{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating a Simple Image Processing App with MONAI Deploy App SDK\n",
    "\n",
    "This tutorial shows how to develop a simple image processing application can be created with MONAI Deploy App SDK.\n",
    "\n",
    "\n",
    "## Creating Operators and connecting them in Application class\n",
    "\n",
    "We will implement an application that consists of three Operators:\n",
    "\n",
    "- **SobelOperator**: Apply a Sobel edge detector.\n",
    "    - **Input**: a file path ([`DataPath`](/modules/_autosummary/monai.deploy.core.domain.DataPath))\n",
    "    - **Output**: an image object in memory ([`Image`](/modules/_autosummary/monai.deploy.core.domain.Image))\n",
    "- **MedianOperator**: Apply a Median filter for noise reduction.\n",
    "    - **Input**: an image object in memory ([`Image`](/modules/_autosummary/monai.deploy.core.domain.Image))\n",
    "    - **Output**: an image object in memory ([`Image`](/modules/_autosummary/monai.deploy.core.domain.Image))\n",
    "- **GaussianOperator**: Apply a Gaussian filter for smoothening.\n",
    "    - **Input**: an image object in memory ([`Image`](/modules/_autosummary/monai.deploy.core.domain.Image))\n",
    "    - **Output**: a file path ([`DataPath`](/modules/_autosummary/monai.deploy.core.domain.DataPath))\n",
    "    \n",
    "The workflow of the application would look like this.\n",
    "\n",
    "```{mermaid}\n",
    "%%{init: {\"theme\": \"base\", \"themeVariables\": { \"fontSize\": \"16px\"}} }%%\n",
    "\n",
    "classDiagram\n",
    "    direction LR\n",
    "\n",
    "    SobelOperator --|> MedianOperator : image...image\n",
    "    MedianOperator --|> GaussianOperator : image...image\n",
    "\n",
    "    class SobelOperator {\n",
    "        <in>image : DISK\n",
    "        image(out) IN_MEMORY\n",
    "    }\n",
    "    class MedianOperator {\n",
    "        <in>image : IN_MEMORY\n",
    "        image(out) IN_MEMORY\n",
    "    }\n",
    "    class GaussianOperator {\n",
    "        <in>image : IN_MEMORY\n",
    "        image(out) DISK\n",
    "    }\n",
    "```\n",
    "\n",
    "### Setup environment\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Install necessary image loading/processing packages for the application\n",
    "!python -c \"import PIL\" || pip install -q \"Pillow\"\n",
    "!python -c \"import skimage\" || pip install -q \"scikit-image\"\n",
    "\n",
    "# Install MONAI Deploy App SDK package\n",
    "!python -c \"import monai.deploy\" || pip install -q \"monai-deploy-app-sdk\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download test input\n",
    "\n",
    "We will use a test input from the following.\n",
    "\n",
    "> Case courtesy of Dr Bruno Di Muzio, <a href=\"https://radiopaedia.org/?lang=us\">Radiopaedia.org</a>. From the case <a href=\"https://radiopaedia.org/cases/41113?lang=us\">rID: 41113</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test input file path: /tmp/normal-brain-mri-4.png\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f9588530c40>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "!python -c \"import wget\" || pip install -q \"wget\"\n",
    "\n",
    "from skimage import io\n",
    "import wget\n",
    "\n",
    "test_input_path = \"/tmp/normal-brain-mri-4.png\"\n",
    "wget.download(\"https://user-images.githubusercontent.com/1928522/133383228-2357d62d-316c-46ad-af8a-359b56f25c87.png\", test_input_path)\n",
    "\n",
    "print(f\"Test input file path: {test_input_path}\")\n",
    "\n",
    "test_image = io.imread(test_input_path)\n",
    "io.imshow(test_image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Setup imports\n",
    "\n",
    "Let's import necessary classes/decorators to define Application and Operator."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import monai.deploy.core as md  # 'md' stands for MONAI Deploy (or can use 'core' instead)\n",
    "from monai.deploy.core import (\n",
    "    Application,\n",
    "    DataPath,\n",
    "    ExecutionContext,\n",
    "    Image,\n",
    "    InputContext,\n",
    "    IOType,\n",
    "    Operator,\n",
    "    OutputContext,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating Operator classes\n",
    "\n",
    "Each Operator class inherits [Operator](/modules/_autosummary/monai.deploy.core.Operator) class and input/output properties are specified by using [@input](/modules/_autosummary/monai.deploy.core.input)/[@output](/modules/_autosummary/monai.deploy.core.output) decorators.\n",
    "\n",
    "Note that the first operator(SobelOperator)'s input and the last operator(GaussianOperator)'s output are [DataPath](/modules/_autosummary/monai.deploy.core.domain.DataPath) type with [IOType.DISK](/modules/_autosummary/monai.deploy.core.IOType). Those paths are mapped into input and output paths given by the user during the execution.\n",
    "\n",
    "Business logic would be implemented in the <a href=\"../../modules/_autosummary/monai.deploy.core.Operator.html#monai.deploy.core.Operator.compute\">compute()</a> method.\n",
    "\n",
    "#### SobelOperator\n",
    "\n",
    "SobelOperator is the first operator (A root operator in the workflow graph). <a href=\"../../modules/_autosummary/monai.deploy.core.InputContext.html#monai.deploy.core.InputContext.get\">op_input.get(label)</a> (since only one input is defined in this operator, we don't need to specify an input label) would return an object of [DataPath](/modules/_autosummary/monai.deploy.core.domain.DataPath) and the input file/folder path would be available by accessing the `path` property (`op_input.get().path`).\n",
    "\n",
    "Once an image data (as a Numpy array) is loaded and processed, [Image](/modules/_autosummary/monai.deploy.core.domain.Image) object is created from the image data and set to the output (<a href=\"../../modules/_autosummary/monai.deploy.core.OutputContext.html#monai.deploy.core.OutputContext.set\">op_output.set(value, label)</a>)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "@md.input(\"image\", DataPath, IOType.DISK)\n",
    "@md.output(\"image\", Image, IOType.IN_MEMORY)\n",
    "# If `pip_packages` is specified, the definition will be aggregated with the package dependency list of other\n",
    "# operators and the application in packaging time.\n",
    "# @md.env(pip_packages=[\"scikit-image >= 0.17.2\"])\n",
    "class SobelOperator(Operator):\n",
    "    \"\"\"This Operator implements a Sobel edge detector.\n",
    "\n",
    "    It has a single input and single output.\n",
    "    \"\"\"\n",
    "\n",
    "    def compute(self, op_input: InputContext, op_output: OutputContext, context: ExecutionContext):\n",
    "        from skimage import filters, io\n",
    "\n",
    "        input_path = op_input.get().path\n",
    "        if input_path.is_dir():\n",
    "            input_path = next(input_path.glob(\"*.*\"))  # take the first file\n",
    "\n",
    "        data_in = io.imread(input_path)[:, :, :3]  # discard alpha channel if exists\n",
    "        data_out = filters.sobel(data_in)\n",
    "\n",
    "        op_output.set(Image(data_out))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### MedianOperator\n",
    "\n",
    "MedianOperator is a middle operator that accepts data from SobelOperator and pass the processed image data to GaussianOperator.\n",
    "\n",
    "Its input and output data types are [Image](/modules/_autosummary/monai.deploy.core.domain.Image) and the Numpy array data is available through `asnumpy()` method (`op_input.get().asnumpy()`).\n",
    "\n",
    "Again, once an image data (as a Numpy array) is loaded and processed, [Image](/modules/_autosummary/monai.deploy.core.domain.Image) object is created and set to the output (<a href=\"../../modules/_autosummary/monai.deploy.core.OutputContext.html#monai.deploy.core.OutputContext.set\">op_output.set(value, label)</a>)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "@md.input(\"image\", Image, IOType.IN_MEMORY)\n",
    "@md.output(\"image\", Image, IOType.IN_MEMORY)\n",
    "# If `pip_packages` is specified, the definition will be aggregated with the package dependency list of other\n",
    "# operators and the application in packaging time.\n",
    "# @md.env(pip_packages=[\"scikit-image >= 0.17.2\"])\n",
    "class MedianOperator(Operator):\n",
    "    \"\"\"This Operator implements a noise reduction.\n",
    "\n",
    "    The algorithm is based on the median operator.\n",
    "    It ingests a single input and provides a single output.\n",
    "    \"\"\"\n",
    "\n",
    "    def compute(self, op_input: InputContext, op_output: OutputContext, context: ExecutionContext):\n",
    "        from skimage.filters import median\n",
    "\n",
    "        data_in = op_input.get().asnumpy()\n",
    "        data_out = median(data_in)\n",
    "        op_output.set(Image(data_out))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### GaussianOperator\n",
    "\n",
    "GaussianOperator is the last operator (A leaf operator in the workflow graph) and the output path of this operator is mapped to the user-provided output folder so we cannot set a path to `op_output` variable (e.g., `op_output.set(Image(data_out))`).\n",
    "\n",
    "Instead, we can get the output path through `op_output.get().path` and save the processed image data into a file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "@md.input(\"image\", Image, IOType.IN_MEMORY)\n",
    "@md.output(\"image\", DataPath, IOType.DISK)\n",
    "# If `pip_packages` is specified, the definition will be aggregated with the package dependency list of other\n",
    "# operators and the application in packaging time.\n",
    "# @md.env(pip_packages=[\"scikit-image >= 0.17.2\"])\n",
    "class GaussianOperator(Operator):\n",
    "    \"\"\"This Operator implements a smoothening based on Gaussian.\n",
    "\n",
    "    It ingests a single input and provides a single output.\n",
    "    \"\"\"\n",
    "\n",
    "    def compute(self, op_input: InputContext, op_output: OutputContext, context: ExecutionContext):\n",
    "        from skimage.filters import gaussian\n",
    "        from skimage.io import imsave\n",
    "\n",
    "        data_in = op_input.get().asnumpy()\n",
    "        data_out = gaussian(data_in, sigma=0.2)\n",
    "\n",
    "        output_folder = op_output.get().path\n",
    "        output_path = output_folder / \"final_output.png\"\n",
    "        imsave(output_path, data_out)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating Application class\n",
    "\n",
    "Our application class would look like below.\n",
    "\n",
    "It defines `App` class, inheriting [Application](/modules/_autosummary/monai.deploy.core.Application) class.\n",
    "\n",
    "The requirements (resource and package dependency) for the App can be specified by using [@resource](/modules/_autosummary/monai.deploy.core.resource) and [@env](/modules/_autosummary/monai.deploy.core.env) decorators."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "@md.resource(cpu=1)\n",
    "# pip_packages can be a string that is a path(str) to requirements.txt file or a list of packages.\n",
    "@md.env(pip_packages=[\"scikit-image >= 0.17.2\"])\n",
    "class App(Application):\n",
    "    \"\"\"This is a very basic application.\n",
    "\n",
    "    This showcases the MONAI Deploy application framework.\n",
    "    \"\"\"\n",
    "\n",
    "    # App's name. <class name>('App') if not specified.\n",
    "    name = \"simple_imaging_app\"\n",
    "    # App's description. <class docstring> if not specified.\n",
    "    description = \"This is a very simple application.\"\n",
    "    # App's version. <git version tag> or '0.0.0' if not specified.\n",
    "    version = \"0.1.0\"\n",
    "\n",
    "    def compose(self):\n",
    "        \"\"\"This application has three operators.\n",
    "\n",
    "        Each operator has a single input and a single output port.\n",
    "        Each operator performs some kind of image processing function.\n",
    "        \"\"\"\n",
    "        sobel_op = SobelOperator()\n",
    "        median_op = MedianOperator()\n",
    "        gaussian_op = GaussianOperator()\n",
    "\n",
    "        self.add_flow(sobel_op, median_op)\n",
    "        # self.add_flow(sobel_op, median_op, {\"image\": \"image\"})\n",
    "        # self.add_flow(sobel_op, median_op, {\"image\": {\"image\"}})\n",
    "\n",
    "        self.add_flow(median_op, gaussian_op)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In `compose()` method, objects of `SobelOperator`, `MedianOperator`, and `GaussianOperator` classes are created\n",
    "and connected through <a href=\"../../modules/_autosummary/monai.deploy.core.Application.html#monai.deploy.core.Application.add_flow\">self.add_flow()</a>.\n",
    "\n",
    "> add_flow(source_op, destination_op, io_map=None)\n",
    "\n",
    "`io_map` is a dictionary of mapping from the source operator's label to the destination operator's label(s) and its type is `Dict[str, str|Set[str]]`. \n",
    "\n",
    "We can skip specifying `io_map` if both the number of `source_op`'s outputs and the number of `destination_op`'s inputs are one so `self.add_flow(sobel_op, median_op)` is same with `self.add_flow(sobel_op, median_op, {\"image\": \"image\"})` or `self.add_flow(sobel_op, median_op, {\"image\": {\"image\"}})`.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Executing app locally\n",
    "\n",
    "We can execute the app in the Jupyter notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "app = App()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34mGoing to initiate execution of operator SobelOperator\u001b[39m\n",
      "\u001b[32mExecuting operator SobelOperator \u001b[33m(Process ID: 982168, Operator ID: 17f08a58-3988-4c98-9cf9-9d827eb283b7)\u001b[39m\n",
      "\u001b[34mDone performing execution of operator SobelOperator\n",
      "\u001b[39m\n",
      "\u001b[34mGoing to initiate execution of operator MedianOperator\u001b[39m\n",
      "\u001b[32mExecuting operator MedianOperator \u001b[33m(Process ID: 982168, Operator ID: 72c7a0ad-3a47-47fb-896c-18486e79b182)\u001b[39m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mqin/src/monai-deploy-app-sdk/.venv/lib/python3.8/site-packages/skimage/_shared/utils.py:348: RuntimeWarning: Images with dimensions (M, N, 3) are interpreted as 2D+RGB by default. Use `multichannel=False` to interpret as 3D image with last dimension of length 3.\n",
      "  return func(*args, **kwargs)\n",
      "[2022-10-18 17:29:31,196] [WARNING] (imageio) - Lossy conversion from float64 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34mDone performing execution of operator MedianOperator\n",
      "\u001b[39m\n",
      "\u001b[34mGoing to initiate execution of operator GaussianOperator\u001b[39m\n",
      "\u001b[32mExecuting operator GaussianOperator \u001b[33m(Process ID: 982168, Operator ID: b07b4eb2-2194-480f-828f-b34080e1a91d)\u001b[39m\n",
      "\u001b[34mDone performing execution of operator GaussianOperator\n",
      "\u001b[39m\n"
     ]
    }
   ],
   "source": [
    "app.run(input=test_input_path, output=\"output\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.2.826.0.1.3680043.10.511.3.10195035642003860413057936982968723.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.10697584562685878853363496613905022.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.11007185683656203101622184429425124.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.11010764142907798817891854085040824.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.11619418586545827859010837278006939.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.11690041677421435338444238047096628.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.11766242804993128636390418603798576.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.12038210552683396113759169001251030.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.12194673301371710294708887115321840.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.12839953903115687811576743419329745.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.19954741813431048648918533230571869.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.28115597778269862176555674040553881.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.44487290837312664283259666820005457.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.45596709770136744924389849060252151.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.48053436239690093700485303833643842.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.50450656018567836855649222204213673.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.56443338884049557610021781979169198.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.62905264636861078355087938407260399.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.63518052505348964835943999985193771.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.63718222025542372977124930426912191.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.66031544317130698088559963332931309.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.66050173813682677299415741521954338.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.68149507415808990964307203550287864.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.75511961623701605158799300926480961.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.82849670307523903379368674519966835.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.84658241622586336538727133572766827.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.85114306985515069483865702271375697.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.85565902926765146391303452285820969.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.86751253737736980135752555204124863.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.94432351620392403645555377570642324.dcm\n",
      "1.2.826.0.1.3680043.10.511.3.98283821667334470130741553845107039.dcm\n",
      "final_output.png\n",
      "output.json\n",
      "prediction_output\n"
     ]
    }
   ],
   "source": [
    "!ls output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f95aa410df0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "output_image = io.imread(\"output/final_output.png\")\n",
    "io.imshow(output_image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once the application is verified inside Jupyter notebook, we can write the above Python code into Python files in an application folder.\n",
    "\n",
    "The application folder structure would look like below:\n",
    "\n",
    "```bash\n",
    "simple_imaging_app\n",
    "├── __main__.py\n",
    "├── app.py\n",
    "├── gaussian_operator.py\n",
    "├── median_operator.py\n",
    "└── sobel_operator.py\n",
    "```\n",
    "\n",
    ":::{note}\n",
    "We can create a single application Python file (such as `simple_imaging_app.py`) that includes the content of the files, instead of creating multiple files.\n",
    "You will see such example in <a href=\"./02_mednist_app.html#executing-app-locally\">MedNist Classifier Tutorial</a>.\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create an application folder\n",
    "!mkdir -p simple_imaging_app"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### sobel_operator.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting simple_imaging_app/sobel_operator.py\n"
     ]
    }
   ],
   "source": [
    "%%writefile simple_imaging_app/sobel_operator.py\n",
    "import monai.deploy.core as md\n",
    "from monai.deploy.core import (\n",
    "    DataPath,\n",
    "    ExecutionContext,\n",
    "    Image,\n",
    "    InputContext,\n",
    "    IOType,\n",
    "    Operator,\n",
    "    OutputContext,\n",
    ")\n",
    "\n",
    "\n",
    "@md.input(\"image\", DataPath, IOType.DISK)\n",
    "@md.output(\"image\", Image, IOType.IN_MEMORY)\n",
    "class SobelOperator(Operator):\n",
    "    def compute(self, op_input: InputContext, op_output: OutputContext, context: ExecutionContext):\n",
    "        from skimage import filters, io\n",
    "\n",
    "        input_path = op_input.get().path\n",
    "        if input_path.is_dir():\n",
    "            input_path = next(input_path.glob(\"*.*\"))  # take the first file\n",
    "\n",
    "        data_in = io.imread(input_path)[:, :, :3]  # discard alpha channel if exists\n",
    "        data_out = filters.sobel(data_in)\n",
    "\n",
    "        op_output.set(Image(data_out))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### median_operator.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting simple_imaging_app/median_operator.py\n"
     ]
    }
   ],
   "source": [
    "%%writefile simple_imaging_app/median_operator.py\n",
    "import monai.deploy.core as md\n",
    "from monai.deploy.core import ExecutionContext, Image, InputContext, IOType, Operator, OutputContext, output\n",
    "\n",
    "\n",
    "@md.input(\"image\", Image, IOType.IN_MEMORY)\n",
    "@md.output(\"image\", Image, IOType.IN_MEMORY)\n",
    "class MedianOperator(Operator):\n",
    "    def compute(self, op_input: InputContext, op_output: OutputContext, context: ExecutionContext):\n",
    "        from skimage.filters import median\n",
    "\n",
    "        data_in = op_input.get().asnumpy()\n",
    "        data_out = median(data_in)\n",
    "        op_output.set(Image(data_out))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### gaussian_operator.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting simple_imaging_app/gaussian_operator.py\n"
     ]
    }
   ],
   "source": [
    "%%writefile simple_imaging_app/gaussian_operator.py\n",
    "import monai.deploy.core as md\n",
    "from monai.deploy.core import (\n",
    "    DataPath,\n",
    "    ExecutionContext,\n",
    "    Image,\n",
    "    InputContext,\n",
    "    IOType,\n",
    "    Operator,\n",
    "    OutputContext,\n",
    ")\n",
    "\n",
    "\n",
    "@md.input(\"image\", Image, IOType.IN_MEMORY)\n",
    "@md.output(\"image\", DataPath, IOType.DISK)\n",
    "class GaussianOperator(Operator):\n",
    "    def compute(self, op_input: InputContext, op_output: OutputContext, context: ExecutionContext):\n",
    "        from skimage.filters import gaussian\n",
    "        from skimage.io import imsave\n",
    "\n",
    "        data_in = op_input.get().asnumpy()\n",
    "        data_out = gaussian(data_in, sigma=0.2)\n",
    "\n",
    "        output_folder = op_output.get().path\n",
    "        output_path = output_folder / \"final_output.png\"\n",
    "        imsave(output_path, data_out)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### app.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting simple_imaging_app/app.py\n"
     ]
    }
   ],
   "source": [
    "%%writefile simple_imaging_app/app.py\n",
    "import monai.deploy.core as md\n",
    "from gaussian_operator import GaussianOperator\n",
    "from median_operator import MedianOperator\n",
    "from sobel_operator import SobelOperator\n",
    "\n",
    "from monai.deploy.core import Application\n",
    "\n",
    "\n",
    "@md.resource(cpu=1)\n",
    "@md.env(pip_packages=[\"scikit-image >= 0.17.2\"])\n",
    "class App(Application):\n",
    "    def compose(self):\n",
    "        sobel_op = SobelOperator()\n",
    "        median_op = MedianOperator()\n",
    "        gaussian_op = GaussianOperator()\n",
    "\n",
    "        self.add_flow(sobel_op, median_op)\n",
    "        self.add_flow(median_op, gaussian_op)\n",
    "\n",
    "# Run the application when this file is executed.\n",
    "if __name__ == \"__main__\":\n",
    "    App(do_run=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```python\n",
    "if __name__ == \"__main__\":\n",
    "    App(do_run=True)\n",
    "```\n",
    "\n",
    "The above lines are needed to execute the application code by using `python` interpreter.\n",
    "\n",
    "### \\_\\_main\\_\\_.py\n",
    "\n",
    "\\_\\_main\\_\\_.py is needed for <a href=\"../../developing_with_sdk/packaging_app.html\">MONAI Application Packager</a> to detect the main application code (`app.py`) when the application is executed with the application folder path (e.g., `python simple_imaging_app`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting simple_imaging_app/__main__.py\n"
     ]
    }
   ],
   "source": [
    "%%writefile simple_imaging_app/__main__.py\n",
    "from app import App\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    App(do_run=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "app.py\t\t      __main__.py\t  __pycache__\n",
      "gaussian_operator.py  median_operator.py  sobel_operator.py\n"
     ]
    }
   ],
   "source": [
    "!ls simple_imaging_app"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this time, let's execute the app in the command line."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34mGoing to initiate execution of operator SobelOperator\u001b[39m\n",
      "\u001b[32mExecuting operator SobelOperator \u001b[33m(Process ID: 982716, Operator ID: a69f7049-06ff-4d92-bab5-50a3bf545616)\u001b[39m\n",
      "\u001b[34mDone performing execution of operator SobelOperator\n",
      "\u001b[39m\n",
      "\u001b[34mGoing to initiate execution of operator MedianOperator\u001b[39m\n",
      "\u001b[32mExecuting operator MedianOperator \u001b[33m(Process ID: 982716, Operator ID: a2a5878a-2279-4a9d-9f25-22d62ea368c9)\u001b[39m\n",
      "\u001b[34mDone performing execution of operator MedianOperator\n",
      "\u001b[39m\n",
      "\u001b[34mGoing to initiate execution of operator GaussianOperator\u001b[39m\n",
      "\u001b[32mExecuting operator GaussianOperator \u001b[33m(Process ID: 982716, Operator ID: 0f9c879e-8124-44fe-8a8f-943c96efc8d2)\u001b[39m\n",
      "/home/mqin/src/monai-deploy-app-sdk/.venv/lib/python3.8/site-packages/skimage/_shared/utils.py:348: RuntimeWarning: Images with dimensions (M, N, 3) are interpreted as 2D+RGB by default. Use `multichannel=False` to interpret as 3D image with last dimension of length 3.\n",
      "  return func(*args, **kwargs)\n",
      "[2022-10-18 17:29:37,907] [WARNING] (imageio) - Lossy conversion from float64 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.\n",
      "\u001b[34mDone performing execution of operator GaussianOperator\n",
      "\u001b[39m\n"
     ]
    }
   ],
   "source": [
    "!python simple_imaging_app -i {test_input_path} -o output"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above command is same with the following command line:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34mGoing to initiate execution of operator SobelOperator\u001b[39m\n",
      "\u001b[32mExecuting operator SobelOperator \u001b[33m(Process ID: 982757, Operator ID: bc876ff4-9349-4805-9500-a4a0f79326c6)\u001b[39m\n",
      "\u001b[34mDone performing execution of operator SobelOperator\n",
      "\u001b[39m\n",
      "\u001b[34mGoing to initiate execution of operator MedianOperator\u001b[39m\n",
      "\u001b[32mExecuting operator MedianOperator \u001b[33m(Process ID: 982757, Operator ID: a0109f55-1d2b-45ae-bf41-e97c1b100574)\u001b[39m\n",
      "\u001b[34mDone performing execution of operator MedianOperator\n",
      "\u001b[39m\n",
      "\u001b[34mGoing to initiate execution of operator GaussianOperator\u001b[39m\n",
      "\u001b[32mExecuting operator GaussianOperator \u001b[33m(Process ID: 982757, Operator ID: 42ab046c-f81b-446e-a130-f126650f3770)\u001b[39m\n",
      "/home/mqin/src/monai-deploy-app-sdk/.venv/lib/python3.8/site-packages/skimage/_shared/utils.py:348: RuntimeWarning: Images with dimensions (M, N, 3) are interpreted as 2D+RGB by default. Use `multichannel=False` to interpret as 3D image with last dimension of length 3.\n",
      "  return func(*args, **kwargs)\n",
      "[2022-10-18 17:29:42,717] [WARNING] (imageio) - Lossy conversion from float64 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.\n",
      "\u001b[34mDone performing execution of operator GaussianOperator\n",
      "\u001b[39m\n"
     ]
    }
   ],
   "source": [
    "!monai-deploy exec simple_imaging_app -i {test_input_path} -o output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f95aa3f55e0>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "output_image = io.imread(\"output/final_output.png\")\n",
    "io.imshow(output_image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Packaging app"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's package the app with <a href=\"../../developing_with_sdk/packaging_app.html\">MONAI Application Packager</a>."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Building MONAI Application Package... Done\n",
      "[2022-10-18 17:32:36,953] [INFO] (app_packager) - Successfully built simple_app:latest\n"
     ]
    }
   ],
   "source": [
    "!monai-deploy package simple_imaging_app --tag simple_app:latest  # -l DEBUG"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{note}\n",
    "Building a MONAI Application Package (Docker image) can take time. Use `-l DEBUG` option if you want to see the progress.\n",
    "\n",
    ":::\n",
    "\n",
    "We can see that the Docker image is created."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "simple_app                                                            latest                                     2b8fbb1eec36   4 seconds ago       15.6GB\n"
     ]
    }
   ],
   "source": [
    "!docker image ls | grep simple_app"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Executing packaged app locally\n",
    "\n",
    "The packaged app can be run locally through <a href=\"../../developing_with_sdk/executing_packaged_app_locally.html\">MONAI Application Runner</a>."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checking dependencies...\n",
      "--> Verifying if \"docker\" is installed...\n",
      "\n",
      "--> Verifying if \"simple_app:latest\" is available...\n",
      "\n",
      "Checking for MAP \"simple_app:latest\" locally\n",
      "\"simple_app:latest\" found.\n",
      "\n",
      "Reading MONAI App Package manifest...\n",
      "\u001b[34mGoing to initiate execution of operator SobelOperator\u001b[39m\n",
      "\u001b[32mExecuting operator SobelOperator \u001b[33m(Process ID: 1, Operator ID: 4be86b2a-0f0e-44b4-bcb5-6d49b04a7bd2)\u001b[39m\n",
      "[2022-10-19 00:32:50,281] [INFO] (matplotlib.font_manager) - generated new fontManager\n",
      "\u001b[34mDone performing execution of operator SobelOperator\n",
      "\u001b[39m\n",
      "\u001b[34mGoing to initiate execution of operator MedianOperator\u001b[39m\n",
      "\u001b[32mExecuting operator MedianOperator \u001b[33m(Process ID: 1, Operator ID: a92fe3dd-1848-4f56-a0f1-c744863aba9f)\u001b[39m\n",
      "\u001b[34mDone performing execution of operator MedianOperator\n",
      "\u001b[39m\n",
      "\u001b[34mGoing to initiate execution of operator GaussianOperator\u001b[39m\n",
      "\u001b[32mExecuting operator GaussianOperator \u001b[33m(Process ID: 1, Operator ID: 61ba09a4-2af4-45af-95de-50545f8d7b90)\u001b[39m\n",
      "/root/.local/lib/python3.8/site-packages/skimage/_shared/utils.py:348: RuntimeWarning: Images with dimensions (M, N, 3) are interpreted as 2D+RGB by default. Use `multichannel=False` to interpret as 3D image with last dimension of length 3.\n",
      "  return func(*args, **kwargs)\n",
      "[2022-10-19 00:32:50,737] [WARNING] (imageio) - Lossy conversion from float64 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.\n",
      "\u001b[34mDone performing execution of operator GaussianOperator\n",
      "\u001b[39m\n"
     ]
    }
   ],
   "source": [
    "# Copy a test input file to 'input' folder\n",
    "!mkdir -p input && rm -rf input/*\n",
    "!cp {test_input_path} input/\n",
    "\n",
    "# Launch the app\n",
    "!monai-deploy run simple_app:latest input output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f95ba79ce80>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAHVCAYAAAApYyiLAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9eYxt2XUXjq9zq+5cU79+PbjjUSQiNiRBcoLdAiEQJgYcRBRHSqQoMSgiIrIjJYYQLIUgRQij8Ecgwon/QYQ/vhYoSAFhMshywBGkyWCIlFgkEOHgdtz9enivhjvfW3V+f9Tvs+tzVq219z7n3qr3ul4t6eree84e1p7WtNdeuyjLspRbuIVbuIVbuIVbuFZoPWwEbuEWbuEWbuEWHke4ZcC3cAu3cAu3cAsPAW4Z8C3cwi3cwi3cwkOAWwZ8C7dwC7dwC7fwEOCWAd/CLdzCLdzCLTwEuGXAt3ALt3ALt3ALDwFuGfAt3MIt3MIt3MJDgFsGfAu3cAu3cAu38BDglgHfwi3cwi3cwi08BLhlwLdwC7dwC7dwCw8BHhoD/sQnPiFvf/vbpdfryXve8x75jd/4jYeFyi3cwi3cwi3cwrXDQ2HA//bf/lv56Ec/Kv/wH/5D+R//43/IN3zDN8j73/9+eeWVVx4GOrdwC7dwC7dwC9cOxcO4jOE973mPfNM3fZP8i3/xL0RE5OzsTN7ylrfID/zAD8jf//t/P5n/7OxMvvKVr8ju7q4URXHV6N7CLdzCLdzCLbhQlqWcnJzIc889J61Wvl67fYU4mbBYLOTzn/+8fOxjHwvPWq2WvO9975MXXnjBzDOfz2U+n4f/f/RHfyTvete7rhzXW7iFW7iFW7iFXHjxxRflzW9+c3b6azdBv/baa3J6eirPPPNM5fkzzzwjL7/8spnn4x//uOzv74fPLfO9hVu4hVu4hUcNdnd3a6V/Q3hBf+xjH5Ojo6PwefHFFx82SjcaYmb9oigeutk/BwedJgfnWLl4pz86TU75uf2XSh/D5VGCFJ51cL+Ktlr46e9NgzefUmPt5V0XjyZ4r1vWTYS67b92E/Tdu3dla2tL7t27V3l+7949efbZZ8083W5Xut3udaB3C3K+nxF7FyMSqfweFEXRKF8ucNkWnimhIwa5iw711V2kGs+H4LaxVv2p9A+zPRr0/K6DW+781+Ov54XuY/0/tgavC6w2Pkrj+EaBa9eAO52OvPvd75bPfvaz4dnZ2Zl89rOfleeff/7a8HjYE/iNDpvuvzqLtyzLjS/2lNCxKWiiYbFm4RG+NwLxW1dju4o1+7CtPZqxMjO2NHIv3zr1vxHmzk2Fa9eARUQ++tGPyoc+9CH5xm/8RvnTf/pPyz/7Z/9MxuOx/M2/+TcblXcVUvmmYR3t8FGDR0ECB3hjX4ehoozcPHXGMqa9eBpPrCyul4n1Vc0rD/9162u6Zq9C8IuN0VXSFS+t1c5Y2uuEJmPwsK02jzI8FAb8Hd/xHfLqq6/Kj/3Yj8nLL78sf+pP/Sn5pV/6pUuOWblgEVTvnQd6wW2aYb6RJmBO/6WYXmzRbbJv65Zh4WWVEesDz3SdKwisY+ZEnZvSgFBerByrz5rgvw5jq1sXQ4oBbMKcWofJpOZbTv2WZnxV88AS/Cwm/KgICW8keCjngNeF4+Nj2d/f32iZeiLfJI21CeQs7Fia62LAdaGutikSFyxy0nl1pohuHSK3DsTGI2e//Cr2STcJ11HnpqwCDDnrLpW2Sf111rKVr8n8uCla8tHRkezt7WWnf0N4QT8MyN0beVRMsZuGJqa0XGn8OvadLK9RCy9vn0+befVzL733/yr2E3V51v+cemPjcRVjlbuuNtFf6zjX1YGH0UcYGygMTUzD+ncTa8CmLFk3lZbG4KGYoK8bcqSrdSbRTZHeNNTts5jlYJN9lNK8U3h6ZeYy2+sCS7DJYbrXQcy4jiZWhdx0OZYU4FMXNrWfDVzqWgJi6ycGmzCZx/J7Vo+rXg8Pe709DHgsNODHcWAfNcgxYVnEJ0WQLHMXa211tL8mTCtmmvVwsureFFzHXM8xp3v51tknrQM5GmFs3tWtqy7kWhxy2pBr6cjF4Y0Gb2TN+bHQgK8S1tWcN1HOOrAuDpaDRl1o6iCT0sC0ae4q90/raoMMdSwNnoZvCSKbJEwxC4Hug9y9yxgTytGCuX7LMS2Fz7p41k3TBFJaaB1mHQMuO1fD9vLwuGzSyuDBG1mQuJEa8FXst11lvXUn0MNqnwUx7bEunnVNeLH/dWGTi/gqx8bSpi0T9VXgkNovr5vPe1fHVH0d6yDHihLL21RDrQtNLRObrK/O+xRcZ989LLjVgK8AciW+dTTOTcFVOVDECG7TejmvV2fTfTXGaRMSe0pTbVq+tljkmu3rWjq4D5o49+T0e2xvmyF3DDelaelxyplnOWV5kDsnNm1d0vVbz5v6T3C5jwKde1ThlgHXgOtwREjVL/JomlxyHZg2wXiaQF1CZDGRdUzLmqBfBbPIhZy6Y+XmMsNNAJs4r5MoWybVdcq6TgGiLmxqG816voltrZvMjG8kA15Halun3KtePNdNhGJw3cQid18qN29unhQRSJngkSaHmTcZ26bzIWVKvioTNteT6lOkyfER0HvwuZaBpnPDwis2vtdBO+quyVQbcsr0hMx1Be0cAegqFZLrUnZuJAO+ybAJ0+imNC+v/Nj7RxlSbbqOBX/VeeqUVxSFtFqtSvvxzMqXu1/H+9jW5+zsrELEY+VhPnPaOnvKuUxZr5ucfW+PudVlzl75yGtZbnIgV+CKzftNzsE666tpm3PqsrZGroqe3RgG/EYm/NcN3v7edfbduoJALL/Vplxty3uWW7dFdHO1MQ+YwWmGaJWlNRD+75l0dR2oZ3t7O/zn55x3a2vrEi6aSVsM9ezs7NLn9PS08sGzmFa16bWfOzY5Fg09DilLSV2oux2QmrdN5qVVjpU21r46/WLN91RZOi1vBcXw9t5tas7dGAa8aXMyw1VrPg/LxGJN3E3WlVpAV2HGrqP9MA51mWRs72tTbWLmt7W1JVtbW9Juty8xQtYaRc4Zm8hlMx7S4D3wZULE/1Ev14/fMW2XtVkGMFnUo5k5M1sw4NVqJbPZLPzGcwuuwmzugTfPLJM4QG9F5Ky/mNbc1GrSVJPNFSgsaGKC95hkXUae897ql+tQSG4MA94E5GhAuUwxN911a+x60TRdyCnwTESbqsvbh+P3ufXVZdp1y9PPGTfWLJm56v9bW1uyvb0t7XY7lKGZqaclMpOGVmnNA/377OzMZbJXAUVRSKfTqQgYZ2dnslgsZLVayWq1ksViIYvFIjBlMOxcqKMtWfjVqSdmdWHhSdeRO3ebWrFyNNdcRpVrxo7hkCsQrCPc1hE6curYmJC9kVJuCOSYFZvsrzBcp8k3xxSTwiMlMcck89TiXNcKsY4kvC5YBNYa26IoAvPEp91uy2AwCFplLrE5PT2Vk5MTWa1WlXSsQaZModvb2yGPLke3D3B2dibz+Vzm87mIiHS73Uu4azPyfD4PZYCZwiwNBgsNH5o13qGfkK7f71c0ylarJavVSpbLpSwWC5nP53JychIYNQslVnu8NluQMnfG0uv5n7sucp/lrNuYVh0DC0f97Co0RpTbVFBKCebcljrCylXR6seWAecywqs0yV6FCTYH1tEY6kDMvFtXer9KgaaJdm6ZGPV7MN7hcCjtdrvChLe3z5eeZhYwv2ot9fT0VGazWYVAAe92u135v1wuLzHjXq8XtEkwYTYHl2V5ad8W+MD0qwEaKBgf0m9vb1ccqZAX+IDhdrvdSh+enZ3J1taWdLtd6XQ6FSbMfcpMut/vy2q1ku3tbZnNZjKfz2WxWMhyubxUb2y8LNiEJYTNpqk506T82LMmbY2Zgpvmj0Hu2GhzdKyuFB3xrA8aUpasVF058Fgw4IfB6GIa4nWDZjCp/sjprzpmo1wcYtJ6HSKQwtnSXJmBNSGQyAMNt9PpSLvdlna7Lf1+P2iLYCbadHx2diaTyaSiwYFBrVarqPaxXC4r+FsaILcJzHK5XIqIXDJ3owwwM+CytbUlIiI7OzvS6/VkNpvJaDRy+2PduQ7Gv1gsKlr31taWdDqdgM/29rbcvXtXlstl0NSn06mcnJxUGLFI/fVXtx3eul+X6TbV4L2yNo3POoy3Th4tYGyinByIWQLXmeePBQMWWc+BYN16Ud/DYL6Mg37W1PRcdz8lV5L0zHQ5ZT1MYBPzcDiUbrcbNF4Ru2/AKObzeWC6vJ+JvCIXJtzBYGCaRGezWfgNMzBrtL1eL+wdz2azSrrVaiWdTid8t9ttGQ6HIiJy//59mc/nYVzA8ADD4VCGw6FMJpOwNws8Tk9Pg2AgItLpdC5p7SgPz1utlgwGA+n1elIUhUyn00p/gZGyVYGdwyDw7OzsyGKxkE6nE/oYWnGueVq/q2OuTD3z6rDWw1WCpX3GzOSxtZnzznvP73KE6Nytg3Utmzkadq427cFjw4BFmjGPdeFRYBp1NLt1tL9U/fq3lc4z012l2W6dsgaDQUXjBfPS9YDwgzFNp1PXm5cBe6AwuyKPNsuKXGjf0PrYxAxm1ev15PDwsKJpLxYL6ff7l+rd39+X6XQahAto4icnJ1KWpezs7IjIuXaMulm77nQ6oTx4MTPuVn96fYAyAOPxWNrttnS73WDOhsm6KArpdrty584dWS6XMpvNZDqdymw2k5OTk4p5PkZA667dnDI9iDGpTQvuOZawuvhveqtu3fJyrGubgHXpe1E+LLVsDTg+Ppb9/f1aeSzN4VGEJgue863Trjp9ZKVN7eHUqf9hCC6WiYuhKIrAaHq9nvT7fRkMBuF9q9UK2iXvj3I5MCsvFovQJ2Aw0NIAnU4n5IUXMBjn9va29Ho96Xa7gemXZSnz+VyOj48vaXpnZ2fy9re/XYqikPl8Lg8ePJDJZCJlWUq/35ft7W05ODiQ3d3dsEc8mUyCFsxaLYQH7Pf2+/2wZ4u6uH36P8qHUCFysZ8M87Jm0tB4Rc61YeSDCRzMud/vhz1k9DXPvfF4LJPJJDDkyWRizoNHDbz1sClzsle2SFw40FtEdc2067yz8PFgXQacq8UfHR3J3t5edrmPlQb8KELdxVNXqs41CaWeperP2Z+tw9Cbwjp7b7G029vbMhgMpNvtSr/fl16vJ61Wq3K2FgyXTa+xcrHHyedj0QYwOjb7FkUR6oPpGlod8lj7xSLnZujRaCQ7OzvS6XTkiSeeCKZnEak4RQG4bi4TzBH4T6dTmc/nlSAhEBTOzs4unVmGkMECBsNyuQxMGox/sVhUvKe3t7el0+kEQfz+/fsiIjKdTgNT3dvbC5YJMOzBYCCDwSDsE7/22msVJzKrvY8CxNZizlyz8lprMmUt4zy5AnuKZmxCebhuyGXIKXhsGPC6g1tnkuQyG+x9Ndn3sPa0Nw263jqmbAvqbAE0qYPxbWJStIgLCH2n05G9vT3p9XrBtApmwvup2I/V+6UiEpyEoMmiDj73inRsssY7JppleeGdvLW1Vdn7tWC1WsnR0ZGISMC/1+vJcrmU5XIprVYrMFE2TbMHtNbY4X0NPPWZXNaAddCNdrttWga2t7eDAIOjRqgffdpqteT09FSGw2FwxnriiSeCqRl1Hx0dVSwFGEv0AfalJ5OJzGazcLaYx5/bwZDL9Jqu76u0AFmMmyFmBbKeNaU9qXzr7uFqWIdpXpVw8NgwYJH6TDQ3rYa6ml6KcVjPc/CKlZVrkrHS5hKHHIa96T1ZjzDmagsW4wXThWlpa2srMBwwCN7j7PV6obzlcimj0aii5YKBMtPVePIer86j90RzBaPFYiFHR0eyu7tb2Z8VOWeS4/E4CBAodz6fB41V9yEzVODMGjAzZJjvLa06h6BDE4aAMJ1Ow941TOhgtDgbDLxns1kYG5jYgcdgMJB+vy/T6VTG43FFgwZYa4Wfxfq/rkaq299Eu01BTPO1cPHGpy4+16Xpbko7jcGmyn1s9oBF0gOzyYGrY/710mxC206lzZHOc8vOybtJjVoTp1h9KUIGUyX2DsGkeC9yuVzKZDKR8XgsIheaHfaBW62WLBYLmU6nFZOyZmAiEvJA4wMAB5ELBsuOV0VRBI9j1BHTfFGvN+5oHzTO2BEmTYx1vGiEytTezSxUcH+CgRfFhSPZbDar4MCOZPjNVgcA9qHZ3MxHqiAMYN8bfX5wcCC9Xi8w5bIsgyYN07o+yoS2Wb+bWm5ieeuUn1qvdQTn64Zc2tiUJtVpV1Nh4XYPOANyCfW6ENPIvPR1oS6+V2nWqlP2OmarJm3w8mBPcWdnJzjv4AOCLHKuPd6/f79C9HHcCDCfz2UymQSzMDS27e3tSntRNog6GDm8nXOBLyzQEDOb6r23HGBtT68VaJdFUYRgIXxmF4wa+LLJXY8nrAcwjQM4TbvdDvvCwANOXigfZYhceIfDSQ4MtSxLOTw8DA51GH/sE8MsPZ1O5ejoKBlpbJ2tGQ+ughlehVbdBKx+22R7cyyLHk7XJYQ8lgzYg00PvvXM2l9J7TFpuGpTTlNiEsuX2sNeF5oIIiDM3W43OOxAe4JGqD1lW61WxcQMMy2HXsRzNrcyo+b6RSSYuGFeZS9qEAM857OxHkNIbVd4BKYO8+c5aMWjxlzAhy9xwG8cIUIZeA5cut2uFEURGCbeIUY1ezmjL9jsjT5En+G8NvffdDqteJhjbxmWDThsiZxr55bDFtp4FetRM6fU2myqIeZa2+qkrws5Zdat96rTi6xHyx4rBpwy010XDjmmpk2AtXdrpbFwYALaxKyVY17WgkSuGbtpWQBouN1uN+wbanPzgwcPLtXPjFfkXOPlSFAczxhaIBgMgJkyH2FCXRzaEU5BlobLplmvD/RvTqP3b2MQM2GnxocFCGikqJs9m7UJm/Fj0zXKQN8ul8sQJQuMEp7g3kUNut3o89PT0yBscfCSXq8nTz31VDBLY7+4bp+soyXrMc0tJ0YDUE5Mq4+Vq8urC5uid01NzVclNNWBx4oBXzd4EuN1DnrOJEsRjLomthwmWAcPBkuTzqkT7Wi328GbGYxX5OIyAYRXhGew1prgyQxnJa4PsYxZS97e3g4aGDSnbrd76cgPiD9Mr/ook2a4FgPVpmWLwPI4QpO0+ioFnFfXx/9jcwsMU0QuMWB26OJ9Zc4vIkGLFjnfB0Y/TSYTkzDD8rC9vS2TyaQShhNw//79cNYbghq2CPr9fjCze9G1Ymsudx2l5nPK2pRLY9alRZtgYtokvgn6aNGFlGWoKaxTzmPlhGXBVUpBV20q1nVZEvkmFhiDJgyxxcP/6+5zaeGlqeYApya9z8f7spPJRI6Oji7t+fI5Xz6eYrWxKIpwNhj1cqxlaMRoBzxzwWxh/tSMlS0SqC/GfJnpxbSm3HkBnNm0rHFhM7LuFwtHT2jSOPK1jHD0ApydnYVzxMxAEYEL+8PaDI36ELyEBR02kcP6AGGAI54xDhxli+vgNFYf5IBmHilNb5P0JjZ+6zLMTdNcDy/97DpwunXCqglXyRybTFRv4uRMKI+Q5dTn4Ww9T+ERK79ufg+PHNM2tF0EzuC7dBHoQuScGULDYmZj3VSkNVAwHz5fivd8mQKXAW9qHF3Se7kx06C1T2vhqfuiCfNF2am9Ye2RrCHXIsLWFuSDCf709DQwYghD4/E4WCfQ1+yZLXLhQd7r9cI1icjLkbiQlm+w4nuIcexpPp8HrRihPSHglWVZ8U7nNltCkU5jPdcCVSytV35dqCssb6o+bl9Ts/ha2uhDMEk/9gz4OiBlNvXSrVtf08nUdE8FeeuavOtozjmMd3t7O+zv3rlzJzwDICDF6enppX3d6XQa6tbey8yMUBeCQli46HZC22WnLYtYi1SJER8VwnfMvMsQI2o5ghpwZEauxyYmADDEmDRr9tqMjb1caLdgwmVZhisI4cUucrFPzFckAie9J884QyCCPwCY6ng8DlYKjN/Z2VkQ6OAwhtjZ+jpE3W91YBOMNWc9e1q2fn+VYNWd035PaXgjwC0DviJITXqPwXgTre7kX0fbttJpc5hXVl0cdDpdfl1tvtfrBXNzr9cLx31Wq5UsFotg+tWBKLD/yuVoBsOXHohUtdHT09NLlw9wkA5EyuIAFTn9o8/N1mG+AC+tZwr28jchbrmat2XaFqme5RWRYFouiqLioIYgIrgRCRdDcIAUff+xyIV3OrRskfO5AHMzzNXHx8eyWq0qwhBfwiEiYb7BR4CDgeh6rf7J7UerL7FOmjLKOuusKWiNnuuO4ZWTLpX3UYVbBrxB0PtwlmaH9xZsYsJc1aTzFk8sbSoNILbIcolCq9WSTqcTAitgbxAX2cO7FeOCoBnj8VhGo1GF+PNRJG4zvJa12ZgvEOB9XT5SxDGjrfYyAQVY4Sw9c/U6wGMbY8J1mUUTvLAPXpbVSGF4hosdcJaaQ3Yy6KNCLPTwdgMAx9FEJNwWtVwuQ5COnZ0dGY1GoR4wdzB4mMe3trZkMBiEvWNm7NyOhwkeDqkxtvLltuW6NNOmffuwxuSxd8LaFKQk1E3sT3hlrwOWUJDah6mDR84ecx1mzcBHiQaDQUVbhFMMCLnIRQhJ7NOxWVLkwou5LM9vCNJtLcsyEH+Ri1t9yrKsMF7dphzmy23l/WXdB160qlg/WWBptSlNV2ujrHHlmsNj5VvvPWYO5yzkYyc5HDMriqJyplrkYswAGMutrS1ZrVYhBOlqtZLRaBQ07r29vcC4F4tFRWjjyyEQfAR1QBPme59j7V3H2qBhE/Qm11IXowtNrWOxrakcuCqaGYNbJ6yHBCw96t/8nYLYJEvt0XCapubfFG46Xy6zTtWt88W0vKI49yje3d0NJme8x1VzYIoI5uC1Ve8JQkPiawOhPcPZhjVTbWrWbQDjTTlK6XmSYlJWnzUBa055jHBdIlZnfmlctEYsci6MWMeT4GgFRyl2tmKPbWtrgfeZd3d3w9bEZDKpHF3b2toKzJnPJgOAKwdgKYqicvTKa3PdsfTWsGfyriMs5eDTdGsi19q17tx7lHXMWwa8QVhnv0KkKu3XNfVswhRpCQ6MVww2ZWKK9QGe44zm3t5eBV8wS9ZkoPWC4MY8dvncLwJHsCkTWhXjNpvNKnvHDGx+3lS/5D7PKc8jgHW3AWLzdRPzIqWNwVoAC0NZljKdTsN2guXFjbJwDAlR0drttoxGo3DBA7YdEKN6Pp8H7+eiKEIITFyhyMDHqIAn70lvwtyfAkuYrQubxKcJ1FVidL5HGW4ZcE3INZs2Lbdu2pRJs26Z1l6khjrla6IZk2YtwsoApoqACCgLFyBAIwHRhUbDEZH4ajz8B+HmW3JwNR8H4mAHnOVyGS5F4Lay2TN1NCfVx5tmuldRjsbzqomep51zmEpouPpIEMaeL49AOawFd7vdYC5G+oODgxCgBWXCuoJ6cESJcUUduH4R11CycxbDJiwNVn9tEmJlWu9iVpbccm8q3DLgK4a6Jp8cRtW07phWmYOTl8ZaXDGzZpM9L+z14iNycTsRB0DAhQZgkriZCPVgj073A4gqHGo4TjELNvCmhuajwTrXWwc2KeCltglifa7HyCqj7nbHumCZ6a29YQCYnTbxQyCD4x6Humy1WnLnzp1w8Qa813d3d2V3d1dWq5Xcv38/CGWwinj7/yzs4cpE1IWQmVYb6/RH0/d1IMV0m2435cJVKT4PG26dsK4IHoYDgIWDRSRzGWAOwc7dx02V4e2F8WUJDLPZTE5OTkTkwiEHmg1HlgJj5ZCDIMIgxEwg4dEMMzR7MvOlDEwQWMPeBKFCGn2Bg4hc0pxytItcq0NsLnB7uc6rNj9boNsMDZhvWBK5iJaF3xw9iwUyMGKM/8HBQdCIp9OpHB8fh/39/f19abVa8vrrr1fOGYtIEMxg+obFBvMSJmjMJ1hR9L5wnX5A+72+ic3HdWnUVdA4Hps6e9iPAr0VuXXCeuQgxfjqgsdMYyadXE3WwpPrjE383PZYDMPCC3GBWeMVOWdAuCbu9PQ07N1BI0H0ImauIIZgvqx5MPHmqwM5CpI2JzO+ninRgiZaQmrs1mFyTSwRVprYfrIGLRA2wd8SOLRntsiFtUPkInY1f5gRLpdLKYoinOuF1/POzo4Mh0P58pe/LCLnBHZ/f1/29/fl+Pi4EhMcZmbrCBr8EVA3O2xZ8aStfkv1V0rA02s1RyBMlbVpaKrVp4TCRxVuFAN+FDt+06aTTZomr6qOdRdnURQVj1PsnUFbwJ4b9mf1ZQlMjAeDQTh6ojUWaLvaJA0HLOzvWjGOofnG2r5OPzKT0OXG4Krmf1OriQVXoSGDCXOkMn3kSKdhYIYJAWx/fz/Mweeee06Oj4/l/v378uqrr8qTTz4ZBMPxeCwiEpy4cMYc4TNRvkjVJA0mjLjhHhOua5ZOCbjaJF93HHJo2nWZjNcVQB82v7gxDPhRlX70ntm6oNtXt8y66XP3Ca1ndcytAJiK4YWK9uIuVo6EhHPAKAshAmFSxLEhEQleqvje2toK+8XQgqAds6eqNofhY+3zxrTUukRUH7nJzafryy2jKRHOxYvXZyptE3zY7Iy+K4qLs9T8Hu+0VQcWkul0GrTivb29cNwNfggvvfSSzOdzKYoiOGxhewLWmO3t7WBa1m3nb2jOIr4mbGn8MUEvp7/R/qvSZHU9DzO/hpiQct2843YP+BGE2KSzFuNV4bAu5OCGemBKhgkQfQBTMF94D09VPnqC588880woF9oMO2khYAfv6+LoEjNXJmAg4rPZ7JLwE4st3BQgXMB8aZlNm0Ku0MDv2axr5fHu3V0H6jIHpIfmi/jMsKCcnp6GyxugpbZarXBmnNuJoCoAaMD7+/uyu7srRVHIH/zBH4TQlPAnmM/nYWy63W4IhylyYaLWggJw5/3gmAd97vaTTpPTf5uEJtstXhnr7GPrMnT6TdPT2z3gBDxqGrIFKScD/XxTJuOrMA3mgMV8eW9OM1k262ERDYfDsG8HYityTgj7/b7s7OyIiATiOplMghMXR8AC4UPZvFdXl3lZEGMsWmvhduMZ3wjEGrmFn1VnzIJiaQVgVProFue1vMWtdtWZp001cmak+p7fTqcTvJo5xCTvATOjhFA2n8/l1Vdflel0KvP5XO7cuSNvf/vb5ctf/rJMp9PAZDudTmCm8MDu9XpBcFssFkFjFjkXXHTADqTLOTvOgkNs7FP9maI361jNrovWptrP/y0m3KSNm2jbY8eA34gQI2CsnWxqsl+HaYoBzJf37HQ8ZZEL5ovJj0hXcJQpikKOj49DG1qtVngOWCwW8sorr4RyYa7mgBua0cS2N3Il+TrCDTRdXQ8LBKw9MaPOEd5yzI9a602l0UzZq/u6AEIDvKBZE4WWi/mmfQTwDPlgKYEfwmq1kqeeekre/OY3yx/90R/J8fGxLBaLMDcxn8BgB4OBTCaTyhxgD3vkA+Mvy9LVgtftz9y1nZvuKk231lxKWQZz8Eit4RRzjdGDuvDYMeBNTpSHtW/AsAlmGSuD38W0JStfCqBhMfMFQ0EADTAXaH5c73A4lJ2dnXD0CMQLGjFrFfP5XCaTiYxGo0poSW6bdX0da8VcvtVW3U91xkZrvx5DXS6Xl/aHvd/cDq8+7531HpYJ7cjEMaJTGnWTtVJHeLHaDLx1Oo5ehXmozenoi9PT07A3vFqt5Mknn5RWqyVf9VVfJb1eT1599dUQvAX+B6vVKtzQ1Ol0QjxozHv0F+4hBuPH/GcLR44wFOvbTZl8rfS6/uukh9fB+K33txrwIwBNTGp1JnfuhE69z5ksdfeWUmDVqZ8x80V9MMGBAAFY8wUMh0MRufBgnU6nsr+/H9KKnJ/jxG1Ik8kk3LaDssCcEWLQY2YMnlCS89/rK21C5T6K4WIJA1yWp5l64IVt9Bgb9yMDnOOQX4cA1fMtV3PJEfx0XUVRyN7enhwdHVUsBnxUDUJNt9sNaeCMxwx8tVrJ0dGRvPjii/L000/L9va27O3tSbfblS9+8YshAlev15NOpxO8oXEkajabSb/fFxGpnDUXuTiTDCcub78/1g+bMP/mrH9Os65GmLIQXTdjj+Hg/W9cV/kw1beGcJOdsHInf+7iyC1T57XyxyDXjMNaL2u+2JuD6RmMUt8us7u7G8yKOAuMK+D4rCXOCz948CDs5aFujQu0XxA/5AfxgybNjmDrCix6bxXaj/bgRchEHWSC+x3mTjjysJCBPFqzs3BlE6h+DzxELjyJdVv6/X4YB6Tj/sH4QsAaj8eXLrCI4achZZKE53K/3w8CASwgmBM8BzHX9BiUZSmHh4dB+4UFoN1uy87OTnDOarfbIUDMeDyuXJWIPsORI5FzC8zOzk5lzABYB7hTuM6ecOqZlQ99pv97Fo2c501h0+WtC3XwuXXCeoPApkwYVrnW7xQOnsnRgyZmGBA03vNlj2Te9wVB5BCBOzs7UhRFIIK4GlATfcSGhskQdWszrw5ByOm2t7cv3Smr+yTF0Lz+4XjEmtjnmqwZwDgg1GAfXOPlmQz5HZ7r92yKt8rle5g9KIqLqwLBlPjSeq1N6XrqACwprMkOBgMZDAZSlhdHjRBSlM+So+1gzGC0iDcO68xyuZTRaBSExyeffFI6nY7cuXNHut2u3L9/v2LJgbbL12KenJyEW5tY8IGwg/9e6NMU5DJf/TuWf5PaYN353nReXHe+XHisGfBVd24M6uzXaDxz8c3RkpsQ/JzyvTZo5isi4ZgR35eqr5njaFgIxrG3t1eJrVuWZTA1IwY06mYmB4bFpm99VysTZGjHLKyktAVuN6dB3RwVyeo3/raicGkNlIWKfr9fIdhlWQZBxxoTtgzounQfAh/G/Yknngi3BmErgI9+sYCAcd3a2pL9/f1wbzNuG/L6T3tacx9ZeQBgjohYpSOrsQaOOnDGl0NZbm9vy3A4DOd74dkMJoxrDHFMaWdnRzqdjrz44osVPGGxAcxms4rwqOcKrBJ86Qe3v47AnQteOZtgtE0YYM6YW3V4a6sOXDVveKwZ8KMI6w54jsnpKoE1KA0csxnvWQvyFg4zaj6ioc/0LpdLOTo6qsTWRV3M/BCAH2XmaAmaCDBDiuVj5q9NnBrYTMzMzzMLc7ks4OCMNB+HQT965VjP+b3WEJl59/t9abfbMplM5Pj4OJh4OS3O5XLo0O3t7ZB3e3s7aKW6b2Kau/fMAhay2u12JQSpiFwKwILAL3w/NM9dmNThoPXqq6/KbDaTvb09GQwG0uv15M6dO/Laa6+JyMX1lCJSuSYTjnWolwFMeGtry7TIsLUih3F6jDDWh+vSpHUVHctSt0lT9yba17SMx5oBX6V000T6Sg1k7kDnpsll1Dqt9R/4xYBjMqMtHIXKqhNp2Su61WrJ/v6+bG1tVcJGQjMBLszwoPGyWRt1Ym8X+Pd6vaAF6TbGIGZy1nu5XG7KsgHTJbRP7m+2JIDAg9HB1M3e5Bxu0TL5ajxYOxa5uMEHbUJdmvlqho52I7427tpli8DW1pYcHh66xDaHQWitHnMOWwrT6TRo4mCsegwmk0klEMfp6amMRqPKVYPa3wD5wMRxg9KdO3dka2tLXnnlFdna2gpbLJiP+G85v/EYwynLEpTq0rEcy0FdiDGzTSoFuYIG/1+HQV413DphXQE0HfDUxKorsVlCQEpatuq26s1dBGCE7HSFdDAlW0c/RKSi2YFAHRwchKNH0Hb5ekBoXNC0WMvBh6MNMZEGXkxMrZCT3FbrcnUeLzicsdZoebfGtP7YbUtFcR7vGhozO/jwJRVgmsBjtVrJ8fHxpRjFRVGEKE4QcLDvyXgXxfne6N27d0VE5N69e5WjM9wmy3SPehDVDPc7c3QydoTLAV0+biMCs2WvZ3Yo47zAC4D5aZ1Jx8UdLARy+f1+X972treF8ubzufzf//t/5ezsLLSbQ1b2+/0wV2DpYcEJgUCsaw+5D1JQJ18u7fFoXhNauAnTsVfmVbO7x84J61GUbpruc1jEdZ1yU5DDXJlhN5nEzODYsYS9na26WUvFs729PWm324HgTSaTQCCRlwkvm59ZS8R+GoQC1AOGyqZI5Pf2J6GZcL9wG3ivF3V4oRs1E+crE2Og4x/DrL9arSpmd4Zutyu7u7vBsQgBIfb398N+Luo9OzsLe7XoO9wUtLW1JePx+BLz1WOH9rEggfGHKXcwGEi73ZbhcCidTkdms1llv9Xqo1S/gFkhKAaYmXUXL/pPeyRrb26Ri71bdtRCuahvNBrJK6+8Ei51aLXO7xo+PDwUkXPmvr29LU888UQQJsuylF6vJ+12uxL3HGMIpgwcr5L2xTRK/f9Ro8EePGq4vuEZ8E2GnL2bOsDagSaUTXBKAZt+reNGTNgssycTaz5KgiNGYDIiF05bYL4cZIPxns1mFdMpAGWB6enzwpqRoEzP5Mbt18wXzMDLx+Z5r881g2Bvbh1Ok0NtgpgXxfne7dbWloxGIzk9PZX9/f0QOYzb1mq1wrlWmFdbrZbs7u6KiFQchHgseb5Zc49N4cB1b2/v0n4xmLSeI4wn18H1gNFz+E7uUy2EIr3uax2StCzLijAicmGWxjwSOdeIlsul7O7uynA4DGfXYWqfzWZycHAgTz31lLz22muhbmjDcE4riiKEumTN2KMLdQWWlFXMohdNte2cPOuaw2P98Sgx4Tc8A35UOjIGKeaZ04ZNttPTtGPmJa+M2EKBAwnMmSBuIOJYaJ6mBMIDggxA4AxmvmBAfEMS48paLZy38A5esvoGJN1+KzSl7g885z1fZjKxPuP+iD3T+dkCgP5grZw1QQDMvjiLOplMggfv2dlZOKOLMUT57XY7aMjQFi0PXQ9X/QzMBPVqszFuINJe8prh6r5Fv/FZXCuf/m+Btw3BR+FY0Nza2qqYrk9OToIDIbRhhKeE1ttqteTu3bty//790O9wFuQwlt1ut+J0aEGKgfGaa8pYdX2xeq4TUrh7fZOj4FxFe273gG8IxPZgALnvU/tBObgURRGCE7BZFE5SAL0Xx3XAaxrab1me783OZjNZLpeX9nexr8aaNmL3QpsaDodBS4EWzdcYWpGntPmdcQQD4b1UdlAqiosL2nU+TQxY4BARk7FZmrg2QevxY+bPfcvmZjC/09NTee211wKzY+2SL80QkXADEPDUWrOFp9cW5ONY151OJ3hJQ3jjPX9tRdDzVx9lQ5lWYBN2cGILAsrDfOJjcjzuKL/X61V8F4AzYGdnR3Z3d4OQeHh4KNPpVLa2tuTpp58Ol4aMx+Mw90VE/vAP/1BEpLJHDGa9Ccixtnm0IpYuVk5d1mNZV9a1Em4CF4bHbg/4Fi4gZnrxILV4csrQeUGs2QGI7/IFMIG0tDzc5wvmi/OikPyZ8UJjEqme/QRjwflPeJ7OZrNwxzA0ENaKmaECH+3BzGk07rjP2LrkAXl4r7EJAWDwTLH8nkE7gqGdrGlqYQN7tuh/fXY6ZuGxNC0LXzZP4yz3/v5+0L5hWdDWitg8Zo9lz9s4BRAGLabL/6ERwwsdzmXYx+bz0d1uVw4ODsK6eP3110Xk/Fy1BowVWwnYM3odaJI/pg1aFi2vjFwcYmVY2nwuNO27Temttwz4EYB1TBvr7JXkQB28sBCsIBd8fpcZmWcSgpkO2paO5czMF1o2+pG9onEnLMpZLpcVRo76vXOYjB++tVc1a07Yb4XWtr29fUnrR1kg3lx+zCQae8dEKKYlWFo4l69v4dFlWB7cKagrBKIekXOBYDqdBo0RlgUIUcjPzBwfnIm26tPaLn57fYU5C0GPtVqOaAbccVMXtmBgSl6tViFM5e7urmxvb8vBwYGMRiMpy1KOj49DfGkw6+l0WolFDWGi2+1WtlZyIGYpu04GVrd+TSesdVmnvNw0Vw23DHgN2OQgWxqgSHpPwntWV2u10jfRytjrGUSNCQTMsiD0MJ9qxoFABiISbjICEYLGC+LG+ILRgwjDZId6wIC1Fq1NaprZilSdnSyAdgZcyrI0mS/q0bGVYwzY096sbYNcjUC/Z21unfmQEgo9wcB6juM3p6enYbwxP1qtVogHzv2AuYEoaeyMprX7mBbHgLHnSF6WIMKMGM522G8/OTmRw8PD0CaEx8StXtgPPj4+lt3dXen3+yFdv98PTB/3Cvd6vUvH1FJQl57EICe9J2DHyvTM23WVgTcCvOEZ8MOSYnLrje2V1C1TE6i6kzun7jpl6nSs/XKEKph4YZrmcHyWRycHSFgsFpeYL0dSAt7sVW2dvcV+JbRxkYsblgBaANKaMYg4M0r2Pmbii3p4r9Iyy2EvkTU4K32M8eeMlydoaROyNj1bpm7vmYWvpU0zHprAWvMfTBPOezApw7yLs7HQetkLHg5oHByEHb888Cwh8ADXApFX1nK5DFsfe3t7QaOHTwR8GXSwDQhuMPlbN4bBIYvndA5YdCa17mOWF/2+btmxOjZN37WA/bC14Dc8A36UIKV9epM0V9uIPbOYYSyflb+u9qwZFogfmKu+hagozp1HwKjBtNibeWdnR4bDYdB6QYjgYMXHi/jyBmgnXtALvmkJWrg2QVoWCN7z4/6xGAv3OefhM5uoA/iC+Oo7YRk801tsLDS+XC/ewYsX/WXt+zbRmDwtXuPmXbWn/7MGi4AXcM7q9/vS6/VkuVwGawj6Ht7HEAB1+R7zsNrMXtTs4S5SPbMOXLvdbjBBIxTlwcGBvOlNb5LpdCpHR0fBJP3aa68Fczmc4u7duxc8zjmqmYgEz+rT09PQD0dHRzKdTi8JNhZd0O3LFfxj4NWX897Cx3sXyxeDWBt5nXg0MBenuvCGZ8APS3qJDZCXvqm2WocxWoQ4BzbRj0yUdJkgbDAl4h0IW6/Xk+FwGMzO4/G4EogATlSs0bIZmb2toX3zcQ19hEWkugdqEX7G22qL1mjRPn6Gb+0pjbRgwiiftfoUeLinAAwS/Yc9ylj6uuVrPC0iZ4G3rrituLyjLMsgcGFuoJ/h2Z6yFuVqfTod9xe0aQierLW2223Z3d0N5ufnnntOhsNhED4RxATe+qenp8ETGnvAYMqr1SqcI+52uzIej4PX9WAwCFaenLbV6Yc6tMuaizyfdVmboDt1tFi9jnMEAqu+Oulj8IZnwA8bYpNLp0OauuU3hU0JJzm4s1bLpj5+ryc/GGyv15P9/f3AOHE8CPlwHAUEDkeHONAFAMQPe8xsemSzYQ7zxW9PK0SZnEZL+pZG4mnKYIRgzjnmPQusechaIAPvz6N/eazqMEtOn9IgmpjNkY8Dc8ArGM5WMPvjEopY33nv8BxWG/ZT4ONenpkd+8PT6TQIBjs7OzIajeTw8FD29vak2+2Go5QIyoG9YREJTBimdeRfLBaBIfNZbVgBmAF78yBnbDU0VSCaMLh1lJVYmbHnGNNYuk0yXsAtAyZYZz8gpY2sU24OXg/LEiBSdb5ifLRTD2vBDAcHB2Fyz2azEHgADiwIzQfNZjKZiIjIcDi85FCjtV0vcAPjaTFXy3wbG1tNwC0my+kxpvBq5bQQHFBOLjPn+rXJlbVx/sBsa/WBVW4u8bQEF0tYjdXllS9yOYoW7xHrftD975XJoPf0GWcW+oriwq9BH2WDRgrhYGdnR8bjsZRlGc7I7+3tBXMy2jOdTsN1hmdnZ3J8fCwHBweXbg0TkWB6hxXg6OjoUv/FNL1UuhQjzBVwYs+ugnal5mpM6I7lsawi6+Df7FDcLawNdcxhm9Rkm0iWmpCiLP7NcZdBFEHg2VNZ5IIhwXSGsnDUCI5LvV4v7PGJXNwDjJt0UDcTYn021WJgVts0w/AYc6pvNEGK1WmVzYwkpcF5OHnbAIwfO6rpPU1mLhpyhBh2rEvhWtcsrOuAxQNWE4T61Oe4LZyR32LQ6Be2smjHPxBkvENajvwGaw2g1WrJYrGQk5MTKcsy7GPzHMXePLd1Pp/LwcFBsJIwo8dWAs4He+2NPbeEzHW00OvMmxJIN1UP1+X9rwu3kbAI6mjA60g/KdNXk3I3IY01qQsmYsTuBUGAaVCkGpNY5JwI8TGjk5OTinTfarXkySefDO/LspSTkxMRkWDSK8vz4xocjo+DcbCmpAlyp9OpHIMCWNovvr0oTk2lYtautOCCvNpczgSfgXHT7ddtA6MAIYfGCE/d4+NjM7IVt81qo8foY+bslOVBl2UB953GgYPBYJ7ApCxSjUbGggn6B74Kp6enlYsQ4AzGgiSc6bAnK3I+ryeTSWCMHFSGmfJgMJDFYlG5yxpMnE3RBwcHMhgMwhrDmsF2DOJmHx8fhz3yVN96fYp0MQ2Z/zehY01Mul4ejcem6aFVvlX2bSSsNwDkEKQ6UFeSW1fQ4N+Q+pnZQnvQeZEWDlUiUiEkSIdzkyhvNBqJiAQHFDjhcCANvmuYzd7aFKvNh/p9U8FnHYkf9WpGy+9i+RgXT+Nm4GM0fIkFCyopzd4zVVpCgoeXxZzrzE3GJ7ffLGGJ8cY3O6bxPGGBTgtviG4Gi0+32w2ezgBYGtrtdoWJdzod2d3dDWUDt9FoJDs7O1IURTAvi5yvG5RTlhe3eMFyZF1gUac/db+k/nvzP2XB4T7XY9+EiW6K8abm7KYY+60JuiF4TBTQZELmlpHCKQeaMG0NmvnyfavsrMJl7OzsVM74IigGCBEH+y/LUsbjsYhcZr4cxB7Hk7S5EXggbJ8+3mO1MbdfPKJvtdnLx0yf/8fM5jFNk9/HNAUuH7/5PLKXVoM3J7z0dYQ+vU50H+l3Xh2eIBHDRd9gBaaJrQE+3y5SNYfr+5JRFzyd9V3URVEEAbPb7QYPacZzNBoFgfXo6CgEH8ERPQQlOTs7CwIum6LrmmY1WPOySblW2qaCbwzWKctr0ybxY7hlwARNJG8LYlpRnTqamGTqQozIeloOgM+ywrRnmYBAGODJjH077OmyeRSRgUQkECaUBacWaL98qTmn0cE9rMAcliDEmo4mgrF+shhWijixWV5rU6wNWMyDg4EwDh6D8oCdv7y9Uqs9uVqAh5Mu33pmCXCpcjfRJyJSCV8KAQ9zlW/y4g/vR3PQGMYJcx4MFONYlmVwLMTZYZ6L0KDBVEejUcX8XRRFYNynp6fBFK59L64CcmiUJWDmlJUjcNURAlJpU8rRJjVfwK0JuibkarYxQs95rkqyioFnYtLaQcwEg30tXDQOIiRysY8GbQF7XyISggWAWGFvbjAYyN7eXtjjgrkN2jCubtOBOcD4oZFos+BqtQr7aXxNnxeOEN7cfPQk1R8a0H7NWDXod5rpWPjlMHePULC5vSiKymUR2Jfnax51+zxnJX7H88mb78CfBQlOy9sY3lzVY+IJi1q48pzD2BLAQhjmLTM9WF7wG3jBktNut+XOnTsiIuEOZeADAbIoikrELuzd9nq9cG5Y5CJS2vHxcfCMnkwmcnR0JM8++2zoL9QBJ0VcBgKN2Rs3hhh90paeWD5dvh5fa8xi8yZWZ508qXS5Cs8mafZjrQGva5ph0EQyZjZL4dS03nXLygUQKuy5ilxmaCB4vC+rj1CAoEHzBbFj05rIheYAwoUAByISmDlrvaxV4j3jromBNU66Hbr9GiyiEiMOORp1SmOwQDNvC/gdhAWENkyZ6Rkv/LbaUYfQWX2hNaYmaxVMnvdUUxdJ8FWVEA4RCjWmTeOb511ZliHCFd/GhTkIkzSXCwEVJmcRCc5VKBua+XQ6rdyN3WqdxzqHNs3hOnP6zrIQbYqGpARG63cubIL51oFN0tXHlgFbhDIHNMH2Jk8dgtQEjxxoOjG9BcvP+EiGiFQceLhMMEreH8N7pEEULGgCy+UyMN/FYhGuDYTWwKY1JkyoA2ZC/LbOjOrx4/e6D6wwhjGiprXYFFhar9bUdH3aNOzVGSNu0OSgvbFTlmYsHuOxIKfNsDBwe/Rva17WqdNaj55gAkEC/gJglvBT8NpkHflCMJnZbFY5lgTNFFYjEan4PwBHDs3KwFHjtre3w34yzr7j3mtoxMyAc/pL95UFOUpFLh2rq5zcRKjNgH/1V39V/tpf+2vy3HPPSVEU8u///b+vvC/LUn7sx35M3vSmN0m/35f3ve998n/+z/+ppLl//75813d9l+zt7cnBwYF87/d+b9jvexShjgTeROt9FCBlRtLA2i8HQIB2rBkbx4VmzUREKk5Xx8fHoQ4QP2jE2BtD2dojlcvkM56IA835uM3MkFljSgVw0H2nBTPNRGN9ylYTXaZXZ90xY3xYA05BTj11tKwUvpaGbZUT60sGbS7WdQD4yBL2e6fTaSVetmUyt4Rt3l7hdJ1OR4bDoQyHwyBI4gYvHFXiEKWcV5+tx9WGaBeH38Q+M+Kj5/adbkdKO/WEQKusnPrqAGvpTa0kTWFT9dRmwOPxWL7hG75BPvGJT5jvf+InfkJ+6qd+Sj75yU/Kr//6r8twOJT3v//9lX2I7/qu75IvfOEL8pnPfEY+/elPy6/+6q/K933f9zVvxZqwCWnOypf6WHg0ZdwxglCnjFyNjbVfSPHaIxrf7BkK4mU9g8fz9vZ2MKWBkPDNRWBuvO+rTdBMaMGENaO02s5aMBxcYIa2CK1VphWIQvdfjLh5uHF+L61+H8MZ7zFu3rlorx6r3hzLUh3rgMbdK8tKC+aN3zHzM2u/uFSEYyunCDzPk7I8Ny+DCbOGijT9fr9yIkCf5YYzFcrd2tq6FBsd48VBOzBPgYPIhcZct2+tNqbyeGsrB3KYaC6j3RQz5nKugrmvFYijKAr5+Z//efnWb/1WETnv6Oeee07+zt/5O/J3/+7fFZFzt/lnnnlGfvZnf1a+8zu/U/7X//pf8q53vUt+8zd/U77xG79RRER+6Zd+Sf7qX/2r8uUvf1mee+65ZL1XFYjDghSx8/LkEos6ZebmyVkoOm2KwPMk7HQ6sre3J2VZhmNEMHeJXJjQWCuG2Q3SPt5BE5jP55WjQrhBBpoAOzVpJqE1XwbW8PTdwSIXJmzdR/qCAmg1Grh/mmgVyJsLlrnZY5pWXpiZEYsYRLrb7YYITdCkkEd7aGvQWnSMCFtzyzN76zrraP256wVMGrcKsRPW4eFhYNqw6mhzMcrQoViZ8fPawVWa/X4/aKb379+vePUjL7z34QCGLRURCWeGodh0Op0QVQ7tHY/H0mq1ZDgcymw2k5OTkwqz9qwLsT6rI/zpdBZdrCuMebS1Lp45ZXqWDhbsNNQNxLHRPeAvfvGL8vLLL8v73ve+8Gx/f1/e8573yAsvvCAiIi+88IIcHBwE5isi8r73vU9arZb8+q//ulnufD6X4+PjyudRhrpmwxRctUaLOnLqwZ4WGBIf/geT5FB5YL6I5YwPM1sEoIf2gP/svcyMlrXcmJamCXfMpKzbbjH7WN4Yk9Dv9XOr71kjT0FOWothg2kggllMa9d1xfDWbdN9oCHVx16Z3C6O3ayJr+4fnZ9v0oKQxZov311tgQ5Ew32p5yn2bCG4tlqtEBf67Ow85CSEAFztiYtKgPfZ2VnwksZ/mMl1n/C+sXVWPjZvNqXxeWOf0nQtyKVndddP7nNPUWkKG2XAL7/8soiIPPPMM5XnzzzzTHj38ssvy9NPP115v729LXfu3AlpNHz84x+X/f398HnLW96ySbSjUGcgm8BVmDUsgpWa0DltZHMlTFxY4NAgQNC1NgCiwxoEyhG50KLgvAJzIBM/rSHVHROLgNZZfLlEBIQ31v+WWQvpNr3INYBgQxMGzjFGF4O6Wgzn01qFB5Ylxvut81j1ASBQot8hXEJTtG48YtCe/trJj+tGOaenp8G/YbVaSa/XC8E0UCZMzCIXe9Mwj/PxuE6nI2VZBm2Y28d3c4tUTdF1rWjWM2/ub4JmXrVQUBdyBMkm8Ibwgv7Yxz4mR0dH4fPiiy9eST1NO3edAakrodWRADWkmLDHKFiiBpOFk4pI1bSL4xa4hB7aKxyhNDBh43O+OB+JNHpRpxa5RaA1cYhpfSnNKdafdcrgtLrcGIHj/3XmH/LzWPB+uqclevhqB6cU4Y0x+tjzGG5sbUnNYa5H5CK4BZ6tVquwTYL2xYQnjpplAWvmIhd9jaNOk8kk7Al3u90gHGGdYXyxH8y+EBy8Q0SCD4XGFVca8nl8Szhswjhz1oD1uymsU0YTTZzrtehPbn4PNsqAcTD83r17lef37t0L75599ll55ZVXKu9Xq5Xcv38/pNHQ7XZlb2+v8nlUILb4PMiRzGP1WZ86+DadhAi+URRFJZi8iFT2lkTONVlM0tVqFYgFpHeElIQWDYJUlmWQ2jnAhzXxPQYXawuHEGRHsBig/BgDtgiX1tS98UoJS5u2wjATZgehJuA5nFn/c4hxE+0bn9R5bX2sh/eeOT+EQGbsMcGE5wdvv3AZIhfMlyPBTSaTELwDN3+VZXkpvKvly1CWF9s1bMnA0TsIEewA2+/3szzfNdSlMRo8ITdVflPmVlcorZNnU+tQZMMM+B3veIc8++yz8tnPfjY8Oz4+ll//9V+X559/XkREnn/+eTk8PJTPf/7zIc2v/MqvyNnZmbznPe/ZJDoBchf0JolczOyIunTdKROcJmApKczS+Lw2ptIiTi2C9nM828ViIaPRSGazmYzHYzk8PAz44GJyEQlmOg7ZB+YL83Sn05GdnZ2wf6WDa6Rw18/RN+wdyoHqPfNpEyIF0GXGBAQ9pp6wYbVJa391cUQAB5TFR8s0o4kxHkugtNqtwWprSqjSuGgHPF2fjldeFBdHgWDm5YsWmPmiDE844aNuuh90e/meauQ5PT2VyWQS1ge0YBGp3IQ0mUzk4OBAdnZ2KtG2MJchDO/t7cmDBw9kNBqFcK1YW/fu3ZPlcindbjesL4aUQKTT8qeuEpBTb857a17GcEkJ6XXqys2XgtqhKEejkfzBH/xB+P/FL35Rfvu3f1vu3Lkjb33rW+UHf/AH5R/9o38kX/M1XyPveMc75B/8g38gzz33XPCUfuc73yl/+S//Zflbf+tvySc/+UlZLpfykY98RL7zO78zywO6CWxSYsktWzNUJiBaM9LfdevzmLfHXOoCm76wfyUilX3esizDtWgil7VXmOv0fb1Ig3rYmUXvqVl4Ne2zHADe1vjkEByL0WIhW9rxVQITSnxwdEyfN7Xy4Z3XB7narU4T05wZ59gY6jmEtKyN4hk8jUUkeB6LSHDA4tuMROKRs7TABFy1V7flv8Awm83CWXh4Pa9WK+l2uzIYDEJY1n6/L/P5PJz9hZCqcQRjxviizpOTE9nf3w+xrbUVS5eBNjWFXPqTeu+Nf0xp8ehFbp0pfNYtA1CbAf/Wb/2W/IW/8BfC/49+9KMiIvKhD31IfvZnf1b+3t/7ezIej+X7vu/75PDwUP7sn/2z8ku/9EuV0Gr/3//3/8lHPvIR+Yt/8S9Kq9WSD37wg/JTP/VTazfmUYOrZPx1JkGOiTWWl6P5QHuFo5V1K4yIVM6V8nlaZsjQPthzGs85khXAOg4TIxQxhpELMcYS0/Ca9nmupSa3PKtsfLP2p/c8U9YSHcUK4xbDSceiTgk21hy3iC5rYgzW3chgdBwDG2d2Nb6W5hsTGDT+gJSXNwJ/wPFQ5PxkQK/Xk36/L6PRSJbLpbTbbTk4OJDpdBqYLtbPbDYLEeVg1gZ+YNxoE2K4Y42lILXGUvk4bcxaEoMYE64L15UnB9Y6B/yw4DrOATeVcmL5cjW2nPR1TCixtDl1DAaDcMYX8WuxV8XEhc/9IpgG/+egARbDwlniVqslk8kkEMWco0CWRllH09RMINW/zMSsci3tTcfN1pDLfFnLErkc2csrV5vodnd3w7iiDN6XZOHKw80yCXu4WCE9cxgYp9MavIcL5pyePzs7O0FD3NraCmFOATqQDNftMXquU1sTyrKsrAML58FgIAcHB+EWsFdffVW2t7flTW96k4icnxMejUbh9Mh0OpX79+8HaxLKBAOGd3VRXNwEJiKByQ+HQ1ksFnJ0dBQczmLzselc1f1Xl/5ZdeUw6px0VwV1zwHf3obkQNNJEzObNdFW15H8LKaQUzbnhYemiASnKX3MCGZpEDWYqvmIBtJZt8iwprJcLivnFZnApMyRmjjmaL+aKWmzYh1g/CztLmVp0GDhb/UB//e0RuyF6j1ejliGY0kciMPDzWsTcPHmP+Nfp1z9Du3RWjrPKWa+w+FQOp1OuNAD1hwwX8xb7hOrn1NauTZJayEGGqvVZyy84Paj4XAoBwcHcnR0JK+++qrcuXMn7A2/+uqrlT6czWbBTwM+DltbW0HrR5tPT0/Duf3j4+PgIFkHPEuENRf5vQc56zpnTfIcy6m3Dh5e+rp1MLwhjiE9TEgRCk9b2mT9V1VOTtkccrIsyxDFB3uHYJ4IKgACA20YhCUWxIDNmaxFM46xfvZMpR5oM6dmbrnxka3FbtXRBGLCG/cNt90y3zJYzBdjA2sDxlgfn8nBU4+DJ1RYwolXBoPWtD1Cr/0PcDWfrkef9RWxPePBsJlJW3izg5XVPmu+YL7xfi62XnCsiM/ew5QMJgzcUA6OMGHLj8cV/QbrUlEU2TdgeW3Gd92x9Mpq+r5Onqum2XXglgFnQK626UnIOWBJbesyX02gvXq9Zzj3i4XPZi0Ae47yvi+IkdUefGNv2WN4HnPhdqWsDDEmxQBmkxu438M31oZU3tR4QfPLBZ6Ten7yPjvKxdEYEakEQYnhrH/nMGErv/U/J3/O/IYJlgNVYI7qPtFli0jl7K3GycPBstxwfnzAXKGxw3NZ5NxpCtrpk08+eQlHFhgxL+D9DJyxvwxhg28nK4rq2eAUsKDK7X8Uoe7a1fmuC24ZcASuU0qyiNlVgUcQNCDyDvDBNW0M0+lUiuKy9zKDx8xYuwYBQX2eGTh3PzjFnPk9hzD0zGYxZualvwqwzNwpnHR+AB/HguWC+y6lAVvmcECO5cIrzyL0Xhu4Pm2tWkeIRTkQELHtUvd4WsxCAq2ao1NhKwe/Dw8PZTqdyp07dwITxh3C8JcAfhgLDmbTbrcD8+10OkEYQRlFUYQtphRowarpHM/J16TsOvN/kzR2nbJuGfCa8ChKgJsg/kVRVMLeiUjYNwJwvFzEsmVGaxFDMFB4VYtcHBfB3q92ALLalitE5LY1l4E1LbfOuxxIaX1W+ZbZli0VGB/eBvBiLMfq9vCxCHhdJpsLzHzZY5h/e/XgOXvve8KB1kA9sNqKfHzsiSPMiZxrwQ8ePJCiKOTu3bshytxyuZTd3d2KWRx7vGdnZ+Eihk6nE04iIM1wOAymaJGqIGz1Y84zj7HlCK1eWXXXRo5FZBOWxU3CG94JyzKH5JpIUunARLjcmHmwCc6cF/U1kdI8wmeVozVBPeH5tpayLMPZSDZJapOWiFw646tvE4Kjjw4MDy0MhOXs7KxyRlEzWt1Gqz9jbQfR1O1GWs9JxutDCy+Nh5fPgtT4gzkwvp52wnMLQg3jhCM41j4oLCC8t5nCzbLkxKwFHsH2BLlUv/A3xvHk5EQGg0EQKHme66NGntDYarWC1mi1I8Y0dJnQWKGRQjDA9ZtbW1uV4CKvv/66iIg89dRT8uSTT8poNAqe6vv7++HWJswDRDZbLBbh1qTpdCrdbjd4ZMPZDsedBoOBTCaT5LzWlqwY49V5ckHT3euEVHs2jdMbngHHINVZqfe5EtgmGOW6A+sJHxbD8pgSAIShKIrKPhYiVYlUw/V1u90QHIDrsQBlw9TMBIOdgoAnS86WKdtqn/Wf89XdR60DzKRQn6UB1gEtBPJ3ytRugTbXgslw0H++hk9ELnnz5oJmwjkCcc48yqkTACczfRGB1oJ1MA/GXYda5XTIbx2zshgRfB9wHrcsy4pjFByu+HN0dBTKQtjK0WhUaaOeCzBjDwaDSuAN7Pmy81Wv1wtMu46QqPtCQx0aawlvOeAJ4ClBra5Fpc7zXHjDM+Amg16n7FyziQUxZmcxx03AukKHyIXTCRYwHxPCMQ6RCyctnDu0pEbW0ori3OsSTFxEQgxo9h61zHyoPzXeTZidZpqpcanTxymLRg6eFvPF/GFhJQaxNqHf+RiZjsfNuHjabA7+up+bEPtUfVZahGHUAURi5VtnvD0BL9UWzF3sJXe73cAIOQwrNHWRi+N9OP53fHwsrVZLnnjiiUo7+v2+KSCISGDqcLITkXDbWFFcOGn1er3gAJYKzuHNJU+ASjHCVFr93LJSNLE0xcCi0Vehkb/hGfAbEZqY12IQm+TWYohNKpjHRCQsWJ1Gm5/1YX5NaFnj6Ha7wcS2WCxkPB672gV/e8w31WYLtOan8eW9wjo4WAKI1qbq4OnhDnxShFJr3ynrCPpC7wlqzS6XoHrCJ/dnTDDIEYQsJmrhl3O2W49zjsVF42PhznlxRAjOjGB429vbIRCHyHmf4/zubDYLF9gcHh6GO4K1R7TV32h3p9O5dESqKIqKMAwTNWJTrwPrjm0snR73OrSBy6hT91UwX5HHxAlrU5pmk0HOISJNtYDYc50mJl0ysDcl3/eL/VkwW+wNgkl7xyOgpZXlRfAEkXPmPh6PL8Wj9Yh4LMKSlT4nLYCv4ltnocU0qdzyc8YzpyyP4XM+SztHP/PZUn1W28ObxzzWpphVCe9y57vH9Li9DOxQ5jn6acab6kseY8ZDrzlEeuv3+1IURbh+E7cgeYA9WsCDBw8qcde3t7fDe0s7xHli9rvg88FaQLbOTHtgzcWm9NYSYPXzdSySTXDzxn9dPAC3GrADMbNhnTS8KNch7jENt66kaU1oSOfD4bASIYi1H94f4n1fdr4CEeZ8HI0IzixHR0fB4crDU+fX6VILwBsf1nqtaEpWubkCTB0GETOteXhYgkhKI+X3lsbPacqyDKFG+TliB+fWhXkQS4v0OeMYI4SWWVmXyx79EBqxnWJpuTp/bFyZgXE69DW8kfv9ftiyQXqsN2zjwAeCNdS9vT1505veJKPRSB48eCCr1UpefvllefbZZ0NZcG7EfxaoYMLe29uTdrsd2r9arYKgtVgsAgMWOXdc84KSWGOj+3xTSk+sDm5nKl+ddzmwKY34xjPgTUljXpomZpYcxl0H6mpCFoBIYDGKXGjDRVFUiG9RFIH5WqZni+CjPJELz1uL+TTRYOsCX0LAwOOJIx363aYW9CbalisU6HrxXjvu8DsEaijL8pJJ2tKgvTpioBmfBynNNiVkipwLEJjHItWLFnIFOV2/xWwsjbvT6Uiv1wtar8i5QAAv7MlkEiJg6TUFoXdnZydcCXp8fBzKZ2esbrcbzuVrXKAJDwaDsAXEN5cheEe73a54SFsQ0/Stsc9dGzpdKk9umZxWz5urojG58FiYoBk2ZTrQZeqyLVPQpmFTbYH2CxMVFhFMjx6zYmkd5XCZHPcWe8usXQO88mPt5H5GQIM63s16T9AyOVpanQe5zMSD3HFsOpesPJb5EP8ts3xMQ+e+0n1plROzeHgQ6yMee32MjJkvh3qM1eWdfdbtSwGiXLFXOUJjwgERF0JwZDKsL4SkXC6XIa4zPKcZdNQyfcxO+3XoyG983Ax9ZoHHIGMWgjrl5EBqjqxDE+sKg+vCjdeAAU07LiUlXYVkd13A2h4cqsBUmaGxdI62gIFpMxW+9TV3iCKkiYyFU8rMCbDiFRdFkXXFmkicCGAhx0zkOUTHMmfy8xhOMe1Stzl3TlkmVwtSaWImbMbTwnuTVim+lIGfoR42q8LkyvNWpGoqhubv1W0JLJ7ZW+RyP/ElEAjvmpqvMFHv7OyEo0uwImnGy+OLfrDCiqK9HEkL3ti4lENfHOHNV0vpyDETW/2Yyheb95tmjhZsmnbfeAa8bodZhNl7lysdWpC7r6Hry510FpEuyzKcKcS53Ol0eomp8QF9vNMmaQZopJq4aOadapsu22LymtHjGV97aJnkdD36nXUkqixL81gOg2eq9dLHnqM+/GZcY3GaeazwX4+RdXxJp0EAFm/MLGbrWX6YIdYFS+vUjAUmZY4Mhbp4LsCREOXwfiszc5ThOWrptupnyAO8ENQGVwCmytRjdnh4GC5B2dnZkel0KoeHh/Lkk0/KYDAIjlYQGlG+vogCe8IwgXOAnV6vF5wssT89Ho8vrYUc2matizq0WNfh0TrL8uLhkMLxYcBjZ4JeF9YdtNSE3aQ5JgcXLEJojl5Aes6j62VixqZr7f2bEhg8k59Vv36vGVWuxppauLlMY1PbASmoM0+YuaAd1m+RKoPEO23xyMEr9iymEeeYpb1xiXkz4xsfHfmK3wO8aG5WO7w60Yenp6cyn89DSEkdTcsrSwue0JhFLiKUIYANt5MD3Fi4sQlebwVhrx9Cc6fTaXRTUmrNNoGYEL1pqDs+68AtA45AjCDUnQg5E0gP/HUQdA66MZvNKsRKX6yQiw8H7gBg4YN4cBQia8Gu03bLLF7HUsD52BqgNTGLiawrENX5nzNfvLkaY3zWc4sB11kH2hLhmV1TzBigBS5LmNKau6WRc1oGtqhgXHM1LMsaoN+z9Ub3s4Wj9p3gIB5leX4xg4UfGD6ED3haQ9ieTqcVpgzcTk9PQ9CcddbiVTOwq4arZviPBQO+Lmam63xUcBGxiTU8NEXOnTM4nixLy9phQxNPj2Ex0QYB4T05jwBqbYzTcJkgJLxHHcMt1e9e2hSj0e31iHzTujXE8PGsCOgby3HOEw5hztSXY+SaHT3gcdQMN2Uh4d+a6XIbNWCOpPASuRx4xDL3a6HMEgCwt6o/WqvWGr7Xj8vlMkSrgs8GLlTgOplpwuSMo0ja0xoMGdtG+jyydS44Nj+bzP26sAkhV88l/WxTcz0FjwUD3gTUnUzeAKUGLkYQNw3WzUaoF0QMJjswQ83kNPO1tF8RCZGvRM73pYbDoavRpTQ/ZiIsKGjnLmvMciVyy3zJ/zXkjFXT8cypL2X20/h7sYOR15qHOWuA+8sbR8t6oMtPCTwxXKDNrVarwLR0FCgLPy2YcD9ZAUa89uc6AWphyAPUi7aIVOM4w0cDwTi01Qb52MsZHtZs+UK/6ehY+iIW4GQJIbmQawmMpWmy1uuu3aumwTfSCUubApt0IhOFdQeBF3vuItZ4WO9yQRPSsrxwvirLUkajUfD+5OMHfFesyIWWLFLVClA+pGgsZjbLFkUhs9lMxuNxOE7R6/XCM+CFtGD2OSZwz0TovdOE3mMAuSbHOmlzwWNePB+9oBqxPLpsJmR8NZ6+wq+pYKj71hsLLeR45ej/npe6NyY8J9Fm7fegTcJeO2LakXXLEua1tpRoJsJ79wyz2SzcaiRyzoRns1m4qAGey9jqAdPlNYzycfZXMzH8xjGpdrste3t7MhqNKpc/aEitnbp0L1aPN5f5XYp+o39jfOKqma/IDWXAm+g4a4A2UV5OujrP69QPKIqi4sghck5oe71e8CLFEQcQ+ZgJjxmw9549UmGaQ5/AY9patLExsNLXXUSe6TdFUHSadSBl+orVw0xFl8F5YwwdwBYMfhYbd69/UzjrNBrnXCGUz63zu9xxRxle+Z5wZ+HuWRM0sCd9znijfdjGwaUZrAXjGsMYWHOchQEIB9vb20FDxtjztaN1wRJe6uaNvXuYGuy68FiaoHMJ57patFdnXVPNJpmvSPXc72w2k7OzM+n1esE5amtrK+wjgVhoiZ4JB8zTfASEiSifNazDtLgOT2vToM2anDbWl54Ji89KNjGX5kCMgKfyWDjXBbQTFgwQd4xXbN84BRpP7ZkdwykGrLVywBgvgIYu2xtvj9nrbQ9+nxLQGDcLtDOWp82X5bm5GMeIOLzmfD4Pmi/yMEPmtch1wMoEgZsdJEUubshis7TVxjp0Knf+xCw7dZn5poTlTcNjwYC9ib3p8lOwCWaK+pq2hbVfvnIO+EEj9TQLlAFAOk5raVX9fl92d3dld3dXer2elGV5yQTG4O2N5Wi4TfoGeFj1gkHFtEmtSW9irsUYniUAWEFJOA1/tGmfhTIAE3MwIOvSjRjkWBJiWqvuT3xrXDywGKZVt8f0vPJyBDpeSxajsgQ87XTIfYM1gxCRfEwIPhZ6DPVWkTWPsFfuAZ+x9trKOK8D3vqx+rqpkPoowWPBgEXS0tQ6BLOOuWudNKk6PXMqAzRREQmOKRxJCL9ns1kgCHXi5jJ+KHswGMje3p4pRfOFDF45OYxY45cygXpMn8vWjEozuJhZEv81Q/TGxhNgLEKfw/S8NJqocx7e/9UalC6jDrAlhZ/laNXePNdCAR+tieHHlhkeD+9YEOfTeKXqsRy3WFiywqdqJmxZc6AFdzqdCsMFE+UyuH69t8zlsrkZc2EwGIQ00Littmg8dXssSK2dnHJiNF3jlRqrhwU3cg9YgyU5XWen1zGT5KRNMV/vHfZ5Efd1sVhcCuOHsHccFagsqxGZACDQXD4WMy5Af/LJJ4PTyGg0CveacltjjlZMbGP9UYdAWn2ky+f8HKqQA4zo/uCyPeJkaVwx5hojMmx5SGl6Fi66vTxOInLJQYnr8XC2nmOe6PPZuRYhq6+9ducSXz0OqbkSm38x64fuLwi/LICgLSwEaPxYOJxOp3J8fCxPPPGEDIdDmc/nlatCe71eJTKWnn8sGGDbaLVayeHhobzjHe+Qdrsts9ksvB+NRrJcLmV3dzeYq7n/Y33I7YiNNZen+9Urm8v1BJ1UnV6aXFq8LjwWGnBKss4lBG9U4MXPUrOOhCNy2esTCxHgMXre34VDFULniYiMx2N58OBB6GsQnxTz9cxmXhv171xI1cNlxvYZYxp7rkCQ0grXgRih4ksteGthnfK9fc+ctuUQYMbfYsYxTdT6iNjCWA6OFvP1NHLrJiprj9lrM9YugmVwPstywW3k/oCHO4St1157Tc7OzqTT6chkMqm0CfTDsgTl4KzBm4s5eWPlrAsxoXfTdd1IBswdFeuwR4XxXoU2brULsXP5TK6W3uF0ISLRmLWQnPFhszZMgRwEfzqdJmPgWtK6NUaxxZySfD0LgUVI9XNtjra8Z3OFvU2NuTfPc01/Gif+sICUWkde3THtKKcPcsyHMeZqpbPmkxeCNVdw0uVbe9TQerXpXePBY+EBtFBr716kehmKhT97vPP+79HRUcBrZ2dHhsOh7OzshPJ0eEpPSNag02m60wTWpd9N8N403EgGfJ2M1SLejypAehWpar/e5Qkx7QLPcaZQx+UtiqKiaXMMXKusGMNoqtF6z2NMEhogewN7TNtyesrFNSddjrDg4eLl57ot7U+nyzUherhz+bnWDAvXFOQEyki9z3Xs4vJ07GxPq84VRCwBzcrD6xTRteCvgVufOC/jw34Xlrb8+uuvi8j5VsR4PA4e8SISLGhejGxvzqYgl25qoSoXYkzUE+B0fbE8TeFG7gHrxX8d9fD/usQK4DGlnLKwaGMTho8eMUFk5onD93C8QpmWholFj3I5ODyXywE8kN9zeMnRdnOgCSNk72/t9eyFOMwZo9jC9wiypylznpjJUeOkCZcmzNbZ1CbAa0F79DYpB2V5ZcSsCYxLjMha4NUZs6zlEO4cC0iqTdCkOSgO0i+Xy8raYmsG179cLi85cOH/8fGx3L17V3Z3dyt1Hx8fi8i5QxYH+YhBjCHnWoL0OtG0ro5FycuXmmNXBTeSAV+X9htjFikJ1iKkTcHTwJkAIcYrLv8G44SZGOHsdIQcSyPGbzYzI+YsEwX8tszdGjal5eYyQt0WMDE4XOl8bNLDM36O/vBwSAkWnmaomYhn9mQctEBogS6ftT89j/GO52xKm+B+0czO8vz1NG1rblsCoYU3149nnsUqxfAtjU8z3FxBwDvqxvmtseC6EChD5IIBs2NlUVxc1wjnLGZcZVmGLSFYenjtfulLX5I/9sf+WDjy1Ov15OTkJOwPl+VFHOnUXI71SSpNqk9zQCsRm4Q6SpIFN9IEnQvWgqybr0neOpA7Ub26iqKoHKTnK81YcrZwszR7DcyYNHPS16Xp+nRdMa0hB3IIARaiFUpTE1zrTKan5YAZe9rWOu2ygOvz+s5iKinNy2KYupzUHNY4eYKmdsTzmKrGh9tizV9P242dYdaCTKo+rVF65Vp9Y1l/rD7PEUQYrONYEKq1RYfL17HduQwGlAV6gmh2TSGXUdfVsmPrzRKEc+rQdXnjXxceawbcBGKLBu9TRM4qK5W2KUAS7nQ6lXOC2DcqiqJyrMCKwezhYwUY4EXOFyRYeeq0IQbeOHhlgYAMh8NKNCGPUViSvqftNhXMciAlaOnfHnhan2bAFmPxmFsM501bPjTU6WvLMSrHUmBBDPdUP1lM2PMYZzxj5epz0XX6lscc813k3MuaL4FAWi86VkqQ4PbkPON3OdpwShCNwSbmYl24kSboXGja4RYTZeKtmbROy+ClTYElCFjmO/aShPaLMJPQgvnKQWa+XlB4/GctUkvRYMBWuzSeFmx60QBnrdki6Lw2PcM85/WtyEVQe4tRMYPWc4TLsvrXa6eFg6cZ1SVwFqQcknL6ns1/3H6dn9/lzA8u38NLa3x4x2Ody0S1gJmDV0xgQlnoY8vaEhMi+Z2+BcwLHhNrqx5rZrjYvtrZ2alcyKAZcIoRxiB3zsb6ddMM1Kpr03XcasA1wTNhWOli5o5c04Un+eVoQ1tbW+GcIM774cKFTqcjvV5PptNpCE0pIhXmy2Ys1IcF3W63gwkKgTewiFC/NmVphqY1N07D73P7gNN6kjiesTmczeje1YZsIbAIs9Y8NN4xxsl1xOaGVwaim9Vxeopppbpt3Aa9zWCVAcHPwscKXarTWP1stYn7Hf91n3vr0NKEeQvBGmOuTwtdOoCGp/VpAVCbh0UuHx2y8OXz2nCIsgQNCIl6Tei+ZUsVvKn/8A//MNyaJiJycHBQYbqdTicr1GXOHOP0/G2NX11B0oPYGthUHSm4ZcAbBksLjUEdZuzlteph7Vd7RUIDtrxnmQFr4Li1fDzH2i+yCHQd7aHO8zpgtcsyMacWp7WvJnJ5TDzrgffeA2YAGjC+1rlkqw3WcybYWpDR+TSjtMq1GCGn0X2QI6jEQDN07zeDx4R1uRaesXqsNmintFg7UqDxZOap8fTOcVtt0XOXg/CA2e7u7laEK8uvIyY0122rhdu6ZVl5LGE/R8lZF24sA87poKadWEdiamqyyJkIKeDze4vFQrrdbmC60IpZc4NXpWVObrVawfEC2panEYBB84F9lJXS0tZhvp7goxfWcrmUyWQik8mkcj7ZS+/V4eEYIxaxNue0UVsmtEbKn9h+u4WHdQ42FskpB+qcqwVeuQKppdlqSPVtqq46AgCn94QwS/tn7VRbHDxgSwIfGdQ4eGvCws86AXB4eFjJu7OzU8mv13hT0Bp6U5rXBDwriYZNMl7AjWXAKWjSkVqrsyZ0TPu5bvAWB2vFzHxB0C2G1O/3A1PV8Wx1HjZpow7NoHMDRzSxEFjSLD/3gPGy8jPT80zEHq66vBxBw5LQrXqYyenbd1KgNVw24+bgWFfrjIHHvLw+S9WR0sxSDItxsaxNMQHNS+ONad12tFrn9zSz+TkHp1h91nw6Pj6WnZ0d2dvbC89gki7LMtyqlio3Zx3HyrhKWmqtLQty21EHbiwDbiJB1zWZXAezjZlBUtBut6UoispRIA5Bh7O/kKK9uvr9fjBBgUnxRQ2cD2ZvMGkcRbK0K+vYziYnd4wRsznd0hY1wdV46bZbmkZdgpPTdmvc9V67DupvMREL8I5jQntCp8VsN7UeYnVYY6nbEGtnLmNMEVuND/LEQAtwOVqX9b4oirD+wIC1EyUEKdaULUcvDVqgZqcrwGAwEBEJsQS8QDCbAmsu5Qp7KYH3YcNj4wVtmXV40fBAeWl0fs6n68hhnHW1Ou+ZVQ4IKBYTPJ5FzhcOh4f0rnErinNnq52dnbDP1Gq1gvMWx30GUeh2u9Jut6Uszw/6L5fLynWGFpG2tIvUuMTAK4vf5xJupLP2BnU9Ok9sDlgM25prFj46PcaAGaYmttaZTl3narWqmBiLopButxsENQssQQT1syetx6gsjRDtYEZltQmgj5Hp/uJv/VuXJWIfMeM8lue7VU6sDku4Qzv1/OR+K4oiCMPT6VSWy6UURRF8MuC9z/3FW0qgCRYe6HMW2rvdrrz88svyVV/1VSFYx2AwkJ2dnRCmstfrBSdMXabV31af8jOrH/X80mm9NZUSkPW7OpAz7im4sRpwCiyNhr9zYBMDsA7EGD1roCIXDGRvb0+2t7dlPp9fcrjSC2Jra6tibhI514ZBXLXWzIveYmgx5pKrNVmEyRNqPC2DBYeYcOXVm/qfo2l6zMIzz1s4auLD7bH61utjPMdxNB5D3m7wytHMUKTKxOqsD+0lnAuxdnlzhgl5KraxZlT6Ks4UTikBWo8bMxr8Bp44fWCdPPDaowUZaww1DtiaghY8n89ltVpJURRBCxaRinCv60xBTGiqU851Qi6tyoHHlgGLXO7IdQba06CsdBqHTdfD8ZkB7Xa7coRguVxeCtiu8er1etLv94ME3e/3A7HngO5a0vUYn9UWr40WpCRq750nDPDH0hBzxjNn/OowIUuDTdWnGYpFTDUumqGIVPf+YIqEZpWKCmaVZTGgWD6r3Va7tMboleMxGut37JluN1t8YhCbi6n6rLz6uBlvO3h9qL3aUa4l6Fjr4fT0VMbjcQhJCRgMBiG/ZsAx5q7ri/WBBbljWadfU+9zaUoTeKwYcE5n1WHKsQGISUm5TLjp4MIJChoNbjoCMYVJUR87YVw6nU4wR4pI5ZzwdDq9FNZP452Ley6jtoh27iLzNLccvJkgxYh/3cVojbl3FEr/txigpa2tQxwwN3gvOKad8nsPL6uNOj/wjoWNTK2fmLaP/N446/+xPkxpQusK21aeWOhXTl+W5aWzvV6oVI2zbvdsNpPpdBroCADHGS2BP6e9OQJKDE/rt5emTh25THgT8FgxYA+uqnNjZWsCvi4+vNBYSi6KonJ0aLlcyng8Ds+BBy/OdrtdMTGxl+NsNqucD2R8LU3SItp125dDMKw8Xj4IJZpweXkszQvPNQ65YxrTWMuyehuTzp+jfWJc8dEMMcWc+Fo7bYbWdXpm85hwpfG3mLeHG+rOsRLkjKcXdIbbyP2ond5y5qfV556gYn3z+ob3M4LrpADzvYlpvyzPfTlGo1HYjppOpzKfz8NFLCLiXlF4FbCOYFmXueP/upquB4+FE1YdDdOTWtcZgJi2ZpXNCxa/PSaj/8NsjP9YJHCOun//fgg/CQ0H5jR4VkKaRZSsTqcj4/FYZrNZRYPR+324TxgEG4wEjD6mNaeex/osJrFaDjOxyEB4pmNYx+pPzSPNPDVD5OfMWBC/m6McWXMF42jVr4N04LmOnIQ0PJZI3+l0QhhTqyyvfRbz1/jDWmONBwsjzBw1s9LCbEy4tc4lc99Z7/UY8Vy2GKcGa55ZfcFCWFEUlfUJPFEvrh3E2hWp3sXNeLFwxBYvdpLTgHP/wPX//b//J3fv3pWtrS0Zj8cyGAyk3+/L0dGRnJ2d34rW7XbDVadW/1n9wr8x9615HhOqNs0cU/R6k/BYMOCrlphExCU0dUxU+l1MU7Ges7Zi/Qcw44TmwSZmOHeAKU8mk+D1bC0EJhzsccnpmLhrAsn9ZRFTEOGcfmCC5NUVA2Yalkafg4MHsfHWzBd4QyjKLV+n5TEG8fXGgXHEtx5P/d5rV24/M4OxNMocATgmAGitVrdZn2Hd3t6+5CWcYihaSLDSWvQgh9Bj/Dj4DZuBec4wc+d1YFkNYmNWFEU4ycD485GkyWRyKR+0bIsGWBCjk7pvLIFV16/T5tTvpY+VuUnm/NiZoNfVvDzwBmUT5oscTV3kwvwscr5w4TQF6RRMlAkdJF3WgFE2FvB0Oq1oRBag//gmFV40WpjQhFEzYa+9nsaBsmLeqfws5gHNFgGcac41r1mExGuTxl1r4SJ5XsEWscjROnQZPCYcExt4xPC3vnUaTUTZdA1hx8rLz615pMtngc3DhQWemKALIZbTWm2K1aXBGmcPWDMUkUvM15pvRVHddtLpYjRQb2GJXPQ/bkWyzvSLxK8b9cAbTytd7vMmODwseOwY8FWBZjKbGNRc5o00vOAYwGRns1lIA8kaZibsawH4/mB9nlPjpxer5QEbO1qTAl2Wt+i47z1iLiKVI0gg/Kenp5cChvCY6sAdqYWfw3j1e4swM/HNLcfCySPUEDTwnpmuiL2fbJXj4WGZGbldqFu3OUZwUxoPytZCHr8T8W8KstYyB6Kx5qMeu9ja9d6nGCOO/VmCrZ6rGl8t5Ok5hblt7RWjXO370ev1Kmm5bzZB/2KCe538jzI8FiZoBmvSe5pY03J5EurndSU8C2d+jknW6XQuOU51Op1LV4aBuAIXHNxnMxYWG2454ueolxcb9qaA53K5rFzWIFJ1stFt8sYk1hfcx3rRW8cz8LvValViYmPfGv3A/cN4W0Tf0oBytCDNiKw2AxfWwPSdrAAIU5rIWpoP52PGi7SW+VDfDMXpIezo5x6D4Q+8aCH0WEzTKofTcH26nVqY2trakl6vd0lQ5XjocG4CIB18ITBvFotFmDtcr6d5439sS8OaO9ge4njPaBtHLENakYtIZvxM5GKu4x3vKXMe4IKTFCJS2acHTcHNahDacByJg3I0Ab3GAUx/chhriq6kaIyVZ9Pw2DFgQIwwrdvp3gSJlRmbVMCH8dJSLe/16rLgiKUXPwfSYKYFgpvjNMWLngN74AiUV0YOk/Ugpilp8xhrrtrzGWWA+ABvi4FYWmhqnqTayONq5VutVhVHG62dWuVZ/2PzitvH/7VjksccUBeX5wkizHxR/tnZmSwWi1C/3uqIadS6bK9Oxs87u4v5AScjDegDMLzBYCDL5TJYiLzjfDFLTA4T4X1cbovXJhZCwShZiGYHSRYYLOGBcYcAIiKhfwaDgSwWi0rdHt3zaJhOZ+XbFOTQ9KtkthY8tgxYxN/IX1cbZrgKCcoirHCiAtPb29ureENDo4KmwSHnrAAMHuhFwVow36Z0enpakZo3tZC8MbPes0lNM1AwMhZi2DktprFos2yM+aXawvmZgTGerIXFvLM9POAYY1kF0E/cftZ6LE2f8+h6rd96zNgzHgRcO4ghrW4fv4v1sZ6jvGa2t7fDXEX90MbxG891n7LGiDjIk8kkMLlcgYFx8+gN5q4n0IhUY7tzf+s1zfMfZUGoE7GjWXEZuAmN96C53d7WjBYYcjRQnd/ThK20m4RNMn8PHts94BTztd41Kb/OpEhphDFJGgQNJiYE0QBjPjo6EhGpaHrMZBB2LuX1qokRmyeZgbEpV3tpMt4xidgDjyAx4YFmYEn1CKNpnf1MlWvVnUsgvLbo39wvHGubz+PiO7bvxsTLGg+RqokVpm4cDep0OpfajTL13i23g/uV+wR1sxlXn8H1+saCHI2by+Jx1Ld1zWazCj5gfOzT0Ol0Kn0HJryzs3Npq4fXAOOnmZQ1l1hIEYl7orNVwdJcuVzLR4RN1bAAsJ8IcG+32xVT+HA4DHXFBHaemymhKQW584H/59TJ6XSeq9aIH2sNWCTOfDdV/iaYcKx89vxttVqys7MTiCmk3AcPHoTwk0wYmIF6zNZyymDizhoh8mNRsrad254UMc2RgPnaROCj26W9tVOaP9Lps8Uenpb0HmPenJ7rQBQzEQlEUPeHFoLwOzb/8BwMFxYT3m/0iDkAJntLw9Jt0keO6mpD1rh7hFJbKIArCyLdbjcwXTg5WfSA56/2bUC7hsNhKD+msXoWId2OWH/q9cpjzkIDgM3HCK6CduGZ5TgJ+lAURZgfL730kohc3IgU03B121LgCZC5NLEJ/a4rENSl5ym4cQyYJ3hTEwe/y63TyssEf91B8xauiFQi0gwGA9nf3xeRC+n2/v37gfAwEWLG5Gl+FoNA2lgsXCxczey8tjEBshYiE1TkwTuNH+4uLssyBJCAhA+iYuFraaAM+pxqWV4ce+IgCIwPp8dvXQ+bfrkMrmcymQStFAE6eG8P+OkLFcBcLPMi8Njf3w8EdbFYhBtuiuI8bKm+6pAJOOOvBRrgpr2def7pdup+j403Awsh2pGO800mk3AaoN/vy+7ursxmszBPiuLCEY39GqAhYwwODg5E5Hx/Fd7Bd+/elel0Gm4pYkFG48o4eY5b2oys+8wqF34DEOCgzUK42NraksViId1uN5SJm9GWy2WwDPCYQ5jDumI8WLiJjU8uLU49yxFq69RppfXm2jrauwc3jgGLNOuolEYTG8xNMNemdehgGzs7O5eCN5ycnARCjAg6Mcar8bJwsY5wWKYyTShyNFytTXtEWaeFpM5EBM+gzXntyQXd5nWlbk94s5gHCGRRFEGjYULJ6Vkbtt7zd7vdlm63K+PxODAi9hZOzRGLUDFz4b1MjYPVdi4HZej+0G3SeMBL2Cqfha1utyu9Xi/s+WK/3FobZ2dn4UYgCCm4Mez4+Fh6vZ4MBoMguFjCniVgWTh6+7Y5jILL0H3QbreDxz+Xo7el+D3oCU4QiMgl4Q/9k8NEmwC3VdOHdeCq8M2FG7cH3IQwWpoKv4tpyXXKT0GTOvgoAhwpcA+vyAXzjeEUY4iQmvUhe/YuFqmGuENaSwPQv/XCivUD0iCdpRXw2cSyLMORI9QFwmYxcQufmMbB6az3+tywPtJktT0lnPAVdHpPMuccpmZevD+/XC6DBsfHSmJzRVsl9LzRbUb9us0WU+UyWZO2zMA6rdV3ui724B0OhxWGr/PwFZbL5VIODw9DGMZWqyUHBwdycnIiq9Uq7Av3ej1zDICX5UXO8xT1aV+F1HwRqe5BW8fouExuL9cH4DmCrR19xIvzxqApHbU04XUYZS4emiZsGm4cAxbJ30/yFrGV7rqkotjEsHDjqDVsigbgyIBeGNoU7RF+1q41cUXfsKMQL3aW/mMH/GOMzXvuLXR2MhO52EuFk5mGHAcgZqK542MJGiygWEKAZnRWXTibjfZr5x8LLMKdAvgLWKFMvb5gBsbCmSXUWM5d+J+qT8+zlJAUO8fN1+zB65tx1wIDmAyElaOjo4oHNEz2RXG+FWKND4+tdfZZCyuehUMLf5qR8vlcBo54B5O1x+AwV1lwBT3UgmvdOeaBXi/cJ5uAqyizKdxIE3QT8KQcXhRXxYSbatg4pI8ywIAZTz7TyGYtj+lobU2bsMDEUA4fY+IFg71IXsS4xUX3dapfPTwZWEPa2tqS6XQavHhBMLVkn5LWNVgE38LTY0z825pv/IzTaU0RY6CPnqXw9cy2KI/HGkxFh/a09iv5t54vzPy0Z7DuGy4v1rd4jzmFsq0+i/WHiIT9YA4igbKtPW0uf7VayXQ6lbIsZTgcSrfblfl8LpPJJDi0QQvmY03AlxmfJ2x67WGGx8+4f3CjVbvdDuPJ/aXHMjYm1s1LOr1ngo7luSr6qoXbdSCVfx3cH3sGbA2U1aFeB6c63yMwXt0xYMKEvSdIt9jLQjk7Ozvy4osvhkXRbrdlPp8HqRpmLk3siqKo3IICIoEFiKMXIhLKgzYMZsfOHavVKhCnnZ2dYPrT5z1zJrn+z/3YarVkd3c34INACePx+FLZsbOmlnSsPUQ9IoJnzKzQL17drLXo/ULtnIV6YHFAsIVut1sJpQmcNM6aiYJAj8djGQ6HMhwOg8C2XC5lsVhIv9+vEHA2SWsGwMyWGTHwtSwQegwtpsdCgj5vyo51lqaoNU0Ni8VCjo6OZGdnJwi07A0d275BvfP5XBaLhezs7IR2nJyciIiE28m63a5MJpPQDl57nvBv1Ym+wjPGjwUTEQnz/+DgQHq9XuUyBTY1x3wE0PfQ7HVscN5nZksYg7V2dNt1/SxIXIX2y7jEIIcPrMPgb6QJuinEzGpWmqYTYxOTis8Jipwv9NVqVbmvVy84S+v18ACz9YD3ImPHXc7OzoJXqMi5oIBD/XVNu5ZpCtDv9y9Fb4IjjDZ3euUjjQXaHGi1uc7cSOHhaTgMYLoiF854WuPUWomFFzyqMS78HPNMt80yN1pjg36zmK9OZxE7zZQtRyGvry38vP1QfdWmhxO3k727RSSUwfhy+FDr0npdrjbdx9anxlMz9aKwrxwEzlbEOw1oP2IEoH3aTG/Nhxy8U/Xm0qsmdTwK8Fgy4JhWGvutCWSsvDpgmdw06Pd6f07v/3LgdIspWAtdv4dHMUu1rO2yyUvf0sK/y7IM9wnDkxK3DHmXvVvE2COOMB/C7I3265i0moHnMMyY0BIzH+J57Jw1fmtGyQwUz/R+KoDDieotAyau2mGGAVsDIhd9yeZdL9Qht0kLU9DQoWUzY7D2hy28Ypqh12cMMcag64XwytYbb13iud7Lx9EjNrNzPHX2m4i112sPnut+ZMuT1VasTXYKY03Zq4NBC7HsXBdjvjkapIcD5+HyUwJ7al3WweOq4bE3QYvU24tMMe/cPFZeT4vU6aCVeAsIZzqxJyVyEXauLMtKUAe+15PxYJzPzs4qjFITcx2QXhNlwGw2C3tjYMDabM1ttfrO0mi63e4liRx7cznCjQaPkHC/WOYxa389Rvh1mpRm5+31IvoZmAIzZQbLAxz1gXjrcIP6PLfGk/tXOy5phqCZXmzdsBCCtJ7WxxcJWPMI5Xn1WUKF1gxj80hroPpkQM7+dKw/PMaD/7yvq9tVlqUZrxnn5Bm3JmslxoDrMjnGIyfvOn1ZB6fcedQEHksGnGMmSRH/OoMQW/h1JjzSYr9X5EKTZSkb7/jmk+VyKf1+/xKBYS9hlmqhUcOMizbAoUkvYE2wmCHiv4gExghcO52O7O7uBuIHDQJMhDVtqz8QmIIZy4MHD0K/a2Jvjal1RlWn85gGayNMDPm9xxT0M81gLcJraYzoMwg12LO18mutlduPdDCVbm9vB61QC2TcPtSLd/rSCAt31l4tJs19wOPBBB/1nZ2dVcznej84JgRpsy3jrYVejZMHPCc08eboWxZusfK05otgGjqELIQS1D8ajYIfRq/Xq/QNBCyND9MDfDheNG/FiMgla1Mu6P7h79y+yU3bBCyhYpNM+LFkwBos6d5Lt8mB9ohOqk69l8Tm506nE8xpFq6ecMETWR9nELEdhFAOO614JjarrXBgQSB8JhogUpZzDePc7XYrpnjLI5vr94D7WWsZ/J7T6PQWMdHEuq6GgTIsPHQd8OCFY5K+x1n3h2dBYWEGJmQLgAv2iFmA8iDWV8AxNVYx7V5ELjGJmObKvz2BxWuDZkK6Hdvb25f2YPk4Xq4XPgt4zAwBp6fn12ly/2nLBaJftdvt4BuCMuD9jfZaQqQGy4HzOsATpt6o8Fgw4LqMc1PmixxIMQmLKWinGH0t2GKxkNFoJPP5PEjJ8F7mq9P4DCIDGDwfncBig+QtUo0DrDVVz4JgMWgsfj4ziSNEYAA6vGBZlrK7uyt7e3tSlhee2MfHx+E9a5TeQmWBJHeeWGXp9ubMIU2wY+mZweh6mCGwM5V3LIQ1Ty6PrRgQiuDJzuNrCWtgvppZayHBEzq10KNxtNLotrBFJ4fpes8tTczrR28fmvtF74/DzO8xeS3csUCkmS/Ghuc58vIZYITMhNDK+Os2a21aB97QuOq263fcXx5cByPdlAK1ST7whmfAqU5NaZex8tbtaL3ANK51NDQGvn6ML9cGA5tMJpXjN8vlMsT21XulHoCYW0QP7xmf1DlBNt14Gg8vfD7TC7OdJkp7e3vBWagoLkynHjGPQW7/x+YTCBozqZj27uFgEWY9b5ihaasC0oPQe+VY/wF81IyPAGk8mDiztqfbEhOAAJqJxLRQAAuRRXH5OkOrj2Jarfc8JciwEIh86B+ED+U2cj6LAbPpV+eDoIFjgEwHtNc444iz8XzdIl/DeHZ2cTezxnO1WgV/EpHq+XBPqFoHNq3s8Ljk8osUDk3pN8MbngE3BU872yR4UnWMCFoL3mOCZVlKp9O5ZDKaz+dhsTDjKssLh4yiKMICZmCihTyakPGZYHa20YwnRxsWEVMo4HtKwWwBYM4gFKPRSLa2tuTu3buyu7sbohR5zC/G6Ly03DcpqLNwOU8qH2t4Hj5lWYYoVmwFsDRQXaeFFx8347axVsa3AHk4M35e23iuMWgLQR0B2WPCMUgxFD3X+Tl7OrNXOhgxtlW63W4Q2KyjYixka092jHFO+7U2OxqN5M6dOxXBCbhac4PPWXPUMOtqTM7r9Wku1NFWPYGqCVP05mDd+nPhDc+AU42PSbu52gDyrNPRKSbk1aeZL0d3EhHZ3d0VkYtjN4vFIng28/GSXq8XTFAi51oym60B3W5XVqtV5R3azYQCC5jDIupbcnhR8tlD6wgLM1UdnIKPFzHTf/DgQdDQiqKQ2Wwmzz33nDz77LMhItHx8XHYR84RfPC8jkZsWRS0pq/zaLC0VI8RYG5YAkar1QqmYCasVlnsQId+HQwGwfTP2i/Xx8eStAnUwtfSTrkdLMxpgc9aI57gwczE61cteOjAIrpMS1hDHRbzQRo4QKLNOAs/GAwCfhxQhdsAjZNPCPD85XHQR5tw8kFHfgNuvLbByAFawEOa2WwWHDsPDg5C+1CuXuu5dNWicTl5csDLnyNQb1r7jsEbngE3YYwWY8PzWB6v/lTeWBk5TJ81RX0pAvZzsKgRbYelZX1GFqYmrgNlFEVR2cfzmIEOFG/1BWsKKVOeJuLtdvvSmVYuA4SEy1ssFjIej8NRJybEueNUZy5oLSjGhLx6cnDKBd1HmoHxO72FAE963Z8M2umICTG3K6cPNdHW+Ol28fsUwOchhzbE9jX1PLbSWNo5PrqPLdDCbc5c0Me9uOxWqxU8nRkXxvn4+DgcVRS5OC0BOgHhTbdb+4bo/oidK+a2Wu9SELNGXBfo+bSJut/wDLhpJ6QWtTVp1tWCU/XEJiMWOu+9sDc0GDEclsqyDPujemFo71hmwMAFoNvPxw6sdojIpbOksTZ52gf2ovj2G3zQV9qZhc12AGs/yxpHSyDLwR9lsjkvNz/jFCvfKs9idKwFxuaqZszoNwRvYW3JKsc7qpNqO2tX2qFM71t6xJzr9LQtPadj3sYxSwW3y3vOmjCYHsYAjK3VaoWjchx9Ct+s7bJmjvlflhenAvR60V7/6DuEnuStIO6z6XRaObalL43gPsRvpGFTtIWDB3Xop66f28zPcsr30taBuulz4Q3PgEXqaaF1yvP+M9Sp08LTMpF5gAXJnqoghnwpA9dnHXvQzlW86Pm/PmqgYz4z4dIOI2COFiHFQvG0azxD/SBa0GwBMIuBGW9vb8twOKyY3rk+/h0TfHL2jlkY8TxEuU25ZjmvXu4zrj+mNek2eunQDmg21laCVY8ePxB/ixDX0YxzwWO+/DslcFnCZ87Y6LXFeZkJt9vtqDCRCzzWLKygHYw/6u31epVz93psICRbVgyt/ZdlGdYbztlbfZIavxQTttbjuvPFyp+itdcFN4IBxyTi3LweWIRkXUbftAyLAUNrweIoyzKcP2Tvy/l8Hpii1l61Qw1rdMCX8eY9q6I433fCB89xxldrwp5TkMYDgPfj8VhWq1W43xdaBc42ilxmnFpr4PK8erR26AEH3rAkc49ZWQKABxoPnVeDFmBS2oiuS990lZqjKQ0b9VhOdjEtVxNyzegtHGL96QnUXtoYwWaG5/Uvr53VahUCmvAxLU9zRt36HK+1XvCchWE+etTtdkOcbwAucRE5jxWPMiEsa+sVjxPXofuyjuXHSxcb53XAE7brCsFXATeCAQNymWkTwmIRwpy6cstPlYPFwSY13F86n88rpmFErMFCe+211wJDtPBrtS6uNYQ5TGt7+l7g/f192dvbC9I2tM7FYiHL5TKYvnG7jCYgVh/qC8S1FI6y4VGK40l8WTr+M66Wpq2ZpiZuFgNDXzCxsY69cF11QRMLi1Hqd5YmmtIi+L0WUjgqWaxsaww1Q8T2gYhcKg9tYIGMiX0Ow/V+83gys4tpwtaa1Roy9xnwh2UI8x7p2ZmN539snHSfaMc3LSiibcAHQmev15OtrS3Z29uT+/fvh/J3d3dDHXfu3JHJZCKj0ahyheL29rbphIm2IZDH/v5+MJGjHyywhKQ62qc3LnpMU4zd+98EmjJyDbVsIx//+Mflm77pm2R3d1eefvpp+dZv/Vb5/d///Uqa2WwmH/7wh+XJJ5+UnZ0d+eAHPyj37t2rpPnSl74kH/jAB2QwGMjTTz8tP/zDP5y1Z5gLngmsbh4LLCnUKgtpU/Wl6mUCwB6bGmdLa2BcPTMpExCvHRyCTuScGDzxxBPS6XTCNYej0Uju378vR0dHMplMwlEoOPawhA+tKKZBeP3F7RuPx3JyciInJycymUwqwfR1/2nmao2jHg/vvQU5C5LLj82jGEGxxljjpecFmIf2MOfyMA/4ajnrJh3dDov5sdAIPL1Iatr5SDOY1Bh4v3VZ/M3lx8r2nnEZ7MHPfajP/+p8Vrs1fpzGOuZlrQmRi5MDjANw4wsywGQxThAUvPbyTWsiEpg8ILamc5Wf2PjG5gTep2j4usy3juCQA7UY8Oc+9zn58Ic/LP/9v/93+cxnPiPL5VK++Zu/uXLp+w/90A/Jf/yP/1F+7ud+Tj73uc/JV77yFfm2b/u28P709FQ+8IEPyGKxkF/7tV+Tf/2v/7X87M/+rPzYj/3Y5loVgSZEL5XXSpdivt4zvQj5vT4iwO/0kQSRc2cJ3ONpETY8470sa5IXRdXUuru7GxbeaDSSo6MjOTk5CUeh+FYYPgKkzdoes7MWnQaUbd02lGKkFqSYmIh/4XhszsSELD0WKaFACy6pb87PmqWlqfAcAqHm86fM7L02WsDORZ5G683N2Lil0rBgwvMgp+xUfTyX4ahWFEXYHmGBFlHJ8J8tTNb6Rl366JyV3ptbZVlW8OIP3wmOeqyAH1ooPz09lclkIpPJRAaDQThOxeeBPQacy7S89afTeIKHNf+b4uKBJcytA0W5RkmvvvqqPP300/K5z31O/tyf+3NydHQkTz31lHzqU5+Sb//2bxcRkd/7vd+Td77znfLCCy/Ie9/7XvnFX/xF+ZZv+Rb5yle+Is8884yIiHzyk5+UH/mRH5FXX331kjeeSDWwhMi5G/1b3vKWeMPUAEHryM3DefldLjG3yskZfI/A93o9GQwGgRkWRSFvetObROR8r/Ptb3+7iIj87u/+rohUIxhh/8kCXDkocnG/LGuRrHkXRSG7u7tycHAgIiJHR0cyGo0qe628CDTxRx06jq21j2rdbsPviqKomLbxTkPMA1bjKnJ5gVkLnU3kVvk5BKEpXuxIo5mJpRFrwQ3vcP4Uc+vOnTsVnA4PDys3SjFemA9WfXr+xvaTLa3P6686mpPGiwUoqzzNpLx9fQsQ4rXX68n29naIQFeWZYjiVpbnXsdW4BvNtDCu3vEuvZ5021gTPzg4kKIo5LXXXqvUxfXByoF62dTNQVjKspSv+7qvqxxfarfbcu/evRD+FSFwWUu2wKKFdeijlZf7Qj9nyOEDuWDRhqOjo0rQoBSs5Z53dHQkIiJ37twREZHPf/7zslwu5X3ve19I87Vf+7Xy1re+VV544QUREXnhhRfk677u6wLzFRF5//vfL8fHx/KFL3zBrOfjH/+47O/vh0+K+YrEzU+xgfYkZIvY5IJXlgVW+ZqQcAxmfHq9XuW+T5bSvb0ZEQlX+SEPJHiWiiElP/XUU3Lnzh3Z2tqSF198UV577TWZTqemhm0dsyiK871kvi0H3ss6vrXnPMVl6/6xNChLC7A0oxgT4XpS3rK6/JSndI5Ez781Y+V5wH2nj/WA4cL8yO3AFgOEMTZbMo5cL2+HePhzeTjXzfPLa6PHmHW/MfB8F7EZm2Uu1XVaa9yiCfjPvg8QZvB8sVgEc7TncGZp1cCPcee1jrSMuw7agbHW926XZRkUmvl8bp7j12OAOXJ8fCx37tyRO3fuyOnpqcxmM+l2uxXmHaM11thZAqT+eHmtvkzVG5tLHt2N1bcuM2/MgM/OzuQHf/AH5c/8mT8jf/JP/kkREXn55Zel0+kEDQnwzDPPyMsvvxzSMPPFe7yz4GMf+5gcHR2Fz4svvpiFo9c5uc+bdq6eUHXx80BPCGY8rNlo4ou0OXjzYhe5kKz7/X7QwBeLxaUgGCkA0wUT1vGsmQlr3DX+IHAWQYxpNrqdVr9YxMB6r+u13ntlxMqz8LZwZWZheRl7ZfNzZtxM4MFgLbys/1ooKorC3f8EaAZjjVMdyCnDWj8Mer1owcZrB7eFBQtr/DwBUM9bFlRY2EJfcz7Oy+NwdnZ2aSyx/rAGuX3cDmbmANZssdXEwgULnLmQM+6xNZSrWFlryFv7qWdN0njQ2Av6wx/+sPzu7/6u/Nf/+l8bV54LfMRFQ0xr8SSedSC3vKaD2QQP3q/jI0Ii/r4lQGtlrKGyWRkekmVZysnJyaVyrL7W/6FJWwtFm6kt03NKmMgVMppAai4xU8/BiwUnfmaZFzkdiJFFOC1CptcHzwtOi31f/u+1G/V7AVc4ChUTT9TJTmFW2zxIEdg6AndsvLyydXq9ZwtmDMdEC2fLUsDvrL167kvLjK6FRs2ot7a2wjaRZsbasoHfelyh8Wqccxmw7r86/R8Dr4zcdb4JHNaBRhrwRz7yEfn0pz8t//k//2d585vfHJ4/++yzslgs5PDwsJL+3r178uyzz4Y02isa/5GmCVgdWYfYbmoy5EhhMfC0Lv5YRyLY+Ukf+7G0Qgsfvh+U82xvbwcBaDabVW5airXL0gZj98VCKre0L0+zi0nQMYFA909K4+aPjlqU024NrNUAcrSHmGDlmS2t/gEBxHPd51owYCbJ1get3fH4sWas+w+amY5lbPW7xsfCMZaO645pQFadOVo5MzsIq2z21eUyvoyLNf7ayhBrG4DP8otUr/m0QshaQrG1BhFffTKZZGnRuq0WrpsGHmdv/GKCqoX3VUItBlyWpXzkIx+Rn//5n5df+ZVfkXe84x2V9+9+97ul3W7LZz/72fDs93//9+VLX/qSPP/88yIi8vzzz8vv/M7vyCuvvBLSfOYzn5G9vT1517vetU5bopBj5uC0TcpPgSeJ50xMnQbMDJIqGLDWOFJEjPeVWIvgPLj0vizL4OncFEAYICQAJ+xbiVzWoDzcU8w3h7l6ZevndcYo9dtrRwzQPzym1l44NBKL+XIdmph7x5N0+zRor2wdLc3DlfPyJ8fsq/GMaZXWPIgJobpcL53W2rEXXBTnF6b0+33p9/uVPVsPoDVjnxz9p/HX7fIC2iA/jhoNh0PZ39+vPAeT1sIVC/l6HJbLZbjohduXYsBe/+akiY2thtTaxHdMKL5uqGWC/vCHPyyf+tSn5D/8h/8gu7u7Yc92f39f+v2+7O/vy/d+7/fKRz/6Ublz547s7e3JD/zAD8jzzz8v733ve0VE5Ju/+ZvlXe96l3z3d3+3/MRP/IS8/PLL8qM/+qPy4Q9/2DUzxyBXSvE63GOKTSE3b8xkZr0DAebAFuPxOBz4Z29GxsWqgwN5MGAxoSyYGTudTng2m81cDdZqhwbGCXvCkNBZcNB5eDGy0MD5OL2HDxMbDy8tjMSIdGy8mXintB8OJeoJUJxfE02UA0EJwOd6QVh1uZZDlMaV6wSjFbkIZwgnLqSBydPSvCE8au2ZGaRmMCnQ/Yv5YeFvPWPg8eK9V90GPU8ODw/l4OBAdnZ2ZGdnJ6wTFpQtfJnuQQhhR0UtBPDWkGc5ODs7k9lsJq+//rq86U1vkr29Pdnb25PRaCT37t0LAhLWOAu/qKPT6VSCiJydncm9e/fkne98p4hI8H7GTWsiEmJexwQO3X6r/+s8T0GKTjwMxguoxYB/5md+RkRE/vyf//OV5//qX/0r+Rt/42+IiMhP/uRPSqvVkg9+8IMyn8/l/e9/v/z0T/90SLu1tSWf/vSn5fu///vl+eefl+FwKB/60Ifkx3/8x9drSUNIEdE6UIf5xur2nnlSsMjlm2qsvJaZqSjs/R7G0dKWLCbcZEKX5flxB+3haaUDcdLnKlPlx7RkgMUocsDK5xF1q3xmZjECYTFtqw72XPfSW+ZOi0EwXro+vV+M867QBpnoWZ7jmjlbe985hNwCb/5Z7UhpTSnhTjN2K4LUJumLhZOlJWItLZdLOTw8lL29Pel2uzIcDkOMaJELZq4FN5Sh6+HY0ojA1+l0Lq0lLcA27YO6wlfTOlI0a5N8gqEWA85BoNfrySc+8Qn5xCc+4aZ529veJr/wC79Qp+orgbodGhuEOmXxxMwdWDbRMkHTE8daNNoxi019eM4Xb+szvXp/C5fd5zCFHADTBVH2GLlmvvivzzLm1Mc4W+2IPdOaj06XA8jPAQ9ytb1YmRhXPo6SgyMLXTze2hveItKdTifsBcLE6dWly7YsElgXXHeqX/R4oAwLb93fsTGDlmi1HcBlsLabOuvNwkjMdKsFF91GDfoaT5iNmQkjbCbmCWvBHu6tVkvm8/ml6whhvUF/W4JTztqsKwTnMM4UsOUlF69Nwo2KBf2w4aqkJJEqk4o5OvDkj00cPheogYkWB+ZotVqys7Mjs9ksmJ9ycfeAiT76z8Mbe2VeOR5j1ZK4ZvC54xZLp82EDNZerUjVg9TTbjzgMba8W7FtwOVy3zLxXi6XMhqNZGdnJ2xnWJdo8BzDtz66grOlWuP2NEk93sAT7YGntbUtoUGPQUxbZbx0v+i0KQFA4w9GlsuAcWED8lum9xzrkteX2LvFcb/BYCCTyaQiSIO5AvjSCG4HjiAiDC3GCQJ8SpjIBau/61owmtbDcNXm6VsGXBM2pQV7ZetyeAJozZTTeGZbDy8Q/9z93NlsFgJ99Pv9cNdoyoSnwSOOeBbrXx2TWpdjMV0vXQy8tDHcRapMSoNuF2vyukxLgIrVjfTa61ab9C3TII4fTSaTINycnJzIfD6vMGmMjaV1sdWEmaXOr4HHW/cFMyXeh7WEKYtpcjprbbAVxcIrh+FZ+fjbO3anNWptNbDKtHDH+5jViAWC6XQaTNDdbrdihga+Oi/TCNQxn8+l1+vJcDgMe7/tdvtSbOkmkEtDN5WuidWM89bBxYIbyYCtRbhJzdQjnDEcciDH5IJFIXJBcDudTojHDYlXxJfc4SwD4sxOIJCCt7e3g8mq2+2GRTifz2U2mwUToTaJpTQFj6B5/YUyO51OJdKXyAVhhsaW0iAtIqXNrinwmIpmEKwtop84TKCVX49XDF8Lf2i8HG+YNUmUiX7b3t6uEF9EthO5MGNi7FEe44h69J3TmjF6wP0FrVlrhugv7nOLYWlvXI4RzmlSJkfLkoJ6+duz1ui+YEbP2yxoF3CxTLaMi2Wu14KCpf0CIGQdHx/L3bt3ZXd3N5xogFe03tryLBkPHjyQt771rSIi4aalfr8vy+UyaNmMh2Ud8gSyuhDTiHPLSwmJVwk3kgHHtJ+6EDNnpXDIlZ5TWrVHdPk/B8/Qh/V12fpmIwbEat7b25P9/f1QhsjFbSgcZECbUL22sPbkMSsPUA979AJ3a984JQQ0AbSNcWAibGlfXKcVapPfe5p8Dl7sxaz38TzCDgLLDIG93aH5QLBhBoz69F6jhRvq9PolNW+QL0a8dT0YJz4up49LWWVYc8Mj6N4cZwbk+WqgDy2myfgyaOuKXj9aq7b6WuRCwEaISvQRC2spIRaas8iFZQxCPAtMMRq4KaVI11F3fa9DpzeB/41kwICYppKTT+et2+GbZNKWVB47mM/vdZt534aPOiD9YDAI5wZFzo8bcJAPDtKOvCDYMebLuDOBsbSVnDK2trYuXR6eAqvPPQYQE3wsc3NMq9LMitNqZpwqT4NFhLy82mu+LMvKtXXtdvtSQBcd6Yg9ZlutVuWeX09j1GClixFtPGfLi8WQLG0L/2OaTkzQrkOgeV9Ua8LWuKA/kU5vP3AePW+8/orNG8SnxrExZqY6GpquB2VPp9NwJ7CIyHA4FBGpXPqQ48GeS4v1ODcVoteFq9CGbzQDThHUTUBsUVtp19HOLbMSFjtCRb766quVcjVB13tSvK+6WCyCoxVwnU6n8uDBg0vaFBiQdXxEEwlL+uf0vFgtQYO1Nn6uTZOcrw7zskDjbb1HfksDY9BWBmYeVnv1bzYFcr1M1NGvVgCOsqyapXW9q9VK+v3+JULH6VGudSe1JaRqoq37jgU+DXpeaeZsmWNzmRD3i3U6gP8zsc+ZX9pJkM8i6zmM99qr3+oLWDZiwi0L5TEmxWVAC+Y1yVYDtFML14vFQh48eCBPPPFEoDsiEo43sRneaw/XYeHG9cfa4EFdunrVmroH67urvYGgDlHOZah1y60L1sTgBTccDqXVasndu3fl7t27l+7x1GVor1XNHLa2tqTX60lRFOEMoRWbOYZvzCRUluWlaw+tqDsWwbIImMf0rDQWrjnt0fjz/EgReq0pQ5DhcmJlec80g0W5zIgZ+IYrLTRwEBARqURkQv9x2Mjlcml6JedoM7ljxu1i3Kx5we+5T7UWqQWT2NywcNffGg8ErRERc09VWxJiDoW6TSnctIZtjQeeYbsKZ7fRFxbT1MewEPHr+Pg4PIdHNczQaJtHu7z21oWUkJyTJqeMq4QbrQFrsMw664AmhPqdVX8dTdkjMnje6XTk7t27IiLBA/Ed73iHfOELXwjXoyE9zLWdTqeyf8m3GrVaLen3+1IUhcxmM7l//37l4D3jAa1MHzvIlb5FLm5I4vCJel+S8WJNHc9Zg0ebPK1I9zF/awJv4eyNnydwMFHjc7ncRyCArI1p5oGyUI7Gm+chE0t2TGMGjHEDUyrL8yvqhsOhlOV5uFE+G8qaHUfU0v1m9ZnVr/pZTIgB0cd/zDdobuwg5plPUe9qtapE8LI0zxguVnt5rPhKUL6wBPMZpnusR42HZpral8MyTzMjZ0sBp2Moy/PLVA4ODmQ4HIZ7wzFHYE4WkXD5QqvVCueGMV9eeuklefrpp0OfD4dD6Xa7MhqNwjWI1nE2xmNdxhdrZ27ZMTqt52ZdhSsHHisGbJk49PO6zLnuREpJgDHtQEupHPqPJ6N2TOJ3HGrO0oAhxVoXiHvamK5Pv8e3108wpYOgaDMqIi2hDh3oQTMVq34N3th7+TzmbuXRGpbWdAHafK8JrtWn3hy23rOTDdfHJm3dJjAKFnKKohrMxTqLnVozFtPlZ3qeWfMXwJ7XRVFU7pu28OHnmuFZwm4TxsBrC2WzYIv9VZRtbecwPtrC4DnTcZ26Dzgt9yWf94W1g09DcFoIxYxXq9UKlzKAYWNOYExS1gU9Vp4wlkOPN8HMY/hZ/zcFjxUDvirInQAewYmVqbUbJtq4ZkykGk/WY4TaLARJlfHpdruyWCyCZGxBTEv06k+B9gwFXtB2WFNjs6SnvVgLKEczRjl6TGPWDl2HHitr/46JlEeAYsKPlYcZPcpG7HCrDMaFb+9BG9k64glSVtAIb37oPowJoLF3uh4taGiwnNxyxpHryJnTmgF757P1bVLa+Sq1vvCOtw5ie8QMZXlu9cKcwNparVaV+arzaz+N09NTWSwWsre3V6ET7CFfhyam8I6Bp+k3Kcsr46rgRuwB86Kq09mWVqLf59ad+zz13iO6INisKSJK0GKxkMFgIIPBQMbjcWU/EG3U2q7VNoQURLQbC2ePQFiEOJbX0nS1VM/M9/T0VObzeYUBp/rSwwE4W0zNa4PVbq8OkctE19KeU32W0x7+Rpn6TLS+HlDn73a7lTPWrVZLut1usDqgXOzdg9h73uuWVq2ZmMdMY8BzmRlWLrFH23Rd+rclJHiMm/+DkUEjR6QpkQtnRxYm0RaYd7kuvVeuNUv8Frl8U5bXLrxj4RqCl3V8DePP+9kMTFN4TCDse45YgHVpb27aXCbP8/Q6mK/IrQZ8CeqY+HSaupPGk9ysRcQOHmdnZzIcDmVnZ0dEzt3/3/a2t4mIyJe//GV3IiFoOggENAcsosFgIMvlUqbTafLKwZhTlqcteoKSfg68mSiA8eJZr9eLLnS2IGgcUpqCpe2x+Y3T6Dz6Ojm+1Uan5/Z4jIpx0xYUmDQ1TtZVc0iL9Lj+jvd2sW9ZFIUMBgNpt9uBqXBYSy3YxfpDzwHe38/VLHWZwJcZADM1a21ZYxrTNGNzx8uzWq1kMpmE/t/e3pbJZCKtVkt6vZ60223p9XqBSVs3i2GO6YAm7MxXFEVYy2yl0O3T84XxHI/H8vTTT4vI+Voaj8eVOSJyYQ1j5zGNjz5vDcsVO+15SsVVgdduBp4D2soTK3PT8Ngy4JTZgp+tY0rJhVQ9POmLoqhoWCISzvPFwsFp71JmXjiSIJK+YSgFTAC0FB+T0rVZDt9W3/J+GjRpy3SWIvJWn3t5tFCg69HPrKAonlYSwy+WLseKo032KBNB+Ver1aUth8lkIru7u9LtduX+/fum1zPwy/WQ9/J7fc3gEXIWNGJrSBPZ2PpPvfMEJH0JA2uHs9ksWJiwzjgSFtehzck8bhCci6K4xHxzcYcQDmA8mSYw47XaDgYMmtNutytbYda6tPBkQaOJMmO1dZ0ycsETxOrAjWDA6wyWpaXlEOwcqSkGMVOWhaPe/+10OmERDYdDmUwmLmOzgLWHsiyDtiMilcAKFi51gPEXqRIdXnDaMQjPGNghCEQJZXr9mZKA9bOU9sm/PYIRy2MxYQ+scnI8zj3mpN/D1Dwej038ut1uRQDSwgSnz1kHllUEzzWT8AQzzB2t9evjVVZ/pJ7lgtcGHZAEwS6Wy2U4ugVTNN5BQNIar1cve/3r+4K9OWqVYwnCOJHAwH2t6zo7O5N2u12JrpViwLn0o451pC5NEvEtmTkC8bq0n+FGMGCAnnQx6dAjiLlQ13yWAx7+YGB4jgWszcSITuO1R2tCjD/M2yI2A1530rGnM5tptYYG/FlK18IHcGdJPWcMtenR0mosjZbTaGao50GTueSBdnyx2mKBZmKMI0ycp6enlSAKei4hOtbJycmldjNOuZakGHh9HdNqLUFGR0bzcEmteW/uAyxmDwbGJnaY+PX+qLZOeRpvrO4Y823SLuAfS88AgYM95kFDWEja5HpIQQrfXCHxqjVnhhvFgAF1O5AX5HV2vgWWdoQFzf9ZWxU5j4T10ksvVTRKq1x9tRucQjiAgHYIaSKNMgFFXpxDRjrsP/IdqmwGB54cXIKJMuqKLXRN2HQ/ptpiMT49XywN1dPGNF6WVqj7PKXFexqQJoJ4phlQv98PRBR1Y5w4VCGD5cylcagrFFl5vX7gNcDvYloyg6Uh5miSnmMR1wvcgAPO/1qOkJ61KTb3zs7OKuf8ea7FrCtaoAdgLFl44RjRVh1gwLEx1oLzVcA6DL4JU2a6tgm4kQzYgxQhq5uvDqQGLfZO3zACaV9EwnVg29vb8uDBg6BZagaMfSNondCiy7KU4XAYmOHx8fElQpdDVHmCag9Ofq+DaMC5rNvtXmJeHIHLYiK812YxYY/wWgKXpWlY7Wdc9FlOb4/b0zws5mvhquvV+KIctmpoLdXyyh6NRtLtdmV3dzd4mG9vb0uv1wsOeXw5A8rmQC7McCycvbZoYchqEz/TQo4m7PoYj4bYvLXa4IHXv3Co43HgULEsTMLzWWvrbOHS/YPyWPONCXk6r2a+vV5PJpOJiJwLWSgb4w26woI+47e1tRWcyOBBz2u7LMvK0TavH68K9LzyhJkcqCtU1oHHigHHYFMTwtOkLeJj5bPeYzExw8HExp4La5GW45KO4csAj0oRqWhCVjtyQGsgVlmQ4vlmI97T7fV64b2lkfBvEA0OJp/C2ytTt0GPQ0qI8xa7rsczq3I9nkZopffaxs+4DPQ/NF1cOwjTc0z79urNAd3vuo8tTUMLLJr5cjlsPbBM5VbfpsZLj4uFq/ZhKIqisu2igYVkDmziaVhI7wksMdB9yDRD0wpPKNACLjRgmKFx/I3hOjRgkeu1Wm66rseCAa+jfdaFWFkpU0aMoHFaJkJ8jIQDLuhywZws0zSYeSx0XJ12spbgMWF8oz7s38EZDIQC5041YwXjwHGOWNCQGMPwBCM9TrmQYuwejpw+Nl8txuQRbcthi9vCARlELqwkYB46bKaIHezfYkwpRqGZlVWOF/3J6hM937HPrZ+jDqsP63hzW22CBszaeK/XC45TXL627sTmjd5DtuiGlV+PEf9GWE7dZg7IwWOkrVqYI7wPjN8MVrzrOhaKFNQRtNcpr47GXAduDANuorGto+VtAlLaFP/3JigzYJHLN+2wBMvaLcxEfH3adDrNYmR1QRN/XQ4HdsCiBoPlwAVMLIbDoRRFIfP53LwcgPHOgZTwY+FtvWfCnuovS5uzzrOmzGkW89Dt0UdjRKpCGzNW1GEFY+E6vT7TDDVlLrUCPcS0UjAETpdaM/w/VyC3+tnKawkbMNlC+EXQHE/g9vrIi3Cly8ixqPB8WywWQROG0AstttPpXHLStOritToej0Xk/Ewxez6nhF5OU1fY9SAmHHo45Ja3abgRkbAY2AwFiGkTD4P5NhlQj6B0Oh3pdDqyWCwqgR2YiCCCltVWNn9xRB5Lc+Byc8FabLr9YCBgwsvlsiIs6EvOu91uCELC51ctJlxn8aWYsBdFyYsSpDUsXZ4uyztK4/UZxjamYWqcGGBChClSfzAG3AZL0+K25lgArLZrzTo2FjxfYqDLYoYU69MYXcitE3MZoCNGQbDUggXX4zExjX+usIe0sCrBpM1CLnvD89woywu/ETA14Nftdis+BGx2zxFsY/9zaGWOVSQnjwdXySdujAbsScIWXJU5IQUeMRaJS4Ga4MM0K3K+SA4ODuSVV14JixsSKPLxhd8of7lchohIWHRg4qiHTXYeYbUYs6V9aQYGiZtNa8Adv7FHqZnwk08+Ke12W77yla9UzrDWBU/D0e9AfIC79gDWjATttSwRus+4/SnNQNeNd5Y3MPJbGhXSnZ6eymQyCV66eIdznYh+ZWn1XLaeIynhV6fjNFrIwZxlZqX72BKOPHqg16DWpHM04xTwujk9PQ3nY7FVgrmkzwGDKWphhMffY7reWrUAQi4uOWm32zIYDGQ0GklZliH6FfBHnRD0UcfW1pYMBgMRqVpYOp1OxS9D942Ff6o/cwQMawx5/mocNHjrz3qX8z4HbgwDjsGmTRxNcYgRxzoDiBB3mNzL5TJ4NIKxMXHCXo9HZGL7S3heBz8mGBZTw38OrMG4MDHVxFmkemOT9pLOxa0uWEIRa4DAzTueo5/pvk4R/jpEQzN+Pc/4P1tN4DRkXVSfIkB8ZtnCxyKAueXyPAIzbrpf6/WjJQx4bUnVpQkzX5cJwdmyfFh7slprt3DMnc9aC4bPR6fTCV7vfFOSLlszUwa+GIKtbTm4pdZkDu2pS59SYAk/Ou8m+MmNYsAekWzK6OrU65VraT76f4pAaC1Lmzzn87nMZrMw8VkDhvlZ5PJRDZa2vfo9AplLiGISO761GRWXhWvthK88E8kLmenhagkZOh8/11GgtIDhLUZdjpUuphHiP5+F1kw7VmZOuy2iYpk/U4KYHmtv7sfWhNeenDr5vyfg5vaTh5MnoFrl6metViswOJTFnsJ6j9haL57AlhIgLG1tNptVjp2BKVvgRcjCuuDz+8yore2ZOn2+qXSWxcZLZ5WfEhqbwo1iwDmQI+k2LTem4a5bNjMj/EZsWZFzbRDpWKPEeVsGnog6pjJrQDlQR3PLJd6Mu86LyEKpumK45ggc+jlfRh4jwHqhcz2amXvMQ4OVjtuSMwbWfNQCKv9n4QYCQMzRLYcxcR9ZeHAbvbbosvR7Dnbh4VSn/Dpr2KrPci7jkI+8p6o/Fi7Wu1wtU+NZFIWMRiPZ2toKl7ssFotgTQP+7OCp24ZyNQO26qvD9K4SmozpJrRdC24UA17HVJHLML2Fn6ovNnipgeX3fCsSv8M3jvNorRG4aK2NJVbsVekoOB6BzYEYUbOYM54tFovKQX42l4FANCE8+hlAm5AtxmU5/iCNHgek4+AcnoDm4eVpnxbRtQiEVQefu0Y+9rTF75g5WQuEjJ/F0K02WgKrLk8LPB6zscbTMudyP3lCktVWxskTIqwyeI90Pp/L6emp7O/vh8AVEGomk0mY396WihWSNKYVx9aG3qI6PDyUO3fuSK/Xk6eeekru3bsn0+k0zJHFYlGhEYwPAnb0+30ZjUYymUxkOBxW1gxb5HJxjEFKqLfWTR0a64GH+zqK1o3zgk6BRaREmnWiJ9XVZdI5aZj4cNQlhKTjw/VMXLSzE55bRBba8qYkPat/POahf7NDGRYwnFTw2+vnlFaYIqJWWV5bdIACnS61L5oS3rw0Ofli+6QeY0S+WN+wRlxXK/OYRkx40DjHnrHQZAk+Oo9m7jm4e0ybgbd+ALiOkC1SiDamQ8Ry6FULj9hzqx2WkIj2l+V5VDQIZxAa+NITWBb4PnKRi8A9CJwDwdmqX+OoIbUedLo6ClMqrfd+HeaaAzdKA86FlDbalFnmEHQvXQ7D0P+xn7Szs1NhnKy9YaHEzMq6bi+IQROIaXX8zGo/M1nLDMbt9YhzjqbCRFvj4v3mfIxDjkS+LlgMJVVH7hGtJjiwQIH/RRG/ppD7m/s/tkbQDjbrslCqiXsdgp6al5p5sbOgBjBf+DHgusdutxtOHcxmsxC8Iqb5WlYFfmflibXRyz+ZTGRnZycICSISAmugH9iXBM9ms5n0er2K5Uzjk+M0F1tnmwaPKfM8aMqw68KNZMC5TFQkz2wT09jqpMnFx2O43nuWtJnwsYOHNp/hPy7QZo0hJiDU6dsYziAqTDjZzMbe3Fy/JsBW/9QFi7HWXYAxYp+jyXG9McLKuNURFDUz4f7k/tfM0NOaUm20cI3N61h51txhXwV+HzuSxXjkCpfeXLA0OeAFBtzr9cJRLzBfOEzOZjM3gAwz+ZRXfQzqCGo4x4sbnHDdqdbKNcxms8qlKpyW6VBsTW1Sk02VnSrnqpm/hsfOBM0S5SY0vKsET+q1TE2WRzAYsJZAUV6/3w/as7Xf5kGqrzxzlwV6gWsNhttdlhf7lZqYeGYtDd74a+0Nz3LnBfJzn+txq0P0GRf9sYJveOUzMc/VjPm5LjMnti+EOeu5Bxo/a5xS8yp1IUQOHtbc8KJC6XGCiXZra0u63a5sb28HKxVwy2W+Gs9cAT+1Drw5vVqtKpHPut1uJR1b0LiP9LElC0c+Qx8DS6hpAjEB1ZpPm6q3CdxIDbiOFJOjPaUIca6GnMJLax4oVxMAaLzD4VBELg7Ww5yFctgszdpCURTy1FNPycHBQTA/gShw3OVYkIKYZoC0Vp+x6c7SjjxGg/c4btXtdmUwGISbXJgB8sIHgHlrsDQiq82WYBDTMDhtjLlbmmbKCsHlW/igD+oKUSyoaW0c5WlP+Ri+/N7C2WKYrIHrNmtccYkIb0/omMWMm6cNWabVmPCLPOzBfHZ2FqLS9fv9Sh8NBoOgCfNeq1e2iFxKo/HS+S3Q7bYEVi6TY6r3+305Pj6u9K3eBjo7O5OTk5MQhnJ/fz+Uzdov91Mu6PRNNN8Ubc9Jc9VwIxlwE0h1fs7gpBZHjoRlTVRP69DXFC6Xy8qiYk9QLrPT6YR9nvv378tsNpPRaOTiYzHLHGGFF35MKLEkUixcEARmDsvlUrrdrvR6veB0po9eMZPXBChnLD3Gwf/5OV92oeuuywg1pAiRJqwx4cHCn9951hKUp7cALOHBwz2nfRZO1nvMbwBfRGLhzvh5ArPF5HR+gLZytNtt6ff7IXLb2dmZTKdT2dvbk7Ozs7DvGwsvCYgd9+G0uo88ASOX7vAFEfoWJx1bQEQqwroGFuJzNcs6wkUKcgRC1JmiT1cJtwx4DbhK6Ym1YG0e5rrg/WxpUny0hhkxJHUEBvCYL0OOVqJxT2mK3nvgrS+aQB54W8L5g/PrfW8dfMRacJ6WFFvEAGZI6HOtuXtl6//WM09y9/LEwBMKrX342LERqw81k49prt57a//Wax9M1rhIgJ/zOWBdV8yyEGsvp+VxBsPl44FlWcrx8XHlCB2crjwcdLuQRluLdD9b7eLx8eqK9SkLwvo9NH+0S6Qa6laketNTzpZFzELRlK56bY+Vt67W3QQeKwZcRwPKLSu3vJQmxGl0On1GlfdqnnjiiZAX93LysQHkY0aEG5DKsqxozSm8NykRekyZAQwYOEJKL8tz78t+vx/iYlsOZOiLmFZj4ZVDpD0iWEdyTxHJWD7rm8vk35qoamc3fqejpmnLBz9bF2+uRzN3/Z/rZUBMY2s96v6NzXENrLl58bdhbkY6CIoQaPf392WxWMh0Og0ez1rIiBF8PZ88ugActVDL7W+qUep+ZauDPhsMupS6wSkHGO9NM+EYWGvyKhnxY8WA60hFOl1KMl4XLw+sxcP39rLUzSZnzqfNsxzIg2PTem3cpMASKwuE7ezs7FL0Lk4DwQHj2W63w3lopGHNFP81M0qNu6cB6ffWuVnWlCyGaKW1IAdPQEy75OeaMfNNUwA+UmIxRcYBZXkWDa+dOfGcY9or3rG23pTR6Lq89ygfJmcIsmVZhqsxRUQODg5E5DxCHT/X5VnWBEDMIqLHwxI0tfAR6xuvHv2M5wisAGDEOoa4Vz7/j623FM4xGs3PUozcmrfXof2KPGYMWCRtBkwREaucdSHGnEDERaRCKOF9yF6I+kJwrTEXRRHivp6dnQXNMabh1ukT3R7rW2tWnuaCICOdTkd2dnYCHggYj5B5vV5POp2OnJ2dyWg0Cloc3/DDHrb6WJbWDvHfi5GtnyGPPjLFxDClLXOfeNqYNulZ5QMHWEL02HJdDGzqR/QxzCuLKKWEKKutAGsPGWnqCCachoUdLYRpPKz5beHOR7KsffFutxucII+OjuT4+FjOzs5kb29P7ty5I0VRyHQ6rTgycfQxrw2asfK8ZXwsYc4SkvRvSyAE9Pv9MDaWd7PWgHnrhethmmW1V+exrB96rjWxYnC+TcM6mjnDY8eAGTypbF2oY76oUyfK5ckN5moRcTAR3kPlPRxojTFGk2JCXpsszZ2Zm26XJfUi5GS/3xcRCecTh8OhTCYTGY/Hsr29HYIHwMzH9XjHb7huSwrPhSaal54fHsHxtD+PUeOd9mROATvVQMiz2qMJZJN2675mYUULRx5TZvy43zyGwPXptsQ8/b28HvT7fdnb2wt443o/7YikNVkrCEdKgNOChzcncseo2+1Kt9utODoiP+OtNWBvjuYeCfNw031kvUvNbS9fLh3L0ZrXhceaATeFnM7fRBqLiRXFuckV0jdiscIkq70SNQPChdkil486aCIUI0a5TNgC61wl48vtnkwmslgsZHd3NzAH3F86Ho9DzNpWqyXD4VCOj49DOXxmOAWaeKTOsYLR6XCDKSJoaTde+Rovrw4rrcXAPK2CiSraw0eZUlqtfu6lTwkRPPaWEGvtF3MaL4SmZhIx4dJiiN6Y8hxpt9vyxBNPBCY2Go2CRSYG3jh7jI3xZ41aCzMx4HZBOED4SdwJDnqi87E/CtaJts60WuchbfXtTrnQhGHnpNsU09wk3DJgqbenm5N2k1qvZlbYc8GCEZFwhhdmVyasvPcE5g3QwTtSxKku7jGwNDyP8a9WK3nw4IGInJ993t3dlU6nI3t7ezIajWQ+nweHLCx8zXxzpea6oM39FrCGlzIRWnkBORJ5jEDp9mOuWGZF60xwDvGLaZ0xfFNEN2eupPrAqkM7OKbw9qDdbsvOzk4473t0dHTJMSqFi/XOMitrwen09LTiiOiBN47aVwLxAKw+YWEN5SEd+20g5CanbQpaEFzXrJxLA66DYd8yYLk+ycgiTpY2wxMMjlVIh+NDrVZLdnZ2RETk1VdflVarVXGoQnQrBOYQkXB2Fmbr+XzuElZvsWpNjtvlaTRInzIpIi3n056eJycncnJyIp1OR77qq75Kdnd3ZTweh7bfuXNHptNpeBYLvsFt4LjT7D3tRYTSplhPu7TqZsLmCTpe3pjmaYHllMft73a7FU0KAlqn05H5fB5tB3C3nL+scdZmSZ4bljbL7dLEPyaI5BBoHsMYo2HHIpQLK9JisZDlcimdTkeeeOIJOT4+lvv378t4PA5lQ+jiOlLCmsbPah+Ea61lpgQwLpdvvgKeet6n4OzsLATigACyXC6l3+/LdDq9JHimQAvM+rn+nWprnTwPA25kKMp1JSQux1oEup469eWWqdODaGHhw0GJCSVPMmbceIf937Isg9RsMQ8Pl1SbODgBE3utiep8FsC05QWFWC6XcnJyIiLnWjE8u3G36WAwCEKI16caPA3ZY76x/sipz0qbSq9x8NrBkYtiwNov9zWsKXXAYxhcvjUPchiS9SzWfl2H9Z+1X0tgsOYen/cF42m327JareSVV16RyWRySehkyG2rXj/6OZwouZ46dEive1y8AH+K1LpkCxMEer6RjY+G1aXH69BV3cargrr97cGNZMAi6zPhOsxnU5BDuLe2tsL+EhbDdDqtpCnLsuIJC2BmpAOte6bnTU00T6pmQqPTI48m3Mhz//59OTw8lLIsQ1AOEMXBYCCDwSDKrLQmy3XHQEvWKQ3EqtczM6aYq06v/8dMsxqXoigCo2VhrCzLylE1LURxnVaghVgbdDmexmrVqdti/dft078ZL3Ze0lYRC0cwKBx7Q3llWcrR0VHlfL7V9tj52Nhzq89y9lfraJ3j8Tgc/+v3+5WtKiuyHB/rg6m53W5XrjC0BJGUkJsSmlLtTM23nPVZB9aljTeWAa8LMc1Np6lbrvXb+g8iURQX3svtdlum06lMp1OZTCYymUxCPGQAx+vVkw+LiRdQjMAiDxyd9EK0iEOs7dZ7S1vmj6c1lGUph4eH8uDBgwrTYO9paMHA32P4/IwJR4xRWuARm1i9MQEhNsdyxs8DMBQw4Pl8Ho5+iUiI8GSNTROt3ROwcvJ7zJjz6f7liGjWmHmOiF75WHvQ8tgBbzQaydHRkTl/kDbl6ez1kdUXWNcp4p9aiwynp6fBoVPkYqsLOLOgqtckAozobTBL6MnFcxPaa6xe/a4OY96k0nUjGXATxiiSp33kSOVe2XXx03hAAgeMx2MZj8dhLxd5NAPO7YuYsMH4WFpPbj1WVKFYnSxtMw6c/uTkRB48eBD2nsqyDNGHmAkzUWZcrMWozemWNG8t3jrzJpbeqk+Xl1uWzod0YCYi54586DfMMwg0GodcgasubnUhNef09gPazubRnL1OzXzLsgwOR4vFQg4PDy8F2uALCOrQDDznb2Z6FiPfFLAG3+l0KiE9NQNmgR97yGDA+qIKb/0AYnOrrqBh5W8yXy3wFIV14MY7YXmah9ZurDSc38tTF5dcwsmTHosO+zNY/PP5vHIDkoiEG5AsD2iWXIuikN3d3UoavfgB+ngHiBiXZ/Wv1/fWOdUUkUcb2VlEM+GTkxN58sknw7lhaHXtdruyd8WONWibFio0cy1L25mEzZi6vTEin4qRmyugaQLFbYqNQVEU8uSTT4rIuSkfJs3pdBociw4ODipnxZkAa4Icw9HCmeca42gR6BgB9Yg5zKndbjccreEyNA68H8xCLAttmDfb29tyenpaudmII0Jxe7C+Yt7WFh2K9YG3TnI0Nq29Iv/Z2ZnMZjOZTCYyHA7DiYLZbFbJj/ZwHOj5fB6EE/imoM3cnzH6ye94rln/PahDmy3B31srHp6bgBvPgD3YZCemYF0mrpkUu/vrAO+Y7Hqhod75fB6ICo7yeHWiDA6lp5lm7MyspSHGJn4O8PlDa1G//vrrsrOzI91u91I/sEkttR/NeDJjsJisJmgaJ37mCRqWpqbHTwtRFu4W/nrMuC9ELs6SI99sNgse85p46rZZwRhi//l5bGshxkxiDMti1hwu0sLFCmTBFhC2wKCsyWRySTDV/WN5oKfakuoDj/l66bw69PzGM8txj/vWuqqUzfHeuq8LOcrRJqBJuTmMOhdupAk6F+pOkOueBMxM9YLUe7lIj3cWEYaUi+etVkva7bbZD2x2GwwGlZjTFo5WGR7hrct89YS3wiyy5nN8fCwnJydmsABo7x5RRBqdx2LOqI8JmEXkU0TTYp4W82XQTM7SBC2Nld+vVqtgJWA8tFOfxtPydM9tb44mZ/3X5evtBOTh/uOxSR2FsdYWyjo9Pb1ktmZGpYUj/uh5owW5GE4pbb9pekvoi51n1+vLE4CsOZiLe26aq8yvIUXvYzQkF268BhzrxOvQgj3CmdKEPQk4Js3C/AwpXQPv8eijBjFc2u22bG9vh6AXVhs8Dalu+wApyV1EKoRRa1QwpQ6HQ9na2gqaP5sVtflcS+8WswBTB1h72jmEMqY5WWV4JkzGLQZaKMMxNZ4TAIT0BGhPesaT669D8C1N1ctnAc83D/g8N3C3govgg/dYR8x8gc9yudyYQ1VOG2MQsy54Z7OtMeDxswT6HE08h9myMFLHwhGDXBrWFDwarNvbtO4bz4BjUIdZ1CknV9LWdcQkyBQuyB/bawFRBeHlaFpemWVZBiaH8Jdgwpph6QVrae7cBn6Xar9F0Ngchg/v7y6XS1kul0HTx/4vE10PF4/5QsuxtC+Ns9WWHEKstUtPu7U0LGYqXhsgpOEsqTVfcszqXHZK8/cgtga9NnhCklW3tedqlQPQx2cw9xHUBXOAnYwAMQFKP8+hKZwuxvByQAtNGtii4J29Z0HGK9Nb6xY+qbUSy5/7fl3YBH+IwWPNgJt0bkzqtNI3Zcz8HxI47r7FbxGpnAeE2VibWBmH1WolnU4nBKo4PT0NntUwm7FDSVmW4WaUoijCGUEEwWACYS1MjUdMq01J6FbfgCiCgHA4ztPTUxmPx+F2JGhDfPREExUPNKG15oXeD9V1MN4eY9DziwkjmL+GlLlatxP/9Rly1NPv9y/tBaJcfeUcB/LgfmGcPaKM554fgcbdKkOntX5bvhCWcMhMm+fDYrGo4Mzj5F3BZ1kJrDS5Wq5FR7x+0XMg5unN/iDwXoa/x+npqXQ6neBzoj29UT/oiMi59zTSsRVF41RXgFgHUopWXS16k1r3jWLATcwX63Zgjta6zmRjaZzP2fE5RhB+MF4wUG06RD4w362trXDZAeK/YgHzHrAmNjmauUcgLU0vl8DG6taaCRgNay4wLeZAStBK5fOIa47WBtChF+se4YrVwYIbWxKKoqhEwUppv/p/U2KmQ65qhsd96glyHk7edgO+sYaYsfERPoupcZocHFIM2uoT731T0HMSdALbMqApzGjx3nO0FDlXBtgrOnYvcAo/kcuCVK7w0RSarKNNwY1hwE06z9JWrOdN6tSLb10mzNJ5WV4cmwDxwF5VzMEIki6k2uVyKbPZzIykBQed+XweYk5zu3q9XuXgPrczV9rUGlDdPuK68M3aiyZkuLBC46shhX9uG/k7p0yvbk/ztdrgaVoaN0Cn0wlCHQtfmAOpYzNeu3ItAczcrD7wrCI5YOX1xkKb8/EbWxbaQpJiviL1BHxtJcqlLbFyrDxcNjNfAM7x8t53zOQsck4LQEO8+VF33Lgt1wW5OK5LzxluBAOuO9H1ANdZSHUkb87fBDxGyhcH8BlgrTXohbO1tRUi3GAf2GK+DMvlUqbTacVp6/T0VPr9vpydnV0yS6F+a5LG+iF2nCW3T0FE+RwsJHKUgag93jhCwPH6nkGXwcedchk76vEc57hcK29OHV6dsAqA4J6dnYWtjdPT08ql7DljYBHflGDhlZ8qO9Y2FsZS10VqBq1x1viztSWFB+ezNDlP4/NwXQes/rMi20F7XS6XYWsqtT3T6/VERMKZ4SZ45wpygDr1bLIf18HDgjc8A67bATlmIW9xWGV5TGZd84vWCrgeiwEXRSGj0SgcGwITYsKBs53QeHBbiYU/4zSfz2WxWEiv16uEqNvZ2ZGyPD8Tqa9DswiXxdjwXNepcbFw1Hm5b1jKZ603Rjw1fjy+3J9WvQyW1ohv3T4uX7ef88bA0oJ1XvgGtNvtS4ElhsOhjEYjEZEQSQym++FwGPoMzIfnjR6LmAYXWy9e+zlf7rq0hDedPibcoT4WpPSxJqsdejytcYlZAvhZjDalAOOUok1lWVb2d7F2sJYhjGkLAB9Z6nQ6wTnz9ddfv5SG/8fWugZrDltprPWyLsP15krqWRN4wzPgq5Bu6kjmOo1FbNc1qcSIBYemhATr3YLDBMVKp5mjJq4w4eJGpk6nI2VZXoqKpcvEt8e4vEXDBEzjkhKMkEdHuoK5PiYgcDmbWHya6JZleUmrSAkFKeFQWzu4/FarJfv7+2F+MA4oAw5sKAMOOLiukB31vvzlL4e5wyb/lGBitScFuq88BqXbz/ON26iPIVljrvfe0c5crTdlsYitBe6fJvSiTn6Ng3Y+460cnQ75Le/pVquVjLDnCdq5wrhHRyx868K69LoOvOEZsIZNSEDrgGYa1oTK0aotbRF5cem8yLn2opkmLxBPo9YEJcZ8AbjCEO/0GVKtOVoapUXIcpipTmcxJC+v106t4WrcY7ik6mZ8rXxWW2Kao1WuVxbmAPwB7t69G66tZAZtCWo8plpIwJ7hcDgMt+do/GJaqmY8lpaj56+VX/eL1ix1P1n96s05fq6PYnl5WVvWDkhW3TlCSl3QAn9sbuo2WvOUhVarr6yz0AAOEGSNeZP2xQSKuv37KMFjHQmrCejBjRHqOhNBMwarTKTBUQFcPoBnuN0G5ztRbkoaztXqRS6uMcwpLxZ9CItSS+G5zDiGv8XcYEK0LqjwNN+URucJSV7aVFkWeIKSjkaFtAytVkvu3r0rw+EwnIPmI2VW/RzFCbBcLmUymQRP2X6/bzr7aWGPQRNeSyjzGLO15jTztdrCoKNXxfCNzUuPWaGOGB5cZkyD079jz6y66mhusTWlL1XQ+dBe73x9Dv3z1u46TDTV/tz+yW3DOnDjNGALNjGoDDkS5rp1xRa6yMVi5z09TqP3oDSR0AScv62Jh+f6HLLIxVnc2N4n2mKd+fQ0FM8cpfsiBZroWcKOp0WlwGL23v/Yu1xtz6rT0wq3trZkZ2dHtre35fDwMDjJeMFacCk7/8dFFqenp3J0dCQHBwfhTlw+54k6WYPVkCuoxNpoaf9W6NWYNcEbZ61FcnoL/xQd0Ok8yOmXOvO9DqDfUkKPBt4HhtWEaQLKSNExC2KCl9ffntXFKzsHPKvKJpnyY8GArwLqajM8qeqaU7SmFdMWOB8zlaI4d65YLpfS6/WCRzTfduIRPb0nhnPDVlsZL89M1UTLTUFqYaS0qBhuHkGw9j6ttB4hioEeP36eE91pa2tL9vb2pCzP9+7hILOzsxPSzGazIDhha0Ez4LIsw12xs9lMWq2WdLvd4Jy1XC6j1gTuH09T9TQNiylogUkLjjov16PBm7s5wpGFlzf2Vru8vDnafC6k5hzGtizL4NvRbrelLM8v5LCuHNSWtbOzs3AcsSiK4MyFeaGj03l41KGHVn4rbQzqCE7W/N4UE74xDHiTRD1n8SLdOgQ1pUVrwCIAc9NHLKw6uSzs4QI4OhTj6EFOez1zlX6niUPdMarDPL1F4xE9rx38zmIKGjdA7NhTDPemsL29LZ1OR9rtthnrmSMdlWVZIaqMD5zreN5Mp1Pp9/vS7XZlMpkE82OOtpIz72PgEWOPCWvYJPHMoRExYc7DzStzXbxjWiUYJV/Moo/FWbQBcwSA6Hjtdts8nuiVlct8NwEpGmelz3nWFN7wDDiXWdYBT2pNEdpcqCupiVzszbGnamrB8nMmpDhsD89WSxpnRwod3MIz7XHdFm4ejnUh15pg1cllaJxjwS44XcwSocuOaWi6X2ICAdJZWjED9mkhXImIeZUke8GzNom6+UYgHEmCZiRycUFHjNBqQP0x5qL7l9vt9Qn7JMQE3Nx+tZjVJrUer6wUI6+LQ2xuclnoP9AW0JkYjlgrTz31VPA74XnGkdZS7fNwvwoGXBePq4ZbJ6xMuK5B8+oBA4bEid98BIidWXQsXqQBAxaRyhVrMeaIvBZo4h1jvilrQupZjPl7kn0OAdZ46nZZOKXao8v12hMDr/383Lr1hsMKikjlykGMP6cHw9blI0AHx0KOWVAs3CHM5Wivum2egKn7nsfaOm+aAqvOGPPwyvaEC922q6YldawtLMRib19ELlnX+D8LbvCwj+FQZx3WSePVmdu/sfV9XfCG14AfJWkmBU2lOk1cob3oM8BcBwifSFXzwP4MFk273Q7HU1IMiiNM5eKdQ8hiWmJK6tcai8egPa00VWYKYmV6Gm4sv8Y3lhdg9Rucp0QujhbBAoJ9Pl2uLmdra0um06lposZ7NlXWwVG/y0nvMfoYw9Vzw7vpx5pDdQi5ntexOZnTD94crKMFx6wKInLJcsBMFnk0I+ZYzxD0Tk9P5fDwUEQknMrguZ9zhtrDvwm9zO2jR4F3vOEZMGCTJqI65Tc1CyGv9TyWp9VqBTMgvA45ni+bqfmAPMrAgkF69iDFhPdCz9XRLJpKkqk+ySVeXr5cYug5kLGAwwQ9Jn2nGJMFliDCuGkCz4S01+sFs6C+w3k+n8vp6WlwxNMBNXh7ArHCOVZ3WZZyfHwsg8FAut1uONpkEVktFAK/FIPK0YI9rVITf8+S4ZWtmZauMzb/mtCfmMDI7y26YWnbVln8jgUW7h/ekgIgZrzuz06nE+gMaM1kMpGiOL+yFFsWmFs4JdEE6vZpExodm0P8f1M8gOFGmKBTGk2TsjRcBXPPZbrWO2tB8rfVDuzrWZfSW/nX6U9NyJpq/inzVYy4xgi7V34ueH1t4etpWhZOKfAIAAQnONOInDPVXOuGZuTY87UI52QyCb/1MTivTbE+1mePU+Pija011/Qzj3FzvTHwxlNDah5wupz6U/Mk9d4rF3XysUR+xhowj5F+1+v1pNfrBcsLb3M01YBzBKccqKsgpZh1zvjnwo3RgDcFV22WsKSpmAQVk+J1/pxFDmkXELti8Lqgbp/rvouVY2lEOVaInP7wxlATe0sjY6ZXF7y6RKqEEXu3FsHwwoYyA2bvZh0XeTabBU2bI7Ntav3ELApWOt0O61v/9pgfM+fY+Obg6QkLsbmqy/e04dw5mnqnaYKOFWCFHdVpoQnzfcLAtYn2e9V0OFaXZ2GwxmJduBEMOGYeuI66m6S3Bt0qC8+gtbI0iW+YG1O3lliTR1/akCIW3uS04CrHwxNGmkJO/pQmn9KGrDGuK517dbHGgnQ458vpi6KoOM3oOL7MdHTcaOQvy/MLODqdjhRFcYkJ63I4X0pg0kxR487vUgzJYqixehjXVBoPZ+99ygLh/df9FmMO/J7zW890GWxq1md9YwxY48FnhWPprHbmwlXTea3M6HlQhwam4EYwYJGrGZRUR29qIFIEhOvjcIJ4jxts8CwmpUHaZfOQSNWbVu9rWuVYAes1Y7fqjrVPp60j6WtIWRRi9XJ+7kvLm7coqgFHPG2rrgnRI/6W1zHqxX3Pq9VKJpNJ5QywJ/ixUMfXD+IdX2LBWxar1Uru378vw+EwBHFggs3MG/XGNL8UY9bgEXQWFvCf98xzA0MwbvpZEyKcy8ytfDGNPiakAKzALVpA6na7UpbnQVugDYOR6nu/AXypCafRXvaoK7aePYEqVztNwTrjpfNuktfcGAa8DliDs0kpJxdiCxvhAPmmERASXDXnTVb9LMUMUI4VNtLC1QJvf7kOpKR+nTa1cJuMJeNgScXMfJlBc3uZaXJ+L3SnNQ+Yseg8+OBY0HK5rBwdYlwQE5pDCSK+t06r2wDhjfGezWYV7Ql45GxtePMzBjGhxtIc+R2PjbfWU1YkC5/r0si8+puU55Vzenpa2cIQuWCoKUFcpLpPHKsfc7apRpla73XKqVv3JuGWAUuamWw6HyA1+PzcCibP8aBThA64MpPImXSetGrl1/2hNSBdnoezZ5pKLbSU1mwxOCuPZ7bj/HwUIyXUYPsAabRTCgc8SQE0CV3n9vZ2JYwgt9GqG+1m5msJCZgzui+Ah3etJbZFLM1Pl4/nfMadwRM8+J1l9rSEmJQmju/YWDDzyIFNEfeUFsn4WXVb61OkGsOZYwSwBYW1XY7IB8AeMM8nC4cYrpbQpNNZFgErb6wOLjsmtF0H3DLg/z/ohbkJU0UuWAMPgszPQei0iUgfhI9NRCbcOZGf6kIqb4zw6WeWhqOJS64QZOXT163FNCSL+Vq4W/nqCGmeFUOPGT9vt9thDrD518MRBFR7HuPb0vTxnOekJ2BBU2ZGzXhYDBGA+4cZdxB1Djaj+wBHqrhM1sStvuXndccpVSbDpgh7jJl69cWEUnjMD4fDwGxhXeMjSXp/f7VaSafTkV6vFzztkX6xWFSuLGW86ygcMbC0Zr1OPMEvVkcdvDalOdeyt/zMz/yMfP3Xf73s7e3J3t6ePP/88/KLv/iL4f1sNpMPf/jD8uSTT8rOzo588IMflHv37lXK+NKXviQf+MAHZDAYyNNPPy0//MM/bEqv60KTBbWOGSNHs0uVoXFg4iVyEUih2+1Kt9sNUY04gH4urjEcUa/+5ACnjbUllt/DIQffHK0awP3gabzQADlqmPUdI4YeMLPS7cB73oe1mHNRVJ2qrP06mJlxhaXWuLlcrdHr+cc3X+E/lwtAkA7grz9Wv+WuG63ZM8Pn+vGco3xZ/WcJKCmosyYY56ZleetCg3WHL7cTc2p7e1u63a70+30ROWeqOCOOrS7uN+2sJ3KhOY9Go1A35hXXt0mtkuelxWRjfdlEMYrRk020q5YG/OY3v1n+yT/5J/I1X/M1Upal/Ot//a/lr//1vy7/83/+T/kTf+JPyA/90A/Jf/pP/0l+7ud+Tvb39+UjH/mIfNu3fZv8t//230TkfAF/4AMfkGeffVZ+7dd+TV566SX5nu/5Hmm32/KP//E/XrsxGtZhqF4ZOUQi1+QSe8+TF8/m87msVqvgaTgajYITjLXfCjxY2+F0OZcE4L3WSqw9Q7YipDQ5z9TEzzzJPQe05qbrsSRonQdEHMSHzc7aGx2OSNwvnJ/NqGCISMcaqSYkYDJMADlwPvZ8+VYiSyvXQpHeo9VEmom89pC2TMtoB+Znr9erzC+rPs9HAP3JbQfjhwWCtVaUxcIM2sD9bjlfeQRdp7PwtAh0bF57dEWX460Hi6HFcPaEUswf7leOliZyoQlzwB4AGPPBwYGcnZ2Fm7YODg7Mtmpoup557nh0qw7Dj2npXOemhYgKDuWaJd+5c0f+6T/9p/Lt3/7t8tRTT8mnPvUp+fZv/3YREfm93/s9eec73ykvvPCCvPe975Vf/MVflG/5lm+Rr3zlK/LMM8+IiMgnP/lJ+ZEf+RF59dVXzZiiIueMhz00j4+P5S1vecs6aEchtRisdDnpc/LwJOt0OtLtdoN5p91uyxNPPCHT6VROT09le3s79ONv/dZviYhU0nPABBC7TqcjBwcHoZ6XXnrpUt1MGMuyvBQzmomVZiypfriKPtPpNLPxNJ9YGq31asIGDVBr0fyf91tT+IPZ6KM8jBu0Sj6SJnLhJKOZHd/7q4UIZu4eAH/Uh3bHxhllQkAoy7LSphQTAmNgBsyaNxgwGC63QV8wgb7nfeImQSGs9Zlqj/XfS99kTVj5tMARm9s4Oob+gzbLl22ISCWKGsrEWL3zne+UXq8nX/ziF0XkggG/+uqrlbPADx48cIUKjV8O3WBB30q3Dj2x6onhpeHo6Ej29vay0oqsEQnr9PRU/s2/+TcyHo/l+eefl89//vOyXC7lfe97X0jztV/7tfLWt75VXnjhBREReeGFF+Trvu7rAtMQEXn/+98vx8fH8oUvfMGt6+Mf/7js7++Hz1Uy3zqwCamobhkgMKvVyj0eoLUZJkIwFYKQa1xSUjtrxNrsl9OmdU03Xn5LG4mZkBhPXnz6w8AmVe5T1gyxTcCEHoyBPyzIgKmIiGkutdoLbZMJpKW56rbpMlJgMbIUXtwnWmBDOSxIMF7L5VLm87mMRiM5PDyUBw8eyPHxsYzHY5lOpzKbzSqmUu5LDSww8FEkfp8zH2NjgT72mG9sDsbmWhMtUY8/8PDGwjJXc3hJy7mO24kjbxYtqQOWIOb1W64wpIHLXJcGbRJqM+Df+Z3fkZ2dHel2u/K3//bflp//+Z+Xd73rXfLyyy8H7YrhmWeekZdffllERF5++eUK88V7vPPgYx/7mBwdHYXPiy++WBftWhAbZCtt7kL2yvfqsBY7x1fVC8Qq22KUOGrAe48esASozwzz83WOHFnpY4QpxVi9OppoKxy+kx2LLIbEsE5/8P6lxvvs7CzEaIbmy0eKtLaC/9YYMeO32q/HWQssHjBTtOaoBrSB96lZq7fWmN6HZqaimbrHJNlykQKd1usPXU/OfI0JlTn41F0TsEpAS93a2grxnUUurpoUqQqEsNBAY8Z902yZ2drayvbpqdPvucBaa508sXdXyaxre0H/8T/+x+W3f/u35ejoSP7dv/t38qEPfUg+97nPXQVuAeB0dJ3QZCBzy82p1yN2p6en0ul0gnkZC8UzlfBCtcyc8HDk9lqESYen84iaBdwezbi0RMqE1CJ2Xj9ZbbbMSpyXQTMbthywpqslaa6H+ynWF55kbx3viDEJrp81PC+PNzfYa5rx436yNDpvznGwC12/ZvhaO9b1WpD7zhojC2dvnuTWa42X1YYcywZDHUWA0+WUC+EFVxDyxRwQzPHNAo7I+fgOh0Ppdrvy2muvhWd8FInz5+DMuFl9xGtPv+MyYsqM7pscy8dVa8q1GXCn05Gv/uqvFhGRd7/73fKbv/mb8s//+T+X7/iO75DFYiGHh4cVLfjevXvy7LPPiojIs88+K7/xG79RKQ9e0kjzKEGuVFp3kFKEBs+11oIoWL1eT/b390WkGoNVawlFcXHJdlle7PlBg+p0OrK3tyej0agSvcZifJa51WoPf2vmb4F1rIa/8Zv/835mSgiIaddWGpSFoz2dTueS0AG8oUlAe4P3KJcDfC08rT5kD1Kt0eo+0NaHmDZUFEWFKer5gnrZo14zME/4YGEFuHH7gEssRKHWYPkZ+pXnRsrsiTQYF36u+4JxseaF5XBo/cczzSw00c8l7DEBKiVw83+PoZXl+f7+YDAIx4dEqttcKAPzDHvDb3rTm2S1Wskrr7wiIiJPPvlkqKNOfPkYs8X7HMtLjsLk0XOPKV+FAqZh7duQcA7s3e9+t7TbbfnsZz8b3v3+7/++fOlLX5Lnn39eRESef/55+Z3f+Z0waCIin/nMZ2Rvb0/e9a53rYvKtYBnEssFj/DH6hKpmtxELvZgZ7OZLBaLyh2vyMcEk02op6enYf8YTMY7qqHxBLFOaQ06j6fF6jJ1e2OaNjtKxSRfDy/rPYDP1sYAjAeBMPQ+sa6PTa1WP1oBVzy8PU90a37GhCqLseqyNC66bZhfvIfIjDTHMsDl8P4wjzHSwYGI69XzXXufA3L2vnVf4X9OHv07h5FuCmLzXc8HMGBERwPgeKM+V81C2s7OTqUefa580+3IzVOXJl+1hpuCWhrwxz72Mfkrf+WvyFvf+lY5OTmRT33qU/Jf/st/kV/+5V+W/f19+d7v/V756Ec/Knfu3JG9vT35gR/4AXn++eflve99r4iIfPM3f7O8613vku/+7u+Wn/iJn5CXX35ZfvRHf1Q+/OEPX7uJ2YOUdLoJDThVP5erJ5Se4NPpVIbDofR6vXAvq9aIQKiYEEIL5v0fHZjBYpgWc9d9kOojreXGGDO+uUyYTEFccfzH0y6g/Vtlcz8hf6vVkm63G4gKX0rPeS2NkTVTpPX6NDZvuI1eP3hgWSAYLIbgjYUH6C/MLTBABt0H3hzQAgGnsdprMdZW6zwOtmb2ddqVs7abrvXcOe/h0qReS7vEcwg3EGTgTOVZK3h9DAYDGQ6HIlIV4jzmW3dONcnbpOxHAWox4FdeeUW+53u+R1566SXZ39+Xr//6r5df/uVflr/0l/6SiIj85E/+pLRaLfngBz8o8/lc3v/+98tP//RPh/xbW1vy6U9/Wr7/+79fnn/+eRkOh/KhD31IfvzHf3yzrbpCqLOQrbQpzVGn9TQQvJ/P53JwcBCCqYtUQ8WBQIpc7B+LnB83GI/Hsr+/L51O55L3rib2mqhpjYqZl8VAkc87JqHrjGnMVl9oxsfl6jJipkOR6h23OHvN+VhLZebOZelzvR7eVtti8wZtBdFkk3Wsf/g393fOfNb70tr0y+ed4STmOYZxeywvXH1OHe9ZmGRhSu9bepDqU/xvQqhTWqd+liMU6HlqWSdiDDYHv6IogklZR8ACQ9b5W62W7O7uVsrj7QAdhS0FlrBoCcnrQFMrw3Uw7FoM+F/+y38Zfd/r9eQTn/iEfOITn3DTvO1tb5Nf+IVfqFPtQ4WcBWlpralB9xZYbGEhHQjQdDoVkQszss7D2pzI5dtLeN+33W5XvE8ZYmYlriumQej3MaKVI8AAL703WAcszRAWAZFzogTBpN1uS7fbrXihAx8eM61JIy0LCpa3soWPJqqaYVrRiZDWG4/YGOg0zCRjR5BYMFksFqb2r+v25ooWysBwtXcze0CLSIh/jfr4rLRl6l+XuMbmmrX+LSsD/7feecKo7qMmuGOut9vtIDSJXIS15dCeen7t7u6G9MvlMgRdETkXWHP7OCZQeHg3HbdHUfsVuY0FfQliWsS62m+sPotglmV5Ka7q2dlZWCQcC3p3dzfcSlOWZcU0OhgMRETk9ddfl52dHWm32zKZTMJ5y8FgIFtbW8GshP1hrSVpogDQDlpagrU0HW6P1XeWxq01FE7HZrWYCVIzIK09Yu8XIRZFzgkOBBQQ9na7LavVShaLxSXNDO3COEAjZE9y9iz1NCbGC/9RLjNGaMNcBrcNAKckfof8yKO1HjYvo7/RZuQHI7RiAGsmEhPU8B77yFqrtfpX5+e0YCwWo1uHmAN4TnL5GpcUY4kdZ7ME8joMjvtbr4t+vx9ogz77WxRFRciEA9bBwYE8/fTTIiLyla98RbrdrgyHw0tXF1p1arC0+k3AVZV7FfDYMOC6Cy6lKWxiAeeAJ/2KXCya2Wwm/X7fxEkHIADzbrfbMp/Pw9V18Pbt9XrhKrsczb+OuUvkQhvEf75GMaYx4b8nKa87HpYWjf2x3d1dOTs7qwQ+geMVe4/iOb5h4tN76/yN354WH7OMcD/ycTIGzQjAmADofxZgeOzBgEUuYpFzW4uiCE47Gm/t/W0xJf0M9ekoZCzgwPKB/3qLQJuuLcbvre+6c0gLSfoZyrTSeeVZOOUy3ZjmrZ9hzYvIJV8G0A18QxjiEy5HR0eV7RoIrSwg5jrf5fR7HeUox9LzKMBjw4Drmm1iJhFrITcd5JR07BFf5C3LUo6Pj2Vvb0+Gw6GcnJxUGBnvV7Kj22AwkMlkEo42YUFC+9DhA60JrnGyCJHXXktbsPpQE2irTGYcXv5UP3P53Of7+/uytbUVAkSgPhAY7UEKgKBTFEUgSlrA0HhqR7GUcINnHP9YXxunrRBgXiIXZlqRy3t3wBNCiEj1WAqbg62ISd5YAWdtqWDQ+7xsfmbBgPuIg0poYYIFE231yFm3sbllWV2sPLrNnjAQWzMpHDVuKfqlvfxzNPUnn3xSOp2OjEYjGY1G0u/3w1hhjfCdwrlael2ok+e6lKUm8NgwYIacAfE0EZH1JGaG3Ml3dnZWMcdhgrdaLZlOp7JYLGRvb092d3fl6Ogo5MFi5xuT5vO5dLtdGQwG0u12w14wjjIVRRFM2SDKFp4W82XCFmuzLidHG/GYunYQgsSeOy56bxFMbHt7W/b29kK/Hx4eVvDiG2NQzvb2tgwGg4rGiBjm6KO6BB/9oz3bGdD3fHwHzyGAeYILQF/owUya62H8YlqHfmZZZizQFhIWXPRlF51ORxaLReXIV2y/uAnE2qTP2Me0Xt0HWqv11leOoOAJarpcthCg/7yoVRBouO6dnR154oknRORiPfBYWZYQjYuHU501642J1+5HGR5LBmyBJhRNTFEMufk9IsbPwRDwfDwey87OziUi88wzz4QwnWCoIucm6ieeeCJIqAgW/sQTT8iXv/xlEbnwehwOh7K7uyuTyeTS5dqagOh9SNaIYlq71WfMxK0+scx4IHrWna8xYYCFBdYAoT2BYI9Go4qzj/a0xl5wr9erRBOaTCYymUxkOp1eMsVZXuIek+L9OM1UWbNlwtrr9Sp50a+sveKjjw6x0w36AowZ5829Cyh0/1rj7wla2odgtVrJcDiUoihkPp/LbDaToqiGQcRdtHxxPLcfAAuEdsbCu5hlLMZ8cerAc/CKaf9Wn+C5JyhY81gzL4uZWXPr7OxMdnd3gwaM6wTR99YWxWKxkOeeey7Mo3v37km73Q7XGZZlKaPRSKbTaYhJgLWp53sdq5Ruq9Uv1ru6ClZOnquAG8OA9USLEV8vr5cvZ6JoCS8m0XkE16uHFwScYJbLZSD+s9kshJTDf9aaIc3yBdogYoz7bDaTwWAgnU4nOFbwjUoaVw66wG3GvifH87WYKPddjDDqZ9wXIIJe38XGUzMELWyg37Anqc9Zi0i4mQdpJ5NJ5WrAmEaeElD4HUfZ4vToZw5W0ev1ZDwem5HCrL5FeTpdt9utmN91SEIrb2wc+NsSIPAcQSC2t7el0+kEKwILXUiDMdHApuHcABHcN3o7gAHrKkez3pRgHivfojcpmsWCCm5X84QDzL3hcBguwoDQAya+WCzCOPGWhecQua6Gug6zrEMrrhrWjoT1qIElkfO768ZF//c0QBF/vxMEjqVkbepBvOzd3d1LGgiOF2HRganqPaDlchm0tk6nI/v7+8G5i/GF+WqdG1BExNRKrPYzkWHQTFODxXgtYYuFJhAbECRt+gczRDSx6XQaNN7RaBQYAo9ZLCCFhYvXBq018vwAQ0JwfJzVjF3awR/MKcyr7e3toN3oMhhPT5iyxkbPb4/J4aYvjAtr6txWC3QfQmvX4+zNqRT9AN4W87X6JDYHY3XF6q+THjhwv2xvb0u32w3CfAx4vuKUxHg8Du8hhIPG6LzW+swVSjwamBLg30hwYzRgS/rTEo03SJYpyIIcTYbLszSPJkKAnmDQuiwitLe3F+Jri0jlvB4IKoP2iuXgHK1WS/b39y9pGezgop1KLJM194X3DYj1jyZeXl05YI13UVxcVMH9AqLP31rIQdv1XNIEhPG1NGD93PrtWRGYcYmcz4XDw0NZLpcVj2T2DeBx4zO0fObZWxPQ7iGwcFpP402tRzyDINjv96XT6QSrDjuHFcVFvGfW1ri/sFa8vrRwYUuDXre8ZcEQC7zCfaKtZNY8TNEYz3KCNaHXiR6TXq9XCcijg7nwxQwAFkSPj48v4ccMGPXp9WBBDh3Ioc1NoY7V4CrgxjBghiYD1XRwvUHLKS+X+YBo8n4iT+52ux0WBfZ2tAYCBmyd89R4HB0dhfOBZVnKYDAIJkiNE+8J8lEGq20WE8rpE2sRxwhMDmhzLvfL6elpCEWpj92AODFz1pK5x2hjJi5PYMNvTXS5Pq0djsdj6ff7cnp6GoQuBMjgObFarS4xFDiTYb4xUxapXu2HNKwVWu3mZ4yv7iuGs7OzoGmBWXCbsQUDvHQ7MKa8BaDHgvvaAz0GltaOeQEGGBP0rTp1f6TmCafFhx3RYvmKoghrW+QimE8MgBMEofv374vIudVte3s7WIL0VlnM4z8laFvpYv0SK8PDwct3ndr0jWTAOVBHqoqlqTNYOZPOKh/mwU6nI0VRhD25fr8fmN4f/dEfyVd/9VdLv9+XJ554Ql599dVgSi7LUmazWSVm9Gg0qmi6IFQwKcE0BSbLhEEvLuSDFy7SQPtGGu2A5I2B1RdMCFPHdawyPQABgxYFog1TLuOEvtDHWnR9mnmmcGGNyGpPjnbEAgWOlRVFEcYRR8vYGYzHEW2HFQBCCM7lsrexdg5jbS62T8z9zXk0g2St/OTkRPb398MdtbPZrGIux3PWutA+pE31qcWgrb7GHNAaMvtBaEGEy9JzwhIe9TsvncZP4493cBRE3k6nI91uV+bzuRwfH1fOVGO+47w7th62trbkbW97m4iI/O///b/DTWrYE37w4IGMx+PK2HFYWw0pQTm2rq31lBozq69y6r0ORvzYMmDAdUo8OVKt9c7aK8UzfQeniASthycSRwSCs4TIxUUGIhcXcesACjGcmViyhg5iwJqiNsFZ/eItOnxbjkgphuVpz1YejujT6/UCUVqtVsEBxcuLslP9lmv58OrQZUEDErm4XB2MQEe+4ryeZo75IiIhShr2+bg/NSNKtcPS8nPaOx6PZTgcBscszH0++8tmcIAVmEQLgqjLEgw9nPg98ODrHa20PFZWuZZ2zv3F3xxoJAYYE5jrwYy1VQdOk5wPQnRRnFvY7ty5EwR3eJvjGCOvC44Jrdd+XWDho64m3LRO5L0uuLEMuA6Br1Nm08GxcMidJKx1soeh5fQgIuGIUk65bKazIiFZeSwGV5ZliKDFbdR5rXcsBHCZXv3M2L06cuqN5cN+KvJ4zkxWuZpwpoSKXBwt0FGfQDBFLjzmRSRYT1ir18d/WHsROTdb49o5HPfRhBDvrPZrzc3yiLX2VK2xGI/H0u12K+dTRaTiqY7nCDhjWSe085qGnDlifWsvdUvY0MfYNA4Ww+E+1nM+JbizaZyvd8RJiNVqFYR19B/M/qxBP/3003Lnzh35yle+EsrHMTEcT+N6sVZigrAWyK0+0/2T2/ZU3rpwlUrajWTAMZOEhtR7SwJbF5oMpsWAsa+HoOonJyeyu7sbomLxWWCvTD7DywsU3qOWGQlpNMEAIWeGznUhr6XJxvYQNTFnIaDOWOt0niDE2nDO/NB4oL05edcxd3GdMBWWZVlhoDHTG3t787jlzHkeQ8whHifLUhHDXwsBnA/zDQKRng+w7jDz1YA8LLBYgWZi1hTGJTUfNfPleW/5ESAfm9C5PGbgnjDP/zkgiQYwTATe0W3UgtJzzz0nIue34RVFEbayRC4udQG0Wq3KbVgWxOb6VTK7pnXk8ogmcOOOITGwlMXP+MPgEZxNMt+m5bHkzEySg5+//vrrsrW1JTs7O3JwcHApIAZMiL1eT3q9XiX4BC9WMF94NoJYMFPRxIedcwDeMRTUxUH3NVPm9Ln9mGIY3nOrnDpjpLVC1jxideozsExMU0QKwHOZx4Cdqqx9ScwhZgQoD+9BoDXwvi9rv0hvMVEwZW89evmsdnIfcn9wf87nc1cDFbEjceUIc5aAyUILr5FYO3neW0ybzy+nGLzGmdcz0usjdHBi43ZAoOey7969W4n/PBwOK8E3ODgLWzNi+Om+8dKk0nKe1JrhcjbJ4NflDTdSAwY0lXQ8KbipxqLxSJlmOB+AiSWIHvZkOp1OWBS43ejNb36zvPTSS5UwhHzEaD6fy3Q6DeH8RC5iRU8mE3MxakneI2KaMGrCw4SbvUdhVve0bs2s6kjZuUzWGt8YUWCtkcsDAdQMDu8A1hGZHGKL56wNoqzZbBb6VUclYvzLsqxcxoA+5T0+OPxBy2GvaAhRZVkG34FWqyXHx8eX2mNpmNx3OmJYjBli/ui5Bu0Le5LWvib3G7/z6rL2i4EnBC0tlHJaj8myoGYJtVgDbGnyhDVuE+/b8noGzrjpCwIAH7uD0FKW5/eM7+7uyrve9S4REXnttddCyFuEsByPxxXHPswF62IO739qnek+896lwJp/yN+UptfNY8GNZMCblHC8suoy93VNK1hczIBZou31erJcLgMDBkOGp6iIVCI08QXceMbl6o/2YLaCcPB1iGizSDxikCaE1nEXkYtoPLG97TqL0WPAHjG1yogR3phknFuHVRdre7o8jyggP5uJWYCy+oKd+6wjJRDsOBoavO7hcc1EL7aOAJ5AZTEwDs+K5/COjglmOdqUp8HrdBZj1Pm4n1L18/xmAcJzZmLhC2VrIZC/Ifwi1Cf3kxVR7NlnnxWRc834tddeC2VgLUNgjikRsbVQlx7q9m4C1tFgN4HHjTZBN4WUJJYDlvkpp75YPiaELPFiQYzHYzk5OQnptaMWzvLyMQ5MaDBViwkzjvyM944tZ6AYMLG23ul+0e3XfZSSpJlYaoJuEVeA1tD07xgBbrJAPdxj79nU6PW71XZum8WQ9ZlfXTcfU+F6+VgQcLbGiU3SOZoQv4fFhP0U9Hy32mvV0XQM9baMN7/gKQ3c9E1OVj18LWNsP93CjwVZkWqsdksQ3traCltZ7F3+lre8RXZ2dsLZX/Yn4f6HgOGtWwssITEFMYtVTn3WPLTmpS7fmh+bEgJupAa8SahLHLy8KcmNJUVvUll7QmCmvLCm0+klxob6LfNQjrancYVGapkUdV5emJo4iFSjTsFsaxFmFhZQnoac8dEmYG989XhsQvtmYAsB/+e5oN8xMYAZVJsmPYbiMSB42GIOacc9j0CVZVmJsAattNvthsAMHmPT8yYlBHGe/197bxpjW1aeBz+7hjPVOadOzXfovg0NuFEDDXETOjeRleijZUJaGWx+IKuVoIwCNxE4CMkkirETyaBEchJHDooyQKREQSYKTmJj5E5jOgEaDG3absA0Qw/33r5Vt25NZ6ozVu3vR+VZ9e631tp77XNOTfeeRypV1R7WtNd65/UuKRQA0bzP8l2b5cDWDtu4+6x5tsO2LcgmSNvWn4YMjJTvx0WJsz45TykU8VlpcpaJOFxzmmU0Gg3cuHHDlCO1crktjdaVpP65YNNukywRPhaWJIxCox6mjDEDtiBOUtbXXPCRVJPesRGNXq+HXC5n7nW7XTSbTRQKBczMzKDZbOLmzZu4cuUKLl26hLW1NXQ6HfNOo9FAsVhELpczk16nEbTt75QETzKAOKHBJoDILQq8J/1kfEYTfUlcbAKBa/G6BCCbZm/rsy5DPxtHqF1jo8vT24Fsz0lBhtCEn0yUW46AQ5OhJIy0dEihjBHTuh69/UrPF2rA3KZE/7HeNqMjePlu0rxhv2zPyPt6e5Hte8pxsn1TG9N31Wn7TnJ96IAzrh/bdjZm9NJjT2E1CAIT7MSybJYM/uRyOSOA93q9I3v75RnW0rUkry0uLmJqagpra2uo1+uRPeXAAd1hFi1GRDNeIE54SoJLUJK/feaM65qtXFv9cUK+TbgaFGMGbEGcxOs7kUbVDh/Th8w4JTE3N4e1tTXzXhiGR5Kvy3f1tiRXvS5CpBmE9MdJZqsJlq2fOoDGlXwgbqHYwHFwfUeX5u1CEqF2ve+S3iVT1hmnbO/GaY+yLL29hc/1+/3I3lrpVgCOJlSIAxM6SC1YCxFAlFFprTPN+pL9k3vYdbttFgEt/MT5jeXzPtfJbLWrQm774nPAoWuISVQoNEnN2TYvXe2Znp6OzB/5zbVlbHp6OsLciYWFBQDA7du3zXvy+1Co08JakrAUB5ewPCh8GOywGLatYx+wgJaUfd9xlTMK2IirjB4FDvcEA4cnlmxubmJxcdEkUpDZr7io2+022u22CaRhudpELBeeS/qTxIJttG1NcjFM1yQm4bIJBknSrSb+tsUny9NlS01Gt8n1ng/4vvYF6vJsQWdag5IajGZwUtPl9+AWFPokpcbC/jJYR74ny9ftlXNLprGUxF5rhxJxAq8Pw7GNvwxAsrVbv+eyhPjUa9NEgaOBhK75RGtAr9fD7u5uZAuVbUuPTWvn38ybTY1VWql0OWT0sr6JiQnMzc3h0qVL5qAGlifpApm2Pi0sSZCxtSPt/WGQNKeG1WjTYsyALUhrtrA9M4g07/u8nuQycAI4WEQ0D83NzRmiTcmY6eMImsAo0bqijTUT0z+8roNTJFwTXPfdxXQJV1S1DT7jKp+x+VYHrSNOGIkrx2ZZkMJNXFQ5vzf9eDQH633CNEtLBsKkLlID1uXr/sqEH6yLJ+64BDatOfgKZHqs4qwLrm8YV5dLGEr6dkEQzYcugxn1fmvbfmj5LE+0sp28ZRMa5HeVaUhp0ZDPFgqFI755Cu/sA6OfV1dXDSMHDrOh8YfX2AafNWmbP2ng+p5xAnxSXYMoXpruDYq7mgHLgY8zMcXdt0mnNuk4qR1pYPORMvuMZM77+/uYm5uLEAQAkQPOJZjTVvoH47QT/Te1H5fUbhsbmSIv7kcSMtdGfxuStJy4fslrrh9XXbaytJBiy7Sly5bfQY+5NmfKv6WmLNM02rQy2f5sNms0X8kANLQFRtZDZLNZZzKPuPK0gGmbD7LPnPdy7yxwlNHZ+pJWWLYxQhd90JYkW5CYSyPmepbf2fbNbHNaar/6OSCaN57MlEy5UChEthpJ3zGZOa0ntkQfaZCW6fkIU6NCGpo/DMY+YAEX8U1ipj5aTZzW56rDVW6/3zeaCp/rdDrodDrIZrPIZrNoNBrI5/PmdKTt7W0j4UrtVJ4XDBxu1p+eno5oybb+uDQY2RcbwQKSk1Hocn1MW6626vZpSCLj0vJdkERRf2cZnRtH5PmuLdKV79kIsGQ2esz39vbQbrdRKBTMli+am2U/ZZvy+bwJqOn3+5Gj6mxjILUreVxlq9XCzMwMpqenUalU0Gq1IloT2ymThMTtdXVpTbr/+tvpsZL/2yLP4/oq69DX5BjIsbFFM9sCwGxrXkcTuwRaYnp62nw77umlBYTfhe4oPt/pdFCv1411bHJyEq1Wy5wnfunSJczPz+P73/8+AJjoaWro2vzsWis+9DHpuSTh1gUX3bV97yTa66Ljw+CuZsCDDGaStBynLfgScp82aOmW2orNdDw7O2vO8CR08BUhs+TY2pLWTCN/2+657vvcGwRxFo24hZnUDs28bRqSjcm7IqB9mZB8Js5UTWbnOp5PW0nkvlUbY5Mg4d/fPzz8odFomHgEmrRl/baI7iQTps8asc05vf4GEebiGIBtTHQQYVxb4+qJgwyYy+Vy5qQjHeSmk5Zks1lj6pYJefhNGo0GgAP31cTEBK5cuYLt7e0jx3PKPiQJqj4YJYOLm6/DjvsocccwYB8pyrecOEI4athMYrZnZDukyU2aAWXk5dTUlCGC8/PzuH79Ovr9vjXxBXBoLuMzeh8hMNwkHVTYSULSd08rMLmiYn2Jg41Q27Qm/khfq37WRyK39UUzYFpLdGQtoRM+yDzg0kzqYoD0OepzkhuNhtGsgGgEvGyvtJTYxk5bFfS7+lrSd5KBaxpp56lstxZUuD5tayhtPZLZsgzpb3bNW/4v9/4S0nevo9+BA02X/zO4S8JHqBkFzYxTBOT467nlo/i4yrfhOOj/HcGARym9HBeTtU2GQeuSpiyWqwM9Jicnsbm5iUwmg2KxiEKhgN3dXbMnsNPpHEm4EAQHaeq4FWJyctJIyJq4JEmYvpNf1q3LkPfSjpXLVKj/TiLEklnq/bDyOZvlIW5faBrrgh4LG8PR84rEn8FW3OICHJ7ytL+/f2QPKk2pMkdwnFmXZTIqVppe9/b2jEbsiogmc9ZHWco64hJduAQDOTYuq4QeVx+t1QbbHOB42kzr2iKiYbOekMnGBZZJ/75tzfD+1NQUut1uJJHG1NQUcrlcJI2tPuNYrwE5xi4G7KITLmEuTtCLK9/3etrnXO0flcJ37oOwjtt0YJOqXVJ8XHtGzdilBsxJq/P2bm9vm+fn5+ePEBwGTclFJg85l0TTZRIdBeKYrw9cQoCPRhRHBPWP3J4jn9N+Pk2Q9P+2PNq2Mmzt4TYhmYPZ1ecwDI1QxvZL14JkgLJf0p8b9935frfbjTB1KQTKd21jbLum2ycZj6+QosuzaakupLnvogtaiOBv23fVTM5Whg38vvSvU3DSzJhJeGTdMvI5CA6Sd5RKJdxzzz1YXFzE8vIygIODHG7dumXawa1rcn64djy4xkz3wfZs0jewWXKSyk1C3Dsu4XlY/nPuNeBRMYIkSSep3iRin/ZDJWl93HokCSgXhzRLvfrqq7jvvvvwute9Di+//LIxS09PT0c0HUrCvV4P5XIZuVwO+Xw+knDdZia0jVta6TBOi04qJ6kOaSKzMT6tSYVheMRUChwySMnASADlszZNQBILyUzIHGXWojhGNTExETnvlu/K4CabtkLGy3coePH61NSU0WTr9boJvpLfWhJZ+W30dhfZ34mJiYiVxRYpq7evyG/Ee/IdrWVqQqyJpM1aYEvQoQUm2zx3zXXbXKGgRNOvjDaOE9rlPVmuPNxCt4mCGYUsRijzG3DO0OLBk9Dk+/feey/m5uYAHARxff/73zfCON+v1WrY3Nw0wZmMmJcM2TV+cYh73kcbHoYJJ2m20prgsjwMg3PPgE8SSUwxCWnedUn0+hk5MWhulFs/5OEMcnsBYfN18po82Ua3Ke0iGwYujSPt+3JRkdC7/IGuby2ZjSSwvCcPu5Dap3yG9etvIdupiTOJKxDNx5sEtsmmAZJokwnv7u46s6q5tBJbG6gFyy1tACJba+LedQWm8Zr2SbN9vC+tQrb7tjrTEGuXpivrIRNmgFo2m0W9XjcRxPp9Wz/j1pe0vEihhIK31FC1EKO134mJCczOziKfz6Ner+MHP/gBOp2OmRsUohjNLuvSWx/jxs3WB59+ngTi5oftu49K8Rsz4P+HUZoyNAaZRK5FKcuThA44ZMBcWFwYjUYDc3Nz5r12ux3RpGT51BCoFU1PT0eIhtZMj0MqtJWnNdVB3rcJEC7mLv13AMxWDbZBarLS4kBiyOxk3W7XnMcahmHkpCASMDIVKezIemQdUoOTiBNSpBAgfYiagGtNRpdt+wYM2pNzR4637I9vMhJdt5z3cQlSpOYt63Rl3pIadFz9EnFb5iQo1Mj2lkqlSNYp2VZN5OUakz5wrfXKd2SfOH9ZDrcohuHhdiluUwqCwESsV6tVNJtN7O3toVAomHm3t7dn5jEQPdrQJsQTcczXZxwlhqUDtjYMUsYo6duYAafAqBkLEB+kkDRBSPBkBDP9ceVyGcABUd3Y2MDs7CwWFhawvr4eyW7DcuTCb7fbxm+Uy+UiWjSfGdVYuJh4klTsW3+cJksiJrUFjqlNywLsQUkuZDIZZDIZc7C9NP1q86c0W7JcyeSl2Vr3zcVgXBnNdD/YBs38JaSmppmF3EOun5camCbMtjps5egyAVh91LJ9um9yT3YSZBYr+VsiyTQZBAHy+bxpM+eC3HOu26bXvCxbHlhiA4U0zhUZcEVtFjjcX8xn9XZDrnV9OIRk3HwP8E8/yffSQAv7tvJGZZE8DtrugzEDToCeNFpClddcSJIC09Svy9S+uUajYUxfy8vLePXVV7G5uYn5+Xk88MADaLfbqFar5pQUSreSsHFz/szMDPL5PMrlMur1utU0OixcRExrPsOUDRwl+PSHAYhYDUgcbcRXasHU7rrdrtES9Dm4fCeTyZjIUpqEacqTmqRmmFral9mtZF9se2r5DDVzabam0KYjdG3mcs4NrVVKwujSIqWVQRNSFzOxlcNxiTMFaq3eNXf0HlndDi14aeHUZ/7LvvKAik6ng4mJgzzL7XbbHNco22QbB2lZ0H3nd5menkY+n0cmk8H+/j52d3cRhmEkq5nUfnkkoexPt9vFzs4Obt++bczOnNNMyiKD6+gOsWVzc32bNIgTfnjdt9xRKgyjxrmPgj5uJElJw0pgcSYwl9RnK0NqD51OB7u7u5GE+JubmwiCACsrK+Y5ufClBsYsSjyku1gsmsVsa4O8pgmuqx9xfZLX0y7eOBOVqx0uLVG3wRYgpP2cJIjSD9/r9dBqtdBqtUzyA314vG0uULuQfmV+N96jBmyLcLaZa6mNUuNlmZlMJpIWVI+Z9pPqsUxDDOOESv2jy9Zj5NKQbW3TRFvPESmEyT66rAGyTfpvJrqQwVN0SVBAtpmQfcZF1yVdIDrATDNyqQHTBF0sFtHtdrG5uRnpI3N5k3GzDC2M6XbaximJ1qVFGrowSuY7KsWDGDNgBZdUbiPmtsmmF/hxII5QBcGBX4bZbGiK3traQqVSwcWLF03gEE2iuq00y8pDG/L5fKz/TZcxDGyENI21IMlqwL+18KLvybaQyUl/qTQZUluUdVAzsSU/IfGT0NvCJLOVDFfWJ02YccFLsg5ZBgW2MAyNViTH0yXI2OpwrR1bkJNtLsmxlO/aypHrzcYM47TVJEYNHBU4bGXZmDWAI1uDuMb4m99VZp8alElwHkkGPDFxkHqUY0ZrB3dJyMj0iYkJLC0tAQA2NjYixyKyrXRrEbZc8Wnaf5xKS9J3jbvmKs93/gyCsQl6QMjFlyQN296Nuy+RZGqxTUZK371ez5g+gYMoxmw2i6WlJTSbTfMscDQ3Mxl5t9s1mjQXuCt619UnFzONI8px/fYdN99nNLF2aV/S76XLkQw4CAKjBZP5ymxQwOHBFzJimmVJQp3GTMt3CNv7um98r91uY29vD/l8Hru7u5Fgqri6k5iwJNAuQhan3ck2y2dcpmaXduxqI9uVtIb1HHGZNXmNx/zJgypojtbMzLbLwAXZb2m1IlNlACV9v4w5oPYr58Tk5CQqlQoqlQpWV1cRhgfR+RQaKUhIIULuP/c9gGEQhsvxTUMrXdavuO80CEapUd/RGvAgUkrS4CZNCNtCHaVmqOtwaecyOIJbIYj5+XnrKTVx2XZIrLnwR9E32Z+kIJO0k95H6rUxWXndRcxJjHQyemoYnU4HjUYD9Xod9XrdGimq26X775Ly46wummlKDdI2DiTe0j+tfdGu9sQxdlcfXf2Igwxa8infRxh0MVCX9cqlbce1Azjcq885QYbIezbh17dszpnp6enIjgauTVo6XMcFBkGAUqmElZUVZLNZrK+vG5eT3JcurS8AItqzbcvaIN95EEXF93sntc+nbaNkuBp3tAZ8HAPnIoouLU/+72uucUnXNmhfLieMrD+Xy6HZbOLFF1/E6173OiwvL+Py5ctYW1szW4y0aQo4NEVzQZZKJTQajUjaQNkf38kt26eJoU2j0Vs/tJasA5dkmVq70ARSm4f1vmDZLqm5kElRoyHzk9+Cvl6571JHqvJHfjdN6OVWJH4TLQTIYBitBUvkcjnTnlKpZPrfbrdNOkkdFe4zb10EMW5O2LavaCZv01C1v5NjJMdftllqfS6CbWunLbpcCyRBEB9ZLTViqbXK+9SM9fGSsm16bCYmJlAoFExSnf39fbRaLWNu7vV65j1aWDh/c7kc7rvvPly4cAHZbBY3b95Eq9VCoVBANps1z0mBUqaoBQ62NenTrVx918/EMTVfrTfufRtcZerrcbR3VIqUxB3NgIdBkiSnP5yvKS5tvXzXZWLTJkWbT5dEemdnx1zjCUlyXyL9P5KpybJzuVwkwcQwsDFETbA1Q9PvaOaroRMF2L5JmkWlx1paGpIWsBYa+J5r644si4Rb9kuaHFm/aw9vGIaRM4FJOBkZy4A7XneNuYtJ+Zr4eE0zINnOOELO702Tqt7rGpcUwraGbOvH9rytnKR16GqDFghkGa73bNcnJyeRzWbNGDDAL5/PR7YLsT4KiZOTk5ibmzPMt1qt4saNG2Y+kQawvdr8DNjPG7b1dRAMwuSSFBZtObB9Jx+m73M/Le5oE/So4CImaSSlYaUnW30uKZmEiFoR/TaNRsMwYWa+kWDSfoLMuNvtIggCc+aoPhnFxzSX1C+tFSdJyXzOVpZkiHrPrSbEaduuCbMO1qGGY9vDq027uiyb9ivhYjC2AK04oY3zge3a3d1Fq9UyTNw2r2w/tgQRNuh7tvL5dxIY7S1TsMrx0WOg63O119Y+bQlx/cRB1yXnqGwzLRxxbSRk+lCZBIXHDMptdbIOCm4LCwsADrRYar+2YDCaz9k+ClsyWNCGuOu+DCxOiB3mWd5LI+zI66PWgscM2AFNJHyhF5qLCPjW7fu8nlTaTMlgDx7QQPOVfE+eHUszH3PHEvLQdl8MwuTSCjhynGXk8CD+NX3dRQxt0b0arvp10gu9wCXjlmPBqFQG2UlN2pcgMjobgPFN2qwN+hto5puk6bnmvuvbxn1vMihZpz5hyVWmjQHamLKrXlf/kt53QboedGIOH8bBKGW5R5dpPpmZTM4bea5zJpPB3NwcstksarUa1tfXI3ORe9257m1jmqT9poXP2KVlfIPQ0Lhv4CtwpcWYAccgDRMeRgv0KcvGCGyanFzQ8ng4mpi2trZMmdyiJOuiFsy+8yB3Juifnp42aeskfCZmksbhU55L67W9Lw9/d5mpkphBnCaimRZw1K8pv03SArb1TZarTf9SQ7Fp/5px68AfJuWPa5PW4nU7k7TBOAHUpU3KMZdn3upc2HLctDXBBa3VyjLkHNHWijihT5fhA/m9kmIAtNCRyWSMEMyzm7mlSfp+gehY8chB4GBHxK1btxCGBxYyzi8ZByLjClie3Ds+CvgIHC5Ljkto0vAVAH3bNUrc1T7gJCbA674LO47ID4Okiab9iPy/1WoZabhYLOL27dvY3t7Giy++iHvvvRcLCwvI5XLm4G36kphVhwSiVCqh1Wqh0WigXC4jn8+jWCyi2Ww6F2LSwtL/2wiG61lXmXL8tRAiTX3ye1BjkGCgk/5utmQUWrPi37Ktsk8yOtVWPnD0GD/JYPguoY+TlO+FYWgEMvoFpbbT7XZjv6Er4QKvy8Mm5PjLMdaMRI6RZOjyOe5ttfmKeZ8nC2kh1Pa8jZnFaTsu7d7WLwonErb1rueJ7pvczy3rkM8zrWk+n8fk5CR2dnZMpjIyYunrZwBgEBzEbxSLRaysrGB/fx+3bt3CSy+9BOAwGG96ehqZTAb9fh/NZjMyBhTEuV3NV2sfBD70chAN1+eeFgIHrc8Xd7UG7GtW8NFcBpmEcdJaWm3Ndo8ZmPR1asGZTAaFQsFKcORme2oiTMje7/cxMzNjMuWk6Z8mhi4JVz5r0wpsGlNcvS7EBUHpeqQWaQtU8gGDiFifZtwUGmzETd6X93zqZ5upNQNRZmyDS7uNG/uk9khLDQl+NptFNptFLpczMQYy6YmE3O/s23+fdS41X9fzw2i88h2p1cs+SOuEHl/mkmb8BfcZ8z6/L8uT+8u5ValUKmF+fh7AQdINgs8wOxeZuW6zK3Awboxs/dfPxyk/cdYR3zpcsNWtBSUf/jAM7moGLHFSJoekul1M2VeCkxOUEjDfp3mpVqthY2MD+/v7KBaLRzIpcTuKNn3x8HW+x9NShukv/08zyV1CSFwErK1e3nMtwrRtcRGjJKnaxuCSIkwlw3BBW0l0mTL5RxIR1NdskeVxBEsyXhlApNuv96FLDdCWbMTVZ/07CbrtmgBLxmnbB+96XweG6bbqLXTyu8oxY6pQmor1ARhyTHif7olcLodSqWQsXqurq9ja2ooIAmS++/v7kQQiQPTko7ikIaNgVIMIU8epqR43XxgzYIwuwm2Qj28z0cUxDFcbJaEgsdKJ0mn23NvbM1rw7OxsxO8TBIFh2iyr3++b7Di9Xg+1Wg0TExMoFosmRaXufxwRlv2wMWNX31wLz3XPZgJ2jV1SsJZOmqDb5MvAXO9xvOVzup+yX3EMOE4rZYCN3Idsq0e3QbbdZoq3XWc7pA+X2cEkMyVhl0Rfnh4l0y2SQUjY6uVvW3pO27eSjFI+bxOSJGOMG2sb85Xfj2Mv83jrHzJf2QZqvyyPAYcy4xXXfhAcHDU4Pz9vYjdu3bpl6mZQpXQrMKCL5Uv/sv62Er6aqa2fvtDvjIJBxlnhmvB5bgAAa9lJREFUjht3tQ94FLBpr74f0Ufa851g/X7fZLeShCqXy0XSIZLwrq2tIZfL4f7770ev18O1a9fQaDQQhof7RPP5vNnk3263TdQ0zdq5XA5LS0tmi5PcsmAbJz0+MkuPbTxczEkuQk18JaOUpjlZlk6GQOIl35WJHUgwZWJ93S4pAOk+JAkOhPYBsjxNpCTxlyZTWySw/F/6ujk2ekxt463LibtGSB+uZMSEbKtMNAIgEr3O351OJ7K/lfVL376ELE9/R1cfaPVxCYH628h982R+0gxM5ijbzL+1D1gzJ46hHEe5vRCAEYjZ1yAITHQ8y8rn87h8+TIqlQr6/T5efvll7O7uIpfLmfVN/+7u7i6azWYkcYw8USnJZREHvfZddI1jbPtWLvrq+t+XHsvnk8oeNcYaMOL9rseFUZs2XJpMr9czZmN5OlK/38ft27eRy+Vw7733olwuR96TZi6+w1zSk5OTaDabhpnNzMyYpAA2Lc7GRCSzSdrOY3tP3rONpWTqumytmdi239j6kWROTGOxsN2ztcWlVUqtPS6FaFI7bIQ/TohwEUUf+Gzb0qBAaEt76LIS2K7ZxsZHi48rHzjMFsUDC3Sb9FYymfebmj1NvPI97Se2xR7IoD0+I5OxTE1NIZvNolKpIJPJoNPpYHV1FRMTE4b5UoBrtVrY3d2NZLdi+9hP17dLmh9paZ1tHroE8Lj55DvXRk2L02CsAf8/DMp8XcQ6DnKCJUmEvlqwiwFzn2ChUEAul4sw5Gq1avK/LiwsYHNz0+z9o1mLhwYAMBp2qVTCzs6OycbDYK52ux1rDiS0RO+DQRiLjSAQNqYsBQKXSdrm+7SVG0c84tpva6/OUCaJOTUYvZdTQ2u8tu1SLouDbGechqA1RFv52vIg50sQBBF3CK/LQy5sLgDbGNrcIvL/tITbZw3aLB02JsFguCA4CK7SW38IGdHMfsr1uL+/HwmWlEySfvZSqYRMJoNut4u1tTXs7+8b5suy9/cPzhCWZm0gGo1vE4BcYyX7b7sWZ02RGrAsw0UHbd8+Tb2y7jQ8wFe7TsKYAY8ASR8hbhKNSvqSi1T6phi5TN8bCTal5U6ng2w2i9nZWRQKhUieZzJiEoJut2sin3u9HprNppGiuahl6jpCB5oQg2pELEcuVhfDjVt0euxpnnf9n1Smq51x9UpCI82XGiS2QPRUpl6vF7FssA5Xu22+bNkuzdgGna8uQYb12/Iec77ZymLdrF8KQloA5hrQkcG+sAnVWljWQnQcU5H/67Jkljng8HQkyZQ5VjJRTq/XMwFtXMvS78uoZu71r1arWF9fB4BIJjuOo4z70AxY++fTjCPHyOc5+bdNiB+UViQhSZO2PT8qjE3QKTGISUW+GwcfCc31jCQ2OoqUeX4Z/CJNVkxNOTMzcyQzls3sRY15enoa3W7XHF3HbSXSFGobK1ska9yYJt2zmV7TfiPZVsnUfbNo6bIkXEKBy2Tngo05Se0HiKbBZGCP9nfLOpO0b9s4JI2tFrC02V5ravq3La0mYeuHTcuU/n9bHWmILZ/VcQSyv3Lc48bH1g6uT2rEFJQpwOjc6zz5SB5ByDHl+ue2o0KhgNnZWaP9yjZLaw9N/NIKJPttE6qTkDRPkr6FzXLmqsP2jK8gPggGmUcujDVgD8SZ1nzeJWySdVJ9tmdt5fDsTkmA5Yb5arWKSqWCQqFgAlp6vR5eeeUVVCoVlEolvPa1r0Wz2UStVjNlMvBIalntdhuVSgW1Wg27u7vo9XoolUqoVCpoNBpot9tHzrhlv6SfymUu0uMm/9dEzjYutjHW13hdapMyxzCFCu5/tH2XuLlg03LlO3HfM658akwyapbEm9AJNPgtZf+4/1ZuV9Htlf5LranbGKNLC5TE28X8tYYpGYD0kZJpuDR0ukl0PVrw0G31Hf8kDU0LcvK9uHXNNVMqlUxyHJkKcmpqCjMzM0Z40cFpHGMmyalUKrhw4QLK5TL+6I/+CLVaDUFwEBEttW95SpIMmuM8sWVLs1kC9Jjo76PnUJLwafs+PuvNJmDa3tP30mrZo2LoYwbsibRmCsK18Iatz8WEbZGcYRgakxUTHezu7mJychL1eh0bGxsmYGN2dhaNRsO8y0xRLJc+yKmpKZTLZVSrVZPwI5fLIZvNHjGZxRG+OOYjF6zW5DRcpksfq4MmEjoTltSm5HtJ5fLdJE0zqY02IidNq9r87Gqb3rMtz5HV78htKb59le3VxNfnu+vvYPO3S4uMFnKkwKD3sQ9LMF0E2iac25iz7XkNChf8TnIe0jo1PT1t3EKtVityFGYQHGa84vZCWqmCIIic+ywFbJ2+MggCs+a1cOYjONqeTRo71/jqdeQSBOLgQ39HqSGnwV1lgk76UC4kSWs+79v+HnV9Nm2Di1oyEEYyB8HBtoXNzU1zj4naeSCD7X3gkDEXCgUAiBzmzVSWehtKEvGxgSe46NNvJMHQ/in221WmTRvWfbRJ0sMijim7no27l9TPuPb79s3FOF0WBUIyRN9kIRIywldei4tStu35dfUhqQ1xmroNrm9im1c+bdJ1cu3I7YbyMA4AZkdCuVxGuVzG9PS0OahBnprEctg+vb2LFgdqyD79j2u3C2nGwEdjtmndrnLT0uTjwl3FgF2S+nHDpgEN89F1u7k4ad61LXgAJnVdoVAw/lrgIEDj9u3bAID5+XlzXB33AHKhy0hIeThDJpMxviReY75a6R/T7bGZaUlImXZPagPShErtwBUc4suE5X0SS+1DH2aepDGDybbrZzRk36gFyba7mIruL39LhhNnUgaibgAtEPFb68QSvhnTZHkyVSPntkuIkf5wmxBq638aYdBHIErzjmyPHnvZNznnqflKwVMyX2q/pVIJk5OT6PV6WF1dNQybc0SOjzwxjb85jjIhh+xPmrXgQ+eGpcE+wlackKXbon9sGBXfuOMZ8Ekx2TiMUsJKkii5wGz93t3dNQuuUCiYQJ1+v4/19XXjdyLjIyMmo+v3+2arQr/fR71eB3AQwDUxMWFMYvQ3FotF5HK5IwkFdH808ZYmVdd78rhFOS42ppvG/EQBRgce6bNak5C0gF3ttrVdExh+Z/5PLUZmjpLjyX6RoMp5Ivd96nbEjZs+pUj+LZkEf+tvGCeYaNg0X1t5UrNL6ovvmrQRdx+LjhZO4iDnvxRc2MeZmZkIgwzDw0MRiEwmg3w+j0KhYOrb3t7GxsaGs40ycprt4Le0CTK6zUl90v1Lsh6M2tIU16ZRYBTl3fE+YJ+P4eMjSPOcL7QZT5afxGhdprF+v2+YGM8L5f3t7W1MT0+jUCigXC6j2+2iWCzi4sWLJvBjd3cXpVIJnU4H7XbblEtfEAl3LpczTLhQKGBhYQGrq6vodDrGZExNmCesaC1at10uUjJhbieR6fVc2pr+PvJ/FwFheZKg9/t9cxqUDMCi1h0Hm7XD9p3ZtiTTo2yjLl8yYVke/YjsE/eE8n1Gz8qcvzKCXrdf1qsZp36HY6a/KZ+T7/nsAdeMQBPyMAxN5jc5133H1tafpPbY5llSPZp567bRnUM/bavVwuTkJEqlkhk3+uyZNIN9LxQKJjd7uVzG3t4erl+/jlu3bgGIHjAhk+rIZDpBEJiUlDwNSa+dJJpkGw8XnRpUIHIhiTYPInCN4rkk3PEaMJFGYnMhzaDbJD5t2nAR1mElK2qHUmsjkZQLCwAuXrxo8jy3Wi1Uq1VMT0+jXC4jl8uZtkoTIAmi3B8MwJw1SpO1zuZj65ckzjZJmVqaDgaRfXLBZ0Hq+iSBoOYrmXRcH+LqstUTN0d8t0BpBi81QRkdy3KllkqBRm774dzRvkv5jWxt4PywCShx28Rs2n1cP/W7/N+W8jEJrjb4MOE0SGLWQRAYDZb3eUKR3M8MHAhN9M1y6x+T4TDtbLfbxfr6uhHGCQpl1KDl+NFqQVeStCRoQXBYjXWUSsww7TgLuKMZcJLpw7cM+dsXtknqa94bFlIbkD6kMAzNtiFqotrfR/NzEASYnZ01JmQuXBICGbhBYl8qlSL9ZNIPl/aotSM5Vt1u15jEtaakn5ean0vjTYJ+XjMuIm1AkW6PbU+tZI5x+5qT5qK+TsLNA9ul3z+uDy6tRfdLM2+blcFmKtbaiuvduLVC5mFLKCLfSbKADbMO42hL0jqX95lJjpYJJryhZs/vt7+/H8mJLWMlmHSj3+9jdXXVBF5Jdw6ZLF1Fsg98jgKvbc3Z/mZffGH7zi7hLE2Zo9CgTwN3vAmaGHahxd0b9uO7zJSDtIegFiPN0CTINj/Z7u4uisWiuba4uAjg4OhCppikz4jMVGrZzWbTmMFIMLLZrGGgMkl80ljYAqtsTMEl0Lg0jjQmKh3UpE2uScTV1WbetxG0OEKUpKW5NCvb33GmX912+b9LC42DZNI2YTSpDXHlS/+27f1RI26MXfMv6dkgCMw5yNxz3mw2zU4E9q3X65k1xPGUwZKzs7OoVCq4efMmarXakfZKQUWmnJSWpzAMj2i/tv7EfZ8kS5DPtVHBd+3L9Xec7bHhjmbAPsRBwvYB4hZTkuTl8zGTCKetPJsEqq+RQdIfLNva7XaRz+dRLpexubmJ2dlZw6gbjQZqtRqmp6exvLyMBx54ANVqFRMTEyaPdLvdRj6fN5I629TpdExqPDKvdruNer0eCfaxaSeucYgj9L7+WN/vwDGSGjsjTxlVais3yWwahlHzNQktg25Ypi3QyMaIbaZASURkCs0gCCIZk2Qf2Q457zWTdZkdpWar93vL57QQIK0orvGXZUktV5Yl0yTqsfGBz7qVfbAJJLb/ZV9438YI2K+pqSmz/rrdrmGek5OTZj1NT0+jXq8bQZj3Z2ZmMDc3h/vvv9/s+f3xj38c2T3Q7/ePMHcK0WwD9+7zMAYfYUL3NUkpsJWTht4OAl9B/KSZrsQdzYDTYhhTisYoTFzyfZvpTt6Xi4B/y2hoWU6z2YykspNp6ihpX7t2DUtLS+YwbxIGMiWWLZPDMxMXsb+/f8Ts6ZKafbT6NATWtzyXeVVCbv/QzCgp1zCf5XOyr1JQkVtufOaWTQDkdRn9TAbMbwUcbjWh2VEHc7nGQUKneZTvaMYlxyBO6ErSQDSzG4T5pl2XaQRk/YxrfklBjPEXclcBmbEsQ7piOF8KhQIWFxfNYQuvvvqqqUOuOZqvubblPOG8pnadRlj1HQ9Nm+T1UWNUdPekcEf7gJPgs5BOE3Ear43gaA1Caho6yrdWqxmC3O/30e12TXBHt9vF1tYWXnnlFbTbbSwtLRlCwWMHGZUsg3bkvkR5gpL0Q7EtNu3CBpmP2qb9+Y5h2vuaUMgMRYOAZbBcLahIn7OMYPbtq+05ElkpINES4UpsorfC6PLkbxsx1Qxcfz/9XlpI68QwgtwgsM09LVTZ2qt/ABjNk+kleRY3v79cu51OJ2LtYfBVpVIxrqJGo4Fbt26ZexTCKGTzVDQZ7c6APABH9vwmjcOgtDPpG/l+w7R1nlXctQz4uCUkl8llkHe16TCpXD5LosfFKMvtdDqo1+tm875O8ReGIVZXV1GtVlEulzE/P498Pm9SWcq9wTIqOgzDSAYdMmBXMI6t76PQcl0MyfVs0vvyDFdZXprFLb+JfE8mK0lLLOKel5qw1G6oEQN287GtDpvpWfaLv20/Pm12Pauvs34fZqGZns0sngRbm7RAKNumTdG2tjB4ioFXjGwOgsCsLTLIvb09k2WOdVAQJvMFgNXVVbRaLRSLxYgARWbOA1lkW6RgbIu7cJniBzE3+yLN+veBjTaeJdzVJmgSwuP44C4N1dYG+Z4uK6mMOKYifZjyOstoNBpYWFhAPp83/iEZuLW7u4vr16/jzW9+M5aXl7G/f3BuKHCwj1ASb60NyQMCuC9YE82kjEuyfy7TddL7vnB9G63RabNqXEBW3LfluwCOmJ9t+53lO0nWA739jP77IAjM1jIAkXq0mVDXKaHnuO+cdMH3+7mYr61+V5ukWXcYK4oeM9c3kS4KyRR5PjdwEMAIIKKt5nI5w3xl/ATP4C6Xy5idnUW/38err76KjY0Ncz8MD4IqGaTV6/VM4BXbIeecPPQhrs9pMIyWbIPv9xq2Hydtwr6rGTAw/EDrDzaMeUuWx2txEy9pgkuplsFS/X4/svhu3LiB5eVlFItFFItFbG5uIgxDE9SxtraG+fl5LCwsYGlpyWjNzWbT+I3k4eJsN88azuVyqFQq2Nvbw/b2ttVsafMRuwi7yyzqS1TTaMFA9NxZngwlUwOG4WEiCFdwkWw7Gaj059n23eq+8X+bFi2Z8v7+PlqtVsSUzTSFDM6hgCQZsBx32T7Zds1s5Ik5eizjtFwtxCRB9k8H3tkOZuA7SUKV7ieh16C8zh9b3nCbhq01XzJezplWq2XypvO7MCiq2WxGzunNZrOYn5/HxYsXcfnyZVSrVbz88suG+RaLRXS7XfP9mQ729u3b6HQ6RquWQVqtViuiYdsgaZv8bq5vLO8NSxd1uSeBk6zrrjVBjwqjNpnoMpNMeEl1y2TrXPgy/Vy32zXBHwBMMgCaqMIwxNramjlRpVQqIZvNGoIu2yH9fVJb5lFq8nndxiTTpSw/TuMchdRt0+h16kfgqKaZZPIkEebfJOQ6f7e8L5l2XHtl29h+alAyepZWETkHZBn8W/bD9rxEJpPxHneXlq37bXvHZXbWDM+1nzruXTneccKDrkM/I5+VP2wL18De3h5arZaJdKblg9Yq7vdlmVxDS0tLuHz5MgDg5s2b2NjYMNsBgyAwpuyZmRmTRlYzWM5bCs++vl/ZR/23Hk/X/TQYdC2PUvM+bpx7Bhy3aIYpc5TPpYFrUtuka/m/awwYHEUJmGYu4HA7TLVaNRmyeFISJeUgOEhhubq6aogms2TlcrlIefJotP39fbPlATjIZ8t9xq5+SwaSNCZx112EPa7eNNDaqk2TT2qXZJI+mr6uS/8tE+1rYaHVapkALBmIpRmXrR55nT5/3U7OK0bUaiuGzxjrPut1bRtvWx/iYg3i3rPBNg9lX3T0unxGC4vUSCl0dbtdY3qW/ZNWBRkwlcvlsLCwgJWVFVPfzZs3DfOVbqaZmRmT0pJCsBTkOEa2Pb9JY+KLUSklcWs5TlhyvZuEk9R+gTuAAfsu8LRlxiGtCc2nLNdksREPl6TtKo+mLQBm+5FOpFGv161banK5HMIwxPr6OtbX1wEcHOTAvLX0KZLosNwwDI12TQJUqVSsfYzTem3MyXbfRsB9ELfAbZowQQLre0iDZkxx/bMxMV2/rU02kMnLiHXdXpdQZ/uf39n2DBlBGoE4ae7LPc2s3wadMMX1fJLQ4RIC48rU2rbrXQa/SUGGOdV5H4BxD7CNU1NTKBaLmJubM2XduHHDCFIUmsMwRC6Xi+STrtfr5tuwLFrFpIY9KA0dhZabhlG61v9J4DgUrnPPgEeF09J64zTeOOarn02qg9rp1NRU5IQiSs67u7uGWTI4RBJaHm22s7MD4ODcYBkVrdtKQtZoNEy5ZNxJSDIH6r7xtzaduhiMqz4fSKZoyz8cJ5Hb2mxrRxrhTo+VZvK2vskc3XGpMV316GMgtWaZZruWJqi8lmQ+jmurjYkmWRXSauhpnuO8lElx9vf3Iz55KWxInzojnnngwtTUFBqNhtm7T+ZL4YombibAoVmb30Wmu/SJgPfp71nGmW9feNI69whQq9UwOzt75HqSBDoIfMscZd02opTmWVdbcrkcZmZmzCKkCUwm1igWi1hYWECv18PW1pZJFCFNl/Pz83jHO94BALh27RrW19fRaDQiJjXZviA4MFsvLy8jm81ie3sbW1tbJiH8oH2XTNdWhryXVK6NaOq/XdqyzLXtSlChGZPtWVu7Xe2V5bq0AhJeBv/wvtwXzD3gkmHZBIE4zZJBRNL9ILVJ3d64PumAMr6j2+Hyv+o6bDnDNcNL8oEmCXUu641EuVzG4uKi2V3ANvD31NQU2u02ms1mJGJ9dnYWpVIJc3NzxoXzgx/8AJubmygUCpGTxihc7+7uolqtmoBL7gumYF2v162Rz7Z+JY2LDWeJpRwHT4gDt236YigN+JOf/CSCIMCHP/xhc63dbuOJJ57AwsICisUi3vOe95hjsYhr167hscceQ6FQwPLyMj760Y86fRGDIMmsNeoygWQpepB6B10ALjATDsE9h8Dh9oVGowEAZvGTgFHTDcPQaMEAcPnyZVQqFWSz2dj21Go1bG5uAgBmZ2fNvmKtgRFpNEANbbqVRDONpSPOEiHrsqXEjJt/NmJu01xdddraoPvM6z7apK08ly9elx+GRw9ulwzTJdi4hBkthLj86nGBe7Y69D0bwx4ErnUvy5TMr9VqRd6l4MsUrzJb2czMDEqlUmQHw+3bt1Gr1bC/vx/ZUsaYjV6vh93dXeMeoRAmfcQ+OdnjkGRNOA4krV1thdJC11nFwAz4m9/8Jv7tv/23eOihhyLXf+EXfgH/63/9L3zuc5/D008/jZs3b+Jnf/Znzf29vT089thj6Ha7+NrXvob/9J/+Ez7zmc/gl37plwbvxf+DixANiiQiMUqMskxX/xn8QROXDKBiG8IwNEy6VCoZJkwtitsnXn75ZQAHTPyee+7B7OzskfJkewBEsm+Vy2XMzc0lmqTjCJyPmTKuDFs9tmfjmDCZletAAPlba2Cyja6y4/oU125ZPk3NvCaPubNFN7u0V3lPj4s8+lD3Kw1sQkjcsxJxlhCf9+V7rrVPuDK0yfv8P5vNmkxyYRhG/PFcc/KUI/kOzdSTk5PY3d3F7du30e12TUY69oN/M5+z7Ic8EU1bO3R/4+injxJyHPCZS2m/5VnBQAy40Wjg8ccfx7/7d/8uEhhQrVbxH/7Df8Cv/dqv4f/7//4/PPzww/j0pz+Nr33ta/j6178OAPi93/s9fO9738N//s//GW9729vw7ne/G//0n/5T/MZv/EZkw/lxYdhJclwSlSTKRBwhGFSj5rYEWyANF/HOzo55RibQmJiYMFrrzZs3sbq6CgBYWFjAPffcE9lfaKt7f38fW1tbxtpBBm+LJJV91eW4mIBP/32/XVIgjq1sV15oliPLlOZnm/amx0AG+ug+6//5HAPuqP0wwQOv0w+YZhtKXP9pzrYdO2nrm+6D7R1f+LzvGmufMm0MymURkePJ7UPyMBMybjJcvR2I64xWp3w+j36/j/X1dWN90mdxAzBb/0hL+AwT4ZDRHxf9Ogs4aZPzsBiIAT/xxBN47LHH8Oijj0auP/vss+j1epHrb3zjG3HlyhU888wzAIBnnnkGb3nLW7CysmKeede73oVarYbvfve71vo6nQ5qtVrk5yTg+xF9mECStC6vu7SZQduoJVyau8IwNBGTxOTkJBqNBjY3N03idplblpv7a7UaXnnlFeNeuHDhAsrlciTNoa2tOzs72NraMkS6VCqZMtPAJcGPCprguhifrV0uAi+1Zf7to3HoOl1bbaanp83ZsNSeeJJTEARGawqCALu7u0e2LCUxMZvWre8BduFF90MzYZ/5HjfXtQCS5l1bWTb3gGsPehxTZvCUTFLDH1qMOp2OsUSQcTIxDtfH9va2ceFMTk5ifn4eACLRzLIMmeubQVpay/Ydn+PWfH1oZ9w6jCvnuBSmUdGc1JmwPvvZz+IP//AP8c1vfvPIvbW1NWQymSPbTVZWVkzU3traWoT58j7v2fCJT3wCv/Irv+Js00lJPWlNWS74Ehhtqowj7JJQxNVFQtJoNLC3t4dKpYKpqanIdqEgCNBoNNDr9TA/P298S8ABcVtZWcGNGzewvb2Nb33rW1hdXcWb3vQmPPLII7h27RpeeuklNJvNI+nvgAMtbHt7G9VqFbOzs5idncXFixdRr9fRaDTQbrcNY9B9133UC9JmNnWNm+26FAJsWqFOhRiGodEs5Pja6rDd12OjGa3rXc2EXcRAMozJyUnjh+x0OmZ/qG6DPvpPMh4bZJs0E06C/H66Tv2/tnrY+q3LCYLAqY3b+hDXzjTvsF2FQgEXL14EcBD4tLW1ZRhvEBxm06JWym9UKpVw3333mVOMbt26hVdffRUTExNYWlrC3NwcwjDErVu3zFzodruRrYYUmLPZrAn8cmm/voKN79j4lpG0VnzrPA2td1R1pdKAr1+/jg996EP4L//lv5jFfBL42Mc+hmq1an6uX78euX9cUg7LHiXSSk3DanquBUdNmNsU+D2DIDDbirhweZ1msomJCRORSULwgx/8AJlMBleuXMH8/LzxF9v6ThMcvydwoAkXi0WzRSquL3ELzqW1yfsu6Vn+6JzLPojTYnUdg8BmHdH1Sw3b1S76Hn3aF6fN2hhm2v65mK1LW04i5knfdlD4WLBYB83OVER2d3cjaVhltDhNyExmwkMauAY2NjaMYjI7O4tisYi9vT3U6/XIKWT9fh+9Xi9yAIfMjiX3/PqOh/4mrmcGYdJ6fg7KfJOun3WkYsDPPvss1tfX8ZM/+ZMm0ffTTz+NX//1X8fU1BRWVlbQ7XYjUbIAcOvWLVy4cAHAgalSR0VLM6YNTD4uf04SSZK3RNx1HwIwKKHQJhrbPX2NixY4GGOaxMiAmM1KlsctDlNTU8Z83e12TWIAasjlctkw8jjTULVaNZpAqVRCqVRCLpfzzio1jOlMvu8iSi4tLE1bbExO+nN1W3T7tDapU376+nFJqG1Cna3vLuZrQxyT9p3TLEMf1egL3S+WlaYNtm8S910leMgCo/wLhQJ2d3exsbER2e4k04FKrVXv993d3cXq6ipqtRoKhQKy2SyAgxgN5myX53OHYWj8vvJYQptf3mccXGMicZzKjy8Gqf84aXEapGLA73znO/H888/jueeeMz9vf/vb8fjjj5u/p6en8dRTT5l3XnjhBVy7dg1Xr14FAFy9ehXPP/+8yaoEAE8++STK5TIefPDBEXVr9LBJ2C7GMqzZJum+D3GLa4O812q1IukiCe7t3NvbQ6/XM8E8MresZNq9Xs9YJlZWVnD58mVkMhlrpLUmcJubm+agg1KphEql4swvbCOySUTAJYDIa7btUDZNL06aT7tYpdnNZSbnNRlxq5+Tz9CywVN0pM9Pnt1sgyzbJ5GFra26f2mtB5r5piWuev251ont77hv7eqfTO9YKBRQKpVM0FWn0zG5muVZ2ewbhSGanvP5vJn/OuiqXC4jCALUajUjtMo26Qh0atCsR4/RSTNOH2uVL06CMfq2Ydh2DJ2I4y/8hb+At73tbfiX//JfAgA+8IEP4Atf+AI+85nPoFwu4+///b8PAPja174G4GCivO1tb8OlS5fwz/7ZP8Pa2hr++l//6/g7f+fv4Fd/9Ve96nQl4jCdiiEUw2LUZfuWJ4m17T0b4rQXyTSmp6cxMzODXC5n/MOcXNwysbS0hEKhgCAIUK/XjWYchqE56JtWkNe97nWYn5/H6uoqXn31VVSrVbTb7Uh6PdkWEt1MJmMybLEdtVrN+IV1X3zGTh95KBNGyDGgCZ7Mp9/vR97VTCuOOfn4tuK0LKkl60QRPpYXrdXTJErweDoXo7XBxfhdderx1c9p2BJm2MrXsM0Dan82M6eeg0lbrWSZcgwkAWZUOc/iDcODrXyMSNaCnrRaTExMYG5uzuwImJubw/T0NL7zne+YRDgzMzOYn5/Hzs4OWq2W2VcsA6uYZSsIAhN8F4Yhms1mxN+fpM0nzQUfa4APTXSti/OOtIk4Rn4c4b/4F/8CExMTeM973oNOp4N3vetd+Df/5t+Y+5OTk/jt3/5tfOADH8DVq1cxMzOD973vffgn/+SfjKwNNin4rH5sH42Zz6WFr3TGBB10K5BIkAn0+31sbW0ZH1WpVEKn0zG+xEwmYw4VpzuBkZrMN12r1dBoNNDtdp0+3l6vh83NTeNmoJ85CAJzWESafgFHA31c4yQDrHhiFMcgiRlo5mN7xtUu2QaXFizvucq3zSNX3ynMaOZry2dsY2I+a0u/J7VMG5LqsUG2VT7LbyjLpCDja7Wy9YvXbMyXEeZheHAWr0y4QUiBSh6+kM/njc94enraZKEDDoTSmZkZ7O7uGisR4yTkWcFsv97zm3Zrp2u+6++X9M2Tyk0Szs4KzT7udtxRqSgljlMLlnWMqty4ia3vjcr8IhcWtxjNzMyg3++bbUpBcHjEWaFQwMLCAqanp9FoNAwTZjAJiU4mk8HKygoeeughdLtdVKtVbG1tmRSUQJRQaEYRBAEuXrxoEsdzW5Q2pdmIQtz46edYLwkocEiouQVLjpUcL1c9WuOOI1RxDNtlipXl6/mg+8f2cC8pwUxJctsKy9bt0QchuIhxHEH1tVbwWZ+x1nXp839pBpbPdTodE5kvNeC4truEGDLfTCYTcbW0222zDmyCkzwxjH7fe+65BwsLCyiXy2i321hdXTWJbrhLodlsYn9/H9PT0yY6mhpyEBxuMWN2LAZQysx3PuMon3MJOLaykmihHos01pHThK9ATZy6BnxWcBIfc5R1xEn8SUQ8qVzXc1pr6HQ6mJ6eNuYtHgbOfYS7u7vIZrMmWjkIArPAZWKHfr+Pzc1NI30XCgXTjlqtZszawGGkpmzTxMQEdnZ2UKlUMDExgZmZGWMW11uUdH9s+YN1X7XWJ9Nosq98zjW+SZpoHEFK+ha6rXH/28qzaRq2+/I3GZjWGuPaZoPWEOU7NqZuEy59tFF9X//f7/dRLpcj7+lI4LhypLZre56MkObeIAjQ6XSOCG6czzLyGYDJ0cxtR7T21Ot1Y0UqFAqRFJKsLwxDc2KSzPUs513cnt+4sXONhe0+x8cl+I4KcdaI8467+jQk22IfRZmDYpAJFfeO7z3+Tc0XODxlBYiaQRuNhskXnc1mDSOmJklis7u7i5s3bxqzWaFQMOcIs1yZjk9qYWzL9va2IVgzMzPIZrPGRO7qiyu3tA1sM4UAauVJ4+bznUh4084H2/M2QYLl28Yi7bzWRNTVR1tdFIZ8NRmbwJJkmuT/SVqYLGtvb8+c16tP/tJwjZe+zv/lliHOnTAMjxx8DyBSpxRoaHXJ5XImqQa1393d3YhVptPpGG2bfWNdnLf8zecpDLuEUNv/Sddd8JlvrjmRtJZsAtCoaTbLdK2942T0d6wG7ANNrHyk7KSPcRKmbhvhkc+62uWjKTF4JJfLGZPY7u5u5BBvmpELhQJyuRyy2SyazaZhpjxM/Ic//CG2trZw4cIFVCoVLCwsoNVqYXt7G/V63eQPpmlNm2/39/dN9p/FxUUUi0W0Wi0TWKKPU+O31OkzbcyBvjeaDhnxLX1trvFOQ2xsRDzOZJu04PU8tD2vNXAG6MS1NwgOUxfKsnWQks0EbjMt2oKbXNqkftfWf/murltr3Gy3FBjCMMTMzIxJOMP7Nk2Kbadmq9tBrZPv0jws2875TE2V7hOaiUulEubn583Wy2vXruHatWtmK1+xWDSaLHCw1rrdLhqNhnEhUEimmyEIDhLoMCjSBl/m5WOGHpQR+piq4+bIcdBYX6Ha91lf3NUMGEg38GcJLhOM7+SIM6FS4qbULaMoaaJtNpvGPMzfvDY1NWVS5G1vbxutYX5+HjMzMyYBCEFthT9hGJrj1dimXq9nkhSw7dTEtf9PXrMxOGowMhiMwS+2M35dZmbXdfmOjenQSmBD0vfT7UsSDjj2rqQoNiRpn1rg0QKHjwAxDDG1CSG2dhPUHDXiTMzAYTCXrY/S1Mu5zG9Kl0YYhhHmC8Dsn5+bmzPpW1988UXcvHkT7XbbMFM5NjKblWSuFCA4lxmLYWOeeuziECfsx5WXxKB85ooWrFz1DouzYsK+6xmwD1wS2UkgbqKMYhLZyuj1emi1WiaP8NTUVISIMAKThJ1aMJmYPPS70+lga2sLk5OTKBaLJshLgv5mACaYhCY0ErNarYb5+XmT7GBiYiKSeJ7fJ46xSe2X5mzZZ1d6Rr6vy3PVo9+Lmzs+c8tG2OK0RH2fwpRk3jbmJTU/AMYSoAPCbL5hn3bEJVdJO481808ybcv34jRtW5ukD5f/A4fnKcty8vm8GUvNfIMgMCbnlZUVzM/Po9/v4/r160aYnJycRKlUMrEUXEutVitinaEGzm8LwMRWxPVrGFo2jHCvBS95/zQY4SB1Slozqjbf1T7gk0aaiZ/kV0kzAbR5ThMnXRf3F7ZaLWO6k/e5x3B3dxeNRsMQ5GKxaIJTpBbAhAQMLmGS+UqlglKpFCFo3J/K98mYwzA0hzgw6UGxWLQeTKDHSf9IgsVAFq05SIYeN1YacYxZZq6Sz7q+iYaP1qo1EqkhycjzNGDb4vZCxzE825i5NCvbdW1KloRQuy0kGI3M72yzbmjoqG8ARhCldWdqasoEOcl65V5ynnzE+iisLiws4NKlS1hYWABwkAWwXq+bfjKCttfrReIdpObL9vAMYPZR7lzwnaO29TFqjMJ0fRa0VWD07bhrGHDSpEzCKCZnWgly2GdtjNe3PdyKw/3BmgmTuTJZBiOo6YuSxJ5lra+vm8ArJi4olUqRs02ZJCIIAhOEIvcybm9vo9frGWI2Nzd3xHeZ1DduG6HmHgSBdd8mmW8cc7PBpY1JJuw6WUfXo8uLq9d2ncQ66V1be12a7CCWgbh5GNd+l4nYR7NmAhfuh+33+0dO/5LluZg/fb78DRyeq2vrHzOQyQBDar/Ly8uGUd+8eROvvPIKwvDALcK1QHANSQuRPF5SCrmtVisirPogjcDkmjuucRsFozpOocAFnzUyyvaMTdBnEJL4JZmTXIgj0r5EkmZg7lecnp5Gs9k0/lgy052dHXS73Qhx6Xa7KBaLaLfbJpBke3sb165dw8LCQuSsUkY4t9vtyPFqjBJlW8hIbt++jYmJCVy8eBFzc3OoVComRZ/cemFbwPT/8m8AETOi7Zq8njTusl6bfyzOhKUXv0270/7jOD8a/YkMMNN94HXdRp0y0aXBxJl/9fO2/iZtc7LVq60G2jwux7DT6aDRaKBQKAA4sOwwyxqtO67+0HJAIa3b7ZqtdhQQGbMgmbI815dtmZycxOzsLFZWVrC0tIRer4fvfve7uHHjRiTgcWJiAq1WC3t7e0bg7XQ6RkOmRiytGuwj573ug4ZtfPU42K4lmV9dNMvFtG1tOita7knirtGAj9O8ksbEIp9P0qKGaW+SNuirDTEymAR8ZmbGBKbISFD6p+gTluklZT5oRkADhyY75sCdm5szWztoUpMMQv7NgyLYl9nZ2SPHYOp+ss0UHJgek+X4Io0GKq/7mJVlMFragwRkmUFwmCiCAoxkWjYCa5tzPgR0ECSZr+PGTF5PStOpM0Fls1lz/rSrb2Sa+XzebLNjWdLMS3cL14Bkvvx+kvkuLy8DgDlekDEHdMNwLz7fD8ODCGsZb0EzOAOzWq2W135fOT5JtMUlUA1Dk9LMr9PESWvcdw0DPmlIwulDeI9zIg5bV6fTMVstyIQJaQYjo5Znz/IZary7u7vY3NxENps1p1zRtJfP581BDMDhfkduU+I1YmdnxzBzMmHbdhuprbBd/J9EVY4LCaxkgGnGVDN9lqk1RpeGp5mKZMYatrJYP7ep0KdP2PzAcQKbjVmmIVKy3/pQCf1cXPmuNsYF3vX7/Ujf6Vvl2Ni0wMnJSczMzKBUKpntREyyQdCyABwGEcp5Q5TLZSwvL2N5eRmZTAa3bt3CK6+8YlweNDNz7zzL5v98ju1gAGEQBEfMzkmap2u8Xc+npRO27+b6llrbPova70kIB3cEAz5rUpSGL3GzYVR985V+bSAjJAHSPlf6raQpTPragiB6xnCtVsPa2poxtbFMasLUUGTdsl761vb3948wYSazl3VLbUT6pff29kz0qRwfacqM0z7jiJZk4C7Yyub3sR0fR8Ku9+LavikFGtlfaRK19U0T5Dgiaas3raYehyRGn2YO06XBtjG/st7ny29WqVQwPz9vrDFhGEaYuPyu+/v7xm3CMngdONi/zrKAgzPVa7WaEWZLpRIAGObLU5F6vR4ajUaEqdOlwDbRD+07Fi5hzfaM63+NQb+5y31xVnBSPOWOzQV9XjBK/4f2z7j8NUm+Gi567UcKgsAwyYmJCdRqNVPGxMSEScNXqVRQqVSwt7eHWq1mpHTJ8IAD09vFixexsLCAarVqfHXdbhcvvvii8cPqfLfAgY9Wa7vFYtFkFdrd3UW9XjeEjdGlJFzcVylNhj7QhCPO12YjMqxHJ4ogpP9QB+QAMIwgTqPmqVKMVm80Guj3+ya1J3BgBpWHMsjDN1gWBSbtq9VzypacwzYeRJo5qv+WY6Tv24QGtq9YLKJYLKLT6SCXyxkhTUYg098LwMQ2kAlyrBgERe1amn/pUw/DEMViEcvLy3jDG94A4CCK+fr163jllVcAHHwjRvEz+QaZMQ81CcPQaOp0JzBinwebyH66xtI1rhKubyBpQVx555CNJMKn/xrjXNDnDKOauJIIxUmXcQvQxsD1vU6ng4mJCczOzprkG/QP85lqtWqeKZVKqNVq5sg0mtvIGF555RXkcjnDfIFD4sSAL/rDOp2OIUgMiJFJJprNpjnMnP47RnEHwWHeatbtMl3yGUnApd9UMt00GprUnGwCjqss+v7inpPMp1gsmvGU0d3cVw0caFrShx5n3k6CSwhJekab6V3PaQFDBqLZTP1xFgsKgRyjxcVF8y0o7NVqNezs7ES08CCI7rllhitdNnCQNnVpaclkuep0OlhdXcXt27dN+2WchGS+ACKmaNYng+mk6TkJck2n0epc7hGNUTPes8jQj7Mtd4QJ+iQxSjObq/xBkWRedhFA+XcSMZb+REYpAzB+Wi7UWq0GAOb4Qmoc2u/W6XSwvr5uopxZJhPUS3MyAJN5KAzDiHmV2NzcNOkGgaPmcv6vI1Vd/ZVttj1rI0zafKrN2dIM7DIjS7M525CUy5gaLA9vB6KRuZJhSB+9rd8+rgo5HmRSPvM3ySzvgo+5W7ZHjj9dILwurSNEv99HvV5HtVo11ygsyu0/TJJha3OhUMDS0hJWVlYwOztrtNn19XVTX6FQQD6fN9+4VCqZMur1ujnzV24fo9ARx3z190pa0y64rA/DfltfnBXmexLtGGvAKaAno88HGkSi89GKNAadLFpjjtMeCCYZoOaqoze5B5LmvlwuZ8ycZKhkomEYYnNzE3t7e1hZWTFBWDTP0dQtTa8yVSbbz+1SYXgQDNbpdMxpMsxyxW0lSWMnNV8d/CWJIZ9NEnpchNH2viSWZNRMiah9j3xfXqd2xaAhnhk7MTFhElIwCEn2le10mcZt4+S6P4wp1PaMLMvG6OPMpzKamRokXRAM8AMOs1rRhCxdHyxPJ1IBDqOV9/f3kc/nsbi4iAsXLhhXyNraGm7evGlM3TSF63Yz+1yj0YikYQVwJLOcLVmI7ncaRpiWNiWZo9OYbIdpy52AMQM+Rzgu84zNFGi7L9FsNhEEB35KMmEGR/GAhZ2dHSwsLJgczmEYmv2Uk5OThlEzZzT9jUtLSygWixFCS/Md+89oVraPBFIGb9XrdXNmMZ+j/1qeRSx/S01SajzAoY+P/dTv+5rtfAUsMkJ5UAVN+oS0KATBQSQ46+WZzRwrmk3lsXaauQHRvb9JxNYXHFOJOBcAv4PL7BlnvdFb4CjUMSEH/ba9Xs9s8eH8lZYRzhEZdyDPUJZCCwAsLS3h4sWLhvl2u90I8wVgtvHxjG0KrI1Gw2xxouAJwAiNPGdY7093jd0wsLmhxjiANukPS4vvyCCss+hHIHzadlLtt/nNkqRnqR3KyGUARnonYaepjFGlQRAYExsJCX1aLJdbQN72treZOtvtNq5du2ZOUGI7qOFwPya1PPZBajJkojyFpt/vo1qtGpO23vpDQYL/M1hGEyfXqT9ak2Wb5NYVzfwJLRyUSiWjubOMZrMZsTrMzs4awr+5uYlqtWrGVbaHgWrT09O4ceOGSf0p+5IkFGgipGEbS9uztj28NsFGjqFun36PwkU2m42Ydnu9HqrVqqmTc4ZzhMIJt9FJYcR2yIEWelZWVnD//fcDOJivN2/exM2bN42wxGQbAIy7hWO5s7NjhDpqu1NTU+bgkf39fWxsbFgj410asG0s9ZilseDxedv3TqrvPCNJ49f3xkFY5wRJ2tEoJrGPhOZiAnFl8nma8XhAQqFQiEQ5EyRC8/PzkeAgJu7gXlUyy2aziRs3buDy5ctGiyFzIROWplgyZT7LbSf030lfGn1oTHqfy+WM+U9GtOoMUbbtHpLR28ZUjhev08Srn5H/6+xTjUbDZEFiX8rlsmEOhULBmJT39/dRrVate5sBGLM083XLBB2uNhM6MYg2h8vnbMTaxbS1BusaVxck82UkcyaTMd+T7hDOU9lmyXypefKeTSvWmvfs7CwuXbqElZUVTE5Ool6vHzE7M6YhCAIzd2Vf9QELfIf3ub8+LaOzmev1uMWNtes76Tpsf/tiFFrkcSKubaNo9x3JgI/jg456oviYkYapz7ZYXNqF63kbtLZM/yoTdBSLRTQaDUNQpDl6f3/fMOGpqSnD9LLZrDEVUyteXV1Fu93Ga17zGszPz+P+++9HsVg0mjAZJMvn+zMzM0azob9MEhrgQCCglEo/L+/rBPvSxxdHqOKYsB4zmyajNTxNOKvVqsn0xfbIIxUZFETm6zLdUtjgfut6vX5kfGS9kvlIE/LU1JT1oArJzF3zV/fPxfD1O7Yxo6m4WCwaIUQfrkGfN9Onyu1twGHKTuDQMiH9wa7Tn2ZnZ3HlyhXce++9AICNjQ3cvHkTm5ubJsKczFdq1TIAj4KSZL5cO0zGIROAxI2RHBc+F2fROk5Tsy/9OovM12c+jgp3JAMeNbQpcRgkmXht9fI933d8TUu+ZbqYC8vodrtoNpsmpzM1TWm2DcODyOhisWgCs8iECeaeDsPD5PK7u7u4cuUKXv/61+Oee+5BPp/H9evXsb29bXLykqDyIAcSUx1ARe2z3+9jZ2cHQRCY4ByasDOZjMmeZGMmmlnFaSVx2kHSHJD+bP7faDQwNzdn/u92u8jn8yadpjzBKu4bdjoddDod5PN5s5VM9o3QaTEpPNA3Tv+lrT8uDVheT9p7HWeO5rdiRjW5F5kuhSAITKIXWjE433hsJhm4tJgwNkF+fy0QlctlXLlyBZcuXTLXXnzxRWxtbUUipOmeYeyADJjrdDqRmAiC81f6fX3HKA1GwXSTTLRAfBzBMO0eJXM8LfP5XcGAR6W9+mo/g5TDskYB22TSpjMfJJm8pPmq2+2i1WphZmbGbPnY3d01aSiplW1vb6NcLqNQKBh/L4k4GTa1j729PVSrVbz00kuYm5vDPffcg8uXLxuiyWQSPK+YWbN42lIQBCZSWmozsv9kPswaJZkxibXN/OejVcgxivvb9h7HQ9ZPn7rMG7y9vW3K0dtjXCDD5l5ueai8Bl0EUpuky0B+N/ZBa/fS1OoDm5laCz3Mr0y/OAP6gMNUk4x+lnNDnh/NOco6KdBI5ivbobfPlctlXLp0yeRkfvnll7G1tRURSGQ2OI4vy5BHb5LhcnwZxc786lIQkGUkabC+c9TXVSDvJ9GQpDJs7TgrSKPspHneWkZ4VkchBqPMhDXsIPq+r4mQ7+LwKcvWHltZabRjWYZrgernqVFKcyAPPOB79BFz/2O5XDZaJ7fMUKOW5+YGQYByuYzXv/71WFlZAXCQzWl7exvNZhO7u7tHkiNMTEyYA9Kl35XMXW71kH3kXtrJyUnUajWTYtOXmMRpvnHQZmCZtESO79LSkhnbWq1mxkmbVvXcpPbFwLVKpWIS+svvxGflNizgMOWo3CdLBmszR0sNVzIgFwMJgsP81dLfnMlkzA/f47sMRJPtpCCgBQS5b5yxAzx9SPp6deITACZwjf166KGHUCgUUK/X8ZWvfCVyYlGhUDDCAc3H2WzW1CldBPJkLhl0dfv2bWfQ1SCCuq/ZOm0ZPvQvSWA4DyzIRr+lAkKMg7BSwCZlH3c9RBr/i8sUF1dPkhkyDpoR2OpxlUXisre3ZwgRtdr9/X3z//7+vgmoWlpaMvtXGWwkD1EnwazVavjRj36ETqeDe++9F8vLy5iZmcHOzg62trZMAg4SUkZYM6MQCTo1XEmgNXEmES6Xy5ieno6k1EyyhGjirTWYpO8ntUb9LMeRzHF6etrKeG1aE5mqPk1HM08yP70XNW5/MNts67uMJncxYOCASVUqFUxNTZn6JiYmInmYAZjYAZk6kn2XW35k5io5fhTUmMPZJjzIfs/MzODee+81QX48mpMBVzIxDS07THwi/ctM1xrHfCmkauHT1rYk+Giho4IP/bQ9cx6YLxAvfAyDu5oBDypN6jIGeU4SIV/JMEna1P6qYSb3MGND0xoZai6Xi2TQoql5f38f7XbbnNnKfLdTU1MmUpmaDH3J9Xod165dQ6fTwQMPPIByuWwI4uTkJG7fvh3puwzQ4jNkQrJ8qfVMTExge3vbHI/I5P23bt06wgw4VoBbWKH2zR/ZPtu3l+/wWc3YJLMLw/BIZib97WlKZkYt+kNtQVaSSRKMHqbJ3tY2m6VEls90ivJkLOCAERUKBeO+sEEfTSnzOQMwwgQhTyuSY0RzOwUZ/gBHo7yz2SxmZ2exuLiISqUSifbu9XpYW1vDtWvXTH0zMzORPcXA4aEkDKiiC4T9pKmaY8kkMsRJME+Oz6jq9NGKpdDmojVngTmPwswch7uaAQM4QhBHAV2eSxv11XxH1Y60SNtG+Xy320WtVjNRyTyisNVqGWJPf1u9Xke/3zcas8zmxDqkL4yHCywsLJgjCBcXF43flts2guDQ90uCS4FApnpk+UD0kITt7W1jTs/lcrh06RIajQYajUaE2MtxSEouof92MW+X1kNhg3VJ06l8Vn57mp0lwZOMh9Dbh2yWEF+tinXI58mgyIApdJEBsU90RdCnLTVFCelyoM8XiAbd8UczYF5jH6UQMTU1hVKphIWFBSwtLUWEgmazafaQ7+zsoNvtmkAwCanB8wQwtlU/Sx97q9VKdb5vGhwXI0mjZdu0XxcTPmnm6xqfJM132Haeex+wi8m4CMagfoy08GV+gxC2UbdJ+zNs/g5XO3wYNJleoVAwW35IPG1JDmZmZsz35bOM8iVhZsKEfD6PlZUV3Hvvvchms6jX69ja2kKtVjMETRJb2S4mbZAZr2yMiWMyNzcXiaqlMNBsNk09tvfjzK5xYyzBPNmsX5roqVlJIqYzZLH/FDpktiWpnUvtS26NYWrQvb09bG9vR8bTJjzQlUBz98zMDIIgmrhExglQsJFjLv3QctzoTuBeWTJQMm6ZWEX2Te4ZZzulRYSHM7z2ta9FpVLBzs4O+v0+VldX8b3vfQ/AoZacyWRMikvgMFCO7eb32NraMkIdrSlsG03au7u72N3d9T5gwQYfOjcMXPMzjk740r9B2nrcmqmrzjj6CdyFPmCbmVZPCk18zxJ8JD8f6VJrPEnjEleHSwocRCMnA6W2Njc3ZwgY0yOGYRjR5JrNJnK5nIlUJaMEDvd4khHv7u6as4Xvueces+2D79EELfsko4q5n5YMQ0YY67HZ3t42Wj1TCs7OzmJ2dtYQUZ78xLayDSSuLjO1bdzz+bwZJ5rM2W9uwQKiUcjyf5bNH44xmQj9wBz/MDw4/k4niwAOLQOMXLdZeMjIpCuBR+gBMAfMcyxkakeX5YBjJ/30AI6Ynxm052IINj+3zOY2OzuL5eVlXLhwAZOTk1hfX8fNmzexsbFxJLkMj3vkODNmQI4ldwVw3GRENuc/+8AAwpNEWgVh0Ps+7wzKhM8qTU+Dc8+ANWy+Nd93fJFm8iZJTIPWn3Q9LRNOakOcidQHMiCKW36ofdAvxsAVANjZ2UE2m0U+n48cLi8ZIwkcmXC/38eDDz6IYrGIfD5v9vpSG6YgRt8vED0UQmqGzB2szbs0i1arVWOmBA6ZZT6fj2wXonmR5ko93jZhETjQDhcWFiKnOclEJRpaSJIMVJ6oJE3s1FS1Vsg80baUjNQ85f5gKbzYTqgiarVaZGuNDnyTe2TZJ20Cl8KGDqaymculKZx1yLby3N577rnHRGBfv34dr776KnZ2dswc0VYc2/hToJBmbu5V5vym4MPvSpOzK9lHWviu+Thh/aRhE5qS2nQabR6UdsbhjmPAxHH7E3zKP44PNuwCtS24tMx3UNBkywQS9P0xHST9tjSt0oRcKBRMsBXbw+hYEu9Op4O1tTXMzc1heXkZk5OTWFhYMJGp1F5JiKempo4wNG5NImOQvlZq6tLMWK/X0W63je+amrQ0aYdhiEKhgFKphGq1imazaRg7GQwZAgmz1hwl2Fa2X44tx0YyIpYjtTW+LzVPtpXMVBJCqcHT/OsDBrgx/aVObqGjo1mfFiL0ODCAjG2L87trXy8jrPnz+te/HpVKxWRw29nZwfe//30jaPFbMJuVTNoh6+DWOXlYAmMZ5Peh8BKGoYlXSGthsjGsJEYrn09zLa5trns+zNOlLJwEYz0N87UL594HfNKIm4hpykjzjo//xfbssP6ZpPoHBc3DzIjFPZJSi5BaweTkJObm5iI+yW63i/X1dcO4+Sz9eBcvXkSlUjGMZ2dnB7dv38bm5mbkaEPtH6bvVDJiPis1RUlE+H4+n0elUolk4Op2uyiXy6YdZHzcf6oJj+wzBQv6NWX7WD41LhnJy8A3pl/kszZBgvVy3GWEuNTS5AlQ+pAK1ivHQx8uwPazzTrxh2Rakqnwfx3QZZvPeu5zfCUj53GApVIJpVLJ7CnvdDr48Y9/jJs3b6LVahn3ASP5ZV+l4MPkL/rULTJu/k9Iv7ftbN8k2uAjLA+ytpO00ONSaE5CA9f98WXAg7QtrQ94zIBTYlgGPIqJPAgzdU26QdszKqbMhBz0+RI8Rk8TXqZP5FYaGZVMJkOCm81mceXKFaysrCCfzxstZ21tDbVazWiwLFv6JHlNbt8hUwQQSfQvTZ06iQO1ZTJz9lNqb7I+GcglU0RKX6z8Bowulz96K48MXCPDZhAb83Xv7e0ZXyeZL/fAym9NjVa2QZrJCenj5DYyOb5hGKLZbB5hnHLcpNnZZl7W+5416N+dm5szAXRMIsJx2tnZwauvvhpxbXB+yT7JOmidkcIMgMg2N9knuYeaxw76ZCyzjQmh+xxHE3xolo/gPipWkUahGBUGYaYnwYDvWBP0cWHYSTKsdBr3XFwdxzW5fcxncc+QiXI7Ry6XM4yBPl99UhK3LPEoRDI3HfHcarVMisDFxUVcvnwZALCwsIBisWi2ktA8SiYrGYXUDGnOpWkXOGRuZERaWwNg7gdBgHa7bRgPmbNm2JoxE7bxowBjM1lTa6dmZtPgWBf35PK+3AIk0zayHS7ri9QU9Xcm4yaD4slVus2uuaQ1bFtbpH93YWEBy8vLJl9zs9nE1NQUOp2OOQdYJtEgo7T1lWMpjy3kfbm/WmvnMs5BZt7y7XMa4TrpWlok0Z9BmZrESel/g9Tj+84wWvyYAZ9DxC1YCZ+JoX1uvObTBp82+ZQlNYpOp4NcLmeijAuFgjHDsiyaXLkNhVtz6JeVBK7T6WBjY8Nky7p06RKWl5eNdlcsFrGzs4OdnR2EYWgIKfMCk/gy8lhGJLNOzUDlWJIhMxE/+yvvSe2WjFeaT2V59B8ChwksZLan/f19s/WF/wOHhwLQNErTp0yQor///v7BKVbSAsCtSHQTsB0UmNgWRqqzHJnZSY6FhmRg/Fub+vmjn9Pbnh544AETayDzejMPM8dmZmbGHI0pvw1/7+3tRVKj8roM6OKPFkLIeHkAhi2Ajn1Ly5zkuHCtx61BH5phW9enheMye58ljBnwGYbN/KXv+bx/XNDtshGANNIhI0cZ/EJ/WTabNdqojF7mCUwTExMoFosAolqwbFev1zPJ8jOZDGZnZxEEgTEXkdn2+33DOKQ2TOYoNV5JdGV/tflSM0N5j4xcMl3Zfo6pjOCl1sWgLWqs7XbbZPXS34HbX8gEZMQ5twzJOllm2nkXd5/MW4+VHhetRXMOyXHRgg8j0JlffHZ21pwUtbm5iRs3biAMQ+P/ZdIObalgfRw/KRxK5irHWDJebYXgN5ExDUljl3YNaSHNB7a1e9JIoxzcqRgz4HOAUfiK48xIw8BXE/cFGR0PQMjn8yZCmKfekHFQq5FMuNlsGuai+9zr9VCtVvHyyy9jbm7ObPPhFhP+bjab2NjYMFoRsxnJQCJqRprZacYARJms1Hg189X+YNvYyG1SUrtm/2Sd8pg+jqtMhAIgokHLLUr8X2uEfJdaL/tM5sOyuOdVQjMoydDIELTmL8dNQmr9ExMTWFpawuLiIhYXFwHA5Mi+desWVldXsb29DQB44IEHjA+eQguzs8k2BUFgDqngN9OHd8i2a6GBEeA62C4tkny9SYibT3GMfRBt2bc9vn1IY5Ebxgw8LIapdxyEdUIYRRCAj08mDq7F6GPqGiUD9zGJyXvT09OYnZ01+ynJBGTgTCaTQbFYNCbr7e1tNBqNSMSz9hVms1m84Q1vAHDAbBjgRW2aDKZarWJjYwObm5vGNE0TrM2kqP2Aen+sNKPK/bVxYyDNzpLgkxGSQTD6mcyOJlia8WWaR0JGkctvI7V7yQAlw5Z7bGUmMT3euk/8hno89DeSlgYy+KmpKZTLZZTLZczNzRkrBvdnr62tYWNjA91u94hmGgQH297ICGZmZiJHAzJITfZZBlHRTUHBS1o5GDgoU136IG49+Gi+SWVrupEkmMfdT7p31pnlceOuC8I6Lx/zpNvoKzWnMWX7mMJ9hYA06PV65oQYJuRgxiYSyW63aw51kEksmDZRRhdLjUr6LPf29nDz5k3s7e3h/vvvNwxYMn9qRYzstWUxIiORRFubWbUfEziawUqboXndJUBJszEZTrvdNgklWCcZpYzgtpmddbpK1i/zZuu+SUYu26+Zq9TCZX9kMhQyOia/kKcRXbx4EcChe2JjYwO3bt3CxsaGMflOTU1hZmYmciCCtoxI7V1HZcvtRxx3qQVzzGgd4RzyXVMnRbvSCN4287fr2WHbM8YdwIDvNMRJmHHmG9t7rsXjawYaVLsdRfCE7gNNgdRUmR2LWYfC8CCPsTxZaX5+PrLlgwExTARCc2wQHEQ1NxoNbGxsmAQgMzMzWFpawuzsLCYmJnDPPfdgZ2fHaNa9Xg8TExORg9xlxDMh9+jqbURklvodEn4pNEhGoM+/BRDpp6xbjqWNCPOH48jndH+0L9bGWHW9Ps9ybNgv6RYoFAq4cOECZmZmInmXybwbjQa2trbwyiuvmMAvWgJKpdKR/jK2gPdarRaazWaE+WozOd+T30RaQWSMgA+kYKKv+64dFzMddu2lMRG72uUSyseM9yjOPQMe9KOe9Unhateo2isJbZoyk54flIDEtZPPM4MUNWGmqmSEKSOAu90uKpUKgiAweZqpmTC5AnAYNc1AoI2NDXPA/c2bN01O4KWlJSwvL2Nubg6VSsUczUeTJ/NAS/OuTi8oCXQaAkeGoE3Dcnx0RiythbrMyppBSgattW/t39SBYvp72QLPdIASmS3N6NlsFvPz88YVUCqVMDU1ZfZDS2xsbGBraws7OzuRKG6mfpSQEfQ6jWS1WjX7n2U/+byO/ua35ZxypQUdhL7ECdfaopXEKG31JrUlyQQ+rHXrvFgrTxJ3pA/YZ/LLZ87CxBiEcfm0Xd5P009f/5LrPR/z1qAgo5ibmzPmReCAIcpTZXK5HObm5iLtlZHGNCEDB6bMRqMR67tjBG25XDYHMkh/z/7+vslJzfLb7Taq1WrEPxrHvOT/MkhLmoVZl49pUWqvtmds2rHNXCyf0eZlWRf9tJrZTk5Oolwum/3bZLaaITI3db1eR7VaRa1Ww+bmZmRvsuwzrR2y/XLfM9vHRCDalK//p0WCZnAKEHQ1JPl3k7RYF5OLY35pGG1af69+N45WJDFo2zOnTVeHwSA08K7zAduQxgdzFpHEKG3EcRTPjhI2QWFUYD+YTIEaD7NCAYf7PavVqsnTrP2tuVzOEObJyUmUSqVIsogwDI9EXbdaLVSrVXO03NzcHObn51GpVAAgcoBCv99Ho9HA9PS0qUf6DLVpVptrRzle2jyqNV5fkMlKBkbNkdosf0s/7vT0NJaWlsx+ZABHfOeNRgM3btwwfnameLRtq6Kmq4UUjqF8Xqby1H3RkAdo0NTMaGYdqKZhMyn7wEezTGsx0uW62pIkdCW1MUnZOQvKTRx8hIqk94fp3x2jAdskv+Po2nGarm0LZugPPMD7gyz2tO/KMnwkfNszZLiFQsFkpmKgDQmn1IboW2SgFrfyhGFoGK8815d1k2nyAADZNh7PV6lUsLCwgMXFxUiUMHCgpbFdzWYTtVrNJPUADvMwMyMX+0ZzuwyOkiZeqYXyGW3mJiOJY8D80WcI6z3OvM5gKDJXRlpzK5dMiEFfO4BIti0A2NraQrPZNFuB6vU6arWa+V5yjMkY2Sap9bJ/tn28ev+tTXCQpmfOB8YK6FzjegxlubY1G6eRxsFVtv4WtmeTyksqI+45n/bq50+LxQwq2AzT3rtSA5aDqP8+T/KFnBCjavuo+5+GkNgmuG97fJ6T6Q0BRJLfk1iT6FP7JOPjXloNMkvuMQYOA3eoVcu27e3toVaroVarYXV1FUtLSyYnMxNCaJTLZWQymSOCQ7vdjpQt95BKDY9+SGkOpbmb22m0SdZ2HrE0E5ORyrSKmUzGZBmTfm3tuyXBYTuY1ESj3W5jc3MTW1tbJn83g9mA6HYt+T/HyJb4hH2yJfPQ5mptbua3le/t7e1FzM2DwFcwjRM+5fpPyxzjzOBJzNz2ji7TJVzEvT9KjJK5+/TlOHFHMOBhMMjAn9RHSmLGSRPxuCZVGt9IkoY7jGmaBFMzYUbuhmGIXC5n/LFsU7PZPHKoALc2sT3Sf0jwlCF5iLw+zWZjY8NoVAz4mpubM0yNTM7G/DVkikMKFNJnKrUzCheuI+7k9hgyV9lfMmDJXOWRh9r3zH3FLrTbbdRqNWNKpnBAhu4Cs3tpHzK1as1MbUxSJ0LRjFeOKXA4j2g1kWkqXUgjSA46xzmHXcw7ruw4QdmnPYMqAD4m6bj7o8RZpOkad4wJOg1cE9tnKOS7JzF0aRbvcZiB0pThWlxpzFeD9FcykYWFhcgRfIyclpAnIBE6qEmebEPTNZkScMj8qPHp5BP8m/5lBh9Jn/Wrr75qInypkdM3PTMzE9knS8ZBBsV9sWTsPPc4m82aYDS+K7NmATBR3Cxfa37S/Mr20Y9LzZLP8Bxcyahtp0FR4w+CwDD+nZ2dSCQxx5zt1uZhlidN81LLtZmS2SabH5n9k+XYND8b4ta/7d4wgqYNPms9jtnF0b5R0Zy4co/bhecDm5CSJDi43uffd6UJOg30YCcxjVH4OYeBrwQ9zISOm1xpzeLDEp5hNIa9vT3U63Vj2qWmSU2NbaM52bYnV5bFDFVM6iC1TzLlfD5vtCZq3jLJBRP8MyiJTOiVV16JaOBsn2wD/6/X67FaGQUGMu7FxcXIVpz9/f0IA7px44aJMpaMzBbdS8Ymt+MEwaEP1mVuJqTQQIYvD2lgWfokIlmm1PQpLOh5qevkb/5Nn7o8b1pmvRoljpv5skxfZmF71rXOjktY1nWOWhOW5Z0kfWadg+KuY8C+Eu5ZMAwMO5F8zNZp60hiwq77LpNY2nFOep4+0L29PRP9LE/wIVMkoyRRJ4PRpj3+z4T8NN3K4//IjAEYzZFbWDgecv8o/dG2ACD6h4EDczr7E9fvMDw8dpCmX601am2fbZBa4iCgSV7mgWYdvC+39NiYQy6XMwKDTB3KNtoyZsn3pfarz2MmZG5m3fdB4GstG7TspHUax1ClhS6N+2oQ03Sc8G7DcTFILbgO+u4wzwyCu44BHydGZZaOKyeJ+cU9YyN+trJJ0NJAPq9N/HEM2QdpnmVOXhJcbg+SfkV9GpCt35JA8zdNrtxaRLOqZMAATIYtasLydCRGUpPhZzIZs3WKhyHw/3a7jSAIkM/nIwJEHKQ5VQYtSSbu+rbc1qOZmuwfNVZpQZCnHGkCy+eldpvNZtFqtUyUtAaFGDn2hE7XKX9sZmat9VKgOUmk1Rpt68Y2rsMwjkHGwFeL9innpLXUQXDcJnNgzIBHhjRm2iRowu9T77BIklp93vc1lfu2mc+mHVNqhEy8QI1Vapr0S8rtO7JdOggrCIJI0BGPqet2u5GgHh7tBxxqxplMJrLFCDjIL623KwHRTE3ywAfuWZbQWaxk/5PAgC76dnO5XOSUoDRlUWCQkdk60Ikg0yXjpVDRaDQijJffiAxcQ96Xf3M8ZKS4PFLyJOESPF3z3+ZTTCqPGIVJdxRMeZj3RqXAHAeSXJKDtvuuDMIaBnGEbtR+jbRtOoef0mAY07QPQ5dJIajpSa3Y9i21BiKjn7U/UjJCqe1NTU2hWCxGDgRg+QxkAnBEQJiamsLGxoa5R8ZsYyTSD8t+sR2yzCAIIgxJ1rm/v49qtWoYsjx9SPad+6HpV56ZmTlifpbfRObfpmbOgDGa2HVAlcscLk32dCHw2/B9uW/aZTEYlTtE93WY98/z2r2T4WtV5P27NgjrpJnQSdTj26dRmb1HVdYgGMYs5ePDItMkA5NH29kYiITOg8y6dNCSbez29vaMdscoaADY2dkxDIeHyU9PTxvfMHAQraxzDWsGK32eOjjJlkCCGjkFAJrJdUCYLZcz3+fhFAAiflrtZ7ZpnGQ2ZOJScGFObj5H6Mhq3U7uoWZb4lJF6rJ9cdxMcsyEzy6O06d9xzBg4rgnsq8kFIfTZnZx8Bm/Ydrvetfmnx42mMIVIMJzYuU+WxmFS3+iJvxMPCHN1jrYSboPZHv29/fNiTvAIeMKggDtdjvCnG2gadbm54yD1ARlPwlGAodhaLZZ0fxObZ9jOUhsAMFoaPZ/YmLiyB5efhP5v66TbdJ7oHXGKxcG1X594yoGwaCuljFGi0HHf5hvdscx4EEwlA1/BIzjLCCtvzlJw/Bh4q4gE0mQ4upKqifJ3yb3oDJyWZo5pR+Tx+MBUY1M52+W5mm2TQZh6fYDB0x1d3fXRALzgHhmxtLlE9KsbuunPABCMj4dzCN94oxWZl1aA2c5tnIl4szSrnlEwYfl635oM7Nugw2ue2dtjY6Z8OlCz009L4/rm4wZMJKDH46rvlE9N2oMEgQyKqStw0cbdy0mbTKVTFNqX2S43M8rzb5aQ5OmW2lelXVT25QMNQwP9vsC0QhsH+iUi/L9JA1NavsaMh+zhGTKNq3YVbfWbuWztv6S6cpjKOWJUhqnybjGTPPOwEl/xzuGAdsGLm1kKN9J8xHuxIU3rGl5EI1E37MxLlt9rv+T6nCZp13baYDDwwT0KT9SUyYzkzmedcIPlm/TbqUWOKg7Q24ZkkxUa896vG3apI5i1sJMnLCmn9X91sk1JJPVY2MrX4/DWXbt+OAk2u36Xifh4wbOxrex8YXTspTcMQxYw4cg2ybFWZggZxmDLqRB3oszIctnbPW46ne967pvu06myrSN0m+sj+GzaX1A1BScxMAkI4rTOOPKlow97l2fMdfwyZssmawOiJPMfxSWl2FjFIaZo2c9FuQ0GM0o/OSjwlkSBIA7lAGn1XylaXCMZAxCJAch7GnbEPcc6/f17fi2VUZFc3uP9B/LQwS0XzkOmmFKLVn3Tft1dZ9ZnhQGqG1q5mHTyl2CimSstnsSLEv6bW1MN0koSoPT9KeOfblj+OCOZMDHibMmQZ000gg0w8KmWdjaERdoFQeXydsX8h3py2Wb+MPIYhngxe1PMvI6bf0+2n5abc4W4GRjpnEmYpcwoMcorl9JpkFbXYMgyRftM5eHnUeD4jwy+dNu81kbr3PPgG0fNK12lFS+fPY4PuCgBPMsQvttk3zDcQtSMrO0muqgWnpc2XHv6zbK/upIYhckM9b125i0zQcrNV059nHRwryfdLCC7T0bfL+J7bk4v39cmYMyvbRzYhRlDlP2KN8/KZyVdg5DZ+PeHUaoOPcMGLATe993knAW/DPnCS7NNC5YJ+m7DTouwyyMOIJ+XFK89qXaFn0c07Jp3/p9l7l3GMab1k8/SB2+z58lf+MYZwejUHJcCsQwOPcMeFAiAvhpVsfFFNOY2c4rfDTYUdTh0lSP01oh/aU2jdWFND5OXy1eatvHbeIblDHG3TuN2IBR4W53SZ0XnFVrw7lnwMSoF8JxL6g7acEelwbrC1+/WxpTto1RxplWtYTt6zscBfMZ9fi6hIS7fU0MGtw5xunD91sMEgU/DO4YBjyIZK59aOMFkx5nhYH4MLMkE5KPAOEyq6fVhH3baDMvJ70/Sn+or5tmkDrPW+xDkgtljLOLNPPrJHnCuWfAtgHy1Yb1/bggoZNgzufNnHUcY+JTpmuchmnLKAJnXPPERqBtjDuubGnyjis3rh2290blgknrF/Zp50nAZflIE4B3XJaf0x6bUWKUfUmzXtLCRlOG4TFJOPcMeBC/b9r3TkrCPW+auA+jHKXPMO6ZQRfEKOMGdHlJ0cBJjFC/ryXzuDbGwVfA0XXGPe8iXGnG6zgxrEDhKi/NO3zvbjVfp+1T3PNplStdrk8ZvnUNA/fxK+cYWlPwvXccSMO8z7oGrCNrfXyjZw3DClO+xDNJS/c1fdu0Xt8+pH3OVbavf/20YYv+5nUX0jIE+V31j+udpGu2NrsEsmFN/UnPHdd3HIU2OkxZvu/7jsGo+MgdyYB94VqwEkkLLAmDOPRPkpgNs6CHmYCnRbDjTKU+i89nzgzSDp/nfYj8MJrTIMzINQ5x14cdu7Tvj0rT4TcYpg/D0pLjFmrPotCcBr5r+Kzg3JugB0VaE95Jm8pOCmkFhLNqGvMNhtHtj/P7py3L5qd11RF3PQ6ufh6nZjSoW8D13DBz3Fc78bnmc0/Xm5YJjnLsBsVZMLUeV/mDurnOitXujmfAcuH4LiKbljSM1pfm3bPG3HwY1iBIS/QGLTNN+5MsEMP6Vl1tSno2rnyfNsdp/a7nhmEyvm32aatve5PaEVevb9nD0oE7HacxNmnoOnGWNOC7wgTNj3ISprm7EYMKJWdhIfj6304Dvgzfx5/M5+Ke9TXHJ1mPhnXbjALH8U21tWOM08MwwlWa548bd6wGnNYcmISz8sFOGseh1bHcUWmUoy7D1ZdR+ugHGS/5d5KbRLbVl5HazOmutmhmzevDfDM9vi7B2Wb6P27oNo0Z8FEkxSiMkoaOyloTh5Nwt6XSgH/5l385EnwRBAHe+MY3mvvtdhtPPPEEFhYWUCwW8Z73vAe3bt2KlHHt2jU89thjKBQKWF5exkc/+lH0+/3R9EbgpBlmHKE7bW3gJDCoP3PUGCRAJ62QNmy7XWZWF1NN69P0eT/pmSRTsE3L5f3jDlLzZb6Drrvz6Co6DzhPQksa688w/UqtAb/pTW/C//7f//uwgKnDIn7hF34Bv/M7v4PPfe5zmJ2dxQc/+EH87M/+LL761a8CODgV5rHHHsOFCxfwta99Daurq/gbf+NvYHp6Gr/6q786cCdOGnES+FkNUgKO3/wyir672ujb9jjGkbZtLv/pKASqOB9jnMtkUE3sJK0Jw8ZJ+Griaeoadm4mtWnY8s8C3UjbBp/nfd0jxwnZTp9vZ6MXSYLewAhT4OMf/3j41re+1XpvZ2cnnJ6eDj/3uc+Za3/yJ38SAgifeeaZMAzD8Atf+EI4MTERrq2tmWc+9alPheVyOex0Ot7tqFarIQDzEwRB5P+T/gmCwPycZjtOo8/HUW7S9bR1D9pW23vDlhX3rk/ZtnJ82nOcc3NU83/Q94cd01H0/zjLP+8/Z2l8bG3xXT8+z1Wr1TQsNUwdhPXDH/4Qly5dwv3334/HH38c165dAwA8++yz6PV6ePTRR82zb3zjG3HlyhU888wzAIBnnnkGb3nLW7CysmKeede73oVarYbvfve7zjo7nQ5qtVrkR8PX7HUcZpDwDASdnASO24SUVsr0/eaDfJs4rTlUkvEgJlf9zjAavk/fjnNujmr+h0JLGRXuhnV51nGWxn+Y9XMc/UjFgB955BF85jOfwRe/+EV86lOfwksvvYSf+qmfQr1ex9raGjKZDCqVSuSdlZUVrK2tAQDW1tYizJf3ec+FT3ziE5idnTU/9957b+R+moE5S5PhrCLOzzGqgBufOuOekfUPygTj4OrfoH1OYlJpxvMsMRUdE3JcQpqrjrj6ku6lLc+Fs/ItThPnyb97lpDKB/zud7/b/P3QQw/hkUcewX333Yff/M3fRD6fH3njiI997GP4B//gH5j/a7XaUEw4Lc6CH+Os4DT7z7plG0JHRLALo/a1pa1fv3vecVxa60mX49v+446jOK8Yj8dgGGofcKVSwU/8xE/gRz/6ES5cuIBut4udnZ3IM7du3cKFCxcAABcuXDgSFc3/+YwN2WwW5XI58kOchOSVxsR2J0iCLs3vrJoxfb+LLdhiFN8rbbuPc46k6ZPt2UG0Qddzo9KMk1wTw8wZOe+Syhoz39OBzxwaZo6dJs0eigE3Gg38+Mc/xsWLF/Hwww9jenoaTz31lLn/wgsv4Nq1a7h69SoA4OrVq3j++eexvr5unnnyySdRLpfx4IMPDtSG8WIYY5AFNKp4gUEW/lmZs5rhpGW4vubfYQVXbfE4DQ05qe7jNL+nxVlpy3G0YVih0HYvSeiS833kffKP1wrDj3zkI+GXv/zl8KWXXgq/+tWvho8++mi4uLgYrq+vh2EYhu9///vDK1euhF/60pfCb33rW+HVq1fDq1evmvf7/X745je/Ofzpn/7p8Lnnngu/+MUvhktLS+HHPvaxNM04EgU9yp9BIzpHFQl6HH057XacZF/Z37i+j/JbncUxHiaa2Dci1Hc85b2k+2m+b9o54WrzqMb6uMo/zu94Eu0YdZ+Oo8y4Nus5lFR/2ijoVAz4ve99b3jx4sUwk8mEly9fDt/73veGP/rRj8z9VqsV/vzP/3w4NzcXFgqF8Gd+5mfC1dXVSBkvv/xy+O53vzvM5/Ph4uJi+JGPfCTs9XqpGm1jwIMyzDT3zsKkPm8/JzVm+pvF1evLZIZt+1kghGmIx3H30yUk+bZrlEx4mHbEzaWTGO+79eckxtRHEIy7n5YBB2F4RuxhKVCr1TA7O5v6PZf5QA9BcIy+nmCAze7EOfxUZxK2b+DzXdLMi9P6broftjk/SHvi+p7WpMdnBllnad9xte041vioxnrUSEtzzgps3yjtGvSdi6NCtVqNxCgl4Y7NBW3DsIve5704AiPLSSJauk6X8DAqnNdFmhZxQpivgOYqTz533N/Md076MEz9/DBzz3es9N++cy+N8BMmbPsa5fc5q+uHfZTtO69CvQ/t1t8+7p20fT8Ohn0uGfAwA+Dzrn4mTX2aCPveG2UbBsF5WojDIC2zSro/THnDII6xDPqu6/4g4zLMc8PiNNpzVtfPKBjPaWEQGnicdHMUa0vjXB5HWK/XT7sJY4wxxhhjjBFBWt50Ln3A+/v7eOGFF/Dggw/i+vXrqWzuY0TBpCbjcRwO43EcDcbjODqMx3I08BnHMAxRr9dx6dIlTEz467Xn0gQ9MTGBy5cvA8CRxBxjDIbxOI4G43EcDcbjODqMx3I0SBrHQQKDz6UJeowxxhhjjDHOO8YMeIwxxhhjjDFOAeeWAWezWXz84x9HNps97aaca4zHcTQYj+NoMB7H0WE8lqPBcY7juQzCGmOMMcYYY4zzjnOrAY8xxhhjjDHGecaYAY8xxhhjjDHGKWDMgMcYY4wxxhjjFDBmwGOMMcYYY4xxChgz4DHGGGOMMcY4BZxLBvwbv/EbeM1rXoNcLodHHnkEf/AHf3DaTTpT+D//5//gL//lv4xLly4hCAL81m/9VuR+GIb4pV/6JVy8eBH5fB6PPvoofvjDH0ae2drawuOPP45yuYxKpYK//bf/NhqNxgn24vTxiU98An/6T/9plEolLC8v46/9tb+GF154IfJMu93GE088gYWFBRSLRbznPe/BrVu3Is9cu3YNjz32GAqFApaXl/HRj34U/X7/JLtyqvjUpz6Fhx56yGQSunr1Kn73d3/X3B+P4WD45Cc/iSAI8OEPf9hcG4+lH375l38ZQRBEft74xjea+yc2jslHBp8tfPaznw0zmUz4H//jfwy/+93vhn/37/7dsFKphLdu3Trtpp0ZfOELXwj/0T/6R+F//+//PQQQfv7zn4/c/+QnPxnOzs6Gv/VbvxX+0R/9UfhX/spfCV/72teGrVbLPPMX/+JfDN/61reGX//618P/+3//b/j6178+/Lmf+7kT7snp4l3velf46U9/OvzOd74TPvfcc+Ff+kt/Kbxy5UrYaDTMM+9///vDe++9N3zqqafCb33rW+Gf+TN/Jvyzf/bPmvv9fj9885vfHD766KPht7/97fALX/hCuLi4GH7sYx87jS6dCv7n//yf4e/8zu+EP/jBD8IXXngh/If/8B+G09PT4Xe+850wDMdjOAj+4A/+IHzNa14TPvTQQ+GHPvQhc308ln74+Mc/Hr7pTW8KV1dXzc/t27fN/ZMax3PHgN/xjneETzzxhPl/b28vvHTpUviJT3ziFFt1dqEZ8P7+fnjhwoXwn//zf26u7ezshNlsNvyv//W/hmEYht/73vdCAOE3v/lN88zv/u7vhkEQhK+++uqJtf2sYX19PQQQPv3002EYHozb9PR0+LnPfc488yd/8ichgPCZZ54Jw/BAGJqYmAjX1tbMM5/61KfCcrkcdjqdk+3AGcLc3Fz47//9vx+P4QCo1+vhG97whvDJJ58M//yf//OGAY/H0h8f//jHw7e+9a3Weyc5jufKBN3tdvHss8/i0UcfNdcmJibw6KOP4plnnjnFlp0fvPTSS1hbW4uM4ezsLB555BEzhs888wwqlQre/va3m2ceffRRTExM4Bvf+MaJt/msoFqtAgDm5+cBAM8++yx6vV5kLN/4xjfiypUrkbF8y1vegpWVFfPMu971LtRqNXz3u989wdafDezt7eGzn/0sms0mrl69Oh7DAfDEE0/gsccei4wZMJ6PafHDH/4Qly5dwv3334/HH38c165dA3Cy43iuTkPa2NjA3t5epNMAsLKygu9///un1KrzhbW1NQCwjiHvra2tYXl5OXJ/amoK8/Pz5pm7Dfv7+/jwhz+MP/fn/hze/OY3AzgYp0wmg0qlEnlWj6VtrHnvbsHzzz+Pq1evot1uo1gs4vOf/zwefPBBPPfcc+MxTIHPfvaz+MM//EN885vfPHJvPB/98cgjj+Azn/kMHnjgAayuruJXfuVX8FM/9VP4zne+c6LjeK4Y8BhjnBaeeOIJfOc738FXvvKV027KucQDDzyA5557DtVqFf/tv/03vO9978PTTz992s06V7h+/To+9KEP4cknn0Qulzvt5pxrvPvd7zZ/P/TQQ3jkkUdw33334Td/8zeRz+dPrB3nygS9uLiIycnJI9Fot27dwoULF06pVecLHKe4Mbxw4QLW19cj9/v9Pra2tu7Kcf7gBz+I3/7t38bv//7v45577jHXL1y4gG63i52dncjzeixtY817dwsymQxe//rX4+GHH8YnPvEJvPWtb8W/+lf/ajyGKfDss89ifX0dP/mTP4mpqSlMTU3h6aefxq//+q9jamoKKysr47EcEJVKBT/xEz+BH/3oRyc6J88VA85kMnj44Yfx1FNPmWv7+/t46qmncPXq1VNs2fnBa1/7Wly4cCEyhrVaDd/4xjfMGF69ehU7Ozt49tlnzTNf+tKXsL+/j0ceeeTE23xaCMMQH/zgB/H5z38eX/rSl/Da1742cv/hhx/G9PR0ZCxfeOEFXLt2LTKWzz//fESgefLJJ1Eul/Hggw+eTEfOIPb399HpdMZjmALvfOc78fzzz+O5554zP29/+9vx+OOPm7/HYzkYGo0GfvzjH+PixYsnOycHCiE7RXz2s58Ns9ls+JnPfCb83ve+F/69v/f3wkqlEolGu9tRr9fDb3/72+G3v/3tEED4a7/2a+G3v/3t8JVXXgnD8GAbUqVSCf/H//gf4R//8R+Hf/Wv/lXrNqQ/9af+VPiNb3wj/MpXvhK+4Q1vuOu2IX3gAx8IZ2dnwy9/+cuR7Qq7u7vmmfe///3hlStXwi996Uvht771rfDq1avh1atXzX1uV/jpn/7p8Lnnngu/+MUvhktLS3fVto9f/MVfDJ9++unwpZdeCv/4j/84/MVf/MUwCILw937v98IwHI/hMJBR0GE4HktffOQjHwm//OUvhy+99FL41a9+NXz00UfDxcXFcH19PQzDkxvHc8eAwzAM//W//tfhlStXwkwmE77jHe8Iv/71r592k84Ufv/3fz8EcOTnfe97XxiGB1uR/vE//sfhyspKmM1mw3e+853hCy+8ECljc3Mz/Lmf+7mwWCyG5XI5/Jt/82+G9Xr9FHpzerCNIYDw05/+tHmm1WqFP//zPx/Ozc2FhUIh/Jmf+ZlwdXU1Us7LL78cvvvd7w7z+Xy4uLgYfuQjHwl7vd4J9+b08Lf+1t8K77vvvjCTyYRLS0vhO9/5TsN8w3A8hsNAM+DxWPrhve99b3jx4sUwk8mEly9fDt/73veGP/rRj8z9kxrH8XnAY4wxxhhjjHEKOFc+4DHGGGOMMca4UzBmwGOMMcYYY4xxChgz4DHGGGOMMcY4BYwZ8BhjjDHGGGOcAsYMeIwxxhhjjDFOAWMGPMYYY4wxxhingDEDHmOMMcYYY4xTwJgBjzHGGGOMMcYpYMyAxxhjjDHGGOMUMGbAY4wxxhhjjHEKGDPgMcYYY4wxxjgF/P/KHZwTScrJIgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "output_image = io.imread(\"output/final_output.png\")\n",
    "io.imshow(output_image)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.10 ('.venv': venv)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  },
  "vscode": {
   "interpreter": {
    "hash": "9b4ab1155d0cd1042497eb40fd55b2d15caf4b3c0f9fbfcc7ba4404045d40f12"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
