{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7a3432fd-73ad-4cba-a75a-bc0e34fc2a9e",
   "metadata": {
    "id": "7a3432fd-73ad-4cba-a75a-bc0e34fc2a9e"
   },
   "source": [
    "# AI Explainability Made Easy: How Late Interaction Makes Jina-ColBERT Transparent\n",
    "\n",
    "This notebook accompanies the Jina AI blogpost [AI Explainability Made Easy: How Late Interaction Makes Jina-ColBERT Transparent](https://jina.ai/news/ai-explainability-made-easy-how-late-interaction-makes-jina-colbert-transparent). It should run in notebooks serving Python 3.10 or later, or on Google Colab."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a9cd6ec-6da1-412f-9da7-fede9dd8c9d5",
   "metadata": {
    "id": "9a9cd6ec-6da1-412f-9da7-fede9dd8c9d5"
   },
   "source": [
    "## Reranking Models\n",
    "\n",
    "This section of the notebook contains basic code for accessing the Jina-ColBERT English reranker model (`jina-colbert-v1-en`).\n",
    "\n",
    "You will be prompted for an API key. You can get one from the [Jina Reranker web page](https://jina.ai/reranker/#apiform)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1a7c44e7-93f7-4ac1-b009-63a467ca73de",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "1a7c44e7-93f7-4ac1-b009-63a467ca73de",
    "outputId": "614aef9f-734f-4859-fae0-a2b8e6cc6a27"
   },
   "outputs": [],
   "source": [
    "import getpass\n",
    "\n",
    "print(\"Paste your Jina Reranker API key here: \")\n",
    "jina_api_key = getpass.getpass()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94f71ce4-86d3-475b-914e-7e6a4f1015bc",
   "metadata": {
    "id": "94f71ce4-86d3-475b-914e-7e6a4f1015bc"
   },
   "source": [
    "### Required Libraries\n",
    "\n",
    "Now, install or update the `requests` package."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "857f6664-f455-4624-85a4-0bd02d98f944",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "857f6664-f455-4624-85a4-0bd02d98f944",
    "outputId": "5b8ad372-9c74-46c4-9e0d-7fe5850c0f89"
   },
   "outputs": [],
   "source": [
    "!pip install requests -U"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e35429ff-ca61-4c08-ab0d-32b5078ea17f",
   "metadata": {
    "id": "e35429ff-ca61-4c08-ab0d-32b5078ea17f"
   },
   "source": [
    "### Making Requests to the Jina Reranker API\n",
    "\n",
    "The code below is basic boilerplate Python code for accessing the Jina Reranker API and processing texts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "05ac736e-922e-4dde-86b4-9b1f368da46b",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "05ac736e-922e-4dde-86b4-9b1f368da46b",
    "outputId": "bbef1c42-02f1-4c41-87af-4855c677133d"
   },
   "outputs": [],
   "source": [
    "import requests\n",
    "\n",
    "url = \"https://api.jina.ai/v1/rerank\"\n",
    "\n",
    "headers = {\n",
    "    \"Content-Type\": \"application/json\",\n",
    "    \"Authorization\": f\"Bearer {jina_api_key}\"\n",
    "}\n",
    "data = {\n",
    "    \"model\": \"jina-colbert-v1-en\",\n",
    "    \"query\": \"Elephants eat 150 kg of food per day.\",\n",
    "    \"documents\": [\n",
    "        \"Elephants eat 150 kg of food per day.\",\n",
    "        \"Every day, the average elephant consumes roughly 150 kg of food.\",\n",
    "        \"The rain in Spain falls mainly on the plain.\",\n",
    "    ],\n",
    "    \"top_n\": 3\n",
    "}\n",
    "\n",
    "response = requests.post(url, headers=headers, json=data)\n",
    "for item in response.json()['results']:\n",
    "    print(f\"{item['relevance_score']} : {item['document']['text']}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c93025b5-09d1-4c86-a50e-828f8545a699",
   "metadata": {
    "id": "c93025b5-09d1-4c86-a50e-828f8545a699"
   },
   "source": [
    "## Explaining Rankings with Heat Maps\n",
    "\n",
    "This section will use the Jina Reranker to create heat maps of token-level interactions between query and target documents, so you can visualize how it scores document pairs."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "224cb521-99ae-4118-a83f-f3d71c072bb0",
   "metadata": {
    "id": "224cb521-99ae-4118-a83f-f3d71c072bb0"
   },
   "source": [
    "### Required Libraries\n",
    "\n",
    "Run the following to install the necessary prerequisites:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0392affa-ef3b-4a10-8785-45a35d507bf1",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "0392affa-ef3b-4a10-8785-45a35d507bf1",
    "outputId": "82d3d277-48ed-4b59-d3a3-037186dce8a1"
   },
   "outputs": [],
   "source": [
    "!pip install matplotlib seaborn torch Pillow"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34aa1ed4-e8de-4dfa-b644-78a6ef4356e5",
   "metadata": {
    "id": "34aa1ed4-e8de-4dfa-b644-78a6ef4356e5"
   },
   "source": [
    "### Download utilities\n",
    "\n",
    "This file contains code for accessing the token-level of the Jina Reranker API and using `matplotlib` to generate heat maps. If you need to, you can [download it directly from GitHub](https://raw.githubusercontent.com/jina-ai/workshops/docs-heatmaps/notebooks/heatmaps/jina_colbert_heatmaps.py)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "26e6d6b3-790c-40b4-b2fe-61a69141a526",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "26e6d6b3-790c-40b4-b2fe-61a69141a526",
    "outputId": "07cfb740-5830-4ebe-b70d-9a2905b998bb",
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "!wget https://raw.githubusercontent.com/jina-ai/workshops/docs-heatmaps/notebooks/heatmaps/jina_colbert_heatmaps.py"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19b4b26f-29dd-44fe-8a03-5ad7dc496391",
   "metadata": {
    "id": "19b4b26f-29dd-44fe-8a03-5ad7dc496391"
   },
   "source": [
    "### Create a Function to Make Heat Maps\n",
    "\n",
    "With all this in place, we just need one function that takes two texts as arguments and returns a figure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4cf761c4-f7bf-4407-b7d2-14c8055f12a0",
   "metadata": {
    "id": "4cf761c4-f7bf-4407-b7d2-14c8055f12a0"
   },
   "outputs": [],
   "source": [
    "from jina_colbert_heatmaps import JinaColbertHeatmapMaker\n",
    "\n",
    "def create_heatmap(query, document, figsize=None):\n",
    "    heat_map_maker = JinaColbertHeatmapMaker(jina_api_key=jina_api_key)\n",
    "    # get token embeddings for the query\n",
    "    query_emb = heat_map_maker.embed(query, is_query=True)\n",
    "    # get token embeddings for the target document\n",
    "    document_emb = heat_map_maker.embed(document, is_query=False)\n",
    "    return heat_map_maker.compute_heatmap(document_emb[0], query_emb[0], figsize)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7db50917-a698-4212-9099-81219f1de569",
   "metadata": {
    "id": "7db50917-a698-4212-9099-81219f1de569"
   },
   "source": [
    "### Making Heat Maps\n",
    "\n",
    "Let's make a heat map showing the interaction between the two texts.\n",
    "\n",
    "First, we'll use two identical texts: \"Elephants eat 150 kg of food per day.\"\n",
    "\n",
    "This code may take several minutes to run the first time since it has to download a lot of data. If you are not using a CUDA-enabled runtime, it may take a minute to run even after the first time.\n",
    "\n",
    "This *should* display the image automatically. If not, change the code to:\n",
    "\n",
    "```\n",
    "img = create_heatmap(....\n",
    "display(img)\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "K8g5YWS55lnT",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 747,
     "referenced_widgets": [
      "8b7da4a5ce544fcebd7d7596d7724264",
      "2e77aac66d62413683e391c4c52c276d",
      "bfd1f56ab8fb4515b88ab7cbdcfe251c",
      "cd74699e57d24dac9fc662b025ee4bda",
      "ca29fd38483f4f0e9f8162c3a69598e6",
      "263719ded55e4bbf91c09d2d7588f528",
      "83ba60c6fbd14e008b36233620dd48d8",
      "f9c91b48d9cd46c3bbb62a5c6f6f9244",
      "93b0d6a6f4774fad927d52eac6a28fb8",
      "647360c3c74945ef9a6339a73e2922f6",
      "0a6451baea594517b4d8cbdbade372ac",
      "7a9eacf3cae8452b84ca7eda443220e2",
      "bbaaa138809e4d0da6d11ae09af17d12",
      "bce053a4300849b7a751a32d446903f2",
      "64b033ec12bd4a00b7d6789ccfff37a0",
      "1e94ba4e2cdb4b12a79ed423b52cc36e",
      "f0bf578a64f741c88417329fcad67f06",
      "56fc56ca420f43a69eb74c494fa9310c",
      "e9f09ec4d90e479899ad43f537dec51c",
      "d7211fe10775466ebd6cb37cf0c2f5da",
      "b9a462dfecc041ca9af3c48557eb295f",
      "b237f26027fa4df486f511edf3a723e2",
      "4bc29dc413b34bf5b6716bd4d482f680",
      "ba4656aa81704916aebf51aea7b85eb9",
      "54a7ccdabce948279d58c9406955b301",
      "36b05ed6b7c14c5c85cf4753f0efa05d",
      "851a4a4e1d7a40d69ca0c0ac87be31e6",
      "86be173149054b78ab7539612c4a9468",
      "cd881b2b31fe4d839be5fe56cb2807d2",
      "7a367992770345caabb546c6f1573a42",
      "d590e419337e4b5d94c3297d33a93221",
      "fd41eee80bce490e8c4287fa1a1a5dbe",
      "f07f8b06f2974090a784cf534e052a46",
      "e0f9b66382e04a91815fef4219f72e54",
      "9793e3b97a0d4369bdbe2b28d281a70c",
      "3122f623c65f45c7bd65c5831a694ad8",
      "b37a273f615f4fe597d06e74da023b8a",
      "7d2cc4c4154f4c46a9fc0233421337e8",
      "ab1284b3ddc94060a81f2a96bf3019e5",
      "7d56240b842b4acdaa4b4205bc0327e5",
      "bf6fa8236ff14feaaeae03bf6f6db021",
      "d7f65b879cf748b493f309282b98811e",
      "05b3c46d35e249239238ce085fb01aac",
      "f8053ecdc5d94400b10b464c36ff6bc1"
     ]
    },
    "id": "K8g5YWS55lnT",
    "outputId": "5a35301c-6d4f-412e-b61a-68e99a6ce435"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=640x480>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "create_heatmap(\"Elephants eat 150 kg of food per day.\", \"Elephants eat 150 kg of food per day.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "pOy0IgY-uk4H",
   "metadata": {
    "id": "pOy0IgY-uk4H"
   },
   "source": [
    "Next, compare these two texts:\n",
    "* \"Elephants eat 150 kg of food per day.\"\n",
    "* \"Cats eat 50 g of food per day.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3680ac73-301b-4631-a107-effdbb82907b",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 514
    },
    "id": "3680ac73-301b-4631-a107-effdbb82907b",
    "outputId": "19fd1903-ccd6-49f4-b5b5-a5eda45bde39"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=640x480>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "create_heatmap(\"Elephants eat 150 kg of food per day.\", \"Cats eat 50 g of food per day.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70ec5017-de7e-4540-a194-2ff7d83e23e0",
   "metadata": {
    "id": "70ec5017-de7e-4540-a194-2ff7d83e23e0"
   },
   "source": [
    "And these two:\n",
    "\n",
    "* \"Elephants eat 150 kg of food per day.\"\n",
    "* \"Employees eat at the company canteen.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1d831069-25a8-4c08-9a84-9e86daf97397",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 514
    },
    "id": "1d831069-25a8-4c08-9a84-9e86daf97397",
    "outputId": "5b855d7b-5086-4382-f3fc-abd5cef31a58"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=640x480>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "create_heatmap(\"Elephants eat 150 kg of food per day.\", \"Employees eat at the company canteen.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8bd0e23c-fcc5-4cac-aca3-64aa07d6048f",
   "metadata": {
    "id": "8bd0e23c-fcc5-4cac-aca3-64aa07d6048f"
   },
   "source": [
    "Next, let's try two texts that are similar in meaning but have different syntactic structures:\n",
    "\n",
    "* \"Elephants eat 150 kg of food per day.\"\n",
    "* \"Every day, the average elephant consumes roughly 150 kg of food.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "78e69210-abdb-438c-b581-8bdfa23ba5f4",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 514
    },
    "id": "78e69210-abdb-438c-b581-8bdfa23ba5f4",
    "outputId": "724b8d56-4e4e-49c8-e57e-daa10f41048f"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=640x480>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "create_heatmap(\"Elephants eat 150 kg of food per day.\", \"Every day, the average elephant consumes roughly 150 kg of food.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "293b63b7-3c9a-4ecb-98b4-9f882265a387",
   "metadata": {
    "id": "293b63b7-3c9a-4ecb-98b4-9f882265a387"
   },
   "source": [
    "Now let's try two completely unrelated texts:\n",
    "\n",
    "* \"Elephants eat 150 kg of food per day.\"\n",
    "* \"The rain in Spain falls mainly on the plain.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "66e036ac-5c45-4fcc-af2b-2ad67aaa6a3e",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 514
    },
    "id": "66e036ac-5c45-4fcc-af2b-2ad67aaa6a3e",
    "outputId": "af0a1f85-423c-4ba2-e800-925b15aa44f5"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=640x480>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "create_heatmap(\"Elephants eat 150 kg of food per day.\", \"The rain in Spain falls mainly on the plain.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5a8ab26-10bb-4c6a-b065-51fd8299a63b",
   "metadata": {
    "id": "c5a8ab26-10bb-4c6a-b065-51fd8299a63b"
   },
   "source": [
    "### Long Texts\n",
    "\n",
    "Here, we'll compare a short query text to a long document one. This is more realistic in a RAG system or an information retrieval model. We'll use a text taken from the [Wikipedia page for \"Indian Elephant.\"](https://en.wikipedia.org/wiki/Indian_elephant)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5r1Mop_q6Qno",
   "metadata": {
    "id": "5r1Mop_q6Qno"
   },
   "outputs": [],
   "source": [
    "wikipedia_elephants = \"\"\"\n",
    "The Indian elephant (Elephas maximus indicus) is one of three extant recognized subspecies of the Asian elephant,\n",
    "native to mainland Asia. The species is smaller than the African elephant species with a convex back and the\n",
    "highest body point on its head. The species exhibits significant sexual dimorphism with a male reaching an average\n",
    "shoulder height of about 3.2 m (10 ft) and weighing up to 5,400 kg (11,900 lb) whereas a female reaches an average\n",
    "shoulder height of about 2.54 m (8.3 ft) and weighs up to 4,160 kg (9,170 lb). It has a broader skull with a\n",
    "concave forehead, two large laterally folded ears and a large trunk. It has grey colored smooth skin with four\n",
    "large legs and a long tail.\n",
    "\n",
    "The Indian elephant is native to mainland Asia with nearly three-fourth of the population found in India. The species\n",
    "is also found in other countries of the Indian subcontinent including Nepal, Bangladesh, Bhutan, Myanmar and South\n",
    "East Asian countries including Thailand, Malaysia, Laos, Cambodia, and Vietnam with small populations in China. It\n",
    "inhabits grasslands, dry deciduous, moist deciduous, evergreen and semi-evergreen forests across the range. The\n",
    "species is classified as a megaherbivore and consume up to 150 kg (330 lb) of plant matter per day. They consume a\n",
    "variety of diet depending on the habitat and seasons and might include leaves and twigs of fresh foliage, thorn\n",
    "bearing shoots, flowering plants, fruits and grass.\n",
    "\n",
    "Since 1986, the Asian elephant has been listed as Endangered on the IUCN Red List as the wild population has declined\n",
    "by at least 50% over the last three elephant generations. The species is threatened by environmental degradation,\n",
    "habitat loss and fragmentation. Poaching of elephants for ivory is a serious threat in some parts of Asia. Project\n",
    "Elephant was launched in 1992 by the Government of India to protect elephant habitats and population.\n",
    "\n",
    "The Indian elephant is a cultural symbol throughout its range and appears in various religious traditions and\n",
    "mythologies. The elephants are treated positively and is revered as a form of Lord Ganesha in Hinduism. It has been\n",
    "designated the national heritage animal in India and is the national animal of Thailand and Laos.\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "faeeb7e3-2bdf-414d-9fd8-0a73395ccf06",
   "metadata": {},
   "source": [
    "We add the `figsize=(50,7)` argument to `create_heatmap` so that the display is more readable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "X81WxcsU7DCE",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 249
    },
    "id": "X81WxcsU7DCE",
    "outputId": "a39d8554-7611-42d1-8976-9faa739e827d"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAE4gAAAK8CAYAAAAD2lUKAAEAAElEQVR4nOzdeZhdVZko/PecqsrJnBBCBkI0AQFBBRkU49BgCw3oRbGxQcUBLqIytEgcg600+l3qdtsqauOltUVwakXtVj5BBtGIIIoCAQQEGSSAGRgykKmqUud8f9TtfJYJ690hwyms3+95zkNy1j57vXvttde0Nzu1VqvVCgAAAAAAAAAAAAAAAAAAAAAAAADart7uAAAAAAAAAAAAAAAAAAAAAAAAAAAY4AVxAAAAAAAAAAAAAAAAAAAAAAAAAEOEF8QBAAAAAAAAAAAAAAAAAAAAAAAADBFeEAcAAAAAAAAAAAAAAAAAAAAAAAAwRHhBHAAAAAAAAAAAAAAAAAAAAAAAAMAQ4QVxAAAAAAAAAAAAAAAAAAAAAAAAAEOEF8QBAAAAAAAAAAAAAAAAAAAAAAAADBFeEAcAAAAAAAAAAAAAAAAAAAAAAAAwRHhBHAAAAAAAAAAAAAAAAAAAAAAAAMAQ4QVxAAAAAAAAAAAAAAAAAAAAAAAAAEOEF8QBAAAAAAAAAAAAAAAAAAAAAAAADBFeEAcAAAAAAAAAAAAAAAAAAAAAAAAwRHhBHAAAAAAAAAAAAAAAAAAAAAAAAMAQ4QVxAAAAAAAAAAAAAAAAAAAAAAAAAEOEF8QBAAAAAAAAAAAAAAAAAAAAAAAADBFeEAcAAAAAAAAAAAAAAAAAAAAAAAAwRHhBHAAAAAAAAAAAAAAAAAAAAAAAAMAQ4QVxAAAAAAAAAAAAAAAAAAAAAAAAAEOEF8QBAAAAAAAAAAAAAAAAAAAAAAAADBFeEAcAAAAAAAAAAAAAAAAAAAAAAAAwRHhBHAAAAAAAAAAAAAAAAAAAAAAAAMAQ4QVxAAAAAAAAAAAAAAAAAAAAAAAAAEOEF8QBAAAAAAAAAAAAAAAAAAAAAAAADBFeEAcAAAAAAAAAAAAAAAAAAAAAAAAwRHhBHAAAAAAAAAAAAAAAAAAAAAAAAMAQ4QVxAAAAAAAAAAAAAAAAAAAAAAAAAEOEF8QBAAAAAAAAAAAAAAAAAAAAAAAADBFeEAcAAAAAAAAAAAAAAAAAAAAAAAAwRHhBHAAAAAAAAAAAAAAAAAAAAAAAAMAQ4QVxAAAAAAAAAAAAAAAAAAAAwDPCtddeG0cddVTsvPPOUavV4vvf/376m/nz58f+++8fjUYjnvOc58RFF120zeMEAADYEl4QBwAAAAAAAAAAAAAAAAAAADwjrF69Ovbdd984//zzK23/wAMPxGte85p45StfGQsWLIj3vve98Y53vCOuvPLKbRwpAADA01drtVqtdgcBAAAAAAAAAAAAAAAAAAAAsDlqtVr813/9Vxx99NFPuc2HPvShuOyyy+K3v/3thu/e+MY3xvLly+OKK67YDlECAABsvnq7AwAAAAAAAAAAAAAAAAAAAADYFm644YY49NBDB313+OGHxw033NCmiAAAAHKd7Q4AAAAAAAAAAAAAAAAAAAAAGJ56enqip6dn0HeNRiMajcZW2f/ixYtj6tSpg76bOnVqrFy5MtauXRujRo3aKvkAAABsTV4QBwDwDPT9aW8upt87op7uY32tnN7VyuNYUu8vpo+MchzropnmsT7KgRzU01FMX96RHGhEjEnCWFxh1NxMssmO9IlauSwjIia3ysfakZyzSXkW8XBneSedkZdnls99neUNxrby+juhVY4jq79r88OI/mSbsXn1jRXJoezeWw706kZvmscurRHF9Cdr5UD7kmssImKXZvki6KtQnlkuM9aX0+/uygt8XIW6U1LlnO6Q1O+HuvJ9jE/yWVYvl9bMrAGPiD8m7VYWQ5Vz2pekT0vOaUTEsnKzlvZVq2p5/Z2YNNArk/KuV2j39ltXPtg/jMg7kuVbVn1jpwpt/CNJRzE6aVuzvi4ib1MaSR4REVOSY1mzhWUVEbEqCePNuzxSTL/0oRlpHtk1UqU8RyfX6jEHPFRM/+bNM9M8RiWX0WHTFhXTP/fYlDSPbAzznKQ/jMjbpQe7yhtUaeOztjHr13srnNOsNcjqTUTeNmblmZVVREQjOSVT15c3WFghj2OnluvWFYump/vI6kU2JqzS3x27d/k6++6d5essG6NHRBw2eUkx/ZJlU4vpERETkrZzRdLn7tWTdySr6uWLYGlnuUCr1O/RSXmNqnAtZ9di1o/s05NHem9XedC3KsljYoXjyPZRYaiVzmlemIxhfjUyqThRbY5YsndPXhj1ZHzxy5F5DM9aXy7QJ5PyHlvhWt61t1yeD3SVe4Eshoi8D1hWYW2hKzlnY5J5VXadRkQ8Wi+f1yyPERXyyK71HSpcZ6uTfWRhrK0wH8nKO5s3PZ5fhml/NrvCWOumRrnAJiXjuWxMGRGxJolzclJ9q5RFf3LWHq9wjUxrla/VngrrKJmsXmSqlHc2/l25FeZV2frFjhUmPcuS62hcMoescjaya3Va1mFGvn6RlXeFKXu6jweSwW02p6+Sx6KOvPGc0V+uPDP6yvtYV8vjzMaVPckuqlxhu/SVyzOLISJiwhZeZ9l9iYiInmQfVe7jPJis+WdrjVXa30xW93ZO6k1ExNKucmFM6M8L47HkflF2byObV0Xk8+nRzS3vR57buaqYvrB3TLqPca3yIOTZO60opv/h0YlpHk/Uy33qkW9ZU0y/9Wt5gWc1Z9xT3GPp6O+JFzxyVbr/P3Xfc14Z/Z0b34/Z6fnr0t/e+4sdiunNpA2fOuXJNI9JB5TT65PGpvv4/jfKded1x5brxQ8vGZ/m8ZKdlhbTH1w8sZi+3xFPpHnMv7K8jpLNMSMilnWU69+s/p5i+sJ6/j+pZW18MtSK3ZIYIiImjylfZ79bPSHdx5pkPajR2vJ2bXSzfDVna1KrKjwPMLuvfM91eS2/j9NTL+eTnbNn19ameTzYKv+Ph1kMDyX9fkTEw7Xy2tfe/eV7zxERI5NsHuwsn9POCmPXnmQcn83/JlS4b7xnciv+9yPyOLPeamYy7nykwrjzD/XyOdulVeEGdaLKfcbM0qQwsvWeKq1JNs3MrsNZyfmIyOcC2bptRH4PO7uf2qxQGun6WjIzqrK2kK3x7ZzMDyPytYMpyZy8yj2BbM00m0Nmc/6IiOcm69i/a+RlsSp5dmfHZnkfVe5pLUvyyNrG7PmiiIiOpG5lc6KIiDXJNZKtcVR5hiPbYlGtPCeanqwRVrEkySMiYkzybGXWZ66vsEY9KtnHb2N1MX3fyOcSmUprIMlJ2xrPumbrQXckw/g9KjwQkD1nWuVZqj8mXXvW3z2aPNMbETE+aQ+ya323Cvcdsud2qyxRZ+tSOyXlWeW532zdau0Wzt0iIp7TW85kazzvnU0FqrTPq5Mwsr4sG59E5M+EVVmLzJqU7FCz+1ER+dru1ni2OOvbp1UYuz6ajF2ztvGJCuWdzf92Ter3XRXGSdn8rsp0ZUoyWciezazSrq1O5uRLkzanQrVIVZk3VekTS6o8P3RvY8v+f4Yqz0aM2wr3tKYlc5a/f+jreSDAIH2P3b9d8un+16/GOeecM+i7s88+O/7xH/9xu+QPAAAwFHlBHAAAAAAAAAAAAAAAAAAAANAW8+bNi7lz5w76rtHI/2GWqqZNmxZLlgz+R32XLFkS48ePj1Gjyv+IBwAAQLt4QRwAAAAAAAAAAADD0pp3/k20Rg38z0W1tT0x+otXtTkiAAAAAACAIaTZv12yaTQaW/WFcH9uzpw5cfnllw/67uqrr445c+ZsszwBAAC2VL3dAQAAAAAAAAAAAEA7tEY1IsYMfP77RXEAAAAAAAAMbatWrYoFCxbEggULIiLigQceiAULFsTChQsjImLevHnxtre9bcP27373u+P++++PD37wg/G73/0uvvCFL8Qll1wSZ555ZjvCBwAAqKSz3QEAAAAAAAAAAAAAAAAAAAAAQ0yr2e4INuk3v/lNvPKVr9zw97lz50ZExNvf/va46KKLYtGiRRteFhcRMXv27LjsssvizDPPjM9+9rOxyy67xL//+7/H4Ycfvt1jBwAAqMoL4gAAAAAAAAAAAAAAAAAAAIBnhEMOOSRardZTpl900UWb/M0tt9yyDaMCAADYurwgDgAAAAAAAAAAAAAAAAAAABis2Wx3BAAAAMNWvd0BAAAAAAAAAAAAAAAAAAAAAAAAADCgs90BAAAAAAAAAAAAAAAAAAAAAENLq9VsdwgAAADDVr3dAQAAAAAAAAAAAAAAAAAAAAAAAAAwoLPdAQAAAAAAAAAAAAAAAAAAAABDTLPZ7ggAAACGrXq7AwAAAAAAAAAAAAAAAAAAAAAAAABgQGe7AwAAAAAAAAAAAAAAAAAAAACGmFaz3REAAAAMW/V2BwAAAAAAAAAAAAAAAAAAAAAAAADAgM52BwAAAAAAAAAAAAAAAAAAAAAMMc3+dkcAAAAwbNXbHQAAQDsdcsghUavVolarxYIFC7Zr3rNmzdqQ9/Lly7dr3gAAAAAAAAAAAAAAAAAAAADA0OQFcQDAsHfyySfHokWL4vnPf/6G7773ve/FIYccEhMmTIixY8fGPvvsEx//+MfjiSeeiIiIiy66KCZOnPiU+3z00UfjlFNOiWc961nRaDRi2rRpcfjhh8f111+/YZtf//rX8b3vfW+bHRcAAAAAAAAAAAAAAAAAPG2t5vb5AAAAsBEviAMAhr3Ro0fHtGnTorOzMyIiPvKRj8Rxxx0XL3rRi+JHP/pR/Pa3v41PfepTceutt8bXvva1Svs85phj4pZbbomLL7447rnnnrj00kvjkEMOiccff3zDNjvttFNMmjRpmxwTAAAAAAAAAAAAAAAAAAAAAPDM1NnuAAAAhpIbb7wxzj333DjvvPPijDPO2PD9rFmz4rDDDovly5en+1i+fHn8/Oc/j/nz58fBBx8cERHPfvaz48UvfvG2ChsAAAAAAAAAAAAAAAAAtq5ms90RAAAADFv1dgcAADCUfOMb34ixY8fGqaeeusn0iRMnpvsYO3ZsjB07Nr7//e9HT0/PVo4QAAAAAAAAAAAAAAAAAAAAAPhL5gVxAAB/4ve//33suuuu0dXV9bT30dnZGRdddFFcfPHFMXHixHjZy14WZ511Vtx2221bMVIAAAAAAAAAAAAAAAAAAAAA4C+RF8QBAPyJVqu1VfZzzDHHxB//+Me49NJL44gjjoj58+fH/vvvHxdddNFm76unpydWrlw56NPX6t8qcQIAAAAAAAAAAAAAAADAprRaze3yAQAAYGNeEAcA8Cf22GOPuP/++6Ovr2+L9zVy5Mg47LDD4qMf/Wj84he/iBNOOCHOPvvszd5Pd3d3TJgwYdDne6vv3OL4AAAAAAAAAAAAAAAAAAAAAIChxwviAAD+xJvf/OZYtWpVfOELX9hk+vLly5/2vvfee+9YvXr1Zv9u3rx5sWLFikGfY8bs/bTjAAAAAAAAAAAAAAAAAIBUs7l9PgAAAGyks90BAAAMJQcddFB88IMfjPe9733xyCOPxOtf//rYeeed4957740LLrggXv7yl8cZZ5wRERH9/f2xYMGCQb9vNBoxZcqU+Lu/+7v4n//zf8Y+++wT48aNi9/85jfxz//8z/G6171us2NqNBrRaDQGfddV63jaxwgAAAAAAAAAAAAAAAAAAAAADF1eEAcA8Gf+6Z/+KQ444IA4//zz44ILLohmsxm77bZbvOENb4i3v/3tG7ZbtWpV7LfffoN+u9tuu8Udd9wRBx10UHzmM5+J++67L/r6+mLmzJlx8sknx1lnnbW9DwcAAAAAAAAAAAAAAAAANl+r2e4IAAAAhi0viAMA2IRjjz02jj322KdMP+GEE+KEE054yvTu7u7o7u7eBpEBAAAAAAAAAAAAAAAAAAAAAH/J6u0OAACg3b7whS/E2LFj4/bbb9+u+T7vec+LI488crvmCQAAAAAAAAAAAAAAAACVNPu3zwcAAICNdLY7AACAdvrGN74Ra9eujYiIZz3rWds178svvzz6+voiImL8+PHbNW8AAAAAAAAAAAAAAAAAAAAAYGjygjgAYFibMWNG2/J+9rOf3ba8AQAAAAAAAAAAAAAAAKCo1Wx3BAAAAMNWvd0BAAAAAAAAAAAAAAAAAAAAAAAAADCgs90BAAAAAAAAAAAAAAAAAAAAAENMs9nuCAAAAIatersDAAAAAAAAAAAAAAAAAAAAAAAAAGBAZ7sDAAAAAAAAAAAAAAAAAAAAAIaYVrPdEQAAAAxb9XYHAAAAAAAAAAAAAAAAAAAAAAAAAMCAznYHAAAAAAAAAAAAAAAAAAAAAAwxzWa7IwAAABi26u0OAAAAAAAAAAAAAAAAAAAAAAAAAIABne0OAAAAAAAAAAAAAAAAAAAAABhaWq3+docAAAAwbNXbHQAAAAAAAAAAAAAAAAAAAAAAAAAAAzrbHQAAAAAAAAAAAAAAAAAAAAAwxLSa7Y4AAABg2Kq3OwAAAAAAAAAAAAAAAAAAAAAAAAAABnS2OwAAAAAAAAAAAADY5lqtjb6qPfFktNb0DPx5XW+l3wAAAAAAAAwbzWa7IwAAABi2vCAOAAAAAAAAAACAv3gdzb6Nvhv9tfnF39SbfdEfjW0TEAAAAAAAAAAAADwFL4gDAAAAAAAAAAAAAAAAAAAABms12x0BAADAsOUFcQAAz0CLu+rF9LGtCjtJtumosI9WdBTTV9XKOxlRq6V57NpfzuPxZES7Ns8iVpWLMxpboTyzMBq18nFGRCyu9xfTx0b5QGb35weysqO8jyr1YllyKJNa5Q0W1nrTPEa3RhTTpyTHuqwrzSJ2bJbP2sqk3kREjEvugXW2ynHO6WukeaxJ4hid1K11yXVaxY7lqhkREf3JRZAdR1crv5jHJ+Wd1d9n961P83ioq9zo9GaNQUSMTwqjnrQYWZsVkZdFT1KcfRXazilJcY1r5jeBH076s86kOMdXqBdZeWXXepV2ry/pz5ZXOGc7JddRIynOkUl7EhHRk8Q5OsljXYXjyPIYWeHZgKz+jc3KqkJZdHSUM7nrvinF9NFbYUWtSj+SefCWicX0rO2NiGgmxXX7Q+WymN7IxzCTknM2upl3JI8k7e/UpE0anR1oVKk75ZNW5dGXLIeeCvWiL9nJuuQ6rFL1xiYHMzpp48c383rxwEOTiumjKgQ6Kklfm+yjShu/8M6JxfRs9FBh2Bm/W7RjMX1ChZ2MSI5lhwrjtcyypO0cn+SxvkKbdH9nuW7t1cwrxtT15X083lnex8haXli9tfJJycZiVdqLrH6O3PJhfIyqlWvwoloe6fP7y3OzzMJkPBiRX0c7VCjQrF60kjiqjOey8uytlfuy0Vth7aGrwtpCbzbWSsoza28iInZIeptsFw/W+9I8ntUs14wqU9119fJG45O5QjYPiMjnNNl4bVSF4xiTthf5Tsa1tmxwms+m8zWSbO7WVeUaSc5JZ7pCF5H1AiuStnFshbLcMSmLrTBViDXJoVYpz9s7eorpE9NHDfI2KbnMYlRSVlXmVROTTLI1qYiIdUnLNTqpW8uT9iYioivZxw7JcVSpN9l537s330t2rWZHOrrC/zTQkdSdrD2psFwU948ob5TNYyMixveXA8nWM1fV80Cf17eumH5n58h0H1lflJ31Z2eT0Ii4PxmwZWXxaDJGj8jXxpZ25uWZrX2tSJqtKtfZ3Z3lyrNPb942Zh7oHVNM76lQt+rJvP2JZaOL6f0V+tTepF++65vl3z8W+Vwju8cyecSaTX4/otLoZbBVqxqxrmfjlYhVv8zv4zy+vrzNtJGbjvO//XHJ+DSP3/+w3C/PnPBkuo9mrVy3FnyrfBx9ybpBRMTSR8cV05cn8+1briivJ0VELEvalFEV1gmz3uoPHeWyqDLv33EL1y8eq7Dq1LdqbDF9545yPxMRcVet3B5M7i+3e4915IvpM+rle8NjkvWgCRXWIuvJKGVy5PPQNclzCxM7ysfRWyHONcl19PxYXUxf1ipfxxERHUn7nI3RIyKWpffeyhusq5BHX3LOlieztx0qzEcWJAOMsRUGltmzJL9NFlKqrPH1Ja1KNt6rMvrInquZ3ZsPkJfVyzktSp53mVHhGsnmNFkPv0ttbZrH4ii3e1WeH3osWTuYlbQnVZ5zytags7lb3upFjEnWOLLxdUTE2qTNmZg827O2wtg2e0YpezYiu4YiIh4cseWrNSuTduvxerkG79HMx8dTknOWHcWKCnUvW8fO1jciIp6TPBCQ9UVZP1RlH+OS0qhyxtckfdV+ffk4aHGySdb63tbKx/kvjvJ8YvdkHlDhMai0fa7S361O263yThoV6t7jydrBhKRde3QrPCcytsKzVFkNzPqiHZJnM6vIroGuCvcdsvtNj1RYy8ksSc5JlZJY0pE8+5C0rVXGz9lZz+peRN7fZc9abXlp52ODKuWdtRfTKizZbGnbWWU8t6W34rP6HxHxx+Q4VlZYZxmT5DM2WQPJ1u8i8uduFiX32av0qa2khjYrnJGlyX2YEUket1aoGNm4MbtXlN1risivoyr3OtckN8qz8doNo/I8sv9PpTeJYWWFZ1HW17P+sMoadboJAAAAwDOGF8QBAAAAAAAAAAAAAAAAAAAAg1X4x6ABAADYNrwgDgAAAAAAAAAAgL94/fURG323dK/9otnRFRER9f6+mHLXLYPS19c2/g0AAAAAAAAAAABsa14QBwAAAAAAAAAAwF++2sZfrR85OppdAy+Bq/f1buI3m/gRAAAAAADAcNFqtjsCAACAYave7gAAAAAAAAAAAAAAAAAAAAAAAAAAGNDZ7gAAAAAAAAAAAAAAAAAAAACAIabZbHcEAAAAw1a93QEAAAAAAAAAAAAAAAAAAAAAAAAAMKCz3QEAAAAAAAAAAAAAAAAAAAAAQ0yr2e4IAAAAhq16uwMAAAAAAAAAAAAAAAAAAAAAAAAAYEBnuwMAAAAAAAAAAAAAAAAAAAAAhphms90RAAAADFv1dgcAAAAAAAAAAAAAAAAAAAAAAAAAwIDOdgcAAAAAAAAAAAAAAAAAAAAADDHNZrsjAAAAGLbq7Q4AAAAAAAAAAAAAAAAAAAAAAAAAgAGd7Q4AAAAAAAAAAAAAAAAAAAAAGFparf52hwAAADBs1dsdAAAAAAAAAAAAAAAAAAAAAAAAAAADOtsdAAAAAAAAAAAAAAAAAAAAADDENJvtjgAAAGDYqrc7AAAAAAAAAAAAAAAAAAAAAAAAAAAGeEEcAAAAAAAAAAAAAAAAAAAAAAAAwBDhBXEAANvZ6tWr421ve1uMHTs2pk+fHp/61KfikEMOife+973tDg0AAAAAAAAAAAAAAAAABrSa2+cDAADARrwgDgBgO/vABz4QP/vZz+IHP/hBXHXVVTF//vy4+eab2x0WAAAAAAAAAAAAAAAAAAAAADAEdLY7AACA4WTVqlXx5S9/Ob7+9a/Hq171qoiIuPjii2OXXXZpc2QAAAAAAAAAAAAAAAAA8CeazXZHAAAAMGzV2x0AAMBwct9990Vvb28cdNBBG76bNGlS7Lnnnk/5m56enli5cuWgT1+rf3uECwAAAAAAAAAAAAAAAABDzvnnnx+zZs2KkSNHxkEHHRQ33nhjcfvzzjsv9txzzxg1alTMnDkzzjzzzFi3bt12ihYAAGDzeUEcAMAQ193dHRMmTBj0uXLlHe0OCwAAAAAAAAAAAAAAAIC/ZK3m9vlspm9/+9sxd+7cOPvss+Pmm2+OfffdNw4//PBYunTpJrf/5je/GR/+8Ifj7LPPjrvuuiu+/OUvx7e//e0466yztrSEAAAAthkviAMA2I5222236Orqil/96lcbvlu2bFncc889T/mbefPmxYoVKwZ9Dh//vO0RLgAAAAAAAAAAAAAAAAAMKZ/+9Kfj5JNPjhNPPDH23nvvuOCCC2L06NFx4YUXbnL7X/ziF/Gyl70s3vzmN8esWbPib/7mb+JNb3pT3Hjjjds5cgAAgOq8IA4AYDsaO3ZsnHTSSfGBD3wgfvKTn8Rvf/vbOOGEE6Jef+phWaPRiPHjxw/6dNU6tmPUAAAAAAAAAAAAAAAAAAw7zeb2+WyG3t7euOmmm+LQQw/d8F29Xo9DDz00brjhhk3+5qUvfWncdNNNG14Id//998fll18er371q59+2QAAAGxjne0OAABguPnkJz8Zq1atiqOOOirGjRsX73vf+2LFihXtDgsAAAAAAAAAAAAAAAAAtruenp7o6ekZ9F2j0YhGo7HRto899lj09/fH1KlTB30/derU+N3vfrfJ/b/5zW+Oxx57LF7+8pdHq9WK9evXx7vf/e4466yztt5BAAAAbGX1dgcAADDcjB07Nr72ta/F6tWrY/HixfGBD3yg3SEBAAAAAAAAAAAAAAAAwGCt5nb5dHd3x4QJEwZ9uru7t9phzJ8/P84999z4whe+EDfffHP853/+Z1x22WXxiU98YqvlAQAAsLV1tjsAAAAAAAAAAAAAAAAAAAAAYHiaN29ezJ07d9B3jUZjk9tOnjw5Ojo6YsmSJYO+X7JkSUybNm2Tv/noRz8ab33rW+Md73hHRES84AUviNWrV8c73/nO+MhHPhL1en0rHAUAAMDWZaYCAAAAAAAAAAAAAAAAAAAADNZsbpdPo9GI8ePHD/o81QviRowYEQcccEBcc801fxJmM6655pqYM2fOJn+zZs2ajV4C19HRERERrVZrKxUWAADA1tXZ7gAAAIiYP39+u0MAAAAAAAAAAAAAAAAAgCFv7ty58fa3vz0OPPDAePGLXxznnXderF69Ok488cSIiHjb294WM2bMiO7u7oiIOOqoo+LTn/507LfffnHQQQfFvffeGx/96EfjqKOO2vCiOAAAgKHGC+IAAAAAAAAAAAAAAAAAAACAwZrNdkewSccdd1w8+uij8bGPfSwWL14cL3zhC+OKK66IqVOnRkTEwoULo16vb9j+H/7hH6JWq8U//MM/xCOPPBI77bRTHHXUUfG//tf/atchAAAApLwgDgAAAAAAAAAAAAAAAAAAAHjGOP300+P000/fZNr8+fMH/b2zszPOPvvsOPvss7dDZAAAAFuHF8QBAAAAAAAAAAAAAAAAAAAAg7Wa7Y4AAABg2Kq3OwAAAAAAAAAAAAAAAAAAAAAAAAAABnS2OwAAAAAAAAAAAAAAAAAAAABgiGk22x0BAADAsFVvdwAAAAAAAAAAAAAAAAAAAAAAAAAADOhsdwAAAAAAAAAAAAAAAAAAAADAENNqtjsCAACAYave7gAAAAAAAAAAAAAAAAAAAAAAAAAAGNDZ7gAAAAAAAAAAAAAAAAAAAACAIabZbHcEAAAAw1a93QEAAAAAAAAAAAAAAAAAAAAAAAAAMKCz3QEAAAAAAAAAAAAAAAAAAAAAQ0yr2e4IAAAAhi0viAMAYPO0WjGy2RMREb2t8qbN2sAGa+uNaNVq2zoyAAAAAAAAgM1SX9+3yT8DAAAAAAAAAABAO3lBHAAAm2Vksyfeuvh7m/Wbf57xt7GmY+Q2iggAAAAAAADg6Zl2+43tDgEAAAAAAGDoajbbHQEAAMCwVW93AAAAAAAAAAAAAAAAAAAAAAAAAAAM6Gx3AAAAbL5G8g+vvO7Ah9J9dD17XDH9octam/y+o78n3fefe9v0xdHsGrHR983+WvrbxxaPLabXa5uO87+t7e1K81jfLL83+XmvfDzdR62zvI/a6PLQ+8s/2inN43l9HcX0e7rKFWNpV/5+6JOOW11Mby4vp0dE3HflqGL6cz87p5j+2ff+Ns3jiM7lxfRL6hOK6Yeu603zeP6cpcX0y381M93H696wvJj+f34wsZi+uLY+zeMfD3uimL7m7vKxTnjPoWke33zv74rpx/7t8nQfzRVri+n/+LPyNTCywvvNjz90STG91Vu+Ri64buc0j4W1vO5kTn1BOc4Rs0YW079Yob14x8seKab/+idTiuk/G1VubyIi1nSW2/C78+Y3Jm/hPyRW5efjko3e8ncri+mtNfk5P+9HOxbTKxRFeh1993sTi+kLRuSlsdf68nl9w5u3vA9o9fYX0+uj8tK45vuTiumvOKBcv797a94+v/noctt59XcnFtP/9i1r0jyiWR6j9N5TjiEiomNSubx+dfnkYvpbX5qPCTsnbTxG+1M/uazc5rxh8uI0jx1fVR53fv6SMek+piVd4hteVx6vfe8H5es0ImLS+nImq1rlvuiYE/NxcnNF+Tpq9ZWvoYiI5spyu/TLn0wtpr9mTn7OOmeWz9nl3x5fTH/ja/Px80/+c4di+tFvL48dIiJifbnta/X0FdP7H83btZuSPvP4v3q4mF4fmfep111VzuPNFcZaN327PAbf/3+U9/G/rim3JxERr1xbvkZefkK5bjYfezLN49Qfl+vemk3MKzeKo1ku82NeUe5HLvvZjDSPP3aU695H3lCuW5/5TnmeGxHx0nXl8n7x3+Xl2Xyy3C5995rpxfSXVRj6vva1jxXTH76m3HZeu7bc70dE3N5ZvpantvJbXb8uD7Hjw/+j3C9/5v8tt1kREXd2ljMZUR4axBsPy9vn1ppyP/G5X+ZzmknN8jj+LX/1x2L6qnvTLGLHD5Xnmet/cl0x/d8vzevFW/cqj3NuuDUvi8Mnl+vvji8ptydr7s77qo6k7v3vu8pxnn30qjSP9Y+U24Pv/2KXdB/TkiHIa59T7u/61uZz9nF7J+1BMtd9ZTJfiYjoe7A8v/uPG/OyOGJieT3owifLfeYjFdYN3ndU+bw2nyzvY8VdaRZx7R/LbfxrX1M+zoiIuy8vj9NXJ2P0HUfn9XfxmtHF9Bf/Tfk6/Y/55eOMiEiWj+OgerneRET8e6081jrjr8tx3vPj8vg5ImLy5HJ5jRhdvlAbE/O5RNe08hzznqvKY7GIiL2OLefzhe+Vj3VshcWct/xNee3s5h9OLKYfeEJeFld8tXxOjzwl3UX85AvlynVbMnR9ybqkckbEr0aUO5LnJOudERFjk/sfrz12RTH9v75TXmuPiJhVHq5FPcrH+vsKi2dn/HW5XnwmmQtHRPzPo5cV03+djNMPelfe333y4vL44fXvzs975uFvlo9j4bK8zXmsozyGXlAr9wEHNvL5yMve3iim/+jfy33AkScnFauC5uObLu/a2oh4YPP2tdsrV0Vr5MZ99NVX5HXvyPeWy/u/Pl9Ov6eR15vn9JXH+T/rnZju46yPltfPLjun3N+9Plmfi4g4/7JyHn9/UvlYL/xSuV5FRJxwTLldq4/P1yKbS5cX03+SrGH/dXJ/MCJi7g/LcXzmuHJ/tnx+nsf8h8rzjQe78vn0e15TPq/ZOT39jfla+j8n61o7JPPYrgpN6xP1cvvckw0aI6LRKscxulVu11bW8zw++Lflsennk7HWKS8pr3tFRHzrF+W1r+NfvzzdR+995X5g9OnHFNObv7ohzWP9g48W0z/103L7+5635XOzm75UPif7n5iPtfoXl9ucu64sn7OV/fl657Lkvu27jy+vT7RW5Nfhbf9ZbpN+n6x7RUSc8tbyWuQFXyu34ScfW2G9M3nmoNZVLqtPXZavOb1lTLnu7fSi/BmOz8yfVkwfn0xZTjz/+WkeHzrzlmL6/3P48mL6VZfm9wSOPLkcaDb2jYj4wFvK1+LXLy7Xi/s68/ndzP5yHAvr5XP28dfna07n/1d5XnTAunzsuk+U+5FFXeWJ0XFvrbAW+VcHF9PXX3l1MX3NrfkayZiXlOtOa3V+v/Q9l5bP+05Rbhs/+j/KbW9EpPfq33N5ud/+0JF5vXjytvKxXrYwv9/095/Zu5jef8Ovi+n/ckm+lnNaMp771qXl8dwb35CXd9Y+//s15XYxIuLU5Jmv3ofL7cnIffI2/l+T5xLOOHd2Mf0rH84nkm99Xfl+U5X7H6ccWZ57rf19ubzHvec1aR79v/xVMT27luddms+rnttfbtf278nHawe+dnkx/YtXlu+zv+vo8u8jIj73g3Ibf0pyDVVx4Q/L19mj9Xzc+cFXlcco37yqPD6+tyPvU88+orzm1Hn4IcX05s03p3mc+7XyPHRs8lxORMRpSXtRn1CeY376e3nbeeaR5fPen9zH+cD1+TNK/3Jwub245Yq8vRg/ohzHuma5vFc3y2UVEfH2V5fr3tKfl38/9a/zMWPUk/Nez/9fg3O/Xz6vZ7yifC/+oz/Px8c7J0+BvrZRPqeTZubjizWPl8dBO/5VvjYWzXKbkj1H8r9/lq93vm5E+Vin71/uq564M78pMGnv8hi7tT5fZ3ni7grlBWyepI0BAABg28lXTwEAAAAAAAAAAAAAAAAAAAAAAADYLvJ/BhIAABLrvvLxaE0YGxERtRWrYuSJH2tzRAAAAAAAAACDtUZ2xaoT/joiIq6/bHxx2zmvenzgN42ubR4XAAAAAADAkNVqtTsCAACAYcsL4gAA2GKtCWMjJo4b+HObYwEAAAAAAADYpFotWqNGREREb31kcdPWyBHbIyIAAAAAAAAAAADYJC+IAwAAAAAAAAAAAAAAAAAAAAZrNtsdAQAAwLBVb3cAAAAAAAAAAAAAAAAAAAAAAAAAAAzobHcAAAAAAAAAAAAAAAAAAAAAwBDTbLY7AgAAgGGr3u4AAAAAAAAAAAAAAAAAAAAAAAAAABjQ2e4AAAAAAAAAAAAAAAAAAAAAgCGm1Wx3BAAAAMNWvd0BAAAAAAAAAAAAAAAAAAAAAAAAADCgs90BAAAAAAAAAAAAAAAAAAAAAENMs9nuCAAAAIatersDAAAAAAAAAAAAAAAAAAAAAAAAAGBAZ7sDAAAAAAAAAAAAAAAAAAAAAIaYVqvdEQAAAAxb9XYHAAAAAAAAAAAAAAAAAAAAAAAAAMAAL4gDAIa8+fPnR61Wi+XLl2/V/dZqtfj+97+/VfcJAAAAAAAAAAAAAAAAAAAAALAlvCAOAGAbmzVrVpx33nntDgMAAAAAAAAAAAAAAAAAqms2t88HAACAjXhBHAAAAAAAAAAAAAAAAAAAAAAAAMAQ4QVxAMCQ0Gw2o7u7O2bPnh2jRo2KfffdN7773e8+5fbXXXddvOIVr4hRo0bFzJkz4z3veU+sXr16Q/qsWbPiE5/4RLzpTW+KMWPGxIwZM+L888/faD+PPfZYvP71r4/Ro0fH7rvvHpdeeumGtP7+/jjppJM2xLTnnnvGZz/72UG/P+GEE+Loo4+Of/mXf4np06fHjjvuGKeddlr09fVFRMQhhxwSDz74YJx55plRq9WiVqtFRMSDDz4YRx11VOywww4xZsyYeN7znheXX375FpUhAAAAAAAAAAAAAAAAAGw1zeb2+QAAALARL4gDAIaE7u7u+OpXvxoXXHBB3HHHHXHmmWfGW97ylvjZz3620bb33XdfHHHEEXHMMcfEbbfdFt/+9rfjuuuui9NPP33Qdp/85Cdj3333jVtuuSU+/OEPxxlnnBFXX331oG3OOeecOPbYY+O2226LV7/61XH88cfHE088EREDL63bZZdd4jvf+U7ceeed8bGPfSzOOuusuOSSSwbt46c//Wncd9998dOf/jQuvvjiuOiii+Kiiy6KiIj//M//jF122SU+/vGPx6JFi2LRokUREXHaaadFT09PXHvttXH77bfHP/3TP8XYsWO3VnECAAAAAAAAAAAAAAAAAAAAAM9Qne0OAACgp6cnzj333Pjxj38cc+bMiYiIXXfdNa677rr4t3/7t3jnO985aPvu7u44/vjj473vfW9EROy+++7xuc99Lg4++OD4P//n/8TIkSMjIuJlL3tZfPjDH46IiD322COuv/76+MxnPhOHHXbYhn2dcMIJ8aY3vSkiIs4999z43Oc+FzfeeGMcccQR0dXVFeecc86GbWfPnh033HBDXHLJJXHsscdu+H6HHXaIf/3Xf42Ojo547nOfG695zWvimmuuiZNPPjkmTZoUHR0dMW7cuJg2bdqG3yxcuDCOOeaYeMELXrDheAEAAAAAAAAAAAAAAABgyGg12x0BAADAsOUFcQBA2917772xZs2aQS9ui4jo7e2N/fbbb6Ptb7311rjtttviG9/4xobvWq1WNJvNeOCBB2KvvfaKiNjwsrn/NmfOnDjvvPMGfbfPPvts+POYMWNi/PjxsXTp0g3fnX/++XHhhRfGwoULY+3atdHb2xsvfOELB+3jec97XnR0dGz4+/Tp0+P2228vHvN73vOeOOWUU+Kqq66KQw89NI455phBsfypnp6e6OnpGfRdX6s/umodm9weAAAAAAAAAAAAAAAAAAAAAHjmqrc7AACAVatWRUTEZZddFgsWLNjwufPOO+O73/3uJrd/17veNWjbW2+9NX7/+9/Hbrvttll5d3V1Dfp7rVaLZnPgXzX51re+Fe9///vjpJNOiquuuioWLFgQJ554YvT29lbex1N5xzveEffff3+89a1vjdtvvz0OPPDA+PznP7/Jbbu7u2PChAmDPpc9ecdmHScAAAAAAAAAAAAAAAAAbI5Ws7VdPgAAAGyss90BAADsvffe0Wg0YuHChXHwwQdvlH7fffcN+vv+++8fd955ZzznOc8p7veXv/zlRn/fa6+9Ksd1/fXXx0tf+tI49dRTnzKWKkaMGBH9/f0bfT9z5sx497vfHe9+97tj3rx58aUvfSn+/u//fqPt5s2bF3Pnzh303bee+67NjgMAAAAAAAAAAAAAAAAAAAAAGPq8IA4AaLtx48bF+9///jjzzDOj2WzGy1/+8lixYkVcf/31MX78+Hj2s589aPsPfehD8ZKXvCROP/30eMc73hFjxoyJO++8M66++ur413/91w3bXX/99fHP//zPcfTRR8fVV18d3/nOd+Kyyy6rHNfuu+8eX/3qV+PKK6+M2bNnx9e+9rX49a9/HbNnz96s45s1a1Zce+218cY3vjEajUZMnjw53vve98aRRx4Ze+yxRyxbtix++tOfPuXL6xqNRjQajUHfddU6NisGAAAAAAAAAAAAAAAAANgszWa7IwAAABi2vCAOABgSPvGJT8ROO+0U3d3dcf/998fEiRNj//33j7POOiuaf7aIvM8++8TPfvaz+MhHPhKveMUrotVqxW677RbHHXfcoO3e9773xW9+85s455xzYvz48fHpT386Dj/88Moxvetd74pbbrkljjvuuKjVavGmN70pTj311PjRj360Wcf28Y9/PN71rnfFbrvtFj09PdFqtaK/vz9OO+20ePjhh2P8+PFxxBFHxGc+85nN2i8AAAAAAAAAAAAAAAAAAAAA8JfHC+IAgCGhVqvFGWecEWecccYm01ut1qC/v+hFL4qrrrqquM/x48fHJZdc8pTpf77PiIjly5dv+HOj0YivfOUr8ZWvfGXQNt3d3Rv+fNFFF220j/POO2/Q31/ykpfErbfeOui7z3/+84XIAQAAAAAAAAAAAAAAAKDNWs12RwAAADBs1dsdAAAAAAAAAAAAAAAAAAAAAAAAAAADOtsdAAAAAAAAAAAAAAAAAAAAADDENFvtjgAAAGDY8oI4AOAv0h/+8Id2hwAAAAAAAAAAAAAAAAAAAAAAsNm8IA4AAAAAAAAAAAAAAAAAAAAYrNlsdwQAAADDVr3dAQAAAAAAAAAAAAAAAAAAAAAAAAAwoLPdAQAAAAAAAAAAAAAAAAAAAABDTLPZ7ggAAACGrXq7AwAAAAAAAAAAAAAAAAAAAAAAAABgQGe7AwAAAAAAAAAAAAAAAAAAAACGmFar3REAAAAMW/V2BwAAAAAAAAAAAAAAAAAAAAAAAADAgM52BwAAAAAAAAAAAAAAAAAAAAAMMc1muyMAAAAYturtDgAAAAAAAAAAAAAAAAAAAAAAAACAAZ3tDgAAAAAAAAAAAAAAAAAAAAAYYpqtdkcAAAAwbNXbHQAAAAAAAAAAAAAAAAAAAAAAAAAAAzrbHQAAAAAAAAAAAAAAAAAAAAAwxLSa7Y4AAABg2PKCOAAAtlhtxapo/cmfAQAAAAAAADZotSLW9EZExIhmf3nb1esH/jt6REStto0DAwAAAAAAAAAAgKHJC+IAANhiI0/8WLtDAAAAAAAAAIaqNb0x5jOXRkTEa7NtPzPwn9VnvjZiTGObhgUAAAAAAECi2Wp3BAAAAMNWvd0BAAAAAAAAAAAAAAAAAAAAAAAAADCg1mq1vLYbAOAZ5qsz3lJMX1vb8jzWPcWrhEf1r4t3/vF7m7WvL00/JtZ1jNzo+1UVXlc8tllOn5Ckd2yF0e5TlcXm6EvOyeoK52xSfzn93q5yYYxr5QfSSMqrSlGsT9J7k2N9vJYcaETs2t9R3ke9fCBdkRf4mKRuZXUzImJ1UmBPJumP1PrSPGY1u4rpy+vlQButvCzGJ9tUKIq07oxMdpKVVURef5tboW3cIameD3Xmjc6OSSBZG57FEBGxrHyJxMRkH0s68zweS67VWcl1GhHxRHKt/j7WFtN3qW3ct/y5sUn9rXINZEZvhbYzO+8795UzebQzP46sL+pKjqNKl7p+C/OIiMiqX9bmVCnvrHV9SXN1Mf3m2pg0j6xqZf1lRN4X7dbfU0y/u7OR5pGdk307niymf7eel8XkZvms9FS4DHdOCuzxpMmZmVxDERHLOsqB9G+Fc5rVzwpNfCobo6ytcJFkY+gsj6wfioh4SWtVMf2WGJvuI2sPKnRnqd36ytfZfV3l66zKfGSfevk6uz7GpfuYvr6c0SNdW97f7ZhU8pXJea9Svxd3lM/qhK0wp8nqzbSkLCMiHkvai+wSyPrkiLyvysYfEXmZZ3PMu0ds+dh2fJLHExXaiyyKZcmcJyJiZn+57lRpwzM79idj2/LULSZVmLBkZZFdQxF5v1xhSpPK+vaxSR7ZnD4iYvRWGMdn10h2nVVp15LTnta9KuPnbN1qSoV27e4k0B2S8s5XL/K2cUpSGE9WaC+yuvdohfZi56S9+ENH+cwvapXHDhERBzVHF9OzM5bNuyIiRieHWmWcdE9n+Vg7k/W1Ktfpw8na1779I4rpD1Zo97J1wAkV2t8H6uU4X9JbvohuH5G3GNl5z450ciu/SHZKwrius7wOExFxcN+oYno2zpmY9JcREcuTsdaiZJA9PZu8RcQBtfIY/K7+fAy+IinyZUl/NqVCnNk9lOxaj8jHWzO2cL4dkdfP7J7AXj35gTzeWS6MKmPsbH624/pyHGvr+XzktuR6f+m6ZO0hzSFfW3g0KauIiCnJse477dFyHo/mc/bF/Ruv3Y5orovDH/1++ts/ddOUV8f6jk3PvdcnY9tGZz7S3/lZK4rpjy8qH+uUWSvTPBbeM6mY/odkbLD7iHKbFRExalS5r+qoMA66+/FynH993h7F9Mvm3pvmceDUpcX0Py4ZX0zf95T8nsAvzi+f91aFe4SPdpRHS2Oa5fLsqVVZr8/WFsqN1rNb69I8dtvz8WL6LXdNS/exol7uCKY2e8u/r2Wzooip9fKxPNQqjz+qjI/HJudsQoWVgWXJDO/JpJ/Ys1a+7xAR8VB/+VhXdpTzWFNh7Teb0zyrwv29TBbHqApjmOXJWGpFrbyTac38OHZMOt5Ht8YCc2JZchwREc2kPdg5OdYq92CyNdUsPSJfG8ienaiUxxbeh0yGYhERsUNySpZXuM76k3PWkfRFvRXuyi5L7tVnc8RsXTciX6Orcp89O2c9ybHmvUhe97LnBSrNJZL0lRWu5ey8TkrOWZV1wmzulS35P1nLM8kugSq9yMJaefwwNcrrQaMq1L1siyW1ct+fnY+IiJ6kvG5t5nOFl9QmFNOzOeIDtXxMuEcylrotyvds96lwzzaztkLdyvqBbB8Tk/lhRH69Z31ulTn7yKT2VbmWsxYlO44qt3my+/35WnteGiuTEpvdKl/rVWS3k6o8K1jhltQWy+p3to4YkdetVck1UqXtzOpnNveqMp7L+prsWcGIiOdFeR0lO47VFdqkMUl5ZUu72fmIiBifVNAqd0KzOCYkl2qV260rk+Y1e5Z1RYXxcxbGugrluTQZH89olSd42bg0Im9/s3FnlX5kdTKurNLfjUwOJWvjq0yFs7X2rG4+VKEfmZHMdRdV2Ee2xnH6Q19P9wEMtrr77dslnzHzLt4u+QAAADyTbIVXXQAAAAAAAAAAAAAAAAAAAAAAAACwNWyHf+MOAIC/JGvrjfjizsdERP6vsP73vzy6rt7YtkEBAAAAAAAAzyjrPnVatMaNjoiI2pNrYuT7zm9zRAAAAAAAAGyk2Wp3BAAAAMOWF8QBALB5arVY2zEyIvIXxFn/BwAAAAAAADalNW50xPgxA39ucywAAAAAAAAAAAAw1NTbHQAAAAAAAAAAAAAAAAAAAAAwxLSa2+fzNJx//vkxa9asGDlyZBx00EFx4403Frdfvnx5nHbaaTF9+vRoNBqxxx57xOWXX/608gYAANgeOtsdAAAAAAAAAAAAAAAAAAAAAEAV3/72t2Pu3LlxwQUXxEEHHRTnnXdeHH744XH33XfHlClTNtq+t7c3DjvssJgyZUp897vfjRkzZsSDDz4YEydO3P7BAwAAVOQFcQAAAAAAAAAAAAAAAAAAAMBgzVa7I9ikT3/603HyySfHiSeeGBERF1xwQVx22WVx4YUXxoc//OGNtr/wwgvjiSeeiF/84hfR1dUVERGzZs3aniEDAABstnq7AwAAAAAAAAAAAAAAAAAAAADI9Pb2xk033RSHHnrohu/q9XoceuihccMNN2zyN5deemnMmTMnTjvttJg6dWo8//nPj3PPPTf6+/u3V9gAAACbrbPdAQAAAAAAAAAAAAAAAAAAAABDTLO5XbLp6emJnp6eQd81Go1oNBobbfvYY49Ff39/TJ06ddD3U6dOjd/97neb3P/9998fP/nJT+L444+Pyy+/PO6999449dRTo6+vL84+++ytdyAAAABbUb3dAQAAAAAAAAAAAAAAAAAAAADDU3d3d0yYMGHQp7u7e6vtv9lsxpQpU+KLX/xiHHDAAXHcccfFRz7ykbjgggu2Wh4AAABbW2e7AwAAAAAAAAAAAAAAAAAAAACGp3nz5sXcuXMHfddoNDa57eTJk6OjoyOWLFky6PslS5bEtGnTNvmb6dOnR1dXV3R0dGz4bq+99orFixdHb29vjBgxYguPAAAAYOurtzsAAAAAAAAAAAAAAAAAAAAAYIhptrbLp9FoxPjx4wd9nuoFcSNGjIgDDjggrrnmmv8/zGYzrrnmmpgzZ84mf/Oyl70s7r333mg2mxu+u+eee2L69OleDgcAAAxZXhAHAAAAAAAAAAAAAAAAAAAAPCPMnTs3vvSlL8XFF18cd911V5xyyimxevXqOPHEEyMi4m1ve1vMmzdvw/annHJKPPHEE3HGGWfEPffcE5dddlmce+65cdppp7XrEAAAAFKd7Q4AAAAAAAAAAAAAAAAAAAAAGGJazXZHsEnHHXdcPProo/Gxj30sFi9eHC984QvjiiuuiKlTp0ZExMKFC6Ner2/YfubMmXHllVfGmWeeGfvss0/MmDEjzjjjjPjQhz7UrkMAAABIeUEcAAAAAAAAAAAAAAAAAAAA8Ixx+umnx+mnn77JtPnz52/03Zw5c+KXv/zlNo4KAABg6/GCOAAAAAAAAAAAAAAAAAAAAGCwZqvdEQAAAAxb9XYHAAAwXJ1wwglx9NFHtzsMAAAAAAAAAAAAAAAAAAAAAGAI6Wx3AAAAAAAAAAAAAAAAAAAAAMDQ0mo22x0CAADAsFVvdwAAAM9UzWYzuru7Y/bs2TFq1KjYd99947vf/W5ERPT398dJJ520IW3PPfeMz372sxt++4//+I9x8cUXxw9+8IOo1WpRq9Vi/vz5bToSAAAAAAAAAAAAAAAAAAAAAGCo6Gx3AAAAz1Td3d3x9a9/PS644ILYfffd49prr423vOUtsdNOO8VLX/rS2GWXXeI73/lO7LjjjvGLX/wi3vnOd8b06dPj2GOPjfe///1x1113xcqVK+MrX/lKRERMmjSpzUcEAAAAAAAAAAAAAAAAAP9Xs9XuCAAAAIYtL4gDAHgaenp64txzz40f//jHMWfOnIiI2HXXXeO6666Lf/u3f4uDDz44zjnnnA3bz549O2644Ya45JJL4thjj42xY8fGqFGjoqenJ6ZNm9auwwAAAAAAAAAAAAAAAAAAAAAAhhgviAMAeBruvffeWLNmTRx22GGDvu/t7Y399tsvIiLOP//8uPDCC2PhwoWxdu3a6O3tjRe+8IWbnVdPT0/09PQM+q6v1R9dtY6nHT8AAAAAAAAAAAAAAAAAFDVb7Y4AAABg2PKCOACAp2HVqlUREXHZZZfFjBkzBqU1Go341re+Fe9///vjU5/6VMyZMyfGjRsXn/zkJ+NXv/rVZufV3d0d55xzzqDvjh77gnj9+H2e/gEAAAAAAAAAAAAAAAAAAAAAAEOSF8QBADwNe++9dzQajVi4cGEcfPDBG6Vff/318dKXvjROPfXUDd/dd999g7YZMWJE9Pf3p3nNmzcv5s6dO+i77zz3XU8zcgAAAAAAAAAAAAAAAACooNVsdwQAAADDlhfEAQA8DePGjYv3v//9ceaZZ0az2YyXv/zlsWLFirj++utj/Pjxsfvuu8dXv/rVuPLKK2P27Nnxta99LX7961/H7NmzN+xj1qxZceWVV8bdd98dO+64Y0yYMCG6uro2yqvRaESj0Rj0XVetY5sfIwAAAAAAAAAAAAAAAAAAAACw/XlBHADA0/SJT3widtppp+ju7o77778/Jk6cGPvvv3+cddZZcdBBB8Utt9wSxx13XNRqtXjTm94Up556avzoRz/a8PuTTz455s+fHwceeGCsWrUqfvrTn8YhhxzSvgMCAAAAAAAAAAAAAAAAgP/WbLU7AgAAgGHLC+IAAJ6mWq0WZ5xxRpxxxhmbTP/KV74SX/nKVwZ9193dveHPO+20U1x11VXbNEYAAAAAAAAAAAAAAAAAAAAA4JnFC+IAAAAAAAAAAAAAAAAAAACAQVrNVrtDAAAAGLbq7Q4AAAAAAAAAAAAAAAAAAAAAAAAAgAGd7Q4AAAAAAAAAAAAAAAAAAAAAGGKarXZHAAAAMGzV2x0AAAAAAAAAAAAAAAAAAAAAAAAAAAM62x0AAAAAAAAAAAAAAAAAAAAAMMQ0m+2OAAAAYNiqtzsAAAAAAAAAAAAAAAAAAAAAAAAAAAZ0tjsAAAAAAAAAAAAAAAAAAAAAYIhpttodAQAAwLBVb3cAAAAAAAAAAAAAAAAAAAAAAAAAAAzobHcAAAAAAAAAAAAAAAAAAAAAwBDTbLU7AgAAgGGr3u4AAAAAAAAAAAAAAAAAAAAAAAAAABjQ2e4AAAAAAAAAAAAAAAAAAAAAgKGl1Wq1OwQAAIBhq97uAAAAAAAAAAAAAAAAAAAAAAAAAAAY0NnuAAAAAAAAAAAAAAAAAAAAAIAhptlqdwQAAADDVr3dAQAAAAAAAAAAAAAAAAAAAAAAAAAwoLPdAQAAAAAAAAAAADC81J5cE60/+fN20WpFZ7M3IiLqfb3FTTv6eyIior8+IqJW2+ahAQAAAAAADEnNVr4NAAAA24QXxAEAAAAAAAAAALBdjXzf+ds9z85mb7xw8RUDf1lc3nba//3vnTMPi/6OxjaNCwAAAAAAAAAAAP6cF8QBAAAAAAAAAAAAAAAAAAAAg7SarXaHAAAAMGx5QRwAwDPQso5tn8foZr7N4o7yAn9Prfz7LD0iYlqzvFG2j756nke2ycoK+0jzSO6FdFXYxx87yzuZ1CwHultvflJ/1yjvIwkhIiKSUxara+U4+iPPZG2Sx/7rynnc08gvovVJHosrzKayXKb0l9NH1/OakV0DOyT1Ymk9CSIiupIjaVSoF+uT9Owye7ye198dk2PNzsezK1wj948o51GlXctyydLXVGiTsn08mtTfJ5PrNCJi1/5yie7Qn1eMZcmx7BGjiumNVl7gq2rlOLL6W6XL3Wl9eSd3jcj3MSE5lpUd5fRpSQwREX/oKu8ja9Z6K9TvvmSbCsOL6EvSJ+bNVqonObH3tkYX0/u3wthgXYXyzBrHdevLB1JlzJiN+W5ujium1yq0z1lxzcxOekQ8llTQbIyyqp4X+MSk3VrSWeWklWXVt8p11r+FYayuUH/HVrlYC6rEeN/6MeV9bIWV61VJHNkYPSJiXdITZH3ZyAp53JpcZ80K1/KipH5mxzqzLz/pD3eVDzY71CpVN4tip2xQGRGT+st7ycZzY5t5WTzeUT4pWX+4Y4XjWJmc9yrjzuxyz451UdorR0yIRjE9G3dWaW+ytjOb80RE7JCMlR5OxkmrkzFlRMTMvvI2I5IzUmVskDUH2bpAlXyyWejoCu3a2qS8svq7rMJ8pNEql8a0CtdZNq9flRRnX4X1i66k9Zvdu2V1MyK/1kdXeEA3m0+vTTJJlggjIm/js/NRZZy0Pjkno6rMIZNjHZGc032TuURE3k9k53RUhfLOhlLLK4wJe5PyHN8q72SHbJEwIjrq5Qlztga4c4XJWdbXVBkf79Iqt45Zf7dThQHdjkmH15PEWaHZizVJeR69rtyvR0QsTDqKGcm4cnQrb+OXdJYLdHoy4ajSp/64Xh6Dj813Ebv2lku9p1Y+aVXW+A6orSqm35nMJSIi1iX5ZNfZc3rzhZg/dJXr+NSkgq6ub/lCS1eFtjFrfx9J5jxV5jSNpBVflqzxVTE26dtHbeGcPiJiydJy3VrWny94LuvcuF40Kq22Dra01Yje5shNptWTvmr30Ws2+X3H+t7NjqO/vx7rN3F+775rSvrbNcnY9bmjVxbTV67N2+el68pjkJnjy3lERCzdxDn7UzefeUcxfV190+fpTy17ohzno63ysS74Qk+ax5KOchyNVt5gbOn629oKa5Ez15fn3Pd3lTvdx9fn12HvXTsV03foyK+FRbXyOetL5hIrOvI2flpySqa2ynF2VDinmSpN5w7JOsm0ZAWjN7mvFpGX1771J4vpv27lY4OOpEerUv+rjD1LqqxrdSZxZvPtKrLnL0ZWmEOOSKpfNpedWWEt58GOct3KzkeVe/nZvaLd+/L295ZGuQ3PwqgyIszGOdkzHq9vPJHmccPqSeUYKlS9ldl5T07aHyvcjzqgtzxvyuap2TwgIr/OpldoDJYmcezXU67f2bwqImJZ0nZmbc6TFSrf5GRaVK/Q3/2xXi6wpbVy+rNb+Y2zrEvM2qyeCjfOJiTrQVWu5b/uKY9jViXzpuzeXET+7NqzmuXyrPJIQiO5Rk7sHZ/u4+5GeR/Z6GErTP9iryjfs60im5PPzCbkEfFwsuY0JumXqzx7OS45sSuSujdjK7R7e/XkO7ltZHknY5ITv7zCtZw9P5GdsRdli5UR0UpahKyvisjX67N78dnzAhERfck9rWz8XMXeyXl/oiMvjOwamZYM5KuMCZdm96eTEV29lpfV3sk0dNdkDhqRl8W65JzuWWFZ6MFkyp21v7tWaPcWJae9SpuTxTEqWUfM+twqsue1sjF6RD5XqGJGMlbK7utWmWNm85GVSftb5fn7MclYK7sPH5G3fdn4osr5yMaNXUm/PbJCeT+ZHOsOyZprxJav8QEAAAAMJV4QBwAAAAAAAAAAAAAAAAAAAAxW4R8oBAAAYNvwgjgAAAAAAAAAAAC2mZ56I7499ZiIiNgj1hS3XdwcGRERvbXGNo8rIuLhPeZEf2dXRER0rO+LXe65YbvkCwAAAAAAAAAAACVeEAcAAAAAAAAAAMC2U6tFT8fAi9/WR39x094YuT0i2qC/syuanSO2a54AAAAAAADPGM12BwAAADB81dsdAAAAAAAAAAAAAAAAAAAAAAAAAAADOtsdAAAAAAAAAAAAAAAAAAAAADC0tJqtdocAAAAwbNXbHQAAAAAAAAAAAAAAAAAAAAAAAAAAA7wgDgAAAAAAAAAAAAAAAAAAAAAAAGCI6Gx3AAAAAAAAAAAAAAAAAAAAAMAQ02y1OwIAAIBhq97uAAAAAAAAAAAAAAAAAAAAAAAAAAAY0NnuAAAAAAAAAAAAAAAAAAAAAIAhptnuAAAAAIaversDAAAAAAAAAAAAAAAAAAAAAAAAAGBAZ7sDAAAAAAAAAAAAAAAAAAAAAIaWVrPV7hAAAACGrXq7AwAAAAAAAAAAAAAAAAAAAAAAAABgQGe7AwAAAAAAAAAAAAAAAAAAAACGmGa7AwAAABi+6u0OAAAAAAAAAAAAAAAAAAAAAAAAAIABXhAHAFDRtddeG0cddVTsvPPOUavV4vvf//6g9BNOOCFqtdqgzxFHHDFomyeeeCKOP/74GD9+fEycODFOOumkWLVq1XY8CgAAAAAAAAAAAAAAAADItZqt7fIBAABgY14QBwBQ0erVq2PfffeN888//ym3OeKII2LRokUbPv/xH/8xKP3444+PO+64I66++ur44Q9/GNdee228853v3NahAwAAAAAAAAAAAAAAAAAAAADPEJ3tDgAA4JniyCOPjCOPPLK4TaPRiGnTpm0y7a677oorrrgifv3rX8eBBx4YERGf//zn49WvfnX8y7/8S+y8885bPWYAAAAAAAAAAAAAAAAAeFqa7Q4AAABg+Kq3OwAAgL8k8+fPjylTpsSee+4Zp5xySjz++OMb0m644YaYOHHihpfDRUQceuihUa/X41e/+lU7wgUAAAAAAAAAAAAAAAAAAAAAhpjOdgcAAPCX4ogjjoi//du/jdmzZ8d9990XZ511Vhx55JFxww03REdHRyxevDimTJky6DednZ0xadKkWLx4cZuiBgAAAAAAAAAAAAAAAICNtZrtjgAAAGD48oI4AICt5I1vfOOGP7/gBS+IffbZJ3bbbbeYP39+vOpVr3ra++3p6Ymenp5B361v9UdnreNp7xMAAAAAAAAAAAAAAAAAAAAAGJrq7Q4AAOAv1a677hqTJ0+Oe++9NyIipk2bFkuXLh20zfr16+OJJ56IadOmPeV+uru7Y8KECYM+V6+8Y5vGDgAAAAAAAAAAAAAAAMAw19xOHwAAADbiBXEAANvIww8/HI8//nhMnz49IiLmzJkTy5cvj5tuumnDNj/5yU+i2WzGQQcd9JT7mTdvXqxYsWLQ57Dxz9vm8QMAAAAAAAAAAAAAAAAAAAAA219nuwMAAHimWLVqVdx7770b/v7AAw/EggULYtKkSTFp0qQ455xz4phjjolp06bFfffdFx/84AfjOc95Thx++OEREbHXXnvFEUccESeffHJccMEF0dfXF6effnq88Y1vjJ133vkp8200GtFoNAZ911nr2DYHCQAAAAAAAAAAAAAAAAAR0Wq2OwIAAIDhq97uAAAAnil+85vfxH777Rf77bdfRETMnTs39ttvv/jYxz4WHR0dcdttt8VrX/va2GOPPeKkk06KAw44IH7+858PernbN77xjXjuc58br3rVq+LVr351vPzlL48vfvGL7TokAAAAAAAAAAAAAAAAAAAAAGCI6Wx3AAAAzxSHHHJItFqtp0y/8sor031MmjQpvvnNb27NsAAAAAAAAAAAAAAAAABg62u2OwAAAIDhq97uAAAAAAAAAAAAAAAAAAAAAAAAAAAY0NnuAAAAAAAAAAAAAAAAAAAAAIChpdVsdwQAAADDV73dAQAAAAAAAAAAAAAAAAAAAAAAAAAwwAviAAAAAAAAAAAAAAAAAAAAgEFaze3zeTrOP//8mDVrVowcOTIOOuiguPHGGyv97lvf+lbUarU4+uijn17GAAAA24kXxAEAAAAAAAAAAAAAAAAAAADPCN/+9rdj7ty5cfbZZ8fNN98c++67bxx++OGxdOnS4u/+8Ic/xPvf//54xStesZ0iBQAAePq8IA4AAAAAAAAAAAAAAAAAAAAYpNXcPp/N9elPfzpOPvnkOPHEE2PvvfeOCy64IEaPHh0XXnjhU/6mv78/jj/++DjnnHNi11133YJSAQAA2D68IA4AAAAAAAAAAAAAAAAAAAAY8np7e+Omm26KQw89dMN39Xo9Dj300Ljhhhue8ncf//jHY8qUKXHSSSdtjzABAAC2WGe7AwAAAAAAAAAAAAAAAAAAAACGmFZtu2TT09MTPT09g75rNBrRaDQ22vaxxx6L/v7+mDp16qDvp06dGr/73e82uf/rrrsuvvzlL8eCBQu2WswAAADbWr3dAQAAAAAAAAAAAAAAAAAAAADDU3d3d0yYMGHQp7u7e6vs+8knn4y3vvWt8aUvfSkmT568VfYJAACwPXS2OwAAAAAAAAAAAAAAAAAAAABgaGk1t08+8+bNi7lz5w76rtFobHLbyZMnR0dHRyxZsmTQ90uWLIlp06ZttP19990Xf/jDH+Koo47a8F2zOXBgnZ2dcffdd8duu+22pYcAAACw1XlBHAAAAAAAAAAAAAAAAAAAANAWjUbjKV8I9+dGjBgRBxxwQFxzzTVx9NFHR8TAC9+uueaaOP300zfa/rnPfW7cfvvtg777h3/4h3jyySfjs5/9bMycOXOL4wcAANgWvCAOAAAAAAAAAAAAAAAAAAAAGKTVrLU7hE2aO3duvP3tb48DDzwwXvziF8d5550Xq1evjhNPPDEiIt72trfFjBkzoru7O0aOHBnPf/7zB/1+4sSJEREbfQ8AADCUeEEcAAAAAAAAAAAAAAAAAAAA8Ixw3HHHxaOPPhof+9jHYvHixfHCF74wrrjiipg6dWpERCxcuDDq9XqbowQAANgyXhAHAAAAAAAAAAAAAAAAAAAADNJqtjuCp3b66afH6aefvsm0+fPnF3970UUXbf2AAAAAtjIviAMAAACAZ4pWK0Y2eyIioqu5vrjpqP6Bpb+19UZErbbNQwMAAACAZ6KO9X2b/DMAAAAAAAAAAAC0kxfEAQAAAMAzxMhmT7xj0fcqbfvK//vfz884JtZ2jNx2QQEAAADAM9gu99zQ7hAAAAAAAACGrFbLP1QNAADQLvV2BwAAAAAAAAAAAAAAAAAAAAAAAADAgM52BwAAwOYb29zyfaxP0vsr/OMuXVHeaEWtHOiKNIqInq6OYvqLesrvPH6oKz+Q5/WU4/hjZz5sbqVblC2uMDJfWyvnkpX3Th3lsoyImJjUrSSEgX30lzd6cET5nI2p8B7rbIsHRpSPdUpe9aI3qToPdeaFMW19eSeT+/uL6TeNLKdHROy3fkQxfV1yHONbeXmvSU78Ln35dZZtsjypnn0VrrIpSXFlpbmqIy+Lcck10lfLy2Kn9eVjWd5R3sf9nXknsEdf+VgeTurvDs28LLJz2kz6iIi8zelKfv9AR36N1JM4JicdXpX+8NHO8kZT8zBjRFLFb+8qN1yvqnAddkX5QpuUxFkhi1iXVJ3RFcYwe8XqYvoj/aOK6SNaeSYjWuWO98iD/1hM//lPp6V59NTKhbGqXuEa6d/4WEY0N38gOK0voucpfjapv1y3DnrxomL6l2+bmeY/Ialby/IhSuyY9N1Jlxt3deUX4qvWli/EVc1yvRnZyvuqerJJT4V6sSa5zg6qPVlM/03/uDSPHZLx3NRWT3kH60emefzNSx8ppt9wXX6d9SXXWVfSHjxZzyvfX50ztZi+4pzHiumNCvXi5fuVy+KHFa6zHTbRXvypFck4p0rL0kgOJas3ayrU71X1cpxV/g3SrMRn95aPdlrHujSPpa0xxfTRSVlUGSdlrda0ZEwZEdGTjE0nR28xfe9mfi1PTALNrrLxSd2NiFifHMdd5SlRREQsS8Zru/SVyzP7fUTE1PraYvqTfaPTfWSy/u4PFeapjaT+TUhOSZV/eWps8i8GZ+tajQrtczZXWF0h0GwOmfXbSyrUi1FbuI/sGqvika68MH7f0VdM361ZLvHxWyHOe7vKFeM5yTw3Im8vbu4st3sREbNb5UalM6vfFdbOOpJttsa/8JbV32z+FxGxU395/JuN46vM/7KyyObKqyoU1gNd5Z3smS0CRsSYLVyPX1shzmyd8LbO8k4mNPPjyNa1llVYG9shqTuL0zYnzyMbd/YkhzqywnW4LBk1Tkiu9YiINcl85NHknFW51n9UH1tMn1LhWNckh7JjUi+uy4eEMT6Z94xOyjOLMSKvv1Xu0WR149FkLLVrlfW3dBxUzqNKlzq5We7PFnXkA+Qnk7nXslp57PpQhQvtBU+1GPV/9SdzxB2iPD6JiFiflHdv76Y7q47+CotRf2bMmJ5obqKOzN6vvA4TEbHgxzsW03+/trxWM7lCWUweUZ6PLFpZbk8iIkYmHfOKZE21q8IayIJkXWpCskKxvJXNBPI1us4KcfYmdStbv6iyHvTzkeXyfF5v1l7kbdKSerk9WJbcj4qI2CFZf/hto3xOsvl2RMRtHeU2J7tlVaVPfe768nrPHV15h7c4GWTvkNSbbBw1sE35GvhlvXwNVWndVie9zeT1eYmOSOr44mSum609VNFM8phW4XmAZjKHbCT9dkTE2qQ/262/XPcerOd1b13SPk9NjrXK/b1xybHe19VI95GtV2ZtTnYvKSK/b5v1RYtXlNd1IyKSR5QqXcsdSb1YmuRR5ZmwO0aUN3peb/lavj+ZK0dEzEoWI6s855Rdi3c0yjvJ5ocR+frZiqS8p1doL57c/OHjRg7oLR9rtjyRXacREUuTtnFWb/lgn5XMcyMi1iXPD2XrcxERD44ob9OTzPCqzM3qyT5uSxad9qmwXpStv2X35iIidkiu93FJ/R7TUX52IiJvt+5IymK3CmWRtc+PV2gvnp2MG9cldSubb0fkz/Zk7W+VceeMZPr2UFdeGFnbmV4CFdYJq/Rnxd8388ZzUUd5rjCqQn+XnZNsnXB8hTb+oeSU7JKc0yr3r9ck972yNeyIiJlJv/zYVuirsj4xe86pyj2tx5LrsMpUIbtGsvs4i/OlhZiZtEnZffjfVnhG6YBkvDa9P7+n9UStfDBdSX/46wrtcxZnNm+qbYXnwatdaWXZMxqPV7iGsvu+HUn7W+W+WXZrYmSFNj57ZCB75qDKvbdW+kxuOYjHK4yTdkz28VCFa7lC8wpspgqPZwMAALCNbI3nywEAAAAAAAAAAAAAAAAAAAAAAADYCir8ew8AAAAAwFC17p/eHa1xA/86eO3JtTHyQxe0OSIAAAAAGJr66yPijl0Oi4iIXT+0V3HbRZ+7LSIimh1d2zwuAAAAAACAoarVrLU7BAAAgGHLC+IAAAAA4BmsNW5UxPgxA39ucywAAAAAMKTVatHf0Rj48/jRxU2bnSO2Q0AAAAAAAAAAAACwafV2BwAAAAAAAAAAAAAAAAAAAAAAAADAgM52BwAAAAAAAAAAAAAAAAAAAAAMLa1WuyMAAAAYvurtDgAAAAAAAAAAAAAAAAAAAAAAAACAAZ3tDgAAAAAAAAAAAAAAAAAAAAAYWlrNWrtDAAAAGLbq7Q4AAAAAAAAAAAAAAAAAAAAAAAAAgAGd7Q4AAAAAAAAAAAAAAAAAAAAAGFpa/x97/x5vV10fCP+fvc8+Z58kJzm55ySQGLnIRREsEMTLwG/gJ6j1KTMda5UpRql06itaJpZqZjqotdOggiJg8akXsBbGPh0f0V4e1EGjM8gAwtAqBZQIRCAhhISE5CT7XPZ+/jh94pwmWZ8FuawTzvvta78ke629vp/1Xd/7Wllp16oOAQAAYNKqVx0AAAAAAAAAAAAAAAAAAAAAAAAAAGMaVQcAAAAAAAAAAAAAAAAAAAAATCydTtURAAAATF71qgMAAAAAAAAAAAAAAAAAAAAAAAAAYEyj6gAAAAAAAAAAAAAAAAAAAACAiaXTrlUdAgAAwKRVrzoAAAAAAAAAAAAAAAAAAAAAAAAAAMZ4QRwAwAF29tlnx6WXXlp1GAAAAAAAAAAAAAAAAADwgnU6tUPyAQAAYE9eEAcAAAAAAAAAAAAAAAAAAAAAAAAwQTSqDgAAAAAAAAAAAAAAAAAAAACYWDrtqiMAAACYvOpVBwAA8GL3t3/7t9Hf3x833XRTjIyMxPvf//6YOXNmzJkzJz74wQ/GO9/5zrjggguqDhMAAAAAAAAAAAAAAAAAAAAAmAC8IA4A4CC6+eab4+1vf3vcdNNNceGFF8bHP/7xuOmmm+KGG26I22+/PbZt2xa33HJL1WECAAAAAAAAAAAAAAAAwDjtTu2QfAAAANiTF8QBABwkn/3sZ+O9731v/PVf/3X86q/+akREXHvttbFq1ar4V//qX8Xxxx8f1113XcycObPaQAEAAAAAAAAAAAAAAAAAAACACaNRdQAAAC9G//W//tfYuHFj3H777XH66adHRMTWrVvjqaeeimXLlu3er6urK0499dRot9v7PFar1YpWqzXuu+HOaHTXug5O8AAAAAAAAAAAAAAAAABMep1OreoQAAAAJq161QEAALwYvepVr4p58+bFl770peh0Ovt1rNWrV0d/f/+4z989d/8BihQAAAAAAAAAAAAAAAAAAAAAmEi8IA4A4CA4+uij43vf+1584xvfiPe9730REdHf3x8LFiyIu+++e/d+o6Ojce+99xYea9WqVbF169ZxnzdNf/lBjR8AAAAAAAAAAAAAAACAya3Trh2SDwAAAHtqVB0AAMCL1cte9rL43ve+F2effXY0Go24+uqr433ve1+sXr06jjnmmDj++OPj2muvjS1btkSttu9F7GazGc1mc9x33bWugx0+AAAAAAAAAAAAAAAAAAAAAFABL4gDADiIjjvuuPjud78bZ599dnR1dcXHP/7x2LBhQ1x00UXR1dUVl1xySZx33nnR1eWFbwAAAAAAAAAAAAAAAABMHJ1O1REAAABMXl4QBwBwgK1Zs2bcn0844YR46qmndv/52muvjWuvvTYiItrtdpxwwgnxG7/xG4cyRAAAAAAAAAAAAAAAAAAAAABggvKCOACAQ+ixxx6Lb3/723HWWWdFq9WK6667Lh555JF4xzveUXVoAAAAAAAAAAAAAAAAALBbp12rOgQAAIBJq151AAAAk0m9Xo8bb7wxTj/99Hjta18bP/7xj+O//bf/FieccELVoQEAAAAAAAAAAAAAAAAAAAAAE0Cj6gAAACaTxYsXx+233151GAAAAAAAAAAAAAAAAABQqN2pVR0CAADApFWvOgAAAAAAAAAAAAAAAAAAAAAAAAAAxjSqDgAAAAAAAAAAAAAAAAAAAACYWDqdWtUhAAAATFr1qgMAAAAAAAAAAAAAAAAAAAAAAAAAYEyj6gAAAAAAAAAAAAAAAAAAAACAiaXTqToCAACAyatedQAAAAAAAAAAAAAAAAAAAAAAAAAAjGlUHQAAAAAAAAAAAAAAAAAAAAAwsbQ7tapDAAAAmLTqVQcAAAAAAAAAAAAAAAAAAAAAAAAAwJhG1QEAAAAAAAAAAAAAAAAAAAAAE0unU6s6BAAAgEmrXnUAAAAAAAAAAAAAAAAAAAAAAAAAAIxpVB0AAAAAAAAAAAAAAAAAAAAAMLF0OlVHAAAAMHnVqw4AAAAAAAAAAAAAAAAAAAAAAAAAgDGNqgMAAAAAAF642nM7o/O//TcAAAAAsA+dTnS1h8b+e9tg4a71kbH92l3dEbXawY4MAAAAAABgQmp33CcBAACoihfEAQAAAMBhrPeDn6s6BAAAAAA4LHS1h+Llj39n7A/v+07hvkf90////Nizo93oObiBAQAAAAAAAAAAwD9TrzoAAAAAAAAAAAAAAAAAAAAAAAAAAMY0qg4AAIDnr7ddvH17idcAD9eKt+9KtkdEDNY6hdubneKD9Nfy4ehwFKdRvDVi5miaRDzZKI5jtEReJJekxO+zM4kYSvaZ2+kq3N4qcR4HQlb8dpU418z8dvHJTG0Xp9GOPDNayYn0lDjGULLLYK04kelpCnld3pGcx86kHkdETEnq8kiJspXlxeLh4ji29uQNW1bGs3o6ZzTPiznt4qM8Vy+uhxERPZ3idIZrxSfyyiwzI2JLEsbU5JpOKVFNZyX5tWB0OD3GlHZx+7uzXnzdj4w8v/uSC5/VoTJ9wFFDI4XbH+vO+7usHh2R5NVgPb9oT9aLO8X+WnF+ZnkVEVGcE+WO8UBnWuH2vqQ2/6yZ53dWLrb/vDjQXUn7HRExlNTlMvbWHtQOwHHHp1F8Ls/9oqf49yX69axdGxjZ/7HBM/XiNF46mrcXI0kJfjopWvNLdIhJmKXqSObh4b7iHfKsiFZyzR6vNQu37yoxH9m+rjiQMvUsK1udZGSaDCnH0rjjJ4XbR2oLC7c3k34/ImLb4/ufn7uSk8nGScfUWmkaXSPFcW5P+u0y85Gjh4rzKxtHRURM7RT3d5vrxZW5VmJ8nM3Js7LZXeI8pqfXNM/QrE3p6SoxYU7sTMpnd3KqA/VdaRrbRov7opnJOCkiYkkyXtuUrAvMLdFXNbuL87M7mfNs78qvaTbW6k/G+RH5nP1A9EVZySozxs5k9bDM/C6rR9nUq6fEECarA9m86rls8BD5+sW8EuV3Q1dxHWgmhyizLpCVrYWjxSdSJo3MjBIDof6kAE9Jyk2ZNcIsigNRDxeOFEeypWv//x25rFxMSdbnIiJaSduXjdf6S2R41qdOS9Z6IiI2dxfn16yk3CRdREREzI7idZRFI735QRLZVW+WuGYjSR14yVDxyQ4mY8aIvH2emvz+uRJzniOSzqirRBs/u1N8zbpGuvODJBYl44ds3BmR53lXMq9/2UieodlYf27SJnV38nqYj9eykVLEE8ka3UBSLsqsXixIzjXL7zL3Lgb6dxRuH92a17NZPcXj8L6+4jniY5v70zQGk7XGY056pnD7Iz+ZnaYxmox/Z8zc+3nWR4YiHk8PP05z6ki099YflBhrzewtzs/F07cVbp86cyhNo3dhcRzdS2elx/jGTcVzr185bkPh9v/xsyPSNM6avbFw+xNPzyjcfuJpT6dp3POj4rWaMnYmdfHYenE9fGS0eI07IuLUVnF7kd1DnBN5uZg1pbiubx6ckh5jY624XLysVdz3l1l/O6ldXEcGR4vb706JtrN/SnEaC3cVn2dExJKkv+qrFefF7Kk70zQe21F8d/jk4eJr+pPG/o8Zy8xHGknTl60XlRiupeOL7C5kdo88ImJmMicfLDEnz+aqOzvZfDvvR7qTMp6da4nlopg7Wly+ZyRz9oiIZ5P53ZbkXmb2fFFEvjY2muRVb4n10OyabC6zVpPsktWBMs98pcdIdphVooHelsQxo8ScfDA5xstbxVd1S1feYmTPJYwkfVmZ/D56qDiN9Y18/rchWcaeljYH+3/NsnlV9vuIA/MXT7I5d19yrlm5iohoZM8sJtvL3NPK8iLrDyMidmbPOSVV4KmuvCL2dIoD2ZWsaO4qsZaTtc9HJOsbEflaeNbfdZWZTw8Xn+svkmfTBkqsPWTPoc5P1g0iIjY0iuPI7rGUKXu9ySXJDjG7kd/fe26ouACXWUvfkuTFwEhx3/5kI+9Hsj4xGx9n94EiIl5SHyzcvms4n0NmdWBOMswpc9sha1+zZ8rLlL05yTpKmXvg2TgnuyZz86qcjiuzcvHK4bzs1ZNxZ4lhZ8zsFJ9Mdh5HjZZZw06eW09mZxvrxc+ZRJRbj8/MSOZ32b34bFwaEbE9eTY4K79lnv3J5roH4u8BZP3IiUP5mtPT9eKyk51qmbYzk92bi4joK3HfC3h+OmUWmgAAADgo9v/JbwAAAAAAAAAAAAAAAAAAAAAAAAAOiAPxDzkBAAAAAIfAUK0Z35j/ryMi4pzztxTu+//cOjsiIlol/jVWAAAAAJisdv6H34zOtN6IiKjt2BVT/uSrFUcEAAAAAAAwcbQ7tapDAAAAmLS8IA4AAAAADhe1WgzVxv6yamdKT+Gura7eQxERAAAAABzWOtN6I6ZPGfvvimMBAAAAAAAAAACA/48XxAEAAAAAAAAAAAAAAAAAAADj+Ad2AAAAqlOvOgAAAAAAAAAAAAAAAAAAAAAAAAAAxjSqDgAAAAAAAAAAAAAAAAAAAACYWNqdWtUhAAAATFr1qgMAAAAAAAAAAAAAAAAAAAAAAAAAYEyj6gAAAAAAAAAAAAAAAAAAAACAiaXTqVUdAgAAwKRVrzoAAAAAAAAAAAAAAAAAAAAAAAAAAMY0qg4AAAAAAAAAAAAAAAAAAAAAmFjaVQcAAAAwidWrDgAAAAAAAAAAAAAAAAAAAAAAAACAMV4QBwAAAAAAAAAAAAAAAAAAAIzTidoh+bwQn/3sZ2Pp0qXR29sbZ5xxRtx111373Pfzn/98vP71r49Zs2bFrFmz4txzzy3cHwAAYCLwgjgAAAAAAAAAAAAAAAAAAADgsPCXf/mXsXLlyvjwhz8c9957b5x88slx3nnnxcaNG/e6/5o1a+Ltb397fO9734s77rgjFi9eHG94wxviiSeeOMSRAwAAlOcFcQAAFbv99tvjpJNOiu7u7rjggguqDgcAAAAAAAAAAAAAAAAAot05NJ/n61Of+lS85z3viXe9611x4oknxuc+97mYOnVqfOlLX9rr/jfddFO8973vjVNOOSWOP/74+MIXvhDtdjtuu+22/cwhAACAg8cL4gAAKrZy5co45ZRT4pFHHokbb7yx6nAAAAAAAAAAAAAAAAAAYEIaGhqKe+65J84999zd39Xr9Tj33HPjjjvuKHWMwcHBGB4ejtmzZx+sMAEAAPZbo+oAAAAmu7Vr18a/+3f/Lo488siqQwEAAAAAAAAAAAAAAACAiIhoR+2QpNNqtaLVao37rtlsRrPZ3GPfTZs2xejoaCxYsGDc9wsWLIgHH3ywVHof/OAHY9GiReNeMgcAADDR1KsOAADgxa7VasX73//+mD9/fvT29sbrXve6uPvuu+PRRx+NWq0WzzzzTLz73e+OWq0WN954Y9XhAgAAAAAAAAAAAAAAAMAhs3r16ujv7x/3Wb169UFJ64orroivfvWr8fWvfz16e3sPShoAAAAHghfEAQAcZH/wB38QX/va1+LLX/5y3HvvvXHMMcfEeeedF9OnT4/169fHjBkz4uqrr47169fH2972tqrDBQAAAAAAAAAAAAAAAIDoRO2QfFatWhVbt24d91m1atVeY5o7d250dXXFU089Ne77p556KgYGBgrP58orr4wrrrgivv3tb8crX/nKA5ZPAAAAB4MXxAEAHEQ7duyI66+/Pj75yU/GG9/4xjjxxBPj85//fEyZMiW+9KUvxcDAQNRqtejv74+BgYGYMmVK1SEDAAAAAAAAAAAAAAAAwCHTbDZjxowZ4z7NZnOv+/b09MSpp54at9122+7v2u123HbbbXHmmWfuM41PfOIT8bGPfSxuvfXWOO200w74OQAAABxojaoDAAB4MVu7dm0MDw/Ha1/72t3fdXd3x7Jly+KBBx4odYxWqxWtVmvcd8Od0eiudR3QWAEAAAAAAAAAAAAAAADg/9OuOoB9WLlyZbzzne+M0047LZYtWxZXX3117NixI971rndFRMRFF10URxxxRKxevToiIj7+8Y/H5ZdfHjfffHMsXbo0NmzYEBERfX190dfXV9l5AAAAFKlXHQAAAMVWr14d/f394z7f3H5/1WEBAAAAAAAAAAAAAAAAwCH3tre9La688sq4/PLL45RTTon77rsvbr311liwYEFERKxbty7Wr1+/e//rr78+hoaG4t/8m38TCxcu3P258sorqzoFAACAVKPqAAAAXsyOPvro6Onpidtvvz1e8pKXRETE8PBw3H333XHppZeWOsaqVati5cqV4777v4/7nQMdKgAAAAAAAAAAAAAAAADs1ola1SHs04oVK2LFihV73bZmzZpxf3700UcPfkAAAAAHmBfEAQAcRNOmTYvf/d3fjcsuuyxmz54dS5YsiU984hMxODgYF198caljNJvNaDab477rrnUdjHABAAAAAAAAAAAAAAAAAAAAgIp5QRwAwEF2xRVXRLvdjt/6rd+K5557Lk477bT41re+FbNmzao6NAAAAAAAAAAAAAAAAADYq3bVAQAAAExiXhAHAHCQ9fb2xjXXXBPXXHPNXrc/++yzhzYgAAAAAAAAAAAAAAAAAAAAAGDC8oI4AAAAAAAAAAAAAAAAAAAAYJx21QEAAABMYvWqAwAAAAAAAAAAAAAAAAAAAAAAAABgTKPqAAAAAAAAAAAAAAAAAAAAAICJpRO1qkMAAACYtOpVBwAAAAAAAAAAAAAAAAAAAAAAAADAmEbVAQAAAAAAAAAAAAAAAAAAAAATS7tWdQQAAACTV73qAAAAAAAAAAAAAAAAAAAAAAAAAAAY06g6AAAAAAAAAAAAAAAAAAAAAGBiaUet6hAAAAAmrXrVAQAAAAAAAAAAAAAAAAAAAAAAAAAwplF1AAAAAAAAAAAAAAAAAAAAAMDE0qk6AAAAgEmsXnUAAAAAAAAAAAAAAAAAAAAAAAAAAIxpVB0AAAAAAAAAAAAAAAAAAAAAMLG0qw4AAABgEqtXHQAAAAAAAAAAAAAAAAAAAAAAAAAAYxpVBwAAAAAAAAAAAAAAAAAAAABMLO1areoQAAAAJq161QEAAAAAAAAAAAAAAAAAAAAAAAAAMKZRdQAAAAAAAAAAAABQhdqOXdH53/6bCaTTie7OUERE1FpD6e7d7bHrN1xrRtRqBzU0AAAAAAAAAACAg80L4gAAAAAAAAAAAJiUpvzJV6sOgX3o7gzFq5/+m7E/3Jbv///7p///3txfi+Fa70GLCwAAAAAAJpNOvgsAAAAHSb3qAAAAAAAAAAAAAAAAAAAAAAAAAAAY06g6AAAAnr8tXcXb13WNpscYTv79ls0xnB5jejKcnJtsT07jn9QKt/60p/jXzRL/TM32WvFO7eIQxvZJ8jO7IqfvytNY09su3L6tVhzoaFf+fuhtteI0snITEbG4Xnxln62NFG6f38mnKc8khefJZHtfiXKxrl4c5ytG8jgfahRf+cFGcX63onh7RMSuruKTeS6Kz2NqiZo4r9NduP2B7v1vc46qFednb5pCxM+S/M5iOLKeX9OXDRVvHyjO7oiI+HlPcV18NCl7bxjKG6U7eorLzquGi6/p4428kmyrF8cxXEsa6MjbxqeSSzKlRF2e2i7e6e7m/rd7fV3FgQ6X6EceTfruU4aK6+r9eXbH/HbxMX7enfVl+/9vv+WtWsTcdnEdeaxRnKHzSiTyQNJe1B9fVBxDT54XI0mfWk/GOBERySWJnltmF25/rMRAqJ3E0b1+TuH2x6fkY8YtjeKyd0QydoiImJFc14caxW3nma08jf/VW7xPFsPD3WVK+MHXqhXXoS3J2DciYiTpB146UpxGVsciIupPLizc/osS5XckqUbNTokGOHHbtxYUbl/XLP59V5l/o+XpuYWbH+jNBxhLk7FUNrbdXp+SpjEwUnxN/jEZf+ws0QucnvRVj3fn+Tkj6Ud+kYyfn273pWkMJ2OUTfXic52dxBiR/4urT9f3fwy+a3Ra4fYyrdqDXcX9wMJkLrG2PTVNYyjJ7231vL0YTPqaB5I2/JUlxuD3jU4v3N6THOKnJdrO7JoOlJhPLx4uPsYdPcXtRZnx8bRknpn1ygNJWxAR8UTSV23u2v8+YHsynusqMZ7LurOsr1pbYnyxI6mty0bz/BxMjvGLJD+3prO7/F8tWzZU3F7cn/QzZQyVKL+bkn6iN7lmW5I+oEwcI8n2Mn3qcBRPEreUaDtbybgxaw8W1PKytznJr+xM+ztlxgbF2zc28mNsTdqDnfXiY5RpO7e0y6x+FcWQ75Otg08tMX7O1gbmdBVf91nJmDIi4pFkMjwzWbB/rMT9kWOStnFjiZsXg/XiyUA2p58xmudFV7bmnx4hktXhiIeLm994SYn1zp1J0cnq2UuG83YtG6/9yxJlK1uvf3WrOM6HSqy/zUrG+tk6YYnsjq07iteDtpWIc9FwcSE/uav4ptVQibnuQ83ifc6aWbz9p53i+UpEnp9Pb9h7Pe1p74ol6dHH+8cn5sZQfc+2+uitW9Pf/myoeK6wNLnx25XcS4qIePyHxXPZGT/Ob0Su6y7O896FxRn+s8fyfmRZs7gePraXPG52Il6dHnlP67sa0drL2n2J6V08lYwJj2wVz70ebuaJ/MvhVuH273UXz5entpIGPCKWztlSuL2rKy9bd7WK+7vzG88Vbv/B8Mw0jVfMLj7G1meL162e3ZUs0EXE0zuL83NJc0d6jEwtGWvNPXJ7eoz/8cjMwu1LGsXHGBzNx5Szk7WDMuvcfck4fFMtuUeejJ8j8jlkVgM2JvU4Il/vfLjE09XZ8xWNJL97O3mcczvF/cT65Fyz9Y2IiO4kjTkj+TE2JGPo7Jo+VuL+9K5kltibpFIbztcis+We7H5URMTpyX3dvnbxeXyvN8+LI9rFZesfk3Xb1yd9WUTEj5Pm9ZRdeZw/SfrEWcncbLTE+tuu5LovHinOi29NydukOaPF+TV/JC8XW5JnCqYnE7y12SQzIp5N2t/R5J5ttv4REdGTXJNdJdZAlibXfVEyR7yzRB1pJHEOjCb3Oks8B5X1h4/XkgeMImJm8mxldqbdJerIz5O5cHaMh0vMR7L2eVmJNf8sz7NnWQe68snwMUl7sSFZq1ya3IePyM/j9BL3CB9M+prBZEWov8RfEduWPHeTrWeOjBTPcyMidpVYn8g8kdwPXZK0Fz8rMZ7L7kk9llzTrC2IiOhKxiDbS6xF/rRr/565LbF8HI/XiuvZlOQoW5JnCSMijkjq0dYSgW5Mnj+emsRZ5m5T1jZm99WOG8kv6sPJWGvjaD7XzbrEwSQ/55ZYjLw/eUZuY7s4zseSZ1Ui8rJV5po1k3uZg8k4aU7yHFRExPqk7ZybrPk/XGLOsyNp43tK1OasXdqZjPkGkrXjiPx+/8+ShyN2lnh2bX2yS5m7aqPJPRbg+ZsYT8gCAABMTmXWeQEAAAAAAAAAAAAAAAAAAAAAAAA4BEr8mygAAAAAAAAAAABweBuqNeNb8y6IiIhjZz5buO/aLTN3/4aJY3DFm6Mz9ZfXpDbYiqnX/W2FEQEAAAAAwItbu1Z1BAAAAJOXF8QBAAAAAAAAAADw4lerxVCtNyIi2o2ewl2H6r2HIiKep87UZsS0X16bToWxAAAAAAAAAAAAHExeEAcAAAAAAAAAAAAAAAAAAACM045a1SEAAABMWvWqAwAAAAAAAAAAAAAAAAAAAAAAAABgTKPqAAAAAAAAAAAAAAAAAAAAAICJpVN1AAAAAJNYveoAAAAAAAAAAAAAAAAAAAAAAAAAABjTqDoAAAAAAAAAAAAAAAAAAAAAYGJp16qOAAAAYPKqVx0AAAAAAAAAAAAAAAAAAAAAAAAAAGMaVQcAAAAAAAAAAAAAAAAAAAAATCztqgMAAACYxOpVBwAAAAAAAAAAAAAAAAAAAAAAAADAmEbVAQAAAAAAAAAAAAAAAAAAAAATS6fqAAAAACaxetUBAAAAAAAAAAAAAAAAAAAAAAAAADCmUXUAAAAAAAAAAAAAAAAAAAAAwMTSrlUdAQAAwORVrzoAAICJqtPpxCWXXBKzZ8+OWq0W991330FJ5+yzz45LL730oBwbAAAAAAAAAAAAAAAAAAAAADi8NKoOAABgorr11lvjxhtvjDVr1sRRRx0Vc+fOrTokAAAAAAAAAAAAAAAAADgk2lUHAAAAMIl5QRwAwD6sXbs2Fi5cGK95zWuqDgUAAAAAAAAAAAAAAAAAAAAAmCTqVQcAADARLV++PN73vvfFunXrolarxdKlS6PVasX73//+mD9/fvT29sbrXve6uPvuu8f97vvf/34sW7Ysms1mLFy4MD70oQ/FyMjI7u07duyIiy66KPr6+mLhwoVx1VVXHepTAwAAAAAAAAAAAAAAAIBU+xB9AAAA2JMXxAEA7MVnPvOZ+KM/+qM48sgjY/369XH33XfHH/zBH8TXvva1+PKXvxz33ntvHHPMMXHeeefF5s2bIyLiiSeeiDe96U1x+umnx9///d/H9ddfH1/84hfjj//4j3cf97LLLovvf//78Y1vfCO+/e1vx5o1a+Lee++t6jQBAAAAAAAAAAAAAAAAAAAAgAmmUXUAAAATUX9/f0yfPj26urpiYGAgduzYEddff33ceOON8cY3vjEiIj7/+c/Hd77znfjiF78Yl112Wfzpn/5pLF68OK677rqo1Wpx/PHHx5NPPhkf/OAH4/LLL4/BwcH44he/GH/xF38R55xzTkREfPnLX44jjzyyylMFAAAAAAAAAAAAAAAAgD10alVHAAAAMHl5QRwAQAlr166N4eHheO1rX7v7u+7u7li2bFk88MADERHxwAMPxJlnnhm12i9XvV/72tfG9u3b4/HHH48tW7bE0NBQnHHGGbu3z549O4477rjCtFutVrRarXHfDXdGo7vWdSBODQAAAAAAAAAAAAAAAAAAAACYQOpVBwAAQLHVq1dHf3//uM93tt1fdVgAAAAAAAAAAAAAAAAAvIi1D9EHAACAPXlBHABACUcffXT09PTE7bffvvu74eHhuPvuu+PEE0+MiIgTTjgh7rjjjuh0Orv3uf3222P69Olx5JFHxtFHHx3d3d1x55137t6+ZcuW+OlPf1qY9qpVq2Lr1q3jPv//GS8/wGcIAAAAAAAAAAAAAAAAAAAAAEwEjaoDAAA4HEybNi1+93d/Ny677LKYPXt2LFmyJD7xiU/E4OBgXHzxxRER8d73vjeuvvrqeN/73hcrVqyIhx56KD784Q/HypUro16vR19fX1x88cVx2WWXxZw5c2L+/PnxH//jf4x6vfidvc1mM5rN5rjvumtdB+1cAQAAAAAAAAAAAAAAAKBddQAAAACTmBfEAQCUdMUVV0S73Y7f+q3fiueeey5OO+20+Na3vhWzZs2KiIgjjjgi/u7v/i4uu+yyOPnkk2P27Nlx8cUXxx/+4R/uPsYnP/nJ2L59e7zlLW+J6dOnxwc+8IHYunVrVacEAAAAAAAAAAAAAAAAAAAAAEwwXhAHALAPl156aVx66aW7/9zb2xvXXHNNXHPNNfv8zVlnnRV33XXXPrf39fXFV77ylfjKV76y+7vLLrvsgMQLAAAAAAAAAAAAAAAAAAdKp+oAAAAAJrF61QEAAAAAAAAAAAAAAAAAAAAAAAAAMKZRdQAAAAAAAAAAAAAAAAAAAADAxNKuVR0BAADA5FWvOgAAAAAAAAAAAAAAAAAAAAAAAAAAxjSqDgAAAAAAAAAAAAAAAAAAAACYWNpVBwAAADCJ1asOAAAAAAAAAAAAAAAAAAAAAAAAAIAxjaoDAAAAAAAAAAAAAAAAAAAAACaWdtUBAAAATGL1qgMAAAAAAAAAAAAAAAAAAAAAAAAAYEyj6gAAAAAAAAAAAAAAAAAAAACAiaVTdQAAAACTWL3qAAAAAAAAAAAAAAAAAAAAAAAAAAAY06g6AAAAAAAAAAAAAAAAAAAAAGBiadeqjgAAAGDyqlcdAAAAAAAAAAAAAAAAAAAAAAAAAABjvCAOAAAAAAAAAAAAAAAAAAAAAAAAYILwgjgAAAAAAAAAAAAAAAAAAABgnPYh+rwQn/3sZ2Pp0qXR29sbZ5xxRtx1112F+//VX/1VHH/88dHb2xsnnXRS/N3f/d0LTBkAAODQ8II4AAAAAAAAAAAAAAAAAAAA4LDwl3/5l7Fy5cr48Ic/HPfee2+cfPLJcd5558XGjRv3uv8Pf/jDePvb3x4XX3xx/K//9b/iggsuiAsuuCB+8pOfHOLIAQAAyvOCOAAAAAAAAAAAADhcdDpRHxmK+shQNEZbhZ+ukaHoGhmK6HSqjvqAqA22Inbs2v2pDbaqDgkAAAAAAF7UOofo83x96lOfive85z3xrne9K0488cT43Oc+F1OnTo0vfelLe93/M5/5TJx//vlx2WWXxQknnBAf+9jH4ld+5VfiuuuuewGpAwAAHBqNqgMAAAAAAAAAAAAAyqmPDseS+38QERFLsp2fGvu/h4/+lzHa6DmocR0KU6/726pDAAAAAAAAKjY0NBT33HNPrFq1avd39Xo9zj333Ljjjjv2+ps77rgjVq5cOe678847L2655ZaDGSoAAMB+8YI4AAAAAAAAAAAAAAAAAAAAYJx2dA5JOq1WK1qt1rjvms1mNJvNPfbdtGlTjI6OxoIFC8Z9v2DBgnjwwQf3evwNGzbsdf8NGzbsZ+QAAAAHjxfEAQAchoZrxduXterpMQbrxQfZ0MiHiqPJ9tnJDp1aciIR8Q9dQ4Xbl44W/yv3ZQa8ra7i7ce1irePKT6XVnKu/09vnsj0KA50Vrv4um+ut9M0Fo8WH2NqfohY1yi+8TOnU3wezRL3jbI41jaKd5iSxBAR8dqkYDzQkwd63EjxMbbVi7f/rF5c/iMiXjFSXMofbRRf075O3l48Uy8+15eO5vmZXbNHk3KzvjacpvEvhroLt48m9fSR7vya/nlzsHD74tqU9BjNKM7zE5Nr+j+m5BXxzKHiYzyUnGteKiK214rjuKc7j7M/adeSohdTkmsaEfFkd/E+L0nKb16687KzuZb1mBELO8XX7LEkjfW1vL3YWis+m/6kbewrUTK6DsC9/4eTtu/ITnFdz8YOERGnjhSPHzKzOnnZG072mV6iT83GfE8k5XtuXvQiO5WfNYvL5pIDcM3vr+9K95lWL45jabt4+/0l+u0tSV3dlDQIs0uML6aUKDuZbKz0j0kdOCkZP0fkY9e/bxT3y68aLq6nERHZlGVWO8+rkWSXrGsv099l/cj8pJ6NlEhjbU9xJCckY/SIvO3L2r1HkvFzRMSWnuK8yOYS3SXGnQ8nF217iT71H+vFub6kU5wX67vyvNgYSR0Y3fNhtP/dg1352HY4eaBu2fD+9WUR+Rhmazrrjzh5JOmXG8XXY3pXPmvPWvC1tXw+/UjxJYkzRnoLt/9dd/E8ICLiyFrxMX7eKT7GW4b60jQyf929Pd3n2107C7cvH5pXuH1LiQFy1oT3JdXsmRJpDIwWJ7Ipm0xExNwk0KVJGtkcMyLvq/57d3H5XTaSFN6ImJKsB2Xzv4h8rSYbSs0u0asOJJ3io0mcxw3naTQ7xcd4tHv/b41nY/QSQ/B4xXAyD03ye0OJ0/h5V3GGLxvKK9pj3cV5/tNa8Th+VjIHjYgYjOIG4dXJ+tzPS3SHDyd5MT+Zj0dEjCS90bykfD/VyNuLqcl1fzgZr5V5GP+UoeJr+g89+TjoFckx1iVTgadLXLOZSfu8JWnjszoWka9hzy8xH2kluzyUlL1ja3nZe7SruFXJ1rUiIjbWi4/xyqQ9uL0nX2eZndyJWZDMFe5P1h4iIl6ehHF7b37NThkq3udnSfk8osQELxk+RLa0W2bVYOFI8XzioSl5udiU3CN8bFvxmHC4eOgbEREvGSquZ7f8jyMKtzdLtGvdyTrLM115Xty3ZW7h9mxKfseO2WkayXQ6HupMK9z+8Mape/2+OborlqSpjzf3+J3Rae69XZh/Z/Fvs2u2NBmLRUTctn5h4fZ8Ram8nk7E3kIqMTyOpUnZ+nF3cSVYOpwn8rmkYLwhqUOPdZco3xsHCrdn66EREacmbd+n6sV5cXaJdfDrtxbXw+yRgk5+ay5aSZtSj/wgU5N5T3avfuSxGWkaRyaX5G/r/YXbS2RFbEuu+yuH8355MGkbu5O5QJl12WzuldXlMs8cPJzUw1klyu+idpk7ifv2UImGryspv0uTxYdOibudm5NdNjbzq5atlf+skZW9Mnm5f/eWnyyR39llP6VEHfnvyRi6O6kFi5N7XhF5PVqWPDtxXzMv4EckA6FHskFORCxO+pF6pziObSXm063kHmK21viqpM8dO0ZxHNuTGCIink6e2RpJnu1ZnC00RkRv8qxff1JPt5VYczomWaOb0s7z81vN4jWlLfXiNdFsblfGd3uK12XPHsrXZbcmZWtW5MfIsnx6cs3KrBO+JBmbfqOn+J7Bv2nlE8DhpO/P+tyIiNOTm8frkjH40UMlOu6klV9aK45hU4n8PnNXcRobknvPEfma6JakrpfJiew5vr6kLm8skRePJvdsjx7ND3JqUi6+P6U4P1+TP4oSv0jWg87cVZxGmXXZjcla+4YS97RetytZr0+anDL3LrLnDbcl60nTShS+p5LLnq3FR0ScleTFSDKJvK/EZOFXdhXv005W8TaWGHeelNzi3lFi4pQsc8f65IbT1hJxnpIshD+XxHl68gx1RD6OL+PpZNw4b6Q40Oz3ERHZECR7Nm1pEkNExOau4n2Oa+UVbWdSV3uSZ3c2lsiLh5Nng09IMqvMfbNsDPNomfn0oXmPFXAQrF69Oj760Y+O++7DH/5wfOQjH6kmIAAAgAnAC+IAAAAAAAAAAAAAAAAAAACAccq8jPhAWLVqVaxcuXLcd83m3t+IO3fu3Ojq6oqnnnpq3PdPPfVUDAzs/R9RGRgYeF77AwAATAReEAcAAAAAAAAAAACHsV1/tDw606dERETtuZ3Re/mN1QZ0ALTqzfir+b8eEREjtXz/7s4vfwcAAAAAABxems3mPl8I98/19PTEqaeeGrfddltccMEFERHRbrfjtttuixUrVuz1N2eeeWbcdtttcemll+7+7jvf+U6ceeaZ+xs6AADAQeMFcQAAAAAAAAAAAHAY60yfEjF96th/VxzLAVOrRaurNyLKvSCu/aI5cQAAAAAAmDgm6vL7ypUr453vfGecdtppsWzZsrj66qtjx44d8a53vSsiIi666KI44ogjYvXq1RER8Xu/93tx1llnxVVXXRVvfvOb46tf/Wr86Ec/ij/7sz+r8jQAAAAKeUEcAAAAAAAAAAAAAAAAAAAAcFh429veFk8//XRcfvnlsWHDhjjllFPi1ltvjQULFkRExLp166Jer+/e/zWveU3cfPPN8Yd/+IfxH/7Df4hjjz02brnllnjFK15R1SkAAACkvCAOAAAAAAAAAAAAAAAAAAAAGKdddQAFVqxYEStWrNjrtjVr1uzx3Vvf+tZ461vfepCjAgAAOHDq+S4AAAAAAAAAAAAAAAAAAAAAAAAAHAqNqgMAAAAAAAAAAAAAAAAAAAAAJpZ2reoIAAAAJq961QEAAAAAAAAAAAAAAAAAAAAAAAAAMKZRdQAAAAAAAAAAAAAAAAAAAADAxNKOTtUhAAAATFr1qgMAAAAAAAAAAAAAAAAAAAAAAAAAYEyj6gAAAAAAAAAAAAAAAAAAAACAiaVTdQAAAACTWL3qAAAAAAAAAAAAAAAAAAAAAAAAAAAY06g6AAAAAAAAAAAAAAAAAAAAAGBiaVcdAAAAwCRWrzoAAAAAAAAAAAAAAAAAAAAAAAAAAMY0qg4AAAAAAAAAAAAAAAAAAAAAmFja0ak6BAAAgEmrXnUAAAAAAAAAAAAAAAAAAAAAAAAAAIxpVB0AAAARo6OjUavVol73/l4AAAAAAAAAAAAAAAAAqtepOgAAAIBJzBtIAABegLPPPjtWrFgRK1asiP7+/pg7d278p//0n6LTGVvybrVa8fu///txxBFHxLRp0+KMM86INWvW7P79jTfeGDNnzoxvfvObceKJJ0az2Yx169ZVdDYAAAAAAAAAAAAAAAAAAAAAwEThBXEAAC/Ql7/85Wg0GnHXXXfFZz7zmfjUpz4VX/jCFyIiYsWKFXHHHXfEV7/61fiHf/iHeOtb3xrnn39+/OxnP9v9+8HBwfj4xz8eX/jCF+L++++P+fPnV3UqAAAAAAAAAAAAAAAAADBO+xB9AAAA2FOj6gAAAA5Xixcvjk9/+tNRq9XiuOOOix//+Mfx6U9/Os4777y44YYbYt26dbFo0aKIiPj93//9uPXWW+OGG26IP/mTP4mIiOHh4fjTP/3TOPnkk6s8DQAAAAAAAAAAAAAAAAAAAABgAvGCOACAF+jVr3511Gq13X8+88wz46qrroof//jHMTo6Gi972cvG7d9qtWLOnDm7/9zT0xOvfOUr03RarVa0Wq1x3410RqNR69rPMwAAAAAAAAAAAAAAAACAvWtHp+oQAAAAJi0viAMAOMC2b98eXV1dcc8990RX1/iXuPX19e3+7ylTpox7wdy+rF69Oj760Y+O++4NM06K8/vzl8sBAAAAAAAAAAAAAAAAAAAAAIcXL4gDAHiB7rzzznF//p//83/GscceG6961atidHQ0Nm7cGK9//ev3O51Vq1bFypUrx333f778d/b7uAAAAAAAAAAAAAAAAACwL52qAwAAAJjEvCAOAOAFWrduXaxcuTJ+53d+J+6999649tpr46qrroqXvexlceGFF8ZFF10UV111VbzqVa+Kp59+Om677bZ45StfGW9+85ufVzrNZjOazea47xq1rgN5KgAAAAAAAAAAAAAAAAAAAADABOEFcQAAL9BFF10UO3fujGXLlkVXV1f83u/9XlxyySUREXHDDTfEH//xH8cHPvCBeOKJJ2Lu3Lnx6le/On71V3+14qgBAAAAAAAAAAAAAAAAINeuOgAAAIBJzAviAABeoO7u7rj66qvj+uuv3+u2j370o/HRj350r79dvnx5LF++/CBHCAAAAAAAAAAAAAAAAAAAAAAcbrwgDgAAAAAAAAAAAAAAAAAAABinE52qQwAAAJi06lUHAAAAAAAAAAAAAAAAAAAAAAAAAMCYRtUBAAAcjtasWVN1CAAAAAAAAAAAAAAAAABw0LSrDgAAAGASq1cdAAAAAAAAAAAAAAAAAAAAAAAAAABjGlUHAAAAAAAAAAAAAAAAAAAAAEws7ehUHQIAAMCkVa86AAAAAAAAAAAAAAAAAAAAAAAAAADGNKoOAAAAAAAAAAAAAAAAAAAAAJhYOlUHAAAAMInVqw4AAAAAAAAAAAAAAAAAAAAAAAAAgDFeEAcAAAAAAAAAAAAAAAAAAAAAAAAwQTSqDgAAAAAAAAAAAAAAAAAAAACYWNrRqToEAACASatedQAAAAAAAAAAAAAAAAAAAAAAAAAAjGlUHQAAAAAAAAAAAAAAAAAAAAAwsbSrDgAAAGASq1cdAAAAAAAAAAAAAAAAAAAAAAAAAABjGlUHAAAAAAAAAAAAAAAAAAAAAEwsnehUHQIAAMCk5QVxAAAAAAAAAAAAcBirPbdz91/Pqm0d3HN7a3ifv+0d3RUREbvqzYha7WCEBwAAAAAAAAAAwPPkBXEAAAAAAAAAAABwGOu9/MbC7f3/7Uf73HbhP/3/TQO/Hru6eg9cUAAAAAAAwGGvXXUAAAAAk1i96gAAAAAAAAAAAAAAAAAAAAAAAAAAGNOoOgAAAJ6/+SPF25+r19Jj7EheFVzv5HGsrxcH8myjOI565HFmsgHtYIkknqmNFm7f0rX/w+bhJI5O5Bm+M/k3dxYk5WJ9T57GluTCD9fyDO1NrusTteJAe0ukMafWVbj92JHi7ZuKN0dExJau4jhGS1yzZ5N6ll2zVndPmsbWJI0sNzck1yMiYmrybvFnS7Q5w8n2Y5MdRnq60zTya1asr5Ofx6m16YXbnyvxb2M1k3S2J9f01FYe56ak/Y2k/PaUaJ+7k/OY2cnfSZ+1je0kzu4SfVUWxZZkhzJpnNQq3unO3jwvWsm5zkjy+8jI24sna8UVbWqtOM7BEnnRSvqRKSXq2bQobqSz9qRRovxm44PFI8V1+Zmu/JqOJGlsKdEXZVl+RNKEbyyRRta69ibN2rauvGBke7xuuDc9xqON4qNkTeNAOy8XzXrxmG9j0mdmbVpEPnYdLjG+yM51RlKHsn4mIp8LTE/SyOYaERGLhosL1yM9+UGy3Mou+2iJazaQ1LNnknpWph+ZkdWzEvk5KyldWbt32q48jaeS8UVWtvKeKmIguShT23nD9o89+zfPPGY4z/D+RrNwe5bfR7fzsW1W17eVaOMzLxsqTuSBEvUwm/Nkc4l5I3kl6e0U77OtXnw9IiJmJA1CVs9OiqlpGgPJIGVXd3F/V2ZskDm2lsfZlczfnk1+n41xIiLW14tnX3OTOf2mZJ0mImK0XnyMhSUa+Ww+PZy0eyWmZuk8dH4yGsv6mYiIKQfgnwPL+qsdtf2fQ25KBkJdyTHK5EU2FyhTzbYn5zoraU/mlpgLP50Eko0Zy4xhsvHak+m6QUQyBI+XRnH721tiHLQgOduNabnJvaRdfJB8ZSxiTpLSU0mc00r8U+pZPVw0Wly2snXdiIiNyXWfX2LetCE511nJuT7SlWdGp75/DVtWbiIiWkld31gihGnJGsfcTnG5KXPNlo4WH2NziWMMJTOnrH0+opOPXbfWiq/rU8l1H0jKd0TEs0mFL1NqsvFWVg+3lmh0TmoNFW7/cbN4ZlTm3lx2rvPbeW7MT8bh2RimzLz/2WS9/iXDxS3wL7r3/95cmXLR7BSXzy1dxRe+zLx/MAlkfrIW2djHnKinXaKDeQE2dUXs3Mtpn7Kr+Jo92pNfs8VDxaXr8e7i/M7KTUTEz0vEkclyNrvs2f2qiIijOsVzxE3JMcrMzeYnA8d6Ur4jIjYnuyxIVnyysW9ExNQSY+giI0m/HpH3y9uSviwiv78xPTnEzNE8zse79+/+9NYS5WJep7iOlLmPnu3yRPIcSfMA/LvWLxspPsba7vyaTkvK3mCJsjUlebYhy6syc5rsHvb6AzBvyp7hKGNnoziltNyUaL6zY2RXvcw9mGxtocy9t+xZqG3J3c5flKgifUk9Gm0Ubx8pkRe/SMbxc0qMO7O6ePx+9gER+3+//7Gk7Y2IOHqo+CB3N/M2Z1N2l7te3KduKpFVzyUj+a70Ob7cz5Jr2lfimmbjh6x0/jyfpqZrjZl1JdLInmcpE0O2Ft6XrJGUWMqJh5P7ZvNqxdfjoWZ+TbN6NqXEvCkbB2Vr1D8tEecJreL8Xtso3r6gxH3Kbcm9tedKjC92pmPCYk8mY7GIiHnJsxG9yfjjJUN5uzdY2/+52Ya0jS7Oz8dK3OvMymd2jDIz84FkHWa4RHvxxH7OFco8F7kh6Sc2JPf/5pWoI8cmZWdLieexsvYie3bnJSUm1I8n/UBWkxeWuAee5XeZfrkvKYBzk45iZ5n7vklVzh5Lf6bEGsn+1fQxxyRlK6vLx7bytrOerFdm49Iy68vZOP2J7rxkJI+BRE/SHhyVrN9FRDyc1MNnknJT5ppmdaRZ4iAHZ/UUJrcyf+cJAACAg+MA/JUBAAAAAAAAAAAAAAAAAAAAAAAAAA6E/f9nWQAAAAAAAAAAAIBDYqjWjO/MvSAiIk49ecMe22tDwzHrv98z7rtdV743Ov19v9xn22D0fuC6gxonAAAAAABw+GtXHQAAAMAk5gVxAAAAAAAAAAAAcLio1WKo1hsREZ1mT6mfdPr7ImZM++WfD0pgAAAAAAAAAAAAHCheEAcAAAAAAAAAAAAAAAAAAACM0+74Z2cAAACqUq86AAAAAAAAAAAAAAAAAAAAAAAAAADGNKoOAAAAAAAAAAAAAAAAAAAAAJhYOlUHAAAAMInVqw4AAAAAAAAAAAAAAAAAAAAAAAAAgDGNqgMAAAAAAAAAAAAAAAAAAAAAJpZ2dKoOAQAAYNKqVx0AAAAAAAAAAAAAAAAAAAAAAAAAAGMaVQcAAAAAAAAAAAAAAAAAAAAATCyd6FQdAgAAwKRVrzoAAAAAAAAAAAAAAAAAAAAAAAAAAMY0qg4AAAAAAAAAAAAAAAAAAAAAmFjaVQcAAAAwidWrDgAAAAAAAAAAAAAAAAAAAAAAAACAMY2qAwAAAAAAAAAAAAAAAAAAAAAmlnZ0qg4BAABg0qpXHQAAwOHu7LPPjksvvbTqMAAAAAAAAAAAAAAAAAAAAACAF4FG1QEAAAAAAAAAAAAAAAAAAAAAE0snOlWHAAAAMGnVqw4AAAAAAAAAAAAAAAAAAAAAAAAAgDFeEAcA8Dzs2LEjLrrooujr64uFCxfGVVddNW77V77ylTjttNNi+vTpMTAwEO94xzti48aNERHR6XTimGOOiSuvvHLcb+67776o1Wrx8MMPH7LzAAAAAAAAAAAAAAAAAIAi7UP0AQAAYE9eEAcA8Dxcdtll8f3vfz++8Y1vxLe//e1Ys2ZN3Hvvvbu3Dw8Px8c+9rH4+7//+7jlllvi0UcfjeXLl0dERK1Wi3e/+91xww03jDvmDTfcEP/iX/yLOOaYYw7lqQAAAAAAAAAAAAAAAAAAAAAAE1Cj6gAAAA4X27dvjy9+8YvxF3/xF3HOOedERMSXv/zlOPLII3fv8+53v3v3fx911FFxzTXXxOmnnx7bt2+Pvr6+WL58eVx++eVx1113xbJly2J4eDhuvvnmuPLKKw/5+QAAAAAAAAAAAAAAAADAvnQ6napDAAAAmLTqVQcAAHC4WLt2bQwNDcUZZ5yx+7vZs2fHcccdt/vP99xzT7zlLW+JJUuWxPTp0+Oss86KiIh169ZFRMSiRYvizW9+c3zpS1+KiIi//uu/jlarFW9961v3mW6r1Ypt27aN+wx3Rg/GKQIAAAAAAAAAAAAAAADAi8bmzZvjwgsvjBkzZsTMmTPj4osvju3btxfu/773vS+OO+64mDJlSixZsiTe//73x9atWw9h1AAAAF4QBwBwwOzYsSPOO++8mDFjRtx0001x9913x9e//vWIiBgaGtq932//9m/HV7/61di5c2fccMMN8ba3vS2mTp26z+OuXr06+vv7x32+uf3+g34+AAAAAAAAAAAAAAAAAExe7egcks/BdOGFF8b9998f3/nOd+Jv/uZv4gc/+EFccskl+9z/ySefjCeffDKuvPLK+MlPfhI33nhj3HrrrXHxxRcf1DgBAAD+uUbVAQAAHC6OPvro6O7ujjvvvDOWLFkSERFbtmyJn/70p3HWWWfFgw8+GM8880xcccUVsXjx4oiI+NGPfrTHcd70pjfFtGnT4vrrr49bb701fvCDHxSmu2rVqli5cuW47/7v437nAJ0VAAAAAAAAAAAAAAAAALz4PPDAA3HrrbfG3XffHaeddlpERFx77bXxpje9Ka688spYtGjRHr95xSteEV/72td2//noo4+O//yf/3P823/7b2NkZCQaDa9oAAAADo161QEAABwu+vr64uKLL47LLrssvvvd78ZPfvKTWL58edTrY0OqJUuWRE9PT1x77bXx85//PL75zW/Gxz72sT2O09XVFcuXL49Vq1bFscceG2eeeWZhus1mM2bMmDHu013rOijnCAAAAAAAAAAAAAAAAAAREe1D9DlY7rjjjpg5c+bul8NFRJx77rlRr9fjzjvvLH2crVu3xowZM7wcDgAAOKS8IA4A4Hn45Cc/Ga9//evjLW95S5x77rnxute9Lk499dSIiJg3b17ceOON8Vd/9Vdx4oknxhVXXBFXXnnlXo9z8cUXx9DQULzrXe86lOEDAAAAAAAAAAAAAAAAwITSarVi27Zt4z6tVmu/j7thw4aYP3/+uO8ajUbMnj07NmzYUOoYmzZtio997GNxySWX7Hc8AAAAz4cXxAEAPA99fX3xla98JXbs2BEbNmyIyy67LNasWRNXX311RES8/e1vj0ceeSR27doVP/zhD+Mtb3lLdDqdOOWUU8Yd54knnoju7u646KKLDv1JAAAAAAAAAAAAAAAAAECic4j+t3r16ujv7x/3Wb169T7j+tCHPhS1Wq3w8+CDD+73+W/bti3e/OY3x4knnhgf+chH9vt4AAAAz0ej6gAAACaTVqsVTz/9dHzkIx+Jt771rbFgwYKqQwIAAAAAAAAAAAAAAACAyqxatSpWrlw57rtms7nP/T/wgQ/E8uXLC4951FFHxcDAQGzcuHHc9yMjI7F58+YYGBgo/P1zzz0X559/fkyfPj2+/vWvR3d3d/FJAAAAHGBeEAcAcAj9l//yX+Liiy+OU045Jf78z/+86nAAAAAAAAAAAAAAAAAAYK/a0Tkk6TSbzcIXwv1z8+bNi3nz5qX7nXnmmfHss8/GPffcE6eeempERHz3u9+NdrsdZ5xxxj5/t23btjjvvPOi2WzGN7/5zejt7S0dGwAAwIFSrzoAAIDJZPny5TE6Ohr33HNPHHHEEVWHAwAAAAAAAAAAAAAAAAAvSieccEKcf/758Z73vCfuuuuuuP3222PFihXxm7/5m7Fo0aKIiHjiiSfi+OOPj7vuuisixl4O94Y3vCF27NgRX/ziF2Pbtm2xYcOG2LBhQ4yOjlZ5OgAAwCTTqDoAAAAAAAAAAAAAAAAAAAAAgAPtpptuihUrVsQ555wT9Xo9fv3Xfz2uueaa3duHh4fjoYceisHBwYiIuPfee+POO++MiIhjjjlm3LEeeeSRWLp06SGLHQAAmNy8IA4AAAAAAAAAAAAAAAAAAAAYp9PpVB3Cfps9e3bcfPPN+9y+dOnSced59tlnvyjOGwAAOPzVqw4AAAAAAAAAAAAAAAAAAAAAAAAAgDGNqgMAAAAAAAAAAAAAAAAAAAAAJpZ21QEAAABMYvWqAwAAAAAAAAAAAAAAAAAAAAAAAABgTKPqAAAAAAAAAAAAAAAAAAAAAICJpROdqkMAAACYtOpVBwAAAAAAAAAAAAAAAAAAAAAAAADAmEbVAQAAAAAAAAAAAAAAAAAAAAATSzs6VYcAAAAwadWrDgAAAAAAAAAAAAAAAAAAAAAAAACAMY2qAwAAAAAAAAAAAAAAAAAAAAAmlk6nU3UIAAAAk1a96gAAAAAAAAAAAAAAAAAAAAAAAAAAGNOoOgAAAAAAAAAAAADgAOl09viq9uQz0Xlu8Jd/fm5nqd8BAAAAAACTWzvcPwAAAKiKF8QBAAAAAAAAAADAi0RteGSP73o//MX0d1PaQ7EzphyMkAAAAAAAAAAAAHievCAOAAAAAAAAAAAAAAAAAAAAGKcTnapDAAAAmLS8IA4A4DBUTxbWu6KWHmNau3h7d36ImF3rKtw+nBxjtMQNgqWdnsLt9eQQZc5jcbt4WFzPD5FqJnEe2Wmmx9heK75oG5LR/emt/EyeaRRnWHeZezpJMrOiuNwMJucZETEj2WXeSPEOW+t5XmTnOr2TF64szqnt4h3mjO5/6aslF6Rez8+jv128z5zRPI6s6LSTdms08nLRTK5JVxLEjNE8jW1dxfk5lNShiIhjh4u3DyaXfbDENWsmpzKnRD+RmZ6kMatEfv6iu/hku5NrOrr/pxEDI8XbyyQxs1N8Uee28zY+q0dZmzQ/TSEiursLNy8eKT7brF+PiNhVK95paol+ZFYyvpid5NXWruLzjIjoS4rnEV07C7e3hqemaSRNZ2wrUZenJPl1+tTNhdt/sHN2mkaWFwtHhwq3j9aKx2pl0lgy0kqP0SgxViqOIW+TFmbH6C4ebM0q0R9mdpYoF1ldnN/ZvzF6RMSs0eLCd0Tab+eWdu8o3N4e7kuPkaUznLRJSbMXERGn9W4p3H5Ha1bh9qntvOHL6tkjjbz8z9vPceOcKI4hImJ7u7dwe1bXy0wlHk+a8KxsRkS8qlV8Ybcn9ezo0V1pGq16cV5MTfIib5HyMWGWRhlL2sXt7z3J3C0iYmm7ONBpneLtZerh9qQu95YoXEcPFQ/6NjaK2/iteVbES5Oysy0pN9k6TRk7Ssx1j4/icUy2fpGNTyIihpPxXFZ+u7vKzFOLt88s0V5kc6usXRsp0fRm+bUwqUNl5jzZ2tjSEnnxQLM4oVnJ4LbMvCkrW8U1pFxeZGODbfW8os1JrsmuJI4ya2ezkjCya1qm7ZxXYt0q82B3cY72JW18mb6qlbSv2dpDGT1JfpYZRW1K4szWFp4t0Y/0Jeso25M2fn42CY2IvqSSNDt5AW4l/fKs0eJEjihRNDcl/cBQcozsmkdETEnys0zZm5Oc62CtOI1WiflfNr54uCtrPSPajeICODBcnGFl6sjanuI0FiR1pL/EOuJoUvZmlMjPbH04my83SpStf+wpXidZOrT/DVtvrbjsHTWUX7XZkaxnziyes296dlqaxuYonuAdv/CZwu3TNvSnaWRnOjD3ufQY/YuL69nTD+fnmtm2o7iuzpo1uN9p7NxLZ9UYLNEB7cWSkU7M3sss/th5xWskrU1z0mMfP694PXPGpumF2xfNy6/p8KbiNdEy/d32pA2f2imuy1kfEBGxOFkp2ZUcY3Y7aVwjYlZPcfne2crX0tfXiteljk7atazfjsjXpYaS9c5WiRlJf604jV1JGhERw0k6M7uK02gm4+uIiHqyJnpEFF/TextT0jTWdhWXnRNH80eK8zXq/X8sOXs24sfdxeexKHkGJCI/j6kl5lXTkiZleza+KFF+H60Xn+tRyblm8/GIiL7kUfJFw/kY5pGe4nPZmIzXsrWeiLzvz1rGk4fz+1EPNor77TLrE1OTSI/sFNfV4RKr6TP3c61mfrtEu5ccJFvfiIjoTvJi9mjxVesqsUY9JZkrbEsOUWa9MzvV/mSNJCJiV7JmOpikkj3bFhExNb1XX7x9U4m1s2w9qMx6/dTkGFm7tfMAPCcyt1Y8DirzXMNgkt9lnqUaTZ5Bqie1+ced4rlbRMSvdIrnNI3kPLK1yoh8vlymXGT3xbLWoMxa5Jau5FmUJM4y13R7ch6vKrEu8Gh3cZzZKH5WibFttn6WXdPpnTwzliYdyXMl1nJ2JPl5ZHKPPHlELyIink3SyO7flVk7y9YRW7W8jX8uSag3aePL3LtIbrOn933LrEJkz5WViTN/DrXYlANw7yJT5tmIbJ/+Em1OtsYxI7lH+GTy7GYZ2T3ZMs+6Zqda4vZHPNKT9anFnkieCYvI68i85B5j9vuIiO6k7y+TF9mcJasCG5J+KCJiILlo2b3M7bW8lmR/F6bMs2nZ/X4AAACAw4kXxAEAAAAAAAAAAAAAAAAAAADjtEv8AywAAAAcHF4QBwAAAAAAAAAAAC8S7caejwXu+I3XRKe3Z/efa7uGYtr/9cNx+wzVev75zwAAAAAAAAAAAKiIF8QBAAAAAAAAAADAi0WttsdXnVl9EVObv/zzYKvU7wAAAAAAgMmtU3UAAAAAk1i96gAAAAAAAAAAAAAAAAAAAAAAAAAAGNOoOgAAAAAAAAAAAAAAAAAAAABgYmlHp+oQAAAAJq161QEAAAAAAAAAAAAAAAAAAAAAAAAAMKZRdQAAAAAAAAAAAAAAAAAAAADAxNKOTtUhAAAATFr1qgMAAAAAAAAAAAAAAAAAAAAAAAAAYEyj6gAAAAAAAAAAAAAAAAAAAACAiaXT6VQdAgAAwKRVrzoAAAAAAAAAAAAAAAAAAAAAAAAAAMY0qg4AAAAAAAAAAAAAAAAAAAAAmFja0ak6BAAAgEmrXnUAAAAAAAAAAAAAAAAAAAAAAAAAAIxpVB0AAAAAAAAAAAAAAAAAAAAAMLF0olN1CAAAAJNWveoAAAAAAAAAAAAAAAAAAAAAAAAAABjTqDoAAAAAAAAAAAAAAAAAAAAAYGLpdDpVhwAAADBp1asOAAAAAAAAAAAAAAAAAAAAAAAAAIAxjaoDAAAAAAAAAAAAAAAAAAAAACaWdnSqDgEAAGDSqlcdAAAAAAAAAAAAAAAAAAAAAAAAAABjGlUHAAAAAAAAAAAAAAAAAAAAAEwsnU6n6hAAAAAmLS+IAwCY4FqtVrRarXHfDXdGo7vWVVFEAAAAAAAAAAAAAAAAAAAAAMDBUq86AAAAiq1evTr6+/vHfb6x/f6qwwIAAAAAAAAAAAAAAADgRawdnUPyAQAAYE9eEAcAMMGtWrUqtm7dOu7za30vrzosAAAAAAAAAAAAAAAAAAAAAOAg8II4AICKXXfddXHOOefsc3uz2YwZM2aM+3TXug5hhAAAAAAAAAAAAAAAAABMNp1D9D8AAAD25AVxAAAV27RpU6xdu7bqMAAAAAAAAAAAAAAAAAAAAACACcAL4gAAKvaRj3wkHn300arDAAAAAAAAAAAAAAAAAIDd2p3OIfkAAACwJy+IAwAAAAAAAAAAAAAAAAAAAAAAAJggvCAOAAAAAAAAAAAAAAAAAAAAAAAAYIJoVB0AAAAAAAAAAAAAAAAAAAAAMLF0olN1CAAAAJNWveoAAAAAAAAAAAAAAAAAAAAAAAAAABjTqDoAAAAAAAAAAAAAAAAAAAAAYGJpdzpVhwAAADBp1asOAAAAAAAAAAAAAAAAAAAAAAAAAIAxjaoDAAAAAAAAAAAAAAAAAAAAACaWTnSqDgEAAGDSqlcdAAAAAAAAAAAAAAAAAAAAAAAAAABjGlUHAAAAAAAAAAAAAAAAAAAAAEws7U6n6hAAAAAmrXrVAQAAAAAAAAAAAAAAAAAAAAAAAAAwplF1AAAAAAAAAAAAAAAAAAAAAMDE0olO1SEAAABMWvWqAwAAAAAAAAAAAAAAAAAAAAAAAABgTKPqAAAAAAAAAAAAAAAAAAAAAICJpd3pVB0CAADApFWvOgAAAAAAAAAAAAAAAAAAAAAAAAAAxjSqDgAAAAAAAAAAAAA4QDqdPb6qbdkenZ1Dv/zzrqE99tnb7wAAAAAAgMmtE+4fAAAAVMUL4gAAAAAAAAAAAOBFoj4yssd30/6vH6a/6+kMxVBMORghAQAAAAAAAAAA8Dx5QRwAAAAAAAAAAAAAAAAAAAAwTqfTrjoEAACAScsL4gAADkP9o6OF2zd35cO8erK9le0QEbPatcLtneT3tSj+fUTE1nrxUeaPFN9kSEL8pzS6CreXOMR+m17PU5neKY6zL7nfsrGRpzF3NLtquaXDI4Xb1/Z0F25vR/F5RkQsHiquA9l1P2Yovzn1bFdxJcjyOyKimWTnE93FaTzZlSdy3PD+xdns5OUiKxXNTl5uWrXidGaNFpebWe28Xevaz+K7MbkeERFLhorjHKzncWbnOlwrPsbS0VaaxtquZhJD8e83lFgt6E2KTpJEREQsHi4uoJuTeljmmk9tF++0vUT7mxlK2q2XlmhzdtaLz3UoCbOd1LGIiF214jimJWEOlUijmexS5pptT8pfX7s40A2NvC73J3EMd4qPMbXEQw7DSfs6s0Re9Cbta2uoOLPmJeOksTSK95neGE6O0JOmMSWph4Ml+v5Fo0OF29d35XFkGkl+jyTlO7teEXmfWqLrj3YyOt2VVIFZJcZ72TXbdgDa553DxWPCKSXq2UjSLmXtRTY+iYjYldSzWUk9K9NeTOkq7jXzGhKRTJtSWbsXEXFsDBZuX9eZUri9TD/y8lZxXoyWmJ11J3VxNJkN7+jkA6H5yRgm65enJGVz7BjF27cnY4eIPL+2JreIlg3laexK4syOcESJse2menEbP7PExL+T5EU2p1k6lFeyoWTOflQyl9hSYi0ni2JmiX5kVnEYMZxkZ1bHIiKayTXpSs5k1mhe9qYl9Wh+LS9b/a3ivmhLsl7UVWI+PS3pU2e3iy/I9lreCzyXtAezIhvPRUzpFM8hs7lb1idH5HOvWaPFaQyWmLtl46QdJdrOY5I1p21JudhSouPuT8Zj2RilLylXERELOsXj581RXP4jIk5rF+dX1uTMSsp3RMS8keI0RpO8yOaxZcxrF+dVRMT2enEdWThSfK4L86yIOY3idqtvqDiGrG2NiBisFed3mTHl9CSdmV3F+blrNK8kvckYezBpG4dLtEkvHSmOczgdxeTjnCw/F0de9rIxzDGju9JjTG0Xl525SV3tTtaTIiJ6W8XjmGztYWBq8VwjIuKJwWnFx+jkFW1zsoYxtbP/85H+ZBy0sLGzcHu9llfE2XOK82t0w8z0GAvnbStO48Ti8UPPg3l+92zqK9w+71/PL9xe/+aGNI120o/0zsjHQY0ZxceYd9SOwu2jrbxczE7m0yPJTdnmzHy1vefIPet6fUtXxE/Sn+5hYeyKXbU968vA2xcU/m7znz6XHnvOycXXpPfnmwu3z/rXS9M0hj9fXHZqJTq8Tc8WtzmLBrYWbl+/cUaaRmZXu7i/O3bJM+kxph1ZXFef/Pvp6TG6dhW34bNnF5fvwcF83XbGjOL+bMf24r5stMS6QG8zub+3Mx8fT5tW3He3dhX3hwteWtz2RkR0Hk53KfTSZD4TEbGrWRznouH8GL3JbOCJRnF+llk/Hk7GrpuSNeqlw3ki/ck46LkSc/JsHfCVUVy+n07m4xERXck1GyhxrplZ7TJ3dostThaVZiTXLJsrR+T3n7Mr9myJufCxw8Vzs6eStcqIiKOSSJoH4J7spqQivSS5HmXukOfrhPkx+pLrmrUnZdr4Bck4/pl28XUvk99La8Xj+Lm78rK1oat4n+w5kuxef0TEM8l98jnJfHteUk8j8vWgMtY1isvF4tHiazK9RNmrJ+sXg93FaSwq0bZ2JWvlD2QPT0TEEckN6KweHtOYmqYxP5m+rasnc/aRMncqi2X3bCPyNdFsfXh6iTXTbL2y3imup0cegHta00usX8xP5rrZevyUEvcusmepsmlTmTWSrN8+ukR+PtUuzs9sHXxdsq4bkT9Dl90XK/Pc5Ozu4jHh4Ehel7uT+/lZu5fdPylzjFnpev3+t51l1naza1ZmrTyT9QOtpE3aWeKe1lHJ/C0bJ5WRHeGoEs80ZtfkyJ5k3WskX3s4ELI+M3sOKhvvRUQ8M1rcJmUjqeweTURetsq0v9nza1kNOaZ7e5rGplZvuk+RHSXm293JfYUyfz8kW48HAAAAOJx4QRwAAAAAAAAAAAAAAAAAAAAwTvsAvIgVAACAF8YL4gAAAAAAAAAAAOBFotPs3uO7ne//P6IzrXf3n2s7dsWUa745bp+Res9Bjw0AAAAAAAAAAIByvCAOAAAAAAAAAAAAXixqtT2+6syfGdE35Zd/3r5zbz88eDEBAAAAAACHpU6nU3UIAAAAk1a96gAAAAAAAAAAAAAAAAAAAAAADrTNmzfHhRdeGDNmzIiZM2fGxRdfHNu3by/1206nE2984xujVqvFLbfccnADBQAA+Ge8IA4AAAAAAAAAAAAAAAAAAAAYpx2dQ/I5mC688MK4//774zvf+U78zd/8TfzgBz+ISy65pNRvr7766qjVagc1PgAAgH1pVB0AAAAAAAAAAAAAAAAAAAAAwIH0wAMPxK233hp33313nHbaaRERce2118ab3vSmuPLKK2PRokX7/O19990XV111VfzoRz+KhQsXHqqQAQAAdqtXHQAAAAAAAAAAAAAAAAAAAAAwsXQ6nUPyOVjuuOOOmDlz5u6Xw0VEnHvuuVGv1+POO+/c5+8GBwfjHe94R3z2s5+NgYGBgxYfAABAkUbVAQAAAAAAAAAAAAAAAAAAAACTU6vVilarNe67ZrMZzWZzv467YcOGmD9//rjvGo1GzJ49OzZs2LDP3/37f//v4zWveU382q/92n6lDwAAsD/qVQcAAAAAAAAAAAAAAAAAAAAATCztTueQfFavXh39/f3jPqtXr95nXB/60IeiVqsVfh588MEXdM7f/OY347vf/W5cffXVLzDXAAAADoxG1QEAAAAAAAAAAAAAAAAAAAAAk9OqVati5cqV475rNpv73P8DH/hALF++vPCYRx11VAwMDMTGjRvHfT8yMhKbN2+OgYGBvf7uu9/9bqxduzZmzpw57vtf//Vfj9e//vWxZs2awnQBAAAOFC+IAwAAAAAAAAAAAAAAAAAAAMbpROeQpNNsNgtfCPfPzZs3L+bNm5fud+aZZ8azzz4b99xzT5x66qkRMfYCuHa7HWecccZef/OhD30ofvu3f3vcdyeddFJ8+tOfjre85S2lYwQAANhfXhAHAAAAAAAAAAAAAAAAAAAAvKiccMIJcf7558d73vOe+NznPhfDw8OxYsWK+M3f/M1YtGhRREQ88cQTcc4558Sf//mfx7Jly2JgYCAGBgb2ONaSJUvipS996aE+BQAAYBKrVx0AAAAAAAAAAAAAAAAAAAAAMLF0Op1D8jmYbrrppjj++OPjnHPOiTe96U3xute9Lv7sz/5s9/bh4eF46KGHYnBw8KDGAQAA8Hw1qg4AAAAAAAAAAAAAAAAAAAAA4ECbPXt23HzzzfvcvnTp0vQldQf7JXYAAAB7U686AACAqp199tlRq9WiVqvFfffdd8jSXbNmze50L7jggkOWLgAAAAAAAAAAAAAAAABk2tE5JB8AAAD25AVxAAAR8Z73vCfWr18fr3jFKyIi4utf/3q8+tWvjv7+/pg+fXq8/OUvj0svvXT3/jfeeOPul7v975/e3t7d+yxfvnz39z09PXHMMcfEH/3RH8XIyEhERLzmNa+J9evXx2/8xm8c0nMFAAAAAAAAAAAAAAAAAAAAACauRtUBAABMBFOnTv1/2bvvsCiu923g9y69g2DBgoDYsBtLLLHH3tAkdsWusXcTYy9RYzdGExuWWGI3JvausffeERNLjIoGGwLP+wfvzo9ld2dGIUTyvT/XxZXIsjNnzpw+55xBlixZAAA7d+5EkyZNMHbsWNSvXx8GgwEXL17E9u3bzb7j6emJK1eumP3OYDCY/btmzZpYuHAhXr9+jV9//RXdunWDg4MDvvjiCzg6OiJLlixwcXHB69ev/9kLJCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiegsi8m8HgYiIiIiI6H8WN4gjIiIiSubnn39GuXLlMGDAAOV3efLkQcOGDc3+zmAwKJvK2eLk5KT8TdeuXbFu3Tps3LgRX3zxRaqHm4iIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiNI/478dACIiIqL3TZYsWXDhwgWcP38+1Y/t4uKC2NjYVD8uERERERERERERERERERERERERERERERERERFRakoQSZMfIiIiIiIissQN4oiIiIiS6dGjB0qWLIlChQohMDAQTZs2xYIFC/D69Wuzv3v69Cnc3d3NfmrVqmX1mCKCHTt2YOvWrahSpUpaXAYRERERERERERERERERERERERERERERERERERERERERERGlQ/b/dgCIiIiI3jdubm745ZdfcOPGDezevRuHDx9Gv379MH36dBw6dAiurq4AAA8PD5w8edLsuy4uLmb/3rRpE9zd3fHmzRskJCSgefPmGDFixFuF5/Xr1xab072ReDgY7N7+4oiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiHQQkX87CERERERERP+zjP92AIiIiIjeV7ly5UKHDh0wb948nDx5EhcvXsTKlSuVz41GI0JCQsx+smXLZnaMypUr4/Tp07h27RpevnyJRYsWwc3N7a3C8fXXX8PLy8vs56fnl1LlGomIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiOj9wg3iiIiIiHQIDAyEq6srnj9//lbfc3NzQ0hICAICAmBvb/9O5/7iiy/w9OlTs5/P3PK/07GIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIj0SICkyQ8RERERERFZerddSoiIiIj+w0aMGIEXL16gdu3ayJkzJ6KjozFjxgy8efMGH3/8sfJ3IoL79+9bfD9TpkwwGlNvH14nJyc4OTmZ/c7BYJdqxyciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqL3BzeIIyIiIkqmYsWKmDVrFlq3bo0HDx7Ax8cHxYoVw7Zt25A3b17l7549ewZ/f3+L79+7dw9ZsmRJyyATERERERERERERERERERERERERERERERERERERERERERHRfwQ3iCMiIiJKpnLlyqhcubLq34SHhyM8PFz1byIiIlIvUERERERERERERERERERERERERERERERERERERGlIRP7tIBAREREREf3PMv7bASAiIiJ6H3z33Xdwd3fHuXPn0uyc+/fvh7u7O3788cc0OycRERERERERERERERERERERERERERERERERERERERERERG93+z/7QAQERER/dt+/PFHvHz5EgAQEBCQZuctUaIETp8+DQBwd3dPs/MSERERERERERERERERERERERERERERERERERFpSRD5t4NARERERET0P4sbxBEREdH/vGzZsv0r53VxcUFISMi/cm4iIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiJ6P3GDOCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyI5B/OwhERERERET/s4z/dgCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiCiR/b8dACIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiJ6vySI/NtBICIiIiIi+p9l/LcDQEREREREREREREREREREREREREREREREREREREREREREREREREREiez/7QAQERERERERERERERERERERERERERERERERERERERER0ftFRP7tIBAREREREf3PMv7bASAiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiokT2/3YAiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiOj9IpB/OwhERERERET/s4z/dgCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiCiR/b8dACIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiJ6v4jIvx0EIiIiIiKi/1nGfzsARERERERERERERERERERERERERERERERERERERERERERERERERESUyP7fDgARERERERERERERERERERERERERERERERERERERERERvV9E5N8OAhERERER0f8sbhBHRERERERERERERERERERERERE9B9miHkFSfZvIiIiIiIiIiIiIiIiIiIiIiIien9xgzgiIiIiIiIiIiIiIiIiIiIiIiKi/zCX8T/920EgIiIiIiIiIiIiIqJ0SLT/hIiIiIiIiP4hxn87AERERERERERERERERERERERERERERERERERERERERERERERERERE9P8JEREREaVrr169kuHDh8urV6/e+W9S+nl6OUd6CSfjIm3PkV7CybhI23Okl3AyLtL2HOklnIyLtD1Hegkn4yJtz5Fewsm4SH/hZFyk7TnSSzgZF2l7jvQSTsZF2p4jvYSTcZG250gv4WRcpO050ks4GRdpe470Ek7GRdqeI72Ek3GRtudIL+FkXKTtOdJLOBkXaXuO9BJOxkXaniO9hJNxkbbnYDjT3znSSzgZF2l7jvQSTsZF2p4jvYSTcZG250gv4WRcpO050ks4GRdpe470Es7UOAcRERERERER0fuOG8QRERERpXNPnz4VAPL06dN3/puUfp5ezpFewsm4SNtzpJdwMi7S9hzpJZyMi7Q9R3oJJ+Mibc+RXsLJuEjbc6SXcDIu0l84GRdpe470Ek7GRdqeI72Ek3GRtudIL+FkXKTtOdJLOBkXaXuO9BJOxkXaniO9hJNxkbbnSC/hZFyk7TnSSzgZF2l7jvQSTsZF2p4jvYSTcZG250gv4WRcpO05GM70d470Ek7GRdqeI72Ek3GRtudIL+FkXKTtOdJLOBkXaXuO9BJOxkXaniO9hDM1zkFERERERERE9L4zgoiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI3gvcII6IiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI6D3BDeKIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiN4T3CCOiIiIKJ1zcnLC8OHD4eTk9M5/k9LP08s50ks4GRdpe470Ek7GRdqeI72Ek3GRtudIL+FkXKTtOdJLOBkXaXuO9BJOxkX6CyfjIm3PkV7CybhI23Okl3AyLtL2HOklnIyLtD1Hegkn4yJtz5Fewsm4SNtzpJdwMi7S9hzpJZyMi7Q9R3oJJ+Mibc+RXsLJuEjbc6SXcDIu0vYc6SWcjIu0PQfDmf7OkV7CybhI23Okl3AyLtL2HOklnIyLtD1Hegkn4yJtz5Fewsm4SNtzpJdwpsY5iIiIiIiIiIjedwYRkX87EEREREREREREREREREREREREREREREREREREREREREREREREREREBBj/7QAQEREREREREREREREREREREREREREREREREREREREREREREREREVEibhBHRERERERERERERERERERERERERERERERERERERERERERERERERPSe4AZxRERERERERERERERERERERERERERERERERERERERERERERERERETvCW4QR0RERERERERERET/eSLybweBiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIhIF24QR0RERPQ/7tWrV/92EP5TksZno0aN8OzZMwDA4sWL8fr167c+RlpIL+H8t/xT1xkfH499+/YhOjo6VY6XXu7HxYsXsWXLFmzcuNHsR80/sZlLeomvlPpfuc608C5pN62ICKKiot7pfr9rHUD0Lv6L+Yh5KH1xcnLCpUuX/u1g/Kvel3z4voTjfwXj+78nre4p+xOp523i8r8+TpNewpna0vq+RkVFWR1PMbV7/5fYiu/Y2FgsXrz4XwgR/Zel1lgv2ZYa9cj7VhdZSzf/a2349+2epIb3bczo5s2bqXo8tXtmK/3aCsPbxFVa1+tpnTb/C/VIdHT0e5f+6d3918rnfzKPvW9xZeta37dwpncpjc/Uvh+87/89qVmnpvYcJS3psU/DNkzK2Spv9u3bh7i4OIvfh4WFYfPmzQAY59a8D+V3eszLlHLvQ9p7H6XGGB7rmvcD0/j/Sc24YPomIiIiIiIiIvpnGeSfWGlPRERERGmub9++uv920qRJGDt2LObMmYMHDx7g6tWrCA4OxtChQxEYGIj27dtrHsPOzg737t1DpkyZzH4fGRmJ4OBgXRPKPD09dYf5fZaQkGA1Pu3s7DBx4kT069fPZnxpHSPpPRk1ahT69+8PV1dXs+++fPkS33zzDYYNG6YazpMnT8LBwQGFChUCAGzYsAELFy7Ezz//jJs3byJnzpypEk4tts7x6NEjZMqUCfHx8ZrHMPn9998BANmzZ9f9HT30XOeiRYvg5+eHOnXqAAAGDhyIH374AaGhoVi+fDly5sypeR5nZ2dcunQJQUFBNv/m2rVr2L17N/78808kJCSYffbVV1/pvh+xsbFWjxEUFKR5P/Rca3R0NI4ePWr1HK1bt8bNmzcRFhaGc+fOwWAwKIuUDQYDAKBVq1aYNWsW3NzczL4bGRmJVq1aYf/+/apxKSLKsWxJjfSrR1RUFHLkyGERHhHBnTt3EBAQYPN+BAQEpPj8qZF+L126BHd3d5QvXx4AMGvWLMydOxehoaGYNWsWfHx8UlwmJRUTE2MRFy4uLqhZsybmzJmD3LlzpzBW1Kml3/Lly6um3bcps7QkJCTg+vXrVsNRoUIFxMXFYc+ePbhx4waaN28ODw8P3L17F+7u7vDz88OFCxfeOq4cHR1x+/Zt+Pv7a9YBwcHBOHbsGHx9fc1+Hx0djeLFi+OXX37B4cOHUaZMGeTLlw+XL1/G9OnT8fr1a7Rs2RJlypTBiRMnkCFDBoSGhpod49WrV/jpp5/QunVr5d9nz561Ghf169dXvSatcKb2YkgtWnXV8+fP8dNPP+H69evw9/dHs2bN4Ovri7i4OFy4cAH3798HAGTJkgWhoaFwcHBI1fDdv38fR44cMTtP6dKlkSVLFl3ft9W+CA0NxYgRI+Do6KhZB5jy0fXr13Hjxg1UqFABLi4uusr2pN41D3l6esLV1RXOzs5vnY/eJg8B6umzaNGiWLp0qa48oiUleejSpUuqeblKlSqpks+2bNmiWdfolTyf2eobTZ8+HS1btlTCPWXKFN3nsObevXuYPXs2Dhw4gHv37sFoNCI4OBgNGzZEeHg47OzsUnT81KSVD1+9eoXOnTtj6NChZm1T0+RNPTw9PVPcJkzNelVNfHw81q9fr2wYWKBAAdSvXz/V7tnz588t2rVvs1jCWj599uwZdu3ahbx58yJ//vy6jpPS+D5//jwKFixo9bP169ejYcOGusKhZvjw4WjXrp1F/+lt015qsJV+4+Li0KlTJ5w+fdpmfKSVtMhD71u/X8s/NS5goqdcCw4Otvrdt4nLpH3EkJAQHDx4EJkzZ7bZZ3+Xc/yb0mqcxeThw4e4cuUKACBv3rzImDFjqlzHmzdv4OLioloe/BfH3953amNnw4YNS5W40NPveV+8ePECUVFRiI2NNft94cKFU+X4WuViWrp48aLVa9Xq86SWCRMmIDAwEE2aNAEAfPbZZ1izZg2yZMmCX3/9FY8fP0blypV1Hy8+Ph7nzp1Dzpw5lf6QnnFGrWO8D+7cuQODwaDU10ePHsWyZcsQGhqKTp06afYPvby8Ulwu/pN10dmzZ3XHxebNm1XTjYeHR4rae3FxcRg3bhzatWv3j7WPUktqtmP+6Tbhu3ibMaN9+/ahbNmysLe3N/t9XFwcfvvtN5QtWxbLli1DjRo1kDlzZovvm8qETJkywdnZ2eo5jEYjKlasiPbt2+OTTz6x+LuFCxeiSZMmFuP9SWnds8qVK6umXxGxGoa3iavUbOPYek6TPXt2zbS5ePFiNGnSBE5OThbHXLFiha46UaseKVKkiOYx3raeSG22riEhIQHbt29HtWrVdI2Z6hEdHY3Vq1fjxo0bGDBgADJkyICTJ08ic+bMyJYtW4qvRasuunPnjtXvGQwGODs7IyAgwCI9mMLt7e1t9bvvMtajd0w1NjYWt27dQq5cuSzKFi3/lf6IrfTp7u6OLl266Eo3PXv2BJCy8iItaJUnhQoVei/CmRqqVKmCtWvXWuSrZ8+eoWHDhhgxYoRqnVqhQgXV4+vp96c0j+j5vp48lNL7bm9vn2rjMP+0nTt3YufOnVbz4YIFC1KlXk5pGP4pb/scUque8Pf315yjZO35xtvQGsNesGCBZtpLrXpkyZIlmDNnDm7duoVDhw4hZ86cmDZtGoKCgtCgQQOLv3/b+NZDq72mNWcrJiYGIqK002/fvo1169YhNDQU1atXT1HYUktKyjVHR0fExcUhISEh1eIcePc+4vvQhnlf2mLW8nLS+RvTpk1T/b6pHfVPhzM1pPbY77uMz/2b48+mPouetKe3P/K25W9yKa2LUoNWW0vPGJ61eTuNGzfG3LlzlfkkqVXu/ZNzUd9nbzMuW7Bgwf9Mvyil/qnny/9EW4qIiIiIiIiIiP7P283+ICIiIqJ/ldoC6ePHj5v9+8yZM4iLi0PevHkBAFevXoWdnR0++OADjBkzBosWLcLEiRPRsWNH5TsFCxbEtGnTzB7u2ZrklvxBsklwcDBERHVyg2mySPJJHMkfkluTfKK0rQU7OXPmxIQJE5A1a1abxzJJvjhOzySNpOFYtWqV1fjMnj07xo8fDz8/P4gIfvrpJ5sL1yMjIzXvyciRI9GlSxezxRnPnj3D48ePMWLECPTu3Vv1Ojt37ozBgwejUKFCuHnzJpo2bYqwsDDY29ujVq1aGDRoUKqE8/nz5xg/frzNyZG29qh+/fq12WSW/fv34/vvv8eNGzewevVqZMuWDUuWLEHOnDmxZ88eTJ48GTExMQAADw8P9OvXD0OGDIHRaFSNByDxHk+dOhU//fST1UWEvXv31rzOcePGYfbs2QCAQ4cOYdasWZg6dSo2bdqEPn36YO3atRbnTZ5+CxYsiJs3b9qcfDl37lx07doVfn5+yJIli1neMP2/VjivXbuGdu3a4bfffjM7tikf6rkfWtfatm1btGjRAjExMfD09LQIZ+vWrdGrVy8EBQVh586dCAoKwtGjR/Ho0SP069cPkyZNQs+ePVG4cGEsXboUZcqUUa6tZ8+eqFKlCgDgm2++wYABA8zC6ePjA4PBoGtikJ77qjX5LEeOHGjXrh3Cw8NtTqCxNYHz8ePHCAwMRLly5Wzej/j4eJuTqezs7PDpp5+qLtACEif9XrlyJUXp99q1a5gwYQIA4Ny5c+jXrx/69u2L3bt3o2/fvli4cKHVMqlv3754+fIl5syZo7lRaI8ePdC9e3fs2bPH7E2ESePibSbxvKuff/5ZNf2WK1dONe2a2CqzgoKCUL58eZvXYlo8dO/ePYSHh+P27dsW+dJgMODmzZuoWbMmoqKi8Pr1a3z88cfw8PDAhAkT8Pr1a+TOnRuPHj1S3djK2oZO+fLlQ79+/bB9+3ZddYC1CZivX7/GnTt3ULRoUbi7u+PFixdYt24dWrdujSJFiiAhIQEff/wxMmbMiD///BMGgwHly5fHihUr4O/vDwB4+vQp2rZti9atW2PLli1o3bo1/vrrL6vx9fLlS6xfvx6HDh0y29SsbNmyaNCggc1wBgYG4unTp8iQIYPNODIJDw+3+nvT/QoJCUGDBg3w8OFDzJw5U9lgKH/+/OjRowdy586NMWPGWK2rli9fjgMHDiBDhgy4c+cOKlSogCdPniBPnjy4ceMGRo0ahc8++ww//vgjnj59anZ+Ly8vdO/eHSNHjtRV36kxTei9cOECDAaDEi+PHz+GiKBZs2b4/vvv4erqip07d2Lq1Klm19m7d29Uq1bNZvti1apVePHiBaZNm6ZZBzx69AhNmjTBrl27YDAYcO3aNQQHB6N9+/bw8fHB5MmTNRdp37t3D82bN3/nPGTajFItH6U0D7Vu3dpm+rx48SJu376NChUqaOaR5KpUqYKFCxcqi3XU8hAAtGzZErVr10bTpk2xZMkSfP3110hISECjRo1Qrlw5NGrUyGZerl69OrZt22b1Okzt5ujoaM189vjxYwwYMECzrgGAK1euvHU+mzZtGooUKWKxSExEcOnSJbi5uSnl/dGjRy3KkzJlyqBUqVKq13D8+HFUq1YNISEhcHFxwbVr19C8eXPExsaif//+WLBgAbZs2QIPDw9dGzGq5TNAe4L8L7/8ojoZWysfOjg4YM2aNRg6dKjZ8b29vTU3ajTV3evXr09xmzA+Ph4RERE2+xK7du0CYF7vXrp0CUajEbGxsTAajaqLXh8/fozr16+jTp06+P3335X+8tdff40cOXLgl19+Qa5cuQAAN27cwMKFC3Hjxg1Mnz4dK1aswMWLF+Hj46PkTVu+/PJLfPbZZ2jXrp1yT5Jvppa8LZ40vuLj4/HZZ5+hQoUK6N69O16+fIkSJUrg2rVrAAB3d3fNDUMfP36sGd/WrjNTpkzYvHkzAgICUKNGDRw4cMCiv7JmzRq0bt0az58/17V4Q22xwLlz5zB27Fhlk4DGjRvDyclJV9oziY2NVU0327dv10xXWm3CgIAAXQtR1OKzQIECVhd4fPrpp7Czs4OLi4vm8fW2TZN6mxcKTJkyRfeYkdqiSL39/qSsLYz/J8cFAO2xgUWLFmmWayEhITY32tATl9b67AkJCShVqpRyvpSO01jztukC0N6ES42euEiNcZbnz5+jR48eWLJkiVmeDQ0NReXKlTXLTj3XqlUepNX4G6CdD62VozExMTY3jgFSvqGpLdYWJ7158wZ58+a1WHhvGuvRY8KECapjZ8OGDbMZF7///ju8vLw0xzJv3rypq9+T3LvkM0B9g7eXL1/aXBRcrFgxtG3bFps3bzb7nul69CxGvHv3LmbOnGkz/Y8cOdJqufj8+XMAiRvIalm7dq3mZmGAej5s2bKl5uI7rTZKzpw5NTe91uqHzpkzBz/++COAxPbG9u3bsXnzZvz0008YMGAA9u7di+zZs6Nt27Zo06YNcuTIYXau3r17o1ChQmjfvj3i4+NRsWJF/Pbbb3B1dcWmTZtQqVIl1XHGoKAg9OjRQ/UYH330kdV2kOllHB4eHlbvU0xMjNJvqlSpkuY91WrHv3nzBp06dUKrVq1w//59fPzxxyhQoAB+/PFH3L9/H6tWrVLtHwYFBemu72y1H/bs2YM9e/b8I3VR0aJFlbSoVX4FBASophsnJyfd7T1b5cU333yTok0w9GyMklTSDf+zZs2quwzXM14PvNu4QNI2YUpfjqD3JQ7J+/XOzs5o06YNWrRooVn3t23b1mpef/r0KSpXroz4+Hh06dJFOXZyIoKQkBDVFx+cPHkSCxcuRN++fdG9e3c0adIE7du3V8Y/Bg8ejF69euHTTz9F+/btUbZsWYtjaLXp1q9fr5p+PTw8rIYhX758+OKLL1C5cmXNuNKq1wHbdbBpbNfDwwMbNmzA0aNHrR57+PDhmmmzbdu2qFmzptk9Szo2pvXM9vHjx1brEVdXV/z1118oUaKEzTI66TG06on4+Pi33lgtPj4ePj4+sLOz08zPT58+VeqUpGVa06ZN0bp1a3z99dea97RFixaaffazZ8+iWrVq8PLyQmRkJDp27IgMGTJg7dq1iIqKwuzZszXbc1q0xioXLVqkGh8ODg4oUKAAevfujVatWgGw3EBg7NixFmM9kZGRePPmja6xHgDIli2bajhnzZqFHj16YNGiRQCgLPLu0aMHsmXLhsGDB5sdLzo6GqtWrUJUVBRy5syJTz/9FNOnT0+T+QB6NpdI3iY8fPiwcqyaNWuqxpWttlrjxo0xY8YMpR54+PAhXrx4oYwlR0dHw9XVFZkyZUKtWrVUn7PrKS9Sg1bbVqt9Ub58eavh3Lp1K65fv45ffvlFMwzW2kHJWbunI0aMgK+vL6pUqaLaFwUS+0W2XiZhsmfPHou2D5D4ApT9+/ejcuXKmnWq2jMBBwcHzX6/njEOtY3sihQpAqPRqPp9PXlIqz9i676bzvP48eN3avtWr14dHh4emvUUkJhurN3Tt+kve3l5YdSoUShRogT8/f2tlsXW6mUA+Pvvv5Vna9b6d9988w3s7Ozg7u6uOp748uVLxMbGqobBJPnLaYKCgtC0aVPY2dlpvhTFWl35Nu2k1q1ba9ZnWnOUACBz5swWzzfUJB+f03ou0aFDB820p3d8WW3sIGPGjBg2bBh69+6NsWPHKvna29sb06ZNs7pBUb58+dC5c2fUrFlTV3xrjS/raa9pXWuDBg3QqFEjdOnSBdHR0ShdujQcHBxw//59hIWF6bpHPXv2TNHYLmD7ZT+AvnLRVjs+KChIGYPRE+dqEhISNPuI7dq1w/Tp0y3KMNO48rs823ib9jOQeO/VvC/PaKzl5apVq+LRo0fIkCEDpk6davU4d+/eBQBERESoXqfecOppMyYfCypYsCDevHmj+dwYSLwfesd+beWjzZs3o0OHDqpjfMkln59sKwwTJkzAlClTNOcKmq5Fi9qmZw0aNMDWrVtV056eOR6zZ882K387deoENzc33L59G1FRUUpfxRpT+8NaXfQ2zw2Sx4Upff/xxx8WY7S2aLW1tMbwbM3bERG0bdtWGUu0Vu5t27YNADTnrADQ7LOk1kaLeuoRtRdZhoWFpWi+i2nMJXk4RowYoRxLK33Y6r95eHhg+vTpKFmypGY8FC5c2GI+QN68eREXFwej0aj5QkJT2nzbejkl6R+wLONt1TVacVG+fHklHNauNSEhQdmM2lr6XrZsmfL/yV+cavLdd98BgO5yT+252fuymS4RERERERERUWrhBnFERERE6YjeBdKmN/YZjUasXr0awcHBePLkCdq2bYuPPvoIs2fPxg8//ICqVauiS5cuyveKFCmCy5cvK/8eOXKkxUS7GzduKJ/PmzcP7u7uyr/j4+NRrlw53L9/H/PmzdN9XfPnz8fUqVOVxe65c+dG79690aFDB6uL4iMjIyEiWLFihc0FO507d0atWrVgMBg040xrEVWlSpVUw+Hn54elS5daxOf48ePRqlUr9O/fHwaDAV999ZXVsJg2ZdG6J9YmS5nShNamfEDiJgJFixYFAKxatQoVKlTAsmXLMGfOHPTq1SvVwtmhQwfs3bsXrVq1MpscuXfvXgCJD2CtpZ19+/YhX758ABI3HGjVqhVatGiBU6dO4fXr1wD+b3OUv//+G+PHj0e5cuUAAAcOHED//v2xadMm5XdacTFv3jz069cPX331FYYMGYLIyEisX78ew4YNw4wZMzSv886dOwgJCQGQuPixcePG6NSpE8qVK6dM7NFKv2PGjEH//v0xevRofPDBBxYbnI0ZMwZjx47FoEGDrF5HSEiIZjjDw8Nhb2+PTZs2md0P08P2SZMmad4PrWs9f/482rVrh3Hjxtl8MH/o0CHs2rULfn5+MBqNMBqNKF++PL7++mv07NkTR48exZdffolKlSqhX79+uH79OjZv3owpU6YokxC++eYbZMiQwWwy/ZQpU/Ddd9/hjz/+QP/+/TFmzBjUqFFD2WTu0KFD2Lp1K4YOHYpZs2bpymfWmCaf9e7dGxERERg1ahQqV66M9u3bIywszOxt1GqLsA0GA4xGo8X9SMrWZKopU6bg6tWr8PPzA2B7wcLr16+xZcuWFKXfly9fKpMw1qxZg7p162LcuHE4efIkateubfM6T506hSdPnsDBwQGnTp2yGpdAYnnSsmVLiAgWLFiAzJkzW42Lli1bYv78+Rg/frzZ7xs1aoSIiAh4enqiUaNGNs8DJG60OGzYMJuTavz8/FTTr5+fn2raPXXqlGqZNW7cOPz666/KQlFbRAQBAQE4ceIEAgMDLf62TZs2KFGiBM6cOWO2eDksLAwdO3bElClTMGDAAMyePdvmwk1rGzrNmTMHPXr0wF9//QWj0Wi1Dnjz5o3y/1u3blUW2gGJ5cXOnTthb2+Pfv36YcyYMVixYgWaN2+Orl27YuzYsQCAPHny4MmTJ/jzzz+VBXLlypXDnj17LDZb7NGjBz799FMMGzYMmTNnNvvs+vXryJ8/P+7evYvSpUsrn586dQqzZs1S8oe1cJYoUQLnz5/HhAkT8OjRI9XyYuPGjTh58iTi4+MtNtvNly8fvvvuO/To0QOvX79GiRIllGMcPnwYBQsWRL169XDgwAGLumrEiBF4+PAh4uLiAABffPEFsmbNitOnT8PLywsxMTEoWLAg5s2bh+nTp6NGjRrKNT548ADbtm3D0KFDERsbiwkTJiAsLMxmnW3ayK558+bKNSTVv39/nD17Flu2bEG1atWUiVume9qjRw/06tULxYoVQ69evfDJJ5+gV69eynXWrl0bU6dOxdWrV622Lw4ePIimTZti2rRpmnVAoUKFYG9vj6ioKGVDGABo0qQJ+vbti8mTJ2su0r558yZKlCiBX375xWr5qpWHgMS2m1o+etc8BCTmI1N5bS199uvXD25uboiMjLSZR0TE6oYd+/btw6ZNm5SJrP369bOah8aMGYOJEyfixYsX6NOnD27fvo1vvvkGffr0gdFoxNSpU7FkyRIMGDDAZl7+5JNPlIU7ya+jVatWuHjxIs6fP4+BAweq5jEAuHXrlmZds2bNGjRt2vSt81nFihVx+/ZtTJ48WdloFkhcqBkREYHQ0FD8+eef+Oijj3Dw4EEEBASY5bU+ffqgXLlyWLNmDTp37mz1nu7btw8BAQGoU6cOmjdvjmPHjuHbb7/F4cOH8eTJE1SpUgWDBg3Cs2fPsGLFCtWNGCMiIlTzWbdu3TTbKFqTsbXy4alTp9CwYUOsX78effr0UY6/e/duq+e1pmPHjiluE5YrVw4RERGoU6cOChYsaDXuk9e7o0ePRqZMmbBjxw4cP34cDx48UE17PXv2RHBwMA4dOqTck0ePHqFly5bo2bMnfvnlF+zduxe1atVCuXLlsG/fPowdOxZTp07F06dP8fr1a9W3HBsMBixduhQRERGoUqUKAgMD0a5dO/z+++/KBuY7duzAoEGDMG7cOLNwfvXVVxg3bhyAxDQ2ZMgQAMC6desgIvj+++9x8OBB7NmzB7169dLMZ1rxPW3aNIvrzJQpE86cOYP58+ejQ4cOqFatGg4ePKgsml25ciXatWunLOzQs3hDLX2WKFECixcvxsKFC9GrVy9069YNTZs2xezZs5X+SGRkJAYPHozw8HCza120aBG+/vpr9OrVSzXdaH0OJJadaul3/vz5+PLLL7FkyRKbm2BaSzdJ43P16tVWF3gUL14ct27dQpEiRVCzZk3V+zp27FjNvJy8fWBarA8ARqMRLi4uyJw5s8V1mr6zePFizX6TtfEiAMqYkcFg0OxnavWXAbz1uMCIESN0jwsA2mMDWukCUN9oQ09cWuuznz59GpMnT8bvv/+Op0+fpnicBkis3/r3768sGEvepvH09LT5oglAewN702KF48ePW10QuW3bNmzYsOEfH2fZtm0b9u7di40bNyrpoHz58rh27ZqyKfPJkydTdK1DhgxRLQ9stY9Te/zNVj48d+6ccpyhQ4eapd34+HgcOXJECZ+1BSVPnjyxCI81BoNBc4POXbt2ab64IGfOnBbpMelma1p9N7Wxs2LFiqF48eIwGAyoWrWq2WLA+Ph43Lp1CzVr1rQ5lpmUVr/H2oYhf//9N4D/K3tjY2NhMBhspr2HDx9a3eAtaZhtLQr+66+/UKhQITg6OuLIkSOoVKkS1q1bhwcPHmDAgAFo1qwZihQpohmf7du3x7Zt2/DJJ5+YbVRpYqtcbNu2rdUw29K8eXPVzcL8/f1V8+GxY8c0N9DSaqOobYL/xx9/ANB+acb9+/eVftimTZvw2WefoXr16ggMDETp0qXxxx9/YMmSJVi0aBFGjhyJKlWqoH379mjYsCEcHR2xevVqtGzZEkDiCwxu3bqFy5cvY8mSJRgyZAgOHjyoudmj1jGKFStmtR1k2oCmefPmVtPFtGnT8OTJEwwdOlTXCxy02lsRERHKgsaffvoJBQsWxMGDB7Ft2zZ06dIFf/75p2r/0N3dXVd9pzZGt2LFCmzcuPEfqYvs7OwgIpg1axayZMmC/v37Y8CAAWb5bPLkyZg4cSKaNWummm7s7Ow023ta5UXdunWxd+9eBAYGmv0+Q4YMyviy1qJCPRskW9vwf9q0aZg3bx7c3NxQvXr1FI/Xv+u4wKtXr/Dll1+ic+fOmn3yFi1a2IyLq1ev4saNG0paMkn+EofvvvvOol//888/Y8eOHTh06JBm3W8rrz969Eh5blSqVCmcPn3a6oYMRqNR88UHRYsWxfTp0zF58mRs3LgRERERKF++PPLkyYN27drh9OnTOHz4MCIiIlCpUiUEBwcrG1ya+oNa7Vs96ddaGLJnz47du3dj06ZNNuPKVK9q1etA4lix2tju8ePHYTAY8N1336F06dIW52rcuPE7PbOdNm0aoqKiMH78eHz11VeafXZr9UjZsmVx//59jBo1StcxtOoJrY3VFi9ebHXD0r///huOjo7o06cPMmXKZDMcRqPRapn23XffoWXLlrravkePHtXss/ft2xfh4eGYOHGi2WYetWvXRvPmzXW152yVe6ax9Pv37+PChQuoXbu21bpo3bp1GDRoEAYMGKDUaUePHsXkyZMxfPhwxMXFoU2bNvj111/RqlUrqxsInD171mKsJzo6Gl27dsWePXswatQozfba0KFDVevML774AmfOnMGePXvMNlCrVq0aRowYgaNHj6J58+b45JNPcOHCBVSqVAkGgwHBwcGIjIzE0KFD4eDggIULF/7j8wG0xjPLli1r0Sa8ePGicrxLly6pbu5mq6124sQJlC5dGrdu3cKyZcvw3XffYf78+Up5ceXKFXTs2BGdO3e2+ZzdRE95YWszvUePHgGArk3ktNq2Wu3SmzdvWg1n9uzZcebMGXh5eUFEsG7dOnh5eaFEiRIAgBMnTiA6Olp5Fpt8bCF5uEJDQy3uaebMmXHv3j2sW7cO+fLl0+yTb9iwwerLJJK2SS9evKhs7gZAeUFFtmzZEBUVZbNOdXFx0fVMQKvfr2e8R20ju8jISOzYscPq98+cOYMZM2boGlt71/tuCufr16/fqe17/fp1AEClSpUQEBCgmW6s3VO1eQRJGQwGXLp0CREREcrmm9bo2UDWWv8uPDwcp0+fhtFoRIsWLWyWvw4ODvjhhx9UwwDA6stpTp06heHDh2Pr1q3InTu31XCawl+4cGGLz1+9eoVVq1YpG9QMHjzY6oaiBkPiyyy0nr1FRESozlHy9PS0+nyjdevWyvMNrfE5recSav2u0qVL684DWmN4r169wty5c9GwYUOz+SYlSpRA//79AVhu3A4ktuN//vln1ee+pvgeOXKk6vhy0vub3MyZM2FnZ4f4+HjVaz158qSyEdfq1auROXNmnDp1ClmyZMH69etx7NgxAOobnrq4uNiMKyCx7bh27VpkyJABXbp0Qbt27ZTPHjx4gKxZs6JQoUJWy2dAvVw8ceIEGjVqBIPBgPDwcLO5VfHx8Xj27Bnc3Nx0tRtbt25tc/wZAPLmzavML7LWRxw7diwWLVqE8ePHW2wQN336dEREROhKeylpP5va8Wp1akJCgs16Ii2f0VjLy3fv3sWuXbvQr18/m2X5yJEjrf4+KdOmv3rCqdVmrFu3rsVY0LRp07Bjxw6cOXMG4eHhmvdDz5wXtTLnwoULmDlzJgDbY3xaL4qwFYbg4GB89913mDp1qmZfQc+LUNQ2PYuIiMDPP/+smvb0zPGYOXOmWflr2lg2R44cuHDhAnbu3KnadgBgtS4aPny4Mj9aKy5spe83b95Y1Be2Xujm6OiYojG8mJgYq/N2fvvtN/Tt21e13DNtKnvw4EEA6mX8ypUrVfssel/Qt3r1apvla9euXTWfEWq9DDal810WLlxoNR+a5pgZDAZlLratcdn+/ftbra8GDx4MEVHyoK3wGwwG7Nq1y2I+wLRp07Bp0yZERkaie/fuVo+RlJ5nrsnru+DgYOVv1NqtpnJNq4y3VXdrxQXwf20b00s/k7p27RqWL1+Ohw8fWk3fpg1cgcR7b61/aDAYEBgYiMGDB2vmdQBWn5s9ffoUsbGxKFSokFncqZkzZ47qPCAiIiIiIiIioveCEBEREVG6YTAYZO3atbJnzx7VHz8/P1mwYIG4uLjIjRs3lO+fO3dO/P39xdnZWSIjI0VExN3dXfmbCxcuiJubm/L3WbJkkcWLF5uFITAwUAIDA8VgMEiOHDmUfwcGBkqePHmkevXqcvjwYeXv9+3bJy1atJAPP/xQfv/9dxERWbx4sezfv19ERIYOHSpubm4yePBg2bBhg2zYsEEGDx4s7u7uMnToUMmcObOcPn1aRER+/PFHCQkJkefPn8t3330nRYsWFRcXF7l9+7aIiAwcOFBatWolIiLbtm0THx8fiYyMlHXr1kmuXLlkzpw5cubMGTlz5ozMmTNHcufOLevWrZNs2bLJsWPHRERk3bp1kjVrVrly5Yp89dVXUrZsWRER1XAYDAbN+DQYDHL//n2b91btngAQHx8fMRqN4u3tLT4+PsqPq6urGAwGadCggUREREiWLFks4tLf318iIiLEw8NDrl69KiIi1apVk2nTpomIyO3bt8XZ2TnF4TRdq5eXlxw4cMDiu2+TdooWLSqLFi2yOM/JkyfFaDTKhg0bLI5fsGBBcXR0lEqVKkmlSpXE09NTXF1dpVixYlKsWDFxc3MTT09PqVy5sgQHB8umTZuU41+/fl1ERKZPny7NmjXTdZ0ZM2aUkydPKuE15ZXr168rf6OVfg0Gg/JjNBqVH9O/PTw8zPLwu9wPV1dXuXTpUoruh9a1urq6qoZTRMTb21tu3rwpIiLBwcGya9cu5RguLi7K3w0bNkwMBoM4ODjIb7/9ZnaMo0ePire3t6xatUpERN68eSNhYWGSP39+uXfvnjRq1Ehmzpxpce6ZM2dKgwYNVOPL0dFRpk+fLkajUcaOHSvTp09XfqZMmSINGzaUokWLKsc8ceKE9OjRQ/z8/MTHx0e6desmLVq0kD59+ojRaJTOnTtLnz59lJ+ePXtK6dKlxWg0Wr0fSbm5ucmtW7dERGT48OHSuHFj5ZyZM2cWkcT0VK5cObl8+bLyvcuXL8tHH30kDg4OKU6/Pj4+cuHCBRERKVeunHz//fciInLr1i3VMsnT01OMRqN8/vnnqtdous6k4beme/fu4unpKR988IF06tRJic/Q0FDp1q2biIiEh4er/tSqVUty584t48ePl4ULF0pERITZj1b61ZN21cos0z1bv3695M2bV+bNmydnz56Vs2fPyrx58yR//vyyYsUKcXJykixZski/fv2shiNDhgxKfCU9x61bt8TFxUW8vb3F0dFRjEajODs7m90XNzc32bBhgxgMBlm8eLFSR2zYsEHWrl0r3bp1kzx58tisA5KWU0nLLYPBII6OjpInTx5xdXWVa9euiYhIfHy82NvbK2nMFP4MGTIo/05ISJAuXbpIQECA3LhxQ+7fvy9Go1FERDw8PJRyOblq1apJgwYN5OnTp2a/P336tBgMBgEgAGyG8+effxYR0Swvpk6dKo0aNTI7T3R0tHzyyScybdo0ef78ubi6ukpwcLDFMYYNGyZ2dnZW66r169cLAHnw4IGIJKapbdu2mf1NhgwZxM/Pz+r1i4hs2bJFMmXKJCIibdq0ES8vL8mZM6c0atRIGjVqJIGBgeLt7S3Vq1eXnDlzioODg0RERChtINOPm5ubGAwGm+c5cOCAeHt7S7Zs2azG1bfffitZs2bV1b7QykdJ68uk6fvGjRtKuWWrzXf+/Hnx8/MzS4PWaOUhUzit5SM3Nzclvt4lD4lo5yM7OzuzeLaWRwBY/X7y9oStPJQrVy5Zs2aNiCTmGTs7O1m6dKny+dq1a8VoNNrMy0nzmbVzJ81nWnlMRFTrGtM9CQ4OlqFDh1ocRyufZc2aVY4ePSp58uSRfv36SWxsrIiI2NvbK+ds3LixlClTxmpddPnyZSlbtqx88sknNvMZAKldu7bkzZtXnJycZN++feLg4KCkgW3btomrq6vkzp1btmzZInFxccrx4+LiZOvWrZInTx7p0KGDaj7z9PTU1UbRaj/oqc9Gjx4t3t7e0rhxYxk3bpzZuaZPn24RvuRSo03o6+srv/zyi+ox1OpdJycnzbTn6uoqZ8+etfib06dPK2XOhx9+KJMnT7Y4x5EjRyRbtmyq4Uvqzz//lMmTJ0uhQoXE3t5e6tSpI2vWrJECBQoofeKk9u3bJ/ny5RORxLZ+VFSUiIi0atVKBg0aJCKJ5aubm5uufKYV33qus3v37lKgQAF59OiR/Pjjj+Li4iKrV69W0oWe9rOe9q2ISGxsrKxZs0bq1q0rDg4OUqhQIZk2bZpUqFBBli1bZnGtP/74o1SsWFEz3ehJV1rpt2jRouLu7i5OTk6SJ08epZ9p+hHRl248PT2VMnr8+PFSvXp1EUmsd7Nnz655X/XkZbX2wWeffaaUW9b67SL6+pnWxotE3q6fqdVffpdxgfXr15uNC6R0bEBPuWby5s0bWbNmjdSrV08cHBykQIECYm9vLydOnFCNS1t9dpPUGKcREalZs6aEhobKd999J+vWrZP169crP23btpV69erJ48ePlb9//PixNGjQQCZNmiQiIgEBATJ+/HjVOFi+fLk4ODhI3bp1xdHRUerWrSt58uQRLy8vsbOzS5NxFl9fX9m9e7dF2Hbt2iV+fn4yefLkFF+rVnmQVuNvtvKhKe0bDAYpW7asWX6oXr26dOrUSQnflClTxNfXV1q2bCkzZsyQGTNmSMuWLcXPz0/Gjh0rHTp0ECcnJ/nhhx+shrNbt27i5uYmn332mfTq1Ut69+5t9iMiUrZsWalQoYL8+uuvcurUKTl9+rTZz7x586R27dry6NEjq+fQKhfVxs5GjBghI0aMEIPBIP3791f+PWLECBk3bpwsW7ZMXr9+bXMsMymt+6oVl6YxoalTpyrHTJ72mjdvLuXKlZNjx46Jm5ubbNu2TZYsWSJ58+ZVyipfX185f/68iIjMnTtXChcuLPHx8fLTTz+JnZ2dHDlyRAnvlStXRERkw4YNUq5cOV3x6enpqRoXb1MuqvH29lba4dOnT1fG4Ldu3SpBQUGa+dDX11fOnDkjIol1q+lYO3fulGzZsqm2UUqXLi1BQUGa/TsR7X6ov7+/HDx4UERE8uTJIz/99JOIJPYnPDw8zMJ84sQJ6d69u/j6+oqvr6/06NFDHB0d5c6dOyIi0rFjR+nVq5eIiNy8eVMcHBw0xxnLli0rTk5ONo/h4eGhqx2kp12pRes8SduD9erVU+6vKQ9p9Q/11ndq7QcAaVIXlSxZ0mpc/PLLL1K8eHHNdKOnvadVXsyePVsZZ1y2bJmSxnv16iWrV68WEbEYI03+o1U+iyT2U2rUqCF37twxi9MtW7ZIaGhoisbrTfGdknGB9u3b6+qT22o/Ozk5iZOTk2TOnFkcHR1l586d8uLFC7l165Z8//33kilTJhk4cKCIiOb4ma26PywsTMLCwsRoNErt2rWVf4eFhUn9+vUlMDBQatSoISIiK1eulODgYJk5c6b89ttvFmN9GzdulPLly8u5c+ds3rOkXr16JVOmTBEnJycxGAzi5OQkrVq1krt378r9+/dl0qRJUqhQIXFwcJB69erJ+vXrNe+Z3udAamEAoJTxSemt10VEc2zX1dVVqlSpovTHklO7TqPRKMWKFROj0SiFChUyawcWLlxYPDw85NNPP9VVtmqVB2rHyJUrl656omrVqjJgwACLazl48KDkzJlTRETzOblaOJycnDTrQq22r566KmlfOul1REZGipOTk672nFZ7zcnJSRwcHOSHH36wWheVLFlStmzZYnHcLVu2SMmSJUVExNHRUQICAkREpGfPntKpUycREbly5Yp4e3trjvWIaNfLWnVmQECAHDp0yCKurl27Jh4eHuLj46P0QWvVqiXNmzdX8k5sbKy0b99ejEZjmswH0Bov0moTqj0rXbp0qa62WnBwsNmzLJPjx49LYGCgZp9dT13WtGlT8ff3l4EDB8rUqVNl2rRpMm3aNAkJCZGQkBDV8QsnJyfJnTu35vib1rXqCefAgQOlQ4cOFnVmp06dpH///iKiPrawfv16zXuqp08ukth2Mz2H9/b2li5dupjNp7D2fMLOzk6KFy+uWqdmzpxZ1zMBrX6/Wny6uLjImTNnxGAwyO7du83q6pMnT8q4ceNU5xcZDAbdeSil9z012r560o2te3r06FGL+2BNhgwZbD43Llq0qK56WUS7f6dW/jo4ONgMQ1K1atWSmjVrmrWhN2zYINWrV5fatWtrzvUbPHiweHl5Sfny5aVv377St29f+eijj8TLy0t69eqlPJ9bv369zTBo1RNac5SSsvV8QytdaLUJ1dLe2+QBrXrCVh64evWqMkan1g4CoNqGMV2frfHlvHnzqrbXTP0NrWtNmnY//fRTGTFihIiIREVFKW1srTpRLa6GDx8umTNnlm+++UaGDBkiXl5eShtGROT+/fvKnAJbeVmtvLG3t5fw8HAxGAzSpEkTs7k8nTp1knHjxsnDhw9FRLvdqDb+HB4eLv7+/jb7iFmyZJHo6GgxGAxy/fp1efr0qfLz+PFj8fPzEzs7O11pLyXtZ1NfQK1OdXR0fC+e0bxt/+5tpGabUWu+lp77oWdMXy0faY3PiWinGz1h0LoWW+1O04+I+fPn5H0WPWNneuZ4qJW/dnZ2utoOJrbqorCwMNW40ErfIiLbt2+X4sWLy5YtW5TyYMuWLVKiRAnZtm1bisfw1Oa+mWiVe6bwq5XxWn0WPc9xpk+fLu7u7tK9e3dxdHSUzp07S7Vq1cTLy0u+/PJLXc8IQ0JC5PPPP7e4Hr1zCvTMJ9AKh9a4rK20uX37dnFxcZHIyEjNn9SYR6J1HVr1nZ5yTSsPpEZcaNFK33r6h3qu1dpzM9MzUlOcaf04OjqmyrMvIiIiIiIiIqJ/GjeIIyIiIkpHAgMD5a+//tL8O3d3d9m9e7cUKFBAeaAvkrgY0t3dXYoXLy5LlixR/tb0YGvkyJFSvnx55e/VJtpVqlTJ7MGcNatXrxYXFxdlMaHpPDNnzpRatWqJiIifn5/Vhd7Lli0TX19fzYnSeiYtaj341TNJQy0cRqNRMz4jIyPl8ePHMmnSJGnfvr20b99epkyZoixOULsnuXPnloULF4rBYJDp06ebLdJZtmyZsolWlSpVVBfNV65cWVq3bi2LFy8WBwcHZfOPPXv2KIsAUhJO07UGBgbKxYsXLcJhoiftuLi4KA/8k28UA0BZ4JjU5cuXlQkxWg+PXV1dlQl0WbJkURZs37hxQzw9PXVdZ/PmzaV48eLSvn17cXV1VfLmhg0bpECBAiKivamD1gTQdu3ayezZs23Gk55wlihRwurmEyZ67ofWtYaFhcnKlStVj1G+fHlZt26diIg0a9ZMatasKQcOHJDWrVtLgQIFJDY2Vvr27StOTk7y5ZdfSoUKFSRLliwWeXfnzp3i4eEhGzZskPr160toaKgykcDNzc3q5kDXrl0TNzc31fhycnJ6q80vTWJjY2XatGnKwiXTBkK2FmEXLFhQ9X6I6N8wx9aCBUdHxxSn33r16kmNGjVk1KhR4uDgoGzwuXXrVsmcObOuMklLpUqVZPv27Zp/Y+uncuXKus7j7u6uTHixRiv9aqVdEfUyy8nJSUREc/FQ5cqVZejQoVY3HBNJXDxtShdJz7F//37JlCmT6oJOPRu8/fzzz5p1QGBgoDI5N7mkC7SSh9H0b0dHR4vvdevWTbJnzy779u1TJp23bdtW5s2bZ/U8Li4uVhc5Go1GefDggZw9e1YMBoPNcJpolRdZs2ZV4jup8+fPS9asWUUkcZKnt7e3xd9cvXpVta4CIH/++aeIiGTNmtXielxcXKzGlYlpczcRkUGDBknXrl0lPj5e+Tw+Pl66d++ubCZmbdM80+/VNog7evSoeHp62oyrq1evipubm672hVY+cnd3Vya7Jk07x44dUzYW1GrzVa5cWTZv3mzzerTykIjtxdGplYdEbOcjDw8Pq+2npHkEgNSpU0fZYNAk6aZnIrbzUNIFBCIiDg4OyiQ5kcR2IACbedloNMrx48fF2dlZtTwQ0c5jIqJa1+TOnVsJs630p6dN+Pfff0vr1q2lcOHCcu7cOXFwcDBLB9bqUpPjx4+Lu7u7zXzm4eEhrVq1koSEBOnUqZOULFlSDAaDvHjxQkT+b1NV06Rha0wbMarlM72LYbTaD3rqs6THNv1kzZpVsmbNKtmyZbNYfJ78JzXahP7+/lbva1JafQWttOfj42P1vhw4cEB8fHxEJDENmyZ0J99U0lS3v60ZM2Yoi30ASOfOneX58+dmf3PmzBkl/ebOnVtWrlwpMTExkjFjRtm5c6eIJG5k5+vrqyufacW33uts3ry55M6dW1xdXZXFZ2+zeENP+1ZE5PXr17JixQqpXr262NvbS4UKFSQkJEQAmG2oY3LlyhVxcXHRTDd60pVW+k26+YC1HxF96UZrgYfWfdWTl9XaB1988YVSbpk2C0pOTz9TbbxIRF8/U6u/nNJxAZGUjw3oKdeSS7rJBQCxt7eXVq1aiZub2zv12VNjnMb02alTp6yeI2vWrGZtAhPTiyZERHMDexGRQoUKybfffmsWloSEBOnYsaP4+/unyTiLi4uL1TbV+fPnxdXVNVWuVas8SKvxN618GB4ebrGxdnKNGjWyOu40Z84cadSokYgk1l8FCxa0+n29G3CqLU7SWnivVS5qjZ2JJLbzX716ZfNzrbFMEdG8r1pxmTVrVvniiy8s4jJp2suSJYvmBm9qi4IBKOVmQECAsmHHzZs3lfpWKz7z589vdVMek3cpF63R2ixMKx+qLb7Taj+b+sJa/TsR7X5ot27dJGfOnFKtWjXx9fWVv//+W0QSF3CZNpBN6o8//pDhw4eLk5OTuLm5CQApUKCAnDlzRnLkyKEsKj9//rzY29vr2uwxICBAtm7dKnFxcRbH8Pb21tUO0tOu1KJ1nlKlSsmgQYNk37594uzsrIzVHTp0SLJly6bZP9Rb36m1HwwGQ5rURc7OzlbLlIsXL4qzs7NmutHT3tMqL7Q2ltdDzwbJWhv+p2S83nRPUjIu4O3tratPbqv97OrqKk2aNLHZfk76Eget8TNbdX+LFi3earMEa/fT9F+1F4iY+roiieNtXbt2FR8fH8mePbsMGTJEbt68Kfv27ZOqVasqG10dPnxYOnXqpDw78fLyEkdHR/nyyy9t3jM96VcrDGXLlpVixYrZbCdFRETIy5cvbd5XEdEc2y1RooTMmzdPfH19rX5fLW0GBATo2qhOT9mqVR6oHcNoNOqqJ7Q2VhPR3sxALRz29vaadaFW21dPXZW0Tk56Hdu2bZPs2bPras9ptdfq1asn+fLlk0yZMlmti5ydna22ay9duqT0QzNlyqSM7VvbQEBrrEdEu17WqjOTvkAwaVydPn1aPD09xcXFRUkT/v7+FuOjV65c0TX3ITXmA2iNF2m1CbU2d9PTVnNxcbG6SdWRI0fExcVFs8+upy7Ts4GhrfELV1dX8fHx0Rx/07pWPeH08/OzuXGa6TmN2tiCiPY91dMnTyrpyyTs7e0lb968ysZrSTcmuHv3rrRp00azTnVzc9P1TECr368Wn6Znc7Y2snN1dZWcOXNq3g89eSil9z012r560o2te5r0BSHR0dE2r3PgwIEyatQoq5+9zQayWv07tfLXwcHBZhiS0vNyGjUdOnSwep7Ro0dLhw4dJDIyUgYMGCDZs2e3+RxSq57QmqNkS/LnGz179pTnz59bTRdabUI9aU9PHtCqJ/Lnz688z0iaB2bMmKHUA2rtIDc3N83nvmrjy3Z2drraa1rXWqhQIZk+fbpERUWJp6enMh/n+PHjyoY5WnWiWlyFhIQo4yAiiWk+JCREwsPDJSEhwexFfybJ87Kzs7O0bNlSoqOjbZZrI0aMkJiYGJvXKaLdblQbfx42bJg4OTmpztFIuili8h87OzsZM2aMrrSXkvazqSxQq1Pfl2c0evp3d+7ckVmzZsmgQYPMNkHs06eP2bmOHz8uS5YskSVLlpil1dRoM2rN19JzP/SM6avlI63xORHtdKMnDFrXoqfdqbbpmZ5+gJ45Hmrlr729/Vu1HZJKXhd169bN4lm7KS70bM6t9UK3lI7hqc19M9Ezx0irjNfqs+h5jpM3b15l3nnSezZ06FDp1q2brmeEtjbE0zunQM98Aj0v21Ybl9U7xqzmbeaRvHz50mxDUtN91boOrfpOT7mmlQdSIy60rlUrfevpH+q5VmvPzQwGg5w8eVL3hqbJ57kSEREREREREb2vuEEcERER0X9Qq1atJDAwUNasWSN37tyRO3fuyOrVqyUoKEhat24t69evFy8vLxk/fry4urrKN998Ix06dBBHR0fZtm2bchy1iXZ6aL2hTyRxQqxpcXRSV65cES8vL82J0nonLao9+NUzSUMtHB4eHprxadrgJFu2bMqbirNnzy6+vr5y/PhxXfdkz549EhsbazO+XVxcbMal6U3FBQsWFE9PT2XxoIhI9+7dpVmzZqkWziVLlsgnn3xiMQHjbQQFBSkbRyVNO4sWLRJnZ2fp0aOHxXe6d+8upUuXFhHth8d58uRRNisoV66cfP311yIismLFCsmYMaOu63zy5Il069ZN6tevb7YhzbBhw2TMmDEior2pg5Zx48aJn5+ftGnTRiZNmmT2Br3p06frCufOnTulTJkysnv3bvnrr7+sTjrQYu1aN2zYIE2aNJEWLVrIvHnzJCAgQIYPHy6rV6+WDRs2mP2IJC6WWrNmjYgkPqA3TeD28/OTnTt3SuHChSUkJER5q31CQoKMHz9enJycpGvXrmbhWbdundjb20uhQoXMNqcJCAgwe7u4oiU0agABAABJREFUyaRJkyQgIEBXfOmZfCaSOOFx5cqVUrNmTbGzs5Ny5crJggULZNSoUeLs7CyffPKJ1e/puR96N8yxtWDB0dExxen39u3bUqdOHSlcuLDZZKXevXsr+U+rTBJJLFMGDBggTZo0MXtTe1hYmFy/fl2qVasmERERcvz4cYtNZlJLiRIllHRlkjR9aqVfrbQrol5m5c+fX0REc/HQ2rVrJXfu3OLg4GA1Pj777DPp2LGjco6bN2/K33//LVWqVJHw8HBdcaG1oZNWHaCmcOHCZmnp3Llz8ubNG+Xf+fLlEz8/P6vf7datm3h7eysTi58/fy61a9e2WvZ5enqaTVA2yZAhgxw+fFg2btxotgGbLVrlhZubm+zevdvi8927d4u7u7uIiFSsWNFsAxKTBQsWiKenp826CoDyFnt3d3dZvXq12d98+OGH4uTkZPVePXz4UGrWrCl16tQRkcQFO9YmOV+5ckUMBoPMnz9ftmzZIh4eHhZv8qxUqZIAsDqR8OTJk/LBBx9IixYtpFmzZjJx4kSLv/nmm2+kSZMmutoXWvmoVq1a8tVXX4nI/6Xv+Ph4+fTTT5W3wmq1+dauXSuhoaGycOHCdJmHSpYsafUt3yLmeWTKlCmSI0cOs3yQfIM4W3nI19dXunTpIiKJC5SNRqMy4VckcfNkBwcHm3k5Q4YMMmfOHAkKChKj0aiaz7TymIjoqmtq1aolCxYssDiOVj4ztQlNli9fLpkzZxaj0ajEla+vr+pil927d4uvr6/NfNa6dWuxs7OTzZs3y7x585SFHiZbtmwRo9GovAncGtNGjFr5TCSxjfLkyRObx9JqP+ipz6yxtXmG6SfpJpSp0SacNGmSfP7555KQkGAzTGr1rr29vWbaa9WqlRQoUEAOHz4sCQkJkpCQIIcOHZKCBQtKmzZtRCTxLe6myfFJz7F27VplM1c9ix7u378vEyZMkPz584urq6u0aNFCdu3aJXnz5hU3NzepUKGC2d9Wr15d+d2sWbPE3t5evL29pUiRIspmBTNmzJBKlSrpymda8W3tOjds2CCDBw+WzJkzK/du9erVkiNHDmnfvr3FPdVKmyLa6fP48ePSrVs3yZAhg/j7+8ugQYPMJvpmypRJXF1dLY47YMAAyZMnj2a6sfX527QJ9dCTbrQWeGjdVz15OXm5FRYWJk+fPpUrV66Io6OjhIWFSdWqVcXe3t6ijS4iuvpNKR0vEtHuL6d0XEDk3cYGNmzYIP379xdPT8+3ShfWNrn4/vvvxd3dXXLlyiVGo1GJSwcHB1m3bp08ffpUs4+YGuM0IokLcmwtgja9aCI504smRETXJlyurq7KQqwMGTIoC2IvXrwo3t7eaTLOUqVKFfn000/NNg158eKFfPrpp1K1atVUu1Y1aTX+lhr5UM/CirNnz4qTk5PMnj3bYlxKz2YeWouTtBbeWysXp0+fLg0aNBAfHx/NsTORxM3TTIvvRBLHTnr16qUsMNIzlql1X7Xi0t3dXZYuXWpRnyVNex4eHpobvKktCra3t1c2pq9Xr560atVKfv/9dxk4cKBSD2nVM7/++qvUrFlTIiMjlc/01JdBQUESHBxssYGUtR8R7c3CtPKhngWqWm0Urf6diHY/NDY2Vr755hvp2bOnWRk7ZcoUmTt3rogkjiGuWrVKatWqJfb29vLhhx/K3LlzJSYmRnr16iUODg7i6OgoAQEBykaG8+fPlw8//FBEtDd7HD58uHh5eUm+fPmsHkNP+1orXfz111/y+eefS/78+cXX19fqplNa59m9e7fSr23btq3y+y+++ELCwsI0+4d66zu19kP27NnTpC4qVqyYtGrVStmIQiRxI+RWrVpJsWLFNNONnvaenvJCj7i4OFm1apWMGjVKRo0aJatXr1bGAPRskKy14X9qjNenZFzA09NTV5/cVr/fxcVFvLy8RCSxPjT9v0nSlzho9eu16n69myWo/ai9QCQiIkImT54sBQsWFAcHB2nQoIH8/PPPZpviiSSOCRoMBgkNDRVnZ2dp2rSpkqdiYmIkLCxMDAaDzXumlX71hGHTpk0CQHV87cmTJzJ37lwZPHiwPHr0SERETpw4ofQ1tcZ2d+7cKcWKFRMXFxerbXA9aVNrozo9fXat8kDPMbTqCa2N1UxhVXtOrhaOHDlyaNaFWulfT13Vvn17adiwocTGxipju7dv35ZixYpJr169dLXntNprt2/flsqVKytjXCamuqho0aLSpk0bs/I9NjZW2rRpI0WLFhWRxE3o7OzsbG4goDXWY7ofavddq8786KOPZMaMGSLyf+PgIollY40aNaR06dLyww8/iIhIsWLFlDaVybZt23T131JjPoDWeJFWm1Brczc9bbW6detKsWLFlA19RBLb1sWLF5d69epp9tn1lBd6NjDUGr/Qen6tda16wunt7a1s5JHU+vXrlTkzamMLItr3VE+fPClbL5Pw8PCQSZMmyebNmy3GatTqVL3PBLSoxeeSJUvk1q1bYjAY5NixYxYb2cXFxelu22pJ6X1PjbavnnSTlK176urqKvXq1bM6p6Bnz57i7e0tFSpUkO7du1sdi9ezgaxW/06t/HV3d9cMg4i+l9M8efJEtm7dKkuWLJFFixaZ/Xh6etqsq0xtWy8vLzEYDDbbSXqevell6/lG5syZJXv27FKlShWr6UKrTagn7emhVU/MnTtXsmXLJitWrBA3NzdZvny5jBkzRvl/EfV2kLu7u+ZzX625ZyL6XuKgZtWqVeLg4CBGo1E+/vhj5ffjxo2TmjVrioh2nagWV0k31zL5/fffJU+ePNKiRQv5448/LDaIS56XQ0NDxWg0iqOjozg5Ob1zuabVblQbf86SJYuUKlXKZh8xf/78snv3bjEYDLJ27VqzjRF/++03+eOPP3SHMyXtZ1M7Xq1OfV+e0Wjl5R07doirq6sULFhQ7O3tpWjRoko70vTCzwcPHihtbNM4ksFgkCpVqmjO6THRal9ozdfScz/0jOmr5SOt8TkR7XSjJwxa16Kn3am26VlQUJBm2tNTz6iVv25ubm/VdrBVF/n6+krmzJnNysWkcaFnzq6zs7PVF5SaXuiW0jE8tblvpmcXeuYYaZXxWn0WvS/oMz0TyJgxozJef/XqVcmQIYOu52ZaG+KldL6LiHbdrzUu+zbt8AsXLljtb2jNB4iJiZFu3bpJxowZrW5Iquc6tOo7PeWaVh5IjbjQulat9K2nf6jnWq09N9uzZ48cPnxYWaeiZf/+/aovmiIiIiIiIiIiel9wgzgiIiKi/6Dnz59L165dxcnJSXnY5ujoKF27dlUmQ+7bt0+qVasmGTNmFBcXFylXrpxs3brV7DhqE+169eol8+bNk2bNmknVqlWlcuXKZj8iovmGPhFRjptcv3795PPPP9ecKK1n4pjWg189kzSShqNw4cIW4dCKz/Lly0t4eLjZZjlv3ryRNm3ayEcffaT7nsTHx8uVK1dk//79snfvXrOfPHnyyIABAyzi0rRo3paXL18qmzylRjiLFi0qHh4e4u7uLgULFrRYBBgXF6eZdsaNGyehoaFy+PBh8fDwkP3798vSpUslY8aM0qNHD3Fzc5P8+fNLu3btpF27dpI/f35xd3eXffv2iYj24uZBgwbJ2LFjRSRxYp69vb2EhISIo6Oj8rY0PfdDi1a6MZ2nRYsWUqZMGWViw+LFi2X//v1mb8xL/hMUFKQrnKbNO5I/gDf9Ts/9sMbWJiHJf5JPFEzq0aNHyoKPdu3aWZ2sXblyZfHw8LCYCOzv7y8fffSR2e8WLlwodnZ2UrduXRk9erSMHj1aeaP4woULdcVXcnFxcXLq1Cll0v2JEyeke/fu4uvrKxkzZpR+/fpZbPp17tw5q5tGJY83a/dDRN9kKq0FC6mRfvVQK5OWL18uDg4OUrduXXF0dJS6detKnjx5xMvLS8LDw+XQoUMSFBRkESe20o1pw9Pk7t+/Ly1bthR/f3+xs7OzSOtHjx6VKlWqyJ49e5SJUClNv0nTroh6mWVaiKO1eCjpRjvWwnHnzh0JDQ2V/PnzKwuKfX19JW/evPLgwQMRSXzD+ZAhQ6Rp06bK73799Veri0qs0aoDRo4cafOnbt26ygRGaypWrKgsOLOma9euYjAYRERk3rx5Ym9vL+7u7pIzZ06zss/b21t8fHxkypQpcubMGbl//77cv39fGjdurNx/g8EgAQEBEhQUZPVHRDTLi+bNm0tQUJCsXbtWSXumyVwtW7YUkcRyy97eXrp166a87bhbt26SKVMm6dOnjzg7O0v27NmlWrVqZnVV27ZtzRbUmhbwm3Tq1Em8vLzE3t5eihUrJjVr1pSaNWtKsWLFxN7eXgoXLqy85dPb29vqpjUbNmwQe3t7GT16tFy9etXqRMp9+/Yp6S1DhgySL18+yZcvn2TIkEEMBoPkz59fxo8fL6NHjxYvLy+pXbu2Eld16tQRb29vGT16tM17mrR9YU3SfHTu3DnJlCmT1KxZUxwdHeWTTz6R/PnzS+bMmZU3zGq1+bTysp48JJKyfKSnHWUrD1WtWlWZ1GhN0jxy6tQpCQ0NlU6dOsnz588tNoizlYe8vLzEaDRKhw4dJCgoSAYPHiwBAQEye/ZsmTNnjuTIkUOqVKliMy937NhR7OzsxN3dXYxGo2o+01Mn6zF79mzJmDHjW+czU5swqTt37sj69euV9sbnn38uOXPmlLVr15otzHj69KmsXbtWAgMDpXv37jbz2YoVK8TBwUHs7e3FYDCInZ2dsuBSJHGiavny5aVYsWJWJ/gPGDBAcuTIIR988IHNfObk5CRDhw4VkcR2QPJFR0l/3mXRT/L6zOT169dy+fJlefPmjeYC9NRuEzZs2FC8vLwkKChI6tata3XzKrV6t0WLFppp78mTJ1K/fn0xGAzi6Ogojo6OYjQapWHDhhIdHS0iif3R8uXLy71798TDw0OuXbsmBw4ckODgYBkxYoTmooc1a9ZI3bp1xcHBQYoUKSIzZ840m/B87do1yZMnjwCQXLlySa5cucTR0VEKFChgtgDs+PHjsnbtWmVyvkjiYvkDBw68cz5LGt/WrjP5xn+2NgY0lUlaaVNEvX3r6+sr9vb2Urt2bVm3bp3ExcVZhHnZsmUCQAoWLKi8XdrT01OMRqOUKVNGwsLCVNONrXSldZ160m9SWulGRHuRybvc1+R5OXm5FR4eLs+ePZMNGzaIo6OjhIeHS6NGjZT/T/pjotWf0FqYqaefqdVfTum4gMi7jQ2Y0oVW2jClC61NLvbt2ycfffSRAFDi0lZ/0NrvUms8aevWrVK9enWLxX4i2i+aENHewF4kcZNE0yKFQoUKybJly0RE5LfffhNPT880GWc5d+6cZM2aVdksrkqVKuLr6yvZsmWT8+fPp9q1am1KYk1qj79p5cOYmBj56quvpEyZMpIrVy6r/aIcOXLIlClTLMJq2pT45MmT4ufnp7R1MmbMKAaDQdzc3CQoKEjXZh4pfXGBtXLRxcVFAIifn5+usbPy5csrmzGbyugyZcqIn5+fjBw5UnMsU43pvmrFZatWrSRr1qzi5eVlM+2VKFFCc4O3pIuCq1Wrppxn3LhxUrhwYaWuOH78uPj5+YnRaBRnZ2dZsWKFzfhMWs/8+eefUqlSJTEajeLu7i4+Pj66ykXTZ1obSpnqPq3NwrTyoa3Fd87Ozkp/Rk8bRUtKF62bxhAzZMggvXr1srrgcO7cuQLAbMwrIiLC6kJJkcT+yrp168zGI1etWiVTpkyxegw97WutdFGrVi3JnTu3jB8/XhYuXGix6ZSIvnZ8XFycxcYmt27d0r0gWE89ojVGlxZ10ZEjRyRTpkySMWNGqVq1qlStWlUyZswomTJlkiNHjijHsbWwzprk7T095YWJrY0yzp8/L8HBweLq6qqUd25ubhIYGGg1rVqjteF/aozXp2RcoHnz5jb75ElfjmCr3//BBx+Ivb29PHz40GJ87eHDh5IvXz4JDQ2V6dOna46f6an7/2khISEybtw4uXv3rtXPTX3YbNmyydSpU5U2TlIPHjwQAG+Vj5KmX60wiCRurFG+fHmbcXXmzBnJmDGjhISEiL29vfLseciQIdKqVSsREc2x3aT1l63nNCktL1JjbCw1jqG1sZqI9mYGKQ2HtfTfsGFDCQgIEF9fX80+vYhIdHS0VKtWTby9vcXOzk5y5MghDg4OUqFCBYmJidHVntNqr4kk9tltLR4+ePCg8mzQVL5nypRJfH19lZcULViwQOrUqaO6IZmtsR7TAvOUxvf+/fvF3d1dunTpIs7OztKrVy/5+OOPxc3NTY4fPy6bNm2SDBkyyMKFC2XhwoUSGBgo8+bNk4MHD8qCBQskR44cMmDAgDSZD6A1nqnVJtR6VmqiVuf++eefUqtWLYtxwlq1asmDBw90PdfViis9m+m97cZpyZ9f67lWrXD26dNHfH19ZfLkybJ//37Zv3+/TJo0Sfz8/JT2s9rYgoj2PdXTJxcR1ZdJ3Lx5U7Jly6aU4cnvz4sXL8ziOjIyUqZOnSpbt27V/UxARLvfn9J6Quv77zqH423Po0Wr7asn3Yio39Ply5eLnZ2dkgeTzymoVKmSzZ+3iQut/p1a+ZsvXz5dYdB6Oc3GjRvFw8NDDAaDeHl5ibe3t/Lj4+MjmTJlUl7CmtSiRYskU6ZMUr58eWnYsKHZRobv0qZ88uSJTJo0SRlrnzJlivJsREQ0n2+Y0gUAm/OgkrP1PEqN1kt69IzhLV26VEJCQpSyIlu2bGblk1o7yMPDQ7MNr2fuWXR0tNW29aNHj+Tp06e68vu9e/fk5MmTZuPOR44cUcYGtOpEtbjy9fWVHTt2WITvjz/+kDx58sjHH3+s1HlqeXnfvn3K+Iy18kZrXo+I9pip1vjznj17NJ8bREZGqqZFPfcjNdrPWnXq+/CMxpqkeblkyZIybNgwEfm/ecF///231K9fX7777jsREfnss8+kRIkSZpuWXbhwQUqUKCFNmzaVtm3bqv6I6Gszqo0Fad2PuLg42bt3r9XNeJOO6WuVOWrjc3rSjS1Jw6B1LXranVqbnqXWfENb5a/etoNWXWSKC4PBYDUu9KTvjz76SD7++GO5f/++ctzkL3QTefcxPLW5b0mfXWjVNVplvNbcYL0v6DOlhw8++EDmzJkjIollld4X9VjbEK9SpUoyceJEmT59eqrMd9EKh55xWa00fuPGDSlcuLDZPNak8as1H8D0opXVq1eLi4uLLFiwQEaPHi3Zs2eXpUuX6roOrfpOTz2jd956SuJC61q10ree/qGea1V7bmbaTJeIiIiIiIiI6L/CICICIiIiIko3Dh06hEePHqFu3brK7xYvXozhw4fj+fPnaNiwIWbOnAknJyc8f/4cN27cAADkypULbm5ub3WuypUr2/zs2rVriI6ORp06deDv7w+DwWD2+dSpUxEcHIwffvgB1apVg4eHB86cOYPg4GAsXrwY48ePx8WLF9GjRw8sXrwYOXLkwIcffggAOHLkCKKiotC6dWs4ODjgwYMH+Pvvv7Fs2TK4u7sDAH755Rd4e3ujXLlymtdx9OhR1KtXDyKCwoULAwDOnj0Lg8GAn3/+GaVKlcLq1atx584dfPrpp8iePTsAYNGiRfD29kaDBg0AACdOnEBUVBSqV6+uxOUvv/wCHx8flC1bVjUMLi4uOHXqFPLly2f2+4sXL6JEiRJ48eKF5nUcPnwYzZs3x+3bt5G8GW+6lsaNGyMkJASlS5dWrv3atWtYs2YNateujejoaKxevRo3btzAgAEDkCFDBpw8eRKZM2dGtmzZUiWcI0eOVP384cOHiIiIUE07IoJx48bh66+/Vs7p5OSE/v37o2PHjrC3t8esWbNw+fJlAED+/Pnx+eefIy4uDgEBAWjdujX279+PyZMno1SpUgAS09WAAQPw0UcfYdGiRWbnPHToEA4dOoTcuXOjXr16mtdosn//fnz//fe4efMmVq1ahWzZsmHJkiUICgpC+fLlAainm3v37qFVq1Zo0aIFlixZgosXLyI4OBjffvstfv31V/z666+6w2LL3r17VT9ftWqV5v3Qe63/hLZt2yI+Ph52dnaaf7tw4UIcOXIEM2bMwKVLlwAkpo2ePXsqeUJL7969UahQIbRv3x7x8fGoUKECDh06BFdXV2zatAlVq1bFxx9/jPbt26Nhw4ZwcHCwOMaff/6Jjz/+GG5ubvjzzz+RkJCgfPby5UusWLHC5vkrVqyoK5wPHz5EmzZtsGXLFiUMcXFxqFGjBiIiIpApUybNY6jd04oVK+LevXsWx3n06BEyZcqE+Ph4zTKpQIEC6Ny5M7p166bUAUFBQejcuTP8/f2xatUq5M+fHwMHDkTmzJkt0l7OnDmRkJCAMWPGYPLkyYiJiQEAeHh4oF+/fhgyZAiMRiNq1aqFqKgodO/e3WoaDg0NRfPmzXHy5Emz34sIDAYD4uPjdcW5GrUya/To0QCA3377DfXr14fRaFTqonPnziE+Ph6bNm2Cv78/1q5di4cPH6Jz584W58iZMyfi4uKwYsUKnD17FjExMShevDhatGgBFxcX7N27F7Vq1UK5cuWwb98+XLp0CcHBwRg/fjyOHz+O1atXAwB27tyJnTt3WqRNAFi+fLlqHZA3b16z37958wa3bt2Cvb09cuXKZRHH7ypLlizo2bMnBg8eDKPRaPH5hAkTMH36dNy/f1+53yICb29vVKhQARs3bsSoUaPg4eFh9fi9evUCANXyIiYmBn369MHixYsRFxcHALC3t0ebNm0wdepUuLm5WQ2bSfI80ahRI4u6Sk1CQgK2bt2Kw4cP4/79+0q8lClTBtWrV1fO3bNnTyxfvhxffvklSpYsCQA4duwYxo0bh9KlS6Np06Z49eoVIiIicODAAbNzPHnyBBs3bkSpUqUszjN06FCr5VtyBoMBN2/e1Pw7PZ4+fYpvv/0WZ86cUdJ3t27d4O/vr+v7t2/fVv1cKw8B0JWPUpKHXrx4gWLFipl99q756OXLl+jTpw927dqFmzdv4uzZswgNDQVgOw8lJCRg/PjxOHToEMqWLYvBgwdj5cqVGDhwIF68eIF69erh22+/Ve0zbNmyBdevX0fPnj0185meOjkhIQHXr1+3Gp8VKlT4R/PZ69ev0bt3byxYsABxcXFwdHQEAMTGxsLe3h7t27fH1KlTMWDAAJv5rHnz5pgwYQLmzZuHFStWWM1nzZs3x9atW+Hj46PUq3/++SceP34MFxcXZMyY0eZ13r9/H5kyZcLt27dV+2YGgwG7du1SvV49Xrx4gR49eiht5atXryI4OBg9evRAtmzZMHjw4BSfQ0vbtm1VP1+4cKFmvau3PXjt2jWz/kRISIjyWWxsLLp164aIiAjEx8fD3t4e8fHxaN68OSIiIlCmTBnUqlULI0eOVNo5mTJlQosWLVCzZk0MHjwYTZs2RYcOHZR0k9yLFy/QuXNn5fP8+fOjWrVqMBgMePPmDfLly4dNmzYhf/78NuMjpW1freu01QavXLky1q1bB29v7xSnzdGjR6Ndu3bIli2b6t/duXMHs2fPVu7ZjRs3kDdv3rce57Bm4cKFmn9jNBot2plJxcfHv3N8AsCrV69gZ2cHBweHFN9XtfZB8+bNMX36dMybN89q+0AvrfseGhqqq5+p1l8uU6ZMisYFAKTJ2EDu3LnRrl07hIeH22y3xMbGYvny5WjTpg0A7X56UjVr1kzxOA0A+Pj44MWLF4iLi4Orq6tZW09E0KxZMyxYsABv3rwBAKUu/Oabb+Dm5oagoCCbxza1CZs3b44SJUqgb9++GD16NGbOnIkGDRpg+/btKF68ONauXasZzpSOs5QtWxYvXrzAjz/+aJY2TG2+Fy9eoH///im61vXr16NatWrw8vJCZGQkrly5guDgYHz11VeIiorC4sWL02T8TSsfZs6cGXv37kWrVq2s5sNevXph7ty56Nq1K2rXrq3kkWPHjuHXX3/FnDlzsGTJErx69QoBAQHYvHkzzpw5g27duuHYsWMICQlB1qxZsWvXLmTIkAEFChSw6EOsXbtWaeckP//b9MlTWi76+Pjg8OHDyJs3L2bMmIGVK1fi4MGD2LZtG7p06aLkTVuGDx8OAKr39ddff1WNy2bNmqFatWo4cuSIctzkaW/p0qWIi4tDeHg4Tpw4gZo1a+Lx48dwdHREREQEmjRpAiCxjXjv3j0UKVJEid+jR4/C09PTLE29ePECly9fRkBAAPz8/HTFZ7Vq1RAVFYX27dtbHavRiqu3ER8fj2fPnsHHx0f5XWRkJFxdXVXvra1+6OPHj9G4cWPVNsrvv/8Of39/2Nvbo2HDhqrh69mzp9Xfb9y4UfV7SU2fPh0dOnRAo0aN4OTkZPVv4uLicPDgQZtjgp999hkqVKiA7t274+XLlyhSpAgiIyMhIlixYgUaN26sGgY97WtAPV14eHjgwIEDKFKkyDuf5/bt21i7di28vb3Nfv/s2TM0bNgQkyZNgoODAwoVKgQA2LBhAxYuXIjQ0FCMGDFC6a9p0TNGpyU16qLnz59b1EXNmzeHm5sbbt68iUaNGuHcuXNKmIH/Kyf1lIta5cUnn3yCcePGYc6cOXjw4IHStxs6dCgCAwPRvn17lClTBhkzZsSiRYuUfPjkyROEh4fj4cOH+O2335RrNaWLAgUKmI1rnD9/HlWrVkXx4sWxa9cu1K9fHxcuXMDjx49x8OBB5MqVK8VleErGBTw8PGz2yaOjo1GjRg0sW7YMw4YNs9p+Hj16NIxGI54+fYqsWbPi2bNn+PDDD/HgwQOcO3cOBoMBWbJk0Xx2YTAYcO/ePdW6/9atW+jfv78y5pT82kzpYsmSJZgzZw5u3bqFQ4cOIWfOnJg2bRqCgoLQoEED3LhxAwsXLsSNGzcwffp0ZMqUCZs3b0ZAQAAKFCigGs727dujQ4cOKFOmjGqcR0VFIWfOnKrHsiUyMhIBAQEW91VEcOfOHQQEBGi2k8qUKYMPPvgAEydONHv2/Ntvv6F58+aIjIzUHNs9fvw4rl27BiCxPZ+cnuc08fHxmDp1Kn766SdERUUhNjbW7PPHjx/rSv/Xrl3D7t27rY6NDRs2TPMYz58/x/jx422OV546dQqffPIJjh8/jr///htZs2bF/fv3UaZMGfz6669KGab1nNxWOB48eGA1fgwGA5ydnRESEoLQ0FCLe9q2bVtER0fj559/RqtWrVTjOmmf/cCBA2Zju9WqVQOg/Wx6+PDhmm3fTp06YejQobh06RJWrlypfDfpc7G///4bP/74I65evQoAyJs3L5o3b66Mke7btw9ly5aFvb292fnj4uLw22+/Yc+ePejfvz9cXV3NPn/58iW++eYbDBs2DIB6vXzy5EnNOvPGjRsYP3682Vj7oEGDlO+sWbMGvXv3xt27d83KGycnJ3Tp0gWTJk3SLNtSYz6AFq2+2ZEjR1SflcbExOiuc69evarU2/ny5UOePHkAaPff9ZQXxYoVw40bNyAiCAwMtOg3nTx5UnP8wsfHR/X5dUBAQIrbFwkJCZg0aRKmT5+Oe/fuAQD8/f3Rq1cv9OvXD3Z2dqpjC0Bi2adGT5+8UKFCuHz5MqpXr46OHTuiXr16ZumxXr16iI+Px+bNm+Hu7o4jR47g8ePH6NevHyZNmoTRo0ejUaNG6NKlC6Kjo5E3b144Ojrir7/+woQJE3Dp0iXNZwJXrlzR7PdrWbRoEfz8/FCnTh0AwMCBA/HDDz8gNDQUy5cv16xLu3fvrisPadUjWlLa9v3www81043WPS1cuDBatGiBL774Am5ubhZzCrTKG0BfvaxHStuu0dHRaNOmDX7++Wclf7x58wYNGjRAREQESpYsidq1a2PcuHEWdQEAjBkzBuPGjUPHjh3N2qXz5s3Dl19+iTFjxqBXr144ceIEtm/frnwv6XiSnZ2d6jyPI0eOoEaNGnBxcTGrD1++fIlt27ahePHi8PLyQrNmzdC+fXubzzcOHjyImTNnYv78+W89f27fvn2qn1eoUAE7d+5E/fr1ERwcjMuXL6NgwYJKX9jU/9AzXmny4sULxMTEWJ1HY6sd1KlTJ5w5c+atxu+sjS/XqlUL9erVw+eff272t3PmzMHGjRsRHByc4jpTa/6QWhr+66+/8Nlnn2H+/PkWn/3xxx+oVKkSbt68idDQUNW8bDpWpkyZLMojUzyozetp0KCBZl+gYcOGquPP06ZN03xusHDhQri7u+PTTz81O8eqVavw4sULHDt2TNf9eNf2s+lepLROTYtnNFp52cPDA6dPn0auXLng4+ODAwcOoECBAjhz5gwaNGiAyMhIeHl5YceOHRZlydGjR1G9enWL63jz5g3Onz+P6OhoVKlSRdczBT1jQVr3w9nZGZcuXVItV96mzLFFz/zk2NhYq/W66blX8muJjIxExowZlft3/fp11XZnSmnVM69fv8ayZctQo0YNZM6c2aL81dPmBAAvLy/NZ+179+5Fjx49lP5X8vuqlb6vX7+OsLAwXL16FTly5ACQ+Dw6d+7cWL9+PYxGY4ra2Fpz3wB9c8q1ynhTWkhq6NChyv/7+flpPsfp0KEDcuTIgeHDh2PWrFkYMGAAypUrh+PHj6NRo0aqz/tN6X/+/Pno0qULnJ2d4evrC4PBgPv37yNjxoywt7dXbf/qne+iJx+qjcvqYarf5s2bh6CgIBw9ehSPHj1S+hulS5dWnQ8QFBSExYsXo1KlSvD09MTJkycREhKCJUuWYPny5fj11181r+PDDz/UfN6qp92akjJeT1y0aNFC9Vp3796tmr7/+usvzf4hoK+Nbu252eHDh7Fq1SocPnwYsbGxqFq1KoYPH67MESQiIiIiIiIiSo+4QRwRERFROlOrVi1UqlQJgwYNApC4uUzx4sURHh6O/Pnz45tvvkHnzp0xYsQIzWNpTShQ4+fnh8WLF6N27do2/+brr7/G0qVLsWDBAnz88cf49ddfcfv2bfTp0wdDhw5Fjx49VCesJGXrIbCeiWMA3unBr+kBq5ubG/r27at6nilTpqjGZ+bMmbFkyRJUr17d7LOtW7eidevWePDggbLI8ObNm+jfv7/F4tGiRYsiT548GDlypNXJO15eXhaL5vPnz48uXbogR44cOHv2LKpWrQpvb2+bE1n1hBP459OOSWxsLK5fv46YmBiEhobC3d1dc6JJfHy8rsnFeqhd55o1a6xu7lalShXY29tj27Ztmulm9+7d6NOnD1q3bm22kOXUqVOoVauWsllPSsKpRc/9sHWtpo3smjZtiiZNmlgsdIyNjcWKFSvQunVrXdehtbgptajFV7Zs2bBhwwaUKFEC69evR7du3bB7924sWbIEu3btwrJlyzQnbDdr1kx1EXabNm0wf/58ZdJCaGgo2rdvDy8vLwDak6n0LFjQuk6te7plyxZlU5qk7t69i1y5cuHly5eaZVLWrFlx4cIFBAYGwtfXF3v27EGhQoVw6dIlVKlSBc+ePcOZM2fMNmNJ7osvvsD8+fMxcuRIZUPQAwcOYMSIEejYsSPGjh0LDw8P7N+/H0WLFrV6jFKlSsHe3h69evWyurj59u3bqZJ+Td9JXmYlpbV4CEicBJN84rrBYNDcoKJMmTL49NNP0bdvX7Py5OjRo2jUqBF+//13jBw5EqNGjUKJEiWs3rPffvtNVx2Q1LNnzxAeHo6wsDDNhVx6ZciQAceOHUOuXLlU/+7WrVtmm5qZJlC1bdsWM2bMsLlx1duIiYlRJnIGBwdb3FNb3iYfp0R8fDzGjx+Pb7/9Vrk/mTNnRo8ePZRJhlFRUTAajcoE09SWWosu9NCzUOVd8xCgnY86duyY6nkISFk++vnnn7Fr1y588cUXSnrTm4dSIjXymdZGo1r5JLXy2bNnz3DixAmz8uSDDz6Ap6cngNTJZ5cvX8ahQ4csNnxMPhEytbx69coiL5quR02vXr1w8OBBTJs2DTVr1sTZs2cRHByMDRs2YMSIEejTp4/mMVKrTtVDq9615ebNmwgODtb1t1FRUTh//jxiYmJQrFgxZeG41qKHixcvWl3gZc2rV6/g5ORkUaZky5YNO3bsUN0gLrXYus5/gq30GRsbi1u3biFXrlwWC6nTwuLFi1XTr6mtbvLmzRucOnUKixYtwsiRI9G+fXvls7SMT2vUyq1BgwbBzs5OV/vgn+hnvu04iykc7zIuAOhbeKxGK13oKde0xnqioqKQI0cOq5tn3blzByVLlkyVcZrkm+El16ZNmxS/aOLx48d49eoVsmbNioSEBEycOBG//fYbcufOja+++go+Pj7/+DiLKd1oScm1VqtWDcWLF7e5KcnGjRvfi/E3b29v/PLLL5ov1zh48CC+/fZbXLlyBUBiP7VHjx4oW7YsvL29ceTIEeTNmxfe3t44dOgQJk6ciIcPH2L//v1o1KiR6rEXLlyouaFC+fLlU9SfGDVqlOYmG+7u7jh//jwCAwNRv359lCtXDoMGDUJUVBTy5s2Lly9fqp4DgK5xVbW4NHmbtGdrgzeT33//HQBSta/n6uqKQ4cO2dwILDXKxX9TUFAQjh8/Dl9fX92LOlesWIH69esraSz5Yj6DwWDWn0m6kX14eDiGDh1q81yjRo1SDe+wYcOQJUsWbN26FUWKFMGyZcswfPhwnDlzBosWLcIPP/yAsLAwzWOkVMmSJTFz5kzlBT/vwmg0Wh1r/PPPP5VnH4MHD0bjxo1x8+ZNFChQAGFhYTh27Bjq1KmDadOmAdBfLqr1Ff7tukhrYd1HH32k+n1rkpcXo0aNwqJFizBq1Ch07NgR58+fR3BwMFauXIlp06bh0KFDcHFxwfHjxy02DTt//jxKliyJ27dvo2nTptizZ4+ysV90dDQqV66MFStWIGPGjABSvuG/SUxMjMU90erH6m0TavXJ1drPAwcOxPbt27F161b89ddfcHNzs/oSBy1adX/x4sU1N0uYPXs2hg0bht69e2Ps2LHKfY2IiMCiRYswYsQIXS8QefHihdU61/RSEyCx3+bs7Kx6Tf/UPdOKq1evXuHkyZPIlSuXWVvs9u3byJs3L169emUWRltju9HR0arPaQD18mLYsGGYN28e+vXrh6+++gpDhgxBZGQk1q9fj2HDhtncaDQp04Zlfn5+yJIli9l9NxgMuhbvaz2PMr0sxdbGasnpufdJmTZTtza2Z9oQ2M7ODsuXL7fY1FRrzFSvuLg4jBs3Du3atdNsF6m112zVVUmfi2nRSuMAUjyeWbJkSV11ppb4+HicPHkSN2/eREJCAvz9/fHBBx+Yjfem1XwA4N3HMwHbz0rfps5VG5dKaXmhZwNDrfGLPHnyqD6/zpAhg65r1XtPnz17BsDyHugZWzBRu6dq/aKkL5NIvgkH8H8bXBQuXBheXl44evQo8ubNi127dqFfv364c+cO9u7diwIFCmDevHmYOXMmTp06hTVr1mDYsGG4dOmS5jMBrX5/ZGSkZnzmzZsXs2fPRpUqVXDo0CFUrVoV06ZNw6ZNm2Bvb48FCxaojhfpyUN66xFb4Tx27Fiqtn1tpRute+rm5qY6p8C0eQxgux+sp17esmUL3N3dleeJs2bNwty5cxEaGopZs2aZbV6uRk9f/Pr167h48SKAxDLDNB/Czc0N586dU30+8eOPP1qtq5o3b47MmTNj3rx5+Pjjj83q66R1qlZ9VqJECYSEhGDu3LlKeRcXF4cOHTrg5s2b2LVrF3744Qc0btwYmTNnVr7/LuO6tlhrQydNE/Hx8ShVqpTqS3q6du2qeg691MY5MmbMiFWrVr31c9/kMmTIgIMHD1o867l8+TLKlSsHg8Ggmd+PHz9uc+ws6QZaavOHbLl9+zYuX76MGjVqWP387t272L59O6KiolTzMqBeLmrN6wG0+02XLl1SHX/28/PTbGvlyZMH33//vcV81b1796JTp0549OiR5v1IjfExPXXq+/KMxpYsWbJg9+7dyJ8/P0JDQzF+/HjUr18fZ86cQbly5RATE2Pzvp86dQoVK1ZU6o6kEhIS0LVrV+TKlQsDBw7U3fd/1+fGAFCiRAlMmDABVatW1f2dpPSM8Wm5evUq2rdvr2zYb6L1ohU9G6mamF6EsmTJEmXejbX5mWppT0+/ydXVFZcuXdKcX2mr7QAkjl3ofdZu8i7pW0Swfft2s7nWphe6pXQMT8+8Ha1y7/79+7hz5w4yZsyI33//XemTaJXxWi/zSGrhwoVISEhAQkKC0jZYsWKFUr527txZ18s79GyIp1dK+od6qKVxrf7GqVOnANieD+Du7o6LFy8iICAA2bNnx9q1a1GqVCncunULhQoVUl6QrEbP81Zr3vU5/LvGxbVr11Sv1c3NTdez0JQ+n04qaVt99OjRGDFiBKpVqwYXFxds3bpVeWEaEREREREREVF6xQ3iiIiIiNIZf39//PzzzyhRogQAYMiQIdi7dy8OHDgAIPGNhsOHD1cmm1lz7do1tGvX7q0nFCSVNWtW7NmzR/VBs5439Onx+++/Y+PGjVYnOlmb5Jx84pgWW5M0Fi5ciKZNm+Lrr79W3cju5cuXcHBwUI3Pnj17Yt26dZg0aZKyKPDgwYMYMGAAGjdujHbt2mm+hdj0tly1zZTU6JnIqhXObt26pUnaWbp0KRo1amR1ooetiSa3b99GaGgonj9/rvwu6cPjy5cvIywsDA4ODti4caNqGPPnz695ncWKFbO6uZtp8dSff/6p+cbOw4cP4+LFiwgMDDQ7huntq69evVJN/127dtV9P2wt+qlZs6bm/bB1raaN7B4+fJjiBQ1ai5t2796NW7duIS4uzmKDhWvXrsHBwQGBgYFISEjA9evXrU5c8Pf314wvZ2dnXL9+HdmzZ0enTp3g6uqKadOm4datWyhSpIjVyWnJqS3CPn78OGrWrAlnZ2ebb2RO6SIUPWW8rXs6cOBAzJkzB8+fP8fo0aPNJszFx8dj3759iIyMxKlTpzTLpOzZs2Pz5s0oVKgQChcujC+++ALNmjXDoUOHULNmTVSoUAHh4eEWi4KSypo1K+bMmYP69eub/X7Dhg34/PPP8ccffyA0NBQ//vgjihUrZvUYrq6uOHXqFPLmzWv187TayEvLzZs3ERYWhnPnzpktqDLVaevWrbP6PYPBAGdnZzRs2BDnz59HUFCQ2T2NjIxEvnz58OrVK/j7+2PixIk2N6DSqgNsLSw6d+4c6tWrpyyISKk+ffogY8aM+PLLL9/6u3fu3MHw4cN1TeZRKy9MG8yqUZvkOWLECN11lS1Hjx61WLxatmxZs7fjLl++HM2aNQNgOXlywIAB+Oabb2we/86dO/jqq69Qp04di/Ncu3YNuXLlsnjrd3IGgwFubm7vtBjy7NmzmnFgUrhwYc2NLb/99tsU5aGQkBAUKlQI586ds5mPfHx8/pE8BLxbPnr+/Dl++uknXL9+Hf7+/mjWrBl8fX1TlIdSk1Ye07P58T+dz/RIST5TozUh08RgMGDy5Mmaf/f8+XMMGjQIP/30Ex49emTxuZ76LGfOnFi5ciU+/PBDszxw/fp1FC9e3KJMePPmDV68eAFHR0e4urri6dOnqVanPnz40GwBlGnzAUC9r5CUrYnDpk2xKlasiEqVKqFixYpv3ceytuihUqVKOHfuHKpXr262aM0ad3d3jB07FnPmzMGDBw9w9epVBAcHY+jQoQgMDET79u0xbtw4XL16FfPmzbO5YVpK6zI9du7ciZ07d1o9h97Js2rpU0TQtm1bZTGMKS569OiBbNmyYfDgwQDUNwkdNmwY1q5dq2xcYfLs2TM0bNhQ1xvH37VNuGzZMqxcuRIbNmzQFRc+Pj4W5R1gXh+1bt0aH330UarcV2uLK1avXm1zMdnJkyf/0TGjypUrY926dfD29tbsL7dr1y5VxgWAdx8bCAsLs5ou9u3bh0qVKuH06dOq37969So+//xz1bEerbTXrVu3f3ycxha9Cwn01FUp6ae+zThLmzZt4Ofnhzp16gAABg4ciB9++AGhoaFYvny5zQVJb3Ot8+bNU92UpHz58u/F+FtQUBB+/fXXFG00mjFjRmXRSZ48eTBz5kzUqFEDly9fxgcffJAq7S09i7jV6rvKlStrlt+lS5dG5cqVUadOHVSvXh2HDx9GkSJFcPjwYXzyySfKghE1ejcI+KclJCRgzJgxmDx5srIxj6enJ/r374/Hjx9brWNMTAt+1OKzd+/e+O6772xuBKanvtSzifiDBw/Qv39/pY0hIkhISIDBYIDBYFA2s7HGYDBg1KhRGD9+vM02imkzoNSQIUMGnD59GgEBAfj8888xatQoZcO+HTt2YNCgQRg3bhzKlCkDADh06BC++uorjBs3Dp988glOnz5tc4O45GNZb968wa1bt2Bvb49cuXLh5MmTcHFxwdWrV5EjRw60bt0aWbNmxfjx4xEVFYXQ0FCLcVJrx4iLi8OePXtw48YN5UUFd+/ehaenpzL2p5YuXFxcMHjwYAwbNgwFCxaEg4OD2eemdoa18+zYsQPu7u4oW7assnmJSXx8PLZs2YLvv/8eT548UcrWCRMmYNeuXdi6dSsOHjyIpk2bYteuXSkuF9OqLtq1a5fVhbZTp05FcHAw2rdvr2uRYUqEhITg+++/R9WqVc2u4/LlyyhTpgyePHmCIkWKYOrUqahSpYrZd3ft2oVevXohNDQUN2/exOLFi5W65OLFi2jTpg1CQkKwfPlyXWFRS1s5cuRA9+7dsWfPHrNNvZLek7QYF3jXfv/b9OvfvHmjWvfPnz9fc7OE0NBQjBs3Dg0bNjS7r+fPn0elSpWQO3du1RcfnDp1CuHh4diyZYvV479580azn3rr1i3Ne6ZGTzteq520bNkybN26FcWKFTO7zu3bt6Ndu3a4c+eO5j3Rek7j4eGhWV7kypULM2bMQJ06dcw2kZ8xYwYOHz6MZcuWafbZc+bMic8//1x5KZw1WsfQuymwmvj4eIwbN0713tsKx4kTJ7By5UqMHTtWicujR49i6NCh+Oqrr+Dl5YX69evj9evXmD9/vtV7+vXXX0NElL7f7du3sW7dOoSGhiqLiGfMmGE17Ka+dK9evXDu3Ll3emGG6dh9+vTRfC527do17N692+r9GDZsGIxGIx48eGA2jgUk9g1LlCiBmJgYq5/v2rULTZo0wcOHDwGo3/d69eqp1pnff/897OzsLDZ52bp1KxISElCrVi3NOEmruSR6xzO1Xipg63M9C/tfvHiBHj162ByXqlatWorLi7dha2G81vNrR0dH1Wv96aef/rGxg+Th13NPr1+/jhs3bqBChQpwcXFRwmEyf/58TJ06FdeuXQMA5M6dG71790aHDh3g4+ODkydPIigoCLly5cK8efNQuXJl3LhxA4UKFQIAZePczz77DAUKFMDw4cNx584d5M2bV5m3ZAqv6RlL1qxZ0bRpU/j6+sLLy0u133/u3DnN+HR1dVXCMWjQINy7dw+LFy/GhQsXUL58eTg4OKiOF+nJQ1r1iFZeLly4cKq0ffX0N9TuqdacgidPnpj1g4HEF7j069cPQ4YMgdFo1FUvFypUCBMmTEDt2rVx7tw5lCxZEn379sXu3buRL18+ZXMUa+VvQkIC9u3bpxoGPem3UaNGaNq0KT777DOb8apGrZ2UK1cuNGrUSLM+u3z5Mk6dOmXxAqOLFy+iRIkSyoY8yTf2eZtxXa3x+KdPn5r92/QylqFDh2Ls2LFKP8baS3patWqFvXv3IioqSnMM78svv8SwYcNs1t2PHz9WHefw8/ND9uzZLeK7e/fuaNasGWbOnKk5vly/fn24ubnh8OHDShllcu7cOZQuXRre3t6q+d204ViNGjWwbds2VK9eHVevXsWDBw8QFhaGhQsXKn+btE4cOHBgqo3tmthK3xUrVtQsF7Xm9QApe9YO6OtvODs74/LlywgMDDT7m8jISOTPnx8+Pj6a5a+e8bGUPL97X57RaOXlhg0bok6dOujYsSP69++PDRs2IDw8HGvXroWPjw927NiBBg0aIDo6GsuXL0fWrFkBAH/88QdatGgBHx8fm3M4rly5gkqVKuHevXupspGz1v3YsmULvvjiC4wePRoffPCB0gb78ssvMWTIEPj7+6vmo6VLlyJbtmzKv62Nz2ltIrd161bY29tj8ODBVudOmF7okdJnw2rzM2fPng1HR0eraQ9InKetp99UqVIl9O7dGw0bNrQaBlttBwC6N/bz9PS0iItevXphzJgx8PDwUDbDs8Za+rb2Qje9G4XZomfejla5N2XKFDg7O+PChQuaLyTT80KAt/G2zwhT+iLLt5nvotZHVBuXDQ0N1SxftfobSfsT1hQuXBgzZ85ExYoVUa1aNRQtWhSTJk1C5cqVceXKFdy9ezdV6mVrZYEpD9SpU0ezjP/+++9THBchISFWr3XGjBmYOHEiGjVqlKJ6Xe1aTSpUqGDx3AxIbKvb2dlhzJgxysbCO3bsQJ06dfDy5csUb2JIRERERERERPRvsb6qiIiIiIjeW0+ePDF7S+fevXvNJvKWLFlSc/J7eHg47O3tsWnTJqsTCpKy9RZKX19fTJ8+Hd9++63N7xsMBgwZMgQDBgzQfEOfrUmgO3fuRP369ZXFKwULFkRkZCREBMWLF8eTJ0/MjpN84piJ2oTt5JNNkk7S2Lp1K77++mvs3r3bZhyVK1cORqNRNT4nTZoEg8GA1q1bIy4uDgDg4OCArl27Yvz48ahTpw7Cw8OVRYYmtWvXRvPmzQEApUuXxvXr11U3L1BbNH/s2DF8//33Ft/Jli2bsimMVjhNbwtWu1atRYBDhgzRTDt9+vRBly5dUL9+fbRs2RI1atTAgAEDACSmq2HDhpktEo+Pj8eRI0csFs+4ubkpkxyKFi2qTBiyNQHFdPwPP/xQ8zqvXLlidWLNypUrERoaCgCq6QaAsuFG8olnBw4cQHBwsGb615OXHz58iLZt22Lz5s1WwzBx4kTN+2HrWr28vBAdHW0xadvk999/N3t7upqZM2di7ty5aNiwIcaPH6/8vkSJEujfvz+AxLKrXbt2FhNejhw5gnnz5mH8+PFo3rw5bt++rUxOMtF7XzNnzoyLFy/C398fW7ZswezZs+Hj44OEhATExMSYLWK05vHjx/Dx8bH5d3369EG9evWsvpH5008/Ra9evZQF59YmUyWdqGtr88AVK1Ygd+7c75R+ly9fjr///hsGgwFz5swx2wjG0dERgYGBmDNnDgDtMqlChQrYvn07ChUqpFzbrl27sH37dlStWhU1a9ZEnz59cO7cORQqVMhicWn9+vXx+PFji8nJQOKbMB8/fgwgcQLa4MGD8f3331vkJSAxDZkm/Vvzrum3UaNGNj9LzvTWZrW66NixYwgKCsLOnTsRFBSEI0eO4PHjx8qbRytWrGi26ZWJ6XcigrCwMIty59SpU8pExNjYWGXCjTVadYAtT58+tZjInRLx8fGYOHEitm7disKFC1ukDbU3FT9+/BiLFi3S3LDm8OHDquXFs2fPNBebW2s/XLlyBUajESKiu65K7s8//0Tjxo1x8OBBBAQEKO2+Bw8eoE+fPihXrhzWrFmDTJkyoWvXrvD29katWrXMNn7p27cvli9frrpx1enTp7F48WL89NNPKF26tHKeU6dOYf/+/XByckLhwoXh4uJi8xgGgwG3b9/G3LlzUadOHYwYMQLNmjVDrly5ULhwYRw+fNjmBnFFixa1mqatnSM+Ph5jxozBnDlz0Lp1a6xYsUL5vFy5chgzZgx69eqVojxkMBhgb2+PK1euWCzeN+Wj6OjofyQPAfryUWhoKA4cOIAMGTLgzp07+OijjxAdHY08efLgxo0bGD16NA4fPpyiPJRatPJYfHw8rl27htWrV6u2bf+pfAYklvPOzs7K5g779+/HnDlzEBUVhZw5c6Jbt24oU6ZMivLZ5MmT8cknn1jdjEbvon+1vlpSAwcOxO7duzF79my0atUKs2bNwh9//IHvv/9eM/2ZPHz40GJyPZA4GddgMFj0vYDEuq1r164YMGAAatWqleI24fPnz9GjRw8sXrxYKXvt7OzQunVrzJw5E66urlb7CqY2y4sXLzBw4EDVicN37tzBnj17sHfvXkycOBEdO3ZE1qxZUbFiRVSuXBkdOnSwOSnXtPA4a9as2Lp1K/Lnz4/atWujX79+uHHjhpLebb212VTeDB8+HIsWLVLOb1KwYEFMmzYN7du3x7Fjx7Bz505s27ZNecNyUgMHDtTMZ1q0rvPChQvKBvVaYwdq1NJnaGgozpw5gz179qBmzZrKd6pVq4YRI0Zg8ODBZpuEnjx5Eq9fvwaQWHaOGzcOe/bsseh3Fi9eHCtWrMD+/ftRrFgx1bCfPHnynduEH374ITp16gRAOz5DQkLQv39/TJ06FbVq1TJbPL9lyxZ069YNR44cQYcOHWxuIve2C3aTv019xowZGDJkCMLDw7Fhwwa0bdsWN27cwLFjx9CtWzcA+seMbI0XAUC/fv2s9jOTtlW1+ssZM2ZMlXEB4N3HBmyli0qVKkFEbNY3SdvoAwYMUB3rsXWOmJgYODs7p8o4jUl8fDzWr1+PS5cuAQAKFCiA+vXr49WrV1bbvvfu3cOaNWtw+/Ztm/VWXFyc0tZQ21C9VatWcHJy+sfHWfLmzYvZs2cDSNyk6dtvv8W0adOwadMm9OnTB0uWLHnnawUS762Tk5PVa7169SoyZsyYZuNvgHo+HD16NIYNG4ZFixapbqqqtrCiWLFiOHbsGHLnzo2KFSti2LBh+Ouvv7BkyRIULFgQL1++1NzMw8TW4qQff/xRtT9RqlQp1frOVh46c+aMMjYzYcIEhIWF4ZtvvkGbNm2UxXQbN25EqVKldG1opue+qsXlBx98YDXtPXr0CD4+PoiMjNTcaGjKlCkYMmQI5s+fj/Hjx6NcuXJo3749mjRpgokTJ8LFxQXBwcFWv2uKI612+ubNm9GvXz+MHTvW6liNnvpy5MiRqpv+AYl1TVRUFIYOHaqk8a+++gqDBw+Gu7u76sIgg8GADh06YO/evWjVqlWK2ihJr8t0bCBxM47y5cujXLlyiIuLU36/dOlS9O/fX+lD9O7dG3PmzEH58uWVY9WoUQOurq7o1KkTGjZsiPXr16NPnz5Wz2utvHn27BnCw8MRFhYGIHEDrUOHDiFDhgzYsmWL0h9+8uQJnJ2dNY9x+/Zt1KxZE1FRUXj9+jU+/vhjeHh4YMKECXj9+jXmzJmjmS4uX76MZ8+eWWwklnSxmK3zfPzxx8rGf8m/DyRuPjdz5kz07t1byRc7duxA3bp1lev/66+/dLdPwsLCbLaj9u3bB1dXV8yZMwclS5b8x+qipAttx4wZo7TffHx8MG3aNMTHxyvtAj8/P9y9exd58+ZFzpw5lU2ytWi1O6OiopR0mtSzZ88QGxuLZ8+e4euvv0bPnj0xYsQIZVPIw4cPY9SoUZgwYQKaNWuGHTt2mG00GhoailmzZpmV8StWrED9+vWt1jVaaevDDz+EiGDBggXInDmz1XuSmuMCIoI9e/YoG+3XqFFDqX9t9fuXLVuGzz//HDly5IC9vT1iY2Oxbt06vH79GkePHrUoJ60xGAzYsmWLat2/bds2zTGyW7duWd1MwcnJCc+fP8e5c+ewbNkyi88zZcqEv/76C71798bTp09x5MgRVKpUCevWrcODBw+UBZRjxozR7Ke2bNlS855ZY0qzetrxWu2kmJgYjBo1Cj/99JNyzKioKAwaNEh5Gc3z589Vx3azZctm8zlN7969ER8fr1nm3L9/X9nkw93dXRnXq1u3LoYOHaprbOzJkyf49NNPbcabnmNYex5lazM1a3r27ImxY8eq3vsCBQrYDIeI4ODBg2ZjplWrVoWzszM6deqECxcuYOnSpfjss89s3tN69eqhUaNG6NKlC6Kjo1GqVCk4Ojrir7/+wpQpU9C1a1dMnToVDx8+xIsXL5QxlydPnsDV1RXu7u54+fIlypQpgxMnTiBHjhw2r9dae+3rr79WrkXtudjcuXPRtWtX+Pn5IUuWLGbp4tatWzh9+jQMBgPCw8Ph5OSkfBYfH49NmzbBaDTCYDAgT548Zt+Nj49HTEwMunTpAkD7vru5uanWmYMHD7Y6FigiGDx4MGrVqoUzZ87gxIkTqFSpEoKDg3HhwgXMmjULCQkJCAsLw6hRo9JkPoDWeKbW5m09e/ZU/VxPnfvFF1+ojkv98ssvKS4vjh07hoSEBJQuXdrs90eOHIGdnZ3yYkggsW967949izkz1p5fA4n9LDs7O81rtdWWatKkCQwGA4oXL271HiV18uRJ5d5bG1uws7PTvKePHj3CZ599ht27d8NgMODatWvKBro+Pj6YPHkyhg0bhilTpqBHjx5mmzD36dMHUVFRKFiwIM6cOYOgoCCULl0aEydOhKOjI3744QcEBwfDaDRi/fr1CAsLw9atW5W2+J9//onY2Fg8fvxYecZSoUIFPHnyRHnGMmrUKBw+fFiz36+nberu7o5Hjx4hICAA27ZtU+pCZ2dnPHv2DP369VMdL7I1tpaUVj2iFc4yZcqkuO2rp7+hdU+15hQk7wcDifNpRowYgVevXmHs2LGa9TKQWFabrmvNmjWoW7cuxo0bh5MnT6J27dqq5a+IIGPGjKphAGD1WhcvXowePXpg+/btqFOnDgYMGICLFy/anB8BJD7Tt9aGUWsnrVu3DlOnTtWsz+rXr4+oqCiLORh37txR0mOpUqVw6tQps2dbbzOuq8XaePvHH38MR0dH9O3bFydOnICbm5tSt/j7++PGjRsoUKAALl++rDz70RrDa9WqFa5fv4727dvbbLuqjXN4e3ujUaNGFvH9+vVrDBw4EAA0x5fj4+NRqlQp/PDDD5g5c6bZ53PmzMEHH3yAhg0bqub3cePGYerUqejWrRs8PDwwffp0BAUFoXPnzvD39wcAq3XmqVOn0KdPH+Xln2rhBBI3rD1w4ICyIVdwcDDq16+vzM9Sy8ve3t4IDg5WLRe15vUA1tO4vb09Pv/8c4wfP97m+LNp8yU9/Y1MmTLh7NmzFmE4c+aM8iI2rfJXa3xMTzveFDZrder78oxGy5QpU5SNeEaOHImYmBisXLkSuXPnVuYjfPvtt6hfvz4CAwOVdvqdO3dQsGBBLF261Oaxb9y4gb///hszZszQnEOnNhbk7OwMZ2dnbNu2DXfv3rV5P2rXrg0gsRxOeqyEhAR89913SEhIUM1HBQsWtNhwLPkYn9r85Fy5cuHKlSs4ceKE1TlyJlppK2fOnDh27Bh8fX3NPouOjkbx4sVx8+ZN1fmZJ0+eRNmyZa2mvdq1a+uqZwDg888/R79+/fD777+bbbgHJG7sZ2oDJG87zJgxQ3PTJlP+O3jwoNW4qFevnu7nqQkJCaob5ad0DE/PvB2tMRCj0YjcuXPj0aNHNjeI05obHBMTo+s5TvIxvlOnTuHNmzfK/9tiSidt2rTBypUr3/lFlnrmu2j1Eb28vFTHZWNjYzXLV63+hta4bIECBfDbb7+hYsWKGDx4MOrVq4dvv/0Wr1+/xrhx42zGZ1xcHOzt7ZU5i2ouXrxosyyoX78+4uPjNcv4cuXKpTgu2rZtizNnzlhc65s3b5TxHLX0rTV+d/PmTV11qq3+Qrdu3XDx4kXl76tVqwaDwYC7d+8ie/bsqvFDRERE9P/Y+++wKJLu/x9+z5AzSFKQjAKKIBgRxYAZBXNCMccVkWBYxQBiXDFgDrgKBlxzWhUzoBgBMRMUwYQKigIm4Pz+4Jn+zjChm7B73/fnmdd19aV0T3dXVVfVCVV1So4cOXLkyJEj578WkiNHjhw5cuTIkfM/hbm5OV27do2IiH78+EFqamp08eJF5np6ejrp6enJfIa6ujo9efKE9V0HDhwgJSUl6tOnDykrK1OfPn2ocePGpKOjQ+bm5qSjo0NWVlbUp08f6t+/v8jBlY8fP1KXLl2Ix+MRn8+n7OxsIiIaO3YsBQUFUatWrWjhwoVERKSpqUnZ2dn09etX8vb2ps2bN0t97tWrV8nV1ZWIiLZv304KCgpkbGxMzs7O1Lx5c+ZwcXGReH9RURH179+fYmJiWPPAtTyJiEpKSig9PZ3S09OppKSEOa+trU1ZWVki+SQiysnJIRUVFSIiOnr0KDVp0oT+/PNPunv3Lt2/f1/kOHz4MKmpqdGECRNIRUWFecaGDRuoV69eZGhoSCkpKWLviI+Pp4YNG3JKJ5e8LliwgBo0aECrV68mVVVVWrJkCY0fP5709fVp/fr11K9fP9a68+vXLzp16hSNGDGCNDQ0yNDQkExMTMjFxYV4PB61a9eOOnXqxBzdu3enSZMmUUZGBhERFRcXU2hoKLm5uZGNjQ1ZWVmJHGxwyaeVlRVduHBBrDz37NlDDg4OrO8gIlq2bBk1adKEbt68SVpaWpSYmEh79+4lQ0NDioqKYq3/XNI5YsQIcnd3pzt37pCGhgbFx8dTbGws2dnZ0enTpzl9D2l5NTc3JxUVFeLz+dSsWTNycXFhDicnJ9LS0qLBgwdzKgtVVVXKyckRe0dGRgapqqoSEZGWlhZlZmaK3ZuZmUk6Ojrk7OxMgwcPpsePH9OnT5/o8+fPIgeX8lq0aBHp6OiQvb09mZub0/fv32n37t00btw4srGxocjISNLT06Nhw4bR+vXraf369TRs2DDS09OjNWvWEBFRbGwsDRo0SKTtCOdTUhoePXpEPB6PLC0ticfjkZmZGVlaWjJH48aNqXv37nTz5k0iIrp48SKpq6uTo6MjKSoqUvPmzUlXV5d0dHSIz+fXuv526tSJCgsLZT6DrU8qKCig169fExFReXk5LV++nPr27UtBQUFUWFhIPB5P6sHn84mIqHXr1uTv7y/2bhUVFVJQUCA9PT3S09MjZWVl4vP5pKmpyZwTHH/99ZfEdNrZ2ZG9vX2N6++YMWM4H0TsskhfX5/u379PRJUy4enTp0REdOnSJWrevDldvHiR2rRpQxcvXqQvX77Qly9f6OLFi+Tm5kZnzpyhYcOGkbq6Og0bNoxpK0lJSWRtbU2LFy8mIqLZs2dTeHi4zO9KJF0GCOq84Fi3bh3NmTOHTExMaPjw4azP5Ypw/171aNasGZ04cULqsXbtWqb+yIKtvxg2bBg1aNCAZs+eTWvXrqV169aJHNLo0KEDGRgYcJJV0hg4cCC5ubkxdUCYp0+fUrt27WjQoEFERHT69GnS0dGhxMRE5jfTp0+nBg0a0KZNm2SWVePGjQkAFRUVib2nqKiIfHx8qHv37qxlqa6uTi9fviQiovr169O9e/eIiCg7O5u0tbWl3peTk8P5ICJSU1OjFy9eEJFov5WdnU0qKiq1bkNJSUmkr69PxsbG9PbtW4ntqLZtiKh27YjH41F+fj4REfn6+lK7du3o8+fPRET09etX6tq1Kw0fPlxmG+rcuTNr+usCtjZGRNS5c2c6e/ZstZ9dF+2MqFLGnDp1ioiIjh8/Tnw+n7y9vWnOnDnUv39/UlJSolOnTslsZ2zylsfjkYKCAnXt2pXi4uLox48f1c4vV8zMzOjKlStEJKozxcTEUK9evTg9o0OHDhQVFUVEle3s+fPnRFSZ3x49eki9r3HjxnWmE06aNImsra3p77//pqKiIioqKqIzZ86QjY0NTZkyhYgk2wrTpk2j69ev07Rp08jBwYGxjXbt2kVLliyhhg0b0t69eyW+MyMjg0aPHk2KioqMDOnUqRNpa2uThoYGubq6kqurK2lqapKOjg61adOGtLS0SEtLix49ekTFxcU0efJksrKyog4dOlBcXBxdvXpV5mFjY8PY8cJ92pMnT0hXV5eI2HUNLu2MDbZ88ng8UldXp0ePHnF6njRk1U9VVVVKTk4WK4vMzEzS0tIiIqLmzZvTnj17xH4TFxdH9erVIx6PR1euXBHRRSdPnkyLFy8mCwsLWrRoES1evFjiUb9+fXJxcalR/S0tLaWAgABq3Lgxp/LU1dUlJSUlxsYTZuvWrTRgwABGT7S1ta3xd3337h2NHDmSGjRoQAoKCsTn85kDAO3fv1+sLBcsWEC//fYbEXGzh2X5i8aMGcPJzmSjtn4Bopr7BgQ6urR6oaGhQb1792bVYbS0tKT6ehQUFCgwMJD4fD5NnjyZAgMDmWPGjBnUpk0bateuHZOm2vhpiCrbVKNGjUhdXZ3Ji7q6OtnZ2VGfPn1qpPsSEfH5fEY/EdhyVQ8ej0cA/hU/i5qaGqObzp49m0aNGkVERA8fPiQDA4Ma6/nCjB8/nvr160c/f/5k5OXLly/JxcWFAgIC/jX/G1s7bN68OWlpaZGmpiY5OjqK1GOBPzQ5OZmsrKyY71TVLr9z5w5dvnyZiIjy8/OpR48epKWlRa6urpSWlkbdunWjLVu2EBHRp0+fyMjIiBo2bEiqqqqM3/b9+/fk5eUlsW7w+XxWe0KavNPR0SFdXV3i8/mkq6sr4gfQ1tYmPp9P06ZNY8qrrKxMzM/x4sULys/PZ/VlEhHrd2UrS2l1z9bWlpYtW0ZEsm1hgR7foEEDOnHihFh9OH78OJmYmMisM0TserpwmqvKDwCc5KW1tTWdPn2aKStBP7h+/XrG5tHU1KTU1FTW9EpDR0eHkpKSany/gJ07d1LTpk1JWVmZlJWVqWnTprRjxw66fv06rVy5kvr27UsKCgpkampKEydOJFVVVbp79y5zv6qqKj148EDsuffv32fqkq6uLg0cOJCWLVsmZg9KIz09nSwsLIiIaNOmTaSoqEi6urrk7OxM5eXlREQUFRVFnTp1Yn2Gj48PjRw5kn78+CFSd69cuUK2trZExF4vWrVqRW5ubhQXF0dXrlwR022JSOp7Dhw4QBYWFsTj8ejOnTsicvLNmzdUVlZGRJX2oZ+fH8XExJCSkhKjL169epUsLCw4y7vRo0eTjo4OWVhY0IABA2jAgAFkaWlJurq6pKCgQJaWlqSioiK1/tSFLHJwcKBjx46JPePBgwekr69P7du3Z64PHz6cevbsSUlJSeTn50dNmzbl9A42vVNBQYHR44XTIJDJwjJauM0L/y2tnaakpDB6OhGRnp4e049PnTqVPnz4wFxjq1saGhoS/V9scPUL9OrVi9GhCwoKGBvH0NCQ+Hw+2dvb0/v376Xa/QL9k8/nk62tLT1//pxatGhBGhoapK6uTgYGBpz8D8JIk/3nz5+n7t27M74vSTg4ONDx48eJSLRuRUVFkYuLC5mamtL169fFrh89epSsra2pfv36dOvWLSKqtMuePXtGREQnTpwgd3d3TnZqTb+Z4PtUx5cjraw+f/5MXbt2Zdq1mZkZKSkpkYeHBxUXFxMRsep8ssZp1NTUOPU5jRs3ZsZr3N3dafny5URUaacaGhpystnHjRvH6FKS4PIMSeNRwmNLlpaWpKGhQTwej9GVeDweaWhoMDYR27eXlQ5psjA9PZ0Z28vJySE1NTWp31RfX58ePnxIREQ7duwgJycnKi8vp7/++ovs7e2JiGj//v3UqVMnRq8gqrRxunTpQnFxcbRs2TJSUlKiRo0a0f79+8V84UTsui/buJi5uTmtWLFC4jWBr4bH49HQoUNF/DeTJk2iQYMGUVRUFPF4PFq/fj3t3r2bOfbv3083btzg/N3ZZKaqqqrEvuTFixekrq5OR44cIQUFBdLX1ydNTU26cOEC6erqUteuXalHjx6koKBAKioq/8p8ADZ/5owZM6hFixaUmJhIGhoaTN08fvw4NW/enPU6F5lrbm4u0y9VF/1Fq1at6NChQ2Lnjxw5Qq1btyYi9jkzksaviYiio6Opbdu2rHmVlk5p/jJJh6BcpPkWsrKyWL/pqFGjqEePHpSXlydS3ufOnaMmTZoQEZGBgQHjuxJm//79pK+vT+fOnaMjR44w6bGzsyMej0cGBgZ06dIlOnToECkpKRGfz6du3box9y9btowAcBpjYbP7uc7RcHV1pfHjx5O6ujp9/PiRiCrlLp/PZ50bxKUNsckRtnTWhe7Lxd5g+6Zscwq42MFscpmoUm8V+Lnd3d1p27ZtRFTZP6qpqcnsf+vXr8/JFpeUV4GsAcA6PyIjI4Pat28v0bcmPP4taxySTZ75+/tTw4YNKS4ujnJzcyk3N5cOHDhADRs2pICAACIiOnjwIFlbW9OGDRvoxo0bYvNA/imePHlCGhoaRFRZt7Zv305ERMHBwWRra0sRERHk6upKnp6enJ6nqalJaWlpEq+x+X+F/RyyypsLSUlJpKqqSh06dGD61A4dOpCqqiolJCSwtnd1dXVGtterV4/S09OJiOjx48dUv359IiJWmSiL/Px8at26NfH5fGacrEWLFlS/fn1SUFCgWbNmEZHstszF96urqytzXo8wwmXOxf8s8FtxsTdmz55NFhYWdPnyZSorK6OysjK6dOkSWVhYUHBwsMzvoaOjw6necNHjZclUNTW1/4oxGlmUlZXRtWvX6NOnT6y/raiooPj4eIqKiqKoqChG9hCRyLhIYGAgzZw5k4YOHUqampqkpaXFaQ6dLF/QkCFDmDHsvXv3Sv0ebOO6NUXYxycJ4fnJLVu2FPFLSIKLb1fQXoR59+4dKSkpEZHs+Zlc2jKX+YSy5B0AqbqDqakp67cQHHUxTh4WFkbW1ta0d+9eUlNTExl/5qJjs1GdeTuyZM3Jkyepffv2Em1vIva5wVzGcYhk+/i44O/vTzo6OuTh4UHTp08Xa99scJnvwibv2PyyXPR4NnuDy3wAYb0zJyeHjhw5wqpDcR1v5fP5dVL/66IsqiItr9LqN5cxWy55lWYv8Pl8MjY2FjknPA9Kjhw5cuTIkSNHjhw5cuTIkSPnfxHF/0hUOjly5MiRI0eOHDk1pnfv3pg7dy5WrlyJ48ePQ11dHR06dGCup6enw8bGRuYzmjRpgo8fP7K+S9YulLdv30aXLl1qnZ/AwEAoKSkhNzcXDg4OzPmhQ4ciKCgIubm5OHDgAIDKXSG/ffsGTU1NhIeHw8fHB1OnTpX4XGNjY2antoiICCxduhRz5szhnC5tbW2EhYWhb9++GDVqlMzfci1PAFBXV2d2rhWGbRdiAMzO9+PGjWOu83g8Zmc8JycnbN26FX5+foiLi2N+4+7ujoiICHh7eyM8PBx//fUXc29ubi7mzJnDPJstnVzyum/fPuzYsQNeXl5YvHgxhg8fDhsbGzg5OeHmzZvQ1dVldkeUhqKiIvr06YM+ffqgtLQUx44dw/79+3Hx4kVoaGjg7Nmz0NbWlnr/hAkTcO3aNYwaNUrmbprCfP78Gbq6upzzOXHiRAQEBGDXrl3MzmLJyckICQlhdiFmY+7cuaioqICnpydKS0vh4eEBFRUVhISEwN/fH/PmzZNZ/7mk8/Llyzhx4gRatmwJPp8PCwsLdOvWDdra2li+fDkaNWrE+j2k5fXjx4/o0qULzp07hx49eojs1inYHbJq3ZKGlZUV0tLSRHYhBoBz584xfQOPx8PXr1/F7i0qKkJ5eTkyMzNx+PBh2NraSnwHl/JavHgxHB0dkZeXh8GDB0NFRQWjR48GULnDXkxMDMLDwzF9+nTmnhkzZmDjxo24ePEiAgMDERkZiezsbBgbG8PS0lJkB8iysjKpOzIbGhrixYsX6Ny5M44dO8bUR0n8/vvvCAkJQVhYGLS0tHDkyBEYGRnB19cXaWlpta6//v7+Mu8H2Psk4d04+Xw+5s6dK3J/1V3/JLFq1Sp4eXnh4sWLIrsQA5U7R9rZ2bE+Y+jQoRLTWVFRwfQNNam/f/75J+u7hWGTRXp6ejJ3Hg0ICMD27dvRrl075h5PT0+oqqpi0qRJSE1NRb9+/RAXFwcej4cmTZqgvLwcjRs3xqdPnxAUFISKigps374dFy9elLo7KSBdBqxdu1bkbz6fD0NDQ4wePRq///57tcpDFrJ2seTz+ejfv7/YrpDCcOnz2fqLs2fP4syZM8zOklxJSEjAgwcP4ObmxiqrpHH+/HkkJCRIrN92dnaIiopCp06dAABeXl7YvHkzvL29ceHCBURHR+PEiRO4evUq7O3tmTYpCUFblZRGbW1tLFmyBG3atGFNb8OGDfH27VuYm5vDxsYG8fHxcHV1xZ07d6CioiL1vqr9PRv169dHVlaW2G7eSUlJsLa2xtu3b2vVhh49eoTY2FgMHjwYZmZmKC8vR5MmTfDr1y/Y29vj06dPAFCrNgTUXTtKTk7G1q1boaOjAwDQ1NREWFgYhg0bhtzcXM7P+aeQ1sbS09OZ//v7+yM4OBjv3r1Ds2bNxMrTyclJ4rProp0BwKNHj9C0aVMAwPLly7Fs2TKRPnrjxo1YuHAhUlJSpLazxo0bs75n586dOH78OEaNGgVtbW2MHDkSEyZMgKOjY43SLY3CwkJYW1sDqGzDhYWFAID27dtLtZmqsmzZMvTq1QuPHz9GWVkZ1q9fj8ePH+PGjRu4du2a1Pu6dOmCXbt2gYhqrRMeOXIEhw8fZvo5oNIGVlNTw5AhQ7BlyxaptkLnzp1RXl6OixcvolOnThg7diw6dOgAW1tbWFhYYN++ffD19UVpaSmSkpJw9epVXL16FampqbC3t8f06dOZ9/r4+KBevXr4888/mTpWVFSECRMmoF27dmjatCnWr1+PwMBAnD9/ntkRnSuvX7+WKIMqKiqYnbjZdA0NDQ2ZsowLsvLZvn17ZGZmwtXVlclnTZFVP79//w4jIyOxe0pKShiZ/uzZM3h4eIj9Zvjw4SAi8Pl8if4JNTU1bNiwQUQPrIpAHqalpcmsv3p6eiI6BhHh69evUFdXx969ewGwl+fEiROhra2Ny5cvIywsTCQdnp6eCA4OBhHh5MmT8Pb2lmkPyGLMmDHIzc3FggULxOzhIUOGMLJQTU2Nsa9GjRqFtm3bYuPGjZzsJln+ogYNGgAAq53JRm39AkDNfQP9+vUDANZ6wePxMHnyZCxYsABWVlZiz1JVVZXq61FUVERqaiqICA8ePICysrLIO5ydnRESEsKcq42fBqi0W21sbHDz5k3Uq1cPAFBQUICRI0fi3LlzuHr1arV1X6DS5yB4niw9fvLkyf+Kn0VTUxMFBQUwNzdHfHw8goKCAFR+i2/fvtVYzxcmMjISgwYNgpGREb59+4aOHTvi3bt3cHNzw9KlS1FcXPyv+N/Y2mFVvVkSU6ZMQcuWLXHmzBmJbUSgawKAkZERzp07J3I9JSWF0W8PHz6M+vXrIzU1FUeOHMHChQsxdepUzJw5E58/f8atW7fQqVMnHDt2DPn5+YiIiEBkZCSCgoJk2hPS9Mr169eDiDBu3DiEhYWJpFXQTgV+BABQUFCAnp6eyDMEZcTmy5wxYwarX5WtLC0sLCTWvYCAAOb/stqQgMLCQjGfEgDY29sz8lUWbLawtDTs3r0bALBnzx5WfU+g3wOVbbKoqAgA0KdPH6Ytm5mZybTr2dDT02P6npqycOFCrFmzBv7+/iI+p8DAQAQGBiI8PByzZ8+Gnp4etmzZgvT0dJSXl6Ndu3awtraGh4cHWrVqhaCgIMTGxsLY2BgAkJ+fj1mzZqF169aIjo6Grq4u7t27h3v37om8n8fjYcaMGRLTVlRUxJTbtGnT0Lp1a+Tl5aFbt27g8/kAAGtra0REREjNn+AZiYmJuHHjhoicASrr/+vXrwGw14uHDx8iNTVVph9O2nvatm2L9+/fs/oB161bB19fXxw/fhzz589n0nL48GG0a9cOmZmZnORd/fr1MWLECGzcuJEpq4qKCgQEBODw4cOIiYnB3r17MWfOHCQlJYndXxey6MWLF3BxcRE7r6KigpKSEoSGhqKkpAQAEB4ejj59+qBDhw7Q19fHwYMHOb2DTe8MCgqCr68v+vXrh4qKChw9ehTPnj2DgoICVqxYgZYtW7K+Y82aNQgICMCBAwdgYmICoNKOCQwMRHl5OUaPHg13d3eUlZUxfd7evXsREhICAwMDAOx1q1WrVsjLy+Pk4xWGq1/g3Llz+PHjBwAgNDQUX79+RXZ2NqysrPDq1Sv069cPCxcuxJYtWyTa/U5OTtDQ0EBERAR27doFLy8vNG7cGMnJyaioqMDgwYMRHh6O2NhYzmmXJvuHDh2K0tJS2NjYQF1dXcxHUlhYiKCgIPz222/4/v07iAi3b9/GgQMHsHz5cuzcuRN3797FnDlzcOjQIcb/ff36dYSEhMDPzw+RkZGM7aWnp4cPHz6gcePGaNasGVJSUkBErHZqTb+ZQL6MHTsW69ev5+TLkVZWOjo6uHDhApKSkpCeno7i4mK4urqia9euzG/YdL5ly5ZJHafR0tKCubk5a5/Tv39/XLp0CW3atIG/vz9GjhyJ6Oho5ObmIjAwEBs2bGC12W1tbbFgwQLcvHlTom9MWhtycXER0TWysrJExqOEdZ6QkBBs3rwZ0dHRzHd79uwZJk6ciMmTJwNg91HIasstWrTArFmzEBMTw4xnf/jwAbNnz0arVq2YfJiZmUn9pqWlpYxfNz4+HgMGDACfz0fbtm3x8uVLAJVt+MiRIyJzIGxtbbF69WoMHDgQOTk5zLt8fX1Fni8Yr6qO7ivQU4R/8+nTJwwePFgs/cD/8+FYWloiJCQEGhoaEn/n5OSEdu3aiX1rYdj6TjaZefnyZTx//lzMHsjKyoKGhgaWLl2KsLAwzJ8/H3FxcRg8eDCCgoIYORcZGYkFCxb8K/MB2PyZjx49wsGDB9G2bVuRb9G0aVNkZ2ejsLBQ5vVDhw6xytwPHz7I9Etpa2vXur94/PgxXF1dxc67uLjg8ePHANjnzDx69Ehs/BqotHPmzp0LVVVVmXmdM2eOxHQuWrRIZtqrIsu3MGPGDNZvqqmpifPnz6Nhw4Yiz23UqBHT3n/9+iVRV2nRogXKysrQo0cP5pytrS2ePn2KwsJCEd9d+/bt8fbtWzg7OzO/9fT0FKknssZYHjx4INPuv379Out337RpE0JDQ5GXl4cjR45AX18fAHDv3j2oqamxzg3i0obY5Aibb6EudF8u9gbbNxW27STNKeBiB7PJZQCMnuzu7o7bt28z/UBGRgYaNmwos//99OkTJ1tcUl4rKiqQkZGB1q1b4/Pnz2LPEMbd3R2Kioo4ffq0TF+mrHFISXZ9eno6HB0dwefzsXr1avB4PPj5+aGsrAwAoKSkhKlTp2LFihUAgGHDhgGAiM0qbR5ITRAeKwQq5e7bt2+xYsUKNG/eHEClPVJcXAwACAsLQ3FxMQ4ePIhGjRox47Fs2Nvb49u3bxKvcfX/ArLLWxLCc8+Ayu+anJyMVatW4a+//oKamhqcnJwQHR2NRo0aYdeuXTLbu56eHuPHNzU1xcOHD9GsWTN8/vwZpaWlAIDjx4/LlImymDFjBkxMTPDp0ydmvtqXL19w9+5dXL58GUOGDIGpqanMtqygoMDaL65bt07mdWGEy5yr/xmo9F+x2RtLlixBTk4OPD09oahYuYyqoqICfn5+WLZsGSZPniz1e1hZWcHHx4fTeBKbLSBLpr579+6/YoxGFgoKCujevTuePHnCOpbF4/HQrVs3dOvWTexaamqqyN+CuRORkZEYN24cFBUVWefQHTt2TKovSEtLCwoKCujXrx+2bNkiZisI6NixI3uma4Cwj08SwvOTd+3ahdmzZ2PZsmUS5bq2trZUWXXy5Enm/+fPnxexbcrLy3Hp0iVmDEvW/Ex1dXXWusfFh/3ixQup15o3b47Q0FCJukNhYSHnb8FmN3EhJiYG27dvh6enJ6ZMmcKcd3Z2xtOnTxEXF1djH155eTnCwsLQrFkzsXEJSciSNX5+figtLYWzszOUlZWhpqYmcl1FRUXm3OCnT59KHcfx9fXFzZs3WX18XHjw4AHjE3348KHINS7js1zmu7DJu1+/fsn0yzo6OrLWcTZ7Iz09nXU+wIgRI5j5FRYWFpzmx1VH3vXu3bvW9Z/LOCQX20sYaXmVVr+5jNlyaevS7AUiwocPHzBgwADm3Pfv3zFlyhQRv83Ro0elPluOHDly5MiRI0eOHDly5MiRI+e/jn85IJ0cOXLkyJEjR46cWvLhwwfq0KED8Xg80tLSoqNHj4pc79KlC82bN0/svqKiIua4dOkSubm50ZUrV+jjx48i14qKiph7uOxCWVuMjY2ZHTuFd+3Kzs4mDQ0NMjY2psePHxMRkYODA7PTU1paGmloaIjtVJqWlkZnz56ljh07kru7OxFV7igmeG51SExMJF1dXdbfcS1PWbDtQkxUucOWrENNTY35XlXLUkVFhT5//kxdu3YlXV1dUlBQIDMzM1JSUiIPDw8qLi6Wmrbq1h11dXVmN7n69evTvXv3mHRoa2tzKo+qfPjwgTZs2EBNmzYV2RlXGjo6OpSUlCT1+ooVKyguLo75e9CgQQSA6tevT0lJSZzyWVFRQREREaShocHscqiqqkqhoaHVzt+PHz/o0aNHdOvWLfr69StzXlL9LyoqoqSkJFJXV+eUTi0tLaZemJubM+Xy/PlzUlNT45Q+trzu3r2bvn37Vu18C7Njxw4yNTWluLg40tDQoAMHDjDvPHDgABER9enThwYPHkxlZWXMfWVlZTRw4EDq2bMnde7cmc6ePSvy3Jr0fQIk5UlDQ4PZoVCYzMxMZjdjWburt27dWuKOzJqamjRt2jQiIpo5c6bYLopVd1TU1NRkdhbX1dWlmzdvMnXDyMioRvVXQUGBZs+eTUTiu7RKSgNbn/Ty5UuZB1devXpF8+bNY3Z6nT9/PrOLOBfY0lkX9ZcLbLKIbedRVVVVibuBpqenk6qqKhH9v53lz5w5QwcPHqSMjAyZO5LK2p30vxUTExM6fvy41Oupqamc5ISk/kIYS0tLpv+tLlz1B2no6+vL3IX4ypUrpK+vL3Ju06ZNpKKiQg0bNmT6KLayMjAwIB6PJ/X6yZMnqUGDBqzpnTNnDi1dupSIKnfSVVRUJFtbW1JWVqY5c+aw3i/Mo0eP6OzZs3TixAmRg4ho2bJl1KRJE7p58yZpaWlRYmIi7d27lwwNDSkqKqrO2pCamhq9fPmSaUdt2rT5r2lDPB6P3r9/T0SV37dqfnJycpi8/KeR1sYEO9pK2zFaeNdbWdS2nRFV6ouCnWuNjIzEdrHNysoidXV15m9J7YwN4V268/PzaeXKlWRvb098Pp9atWpF27dvpy9fvtQqHwKaNWvG9B2enp4UHBxMRETr168nU1NTzs/JysqiCRMmUKtWrcjBwYF8fX0ZO7Bq2zx+/Dht2bKFmjZtSj179qwTmaqmpiax/3348KHI9xBG2FYAwOgZpqamdOvWLSKq1H0FupqSkhIZGRlRYGAgnThxQuIu5yYmJsyuzlXTYWJiQioqKnTy5Emx/liYAwcOiO3wLcDV1ZViY2OJSNR2CwsLo/bt20t9pjBssowLbPmcPXs2TZkyRWY+uSCrfiorK1NUVBQRie7YPH36dOrRowcREVlZWdGFCxeY3wjKKzIykmxsbIjH49GdO3dEdLw3b94wdsOqVaskpqusrIyGDRtGROw2ze7du0WOmJgYOnv2rEj9YStPokobT1JdXrNmDZmZmVHnzp1p8+bNYrtZVwdNTU1KTU2VeM3KyopSUlKIiKhFixa0detWIiI6evQo6erqVsvu/6f9RVWprl+AqGa+AR6PRyYmJpSWlsapX9PW1pa60zgXX8+YMWOqLQtq6uMTfCdh0tLSiMfj1Vj3rct01oWfZcSIEeTq6krjx48ndXV1+vjxIxFVyrCmTZvWSs+vSmJiIm3atIlWrlzJ9FFE9K/632rbDtXV1TnpNfn5+ZSQkEAJCQmMPkpEjO5MRDR48GBavHgxERHl5uYyPqf69esz8lhLS4uePXtGRJXfxN3dndWeYJN3V69epZ8/f7Lm4dChQzR48GBq06YNubi4iBxcfJls35WtLGtS94qKiujYsWP05MkT5lzr1q3J39+f+bt///7Uv39/sra2Jj09PeZvSQdR7fUHLv1i48aN6ebNm0RE5O7uTsuXLyeiyu9raGhIRETnz5+n7t27M3W4usTGxtKgQYOk6lpcMDAwoP3794ud379/PykqKtKcOXPoxIkTpK2tTbm5uURUKWMfPXpE165doyVLllBmZiY5OjqSsrIy2djYkI2NDSkrK1PTpk05ta3169eLHOvWraM5c+aQiYkJDR8+nFM+2J6hq6vL6CfCelRiYiIZGRkREXu96NChg0g/Jwm29+zevZtOnz7N/H7WrFmko6NDbm5ulJOTI/GZRUVFlJ+fTx8/fuQs7wwMDJh+RvCMoqIiunfvHmlra5ObmxtFR0eTlpbWPyaLHBwcGH+McFlERUWRi4uLxHsKCgqooqKC8zu46J07d+4kJSUlMjQ0JDU1NXJ3d6fz589zfkdubi41b96clJSUyNramqytrUlJSYlcXFzo2LFjtHLlSurbty8pKCiQqakpTZw4kVRVVenu3bvMM9jqVlZWFnXt2pV2795Nd+/eFRvvkwUXv4CwTW5nZ8f4mARcvHiRrKysmL+r2v2GhoaMXl1cXEw8Ho8SExOZ31+/fp3Mzc1lpoErVe2NqoeAvXv3kq2tLVM/TU1NaefOnURUOc40YcIEUlRUJB6PR0pKSsTj8WjkyJFUVlZGLVu2pHPnzhERUd++fWnUqFH06tUrmj17NllbW3OyU2vzzYTJzMykc+fOUWlpKRFRteo/F9jkrr+/v9g4TXR0NJmYmNCUKVNqNO6bnJxMkZGRdPLkSSLiJnMtLS2lHlZWVlKfIWsMquphbW3N2IDC3L17lywtLYmI3UchKy9Pnz4lOzs7MVlob2/P9MfHjh2jmJgYqeXQrFkzWr9+PeXm5pK2tjbduHGDSaPANlZTU6M7d+6I3Xv79m1G73zx4gXj+5EEF913z5495OjoSCoqKqSiokLNmjVj0j5u3DjasmWLzPslIVxnqtYlSXWrpvrat2/f6OfPnzRp0iRq1qwZM4ZIVNnmnJycaPz48aShocHoYBUVFaSkpETp6elMGtLS0khVVfVfmQ/A5s9UU1Nj6qNw3UxLSyNtbW3W65KoKnM7dOgg0y9VF/1FvXr1mHotzPXr1xlZxjZnpia8ePGCPn/+XKMxcmnI8i1oaGiwflNNTU3KyMgQy+edO3eoXr16RFRZ9oKxaGGCg4OZsfSaUt0xFmG7//jx4zWec1AVLv4iLkiSH+bm5mRubk4WFhas6awL3ZeLvcH2Tfl8PqOzCfPx40fi8/lidrCA6dOnU5s2bSSmq6pcJiJ6+fIleXl5kZOTE6M/EVXOzfD395fZ/3JNQ23rr7q6uogPoCaUlZXRzp07afjw4eTp6UmdO3cmAOTu7k6dO3cmKysr+vjxI5WUlFB6ejqlp6eL2dZs8ytqi7SxQjc3t1rnX5jbt29Tly5d6OrVqxLbQFlZGe3evZvevHlT43ew+ZfrguHDh1NkZCQREYWHh5OhoSFNmDCBLCwsGH9PTWSiAG1tbXr48CHzd3FxMSkpKTH9WWxsLNnZ2YnVb0E5Tp8+nby9vetEzvybPHv2jP766y86depUtes1m3+Miz5XVaYKyiopKYmzLvZvj9FUpUWLFnTx4kXW3128eJG8vLwY34KXlxernykwMJDxpbPNoavqCxLw7Nkz0tfXZ8bddHR0WNNaUlJCT548qbatWxsfn8C/ITxfQvgQnjshaw6GtL5VWVmZGjduTKdOnSIi8fmZ0dHRFBoaSurq6jR//nzWuidJzggfwkia/6OhocGqOwhISEggX19fcnNzo1evXhERUUxMDCUmJtbJOLmqqirT/oXT8ujRI6k6eHV8eCoqKlLHD6sDm8+IbW6wrHEcZWVlTj6+fwMu813Y5J0kv2xRURGtXLmSnJyc6sQu4uKXjYmJIXV1dQoODpY457a21LT+12YetTRu375NK1eurFFeuYybccmrNF3d3t6eDAwMaMyYMTIPOXLkyJEjR44cOXLkyJEjR46c/yUU/8Px6eTIkSNHjhw5cuRUEwMDAyQkJKCoqAiamppQUFAQuX7o0CFml21hdHV1RXZtIiJ4enqK/Iaq7PbJZRfK2lJSUgJ1dXWx84WFhVBRUUHbtm2RlJQEBwcH9O7dG8HBwXjw4AGOHj2Ktm3bonnz5sxOpcK0bdsWu3btAgAMHjwY8fHxIju9CRMVFSXyN/3/dieNjY1Fr169WPMg2JW+S5cuYmXMdffUyMhImbsQA2DdSax+/frIysoS2xE8KSkJ1tbW0NHRwYULF5CUlIT09HQUFxfD1dWVSb80qlt3GjZsiLdv38Lc3Bw2NjaIj4+Hq6sr7ty5w+xmzYXS0lIcO3YM+/btw6VLl2BmZobhw4fj8OHDrPfq6emJ7DRcla1bt2Lfvn0AgAsXLuDixYvg8XjIz89H+/btwefzWfPJ4/Ewf/58zJo1C1lZWSguLkaTJk1EdgjlirKyMpo0aSJ2XlL9z87OZup7t27dWNNpZ2eHZ8+ewdLSEs7Ozti2bRssLS2xdetWZtdQNtjyOnr06GrnuSoTJkyAmpoaQkNDUVpaihEjRsDExATr169ndiheuXIlPDw8YGdnhw4dOgCo3JX6y5cvuHz5MjIzMxEcHIx3794xu2kK+gjhspFVXuXl5Vi2bBm2bt2K/Px8ZGRkwNraGgsWLIClpSX09fVx4sQJBAcHizzjxIkTzM7fsnZb//333zFr1iyxHZkNDQ2xcOFCAJW7FEtDkBcNDQ38/PkTANCgQQO4ubkx1yoqKvDhw4dq19+QkBD8/vvvAMR3aZWUBrY+ic/ni+0WKKi7PB6P2Z1SGoIdqU1NTZl+UBrl5eU4duwYnjx5AqByl0MfHx8oKiqyprMu6i9QucvmX3/9hdzcXObbCEhJSWGVRaGhoTJ3Hl24cCFmzZqFmJgYZvf4Dx8+YPbs2WjVqhWAyl0TLSws0Lt3b+a5XHZvrQmvXr0CADRs2PAfeb40WrRogXv37sHHx0fidUk6gST8/f3F+gthlixZgoULF2LPnj0S9RSg9vqDNIYOHYrRo0dj7dq18PT0ZHYc/fLlCy5duoQxY8bAysoKQUFBIvcZGhrC1dUVmzdvBgCoqqrKLKsBAwZg+/btzHuMjY0BAPn5+bh06RIiIiLg7+/Pml7BbvKCtJubmyM5ORmNGjVC3759OeX5+fPn6N+/Px48eCDyDQV9SHl5OebOnYuKigp4enqitLQUHh4ezC7m/v7+aNy4cZ20ITMzM5ibm8Pc3BwAMGTIEE55qAk1aUeC3cy/fPmCZ8+ewdHRkbn28uVLRhb9p5HWxv7++28AgIODA6fn/FPtDKjcCfzAgQNwcnKCi4sLrl69CicnJwBAUFAQHjx4AGVlZZG2VrWdAcCaNWs4vc/IyAizZ8/G7NmzkZiYiOjoaAQGBiIwMBDFxcW1ygsAjB07Fvfv30fHjh0xd+5c9O3bFxs3bsSvX784pxEAbGxssGPHDonX+vXrJ/I3j8eDoaEhunTpgsjISM66pSzc3NywaNEixMTEQFVVFQDw7ds3hIWFwc3NjfmdNFvh169fePHiBczNzWFvb4+//voLrVu3xqlTp5id5Xv37o2kpCTExcXh3bt3ePfuHTp16oTGjRszzy8qKsL79+/FdPQPHz7gy5cvcHR0xOfPn8VkvjDTpk1Du3btYG5ujmnTpiE8PJzZZXvhwoUYPXo0Xr9+jYqKChw9ehTPnj1DTEwMTp8+zTxDln6xYMECmbJMUJ9lwZbP79+/Y//+/SgpKYG/v7/YO7jWLVn1c/r06Zg3bx4eP36MsrIyrF+/Ho8fP8aNGzdw7do1AMDEiRMREBCAXbt2gcfj4c2bN0hOTsaKFSuwYMECVnn1xx9/oF69ehg/fjxzrry8HMOGDWN2MGfTCbnojGzlCVTquPPnz4e3tzdat24NALhz5w7+/vtvbN26FfXq1cPUqVNhbm6Oe/fu1ei7mpmZSdWHunTpgpMnT8LFxQVjx45FYGAgDh8+zNjEgl3s2eymf8NfBNTOLwDUzDdw7tw5/PXXX5g1axbi4+NZ39GvXz8cP34cgYGBYtfYfD2/fv1CbGwsgoODRWQ6GzXx8amoqDDfTJji4mKoqamx6r7SSE9Pl3qtuvZ4XfhZNm3ahNDQUOTl5eHIkSOMbnTv3j0MHz4cFhYWNc5rVdq3b4/27duLnf+3/G9c2uHnz59x+PBhZGdnY9asWahXrx5SUlJgbGwMU1NTtGnTBllZWbC1tZWYpq9fv2LatGmIi4tj6pKCggKGDh2KTZs2wdbWFsePH0f//v1x/vx5ph28f/+esWNKSkpgZGQEoLJNfvjwAY0bN0azZs2QkpKCpKQk5n2S7Iljx47JlHdWVlZ4+/at1HI1NzdHVFQU5s+fjzFjxuDEiRMYO3YssrOzcefOHfz2228oKSlh9WWyfVe2suRiYw4ZMgQeHh6YPn06vn37hpYtWyInJwdEhLi4OAwcOBCrVq2Cl5cXLl68CDc3Nzx8+BDv379HSUkJunbtikuXLkFHRwctW7YEUFn3P3/+jAEDBgBgt4UFcqa0tFSi/sFFHvbv3x+XLl1CmzZt4O/vj5EjRyI6Ohq5ublMHRk6dChKS0thY2MDdXV1sXQUFhbKfEdkZCSys7NhbGwMS0tLsftTUlJY0/nr1y+mnIRp0aIFlJWV8evXLyxfvhzFxcXw8vKCj48PysvLoaSkBA8PD3h4eACo7AcvXLiAp0+fAgCuXbsGc3NzEZtBEjweD0ePHhU5x+fzYWhoCFNTU0bPqmr7V+XYsWMSnzF69Gj8/vvvmDBhAtatW4ft27cz7y0uLsaiRYsY/xFbvfD390dAQABmzZoltd50795d5nuWLVuGLVu2AACSk5OxceNGrFu3DqdPn0ZgYCBTFvfu3WP8e35+ftWWd2VlZXj69Cmj2wv3rRUVFbh58yZu3bqFiooKEb2nLmVRUFAQfvvtN3z//h1EhNu3b+PAgQNYvnw5du7cKfEeWfqKJLjonZ07d4aqqirev38v9TlxcXHw9vaW2C+ZmZkhJSUFFy9eZOq3g4ODiDybPXs29PT0sGXLFqSnp6O8vBzt2rWDtbU1PDw8WOtWaWkpsrOzMXbsWOacwC8k+Ca19QsIvv+nT59gY2PDnA8KCsKXL1+Qm5sr1e7/9OkTNm7ciJ07d0JDQwMaGhoidq+ZmRny8/NZ08AFrj5qX19f+Pr6orS0FMXFxYyMBSrHmXbs2IGFCxfiwYMHKCkpgYuLCyObAgICGJm5aNEi9OzZE3v37oWysjL27NkDVVVVVjv1w4cPrN9MFoWFhRg8eDCuXLkCHo+HzMxMWFtbY/z48dDT00NkZKTE+6KiojBp0iSoqqqK1YmqzJgxg1Xurl69GjweT2ScpqKiAjweD9u3b8f27dtZ+5yEhAS0a9cOioqVUy/btm2Ltm3boqysDAkJCZxk7osXL2TmRZoe1L9/f+YZbKxcuZLJozDl5eVM/WXzURQXF8vMy+PHjxEfH4+MjAwAgJ2dHbp16wY+nw9A3J9UlYULF2LEiBEIDAxEly5dGP9PfHw8XFxcAFT2aZMnT8bOnTuZc6mpqZg6dSq6dOkCAHjw4AGsrKykvodNX1uzZg0WLFiA6dOnw93dHUDlGPuUKVPw8eNH2NraYsGCBbh586bEcpgxYwby8/MREhKCS5cu4f379yAipm4Jt5WqCNctrvpaVQR+tFWrVqFnz56wt7dn/M6vXr1Chw4dsHr1apw5cwYFBQWwtLTE58+fUVZWhoKCAjg7O4vJzH96PgCbP/PIkSM4c+YM4/cRpG/nzp1wc3NDaWmpzOuSqCpzly1bhl69ekn1SzVr1qzW/UX37t3x+++/48SJE9DR0QFQaavNmzcP3bp1AyB5zkxUVBRatGgBFRUVTn1fVaytrVl1KUFeBLqRpPopQDB/R5pvQVlZmfWbnj9/HjExMViyZAkAMO8eMWIE6tWrh6CgIPB4POzcuRPx8fFo27YtAODWrVvIzc2Fn5+fzHIQcPfuXYk+VUEZsI2x5OXlwczMTMTurzruzUU3BSTbVmPHjsXixYtlzg3igiQ5IpxOLnNJaqv7SrMDRowYAQMDA07fVJof88ePH1BWVhazg4FKmyIvL48Zc2KTyx4eHjA3NxfxvQsQzFmQ5X+YPHkyZsyYITMNAqKjo6Xm1cXFBbq6unBxcRHxrW/cuBFZWVlo0qQJPn78yLn8JREQEIDdu3fDy8sLjo6O4PF4SE5ORsOGDdGgQQNcvXoVFRUVUFdXR7NmzSQ+g21+RW2pWncFdqxAlglg82uxoauriy9fvjC6ggDhNjB58mTGBq0JXP3L2dnZ+PPPP/H8+XOsW7cORkZGOHv2LMzNzdG0aVOZ79i4cSO+f/8OAJg/fz6UlJRw48YNDBw4EKGhoQCAli1bVlsmClBRURHp3/h8PsrLy1FWVoagoCAUFRUhKysL3bt3F2nL0dHRzD2C+9n6RUE5ZGdnY/369ZzKQZb/uSpc9GMBlpaWICLY2NgwfQdX2Ow3LvpcVZkqyX/x3zBGI4uIiAiEhIRgyZIlaNGiBTQ0NESua2trY/PmzQgICMCgQYMQEBAAALh58yZ69+6NtWvX4rfffgNQaWs+e/YMQKU9kZqail+/fgFgn0NX1Rck4OnTp4x+PXv2bPz8+VPquNuHDx8wduxYnD17VuJ72GzdqvPfqvrnAPZ5D5MnT5b5DkB63RKUkY+PD+7cucOMR0ui6vxMwdgpj8fD8uXLWXUHSXKmKrLm/1RUVLD6KgHgyJEjGDVqFHx9fZGSkoIfP34AqPSJLVu2rMZ2kzBNmjRBYmKimNw7fPgwY3dWpTo+PEdHRzx//lymncoFtj5n48aNMucGa2hoSB3H0dPTY+awyPLxbdu2rdrpFszntbe3h729Pevvucx3YZN3gwYNEvPLjhgxgqnDXPTjkpISrFixgrHrKyoqRH7L5pddtmwZQkNDwePxcPfuXZE2Isveqo68q2n9r+44JFtZTJgwAaGhobCzs4OxsTHnvArgMm7GJa/S7IVXr17h77//ZuaZy5EjR44cOXLkyJEjR44cOXLk/F+AR1xWzcqRI0eOHDly5Mj5n+Hp06fw9vZmJmELECysBoCcnByYmZmJBZerqKhAbm4uM6g8YsQItGzZEkFBQViyZAk2bNgAHx8fXLhwAa6urhgxYoTMYDhc6N27N1q0aIElS5ZAS0sL6enpsLCwwLBhw1BRUYFVq1ahuLgYTk5OKCkpQXBwMG7cuIFGjRpJXIwuaeLY8uXLsWbNGnh5eUkcJJQ2SaNLly74/fffJQbcE0a4bCXRsWNHtmJguH79Ou7fvy9z8ejjx48llvmjR4+wd+9e7Nq1C926dcPff/+Nly9fIjAwkNOieWlUt+7MnTsX2tramDdvHg4ePIiRI0fC0tKSWQS4YsUK1kBKw4YNw+nTp6Guro4hQ4bA19eXddKaMHv37sWJEyekDh6rqakhIyMDZmZmCAgIwPfv3zFixAjk5eVh6tSp2LhxI6c2UhMECzK5sHr1arH6Hx8fj4YNGzKTGdjSuXfvXpSVlWHMmDG4d+8eevbsicLCQigrK2P37t0YOnQo6/eQRL169ZCRkQEDAwNOE8arg6TFTQLevHmDjRs34v79+1BTU4OTkxOmT5+OevXqMYtNhBGeZPTnn3+ylld4eDj27NmD8PBwTJw4EQ8fPoS1tTUOHjyIdevWYfLkyZgwYQJ69eqFNm3aAKic1Hvu3Dns2LEDY8aM4ZzH7OxsAGAWw1aHfv36wcvLCxMnTkRISAji4uLQs2dPJCQkQElJCRs2bPhH6q8kpPVJVSdQ/fr1Cz179kS9evWwYsUKsSB7wvB4PDx//hyA7IWKQGXf5+3tjXfv3sHOzg4AkJGRAUNDQ5w6dQr37t2DgYEBvLy8AFQuXFy9ejVatGiBw4cPiwUtqAqX+iu82Hz79u1ii82XLl3KKoskLd4oLCxk2tezZ8/g4+ODFy9ewMzMDEDl5GkdHR34+PhAT08PWVlZ+Pnzp8SAk9UJDiSNiooKREREIDIykglmpKWlheDgYMyfP19iG6xrEhMTUVJSgp49e0q8XlJSgrt377LKXllp5fF4cHJyYgJySltsXnUSX3X1B2n8+PEDM2fOxK5du1BWVgZlZWXmvJKSEgwMDGBra8ta3oKJkbLKKigoCKdOncK7d++YdkBEqF+/PmbOnInZs2fXKA/VpW/fvlBQUMDOnTthZWWF27dvo6CgAMHBwVi9erXIZK2fP39yXqjC1oby8vKgoaHBqQ0B//l2FBYWJvJ327Zt0aNHD+bvWbNm4dWrVzhw4ECt01lb2NoYlwDKAP6xdgYAT548QYcOHeDl5YVGjRph5cqV6NevHxwcHBAVFYX379/Dzs4O9evXl5mXy5cvS72uoKCAt2/fStRpgMpJsQcPHsTEiRNrnA9pvHz5Evfu3YOtra3MCdCC4AFcEAR6EUagE+rr66NevXq1lqkPHjxAz5498ePHDzg7OwMA7t+/DxUVFcTHx6Np06YybYW1a9dCQUGBWazVt29fEBEzcViw+AConGR77do1XLt2DYmJiVBUVESnTp2wb98++Pr6Ijk5GZGRkUwQyTt37iAkJATt2rWDr68vpkyZAkVFRSQmJjKLHpydneHm5oZOnTohJCQEjx49gpmZGbS1tZGWlgZra2vm/YmJiQgPDxex/xYuXIju3bsDYNcvli9fLrUcubYztny+evUK79+/R25urlgAFbb6L4uq9fP58+dYvny5SFnMmTOHWaBGRFi2bBmWL1/OLGwRBAkVLCjNzs7GunXrRAIGBwQEwMbGBnfu3EH37t2xY8cODBo0CGVlZRgyZAhOnDiB9PR0NG3alJNN8/nzZ0RHRzPvaNq0KcaNG8cs7mUrz9jYWMTFxWHx4sVwcXERWezi7++Pdu3a1Un/GR8fj8jISGYBgDAvXryAqakpo1/ExcXhxo0bACoXyzds2JCT3c/mLzp69GiN7ExhausXAGrmGzh06BD+/vtvJuAIW70QyHVPT0+Ji6BmzJgh09djbW2NY8eOMX0eF2ri4/Pz80NKSgqio6OZ4IS3bt3CxIkT8ebNG/z69Uum7isNwcJjSYEOqg5BX7x48V+zU6Xh4uLCqudz4dKlS1IXRAg2rKgu1f2ubO1w8eLF6Nq1K3R0dJCTk4Nnz57B2toaoaGhyM3NRUxMDI4dO4bQ0FCpQZ+WLl2K1NRUbNiwQWRRRUBAAJo3b45BgwZhxIgRKC8vR5cuXXDhwgUAlb7YhIQEnD17Fq1atUJERAR69OgBb29v6OrqYvny5YiKimIW+cqCrV+UFmRDQHl5Oezt7bFo0SIMHz4cWlpauH//PqytrbFw4UIUFhZCU1OT1ZfJBltZjh49mrXu1a9fH+fPn4ezszP279+PRYsW4f79+9izZw+2b9/OBPN/8+YNNm3aJBKwadq0aVi/fj0KCwuxdetWpu6Ul5dj2rRp0NbWxh9//MFanu/evRNbDCkc1ERbW7va+l5ycrJYEPE9e/bIKk7WPqGqbVQVWZs3CBAEv61q54WEhODbt2/YtGkTgMrAhqtXr0ZKSgq2b98OJSUltGnTBh4eHhLT0blzZ5G/U1JSUFZWJuKzUlBQQIsWLaTqUp07d8axY8egq6sr9jxhuOhjr169Qo8ePUBEyMzMRMuWLZGZmclsRGRkZMSpnUk7L9BP2N5jaWmJp0+fwtzcHHPmzMHbt28RExODR48eoVOnTnj06BGGDh2Ka9euMYGdP336BBcXFyxatAifP3/mJO9mzJiBAwcOYN68eWjVqhVSU1Px9OlT7Nu3D61bt8bcuXNx9uxZnDt3Dhs3bpT4jLpg3759WLx4MdPHmZiYICwsTCRgcW3gqneuWrUKJ0+eFJNVgqD49erVQ1pamsSg1oLAKJJwd3dHhw4d0K5dO4waNQoPHz6EmZkZtLS0cOvWLXz8+BEJCQnMhiiS4PF4sLOzg4ODA2bPni22iBCo9C/Xxi/A5/PRq1cvqKio4OrVq4iJiUGfPn0AVLazL1++4MGDB0wgqKrcvHkTDg4OjH6wZcsWjBw5knlnSkoKvLy8ZAYqrQnfv38X05+1tbXRpUsXHD16lGkjAr58+YJ+/frh8uXLiI6Oxtq1a5GZmQkAaNSoEWbOnIkJEyaIvae0tJRpl4LvzmanNmnShPWbycLPzw/v37/Hzp074eDgwMjk8+fPIygoCI8ePZJ4n5WVFe7evQt9fX2ZC6sF4wpcdT7hcZo3b94wY8tcdDFpPp+CggIYGRnJ3MREkm1XdcMMoG78a3379sXr16+xc+dOuLq6AqgMxjlp0iSYmpri5MmTAGR/+7ry88ni3bt3ePv2LZydnZn33b59G9ra2rC3t8e7d+8watQoXLp0ifmeZWVl8PT0RGxsLIyNjbFu3TrExcUxgXWaNGmCWbNmMb5lNn3Nx8cHYWFhYgGo9uzZg8WLF8tMv6Du9erVC7m5uZg+fToaNGgAHo+Hhw8fwsHBAQoKCmLttyodO3ZkLe+fP39i7dq1Uu3twsJCEBEuXLggMpYqCG47atQoZGZmwt/fHwcPHsTPnz9RVFSEqVOngsfjITIyEkpKSli5cuU/Ph+gKlX9RUlJSejVqxdGjhyJ3bt3Y/LkySLB2759+ybzeosWLWSWtwA2vxRQu/7i9evX8PDwQEFBARNoIi0tDcbGxrhw4QLMzMwkzpnp0qULnJycoKSkhHv37klNv/CYqjBcbMyzZ8/C1tYWEyZM4KSjy/IttGjRArt37xa5p+o3ffjwITw9PeHq6orLly/D29sbjx49QlZWFlxdXaGmpiYzDVz037i4OPj5+aFHjx6Ij49H9+7dkZGRgfz8fFhZWYkErZQ2xvLXX3+hffv2GDlyJAYNGgQ9Pb1q2+wfPnzAmDFjcO7cOYnpLC8vZ50bVJ02JJAjCQkJ1UpnbZFmB5SWlsLFxYXxQUq7l8fjITs7G0uWLBEZ7xMEY83JyUFqaqpUO9jExASA9LEYgVwWyKry8nIcP35cxL/r7e0NBQUF1v43Ly9PZhoAcXuwKjdu3ECzZs2gra0tUpdTUlLg7e2NmJgYhIaGYtmyZRJllaQxmqoYGBggJiZGJMjOpEmTEBMTgwYNGiA3NxcNGzYUqxcCBP2JLH/7v0F6ejqrX4uN1q1bQ1FREQEBARJ1144dO6Jly5ZYuXKlWHAUrkjyL2/btg0ZGRlo06YNPn36hGvXrqFXr15wd3dHQkICnjx5Amtra6xYsQJ3797F4cOHZbZ3R0dHdO7cGR4eHlLLn01mypKJAwYMAJ/Px549e6CsrIzZs2fj9OnTyMzMZOymhw8fol27diL3ff78mfn/9+/fsWnTJpn9DZdykIQs/3NVuOilpaWl8Pf3Z+SeYNNQf39/mJqaYu7cuaz9b3l5uUx9TLhsqiLQn6vK1GvXruHx48dYvXo1TExMEB4e/h8fo2FDuN+sGnBIOKjw3LlzMX36dJF7N23ahGXLliEjIwP+/v6IiYlhfBcKCgrw8/PDhg0bOM2lq+oLAip9JMuWLcOIESOwYcMGkXQJI0inr68vXr58iXXr1qFTp044duwY8vPzmfEfwXyz2lAX8x7YZJUgCDtXSktLER8fz2yiwEV3kCRnqlJ1/s+tW7dQWFiI4OBgzJ49GwsXLpTpqwQqx3ICAwPh5+cn4tNPTU1Fr169ZG6IwNVOPXHiBBPELzw8HGFhYSLB0gXBnGvKuXPn8Pvvv8sMosgVWTqMpLnBBQUFzIYACgoKUsdxVq1ahcmTJ7P6+AQBSWVRdQMcZ2dnsQ1wqoOk+S5c5F1Vv6y+vj7Gjh0LLy8vTnV8+PDhuHbtGkaNGsXY9cLcvn1bpl82Pj4eAwYMwJ07d3D37l3O+a2OvKuuz0lAdW0atrJYtmwZVq5cyXm+dFW4+O+4+qTY7AVpvH//Xup8Ljly5MiRI0eOHDly5MiRI0eOnP9G5AHi5MiRI0eOHDly/o9x//59uLq6yhzk5jo5rrCwEN+/f4eJiQkTrE0QnM3Q0BBLly6VGQyHC9ImgRYWFuL69et1MrmMy2KB2lJ1oXiTJk0wfvx4ZqG4LH79+gU1NTWkpaWJ7FBcFVm76wGVE+GrLppXUFBASEgIs/BSFpKCE1WFa90RpuoiQC6BlHx9feHr64sePXpInZgoC7bB43fv3uHw4cNo164d7OzsEBERgcGDB+PZs2do1aoVSkpKJOazT58++Pvvv1FRUcEa6O3o0aMSz48dO5ZzPv7880+Z12vyPaou+pH2Pa5evYqAgACsXr1aYl5fvnzJTBz18fGRmU4uk4sjIiLg6+tbq10TX758KfO6tbU1a3nZ2tpi27Zt8PT0FJlg9PTpU7i5ueHTp0+4desWoqKimPbu4OCA06dPIzs7+x8JmCeJ58+fSw2eefz48Tqtv3l5eQAgtiCQrU+SJofOnDmDP/74A1evXuWUV1kLFQHAzc0NhoaG2LNnDzNp7dOnTxgzZgw+fPiAgoICbNmyBV26dEFycjI8PT0xdOhQvH//HioqKnVSf9kWm2/cuLFOZFFFRQXi4+OZILDR0dEiu5OyLTru37+/xLrJ4/GgqqoKW1tbjBgxgrm/Kr///juio6MRFhbGLJxMSkrC4sWLMXHixGrtav+fhq2/qLqIpSpcFpvXli9fvuDu3bvIz88HABgbG6Nly5bVmiTIlRcvXuDdu3cAgPr161e7L46NjcXWrVvx4sULJCcnw8LCAuvWrYOVlRVrGwMqFytcvnwZTk5O0NHRwe3bt2FnZ4fLly8jODiYCYRQW6q2ITs7O7FgD7LakY6OTq3aEPB/qx3Jgq2NWVhYMAtQqyJcnrXdTZmN7OxshIaG4syZM0zAPkVFRbRq1QqzZs0SWSxWE/h8Pt69e/evTSisSbAawURTLqxYsQKzZs0SObdnzx4MHjwY48ePlxqQUgDXBWelpaXYt2+fyORNX19fZoFgdWwFWYHyiAipqam4cuUKrly5gvPnz4OIUFZWhuLiYgQGBiImJgZlZWUAKuvG6NGjsXbtWpFJ+sLlJwigItC76tevj969eyM2NhZJSUmcF6YC7PpF1W9RFbaF+QBY86mhocHsOt+8eXPOaZeEpPpZUVGBGzdu4Pz581Lbu2CxpJOTE9TV1SUGCT1//jy8vb3RvHlzpm8VLLA8deoUunXrhsuXL6Nfv37Yu3cvoqOjkZWVhcmTJ2Py5MlQUVFhXQTbtGlT9OjRA2pqaswC2Dt37uDbt2+Ij4+Hq6trnZQnl/6TDT09PZSWlqKsrAzq6uoi9vCnT5+Qn58v0ybiYmfK8heFhoYiNjaW1e5no7Z+AaBmvoHS0lK4urrC3d2dWTgkjdGjR0utu0SEly9f4sGDBzJ9PdHR0Th69ChiY2NFdHuucPULfP78GaNHj8apU6dEAip4e3vD3t5eZKOFqsjSfYXrbGpqKkJCQjBr1iyRYGKRkZHIzs7+x/ws6enpMu8T5tixYzKvc9Hzw8LCEB4ejpYtWzILIrKzs2FpaQkFBQXWxcB15X9ja4eDBw+Gq6srVq1aJSJHbty4gREjRiAnJ0fiwgrhBSiqqqo4f/482rdvL/KbxMRE9OzZEyUlJazBPLhsXPDmzRskJSVJ1GHY7ImqCy5//fqF1NRUrFmzBkuXLsWAAQOgrq6OJ0+ewMLCAkZGRrhw4QKcnZ2RmZmJtm3boqCgQOQZAl/m06dPERUVBVVVVVa/6syZM2WWpawgSUBl3RNeVOzn5wcTExOsWLECubm5aNKkCaOvSsPQ0BBJSUli9sizZ8/Qrl07FBQUsMqZefPmiS2GPHz4MK5cuYK1a9cyAVek8W8Fe6wpQUFBzP/Lysqwe/dumJubo23btgAqg1vk5uYyi1CBSrl6//59mJubQ0tLC+fOnUNeXh6uXbuGLVu2yNTBHR0dcfXqVTGf1dixY9GhQweRzRNevXoFAGjYsGGN8yftGWVlZYiLi0N6ejoTfEJYv2arF2wI9BNZ7zEyMsL58+fh4uICFxcXBAUFYdSoUcjOzoazszO8vLzw/PlzxMTEwMHBAUDlphSjR4+Gra0t/vrrL84BH1asWIGNGzeK+FP8/f2xYMECvH37Ft+/fwefz2fKqS5kkTRkbYRSG9j0zjdv3mDo0KG4f/++yH1EBCKCn58f3N3dZQa1VlBQEAuMIuDw4cNITk7GjRs3cPv2bTRt2hQ+Pj6IjIzE/fv30ahRIwDsdatJkya4f/8+bG1t67J4GKqOxfTq1QtDhgxh/p49ezbS09OlBm6ZMmUKWrZsKTG4GlBpIycmJuLMmTO1TmtJSQnmzJmDv/76S0wuAZV1W5qP4f379zA1NcXvv/+ONWvWwN/fn9HFIiIikJaWBldXV7GADlXhsjGChoZGrb6ZcDBUYf3k+fPncHJyYpV1XKltIFEuuhifz0d+fj4MDQ1FfpORkYGWLVviwYMHMt8h6DtjYmLwxx9/MEH9GjdujFmzZmHUqFGc7ENp41ECXc7c3BwlJSV4+PChiB3Qo0cP7N69m1P/VDUdf/75J4YPHw5VVVX8+eefMu0YLrqvgKysLGRnZ8PDwwNqamoSF0U/ffpUxLcr0Hv27t2LsWPHYsCAASJ+gWPHjmH37t0YMWIEq+6rpKSEhw8fitXvzMxMNGvWDN+/f2fNg5aWFhITE2vlQ2H77tHR0di5cyeCg4MRGhqK+fPnIycnB8ePH8fChQtZyzw/Px+jRo1CcnIy3N3dcfDgQYSGhmLTpk3g8XiwsbGRar/V9XwAgN2fmZ2djRUrVkgN3sZ2XRa/fv3C5MmTsWDBghr7obna5CUlJdi3b59I0L7hw4cz7fLRo0fo0qXLPzZnhks6/fz80KlTJ3Ts2FHq+2T5Fnbv3g0dHR3Wb1pUVMRsBif4Zr/99hsaNGhQqzwKcHJywuTJk/Hbb78xssbKygqTJ09GgwYNWGUEUOnf2L9/P+Li4vDhwwf07NkTI0eORN++faGiosKpPKUFmlmyZAmysrJw//59mf4irm1IlhyRlM4BAwZgzZo1sLGxYbW3ueq+bPaGNATtTnjeiQBlZWVYWloiPDyc2bRPFmxy+cuXL8jKykLv3r3x+vVrRn48e/YMZmZmOHPmDBQVFWW+g4tflg1VVVWJsiYrKwuOjo5MACdJmzBwDXZjYmKCq1evonHjxiLnz507h6ysLMyYMQPh4eFSAxEFBARw8rfXlmvXrmH16tUic+yEA7t27dqV1a/Fhrq6OlJTU2WO29Y2eI+JiYnMuWdfvnyBm5sbBg8ejKCgIJG83L59GwMGDMDs2bNltvf8/HwkJCQgKysLpqam6NixI9NfC2wvoOYy8fnz5+jevTtevnwJHo8HDQ0NHDp0iAlauXv3bjx79kzmpkVc+kW2chD4NKrC1f+8atUqTuO6AQEBuH79OtatW4eePXsiPT0d1tbWOHHiBBYvXoyxY8ey9r8LFy6UqY+x9a8WFhYyZerJkyf/K8Zo2OCyobKmpibS0tIk6tguLi7w9fXFxYsXsXHjRpG5EzNmzEC3bt2wZcsW1nTI8gXNmTMHr169wuvXr8Hn8yXqGxYWFmjQoAFOnDiB1q1bQ1tbG3fv3kXjxo1x8uRJrFq1CklJSVyLpVY+PraNqthsBSsrK3Ts2BHjx4/HoEGDZI77SIJLW5YmZ4Rhm/9z584dHDx4UKS/qqo7qKur4/Hjx7C0tBTzHzRp0oTZhEsaXOU2W6D82sAliCIX2HSYqrq7pA0BpI3jJCcnIzc3l9XHxwWuG+DIgst8F67yTpJflksd19XVxZkzZ6RuKMHml7W1tcXWrVthYWFRLd9AdeSdIPC4NLjU/7ooiwYNGiAhIaFa9UQYLv672sydUFdXx8uXLxkbwcvLCzt37mRkQX5+PkxMTOpk4wM5cuTIkSNHjhw5cuTIkSNHjpx/C3mAODly5MiRI0eOnP9jcAkQJ21y3MuXL9GkSROUlJSwvodLMByucJkE+vPnT4kDv+bm5rhz5w6uXLki8TqXBQ1FRUUoLy8Xm8BeWFgIRUVF1glfd+/eRc+ePaGqqip1oTgb1tbWOHbsGJydnaX+puruerdv30ZBQQGCg4OxevVqZqLcz58/mUXzQ4YMwb1796Cvr18nwYn+2+qONNgGjz98+IDTp0+jUaNGSE1NRU5ODjQ1NREXF4dVq1YhLS1NYj4HDx6MM2fOoLS0lDXQG1twt+ogrf5bWlr+Y9+jefPmaN26NTNRTBbl5eWsE8bZcHZ2xsOHD9GmTRuMHDkSQ4YMEQkCJkxpaanEHU4FQT8eP34sdp3H48HHx4e1vNTU1PD06VNYWFiIlMfjx4/RunVrqQuU9uzZg2HDhnEKLvFPL5aV1k6rU3937NiBsLAwREVFMXnW1NSEv78/Fi1aBCUlJc59kjBBQUH4/PkzYmNj4e/vL/X9u3btgo+PD+tCRaByV+a7d++iadOmIs94+PAhWrVqBR6Px0x8mjNnDt6+fYuYmBg8evQInTp1Qq9evWpdf6u72PyfYM2aNayLjseMGYPjx49DV1eXCVCTkpKCz58/o3v37rh//z5ycnJw6dIliZN7TExMsHXrVnh7e4ucP3HiBKZNm4bXr1//4/msa6T1F3379v0PpkoyysrKuH//PrNQui54+/YttmzZgqSkJLx9+xZ8Ph/W1tbo168fxowZwykYy5YtW7Bw4ULMnDkTS5cuxcOHD2FtbY3du3djz549uHLlCusz9PT0kJKSAisrK9jY2GDnzp3o3LkzsrOz0axZM5SWlqKkpAQrVqyQOhmwLgL+srWjBw8e1KoNAf8325EsZLUx4R1whRFemNm+fXscP35cZCH6PwERMfXKwMBALIDQ/wKSgtUIIy0gTtVdgufOnYsxY8aITDTds2cPli9fjlmzZmH58uUYP348c09ZWRmGDx/OyN3aytTly5fD2NgY48aNEzm/a9cufPjwAXPmzOH8rO/fv0uc+C5o60lJSfj69SucnZ3h4eGBTp06oUOHDtDW1sb169fRrFkzKCkpMf2LtbU1E5CMy6IHPT09xMTEID09HWFhYeDxeLC2toaHhwe2bdvGmn6u+kVNZZkg8JqsfNYVsurn6dOnkZGRIdNeVVVVxZMnT6T+xsXFBT169BAL+jl37lzEx8cjJSUFAHD8+HEMHjwYDg4OuHz5soi9wbYItkOHDrC1tcWOHTuYxYJlZWWYMGECnj9/jitXrnAuz+zsbPz55594/vw51q1bByMjI5w9exbm5uaMTlsbHUWWPTJ27FiJQSWEbaL/FbufC7X1DTg6OtaqX+Pi63FxcUFWVhZ+/foFCwsLsUWIgvorjep+r8zMTJEAnHUZkKV169ZYvHgxevfuLXL+77//hpeXF96/f/+P+Fmk6RRVqc6CG1k0aNAAq1atwqhRo5hzVlZWuHv37n+V/01HRwcpKSmwsbERaYcvX76EnZ0dvn//zrqwokOHDjhz5ozYwpr09HT07t2bWezGJZiHgKqLk3bv3o3JkydDWVkZ+vr6IvcJl1d1+0Xh4PTW1tY4cuQIXFxc0LJlS0ycOBGTJ09GfHw8hg0bJjWQf3W+K5vdw2VBTuPGjREREQEvLy9YWVkhLi4OXbp0wf379+Hp6SkSnE2Sb6x9+/aIjY0VW4R64sQJjBkzBp8+fWLOSSvPSZMmyVwMaW1tzalflBX0TxC0pLy8HMePHxdZ8Ojt7V3joKBcYAvgKIDH4+Hy5csAgAMHDsDHxwfq6uoibQlg18Fv376N+Ph4iT6r7t2749WrV4iIiEBkZCTjf9PS0kJwcDDmz58vFshG0gLTioqKaj1DFv+kj8TX1xdPnz6Fi4sLDhw4gNzcXOjr6+PkyZOYN28e8vLycPHiRbRq1Urkvtu3b6N79+748uVLtfvFL1++APh/C/rrwmdalz7/uqC4uFii3unu7g5FRUXMnTtXrG4Kxj6SkpJkBrVmC4wiQE9PD6tXr0ZKSgq2b98OJSUltGnTBh4eHowuJq1ubd++HWPGjMHAgQP/8bKSRElJCRQUFKq9YFrAixcvoKqqWicBbX777TdcuXIFS5YswahRo7Bp0ya8fv0a27Ztw7Rp0+Dl5YXmzZvj8uXLImOZ5eXlOHfuHLZt24aSkhJERUVh+PDhzPXOnTvj/fv3yMjIQPv27Vk3GAFkj8f27du3Vt9MS0sLKSkpaNSokUifevfuXfTo0UOqH104wKcseDweIiMja5Q2YWTpYjY2NvD29saJEyfQs2dPkfZQXl6O9PR02NnZMYEHZfWta9aswYIFCzB9+nSRYAibNm1CREQEAgMDWZ+xdu1aLF26FL169WLGqG/fvo1z584hMDAQL168QGxsLEJDQ5kxNHt7e5HF/BMmTMDIkSPRqVMnmeUiSMfo0aMRGRkJbW1tTJw4Eerq6hJ/z1X3LSgowJAhQ3DlyhXweDxkZmbC2toa48aNg56eHqdv6uDggEmTJjFlJmDNmjXYsWMHnjx5wqr7enl5YcSIEZg3b57I+YiICBw8eJA16B9QGdxm3759UhdrJyQkyLzfw8OD+b+07z5z5kxERUXBy8sLWlpaSEtLg42NDaKionDz5k3s37+/RptIPH/+HKWlpbC3t4eysvK/4heoqT+zLtHR0UFaWlqNA8TVhe3269cv9OzZE8uXL8eFCxeYOTMFBQVo3ry5mJ+gKlz6Pi7pnDhxIq5du4bs7GyYmJhIDUAESPct/Dd8Uw0NDTx69AiWlpbQ19fH1atX0axZMzx58gRdunTB27dvOT+LiHD16lXs378fR44cYQIK7969m7U8ZQWaGTJkCG7duiXTX8SlDbHJkeDgYLF0jh07FiEhIWjdurVI4FxJ/Fu6b+fOnXH06FGRcaD09HQ4OjqCz+fL3BggMDAQOjo6nORy7969QUTYt28fo08VFBRg5MiR4PP5TNBfQf+bkZEBc3Nz8Pl85OTkyJSTVTenkYajoyOmTJmC6dOni5zfsGEDtmzZwhoIqWPHjqzviIyMxPPnz7Fx40aJvpmxY8ciKipKaoA4gLu/vaZwCezKxa/FhoeHBxYuXMgEOpNEbYP3TJ8+XaZ/OSUlBZqamnjw4AGsrKxE8pKTkwN7e3tYWlpy8qW/fv0aCQkJuHbtGq5du4aMjAw0aNBAamC16lBaWoqkpCT8/PkTbdu2lTpXSxpc5AxbOXD5prL8zwsWLMC9e/dYn2FhYYGDBw+ibdu2IunIysqCq6srTExMWL+HQPeSpY8B3PwskmTq/6UxmhEjRsDFxUVs06vVq1fj7t27uHjxIg4fPizWx165cgVDhgzBhw8fqvW+qr4gYWR9D21tbaSnp8PS0hIWFhbYv38/3N3d8eLFCzRt2pTZqFka1fXPSfLxCexiWRtVseXFzMwMf/75Jw4cOICfP39i6NChGD9+PKZMmYJLly5BT08PLi4uUn33qampEsdxhOsem5wBZM//ETynamDWsrIy3Lhxg7GJrK2tsX37dnTt2lWkDsfExGDFihV4/PixzLJg82cKNuIeN25crTbskAWX+QRcYNNhpAVCFd6Y0cfHB4WFhTLHcbj4+GRR2w1w6sKW6NKlC44ePQpdXV2R81++fEG/fv1w9epV1v7VysoKf//9N+vcPGl+2VWrVuHNmzdYt24da3qlwVXe1cafz0XWsJVFXeSVK1zyWnXcrHnz5rh06RIzLlR1fCc/Px8NGjQQ85vIkSNHjhw5cuTIkSNHjhw5cuT8NyN7yys5cuTIkSNHjhw5/6cQTKDn8XhYsGCByITt8vJy3Lp1S2SXWsGkCUnk5uYyu82rqanh69evAIBRo0ahbdu21ZpIoqOjg/nz50u8lpGRgfHjx+PGjRsi5wUD1EuWLEFoaCjs7OxgbGzMDAxnZWUxA3myFg7weDw8fvwYffv2xbRp00Su/fXXXzh58iT+/vtvmekPDAxE3759JS4UnzlzJutkbwCYP38+5s2bh9jYWKk7rScnJzOL2Pl8Pvh8Ptq3b4/ly5djxowZCAwMRKtWreDg4IAmTZoAqAzy8P37d8TExODFixes6ZAGW905d+4cM+nx5MmTMp8lre4QEfbv34+NGzciKipK5jPYdj9ftGiRzOu/fv2CpaUl8vLysGrVKmaAfuvWrcxiVEn5zMvLYyb1/xsTYqXVf8GgNJ/Pl9qWBTvQDRw4EK1btxYLprFq1SrcuXNH6vc4dOgQ2rZti+3bt7PmdeLEiVixYgUmTpzIOmFcGvfv38ejR4+wb98+rF69GjNnzkS3bt3g6+uLfv36QV1dHR8+fMDYsWNx9uxZic/IzMxE//798eDBA5HF4YJ/uZRXkyZNkJiYKLZw9/Dhw8y3l7SAdeTIkcwC1n86AJyAz58/4/Dhw8jOzsasWbMQERGB9+/f10n9nTp1Ko4ePYpVq1aJBIhZvHgxCgoKsGXLFtY+qepEJyLC9evXkZOTAxUVFaSmpkpdkGZra4umTZvi9OnTKC0thZubG3r37o1fv36JLGgGKhdQ5+fniy22ff/+PWxtbZGfn4+CggKYm5sjPj6e6c9UVVXx7ds3qKio1Lr+1q9fH4WFhbCwsIC5uTlu3rwJZ2dnvHjxgjVIQXUoKSnBtWvXJAZIjIyMRHx8vMjkeT09PURERKB79+4IDg5G/fr1MWLECGzcuJGZgFhRUYGAgABoaWkhLi4OU6ZMwZw5cyTugFtYWAh7e3ux8/b29lIX1P+38vz5c4n9hUCP+E/uDilNbxHsfKyvrw+AWxBcWdy9exddu3aFra0t1NTUkJmZiREjRuDnz58ICQnBrl27cO7cOZkLBIDKRQs7duxAv379RBYKtGzZEiEhIZzS4ujoiPv378PKygpt2rTBqlWroKysjO3btzP63IQJE3Dt2jWMGjVK4mRALshqQzNmzGBtR35+frVqQ8D/rXYkCy5t7MKFC5g/fz6WLl0qsoB1wYIFCA0NhY6ODiZPnoyQkBBER0f/o+nl8XgwNjYWOZeXl4dFixZJXTRZF9TlO7Zu3Yrdu3eLBKvhgvDE4/DwcKxZs0ZkMbm3tzeaNWuG7du348yZM+jevTt0dHQwaNAglJWVYciQIXj69CmuXLmCBQsW1Fqmbtu2jVk4IUzTpk0xbNgwRqeV1p4rKirw9etXbN26Ffn5+cjIyIC1tTUWLFgAS0tLjB8/HsuXL8eoUaMwadIkdOjQgdl1nYiQl5cHPT09dO/enQlIJmlxl7QJ2+7u7ujQoQOKiopQUVGB5s2bo2/fvlixYgX4fD5ev36N2NhYHDp0SGY5FBYWsuoXtZVlCgoKrPns3LmzzP5WEECADVn1c/To0Th+/LjYIm5hHB0d8fz5c6mLdZ88eYK//vpL5NyAAQNQXFyM+/fvY8CAAcx5Q0ND6OrqYtKkScy5o0ePsuqEd+/eFbH5gcrdwGfPno2WLVtyKk+gcjFAr1694O7ujoSEBERERMDIyAj3799HdHQ0Vq1aVWsdRZI9ImzTL1y4UKJNpKOjg6CgIKn2xPXr1xm7SZa/CKi5zygqKgqTJk2Cqqpqrf0CQM19A2/fvsW0adNw69atWvVrXHw9/fr1Y32OJLj4+CTtTN+oUaMa7+TOhmCBX9V0CnScf8rPUht/V034+fMnU78lpeGf9L9Vpx2qqKhI/E1GRgaz4IMtaFloaCiCgoIQGxuL+vXrAwDevXuHWbNmYcGCBVKDeYwfP54J5hEeHo6QkBAmL+rq6nB1dcW3b98QHh6OHTt2YOHChfj9998lBrKqqbyzs7PDnTt3AFQuCjp58iRcXFwwduxYBAYGYsuWLcjJycHAgQOl+jLXr1+P69evw9vb+1+pZzNnzoSvry80NTVhYWHBLIxMSEhggvTJ8o1VVFRg/PjxyM7OZvRrQT8mCHrFVp4aGhpMEFE9PT18+PABjRs3RrNmzZCSkgIHBwfWfpEt6N+MGTOQlZWF3r174/Xr14xPaPny5TAzM8OZM2ckBp+rV68eMjIyYGBgAD09PZk6ijTbiksA86oI68aPHz+GiYkJ8zebDq6lpSVxIeuHDx/w9etXzJ8/H9HR0VixYoVIQIfFixfj+/fvWLp0KesCUy7PiI2NxbZt2/D8+XMkJyfDwsICa9euhbW1NXx8fDi1s9jYWGzduhUvXrxgnrFu3TpYWVkxQQllvWfTpk0IDQ1FXl4ejhw5wvg27t27h+HDh2PFihUSA3VHRUWhtLS02vIO+H+Lgdn61rqQRa6urpwW2gLswV+rw7t37/D27VuxhZ1paWm4d++eRP+DIBDJ7Nmzoaenhy1btiA9PR3l5eVo166dSFBrFxcXrFq1igmMMmnSJCYwirAd261bN4wfPx4xMTE4d+4c8vLycO3aNda6tWXLFgQGBuLBgwdMoGVhqgbXr2sKCwtZbfInT57g5s2bcHNzg729PZ4+fYr169fjx48fGDlyJLp06VInaTl16hRiYmLQqVMnZqMCW1tbWFhYwM/PD6GhoeDxeBLfp6amhg0bNiAoKAgtW7YUuXblyhVkZGSgdevW6Nu3L7S0tKRujJCZmYlx48ZJHY8tLy9H3759a/XNOnTogJiYGCxZsgRAZV2oqKjAqlWrZAbxTE1NFflbVqC72sBFx65Xrx50dHRARNDS0oKamhrzG2VlZbRt2xYTJ07k1LcKgsH4+fkxz/D29kbTpk2xePFi+Pj4sD4jKSkJERERmDJlikhetm3bhvj4eBw5cgROTk7Yvn07QkNDJeZbEATS0NAQw4YNg6+vr0jfKikvfn5+deZLDwwMhJKSEnJzc0UWHQ8dOhRBQUFM4KtXr17h5MmTEn27z58/l7gA2tvbmwn4xqb7hoWFYejQoUhISGBkanR0NF69eoVDhw6xBipcs2YN1q1bh7lz52Lbtm2wtLQU+42k4ELCMqO8vJy17qiqqjK6oaamJoqKigAAffr0wYIFC1gX1UvD2tr6X5kPIOwX4OLPlBVk38nJCW/fvhULgl9QUAAjIyNOdbNfv36sfilJVMcmj4mJkfksPz8/pKenQ09PT2TOTOfOnZGRkcGaFlnfuDrp3LFjBwDRAESRkZGYPHmyWAAiab4FLt/08+fPuH37tsQAhsL9YU3R09Nj6pupqSkePnyIZs2a4fPnz6zBXarC4/HQuXNndO7cGVOnTkXPnj3x559/cppzUFJSItW2qqioYPUXcWlD0uRIeno6Fi9eLPG7a2trY/z48WjevHmdzXfJzMyUuqHnwoULWe+XZKc1b96c2eSiefPmUjcGICKMGTOGVS4DlX7ZmzdvipS5vr4+Y0tV7X+F5+RUVFSAz+dLTEN1NiQICgrC9OnT8eHDB0avu3TpEiIjI7Fu3TrOgWJkkZSUhCtXruDs2bNo2rSpmL529OhR1mdI8rcDwLhx4+okAMjSpUuxatUqkb53xowZWLNmDZYsWYIRI0Zw8mux4e/vj4CAAMyaNUui7urk5FQjP4Ewa9eulelfBgBdXV28fftWzG+ampoKU1NTzr50PT096OvrQ09PD7q6ulBUVBQpi4qKCmRlZUlsi8JBaCWhrq6O7t27Vzv/1ZEzbOXABUn+Z6BykwdBsCg2Pnz4IKY7AJX9No/H4/Q93r17J1Mfq44/U1im1qVvuC7n9UpD2nzYw4cPAwBsbW3RpEkTLF26FFevXmXmnt28eRPXr19HcHAwTp48KTZGDwBGRkbVltuA5MBwXL6HnZ0dnj17BktLSzg7OzP6/NatWzkFha8LH19gYCC8vb1lzj/mkpf169cjMjISJ0+exO7du9G+fXvo6upi27ZtGD9+vMQxKUGAcy5tmYuckTX/5+fPnygsLBRrh0VFRejcuTPTPiZOnIiAgADs2rULPB4Pb968QXJyMkJCQqrdziShqKiIVatW1Yn+KY26kOsAuw5TWlqKlJQUpi4D/89PYm9vj40bN2LSpEkoLy+XOo4jQJqPjwtmZmZITk5GvXr1cO7cOcTFxQGo9D1x2ZyB63wXWTbi1atXxfwFQKUf9OrVq5zq+JIlS7Bw4ULs2bNHakB8oLL/lzQfICQkBF5eXrCxsUGTJk1qpIuxybva1P/qyG62sqiLvLLBJa/Sxs2ICJ6enjIDwNVk7qEcOXLkyJEjR44cOXLkyJEjR85/EnmAODly5MiRI0eOnP8/QjCBnojw4MEDKCsrM9eUlZXh7OyMnTt34v379zAyMoKurq7EATAiAhHVWTCcuLg4eHt7SxxEHDt2LBQVFXH69GmJk5i7d++OXbt2YcyYMSLnO3fuzOwaVnXhgDCCxTKSgqx06tRJauA6YdgWinNh48aNyMrKgomJCSwsLMR2ghYM4guCtBgYGODNmzews7ODhYUFnj17hjFjxkBDQwO7d+/GwIEDmXuLioowduzYWk1oYKs7GRkZSE5OBiB7cTOPx4OFhYXEurNjxw5mMHbt2rUyn8FlIbgslJSUEBISwuwsJpjEXlBQIDOfzs7OTLCbFy9eoKysTOKO2UpKShIn/gNgXSAmjJqamsT6P2HCBACVC+jY0pmQkIDFixeLPbtXr16IjIzkFNiKLa/VmTAui6ZNm2LZsmVYtmwZrl+/jv3792PmzJmYMmUKvnz5gpkzZ+Lz58+4desWOnXqhGPHjiE/P5+ZQBUQEAArKytcunQJVlZWuHXrFgoLC9G7d2/Y2toiLS2NtbwWLlyI0aNH4/Xr16ioqMDRo0fx7NkzxMTE4PTp08jKyoKXlxdevXolcwGrpCBy3t7eTBC52pKeno6uXbtCR0cHOTk5mDhxIlJTU/HixQtUVFTUuv7u378fcXFx6NWrF3PNyckJZmZmGD58OLZs2cLaJ0mSIUQEMzMzHD9+HMnJyTIXpAUHB3NaqCgISLd48WK0bdsWQOWEwvDwcKxcuRK7d+/G2LFj4eTkhIyMDGZ3RcHu8XVRfyUtNj98+DASExOZ3de5LB6SRWpqKnr37o3S0lKUlJSgXr16+PjxI9TV1WFkZIQvX77IXHQMVC5mun79usiiez6fD39/f7Rr1w7Lli3D9OnT0aFDB4lpcHZ2lhjEc+PGjTJ3uf9vRFJ/0bZtW9ja2mL9+vU1XmxeF6xbtw7Ozs5iO5oSEZ48eQINDY06maA0c+ZMBAYGMoFT9u7di40bN+LmzZv49OkTunTpgtDQUKxfv17mc168eMEspBZGRUWF0+7VQGXgCcFvw8PD0adPH3To0AH6+vo4ePAgAODs2bM4c+YMM6G2urC1oRkzZrC2o9q2IeD/VjuShTSZHBwcjNWrVzO/2b59u0iAFU9PT6iqqmLSpEl49OgR1q1bh3Hjxv1H8lBYWIg9e/b8owHi6vIdkoLVVJfk5GRs3bpV7HzLli0xYcIEtGrVCkeOHEG/fv2grKyM6OhoZGVl4cqVKzA2Nq4Tmfru3TuJE+0NDQ3x9u1bALLbs5KSEurVq4dVq1YxC7+AygBj69atw/jx41FQUIC5c+eKTTwvLCyElZUVysvLWQOSAUBiYiITAOPQoUMwNTWFq6srcnJycO3aNRQXF8PLyws+Pj4oLy9HaGgoE1ynoKAAERER6NGjh0gw3vPnz2PBggUApOsXd+/exYABAzi1MzbY8lk12MavX7+QlpaGhw8fVisosqz62ahRI4SHh+P69eto0aKFmC08Y8YMREREICQkBEuWLJH4G0NDQ6SlpYnotjo6OigsLISqqioTBBAAevToITEdbPVXW1sbubm5YkE28vLyGJ2YS72ZO3cuIiIiEBQUJBKEtUuXLti4cWOdfFdA3B65cOEC9PX1Zdq6QGX7kvablJQUJliELH+RLLufzWe0du1a+Pr6QlVV9R/3CwDSfQMCu45rvyYtUMHevXvx7ds3mb4etiB20uDi4/v58ydKSkqgoaEh0x5Zu3atxMBcArgucnVwcMDy5cuxc+dOJj0pKSl4+vQpAPxjfhZJgR6k7SRvZWUlU5fmktcJEyZg//79TH8tzK9fv2Bvb4/Tp0+LBLfgCtt3rU47HDt2LMLDw5kFvYIFjlOmTGF8d2xBHbZs2YKsrCyYm5vD3NwcQOXiQhUVFXz48AG///47ysrK0KRJE7x8+ZK5TziYR1hYGKZMmSLm9y0tLUVYWBh0dXUxbNgwqXWQrV+suhiSiPD27VssXryYqUvbt29nfI6//fYbDAwMMGzYMCxduhQhISEyFyfxeDx8//5d4nc9efIkevXqBSUlJday9PLywtq1a/HXX39JDGpSWFiIadOmoXXr1sjLy0O3bt2YMrG2tkZERAQAyPSN/fHHH3jy5AkiIyMZvalBgwaYNWsWgoODOZVnUFCQzMWQXPrFBQsWyAz6B1TKdxsbG5GFbQUFBRg5ciRmzJiBM2fOiN2zdu1aRnbWxYJ0rkyfPh3h4eGoV68ezMzMRK6x6eD9+/fH2LFjERkZKRK0b9asWRgwYAD27NmDnTt3igRUcnJygqmpKaZNm4alS5eyLjBle0bDhg2xcOFCzJw5ExEREUw/p6enh3Xr1sHHx4e1XmzZsoV5xtKlS5ln6OrqMs8Q/o2090hafBwWFgagMlh4QEAADhw4wAThe/36NU6fPg0dHR0UFBSwyhEAyM/PR0hICC5duoT379+DiEQWgP1TssjHxwcqKioAah78tTqwBehs0qQJPn78KPFeQVDrdu3aiQW1vnXrFj5+/CiyyLtqYJTx48eL2LGbN2+GgYEB8/sGDRrA3d0dw4YNQ9++fWXWLcFC2fDwcLF0VifQRk1hs8nPnTsHHx8faGpqorS0FMeOHYOfnx+cnZ1RUVGB7t27Iz4+vk6CxBUWFjKbJGhrazO+x/bt20NNTQ2PHz+GtbU1bt++LRIEQllZGUZGRlBQUEBqaiq2bNki5mfevn07fH19WTdGOHr0qMzxWABMELKafrNVq1bB09MTd+/exc+fPzF79mw8evQIhYWFuH79utT7hAN3rFmzRuK4grGxMRN8q6a+XS46dmxsLBo1agRLS0uEhISI6fgCxo4dy2rbvX37VqIcadeuHd6+fcvJPjx//jxWrlwp9gxPT08EBwdj3Lhx+Pr1K548eSLRx7Zr1y6cOHECnz59wqFDh7B//36sWbMG9vb28PX1xYgRI2Smg23cgwvx8fE4f/48GjZsKHK+UaNGjI556dIleHt7w9raGk+fPoWjoyNycnJARHB1dYWZmRkuXboEW1tbkWdERkYyz2XT1wYOHIhbt25h7dq1OH78OADg+/fvuHz5Mjw8PLB+/Xqp9UpwfujQoSgtLYWNjQ3jpxKm6gZIv379QmpqKhYsWIClS5cCYNfXJkyYgLdv38Lc3Bw2NjaIj4+Hq6sr7ty5AxUVFU6L6r99+4YDBw4gKSkJb9++BZ/Ph7W1NRITE6Gnp/ePzgcQ9guw6VJsQfal+Rd+/PghknZZcPFLSYJLfyHQLwICAkTu/fXrF0pLS6GsrAx1dXX4+flh5MiRjM4noLZBi6qbTgFVAxABYHR2tjbP9k1PnToFX19fFBcXQ1tbWyyYdF0E6PDw8MCFCxfQrFkzDB48GAEBAbh8+TIuXLgAT0/Paj3r1atX2L9/P/bv34+HDx9CU1MTjRs3RmZmJmt5ygo0w+PxkJCQINNfxGUOhzQ58vnzZ2ZsWFY6a6r7CrNjxw5MnToVBgYGqF+/vtg35RIgrry8HLt372Z0+IqKCrRt2xZDhw4Fj8djDdhuYWHBKpeBynFLQbkIU1xcDGVlZbH+99ixY1BRUUFISAhCQkIYm642jBs3Dj9+/MDSpUuZgLmWlpYigf5kzZ/jgq6uLvr371+rdErytwNAWlqaxMBa1YVLYFdvb2+Jfq05c+aIzIeTxdChQwFARAcSBBYR6K61Dd7D5l8GwGx+dOjQISb44PXr1xESEgI/Pz/s2bNHZnufN28erl69itTUVDg4OKBjx46YO3cuPDw8GH345s2bGDFiBF6+fCkmH7no6dJ0g379+snsO6sjZ9jKgQuS/M8/f/7E8uXLOftiW7ZsiTNnzsDf3x/A/9Pjdu7cCTc3N2RkZLD2vw0bNpSpj0nT5wYNGsQEjpUkUwWbS0mb8/VvjNFUB2nBjwV+GIEc0dPTw+PHj0WC+Onq6mLXrl1wc3PDokWLEBMTw/hov337hrCwMGb8lA1JviBhevfuzWnegsCfumjRIvTs2RP79u2DsrIydu/ezZqGuvDxcZl/zHUMUVFREQMGDICXlxc2b96M33//HfPmzcPixYsxZMgQrFy5UmQ8/urVq8z/2doyFzkja/4Pj8eTWHcLCgpE5PjcuXNRUVEBT09PlJaWwsPDg5HL/v7+rD4nLnh6euLatWucdJ6a8vnzZ0RHR4vMHx03bpzI2DUbbDqMj48P6tWrhz///JMJklhUVIQJEyagffv2uHXrFi5dugR7e3uRjSuqBmWX5ePjApcNcGTBZb6LNBvx3LlzTB/z+PFjvHv3jrmnvLwc8fHxUFZWxs+fP1nreGRkJLKzs2FsbAxLS0sxuz4lJQV3796VOtZjYmKCK1euoHPnzmIb6HCFTd7VZj5BdWQ3W1m0a9euVnktLy9nHTfjkldp42ajRo1CbGxstdIkR44cOXLkyJEjR44cOXLkyJHzXw/JkSNHjhw5cuTI+Z9CV1eX9PT0pB5aWlrE5/NlPmPMmDFUVFQk8drVq1fp169fzP+lHb1796bFixcTEdHGjRtJTU2NunbtSrq6ujRu3Lhq5UlPT49evnxJRERTp06lDx8+MNfU1dXpyZMnUu+tX78+ZWRkVOt9VVFXV6f09HSx8+np6aSmpsZ6v5GREZ0/f17s/Llz58jIyIhTGhYvXizzICJq3749HTt2jIiIhg8fTj179qSkpCTy8/Ojpk2bEo/Ho8jISFJTU6NFixYxz3737h3x+XwaMGAArVixQuzdK1eupEGDBnFKp6y6w5Xx48fXWd2RRllZGf3xxx/UqlUrMjY2Fmsn2dnZ5OzsTHw+n/h8PvF4POLxeMzfXPLp4eFBu3fvFjsfGxtLHTt2lHof27cWPtjqP5d0qqqq0tOnT8XOP3nyhFRVVTl9D655LSkpofPnz9PcuXOpbdu2pKysTM2bN5eZPmmkpqZScHAwmZqakqqqKhFVtvdbt24REZGWlhY9e/aMiIhOnDhB7u7upK+vT/fv3yciIm1tbSbfly5doubNm3OuvwkJCdS1a1cyNDQkNTU1cnd3Z9p4r169qGfPnlRQUMD8/uPHj9SzZ0/q3bs3ERFlZmZSo0aNSF1dnVxcXMjFxYXU1dXJzs6OsrKyalQeVfH09KRZs2YREZGmpiZlZ2cTEdH169dJQ0Oj1vXX0NCQHj9+LHb98ePHZGBgQETsfdKVK1dE5EZCQgI9efKEkTEmJib08OFDsXc8ePCAlJSUaM6cOXTixAnS1tam3NxcJq+PHj2ia9eu0ZIlS4iImPYr3IaF/+bxeASAANDZs2eZ9yxcuJAiIiKYv2tTf8vLy5l8ERHFxcWRv78/2dra0vv374mIqFOnTlKPzp07s76jY8eONHHiRCovL2e+eW5uLnl4eNCRI0do1KhRZGlpSUeOHKG8vDzKy8ujw4cPk5WVFfn5+RFRpQ5x4sQJsWefOHGCdHV1iYgoIyOD+X9Vrl69ShoaGuTg4EDjxo2jcePGkYODA2lqalJCQgKnsvpvQVJ/sXv3bjp79iw1b96cdu/eLfP4J1m+fDlZWVnRpUuXRM4rKirSo0eP6uw9ampqTN9BVFmPlZSU6N27d0REFB8fTyYmJqzPcXBwoOPHjxORaH8UFRVFLi4uNU5fQUEBVVRUMH9bWlpK7Je4wtaGiIi1HdW2DRH932pHsmCTyUSVOsqDBw/E7k1PT2dkf05ODid9vCacOHFC5rF27VpWu+q/4R0CZs+eTeHh4bV6RuPGjRn9QphZs2ZR48aNmb+PHTtGioqK1KxZMxHbTUBtZKqtrS3FxsaKnY+JiSErKysikt2e69evTxcvXiQi0T7pyZMnTNvk8XiMfBYmJyeH1NXViYgYeXDq1Cl68+YNFRUViRyHDx8mNTU1mjBhAqmoqDDv2bBhA/Xq1YuIKuXuzp07adq0aaSoqEhqamrUqVMnWrhwIQ0YMIA2bNggloYNGzaQj48PEUnXL6KioujHjx+c2hkbbPmUxqJFiyg4OJjTO4hk109LS0uph+CbS9L3BHoen8+nsLAw0tXVpRUrVlBCQgIlJCTQ8uXLSVdXl8LDw6m0tJSKi4uZd7548YLWrl1L586dE0uPtPrr7+9PDRs2pLi4OMrNzaXc3Fw6cOAANWzYkAICAjiXp4aGBj1//pyIROvoixcvSEVFpU6+qyx7ZODAgay2gjS7iau/6OrVq/+K3c+F2voGBMjq1y5evEjq6urk6OhIioqK1Lx5c9LV1SUdHR2ytLRk9fXUFll2bqdOnejTp0/M/6Udjo6OdPz4ceY4dOgQzZs3j0xNTWnnzp2c03Lr1i0yMjIiQ0ND8vT0JE9PTzI0NCQjIyPy8vL6x/wswmRnZ5OTk5OIPSj8TYXzWZ28BgYGMkdAQADp6uqSh4cHTZ8+XeRaYGAgmZiY1EpvJaqbdvj582em3SkoKJCZmRkpKSkRAKYfEu5fqx58Pp/Vb6WhoUFTpkyhxYsXi/Rp2dnZpKGhwbxDkty9dOkSGRgY0KxZs2j58uVSy4KtX6wqGwTf3dzcnG7cuME8JyEhgXx9fcnNzY1evXpFRER79uyhxMRETt9E0nfl8XiUn5/PqSwXLFhADRo0oNWrV5OqqiotWbKExo8fT/r6+rR+/XoiIrp8+TJrOth8YwKkyXK28oyNjaU///yTiIju3r1LBgYGxOfzSVVVleLi4pjnyOoX69Wrx+r/kuaPT0tLY+rOv8GdO3do1qxZNHToUOrfvz9z9OzZk/mN8NiFo6Mj46MiYtfBS0pKaOrUqaSiosLUT2VlZZo6dSoVFxeTiooK8w2Fefr0KWMTNWjQQKIdevz4cTIxMWF9hoODA+O/E26nDx48IH19fSJirxdcnsHlN5LaYUxMDCUmJlJubi41b96clJSUyNramqytrUlJSYlcXFwoLy+Ps1+3Z8+e1KRJE9q8eTMdO3ZMpM/v0qXLPyaL1q9fT9++fSMiopcvX1J5eTlrWmvDqFGjqEePHpSXl8eUd1FRER05coTs7Ozo0qVL5ObmRleuXKGPHz+K6KR79uyhoKAgatu2LfH5fGrWrBmFhoaSmpqaxLG2vLw8WrlyJTk7O5OCggK1b9+etmzZIjFdubm5VFZWxvxdF7ptbaitTe7m5kbz588nIqIDBw6Qnp4ezZs3j7k+d+5c6tatW52ktVmzZnT16lUiqvT9C+yt9evXk6mpKRGJ6gHClJWV0bVr12j69Omkra1NTZs2pfHjx9P48ePJ0dGRtLW1afr06aSkpESDBg2iwMBAkfsvX75MmpqarONRdcXnz58pIiKCBg8eTL169aL58+fTmzdvON8vbVwhIiKC6tevT0RUa99uXYyFcqn/TZs2paVLl4rdu2TJEnJ0dOT0DDMzM1qzZo3YM9asWUNmZmbUr18/6ty5M6moqFC/fv3Iy8uLLCwsSEdHh/r37y8x7Xl5ebRq1Sqyt7cnBQUFmekAQGZmZjRy5EjauXMnZWZmVrusNDU1mf5HWIbcuXOH6tWrR0RErVq1ooULF4r85uvXr+Tt7U2bN2+mzZs3k7KyMk2ZMoViYmIoJiaGJk+eTABo1apVRMSur9UFNa17V69eJVdXVyJirztz5sxh6k1cXBwpKiqSra0tKSsr05w5c1h1sczMTLKwsCAjIyMyMzMjHo9HXl5e1KZNG1JQUKDBgweTn5/fvzIfgE2Xatu2LUVGRhKRaN0ICgoiHR0d4vP5tHTpUlq/fj1zrFmzhvr168dZznDxS8mipv1FRkYGeXp6Mr4pQR/eokULmjRpkpidWVu4pPP3338nNzc3UlVVJRcXF5o5cyYdP36c2rdvz8m30KlTJ9Zv2qhRIwoICKCSkpJa50kaBQUF9Pr1ayKq9K8uX76c+vbtS0FBQVRYWMjpGVu3biUPDw/i8/nUtGlTWrZsGeXk5DDXuZSnJNuKx+ORiooKDRo0iNVfxKUNsckRtnTWhR/G3Nxc4hyk6vDbb7+RhoYGDRkyhAICAmjmzJkix7Vr1yTqQL9+/aJr165xfs+oUaOoadOmdPPmTaqoqKCKigpKTk4mR0dHGj16tMz+19bWtk7SIMz79+/p69evYudlzZ/7t2Dzt9cWGxsb2rp1q9j5LVu2kK2tLRGRVL+Wh4eHiK9fFjk5OTIPYUpKSujJkyd0//59kYMNLv7lHz9+0IQJE0hRUZF4PB4pKSkRn8+nkSNHUllZGWt75/F4ZGRkRMuXL5do/xMROTs70+DBg+nx48f06dMn+vz5s8ghCy66gaT6LwyXfpGtHLggy/8s8JexkZiYSJqamjRlyhRSVVWlgIAA6tatG2loaNDdu3c59b9s+pi0/sTZ2ZkcHR2JSLZMrV+//v/EGE3VevbhwweKj4+nNm3aMGO1bDx48IBMTExIX1+funTpQl26dCF9fX0yNTWVaPdJQpYv6Pjx4zXyTZSUlNC9e/c498F14ePjMv+Ya17u3LlDU6dOJT09PWrYsCHNnz+fnj9/TgkJCeTp6UmtWrWSmI+6sIWl4eXlRf379yc+n0+9e/cW8cV6e3uTpaUl9ejRQ+y+Hz9+0KNHj+jWrVsicrMufE5btmyh+vXrU3BwMO3fv1/Mb1RbBDatqakpk9eGDRuSvr4+3bt3j/Nz2HQYExMTiXPJHj58SCYmJmRsbEwHDhwgfX19qeM4Vanq46tOno8ePSryrU6fPk1JSUms93KZ7yLNRhTMDRWWxcKHuro6RUdHc6rjbONiBw4cICUlJerTpw8pKytTnz59qHHjxqSjo0NjxowhTU1NOn36NGt+ZcEm7+qi/tdFWdQ2r1zGzbjkVdq4GZ/Pp9atWzPv09LSYsZHif7fugo5cuTIkSNHjhw5cuTIkSNHjpz/JeQB4uTIkSNHjhw5cv7HYJtY/G8ELiESX6x+4MABkcXqbFhbW5Ofnx9t27aNtLS0mIVVWlpaIsFKWrZsKXOh3sqVK5nF2DWlU6dONH36dLHz06ZNo/bt27Pez2WheF1w7tw5JoBJZmYm2dnZEY/HIwMDA7p48SKzKDE5OZnq169PAwcOpNLSUmYg08DAQGogPK6B7GqKYNIwEbe6ExYWJnFicGlpKYWFhbG+j23wuE+fPuTj40MfPnwgTU1Nevz4MSUmJlLr1q05B2fR0tKSuNAhMzOTdHR0OD2DDbb6z4VWrVpJLLNFixaRq6srp+/BlldpE8a5TrIW8Pz5c4qIiKAmTZqQgoICdenShXbu3MlMWNTS0qIXL14QUeVkY8HkkefPn5Oamhrp6uoyg/jW1tbMwtqsrKw6Cy7DZQErlyBytUVbW5tZ4CE84SUnJ4dUVFRY72f7pmFhYTR8+HD6/v07c+379+/k6+vLTCKU1SdVDWxVlYqKCtLU1KQrV66IXbt8+TKpqqpyXqjINvFR+JBEXdXfb9++0a1bt+jUqVMiE8ZOnjxZredIQ0dHh5nkoqOjwyxMv3nzJtnZ2bEuOiaqlFcGBga0Zs0aSkxMpMTERFqzZg0ZGBjQjBkziIhox44dIovKq/L69WuaN28eDRgwgAYMGEDz589nFlr8L/Fv9Be14fbt29S4cWMKDg6mnz9/ElHdB4izsLAQmYT35s0b4vF4VFpaSkSVgWoEk1VlsWPHDjI1NaW4uDjS0NCgAwcOUEREBPP/uiI2NpYGDRpU44VDbG2IiH3xfl20IaL/O+1IFlzamLu7O/Xs2VMkYMj79++pZ8+e1KFDByIiunDhgkhgsrqkauCYf2Jx6D/9juoEq+HCmTNnSFVVlRwdHZnF5Nra2sTn88nNzU1konaDBg2oQ4cOIufqQqauXLmS9PX1adeuXcwinejoaNLX16dly5YRkez2zOPxmIU9wjrSo0ePSFFRkQIDA4nP59PkyZNFymfGjBnUpk0bateuHRGxByRr3rw57dmzR+w9KSkpZGxsTESV7UCwkEtTU5OSkpLowIEDNGXKFNLQ0JCqiwlPxJYVzKYuZBlbPqWRmZlJenp6Mp9dl/WTTcerqKigNWvWkKmpKZMfU1NTWrduHVVUVFC3bt2YIBafPn0iY2NjatiwIamqqtLmzZuJSLJOuG7dOvr48SMRVS5AmDFjBikrKzPlpKKiQjNnzmR0Zi7laWpqStevXyci0bpz9OhRsra2rpPv+m/YI2zU1mdEVHu/AFHtfQNc+jW2QAVsSApuJXz8J9m3bx95e3tX657i4mLatm0b0763b9/OedFmXfhZqn7TR48ecfL3sOWVbRG88LF06VIaPXo068LJf4vExETatGkTrVy5ki5cuFCnz5YVzIPH45Genh7x+XyxDU8E+sW0adOorKyMevbsSR07dpQoI9j6xaoyoWpweiLiFNi1KsK+TCKq9Xe1trZmFspoamoyPp3169fT8OHDiYhIWVmZrK2tacmSJSJByIRh840RVerUAnul6iLG6sqZqoshufSLbEH/iCoXvAvkoTBJSUmsOoaA8vJyevbsGSUmJtK1a9dEDi7IWsilqKhI5ubmNHz4cFJTU2PKWbieExHNmDGDk45TXFzMLC4X7hNbt25N/v7+YmmbPn06tWnThojYF5iyPUNVVVWifpyRkcHY/Gz1gssz2H7DpR1WVFRQfHw8RUVFUVRUVI36LE1NTUpNTa32fQJqKosUFBSYgJF8Pp/5/z+FsbExpaWlEdH/K2+BTiG8GFJSAE1h/UJWUGtBYBQFBQWJgVEE/PbbbyJ6pzD/af9bbW1ybW1tpj6Ul5eToqIipaSkMNcfPHjA2H+1Zc2aNczCxwsXLpCqqirjn1q3bh0RSa9bHz9+JD6fz6qjGBsbMza/pI0R6mI86t9A1riCpqbmP/puFxcXRuY1b96cCcgt6eBS/w8fPkwKCgrUo0cPCg8Pp/DwcOrRowcpKirS0aNHOT1j+/btpKCgQH379qUlS5bQkiVLyNvbmxQVFZkAyKtXr6YhQ4Yw+SgvL6dJkybRypUrxfL48+dPOnbsGA0cOJBUVVXJxMREZjpUVVVp7969NHHiRGrcuDFjj48YMYJ27NjBqVx79epFoaGhRFT5fZ8/f07l5eU0ePBgGjhwIHNeoD/p6uoywSLS0tLIwsKCiCrtand3d6pXrx7Vq1eP3N3dmY1NuFJWVkaHDx9myvLo0aNUVlZGP3/+JAUFBYmbXdQFT548YfxB1e07k5OTKTIykhmLYltU36tXL5o8eTKzOcuKFSsYWZyRkUGWlpYiG9FVBy7zATp16kQzZszg5C+SFmS/YcOGBIB4PB6ZmZmJBHVr3Lgxde/enW7evFmjPPyb3LlzhxmbqO0mU3UBlwBEkqiOD1BdXV1En/5vpWHDhjRr1ixG36oLqhtohotvjU2OsFEXfpiq87tqgr6+Pp05c0bqdWk6ULNmzYjH4xERu1wmquyjvL29icfjkbKyMikrKxOPx6N+/frRp0+fZPa/AGTqYbWF6/y5fws2f3ttkRbYVUVFRSxwXFJS0j/m1yKq9KF4eXnV2DdbnblnL1++pDNnztDBgwdF5rywtfe0tDRav3499e/fnwwMDMjExISGDx9O27ZtY/prdXX1GgXqJfpndQNJSCsHrtTG/ywgKyuLJkyYQK1atSIHBwfy9fVl5oHVZGyjqj72n7aFiepmjKamCAc/5kJJSQlt376dgoKCKCgoiHbs2MHMWeECmy+oOt/jx48f9PTp02r7gOvCx8dl/jFbXiIjI5nNjHx8fOjUqVNimxjo6OgQALENlerVq0cmJibk4eFBu3btqlb+uTBmzBgaM2YM8Xg8Gjp0KPP3mDFjaNKkSbRs2TIRPSk2Nlbm3KC6Hif/J4KIt2/fnsaMGSNSn379+kWjR49m5sNwgU2H0dDQkOgnuXLlCmlqapKmpiZdvHiRtLS0pAZlJ5Lt4/unqO58Amk2YmJiIlMud+7cEQkI++bNmxoFu5NGs2bNaOPGjSJpqKiooIkTJ9LChQvJ3Ny8TjZgkCXv/hvkDBHVOq9cxs245FXauJkgcKCgn+PxeKSjo8P8raur+x8fi5cjR44cOXLkyJEjR44cOXLkyKkuipAjR44cOXLkyJHzP8Xo0aP/0eenp6dz/q2TkxPz/2HDhmHYsGGc742NjUVSUhJOnz6N0tJSuLm5oXfv3vj16xfy8vJgYGAAAFi5ciVmz56NZcuWoVmzZlBSUhJ5TkhICLy8vGBjY4MmTZqIXT969ChrWiIiItC1a1fcv38fnp6eAIBLly7hzp07iI+PZ71/9erV4PF48PPzQ1lZGQBASUkJU6dOxYoVKziVh4CfP3/i/fv3qKioEDlvbm6OHj16MH/b2tri6dOnKCwshJ6eHng8Hng8HgCgbdu2uHXrFry9vdGuXTts3boVAFBcXAxlZWWxdyopKeHLly/VSqcsVq5cCUtLSwwdOhQAMHjwYBw5cgQNGjTA33//DWdnZ/D5fOb3kupOWFgYpkyZAnV1dZHzpaWlCAsLw8KFC2WmYd++fdixYwe8vLywePFiDB8+HDY2NnBycsLNmzeRnJyMy5cvw8DAAHw+H3w+H+3bt8fy5csxY8YMpKamsuaTx+Ph69evYueLiopQXl7Oer80hL8FW/3X1tZmfd6CBQswYMAAZGdno0uXLgAq6/eBAwdw6NAhJv8CJH0PtryuWLEChoaGWLRoEQYMGIDGjRtXK89AZb29c+cOnJycMHbsWAwfPhympqYiv7Gzs8OzZ89gaWkJZ2dnbNu2DZaWlti6dSsaNGgAExMT3L9/H1ZWVmjTpg1WrVoFZWVlbN++HdbW1tVKj7S2qKKiIrEshNvXtWvXcPPmTdSrV4+5rq+vjxUrVsDd3b1a6ZCGioqKxHabkZEBQ0ND1vslfdMBAwbg8+fPKC4uRlpaGi5evIiGDRvC2dkZAHD//n38/PmT6SfZ+qQxY8Zg06ZN0NDQEHlPTk4ORo0ahf79+2Ps2LGIjIxE69atAQC3bt3CrFmzMGTIEERGRgIA9PT0EBAQgJSUFPz69QvOzs5o06YNPDw8EBYWho4dO7LmNy4uDt7e3hKv1UX9PXfuHEaNGoWCggKxazwer1Z9ggAlJSWmrRoZGSE3NxcODg7Q0dFBXl4e1NXVsXnzZvzxxx/Izs4GANjY2IiU/9q1a2FsbIxVq1YhPz8fAGBsbIzAwEDMmTMHANC9e3f07NlTajpMTEywdOnSWufnP42joyNrf1FRUYGsrCyJfYGHh8c/mr5WrVrh3r17+O2339CyZUvs27ePkfN1Rb9+/TBlyhT88ccfUFFRwZIlS9CxY0eoqakBAJ49eybWD0tiwoQJUFNTQ2hoKEpLSzFixAiYmJhg/fr1nHXD79+/Y8OGDbhy5YpIeT99+hQAYG9vDwDIysqCsbExLC0txWRiSkqKzHewtSEArO2oLtoQ8H+nHcmCSxuLjo6Gj48PGjZsCDMzMwBAXl4erK2tceLECQCV8jU0NPQfSWODBg2wefNm+Pj4SLyelpaGFi1a/Fe/o6rO2rx5cwDAw4cPRc5z7T969+6NzMxMbNmyBU+ePAEAWFpaws7OTkyeC+sBAupCps6aNQsFBQWYNm0afv78CQBQVVXFnDlz8PvvvwOQ3Z4BIDExERYWFiLPPXz4MDQ0NJCamgoiwoMHD0RsI2VlZTg7OyMkJAQAcOXKFZnp7NWrl0RZoKOjg8+fPwMANm/ezNi1QGV9cHd3x7Bhw/D333/jxIkTCA4OFrn/xIkT0NfXBwAcOXIEo0aNgq+vL1JSUvDjxw8AlfbCsmXLOLUzNtjyKY3k5GSoqqrK/A3X+pmVlSXxfh6PB1VVVdja2uL/Y+/Mw2pa3///3pWhKCpkaA6lUWSMkCHDqchclMisSIMciuKo46iUzKJCSGaSoRQNmgdkaBYylanB0fT7o99e373bw1q1t47zOet1Xee6jtVez3rW8Ez3c9/v29zcnG1uzQ1HR0c4OjoSc1xJSUnib5mZmfD39wfQ/C3IyckhKysLFy5cgIeHB7F2b/n9ioqKYuHChQCax6K0tDR4e3uzjRGsa1Yqz3PBggXYtGkTzp8/DwaDgcbGRiQmJsLZ2RnW1ta4e/euwO/1Z61HWmsvIltnkiGoXQAQ3DaQk5ND2q89ffoUZ86cAQCIiYmhtrYWXbt2hZeXF8zNzbF69Wq+tp5Lly6xHaurq0NWVhZCQ0Ph6enZqmfGj6VLlyIgIICtbQBAdXU17O3tcfz4cY5zRo4ciRUrVrTqOl26dGn1OUyEYWdp+U5FRUUp2XvI7rU1/eWsWbMQExOD27dvQ0dHh2MMpWKr5EVb7LZjxozBmDFj2nzNz58/IzIyEoWFhXBxcYGMjAwyMzMhJyeHsWPHIiwsDDt27AAAol/bvXs3hg4dirVr12Lp0qXw9PQkxmmgedxVVlbGqFGjsHPnTty6dQvq6upEGUwYDAbpeEfFJrBz504cOnQI1tbWOHv2LHHc0NAQO3fupGTLTEtLE+i9vn37Fjo6OgCArl274suXLwCA3377De7u7gCA169f4+TJk0T7NzY2xrJlyzBz5kxi3sLPNiYnJ4elS5ciLCyM6G9ERUVhbW2Nffv2QUJCotXzBwkJCQwZMoT4N5X5nre3N3777TdER0dztWf6+fnht99+w4oVKxAcHMxmE1q1ahVP+w0rDx8+hKWlJUpLS9HU1MT2N6p2mF27dsHf3x9r166FpKQkAgICoKKigpUrV0JOTg6mpqZ48OABLl68iOnTp0NOTg5///03bt26BQsLC8jJySE3N5fSHLxLly5seylMdu/ejRkzZuDu3bsYNWoUgOZ+rKysDFFRUQAAPT09BAUFITAwkO3coKAg6Onp4c8//+RbxsqVK5Gdnc0xP46OjsagQYMAkK/fGhsbSctQUVHh+xt+7XDHjh0QExNDdnY2Jk+ejMmTJ/N5c/xRUFDg+CZaQ1vHor59++LChQuYPn06mpqa8OrVK3z//p3rbxUVFdtcPybV1dUcc6R79+7h2bNncHFxwbVr1yiXNXnyZCxbtgxhYWGIjo5GWVkZ4uPjcfz4cSxcuBCBgYGEfZjJq1evIC8vDwAIDw+Hq6srZGRkoKOjg6ioKGKNT/ZteXl58a0blfkeP4SxJme2ZREREXTu3JltPJOUlCT6c0FxdHQk/n/SpEl49uwZMjIy0L9/f6L/aGpq4rq+r6ioQJcuXUjnKzU1NXB2dsbx48eJtsocJ3bs2IGnT5+S7ke15Z3l5uZCW1sbIiIipHMZbn1lS3jtKzg5OeG3336jtN9JZW+NG+bm5ujUqROAZtsqP6is7WbPno2UlBT4+/vj8uXLAIBBgwYhNTUV+vr68PPzIy1j+fLl0NTURFBQEDEfUVdXR3x8PEaPHg0AHLYHERERbNy4EePHj4erqyuA5j4kPDwcFy5cQGNjIywsLHD9+nUYGxvDyMiIZz3U1NRgZWUFKysrAEB+fj7++OMPnD59GmfPnoWdnR3pc929ezcmTpyI9PR0/PjxA66urnjy5AkqKyuRmJgIoHksZdqJ+vTpg8LCQmhpaQEAPn78CKD525g1axbXa9TV1WHq1Kk4dOgQBgwYwPU3BQUFmDFjBl69ekXMTb29vaGgoIAbN25AUVGxVXs9379/J+rMpKSkhO3fTU1NKC8vh4+PDzGn4Nd3qqioYOnSpXB3d4eKigqA5rXMyJEj2a575MgR3L17F7q6uhxtOT4+HtnZ2UR/4ujoCHd3d1RUVGDAgAHYu3cvNmzYgO3bt/O9v7b6A0yYMIGtL+A3l+revTvKy8uJe2USGBgIZ2dnKCoq4uLFi5CWluZbVyr8+PEDxcXFUFNTg5hY+7hUi4mJ4c2bNwDabqMTJllZWYiPj0dcXBx8fX3RsWNHjBs3DuPHj8f48eMxcOBArraFrKwsNDQ0ID8/HxoaGnzfqYmJCdLT01u9b99aCgsLceLECRQWFiIgIAC9evXCzZs3oaioSPQd/Hj58iW+fPmC4OBg7Nu3DwCgqamJZcuWsc0FWrJx40bKdfTz8+NrL6Liw0E2jpAhDDvM3Llzcfv2baxatYrS77nRsWNH9O/fn+ffec2Bxo8fj+LiYgDk4zIAdO/eHVeuXEFBQQGx/zFo0CDi2vz6X4D7PgtzHtYaIiMjERERgZcvXxLjhKioKO7evYtPnz5x+M99+vSpVeXzugYTsv1UoPle+dnbBWX16tXo3bs3fH19ERERAaD5XZw7dw7m5uaoq6uDuLg4srOzYWhoKJBNu7CwEHv37iXeuaamJtavXw81NTUAwIYNG/D582ekpKRg/PjxuHTpEt69e4edO3cS/ir8aI3vmaKiItf1IFl719PTg56eHhwcHAA0++0w7RmNjY1oaGjAiBEjUFBQwLct8UJYcwOq8HoOVBHE/sxETU0NR48e5fo3Kv3v/fv3MXr0aGLOwJyP1dfX4/79+5Tsb22x17f3Hk1bkZOTw/PnzwE09+GRkZEcfiBMLl68CAkJCSxfvrzN1yOzBVF5HzU1NbC3t0doaCiAZt87VVVV2Nvbo1+/fnBzc+NbB2HY+Kj4H5Pdy8GDB7F06VIsWbIEffr04VrXLVu2wMvLCzNmzCDW1KmpqYiOjsbatWtRXFyM1atXo76+nud7acs4c+LECQDNvgfOzs6k46ejoyNhK160aBFMTEwgKipK/F0Y++Qtv0dhk56ejqNHj7KtL8TExODq6goDAwPK5ZDNYczNzbF06VL4+vpi2LBhAIC0tDQ4Oztj5syZqKiowP79+zFw4EA8f/6cbR9nxIgRxHX42fh4sXHjRuzYsQNdunQhnQv7+flxHGutvwuvNeKHDx8gLy9P7OELg4yMDOJ5a2lpEfPrwsJCzJgxA0DzPLa6upqYOxkbG2PXrl3Ytm0bTpw4wWG/bQ38xjthfP+tgdez2L59u0D3SmXfjMq98to3mzZtGtLS0vDXX38J/AxoaGhoaGhoaGhoaGhoaGhofhUYTYJ4R9LQ0NDQ0NDQ0LQ7nz59wqlTp2BjY8PhwP7lyxeEhYVx/RtVREREwGAweDrZsVJRUYHU1FSuDhzW1taUryktLY2wsDDk5ubC09MTdXV1AECInnGrC/PY6tWrcezYMUyYMAFycnIcv2M6F5CRnZ2Nv/76C9nZ2RAXF4euri42b97M00mcGzU1NTwDxcl48eIFli1bhqSkJLbjzPtsaGggdQ4KCQnB27dv0atXL6I+VlZWiImJQXV1NYYOHYrffvuNI0Bj+/btuHbtGjIyMijXlx8qKio4ffo0Ro8ejTt37mDevHk4d+4c4Rhy+/ZtfP78me+3IyIignfv3nEIXcXGxmL+/Pn48OED3zp06dIFT58+haKiIvr06YMbN25gyJAhKCoqgr6+PkRERJCZmQkVFRWoqakR31BhYSF0dHRQU1NDep+mpqYQFxfHmTNnCAeUhoYGzJ8/H9XV1bh58yZpGQ0NDfD392dzmmF18BQREeH7/VN1zL1x4wZ27drF9n1v27aNCKIlex9k9+rj40M4jD948ICrwzgZW7ZsgZWVFTQ1NXn+5tSpU6ivr8eSJUuQkZGBqVOnoqKiAh07dkRoaCi6d++O6upqWFhYoKCgAL/99htevHgBWVlZnDt3jhDI40d+fj6WLl3Ksy0yBTpaBrAuX74cQ4cORUhICGRkZHD9+nUi+IZJYmIiTE1NUVlZSVoPMuzs7FBRUYGIiAjIyMggNzcXoqKimDlzJoyMjLB3716+53N7p0uWLEFcXBzq6+tJAzFPnDhBOIe3FOuorKyEmJgYxo0bh69fv+LUqVOEA1xoaCgcHBxgbGyM06dPEwFpzH5fTEwMy5Ytw19//UU4g0lLSyMnJweKioqQlJRkC1Q8ePAggP8TgOPV78rIyCA7OxuKiopYs2YNvLy8CMGWnJwcgb/fAQMGYMqUKfDw8ICcnBzX3zDbSkxMDNe2VlRUxPcaU6ZMwZIlS2BpaYnly5cjNzcXDg4OOHnyJD59+oSUlBTSerLCDJRr7Xzh06dPCA4OZnOitrW1JRVt+dW4desW3/5CQkJC4GBzYXH27Fls2LABHz58wKNHj/j2k62hqqoKy5Ytw8WLF9HQ0IBRo0bh1KlThCPd7du38eXLF8ydO5dnGfX19QgPD4eJiQnk5ORQU1ODqqoqYi5CFSsrK9y+fRtz5sxhm8/FxcUBaA7yIGPbtm18//6rtCHgf6cd8YOsjTHH5MbGRty+fRsvXrwA0Oy4N3nyZDaH9Z+FmZkZBg8ezDO4OScnB/r6+gI5BrfHNdqT2tpaNDY2EmN0SUkJLl++jEGDBsHExEQoYyqTqqoqPH36FOLi4hgwYAARgA3wb89FRUV4//49Nm/eDC8vL3h6euL58+cICwvD9evXMXnyZNja2iIgIKDNa2YAUFVVxZEjRzBp0iRISkoiJycHqqqqCAsLg4+PD/Ly8th+X1ZWhr59+xLzrpCQENjZ2WHatGmE43VKSgqio6Nx9OhRLFmyBPr6+nB0dIS1tTXbNbKysjBt2jSEhoYKPPclw8LCgu3fzMDl9PR0uLu7k/a9VJgwYQIyMzPR0NBABGC/ePECoqKi0NDQIBzVo6KikJiYyOZ8vHTpUragzA8fPhBBJxoaGsR8T0JCAs+ePYOioiLmzZsHLS0tbNu2DWVlZVBXV0dNTQ3X7/fjx4/YuHEjbG1toaGhwXWN2lp+/PiBtWvXIiQkBA0NDRATE0N9fT2srKwQEhKCu3fvCvxef9Z6pDX2ooaGBtJ1JpXrCWIXAAS3DSQnJ5P2a71798a9e/cwaNAgaGpqwsfHB2ZmZsjJycGoUaMwdOhQvrYeXoSHh+PcuXOEaKqgiIqKory8nGOe9vHjR/Tu3ZsIOGJSW1uLzZs34+bNm0S7okJ+fj7PYC8ykRdh2FmkpaVbbe9p7b2S2efItt6p2iq50dp2GBMTw7EGZY5RlpaWpNcbP348Jk2ahG7duqGkpATPnz+Hqqoqtm7dipcvX8LV1RUTJ07EkCFDEBsbCzMzMzYxDzU1NUKcpKUwBRNpaWn4+/tjyZIlXP9OZV5JFuwrISGBvLw8KCsrs42pRUVF0NTURJ8+fUhtmba2thx1Yx3vmaIovNi/fz/CwsIwYsQIjBkzBr/99hvc3Nxw7tw52Nvb4/3792y/z8zMxIkTJwgBSktLSyxbtgyPHj3iaRsbM2YMiouLERQURARPJyQkwMHBAZMnT8bBgwdJn+e4ceMQEhLC03bh7+9P2i/u3LkTHh4eUFdX57DXMxgMxMbG4vPnz7CxscG1a9eIb6O+vh5mZmYICQnhK7oANAeKDRw4EJ6enujTpw9HeyA7H2geI548eQJlZWXIysoiLi4OOjo6ePr0KSZMmIC3b98CaP5GMzIyUF5ejkmTJkFbWxtPnjyBgoJCq/pHXrx58wb79+8nBNIHDRqENWvWoG/fvgCaA7VnzJgBRUVFtgDTly9f4ubNmxg7dizfMo4dO4bt27fD19cXy5Ytw7Fjx1BYWAhvb28cO3YMCxYsIP0uioqKSMsgu87SpUv5tsO+ffvi0qVLHEJkreX27dvw9fUlgsBaS1vHoiNHjsDe3p5jPGWltTZ9fkyfPh1Dhw7Fjh07ICkpidzcXCgpKWHBggVobGxEZGQkpXLOnDkDc3NzSEhIsL0X1vpyo2vXrpCVlYWhoSEuX76MO3fuwNDQkKMMsm+rpWhVXV0diouLISYmBjU1NUriFfwQdE3OFGFkJgJ4/PgxNDQ0iMDeBw8ewMbGhtSuKyjMddmVK1cwdepUtvVxQ0MDcnNzoa6ujujoaErlVVdXE3uZgwcPZnvPZPtRLcVmqLwzERERYu+SdS7TEqrtg1XojnVf4cePH5TtSe1h26VqG/vZZfAiKioKNjY2+PDhA/r164fKykpMnToVVlZWMDU1ZfvO+NUjNDQUYmJiiIuLQ1xcHLKysqChoUHMDXgJNLbky5cvCAoKQk5ODqqqqjBkyBCsXbuWEDWYOXMmZsyYgeXLl8PZ2RlXrlzBkiVLCHGwu3fvAuCfiK1nz55ISkriuffPFPk8ffo0YaetqKjAokWLICIiAgsLC1y8eBEnT57kacetrq7Gpk2bEBERwTWhELM9tWwDI0eOxPHjx6GhoUH63mfNmoXs7GyOgHgmEyZM4PmcGQwGnj9/jmvXrhEiwJ8/f4aMjAy+fPkCSUlJFBcXY9CgQTyFTpkIwx+ADGdnZ6SkpOD8+fMYOHAgMjMz8e7dO1hbW8Pa2prDLtXQ0IBHjx5BSUmJsmicoGIgVLh69Srbv5n2taCgICgoKFBa6/4TMAWITp8+TQgQtda20JLg4GB4eXnB1taWqxgpFbFoMuLj4zFt2jQYGhri/v37ePr0KVRVVeHj44P09HRK86SMjAyYmJigc+fOhD9AWloaamtrcfv2bTYRbVb4tT9Wamtr0aFDB1J7kaBtiAxh2GG8vb3h5+eHGTNmcH2nTEErfvj6+qKoqAhBQUFs8xBhzIFaI9pnYmLC0f8+f/4cHTt2RH19vVDmYYGBgdiyZQuWLFmCI0eOwNbWFoWFhUhLS8PatWvxxx9/cPjPMRgMqKqqwsjICIcPHxbKNcjYuXMnrKyseI417YGqqqrAa8Rbt24RawKmnSQxMRE5OTm4du0aJk+ejD59+uDKlSsYPnw4pKSkkJ6ejoEDB+Lq1avYvXs3EhIS+F6Dly1y6dKlOHPmDGpra0m/w65du0JZWRl9+vRBRUUFR3tfvHgxsrKyiPlWQkICvn79igEDBmDo0KFwdXVFYWEhtm7dChcXF65tkZ8Qc79+/YQyNyCDilAYFQSxPwO87eQVFRXo1asXpb0NsjKioqJI5/FtGVPbe4+GjJaCdazix/X19UhISMD69etx+PBhvn69gr5TMlsQlXXV+vXrkZiYiL1792Lq1KnIzc0lktpt376dUqLhttr4mCJyY8eOBcDf/5jKvXz//h25ublcn6eZmRlmz56NyZMnc4i7Hj58GLdv38aFCxewb98+HDlyBI8ePeK4T2GMM1Sor69HdHQ0zpw5gytXrkBCQgJz586FlZUVRo8eLfT18vfv30mTo7UWOTk5nDx5ElOmTGE7fuvWLVhbWxNJKbnRmjmMl5cXHB0dERYWRvQdYmJisLGxgb+/P4qLizFu3DhoaGggPT2dbR/n27dv6NGjB6mNjxcTJkzApUuX0L17d9K1aGxsLOV74gXVNWJeXh5XAUMq6433799jwYIFiIuLQ/fu3QE0j40TJkzA2bNnoa+vj5s3b0JHR4eIMVi4cCGSk5MxdepUqKqqorCwEE1NTW1KfsqEX984YsSIn+4nQuVZTJkyRaB7VVdXJ903o9LWyXzKmcL2NDQ0NDQ0NDQ0NDQ0NDQ0NP8L0AJxNDQ0NDQ0NDT/Mnbs2IHc3FycP3+e69/nzZsHPT09bNmypU3ll5aWEv+flZUFZ2dnuLi4sDkm+Pr6Yu7cudi3bx+qqqogJSXFEehFFnBsaGiIsWPHYvTo0Vi8eDEeP34MBQUFSEpKIigoCF++fEFOTg6pQ8pvv/2Gs2fPElm5/q0YGhpCTEwMbm5uXIPa9PT0SJ2D3N3d4eLiwiGQtG3bNty/fx8bN26EhYUFLC0tiU3gmJgYnDlzBufPn6eUVZcK4uLiePHiBRQUFLB+/Xp8//4dhw8fxosXLzBixAiEhYXBysqK67fz5csXdO/eHV++fOH4W0NDA6qqqrBq1Srs37+fbx3INo/V1dXh5OSEmTNnwtLSEp8+fcLWrVtx5MgRZGRkcGSh40ZeXh6MjIzQvXt3wknnwYMH+Pr1K2JjY6GtrU1ahoeHB44dOwYnJyds3boVW7ZsQXJyMhISEmBjY4OhQ4dCQUGBLQMi0Cym8vLlS9jY2JBeg4xr167xfB/Mttzae+XmMC5smpqaUFtbSwg9MMUfWlJZWQlpaWlS5zgmZG1RSUmJI4C1rq4O5ubmRACrtbU1qYicoHz58gVz5sxBeno6vn37hr59++Lt27cYOXIkbt68SZppUxjf77Rp02Bqaoo1a9awHT906BCuXr2KK1eu4Pfff0dgYCCcnJxQUFCAmzdvws/Pjy3LKGtAmpqaGkfd+QUqMuEmAMds/4aGhnB2diaCd6WkpJCdnc3Tiakt36+UlBSysrKI4HNuLFy4EPHx8Vi8eDHXb2v9+vV8r8F81xMmTMD79+9hbW2NmJgYdOnSBUOHDiUNfqbqUMuP+/fvw9TUFN26dSOymWZkZODz58+4du0ajIyMBL7GPwlrfyGMYHNh8urVK2RkZGDSpEmtzkRPxvfv31FfX4+uXbu26XwJCQk8ffoUSkpKba5Dt27dEBUVJVAGeDK4taGkpCSIiIhQakMA3Y4EpbVj8s/mwYMHqK6uJgK9W1JdXY309HRCUPdXvcbPoKamhqvDrLOzMywsLLBq1Sp8/vwZGhoa6NChAz5+/Ag/Pz+sXr2a7fc/a07Iqz0PGDAAwcHB+PbtG7y8vNiCij08PDicr6nA61ncuHEDp06dwvHjxzF58mRERUWhtLQUjo6OcHd3h729PdatWwcvLy+eQcMpKSkIDAxky/Tt4OBACMaRidlwC8ZpazvjdZ/+/v5s/xYREUHPnj1hbGzcpufJjb179+LBgwc4ceIEIdr35csX2NnZYcyYMVi+fDmmTZuG5ORk9OrVi2tQprq6Ouzt7REWFkY4SIuKisLa2hr79u3DyJEjYWdnh1mzZkFbWxvR0dEYNWoUMjIyMGPGDEIAhpWcnBzMnTsX+fn5xL3Ly8tzrM2YsIpC8HqerEFYZWVlePToEaqqqqCvr89XnL617/VnrUeo2ot2794NUVFR0nUmL5j3KqhdABC+bYBbv8ZPqKCwsBB6enp8bT28KCoqgq6uLqqqqkjvkx9fv35FU1MTpKWlkZ+fzya419DQgGvXrmHJkiWEYz/QvN7+9u0bJCQkcOrUKcoB2kePHsXq1avRo0cP9O7dm+O9kwUCCGOdOnbsWL7v9PXr1xwiKK29V0ED4gWhNe0wJycHXl5eMDAwYPv+bt++DQBE/T98+ICamhq24A4JCQn06tULqqqqGDJkCHbv3s02FiUlJcHS0hIlJSWkYh4vX77ke0/Dhw/HgwcPWpWkg7VfpBLsSybsWlxczNeWyZrMgZWWgdL8nuW8efMgJSWF33//HefOncOiRYugrKyMly9fwtHRET4+Phzlv3nzBkeOHIGPjw/ExMTw/ft3jBo1CocOHYKWlhaA5jGHaRvT0NBAZGQkh8D2vXv3MG/ePJ7CmqzPc926dQgJCcGMGTO49lst5wbc+kUy0T9W8vPz2YIm+/fvT3oO0CzulpOTQ/n33JCXl+cZyDV69GgMHz4choaGOHz4MFJTU6GlpUV8P/369UNaWhrGjBnT5uu3htevX+PgwYNs80bWAFMyTp8+je3btxP2t759+8LT0xPLli3jeU7L+UfLMvr164ft27ezlcHvOmTt0MnJiVR0hwrS0tKoqalBfX09JCQkOILSyPatBBmLvn37htLSUujq6uLu3buQlZXl+jtBRfCAZqEyMoFOsoQaLWkpag3wTspRX1+PzMxMPHjwAFu2bEGnTp0gJyeHkpISBAQEwMLCgmcSDbK57devX7FkyRLMmjULixcvpvhEuCPomvzQoUNQUFDguf/4+++/4/379zh27Fib6hcYGEjpd6dPn4ampiZCQ0Mxb948iIuLE3/r2LEjlJWVsXz5cp57JPyIj48n/r+kpKRN+1Fk76y0tBSKiopgMBhscxlutMa+2HJfIT09ne1e3NzcsGTJErZ5UmhoKLy9vYWyt8YkPT2dTaR26NChPH/b8vvPzMxEhw4doKOjA6BZAOfEiRPQ1NTE9u3b0bFjR65liIqKErZMZhILXmzfvp3t30zRhhs3bsDGxgZBQUE4evQo5s6dy7YmIIN5L506dYK0tDSsrKwwfvx4jB07lrIwF9C8vzZ16lQcOnSI73ywqKgIVVVV0NXVRXV1NZycnAhbkJ+fH378+ME3+VNDQwMcHR3RqVMnrvMuoHl+8fDhQ+J9MMnJyYGhoSEGDBiAgoIC1NXVQUlJicNOn5mZibVr1+LevXvYsWMHFi9ejP379+P169c4fPgwfHx8OOYOTDsLmRAB67djY2ODwYMHw9HRke85vFiyZAlKSkpw6NAhdOrUCZs3b8aLFy+I9RpzH4tsHi+IPwAVXxKAXGTfyckJOjo6WLZsGRoaGmBkZITk5GRISEjg+vXrlBLPCEMMhIyW4pUMBoOwr/n6+hJrp3+apqYmrgJEurq6GDlyJLy9vfnaFtzc3PDmzRu+1+An5CksId1Ro0Zh7ty52LhxI9u8MzU1FRYWFnj16hVpGWPHjkX//v1x9OhRQhi2vr4ednZ2KCoqwv379wWqIxXfIF4+HE1NTRAREUFlZSXpGECWIEUYdhh+AmIMBoOSkO6sWbNw7949yMjIQEtLi5jDMxNclpWVUZ4DtRyXnZ2dSa/PrCs30RJLS0t06tRJaPMwDQ0NbNu2DQsXLmT7PhUUFNCrVy9s27aNw38uJSUFHz9+xP3797F169Y2X8PDwwOVlZUICgoiLUNPTw+PHz/GiBEjsGjRIsybN69Nc01BCA4OFniNqK+vDxMTE46x383NDbdv30ZmZiakpKSQm5sLZWVlKCkpITw8HIaGhiguLoaWlhZpclFetsjZs2dDWlqaEKHnR3l5OSFA361bN44xs6mpCVVVVdDT0yNE+seOHQsZGRme4sus55L1r8KaG5BBRSiMDEHtzwC7gDUrb968gZqaGiIiIkjnMLyS27x48QIGBgZc+2fmfO7bt2+k9npeY2p77dFQhZcAOKv4sYyMDE6dOoXp06dzLUMY77QttqCWazMlJSWcO3cOI0eOZOs7CwoKMGTIENIxlypkInJtoaWtfPHixfj48SPH75h9QdeuXZGdnc1hVy0oKMDgwYNRVVWFwsJCYu3VEmGMM5GRkWzJlFnh9s5rampw6dIlhIeH4+7du5CXlyfsAbyeBRUaGhqwa9cuHDp0CO/evSPEot3d3aGsrMzXdkoFBwcHXLp0CXv27CGSeiUmJsLFxQWzZ8/mm/yXqvAw6xymqqqKmHupqqqy+YDx2sfp2bNnm218/wRka8TS0lLMmjULjx49YuufmN8ElfXG/PnzUVRUhLCwMAwaNAhA87zZxsYG/fv3B4PBgIGBATZu3IgdO3Zg3759MDc3x507dzBkyBBS2y+VBHxt6Rt/hj8W2bPQ0NDgez7Zvbq5ubV63wwgv1fWfbOWc9jv37/j3LlzqK6uxuTJk1u1N0lDQ0NDQ0NDQ0NDQ0NDQ0PzK0ALxNHQ0NDQ0NDQ/MsYPHgwfH19MXHiRK5/j4mJgbOzs1CcVYcPH47t27dzOGlERUURwsKRgMEAAQAASURBVAC7du2iHGDCSmRkJJKTk5GUlEQEWJmbm8PX1xc5OTmUN96UlJRw69Yt0s3Glnz9+pVwiBTUcVIYdOnSBRkZGVzvg0owLxWHW6BZyGDXrl3Izs6GuLg4dHV1sW3bNqGKUvTt2xeRkZEYPXo01NXVsXPnTsydOxfPnz/HsGHD0Lt3b0yfPp3rtxMaGoqmpiYsXboUe/fuZRNrYTpYMh2b+EG2eTxhwgShZFF78+YN4TzBfJ7r1q2j7KCopqaGwMBAzJgxA5KSksjOziaOPXz4EOfOnSPNXCooAwcO5Pk+WOF3r/wcxseNG8cRPMqNhoYGhISEICYmhmvmO6YzS3BwMPz9/QmhhgEDBmDDhg2ws7MT4Cn8H/zaIisFBQXIy8sD0OxczOo49fnzZ1IROWHBDHpmOu9MmjSJ8rmCfr8yMjJITEwkHECYPHv2DIaGhqioqADQ7OyxY8cOiImJIT4+nlIb5gVroKKamhpfAbi3b98iISEBCQkJiIqKIvqekydPIiEhgQjUEsb3u3TpUhgaGvJ1DuvevTtu3LjRJgGspqYmlJWVoVevXmyBQra2tqTnXr16FSYmJggPD4e+vj5fRyAy50odHR2MGjUKBw8eZMskv2bNGiQlJXHNHvtvRRjB5v8Vxo8fjw0bNggkNKupqYmzZ8/yzV6elpaGxsZGQjiJSUpKCkRFRQmxNW7wakMAeTtitqFOnTohOztboDYE/LfaETcCAwOxYsUKdO7cmTQQ2sHBoZ1qRcPkw4cPsLW1xc2bN7n+XVpaGvHx8dDS0sKxY8ewb98+ZGVl4cKFC/Dw8EBeXp7AY+qvAtmzqK+vx65du+Dt7U0ECHXq1AkrVqxAQEAAAHYBWx0dHURFRUFBQYFyHchENJhz0Z91n01NTYiLi4OOjk6rgrtbS79+/XDnzh1oamqyHX/y5AmmTJmC169fQ19fH0+fPkVVVRXXoMxBgwbh7t27CAoKIuZaCQkJcHBwwOTJkzFx4kRYWlqioaEBEydOJMSRvL29cf/+fdy8eZPnnFBZWRkKCgqIj4+Hl5cXJCUlud7H+vXreT5P5tqGSvC2n59f6x4gF/itR06cONGqoH9e8LMXubu749u3b5TWmdwQll0AENw2MGHCBNJ+jZ9Qwc2bN5GZmdlqm1VtbS02b96MmzdvEsGBbYUZpMULBoMBc3NzNmE0pkjBiBEjWtX+lZSUsGbNGmzatKnN9RV0nUqWSb6srIzt9625V6r2OQ0NDVy8eJGjrX39+hUzZ87kGnDcFsja4Zs3b7B7926+4jrh4eE4cOAAgoODoa6uDgB4/vw5li9fjpUrV2LNmjXIzMyEmpoa21hUWloKdXV1rmKlLSH7Bnfu3Iny8nLKIjktoRLs6+3tzVfY1dvbm68t8+vXrzA2Nub7Xu3s7Pg+SysrK7bzkpOTkZycjAEDBsDU1JQ4XldXhytXruD48eO4c+cODAwM0LVrV2hoaKC2thaJiYl4//49V2Gbffv2ITc3l8NO8+TJEwwfPpxrQF9LevTogbCwMJ5Bm1RsKL1792616F9rMTY2hqurK0/RJypYWlryDOTS0tLCqlWrkJSUBD8/PzAYDAwbNgypqak4ffo0zMzMCNGe9PR0ngGNZCLjZMISTAHx79+/Izc3l6vNlN+4Xl9fj1evXsHExARycnKoqalBVVUVh62ZjNraWjQ1NUFCQgI1NTV4/PgxEhMToampCRMTE9TX1yM8PJzvdcja4fHjx0lFd6gQGhrK9+9URKEEHYtCQ0OxYMECdOrUidLv28rnz5+xf/9+ngKd3BJqtAyIIxO15lVGbW0tIY4hLS2NjIwMlJeXY9KkSdDW1ibstG2dxzx69AimpqYoKSlp0/n/FvgJqrDCFFfx9PSEs7Oz0JNHMOElgktlP4rKO6urq8PKlSvh7u5O+d7bysSJE2FnZ4eFCxeyHQ8PD8eRI0cQFxcn8DVevXqFhQsXIjExkU0cdvTo0Th79izk5eVJyxg2bBjc3Nwwe/ZsQgzewsICaWlpmDFjBs9gcdZ3xWuuxRQDaZmMglX4fenSpcQau63MnDkTCQkJ6NixI8aPH0/8N3DgQMpl9OzZk1hDtRUqYktMYfkBAwZg6NChHG0pJCQE169fJwL3mSQmJsLU1JQ0yc+2bdugqKiIsLAwjB8/HlJSUsjMzET//v1x8uRJnD59GnV1daRieGTs3LmT8BXhdh9kNtX379/D3NwcKSkpYDAYUFBQwKVLl6Cvrw+g2YejvLwc9vb2fMsRxB+gtTBF9qurq6Gvr0/s2/Tr1w9XrlyBgYEBLl++TAj0nTx5ErGxsUhMTCQtu73EQP4NSEtLcxUg6t69OyXbgqenZ5uTWAqTrl274tGjR1BRUWF7pyUlJdDQ0KC0jhUXF0dWVhaHPScvLw8GBgakglFkUPFH4OXD0ZoxgIoviaBzX2FAtk+nrKxMOgcSxrjMD2HNw1iTbvXq1Qt37tyBnp4e9u3bB1dXVwwePFgg/zl+18jPz8fIkSMJHw4ynjx5gtOnT+Ps2bN49eoVJk+eDCsrK8ycObNN/bqMjAxevHiBHj16kIqXVFZWQl9fX+A1YufOnfHo0SOO5/fixQvo6uri+/fvGDZsGHbu3AkTExOYmZmhe/fu8Pb2RmBgICIjI7kKELFCZouk4ns2cOBADB06FDdu3OA67ty4cQNjx47l8F0kE19mhZ8Qs7DmBmSQCYVRQRD7M9P26OjoiB07drAJJzU0NOD+/fsoKSlBdXU1zzmMhYUFgGZh56lTp7Kt+xsaGpCbmwt1dXVER0fzrIewxtSfuUdDlZbfIDfxYxUVFdy8eZPnmCeMPQVh2IIkJCTw+PFjqKqqss0fcnJyYGRkhC9fvnCck5ubC21tbYiIiCA3N5dv+bz8YCwsLBASEgIpKSni++IFlWSGAwYMwJQpU+Dh4cFT1EtRURGOjo4ce5b+/v7w9/fHy5cvkZubiylTpnBNsCXoOBMYGIgtW7ZgyZIlOHLkCGxtbVFYWIi0tDSsXbsWf/zxB9fzPn78iLNnz+LQoUN4+vSpUHxmvby8EBoaCi8vLyxfvpz4Bs6dO4e9e/ciOTm51WWyfhc/fvyAi4sLDh06RCQW6tChA1avXg0fH5+fbjukws+28f0seK0RTU1NISoqimPHjkFFRQWpqamoqKiAk5MT9uzZQ4gi86Nbt264e/cuhg0bxnY8NTUVU6ZMQVFREb5//46+ffuisbERu3fvJmwaW7duFYpfhTD6RmFA9iw+f/4s1Ovx2jfjxsaNG0nLi4+PR2NjIxFL8+PHD4wYMQJPnjyBhIQE6uvrcefOHYF8mWloaGhoaGhoaGhoaGhoaGjaG1ogjoaGhoaGhobmX4akpCSePHkCRUVFrn9/+fIltLW1heKsKi4ujszMTI6gsqdPn0JTUxOFhYVQVVUV+DrS0tLYs2cPMjMzceTIEXTo0AEjRoyAkZERPD09cfbsWZiZmXF1WDlx4gSio6Nx4sSJVjm0CNtxUlCGDRsGf39/jszhAH/nIGYdvby8ODKas8JgMEg3TYXFunXrcP36dQwYMABZWVkoKSlB165dcfbsWezevRvPnz/Ho0eP+H478fHxGD16NEdWx7ZCZfP4Z2RRI6NLly54+vQpFBUV0adPH9y4cQNDhgxBUVER9PX18e3bN65ZR0tLS6GpqckzsLM1zpV///036fsgg5/DOFXWrVuHkJAQzJgxg2vwhr+/Pzw8PODn5wd7e3u2DKhBQUFwdHSEl5dXm++BCb+2yISqSB0/ETlhEBMTw1NQ7/jx460ub8iQIYiJiYG0tDQlIbEuXbrg4cOHHH3Po0ePMGLECHz58gVubm7Yv38/nJyckJCQgBcvXiA4OLhVTp+8AhWTkpIoCcABzd9oWFgYcnNz4enpCQaDAVVVVRgZGSEiIkLg77empgZz585Fz549oaOjw9F3OTg4QEVFBVFRURxjKhUaGxvRuXNnPHnypNWBQ56ennBxcYGEhAQ8PT35/pYsc6O4uDiys7OJYHcmz58/x+DBg1FbW9uquv3KCCPY/L9CREQENm/eDEdHR64BafxE35jcvHkTgYGBOHToEE8H9eHDh8PV1RVz5sxhO37x4kX8+eefSElJ4Vn+r9KGgP9WO+KGiooK0tPTISsryzcYmBn8TNO+WFlZobS0FHv37sX48eNx6dIlvHv3jgg8nTt3LpFpd968edDS0sK2bdtQVlYGdXV1dOrUSeAxlQrFxcWor6/naM/5+fno0KEDlJWV8ePHD65zJF7r6JaQPYsZM2YAaHYiLSgoQFVVFTQ1NdG7d2/IysrC0NAQly9fxp07d2BoaAhJSUkkJCRQDoKXkpIiFdEQNBiHyn3Onj0bT58+/anB+127dsX169cxfvx4tuNxcXEwNTXFt2/f0LlzZ4iKinKsf5hBmRISEoiMjOQo4969e5g3bx4+fPiAt2/fory8HHp6ehAREQHQ7LwsJSUFDQ0N0jWNra0tAgMDeQrEAbyf54oVK9C/f3/IysryfRasWd6FQUFBAZ4+fQoAGDRokFDXI/zsRUOGDIGIiIjA60xh2wWA1tsGBF3rUllftlyzNzU14du3b5CQkMCpU6fYhNvaQnx8PJqammBsbIwLFy6wras6duwIJSUl9O3bV6BrMGGKdQvDVihMhGXvoRq85+7ujrdv33KIq7x//x79+vVDXV2dQPVgQtYOJSQkkJqaCjU1NZ5lqKmpITIykgj4ZJKRkYE5c+aguroat27dgr6+PhEYV1VVheTkZHh4eODOnTt866irq4ucnBy2Y3V1dcjKyoKfnx/++OMPQrxBVlYWWlpaHG2eLPCNSrBvU1MTV2FXZ2dn7Nixg9SWmZmZCREREb7vVVFRke+zLC4u5nsfAGBvb48zZ86gqakJixcvhp2dHbS1tTFhwgTiNz9+/EBSUhLHmAcA2dnZmDx5MsLCwohAzNraWtjY2KCyshJ3794lrUPfvn0RFxfHU9SFSr/o7e3NVfSPKcTWpUsX0uAdboKprIGWhYWF2Lp1K1xcXLjaYaisQysrKykFcklLS+P+/ft4+vQprK2t0bt3b7x79w7Dhw/H6tWrYW1tDRMTE9y+fRtTpkzBixcv8O7dO8yaNQsnTpzgWwfmnIQV1n6moaEB0dHRsLa2RkVFBVq69jAYDI5jLcvo1KkTEbTZVqZMmUIkDPr8+TM0NDTQoUMHfPz4EX5+fli9ejVbcCg3yNqhMNbb/zW4CQeuXLkSgwYNwoIFC7gm1FBVVcWrV68IgQxuotbjx4/nm5RDVVUVnTp1wuDBg2FoaIjDhw8TIhbMsaJfv35IS0vjOwfiR0JCAkxNTfHp0yehPa9/E8x23Z57VUBzn9SW/SiA+jvr1q0bsrOzf7pAnISEBFcxlRcvXmDw4MECC/sAwNSpU/H582eEhoayicPa2tpCSkqKrygEk27duhFivH/++SdiY2Nx69YtJCYmYsGCBRzixkzi4+MJQbT4+Hi+16CaIEwQwVOgeZyOj49HfHw8Hjx4ADExMYwfPx6nT58mPdfR0RGdOnXiEPxtDVTElljnVC1hMBiQl5dHZmYmgoODMXz4cADNyUmWL1+OoUOHIiQkhLQeXbt2RV5eHhQVFSEvL4+LFy9i+PDhKC4uho6ODsTFxQUWw+PWft6/f48ePXpAVFQUgwcP5ns+833m5+fj77//hoaGRpuEAoXhD0AFfnuynTt3RkFBAeTl5bFixQpISEhg7969KC4uhp6eHiV/mbaIgVBB0LnvPwEvASKgfW0LgiIvL4+IiAiMHj2a7Z1eunQJzs7OpGJPACAnJ4eTJ09iypQpbMdv3boFa2trvHv3TqA6UrEXdenShWsb+hljgDD48eMHiouLoaamJrD4aFsQxrjcHqiqquLChQvQ19eHgYEBISp/+/ZtLFiwgLBh8fOfE8Y1WktiYiLCw8Nx/vx5fP/+vU3+iKxC2lTEnISxRlRQUICfnx/mzp3LdjwiIgLOzs54+fIlTp06hfr6eixZsgQZGRmYOnUqKioq0LFjR4SGhmL+/PnkN9cCfrZIbnN95jzm+fPnMDc3b/X1hIWgcwMyyITCqCCI/Zk5hyotLYW8vDyRyA34v8Q0Xl5eMDY25jmHYQpahoaGYt68eYSoEmsZy5cv5xBnZ0VYY2p77NGQERYWhvnz53OIXP348QNnz56FtbU1QkNDER0djePHj7M9Lya/yp6CkZER5s6dC3t7e0hKSiI3NxcqKiqwt7dHfn4+13GE1V7M3Dtoaadj+vU2NjZyFZFzd3eHm5sbunTpQiSp4AWZnRFofp5ZWVl89wSOHj2K1atXY/r06cS6Jy0tDVFRUTh06BCWLVsGX19fpKam4ty5cxznCzrOaGhoYNu2bVi4cCHbXM3DwwOVlZUICgoifltTU4NLly7h9OnTiImJgYKCAhYuXAgrKyuB+hIm/fv3x+HDhzFx4kS2ujx79gyjRo1qk12K1SddVVUVaWlpEBcXJ+agampqP020kR+8/O+FaeObMGEC329YWHvg/NaIPXr0QGxsLHR1ddGtWzekpqZCXV0dsbGxcHJyIoTC+CEpKYkHDx5wrK2zsrIwbty4dhER/1X6xl/hWfCCn42HCXOPlNn/njhxgvgOFBUVsXTpUrx//x43btz42dWloaGhoaGhoaGhoaGhoaGhERrtvxNLQ0NDQ0NDQ0MjEKKionjz5g3PwPY3b95wDSxqC4MGDYK3tzeOHTuGjh07Amh24vD29ka3bt2Qnp4utE3IyZMnY9myZQgLC0N0dDTKysoIh8Y1a9Zg9OjRUFRUxJo1a+Dl5UU40wQGBqKwsBBycnJQVlbmCAbjlTU0NjaWcLK5d++eUO6htbBukP75559wdXXFrl27OILarl+/DgkJCa7OQRMmTEBWVhZ0dXX5vnem0N3nz58RGRmJoqIiODs7Q0ZGBpmZmZCTk0O/fv2Ecl/+/v5QVlZGWVkZdu/eTWTdLC8vx5o1axAVFUX67bA6q37//p0jGIGbYzI/Ro0aRZrpqy1ZkB88eIDDhw+jqKgI58+fR79+/XDy5EmoqKhQcoyQl5dHeXk5FBUVoaamhtu3b2PIkCGwt7dHXV0dGAwG3N3d2ZwzGhoakJKSwtfB39/fnxAu2Lt3L986XLlyhVJb5nevp06d4ukwTpWzZ88iIiKCr3DYwYMHcfToUSxcuJA4ZmZmBl1dXdjb27dZII5qWwSAPXv2cBWpc3R0xMuXL4k6UBWRayuenp7w8vKCgYEBV0E9KrR8p+bm5rhw4QI0NDQwc+ZM0vOHDx+OI0eOYN++fWzHDx06hKFDhxIZ1OPi4jBy5Eg0NTVh9+7dsLCwwNKlS3HgwAGeZbMGKoaHh8PV1RUyMjJEoKKCggJGjx6N0aNHw9XVFdLS0jh48CByc3PR0NCA0aNHQ1RUFAMHDoSXlxcaGxsxePBgmJqawsfHBykpKfj48SPu378vlO/3zJkzuH37Njp37oy4uDi298FgMODg4IAdO3bAw8MDoaGhrXb2EhERwYABA1BRUdHqwCFW52hBg2mHDBmCp0+fcghbPX36FHp6egKV/SvA6pBpb28PJycnvH37ts3B5v8VFixYAKBZCJEJ0/mVqtCugYEBvn//DlVVVUhISHA878rKSuTl5WHIkCEc5+rr6xNinLz4VdoQ8L/fjshgFcagIpJB077ExsbiypUrMDAwgIiICJSUlDB58mRCrKx///64fPkyZs2ahVu3bhGZxd+/fw8pKSkEBwcLPKZSYcmSJVi6dClHe05JSUFgYCA6deqEpKQktr+1Vvyb7FlcuHABAQEBkJSUhKamJnHe69evsWjRIgwdOhQXL17E9OnTIScnh7///ptUgLdlPd3c3NDY2IiJEyeipqYGRkZGhIiGMMThqNyntrY2ioqKfmrwvrm5OZYuXQpfX18i+3RaWhqcnZ2JOWmnTp24ZrovKyuDpKQkvn37xvXvvXr1IgL/e/fujd69e7P9nRn4AIB0Tkgl8ILf89y9e/dPtT2QBRuzXlsYgcf87EWDBg2CsrKywDYjYdsFgNbbBqiuFZi2lsLCQqxcuZIQW3FxceG7vpSSkuJYs4uIiKBnz54YMWKEULLMM59jcXExFBQUeNqOPn/+jODgYEJUUEtLC0uXLkW3bt0oX2vu3Lm4ffs2Vq1a1eb6Cmpn4UZLe09b7/XevXt8g/eqq6vRq1cvuLu7Iy8vD2/fviX+zhR5EpbtDSBvh5MnT0Z4eDjc3d15llFeXo76+nqO4w0NDXj37h0sLS3h5eWFiIgIAM3z/MGDBxOBbqxiaNwCXBsaGrjOcQ0MDNC3b1/89ddfUFFRgYWFRRueQDM9e/ZEdnY2x7wgOzubEHNjMBjYsmULXFxc2IRdmTZLfrZMMzMzYq3I771ye5ZXr17Fixcv8ObNG1y9epXvfZiZmSEvLw/79u2DhYUFW2Alax9eX1+PxMREroH+jx8/homJCeTl5YnnnpOTg86dO+PWrVv8H+T/x8nJCQEBAQgKCuI6b6HSL6ampiI2NhbXr19nE/178OABXrx4gevXr1MKxGrJ4MGDOQItly5dSvx/a9ehrG1YREQEbm5uPH/brVs3zJs3D8uWLUNsbCwkJCQQHx+PP/74A/7+/li7di0kJSUREBAAFRUVrFy5En369CGtQ8sgQ6aAoru7O/744w8AzfaJuXPnwsPDg+t8p6VoScsyduzYgaysLIEE4jIzM+Hv7w8AiIyMhJycHLKysnDhwgV4eHhg9erVGD58OM/rNDQ0IDExEWvXruXZDn+GAFxb5w9tGYtak7ClLYIMLYmOjsbixYtRWVnJ1iaamprw7t07dO3aFTU1NRg1ahSmT5+Ouro64nvT0NAgRK2/f/+OsrIyKCoqoqSkBHV1dUTyjevXr/Ms4/Xr10hOTkZSUhLq6+sxdOhQDBs2DD9+/EBmZibk5eUpjdsthSSbmppQXl6OkydPYtq0aQI/p38bVPYUIiMjeYp48doPJYO5lqCyHyXoO5s5cyYuX75M2BN+FgoKCjh69Ch2797NdvzYsWNQUFAQyjXi4+ORlJTEZuNTV1fHvn37MHbsWEplNDU1EQKPd+/exW+//UbU/+PHjzzPY50HjBs3jqtgZGtgijfwEjylgo6ODurr6/Hjxw98//4dt27dwrlz5ygJxNXX1+P48eO4e/cuWwKSAwcOwNbWFgcPHiTtWzU1Nfk+M4DcH+Dz58+wsbHBqFGjiPlLfX09zMzMEBAQQPyGufZzcXHh2GdXVVVFcXExFBUVoaGhgYiICAwfPhzXrl1D9+7dMXfuXAQHBwskhsfNpsoqas8ULiGDl528rKwM27ZtI01EJQx/ADJ4JQ5j7snKyckhLy8Pffr0QXR0NA4ePAigWUiCVfSFHwYGBrhx4wZha2N+Z8eOHSO1H/AjKyuLEAfnN/dtbzFQfjATYnCDqm2BG4GBgVixYgU6d+7MMY60hHWfqa0sWLAAmzZtwvnz5wlBlsTERDg7O8Pa2ppSGfPnz8eyZcuwZ88ejB49GkCzQJaLiwubn0JraI0/gpSUFExMTLi2IdYxQEVFBQoKChzfUVNTE0+R0ZYIaoepqamBvb09Ifj14sULqKqqwt7eHv369eO7zmKlvr4ecXFxKCwshKWlJSQlJfHmzRtISUmha9eupHMgYYzLZAhjHmZsbIyrV69CX18ftra2cHR0RGRkJNLT09lsI/z854R1jdbQpUsXiIuLo2PHjvj27VubyrCxsQHQ/K4ZDAZMTEy4rnGZCGONuHz5cqxYsQJFRUVsbdnHxwdOTk4AgEWLFhG/HzJkCEpLS4lESfxEvvjBzfcsLCwMf/31FzHXHzhwIFxcXLB48WKYmJggNzcX8+bNa9P1gGaxfjk5OTY7CdCcWPLDhw/YtGkTaRmCzg3I2L59Ozw9PXkKhVFBEPszcw41YcIEXLx4kaftnVf/C/zfPpGysjKcnZ05EudRQZAxlZX22KMhw9bWFlOnTuVIqPHt2zfY2trC2toa8+bNw5kzZ9CrVy+ufr3C2FNgpa22oF27dmHatGnIy8tDfX09AgICkJeXh6SkJJ79b3FxMSGwzsvvQUVFBWlpaQC42zYB4Nq1a0JLYD1nzhzExcXxFYhbvnw5NDU1ERQURIhHq6urE0mbABB9JDcEHWdevnxJXEdcXJwYVxYvXoyRI0cSAnELFiwgfKbnzZsHd3d3gebn3Hj9+jXX5FqNjY1tTvTTvXt3FBcXo1evXigpKUFjYyMkJCT4Jv5uD3j53wvLxgeAw5e5rq4O2dnZePz4MTEPEBSyNWJDQwPhM92jRw+8efMG6urqUFJSwvPnzyldw9jYGOvXr8eZM2cIwc7Xr1/D0dEREydOZBMBZCIjI4OHDx9i0KBBkJKSEtg2LOy+sa1wexbdu3eHlpYWJk6c2CY7ONleGSv8kqhR8buQkpJiS3pw+/ZtzJkzh9jDWL9+fauSXNPQ0NDQ0NDQ0NDQ0NDQ0ND8CjCauKUUpqGhoaGhoaGh+WWZMGECRowYwdNxeNOmTUhNTRVK4HFqaipMTU3R1NQEXV1dfPjwASUlJWAwGFi3bh1OnjwJW1tbrk6L/DbnWnLmzBmYm5tDQkKCyD42efJkjBkzBoaGhnB2dsaTJ0+goKDAkR1LGFlD/ymY2QOZMAPYWGENaistLRXIOSg3NxeTJk1Ct27dUFJSgufPn0NVVRVbt27Fy5cvERYWJtD9tCQvL49wjkxJSSGOq6qqwsvLi++3U1NTA1dXV0RERKCiooKjbG5OMcLaPKbKhQsXsHjxYlhZWeHkyZPIy8uDqqoqgoKCEBUVhaioKNIy3NzcICUlhd9//x3nzp3DokWLoKysjMLCQigoKKCsrAyjRo0inLmA/8s66uzsTCpyU19fj/DwcA7nStZn9eHDB9L3IYx7JaNv376Ii4vDwIEDef6me/fuSEtL47jvFy9eYPjw4fj8+XObrt2atigjI4PAwEAO5+8zZ87A3t4eHz9+5OmMEhQUBEdHxzYL2bHSp08f7N69G4sXL27T+cJ4p4mJiZg0aRKGDRuGiRMnAgBiYmKQlpaG27dvIyQkBIGBgRxOkVlZWVi8eDEeP37Ms+yuXbsSgYqXL1/GnTt3YGhoyJax09DQEGPHjsXo0aOJ8hQUFCApKYmUlBRERkbi1q1baGxsJDJcmpubw9fXFzk5Oa0WieJH79694eDgADc3N7Y+uqUQTEFBAZqamlolaMrk2rVr2L17Nw4ePAhtbW2Ov6uoqPB1uikqKgJAHsDUElbRtKdPn8LV1RX29vYYOXIkAODhw4fYv38/fHx82pRB+1eCV1ZfJq0NNv+vUFpayvfvVILQJ02ahJcvX2LZsmWQk5Pj+JZtbGwgKyuL69evczh9JiUlYcaMGaTZe8naEECtHbW2DQH/rXbUFn78+IHi4mKoqan9lIz0NNSRkpJCbm4ulJWVoaSkhPDwcBgaGqK4uBhaWloICwuDpaUlGhoaMHHiRNy+fRtAc+DJ/fv3cfPmzXarZ2ZmJofDdkFBATQ0NGBoaAg3NzeuIrpUhRjJnsXff//N4fgLNAfKqKiooL6+HtLS0sjIyEB5eTkmTZoEJSUlwiH81KlTfK/PGuj348cPriIawoDsPi9evIjNmzdjx44dbEHarOcLSlVVFRwdHREWFkYI64iJicHGxgb+/v7o0qULFi5ciHv37iEgIIAjKHP27Nl49OgRZGVlERYWhs6dOwMAamtrYWNjg8rKSty9e1fgelKB7Hkyxep+BlSyZAPN8xlhZGhvaS8CmoX9GAwGtm7dCmlpadJ1JhltsQsA7W8baGlraWho4JhT8rP1tDc1NTUcgaxPnjzBunXrIC4uTggnpqWloba2lhCyp4K3tzf8/PwwY8YMru+dLNC7PWwP6enpMDExEeheS0tLISUlhePHj7OJzDk5ORHvmtuaQlxcHPv27eMI1Gwr3Nphbm4uGAwGrl27htOnTyMsLAy6urrQ1dXleB9+fn4wNTXF69evcezYMeLeMzIysGLFCiIofM6cOUhPT8e3b9/Qt29flJeXQ19fH6GhoXj+/DmcnZ3h4uLCZv/w9fXF7t27+YrPFxQUQE9PD9XV1QI9By8vL/j7+8PNzY1rsC8/gbyWsNoymcycOZPSe7106RLHsxQREeEqnNcSYfYHNTU1OH36NJ49ewagOVjUysqKcuDtrFmzcO/ePcjIyLCJuzFhDabhBZkoCRXRVW6QrT1ZoSqG1tjYiIKCAq6COkZGRgCa53f9+vWDiIgItLW1cfPmTUJcqEuXLnjy5AmUlZUhKyuLuLg46Ojo4OnTpzA2NkZ5eTnlOrMSHx+PjRs3IiMjA1JSUsjKyuIb2MmvjE2bNmHz5s1wdHTkOp+jIoAvISFBBMjPmzcPWlpa2LZtG8rKyqCuro6amhpERETwvc7w4cPx9OlTnsLDaWlpaGxsxIgRI9iOp6SkQFRUFAYGBpTuu7q6Gps2bWr1/IFJW8ei0NBQLFiwAJ06dUJISAjfNi+MgMgBAwZgypQpPIUDAUBaWhphYWHIzc2Fp6cnGAwGVFVVMWbMGCxfvhwPHjzAli1bCDHmkpISBAQEwMLCgiiTVxlGRkY4fPgw8Zv79+/j6dOnsLa2Ru/evfHu3TsMHz6cVMSi5ffAFMo1NjbG5s2biYDO/wJU9hQCAwOxZcsWLFmyBEeOHIGtrS0KCwuRlpaGtWvXEsKSrYW5loiPjyfdjxL0ne3cuRO+vr6YOHEi175CGMJAABAVFYXZs2ejf//+RL+SmpqK/Px8XLhwQSjBnwMHDsSpU6fYhMeZ17G0tERBQQFpGcbGxlBQUMCkSZOwbNky5OXloX///oiPj4eNjQ1KSkpIy4iOjoa1tTWbOBrrnIVV0JcbmZmZ0NXVxcqVKwnB05ycHDbBU3578X5+foiLi0NCQgK+ffsGPT09GBkZYfz48Rg7dixP4Y3c3Fxoa2tDRESE53r27du3kJOTQ1xcHCE8xEptbS3x/wMHDsTWrVv5ii1RJT8/n20uxbQ/Udln9/f3h6ioKBwcHHD37l1ivl5XVwc/Pz8UFBQgLCwMAwYM4NoGqAi68xKIZzAY6Ny5MxQVFTF9+nRivlJSUoLLly9j0KBBMDExIS0/JycHQ4YMoTw/FcQfgIyePXvy3ZNdt24d9u7diz59+qCmpgYvXrxAp06dcPz4cRw9ehTJycmk10hISMC0adOwaNEihISEYOXKlWxiIEOHDqX0HP5rcLMtANznlioqKkhPT4esrCzfJBQMBoPYyxSEHz9+YO3atQgJCUFDQwPExMRQX18PKysrhISEUBIP/PHjB1xcXHDo0CHCXtmhQwesXr0aPj4+bILeVKHij9DY2AgGg4HLly9T8uHgJk4BABUVFejVq9dPm/uysn79eiQmJmLv3r2YOnUqcnNzoaqqiitXrmD79u2UxMFLS0sxdepUvHz5En///TchMrd+/Xr8/fff0NTUJJ0DCWNc5oew5mGNjY1obGwk9sLOnj2LpKQkDBgwACtXrkTHjh25+s+1RuCJyjWoUFxcjPDwcISHh+P58+cYN24cLC0tMWfOnFYllOCGhIQEnj59Smnt/uPHD65rdl5JdVlpamrC3r174evrizdv3gAA+vXrB2dnZzg4OBBt8Gcnf/Tz84O7uzvWrVsHQ0NDAEBISAhu3LiBRYsWYfTo0QKPmcrKyggPDydsY0xSUlKwYMECgZJ2tXZuwIva2lrMmjULiYmJbfKXAQS3P7eEOW++du0acYxK/ytMWjOmstIeezRkiIiI4N27d4RIGpOcnBxMmDABlZWVmDdvHu7du4c5c+YQfiAPHz4kfmtkZCTwOxXUFsSksLAQPj4+yMnJQVVVFYYMGYJNmzaRCnvV1dVh5cqVcHd355jrlJaWQlFREQwGg9S2aWtri4sXL6J79+5sx79+/YqZM2dS2turqanB3Llz0bNnT6G0EW4IOs6oqqriwoUL0NfXh4GBAZYvX46VK1fi9u3bWLBgASEoZWVlBSsrK5iYmFAWf24tQ4cOhaOjIxYtWsQ25np5eeHOnTt48OBBq8tcsWIFwsLC0KdPH7x8+RLy8vI86y+MuS8/1NTUKPnfMxHExseP7du3o6qqCnv27BH0lkjXiIMGDYKTkxNmzpwJS0tLfPr0CVu3bsWRI0eQkZHB11eVSVlZGczMzIjnxTymra2Nq1evQlFREW/fvmWbg4eGhsLIyAiampo4dOgQ3/Kp2IaFPd61FW7PorS0FNra2rh+/TpiYmL4ns/tXqnGPghj36ylr7mKigrc3d2JfdqSkhIMGjSIzb5EQ0NDQ0NDQ0NDQ0NDQ0ND86tDC8TR0NDQ0NDQ0PzLuHDhAhYsWAB/f3+sXr2a2EBuaGjAgQMH4OTkhPDwcMyZM0co16uuriaCyvz9/SllMRZkc66srAx9+/ZFSkoKEhISkJCQgKioKPTu3RvTp0/HyZMnkZCQIHRn3LNnz8LMzAwSEhJCLZcfrBvnJSUlUFBQ4HAIaGxsxMuXL2FjY4Pt27fDw8ODY5P0y5cvWLVqFc6cOcP3epMmTcKQIUOwe/duNqeGpKQkWFpaUgo0oEJRUREsLCzw6NEjAM0OVfwCo1lhfjtr167FvXv3sGPHDixevBj79+/H69evcfjwYfj4+MDKyorj3PbcPAaagyocHR1hbW3N9jyzsrIwbdo0vH37ttVlJicnIzk5GQMGDICpqSlsbW0REBAgkPACN+fK1j6rn3GvLfH19UVRURGCgoJ4fiP29vbo0KEDR4CEs7MzamtrsX///jZduzVOLObm5qQidWTOKKyBOm1FVlYWqamprQ4OZUL1nZI53GZnZ+Ovv/5CdnY2xMXFoauri82bN5OKr/399998nefr6+uRmZnJN1DxwYMHRBZLMgE4aWlp7NmzB5mZmThy5Ag6dOiAESNGwMjIiFRolAoyMjJIS0vjeB+tKZtM0FRaWho1NTWor69Hx44dOYK7W55fV1eHrKwsREdHw8XFBW5ubm0SCiUTTWPyvyCa9jOCzWmoISEhgeTkZL7CTQsXLkR5eTmuXLlCBB58/vwZM2fORK9evRAREcH3GmRtqLKyEgEBAWzHWraj6dOnt0ls97/UjlpDTU0N7O3tiQBPZtCPvb09+vXrBzc3t3+4hv89hg0bhp07d8LExARmZmbo3r07vL29ERgYSAgjvn37FuXl5dDT0yPmlKmpqZCSkoKGhka71LNbt26Ii4vjCHLOyMiAgYEBnj59KnBdeD2Lv/76C1euXEFpaSny8/PZgh4aGhrQq1cvQlD98OHDxByFOd/q168f0tLSKGfa/tmQvXPWoCFuAYzC7LOqqqoIR3hVVVU2ITyyoMz8/HyYmJjg77//JsaSnJwcdO7cGbdu3YKWlpbQ6skPKm3ofwlWexEA7N27l9J5VL+dttgFgPa3DbS0tRw5cgR9+/bF48ePsW3bNkRERPC19QDNc5rg4GA2sbGlS5cKHGzJyocPH2Bra8tVzLOxsRFLlizB0aNHiaCe+vp62NnZoaioCPfv36d0DUEDvdvD9jB27Fj0799foHtNT0/H1KlT0blzZzaRuaqqKpw8eRJmZmZITU1lGyM6duyIXr16CT2QqWU7HDRoECwtLdGlSxe+wpFMscgPHz7AxsYG0dHRRIBJfX09TExMEBISQgS4JCYmsgXGTZo0CUCz4NP27ds5RFaioqLg7u6OjIwMfP36le1vTU1NKC8vx/bt2/Hs2TNkZ2cL9AyoBvvyg5stE/g/kfCioiKoqqryfa9UnyUVuAnVAcIPQOWGMMTdamtr0djYSAiecBMlWbp0KQICAjiEhKqrq2Fvb4/jx4/zvYa3tzfk5OQ4BBePHz+ODx8+YNOmTaT1fPjwISwtLVFaWsqxVqM6RsjLy+PmzZvQ0dEhbGILFy5EcnIypk6dii9fvpCWwY1nz57BwMAAVVVVWLp0KQwNDbFs2bI2lcFNoLa1Avi6urqws7PDrFmzoK2tjejoaIwaNQoZGRmYMWMG3r59y3X8Zb2Ovr4+/vzzTyLJREuGDx8OV1dXjn2tixcv4s8//2QTnOFHW+cPTNpjLBIGvIQDyRJqfPz4ETExMYTNsqWotba2NjIzM9GtWzeEhITwLOP+/fvYunUrUUZOTg4UFRWJZyYhIYH4+Pj/pAh+W6Gyp6ChoYFt27Zh4cKFbN+nh4cHKisrERQUJFAdhLEfRUZ7CAMxefXqFQ4cOMA2T1q1ahUR0CooV65cwa5du7B//35CxDI9PR329vbYtGkTX6FcJrm5ubCyssLLly+xceNGwsZvb2+PiooKhIeHk5bBTTCytfsSggie9uzZE4sXL4axsTHGjh1LrGGamppQVlbGU7yFVdRIVVUVaWlpkJWVpVxvoPWJ2IDmdxQREcF1rkUmhNuWffbS0lJcuHABxsbGGDx4MKU5OhkTJkxAZmYmGhoaoK6uDqDZrioqKgoNDQ1kZGSgY8eOSEtLQ9++faGhoYEOHTrg48eP8PPz45nkhElRURGcnJxI5wjC8Acgg0risMjISJSVlWHu3LmQl5cH0Byc3717d5ibm5NeA2i7GMh/EX62BYC6AEt7UFZWhkePHqGqqgr6+vptShxWU1ND2PPU1NQE8iWi4hvUmgQQDQ0NPIV5SktLoampSSrILoy5r5KSEs6dO4eRI0eylVFQUIAhQ4Zw2AS4MXPmTEhKSiI4OBiysrJEGXFxcVi+fDlERUVJ50DCGJf58bPnYbxg+s/9LGEcXowcORJpaWnQ1dWFlZUVFi5cSDp+tIbx48djw4YNfN/LixcvsGzZMiQlJbEdb81atra2Fk1NTZCQkMC3b99QXFyMmJgYaGpqEvaJ9kj+qKKiAk9PT1hbWxPHmGtobvMXVqjea+fOnbmKshcVFUFTUxPfv3/neS5ZwhWqcwMyuAmFsUIlAbCw1hNhYWH466+/CFHAv//+m9SGyHxXjY2NHIkiW0JF7E4YY+rP3qPhBfP+c3JyoKWlxZYArqGhAcXFxZg6dSoiIiLQpUsX3Lp1i21flN97bFlPKu9UUFuQMOjWrRuys7Mp3xs3REREOESnAOD9+/fo168f6urqSMsIDg7GqlWr0LlzZ8jKyrJ9p6zPs6GhAZcvX2bbk2KKz/5s7OzsoKCggG3btmH//v1wcXGBoaEh0tPTYWFhgeDg4J9eByZXrlyBjY0NNm/eDC8vL3h6euL58+cICwvD9evXMXny5DaVGx0djYKCAjg4OMDLy4unmP769esFqT4pSUlJrfK//1k2voKCAgwfPpwQ/xMEsjXiuXPnUF1dDQsLCxQUFOC3337DixcvICsri3PnzsHY2JjSdZqamnD37l02m1JeXh4AwNHRETt27GDzZWhoaMD9+/dRUlJCSSCZjPa0n5HB7Vkw9wh/dUaNGoW5c+di48aNePLkCXR1dVFQUEA839YkaKChoaGhoaGhoaGhoaGhoaH5VaAF4mhoaGhoaGho/oVs2bIF3t7ekJSUJDJ5FRUVoaqqCi4uLvDx8fmHa9g61q1bBy8vL8jIyHD9u7S0NMLCwpCbmwtPT08wGAyoqqrCyMgIhw8fFkodZGRkkJ2dDUVFRaxZswZeXl7o0aOHUMqmApXsvgoKClBQUMCpU6eI9x4XF0dkbEtNTUVMTAxiYmK4CjpduHABmZmZUFNTY3NaLC0thbq6Ol+HsNZgamoKUVFRHDt2DCoqKkhNTUVFRQWcnJywZ88ejB07lrQMRUVFhIWFYfz48ZCSkkJmZib69++PkydP4syZM5SyFf9sJCQkkJeXB2VlZbbnScXBrj2h4lxJRnvc66xZs3Dv3j3IyMhAS0uLCKbNzc0F0BwEW19fj5CQECgqKmLkyJEAmjPevnz5EtbW1ti3b5/A9SCDikgdlYAFQdm0aRO6du0Kd3f3Np1P9k5zc3MFdrgFgJMnT+LQoUMoLi5GcnIylJSUsHfvXqioqPANzKitrSXEm7gFKjIzEz5//pz4DT8BuJZOTNHR0SgrK0N8fDwOHjzYpmfIiqOjI3r27Inff/9d4LJ4wRRQ4gWvDJP79+9Heno6Tpw40eYAJqrQomn/Xdra1pkMGTIEBw4cIPp2brx+/RpGRkaoqKggRKGys7MhJyeHO3fukAZ3trUNAf/XjsrKytoktku3I+6sX78eiYmJ2Lt3L6ZOnYrc3FyoqqriypUr2L59u1AcJ2lax6lTp1BfX48lS5YgIyMDU6dORWVlJTp27IiQkJBfJrjf1NQU4uLiOHPmDJtg+vz583Hnzh3cuHFDYAE2bs+ioqKCmAvxC/ywtLSEvLw8/Pz8wGAwMGzYMKSmpuL06dMwMzMjMqe3hyAUGbzus2PHjggNDcX3799JhczbE35BmTU1NRwiSVZWVhyCoD8Tsuf5q7Shfwv/BrsA0Bz4w8vWoqysjHfv3vG19aSnp8PExATi4uJsYmO1tbW4ffs2hgwZIpR6WllZobS0FHv37sX48eNx6dIlvHv3Djt37kRxcTFycnI4xDXz8vJ4igv9DNrD9iAuLo6srCyB7lUYInO/Gi9evCD6Tw0NDQwcOJD4Gz9b45kzZ5CZmYlBgwaxHX/69CmGDBmC2tpaDuEOoNm2oKCggLNnz0JVVRXOzs7ENVq6LpDZH6gE+5IhDFsmE37PkoyioiLMmjULjx49YhOYZj4/KraY58+fY9++fcT8YtCgQVi3bl27CfkCwJQpU2BhYYFVq1bh8+fPHKIkzKQ33GzhHz9+RO/evQlBWF4oKysjPDwco0ePZjuekpKCBQsWsInc8mLw4MEYOHAgPD090adPH47vlMqczNLSEgYGBti4cSN27NiBffv2wdzcHHfu3MGQIUNIhWaYdk8mTAFFHx8f1NfXIyEhATU1NZg7dy569uwJHR0dwmbKZPz48XzLOH36NN86UFmDRkZGwtLSEg0NDZg4cSJu374NoFmo7/79+7h58ybpuvfp06fYvHkzduzYgaFDhxICgkz69u1LrAlZKS4uhq6uLr59+0ZaT0Dw+YMwxqLMzEx06NCBEJW5cuUKTpw4AU1NTWzfvp1YDwgCL+HAyMhI0oQanTp1wuDBg2FoaMhV1DolJYUQxSZLygE0i1b069cPIiIi0NbWxs2bN9sswPX161fExsZCXV2dY2z5X4fKngJrMqBevXrhzp070NPTQ35+PkaOHImKiop2r/d/7Z1JS0uzjRfV1dWor69nmxOKiYmhS5cuAgU+f//+HaKiohx9Pjd4CUa2BkEET3mJGLCuebghKyuLqKgojBgxgqfAEZmoUEJCAvH/Hz58ILVfnD17FtbW1jAxMcHt27cxZcoUvHjxAu/evcOsWbNw7NgxhISE8Jz7ZmRktGmfXRhieKzs3bsXDx48wIkTJwhBxy9fvsDOzg5jxozBjh07oKuriw4dOmDu3LnYt28fsrKycOHCBXh4eOD58+ekyUyo7AMKcw7Ni5+VOIym7fCzLfj6+mLGjBn/SL02btxI+bctv6d/Aiq+Qfxg3m9AQACWL1/OZiNtaGhASkoKREVFkZiYyLccYcx9JSQk8PjxY6iqqrKVkZOTAyMjI0qi2bKyskhKSoK6ujpbGSUlJdDU1AQArnOgbt264du3b+jevTuAnzcuM+9TWPMwsuSlZP5zVPj8+TNSU1O5jmesImW82LJlC6ysrIjnL2wiIiKwefNmODo6cl0f6urqwtDQEGJiYnBzc+O6ZueXdIwJFftEeyR/7Ny5Mx4/foz+/fuzHc/Pz4eOjo5QbJ4DBgzAtm3bsGjRIrbjJ0+exLZt2/gKyVBJdCaMZCvchML+Cfz8/ODu7o5169bB0NAQQPO8cv/+/di5cyccHR25nufp6QkXFxdISEiQCjJTEbv7VcdUKjDv39PTE05OTmwiSR07doSysjJmz56Njh07QkNDAxEREdDV1f1p9RHWXlJDQwMuXbpE2FU1NTVhbm7OJoDHCxsbGwwePJjn9wPwFmMsKSlBp06dsHr1asTGxrL1/w0NDYiOjsbhw4cpCRj17t0bDg4OcHNz45lMqaCgANOnT8fr168Jwennz59DQUEBN27coLS2FGScaWxsRGNjI/Fcz549i6SkJAwYMAB1dXVYs2YNOnfujMDAQL7lODg4kNaTCg8ePICXlxebWLSHhwemTJkicNm2trYIDAzkKRDXnlDxvxemjY+VkydPYtOmTUSCH0FoyxqxsrKSw57TFpiiYqWlpZCXl2ezPzD7Pi8vL4wYMQKNjY0oKCjg2kaMjIwEqsevxq98r5cuXcKCBQswZswYPHnyBMOGDcO1a9eIv2/atAnFxcWkCWlpaGhoaGhoaGhoaGhoaGhofiXILdY0NDQ0NDQ0NDS/HH/88QfMzc1x+vRpFBQUoKmpCePGjYOlpSURTCos8vPzce/ePa4beB4eHm0u99WrV0QW5/DwcLi6ukJGRgY6OjqIiorCggULMHbsWIwePRqNjY0YPHgwTE1N4ePjAxEREfz555/Izc0l3bzl5+inpqaGMWPGwNDQEPX19UQ5p06dgrOzc7sKxPHKClpVVYXOnTsDaA4YW7lyJQYPHgxfX1+8ePECAQEBcHFxgaenJzw9PeHl5QUDAwOuDnKdOnXi6kz/4sULDqd7QUhOTkZsbCx69OgBERERiIiIYMyYMfD29oaDgwMlsY/KykoiGExKSop4j2PGjMHq1auFVldB6N27NwoKCqCsrMx2PCEhgSOQjR9v3rxBQkIC1zYmDGeWNWvWwMnJCa9eveLpXEmGsO6VH927d8esWbM4jjMzWzO/G2b2QqYwRI8ePdCjRw88efJEKPVoGZgJAH/99RcYDAZERUUhISGBY8eO4fbt21xF6gBg8eLFOHjwIIczypEjRwTKTMrq3N7Y2IgjR47g7t27RKAHK2TO7WTv1NbWFmJiYrh+/Tpbf1JVVUU495EF55w+fRoeHh7YsGED/vjjD8JhtHv37ti7dy9f0aju3bsTgYo/fvxAbW0t4QR87tw59OvXD2lpaWznTJ48GcuWLUNYWBibABwAHDhwgK1P79OnDwwNDbFgwQK+90CVhoYG7N69G7du3eL5PtLS0tDY2IgRI0aw/Y3ppM/MZs6LtgqwTJs2DZs3b8aJEyeQlpbGVVi1X79+PLPAcwsUzsvLw8uXL/Hjxw/iGIPB+J8StuLlnMlgMNC5c2f0799foOy//0scPHiwzW2diY+PD5ycnPDHH39wDXiXkpJCv379kJubi9OnTyMnJwfi4uKwtbXFwoULKQVLCiJixGxHDAaj1W0I+O+2IzIuX76Mc+fOYeTIkWzzVi0tLWKcp2lfWANHhg4ditLSUjx79gyKiortujYi488//4SRkRHU1dUxduxY/PjxA8nJyfj69Sv8/Pzg6uqKXbt28exPqMDrWZSVlaFbt24wNjbGhQsX2Jz0O3bsCCUlJfTt2xcAcOjQIdy/fx9Pnz6FtbU1nJ2dsXjxYgwfPhy+vr4cglB+fn74448/hCoI1db7ZL5zfsGKkyZNaneBOAkJCUJog9vfli9f3q71acm/pQ0Ji59lL2Lyb7ALAPxtLQBIbT2Ojo4wMzPjKja2YcMGoYmNxcbG4sqVKzAwMICIiAiUlJQwefJkSElJYc6cOXj58iWHgFRZWRlp4ApTFKlLly58A7IZDAZ8fX35ltUetgcpKak23yuT9PR0tvcFAGJiYnB1dSXWdT+7fTAR1nUGDhzIVciMzNY4aNAgeHt749ixY4Tg0Y8fP+Dt7U2IxNy7d4/tHBEREfTs2RP9+/eHmJgYpk2bhpcvX8Ld3Z3rNcgwNzcngn0bGhowZcoUjmBfMqjaMqk8b9ZnGRgYCEVFRcoBbevXr4eKigpiYmK4imyQceHCBSxYsAAGBgYYNWoUAODhw4fQ0dHB2bNnMXv2bNIyjI2NcfHiRSLAnsnXr18xc+ZMxMbGkpaRmZkJf39/AM1iVXJycoQoyZYtW2BpaYmmpiZ8+/aN6AuBZttKVFQUx7yDG2/fvkWfPn04jvfs2RPl5eWk5wPN7zMyMpIjQLs1BAUFEYHcW7ZsQYcOHZCUlITZs2dj69atpOcPHjyYaxD2yJEjcfz4cQDNQem3b99G586dERcXx9ZGGAwGNmzYwLcMYawx58yZgzFjxqC8vJwtCH/ixImEPZfsOkwbipmZGds9MPdFunfvjnfv3nH09+Xl5ZQCcZkIOn8Qxli0cuVKuLm5QUdHB0VFRZg/fz4sLCxw/vx51NTUYO/evZTvhxdBQUGYO3cuHjx4wLHuUVJSgq+vL6SlpbF+/XpkZmairq4Oenp6GDFiBBwcHGBkZISkpCTU19dj6NChGDZsGH78+IHMzEzMnj2bEEfgVQYzKQcAtkDRx48ft+o+5s2bByMjI6xbtw61tbUwMDBASUkJmpqaKPdb/ytQ2VPo3bs3KisroaSkBEVFRTx8+BB6enooLi7mK+YgTP5N70xQYRRuCKP9UoF1fCRjzpw5iIuL4xnET2VfwsjICHfu3IGOjg7mzp2L9evXIzY2Fnfu3MHEiRNJ60C25uHG7NmzMW7cOGL+Z2BgwCHuxhR85SVsALDvr5PZL3bt2gV/f3+sXbsWkpKSCAgIgIqKClauXIk+ffpg/fr1CAkJwYwZM6Ctrc1xX48fP+a69vvzzz/5zvc6d+4MHx8fKCsro6SkhON7bC1//fUX7ty5w2bj6tatG7Zv344pU6agpqYGTk5OsLGxQbdu3WBhYQERERGMHDkSpaWl6NOnDw4cOMDTbp+dnU3sxfJDGP4A3GBdVzIYDI492aioKFRVVcHGxkYoohG89joZDAY6deokFGHX/yX42Ra8vb25itm0h3gb1e9NUFEIYUHFN4gfzPttamrCo0eP2L7Tjh07Qk9PD87OzqTlCGPua2BggBs3bsDe3h7A/z3jY8eOEetSMhobG7kKT7169QqSkpKEwFvLOdCKFStw4MABYv35MxHmPGzNmjUYPXo0W/LS79+/8/Wfa404y7Vr12BlZYWqqipISUlxrCF5zYNYbXw1NTU4duwYz2sIKrTI9NFg7aeZ61qmEFl2djYyMjIEErznZ5/w8PDA6tWrUVdXx9VPY+jQoaTi9VTp378/IiIiOJINnjt3jkMguq0sX74cGzZsQF1dHYyNjQE0J31wdXWFk5MT33OFNTcgQ0FBgfIeHSvCtD8DwL59+3Dw4EG2tmBmZgYtLS1s376dp8AXq+gbFQE4MtoyprakvWzQLWHev7KyMubPn8937PL19YWrqysOHTrEMd4IC2HsJT158gRmZmZ4+/YtIZr2559/omfPnrh27Rq0tbX5nj9gwAB4eXkhMTGRq2+mg4MDZs6cydWGx/rvCRMmcMwRxMXFKSfM/fHjB+bPn893DeXg4AA1NTU8fPiQ2OeuqKjAokWL4ODggBs3bvC9RlvHGSbMtQOTBQsWEOOCiooKbGxs0LlzZ77jO4PBEJpA3NixY3Hnzh2hlNWSEydO/JRyqWJoaMjT/z4lJQUfP35k24MUxMYHABYWFmz/ZiYySU9Pb3MCZIB8jdjSb7clVER3AwMDsWLFCr5re+b4cOnSJVy8eBHS0tJcf/fw4UNYWlqitLSUo73zE1wV9njXVqg8CybDhw9v9b22pnxB2/msWbMQFRWF69evY8qUKcSahYmEhATWrFkj0DVoaGhoaGhoaGhoaGhoaGho2htaII6GhoaGhoaG5l9Ebm4utLW1ISIiguHDh5OKwT158gTq6uqtCqBh5ejRo1i9ejV69OiB3r17c2zoGxoawt/fn8icN2jQIGzYsAGTJk0iLVtDQwOysrIwNDTE9+/fUVZWBkVFRZSUlKCurg6Ojo5ITk6Gt7c3qqqqMGPGDJibm6OhoQFbt26FiYkJzMzMIC8v32ZHzpMnTyIhIQHXr19HTU0NRo0ahenTp6Ourg6fPn1qU5mthbmZy2Aw4O7uzjW77+DBgwE0B+MwncZWrlwJMTEx3Lx5k3DOP3ToEEJCQrB48WKu17Kzs4OXlxeR8YrBYODly5fYtGmTUIM2GhoaiKDaHj164M2bN1BXV4eSkhKeP38OoNkRjd+3o6qqiuLiYigqKhLZJIcPH45r165xBCjyIiYmhmeWd2aAnSAsX74c69evx/Hjx8FgMPDmzRskJyfD2dmZslNDSEgIVq5ciY4dO0JWVpajjQnDmYWKcyXZ+xDGvZLxTzvFMGEGZrLC+v0wGAz06tULsrKyfEXqgoODeTqjsDpxtMZ5tqVzO7NvaOmUQ6VPJHunbm5uXB1umSIhQLP4E7drMb8tdXV1HD16FDNnzoSPjw/xdwMDA1Kn9NevXyM5OZlnoKK8vDxbZmEyATjWjM95eXmEcIuwePToEfT19QHwfh9r166Fq6srRyDW69ev8eeffyIlJYX0OoWFhThx4gQKCwsREBCAXr164ebNm1BUVISWlhbXcyIjIwlnJ0GFQouKijBr1iw8evSIzXGReY+CZo3+leDlnMnaf44ZMwaXL1/m6fT1X2Hfvn1tbutMpk6dCgAcAYesYxXQnFl8xYoVba5rW9oQ8H/tqKamRmCx3f9SOyLjw4cPXMUfqqurf5lArf8yTU1NEBcXbzehstagqamJ3NxcBAUFIScnB1FRUWAwGGAwGFixYgWamppI+xNutCZYsbi4GAoKCnwd7IHmAN158+Zh2bJliI2NhYSEBOLj49tNEIobrblPQYMVBaGlEzk/Ll68+NOFt3nRHkGuvyJk9iIPDw/SdSYZwrALAD/fNmBmZsZha7Gzs8PVq1cp2XqoiI0Jg+rqamLclZaWxocPHzBw4EDo6OigsbERy5Ytw549ezB69GgAQGJiIlxcXNjWUtzIyspCXV0d8f+8EMY6VRjMnz+/zffKhExkjkr7EAbcrsNsM2JiYsjOzuZ7/sWLF7F06VK+v7l58yZfW2NqaipMTU0hLy9PJCDIzc0Fg8HAtWvXAADjxo3je42EhAQ8ePCAaBOthUqwLxlUbJlk77WkpISj3PPnz+Phw4fo3Lkzh1AeK0wboKAiG66urti8eTO8vLzYjm/btg2urq6U7L9xcXFsItZMvn//jgcPHpCeDwA1NTXE87x9+zabKEl+fj5kZGTAYDC4ihIyGAxCdIofCgoKSExM5BBuT0xMpGzzGTFiBAoKCgQSiGMNLhMREYGbm1urzmcK37CW0bNnT7Z51pYtW+Dp6Qk3Nzeuc8/S0lK+ZQhLAL93797o3bs32zHW/Smy64SHh3MV9WNy6NAhbN68GVeuXEG3bt0ANIs7/f7775g8eTJp/ZgIOn8Qxlj04sULok87f/48xo0bh/DwcCQmJmLBggVCEZgiEw5kzn95JdQwNTWFqakpX1FrZuINfkk5BOX+/fvYsmULgObgyqamJnz+/BmhoaHYuXPnLyU21h6Q7Sl06dIFa9asQXJyMmxtbeHo6IjIyEikp6e3av0kCMJ4Z69evcLVq1c5EicAwlszCRqwzgthi6Q3NDTA398fERERXJ8HvyRoTPgJRgLNSdHI9iXaInjamv1tbhw5cgQWFhYoKCiAg4MDli9fziHYXFBQAKBZBI8MbkIKALv9orCwkBDa6NixI2GDdHR0hLGxMerq6hAREYHp06dzvca3b9+47rMHBwfzFTAQERGBv78/xMTEeIrhMSkqKiK91y9fvuD9+/fQ1NRkO/7hwwd8/foV/fv3R0pKCr5//45bt24RQezv37+HlJQUhg4dioyMDJ4iMNz2RbghDH8AbrSc87ZMHPbp0ycMHToUT548wfXr13mWQ3WfnddeJxN5eXksWbIE27ZtI7UD/hfgZ1vIzMzkek57iLfxW2/9SrS27+TVhpj3a2tri4CAgDYJLgHCmfvu2rUL06ZNQ15eHurr6xEQEIC8vDwkJSVRnjNOmTIFe/fuxZEjRwA0P5+qqips27YN06dPh6ioKK5evQp9fX2OOdCCBQvaJYmJsbExzzpQmYeRJS/V1dXl6z/XGpycnLB06VLs2rWL7Rsjg9XGx8+mJIz9u5ZrYW5oamri48ePAl2Hn32CuZb+WckfWfH09MT8+fNx//59GBoaAmi2X8TExBDzCkFt6S4uLqioqMCaNWuIOWXnzp2xadMmbN68me+5wpobkNFWoTBh2p+BZlFhpl2YldGjRxO+UFTfR3p6OvEbTU3NVgnptWVMZaU99mjIoNL/Llq0CDU1NVBTU4OEhATHemXJkiVcz2O1W5mbm/MVeBLGXpKdnR20tLSQnp5O+P98+vQJS5YswYoVK5CUlMT3/ODgYHTv3h0ZGRnIyMjguBcHBwfcuXMHW7ZswR9//EHY1FJTU+Hq6op169Zh2bJlUFFRgYGBAXbv3g2ged3Sq1cvnuuHltjY2ODcuXMcgpSsxMfHs4nDAYCsrCx8fHyIPoofbR1nWHnw4AEOHz6MwsJCREZGol+/fjh58iROnjwJWVlZANTGCkGxs7PDokWLMH78+J9+rX8Cfv73HTp0gJGREYyMjIR2PaZNl4mIiAjU1dXh5eWFKVOmtLlcsjUiq99udXU1fHx8eO4L81pz+/v7w8rKipI4Idm6fdWqVYSIcmuSIgl7vGsrrXkWUlJSrb7X1pQviI8HM9Zm4sSJPJMfsAq+ChprQ0NDQ0NDQ0NDQ0NDQ0NDQ9NeMJraK40oDQ0NDQ0NDQ2NwIiKiuLt27eUBSikpKSQnZ1NObtrS5SUlLBmzRps2rSJ428HDhzA+vXrMWfOHCLz68OHDxEZGUlk3+ZHfX09MjMz8eDBA2zZsgWdOnWCnJwcSkpKEBAQAAsLC8jJyQFodoTZs2cPMjMzceTIEXTo0AEjRoyAkZERpYAxKkhLSyMsLAy5ubnw9PQEg8GAqqoqjIyMcPjwYaFcgxsTJkwA0Ox8MWrUKI7svsrKynB2diayhu7btw9ubm6YOXMmMjIyICoqivDwcOjp6UFWVhapqak8s8R/+fIFc+bMQXp6Or59+4a+ffvi7du3GDVqFKKiojiyF7aVsWPHwsnJCTNnzoSlpSU+ffqErVu34siRI8jIyMCaNWtIvx1/f3+IiorCwcEBd+/ehampKZqamlBXVwc/Pz+sX7+ebx08PT3h5eUFAwMDrpvPly5dEvg+m5qasGvXLnh7e6OmpgZAs/iSs7MzduzYQakMBQUFrFq1Cps3b/5pTuUtgwRbcuPGDdL3IYx7pcqHDx+IwAF1dXXK/Z2wuHLlCjZt2gQXFxc2hyxfX19s27YN9fX1cHNzw/z587Fnzx6uZTDbNRkMBgOxsbFCq3trIHunw4YNg7+/P5sIG9DcVxkaGkJMTIzUqXvq1Kl49uwZlJSUICkpiZycHKiqqiI/Px+6urqora2lVFdpaWm2QMXevXvj3bt3bIGKrJSVlaFv375sDnLr1q2Dl5cXpayQP4uuXbsiNzeXY0wuLi6Grq4uvn37xvf8+Ph4TJs2DYaGhsTzUFVVhY+PD9LT01FYWMjW1zU1NeHt27f48OEDDhw4gBUrVsDOzg4VFRWIiIiAjIwMcnNzISoqipkzZ8LIyIg0QNXU1BSioqI4duwYVFRUkJKSgsrKSjg5OWHPnj0YO3Zsm5/Pr0ZMTAxX50x3d3ds3boV3bp1w8qVKzFixAgEBwf/w7X9ZxEXFxe4rZP1J6yiEnl5eVwDJs3MzEivwa8NRUZGQl9fn287Sk1NFagNAf+tdkSGkZER5s6dC3t7e0hKSiI3NxcqKiqwt7dHfn4+oqOj/+kq/icJCwvDX3/9hfz8fADAwIED4eLiwlMY5legNeIE/ERq2jKHq6mp4don6erqoqysDP369YOIiAi0tbVx8+ZNIvO2uLg4srKyOMSF8vLyYGBgQMzPfgZU7pMZhP3mzRssX76ca7CiqKgoEhMTf1o9bW1tKf923LhxfIW3qQRYt5V/w9z/Z8DPXgQIbjMCILBdAGgf2wA3W8urV68gJSWFr1+/ktp65OTkcPLkSY7giFu3bsHa2hrv3r0TuI4AMGzYMOzcuZNIuNDU1IQDBw4gKCgI58+fJ0Ri6uvrAQAdOnTA6tWr4ePjg06dOgmlDmT8LNsDa8KNHz9+wMXFRaB7dXBwwKVLl7iKzM2ePRuXLl3i2z6EBbd2aGtri8DAQEhKSmLJkiV8gzFOnDiBWbNmsR2rq6vD48eP8fnzZxgbGyM+Pp6vrRFoDmY8ffo0nj17BqA50NDS0pLNzpifn4979+5xDcg5e/YsTp8+TYiutxYJCQk8e/YMioqKmDdvHrS0tLBt2zaUlZVBXV2d0phKZst8/Pgxab9H9iwvXrxIWg9paWlkZmZCRUUFampqOHbsGCZMmIDCwkLo6OiQ3ouEhARyc3M5BM/y8/Ohp6fH9/zc3FwAzckIYmNj2ewnDQ0NiI6OxuHDh7kK4bVEV1cXdnZ2mDVrFrS1tREdHY1Ro0YhIyMDkydPxsWLF2FsbIwLFy6wXadjx45QUlKiJPC2e/du7N69G3/99ReMjY0BNK/jXV1d4eTkxDP4mXmfQHMA2datW+Hi4sJVUIcpetgSbqLhvGirUAMrMjIySEtL49sO+SEiItIuAviCXuf169cwMjJCRUUF0R9kZ2dDTk4Od+7cIebRZAg6fxDGWCQlJYWMjAwMGDAAkydPxm+//Yb169fj5cuXUFdXp2wT5Ufv3r3h4ODAUzgQaBaRMzc3h4SEBJu9hhVpaWnk5ORAUVGR+A1T1Hr+/PmUyhAEcXFxvHjxAgoKCrC2tkbfvn3h4+ODly9fQlNTE1VVVUK71q8OlXUFs33FxcUBAM6dO4fExEQMGDAAq1at4ujHfgaCvrOYmBiYmZlBVVUVz549g7a2NkpKStDU1IQhQ4YIbc00cOBATJ8+XaCA9dbw/ft3DrsAlTHAw8MDx44dg5OTE7Zu3YotW7agpKQEly9fhoeHB6VA2ODgYKxatQqdO3fmuh5+//69QPsSvGjt/jY/WOewrYUpthQQEEBqv5CXl8fNmzeho6MDXV1dbN68GQsXLkRycjKmTp2KLl26IC4ujquILdD6fXbWxCDR0dGEGJ6XlxfPe6WyzrWyskJycjJ8fX0xbNgwAEBaWhqcnZ0xevRomJubY8GCBWhoaMDkyZNx+/ZtAIC3tzfu37+P33//HdXV1UTSlpZUV1cjPT2dVOhZGP4AvwJhYWHYsmULlixZwrYXFBoaiq1bt+LDhw/Ys2cPXFxc+Apt/FdoaVvo3r07vL29ERgYiMjISEKkgYY7rek7hWFbI0NYdpjCwkL4+PggJycHVVVVGDJkCDZt2gQdHR1K57969QomJiZoampCfn4+DAwMkJ+fjx49euD+/fvo0aMHGhsbCbGGs2fPIikpCQMGDCBswqy0dVzmR2NjY6vq0JKkpCQkJCQgISEBUVFR6N27N6ZPn04kNdXT06PsP0dGly5d8OjRI6HO29sL1vV2eno6tm7dil27dnFds1N5p/zsEzNmzMDbt29hb2+PsLAwKCgocBVqZr2uIGLGmZmZ8PPzYxPqcnJygr6+vlDbe1VVFZ4+fQpxcXEMGDCAkq3zwYMHQpkbkCEtLY2amhrU19dzFQqjIo4sDLS1tWFpackxru/cuRPnzp3D6tWrSd/Hq1evsHDhQiQmJhICZJ8/f8bo0aNx9uxZyMvLk9ZD0DG1PfZouCEtLU1ZnKiyshIhISF8fx8SEoLMzEw0NDRAXV0dQLPwvqioKDQ0NPD8+XMwGAwkJCRwCCQzEcZekri4ONLT0zmSCj5+/BjDhg0Tii1HW1sbR44c4RAoTExMxIoVK/DkyRPcvXsXS5cuxcuXL9t0DQcHB4SFhUFPTw+6uroc7czPzw8yMjK4fv0613qYmpqStkVBx5kLFy5g8eLFsLKywsmTJ5GXlwdVVVUEBQUhKioKUVFRAAAvLy84OztzrOlra2vx119/CSURj7m5OW7duoWePXtiwYIFsLKyanMim1+d9vC//xVYuHAh4uPjsXjxYq77wlT6A25s3LgRO3bsQJcuXUiTxx0+fBg5OTkCJab5t9ClS5df9l7bO9aGhoaGhoaGhoaGhoaGhoaGpr2gBeJoaGhoaGhoaP5FiIiIYMWKFZSd2Q8cOEBsorcFfpte8vLycHNzw7p169iO79+/H7t27cLr16/5ll1bWwtxcXEAzRvQGRkZKC8vx6RJk6CtrY0nT55AQUEBz58/5whSiY6ORllZGeLj4zFixAiu2QTr6+vh7u4Ob29vnnUwNDTE2LFjMXr0aCxevBiPHz+GgoICJCUlkZKSgo8fP+L+/fs8s6MLEyrZfadOnYq0tDQcPnwYc+bMQW1tLTZu3IiQkBB4enqioqICXbt2Jc3mm5CQgNzcXMI5U1iZIZncunUL1dXVROb33377DS9evICsrCzOnTsHa2vrVn87paWlyMjIQP/+/XkG57HSp08f7N69u12ELH78+IGCggJUVVVBU1MTXbt2pXwumahfWxkyZAhiYmIgLS3N02GGSWvasiD3SkZ1dTXhfMkMFhYVFYW1tTX27dvXLkE8ADB8+HDs2LEDJiYmbMdv3boFd3d3pKam4vLly3BycvqfcHJnfafy8vLEO+XlcGtlZYWDBw9CXl4eYWFhmD9/Pk+nUk1NTXh7e8Pc3JwtgHDfvn04ceIEpay3AHmgIsBdAO7Vq1eE46WMjAyys7OhqKgIHR0dREVFUQ4sFRaysrK4fv064XzJJCkpCTNmzMCnT5/4nj9q1CjMnTsXGzduZHueqampsLCwwPLly9l+LyIigp49e2L8+PGE+AyvAKaRI0fi5s2bpEKhPXr0QGxsLHR1ddGtWzekpqZCXV0dsbGxcHJy4pvB8t9Gezhn/q8grLZORlFREWbNmoVHjx6xBZ0zHfoaGhr4nk/Whl69esXh+NiyHQnahoD/VjsiIyEhAdOmTcOiRYsQEhKClStXIi8vD0lJSYiPj29VlnUa4eDn5wd3d3esW7eOyBCekJCA/fv3Y+fOnXB0dPyHa/h/nD17FmZmZu02R2zJhw8fYGtri5s3b3L9O1mf1F6CUG1FmIHe7UF7CG/TsEPmJC2ozYgbrbULAO1rG0hMTGQLhJ00aRIlWw+Z2BgVAVoqnDp1CvX19ViyZAkyMjJgYGAABoOBTp06QUpKCnl5eRAXFyfWuWpqav9YHyts24OoqCjKy8vRq1cvqKqqIi0tTaB7JROZ69mzZ7sEEfysYIXGxkasXr0aampqlG2N/Dh69ChWr16NHj16oHfv3hyiJT4+PvD19cXhw4ehrKzc6vKpBPuSQWbLNDY2btPzZn2Wrq6upL+nIlTHj+nTp2Pu3LkcIqsnTpzA2bNncevWLZ7nMsW9AHAIfAHNQZL79u3D0qVLSe8jMjISlpaWaGhowMSJEzlESW7evInS0lIoKCi0edxuamqCm5sbAgMDicD/zp07Y9OmTXyDA3mJmDFhFTPjNZ9jfVb86serjMDAQL7nsuLg4ABHR0f07NmTLXC5NWVoaWm1iwA+FaF9Ozs7SEpKEuO4lpYWli5dim7dugH4P8HJnJwciIuLQ1dXFwsXLqQselVXV4epU6fi0KFDxDy1LfMHQLCxyNjYGAoKCpg0aRKWLVuGvLw89O/fH/Hx8bCxsaEktEhGa4UDuSXUYB7nJWpNtQxBGDhwIHbu3IkZM2ZARUUFZ8+ehbGxMXJycjBx4kR8/PhRaNf6X+H79+/Izc3lEF1lMBgwNTX96dcX9J0NHz4c06ZNg6enJ2Gf69WrF6ysrDB16lSsXr1aKPVsD2GU6upqbNq0CREREaioqOD4O5ldAGiehwYGBmLGjBmQlJREdnY2cezhw4cIDw8nLYNMMJLqvkRhYSFOnDiBwsJCBAQEoFevXrh58yYUFRU5RBJYobLmERafP39GcHAwIayipaWFixcvEgmNyOwXlpaWMDAwIAK79+3bB3Nzc9y5cwdDhgyBoaEhioqKEBQUxHesJ9tnDw4Ohr+/P5F8YcCAAdiwYQPs7OwEEsNjUlVVBUdHR4SFhRHrETExMdjY2MDf3x9dunTB3bt38fHjR8ybN4/4LlJTUyElJcWRrKCt/Ax/ACqQBeMzYTAY8PX1Jf3dxIkTsXLlSsybN4/teEREBA4fPoyYmBicPHkSf/zxByGK/V+mpW1h6tSpqKysRMeOHRESEkLs2/Liy5cvaGho4EjoVVlZCTExsXbpS34FqPSdVG1r6enpiIiI4JrEhIpQOfBzfUCoUl9fj7Nnz7L1r1ZWVoRPGRnCGJf58fLlSygoKHCMD01NTSgrK4OioiLlsrglL1VWVsb48eNx+PBhUv85MiwsLLBgwQKOfu1X4+TJkzh06BCKi4uRnJwMJSUljvU2c23NCtmanRUq9omfnQCmrq4OK1euhLu7O1RUVLj+5mfY0n9FQkND+f7dxsamXepx4cIFzJ8/H5MmTSL2QhMTExETE4OIiAjY29uTvo+pU6fi8+fPCA0NJUTNnj9/DltbW0hJSVFKgibomPpP7NEA5O+RFSrvdO/evXjw4AFOnDhBjItfvnyBnZ0dxowZg+XLl8PS0hK1tbVcbZvCsgXp6enB39+fSETBJDY2FuvXr8ejR48olcMPcXFxpKWlQVtbmzh29epVyMvLw9DQEOfOncP79++xdu1anD9/nuN8soSJAH/xeWY/Zm1tjczMTAQHBxM2vJSUFCxfvhxDhw5FSEgI32sIOs7o6+vD0dER1tbWbH47WVlZmDZtGmHPZ93XYaWiogK9evUSeGxn8unTJ5w/fx7h4eF48OABNDQ0YGVlBUtLyzbtV/yq8PO/P3jw4D9dPaHRvXt33Lhxg+jf2wI3X+sJEyYgPDwcR48eRWxsLE+bAfO4q6srT+HVfxNkQo1xcXG/7L22d6wNDQ0NDQ0NDQ0NDQ0NDQ0NTXtBC8TR0NDQ0NDQ0PyLGD9+POUsfEzCw8PRp0+fNl1v2bJlGDZsGFatWsXxt65duyI7O5sj+1N+fj709fVJs8R36tQJgwcPhqGhIQ4fPozU1FRoaWkRG//9+vVDWloaxowZgzNnzsDc3BwSEhJsjgFAs8OLiYkJjhw5AmlpaQDNTjeWlpaoqKjgG2wTGRmJ5ORkJCUlEdc3NzeHr68vcnJyfplgdyaTJ09GaGgo+vbty3b8xo0bsLOzw7x58xAWFgZdXV2eWQD/KSorK4ksklS/nZiYGMTExHAEugDA8ePH+V7vZwmv8aKsrAwAWi045erqChkZGbi5uQm1PuLi4sjPz4e8vDxPhxkmrW3Lbb1XMlauXIm7d+8iKCiITZDEwcEBkydPbjdnFHFxcWRlZXEESDx79gz6+vqora1FSUkJNDU1iUza/3aY71RJSYnU4baxsREMBgONjY2k39axY8ewfft2+Pr6YtmyZTh27BgKCwvh7e2NY8eOYcGCBZTrxy1QkUwAbtCgQZCVlYWhoSEuX76MO3fuwNDQkGMcaS8WLlyI8vJyXLlyhQh8/fz5M2bOnIlevXohIiKC7/ldu3bFo0ePoKKiwnYPJSUl0NDQwPfv3ynXhZt4BRWkpaWRmZkJFRUVqKmp4dixY5gwYQIKCwuho6PzP9MmAO7OmQDw6NEjDB8+HLW1tSgtLcWgQYP+p+67LQirrT948ACHDx9GUVERzp8/j379+uHkyZNQUVHBmDFjYGpqClFRURw7dgwqKipITU1FRUUFnJycsGfPHowdO5Zv+b9CGwL+W+2ICkVFRfD29mZ7nps2bYKOjs4/XbX/JCoqKvD09IS1tTXb8dDQUGzfvh3FxcX/UM04YR3716xZAy8vL/To0QMAeX8iDKysrFBaWoq9e/di/PjxuHTpEt69e4edO3fC19cXM2bM4Ht+ewlCCUp7BnpT4cOHD0QQnLq6OpHxub3XfzT87UWA4DYjJoLYBYD2+zZaW8/c3Fxoa2tDRESEVGyMlyC3oMjKysLPzw8zZsxAr1698O7dO8pZ1NsDYdoeZGVlERUVhREjRkBERERo91pTU8NVZI6sfQgLsusYGxvj4sWL6N69O9vxr1+/YubMmXyDWp8/f47x48dTtjXm5eVxDUY3MzODkpIS1qxZg02bNnG9lrS0NGpqalBfXw8JCQmOa1RWVvKsJ0At2LctsNoygba/V+azLC8vx6tXr3D16lWuz8rPz4+SUF1Lrl69Svz/mzdv4OHhgXnz5mHkyJEAgIcPH+L8+fPw9PTkW/fS0lI0NTURItqsbaRjx47o1atXq0Sh3r59i/Lycujp6fEVJampqeH6PKgGb1ZVVeHp06cQFxfHgAEDSPvM0tJSyvegpKTE9Xh8fDzlMsaNG8dxrGVA+IcPH1BTU0O01c+fP0NCQgK9evVCUVERHBwcEBYWBj09PaIdsgq5ycjI8C1DQkKiXQTwyYT2Q0NDYWxsjJqaGiKgNS0tDbW1tbh9+zaGDBkCgH9/QoWePXsiKSlJKHs7bR2LcnNzYWVlhZcvX2Ljxo3Ytm0bAMDe3h4VFRWUBJ/I4CYc2BJuCTVaizDK4MeBAwewfv16dO3aFUpKSsjMzISIiAj27duHixcv4t69ez/luv9WoqOjsXjxYq6iJ1RFMgRF0HfGKoImLS2NhIQEaGlpIScnB+bm5kIRUATaRxhl7dq1uHfvHnbs2IHFixdj//79eP36NQ4fPgwfHx9YWVmRltGlSxc8ffoUioqK6NOnD27cuIEhQ4agqKgI+vr6+PLlC2kZZIKRVPYl4uPjMW3aNBgaGuL+/ft4+vQpVFVV4ePjg/T0dERGRrbu4fwE0tPTYWJiAnFxcULEgHUc2bdvH6n9orKyEt+/f0ffvn3R2NiI3bt3IyAgAF27doWGhgY6dOiA2NhYyMjIQEtLi2NeGh4ejs6dO/Otp4eHB/z8/GBvb0+I8iUnJyMoKAiOjo7w8vIS8En8H1VVVSgqKgIAqKqq/iOCTi1piz9AaxG2kI+4uDhyc3M55g75+fnQ09NDTU0NiouLoaWl9Z+z3VOhpqYGz549g6KiImGb5ce0adNgamqKNWvWsB0/dOgQrl69iqioqJ9V1X8dVNrQ2bNnYW1tDRMTE9y+fRtTpkzBixcv8O7dO8yaNQsnTpygfL22zn1/lnhLbm4u5d/q6uoKZVzmh6D3SZa8dPDgwZCTk8PcuXNJ/ee4wWob+PDhA7y8vGBra8uWCJAJ1bXVz+TgwYPw8PDAhg0b8Mcff+Dx48dQVVWFm5sbbt26hb1796KkpAQKCgoctojGxka8fPmSspgYVfvEz6Rbt27Izs7mKRAnjDGzuroaPj4+PG3UzDkDTTOZmZnw8/MjhIcHDRoEJycn6OvrU3of4uLiSEpKgr6+PttvMjIyMHbs2DbNGVo7prbXHo2gjBs3DsuWLcPcuXO5in7269cPd+7cgaamJtvxJ0+eYMqUKXj9+jUyMzMxZcoUnoLkwrAFRUVFwdXVFdu3b2ezq3p5ecHHx4et/+W15iCz/Y4ZMwaSkpIICwsjbK8iIiIYP3486uvrkZCQAIC7r54w1/yfP3+GjY0Nrl27RowR9fX1MDMzQ0hICLFuZEWY44yEhATy8vKgrKzM5rdTVFQETU1Nwm+H115ObGws5s+fjw8fPrTp/vnx6tUrnDlzBsePH0d+fj6xZ/e/AD//e0Fg3UMhg2yvRxioqKgQPqNtRdB536VLl7B161a4uLhwbSOtSWLyT0P2LCIjIwW+V7K+s620d6wNDQ0NDQ0NDQ0NDQ0NDQ0NTXsh9k9XgIaGhoaGhoaGhjpxcXHter3+/fvD3d0dDx8+5NjAU1dXx6VLl+Di4sJ2zpUrV/Dbb7+Rlv369WtCnK2+vh5Dhw7FsGHD8OPHD2RmZkJeXp5wrli4cCFxXl5eHptAWlZWFhYtWgQdHR2cOHECL168gKurK2bOnIkDBw7wrcOcOXMwZ84cAM2b1evXr0dmZibq6uqgp6eHESNGwMjICJ6enuQPqx24c+cOHjx4AFdXVxQWFiIyMhL9+vVDZWUlIiIi4OHhgcGDBwMAHj9+zHYuc7MzJiYG/v7+bE5OGzZsaJWwSVtgDSAyMzMj/XY8PT3h5eUFAwMD9OnTp9WbtXZ2dggPD4e7u7vgledBfX09PD09ERgYSDhOde3aFfb29ti2bRvHhjc3vL298dtvvyE6OprrJnlbN7kHDx4MW1tbjBkzBk1NTdizZw/PwAAq70MY90rGhQsXEBkZifHjxxPHpk+fDnFxccybN6/dBOI0NDTg4+ODI0eOoGPHjgCaM476+PgQDqKvX7+GnJxcu9TnZ8HtnYqLi8PCwgJLliyBmBh3c8HSpUsxYMAAhIaGoqmpCRERETyd3+zs7CAuLo6tW7eipqYGlpaW6NevHwICAigLRgHsjuisfZuGhgYhAPf9+3ciO3dJSQnq6urw+fNnZGZm4sGDB7h48SKmT58OOTk5/P3337h16xYsLCza9T3u2bMHRkZGUFJSIhxFs7OzIScnh5MnT5Ke3717d5SXl3M4DmdlZaFfv34AmrOfX758mejjtbS0YGZmxuY43VK84tmzZ0RgKpnIhra2NnJycqCiooIRI0Zg9+7d6NixI44cOfI/l0Fx6NChcHFxYXPO/PDhA1xdXTFs2DAAzc6zwhbL/DfCra337du3VW39woULWLx4MaysrJCZmYm///4bQHN26F27diEqKgrJycmIjY1Fjx49ICIiAhEREYwZMwbe3t5wcHBAVlYW32tQaUMAeTsSpA0B/612RIa1tTUmTJgANzc3WtTpF6G8vJxD0AEARo8ejfLy8n+gRuyoqalhzJgxMDQ0RH19PbFGOHXqFJydndGjRw9K/YkwiI2NxZUrV2BgYAAREREoKSlh8uTJkJKSgre3N1eBOFZBqD179oDBYMDa2pqrINSvQmuCCH8m1dXVsLe3R1hYGBHYJCoqCmtra+zbtw/Lli3D+fPnhS68TcMbfvYigNo6kwxB7QJA+9gG2lJPfX19wqFeQ0MDaWlp8Pb25io29rOYPXs2Vq5cSdTZwMCAp/hTewUQ/izbw+zZszFu3Dih36uEhARXUVuy9uHg4NC6G+AB2XXi4uI4gikA4Pv373jw4AHfsgsLC1FfX4/c3Fy+tsaioiLMmjULjx49AoPBADMvHbMdNDQ04NOnT5g7dy7PawkqijpnzhyMGTOGCPZlMnHiRMyaNavN5bYUQ2rre2U+y5iYGJiZmUFVVRXPnj2DtrY2SkpK0NTURAhjmZiYsF3v2bNnHEJ1LZk5cybHsQMHDnDYxdeuXctXII4phtYygLit9O7dG71792Y7xhRzAZrX17a2tjwF/KgGPHbt2pVYo1OBl+hba+Am+tYaWEWXw8PDceDAAQQHB0NdXR1As6jg8uXLsXLlSgDNQvVMOxKzHTK/GQaDATs7O75l2NnZcbXdSUlJEX3egAEDeAbZUqWwsJDvdRwdHWFiYoLr16/j4sWLAJr7fTs7O2zYsAEhISEc/Qnrd0/1m1i0aBGCg4PbPKcWxlikq6uLR48ecRz/66+/WiW0yI+Ghgbs3r0bt27dYhPw/PbtGyQlJeHn54fw8HAiQQ0zoQYVOxZrUo62lkGVNWvWYPjw4SgrK8PkyZMJwQZVVVXs3LlTaNf5X8He3h7z5s2Dh4fHP7Y/Ieg769KlCzE/6dOnDwoLC6GlpQUAAvdDrMyYMQMuLi7Iy8v7acIo165dQ1hYGMaPHw9bW1uMHTsW/fv3h5KSEk6fPk1JiEZeXh7l5eVQVFSEmpoaIZiZlpZGWSjaxsYG586d4ykYSWVfws3NDTt37sTGjRshKSlJnGtsbIygoCBK9fjZODo6wszMDEePHiX2r1jHkfv375OWwTq/ExERgZubGyFCz4Tf/LF79+4YPnw4xo0bhwkTJmDUqFEcIhcHDx7E0aNH2XwbzMzMoKurC3t7e6EKxHXt2vWXCyxvrT9AWxC2eKiCggLXuUNwcDAx5lVUVBCJCmnYkZCQIOamVEhJSeHq/zB+/Hhs2bJFmFX710OlDe3atQv+/v5Yu3YtJCUlERAQABUVFcLeQ4Yw5r688tP//fffhK8FFd68eYOEhARi723Dhg3E38hsbQ0NDUIZl/nBTawHaBbrJBMPBZrHseTkZHh7e6OqqgozZsyAubk5Ghoa0KFDB7x584ay/xw3uNkGuI057SUqTMa+fftw9OhRzJw5k63/XbRoEY4dO4Zx48bB2NiYpyDJpEmTKAvEkdkn2oOZM2fi8uXLcHR05Pp3YYyZdnZ2iI+Px+LFi9tsS28PGhsbUVBQwFXEzsjI6Kdfv66uDitXroS7uztOnTrF9TdU3oeCggLq6uo4zm1oaOBI+kuV1o6p7bFHQwZZogFFRUXo6+vD2dmZWM8uW7aMEGADmvdv379/zyEQ9+HDB3z9+hVA8zycm52biaC2IADEM5k3bx7RfphjnKmpKfFvXv0oFdtvcHAwzM3NIS8vT8wzO3ToQAh6Dxw4EJcvX8a3b9+wePHiNt8LGd27d8eVK1eQn5+PZ8+eAWj2H24pJsiKMMeZ3r17o6CgAMrKymzHExISoKqqStjCGQwGBg4cyGEfrKqq+inJeerq6pCeno6UlBSUlJT86/1CW8LP/14QWPd3KioqsHPnTpiYmLAJpt+6deun7tOysmPHDnh4eCA0NLTN+6y85n05OTmQlpaGmJgYsrOzORLOMpk9ezaAZh/blvwqczGq8HsWMjIyAt8rlb6zrbR3rA0NDQ0NDQ0NDQ0NDQ0NDQ1Ne8Fo4rVDS0NDQ0NDQ0ND85+HV/ZKoDmbXFNTEwwNDYkN3YcPHyIxMRFOTk5swUBkgY/S0tJERnJra2v07t0b7969w/DhwxEfH49169bBy8uLIzCPCdNBcP/+/RAVFUVoaCjbpjYVpKWlkZOTA0VFRUhKSiI6OhplZWWIj49vN2EqMljFDk6ePIm8vDyoqqoiKCgIUVFRpGIHBw4cwPr16zFnzhy2dxYZGUk4jrYHO3fuxJ49e/h+O+7u7jAzM6MkmsSN9evXIywsDLq6umwBUkwEyS7GZPXq1bh48SK8vLzYnBq2b9+OmTNnUvpudu7cCQ8PD6irq0NOTo5tQ51qZnNuPH/+HNu2bUNhYSEyMzOhqanJVfCLwWDAwsKC9H1EREQgJycHe/bsafO9kiEhIYGMjAyODH5PnjzB8OHDUV1dLfA1qJCUlAQzMzOIiIgQgRWPHj1CQ0MDrl+/jpEjR+LkyZN4+/YthyPdv4m2fr9JSUnYuHEjCgsLUVlZCUlJSa6OIAwGA69fv0ZTUxMkJCRQU1ODx48fIzExEZqammxBz22lvr6eEIDbsmULOnXqBDk5OZSUlCAgIADTpk0jHMqkpaWRkZGB8vJyTJo0Cdra2njy5AkUFBQ4AoB+JtXV1Th9+jRycnIgLi4OXV1dLFy4kJKDvbOzM1JSUnD+/HkMHDgQmZmZePfuHf4fe/cdFcX1NnD8u6ggqFQBKwpiQ0GxK3aNsReiiYJijxqDBsSSRLGLIfYSKyoWLMGa2LAAKhaaAgYLYEGNvcQgGur7hy/7c6Xswi67oPdzjufI7O7cZ3Z25s7cufe5Li4uuLi44OzsTPfu3Xnw4IHMgOCqVaty+PBhatSoITd5xf79+/OM4fjx47x58wZHR0fi4+Pp2bMnN2/exMTEhN27d9OxY8eCfzlFzI0bN+jTpw+3b9+Wds68d+8eVlZWau2cWdwkJyeTlJSUrbO+PPb29ri5ueHi4iIzW+3ly5fp1q0bjx49wsjIiMjISCwtLalRowYbN26kQ4cOJCQkYGtrK3cmbnnH0MyZM4mPj8/zONq+fbtSxxB8XseRPKNGjeLMmTMkJCRQqVIl2rVrR/v27WnXrp1SM3wLBVe/fn2cnJyyDSqeN28eu3fvzjHJgTqdP3+ec+fOce7cOY4cOUKFChXo3r0727Zt49y5czRu3Fih84kq6OvrEx0dTfXq1alWrRp+fn44ODhw+/Zt6tWrl+M56cMZlq2srAgLC0NXV1etCaGKqzFjxnDy5ElWrVqFg4MD8H6gwIQJE/jiiy9YtWoVPXv25O3btypNvC3kLq/2IolEwogRI+TeZ2bJrc2oYsWKeHt7K3WtpY62gYLEaWJiwpEjR2jevDlaWlo8fvxYmpRYldzd3fN8/c6dO7x69YrAwEDmzp0rkwziQxMnTlR5bDlRRTtLbo4dO0Z8fDwTJkxgzpw5hbqt8o4PVSXcy62clJQUJBIJf//9N6dPn5ZpT01PT+fYsWOsW7eOO3fuZPuNZGZm8vDhQw4fPszQoUPlJgTp1asXJUqUYOPGjVhaWhIaGsrz58+ZNGkSixYtok2bNowcOZKmTZsWyqAtdZK3Xz8eJPfxdxkaGkq3bt2YPXu29BrFzMwMZ2dnunbtyrhx4wp5CxS3bds21q5dy+3bt7lw4QLVqlVj6dKlWFlZ0adPH5WU4ezszN27d1m2bBnt27dn//79PH78mHnz5rF48eIck+0Whri4OAIDA3McmOzp6Sn388eOHaNs2bLSgfqrV69mw4YN2NjYsHr1armJRGrUqIG/v780YU+WiIgI+vfvL5NMrqDrqFy5MuXKlcuWAN/FxYU3b95w5swZTp48yfjx45VqI2vdunWe5YSFhbF69Wp++eUXmXJiY2Np0qQJnTp1kjmfXLp0iRcvXsicTxSRlVS4Zs2aNG7cmDJlysi8Lq/uV0VddO/ePSQSiTTJWmhoKH5+ftjY2PDtt98qtB3ydOjQIcflZ86coVSpUjg6OnLgwAFOnDiBg4ODzL2RPGXLlpVOylHQdQiFQ19fn8uXLxfrJPt9+/alR48ejB49Gg8PDw4ePMiwYcPYt28fRkZGnDx5UiXlZCWuy4mqBuOWLVuW2NhYLCwsqFKlCvv27aNZs2bcvn0bW1tbaaKdvEybNg19fX1++ukndu/ezeDBg6levTqJiYm4ubkplOBgwoQJbN26lQYNGuR6zyPvuUTZsmWJiYnB0tJS5li/c+cOderU4d27dwX7klRIV1eXy5cvSydyypJVj8hrG86SkJDA5s2bSUhIYPny5ZiZmXH06FEsLCywsrIiIyNDWnfcuXOHAwcOULduXb788kvOnTvHmTNnCAoKkibwadKkibRN84svvsDQ0JCwsLBsbZs3b96kWbNmvHr1SiXfR3GgSH+ALKpKol0Qhw4dYsCAAdSpU0eaeDg8PJzr16/j7+9Pz549WbNmDXFxcZ9t+5K8toUPyfuOypQpI01k86GYmBiaN2+u8LH8OVDkGJo8eTLTpk1j9uzZmJiYEBQUhK2tLdeuXZMm18qLMte+K1asAN4nPps7d67MZIXp6emcOXOGO3fuyJ3cCWDLli2MGTMGbW1tTExMkEgk0klV4H0yMQ8PDyZPniwT5+LFi/H29qZv374qqZdzkvX7X758OaNHj5Zpv09PT+fSpUuUKFGCkJAQhddpZGTEokWLiIyMZP369ZQqVUpm8lJ5/ec+Bbq6uly/fp1q1arJXHvExcVhZ2fH27dvc20zvXv3LjY2NmrrP6QKWW0dnTp1yvE+9fXr10rXmYaGhhw+fFj6/KQounjxIk5OTty9ezdbckl1JswxMDDgypUrubb1KXL+jYmJ4cSJE/j7+9OkSRPg/fWDq6srU6dOzTGZFqi2TlXHMxp5tLS08kxGmLVP09LSOHToEL6+vhw9ehRra2tGjBjBkCFDcHd3l57Ts67FwsLC8PDwoFWrVmzbto1du3axaNEiwsPDcyxH2bYgIF/n15wmj2jWrJlCbb8ZGRkEBARw8+ZN4P0E3R8mX/8ceHl5sX37djZt2sQXX3zBkSNHuHv3Lm5ubsyYMQN9fX0yMzMZMWIEy5Ytw8DAQPpZbW1tqlevLv1Nq0JgYCB+fn7s3buXjIwMHB0dcXZ2pmPHjkU22WZByOt/rwpfffUVHTp04Pvvv5dZvmrVKk6ePMmBAwcKrews9vb2JCQkkJmZSfXq1bO1kURGRub62azkhP/88w/6+vq5Jic8evQo+/fvl5mw6EN3797NM0ZVTGJT2BT9LqZMmZLneuRtq6LnTkEQBEEQBEEQBEEQBOF/RII4QRAEQRAEoUDy6mjyIUUGPn6cnC0qKopXr14RFxfHN998g7GxMVeuXMHCwgJbW1uOHDkiTdYC72dpHzlyJLVq1eLmzZvY2dmxdevWfM10tnPnTvr06YOenl6RHeiibLKDKlWqMG3atGwP4VevXs2CBQt48OBBYYYvpchvJzExkUqVKnHv3r0ClZHbAClQLvHahwwMDNi1axfdunWTWX7kyBEGDRrEP//8I3cdRkZGLF26lGHDhikdT260tLR49OhRrsl6FNkfd+/exczMLNtvLD/bKk+nTp0wMTFh69at0lmW3759y9ChQ3nx4oXKBgYp4t9//2XHjh0yHbKcnJxyHUBeHMn7/bq5ueHp6ZmtE9o///zD2LFj2blzp9zfVpcuXXB0dGTs2LG8evWKOnXqUKpUKZ49e8aSJUuU7sTx9u1bdHV1gZwTwIWHh1O6dGnGjRvHunXrCA0NpV69etLzZ+XKlQkLC8tztu2iJCUlhfHjx7NlyxbS09MpWbIk6enpODk5sWXLFnr16kVmZiY7duyQduh6/vw5gwcPRktLi8OHD6skycbHXrx4Ie0Y9KkRnTPVR09Pj9jYWKpXry5zjXPr1i1sbGx49+4dbdq0YdKkSfTt2xcnJydevnzJ9OnTWb9+PREREVy9ejXPMuQdQyVKlKB79+55HkeRkZEqP4bg0z6OFPHgwQPOnDlDcHAwwcHB3Lx5k4oVK3L//n1Nh/bZ2bt3L9988w2dO3eWDiIJCQnh1KlT7Nmzh379+mk4wv8xMjJi69atREdHM3v2bCQSiXQAUdas47mdT1ShadOm0hmwe/fujaGhIV5eXqxYsQJ/f39p0rcPqSsh1KeofPny+Pv70759e5nlgYGBfP3110ycOLFQEm8LBaeKNiMTExNCQ0OVSoChjraBgsT57bffsnXrVipWrEhiYiJVqlShRIkSOb5XmWRieW3/h65fv87Nmzc1fs+rinYWeYYPH86KFSs0vq2F6cOBeTl1A9DV1WXlypWMGDEi229ES0sLU1NTOnbsyIgRI3KcbOBD5cuX5/Tp09jZ2WFgYEBoaCi1a9fm+++/58CBA0yZMoU3b96wZMkSevTokWMSzw8HIL57946UlBSZ1z8crFiUyfsujYyMuHLlCjVq1MDIyIhz585Rr149OnXqxIULF+jatavcMvbt21dY4UutWbMGT09PfvjhB+bPn8/Vq1exsrJiy5Yt+Pr6EhgYqJJyKlasyMGDB2nWrBn6+vqEh4dTq1YtDh06hLe3N+fOnVNJOXnZsGED48aNo3z58lSoUCHb9UNeg8Wy2Nra8ssvv9C9e3diYmJo0qQJkyZNIjAwkDp16rB58+Y8P6+np0dwcLB0AGyW0NBQ2rdvr1CCDHnriIyMpG/fvoWeAP/69et5ltOmTRvGjRtHjRo1ZMo5fvw4Li4upKen53g+OX36NJMmTVIosQQoX/eroi5q06YN3377LUOGDOHRo0fUrl2bevXqERcXh6urq0LJBwtK3oQajo6OmJubF/o6FJWens6WLVs4depUjokaxXW8rBEjRuDg4MDIkSM1FoOy++zWrVskJSVhZ2fHmzdvmDRpEufPn6dmzZosWbKkWAySzWJnZ8fKlStp164dnTt3pmHDhixatIgVK1bg7e1doHatCxcucOHCBWrWrEmvXr0U+owq7nmqVKnCnj17aNWqlUxbyv79+/Hw8MixjUPdzM3N2bZtG126dJFZnlWPPH78WO46goOD6datGw4ODtLEO1ZWVixcuJDw8HBev36t8DOttLQ0wsLCWLduHTt27CAjI4P09HRcXV0pVapUtiQUHh4evH37ltWrV6vmCykGVNmXpLDdvn2bdevWyTwLGjNmjHQSqs+dom0LipxzOnToQP369Vm5cqXM8vHjxxMdHc3Zs2cLHOenRpFj6N69e1SoUIH79+9jZ2fHjz/+yKBBg6T3mPKuXZW59s2K7+7du9natbKSt8yZM4fmzZvL3Y6qVasyduxYfvzxxxyfwTZr1oxZs2bRvXv3bHHOmDGDiIiIQqmX4X+//+DgYFq2bIm2tna27fTw8MjXpEfyJi/Nqf9c1n3fN998U6DtKGpsbGzw8vKiT58+MtceK1euZO7cuQwePFilSfk0TV4iL0WH8eRVZ1paWnLkyJFsE3IWJQ0bNqRWrVrMnj07x4nYPkwCVZiGDh1Kw4YNcXNzy/H13PZXYmKizN8ZGRloaWlJ20/T0tIoWbIkZcqU4cWLFzmuQ5V1qjzquBaLioqS+Ts1NZXLly+zZMkS5s+fj6OjY7bPPHnyhPXr1zN//nzS09Pp0qULmZmZnDx5UpoctGTJkgwdOpSlS5dSpkwZrly5Arz/DeVEHc+B5ClXrlyObb9RUVH06dOHO3fu5Pi5rISrilAmqbIqkxMqKzMzkwULFuDl5SVt+9TR0cHDw4O5c+dK3xccHEyrVq0UmnC1oCpXrsyLFy/o2rUrzs7O9OrVCx0dnUIrT93u378vncBCXv97VShbtixXrlzB2tpaZnl8fDwNGzYscMLe/Jg9e3aer8+cOTPX13x9fRVKTujj48O+ffvYtm1bngn3YmNjSUxMlHnmJZFIFG7v0SRFv4ssBd3Wgp47BUEQBEEQBEEQBEEQPmd59+oWBEEQBEEQPjvu7u7MnTuXMmXK5Nk5wNHRkcWLF6ukzOjoaCpXrgy8nzWqVKlStG3bFhMTEw4ePMi7d++4d+8eFhYW3Llzh9TUVOlnx4wZg6+vL/Pnz8fd3Z3Hjx8zYsQIbG1tWbNmDV9//bVCMQwaNEj6/9jY2Hwll1OXGzdu0LZt22zLDQwMePXqFf369csxsYhEIqF06dI8efKEWrVqZXu9S5cuTJ06tVBizsnt27flvmfq1Kkyswznl6oGK+ZFR0cnx47hlpaWMh1D5a2jsGdwzRqgk9uDeEX2h5mZWY7faX62VZ5ly5bRtWtXqlSpIp1hLyoqCh0dHQICAlRShqLKlSvH2LFj1Vqmusn7/fr4+BAQEMD27dulyTKDgoKks1TD+2M5r6QmkZGRLF26FAB/f3/Mzc25fPkye/fuxdPTU+kEcYaGhjRs2BAHBwdSUlJ4+/YtDg4OlCxZkt27d6Ojo8P27dt59eoVaWlpNG7cmKZNm5KSkkJkZCRVqlTRSHK4nI5FgN69e+f5OW1tbTZs2MCMGTO4evUqSUlJ2NvbSzucBwcHc/HiRZnORyYmJixcuFB6nklJSaFVq1Yq3Z7CnF1U07S0tOjatatCA/U/Z48fP8bDw0M6MPTjTuyKzPZdoUIFaUKnD507d056Dpo+fbp0Nvg5c+bQs2dP2rRpg4mJCbt375ZbhrxjCOQfRzo6Oio/huDTPo4UYWRkhImJCUZGRhgaGlKyZEmRNEtDvvrqK0JDQ1myZIl0Bue6desSGhqKvb29ZoMDHBwcaNOmDa1atSIjI4OGDRvSq1cvFi5cyKVLl3j27Bl9+/aVez5RhYkTJ/Lw4UPgfUfirl27sn37drS1tfH19c3xM1999RXt2rWTDnxp0qRJoSSE+hQlJyfnmITCzMyM5ORkFi9ezKZNmwo18bageHuRoveZ8owaNQo/Pz9mzJhR4HWoo22gIHGuX78eR0dH4uPjmTBhAqNHjy6UhGXq2H5VUkU7izzykjUVdYochyNGjABg06ZNhIaGylxXaWtrY2ZmJq1/lP2NpKenS3+75cuX5++//6Z27docPHiQv//+W9omULZsWWky4A9JJBJGjhzJ1KlT2bNnD8+fP8+xjOJA3ndZpkwZaTtAxYoVSUhIoF69epQtW5bU1FSVDYINCwsjMDAwx6Q9igzuW7lyJRs2bKBv374sXLhQurxJkyZ4eHioJEaAN2/eSCccMDIy4unTp9SqVQtbW1uFErOpwrx585g/f75S7eK3b9/GxsYGeJ9suVevXixYsIDIyMhsyQty0qlTJ8aMGcPGjRtp1KgRABEREYwbN47OnTsrFIO8ddSpU4fY2Ng8E+D37ds3v5uejbxyvvnmG3x8fFi0aJF0UpiQkBAmT57MoEGD8PX1zfF8Uq1aNW7cuKFwHMqe11RRF129epVmzZoBsGfPHurXr09ISAgBAQGMHTu2UBPEpaam0qxZM5o1a8a8efNkJtTYtGkTkyZNomrVqnl+p6pYh6ImTpzIli1b6NGjB/Xr1/9sE+cratWqVQwYMICzZ8/KTbpaWJTdZwsWLGDw4MHA+7px7dq1hRGmjHfv3kknJVKl4cOHExUVRbt27Zg2bRq9evVi1apVpKamFnhAfcuWLWUG2CpCkfNeXFxcrtcHnp6eDBw4kKlTp/L7778jkUjIyMggJCQEDw8PXFxc8hVPYfnmm28YOXIkixYtkrbPfliPKGLatGnMmzcPd3d3mfuvjh07smrVKt69eyf3mdbNmzcJCgqS/vvvv//o2bOnTEL7rOdrLVq0AODSpUskJibi4uIicw1f2IkXNE0V7QLqYmlpKXPtK8hSZdvCvHnz6Ny5M1FRUXTq1AmAU6dOERYWpvb+AEWdIseQk5MTTZo0AWDAgAFMnDiR06dPc+LECen3mxdlrn2z4uvQoQP79u3DyMhIbnm5SU5OZuDAgblO0BUTE5NjoiNLS0tiY2OBwqmX4X+//+HDh7N8+XKVJLH/7bffKF++vPTvihUr4uDgwMCBA4Gc+89VqFAhX8nhTp06xdKlS7l27Rrw/jnPDz/8oPB9ZmFzd3dn/PjxvHv3jszMTEJDQ9m5cydeXl5Uq1aNy5cvk5mZSUxMTLakfA0aNFBp+4Q6fHg8Zz1HV/W9z9y5c/H09MTX11cmqV5REhcXh7+/f7bEQepWs2ZN5syZQ0hICI0bN6ZMmTIyr+d2/s3t2V9+KFunqvsZjTxZffs+1KRJEypVqsSvv/6aLUFcaGgomzdvZteuXZiZmTFs2DAePHiAn58fY8aMYdSoUQBYWVnJ9BnNLTFcFlVdq7x8+RIfHx/pudPGxobhw4cr1Jcjt7ZfPz8/nj59CuScDO7DZFb6+vo8ffqU5ORkDA0NAXj16hV6enqYmZkpdc+v6MQLip6bClrPpKenExISwvjx45k8eTLx8fEkJSVhY2ND2bJlef36tbSutbe35+3bt7x9+zbHdamiTp41axYDBgyQft+fmjp16mBiYoKDg0Oe/e9VJauv/6RJk2SWHzx4EBMTE5WXl5O8EsDJM3ToUOD9NWZeyQlXrVpFfHw8lSpVolq1atnqEX9/f/r160dMTIxMItis46s4PPNS9Lu4deuWUtua27kT4NmzZyrZFkEQBEEQBEEQBEEQhE+NSBAnCIIgCIIgyLh8+bL0AXBenQOyHuKlpKRw+/ZtatSoIZ0VMb8+nI3s6tWrwPsODpGRkZw9e5Z9+/bRvXt3zM3N+e+//zh+/DiOjo6Ym5sTEhLCpUuXpJ1OKlSowJEjR1i9ejUjRoxQOEHc999/z5w5czA2Nlb57GiqIi95ioGBAQcOHMDQ0JDGjRsD7xM0vXr1ii5dulC6dGm6d+9OcHCwTFKygwcP0rNnT3VuCpD3b+fdu3esX7+ekydPYmdnl+0hc1HoNP/9998zd+5cNm/eLJ098L///mP+/Pl8//33Cq1j4sSJrFy5Ml8zQubX7du36du3r9wH8XntD1Vsqzy2trbExcWxY8cOrl+/DrxP3Ojs7Iyurq5KysjNoUOH6NatG6VKleLQoUN5vldeEq/iQt4+nTBhAmPGjKFhw4YsXryYmzdvsnz5coYOHcrq1asB+Oeff4iJicm1jOTkZOkgm4CAABwdHdHS0qJFixbcvXtX6W148OABFy5c4Pz58zkmgOvdu7d0kO/atWs5c+YM165dw8XFBQ8PD4YMGUKzZs2yDVAvLMp2ijl37hytW7fGwsICCwuLbK/r6Ojw77//ZluelJQk7TitiiQbn7IVK1bw7bffUrp0abnnZXUMuCwuhg0bRmJiIjNmzMhxtm9FjB49mokTJ7Jp0yYkEgl///03Fy5cwMPDQ/p7/fLLL6Xvt7a25vr167x48QIjIyOFypR3DIH840gcQ6r1008/ERQUxOXLl6lbt6504E7btm2VGkwkFExqaipjxoxhxowZbN++XdPh5MjNzY0LFy7g5eVFUlISPXr0oE+fPqSnp0uTjE+ePFnu+UQVsga0AzRu3Ji7d+9y/fp1LCwsZAZ3fUhdCaE+RS1btmTmzJls3bpVOrD/7du3zJ49m5YtW3L16tVCT7wt5L+9CJRrMyoO7QJQ8DizkhBHREQwceJEcT5APW0P6pCVoC03mzZtKvC683Mcfpz8ozDUr1+fqKgoLC0tad68Od7e3mhra9OxY0ciIiKk7bxZchoEO378eAIDA1mzZg1Dhgxh9erVPHjwgHXr1hWpJA3K7tcWLVpw7tw56tatS/fu3Zk0aRIxMTHcv3+fdu3aqSR54YIFC5g+fTq1a9fG3Nxc5ntW9D7t9u3bOSYG1tHRkSbsVoXatWtz48YNqlevToMGDVi3bh3Vq1dn7dq1VKxYUWXl5OXly5cMGDBAqXVoa2uTnJwMwMmTJ6VJdIyNjXn9+rXcz2/atImhQ4fSpEkTaf2RlpbGl19+ycaNGxWKIa91rFmzhpIlS3LlypVCTYCfmpqKrq5utnKio6Ol71m0aBESiQQXFxfS0tIAKFWqFOPGjWPhwoVERETkeD5Zv369ShM9y6OKuig1NVX62ZMnT0rbk+vUqSNNMl1Y5E2oUblyZcLCwgp9HYratWsXe/bsUSihogA7d+4kICCA0qVLExQUlO08r472SmX32dOnT+natSumpqYMHDiQwYMH55hUQFnp6eksWLCAtWvX8vjxY27evImVlRUzZsygevXqjBw5Uuky3NzcpP/v3Lkz169fJyIiAmtra+zs7BRez7Zt21i7di23b9/mwoULVKtWjWXLlmFpaUmfPn2UjnPDhg2MGzeO8uXLU6FChWy/G09PTxYsWMD48eOpWrUq6enp2NjYkJaWhrOzM9OnT1c6hoKKjo6mfv36aGlpya1HFBETE4Ofn1+25WZmZjx79gwtLa08n2lVrlyZt2/f0r59e9q3b8/UqVOxs7OT+U6vXr0qTdiakJAAvE98Wr58eZlr488pIaYq+pIUtlevXhEaGppjEsWikiTxU+Hg4MCFCxfw9vZmz5496OrqYmdnh4+Pj8xkPsL/5HUMZSW3BPj5558pVaoU58+f56uvvlLo/K2Ka19VJOUZOXIkv//+O9OmTcvx9bp16+Ll5cXGjRulz7xTUlLw8vKibt26gOrq5dyocsIBeZOX5tR/Lj9+++03Jk6cSP/+/Zk4cSIAFy9epHv37ixdupTx48cXMHLVGTVqFLq6ukyfPp3k5GScnJyoXLkyy5cvl16nqTIpX1Hg4+PD0qVLiYuLA94nKfvhhx+kCbFAuTpz8eLFJCQkYG5uTvXq1bO1UasrGX9emjdvTnx8vMYTxPn4+GBoaEhERAQREREyr314X/Xx/shKlqNJ6n5GU1C1a9eWths8efKEbdu2sXnzZuLi4ujVqxc7d+7kyy+/lMY5bNgwunbtWqh9J+U5c+YMvXr1wsDAQJp8dcWKFcyZM4c//vgjxwmdP5Rb2++yZcukiaOzklF/KOscJ5FImDdvHr/99hs+Pj7Url0beD+Z9OjRoxkzZoxS26fKhL/K1DMlSpSgS5cuXLt2DUNDQ+nEG1mMjIx4+PAhZmZmGBoa5njflJmZiUQiUUmSrdGjRwMQHx9PQkICbdu2RVdXV1pGcado/3tVmT17NqNGjSIoKIjmzZsD7xOmHzt2jA0bNqisnMLWrl076f/fvXuXbQJgeZOtTJw4EUtLS06dOoWlpSWXLl3ixYsXTJo0iUWLFhVGyIVG3neh7Lbmdu7ct2+f9NwpCIIgCIIgCIIgCIIgyJJkZvXEFgRBEARBEIR8SE5OxtXVVTpDYlbneldXVypXrpxr5z1FvX37VpoUysjIiIiICB4+fEjnzp2pX78+f/31F1WrViU6OlraWfFjN27ckHaYyMn9+/epUqUK8H7Q1pUrV7CwsMDW1pYjR44UuURxXl5ebN++nU2bNvHFF19w5MgR7t69i5ubGzNmzODBgwe8fv2aVatWSWfXzcjIkA401tXVZd68eTIzSV68eJGQkBAmTZok07GuMAeSKPLb6dChQ66fl0gknD59OttyR0dHtmzZgr6+frZZKD+2b98+5TYC6NevH6dOnUJHR0c6gCUqKoqUlJRsMzLnVl6/fv04ffo0JiYm1KtXL1snPVXE2atXL0qUKMHGjRuxtLQkNDSU58+fSx/EN27cWO7+UMW2yuPl5YW5uXm2AbebNm3i6dOn0kRfhUFLS4tHjx5hZmaW68zUgMo6GBUFiu7Tv/76i7i4OEqWLMnRo0f54osvZL6rDxOdAdK/JRIJ9erVY9SoUfTr14/69etz7NgxWrZsSUREBD169ODRo0cq2x4jIyOZBHAVKlTg8ePH0gRwRkZGREVFYWFhQbly5YiKikJPT4/g4OB8zbatDHnHYps2bfL8vLa2NpUrV2bQoEEMHjw4W0c5FxcXIiMj8fHxoVmzZsD7jlY9e/bE3NycL7/8koyMDHx9fbGzsyvSSTY0xdLSkvDwcExMTHKciT6LRCLh1q1baoysaCtXrhxnz56VO3Pzxz4c4Acwf/58vLy8pIPrdXR08PDwYO7cuTKfK2jnTHnHEOR8HDk5OXHixAnMzc354osvxDGkQlpaWpiamuLm5oajoyO1atXSdEifPQMDA65cuZLnObCoMDIyYtGiRURGRrJ+/XpKlSpF8+bNadOmDTo6OgqdT/Ir6x5KEfLOB8OHD2fFihUiIZSCYmJi6Nq1K//995/MtauOjg4BAQEcOnSIhw8fanTwiCBLFW1GBWkXAPW3DRQ0TnXr0KFDntdMRSFOdbQ9qEO/fv1k/k5NTeXq1au8evWKjh07qjX2uLg4AgMDZRIdrFmzBolEQoUKFeR+Xt7g0ePHj/PmzRtpAtSePXty8+ZNTExM2L17Nx07dgTyHgRrYWHB1q1bad++Pfr6+kRGRmJtbc22bdvYuXMnR44cUfJbUI2c9mtAQADp6emUK1dObgIrf39/kpKSsLOz482bN0yaNInz589Ts2ZNlixZQrVq1ZSO0dzcnF9++YVhw4YVeB02NjZ4eXnRp08fafuJlZUVK1euZPPmzSobULx9+3bS0tIYNmwYERERdO3alRcvXqCtrc2WLVvU0lYzcuRImjZtytixYwu8jt69e5OSkoKDgwNz587l9u3bVK5cmYCAAL7//ntu3ryp0Hpu3rwpnTCjTp06Bbo3ym0dVlZW7N+/v1ASMH0op3JKlCghHdRpZWVFWFgYurq60oQ5NWrUQE9PD1D8fFLYVFEXNW/enA4dOtCjRw+6dOnCxYsXadCgARcvXqR///7cv3+/0OJ/9uyZdEKNJUuWIJFIaNq0KaGhoezYsYPevXtLk2oU5joUValSJYKCgkR7gIIqVKjAhAkTmDZtWp7PMQqTKvbZy5cv+f333/Hz8+Ps2bPUqVMHZ2dnnJycsk2QVVBz5szB19eXOXPmMHr0aK5evYqVlRW7d+9m2bJlXLhwQSXlnDp1ilOnTuWYVEqRpMBr1qzB09OTH374gfnz50vj3LJlC76+vioZxF+tWjW+++47hZ6x3bt3j5iYGJKSkrC3t9d4sqb81COKqFKlCnv27KFVq1Yy1zn79+/Hw8ODMmXK5PlMq0KFCly/fp1GjRpJk8S1bt06XzF8Tgq7L4mq/PHHHzg7O5OUlIS+vn62JIovXrzQYHRFT3FoW/hUyDuGPDw88PPz48svvyxwYg9VtcPcv3+fQ4cOkZiYmC1phCLPzdLT0+nZsydv377F1tY227O3gQMH0qtXLzIzM6XJ3qKjo5FIJPzxxx/S53nK1st5efPmDQsXLsx1/fl5bvzh5KWFoUqVKkybNi1bkr/Vq1ezYMECHjx4UCjl5sfbt2/JzMxET0+P5ORkrl69SkhICDY2NjIThn0qPD09WbJkCa6urrRs2RKACxcusGrVKtzc3Jg2bZrSdebs2bPzfH3mzJnKb4iS9u/fz/Tp05k8eXKOx7oqkjnmV06TWeT3GianhDmKJDYs7DpVHddiH0+OkJmZycOHD5k1axbXr1/nypUraGtrU6NGDUaMGMGwYcMwNTWV+UyHDh1IT08nJiYmx0kr1HVtYWtrS8uWLVmzZg0lSpQA3tdP3333HefPn89z8lR4Xw8o2/Zbo0YN/P39s30PERER9O/fn9u3bxd8A3OR1UaV1X9aEcrWM02aNOGXX37Jdq0BSCe9LlmypNzJXj9MXFVQz58/5+uvvyYwMBCJREJcXBxWVlaMGDECIyMjFi9erHQZmqRo//sbN26orMxLly6xYsUKrl27BrxP9DthwgRpwrjCltsEoxKJhNKlS2Ntbc2wYcMYPnx4rutITk5mypQp7Nmzh+fPn2d7XV7f4fLly3P69Gns7OwwMDAgNDSU2rVrc/r0aSZNmpRngs+iRt53YWRkpNS2quLcKQiCIAiCIAiCIAiC8LkRCeIEQRAEQRCEApk4cSIhISEsW7aMrl27Eh0djZWVFQcPHmTWrFlKP8jU0dGhYcOGODg4sG7dOkJDQ6lXr560w3blypUJCwujdevWBS6jbNmymJiY4ODgwIEDBzhx4gQODg4yncKLkszMTBYsWJBrsgNTU1NCQkKyDcy4efOmtLN7SkoKDx8+zPPhaWEnvims386HSRbyeogPqpnhV14ZipSnjjjldTpo27at3P2him2Vp3r16vj5+dGqVSuZ5ZcuXWLgwIGF0tHpc6bIPr127RoRERF8/fXXREREUKJECRYtWkTXrl2RSCTcvXs3z8+HhYXh5OREeno6nTp1IiAgAHifDPDMmTMcPXpUJdsCyE0Ad+/ePSpXroyWlhb169fn6NGjak8CqmwHoGfPnrFr1y527tzJhQsXsLOzw9nZmUGDBlGlShVevXrF0KFD+eOPP6SdadPS0jA2NqZOnTpyZwMuSskrhOLFxsaGHTt25NhhNy85DfArV64c8fHxJCUlYWNjQ9myZaXvV7ZzprxjCMjxOEpJSaF8+fJyjyNxDOVfVFQUwcHBBAUFcfbsWbS1tWnXrp10gKUYIK5+Q4cOpWHDhri5uWk6FLk+rvuPHTvG3bt32b17N76+vujp6eV6PimovJJAfUicDwpHcnIyO3bskCY+qVu3Ls7Ozujq6qol8baQP4XdZpQXdbcNFBcfn9tTU1O5cuUKV69eZejQoSxfvlxDkf2POtoeNCUjI4Nx48ZRo0YNpkyZopYyN2zYwLhx4yhfvjwVKlSQDorJStauSFKsggweffHihcwgHHmDYJcsWUJsbCwWFhZUqVKFffv20axZM27fvo2trS1JSUn5jkFdZs2axZ9//omRkZHcNmpFv0t/f3/27NmT48B6ecnZKlasyJkzZ5RK5rJx40ZmzZrF4sWLGTlyJBs3biQhIQEvLy82btzIwIEDC7zuvCQnJ3P9+nUsLCwoX758oZTxMS8vL5YsWUKPHj1yHJisyAQqiYmJfPfdd9y7d48JEyYwcuRI4P05Nz09vUgkr/Xx8WHfvn1s27at0BIQ5FaOiYkJR44coXnz5mhpafH48eNsA4Hz8vH5RB1UURcFBQXRr18/Xr9+zdChQ6XJKH766SeuX7+utmtTeRNqqGsdeVm8eDG3bt1i1apVat3PxZWxsTFhYWHUqFFDYzGoep/dv3+fnTt3smnTJuLi4khLS1NBlGBtbc26devo1KmTzDPf69ev07JlS16+fKl0GbNnz2bOnDk0adKEihUrZvs+9u/fL3cdNjY2LFiwgL59+8rEefXqVdq3b8+zZ8+UjlNfX58rV65ke+atyiT4hUXZeuRjHh4eXLp0id9//51atWoRGRnJ48ePcXFxwcXFhXr16sl9pvXq1SvOnDlDcHAwwcHBxMbG0rBhQzp06MD8+fNVtemfBE22C+RHrVq16N69OwsWLBDJ/hSgiraFhIQENm/ezK1bt1i2bBlmZmYcPXoUCwsL6tWrV1ihFzuKHEN6enpcu3atwIkTVHHte+rUKXr37i2tZ+vXr8+dO3fIzMykUaNGCrWTz5s3D09PT2rXro25uXm2RI2nT5/mzZs32dqGnZycKFOmDKCaejkvgwYNIjg4mCFDhuS4/okTJ+b5eXVOXlq2bFmuXLmCtbW1zPK4uDjs7e2LRDtLly5dcHR0ZOzYsbx69Yo6depQqlQpnj17xpIlSxg3bpymQ1QpU1NTVqxYwaBBg2SW79y5E1dXV5ydnYtFnamsnJJcfzgBpTon68xrMgtFzr9v3rxh6tSpBU4eBIXfXq+Oa7GsSUU/lJmZSdWqVdm5cyetWrXizJkzNG7cWHq+vnv3Lvv376du3bp8+eWXRea5ha6uLleuXMk2EfWNGzdo2LAhb9++zfPzo0aNYvDgwbRv377AMWT1cWvatKnM8tDQUNq3by/tK6ysjIwM5s2bx+LFi6V1Qrly5Zg0aRI///yz3IT0ytYzx44d48cff2Tu3Lkyv40siiRYVBUXFxeePHnCxo0bqVu3rvSe/Pjx47i7u/PXX3+pLZbCoI7+90XN0qVLmT9/Pt26dZMmEQ4NDeXYsWO4ublx+/Zttm3bxsqVKxk9enSO6xg/fjyBgYHMnTuXIUOGsHr1ah48eMC6detYuHAhzs7OvHr1Cn9/fxISEpg8eTLGxsZERkZibm5O/fr1iYyMxNLSkho1arBx40Y6dOhAQkICtra2KjuW1UHed/H9999/MtsqCIIgCIIgCIIgCIJQXIgEcYIgCIIgCEKBVKtWjd27d9OiRQuZTuvx8fE0atQo2yyB+fXs2TMuXLjA+fPnWbJkCRKJhKZNmxIaGsqOHTvo3bs32traQMEHzqWlpREZGcnZs2f5+eef0dHRwdzcnDt37rB8+XIcHR0LPNtuYUpJSckx2YGRkRG+vr707t1b5v2HDh1i6NChvHz5kri4OJo1a6aSwQ8FVdi/HXV5+/YtGRkZ0o4qd+7c4cCBA9JOTOpahzxGRkZ5Pog3NTWVuz/UEWfp0qW5du0alpaWMstv3bqFjY0N7969U0k5ishtdmmJRIKPj4/a4ihM8vZp165dCQsLY926dfTv35+3b9/i7u7Oli1bmD17tsID2h89esTDhw9p0KCBtBNZaGgo+vr61KlTR2XbUxQSwMkj71jMT6eY27dv4+fnx86dO7l+/Tpt27aVdrCPi4uT6Rz/cac8IX9SUlK4ffs2NWrUkJtk73MVEBDA4sWLWbduHdWrV1f4c/kd4KfKzpl5HUMgjiNNiYqKYunSpezYsYOMjAy1DgQQ3svqDN6pU6ccO2QrkiRDXXbu3EmfPn3Q09OTuYbN7ZpSKN68vLwwNzdnxIgRMss3bdrE06dPpefs3BS3RFKfgk/lvv9zMGvWLJKSkli0aJGmQ1FL24Mm3bhxg/bt2/Pw4UO1lFetWjW+++47pk6dqpbyciNvEGylSpVYuXIl7dq1o3PnzjRs2JBFixaxYsUKvL29uX//voYiV0x+92tKSkq29iYACwsLVqxYwc8//8ywYcNYv349w4cPJyEhgbCwMMaPHy836Yi3tzd///03y5YtK+jmALBjxw5mzZpFQkICAJUqVWL27NnS5GefiryuFwtzAhV3d3fmzp1LmTJl5CbnyS0hT37WERgYSHx8PKmpqVSrVi3bNb68xIOKsre3z1ZOYmIiL168oFSpUqSlpVGlShVKlCiR4+cLc8Ka/FBVXZSens7r168xMjKSLrtz5w56enqYmZmpPO6cyJtQQ13ryEu/fv0IDAzE2NhYJHpWgJubG6ampvz0008ai0GV+yw1NZXDhw+zfft2Dh8+jLGxMQ8ePFBJnLq6uly/fp1q1arJ3I/ExsbSrFkzlSRGqVixIt7e3gwZMkTlccbFxWFnZyc3CYEiRo4cSdOmTbMlBy4OSfC//fZbtm7dSsWKFUlMTFS6HklJSWH8+PFs2bKF9PR0SpYsSVpaGs7OzmzZsoUSJUoo/Ezr+fPnBAUFcfDgQXbu3CnaMnNQXNoFypQpQ0xMTJGbOLC4UbRtITg4mG7duuHg4CBNQmtlZcXChQsJDw/H399fTREXfYocQ+3bt8fNzY0+ffoUqAxVXPs2a9aMbt26MXv2bGmcZmZmODs707VrV4USfRkZGbF06VKGDRtWoO0A1dTLeTE0NOTw4cM4ODgU6PPqnLzUyckJe3t7Jk+eLLN80aJFhIeHs2vXLpWVVVDly5cnODiYevXqsXHjRlauXMnly5fZu3cvnp6eXLt2TdMhqpShoSFhYWHZEvrfvHmTZs2aYWBgUCzqTGXJm4CyoMku80veZBa+vr5y94ciyYMKSlXt9eq4Fvs4cbyWlhampqZYW1tL+9Z8nBCydu3aaGtry00Iqe7nFg4ODkyePJm+ffvKLD9w4AALFy7k4sWLeX6+T58+HD9+HFNTUwYOHMjgwYNp0KBBvhJzx8XF8eDBAzZu3EijRo0AiIiI4Ntvv6Vy5cocOnQo39uVkx9//BEfHx9mz54trdfOnTvHrFmzGD16tNw2aGXrmQ8T0H2YYPDjZJHHjh2jbNmy0uRlq1evZsOGDdjY2LB69WqZNreCqlChAsePH6dBgwYyx8mtW7ews7MrEklVlZGf/veqkpGRQXx8fI7PQNq2bavSsnLy1Vdf8cUXX2RrA1m3bh0BAQHs3buXlStXsn79emJiYnJch4WFBVu3bqV9+/bo6+sTGRmJtbU127ZtY+fOnSxcuJDOnTtjYGDAnTt3uHHjBlZWVkyfPp3ExERu377NpEmT6Nu3L05OTrx8+ZLp06ezfv16IiIiuHr1aqF/D6oi77v4999/VbKteT03EwRBEARBEARBEARBEGSJka2CIAiCIAhCgTx9+jTHgSxv3rxRyazx5cuXp1evXvTq1Yu1a9dKO4i6uLjg4eHBkCFDaNasGV999ZV04NzBgwezDZzLS2pqKs2aNaNZs2bMmzePiIgIHj58SOfOndm0aROTJk2iatWq3LhxQ+ntUSVtbW1sbGyyLR8yZAgjR47kp59+ks4mGBYWxoIFC3BxcQGQdrKD94OUYmJiqFatmko6TSiqsH876tKnTx+ZTkwtWrTI96y2qliHPPXr1ycqKgpLS0uaN2+Ot7c32trarF+/XtqpRd7+UEecVatWJSQkJNvgzJCQECpVqqT0+hUlb3bpT4W8fZp1fsj67nV1dVmzZg09e/Zk1KhR0gRxcXFxBAYG5thJw9PTkwoVKlChQgWZ5VkzNKrSh8ngimpHGnnHYn5YWloybdo0GjRowIwZM2Q6XtasWTNb52Ih/5KTk3F1dcXX1xd430HbysoKV1dXKleuzLRp0zQcoWYZGRnJnB/fvHlDjRo10NPTyzYw9MWLFzmu46uvvqJdu3bSc22TJk3yHOAXEBDA8ePHqVKlisxrNWvWlNuh/GN5HUNZ6xTHUeHLzMzk8uXLBAUFERQUxLlz53j9+jV2dna0a9dO0+F9lnx8fDA0NCQiIoKIiAiZ1yQSSZFKEPdhkpnY2FjpNUv9+vW5deuWSBD3iVm3bh1+fn7ZlterV4+BAwcSGxv7SSeVKo4+lfv+z8HgwYNp1qxZkUgQp462B01KSEggLS1NbeW9fPmSAQMG5PmesLAwMjIyaN68uczyS5cuUaJECZo0aZLtM46OjgrHsG/fPlJTU3NcT+PGjUlLS2P48OFERUXRrl07pk2bRq9evVi1ahWpqam5JscqSrL2q7zvUl9fn5EjR3L+/HmZ1z8c+Pbbb7+xfv16Bg0axJYtW5gyZQpWVlZ4enrmel/1IQ8PD3r06EGNGjWwsbEpcNIeZ2dnnJ2dSU5OJikpSWXJrPIzIFId+/727dtKryMyMpJSpUpha2sLwMGDB9m8eTM2NjbMmjUrxwF2ly9fJjU1Vfr/3ORVX+ZnHR8PbC0suZUTFxfHixcvOHbsGKNHj6ZcuXJqiaegVFUXlShRItszl/wk1VeF6OhoKleuDLwfGF6qVCkqVKiQr8RuqlhHXgwNDenXr59K1vU5SE9Px9vbm+PHj2NnZ5ftPK+Oc6cq9llgYCB+fn7s3buXjIwMHB0d+fPPP+nYsaOKogQbGxvOnj2bLcmEv78/9vb2KikjJSWFVq1aKbUOS0tLrly5ki3OY8eOUbduXaXWncXa2poZM2Zw8eJFbG1tpb+brP1YlNp6PrZ+/XocHR2Jj49nwoQJStcj2trabNiwAU9PT2JiYnjz5g329vYyk4Pk9Uxr37590nbM2NhYjI2Nad26NYsXLxZtmTkoLu0CX375JeHh4SJBnJIUbVuYNm0a8+bNw93dXeZ47tixI6tWrSrsMIsVRY6h7777Dnd3d+7du5fjhC92dnZ5lqGKa99r166xc+dOAEqWLMnbt28pW7Ysc+bMoU+fPgqtQ0dHR6HEa7GxsTlOGtq7d2+V1Mt5MTIywtjYuMCff/XqlXTy0n379tG9e3fMzc3577//OH78uEonL7WxsWH+/PkEBQVJk19dvHiRkJAQJk2axIoVK6Tv1dR1QHJysvQcEBAQgKOjI1paWrRo0SLfz3yLgyFDhrBmzZps1+vr16/H2dmZzZs3K11namlp5fleTSeyTU1NpWPHjvz5558qu84tqDVr1rBhwwaZ54y9e/fGzs4OV1dXkpOT5e6PP/74Q5owZ/jw4bRp0wZra2uqVavGjh07lEoQp6r2enVci50/fz7PyZ2mTp1KZGQkS5cuBd7fj1WoUEEmIWRu9YS6n1tMmDCBiRMnEh8fT4sWLYD3587Vq1ezcOFCoqOjpe/NqX49ePAgL1++5Pfff8fPz48lS5ZQp04d3r59i7m5OaVLl86zfIlEwu7duxk6dChNmjSR3relpaXx5ZdfsnHjRpVtq6+vLxs3bpSZgNrOzo7KlSvz3XffyU0Qp2w9s3nzZqpWrZqtb1BGRgaJiYnSvydPnswvv/wCQExMDO7u7kyaNInAwEDc3d1VMjnYmzdv0NPTy7b8xYsX6OjoKL1+TVO0//3H/aUK6uLFizg5OXH37l0yMzNlXvsw+V9hOn78uPR386FOnToxadIkALp3755nn78XL15I7w/19fWlz2Zat27NuHHjcHd3Z9iwYXh7e8vc03Tv3h0nJyfWrVvHmzdvAJgzZw49e/akTZs2mJiYsHv3bpVtqzrI+y727t2r1LbevHlT7nMzQRAEQRAEQRAEQRAEQZZIECcIgiAIgiAUSJMmTTh8+DCurq7A/wYsbdy4UfrwX5UMDAz4+uuvGTlyJKdPn0ZPT4/g4GBmzpxZ4IFzhoaGNGzYEAcHB1JSUnj79i0ODg6ULFmS3bt3U7lyZcLCwlS+LYVl6dKlmJub4+3tzePHjwEwNzfHzc2NqVOn8sMPP1CpUiV27dpFeno6bdu25cKFC+jp6fHnn3/Svn17tcSprt+Ov78/e/bsybGTaGRkpNLr/7gTk7m5uUKdmFS9DnmmT5+e54P4WbNmyd0f6ohz9OjR/PDDD9KOgQCnTp1iypQp0g4a6rB27Vq2bNlSaLNLFxXy9um1a9c4e/YsU6ZMISEhAX9/fypXrsyLFy/Ys2cPABs2bGDcuHGUL1+eChUqyHQilEgkeHp6amTbiip5x6KiQkJC2LFjB/7+/rx7944+ffrg5eVFeno6W7Zs4dSpUzkm7Dt9+rRKt+dT9+OPPxIVFUVQUBBdu3aVLu/cuTOzZs367BPELVu2TOl15HeAn6o6Z+Z2DAHiOFIzY2NjkpKSaNCgAe3atWP06NG0adMGQ0NDTYf22fowSUZWp92iNGDzQ99//z1z5szB2NhYJlHsvHnz8PDwYO7cuTkOitPX11d3qIIKPHr0iIoVK2ZbbmpqysOHDz/5pFLFkbrbjPJS2G0Dxd2FCxfkDk5SF3W0PajDx0mwMjMzefjwIYcPH2bo0KFqi2PAgAEEBAQwduzYXN8zfvx4pkyZki2p2YMHD/jll1+4dOlSts8YGBjkKw55g2Dd3Nykyzp37sz169eJiIjA2tpa7mB2dZK3X+V9lyVLlqRkyZL8+eefuU5IkJiYKB3Qrqury7///gu8/w5btGghN2HChAkTCAwMpEOHDpiYmCh9Haenp5fjPVhB5ZXI7EOFef3p7u7O3LlzKVOmTJ4J6yQSCYsXL5a7vjFjxjBt2jRsbW25desWAwcOpF+/fvz+++8kJyfneO8cGBiY4//zQxXrULWZM2fm+frw4cOZOHFikU8Qp6q6qChcf6hiQo3CnpRDFYN5PycxMTHS5GYf7w913bsru8+ynjF07dqV9evX06tXr0IZdO3p6cnQoUN58OABGRkZ7Nu3jxs3brB161b+/PNPlZQxatQo/Pz8mDFjRoHX4e7uzvjx43n37h2ZmZmEhoayc+dOvLy8VJYAYP369ZQtW5bg4OBsg76L2mQAOclqm4+IiFBJPeLj48PSpUuJi4sD3k8U8sMPPzBq1Ci5nx07dixt27bl22+/pV27dtIEsULOilK7QF569OjB5MmTiY2NlUmimOXDxBlC7hRtW4iJiclxEggzMzOePXtWGKEVW4ocQwMHDgRkk69IJBKFEyqo4tq3TJky0uvdihUrkpCQIJ2wUtF9OnHiRFauXCmTUOZDt27dol+/fsTExEi3L2tb4f2zPVXUy3mZO3cunp6e+Pr6Fug+WZ2Tl/r4+GBkZERsbCyxsbHS5YaGhvj4+Ej/1uR1gLW1NQcOHKBfv34cP35c2jb05MmTT/YZjo+PDwEBAdLEU5cuXSIxMREXFxeMjY0ZOXKk9Fq/IHXm/v37Zf5OTU3l8uXL+Pr6Mnv2bBVuScGUKlWKd+/eaToMALmTWShy/pWXMEcZqmqvV8e1mLzJnaZOnVrghJDqfm6RlTAwa7LUj19TpH41MjLi22+/5dtvv+X+/fvs3LmTTZs2ERYWpvDEMUeOHOHmzZtcv34dgDp16lCrVq0CblXOXrx4QZ06dbItr1OnjkKTlChbz4wYMYKHDx9mS2D4/PlzOnfuLH2Gcvv2bekE2nv37qVXr14sWLCAyMhIunfvrtjGytGmTRu2bt3K3LlzpTFnZGTg7e1Nhw4dVFJGUZJb/3tVGTt2rPTco6lJmY2Njfnjjz9knjvB+8SeWcl+37x5k2fbgpWVFbdv38bCwoI6deqwZ88emjVrxh9//IGhoSFhYWGsW7cu2+cqV67Mo0ePZCavs7a25vr167x48SLbRKzFgbzvQtltHT58uNznZoIgCIIgCIIgCIIgCIIskSBOEARBEARBKJAFCxbQrVs3YmNjSUtLY/ny5cTGxnL+/HmVPjgGiI6OpnLlygBUq1aNUqVKUaFCBb755huGDx9e4IFzDx484MKFC5w/f560tDQaN25M06ZNSUlJITIykipVqtC6dWuVbkthKlGiBD///DM///wzr1+/BmQTIPj7+3PgwAGqVKnCgQMHuHPnDtevX2fbtm38/PPPhISEqCVOdfx2VqxYwc8//8ywYcM4ePAgw4cPJyEhgbCwMMaPH6+SMlQxq606ZsaV9yBeW1tb7v5QR5yTJ0/m+fPnfPfdd9JOxKVLl2bq1Kn8+OOPKilDEYU9u3RRIW+f7t27lyFDhuDs7Mzly5f577//APjnn3/w8vKiTZs2zJs3j/nz5zN16lRNbkqxoWynmB9//JFdu3bx4MEDunTpwvLly+nTp4+0E/r333/Pli1b6NGjB/Xr1xedZpR04MABdu/eTYsWLWS+y3r16pGQkKDByIqGDxNbuLi40L59e9q1a0eNGjXytZ78DPBTtnOmvGMI3g9CEceR+mzfvp02bdp8soM9iitlBsoWtvv371OlShUA/Pz8mDJlCsbGxtja2nLkyBGqVq0q7RDeu3dvmWNYzDJcvFWtWpWQkBAsLS1lloeEhFCpUqVPJqnUp0SdbUZ5UUfbQHHh6Ogo83dWcqvw8PBCGzybX+poe1CHj5NgaWlpYWpqyuLFixkxYoTa4rC2tmbGjBlcvHgxx0QHEyZMIDY2lkaNGmX7rL29vczgrg8pkhgmK/GWu7s7EomEjRs35joI9tatW9IBlfC+7bdatWoKb6e6yNuvhoaGeX6XGRkZRERE5Dj4LkuFChV48eIF1apVw8LCgosXL9KgQQNu374tHQCfF19fX/bu3UuPHj3ytW2NGjXi1KlTGBkZYW9vn+d9kDKJrYpCIrPLly+Tmpoq/X9uFL0XvHnzJg0bNgTg999/p23btvj5+RESEsLAgQPlJlf/559/SE9Plw5Oy/LixQtKliyp0L2SIut49eoV/v7+JCQkMHnyZIyNjYmMjMTc3Fz63EUV8iqnuCQCU0VdJK4/8u/p06fSZBi1a9fG1NRUwxEVTUXhPJqloPts1qxZDBgwoNAnB+jTpw9//PEHc+bMoUyZMnh6etKoUSP++OMPvvjiiwKv98PkohkZGaxfv56TJ09iZ2eX7Vrr4+S4ORk1ahS6urpMnz6d5ORknJycqFy5MsuXL5cm/VHWh5MBFGeqqEc8PT1ZsmQJrq6u0qQYFy5cwM3NjcTERObMmZPn5588eaJ0DJ+TotIuIM/o0aMBctz/oi0xO2XbFgwNDXn48GG2Nr7Lly+r9Lr0U6DIMaTsOV4V174tWrTg3Llz1K1bl+7duzNp0iRiYmLYt2+ftA1AntDQUE6fPs2ff/5JvXr1stWpqampWFpacurUKSwtLQkNDeX58+f079+fdu3a4e7urpJ6OS+LFy8mISEBc3Nzqlevnm398u6V1Tl5aXGo+z09PXFycsLNzY1OnTpJ6+WAgABpkrRPydWrV6VtRln9DMqXL0/58uW5evUqpqamnD17lps3bxa4zuzTp0+2Zf3796devXrs3r2bkSNHqm6DCmj8+PH88ssvbNy4kZIlNTd8Sd5kFoMGDZJ7/pWXMEcRhd1er45rMXmTO4H8hJBF5bmFKs+dqamphIeHc+nSJe7cuYO5ubnM6/Hx8SQkJNC2bVt0dXWlz7Cz1KpVS+VJ4T7UoEEDVq1alS0x66pVq2jQoIHczyv7XX28vVmSkpJkkgJqa2uTnJwMwMmTJ3FxcQHeJwDL6hetrF9//ZWOHTsSHh5OSkoKU6ZM4a+//uLFixdq60etLnn1v1eVuLg4/P39sba2Vtk682vGjBmMGzeOwMBAmjVrBkBYWBhHjhxh7dq1AJw4cYJ27drluo7hw4cTFRVFu3btmDZtGr169WLVqlWkpqayZMkS5s+fn+Nv8ObNm7m2j33cdl9cyPsucpKfbb1y5Yrc52aCIAiCIAiCIAiCIAiCLJEgThAEQRAEQSiQ1q1bc+XKFRYuXIitrS0BAQE0atSICxcuqHzG7KpVq0r/f/XqVZnXlBk4V758eXr16kWvXr1Yu3YtZ86c4dq1a7i4uODh4cGQIUNo1qxZkeqkrIgPB2bUqVOH8uXLA+9n6K1QoQLwfsbBAQMGUKtWLUaMGMHy5cvVFp86fju//fYb69evZ9CgQWzZsoUpU6ZgZWWFp6enQrMdKkIVs9pqambcDx/EK7I/1BGnRCLhl19+YcaMGVy7dg1dXV1q1qyJjo6OStavqMKeXbqokLdP582bx9q1a3FxcWHXrl3Szzk4ODBv3jwAXr58yYABAzQSf3H2YWc/Y2NjhQZ5A5w5c4bJkyfz9ddfS8/rH9q1axd79uxR2Uypn7unT59mm7EW3s8kKpKGydLR0WHhwoWMHj2aSpUq0a5dO2nCuJo1ayq0DkUG+CnbOVPeMQTiOFK3/CauEAqfsgNlC1udOnUwMTHBwcGBd+/ece/ePSwsLLhz54400UdRGjAvqM7o0aP54YcfSE1NpWPHjgCcOnWKKVOmMGnSJObOnftJJJX6lKizzSgv6mgbKC4MDAxk/tbS0qJ27drMmTOHLl26aCgqWZpqI1G1olIXrV+/nrJlyxIcHJytbVMikTBhwgR0dHR4/PixTII2gIcPHyo1UPPjxFuNGzcGsg+C/euvv7C2tqZdu3aMHDmS/v37ywwCK0rk7Vd536W1tTXPnj3Lcx0dO3bk0KFD2NvbM3z4cNzc3PD39yc8PDzbYMmcGBsb5ztpN7wfRJzV/ta3b998f744+XA/quJYzczMJCMjA3g/ULFnz57A++cZ8vY3wMCBA+nVqxffffedzPI9e/Zw6NAhjhw5ovQ6Fi5cSOfOnTEwMODOnTuMHj0aY2Nj9u3bR2JiIlu3blV0c/MUHR2tlnIKmyrqInH9obg3b97g6urK1q1bpcdSiRIlcHFxYeXKlTJJ/YWiQdl9lpWISR3atGnDiRMnVLrOj69xspKEfvzsWtH247dv39KvXz+cnZ1JTk7m6tWrhISESJPjF5S7uztz586lTJkyMkntPiaRSFi8eLFSZRUna9asYcOGDQwaNEi6rHfv3tjZ2eHq6qpQu1d6ejoHDhzg2rVrANjY2NCnTx9KlChRaHEXV0WlXUCerHOZoBhl2xYGDhzI1KlT+f3336WTAIWEhODh4SFN+iG8p8gxpGxydVVc+y5ZsoSkpCQAZs+eTVJSErt376ZmzZoKJ2UzNDTM8573jz/+4PTp05QvXx4tLS20tLRo3bo1FSpU4MiRIzRp0gRQvl7Oi7L3ypqYvDQlJYXbt29To0YNjSbjykn//v1p3bo1Dx8+lElG1KlTJ/r166fByAqHIu0PCQkJLFy4kKioKJXWmS1atODbb79Vah2qEhYWxqlTpwgICMDW1pYyZcrIvL5v3z61xeLj45PrZBb79u1jwIABnDt3Ltfzb0ES5nyssNvr1XEtJm9yJ5CfELKoPLfIqlNjY2NJTEyUTmwL7+uRXr16yV1HYGAgfn5+7N27l4yMDBwdHfnzzz+lzzWfP3/O119/TWBgIBKJhLi4OKysrBg5ciRGRkYsXryY+/fvc+jQoWwxgPLJTrN4e3vTo0cPTp48KdMf4N69ewq1RWbJbz2TdW8qkUiYMWOGTPtBeno6ly5dktbl8P437O7ujoODA6GhoezevRt4n4RL2XtmeJ/Ib8KECfzxxx+cOHGCcuXKkZSUhKOjI+PHj88x+WFxllf/e1Vp3rw58fHxGk0QN3r0aGxsbFi1apW0XqlduzbBwcHSCaMnTZqU5zqyrokBOnfuzPXr14mIiMDa2ho7OztiYmKYM2cOe/bsAd7/phMTE5k6dSpfffVVIW2ZZsj7LpRlY2Oj0HMUQRAEQRAEQRAEQRAE4X8kmYqORBYEQRAEQRCEImjUqFFUrVqVmTNnsnr1aiZPnoyDg4N04JyPj49C6zEyMiIqKgoLCwvKlStHVFQUenp6BAcHq3SmtMIkb2BG3bp12bBhA506dcLS0pI1a9bQo0cP/vrrL1q3bs3Lly81vAWqo6enx7Vr16hWrRpmZmacOHGCBg0aEBcXR4sWLXj+/LnSZfj7++Pk5ER6ejqdOnUiICAAAC8vL86cOcPRo0fVsg51KC5xFtSHA2QyMjLw9fXFzs6uUGaXLirk7dPg4GBiY2OpXr269JxoZWXFrVu3sLGx4d27d4wcOZKmTZsyduxYDW9N8ZBbZ78RI0ZIO/spIqcOiQBjx44lKCioUGeS/Zy0bduWAQMG4OrqSrly5YiOjsbS0hJXV1fi4uI4duyYpkMsch48eCA9fwQHB3Pz5k0qVqzI/fv3lV53amoqXbt2xcvLixMnThAVFUVSUhKNGjXKd+fM3I6h3r17U6lSJXEcCZ81U1NTVqxYITNQFmDnzp24urpqvHNmWloakZGRnD17lp9//hkdHR3Mzc25c+cOy5cvx9HRMdss7MKnITMzk2nTprFixQrp+bt06dJMnToVT09P7OzsGDVqFP369aN+/focO3aMli1bEhERQY8ePXj06JGGt0DQFHW0DQiq86m1PXw4gUPt2rUxNTXVcETZDRo0iIcPH3Lw4EHpYLxXr17Rt29fzMzMpANccmNvb5/jQGuJRELp0qWxtrZm2LBhdOjQIdd1XLlyhc2bN7Nz505SUlL45ptvGDFiBM2bN1du4wpJbvs1p+8yMTERJycnTE1NcXV1Zfr06SxYsABbW9ts7U36+vpkZGSQkZEhHVC3e/duQkJCqFmzJmPHjs32mY9t3ryZY8eOsXnz5gInVRo1ahTOzs557jNV6NChQ56D9E+fPl2o5atKx44dqVq1Kp07d2bkyJHExsZibW1NcHAwQ4cO5c6dO3l+3tjYmJCQEOrWrSuz/Pr16zg4OChUT8lbh729PY0aNcLb21umje/8+fM4OTnJjVFRnTt3Vks5hU0VdZG4/lDcmDFjOHnyJKtWrcLBwQGAc+fOMWHCBL744gvWrFmj4QiFjxW3fRYeHi6TyCsraW1R0aVLFxwdHRk7diyvXr2iTp06lCpVimfPnrFkyRLGjRtXoPV26NCB/fv3Y2homGedLpFIik2dqwqGhoaEhYVlm9Tk5s2bNGvWjFevXuX5+fj4eLp3786DBw+oXbs2ADdu3KBq1aocPny4QIl6BeFzk5KSwvjx49myZQvp6emULFmStLQ0nJ2d2bJli0i2WADbtm1j7dq13L59mwsXLlCtWjWWLVuGpaUlffr0yfOzxaUdxsjIiMjISCwtLalRowYbN26kQ4cOJCQkYGtrS3JysqZDzBcjIyOZyUsrVKjA48ePVTZ5aXJyMq6urvj6+gLv6zkrKytcXV2pXLky06ZNU7oMoXh4+/YtP/74I0ePHpW2ZWnS8OHD83xdkQnlVEHRNq/8XCvfvXtXpQlzigtvb2+8vb2lE/2B7OROP/74IwCPHj2SJoTU0tICIDQ0FH19ferUqaOx+D9069Yt+vXrR0xMDBKJRDrRZ1b7ZXp6ep6fr1y5Mi9evKBr1644OzvTq1evbBPiuri48OTJEzZu3EjdunWlbWfHjx/H3d2dFStW0Lt3b6ysrLh+/Tr169fnzp07ZGZm0qhRI5Xeuz148IDffvuN69evA1C3bl2+++47aWK/vBS0nsk69oKDg2nZsiXa2trS17S1talevToeHh7S+7XExES+++477t27x4QJExg5ciTwPmFVeno6K1asKPgX8P9MTU05f/68whNfCnnbv38/06dPZ/LkyTk+AylO58dTp05x6tQpnjx5ki2p+NKlS+nfvz/h4eH8+++/VKpUiUePHtGiRQuOHj2aLQFqcZfXd7Fp06Z8r+/169fS/4eHh8t9biYIgiAIgiAIgiAIgiDIEgniBEEQBEEQBIV9+HBOHnU9nFN24FyWe/fuUblyZbS0tKhfvz5Hjx6VmTmtOJA3MMPc3Jxly5ZRsWJFkpOTuXnzJjo6OmzatIkNGzZw4cKFQotN3b8dKysr9u7di729PU2aNGH06NGMGTOGgIAABg4cyIsXL5QuA1TTiUkTHaEKsj+KQ4etgiqMDoDFQV77tHv37qxfv57OnTvLDOrcunUrCxcuJDY2Fi8vL5YsWUKPHj1y7KQxYcIETWxWkSWvs99ff/2V5+dv375Nv379iI6OzrFDore3N7du3WLVqlUqmQn9c3fu3Dm6devG4MGD2bJlC2PGjCE2Npbz588THBxc5AYTFgXJycmcO3eOwMBAgoKCiIyMxMbGhsuXL6tk/cp2zpR3DKWnp7N48WJxHAmfNWUHyha2t2/foqurC7wfRBUREcHDhw/p3Lkz9evX56+//qJq1apcunQJHx8f6SDwevXqMWLEiGyz0AvFT1JSEteuXUNXV5eaNWtKB1cUl8GMn7qi2GakrraB4qSoJ8n4FNoe5E3gUNDEXcr4+No3y4MHD2jbti3Pnz/H3t4eeJ+wzdzcnBMnTshtG/3xxx9Zs2YNtra2NGvWDICwsDCio6MZNmwYsbGxnDp1in379skdmJ6WlsahQ4fYsmULx44do1atWowYMYIhQ4YUieR68vbry5cvs32XQUFBANLfcmZmZrZ9kLUsa5Dhu3fviI6OzjbYRiKR0KtXrzxjtLe3JyEhgczMTKpXr56tnSYyMlLudvbp04fjx49jamrKoEGDcHZ2pkGDBnI/l19ubm4yf6empnLlyhWuXr3K0KFDWb58ucrLLAzR0dE4OzuTmJiIu7s7M2fOBMDV1ZXnz5/j5+eX5+fLlCnDxYsXsbW1lVkeExND8+bNFUp0IG8dpUqVIjIykho1asi08d29e5fatWvz7t27fG51zgwMDNRSjjooWxeJ6w/FlS9fHn9/f9q3by+zPDAwkK+//pqnT59qJjAhV8Vln92/f59BgwYREhKCoaEh8D4JbqtWrdi1axdVqlTRbID/r3z58gQHB1OvXj02btzIypUruXz5Mnv37sXT01N63S6ohqurK6VKlco2EZSHhwdv375l9erVeX6+e/fuZGZmsmPHDoyNjYH3EwMNHjwYLS0tDh8+XGixFxdFsV1AEW/evCE4ODjHiWXEs86cKdu2cO/ePWJiYkhKSsLe3l4k5fh/+T2G1qxZg6enJz/88APz58/n6tWrWFlZsWXLFnx9fQkMDJS7HlW0w7x69Qp/f38SEhKYPHkyxsbGREZGYm5uTuXKlRXepty0adOGSZMm0bdvX5ycnHj58iXTp09n/fr1REREcPXqVaXLUISqtrOwJy+dOHEiISEhLFu2jK5duxIdHY2VlRUHDx5k1qxZKntuKyhH1XWmkZGRTJtTZmYm//77L3p6emzfvp3evXsXKM7PRUH2h6oS5qiyvV7d12LyJnfKj4iICJnnulntq+rSq1cvSpQowcaNG7G0tOTSpUu8ePGCSZMmsWjRItq0aZPn5zds2MCAAQOk9585qVChAsePH6dBgwbZJmq1s7PDxsaGbt26MXv2bOnrZmZmODs707Vr1wInEFc1ZeuZ4cOHs3z58iJxP+Dm5oaOjg4LFy7UdCifhKxryQ9l9c368BmIqr1+/Vr6e5J3HlTkdzd79mzmzJlDkyZNqFixYrZnOvv37wcgJCREZnLTzp07F3ALii5Fv4v80NLSynbNIu+5mSAIgiAIgiAIgiAIgvA/IkGcIAiCIAiCoLCPH87lRBMP55QZOPcpUWRghr+/P/fu3WPAgAHSARC+vr4YGhrKHaipDHX/dkaNGkXVqlWZOXMmq1evZvLkyTg4OBAeHo6joyM+Pj5Kl1GcFdVjWSg6vLy82L59O5s2beKLL77gyJEj3L17Fzc3N2bMmIGrqyuWlpa5fl4ikXDr1i01Rlz0yevsl5SUlOfnP+6QGBoaytixY4mJiaF+/fqUL1+e06dPY2xsTL169bINBN+3b19hbt4n6datW3h5ecl06Jo6dWq2Qdefu59++omgoCAuX75M3bp1adeuHe3bt6dt27YYGRmprBxlO2fmdAw9f/6c3r17S48hQBxHwmdN2YGyhU1HR4eGDRvi4ODAunXrCA0NpV69etJ6tXLlymzbto2pU6eiq6srk6jm7du3BAQE0KhRI41ug1B4PoWkUsVdUbzPFG0D/1NckmR8CuRN4LBmzRq1xbJ161Z+/fVX4uLiAKhVqxaTJ09myJAh0ve8efOGHTt2EBUVha6uLnZ2dgwaNEihSTdGjx6NhYUFM2bMkFk+b9487t69y4YNG5g5cyaHDx8mPDxcoZj/++8/fvvtN3788UdSUlLQ1tbm66+/5pdffqFixYr52HrVUmS/fvxdamtr06lTJ0qWLMmdO3eoWrUqJUqUkFlvRkYGiYmJDB06lGPHjjFkyBCeP3+erXxFzp2zZ8/O8/Ws5GXyvHz5kt9//x0/Pz/Onj1LnTp1cHZ2xsnJierVqyu0joKaNWsWSUlJLFq0qFDLKWzv3r2jRIkSco+jDh06UL9+fVauXCmzfPz48URHR3P27Fm5Zclbx40bNzh+/Dj29vYy7VEnTpxgxIgR3Lt3L/8bmAMzMzO1lFMciOsPxenp6REREUHdunVllv/11180a9aMN2/eaCgyITfFZZ917dqVV69e4evrS+3atQG4ceMGw4cPR19fn2PHjmk4wvf09PS4fv06FhYWfP3119SrV4+ZM2dy7949ateurVCiUCFv7u7u0v+npaWxZcsWLCwsaNGiBQCXLl0iMTFRmvQ3L7klZY2KisLBwUHuM57PQVFsF5Dn8uXLdO/eneTkZN68eYOxsTHPnj1DT08PMzMz8azzIwVpW/jwOJTn43bpz01+jyEbGxsWLFhA3759Za7Br169Svv27Xn27FmhxxwdHU3nzp0xMDDgzp073LhxAysrK6ZPn05iYiJbt26Vu47Hjx/j4eEhTbT08ZCGI0eO8ObNGxwdHYmPj6dnz57cvHkTExMTdu/eTceOHQtr86RUsZ1ZCnvy0mrVqrF7925atGgh87uIj4+nUaNG+UogJRQeVdeZvr6+2dZvampK8+bNVfq8XllpaWkEBQWRkJCAk5MT5cqV4++//0ZfX5+yZctqLK787g9VJMwpjPZ6TV2L5Ta5kyKePHnCwIEDCQoKkvkeOnTowK5du9Q2cUhWfys7OzsMDAwIDQ2ldu3anD59mkmTJqkkuWa5cuWIjIykZs2aMufn8PBwvvzyS1JSUrhy5Qo1atTAyMiIc+fOUa9ePaKioujTpw937txRfkP/365du+jdu3eBJrNRZz2Tnp7OgQMHZJIH9u7dO1sbe0FlTQhTs2ZNGjduTJkyZWRe/9yvTfPr7t27eb5erVq1Qim3RIkSPHz4EDMzs1zPg/k591WsWBFvb2+Z52gfU1WS0KJOke8iv4KDg6X/V+S5mSAIgiAIgiAIgiAIgiBLJIgTBEEQBEEQFPbhwzl52rVrV4iR/I+yA+c+JUV5YIa6fzsZGRlkZGRQsmRJAHbv3k1ISAg1a9Zk7NixCg1y/ZQVxWNZKFoyMzNZsGABXl5e0kFIOjo6eHh4MHfuXA1HVzzJ6+yXUz32oZw6JC5cuJCHDx8SFhYmd9bnzZs3q3JzPnkuLi506NCBtm3bUqNGDU2HU6RldTB3c3PD0dGRWrVqFUo5ynbOzK1Tb9euXRU6hkAcR8KnSZUDZQvbs2fPuHDhAufPn2fJkiVIJBKaNm1KaGgoO3bsoHfv3nTq1Alra2s2bNggvRdIS0tj1KhR3Lp1izNnzmh0GwThU1YU7zNF28D/FJckGZ8CRSZwUIclS5YwY8YMvv/+e5mEZqtXr2bevHm4ubkpXYaBgQERERFYW1vLLI+Pj6dx48b8888/XL9+naZNm/Lvv//mua7w8HA2bdrErl27KFOmDEOHDmXkyJHcv3+f2bNn8/r1a0JDQ5WOuaCU3a8fDlL60PPnzzEzMyM9PZ2aNWvSpUsXPD09MTc3V/UmFMj9+/fZuXMnmzZtIi4ujrS0tEItLz4+nmbNmvHixYtCLaeoCAkJoXPnzjRt2pROnToB7weXhYWFERAQQJs2bZReh6+vL8+fP2fPnj0YGxsTHR1NiRIl6Nu3L23btmXZsmUq2ZZRo0appZzi4OPrj127dnH+/Hlq1qzJmDFj0NbW1nCERUenTp0wMTFh69atlC5dGoC3b98ydOhQXrx4wcmTJzUcofCx4rLPdHV1OX/+PPb29jLLIyIiaNOmTZFJvGZnZ8eoUaPo168f9evX59ixY7Rs2ZKIiAh69OjBo0ePNB1isdehQweF3ieRSDh9+nSe7zE2NubPP/+kVatWMstDQkLo1avXZ3P9kpei2C4gT/v27alVqxZr167FwMCAqKgoSpUqxeDBg5k4cSKOjo6aDrFIKUjbwsfHYWRkJGlpadLP37x5kxIlStC4cWO5x+GnLr/HkK6uLtevX6datWoyz57j4uKws7Pj7du3hRjte507d6ZRo0Z4e3vLxHD+/HmcnJwUSmbTrVs3EhMT+f7773NMtJTTRJcvXrzAyMhIbiIkVVHFdqqLnp4eV69excrKSibWqKgo2rZtyz///KPpEAWKZ52prLt379K1a1cSExP577//uHnzJlZWVkycOJH//vuPtWvXaiy2/O4PVSTMKYz2+uL4u/rmm2+4desWW7dulfZ3jY2NZejQoVhbW7Nz5061xGFkZERkZCSWlpbUqFGDjRs30qFDBxISErC1tVXJPWT37t1p3Lgxc+fOpVy5ckRHR1OtWjUGDhxIRkYG586dIzAwkLp162JjY8PChQvp3bt3oSSkNjY25sqVK1hYWPDdd98xZ84c6YSK8qirnomPj6d79+48ePBA5hipWrUqhw8fVkk/rrzuFxW5RxSKhuDgYBwcHChZsqTc86Ai5z4TExNCQ0Nz/Y2pIklocSHvu1CWIs/NBEEQBEEQBEEQBEEQBFkiQZwgCIIgCIJQYGfPnmXdunUkJCTg7+9P5cqV2bZtG5aWlrRu3VotMRTFgXOaosjAjFOnTrF06VLpzHp169blhx9+oHPnzmqNVR2/nXfv3hEdHZ1tpjaJREKvXr1UUsanoigcy0LRlJKSQnx8PElJSdjY2Gh01t7iTl5nP39//zw/L69D4vPnz8nIyJAmzbpz5w4HDhygbt26fPnll+rYxE/KqFGjOHPmDAkJCVSqVIl27drRvn172rVrR82aNTUdXpESFRVFcHAwQUFBnD17Fm1tben3lTW4ShWU7ZypSKfet2/fiuNI+OyocqCsOhkZGXHmzBmuXbuGi4sLFSpU4PHjx6SkpPDXX39Rp04dmffHxsbSpEmTIjMIXBA+B0XlPlO0DbxXXJJkfAqKygQOlpaWzJ49GxcXF5nlvr6+zJo1i9u3bwMQFxdHYGBgtmMEwNPTM88yzM3N+fXXX7OVsXXrViZPnszjx4+JjY2lXbt2uSZQW7JkCZs3b+b69ev06NGDUaNG0b17d7S0tKTvuX//PtWrVy/05GR5UWS/5vVdzpo1i8ePH2Nqaiqz/O7du9jY2PDmzRv09fW5fPlykUlSnpqayuHDh9m+fTuHDx/G2NiYBw8eFGqZ27ZtY+rUqfz999+FWo6qpKens3TpUvbs2UNiYiIpKSkyryuSKObKlSt4e3sTFRWFrq4udnZ2/Pjjj/lqe8hrHf/88w/9+/cnPDycf//9l0qVKvHo0SNatmzJkSNHsiVfLyh1lSN8WmJiYujatSv//fcfDRo0AN63M+no6BAQEEC9evU0HKHwseKyz2rVqsX27dtp1qyZzPLQ0FCcnJyIj4/XUGSy/P39cXJyIj09nU6dOhEQEACAl5cXZ86c4ejRoxqOUPiQi4sLkZGR+Pj4SH9bly5dYvTo0TRu3JgtW7ZoNsAiqKi0C+TF0NCQS5cuUbt2bQwNDblw4QJ169bl0qVLDB06lOvXr2s6xCJF2baFJUuWEBQUhK+vL0ZGRgC8fPmS4cOH06ZNGyZNmlRosRdH8o4hGxsbvLy86NOnj0yClpUrV7J582YiIyMLPUYDAwMiIyOpUaOGTAx3796ldu3avHv3Tu46ypUrx9mzZ2nYsGG211JTU9HV1eXKlSvUr1+/ELZAMarYTnVp27YtAwYMwNXVVdonwdLSEldXV+Li4sQkEUWUqurM5OTkHNsn7OzsVB1yvvXt25dy5crh4+ODiYmJ9DgKCgpi9OjRxMXFaTpEKXn7QxUJc9TRXl8crsUMDAw4efIkTZs2lVkeGhpKly5dePXqlVriyLoO6du3L05OTrx8+ZLp06ezfv16IiIiuHr1qtJl/PXXX3Ts2JFGjRpx+vRpevfuzV9//cWLFy8ICQlh0qRJ9OjRg9GjR+Ph4cHBgwcZNmwY+/btw8jISOmE7DVq1KB169Y4ODjg4eHBX3/9RdWqVdHX1+fKlStYWVkptB511TPdu3cnMzOTHTt2YGxsDLxPGjV48GC0tLQ4fPiwSsoRlHPo0CG6detGqVKlOHToUJ7vVWTSzqJg6tSplC1blhkzZuT4uiqShBYX8r4LZWlpacl9biYIgiAIgiAIgiAIgiDIKqnpAARBEARBEITiae/evQwZMgRnZ2cuX77Mf//9B7wfCLRgwQKOHDmiljgeP36Mu7v7Z58cDmD58uV8+eWXVKlSRWZgRunSpTl+/Di//fYbEydOpH///kycOBGAixcv0r17d5YuXcr48ePVEqc6fjvHjh1jyJAhPH/+PNtrEolEzC72gaJyLAtFk7a2NjY2Njm+5u7unuNyiURC6dKlsba2pk+fPtKOWp+7X3/9lY4dOxIeHk5KSgpTpkyR6ewnT/369YmKisLS0pLmzZvj7e2NtrY269evx8rKij59+uDo6MjYsWN59eoVLVq0oFSpUjx79owlS5Ywbtw4NWzlp2Pjxo0APHjwgDNnzhAcHMzixYsZM2YMFStW5P79+xqOsOho0KABDRo0YMKECcD7a4+s64qMjAyV1bmBgYFKfV7eMQSI40j4LCl7bGmSgYEBX3/9NSNHjuT06dPo6elRp04dEhMTsyWIu3fvHuXKldNQpILw+Skq95mibeB/qlatSmpqarbl6enpVKpUSQMRfbpatmzJzJkzs03gMHv2bFq2bKm2OB4+fEirVq2yLW/VqhUPHz4EYMOGDYwbN47y5ctToUIFJBKJ9H0SiURugjhXV1fGjh1LRESEdBBfWFgYGzdu5KeffgLg+PHjOQ7yzrJmzRpGjBjBsGHDqFixYo7vMTMzw8fHJ89YCpu8/Zrbd5mVUE0ikTBjxgz09PSk60xPT+fSpUvS76d///4EBQUVeHCpKpKVwfvrQz8/P/bu3UtGRgaOjo78+eefdOzYsUBx5cTR0VHm78zMTB4+fEh4eHihDTYqDLNnz2bjxo1MmjSJ6dOn8/PPP0sTjcs7frI0bNgQPz8/peLIax0GBgacOHGCc+fOER0dTVJSEo0aNVL5hDHqKqeoio6OVvi9RWFgflFha2tLXFwcO3bskCbgGTRoEM7Ozujq6mo4OiEnxWWf/frrr7i6urJ69WqaNGkCQHh4OBMnTmTRokUaju5/+vfvT+vWrXn48KH0uS68nxCsX79+GoxMyMmKFSsYOnQoLVu2pFSpUgCkpaXRu3dvli9fruHoip6i0i4gT6lSpaTJqc3MzEhMTKRu3boYGBhw7949DUdX9CjbtrB48WICAgKkyeHg/UQg8+bNo0uXLiJB3AcUOYbc3d0ZP3487969IzMzk9DQUHbu3ImXl5f0OWdh09HR4fXr19mW37x5M1uih9xUrVqV3Oa5L1WqFBYWFhpvw1PFdqrLggUL6NatG7GxsaSlpbF8+XJiY2M5f/48wcHBmg5PyIEq6synT58ybNiwXBMzafoYgvfJys6fP4+2trbM8urVqxf6hAT5ocj+GDVqFH5+fkq1YRV2e31xuRbLyMiQXlt/qFSpUtkm4ChM06dPlyYimjNnDj179qRNmzaYmJiwe/dupdefmprKhAkT+OOPPzhx4gTlypUjKSkJR0dHxo8fT8WKFVmyZAlJSUnA+zbHpKQkdu/eTc2aNVmyZInSMWzbto1z587x559/kpycTMuWLenevTupqam8fPlS4fWoq54JDg7m4sWLMn0OTUxMWLhwIQ4ODiorR1BO3759efToEWZmZvTt2zfX96nrmeyxY8coW7asNAnm6tWr2bBhAzY2NqxevVrmPiQ37969Y/369Zw8eRI7O7ts56iUlJQcn719iuR9FwU9N2X1OVbkuZkgCIIgCIIgCIIgCIIgS5KZ25NVQRAEQRAEQciDvb09bm5uuLi4yMyQevnyZbp168ajR4/UEseIESNwcHBg5MiRaimvqEtOTpYZmFG3bl3pwIwqVaowbdo0vv/+e5nPrF69mgULFqitw5U6fjs1a9akS5cueHp6iuSBchSVY1kofjp06EBkZCTp6enUrl0beN8JukSJEtSpU4cbN24gkUg4d+5crknmPhepqal07doVLy8vTpw4QVRUlHSgbFZnP3mOHz/OmzdvcHR0JD4+np49e3Lz5k1ph8Svv/6a4OBg6tWrx8aNG1m5ciWXL19m7969eHp6cu3aNTVs6acnOTmZc+fOERgYSFBQEJGRkdjY2HD58mVNh1ZkZGZmcvnyZYKCgggKCuLcuXO8fv0aOzs72rVrx9KlSzUdIiD/GOrYsSPly5cXx5EgFBP37t2jcuXKaGlpUb9+fY4ePUrVqlWZMGEC+/fvZ9GiRdKOuSEhIUyePJmvvvqKZcuWaTZwQfhMFJX7TNE28D8HDx5kwYIF2ZJkuLq6MnXq1DwHbgj5ExMTQ9euXfnvv/9kJnDQ0dEhICCAevXqqSWO+vXr4+TkJE3UlmXevHns3r2bmJgYqlWrxnfffcfUqVMLXM6OHTtYtWoVN27cAKB27dq4urri5OQEvE+ilpVIPjfv3r0jOjqaJ0+eZBv417t37wLHpkry9mv37t1z/C47dOgAvB/Q1rJlS5lBsNra2lSvXh0PDw9q1qxJcnIyAwYMwNTUFFtb22yDbbKScufG09Mzz2Rl8j4PULlyZV68eEHXrl1xdnamV69e6OjoKPQd5cfw4cNl/tbS0sLU1JSOHTvSpUsXlZdXWGrUqMGKFSvo0aMH5cqV48qVK9JlFy9eVCjxW0JCAps3b+bWrVssW7YMMzMzjh49ioWFhcLni7zWoa+vT9WqVZXdVLnu3bunlnKKKi0tLSQSSa6JLbJ8bglq5fHy8sLc3JwRI0bILN+0aRNPnz5Vqn4SCkdx2WdGRkYkJyeTlpZGyZLv587N+n+ZMmVk3qtoAlVByBIXFyfzHN7a2lrDERVNRaVdQJ4uXbowbNgwnJycGD16NNHR0UyYMIFt27bx8uVLLl26pOkQixRl2xbKlSvHH3/8Qfv27WWWBwYG0rt3b/79999Cirz4UfQY2rFjB7NmzSIhIQGASpUqMXv2bLX1nxo1ahTPnz9nz549GBsbEx0dTYkSJejbty9t27ZVqD0+ICCAxYsXs27dOqpXr57tdR8fH/bt28e2bds0NjGdKrZTnRISEli4cKFMn4SpU6dia2ur6dCEHKiiznR2dubu3bssW7aM9u3bs3//fh4/fsy8efNYvHgxPXr0UMOW5M3IyIiQkBBsbGxktvPcuXN89dVXPH78WNMhArnvj8GDB7N//37GjBlDRkYGvr6+2NnZFThhTmG31xeXa7E+ffrw6tUrdu7cKU2M9+DBA5ydnTEyMmL//v0ai+3FixcYGRnJTKqiDFNTU86fP0/NmjWzvZaenk5ISAh2dnYYGhqqpLy8GBkZsXXrVqKjo5k9ezYSiQQrKyvatm3LunXr5H5eHfWMsbExf/75Z7ZEXCEhIfTq1Uvcyws5srW15ZdffqF79+7ExMTQpEkTJk2aRGBgIHXq1GHz5s1y15H1TCcnEomEpk2bUrZs2WI10U1ByfsuTp8+rdR6FXluJgiCIAiCIAiCIAiCIMgSCeIEQRAEQRCEAtHT0yM2Npbq1avLdCS5desWNjY2vHv3Ti1xKDtw7nNStmxZrly5kq2jelxcHPb29tJZCAubOn47+vr6XL58mRo1aqgg4k9bUTmWheJn2bJlnD17ls2bN6Ovrw+8n2121KhRtG7dmtGjR+Pk5MTbt285fvy4hqPVvLw6+xXUhx0S9fT0uH79OhYWFnz99dfUq1ePmTNncu/ePWrXrk1ycrLKyv0c/PTTTwQFBXH58mXq1q1Lu3btaN++PW3btlVoRtHPiZGREUlJSTRo0ED6PbVp00YtHVeV9XGnXnEcCULxFB0dTf369dHS0iIlJYXJkyezdu1a0tLSgPezzI8bN46FCxcWSoITQRCyKyr3maJt4H9Ekgz1ymsCB3XZu3cv33zzDZ07d8bBwQF4P3jq1KlT7Nmzh379+qGvr8+VK1ewsrJSW1wfO378OEOGDOHZs2fZXitqiZTy2q/yvsvhw4ezfPlyaftJTnx8fBg7diylS5fGxMREZvChRCLh1q1becanimRlGzZsYMCAAcXifq4oKFOmDNeuXcPCwoKKFSty+PBhGjVqxK1bt7C3t+eff/7J8/PBwcF069YNBwcHzpw5w7Vr17CysmLhwoWEh4fj7+8vNwZ569i/fz+tW7dm8ODB9O/fv9DaNEqUKKGWcoqqu3fvKvzeatWqFWIkxUv16tXx8/PLNtj30qVLDBw4kNu3b2soMiE3xWWf+fr6KvzeoUOHFmIkgvD5KirtAvKEh4fz77//0qFDB548eYKLi4v0Wd6mTZukyaGF95RtW3BxceHs2bMsXryYZs2aAe/rkMmTJ9OmTZt8nb8/dfk9hpKTk0lKSsLMzEytcf7zzz/0799feixVqlSJR48e0bJlS44cOZLtd5GTD39Xenp62fp8VatWjfj4eFJTU6lWrVq2dUZGRqp0m3Kiiu0UhNyoos6sWLEiBw8epFmzZujr6xMeHk6tWrU4dOgQ3t7enDt3Tg1bkrdvvvkGAwMD1q9fT7ly5YiOjsbU1JQ+ffpgYWGhUNIedchtf7Ro0YLQ0FDatWuX5+cVTZhT2O31xeVa7N69e/Tu3Zu//vpLOvHAvXv3qF+/PocOHaJKlSoajlB13Nzc0NHRYeHChTm+Xrp0aa5du4alpWWhlO/g4ECbNm1o1aoVQ4YM4erVq1StWpVy5cpx6dIlnj17xpkzZ5g+fXqhlJ9fLi4uREZG4uPjI3PdOHr0aBo3bsyWLVs0G6CQo1OnTnHq1KlskwFJJBJ8fHwKvfyyZcty9epVqlevzqxZs7h69Sr+/v5ERkbSvXv3AifHdHd3l/5fFUlChfcUeW4mCIIgCIIgCIIgCIIgyCqp6QAEQRAEQRCE4qlChQrEx8dnm8H13Llzah1UuHPnTgICAihdujRBQUHZBs59TgnivLy8MDc3Z8SIETLLN23axNOnT+nduzf79+9n8uTJMq8fPHiQnj17qi1Odfx2+vfvT1BQkBgEroCiciwLxc+vv/7KiRMnZDppGBgYMGvWLLp06cLEiRPx9PSkS5cuGoyy6Bg8eDA+Pj65dvYriA9nSbe2tubAgQP069eP48eP4+bmBsCTJ09ER5oCWLhwIaampsycORNHR0dq1aql6ZCKrO3bt9OmTZti+Tv78BgCcRwJQnFlb2/Pw4cPMTMzo06dOoSFheHl5UVCQgLwPlmKnp6ehqMUhM9LUbnPFG0D/7Ns2TJNh/DZyGqfGz16tMzyrPa5qVOnqiWOr776ikuXLrF06VIOHDgAvE9oFhoair29PQADBgwgICCAsWPHKlVWSkpKtgE/ABYWFnI/+/333zNgwAA8PT0xNzdXKo7CJG+/yvsuFRnk+vPPPzN79mymTZuGlpZWvmN89OgRtra2wPuBUFnJyXr27MmMGTMUWsfH21fYwsPDuXbtGgA2NjY0btxYreUrq0qVKjx8+BALCwtq1KhBQEAAjRo1IiwsTKHExNOmTWPevHm4u7tTrlw56fKOHTuyatUqhWKQt47w8HD8/PyYM2cOrq6udO3alcGDB9OrVy+VJk9WVzlF1YdJ3+Q9p1FXPVAcPHr0iIoVK2ZbbmpqysOHDzUQkSBPcdlnIumboCofDgKXRwwCl1VU2gXkadKkifT/ZmZmHDt2TIPRFH3Kti2sXbsWDw8PnJycSE1NBaBkyZKMHDmSX3/9VQURfjryewzp6elppA3cwMCAEydOEBISQlRUFElJSTRq1IjOnTsrvA55v6s7d+4oF6QKZG3nuXPniI6OLtB2FqbXr18r/F7xvLPoUUWd+ebNG2mCSCMjI54+fUqtWrWwtbVVSxJFRSxevJgvv/xSmpzMycmJuLg4ypcvz86dOzUdnlRu++O7777j9evXBAYGqqScwm6vLy7XYlWrViUyMpKTJ0/KTMpRVM6vqpSWlsamTZs4efIkjRs3zpYIsH79+ty6davQEsS5ublx4cIFvLy8SEpKokePHvTp04f09HRKlSpF27Ztadu2bY6f1UQ9s2LFCoYOHUrLli2lCbhSU1Pp06cPy5cvV0kZgmrNnj2bOXPm0KRJEypWrCjTj19dtLW1pRN/njx5EhcXF+B937D8/I4/dvnyZZm/GzZsCMDVq1dllmtim4uzopIcVhAEQRAEQRAEQRAEoTgRCeIEQRAEQRCEAhk9ejQTJ05k06ZNSCQS/v77by5cuICHh4fCA85UQdmBc5+SdevW4efnJ7NsxYoV3LlzB19fX9zc3Jg/fz5BQUG0bNkSgIsXLxISEsKkSZPUFqc6fjurVq1iwIABnD17Fltb22wztX1OiQPlKSrHslD8/PPPPzx58gQbGxuZ5U+fPpV2qjE0NCQlJUUT4RU58jr7KTt4yNPTEycnJ9zc3OjUqZP0PB8QECAd/C8o7vLlywQHBxMUFMTixYvR1tamXbt2tG/fnvbt24uEcR/o0aOHpkNQGXEcCULxZGhoyO3btzEzM+POnTtkZGSgp6cnTZAiCIL6FZX7TNE28D8iSYb65NQ+B1CvXj0GDhyo1sRAjRs3Zvv27bm+bm1tzYwZM7h48WKBjpG4uDhGjBjB+fPnZZZnZmYikUhIT0+XG+Pjx49xd3cv0snhQP5+/fbbb5X6LuF9or1vvvmmwG3cyiYrU6f79+8zaNAgQkJCMDQ0BODVq1e0atWKXbt2UaVKFc0GqKB+/fpx6tQpmjdvjqurq3RygMTERGnC8bzExMTk+LsyMzPj2bNnCsUgbx329vbY29vj7e1NUFAQfn5+fPvtt2RkZODo6MimTZsUKkcedZVTHBSleqCoq1q1KiEhIdkGP4eEhFCpUiUNRSXkpTjts4SEBDZv3kxCQgLLly/HzMyMo0ePYmFhQb169TQdnlBMbN68mfr161OyZEkkEgmZmZk5vk8MAs+uqLQLCKqlbNuCnp4ev/32G7/++qvM5B4fPzMVFDuGHj9+jIeHB6dOneLJkyfZzlGK3JMrIzU1FV1dXa5cuYKDgwMODg4FWk9xarNq3bo1rVu31nQY2RgaGsqti/LTViOolyrqzNq1a3Pjxg2qV69OgwYNWLduHdWrV2ft2rU5JnjWhCpVqhAVFcWuXbukiRZHjhyJs7Mzurq6mg5PSl3XMIV97isO12If1iNffPEFX3zxhaZDKlRXr16lUaNGANy8eVPmNYlEwrx58/Dw8GDu3Lk59ilTNvFa//796d+/P/A+keTEiROJjIwkNTWVBg0a0Lx5c9q2bcvs2bOzfVYT9YyhoSEHDx4kPj6e2NhY4P0EI9bW1ipZv6B6a9euZcuWLQwZMkRjMbRu3Rp3d3ccHBwIDQ1l9+7dwPtjTplnDqpKDioIgiAIgiAIgiAIgiAIypJk5tZzRRAEQRAEQRDykJmZyYIFC/Dy8pLOuqWjoyPtqKAuxsbGhIWFUaNGDbWVWVSVLl2aa9euyQzMsLS0JC0tjfv372ebFfJDEomEW7duqSFK9fx2fHx8GDt2LKVLl8bExESmk4o6t7U4KCrHslD8ODs7c+HCBRYvXkzTpk0BCAsLw8PDg1atWrFt2zZ27drFokWLCA8P13C0mtehQ4dcX5NIJJw+fVrpMh49esTDhw9p0KCBdEB5aGgo+vr61KlTR+n1f86ioqJYunQpO3bsICMjQ3Se/4SJ40gQip9vv/2WrVu3UrFiRRITE6lSpQolSpTI8b3iPkAQ1KOo3GeKtgFZ6enpHDhwgGvXrgHvE9X07t0713OmUDA5tc/B+zrIxsaGd+/eqSWOI0eOUKJECb788kuZ5cePHycjI4Nu3bpli/FDihwjDg4OlCxZkmnTplGxYsVsg8QaNGggN84RI0bg4ODAyJEj5b5Xk+Tt17wG2yp6vnFzc8PU1JSffvqpQDFOmzYNfX19fvrpJ3bv3s3gwYOpXr26NFnZwoULC7TewtC1a1devXqFr68vtWvXBuDGjRsMHz4cfX19jh07puEIC+bixYucP3+emjVr0qtXL7nvr1KlCnv27KFVq1aUK1eOqKgorKys2L9/Px4eHtKkGapeR2RkJCNHjiQ6OrpQ2zfUVU5RU1TqgeLA29sbb29vfv31Vzp27AjAqVOnmDJlCpMmTeLHH3/UcITCx4rLPgsODqZbt244ODhw5swZrl27hpWVFQsXLiQ8PBx/f39NhygUE1paWjx69AgzMzOsrKwICwvDxMRE02EVC0WlXSAn9vb2Cif1i4yMLORoih/RtqAeihxD3bp1IzExke+//z7He/I+ffoUepxZ9x6K3P/npTj8rsLCwggMDOTJkydkZGTIvKbsRHDKCg4OVvi97dq1K8RIhIJQRZ25fft20tLSGDZsGBEREXTt2pXnz5+jra2Nr68v33zzTWFugkLevXtH6dKlNR2GXOq8hinMc19Rvhb7kKrqkU/Bh5OGfFinF0aCTyMjI6KiorCwsKBcuXIcO3aMe/fuERwczJo1a7K9X1P1jI+PD0uXLiUuLg6AmjVr8sMPPzBq1CiVlSGojomJCaGhoRrtx5+YmMh3333HvXv3mDBhgvS5k5ubG+np6axYsUJjsQmCIAiCIAiCIAiCIAiCKogEcYIgCIIgCIJSUlJSiI+PJykpCRsbG8qWLavW8pUdOPcpqVmzJjNnzmTw4MEyy7dt28bMmTOL3MDnwvztVKhQgQkTJjBt2jSZDjRC7jR9LAvFT1JSEm5ubmzdupW0tDQASpYsydChQ1m6dCllypThypUrADRs2FBzgQpCAWRmZnL58mWCgoIICgri3LlzvH79Gjs7O9q1a8fSpUs1HaIgCILwgWPHjhEfH8+ECROYM2cO5cqVy/F9EydOVHNkgvB50/R9pmgb+J/4+Hi6d+/OgwcPZJIxVa1alcOHD4uJF1SoqLTP2dnZsXDhQrp37y6z/NixY0ydOpWoqCilyyhTpgwRERFKJVJOTk5mwIABmJqaYmtrS6lSpWRenzBhgrJhqoQ69uuECRPYunUrDRo0wM7OLtt3kd8B5/lNVqZOurq6nD9/Hnt7e5nlERERtGnTRjpwtShLTU1lzJgxzJgxI89ki3nx8PDg0qVL/P7779SqVYvIyEgeP36Mi4sLLi4uzJw5U2XruH//Pn5+fvj5+XH16lVatmyJs7MzY8eOLVDsuVFXOUVZUakHioPMzEymTZvGihUrSElJAd4n2Js6dSqenp4ajk7ISXHZZy1btmTAgAG4u7vLJM8MDQ3F0dGR+/fvazpEoZgwMTHhyJEjNG/eHC0tLR4/foypqammwypWNN0ukJPZs2dL///u3Tt+++03bGxsaNmyJfD+Ovqvv/7iu+++w8vLS1NhFkmibUH98jqGypUrx9mzZzX6HN7Hx4d9+/axbds2jI2NC7QOeb+rJk2a5JjUUSKRULp0aaytrRk2bBjDhw9XalvysmDBAqZPn07t2rUxNzfPNgmFKiaCU6WzZ8+ybt06EhIS8Pf3p3Llymzbtg1LS0tat26t6fCEXKiyzkxOTub69etYWFhQvnx5FUZZcPr6+vTr14/BgwfTqVOnIt9eX9jXMOqqU4vitdiHVFGPfCp8fX2pWrVqtgSBGRkZJCYmMnToUJWVtXPnTvr06YOenp7MPbOi1FHPeHp6smTJElxdXaXX6RcuXGDVqlW4ubkxZ84clZQjqM7UqVMpW7YsM2bM0HQogiAIgiAIgiAIgiAIgvDJEgniBEEQBEEQhGJN1QPnijNvb2+8vb359ddf6dixIwCnTp1iypQpTJo0iR9//FHDEaqPsbExYWFhohOyIKhBUlKSdGCjlZVVketQKAgFYWRkRFJSEg0aNKBdu3a0b9+eNm3aYGhoqOnQBEEQhDwMHz6cFStW5JogThCEz4toG/if7t27k5mZyY4dO6QDrZ4/f87gwYPR0tLi8OHDGo7w01FU2ud0dXW5du0a1atXl1k+atQo/Pz8SE5Oxt3dPdfPSyQSFi9enGcZTZs2ZenSpUoN+vLx8WHs2LGULl0aExOTbIOsi0oipZz26+jRo4mIiMDDw4OnT5/m+llFvkuADh065LkOeQPOvby8MDc3Z8SIETLLN23axNOnT5k6darcGNSlVq1abN++nWbNmsksDw0NxcnJifj4eA1Flj8GBgZcuXKlwAniUlJSGD9+PFu2bCE9PZ2SJUuSlpaGs7MzW7ZsyTYgtCDr2LhxI35+fpw7d466devi7OyMk5MT1apVK1DMuVm3bp1ayikOiko9UJwkJSVx7do1dHV1qVmzJjo6OpoOSZCjqO+zsmXLEhMTg6Wlpcxg9zt37lCnTh3evXun6RCFYuLbb7/F19eXSpUqkZiYSJUqVXKtn4vKdauQP6NGjaJixYrMnTtXZvnMmTO5d+8emzZt0lBkRZNoWyhabGxs2LFjR7bE2+pkb29PfHw8qampVKtWjTJlysi8HhkZKXcd8n5XnTt3Zv78+XTr1k16DxkaGsqxY8dwc3Pj9u3bbNu2jZUrVzJ69GjVbyRgbm7OL7/8wrBhwwpl/aq0d+9ehgwZgrOzM9u2bSM2NhYrKytWrVrFkSNHOHLkiKZDFFQkr3a9jxWFvpP79+/Hz8+Pw4cPY2BgwDfffMPgwYNp0qSJpkPTCFGnvqeKeuRTUaJECR4+fIiZmZnM8ufPn2NmZkZ6enqhlHvv3j0qVaqkUDskqK+eMTU1ZcWKFQwaNEhm+c6dO3F1deXZs2cqKUdQzod1UUZGBr6+vtjZ2Wm0H39CQgKbN28mISGB5cuXY2ZmxtGjR7GwsKBevXpqiUEQBEEQBEEQBEEQBEEQCotIECcIgiAIgiAUa8oOnPuUZGZmMm3aNFasWEFKSgoApUuXZurUqXh6emYbHPixT6mDs5ubG6ampvz000+aDkUQBEEohg4fPkybNm3Q19fXdCiCIAiCIAhCAYm2gf8pU6YMFy9exNbWVmZ5VFQUDg4OJCUlaSiyT4+89jl1qVChAn5+ftLkRFkaNmzI/fv3efbsmdLtqqdPn2b69OksWLAAW1vbbAN+FLmfqlChAhMmTGDatGloaWnJfb+m5LRfAaZMmYKXl1eRaKOuXr06fn5+tGrVSmb5pUuXGDhwILdv3y70GBR18OBBFixYwOrVq6UDgcPDw3F1dWXq1Kn07dtXswEqaOjQoTRs2BA3Nzel1nPv3j1iYmJISkrC3t6emjVrqmwdVatWZdCgQTg7O9OgQQOl4syLusopDopKPSAIn7MqVaqwZ88eWrVqJZMgbv/+/Xh4eJCQkKDpEIVi5NixY8THxzNhwgTmzJmT66QEEydOVHNkgioYGBgQHh6e7forLi6OJk2a8M8//2gosqJJtC0ULQEBASxevJh169ZlSw6vLrNnz87z9ZkzZ8pdh7zf1ZdffskXX3zB2LFjZV5ft24dAQEB7N27l5UrV7J+/XpiYmLyvxEKqFixImfOnCnQvZq62dvb4+bmhouLi8x10OXLl+nWrRuPHj3SdIiCiuTVFvWhotZ38t9//8Xf35+dO3dy+vRprKysGDx48Gd3vyzq1PdUUY98KrS0tHj8+DGmpqYyy+/evYuNjQ1v3rxRWVnff/89c+bMkSYnzA911TOGhoaEhYVlq3tv3rxJs2bNePXqlUrKEZRT1Oqi4OBgunXrhoODA2fOnOHatWtYWVmxcOFCwsPD8ff3L/QYBEEQBEEQBEEQBEEQBKEwiQRxgiAIgiAIgvCJSUpK4tq1a+jq6lKzZk10dHQA6Nevn8z7UlNTuXr1Kq9evaJjx47s27dPE+EWigkTJrB161YaNGig0RnpBOFT4+joyJYtW9DX18fR0THP935K5xRBEARBEARBEIof0TbwP8bGxvz555/ZEkeFhITQq1cvXrx4oaHIPl25tc+py5gxY7hw4QL79++nRo0aAMTHx/PVV1/RtGlTNm7cqHQZWQndJBKJzPLMzEwkEgnp6ely12FsbExYWJg0xqJO0/s1L6VLl+batWtYWlrKLL916xY2Nja8e/dOQ5FlZ2RkRHJyMmlpaZQsWRJA+v8yZcrIvLcon5/mzZvH4sWL6dSpE40bN84W+4QJE7J9xt3dXeH151ZP5Wcdixcv5ty5c6xbt45bt27x+++/U7lyZbZt24alpSWtW7dWeF15yczMVEs5xUlRPl8IwqfOw8ODS5cu8fvvv1OrVi0iIyN5/PgxLi4uuLi4fFZJBgTVGT58OCtWrMg1QZxQPFWoUIGFCxcybNgwmeVbtmxh6tSpPH78WDOBFVGibaFo+fC+Sk9PL1u7V3HZH/J+VykpKVy5cgVra2uZ1+Pj42nYsCFJSUkkJCRgZ2en0uQ5H/L29ubvv/9m2bJlhbJ+VdLT0yM2Npbq1avLJO4pim0DghAbG4uzszPR0dEKtSN+SkSdKmTJaudbvnw5o0ePRk9PT/paeno6ly5dokSJEoSEhChVzv3796lSpQrw/vd35coVLCwssLW15ciRI1StWlWh9airnnF1daVUqVLZ2kc9PDx4+/Ytq1evVkk5wqelZcuWDBgwAHd3d5nfZ2hoKI6Ojty/f1/TIQqCIAiCIAiCIAiCIAiCUkpqOgBBEARBEARBEFTr0aNHvHjxgrZt26KjoyMdlLl///5s783IyGDcuHHFZhCmomJiYrC3twfg6tWrMq99PGhVEATFGRgYSI8hAwMDDUcjCIIgCIIgCIKQO9E28D89e/bk22+/xcfHh2bNmgFw6dIlxo4dS+/evTUc3aepbNmyNG3aVGPle3t707VrV+rUqSMd+HX//n3atGnDokWLVFJGYGCg0usYOnQou3fv5qefflJBRIVP0/s1L1WrViUkJCRbgriQkBAqVaqkoahyVhwG1SvCx8cHQ0NDIiIiiIiIkHlNIpHkmCDu8uXLMn9HRkaSlpZG7dq1Abh58yYlSpSgcePGuZabn3Xs27ePIUOG4OzsTGRkJP/99x8A//zzDwsWLODIkSP53/AcqKuc4qQony8E4VO3YMECxo8fT9WqVUlPT8fGxoa0tDScnZ2ZPn26psMTiqnNmzdrOgShEPzwww+MGzeOyMhImXvlTZs2MWPGDA1HV/SItoWipSjdV6WkpPDkyRMyMjJklltYWMj9rLzf1enTp/njjz9wc3OT+dwff/yBsbExAG/evCnUBJ4eHh706NGDGjVqYGNjky0ZX1GaOK9ChQrEx8dTvXp1meXnzp3DyspKM0EJwgfevXvHoUOH8PPz49ixY5ibmzN58mRNh6V2ok6VpUw9UtxltfNlZmYSExODtra29DVtbW0aNGiAh4eH0uXUqVMHExMTHBwcePfuHffu3cPCwoI7d+6Qmpqq8HrUWc/4+PgQEBBAixYtgPfHSGJiIi4uLjITaHxOk0EJeYuJicHPzy/bcjMzM549e6aBiARBEARBEARBEARBEARBtSSZmZmZmg5CEARBEARBEATlPX/+nK+//prAwEAkEglxcXFYWVkxYsQIjIyMWLx4cY6fu3HjBu3bt+fhw4dqjlgQhOLs7du3ZGRkUKZMGQDu3LnDgQMHqFu3Ll9++aWGoxMEQRAEQRAEQRCyvHr1iqFDh/LHH39IB7GmpqbSp08ftmzZIhKAf6IyMzM5ceIEUVFR6Oo50PipAAAmEUlEQVTqYmdnR9u2bTUdlowJEyawdetWGjRogJ2dXbZB1mJwl+K8vb3x9vbm119/pWPHjgCcOnWKKVOmMGnSJH788UcNRyh8bMmSJQQFBeHr64uRkREAL1++ZPjw4bRp04ZJkyYpvY7t27fj5uaGi4sL5cqVIyoqCisrKy5fvky3bt149OiRSrbF3t5eLeUIgiDkx71794iJiSEpKQl7e3tq1qyp6ZAEQSiC9uzZw/Lly7l27RoAdevWZeLEiXz99dcajqzoEW0Lwsdu3rzJyJEjOX/+vMzyrEks09PT5a4jp99VWloavXv3ZsuWLezZs4dx48bRvXt3aRKlsLAwjhw5wtq1axk5ciSLFy8mNDSU3bt3q34jge+//56NGzfSoUMHzM3Ns008UZSSiHp5ebF9+3Y2bdrEF198wZEjR7h79y5ubm7MmDEDV1dXTYcofKaOHz+On58fBw4coGTJkvTv3x9nZ+ci11apLqJOfU8V9cinYvjw4Sxfvhx9ff1CWX9aWhqRkZGcPXuWn3/+GR0dHczNzblz5w7Lly/H0dERc3NzuetRVz3ToUMHhd4nkUg4ffq0SsoUir8qVaqwZ88eWrVqJdNGvX//fjw8PEhISNB0iIIgCIIgCIIgCIIgCIKgFJEgThAEQRAEQRA+ES4uLjx58oSNGzdSt25d6QPu48eP4+7uzl9//ZXj544cOcLQoUN5+vSpmiMWBKE469KlC46OjowdO5ZXr15Rp04dSpUqxbNnz1iyZAnjxo3TdIiCIAiCIAiCIAjCB+Lj44mNjQXAxsYGa2trDUckfAqSk5NJTEwkJSVFZrmdnZ3cz+Y10EsM7sqfzMxMpk2bxooVK6T7onTp0kydOhVPT08NR5ddeno6Bw4ckCbiqFevHr1796ZEiRIajkxx7u7uOS6XSCSULl0aa2tr+vTpg7GxcY7vq1y5MgEBAdSrV09m+dWrV+nSpQt///233BjkrePVq1fExsZSvXp1mUFxt27dwsbGhnfv3im4tXnT09NTSzmCIAi5ye2cnBORgFYQBEE5om2h6EhISGDz5s0kJCSwfPlyzMzMOHr0KBYWFtnuEQqDg4MDJUuWZNq0aVSsWDFb4rQGDRrk+fnMzEzu3buHqakpDx48kEnU+OHvKiQkhFWrVnHjxg0AateujaurK61atVLxFuWsXLly7Nq1ix49eqilPGVkZmayYMECvLy8SE5OBkDn/9q7++AqywN9/FcgQAWCSAvqIBYCERpfKYVRgSrapWpfKLTTtUShKOzosqihoXWnvmyLRbeWpFVq1a6IsK19wdWuVSvu6vqKqARRaRcFFbuIilrEELuQmN8f/sy3WVCpQE6Az2eGmXPu5znPfR3mnHNzzvBcT6dOqaqqysyZMwucjr1Z586d8/nPfz4VFRU55ZRTtrpIxN5qb19Td3QdYfu99dZb2WeffZIk++23X5YuXZp169blM5/5TA477LCsWLEiffr0aV5r34t1hrasqqoqS5Ysya9//esccsghqa2tzcsvv5wJEyZkwoQJufjiiwsdEQAAAAB2SHGhAwAAADvHokWLcuedd+aggw5qMV5WVpY1a9ZsdXJEU1NT1q1bl9tuuy0TJ05szajAHqC2tjY1NTVJkoULF2b//ffPsmXLctNNN+Wiiy5SEAcAANCGXHfddampqckzzzyT5J3fi84777xMnjy5wMnYVf7zP/8zNTU1LU6wPu+88/KZz3xmpxx//fr1mTRpUu64445tbm9sbPzAY9xzzz07JQvvlJL98z//cy688ML84Q9/yD777JOysrJ06tSp0NG2smrVqpxyyilZu3ZtBg4cmCS59NJL06dPn9x2223p379/gRNun2XLlqW2tjaNjY3Nz+Ppp59O+/btM2jQoFx11VX5xje+kQceeCDl5eVbPX7jxo3bvGjL+vXr8+abb25Xhg86xgEHHJBVq1alb9++LbY/8MADKS0t3a45tkdrzQPwXpYtW9bifm1tbRoaGrb6fB4yZEgh4gFt3ObNm/PKK6/k7bffbjF+8MEHFyhR2+W3hbbj3nvvzcknn5zhw4fnvvvuy/e+97306tUry5cvz3XXXZeFCxfu8gyPP/54li5dmkGDBn2oxzc1NWXAgAFZsWJFysrK3rMYafjw4Rk+fPiORN0hPXr02G2+pxYVFeXb3/52ZsyYkVWrVqWuri7l5eXp2rVroaOxl3v55ZdTUlJS6BhtijV1x9cRtl/37t1z1FFHZfjw4dm8eXPeeuut5oK+X/7yl+ndu3ceffTRDzyOdYa2bNasWZk6dWr69OmTxsbGlJeXp6GhIRUVFbngggsKHQ8AAAAAdpiCOAAA2ENs2rQpnTt33mr89ddfT6dOnbY6OaJdu3bp2bNnZs+enTPOOKO1YgJ7iPr6+ub/wLlo0aKMGzcu7dq1y9FHH501a9YUOB0AAADvuuiii1JdXZ1p06blmGOOSZIsXrw4lZWVeeGFF/Ld7363wAnZ2a666qqce+65+cpXvpJzzz03SfLwww/nlFNOSU1NTaZOnbrDc5x33nnZsGFDlixZkuOPPz4333xzXn755VxyySWZPXv2Dh+fD6dr164ZOnRooWO8r3POOSf9+/fPww8/nB49eiRJXnvttZx22mk555xzcttttxU44fYZM2ZMevTokeuvvz7dunVLkrzxxhuZPHlyRowYkSlTpmT8+PGprKzMnXfeudXjx44dm0mTJmX27NkZNmxYkmTJkiWZMWNGxo0bt10ZPugYgwYNyrnnnpu5c+emqKgoL774YhYvXpyqqqpceOGFO+lvIpkyZUqrzAPwXv6ydLa6ujolJSW54YYbst9++yVJ/vSnP2XSpEkZOXJkoSICbdAzzzyTM844Iw899FCL8aamphQVFW1X6fXexG8Lbcv555+fSy65JNOnT29RunTCCSdkzpw5rZKhvLw8r7766od+fLt27VJWVpbXXnstZWVl77nf6tWrc/311+fZZ5/ND3/4w/Tq1St33HFHDj744Bx66KEfev7t9U//9E+5+OKLc/3112/z/2S1RR07dtxmUTkUSklJSRobG3PLLbc0X8yivLw8Y8aMSfv27QucrvVZU9+xo+sI22/t2rVZvHhxHnrooTQ0NGTIkCEZOnRoNm/enNra2hx00EEZMWLEdh/POkNb1LFjx/z0pz/NRRddlCeffDJ1dXUZPHjw+/47EwAAAAB2J0VNTU1NhQ4BAADsuFNOOSVDhgzJzJkzU1JSkieeeCIf//jHc+qpp+btt9/O/Pnz09TUlC5duiRJnn/++dxyyy35xCc+kc9+9rMFTg/sbo444ohMnjw5Y8eOzWGHHZbf/e53OeaYY7J06dJ87nOfy0svvVToiAAAACTp2bNnrrjiinzta19rMX7jjTdm2rRpTsLaAx100EE5//zz8w//8A8txn/84x9n1qxZWbt27Q7PceCBB+Y3v/lNhg0blm7duuWxxx7LIYcckn//93/P97///TzwwAM7PAd7pi5duuThhx/O4Ycf3mJ8+fLlGT58eOrq6gqU7K/Tu3fv3HXXXVudDLlixYqMHj06a9euTW1tbUaPHr3Nz9n6+vpUVVVl7ty52bJlS5KkuLg4Z555Zi6//PLm3/Hfzwcdo3Pnzpk1a1YuvfTS1NfXJ0k6deqUqqqqzJw5c0f/Cpo1NTW1yjwA26N3795ZtGjRVoUxTz31VEaPHp0XX3yxQMmAtmb48OEpLi7O+eefnwMPPDBFRUUtth955JEFStY2+W2hbenatWuefPLJ9OvXLyUlJVm+fHlKS0vz/PPPZ9CgQfnzn/+8S+bduHFj8+3HHnssF1xwQWbNmpXDDz88HTp0aLHvu0Xa7+fWW2/N97///fzkJz/JYYcdttX2e++9NyeffHKGDx+e++67L3/4wx9SWlqayy67LI899lgWLly440/qAwwePDirV69OU1NT+vbtu9XzrK2t3eUZYHe3atWqnHLKKVm7dm0GDhyYJFm5cmX69OmT2267Lf379y9wwta1N6+pO3sd4a+33377Na+pEyZMyAEHHJCXX345w4YNy7333lvoePBXmT59+nbvW11dvQuTAAAAAMCuV1zoAAAAwM5x+eWX54QTTshjjz2WzZs355vf/GZWrFiR119/PQ8++GC+9KUvZdy4cTnrrLOyYcOGHH300enQoUNeffXVVFdX5+yzzy70UwB2IxdddFHGjx+fysrKnHjiic1XtV20aFEGDx5c4HQAAAC8a8uWLfnUpz611fiQIUPS0NBQgETsahs2bMhJJ5201fjo0aPzrW99a6fMsWnTpvTq1SvJOyeVrV+/PoccckgOP/xwJ0fzvjp16pQ333xzq/G6urp07NixAIk+nDfeeCOvvPLKVgVx69evbz7ZtXv37tm8efM2H9+5c+dcddVVufzyy7N69eokSf/+/berGO6vOca3v/3tzJgxI6tWrUpdXV3Ky8vTtWvXv+q5fpCioqJWmQdge2zcuDHr16/fanz9+vXbXH+Avdfjjz+epUuXZtCgQYWOslvw20Lb0r1796xbty79+vVrMb5s2bL07t17l877l2WKTU1NOfHEE1vs09TUlKKiojQ2Nn7g8SZMmJD6+voceeSR6dixY/bZZ58W2wcOHJhLLrkk06dPT0lJSfP4CSeckDlz5uzgs9k+X/rSl1plHtiTnXPOOenfv38efvjh9OjRI0ny2muv5bTTTss555yT2267rcAJW9fevKbu7HWED2fffffNV7/61Zx55pm5++6707lzZ+Vw7JaWLVvW4n5tbW0aGhqay0iffvrptG/fPkOGDClEPAAAAADYqRTEAQDAHmDLli0555xzcuutt+auu+5KSUlJ6urqMm7cuEydOjUHHnhgamtrU1NTkyRZuHBh9t9//yxbtiw33XRTLrroIgVxwF/lK1/5SkaMGJF169blyCOPbB4/8cQTM3bs2AImAwAA4C+dfvrp+clPfpLq6uoW49dee20qKioKlIpd6Ytf/GJuvvnmzJgxo8X4b37zm3z+85/fKXMMHDgwK1euTN++fXPkkUfmmmuuSd++fXP11VfnwAMP3ClzsGf6/Oc/n7/7u7/Lddddl2HDhiVJlixZkrPOOitf/OIXC5xu+40ZMyZnnHFGZs+enaFDhyZJHn300VRVVTUXCDzyyCM55JBD3vc4Xbp0yRFHHLFDWT7oGB07dtyqyG5XaK15AN7P2LFjM2nSpMyePbvFOjNjxoyMGzeuwOmAtqS8vDyvvvpqoWPsNvy20Laceuqp+da3vpVf//rXKSoqyttvv50HH3wwVVVVmTBhwi6b95577mm+/fzzz6dPnz5p3759i33efvvtvPDCC9t1vB/+8Ifvu33q1Kn5+c9/vtV4r169Wu39e/HFF7fKPLAnu/fee1uUwyXJRz/60Vx22WUZPnx4AZMVxt68pu7sdYS/3hNPPNFcJvvxj388HTp0yAEHHJC//du/LXAy+Ov95WdKdXV1SkpKcsMNN2S//fZLkvzpT3/KpEmTMnLkyEJFBAAAAICdpqipqamp0CEAAIAd17Nnzzz00EMpKyvb5vbOnTvnv//7v3PwwQfnq1/9ag499NBcfPHF+eMf/5iBAwemvr6+lRMDAAAAsKtNmzYt8+fPT58+fXL00Ucneack44UXXsiECRPSoUOH5n3/70lp7D6uuOKK5tsbN27MD37wgwwfPjzHHHNMkuThhx/Ogw8+mG984xu54IILdni+f/3Xf01DQ0O+/vWvZ+nSpTnppJPy2muvpWPHjrnhhhucUMZ72rBhQyZOnJhbb721+fNny5YtGTNmTObNm5d99923wAm3T11dXSorKzN//vw0NDQkSYqLizNx4sTU1NSkS5cuefzxx5MkRx11VOGCAuxl6uvrU1VVlblz52bLli1J3vl8PvPMM3P55ZenS5cuBU4ItBV33313LrjggsyaNSuHH354i+/GSdKtW7cCJWub/LbQtmzevDlTp07NvHnz0tjYmOLi4jQ0NKSioiLz5s3bqmxnV2jfvn3WrVuXXr16tRh/7bXX0qtXrzQ2Nu7wHAcddFB+9atf5dhjj01JSUmWL1+e0tLS3Hzzzamqqsrq1at3eA5g1+vRo0d++9vf5thjj20x/uCDD+YLX/hCXn/99QIlKwxr6jtaYx0B9h69e/fOokWLcuihh7YYf+qppzJ69Oi8+OKLBUoGAAAAADuHgjgAANhDVFZWplOnTrnsssu2uf2II47I5MmTM3bs2Bx22GH53e9+l2OOOSZLly7N5z73ubz00kutnBgAAACAXW3UqFHbtV9RUVHuvvvuXZyGXaVfv37btV9RUVGeffbZnTp3U1NT3nrrreaLU3zsYx/bqcdnz7Rq1ar8/ve/T5KUl5dnwIABBU704dTV1TW/p0pLS9O1a9cCJwIgSTZt2tRcGtO/f3/FcMBW2rVr13y7qKio+XZTU1OKioqUkvwffltom/74xz/mySefTF1dXQYPHvyeF5TcFdq1a5eXX345PXv2bDG+Zs2alJeXZ9OmTdt83MaNG5sLGDdu3Pi+c3z3u9/NkiVL8utf/zqHHHJIamtr8/LLL2fChAmZMGFCLr744p3zZN7Hfvvt1+Iz4l1FRUX5yEc+kgEDBuTrX/96Jk2atMuzwO5qwoQJqa2tzXXXXZdhw4YleacQbcqUKRkyZEjmzZtX2ICtzJr6jg+7jgBsS0lJSW699dYcf/zxLcbvueeefPGLX8ybb75ZmGAAAAAAsJMoiAMAgD3Eu1eXLCsry5AhQ7Y60eHYY4/N+PHj09jYmBNPPDGLFi1Kklx66aW57777cscddxQiNgAAAACwG7ruuutSU1OTZ555JklSVlaW8847L5MnTy5wMto6rx0AAArt3nvvfd/txx13XCslgb/e9OnTtzn+l6VlY8aMSY8ePXbZ3D/60Y8yZcqUdO7cuXlbY2NjlixZkvbt2+fBBx/c5uPbt2+fdevWpVevXmnXrt02y9feLWp86623MnXq1MybNy+NjY0pLi5OQ0NDKioqMm/evLRv336nP7//q6amJt/73vdy8sknNxdbPfLII/nd736XysrKPPfcc1mwYEGuvPLKTJkyZZfngd3Rhg0bMnHixNx6663p0KFDkmTLli0ZM2ZMrr/++nTv3r2wAWlVO7qOAGzLhAkTcv/992f27NktykhnzJiRkSNH5oYbbihwQgAAAADYMQriAABgD/F+V5d894qSL730UtatW5cjjzyy+YrYjzzySLp165ZBgwa1VlQAAAAAYDd20UUXpbq6OtOmTcsxxxyTJFm8eHHmzJmTysrKfPe73y1wQtoqrx0AANqK+++/P9dcc01Wr16dhQsXpnfv3lmwYEH69euXESNGFDoevKdRo0altrY2jY2NGThwYJLk6aefTvv27TNo0KCsXLkyRUVFeeCBB1JeXr7T507eKVk85phj0rFjx+ZtHTt2TN++fVNVVZWysrJtPv7ee+/N8OHDU1xcnP/6r//aZkHcu94tavzjH/+YJ598MnV1dRk8ePB7HntX+PKXv5y/+Zu/yVlnndVi/JprrsmiRYty00035corr8y1116bJ598stVywe5o1apV+cMf/pAk+cQnPpEBAwYUOBGFsKPrCMC21NfXp6qqKnPnzs2WLVuSJMXFxTnzzDNz+eWXb3XBdQAAAADY3SiIAwAAAAAAAIA9xBlnnPG+2+fOnbvDc/Ts2TNXXHFFvva1r7UYv/HGGzNt2rS8+uqrOzwHeyavHQAA2oKbbropp59+eioqKrJgwYL8/ve/T2lpaebMmZPbb789t99+e6Ejwnv64Q9/mPvvvz/XX399unXrliR54403Mnny5IwYMSJTpkzJ+PHj89Zbb+XOO+/cJRkmTZqUH/3oR83z7yzTp0/f7n2rq6t36tzb0rVr1zz++ONbFVmtWrUqRx11VOrq6rJ69eocccQR2bRp0y7PA7uj93pfFxUV5SMf+UgGDBiQMWPGpEePHq2cjELaVesIsHfbtGlTVq9enSTp37+/YjgAAAAA9hgK4gAAAAAAAABgDzF27NgW97ds2ZKnnnoqGzZsyAknnJB/+7d/2+E5unfvnkcffTRlZWUtxp9++ukMGzYsGzZs2OE52DN57QAA0BYMHjw4lZWVmTBhQkpKSrJ8+fKUlpZm2bJlOfnkk/PSSy8VOiK8p969e+euu+5KeXl5i/EVK1Zk9OjRWbt2bWprazN69Og2XcJdVlaWioqKVFRUNH9HHDVqVIt9amtr09DQkIEDByZ557tj+/btM2TIkNx99927POPBBx+cysrKVFZWthivqalJTU1NXnjhhTzxxBMZPXq0zw14D6NGjUptbW0aGxu3ei8PGjQoK1euTFFRUR544IGtPtcAAAAAAABIigsdAAAAAAAAAADYOW6++eatxt5+++2cffbZ6d+//06Z4/TTT89PfvKTVFdXtxi/9tprU1FRsVPmYM/ktQMAQFuwcuXKfPrTn95qfN9991VaTJv3xhtv5JVXXtmqSGn9+vXZuHFjknfKuTdv3lyIeNvt7//+7/Pzn/88M2fOzCc/+cmcdtppufHGG3PAAQckSaqrq1NSUpIbbrgh++23X5LkT3/6UyZNmpSRI0e2SsYLL7wwZ599du65554MGzYsSfLoo4/m9ttvz9VXX50kueuuu3Lccce1Sh7YHY0ZMyY9evTI9ddfn27duiV553Ns8uTJGTFiRKZMmZLx48ensrIyd955Z4HTAgAAAAAAtD1FTU1NTYUOAQAAAAAAAADsOitXrszxxx+fdevWfajHT58+vfl2Q0ND5s2bl4MPPjhHH310kmTJkiV54YUXMmHChFx55ZU7JTN7nmnTpmX+/Pnp06fPNl87HTp0aN73/5bIAQDAzlJaWpprr702n/nMZ1JSUpLly5entLQ08+fPz2WXXZbf//73hY4I76mioiKLFy/O7NmzM3To0CTvlJZVVVXl2GOPzYIFC/KLX/wiP/jBD/LYY48VOO0He/rpp/Ozn/0sN954Y5577rmMGjUqp512Wv7xH/8xixYtyqGHHtpi/6eeeiqjR4/Oiy++2Cr5HnzwwcyZMycrV65MkgwcODDTpk3Lscce2yrzw+6ud+/eueuuu7YqtVyxYkVGjx6dtWvXpra2NqNHj86rr75aoJQAAAAAAABtV3GhAwAAAAAAAAAAu9bq1avT0NDwoR+/bNmyFveHDBnSfNwk+djHPpaPfexjWbFixYcPyR7vqaeeyic/+ckkW792nnrqqeb9ioqKCpIPAIC9w5QpU3Luuedm7ty5KSoqyosvvpjFixenqqoqF154YaHjwfu65pprUllZmVNPPbX5e35xcXEmTpyYmpqaJMmgQYPyL//yL4WMud0OOeSQfOc738l3vvOdPPzwwzn77LMzadKkdO7cOevXr99q//Xr1+fNN99stXzDhw/P8OHDW20+2NO88cYbeeWVV7YqiFu/fn02btyYJOnevXs2b95ciHgAAAAAAABtXlFTU1NToUMAAAAAAAAAADtu+vTpLe43NTVl3bp1ue222zJx4sTMmTOnQMkAAADahqampsyaNSuXXnpp6uvrkySdOnVKVVVVZs6cWeB0sH3q6ury7LPPJklKS0vTtWvXAif68B555JH8/Oc/zy9/+cts3LgxX/jCF9KxY8fcf//9mT17doYNG5YkWbJkSWbMmJGRI0fmhhtuaNWMf/7zn7cqsOrWrVurZoDdUUVFRRYvXpzZs2dn6NChSZJHH300VVVVOfbYY7NgwYL84he/yA9+8IM89thjBU4LAAAAAADQ9iiIAwAAAAAAAIA9xKhRo1rcb9euXXr27JkTTjghZ5xxRoqLiwuUDAAAoG3ZvHlzVq1albq6upSXl+/WBVuwu3n66afzs5/9LDfeeGOee+65nHDCCamoqMi4cePStWvX1NfXp6qqKnPnzs2WLVuSJMXFxTnzzDNz+eWXp0uXLrs8Y319fb75zW/mV7/6VV577bWttjc2Nu7yDLC7q6urS2VlZebPn5+GhoYk77yXJ06cmJqamnTp0iWPP/54kuSoo44qXFAAAAAAAIA2SkEcAAAAAAAAAOwh6uvr09TU1Hyi9PPPP59bbrkln/jEJ/LZz362wOkAAAAA3im0Hzp0aMaPH59TTz01+++//zb327RpU1avXp0k6d+/f6sUw71r6tSpueeeezJz5sycfvrp+fGPf5y1a9fmmmuuyWWXXZaKiopWywK7u7q6ujz77LNJktLSUqWsAAAAAAAA20lBHAAAAAAAAADsIUaPHp1x48blrLPOyoYNGzJo0KB06NAhr776aqqrq3P22WcXOiIAAACwl3vmmWdSVlZW6Bjv6+CDD878+fNz/PHHp1u3bqmtrc2AAQOyYMGC3Hjjjbn99tsLHREAAAAAAADYw7UrdAAAAAAAAAAAYOeora3NyJEjkyQLFy7M/vvvnzVr1mT+/Pm54oorCpwOAAAAIM3lcJs3b87//M//5IUXXmjxpy14/fXXU1pamiTp1q1bXn/99STJiBEjct999xUyGgAAAAAAALCXUBAHAAAAAAAAAHuI+vr6lJSUJEkWLVqUcePGpV27djn66KOzZs2aAqcDAAAASJ555pmMHDky++yzTz7+8Y+nX79+6devX/r27Zt+/foVOl6SpLS0NM8991ySZNCgQfnVr36VJLn11lvTvXv3AiYDAAAAAAAA9hbFhQ4AAAAAAAAAAOwcAwYMyC233JKxY8fmzjvvTGVlZZLklVdeSbdu3QqcDgAAACD5+te/nuLi4vz2t7/NgQcemKKiokJH2sqkSZOyfPnyHHfccTn//PPzhS98IXPmzMmWLVtSXV1d6HgAAAAAAADAXqCoqampqdAhAAAAAAAAAIAdt3DhwowfPz6NjY058cQTs2jRoiTJpZdemvvuuy933HFHgRMCAAAAe7suXbpk6dKlGTRoUKGjbLc1a9Zk6dKlGTBgQI444ohCxwEAAAAAAAD2AgriAAAAAAAAAGAP8tJLL2XdunU58sgj065duyTJI488km7duu1WJ14DAAAAe6ahQ4empqYmI0aMKHSUbdqyZUtOOumkXH311SkrKyt0HAAAAAAAAGAvpSAOAAAAAAAAAAAAAABoFXfffXcuuOCCzJo1K4cffng6dOjQYnu3bt0KlOz/6dmzZx566CEFcQAAAAAAAEDBKIgDAAAAAAAAAAAAAABaRbt27ZpvFxUVNd9uampKUVFRGhsbCxGrhcrKynTq1CmXXXZZoaMAAAAAAAAAe6niQgcAAAAAAAAAAAAAAAD2Dvfcc0+hI3yghoaGzJ07N//xH/+RIUOGpEuXLi22V1dXFygZAAAAAAAAsLcoampqaip0CAAAAAAAAAAAAAAAYO9w//3355prrsnq1auzcOHC9O7dOwsWLEi/fv0yYsSIgmR64okncthhh6Vdu3YZNWrUe+5XVFSUu+++uxWTAQAAAAAAAHuj4kIHAAAAAAAAAAAAAAAA9g433XRTTj/99FRUVGTZsmX53//93yTJG2+8kVmzZuX2228vSK7Bgwdn3bp16dWrV9asWZNHH300H/3oRwuSBQAAAAAAAKBdoQMAAAAAAAAAAAAAAAB7h0suuSRXX311fvrTn6ZDhw7N48OHD09tbW3BcnXv3j3PPfdckuT555/P22+/XbAsAAAAAAAAAMWFDgAAAAAAAAAAAAAAAOwdVq5cmU9/+tNbje+7777ZsGFD6wf6/335y1/OcccdlwMPPDBFRUX51Kc+lfbt229z32effbaV0wEAAAAAAAB7GwVxAAAAAAAAAAAAAABAqzjggAOyatWq9O3bt8X4Aw88kNLS0sKESnLttddm3LhxWbVqVc4555xMmTIlJSUlBcsDAAAAAAAA7N0UxAEAAAAAAAAAAAAAAK1iypQpOffcczN37twUFRXlxRdfzOLFi1NVVZULL7ywoNlOOumkJMnSpUtz7rnnKogDAAAAAAAACqaoqampqdAhAAAAAAAAAAAAAACAPV9TU1NmzZqVSy+9NPX19UmSTp06paqqKjNnzixwOgAAAAAAAIC2QUEcAAAAAAAAAAAAAADQqjZv3pxVq1alrq4u5eXl6dq1a6EjAQAAAAAAALQZCuIAAAAAAAAAAAAAAAAAAAAAAAAA2oh2hQ4AAAAAAAAAAAAAAAAAAAAAAAAAwDsUxAEAAAAAAAAAAAAAAAAAAAAAAAC0EQriAAAAAAAAAAAAAAAAAAAAAAAAANoIBXEAAAAAAAAAAAAAAAAAAAAAAAAAbYSCOAAAAAAAAAAAAAAAAAAAAAAAAIA2QkEcAAAAAAAAAAAAAAAAAAAAAAAAQBuhIA4AAAAAAAAAAAAAAAAAAAAAAACgjVAQBwAAAAAAAAAAAAAAAAAAAAAAANBGKIgDAAAAAAAAAAAAAAAAAAAAAAAAaCMUxAEAAAAAAAAAAAAAAAAAAAAAAAC0EQriAAAAAAAAAAAAAAAAAAAAAAAAANoIBXEAAAAAAAAAAAAAAAAAAAAAAAAAbYSCOAAAAAAAAAAAAAAAAAAAAAAAAIA2QkEcAAAAAAAAAAAAAAAAAAAAAAAAQBuhIA4AAAAAAAAAAAAAAAAAAAAAAACgjVAQBwAAAAAAAAAAAAAAAAAAAAAAANBGKIgDAAAAAAAAAAAAAAAAAAAAAAAAaCMUxAEAAAAAAAAAAAAAAAAAAAAAAAC0EQriAAAAAAAAAAAAAAAAAAAAAAAAANoIBXEAAAAAAAAAAAAAAAAAAAAAAAAAbYSCOAAAAAAAAAAAAAAAAAAAAAAAAIA2QkEcAAAAAAAAAAAAAAAAAAAAAAAAQBuhIA4AAAAAAAAAAAAAAAAAAAAAAACgjVAQBwAAAAAAAAAAAAAAAAAAAAAAANBGKIgDAAAAAAAAAAAAAAAAAAAAAAAAaCMUxAEAAAAAAAAAAAAAAAAAAAAAAAC0EQriAAAAAAAAAAAAAAAAAAAAAAAAANqI/w8T4odCvCotqwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=5000x700>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "create_heatmap(\"Elephants eat 150 kg of food per day.\", wikipedia_elephants, figsize=(50,7))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e99c7c9d-ed9c-4cfe-b1bd-ae2af9b29751",
   "metadata": {
    "id": "e99c7c9d-ed9c-4cfe-b1bd-ae2af9b29751",
    "outputId": "0b4fa653-53e4-4ed7-a2df-1ddd12622239"
   },
   "source": [
    "And here, we just use the sentence we can see has the most \"heat\" in the heat map above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7cb9d1a5-1ba0-4615-aa7a-3b37f930ed0e",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 514
    },
    "id": "7cb9d1a5-1ba0-4615-aa7a-3b37f930ed0e",
    "outputId": "a11f72b2-1712-4be5-9560-fc4f9ffc87e9"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=640x480>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "create_heatmap(\"Elephants eat 150 kg of food per day.\", \"The species is classified as a megaherbivore and consume up to 150 kg (330 lb) of plant matter per day.\")"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "provenance": []
  },
  "kernelspec": {
   "display_name": "heatmaps",
   "language": "python",
   "name": "heatmaps"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "05b3c46d35e249239238ce085fb01aac": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "0a6451baea594517b4d8cbdbade372ac": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "1e94ba4e2cdb4b12a79ed423b52cc36e": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "263719ded55e4bbf91c09d2d7588f528": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "2e77aac66d62413683e391c4c52c276d": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_263719ded55e4bbf91c09d2d7588f528",
      "placeholder": "​",
      "style": "IPY_MODEL_83ba60c6fbd14e008b36233620dd48d8",
      "value": "tokenizer_config.json: 100%"
     }
    },
    "3122f623c65f45c7bd65c5831a694ad8": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_bf6fa8236ff14feaaeae03bf6f6db021",
      "max": 695,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_d7f65b879cf748b493f309282b98811e",
      "value": 695
     }
    },
    "36b05ed6b7c14c5c85cf4753f0efa05d": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_fd41eee80bce490e8c4287fa1a1a5dbe",
      "placeholder": "​",
      "style": "IPY_MODEL_f07f8b06f2974090a784cf534e052a46",
      "value": " 712k/712k [00:00&lt;00:00, 2.69MB/s]"
     }
    },
    "4bc29dc413b34bf5b6716bd4d482f680": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_ba4656aa81704916aebf51aea7b85eb9",
       "IPY_MODEL_54a7ccdabce948279d58c9406955b301",
       "IPY_MODEL_36b05ed6b7c14c5c85cf4753f0efa05d"
      ],
      "layout": "IPY_MODEL_851a4a4e1d7a40d69ca0c0ac87be31e6"
     }
    },
    "54a7ccdabce948279d58c9406955b301": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_7a367992770345caabb546c6f1573a42",
      "max": 711573,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_d590e419337e4b5d94c3297d33a93221",
      "value": 711573
     }
    },
    "56fc56ca420f43a69eb74c494fa9310c": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "647360c3c74945ef9a6339a73e2922f6": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "64b033ec12bd4a00b7d6789ccfff37a0": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_b9a462dfecc041ca9af3c48557eb295f",
      "placeholder": "​",
      "style": "IPY_MODEL_b237f26027fa4df486f511edf3a723e2",
      "value": " 232k/232k [00:00&lt;00:00, 4.03MB/s]"
     }
    },
    "7a367992770345caabb546c6f1573a42": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "7a9eacf3cae8452b84ca7eda443220e2": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_bbaaa138809e4d0da6d11ae09af17d12",
       "IPY_MODEL_bce053a4300849b7a751a32d446903f2",
       "IPY_MODEL_64b033ec12bd4a00b7d6789ccfff37a0"
      ],
      "layout": "IPY_MODEL_1e94ba4e2cdb4b12a79ed423b52cc36e"
     }
    },
    "7d2cc4c4154f4c46a9fc0233421337e8": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "7d56240b842b4acdaa4b4205bc0327e5": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "83ba60c6fbd14e008b36233620dd48d8": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "851a4a4e1d7a40d69ca0c0ac87be31e6": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "86be173149054b78ab7539612c4a9468": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "8b7da4a5ce544fcebd7d7596d7724264": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_2e77aac66d62413683e391c4c52c276d",
       "IPY_MODEL_bfd1f56ab8fb4515b88ab7cbdcfe251c",
       "IPY_MODEL_cd74699e57d24dac9fc662b025ee4bda"
      ],
      "layout": "IPY_MODEL_ca29fd38483f4f0e9f8162c3a69598e6"
     }
    },
    "93b0d6a6f4774fad927d52eac6a28fb8": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "9793e3b97a0d4369bdbe2b28d281a70c": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_ab1284b3ddc94060a81f2a96bf3019e5",
      "placeholder": "​",
      "style": "IPY_MODEL_7d56240b842b4acdaa4b4205bc0327e5",
      "value": "special_tokens_map.json: 100%"
     }
    },
    "ab1284b3ddc94060a81f2a96bf3019e5": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "b237f26027fa4df486f511edf3a723e2": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "b37a273f615f4fe597d06e74da023b8a": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_05b3c46d35e249239238ce085fb01aac",
      "placeholder": "​",
      "style": "IPY_MODEL_f8053ecdc5d94400b10b464c36ff6bc1",
      "value": " 695/695 [00:00&lt;00:00, 31.0kB/s]"
     }
    },
    "b9a462dfecc041ca9af3c48557eb295f": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "ba4656aa81704916aebf51aea7b85eb9": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_86be173149054b78ab7539612c4a9468",
      "placeholder": "​",
      "style": "IPY_MODEL_cd881b2b31fe4d839be5fe56cb2807d2",
      "value": "tokenizer.json: 100%"
     }
    },
    "bbaaa138809e4d0da6d11ae09af17d12": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_f0bf578a64f741c88417329fcad67f06",
      "placeholder": "​",
      "style": "IPY_MODEL_56fc56ca420f43a69eb74c494fa9310c",
      "value": "vocab.txt: 100%"
     }
    },
    "bce053a4300849b7a751a32d446903f2": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_e9f09ec4d90e479899ad43f537dec51c",
      "max": 231589,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_d7211fe10775466ebd6cb37cf0c2f5da",
      "value": 231589
     }
    },
    "bf6fa8236ff14feaaeae03bf6f6db021": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "bfd1f56ab8fb4515b88ab7cbdcfe251c": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_f9c91b48d9cd46c3bbb62a5c6f6f9244",
      "max": 1243,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_93b0d6a6f4774fad927d52eac6a28fb8",
      "value": 1243
     }
    },
    "ca29fd38483f4f0e9f8162c3a69598e6": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "cd74699e57d24dac9fc662b025ee4bda": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_647360c3c74945ef9a6339a73e2922f6",
      "placeholder": "​",
      "style": "IPY_MODEL_0a6451baea594517b4d8cbdbade372ac",
      "value": " 1.24k/1.24k [00:00&lt;00:00, 55.9kB/s]"
     }
    },
    "cd881b2b31fe4d839be5fe56cb2807d2": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "d590e419337e4b5d94c3297d33a93221": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "d7211fe10775466ebd6cb37cf0c2f5da": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "d7f65b879cf748b493f309282b98811e": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "e0f9b66382e04a91815fef4219f72e54": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_9793e3b97a0d4369bdbe2b28d281a70c",
       "IPY_MODEL_3122f623c65f45c7bd65c5831a694ad8",
       "IPY_MODEL_b37a273f615f4fe597d06e74da023b8a"
      ],
      "layout": "IPY_MODEL_7d2cc4c4154f4c46a9fc0233421337e8"
     }
    },
    "e9f09ec4d90e479899ad43f537dec51c": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "f07f8b06f2974090a784cf534e052a46": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "f0bf578a64f741c88417329fcad67f06": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "f8053ecdc5d94400b10b464c36ff6bc1": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "f9c91b48d9cd46c3bbb62a5c6f6f9244": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "fd41eee80bce490e8c4287fa1a1a5dbe": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}