{
 "cells": [
  {
   "attachments": {
    "neptune-ml-diagram.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "2dcf19b7",
   "metadata": {},
   "source": [
    "# Real-Time Fraud Detection Using Inductive Inference \n",
    "\n",
    "In this notebook, we are going to show how to perform real-time fraud detection using Neptune ML. \n",
    "\n",
    "[Neptune ML](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html) is a feature of Amazon Neptune that enables users to automate the creation, management, and usage of Graph Neural Network (GNN) machine learning models using the graph data stored in Amazon Neptune.  Neptune ML is built using [Amazon SageMaker](https://aws.amazon.com/sagemaker/) and [Deep Graph Library](https://www.dgl.ai/) and provides a simple and easy-to-use mechanism to build, train, and maintain these models. Then, you can use the predictive capabilities of these models within a Gremlin or SPARQL query to predict elements or property values in the graph.\n",
    "\n",
    "For this tutorial, we are going to see how we can build a real-time fraud detection solution using **real-time inductive inference** and a common graph machine learning task known as **node classification**. \n",
    "\n",
    "With the release of Neptune version 1.2.0.2, Neptune ML supports [real-time inductive inference](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning-overview.html#inductive-vs-transductive-inference), which applies data processing and model evaluation in real-time on new data that were added to the graph after the machine learning (ML) model training process. Node classification is a machine learning task where a model is learned to predict a property of the nodes in a graph.  Specifically, nodes with existing properties are used as training examples to learn a model that can then predict that property for other nodes in the graph.  Here, the property we're trying to predict is whether or not the node is an instance of fraud. While many ML approaches can be used to tackle this problem, the GNN models of Neptune ML are unique because they use both the graph structure and  node properties to make predictions. Traditionally, non-graph methods like XGBoost do not use graph structure and therefore do not get benefits from relationships with known fraud. Non-GNN graph methods like Label Propagation only use graph structure and do not use node properties, so these methods cannot benefit from other information we have about the entities in the graph (e.g., a property such as credit card country). \n",
    "\n",
    "Neptune ML uses a four-step process to automate the process of creating production-ready GNN models:\n",
    "\n",
    "1. **Load Data** - Data is loaded into a Neptune cluster using any of the normal methods such as the Gremlin drivers or using the Neptune Bulk Loader.\n",
    "2. **Export Data** - A service call is made specifying the machine learning model type and model configuration parameters.  The data and model configuration parameters are then exported from a Neptune cluster to an S3 bucket.\n",
    "3. **Model Training** - A set of service calls are made to pre-process the exported data, train the machine learning model, and then generate an Amazon SageMaker endpoint that exposes the model.\n",
    "4. **Run Queries** - The final step is to use this inference endpoint within our Gremlin queries to infer data using the machine learning model.\n",
    "\n",
    "The diagram below shows the typical Neptune ML workflow. The steps of data processing, model training, and endpoint creation are all handled by Neptune ML for the customer.\n",
    "\n",
    "![neptune-ml-diagram.png](attachment:neptune-ml-diagram.png)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d00df592",
   "metadata": {},
   "source": [
    "First, let's install some required packages and make sure the neptune_ml_utils.py script is accessible. \n",
    "\n",
    "The neptune_ml_utils.py script contains utility functions that we use to ensure that the Neptune cluster is configured for Neptune ML and to load the node embeddings for visualization after model training."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bd9e49f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install -q scikit-learn umap-learn matplotlib\n",
    "!cp ../neptune_ml_utils.py ."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b37637c1",
   "metadata": {},
   "source": [
    "## The dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f359ffb",
   "metadata": {},
   "source": [
    "This notebook demonstrates how to use Neptune ML to perform fraud detection using the [IEEE CIS dataset](https://www.kaggle.com/c/ieee-fraud-detection/data). The dataset contains Transaction and Identity tables, both having transaction ID as the primary key column. The tables have many anonymized columns, defining the relationships of the transaction records with cards, devices, products and other identifiers as shown by the figure below."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f4baa97",
   "metadata": {},
   "source": [
    "The transaction table has a binary column indicating wheather a transaction is fraudulent. There are about 20000 transactions that are labelled as fraudulent and around 570000 transactions that are labelled as not fraudulent. "
   ]
  },
  {
   "attachments": {
    "IEEE-CIS-3.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "b30739cb",
   "metadata": {},
   "source": [
    "![IEEE-CIS-3.png](attachment:IEEE-CIS-3.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d7741d1",
   "metadata": {},
   "source": [
    "## Loading the data from S3\n",
    "\n",
    "In this section, we load the graph data from a S3 bucket containing the CSV files that are the results of converting the Kaggle dataset to pre-formatted graph data that can be stored in Amazon Neptune. Due to the size of the dataset, we recommend using Neptune serverless or instance type R5.4xlarge. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92b482cc",
   "metadata": {},
   "source": [
    "Import the ML utility and check if ML is enabled."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "161c9289",
   "metadata": {},
   "outputs": [],
   "source": [
    "import neptune_ml_utils as neptune_ml\n",
    "neptune_ml.check_ml_enabled()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b32071fc",
   "metadata": {},
   "source": [
    "Prior to loading the data, we need to upload the files in CSV format to a S3 bucket in the same region as the cluster. See [Load Data Formats](https://docs.aws.amazon.com/neptune/latest/userguide/bulk-load-tutorial-format.html) for more information. Then we can use the %load line magic to call Neptune bulk loader to load the data into Neptune. The following command assumes that the region is us-east-1. Change the S3 bucket to s3://neptuneml-data/ieee-cis/ if the region is us-west-2. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0f84b880",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "%load -s s3://neptuneml-data-us-east-1/ieee-cis/ -f csv -p OVERSUBSCRIBE --run"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2988589",
   "metadata": {},
   "source": [
    "## The fraud graph data model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02cb5aa8",
   "metadata": {},
   "source": [
    "The graph data model contains 7 types of nodes, and 3 types of edges.\n",
    "\n",
    "Nodes:\n",
    "- Transaction\n",
    "- Identifier\n",
    "- Device\n",
    "- Card\n",
    "- Address\n",
    "- Email\n",
    "- Product"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42b2427d",
   "metadata": {},
   "source": [
    "Edges:\n",
    "- identified_by: Transaction -> Identifier\n",
    "- associated_with: Transaction -> Device\n",
    "- purchased_by: Transaction -> Card"
   ]
  },
  {
   "attachments": {
    "Screen%20Shot%202022-10-13%20at%204.38.12%20PM.png": {
     "image/png": 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peGVsWERpbWVuc2lvbj4KICAgICAgICAgPGV4aWY6VXNlckNvbW1lbnQ+U2NyZWVuc2hvdDwvZXhpZjpVc2VyQ29tbWVudD4KICAgICAgPC9yZGY6RGVzY3JpcHRpb24+CiAgIDwvcmRmOlJERj4KPC94OnhtcG1ldGE+CuNqZW8AAAAcaURPVAAAAAIAAAAAAAACLgAAACgAAAIuAAACLgAA55zEJxXcAABAAElEQVR4AezdB5gUVbbA8dMMOUcJiiAZJKiISlJQZFFBRAyAyBpYXQUVTAsY1oSKoijIUzGgElaiAgZAFEkmQAERREByVnJO/c4tmGGamZ7p3BX+9X293V11695zfjXPeXO4Vdfn103YEEAAAQQQQAABBBBAAAEEEEAAAQQQQMCRAj4KfI68bgSNAAIIIIAAAggggAACCCCAAAIIIICAJUCBjx8EBBBAAAEEEEAAAQQQQAABBBBAAAEEHCxAgc/BF4/QEUAAAQQQQAABBBBAAAEEEEAAAQQQoMDHzwACCCCAAAIIIIAAAggggAACCCCAAAIOFqDA5+CLR+gIIIAAAggggAACCCCAAAIIIIAAAghQ4ONnAAEEEEAAAQQQQAABBBBAAAEEEEAAAQcLUOBz8MUjdAQQQAABBBBAAAEEEEAAAQQQQAABBCjw8TOAAAIIIIAAAggggAACCCCAAAIIIICAgwUo8Dn44hE6AggggAACCCCAAAIIIIAAAggggAACFPj4GUAAAQQQQAABBBBAAAEEEEAAAQQQQMDBAhT4HHzxCB0BBBBAAAEEEEAAAQQQQAABBBBAAAEKfPwMIIAAAggggAACCCCAAAIIIIAAAggg4GABCnwOvniEjgACCCCAAAIIIIAAAggggAACCCCAAAU+fgYQQAABBBBAAAEEEEAAAQQQQAABBBBwsAAFPgdfPEJHAAEEEEAAAQQQQAABBBBAAAEEEECAAh8/AwgggAACCCCAAAIIIIAAAggggAACCDhYgAKfgy8eoSOAAAIIIIAAAggggAACCCCAAAIIIECBj58BBBBAAAEEEEAAAQQQQAABBBBAAAEEHCxAgc/BF4/QEUAAAQQQQAABBBBAAAEEEEAAAQQQoMDHzwACCCCAAAIIIIAAAggggAACCCCAAAIOFqDA5+CLR+gIIIAAAggggAACCCCAAAIIIIAAAghQ4ONnAAEEEEAAAQQQQAABBBBAAAEEEEAAAQcLUOBz8MUjdAQQQAABBBBAAAEEEEAAAQQQQAABBCjw8TOAAAIIIIAAAggggAACCCCAAAIIIICAgwUo8Dn44hE6AggggAACCCCAAAIIIIAAAggggAACFPj4GUAAAQQQQAABBBBAAAEEEEAAAQQQQMDBAhT4HHzxCB0BBBBAAAEEEEAAAQQQQAABBBBAAAEKfPwMIIAAAggggAACCCCAAAIIIIAAAggg4GABCnwOvniEjgACCCCAAAIIIIAAAggggAACCCCAAAU+fgYQQAABBBBAAAEEEEAAAQQQQAABBBBwsAAFPgdfPEJHAAEEEEAAAQQQQAABBBBAAAEEEECAAh8/AwgggAACCCCAAAIIIIAAAggggAACCDhYgAKfgy8eoSOAAAIIIIAAAggggAACCCCAAAIIIECBj58BBBBAAAEEEEAAAQQQQAABBBBAAAEEHCxAgc/BF4/QEUAAAQQQSLzAJh1yq762ifh36Ls/ixByivhK6PEz9FVKXyWzaMshBBBAAAEEEEAAAQQQiFSAAl+kcpyHAAIIIICAKwW2aFamgKcvvxbxUj9b76agF+1WWjswBb+TL58p/JnPZn9RfbEhgAACCCCAAAIIIIBAuAIU+MIVoz0CCCCAAAKuETiumazUQt6v+r5YX7/r64i+krUV1oHP1Vl/dfW9jr5M0Y8NAQQQQAABBBBAAAEEshOgwJedEMcRQAABBBBwlcBGzWZRuqLefhtnZ2b2abHPZ4p9puhX0MaxEhoCCCCAAAIIIIAAAskToMCXPHtGRgABBBBAIEEC67SgN0fH+k5f5hl6TtxyaNC1tNjXSN/Nq4ATkyBmBBBAAAEEEEAAAQTiIkCBLy6sdIoAAggggECyBQ5oAF9rYU9fsj7ZwcRh/PO12NdC+70oDn3TJQIIIIAAAggggAACzhKgwOes60W0CCCAAAIIZCNgZut9rm1m6etwNm3dcFhv4/VdrYlcrq98bkiIHBBAAAEEEEAAAQQQCFuAAl/YZJyAAAIIIICA3QT8GtBPWtj7Ut9/s1twCYonj45zmRb7rtH3cgkak2EQQAABBBBAAAEEELCHAAU+e1wHokAAAQQQQCBCgcla2Jug5/4V4fluPO0CLfTdpIlVdmNy5IQAAggggAACCCCAQAYBCnwZSNiBAAIIIICA3QWOa4AztLA3Vt+32j3YJMZ3oRb6Our4ZycxBoZGAAEEEEAAAQQQQCD+AhT44m/MCAgggAACCMRQ4A8t7L2p/blx4YwYMqV15dNPV2ihr7O+s/JuGgsfEEAAAQQQQAABBFwlQIHPVZeTZBBAAAEE3CuwRwt7H2l6OnNPzDP32MITKKxFvlv0lOb6MkU/NgQQQAABBBBAAAEE3CNAgc8915JMEEAAAQRcKWCKeV9rTW+Evu91ZYaJTaqa1vfu1SHPTOywjIYAAggggAACCCCAQBwFKPDFEZeuEUAAAQQQiE5gkxb2BmkXy6PrhrNPE8ip39tqoa+9vuc67RhfEUAAAQQQQAABBBBwngAFPuddMyJGAAEEEPCEwGcnZ+0d9US2yUmynBb5HtGhz0rO8IyKAAIIIIAAAggggECMBCjwxQiSbhBAAAEEEIiNgHnW3uva1cLYdEcv2Qjk1iLfbdrmymzacRgBBBBAAAEEEEAAAfsKUOCz77UhMgQQQAABzwn8psW91zTrnZ7LPPkJX3Ly2Xz5kh8KESCAAAIIIIAAAgggEKYABb4wwWiOAAIIIIBA7AV0IQ3/OO12jL6Ox757egxR4Awt8vXStuVDbE8zBBBAAAEEEEAAAQTsIUCBzx7XgSgQQAABBDwrsF+Le69q9tySa5sfAV93DeUy24RDIAgggAACCCCAAAIIZCdAgS87IY4jgAACCCAQN4EdWtx7SnvfGLcR6DhSgZt0Nt+NkZ7MeQgggAACCCCAAAIIJFSAAl9CuRkMAQQQQACBVIG1Wtx7Vr/wvL1UEfu9N9Ui330als9+oRERAggggAACCCCAAALpBCjwpcPgIwIIIIAAAokRMItpvKhDHUzMcIwShUA9re/9R8/PFUUfnIoAAggggAACCCCAQHwFKPDF15feEUAAAQQQOE3gJy3uDdB9R0/bz1f7ClTVIt/jGl5++4ZIZAgggAACCCCAAAKeFqDA5+nLT/IIIIAAAokV+EaLe28mdkhGi5GArqzre1r7KhSj/ugGAQQQQAABBBBAAIHYCVDgi50lPSGAAAIIIJCFwHda3HtNj/uzaMMhewtUPFnkYyafva8T0SGAAAIIIIAAAt4ToMDnvWtOxggggAACCRf4Ret65pl7xxM+MgPGWqDKySJf7lh3TH8IIIAAAggggAACCEQsQIEvYjpORAABBBBAIBSBpVrcezKUhrRxjMB5WuR7zDHREigCCCCAAAIIIICA+wUo8Ln/GpMhAggggEDSBP7W4t7DOvrepEXAwPESaKNFvi7x6px+EUAAAQQQQAABBBAIS4ACX1hcNEYAAQQQQCBUgUNa3OuljdeHegLtnCbg664RX+a0qIkXAQQQQAABBBBAwIUCFPhceFFJCQEEEEDABgLWM/fm2yAQQoirgO857b56XIegcwQQQAABBBBAAAEEshOgwJedEMcRQAABBBAIV8D/gZ7xebhn0d6RAgX1Vt2XNPJSjoyeoBFAAAEEEEAAAQTcIUCBzx3XkSwQQAABBGwj8K3emjvYNtEQSCIEymqRr58OlC8RgzEGAggggAACCCCAAAIZBCjwZSBhBwIIIIAAApEKrNXi3qN68rFIO+A8xwo01iJfD8dGT+AIIIAAAggggAACzhagwOfs60f0CCCAAAK2EdCinv8hjWaDbSIikAQL+Exxt0GCB2U4BBBAAAEEEEAAAQT035r9ugGBAAIIIIAAAlEK+IdrBxOi7ITTnS1gnsf3hqZQwNlpED0CCCCAAAIIIICA4wQo8DnukhEwAggggID9BFbo7L3e9guLiJIg0EiLfD2TMC5DIoAAAggggAACCHhZgAKfl68+uSOAAAIIxEDguBb3HtZ+1sWgL7pwhYDvcU2jnitSIQkEEEAAAQQQQAABZwhQ4HPGdSJKBBBAAAG7Cvg/0chG2jU64kqKQAmdxTdIR86VlNEZFAEEEEAAAQQQQMB7AhT4vHfNyRgBBBBAIGYCW3X2XreY9UZHbhK4Vot8t7opIXJBAAEEEEAAAQQQsLEABT4bXxxCQwABBBCwuYC/nwY4z+ZBEl5yBHJogW+gDl06OcMzKgIIIIAAAggggICnBCjweepykywCCCCAQOwEFuvsvadj1x09uVBAn8NnPY/PhamREgIIIIAAAggggICtBCjw2epyEAwCCCCAgGME/PdpqJsdEy6BJknAZ1ZXviBJgzMsAggggAACCCCAgFcEKPB55UqTJwIIIIBADAUm6+y992LYH125V6CczuJ7TdPzuTdFMkMAAQQQQAABBBBIugAFvqRfAgJAAAEEEHCWwCEt7v1bQ97rrLCJNnkCPrMQS7Pkjc/ICCCAAAIIIIAAAq4XoMDn+ktMgggggAACMRXwj9HuRse0Szpzu0AJncA3WJNMcXui5IcAAggggAACCCCQJAEKfEmCZ1gEEEAAAScKHNHZe3dq4AecGDwxJ1PAd5eOfmUyI2BsBBBAAAEEEEAAARcLUOBz8cUlNQQQQACBWAt8pgW+D2PdKf15QqC0zuJ7wxOZkiQCCCCAAAIIIIBA4gUo8CXenBERQAABBBwp4D/57L3tjoyeoG0gwIq6NrgIhIAAAggggAACCLhTgAKfO68rWSGAAAIIxFzgey3wvRrzXunQSwL1dBbf415KmFwRQAABBBBAAAEEEiRAgS9B0AyDAAIIIOBwAX9fTWCBw5Mg/OQK+LTA97aGUCy5YTA6AggggAACCCCAgOsEKPC57pKSEAIIIIBA7AV26uw9s0iC3qbLhkBUAjdrke+GqHrgZAQQQAABBBBAAAEEThegwHe6CN8RQAABBBA4XcA/Xvf87/S9fEcgAoEztMA3OILzOAUBBBBAAAEEEEAAgeACFPiC23AEAQQQQACBEwL++/R9MxoIxEbA95z2Uz02fdELAggggAACCCCAAAIqQIGPHwMEEEAAAQSyFFihd+b2zrIFBxEIT+Af+v+BdQ3vFFojgAACCCCAAAIIIJCFAAW+LHA4hAACCCCAgPiHKsIXQCAQQ4GCWuB7X/vTRTfYEEAAAQQQQAABBBCIgQAFvhgg0gUCCCCAgIsF/HdqcrtdnCCpJUXA10eHPT8pQzMoAggggAACCCCAgPsEKPC575qSEQIIIIBAzASW6e25j8esNzpC4JRAS53A969TX/mEAAIIIIAAAggggEAUAhT4osDjVAQQQAABlwv4R2mCY12eJOklR6CkFvjeTM7QjIoAAggggAACCCDgOgEKfK67pCSEAAIIIBAzAX8v7WplzLqjIwQCBHwD9WvZgF18QQABBBBAAAEEEEAgEgEKfJGocQ4CCCCAgAcE9urtubd7IE9STJqAzzzfsVXShmdgBBBAAAEEEEAAAfcIUOBzz7UkEwQQQACBmAr8pAW+l2PaI50hECjQSG/T7Rm4i28IIIAAAggggAACCEQgQIEvAjROQQABBBDwgID/I01ykgcSJcXkCRTXAt/byRuekRFAAAEEEEAAAQRcI0CBzzWXkkQQQAABBGIq4O+t3a2IaZd0hkAGAd9g3XVGht3sQAABBBBAAAEEEEAgHAEKfOFo0RYBBBBAwDsC/hu9kyuZJk/AukVXb9VlQwABBBBAAAEEEEAgCgEKfFHgcSoCCCCAgFsFVuvz9x5xa3LkZSuB9nqbbgdbRUQwCCCAAAIIIIAAAs4ToMDnvGtGxAgggAACcReYqQW+QXEfhQEQEGmgBb5HgUAAAQQQQAABBBBAICoBCnxR8XEyAggggIArBfzDNa0JrkyNpOwmUEYLfBST7XZViAcBBBBAAAEEEHCaAAU+p10x4kUAAQQQiL+A/0UdY378x2EEBIyAbwwOCCCAAAIIIIAAAghEJUCBLyo+TkYAAQQQcKWAv6emtd6VqZGUDQV8AzWosjYMjJAQQAABBBBAAAEEnCJAgc8pV4o4EUAAAQQSJ+DvpGMdSdx46UbasuWgTJ++Wfx+kQoVCkijRqXSHXXmxyefXCjjxq+VXxe1kRw5wsth48YDsmjRDtm796iULJlHSpXKKxUrFpACBXJm2pFp3/zyr+Thh2rKv/5VNdM2ttvpe0JDqmu7sAgIAQQQQAABBBBAwDkCFPicc62IFAEEEEAgIQK7dIGNriGPtGPHYfn003Vy7JhW5IJs9esXl/PPLx7kaODuqVM3ySOPzpdVqw5JmzalZcTwJoENkvBt8eKd4vP55Nxzi0Q0+p13fi/vD90gR4+0l5QUX8h9vPHGMrnv/l+t9medlSLr1x+zPlerlluW/X5tpv38+edeqVxlsvR9rob06VM70za22+m7W0NqYbuwCAgBBBBAAAEEEEDAOQIU+JxzrYgUAQQQQCAhAqu0wBf6qqZLl+6Se7v9pAW+41Z0q1bttwpRTZsWSov21s6Vwp5NZma9rVq9V4Z91Ditn2R9uO/+uZIzp08GvHphRCH8978LZey48GbwrVu3X86u8IW8/FItuf32ylKiRB5r7N27j1jF1GLFcmcai5nBd2XLadKzR03p2rVKpm3st/NGfQ7fTfYLi4gQQAABBBBAAAEEHCNAgc8xl4pAEUAAAQQSI7BAC3x9Ix7q7beXy8ejVsv0b66MuA9zop0KfN20gGlm3g0c2CCqnMI5uW/fX2X0mDWy4JfWOnswnDOd2PYfWuALfdaoEzMkZgQQQAABBBBAAIH4ClDgi68vvSOAAAIIOE5gphb4BkUcdSQFvvXr94u5DbZu3WJSrlw+a+zsCnzHdcLgap3ht2zZbmt2W82aRaRQoZxB4zbtTaHMvA4dOi6//rpDdu48Iub24WCz4Uxn5rzu3bXApzP4Xn8tsMCX2l+wQc256bdQnr9nnj1oXk88sUBWrzEzGANvUQ7WR+p5qeNlF1tqO/NuPJYv3y1r1uyTihULStWqhSR37qwfFpia2+njrF69T/LkySFly564junHCf5ZZ2n6egQ/zBEEEEAAAQQQQAABBLIRoMCXDRCHEUAAAQS8JvC5Vpg+iDjpcAp8kyatl169f5ElSw6ljWeeLzdyRBOZMGFd0Ft0zXP67uz6g3UrcKFCPtmz58Tz/+7599ny4ovnS+HCudL6Mx8uuvgLmTt3v1xzTQkxtwt36Dg34Phtt5WTd4Y0tG7DTX+gdJnxsnXraVW69A3087SvmsgVV5Q5ba/IgAFL5cGHfgvYv39fO8mXLyVgX/ovK1bskarVpqTfleHznXecKe++2zBg/5EjfilRcnyagzn43yeryVNPZb1wxdGjfhk8eJn06LnY6i+95RuD6si//10t02cG1jvvM13446B1jrEb+n4j+fzzDZrvfPnjj8PW/vbtS1nFyazytRpa/6NxWgttnNrDJwQQQAABBBBAAAEEwhGgwBeOFm0RQAABBNwv4B+vOf4v4jxDLfBNnrxRrrr6O+n1n8ry4IO1dHXYPLJ580Hp99Jiee211VKrVh654ILiGZ7B9+67K+Rfdy2QRx6uJD30OXNmxt/hw8flq682WQUm86y8eXOvDiikmefZDRiwRAZov2Z7+616ctNNFa0VbU2RsfOt8+X5vjWkd+/ARSlMwW3PniPy7HO/WsW/3r0Cj6ek5BAzczBXroz30Jpn5a1cuccab9WqvdL+hp9k3952kj9/8AKfmRVnZjKa5xkOHPS7bNp0QF54/nyrj9T/KV++gLWabur31PfUWM33xx5fIBfWLyHPPFMv9XCm77d2maOF1M3yUr860lkLnwUL5hQT97Bhf0rvPoulw81nypAhl2Q4d+3affL334esGI19hbMLyAsvrtSZjhXk7ruqWguSdLpllvR78QJp1apchvMz7qikBb5+GXezBwEEEEAAAQQQQACBEAUo8IUIRTMEEEAAAa8ITNIZfB9FnGwoBb5t2w7JGaUnyaCBdbQoVD3DWM8/v1iLVL9r0alsQIFv5cq9UqXq5KDnbdlyUC5s8KXccXslefrpwOLW66//bs1UmzjhEl2d96yAMR/SmWeTp2yU3xa3Cdif+iXaZ/AtX75HqlWfkm2BL3U8837iFt19AfmnP57V5y7/nCMVKxTMssA3atQaaybjD983k4svLpmhuzlztkmTpjPkq6lNpEWLjDMUzQlm8ZBnnl1unTtpYkNp3frMDP2EtkPH970ZWlNaIYAAAggggAACCCCQiQAFvkxQ2IUAAggg4GWBqVrgeydigFAKfOPHr5UndJXcRQtbZ3oLqLnltFLlT+XSS0vJiOGnnkH3xhvLZJC+lv1+bdD4RoxYpTP5fpEtm68PaGMKfF9O3iCTv7wiYL/5MmPGFmnWfJb4j9+Q4ZjZ4cYC3/XtZ8iZZ+bXYmngcwXTA9x11w/Wir3vvRd4S3BqG1Pge+vtlVoEvFyfn1g0dXcE73m1wDcsgvM4BQEEEEAAAQQQQACBEwIU+PhJQAABBBBAIEDgWy3wDQ7YE86XUAp8991/4hl4WRWXzO2jx4/7Awp8d975vbw/dINUqhT4jL308e3de8x6bt6O7W2laNFT7UyBb8rUjfLF55enb259Tp2t5qUCX+rzBbOy/PPPI3qbdD6ZP++aDGZmhynwrdKFTj76UBfJiHbzjdQeTl2vaLvjfAQQQAABBBBAAAFvCVDg89b1JlsEEEAAgWwFftAC3yvZtgrWIJQC3733nliVNrsCnxlj2EenikcPPzxfZ+FtlGezebacOa9VqzMDnndHgc+onNrMQhm1axeV9teffWpnJp/y5cspV12V+XP0Ylvge19HL5RJBOxCAAEEEEAAAQQQQCB7AQp82RvRAgEEEEDAUwLztMAX+YIHoRT4xo5dqwtXLJJffm5tLXRxOq9Z3bV6jYlyySUlAmbwmdtv77n3Z9m65TrJmzf4YhWn92e+U+ALVDG3327eckAmTmgeeCCMb7Et8H2oI+cPY3SaIoAAAggggAACCCBwSoAC3ykLPiGAAAIIIKACC7TA1zdiiVAKfFu3HpTSZT6Tt96sJ3ffXTXDWP37L5FHHl0inTqVCSjwmRVez639mVzVqmymq7uajvx+zWDBdqlXr3hA8TCaAt+DD86TJUt3Zfr8vgzBZ7LDjots/Pzzdql/4TcyfFh9ueWWczKJWuTgwWNiYq9TJ/Pn68W2wMctupleBHYigAACCCCAAAIIhCRAgS8kJhohgAACCHhHYLFWyZ4OOV0z226pFr+OHj1unTN69Br54ssN8sHQRml9VNAVXYsXz5323XyYNGm9XNv2B3n6qWrSo0dNKVw4l+zYcVj69ftN+r20UqpVyy3nnFNAXnj+fKlSpbAUKpTTOn/WrK1y6WUzpV27UvJ83/OlevXC4vOJde7MmVt1VdeF8vPPB2TjhmukbNl81jlLluySd99dLrPnbJV3hjS0zkmdAbh9+2H55JO10vVfC2ThghZSo0ZhyZ07h3Ve6v98/PFq6dhpnlUMa9u2vBQsmFP27Dkqs2dvlQ8+XCk5c/oCCpH795vC2G7rGYKmj9Wr98n17X+UObMvk3z5Tsw8zJHDFxCHaXfgwDH5448T5w0c9Lts2nTAyt8cS92qVy8ScOux2W9WF969+3BqE12BeIGULp1X7r+vRtq+kiXzSvnygTPkUgupvXtVlp49a0mpUnmsAqkZ15g88+xvUrJkroDVhQ8fPi6rVu212g0YsETWrd8vfZ87L20ck1fVqoUzxJjWINgH35hgR9iPAAIIIIAAAggggEC2AhT4siWiAQIIIICAtwSWa4GvT8gp//TT33LxJdOzbN+ndxXp2/dUESi18bhxa+XR//wiZjGHM87IYS2OcdZZKTLq4yYydeomefqZP6ym/V+uJQ89VCv1NFm2bLfc2fV7mTNnj7WvUCGfFtx06p5uN954hjz+WN20VV03bz4oZct9Zh1L/Z9xYy+S608+e87Mzhvw2urUQ7oibBNp0aJM2nfz4bjWLnv3/lmLeautGNOP16ZNCXnyibpy4YUl0s55553lctfdC9O+B/vwxeeNAp5vZ25B7nzr/GDNrf2jRzXQHCsEtEldMCNg52lfGjTILz/9ePVpe0W+/HKj3Hb7DxnyMjl2vbOC9OpVW6+NrnJ7chs1ao106HhikZTUfae/f/jBBdKlS6XTd2fxXYu/vhFZHOcQAggggAACCCCAAAJZC1Dgy9qHowgggAACnhPYpAW++xOatZmBtmTJTi3KFZMKFQqEPLYp3pnZg/v3H9WZd0WkYsUCkpKi0/nitJlC3y+/bJfNmw/orMJCuppvIcmVK37jxSmNDN2avFbrarjG0swwrFmzSNrsxwyN47JDi6O+t+LSM50igAACCCCAAAIIeEOAAp83rjNZIoAAAgiELKCz4vx3hNyahghEL3COFvheir4bekAAAQQQQAABBBDwrAAFPs9eehJHAAEEEMhcQG919XfQQyeeqZd5G/YiEEuBulrgeyKWHdIXAggggAACCCCAgMcEKPB57IKTLgIIIIBACAL+rtpoVwgNaYJALAQu0wJf91h0RB8IIIAAAggggAACHhWgwOfRC0/aCCCAAAJZCPh768EVWTTgEAKxFLhBC3w3x7JD+kIAAQQQQAABBBDwmAAFPo9dcNJFAAEEEAhBwP+qNvo+hIY0QSAGAr57tZPmMeiILhBAAAEEEEAAAQS8KkCBz6tXnrwRQAABBIIL+IfrsQnBj3MEgVgK+J7S3s6NZY/0hQACCCCAAAIIIOAxAQp8HrvgpIsAAgggEIrANF1o4+1QGtIGgegFfOZnrXj0/dADAggggAACCCCAgGcFKPB59tKTOAIIIIBAcIHlWuDrE/wwRxCImUABff7eBzHrjY4QQAABBBBAAAEEvClAgc+b152sEUAAAQSyFDimBb4OWbbgIAKxEaijBb4nY9MVvSCAAAIIIIAAAgh4VoACn2cvPYkjgAACCGQp4H9AD2/MsgkHEYheoI0W+LpE3w09IIAAAggggAACCHhagAKfpy8/ySOAAAIIBBXwv66HZgc9zAEEYiLg66ndNIpJV3SCAAIIIIAAAggg4F0BCnzevfZkjgACCCCQpcAXepvu0CxbcBCBqAV8b2oXJaPuhg4QQAABBBBAAAEEvC1Agc/b15/sEUAAAQSCCqzQAl/voEc5gED0AoX09tz3o++GHhBAAAEEEEAAAQQ8L0CBz/M/AgAggAACCGQuYBba6KyHjmZ+mL0IRC1wiRb4Hoq6FzpAAAEEEEAAAQQQQIACHz8DCCCAAAIIBBPwP61HFgc7yn4EohPw3annt4quD85GAAEEEEAAAQQQQEAFKPDxY4AAAggggEBQgQk6i2940KMcQCAqAd8QPb1YVF1wMgIIIIAAAggggAACRoACHz8HCCCAAAIIBBVYowW+h4Me5QACkQuU1f8vbGDkp3MmAggggAACCCCAAALpBCjwpcPgIwIIIIAAAhkE/Hfrru0ZdrMDgegErtYC3+3RdcHZCCCAAAIIIIAAAgicFKDAx48CAggggAACWQn4zSqnX2bVgmMIhC/ge07PqR7+eZyBAAIIIIAAAggggEAmAhT4MkFhFwIIIIAAAqcEluttun1OfeUTAlELlNDZe29F3QsdIIAAAggggAACCCCQKkCBL1WCdwQQQAABBIIJ+O/RI38FO8p+BMIUaK8Fvg5hnkNzBBBAAAEEEEAAAQSCC1DgC27DEQQQQAABBE4I+Efr+xg0EIiNgO8N7ad0bPqiFwQQQAABBBBAAAEEVIACHz8GCCCAAAIIZCuwTW/TvTfbVjRAIHsBfe6e9fy97FvSAgEEEEAAAQQQQACBUAUo8IUqRTsEEEAAAW8L+J/U/Jd624DsoxfwmVWZW0TfDz0ggAACCCCAAAIIIJBOgAJfOgw+IoAAAgggEFzgG53F92bwwxxBIFuBXDp7b6i2ypNtSxoggAACCCCAAAIIIBCOAAW+cLRoiwACCCDgYYHDWuAzs6/2etiA1KMT0Jl71gy+6HrhbAQQQAABBBBAAAEEThegwHe6CN8RQAABBBAIJuAfqUc+CXaU/QhkIeDT4t7rerxsFm04hAACCCCAAAIIIIBAZAIU+CJz4ywEEEAAAU8K7Do5i++YJ7Mn6WgE6muBr1c0HXAuAggggAACCCCAAAJBBSjwBaXhAAIIIIAAApkI+P9Pd07P5AC7EMhCwPesHqyRRQMOIYAAAggggAACCCAQuQAFvsjtOBMBBBBAwJMC23UWXzfN/KgnsyfpSATO19l7fSI5kXMQQAABBBBAAAEEEAhJgAJfSEw0QgABBBBAIJ2A/wP98nm6HXxEIJhADi3u9deD5YM1YD8CCCCAAAIIIIAAAlELUOCLmpAOEEAAAQS8J7Dn5Cy+A95LnYzDFLhMC3zdwzyH5ggggAACCCCAAAIIhCdAgS88L1ojgAACCCBwUmCCFvmGo4FAFgJ5tLj3hh4vmkUbDiGAAAIIIIAAAgggEL0ABb7oDekBAQQQQMCTArqSrr+HZr7Zk9mTdCgCnbTA1y6UhrRBAAEEEEAAAQQQQCAqAQp8UfFxMgIIIICAtwXma5HvRW8TkH0QgZInZ++lBDnObgQQQAABBBBAAAEEYidAgS92lvSEAAIIIOBFAX9fzXqBFzMn56wEfE/q0TpZteAYAggggAACCCCAAAIxE6DAFzNKOkIAAQQQ8KbAdp3F94CmftCb6ZN1JgJNdfbe/ZnsZxcCCCCAAAIIIIAAAvERoMAXH1d6RQABBBDwlMAXWuQb6qmMSTaYQH4t7g3WgwWDNWA/AggggAACCCCAAAIxF6DAF3NSOkQAAQQQ8KSA39ySudSTqZN0OgFfT/3SKN0OPiKAAAIIIIAAAgggEH8BCnzxN2YEBBBAAAFPCPyts/ge1kz3eiJbksxM4HKdvXdPZgfYhwACCCCAAAIIIIBAXAUo8MWVl84RQAABBLwl8LMW+V7wVspke1KgrBb3XtHPuRBBAAEEEEAAAQQQQCDhAhT4Ek7OgAgggAACrhbwv6/pfenqFEnudIHcWtzrpzvPOv0A3xFAAAEEEEAAAQQQSIgABb6EMDMIAggggIB3BI7pLL7HNN2V3knZ65n6HlGBi7yuQP4IIIAAAggggAACSRSgwJdEfIZGAAEEEHCrwA4t8j2kye1xa4LklSZwlc7euyPtGx8QQAABBBBAAAEEEEiGAAW+ZKgzJgIIIICABwR0RV1rZV0PpOrZFGtpce9pz2ZP4ggggAACCCCAAAL2EaDAZ59rQSQIIIAAAq4TmKJFvnddlxUJGYGSWtzrr+8F4EAAAQQQQAABBBBAIOkCFPiSfgkIAAEEEEDA1QL+IZreV65O0XvJ5dXi3oua9pneS52MEUAAAQQQQAABBGwpQIHPlpeFoBBAAAEEXCXgf17T+cVVKXk6Gd/jmn49TxOQPAIIIIAAAggggIC9BCjw2et6EA0CCCCAgCsFjuituuZZbctcmZ13ksqhM/ce1nQbeCdlMkUAAQQQQAABBBBwhAAFPkdcJoJEAAEEEHC+wEEt8j2haax2fiqezMCnxb0emnkjT2ZP0ggggAACCCCAAAL2FqDAZ+/rQ3QIIIAAAq4S2K9Fvuc0o+Wuysr9yaRoce9+TZPinvuvNRkigAACCCCAAALOFKDA58zrRtQIIIAAAo4VMLfr9tPoFzo2A28FnluLe//RlOt6K22yRQABBDwhcFiz3KavrSfe/TuzyTqn/k4opW3O0Jd5L55New4jgAACiROgwJc4a0ZCAAEEEEDglIB/oH6edeo7n2woUED/kOujcVWzYWyEhAACCCAQmsAmbWYKePrypxbzThb0JLuCXigjlNVGpuB3sujnS/1s3ouE0gFtEEAAgZgIUOCLCSOdIIAAAgggEIGA/2M9aVwEJ3JK/AVKanHPLIxi/kBjQwABBBBwhsAxDfMPLeT9qu+L9WUeiXFUX8naiurAdfT3iZkFblZfL5asQBgXAQQ8IECBzwMXmRQRQAABBOwsMF3/EHlLAzxu5yA9Fltl/WPsMc25kMfyJl0EEEDAiQJrNehFJ4t6S/SzLmpl262cRqbFPp8W/UzhT/LZNlICQwAB5wlQ4HPeNSNiBBBAAAHXCSzVP0z6a1a7XZeZ8xK6Uv/wul3DzuW80IkYAQQQ8IzASv29+Z1ma15/OTRrXcDJKvY10veL9UWxz6EXkrARsI0ABT7bXAoCQQABBBDwtsAu/WNlgBL85m2GpGWfVwt7d+voTZIWAQMjgAACCGQlsFcPTtPflV/r++asGjr0WEP9PdRSY6/t0PgJGwEEki1AgS/ZV4DxEUAAAQQQSC/gH63fxqTfw+e4C1TUP6oe1FHMg9LZEEAAAQTsJWBm632uIXllYaqz9HfS1ZrvpfrKY69LQTQIIGBrAQp8tr48BIcAAggg4E2BZfrHzCua+g5vpp/QrPWPKF9nHZFbchPKzmAIIIBAlgJmsQy9/db/pb6bhTK8uOXXpC8/Wewr5UUAckYAgTAFKPCFCUZzBBBAAAEEEiOwT/+wGaJDmecLscVeQFc29N2j3V4Q+67pEQEEEEAgCoFJ+vtvop6/M4o+3HbqJfo762ZNSmf3sSGAAAJBBCjwBYFhNwIIIIAAAvYQ+Plkoe9ve4Tj+ChyaAb/0D+UOum7PnePDQEEEEDABgJHNYZp+vtuvL4zez3zC+LT3bogh6+DvpfJvAl7EUDA0wIU+Dx9+UkeAQQQQMAZAof0jx7zbD4zo4EtcoGz9Q+je/X0ypF3wZkIIIAAAjEWWKy/497UPrfGuF+3dmdW37365Iw+ntHn1qtMXghEIkCBLxI1zkEAAQQQQCApAhv0j6DBOrJXn0cUKXqBkzMedOaemBkQbAgggAACyRfQmXr+9zSMH5MfiiMjKK6/0m7TyHX1XTYEEEBABSjw8WOAAAIIIICA4wS+0T+KRmnU2x0XeeIDNg8ov0WHLZz4oRkRAQQQQCATAb/u+0x/j5mZ6QczOc6u8ATq6e+5f+spJcM7jdYIIOA6AQp8rrukJIQAAggg4A0B87yiqfoH0if6zoPIA6+5ec5eY/2Dxzyn6IzAQ3xDAAEEEEiiwCr9vWVmoq9JYgxuHFpv1fXdpIm11pf5HciGAAJeFKDA58WrTs4IIIAAAi4SOKy5mBl9uuogzy9Sg5b6R44+m0jO1BcbAggggIA9BI7r76mxGso4felntjgJ6DNmfQ9p36Xi1D/dIoCAnQUo8Nn56hAbAggggAACYQks0D+gPtcz9N1Tm87Ss4p6zTRrfd4eGwIIIICAjQR0FXj/qxrPHzaKyc2h6Arx1oJSPJvPzVeZ3BDITIACX2Yq7EMAAQQQQMDRAlv0j6kvNYPp+trv6EyCB28WyzDPHTILZ9TXF4tnBLfiCAIIIJAsgXn6++gNHXxfsgLw8Lgt9Ffj3R7On9QR8J4ABT7vXXMyRgABBBDwjIC5ffc7/eNqjr67ZVZfac2lqf7R0kzfzWc2BBBAAAH7CRzT3z3DNSxdTIMtiQJn6+/LXjo+t+wm8SIwNAIJE6DAlzBqBkIAAQQQQCCZAmb2hBb6/KbQt1hfB5IZTJhjV9X2ZrbeJfpeIcxzaY4AAgggkFiBXfq7pp8OuTyxwzJaEAFzy+4DeuzCIMfZjQACbhGgwOeWK0keCCCAAAIIhCWwTP8AM4W+Ffr6U1/bwzo7fo31DxE5R1/mQeE19L2OvvLriw0BBBBAwP4Cm/R3y1Mapl1+p9hfLDER6mMsfF11KF2Iig0BBFwrQIHPtZeWxBBAAAEEEAhHYLc21kKf3xT7Vp34HPdVeQvqOKaYV0n/8Kio7+Z1lr7YEEAAAQScJ2D+4eh5Ddutz3513hXJGPG1+vv21oy72YMAAq4QoMDnistIEggggAACCMRDwDzDTxfskG362qp/uO3Qd3Or7159mT/gDuprz8nPqd8LyoEDR2Xnzr1SqFAFKVhQn/9jzcDT1W19RfSzeQ7QGSdfhfSdDQEEEEDA+QI/6e+IAZrGUeen4voMGuvv4/s1yxyuz5QEEfCaAAU+r11x8kUAAQQQQCDOArNmzZKZM2dKy5YtpUGDBnEeje4RQAABBJIr8LUW997WEPzJDYPRwxCop0W+/2j7XGGcQ1MEELC7AAU+u18h4kMAAQQQQMBhAnPnzpWpU6dK06ZN5dJLL3VY9ISLAAIIIBC6wASt65nVctmcJ1Bdi3yPadj5nBc6ESOAQKYCFPgyZWEnAggggAACCEQqsGDBAvn888+latWqctNNN0XaDechgAACCNhaYLIW996zdYQEl52AKfL9Vxsxky87KY4j4AQBCnxOuErEiAACCCCAgIMEZs+eLTNmzNBn8BWS++83z/lhQwABBBBwl8BMLe4NcldKns3G3K7bR7PnmXye/REgcdcIUOBzzaUkEQQQQAABBOwhMHnyZJk/f774/X7p0aOHLrRhVstlQwABBBBwh8BcLe695I5UyOKkQFMt8vEPcvw4IOB0AQp8Tr+CxI8AAggggIDNBP73v//Jn3/+aUXFc/hsdnEIBwEEEIhKYIMW9x7VHswq62yuEvDdoulc56qUSAYBrwlQ4PPaFSdfBBBAAAEE4iwwaNAg2b17tzVKgQIF5IEHHhCfzxfnUekeAQQQQCC+AntOFvf+iu8w9J4kAf09bd2qe16SxmdYBBCIVoACX7SCnI8AAggggAACaQKHDh2S/v37p303H2688UapVq1awD6+IIAAAgg4TMD/uAa8zGFBE254Arqirq+vnlI+vNNojQACthCgwGeLy0AQCCCAAAIIuEPA3JprbtFNv1WqVEk6duyYfhefEUAAAQScJOB/RaP9wUkRE2vEAiW0yPeynl0o4h44EQEEkiNAgS857oyKAAIIIICAKwVSV9A9Pbnu3btLkSJFTt/NdwQQQAABuwv4R2uEY+weJfHFVKCyFvme0x5zxrRXOkMAgfgKUOCLry+9I4AAAggg4CmBMWPGyB9//JEh58aNG0uzZs0y7GcHAggggICdBZboc/f+a+cAiS1uAldpke+OuPVOxwggEHsBCnyxN6VHBBBAAAEEPCswcOBA2bNHH8R+2pYvXz7p0aOH5MiR47QjfEUAAQQQsKfAAS3uPaCh7bBneEQVfwFrFl/1+I/DCAggEBMBCnwxYaQTBBBAAAEEENi3b5+89tprQSHat28vNWrUCHqcAwgggAACNhLw/58GM91GARFK4gVK6Sy+ATpsnsQPzYgIIBC2AAW+sMk4AQEEEEAAAQQyE1ixYoWMGjUqs0PWvnPOOUc6deoU9DgHEEAAAQTsIrBAZ++Z1VTZEOBWXX4GEHCKAAU+p1wp4kQAAQQQQMDmArNmzZKZM2dmGSWLbWTJw0EEEEDABgJHtLjXXePYboNYCCH5Aj6dxddPwzgn+aEQAQIIZClAgS9LHg4igAACCCCAQKgCo0ePluXLl2fZvGHDhnL55Zdn2YaDCCCAAAJJFPB/oIN/nsQAGNp+Amdrka+/hqXFPjYEELCtAAU+214aAkMAAQQQQMBZAgMGDJD9+/dnGTSLbWTJw0EEEEAgyQKrdPbeo0mOgeFtKeC7VcO61pahERQCCJwQoMDHTwICCCCAAAIIRC1gVs41K+iGsrVr105q1aoVSlPaIIAAAggkUsDfW0dbkcgRGcsxArrQhu9NjbaQYyImUAS8JkCBz2tXnHwRQAABBBCIg8Aff/whY8aMCannChUqSOfOnUNqSyMEEEAAgUQJzNDZe28kajDGcaTAZVrkM89nZEMAATsKUOCz41UhJgQQQAABBBwmMGPGDJk9e3bIUd9zzz1SvHjxkNvTEAEEEEAgngKHTi6ssTOeg9C3GwR8L2gWVdyQCTkg4DoBCnyuu6QkhAACCCCAQOIFPv74Y1m5cmXIA1988cXSokWLkNvTEAEEEEAgjgL+0dp5aLOw4xgFXTtCoKbO4nvGEZESJAJeE6DA57UrTr4IIIAAAgjEQaB///5y6JDOAAlxy5Mnjzz44IOSI0eOEM+gGQIIIIBAfAR26+y9btr1wfh0T6/uE/CZZzVe4L68yAgBhwtQ4HP4BSR8BBBAAAEEki2we/duGTRoUNhhtG3bVmrXrh32eZyAAAIIIBBDAf+72tmUGHZIV+4XOFtn8b3i/jTJEAGHCVDgc9gFI1wEEEAAAQTsJrBs2TIZO3Zs2GGVL19eunTpEvZ5nIAAAgggECsBM3vvLu3sWKw6pB+vCPge0Uwv8kq25ImAIwQo8DniMhEkAggggAAC9hX49ttvZc6cOREFyGIbEbFxEgIIIBAbAf9I7eeT2PRFLx4T4Fl8HrvgpOsAAQp8DrhIhIgAAggggICdBUaOHCmrVq2KKMQGDRpIy5YtIzqXkxBAAAEEohE4orP37tQODkTTCed6WcDXX7Ov4GUBckfAVgIU+Gx1OQgGAQQQQAAB5wmEu8BG+gzNYhs9e/aUlJSU9Lv5jAACCCAQd4HJWuB7L+6jMICbBZrqs/jud3OC5IaAowQo8DnqchEsAggggAAC9hLYuXOnDB48OKqg2rRpI3Xr1o2qD05GAAEEEAhTwP+onhDZ7OswR6K5awVya4Hvfc0uj2szJDEEnCRAgc9JV4tYEUAAAQQQsJnA0qVLZfz48VFFdeaZZ8ptt90WVR+cjAACCCAQjsA6nb33YDgn0BaBzAV8d+n+KzM/xl4EEEioAAW+hHIzGAIIIIAAAu4S+Oabb+T777+POqm77rpLSpUqFXU/dIAAAgggEIKAf6g2+iKEhjRBIDuBajqLr292jTiOAAIJEKDAlwBkhkAAAQQQQMCtAiNGjJDVq1dHnV79+vWlVatWUfdDBwgggAACIQj479BGe0JoSBMEQhDwDdJGZUJoSBMEEIinAAW+eOrSNwIIIIAAAi4XePnll+Xw4cOZZpkrVy4pUKCAmOf01apVy3rftGmT+P3+DO1ZbCMDCTsQQACBOAnM19tzX4xT33TrTYEbdRbfTd5MnawRsJEABT4bXQxCQQABBBBAwEkCO3bskP/7v//LEHKJEiXkwgsvlHr16slXX30lv/zyi7Rr184q8h07dkw2bNgga9eulXXr1sn69evTCoTXXHONnHfeeRn6YwcCCCCAQAwF/K9pZ3Ni2CFdIaCz96xZfEgggEAyBSjwJVOfsRFAAAEEEHCwwJIlS+STTz5Jy6BatWpWYe+cc85J2zdz5kyZNWuWXHnllXLRRRel7U/9YGbzbdmyxSr2mZmAjRs3Tj3EOwIIIIBAzAUO6ew9c3tu5jOvYz4cHXpHwNdPc63knXzJFAEbClDgs+FFISQEEEAAAQScIDBt2jRZuHChNeuuQYMGUrhw4Qxh//zzz/Lll19Kw4YN5fLLL89wnB0IIIAAAokU+EkLfC8nckDG8owAt+l65lKTqG0FKPDZ9tIQGAIIIIAAAvYWMLfYli1bVnLmzBk00BUrVsioUaOkdu3a0rZt26DtOIAAAgggkAAB/xAd5KsEDMQQ3hOoqrfpPu+9tMkYARsJUOCz0cUgFAQQQAABBNwmsG3bNhkyZIiUL19eunTp4rb0yAcBBBBwloD/bo13u7NiJlqHCPi0wPeBxprfIfESJgLuE6DA575rSkYIIIAAAgjYRuDo0aPSr18/KVSokNx///22iYtAEEAAAe8JbNTbcx/wXtpknDgB34M6VsPEjcdICCAQIECBL4CDLwgggAACCCAQa4FXX31VDhw4IH369BGfT/+Fnw0BBBBAIAkC07TA93YSxmVI7whcpbP4zCIubAggkAwBCnzJUGdMBBBAAAEEPCTw3nvvyebNm6Vbt25StGhRD2VOqggggICNBPyDNJiZNgqIUNwncI4W+F5yX1pkhIBDBCjwOeRCESYCCCCAAAJOFRg7dqwsW7ZMbrnlFqlYsaJT0yBuBBBAwNkC/ns1/m3OzoHobS6Q4+Rz+PLZPE7CQ8CdAhT43HldyQoBBBBAAAHbCEybNk1+/PFHad26tdSrV882cREIAggg4B2BXXp7blfvpEumyRPw/VfHrp288RkZAQ8LUODz8MUndQQQQAABBBIhMHfuXJk6dao0bdpULr300kQMyRgIIIAAAgECC7XA91zAHr4gEBcB3+3a7dVx6ZpOEUAgawEKfFn7cBQBBBBAAAEEohT4448/ZMyYMVKnTh259tpro+yN0xFAAAEEwheYpAW+j8I/jTMQCFughd6me3fYZ3ECAghEL0CBL3pDekAAAQQQQACBLAS2bNki7777rpx99tly6623ZtGSQwgggAACcRHwD9Zuv41L13SKQKBAdS3wMVs00IRvCCRGgAJfYpwZBQEEEEAAAc8KHD16VPr16ydFihSR7t27e9aBxBFAAIGkCfj76NDLkzY8A3tJoKAW+IZ6KWFyRcA2AhT4bHMpCAQBBBBAAAH3CvTv318OHTokjz32mHuTJDMEEEDArgL+OzWy3XaNjrjcJuAbqRnlcltW5IOA7QUo8Nn+EhEgAggggAACzhd45513ZOvWrdYMPjOTjw0BBBBAIFECR/X5ex0TNViGcbZsOSjTp28Wv1+kQoUC0qhRqQxtnLbjihZfyTkVC+rjJxqGHfrSpbtk2bLd4vP5pFSpPPrKK5UqFZSUFF+mfW3ceECaX/6VPPxQTfnXv6pm2sZ2O339NaQKtguLgBBwuwAFPrdfYfJDAAEEEEDABgJmkQ2z2IZ5Bp95Fh8bAggggECiBNZqge+hkAfbseOwfPrpOjl2TCtyQbb69YvL+ecXD3I0cPfUqZvkkUfny6pVh6RNm9IyYniTwAZJ+LZ48U6rwHbuuZH9g1PpMuOldu1C8vW0K0OO/tCh49Lln3Nk9Ogt1jlnnJFD/+HruPX5vu4VZODABpn29eefe6VylcnS97ka0qdP7Uzb2G6n71ENKfN8bBcrASHgIgEKfC66mKSCAAIIIICAXQWmTp0qc+fO1T/u2kjdunXtGiZxIYAAAi4U+EULfM+HnJeZYXZvt5+0wHei+LRq1X5Zv/6YNG1aKK2PWztXCns22ZNPLpRVq/fKsI8ap/WTrA/33T9Xcub0yYBXL4wohJb/mCYVKxSUIUMuCfn8vn1/lcefWCafTWooV1xRRvLmTZHjSrxjxyHJly+n5M+fkmlfZgbflS2nSc8eNaVr1yqZtrHdTl9XDekftguLgBBwuwAFPrdfYfJDAAEEEEDABgI//vijTJs2TS699FL9I7GpDSIiBAQQQMArAjO0wPdGxMm+/fZy+XjUapn+Teiz1TIbzE4Fvm5awDS3xAabNZdZ/NHuM7f1nlevuLzySv1ou3LA+TfpQhs3OiBOQkTAXQIU+Nx1PckGAQQQQAABWwosW7ZMxo4dK/Xq1ZPWrVvbMkaCQgABBNwp8JkW+D6MOLVICnzr1+8Xcxts3brFpFy5fNbY2RX4zC2sy5fvljVr9klFfb5d1aqFJHfuHEHjNrPf9DF21suc++uvO2TnziNibh8uVix3lud1764FPp3B9/prgbeRpvYX7GQzZuqWXdvUdqnnNG4yWe68o4rcoa/0W44gKZpnFppX6hbqeKZ9uJbpx0ofj4ndzOisWLGAFCiQMzWUEN6v0gtzRwjtaIIAArEUoMAXS036QgABBBBAAIFMBTZv3izvvfeePmC9gnTu3DnTNuxEAAEEEIiDgN+saPpJxB2HU+CbNGm99Or9iyxZcihtvGrVcsvIEU1kwoR1md6ie/SoXwYPXiY9ei62zilUyCd79pyobL0xqI78+9/VMixAcdHFX+hjH/bLNdeUEHO7cIeOc9PGMx9uu62cvDOkoXUb+DKkCgAAQABJREFUbvoD5tl5qc+9S78//edpXzWxbqFNv898vrbtdJk06e+03Y0bF5LZs7K+DXX48FVya5f5aedk9mH4sPpyyy3nBBw6csQvJUqOT3MwB//7ZDV56qmsH3ERieWmTQek3Jmfp40/9P3z9fd0JXnttaXyzLNL02Lo9Z/K0rfv+ZK+AJh2UoYPOlPfd3+GvexAAIH4ClDgi68vvSOAAAIIIICAChw4cEBeffVVKVq0qHTr1g0TBBBAAIFECfiH6khfRDxaqAW+yZM3ylVXfyemEPTgg7WsFWI3bz4o/V5arMWi1VKrVh654ILiGZ7Bd2uXOVr82ywv9atjFZYKFswpu3cfkWHD/pTefRZLh5vPzPCsu3Xr9suAAUtkgPZrtrffqic33VTRKj6ZImPnW+fL831rSO/egYtSrFixRwtWR+TZ5361in+9ewUeT0nJITVrFpFcuXRq4GmbeRbeli0HrL2ffLJOvpq2Sb7/rtVprQK/7t9/TFfM3WXt7NBxttzQ/my54Yaz0xrlyOGTatUK6zP4Mj5/LzVW0/ixxxfIhfVLyDPP1Es7N7MPkViafsxsyyNHjqvbHLnj9spWblOm7JBXXzlXbr65osyb97d06z5X5s29SkqXzpvZ0KftO18LfH1O28dXBBCItwAFvngL0z8CCCCAAAIIWAL9+vXTh7Yf01UA+X/6+ZFAAAEEEibgH65DTYh4uFAKfNu2HZIzSk+SQQPrSPfu1TOM9fzzi7VI9bsW8MoGFPhGjVpjzb774ftmcvHFJTOcN2fONmnSdIZ8NbWJtGhRJuD466//bs36mzjhEl3A6ayAYw89NF8mT9kovy1uE7A/9Uu0z+AbOnSlDHlnebYFvtTxzHvDRpOl651V5E59hbuZ1XfNoh5ZFfiisUyNp0nTKTJnzh6pVCmXfPF5c6levXDqoTDfK2uB78Uwz6E5AghEK0CBL1pBzkcAAQQQQACBkASGDBki27Ztk/vuu08KF470j4aQhqIRAggggECqgH+Mfhqd+i3s91AKfOPHr5UndJXcRQtbZ7id1gxobjmtVPlTXWiplIwY3iQthuvbz5Azz8yvhcHAZ+GlNdAPd931g/7jkF8f89Aw/W4xBb4vJ2+QyV9eEbDffJkxY4s0az5L/MdvyHDM7HBjgS8ay1QkU+Azt+B++klzKV48+HMMU9sHfz9DC3yDgx/mCAIIxEWAAl9cWOkUAQQQQAABBE4XGDVqlKxYsUK6dOki5cuXP/0w3xFAAAEE4iIwUVdrGBZxz6EU+O67/8Qz8LIq1JnbR48f9wcU+FKfiWdmjAXb/vzziN7am0/mz7smoIkp8E2ZulFnml0esN98SZ3556UCXzSWqYCmwGcWArldb9ONbsuvBb7IF3aJbmzORsC7AhT4vHvtyRwBBBBAAIGECkyePFnmz58vbdu2ldq1A597lNBAGAwBBBDwlMBULfC9E3HGoRT47r33xKq02RX4TBDDPmqcFku98z7T3wdFpf31p55Ll3Yw3Yd8+XLKVVeVS7dHrBl8FPhOkURjmdpL7Ap82qPPzBxlQwCBRApQ4EukNmMhgAACCCDgYYEffvhBvv76a2nWrJk0bnzqDzwPk5A6AgggkACBr7XA91bE44RS4Bs7dq0uXLFIfvm5daarrJrVXavXmCiXXFIiYAafuf12sy5cMXFC87DjYwZfIFk0lqk9xa7Al1MLfP9L7ZZ3BBBIkAAFvgRBMwwCCCCAAAJeF1i6dKmMHz9ezjvvPLnmmsBbrbxuQ/4IIIBA/ARmaIHvjYi7D6XAt3XrQSld5jN56816cvfdVTOM1b//Ennk0SXSqVOZgALfzz9vl/oXfiPDh9WXW245J8N5ZsfBg8dk+fI9UqdO0YDj0RT4HnxwnixZuivT5/cFDBLkix0X2YjGMjXN2BX48mmB76PUbnlHAIEECVDgSxA0wyCAAAIIIOB1gY0bN8rQoUPlnHPO0T/yOnmdg/wRQACBBAnM0QLfayGPZWbbLdXi19Gjx61zRo9eI198uUE+GNoorY8KuqLr6YswTJq0Xq5t+4M8/VQ16dGjpi6mlEt27Dgs/fr9Jv1eWinVquXW//4XkBeeP1+qVCkshQrpLC/dUot/vXtVlp49a0mpUnnE7xfZtOmAfPLJWnnm2d+kZMlcASviLlmyS959d7nMnrNV3hnS0FrtNW/eFKu/7dsPW+d1/dcCWbighdSoUVhy59aVI9JtH3+8Wjp2mmcVFtu2LS8FC+aUPXuOyuzZW+WDD1dKzpy+gEKkKWBu2LA/rYdPPlkn43RhkeHDTs1Gz507Rc49t0haG/Phr78Oybp1+6x9HTrOlptuPFuuT3c7sjmnVq0i4vMFnCYrV+6V3bsPp+187PEFUrp0Xrn/vhpp+0qWzKvPs9Vn3aXbIrHcufOIbN58wOql/Q0zrNul27U79ZzclJQc1m3UZvGN0DddSMv3XujNaYkAAjERoMAXE0Y6QQABBBBAAIHsBPbv3y8DBgzQPwqLyz333JNdc44jgAACCMREYJ4W+PqF3NNPP/0tF18yPcv2fXpXkb59z8vQZty4tfLof34RszDGGWfkkK1bj8tZZ6XIqI+byNSpm+TpZ/6wzun/ci156KFaaed/+eVGue32H6z2hQr5tNimFT7dzOeud1aQXr1qa395rX2bNx+UsuU+sz6n/s+4sRelFc7M7LwBr61OPSRfTW0iLVqUSftuPhzX2mXv3j9rMW91hjHbtCkhTz5RVy68sETaObd0ni0jR25O+x7sw7atbbQYmSftsHk24ZtvrU37ntmH1auukgoVCgQcSl0wI2DnaV8aNMgvP/149Wl7RcKxNCffc8+P8tbb6zL0k37H70tbWkXU9Puy/swquln7cBSB+AhQ4IuPK70igAACCCCAQCYC/fr1k2PHjkmfPn0yOcouBBBAAIHYC/yuBb4nYt9tFj2aGWhLluyUunWLZSheBTvNFN1Wr95rzR7Mly9FatYsImXL6q2ecdzMmL/8st2awValSiGpVKmQ5Mp12nS6OI4fr66TYRmYSyWdwRd6UTnwXL4hgECkAhT4IpXjPAQQQAABBBAIW2DIkCGybds2ue+++/T2Lb2Fhw0BBBBAIM4CG7TA1yPOY9A9AukF6mmB7/H0O/iMAAIJEKDAlwBkhkAAAQQQQACBEwLjxo2T33//XR+mfotUrFgRFgQQQACBuAvs0gJf17iPwgAInBJoqgW++0995RMCCCREgAJfQpgZBAEEEEAAAQSMwPTp0+W7776TVq1aSf369UFBAAEEEEiEgP/GRIzCGAicFGijBb4uaCCAQIIFKPAlGJzhEEAAAQQQ8LLAokWLZNKkSdKgQQNp2bKllynIHQEEEEicgP9eHWtb4sZjJG8L+O7U/Ft524DsEUiCAAW+JKAzJAIIIIAAAl4VWL9+vXz44YdSuXJl6dChg1cZyBsBBBBIrID/KR3vt8SOyWjeFfD11twv8G7+ZI5AkgQo8CUJnmERQAABBBDwosDhw4fl5ZdflqJFi0q3bt28SEDOCCCAQOIF/IN1zG8TPy4jelPAN0DzPsubuZM1AkkUoMCXRHyGRgABBBBAwIsCr776qhw4cED69OkjPp/PiwTkjAACCCRWwD9ex/tfYsdkNO8K+EZq7rm8mz+ZI5AkAQp8SYJnWAQQQAABBLwqYG7RNbfq3n333VKyZEmvMpA3AgggkECBebqSbr8EjsdQ3hXQmXvWDD7vCpA5AskSoMCXLHnGRQABBBBAwKMCZpENs9jGDTfcINWrV/eoAmkjgAACiRT4Swt89yRyQMbyrEATLfA94NnsSRyBZApQ4EumPmMjgAACCCDgQYHvvvtOpk+fLs2bN5dGjRp5UICUEUAAgcQKHDp0SHKm3CYpKUcTOzCjeU/A11lzbuu9vMkYARsIUOCzwUUgBAQQQAABBLwk8Pvvv8u4ceOkbt260qZNGy+lTq4IIIBAQgV2794ts2bNksWLF8vNN/0gFSvmTOj4DOZBAd9/NenaHkyclBFIvgAFvuRfAyJAAAEEEEDAUwLbtm2TIUOGyFlnnSX//Oc/PZU7ySKAAALxEjCz9LZs2SJbt26V1atXy7p162Tfvn1pixld1epPueCC3fEann4RUIEcenvucH1ngQ1+HBBIhgAFvmSoMyYCCCCAAAIeFjh27Ji8+OKLki9fPnnwwQc9LEHqCCCAQPgC5r+hf/31l1XIM8U88zL/cLJnz55MOytWrJi0atVKKlXaoc/hezHTNuxEIDYC52iB76XYdEUvCCAQtgAFvrDJOAEBBBBAAAEEohV44403ZNeuXfLII49I7ty5o+2O8xFAAAFXCuzcuTOgkGeKedu3bxe/3x9Svk2aNJHLLrvsZFstAPrvCOk8GiEQmcA/tMDXNbJTOQsBBKIWoMAXNSEdIIAAAggggEC4Av/73//kzz//tG7RNbfqsiGAAAJeFjh48GDa7bXpZ+UdOXIkYpbWrVtLvXr1As/3m1nT6wL38Q2BWAn4zM9Xw1j1Rj8IIBCmAAW+MMFojgACCCCAAALRC0ydOlXmzp1rLbJhFttgQwABBLwgYG6vTb2lNrWQZ97Ns/Jitfl8PmnXrp3UrFkzY5f+j3TfpIz72YNA1AI+nb33ofaSL+qe6AABBCIToMAXmRtnIYAAAggggEAUAvPmzZMpU6ZIo0aNpHnz5lH0xKkIIICAfQXMYhdr165Nu812xw59Dl4ct5SUFLnxxhulcuXKQUZZpLfpPhvkGLsRiEaghhb4+NmKRpBzEYhWgAJftIKcjwACCCCAAAJhC6xatUpGjhwpNWrUkPbt24d9PicggAACThDYuHGjDB8+XKK51TbUPHPlyiUdO3aU8uXLZ32K/xY9fjjrNhxFIGyBjlrguz7sszgBAQRiJ0CBL3aW9IQAAggggAACIQqYBTbMQhulSpWSu+66K8SzaIYAAgg4TyARRb48efJI586dpUyZMtkD+V/TNnOyb0cLBMIR8A3W1meEcwZtEUAgxgIU+GIMSncIIIAAAgggEJrAiy++aDXs1atXaCfQCgEEEHCoQDyLfPnz55dbb71VSpYsGaLOPL1Nt1+IbWmGQCgCVXT23guhNKQNAgjEUYACXxxx6RoBBBBAAAEEggu888471nOpunfvLkWKFAnekCMIIICACwRMkW/YsGFy9OjRmGVTuHBh6dKlS5j/DT2mBb6uGsPemMVBRx4X8N2uAFd7HIH0EUi+AAW+5F8DIkAAAQQQQMCTAuPHj5elS5daz4yqVKmSJw1IGgEEvCWwbt066/mjsSjyFStWzCruFSxYMHxE/zt6ztTwz+MMBDIT8L2newtndoR9CCCQQAEKfAnEZigEEEAAAQQQOCXw7bffypw5c6Rly5bSoEGDUwf4hAACCLhYIBZFPvOsvU6dOkm+fPkilFqus/j6RHgupyGQXkB/f/seTb+DzwggkCQBCnxJgmdYBBBAAAEEvC7w66+/ysSJE6V+/frSqlUrr3OQPwIIeEjAFPlGjBghx47p7bJhbmaVXLNarlk1N6rN301P3xpVF5yMwIniHv9Ix08CAnYQoMBnh6tADAgggAACCHhQYMOGDfLBBx9IxYoV5ZZbbvGgACkjgIAXBXbu3CmfffaZrFmzJuz0K1euLB06dAj7vMxP+FRn8Y3I/BB7EQhJQG/L9b2rLX0htaYRAgjEV4ACX3x96R0BBBBAAAEEgggcPnxYXn75ZTEPib/vvvuCtGI3Aggg4A4BM1tv9uzZ8v3331sz9woUKCD79u0LObmaNWtKu3btxOeLVTFllxb47tHxj4QcAw0RCBRor7W9WBWcA3vmGwIIhC9AgS98M85AAAEEEEAAgRgJDBgwQPbv3y+9evWSlJSUGPVKNwgggIC9BMxsvUmTJsmuXbusAp157mizZs1k4MCBcvDgwWyDrVevnrRu3TrbdmE38L+lp3wd9mmcgIBITi3uva0QLK7BTwMCdhGgwGeXK0EcCCCAAAIIeFDgo48+EvMsqq5du0rp0qU9KEDKCCDgZoG9e/fKlClT5Pfff7fSLFeunLRp00ZKlixpfR86dKhs3LgxS4KLLrpIrrzyyizbRH5wg87i6xH56ZzpYYHLtcBnZoCyIYCAXQQo8NnlShAHAggggAACHhQwz6FauHChXHfddXLuued6UICUEUDAjQJ+v19++uknmTlzppjHEeTNm1eaN28uF1xwQUC6n376qfz2228B+9J/ufTSS6Vp06bpd8X+s/9F7XN+7PulR3cL+F7T/M50d45kh4DDBCjwOeyCES4CCCCAAAJuEvjhhx/k66+/lkaNGll//LopN3JBAAFvCpgZeeZ23L/++ssCqFOnjjUDL1++fBlAZsyYYT2XL8MB3XHVVVdlKAhm1i76fet0Ft+D0XdDDx4SaKaz98wqzGwIIGAnAQp8droaxIIAAggggIDHBFatWiUjR46UKlWqyM033+yx7EkXAQTcJGCepWf+wWLBggVWWsWLF7duxz3rrLOCprlo0SKrGHh6g7Zt20rt2rVP3x2/7/7Xte/Z8eufnl0kYJ6993+aTzEX5UQqCLhDgAKfO64jWSCAAAIIIOBIAfN8qtdff52VdB159QgaAQRSBVauXCkTJ060Fg3KmTOnNG7c2JqZnCNHjtQmmb6vX79ePvzww7Rjpn379u2lWrVqafsS82GLzuLrnpihGMXhAtdqge9Wh+dA+Ai4U4ACnzuvK1khgAACCCDgGIFXXnnFWkXy0UcflVy5cjkmbgJFAAEEzKw9s4jG4sWLLYxKlSrJNddcY/2jRSg6+/btk9deM88y0zVJtTBoZjJXrFjR+p7w//F/pENOSviwDOgkAV0x1zdYA87rpKCJFQHPCFDg88ylJlEEEEAAAQTsKTBixAhZvXq1dOnSRcqXL2/PIIkKAQQQOE3A/HfLLJJhinRmEY2WLVuKed5euNuLL74oKSkp0qlTJznzzGQuWnBQZ/GZ56rtDjcF2ntFwFo1V1fPZUMAAVsKUOCz5WUhKAQQQAABBLwj8NVXX1mrTbZq1Urq16/vncTJFAEEHClw5MgRmTp1atqz9syMO7MSeIECBSLKZ/jw4VZx8Iwzzojo/Nie9I0W+d6MbZf05hKBCjp7r79LciENBNwpQIHPndeVrBBAAAEEEHCMwMKFC+Wzzz6zVos0q0ayIYAAAnYVMM/M++STT2T37t2SO3duadGihZx//vlRhWsKhrZ6PIH/cc1nWVQ5cbLbBPRZkr5+mlRFtyVGPgi4SoACn6suJ8kggAACCCDgPIFNmzbJ+++/L2alyX/+85/OS4CIEUDA9QJHjx6VadOmyfz5861czX+v2rVrF/Kz9pwFtEln8fXUkI85K2yijaNAay3w8fs5jsB0jUBMBCjwxYSRThBAAAEEEEAgUoHjx4/LCy+8YM1gMQttsCGAAAJ2Eti4caOMHz9edu3aZS2E0bx5c7nooovsFGLsY/F/rH2Oi32/9OhAgeJa3HtD42YRLAdePEL2mAAFPo9dcNJFAAEEEEDAjgJvvvmmbN++Xbp37y5FihSxY4jEhAACHhPw+/0yc+ZMmT17tpV5mTJl5Prrr5dixYp5QOKIzuIz/+Cy3gO5kmKWAr7/6uHaWTbhIAII2EOAAp89rgNRIIAAAggg4GkBMztm6dKlctNNN0nVqlU9bUHyCCCQfIG9e/fK2LFjZcOGDZIjRw659NJLpVGjRuLz+ZIfXMIiWKdFvl462uGEjchAdhNop7P3OtktKOJBAIEgAhT4gsCwGwEEEEAAAQQSJzBr1ixrpkyzZs2kcePGiRuYkRBAAIHTBFasWCETJkyQgwcPStGiReXmm2+WkiVLntbKK1+napHvHa8kS54BAvqPbb7ndI8usMGGAAKOEKDA54jLRJAIIIAAAgi4W+CPP/6QMWPGSK1atawH17s7W7JDAAE7Chw7dsxaSGPevHlWeDVr1pRrr73Weu6eHeNNWEz+V3Wo7xM2HAPZQSC/Fvde0UC8Wti2wzUgBgTCF6DAF74ZZyCAAAIIIIBAjAV27twpgwcPtmbJ3H333THune4QQACBrAXMf4NGjRolf/31l7XgT6tWraRu3bpZn+SZo3qLrv8hzXazZzL2dqJ6G7rvCSWo420GskfAgQIU+Bx40QgZAQQQQAABNwq89NJLcuTIEendu7f1zCs35khOCCBgP4FFixbJ5MmTrf/+mFtxzS255tZctvQCG7TI9x/dcSj9Tj67UqCDFvjauzIzkkLA7QIU+Nx+hckPAQQQQAABhwh88MEH1gPtu3btKqVLl3ZI1ISJAAJOFTh69KhMnDjRWuDH5FC/fn258sorJSUlxakpxTnuH7XI1z/OY9B9cgUu0uLeI8kNgdERQCBiAQp8EdNxIgIIIIAAAgjEUuCLL76QX375xXrmVZ063BoUS1v6QgCBQIGtW7daz/00t+bmyZNHrrvuOqlSpUpgI75lFPCP1n1jMu5njwsEztLi3kuaRy4X5EIKCHhTgAKfN687WSOAAAIIIGA7AfNg+ylTpsgll1wiV1xxhe3iIyAEEHCHwK+//iqfffaZHD9+XMqUKSM33nijFC5c2B3JJSIL/8s6yk+JGIkxEiagP/9Wca9EwkZkIAQQiL0ABb7Ym9IjAggggAACCEQgsHbtWhk2bJhUqlRJOnbsGEEPnIIAAggEFzCr5Jp/RDAzhc3WqFEjueyyy3jmZ3CyIEf0OXz+p/XY8iDH2e0sgdxa3DPXkxmszrpuRItARgEKfBlN2IMAAggggAACSRAwC2yYhTYKFiwoDzzwQBIiYEgEEHCrwN69e61Vcjdv3iy5c+eW9u3bW/+Y4NZ845/Xfi3yPa7DrIv/UIwQR4GcWtx7UvuvGccx6BoBBBIlQIEvUdKMgwACCCCAAALZCgwaNEh2794tDz30kOTNmzfb9jRAAAEEshPYsGGDjB49Wvbv3y/Fixe3ZgizSm52aqEc361Fvj7acEsojWljOwFdTMZnVkY+33aRERACCEQmQIEvMjfOQgABBBBAAIE4CIwaNUpWrFghnTt3lgoVKsRhBLpEAAEvCcydO1emTZtmPW/PLKJx/fXXS65cLCIQu5+BnVrke0q72xC7LukpAQLmtlxT3KubgLEYAgEEEiVAgS9R0oyDAAIIIIAAAtkKTJ8+Xb777jtp2bKlNGjQINv2NEAAAQQyEzDP25s4caIsWbLEOtysWTNp3LhxZk3ZF7WAuV33Oe2FZ/JFTZmQDgpoce8JHalyQkZjEAQQSJwABb7EWTMSAggggAACCGQj8Ntvv8mnn34q9erVk9atW2fTmsMIIIBARoE9e/bIxx9/LFu3bpU8efJYq+QyIzijU2z3HNYiX3/t8sQCJrHtm95iJ1Bci3vm2YnlY9clPSGAgG0EKPDZ5lIQCAIIIIAAAghs27ZNhgwZIuXKlZPbb78dEAQQQCAsgTVr1si4cePkwIEDUrJkSenQoYMUKVIkrD5oHKmAX4t8b+nJ30TaAefFVeAsLe49pSPwfw9xZaZzBJIoQIEvifgMjQACCCCAAAIZBV544QVrZ+/evTMeZA8CCCAQRGDRokUyadIk62j16tXluuuuk5w5dZVQtgQLfKqFvhEJHpPhshaorcW9XtokT9bNOIoAAo4WoMDn6MtH8AgggAACCLhP4J133rFurbv33nulWLFi7kuQjBBAIKYCfr9fpk6dKvPmzROfzyfNmzeXhg0bxnQMOgtXYJ4W+QbpSfp8PrYkCvh07Gu1uNdJ33MkMQ6GRgCBRAhQ4EuEMmMggAACCCCAQMgCEyZMkMWLF8sNN9wgZhYOGwIIIBBM4MiRIzJ69GhZvXq1tTruTTfdJBUrVgzWnP0JFfhbi3z9dMRVCR2VwVIFCmph7wH9cl7qDt4RQMDlAhT4XH6BSQ8BBBBAAAGnCfz4448ybdo0adKkiVx22WVOC594EUAgQQJ79+6V4cOHy99//y0FCxaUzp07S4kSJRI0OsOELOAfqk2/CLk5DWMhoP845uupHfF/D7HQpA8EnCJAgc8pV4o4EUAAAQQQ8IjA2rVrZdiwYVKpUiXp2LGjR7ImTQQQCEdgy5YtMnLkSNm/f7+ULl1aOnXqJPnz5w+nC9omVODnk7fs7k3oqN4bzNyG216LezfoO7fkeu/6k7HXBSjwef0ngPwRQAABBBCwmcDRo0elX79+kidPHnn44YdtFh3hIIBAsgVWrlwpY8aMkWPHjknlypXlxhtvlJSUlGSHxfjZCuzQIt9gbbUw25Y0iESglBb27tMTa0ZyMucggIALBCjwueAikgICCCCAAAJuExgyZIhs27ZNunXrJkWLFnVbeuSDAAIRCsyZM0e+/fZb6+xLLrlErrjiigh74rTkCczWQt8HOvyu5IXgqpHNStFmIQ0zay+XqzIjGQQQCE+AAl94XrRGAAEEEEAAgQQITJo0SRYtWiTXX3+91KzJbIQEkDNEDAXMz+7GjRvFFKAoUEcGa4p4hw8flpYtW1odmJVyJ06caC3AY1bKvfbaa6V27dqRdc5ZNhDYp0W+ERrHVzaIxckh6O9H3781gXJOToLYEUAgRgIU+GIESTcIIIAAAgggEDuB+fPny+TJk60CCTN0YudKT4kRMDNPf/rpJ3n99delUaNGUQ26Zs0a6d27txw6dMjqp2fPntYCNFF16oCTTXHU3IL7ww8/SI4cOeSjjz6S9evXS+7cueXmm2+Ws88+O8ssUguCM2fOtM7Lly+flCpVSkqWLCk1atSQtm3bZnk+BxMlsFILfW/qYGsSNaBLximihb1bNRcWonLJBSUNBGIiQIEvJox0ggACCCCAAAKxFDCzn4YOHSoVKlSwVsaMZd/0hUC8BWJZ4DO3qr/00kty4MABMStM9+nTR9q1axfvFCLq38xcnDJlijzyyCMRnZ/+pPQFPrOQxsCBA6Vw4cLWfw/+n73zAG+qbN/43b1YZQ/ZeyMbRfaUpQwRAdkgiiAqoH7Ov/tDUPxUtgIqAsoQZIkMQQTZe8tU9obuNPmf58XUNE3bc9K0Gb3f64o54x3P+ztpMXefERkZads1xbEIg4MGDcLBgwfVvfLlyyuR8OrVq7hz5466tmnTJnUtxWBecBMBrcqu5Qdt7XvPx01GeMmyD2vi3uOarWFeYi/NJAESyCoCFPiyijTXIQESIAESIAES0E3AbDarQhviuTNu3Djd49iRBDyBgBSJEc+xDz74ANWrV3eJSVFRUWjWrJlHC3xTp07FjBkzsH379gzvWari3r59W4Xliii3cOFCVVVbPPHSa/Pnz8dHH32khNARI0YoYTC9MbzvCQQ0L1WLJvRhqfZitd3kT0Ty7DX/J89e3uS3eEYCJEAC/xCgwMePAgmQAAmQAAmQgEcSmDlzJi5evIinnnoK+fLl80gbaRQJZBWB7Cbw2XIVzzvx2tNbKXfUqFHK23HdunUIDw+3nYrHXkEgWrPy53/EPq3ybrZuodruW2nCnua1B61KLhsJkAAJpEGAAl8acHiLBEiABEiABEjAfQRWrlyJXbt2qWT6rvKCct9uuDIJ6CcgIaYJCQkIDZUv9/eaUYFPwlozKm5JWLAejzmrja704LPO6cy7/FHg7t27+Oabb5wZzjEeRWCbJvT9pFl02KOsynxjtKIZfh21ZZpor5DMX44rkAAJ+AQBCnw+8Ri5CRIgARIgARLwPQJ79uzB8uXLUbduXbRt29b3Nsgd+QwBEeRee+013Lx5M9meJDy0SpUqya6ldbJo0SLMnj1bVeCVfkWLFlWFZvr164fcuXOnG6L766+/4ssvv8SJEydUBVrxeCtVqhTatWuHJ5980mHOuUOHDmHKlCkwmUxo0KABunfvrnL+bd68Gbdu3VJFLURgF9GsVq1aKcwX77p3331XFQGRdW/cuIF69eql6CcX5Oc4teIW586dU2G1Imxam1TL/fjjj5UN1mupvcu+d+zYoW7v3btXFeioXbt2iu6dOnVC+/btU1znBU8n8Nc/Hn2bNENjPd1YJ+3z18bV1YS9dtq7a0L7nTSEw0iABLyUAAU+L31wNJsESIAESIAEfJ3A5cuXMX36dBQrVgz9+/f39e1yf15MQMQxKaxhLeAgnm9S8VVy8bVo0ULXzsaPH48FCxagYMGCqkpuoUKFcPToUYhoJ5VjP/nkEwwbNsxhDr74+HiVq/K3335DREQE2rRpg+LFi0MKdEgxCbFFCtZ8/vnnkHlt2+7duzFhwgQlCubJkweS/1JEOhH77r//fpUH74cfflCCmQiB9iLfpUuXMHbsWOVxKMVxxNNQilo4aiLuSQVcR+3PP//Em2++qdaR+/LzLwLjhg0b1J4cjbG9JkKgNfffyZMn1a0yZcrYdlHHImB27do1xXVe8BYCMZqhmzWx7zft/V4RFW+xPHU7S2m3GmnCnlTEZTqK1DnxDgmQQHoEKPClR4j3SYAESIAESIAE3EZABBIRHF5++WW32cCFScAoARG9OnbsqFvg++KLL1TV6N69e+PZZ59NlmtOxDnJKXf27FllhqMquu+99x4WL14MKUwhQqMIgrbtp59+wltvvYVKlSrh66+/tr2VdPz4449DRDYJyRVhvWLFikn3RPATca5ChQqqiEbSDbsDV4boLl26FG+//bZugc/WFIbo2tLw5eNb2uY0oc+yV3s/pL20Ih1e0yprltbQRL2HtPfkorvXbIGGkgAJeBwBCnwe90hoEAmQAAmQAAmQgJWAhCuKwDF48OAUnkfWPnwnAU8jYETgkxBXCRlt1aoV3n//fYdbuXbtGjp06KC82+wFvv3792PgwIF4+OGHlYjncALt4o8//oh33nlHhRJ37tw5RTcR+E6fPq0EQEceeFbxTrwEQ0JCUoyXC9Y+Vk86h53sLlosFlUpt3LlyqqYjoQiBwYGqmsU+Oxg8TQdAppHn0W8+k5oL/HiFAHQE5oUehFv0rKaoCfCXjXt5fhnSLvBRgIkQAJOE6DA5zQ6DiQBEiABEiABEshsAj///LMKuxNxwz40MLPX5vwk4CwBIwKf1btOKr7mzJkz1SXnzJmD//3vfylCdCdPnqzy7q1evRp58+ZNdbzckFx8IqRJOKt9E4FPwncnTZpkf0udSz5MCaH95ZdfVD5AR52MCnySu3DevHlKWBTRUDwYixQpoqamB58jwrxmjMB1rfspTfQTsU97V6+rxqYw3Du3NqK09tIEPT95lxc99DQIbCRAAllAgAJfFkDmEiRAAiRAAiRAAs4REO8k+aIvucDEQ4mNBLyBgBGBT8LP9+3bpwrKpLU3q6eevQefhKPu3LkTkZGRaQ1X9yTUVkQ8ERXtW1YLfHFxcfj2229x4cIFlWNPioDYCpQU+OyfEM9dQ0AKdFzSXle012VN/JPCOHe1V7T2itJeEuZ7+59zuSbnIrxHaK8c/7yLR56cay8/EfQK2rzkOhsJkAAJuIcABT73cOeqJEACJEACJJCMgIShHjhwQCWnL1tWC+NhUwQkNFES+4soIWG6aTVJxi/FBqTAABsJuJOAEYFvyJAhqjiHeLKl1SQ/nohw9gLf6NGjIWGz4uWqp4mINnLkyBRds1LgkyIk4pEo4clS2EPEPXvvRQp8KR4RL5AACZAACZBAmgQo8KWJhzdJgARIgARIIGsIfPPNNyo0TpLkyxf2jLQzZ86oohTiISNN5mvcuHFGpnTrWCm0IVVKxdPJ398/VVsaNmyocpRt3bo1WZGCVAc4uLFr1y4sXLgQp06dUmvly5cP+fPnVxVIpfpmeLh4brCRQNoEjAh8X375JaZNmwb53KbVJFz9P//5TwqBT8ZLmO6qVatUDru05kjrXlYJfNHR0Zg1a5aq1CvCfZ8+fRAaGprCNAp8KZDwAgmQAAmQAAmkSYACX5p4eJMESIAESIAEsoaAKwW+K1eu4L///S/ES+aPP/5IIQhkzY70rXLr1i188MEHykZ7Dx7rDMJGRMv+/fujWLFi1ssp3jMq8FkrmcrEIjyIsCceRrdv31YsRZSoWrVqinV5gQTsCRgR+I4cOYK+ffum+XMqhSh69eqlqtzae/AdPHhQ/Wz06NEDY8eOtTdF97krBb5t27bBz88vxdqSc08EPvG0PXr0KOrVq4egoKAU/eSCuwW+Q4cOqd+f8jNfv359hzamdTGj4+UztGbNGiXatmzZMkVl5LTW5j0SIAESIIFsSkD7HwY2EiABEiABEiABNxNYsWKFRcsxZ9FyUrnMkrt371rq1q1rWbRokcvmdPVEe/bsUTZq4cmpTr127VqLVv3TolXmTLWP3NAEEIsWpmjRRIQ0+zm6eeLECWWHluTf8vfffzvqwmskoJvAxYsX1edJPrvpNbPZbOnataulQYMGlmPHjjns/umnn6r5Uvt5fuutt9T9JUuWOBwvFzUvWMvixYstEyZMcNinZ8+eFi101+E9uajl7VNr3Lx5M9U+P/zwQ7r71gRNi+ZdnOoc1hta1V81l/weM9qGDRtmkZ9lZ5sW8qzWFt7yMvp7OaPjhbF1bXl/9tlnnd0Kx5EACZAACWQjAvTgy6bCLrdNAiRAAiTg+wSioqLQrFmzND2D3E1h7969KreehBlWr17doTmHDx+GJlKq+507d3bYJ6MXv/vuO0ycOBEzZsxAzZo1Mzodx2cjAuKVJt5m4jFrbVLMQjw+JR+krdeneLVJJVv7ghjiySoVZMVrS3JNtmjRAgULFoQm+KnwWymwoYmA6udAwu3F8008VsuU0Sp1ai02Nhb9+vXDyZMnVbXpQYMGoVy5cggMDFTXJL+n5LyTdcqXL4+5c+daTYXMLS8JE86RIwckTUCdOnVQsWLFpD4SHizeZJLncujQocqjzdHPieQSffTRR1WVXckt+NBDDynPs7Nnz0K8+uTnWNi89957aN26ddL8kmtTqvMKS2uTwiEbN26EFBEJCwuzXlbhvLKGvYegFA4Rb1tpUrxDUhQMHDgwaZwcBAQEqGI9qXkLWzu/++670MRS66liOn369KTz9A4yOl4ThvHSSy8lW0b7A0eyc56QAAmQAAmQgD0BCnz2RHhOAiRAAiRAAl5IQL4YJyQkJMtlZVTgE5FAwuXkS7CzTUQO2y/j6c2jR+DT/vAKKUAgX941z5z0pnTq/uzZs/HZZ5+BX6KdwpetB1nDcfVC+Oijj9C0adMU3a9fv65CbOVnwrYFBwdj1KhR6NixY7JxAwYMwNNPP53UVfMEVKKi5ONz1CSfpIQCSyivzGlt1iId1nN5f+yxxzBmzBh1SX7+RFSUsFprkz8cjB8/3nqa7F2EujfeeCNZf2uHokWLKiFT8lna5tNcuXIlXn/9dWu3NN/l95P0txVJJexXRFFbgTC1SaRojwiYaTXJxWn7u+bVV19Fly5d0hqS7F5Gx9vvR/YmuUjZSIAESIAESCAtAhT40qLDeyRAAiRAAiSQiQRmzpwJ8VKxbW3btjX0RVI8YkScOn/+vJpGvkCLZ4948+TOnTtdDz7x+Jk0aRIkj5d490iT/HONGjVSlTYdebpIbin5kiyFL7SwQsiXdcn5t3nzZjWHiAfijSeeN7Vq1VJz2v/n7bffxoULFyCihlQHlcrBUt3TvpUuXVoJDZKDT3LxjRs3TnklSb9z585BxBIRNq1NvHo+/vjjZAKG9Z79+6ZNm5RwKAKGcBAvIvGMsm/iySQCCxsJZAUB8TzbsWMHtDBf9fNjtKq2/DzI51ly3MnPqHjsyRxZWSBGhP7du3dDPPqkgIZ4E8rPshHxPytYp7WG/E7dsmULatSooRim1dfRvYyOlz/QiCef5AKV38f2HouO1uQ1EiABEiCB7E2AAl/2fv7cPQmQAAmQgBsJfPLJJypszWrC8ePHVXibJNHX08SDZsGCBSqUTzxsRJiTL/W//vqrErhkfvFCsU/Kb53bWn1TPGIkibt8CRcvPi0vHsQDRb6MS9iqlgPKOkS9yxd3LY8XtLx1yJMnD8RzSMLuROy7//77laedlotLedOIEOhI5Hvuuedw+fJlJQjKu9ieK1euZOvIiQgTIgbK/FIEQzyQSpQoofqJMPjmm28mee1Y55MwwoiIiBRz2V+QsEMJo5QmX8blC7WIIfZNQiyleikbCZAACZAACZAACZAACXgqAQp8nvpkaBcJkAAJkEC2I9CqVSsVZqZH4LNWfJW8XVoC9mRhteI1Ix5nkvdKmiOBz5rjSfJoSeiXhO/ZNvHoe+aZZ5R3nFYARHkD2t6XY6m6KSKbCIGSn8o2Z5cIchLSVqFCBZXXzn6s9VxPiK70FW89ySEmQqR4KDpqGam6yRBdR0R5jQScIyDeh/LHBvHmLVCggPrjgXMzcRQJkAAJkAAJkIBeAhT49JJiPxIgARIgARLIZAJ6Bb6rV6+iffv2kP7vv/++Q6sk3FSrKKu82+wFPgkBtCbxl+ISEkLnqIl4JwKi9JWk+PZNBL7Tp0/j66+/duj5NnXqVCXuaRUlERISYj9cnesV+MS7UbwVq1SporwcHU1Ggc8RFV4jgawloFWhVkUuJFRYQvUzqzBO1u6Kq5EACZAACZCA5xOgwOf5z4gWkgAJkAAJZBMCegU+qRb51ltvYd26dXCUI8+KSzze/ve//6Xw4JMQW6mEKeKgrJlWk2T569evV9Us7fuJwCehtZLDz1Fbvny5CqGVpPuSD9BR0yvwSdJ5ya0nIcHiWeioUeBzRIXXSCDrCEiouwj+kvtPQvPljwxsJEACJEACJEACWUOAAl/WcOYqJEACJEACJJAuAb0C38svv4x9+/ZBBLS02v79+zFw4MAUAp81HFXy1NlW03Q0l1SulcqUjsTErBT4xLZPP/0Ud+7cwYsvvujQI5ACn6MnyGskkDUEJCxX/qggnnuSt1MKBrGRAAmQAAmQAAlkHQEKfFnHmiuRAAmQAAmQQJoE9Ap8Q4YMUULXvHnz0pxPQmxFhLMP0ZVQVynQ0axZM13FKGSR559/PkURjKwW+L7//nscO3YMPXv2dJjTiwJfmh8H3iSBTCMg4p5UuZbw/9q1a6sUApm2GCcmARIgARIgARJwSIACn0MsvEgCJEACJEACWU9Ar8An1W+nTZuGrVu3pmmkVImV6q/2Ap8U0Ojfvz/eeeedDHnZZLXA9/vvv6tw4QcffFCJk/abp8BnT4TnJJD5BK5cuQLxChZxT4r2dOzYMfMX5QokQAIkQAIkQAIpCFDgS4GEF0iABEiABEjAPQT0CnxHjhxB3759Uwh3tlZbLBb06tVLVbm1F/ji4+PRpEkT3HfffRAvwMDAQNuhuo9dKfDNmDFDiQNpLS7hwpJTsESJEmr/9n3dLfAdOnQIf/zxB6pWrYr69evbm5fu+aVLl7BmzRpV0ViqBacXPm0/YUbH28/HcxJIj4AU85k1axZiY2NRrVo1VTk7vTG8TwIkQAIkQAIkkDkEKPBlDlfOSgIkQAIkQAKGCegV+ES86969O6RaZWoVbEUIk3xY0uwFPrlm9e5r166dKoQREBAgl1O07du3Q4p6jB49WhW4sO3gCoHvr7/+UlVxu3btCskt6KjJPsPCwpA3b16sWLFCCWANGjRI0dWdAt/mzZvx3HPPJdkkvJ544omk8/QObt26lazgSaNGjVTOwfTGWe9ndLx1Hr6TgF4CN27cUOKeFMCpVKkSunXrpnco+5EACZAACZAACWQCAQp8mQCVU7qfgPn2aVhir8ESf0d7RcGScBcwae/xd7XjKEB7qXc/f/gF5YBfcA4gKEI71l6BEYB2ro5DcsMvtAD8cxRx/6ZoAQmQgE8R2LhxI0Tcsm1SRKJMmTIpQtwkYX2FChVsu0IEnd69e0O8tgYPHowWLVqgYMGCKkfd5MmTIQU2RDRbtGgRGjdujHr16qFhw4ZqfutE7777LpYsWaIEMxGnxAMnMjISZ86cwYkTJzB37lzlASieZCKe5cuXTw2VueUlYcI5cuRQQladOnVQsWJF69RKQBRvtA0bNqiKveLRJuF7jpqIjOIJNGjQIBV6W6RIEcVGQonFvuPHj6Nz58547bXX1P7Kli2LmzdvQqrzSgEQa9u5c6eq9vvUU08pQdB6PTQ0VImIfn5+1kvqXcRLmVvab7/9BjkXYc6+PfDAAyhVqpT95WTnVpbWi1JBdPr06dbTdN/Xrl2Ll156KVk/sUdvy+h4veuwHwkIAfn989VXXyEqKgrly5dHjx49YP/zRVIkQAIkQAIkQAJZS4ACX9by5mouImC+8xfMt07CHH0RlqiLMGsvS+xVmO/8DcTfctEqyafxCysIP03o81fvheEfrr1yFIV/ZEVNIMyVvDPPSIAESCAdAlZRK51u6vZjjz2GMWPGpOh6/fp1jB07Fnv37k12TwS5UaNGKaGwadOmSfcGDBiAp59+OulcDjZt2qSEM/mibt9knkceeURV4rWKe9JHRDARxGybrY3iYSiiooQCW5sU9JDCHo7aqVOn8Oyzzyqx0v6+VPrt0qWLEgnlWPJ9FShQACtXrsTrr79u393huXgnSn8RL21bnz59cPToUdtLDo+HDh0KKWySVtu1axeGDRuW1OXVV181FK4oXlAi0loFSzn+8MMPk+ZL7yCj49Obn/dJwEpAKlmLuCfv8gcJ8eSluGelw3cSIAESIAEScB8BCnzuY8+VDRAw372AxCu7kXh5l/baDUv0JQOjM7erBX4IyFMWAQVra6/7EVDg/nsegZm7LGcnARIggSQCktx+x44dkEqW4jkmHm5Gmghy4k0ouf2uXr2qxotXjr0gZmROo33FBhEqT58+rYRB2YO88uTJk2wq8biTHHwhISHJrnvCyfnz57FlyxbUqFFDeTUZtUlEVvHEy58/PyRE16hoktHxRu1l/+xHQD5jIu6JB1/JkiWV966/v3/2A8EdkwAJkAAJkIAHEqDA54EPhSZB88a7DtOFrR4p6Ol5Pv6RFTShr5YS/QKLNdYzhH1IgARIgAR0EBCvQMl3J+G+kpOPjQRIIGsIiLgn1XIl917x4sVVioDUcndmjUVchQRIgARIgARIwJYABT5bGjx2KwGLKQamcxtgOrNGE/Z2airfv3mV3GpYRhfXcvoFFm+KoJKtNcGvDqDl/WMjARIgARJwnsDUqVOVp+Hw4cMp8jmPkSNJQDcBCQGXarki7hUtWlRVsXa2+rbuRdmRBEiABEiABEjAEAEKfIZwsbPLCZgTlKeeiHqm85uBxDiXL+FJE/qF5kNgiRYILNkGAXkre5JptIUESIAEvIaAVNLdvXu3yjGYWuEOr9kMDSUBDycgXrMSlivh+yLuSe7KoKAgD7ea5pEACZAACZBA9iNAgS/7PXOP2LFUt004sQgJx36AJe6GR9iU1Ub45ymH4Eq9leAHv4CsXp7rkQAJkIDXEpAKvlLVV8S9jh07eu0+aDgJeDoBKfryzTffqBydhQsXxpNPPklxz9MfGu0jARIgARLItgQo8GXbR++ejUu124Sj85Bw8ifNWy/WPUZ42Kp+4YUQVLEngsp0gl9gmIdZR3NIgARIwPMI3Lx5E59//rkKz5UwXTYSIAHXE5DCN9999x2kyrXkuxw4cKBHFrdx/c45IwmQAAmQAAl4JwEKfN753LzOavPNY4g/9C1Mf23wndx6rn4KQTkRVP4RBJfvAb9QJo53NV7ORwIk4FsEJk6ciJiYGDz//PMIC+MfR3zr6XI3nkBgyZIlOHjwIHLkyIFBgwapd0+wizaQAAmQAAmQAAk4JkCBzzEXXnURAamEm3BkrqqG66IpfX8a/yAElmqL4IpPwD9XCd/fL3dIAiRAAk4QWLRoEQ4fPozu3bujYsWKTszAISRAAqkRWLlyJXbt2qXE8/79+7OYTWqgeJ0ESIAESIAEPIgABT4Pehi+ZIr59hnEbnsX5muHfGlbWboXC/wQXLYzgmsMh19wjixdm4uRAAmQgKcT2LZtG9asWYOGDRuiZcuWnm4u7SMBryGwefNmbNiwAVIld8CAAShYsKDX2E5DSYAESIAESCA7E6DAl52ffmbsXcurF7d/plY8YwFDcV3FNyQPQmo+g6DS7V01I+chARIgAa8ncOHCBXz55ZcoVqwYxMOIjQRIIOME9u3bh2XLlsHPz09Vyy1RgpEEGafKGUiABEiABEggawhQ4MsaztliFdO5DYjbPQmWmCvu3W9IEPwjwuGXIxf8c+QGAoK14hWBgH+gVqw2SDsPuvceqB2bE7ViHyZYtBcSE2AxJ/xzrr0nxMF85wbMd+/AcjdGu2526778C9REaN0xWthuKbfawcVJgARIwFMIfPjhhzCbzRgzZozyNvIUu2gHCXgjgRMnTmD+/PnK9G7duqFSpUreuA3aTAIkQAIkQALZlgAFvmz76F23camMG7djPBIv/uG6SfXMFOCPgAJ54Z+/mCbk5Yd/znwIyKmFkQSG6BltuI8l9rYm+F3RBL9rMN++ouUV/BvmG3cMz5PRAUEVeyGk+iBNqAzN6FQcTwIkQAJeTeDbb7/F6dOn0bdvX9DTyKsfJY13M4GzZ89Cfp5EMO/UqRNq1KjhZou4PAmQAAmQAAmQgFECFPiMEmP/ZAQSTq1A3M6JmndbbLLrmXLi76+JeXkQULA4AguWQUC+ktBc8TJlKd2TmuJguvynepkvn4f5ZpQ21KJ7uLMd/SKKIqzxu/DPU97ZKTiOBEiABLyewMaNG7Fp0yY0a9YMDz74oNfvhxsgAXcQuHz5Mr766iuYTCY0bdoUjRs3docZXJMESIAESIAESCCDBCjwZRBgth2eGI/Y7R/CdGZ15iIIDECglv8lsHg1BBaqkLlruWB2S3w0TBeOwHT2ABIvZH6ocsj9zyGoQncXWM4pSIAESMD7CJw6dQpz585F2bJl8fjjj3vfBmgxCbiZwPXr1zFr1izExMSgdu3aaN+e+X7d/Ei4PAmQAAmQAAk4TYACn9Posu9A851ziNk0DpY7ZzMHgoTeFimMoJLVEVhEy/+i5c7zxiZiX8K5vZoIegjmq7e0LWSOZ1/gfc0R0uAVLc9gmDdios0kQAIk4DQB8TiSPHzBwcEqD5/TE3EgCWRDAnfv3sXMmTMh75JvT/LusZEACZAACZAACXgvAQp83vvs3GJ5wsmfELfrYy0kN86162vV2gIK5dO89aoi6L7qmZZHz7VG65/NEnMTCWd2a6+jsNySMF7XNobsupYnZyMBEvAeAiJQXLx4EUOHDkWBAgW8x3BaSgJuJBAfH6+qUF+7dg2lS5dGr169VOVcN5rEpUmABEiABEiABDJIgAJfBgFmm+GaoBf7x7swnVvn2i1rwl5gyRIIrtYS/uGRrp3bQ2dLvPIn4vZv0Lz6brrWQv8ghNQagaDy/Au8a8FyNhIgAU8m8PPPP2P79u0qtFBCDNlIgATSJiCFNKSghhTWKFy4MPr168cq1Gkj410SIAESIAES8AoCFPi84jG510hL3C3ErB8B861TrjNEhL0SxTVhrwX8I/K5bl4vmsl0+Tji92+E+Zprhb7Akm0Q2vA1jYSfF9GgqSRAAiTgHIHDhw9j0aJFqFatGrp06eLcJBxFAtmIwOLFi3Ho0CHkzp0bgwYNQlgYU3xko8fPrZIACZAACfgwAQp8PvxwXbE1893ziNkwEpaoi66YTptDC8UtXgwh1TVhLwdDqQSq6eIRxB/YBPP12y5iDAQUboiwh97X8hcGuWxOTkQCJEACnkhAigNMnDhRiRUjRozwRBNpEwl4DIFff/0Vv/32m8pbOXjwYERGZo/oCY95ADSEBEiABEiABDKRAAW+TITr7VObbxxF9IbRQLxrhCe/3BEIbdAJAXmKeTuaTLE/4cxOxO3ZDMQluGR+/7yVENb0Y/gF53TJfJyEBEiABDyVwGeffYZbtybJNAAAAEAASURBVG5h5MiRyJmTv/M89TnRLvcS2LdvH5YtWwZ/f3/07t0bJUqUcK9BXJ0ESIAESIAESMClBCjwuRSn70yWeGknYjaOAczxGd9UYACCq9dBcLnGmgMfw0bTAiqVd+P2roTp1BmtW8ar7vrlKIbwFp/BL4zekmlx5z0SIAHvJrB06VLs378fjz76KKpUqeLdm6H1JJAJBCTf3jfffAOLxcKfk0zgyylJgARIgARIwBMIUODzhKfgYTaYzqzRCmq8o+lLiRm2LKBYYYTW7QS/kFwZnis7TZB47TRit62E5U50hrftF5oPYc0nwT9XqQzPxQlIgARIwBMJ7N69GytWrEDdunXRtm1bTzSRNpGA2whIpdwvv/wSUjm3WbNmePDBB91mCxcmARIgARIgARLIPAIU+DKPrVfOHH9otlb4YXrGbQ/wR0i95ggqUSvjc2XXGcwmxO5ZDtOJExknEBiOsCb/RUABPo+Mw+QMJEACnkbg6tWrmDp1qqoIKkUD2EiABO4RiIqKwsyZM3Hnzh3UqFEDnTp1IhoSIAESIAESIAEfJUCBz0cfrDPbij/4lVbsYaYzQ5ON8culiUmNu7OIRjIqzp+Y/j6gefP9AiRk0KNSK7gR1vxTBOSv7rwxHEkCJEACHkpgwoQJiI2NxdixYxEUxAJDHvqYaFYWEkhISMBXX32FK1euoFSpUnjiiSe0TClMlZKFj4BLkQAJkAAJkECWEqDAl6W4PXexhFMrEbft3QwbGFi6FELrdNGqtwZmeC5O8C8Bc/R1xP72Pcw37/570ZkjzZMvvOXn8M9T3pnRHEMCJEACHktg0aJFOHz4MHr06IEKFSp4rJ00jASygoDk2ps7dy5Onz6NAgUKYMCAARS+swI81yABEiABEiABNxKgwOdG+J6ytOmvXxG7+TXNHLPzJjEk13l2ekdKyO4+rQDHsWN6RzjuF5wb4a2nax6WRR3f51USIAES8EICzMPnhQ+NJmcaAamWK1Vzpaq0hK1HRERk2lqcmARIgARIgARIwDMIUODzjOfgNisSr+xBzPpRGSqowZDcrH18rgjZ9QsvpIl8M+AXGpm1xnM1EiABEsgkAjdu3MAXX3yB/PnzY9iwYZm0CqclAc8nsHnzZmzYsAHBwcEYOHAg8uXL5/lG00ISIAESIAESIIEME6DAl2GE3juB+dafiF6jfQlKjHV6E/6F8iH8wSeAwGCn5+BA4wTMdy4j5tcFsETHGR/8zwj/3GUQ1moq/ALDnJ6DA0mABEjAkwh88sknkKICzz33HD2WPOnB0JYsI3BCK8w1f/58lWuvT58+KFGiRJatzYVIgARIgARIgATcS4ACn3v5u211852/EP2LJu7F33LahoBihRHW6HEt316A03NwoPMELDG3EL3+W1juxjg9SUCBGghrNkl7hkxI7zREDiQBEvAYAtawxC5duqBatWoeYxcNIYGsIHD58mVVVMNkMqlquVI1l40ESIAESIAESCD7EKDAl32eddJOLaZYRK/qA0vUxaRrRg9UMY26XaH9idjoUPZ3IQFL/F3EbJirFd+44/SsgcVbIPSB/3N6PAeSAAmQgKcQ2L9/P5YuXYqaNWuiY8eOnmIW7SCBTCcQExODqVOnKg/WevXqoU2bNpm+JhcgARIgARIgARLwLAIU+DzreWSJNTGbxiHx/Gan1wqqXBUh1ds5PZ4DXUzAFIfojd/AfPWm0xOH1BuHoDKdnB7PgSRAAiTgCQQkPFfCdHPnzo0RI0Z4gkm0gQQynUBiYiJmz56NCxcuqJDcvn37ZvqaXIAESIAESIAESMDzCFDg87xnkqkWJRz7HnG7tZBMJ1twzToIrtjMydEclpkEYjbOQeLFK04vEd5uNvxzl3V6PAeSAAmQgCcQmDJlCq5du4ZnnnkGefLk8QSTaAMJZCqBhQsX4siRI4iMjMTgwYNVcY1MXZCTkwAJkAAJkAAJeCQBCnwe+VgyxyjzjWNaUY0hTlfMDapUGSE1Hs4c4zhrxgkkJiB63SyYb9x2ai6/iCIIbzeHRTecosdBJEACnkJg1apV2LlzJx5++GHcf//9nmIW7SCBTCHw+++/Y/369UrUGzp0qPJezZSFOCkJkAAJkAAJkIDHE6DA5/GPyDUGWhKiEL1Sy7sX45yHV0DxYvcKarjGHM6SSQQs8dGayDcHlttRTq0QUOwhhDV+36mxHEQCJEACnkBAPJnEo6lKlSp49NFHPcEk2kACmULg1KlTmDt3LivmZgpdTkoCJEACJEAC3keAAp/3PTOnLI7Z8DwSL21zamxAkYIIe7C3VmnV36nxHJS1BCyxt7UKyZrIFx3n1MIh949CUIUeTo3lIBIgARJwN4HY2FhMmDABoaGheOGFF9xtDtcngUwhIGHoM2fOREJCAtq2bYu6detmyjqclARIgARIgARIwHsIUODznmfltKXxh+cgft80p8b758uN8Gb9gYBAp8ZzkHsImO9e0US+uUC8ybgBfgEIaz0VAZGVjI/lCBIgARLwAAIifFy8eBFDhgxBwYIFPcAimkACriMgFXOnT5+OO3fuoEaNGujUiUWyXEeXM5EACZAACZCA9xKgwOe9z06X5ebbpxC9qr9Teff8coUjvNUALSdbqK612MmzCCTeOIeYdT8AiWbDhvnlKIqI9t9qXptBhsdyAAmQAAm4m8DatWuxdetWtG7dGvXr13e3OVyfBFxGwGw2Y9asWapibrFixdCvXz8VouuyBTgRCZAACZAACZCA1xKgwOe1j06f4dFrBsN8/Yi+zra9ggMR0Vb7n8YwViC0xeJtx6a/9yN2889OmR1cbRCCqw5waiwHkQAJkIA7CZw8eRLfffcdypUrh549e7rTFK5NAi4lsGTJEhw8eFAV05CKuRKKzkYCJEACJEACJEACQoACnw9/DhJO/oS47R84tcPQZl0QWLCcU2M5yLMIxO5eCtPx48aN8g9GuObF55+jiPGxHEECJEACbiSQmJiIDz/8EIGBgRg7dqwbLeHSJOA6AuKVKt6pwcHBEHEvMjLSdZNzJhIgARIgARIgAa8nQIHP6x+h4w1I1dyoZd2BhDuOO6RxNahyFYRUb59GD97yKgLmRESvnQnzDeOfhYCCtRHW/FOv2i6NJQESIAEhMGfOHJw7dw79+/eHhDKykYA3E7BWzJU99O3bFyVKlPDm7dB2EiABEiABEiCBTCBAgS8ToHrClLGa555J8+Az2lRRjRYDNd9OVsw1ys6T+1tibiJq1WxN8DVedCP0gXcQWLyZJ2+PtpEACZBACgIbN27Epk2b0LRpUzRu3DjFfV4gAW8hcPPmTUybNk1VzGVeSW95arSTBEiABEiABLKeAAW+rGee6SuabxxD9M+aSGe0Sd69dlpRjdBcRkeyvxcQMF04jNhNKwxb6heaDxEdv9cqKQcbHssBJEACJOAuAmfPnsXXX3+NkiVLok+fPu4yg+uSQIYImEwmzJgxA9euXUPVqlXxyCOPZGg+DiYBEiABEiABEvBdAhT4fO3ZWsyIXt0f5lsnDe+MefcMI/O6AbF7foLp2FHDdgdV7ImQWs8aHscBJEACJOAuAhaLReXhk/XHjBmDgIAAd5nCdUnAaQI//PADjh49igIFCmDQoEH8HDtNkgNJgARIgARIwPcJUODzsWeccGoF4ra9Z3hXgWXKILTuo4bHcYCXETCbELVyCixRccYM9wtARKdFWlXlfMbGsTcJkAAJuJGAVNKVirq9e/dGqVKl3GgJlyYB4wS2bNmCdevWqUq5Q4YMQa5cjLAwTpEjSIAESIAESCD7EKDA51PP2oKoFU/AcuecsV0FaaG5HYbALzjc2Dj29koCpkvHEPvrMsO2B5XvhpDaow2P4wASIAEScBcBq0DywAMPoHnz5u4yg+uSgGEC1hBzGciiGobxcQAJkAAJkAAJZEsCFPh86LGbzq1H7O+vGd5RSN0HEVSmoeFxHOC9BGI2z0Xi3xeMbcA/CBGdl8AvJLexcexNAiRAAm4icOHCBXz55ZcoWrQoBgwY4CYruCwJGCNw+/ZtTJ8+HbGxsWjRogUaNWpkbAL2JgESIAESIAESyJYEKPD50GOPXtVXy713ytCO/CNzIrz1UENj2Nn7CVhibyNq+Uwg0WxoM0GV+yCkxlOGxrAzCZAACbiTwIQJE5RQMnbsWAQFBbnTFK5NAukSSExMxMyZM3HlyhVUrFgR3bt3T3cMO5AACZAACZAACZCAEKDA5yOfA9OFrYjd+KLh3YS37QX/3EUNj+MA7ycQd3gdEvbvNraRwHBEdPkRfoFhxsaxNwmQAAm4iYC1SEGPHj1QoUIFN1nBZUlAH4ElS5bg4MGDyJcvHwYPHozAwEB9A9mLBEiABEiABEgg2xOgwOcjH4HotcNhvrrf0G5YWMMQLt/r7GTBjeDqQxBcpZ/v8eCOSIAEfJLAjh07sHr1atSrVw9t2rTxyT1yU75BYOfOnVi1apXyNB06dCjy5MnjGxvjLkiABEiABEiABLKEAAW+LMGcuYskXtmLmHXPGFvE30+rijpUy6eWw9g49vYpAgnn9iBuy1pjewrOiRydfwQCgo2NY28SIAEScAOBq1evYurUqcifPz+GDRvmBgu4JAmkT+Dvv//GnDlzYDab0bNnT5QrVy79QexBAiRAAiRAAiRAAjYEKPDZwPDWw9jf34DpnDGRJrBsWYTWecRbt0y7XUXAYtYqL38BS1ScoRlD6r+CoNIPGxrDziRAAiTgLgKffPIJoqKi8NxzzyEiIsJdZnBdEnBIIDo6WonQ8v7QQw+hSZMmDvvxIgmQAAmQAAmQAAmkRYACX1p0vOFeYizuLtKEFnO8AWv9EN6xP/zD8xoYw66+SiDh5FbE7dhsaHsBBesgrPkkQ2PYmQRIgATcRWDZsmXYt28fOnfujOrVq7vLDK5LAikIWCwWzJ49G+LBV6pUKfTu3TtFH14gARIgARIgARIgAT0EKPDpoeTBfRJOrUDctvcMWRhQojjCGj5maAw7+zCBRJPmxTcZlhj9IrEFfsjxyDItxJv5gXz4k8GtkYDPEDh06BAWL16MqlWr4pFH6L3uMw/WBzYi+SElT6Tk25OiGiEhIT6wK26BBEiABEiABEjAHQQo8LmDugvXjFk/ComXdxqaMbx9X/jnLGhoDDv7NoH4oxsQv9fY5yi45tMIrvSEb4Ph7kiABHyCQFxcHD766CMlnrz4ovGK8z4BgZvwOAJHjhzBwoULVaVcEfekci4bCZAACZAACZAACThLgAKfs+Q8YJwl5hruLn1E86Wy6LYmoGhBhDXuq7s/O2YTAqZ43F02GUgw6d6wf65SCG//je7+7EgCJEAC7iQgBQzOnTuHfv364b777nOnKVybBHDjxg1MmzYNJpMJ3bp1Q6VKlUiFBEiABEiABEiABDJEgAJfhvC5d3D8kW81rytNlDHQQps8jMDClQ2MYNfsQiB291KYjh83tN3wdrPhn7usoTHsTAIkQALuILB582Zs2LABjRs3RtOmTd1hAtckAUUgMTER06dPx7Vr11CrVi106NCBZEiABEiABEiABEggwwQo8GUYofsmiF7ZG+bbZ/QbEBSIHF2eBfz99Y9hz2xDIPH6GcT88oOh/QZpIbohWqguGwmQAAl4OoFLly5hxowZKFy4MAYNGuTp5tI+Hybw008/Ye/evSokd8iQIQgICPDh3XJrJEACJEACJEACWUWAAl9WkXbxOuZbfyJ6VT9DswaWK4fQ2l0MjWHn7EUgasXnsNyN1b1pv5BIRGjFNthIgARIwBsIfPzxx4iOjsbo0aMRHh7uDSbTRh8jYM27FxQUBBH3IiMjfWyH3A4JkAAJkAAJkIC7CFDgcxf5DK4bf2g24vdPNzRLWMtuCMhXytAYds5eBOIO/oyEg/sNbTqszQwERDJ3kCFo7EwCJOAWAlbPqU6dOqFGjRpusYGLZl8CEpIrXqSSd++xxx5D+fLlsy8M7pwESIAESIAESMDlBCjwuRxp1kwYs2E0Ei9t172YX1gwIjpp4blsJJAGAfPdK4heMSeNHilvBdd6FsEVe6a8wSskQAIk4GEErN5TlStXRteuXT3MOprjywRE1JOiGlJco06dOmjXrp0vb5d7IwESIAESIAEScAMBCnxugJ7xJS24+31LwByve6qgKtUQUq2t7v7smH0JRK+ZDvON27oBBBR7SKvM/L7u/uxIAiRAAu4ikJCQgPHjxyM4OBgvvPAC/Pz83GUK181mBBYuXAgRmAsWLKhyQPozH3I2+wRwuyRAAiRAAiSQ+QQo8GU+Y5evkHj9MGLWDDE0b3iHfvCPyG9oDDtnTwLxxzYifo9+71AE50aOR5dnT1jcNQmQgNcR+Prrr3H27Fn07dsXJUqU8Dr7abD3EdizZw+WL18Oybs3bNgw5M6d2/s2QYtJgARIgARIgAQ8ngAFPo9/RCkNjD/6nSbAfJ7yRipX/HKEIuLhZ1K5y8skkJyAM2G64e3mwD93meQT8YwESIAEPJDAli1bsG7dOjzwwANo3ry5B1pIk3yJgOTdmz59OhITE5l3z5ceLPdCAiRAAiRAAh5IgAKfBz6U9EyK2TQOiec3p9ct6X5gyRIIbdAj6ZwHJJAegbs/TgLiTOl1S7ofUvsFBJV/NOmcByRAAiTgqQQuX76sBBcJlZQqpmwkkFkEbPPu1a9fH61bt86spTgvCZAACZAACZAACYACnxd+CO4ubAOYonVbHlL3QQSVaai7PzuSQMzmuUj8+4JuEIHFWyL0gbd092dHEiABEnAngU8//RR37tzB6NGjER4e7k5TuLYPE7Dm3StcuDAGDhzInI8+/Ky5NRIgARIgARLwBAIU+DzhKRiwwXzrT0Sv6mdgBBDevg/8cxYyNIadszcBo3n4/MLyI6LzkuwNjbsnARLwGgIrVqzA7t270aFDB9SqVctr7Kah3kNg586dWLVqFUJCQlTevZw5c3qP8bSUBEiABEiABEjAKwlQ4POyx5ZwaiXitr2r3+rgQOR4ZJT+/uxJAhqBxBtntUIu3xtiEdFlKfxC8xoaw84kQAIk4A4CR48exQ8//ICKFSuie/fu7jCBa/owAQkDnzlzJsxmM5544gmULl3ah3fLrZEACZAACZAACXgKAQp8nvIkdNoRf2AG4g/O0tkbCChWCGEP9tHdnx1JQBGwmHF3kZaHL9GsG0hYy8kIyF9dd392JAESIAF3EUhISMD48eMRGBiIMWPGMHTSXQ/CB9eVvHtTpkzBrVu30KhRI7Ro0cIHd8ktkQAJkAAJkAAJeCIBCnye+FTSsCl2y5swnf0ljR7JbwVVrY6QqlrOPjYSMEgg+pfpMF+/rXtUSP3/IKh0e9392ZEESIAE3Eng22+/xenTp9GnTx+ULFnSnaZwbR8isGzZMuzbtw9FixZF//79KR770LPlVkiABEiABEjA0wlQ4PP0J2RnX/SawZrocsTuauqnIQ2aIahkndQ78A4JpEIgZusCJJ49l8rdlJeDq/ZHcLXBKW/wCgmQAAl4IIGtW7di7dq19LLywGfjrSZZQ7+Dg4Px1FNPgXn3vPVJ0m4SIAESIAES8E4CFPi87LndXdhWq6AbpdvqsFY9EJC3hO7+7EgCVgJxh35BwoG91tN03wNLtEZoozfS7ccOJEACJOAJBK5evYqpU6eiQIECGDp0qCeYRBu8mIBUZZbQ3Pj4eJXXUfI7spEACZAACZAACZBAVhKgwJeVtDO4liX+NqIWP2xoloiuI+AXGGJoDDuTgBBIOLsLcVvX64bhn7cywltP192fHUmABEjA3QQ+/fRTiDAzcuRIelu5+2F48foWiwWzZs3C+fPnUaNGDXTq1MmLd0PTSYAESIAESIAEvJUABT4venKJ1w9rlU2H6Lc4JAg5uozU3589ScCGQOKNc9rnbYHNlXQOg3IiR9eV6XTibRIgARLwHAIrV67Erl278PDDD+P+++/3HMNoiVcR2LBhAzZv3ozcuXOr0Fwp3sJGAiRAAiRAAiRAAllNgAJfVhPPwHqmM2sQu/Ut3TP458uN8JaZmxPt99+P4M235uPMmSvKrqpVi2PRwnG6bcysjvLX9JiYeISHG/NeXL5iJ55//itlVp8+TfDaq4/pNjE6Og7Tpv2MjZsO4c8/LyJEE1gLFsyN8uWLoFvXhmjcuEqKud58ax6+++43dX3SpEFo19ZzvmBaTLGIWvR5CpvTuhDx6Ar4BedKqwvvkQAJkIDHEDh+/DgWLFiAChUqoEePHh5jFw3xHgLnzp3DnDlzVDGNQYMGoVChQt5jPC0lARIgARIgARLwKQIU+LzoccYfnY/4Pf/TbXFgyRIIbZD8C8uJExcw7KkpOHDgbKrzFC6cB6+83A09ezZOtY/1xjMjpuGLL1ZZT7XQlJLYu+fjpHN3HTRv8To2bDig2TJRs6mUbjO+/XYj+vT9RPUfPrwtvvh8mK6xt29Ho179sTh27LzD/jlzhuL6ta8RGBiQ7P7QYV9g+vR7VZHnffe8LubJJsjkk7tLPwViE3SvEt7+G/jnKqW7PzuSAAmQgDsJJCQkYMKECfD398eYMWNY8dSdD8ML146Li8PkyZMRFRWFli1bomHDhl64C5pMAiRAAiRAAiTgKwQo8HnRk4w/+BXiD8zUbXFQtZoIqdIqWf/pM9ZoycQnJ7vm6KR165r4eXX6BROOHPkL772/EEuW/KHlMYr1CIHv5s27iMz7pNrW558PwdPD2zvaosNr4sE3duwcda9Xr8Z49T/JBVKHg7SL4on31lv/hrM++GAl5UF4/Ph5xaVFi+pY+0tK78v/+7/5mL/gdzXthAn9PcqDT4yKXjcT5qs3lX16/hPWeppW1CWlp6KesexDAiRAAu4gMHfuXJw6dQq9e/dGqVKl3GEC1/RSAvPmzdM89v9Unxv5/LCRAAmQAAmQAAmQgDsJUOBzJ32Da8ft/RwJR77TPSqk7oMIKpP8r8k3btzFZ5+vwPHjF9Q869cfwF9/XVPHffs2Ve+RkTnQv19zLR9RGd1rdez0LpYv3+kRAt+VK7dQsNAAZfvECQMwenTmJ7tu1/7/sHr1Hi1Jeyj+OjcDuXKFJ7GT0N2wsGCv9AyJ2TwXiX/f+6wkbSiNg7BmkxBQqE4aPXiLBEiABDyLwLZt27BmzRo0aNAArVol/6OYZ1lKazyJwM6dO7Fq1Srt3/cwDB8+XL17kn20hQRIgARIgARIIPsRoMDnRc88bsd4JPz5o26LQxo2R1CJ2mn2f/qZqVp4yWolTN2+NTfNvnJzw68HsH79fuzefUoLafJD1aol0PuJJhg7bk6aAt/evaex7Kft2L//rObRFqOJh6VRq2YpdOhQN0WevMOHz2nrHFQecCEhgWjerDq+/GotDh36CzlyhKKmNm7Y0DbInz95rreEBBN+XrMXO3acwJtvzld7ad++tvaFrUbSvvz9/FC7dhk0aVI16ZociCfiei2kV/L2WVt4eDCeGtbOepri3WRKxJpf9uLw4b/w4YeLcfnyLdx3X75kgmLu3OFo2+Z+dd12go0bD2qJ3U/CrOUKtLaKFYuhw8Ppi2MrV+3Cxo2HNJZnFDthWa9uOS08qIZDEXH37pP4fcsRxMWZ1FJFCkeiV6+HFKd583/Dvn1nUK5cYYx8tgMqVbrPao56j/3je5jOpB7OnayzdhLa+H0EFnvI/jLPSYAESMBjCVy/fl2FWebLl08VSPBYQ2mYxxC4ceMGpk6disTERHp+esxToSEkQAIkQAIkQAIU+LzoMxC75S2Yzq7RbXHog200saV6mv31Cny3bkXh+Rdm4csv16Y5n30Ovrt3Y/DyK9/gs88cV1cVQWzO7JFo3vyenSKa5c3XV4W1prWQeMqtX/c26tQpm9RtviZWPd5rYtJ5WgcHD0xClSrFVRez2Yw8kX1SrClrpCV6/rh0Gx555IO0llH3HnqoMjb++m5Sv337TqNmreeTzq0Hjz32IObPe8F6muL9zz8vYPjT0zRPk70p7skFCQOeMf1plC79b4Jv23Bl6yBh3rlzvWS5E633du74SAmg1vPYHYthOnnSeprue0iD1xBUqm26/diBBEiABDyJwKeffqr9G3AHI0eO1P7gldOTTKMtHkZARL0ZM2bg6tWrqF+/Plq3bu1hFtIcEiABEiABEiCB7EqAAp8XPfmYTeOQeH6zbotDm3ZEYKGKafbXK/B17/FfLFy4NWkuqQ4rTbzWbJutwCfCWfce47F48R+2XVRlWftxp05O0XLYFFT9Hu7wDlau3JVsjJyIMGUNJ5Zz8cQTQcraxFOtabNXUwh11vvW9zJlCmHH9vGQUGRr69rtwxR2pifwHTx4Fi1avpGCgXVO6/tLL3XF++/1sZ5CwqQrVX42xbi0BL6rV2/j/tovJNu/2CdNch9am/CXvQUFBapLiYlm1G8wVnkLWvuk9f7ee73x8kvdkrrE7vkJpmNHk87TOwjRbAwq/2h63XifBEiABDyKwOrVqzWv5h1o06YN6tWr51G20RjPIiBhuRKemz9/fgwZMkQVaPEsC2kNCZAACZAACZBAdiVAgc+LnnzM+meReHm3bovDWjyKgPxp59HTI/B9//1mPNZzglq3QoWikGqv1vx8v2ohu3LPKtjZCnzz5m1Cryc+VuNEjPpxyct48MHKCA4OVELVa6/PxaxZ69X9tm1rYdXK15P2ZltdVtZc+uPLkBBW8Qh8ovfHWLZsh+p77eps5M37r7eFiIpHjvyNqtVGqftvvdkTTz/9b5ENCSu27Z+0oHZw5060CmMd9dxMzJ27SVfYskULsb127Q7atvs/JaLVq1cOK5a/mjRteHhIihBkuSmeiuIVKRG6YqvwS0vgG/70FEyZ8rOaV9aYPetZFU4r6x86dA69+3yiQm2lw4cf9NUKhfwrsgmTmzej0LnL+9i8+YiaQ/4jQuf06cPRtEk1FV69ZetRjH6uoybA5knqE3dgNRIOHUg6T+8guOZwBFdiovH0OPE+CZCAZxE4qXkqf/fddyhZsiT69Pn3DzKeZSWtcTcBKagxb948BAQEYNiwYdofCiPdbRLXJwESIAESIAESIIEkAhT4klB4/kH0msEwX/9XoEnP4rA2jyEgz70w1NT66hH4+j45Cd9886ua4sjh/ymhzXa+rZow1OiBl9UlW4HvsZ4f4fvv71WI7dChjibuVbIdhoR4E974J1ee3Lh86SsUKHDPM/DZkdOTwnqvX5uTzNtu1ux1GDDgMzXXoYOTULly8j1mtMjGsKcmY9q0NboEPuuGGj/0ihLP7MNxrffTei9eYogSPFMT+OzDlqVoSIECyfMPnj9/PYmXhB5LCLJ9a9P2raTw3h49HsD0acORO3eEfbdk53GH1yJh/55k19I6Ca7aH8HVBqfVxWX3bt++rUKk4uLitM9AZZfNy4lIgASyHwH5Y8lHH32EhIQEvPjii9ofooKzHwTuOE0CUVFRKlej/JvToUMH1KpVK83+vEkCJEACJEACJEACWU2AAl9WE8/AetEr+8B8+7TuGcLb94V/znthr6kN0iPwlS03HCdPXlI53tb+8pbDqax9bAU+6zWHAxxc3LD+/9C0aTV1x1bgs5gXJev97bcb0afvJ+qabS49aydfE/gkLFlEQCMtJnoeQkOTf0G1CnwiAB7Y/4nDghz2a8Qf34T43dvsL6d6HlSxJ0JqPZvqfaM35Ev3zZs3lZB35coVzVvymjqW3Efx8fcKojCkzihV9icBEnBE4Mcff8SBAwfQqVMnrSJ8DUddeC0bE/j6669x9uxZ7Y+cFdG9e/dsTIJbJwESIAESIAES8FQCFPg89ck4sCt6dX+Yb55wcMfxpbA2j2sefMUc3/znqh6Br2KlETh27LyWSLomfl79hsP5rGKercDXpOl/sGnTYYf9HV1cuvRldOp4L/cRBb5/CUVHxyEiR69/L+g4sg9dliFWgc8+d2Fa08Uf3YD4vTvT6pLsXlDFXprA90yya3pOJGm5VLK0FfHkWK7JvdRaWFgYnnvuOeZASg0Qr5MACegmcPjwYSxatAgVKlRAjx49dI9jR98nsG3bNs0Dfg1y5MiB4cO1VBT08PT9h84dkgAJkAAJkIAXEqDA50UPLXrtcJiv7tdtcVjLrgjIVzrN/noEvif7TcLXX98L0d2zeyJq1iyVbM616/ahVas31TVbge+FF2dh4sSl6vorr3TDOJu8cOqi3X8iIkK1vDb+6qqrBL7/+7/H8dqrjyVbKSHBdC9PX9XiDoUhTwvRFeNr1hqdlGNv2bJX0OShKsn2ZHvi5wctvDjc9pI6dkbgizu4BgkH96WYK7ULwdUGIrjqwNRuK6878b6Tl9UbT4Q88dITbz2jrUWLFmjUqJHRYexPAiRAAikImEwmjB8/Xl0fM2YMAgPvFStK0ZEXshUB+UPTtGnT1B+b+vbtixIlSmSr/XOzJEACJEACJEAC3kOAAp/3PCvEbBiNxEvbdVsc2qQDAgsnz3sXFRWL7+b9hhMnLqh5pFiFFGmQNm7cvcIMUl22W9eGKFeuiLq+avVutG//tjqWYhmvvNxdq8xaDuZEC37deBDvvPODuif/kfsvvNAFfXo3QWxsAqpVfy7p3uOPN0bjxpVQq2ZpREXFYc+eU9ix809s2XJUFaLY+Os7qsLurNnrtXxyK5Iqv779di88NaytVrEuF44fP4/X35inJbn+Tc37wgud8dK4ruqedaHY2HiEhT+uTqWQxKuv9kBxrQLvzl0nNY/CQ9io2SyVZ2W/H7zfF3v3nsbSZduUTTJIqv6Kx6I0KxMpzlG/Xnk88kgDdV3+I3nv5s/fjEuXb+Krr9apQhlSXXjAgBZJfYoXz4dejz+UrLDH8hU78fvvR7QvC2bV78MPF6t3sVVy40nz01S6jipv4b3ccl/NWoeBA+/lHRTGffs2Q6OGFbVnVBgXLtzAbo3ltm3H1bwtWlTHksX3ciJevHgD8xdsVn2sNsp428IjOXOGYfCgVihUKI9a2/Y/cXuXI+Go/ryPwTWf1opsPIGYmJgU3ngi6EnePFe1kJAQjBo1SqsYHOSqKTkPCZBANiewYMEC7d+Z4yoEU0Ix2bI3AfnD0/Tp09W/Z1JdWVJCsJEACZAACZAACZCApxKgwOepT8aBXTG/vYLEvzc6uOP4UugDrRF4X/I8Ql9+tRaDBn3ueIDN1fbtayerBiuVZT/9dLlNj7QPRahaMP9FTJv+s1Zpbkranf+5u17LwRfg748mTf+tQmsd+NJLXfH+e32Swkyt1+X9jTcew5tv3BP0rNe7dvtQCXXWc0fvzz/fGRM+6g9reLGjPvbXbIuM2Fa2te9ney6VfF9/vae6dPbsFZQsNcz2dqrHIsTdvjU36X7vPh+r6r5JF9I4uHtnLsQjcuSoGfjf/1ak0fPeLavYad8xdsdimLTqknrbblNN7LhcDtHR0XqHON2vSZMmeOihh5wez4EkQAIkYE9g7969+Omnn1C9enV07tzZ/jbPsxmBDRs2aAW0Nmt/pMuLoUOHquq52QwBt0sCJEACJEACJOBFBCjwedHDit36fzCd+Vm3xSH1myKoVN1k/Q8cOINu3ccneaglu/nPiQhL//3vk5rXXLuk2/JX7LlzN0FELfF+s20VKhTVQiyjlAebXBcvtvff74OBA1qqbuKtNvzpqUkhprZj5Vhywg0f3k7r30KbO0bzDhyXzL77NO+7yZOHaR5tdfH5FyswYsSMpCnk3ldfjtBChGsmXZODa9duY8jQyQ5FPllv4MAWGDK4jZZHJ1Cr5PsdPv54WYp9JZtQO2nWrJoSPcPCgtWtRYu2aPualrRv+/5yLl55M2c+g2b/FA+RirjNmr+mKu466m97beTIDpj0yaCkS2azWatmvBEjnp2Wqq1SrViq7LZscU/Y/Wn5DjzxxMRU+8vkwnCaVlG3fbvaSWtZD2K2LkDi2XsentZrab2vvlQGR+5kvteLeO2NHDlSKyQSmpY5vEcCJEAChgiI9/HEiRNVjjWppive1GzZk8DFixe1f79nqs/AkCFDtOr1BbInCO6aBEiABEiABEjAawhQ4POaRwXE7RiPhD9/1G1xcJ1GCC57L+RT96B0OopAdfr0ZRz/J8S3ZIkCqFSpmMNcdvZTXbp0U4XYXrlyW4WDFi2aF0WKRCIkJPNCLMXWU6cu4dataCW2SdhxeHiIvWledS6hvefOXVUiqIRBFy0aqb3yKqbWHIau2lDM5m81r9GLuqdbdqE8TkaV093f2Y4PPPAAmjdv7uxwjiMBEiCBVAlYq6X27t0bpUqVSrUfb/gugYSEBJV3T/LDNm3aVEsv0th3N8udkQAJkAAJkAAJ+AwBCnxe9Cjj9nym5UObp9vi4Jp1EFyxme7+7EgC9gSif50F86Vr9pdTPV9yvhrORBdP9b4rbkjie/Hekwq6bCRAAiTgagLWiql16tRBu3b/erK7eh3O57kEVqxYgd27d6Nw4cJaWpN/Pek912JaRgIkQAIkQAIkQAJaLn8t9NJ46UqScwuB+AMzEH9wlu61gypWQkjNDrr7syMJ2BOIWjUFlttR9pdTPbc88CH+OBqjvhjFx8en2i8jN4oXLw7x4IuMjFQvfy1vIxsJkAAJuIrArVu3tEJPnyFHjhyqkI+r5uU83kHg1KlTWkqSuaqAk+Tdy5MnZQEq79gJrSQBEiABEiABEshuBCjwedETTzi+CHG7Juq2OKBYYYQ92Ft3f3YkAXsCd3/4GNBy/+lt4R3mwz9HMcTFxWHnzp1aZV+pTqxfINS7jrWf5MeS5OcFCxZUr0KFCqn33LlzW7vwnQRIgAQME5gxYwYuXbqkVUUfoKVAKGp4PAd4J4HY2Fgt5+9kVSjq4Ycfxv333++dG6HVJEACJEACJEAC2ZIABT4veuyJF/9AzK8v6LbYL3cEIto+pbs/O5KALQFL7G1ELZ1ueyntY78A5OixXvML/tejTgqDHDhwAFu2bMHVq1fTHq/zbr169SCOx1euXNEKnFyGJMW3byEhISlEPxEBpTgHGwmQAAmkR2DTpk3YuHGj8hZmvs/0aPnO/QULFmi5go+jdOnSWoGqJ3xnY9wJCZAACZAACZBAtiBAgc+LHrP5zl+IXvG4fosD/JGj22j9/dmTBGwIJF79EzHrlthcSfvQL0dRRHRYkGqnEydOYOvWrThz5kyqffTckC/bEqJrbeIhKEKfvKyin7ybTCZrl6R3CbWyevmJ4CfHEurLRgIkQAK2BOT3yfTp05EvXz489RT/UGbLxleP9+3bh2XLlqnq7MOHD9cKcoX76la5LxIgARIgARIgAR8lQIHPmx6sxYw7C5rCD/rTJkZ0GQK/kFzetEva6iEEEk5tQ9z2TbqtCShUD2HNtJDedNrFixfx+++/48iRI8oTL53uKW5XrlwZXbt2TXHd/sKNGzeSiX7yhf369esp1hSvvgIFCiQL8RXhT7wA2UiABLIvAcnDJ/n4RowYAYb9+/bn4Pbt25gyZQqkeu5jjz2G8uXL+/aGuTsSIAESIAESIAGfJECBz8sea9RPj8ESdV631WEtHkVA/jK6+7MjCVgJxB1YjYRDB6yn6b4HlXsUIXX0h5DLF2fx6NuzZ49Db7vUFpSce+Jd4UyTkGEJFbb3+JMvd/YtV65cyUQ/8fgTbx7J+8dGAiTg+wR++eUX/PHHH7D3Gvb9nWe/Hc6aNQt///03atSogU6dOmU/ANwxCZAACZAACZCATxCgwOdljzFmw2gkXtqu2+qQ+k0RVKqu7v7sSAJWAjFb5iPx3F/W03Tfg2uOQHAlAyHk/8woSc137NiB7du3q8Tm6S6kdRg3bhwCAwP1dNXVRyr+2ot+EuZrn99P1ixSpAjuu+8+FCtWTL2k0iYbCZCA7xE4d+4c5syZo4psSLENNt8kIDli161bB/mjjoRjM1erbz5n7ooESIAESIAEsgMBCnxe9pTjdoxHwp8/6rY6UAszCb2/s+7+7EgCVgJRKyfDcifaeprue2jj9xFY7KF0+6XWITExEZIDSbz6JJQ2rdavXz8lsqXVxxX3xMtQvDrOnz+vXhcuXEjhbShfCm0Fv8KFCyMgIMAVy3MOEiABNxOYOHGiEvpHjRoFivlufhiZsPy1a9cwbdo0rVi8Gf3791d/tMmEZTglCZAACZAACZAACWQJAQp8WYLZdYvEH5mL+L1f6J7QPzInwlsP1d2fHUlACFjioxC1ZIohGOHtZsM/d1lDY1LrfPToUSX0/fWXYw/Cdu3aoU6dOqkNz7TrUr1XPP1E9LMKf/bVgUXcE5HP6uEn4p+IgGwkQALeR2D58uUqjYC7fud4HzHvslgKqcjv9AYNGqBVq1beZTytJQESIAESIAESIAE7AhT47IB4+qnpr18Ru/k/Bsz0Q0TXp+EXGGpgDLtmdwKmv/Yh9vc1hjDk6LEe8A8yNCa9zuIx99tvv+HYsWPJutaqVQsdOnRIds1dJxLeKx5+VsFPju/evZvMHPH8sRX8JMzXlSHGyRbjCQmQgMsISPXv+fPno1SpUujdu7fL5uVE7icgxZ7Wr18Pqa4ueV39/f3dbxQtIAESIAESIAESIIEMEKDAlwF47hhqjrqI6J+6G1o6tMnDCCxc2dAYds7eBGJ3L4Xp+HHdEPxylkDEw3N19zfa8ebNm6ryroTwSiivCGQDBw40Ok2W9ZeiHbaCn4h+JpMpaX0p1CGVekX0s4b3RkZGJt3nAQmQgGcQkNDN8ePHq987L774IoKDgz3DMFqRIQK2obnyb4n8m8JGAiRAAiRAAiRAAt5OgAKfFz7BqKWPwBJzVbflQZWrIqR6O9392ZEEon/WchLdvKMbRFDZLgipO0Z3f2c7StGLbdu2Yffu3ZCcWN5S0dYa2mvr6SdFPGxbWFhYMsGvaNGiFBNsAfGYBNxEYPHixTh06BA6d+6M6tWru8kKLutKAgzNdSVNzkUCJEACJEACJOApBCjwecqTMGBH7B/vwHR6le4R/vnzILzFIN392TF7E7CY4hC16HMNgkU3iNBGbyKwRNblLxJvOG8PcU1ISEgW2isef7ahvSJeileJhAbKq3jx4l6/Z90fKHYkAQ8icPDgQSxZsgQVK1ZE9+7GPOg9aBs05R8CDM3lR4EESIAESIAESMBXCVDg88Inm3BqBeK2vaffcj8/5Og2SsuPxsqe+qFl356mi4cRu3GFIQARXZbCLzSvoTHsnJKAhCKfOXMGp0+fVu937vzrRSn5oSScV8Q+eUl4L3NGpWTIKyTgagKSZ3PChAnq523MmDH8uXM14CycT37HTp48WVXNZWhuFoLnUiRAAiRAAiRAAllCgAJflmB27SLmu+cRvfwxQ5OGNm6PwKJVDI1h5+xJIHbXjzBpieX1Nr+cxbX8e9/p7c5+BgiIp6Lk85Oqwn/88QeioqKSRgcFBSmvPhH7SpcurXL6eUvIctImeEACXkLgu+++w8mTJ9GjRw9UqFDBS6ymmfYEvvzyS0jxJlbNtSfDcxIgARIgARIgAV8gQIHPS5+i0Tx8AcXvQ1ijnl66W5qdZQS0hPJ3f/wfkPBvQYj01g4s0xmh9cam182n7//11184cOAAypcvj7Jly2baXiUxvNW7Tzz9oqOjk9YKDQ1FyZIllXefiH758+dPuucNB1JARXIUNmzYUFW19AabaWP2ISB5P1esWIEaNWqgU6dO2WfjPrRThub60MPkVkiABEiABEiABBwSoMDnEIvnX4zd+jZMZ1brNzTAHzm6PAMEsgKgfmjZr6cz4bmhDV9HYMk22Q+WzY6/+eYbTJo0CU888QRGjx5tc8f4oRTkeOqpp3D16r1COq1bt1bnjmaSQh22gl9sbGxSt4iICCX2iXefCH65c+dOuueJB88884wqoCIcH3jgAadM3LVrFxYuXIhTp06pMMp8+fIpoVOET8mdFh4e7tS8HEQCUuBn4sSJkGI48jNOb1nv+kwwNNe7nhetJQESIAESIAEScI4ABT7nuLl9VMLJnxC3/QNDdoQ0aIagknUMjWHn7EUg9o8FmnB8ztCmmX8PcKXAJ/DffvttXL9+HVu2bEHTpk3x4Ycf6nomly5dShL8zp49i7i4uKRxIvCJ0GcV/EQAzGi7desWPvjgA7zyyivImTNnhqbLqMD3xRdf4KuvvlI2FCpUSAl7IpJKiLOIM7NmzULVqlUzZCMHZ28Cs2fPhnjr9unTR3nLZm8a3rV7huZ61/OitSRAAiRAAiRAAs4RoMDnHDe3j7LE3oCE6cKSqNuWgCIFEfZQX9392TGbEUhM0MJzteq5Jv2fKf/IighvMzObgUq53ZUrV+Kzzz5D7969lRdfyh7OXenYsaMSpfQKfLariCfgxYsXkwS/c+fOQYoFWJuE8IrgZ32FhIRYb+l+37t3LwYPHuwS8Uz2uHHjRiUYVq9eXbcN0vHPP//E448/rqqc/ve//0XRokUNjWdnEtBDQPJg/vLLL6hTpw7atWunZwj7eAAB+UPJunXrVOj/8OHDWSTFA54JTSABEiABEiABEsgcAhT4Modrlswas+F5JF7apn8tPz9EdHkKfsEMU9MPLfv0TDi3B3Fb1hracHCtZxFckbkdDUEz0DkjAp/9MiL4SY478bqTJhV6ExMTVbXeIkWKKHEsV65cEKEvMDDQfrjDc6vAJ94xRkU5hxM6eVEKIEj45IwZM1CzZk0nZ+EwEkibgBS5+eSTTyD5Lp9//nmG6aaNyyPuMjTXIx4DjSABEiABEiABEsgiAhT4sgh0ZiyTcHo14v5429DUwXUaIbisc/mtDC3Ezl5HIGbzN0j8+5J+u/0CNMH4R/iF5NE/hj1TJSAFM+xzxBkR+CT/nlTWDQgISHWN9G6Ih5+Mt84h5yL2+fv7OxzqKQKfhE6KB+X27dsd2smLJOAqAl9//TUk/F3ybUq4O5tnE2Bormc/H1pHAiRAAiRAAiTgWgIU+FzLM2tnS4zH3cXtgcR/82ylZ4BfrghEtB0GzfUgva68n40ImKOvI3r5LC3k26J71wGF6iOs2UTd/X2t48yZM7Fz585k22rbti26dOmS7FpaJzt27IDkjtu/f7/qJnny6tWrhx49eqB27dpIT+A7efKkKu5x8ODBJM88yT/XqFEjjBw50mFePPHce+utt1QF3sjISLzzzjuQL8FLly5VHn5iSMWKFdGtWzc8+uijat6ff/5ZVQgW7zgpLiA5Ai9cuKDyBEp4rFQOzps3b4qtigAyZsyYFNflgngPvvbaaxAPG9s2YsQIVKlSxfaSw+NNmzZh3rx52kfWAuEgFYaFnX2TvYwaNcr+Ms9JwCkC8jO/atUq5SkqP59snkuAobme+2xoGQmQAAmQAAmQQOYQoMCXOVyzbNbYLW/BdHaNofVCH2yDwGLGclwZWoCdvY5A7I7FMGkiiZEW0uA1BJVqa2SIT/WVUL1t2/4NkT9+/LgSxKTghJ4mOaHGjRuH4OBgtGjRAmXKlFEJ/NeuXQsJBXzjjTcwZcqUVHPwiSg3efJk5W3XsmVLlCtXDuLFt2fPHkg1Wan2KWGrdevWTWaOhOiK4CWimBSfENFOPPEqVaqE+vXrK3uWLVsGKdghImHfvn1x4MAB/Pjjj6qar1Smfe6553D58mUl/sm7iIoS3mvfRPgTMdBRM5lMkMIaIjhKE1ukgIHk4hMe6TURHaVwhjQJPRZm5cuXV+e2/5HCGv/5z39sL/GYBJwmID9j8nMloewM03UaY6YPZGhupiPmAiRAAiRAAiRAAh5IgAKfBz4UIyaZLmxF7MYXjQyBf2ROhLceamgMO/suAUvsbUT9NAMw6/feg38wcnRbDfgH+S4Ygztr1aqVEqb0CHy///67Etlq1aoFKQohnnTWJqG64mEnAqA0Ebvsi2yICPjSSy8pcU7uiehm28SjT8SzhIQErFixAuIZaN8mTZqkqv/KdRETbb2RxLtu2LBhStj77bffVIju5s2bUaBAASUEWudyZYiuCIpig16Bz2qDvDNE15YGjzObwNy5c3Hq1Cn07NlTCeuZvR7nN05AKmqL8N+gQQPI72Y2EiABEiABEiABEsgOBCjweftTtphxd0kHIP6eF4ze7YQ2eRiBhSvr7c5+PkwgdvdSmDTvMyMtsERrhDZ6w8gQn+9rROBr06aNEs0kLFY8+OybhJ326tVLVYe1F/ji4uKU6FewYEFIcQlJ+O+oSeisVPWV8e+9916KLlaBT8JkO3funOK+Vbz7/PPPlWeftYN43kluPskXaO1jLbIhXnSSBzCtvH3WeezfKfDZE+G5pxIQL9nly5ejWrVqhkLyPXU/vmaXpD5YvXq1+sPG008/nWoOUV/bN/dDAiRAAiRAAiRAAhT4fOAzEH9gBuIPzjK0E/98uRHecrChMezsewQscXc1773pWkI0s6HNhbWagoB81QyN8fXOegU+CWnt0KEDPvroIzRt2jRVLEePHkWfPn1SePDt3r0bQ4cOxfvvv5+uZ4p45q1fvx4bN25MsY4IfAsWLIB45jlqV69eRfv27fHuu+9CBElHzV7gk77WJt5+EjIrr2LFiqVbcZQCn5Uc3z2dgAjcEyZMUEL2Cy+8QAHJgx6YhPxL6gLxXn7yySdRvHhxD7KOppAACZAACZAACZBA5hKgwJe5fLNkdku8JtIs1RL7Gyi2IYaFNe+CgALlssRGLuKZBOL2rUTCkUOGjPMvUBPhLT43NCY7dNYr8EkuOyls8csvvzgMnbWyEi8+KZYhIqBtiK41HDUiIsKh9591vLzfvn1bFbOQcN+cOXPa3lLFOVwt8Eneq2PHjuHEiRM4c+YMzOZ7wrHkA5QcgSL2Sa5ByV9m3yjw2RPhuScTmD9/vvqcSzEayV/J5hkEvv32W5w+fZpFUDzjcdAKEiABEiABEiCBLCZAgS+LgWfWcnG7JyHh2PeGple5+FoNYUVdQ9R8p7Ml5iaiVnxl2HsvtMlHCCzS0HdAuGgnegU+a3EMqfAooaxptYYNG6YQ+ESUGz9+PJo1awYR+fQ0KQZgXwQjMzz4bG0RDxop5CFin7zu3r2rbvv7+0Oq60qlXKlwaxX7KPDZ0uOxpxOQytcSYl+5cmV07drV083NFvZJ7tElS5ao9AESmmv93ZItNs9NkgAJkAAJkAAJkIBGgAKfj3wMLDHXELVM+5JhSTS0o+A6jRBc9gFDY9jZNwjEbP4GiX9fMrQZ/9ylEd7ua0NjsktnvQKffAnt37+/KnAhAldqTbzhWrdunSJE1zpevADbtnW+inFmC3z2+/r7779x6NAhHDlyRHkWyn0R+8Sj79FHH8WNGzdYZMMeGs89loA1TFc+wxKmm55Y77Eb8RHDJDfpZ599piqJi+AqwisbCZDA/7N3J9BxFeeCx7/eW5slLFu2hG2MvMl4kRdsg4yNDWYeEAhJWAYSkiEhZIUEMieZZDKTx3k5L++cnCRkkkCcDCQQmIE3hEAeAQxm8QbesOV93y1bwrZ2W2r1OlXXCCxhyb3cbt3u+69zFHX3vVW36lcNxJ+r6kMAAQQQQMBuAgT4cmjGA+v+TcIHX0lsRB63FNx4rzh8hYnV4+6sFgg37FTZl19NeAz+mn8R98hrEq5nhwrxBvj0ttWamppPrMzrbfTII4+IztbZO8mGDizMnz9fRowYIc8991zSgQUzA3yPP/64sSWu9xj6eq+DfTt37jR+9Dbi+++/3/iD+UBm0dUrCJcuXWpkJL722msvuP2599hSra+zJ7/xxhuiAxX6zMNzMyv3fhbvrSHwwgsvGAHrW265xUi4YY1e2bMXejWlXlWpjwLQ2Y0pCCCAAAIIIICAHQUI8OXQrEfb69SWy7vEIbGERuW+ZJT459yeUB1uzmKBSEh9TxZLrDOY0CAcBcOQKXcbAAAnRElEQVSl4Ca9DdyRUD273BxvgE97/PznP5fnn39e+spg+95778l3v/tdg653gE9/qANBP/7xj+X666+Xhx9+WFwul3Fv7/9Zv369/OMf/5CHHnpISkpKelw2I8BXV1dnrL7TK2Z+9KMf9Wi/+40O5ukz+AYPHtz90Xl/D+QW3dbW1h4JS/TZh7/5zW/O28/zfZhqfd3mbbfdZpxbqF9rL50cpa951fdQBl5AB6n/9re/GWdL3nHHHQPfIZv24OjRo/KXv/zFyOCt/7JAZ/imIIAAAggggAACdhQgwJdjsx54939IuG5ZwqPKu+Zz4hpyacL1qJB9Al1bl0ho5/aEO+6b9d/EU3lzwvVysYLOSquDW+cWHRDS2031KrRzy+WXXy7jx48/9yPRCTR+8IMfyLJly4zA0p133mmcS6f/oKpXouigwbRp04yAjz5n7/bbbzfa1mfydRedsVafN1VaWioPPvigsYJIr/rSyS30mXd69d/+/fuNlWi6TX2fLg0NDbJ8+XJ59dVXjS2zOvinM03Omzevu2nR2XF1kFGfF6gDlwsXLuwzk64OMjY2Nsq9994rC9S5gOXl5YZN93lYe/fulU9/+tNGMLP7AZFIxBhnZ2dn90fGFt0nn3zSeM6kSZM++tzhcBiBTB2gDIfDxh/i9UUdvNRt67Jq1SrjvR5L76JXS44ePbr3xz3ev/XWW/LDH/6wx2e6/XhLqvX1Kka9avDcoi3OdTj3Gq+tIaC/jzqbrl6Vq7fper1ea3TMRr3Qc7B48WLRQXad9XvGjBk2Gj1DRQABBBBAAAEEegoQ4OvpkfXvom0HpeO1LyY8DkdhnhRc/zV1KFb/h/4n3DAVLCUQbT8hHUueUWc1JrbK0+EvlYKbX+D78eFsdge14plcvbLn+9///idu1UGun/3sZ7JkyRLR227PLTfeeKP85Cc/MVZ1dQcSdabOp5/uef7hypUrjcDZmTNnzq1uvNbBhs985jPyla985aPgnr7QnaTj3AqjRo0Svd2wu+hVMGvXru1+ayTz0MHI85WDBw/KAw88IHoFXu+ig5N6++LXvva1HglBulfr9b6/r/e/+MUvjC3NOnOpDiIOGzZM7r77btm9e3dfVT76XD/7vvtUMqF+it4eq1dK6jnR5XyrJvupLqnW123rcxl1UFSX4uJief3111nBZ2hY+390kF3Pmw7sV1dXW7uzOdg7va1+3bp1UlFRIV/+8pdzcIQMCQEEEEAAAQQQiF+AAF/8VllzZ2D1wxI+8mbC/fVMqBJf9acSrkeFLBGIhuXM0scl1vrJYNCFRuCb/d/Fc+mNF7qN60kI6NU/eqvftm3bjKyykydPTuhcPb0aUAcBdfKKU6dOyZgxY4wtg5k8w033Qa/6O3TokBGs1H3QP723BSfB81GV7pU6ekVeOlbp6CCpXok3ZMgQ0Vt09crBREqq9XVwUQdsA4GAEcT0+/2JPJ57B0hgz549xnZ7nRn685///AD1wp6P1X9RoM//1IlOvvGNb3BupT2/BowaAQQQQAABBM4RIMB3DkauvIwFmuTMK3eKhDsSHpJ/3o3iLif7XMJwWVAhsPE/JLzv7JbGRLrrHDJZ8q9dnEgV7kUgbQL19fVGALSwsNA4qy5tD6JhBOIQ0AF6vU03FArJ9773PSEwGweaCbfov1T44x//aPylhl7VO3fuXBNapQkEEEAAAQQQQCC7BQjwZff89dn70N4XpGvjI31e7/OCzqp7/X8RR17PA/n7vJ8LWSEQPrZNAu++nnhfHS7Jv+EZcRaNTLwuNRBIs4AO9nVn421paTGe5na7jRWMl112mZFRU7+nIJBOgZdfflm2bNnCGXDpRO7Vtj53U58lqlfc6m34ia647dUcbxFAAAEEEEAAgZwQIMCXE9N4/kF0LP2qRJt2nf9iP586LypSK7buVeetufq5i0vZIhDtaFLn7v1Freg8e75YIv32XPZF8U35eiJVuBeBARHQyUN0sG/Hjh3SHezzeDwyceJE42w0fc4gBYF0CBw4cECeffZZ0d+xL34x8TNw09GnXG6zubnZSKyhV/Hp5D76TE4KAggggAACCCCAgAgBvhz+FkRbD8iZJWo1niSWUEGTuMdPEP+0ntlAc5gqd4eWwrl7jrwyKbjp31Wg15O7PowsJwW6g3064KeDAbroxBVTp041shMPGjQoJ8fNoAZGQAeafvWrXxnnJ+qM1jq5DCV9An/+85/l+PHjMmfOHCPLd/qeRMsIIIAAAggggEB2CRDgy675Sri3epuu3q6bTOE8vmTUrFUnsOElCe/fn1Sn8q7+lbiGz06qLpUQsIqADgToBCA602lXV5fRLb3SSgf79DZevcqPgkCqAq+++qrU1tbKddddJ7Nn8+/NVD37qr9x40Z57bXXjIC9TqzBFvy+pPgcAQQQQAABBOwoQIAvx2c9Fu6UDpVwIxZoTHykbnX+2rV3iLO4IvG61BhwgdDBddK1fmVS/XCPuFr8c/81qbpUQsCKAjpL7e7du41g38GDB0WvutLBvaqqKiPYN3r0aCt2mz5licDhw4flmWeekYsvvljuueeeLOl1dnVTZ6p+9NFHjYQmX/rSl2TkSM6Gza4ZpLcIIIAAAgggkG4BAnzpFrZA+5ETtdLxzneS2qorfo/kL7pbnPmDLTASuhCvQPj4dgms0kk1Et+e7fAPNhJrOLxsY4zXm/uyS+D06dNGUgSdGKGx8exffuhtu3pVX3V1tZSUkGQou2bUGr399a9/LToI9cADDwjbwM2fkxdffNE4Y1P/c3rzzTeb/wBaRAABBBBAAAEEslyAAF+WT2C83Q9ue0KC2/8c7+097nMU+lWQT53l5y3s8TlvrCkQOXVQOpe9KBJNPLgnKmtu3rWPiat0kjUHR68QMFng2LFjRrDv3C28I0aMMAJ9eguv1+s1+Yk0l6sCb7zxhqxfv14WLlwoNTU1uTrMARnXkSNH5Omnnxafz2cEUPVvCgIIIIAAAggggEBPAQJ8PT1y+l2nWsUXObExqTE6Swol/5p7VPYN/k91UoAZqhRtrZeOt1RijCQy5uouequ/Kd6qL2SotzwGAesInG8Lrz7fa8KECUawT2/hdTgc1ukwPbGcQF1dnTz11FNGVtevfvWrlutftnZI/7P5+9//XlpbW+Wmm24y/nnM1rHQbwQQQAABBBBAIJ0CBPjSqWuxtmPBNul47W51Hl9TUj1zlqmtm/O/pLKqupKqT6X0CkQ7mqVj6dMiXaGkHuQaNlvyFvwqqbpUQiCXBM63hbeoqEimTJliZOG96KKLcmm4jMVEgd/+9rfS1tYm3/rWt4TviTmwy5cvl1WrVnG+oTmctIIAAggggAACOSxAgC+HJ/d8Q4s0bpfON79+vktxfeaqKJO8q74Y173clDmBaEeT2pb7rMROB5J6qKOgXPL/6UlxeAqSqk8lBHJV4HxbeHUiBX0O2OTJk9nCm6sTn+S43nrrLVmzZo3Mnz9f5s2bl2QrVOsWaGpqksWLFxtvddbcwYM5D7jbht8IIIAAAggggEBvAQJ8vUVs8D646zkJbv5d0iN1lhZL3tV3i8PtT7oNKponYGzLXfZ80iv31ESq4N4TKlvyGPM6RUsI5JjAuVt4Dxw4YIzO5XIZW3h1sK+yspItvDk258kMp6GhQZ544glj9Z5exUdJTeDJJ58UHWTXZxrqsw0pCCCAAAIIIIAAAn0LEODr2yanrwTW/FTCh3WW1eSKY1CB5C/8vDh8ZFpNTtCcWkZCjRV/T/rMvZjKrZxX81Nxj1xgTodoBQEbCLS3t8vWrVuN5BzdWXj1Ft7p06cbP4WFJCSywdegzyE+9thj0tzcLPfee68MHz68z/u40L+AznL98ssvi/5nSwdL9ZmYFAQQQAABBBBAAIG+BQjw9W2T21diUbWl8yGVdGND0uN0FPjUmW13ibOgNOk2qJi8QLh+hwTeVUHaaDTpRrzTHhDvhP+cdH0qImB3gd5beJ1Op7Gqb+bMmXLJJZfYnceW41+5cqWsWLFCZs+eLdddd50tDVIddFdXlzz66KPS2dkpd911l7FCNtU2qY8AAggggAACCOS6AAG+XJ/h/sYXCaiMq9+SaPOe/u7q/5rPI/kLblPbOyv6v4+rpgqEDm+QrrXLVZuxpNv1jPuc+GZ8L+n6VEQAgY8FwuGw7NixQ95//32pr683LpSWlooO9OktvD4fGcg/1srtVy0tLUZwKj8/Xx588EG2bicx3a+88ops2rTJCJbfdtttSbRAFQQQQAABBBBAwH4CBPjsN+c9Rmxk1l16n0rOcKzH5wm9cTnFN/sa8YysTqgaNychEItIYNMrEt67N4nKH1dxj7xG/DX/8vEHvEIAAdMEdIBPB/p0wE8H/jwej0yaNElmzZolZWVlpj2Hhqwr8PTTT8uRI0fkjjvukHHjxlm3oxbsmV4Vq8/e01ty77//fikoIPmTBaeJLiGAAAIIIICABQUI8FlwUjLdpVjHCTnz+pdFgq0pPdo9Zoz4p98k4uScnJQg+6gc62yRzlXPqxWXbX3cEd/HrqFTJW+hSrLicMZXgbsQQCApgUAgIJs3b5YNGzYYZ7LpRnQGXr2q77LLLhOdpIOSmwJ69ZlehVZVVSW33nprbg4yDaOKxWJG1lydPXfRokUyZ86cNDyFJhFAAAEEEEAAgdwUIMCXm/Oa8KiiLXul402V8S/SmXDdcys4SwrFf9Xt4swffO7HvE5RIPzBbgmsXqKCsOGUWnIWV0reoj+oxLl5KbVDZQQQSEzg4MGDxqq+vWr1rQ5i5OXlSXV1tRHsKykpSawx7ra8QCgUkl/+8pfGXD/00EPi95N1Pp5JW716tbz99tsydOhQue+++9jeHA8a9yCAAAIIIIAAAh8KEODjq/CRQKRhnXQuN+FMNo9b/HMWibti0kdt8yJ5ga6tSyS0c3vyDXxY05E/TPKv+9/i8BN8TRmTBhBIUkBn4N24caPU1tbKmTNnjFYqKyvl8ssvl7FjxxLQSNLVitVeeukl2b59u9xwww0yY8YMK3bRUn3S/2zoDMR6WzsZiC01NXQGAQQQQAABBLJEgABflkxUproZOVErnSt+kPJKPt1f9/gJ4q++QW0FZRtaMvMXC7RJ5+q/SvRkczLVe9RxFI2S/Gt+R3CvhwpvEBg4gajKfr1r1y5j+64+q02XQYMGGYGgadOmce7YwE2NaU8+cOCAPPvss8a27HvuuceUdkMRkfbOmJzuikp7QOR0IKp+1Hvjs5jo6/0Vj/rPcaHPIYV56sfvkCK/U/3WnzmlSH2mrw9U0VbaTAdDdVCUggACCCCAAAIIIJCYAAG+xLxscbexXfedB1M+k09jOYryxD/renENqbSFnSmDVNv3ggdWS3Dr+pS35Or+OAdXSd6C/yUODweVmzI/NIKAyQKnTp0ytu9u3bpVgsGgOJ1O4+w2fVbfqFGjTH4azWVS4JFHHpGOjg759re/LYlsxe5SpzEcb47IqfYPA3md+veFA3ipjs2rjtDtDvyp/3zLkCKnVJS4RH+ezqKD3S+88IKxdV1bkXU6ndq0jQACCCCAAAK5KkCAL1dnNsVxRVVW3c53viOxjg9SbOlsddfIESoBxw1qBdkgU9rL1UYijYcksP41ibV1mDJE17BZkjf/5yrK5zGlPRpBAIH0Cehz23SQT2fgPXnypPGgIUOGGNt3p0yZIl6vN30Pp+W0COjz5PS5cnPnzpUFCxb0+YxwVKShJSr1LREV2ItK85lYn/cOxIXBhQ6puMgp5SrYN7zYKS4TczTp7/2jjz5qbFm/5ZZbZPLkyQMxRJ6JAAIIIIAAAghkvQABvqyfwvQNIBZoUkG+ByTadtich7jVKoDLqsU7fr4KOA3gPiBzRmNqK7Guduna9JqED9epds35g5175DXiv/JhsuWaOlM0hkBmBI4ePWps3925c6fo7bwej0d0kE+v6isrK8tMJ3hKygJ6deYf/vAHKSoqku985zs92jvdFZMDH0TlWHNYPmg159/7PR6QxjflJU65eLBLKoc6JV9t+U2lvPnmm7J27Vq55JJL5O67706lKeoigAACCCCAAAK2FiDAZ+vpv/DgY6EzKvHGQxJt3HHhm+O8w1HgE0/VDPFeOlsF+tK87yfOPg3UbbGuNunauULC+/eqcw/VEg6TimfsZ8U387+a1BrNIIDAQAnoRBybNm0yEnO0tbUZ3RgxYoQR6Js4caK4XPxlyUDNTbzP/dOf/iT19fVG8Gpo+SjZr4J6h06GpfF0dgX1+hrv0EEOuXSoWyrLXOJPcLF4U1OTLF682Ghab80tLi7u6zF8jgACCCCAAAIIIHABAQJ8FwDishKIBKVz5Q8l8sE6cznUnwS8VWpF35gaEVeCfyowtycZby3W2SJdO5ZJ+OBBUctzTH2+d+o3xDuRVRCmotIYAgMsEFNnc+7bt8/YvqsTEehSUFBgbN/VGXj9fpUpgWJJAb3l+p21O+TiiVdLyD3MpDXa1huqUy3ku1QF+SZWuNXZffGt6nvqqaekrq7ugluYrTdaeoQAAggggAACCFhPgACf9ebEmj2KRSW4/U/q5y+qf+YGpMTnEc/4SeIbd5VKveuz5vhN6lX0TKMyfEdtxT2iduKavHrDU6i25P6zuMuvNKm3NIMAAlYUaG5uljVr1siWLVskHA6L2+2W6upqufLKK1kBZaEJ0+fq7W2IyM66oLQF4gt4Waj7KXWlVAX4dKBv7LC+V5ju2LFDXnzxRSN79De/+U3je5zSQ6mMAAIIIIAAAgjYXIAAn82/AIkOP3KiVgKr/1n0+XymF3Vqt3vExeIeXS3usvHq7Lgc+QNROCiho5sldHi7RE9oN5MDe6pFZ+kkyav5qTjyOZvL9O8lDSJgUYHOzk5jRZ9eIaYztepSVVUlNTU1Ul5ebtFe5363zqiz9bbVhWWfCu6FIrk/3v5G6Pc4ZEKFUwX7PD227+rA9O9+9zsjscatt95qfG/7a4drCCCAAAIIIIAAAhcWIMB3YSPu6CUQ62qVwHv/UyInNva6Yt5bR55X3KMqxTN6ujiLK8xrOFMtqRWP4YbdEjq0RSLHj5t6vt65Q4iJQ23H/YL4pnyNZBrnwvAaARsJRCIRYzWfTlTQ2NhojFyf03fFFVfIhAkTbCQxsEPtDMZk85Gw7KmPSNT8v8cZ2MGl+HS3yrp72QiXTB6hjuZQR+92ZxcmsUaKsFRHAAEEEEAAAQTOESDAdw4GLxMRiElw5zMS3Pq4WpCW3iUKjuICFeirUj8zxOEblEgnM35vpPmoCurVSvjoIZFAKK3Pd/hKxK9W7bnKpqf1OTSOAALZI7B3715j++6RI+oYAFUuuugiI9Cnt/CSkCM986hX6W06HJLtden9b2F6ep/ZVj1qx+64oRF564XfGA/WW3NLSkoy2wmehgACCCCAAAII5KgAAb4cndhMDSvStEMCK3+ktuyeXTWS3uc6xFGUJ64hZeIqHSmuoZeIs0hvSR2grbzRsOiAXuTUEfVzTKJNjRLrDKaX4MPWXUOnquDev4rDf1FGnsdDEEAguwQaGhqMQJ8+50wn6MjLyzMScsyaNct4nV2jsW5vD5yIyLr9YfX3OSzZS2SWwirRVIX3mNy4cGYi1bgXAQQQQAABBBBAoB8BAnz94HApPoFY6IwEtz0uoT3Px1fBzLvcLnEOLhFnYbEK9g1Wv0vV7yHiHDTctKfEwp0SbTsp0dOn1E+TxNqbJdreogJ6baY9I+6GvEXim/pN8Yz5dNxVuBEBBOwr0NbWJuvWrZPa2loJBoPGKr6pU6caCTn06j5KcgLtgZi8uyckDS0mJ51KrjtZW0tn3Z0zpuf5fFk7GDqOAAIIIIAAAggMsAABvgGegFx6fLT1gAQ2/FKiJzdbYlj6HD9HQb44VIZJcakfp1scLrU/SL9WPw63R20vjkosrLbSqjOsJBJWu43DKklw5OzvUEgF9NTB9UH1mQWKZ9znxDv5q+LwWnubsgWo6AICCPQS6OrqMoJ8OtjX3t5uXB0/fryxfXfkyJG97uZtXwL6bL3NR0Ky9Qjn7PVllOjnetvuzEqPVJX3nXE30Ta5HwEEEEAAAQQQsKMAAT47znqaxxw69LoENz+WoW27aR6MBZp3Dq4S/+wfqWQjYyzQG7qAAALZLBCNRkVv212zZo188MEHxlAqKiqMQJ/OwOvIlezlaZikk20xWb4rKKfV6j2K+QJDBzlkfpVXivwDdOyG+UOiRQQQQAABBBBAIKMCBPgyym2fh+ltrWe37f417Uk4clVVJ9HwTv26eCpvUkPkDzy5Os+MC4GBEjh8+LCsXr1a9u/fb3RBJzuYM2eO6IQcHo9a4UwxBHQ4b4tasbfpUEgI7aX3S6Gz7V5V5ZHRQ1jNl15pWkcAAQQQQACBXBQgwJeLs2qhMUVP10to1zMSOvia2vqamQQUFhp+Ul1x+EvFM+EO8Yz9rNpGnJ9UG1RCAAEE4hVobGw0An3btm1TpxVExO/3y8yZM2X27NmSn2/vfwd1BNWqvZ1B+aCV0F683ycz7hszzCVXjPWI3r5LQQABBBBAAAEEEIhPgABffE7claJALNAkwd3PSWjfSyJhda4d5RMCjoIK8VbddXbFnpPVM58A4gMEEEirQEdHh6xfv142bNggnZ2dRkKOyZMnGwk5SktL0/psKzZerxJoLNsRlC5rHMNqRaK09mlQnkOuneyVYvWbggACCCCAAAIIIHBhAQJ8FzbiDhMFYsHTKsj3V5Vx968S62oxseXsbcpZXCmeqi+I55Lr1E5ctT+JggACCAygQDgcls2bN8vatWulubnZ6IlOyHH11VdLWVnZAPYsM4/Wa/Vq1XZcvS2XMrACLr1ld4JHLh3KUr6BnQmejgACCCCAAALZIECALxtmKRf7GA1J+NgqCR1aIpH6NfY7p89bJJ6R14h79D+Ja8jUXJxhxoQAAjkgsHv3biMhR11dnTGasWPHGoG+4cOH58DoPjmEcFTkne1BOdasXlAsIzBphEtmqUy7FAQQQAABBBBAAIG+BQjw9W3DlQwJxIJtEj70hoQOvy7Rpp0ZeuoAPMbhFlfFleJRQT13xVwRtuEOwCTwSAQQSEbg2LFjsmzZMjl06JBRvbKyUhYsWCDl5eXJNGfJOoGQyOtbuqT5DOftWXGCRpU6ZcFlXnGyY9eK00OfEEAAAQQQQMACAgT4LDAJdOFjgWh7nQr2vapW9r0usY4PPr6Qxa+cpZPU9lsV1FNbcB1q5R4FAQQQyFaB+vp6I9B34MABYwijR4+WefPmyahRo7J1SEa/WztjsmRzUDpVUg2KdQXKih2yaJJPvG7r9pGeIYAAAggggAACAyVAgG+g5HnuBQWibYckcqJW/WySyMlNEgs0XrCOFW5wDBot7qHTxFWmfoZdLg5fiRW6RR8QQAAB0wQaGhpk+fLlsm/fPqNNHeDTgT4d8Mu20qRW7L2+uYtkGlkycTrpxg3TfOJnx26WzBjdRAABBBBAAIFMCRDgy5Q0z0lZINp+9GzATwX7dNAv1nki5TZTbSAmDnGVjBHX0Gr1M10F9GaoVXqDUm2W+ggggEBWCJw4ccII9O3Zs8fo74gRI4xAn97Cmw2loTUqb24Nij57j5I9AoV+h1xf7ZVCH/t1s2fW6CkCCCCAAAIIpFuAAF+6hWk/bQKxrlaJth9RP0fP/m47IjH9/vQxEZXEw9TiLhDnoJHiLBqlfj78PUi/VtvSXD5TH0VjCCCAQLYJnDp1ygj07dq1y+i6PptPr+gbN26cZYdS3xKVpSq4F2VXrmXnqL+O5XkdcvN0r+QT5OuPiWsIIIAAAgggYCMBAnw2mmw7DVWf5RcLnJJYuFMkooJ90aDEIkH1Wv2o4F9MvTdeO5wqQOcVh0Pt9VG/jdc6+YX+TL9354uzoEIceaV24mOsCCCAQFICOtC3YsUK2bnzbMKkYcOGGYG+CRMmJNVeuiqdao/Ja5u6JEJwL13EGWlXr+T71DSv6GAfBQEEEEAAAQQQsLsAAT67fwMYPwIIIIAAAiYLNDY2ysqVK2X79u1Gy0OHDjUCfRMnTjT5SYk313Q6Jq+q4B7bchO3s2KN4nwd5CPxhhXnhj4hgAACCCCAQGYFCPBl1punIYAAAgggYBuB5uZmI9C3bds2icViUlpaKldddZVMmjRJrZzO/KqrTrV4++8bAxJQvym5I6Cz695Q7VOn4lIQQAABBBBAAAH7ChDgs+/cM3IEEEAAAQQyItDS0mIE+rZu3WoE+gYPHixz586VKVOmZCzQF1GJNF6p7RKdNZeSewLjy11SM04dsUFBAAEEEEAAAQRsKkCAz6YTz7ARQAABBBDItEBra6usWrVKtmzZItFoVEpKSoxA39SpU8XpVGeiprEs2xmSQycjaXwCTQ+0wBUqwFelAn0UBBBAAAEEEEDAjgIE+Ow464wZAQQQQACBARRoa2uTd999VzZt2mQE+oqLi6WmpkamTZuWlkDfxsNh2aJ+KLktoLfoXq+26g5TW3YpCCCAAAIIIICA3QQI8NltxhkvAggggAACFhE4ffq0Eeirra2VSCQiRUVFRqBv+vTp4nKZsxLroFq1t1yt3qPYQ8CjvjY3z/TJIJVhl4IAAggggAACCNhJgACfnWabsSKAAAIIIGBBgTNnzsh7770nGzdulHA4bAT65s2bZ6zoSyUZx6n2mPxDnbtHsZdAoQru3aKCfDrYR0EAAQQQQAABBOwiQIDPLjPNOBFAAAEEELC4gA70rVix4qOtuzoZx4IFC2TixIkJ9zyicmm8tL5L2gMk1UgYLwcqjB3ukqvGk3QjB6aSISCAAAIIIIBAnAIE+OKE4jYEEEAAAQQQyIxAc3OzLF++XLZv3248sLy8XBYuXCiXXnpp3B1Yuz8kO4+RVCNusBy88bopXrn4ovQmb8lBNoaEAAIIIIAAAlkqQIAvSyeObiOAAAIIIJDrAidPnpS3335b9u3bZwx11KhRsmjRItEBv/5KQ2tUlmwO9ncL12wg4Pc45NbZbNW1wVQzRAQQQAABBBBQAgT4+BoggAACCCCAgKUF6urqZOnSpXL8+HGjn1VVVcaKPr2Ft3eJqh25f1Nbc0+zNbc3jS3fjy93Sc04turacvIZNAIIIIAAAjYTIMBnswlnuAgggAACCGSrgF7J984778iJEydEJ9+orq6W+fPnG0k5usf0/sGQbDvK1txuD36LfGq6T4YWkVWX7wICCCCAAAII5LYAAb7cnl9GhwACCCCAQM4JbNu2zTijr6WlRVwul8yaNUvmzp0rgahP/v5+l5BWI+emPKUBDcpzyGdn+YQQX0qMVEYAAQQQQAABiwsQ4LP4BNE9BBBAAAEEEPikQDQaldraWlm5cqXo7Ls+n08unv1l6ZKCT97MJ7YXmHmpR6aMdNneAQAEEEAAAQQQyF0BAny5O7eMDAEEEEAAgZwXCIfDsnbtWtm4t0mKKq/L+fEywOQE3CqZ7u1z/OLjOL7kAKmFAAIIIIAAApYXIMBn+SmigwgggAACCCDQn0A4KvL8moB0hfu7i2t2FxgzzCXzJhDhs/v3gPEjgAACCCCQqwIE+HJ1ZhkXAggggAACNhHYeCgkW46QWMMm053SMG+e4ZPSQk7jSwmRyggggAACCCBgSQECfJacFjqFAAIIIIAAAvEIBEJnV+9FyKwRD5ft7ykrdsiN1T7bOwCAAAIIIIAAArknQIAv9+aUESGAAAIIIGAbgff2hmRPPav3bDPhJgz0P031SkWJOpSPggACCCCAAAII5JAAAb4cmkyGggACCCCAgJ0E2gMxeWFdl52GzFhNECgtcsjN01nFZwIlTSCAAAIIIICAhQQI8FloMugKAggggAACCMQvsHpfSHYfZ/Ve/GLc2S1wfbVXhheziq/bg98IIIAAAgggkP0CBPiyfw4ZAQIIIIAAArYTCKqMuc+tDkiUs/dsN/dmDHhkqVOuneQ1oynaQAABBBBAAAEELCFAgM8S00AnEEAAAQQQQCARgU0qa+4mlT2XgkCyArfN9kmhn4y6yfpRDwEEEEAAAQSsJUCAz1rzQW8QQAABBBBAIA6Bf1/TJZ1Blu/FQcUtfQhMGuGSWZWePq7yMQIIIIAAAgggkF0CBPiya77oLQIIIIAAArYXqGuOyptbg7Z3ACA1Ab/aoXvnFf7UGqE2AggggAACCCBgEQECfBaZCLqBAAIIIIAAAvEJLNsZkkMnSa4RnxZ39Sdw7WSvjBxMso3+jLiGAAIIIIAAAtkhQIAvO+aJXiKAAAIIIICAEtDJNf7vewEsEDBFYPRQlyyYyDZdUzBpBAEEEEAAAQQGVIAA34Dy83AEEEAAAQQQSERgV31E1uwluUYiZtzbt4BT5di4q8YvHlff93AFAQQQQAABBBDIBgECfNkwS/QRAQQQQAABBAyBVzd3yYlWkmvwdTBPoGa8R8YPJ8JnnigtIYAAAggggMBACBDgGwh1nokAAggggAACCQt0qKy5/09lz6UgYKbA8BKnXD9VZdygIIAAAggggAACWSxAgC+LJ4+uI4AAAgggYCeBbXURef8A23PtNOeZGutdV/rFx1F8meLmOQgggAACCCCQBgECfGlApUkEEEAAAQQQMF9gyZagNLREzW+YFm0vML/KI5VlbNO1/RcBAAQQQAABBLJYgABfFk8eXUcAAQQQQMAuAmEV1/s/qwLC6Xt2mfHMjnPMMJfMm8ASvsyq8zQEEEAAAQQQMFOAAJ+ZmrSFAAIIIIAAAmkRONIYkbe3sz03Lbg0Kn6vQ+68wocEAggggAACCCCQtQIE+LJ26ug4AggggAAC9hFYuz8kO49F7DNgRppxgc9c7pOSfEfGn8sDEUAAAQQQQAABMwQI8JmhSBsIIIAAAgggkFaB/9jQJU1n2KCbVmSbN37lOI9MKOccPpt/DRg+AggggAACWStAgC9rp46OI4AAAgggYA8Bff7eM+r8PQoC6RSoVOfwzeccvnQS0zYCCCCAAAIIpFGAAF8acWkaAQQQQAABBFIXONYclaVbg6k3RAsI9CNQ6HfIbbM5h68fIi4hgAACCCCAgIUFCPBZeHLoGgIIIIAAAgiIbDkakY0HSbDBdyH9Andf5Re3M/3P4QkIIIAAAggggIDZAgT4zBalPQQQQAABBBAwVWD5rpAcPEGCDVNRaey8AjdO80nZIBJtnBeHDxFAAAEEEEDA0gIE+Cw9PXQOAQQQQAABBP7+fpc0d5Bgg29C+gWuHK8SbQwn0Ub6pXkCAggggAACCJgtQIDPbFHaQwABBBBAAAFTBZ5cQYINU0FprE+BiRe7ZM4YT5/XuYAAAggggAACCFhVgACfVWeGfiGAAAIIIICAtAVi8rd1XUggkBGBEYOdsmiyNyPP4iEIIIAAAggggICZAv8fAAD///6BjEgAAEAASURBVOzdB3yURfoH8F96gXR67733DooiYkMELBRPECliRU/P0793et7ZUFFEilhQLAgKKiqCoPQWeu9NWkhCet3kP8/LbW6TbPpm85bf3Cfu7lvmnflOgMuTmXk8slUBCwUoQAEKUIACFNChwPmrWfh1T7oOW8YmmVEgNNADQ7v4mbFr7BMFKEABClCAAiYX8GCAz+QjzO5RgAIUoAAFDCxw+KINm45kGLgHbLqRBLw8gTF9/I3UZLaVAhSgAAUoQAEKaAIM8PEbgQIUoAAFKEAB3QrsOJWBPWdsxWrf6aO7cPrIzmJd27rrjYioVqdY1/Iiawnc29Mffj7W6jN7SwEKUIACFKCA8QUY4DP+GLIHFKAABShAAdMKrFez946pWXzFKd8v+Dd+/vId1GvSPufyM8d2w9cvADXqNss5dmTPejz+6hK07zkk5xjfUMAuIEt0ZakuCwUoQAEKUIACFDCSAAN8RhottpUCFKAABShgMYHf9qfjbHRWsXotAb7zpw5h0v8tyLl+5gt3o0HzTrh19DM5x6YNb4Kx095lgC9HhG8cBQa390ONEAb4HE34ngIUoAAFKEAB/QswwKf/MWILKUABClCAApYVWL4rDVHxxcsHVtYAX1bWtUCih4cH5Mterlw4DW9fNasroob9UL7XuNhLuHDmMNKSkxBRvS5q1msBL2/vfNfJAclvJl+enmrDN1Vir1zAueN7Ea6WDNes3yLnuHaygP/YMjNx5vhuJMXFas+rXqcJPL28Crj62mG55/yZg4i5dA4BlYK0WY3BYdUKvcd+8mr0RVxQwVMPtUld9TpNEValpv2U6V6va+WD+lUKtzRdp9khClCAAhSgAAUML8AAn+GHkB2gAAUoQAEKmFfg221piE8p/wDfC+O6aUE2kexz8xiMf3Yudm/6GV+9/wwunj2qAXfpPxQT/v6RtuTXLr5m2Vz8+s3MnGvsx2s1aIlJL36Kuo3a2g9pr1LnO88O094//uq3+G3pHOzdvCLnGv/AIEyb/gOatOqec8zxTWzUeXz2zmPYuf5Hx8OQ56UmxeOBv85Gm2435Dp36dxxfP3Bszn3yDNSkxO0a24d8wyGjX8xV0DT8eYLZ47g49cn4+jejY6H0axdH1Sr3RA+avnz2Cdm5Dpn9A+9mvmgWQ0G+Iw+jmw/BShAAQpQwGoCDPBZbcTZXwpQgAIUoICBBL5TAb64Ygb4Dkb+jpgrf6L3TaNyeuhsie6yT/6FHjfcq2aiNc65LvrSWSTGR2PVklnIzEhHRI36WP756xg4bDKuu208VAQMs1/+C0ZO/Bfadh+Uc9+Kb96Fl5c3mrbtiToNJZiXjZNHdmDpRy9rM95e/+pQrpl8GelpOH/6IP7xYE+tDgmUjX3iHW3m3tkTe/HTwjexdc0SzP7lCvwCKuU8x/5GApFSho17QQXZesPXvxJOHYnEmmUfYtOvX2LSPz5D9+uG2y/XXi+cPoz1v3yuru+FZm17IaByCGRG3t6tv+KjVydi/N/mos/gMbnukQ/Snv97oBsksDn8oX+haq2GSEmKw+Fd67Du5wXYtWE5ul43DFP+sTDfvUY+0KmhD9rVZYDPyGPItlOAAhSgAAWsKMAAnxVHnX2mAAUoQAEKGETghx1piE4s3gw+Z11yFuBzdp392Hcfv4zvP/m39rEsiThk5ttzY9rjlU93aLPr7PXbXx/oH6DNgpv2xjIVpAu0H9YCb08Ma4hHX1mEjn1uyzkubzLSUvHQoDCMe2Y2+g65P9e59NRk/G10O4x+/O189+W6MM+Hua+MQ5YtM9e+hXKJLOd9eXI/tdS4GR56/uN8M/yybDa89vhghERUM12Ar3UdL3RtxDS6eb5V+JECFKAABShAAZ0LMMCn8wFi8yhAAQpQgAJWFvh5dxouxbk3wPe7mg331Fs/5lteW9A4yN59cTGX1F56fyIzPVWbIVelen1MGVId//hwI+o37ZjvVgnw/f2D350uxX3t8ZvUrLk7MfDOSfnue+uZoTh9eCfGqGWxkjxE9u2z7+WXFB+j9tYLKXAvvrSUJMRE/Yn4q5fg4+uP4NDq2LzqS5w4uF0FFL/J9Sz77L23Fh9HWNVauc7ZP8iMydiYC+h14732Q6Z4bVzdC32bM8BnisFkJyhAAQpQgAIWEmCAz0KDza5SgAIUoAAFjCawcl86/owpXhZdZ30rzQy+KxdOYcJz851Vl+/Y1jXf4rv5/8i3B5/9wtIE+N586lZ07H2r0wCf7J23aM7z2nJc+z569Zt1ROPW3XDbmGedJgKR5bhL1bLkP7533qeOfW7NF+DbsvobLJn3Il7/8oC9K5Z5rRvhiYGtfS3TX3aUAhSgAAUoQAFzCDDAZ45xZC8oQAEKUIACphRYvT8dZ6L1GeCTfehkDzvZp+/6Ox5CtTqN4O3tq5a3ZqhstYe0/etcHeBzHGSZsXfh3FGVHGQfNq74AmdVJt4n31yGpq2v7e8n16YmJ+KVqddrMwvvHP8PtO48AJWCw7Vq4mMv47uP/4W46Av5AnwbVizEj5+9hv98vsfxkZZ4zwCfJYaZnaQABShAAQqYToABPtMNKTtEAQpQgAIUMI/A7wczcCrKVuoOlecMvmnDm6D/7eNw+9jn8rUvOzsb4wYElmqJbkEz+P48eQApKQlOl/XK8z56bSLSUpNy7Ym3/Y+lmP/qQ3j9qwMICqmSr53Lv3gDx/dvzRfgO3k4Ei891AczfzyPSkFh+e4z84EGVb0woCWX6Jp5jNk3ClCAAhSggBkFGOAz46iyTxSgAAUoQAGTCKw9nIETl/QX4LMH8CY8/1G+PegkQcWPC19TmXT/5dIA37fz/4l9W1fh/+asczq6EqzbvOobvPzR1pzzvy5+Dyu+moE3Fh3J2avPfvLciX14///uUxl8m+cL8ElCj7//pRNadOyPcX/9wH5Lrtfzpw5BMhKPmPgKqtSsn+uc/cM3c17A6qVz1H6BHTHxhU+dLiG2X2t/laXHs/45Bns3r0DfW/6CB56elS/Jh/1ax1fZN3D+fybi0rljGDn5FVx3+wTH08V+30jtwdePe/AV24sXUoACFKAABSigDwEG+PQxDmwFBShAAQpQgAJOBDYezcCRCyUL8Mmec3ExF7Xavnj3adRq2BIDbhunfa5Wq5FKRBGc60mZmemIOn8KULPgVqiAWMzlc7jrwX/kXCNJLKrXbpIr262cfPvZO3HlwmmM/5sKYDXthAyVYOP00Z1YPPdFHN27UbtfAoANmnbIyaSblBCLKxdP4x8P9lT3zdUy6Var1VC7VoKGF04fwtxXxqNV5+u0PfgiqtfVzsl/lnz4D23ZbI8b7sad419ElRr1taCdBOM2//a1msE3CY/9ewk69B6Sc8+JQ9vw8sR+GD7xZfRTwbLKwRGIunAKOzf8gK9mPqNd17RtL4x6bDqq1miAwKDQnHsP71mHVx8ZBHneXRNeUs+rB0koEn3xDDauXKgFMBu26IJnZ6zIZyOVRCvHp0Y0zalPnnHDsCk5nwt6s/m3RZjz0v+yBBe0zDnv/Z9Mn5prn8H5qxMLTDiS917Hz81qeqFXU87gczThewpQgAIUoAAF9C/AAJ/+x4gtpAAFKEABClhWYPvJDOw7W7IA36x/jMI2lfzCWRk+8SXcct/TuU5tWbMYs/8xJtexvB8efO5D9L5pVK7DMZf/xMwX7sHJQ9vhHxik9rtL0M537nc77pnyOp6+p0XO9bOWX9Sy6371/jNYsejdnOM16jbN2edO6ps2oknOOQm8PTfzt5zPK755F7s2LEdaSrL2TDkRHFYNspeeFAni3XLfU9p7x/+sXDwTX7x3rc/2dsqrBNwkELp4zv9plw8d9zzuuP/vjrfi2IEtmP/vCVoSEfu9ckF41dq4ZfTT6HPzWPj6BeS6x/5BZjL+VRlI5l4pz8/+A41bdrOfLvD10tljeHZ0W+28PPPtJSeUb+UCr7ef2PjrF5ingqNS2va4CU++ttR+qkSvbep6oUtDBvhKhMaLKUABClCAAhSocAEG+Cp8CNgAClCAAhSgAAUKEtirgnuRKsin1yIz2s4e36PNagsKr4o6DVrnmyHo6rbLTL+o8ye1mXjpas+9kCo1UbNus0KfK0HAP08cQHp6MmrWa6GW1DbIt2S3oHZKH2XWocwu9PLyQVV1r9zv5e1d0C05x9NTk3Fo1zrUqi/PdL6MN+dihzcyC/P0kZ1opoKcAZVDHM4U/vbPE/tVwDMKzdr3KVb7nNXWpZEP2tTxcnaKxyhAAQpQgAIUoIBuBRjg0+3QsGEUoAAFKEABChy5aMPGI/oN8HGEzCfQW+2/11Ttw8dCAQpQgAIUoAAFjCTAAJ+RRottpQAFKEABClhM4Ey0Dav3M8BnsWGv0O4ObOOLuuGeFdoGPpwCFKAABShAAQqUVIABvpKK8XoKUIACFKAABdwmEJ2YjR92pLnteXwQBYZ28UNooAchKEABClCAAhSggKEEGOAz1HCxsRSgAAUoQAFrCaRnAl9sTLVWp9nbChUY29cfnozvVegY8OEUoAAFKEABCpRcgAG+kpvxDgpQgAIUoAAF3Cjw2fpU2LLc+EA+yrIC/r7APT38Ldt/dpwCFKAABShAAeMKMMBn3LFjyylAAQpQgAKWEPg+Mg0xSdmW6Cs7WbECVYM9cEsHv4ptBJ9OAQpQgAIUoAAFSiHAAF8p0HgLBShAAQpQgALuE1h7OAMnLtnc90A+ybICzWp6oVdTH8v2nx2nAAUoQAEKUMC4AgzwGXfs2HIKUIACFKCAJQT2n7Nh2wlm0rXEYFdwJ3uo4F4LFeRjoQAFKEABClCAAkYTYIDPaCPG9lKAAhSgAAUsJnD+ahZ+3ZNusV6zuxUhIMtzZZkuCwUoQAEKUIACFDCaAAN8RhsxtpcCFKAABShgMQFm0rXYgFdgd0f38Ye3ZwU2gI+mAAUoQAEKUIACpRRggK+UcLyNAhSgAAUoQAH3CSzZmoaEVCbacJ+49Z4UUdkDt3Vigg3rjTx7TAEKUIACFDCHAAN85hhH9oICFKAABShgagEm2jD18Oqicy1qeaFHEybY0MVgsBEUoAAFKEABCpRYgAG+EpPxBgpQgAIUoAAF3C1w8LwNW44x0Ya73a30vH4tfNCoGhNsWGnM2VcKUIACFKCAmQQY4DPTaLIvFKAABShAAZMKxCZlY1lkmkl7x27pQWBkDz8E+jLBhh7Ggm2gAAUoQAEKUKDkAgzwldyMd1CAAhSgAAUoUAECX21OQ2o69+GrAHrTPzIk0AN3duH+e6YfaHaQAhSgAAUoYGIBBvhMPLjsGgUoQAEKUMBMAusOZ+D4JZuZusS+6ESgdR0vdG3E/fd0MhxsBgUoQAEKUIACpRBggK8UaLyFAhSgAAUoQAH3C5yMsuGPg9yHz/3y5n/ioHa+qBXqaf6OsocUoAAFKEABCphWgAE+0w4tO0YBClCAAhQwl0CGmrz35cZUZHGVrrkGtoJ74+sN3NPTH57cfq+CR4KPpwAFKEABClCgLAIM8JVFj/dSgAIUoAAFKOBWgdUHMnDmCpfpuhXd5A9rXssLPZtwea7Jh5ndowAFKEABCphegAE+0w8xO0gBClCAAhQwj8BpFdxbo4J8LBRwlcDNHfxQPZjT91zlyXooQAEKUIACFKgYAQb4KsadT6UABShAAQpQoJQCCzekQpbrslCgrAKV/Dwwojuz55bVkfdTgAIUoAAFKFDxAgzwVfwYsAUUoAAFKEABCpRAYOPRDBy5wAhfCch4aQECHRr4oEM9rwLO8jAFKEABClCAAhQwjgADfMYZK7aUAhSgAAUoQAElcDk+Gz/tSqMFBcoscHcPfwT4lrkaVkABClCAAhSgAAUqXIABvgofAjaAAhSgAAUoQIGSCizekobENKbTLakbr/+fQM1QT9zUjtG9/4nwHQUoQAEKUIACRhZggM/Io8e2U4ACFKAABSwqsP+cDdtOMNmGRYffJd0e0NIHDapyea5LMFkJBShAAQpQgAIVLsAAX4UPARtAAQpQgAIUoEBJBSTJxtebUpGZVdI7eT0FgECVXGMkk2vwW4ECFKAABShAARMJMMBnosFkVyhAAQpQgAJWEthyPAMH/2SyDSuNuav62q2xD1rV5uw9V3myHgpQgAIUoAAFKl6AAb6KHwO2gAIUoAAFKECBUggkpmZj8VYm2ygFnaVv8VFxvZEquYa8slCAAhSgAAUoQAGzCDDAZ5aRZD8oQAEKUIACFhTYeDQDRy5wFp8Fh77UXe7U0Aft6jK6V2pA3kgBClCAAhSggC4FGODT5bCwURSgAAUoQAEKFEcgVeXZ+GZzKmxMqFscLstf45mdjjs6eiIkuLLlLQhAAQpQgAIUoIC5BBjgM9d4sjcUoAAFKEABywlsP5mBfWc5i89yA1+KDsce/RWpl/ejffv26N27N0JCQkpRC2+hAAUoQAEKUIAC+hNggE9/Y8IWUYACFKAABShQAgHJqPvNllSkZ5bgJl5qOYEgv2z4XF6FfXv3Ijs7Gx4eHmjbti369OmDsLAwy3mwwxSgAAUoQAEKmEuAAT5zjSd7QwEKUIACFLCkwOGLNmw6otbrslCgAIEhHfxQLdgDcXFx2LBhA3bv3o2srCzt6tatW6Nv376IiIgo4G4epgAFKEABClCAAvoWYIBP3+PD1lGAAhSgAAUoUEyB7yPTEJPEzfiKyWWpyxpU9cKAlj65+pyYmKgF+nbu3Amb7doS7xYtWmiBvmrVquW6lh8oQAEKUIACFKCA3gUY4NP7CLF9FKAABShAAQoUSyAqPhvLd6UV61peZB0Bb09gWDc/BPp6OO10UlISNm7ciB07diAz89o67yZNmqBfv36oWbOm03t4kAIUoAAFKEABCuhNgAE+vY0I20MBClCAAhSgQKkFNh3NwOELTLhRakAT3ti9iQ9a1vIqsmfJycnYvHkztm/fjoyMa8u9GzZsiP79+6N27dpF3s8LKEABClCAAhSgQEUKMMBXkfp8NgUoQAEKUIACLhXIVFuqLd6ShtQMLtV1KaxBKwuv7IHbO/mVqPWpqanYsmULtm3bhrS0azNC69Spgx49eqB58+YlqosXU4ACFKAABShAAXcJMMDnLmk+hwIUoAAFKEABtwicibZh9X4m3HALts4fMrSLH0IDnS/NLarpEtzbunWr9iVBPymSbbd79+5o3749vL29i6qC5ylAAQpQgAIUoIDbBBjgcxs1H0QBClCAAhSggLsENqqluke4VNdd3Lp8TnGX5hbVeFmuu2vXLm1Wn2TglRIQEIDOnTuja9euCAwMLKoKnqcABShAAQpQgALlLsAAX7kT8wEUoAAFKEABCrhbwKZW6C7bnob4FC7Vdbe9Hp5XJ9wTN7TxdWlTsrOzcejQIW2fvvPnz2t1e3l5oW3btujVq5c2u8+lD2RlFKAABShAAQpQoAQCDPCVAIuXUoACFKAABShgHIGrydlYqoJ8LNYSqOTngTs6+8G3HFfQnj17Fps2bcLRo0dzcJs2bart01evXr2cY3xDAQpQgAIUoAAF3CXAAJ+7pPkcClCAAhSgAAXcLnDisg1rD3E/PrfDV9ADPdV2e7d29IMk13BHiY2N1QJ9e/bsgc12LXtzzZo1tUBfy5Yt4eHhnna4o698BgUoQAEKUIAC+hZggE/f48PWUYACFKAABShQRoFNaj++w9yPr4yKxri9VzMfNKvh5fbGpqSkYPv27dpXcnKy9vyQkBB069YNHTt2hI+Pj9vbxAdSgAIUoAAFKGAtAQb4rDXe7C0FKEABClDAkgI/7EhDdCL34zPz4DdRgb0+KsBXkUVm8clsvs2bNyMmJkZrip+fX05CjsqVK1dk8/hsClCAAhSgAAVMLMAAn4kHl12jAAUoQAEKUOCaQEo68L0K8qWkM8hnxu+JaiEeGNzOD7JEVy9F9ueTffpkvz4pnp6eaNOmDXr27IkqVaropZlsBwUoQAHdCmSnpyM7NVV9pSErTb2q2dLZ6jVLjqWlw8PHG57+/vDwU18qu7mnvPr7qS959ddtv9gwCpSXAAN85SXLeilAAQpQgAIU0JVATFI2flRBvizG+HQ1LmVtTKBKqjG0nJNqlKWNFy9exMaNG7UMvJKJV0qjRo20ffoaNmxYlqp5LwUoQAFDC2SnZyDr6lXYrsZqX1lX4/77/iqyYq8i25ZZ+v6pPVA91VYJXqGh6isMnurVW315qvdeYSEqIBhY+rp5JwV0KsAAn04Hhs2iAAUoQAEKUMD1AiejbPjjIJNuuF62Ymr0UdvtDengh7BKOpq6VwBFXFwctmzZgl27diEj49r3YLVq1bRAX+vWrbUZfgXcysMUoAAFTCGQnZGJjDOnkXHyJNJPnIDtSlSF9cszKAg+DRvBV/2ixVf90kVmALJQwOgCDPAZfQTZfgpQgAIUoAAFSiQgCTck8QaLsQW8PYGbVXAvwk0Zc12llZaWhsjISGzbtg2JiYlatUHqB82uXbuiU6dOkD37WChAAQqYQkBNWs5Us5jTT55QQb0TyFRbFmRnZemya17Va8BPBfp8VMDPp25dwMv9CZt0CcNGGUqAAT5DDRcbSwEKUIACFKCAKwQOnrdhyzEG+VxhWRF1yF57N6k996qrvfeMWrLUD7n79u3TEnJERV2bxeLr66tl3ZXsu8HBwUbtGttNAQpYXCDzwkWk7d+nvvYjK+naLzKMROLh4wvf5s3hr/ZNlYAf1HJfFgoYQYABPiOMEttIAQpQgAIUoIDLBfaetSHyJIN8Loct5wq91M9ZA9v6olaomsJnknJCLVWTzLsn1bI1KR7qh8lmzZqhS5cuaNCggXaM/6EABSigZwHZSy91714tqGeLidZzU0vUNs/ASvBT2yj4tW4D71o1S3QvL6aAuwUY4HO3OJ9HAQpQgAIUoIBuBI5ctGHjEQb5dDMgRTTE1xsY1NYPVYLMOZsiOjpaW7q7V/2QnK6yR0oJDw9H586d0b59ey7fLeL7g6cpQAH3C6Tu3IG0nWpv0YsX3P9wNz9Rknb4t2uPALWlArP0uhmfjyuWAAN8xWLiRRSgAAUoQAEKmFXg1BUbfj/AIJ/exzfA10Mty/VFaKA5g3uO/hLckyDf9u3bceXKFe2Ut7c32qjlYjKrr3r16o6X8z0FKEABtwpIsozUnZFIUTOPs/67l6hbG1DBD5MlvAHq7+KA7t3hEchsvBU8HHy8gwADfA4YfEsBClCAAhSggDUFLsVlY9W+NGTYrNl/vfdagnqD2/vB30fvLXV9+86cOaMF+g4dOoTsbLVjvSq1a9fWZvW1atVK7QPPjeBdr84aKUABZwLZaelIidyOFJURPDsl2dklljrmoX7x4t+xEwJ69oRn5cqW6js7q08BBvj0OS5sFQUoQAEKUIACbhaIT8nGL7vTkZx+LYji5sfzcQUI1FB77d3QxheSNdfKRTLu7tixAzt37szJvhsQEIAOHTpowb4QtXSMhQIUoEB5CGSnpmlBvZTtW5GtMoGz5Bfw79ARgX37wDOICZLy6/CIuwQY4HOXNJ9DAQpQgAIUoIDuBVLUtmdrDqbhsprRx1LxAi1re6F7YwtO2yuEXrLvHj58WJvVJ7P77KVx48ba8t0mTZrYD/GVAhSgQNkE1D+FaXt2IWnNGmQlc8ZeUZgyoy+gdx8Edu8BeHN2dVFePO96AQb4XG/KGilAAQpQgAIUMLCAhPYku+4+lWWXpWIEfNTPRf1a+qJuuMWn7RXBL/vzyT59e/bsQUbGtX0kZSZfp06dtJl9gdwbqghBnqYABQoSsF2+jPgffoTtkvmTZxRkUNrjnqFhqHzjjfBt2rS0VfA+CpRKgAG+UrHxJgpQgAIUoAAFzC5wNiYL6w6lIz3T7D3VV/8iVIbc61Rwr7K/+ZNpuEpeknJIkC8yMjInKYfszdeyZUtt+W6dOnVc9SjWQwEKmFwgOyUFiatXazP3wMnsZRptnwYNEDTkFniGhpapHt5MgeIKMMBXXCleRwEKUIACFKCA5QS4ZNe9Q966jhc6N/SBJ2N7pYY/ffq0NqtPlvHak3JI1t3OnTujbdu2kGy8LBSgAAWcCaTt3oXElSuRrX5pwOI6gcDefRHYv5/rKmRNFChAgAG+AmB4mAIUoAAFKEABCtgFdp+xYeepa0sg7cf46joBfx8P9G3hg9phXJLrKlVnSTn8/PzQrl07LdgXERHhqkexHgpQwOAC2WqJf+Ly5Ug7sN/gPdFv831U9vPg4SPgUamSfhvJlhlegAE+ww8hO0ABClCAAhSggDsEriZnY93hdEQncM2SK72b1/JCFzVrT/bdY3G9QEFJOerXr68l5WjWrBk8PRlYdb08a6SAMQRs0dGIX7QIttgYYzTYwK30CAhUQb674FO3noF7wabrWYABPj2PDttGAQpQgAIUoIDuBA5dsCHyRAYymIOjTGMTGuiBPs19UUXtucfiHgFJyrFt2zbs3bs3JylHJTWbRJbudujQAZzV555x4FMooBeBtP37kfjjj8i2cbNZt42JhwcC+/VHYK/eAP/5cxu7VR7EAJ9VRpr9pAAFKEABClDAZQKparXuH/vicSHB12V1WqUimanXoYEPWtX24s82FTTo9qQckoE3Ws3esZdatWppgb7WrVvD15ff23YXvlLAdAKZNiSs+AWy5x5LxQhIAo7gYXfBw9+/YhrAp5pSgAE+Uw4rO0UBClCAAhSgQHkLzJ07F/EZ/qjbYShSbAyGFMe7QVUvdG/sjQBfTlsojpc7rjl37hx27dqFgwcPQgJ/UiQRR4sWLdC+fXs0UD+EslCAAuYRyE5NQ/yXXyDjwnnzdMqgPfEMCUHo6DGQVxYKuEKAAT5XKLIOClCAAhSgAAUsJbBz50789NNPqFOnDsbefz9OXpYkHJlISOX+fM6+EepGeKKTmrUXVomBPWc+ejiWoTbZlyDfnj17IJl47SVE/eApiTkk2CfvWShAAeMKZCUlIu7zzyH77rHoQ8AzMBChY8bCk4mP9DEgBm8FA3wGH0A2nwIUoAAFKEAB9wqkpaXhvffe02Y7TZw4Mde+ZYcv2rDvDAN99hGRwF6H+j6IqMzAnt3ECK9xcXHYvXu3FuyT9/YiiTkk0NeyZUttlp/9OF8pQAH9C2TFxuKqCu5lJcTrv7EWa6GHynAecu8oeNeqabGes7uuFmCAz9WirI8CFKAABShAAVML/PLLL4iMjETXrl0xaNAgp309fzULB//MxNnoLKfnzXzQ11vtG554Eqf3rMRNA/uiY8eOZu6u6ft26tQpLdh36NAhZGZe24hf9udr1aqVFuyTWawsFKCAvgVsly7h6sKFyE5N0XdDLdw6Dy9vBI8cCZ+GDS2swK6XVYABvrIK8n4KUIACFKAABSwjEBUVBdl7LyAgAFOnTi0yEUFiWrYW6DuqZvalmzxJYbhaftuitjcaVfPC+XNn8Nlnn6FKlSqQWY4sxheQmasHDhzQ9us7f/5/e3dJ5l2Z1SeZeCtXrmz8jrIHFDCZQIZach//9dfIzlTZoVj0LaAy7AbfMRS+6hcoLBQojQADfKVR4z0UoAAFKEABClhSYP78+bh48SJuvfVWLahRXASbmsh3XO3Td/xSJi7FmWefPsmIK4kzmtTwRvXg3Mtw58yZgytXruB+tUchZ3kV9zvFGNdJ5l37Et6kpCSt0R7qB9PGjRtrfy6aNWsGT09PY3SGraSAiQUyVBKd+M8/Q3aW9WaTG3lYg+8cBl+1FQILBUoqwABfScV4PQUoQAEKUIAClhSwJ9aoUaMGxo8fX2qD5PRsnIrKwqkrmbhswGCfBPVqh3tpM/XqqT32CiqyjFmWM7dp0wZ33HFHQZfxuIEFsrOzcfz4cW1W39GjR5H13yCCzHCVce/QoQOqVatm4B6y6RQwroAt6gqufvIxsjOuZcc2bk8s2HL1C5OQ+0bBR+17ykKBkggwwFcSLV5LAQpQgAIUoIAlBVJSUvD+++9riTUmTJiAqlWrusQhwwZcUPv1nY+1qZl9WYhN0t/sPgnoVQ32RM1QL/XliSpBuWfqFQQh+7VNnz4dNpsNTzzxhLasuaBredz4AvJnZO/evdrMvsuXL+d0qHr16lqgr3Xr1vweyFHhGwqUr0BWfDyufvQRspKvzbAt36ex9vIQ8PD2QaiaAe+l/g5loUBxBRjgK64Ur6MABShAAQpQwLIC33//vRa86NGjBwYOHFiuDlcSsnElMQvRCVmIkddE9wX9/H2BiEqeCFdBvIjKntpXkH/xAnrOUOwJSa677jr06tXL2SU8ZkKBS2pD/127dmHfvn1ITU3VeihLdmUJrwT6ZAmvj4+PCXvOLlGg4gWyVbA99uOPkXU1tuIbwxaUScDDPwBhDz4Iz+DgMtXDm60jwACfdcaaPaUABShAAQpQoBQCf/75Jz755BMEBQVhypQp8PZWaWLdXGJUkC8uJQuJKlaSmKpeVfKO1IxspKs909Mzs5FWjAQe3mo1rY+3B/xU831VbCXQ1xOV/aG+PCFBvDCVJCPQt/TBPGcksbGxmDVrFoLVDyePPPKIs0t4zMQCMnvzyJEj2qy+EydOQJb0SpE/Q02bNtWCfU2aNIGXl5omykIBCpRdINOGWPXvle3yxbLXxRp0IeAZGoawBx6Ah9r6gIUCRQkwwFeUEM9TgAIUoAAFKGBZAQlIzJ49GzExMRgxYoQ280ivGLLcN8Omgn4q2JchAT8Vq/NVwTw/FdTzr8DJUpJN98yZMxg5cqQW1NGrH9tVvgKSjOPgwYPYv38/zqmN/+3F19cXLVq0QCuVNbJhw4ZMzmGH4SsFSiEQ//VXSFf7YrKYS8Creg2ElWHvX3NpsDeFCTDAV5gOz1GAAhSgAAUoYGmBDRs24Pfff0ejRo1w7733WtqitJ0/cOAAvvvuO2155j333FPaanifiQTi1f5gEuiT7w3JSm0vkpyjpcocKct469atC8nMy0IBChRPIHndOiSvW1u8i3mV4QT82rVH0K23Gq7dbLB7BRjgc683n0YBClCAAhSggEEEEhIStMQaEmSQpbmyRJel5AIyC3LGjBmQGVyyTFeW67JQwC4gy7hlrz4J+EVHR9sPo3LlytqsPgn21apVK+c431CAAvkFMs6eRdxnC/Kf4BFTCQTdfgf8VIZyFgoUJMAAX0EyPE4BClCAAhSggKUFvvzyS8i+Yddffz169uxpaYuydn7t2rVYp2aXuCNJSVnbyvsrTkCy70qgT77i4uJyGhIaGqrN6pNlvNWqVcs5zjcUoACQlZiI2LlzkP3fhDY0Ma+Ah6cXQidMgFdEhHk7yZ6VSYABvjLx8WYKUIACFKAABcwocPjwYSxevBjh4eGYNGkSlwqWcZBl9t4777wDPz8/PPnkk9xnrYyeVrj9/PnzOct4E1UAw16qVKmizexro2axhIWF2Q/zlQLWFMjK0jLm2i79b6m7NSGs02sv9fde6PgJ8JBsWSwUyCPAAF8eEH6kAAUoQAEKUMDaApmZmZg5c6a2pPQvf/kLateubW0QF/V+0aJFOHr0KO666y4tqYKLqmU1JheQJd5n1fJDmdUnSTpSUlJyelyjRo2cmX16XvotSUVkGbJkDm7cuHFO+/mGAmUVSFqxAimR28taDe83mICv+rskeMRIg7WazXWHAAN87lDmMyhAAQpQgAIUMIzAqlWrsGXLFrRv3x63ckNrl43bkSNH8M033zDZhstErVdRlpqtdOrUKS3YJ7Ns09LSchAkKYcs4ZUkHZUqVco5roc3n3/+ubYP5X333YcnnnhCD01iG0wgINlyJWsuizUFgoYMgV+HjtbsPHtdoAADfAXS8AQFKEABClCAAlYTiIqKwrx58+Dr66slhJAlpSyuE3j77beRnJyMxx57TEui4LqaWZPVBGw2G44dO6Zl4pXgscy8lSJJcRo0aKDN7GvRooW2LLyibRjgq+gRMOHz1fd/zKxZyEqIN2Hn2KXiCHj4+SP84Yfh4e9fnMt5jUUEGOCzyECzmxSgAAUoQAEKFC0wf/58XLx4UZu5JzP4WFwr8Ntvv2Hz5s0YMGAAevfu7drKWZtlBTIyMiBBPlnGe1zNapKZflI8PT1Rv359NGvWDM2bN6+wTNg///yztux/1KhRkFl8LBQoq0Dy+vVIXvtHWavh/QYXCOjUGZUGDzZ4L9h8VwowwOdKTdZFAQpQgAIUoIBhBXbt2oXly5dre+7J3nssrheIjo7G7NmzERISgqlTp7r+AazR8gKybPfQoUNasE++zyQRR82aNREYGKjN8pOgn7yXcywUMKKAzNqLfX8WsrNsRmw+2+xigTCVcMOrOrOLu5jVsNUxwGfYoWPDKUABClCAAhRwlYBs3P/+++8jPT1dy5or2XNZykfg008/hSQdGDNmDOrVq1c+D2GtLhWQ5a8ySy4gIKBU9cpyWgm8SWCtNEUSbcjS7rLsrSf3Oz7fnrhDZvbJLD8J/BVWpA9i4F9By+Hk7yhvb2/4+DBzZmHjZIVz8UuWIP3wISt0lX0shoBPzVoIeeCBYlzJS6wgwACfFUaZfaQABShAAQpQoFCBH374AXv27EHPnj1x/fXXF3otT5ZNYPfu3fjxxx/Rtm1b3H777WWrjHeXi0BSUpI2m3XDhg2Q8ZLPUmRvSvkzMm3aNG1WXGEPv3LlCj7++GOtHvv9Xl5eWiZZCe6uXLkSzz//fIEz6SSY9sUXX2iJWS5dupTzqOrVq2Ps2LHa/nu33HKLlgwn52SeNxs3bsSHH34IScghwXv78++55x7IvdKurVu3Yvv27WjSpIm2lFde7XtvSlBQMmqLw/nz57XaJcgoQcFHH31UmyUoAT9n38ey3D8yMjJXi2666SbccccduY4V9OHPP//ETz/9hE2bNmn7DEqAUYo8/84778SECRNyBSwLqofHzSWQoZLMxH2x0FydYm/KLBB0+x3wa9OmzPWwAuMLMMBn/DFkDyhAAQpQgAIUKIPAmTNn8Nlnn2n7c02ZMkWbJVOG6nhrEQISuJFkG7JPmgSKOCOpCLAKOC2ZXterPb4koNelSxd06tRJ+3Mh+9xJ0EmOf/vtt5Bgm7MiwT3Zay42Nla7V+qQkjdYNXfuXHTsmD8LpASzHnnkEWzbtg116tTRgu6ypHbnzp1aQE6CdVLGjRuHyZMna+8d/yP3v/TSS1pbJSDWv39/NGzYEBI0W7duHWSpeLdu3fD6669rM/feeuutnNt79eqF6667TgtsSjIYCQJ2795dy84bHBwM+ftCDOxt6Ny5s7bsPKeC/7555513tLbajx89elQLzD333HP2Q4W+9uvXDzJrT5YYy/PbqB/eJeAoJvLVtGlT7e8tCVqyWEcgVm1xYIuJtk6H2dNiCXiqv+fCJquEG76c4VssMBNfxACfiQeXXaMABShAAQpQoHABCTLNUpkI4+LitICEBAFYyl/APmNyyJAhTgM85d8CPqEwAckmLcEkWbqat0gSC5kBJ7PWXnjhhbyntc8SwJXZd//85z8hY+xYJPgmM/gk4FVQgE8SsUiAb7DaPP7ll192vD1X/QUF+GS5/SeffKI9+9lnn821tFieL3/mFyxYoAUOX3vtNW1vvh07dmiJOmR2nPy9IDP8JJA5Y8YMLSOvYyNSU1Pxt7/9TQuCFhTgc7xe3t9www3a84ob4Dtx4oQ2uzEiIiJvVVi6dCleeeUV/Pvf/8aNN96Y7zwPmFMgbe8eJKjZ5iwUcCZQSa0+COjR09kpHrOQAAN8FhpsdpUCFKAABShAgdwCa9asgSzja926NYYOHZr7JD+Vm4DsfyYBllq1auEB7h1Ubs7lVbEkoZEZbBLEc1b+85//aDP81q5dmyu4Zr9WZgJKRtlvvvkGDRo0sB/Oef3999/x9NNP47333kOPHj1yjtvfyLMHDRqkLZMdNmyY/bD2euzYMdx7773arDdZXltQsbdRgpF9+vTJddmLL76ozdL7/PPPteW4MuPvwoUL2j6CjRs31gJvEgSUWXay1FwSxxRVShrgK6w+ebbM6pOlyhIIZbGGQOwHH8AWG2ONzrKXJRbwCAhExKOPAV6F7yda4op5g6EEGOAz1HCxsRSgAAUoQAEKuEpAlhHKDCKZpfPwww87DUS46lmsJ7+ABF9k5uSkSZPgbJZS/jt4xN0CCQkJ2t5zEtySoJIsUa1bt662/FWCXl999ZXTJsl+luPHj9eW8MqrBMEkoYr8WStOkYQcsqxWlp/K/V27dkWjRo2KlWRD9tybM2cOfv31V215a0HPkyChLMWVwJvMNHQsAwYMgMzMmz59uhbUk18EyIzD+Ph47bIRI0Zo+/V9//33WtINCTYWVUob4BNnWVos+xCKX2hoqBYUlZmRI0eOhCwjZjG/QPrBg4j/7lvzd5Q9LJNAZTXr2b9T5zLVwZuNLcAAn7HHj62nAAUoQAEKUKAUApKVUzbBlx+ab7vtNrRr164UtfCWsgjIfmyrV6/WZiJJ8INFPwKyPFSWpsrs1oKKzGQrKMAn98gyW1kea0+wIcckC68ksZBZd7feeqscKrBIpuWnnnoKsiTYXiTgJzP+JPgngT9nAUMJeMksvuXLl9tvK/BVlvhKkHmJykpqL9JeCfA9+eST2kxA+3F5vXjxoraMV5Yvy9JY+/53co8k4pCEGxKIrF27Njw8PBxvLfESXalP9gaUPf8KKqNHj2aAryAckx2PVb+Msl2JMlmv2B1XC3iqvUrDp0wFcv/14+rHsD4dCzDAp+PBYdMoQAEKUIACFCgfgS1btmDVqlXarCLZD4zF/QISJJHlkYGBgVqQwtOTy4rcPwr5n3jo0CHIElzZq06yvsqXLKWWcZIZbDKTTWZfykyywgJ89povX74MCRhKoE7qlsCuBNU6dOiAN998s8Asuvb75ZknT57U7pdsuJLxVoJeMutTgpCS0daxSNBOAm5ff/2142Gn76dOnarV7RgMlMCi7MPnbP9Ax0okAYYkjJH2STBOgor2Ill4JRApwT6ZvSiJZEoyg08Cjq+++qoWwJSlzJKkpGbNmlrQMCYmBgfVbC6xY4DPLm7u13T1Zyf+a+ezZc3dc/auNAJBt90OP/X3Dos1BRjgs+a4s9cUoAAFKEABywrIskPZZF+KLA+V7JwsFSOwaNEiLWB01113oUWLFhXTCD41l4A9AcbChQshs/ScFQmMyRL3ggJ8mZmZBWajltmzy5Yt05JEyJ8/mYmXtxR2v1y7f/9+LXtus2bNIEtyHcsbb7yhzciTQGLeWXSO18l7SeIhdbz77rs5p+z725UkeCZ9kkDmrl27tGCmBOHsRQJ0EuwrboBPAt/Xq83yZRag7FMpWYCdld69e3OJrjMYEx6L+/QTZKhl2iwUKI6AV3g4wiblzy5enHt5jfEFGOAz/hiyBxSgAAUoQAEKlEBAEgPIjKCBAwc63cC/BFXx0jIKSLIFSbQggSTJzMpSsQISqOrWrRuGDx+OZ555xmljZGafBK2kOAvwyX5xkrBGsthK8pqCigQSZR88ZzPtJBh23333QWbjFVQ+UAkHPvroI6xbt05bGmu/7rffftOWBj/++OM57bSfc3y1J/KQ/TdlxqJjkYCzzDKUbM+yrLiwIjMTZX9BmaVnLzKrT47LzEWZfSfZiB0DfPv27UNsbCwka3fe5bzbtm3DlClTtBl6shTZWZG2ycxKSSZSnD34JGgoexLK3oayX2BYWJizags8JkFPcT516pSWWKSk2cbLen+BDbPAiQw1ozRuwacW6Cm76EqB4BEj4du0qSurZF0GEWCAzyADxWZSgAIUoAAFKFB2gb1790I2xq9evbo2c6ioGT5lfyJrKEpAlulKAEICFZUrVy7qcp4vZwGZGVatWjV89913+Z4kyTaeeOIJLXhV0B58sgxXgncyC00y1Tpbeh0VFaUFAdu0aaMlxMj7IMmcK0twZYansxlsEmS8//77tWWxsjzWvhee1CNBSskuK+2QJDodO3bMW70WeJM2BgUFabMJZUmtY5E6JUAoQbl//etfueq3XyfJL1566SVtn0LZK69v3772U05fHQN8jhfIbMXz589rMyI7deqk/fJBkmdIIo+//vWvjpdq72WJsuwPKEuEizvLUAK2p0+f1u6XgKUkDXE0y/eQPAfkz6hjxmQJ7BY0uzPPrdrHst7vrE6rHEv48Uek7dltle6yny4S8FUzk4OHj3BRbazGSAIM8BlptNhWClCAAhSgAAVKLSA/EMusn9TUVDz00EOoUqVKqevija4TkBlXkpBBEhtIcImlYgVefvllLQguy1dvvvlmbY872fsuMjISsmxXgmtSJPAmf46qVq2qJZywt9oe4JPPsj/eAw88oCXWqFGjBiQotn79em2JvOyTJ9luJaiVt0iAT54jz5BAW8uWLbVZcomJiThw4IB2v8yOK2iJryTDkCCZ/JmX4Jb0Q2adyexCCW7JzD8JcMlrq1at8j5e+yzBO5nBJ78MkICatEGSaMgehDt37sTHH3+stVFmxMm1jgGztWvXQvbycyyyDFj25MubXERm+MkyYWmXWEimYkn8I0ugZaakzDQOV0vuJDOxzKL75ZdftL35ZPajtF1m8slMyfbt2zs+Lue9zCaUOhxLUbMrHa+V99JmSUhkLwW528/nfS3r/Xnrs8znTBui35qO7MwMy3SZHXWRgIcnItQvYzzU31ks1hJggM9a483eUoACFKAABSwrIPt+ydI4CR7k/YHXsig66LgEfWbPnq3thSh7u7FUrIAs45TluTKLLW+RhBGSfEISPNgz7EoQTpa72osEgiSgI4E1mS0rgai8RYJmzz//fIFL5CW4KM+SJdwyuy1vkey5sozVvlQ473n5LHttyuw7ydSct0jdksRCZioWVn5Us6dkFqKzPkhwbfLkyU77IO2X7+viFAlEPv3009qsQmmzBOrOnj2LRx99NF+QUOq7/fbbtYCjBBbt7ZLZkq+99lqBj5MlyLJvoRTZc3TFihW5ApIF3vjfExKIddzrcPHixdqy46Lus58v6/32eqz2mqb+vUr4fpnVus3+ukigkgr+B3Tu4qLaWI1RBBjgM8pIsZ0UoAAFKEABCpRaQPbckyVm8sOtzD7x9vYudV280fUCMqNIZlfJsknZz4yl4gXkz4zM3JO94pqqvZxkBpuz5bKFtVQCUJJdVpaHSj0SUKtTp06xE6rIcluZqSf3y6w8+fMre9ZJW/Iuqy2oHbJfnWSdlf7Y75VZh8UtkilX2iAWMvtXEmbInnoSpHR1kf7K8ySAKe9l1p60W/awkyQ0Mg6Oe/0V9/kyG1Jm/0n7ZaaszEQsadm9e7e2NLtfv36lmv1c1vtL2l4zXB/35RfIUOPPQoHSCPjUqImQQvYxLU2dvEf/Agzw6X+M2EIKUIACFKAABcogIHtcSdZcmR3DAFIZIMvxVsk+unz5crRr105bnliOj2LVFDCsgATqZOmu/IJC9ii0FwmkShCwNIE7ex181ZdAllqOHvPuDH01iq0xnED4lIfhGRpquHazwaUXYICv9Ha8kwIUoAAFKEABAwisXLkSW7duZfBIx2Mls5amT5+utXDatGmlmqWk4+6xaRRwiYDMRpTZhPIlM/tkObVjkQCfzJCsW7eu9lWrVq0SLcV1rIvvK1YgeeNGJP++pmIbwacbXiCwV28Eqlm7LNYRYIDPOmPNnlKAAhSgAAUsJyD7gcneUZI58uGHHy72sj7LQemgw5LQQJYkDhkyxGnmUx00kU2ggG4EZAnv5cuXtf36ZM8++ZJZyo5FEn/UrFkzJ+AngT/O8nMU0u/72LnzYLtyWb8NZMsMIeAZFIzwRx4xRFvZSNcIMMDnGkfWQgEKUIACFKCAzgTkB+C5c+dqS9qGDh2qZZrUWRPZHAcBCVAsWLAAMutIMq+yUIACJROQGX72YJ+8RkVF5atAsofbZ/jJfpeyryGLvgSyk5MR/c7b+moUW2NYgfCJk+DpsKTfsB1hw4slwABfsZh4EQUoQAEKUIACRhNYv349/vjjDzRs2BD33Xef0ZpvyfbOnDkTEqSQRCiOe4xZEoOdpkAZBWQJr2PATzISyz5+jqVy5co5AT8J/EnyEA8PD8dL+N7NAml79yLhh+/d/FQ+zqwCzKZr1pF13i8G+Jy78CgFKEABClCAAgYWiI6Oxpw5c7TN6KdMmQL5IZZF/wIb1b5Ta9asQffu3XHDDTfov8FsIQUMJCDBvQsXLuQK+klmXcciGXwl27AE+2SGn7xn1nFHofJ/n6C2K0jbu6f8H8QnWELAt3lzBN813BJ9ZScBBvj4XUABClCAAhSggOkE5s2bp+1Pdcstt6BDhw6m659ZO5Sslqa9/fbbCAwMxGOPPQZPT0+zdpX9ooAuBCQrr+Msv6tXr+Zql8zmq1q1qraXn+znJ18yy0/292MpH4EYtTw3S/1dyEIBVwh4qOQ7EU9MU5EfV9TGOvQuwACf3keI7aMABShAAQpQoEQCGzZswO+//4769etj9OjRJbqXF1e8wKJFi3D06FEMHz4czdXMAxYKUMB9AklJSThz5kxO0E8SFcl+po7FbEE/Wcq8dOlSbeZwgwYNHLvq9vdZavZ5zJzZbn8uH2hugbBx4+FVo4a5O8neaQIM8PEbgQIUoAAFKEAB0wjI0lxJrCGzS7g015jDevjwYSxevBjNmjXDiBEjjNkJtpoCJhHIzMzExYsXtaW9srxXvmTWX94is23zzvSrVq2aYWb6vffee4iPj9f6IFsEtGnTpkLanhK5HUkrVuTl5WcKlEmg0vUDEdCjR5nq4M3GEGCAzxjjxFZSgAIUoAAFKFAMAfvS3JtvvhmdOnUqxh28RG8CMlvorbfeQnp6OqZNmwbZE4yFAhTQj0BGRkZO0E+Cf5K8Q365krdI0E+CfDXUzCHJji2veg36yS8V5JcL9iLbBHTu3BldunTRtgywHy/v1/glS5B++FB5P4b1W0zAt3FjBN99j8V6bc3uMsBnzXFnrylAAQpQgAKmE7AnaKhTpw7uv/9+0/XPSh36+eefsWPHDgwZMgQdO3a0UtfZVwoYUsAx6Gef6VdY0M++n5+8StCvovfbtG/tkBdf2iWz+WRWn7SzvEvsB7Ngi40t78ewfosJeKpEY+GPPmaxXluzuwzwWXPc2WsKUIACFKCAqQRkY/gPPvhAW1I1ceJEhISEmKp/VuuM7AH22WefcR9Fqw08+2sqAQn62YN99pl+MTEx+fooQTRJ3JF3pp87g34nTpzAl19+ma9tjgckq7AE+mT7gHIpavbylVf/A7XpYblUz0qtLVDlmWeh/k+StREs0HsG+CwwyOwiBShAAQpQwOwCH330kfaD5ODBg7VlVWbvrxX6Z98T6/HHH0elSpWs0GX2kQKmF5Cl93n39Cso6BceHo4qVapo++JFRERo7+VzeWTwlUQbb775ZrH8Q0ND0bVrVy1Duyu3ELCpvQ1j584pVht4EQVKKhA27kGVaKN6SW/j9QYTYIDPYAPG5lKAAhSgAAUokFtg8+bN+O2338ClubldjP5p9erV2LRpEwYOHIge3Bzc6MPJ9lOgQAF70E/28rPP9IstZJmqBNjsgT95tX+VNdg2c+ZMxMXFFdjOvCfkeR06dEC3bt1cMms8Xe0BGL9kcd7H8DMFXCIQdMdQ+LVu7ZK6WIl+BRjg0+/YsGUUoAAFKEABChQhYF+a6+HhgcmTJ7vkh6wiHsnTbhK4fPkyJGmKLN178MEH3fRUPoYCFNCDgCzvlWy9eb8k8CeJeJyVoKCgnGCfPegnr5IwozhliUpwcehQyRNcyL8/smxXAn2yjLe0JUX9QiNpzerS3s77KFCoQGDffgjs27fQa3jS+AIM8Bl/DNkDClCAAhSggGUF7Etzb7oLyJWvAABAAElEQVTpJi3boWUhTNrxOXPmaD/gT5kyBWFhYSbtJbtFAQoUV8Bms0GW9OYN/ElCDznnrAQEBDgN/AUHB+e63J6oKdfBEn6QfQQl0NdazZQq6R6CCT/+iLQ9u0v4RF6eV2CFCtK+qBI1zR15N9rVrpX3tGU/+7Vug6A77rBs/63ScQb4rDLS7CcFKEABClDAZAJbtmzBqlWruDTXZOPq2B17ZsvevXtjwIABjqf4ngIUoECOgMzqkxndeQN/8lmWADsr3t7ekOW+9q+srCwte7eza0t6rLLKWtq5c2ftSwKMxSlxn36KjD/PFedSt1xjUx7f7t6D1MzMfM9rEB6G9rVqIzjAP9+5ij6waOcuPLx4MX6c8CC6N2hQ0c3RzfN9atREyLhxumkPG1I+AgzwlY8ra6UABShAAQpQoBwF5Ae52bNna0/g0txyhK7gquPj4yHJNmSmzSOPPFLBreHjKUABIwokJCQ4DfwlJye7pTvt27fXsu9WrVq10OfFzJiBrKTEQq9x58kUFRgds/ALRJ45C38fbzSpcq39WSqYuvXMaa0pE3v1xP8Nugm+6rxeyq9qBt9LK1Zg1vARnMHnMCge/v6IeHKawxG+NaMAA3xmHFX2iQIUoAAFKGByAfvS3EGDBmnZDE3eXUt371M1q+XcuXO4//77tdmalsZg5ylAAZcJSOZc+WWR/evYsWM4deqUy+rPW1HDhg215btNmjTJe0r7HP3G68hWew/qrUz6epEK7lXBUwOvz2laZpYNfxw7jqmLl6Bz3br4fMzonHN8o1+BKn/7O+Ch3/axZWUXYICv7IasgQIUoAAFKEABNwps3boVK1eu5NJcN5pX5KMiIyPxyy+/aEvdBg8eXJFN4bMpQAETC8yaNQuFZe91VddlSbBkBm/Xrh18fHxyqr3y71dy3uvpjbMAn719h1UypD4z3sVno0dhcMuW9sM5r1nZWTgTexXH1VLpMLVUuVnVaqjs75dz3vGNXGsvHioKJclL7EWWYMv/7CXveTme9xpPD0/75UW+yrNPx1zFiWjVTv8ANFIBzdDAopdWX1azQ49ERWkxs+bVqqGKWpqt5yIz+GQmH4t5BRjgM+/YsmcUoAAFKEAB0wlwaa7phrTIDqWmpuKtt96Cn58fnnzyyVw/9BV5My+gAAUoUAyBgwcP4ttvvy3Gla67RAJYkuE3IiICYSEq6Ldvj+sqd2FNhQX45DEvq+Ww3+/bh23Tci//XHP0KB7/7jucj4tHZV8/JKanaa36S/dualnvIAQ5BJqmfbcUC7Zvz9Xq7x8cj55q1qPsBdjk5Vdy7peLpL6jLzwHb08v7Z4dZ8/iptlzct2/ZNwD6Ne4ca5jzj6sPnJE7dm3BFeSknKdHtulC/ZfuoRJvXphaLu2uc4di7qCJ1SbN58+let4j/oN8O5dd6KhGlM9lvCHH4an+l5jMa8AA3zmHVv2jAIUoAAFKGA6gfnz5+PixYtg1lzTDW2hHfrqq69w/Phx3HPPPWhcjB/YCq2MJylAAQrkEZg7dy6i1EwsdxeZdSbFV32N8/zfjDXtoE7+U1SAT4JdPd95B8ee/ztC/ptQ5LNt2/Hk0qWY2rcPJqoAWQ21j2qGStbxu/p7/IWfflKBOU+smjwF/r7XZjDGqODa6ZhYDPvoY4zq0gn3duqsZvtVhY/3tQDeSZUlWb7u/nQB3lSZYPs1bpQriCZLhg9fitKCgcJ2x4fz8cmoe9G/gOXQdtrPt0eqQN13eOb66zG2W1dUCwpSMw5jsf7EScxavw6HL0fhjdtvhwQl7WXf+Yu47v2ZuLF5c/z9xhvRskY17ZQc/5daXSCBzU2PP44mVavYb9HNa9j4B+FVvbpu2sOGuF6AAT7Xm7JGClCAAhSgAAXKQWDdunVYu3Yt6tWrhzFjxpTDE1ilXgX2qdkhy5YtQ5s2bXCH+uGOhQIUoICrBGTvva+//tpV1TmtR2bqSZIN+5fM2pNjkuE3SQW3UlVQqdZvq5zeW9EHiwrwSXCt5gsv4rcpU7SkFiejY9BNzbp+9dZbMb5nj3zNj0pIxA0fzMJ9Koj3zA0Dc53/z8pVWKGSZKyZ+nC+2dozfl+LzyO3YfMTT8BLBQgLKy3//R/MHjmi0ADfObX/Ysc33sT0oUMxtmuXfNVJ0LG5qscxwJeRaUPf995Fa5WRdt49I5F3GbBYjPviK8Qmp2DZhHH5zud7iJsPhIwaDZ/69d38VD7OnQIM8LlTm8+iAAUoQAEKUKBUAjJrTxJryH5FkjW3ss73uSlVJ3lTgQKZaubH9OnTtfPT1DIwb2/9ZGwssNE8QQEKGELAPjPcFY0NUDPYJIhXRe3hVk3tyWYP6MnxwkpWXBxi1KwwPZaiAnzS5qp/fx6/TpqEjnXrYP6mzZi3eZMWiCuoP4t37dZm8h187m+5LjmvHNq//ga+Vctr+zrM1pbZf+3U8aeuu85p0DBXJepDcQJ8H2/egjmbNmLDY48VGDD8SF0jSUTa166lPWLPn+cxUO3VuOevf0XNkOC8j9U+n1V7DnZ68021ZPlJNAgPd3pNRR0Mvms4fNXMQxbzCjDAZ96xZc8oQAEKUIACphCw2WyYPXu2lulwqPpNe+vWrU3RL3aiZALfqWVUBw4cAL8HSubGqylAgYIFTp8+jc8//7zgCwo4I3uC2oN3jq+VKlUq4I7CD9vU8tPYObMLv6iCzhYV4JMZea1efRW7nn4atUND8PiSb7Fwxw4V3AorsMWJaenanneOy3rtFz/8zWLEqb1XHTPzLt2zFxPULMvjzz+P4ICik0QUJ8D3lJoVLvsgygy94pYvI3fgUbVXY2F9k7pOqeXGX90/FgObNStu1W65LkjNqvRr194tz+JDKkaAAb6KcedTKUABClCAAhQopsAKtYH3drX5dtOmTTFy5Mhi3sXLzCZwVO1rtGjRIjRReyrdfffdZuse+0MBClSAwMKFC3Hq1KkCn+zr65szI08CeTIrT2bnBam92lxZslSAL8agAb6f9h/ANBUss8/Ge/Hnn/GbSlzx7MAbiiQa2KwpApSxY9l17hxu/GB2rn3sBqsEGt3q1cVLQ4Y4Xlrg++IE+B5ViTUqqYy+/1FBr+IWWT48+rPPMV/tB+upgoOFlS6qvbL3oJ5K5Ztvhn/HTnpqEtviYgEG+FwMyuooQAEKUIACFHCdwJkzZ/DZZ59pS3InTpwIf4ese657CmsygoBsRi/ZdNPS0rRsuvxeMMKosY0U0K+AbP0gy3OlyPYPErhznI0n74PdFKDJSkxAzLvv6hKrsBl8snR2xCefopZymqX2vJMiy2+fXvY9Dj33LPyUa2nKLXPmoW2tGnj1tttgz5C79cknciXWKKze4gT4Zm/YqNq6C6senlJYVbnO2Zffrpw8CR3q1Ml1zggfgm67HX5tc2cENkK72cbiCzDAV3wrXkkBClCAAhSggBsFZPPxDz74AImJiVpSDUmuwWJtgZ9U9sWdO3fiZjULoVMnzkKw9ncDe0+BsgnI8tyMjAwtsBcaGlq2ysp4d7Zasho9/Y0y1lI+txcW4Jv23VIsUDPs1z7yiMomey07a4JaXttHBStvaNoM0+8c6rRR8gubvecvoI0K4uVNVCE3yKzA+7/4Akf+/hyeX/4TEtQvdhaMHuW0LmcHixPgO3z5MvrMeBezhg/HiI4dnFWDlYcP4+sdO/HhvffknB//pcrqfuUKfnroIQT65Z59aL/oxJVoVK1cCUE6+6Vk8PAR8NXZsmG7GV9dI8AAn2scWQsFKEABClCAAi4WWLp0Kfbv34/OnTtj8ODBLq6d1RlRwD6js67a9Hzs2LFG7ALbTAEKUMCpwJV/v+L0eEUePBZ1Bc/++CPqhoTgge7dtaZkZWdhw8lT+EbNftsvCbDuvRe3tcm9N+5mdf62Dz/ELa1a4e+DbkQTNTtS9ru7qrLLblJLoqevWYPd589j3zPPoHpw/uXOko2285vTcaNKCPHp1m1YOn4cejdq5JTClpWFI5ejkKH267WXOz6cjxduGoQu6t8Ke6kXFobQwNzJTt5Z8wdeWbUSfxs4UEveEaKSocisxCOq32///juWqQzuE3v1xL9uucVeDSS7bm8VGKyulmn/65Yh6NGgPrw9vZCifil5QHnMUjMDv1f3LRg1Cje3aplznx7eMIuuHkahfNvAAF/5+rJ2ClCAAhSgAAVKIWDfb01mVUxSmfm8vLxKUQtvMaPAe++9h/j4eDyiZoy4a/mcGR3ZJwpQQF8C0a+/juzMDN00KknNmmvw0stO29O+Vi0MbtECt7Vtg+ZqX0JnRYKDj337HbaeOa2druzrh8T0NO397W3a4MkBA9C6Zg1nt2rHJBuvBBdb16iBNVMf1gKEzi62z8Rzds7x2GP9++H5QYMcD0FmEn6jlhQ/8/0PWtuqqCQpV1QAT4pkz31yQH8MUv3MWyRQ+c9ffsHnkZHaKcf7utWrj0f69cHglvoK7klDQx8YD+9CzPP2k5+NJ8AAn/HGjC2mAAUoQAEKmFogOTlZW5qbqpb5jB8/HjXU/7lnoYBdYPXq1di0aROuu+469OrVy36YrxSgAAUMLRAz4x1k/Te4ZOiO5Gn85YQENSMuCilqOXSTKlVRLywUXp6eea6q2I/pGZk4rhKdnFRfYWqWX72wcC0jcFGtkuXIR9XswYuqj/XDw1X/Ikq972BRz3LF+fBJk+Gp2sliXgEG+Mw7tuwZBShAAQpQwJACX6h9d06ePIk+ffqgf//+huwDG11+ApfVvknz5s3T9s2SxCssFKAABcwgEKv2nLXFxpihK+yDTgXCH30MnpUr67R1bJYrBBjgc4Ui66AABShAAQpQwCUCO3bswM8//6xlMpwwYUKBS3Jc8jBWYliBOXPm4Ira5Fy+R6oVsDzMsJ1jwylAAUsKxKqMvrZLFy3Zd3baPQIRT/0VHr6ly2zsnhbyKWUVYICvrIK8nwIUoAAFKEABlwhcvXoVs2fP1vbEkZlZ4VxG4hJXM1ayYcMG/K42QO/Zsyeuv/56M3aRfaIABSwmEL/oa6QfO2axXrO77hLw8PFBxNN/ddfj+JwKEmCAr4Lg+VgKUIACFKAABXILzFezFy6qDHQ33ngjunXrlvskP1HAQUCSbEiyDUmyIck2WChAAQoYXSBp1SqkbN1i9G6w/ToV8KlREyHjxum0dWyWqwQY4HOVJOuhAAUoQAEKUKDUAuvWrcPatWtRr149jBkzptT18EbrCHz66ac4d+6c9v0i3zcsFKAABYwskLpzBxLVFhUsFCgPAb/WbRB0xx3lUTXr1JEAA3w6Ggw2hQIUoAAFKGBFgfPnz+Pjjz+Gn58fJk+ejEqVKlmRgX0uocDWrVuxcuVKdO7cGYMHDy7h3bycAhSggL4EMk6fRtzCz/XVKLbGNAKB/fojUCUvYzG3AAN85h5f9o4CFKAABSiga4H09HRt372EhATcc889aNy4sa7by8bpRyAxMREzZsxAZZUR8LHHHtNPw9gSClCAAqUQyFL/Dsa8924p7uQtFChaIHjonfBt1aroC3mFoQUY4DP08LHxFKAABShAAWMLLF68GIcPH0bHjh0xZMgQY3eGrXe7gMz8lBmg999/P+rUqeP25/OBFKAABVwpEP3qq8jOsrmyStZFAU0gbPyD8KpenRomF2CAz+QDzO5RgAIUoAAF9CqwZ88e/PDDDwgLC4NkzfXy8tJrU9kunQps2rQJq1evRo8ePTBw4ECdtpLNogAFKFA8gdgP58N2+WLxLuZVFCiBQJVnnoX6P1oluIOXGlGAAT4jjhrbTAEKUIACFDC4QFxcnLY0NysrCxMmTECVKlUM3iM2vyIE5Pto5syZCAkJwdSpUyuiCXwmBShAAZcJJCxdirQD+11WHyuigAh4qozz4VOZcd4K3w0M8FlhlNlHClCAAhSggI4EsrOzMX/+fFy6dAmDBg1C165dddQ6NsVoAvPmzcPly5fx4IMPojqXHxlt+NheClDAQSBl+zYk/fqrwxG+pUDZBfxatUbQ0KFlr4g16F6AAT7dDxEbSAEKUIACFDCXgCyplKWVDRo0wKhRo8zVOfbG7QLr1q3D2rVr0UdlB+zfv7/bn88HUoACFHCVgO3KFcTOneOq6lgPBTSBoFtugV/7DtSwgAADfBYYZHaRAhSgAAUooBeBs2fPYsGCBQgICMDkyZO1V720je0wpkBUVBTmzp2rLfOWvRxZKEABChhZIGbGO8hKSjJyF9h2nQnI8lxZpstifgEG+Mw/xuwhBShAAQpQQBcCaWlp+OCDD5CkfnCRmXsyg4+FAq4QkO+rmJgYLWgcHh7uiipZBwUoQIEKEUhYtgxp+/dVyLP5UPMJeIaGIXzKFPN1jD1yKsAAn1MWHqQABShAAQpQwNUCX331FY4fP47u3bvjhhtucHX1rM/CAmvWrMHGjRsxYMAA9O7d28IS7DoFKGB0gbQ9u5Hw449G7wbbrxMB/w4dUXnIEJ20hs0obwEG+MpbmPVTgAIUoAAFKIDIyEj88ssvWhKE8ePHw8PDgyoUcJnAhQsX8NFHH6FGjRqQ7y8WClCAAkYVyFLZwWPen2nU5rPdOhMIvnMYfFu21Fmr2JzyEmCAr7xkWS8FKEABClCAAppAbGws5syZowX1Jk2ahJCQEMpQwOUCM2fORJz6wXjq1Kn8HnO5LiukAAXcKRAzaxayrsa685F8lkkFIp58Ch7+fibtHbuVV4ABvrwi/EwBClCAAhSggMsEsrKyMG/ePFxRmQFvvfVWtG/f3mV1syIKOAqsXLkSW7du1ZZ/yzJwFgpQgAJGFUhatQopW7cYtflst04EfOrUQcjY+3XSGjbDHQIM8LlDmc+gAAUoQAEKWFTg559/xo4dO9C8eXMMHz7cogrstjsE7Bma69ati7Fjx7rjkXwGBShAgXIRsF28iNiP5pdL3azUOgKVb74Z/h07WafD7CkY4OM3AQUoQAEKUIAC5SJw9OhRLFq0CEFBQZClub6+vuXyHFZKAbvAjBkzkJiYiCeffBIBAQH2w3ylAAUoYDiB2A9mwaa2uGChQKkEPDwR8cQTanmuf6lu503GFGCAz5jjxlZTgAIUoAAFdC0ge6HJvnuZmZkYN26clvxA1w1m40whYJ8xerOatdCpE2ctmGJQ2QkKWFQgef16JK/9w6K9Z7fLKuDbrBmCh48oazW832ACDPAZbMDYXApQgAIUoIDeBWw2m5bR9PLlyxg4cCB69Oih9yazfSYROHXqFBYuXIgGDRpg1KhRJukVu0EBClhRICshHjHvvWfFrrPPLhBg9lwXIBqwCgb4DDhobDIFKEABClBAzwI//fQTdu7ciYYNG+K+++7Tc1PZNpMJZGdn4+2330ZqaiqeeuopLgs32fiyOxSwmkDcJ58g4/yfVus2+1tGAQ8fH0RMewrw9CxjTbzdaAIM8BltxNheClCAAhSggI4FDh06hCVLlmj77k2cOBF+fn46bi2bZkaBH374AXv27MFtt92Gdu3ambGL7BMFKGARgZTI7UhascIivWU3XSXg1649gm691VXVsR4DCTDAZ6DBYlMpQAEKUIACehaIVZuBz507F7JEl/vu6XmkzN22Y8eO4euvv0bTpk0xcuRIc3eWvaMABUwtkK1mI8e8+y6yMzNM3U92zrUCofc/AO/atVxbKWszhAADfIYYJjaSAhSgAAUooG8BCerNmzcP0dHRuPHGG9GtWzd9N5itM61AVlYWpk+friV4efrpp+Ht7W3avrJjFKCA+QWS16xB8qaN5u8oe+gSAV+1PUrwvdwexSWYBqyEAT4DDhqbTAEKUIACFNCbgH3fPc6a0tvIWLM9S5cuxf79+3HnnXeiVatW1kRgrylAAVMIZKekXJvFZ8s0RX/YifIV4Oy98vXVe+0M8Ol9hNg+ClCAAhSggM4F7PvuhYSEQPbd81GbO7NQoCIF7N+TLVu2xLBhwyqyKXw2BShAgTILJP32G1K2bC5zPazA3AI+KoN8yH3MIG/uUS68dwzwFe7DsxSgAAUoQAEKFCJg33dPlkWOHz8e1apVK+RqnqKAewQyMzO1ZbryNFmm68lMgu6B51MoQIFyEeAsvnJhNV2lnL1nuiEtcYcY4CsxGW+gAAUoQAEKUEAEHPfdu+mmm9ClSxfCUEA3AosXL8bhw4cxYsQINGvWTDftYkMoQAEKlEYgadUqpGzdUppbeY8FBDh7zwKDXIwuMsBXDCReQgEKUIACFKBAfoHly5dj165dzFaan4ZHdCCwb98+LFu2DG3btsXtt9+ugxaxCRSgAAVKL5CdnIyY995DNvfiKz2iie8MGXs/fOrUMXEP2bXiCDDAVxwlXkMBClCAAhSgQC4B+x5n3HcvFws/6EggPT1dW6YrWXSfeuopeHh46Kh1bAoFKECBkgskr1+P5LV/lPxG3mFqAd8WLRA87C5T95GdK54AA3zFc+JVFKAABShAAQr8VyA6OhoffvghuO8evyX0LvDVV1/h+PHjuPfee9GoUSO9N5ftowAFKFC4gM2GmA9mISs+vvDreNYyAh7ql1hhDz8Mz0qVLdNndrRgAQb4CrbhGQpQgAIUoAAF8ghkZGRg7ty5uHr1Km6++WZ06tQpzxX8SAH9COzcuRM//fQTOnfujMGDB+unYWwJBShAgVIKpB85gvjF35Tybt5mNoHA/gMQ2Lu32brF/pRSgAG+UsLxNgpQgAIUoIAVBb7++mscO3YMrVu3xtChQ61IwD4bSCAhIQHvvvsugoKC8Oijjxqo5WwqBShAgYIF4r78AhknTxZ8Ac9YQsAzNBThkyZDpYq3RH/ZyaIFGOAr2ohXUIACFKAABSigBNarvX/++OMPVK1aFePHj4eXlxddKKB7gXnz5uHy5cuYOHEiqlSpovv2soEUoAAFihLIio1FzOzZQHZWUZfyvIkFQu4bBcmey0IBuwADfHYJvlKAAhSgAAUoUKDAqVOnsHDhQvj5+eGhhx5CcHBwgdfyBAX0JLBmzRps3LgRAwcORI8ePfTUNLaFAhSgQKkFktXfbcmbNpb6ft5obAHfJk0QPPJuY3eCrXe5AAN8LidlhRSgAAUoQAFzCcSrzbxl3720tDSMGjUKDfjbYnMNsMl7c/bsWSxYsAD169fH6NGjTd5bdo8CFLCKQLbaE/fq/A9hi4mxSpfZz/8KePj6ImzCQ/AMCaEJBXIJMMCXi4MfKEABClCAAhRwFLCpjH3z589HVFQU+vfvjz59+jie5nsKGELgzTffRHp6Op5++mn4+PgYos1sJAUoQIGiBGwqq70E+bIzM4u6lOdNJMCluSYaTBd3hQE+F4OyOgpQgAIUoICZBJYuXYr9+/ejiVoKcvfdXApiprG1Ul/s38fDhg1Dy5YtrdR19pUCFDC5QPqhQ4j/donJe8nu2QUCe/VG4IAB9o98pUAuAQb4cnHwAwUoQAEKUIACdoHIyEj88ssvCFVZ2mTfPc58ssvw1WgC+/btw7Jly9CuXTvcdtttRms+20sBClCgUIHEn35C6q6dhV7Dk8YX8KlbFyGjxwIexu8Le1A+AgzwlY8ra6UABShAAQoYWuDixYv4+OOPtUy5kjE3IiLC0P1h460tIPtHyjLdwMBAPPHEE9bGYO8pQAHzCWRlIVZtp2GLumy+vrFHmoCn+vcrbNJkePj7U4QCBQowwFcgDU9QgAIUoAAFrCmQnJyMefPmITExUVuWK8tzWShgdIFPPvkEf/75J8aNG4eaNWsavTtsPwUoQIFcAlnxcYhV/3Znq19osJhMwMMDoWP/Au/atUzWMXbH1QIM8LlalPVRgAIUoAAFDCyQnZ2NTz/9VAuE9OzZE9dff72Be8OmU+B/AuvXr8cff/yBfv36oW/fvv87wXcUoAAFTCKQce4c4j5bAKh/y1nMIxB0+x3wa9PGPB1iT8pNgAG+cqNlxRSgAAUoQAHjCaxcuRJbt25FvXr1MGbMGON1gC2mQAECly5dwocffohatWrhgQceKOAqHqYABShgbIH0gwcR/923xu4EW58jENh/AAJ79875zDcUKEyAAb7CdHiOAhSgAAUoYCGBw4cPY/HixQgODsaECRPgz31eLDT61ujq22+/DVmCLvvwyX58LBSgAAXMKJASuR1JK1aYsWuW6lNA5y6odNNNluozO1s2AQb4yubHuylAAQpQgAKmELhy5Qrmqw26ZYmuJNWoWrWqKfrFTlDAUWD58uXYtWuXlklXMuqyUIACFDCrQPKaNUjetNGs3TN9v3xbtETwsGGm7yc76FoBBvhc68naKEABClCAAoYTkBlNEtyLj4/HMPV/Jlu2bGm4PrDBFCiOgH2WqnyPy/c6CwUoQAEzCyQsW4a0/fvM3EVT9s2nTh2EjB4LeHqYsn/sVPkJMMBXfrasmQIUoAAFKKB7gaysLEh20QsXLoBJNXQ/XGxgGQUyMjLwxhtvwNfXF9OmTYOHykzIQgEKUMDMAvHfLEL60aNm7qKp+uZTsxaC7xsFDz9fU/WLnXGPAAN87nHmUyhAAQpQgAK6FFimfru/b98+NGrUCPfee68u28hGUcCVAl988QVOnjypJZGRZDIsFKAABUwtoBLqJiz9DmkHD5i6m2bonE/9+ggeeTc8fHzM0B32oQIEGOCrAHQ+kgIUoAAFKKAHgU2bNmH16tWoUqUKxo0bBx/+H0o9DAvbUM4CkiVaskVzxmo5Q7N6ClBAVwKSdEOSb7DoU8C3eXME36m2jvD01GcD2SpDCDDA9//s3Qd8VFX2wPEzSSgJTTrSmxSRoihKUUEQURBEQQELCFbsFXX1v7q7FuxdUbEBgoWiqDQrgnSULrr0IiC9hZJk/ve8ZeKkMpNMeeV39zM7M6/ce+73BXZzuMURj4kgEUAAAQQQiKzA6tWrZfTo0dZOubpjru6cS0HACwK7d++W1157zUps33jjjV7oMn1EAAEELIHU2bPkgPmHPYq9BIq3OFVKXnSRvYIiGkcKkOBz5GMjaAQQQAABBAousHPnTnnnnXckPT3dmqZY3SzmTEHASwKvv/667Nq1S26//XYpVaqUl7pOXxFAwOMCh5csln1fThQxU3cp8RdIOedcSWnXLv6BEIErBEjwueIx0gkEEEAAAQRCEzh06JCV3NuzZ4/06NFDTjnllNBu5CoEXCSgU3R1qm6XLl2kZcuWLuoZXUEAAQSOL6Cbbui6fH6z8RAlfgKlunaVYs1bxC8AWnadAAk+1z1SOoQAAggggEDuAn6/Xz788EPZuHGjnHHGGdK5c+fcL+QoAi4X0E02dLON+vXryxVXXOHy3tI9BBBAIKdAxp7dsufjTyV9+7acJzkSVYEEsyxKmd6XS2LlylFth8q9J0CCz3vPnB4jgAACCHhU4KuvvpJff/1Vapld2q666iqPKtBtBMzMNJPsfuaZZyQjI0Puu+8+SUxMhAUBBBDwnkBauuybPEkOL17kvb7HqcdF69WTUpf0FF+xYnGKgGbdLECCz81Pl74hgAACCCBwTGD+/PkyxeygV6ZMGbnhhhukaNGi2CDgaYFPP/1Ufv/9d+nTp4/UM79wURBAAAGvChxetkz2f/ml+NPTvEoQ/X77fFKifQdJbt06+m3RgmcFSPB59tHTcQQQQAABrwisW7dORo0aJUWKFJFBgwZJuXLlvNJ1+olAngI6mlVHteoafLoWHwUBBBDwskD6jh2y95NPJH3XTi8zRKXvCSVKSKnLekuR6tWiUj+VIhAQIMEXkOAdAQQQQAABFwroTqG6Y+6RI0esabk6PZeCAAIiBw8elBdeeMHaRVd306UggAACXhfwp6VJ6oyZkjp7lvgz0r3OUfj+m1F7yae1lJRz24uvOFNyCw9KDccTIMF3PCHOI4AAAggg4FCB1NRUGT58uOiOuRdddJGceuqpDu0JYSMQHQFNfm/dulVuvPFGqVChQnQaoVYEEEDAYQIZ5v837J8yWY78978Oi9w+4RapVl1Kml1yE/nfFvs8FA9EQoLPAw+ZLiKAAAIIeE8gzfwr/AcffCBbtmyRs846Szp27Og9BHqMwHEEfvjhB5k5c6acf/750qpVq+NczWkEEEDAWwJH166VfV9/JRm7d3ur44XobULJUlLivPOk2CmnFKIWbkWgYAIk+Armxl0IIIAAAgjYWmDMmDGyatUqadiwofTq1cvWsRIcAvESWL9+vYwYMULq168vV1xxRbzCoF0EEEDA1gIHzT+EpP48U/xHj9o6zngHl9KmrSS3bSs+s+YxBYF4CJDgi4c6bSKAAAIIIBBFga+//lp++eUXqVKlilx77bWSkJAQxdaoGgHnCvj9fhk6dKj1Z+T+++93bkeIHAEEEIiygP/QYUmdN1dS584V/+FDUW7NOdVrMq94y9MlxcyW8KWkOCdwInWlAAk+Vz5WOoUAAggg4FWBueb/eE+bNk3KlClj7ZibnJzsVQr6jUBIAqNHj5bVq1dL//79pXr16iHdw0UIIICAVwX8R47KoQXzJXXObMkwmxV5tfiKFZPk01tJ8pmtzAYaxb3KQL9tJkCCz2YPhHAQQAABBBAoqIBOydWpucXN/9EcOHCglC1btqBVcR8CnhGYNWuWfPfdd3LuuedKu3btPNNvOooAAggURkB33D20cIHZcXeOZOzfV5iqHHWvLznFJPXOlGQzas9XrKijYidY9wuQ4HP/M6aHCCCAAAIeENDNNHRTjYyMDLnmmmukWrVqHug1XUSg8AL6Z0d3m65Vq5ZcddVVha+QGhBAAAEvCZj/33HEjII+vHSpHPl9pWjiz23Fl5AoRU6qL8WbnCJF658kkpToti7SH5cIkOBzyYOkGwgggAAC3hXYs2ePlaBITU21NtTQjTUoCCAQusBzzz0nhw8fliFDhkhiIr+4hS7HlQgggMDfAjp998jK3+TwMpPsW7NGxKxz6tjiEylSs5YUN7vhFm10MqP1HPsgvRU4CT5vPW96iwACCCDgMoEjR47IO++8I7t27ZL27dtLW7N7GwUBBMITGDt2rPz222/Sr18/qVOnTng3czUCCCCAQA4Bf+pBOWRG9R01y4ccXbde/OnOGNlXpHZtKVqvnhQzib2EEiVz9IsDCNhZgASfnZ8OsSGAAAIIIJCPgE7HHTVqlKxfv16aNWsmF198cT5XcwoBBPISWLBggUyePFnatGkjHTp0yOsyjiOAAAIIFEQgPV2ObtwoR3Uqr3mlb91SkFqick9ixcpStG4d86orSTVqiC8pKSrtUCkCsRAgwRcLZdpAAAEEEEAgCgLjx4+X5cuXS23zr8068sjn80WhFapEwP0CO3bskDfffFNOPPFEa4Ma9/eYHiKAAALxE/CbJUV03b60zZslbdtWSd++XTIOHIh6QAkpJSSxYgVJqlhJkszf9zpSz5eSEvV2aQCBWAmQ4IuVNO0ggAACCCAQQQHd9VN3/yxfvrwMGjRIihQpEsHaqQoB7wm8+OKLcsD8gnn//ffz58l7j58eI4BAnAX8hw5L2va/JMO80rbvkPQd28WfekgydNMOM73X2rzDfM58N6MCtfiKFv3fqLukIv97T0yShCJJ4iteTBLLV5DECuVNUs8k9CpUMMeKx7mXNI9AdAVI8EXXl9oRQAABBBCIuMDChQtl0qRJUqJECSu5V6pUqYi3QYUIeE3giy++kCVLlrBRjdcePP1FAAEEEEDAJQIk+FzyIOkGAggggIA3BJYtWyYTJkyQYsWKyYABA6SC+RdpCgIIFF5g8eLFMnHiRDn99NPlggsuKHyF1IAAAggggAACCMRQgARfDLFpCgEEEEAAgcIIrFmzRkaPHi0JCQnSv39/a72wwtTHvQgg8LeATs/Vabo67f2mm276+wSfEEAAAQQQQAABBwiQ4HPAQyJEBBBAAAEE/vzzT/nggw9Ed87t27ev1KlTBxQEEIiwwBtvvCE7d+6UO++805oCH+HqqQ4BBBBAAAEEEIiaAAm+qNFSMQIIIIAAApER0ITDu+++K4cPH5ZLLrlEmjRpEpmKqQUBBLII6NqWusZl9+7dpWnTplnO8QUBBBBAAAEEELCzAAk+Oz8dYkMAAQQQ8LzA3r175b333pP9+/fLhRdeKKeddprnTQBAIFoCv/32m4wdO1aaNWsmF198cbSaoV4EEEAAAQQQQCDiAiT4Ik5KhQgggAACCERGIDU11Rq5t3v3bmnbtq20b98+MhVTCwIeEtC1Kx988EE5evSo1eshQ4ZIq1atchU4dOiQPPfcc9b0XJ2mS0EAAQQQQAABBJwiQILPKU+KOBFAAAEEPCWQlpZmjdzbtm0bo4k89eTpbKQFtm7dKs8++6zoJhrz5s2Txx57TC666KI8mxk+fLhs2bJFbr75ZilXrlye13ECAQQQQAABBBCwkwAJPjs9DWJBAAEEEEDACPj9fhk1apSsW7dO6tevL1dccQUuCCBQSIE9e/ZIp06djpvg+/bbb2X27NlMiS+kN7cjgAACCCCAQGwFSPDF1pvWEEAAAQQQOK6ArgGma4HVqlVL+vXrJwkJCce9hwsQQCB/gVATfKtWrZIxY8ZIo0aN5LLLLsu/Us4igAACCCCAAAI2ESDBZ5MHQRgIIIAAAgiowBdffCFLliyRSpUqybXXXitJSUnAIBA1AV3nMTk5OWr1R7ti3Vk6MTExpD8neSX4Dh48KCkpKZmhZmRkyFNPPSXFihWTe+65J/N4bh902q/6FTQJr/H7fD4pWrRobtVzDAEEEEAAAQQQCFmABF/IVFyIAAIIIIBAdAW++uor+fXXX+WEE06QgQMHOjrxEl0pag9VYPr06fLxxx9b0741kaQbSKxevVpGjBghv/zyi+zYscNKLp1++unWRi46Yk0TZsFl3Lhx8s0331iHypQpI08++WTwaXn77betugIHb7jhBmnRokXga+a7tjlr1qzM79dcc42cddZZ1uYXOmJu6tSpVmxt2rSRAQMGSJMmTTKvDf6wceNGeeGFF6xE+K5du6xTZcuWtTbOuOOOO+TNN9+0Rt6dfPLJwbdJcIJPR8dqHStWrJAjR45Ym2qcccYZ8sgjj0jp0qVl4cKFMmnSJBk0aJBUqVIls55FixZZcc6fP9+KNXBCE/La7+7du1sJu8Dx3N51dO6wYcNk7ty5Vtt6jSYJW7ZsKR06dJBly5ZZm4Lkdi/HEEAAAQQQQACBvARI8OUlw3EEEEAAAQRiKBBY90uTC/3797eSDDFsnqZcKjBlyhT54IMPZPv27aLJMN1NVhN0msQ777zz5KSTTrLOzZgxQzZv3mwl+TQJGJzke//9962klibW0tPTZebMmVm0nnnmGSvBp4kyXTfy0Ucfla5du2a5Rr+88sorVoJPR8jpNNh7771XNKl22223iW4mo0m61q1bW8lEreuTTz6ROnXqZKlHp6/r6Dod8dauXTtp2LChlbzUpNkPP/xgxa0x3nrrrdafo+CbAwk+TRxqEk3rOOecc0QTgStXrhS1qly5srX+ZcmSJa12OnbsaCUhtR7tW69evawqa9asaR3XROHOnTute9Wnb9++cvfddwc3m+XzggUL5KabbrKOde7c2fLX56KmWn+g6GYgFAQQQAABBBBAIBwBEnzhaHEtAggggAACURDQUVY//fSTaFJBRy7pKCkKApEU0NGhmnjTogkt3VW2YsWK1nf9L0266Qi7V199VXQE3UsvvZR5LvBBE3Q60i57gi9wPpBAyyvBF7hOE3A6cu/MM88UHQmnRUfOBZKCmuzTUYGaCCtfvnzgNlm8eLE1ok7jf/7557Oc04t0t1wd+ar355fg02tPO+00q4/FixfXr1bRpNrgwYPl9ttvl6uvvtoaxaeJP03aadHNb3TEX+3atbNM6bVOmv8aMmSIfPfddzJt2jRrFG7gePC7bpijIyjHjx8v1atXDz5lJVq7detmJVFJ8GWh4QsCCCCAAAIIhCBAgi8EJC5BAAEEEEAgWgK6W6eO3tM1wDS5p6OYKAhEWiCQ4NPksa7zGLzmXHBbOhpPR85pIq9evXrBp6wReJFM8Gnl+vOuyTwdCXe80qVLF9H18nQqb3BiLvi+//73v1ZCLr8En47g0zaLFCkSfKv1WTe10ZF9Ompx7dq1loMm7nR68/GKTt+97rrr5PXXX7dGJuZ2fY8ePazpuOqYWxk9erQ1fVdHI1IQQAABBBBAAIFwBEjwhaPFtQgggAACCERQQEcv6bRATVZoci94tFIEm6EqBCSQ4PvHP/4hl1xySZ4iR48etUbwBUaxBV8Y6RF8devWlbfeeiukEas6fViTY/fff7/07t07OKwcn3VtvYsvvljq16+f5VxghOFjjz0mF110UZZzgS+azNPpu19++aVs2bJFhg8fbo3m0ym5gaIjEHW0oMak03M1WaqjIXVasY4gfO2116z1AAPXB79rfbpGoE5N1um+DRo0kKpVqxZ4k47guvmMAAIIIIAAAt4WIMHn7edP7xFAAAEE4iSgm2lo0kV36tTNBnSRfgoC0RIIJPg++ugja923/NrRqbI6ok5HogWXSCf4dA0+nbIaStGpr5p80w1DNDFYkBJugk+v1ynLZ599trVWnyb2dHSjbpChu+fmVfJL8Ok9OjpQk3xaX6DoSEadeqw7Zzdv3jxwmHcEEEAAAQQQQCBkARJ8IVNxIQIIIIAAApERWL58ubUGl04R1ORe8C6dkWmBWhDIKhBI8GlyStefy6906tTJSjLpZhvBJZ4JPt3JVzcHmTx5coFHuoab4Dt8+LC1VqHujqsj9O677z7RqbM60lZH6unoO92UQ0fu6Yi+H3/80UoAHi/Bp6aa3NNNOdasWSN//PGH6CYhurahHr/88suttoLt+YwAAggggAACCBxPgATf8YQ4jwACCCCAQAQFfv/9d/nss8+s3T6vuuoqqVatWgRrpyoEchcIJPiuvPJKufPOO3O/yBzVpFPPnj2tzSZ0NFlwiWeCL7C+XSjJs+CYgz+Hm+DTe3VNwrvuusva4OPGG2+0NgL55z//meuafIH1//KLMS0tTZKSkoLDyvysCcWnn37aWiNRR/npWoEUBBBAAAEEEEAgVAESfKFKcR0CCCCAAAKFFFi1apU1xTAhIUF0Mf/gdb0KWTW3I5CvQCDBpxeNHDlSGjZsmON6HT2mP5d57fKqCb5Ro0bJzz//nOuacToytX///tZuvYEdcXM0Yg5oO7qLbjhTdHVzjXPPPTfPHX6D29EdgTXZpiPsgktBEnw6lb5FixbWBiMffvihNUovrw1K1OWOO+7Icw0+3dzkiSeesHbMzm2DD401YKPPQROL+ZXAhiOaGOzcuXPYG/Sok+7erZuJnHPOOVKnTp38mstxrrD356iQAwgggAACCCBQOAE/BQEEEEAAgVwEzIgZ/6RJk/y7du3K5SyHQhH4/vvv/WYTDetS80u43/xyb73MtLxQbucaBCImYDaN8J9++un+M88803qNHTvWbxI0mfWb5LP/sssus64x6/RlHg/+YKbJWufNVNTgw9Zn/TnXurUNbSu/YkaxWdeZnWTzuyzHOTNl2LpPY8+rmA0y/N27d7euMwmwLJft3r3bOm6SnVmOB38xm3j4TXIy81Bqaqr1WWPVvpkpupnngj+YxKd1Xq+ZM2dO8KnMz++99551TX7xz5o1y7rm3Xffzbwvrw+B56VtmnUC/eoaTnn++eczY9Y6TFI0nNv9hb0/rMa4GAEEEEAAAQSOK8AIvsLlR7kbAQQQcK3ALbfcInPnzpWXXnrJGjVTmI6uW7dOHnzwQdGRJlp0ZEq7du0KU6Uj7tVRSjoiZ/bs2bJ//35rZI9uKlCvXr2Q4jf/K25N15s+fbo1dTI5OdlaC6xChQrSqFEja1fRkCriIs8LBEbw6SYRupac/plMTEyUE088UUwS39o0Qr/ffffd1hpwuYHprrK6O61uCKPX6RTShQsXiklkW2vT6c+nSYhJ+/btpWPHjtKlS5fMakxyTfTnWP886Mivp556Slq3bm2N5Mu8yHw44YQT8tzhVnf41Z1ndfdak0y0RguedNJJVpsrVqyQGTNmyMSJE63qsu+2+/XXX8umTZusXXs1PpPQstopVaqUdb2uhWeSa/Lpp5/Ktm3bRP/+000vdPSeFm3z0ksvldKlS1vtah2HDh0SnTqsI/N0592iRYta6/EFdvA977zzsqyvqdNudfquFrW58MILrZ1+S5Ysae3Yq7GPHj3a2lX7888/z3d34b1791rGVmXH/ivcab3dunWz1g4M1HHTTTfJoEGDAl+P+17Y+4/bABcggAACCCCAQFgCJPjC4uJiBBBAwDsCkUzw/fXXX9baUvrLvxndIg899JC1zpcdNRcvXixmNFJEFrnPnuDThfizTxvMy0ATIfrLtiYOtGgiQ6f2bt++Xfbt22cd0+l1eoyCwPEEAgm+b775RnSK6YIFC6yX/rzrphGazNLNNY634Utgs4vs7WniWtfsCyT1NNmlCTefz2ddOnXqVPnHP/6R/bYc3/U+TQRqsjG3ohtaaJJMdwPOrWgfdFOM4OmmmhjUnXD1z1Rw0Z1sW7ZsaR168cUXrenHwec1iai76Oo/TOhu1xrXww8/bCUUg6/TWG+//XZp1aqV9O3bN/OU/qOGJgUDxYyIlv/85z9iRhha63AGjge/6wYo2kaNGjWCD+f6ecCAAZl/P5QpU8b6eysvt9wq0A1X3nnnncxTujao7p4cains/aG2w3UIIIAAAgggEJoACb7QnLgKAQQQ8JzA0KFDrV9odaRN06ZNI9L/AwcOiI58sXOCL/BL67x58wrdZ11HS0fa6AgfTS7kte5Wbg19/PHH1g6euuHBrbfeao0cyu06jiEQikBwgk+TQYUpOhLul19+EV0DTkfxadI6nJ/twrQduFf/LtENa3QH2uLFi1uJKU3q6Qi7SBdNguqo2xIlSljJPR21t379etHRf40bN7baDiQyQ21b1wPUNTl1JKUmLatWrWolJatXrx5qFdbfKZrk15GE+veqOoRbtC8ah67BpyODwy2FvT/c9rgeAQQQQAABBPIWIMGXtw1nEEAAAQQiLOC1BF9h+HSxfh3t+N1331kjrgpTF/ciEMkEn9c0dfShJvz1z6ROp6UggAACCCCAAAJ2FCDBZ8enQkwIIICACwR0xJpOjQseVRJugk9HCOW1Y2WoRDotWNcGC7VEcgRfqG3mdp2uh6Xr9umOpxQECitAgq/ggro78Pjx4+XUU0/Nc33AgtfOnQgggAACCCCAQGQESPBFxpFaEEAAAccLaELukUceEV0MP7jo9FBdnyvUomt0ffDBB9ai9HqPTj3Ttej69+9vLRp/vCm6ZodOMTtIitnR0Zq6pmtK1a5d21rb65prrsl1zTn9BVzX0zK7SFqL7+tC/E8//bTMnDlTdCqcruul04w1aRZYND+4P7qu3eOPP26ttaXt6qYDZ5xxRvAlmZ8vuOCCPDe32LBhgzWtVhObgaJT91544QUrhsCxvN613/Pnz7dO69Q3fSa6Jlf2oov46wL9FASOJ6DrPurPlG6YoxtN3HvvvdZUU/251D+Xuv4eJX8BXfPy5Zdftja40fX9KAgggAACCCCAgB0FSPDZ8akQEwIIIBAHAU2O6cYagQ0cdOTbxo0bRdfi090gQynPPPOM6C6dusum7pJbuXJlWblypWjSTpNsupD9jTfemOsafLoO1ZAhQ6yF+XWtq86dO1sLzesGHbrOlMaiC8DrAvtab3DR9cCee+45Kymou3DqLp2apNNF8nXUja6DpwvIa8JME4HZk3yaBNFdNzUxp7tl6khD3dQit9KjRw/RDQVyK7qW1aOPPmq1o+d1N05NMP7www9WUiW3e4KPaSIwsPbf6tWrrVN169YNvsT6rAnM4MX7c1zAAQSOCWhiasSIEbl66E64wZtC5HoRBy0B3WxD/yzrDsT6dxkFAQQQQAABBBCwmwAJPrs9EeJBAAEEbCKgSa9u3bqFnOB7/fXX5b333pMrr7xSbrvttiy7YGpyTtev0oXpteS2ycYTTzxhTYPTjSk00Zj9l+gvv/xSHnvsMWnUqFGeCYs+ffpYC8brlNy3335bGjZsmKmpCT9NzumGAME7R2ZecOxDQafoBnbaDK5PN9f497//HXKCL/hepugGa/C5oAJ+vz8zaR9ch46M1UQ6JTSBCRMmWDvW6t8xuuEGBQEEEEAAAQQQsJsACT67PRHiQQABBGwiEE6CT6e46pTRTp06yZNPPplrD3bs2CFdu3a1RrdlT/AtWbJEBg4caK1vpUm8vMrnn38u//nPf6ypxN27d89xmf7yvXbtWisBmNsIvEDybsaMGVKsWLEc9+uBwDWBkXS5XpTtoE6BnDJlijWyT6cTJyUlWVeQ4MsGxVcEHCqwYMECmTx5srRt29basdah3SBsBBBAAAEEEHCxAAk+Fz9cuoYAAggURiCcBF9gdJ3u+FqqVKk8m/3www/llVdeyTGC74033rDW3dMkWbly5fK8X0906dJFGjdubK1rl/1CTfDp9N2XXnop+ynreygbDYSb4Js9e7Z8++231kYeukZghQoVMtsmwZdJwQcEHC2gfx/qyN+aNWvK1Vdf7ei+EDwCCCCAAAIIuFOABJ87nyu9QgABBAotEE6C78EHH5TFixeLJtDyK4GRetlH8Ol0VB0hU7Zs2fxut87pVFtN4mlSMXuJdYJP19bTjTx0qqMm97InJ0nwZX9CfEfAuQK6xqiu76nr8CUkJDi3I0SOAAIIIIAAAq4UIMHnysdKpxBwkoDuNrrt2OsvEb9+Nu+yx7zyKzoFUkdKVRLxVfzfu36W4yeIzEWUEATCSfBdf/311jpfY8aMybdm3YRCk3DZE3x33XWXtbmGTuENpWgi7fbbb89xaSwTfBMnTrSSmjpiUZN7urlH9kKCL7sI3xFwrsBHH30ka9askWuvvdbaHdy5PSFyBBBAAAEEEHCjAAk+Nz5V+oSA7QQOm4j+MK8txxJ4gSSevu+OQrRVTZ2a7NPk37F3qWG+V49CW+6tMpwE37vvvitvvfWW6HTV/MrUqVPlH//4R44En96v03R1javy5cvnV0W+52KR4NMRPOPGjbN2B9aknib38pqWTIIv38fFSQQcJaC7eU+fPt1aa1R36KYggAACCCCAAAJ2EiDBZ6enQSwIuEpgpUnmLTY9Wmpey23SMx3d18wk/VqY96bmVcYmcdkzjHASfL/99pu1LlX2kXnBPdPdPPv27Wvtcpv9umXLlsmAAQOkd+/ecv/99wffFtbnSCb45s6dKz6fL0v76enpsm3bNklJSRHtj07NLVKkSJZrgr/EO8G3fPlymTNnjjRp0kRatWoVHFpInwt7v/4MTZs2zUraduzYMcfOyCEFwUUI2ERAN/AZNWqUtZP3ZZddZpOoCAMBBBBAAAEEEPifAAk+fhIQQCBCAltNPQtMUm+Jedek3qEI1RvNamqayk2iz2eSfnJaNBtyZN3hJPg02dWrVy/ZtGlTnjvY6uYausmGluwJPj32r3/9S3Ta68MPPyw9evTQQzmKJtj0mtWrV8vdd9+d43wkEnxjx46Vp556SoYOHSrnnXdeZhvax0DCb+XKlVKnTp3jJqzimeDTtQHvvPPOzPh1GnS/fv0yvx/vQ2Hv37NnjzXSKdBO69at5eWXXw585R0BxwmkpaVZfy8kJyfn+veP4zpEwAgggAACCCDgKgESfK56nHQGgVgL7DANzjRJvZ/N+6pYNx7h9kqY+swIJ18b864JP28toK6JM01GpaamZrrqZhbvv/++dO7c2RoBFjihSS7dyTb7hhia0LnyyitFE4PXXXedlRyrVKmS/P7779b0W91g49JLL7Wmt7Zr107OOOMMOeuss6Ru3bpW1YcOHZL+OKn8ogAAQABJREFU/ftbybsWLVrIoEGDpH79+pKUlGQdW7p0qZUg1HZOOukk0fWwAkXr1pdOEy5ZsqSVyGrZsqU0bNgwcIno9GAdTaYbY9xwww3WiLbmzZtnng982Lhxo/Ts2VPKlCkjurbg2WefbSXy1q9fLzqqT6fnqs0TTzwh559/fuA22bFjh3zzzTeiloGiG4folD7dRESTAoFSvHhxq41AwjBwXDcO2bt3r/VVRwodPnxYBg4cGDhtvScmJspFF12U57TgwMWPP/64TJgwIfBV1PTtt9/O/H68D4W9X3cWfuCBB7I0M2/evCzf+YKA0wSGDx8uW7ZskcGDB+f4O9BpfSFeBBBAAAEEEHCXAAk+dz1PeoNADAT8po35Jqk3xbwvNi/97raiU3k7mWRfZ/N+gts6l2t/AqP1cj2Zy8Fnn31Wzj333Bxndu7caU2xXbRoUZZzRYsWlTvuuEO6deuW5T5drF5/UQ4UXd9Ok4q6Hl9uRdfnu/rqq62pvFpnoAQ26Qh81/fLL7/c2u1SP+voO00qHjlyRL9apX379qK7YuZWNFH3z3/+M8v1geuqVq1qJTJ1xGLwTpqTJk2S//u//wtclu+7Jun0+uAk6cGDB62kaHCCMK9K3nzzTdEEZn5l4cKFcuONN2Zekt/IyMyLgj4U9v7s/dHRkDoqkoKAkwWmTJki8+fPl4svvliaNdN/DKIggAACCCCAAAL2ECDBZ4/nQBQIOEDggIlxmsmUTDbvOnLPK6WtSfR1MZ1t5JUOR6SfOvJMfwnWkS46cqxevXph1Xv06FFr1J5OhdVpcTpiT+vQte9iVXQ04y+//CI6ok9H3OloQp2WGzwSL1axFLSdzZs3y6xZs6xEhBqGWwp7/4EDB0RH8lWoUEF0im72EYvhxsP1CMRbQNelHD9+vJx66qnWSNp4x0P7CCCAAAIIIIBAQIAEX0CCdwQQyENgo0nqfWnO/WRef49+yuNiFx8200h9F5n+mYSfJLm4n3QtIBC85l7gGO8IIOBtgX379llrSWrSOniErLdV6D0CCCCAAAII2EGABJ8dngIxIGBLgfUmsadrnJmNMyhBAuVMok93T+xoXolBx/noJgEdOaibbbRp08Ya/VaunHnuFAQQQMAI6IZBulbmfffdd9yNdgBDAAEEEEAAAQRiJUCCL1bStIOAYwQ2mcTeaBPtHMdEHJ9AK5pEX2/TdIf4NE+rURPQKa3fffedtblH3759pWZN3W2ZggACCPxPQKfo6lTdK664wpq6jwsCCCCAAAIIIGAHARJ8dngKxICALQQOm8TeJyaSr80rzRYROSMInbp7iwmVJJAznlfeUeqU3IkTJ1q78ZYoUcLaiVd3AaYggAACwQK6vqhuttG2bVvRzXooCCCAAAIIIICAHQRI8NnhKRADAnEXmGWSe++bKHbGPRLnBmA24vD1M+EnO7cLHo5cN/X4+OOPZd26ddaGEP369ZNSpUp5WISuI4BAXgK6edDw4cOt0b26qzcFAQQQQAABBBCwgwAJPjs8BWJAIG4CZjdc/5um9V/jFoG7Gi5rknwDTZfOcle3XN4bXUtr9OjRsn37dqlbt6706tVLihQp4vJe0z0EECiMwNChQ63bdR2+hISEwlTFvQgggAACCCCAQEQESPBFhJFKEHCiwBcmuTfCiYE7IObTTKLvBhNneQfE6u0QdSTORx99JKmpqdKiRQvp2rWrt0HoPQIIhCQwcuRIa8TvwIED5cQTTwzpHi5CAAEEEEAAAQSiKUCCL5q61I2ALQV2m8Te8yayFbaMzj1BpZgk3x2mOybZR7GlwH//+1/57LPPJD09XTp16iRnnnmmLeMkKAQQsJ/AN998I3PmzJGLLrpITj31VPsFSEQIIIAAAggg4DkBEnyee+R02NsCC01y7xVDsN/bDDHt/QUm0dfftMiUz5iyH6exwE65iYmJ1pTc+vXrH+cOTiOAAAJ/CyxbtkwmTJhgJfc0yUdBAAEEEEAAAQTiLUCCL95PgPYRiImA2RXXmo6rO+RSYi9gdtj1PWCarRj7pmkxi0D2nXL79OkjVapUyXINXxBAAIHjCezcuVPeeOMN6++PQYMGHe9yziOAAAIIIIAAAlEXIMEXdWIaQCDeArqRhi4GvibegXi8fbO7rm+wMWADjnj9ILBTbrzkaRcBdwroRhsZGRkyZMgQNtpw5yOmVwgggAACCDhKgASfox4XwSIQrsAyk9x7xtx0INwbuT5qAt1Nou/qqNVOxbkL7N6929opV0fd1KpVS6644gp2ys2diqMIIBCiQGCjDR3Bx0jgENG4DAEEEEAAAQSiJkCCL2q0VIxAvAV+PrbenpmeS7GZQGuT5LvdxJRks7jcGY5upjF+/Hg5cuSItGrVytpQw+fzubOz9AoBBGImwEYbMaOmIQQQQAABBBAIQYAEXwhIXIKA4wT840zIox0XtrcCbmSSfA+aLpvddilRE/jxxx9lxowZoptpdO/eXU4++eSotUXFCCDgLQE22vDW86a3CCCAAAII2F2ABJ/dnxDxIRCugH+YueObcO/i+rgIVDNJvkdNyyfEpXU3N6qj9caOHSurV6+WUqVKiW6mUalSJTd3mb4hgECMBQIbbZx44okycODAGLdOcwgggAACCCCAQFYBEnxZPfiGgIMF0s2U3BdM/HMc3Acvhl7BJPn+ZTrODruRevr6S/fo0aNF192rUaOG9O7dW5KTzSYnFAQQQCDCAoGNNh58UEdkUxBAAAEEEEAAgfgJkOCLnz0tIxBZAf8Tpr5fIlsntcVIoIxJ8v3btHVijNpzbzO63t64ceNEd8xlvT33Pmd6hoBdBNhowy5PgjgQQAABBBBAgAQfPwMIOF7Ab0buPWt6MdfxPfF2B8qZJJ8mact7m6GAvff7/fLDDz/Izz//zHp7BTTkNgQQCF8gsNFG165dpUWLFuFXwB0IIIAAAggggECEBEjwRQiSahCIm4D/RdP0zLg1T8ORFKh8LMlXOpKVur6uw4cPy6effirr1q1jvT3XP206iIC9BAIbbZx22mly4YUX2is4okEAAQQQQAABTwmQ4PPU46azrhPwf2S6NN513fJ2h+ocS/IleZshxN5v2bLFSu7t3buX9fZCNOMyBBCInAAbbUTOkpoQQAABBBBAoHACJPgK58fdCMRRYLaZmvtcHNun6egJtDVJvjujV71Lap41a5Y1LTcjI4P19lzyTOkGAk4UYKMNJz41YkYAAQQQQMB9AiT43PdM6ZEnBFaZ5N4jpqdHPdFbb3ayr0nyXerNrh+n16mpqTJ+/HhZs2aNFCtWTLp37y4NGjQ4zl2cRgABBKIjENho47rrrpPKlc1SCxQEEEAAAQQQQCAOAiT44oBOkwgUTmCnSe7dZ6rYW7hquNvmAj6T4HvAxHiazeOMbXgbNmyQsWPHyoEDB6RKlSrSu3dvKV2aNQtj+xRoDQEEggXYaCNYg88IIIAAAgggEC8BEnzxkqddBAokcNgk9zTps7FAd3OT0wSKmiTfkybomk4LPOLx6i65P/30k8yYMUP0c+vWraV9+/aSkJAQ8baoEAEEEAhHgI02wtHiWgQQQAABBBCIlgAJvmjJUi8C0RDwP2Fq/SUaNVOnbQVOMEm+p010ZW0bYbQD09F6OmpPR++VKFFCevbsKbVq1Yp2s9SPAAIIhCQQ2GijatWqcu2114Z0DxchgAACCCCAAAKRFiDBF2lR6kMgagITzei9D6NWOxXbWaCpSfL9n50DjFpsus6erren6+5pUu+yyy6T5OTkqLVHxQgggEBBBNhooyBq3IMAAggggAACkRQgwRdJTepCIGoCW01yT3dVTYtaC1RscwHfjSbATjYPMnLh6c6433//vcyePVt8Pp81HbdNmzaRa4CaEEAAgQgKsNFGBDGpCgEEEEAAAQQKJECCr0Bs3IRALAX8Jrn3oGnQ7JxL8bBAcTOK7wXT/wquN9Dpbjold9u2bdYGGrqRhm6oQUEAAQTsKhDYaKNbt27SvHlzu4ZJXAgggAACCCDgYgESfC5+uHTNLQKfmwTfSLd0hn4USqCJSfI9Wqga7Hyzbp6hI/Z+/PFHSU9Pl2bNmskFF1wgRYuazUYoCCCAgI0FAhtttGzZUrp06WLjSAkNAQQQQAABBNwqQILPrU+WfrlE4K9jU3OPuKQ/dKPQAr47TBXtCl2N3SrYs2ePjBs3TjZv3iwpKSnSvXt3qVevnt3CJB4EEEAgVwE22siVhYMIIIAAAgggEEMBEnwxxKYpBMIW8P/T3LI87Nu4wc0CpcwovldNB1Ns0Und4XbHjh1Ss2bNAsczf/58+fbbbyUtLU1OOukkK7lXvLiZkkxBAAEEHCTARhsOeliEigACCCCAgAsFSPC58KHSJbcIzDCj915yS2foR0QFzjdJvhsiWmNBKtu/f7+8//770rRpUzn33HPDrkLvnzBhgqxbt040oafT2po0MdOQKQgggIADBUaMGCHr16+X66+/XipVquTAHhAyAggggAACCDhZgASfk58esbtYwEzJ9d9q+rfLxX2kawUX8JkE3zPm9loFr6KQd+qU2g8//FD27t0rJ598svTs2TOsGhctWiRTp06VI0eOSO3ateWSSy6REiVKhFUHFyOAAAJ2EmCjDTs9DWJBAAEEEEDAewIk+Lz3zOmxEwT8H5koxzshUmKMm8BJJsn3RFxa37VrlzVy7+DBg1b7usPtoEGDQopF7/niiy9k1apV1uYZ559/vrRo0SKke7kIAQQQsLMAG23Y+ekQGwIIIIAAAu4XIMHn/mdMDx0noBtrDHZc1AQcBwHfXabRNjFteNu2bTJy5EhJTU3NbDcxMVEeeOCBzO95fVi4cKF8//33cujQIalevbo16q906dJ5Xc5xBBBAwFEC27dvl2HDhkmNGjXkmmuucVTsBIsAAggggAACzhcgwef8Z0gP3CZgrbtn1t+jIHBcAbPGk7XhhpmyG4OyZcsW0TWmdFpt9nLnnXfmOcVWf+mdOHGitUNuUlKSnHfeeXLGGWdkr4LvCCCAgKMF/H6/PPnkk6J/z91///2O7gvBI4AAAggggIDzBEjwOe+ZEbGrBTaY0Xt3u7qHdC7CAr7rTIUXRLjSnNVt2LBBRo8eLUePHs150hzR0So6aiW46K64P/74o8yZM0f0F99atWrJxRdfLGXKlAm+jM8IIICAawR0BJ/+o8btt98upUqZXc8pCCCAAAIIIIBAjARI8MUImmYQCEnA/7i57NeQLuUiBP4nYKa4+t40H4tEDWTt2rUyZswYSU9Pz7ONbt26SfPmzTPPr169Wr766itrE46SJUtK586dpXHjxpnn+YAAAgi4UWDcuHGyYsUK6devn9SpU8eNXaRPCCCAAAIIIGBTARJ8Nn0whOVFgfVm9N49Xuw4fS6sQBRH8f3+++8yduxYycjIyDfKNm3aSIcOHWTfvn0yZcoUWblypfh8Pjn99NOlffv21oYa+VbASQQQQMAFAj/99JNMnz5ddAOhVq1auaBHdAEBBBBAAAEEnCJAgs8pT4o43S/gf9H0cab7+0kPoyBQ+dhafJGtWkeh6GiUUEqjRo2sjTN0Sq5O49WddXU6bqVKZp1ACgIIIOARgd9++836RxHdHbxr164e6TXdRAABBBBAAAE7CJDgs8NTIAYEZJcZvXeTcch/lBRQCOQp4NMF3SO3ccWiRYvkyy+/zLO57Cd0J12dwlusWDFrJF/Lli2zX8J3BBBAwPUCO3bskDfffFOqVasmAwYMcH1/6SACCCCAAAII2EeABJ99ngWReFnA/5Hp/XgvC9D3Qgs0M6P4Hil0LVrBvHnzZOrUqWHXVbt2benZs6ekpKSEfS83IIAAAm4Q0A2Fhg4dKgkJCeyk64YHSh8QQAABBBBwkAAJPgc9LEJ1q4DfjN7TnVD3urWD9CsmAj6T4BtmWipbqNbmzp0r06ZNK1AdSUlJ1sLy2XfTLVBl3IQAAgg4VODtt9+Wbdu2yW233SalS5uNkCgIIIAAAggggEAMBEjwxQCZJhDIX2ChSfA9mf8lnEUgJIE+Jsl3WUhX5nbRDz/8IDNnFm4dSJ2q27t3b6lXr15uTXAMAQQQcL3AhAkTZNmyZdKnTx/+LnT906aDCCCAAAII2EeABJ99ngWReFXA/5zp+Wyv9p5+R1TAbGjhe61ANU6aNEkWLjTJ5ggU3T23V69e0qBBgwjURhUIIICAswT0H0r0H0w6duwoZ511lrOCJ1oEEEAAAQQQcKwACT7HPjoCd4fAgWPTc9Pc0R16EX8B339MDA3DikM309BNNSJdLr30UmncuHGkq6U+BBBAwNYCv//+u3z66afSrFkzazdxWwdLcAgggAACCCDgGgESfK55lHTEmQLfmASfrptGQSBSAl3MKL5BIVc2btw4WbFiRcjXh3thjx495JRTTgn3Nq5HAAEEHCuwa9cuef3116Vq1apy7bXXOrYfBI4AAggggAACzhIgwees50W0bhPw/9P0aLnbekV/4ipQ0iT43jURmE038ikZGRkyduxY0ZEm0S7dunWT5s2bR7sZ6kcAAQRsI/DUU0+xk65tngaBIIAAAggg4A0BEnzeeM700pYCu8zovRtsGRlBOVzA97DpQN4JtbS0NGv62OrVq2PW0SuvvFJq164ds/ZoCAEEEIinwPDhw2XLli1y6623SpkyZeIZCm0jgAACCCCAgEcESPB55EHTTTsKMD3Xjk/FHTF1NQP4BuTalaNHj8ro0aNlw4YNuZ4v7MHSpUtLpUqVpHLlypnv5cuXL2y13I8AAgg4SuCLL76QJUuWyBVXXCH169d3VOwEiwACCCCAAALOFCDB58znRtRuEPA/a3oxxw09oQ+2E6hmEnwv5ojqyJEjMmLECGtUSY6TYR5ITEyUihUrZibxNKFXpUoVKVasWJg1cTkCCCDgPoGff/5Zvv/+eznvvPOkdevW7usgPUIAAQQQQAAB2wmQ4LPdIyEgbwj4zfTcq01XD3uju/Qy9gK+N02bf4+cS01NlZEjR8q2bdvCjqVkyZJZEnmazNNReT5f/uv8hd0QNyCAAAIuEfjjjz/kk08+kaZNm0r37t1d0iu6gQACCCCAAAJ2FiDBZ+enQ2wuFlhpEny6ThoFgSgJ+G42FZ9nVX7w4EF5++23Zf/+/fk2lpCQIBUqVLCm12oSLzAqr3jx4vnex0kEEEAAgawCu3fvltdee80a2TxoUOg7m2ethW8IIIAAAggggEDoAiT4QrfiSgQiKDDBJPhGRbA+qkIgu0AHSUu/QebMmSPTp08X3TU3uKSkpGQm8gJr5mlyT5N8FAQQQACBwgvoTrpaHnjggcJXRg0IIIAAAggggMBxBEjwHQeI0whERcD/pKl2YVSqplIEVODgwWR5/Y1mcujQIWsqrW5+0bBhQ2uxd03o6bRbCgIIIIBA9ATeffdd+fPPP2Xw4MFStmzZ6DVEzQgggAACCCCAgBEgwcePAQIxF9D1964xrR6Kecs06C2B115vJo0atZFWrVpJqVKlvNV5eosAAgjEWWDixImyePFi6d27tzRo0CDO0dA8AggggAACCLhdgASf258w/bOhwGaT4LvDhnERktsE0tLvlaSkM93WLfqDAAIIOEJg9uzZ8u2330r79u2lbdu2joiZIBFAAAEEEEDAuQIk+Jz77IjcsQKzTYLvOcdGT+AOEvBdZYLt4aCACRUBBBBwj8CqVatkzJgxcsopp0iPHvxd7J4nS08QQAABBBCwpwAJPns+F6Jys4D/E9O7T93cQ/pmG4FzzUIMt9omGgJBAAEEvCSwd+9eeeWVV0TXPb3++uu91HX6igACCCCAAAJxECDBFwd0mvS4gP9ZAzDH4wh0PzYCdUyC7+nYNEUrCCCAAAI5BJ5++mlrF/MhQ4ZYGx7luIADCCCAAAIIIIBAhARI8EUIkmoQCFnAf5e5dGPIl3MhAgUXKGoSfKMKfjt3IoAAAggUSuD999+XTZs2yc033yzlypUrVF3cjAACCCCAAAII5CdAgi8/Hc4hEA0Bfz9T69Fo1EydCOQU8L1rjrGDbk4YjiCAAALRF/jyyy9l0aJFcvnll8tJJ50U/QZpAQEEEEAAAQQ8K0CCz7OPno7HR2CP2WDjuvg0bVrduvWQfP/9FvH7RWrVKiFt2lSMWyyRarhjp2lSp3ZJeeed1mFXuWLFHlm5cq81bapixWJSsWJxqVu3pCQm+nKta/PmVOlw3jS5957GZj0lh/yi5nvK9KVerv3hIAIIIIBAdAVmzZol3333nXTq1EnOPJNdzaOrTe0IIIAAAgh4W4AEn7efP72PucAfJsH3UMit7tp1RCZM2CDp6SYjl0dp2bKcnHpqaNN+pk79U+67f4GsWXNYLr64sowa2S6PWmN3eOnS3VaCrUmTMgVqtHKVcWaHwlLy7Tfnh3z/4cMZck3/mfLJJ1uteypVSpBt2zKsz7fdWktefvmMXOtavXq/1Ks/WR7/TyN56KFTcr3Gdgd995iQzrJdWASEAAIIeEFg5cqV8tlnn0nLli2lS5cuXugyfUQAAQQQQACBOAmQ4IsTPM16VcBsrmFtshFa/3WE2eBb5poE3/+ST2vWHJSNG9Pl7LP/nnJ59VV1wx5N9n//t0jWrN0vIz5sG1ogUbzqttvnSVKST154/vQCtdL5gm+kdq2S8tZboSexHn98iTz8yEr5cmJr6dixihQvnmgWQRfZteuwJCcnSUpKYq6x6Ai+8zt/I3fd2Viuu65+rtfY7qDvWhPSRbYLi4AQQAABLwhs27ZN3n77bTM6vK707dvXC12mjwgggAACCCAQJwESfHGCp1mvCnxjEnzDCtz5YcP+kDEfr5Xvvwt9tFpujdkpwXeLSWDqlNi8Rs3lFn9hj+m03hbNy8lzz7UsbFUOuL+32WjjcgfESYgIIICA+wTS0tJk6NChUrZsWRk8eLD7OkiPEEAAAQQQQMA2AiT4bPMoCMQTAv5xppujC9zVgiT4Nm48KDoNtlmzslK1arLV9vESfDqF9Y8/9sq6dQektlnf7qSTSknRogl5xq2j33xm2Tp96b1LluyS3buPmilJ5cwvNWYn1zyK3nfrrSbBZ0bwvfRi1mmxgfryuNUacRc4d7xrA9dpe1ratpssgwbWl4HmFVwS8uiirlmor0AJtT29PlzL4LaC49HYdURn7dolpESJpEAoIbybKWG+QSFcxyUIIIAAAtEQePHFF+XgwYPy4IMPWktSRKMN6kQAAQQQQAABBEjw8TOAQCwF/B+Y1r4scIvhJPgmTtwoDzz4iyxffjizvQYNispHo9rJ559vyHWKblqaX157baXceddS655SpXyyb9//MluvvtJUbrqpQY4NKFqd+bXMm3dQunYtLzpduE/feZnt6YcBA6rK22+1tqbhBp/QtfMC694FHw/+/M20dtYU2uBj+rl7j+9l4sQdmYfbti0lM366IPN7bh9GjlwjV1+zILdTmcdGjmgpV15ZJ/O7fjh61C/lK4zLdNBj//y/BvLoo830Y56lIJZ//pkqVat9lVnne++eKlcZ0xdfXCH/+veKzBgeGFJPHn/8VAlOAGbelOODmYbtuzPHUQ4ggAACCMRG4IMPPjDLa2yUW265RU444YTYNEorCCCAAAIIIOA5ARJ8nnvkdDiuAv53TfOTChxCqAm+yZM3y4UX/SyaCLr77pPN7rDFZMuWQzL06aUmWbRWTj65mJx2Wrkca/Bdfc1Mk/zbIk8PbWollkqWTJK9e4/KiBGr5cGHlkqfK6rlWOtuw4aD8sILy+UFU6+WYW82l8svr20lnzTJeNXVC+SJxxuZkQtZN6X473/3mYTVUfn3f5ZYyb8HH8h6PjExQRo3LiNFiphhgdmKroW3dWuqdXT8+A0y7Zs/ZdbP+S9efvBgutkx1+xibEqfvjOk12U1pVevmtZ3/a+EBJ80aFDarMGXc/29QKx63T8e/lVOb1le/vWv5vo1z1IQS61MR1sePZph3GbKwGvrWX2bMmWXPP9cE7niitoyf/4OueXWeTJ/3oVSuXLxPNv/+4SJ0/fw31/5hAACCCAQU4EvvvjCjGxfYq3Bp2vxURBAAAEEEEAAgWgIkOCLhip1IpCXgH+kOfN5XmePezyUBN9ffx2WSpUnyisvNzXTXxvmqPOJJ5aaJNVvJoF3YpYE38cfr7NG382e1V7OPLNCjvtmzvxL2p39o0yb2k46daqS5fxLL/1mjfr74vOzzO681bOcu+eeBTJ5ymZZtvTiLMcDXwq7Bt97762St97+47gJvkB7+t66zWS5blB9GWRe4RbdfVc39cgvwVcYy0A87c6eIjNn7jMLsxeRr7/qIA0blg6cCvPd/DLpGxrmPVyOAAIIIBApgZ9++kmmT59u7aKru+lSEEAAAQQQQACBaAiQ4IuGKnUikJeA/1Nz5pO8zh73eCgJvnHj1ssjZpfcxYu65ZhOqw3olNO69SbIOedUlFEj22W2eellP0q1aikmMZh1LbzMC8yHG26YbXb09cvw4a2DD4sm+CZN3iSTJ3XMcly//PjjVmnf4SfxZ/TKcU4PuDHBVxjLAJIm+HQK7oTxHaRcubzXMQxcn/d7RZPgez3v05xBAAEEEIiqwNKlS83o+M/NP56daf6BrFNU26JyBBBAAAEEEPCuAAk+7z57eh4XgS/Mbg0jCtxyKAm+227/3xp4+SXqdPpoRoY/S4IvsCaejhjLq6xefdRM7U2WBfO7ZrlEE3xTpm42I83Oy3JcvwRG/nkpwVcYywCgJvh0I5BrzTTdwhUzjddX8J+5wrXN3QgggAACmzZtkvfff98sA9FAevfuDQgCCCCAAAIIIBAVARJ8UWGlUgTyEphkEny6Dl/BSigJvsGD/7cr7fESfBrBiA/NBgzHSvMWX8opp5wgl13697p0gXPB78nJSXLhhVWDD1kj+Ejw/U1SGMtALZFL8CWaBN+YQLW8I4AAAgjEWCA1NVWef/55qVChgtx4440xbp3mEEAAAQQQQMArAiT4vPKk6adNBKaZBN9bBY4llATfZ5+tNxtXLJZfFnbLdZdV3d21YaMv5KyzymcZwafTb7eYjSu++LxD2PExgi8rWWEsAzVFLsHHCL6AKe8IIIBAvASeffZZs8RFugwZMiReIdAuAggggAACCLhcgASfyx8w3bObwPcmwVfw9dBCSfBt23ZIKlf5Ut58o7kZKXBSDoBnn10u992/XPr1q5Ilwbdw4U5pefp3MnJES7nyyjo57tMDhw6lyx9/7JOmTU/Icr4wCb67754vy1fsyXX9viyN5PHFjptsFMYy0M3IJfhKmhF87wWq5R0BBBBAIA4Cw4cPN7vZb5Hbb79dSpUqFYcIaBIBBBBAAAEE3C5Ags/tT5j+2UzgJ5PgeznkmHS03QqT/EpLy7Du+eSTdfL1JLOWz3ttMuuoZXZ0zb4Jw8SJG6V7j9ny2KMN5M47G0vp0kVk164jMnToMhn69CqzDlBRqVOnhDz5xKlSv35p88tGklVfIPn34AP15K67TpaKFYuJ3y/y55+pMn78evnXv5eZKUZFsuyIu3z5HnnnnT9kxsxt8vZbra3dXosXN9NCTdm584h133XX/yqLfu0kjRqVlqJFzc4RQWXMmLXSt998K7HYo0cNKVkySfbtS5MZM7bJ+x+skqQkX5ZEpCYwN206mFnD+PEbZKzZWGTkiL+nGxctmihNmpTJvEY/bN9+WDZsOGAd69N3hlzeu6ZcGjQdWe85+eQy4vNluU1Wrdove/ceyTz4j4d/lcqVi8vttzXKPFahQnGpUSMl87t+KIjl7t1HzS+AqVY9l/X60Zou3bNnjcx6ExMTrGnUuvlG6KWsSfAVfNRo6O1wJQIIIIBAXgLjxo0z/3u+Qq6++mqpWTP/pTDyqoPjCCCAAAIIIIBAfgIk+PLT4RwCEReYbxJ8Q0Oude7cHXLmWWbUXz7loQfry+OPt8hxxdix6+X+Ib+IboxRqVKCbNuWIdWrJ8rHY9rJ1Kl/ymP/+t2659lnTpZ77jk58/5JkzbLgGtnW9eXKuUzyTaT4TNFP183qJY88MAppj4z7dOULVsOyYlVv7Q+B/5r7GetMhNnOjrvhRfXBk7JtKntzA6CVTK/64cMk7t88MGFJpm3NkebF19cXv7vkWZy+unlM++58qoZ8tFHWzK/5/Xhr20Xm2RksczTujbhG2+uz/ye24e1ay6UWrVKZDkV2DAjy8FsX844I0Xmzrko21GRcCz15ptvniNvDtuQo57gA7+t6GwlUYOP5f+5qknwvZT/JZxFAAEEEIiqwPfffy8///yzdOvWTZo3bx7VtqgcAQQQQAABBLwpQILPm8+dXsdNYKVJ8D0c09Z1BNry5bulWbOyOZJXeQWiSbe1a/dboweTkxOlceMycuKJyXldHpHj2uYvv+y0RrDVr19K6tYtJUWKZBtOF5GWYltJPCyz9rChSfD9J+shviGAAAIIxFTg119/la+++kratGkjHTqEv9ZtTIOlMQQQQAABBBBwpAAJPkc+NoJ2rsAmk+C707nhE7kDBc4wCb77HRg3ISOAAALuEVi/fr2MGDHC/INZYzPK/VL3dIyeIIAAAggggIBtBEjw2eZREIg3BPaaBN8gb3SVXtpE4DyT4LvZJrEQBgIIIOBNgb1798orr7wiVapUkUGD+P8B3vwpoNcIIIAAAghEV4AEX3R9qR2BnAL+PuZYes7jHEEgKgK9TILviqjUTKUIIIAAAqELDB06VBITE+Xee+8N/SauRAABBBBAAAEEQhQgwRciFJchEDEB/22mquNvEhGx9qjI2wK+wab/rPfk7R8Ceo8AAnYQGDZsmNnRfbvZpf4uSUnJuvO6HeIjBgQQQAABBBBwtgAJPmc/P6J3ooD/XybqJU6MnJidKOB71ETdxImREzMCCCDgKoFPPvlE/vjjDxkwYIBUq1bNVX2jMwgggAACCCAQfwESfPF/BkTgNQH/m6bH33qt1/Q3XgK+103LFePVOu0igAACCBwTmDZtmsydO1d69Oghp5xyCi4IIIAAAggggEBEBUjwRZSTyhAIReALs9HGiFAu5BoECilQzKy/N7KQdXA7AggggEAkBObPny9TpkyRc845R84+++xIVEkdCCCAAAIIIIBApgAJvkwKPiAQK4HFJsH371g1RjueFmhgEnyPe1qAziOAAAJ2EVi1apWMGTNGmjZtKt27d7dLWMSBAAIIIIAAAi4RIMHnkgdJN5wkcMAk+AY4KWBidaxAZ5Pgu96x0RM4Aggg4CaBnTt3yhtvvCHVq1eX/v37u6lr9AUBBBBAAAEEbCBAgs8GD4EQPCjgv8F0epcHO06XYyrgu9E01ymmTdIYAggggEDuAn6/X5544glrB13dSTe/cvDgQdFXhQoV8ruMcwgggAACCCCAQKYACb5MCj4gEEMB/1DT2PwYNkhTnhTwPWO6XduTXafTCCCAgB0FXn31VdmzZ48MGTJEkpKScoS4Y8cO+fnnn2Xp0qXSt29fqV27do5rOIAAAggggAACCOQmQIIvNxWOIRBtAf8408LoaLdC/Z4WKHpsgw2fpxXoPAIIIBALgbS0NGvEXenSpfNtbuTIkbJu3Tq54YYbpGLFv3c4X7t2rcyaNUtWr16def/dd98tycnJmd/5gAACCCCAAAII5CdAgi8/Hc4hEDWBpWYdvseiVjsVIyByiknw/RMIBBBAAIEYCbz22muiib6qVatar2rVqlnvRYuaf3A5Vj7//PMso/OWLVsmc+bMka1btwYusd41UXjbbbdlOcYXBBBAAAEEEEAgPwESfPnpcA6BqAkcMgm+q6NWOxUjIHKZSfD1AQIBBBBAIEYCc+fOlWnTpuVorXz58plJv82bN8uSJUukUaNGsmnTJtm3b1+O6/VAgwYNpHfv3rme4yACCCCAAAIIIJCbAAm+3FQ4hkAsBPwPm1ZWxqIl2vCigO9R0+smXuw5fUYAAQTiInD48GF54YUXJD09vdDtn3322XLOOecUuh4qQAABBBBAAAHvCJDg886zpqd2E/B/ZiL62G5REY8rBIqZ0XsjTE9Yf88Vj5NOIICAYwS++uor+fXXXwsdb69evaRhw4aFrocKEEAAAQQQQMA7AiT4vPOs6antBP4w03Qfsl1UBOQGgVYmt3efGzpCHxBAAAFHCWzfvl2GDRtW6JhvvfVWKVOmTKHroQIEEEAAAQQQ8I4ACT7vPGt6akcB/0ATVe7r79gxXGJyiIDvJhNoR4cES5gIIICAuwQ++OAD2bhxY4E7VaxYMbn33nsLfD83IoAAAggggIA3BUjwefO502u7CPjfMZFMsUs0xOEKgSQzek9/rkq4ojd0AgEEEHCawNKlS0V3yy1oqVWrllx11VUFvZ37EEAAAQQQQMCjAiT4PPrg6bZdBMwmG9ZmG3aJhzicL3CGSfDd7/xu0AMEEEDAoQIZGRny4osvSmpqaoF60KpVKzn//PMLdC83IYAAAggggIB3BUjweffZ03O7CPhvNpFst0s0xOF0Ad89pgdnOb0XxI8AAgg4WuCHH36QmTNnFqgP3bt3l6ZNmxboXm5CAAEEEEAAAe8KkODz7rOn53YR8I8xkYy1SzTE4WiBFDN6713Tg0RH94LgEUAAAacL7N+/X1566aUCdeP666+XSpUqFehebkIAAQQQQAAB7wqQ4PPus6fnthH4y0zTHWybaAjEyQIXmATfdU7uALEjgAACrhH47LPPZOVKsxRHGCUhIUEeeOAB8fl8YdzFpQgggAACCCCAgPlV0G8KEAggEGcB/yMmgN/iHATNO17A95TpQj3Hd4MOIIAAAm4QWLt2rYwaNSqsrlSpUkUGDRoU1j1cjAACCCCAAAIIqAAJPn4OELCFwHdmFN8btoiEIJwqUNP8jf6cU4MnbgQQQMCVAq+99prs3r075L61aNFCunbtGvL1XIgAAggggAACCAQESPAFJHhHIK4CaSbBd72JYH9co6BxBwv4bjLBd3RwBwgdAQQQcJ/AvHnzZOrUqSF37IILLpDTTz895Ou5EAEEEEAAAQQQCAiQ4AtI8I5AvAXYbCPeT8DB7Zcxo/eGmfjZXMPBD5HQEUDAhQKHDx+WF198UdLSzD/khVD69+8v1atXD+FKLkEAAQQQQAABBLIKkODL6sE3BOIosMeM4rvRtJ8exxho2pkCV5gEXy9nhk7UCCCAgMsFJk2aJAsXLgypl/fff78UKVIkpGu5CAEEEEAAAQQQCBYgwReswWcE4i3gf9tEEPpUnniHS/t2EEg2yb3XTSAl7RAMMSCAAAIIZBPYvn27DBumo6zzL+XKlZObb745/4s4iwACCCCAAAII5CFAgi8PGA4jEB8BHcU32DR9JD7N06oDBfqaBN+lDoybkBFAAAHvCIwYMULWr1+fb4dPPvlk6dmzZ77XcBIBBBBAAAEEEMhLgARfXjIcRyBeAv5RpuUJ8Wqddh0loGvv6e7LTOdy1GMjWAQQ8JzA8uXLZfz48fn2u0OHDtKmTZt8r+EkAggggAACCCCQlwAJvrxkOI5A3AQOmFF8t5jWzTsFgfwE2Dk3Px3OIYAAArYRyMjIkJdfflkOHMj7f9v79u0rdevWtU3MBIIAAggggAACzhIgwees50W0nhGYbJJ8wz3TWzpaEIFaZvTeswW5kXsQQAABBOIgMH36dPnpp5/ybPmee+6R4sWL53meEwgggAACCCCAQH4CJPjy0+EcAnET8JsE392m9Y1xi4CGbS7ge8oEWM/mQRIeAggggEBAYP/+/fLSSy8FvmZ5L1mypNxxxx1ZjvEFAQQQQAABBBAIR4AEXzhaXItATAWWmyTfP2PaIo05ReAcM3rvNqcES5wIIIAAAscExo0bJytWrMjhUa9ePenTp0+O4xxAAAEEEEAAAQRCFSDBF6oU1yEQDwH/K6bV6fFomTZtK5BiknuvmehK2jZCAkMAAQQQyF1g3bp1MnLkyBwn27ZtK+3bt89xnAMIIIAAAggggECoAiT4QpXiOgTiIrDfjOK71bSc96LccQmLRuMn4LvZtH1e/NqnZQQQQACBQgkMGzZMtm/fnqWOSy+9VBo3bpzlGF8QQAABBBBAAIFwBEjwhaPFtQjEReAHk+TTEVsUBE42o/cegwEBBBBAwMECCxYskMmTzWZaQWXw4MFStmzZoCN8RAABBBBAAAEEwhMgwReeF1cjEB8Bv26osCA+bdOqTQSSTXLvRRNLOZvEQxgIIIAAAgUROHr0qDz//POSlpZm3Z6UlCRDhgwpSFXcgwACCCCAAAIIZAqQ4Muk4AMCdhYwU3T9d5oAd9s5SGKLpoDvPlN7q2i2QN0IIIAAAjES0BF8OpJPS5UqVWTQoEExaplmEEAAAQQQQMCtAiT43Ppk6ZcLBcyue9auun4X9o0u5S9wvhm9d0P+l3AWAQQQQMAxArt27ZLXX3/dirdhw4bSq1cvx8ROoAgggAACCCBgTwESfPZ8LkSFQO4C/rHm+Jjcz3HUpQI1TXJvqOlbkkv7R7cQQAABbwq89NJLsn//fmnZsqV06dLFmwj0GgEEEEAAAQQiJkCCL2KUVIRAjAT8/zENLYpRYzQTX4EUk9x73oRQPr5h0DoCCCCAQMQFxo4dK7/99pu0a9dOzj333IjXT4UIIIAAAggg4C0BEnzeet701hUCB81U3XtNT/5yRW/oRF4CPpPce8ScbJrXBRxHAAEEEHCwwJw5c2TatGnSvn17K8nn4K4QOgIIIIAAAgjYQIAEnw0eAiEgEL7ABpPke8DcdiT8W7nDIQL9TIKvp0NiJUwEEEAAgXAFli5dKp9//rmceeaZ0qlTp3Bv53oEEEAAAQQQQCCLAAm+LBx8QcBJAvNMku8ZEzCbbjjpqYUWa2uT3Ls7tEu5CgEEEEDA9gJp/iOy7+hfsj99pxzOOGBeB2XTtrWyaMV8qXhiOalao4ocMse1FE8oIUUTUqSYebdeiYHPKZKSWFbKFKkkSb6itu8zASKAAAIIIIBAbAVI8MXWm9YQiKyA/zNT38eRrZPa4ixQ3yT3/m1iYFONOD8ImkcAAQRCFvCbf2w7YJJ3e00Sb2/aNtlz7F2TenvM94Ppe0KuK5QLUxLLSJmkSlKqSEUpbd7LHHsvbd5LJJYTn/kPBQEEEEAAAQS8JUCCz1vPm966UcD/uunV927smQf7dKJJ7j1p+l3Cg32nywgggIDzBHYf/VM2pC4xr6WyMXW5HPUfjmsndGRfteKNpUbyKebVVMoVrRbXeGgcAQQQQAABBGInQIIvdta0hECUBMwUXb/utDo7SvVTbWwEKhxL7p0Qm+ZoBQEEEEAgbIHDGftNMm+ZrD+42Hrfn74j7DpieUPJxPJSM+V/yb4ayU3MlN+SsWyethBAAAEEEEAghgIk+GKITVMIRFXAP9RUPz+qTVB5tATKmuTe46byitFqgHoRQAABBAookCFpsvbgIvl9/0xZe+AXSTffnVgSzdIPdUqcJg1KtpFaKc0lgaUgnPgYiRkBBBBAAIE8BUjw5UnDCQScJpBxbCTfHKcF7vF4q5jk3qPGoLzHHeg+AgggYB8BXVPvz0MrZaVJ6q06MNfaFMM+0RU+kmJmE496Jc6UhibZd2LxhqzZV3hSakAAAQQQQCDuAiT44v4ICACBCAv4h5kKv4lwpVQXHYE6Jrn3f6ZqpkxFx5daEUAAgfAEdhzZaEbqzTCvWdaOt+Hd7cyrdRpvg5JnmVc7KV+0ujM7QdQIIIAAAgggICT4+CFAwI0C/nGmV6Pd2DMX9am5Se7da/pT3EV9oisIIICAMwWO+FNl0e7JsnjvVDlk1tnzYilu1udrXvoCaXbCBVLUl+xFAvqMAAIIIICAowVI8Dn68RE8AvkJzDBTdl8zFzhzraD8eub8c+ea5N4tphs+53eFHiCAAAIOFtBNM37ZPUmW7J0mmuSjiJXca1ams7Qo04VNOfiBQAABBBBAwEECJPgc9LAIFYHwBZaZJN/T5raD4d/KHVES6GPyepdFqW6qRQABBBAIRSA1Y48s3PWVLN33raT5j4Ryi+euSfIVlaalO8mpJ1wkyQllPNd/OowAAggggIDTBEjwOe2JES8CYQvsMEk+3WF3Tdh3ckMkBcw6e767TYVNI1kpdSGAAAIIhCGgm2es3P+T/LzjY0nN2BvGnd69NDmhtLQp39dsyNGWzTi8+2NAzxFAAAEEHCBAgs8BD4kQESi8gJmm63/fVDOl8FVRQwEEGprk3j3mvrIFuJdbEEAAAQQiIbDjyHr5/q93ZeuRVZGoznN1VC5aTzpUHGg24qjpub7TYQQQQAABBJwgQILPCU+JGBGImMA8k+h71dTGlN2IkeZbUYI5e4lJ7l1h3vUzBQEEEEAg1gK6zt6snZ/I8n0/mPF7/lg376r2fGYMX5NSHeSscr1Zn89VT5bOIIAAAgi4QYAEnxueIn1AICwBnbL7vLnj97Du4uJwBcxoPWvUnhm9R0EAAQQQiLmAJvOWmTX25uz8zOyMeyDm7bu5weIJJeRMk+RrUuo8pu26+UHTNwQQQAABRwmQ4HPU4yJYBCIo4B9rKhsTwQqp6m+Bc0xy71rz1ay7R0EAAQQQiLlAhtlBfuaOUbJ47zcxb9tLDTYrfb60Ld/PjFFP8lK36SsCCCCAAAK2FCDBZ8vHQlAIxEpgmxnN94ZpbGmsGnR5O5VMYu9W08fGLu8n3UMAAQTsK7A/fYdM3vKyWWtvtX2DdFFklYvWlS5VbpeSieVd1Cu6ggACCCCAgPMESPA575kRMQJREJhuEn0fmHrZUbDguL1Ncu/ygt/OnQgggAAChRZYn7pYpm17nSm5hZYMrwKdsnt+pcFSM7lZeDdyNQIIIIAAAghETIAEX8QoqQgBpwukmiTfKNOJaeaV4fTOxDD+piaxd7Npr2IM26QpBBBAAIFgAb/5363ZOz+VhXu+DD7M5xgLnFbmYrMBRy+zLh8bS8WYnuYQQAABBBAQEnz8ECCAQDaBNSbR97E5tiDbcb5mFahuEnv9zKEzsh7mGwIIIIBATAU0uTdt2xvyx4HZMW2XxnIXOKnEWdKp0o2sy5c7D0cRQAABBBCImgAJvqjRUjECThf4wyT6RphOrHB6RyIcf7VjU3Fbm3p9Ea6b6hBAAAEEwhFI8x+WKdtelbUHfw3nNq6NskC1Yo2l24n3SJKvWJRbonoEEEAAAQQQCAiQ4AtI8I4AAnkIaKLva3NOR0ak5XGNFw7rVNwLTUdPNy8Se1544vQRAQTsLXDEnypfbH6KzTRs+ph0843uVR+Qor5km0ZIWAgggAACCLhLgASfu54nvUEgigK7TaJvkqlf1+jbF8V27FS1jjzocCyxV9VOgRELAggg4GmB/ek75cs/n5EdRzd62sHunS9fpLoZyXef2WG3nN1DJT4EEEAAAQQcL0CCz/GPkA4gEGsBHcVnRvP5J5v3lbFuPEbtmWSe7wLTlknuCSMPYoROMwgggEBIAnvStsmEzY+LJvko9hfQ5N4lVf8hZZIq2T9YIkQAAQQQQMDBAiT4HPzwCB2B+Av8aRJ9P5kwfjavTfEPp1AR6OiCNiaxZ15yUqFq4mYEEEAAgegIHEjfLeM3/1s0yUdxjkCJxBOkd7V/i75TEEAAAQQQQCA6AiT4ouNKrQh4UEB339VFzpccezmBoIEJsrlJ6pmXNHRCwMSIAAIIeFbgqP+QfLbpUdl51On/oOTNR1iuSDXpVe1RKeIr7k0Aeo0AAggggECUBUjwRRmY6hHwpsBR022dvvtfk/Rbbd5N8k+2mFc8SwXTeB3zqmsSevXMe2Pz4pcMg0BBAAEEbC+QbjZ5mrj5Gdl0eLntYyXAvAWqFTtZLq56nyRKUt4XcQYBBBBAAAEECiRAgq9AbNyEAALhC6SaWzTRZxJ+fn3XhdF1itV+84pkSTGVVTSv6iaRV9u8m4Se9Spp3ikIIIAAAk4T8ItfJm19QdYc/MVpoRNvLgJ1Uk6VCyvfZfaj9+VylkMIIIAAAgggUFABEnwFleM+BBCIkIAm/jTRt8u8Dhx7HTRJwEPms+7Waz5bLx0VWOLYS5N15rNPv2tCT991XR9N7JHIMwgUBBBAwDUC07d/IEv2feOa/tARkaalOsk5FfpDgQACCCCAAAIRFCDBF0FMqkIAAQQQQAABBBCInMDcXeNk3u7xkauQmmwjcMYJPaVV2UttEw+BIIAAAggg4HQBEnxOf4LEjwACCCCAAAIIuFBg86GV8vmfT0iG+Q/FfQI6RfeSEx+SqsUbua9z9AgBBBBAAIE4CJDgiwM6TSKAAAIIIIAAAgjkLZCasVdGb3hAUjN0qQaKWwWSE0pL3xpPir5TEEAAAQQQQKBwAiT4CufH3QgggAACCCCAAAIRFNBNNSZsflw2H9bd2CluF6hWrJH0qPoQm264/UHTPwQQQACBqAuQ4Is6MQ0ggAACCCCAAAIIhCrAunuhSrnnutPKdJXW5fq4p0P0BAEEEEAAgTgIkOCLAzpNIoAAAggggAACCOQUWHdwkXy19Tkzhs+f8yRHXC3QtfLdUjvlVFf3kc4hgAACCCAQTQESfNHUpW4EEEAAAQQQQACBkASO+g/Jh+vvkkMZ+0O6novcJVA8oZRcWWOo6DsFAQQQQAABBMIXIMEXvhl3IIAAAggggAACCERY4KcdI2Tx3qkRrpXqnCTQpFQHaV9hoJNCJlYEEEAAAQRsI0CCzzaPgkAQQAABBBBAAAFvCuw++qd8tHEIU3O9+fgze+0zW230rfaklC1aLfMYHxBAAAEEEEAgNAESfKE5cRUCCCCAAAIIIIBAlAQ+//NJ2XhoeZRqp1onCdQo3kS6n/iAk0ImVgQQQAABBGwhQILPFo+BIBBAAAEEEEAAAW8K/HFglkzd9ro3O0+vcxXoXGmwnFSida7nOIgAAggggAACuQuQ4MvdhaMIIIAAAggggAACURbQjTU+2jBE9qfvjHJLVO8kgZKJ5aVfjaekiK+4k8ImVgQQQAABBOIqQIIvrvw0jgACCCCAAAIIeFdg1s4xsnDPV94FoOd5CpxWpqu0Ltcnz/OcQAABBBBAAIGsAiT4snrwDQEEEEAAAQQQQCAGAkf8qfLhujvksHmnIJBdoFhCilxd4wXRdwoCCCCAAAIIHF+ABN/xjbgCAQQQQAABBBBAIMICC3dPlFm7PolwrVTnJoEzTugprcpe6qYu0RcEEEAAAQSiJkCCL2q0VIwAAggggAACCCCQm0C6/6h8uOEuOZi+J7fTHEPAEtDRe9fWfFUSfUUQQQABBBBAAIHjCJDgOw4QpxFAAAEEEEAAAQQiK7Boz2SZsXNUZCulNlcKtCt3pTQv08WVfaNTCCCAAAIIRFKABF8kNakLAQQQQAABBBBAIF8Bv2TI++tvZ/RevkqcDAiUSDzBrMX3PKP4AiC8I4AAAgggkIcACb48YDiMAAIIIIAAAgggEHmB3/ZPl2//ejvyFVOjawXOrTBATinV0bX9o2MIIIAAAghEQoAEXyQUqQMBBBBAAAEEEEDguAI6eu+jDffL7rStx72WCxAICJyQVEX61RgqPkkIHOIdAQQQQAABBLIJkODLBsJXBBBAAAEEEEAAgegIbD+yTj7e9HB0KqdWVwtccuJDUq14Y1f3kc4hgAACCCBQGAESfIXR414EEEAAAQQQQACBkAV+2jFCFu+dGvL1XIhAQKBRyXbSseKNga+8I4AAAggggEA2ARJ82UD4igACCCCAAAIIIBB5AZ2e++66W+VQxr7IV06Nrhco4ism19d+i2m6rn/SdBABBBBAoKACJPgKKsd9CCCAAAIIIIAAAiELrD64QCZtfTHk67kQgewCF1a+U+qmtMx+mO8IIIAAAr1U1yEAAB4xSURBVAggYARI8PFjgAACCCCAAAIIIBB1ga+3viBrDi6Mejs04F6BOimnyUWV73JvB+kZAggggAAChRAgwVcIPG5FAAEEEEAAAQQQOL6ATst9z0zPzTD/oSBQUIEEs4vugFqvSHJC6YJWwX0IIIAAAgi4VoAEn2sfLR1DAAEEEEAAAQTsIbBoz2SZsXOUPYIhCkcLtCt3pTQv08XRfSB4BBBAAAEEoiFAgi8aqtSJAAIIIIAAAgggkCkwddur8seBOZnf+YBAQQWYpltQOe5DAAEE/r+9O4+zqy4PBv7Mkkkm22QlGyEJyCKELVQ0QCGKIiFCESsgaFp5hRaLLUh5kQ+8r0hthVKKbVGqWKzwEdkKZRVCCRB2kAhheYOsSchKJusks2Vm3nMHiVluSDK5d3LPPd+Tz+Te+7vnPOd5vr/71/M55/wIlLuABl+5z7D6CBAgQIAAAQI7WeBn754VzR2NOzkLpy8HgV6VfeKMMdcmq+lWlEM5aiBAgAABAgUT0OArGKVABAgQIECAAAECmwosbZkTt8y/ZNNhnwl0WeCUUd+PITVjuny8AwkQIECAQDkKaPCV46yqiQABAgQIECBQIgKev1ciE1FGaXgOXxlNplIIECBAoGACGnwFoxSIAAECBAgQIEBgU4G7F10R8xpf2XTYZwJdFhhdOz5OGH5hl493IAECBAgQKEcBDb5ynFU1ESBAgAABAgRKQKA91sVP3zkz2pJXG4FCCVRFdZw57rrIvdoIECBAgACBDwQ0+PwSCBAgQIAAAQIEiiKwsOn1uGPh94sSW9BsC5w04pIY0WvvbCOongABAgQIbCCgwbcBhrcECBAgQIAAAQKFE5jdMCMefv+6wgUUicDvBY4eembs0/dIHgQIECBAgMDvBTT4/BQIECBAgAABAgSKIvD0sptj5sr7ihJb0GwLTKibEhMHnZptBNUTIECAAIENBDT4NsDwlgABAgQIECBAoHAC9y++Ot5ZO7NwAUUi8HuBcb0nxHHDzuNBgAABAgQI/F5Ag89PgQABAgQIECBAoCgCN793cdS3zi1KbEGzLTCgenicPvrKbCOongABAgQIbCCgwbcBhrcECBAgQIAAAQKFEeiIjrju3TOjtaO5MAFFIbCBQEVUxNnjfpH8X7HBqLcECBAgQCC7Ahp82Z17lRMgQIAAAQIEiiawum1p3DDXLZRFA96OwAteXx4LXl/RecTYA4fEkDH9tuPo0t116m5XR7+qIaWboMwIECBAgEA3CmjwdSO2UxEgQIAAAQIEsiIwt3FW3LOovG6hbG1uizkvLo3ZTy6IxW+vihF7DogxBw6OfY8aFW8+sziGfawu+g+tLbkpnnbty/Gbe96NBbNXxld+8Mk4/JQ9Sy7HriR0/PALYrfaA7pyqGMIECBAgEDZCWjwld2UKogAAQIECBAgsPMFXlv9SDyy9Pqdn0iBMlg6Z3Vc9eVfR0tTe3z8iBExbPf+seTdVfHb++fFx48cHm/PXBqnXHZoHHri7gU6Y+HD/NOXfh2HnfyxOKxMGnxHDp4a+/f/XOGhRCRAgAABAikU0OBL4aRJmQABAgQIECBQ6gIzV9wTTy+/tdTT3Kb8Vi1ZmzT3Hoy9Jg6LL3/30KiprV5/XP281XHD3z4Zbz2/NKZeNTEO/eIe678rtTfl1uCbOPDkmDDg+FJjlg8BAgQIENgpAhp8O4XdSQkQIECAAAEC5S3w9LKbY+bK+8qiyGv/1/TINfkuuHNyVFZXbVbT2pXN8b8Pvm2LDb6Ojo7IXQG4dG5DVFRGDBndb6vPwetob//gPBXJMhLJ34fbmhXN0VDfFMP2qPtwaLPX3PkWJs/cW53sN+aAwdGrX03nPuXW4JtQNyUmDjp1s/oNECBAgACBLApo8GVx1tVMgAABAgQIECiywOP1N8asVdOKfJbih29pXBff3u/mOP/2Y2LchF22eMIHrpkV+00aFaPHD16/T2vTuvivv/9NPH/Xu9HcsC569q3ufM3tcMDnRsVX//Gw6F3Xc/3+H765Izlm+n/M7vzYb0hN/OC5k2PRmyvi9suej9lPLO4cH7lPXZx17aTNGoW5PB67YXasXtryYbjOW4inXnV4/OSsR8vqFt39+n06Jg05Y32d3hAgQIAAgSwLaPBlefbVToAAAQIECBAoksCjyfP3Xk2ew5f27fUnF8ZPz34srpq1/VeKtSQNvnuvejFGfXxg7D5haAwd2z+aGlri7RfejxsveLJzcY6vXXn4ZkS5KwLr5zUkz/V7P3INu1P/7lNx3dkzOm8Rnvyt/WN4spjHrZc+F8OTq/imnHfQ+uPv++GLMf362XHK9z4RB35+t6jpVRWL3loVt136fNS/1xANy5vjSxcfUjbP4Nun7xFx9NC/WF+/NwQIECBAIMsCGnxZnn21EyBAgAABAgSKJDBtyTXxxppnixS9+8LOuPH1eOHed+K8W44t6EmfuuWN5Oq+Fz6ycTj7iQVxzdTpneedcu4B8fm/Gh+VVck9vnm2Vx99L64949G48O7JG11FmNs1d7vvj8+YHv9vxqI4LVlFt1wW2dizzyfjmF3OyaNhiAABAgQIZE9Agy97c65iAgQIECBAgEDRBe5edEXMa3yl6Ocp9glyt7u+/D/z4pwbur5aa1trW6xYuDZWLGlMnqcX0WdAz1i5eG3861cfjmve/uoWS/iwwffn/3J4/NHx47a4X+6L2y97LpJH73UuApJvx/eTFX+/95m74ytJg+/wMllFd3Tt+Dhh+IX5yjVGgAABAgQyJ6DBl7kpVzABAgQIECBAoPgCt8+/NBa3vFX8ExX5DE/d+mY8+KOX43uPfXG7z9Ta3BbTf/ZaTPvJq+ufvbdpkK01+H7x7Sc6n8G36XGbfr7s6P+O488/KA4+buymX63/fP4BN8dJyS265dLgG1azR/zpqEvX1+cNAQIECBDIsoAGX5ZnX+0ECBAgQIAAgSIJlEuD781nF8cPv/JQXPniyVHb/4PVaLeV7Ibzn4iXHnovjkuem3dIcgVe3S69klV0K6N5TUu8cN/cuOk7z2z1Cr5tbfB996g748TvHBwHTx67xfRyDb5yegafBt8Wp9oXBAgQIJBBAQ2+DE66kgkQIECAAAECxRYol1t0c6vofveoO+KI0/aKKef+YUGLTf3WtbTFmhXNSROvd+dX9XNXx3cn3RV/c9NnY89PDd9092ShjSXxz1+eVrAG362XPhtV1ZXxpUs+sdm5cgMf5uMW3bw8BgkQIECAQOoFNPhSP4UKIECAAAECBAiUnkC5LLKRk33xgTnxs28+Ht+68ejY+/ARm2Hnnqf379+YHiP2GhBTrzqi8/u5L9fHP/7Jr+OyGSfGoF37bnRMw/Km5Oq9p2PWQ/ML1uB7Zfq8JIfH4qL7jktW7R200fk6kofz/fs3HolXH1lQVs/gs8jGRtPsAwECBAhkXECDL+M/AOUTIECAAAECBIoh8OjS6+PV1Y8UI/ROiXnvVb+NB370akz+1vjOq/nqhvWOtSub4+2Z78cvL3wq+g2pjb+87tMxaNQHzbzclX8XffL22P8zo5Ir/w6MoWP7x+qljfHWb5bELf/32eR9S2cduVVv+wzsuf64XDOufm5DrEsW5sjte8c/zIxzb9p4gY8BI3pHv8G1mzncdcXMmPHL38VXL/9U7P/Z0VFdUxVLkysJb/ve8zF/9vJoXN0ak6buHROmjIkRe9ZFZXXVZjHSNLBP3yPi6KF/kaaU5UqAAAECBIomoMFXNFqBCRAgQIAAAQLZFXi8/saYtWpaWQE8efPv4t5/frGzOdezb/X6hTOOnLpn8vy7Q6KmV/VG9f7uqYXx83Mf32z/Y/5y39jrsOFxzdTpnfvv8Ykhcd4tx3a+r5+X3Np71F0bxdn0w8STd4/TLz9s0+FkFd2OuP+HL8X0n8/uzO3DHHPxz/i3I+M//mpGcmvw0s7jzr/9mBg3YZfNYqRpYL9+n45JQ85IU8pyJUCAAAECRRPQ4CsarcAECBAgQIAAgewKPL3s5pi58r6yA2hva4/6eQ2x6K2VUTe0NkbuM7DzSrktFZq7ku+915YlTb6mGLJb3xi2R91H7r+lONsznsvxvdeWR8Oyphh70JDoXddzew5Pzb4T6qbExEGnpiZfiRIgQIAAgWIKaPAVU1dsAgQIECBAgEBGBWauuCeeXn5rRqtXdncITBx4ckwYcHx3nMo5CBAgQIBAyQto8JX8FEmQAAECBAgQIJA+gdeS5+89kjyHz0agWAKThnw99uv3mWKFF5cAAQIECKRKQIMvVdMlWQIECBAgQIBAOgTmNs6KexZdmY5kZZlKgcnDzo3dex+SytwlTYAAAQIECi2gwVdoUfEIECBAgAABAgRiddvSuGHueSQIFE3gtF2viIE9RhYtvsAECBAgQCBNAhp8aZotuRIgQIAAAQIEUiLQER3xs3fPipaOppRkLM00CVRERZw97hfJ/xVpSluuBAgQIECgaAIafEWjFZgAAQIECBAgkG2Bm9+7OOpb52YbQfVFERhQPTxOH+0W8KLgCkqAAAECqRTQ4EvltEmaAAECBAgQIFD6AvcvvjreWTuz9BOVYeoExvWeEMcNcwt46iZOwgQIECBQNAENvqLRCkyAAAECBAgQyLbA08tujpkr78s2guqLIjChbkpMHHRqUWILSoAAAQIE0iigwZfGWZMzAQIECBAgQCAFArMbZsTD71+XgkylmDaBo4eeGfv0PTJtacuXAAECBAgUTUCDr2i0AhMgQIAAAQIEsi2wsOn1uGPh97ONoPqiCJw04pIY0WvvosQWlAABAgQIpFFAgy+NsyZnAgQIECBAgEAKBNpiXfznnHOiqX1NCrKVYloEqqI6zhp3XVQmrzYCBAgQIEDgAwENPr8EAgQIECBAgACBoglYaKNotJkNPLp2fJww/MLM1q9wAgQIECCQT0CDL5+KMQIECBAgQIAAgYIIvLTygXhi2S8LEksQAjmBIwadHgfWHQuDAAECBAgQ2EBAg28DDG8JECBAgAABAgQKK7C0ZU7cMv+SwgYVLdMCp4z6fgypGZNpA8UTIECAAIFNBTT4NhXxmQABAgQIECBAoGACHdER188523P4Ciaa7UA9K2rjG2N/mm0E1RMgQIAAgTwCGnx5UAwRIECAAAECBAgUTmDakmvijTXPFi6gSJkVGNd7Qhw37LzM1q9wAgQIECCwJQENvi3JGCdAgAABAgQIECiIwOyGx+Ph9111VRDMjAeZNOTrsV+/z2RcQfkECBAgQGBzAQ2+zU2MECBAgAABAgQIFFCgsX1V/Oecb0V78s9GoKsClVEZfz7m36K2sn9XQziOAAECBAiUrYAGX9lOrcIIECBAgAABAqUjcPeiK2Je4yulk5BMUicwunZ8nDD8wtTlLWECBAgQINAdAhp83aHsHAQIECBAgACBjAvMbpiR3KZ7XcYVlL8jAkcPPTP26XvkjoRwLAECBAgQKFsBDb6ynVqFESBAgAABAgRKR6C1oyl+PuecaO1oLp2kZJIagR4VPePrY34UuVcbAQIECBAgsLmABt/mJkYIECBAgAABAgSKIPDw+z+J2Q1PFCGykOUusGefT8Yxu5xT7mWqjwABAgQIdFlAg6/LdA4kQIAAAQIECBDYHoG5jbPinkVXbs8h9iXQKTB52Lmxe+9DaBAgQIAAAQJbENDg2wKMYQIECBAgQIAAgcIKdCSr6P48WU03t6qujcC2CtRW9ktuz70mKpJVdG0ECBAgQIBAfgENvvwuRgkQIECAAAECBIog8NzyO+L5FXcWIbKQ5SrwiQFfjEMHnlSu5amLAAECBAgURECDryCMghAgQIAAAQIECGyLQEtHY9ww52+iOXm1EdiaQM+K2pg65l+iJnm1ESBAgAABAlsW0ODbso1vCBAgQIAAAQIEiiDgKr4ioJZpSFfvlenEKosAAQIECi6gwVdwUgEJECBAgAABAgQ+SsBVfB+l47sPBVy996GEVwIECBAgsHUBDb6tG9mDAAECBAgQIECgwAKu4iswaBmGm1A3JSYOOrUMK1MSAQIECBAovIAGX+FNRSRAgAABAgQIENiKgKv4tgKU8a+rK3rE10ZfHb2r6jIuoXwCBAgQILBtAhp82+ZkLwIECBAgQIAAgQILPLPstnhh5d0FjipcOQgc1H9yHD74tHIoRQ0ECBAgQKBbBDT4uoXZSQgQIECAAAECBDYVaO1oipvmfSca2uo3/crnDAv0rRoUp42+InpU9MqwgtIJECBAgMD2CWjwbZ+XvQkQIECAAAECBAoo8Maap2Pakh8XMKJQaRc4Zpdvxp59Jqa9DPkTIECAAIFuFdDg61ZuJyNAgAABAgQIENhU4O6Fl8e8plc3HfY5gwK79to3/mTERRmsXMkECBAgQGDHBDT4dszP0QQIECBAgAABAjsosLxlfvxq/kXRkfyzZVegIiritF2viAE9RmQXQeUECBAgQKCLAhp8XYRzGAECBAgQIECAQOEEHq+/MWatmla4gCKlTuCA/sfEHw/+WuryljABAgQIECgFAQ2+UpgFORAgQIAAAQIEMi6QW3Djhrnfjqb21RmXyGb5vSr7xtTdrrawRjanX9UECBAgUAABDb4CIApBgAABAgQIECCw4wLvrv1t3L/4arfq7jhl6iJ8YdjfxpjeB6YubwkTIECAAIFSEdDgK5WZkAcBAgQIECBAgEA8t/yOeH7FnSQyJDChbkpMHHRqhipWKgECBAgQKLyABl/hTUUkQIAAAQIECBDookBuoY27FvxDzG+e3cUIDkuTwMiee8eJIy9OlteoSFPaciVAgAABAiUnoMFXclMiIQIECBAgQIBAtgUa21fFr+ZdFLlXW/kK1Fb2i6+MvjxqK/uXb5EqI0CAAAEC3SSgwddN0E5DgAABAgQIECCw7QILmmbHXQt/EO3JP1v5CeSu2DtxxMUxstfe5VeciggQIECAwE4Q0ODbCehOSYAAAQIECBAgsHWBWaumxeP1N259R3ukTuCwgafEwQO+kLq8JUyAAAECBEpVQIOvVGdGXgQIECBAgAABAp0Nvlyjz1Y+Avv3+2wcOeTPyqcglRAgQIAAgRIQ0OArgUmQAgECBAgQIECAQH6B3KIbv158dbyz9rf5dzCaKoFxvQ+OycPOs6hGqmZNsgQIECCQBgENvjTMkhwJECBAgAABAhkWaIt1cc+CK5OVdV/LsEL6Sx/Vc984fuQFURXV6S9GBQQIECBAoMQENPhKbEKkQ4AAAQIECBAgsLlAa0dT3D7/0ljWOn/zL42UvMCgHqPiT0ddGj0qepV8rhIkQIAAAQJpFNDgS+OsyZkAAQIECBAgkEGBNW0r4s4Ffxcr1y3JYPXpLbmuepf44sj/E32qBqS3CJkTIECAAIESF9DgK/EJkh4BAgQIECBAgMAfBFa2Lor/XviDaGhb9odB70pWoG/VoDhxxEVR12N4yeYoMQIECBAgUA4CGnzlMItqIECAAAECBAhkSCDX3Lt34ZVR3/pehqpOX6mDe+waXxhxQeSafDYCBAgQIECguAIafMX1FZ0AAQIECBAgQKAIAi0djXH3gstjccvbRYgu5I4KDKvZPU4Y+Z2oqajd0VCOJ0CAAAECBLZBQINvG5DsQoAAAQIECBAgUHoC6zqa48El18S7a18sveQynNHY3gfF53c5J6oremZYQekECBAgQKB7BTT4utfb2QgQIECAAAECBAoo0BHt8dCSa+ONNc8UMKpQXRXYs8+n4nO7nB0VUdnVEI4jQIAAAQIEuiCgwdcFNIcQIECAAAECBAiUlsBvlt8Vz664vbSSylg2E+qmxMRBp2asauUSIECAAIHSENDgK415kAUBAgQIECBAgMAOCsxtnJVczffjaGpfs4ORHL49Ar0q+yRX7X0zdqs9YHsOsy8BAgQIECBQQAENvgJiCkWAAAECBAgQILBzBRra6uOBRf9q8Y1umobcYhrHDv/rZKXcwd10RqchQIAAAQIE8glo8OVTMUaAAAECBAgQIJBagfZYF0/W3xSzVj2U2hrSkPgB/T8bhw8+PXnaXnUa0pUjAQIECBAoawENvrKeXsURIECAAAECBLIr8Oaa5+Kxpde7ZbfAP4HcLblHDTkjPtbn0AJHFo4AAQIECBDoqoAGX1flHEeAAAECBAgQIFDyAs3tDfHMstvi1dWPREfyz9Z1gYpkbdx9+01KFtI4OXpW9u16IEcSIECAAAECBRfQ4Cs4qYAECBAgQIAAAQKlJlDfMjceef/65Nl8b5VaaqnIZ1jNHvHpoWfE4JrdUpGvJAkQIECAQNYENPiyNuPqJUCAAAECBAhkVCB3Bd/rDU/GU/W/isb2VRlV2L6yayv7x2GDT4m9+/5xcv1exfYdbG8CBAgQIECg2wQ0+LqN2okIECBAgAABAgRKQaC1oymeW3ZHvLL64VjX0VIKKZVcDtUVNTG+39Fx6KCTokdFr5LLT0IECBAgQIDAxgIafBt7+ESAAAECBAgQIJARgdzz+V5c+UDMWjktWjoaM1L1R5dZU1Eb+/f/XBw8YLLn7H00lW8JECBAgEBJCWjwldR0SIYAAQIECBAgQKC7BXLNvVkrHoyXVj2YrLjb0N2nL4nz9UoWzTig/zFx4IBjI9fksxEgQIAAAQLpEtDgS9d8yZYAAQIECBAgQKBIAq0dzfHqqunx0soHo6GtvkhnKa2wfasGdzb2xtcdndyK27O0kpMNAQIECBAgsM0CGnzbTGVHAgQIECBAgACBLAjkFuNY2PR6siDHU/HWmmejuX1tWZXds7J37NHn0GThjMNjRK+9LZ5RVrOrGAIECBDIqoAGX1ZnXt0ECBAgQIAAAQJbFWiPdTFn7Uvxu6TZ986amdGWfE7jVhXVMbbPwbFX0tQb2/vAqEw+2wgQIECAAIHyEdDgK5+5VAkBAgQIECBAgEARBXKr785ZOyvmNc6KuWtfKfnbeHO3346u3S92671/jOl9kNVwi/jbEJoAAQIECOxsAQ2+nT0Dzk+AAAECBAgQIJBKgRWtC5Nm3yvJ38vxXuNrkXuG387ccs/Q27V236SpNz752z8G9BixM9NxbgIECBAgQKAbBTT4uhHbqQgQIECAAAECBMpXYFHTG1HfOi+WtcyP5cnfstb5saZtRVEK7lM1IAb2GBmDakbFwORvUI9dY2TyPD0bAQIECBAgkE0BDb5szruqCRAgQIAAAQIEukGgpaMxljUnTb/WBbF6XX20dbTEuvbkL3nNPc+v83NHa7S1t3ZmU1XZI6orekRVRU3knptXnXtNPldX1kTf6sGdTb0hPXeLmorabsjeKQgQIECAAIG0CGjwpWWm5EmAAAECBAgQIECAAAECBAgQIEAgj4AGXx4UQwQIECBAgAABAgQIECBAgAABAgTSIqDBl5aZkicBAgQIECBAgAABAgQIECBAgACBPAIafHlQDBEgQIAAAQIECBAgQIAAAQIECBBIi4AGX1pmSp4ECBAgQIAAAQIECBAgQIAAAQIE8gho8OVBMUSAAAECBAgQIECAAAECBAgQIEAgLQIafGmZKXkSIECAAAECBAgQIECAAAECBAgQyCOgwZcHxRABAgQIECBAgAABAgQIECBAgACBtAho8KVlpuRJgAABAgQIECBAgAABAgQIECBAII+ABl8eFEMECBAgQIAAAQIECBAgQIAAAQIE0iKgwZeWmZInAQIECBAgQIAAAQIECBAgQIAAgTwCGnx5UAwRIECAAAECBAgQIECAAAECBAgQSIuABl9aZkqeBAgQIECAAAECBAgQIECAAAECBPIIaPDlQTFEgAABAgQIECBAgAABAgQIECBAIC0CGnxpmSl5EiBAgAABAgQIECBAgAABAgQIEMgjoMGXB8UQAQIECBAgQIAAAQIECBAgQIAAgbQIaPClZabkSYAAAQIECBAgQIAAAQIECBAgQCCPgAZfHhRDBAgQIECAAAECBAgQIECAAAECBNIioMGXlpmSJwECBAgQIECAAAECBAgQIECAAIE8Ahp8eVAMESBAgAABAgQIECBAgAABAgQIEEiLgAZfWmZKngQIECBAgAABAgQIECBAgAABAgTyCGjw5UExRIAAAQIECBAgQIAAAQIECBAgQCAtAhp8aZkpeRIgQIAAAQIECBAgQIAAAQIECBDII6DBlwfFEAECBAgQIECAAAECBAgQIECAAIG0CGjwpWWm5EmAAAECBAgQIECAAAECBAgQIEAgj4AGXx4UQwQIECBAgAABAgQIECBAgAABAgTSIqDBl5aZkicBAgQIECBAgAABAgQIECBAgACBPAL/H9zbJLkaq60TAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "id": "e4265584",
   "metadata": {},
   "source": [
    "The following graph shows how a transaction is connected with Device, Card and Identifier node types via the three types of edges.\n",
    "\n",
    "![Screen%20Shot%202022-10-13%20at%204.38.12%20PM.png](attachment:Screen%20Shot%202022-10-13%20at%204.38.12%20PM.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6787dae1",
   "metadata": {},
   "source": [
    "Let's verify the data loaded as expected. Run the following command to list the types and numbers of the nodes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e46355d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin\n",
    "g.V().groupCount().by(label).unfold().order().by(keys)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a776f878",
   "metadata": {},
   "source": [
    "The output should contain:\n",
    "- 406 Addresses\n",
    "- 14286 Cards\n",
    "- 1788 Devices\n",
    "- 60 Emails\n",
    "- 119193 Identifiers\n",
    "- 5 Products\n",
    "- 590540 Transactions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be5a4bbf",
   "metadata": {},
   "source": [
    "List the types numbers of the edges."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b1802afe",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin\n",
    "g.E().groupCount().by(label).unfold().order().by(keys)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69922651",
   "metadata": {},
   "source": [
    "The output should contain:\n",
    "- 140810 associated_with edges\n",
    "- 498803 identified_by edges\n",
    "- 408962 purchased_by edges"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4f01934",
   "metadata": {},
   "source": [
    "## Preparing data for Neptune ML"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc52edea",
   "metadata": {},
   "source": [
    "We save the actual values of `isFraud` as a different property so that we can compare the predicted values with the actual values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d45d89f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin\n",
    "g.V().hasLabel('Transaction').has('isFraud', \"0\").limit(1000).property('actualIsFraud', \"0\").iterate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bf69e31c",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin\n",
    "g.V().hasLabel('Transaction').has('isFraud', \"1\").limit(1000).property('actualIsFraud', \"1\").iterate()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1b93a64",
   "metadata": {},
   "source": [
    "Now we drop the `isFraud` property of those nodes which has `actualIsFraud` property."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6759450f",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin\n",
    "g.V().hasLabel('Transaction').has('actualIsFraud').properties('isFraud').drop()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8ad64d9",
   "metadata": {},
   "source": [
    "The following query checks if some transactions do not have the property `isFraud`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a0228227",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin\n",
    "g.V().hasLabel('Transaction').hasNot('isFraud').count()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c68b69ef",
   "metadata": {},
   "source": [
    "The result should be 2000. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f6f14a1",
   "metadata": {},
   "source": [
    "## Data export           "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5354fdfa",
   "metadata": {},
   "source": [
    "First we must set the S3 bucket for storing the model training artifacts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "06a58018",
   "metadata": {},
   "outputs": [],
   "source": [
    "s3_bucket_uri=\"<s3-bucket-for-model-training-artifacts>\"\n",
    "# remove trailing slashes\n",
    "s3_bucket_uri = s3_bucket_uri[:-1] if s3_bucket_uri.endswith('/') else s3_bucket_uri"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ded089a4",
   "metadata": {},
   "source": [
    "The first step is to export the data to S3 using Neptune export service. Running the cell below, we set the export configuration and run the export process. Neptune export is capable of automatically creating a clone of the cluster by setting cloneCluster=True which takes about 20 minutes to complete and will incur additional costs while the cloned cluster is running. Exporting from the existing cluster takes about 5 minutes but requires that the neptune_query_timeout parameter in the parameter group is set to a large enough value (>72000) to prevent timeout errors. Optionally, the parameters nodeLabels and edgeLabels can be used here to explicitly include the nodes and edges to be exported."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a7e65c44",
   "metadata": {},
   "outputs": [],
   "source": [
    "export_params={ \n",
    "\"command\": \"export-pg\", \n",
    "\"params\": { \"endpoint\": neptune_ml.get_host(),\n",
    "            \"profile\": \"neptune_ml\",\n",
    "            \"useIamAuth\": neptune_ml.get_iam(),\n",
    "            \"cloneCluster\": True,\n",
    "            \"cloneClusterInstanceType\": \"r5.12xlarge\",\n",
    "            \"nodeLabels\": [\"Card\", \"Product\", \"Transaction\", \"Identifier\",  \"Device\", \"Address\", \"Email\"],\n",
    "            \"edgeLabels\": [\"identified_by\", \"purchased_by\", \"associated_with\"] \n",
    "            }, \n",
    "\"outputS3Path\": f'{s3_bucket_uri}/neptune-export',\n",
    "\"additionalParams\": {\n",
    "        \"neptune_ml\": {\n",
    "          \"version\": \"v2.0\",\n",
    "          \"targets\": [\n",
    "            {\n",
    "              \"node\": \"Transaction\",\n",
    "              \"property\": \"isFraud\",\n",
    "              \"type\": \"classification\"\n",
    "            }\n",
    "          ]\n",
    "        }\n",
    "      },\n",
    "\"jobSize\": \"medium\"}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a52264fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%neptune_ml export start --export-url {neptune_ml.get_export_service_host()} --export-iam --wait --store-to export_results\n",
    "${export_params}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f820b15",
   "metadata": {},
   "source": [
    "## Using Neptune ML\n",
    "\n",
    "Now let's run through the rest of the steps to prepare and train the data on Neptune ML.\n",
    "\n",
    "### Data processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cd0c8d5b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# The training_job_name can be set to a unique value, otherwise one will be auto generated\n",
    "training_job_name = neptune_ml.get_training_job_name('node-classification')\n",
    "outputS3Uri = export_results['outputS3Uri']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fa72dfb4",
   "metadata": {},
   "outputs": [],
   "source": [
    "processing_params = f\"\"\"\n",
    "--config-file-name training-data-configuration.json\n",
    "--job-id {training_job_name} \n",
    "--s3-input-uri {outputS3Uri} \n",
    "--s3-processed-uri {str(s3_bucket_uri)}/preloading \"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c9d4b189",
   "metadata": {},
   "outputs": [],
   "source": [
    "%neptune_ml dataprocessing start --wait --store-to processing_results {processing_params}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e55a548",
   "metadata": {},
   "source": [
    "### Model training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4b75eaff",
   "metadata": {},
   "outputs": [],
   "source": [
    "training_params=f\"\"\"\n",
    "--job-id {training_job_name} \n",
    "--data-processing-id {training_job_name}\n",
    "--instance-type ml.p3.2xlarge\n",
    "--s3-output-uri {str(s3_bucket_uri)}/training \n",
    "--max-hpo-number 2\n",
    "--max-hpo-parallel 2 \"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5526129b",
   "metadata": {},
   "outputs": [],
   "source": [
    "%neptune_ml training start --wait --store-to training_results {training_params}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1010d6a4",
   "metadata": {},
   "source": [
    "### Endpoint creation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5e690593",
   "metadata": {},
   "outputs": [],
   "source": [
    "endpoint_params=f\"\"\"\n",
    "--id {training_job_name}\n",
    "--model-training-job-id {training_job_name}\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d84f1db5",
   "metadata": {},
   "outputs": [],
   "source": [
    "%neptune_ml endpoint create --wait --store-to endpoint_results {endpoint_params}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a0f9db8",
   "metadata": {},
   "source": [
    "Once this has completed we get the endpoint name for our newly created inference endpoint. The cell below will set the endpoint name which will be used in the Gremlin queries below. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "63a20578",
   "metadata": {},
   "outputs": [],
   "source": [
    "endpoint=endpoint_results['endpoint']['name']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7c4d66e",
   "metadata": {},
   "source": [
    "## Making predictions\n",
    "\n",
    "Depending on the nature of the business use case, you can make different types of predictions with the Neptune ML model endpoint. If you want to make predictions on data that was already present in the graph at the time of training, but whose property was unknown, then the transductive inference queries are fast and efficient, since the predictions can be precomputed at the end of training.  On the other hand, if your graph is dynamic, and you want to make predictions on new data added to the graph after the training process or see how new data affects the model prediction for an existing node then real-time inductive inference is the best choice."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0236be00",
   "metadata": {},
   "source": [
    "### Transductive inference"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf88330e",
   "metadata": {},
   "source": [
    "During the training process, Neptune ML pre-computes and stores a model prediction for every node in the graph, which can then be looked up quickly when queried.  This is referred to as \"transductive inference\", and it requires that the nodes being queried for prediction were in the graph at the time of model training.  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94c07505",
   "metadata": {},
   "source": [
    "The following query looks at the `isFraud` property of one particular transaction. As you see we do not have this property for the transaction. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c493ce31",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin --store-to transductive_id --silent\n",
    "\n",
    "g.V().hasLabel('Transaction').hasNot('isFraud').limit(1).id()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "570a0190",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin \n",
    "\n",
    "g.V(${transductive_id}).properties(\"isFraud\")\n"
   ]
  },
  {
   "attachments": {
    "Screen%20Shot%202022-10-18%20at%203.06.38%20PM.png": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "0aff930b",
   "metadata": {},
   "source": [
    "![Screen%20Shot%202022-10-18%20at%203.06.38%20PM.png](attachment:Screen%20Shot%202022-10-18%20at%203.06.38%20PM.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abaee1b7",
   "metadata": {},
   "source": [
    "This indicates that the `isFraud` property is missing. Since this transaction was present in the graph at training time, transductive inference can be used to predict the missing property. To do that, we add two steps in the Gremlin query: \n",
    "\n",
    "- specify the inference endpoint that we want to use, \n",
    "- specify the type of ML task.\n",
    "\n",
    "To the previous query, we add two with() steps to specify the inference endpoint and node classification as the ML task. Running the following query will return the predicted value (either 0 or 1) of the “isFraud” property for that transaction. It will also return the prediction probability assigned to the predicted label because of the inclusion of `Neptune#ml.score`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8c3bac7a",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin\n",
    "\n",
    "g.with(\"Neptune#ml.endpoint\", \"${endpoint}\")\n",
    "    .V(${transductive_id}).properties('isFraud', 'Neptune#ml.score')\n",
    "    .with(\"Neptune#ml.classification\")\n",
    "    .value()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "370c50be",
   "metadata": {},
   "source": [
    "Next we are going to run a query to compare the predicted value with the actual value that we saved in the property `actualIsFraud`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ddf8ecc4",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin\n",
    "\n",
    "g.with(\"Neptune#ml.endpoint\", \"${endpoint}\")\n",
    "    .V(${transductive_id}).project('actualFraud', 'predictedFraud')\n",
    "    .by(values('actualIsFraud').fold())\n",
    "    .by(properties('isFraud')\n",
    "    .with(\"Neptune#ml.classification\").value().fold())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da4e45bf",
   "metadata": {},
   "source": [
    "The output of the above query is as follows. In this case, the predicted value is the same as the actual value. "
   ]
  },
  {
   "attachments": {
    "Screen%20Shot%202022-10-18%20at%209.33.42%20AM.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "f382e5d9",
   "metadata": {},
   "source": [
    "![Screen%20Shot%202022-10-18%20at%209.33.42%20AM.png](attachment:Screen%20Shot%202022-10-18%20at%209.33.42%20AM.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8c2c188",
   "metadata": {},
   "source": [
    "### Performance evaluation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d08f14d",
   "metadata": {},
   "source": [
    "Instead of just looking at one particular transaction, we are going to look for all transactions where `isFraud` property is missing, predict the property values, and then compare with the actual values saved in the another property. Note that we save the predicted values in `predictions`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a7b955cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin --store-to predictions\n",
    "\n",
    "g.with(\"Neptune#ml.endpoint\", \"${endpoint}\")\n",
    "    .V().hasLabel('Transaction').hasNot('isFraud').project('actualFraud', 'predictedFraud')\n",
    "    .by(values('actualIsFraud').fold())\n",
    "    .by(properties('isFraud').with(\"Neptune#ml.classification\").value().fold())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d086ad13",
   "metadata": {},
   "source": [
    "The following is sample python code that calculates the overall accuracy of the predictions, as well as the precentages of the correctly predicted legit and fraudulent transactions, respectively. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6c6ee9d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "results = dict()\n",
    "for idx, p in enumerate(predictions):\n",
    "    if len(p['predictedFraud']) > 0 :\n",
    "        results[idx] = {\n",
    "            'predicted': int(p['predictedFraud'][0]),\n",
    "            'actual': int(p['actualFraud'][0]) if p['actualFraud'] else None\n",
    "        }\n",
    "df_results = pd.DataFrame.from_dict(results, orient='index').dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1e833add",
   "metadata": {},
   "outputs": [],
   "source": [
    "acc = df_results.groupby('actual').apply(lambda x: (x['actual']==x['predicted']).mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8abd08e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "print(f\"overall accuracy = {(df_results['actual']==df_results['predicted']).mean()*100:.1f}%\")\n",
    "print(f\"correctly predicted legit = {acc.loc[0]*100:.1f}%\")\n",
    "print(f\"correctly predicted fraud = {acc.loc[1]*100:.1f}%\")"
   ]
  },
  {
   "attachments": {
    "Screen%20Shot%202022-10-18%20at%202.59.03%20PM.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "78e28030",
   "metadata": {},
   "source": [
    "The results should look something like below although the numbers will be different due to the randomization of the model training process.\n",
    "\n",
    "![Screen%20Shot%202022-10-18%20at%202.59.03%20PM.png](attachment:Screen%20Shot%202022-10-18%20at%202.59.03%20PM.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de6cec1c",
   "metadata": {},
   "source": [
    "### Visualization of the embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "73ceddcc",
   "metadata": {},
   "outputs": [],
   "source": [
    "transaction_mapping = neptune_ml.get_node_to_idx_mapping(dataprocessing_job_name=training_job_name,\n",
    "                                                         vertex_label=\"Transaction\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37966bab",
   "metadata": {},
   "outputs": [],
   "source": [
    "embeddings = neptune_ml.get_embeddings(training_job_name=training_job_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "00901d91",
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions = neptune_ml.get_predictions(training_job_name=training_job_name, class_preds=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1448b980",
   "metadata": {},
   "source": [
    "Visualization of the node embeddings showing clearly the separation of the classes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5e26d24e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from umap import UMAP\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "\n",
    "dim_reducer= UMAP(n_components=2)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "fig.suptitle(\"2D representation of node embeddings\")\n",
    "\n",
    "fraud_indices = np.nonzero(np.argmax(predictions, axis=1))\n",
    "non_fraud_indices = np.nonzero(np.argmin(predictions, axis=1))\n",
    "\n",
    "scatter = plt.scatter(embeddings[:, 0], embeddings[:, 1], s=1, cmap='bwr', c=np.argmax(predictions, axis=1))\n",
    "\n",
    "plt.legend(*scatter.legend_elements(), title=\"isFraud\", loc=\"upper right\")\n",
    "\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {
    "embeddings.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "ea167c28",
   "metadata": {},
   "source": [
    "![embeddings.png](attachment:embeddings.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7374baf6",
   "metadata": {},
   "source": [
    "## Inductive Inference "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "278b1a5b",
   "metadata": {},
   "source": [
    "In a real-time application, you must make predictions on new data as it is added to the database. Specifically, in the context of the IEEE-CIS dataset, a new transaction node with edges connecting existing or new nodes may be added. The question is: how likely is it that this new transaction is a fraudulent transaction? Inductive inference can be used here. \n",
    "\n",
    "In inductive inference mode, GNN models use the current state of the graph to make predictions, and can therefore make predictions for new nodes and edges added after the training process. \n",
    "\n",
    "To demonstrate that, we are going to run a query that inserts a new node and a number of edges, and then use the model to make a prediction. First let's drop the node we are going to add in case it is already created."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "73c5cc50",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin\n",
    "g.V('9999999').drop()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b468b7e",
   "metadata": {},
   "source": [
    "The new transaction may be connected to existing nodes or to new nodes. For the purpose of demonstration, we assume that the transaction connects to a new device. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "783b560d",
   "metadata": {},
   "source": [
    "First let's create a new device."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "67c3f159",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin\n",
    "g.V('DeviceType:cell').drop()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bece3da3",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin\n",
    "g.addV('Device').property(T.id, 'DeviceType:cell')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0289343b",
   "metadata": {},
   "source": [
    "If the cluster is enabled with Real-time Inductive Inference, then you can use a Gremlin query to obtain the predicted value of the “isFraud” property of the new transaction. The Gremlin query must:\n",
    "- specify the inference endpoint that we want to use.\n",
    "- specify the type of ML task. \n",
    "- specify the type of inference, which is “inductiveInference”. If the type isn’t specified, then the default is transductive inference. For a new node, no result of inference will be returned. \n",
    "- specify the type of sampling in the case of inductive inference, which can be either deterministic or nondeterministic. When using inductive inference, the Neptune engine creates the appropriate subgraph to evaluate the trained GNN model, and the requirements of this subgraph depend on the parameters of the final model.  By default, an inductive inference query builds the neighborhood randomly. When you include Neptune#ml.deterministic in an inductive inference query, the Neptune engine attempts to sample neighbors in a deterministic way so that running the same query returns the same results."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "686c8a3c",
   "metadata": {},
   "source": [
    "We run the following query that combines both mutation and inference steps. The query first adds the new transaction node and the edges connecting the new transaction to the other nodes, including the new device node. Then it executes the inductive inference step. This query may take a couple of seconds to execute."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "be2d29cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin\n",
    "g.with(\"Neptune#ml.endpoint\",'${endpoint}')\n",
    ".addV('Transaction').property(T.id, '9999999')\n",
    "               .property('id_01', -5.0).property('id_02', 222578.0).property('id_05', 0.0)\n",
    "               .property('id_06', 0.0).property('id_07', 0.0).property('id_11', 100.0)\n",
    "               .property('id_12', 'NotFound').property('id_13', 49.0)\n",
    "               .property('id_14', -300.0).property('id_15', 'New').property('id_16', 'NotFound').as('newT')\n",
    "  .V('DeviceType:cell').as('deviceNode').addE('associated_with').from('newT').to('deviceNode')\n",
    "  .property(T.id, 'transaction_9999999-associated-with-mobile')\n",
    "  .V('card3:150.0').as('cardNode')           \n",
    "  .addE('purchased_by').from('newT').to('cardNode').property(T.id, 'transaction_9999999-purchased-by-card')\n",
    "  .V('id_05:0.0').as('idNode5') \n",
    "  .addE('identified_by').from('newT').to('idNode5').property(T.id, 'transaction_9999999-identified-by-id_05')\n",
    "  .V('id_38:F').as('idNode38') \n",
    "  .addE('identified_by').from('newT').to('idNode38').property(T.id, 'transaction_9999999-identified-by-id_38')\n",
    "  .V('9999999').properties('isFraud', \"Neptune#ml.score\")\n",
    "  .with(\"Neptune#ml.classification\")\n",
    "  .with(\"Neptune#ml.inductiveInference\")\n",
    "  .with(\"Neptune#ml.deterministic\").value()"
   ]
  },
  {
   "attachments": {
    "Screen%20Shot%202022-12-20%20at%204.53.34%20PM.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "02d33849",
   "metadata": {},
   "source": [
    "![Screen%20Shot%202022-12-20%20at%204.53.34%20PM.png](attachment:Screen%20Shot%202022-12-20%20at%204.53.34%20PM.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7231ab7",
   "metadata": {},
   "source": [
    "The result of the query returns both a value (\"0\") and a confidence score, indicating that, given the new nodes and edges being created, the ML model does not predict the new transaction to be fraudulent."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4631276b",
   "metadata": {},
   "source": [
    "You can simply remove `.with(“Neptune#ml.deterministic”)` to try with the default random neighbour sampling."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a1f296fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%gremlin\n",
    "g.with(\"Neptune#ml.endpoint\",'${endpoint}')           \n",
    "  .V('9999999').properties(\"isFraud\", \"Neptune#ml.score\")\n",
    "  .with(\"Neptune#ml.classification\")\n",
    "  .with(\"Neptune#ml.inductiveInference\")\n",
    "  .value()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0cb25448",
   "metadata": {},
   "source": [
    "## Clean up \n",
    "Now that you have completed this walkthrough, you have created a Sagemaker endpoint which is currently running and will incur the standard charges.  If you are done trying out Neptune ML and would like to avoid these recurring costs, run the cell below to delete the inference endpoint."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "56b6134f",
   "metadata": {},
   "outputs": [],
   "source": [
    "neptune_ml.delete_endpoint(training_job_name)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}