSmjVrlkqlUi0QBCG/qPnPcoW+XC7/onIjY4xVNJVK5U5ESwHsCA8PP62eHhAQYPXsEks5ADwb78DR0tJyrkShVrajxZ01fDY5h4jWhYWFLa3csKouLhYZqzlWCoKQU9QMIsoDsDoyMjK5kmNijElIJpOtJ6K7RXWOBEHIFQTh59DQ0GgpYmOMVZzw8PC7YWFhnymVyl7qaUFBQYNlMtl1ItJTX4n07F8DAJ+NGjWqozTRVh5BEE7JZLKsF6c/S5G5RHRBEISxlR9Z1cXFImM1hFKpTAMwCwWXm75IJpfLV1ZuRIwxqSmVylwAkwDkPT9dfVaRiL6WIi7GmCR8nz1TUMOzgpFUKtWW4cOHG1V+WJWHiI4TkcHz35+pzygKgnA5Ozv7zWd5kz3DxSJjNYihoeFqAE9fSII5AMJCQkLipIqLMSadsLCwH4jo5gtnF3NVKtXvYWFhJyULjDFWqcLCwgKef2TEC2QA6svl8m8qOaxKlZubexyA7IX3IF8QhFSZTNZrw4YN6RKFVmVxschYDbJq1apsQRAWAcgCxG/LQEQzpYyLMSYtQRDmouBeHPUkPUEQJkkYEmOskgUFBWUXNxDes+n6Mpnso8DAwDcrM67KFBkZmQUgVv33sy/Rnubm5rYPCQlJlC6yqouLRcZqmMzMzO+eu3cxF8CK8PDwu1LGxBiT1qNHj34QBOEeCvpGuQA2h4WFXZM6LsZYpdI64umz5w0SgC1Dhw41raSYpPAPEeU9+/KMVCpVz3Xr1sVLHVRVxcUiYzXMs0soZhJRviAIMkEQVkgdE2NMWlFRUflENPnZyKh6MplsgdQxMcYqj0KhKHIAvBcJBWobGhp+V9ExSUUQhD8FQYAgCCoiGrF27dqjUsdUlelJHQBjVUFoaKgHgCZSx1Fe8vLyEm7dupVlYGBw2MHBwSs0NFTqkMpNdnb2gQkTJjyWOg5W84WEhDQVBMFN6jjKi0qlyo2Li3sol8tvOjo6NgsNDW0mdUzlRaVS/T1mzJh7UsfBWGVQKpWvE5FNaV4TGxurD4jPEcQLv6tQMBKoTBAEgYgMBEEYFhoaurW8Y68iHsTGxuqZmJisq1ev3uN27dr1lTogiV0cNWpUbHEzuVhkDIBcLh9jbGw8wsTEJFvqWMpL/fr18wB4P/upEVJSUowMDAy8AJyXOhb2SuhnbGw8y9zcvMbkBTs7OwBoDiBS2kjKz8OHDw3z8vL6AdgldSyMVQa5XL7MzMzM3cDAIE/30gVsbGzSnv0qqFQqeXGrBiAAyAcAmUwWWaZAq7Bn70e/Zz+vrCdPnhhmZmZOAVDsVWhcLDJWQNakSROjZs2a1egho6u7nTt3pj19+lTqMNgrxMHBQa9ly5acF6qwgwcPpqWkpEgdBmOVRhAE+WuvvWZqa2tb0ZsyrOgNMGmdPXs2+8aNG1qX4XsWGWOMMcYYY4wVwsUiY4wxxhhjjLFCuFhkjDHGGGOMMVYIF4uMMcYYY4wxxgrhYpExxhhjjDHGWCFcLDLGGGOMMcYYK4SLRcYYY4wxxhhjhXCxyBhjjDHGGGOsEC4WGWOMMcYYYzVSQkICFi9ejPDwcHHatm3bMHbsWDx8+FDCyKoHLhYZq+FiYmIwcOBANGzYEM2bN8eQIUMQHR0tdViMMQnt3bsX3bp1Q/369dGiRQsEBATg5s2bUofFGHsFZWdnY8aMGXBzc4ODgwNmzZpVruv/+++/sXjxYo2+z9y5c7Flyxbk5OSU67ZqIi4WGavB4uPj4e/vj3379sHCwgIqlQo7d+7E22+/jcTERKnDY4xJgIiwaNEinDt3Dvb29nj8+DG2bt2Kfv36ITs7W+rwGGOvmIULF2L16tUwMDDA66+/jtatW0sdEnuOntQBMMYqjrm5Odq2bQs/Pz+MGTMGeXl56N27N44fP47du3cjICBA6hAZY5VMEARERkaCiNCwYUPcv38fbdq0we3btxEdHQ1PT0+pQ2SMvUKioqJgZGSEw4cPo1atWlKHw17AZxYZq8bmzp0Ld3d32Nraonnz5hg3bhxSU1PF+ZaWlvjpp58wZswYAICenh4aNWoEAEhLS5MkZsZYxdq2bRs6dOiA+vXrw9HREf3798elS5c0lnFwcEDDhg0BAAYGBpDL5QAAKyurSo+XMfZqOnnyJKysrJCUlISsrCw4OTmJX2IPGTIEzZs3x3fffYe2bdvCwcEBfn5++PPPPyskluDgYFhbW2PVqlXo2LEj7O3t4eXlheDgYHz55Zdo1aqVmE/j4uIqJIaqiotFxqqx1NRU1KlTB15eXlCpVNi8eTPGjRunsYxM9l8zz8vLExOtt7d3pcbKGKscOTk5yM3NRbt27WBtbY0DBw6gf//+yMzMLLTsBx98gFatWiEtLQ2ffPIJHB0dJYiYMfYqsrS0RLdu3QAAcrkc3bp1Q8uWLcX59+7dw8yZM/Haa6/Bz88P58+fx3vvvYdbt25VSDwqlQozZ86Eo6MjOnfujOvXr2PatGmIjIxEx44d4eLiggMHDrxyV2XxZaiMVWPLli2DIAgAgPT0dHh5eWHPnj148uQJzM3NCy3//fff486dO2jdujW8vLwqO1zGWCUYMGAABg4cKP49dOhQ7NixA0eOHEHXrl01lr1w4QLS0tKgr6+PevXqVXaojLFXWNOmTfHDDz/AysoKRkZG+OGHHwots2zZMgwdOhQA8NVXX2HNmjWIiorC5MmTKySmgQMHIiQkBEBBLt2/fz+mTp2KCRMmIC8vDy1btsTZs2eRlJT0yuRMPrPIWDV27tw5DBs2DB4eHmjWrBkePHgAlUqFhISEQssmJiZi7ty5EAQBCxculCBaxlhlSEpKwueff4527drB3t4eBw8eBIAiL506c+YMfvjhBxgYGODzzz/HP//8U8nRMsZY8RwcHMTf1fdTV9SZxRe3p/7dzs4OgOatPHfv3q2wGKoaLhYZq6ZOnDgBf39/7N69Gy1atMCgQYPE+43S09MLLf/JJ5/g8ePHGDlyJNq1a1fZ4TLGKkFaWhq6deuG8PBwWFpaYuDAgXB2dgYAZGRkFFrewMAA3bp1w+DBgwEAv/32W6XGyxhjJWVoaAgAkj7uQn01FxFJFkNl48tQGaum1q1bh9zcXCxatAgKhQIAcPPmTSQnJxdKYps3b8a+fftQv359zJgxQ4pwGWOVYPv27bhz5w569+6N77//HgCwdOlSXLhwQWvnxsLCAgDw+PHjSomTMcZY9cBnFhmrpp4+fQoA4oAUT58+xeXLlwEA+fn54nJJSUmYNm0agIJOY1H3MjLGagZ1XlCPdAoUXIUAFAxwpTZ//nxcuHABAPDw4UPxjKKLi0tlhcoYY5WqqDOSUp6lrC64WGSsmurYsSMAYMKECRg+fDi8vb3x4MEDAMD169fF5T799FOkpaVBEARMnDgRzZs3F3/Onz8vSeyMsYrRoUMHCIKAsLAwDBkyBL6+vti3bx8A4MaNGwCAmJgYLFu2DF26dEHr1q3h7u6Oq1evol69ehgyZIiU4TPGWLkzNTUFABw9elS8TUc9be/evZLFVV1wschYNaVQKPDRRx9BJpNh3759eO2117B582bUrl0bx44dAwAcO3YMf/zxB4CC6+vv3bun8cPfqDFWs7Rq1QorV65EgwYNsH//fshkMkRFRcHFxQVnz55FTk4OXFxcsGDBAjg7O+POnTuwsbHBkCFDsH//fn7OImOsxvH29kaTJk0AFNyuAwCDBg2Cubk5oqOjpQytWhCkDoAVFhQUNFgQhI0ANiuVysFSx/MqCA8PD3F3dx/VrFkzqUNhWuzcuTPt6dOnnUePHs2nRFmFCwkJ+cLFxWVey5Yt+f7+KuzgwYNpKSkp7ysUil1Sx8JYZYiIiDjZsWPHtra2tlKHwqq5s2fPZt+4cePLUaNGrShuGT4AMsYYY4wxxqqNkydPYvHixTqXW7p0KZycnCo+oBqMi0XGGGOMMcZYtXHv3j0cOHBA53JPnjyphGhqNi4WGWOMMcYYY9VGz549kZqaKnUYrwQe4IYxxhhjjDHGWCFcLDLGGGOMMcYYK4SLRcYYY4wxxhhjhXCxyBhjjDHGGGOsEC4WGWOMMcYYY4wVwsUiYzVcTEwMZsyYoXO5xYsXY/DgwZUQEWNMatnZ2Rg2bJjO5TgvMMbKoqS5RhcPDw/89NNP5RARKy0uFhkrpQsXLmDQoEFwcnJCo0aN0LdvX5w/f77Er1+/fj0WLVpUbvEkJydjyJAhSExMLHL+jBkzcO7cOZ3riYmJQfPmzcscT3nvH2PVQVnzwrFjxzBixIhyjenzzz/H9u3bi5wXGhqKPXv2IDc3V+s6yisvVMT+McZ027ZtG7p27Qp7e3u0aNECY8aMwb179ypt+8Xlmg8//BCBgYEa03bv3o3evXvD0dER9vb2+PjjjwEAjx8/RmJiIpo0aVLq7WvrI+3evRsDBgyAs7Mz6tWrh44dO+L27dul3kZF09XPq2hcLDJWCn/99Rf8/f1hZWWFqKgobN68GXK5HP379y/x835WrlyJevXqlWtMZ86cgb29faF5Bw8exL59+3Dp0iWd67ly5QpcXV3LHE9Z94+IyhwDY5WpPPLCli1boKdXfo8+vnPnDsLDw4ts0ykpKVi2bBlycnJw9epVrespr7xQ1v1TqVRljoGxV83y5csxevRo+Pv7Y9euXVi6dCmOHz9eqEirKNpyzcWLF+Hh4SH+vWLFCgwbNgxt27bFb7/9ht9//x3vv/8+AIivdXZ2LnUMxfWRPvvsMygUCrRt2xZbtmzBjh07MGjQINjZ2ZV6G2VRktymrZ9XEtyvqoGCgoIGKxQKUigUm6SO5VURHh4ecuzYMUpNTS325/bt22RnZ0cDBw7UmH716lUCQJGRkeLve/bsEee///779NZbb1Fqaiq5uLgQADI1NSUzMzO6evUqHTt2jGxtbWnKlCnk6OhItWrVor59+9Lt27cpNTWVmjVrRjNnzhTXt3r1arKwsKDU1FRSKpWkp6dH+vr6ZGpqSqNHjxaXe/DgAbm5udE777xDAOj8+fPivJSUFJo7dy45OTmRmZkZjRw5kvT09OjPP/+k1NRUOnv2LL311ltkZmZG5ubm1KZNGzp27JjOWIvav9TUVLp8+TINHDiQateuTaampvTWW29RXFwcpaamkqenJw0dOpQ6d+5M5ubm4vSifjZu3PgoJCSkpaQfFvbKCAkJ+eLgwYO5FZ0XRowYQYIgkJGREZmamlJkZKTOtjZixAjy8/MT13fu3DkCQIcPH6aLFy+SoaEhyWQyMjU1pZYtW2rEFhgYSK1btyZHR0das2ZNheeFovZPV14YN24ceXt703vvvUe2tra0f//+Yv8Pfvnll0dKpbKHxB8XxipNRETEyStXrmjts+zbt49kMhl9++23GtMjIiIIAN24cYOCg4PJ09OTRowYQXXq1CFbW1v64osvxGWTk5Pp008/JXt7ezI0NKRWrVrRkSNHKDU1lTp37kxffPEF+fj4kJGRETk7O4vzdOWaW7dukSAIFBUVRampqbRz504SBIFWr15d5L6sWLGCzM3NKTAwkOzs7MjW1pY2btwozt+2bRu1adOGjIyMyMrKirp160Z3794tto+0dOlSMjExoUOHDml9D7/77jtydXUlQ0NDatiwIUVERFBqair9+OOP5OHhQXPmzKF69eoV6n+Vps9z9uxZSk1NpcWLF1Pjxo3J0NCQ6tWrR5MnT9baz7t58yYNGTKEateuTRYWFvTuu++KOfeHH34gMzMzmjp1KjVp0oT+/vvvYvdx//79WaGhoRO1fd74zCJjJfTLL78gJSUF06dP15het25dGBgY4MGDB7h8+TJkMpnGN/GXL1+Gu7s7AGD+/PkwMzPDrVu3cPv2bdStWxf5+fm4e/cuTExMcOjQIfz444/Yv38/QkNDkZ2djdjYWPH16vW5ubkBAPr37w9PT09Mnz4d8fHxWLBggbjcpk2bkJCQgK+//hrGxsa4ePGiOG/u3LlYsWIFZs+ejZMnTyI9PR1EhKZNm+L+/fvo2bMnmjRpgitXrmDfvn04ffo09PT0tMZa3P6lpqbC398fWVlZOHjwIE6fPo2zZ89ix44dUKlUuHr1KmJiYrB27VpER0ejVq1a5f+fx1gFKY+8MHfuXMjlcvz++++Ij4/H22+/rbOtRUdHF8oL+vr6cHFxgb29PT766CP4+fkhPj4eBw8eFJe7fv06IiMjMXPmTDRp0kTjqoOKygtF7Z+2vAAUnNGMiYnB2LFjcfnyZY0zEIwx3YKDg+Hs7FzonuP69esDAO7fv4/Hjx/j33//Rbdu3XD69Gl88cUXWLx4MY4fPw4AGD58OHbu3In169fj2rVrsLOzw3fffQcASEtLw+7duzFv3jycO3cOKpUKkZGR4na05ZpLly6BiMR2vXLlSrz++uv44IMPityXK1euQE9PDz4+Pjh+/DjefPNNzJ8/HwBw5MgRDBkyBKNHj8bt27fx1Vdf4dKlS9DX1y+yj0REWLZsGcaNG4fXXnut2PdvzZo1+OKLLzBlyhRcu3YNw4cPx6xZswAUnA2Mjo4GEeGff/7B9OnTERISgpSUlFL3eRwdHfHNN99g9erVCAsLQ0JCAjp16oRbt24BKLqfl5OTg3fffRfZ2dk4deoU/vrrL5w4cQLBwcHi+5WRkYGGDRvi5MmTaNq0aYk+M8XhYpGxEvrrr7/QqlUrNGjQQGN6UlIScnJyYGtri+joaDRu3BimpqYAgPz8fFy7dk0s7k6dOgVPT0/IZP81vcTERNjY2GDs2LGwsLCAl5cXXn/9dVy7dg1Xr15Ffn6++HpAs5OYm5uLixcvok2bNhoxpaenY+HChZg4cSKsrKzQqFEjsVhMTEzEqlWrsGLFCvTu3Ru2trbw8fFBkyZNYGhoiIULF6JBgwaYPXs2TE1Ncfv2bdSuXRuNGzfWGmtx+7dmzRqkp6djzZo1aNiwIa5fv460tDS4uLggLi4OGRkZ+Oabb2BlZSW+b4xVF+WRF86dOwe5XK5R/Olqa1euXClULDZt2hQGBgYACtrii3kBAGbOnInOnTvjjTfegLOzc6XkhaL2T1teUO/fpEmT4O7uDplMVq6X6DL2Kjhy5Ah69uypcTwGIN6TZ2tri8TERHTp0gXdu3dHrVq1MHz4cJibm+PatWs4cOAAdu/ejZUrV8LT0xOpqan4999/xS+9bt68iS+//BLu7u6wsbGBo6OjxraKyzVAwSWotra2sLGxARHhr7/+wjvvvFPsvsTExKB///7o1asXzM3N0apVK+Tk5ICIMHnyZAQFBeHdd9+Fnp4e4uLi0Lp1awBF95GuX7+OO3fuoHv37uK0PXv2wMHBAQ4ODti9ezfS0tKwcOFCfPrpp+jVqxeICJcuXRL3PTY2Fh4eHhg/fjxq1aoFT09PAIBMJit1nychIQFLlizB8uXL4enpCblcjn///VfrPmzevFnM2bVr10aDBg3g7e2N6OhoAAX9xB49emDgwIEAALlcXqLPTHG4WGSshB48eFCoQwgAe/fuhZ6eHtq3b48rV65oFHbXr19HVlaW2Ek6ffp0oQ7ci68BgIcPH6JOnTqIjo6GtbW1xjX00dHR4vIXL15Ebm4uWrbUvDJz9erVkMlkUCgUAAqu81d/q/fnn39CT08PPXr8d9XW5cuX0bx5cxARtm7diqFDh4rz1AWgrliL278jR45AEAS4uLjAwcEBEyZMwPLly9G6dWtcuXIFVlZWGp1IxqqT8soLHh4eYqEHaG9rCQkJePz4scb8589UqlQqnDt3rsi2uGfPHsycORMANL7tr+i88OL+acsLaWlpuHPnDjp37lz0m84Y0+n+/ftF5qY9e/bAzc0NlpaWhdpuTk4O0tPTYWVlhaNHj8LMzAzvvvsunJyc4Ovrix49emDMmDGIj48vlINu3LiBZs2aAdCea4CCM4vqfPX06VOkp6ejbt26xe5LUTm0WbNmuHTpEq5du6Yx2uqpU6fEQquoPlJKSgoAwMLCQpzWoUMHREREID09HS4uLjh9+jQyMjIQHByMRo0awdXVFSqVCqtWrQKg2Q9T73vdunVRu3btUvd5tm/fDltbW/j6+gIoGD324sWLWvdh37596Nixo0ZOffDgAaytrcX3y8fHp9j3s7S4WGSshGxtbREbG6sx7fHjx1i2bBn69++PunXrIiYmRuNSs5MnT8LMzAxOTk4AgDNnzhS67CE6OlrjNYmJibhw4QL8/PwKre/mzZu4f/++RifT2dlZ44xcUlISVq9ejYcPH8LV1RVOTk74448/xG/1Hj58iFq1aonfAKpUKuzfvx+urq5IS0tDWloaGjVqJK5v165dYqdQW6zF7R8AjBw5EtevX0dMTAxOnz6NAQMGiOtr0aKF1vedsaqsPPLC6dOnC33hoysv6Ovri5cWERFOnTol5oWrV6/iyZMnGuskInz11VeQy+Xo1asXnJycMGfOHDx69Ajx8fEVmheK2j9Ae17Q19d/qcEsGGMF7OzscOPGDY1pFy5cwNatWzF69GgAhY/Bu3btgpGREby9vQEUPK4iNjYWFy5cQGxsLGbMmAGZTIbLly+jVq1aYjH6+PFjxMfHo0WLFjpzDaA5uI25uTlMTU2LHWwrNTUV9+7d04hTXazdunULenp6cHBwAFBQCJ44cQKtWrUCUHQfydbWFgA0RomvVasWnjx5opGXBUHAhQsXcPbsWcTHxyMiIkIsxi5fvlzotoLn4ytNn+f27dsauXX//v3Izc0V+1JF7cPjx481TiKkpqbi6NGj6Nq1K/Ly8nD9+vVy7VtxschYCQ0cOBAXLlzA/PnzceHCBWzfvh09e/aEsbEx5s2bBwDIzMzE3bt3AQDnz5/HokWL0KJFCwiCgLy8PDx8+BDR0dFISkpCWloagILkkZeXh7S0NJw6dQpDhw5F586d4efnh6ysLKSmpiI3Nxf37t3Dxx9/DLlcLg5l/+DBA6SkpODWrVuIi4sDACxYsABOTk6Ij49HXFwc4uLi8M033+D27dtIS0tDixYtcP/+fezYsQPp6emYOXMmrl69ChcXF9SqVQvm5ubiAea7777DhQsXYGZmpjPW4vavbdu2+Pnnn8WzKYcOHRLf0ytXrnCxyKq1suYFoOAMwL///ovk5GTcuXMHgPa2lpmZCZVKhXv37iE7OxvTpk1DYmKi+E33/fv3xW3FxsaCiPDjjz/i6tWrOHPmjJgXjh49CqCg41ZReaG4/dOVF5o2bQp9ff0K+39jrKYbMGAA1q9fjy1btuDixYuIiIhAv3790KdPHwwePFh8HEVGRgYePnyI7du347PPPsOUKVNgaWmJtm3b4vTp09izZw9UKhUOHTqErKwsAIWLI/VZQ1dXV525Ji8vDzExMRr3Ib/zzjtYvXo1NmzYgPPnzyMqKgrTpk0DUJAPXrznW913sLe3R15eHm7evInc3FxMnjwZubm5Ym4qqo/k5OQET09PTJkyRdze3r17ERwcLOZlDw8PGBoaYvny5VCpVIiJicHNmzcBFNxGcPXqVY0zi5cuXRLfj9L2eezt7REfH4+srCzcu3cPs2bNgr6+PgwNDYvdBw8PDxw4cADJyclISUnBhAkT0LZtW3Tt2hWxsbHIzs4ul1Gs1bhYZKyE/Pz8sGLFCmzbtg3du3fHrFmz4Ofnhz/++ANWVlYAgPHjx+PXX3+Fu7s7VqxYgfr164sJRU9PD0FBQVi5ciU6duyI2NhY8d6ls2fPws3NDcOGDYO3tzfWrVsHABgyZAiePn2K5s2bY/jw4bCxsUGTJk1gbGwMoCDBGhkZoX379pg9ezYuX76MLVu2YPbs2Rr3DqifTXTp0iW8+eabmDhxIiZMmAAvLy/xWnZXV1fIZDIsX74cS5YsQbt27bBv3z54eXmJ905qi7Wo/QMKhqf28PDA22+/jXbt2mHv3r1iXOU1LD9jUilrXgAKvoU+efIk2rRpg+3bt+tsa76+vmjXrh28vLzEggyAuE71vPfffx+9e/dGZmYm5s2bhzFjxmgMvd6gQQMYGhri4sWLFZYXito/QHteePFMJWOs9L744gsMGzYMc+bMgb+/PzZs2ICpU6dCqVQCKGhnZmZmWLlyJVq0aIF58+Zh2rRpGDt2LACgR48eGDt2LD799FO4u7tj4cKFYgFTVLFob28PAwMDnbnm+vXryM7O1rgUc/78+RgwYAAWLVqEnj174ttvv4WXlxeAgvsVnZycxDNriYmJSEtLg5ubGzw9PTF27Fj07NkTb7zxBkxMTFC3bl2pi/SjAAAgAElEQVTxLOWLfSSg4L7C9evXo1OnTliwYAF69uyJ6dOno2XLlggJCQFQMEDZd999h6ioKLi5uWHkyJHIyckBUHDJaVZWlsb+P3+msbR9nmHDhqFJkyZo06YN+vTpAx8fH2RnZ4sD3BS1D5MnT0azZs3g5eWFTp06oUGDBti0aRMEQcCVK1dgZ2cnHn/Kg1Bua2LlJigoaLAgCBsBbFYqlYN1voCVWXh4eIi7u/so9fX2leXatWvo2LEjEhISxAKwqqoKse7cuTPt6dOnnUePHl3yp50z9pJCQkK+cHFxmdeyZctKHV2lKrS1kqoKsR48eDAtJSXlfYVCsUuSABirZBERESc7duzYVn1J5ctYt24dtmzZgj179pRjZKy6OXv2bPaNGze+HDVq1IriluEzi4xJKDo6Gg4ODlW+QwhUr1gZq86qU1urTrEyxv4THR2Nyv6CnFVPXCwyJiH1vTnVQXWKlbHqrDq1teoUK2PsP9HR0dx2WYnwg4sYk9CUKVOkDqHEqlOsjFVn1amtVadYGWP/2bFjh9QhsGqCzywyxhhjjDHGGCuEi0XGGGOMMcYYY4VwscgYY4wxxhhjrBAuFhljjDHGGGOMFcLFImOMMcYYY4yxQrhYZIwxxhhjjDFWCD86g7Fn0tLScOfOHanDYFrk5eXpSx0De7U8efJExnmhasvJyeG8wF45Dx48QH5+vtRhsGru6dOncl3LcLHIGID8/PxTd+7ccakpncL8/HzjzMxMF5lMlmFiYnJN6njKS35+fi4RpUkdB3s1yGSyaw8ePDickpIiSB1LeSAivfT0dHdBEHJNTU0vSx1PeSGiPCK6K3UcjFUWlUq198aNG0+ljqMqy8zMdMzPz69tZGQUp6en90jqeKoqKhCrbZkacQCsaYKCggYLgrARwGalUjlY6nhY9RMQEOApl8vPENG5sLAwT6njYYxJb/jw4XYGBgZJRHQ3LCzMTup4GGOsogQFBW0WBOF9AIOVSuVmqeOpzvieRcYYY4wxxhhjhfBlqIwxxtgrID09PVVPT6+LIAg5UsfCGGOseuBikTHGGHsFREVF5QA4JHUcjDHGqg++DJUxxhhjjDHGWCF8ZpExxhh7BQQEBFjJZLJfAaSGhYX1kzoexhhjVR8Xi4zVQIIg8MOXGGMa8vPzDeRyeWd+zARjrKYTBEH27F/uD5URX4bKWA2kUqmeAoAgCKZSx8IYY4wxVsksAEClUvEzFsuIzywyVgPp6ek9BgAi4mKRMQYAiIyMTAY/X5kx9gogIitBEAAgVepYqjs+s8hYDVS/fv1UgM8sMsYYY+yVZAUA+fn5KVIHUt1xschYDTRr1izVs1+5WGSMMcbYq8YKAFQqFZ9ZLCMuFhmrue4B0Bs9erSN1IEwxqSnUCjqKRQKUigUd6SOhTHGKkpAQICVIAhWAFIiIyP5nsUy4mKRsZorBgDy8vJaSB0IY0x6MplMfcxXaV2QMcaqMZlM1hkAiOio1LHUBFwsMlZzxQCATCZzlToQxpj08vLyBAAgIpI6FsYYq0BvAIAgCP9IHUhNwKOhMlZDEdFVQRBARHxmkTGG8PDwBPBoqIyxGk4QBHWx+LfUsdQEfGaRsZrrGAAIgvC61IEwxhhjjFW0wMDABkTUBkDK1atXuVgsB1wsMlZDhYWF/U1E6QBaKxQKa6njYYwxxhirSDKZbKJQ8IDFiEOHDuVJHU9NwJehMlaz7QbwriAIvQGskzoYxph0goKCmgmCcBXAdaVS2UzqeBhjrDyNHz/eMCsrSyEIAvLz85VSx1NT8JlFxmq2PwCAiAZJHQhjTFoymUwPAIiIv21njNU42dnZkwRBMCeiw2vXrr0hdTw1BReLjNVgenp6PwPIJqKuCoWiodTxMMakk5+frwcAgiBwscgYq1EUCkU9ANMAQCaTTZE4nBqFL0NlrAYLDg5+GBQUtF4QhCAi+gjAl1LHxBiTRnh4+AXwaKiMsRqIiJYJgmBCRBFKpZIfmVGO+MwiYzWcTCZbAQCCIAQMHz7cSOp4GGOMMcbKS1BQUGdBEAYBSNHT05ssdTw1DReLjNVwoaGh0UT0OwBrfX392VLHwxhjjDFWHgIDA10B/AoARDQuODj4ocQh1ThcLDL2CpDL5eMBZAKYFBQU1ErqeBhjlS8wMNBXoVDcDQoKCpY6FsYYK6sRI0Y4CIKwTxAEKyJaEhYW9oPUMdVEfM8iKxIRhUsdAytfsbGxl5KSktoZGBgcCAkJ2SqTyUjqmFiJpAmCMKm8VkZEtQF8XV7rY9VHcnJygxs3btiYmZn1UiqV+lLHwyTxoyAIe6UOgpUvIhIAhEkdR2XKzMw0vnjxYq+cnJxalpaWN9zd3esolUruu+qWLAjC9NK8gG90r4KCgoIGC4KwEcBmpVI5uLK3/yzpqCp7u4yxIiULglCvvFZGRA0AxJfX+hhj1cokQRCWSR0EK19EJAOQL3UcrFq4JgiCS2lewJehMsYYY4xVgLw8aZ9SIvX2GWPVHxeLrMLdunULcXFx1Xb9VUlERARsbGxw+/ZtqUOp1vh9LD8nTpxAVlZWtV1/VTJixAi0a9dO6jAq1JAhQ9C8efNyX29xx4HStvUHDx5AEASEhISUOab9+/fj66/L/4rv0rSJK1eu4NNPPy33GNirp7i28SrkrVcdF4usQsXGxqJx48Y4depUtVx/VWNsbAwLCwvI5XKpQ6nW+H0sH5GRkfDy8sLTp0+r5fqrGnNzc9SqVUvqMKodbccBqdr6vXv3MGzYMAwdOrRc11vaNuHh4YHz589jy5Yt5RoHY2qct2o+LhZZhcrNzYVKVXG3P1b0+isLUcnGmnn//fdx/fp12NvbV3BENRu/j+Wjos/41ZQziiVt3ytXrsT+/fsrOJqyKem+VCZtxwGp2vqCBQvQunVrNGjQoFzX+zJtYsSIEZg6dSpfkvoKqoz2Wh3yVk2RkpKChw8r/8kgXCyyYuXm5mLq1Kmwt7eHoaEhWrVqhW3btonzp0+fDiMjzWe8nzp1CoIgYPfu3YiLi4OrqysAYMCAARAEAcOHDwcArFixAoIg4OOPP0b9+vVhYmICX19fnD59ulzWXxrbt2/HjRs3SvWaa9euwc/PD2ZmZnBwcMDo0aM1OivBwcFo2rQpjI2N4erqirlz54oHefWlHEuXLsWQIUNgamoKHx8f9OzZEw4ODhrrSU9Ph7m5OT777DMMHz4cgiBAEASNg/6RI0fQtWtXmJubw9zcHL1798aZM2fE+YcOHUKHDh1gbGwMR0dHjBw5EklJSaXa3xMnTsDHxwfGxsawtrbGyJEjNRKWpaUlunXrBm9vb5iYmKBhw4b46quvCnVOtL0vK1asQIcOHfDTTz/B2dkZpqameOONNxATEyO+/ujRo/D394eZmRnMzMzQpUsXjc/MuXPnIAgCPvzwQ7i4uMDIyAgeHh4a36oX9z5qk5GRgeHDh6NOnTqoU6cO+vbti1u3bpXbvgNAZmYmpk6disaNG8PQ0BDNmjXDvHnzkJ9fMWMWJCcn44MPPoClpSVMTU3RvXt3XLp0SZzfqVMn+Pv7a7xm6dKlEAQBWVlZiIyMxJgxYwAAdevWhSAIiIyMBAD07dsXzs7OGDhwICwtLVGnTh0MHToU9+7dK5f1l0ZERAQePXpUqtfs3LkTHh4eMDExgZubG1avXi3Oy8jIwCeffAJbW1vUqlUL7dq1w48//ijO//nnnyEIAv7v//4PnTp1goGBAaZOnYo6depg8GDN8coOHz4MQRCwY8cOODk5QRAEdOrUqVD8rVq1gpGREezs7KBQKDTeR12fq5LQtg13d3cMGjQI8+bNg42NDczNzfH48WMAJcstP/74I1xdXWFiYoJ27dohOjq60PbLkhe0HQeKauu6ckhRdOX7F+Xm5mL9+vWFPt+68qiudvOybaJHjx6Ii4vDvn37dC7LqreXba8lOXYWpbi8pa1NazuelsbL5Pa+ffviyy+/xIQJE2BhYYFatWrhnXfeweHDh9G1a1eYmJigcePG2Lhxo8br4uLi0K9fP5ibm8PGxgb+/v4aVzIUd8zQtq8lyUXff/89mjdvDhMTE7Rv3x69evUSc0BZ4mI1QFBQ0GCFQkEKhWKTFNsnIoGIaPjw4aSnp0czZ86kqKgo6tOnDwmCQH/++ScREU2bNo0MDQ3peSdPniQAtGvXLsrKyqJNmzYRAJo7dy799ddfdO3aNSIiWr58OQGgUaNG0bFjx+iXX34hd3d3Mjc3p3///bfM6y+NJUuWkL6+Pn344Yd048aNEr2mU6dOVLduXVIqlfTNN99Qr169xHmzZs0ic3NzmjZtGm3evJlmzJhB5ubmNHToUCIiun//PgEgS0tLmjp1Kh0/fpxOnTpF27ZtIwC0f/9+cV0bNmwgQRDo+vXrdPr0aRo6dCgBoNzcXCIi2rNnD+np6VGbNm0oJCSE1qxZQ/7+/nTs2DEiItq3bx/p6+vTyJEjaePGjfTtt99S48aNqXnz5pSenl6ifb18+TKZmJhQ+/btacuWLfTtt9+SpaUl+fn5ictYWFiQg4MD/fTTT3T06FGaMmUKyeVyGjduXInfF/Vnol27dnTgwAHas2cPOTk5Ufv27TXeDx8fH1q4cCEtWbKEnJycyMbGRtyXs2fPEgDy8fGhgwcP0p49e+idd94hABQVFUVEVOT7qMv06dNJEASaM2cOhYeHU6dOnejBgwfltu95eXnk6+tL+vr6NHnyZNqwYQNNmTKFhgwZQkRUusped/tukJGRQa6urmRjY0OhoaG0YcMGcnd3J2tra3r48CEREXl7e1P37t013oevv/6aAFBmZibdvXuXJk+eTADo999/p7/++ovu3r1LRER9+vQhIyMjWrp0KZ04cYKCg4PJysqKWrVqJb7nZVl/afTq1YssLCxo5syZ9OjRI53LP3nyhIyNjalt27a0ceNG+uKLL2jKlClERJSfn09+fn7UuHFjWr58OW3atIkCAwMJAK1du5aIiKKioggA2dvbU2RkJB04cIASEhJo4sSJZGJiQk+ePBG3FRAQQI6OjpSfn09//PEHeXp6kre3tzh/5syZBIAGDBhAkZGRtGTJEvLz8xP/j3R9rkpC1zbc3NzI0tKSevfuTf/88w/t3buXiEqWWzZv3kwAqEuXLhQeHk7Tpk0juVxOLi4u4vbLmhe0HQeKauu6cog6PwcHB4sxasv3Rdm9ezcBoEOHDonTSpJHdbWbsrQJGxsbGjlyJBER38BYAxGRrCzttSTHzqLaRlF5S1eb1nY8LY3S5naigjYGgMaPH0+nT5+muXPnEgDS19en1atX04kTJ6hfv34kl8spJiaGiIiSkpKoXr165OPjQ2vXrqWIiAh68803ycjIiC5duqT1mKFtX3Xloq1btxIAUigUtG3bNnrjjTcIAP3zzz9ljeuqhB9VVl6qQrEYExNDAOirr74SG5lKpSJnZ2fq0qULEeku5oiIrly5opFs1NQdgOc7Trdu3SJ9fX369NNPy7z+0rp06RINHTqUjI2NacSIERQbG6t1+QYNGlC3bt0KTU9MTCR9fX36+eefNaaHhIQQAEpNTRUTrr+/v8YyeXl5VL9+fRoxYoQ4rVu3btS1a1fx74ULF2p0fJo3b05NmzalrKysIuNs0aKFRtFCRKT+v/3111+17qPa+++/T+bm5mLnkaggyQGgw4cPE1FBwTRp0iSN1ykUCtLX16eUlJQSvS/qz0RycrI4f9myZQSAUlJSiKjgM/i8AwcOEADas2cPEf1XLG7fvl1cJj8/n1xdXal169bitBffR12GDBlCZmZmlJOTU2heeez7Dz/8oFFwvKDci8XQ0NBCX0zExcWRTCaj2bNnE5HuYo6IKDg4mADQ/fv3NZbr06cPtWnTRmOaunD47bffyrz+0tq1axd17tyZLC0tafbs2Vo7Fjdu3CAAtGDBgkLzfvrpJzIwMKDExESN6YMGDaLXXnuNiP4rFhctWqSxTHR0NAGg77//noiIMjMzycLCgubPny8u0717d7HTlZCQQHp6esUWfiX5XOmiaxtEBZ1Pa2trevr0qcZ0XbklMzOT6tatSz4+PpSXlycu895774nFYnnlBW3HgRfbuq4cUlSHuLh8X5wpU6YQALp165Y4rSR5tCTt5mXbRIcOHahx48ZEXCzWSPRcsfgy7bUkx86i2gaRZt4qSZvWdjwtrdLkdqKCNtaiRQuNaY6OjtS/f3/x79u3bxMACgkJISKijz76SOOLTiKinJwcatiwIU2YMEHrMUPbvurKRV27diU3NzdxfmJiIgGg6dOnlzWuUheLfBkqK9Lhw4cBAP369ROnCYKAbt26VdhgMg0bNoSrqyuOHz9eIevPyspCXFyc+PP85X1ubm5Yv349YmJikJGRARcXlyIvl1IbOnQo9uzZg/Hjx2tcErZ3717k5uZi8ODBMDIyEn/Gjx8PAEhISBCX9fPz01inXC7HyJEj8csvvyArKwtJSUnYv38/Ro8eXWQMcXFxiImJwYgRI2BoaFho/q1btxAdHY3Q0FCNWFq2bFkoFm0OHToEX19fWFpaitO6d+8OAFo/C/7+/sjNzcWZM2dK9b6YmpqKvzs6OgIA7ty5A6DgM7h161Z06tQJderUwYgRIwAUXFJZHJlMhq5du+LcuXPIyckp0T6/aPDgwcjIyECPHj1w8eJFncuXdt937doFY2NjfPjhhy8VX2kdOnQIlpaW8PX1Fac5OjqiefPmFda+1ZfkVVT7fvTokdi2ExMTC2370KFD2L17N7Zu3YoWLVoUu57GjRvj9ddfx/z587Fq1SpkZ2eL83bu3Inc3Fw0btxY4/8yKiqqUHt6sX27urqiU6dO4uVN//d//4eMjAwEBAQUGcfevXuRl5enccnRi/NL2qaKo2sbal5eXhrtsiS55ciRI7h//z4mTpyoMbiMnp7eS+2DtrxQGi+TQ4rL98WJjy94jKm5ubk4rSx5FCh7uzEzM0NCQkKNuMefafcy7bUoL3PsLEmbLu3xNDk5WcztKSkpGvNKk9vVjI2NNf42MjLS6EOp7zN+8OABgIK8f/HiRZiZmYn7Y25ujvj4eCQkJGg9ZmjbV125KD4+Hk2aNBGXV9+ypb50vSxxlZae7kXYqygtLQ0AYGNjozHdysoKT548wZMnTypku7Vr166wm3ePHTuGLl26iH8nJSXBzs5O/DsuLg5LlizBjh078OGHH2odEGH+/PmwsbHBggULsG7dOixevBhjx44VG/nvv/9e5MAGzs7O4jX2ZmZmheYHBgZiwYIF+O2333D79m3Y2tri7bffLjKGu3fvAgAcHByKnK+OZdasWRpFv1r9+vWL3b/npaWlFfk5AFCoU/682rVrAwCePHlSovelqBvkDQwMAPz3rLB58+ZhxowZ+Pjjj7Fo0SIkJSVh4MCBOu/rq127NlQqFdLT08V1loa/vz927NiByZMno2XLlggICMB3330HfX39YrcHlHzf7969i/r161faiI1paWmoW7duoelWVlZa/0/LwsLCAjKZrMJyx4oVKzB79mwAgIuLi8a9rkDB/SELFizA7du38dlnnxW7HkEQsGvXLkyZMgWTJ0/G0qVLsWHDBvj4+CA5ORl2dnY4cOBAode9+Lkqqn2PGjUKw4cPR1JSEjZs2IB33nkHtra2RcZR0vat7XOli65tqL24LyXJLT///DMAoFGjRsWut7zyQmm8TA4pLt8XR92hfb4D+rJ5tLzajZGREXJycvDw4UPu99VwL9Neb968WeS6nj92lkRJ2rSHh0epjqeDBg0ST2CMGjWq0KM7SprbS0oQBAD/DQ6UnJyMXr16YdGiRYWWtbS01HrM0NZ30JWLnJ2dcfLkSWRnZ8PQ0BCXLl1CRkYGWrVqVea4SouTBiuSupGnpKRoFBV3796FgYEBTExMxAZVElTCEbkSEhLEZ3CV9/rd3d2xdetW8W91h/7atWuYO3cuoqKiMHDgQJw7d07j25yiCIKAiRMnIiAgAKNGjcK4cePQqlUrcZ0AXupZYo6OjujevTs2btyIW7duITAwUOOb+Oepv6Eu7htxdSwZGRlleq5ZgwYNCn2bp+5kPr+/L1J/W+ng4ID79++L0182lqysLCxYsACBgYFYvny5xjZ0SUhIgKmpqdZ4dfH390e3bt3w7bff4tNPP4WTkxOmTZtW7PaAku+7paWl+J5WhgYNGuDYsWOFpt+9excNGzYEUP7t786dO1CpVGJhUt7rHzRokHgQff6Mzv79+zFnzhycO3cOEydOxObNm2FhYaF1XbVq1cKaNWswefJk9OnTB3369EF8fDxq166N+/fvw8nJqdDgWyXRv39/fPzxx1i5ciX++OMP7Nmzp9hln2/fRXW6ypprSrKN4pQkt6i/jNB2Jq489uF5uj4nL5tDisv33t7eRS6vLgKzsrJgYmIC4OXz6IvtRq2kx1S1zMxM6Ovro06dOjwk6iumLH2B54+d6jNtJdkWoL1Nl+Z4Om/ePHHbz3/59DK5/WWo913b/hR3zDAzMytyXydNmqQzF33++efw9fWFr68v/Pz8sHHjRrRr1068Aull47p9+3bJD77P8GWorEjt27eHTCbDzp07xWnZ2dn4/fff0bFjR8jlctjY2CA7OxupqaniMi8+FFl9KURJLhc6fPgwYmNj8frrrwNAua/f2toaffv2FX/U3/quWbMGeXl5OH/+PNavX6+zUAT+G77c3Nwcc+bMAQCcOXMGvr6+kMlkWLVqlcbyJf1WDgAUCgV27NiBy5cvIygoqNjlmjVrhgYNGuD777/X+IadiKBSqdC0aVM4OjoiIiJCY/t5eXmluhyzY8eOOHToEDIzM8Vp6rMGL46A9nwM69atQ+3ateHq6lou70t6ejoyMzPRpk0bcZr6AKLt0qpHjx7h119/FT9XL0N9+YZMJsMnn3wCe3t7jRFnn/cy++7r64unT5/ihx9+0Fimooa679ixI1JTUzUubbtw4QKuX78u/p/a2NgUaldlaX9r164FAI32XZ7rb968udi2n78EdPr06fD29sa///6L2bNnl6gzoW7fjRo1woQJE/Do0SP8+++/+N///oe8vDwEBwdrLF/Sz7GRkRGGDh2KJUuWwNnZWeNKhxd16dIFgiAgPDxcY7r6M1EebUrXNopTktzSqlUryOVybNpU/K335bEPQMk/JyXJIerjwvPHneLyfXHUZ4szMjLEaS+TR4HC7Ubbvl68eBGhoaHIzc0tNC8zM7PQmU32anjZvsCLx86i2saLStKmS3M8BQrahzq3qy+dBV4ut7+M//3vf/j7778LjVT6/D4Vd8wobl9Lkou8vb0xceJE5OfnIzY2Fp999hn+/PNP8Qzsy8Z18+bNok/hsuqlKgxwQ0Q0YsQIMjQ0pHnz5tGWLVuoS5cuJJPJxEExoqOjSSaT0ZAhQ+jUqVMUGRlJtra2GgPQqFQqaty4MTk4OFBYWBgtXryYMjMzxUELPvjgA1q3bh1Nnz6dzM3Nyc7Ojh4/flzm9ZdGSUcFfV6vXr3ogw8+oMjISBo4cCABoKNHjxIR0cSJEwkA9e7dm9auXUvz5s0jOzs7OnPmDBEVf5O4Wm5uLtWvX5/69OlTaN6LgzWoRwFs06YNrVq1itasWUMdOnSgDRs2EBHRr7/+SoIgkLu7O61Zs4a+/fZbatOmDS1fvrzE+3rt2jUyNDQkHx8f2rx5My1cuJCMjIyoS5cu4g3aFhYW1KBBA/rmm28oODiYfH19CQAtWbJEXI+u96WoQY+2b99OAOjs2bNEROTh4UEtWrSgrVu3UmRkJDVq1IjkcjlNnDiRiP4b4KZjx44UGhpKS5cupSZNmpBcLhdHECvqfdRlyZIl5O3tTSEhITRjxgyNm8bLY98zMzOpZcuWZGBgQJ988glFRkbSpEmTqGXLlpSfn1/uA9zk5uZSs2bNyMHBgZRKJa1du1YciU09uqJ6EJylS5fS6dOnaebMmWRoaKgxAM2NGzdIT0+POnfuTN9//704IECfPn3I0NCQvvzyS4qIiKCAgAASBIHeeust8T0py/pLo7TtOzs7mxo2bEifffYZRUZGkqenJ1laWlJ6ejplZ2dT+/btSS6X0/jx42ndunU0ceJEcnR0pIyMDCL6b4CbK1euFLn+y5cvE4Ai2+DzA0UQFQyUBID69+9P4eHhtHDhQnJychJHjNb1uSoJXdtwc3Oj9957r9DrSpJb1CPFDhgwgCIiImj+/PlkYWGhMRpqeeQFbceBF9u6rhxCRNSkSROysrKi0NBQItKe74uizsvHjx8Xp5Ukj5ak3WhrEy1atCAAYv5/nqOjI/Xt25eIB7ipkei5AW5epr2W9Nj5YtsgKpy3dLVpbcfT0niZvltRg0i5uLjQ4MGDNabh2ejKRESxsbFkZWVFVlZWNH/+fAoLC6N3331X7KNpO2Zo21dduejrr78mT09P2rRpE23ZsoV+/vlnOn/+vBjjy8b19OnTa5J+WFn5qCrFYmZmJk2cOJFsbW3JwMCAPD096ffff9doUOvXr6cmTZqQsbExdevWjSIjIzWKOSKiEydOkJubG5mamlLz5s0pLi5O7AAMGDCArK2tyczMjHr27CkOVVzW9Ve0OXPmkLOzMxkZGZGzszMplUpxnkqloqVLl5KTkxPp6+tTw4YN6aOPPhI74bqKRaKC4Zaf30e1ooqcrVu3kqenJxkYGFC9evWod+/eGp2UHTt2UJs2bcjAwICsra2pX79+pepMEhEdOnSIOnToQIaGhlSnTh0KCgqitLQ0cb6FhQV5eXnRa6+9RoaGhtSkSRP6+uuvNdah630pSafw8uXL1K5dOzI0NCR3d3f69ddfaebMmWRpaUnZ2dniAa9Hjx7k5OREhoaG1LZtW9q5c6fO91GbX375hdq2bUsmJiZUr149+vjjj8XRzcpj34mIUpVW0yEAACAASURBVFJSKDAwkKytrcnExITc3Nxo7ty5lJmZWe7FIlHB6Kf9+vUjc3NzMjExIX9/f40CJzc3lyZPnky2trZkYWFBAQEBNHXqVI1ijogoIiKC7OzsyNLSknx9fYmo4IDs4OBAXbp0ITMzM7KxsaHRo0drfGbKsv6KlJqaSiNGjKB69eqRiYkJeXl50V9//SXOT0tLo9GjR5O1tbX4OVy4cKH4edBVLBIVjHJX1GilL3a68vPzacGCBeTk5EQGBgbUqFEjGjVqFCUkJBBRyT5XuujaRnGdTyLduSUzM5PGjRtHVlZWZGFhQb169aLOnTtrFIvlkReIij8OvNjWdeUQ9bo6dOhAr7/+OhFpz/dFuX//PslkMtq4caPGdF15tCTthqj4NjF27FiytrbW6FASFTxeRCaTqTv4XCzWQKSjWCTS3l5Leux8sW0QFc5butq0tuNpRXuZYpGoYMTlnj17komJCZmZmZGPj484+rK2Y4a2fdWViw4dOkT169cnABo/o0aNKmtc/OiMmqCqFIsVqagOAKu+inp8hBSKGv67olXCvldIsViRijogM/Yq6dWrl0anriQqqt3s37+fzM3N1Y/b4GKxBqJnxeLLkuLYyXR7/rFDWVlZ9PHHH5NcLi9rcV3qYpEHuGHsFZWWliYOQV+cr7/+Wut9kzXBG2+8oXX47j59+uD777+vxIgYK7sdO3Zg8ODBWpf5559/4OrqWkkRvVoWLVoEf39/cSRDKf3000+YPHkyrK2tJY2DMVZyGzZswNSpU/Hee++hcePGuHv3Ln755Re4ubkVO3JsReFikbFXlLm5Oc6dO6d1mTp16lRSNNL58ccftd7k//zzqhirLrp06aKzfWt7PBArGzc3N0yaNAmrV6/GpEmTJItD/Xy6FStWSBYDY6z0WrRogU6dOmHTpk1ITU1FvXr10KdPH0yfPr3SYyn18Kms4gUFBQ0WBGEjgM1KpVL7V8MVgIgEAPzkXsaqhmRBEOqV18qIqAGA+PJaH2OseLGxsSUaYbuiJCcno1atWuIjPABMEgRhmWQBsf9n787DoirbP4B/nwFkl1UREJRwQ9wXXHItNUtzDXdTkTmKlfX+0kpT20xbLM18VWYQd80wcxdzCbUEVJJdEBIFQVkEAUVZZu7fH8C8DKC4Mqj357q4dM56nzNwzrnPsz0VRCQDcP8BhxkrdVEI0fJhVuCSRVaFEIKIqKOu43gGGAF4oesnFhYWGt+6dcuupKSkHgDo6+vfNTU1vWFkZFRT3/d3AEx96gE+H6r2g/940gHw3/fzqzuA/1SeWFhYaHzz5k0nfX39uzY2Nsk1bCMYABdFPQG6TBQBoFGjRpUnpeoiDvZ0CSHUj/HcZg7Ar8alKlGr1foFBQUWd+7csVSr1XoAoKenV2xsbHzTxMQkVwjBhQ5PTx6AR20jVPiwK3CyyKolhLh//SUGIjIH0ELXceiSoaFh5fY4RgAepG7bLf4d0w0hRDEAPvfPKSJqjmquS4aGhuXj/xlVN7+SSP77ZOzZ8qh/s0Rki0d4lpHJZDAzM4OZmVnFyQYAGpT9sKfnRm1eo2W1tSPGGGOMMcYYY88OThYZY4wxxhhjjFXBySJjjDHGGGOMsSo4WWTsGbBkyRIIISCEgI+PT63ue+3atdizZ88T2daqVavKj8OsYcOG8d7e3o2fyIYZY4wx9tAOHz5s+bT3MWjQIM0zzI4dO2pc/tKlSxBC4OrVq087tGdGdHS05hw2bNjQujb3zckiY0/A5MmTYWpqCisrK3Tq1AkrVqzA3bt3NfMPHz4MJycn/PvvvzVuS6lU4rPPPtOaFh0djQEDBuDatWtYtmzZfdd/9913sWvXrkc7kEry8/Px+eef1zhe24OaOnUqrl27Bnt7ezg5ObUQQlyWJOmXGTNmdHkiO2CM3ddff/2FMWPG6DoMxpgOTZ06tZFcLp8lSdLRP/7440L5dFdXV3z77bdVls/MzISTk1ONid61a9cwYsQIpKRoj84UHR2NRYsW4dq1axg1ahQAoKSkBCtWrEC7du1gbGwMS0tLrF+/XrO8iYnJI40Fe68Y8vLy8NJLL2lNu379OlxcXB56H7rQokULXLt2DaNHj0arVq1KanPf3BsqY0/AsWPH8MEHH2DkyJE4ceIEFi1ahMDAQAQGBgIAXFxcMGTIkAca5P67777D3LlztaZFR0dj8ODB1XWDriU1NRX//e9/MXv27Hsuo1KpoKen9wBHBXzzzTdIT09/YsmimZkZiAjXrl2Di4vLSSFEDwBjiWisXC4/A8BXCPGLQqEoeCI7ZIxp2bhxI/T173/rLymp1ecQxlgtmDlzZlOVSvWWEGIUEXUXQpSPtZ4KwDE/Px9JSUno0KFDlXXr16+PoUOHokWL+3eaevz4cZw5cwZOTk6aaTk5Obh27Rq6deumeYYpKSnBiBEjEBoaiq+++gq9evVCZmYmGjcurWwUExOD5s2b438hPrjqYgCAHTt2ICkpCTdu3NA8i33xxRfIysp66H08SSqVCiqVCvXq1bvvcvXq1UOjRo2QlJQEDw8P1alTp2opQlYnyeXyiZIkkSRJW3UdC7s3IjInIkpPTycAFBwcTOV27NhBAOjs2bO0efNmAkCdO3fWzE9ISKBhw4aRmZkZmZub06ZNm4iIyM3NjQCQqakpmZmZUXp6OhUXF1O9evVow4YNmvVTUlLojTfeIDMzM3JycqKAgABKTk4mQ0NDkslkZGpqSp06dSIiovz8fBJC0GeffUYdO3YkV1dXehDJyclkbGxMY8eOpaZNm2qmZ2RkkKOjI/n6+lLr1q3JyMiI+vXrR7du3SJvb28aOHCg1nb69u1L48aN03wODg4mAASghZeXl4MkSUslScou+50nSZJyJUlaLUlSW11+v4w9i4jIk4hozZo11KRJEzIxMaGBAwdScXExzZw5k4QQZGRkRKamprRz504iIpozZw717duXJk+eTI0aNaKvv/76rK6PgzH2eD7//HOZJEm95HL5N3K5PLrCPZYkSfpXkqTvJEnqRkS2REQnT54kAJSenq51D7969Wr5PZtyc3OJiOjEiRPUqVMnMjY2prZt21JcXBxt3bqV9PX1ycDAgExNTen999+nitu9fPmyZpuLFy8mExMTio6Orvb5Y8KECdS9e3d68803ycLCgtq2bUsXL17UzD927Bh5eHiQkZER2djY0JAhQ6ioqOieMRAR9ezZkwDQyZMniYjo4sWLmmUr2rhxI7Vp04YMDQ2padOmtGPHjnsec1FREb3zzjtkY2NDlpaW9Mknn2i28/PPP1OzZs3I0NCQHBwcaMGCBURU+vw2evRosra2poYNG1KfPn3ou+++IyKi1NRUmjRpEllbW5OpqSkNHz5cc86JiFQqFRkbG9OqVavydfrLxXSPk8VnA5Uli4GBgSSTyejWrVuaP+js7GwCQL/++iup1WqaNGkSTZ06lYiI0tLSyM7OjqZMmUKJiYmUkZFBV69eJSKiw4cPk5mZGalUKs22YmNjNYlnudGjR9Mbb7xBaWlpFBQUpLkIz5s3j9544w2tC19ISAgBIB8fHyouLtaK834mTZpEffr00SR3OTk5RFSafAKgSZMmUWpqKoWFhZEQggICAmjFihXk7Oys2UZ4eHiVRFqpVJKRkREB0BRvenp6GkuSNEUul/9d8YYml8tD5XK5lyRJJjr5khl7xhCRZ1RUFAGggwcPUnp6Ou3evZuIiG7fvk36+vp05swZrb/1wYMHk62tLYWHh5NKpaL8/PzfdH0cjLGHN3HixPpyuXycJEmbJUnKqpQgXvD29l48ffr0jhXXobJkceXKlWRvb1/t84BSqdS8NFar1dSgQQNatGgRZWVl0Y4dO6ikpISIiHr06KFJfMqtXr2azMzMSK1WExFRUVERWVtb02effXbP54927dpR+/bt6Z9//qH09HRyc3Ojd999l4iI/vzzTzIzM6Nt27ZRcXEx+fr6kqOjo2bd6mKIj48nIQQ5OzvTmjVriIjorbfeosaNGxMAzTPXsmXLyNzcnHbt2kV5eXm0dOlSatq06T2P+eeff6bGjRtTXFwcxcfH06lTp4ioNBlu0qQJnT17lkpKSmjixIk0ceJEUqlU1KlTJ3r77bfp1q1bFBgYSAAoIiKCsrKyqEmTJjR69GhKSkqi69evk4ODg1ZBQUJCAgGgoKCgm7X5e8XVUBl7TOHh4WjevDlMTU0107KzswEAFhYWEEIgKioKb7/9NgBg6dKlaNy4MdavX1+likVISAi6du0Kmex/zYnLGzW3bt1aM02lUiEtLQ0lJSXo27ev1vr9+vXT2mZUVBQaNGiAn376Cfr6+jVWQQOAsLAwbNu2DadPn9ZUO4mIiEDfvn2RkJAAIQRWr14Nc3Nz2Nvbw8DAADKZDO7u7khJSUFBQQFMTEzw008/wcPDA927d9dsOyYmBi1atFBHRkaqyqcFBATcAbARwEYvL6+W+vr6s4jobSGEBwAPAMvlcvkWmUz2X19f39gaD4CxF1h5NdJLly5h8ODBGD58OADg3Llz0NPTQ/v27bWWj4qKwoIFCzTTzczM1LUbMWPsUU2fPt1aT09vGhENFUL0qziPiE4A2K9Sqfb5+/vH32874eHh6NixY7XzoqOj0bZt2/JtQqVSISkpCcbGxpo20MXFxTh//jy++eabKuu6u7trnnfOnz+P7OxsjB07ttp9qVQqxMfHY+vWrZp4WrVqhcLCQhARfHx88N5772H8+PEASq9zHh4e941hw4YN6NmzJzp27IjY2FicPXsW+/btw9q1azFt2jQUFhaisLAQixYtwqJFizBy5Ejk5uYiIiICbdq0uecxq1Qq5Obm4saNG+jZsydatGiB5ORkfPHFF9i/fz+6dCntjiExMRETJkxAYmIi/vnnHxw4cACmpqZo1qwZAEAmk+GHH37ArVu3sHHjRpiamuLEiRO4efOm1rNfTEwMAKB9+/Yq1CLu4IaxxxQeHl7l4evAgQPQ09NDly5dUFJSgri4OM2F9ujRoxg9enS1dfFDQ0PRrVs3rWkxMTFwcXGBicn/CtcUCgWaN2+OFi1a4PvvvwcAqNVqnDt3rsr60dHR6NOnDwwMDB74mObMmYMRI0agW7dusLKygo2NjabdYmRkJJo2bQpzc3MAwJUrV1BUVAQ3Nze4u7uDiJCQkIDMzExs374dH3zwQZXjcXd3v+fDqL+/f7xCoXjfyMiokVqtnkJEfwOoL4SYRUQx5aWNnp6exg98QIy9QDp06IDt27fj66+/RpcuXXDlyhUApdeXjh07arWNuXnzJlJTU/Hqq6/qKlzG2MMR3t7enSVJWiiXy4P19PQyASwTQvQjoptEtB3ARACWSqWyn1KpXFZTogiUPstU114RKH2hVP4MI5PJcOTIEcTGxsLV1RVHjhzRrF9cXIzOnTtrrVt2z9d8Tk9PBwDY2dlVu6+EhAQUFhaiXbt2mmlxcXFwc3NDREQE4uLiIJfLNfNCQkI0yWJ1MajVamzatAne3t5o164dYmNj8fHHH2P27Nlo1aoVAODu3bs4c+YMCgoKsHz5clhZWcHe3h5qtRr+/v73POZ3330X77//PgYMGIAJEybg7t272LVrF+zt7TFo0CAAQGFhIcLDw+Hh4QFjY2Po6ekhIyMDJSUlmDdvHlq2bAk3NzcEBQWV93QKMzMzTJ8+HQqFAl27dtU6l40bN4alpSXd84t8CrhkkbHHdP78eUyZMkXz+dKlS/jyyy8xbdo0WFtbIyYmBoWFhZoLbX5+vlbiV9GZM2cwdepUrWnlb+UqatCgAX799Vf4+flBLpdj2rRpuH79OvLz89GpUyetZaOiotCnT58HPp49e/bgxIkTMDU1haVlaY/at27d0koWy48FKC1xNDQ0RPPmzaGvrw8rKyvEx8dj3759sLa2xltvvaW1/ZiYGMyaNavGkouff/65EMAmAJu8vLxa6unp+QghNKWNlpaWKyRJ2iWE2Gxvb//n559/zqUhjJUZN24chgwZAg8PD3z//fdYtWoVQkNDq70+GBgYoGXLljqKlDFWE0mSLIjoNQCvCSGGAbAFUP7SOQeAv1qtPujn53f8UbZfUlKCmJgYzJs3r9r5UVFRWglap06dcObMGUyZMgX/+c9/EB0djdDQULRs2VKrlhVQes8fNmyY5nN5JzexsbHo1atXlX3FxMTAxMQErq6uAEqTrYSEBLRr1w5JSUnQ19dHkyZNAABZWVk4ffo0FixYAADVxnDkyBHk5eXB09MT0dHRmDVrFqysrPD7778jMTFRsw+g9HwmJyfj9u3bsLCw0KrlVd0x6+np4auvvsKECRPQrl07jBo1CklJSZrYASAwMBDFxcXo2LEjDA0NsWnTJsyYMQMJCQlwcXHBnj17NJ0O+vj4YN68eVCr1VXOY/m5qfw8WBu4ZJGxx1BQUICEhASYmZnh3Llz+PHHH9GtWze0bdsWP/30E4DSi6ytra3mAunh4YHVq1cjOjoaSUlJ2Lt3L4DSi3V2djYiIyORlpaGmzdLq6RXThYvXLiALVu2ICsrC2lpabC1tYWlpSUyMjIAlFYhTUhIABFp1q+Y3O3ZswcNGjRAdHR0leMpKSnBRx99hFmzZiE/Px83b97EzZs3MWnSJK1kseIbv4iICLi5uWmqt3bq1Am//fYb1qxZg1mzZmmVaObk5CAtLQ1t2rR5qCoU/v7+8Uql8gNDQ0N7IcRkAH8JIcwBTCGio6mpqSlyufx7b2/vdjVti7Hn3Zo1axAXF4fr16+joKBAU9UpIyMDiYmJuHbtGlJTUwGUXh9atWr1UDUPGGNPn7e3dztJkj6RJOkEgCwhxA4hhBcR2RBRGICv1Gp1DwcHB1uFQjHnURNFoPS5orCwEKampoiLi9P85Obm4vr168jMzNQ8R+zduxcnTpxAVlYWcnJytK4vmZmZSEpKwqVLlwCUDk2RlZWl9QzToUMHtGrVCjNmzMCBAwdw9uxZ/Pjjj1AoFABKr0lt2rTRJGoXLlxASUkJ2rVrBycnJ5SUlCAxMRHFxcXw8fFBcXGxpqZTdTGsX78e48ePh6mpKdq0aQO1Wo0vv/wSFhYWmloWd+/eRYcOHWBoaIglS5ZArVYjJiZGk0xWd8yFhYX44YcfkJaWhqtXr0KtVsPV1RVOTk64cuUK7t69i/T0dHz00UcwMDCAoaEhAGDAgAFISkrC4MGDsWXLFs2Luu7du2Pbtm2Ii4vDnTt3cPTo0SrfU/m5YYw7uHlGEJF5hZ49ydzcnF5++WXy9fXVNPYmIpo/fz71799f8zk5OZlee+01MjU1JVtbW1qyZIlm3uzZs6levXpkYWFBZ86cobt375Kenh5t2bJFs8ymTZvI0dGRTExMqGfPnhQSEkJERAUFBfTyyy+Tvr4+2dvbk1qtpoyMDAJA8fHxmvWTkpLIxMSEjhw5UqVR+cqVK6l+/fqUkZGhNX3x4sVUr149KioqooYNG2p6ByMiGjVqFE2ePFnzOSAggAwMDMjIyIgyMzO1tnPq1CkCQJcuXbr1uOff29vbRS6XfyFJUmKlRvyRkiR95OXl5fC4+2DsWZOSkjKxX79+ZGJiQvb29jR37lzN9Wjbtm1kbm5OxsbG9NNPPxERkY+PD40fP77ypSBA18fB2Itm+vTp1t7e3uPlcvl6SZKuVursLUcul++QJGnKtGnTGjzJ/RKRbXmv7ZV/Dh8+TH/88QfVq1ePiouLNc8plpaWZGFhQaNHj6Zr164REVF0dDQ5OzuTgYEBeXp6EhHR0aNHCYCmE79yiYmJNHToULKysiJLS0vq168fRUREEBGRp6cneXt7az3zNGrUSPP5ww8/pIYNG1KrVq1oypQp1LBhQ/L39682hpycHDIyMtLq1GvEiBGaa2JcXBwBoAsXLhBRaU/25T2YtmrVStNba3XHHB4erukRvkWLFrRx40YiIsrNzaXBgweTg4MDtW7dmnx8fMqfe4iotIOfhQsXUq9evUgmk2k648nOzqbRo0eThYUFWVlZ0QcffKB1zkpKSsjQ0JDWr19PRFSr4308/AAm7KmTy+UThRBbAGxTKBQTdR0Pqx4RmQPIe5r7iIiIQIcOHXD+/Pl7tiV4WKmpqRg+fDiCg4OfWmlCly5d0KFDB/j5+WlN9/X1xZw5c5CXl3dLJpOZP6n9zZgxo4darZ4khBiDsuo5ANREFCSTybbo6ekFrF69+rETVMbqOiLyBPDrY25mpxDC80nEwxirniRJBgB6ARgEYBARdaww9iGIKFIIcVCtVh/Mzc09HRAQ8FQ6NSEiWwCZT2PbP/30Ez777DNNTSmmTS6XIzc3F7/+WvMlOz4+Hq1atcKZM2fQtWvXG0II2xpXekK4zSJjdVh5T6iWlpbIzc2FhYXFY21PpVLh008/xe+///7EE0W1Wo3AwED88ssviI6Oxo4dOzTz7t69i5s3byIsLAytW7d+pIF278fX1zcYQHC/fv3eb9my5etlieObQohXiOiV4uLi1XK5/JBMJttBRPsUCkXBEw2AMcYYq4EkSa3wv+SwnxBC0zBNCJEB4CiAP2Qy2aG1a9dm6CrOJyU6OhrNmjXD9evXYWFhAWPjF7tfuiVLlqBt27bo0KEDYmNjcejQIXz33Xf3XUetViMjIwPBwcFVesavLZwsMlaHxcTEgIjg4uKCDz74AMuXL3+s7enp6WHDhg1PJrhK7ty5gzFjxsDd3R379+/XauC9atUqzJ07FwDg5eX1VPYPAEFBQSVBQUH7AOybNWuWmUql8ixLHPsBGElEIwEUSJJ0gIh2FBcXH9iwYcPdpxYQY4yxF9bUqVMb6evrD5LJZK8Q0asAGpfPE0IUAjgG4A+VSnVk3bp14Sit/vnciImJQVhYGOzt7bF7927NMD4vIiJCfn4+Zs2ahezsbLi7u2PFihVVOgGs7J9//tH0iPrSSy9V2/HN08bVUOsgrob6bKiNaqjPsVtlHdTUipkzZzZUq9XjiGgMgJ4VqvrcIqJ9Qohfc3JyDgYEBBTVVkyMPQ1cDZUx3Zk6daqloaHhK2q1+lUhxCsAWlVaJJqIjshksj+ys7NPlI0xrFNPsxoqe2pqtRoqJ4t1ECeLzwYiEgBq/xXP84GEELd1sWMvLy8HfX39sQDGAqg4KGUegL1EtEMIcVihUBTrIj7GHgcR6QMwKv+clZUl9uzZY5ednV1/7ty5Fx9wMyVCCC5xZ6wGnp6exlZWVr2JqDw57ATtkQaSARwjomN6enpH6mLVUn6WeSbV6jMUJ4t1ECeLjNUOb2/vxjKZbDwRjRVCaEbxJaKbAHbLZLId2dnZR55WxwKMMcaeHZ6ennqWlpbdhBCvEtErQogeAAzL5xNRJoA/hRDHVSrVsXXr1iXqLlrGngxOFusgThYZq32SJDkT0UQhxFgA7SvMyimrqvp7UVFRILdxZIyxF4Onp6eehYVFVyFE37K2770AmJXPJ6J8AKcAHJPJZMd8fX0j8Zy1O2SMk8U6iJNFxnRLkiRXABPKShzdK8wqABAohPi9rFfVXB2FyNgDkcvlfwghmqrV6rf8/PwidR0PY3VZeXIok8n6AeiLqslhEYBgIcQxlUp1PC8vL4RrnrDnHfeGyhhjlSgUin8BfAXgqxkzZjQnotFENApAFyHEqLL/F0uS9CcR/V5cXLx7w4YN13UbNWNVCSHaAmgkk8l4oDPGKqmYHJYNZfEyKiSHAAqJ6JQQIkitVgcZGxv//fPPPxfqKl7GdIFLFusgLllkrG4q6xxnJBGNEkL0QdkLNyIiIUQIEe0SQvxelmwyplPvvfeeYWFh4V0AhQqFwqjGFRh7zj1IcggglIiChBBBhoaGpzk5ZC86ThbrIE4WGav7fHx8rFQq1TAiGimEGASg4mjDUQB2CSF+9/X1jdBRiIxBkiRbAPYKhSJK17EwVtvee+89wzt37vSQyWS9iagPgB5CiIo9fxYSUYgQIgjACU4OGauKk8U6iJNFxp4tkiSZCCEGE9FIIhoqhLCsMPsyEe0jon0ymSyIh+RgjLGnw8vLy1wmk/Uuq/nRG6VNB+qVzyeiuwBChBAnyqqVBnNyyNj9cbJYB3GyyNizq1+/fvrNmjXrL4QYJYQYDsC+fF5Zz3l/CCH2qVSqfevWrcvWXaSMMfZsmzZtWgM9Pb2+5cmhEKIdKoxzSET5Qoi/AZxSq9WncnNzQwMCAop0FjBjzyBOFusgThYZe26I6dOnd5XJZG8KId6E9pAc6rLqT/uIaJ9SqYzRVZDs+SSXyzcC6C2TyeS+vr7HdB0PY4/L29vbRSaT9SGi3ihNDltUnE9EmUKIUygdzuKkg4ND+Oeff67WSbCMPSe4N1TGGHt6aN26dWcAnAGwcObMmY4qlWp4WeLYXwjRE0BPIcRSuVyeVJ44CiFOcHVV9rjKekJ1AcBDvLBnTllnNB1kMtnLRPRyWWc0jgAgRGlZBxFdEUKcIqKTQohTSqUyTpcxM/Y84mSRMcZqydq1a1MBrAawWpIkEwCDiOhNAEOEEC4AZgshZhNRviRJgUS0T61WH+DqquwRtQaA7OxsHl+R1XleXl7m+vr6PQD0IqKXAXQr74ymQnJ4AcBJAKdUKtWf/v7+aToLmLEXBCeLjDGmAwqFogDA7rIfIUmSh1qtflMI8WZZuxtPIYSnnp6eWpKkUAAHiOiAUqkM12ngrE6Sy+VqALeFEIYADBQKhVCpVA4ymcyZ22ixumj69OlN9PT0KpYatkVZe8Oy5LCQiP4G8DeAv9Vq9V/84oyx2sdtFusAuVxOD7KcEAJElKZUKh2fdkyMMd2pXF0VgGH5PCJKE0IcBHDgzp07RzZv3nxbZ4GyOkOSJBXKHrSJ/ndLKbtvlJT9X1+hUPB9n9U6T09PPSsrq/bliWHZv40rLZZFRKeFEH8T0V83b948xy86GNM9z5oq6QAAIABJREFUvmnUAXK5XAVAVl7N4l6IqJiIvP38/DbVTmSMMV2TJMlErVYPlMlkQwEMgXbvqkUATgohDgghDvj6+iboLFCmS0Iul2cIIWxrWpBKM8lMpVJpVwtxsReUj4+PVXFxcQ+UtsnuIYTwAGBWcRkiugjgLwB/q1Sqv/39/eN1EStj7P44WawDJEnaDGAc7lMtmIgghEh3cHBw4J69GHtxSZLUiYiGAhiK0jHENNdxIkoEcEAIcTAnJyeI38q/OLy9vX1lMpkXariPAChSKpWG91qGsUcgZsyY4aZSqXoIIXoKIXoSUctK16YiAOeEEH+r1eq/iegUVyll7NnAyWIdIEmSMxEl4R6li2WJYiGAOQqFYlWtB8gYq5OmTZvWoF69ekOJaCgRDRRCmJfPI6LbAI4JIQ4A2KdQKK7pLlL2tEmSNIiIDgLQu9d9BECxEGKJQqH4vJbDY8+RWbNmmalUqm5qtbq85LA7AKtKi10DEExEwQBOGxkZhf3888+FtR4sY+yxcbJYR8jl8gAhxAjc460wEaXfvHmTOypgjFVLkiQDIuorhBhCREOFEM0qzieiSAAH1Gr1AScnp2CuofB8KWsTlg/AuLr5RKQCEOHo6NiVv3v2MLy8vF4yMDDoSUQ9iagHgLZCCL0Ki5QAiCxrbxgsk8lOr1279rJuomWMPWmcLNYR3t7ebkKIGAAVa26UlyqWqNXqmX5+fut0FyFj7Fkil8tbABgqhBgKoBcAgwqzcwAcJaLA4uLigxs2bLiukyDZE+Xt7f2LEMJTCCGrPI+IClUqVWt/f/9LuoiNPRvKh68gIg+UDl3hAaBhpcVuEFGwECJYrVafzs3NDQ0ICLijg3AZY7WAk8U6RC6XbxRCTECF0sWyqkM5RkZG9lyFgzH2KCZOnFjf1NT0tbK2jq8LIRpUWiQawGEiCrx58+bJR6nBIEkSlRnp5+e354kEzh6KXC4fCuA3IUS98mn8wpHdS79+/fRbtmzZgYi6EZGHEKIbEbUQ2vWY1QBiAZwur1KqVCov6iZixpgucLJYh0iSZE9EyQD0y7o7B4BCAP+nVCpX6zY6xthzQsyYMaOzWq0eLIR4DUB3aFd/LyCiICHEYSIKfNAHQ7lcfkcIYYTSdnFevr6+W55G8OzeJEkyAZBLRBXvIcUAjiqVyjd0Gx3TNS8vr5dkMlk3mUzmAaAbEXUs+5vVIKJsACFCiBC1Wh1y586d0K1bt+bpJmLGWF3AyWIdI0nSZiIaK4QwKLvRp5W1VVTpOjbG2POnrLOKQRWSR+dKi1wmokAhxOH7jesol8upQoKiIqJv/fz8Pn3a8TNt3t7efwLoJ5PJyofJyBVCNFcoFFm6jo3VnokTJ9Y3MTHpgbKqpGUlh1o1CsrasUaVVScNEUKEcKkhY6wyThbrmBkzZjRXqVTxZdVAigFMUyqVW3UdF2PsxeDt7e0mk8leI6LBQog+0O4wpRilPRwGCiEOKxSK8wBIkiSqvB0iUgshtioUirdrK3YGyOVyLyHEagCGZdWCh/r5+R3UdVzs6Zo+fbqHTCYrb2PYCUDryssQUSaAYAAhAE4LIc4qFIqCWg6VMfaM4WSxDvL29vYXQkwFcEMI4aBQKIp1HRNj7MXz3nvvGd69e7cfgNcADBZCuFVaJAPAH+W1ISqvXza22hZHR0c598BZOyRJsiWiDJSW7m7w8/OT6zom9mSVVycVQnRDaclhRwCVx84sJqLz5dVJAYT4+fkl1X60jLFn3XORLCoUip5EVLm3rmfWnTt3bNLS0hQmJiZKe3v7QF3H8yRJkrRHCFGlFIIxVvd5eXk56OnpDQHwmhBiAAALQNOJSpXly6qk3iWi8Dt37ry2devWPKVS6aZWq1vWauAvmMuXLy8jIrWTk9N8fX39El3H8ywSQmRIknRa13F4eXmZy2Sy7jKZrHtZVdKXUXVMQwBIIaJQIUQIEQUrlUqdx84Yez48F8miv7//aRMTk/aGhoZcAleHZWRk1LeysjIaM2YMjxXJ2HPA29u7t0wmG0hEC6tLFisoIaIktVo90MPDQzIxMfnQzMzsbm3FydjDKCoq0r9161b09OnTu99vOblcPg/AEqVS+USepcrGymwPoFv5DxG1rNQ7KYgoXwhxDkCoWq0OUalUp9evX5/5JGJgjLHKqh0A/lkjhNBr166dSaNGjXQdCruPnTt3cic9jD1H/Pz8TkmSFFTTcmW9czaVyWT/FBUV/eru7m7YunXrytXmGKsT0tPTERwcrHev+Z6ensYWFhY7AAwBSoeNUSgUD50wSpLkjP8lhd2FEJ2g3UYYKK1OHAMglIhCiSh03bp1MQC4hg5jrFY8F8kiY4wx3SCiosrd71eaj7JeUg0AWOXk5EysxfAYe6K8vb1dZDLZESJqCkBW9rtdYyn55MmTTQ0NDSu2M+wGQPOGu7zwkIjShBAhKEsOuRMaxpiucbLIGGPscVRJFMsHgi/7V5+I7pZ1tnHSzs5OBWC+DuJk7LHI5fLXAPxGRMYoSxTLaJUqfv7557KrV6+2KWtnWJ4cugGQVVyOiG4LIcJQodTQz8/vai0cCmOMPTBOFhljjD0WIioGUCKEMC4bMiOGiE4AOK9Wq8/5+flFoazaXJcuXb7WabCMPQJvb+/5QoiviEhWTftcwxkzZoxSq9XdAHRLTU3tIpPJTAFU7PhJXV6dVAgRKoQIdXBwiOJeghljdR0ni4wxxh7HXgCHiSj05s2b4QEBAdw2mT03Jk+ebGpkZPQLgNfvkSgCAIjot4rziCgdFRLDgoKCkM2bN9+unagZY+zJ4WSRMcbYI1MqlcN1HQNjT8P06dObyGSyPwC8BEDvfj3+lg0TswxAiJ6eXtjatWsv10qQjDH2lHGyyBhjjDFWiUwmiwZgAu32iVWUdXJzS6lUzq214BhjrJbIal6EMcYYY+zFIoQwA1BU3lnT/ZR1esMYY88dLllkjDHGGKuEiNoIIboQkYcQYjgROQAoBGBUVpqo6cBGCHHPcRkZY+xZxskiY4wxxlglSqUyBkAMgI0A3pHL5X0B9AbQm4h6ADAiIpUQwuh+1VQZY+xZxtVQnzHbt2+Hi4uLrsNgjDH2hB0/fhxNmzaFUqnUdSj3FRoaisTExIde77vvvoOrqyvCwsKeQlRPn1KpPKFUKhcrlcrXlEplfSJqCeBDIookov2SJN2/ripjjD2DuGTxGRISEoL//Oc/MDKqMgY2Y4yxZ1xMTAzy8vJw/vx5XYdyT3PmzIG/vz82b96MZs2aPdS6YWFhyMnJQVxcHDp37vyUIqw9fn5+SQBWl/0wxthziZPFZ8SVK1cwefJkFBUVcbLIGGPPIUmS4OTkhL59++o6lHvKz89/5HVXrlyJM2fO4I033niCETHGGHuauBqqDn311Vdo06YN7Ozs0KpVK7z77rvIzs6uslxeXh7GjRsHAwMDHUTJGGN1y5EjRzBgwADY29vD1dUV3t7eSE1N1czv1q0brK2tMXnyZLi4uMDZ2RkjRozA2bNntbaTmZmJ2bNno3nz5rC3t0f//v2xe/duzfyoqChYW1vj008/xdixY+Hi4gJ3d3fMnTsXt2//b3z1CxcuYNCgQWjSpAkcHBzQv39/7NmzRzN/165dsLa2Rt++ffHyyy/D3t4eHTp0wFdffYWioiIAwLJly2Bvbw8vLy98//33D31OYmNjMXXqVDRv3hyNGzfGK6+8gr1792rmX7x4ERMmTECTJk3QuHFjDBs2DKGhoZr5a9asgbW1NdauXYtXX30VTk5O6Nq1KxQKhWaZ2bNnIyAgAAAwefJkWFtbY/bs2Q90DkaOHAk3NzdMmTIFgYGBD7zPcrt370bfvn1hb2+Pli1bYvbs2cjKytLMnzRpEqytrfHxxx+jR48eaNSoEUaPHv3Q55Exxpg2ThZ1KDs7GzY2NujWrRvUajW2bduGd999V2sZlUqF6dOnIyUlBZs3b9ZRpIwxVjfs378f48ePR2RkJDw8PGBra4tdu3ZhyJAhyMvL01o2Li4OQ4YMQfPmzXHy5EkMGzYMcXFxAICcnBwMHjwYW7ZsgYWFBTp27Ii4uDh4eXlh06ZNWttZs2YNkpKSMHz4cBgbG2PdunX49NNPNfPr16+PK1euoG3btmjZsiUiIyMxffr0KtVJY2Ji0KJFCwwePBg5OTlYvny5Jtlq1qwZ3N3dH+mcnD17FgMHDsTevXthYWEBd3d3XLx4EZGRkQCA5ORkDB48GIGBgXBxcUGbNm3w119/Yfjw4fjnn3+0tjV//nyYmJhgxIgRyMzMxCeffIKdO3cCADp37gwnJycAQPfu3TFy5EhNddKazkG3bt1gb29fbfz32ycArF27Fl5eXkhMTESnTp1gamqKLVu2YMiQIbh165bWtpRKJRwcHPD6669j6tSpj3Q+GWOM/Q8nizr0448/4sSJE9i7dy/Onz8PBwcH/PHHH1rVfBYsWIDjx49j7dq1aN++vQ6jZYwx3Vu4cCHUajV8fX2xZ88enD59Gq+++iqSk5Oxfv16rWV/++03rFq1CseOHcOUKVNQWFiI1atLm5ctW7YMSUlJmDZtGs6ePYuDBw/i+PHjMDAwwJdffgmVSqXZjqurK4KCgrBixQocPnwYhoaG+OWXXzTLODo6Ii4uDvv378eff/6JxYsXQ61Wa5VSAsDYsWOxfv16rF+/HidOnICRkRECAgKQmpqKESNG4O23336kc/Lhhx/izp07mDt3Ls6dO4fDhw8jNDQU77//PoDSjmVu3ryJadOmISgoCIGBgViwYAGKioqwdOlSrW15enpi3759+Pnnn+Hr6wsA2Lp1KwBgypQp6N69OwDgnXfewbp16zBlypQHOgeffPIJunbtWm3899tnRkYGvvjiC5ibm+PEiRM4cOAAwsLC4OnpiYSEhCovUUeOHInffvsN69evx5tvvvlI55Mxxtj/cJtFHQoPD8fy5ctx/vx5ZGdnQ6VSQa1W4+rVq3Bzc8OGDRvg6+uLzz77DEOHDkVJSYmuQ2aMMZ25dOkSrly5AltbW4wYMQIAoKenh/Hjx+PYsWM4ffq0JkEqn1du3Lhx2Lhxo6YnzoMHDwIAbt26hUWLFmmWMzc3R3Z2NpKSkjTTbG1tYWJiAgCwsbGBs7MzEhIScO3aNTRu3Bh37tyBn58ffv31VyQnJ6N8APcrV65oxV8xnqZNm6J79+4ICgpCWFgYHB0dH+mcXL16FdHR0TA3N8ecOXM00ytuLygoCAAgl8s10yZOnIjFixcjODhYa3vOzs6a/3fo0AEAcPny5RrjeNBzUJ377fP48eMoLCxEo0aNsHHjRs1y5S9VK5eMjhw5ssb9McYYe3CcLOrImTNn8Oabb4KI0L9/fzRu3BiHDh3C9evXcfv2bVy6dAkfffQRAOCLL77AF198oVk3Ly8P1tbWuHDhAuzs7HR1CIwxVqtu3LgBAGjYsCEqjmtnY2MDoLRq6b1YW1sDAHJzcwEA6enpAKBpg1eZsbEx7ty5U+08Q0NDANC0N5w6dSqOHDkCZ2dnDB8+HJmZmTh8+LBWu8YHielRXL9+HUBpcnivdu3l563i/cLW1hYAUFBQgMLCwmrXK+9Mrbi4uMY4HvUc1LTP8u/pypUr+O9//1tleWNjY63PZmZmD7U/xhhj98fJoo6sX78excXF+OabbyBJEoDSt+bXr18HEUGlUuGVV17RWoeIcOTIEejr6+OVV17hXlEZYy+U8qSwYscmwP8SpvL51bl69SoAwMLCAkBpG7u7d+8iNDQUzZs3r3ad6jocq+zy5cs4cuQIHBwccPr0aZiYmCAkJASHDx/WlK49aEyPonzdjIwMEBGqGxzexsYGaWlpyMzMhJWVFYD/nTMzMzNN8vsw1Gq15v+Pcw5qUr9+fQDAqFGj4Ofn91jbYowx9vC4zaKOlDfKb9KkieZzTEwMgNJObZo3b45ffvlF66e8DYeJiQl++eWXx3rAYIyxZ42LiwscHR2RkZGBQ4cOASgt3duwYQMAoHfv3lrLl5eY3b59G6tWrQIA9OzZU+vf77//XlNCWFxcXKVaY03Kr+UNGzbUVFU9c+YMAGi1e6wYD1BavfLs2bPQ09ODh4fHQ+2zIldXV9jb2yM7O1vTHhMoTR7Lq3L26tULALSqcZa3Dax8zmpibm4OAEhMTARQev4f5hw8rPLv6dChQ1rfTWRkJAoKCh5r24wxxmrGJYs60qNHDxw4cACzZ89Gjx49cP78ec3b8oSEBE0nAowxxkoJIbBw4ULMnDkT06ZNQ9euXZGSkoLk5GS89NJLVTqIGTBgAF566SX8+++/yM3NhaWlJd577z0AwEcffYQjR45g586dOHXqFJo0aYJLly5BT08P58+ff+CaG82aNUODBg0QHh6OYcOGoV69epo2gomJiVolawEBAYiNjUVxcTESEhJARJAkCY0aNXrkcyKTybBo0SL4+Phg4cKFWLduHWxtbREbG4vXX38dSqUSH374IQ4cOIA1a9bg9OnTEEIgPDwcRkZG+OSTTx5qfx4eHvD398fSpUtx4MAB3LlzB8eOHavxHFRX4vkgWrZsifHjx2P79u147bXX0KZNGxQXFyM+Ph5ffvklfHx8Hmm7jDHGHgyXLOqIJEmYNWsWZDIZjh49inbt2mHbtm2wsrJCSEiIrsNjjLE6acyYMfD390fLli1x9uxZ5OXlaXrTrNxerWnTprhw4QIAYMiQIQgMDNR0ptKqVSscPHgQgwYNQkFBAc6fPw8zMzN4enpqVbGsiZGREbZs2YIuXbogLCwMly5dwvLly+Hp6Yn8/HzN/gHAyckJOTk5uHz5Mpo3b47Fixdj8eLFj31Oxo4di82bN6NLly64fv064uLi4Orqiv79+wMAmjdvjv3796N///5ITEzExYsX0bt3b+zduxdt27Z9qH299dZbmDFjBurXr4+YmBhYWVk91Dl4FCtXrsSCBQvQpEkTxMTEICUlBS+//DLatGnzWNtljDFWs0d71VfHrF+/PrRbt24ej/N2lj19O3fuVFlaWpqMGTOmSNexMMZ0w9fX92t3d/f5rVu3fmr76NatGxISEhAVFfXIvYw+Sbt27YK3tzcmTZqElStX6jocVoP09HQEBwef8/Lyqn6sD8YYe4FwNVTGGGOsjjl79iy+/fbbGpdbtmwZmjZt+vQDYowx9kLiZJExxhirYzIyMnD8+PEalysfb5Axxhh7GjhZZIwx9lwJDQ3VdQhaRo0ahVGjRj3UOkOGDHmgoTsYY4yxp4k7uGGMMcYYY4wxVgUni4wxxhhjjDHGquBkkTHGGGOMMcZYFZwsMsYYY4wxxhirgpNFxhhjjDHGGGNVcLJYx8XFxWHRokU1Ljds2DCsXr26FiJijLEXh7e3N3Jzc3UdBmOMMaYTL1yyuHv3bgwcOBCOjo5o3bo1fHx8kJGR8cDrb9q0Cd98880TiyckJATTpk275/xFixYhPDy8xu3ExcWhVatWjx3Pkz4+xhh7VJGRkRg3bhyaNm0KFxcXjBgxAhEREbW2/3PnzuH3339HdHS01vQ1a9bA2dkZDRs2hJubGyZPnoy4uDgAQGxsLKytrZGQkKD5PHz4cDg5OcHR0fGBXv49imHDhmH+/PmPvZ3s7GzMnz8f7du3h52dHdzc3HDhwoUnEOGT99FHH2Hfvn26DoMxxp5rL1SyuHz5csycORODBw/GoUOHsGzZMoSGhsLb2/uBt7Fy5UrY29s/sZi2b98Off3qh7v8888/cfTo0SoPKpVlZGQgKysLbm5ujx3P4x4fET12DIwxdurUKQwePBjW1tYICAjAtm3boKenh7feeqvWxh9cuHAhiAhRUVFa04ODg9G7d2+cPHkSmzdvRl5eHsaNGwcAiIqKgomJCVxdXQEA48ePh6OjI06ePIljx45hwoQJDx2HSqWqcZlXXnkFXbp0eehtV5SWloaBAwfi1KlTWLJkCU6cOIFvv/0WL7300mNt92lIS0uDn5/fI9/3+F7FGGMvkPXr14fGxsZSdnb2PX+OHj1KMpmMfvrpJ63p/v7+BIASExNp3bp1ZGJiQllZWZr5Tk5O9PXXX1N2dja1bNmSAJCpqSmZmZlRfHw8rVmzhjp27EjTpk0jGxsbsrOzo48//lizfosWLeizzz7TfF61ahVZWFhQdnY2TZs2jYQQZGRkRKamprRhwwbNcllZWeTu7k4jR44kABQREaGZd/nyZfLy8iJbW1uysbGhSZMmkaWlpWb+7t27qXPnzmRkZETW1tY0aNAgSk9PrzHW6o4vOzubDh8+TH369CFjY2Oytram//znP5p1OnbsSJMnT6a+ffuSubk5paam3vM7UCgUJb/++ms93f62MMZ0ydfX9+u//vrrvtfr5ORkatSoEY0ZM0Zrenx8PAGgDRs2UEhICNnZ2dG8efOoSZMmVL9+fRoxYgQlJydrll+9ejW5ubmRoaEhOTs7k7+/P2VnZ9PcuXNp7NixNHHiRDI3NycbGxtSKBRa+1q/fj2ZmZnRoEGDaMKECVrznJyctO4lvr6+BIAuX75Ms2bNoi5dulB2djZdvHiRANDBgwerHOP169fp//7v/8jR0ZEMDQ2pQ4cOVH5efvnlFzIzM6P58+eTq6srjR8/nl599VWaMWOG1jmys7OjxYsXk4uLCwGg7du3a+b/9ttv1KlTJzI0NCQ7OzsKDg6u8Xrer18/cnNzoytXrlT7vZw+fZr69+9PJiYmZGdnR/Pnz9ccp4ODAy1fvpxatmxJRkZG1KtXL0pJSaHs7Gzq27cvffzxx9SnTx8yMjKiZs2aUcXfgfvFVN1xREVFkaGhIclkMjI1NaX27dtr7psLFiygxo0bk4mJCXXv3p1CQkI050sIQR9//DG1a9eOvvvuu3v+/l24cIH8/f3P6vYvhTHG6oYXpmRxzZo1aNasGSZOnKg13cHBAQCQmZmJ2NhYtG7dGjJZ6WnJy8tDSkoK2rRpAwD4+uuvYWZmhitXriA5ORkNGjRAXl4ekpKSMGjQIISFheHjjz/Gt99+i9DQUBQWFuLff//VrA8AMTExcHd3BwB89dVX0NPTw/79+5GSkoJhw4Zpltu6dSuuXr2K77//HsbGxpo32yqVCuPGjcO5c+ewbds2HDt2DGFhYZoqqH/99RcmTZqEmTNnIjk5GQsXLkR0dDQMDAzuG+u9ju/MmTMYNmwYevXqhejoaGzduhXLly9HSkoK1Go14uPjERcXh3Xr1iE2NhbGxsZP4+tjjL1AfvvtN9y4cQMLFizQmt6gQQPUq1cPWVlZUKlUSE9Ph4mJCYKCgrBjxw4cO3YMvr6+AID//ve/+PjjjzFv3jxcvHgRU6dOxeeffw4AKCgowLFjx/DGG28gOjoaffr0wY8//qjZT1FREb788kvMmjUL3bt31ypZzMnJQUpKCjp37gyVSoWIiAisXr0aXbp0Qf369REdHY22bdsCAGxsbNC+fXvMnz8fKSkpWscydepUHDx4EJs2bcLFixfRqFEjTbvzCxcuoKCgAM7Ozjh79iy+++47DBw4EEFBQZr1V65cCRsbG0iShF9//RUA0Lp1awDA8ePHMXHiRIwaNQqRkZHYv38/nJ2d73s9j4iIQFBQEL799luYm5tX+U4uX76MN954AwMGDEBCQgIUCgW++eYbBAcHw8jICGlpaQgODsauXbtw6NAh/P333zh69CgAIDc3F4GBgVi8eDHCw8OhVquxYcMGALhvTPc6DkdHR8yaNQuvvvoqUlJS8OeffwIAPv30U+zZswc7d+5EXFwcLC0t8dFHHwEobapBRMjMzMTRo0cxZcqUB/xtZIyxF9sLkyz+9ddfGDJkiCYRLJecnAwAsLOzQ2xsrCaRA0rbmgDQTDt37hw6duyotY3U1FT0798fr732GurXr4+pU6fC3NwcFy9eRHx8PFQqVZVtlieP4eHh0NPT00omAeD27dtYunQpPvjgA1hbW8PFxUXzsLJ7925ERkZi27Zt6NKlC5ydndGxY0e4ubmBiDBnzhzI5XKMHj0a+vr6uHz5Mjp16lRjrPc6voULF6J3796YM2cOzMzMEBYWBisrK9jZ2eHy5csoKCjADz/8AGtra5iamj7GN8QYY6VOnTqFDh06oHHjxlrTr127hqKiItjZ2SE1NRUNGzbEO++8AwsLC3Tr1g09e/bExYsXkZubi6VLl+L//u//MHToUBARoqOjNVUWL126hLFjx+L111+Hubk53N3dta57fn5+yM/PxzvvvANXV1fEx8ejuLgYADRtyHv37g07OzsMHjwY7u7u2LJlCwBoJYtCCAQEBMDa2hq9e/fGkSNHAJQmc4GBgVi5ciU6duyI7OxsJCUlaeKLjY3F66+/jjFjxgAATE1NMWjQIMTHx+P69etITU3FmjVrsGzZMujr6yMuLg7m5uZwcnICUNrW3cvLC7NmzUKDBg3g6uoKY2Pj+17PT5w4gQYNGqBXr17VfieLFy9Gr1694OPjA2NjY/Tu3RsODg6IiYnBpUuXIITA999/D3t7e7Rr1w4GBgaac3rp0iV88sknaNOmDRo2bIgmTZpo5t0vpnsdB1B6v+rcubMmvosXL0KhUGD16tVo0aIFzMzMMGTIEMTExAAoTcBtbW2xdOlS6Ovrw8DA4CF/Kxlj7MX0wiSLmZmZVR48AOCPP/6Au7s7LC0ttRI5oLQU0MHBAdbW1gCAsLAwrZsTUHoDqpgMFhUV4fbt27C2tkZsbCxsbW3RqFEjzfyKCWlYWBjatm2LevW0a2auWrUKMpkMkiQBAJo1a6Zpt/jnn3/Cw8NDUyJaHmerVq0QHR2Nixcv4u2339bMO3funCZZvF+s1R1fYWEhzp07h4iICDRp0gRNmjTB3r17sXPnTtSrVw8XLlyAtbV1lWSXMcYeR1ZWVrXX6yNHjkBfXx8eHh5VrmdAaamfjY0NwsKlZgx2AAAgAElEQVTCUFBQgDVr1sDFxQVubm5Qq9X4+eefAWjX8ACAf//9Fy1atNBsY9myZZgzZw7Mzc3RrFkzFBUVIT4+HgAQERGBrl274uLFi4iIiMDVq1exatUqNGzYEKmpqcjOzta6Jtra2iIgIAAzZszAlClTcPXqVfz9998wMzPD6NGj0bRpU7zyyit4/fXX4ePjA6D0Wt2nTx+tY2vatCmaN2+OEydOYPHixRg+fDi6d+8OoPS+Up5olteSGT58uNb6NV3PMzIy0KBBg3t+J0ePHkXfvn01n4kI2dnZsLW1RUxMDJydnTUlkikpKSgqKkKLFi2QkpKCvLw8rfOdmJiIFi1a3Dem3Nzcao8DANRqNcLDw7XuV8eOHYONjY3Wfm7cuAFbW1vNOe3ZsycniYwx9pCq71nlOdSoUSMkJiZqTYuMjMTvv/+OFStW4Pbt20hOTtZqLH/mzBmtm/4///yD8ePHa20jNjZWqzfTQ4cOwcjICC+//DJWrFihtb1Lly4hMzNTs82wsDC0b99ea3vXrl3DqlWroFarNesWFhbCzs4OQOmDjKWlpWb5tLQ0REVFwc3NDVeuXIG+vr7m7fKNGzdw5swZfPjhhzXGeq/jAwClUokOHTrAyMhIK7Etr7bLGGNPkp2dnSY5K5eXl4cff/wRb731Fho0aKCVIAGlNSciIyMxd+5cAKWlepGRkSgoKED9+vU1JVn5+flISUnRunZFR0fjzTffBAAsW7YM+fn5+Prrr7FkyRLNMlFRUWjTpg0iIiLQsmVL2NjYVIk7KioKMpmsynVRCIFPPvkEK1euxLlz5wAAbdu2xZ49ezTxlSspKUFCQkK119YBAwZAoVDgypUrCAkJ0UyveC2+desWANyzScC9rud2dnZISUlBQUEBTExMtNZRq9W4ffu25j4ElCZnKpVKU4W38vk0NDSEq6srjh49ivr162uS//LmHRWXry6mpKSkex5HfHw88vPzte6feXl5WvEBwL59+zBw4EDNOerRo0e154Qxxti9vTAli56enti0aRO2b9+OqKgo+Pv7Y9SoURg+fDgmTpyIoqIiEBHS09MBAAEBAfj99981iV1JSQlycnIQGxuLa9euITc3F3l5eUhNTUVBQQFycnKwb98+zJ07F/PmzYOlpSXu3r2L7OxsFBcXIyMjA++//z709PQ07QszMzORlJSE69evIy0tDQCwZMkSNG3aFCkpKbh8+TIuX76MH374AcnJycjNzUXr1q1x6tQpJCYmIiMjAz4+PlCr1WjVqhUcHR1RUlKCS5cuobi4GHPmzEFx8f+zd99xUV1pH8B/Z4ZepCgoAmLFgl3UWBIV68Yo0QQTW5Q2mKiJRl3XJK/JRqPGmHXdGI0gyNpb1NeWfS2JiVlj7BWxd0RF7AoC83v/AG4cqUZkAJ/v58NH55x7zzx35s4588y999w0ODg4FBhrbttnbW2NBg0aYPbs2bhz5w6uX7+O3bv/uOb/2LFjkiwKIYpcnz59cOjQIXzxxRc4dOgQ1q1bh+7du8PW1hYTJ04EkPnlPz09Hbdv38aePXswcOBAtGvXDh07dkSDBg1gbW2N6dOnw2g0Ij4+HmfOnNHW0+l0qF27NoDMvv348eOoV68ezpw5g+joaMydOxfnz5/X+mBvb2/t7I6DBw/meZuiw4cPo2bNmlqytXr1amzduhUHDhzAlClTkJGRgfr168Pf3x979+7Fpk2bYDQasW3bNqSkpADIPMqZmpqa6yyfnTt3xv79+/Hxxx9rR8yytym7L/b29oabmxumTp2q/Zi4a9euAvvz7t2749GjRzAYDNi5cyd27NiBjz76CPv374dOp4Ofnx9Wr16Nhw8fIj4+HuPGjcPIkSO1s2geP6J35MgR+Pr6wsLCAkePHs2RSAJA3bp1840pr+0AMsfO7Pfi9OnTIImGDRvi5MmT2LNnD1JSUjBt2jRcunQJw4YNAyDjlRBCvNAKMxtqQkIC3333XVasWJG2trZs1KgRp02bZjLzaVhYGO3s7FitWjW+//77tLW1ZXR0tFYfERFBKysrlitXjlu2bOHGjRvp4ODAhg0b0tramrVq1eL06dO15X/55Rf6+PjQxcWFL730Env16kVfX1+tPioqio6OjrS1teXkyZO5fft26nQ6rly50iT2H374gQC4bt06njt3jt27d6eDgwNr167NQYMG0c3NTVt26NChdHNzo6+vL/v27Us3Nzd+8803Bcaa2/YlJydz+/bt9Pf3p62tLStXrsw5c+aYzJ76ZBv5/clsqEKIwsyGmpyczH/+85+sUaMGra2ttT753LlzTE5O5vXr12ltbc3mzZvTzs6OlSpV4tChQ5mQkGAy03X16tVpbW1NX19f7tixg8nJyZw2bRpr166tLffrr78SAPft28cePXqwefPmOWJp374927Zty3PnzlEpxRUrVuQac8+ePdm7d2/t8cCBA+nm5kY7Ozs2atSIixYt0upGjhxJd3d32tnZsXnz5rxx44YWd6VKlXJtPzExkS+//LLJuJWQkEC9Xs/169drZevXr2f9+vVpbW1Nb29vLd78+vPk5GSuWrWKTZs2pZ2dHd3d3fnmm2/y7NmzTE5O5s8//8ymTZvS1taWNWrU4JQpU7T13NzctJlmk5OT2aNHD7711ltMTk7m66+/zpCQEK1uypQp9PT01B7nF1Ne23H58mW2bNmSFhYWrFSpkvbavf/++6xQoQKdnJz46quvcs+ePSaz0u7atatQY5XMhiqEEH9Q5g6gKMybN+/3li1btnj82sBiel4sWbIEmzZtKtbn/TNKQqwrV67McHZ2tuvTp88jswUhhDCrOXPmfOHn5/fRsxzlOXHiBFq1aoVLly7JDMyiyF29ehW//fbbnpCQkObmjkUIIczthTkN9XmIi4vTJkUo6UpTrEIIkZ+4uDh4e3tLoiiEEEI8Z5IsPoO4uDjUqlXL3GEUSmmKVQgh8nPs2DHpz4QQQohi8MLMhvo8bNiwwdwhFFppilUIIfIzbtw4c4cghBBCvBDkyKIQQgghhBBCiBwkWRRCCCGEEEIIkYMki0IIIYQQQgghcpBkUQghhBBCCCFEDpIsCiGEEEIIIYTIQZJFIYQQQgghhBA5lJlbZ9y4cQNGo9HcYYh8kFTmjkEIYX53795FQkKCucMQIle3bt0ydwhCCFFilIlkMSMjY/OpU6cemDuOopKenu6ckpJSVa/X37S1tT1v7niKik6nS42Li5OMXogX29HExMRtiYmJ5o6jTHj06FH5R48eeVtYWNywsbG5aO54ygqj0fibuWMQQoiSQI70lEDh4eH9lVILASyOjIzsb+54hBBClEzh4eHhSqlIAHMjIyPDzR2PEEKIskWuWRRCCCGEEEIIkYMki0IIIYQQQgghcpBkUQghhBBCCCFEDpIsCiGEEEIIIYTIQZJFIYQQQgghhBA5SLJYApGU20sIIYR4GjJuCCGEKHKSLJZAOp3uYdZ/7cwaiBBCiBJNKWWf9d8yc69hIYQQJYckiyWQ0Wi8n/VfSRaFEELkxx4ASN4zdyBCCCHKHkkWSyCS2b8QS7IohBAiTyTtAUApdb+gZYUQQoinJcliCaTT6eTIohBCiAI9dhqqHFkUQghR5CRZLIEyMjKuZf23olkDEUIIUdJVBACS1wpaUAghhHhakiyWQDExMQkAHpKsPHjwYBtzxyOEEKLEqgEAJE+bOxAhhBBljySLJddZpZSysLCoZu5AhBBClFg1AMDS0vKMuQMRQghR9kiyWEKRPAMASqka5o5FCCFEyRMSEuIIwAXAndmzZ980dzxCCCHKHkkWS64DAKCUamLuQIQQQpQ8Op2uOQCQ3G/uWIQQQpRNkiyWUEqp7QBAsr2ZQxFCCFECKaXaAQDJX80dixBCiLJJksUSysLCYgcAI4DWQUFBenPHI4QQomRRSrUHAL1eL8miEEKI50KSxRJq1qxZ9wAcUErZuLi4dDN3PEIIIUoOg8HgBKAtAKMki0IIIZ4XSRZLMJLrs/470KyBCCGEKGkGAtCR3J7146IQQghR5CRZLMGUUvMBgGTgwIED7c0djxBCiJKBZPaPiIvMGogQQogyTZLFEiwyMvI0gD1KKRs7O7s+5o5HCCGE+YWHh/sqpVoAgFJqubnjEUIIUXZJsljCkZwPAEaj8VNzxyKEEKJE+AwASK6MjIy8beZYhBBClGGSLJZwNjY2kQAuK6V8DAbDGHPHI4QQwnwiIiIaKaX6MtN4c8cjhBCibFMFLUBybnEEIvJ28eLFmufPn2+n1+sfNWvWbLmVlVWquWMqy5RSYeaOQYjckFQAoswdhzCfffv29Xjw4IG7i4vLCT8/v+3mjkeUWNeVUuPMHYQQovQrTLLI4ghEiJJCKVXg50IIc8hKFo3mjkMIUeKdUUrVMHcQQojST05DFUIIIYQQQgiRQ7Emi+fPn8e5c+dKbfvF6c6dO9i/f7+5wxBCCABAeno6fH19MXr0aHOHIkqxmJgYuLu748KFC+YORQghRCEUW7J4+vRpVK9eHXv27CmV7Re3hg0bIjo62txhCCEEAEApBRcXF9jZ2Zk7FFGK2drawsnJCXq93tyhCCGEKASL4nqitLQ0GI3P71Kb591+cUtJSTF3CGXKjRs3oNPp4OLiYu5QhChxSKKgS3X1ej1+//33Yooob4WJVRS/wr4vffv2Rd++fYshovzJfiSEEEWEJB89esRx48axcuXKtLKyYqNGjbh69Wpm+/jjj2ltbc3H7d69mwD4ww8/8OzZswRg8jdo0CCS5P79+wmA77zzDn19fWltbc369etz8eLFRdL+01i7di1Pnjz5VOscP36cAQEBtLe3p5eXFyMiIpiRkcGuXbvS398/x/JVqlRhcHAwSXLKlCn08vKivb0927Rpwy1btpAkfXx8TLbFx8dHW//+/fscMWIE3d3d6ejoSH9/fy5dulSrnz59Otu2bcvIyEh6enrS2tqaLVq04ObNmzl48GA6OzvT3d2do0aNYnp6eqG3MzAwkGPHjuXw4cNZrlw5Ojo68vXXX+e2bdvYqVMn2traslq1alywYIHJemfPnmWvXr3o4OBANzc3du3albt379bqN2zYwPr169PW1pb16tXjN998o23noEGD6OrqSldXVwYGBvLcuXMkyV9//ZVdu3alvb097e3t2b59e+7Zs8fkeWNjY1m7dm3a2tqyefPmfOmll/jWW28VKi5zfM6EKAySKr++ozCfuaFDh7JixYpcu3Yta9WqRaUUDQYDAfD48eMmn6P27dvT39/fpI/9+OOPtfoHDx5w3LhxrFatGq2srFirVi1OmDBB61sK6q8Kcv36dQLgV199xf79+9POzo5t27bV6mfNmsWaNWvSxsaGderU4eeff86HDx8W2IcEBgayRo0aDAoKopOTE11dXTlgwABevXrV5Pnnz5/PunXr0srKij4+Ppw4cSIzMjJIZo5dtra23LZtG1966SXa2Niwdu3a/N///V9t/bzGh8LE/zSKcuwqTGx5vS+vvvoqvby8TNq5d+8eHRwcOHr0aA4aNEjbj9LS0rRlzp8/zwEDBtDNzU0bs5YtW6bV//TTT2zZsiVtbGy0MTQhIaHQ27pixQoC4Jo1a9imTRtaWlryk08+IVnwPprXGFWY7y4keeXKFfbt25dOTk60s7Njly5dePjwYa0+MDCQf/3rX/nxxx/T3d2dzs7O7NevH2/fvq0t8yc/76fN1lEJIV4sJDl48GBaWFjw008/5YoVKxgYGEilFH/55ReSBSdzKSkpXLRoEQFwwoQJ3L59O0+cOGHS4b7yyiv86aefuGnTJvbq1YsAuGLFimdu/2lMnTqVlpaWHDRoEE+dOlWoddq2bUs3NzdGRkby66+/5muvvUaSXLZsGQHw6NGj2rI7d+4kAG7evJlbtmwhAPbv358LFixgv379uGbNGm3bXF1d2bt3b27fvl37opeRkcGOHTuyevXqnD59OhctWsSwsDACYHR0NMnMZBEAO3TowB07dnDp0qV0dHQkAEZERHDPnj38+9//TgCcO3duoV+bwMBAAuDw4cO5d+9eTpgwgQBoaWnJmTNncteuXezduzf1ej3j4+NJZg6SHh4efOWVVxgdHc2YmBi2b9+eNjY2PHLkCO/evUtbW1v6+/tz4cKFHDt2LMeNG0eS/OSTT6iU4ueff865c+eybdu2TEpKIkkuWLCAr7zyCidPnsypU6eyatWqdHd35/3790mSq1evJgAaDAauWbOGL7/8MgHwt99+K1Rcxf4hE6KQSKr8+o6C9m0yM1m0sbFhgwYNuHnzZq5evZpXr16llZUV/+d//kf7zF+4cIFKKc6dO5f379/n6tWraWlpqSWL6enpDAgIoKWlJUePHs0FCxZw3LhxHDBgQKH7q4JkJyXOzs786KOP+Pvvv2s/DH322Wd0dHTkxx9/zMWLF3P8+PF0dHTkwIEDC+xDAgMDaWNjw2nTpnHXrl2cPXs2XV1d2bhxYy2JiY2N1V7n77//nmPGjKFSihMnTiT5x9jl7u7OpUuXcufOnezatSvt7Ox4/fp1knmPD4WJ/2kU5dhVmNjyel/WrFlDANy6davW1oIFC6iU4smTJ7l3714OHDjQJFlMSEigh4cH3d3dOXXqVMbGxjI0NJT/+Mc/SJJbtmyhpaUlQ0JCuHDhQs6YMYPVq1dnnTp1tD6/INnJoqenJ2NjY/njjz/y0qVLBe6j+Y1Rhfnu8uDBA9atW5fu7u6cM2cOFyxYwPr167NChQq8efMmycx9Ua/Xs1+/fty1axdjY2NpZWXFMWPGaNv/Zz7vhw4dkotChRDFIz4+ngBMvkQYjUbWrFmTHTp0IFlwMkeSx44dM+lEs2V3uOvWrdPKMjIyWLduXTZt2vSZ239aR44c4cCBA2lra8vg4GCePn063+W9vLzYpUuXHOUpKSl0cXHhX//6V61s1KhRrFSpEtPT0zl37lwC4I4dO3Jtt2LFihw6dKhJ2fLly2llZcXLly+blL/99tts2LAhyT+SxWvXrmn1gwYNopubG41Go1ZWvXp1vv322/lu2+MCAwNZr149kzIfHx+++eab2uMLFy4QAL/77juS5HvvvWfy5YvMPEpdpUoVvv/++zx16hQBcNKkSTmeb8CAAXRwcOCjR49y1D2+HST5448/EgA3bdpEkuzcuTP9/Py0+suXLxOA9ktyQXGZ55MmRMFIqvz6joL2bTIzWQTAnTt3mqzbp08fVq9eXXs8adIkOjk5mXwht7a21pLFpUuX5pv4Faa/Kkh2UtKtWzeT8suXL9PS0pIrV640Kf/uu+8IgMnJyfn2IYGBgWzWrJlJ2eLFiwmAa9eupdFopKenJ19++WWTZUJDQ+no6Mi7d+9qY9fjR6H27dtHAPz+++9J5j0+FCb+p1VUY1dhYsvrfUlPT2flypW1s2dIskuXLuzcubP2ePLkySbJ4pAhQ2hhYaH9yPikevXqcdiwYSZl2d9LVq1ale82ZstOFqdMmWJSXtA+mt8YVZjvLnPmzMmRPJ87d446nY5///vfSWbui3Xr1jUZ13r27MkGDRqQZL7fFfL7vH/wwQc3i7t/EkKUTQVOcPPzzz8DAHr37q2VKaXQpUuX5zaZjE6nQ+fOnXHgwAE8evSoyNtPSUnBuXPntL+MjAytzs/PD/Pnz0d8fDwePHiA2rVrIy4uLs+2Bg4ciE2bNmH48OG4du2aVm5tbY1+/fph4cKFWvsrV67EW2+9Bb1ej+7du8PV1RUDBgzAhg0bChX3xo0bkZaWhurVq8PGxkb7W7FiBS5dumSyrK2trfZ/GxsbWFlZmVyf4eXlhaSkpEI9b25tZrdrbW1t0iYArd2NGzfi8OHDcHBw0GJ1dHTExYsXcenSJVSvXh2tW7fGF198gW+++QapqalaW/3798eDBw/wl7/8BYcPHzZ5XqUUVq9ejbZt26J8+fIIDg4GACQmJgIALl68iBo1/ri9VOXKlWFnZ4ebN28WKi4hSrL8+o7C7tv29vZo2bKlyboGgwFnzpzBjh07AAALFizAO++8k+eENj/88ANsbW0xaNCgXOufpr8qSMeOHU0eb968GWlpaejfv79J28OHDwcAXLp0Kd8+JDfdunUDAPz+++84efIkLl++bDLuAUDXrl1x9+5dnDhxQiuzt7fX/u/j4wMASEhIAJD3+FCY+HNTHGPX08T25Pui1+sREhKC77//HikpKbhy5Qq2bt2KIUOG5BnHDz/8gICAANSuXTtH3fnz5xEXF4c5c+aYxNKoUaN8X6e8PBlvQftofmNUbp787rJt2zY4OzsjICBAW8bHxwd16tQx+f5kZ2dnMj77+Pho+9Cf/bxfuXKl2OakEEKUbQV2Jrdv3wYAuLu7m5S7urri7t27uHv37nMJzMXFBUajEffv3y/ytnfu3IkOHTpoj69cuYJKlSppj8+dO4epU6diw4YNGDRoEDw9PfNs64svvoC7uzsmTZqEefPm4csvv8TQoUMBAMHBwfj222+xZcsWuLi44Pz58+jXrx8AoFKlStixYwdGjhyJ1157DW3atMGyZcvyfa7ExERUqlQJP/74Y446Kyurp3oNlFJgEV+elz3YZbebmJiI1157DVOmTMmxrLOzM5RS+OGHHzBu3DiMHj0a06ZNw4IFC/DKK6+gW7du2LBhA0aPHo1GjRohNDQUs2bNgqWlJSZOnIjx48fjgw8+wJQpU3DlyhX06dNH++JUs2ZN7N69G6mpqbC2tsaRI0fw4MEDNG7cuFBxrVq1qkhfFyGKUn59R0H7djYHB4cc9QEBAahVqxYWLlwIKysrHDt2DCtXrswzjqtXr6Jy5cp5zmpZlP3Vk/Fm/zC0fv167Ueqx9WsWRMNGjTIsw/JjZOTE3Q6He7evZvvuAcAly9fhre3d57blZ6eDiDv8aEw8eemOMauwsR269YtALnvR2FhYZg0aRLWrl2LCxcuoGLFiujZs2eecVy9ehWdOnXKtS47ls8++yxH4g5k/hD4NHLbj/LbR/Mbo/Ly+HeX27dvw83NLccyrq6uuHz5cp5tWFlZafvQn/28Ozk53Vi+fHmezyGEEIVVYLKYPVjcuHHDpGO+evUqrKyscvwiVpDCJiiXLl2Cvb09XFxcirz9+vXrY/Xq1drj7BkyT5w4gQkTJmDFihXo06cPDhw4YHKEKjdKKYwYMQKhoaGIiIjAsGHD0LhxY7Rp0wbNmjVDw4YNERsbCy8vL9SsWRMtWrTQ1q1duzY2btyIH3/8Eb169cLgwYOxefPmPLfFxcUF169fR9WqVWFjY1Oo18OcXFxckJSUhDp16uS5TLly5fDtt99i9OjRCAwMRGBgIC5evAgHBwd069YNXbp0wYwZM/Dhhx+iatWqGDVqFCZNmoSwsDBMnz4dQM5fl//6178iICAAAQEB6NixIxYuXIjmzZtrR0AKE5cQJVlefcez7NtKKYSFhWHq1KkgiVdeeQX16tXLc3lnZ2dcvXo1z/rn2V89PqtxftuaWx/y8ccf57psQkICjEYjvL29Tca9x2Vvb2FnVc5rfChs/E8qjrHrz8aWzcfHB127dsXChQtx/vx5hIWFwcIi768azs7OWlL4pOxYHjx48Fz668Lso3mNUXl5/LuLl5cXdu7cmWOZq1evokqVKoWO809+3jNyKxRCiKdV4GmoLVq0gE6nw8aNG7Wy1NRUrF+/Hq1atYJer4e7uztSU1ORnJysLXPu3DmTdrJP1ck+tSI/t27dwqpVq9C6dWsAKPL2K1SogNdff137yz6V8ttvv0V6ejoOHjyI+fPnFzjYAn/c4sLR0RGff/45AGDfvn1afXBwMNasWYOlS5fmmC48+5SWgIAA9OjRw2Q9e3v7HNvSqVMnpKenY/bs2Sblz+Poa1Ho1KkTduzYgb1795qUPx5v9utXrVo1vP/++7h16xbOnj2rvTY6nQ4jR46Ep6cn9u3bh/v37+Phw4do1qyZ1kb2aa/Zt05p06YNRowYgYyMDJw+fRpjxozBL7/8oh1RKExcQpRkefUdz7pvBwcH4+7du4iMjMS7776b77IBAQG4d+8eli5dalKefUTkefZXAQEB0Ol0+Oabb/JsO68+JC/Z97Vt3bo1PDw8ULVqVZNxD8i8lMDe3h5NmjQpVJx5jQ+FiT83xTF2/dnYHmcwGLBhwwYcPXoU4eHh+S4bEBCArVu35hjT09PTUatWLfj4+CAmJsbk+dPT04vkEpXC7KN5jVG5efK7S6tWrZCcnGxyy5lDhw7h5MmTaNu2baHjfF6fdyGEKBIkGRwcTGtra06cOJFLlixhhw4dqNPptIu24+LiqNPpOGDAAO7Zs4exsbGsWLGiyQQ0RqOR1atXp7e3N6Oiovjll1/y4cOH2kXirVq14pw5czht2jTWqFGDer1em73yWdp/GoWdWe1xr732Gvv168fY2Fj26dOHAPjf//5Xq09MTKRSigB47NgxrXzXrl308fHh1KlTOWvWLLq6uppMNjB48GBaWVlx8uTJnDNnDg8dOsTU1FS2aNGCer2ew4cP57x58zhixAj6+PjwwYMHJP+Y4Obu3btaWxEREfT09DSJu127duzYsWOhtzO3CSFq167N/v37m5Qha0Zakjx9+rQ2bf0XX3zBqKgovvHGGwwMDCRJpqamskqVKhwzZgxjY2PZpEkTOjs78/79+5w6dSrbtGnD7777juPHjzeZZKBBgwasV68eV69ezdjYWFarVo16vZ4jRowgSX711Vds0qQJFy1axCVLlnDlypU8ePCgFmNBcZnv0yZE/kiq/PqOgvZt8o9bZ+QlKCiIbm5uTE1NzVH3+AQ3Dx8+ZKNGjWhlZcWRI0cyNjaWo0aNYqNGjZiRkVGo/qog2ROpzJ49O0fdiBEjCIA9evRgdHQ0J06cyEqVKnHfvn0kmW8fEhgYSL7YYroAACAASURBVGtra/7tb39jTEwMQ0NDqZTiq6++qrX/73//mwAYGhrK5cuXMyIiggD42Wefkcx9gpO7d+8SAKdPn04y//GhoPifRlGPXQXFlt/7QpJpaWmsXLmyyX6X7ckJbuLj4+no6MhKlSpx0qRJjImJ4dtvv82wsDCS5KpVq6iUYv369fntt99yxowZbNasmfYaF0b2BDePj8EkC9xH8xujCvPdJS0tjb6+vvT29mZkZCSjo6O12buzb9OS29g6atQoOjk5kcz/u0IBn3e5dYYQoniQmV8KRowYwYoVK9LKyopNmjTh+vXrTTq3+fPns0aNGrS1tWWXLl20acezk7nsTs/Pz4/29vasU6cOz507p3W4f/nLX1i1alVaW1vT39+fGzduLJL2n7fPP/9cuxdVzZo1GRkZmWOZatWqsUmTJiZlBw8eZLdu3eji4kJnZ2cGBgby4sWLWv3Vq1e1adirVq2qzfp2+/ZtDhkyhBUqVNDu6zR58mRtxr+SlCySmbPUdu/enXZ2dnRwcOArr7yizVibnJzM4OBgenh40M7Oji1btuT27dtJkt9//z39/f1pZ2dHDw8PfvDBB9o2Hj16lM2bN9e2f9WqVfz000/p7OzM1NRUbtu2jZUrV85x782IiIhCxWW2D5sQBSCpCuo78tu3yYKTxS1btnDs2LG51j2eLJLkjRs3GBYWxgoVKtDOzo5+fn6cMGECU1JSSBbcXxUkv6TEaDRy2rRprFq1Ki0tLVmlShW+99572pfw/PqQwMBAent7s0OHDnRwcKC7uzuHDBlicm87kpw9ezZr1apFS0tLVq1alV9++aU2a2VhksX8xoeC4n/eniW2gpJFMvPWJY+Pz9meTBZJ8tChQ+zWrRvt7e3p4uLCVq1amdyvcMOGDWzWrBmtrKxYoUIF9u7d+6mS6rySRTL/fTS/Maqw313OnTvH3r1709HRkXZ2duzWrZtJHAUli8/weZdkUQhRJAq8GJB8vl+eDxw4gCZNmmDdunV47bXXnudTmcXDhw9Rq1YtjBgxAqNHjzZ3OC+MjIwMbeKN1NRUjB07FjNnzsTDhw/znOAim3qai2SFKEYkFQCjueMo7V5//XVcunTpuc3oLcq+UvDd5YxSquDzkYUQogAytfJzkpGRgS+//BJLlixBamoqQkJCzB1SrjZs2ID+/fvnu8xvv/2GunXrFlNEz27BggX46KOP8NZbb6F69eq4evUqvv/+e/j5+RWYKAohise4ceNyXCv2uPLly+P0aTk4IvJ2+/Zt7XYlefnqq68KvG5SCCFE3iRZfE7S09Px1VdfISAgAKtXr9amXC9pOnTogAMHDuS7TH7Tr5dE9erVQ9u2bbFo0SIkJyfDw8MDgYGB+OSTT8wdmhAiy5gxYxAREZFnfV635BAim6OjY4HjV/ny5YspGiGEKJvMfhqqECWNnIYqSio5DVUIUUhyGqoQokgU5shi4eYIN59l5g6gNCCp7t696/bw4UNnALCwsEgpV65coqWl5bPPP/703jLDcwpR6imlSLKk98llkT2AmD+zotFo1N+5c8ctNTW1HABYWFg8dHZ2vqLX69OLNMKS6y6AMHMH8QJKNXcAQoiyodQfQZEjn6WPHLkTQpQmJF0B3DB3HKXUTaVUybwOQwghRIF05g5ACCGEEEIIIUTJI8miEEIIIYQQQogcJFkUQgghhBBCCJGDJIsFmDRpEpRSUErh3XffLdQ6VapUwcKFC59zZKVLhQoVtNcRQOm5aaMQQhSjLl26aH3lsmXFO39b3759cevWrSJp680338zeDhcAhRs8hRBCiKLGLCEhIezWrRtz0759e37wwQe51j1u6NCh/P77703K+vbty06dOvHKlSu8d++eVr527Vq2a9eOjo6OtLW1ZVhYGEny9u3bBMDff/+9wOcrbAwk2bp1ax47dkx7bDQa2axZMx45cuRPPU9xu3LlCr/++mtaWVkRcn9PIUQpQtKVzOx3a9SoQWtra1aqVInt27fn6tWrTfq6Tz/9lE2aNClUv5hbf+/h4cHx48fzypUrfPTo0VOv/2ft3LmTSilu27atSNq7ceMGf/vtNwIggFfM/R4KIYR4QWUPTE2bNuXf/va3XAetyZMnc8mSJfkObJcuXSIAHj9+3KS8QYMGHDNmTI72LCwsOHbsWO7du5e7d+/m9u3bSZI7duwgAN68efOpB9e8Yjhx4gQBcOXKlVrZ0qVLCYB79ux56ucpSg8ePCj0sh9++CEbNGggs9cKIUoVZiWLx48fJwCuXr2a27dv57BhwwiAkydP1vq5tWvX8pNPPimwP8ytv09OTiYAbtiw4U+t/6T09PQC28nWpk0bAuA///nPQq9TkLVr12YnizIbqhBCCPMgybS0NFpbW3PZsmU5BqsaNWoQANetW0eSvHjxIl999VU6ODjQ29ubK1as4IULF2htbU2dTkd7e3s2bdqU2e1aWVkxNjZWa2/79u1USnHevHm5Do6RkZEsV64chw4dSg8PD1aqVIlr1qzR6s+cOcPAwEA6ODjQ0dGRLVq04LFjx/KMgSQ/+ugjAuDnn39Oknz06BFr1qxJAPzvf/+rLffbb78xICCAtra2LF++PMeNG6ctP3ToUJYvX57Ozs5aUj179mz6+PjQzs6OnTt3ZlpaGkly69atbNGiBW1sbFi+fHl2796djx494sOHDzl69Gh6eXmxXLly7Nq1K1977TWSZGpqKj/66CN6e3vT2tqazZo146FDh0xem65du7Jv376SLAohShVmJYvLli2jnZ0dMzIytH7t3XffpZOTE9PT0xkaGkoAHDVqlFZ/8uRJ9uzZU+vz58+fn2d//8svvxAAz507p63/888/s2nTprS1tWWDBg0YHx+f5/rr16+ng4MDJ0yYwFq1anHQoEG5jlNPWrFiBR0cHNi9e3cOHjxYK9+wYQMbN27Mr776ipUrV6a9vb12lk5YWBg7d+5s0k67du349ttva48nT57MSpUqGc39/gkhhHiBkeShQ4fy/IU1+6hc9uD7xhtv8NVXX2VCQgK3bdumlY8bN46vvvqqybpxcXEEwN27d2tlPXr0YLt27fIcdN9//326urpy1apVvHPnDgcOHMj69euTJK9evUpPT0+OGTOG9+7dY3x8PAHw5MmTecaQkZFBLy8v+vj48K233iJJzpw5k15eXgTArVu3kiT/+9//0tramhMmTOCNGzf466+/atv9zTff0MvLi/Hx8Tx+/Di3b9/Ow4cPEwA3btzIq1evagntTz/9RAcHBy5evJhpaWmcM2cOPT09SZIjRoxg48aNeeHCBSYkJNDV1ZUzZszQXhc/Pz/u3r2bd+7cYY8ePUy+dJCkp6cnJ06cKMmiEKLUCAsLqzh27NhZJPm3v/2NLVu2NOnXVq1aRQC8du0aMzIy6O3trf3AmJCQwIoVK3LQoEE8deoUr127xkuXLuXZ38+aNYsODg40Go0kM097dXNz4/jx45mUlMRly5ZpRwtzW3/KlCnU6XRcsGABSZpcOpGX1NRU1qhRg+PHj+fkyZPZuHFjrW7dunXU6/WcOnUqb926xRkzZhAAr1+/zn/+85+sUqWKtuyBAwcIgL/99ptW1r9/f3bo0CHNzG+hEEKIZ1AmJrg5cOAAHBwcULNmzRx1R48eRbly5eDj4wMAyMjIQEJCAtLT09GuXTutfOfOnWjZsqXJukeOHIFSCvXq1QMAkMSPP/6It956K89Yjh49in79+qFXr15wdHSEv78/UlNTAQDjx4+Hj48Ppk6dCnt7e5w9exaurq5a3LnFsGXLFiQnJ+PTTz9FXFwc7t27hwkTJmDKlCnQ6XRa26NHj0ZAQAA++eQTODo6YteuXXB1dYWHhwcyMjJw+/Zt3LhxA76+vmjbti3S09MBAGfOnIGbmxsCAwNBEu+++y6GDx+Ovn37wsLCAmfOnEGLFi0AAMuWLcPYsWPh7e0NDw8P2NnZQafTYdOmTVi3bh2io6Ph7++PpKQknD59GvXr19e24/bt27h8+bJJmRBClFRhYWFe4eHh3yqlzqWmpr4LZI41jRs3NlkuOTkZSimUK1cOd+7cwcWLF9GgQQMAwOTJk+Hl5YV58+ahRo0acHNzg6enJ4C8xxw/P7/sicBAEhkZGTh79ixsbW3Rp08f6PX6PNc/fPgwevbsiQEDBgAA7O3tC9zOmTNn4s6dOxg9ejR8fX0RFxeHtLTM/O7kyZNo3LgxxowZAycnJ/j7+wMAdDod/Pz8cPHiRTx48AAAMGPGDLRo0QIvvfSS1vbRo0fh5+eXUWAQQgghSqwykyw2bNgQOl3OzTl8+LBJghIZGYlatWrB19cXX331FQDAaDRiz549OQbeo0ePolq1arCzswMA3Lt3D/fv30fFihXzjOXIkSNo2LCh9jg+Ph5169YFSSxbtgxhYWFa3c6dO9G8efN8Y5g3bx6CgoLQtm1bnDhxAlOnToWPjw/69esHS0tLpKSkIDU1FTt37sTevXtRrlw5lCtXDitXrsT//d//wcrKCsOGDcMHH3yATp06oV+/fkhJSUHjxo2xZMkSfPHFF/D398f58+dx8OBBxMfHIzw83CTG7GTR0dER165dA5D5xeDq1avo3r07tm3bBgcHB3Tu3BnOzs7w9/dHz549MXLkSJPXEoAki0KIEi0sLKxaeHh4tE6nO6OUek8pZWNhYfF/QOZY06hRI5PlN2zYgMaNG8Pa2hqHDx+GXq/XfmDcsmUL3njjDS35y5bfmOPn56c91ul02Lx5M+Li4lCjRg1s3rw53/WPHDmCjh07Fnpbk5OTMXHiRPzP//wPHB0d4evri0ePHiEuLg4AcOjQIZPx7MSJE3B3d4erqyv8/PxAEidPnsT169exZMkSjBgxwmQb4+PjUb9+/fRCBySEEEIUNZIMCAjg0KFDcz3F5s0332RERESO8qioKO10muxTMq9du2ayzBtvvMEePXqYlNnb23PChAm5PldSUhIBcOfOnVpZ27Zt+cknn2gTF/z8889aXZMmTfjxxx+TZK4x3Lp1izY2Nvzll1+YkZFBe3t7WlpaatcpOjg4cMmSJUxJSaFSilu3buXt27eZmpqaa3xxcXG0sLDgihUrtLI7d+6wTp06HDp0KFetWkULCwvtepzr16/T0tKSmzdvJknu3buXXbp0YZUqVVi5cmWuXbuWZObpUC+//DLT0tJ469atXJ87MjJSu9bHrDuMEELkIiQkpLbBYFgUHh6ebjAYGB4ebjQYDKsNBkMDkq6JiYkEwB07dmj92urVq6mU4sKFC0lmXiJQu3Ztrd7LyyvXCWPyGnMqVKjAr7/+OsfyGRkZHDBgAP38/PJcP/va/aeZzXTEiBHU6/UsV64cnZyc6OTkRADaabRNmzblP/7xD5PlO3bsqD12cXHhsmXLOGHCBFauXNlk9tbsS0B+/fXX22Z9Y4UQQjyTMnFk8eDBg3Bzc0N8fLz2d+XKFQCZRxazTwk6duwYFi5ciKSkJCQkJKBChQpwdnbWjpbt3bsXJ0+eBJmZz2SfEvS4t99+G9OmTUN0dDT27duHRYsW4cMPP9SW1+l0JkfPso80Ojk5wdHREcePHwcATJ8+Hfv374ejoyMA5BrDkiVL4OPjg5dfflk77ad3795o3bo1AMDKygopKSmwtrZG48aNMX36dNy6dQvXrl3Dzp07AQCpqan4+uuvkZCQgEuXLsFoNKJGjRqYPXs24uPjkZiYiAcPHqBmzZrw9vZGeno6Tp06hbS0NLz77rtIS0vTYmzatCnS0tLg4uKCVatW4S9/+QsA4KWXXsLvv/+ODRs2wGg0YsuWLUhJSTF53Y4cOYK6devmevRXCCHMJTw8vJ3BYFir1+uPAegHQEdypU6nqx8ZGdkrMjLyMADs378fAKCUwvbt2/Hhhx+iT58+GDVqFPr37w/AdLwBgBYtWmDWrFk4cuQIzp49i7Vr1wLIvb9PTExEUlKSyZizdu1a/Pzzz0hKSsLNmze1SxZyW//kyZNITU01GX/Gjh2LOnXqaKeVPu7UqVOYNWsWli5ditu3b+PWrVu4desWfHx8cODAAWRkZCAuLs7kyOLBgwdNtq9p06b4/vvvMXv2bLz33nuwtLTU6rIv42jQoIGchiqEEMJ8Ll68mD01t8nfuHHj+PDhQ+r1eu1o3vz58+np6Uk7Ozu2bt1aOwL44MEDtmnThhYWFvTw8KDRaGRKSgr1er32i3G2O3fu8L333mPlypVpZ2fHBg0aaLe0+Pbbb1mzZk1t2QsXLhAA4+PjSZJLliyhl5cXa9WqxU6dOrFNmzZ855138oyhZcuWnDp1qtbesGHDePbsWe1xpUqVOHv2bJLkwYMH2bJlS9ra2tLT01OL+8CBA6xXrx5tbGzo6+vLf//737x//z7bt29POzs7enh4cMyYMdqkCaNGjaK7uzvr1KnDQYMG0d3dnTExMdpzxsbGsnv37nRwcDCZXGHcuHGsWLEi7ezs2KpVK22ChmwdO3bUZuYz5/4ihBBBQUH6iIiIt8LDw3cZDAZm/WWEh4cvCQkJqf3k8iRdJ0+eTADU6XR0c3Njjx49uGnTJpN+rnXr1vz73/9uMgZ07dqV9vb2rFChAidNmpRnf79lyxYC0CbAITMnTHN2dqaTkxPfeOMNXrlyJc/1ly1bRg8PD5N4li1bRr1ez4cPH/JJvXv3ZqtWrXKUd+rUie3bt9cmeLt69apWV758eUZHR2uPV6xYQUtLS9rY2PD69esm7UyYMIE+Pj4kmVzsb7AQQogiowpepGR7XsnHwYMH0bhxY+zfvz/HhAYCWLRoEUaOHKn9wl0QDw8PfPjhhxgzZgzUkxfwCCFEMTAYDHYkw5VSIwBUzSp+CCA2PT19WkxMzJnc1iPpCuDG84xtxowZ+PTTT3Hr1q0ia3PNmjVYv3495s6dW2RtPsnf3x+NGzfO8Rx9+/bFnTt3sGHDhptKKbnPohBClFIW5g6gpMo+hcbZ2Rm3b9+Gk5OTuUMyq+XLl+P27dvo1KkTkpOTERUVhV69ehW4XlJSEpKTk5GYmKidHmUwGBYAmJp9epcQQjxPgwcPrmRpaTmCZIRSyjmr+BqAmXq9fubs2bNvmjM+IHPMqVmzJhITE+Hk5ARbW9tnau/EiRP48ccf8e233xZRhH8wGo34z3/+g6VLl+LIkSNYtmyZVnfnzh08ePAAhw8fRvfu3Yv8uYUQQhQvuYAsD0ePHgVJVKtWDZ999pm5wzG7jIwMTJ8+HfXq1UPfvn3RtWtXzJw5M991SKJ69eqoXTvzrK7HrqUZAOBQeHj45vDw8K7PNXAhxAsrIiKinsFgiLW0tDyvlBqblSjGkzTcvHnTOzIyckJJSBSBzDFn79698PDwwKZNm565PV9fX/zrX/+CtbV1EURn6uHDh+jTpw+OHz+O9evXo0aNGlpdv3794OHhgaNHj8rs10IIUQaU+tMB5Rq40iciImIxgD7IOrJN8hiAmSkpKf9esGDBfbMGJ4Qo1YKCgvSurq6BJIcB6JBdTnIbgK+joqI2IPPa9kIrjtNQyzA5DVUIIUqxspAsOpg7BvF0lFL3QkJCKuv1+pFKKQOAcgBA8i6Af+t0un/NmTPnpHmjFEKUJgaDoQIAA4AhALyzitNJrjQajVOjo6P3/9m2SSoABd/hXuSGSin5EVAIIUqpUp8sitJt4MCB9ra2tu8AGAagXnY5yS0kZ3p5ea377LPPjOaLUAhRkoWGhrbQ6XTDlFJ9AGSfc3nNaDRGGY3GWTExMQnmjE8IIYQozSRZFCWGwWDoAGAYyUCllD6r+ALJWUajMSo6OlqmYBdCYPjw4dapqalvkxyqlGr+WNXvSqmZycnJy1esWPHIbAEKIYQQZYQki6LECQkJqWxhYTE0a4p7t6ziVABLSf4zKirqgDnjE0KYR3BwsLelpeV7AMIAVAAAkikAlgKYIX2DEEIIUbQkWRQlVlBQkJWrq2sfo9E4XCnV4rGqPSQjlVKLIiMjH5gtQCHEcxcUFKR3dnburpQykOyWfdYByfMAZstZB0IIIcTzI8miKBXCw8MbZ91I+238cV3SPQCLAcyJjIzcZ7bghBBFbsiQIZ4ZGRkGpVQoAE9Am/16C8lv5XpmIYQQ4vmTZFGUKoMHD3a2srIKRuash3Ueq9oHYI6FhcXiWbNm3TNPdEKIZxEUFKR3cnJ6TSllUEp1Q9a9gEleV0rFpqenfxcTE3PGzGEKIYQQLwxJFkWpFRYW9rJOpzOQfFMpZZNVfI/kEp1OFzlnzpw9Zg1QCFEoWUcRhwAIUUpVBjKPIiqlfsw65Xx1ZGRkmpnDFEIIIV44kiyKUm/w4MHOlpaWg7Lu2Vjvsar9JCMtLS0XytFGIUqWoKAgvYuLSw+SBqVUV2QdRQRwjeQ8o9E4Ozo6+rw5YxRCCCFedJIsijIlNDS0jU6nMyilggDYAgDJ+8icLXFOVFTUbrMGKMQLLjg42Fuv10fodLoQAB6AybWIkadOnVqzbdu2dPNGKYQQQghAkkVRRhkMBieS72Qdbaz/WNVhAPMALIiMjEwyT3RCvFiCgoJsnZ2dewMYrJQKwB9HEROzjiLOkaOIQgghRMkjyaIo8yIiIloZjUaDUuotZB1tBJBOcgPJeadOndogRzKEKHpZn73grM9euaxiI8nNOp0uMjk5+X9XrFiRYc4YhRBCCJE3SRbFCyMkJMRRr9e/rZQKBtAqu5zkdQALlVLzIiMjD5svQiFKv8GDB1eysrIaDGAwgNqPVZ0BEJuWlhY7b968i+aITQghhBBPR5JF8UIKCQmprdfrgwEMzJ59Mcs+APMyMjIWy42+hSicoKAgK2dn59eVUsEkOyul9FlV90iuBBAbFRX1szljFEIIIcTTk2RRvNCCgoL0zs7OXbKONvYEYA0AJB8BWKuUir158+Z/5FQ5IXIKDw9vjszrEPsCcAG0W15sV0rF6vX6FTITsRBCCFF6SbIoRJbBgwc7W1lZ9ScZrJRq9lhVIoAF6enp0TExMcfNFZ8QJcGQIUPcjUbjwKzPid9jVRdIzs/IyJgXExNzxmwBCiGEEKLISLIoRC4iIiLqGY3GUKXUAADuj1XtITnfaDQuktNUxYti8ODBNpaWlq8j87TtLgAssqoeAlhNcl5UVNRWADRbkEIIIYQocpIsCpGP9u3bW9SqVevVrNNUuwOwzKpKJ/kfpdR8a2vrtd98802qGcMU4nlQYWFh7ZRSA5VSb+KP2UxBcqdSal56evqSmJiYu2aMUQghhBDPkSSLQhRSaGioq06n66+UegeA/2NVtwGsUEotmDNnznbI0RVRioWHh/si8zrE/gCqZJeTPE9yIcnY6OjoU+aLUAghhBDFRZJFIf6E0NDQmjqdLkS+UIuyIDQ01FWv1w8AMBCmP4TcIbkCwIKoqKhfID+ECCGEEC8USRaFeDbKYDC0BzCQ5JtKKcfsCpK7lVLz5TYcoiQaPny49aNHj14nORBAV/xxHWI6yU0AFtjY2KyWU6yFEEKIF5cki0IUkaxJQHoCCFNKdX6ieoPRaIydO3fuSnPEJkS2iIiIV4xGY3DWdYgO2eUk9yqlFul0ukXffffdNTOGKIQQQogSQpJFIZ6DIUOGuGdkZAzIur6x0WNVt0mu1Ol08+X6RlFcQkNDayqlBiulBiilfB6rukxyEYDoqKioE+aKTwghhBAlkySLQjxnoaGh9fV6/WAAbwPwfKzqAoCFJP/9tF/UDQZDemRkpEXBS4qyIDw8/HpUVJTb06yTdR3iWyQHK6VaPFb1gORqALFRUVFbijZSIYQQQpQlkiwKUUw+++wzXUJCQjsA/bKub3TOrnua6xvDw8Ozj0YadTrd63PmzFmX23KzZ89uo9PpnirBEOYRERGxJrdyg8FQwWg07tPpdB4kjVFRUdb5tTN8+HDr1NTUnsicqKYb/rjVSxqA/5BcfOvWrf9dsWLFwyLdACGEEEKUSZIsCmEGQUFBVi4uLq+S7A/gNaWUTVZVGoD/AFiQ1/0bDQbDIwCWJAkgVafTBcyZM+e3J5eLiYnZbW9vX9fKyir9eW6LeDbXrl1zMhgMOqWUySnJYWFhXjqdbjtJT6WUJQBERkbm1meriIiIl7MmqgkC4AQAJKmU2g5gsV6vXz579uybz3tbhBBCCFG2SLIohJmFhIQ46vX6NwD0AxCglNIDAMlbAFaQXDB37txfkXV9Y3h4OJXK/OhmJYxpAFpGRUUdeLzdmJiYfa1bt27i7u5ejFsjntby5csRERFhkiwaDAYPkvsBuGYniiShlNISxqzbtwxSSg0AUDV7XZKHlFKL0tLSlsybN+9iMW+OEEIIIcoQSRaFKEGyJsbpC6C/Uqr5Y1XnSC4E8DEAlZ0sZjGSvK/T6V6eM2fOwexCSRZLhyeTxeDgYDcLC4tfAFQHYPX4e00yVSk1muTAJ65DPEdySdYPC8eKdwuEEEIIUVbJBBlClCBZtyyYAWBGWFhYNZ1O9w7JfkopX6XUJ3msplNK2RqNxm1Dhgxp8t13350rvohFURo4cKC9hYXFf0n66HQ6qyfrlVLWAL7JSiCTSC4HsCgqKmpHcccqhBBCiLJPkkUhSqi5c+eeBfB3AH+PiIjwNxqN/ZRSI/NY3EIpZZ+RkbE7NDS0VXR09KliDFUUAYPB4ATgZ5LeSqkciSKQeSpq1r/dT506tWnbtm1yPaoQQgghnhs5DVWIUsJgMKSRtHjiFFQTJFMBJKSnp7d8+eWX/09OQy35li9fjn379lkZjcZNSqk22dco5oXko4JmRRVCCCGEKAo6cwcghCg0XX6JYhZrkp6WlpZ7AeR6dEqUSD8opVrhj1td5EfeVyGEEEIUC0kWhSg9cv28ktT+lFLImk3VG8Cj4g1PPIOOeOKygMdOOc2xsMFgSCuWqIQQQgjxQpNrFoUoBcLDw7MzhnQA38nmfQAAIABJREFUKSQtkHkUEVmzaJ4BkEzynFIqDpm303jTTOGKp0Syt1KqIUk7kq0ANFZKOWZVZ5C8p5SyImmllNKT1JszXiGEEEK8GCRZFKJ0OEoyWSm1H8BNANdIxun1+tTU1NT9sbGxKU+u8NJLL0myWEpERkauUUqtfrL8nXfeKW9tbV1fKWVNsolSysZoNNZXSrU2R5xCCCGEeLFIsihEKRAVFVXf3DGI4jd//vwbAH7OerjJnLEIIYQQ4sUjyaIQolQ5c+YM/P39c61LSEiAjY1NMUckhBBCCFE2SbIohCiVbGxsULVqVZMynU7m7BJCCCGEKCqSLAohSqWaNWvil19+MXcYQgghhBBllvwML4QoUSZMmID69eujYsWKqFOnDoYNG4bk5OQcyyUkJCAoKAidO3fG+PHjcfv2bTNEK4QQQghRdsmRRSFEiZKcnIzy5cujevXqiI+Px+LFi5GcnIzFixfnWG7r1q0AgL1792LPnj3YuHGjOUIWQgghhCiT5MiiEKJE+cc//oGff/4Za9euxf79+1G5cmVs2rQJd+/eBQC4uLjAz88P0dHRuHz5MlatWgVbW1vs3LkTP/74o5mjF0IIIYQoOyRZFEKUKAcOHMA777yDBg0awNfXF0lJSTAajbh06RKAzGRx+/bt6NWrF2xtbdG+fXt06dIFAHDkyBFzhi6EEEIIUabIaahCiBJj165d6NGjB0iiQ4cO8PLywg8//IDExETcv38/z/Xc3d0BADdu3CiuUIUQQgghyjxJFoUQJca8efOQlpaGKVOmwGAwAMi8r2JiYiJI5rleYmIiAKBChQrFEqcQQgghxItATkMVQpQY9+7dAwD4+Phoj48ePQoAyMjIAACQxIgRI3D27FkAQFxcHLZs2QIAaNmyZXGHLIQQQghRZkmyKIQoMVq1agUAeP/99zF48GC0adMGSUlJAICTJ08CALZt24b58+ejRYsWaNKkCdq1a4eHDx+iXbt2aNGihdliF0IIIYQoayRZFEKUGAaDAe+99x50Oh22bNmChg0bYvHixXBxccHOnTsBZCaUY8aMgaenJy5fvoyKFSvCYDBgwYIFZo5eCCGEEKJsUeYOQAjxfMTExOxr3bp1k+zJX0TJtHz5ckREROiUUnlflCmEEEIIYQZyZFEIIYQQQgghRA6SLAohhBBCCCGEyEGSRSGEEEIIIYQQOUiyKIQQQgghhBAiB0kWhRBCCCGEEELkIMmiEEIIIYQQQogcJFkUQgghhBBCCJGDJItCCCGEEEIIIXKQZFEIUerEx8dj/PjxBS7Xs2dPzJo1qxgiEkIIIYQoeyRZFEJgzZo16Ny5Mzw9PVGvXj28++67uHbtWqHXnz9/PqZMmVJk8ezcuRPBwcF51o8fPx4HDhwosJ34+HjUqVPnmeMp6u0TQgghhCgNJFkU4gU3ffp0DBkyBN26dcMPP/yAadOm4ffff0dYWFih2/jXv/4FDw+PIotpyZIlsLCwyLXup59+wpYtW3DkyJF827h27RqSkpJQt27dZ47nWbeP5DPHIIQQQgghhBBFIiYmZl98fDyTk5Pz/NuyZQt1Oh1nzJhhUh4TE0MAPHXqFKOjo2lnZ8ekpCSt3tvbm1988QWTk5NZu3ZtAqC9vT0dHBx4/Phxzp49m02aNGFwcDDLly/PihUrcuzYsdr6vr6+/PTTT7XHM2fOpJOTE5OTkxkcHEylFG1sbGhvb8/Y2FhtuaSkJPr5+bFXr14EwIMHD2p1586dY0hICCtUqMDy5ctzwIABdHZ21urXrFnDZs2a0cbGhq6urv/P3p2HVVXt/wN/H+YZRJEZRBEERMEJcUzJHHC8mtO11NKc0mvlcDUr05zS9Dqn5pA5lHrF9OuUkuRQpoCIcBgcUAiUWVCU+fP7w+v+dTqYZuJxeL+eh+fhrL33Wp+1z4l6t/beR1577TXJzMx8aK1VzS8vL08OHz4s7dq1E1NTU7G1tZX33ntPOSYwMFDeeOMNad++vVhaWkpGRsYD34Mvv/xSRESl208LERERkTauLBK9xFavXg1PT0/885//1Gh3cnICAGRnZ0OtVsPX1xd6evf+XBQWFiItLQ0NGzYEAMyZMwcWFha4du0aUlNTYWdnh8LCQqSkpOC1115DVFQUpk6digULFuDXX39FSUkJLl++rBwPAPHx8fDz8wMAzJ49G/r6+vi///s/pKWloWfPnsp+W7duxW+//YaFCxfC1NQUFy5cAABUVFRg4MCBiIyMxLZt2xAeHo6oqCjlEtSTJ09iyJAhGD16NFJTU/HRRx8hLi4OhoaGf1rrg+Z35swZ9OzZE23atEFcXBy2bt2KJUuWIC0tDZWVlUhKSkJiYiLWr18PtVoNExOT6nj7iIiIiKoVwyLRS+zkyZMIDQ1VguB9qampAAB7e3uo1WolyAGAWq0GAKUtMjISgYGBGn2kp6ejQ4cO6Ny5M6ysrDBs2DBYWloiOTkZSUlJqKio0OrzfniMiYmBvr6+RpgEgKKiIsybNw8TJ06Era0tPDw8lLC4Z88exMbGYtu2bWjWrBnc3NwQGBgIHx8fiAgmTZqEkSNHom/fvjAwMMDVq1fRpEmTh9b6oPl99NFHaNu2LSZNmgQLCwtERUWhRo0asLe3x9WrV3Hnzh188cUXsLW1hbm5+d94h4iIiIh0h2GR6CWWnZ0NFxcXrfYffvgBfn5+sLGx0QhywL1VQCcnJ9ja2gIAoqKi0LRpU43jExISNMJgaWkpioqKYGtrC7VajVq1asHBwUHZ/vtAGhUVBX9/fxgZGWn0uWLFCujp6eGdd94BAHh6eir3LR47dgwtWrRQVkTv19mgQQPExcUhOTkZb775prItMjJSCYt/VmtV8yspKUFkZCTOnz8Pd3d3uLu7Y+/evdi1axeMjIyQkJAAW1tbrbBLRERE9LxhWCR6iTk4OODSpUsabbGxsQgLC8Po0aNRVFSE1NRUjYfEnDlzRiMIRUdHo1GjRhp93L909b6DBw/CxMQErVu3RmJiokZ/V65cQXZ2ttJnVFQUGjdurNHf9evXsWLFCuTn58PHxwd16tTB4cOHlZXF/Px82NjYKPtnZGTgwoUL8PHxwbVr12BgYABXV1cAQG5uLs6cOYOAgICH1vqg+QHAunXrcOHCBVy9ehWHDh1CYGBglf0RERERPa8YFoleYq+//jo2b96M7du348KFC9iwYQP+8Y9/oFevXvjnP/+J0tJSiAgyMzMBADt37kRYWJgS7MrLy5Gfnw+1Wo3r16+joKAAhYWFSE9Px507d5Cfn499+/Zh8uTJmDZtGmxsbFBcXIy8vDyUlZUhKysL//rXv6Cvr6/cX5idnY2UlBTcuHEDGRkZAIC5c+eiTp06SEtLw9WrV3H16lV88cUXSE1NRUFBAXx9fXHixAlcunQJWVlZGDNmDCorK9GgQQM4OzujvLwcV65cQVlZGSZNmoSysjJYWFg8tNaq5mdsbAx/f3+sXr0ahYWFyM7OxtmzZ5VzmpCQwLBIRERERETPrkd5GmpGRoaMGTNG7O3txdTUVBo3biyLFi3SePLpiBEjxMzMTDw8PGTChAliamoq69evV7aPGjVKjIyMxMrKSo4ePSoHDhwQCwsLadSokRgbG0v9+vVlyZIlyv7Hjx8Xd3d3qVGjhrRs2VL69OkjXl5eyvZ169aJpaWlmJqayrx58+TEiROip6cnu3bt0qj94MGDAkD27dsnV69eldDQULGwsBBvb28ZOnSo2NnZKfuOGzdO7OzsxMvLSwYNGiR2dnayfPnyh9Za1fzy8vLkxIkT0qxZMzE1NRUnJydZs2aNxtNT/9jHn/3waahERET0rOJ/oBC9oDZs2BDdqlWrwNq1az/VcTdu3Ijt27fjhx9+eKrjPo5nodYdO3Zg1KhReiqVil/GSERERM8UXoZKRE+UWq2Gl5eXrst4JM9TrURERERPG8MiET1RarUa9evX13UZj+R5qpWIiIjoaTPQdQFE9GLZv3+/rkt4ZM9TrURERERPG1cWiYiIiIiISAvDIhEREREREWlhWCQiIiIiIiItDItERERERESkhWGRiIiIiIiItDAsEhERERERkRZ+dQbRCywnJwfl5eW6LoOIiIiInkMMi0QvqMrKyh8uXrxYoOs6npTS0tKapaWlHvr6+rmmpqYpuq7nSTEwMChWqVSi6zqIiIiI/kil6wKIiB7FiBEj3tTT0/sawNdr164dput6iIiIiF50vGeRiIiIiIiItDAsEhERERERkRaGRSIiIiIiItLCsEhERERERERaGBaJiIiIiIhIC8MiERERERERaWFYJCIiIiIiIi0Mi0RERERERKSFYZGIiIiIiIi0MCwSERERERGRFoZFIiIiIiIi0sKwSERERERERFoYFomIiIiIiEgLwyIRERERERFpYVgkIiIiIiIiLQyLREREREREpIVhkYiIiIiIiLQwLBIREREREZEWhkUiIiIiIiLSwrBIREREREREWhgWiYiIiIiISAvDIhEREREREWlhWCQiIiIiIiItKl0XQERVE5G6AKbruo5nRVpamue1a9fa16hR46Kfn99xXdfzDPmPSqWK03URRERE9OJhWCR6RolISwC/6LoOeuZ1U6lUB3VdBBEREb14eBkqERERERERaWFYJHoJVFRU4NSpU89t/0RERET09BnougAiqn5vv/02IiMjERdXPbe2VXf/RERERPT0cWWR6CVQXFz8XPf/osrNzUV+fr6uyyAiIiIioueJiLQUEfn111+lbdu2YmJiIjVr1pThw4dLXl6eiIiUlZUJAJk3b578XmhoqAQFBYmIyNChQwWAxk9KSoqIiPTq1Uvq1asnr7/+ulhbW4utra0MGTJEMjMzn0j/f8X69eslPz//Lx1jbW0tmzdvlq5du4qxsbHY29vL+++/L2FhYeLv7y8mJibSrFkziYyM1DguJSVF+vTpIxYWFmJnZyedO3eWs2fPKtvnz58vLi4uYm5uLq1bt5ajR4+KiEhSUpJ07NhRzM3NxcXFRUaNGiUVFRUiIrJhwwZp0qSJGBkZia2trQwaNEiysrI0xt20aZN4e3uLqampNG/eXFq2bCkDBgx45Lr2798vDRs2FFNTU/H19ZXly5eLiHTV1WeUiIiIiIh0QERaxsfHi5mZmbRo0UK2b98uS5cuFRsbGwkJCRGRRwtzycnJEhISIh4eHnLixAk5ceKEFBcXi8i9sGhiYiKLFi2SM2fOyOrVq8XW1lYCAgKkrKzsb/f/V3Tv3l2sra3lk08+kZs3bz7SMdbW1mJiYiKrVq2SM2fOSL9+/QSAODk5yb59++TYsWPi4+MjHh4eUlZWJiIi169fF0dHR2nXrp2sX79eNmzYIK+88oqYmJhIXFycHD16VADIP//5T/nmm29k8ODBsmfPHhERadOmjdjZ2cnatWvliy++kO7duyu1vPPOOzJ48GBZsmSJTJs2TczNzTW2h4WFCQB55513ZM+ePdK2bVsBIL/88ssj1XXr1i0xNTWVZs2ayZYtW2Tq1Kkybdo0EYZFIiIiIqKXi4i0HDRokFhaWmqsuH3zzTcCQH766adHCnMiIgMGDBA/Pz+tsNWrVy9p2rSpRtu2bdsEgOzdu/dv9/9XHTx4UNq3by82Njby6aefPjQ0Wltby9ixY5XXKSkpAkBWrFihtG3evFkASGJiooiIjB07VgnD95WWloqbm5tMmDBBvvrqKwEgP//8s9Z4Li4u8tprr1VZS2Vlpcbrjz/+WPT19eXu3bsiItKpUyeNc5Seni4AZMaMGY9U16VLlwSAzJ07949DMywSERFRteA9i0TPsIiICHTs2BE2NjZKW+fOnQEAkZGR1TJmly5dAAC//vprtfR/48YNXL16FVevXkVubq7W2BERETh06BDCwsLg6+v70P5MTU2V301MTAAAxsbGSpuLiwsAICcnBwBw4MABXLhwARYWFjAxMYGJiQksLS2RlpaG3377DaGhobC1tcWQIUOwf/9+jbHeeOMN/PDDDxg/fjyysrI0tpWWlmLhwoVo3LgxbGxs8NVXX6GiogLZ2dkAgLS0NNSrV0/Z38nJCWZmZso9iw+rq27dumjVqhXmzJmD5cuXo6Sk5KHnhoiIiOjvYFgkeoYVFBSgdu3aGm22trYAgPT09GoZ09raGnp6erh161a19D9w4EB4eHjAw8MDH374odb2U6dOYdasWUhNTcX48eP/9ngqlQoAICIA7oXV7t27IyYmRuNHrVZj5cqVcHBwwM8//wxvb290794dbdq0Uc71nDlzsGTJEnz33XeoW7cuVq5cqfTdvXt3zJkzB8OHD8cPP/yAIUOGALj3tSIA4OnpibNnzyohLy4uDnfu3EFAQMAj1aVSqXDw4EEMHToUkyZNgpeXF44fP/63zw8RERHRg/CrM4ieYS4uLlqrb5mZmQCAGjVqKEHoUdwPSw+TkZGByspKuLq6Vkv/n332mbLK5+HhobSHh4dj1qxZiImJwcSJE7Ft2zZYW1s/8viPqkaNGsjJyUGDBg0euI+3tzcOHDiAH3/8EX369MGwYcNw5MgRqFQqTJw4EW+//TZGjRqFd999FwEBASgvL8fRo0exdetWDB48GACQnJys0eeUKVPQsWNHdOzYESEhIdiyZQuaN2+OoUOHPnJdVlZWWLlyJSZNmoRevXqhV69euHjxIv+OExERUbXgyiLRMyw4OBgRERG4e/eu0rZr1y4AQJs2baCvrw9bW1tkZGQo20UEqampGv2Ym5vjxo0bqKysfOiY69evBwC0atWqWvpv06YNevfujd69e6Nx48ZK+4wZM9C6dWukpKTg008/rZagCACvvvoqfv75Z0RFRWm0FxUVKb/fX/3r2LEjevTogejoaAD//ytCLC0tMWvWLABAdHS0En6bNm2q9HG/7f45ad26NSZOnIiKigpcvnwZkydPxvHjx2FoaPjIdd0f38PDAxMmTMDNmzcRExNj+XfOBxERERERPWdEpGVycrIYGxtLu3btZNu2bTJv3jwxMTGRDh06KA9UGTRokNjY2EhYWJj88ssv0q9fPzE0NNR4AM2mTZsEgIwcOVK+/vpr2bt3r4jce8CNsbGx/Pvf/5YNGzbI22+/LSqVSrp166Yc+3f6/yuKior+8jHW1tbywQcfKK+vX78uAGTdunVK27FjxwSAnDhxQkRELl++LLa2tmJraytz5syRdevWSd++faVXr14iInLmzBlxd3eXzz//XFatWiW2trbKQ226d+8ugwcPlk2bNkn//v0FgJw6dUp+++03MTExkT59+siBAwdk3rx5YmVlJQCUJ6kuXLhQAgMDZevWrbJ9+3bZtWuXnD9/XqnzYXWVlJSIm5ubTJ48WTZt2iSBgYFiY2MjeXl53XX5OSUiIiIioqdM/vc9ixEREdKyZUsxNjaWmjVrysiRI6WgoEAJGZmZmdKnTx+xsrISV1dXmTt3rnTr1k0jzFVUVMi7774rVlZW4uDgcP8rF6RXr17i6uoqHTp0EAsLC6ldu7aMHj36ifVf3R4nLIqIJCQkSGhoqJiZmYmFhYW0a9dOdu7cKSIi58+fly5dukiNGjXExsZGevXqJWlpaSIiMmvWLPH09BQTExPx9PSUtWvXKn3u3r1b3N3dxdTUVEJCQiQ6OlpCQ0OlY8eOInLvfXRyctL6TspRo0Y9Ul15eXkyfPhwcXR0FDMzMwkKCro/Jz4NlYiIiIjoZSL/C4vVqaqvzqDqU15ervxeXFws//rXv0RfX19KS0v/TrcMi0RERFQt+GAEIqKn4JtvvsH06dMxYMAA1K1bF5mZmfjvf/8LPz8/5b5FIiIiomcJwyIR0VPg6+uLNm3aYOvWrcjLy4OjoyN69eqFGTNm6Lo0IiIioio9+nPxieipEpGWAH7RdR30zOumUqkO6roIIiIievEwLBI9o0TEDIDXYx7eE8A/n2A5Onfnzh2rW7duORgbGxfa2Njc0HU9T9j3ALY95rGXVSrVrSdZDBERERHAy1CJnlkqleoOgJjHOVZEOuPxg+YzyczMDGZmZgBg9b+fF4moVKrHeq+JiIiIqouergsgIiIiIiKiZw/DIhEREREREWlhWCQiIiIiIiItDItE9JfNnTsXKpUKKpUKY8aMeaRj3NzcsGXLlmqu7PlSq1at++dxCgAfXddDRERE9HsMi0QvsLfffhtdu3atcluHDh0wceLEh/bx7rvvYvfu3RptcXFxePXVV3H9+nUsWrRIad+3bx9eeeUVWFlZwczMDCNHjgQAFBYWIi0tDV5ej/fMnapqAIDWrVsjMTFReS0iaNasGeLj4x9rnKctLi4OX3zxBfT19SsAXNR1PURERES/x7BI9AKLiYlBQEBAlds6d+6Mli1b/unx6enpWLlyJRo2bKjRHhcXh8DAQDg4OMDc3BwAMH/+fPzjH/9Ay5YtERERgePHj2Po0KEAoIS3xwmLD6rh4sWL+PnnnzWC4Y4dOxAVFYXi4uK/PM6TdPfu3Ufaz8HBAenp6bC3t88DUF69VRERERER0UtPRKaWlZWJsbGxfPfdd/JH9erVEwCyb98+ERFJS0uTbt26iYWFhbi6usrOnTslNTVVjI2NRU9PT8zNzaVJkyYiIlJWViZGRkayadMmpb8TJ06ISqWSjRs3ao0lIrJ27VqxsrKScePGiaOjozg4OMiePXuU7VeuXJFevXqJhYWFWFpaSosWLSQhIeGBNYiITJ8+XQDIrFmzRESktLRUPD09BYCcOnVK2e+XX36Rjh07iqmpqdSsWVOmTZv2wDmLiKxevVrc3d3FzMxMOnXqJGVlZSIiEh4eLi1atBATExOpWbOmhIaGSmlpqdy9e1cmTZokLi4uYmVlJZ07d5bu3buLiEhJSYlMnz5dXF1dxdjYWJo2bSqxsbEa56Zz584SHBys1vFHhoiIiIiIXgYiMjU2NlYASFJSklZ4S05OFgBy9epVERHp27evdOvWTTIyMiQiIkJpnzZtmnTr1k3jWLVaLQDk7NmzSluPHj2kffv2VQZFEZEJEyaIra2t7N69WwoLC+WNN96Qhg0biohIZmamODs7y+TJk+X27duSmJgoAOTixYsPrKGiokJcXFzE3d1dBgwYICIiK1asEBcXFwEg4eHhIiJy6tQpMTY2ltmzZ0tubq6cPHlSmXdVc75w4YIAkAMHDkhmZqYSaI8dOyYWFhaybds2KSsrkzVr1oizs7OIiEycOFECAgIkNTVVMjIyxNbWVpYuXaqcFz8/Pzl79qwUFhZKjx49ZNiwYRpzcXZ2ljfeeOO4Dj8uRERERET0shCRqZs3bxYLCwupqKjQCm9hYWFiZWWlvO7du7cSeH6vQ4cO8umnn2q07dixQ1QqlRQVFYmISGVlpZibm8uqVaseGBZDQkLk3XffVV4vXbpU6tevLyIio0aNklatWinbDh48KLa2tn9aw+HDh8XMzEw2bNgg/v7+cuvWLbG3t5ctW7aInp6eHDhwQEREgoODpWvXriJyb+Vx8eLFYmtrKyUlJVXO+dy5cwJAVqxYIZWVlcr8GjRooKxIiohMnTpV+vTpIyIijo6Osn37dmWbi4uLLF++XA4fPiwA5PTp0yJyb/XU19dXFi1apOx78+ZNASALFy78r44/MkRERERaeM8i0QsqJiYGjRo1gp6e9j/mFy5c0LgHcO3atahfvz68vLywcOFCAEBlZSUiIyMRFBSkcWx8fDw8PDxgZmYGALh9+zaKiopgb2//wFri4uLQqFEj5XViYiJ8fHwgIvjuu+8wYsQIZdvp06fRvHnzP61h48aNeP3119GmTRskJyfj888/h7u7OwYPHgxDQ0MUFxejpKQEp0+fRlRUFKysrGBlZYVdu3bh8OHDMDIyqnLOAQEB2L59O+bMmYNmzZrh2rVrOH/+PBITE5WH9dyvsUWLFgAAS0tLZGVlAQCWLl2KzMxMhIaGIiIiAhYWFujUqRNsbGzQrFkz9OzZE++9957GuQSAVq1a5Tzw5BERERERET0pIjK1Y8eOMm7cuCpX+vr16yejRo3Sal+3bp0AkOzsbOWSzKysLI19+vbtKz169NBoMzc3l9mzZ1c5Vk5OjsYKm4hImzZtZMaMGZKXlycA5KefflK2BQYGyocffigiUmUNN2/eFBMTEzl+/LhUVFSIubm5GBoaKvcpWlhYyPbt26W4uFhUKpWEh4dLQUGBlJSUVFnf7+d8X2FhoTRo0EDGjRsnu3fvFgMDA2WFNjs7WwwNDeXIkSMiIhIVFSWvvfaauLm5iZOTk+zdu1dE7l0+27ZtWykrK5ObN29WOfbatWvFzMxMysrKFujy80JERERUFa4sEr2gzp8/Dzs7OyQmJio/169fB3BvZdHf3x8AkJCQgC1btiAnJwcZGRmoVasWbGxslNWyqKgoXLx4ESIC4N4qoZ+fn8ZYAwcOxKJFi7B+/XpER0dj69ateP/995X99fT0NFYy7680Wltbw9LSEklJSQCAJUuW4Ny5c7C0tASAKmvYvn073N3d0bZtW+jp6cHPzw//+Mc/0KpVKwCAkZERiouLYWxsjICAACxZsgQ3b95EVlYWTp8+/adzXr16NRITE3Hjxg3cuXMHnp6ecHV1RXl5OS5duoSysjKMGTMGZWVlSo1NmjRBWVkZatSogd27dytfVdKyZUv8+uuv2L9/PyorK3H06FGtp7TGxcXBx8cHBgYGf/v9JiIiIiIieqhff/11DgD548+0adPk7t27oq+vr6zmbd68WZydncXMzExatWqlrADeuXNHWrduLQYGBuLo6CiVlZVSXFws+vr6smXLFo0VssLCQhk7dqw4OTmJmZmZ+Pv7y65du0REZOXKleLp6ansm5qaKgAkMTFRRES2b98uLi4uUr9+fXn11VeldevW8uabbz6whqCgIPn888+V/t59911JSUlRXjuX4jNjAAAgAElEQVQ4OMjq1atFROT8+fMSFBQkpqam4uzsrNRd1ZyLiorklVdeETMzM3F0dJTJkydLeXm5iIh88MEHUrt2bWnQoIEMHTpUateuLRs2bFDG3LRpk4SGhoqFhYXGw3imTZsm9vb2YmZmJsHBwcp9kPeFhITI0KFDRUS4skhERERERNVPRKZWed3j3xQTEyMA5Ny5c9XR/XNvy5YtYmdn98j7Ozg43A++DItERET0zOG1T0T0yOLi4qBSqWBjY4OCggJYW1vruiSd2rFjBwoKCvDqq68iLy8P69atQ58+fR56XE5ODvLy8nDjxg2Ny3OJiIiIniW8Z5GIHll8fDxEBB4eHpg5c6auy9G5iooKLFmyBL6+vhg0aBA6d+6MFStW/OkxIoK6devC29sbABgWiYiI6Jml0nUBRPTkichUAPN1XQc9ss9VKtVUXRdBRERE9HsMi0QvIBExAmCk6zqepClTpgwuLi5eY2BgsG3x4sWjdF3PE1aqUqlKdV0EERER0e/xnkWiF9D/gscLFT5GjBhRrKenh5KSkjKVSnVb1/UQERERveh4zyIRERERERFpYVgkIiIiIiIiLQyLREREREREpIVhkYiIiIiIiLQwLBIREREREZEWhkUiIiIiIiLSwrBIREREREREWhgWiYiIiIiISAvDIhEREREREWlhWCQiIiIiIiItDItERERERESkRaXrAoiIqjJy5Ej5C7tnrFu3zrnaiiEiIiJ6CRnougAiogeoAKCvUv35/9MSkXKVSjX56ZRERERE9PLgZahE9KzaCaD8z3YQEQDIXbt27fanUhERERHRS4RhkYieSSIyHYD+Q3YrValUnwD4K5esEhEREdEjYFgkomfSV199lQLgexH5s9XFnOTk5PVPqyYiIiKilwnDIhE9syorKz8SEf3/XW6qQUQqVCrV9IiIiD+9VJWIiIiIHg/DIhE9s9avXx+np6e3XaVSVRUI85OTk7c+9aKIiIiIXhIMi0T0rJsmIqr7q4siAhEpValUH3JVkYiIiKj6MCwS0TNt7dq1qbj3ZNQyAPjfV2lk5efn815FIiIiomrEsEhEzzw9Pb3ZAAz+t7pYpqenN2nnzp0VOi6LiIiI6IXGsEhEz7w1a9aoAWwBICKSl5eXt0vXNRERERG96FS6LoCeD8uWLbMyNjbuqOs66OV1+/Zt+xs3bqy2tLRcaW9vH67reujlVVFRETt27Ngruq6DiIiouhnougB6PhgbG7vr6el9V6tWrbu6roVeTrVr10bdunULAbzxvx+ip66wsND47t27/wawVNe1EBERVTeGRXpkJiYmxe3bt7fWdR1ERLoSHR1dcunSJV2XQURE9FTwnkUiIiIiIiLSwrBIREREREREWhgWiYiIiIiISAvDIhEREREREWlhWCQiIiIiIiItDItERERERESkhWGRiIiIiIiItDAsEhERERERkRaGRSLSucjISEyfPh0nT55U2vbs2YNx48YhPz9fh5URERERvbwYFolI5zZv3owvv/wSWVlZStvs2bOxfft2lJaW6rAyIiIiopcXwyIRERERERFpYVgkIiIiIiIiLQyLRPRcWL16NWrVqoXly5cjODgYzs7OCAoKwurVq/Hvf/8bAQEBcHd3R79+/XD16lVdl0tERET03GNYJKLnRmVlJT755BO4u7ujffv2uHjxIj788ENs2rQJwcHB8Pb2xo8//oi3335b16USERERPfcMdF0AEdFf0b9/f3z55ZcAgNdffx3h4eGYPn06JkyYgPLycjRu3Bjnzp3D9evX4ejoqONqiYiIiJ5fXFkkoueKq6ur1u8ODg4AAAMDA3h4eAAAMjMzn35xRERERC8QhkUieqGoVCoAgIjouBIiIiKi5xvDIhEREREREWlhWCSiZ0ZJSYlWW2lpqQ4qISIiIiKGRSLSOQsLCwDA0aNHlTZzc3MAwJEjR3RSExEREdHLjmGRiHSud+/esLGxwY0bN1BYWAgAGDhwICwtLaFWq3VcHREREdHLSaXrAuj5sGbNGn8zM7OToaGhVrquhYhIV6Kjo0suXbo0dfTo0Ut1XQsREVF148oiERERERERaWFYJCIiIiIiIi0Mi0RERERERKSFYZGIiIiIiIi0MCwSERERERGRFoZFIiIiIiIi0sKwSERERERERFoYFomIiIiIiEgLwyIR/WUbN27EgQMH/lYfY8aMwYQJE55QRURERET0pDEsEj1nYmNjMXDgQNSpUwceHh7o3bs3zp8//9TGv3XrFhYsWIALFy5otK9duxY+Pj4abYmJiRg+fDjq168PBwcHtGrVCpWVlQCAhIQEeHp6PlYNmzdvxvz587Xa1Wo1Ro8ejYYNG8LBwQF+fn44dOjQY41R3aZMmYJ9+/bpugwiIiKiB2JYJHqOnDhxAl26dIGtrS127tyJbdu2QV9fH/369UNeXt5TqWHp0qXIyspCXFycRntcXBwaNmyovD5+/DhCQkJQWVmJTZs24ccff8THH38MPT09VFZW4uLFi6hXr95j1bBs2TI4OjpqtO3YsQMhISEwMjLCypUrceTIEUybNg116tR5rDEeV0VFxUP3ycjIwFdffaUVrp/kGERERER/F8Mi0XPi9u3bGDVqFHr27IlVq1ahefPmCA4Oxpdffonc3FycPHkSycnJ8PHxwcKFCxEYGIg6dergrbfewu3bt5V+vv32W7Ru3RqOjo4ICAjAnj17AADz5s3DmDFjMH78eLi7u6N+/frYtWuXRg3p6elYvXo1+vTpo7WyeOHCBfj7+wMACgoKMGLECPTu3Rtff/01WrduDV9fX3Tp0gUAkJKSgrt37+Knn35CixYt4O7ujrlz5yp9FRUVYfr06fD29oazszOaN2+urMIFBwfjypUrmDFjBtzc3JCdnY24uDiMHz8e8+fPx7Jly9C+fXv4+/tjyJAhaNCggdLv2bNn0bt3bzg7O8PT0xOzZ88GAOTk5KBhw4b4+uuvERwcDCcnJ/Ts2RNFRUUAgNLSUnz22Wfw9/eHo6MjOnbsCLVaDQD4+OOP0aNHD4wZMwY+Pj749ttvAQDXrl3DkCFD4ObmBnd3d3Tq1AnJyclIT09H06ZNoaenhw4dOqBDhw4AgMrKSixevBiNGjWCi4sLunXrhuTkZOW9r1mzJhYsWIBXXnkFLVq0eOzPEREREdGjYlgkek7897//RW5uLmbMmKHRbmdnByMjI+Tk5KCiogKZmZkwMzNDREQEvvvuO4SHh2PNmjUAgJUrV2Lq1KmYNm0akpOTMWzYMMycORMAcOfOHYSHh6Nbt26Ii4tDu3btsHjxYo2xZs+ejcDAQIwePRqpqakoKCgAAJSXlyMxMVEJi1u3bkVJSQnmzZtX5VwSEhKgp6cHR0dHHDlyBJ9++ikWLVqE3NxciAiGDh2KxMRERERE4PLlyygrK8PNmzcBAHPmzIGFhQWuXbuG1NRU2NnZYdmyZWjevDmGDh36wPN35swZ9OzZE23atEFcXBy2bt2KJUuWIC0tDSYmJsjIyMAvv/yC3bt34+DBgzh16hSOHj0KABg2bBgOHDiAzZs3Izk5GQ4ODli1apUyl8TERIwbNw7x8fHo27cvsrOzERoainr16iEhIQFHjx5FVFQUDAwM4OzsjLFjxyIkJARpaWk4duwYAODDDz/E999/j127diExMRE2NjaYMmUKgHuX84oIsrOzcfToURw/fvzRPjREREREfwPDItFz4sSJEwgICICLi4tG+/Xr11FaWgp7e3ukp6ejdu3aGDduHKytrREUFIRWrVohOTkZBQUFmDdvHt5//310794dIoK4uDjlUsgrV65gwIAB6Nq1KywtLeHn5wc9vf//JyImJga7du3CzJkzUb9+fQBQLkVNTk5GSUmJchlqREQEQkJCYGVlVeVcEhMT4e3tjffeew/W1tZo3rw5gHsreGFhYThz5gzWr18PR0dHVFRUID09HU2aNAEAREZGIjAwUKO248ePK6uWAFBYWAg3Nze4urrik08+AQB89NFHaNu2LSZNmgQLCwtERUWhRo0asLe3x5UrV6BSqbBw4UI4OjqiUaNGMDQ0hJ6eHn788UccOnQIy5YtQ2BgIPLy8pCSkqKct4SEBHzwwQdo2LAh9PT0YGJignnz5sHFxQWffvopzM3NkZqaiho1aqBu3brKHJo2barUm5ycjLVr12LVqlXw8vKChYUFQkNDER8fr4xRq1YtzJs3DwYGBjA3N3/0Dw4RERHRY2JYJHpO5OTkaAVFADhy5AgMDAzQokULJCQkwM/PT2N7fn4+atasiaioKNy5cwerV6+Gh4cHfHx8UFlZieXLlwMA4uPjNY69fPkyvLy8lNcff/wxQkND0axZM9jY2MDW1la5FPXChQswMzNT7kHMzs5G7dq1HziXP9Z58eJFWFlZwdHREbt370b37t1Ro0YNAMC5c+dgYmKiXE4aFRWlEbTunxtra2vltampKSIiImBoaAhPT0+UlJQgMjIS58+fh7u7O9zd3bF3717s2rULRkZGiI+Ph5ubGywtLQEAaWlpKC0thZeXF06dOgULCwv07dsXderUQceOHdG1a1eMGTMGBQUFyMjIQPv27ZWxRQRhYWF44403lLb7ARe4d7lpTEyMxhzCw8NRs2ZNjXOSm5uLWrVqKeerVatWMDQ0fOA5JSIiInrSDHRdABE9Gnt7eyQlJWm0FRYWYvHixejXrx/s7OygVqs1HpqSnp6O2NhYTJ48GQCgUqkQGxuLO3fuwMrKSlmdu3XrFtLS0uDr66scGxcXhx49egAADhw4gFOnTsHc3Fx5YExRUZGysnjhwgX4+voq/dWuXVur1t9LTExE//79lddqtVoZ+9q1a8q4AHDw4EE0bNgQ+vr6AIDo6GgMGjRIoz8HBwecO3dOCWiGhoYwNzfHzZs3NR66s27dOgQEBMDExARGRkZKe3x8vNbcjY2NlfDr7++P77//Xjlvv6/7fiC9r6CgAAUFBfDw8NCYQ6dOnQAASUlJuHXrFho3bqxsLywshL29vcac9u3bpxyjVqsRHBz8wPNJREREVB24skj0nOjfvz9iY2MxZ84cxMbGYt++fQgNDYWpqSk+++wzAPdCRXl5OQoKChAZGYk33ngD7du3R0hICPz9/WFsbIwlS5agsrISiYmJuHLlinKcnp4evL29Ady7BzEpKQm+vr4oLy/HzJkz8fbbbyM1NRVXr17F1atX0b9/f2VlMS4uTrlfEQD69u2Ln376CXPnzsW5c+dw5MgR5X7C8vJyXL58WWMVTa1WK6+dnZ1x6dIlAPceSLNx40ZYWFgox+bn50OtVuP69evKPZO9e/fGN998gwULFuDs2bM4ffo0Zs6cCX19fTRo0ADGxsbw9/fH6tWrUVhYiOzsbJw9e7bK8e/Px8vLCwYGBmjWrBmioqLwww8/oLKyEhERESguLgZwb8Wvfv36Git+VlZWsLS0VOawatUqxMbGKnPIzs4GAJw/fx6XL1+GiKBRo0a4ePEiIiMjUVxcjEWLFuG3337Du+++q4zz+zBLRERE9DQwLBI9J0JCQvCf//wHe/bsQefOnTFz5kyEhITg8OHDsLW1RUVFBZKTk3Hu3Dn4+fnhzTffROvWrbFx40YA9x6Es2rVKuzcuRN+fn546623UFpaCuDeypqnpyeMjY0B3LuHrrS0FL6+vtiwYQMyMzOVh63cV7duXSQlJaGsrEwrLPbv3x/z5s1DWFgYQkNDMXnyZGXF89KlS0rf9/0+rH300UdQq9UICAjAlClT0LlzZ+WpoAYGBhg5ciSWLVuG4OBgXL58GcC9h8OMHz8e3377LXr27IlRo0ahqKgIe/fuhampKYB7D/fJzc1FUFAQOnfujKtXryrj/3Fl8fevu3btinHjxuH9999Hw4YNMW/ePOU8/XElFwD09PSwZMkSfP7552jevDmOHj2KoKAgZaW1efPmCAoKwqBBg5QV1K5du2L06NEYPHgwfHx8EBMTg/3796N27drIyclBdnb2Y3/NBhEREdHjUum6AHo+rFmzxt/MzOxkaGho1U8sIZ1LTk5GcHAwfvvtNyUgEdGTFR0dXXLp0qWpo0ePXqrrWoiIiKobVxaJXhBqtRqurq4MikRERET0RDAsEr0g7t8/R0RERET0JPBpqEQviGnTpum6BCIiIiJ6gXBlkYiIiIiIiLQwLBIREREREZEWhkUiIiIiIiLSwrBIREREREREWhgWiYiIiIiISAvDIhEREREREWlhWCQiIiIiIiItDItERERERESkhWGRiIiIiIiItDAsEhERERERkRaGRSIiIiIiItLCsEhERERERERaGBaJiIiIiIhIC8MiERERERERaWFYJCIiIiIiIi0Mi0RERERERKSFYZGIiIiIiIi0MCwSERERERGRFoZFIiIiIiIi0sKwSERERERERFoYFomIiIiIiEgLwyIRERERERFpYVgkIiIiIiIiLQyLREREREREpIVhkYieK/v27YOrqysqKyt1XQoRERHRC41hkegllJ2djffeew8+Pj5wcXFBu3btEBYW9sjHnz59GsOHD9doy8nJQcOGDf9SP48jNjYW/v7+0NOr+s9XeHg4GjZsiJSUlGqtAwA2b96M+fPnV/s4RERERLrAsEj0krl+/To6deqE+Ph4rFixAnv37kW7du0wYsQInDx58pH62L59OwwMDDTaLC0t0blzZ9SrV686ylacP38eAQEBD9zu7u6O1157Dba2ttVaBwAsW7YMjo6O1T4OERERkS4wLBK9ZD744AMYGxtjz549CAkJQZMmTfDZZ5/By8sL+/btAwC0bdsW06dPR8eOHeHq6oouXbogKSlJOX7Lli3Yv38/XF1dsXfvXmRkZMDR0REbN25EnTp1AAA3b97EhAkTUK9ePXh4eGDkyJG4ffs2AGDevHkYM2YMxo8fD3d3d9SvXx+7du1Sajx+/Dg6deoEJycneHp6YuDAgSgrKwNwb2WxcePGVc5tx44daNGiBWJiYmBtba2sdn799dcIDg6Gk5MTevbsiaKioofOMywsDC4uLhqXuzZu3BirV68GAAQHB+PKlSuYMWMG3NzckJ2djfT0dAwYMABubm7w9/fH999/DwCIj4+Hh4cHvv766yfyHhIRERE9DQyLRC+Rixcv4tChQ5gyZQrMzMw0tjk5OSE7OxvAvdXHnJwcbNmyBcePH0dJSQmmTZsGAJg9ezb09fXxf//3f0hLS0PPnj3h5OSEpUuXws3NDVZWVigtLUXfvn1RUlKCyMhInDhxAmfOnFGC1p07dxAeHo5u3bohLi4O7dq1w+LFiwEAJ0+exJAhQzB69Gikpqbio48+QlxcHAwNDZGRkYGsrKwHhsXXX38d/fv3h6+vLwDAxMQEGRkZ+OWXX7B7924cPHgQp06dwtGjRx86T7VaDV9fX+Vy18LCQqSlpaFhw4YAgDlz5sDCwgLXrl1Damoq7Ozs8OGHHwIAzpw5gy+//BJNmjQBABgaGsLa2lrrnBMRERE9ywwevgsRvShOnToFPT09dOvWTWtbamoqOnXqhDt37iA/Px+TJk2Ck5MTAKBfv35K0IuJiYG+vr4Smu5LSEhQQtq2bduQnp6OgwcPwsjICDVq1EDr1q2hVqsBAFeuXMGAAQPQtWtXAICfnx+SkpIgIpg0aRJGjhyJvn37AgCuXr2qhK7z58/D3NwcXl5eVc5PpVJBrVZj4MCByjgqlQoLFy6EpaUlHBwcYGhoCD09vYfOU61Ww8/PT+n7fu332yIjIxEYGKhx72RFRQVu3LiBiooKtG7dWmn38vJCTEzMn701RERERM8criwSvUSys7NRq1YtmJqaarRfvHgRKSkpaNWqFRITE2FsbKxx72F+fr5yD2BUVBT8/f1hZGSk0cf9lTgAOHr0KIKDgzX2ycnJQa1atQDcuyzz90Hs8uXL8PLyQlxcHJKTk/Hmm28q2yIjI5WwGBsbCz8/vwc+3Ka8vBwXL16Ej4+PMo6bmxssLS0BAGlpaSgtLYWXl9dD56lWqzUCcXx8PJycnDTOQ9OmTTXGX7JkCerWrYvmzZtj+fLlVdZIRERE9LxgWCR6iTg4OCA3Nxc3b97UaP/ss8/g7u6Ozp07Q61Ww9vbG/r6+gCAyspKHDp0CK+++iqAeyGpqstAfx8WCwsL4eDgoGzLy8vDqVOn0KlTJ9y6dQtpaWnKvgAQFxcHX19fXLt2DQYGBnB1dQUA5Obm4syZM8oDbeLj4zWO+6NLly6hpKRE2eeP+8fFxSkB8c/mWVRUhNTUVCV0AvcuLf19eIyOjkajRo00xq9VqxY2btyIBQsW4JNPPkFubu4DayUiIiJ61jEsEr1EunTpAjMzM4wdO1a5l/DNN99EREQE1q5dC0NDQyQkJMDQ0BA5OTm4dOkSxo4di8LCQowfPx7AvdXJlJQU3LhxAxkZGQCAzMxM5OTkKMHM398fP/74I27cuIHc3FxMmDABzZo1Q6dOnaBWq6Gnpwdvb28A91YDk5KS4OvrC2dnZ5SXl+PKlSsoKyvDpEmTUFZWBgsLCwD3wmNFRcUD56dWq1GzZk3Y29srr3+/ghkXFwcvLy8YGBj86TxLS0shIsjMzAQA7Ny5E2FhYUpYLC8vR35+PtRqNa5fv46CggIkJSVhx44dyM3NxfXr11GzZk1YW1sDAMaMGaNcVktERET0vGBYJHqJ2NnZYceOHcjKykKvXr0wcuRImJqaIjw8XLmkUq1Wo6SkBEFBQQgJCUFJSQkOHDiAGjVqAADeeustnD17Fk2bNlWenqpWq2FkZARPT08AwKRJk+Dl5YWgoCC0adMGLi4u2Lp1K1QqFeLj4+Hp6QljY2MAQHJyMkpLS+Hr64vAwECMGzcOoaGhaNu2LczMzGBnZ6c8ofSdd95BeHg4/vvf/1Y5v9+vbgLaK4u/f/1n86xRowZGjBiB8ePHo2nTpoiPj4ehoaESPA0MDDBy5EgsW7YMwcHBuHz5MmJiYjBr1iw0btwYP/74o8bXi+Tn5yMvL+/JvIlERERET4lK1wXQ82HNmjX+ZmZmJ0NDQ610XQtVrwYNGmDlypUICQnRdSnV6mWZJz1Z0dHRJZcuXZo6evTopbquhYiIqLpxZZGIFDk5OcjKynrg00ZfFC/LPImIiIj+DoZFIlKo1WqYmprCxcVF16VUq5dlnkRERER/B79nkYgU7dq1Q3p6uq7LqHYvyzyJiIiI/g6uLBIREREREZEWhkUiIiIiIiLSwrBIREREREREWhgWiYiIiIiISAvDIhEREREREWlhWCQiIiIiIiItDItERERERESkhWGRiIiIiIiItDAsEhERERERkRaGRSIiIiIiItLCsEhERERERERaGBaJiIiIiIhIC8MiERERERERaWFYJCIiIiIiIi0Mi0RERERERKSFYZGIiIiIiIi0MCwSkaK8vBwODg6IjIzUdSmPJTk5GSKi6zL+tvz8fNja2iIqKgoAUFlZCScnJ9ja2sLW1hZZWVnVXoMuxrwvMTERH3/88RPpKyEhQZmDt7f3A9uysrJQVFT0RMYkIiJ6UTAsEj2DNm/ejPnz52u0LViwAK+88kq1jnvlyhWUlpaifv361TpOdTh16hTmz58PlUoFACgtLcXixYvRvHlzODo6okmTJliwYAHKysoeqb8bN25gyJAhSE9P12jv2bMnpk+f/sTr/73z58/DwMAAfn5+AO69L8XFxdi5cycSExNRu3ZtxMbGwsvLC46OjggICMDw4cNx4cIFpY+cnBw0bNgQYWFhDx3v9OnTGD58uEZbVWP+leP/jo8//hgxMTFPpK969eohISEBPXv2RIMGDR7YVl5ejmHDhj2RMYmIiF4UBrougEiX7t69C1NT06c2XkVFBfT19R+637JlyzB+/HiNtsaNG6OioqK6SgMAJCUlwc7ODtbW1gDuBSYHB4dqG6+yshJ6epr/z6qiogIVFRUwMjJ65H4yMzMxceJE7N+/X+ljyJAhiIuLw8yZM9GgQQNER0fjww8/BABMnTr1oX2eOHEC0dHRcHZ21mjv2LEj3NzcHrm2xxEbG4sGDRrAxMQEwL2VMJVKhaCgIFhYWAAAzp07B5VKhcOHDyM7OxsrV67Eq6++irCwMLRq1QqWlpbo3Lkz6tWr99Dxtm/fDgMDzX8dVDXmXzn+j6p6r6ty7NgxHD16FDY2Ng/d91EYGRnB3t4e165dQ1BQ0APbnJyckJmZiXPnziEwMPCJjE1ERPS848oiPXdSUlJw+/btxzr2zJkz6NKlC9zc3BAUFISQkBBER0cDAK5fv47Ro0ejXr16cHV1xZAhQ1BYWAgA6NOnDxYsWIDevXvDyckJLVq0gFqtVvr99ttv0bp1a2WVZ8+ePQCAH374AW5ubli0aBGaN2+OCRMmAACKioowffp0eHt7w9nZGc2bN8e+ffsAAMHBwbhy5QpmzJgBNzc3ZGdnY8KECRg8eDDu3r2rjLl//360bdsWTk5OCAoKwqFDhwD8/xWlr7/+GsHBwXByckLPnj0f6RK7xMREeHp6AgAOHTqEtm3borCwEG+99RYmT56s7Ldq1Srs3btXeT1u3DiMGjUKAHDt2jUMGTIEbm5ucHd3R6dOnZCcnAwACAkJwb/+9S/06dMH7u7uSEtLQ3p6OoYNG4Z69erB29sbvXr1wpo1awAAGzduROPGjeHi4oK+ffuivLy8yrrnzp2LTp06Katfa9aswfHjxxEWFob+/fujUaNGGDZsGAYNGqTUPXnyZLz11lsYMGAA3N3d0bx5cyVs7tq1C+PGjUNubi5cXV2VlcSmTZti1qxZMDc3B3AvAC1evBiNGjWCi4sLunXrpsz1yJEjaN++PVasWAE/Pz+Nfh52nmJiYhAQEKDxvri6umqEtgsXLsDf3x+NGjVCSEgIvvvuO3h7e2PZsmXIyMiAo6MjNgs9RvoAACAASURBVG7ciDp16ijHfPnll2jatCkcHBzQtm1biAg++OADbNmyBfv374erq6tyfv44ZllZGaZMmQJPT094eHhg1qxZAPDA46t6rx+msrISH3/8Mfr06YObN29qHDNv3jyMGTMG48ePh7u7O+rXr49du3YhIyMDtra2OHPmjLLvyZMnUbNmTSQlJSn9Jicnw8fHR2OsP7Y5ODggPDz8oXUSERG9LBgW6bkydOhQNG3aFG5ubkoge1Tp6el4/fXX0b9/f1y+fBk9evTAjRs30KRJE+Tl5aFLly4oLi7GsWPHEBUVhXPnzinhoaCgAIcOHcJnn32GmJgYVFZWYtOmTQCAlStXYurUqZg2bRqSk5MxbNgwzJw5E8C91Zk7d+7Azc0NZ8+exeeffw4RwdChQ5GYmIiIiAhcvnwZZWVluHnzJgBgzpw5sLCwwLVr15Camgo7Ozv85z//gbOzM3x9fQEAe/fuxfjx4zF79mykpKRgwIABGDVqFO7cuQMTExNkZGTgl19+we7du3Hw4EGc+n/t3Xd0VXW6xvHnJISENEJoCR2GKgnSUexYERERnRFHRkVRGOzicLHMiAUbkIuCSFBgNA4LdBAsIFcYdRTUixGBNAgJIUgJoSVASD3v/QOzL4cT2pjkJPD9rMWSs88u7947Zp2H97d/Z9UqrVix4pTXaOPGjWrfvr1Wrlyp0aNHa9asWQoPD1dsbKwTjnfv3q1XXnnF2d+WLVv00Ucfafz48crNzdWgQYOcYX4rVqxQYmKi6tSpI7fbrY0bNyotLU3vvPOOUlJSnFAeHBys9evX680339Tq1as1YMAApaam6vHHH9eUKVO0du1a3XPPPRV2r3JycrRgwQKNGDFCkmRmmjFjhoYPH+48j1auWbNm2rNnjyQpNzdXGRkZeuaZZ7R27Vr169dPY8aMUVFRkW655Rb16NFDTz/9tLZt26ZJkyZJkhYuXChJzn146qmntGTJEn344YdKS0tTRESE/vKXv0g6GkZSUlJkZvruu+/09NNP66233tLevXtPep2ko53F888/36k7NTXVGS5Zbv369YqNjXVeBwQE6KKLLtLWrVvVrFkzTZs2Ta1atVJ4eLiko4E6Li5OL7zwgjZu3KjZs2fL5XLp+eefl7+/vz799FNt27ZNN954Y4XHnDdvnpYuXaply5bpiy++0DXXXCNJFW5f0b1u3br1KX/+3n//ff3yyy967bXXVK9ePY9htQUFBVq5cqWuv/56JSUl6dJLL9XUqVPVrFkz1a9fX+np6c66s2bN0hVXXOHc/6ysLB05csTjfCpa5na7lZ2dfco6AQA4VxAWUWvs3r1bn376qfP6nXfeOaPtV6xYoaioKI0cOVIBAQFq3bq1MyxuxowZOnz4sGbMmKFWrVopPT1deXl5zofNzMxM/dd//ZdiYmLUpEkTZ9u8vDy99NJLeuyxx3TDDTfIzJSUlOR0K1JSUjRw4ED9/ve/lySFhIToo48+0v/+7//qnXfeUXR0tMrKyrR9+3b17NlTkvTjjz+qR48eHkP2Dh48qO3bt+u8885TWVmZnnzySY0fP16XX365AgMDNWzYMB08eFDZ2dnKzMyUy+XSa6+9pujoaHXr1k0BAQGnNQQwLS1N2dnZuueee/T2229rwIABkqSYmBgnLD777LMKDg52OjBTpkzR73//e7Vr104vvfSSWrRooYkTJyokJETZ2dlq0KCB2rVrp6ysLBUUFGjKlCmKjIxUSEiIMjMztW7dOv3tb39TSEiI2rVrJ0ny8/NzuohZWVlq1KiRrr/++gprXrx4sUJDQ51rvnnzZu3cuVODBw/2Wjc7O1tNmzaVJKejGRMTo8jISN177706dOiQtm/frpKSEm3YsEG9evXyuj5hYWFq2bKlNm3apPj4eL355pvq2LGjQkNDNWjQICUnJ0uSMjIyFBsbqwcffFDh4eHO0EY/P7+TXqf8/Hxt2bLFKywe3xVLTU31CIvS0YlxysNhamqqE2pzcnI0bdo0TZs2TQMHDlT9+vWdkPTzzz/L399fMTExHvs6/phlZWU6ePCg9u/fr/bt2+uCCy444fYV3etTOXz4sF566SU98sgjioyMVNu2bT3CYmZmpv7whz9o4MCBCgsLU9euXZ2f6c6dO2vz5s3OPV62bJlGjx7tcd8keZxPRctyc3NVVFR0yloBADhXEBZRazRu3Nhjko0znYQlNDRUBw8eVFFRkXJzczV9+nQNGjRI0tFhay6XS506dVLLli310EMPKS4uTj179tS2bduUn5/vTDYiHQ0kHTt2VGJiogoKCjRz5ky1bdtWXbp0kdvt1htvvCHp6AfuSy+91KOORYsW6YYbblCDBg0kHX32LCgoyPnwnpiY6BVSUlJS5O/vr06dOiklJUU7duzQZZdd5rxf3i1r2LChkpOT1apVK4WFhUmStm3bpuLiYnXs2PGk16esrEwZGRn6+uuv1apVK4/JdGJiYpSXl6fFixfrs88+08KFC5WTk6NPP/1US5Ys0RNPPCEz00cffeR0+KT/D77l1yIyMtIjVNSrV0/+/v7as2ePSktL9dxzz6lDhw7q2LGjYmNj9fbbb2vq1KkaMGDACYcxfvvttx7PmJVfixYtWnisV1JSoi+//FIXXXSRzEwbN270uKf79++XJDVo0EAbNmxQSUmJR2Arvw/l4WLlypVq2LChxz727t2rRo0aOese/zPTuHFjRUREnPQ6bdiwQX5+fs62JSUlyszM9OiAZWRk6PDhwx77Ly4u1tdff63evXs7xy8Pi9999538/f2dbuCxEhMTFRsb6/GMaEXHHDVqlO6//34NHTpUo0aNUmFh4Qm3r+hen8r06dPl5+en++67T5LUvn17JSUlOe8nJyd7nG9GRobzM31sWIyPj9fvfvc7XXnllc66aWlpatasmROkK1pmZsrOzlZ0dPRp1wwAwNmOsIhaw+Vyafbs2brlllv06KOPaty4cWe0/dChQzV8+HBdc8016tmzp2JiYpzhhZI0cuRIpaenKy0tTYmJibr11lslHf2QGh4e7oSP/Px8bdu2zfkg7nK5tH79eq1du1bbtm3TnDlz1KhRI5WWlio9Pd1Zr9zWrVs9niNbtmyZYmJinIlvfvrpJ3Xr1s1jm+TkZLVr105BQUHOc5THTjzzySefqEePHmrcuLGSk5M9jpmUlKTAwMBTTnSyZcsWFRUVadGiRcrJydHUqVOd96Kjo9WoUSM99NBDmjBhgmJjY9WzZ0898MADuuOOO9S8eXPl5eUpLy9Pbdu29Ti38hB0bHgp17x5c82cOVOPPvqoOnfurOzsbCUkJDjX4uabb9YPP/ygI0eOOAH8eBkZGR4TzpR3DjMyMjzWmzNnjnJycjRy5Eht3bpVhw4d8ghDy5YtU+/evdWgQQMlJiaqffv2Xh2xY88hPz/fOVa5Tz75RFdffbWko/fs2K5V+X051XVKSkpSu3btnImXNm/erJKSEo9aN2zYoHr16jnPl0rSxIkTdeDAAd17771etR48eFBBQUEVdpcTExO9QnFFx/T399eTTz6pf/3rX1qyZImWL19+wu0rutcns3PnTk2fPl379+9Xly5d1KZNGy1fvtzpLB48eNDj/7ny61T+ujwsHj58WAkJCbrvvvucWXGlo8Hw+GG8xy9LS0tTXl6e+vbte9p1AwBwtiMsola5+OKLFR8fr2eeeUbNmjU7o239/Px0ySWXaOPGjZowYYImTZrkhIHevXvrww8/VHp6ugoLC/XVV18521UUvqSjw9diY2MVGBiouLg4ud1upaWlKTMzU9LRsFJUVOQRGKSjAam8C7JmzRrNnTvXmUSktLRU+/fvV0pKinbu3Km8vDxJnh++O3bsqMDAQC1YsEAlJSX6n//5H82dO9f5XrrjO1pJSUnq2LHjKWerLH/m7vLLL9e0adM0ZcoUj68viImJUfv27TVq1ChJ0jXXXKPS0lI9+uijkqTw8HCFhYU55/bmm29q/fr1zrkdOyzyWJdddpmys7N15ZVX6q233nI6xnPmzNGmTZu0e/duFRQUeISrY5WVlTmzt0pS27Zt1bt3b/3tb39znj+dOHGinnnmGU2aNEkdOnRQSkqKQkJClJOTo507d+r111/XP/7xD73wwguSjnYn9+7dq61btyorK8vZ97H3oVu3bkpPT9ePP/6owsJCTZ48Wb/88oseeOABlZWVeXUuy8PNqa7Tvn37nPMqv25+fn4eneENGzY4Q2G/+OIL3XHHHZo7d65mzZqltm3bKicnR3v27HFq7dmzp/Ly8jR16lTl5ubqq6++cjq1ubm52rJli3bt2qUdO3ZUeMyioiLNmDFDO3fu1I4dO+R2u537caLtj73XO3bsUKdOnZSQkFDhPZw0aZLatGmjbdu2KSsrS1lZWZoyZYqys7OVl5enlJQU+fn5OcPCS0tLtXHjRucY559/vjZv3qznn39eLpdLt912m8f+jx9SW9Gy7777ThEREbriiisqrBEAgHMRYRHnlI4dO+qPf/yjEhISFBsb68yg+MQTTyg2NlY33nij+vTpoy+++MLZpqKw2Lx5c9WvX1+NGzfWm2++qQ8++EBdu3bVyJEjVVxcLOnoh9GoqChFRkZ61PDMM88oJSVF3bt311/+8hdde+21ziyYderU0ahRo/T666/rwgsvdLpjxw5/bNy4sWbMmOEEg8mTJ2vevHnOsNTj6z3+9Yls3LjROcZ1112n4cOHa8yYMc5ww/PPP19xcXFO1++aa67Rvffe6wwN9vPzU1xcnF599VX16dNHK1asUL9+/ZwZKSv6wC5JERERuvPOO7Vt2zZdeOGFeuONN1RQUKDFixdrwIABGjx4sIYOHeoMTzxedHS0x9efuFwuzZ07Vx06dNDdd9+tYcOGad26dVqwYIFGjhzpXM/GjRvrlltuUa9evbRs2TJ98MEHTldp6NChCgoKUt++fTVx4kRJUmFhoTIzM51rOXDgQI0ePVq33367unTpop9//lmfffaZmjRpos2bN6uwsNDrPnTp0uWU12nYsGEKCAhwvt4jLS1Nbdq08TjHDRs2aNOmTbrsssv0+OOPKzIyUl9//bUzOU1KSorq1q3rdB67du2q1157TfPmzVO3bt30zDPPOP94MHLkSK1Zs0a9evVyZuQ9/pjp6elKSEhQr169NH78eE2fPt3pfle0/fH3umHDhoqOjtbWrVu97l9ycrLmz5+viRMnenQ+yzvhSUlJSk5OVvv27RUYGChJ2rRpk4qLi53r26dPH3Xr1k3x8fEaMWKER0e4rKxMmzdv9nr+8vhln3zyie67775q/SodAABqOtepVwGkWbNmxQYHB387aNCg8FOvXTv06dNHo0eP1j333OPrUvCrhx9+WPn5+Zo7d+5pbxMXF6fdu3frpZdeOu1t7rnnHrVu3drpxtZkI0aMkJmdsCtXG45ZUlKioUOHKi4u7oyfNT5dn3/+uUaMGKGffvpJLVu2dJanp6erX79+WrFihTOJ1PHLUlNT9cc//lHffPPNKSfj+emnn4o2b948fvTo0dOq5EQAAKhB6CzinFBYWKinnnpKa9as0fbt2zVv3jzt3r3bme3zXLB69Wr179+/wj9jxozxSU1Tp07V559/ru3bt2vlypVauXKlM+nQ6frTn/7k8Z2XpyMlJaXKQktlS01NVYsWLZSTk+MMTa1tx5w8ebKefPLJKrnmmZmZevfdd/XYY4/p9ttvd4Ki2+1WTk6O1qxZ40xeVdGywsJCPfvss/r73/9+WrO2AgBwLjn5Q0zAWeLQoUPatWuXhg8fLrfbrb59++rjjz8+4XNwZ6P+/ftr9erVvi7DYWY6dOiQxo0bpwMHDqhz58568cUXNWTIkDPaT8OGDfXwww+f9vrFxcXKyMioFWGxsLBQWVlZio+PV3x8vLZs2eLxfGZtOeaECRMqqTpv7733nhYsWKBBgwbpueeec5avW7fOmRG1TZs2CgkJ0dq1a72WlT/TevwEOAAAgGGoOE1n4zBUADhTDEMFAJxLGIYKAAAAAPBCWAQAAAAAeCEsAgAAAAC8EBYBAAAAAF4IiwAAAAAAL4RFAAAAAIAXwiIAAAAAwAthEQAAAADghbAIAAAAAPBCWAQAAAAAeCEsAgAAAAC8EBYBAAAAAF4IiwAAAAAAL4RFAAAAAIAXwiIAAAAAwAthEQAAAADghbAIAAAAAPBCWAQAAAAAeCEsAgAAAAC81PF1Aag9ioqKglatWpXv6zpwbnK73X6S/Fwul9vlcrl9XQ/OTQcOHKjr6xoAAKguhEWcrmy3233nzp07fV0HzlG5ubmXHjx4cExAQMA3LVu2fNPX9eDc5efn95OvawAAoDq4fF0AAJyO++67705J88zs3dmzZ9/p63oAAADOdjyzCAAAAADwQlgEAAAAAHghLAIAAAAAvBAWAQAAAABeCIsAAAAAAC+ERQC1gpm5JcnlcpmvawEAADgXEBYB1Apm5jr2vwAAAKhahEUAAAAAgBfCIoBa4Zjhp3QWAQAAqgFhEQAAAADghbAIoFbw8/MzSXK5XHQWAQAAqgFhEQAAAADghbAIAAAAAPBCWARQK7jdbpP46gwAAIDqQlgEAAAAAHghLAKoFcq/OoMJbgAAAKoHYREAAAAA4IWwCAAAAADwQlgEUCswwQ0AAED1IiwCAAAAALwQFgHUCuUT3EiiswgAAFANCIsAAAAAAC91fF0AgLOHmQVK8q+KfY8fPz6woKBAfn5+/mYWXBXHkFTkcrnKqmjfAAAAtQrDuQBUGjObL+k2X9fxG9zucrnm+7oIAACAmoBhqAAAAAAAL4RFAAAAAIAXwiKAWuWBBx5QVFSUx7KkpCRFRkZq8eLFPqoKAADg7ENYBFDrBQQEKCIiQnXr1vV1KQAAAGcNZkMFUOXMTC5X1c2n1alTJ2VmZlbZ/gEAAM5FdBYBVKoPP/xQLpdLS5Ys0cUXX6y6devqr3/9qySpoKBAjz76qJo2barw8HD16dNHCxYscLb97//+b7lcLj388MNq1qyZgoODNWDAACUmJp7wePPmzZPL5ZLL5dKKFSuc5VlZWbr55psVFhamJk2a6LrrrtOPP/7ovL906VLFxsYqODhYXbt21fTp06vgagAAANRehEUAVWLs2LEaNWqUli9frtGjR8vtduvGG2/Uxx9/rAkTJuitt95S9+7dddttt2nOnDke2xYVFemjjz5SQkKCcnNzdcUVVygrK6vC4wwYMECvvPKKx7Jdu3apf//+2rt3r6ZNm6ZXXnlFRUVFuuSSS5ScnKxDhw7plltuUVBQkGbPnq3Bgwdrx44dVXUpAAAAAODcZmbzP/jgA5NkL7/8sh1r4cKFVrduXdu+fbvH8ttuu826detmZmZxcXEmyQ4ePOi8v3XrVgsICLDHHnvMzMzGjh1rTZs29djHd999Z5Lsiy++MDOzP//5z9a9e3crKSlx1ikuLrZWrVrZQw89ZJs3bzZJNmnSJDvOcN9eQQAAgJqDZxYBVIkrr7zS4/XSpUtVUlKidu3aeSwvLS1V/fr1T7ifVq1aqUuXLvrhhx9O+9hLly7Vtm3bFBoa6rG8uLhYv/zyi9q1a6f+/fvrxRdfVGhoqO677z4FBgae9v4BAADOBYRFAFXi+KC2a9cuRUVF6V//+pfXuqeaxbRBgwbav3//aR97165duuGGG/Tyyy97vRcRESGXy6Vly5ZpwoQJGjdunCZPnqz33ntPl1566WkfAwAA4GxHWARQLRo0aKDc3Fy1adNGQUFBZ7TtL7/8os6dO5/Rsfbs2XPSbcLDwzVjxgyNGzdOQ4YM0ZAhQ7R27VraiwAAAL9ighsA1eKqq65SaWmpZs6c6bH88OHDJ93u66+/VkZGhvr37y9JCgwM1MGDB1VSUnLSY61evdprFtVjj1VYWChJatu2rR566CEdOHBAX375ZZMzOikAAAAAwKkdO8FNamqqx8wxRUVF1rdvX/P397cHH3zQ5s6da4888oi1bt3aCgoKPCa4uf32223u3Ln29NNPW1hYmEVFRVl+fr6Zmb333nsmyYYMGWIZGRkVTnCTkZFhkZGRFhkZaS+++KLNnj3bhg0bZkOGDHFqadWqlT3xxBM2b94869Gjh0VERNgvv/xyp2+vIAAAAACchU4WFs3M8vLybPTo0daoUSMLDAy0mJgYe+mll6y4uNgjLN56663WqFEjCw0NtUGDBllaWpqzj7KyMhs3bpxFR0fbkiVLKgyLZmapqak2aNAgCw4OttDQULv00kvtgw8+MDOzffv22d13323R0dEWHBxs/fr1s2+++YbZUAEAAACgKpjZfK+EeAYq+uqMakZYBAAA+BXPLAIAAAAAvBAWAQAAAABeXL4uAEDlM7MGkpr64NB/kXR5Vey4qKgo+NChQ00DAgIKwsPDc6riGJJekfR1Fe37VDJcLteJp3gFAACoZoRF4CxkZg9Ket3XdeCMtHG5XFt9XQQAAEA5hqECAAAAALwQFgEAAAAAXgiLAAAAAAAvhEUAAAAAgBfCIoAzNmnSJLlcLrlcLo0ZM+a0tmnVqpUSEhKquLLapVGjRs51/Oc//xnq63oAAAAAnOXM7EEzs5EjR9p1111nFbn88svt4YcfrvC9Y40dO9b++c9/eiwbPny4XXXVVbZz5047dOiQs/zjjz+2yy67zMLCwqxevXp27733mplZXl6eSbIffvjhlMc73RrMzPr372+pqanOa7fbbb169bKkpKT/6DjVbefOnTZlyhSrW7euHTlypLWvf24AAACORWcROIv9/PPP6t69e4XvXXvttbrgggtOuv327ds1Y8YMxcTEeCxPSkpSjx49FBUVpZCQEEnSyy+/rJtvvlkXXHCBvvrqK/373//WnXfeKUlKTk6WJHXs2PGMz+FENaSnp2v16tXOviVp4cKFSkxMVGFh4RkfpzIdOXLktNaLiorS9u3b1alTJwUFBVVxVQAAAADOeWb2YElJiQUGBtqCBQu8Olq/+93vTJJ98sknZma2bds2u/766y00NNRatmxpH3zwgWVnZ1tgYKD5+flZSEiI9ezZ08zMSkpKrG7dujZv3jxnf9988425XC6bO3duhR20+Ph4Cw8Pt7Fjx1p0dLRFRUXZ4sWLnfczMzNtyJAhFhoaamFhYda3b19LTU09YQ1mZk8++aRJsueee87MzIqLi619+/YmyVatWuWs991339mAAQOsXr161rBhQ5swYcIJz9nMbObMmda6dWsLDg62q6++2kpKSszMbOXKlda3b18LCgqyhg0b2qBBg6y4uNiOHDli48aNsxYtWlh4eLhde+21dsMNN5iZWVFRkT355JPWsmVLCwwMtF69etn69es9rs21115rw4cPNzOjswgAAACgapnZg+vXrzdJtnHjRq/wtmnTJpNkWVlZZmY2bNgwu/76623Hjh321VdfOcsnTJhg119/vce2KSkpJsnWrFnjLBs8eLBddtllFQZFM7OHHnrIIiMjbdGiRZafn28jRoywmJgYMzPLycmx5s2b2xNPPGGHDh2ytLQ0k2Tp6eknrKGsrMxatGhhrVu3tj/84Q9mZjZ9+nRr0aKFSbKVK1eamdmqVassMDDQnn/+edu7d699++23znlXdM4bNmwwSbZ06VLLyclxAu2XX35poaGh9o9//MNKSkps1qxZ1rx5czMze+SRR6x79+6WnZ1tO3bssMjISJs2bZpzXbp27Wpr1qyx/Px8Gzx4sN11110e59K8eXN74YUXCIsAAAAAqp6ZPfjuu+9aaGiolZWVeYW3jz76yMLDw53XN910kxN4jnXFFVfYxIkTPZYtXLjQXC6XHT582MyOPicYEhJib7755gnD4pVXXmkPPPCA83ratGnWoUMHMzO7//77rX///s57y5Yts8jIyJPWsHz5cgsODrY5c+ZYbGysHTx40Jo2bWoJCQnm5+dnS5cuNTOzCy+80AYOHGhmRzuPU6dOtcjISCsqKqrwnNeuXWuSbPr06eZ2u53z69y5s9ORNDMbP368DR061MzMoqOjbf78+c57LVq0sDfeeMOWL19ukuz77783s6Pd0/POO88mT57srHvgwAGTVB5KCYsAAKBG4ZlF4Cz1888/q1u3bvLz8/7ffMOGDR7PAMbHx6tDhw7q2LGjXnvtNUmS2+3Wjz/+qH79+nlsm5ycrLZt2yo4OFiSdOjQIR0+fFhNmzY9YS1JSUnq1q2b8zotLU1dunSRmWnBggW69957nfe+//579enT56Q1zJ07V7feeqsuvvhibdq0Sa+++qpat26t22+/XQEBASosLFRRUZG+//57JSYmKjw8XOHh4frwww+1fPly1a1bt8Jz7t69u+bPn68XX3xRvXv31tatW7Vu3TqlpaVp1KhRHjX27dtXkhQWFqbdu3dLkqZNm6acnBwNGjRIX331lUJDQ3X11VcrIiJCvXv31o033qhHH33U41pK8noeEwAAAACqhJk9OGDAABs7dmyFnb5bbrnF7r//fq/ls2fPNkmWm5vrDMncvXu3xzrDhg2zwYMHeywLCQmx559/vsJj7dmzx6PDZmZ28cUX29NPP2379u0zSfb111877/Xo0cOeeuopM7MKazhw4IAFBQXZv//9bysrK7OQkBALCAhwnlMMDQ21+fPnW2FhoblcLlu5cqXl5eVZUVFRhfUde87l8vPzrXPnzjZ27FhbtGiR1alTx+nQ5ubmWkBAgH3xxRdmZpaYmGjXXHONtWrVypo1a2Yff/yxmR0dPnvJJZdYSUmJHThwoMJjx8fHW3BwcPm+6SwCAIAahc4icJZat26dGjdurLS0NOfPzp07JR3tLMbGxkqSUlNTlZCQoD179mjHjh1q1KiRIiIinG5ZYmKi0tPTZWaSjnYJu3bt6nGs2267TZMnT9Y777yjn376Se+//74ee+wxQwAbHQAACe9JREFUZ30/Pz+P7ll5p7F+/foKCwvTxo0bJUlxcXFau3atwsLCJKnCGubPn6/WrVvrkksukZ+fn7p27aqbb75Z/fv3lyTVrVtXhYWFCgwMVPfu3RUXF6cDBw5o9+7d+v777096zjNnzlRaWpp27dqlgoICtW/fXi1btlRpaak2b96skpISjRkzRiUlJU6NPXv2VElJiRo0aKBFixZp4MCBkqQLLrhAP/zwgz777DO53W6tWLHCa5bWpKQkdenSpcLuLwAAAABUurS0tPGS7Pg/EyZMsCNHjpi/v7/TzXv33XetefPmFhwcbP3793c6gAUFBXbRRRdZnTp1LDo62txutxUWFpq/v78lJCR4dMjy8/Ptz3/+szVr1syCg4MtNjbWPvzwQzMzmzFjhrVv395ZNzs72yRZWlqamZnNnz/fWrRoYR06dLCrrrrKLrroIvvTn/50whr69etnr776qrO/Bx54wLZs2eK8joqKspkzZ5qZ2bp166xfv35Wr149a968uVN3Red8+PBhu/zyyy04ONiio6PtiSeesNLSUjMze/zxx61JkybWuXNnu/POO61JkyY2Z84c55jz5s2zQYMGWWhoqMdkPBMmTLCmTZtacHCwXXjhhc5zkOWuvPJKu/POO8tf0lkEAAAAULXM7MEKxz3+Rj///LNJsrVr11bF7mu9hIQEa9y48WmvHxUVdWzwJSwCAIAapY6vCwBQeyQlJcnlcikiIkJ5eXmqX7++r0vyqYULFyovL09XXXWV9u3bp9mzZ2vo0KGn3G7Pnj3at2+fdu3axeQ2AACgxuJBGQCnLTk5WWamtm3b6tlnn/V1OT5XVlamuLg4nXfeeRo+fLiuvfZaTZ8+/aTbmJnatWunTp06SWImVAAAUHO5fF0AgMpnZldLGuHrOirToUOHwpKSkm4KCAg42KtXr8W+rqcKPOpyufb6uggAAIByhEUAtcLo0aPbuN3uLZKy4uPj2/q6HgAAgLMdw1AB1Aput9v961/5vQUAAFAN+NAFoFYoD4tmxu8tAACAasCHLgC1Ap1FAACA6sWHLgC1QnlYdLlc/N4CAACoBnzoAlArBAUF0VkEAACoRnzoAlArMAwVAACgevGhC0Ct4O/vX1b+V58WAgAAcI4gLAKoFcrKyugsAgAAVCM+dAGoFUpLS/nqDAAAgGrEhy4AtUJJSQmdRQAAgGrEhy4AtUJhYSFfnQEAAFCN+NAFoFaIioqiswgAAFCNXL4uAAAqMmrUKJMkl+vkv6bMTC6XS/Hx8fw+AwAAqET8Cz2AGsnlcu08zfXckjKruBwAAIBzDmERQE31V0nFp7FemcvlerKqiwEAADjXEBYB1EjNmjWb43K5tpqZ+0TruN1uud3uzFmzZi2oztoAAADOBYRFADXSs88+63a73Y+4XC63mVW4jsvlKnG5XBOquTQAAIBzAmERQI319ttvL5WUIckrLdrRBJnbvHnzJdVeGAAAwDmAsAigRnO73U+7XK6yY7uLv/69RNJTzz777AmHqQIAAOA/R1gEUKO9/fbbH7rd7hRJpccsNjPLad68+bu+qgsAAOBsR1gEUOO5XK4xLpfL75ju4hE/P79X6CoCAABUHcIigBpv9uzZq81stX7tLrpcroLi4uJ3fFwWAADAWY2wCKBWMLPnfv1vqaSn582bV+jjkgAAAM5qhEUAtUK3bt3+3ahRo/V16tQpKC4u/ruv6wEAADjb1fF1AQBwOho1ajSzS5cuXbZv377zrrvuoqsIAAAAAOe6999/f86qVasO79u3zzZv3lw2b968DF/XBAAAAADwoWODYvkfAiMAAAAAnMMqCooERgAAgOrh8nUBAFCR999/f06bNm3+0KVLl+ATrbNv3z73t99+m3XXXXf9rjprAwAAOBcQFgHUOKcTFMsRGAEAAKoGYRFAjXImQbEcgREAAKDyERYB1Bj/SVAsR2AEAACoXIRFADXCbwmK5QiMAAAAlYewCMDnKiMoliMwAgAAVA7CIgCfqsygWI7ACAAA8Nv5+boAAOeu9957b1ZlB0VJioyM9Lv44ovb8D2MAAAA/znCIgCf+DUoDq/soFiOwAgAAPDbMAwVQLUrD4pdu3YNq+pjMSQVAADgP0NYBFCtqjMoliMwAgAAnDmGoQKoNr4IitL/D0mdO3fupuo8LgAAQG1GWARQLXwVFMv9GhjbEhgBAABOD8NQAVQ5XwfFY+3du7f022+/3XL33Xd39HUtAAAANRlhEUCVqklBsRyBEQAA4NQIiwCqTE0MiuUIjAAAACdHWARQJWpyUCxHYAQAADgxJrgBUOmqIijm5+crMjJSK1eurKxdqmHDhnWY9AYAAKBihEUAlaoqguKiRYv0+eefq2vXrgoPD9fUqVMra9cERgAAgBNgGCqASlNVQ08nTZqkRYsWqaCgQBEREYqIiNCnn34qP7/K+/cuhqQCAAB48vd1AQDODlX5jGL37t2VnJysZs2a6cCBA4qPj1dkZGSlHiM4ONivcePG9Xv27DliyZIlb1TqzgEAAGohhqEC+M2qejKb3bt3a8uWLXr99dfVoUMHrV+/vioOw5BUAACAYzAMFcBvUt2znpqZXK6q/dXFkFQAAAA6iwB+g7fffrtHQEDAZdX59RhVHRSlox3G1q1b13nrrbdGV/nBAAAAaig6iwB+k5kzZzYJDAzMvOmmm0J8XUtl+eabb3L3798/7q677nrX17UAAAD4CmERwG92NgVGgiIAAMBRhEUAleJsCIwERQAAgP9HWARQaWpzYCQoAgAAeCIsAqhUtTEwEhQBAAC8ERYBVLraFBgJigAAABUjLAKoErUhMBIUAQAAToywCKDK1OTASFAEAAA4OcIigCpVEwMjQREAAODUCIsAqlxNCowERQAAgNNDWARQLWpCYCQoAgAAnD4/XxcA4NwwZsyY3UVFRe0WL1582BfHX7Vq1T6CIgAAwOmjswigWvmiw7hq1ap9eXl5T9xxxx1zquuYAAAAtR1hEUC1q87ASFAEAAD4zxAWAfjEr4Ex66abbqpXVccgKAIAAPznCIsAfGb27NlN/f39t1RFYCQoAgAA/DaERQA+VRWBkaAIAADw2xEWAfhcZQZGgiIAAEDlICwCqBEqIzASFAEAACoPYRFAjfFbAiNBEQAAoHIRFgHUKP9JYCQoAgAAVD7CIoAa50wCI0ERAACgahAWAdRIpxMYCYoAAABVh7AIoMY6WWAkKAIAAFQtwiKAGq2iwEhQBAAAAABo9uzZTefMmVOwb98+++STT/YmJCSM9HVNAAAAZzs6iwBqhVmzZtUPCgpKDQwMvO+222771Nf1AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAoHr8Hy5m9xFoGpZPAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": []
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 5. Retrieval, service invocation and LLM generation\n",
        "\n",
        "Here is where everything gets interesting! Based on the prompt below, we'll retrieve the top_k=1 document from QdrantDocumentStore. That'll be the relevant service Document. We'll then proceed to use service descriptors from the retrieved Document to initiate:\n",
        "\n",
        "* Step 1: Function calling to resolve the parameters for service invocation.\n",
        "\n",
        "<img src=\"https://raw.githubusercontent.com/vblagoje/various/main/OAS-1.1.png\" width=\"600\" alt=\"Step 1\">\n",
        "\n",
        "* Step 2: We'll invoke the OpenAPI-compliant service with those parameters.\n",
        "<img src=\"https://raw.githubusercontent.com/vblagoje/various/main/OAS-2.png\" width=\"600\" alt=\"Step 1\">\n",
        "\n",
        "* Step 3: The response from the service will be joined with the system prompt for that service.\n",
        "<img src=\"https://raw.githubusercontent.com/vblagoje/various/main/OAS-3.png\" width=\"600\" alt=\"Step 1\">\n",
        "\n",
        "* Step 4: The final LLM response will be generated.\n",
        "\n",
        "\n",
        "This process involves straightforward intent recognition that utilizes vector similarity to accurately identify and retrieve the appropriate service Document. Theoretically, it's possible to have dozens of services indexed within the QdrantDocumentStore. Once we retrieve the right service Documents, we will rely on the Haystack pipeline to perform the magic and observe the response generated by the LLM."
      ],
      "metadata": {
        "id": "ZhpXSiqimXtr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# To select a specific prompt for the pipeline simply uncomment the desired `user_prompt` line\n",
        "# by removing the `#` at the beginning of the line, and comment out the other prompts by\n",
        "# adding a `#`. Ensure only one prompt is active at a time before running the pipeline.\n",
        "\n",
        "#user_prompt = \"Search Google and answer: why did Elon Musk sue OpenAI?\"\n",
        "#user_prompt = \"Compare Github branches main and test/benchmarks2.0, in project deepset-ai, repo haystack\"\n",
        "user_prompt = \"Using TinyURL create a shortened URL from this long URL https://haystack.deepset.ai/blog/haystack-2-release\"\n",
        "\n",
        "result = pipe.run(data={\"fn_llm\": {\"messages\":[ChatMessage.from_user(user_prompt)]}, \"embedder\": {\"text\": user_prompt}})\n"
      ],
      "metadata": {
        "id": "OHP2Nj79KCdQ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 101,
          "referenced_widgets": [
            "2ed96fcb19f84a9b969be9421c9a7b53",
            "7b5e698c428e441d8a0781c1a930f9c1",
            "0143afec34424368924a2d1927a281ea",
            "c007d3eecc08420a9e0b645189ad8b93",
            "b77cef3e6757423fac4a3a3c9a0a82c4",
            "8a4c80cc656540e985b8a2ca7af1e5ff",
            "41be52afca8042819b13418837f7ce0f",
            "268729fcf7f14022adbfd5c625dcd88b",
            "9b648b45edb04e36900956f96542487b",
            "d4c03aa91f2d4e79abeeff97ffa9471b",
            "10996c28927a43a29c357ca63bad97bb"
          ]
        },
        "outputId": "6dbb478a-0da5-4ad2-fb1e-294e9cd00998"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Batches:   0%|          | 0/1 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "2ed96fcb19f84a9b969be9421c9a7b53"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "https://tinyurl.com/ya7hv2h8\n",
            "\n",
            "(This is just the value of the \"tiny\\_url\" key from the provided JSON data.)"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Thank you, questions?\n",
        "\n",
        "<a href=\"www.qr-code-generator.com/\" border=\"0\" style=\"cursor:default\" rel=\"\"><img src=\"https://chart.googleapis.com/chart?cht=qr&chl=https%3A%2F%2Fgithub.com%2Fvblagoje%2Fnotebooks%2Fblob%2Fmain%2Fhaystack2x-demos%2Fhaystack_rag_services_demo.ipynb&chs=180x180&choe=UTF-8&chld=L|2\"></a>"
      ],
      "metadata": {
        "id": "PLVhdFF06_p5"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Links:\n",
        "- https://github.com/deepset-ai/haystack/\n",
        "- https://haystack.deepset.ai/community\n",
        "- https://x.com/vladblagoje"
      ],
      "metadata": {
        "id": "sD3JS7ds7IJ2"
      }
    }
  ]
}