LLM with Knowledge Graphs.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "40fd13df-67a3-46cf-b027-75351e07952b",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Answering questions with knowledge graph vs text-based context in ChatGPT\n",
    "- Created by John Tan Chong Min\n",
    "- 7 Aug 2023\n",
    "\n",
    "- If knowledge graph is extracted correctly, it will actually be better than using the context as it can help to extract out the relevant bits\n",
    "- However, if the knowledge graph is extracted wrongly, it can lose content\n",
    "- LangChain implementation of knowledge graph parsing is not ideal\n",
    "- I provide how I think it should be done using the Strict JSON Framework \n",
    "- https://github.com/tanchongmin/strictjson"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37189c29-433a-427d-90f9-79c3715f57c0",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Approach 1: Without Knowledge Graph and Context"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "36f484a1-fb7c-4427-b28d-d95738c4ea43",
   "metadata": {
    "jupyter": {
     "source_hidden": true
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "my_key = 'YOUR_API_KEY_HERE''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "73e5adbe-0f38-478b-82af-89094e5f40b5",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import re\n",
    "import os\n",
    "import json\n",
    "import openai\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "26b6cefe-d012-47a0-86b6-1d9daf3cbc55",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I'm sorry, but as of my knowledge cutoff in September 2021, Apple has not announced a product called \"MacNCheese Pro.\" It is possible that this product does not exist or has not been announced by Apple.\n"
     ]
    }
   ],
   "source": [
    "os.environ[\"OPENAI_API_KEY\"] = my_key\n",
    "openai.api_key = my_key\n",
    "\n",
    "question = \"When did apple announce the MacNCheese Pro?\"\n",
    "completion = openai.ChatCompletion.create(model=\"gpt-3.5-turbo\",\n",
    "                                          temperature=0,\n",
    "                                          messages=[{\"role\": \"user\",\n",
    "                                                     \"content\": question}])\n",
    "print(completion[\"choices\"][0][\"message\"][\"content\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b8235d4-564e-4ae5-a971-1e9ed17339b0",
   "metadata": {},
   "source": [
    "# Approach 2: Using Knowledge Graph only (LangChain Graph QA)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6786ab57-4106-4213-b497-263e8ab130bd",
   "metadata": {},
   "source": [
    "## Prompt Format to get the triples"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e42ba82-fd2e-42f8-87c5-7890afa8ce2d",
   "metadata": {},
   "source": [
    "### Step 1: Generate triplets from context\n",
    "https://github.com/langchain-ai/langchain/blob/master/libs/langchain/langchain/indexes/prompts/knowledge_triplet_extraction.py\n",
    "\n",
    "https://github.com/langchain-ai/langchain/blob/master/libs/langchain/langchain/indexes/graph.py\n",
    "\n",
    "You are a networked intelligence helping a human track knowledge triples about all relevant people, things, concepts, etc. and integrating them with your knowledge stored within your weights as well as that stored in a knowledge graph.\n",
    "Extract all of the knowledge triples from the text. \n",
    "A knowledge triple is a clause that contains a subject, a predicate, and an object. \n",
    "The subject is the entity being described, the predicate is the property of the subject that is being described, and the object is the value of the property.\n",
    "\n",
    "EXAMPLE\n",
    "It's a state in the US. It's also the number 1 producer of gold in the US.\n",
    "Output: (Nevada, is a, state), (Nevada, is in, US), (Nevada, is the number 1 producer of, gold)\n",
    "END OF EXAMPLE\n",
    "\n",
    "EXAMPLE\n",
    "I'm going to the store.\n",
    "Output: NONE\n",
    "END OF EXAMPLE\n",
    "\n",
    "EXAMPLE\n",
    "Oh huh. I know Descartes likes to drive antique scooters and play the mandolin.\n",
    "Output: (Descartes, likes to drive, antique scooters),(Descartes, plays, mandolin)\n",
    "END OF EXAMPLE\n",
    "\n",
    "EXAMPLE\n",
    "{text}\n",
    "Output:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "552f245d-4a03-4883-838e-b646e9956238",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Step 2: Entity Extraction from query\n",
    "https://github.com/langchain-ai/langchain/blob/master/libs/langchain/langchain/chains/graph_qa/prompts.py\n",
    "\n",
    "https://github.com/langchain-ai/langchain/blob/master/libs/langchain/langchain/chains/graph_qa/base.py\n",
    "\n",
    "Extract all entities from the following text. As a guideline, a proper noun is generally capitalized. You should definitely extract all names and places.\n",
    "\n",
    "Return the output as a single comma-separated list, or NONE if there is nothing of note to return.\n",
    "\n",
    "EXAMPLE\n",
    "i'm trying to improve Langchain's interfaces, the UX, its integrations with various products the user might want ... a lot of stuff.\n",
    "Output: Langchain\n",
    "END OF EXAMPLE\n",
    "\n",
    "EXAMPLE\n",
    "i'm trying to improve Langchain's interfaces, the UX, its integrations with various products the user might want ... a lot of stuff. I'm working with Sam.\n",
    "Output: Langchain, Sam\n",
    "END OF EXAMPLE\n",
    "\n",
    "Begin!\n",
    "\n",
    "{input}\n",
    "Output:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9239c44-4f54-46ea-9993-ce6cdfc152fb",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Step 3: Use entities to extract relevant triplets\n",
    "https://github.com/langchain-ai/langchain/blob/master/libs/langchain/langchain/chains/graph_qa/base.py\n",
    "\n",
    "context = \"\"\n",
    "all_triplets = []\n",
    "for entity in entities:\n",
    "    all_triplets.extend(self.graph.get_entity_knowledge(entity))\n",
    "context = \"\\n\".join(all_triplets)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1292658-6a5d-4bad-b3b0-ddc3de1a8989",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Step 4: Using triplets to answer question\n",
    "https://github.com/langchain-ai/langchain/blob/master/libs/langchain/langchain/chains/graph_qa/prompts.py\n",
    "\n",
    "https://github.com/langchain-ai/langchain/blob/master/libs/langchain/langchain/chains/graph_qa/base.py\n",
    "\n",
    "Use the following knowledge triplets to answer the question at the end. If you don't know the answer, just say that you don't know, don't try to make up an answer.\n",
    "\n",
    "{context}\n",
    "\n",
    "Question: {question}\n",
    "Helpful Answer:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "bf4a6482-5a60-4ab9-97bd-e3498d601f67",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Apple', 'MacNCheese Pro', 'announced'),\n",
       " ('Apple', 'Cheese', 'gave'),\n",
       " ('Apple', 'ovation', 'gave'),\n",
       " ('MacNCheese Pro', '$4000', 'price'),\n",
       " ('Orange', 'OrangeNCheese Pro', 'created'),\n",
       " ('OrangeNCheese Pro', '$5000', 'price')]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from langchain.llms import OpenAI\n",
    "from langchain.indexes import GraphIndexCreator\n",
    "from langchain.chains import GraphQAChain\n",
    "\n",
    "context ='''Apple announced the MacNCheese Pro in 2025. It proved a big hit.\n",
    "Apple gave Cheese a rousing ovation in 2026 after he invented the MacNCheese Pro in 2024.\n",
    "Orange created a competing product called the OrangeNCheese Pro.\n",
    "It's price was slightly higher at $5000, compared to Apple's $4000.'''\n",
    "\n",
    "index_creator = GraphIndexCreator(llm=OpenAI(temperature=0))\n",
    "graph = index_creator.from_text(context)\n",
    "graph.get_triples()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "137f784f-f50e-4090-be59-07d245ec779a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Apple', 'MacNCheese Pro', 'announced'),\n",
       " ('Apple', 'Cheese', 'gave'),\n",
       " ('Apple', 'ovation', 'gave'),\n",
       " ('MacNCheese Pro', '$4000', 'price'),\n",
       " ('Orange', 'OrangeNCheese Pro', 'created'),\n",
       " ('OrangeNCheese Pro', '$5000', 'price')]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "graph.get_triples()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "54f3bf03-8029-4a4a-a808-81b577069743",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def plot_graph(kg):\n",
    "    ''' Plots graph based on knowledge graph '''\n",
    "    # Create graph\n",
    "    G = nx.DiGraph()\n",
    "    G.add_edges_from((source, target, {'relation': relation}) for source, relation, target in kg)\n",
    "\n",
    "    # Plot the graph\n",
    "    plt.figure(figsize=(10,6), dpi=300)\n",
    "    pos = nx.spring_layout(G, k=3, seed=0)\n",
    "\n",
    "    nx.draw_networkx_nodes(G, pos, node_size=1500)\n",
    "    nx.draw_networkx_edges(G, pos, edge_color='gray')\n",
    "    nx.draw_networkx_labels(G, pos, font_size=12)\n",
    "    edge_labels = nx.get_edge_attributes(G, 'relation')\n",
    "    nx.draw_networkx_edge_labels(G, pos, edge_labels=edge_labels, font_size=10)\n",
    "\n",
    "    # Display the plot\n",
    "    plt.axis('off')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "547238cb-4b97-4557-9cc9-4ee3b8368a40",
   "metadata": {
    "tags": []
   },
   "outputs": [
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AoFkZhiGfzxdzVyi3261QKGR2+TGrGoZKSkqKunby+06nkzAUEGemDOrU6CEqoDZTBncyuwQAaDUIUQEA4oI3ENTREq/yy3zyBw0FQ4YCoZBChmS1SHarVTarRQk2i9qnJKpjSqIcdn7JBAAAAAAA0JRODkPF0hUqXsNQ9ekKRRgKaDsmDegou9WiQMgwuxS0EXarRZMGdDS7DABoNQhRAQBahBKPX5sOFWtnbomOFHuUV+JVbrFHR//334Jyf8z3zEx2KCs1UVmpTmWlJSorNVGd05wa0ClVp3VNU6ozoQkeCQAAAAAAQPwxDENer7farlButzusM9TJgSnDiK+wgMViCesCVdEBKtpa1TCUxWIxu3wALVi6K0Fj+mRqxe7jZpeCNmJsn0yl8VwHADQaQlQAgGZXEZjalFOkjTlF2pRTpD3Hyhp9n/wyn/LLfNp2pCTq8b4dkjWkW7qG/u+NYBUAAAAAAIh3FWGoWLtCxWsYKtauUElJSUpMTCQMBaDJzDitMyEqNJsZp3U2uwQAaFUsRrz9VAQAiDv+YEir9+Vr/pZcLdl5VLuPNn5gqrH065isif07aurgThrdO1MJNlqtAwAAAACA5mcYRljnp2gdoCqOV12Lt1/7nxyGOrkDVEVnqGhdoVwuF2EoAC1Sscevsfd/Jrc/aHYpaOWSHDat/N15dKICgEZEiAoA0CSK3H4t3nFUC7bmatH2PJV4AmaXFLNUp12TB2ZpyqBOmjSgo9Jd/CACAAAAAABiEwqFooah6vIWb6xWa8xdoVwulxwOB2EoAK3K797dqNe/PGB2GWjlvjemp+6/fKjZZQBAq0KICgDQaIo9fr23NkfZm4/oy735CoRazz8xdqtFY/pkasZpnXXZyG68sgMAAABArUKhkKzWb7vb+v1+GYYhm80mm81mYmUA6iNaGKrqyDyPxxN1Ld5UhKGqdoByOp3VdoUiDAUA39pyuFgXPL7U7DLQyn368wka1CXN7DIAoFUhRAUAaLAth4v18sr9em9tTptoUZzksOnSEd103bheGswPKAAAAECrUvGrsoaEAE4OT/l8Pi1dulTbt2/XwYMH5XQ6lZycrP79+6tz584aM2ZMo9QNoO5CoVC9ukLFYxjKZrPF3BXK5XIpISGBMBQANNDMp1boq/0FZpeBVmp073aac/N4s8sAgFaHEBUAoF68gaA+3XhEL6/arzVt+AfBM3q103XjemnGkM5KtPNKcgAAACCeVHSV8fv9stlsSklJCTt2chepWO5ptVqVl5enRx55RP/973+Vl5cnv98fcW6vXr105ZVX6oYbbtCQIUMa9FiAtigYDIZ1hqraAaq6N6/Xa3bpMbPZbDF3hSIMBQDmen9djn7xxjqzy0Ar9dg1I3TpiG5mlwEArQ4hKgBATI6VevX88r16Y/U3Ol7mM7ucFqN9skPXjO6hG8/qow4piWaXAwAAALQqjdEdquI+FfdYtWqV1q5dqx07dqi8vFxOp1Pp6enq3bu3Ro4cqREjRsR8/2AwKJvNps8//1y///3vtWbNmsrwlMVikd1ul6SIQNWgQYM0a9YsTZo0qUGPD4hXwWAw5q5Q5eXl8vni7/cSdrs95q5QLpdLdrudMBQAxBlvIKjxDy7k9+hodB1SHFp+17m8sBsAmgAhKgBAnZR4/Jq9dK+eXbZH5b7WP7KvvpIdNv14Ql/9+Ow+SnUmmF0OAAAAEHdCoZDKyspUWloqi8Uip9OpjIyMyuMnB6Hq45VXXtEjjzyijRs3VnvO0KFDdfHFF+u3v/2t0tLqNsK7oq41a9bo1ltv1VdffSWLxSLDMGS1WjVmzBgNHTpUoVBIO3bs0Pbt25WXlyeHwyGfz6fu3bvr1Vdf1YQJE+r92ACznRyGqmtXKLfbHZdhqISEhDqPyavaGQoA0HY8PHebZn2+2+wy0Mrcfk4/3Tn9VLPLAIBWiRAVAKBG3kBQr6w8oCc+36V8XjFTZ5nJDv108in6/tievBoEAAAArYLHH9DREp/yy7zyB0MKBEMKhAyFDMlmtchutcpusyrBZlH7lER1TEmUw173cXihUEh79+7VokWLtHXrVn3zzTeyWCyy2Wzq0KGD+vfvr2uvvVbt2rWrV/1+v1933HGHXnzxRZWXl1cGnBITE2W321VWViZJslqtCoVCkqTp06frmWeeUY8ePeoU3iotLdV1112n999/vzIcdfbZZ+vxxx+P6Gw1d+5c3XPPPVq9erUSExPl9Xo1ceJEPfvsszrllFMaHBYDGiIQCNTaBSraGL1oYytburqEoaKN0SMMBQCoi2OlXk18ZBEvTEajSXbYtPjOyUzEAIAmQogKABBVMGTovXU5+sf8HcopdJtdTtzqluHSr6YO0GUjuslm5QkQAAAAtFwlHr825RRpR26Jcku8yivxKrfYo6P/+29BeezhiMxkh7JSE5WV6lRWWqKyUhPVOc2pAZ1SdVrXNCU7bLJardq9e7f++Mc/6pVXXqn2Xk6nU4MGDdLPfvYzXXvttZWj8WoTCoVktVp155136u9//7ukb4NSQ4YM0cSJE9WhQwcVFhZqz549+uyzz+R2u5WQkCC/36+LLrpIjz32mPr06VNtsKlijyeffFI///nPFQqFZBiGxo0bp6efflpDhw6tvNYwDAUCASUkJGjz5s268cYbw4JU9957r+69996Y/6yBaCrCULF0hYrXMJTD4ahXZ6i6fi0BAKC+/jF/hx5fuNPsMtBK/OK8/rpjygCzywCAVosQFQAgwqq9x3XP+5u1PbfE7FJajYGdUvXnS4doTJ9Ms0sBAAAATgSmDhVrU06RNuYUaVNOkfYcK2v2Ovp2SFampUxfzXtHuVtXK3hsnwLuUtlsNqWlpSkUCqmoqEjSt8Eni8WiP/3pT/rVr34ll8tV4/0rwk2vvPKKbr75ZrndblmtVtntdj3wwAO64447ws43DEOzZ8/W/fffrwMHDlR2k7rnnnt033331bhXWVmZvve97+nDDz+Uw+FQIBDQU089pR//+MdRw1d+v18JCQl6+eWXdfvtt6usrEyGYWjkyJF64oknNG7cOLpRoZLf76+xK5Tb7a7sDHVyYCoQCJhdesyqhqGSkpLkdDqr7QpV8Waz0QUaANAylXj8mvS3z5n0gAZrn+zQ4jsnKyWREDgANBW+wgIAKpX7Anp47na9uGKf2aW0OttzS3TN7C90/Zm99dvpA5Xk4J9gAAAANJ5XX31Vr7zyin77299q8uTJEcf9wZBW78vX/C25WrLzqHYfbf7AVDR7jpVpjySNvEKdRl5xYrH4iLrbSjS2e5L6poZ0/GieFi1apCVLllR2cvrDH/4gu92uu+66q8b7W61WFRQU6LXXXpPb7a7s9vSXv/xFd9xxR+XYPovFomAwKLvdrptuukl2u1133nmnCgoKJEnPPfecRo4cqUsvvbQymFWh4v2lS5dqxYoVslgs8vl8OuusszR16tTK+1dVMQps+vTpuvTSS/Xqq68qISFBa9eu1fz58zVu3DiFQiGCIa1IRReyWLtCxWsYKjExsV6dofiYBwC0NqnOBP108in600dbzC4Fce6nk08hQAUATYyvsgAASSe6T/32rQ3an19udimtlmFIL67Yp0Xb8vTIzOF0pQIAAECDBQIB2e12LV68WHPnztWUKVMqQ1RFbr8W7ziqBVtztWh7nko8cRLCSOusg+qsgwVSqtuuyQPH6seTr9bgd57T80/9W4FAQMFgUI899pgGDBigyy+/PCLYJH0bbvr00081f/58JSQkyOv1atq0afrRj34kSWHX2O32ys5P1113nTZu3KjHHntMLpdLOTk5ev/993XppZdG7FPhwIEDOn78uJxOpzwejwYPHqxevXopGAxWGwoxDENZWVmaMWOGXn311cp7L126VB6PR06nszH+RNHIDMOotjPUyQEpj8cTEZgKBoNmlx+zk8NQFV2gKjpDVdcVyul0EoYCAOAk3x/bU88t26ucQrfZpSBOdW/n0vfG9jS7DABo9QhRAUAbR/ep5rc/v5yuVAAAAGgUFR2O+vTpI0kqKvfqpS/2KXvzEX25N1+BkGFmeQ1W4gnog/WH9MF6yZ40Waf9bKh2fPamAru+0JEjR/Tiiy/qnHPOUbt27SKutVqtMgxDa9euDQsynXnmmWrXrl3UcJPFYlEoFFJCQoIuu+wyvfTSSyosLJQkrV69WqtXr9bo0aPDxuxZrVa53W5t375d0omxa4mJierdu3flPWszZMgQZWVlKS8vT5K0f/9+bd68Waeffnq9/txQN4ZhyOfzxdwVKl7DUCePxKvLW8UYveqCgwAAoO4S7Tb9auoA/XrOerNLQZz61ZQBSrQTUgeApsaztgDQhtF9yjwnd6V6eOYwje3T3uySAAAAEGcqRoPZbDa5ne3VbvrterXsNAU/2Gx2aU0iEDJ0zNZemdNuVeicG1S2ZbFW71ypDz74QNdff33UblT79+/XmjVrJEk+n0+9e/fWpEmTJKnaYEjF+oABAzRlyhTNmTNHkrR37159+umnESEqSSoqKqoMUQWDQbVv314DBw6UVHOIquJY586dNXLkSM2dO1eSdOzYMa1fv16nn356xF6IVF0YqrauUG63u3KkYzyJ1gXK6XRW2xWq4jhhKAAAzHXZiG56Zskebc8tMbsUxJlTO6fq0hHdzC4DANoEQlQA0AYZhqGnl+zRQ3O3yYjvF6bHvf355frO7JW6e8apumlCX54cAQAAQJ35giF9uuWYXl61X2vyuil1RDfFX2+c+rE6XEodMUMaMUMPf31EGcNzNG1wllyOEyGRiuBRaWmpli1bpoSEBPn9fiUlJWnUqFGSau8QlZWVpcmTJ2vOnDmy2+0qLy/Xl19+We35OTk5lf9vsVjUrVu3Ou0jSWlpaRowYIDmzp1bWffatWtrva61MQxDXq+3Xp2h4jEMFWtXKJfLpcTERMJQAADEKZvVoj9depqueWal2aUgjlgs0p8uGSKblecOAKA5EKICgDbG4w/q7nc26L11h8wuBf9jGNIDn27TtsMleuCKoXIm0JIXAAAA1TtW6tWzS3fr9S/3q8gTf8GRxlaW1Fm/eGOd2ic7dM3oHrrxrD7qkJIoSfJ4PAoEAnI4HJKkhIQEpaWlRe1aVZXNZtOZZ54p6dsg1Pr168Per+BwOLR//35ZrVaFQiF5vV516NChzo8hMTGxsnOVJAUCAe3fvz/qXvEgWhgqWheoaG9GnL3Sx2Kx1NoFqrrOUPH4dwsAABpmbJ/2umF8b724Yp/ZpSBO3HBmb43pk2l2GQDQZhCiAoA25EiRRze/8pXWHywyuxRE8e66HO05VqZnrjtdndKcZpcDAACAFqbE49fspXv1zJLd8gQIT1V1vMynWZ/v1n9W7NOPJ/TVj8/uoyNHjkg6MWJPktq3PzFGu67hlb59+8pqtVZen5+frx07dmjAgAFh5yUnJ6uwsLAymFVeXq6MjIw61261WtWlS5ewtYrazWQYhjweT706Q8VjGCrWrlAVnaEIQwEAgFj8dvpALdqWp/355WaXghauV2aS7pw+sPYTAQCNhhAVALQRaw8U6OZX1iivxGt2KajB+oOFuvjfy/TMdWdoRI8Ms8sBAABAC+ANBPXKygN64vNdyi/zmV1Oi1fmC+qxz3bq5ZX7NTKhULLZFQoFZbFYYg5Rpaamqk+fPtqzZ48sFovcbrcOHToUEaJyOByy2WwKBoOyWq3y+XwxB2vat28vp9Mpj8cji8WivLw8ud1uuVyumO4TTUV3rFi7Qnk8nrgLQ1mt1pg6QhGGAgAAzS3JYdfDM4cx1g81slikR2YOV5KDp/MBoDnxVRcA2oC3vz6o3727UT5erR4X8kq8uvqZL/Tg5UN1xajuZpcDAAAAkwRDht5bl6N/zN+hnEK32eXEnfwynz5TO3X9yVMqWvqqyrYsVkpKSp1G+Z2sS5cu2r17t6xWqwzD0OHDhyPOCQQCSktLU0FBQeVIP58vtsBbRkaGkpOTK0NUpaWlKi4ubpQQ1UMPPRRzPWaLFoZKSkqS0+mstiuUy+WSw+EgDAUAAFo8xvqhNozxAwBzEKICgFbuiUW79Mi87WaXgRj5AiH9as56HS7y6PbJp5hdDgAAAJrZqr3Hdc/7m7U9t8TsUuKePb2T2l/0K6WOvUIF9v3y+XxyOmsfn20YhiwWi7KyssJCOUeOHFEgEJDdbg87NyUlpTJEJUklJSXq3Llzneu02WxKSkrS8ePHK98vKyur8/U1cblcpoWorFZrRNCpLm+EoQAAQGvHWD9UhzF+AGAeQlQA0EoZhqF/zN+hfy3aZXYpaIBH5m2XNxDUHVMG8AQCAABAG1DuC+jhudt5RXoTcHTsra+NXvrzx1v1/y4eWutYjIoQVWZmpiwWS+X34yUlJQoGg5UhKsMw5HA41K5dO33zzTeVIaojR46of//+lfepi4quU4ZhKCEhoVFDVEVFRQ26h81mi7krlMvlUkJCAj/LAAAARFEx1u87s1cqziYoowkxxg8AzMVXXwBohQzD0IPZ2/T0kj1ml4JG8PjCXfIGQrp7xqk8+QAAANCKrdp7XL99awOvRG9KFote/eqQlu0p1CMzh9dpPIbL5QoLQgWDwbDjFcc6duz4vy1OnFcx9q+u38MHAgE5HI7KeyYkJMjj8dTtcdXhMVSo6HgVS1eopKQk2e12fh4BAABoZGP7tNfdM07VA59uM7sUtBC/m3EqY/wAwESEqACglTEMQw98uk3PLCVA1ZpUBOIIUgEAALQ+dJ9qfvvzy3XN7C90/Zm99dvpA6O+ytv4XzuApKSksBCV3+8P+548FArJarWqS5cu4Xvs31+nWiruXVpaGhbQyszMDBsZ2BCXXHKJrFZrZWcoAAAAtBw3TeirbYdL9O66HLNLgcmuGNlNP5nQ1+wyAKBNs5pdAACgcT26YAcBqlbq6SV79OiCnWaXAQAAgEa0au9xnf/YUgJUJjAM6cUV+3T+Y0u1au/xas+rCDLZbDZJks/nq+wYJX3baeqUU06R9G2nqp07d6q8vO5dxcrLy8M6T2VkZCgtLa3O19ek4l4EqAAAAFoei8WiB64YquHd080uBSYa3j1D918+lBdRA4DJCFEBQCvyxKJdenzhLrPLQBN6fOFOPbGIv2MAAIB4ZxiGnlq8W9+ZvZLxfSbbn1+u78xeqaeX7K7sPnWyivBUxX8rgkihUEjStyGqIUOGKDMzUz6fT5K0e/duHTp0SJKi3rdCxbGysjIdPHiwMrTlcrkqRwQCAACgdXMm2PT0tWcoKzXR7FJggqzURD1z3elyJtjMLgUA2jxCVADQSrz99UE9Mm+72WWgGTwyb7ve+fqg2WUAAACgnjz+oO54c50ezN6mGrI1aEaGIT3w6Tb96s318vhPdJKqCE1VqOgwVdGFqiL8VBGi6tOnj/r06VN5/u7du7Vhw4awc2tSVFQkv99fGaLKzMxUWlpa2Ig/AAAAtF6d0516+trT5bDz9G1b4rBb9cx1Z6hTmtPsUgAAIkQFAK3C2gMF+t27G80uA83o7nc3at03hWaXAQAAgBgdKfLomme+0HvrDpldCqJ4d12OrnlmpXKLT4zVKykpUV5eniTJ7/fL6XQqPf3EmJWK8NTJIaqxY8dKOjEC8MCBA1qyZImkmkNUVqtVbrdbmzZtknRiXGBSUpJOO+20sPsDAACg9RvZs50evHyo2WWgGT10xVCN6JFhdhkAgP8hRAUAce5IkUc3v7JGvkDI7FLQjHyBkG56+avKJ3cAAADQ8q09UKBLnlim9QeLzC4FNVh/sFAX/3uZ1n1TqMLCQu3cuVPSifF9HTt21LBhwyRFhpsyMjJ04YUXSjoRjJKkxYsX6+jRoxFdrSpUhKuOHz+uOXPmyGq1KhQKKS0tTTNmzAi7FwAAANqGK0Z1153TBppdBprBndMH6vKR3c0uAwBwEn4LAwBxzOMP6uZXvlJeidfsUmCCvBKvbnp5TeW4EQAAALRcb399UNfMXsn37nEir8Srq5/5Qu+vP6zFixcrISFBkuR0OjVp0iRJ0TtEjRo1SiNGjJDP55Mkbdu2Tf/4xz8knQhhncwwjMp7vPPOOzpw4IAsFossFouGDRum4cOH12kMIAAAAFqf2yefop+fe4rZZaAJ/fzc/rr9HP6OAaClsRj8NgYA4pJhGPrVm+v17rocs0uBya4Y2U1/v2o4Yz4AAABMYhiGfD6f3G53xFtqaqoWHLLpkXnbzS4T9VS4+CWVrX5HoVBIl156qd55552wANTJQqGQ3n//fV155ZVyOBzy+Xxq3769XnrpJZ1//vlR75+dna0f/vCHOnr0qAzDkGEYWrhwoc4555wmfmQAAABoyQzD0IPZ2/T0kj1ml4JGdvPEvrp7xqn8Th8AWiBCVAAQp55eslsPfLrN7DLQQvz+/FN108R+ZpcBAAAQ16qGocrLy6MGo6K9Ve0ydOJ+0v70oVqUl2jCo0FjKlr+X5WtfEOLFy/WmWeeWeO5hmHoqquu0jvvvCObzaZgMKi0tDT94Q9/0E033SSr1SqPx6P8/HwtX75c9913nw4cOCC73a5AIKBf/vKX+tvf/sYYPwAAABCkaoUIUAFAy0aICgDi0Kq9x/Wd2SvFV3BUsFikN35ypsb0yTS7FAAAANMZhiGv11tt4Km8vFwejydize12N9r4NMOQvgp016Zg50a5H8yXcXi11r5wb52e7Dh06JCuueYaLV++vDIcZbPZ5HQ6NXjwYCUnJ2vfvn3at29f2HWXXXaZZs+erfbt2zfRowAAAEC8MQxDjy7YoccX7jK7FDTQz8/trzum9CdABQAtGCEqAIgz5b6AZjy2VAfyy80uBS1Mr8wkffqLCUpy2M0uBQAAoFGcHIaKpStUY4ah6lc3AarWKpZXje/fv19333233njjDUmSxWKp9uOyffv2uuaaa3TnnXeqV69ejVozAAAAWocnFu1iTHgcu3PaQN0++RSzywAA1IIQFQDEmfs+3KwXV+wzuwy0UD8c31v3Xnya2WUAAACEMQwjovNT1Q5QJx8/eS3efm1hsVi0weiprzwdzS4FTeTn5/bXr6YOqPGcUCgkq9WqoqIiLVq0SE8++aQ+++wzSZLT6ZTD4VBycrIyMzM1aNAgnX/++fre976nhISE5ngIAAAAiFPvfH1Qd7+7Ub5A5DhxtEwOu1UPXTFUl4/sbnYpAIA6IEQFAHFk1d7juuaZlWaXgRaMsX4AAKAphUIheb3emLtCud1us0uPmdVqlcvliuktKSlJs1cc0N/m7TC7fDSxuryK3DCMyo5VbrdbJSUl2rZtm3Jzc+XxeNSpUyf16tVLAwcOjHoNAAAAEM26bwp108tfKa/Ea3YpqEVWaqKeue4MjeiRYXYpAIA6IkQFAHGCMX6oK8b6AQCA2oRCoXp3hoo3J4ehkpKSKv/f6XRGrJ385nA4Yg6zvP31Qf16zvomeiRoaf5x1XBdMapxXk0eDAZls9ka5V4AAABo/XKLPbrp5a+0/mCR2aWgGsO7Z+iZ605XpzSn2aUAAGJAiAoA4gRj/BALxvoBANA2hEKhmDtCxXMYqrrAU02doRISEpqls8/aAwW6ZvZKxmq0IQ67VW/edGa9X1VO1ykAAAA0hMcf1O/e2ah31+WYXQqquGJkN91/+VA5E3ihBADEG0JUABAHGOOHWDHWDwCA+FJdGOrksXkVnaFOXvN64298g81mi+gMVVtXKJfL1WxhqPo4UuTRJU8sY5xGG5SVmqgPf3o2ry4HAACAKQzD0DNL9+jB7G3iGV/zWSzS72acqp9M6Ntif34FANSMEBUAtHDBkKELHl+q7bklZpeCODOwU6o++fkE2az8sAYAQHMJBoP16gwVr2GoWDpDVZxrt9tb1S+TPf6grnnmC8ZotGHDu2fojZvG8SpzAAAAmObLvfm686312p9fbnYpbVavzCQ9MnM4L2wGgDhHiAoAWri3vz6oX89Zb3YZiFP/uGq4rhjV3ewyAACIO9HCUCd3gKroDFV1zefzmV16zOx2e0QXqLp2hmrrDMPQr95cz/gM6IqR3fT3q4a3qoAgAAAA4ku5L6CH527Xiyv2mV1Km2KxSDec2Vu/nX6qXA5eWAEA8Y4QFQC0YN5AUOf+fbFyCt1ml4I41S3DpYW/nqREOz+8AQDapkAgUK/OUPEYhkpISIi5K5TT6SQM1QBPL9mtBz7dZnYZaCF+f/6pumliP7PLAAAAQBu3au9x/fatDXSlagZ0nwKA1ocQFQC0YM8v36s/fbTF7DIQ5+69aLB+eFYfs8sAAKBBqoahqnaAqu7N7/ebXXrMEhISIjpAOZ3OWkfn2e12s0tvU1btPa7vzF4pfquCChaL9MZPzuQJFAAAAJiOrlRNi+5TANB6EaICgBaqxOPXpL99rvyy+OuCgJalfbJDi++crJREnlgFAJjP7/fH3BWqvLxcgUDA7NJj5nA4YuoKVRGWIgzV8pX7Aprx2FId4JXdqKJXZpI+/cUEJTn4PAYAAID5Vu09rnve36ztuSVml9JqDOyUqj9fOoQXTwBAK0WICgBaqH/M36HHF+40uwy0Er84r7/umDLA7DIAAK2EYRhhnaHq2hXK7XbHZRgqMTGxzmPyTn6z2Xg1amt134ebeUU3qvXD8b1178WnmV0GAAAAIEkKhgy9vy5Hf5+/QzmFbrPLiVvdMlz69dQBunREN9msFrPLAQA0EUJUANACHSv1auIji1TuC5pdClqJZIdNi++crA4piWaXAgBoQQzDqLUzVHl5uTweT0RgKhiMv+9TqoahkpKS5HQ6q+0KVdEZijAUTrZq73Fd88xKs8tAC8ZYPwAAALRE3kBQr646oH8v2sUEjBi0T3bop5NP0ffG9lSind8PAEBrR4gKAFqgh+du06zPd5tdBlqZ28/ppzunn2p2GQCAJlA1DBVLZ6h4DENVDT7V9c1qtZpdOuIcY/xQV4z1AwAAQEtV6g1o9tI9enbpHpXxQu5qJTts+smEvvrxhL5KSeT7egBoKwhRAUAL4w0ENf7BhTrOK0HQyDqkOLT8rnN5tQwAtGCGYcjn89W5K9TJgalQKGR2+TGL1gWqLp2hCEPBLIzxQywY6wcAAICW7FipVy8s36v/rv6G5yNO0j7Zoe+M7qEfntWHyQ4A0AYRogKAFub9dTn6xRvrzC4DrdRj14zQpSO6mV0GALR6J4ehYukKFa9hqPp0hSIMhXjDGD/EirF+AAAAiAfeQFDZm47o5ZX79dX+ArPLMc3o3u107dhemjGkMy9EBoA2jBAVALQwM59a0aZ/UEHTGt27nebcPN7sMgAgbhiGIa/XW21XKLfbHdYZ6uTAVLz9qGWxWMK6QFV0gIq2VjUMZbFYzC4faFLBkKELHl+q7bklZpeCODOwU6o++fkE2ax8nQQAAEDLt+VwsV5ZuV/vrctReRsY9ZfksOmyEd107bheGtwlzexyAAAtACEqAGhBthwu1gWPLzW7DLRyn/58ggbxAyGANqYiDBVrV6h4DUPF2hUqKSlJiYmJhKGAarz99UH9es56s8tAnPrHVcN1xajuZpcBAAAA1Fmxx6/31+Yoe/MRrdqbr0Aovn43UhO71aKxfTI147TOunRkN6U5E8wuCQDQghCiAoAW5HfvbtTrXx4wuwy0ct8b01P3Xz7U7DIAoF4Mwwjr/BStA1TF8apr8fajz8lhqJM7QFV0horWFcrlchGGAhqZNxDUuX9frJxCt9mlIE51y3Bp4a8nMRIEAAAAcanI7deSnUe1YEuuFm3PU7EnYHZJMUtz2jV5YJamDO6kSQM6EpwCAFSLEBUAtBDFHr/G3v+Z3P7W3yIX5kpy2LTyd+fxgyIAU4VCoahhqLq8xRur1RpzVyiXyyWHw0EYCmgBnl++V3/6aIvZZSDO3XvRYP3wrD5mlwEAAAA0iD8Y0up9+VqwNU+Ld+Rp99Eys0uKymKR+nZI1qQBWZoyKEuje2cqwWY1uywAQBywm10AAOCE99bmEKBCsyj3BfX+2hxdd2Zvs0sB0ApEC0NVHZnn8XiirsWbijBU1Q5QTqez2q5QhKGA+Fbi8evfi3aZXQZagX8v2qWrzuihlER+FQcAAID4lWCzany/Dhrfr4OkwSrx+LX5ULE25RRpY06RNh4q0p5mDlZZLFKfDska2jVdQ7ula0i3dJ3WNU2pvIgYAFAP/OYGAFqI7M1HzC4BbUj25iOEqACECYVC9eoKFY9hKJvNFnNXKJfLpYSEBMJQQBsze+le5Zf5zC4DrcDxMp9mL92jO6YMMLsUAAAAoNGkOhM0rm97jevbvnKtIli1I7dEucUe5ZV4lVvsVV7Jif+vz89Y7ZMd6piaqE5pTmWlJirrf/8/oFMqgSkAQKNinB8AtABFbr9O/8t8BUJ8SUbzsFst+voPUxnpB7RCwWCwXp2hvF6v2aXHzGazxdwVijAUgLo6VurVxEcWqdxHt1g0jmSHTYvvnKwOKYlmlwIAAACYxhcI6WjpiTCVPxhSMGQoEDIUDBmyWS2yWy2yWS1KsFnVPtmhDimJctgZxQcAaB50ogKAFmDxjqMEqNCsAiFDi3cc1cXDuppdCoBqBIPBenWGiscwlN1ur1dnKLvdThgKQJN5fvleAlRoVGW+oF5Yvld3Tj/V7FIAAAAA0zjsVnXLcKlbhsvsUgAAiECICgBagAVbc80uodU79tGjKtv0WeX7trQsdb/teRMrMt+CLbmEqIBmUDUMVbUDVHVvPl/8jY+y2+21doGqrjMUALQk3kBQb6z+xuwy0Aq98dU3+vl5/ZVot5ldCgAAAAAAAKogRAVEkZ+fr40bN2rv3r3Kz89XeXm5HA6H0tLS1KtXL5166qnq06eP2WWilfAHQ1q0Pc/sMkxnGIYC+TnyFxxWsOSoQj63jIBfVodLVmeKrK5UOTr0kj2jk9mlthqLtufJHwwpwUYrZKAuAoFAjaGn8vLyqGP0/H6/2aXHLCEhIeauUE6nkzAUgFYje9MRHS+LvzArWr5jpT5lbzqiS0d0M7sUAAAAAAAAVEGICvifXbt26aWXXtK7776rzZs3yzBqHq3WtWtXXXjhhbr22ms1ceLEZqoSrdHqffkq8QQafJ/Cpa+qaPnrUY+1v+CXShk2pd73Pv7J4yrdMC9srdstzzU40BTyeVS+fbnKt6+Q55tNMrxltV5jdaUpsetAJQ0cr6SBZ8mamNSgGtqyYk9Aq/fla3y/DmaX0ma9+OKL+uEPf1jn85OTk5Wenq7MzEwNHTpUp59+uqZNm6ahQ4c2YZWtz8lhqLp2hXK73XEZhnI4HDF3haoYkwcAbdnLK/ebXQJasVdW7SdEBQAAAAAA0ALx7AjavAMHDuiuu+7Sm2++qVAoVOfrDh06pNmzZ2v27NkaO3asHnnkEU2YMKEJK0VrNX9L04/yK1z2qpIHT5TF7mjyveoi5POoeOVbKvn6I4U8pbFd6y6We/dquXevVv68p5Q0cLzSz/6eEtp1aaJqW7cFW/MIUcWRsrIylZWV6dChQ9q0aZNef/1EcHLs2LH63e9+p0svvdTkCpuX3++vsSuU2+0O6wxVsRYINDy42tyqhqGSkpLkdDqr7QpV0RmKMBQAxG7L4WJ9tb/A7DLQiq3eV6Cth4s1qEua2aUAAAAAAADgJDyrgjZt9uzZuuOOO1RWVnv3m5qsWrVKkyZN0i233KJ//vOfcjhaRlAF8WHJzqNNvkew+KiK13yo9LFXNvletXHvXavjHz+qYGl+g+9lBLwq27xIZVuXKnXk+Wo3+YctJigWLxbvyJM02Owy0ECrVq3SZZddpu9+97uaPXu2kpOTzS6pzgzDqOwMFUtXqHgNQyUmJtarM5TNZjO7dABoM+hChebw8sr9uv9yuokCAAAAAAC0JISo0CYZhqGf/exneuKJJ6Iet1qtGj9+vCZMmKAuXbooKytLxcXFlZ0/Pv3004jglWEYevLJJ7Vu3Tp98sknysjIaIZHgnhX4vFr99GGhfjqqviLOUoZPl02Z0qz7BdN0RdzVLj4JUnRx2VanSly9hquhA49ZU1Kky0pXTIMhbxlChTmyndkp7w522UEvOEXhgIqWfOh0kZf1uARg23NnmNlKvH4lepMMLsU/E+nTp3UuXPnqMeKi4uVm5ur8vLyqMdff/115efn68MPP1RCQvP+nRqGEVNnqJMDU8FgsFlrbQwnh6EqOkCd3BmqaleoiuOEoQCgZSv2+PXe2hyzy0Ab8N66HN19/qlK4/twAAAAAACAFoMQFdqkm2++WbNnz45Ydzgc+s1vfqOf/vSn6tKl+tFgbrdbb731lu666y4dPnw47NgXX3yhKVOmaNGiRUpNTW302tG6bDpU3Gx7hTylKv7iTbWbfGOz7XmygiUvq3jFG1GPOfuMUvr4a5TY7VRZrDUHDEJ+j9y7vlTJmo/kPbilKUptUwxD2nyoWOP6tje7FPzPLbfcovvuu6/a48FgUGvXrtVzzz2n5557Tn6/P+z43Llz9Yc//EEPPvhgvfavCEPF2hUqXsNQVUfi1fXNarWaXToAoAm8tzZHbn/8/XuG+FPuC+r9tTm67szeZpcCAAAAAACA/yFEhTbn73//e9QA1dChQ/XGG29o0KBBtd7D5XLpuuuu0yWXXKLbbrtNr732WtjxNWvW6Nprr9V7770ni8XSaLWj9dmUU9Ss+5Ws+Uipp18se1rH5t13/dyoASpbSqY6XPwbOXsNq/O9rAlOJQ+aqORBE+Xet14Fnz0j/1FGrjTEppwiQlRxxGaz6YwzztAZZ5yhG264QRdddJGOHTsWds5jjz2mW2+9VZ07d465K5Tb7VYoFDLp0dVftC5QFWvRukJVHCcMBQA4WfbmI2aXgDYke/MRQlQAAAAAAAAtCCEqtCnr16/X7373u4j1oUOHauHCherQoUNM90tPT9fLL7+shIQE/ec//wk79sEHH+ipp57Srbfe2qCa0bptbOIQVdLA8SrfvqLyfSPgU+HSV9Xhwl826b4n8x/7RgXzn45Yt2d2V6er/9ig8Xuu3sPlvOGfKlz8soq/fKchZbZpTf1xiIYxDEM+ny9qZyiv16u77rpLd955Z9g1Ho9HN954oyZOnGhS1fUXa0eopKQkJSYmEoYCADRYkduvL/fmm10G2pBVe/NV7PEz0g8AAAAAAKCFIESFNuXmm2+OGHvUsWNHLViwIOYAVQWr1arnn39ehw4d0vz588OO3XXXXZo5c6Y6dmzerj+IH03diSpl5IXyHtmtYFFu5VrZpoVKG3OZHB17N+neFY7PfUJGwBe2ZnWmqtN3/yp7asO7H1lsCWp37o1ydO4n2fhnrT42HiJE1RwMw5DX6w0LQR08eDDivI0bN+q5554LO88wjBrvPXDgQG3fvj1sbdeuXaaFqCwWS9QuUHXpDEUHRwCAWRbvOKpAqOZ/c4HGFAgZWrzjqC4e1tXsUgAAAAAAACBCVGhDPvjgA61atSpi/bHHHlNWVlaD7m21WvX0009ryJAhKi8vr1wvKSnRQw89pL/97W8Nun+FYDCodevWacuWLcrNzZXH41FycrKGDRum8847r07X79mzR9u2bVNOTo6Ki4sVDAbVrl07tWvXTqeeeqqGDh3abN08du7cqTVr1ignJ0der1ft27dX165ddfbZZ6tdu3aNvt+6deu0fft2HT58WG63WxkZGRowYIDGjh2rlJSURt8vmmPHjumrr75SXl6eDh46orVzt8rmSpM1uZ0Suw2UzZXWqPtZbHZlTLxWxz/8+7eLRkiFn/9HWVfd26h7RePevVrebzZFrGdOv7VRAlQnSx48qVHuE/KUyXtom/wFh2R4y2VJcMqWlC5H535KaN+jUfaIxnd0nwIFhxUsL1LIXSyLPVG2pHTZ0jspsUt/WZooIGYEA9q67iv955VDKi0qUFFRkTIyMtSxY0cNHjxYp512WqPul5ubq/Xr12v//v0qLi6W2+2W0+lUUlKSOnfurN69e2vAgAGN+jnpdrv15Zdf6vDhw8rLy1Npaanat2+vjh07avjw4erXr19M9zMMo3IMXqxvVcNQa9eujbj/8ePHo4arajJo0KCIENXhw4djukdVPp9Phw4dUklJifx+v6xWq9LT0zVy5EgNHDiw2q5QLpdLiYmJslgsOnDggNatW6ejR4/qwIEDcjqd6tixo7p27aqhQ4fK5XI1qEYAABrTgq25tZ8ENLIFW3JbRYjq888/1+TJk8PWFi1apHPOOcecggAAAAAAAOqBEBXajMceeyxibdKkSfrud7/bKPfv06ePfvvb3+q+++4LW589e7b+9Kc/KSkpqdpra/tl44EDB/Twww/rtddeU0FBQcT1kyZNqjZEtXPnTr3zzjtauHChli9frrKyshofR3p6uqZOnarf/OY3Gjt2bI3nVqdqF5F777238s8lFArpP//5j/7xj39o06bIcI0k2Ww2nXPOOfrLX/6icePG1auGCuXl5XrooYf08ssva+/evVHPSUxM1GWXXab/+7//05AhQyRJ+/btU58+fcLOe+GFF3TDDTfEXENxcbH+/e9/691339WaNWtq6ChjkaNTX6UMn6aU4dNksTXOSIfkweeoeNW78uftqVxz714tz4FNcvYc0ih7VKd49fsRa85ew5Q8qOWNGPPl7lHRiv+qfOeXUigQ9RxbWpbSxlyu1JHnN0qoyZe3V8Wr35dn79cKllY/OsbicMnZa7jSx81UYrdTG7yvJJXvXKXS9fPkObBBhs+tG16Ofl6XLl102WWX6e6771bPnj3rtVdhYaFmzZqlV199VVu2bKn1fJvNpiFDhmjy5MmaOXOmxo8fH3N3olAopFdffVUvv/yyli5dKo/HU+25vXr10oUXXqjrr79eTqczLPTk8Xgixuh5PJ5aO0M1t2gdD/1+v3w+nxwOhywWS2XIad68efrggw/Czv3yyy8rg1CbN2/W7NmzNX/+fHm93oj79u7dWzNmzKi2lsLCQv31r3/VO++8U+Pft9Pp1MSJE3XLLbfo8ssvj+HRAgDQ+PzBkBZtzzO7DLRBi7bnyR8MKcHGaGIAAAAAAACzEaJCm7B//34tWrQoYv3WW29t1H1uuukm/fnPf1YwGKxcKy4u1ttvv63rrruuXvd87rnn9POf/zysw1VdHD9+XFOnTo3a5aQmRUVFeuutt/TWW2/pkksu0X/+8x9lZGTEdI/qHDx4UFdffbW++OKLGs8LBoP67LPP9Nlnn+n3v/+9/vrXv9Zrv4ULF+rGG2/U/v37azzP6/XqjTfe0Ntvv60///nPuvvuu+u1X1WGYejxxx/Xn//8Zx0/frwuV8iXu1v5855U0cq31f6CX8jVe3iD67BYLGo3+QblvXFP2HrB5y+oyw/+Xs1VDRcoPirPvvUR66mjLmqyPevDMEIqWvqqir6YIxmhGs8NFuepYMHTKtu4QFlX/1G25Ix67RkozVfBwudUvmWJpNrDOIbPLffOlXLvXClX/3Fqf8EvZHOl1mtv76Htyl/wjHyHttd+sk50M3ryySf13HPP6de//rX+8pe/xNStbs6cObr99tt19OjROl8TDAa1fv16rV+/Xv/85z+1detWnXpq9eGxUCgU1hlq7ty5uv/++7Vnz55qrznZ/v37NWvWLD377LM699xzGxzebEpWqzVqB6gePXpo9uzZEedfe+216tu3b2WQSpKOHj0aEaIaPXq0/H6/7rjjDs2aNaveIbF//etfuvfee6MGfqvyeDyaN2+e5s2bpzPPPFNPP/20hg4dWq99AQBoqNX78lXiiR6kB5pSsSeg1fvyNb5fB7NLAQAAAAAAaPMIUaFN+OijjyKeEG7fvn2jd77o0qWLLrjgAn344YcR+9cnRPXII4/ot7/9bb1qKSkpiTlAVdUHH3ygMWPGaOHCherevXuD7rVnzx5NnDhROTk5MV13//33y2Kx6C9/+UtM13300UeaOXNm1C4q1QkEAvrd736nwsJC3XLLLTHtV5XH49H111+vN998s17XB4vzlPfmPcqcdqtSR1Tf8aWuXH1GydlruDz7vw01+Q5tV9m25Uo+9awG3z8a964vVTUgZEtuJ1f/+nU4awqGEdLxj/6hss2fx3SdL3e3jrx6t7rc8KisjtjGkfly9yjvrT8pWHIspusquHeu1JGXDijrqnuVkNktpmvLNn+uY588JgX9Me/r8/n0wAMPaMOGDfrvf/9bp3F7zz77rG666aYGd21at25d5RjOaG8nd5lavny5FixYUK89fT6fsrOzlZubq4suukg2m61BddfEarUqKSlJqamRYbg+ffrowgsvjBqWOjkMdbKvvvoq6j69evVSYmJirfUEg0HNnDkzIlxVV8FgULfddpueeeaZel3/xRdf6Oyzz9a7776rc889t173AACgIeZvYZQfzLNgax4hKgAAAAAAgBaAEBXahM8//zxi7dxzz5XD4Wj0vWbMmBERoorWBas28+bN04MPPlj5fmJioiZPnqxzzjlHnTt3lt1u18GDB7Vq1SqVlpbWer+UlBSNHj1agwYNUv/+/ZWenq7U1FT5fD4VFBRoy5YtWrRokbZu3Rp23c6dO3XNNddo8eLFstvr9yWjpKRE559/fmWAymKxaPz48ZoyZYp69uyplJQUHT16VMuXL9e7774bMXbrgQce0MUXX1zn8YJffvmlrrzySvl8vohjY8aM0QUXXKCePXvK6XTqyJEjWr58ubKzsytHHT700EPq0KH+v8D2+/2aNm2ali5dGnGsX79+mjx5soYNG6bsXSX6cn+RQuXF8h7eKfeerxQqL/r25FBQ+dlPyJbcTkmNEDzKmPxDHXnxDp0cbCpc8pKSBoyTxdr4YRHP/g0Ra4k9hjTJXvVVuPilsACVLa2jXP3OkKNjb1ldaTJ8bvmPH1T59uUKFIU/sRbIP6jCz19U5rS6d7TzHt6p3Nd/L8PnDj9gsSqx+2Aldh8ke3onWZ0pMvxeBUuOy/PNxhMdvU7qkhUoOKS8N+9Tlxv+KaszuU57l3z9ifLnzYpYtyQ45ew9QqefcYZunDpKqampKioq0s6dOzV//nx9/fXXYed//PHHuuGGG/TWW29Vu1coFNKGDRv005/+NCLMlJiYqGHDhqlPnz5KT0+X1WqVx+NRcXGxCgoKlJeXp0OHDqmwsLDymmXLlkUdV1fV/PnztXz58oh1l8ulvn37qmvXrkpOTlZCQoI8Ho/y8vK0a9euiE5xa9euldPp1PTp02vd02azRQ07VX1LSkoKez8hIUEWi0UvvviiXnnllbB79urVS2eccUate59s8+bNUR93TaNkT3bPPfeEBagyMzN1/vnna/To0crKypLb7dbBgwf16aefRg1x3XTTTXr++ecj1iv+HCdOnKguXbrI7XZr3759ev/997VhQ/jXiOLiYp1//vlauHChzjqracKdAABUZ8nOunfNBBrb4h15kgabXQYAAAAAAECbR4gKbcKaNWsi1kaPHt0ke0V74vvo0aM6ePBgTN2cHn744crwwZVXXqlHH31UPXr0iHpu1dBRhYyMDF177bWaOXOmxo8fr4SEhFr3XbFihX7xi1+EdTVZsWKF/vnPf+o3v/lNnes/2axZsyprHDt2rGbNmqVRo0ZFnHf77bdr3759uvLKK8OCG6FQSPfee6+ys7Nr3cvr9eqGG26ICFD1799fzz77rCZOnBhxzR133KG8vDz98pe/1Ouvvy7pRKCgvn7zm99EBKgGDx6sRx99VFOnTq0MIHz5/ColJ53oRpQqKeT3quSrD1S49FUpVDFKxNDxj/4hx43/kj09q941SVJi51OUNGiCyrcuqVwL5OeodP1cpY68oEH3jsaXuzuyhi79G32f+gqW5at45duSJIvDpXbn/kgpw6ZGDXllTPqBCpe+ouKV4cGhkrWfKu3Mq2RPrT10F/SU6uh7D0YEqJKHTlHG2d+r9u83XVfLX3BY+fOelGfvt58XgcLDOv7JY+p4xe9r3dt7aLvyPwvvEGSxJyr9rO8oddSFsiYmqU//jvrhD8eEnfPXv/5V8+fP16233qp9+/ZVrr/99tv62c9+phkzZkTtDOX1evX+++9HdIIbNmyYpk+fruTk2oNfeXl52rJlS9Sv39Fs3bo1IkDldDo1ZcoUDR8+vNqvf4ZhaNu2bfroo48qg5TSic5IFcHVmsJRFWEos73zzjsRa9G+zlbnoYceknQiFPb73/9ed911V9S/p3vuuSfi35w33ngjaoDq0ksv1axZs9S1a9eIY3/605/00Ucf6ZZbbgnrUOjz+XTttddq3bp1Sk9Pr3P9AAA0RInHr91Hy2o/EWgie46VqcTjV6qz9p/ZAQAAAAAA0HQIUaHV8/l8YU/+V4i1y0ddVTxZ7/eHj8vavn17TCGqYDAoSfrZz36mxx57rMYn6Z1OZ8Ra165ddejQIblcsY0aGz9+vJYuXarLL788LLT0+OOP65e//GW9ulFVPOF+0UUXac6cOVHrrdC7d2/Nnz9fgwcPVm7ut51/5s+frwMHDqhnz5417vXPf/4zopvWqaeeqsWLFysrq/oQUlZWll577TV17NhRjz/+uNxud7Xn1mTu3Ll6/PHHw9YuvfRSvfnmmxGdz46WhAdMrAmJSj/zKjk6n6K8OX+sDFKFvGUqWjlH7affXq+aTpYx6Qcq377ipJCWVLTsdSWfdq6sjur/XmJlBP0KFEaORHG0oBCVgif+DKzOVHX67l/l6NS32lMtNrvanXODQu4Sla6f++0BI6TSDQuUcdZ3at0uf96TCp7czcpiVfuL7lDKaZNrvTahXRdlXf1HHf/kMZVtXFC5Xr5jhbyHtiux68BqrzUCfh19/+HKxytJ1qQMdfrOX+TI6l25tvNgrl5++eXKIFR5eXllGPE73/mOXnjhhbDPyeeee05paWnVdvTbvn172Pu9e/fW5ZdfXufAUVZWlrKysjRhwoRaR/OVlpbqvffei7j+rrvuUrdu3erUGerIkSMaP368Dh48WHmP9957T3/5y19aREiqJsuWLYvogCipTp20KgSDQVmtVr3++uu66qqrajz35K/hpaWluvXWyG5sP/nJT/T000/X+Gd30UUXaenSpZowYUJYkGrfvn36v//7P/3rX/+qc/0AADTEpkPFZpeANs4wpM2HijWub3uzSwEAAAAAAGjTrGYXADS1nJycqE/Ad+vWrUn2S0xMVPv2kb/4/Oabb2K+15gxY/Too4/W6wl8h8MRc4CqgtPp1H/+85+wMVDffPON5s2bV6/7SScCFK+88kqNAaoKmZmZuvfee8PWQqGQ5s+fX+N1oVBITz75ZNia3W7Xm2++WWOA6mSPPvpog7qU/elPfwp7f9iwYZozZ07UoElelRBVBVefkco4+7tha6UbFihYVlDvuiokZHRW6sjzw9aCZQUqXv1ug+99skDJcZ08NrCCLbldo+7TGNpf+MsaA1QnyzjnBlns4X+XJ3eHqo7/+EGVbw3vTpYx6Qd1ClBVsFgsaj/jp0poH96RruiLOTVeV7rps4jwVscr/l9YgEqSCtxB7dmzR4cPH1ZhYWFYNzen06lrrrlGNtu3XbrcbnfEqL8KXq9X5eXlYWujRo2K6WtZQkKC0tLS1LVrV51yyikaNGiQRo0apbPOOktTpkzRxRdfrKuvvlrXX3+9/H5/WNerpKQkffHFF/rVr36la665RpdccommTp2qs88+W6effroGDx6s3r17q1OnTkpLS1NCQoJ69Oih//73v2E1bNmyJWzEXUu0Zs0aXXnllVHHJl533XUx3euOO+6oNUBV1YsvvqiCgvCvTaNHj9ZTTz1Vp7/vPn36aM6cORHnvvDCCxH3BQCgqWzKKar9JKCJ8XEIAAAAAABgPjpRodXLz8+Put6UY4LS09N15MiRsLX6PBn8yCOPhIUWmlNWVpZmzJgRNiJq2bJluuCC+o19u/fee2P6M//Od76jn/3sZ5UduaQTYYEf/ehH1V4zd+5c7d+/P2ztRz/6kYYOHVrnfa1Wqx599FGdffbZdb6mwrJly7RixYqwtUcffTTqGDFfIKT8Ml/EeoXU0ZepaOVb345+C/rl3r1GKcOmxFxXVelnfUelGxeEjZUrXvWOUkdeIFtS43xehDylUdetztrHuDWnxB5DlNR/bJ3Pt7lS5ep7hsp3fPv37MvbK8MIyWKpPpdcvOodyQhVvm9P76S0MZfHXK/FZlfamVfr+Ed/r1xz71kjI+CLCHdJJ0bVFa8KH/OWPHiSnN0HRZzrUYKChkU2S/SuT5mZmRo2bJjWrl1bubZ161aNGzcu4tyqY/ykE8HV3r17KykpSU6ns8auUC6Xq85d70pLS/Wf//wnbO3Xv/61+vatWzDuZGeddZbOO+88ffbZZ5Vr7777ri699NKY79WUgsGg1q9fr+eff16zZ8+OGF8qnehi2Lt37zrfMzU1Vffdd1/Mtfz73/+OWHviiSdktdY9p3/mmWfq+uuv14svvli5VlZWphdeeEG/+tWvYq4JAIBYbSS8ghaAj0MAAAAAAADzEaJCq1fdWLaMjIwm2zPavWMdD9e/f39NnDixkSqqn/79w0evrVy5sl73SU5O1ve+972YrmnXrp369++vbdu2Va5VHQ9W1cKFCyPWagpdVeess87SqaeeGrZ3Xbz11lth7/fp00fnnntu1HOPlkbvQlXBmpAoZ89hcu9aVbnm+WZTo4SobEnpSht7hYqWvlq5ZvjcKlr+X2VOvbnB95ckIxA9IGZNbFkhqpQRdR93VsHRdUBYiMrwuRUsOS57Wseo5xuGEXa+JCUPnSKLtX4BSVe/KqNIg355D22Xs2dkWNCft1eBgkNhaynDq3/MbtmVIn/UYw6HQyNGjAgLUR0+fFhjxoxRenp6WADKYrHo0UcfDeuOlJ6eruuvv74uDzEmCxYsUGFhYdhafT7vK1x44YVhIarFixfX+1719dRTT0WMJ6xQUlKi3NxclZWVVXv9eeedp7/85S8x7XnNNdcoJSUlpmu++eabiK/LZ5xxRr26+d12221hISrpxBhXQlQAgOZAByC0BBsP8XEIAAAAAABgNkJUQBOINsIo2kjBmpxzzjmNVM23cnJytGLFCm3YsEE7duxQUVGRiouL5Xa7o9ZXtZvWgQMH6rXvuHHjoo6zq02/fv3CgkxFRTX/UrlqyKtjx471Hs134YUXxhyiqhq2GD9+fLXnHq8lRCVJ9oxOYe/7cnfHVE9N0kZfrtKvPwkbEViy7lOljr5UCRmdG75BtR/vsY+mbErOHnXvUlbBHuXPJ+QtkxQ9ROXP2xvRmSsxSieourK5UmVJTJbh/TZE48vdEzVE5TmwMXzBYlVi1wHV3nv4mLM1pGtaRFcol8slm82mdevW6YUXXvh2X59PXbp00YgRIyLuNWzYMK1fv77y/b/97W8aMWKErrzyyhgebe2qft5169ZNvXr1qvf9+vTpE/b+vn37VFhY2KTB26pyc3OVm5tb+4lRXHXVVXr++eeVmJgY03WTJ9d9tGSF5cuXR6zNnDkz5vtIJ0YA9unTR3v37q1c++KLL2QYRr1G2gIAmo9hGNq/f7+2bdumAwcOqLi4WD6fTxkZGWrXrp369eunUaNG1bnLZEN98803Wr16tfbv36/y8nJlZmaqU6dOOuuss9SpU6eI80s8fu05Vn04ORaGEZLvyG75j+5TsPzEzy42V5rsGZ2V2H2QLLbIDrUNFfJ75Du0Q4HS4wqVF8sI+GRNSpctKV2OTv1kT+vQ6Hu2NEYwIO/hHfIfO6CQu1iy2mVLSldCZlc5ugyo94sXahMsL5LvyC4Fy4v+92fvlcXhOvF33r67Etp3lzWh9nH2FfYeK1OJx69UZ+THid/v11dffaVvvvlGR48eVVFRkTIyMtSxY0cNHjxYp512WmM+NEknPrfXrFmjnTt36tChQ/L7/crMzNSpp56qMWPGyOms+2MDAAAAAACIF4So0Oq5XK6o60VFRcrKymqSPat2RZGkpKSkmO4xatSoRqrmRIekWbNmafHixQqFQrVfUI1oj6suqna0qquq4/9qC1Ft3BgeGBk5cmS99q3PtSUlJdqwYUPY2vz586OGSyTJ7Qvq0PGan6w5OeAk6cQTAo3E6nAq/ezvKn/urJM2DKhw8UvqeOlvG3x/S0L0AEfIWyqbvV2D798YLHZHvZ5UitZNK+Qtr/Z8b87WiLX8+U816Ek0wx8ewgtW87ERsbfFosMv/bra+/75g2S5Eqp/kina2Lhjx45FPfeHP/yhfvnLX1a+7/F4NHPmTI0bN07XX3+9LrroInXv3r3aveqqapCnoKCg2s+7uigtjRxFeezYsWYNUdXH6NGj9bvf/U6XXx77mEipfv/mfP311xFrZ5xxRpQz6+aMM84IC1EVFRVp9+7dOuWUU+p9TwBA0zh48KDeeecdffbZZ1q6dGmto8uTkpI0ceJE/fKXv9T06bF3ApWk3r17h43urjoK9t1339XDDz9cbfdci8Wi0aNH69577w0bUb7pUO3fY3v2b1Du678PW+v03fvl7DVM0onvBYu/fFcl6z5VqKww+v4JTiWderYyJny/2g6msSjbtkyl6+bK880mKRi9k6gkJXToqaSBZyltzOWyJsb2M2ltjzsWB2fdqGBxXuX7yUPOU4eL7qjxmtINC3T8k3+GrXW75bnKF5sESwtUtHKOSjd+FvYCg5NZE5OVPHSK0s+6RjZXWsx1VxUsLVDxmg/k3rVa/qP7JdXwYimbXYndBiup/1glDzlXNldqjfc2DGnzoWKN69u+cu2DDz7Qc889p0WLFqmkpKTaa7t06aLLLrtMd999t3r27BnrwwpTVlamBx54QC+//HK1L6RKTk7Wd77zHf2///f/Il6EAAAAAAAAEM8IUaHVa9cuemCjsLCwWUNU1dVRncao7dChQ7ruuuuijrmrj9pCTNXJzMys13UJCeEhE7+/+icHAoFARH29e/eu175SZDea2hw+fDgioJaXl6e8vLxqrohdyF39L83rI2X4dBWvfl+B/JzKtfKtS+Ude4USOzcstGB1Rh8LFvKUyZbcMkJU1dVYm6ivZA8Gqj0/UBIZMgocP1ivvatTXcAuWHXvUFD+vL1Rz5WkHfX4cD1+/HjU9VtuuUWvvfaavvzyy7D1lStXauXKlbr11lt1yimn6Oyzz9YZZ5yhs88+W8OGDYu569DBg+F/luXl5WEdsBrD8ePHW0yQJykpSenp6crMzNTQoUN1+umna/r06Ro6NPauaierz7850QJ0gwbVv8va4MGDo+7RUv7sAQAnTJgwQcuXL4+p0255ebmys7OVnZ2t8ePH64033miUMLV04mevH/zgB/rwww9rPM8wDH355Ze68MIL9YMf/EDPPfec7Ha7duY27Htsz4FNOvbhIwqWRP+eqHJ/v0dlGxeofOtSdbj0t0rqP7Ze+3mP7FL+3CfkO7yzTuf7jx1Q0bEDKvn6Y2VMvE6pI8+v174tTdm25cr/9PH/dYStXshbppKv3lfZ5kXKmnmPErudWq/9Qn6PCpe8otK1n8oI1N5VWJIUDMh7YIO8Bzao4PMX1e2WZ2VPbV/jJTtySzSub3t9+eWX+sUvflFtKLCqw4cP68knn9Rzzz2nX//61/rLX/4iq9VatzpP8tlnn+nGG2+stQt1WVmZnnvuOb3++uuaNWtWk4ztBgAAAAAAMEPsv1EB4ky3bt2iPil/6NChJtnP5/NFDRXE+iRBWlrDXiWbk5Ojc845p9ECVNKJoFJ9VA1DNYVowbWqnaxiEeu11QVJGpMRiOwC1BAWq00ZE6+ruosKF70Q9fxYnHhyIPLzLljNK/NNYW2eHHFjh9+iMfzRPzaCzbC32+2Oup6YmKiPP/5YU6ZMqfbaXbt26cUXX9RPf/pTjRgxQh06dNB1112nTz75pM5d8/Lz8+tVdyyqe4xN5d5775VhGFHfysrKdOjQIW3atEmvv/66fvOb3zQ4QCXV79+caF1HGtKxK1rYuDn+fgEAsVm2bFnMo8pPtmLFCp1xxhmNEno+fvy4JkyYUGuAqqqXXnpJN9xwgyTpSLGn3vuX7/pSuf/9v1oDVCczAl4dffd+ufesiXk/9+6vlPvq3XUOUJ0s5C5W/twnlD//aRlG/bsTtwQlaz/RsfcerDVAdbKQu1i5//0/+XL3xLxfoChPua/cpZLV79U9QFVV0F/jCy8q5BZ79Nprr2nixIl1DlCdzOfz6YEHHtAll1wStcNqTT766CNdcMEFtQaoTlZeXq4bbrhBTz31VKylAgAAAAAAtEh0okKrl5iYqF69emnfvn1h61999ZXOOeecRt9vw4YNUTsmDRw4MKb72O0N+/S84YYbtHNn5C/XR4wYofPPP19jxoxRr1691LVrVyUlJcnpdEaEne677z798Y9/bFAdzcXrjfxltsPhqPf9EhOjj6OrTm0jTFqq5FPPVnHXgfId2l655tm/Xu69X8vVp/4jJS22BNnTsxQoyg1b9x3ZKWfPIfW+bzwKeWJ78qK17C1JHTp00Lx58zRnzhw9/PDDWrOm5icL8/Pz9corr+iVV17RwIED9de//lVXXnllteeXl5dH/dxH7Orzb07VkTIWiyXm0bUnS06OHJVZ09gaAID5EhMTdcYZZ2jw4MEaOHCg2rVrp9TU1Mousdu2bdOyZcsivgfIzc3VlVdeqa+//rreLx4JBAK6/PLLtWnTpsq1kSNHavr06erbt68yMjKUn5+vVatW6Z133onoWvvqq6/qsssuU57qN3rcl7dXhYv/I4VOBGMs9kQ5ew1TYs8hsiW3k8VqU6D4qDx718qzv0pgLBTU8U8fV9cfzZLVGfnvXzSe/RuU9/afpVAw4lhCVh8lnTJW9vQsWRISFSzNl+fAJrn3fh0x6q9kzYeSEVLmtFvr9bjN5t6zRvnzn1LFGD1LYrJcfUYqsdsg2ZLSZRiGAkW5cu9eHfYzjnSiG9ixj/+pLjc8Gr27bBSBojwdfulXUcc0WuyJSuwxWM4eQ2RNzpA1MVmGt1zBskL5cnfLm7NVwdLYAuHz3npZC569P2I9OTlZU6dO1ejRo9WlSxelpqaqqKhIO3fu1Pz58yPGLH/88ce64YYb9NZbb9Vp3y+++EJXXnllxPhui8WicePG6YILLlCPHj1kt9t18OBBzZ07V0uWLFEweOLj8ac//anuvz+ybgAAAAAAgHhDiAptwqhRoyJCVKtXr26SvaLdt0OHDurRo0eT7BfNxx9/rAULFoStZWVl6aWXXtL06dPrfJ/m7r7SENE6RzXkyffi4ujj0arjcrki1v75z3/qF7/4RdTzV+w+pu89u6petTW2duf8ULmv3R22Vvj5f+TsPTLm0Wonc3Q+JSJE5T28o973i1cWe2SYr8cv/1vvcYIN2Tshq6+63vh4tee//pNxOrNvzSNGYq7BYtHVV1+tq6++Wlu3btUnn3yixYsXa8WKFTV2cNu+fbtmzpypW265RbNmzYr6seh0OmW1WsO6Vl122WV69913G/UxILrU1NSw9w3DUHl5eb2DVGVlkd0kqu4BADBfUlKSrrrqKn33u9/VxIkTo34fXNXmzZt1xx13aP78+ZVru3fv1u9//3v9+9//rlcdb7/9tjyeE12kBgwYoCeffFLnnntuxHk333yzHnroIV133XWaO3du2LE//OEPOuPOF+u1f+Hi/1R2ik0+bbIyJv9Q9pTIMebp42bKc2Cjjr5zv0Keb38+CZYcV8naT5R+5lW17hV0l+jYR3+PCFDZ0jqq/YyfytX39Ihr0sZcrkDxMeXPfULu3eE/o5Z8/bGcvUcqacC4Oj3WlqRg4bOSEZJkUdqYy5Q+/pqo31dnnPUdlW1bpuMf/SOso68/b4/Kty1T8uBJte5lBPw6+u4DkQEqm11pZ1yitDOvlq2G7+kNw5Dv0DaVblqoso2f1bqf99B2LXztkbA1l8ule+65R7fddlu1gcMHH3xQixcv1o9+9CPt3r27cv3tt9/Wv/71L/3sZz+reV+vVzfeeGNEgGrAgAF64YUXNH78+Ihr7rrrLm3YsEE33nij1qxZo2AwqPvuu6/WxwgAAAAAANDSMc4PbUK0jlMLFy6M+CVhY6j6i3lJmjx5cqPvU5PXX3897H2bzaYPP/wwpgCVFF9jlFJSUiI6aTVkxF6s13bo0CFibe/evdWeb7e2nC+/zp5D5Oo3OmzNl7tbZVs+b+B9I0eMeb/ZLCPKq+dbM6sr8smOQFFes+xtq7J31VBbVXZr/UNzdTFo0CD9+te/1gcffKBjx45px44deu6553TddddF/RySpKeeeqraV7VbrdaI8XE1fd6hcUUbvxdttGpdRbs2MzPyyWgAgLkOHTqkF198UdOnT69TgEqSTjvtNGVnZ+vGG28MW3/hhRfq3dG1IkA1evRoffHFF1EDVBU6duyo999/X0OGhHdE3bZtm3asr9+LayqCOekTrlWHi38dNUBVwdlzqDrO/IOqjrsu3TCvTnsVfv5ixMhAe3ondb72kagBqspz0jqo48x7lHxa5M+jx7P/pZA//jp6nvhzt6j9RXeo3bk/qvGFCcmnnq325/88Yr10fR3/3Je9Kt+R8O7OlsRkdbr6T2o3+cYaA1TSiRcTJHYbpPbTb1e3W5+XNbn6kfFGwK+j7z+sUODbzmFZWVlatWqV7r777lo7tk2aNElr1qzRsGHDwtb/+Mc/Rg2qn+yhhx7Stm3bwtYGDRqk5cuXRw1QVRg2bJgWL15ceU48vQgLAAAAAACgOi3nWXygCV100UURa8eOHdP777/fqPscOXJEH3/8cZ32b0onv8JbkmbMmKExY8bEfJ89e/Y0VknNonv37mHvb9y4sd732rBhQ0znd+rUKaZ72Jo4rBKrjHOulyzh/yQULXlFRjByNGVduU4Zo6pPFAVL8+Xe2TI6cDUXW3JGxJovr3mCPtYqexveshoDXM39cdm/f3/deOONeumll3TkyBF9+OGHGj16dMR5999/v44dOxb1HlU/93bs2MGIv2bSsWPHiLWtW7fW+35btmyJWKsuXAcAME+0DrB1YbVa9cQTT4R16C0vL494AUgsMjIy9NZbb9UpdJuYmKiHH344Yn3/+i/qvX/SgPHKOOs7dTrX2X2wkk49O2wtUHBY/oLDNV4XLC9S2eZF4YsWqzpe/nvZ02r/d9Jisaj9hb9UQsfeYeuhaPeNE6mjL1XKkOpDcydLPu0cOboMCFvzfLMprDtVNEF3iUq+rvqzvUUdL7tLzl7Dol5TE1tyhqwJzmqPl276TMGTXvBgtVr17rvvaujQyBemVCc9PV3vvvtu2Fj748eP69lnn632Gr/fryeffDJsLSEhQW+//Xadvg9LTk7WO++8E/HCBgAAAAAAgHhFiAptQp8+fTRpUmS7/qq/LGyoZ599VoFAIGwtLS1NV155ZaPuUxOfz6e8vPCQxIQJE2K+TzAY1JdfftlYZTWLqkGxLVu2xDyWr8LKlStjOj8rK0u9e/cOW1u+fHm1IwUTbC0rROXo2FvJVZ6ICBTlquTrT+p9T3t6lpy9h0esl6yt/z3jUWKVJ20kyb1nTYvcO8Fm3rcFNptNF110kVasWKHzzz8/7Fh5ebmys7OjXlf1897tduvzzz9vqjJxklGjRkWsffXVV/W+X9VxuBkZGerXr1+97wcAaHmcTqeuuip8fN2yZcvqfb9f/OIX6tmzZ53PnzZtWkQIuOib7fXb3GJVxuQfxnRJ8mnnRKz5juyq8ZrS9fMiAj8pI8+Xo3Pd/420WG3KnHpzxHrJmo/qfI+WwuJwKePs78V0TUQnrlCw1hc1lHz9kQxfeGellBHT5eoT+f1PQxmGoeJV74Stff/736+xC1R1+vbtq+uuuy5sraZR1++9956OHDkStvbTn/5UgwYNqvOenTp10h/+8IfYCgUAAAAAAGihCFGhzfj5zyPb+C9atEhvvvlmo9x///79evDBByPWf/zjHys5OblR9qiLaN1a6jMO6ZNPPlFpaWljlNRszjzzzLD3A4GA5syZE/N9ioqKonYUq82UKVPC3vf5fNV+fLVPSYz5/k0tY8L3ZbE7wtaKVryhkLe83vdMPePSiDXPvnUq27a83veMN4nd/397dx4eZX3v//81+2SZSUhCEgiQBIGE1bCDsioIVpBF1IqiVsXliPZU6/Z16TlYFY/VIxVRsFY50J+1pSoWVJC64FJQQJBFQCAgaxICIQtZZ+b3h9U6TEIyQ5J7knk+rovrYj5z3/fnnTCEMHnd73d3mU6767x8z5fyVDT93y9nZt+AtTN1HEiMsdf5XHOxWq164oknAtbr6uw2duzYgLUlS5Y0el0IdP755wesLV26NKRrbdiwIWAU45AhQ2QyhVfgFABw9rp27er3ONibF35q5syZQR1vsVjUv7//+Lua44dC2tuZ3ke2Nu2COsfRPitgrfr4wTOeU7Hvq4A1V9+LaznyzJydesuW5B84qy7YJ09paOMUjRLTfbjMjuigznG0D7yxoLqeP/fyb0+/ocgk9+CpQe3bUNX5uao5cdhv7aabbgr5epdcconf43Xr1tXZqfXdd98NWAv275UkXX/99X4dsAAAAAAAAFoqQlSIGFOmTNGAAQMC1u+88846x0Q1lM/n0y233KKysjK/dZfLpfvvv/+srh2s2gJboXx8zzzzTGOU06ymTZsmi8Xit/bss88GdAerz7x581ReXl7/gaeZNCkwMPTYY4+pqipwVETbMAxRWd1t5ernP3rSW16sk2tDC0VIUnSXgXJ06Bmwfnzl86opPR7ydWtTtv1j1ZQUNuo1G4PJYlNUZ/871n1V5Sr+ou47whuLo31WwEi/yoPbVb5vU63HJ4XJ6zI7Oztg7eTJk7UeO27cODmd/iG11157TTt3hthVAg3WoUOHgC4F69ev14YNwXdamz9/fsDaRRddFHJtAIDmU1hYqLfeekuPPvqopk+frosvvljDhg1T3759lZOTE/Dr8ccf9zv/wIEDIe17zjnnKC0tLaTzfirUGwYcHXsFfY4lJj4gXO87w/4+r0eVR771W7MmdpD9tNF8DXX6OEFJqjwU+iheIzg6Nny83Q+s8akBa97KslqO/OG5U6rK2+O/b1q2bG3aB713Q1R85z+G3mKxBHRbDUZmZqb/9Ssq6hy5fHqIMTs7O6guVD9ISEjQqFGjgj4PAAAAAAAg3BCiQsQwmUxasGCBrFar33peXp7Gjh2r48dDC3T4fD7NnDlTK1euDHjuySefDBgX0dTi4uIUHe1/Z+6qVauCusYf/vCHFjkOKy0tTRMnTvRb27p1a60dwuryzTff6LHHHgtp/0suuUQ5OTl+a7m5ufrlL38ZcKzdalZCGHT9OZ37vCtkdsb6rZWsXyZPWeiBp8TxswI6XHnLi5X/2oOqKS4I+bo/8HmqdeKDl3Xs7ackT3CBueYSN/TKgLXitX9TxYFtTbqvyWxR3OBpAeuF78yV55R/KCkxxi67NTy+LThy5EjAWl1fS5OSknTzzTf7rXk8Hk2fPj2kMCSCc/vttweszZo1Sz6fr8HX+OKLL/Tqq6/6rcXExOgXvwhuRBIAoHn94x//0MSJE9WuXTtNmTJFjzzyiF577TW99957+uyzz7Rp0yZt3rw54NfpoamampqQOuCe3tGqoeLi4vwenylMcya2hNACNad3UTrT/tXHDwWMlHOkhvZxS5KjXeC5laeFhcJdKJ/32jpXnSm8Vnlkl+Tz+q05OgQfLGqogCCbyaQhQ4bUGkJsyK/p0wPHHdZ2Y9WpU6e0Y8cOv7XTO7UF42zOBQAAAAAACBfh8dNSoJn069dPv/3tbwPWN23apAsuuCDoziXFxcW67rrr9PLLLwc8d+mll+rWW28NudazMWyY/x3GH330kd55550Gnfvee+/VOvqwpXjwwQcDulE98sgjeu655+o9d9u2bRozZkzIwQuTyaRHH300YP3FF1/UAw88IK/X/434ZFfDuv5UHvpGBW8/FVJNwbI4Y+Ue4h+68VVXqnzP+pCvaUvqqDZjbg5Yry48oKOLfx1w53Uwyvdt0pFXftksXZ3Ohj31HEVnnee/6K1RwRuPqeK7rSFd01dTrZJN76n4i7fOeJyr389kcSX5rXmKC5T/l9+opvjfP0xp28DXoyQVFBTooYce0vvvv1/r859//rnmzp2rkpKSBl/zp+bOnRuwdu6559Z5/AMPPBDQhW/jxo2aMmWKTpwIbUTN/v37dccdd2jr1tD+fCLF9ddfHzAydu3atZo1a1aDzt+/f7+mTZsW8PXxxhtvVHx8fGOVCQBoRMXFxbryyis1ZswYLV++XNXV1Wd9zbo6Tp5JKCPLJclms/kveD0hXcfsdIV0nsz+N/X4PHXv7z1VHLBmS+wY2r6SbImdAta8p4L/3Bvp9Bs+GsJksQWs+c5w84WnLPD7R1uI3b8awlPiH3Dy1NTUGkBs6K/auk4VFgZ27C0oKAgIvmdlBY6cbKjauskCAAAAAAC0NISoEHHuu+8+3XDDDQHrmzdvVp8+ffTwww8rLy/vjNeoqKjQn/70J3Xv3l2LFy8OeL5///5asmSJTCZTo9UdjCuuuCJg7corr9TSpXWPZauoqNDs2bM1adKkH0NEbre7yWpsKgMGDNDdd9/tt+bz+XTnnXdq7NixWrlyZcAPerZv36777rtP/fr10+HDhyVJQ4cODWn/CRMm6I477ghYnzNnjkaPHq01a9b8uHam0EpN6XEVr/+7ji7+tY4uvkfl364LqZ5QuAdcKou7cTuouXLGy31eYDcmT0mh8v6/B5T/1/9SxcFv5Dvtju/aeKsrVfbNJzq65F7l//khVR/7rlFrbSoJ42fJGpfit+YtL1benx/UiQ/+KE9pw8I+lYd36vg//qBDL9yg4+/NU01RYNemnzJZ7Wo7+T7ptB8eVR3drSOv/lLFG/4ub3Wlkl3OOq7wr+OrqrR8+XJde+21Sk9P12OPPVbnDzzz8/P1n//5n+rQoYNuvfVWrVq1qkE/YC0tLdV9992nZ5991m89Li5OEyZMqP0kSampqVq0aFHA19yVK1f++PW4IWM9y8rK9Prrr2vq1Knq0qWL5s2bp4qKinrPi2QxMTF64YUXAtbnz5+vyy+//Iz/nr7zzjsaNmxYQEeSjIwMzZ49u9FrBQCcveLiYo0bN05/+ctfGvW6oQSxAsJQzcxkttR/0FnyVgR26DI7A8e3N1RtAaTa9ghnptNCaE3BW17b5z348FZDecpDu/EgGLXdKFRUVBSwdnqntmCczbkAAAAAAADhounffQLC0EsvvSSr1aqFCxf6rVdVVem3v/2tHn/8cQ0bNkzDhg1Tu3btlJycrOLiYh05ckRbtmzRu+++W+fIiaFDh+qdd96RyxXincmN4Nprr9UTTzyhPXv+PZqhtLRUl19+ufr166eJEyeqS5custlsys/P14YNG7R8+XK/u1N79OihiRMn6sknnzTiQzgrs2fP1vr16/XBBx/4ra9evVqrV6+Ww+FQamqqnE6n8vLyAt48Tk9P19y5czVo0CC/9dM7XNXlf//3f7Vr166AEY9r1qzRyJEjlZWVpVGjRulQdbxKC2pkMlvlrSyTt7xE1ce+U9XR3ao+fihghERzMVntih82XYXvBHYDOhttRsyQ2eZQ0ceLJfnf8Vy+Z73K96yX2emSMyNHtqSOskS5ZY7+PsjnrShTTdFRVR3drcrDO+SrrmzU2pqDJcqtttMe1tEl98n307EtXo+Kv3hDxRvelqN9tpwde8niTpLZGStfTbW8laXylJ5QVd4eVR3dHVK3AEdadyWOn6XCFc/qp59776mTOvH+Ap1cs0T/7DNQc/LHKTk5WW63W6WlpSoqKtK+ffu0YcMGffXVVyorC27cTXFxsRYsWKAFCxbI5XKpX79+6tu3rzIzMxUfH6+YmBhVVFTo4MGD2rhxo1auXFlrMOt3v/udoqKizrjXZZddptmzZ+vhhx/2W8/NzdWMGTP061//WqNGjdKAAQPUtm1bxcTEqLi4WEVFRdq9e7fWr1+vr7/+WpWVLe+1ZbQrrrhCK1eu1B//+Ee/9aVLl2rFihW6+OKLNXz4cKWmpqqiokK5ubl6++23tWnTpoBr2Ww2LVmyhB/CAUCYuuuuu7R27dqA9a5du2rChAkaOnSoMjIy1KFDB8XExMjpdMpu9x/r/OqrrzKytYG8VYHBF5PtzMH3MzHZA8+tbY9I56sKHPVnPovPe32MCrLV1jX29O6uwTibcwEAAAAAAMIFISpEJLPZrAULFignJ0d33313wF2ZXq9Xa9as8esa1BC33nqrnn32WTkcDR+L1RRsNpv++te/atiwYTp1yv8N4I0bN2rjxo1nPD8tLU0rVqzQq6++2oRVNh2Hw6Hly5dr8uTJWrVqVcDzlZWV2r9/f63ndujQQe+++26td7Y3tDOXxWLR3//+d911112aN29ewPM7d+4MenRkc4vpfaGKv3xL1QW1f55CFTf0CtlTzlHhO3PlKT0e8Ly3okSndnwS9HVNVodcAybKEhvaWJfmYm+boXbXPaOCNx8P/Nx6alR5YKsqDzTN+LjY3hfKHOVW4fKnA35Q460s0+4vP9IDX37UJHtL3/+Q5uOPP9bHH38c1Hm/+tWvdNNNNzXo2Iceekjt27fX7bffHtBBKi8vT6+//rpef/31oPZHwyxcuFAWi0UvvfSS33p5ebneeOMNvfHGG/Vew+1264033tD555/fVGUCAM7Cli1b9Morr/itxcbG6sUXX9T06dMb3IU31NHZkchsDwyR+6pD75Lpqwo8t7Y9Ip3JHh2w5j2Lz3u9+1n9g4Zde/TWrm1fN9l+P6jtxq9gb5porHMBAAAAAADCBeP8ENFuu+02bd++XZdffrnM5tD/OgwaNEgff/yxXnjhBcMDVD/o27evVq5cqXbt2gV13pAhQ7R27VplZGQ0TWHNJCoqSu+++66ee+65Bnc0ueyyy/Tll1+qe/fuOnEicLRaMJ1RbDabnnvuOf31r39Vt27dGnxebczR8XL1+9lZXSNYJpNZ8SOva5JrR3Xur/Y3L5D7vCtldpzd3come5Ric8ar/c0L1GbU9TJZjR3r0hC2hDSlXvu0XAMnn1UnAUmyp3ZV1DkDGnx8dJeBSr3+WUV1Gyop9HGjVqtVEyZMUJ8+fWp9Pi4uTk7n2X1sSUlJevnll/XMM88Edd4NN9ygf/7zn7rgggvOan+n06mf//zn6tSp01ldJ1JYLBYtXLhQc+fOVZs2bYI+f8iQIfr000914YUXNkF1AIDG8Prrr8vr9e+UumjRIl199dVBjTE/fjwwSI/a1T5+L/Sgircy8NymHFPnv3n9o5XDhSUqMFzUlN2iLFH+N+scOdC4N7LUJT4+PmCtrnHdDXE25wIAAAAAAIQLOlEh4mVkZOgvf/mLvv32Wy1atEhvvvmmvvnmG/l8vjOe165dO11yySWaMWOGRowY0UzVBmfYsGHavHmzfve732nhwoUBY+t+asCAAbrjjjt0zTXXnFWgLJyYzWbNmjVLV199tZYtW6Y333xTO3fu1JEjR1ReXq64uDh169ZNI0aM0PTp09W7d+8fzz169GjA9RISgu9yNG3aNE2dOlVLly7V4sWL9cknnzTozWVbYkc5M3IU1bmfnJn9ZDI3bJRgY4ruMkiOjr2apDOS2R6lNiNmKG7I5Tq141Od2vW5Kg5sla8ycHRGwLnR8XK0z1J09jBFZw1t0tEaTcVscyrhwpsUN/RylWxcofLdX6oqb0+9IxxNVrscadnfvza6DpE9KfiAjy0+VclTH1T1sQMq3vC2KnI3qaboSL3nJSQkaPTo0Ro7dqwmT56slJSUOo8dPXq0CgsLtXr1aq1cuVKff/65tmzZIo/HU+8+/fv311VXXaWbbrop5JFuOTk5+sc//qF169Zp/vz5+uCDD3Tw4MF6z2vXrp0uvPBCjR07VpMmTWKkXAjuvPNOzZgxQ88884yWLl2qHTt21Hms0+nU8OHDdeutt2rq1KnNWCUAIBTvv/++3+OePXuG9PV77969jVVSq2eJDvxepLrwQMjXqz72XcCauZY9/l1A4FtGPm/938/VxqiRdaEwxwQGwqvz9zXhfvF+j0tLivXdd981eZi/bdu2MplMfu99nE3H5DN93wcAAAAAANBSmHz1JUWACFRYWKivv/5aubm5On78uMrLy2W32+V2u9WpUyd1795dnTt3NrrMoHg8Hq1fv17btm3TsWPHVFNTI5fLpczMTA0YMECpqalGlxhWHnzwQT3++OM/PrbZbCopKTnrTmMej0ebN29Wbm6uDh3N12/+ulaSSWZ7lMxRLlnbtJctsUNEjtXw+byqOX5I1ccPy1NyTN6qcvk81TLbo2V2xsoc5ZK9bYascclGl9okvBVlqjz6rbxlRfKUl8hbWSaz1S6TI1qW2ATZEtJkjU9tkkCdp+SYnrkwXqeKi1RYWKjy8nLFxsb++DUvOztbaWlpZ7VHWVmZvv32W+3du1dHjx5VSUmJqqurFRsbq7i4OHXp0kV9+vRpsuDS7t27tX37dhUWFqqwsFBVVVU/7p2Zmans7GwlJ7fO15aR9u/fr02bNqmgoEDHjh2T3W5XcnKy2rdvryFDhig6OnBcDgAgPLVv315Hjvw7eH3rrbfqhRdeCPo6PXr00DfffOO3lpubW28n3IyMDL+R3Nddd11I48f/67/+S//93//tt5Z+//IznlOx/2vlvfb//NZSrnpczvTau3KeycH5N8hTnP/j45heFyppwq9qPdbn9ejAsz+Xr+rfIxCtiR2UNvPFoPeVpKJPX9PJT//kt9Z2yv9TdNZ5tR5flb9PR/44y28tafIDiskObvRuTfExHZp/vd/amT7uH5R+vVqF7zzrt5Z268uyxtcd5q/L/jkT/B7HnX+V4odfXeux3spTOjD3KukngTFHWrZSZ/wu6H0bouiTP+nkZ6/5rb344ou65ZZbmmS/nzr972N2dnbA38+GGjdunFatWuW39uGHH2rUqFFnUyIAAAAAAECzohMVUIvExESNHj1ao0ePNrqURmOxWDR48GANHjzY6FJahBUrVvg97tOnT6OMarRYLOrXr5/69esnSXqrorv2Hgt9JEdrYjKZZUvsKFtiR6NLMYTZGaOojBxD9u7aOV2XTxnVpHvExMQoJydHOTk5TbpPXbp06aIuXboYsnckS09PV3p6utFlAAAawbFjx/weh9KldcuWLSEHNCKRyWyRo11XVez/+se1msKDqirYL3vb4P99PbXz04A1R4fudR5vdgaO3q45Gdixtz4VB7YEfY6RzI5o2VPOUdWRXT+uVR7aqerjh2RLOLsbC2pgmmEsAAAeWUlEQVTjzOwbEKJasmRJs4SohgwZ4vd3cseOHdqxY4eys7ODus6JEyf08ccfN3Z5AAAAAAAAza51zOwCgEa0atUqbd682W+tqUY29kpjXBiM17s9r0MAAHBmMTH+gZrTQ1UN8cwzzzRWORHDmdkvYK30q3eDvk7Fga2qLtjvt2ZrmyFLLaPrfmBxJcp0WofcqsO76ji6bqWbVgZ9jtGiuw09bcWn4i/ebJK9HO2zAkb6ffrpp1q9enWT7PdTF198ccDaSy+9FPR1Fi1apMrKysYoCQAAAAAAwFCEqADgJwoLCzVz5syA9drWGkNvQlQIA7wOAQBAfdq1a+f3ePXq1fJ6vQ0+f/Xq1Vq0aFFjl9XqxfYZK5PV7rdWsuldVeXnNvgaPq9Hx99fELDuGjDxjOeZTGbZkzP91sr3rJe3ouGddE99u06VB7Y2+Phw4er7M5kc/mOHSzetVHnuxkbfy2S2KG7wtID1G2+8UQUFBY2+309NnjxZKSn+4xHnzZunnTt3NvgaBQUFmj17dmOXBgAAAAAAYAhCVABapSeeeCLoUSE7duzQiBEj9N133/mtjxkzRt271z3m4mzQiQrhgNchAACoz/Dhw/0e7927Vy+++GKDzt24caOuuuoq+Xy+piitVbNExymm1wX+i16PCt58XDWlx+s93+fzqfCd36v6tNCVOTpesT3rH18f1XmA//VqKlW0ZnH9hUuqys9V4YpnG3RsuDE7Y+Tuf+lpqz4de+tJv/GKDeUpK5K3uqLO5139fiaLK8lv7bvvvtPFF1+sgwcPBr2f9H246aGHHtL7779f5zE2m03/8R//4bdWVVWlyy67TIWFhfXucerUKU2dOlUnTpwIqUYAAAAAAIBwQ4gKQKu0aNEi9ezZU8OGDdNTTz2l9evXq7y8POC4kpISrV69Wtddd5369Omj7du3+z0fExOj559/vsnq7NXe3WTXBhrCZJJ68joEAAD1uOKKKwLWfvnLX2r+/Pl1hqM8Ho+ef/55jR49+sfxf24333cEK37kdQEBm5oTR5S3+B6V79tU53k1JcdU8LdHVbb1HwHPJY6fFdDhqjYxvS+UTP5vHZVsXK6iT/4kn9dT6zk+r0clm1fp6JJ75a0okWSSLNZ69wo3cedfKXv7LL81b2WZ8v7yiE589Ko8FaX1XqPy8E4VrpyvQy/cKG/ZyTqPM1ntajv5PplP+zPZsGGD+vXrp3nz5tX6/9nTVVVVafny5br22muVnp6uxx57TCdP1r2vJN17773KyvL/OLdt26Zhw4Zp7dq1dZ63detWjRo1Sp9++qkkKSoqqs5jAQAAAAAAWoqW9y4WADSQz+fTZ599ps8++0ySZLFYlJycrLi477vunDhxQgUFBXWOITGZTJo/f766devWZDW6nDad0zZGewoaPhIDaEydk2LkctqMLgMAAIS5Cy+8UCNGjNCaNWt+XKupqdHtt9+uuXPnasqUKerRo4eioqJUUFCgrVu3atmyZTp8+PCPx6ekpOjuu+/Wvffea8SH0GJZolxKmnCX8l5/WPpJcKnmZJ7y//yQ7CnnKKrLIFnjUmSy2uQpPaGKA1tVkbtRvpqqgOu5+l2i6G5DGrS31ZUoV/+JKlm/zG/95GevqWzbR4rOOk+2xI4y2RzylpeoqmCfyvd8KU/xv8fQuYdcprLta+Qpzg/xM2AMk8WmtpMf0NH/u0uen3b98tSoeO1Slaz/uxydesnZoacsMfEyOaLlqyqXp6xIVfl7VXloh9/noT6OtO4ad+vDeu/5R/yCiQUFBbrjjjv08MMPa+TIkRoyZIiSk5PldrtVWlqqoqIi7du3Txs2bNBXX32lsrLg/m/pdDr1yiuvaNSoUaqq+vfrZceOHTrvvPN03nnn6Wc/+5k6duwos9msQ4cOadWqVfroo4/k8Xz/erRYLPrNb36j+++/P6i9AQAAAAAAwg0hKgARw+Px6MiRIzpy5Ei9x8bGxmrJkiWaNGlSk9c1omtbQlQwzMhuyUaXAAAAWojFixdr0KBBysvL81vftWuXnnzyyTOe63a7tWLFCm3ZsqUpS2y1nOl9lHzZwyp4a458p42Fq8rbo6q8PQ26jqv/RLUZMzOoveNHzlDF/k2qLtjvt15TdETF6/52xnOjuw9X/MhrVbZ9zRmPC1dWd5JSr31a+UtnB4xE9NVUqmLvBlXs3dBo+42eME23j++rGTNmBIzIKyoq0rJly7Rs2bI6zg7d0KFD9be//U2XXXaZX5Dq9BuT6vLcc8+pe/fujV4XAAAAAABAc2OcH4BW6ZJLLlF8fHzQ59ntdt14443avHlzswSoJGlsj5Rm2QeozZjuhKgAAEDDdOrUSR988EHA6K/6ZGVl6fPPP1f//v2bqLLIEHXOAKVcPUf21K5Bn2uOcith3H8oYewtMpmCeyvIbHMqZfoTsrcLpkOvSe5BU5V06T1B7xdurO62Sr3mKbn6T5QsoXVwNTmiGzQ+McXt1CWXXKINGzZoypQpMplMIe0nSVarVRMmTFCfPn0adPyECRO0YsUKdezYscF7REVF6eWXX9Ztt90WapkAAAAAAABhhU5UAFqlp59+WnPmzNE///lPffbZZ9q4caNyc3N16NAhlZSUqKKiQlFRUUpISFB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      "text/plain": [
       "<Figure size 3000x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_graph(graph.get_triples())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c81f08a5-57e6-4f56-a808-6a91ef0b6a66",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\u001b[1m> Entering new GraphQAChain chain...\u001b[0m\n",
      "Entities Extracted:\n",
      "\u001b[32;1m\u001b[1;3m Apple, MacNCheese Pro\u001b[0m\n",
      "Full Context:\n",
      "\u001b[32;1m\u001b[1;3mApple announced MacNCheese Pro\n",
      "Apple gave Cheese\n",
      "Apple gave ovation\n",
      "MacNCheese Pro price $4000\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "' Apple announced the MacNCheese Pro recently.'"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chain = GraphQAChain.from_llm(OpenAI(temperature=0), graph=graph, verbose=True)\n",
    "chain.run(question)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb51ef03-c9c9-4870-abcb-b08c1901be1a",
   "metadata": {},
   "source": [
    "# Approach 3: Using only Context"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "f02b70c9-4f78-41ab-9c47-f29f78a773c7",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\u001b[1m> Entering new LLMChain chain...\u001b[0m\n",
      "Prompt after formatting:\n",
      "\u001b[32;1m\u001b[1;3mContext: Apple announced the MacNCheese Pro in 2025. It proved a big hit.\n",
      "Apple gave Cheese a rousing ovation in 2026 after he invented the MacNCheese Pro in 2024.\n",
      "Orange created a competing product called the OrangeNCheese Pro.\n",
      "It's price was slightly higher at $5000, compared to Apple's $4000.\n",
      "\n",
      "Question: When did apple announce the MacNCheese Pro?\n",
      "\n",
      "Answer: Let's think step by step.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "' Apple announced the MacNCheese Pro in 2025.'"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# langchain QA\n",
    "\n",
    "from langchain import PromptTemplate, OpenAI, LLMChain\n",
    "\n",
    "template = \"\"\"Context: {context}\n",
    "\n",
    "Question: {question}\n",
    "\n",
    "Answer: Let's think step by step.\"\"\"\n",
    "prompt = PromptTemplate(template=template, input_variables=[\"context\", \"question\"])\n",
    "llm_chain = LLMChain(prompt=prompt, llm=OpenAI(temperature=0), verbose=True)\n",
    "\n",
    "llm_chain.run({\"context\": context, \"question\": question})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "5d58ec11-c8eb-4364-af1a-a5a4e3c24757",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Prompt: Context: Apple announced the MacNCheese Pro in 2025. It proved a big hit.\n",
      "Apple gave Cheese a rousing ovation in 2026 after he invented the MacNCheese Pro in 2024.\n",
      "Orange created a competing product called the OrangeNCheese Pro.\n",
      "It's price was slightly higher at $5000, compared to Apple's $4000.\n",
      "Question: When did apple announce the MacNCheese Pro? \n",
      "\n",
      "\n",
      "ChatGPT Completion: Apple announced the MacNCheese Pro in 2025.\n"
     ]
    }
   ],
   "source": [
    "# just using ChatGPT directly\n",
    "\n",
    "prompt = f\"Context: {context}\\nQuestion: {question}\"\n",
    "completion = openai.ChatCompletion.create(model=\"gpt-3.5-turbo\",\n",
    "                                          temperature=0,\n",
    "                                          messages=[{\"role\": \"user\",\n",
    "                                                     \"content\": prompt}])\n",
    "print(\"Prompt:\", prompt, '\\n\\n')\n",
    "print(\"ChatGPT Completion:\", completion[\"choices\"][0][\"message\"][\"content\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51bec754-0358-45c1-aa15-961e4435ea68",
   "metadata": {},
   "source": [
    "# Approach 4: Strict JSON Framework\n",
    "- https://github.com/tanchongmin/strictjson"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "845f5f94-a6d3-4aad-a26a-e21460f0424e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def strict_output(system_prompt, user_prompt, output_format, default_category = \"\", output_value_only = False,\n",
    "                  model = 'gpt-3.5-turbo', temperature = 0, num_tries = 2, verbose = False):\n",
    "    ''' Ensures that OpenAI will always adhere to the desired output json format. \n",
    "    Uses rule-based iterative feedback to ask GPT to self-correct.\n",
    "    Keeps trying up to num_tries it it does not. Returns empty json if unable to after num_tries iterations.\n",
    "    If output field is a list, will treat as a classification problem and output best classification category.\n",
    "    Text enclosed within < > will generated by GPT accordingly'''\n",
    "\n",
    "    # if the user input is in a list, we also process the output as a list of json\n",
    "    list_input = isinstance(user_prompt, list)\n",
    "    # if the output format contains dynamic elements of < or >, then add to the prompt to handle dynamic elements\n",
    "    dynamic_elements = '<' in str(output_format)\n",
    "    # if the output format contains list elements of [ or ], then we add to the prompt to handle lists\n",
    "    list_output = '[' in str(output_format)\n",
    "    \n",
    "    # start off with no error message\n",
    "    error_msg = ''\n",
    "    \n",
    "    for i in range(num_tries):\n",
    "        \n",
    "        output_format_prompt = f'''\\nYou are to output the following in json format: {output_format}. \n",
    "Do not put quotation marks or escape character \\ in the output fields.'''\n",
    "        \n",
    "        if list_output:\n",
    "            output_format_prompt += f'''\\nIf output field is a list, classify output into the best element of the list.'''\n",
    "        \n",
    "        # if output_format contains dynamic elements, process it accordingly\n",
    "        if dynamic_elements: \n",
    "            output_format_prompt += f'''\n",
    "Any text enclosed by < and > indicates you must generate content to replace it. Example input: Go to <location>, Example output: Go to the garden\n",
    "Any output key containing < and > indicates you must generate the key name to replace it. Example input: {{'<location>': 'description of location'}}, Example output: {{'school': 'a place for education'}}'''\n",
    "\n",
    "        # if input is in a list format, ask it to generate json in a list\n",
    "        if list_input:\n",
    "            output_format_prompt += '''\\nGenerate a list of json, one json for each input element.'''\n",
    "            \n",
    "        # Use OpenAI to get a response\n",
    "        response = openai.ChatCompletion.create(\n",
    "          temperature = temperature,\n",
    "          model=model,\n",
    "          messages=[\n",
    "            {\"role\": \"system\", \"content\": system_prompt + output_format_prompt + error_msg},\n",
    "            {\"role\": \"user\", \"content\": str(user_prompt)}\n",
    "          ]\n",
    "        )\n",
    "\n",
    "        res = response['choices'][0]['message']['content'].replace('\\'', '\"')\n",
    "        \n",
    "        # ensure that we don't replace away aprostophes in text \n",
    "        res = re.sub(r\"(\\w)\\\"(\\w)\", r\"\\1'\\2\", res)\n",
    "\n",
    "        if verbose:\n",
    "            print('System prompt:', system_prompt + output_format_prompt + error_msg)\n",
    "            print('\\nUser prompt:', str(user_prompt))\n",
    "            print('\\nGPT response:', res)\n",
    "        \n",
    "        # try-catch block to ensure output format is adhered to\n",
    "        try:\n",
    "            output = json.loads(res)\n",
    "            if isinstance(user_prompt, list):\n",
    "                if not isinstance(output, list): raise Exception(\"Output format not in a list of json\")\n",
    "            else:\n",
    "                output = [output]\n",
    "                \n",
    "            # check for each element in the output_list, the format is correctly adhered to\n",
    "            for index in range(len(output)):\n",
    "                for key in output_format.keys():\n",
    "                    # unable to ensure accuracy of dynamic output header, so skip it\n",
    "                    if '<' in key or '>' in key: continue\n",
    "                    # if output field missing, raise an error\n",
    "                    if key not in output[index]: raise Exception(f\"{key} not in json output\")\n",
    "                    # check that one of the choices given for the list of words is an unknown\n",
    "                    if isinstance(output_format[key], list):\n",
    "                        choices = output_format[key]\n",
    "                        # ensure output is not a list\n",
    "                        if isinstance(output[index][key], list):\n",
    "                            output[index][key] = output[index][key][0]\n",
    "                        # output the default category (if any) if GPT is unable to identify the category\n",
    "                        if output[index][key] not in choices and default_category:\n",
    "                            output[index][key] = default_category\n",
    "                        # if the output is a description format, get only the label\n",
    "                        if ':' in output[index][key]:\n",
    "                            output[index][key] = output[index][key].split(':')[0]\n",
    "                            \n",
    "                # if we just want the values for the outputs\n",
    "                if output_value_only:\n",
    "                    output[index] = [value for value in output[index].values()]\n",
    "                    # just output without the list if there is only one element\n",
    "                    if len(output[index]) == 1:\n",
    "                        output[index] = output[index][0]\n",
    "                    \n",
    "            return output if list_input else output[0]\n",
    "\n",
    "        except Exception as e:\n",
    "            error_msg = f\"\\n\\nResult: {res}\\n\\nError message: {str(e)}\"\n",
    "            print(\"An exception occurred:\", str(e))\n",
    "            print(\"Current invalid json format:\", res)\n",
    "         \n",
    "    return {}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54cb4a68-6dcf-4668-b120-d21e40db2c6f",
   "metadata": {},
   "source": [
    "## Overall Open-ended generation\n",
    "- **system_prompt**: Write in whatever you want GPT to become. \"You are a \\<purpose in life\\>\"\n",
    "- **user_prompt**: The user input. Later, when we use it as a function, this is the function input\n",
    "- **output_format**: JSON format with the key as the output key, and the value as the output description\n",
    "    - The output keys will be preserved exactly, while GPT will generate content to match the description of the value as best as possible\n",
    "\n",
    "#### Example Usage\n",
    "```python\n",
    "res = strict_output(system_prompt = 'You are a classifier',\n",
    "                    user_prompt = 'It is a beautiful day',\n",
    "                    output_format = {\"Sentiment\": \"Type of Sentiment\",\n",
    "                                    \"Tense\": \"Type of Tense\"})\n",
    "                                    \n",
    "print(res)\n",
    "```\n",
    "\n",
    "#### Example output\n",
    "```{'Sentiment': 'Positive', 'Tense': 'Present'}```\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b954422-ed55-41ed-83e5-3157c0a48fb7",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Step 1: Generate knowledge graph from context"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "fea8fbc1-331a-4f30-82e6-5fb757608bd8",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Knowledge Graph': [['Apple', 'announced', 'MacNCheese Pro'], ['MacNCheese Pro', 'announced in', '2025'], ['Apple', 'proved', 'big hit'], ['Apple', 'gave', 'Cheese'], ['Cheese', 'rousing ovation in', '2026'], ['Cheese', 'invented', 'MacNCheese Pro'], ['MacNCheese Pro', 'invented in', '2024'], ['Orange', 'created', 'OrangeNCheese Pro'], ['OrangeNCheese Pro', 'price', '$5000'], ['Apple', 'price', '$4000']]}\n"
     ]
    }
   ],
   "source": [
    "res = strict_output(system_prompt = '''You are a knowledge graph builder. \n",
    "You are to output relations between two objects in the form [object_1, relation, object_2]. \n",
    "All information about dates must be included.\n",
    "Example Input: John bought a laptop\n",
    "Example Output: [['John', 'bought', 'laptop']]\n",
    "Example Input: John built a house in 2019\n",
    "Example Output: [['John', 'built', 'house'], ['house', 'built in', '2019']]''',\n",
    "                    user_prompt = context,\n",
    "                    output_format = {\"Knowledge Graph\": \"List of relations of the form [object_1, relation, object_2]\"})\n",
    "print(res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "6d5945db-dcb7-47d9-8f22-cab9e0d1836d",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "kg = res['Knowledge Graph']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "cceaf7e5-e63e-4038-ba92-9530fe95f6cb",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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AAOiasrOzG4SoLMuSYRg2VoXTlZCQoG9+85vaunWr5s+fr+rq6qj9e/fu1Z///GdNmTJF5513nhyO1m3A7nQ6VVxcrMWLF0uSwuGwevTooZ///Oe69dZbo461LEuhUEihUEjBYFDBYFCBQEB1dXXy+/3y+/2qra1VTU2NamtrVVxcrAkTJrRq/QAAAAAAAIhGiAoAWlFWVpb69Omjffv2Rdby8vIIUQEAAAA2yM7OjtquqanRkSNHlJWVZU9BaJZzzjlH2dnZ+vDDD7Vu3bqofaFQSIsWLdKWLVs0a9asVv+z/eKLL1RRURHZ/sMf/qCrrrpK0rFOVfVBLsMw5Ha75Xa7Gx1LCAAAAAAAAPu17kfyAAANxoPs3btXR44csakaAAAAoOtKTU1VSkpK1FpBQYEtteDMxMbGavbs2brxxhsb/JlKUmFhoZ599lktXrxYoVCo1erYvXu3ampqJEn9+/fX17/+9ci+0+2EZVmWLMtqlfoAAAAAAABw+ghRAUArO+eccxQfHx+1dvyIPwAAAABt58RuVPn5+fYUghbRv39/3XXXXRo3blyDfaZpaunSpXr22WdbLUgVDAYVCoXkcDg0fvz4Zo2GNAyDkZIAAAAAAADtACEqAGhlTqdT5557btTa+vXrVVdXZ1NFAAAAQNd1Yohq7969Mk3TnmLQIjwejy6//HLdcsstysjIaLC/uLi4VUJUpmkqISFB0rGf+5KSklr8HgAAAAAAAGg7hKgAoA2MGTMm6pPFgUBAGzdutLEiAAAAoGvKycmJ2vb7/SoqKrKpGrSk3r17684779T5558f9fOXw+GQ1+tt8fs5HA4NGjRI0rFAVUlJSeR7AAAAAAAAdDyEqACgDaSkpOjss8+OWlu1apUsy7KpIgAAAKBrSkpKUlpaWtQaI/06D5fLpQsvvFB33HGHunfvLkmKjY1t8fvU/yzXo0cPZWRkKBwOq7CwMGofAAAAAAAAOhZCVADQRsaOHRu1feTIEe3fv9+magAAAICu68SRfgUFBbbUgdbTvXt33X777brooosiI/daUn2nq379+um73/2uJKmwsFAff/yxnE4n3agAAAAAAAA6IEJUANBG+vfvr9TU1Ki1VatW2VQNAAAA0HWdONJv7969hF46IYfDoa997Wu67rrrWu0ebrdb1157rXJyclRQUKA//OEPqqmpkcPBIzcAAAAAAICOhic6ANBGDMNo0I1qy5Ytqq6utqkiAAAAoGs6sRNVIBCIjGJD55OSktIq160f2zd69Gi9/vrrGjFihObOnavvf//7OnTokILBYNSxpmkqHA4rFApFvsLhsMLhsEzTZAwgAAAAAACAzQhRAUAbGjVqlFwuV2TbNE2tXbvWxooAAACArichIUEZGRlRa4z0Q1OEw2EZhqGXXnpJ3/3ud7VkyRJ1795dkvSXv/xFF154of70pz9p8+bNkWMdDoecTqdcLlfky+l0yul0yuFwREYEAgAAAAAAwB6uUx8CAGgpcXFxGjp0qNavXx9ZW716tSZNmsS4BwAAAKAN5eTkqKSkJLJdUFCgr33tazZWhI6kvmvUW2+9pbfffjuy7nQ6ZRiGtm/frgceeEDSsZF/ycnJSk1NVXp6ujIyMpSZmdngKyMjQ+np6UpKSlJycrINrwoAAAAAAKBrI0QFAG0sNzc3KkRVUVGhnTt3atCgQTZWBQAAAHQt2dnZWrVqVWR73759CofDcjqdNlaFjsbv90uSPB6PAoGAwuGwpGPj3A3DkGVZCgaDKikpUUlJiXbu3Hla1/3HP/6ha6+9ttXqBgAAAAAAQEO0PQGANtazZ0/16NEjam3NmjU2VQMAAAB0TdnZ2VHbwWBQBw8etKcYdDj1o/eCwaDcbrdiY2MVGxsrj8cjl8t10k7D9WP9Ghvt53K55PV6JUmZmZlt9loAAAAAAABwDJ2oAKCNGYah3NxczZs3T0lJSRozZoxGjx5td1kAAABAlxIXF6esrCwVFRVF1vLz89WnTx8bq0JHUd+x7PHHH1dhYaGqqqpUVlam8vJylZeXq6KiQhUVFaqqqlJ1dbVqampUW1srv9+vuro6BYNBBYNBhUIhhcNhmaYp0zQjYwIzMjLsfHkAAAAAAABdEiEqALDB8OHDFR8frwEDBpz0E8oAAAAAWld2dnZUiKqgoECTJ0+2sSJ0NLm5uac8JhwOq6amRtXV1aqsrFRlZWUkbFVeXh4Vvqqurtb+/fsbdC8GAAAAAABA6yNEBQA2cLlcOvvss+0uAwAAAOjScnJytHLlysj2/v37FQqF5HLxuASnxzTNyPeWZUXG/EnHuhAbhiGn06nExEQlJiYSjgIAAAAAAGjHaH8CAAAAAAC6pL59+0aFXsLhsPbv329jRehoHA5H5MvpdEZtH//eqmdZlizLiozvC4fDjY7zAwAAAAAAQNsjRAUAAAAAALokr9er7t27R60VFBTYUwzandYINNV3pzo+eHV8+Kqx4BUAAAAAAADaBiEqAAAAAADQZWVnZ0dtE6JCvdMJNNV3kKrvIkUnKQAAAAAAgI6LEBUAAAAAAOiycnJyorYPHDigQCBgUzVoL3w+n3bt2qXi4mJVV1crFAo1etyJ4/u+Knh1/Bg/glcAAAAAAADtj8vuAgAAAAAAAOzSp08fGYYRCbKYpqn9+/erf//+NlcGOy1ZskQPPPCA+vfvr9jYWAWDQc2ePVu33367wuGwnE6n9uzZo8WLF6tHjx5KSEhQYmKi4uPjFR8fr7i4OMXGxsrr9UaueaqQFQAAAAAAAOxFiAoAAAAAAHRZMTEx6tWrlw4cOBBZy8/PJ0TVxW3dulW7d+9Wfn6+pGPhurPPPluSFAwG5XQ69fHHH+uOO+5Qv3795HA45PV6I8GpuLi4SKCqPmCVmJiopKQkJSUlRb5PTExUQkKCEhISIsGruLg4ORw0jwcAAAAAAGhrhKgAAAAAAECXlp2dHRWiKigosK8YtAv17wfTNCOBpszMTEmKdC3bv3+/JGnfvn0nHfcnSU6nU06nUy6XS263W263Wx6PRzExMYqJiYmErxITE1VTU6Pbb79dN910U2u+PAAAAAAAADSCEBUAAAAAAOjSsrOztXz58sh2YWGh6urqFBMTY2NVsNNZZ52l/v37y+VyqbKyUocOHVK3bt2ijtm1a5ckfWWASjoWxLIsS6FQSLW1tZEQ1okcDodM09QVV1zRMi8CAAAAAAAATUKICgAAAAAAdGl9+vSJBFikY52G9u7dGxnfhq7nhz/8oX7wgx8oEAiorq5OVVVVSk1NlSR5vV5J0s0336wBAwbI7/eruLhYpaWlOnr0qMrLy1VeXq7Kykr5fL5IiOpU6t9/WVlZrffCAAAAAOAEdaGwiqvqdNQXUDBsKWxaCpmmTEtyGJLL4ZDTYcjtNJSeEKNuCTHyuBhBDqBzIkQFAAAAAAC6NLfbrbPOOkv79u2LrBUUFBCi6uIMw4iM3EtKSopal6RLLrlEl1xySYPzQqGQ6urq5Pf75fP5VFVVpYqKClVUVOjo0aMqLS1t8FVWVqbq6mpt376dEBUAAACAFlXlD2pTYaV2FlXpcKVfR6rqVFTpV/G//1lWE2zyNdPiPcpMjFFmoleZSTHKTIxR9ySvzs5K1NCeSUr0ulvhlQBA6yNEBQAAAAAAurzs7OwGISqgOVwul1wul+Lj45Wenn5a55imqWAwqJqaGiUmJrZyhQAAAAA6q/rA1KaDFdp4sEKbDlZoT4mvxe9z1BfQUV9A2w5XNbq/X0a8hvVK1vB/fxGsAtBREKICgA4gFApp9+7d2rt3rw4ePKg9e/Zo5MiRSkxM1Pjx45WSkiLp2IN3h4MWqgAAAEBT5eTkaOnSpZHtQ4cOqba2VrGxsTZWha7C4XBEul4BAAAAwOkKhk2tKjiqhVuKtHRnsXYXt3xgqjn2lPi0p8SneesLI2v9u8XrgoHddMmQLOVmp8nt5PdZANofQlQA0I6Vlpbqn//8p958803t3btXhYWFqq6ujjpmyJAhuuSSS/TAAw+ob9++NlUKAAAAdGxnnXWWXC6XQqFQZG3v3r0aPHiwjVUBAAAAABCtojaoT3YUa9HWIi3efkRV/tCpT2oHdhf7tLvYpxc+K1Ci16WpgzJ18TlZmnx2NyXH0qUKQPtgWJZl2V0EACBaYWGh/vKXv+j111/Xnj17VFtbG9nndDrl8XhUW1urmJgY1dXVSZIGDhyoxx57TNdcc40kybIsGYZhS/0AAABAR/T3v/9d+fn5ke1x48bp8ssvt7EiAAAAAACkSn9Qb689qAWbD+uL/KMKmZ3nV/wuh6FxOWmaNrS7rjy3l5IY+wfARoSoAKCd2bhxo376059q0aJF8vl8cjgcsixL9f+5PvHT8ZLkdrsVDAaVlZWle++9V//xH/9hR+kAAABAh7Z06VItXrw4sp2Zmam77rrLxooAAAAAAF3ZlkOVeunzvXp77UHVBsN2l9Pq4jxOzR7VSzdN6KshPZLsLgdAF0SICgDagfquUX/729/0ve99L9Jd6nhDhw7VxIkTlZ6ertTUVKWmpmrRokVat26dduzYIUmRzlPz58/XZZdd1qavAQAAAOjo9u3bpxdeeCFq7Yc//KHi4+NtqggAAAAA0NXUhcJ6f+NhvbRyr1bvLbO7HNuM7Zuqmyb01bRh3RXjctpdDoAughAVANisPkC1adMmffvb39a6devk8XgUCATkdrt1ySWX6IYbbtB5552ntLQ0JSUlRY3pO3z4sJ566in9/e9/V1FRkSRpwoQJ+utf/6rBgwfb9bIAAACADiccDuuJJ55QMBiMrH3zm9/UkCFDbKwKAAAAANAVlFTX6a+f5uu1VftV6gvYXU67kR7v0bW5vXXLpBxlJMTYXQ6ATo4QFQC0A36/X1dffbXef/99ORwOmaapPn366Hvf+56uu+469e3bNyo4ZZpmJHzlcDgUDAa1YMECzZ49O3LM448/rvvvv19xcXF2vCQAAACgQ3r55Ze1e/fuyPbYsWM1ffp0GysCAAAAAHRmVf6gnluWr+eX71FNoPOP7GuueI9Tt53fT7d9LUeJXrfd5QDopBx2FwAAkObOnasFCxbI7XbLsiylpqbqF7/4hR566CFlZ2dHBagkyeFwyOl0yuE49p9xp9OpmTNn6vbbb1dsbKwk6d1339W6deskHet2BQAAAODUsrOzo7YLCgpsqQMAAAAA0LnVhcL6y/J8Tf6fJfr9xzsJUJ2CLxDW7z7aqcn/s0R//TRfdSH+fQFoeYSoAMBG9eGmefPmybIshcPH/sL32GOP6cYbb5TH42nSde666y4NHTpUkrR27VqtWrUq0rEKAAAAwKnl5OREbZeUlKiqqsqmagAAAAAAnU3YtPSvNQd04W8+0WPvbdFRRvc1yVFfQD9/d4su/M0n+teaAwqbNBIA0HIIUQGAjQzD0P79+/XFF1/IMAyZpqmpU6fq7rvvlnT6HaScTqckadSoUZowYYLi4uJUW1urNWvWqLi4uNXqBwAAADqbHj16NPgwA92oAAAAAAAtYWV+qa74/TL94I31Olhea3c5HdrB8lr94I31uuL3y/RF/lG7ywHQSRCiAgCbxcTEKD8/PxKYmj17tiQpGAw2qYOUaZqSpKlTpyouLk6SlJeXF1kHAAAAcGoOh4ORfgAAAACAFlUTCOm/3tmsa5/9XNuL6HbckrYXVena51bov97ZrJpAyO5yAHRwhKgAwGbr1q1TWlqaHA6H4uPj1bdvX0mS2+1u0nUcjmP/Sb/44osVCBxr/bp169ZIJ6rT7WoFAAAAdHUnhqjy8/PtKQQAAAAA0OGtzC/V5b9bphc/K7C7lE7LsqQXPyvQ5b+jKxWAM0OICgBs1rt3b5WUlMiyLPn9fg0aNEhS80JPpmkqMTFR48aNk3RszN9nn33WovUCAAAAnd2JIaqysjJVVFTYUwwAAAAAoEM6vvvU3qM1dpfTJew9WkNXKgBnhBAVANisd+/eysnJkWVZCofDWrNmjaTmhagcDodqa2vVr18/SVI4HJbX65WkJo0GBAAAALqy7t27R/4eXY+RfgAAAACA00X3Kfsc35VqZX6p3eUA6GAIUQGAzZxOpyZNmiRJ8ng8WrFihaQvx/M1VWxsrFauXKn4+HjNmjVLEyZMaLFaAQAAgK7AMIwG3agIUQEAAAAATsWyLP35k9267jm6T9lt79EaXffc53pm6e5mNS4A0DW57C4AALq62NhYjR07Vq+99poCgYDWr1+vPXv2qF+/fjJNs0lhqvrjf/GLXygxMVHDhg1TWlpaK1YPAAAAdE7Z2dnatm1bZDs/P1+WZdHhFadt3759evPNNxUbG6u4uDglJSVp9uzZrX7f/fv3a9myZerWrZumTJkit9vd6vcEAAAAIPmDYT365ga9va7Q7lLwb5Yl/er9bdp2qEq/umq4vG6n3SUBaOcIUQFAO3DhhRdqyJAhWr9+vbZv36558+bpgQceaPJ16gNXl1xyiTweTwtXCQAAAHQdOTk5UdsVFRUqLy9XamqqTRWho/H5fKqoqFBFRYUktcp7xzRNFRUVaePGjSosLNShQ4cUCAQkSTt37tS2bds0a9Ys9e3bt8XvDQAAAOBLhyv8uvPlPK0/UGF3KWjEW+sOak+JT8/eNEZZSV67ywHQjjHODwDagcGDB+uiiy6SJBUXF+u5555TeXl5s0f61QeoLMuSaZotVicAAADQVXTr1k1xcXFRa/n5+TZVg46otrY2ajs2NrbF7+FwONSjRw8NGzZMtbW1kQBVvaNHj+rFF1/Ue++9p7q6uha/PwAAAABp7b4yzXp6OQGqdm79gXLN/ONyrdtfbncpANoxQlQA0A64XC5df/31Gjx4sCzL0tatW/XYY49FHnI3d1azYRiRIFZZWRmBKgAAAOA0GYah7OzsqLWCggJbakHHVFNTE7V9YiivJfXs2VN33HGHpkyZ0uiHcfLy8jRnzhzt3Lmz1WoAAAAAuqJ/rTmga5/7XEeq+NBCR3Ckqk7XPLtCb645YHcpANopQlQA0E6MHj1a9913X2T7hRde0JNPPqlgMCjDME7rGieGrcLhsPbt26f58+frRz/6kf72t79JkkKhUMsVDgAAAHRSJ470KygoaPYHHND1tEUnquM5nU5NnjxZd955p3r16tVgf2VlpV599VW99dZbDQJeAAAAAJru6cW79IM31isQ4gPsHUkgZOqhN9br6cW77C4FQDtkWDz9A4B25fLLL9eiRYsUDoclSa+++qquu+66Jl2jurpae/bs0RdffKFFixZp+fLlKiwsVEZGho4cOdIaZQMAAACdTklJiZ5++umotXvuuUcZGRk2VYSOZO7cuVq3bl1ke9y4cbr88svb5N6maWrlypX6+OOPG/0QTXx8vC6//HINGTLktD+0AwAAAOAYy7L0vwt36A+EcDq8+y8coAcvPpufiwBEuOwuAAAQ7cknn9RTTz2lQ4cO6frrr9fEiRMVCoXkcp36P9mHDx/Wli1btGzZMi1cuFBffPFF5IG50+lUSUmJ3nvvPU2fPl2maTY65gEAAADAMenp6UpISFB1dXVkraCggBAVTsuJnahac5zfiRwOh8477zwNHjxY77zzjvLz86P2+3w+/fOf/9TgwYN1xRVXKDExsc1qAwAAADoyy7L03wu26Zmle+wuBS3g9x/vUl3I1KPTBhOkAiCJEBUAtDvDhw/XnDlz5PP5lJqa2iDoZFlW1F/k/H6/CgoKtGbNGn300UdavHixCgoKIvtdLpdCoZDcbrf69eunkpISSSJABQAAAJyCYRjKycnRxo0bI2sFBQUaO3asjVWho2jrcX6NSU1N1U033aS1a9fqww8/VF1dXdT+bdu2qaCgQJdeeqlGjRrFLw0AAACAr2BZln71/jY9u4wAVWdSH4gjSAVAIkQFAO2S1+uV1+uNbB8fnKr/Z2lpqbZt26YVK1boww8/1IoVK+Tz+SLHeDwehUIhhcNhpaen66c//akmTZqkAQMGtP0LAgAAADqo7OzsBiGqEz/YADSmpqYmarstO1EdzzAMjR49WgMGDND8+fO1ffv2qP1+v1/z5s3Tpk2bNGPGDKWmptpSJwAAANDePbVoBwGqTuqZpXsU43LqoUvOtrsUADYjRAUA7Vj9yL36X9CEQiHt379f69ev1+LFi/XRRx9py5YtDc6zLCvqE8alpaX65S9/qRtuuEHf+ta3NGbMmMhx/PIHAAAAOLmcnJyobZ/Pp+LiYmVmZtpUETqK9tCJ6nhJSUm69tprtXnzZr3//vsNQl579uzRn/70J1100UXKzc2lezEAAABwnKcX79LvP95ldxloRb//eKdiXA7dM5VmBEBXRogKANqx+ofWFRUV2rVrl1auXKlFixZp2bJlKi0tbXB8QkKChg4dqqysLMXFxal///5atWqV9uzZo127dum3v/2tXnnlFT366KN68MEHCVABAAAAp5CSkqLk5GRVVFRE1vLz8wlR4StZltUgRGVXJ6rjGYahYcOGqV+/flqwYEFUlzVJCgaDWrBggTZv3qyZM2eqW7duNlUKAAAAtB//WnNAv/5w+6kPRIf36w+3q0eyV1eNPsvuUgDYhBAVALRj+/bt07Zt27RkyRItWrRIq1evlmVZDY7r37+/LrroIn3ta1/TOeeco/79+yslJUXSsW5WxcXFeuyxx/Tqq6+quLhYjz76qNLT0/Xtb3+7jV8RAAAA0LEYhqHs7GytX78+slZQUKDx48fbWBXau7q6OpmmGbVmdyeq48XFxemqq67SsGHD9O6776qqqipq//79+/XMM8/oggsu0KRJk+R0Om2qFAAAALDX2n1l+vFbG099IDqNR9/aqH7dEjSqd4rdpQCwgWE19tt4AIDtTNPULbfcog8++EBFRUUN9ns8Ho0bN06XXHKJzj//fJ1zzjnKysqKOiYcDkc97H7yySf16KOPSpIGDhyol19+Wbm5ua37QgAAAIAObt26dZo7d25kOzY2Vg8//DCdXXFSZWVl+v3vfx+19uMf/1gej8emik7O7/dHPrTTmKysLM2ePVs9evRo48oAAAAAex2u8GvW08t1pKrO7lLQxjITY/TOvV9TVpLX7lIAtDGH3QUAABrncDgUCoVUVFQkt9sdWe/Zs6euv/56/elPf9LTTz+thx56SFOmTIkEqI7PxtYHqOrX7rvvPk2bNk0ul0s7d+7UG2+8ERkLSKYWAAAAaFxOTk7Udm1tbaMfdADq1dTURG07nc6on+vaE6/XqxkzZug73/mOUlNTG+wvKirSc889p0WLFikYDNpQIQAAAND2/MGw7nw5jwBVF3Wkqk53vLRa/mDY7lIAtDFCVADQjj3yyCOSjnWUGj16tH70ox/pueee0xNPPKHvfOc7Gj58uOLj46POaezT8IZhyDRNxcbG6hvf+IYyMzMlSR988IHy8vJOeh4AAAAAKTk5uUG4JD8/36Zq0BHU1tZGbcfGxrb7n7mys7N111136bzzzmtQq2VZ+vTTT/XMM89o3759NlUIAAAAtA3LsvTjNzdq/YEKu0uBjdYfKNdP3tpIEwKgiyFEBQDt2IgRI/TQQw/piSee0DPPPKNHH31Ul19+uc466yw5HE37T3j9Q/CLL75YGRkZkqSNGzdq48aNCodJ0gMAAABfJTs7O2q7oKDAljrQMZzYiSouLs6mSprG7Xbr0ksv1a233hr58M3xSktL9cILL2j+/Pmqq+MT+QAAAOicnl22R2+tO2h3GWgH3lx7UM8t22N3GQDakMvuAgAAX+1nP/uZ3G63PB5PZM2yrCZ/irn++D59+kQCWOeff76mTJkSGfsHAAAAoHE5OTlau3ZtZHvv3r0yTbPJH25A19BYJ6qOpFevXrrjjju0bNkyLVu2TKZpRu1ftWqVduzYoRkzZmjAgAE2VQkAAAC0vJX5pfrvBdvsLgPtyK8WbNOo3qkal5NmdykA2gBP+gCgnYuPj48KUEnNH71X33L08ccf16ZNm/TJJ59o7NixZ1wjAAAA0Nmd2Imqrq5Ohw4dsqcYtHsdtRPV8ZxOp6ZMmaI777xTvXr1arC/oqJCr7zyit5+++0GoTEAAACgI6oJhPTwPzeI6W04nmVJD/9zvWoCIbtLAdAGCFEBQBdxfPeqadOmaciQIbIsi1F+AAAAwGlITEyMjMWux0g/nExH70R1vMzMTN1yyy265JJL5HI1bGq/fv16Pf3009qyZYsN1QEAAAAt58kPtmvf0ZpTH4guZ+/RGv36g+12lwGgDRCiAoBO6sRxCyd2rwqHwzIMg1F+AAAAwGk6sRtVfn6+PYWg3etMISpJcjgcmjhxou66664G/zuQJJ/PpzfeeEOvv/66qqqq2r5AAAAA4AytzC/Vi58V2F0G2rEXVxToi/yjdpcBoJURogKATqZ+ZJ/Dcew/8UePHtXhw4dVUlKijz76SBs2bNDBgwcbhKwAAAAAfLUTwyP79u2jsysa1RnG+TUmLS1N3/72tzVjxgzFxMQ02L9161bNmTNH69ati/xsCgAAALR39WP8gK/CWD+ga2jYgxsA0KEZhqFwOKzVq1fr888/1+bNm7VlyxatWrVKgUBAPXv2VGFhoaZOnarJkyfrG9/4hoYMGSLpWPeq+vAVAAAAgGgnhqiCwaAKCwvVu3dvewpCu9XZOlEdzzAMjRkzRgMHDtR7772nHTt2RO33+/2aO3euNm3apBkzZiglJcWeQgEAAIDTxBg/nK76sX7/OXOo3aUAaCWGxcfCAKDDM01ThmHIsiytWrVK7733nhYsWKBdu3apvLw8cpzb7VYoFJLT6VQodCwpn5WVpVtvvVW/+MUvbKoeAAAA6Dj+9Kc/6ciRI5HtqVOn6oILLrCxIrRHv/vd76J+Frvuuus0aNAg+wpqJZZladOmTVqwYEGD7lvSsZ9BL7roIo0bN67BiHkAAACgPViZX6prn/3c7jLQgRiG9Nrt52lcTprdpQBoBbQbAYBOwOFwyDAMLV68WD/5yU/061//Wnl5eSovL496UG2apizLigSoXC6XSktL9fjjj+vuu+/W9u3bJYmRJAAAAMBJnNiNqqCgwJY60L6dGCjqTJ2ojmcYhoYPH667775bw4YNa7A/GAxqwYIFeuGFF1RSUmJDhQAAAMDJhU1LP5272e4y0MFYlvT/5m5S2KRXDdAZMc4PADqB2tpaPf744/rlL38Zte5yuRQOh2UYhmbMmKFBgwapR48eMk1TCxcu1MaNG3Xo0CFJ0vPPP68jR47on//8p5xOpx0vAwAAAGj3cnJy9MUXX0S29+/fr1AoJJeLRyw4JhwOKxAIRK3FxcXZVE3biI+P19VXX61hw4bpvffeU1VVVdT+/fv3689//rMmT56siRMn8jMnAAAA2oW31x3U9qKqUx8InGB7UZXmrjuoq0afZXcpAFoYnagAoAOrn8i6aNEivfjii5IUeRidkpKiuLg4WZYly7I0cOBAPfnkk3rwwQf1gx/8QAsWLNC//vUvXXzxxZKkUCikN998Uy+99JLq6upseT0AAABAe9e3b9+o7VAopAMHDthUDdqj2traBmudtRPViQYNGqS7775bo0ePbrAvHA7r448/1vPPPx/5MA8AAABgl7pQWP+7cIfdZaAD+83CHaoLMdkF6GwIUQFAB2YYhvbv36+bb75ZBw8elNPpVDgc1tixY/XSSy/p0UcfjRw7d+5cVVRUKBwOy7IsmaapCRMm6B//+IdmzpwZOe65557T5s3H2tfWh7QAAAAAHBMbG6vu3btHrTHSD8c7cZSf1HVCVJLk9Xo1c+ZMffvb31ZqamqD/YcPH9Zzzz2njz76KDJqHgAAAGhrr6zcp4PlDT8AAZyug+W1enXlPrvLANDCCFEBQAc3Z84clZWVKTY2VuFwWGPGjNGTTz6p6dOn69FHH1VMTIwkaffu3VqwYIGcTqcMw5DD4ZBpmkpPT9fPf/5z5eTkSJJWrlypBQsWKBgMyjAMO18aAAAA0C7V/9253tGjR22qBO3RiZ2ovF6vHI6u9wguJydHd911lyZMmNDgZ0vLsrR8+XL9+c9/1r59/NIBAAAAbavKH9QfF++yuwx0An9cvEvVdXw4BOhMut4THADoRI4cOaLXX39dDodDtbW16tOnj1599VVNmTIl0kXqlltuiRz/wgsvRHWXqn+QP3LkSF1zzTVKSkpSMBjUihUrtHfv3rZ9MQAAAEAHMWDAAI0aNUpf//rX9eCDD+qqq66yuyS0Iyd2oupKXahO5Ha7ddlll+mWW25Rt27dGuwvLS3VCy+8oPfff1+BQMCGCgEAANAVPbcsX0d9/P0TZ67UF9Bzy/bYXQaAFkSICgA6sPz8/Mindh0Oh+69914NHDhQoVBI4fCxOcz3339/5PgPP/xQa9eujbqGaZqSpCuuuEI9evSQJK1Zs0b79+9vi5cAAAAAdDj9+vXT7NmzNWLECCUlJdldDtqZEztRxcXF2VRJ+3HWWWfpjjvu0AUXXNBoV64vvvhCc+bM0e7du22oDgAAAF1JSXWdnl9O6AUt5/lle1RSXWd3GQBaCCEqAOiA6rtJffbZZ5GwVFZWlr75zW9Kklwul1wulyzL0qBBgzRp0qTIuS+99FLUteofYE+cOFFer1eSdOjQochIkvqQFQAAAADg1OhE1TiXy6WpU6fqjjvuUM+ePRvsr6io0Msvv6y5c+c2CKIBAAAALeWvn+arJhC2uwx0Ir5AWC98mm93GQBaCCEqAOiADMOQdOwhtHQsVJWcnKzMzMyo4+oDVg888EBk7R//+IeKiooaHOd0OjVs2LDI2rJly6LuBQAAAAA4tRMDQISoomVlZenWW2/VJZdcEvmZ9njr1q3TnDlztHXrVhuqAwAAQGdWFwrrtVVM4UDLey1vv+pChPOAzoAQFQB0YPUj9yzL0uDBgxUTExPVOar+gfTVV1+tjIwMSdKRI0c0d+7cqOs4nU7V1dWppKQkspaZmSnLsghRAQAAAEAT0Inq1BwOhyZOnKjvfe976tu3b4P91dXVev311/XGG2+ourrahgoBAADQGS3YdFilvoDdZaATKqkOaMGmw3aXAaAFEKICgA5s3Lhxke9Xr14th8MRGc9XLxQKSZK+973vRdZeeOEFBYNBSccCWJZlqa6uThs3boyc3717dxmGwTg/AAAAAGiCEztRxcXF2VRJ+5eenq7vfOc7mj59ujweT4P9W7Zs0dNPP63169dHxtoDAAAAzfXS53vtLgGd2MsreX8BnQEhKgDowAYMGKCkpCRJkt/v16pVqyQpKvhUH4q66667ImsrV67U8uXLJR0b12cYhubMmaPCwkJJUkpKikaOHBl1PgAAAADg1Bjn1zSGYWjs2LG6++67NXDgwAb7/X6/3n77bb366quqqKiwoUIAAAB0BlsOVSpvb5ndZaATW1VQpq2HKu0uA8AZ4jfjANCB9ezZU+PHj5ckBYNBLV68WJKiRvA5HA6ZpqkePXpoxowZkfWXXnpJ0rExCX/5y1/0s5/9LHJsv379NHr06DZ8JQAAAADQOZw4zo9OVKcnOTlZ119/vb7+9a83GjzbtWuX5syZoy+++IKuVAAAAGgyulChLfA+Azo+QlQA0IFlZGRozJgxkqTy8nJ9+umnKi0tlWEYUQ+V679/8MEHI2uvv/66Fi9erL/+9a/6n//5H9XV1ck0TXk8Hv3iF7+ICmIBAAAAAE4PnaiazzAMjRgxQvfcc4+GDh3aYH8gEND777+vF198UaWlpTZUCAAAgI6o0h/U22sP2l0GuoC31x1UpT9odxkAzgAhKgDowBwOhy677DL1799fkrRmzRq99957kqJH+jmdTknS1KlTI8fW1NTo5ptv1gMPPKDt27fL6XQqNjZWjz76qKZNmxZ1PgAAAADg1CzLahCiohNV08XHx+sb3/iGrr32WiUkJDTYv2/fPv3pT3/S8uXL+dkVAAAAp/T22oOqDYbtLgNdQE0grLkE9oAOjRAVAHRw48aN04UXXihJKioq0rPPPivpy+BUvVAoJEm69957JUler1cHDhyI7A+Hw7ryyisj+x0O/i8CAAAAAJqivsPv8ehE1XyDBw/WPffco3PPPbfBvnA4rI8++kjPP/+8Dh8+bEN1AAAA6CgWbObvi2g7vN+Ajo3fkANABxcbG6trr71W3bt3VygU0meffaZnnnmmwXH1oarbbrtNLpdLfr8/MuZv8ODBeuaZZ/TKK68oIyOjTesHAAAAgM7ixC5UEp2ozpTX69WsWbN00003KSUlpcH+Q4cO6bnnntPHH38c+fAQAAAAUK+iNqgv8o/aXQa6kJX5RxnpB3RghKgAoBOYPHmyvvvd70a2n3jiCc2fPz/qGMMwFA6HFR8fr6uvvlqSNHr0aD388MN6/vnndfvtt0sSoxAAAAAAoJlqamqitp1Op9xut03VdC79+vXTXXfdpfHjxzfYZ5qmli1bpmeeeUb79++3oToAAAC0V5/sKFbItOwuA11IyLT0yY5iu8sA0EwuuwsAAJw5p9OpRx55RP/617+0e/duFRQU6Gc/+5mSk5M1adKkBsc/9thj6tWrly677DKNHTtWqampkX2M8QMAAABal2VZMgzjpNvouE7sRBUbG8ufbQvyeDyaNm2ahg4dqnnz5qmkpCRqf0lJif76179q/PjxuvDCC+XxeGyqFAAAAO3Foq1FbXKfUGWxgiX7FKoqken3SeGQHN4EObzxcqf3lrtbXxkOZyvXUKLA4V0KVRTJDNTKcLnljEuRu1tfebL6yTBa/vc/lhlWqKxQwZL9CteUH3vthiGHN0HO2CS5s/rJndK9xe/7VcI1FQoU7VGo/LDMOp9khmW4vXLGp8iV0l3ujL5yeLytWsOiLUWaOaJnq94DQOswrPpZTgCADu8f//iHnnzySa1fv16S9LWvfU3PPfecBg0a1ODYUCgkl+vUWVp+oQMAAAC0joMHD2rr1q26+OKL7S4FLWTDhg166623ItuZmZm66667bKyo8wqFQlq2bJmWL1/eaEfllJQUzZw5U/369bOhOgAAALQHwbCp0b9YqCp/y499DpbuV+2eNfLv3aC6/ZuOhXW+guH2yttnuBLOvVyx/ce2WKDJMsOq3rhIVavfU/DInpMe54hNUvywqUoa93W5EjOafz/LVN2BrfIXrJN/30bVFW6Xwl89us4Rl6y4AeOVOHq6PN37N/veX8X0V6t6w0JVb1qs4JF8SV8RgTAccnfrK2/fkYo7e4K8vYe1eD1JXpdW/3+XyO2kcQHQ0RCiAoBOJBgM6sMPP9Stt96qwYMH67zzztNNN92kIUOGNHp8/f8FnCokdfjwYe3YsUMXXHBBi9cMAAAAdBaNfQDBNM0G3V4PHjyo66+/Xrt27VJRUZHefvttTZ8+na6wncDKlSu1YMGCyHbfvn11880321dQF3D48GHNmzdPhw4danT/qFGjdNlll8nrbd1PmgMAAKD9+Wx3iW54fmWLXc8M1qnyizdVs225gsV7m30dd0YfpU9/UDE9Bp5RPcGS/Sqe+4SCxQWnfY7hiVXqhbcqcdS0pt2r/LCqvnhbNTs+U7j6aBMr/VLswAlKv+weORNST33wabAsS1Wr31HF8ldl+qubfL4rpYd6fe+5FqnlRK/eNl4T+zc/sAbAHozzA4BOxO12a/r06Xr99dfVo0cPDRz41X8BP1V46tChQ7rvvvs0b948hUIhvfLKK7r22mv55Q4AAADwb6FQSHv27NGKFStUUFCgiooKVVZWatKkSZo1a5bS09MbnNOrVy/1799fq1evlmVZ+s1vfqPevXtr1KhRjYau0HHU1NREbcfFxdlUSdfRvXt33XbbbVqxYoWWLFmiUCi6y8C6deu0a9cuTZ8+XYMHD7apSgAAANhh4ZaWHeVn+spVseyVM75OsGSfDr/0Q6VedJuSxsxs1jX8B7bqyOs/lRWoPfXBx7ECtTq64I8KlR1S6tTvnvZ5dfs2qWrNu00ts4HanZ+rcP9mdfvGT+U965wzupbp96n47f+Wv2DtGdfVGhZtPUKICuiACFEBQCd0fMeo438Jc7JfyJxsPS4uTlu3bo2MRnj88ceVmJioGTNmKBwOy+ls3fndAAAAQHtU33HqyJEj+uMf/6h33nlHu3btks/35fiGv/3tb/rlL3+p//mf/9EVV1whj8cjy7JkmqacTqe+//3v68iRI3r//fe1bNkyvfTSSxo1apR9LwotorY2+hcYsbGxNlXStTgcDk2aNEmDBw/WvHnztG/fvqj91dXVeu211zRkyBBdfvnlSkhIsKlSAAAAtKWlO4vb7F6u1B7y9h4uV1pPOeOSZbi9Mv1VChTtUe2e1QpXnlCLGVbZwmdkON1N7wpVVqgjb/xXowGqmD4jFJszSq6kTJl1NQqW7JNvy5IGXZoqV/5LzoQ0JeXObvJrjWI45Mnqr5izhsiVlCFHXIoMh0NhX7nqCrerdveqBnWa/iodeeM/lXXdL5vdjStcW6WiV3/caBcuw+2VN3uUYnqcLUd8shwx8bLqahT2lStQnK+6g9sa/nm0gk92HJHU+KQYAO0X4/wAoJNqbJRIvaKiIu3du1dpaWny+XwaOXJkg2Pqg1Xr16/X448/rjfeeEOSNGzYMK1Zs0YuFzlcAAAAdF07d+7UNddco/Xr1zfY5/F4FA6HFQ6HlZGRoZ/85Cd64IEHGvwd/Z133tHs2cceWPfs2VOrVq1Sjx492uw1oOX961//0qZNmyLbkyZN0sUXX2xjRV2PZVnKy8vTokWLFAgEGuyPjY3VtGnTNHz48FN2ZwYAAEDHVeUPavjPPmzRa4bKi3Twz7dGtt0ZfRQ//CLFD5ksV+LJOw5ZZljVGxaq7OO/NAw+OV3qeevTcqf1Oq0aLMvU4b//QIFDO6MvE5+qjK//pNHuTmbAr7KPn1f1ugXROxwu9bj5KXkyc0553+oNi1Q6/7f/3jLk7Ttc8cMvVtzACXLEnLwDr+mvVvmn/1DVqnmSomMJrrRe6nnrH2U43ae8//GscFBFr/5EdQe3Rq0bMXFKmXidEsfMkOHyfOU1AkcK5NuyRHX7N6v7Tb9u0v1Pl2FIG356qRK9TXt9AOxFf3gA6KQaexicl5enhx9+WNdff71uueUWjRw5UhMnTtTEiRP19NNPq7y8XFJ0Z6qRI0fq8ccfj4yh2LRpk37/+99HfcoeAAAA6ErKy8v16KOPav369fJ6vZH1mJgY9evXT/Hx8ZHOrSUlJXriiSf0+eefN/g7+syZMzVgwAAZhqHCwkK9++67DUaRoWNhnJ/9DMNQbm6u7r77bg0YMKDB/traWr311lt69dVXVVFRYUOFAAAAaAubCitb7doxfUYo64b/Vs/b5ih5/NVfGaCSJMPhVOKoaep+45NyxMRH7wyHVPbR86d97+r1HzYIUDm8iep+0/+cdDyew+NV+rR7lXhi1ykzpKMLnznte8vhVPzwi9XzzmeVdf3jShh24VcGqI7VlqC0i25X+vQHJEX/TBw6elBVee+c/v3/rWzJ3xoEqFypPdTz1qeVNP6qUwaoJMmTma3UKTcr68Ynm3z/02VZ0uZWfB8CaB2EqACgi/jHP/6h++67T3PmzNGSJUu0ZcsW1dbWKhgM6vPPP9cjjzyia6+9VpWVlVGj/UzTVP/+/fWjH/1IMTExkqS///3vysvLs+ulAAAAALZasWKF3nrrLbndbvn9fnm9Xv3oRz/S+++/r9dff12vvvqqHn744chY7KKiIv3mN79RZeWXD0/r911zzTWKjz/2EH3RokU6ePCgpGPddNDxMM6v/UhOTtYNN9ygK6+8stE/h127dmnOnDlatWoV/3sDAADohDYdbPnAvOGNV9YNv1L3Gx6Xt8+wJp/vycxR2uX3N1iv3bNa4ZpT12uZYVWueKPBetold8qVknXK81On3Cx3Rp+otbr9m+Tft+kkZ3zJ032Aet7+Z2VMf0Du1KZ3UE4YfpESR09vsF696eMmXafu8C5V5c2LWnMmZijrhv+WK6lbk+tq7e60rfE+BNC6CFEBQCcWDoclSS+++KLuuecerVy5UnV1dVF/KQyFQjIMQ6FQSAsXLtQPfvADbd++XdKXv9iRpNtvv125ubmSpA0bNmj+/Pmqqqpqw1cDAAAA2M+yLL3zzrFPyoZCIblcLv3nf/6nHn30UU2ZMkWjR4/WZZddpieeeELf+973Ip2IPvjgAy1fvlzSl39Pl6TJkyere/fukqSNGzdq586dQsdFJ6r2xTAMjRw5UnfffbeGDBnSYH8gEND8+fP1t7/9TaWlpTZUCAAAgNaysRXCK05vgrx9hp/RNeIHT5K7W3b0omWqds/qU55bu2eNQhVFUWvubtmKHzrltO5tON1K/tq3GqxXrZ1/ynP/f/buOz6KOv0D+GdmtqU30ggltISEAKEjEgQEaQoIKEVRRFBQf3ricaKonB3lPPVsiIfYTmyoIEiRzlFDCSUQCJ0Q0nvZNjO/P3K7stkASUiyKZ/363Uvs9+Z+c4zuWWyO/PM8+iCwquVPHU1n/6TAcExPcGSeR7WgsxKz5G7+XNAVRzG/O+YDY1XwE3FVltq431IRLWLSVRERI2YJEnIzMzE22+/jby8PAiCAEVRoKoqBg4ciNdeew0TJkxA+/btYbFYAAA//fQT3n//fQCAKIoQRRGqqiIkJAR33nknmjUrK0u7c+dOJCUlAeBT8kRERETUdAiCgPj4ePvrzp07Y/bs2fDx8bGPmc1mAMDs2bNx2223AQCKioqwfPlyh3ls27ds2RIAkJKSggsXLjgsp4aFlajqJ09PT9xzzz2499574enp6bT8woULWLx4MXbu3OnwMBERERERNVz1uQKQW7ueTmPWvLQbbldyYrvTmFe3EVXat3tEX0gefg5jpcl7oViMVZqnOiR3H+hCOziNV+bYAcB0JRmmi0ccxgxte8C9Q58aia82HE2tv+9DIqoYk6iIiBq5Dz/8EElJSdBoNFBVFX379kV8fDw2b96M559/Hj/88AP++OMP9O7dG6IoIj8/H8uWLcPu3bsBwJ50BQAjR45E69atAZRVozp+/DgA3uAhIiIioqbDarUiOLisTYKqqoiLi4O3t7f9oQQA0Ol0AICoqCiMHz/ePr5x40bIsgxJkuyfoUNCQuDn5wdJklBUVISMjAx7EhY1LLIsO/1/x0pU9UtUVBQee+wxxMbGOi2zWq3YuHEjli5divT0dOeNiYiIiKjBKDRacDar2NVhXFNFbefk4tzrbqOqKkrPHXIad4/sV6V9C6IEt3JJR6rVBFMlWvrVhOocu03R4fVOY16xVUsiq2vnsopRaLTceEUiqjeYREVE1EipqgpVVe1PslutVri5uWHOnDno0aMHFEWxJ0i1atUKr7/+Ovr0KfvgbDKZsHDhQgBlCVKiWPbnIiYmBi1atIAgCCgqKkJiYiKsVqtrDpCIiIiIyAVkWUZgYNlFX0EQ7C2uNRqN07qSJGH48OH2RJr09HTs27fPYS4A8PX1tf+ckZEBrVZbq8dAtaN8Kz+AlajqIzc3N4wZMwb3338/fH19nZanpqZiyZIl2LJlC7/vEhERETVQx1ILXB3CdSkWk9OYoNFddxtrTgqUkjyHMY1fc6eqUpWhb9nJacyYkljleapDrfDY9TfeTlVQcnKXw5jo7gO39r1qLLbaoKpAYj1/PxKRIyZRERE1UoIgwGw248CBA/bXPXv2xNixYwH82arPJi4uDo8//rj99W+//YajR4/an5C33dTp27evvTLV9u3b7RWuiIiIiIiaAr1ej1atWtlfFxUVwWKxVFidVVVVNG/eHLfccot9bPt25/YLtpbZQFlLP0EQ7J+/qeEo38oPYBJVfdauXTvMnj0bvXv3dlqmKAq2b9+OJUuWICUlxQXREREREdHNSE4vdHUI12XNTXUakzz9r7uNKe2005g+rGO19q8Pi3IaM1cwf2PWzLwAAQAASURBVG2w5F5xGpM8b5wIZk4/C6XUMRnJ0KITBFGqsdhqy6l6/n4kIkdMoiIiasT0ej1atmwJ4M8bOBqNxqHFhO1mj06nwz333ONwAfnf//6303rh4eH21xcvXkRGRgbb+RERERFRk9K/f3+EhIRAVVWcPXsWp0+XXWwu/3CBoigAytpi22zbts2+TJIk5OXl4dChspYMV1eBlaT6fyGYHJWvRGUwGBweXKH6R6fTYcSIEZg+fbpDMqNNZmYmli5divXr17PNJhEREVEDklZgdHUI16QqMkqT9zqN60M6XHc7a7Zzcr/GL7RaMWi8A4FyyUeW7MvVmqsqzJkXYM1xPA5Bo4e2WatrbPEn0+UTTmNXJ5GpqorSsweQ/fu/kPrvx3Dxn/fgwttjcemD+5H678eQufJtFB7eALmocq0Da1J6PX4/EpEzXskhImrEFEVBjx497K/PnTsHi8UCnc65LKyqqtBqtXjqqafsY8uXL0daWpp9LgCIj4+3rx8eHs5WI0RERETU5HTv3h2xsbEAgFOnTmHDhg0A4FQ9ypZAM2LECPvY3r17kZGRYV928eJFbN26FaIoQlVV3HHHHXVwBFQbyleiYhWqhqNly5Z49NFHERcXV+FDQnv27MEnn3yCs2fPuiA6IiIiIqqqjELnlnH1RWnyXsjFjok8osGrwhZ7V7PmZziNabyDqhWDIEqQPAMcxuTCLKhy7bazLkpY5zRmCI+FqDXccFtL5gWnMW1wOwCAOeMcrix7Chk/LEDRkQ2wZF2Eai4FFCuU4jxYsi6i5MR25Kz9Fy4vfhg5G5dALsm/+QOqpPr8fiQiZ0yiIiJqxERRRExMDAICyj4MFxUV2ZOgbElRNrYLxZMnT0ZgYCAAICsrC7/88gsAQKPRQJZlHD9+3L6NJEnw86t6v+3yTFYZKbklOJKShwMXcrHvXA52ncnCf09nYdeZLOw7l4MDF3JxJCUPl/NKYbYqN56UiIiIiKiWBAQEYPLkyQCAwsJCfPzxxzh//jw0Gg2APytS2T5jd+zYEd7e3gCA3NxcnD9/HgBw4MAB3HfffbBYLAAALy8vxMTEOMxBDUf5SlTu7u4uioSqQ6PRYPDgwXjkkUcQEhLitDwvLw9ff/01Vq1aBaORT5ITERER1Wf1tfKPajUjd9uXTuOeXYbcsC1d+cQr4H8VpapJ412uEquqQC7XLq8mWbJTUJiw1mncM3ZYpba35qU5jWm8AlB46Hdc+fJpWDIq98CDajWjcP8qXPn8/2C6klypbW5WegGTqIgaEo2rAyAioto1aNAg9O7dG2vXrsXly5fx66+/ol+/fhW2lbBardBoNJg1axZeffVVAMBXX32Fhx9+GAUFBXjvvfewbt066HQ6mM1mjB07FkDZDZ7rtfQrNFpwLLUAyemFSCswIqPQhPQCIzL/99/cEkuVj8vfQ4cgLz2CvAwI8tYjyEuPEG8DIoK90Km5N7wMrJBFRERERLVn8uTJ+OKLL7B161YkJydjypQp+OKLLxAREeHw2dj2GfuOO+7ATz/9BKDsM/aWLVvw7bff4vjx4xBFEYqiYMqUKejTpw9kWWY7vwaIlagah5CQEMyYMQO7d+/G1q1bnSrMHTp0CKdPn8aoUaMQGRnpoiiJiIiI6Hoy62nln9ytX8Ka49g2TzR4wrvvhBtuq5QWOo0JuhtXcLoWQef8fUUpLQA8/as957WoshVZq98BylW60reIhnv73pWaQy7KcRozpRxHzvpPADg+hCRo9JA8/QBBhFycW1aVqoL50v8zD0ETX4HhBlXAblZGYf1M6iOiijGJioiokQsKCsK4cePwxx9/ID8/H99//z0mT56Mbt26ASirSGVLqLLd7HniiSfsSVR79+7FF198gdTUVCxduhSCIMBsNiM0NBR33nmnw3bAnwlTxy7n4+jlfBy7nI+zWcU1flw5xWbkFJuRlOb8xQEA2jbzQEyYDzr/739MrCIiIiKimqTRaLB06VJMmjQJ+/btw549ezB06FBMmjQJEyZMgE6nQ3BwMCRJgtVqdXiI4eOPP7b/bEugGjJkCJ555hkAYAJVA8VKVI2HJEno378/OnbsiN9++w0XL150WF5YWIjvvvsOnTp1wogRI+Dh4eGiSImIiIioIvWxfVpx0k4U7l/pNO43aDokd58bbq9YnI9J0OiqHU9F26oV7KMm5G5eCnO5qk+CRgf/4U9Ueg7FWFRuRED2BscEKkPbHvDpMx76lp3slb1UVYX5yikU7F+FkuPbHdZXrSZkrXwLodPeL0u6qiX1NamPiCrGJCoioiZg/PjxWLt2LX7++WdcunQJTz/9NBYuXIi+ffvab9qIomi/WRMYGIhhw4Zh/fr1AIA5c+bYbwiIooigoCC89dZbiIyMhEVWEH8+B38cT8f25Eycyaz5hKnqOJtVjLNZxVh1ONU+1i7QAwM6BGJodDB6hftDK7GrLRERERFVj6qqCA8Pxw8//IAvvvgCq1atwsGDB7Fo0SIsWrQI7du3h5eXF06fPo3CwrLEf0mSoCiKQ6s+RVHQr18/vPbaa2jfvr2rDodqACtRNT7NmjXDtGnTEB8fj40bN9pbb9okJibi7NmzGDFiBGJiYq5boZmIiIiI6obZqiCn2OzqMByY0k4je827TuPukf3g2fWOyk2iWJ2GajyJSnbex80qPPQ7Cg/85jTuO+gh6Jq1qvQ8zrGpgPy/z+eCCP+hs+DVfaTTdoIgQN88EoGj56Ik8lZkrlr053Yoq0iVs/nfCBw9t9KxVFV2sRlmqwKdhvekiBoCJlERETUBvr6+ePvtt3HixAmcOHEC27dvx7hx4zBnzhwMGDAAMTEx0Ov1SEpKQlpaGi5duoScnLLSqJIkwWT6M0teURRMfnA6DBG34snvDmHLyQwUGmv+g3VtOJNZjDOZxVi26zy8DBoMigzCkKhg3BYRCB83VqkiIiIiosqzJUu0atUKDz30EPLy8nDkyBHIsgxRFHH69Gn7upIkQRAEWK1W+2s/Pz/ExsZi0qRJmD59ukuOgWoWk6gaJ0EQ0Lt3b0RERGD16tU4c+aMw/LS0lL8/PPPOHr0KEaNGgUfnxtXESAiIiKi2pNZVL+q/ljy0pD548tQLY4t3TQBLRAw8i83OXv1k/grfgBArWCs+kqS9yJnw2KncY9OA+Hd466qTaZeOzafWydXmEBVnntkP/jfMRs5a//lGOeJHbDE3QetX/OqxVQFWUUmNPfld0SihoBJVERETUTbtm2xbNkyPP/889i2bRvS0tLwt7/9De7u7ujYsSMyMzMRHByMtLQ0pKSkACj7EC3LMgBA6+6NrmNmICD2dqzKU/HzL8ddeTg3rdBoxarDqVh1OBUaUUDvNv4Y3ikEY7uFwZtt/4iIiIioEhRFQVhYGNLT0+1jV3+Gvno9nU4HHx8fBAcHo2vXrujfv7+9XRgAyLLMNn4NHNv5NW6+vr647777cPjwYaxfvx5Go+NNsOTkZHz88ccYOnQoevTowapURERERC6SXY+SqKyFWchYPh9yca7DuOTVDMH3vgJRX4XvDKLzbX3VWv1jVS3O1boEqebujZSeP4yslW8BquIwbgiPRcCIp6o+4TW+L2v8QuHT795KT+PV9Q4UH90IU8pV97hUBUWHN8Bv4LSqx1VJ2cVmJlERNRBMoiIiakJ69+6NlStXYsuWLfj000+xc+dOFBQU4ODBgwCAS5cuOayvqir823ZB84GTUBLYCRkQkZGjVDR1g2ZVVOw6k41dZ7KxcF0SxsSGYWrf1ogO9XZ1aERERERUj4miiObNmyM9PR16vR4mkwmqqkIQBGi1Wnh6eiIoKAjt27dHt27d0KdPH3Tr1g2hoaFOczGBquFjJarGTxAExMbGon379vj9999x4sQJh+Vmsxlr1qxBYmIi7rrrLvj7+7soUiIiIqKmyyLXbDWl6pKL85D+3Quw5qc7jIsevgie/Do0PkFVmk/U6p3GVGv12xYqFSRgCRXsozqMKSeQ+fNrTvHpW0QjcNwLEDRVT9YStQZUdHfKq9tICGLVvk979bjTMYkKgPHi0SrHVBUWufHdWyNqrJhERUTUxFitVoSEhOCOO+7A/v37oaoqNBqNfRkAQNIgPO5ueHQdjkJDEApcGG9dKzHLWL7vIpbvu4ierf0wtW9rDI8JgV7Dm1pERERE5Gz06NE4dOgQNBoN3NzcEBQUhHbt2qFbt27o3bs3unXrhpYtWzptpyhlF1BFUaxwXlsyFjUcrETVdHh6euLee+/F8ePH8fvvv6O4uNhh+fnz5/HJJ59g0KBB6Nu37zX/nRMRERFRzZMV1ydRyaUFZQlU2SkO46KbN4InvQ6tf1iV5xTdvJzGVLOxgjUrp6JtRbebf7DcdOUUMn5cANXs+JCJLjQCQff8HaLOUK15RTcvIC/NadzQpluV5zKEd0NZK8Q/3yvmtNNQrWYIGl214ruR+vC+JKLKYRIVEVETs3nzZowfP97+WhAEe/KUZ7NQtBzyIKytesEk6FDoqiDrif0XcrH/Qi4CVuswsVdLTL+1DZp51syTGERERETUOIwZMwZr1qzBkCFD0LNnT3Tv3h3h4eFO69mSpgRBgCAIFSZVXJ1YxQSqhkVVVVaiaoKio6PRpk0bbNiwAQkJCQ7LrFYr/vjjDyQmJmL06NEIDg52TZBERERETYxVcW3FH9lYhIzvXoQl87zDuGjwQvCk16ALbF2teSUPX6cxa2FWteaqcFtBhHSTSVTmtDPI+P4lqCbHB0x0we0QPLGK7QvLkTwqqPIqaaBt1qrqc7l5QfIOhFyQ8eegIkMuzqtyhbDKsjKJiqjBYBIVEVET06dPH4fXqqoiLLwdmg+eiuzAbigGn5AtL7vYjI+3nsGXu85jRlxbzOjfBl6GmusNTkREREQNV2xsLPbt2+c0XtWkqav/CwCXL1/G5cuX0bt3byiKwko29ZytlePVWImqaXBzc8OYMWPQqVMnrF69Gvn5+Q7LU1NTsWTJEsTFxSEuLo6tO4mIiIhqmStzVRRjMTK+ewHm9DMO46LeA0GTXoUuuG2159b4OCflW/MzKljzxlRVgVyY7TAmeQVAkKqfOmDOOIf0716AYixyGNcGtUHQpNcgGjyrPTcAaHxDnMZEgycEoXrflSU3L8ckKgBKaSFQS0lUrERF1HAwiYqIqIlp3rw57rjjDmzYsAHdevRC4K3jcdEzCukyb8rcSLFZxvubkvH1ngt4YlB73NenFdv8ERERERGAm0+aysjIQEJCAvbu3YtDhw7h+PHjKC4uxqVLl5hA1QCUb+UHsBJVU9O+fXvMnj0bmzZtQnx8vMMyRVGwbds2HD9+HGPGjEFYWNXbtxARERFR5YguKuqrmEqQ/v2LMKeddhgX9O4ImvgK9CHtb2p+jX8LpzFr7pVqzSXnZwKK1WFMG+A8f2WZM88jffl8KEbH/ibawHAET3oNUgWtCKtK26yl05ggVf9h94ra9qmyudrz3YjkqjcmEVUZk6iIiJqg1994E95dh+KMexSSjCoguzqihiWn2IxXVh/H0v+ew5yhERgbG8YPwERERERN3LWSplRVtVeeuXqd7OxsHD58GPv27cOBAwdw8uRJpKWlobCwEBaLBaIowmq14vDhw+jatSurUdVz5Vv5SZIErZbVa5savV6PkSNHIiYmBqtWrUJ2tuPT/ZmZmVi6dCn69OmDwYMH8z1CREREVAs0LvjeZE+gunLKYVzQuSH43legbx550/uoKAnLlJpUrblMl084jemC21VrLnPWRaQvfwFKaYHDuLZZKwRPfh2Su0+15i1PV8HxKybnh1kqSzEVO42JN9nO8Ho0vIdE1GAwiYqIqInZey4bL20vxEmxI2Bk+dCbcTmvFM/8eBhLtp/Fq2Ni0LtNBT25iYiIiKjJsCVNiaLoVI0qLy8PR44cwd69e3HgwAEkJSUhLS0NBQUFMJvN9ipVQFmyle31ihUr0LVrV6dWcVS/lK9E5e7uDkHgRfKmqlWrVpg1axa2bduGnTt3Ovz7VVUVe/bswcmTJ3HXXXehTZs2LoyUiIiIqPGp6weeFXMpMn5YAHPqSYdxQeeGoHtfhj6sY43sRxPQAqK7D5SSP9tHW3MuQy7Og+ThW6W5jCnHncYMLWOqHJMl+xLSlz8PpSTPKdaaTKACAF1QG4gGT4d2gaqpGHJpYZUrXamqAmtBptO4WIPxlscH8YkaDiZRERE1ESVmK95efxJf7Drv6lAanZPphZj42W48eEs4/jYsEu46/nklIiIiaoquTpoqLCzEkSNHEB8fj/j4eCQlJSE1NRUFBQUwmUxQFMUh0UoQBEiSBFVVIcsyfH190aVLF8TGxgKAvZoV1U/lK1GxlR9pNBrcfvvtiI6OxqpVq5CWluawPDc3F1999RW6d++OoUOHwmAwuChSIiIiosZFK9VdsopiNiLjh787VXYStAYE3bMAhhbRNbYvQRDg1qYbihO3OoyXnNoFr24jKz2PqsgoTd7jOLdGB32rqiVRWXIul7XwK85zGNf4t0DI5DchefhVab4bEUQJhjbdUXJiu8O46XIS3Nv3qtJclozzUM3lqgl7B0EyeN50nNeilVhZmqih4F1eIqImYO+5bPztpyO4kFP90qZ0faoKfLHrPLYkZWDRhK6sSkVERETUxBiNRhw4cACHDx/G3r17cfz4cVy+fBn5+fkwm82QZdmeKGWrNGVLmAJgb98HAO3atcPPP/+Mzp07u/KQqAoqqkRFBAChoaGYMWMGdu3ahW3bttn/zdscPHgQycnJuPPOOxEREeGiKImIiIgajwBPfZ3sR7EYkfHTyzClJDqMC1p9WQJVNSo73Yh71ACnJKrCQ2urlERVmrwXclGOw5hbhz4QtZVP6rfkpiL92+ec5tH4NS+rQOVZswlUNh6dBjolURUnbq5yElXRsc1OY4bwrjcV240EeOhqdX4iqjlMoiIiasRYfaruXcgpYVUqIiIioibop59+wrRp0+Dl5YWioiKHpClbWzdVVe2JUlqtFn379sWAAQPQokULpKamIj4+HgkJCTh37hy6du2KWbNm4bnnnkPLli1deWhUCaxERdcjSRLi4uIQFRWFVatW4dKlSw7LCwsLsXz5csTExGD48OHw8PBwUaREREREDV9gHSRRqVYzMle8BtPFow7jgkaPwPEvwdCqdh6IcWvbA5JPMOT8dPuYJeMcik9sh0fUgBtur8oW5P33W6fxqiRhWfLSkL58vnMClW8ogqe8AY1XQKXnqiq3tj2g8Q2FNe+Kfazk5C6Y089CF9y2UnNYCzJRdGSD07hH5K01FmdFmtVRch8R3Tze2SUiaqRYfcp1rq5K9faELujTpva+NBARERFR/dClSxcoigKj0Vhh0pQoiujbty+GDRuGYcOGoXfv3hXOc+jQISxcuBArVqzA4sWLkZ2djRdffBExMTFQFMWhZSDVH+UrUTGJiirSrFkzTJs2DfHx8di0aRMsFovD8mPHjuHs2bMYPnw4YmJi7OcSIiIiIqo8nUaEv4cOOcXmWplflS3I+Pl1GM8nOIwLGj0CJ7wIt1qsaCSIEnz6TkDO+o8cxnM2LIa+eUdofIKuu33etq9gyTzvMKZvEV3ppC9rQWZZAlVBpsO4xjfkfwlUzSo1T3UJogSfWyche827fw4qMrJ++weCp7wJyd3nutsrFiOyVv0Dqsnx+5sutAPc2vWsjZABlFWh0mn4XZ6ooeC/ViKiRkZVVSzedgaTPtvDBCoXu5BTgkmf7cGn289AVVVXh0NEREREtahLly4AAJPJZE+c6tmzJ+bPn48dO3bAbDbjv//9L1588UV7ApUsyw6tvSwWC7p164YPPvgAf/nLXwAAv/76KxYsWAAATKiox8pXomI7P7oWURTRp08fPPbYY2jb1vlp+ZKSEvz888/47rvvUFBQ4IIIiYiIiBq+IK/aqfqjKjIyf30LxrMHHMYFjQ6B4+fDLTy2VvZ7Nc+ud0AX3M5hTCktQNrXf4Xp8okKt1EsRmSv/wgF+35xXCBK8B86q1L7tRZmI3358w5VsABA8glG8OQ3oPEOrPxB3ASPmMHQl2uVaMm6iLT/PAtT6slrbmfOuoj05fOd2i9CEOE36OHaCNUusJbej0RUOwSVd3WJiBoNo0XGvJ+P4NeEVFeHQuXcHRuGN8d1hkEruToUIiIiIqoljz/+OCRJwvjx43HLLbdAp9M5LJdlGaqqQhTFG1aUys7ORlRUFLKysiCKItauXYuhQ4fWZvh0E77++mucPXvW/nro0KHo16+fCyOihkBVVRw+fBjr16+H0Wh0Wq7X6zF06FB0796dSZREREREVTD1873YkZxV4/MWJW5B9m/vOI2Leg9IN6gCdSP6kA4IGPlkpda15FzGlS+fdqqoBACG1l1gaNMdGu9AKKZiWLIuoThxKxRjodO6foOmw7vPuErtM3vtv1B02LkNnuTVDKKbV6XmuBavbiOq1FLQWpiFK1/8BUpxXrklAvQtO8GtbXdIXoEQRBHWwmwYLxwuqxymyE5z+Q2eAe/eY28m/Bsa0CEQX02vuBo1EdU/bOdHRNRIpOUb8eg3+3E4Jd/VoVAFfkm4jLNZxVgytQeCvQ2uDoeIiIiIasFHHzm2VCifNCVJlUuoV1UVAQEBmDRpEj7//HOUlJTg999/R8+ePeHn51cbodNNYiUqqg5BEBAbG4t27drh999/R1JSksNyk8mE1atX49ixY7jrrrvg7+/vokiJiIiIGpZauwYvOyfhAIBiKoaSce6mphb1HpVeV+sfhqAJLyHjx5ehmh2/ixgvHIHxwpEbzuHd++5KJ1ABgHqNY5cLsyAX3lzCmlyUW6X1NV7NEDzpNaR/90K5RCoVpkvHYLp0rBKzCPC5dVKtJ1ABQLA3K1ERNSRs50dE1AgcupiL0R/9lwlU9dzhlDzc9eF/kXApz9WhEBEREVEtsVqtUBQFACBJEjQazQ2rTpVnKxrer18/e9LUvn377JWOWFS8/ikpcXwC3M3NzUWRUEPk5eWFe++9F/fccw88PJxvnp0/fx6ffPIJdu/ebT+/EBEREdG11VY7v/rE0DIGIVP/AW1g6yptJ2gN8B/2OPwG124Lu9qmCwxH6LT3YGjdtcrbSp7+CLz7OfjG3VcLkTlrCu9HosaElaiIiBq4FQdT8NwvR2G28kJqQ5BRaMK9S3Zj4d2dMa57C1eHQ0REREQ1TKO5+UsttrZdERERkP/3tO+FCxeQnZ3tsJzqD1aiopslCAKio6MRHh6ODRs24PDhww7LrVYrNmzYgMTERIwePRpBQTfXLoaIiIioMQtpIt0gdIGtEfrQv1B05A8UHlwDy3WqYYlu3vDoNBDefcZB49WsDqOsPRqvZgie/DpKTu9D4f7fYLx4pMKWfWUEaIPC4dl5CDxjh0PU1l1iE7uTEDUsgsrHF4mIGqyPtpzGog0nXR0GVdPcOyLx+KD2rg6DiIiIiOqp7OxshISEQJZlCIKANWvWYPjw4a4Oi8qRZRmvvfaaw9jjjz+OZs0ax40Jco3k5GSsXr0aBQUFTstEUURcXBzi4uIq3SaUiIiIqCnZfTYbkz/b4+ow6pw1PwPmtNOw5mdAsRghSBpI7r7QBraGLqQdBKFxN6lSjMUwpSXDmpMKxVgEiCJENy9I7r7Qh3WE5O7jkri+m9kXfdsGuGTfRFR1rERFRNQAqaqKf/5xCh9sOe3qUOgmLNpwEiarjKeHRLCaABERERHZWa1WaDQabNy4EXq9Hmaz2T4GAIqiVLlFINWe8q38AFaiopvXoUMHPPbYY9i0aRPi4+MdlimKgm3btuHEiRMYPXo0wsLCXBQlERERUf0U09zb1SG4hMYnCBqfpluxVDR4wC08FgiPdXUodoIAdGqi70eihopX3IiIGhhVVbFwXRITqBqJf20+jYXrksDCkERERERko9FokJGRgX/+858oKSmBqqrw9/e3J94zgap+Kd/KDwAMBrZroJun1+sxcuRITJs2Df7+/k7LMzIy8MUXX6CoqMgF0RERERHVX14GLdo283B1GERo08wDXgatq8MgoirgVTciogZEVVW8uTYJn24/6+pQqAZ9uv0sE6mIiIiICACQl5eH9evX47777sOBAweg0+kgyzLatWuH22+/nZ8Z66HylagMBgMT3ahGtW7dGrNmzcKtt97qVMW4f//+8PT0dFFkRERERPVXTJhrWrcRXa1zc74PiRoatvMjImpA3t14Ckt2MIGqMfp0+1noNRLmDI1wdShEREREVIdMJhNyc3ORmpqKpKQk7Ny5E+vWrcO5c+cAAGazGQaDAXPmzAEAtoGuh8pXomIrP6oNWq0WQ4YMQXR0NFatWoX09HQEBwejf//+tb5vVVV57iEiIqIGp3OYD1YdTnV1GNTEdWYyH1GDwyQqIqIG4qMtp/GvzWzh15j9a3My9BoRjw9q7+pQiIiIiOgmXSvpwGw2Iy8vD1euXMG5c+eQlJSEY8eOITExEadPn0ZxcTGAsjZeFosFer0eM2bMwLhx4+r6EKiSyleicnNzc1Ek1BQ0b94cM2fOxM6dO9G+fXtIklTj+1AUxaGaGhOoiIiIqCFiJSqqD/g+JGp4mERFRNQArDiYgkUbTro6DKoDizacRKiPAeO6t3B1KERERER0E2xJBxaLBXl5eUhLS8P58+eRlJSEo0ePIjExEWfOnEFBQUGF25tMJnh6emLevHl47rnnmMRQj5WvRMUkKqptkiRhwIABtTa/2WzGhQsXcOrUKezduxeBgYEwGAy4++674ePjA71eX2v7JiIiIqopMc29XR0CNXGCAHTi+5CowWESFRFRPXfoYi6e++Woq8OgOjTvl6NoG+iJ2Ja+rg6FiIiIiKrp5MmTOHXqFE6fPo2jR4/i2LFjOH36NPLy8q67ncFgQKdOnTBixAg8+OCDaNeuHQDnyjBUf5SvRMV2ftRQ5eXlYd++fXj55ZeRmJhoT/LUaDSwWq145ZVXMHHiREyYMAF9+/blOYmIiIjqNS+DFu0CPXAms9jVoVAT1baZB7wMWleHQURVxCQqIqJ6LC3fiEe/OQCzVXF1KFSHzFYFj3y9H7890R/B3gZXh0NERERE1fD111/jjTfeuOF6Op0O4eHhiI6ORufOndGtWzd07twZbdu2dag+xWSF+ouVqKgxKC4uxqOPPorNmzcjOzsbOp0OkiTZz0OCIODKlSt47733sGXLFjz66KN44IEHmDRIRERE9dqADoFMoiKXuS0iyNUhEFE1MImKiKieMlpkPPrNfmQUmlwdCrlARqEJj3x9AN8/0hcGreTqcIiIiIioitq2bQsA0Gq1sFgs9nGNRoPWrVsjKioKXbp0QXR0NNq2bYuwsDAEBAQwIaEBYhIVNXRnz57FCy+8gB9//BEajQaCIMBsNgMoez97eHigsLAQJlPZ9YnDhw/j+eefR2FhIebOnevK0ImIiIiua2h0MJbtOu/qMKiJGhLFJCqihohJVERE9ZCqqnju56M4nJLv6lDIhQ6n5OH5X47inXu6OlQhICIiIqL6b+jQofafw8PDERUVhc6dO6NTp05o164dwsLC0KxZM3h4eLgwSqoJbOdHDVlBQQGeffZZrFixAkBZ61BVVXHrrbdi+PDhmDJlCoqKiuDu7o7PP/8cW7duRWJiIvLy8vDss89CURQ8++yzUFWV31uJiIio3ukV7g8vgwaFRqurQ6EmxtugQa9wf1eHQUTVwCQqIqJ6aMmOs/gl4bKrw6B64OdDl9ExxAuPDGjn6lCIiIiIqApatmyJl19+GaGhoejYsSPCwsIQGBgIT09PV4dGNYyVqKghe/nll7F+/Xr7a39/fwwfPhwfffQRvLy8HNZ9/fXXkZCQgPfeew/ffPMNAGDVqlV48skn+b4nIiKiekkriRgUGYRVh1NdHQo1MYMig6CVRFeHQUTVwH+5RET1zN5z2Vi4LsnVYVA98ua6JOw7l+PqMIiIiIioiubOnYsZM2agf//+aNOmTZUTqFRVrXD86vaA5HqsREUN1aZNm/D111+jqKjIPvb000/jzTffhJeXF6zWPys2KIoCAIiNjcVnn32GBx98EIqiYPfu3Vi5ciUAYPXq1cjIyKjbgyAiIiK6gSFRwa4OgZqgIdF83xE1VEyiIiKqR0rMVsz96Qiuca+EmihVBeb+dBglZpYcJiIiImpIDAaD/edrJURdrfw6ttZYVqsVWVlZSExMxLp167Bw4UIkJCQAAGRZrrmAqcpUVWUlKmqQiouL8fLLLyM7OxuSJAEAHnnkEcyaNQthYWEAAI3mzyYGolh2GVlRFGi1Wrz88suIjIwEACQkJOD48eMYPXo0QkJCsHTp0jo+GiIiIqJruy0iEBqRbYep7mhEAbdFBLo6DCKqJrbzIyKqR95efxIXc0puvCI1ORdySrBo/UksuKuTq0MhIiIiomqwJURdTVVVh3Hbz7IsIz8/H+np6bhw4QJOnTqFY8eO4dixYzh37hzS09Nx7tw5fP7555VKzqLaYzKZnP4/YCUqagj+85//IDExEaqqQpZldOjQAS+++CL8/Pyuu50oilBVFS1atMDgwYNx8uRJZGVl4aWXXrKvM3PmTGRnZ2Pu3LkVnvuIiIiI6pKPmxa92/hj15lsV4dCTUSfNv7wNmhdHQYRVROTqIiI6om957Lxxa7zrg6D6rEvdp/HiJhQ9G7j7+pQiIiIiKgarpU0pSgK8vPzkZGRgYsXLzokTZ06dQqZmZlOc23ZsgUA7BVkyDXKt/IDWImK6r/S0lJs3rwZubm59rH58+fbK1BVVkhICADgyy+/hCzL9nNaz5490aVLFyZQERERUb0xvFMIk6iozgzvFOLqEIjoJjCJioioHrC18SO6Hltbv7VPxcFdxz/hRERERA2NLaFAVVUUFBQgIyMDly5dQnJyMo4dO4ajR4/i5MmTSE9Pd9pOkiTIsgxVVSFJEkpLS1FYWAgvLy9XHAr9T/lWfpIkQavlE8dUv6WlpeHXX3+1vx40aBAGDhxY6e1lWYZGo7EnXSmKYj9HBQcHY9y4cRg+fHgNR01ERERUfWO7heHNtUkotbAdOtUud52EMd2q9nACEdUvvANLRFQPsI0fVRbb+hERERE1PKqqorCwEJmZmfakqcTERHvSVGpq6jW3lSQJiqLYkxamT5+OAQMGICQkhFVe6oHylajc3d35/wvVeytXroTZbIZer4fVakVsbCyCgoIqvb1GU3ZJ2VYRT6PRwGKxQKPRYMCAAXjggQcAlCVXiaJY8wdAREREVEXeBi3GdgvD8n0XXR0KNXJjY8PYyo+ogWMSFRGRi7GNH1UV2/oRERERNRxWqxWff/45Tp06hSNHjiApKQkpKSk33C4kJAQBAQFIT09Hbm4uBEGAxWLB1q1bERUVhYkTJ0IURciyzJZ+LlS+EhVb+VF9ZmspaktsslqtkGUZvXv3hsFgcGo5ej3nzp2zV82zWq0AgE6dOmHatGkIDQ2Fqqr2/djmtVqt0Gg0PG8RERGRS0zt25pJVFTrpvZt7eoQiOgmMYmKiMiFZEXFSysTXR0GNTCqCry48hh+fzIOksin3ImIiIjqM41Gg3/84x84ffr0ddcLCQlBZGQkYmJiEBMTg9atW8Pb2xu+vr5wc3PDTz/9hBUrVmDfvn14/vnnsWHDBixbtgyBgYF1dCRUkYoqURHVV7YEqTNnzgAoq3Tn6emJqKioKs+VnJyMQ4cOAShLkgoICMDdd9+NESNGVLhfRVGwdOlS7NixA5GRkYiIiMDEiRNv4miIiIiIqiY61Bs9W/th/4VcV4dCjVSvcD9EhXq7OgwiuklMoiIicqFfEy7jZHqhq8OgBuhkeiFWJlzGuO4tXB0KEREREd3A4MGDnZKogoKCEBERYU+aioiIQKtWrRAUFARvb2+nFlhz587FI488glmzZuGnn37C77//jkceeQTffPMNPDw86vJw6CqsREUNia29Xps2bQAAsiyjsLAQaWlp6NKlS6WrUJnNZnzxxRfIzs6GIAgQBAH9+/fHtGnTHPZztd27d2PFihXYuHEj9Ho9AGDBggV4+umncfvtt6Ndu3ZshUlERES1bmrf1kyiolpzfx9WoSJqDJhERUTkIiarjH/+ccrVYVAD9s4fpzCqSyj0GrZBICIiIqrPhg8fjiVLlqB///7o2LEjOnfujIiICLRu3RpBQUHw8fGpsLWVqqoAyqq4qKoKHx8ffP7557hy5Qq2b9+OlStXYunSpXjyySfr+pDof8pXomISFdVntsSmoKAg+5iqqjh27BjuuOOOSrfz+/XXX/Hdd9/Zt4+KisKDDz6IVq1aOezHxmg04uTJk9ixYwd8fX2Rl5cHADh16hRmz56Nfv36Ydy4cZg6dSqr6xEREVGtGh4TgoDVOmQXm10dCjUyzTx1GB4T4uowiKgGMImKiMhF/rP3Ii7nld54RaJruJxXim/3XsRDt7ZxdShEREREdB0jR47Eb7/9hjZt2iA4OBi+vr7XTJq6OoGh/M9WqxVubm549NFHcfz4cWRlZeGHH37AsGHDEBkZWekECKo55StRsZ0fNQSDBg1Cu3btcO7cOaiqiq+//hr33nsvWrSouNKx7dyiKAqOHDmC559/3r7Mz88Po0ePxtixYx3WvZrBYMD06dPRtWtXXLp0CQcOHMCHH36I4uJiWK1W7Nq1C0ePHsW+ffvw1FNPoU+fPk6JWEREREQ1Qa+RMLFXS3y89YyrQ6FGZmLPlnzgnaiR4LdRIiIXKDRa8OGW0zdekegGPtxyGkUmq6vDICIiIqLr0Ol0GDVqFKKjoxEQEGBPoLJVmrK5UQKUbbu4uDh07NgRAHDs2DHs2rWrUttTzWM7P2poVFVFYGAgBg0aBEVRAABJSUlYtmwZCgsLHdaVZdnh9datW/HCCy/g7Nmz9jZ+ffv2xUMPPQSgrI3f9c5DPXr0wNixY/Hqq6/i3LlzmD9/Pnr27AkvLy8UFhbihx9+wF/+8hesX7++ho+aiIiI6E/Tb20Ddx2TXajmeOgkPuxO1IgwiYqIyAU+23EOOSwXSzUgu9iMz3acdXUYRERERFQJVU2aKs+2fosWLRAeHg5JklBQUICkpCSnZB6qG+Xb+bESFdV3giBAo9Hg5Zdfxu233w5BEGAymfDyyy/jtddeQ1paGiwWC4A/EzcFQcCaNWswd+5c/P777wDKzmcdOnTA1KlT0aFDBwDObfzKs50DZVmGr68vFixYgMWLF+O+++5Dy5YtAQDx8fGYMmUKVq5cWSvHT0RERNTMU48Z/du6OgxqRGbEtUUzT72rwyCiGsJ2fkREdSyryIR//5dJL1Rz/r3jLKb2bc0P6URERET1XE1UipJlGZIkwcvLy14lJiUlBcXFxayC5AKsREUNwdXt+GyJTqGhoZgxYwaSkpJw+fJlKIqCRYsWYf369Zg4cSICAwPRvn17HDt2DGvXrsWWLVtgNBohiiIURYG3tzdGjRqFCRMmOOyjMjFIkmSPpXv37nj33XfRvn17zJs3D1arFfn5+fjrX/+Kdu3aISYmpk5+R0RERNS0zIxrg2/2XuDD7nTTAjx0mBnHpDyixoRJVEREdezznedQYpZvvCJRJRWbZSzbeQ5zh3V0dShEREREVMtslVx0Op19LC0tDc2aNbthEgPVPFaiovrMlnSZk5MDf39/p0pREydORFRUFKZPn46DBw9CEAQcOXIER44cgSAI0Gq1MJv/vLGo0WhgtZa1k+/duzemT58OjUbjkJxlU1JSguzsbBQVFaFZs2bw8PCAu7u7fT3buUxRFOj1esyZMwfNmzfHzJkzUVJSgjNnzuDrr7/GW2+9VZu/IiIiImqivAxaPDGoPV5ZfdzVoVAD98Sg9vDUM+WCqDFhOz8iojpkssr4Pv6Sq8OgRuj7/ZdgsjI5j4iIiKix02g0uHjxIpYvXw6NpuxCbV5eHoCaqXRFlWe1Wu1tz2xYiYrqC1VV7e34Jk2ahCVLlgAoS1qyLVcUBV26dMH+/fvxwQcfoHv37oiIiABQ1srPbDajZ8+eiI2Nddi2bdu2uO+++9CpUycAZW38bJXxLl++jO+++w5Dhw5FVFQU4uLi0L59e9x///14+umnsXv3bvv8tuQrWZahqiruvPNO3HLLLfYEq19++YWtSomIiKjW3NenFcJ8+fmdqq+Fnxum9Gnl6jCIqIYxiYqIqA6tO5aGbJaHpVqQVWTGumNprg6DiIiIiGqYLMv25ARVVZGYmIhnnnkGGRkZ9kSDMWPG2H+mulNRcgcrUVF9YUt4eu+997Bp0yb85z//QVpamr0SlCAIEEXRXlnq8ccfx+rVq/Htt9/it99+w5dffomtW7fi559/tidsKooCDw8PDB8+HBMnTrSP2Vr0FRQUYNq0aZg1axZ2796N0tJSFBYWorCwEL/++isWL16MAQMG4IEHHkBqaqo9FkmSIAgCPD098eCDD0IURQiCgNOnTyM5Obmuf3VERETUROg1EuYMjXB1GNSAzRkSAb1GcnUYRFTDmERFRFSHvt5zwdUhUCP2zV6+v4iIiIgaOlmWYbVa7UlRkiTZq8msW7cOL7zwAlasWGFf19PTE8OHD2cVKhco38oPAAwGgwsiIXImSRLS0tIwZ84cAMB///tfPPXUUzh79qzDehqNBqqqQlVVBAcHo3v37hg1ahQmT56MAQMG4LPPPsP+/fvt55gePXpg+vTpMBgM9kpStmSohx9+GJs2bXJIMLQlc4miCJPJBFmW8c0336BTp0744IMP7OvakkXbtm0Lg8EArVYLrVaLjIwMp2Nj0igRERHVlLGxYYgM9nJ1GNQAdQzxwpjYMFeHQUS1gElURER15PiVAuy/kOvqMKgRiz+fixNXClwdBhERERFVgS1pypZoIEkSNBoNBEFAdnY2fv75Z8yYMQPh4eEYNWoUVq5cCUmSoNPpAAD/93//hx49erjyEJqs8pWoDAaDPZmEqD4ICQnBAw88YH+9fv16/Pvf/0ZmZqbDeoIg2JOkbOeiwsJCfP/991i4cCGAssSl1q1bY/LkyejevTsAxzZ+n3/+OVasWAFBEOzVrSZOnIj3338fH374IWbPno2+ffva95mfn4+nnnoKY8aMwYEDB+zJomfPnkVJSQnMZjMsFgsCAgKcjssW686dO2/+l0RERERNmiQKeGVMJ1eHQQ2MIACvjI6BJPJhJqLGSOPqAIiImgpWoaK68PWeC3jj7s6uDoOIiIiIrsHW+spWvcWWOAAABQUF2L59O9auXYuNGzc6tbESBAGqqtpb/M2YMQOvvvoqE3dcpHwlKrbyo/pEVVUIgoCXX34ZALBixQoUFBRg4cKFSE5Oxssvv4yOHTvazx8WiwVardb++ssvv8RHH30Ei8UCAPDy8sK4ceMwZcoUAGXnMkEQIEkSjEYj5s+fb99vUFAQHnzwQbz11lv2eIqKipCVlYX169fjlVdewZUrVwAAGzduxI4dO/DKK69gypQp+PXXX+3num7dusHX17fC48vKysJTTz0FRVHw+eefIzY2tsZ/h0RERNQ09GkTgGn9wvHFrvOuDoUaiGm3hKN3G39Xh0FEtYRX2YiI6kCB0YJfD112dRjUBPyacBkFRourwyAiIiKiaxBFERqNBqIooqSkBOvWrcNTTz2F6Oho+Pr6YvTo0fjkk0+QnJxsX/fqRCt/f38MHz4cK1aswJIlSyCKIltbuUj5SlRubm4uioTIma1aU+vWrfHUU08hLi7OvmzFihUYOHAgXn/9dWzbtg1paWnQarVQVRX79u3Dk08+iblz5+LkyZP2bUaOHImHHnoIXl5eUFUVoija9/H1118jPT0dOp0OgiCgR48e+Mtf/gIAMJvNAABPT0+Eh4fj0UcfxfHjxzFr1iz73CaTCc8++yxuu+027Nixw35OCwkJQVBQUIXH5+/vD7PZjISEBHTv3h3vv/9+zf3yiIiIqMn527BItPbnQxF0Y6393TF3WKSrwyCiWsRKVEREdeDXQ5dRapFdHQY1ASVmGSsPXcbUW8JdHQoRERERVSAvLw/z5s1DfHw8Dh065LDMVtVFVVUoimJPJHB3d0dQUBA6d+6MAQMGYMiQIYiJiXHYjuoeK1FRQ9GtWzcsX74cc+fOxb///W8AZZWcFixYgLZt28JsNiMiIgIZGRm4cOECCgsLAQA6nQ5msxnDhw/HE088YT/v2M45tmpXpaWl9tZ+qqpi1KhRCA0Nhaqq9tajNoqiwMfHBx9//DEmTZqEGTNm4PTp0wDKWvnZzoOyLGPq1Knw8PCwV++72vr163Hs2DEYDAYYjUakpKRAlmWHpFMiIiKiynLXafD2hC6YuGSPq0OhekwQgEUTusJdxxQLosaM/8KJiOrAusQ0V4dATci6xDQmURERERHVU+7u7liyZAmAaydNubm5wd/fH61atUKXLl3Qu3dv9OrVC5GRkWzdV4+wEhU1JD4+PliyZAmGDx+Oxx9/HOnp6RAEAWfPngUApKSkACg7L9kSk1RVRceOHfHZZ58hLCwMwJ+JU7Z1bdsqigKdTgdJkhAdHX3NOERRtLcCHDBgAE6dOoW//vWv+Oc//wkA0Gg0sFgsGDBgACZNmmTfxsa2/+zsbLi5ucFqtQIAAgMDmUBFREREN4Vt/ehG2MaPqGlgEhURUS3LL7Vg37kcV4dBTcjeczkoMFrgbdC6OhQiIiIiKken06Fv377Ys2ePPYHKYDDAz88PLVu2ROfOndGrVy/06tULUVFR0GodP9PZEq1Yfcr1mERFDdG4ceMwfPhw/P3vf8ePP/6IgoIC5Obm2perqgqj0QitVot58+Zh8uTJCAsLs1eDqujc06dPHwCA1WqFoijYsGEDBg4cCFmWodE4X362JUVZrVZoNBrceuut+OGHH5CamgqLxQJBEPDWW28BwDWrS+3bt8/+b1Cr1WLs2LH2+Hl+JCIiour627BIbEnKwIWckhuvTE0K2/gRNR1MoiIiqmXbTmXCqqiuDoOaEKuiYtupTNzVpbmrQyEiIiKiCowcORLx8fHo06cPIiMj7ZWmoqOjodfrHda1VamyJS8wOaD+YDs/aqjc3d3x9ttv44EHHsDOnTuRnJyMzZs3IyAgAKqqYvjw4bjllltw66232re5XhW8W265BW3atMHFixchCALWrVuHxx9/3F69qqJ2fLYEqp07d+KNN95ASkqKfZ1nn33WnphVPoFKEARkZWUhPj7eHldUVJRTdSwiIiKi6rC19Zv02R6ovK1D/8M2fkRNC/+lExHVso0n0utkP9aCTFiyLsJamAXFWAzIVogGT4gGD2gDWkIb2BqCWLul7a0FWTCnnYY1Px2KuRSCRgvJ3RfawNbQBbeFINR86xFVkWHNTYUl6xLkkryyYxcEiAZPSG7e0Aa3hdY3pMb3W99tPJ7OJCoiIiKiemrGjBkYPHgwYmNjnRJvKkqaslWsslEUBcD1kxqo9rESFTV0MTExiImJAQCYTCZIkgRJkqqUiKSqKkJCQjB06FB7q9KEhARMmDABCxcuxG233QZRFO0Vpcxms73tX1ZWFp544gkcPXrU3uava9eu+Otf/3rdfSqKguLiYvvP7u7u6NChQzV/C0RERESO+rQJwLzhHfHm2iRXh0L1xHPDO7KNH1ETwiQqIqJaZJEVbDmZUTtzZ19C6dmDMF44AtOlY1BMxdddX9AaYGjVGZ7dRsCtXc8aS2hSFRlFRzei8MAaWDLOXnM90c0bHjGD4N37bmi8mlV/f6oCU8oJGM8nwHjxKEypJwHZct1tRHcfuLfvA6/uo6ALaVftfQPAhYV33tT2V2s2ei48om+rsfmutuVkBiyyAq3EG2tERERE9U1ISAhCQsoS/W1JU4Ig2BOnKmpddXVSQ0XJUxVVeqHaxUpU1FgoigK9Xu/QCq+ybfFsyZ4ffPAB8vLy8MMPPwAoS6SaN28e7rrrLjz00EMIDQ0FUNbS1GKx4P3338fPP/+Mw4cPQ6/Xw2QyAQAWLlwIf/+Kb1DZYjp27BiOHTsGQRCgqqq9ld+1Wv8RERERVdUjcW2RdKUQvyRcdnUo5GLjuoVhZlxbV4dBRHWISVRERLUo/nwOCo3WGptPsZhQsO9nlCT9F5bMC1XaVrUYUXomHqVn4qFt1goBo56GPvTmntS0ZF1C5sq3YMk8f8N1ldICFMavRNHhDfAb/DC8YodXbV95aSjc9ytKTu2CXJRTpW2VknwUHdmAoiMb4NahLwKGPQ7J069KczQ0BUYr4s/noF+76iesEREREVHtsSUDVJQ0dXXygqIoSE9PR1paGrKzs2E2m2EymZCSkoKIiAj06tULBoMB7u7uTKSqY6xERY2F7bxxddJUVapRybIMrVaLv//97wgICMAPP/yA7Oxs7N27F4mJiXjnnXcwduxYFBQUwGKx4MSJE0hOTrZvb6uu9+STT2LYsGHX3I8tpv3790Oj0UAURaiqCj+/su/3lUmg4nmSiIiIKkMQBLw5rjPOZhXhcEq+q8MhF+nawhdv3N2ZLaOJmhgmURER1aI/jtdsKz+lOA/5O/5z0/NYsi4i7eu/wu/2GfDucVe15jCmnEDGDy9BNZfeeOWrqOZS5Kz7ENbcK/Ab9FCltzNdPIbCg6urGqaT0uQ9SL2UiMAJL8HQIuqm56vPNp7IYBIVERERUT11vYuwtmW7d+/Gvn37sHfvXpw5cwaXLl1CWlqafT1/f3/k5eVh0qRJGD16NO65555aj5vKqKrqlETFSlTUVNmSlzp27IhnnnkGkZGRWLNmDf744w8UFRUBAJYtW+a0nSiK0Gg0MJvNiIiIwLx58667H1sC1JUrV2C1/vnA2m23lVV4vl71LNsyWwLVp59+ijvvvBNhYWFVP2AiIiJqEgxaCZ/e3xOjP/ovMgpNrg6H6liQlx5LpvaAQctKp0RNDZOoiIhq0fbkzDrbl8YvFIaWnaHxbw7J3QeC1gDFWAhz+lmUnj0AuaBcLIqM3D8+hSBpq14VKjcVGT/+vcIEKn2rLnBrEwuNdxAUUwksWRdRfHwrFGORw3oFe1dA8vSHd68xVT5WB4IIXXA76FtEQ+PdDKK7LwRRhFycB1PqSZSeiXeKUzEWIuPHBQie9PpNV+MSPXwheVSvqpVo8Lypfd/ItlMZAKJrdR9EREREVDOuvvl/8OBBLFu2DGvWrMH58+cd1hMEwV6BJScnB6Io4ttvv8W3336LTZs24S9/+QuioqIq3YqLqsdoNEJVVYcxVqIiAtq2bYvZs2dj8ODBSEhIwNKlS5GVlYWMjAzodDp0794dubm5OHr0KAoLC2E2mwEAb775pr3N6bWIooiioiKsWbPGPnbbbbchJCSk0ue8ffv24T//+Q8++OADPPnkk3jvvfcwe/bsmztoIiIiarRCfAz49P4emPjZHpitiqvDoTqi04hYMrUngr0Nrg6FiFyASVRERLWk0GjBmcziWt2HtlkreHS+HR7Rt0Hjde2KQ6oio+jIH8jdvNQpoSjnj8UwtOoMrX/lnr5UVQVZqxZBNTkem+Thh2Z3P19hdSffgdOQu/nfKEpY5zCeu2UZDK27QBfUplL7/pMAQ+vO8Og8BO4d+kLUX/uJb8VYhLydy1EYvwrAnzc5VFMJsn77B5o//CEESVvF/f/JK3YEfOPuq/b2telsVjEKjRZ4Gap/fERERERUN2w3/z/55BO8+OKLyMmpuIW1qqqwWCwOY7aWVp999hnOnDmDr776Cs2bN2ciVS0qX4UKYCUqIqDsHKXVahETE4OYmBjcf//9OHPmjL3taElJCZ5//nns2bPHvs3DDz+Mu+++u1Lznzt3zt4GVZZluLu7Q6/XX/NcZ6teZbVasWPHDjzyyCO4cOECBEGAxWLB448/jkOHDuHTTz/l+ZKIiIgq1K2VHxbe3Rlzfjzs6lCojrw1rjNiW/q6OgwichEmURER1ZJjqQW1Nre+VRf49p8CQ6uYSq0viBK8YodD3zwS6f+ZB+XqBCjZitxN/0bQPQsqNVfR4Q0wX0l2GBMNXgiZ+g9ofIMr3EbUGRAw/AkIWj0K41f+uUCxIuePTxFy38JK7RuiBI9Og+DTbyK0fqGV28TgCf/bZ0IX1BbZa97D1YlU1pzLKNz/G7z7jKvc/hsYVQUSUwvQt22Aq0MhIiIiohswmUz429/+hg8++ACCIMBgMMBsNkNRFPj6+qJ169Zo06YN/P39AQBeXl4oKirC2rVrkZWVZa/msnXrVsycORNr1qxhQkAtKikpcXit0Wig1fLhBaKrzzu2BKZ27drZx9588018//33UBQFiqKgZcuWeOmll244r22uvLw8JCf/eU1i8ODB0Ov19uXliaKI/Px8vPbaa/jmm2+Qnp4OnU4HWZbh5+eHO+64A0899RTPl0RERHRd47q3wJV8IxZtOOnqUKiWzR0Wibu7tXB1GETkQkyiIiKqJccu59f4nILBA8FT3oShVedqba8LagP/EU8i69c3HcZLzx6AXJIPyd3nuturioyC3T86jfsPffSaCVRX8xs4DcZzh2DJumgfM106BuPFYzdMCNOFtEfzmYsrnTxVnmfn22G+kozCg6sdxouObW60SVRA2fuQSVRERERE9ZetWtQXX3yBpUuX2seMRiNEUcTo0aMxbNgwdO3aFa1atUJgYCD0ej2AssQri8WC//znP3j77bft1VXWrl2LNWvWYNSoUa48tEatfCUqtvIjcnZ1UpPtXNenTx9YrVYoSlk7nIULF6Jly5aVnuu3334DAGi1Wnh6eiIqKuqa+wKAhIQEPPfcc1i/fr19udVqhU6nwzvvvIORI0ciKCjomklYRERERDaPD2oPk1XGvzafdnUoVEueHNwBjw9s7+owiMjF+M2QiKiWHK2FJCrJ4FntBCobj463QhsY7jioKig9e+CG25aePQhrfrrDmDYwHB6dBlZq34KkhU9/59Z3hYd+v+G2uqDwaidQ2fj0nwwIjn/6LJnnYS3IvKl567PaeB8SERERUc0RBAFnz57Fyy+/jJKSEkiSBFEUMWjQIPzyyy/45ptvMHv2bPTr1w8tWrSwJ1DJsgy9Xg9PT088+uij+Oabb9CrVy/IsgwA+PLLL3H58mUAZQkFVLPKV6JiKz+i67MlNY0fPx4pKSmIi4vDyJEjMXHixEptb0u6KiwsBFCWCFVUVISwsLBr7uv999/HAw88gPXr10MURUiSBAC4++678d1332HatGkICgoCACZQERERUaU8PSQCjw5o6+owqBY8OqAtnh7SwdVhEFE9wEpURES1pDYqUdUUt3Y9Yck87zBmzUu74XYlJ7Y7jXl1G1GlfbtH9IXk4Qe5ONc+Vpq8F4rFCFFrqNJcVSW5+0AX2gHmVMeSu9a8NGi8A2t1365yNLX+vg+JiIiIqMxHH32EtLQ0aLVaWCwW9O3bF++//z5iYv6s1mpLhLIlB9iSAWzjt9xyC1544QXcc889MBqNiI+Px5EjRxAWFsY2VbWAlaiIqkeWZYSEhGDbtm0oKiqqdPKSKIpQVRUbNmwAUHbu69+/P7p27Wpfx1aB6vDhw/j222+xaNEiAGXnS1mWERoaihEjRuCjjz6yJ6ReqwKVqqpQVRWiKLJKFREREdkJgoB5wzsCAD7dftbF0VBNeXRAW8wb3pHfnYkIACtRERHVikKjBWezil0dxjVVlDB0dVJTRVRVRem5Q07j7pH9qrRvQZTg1qGP49xWE0wXj1VpnuqqzrE3ZOeyilFotLg6DCIiIiKqgO0m/c6dOwEAFosFkZGR+PLLLxETE2OvvAKUXayv6ILu1eO33XYb+vfvDwC4dOkSjhw5wipUtYSVqIiqx5bQBACenp5V2nb79u0oKCiARqOBIAho27YtSktLYbVaAZS1OD148CAmTZqE999/376dLMto2bIlPvnkE7z33nvQ6/X28+vVyVG2uICyc6soijCZTNU+ViIiImqcbIlUTw5m27fG4MnBHZhARUQOmERFRFQLjqUWuDqE61IszhcBBY3uuttYc1KglOQ5jGn8mkPy8Kvy/vUtOzmNGVMSqzxPdagVHru+TvbtCqoKJNbz9yMRERFRUyUIAvbu3YuUlBR7G7/x48ejQ4cOMJvNVa584unpiS5dusBgMEBRFKSkpKCggJ8FawMrURFVn62SXmXZEp4URUFeXh5kWYaqqmjfvj3c3Nyg0ZQ1W1iwYAEmT56MkydPOiSQ3n///fj1118xevRoe+LW1edX2/wmkwkXLlzAG2+8gREjRiAuLg5RUVGYOHEiJkyYgN9//x0ZGRlMTiUiImqiVFW1J10LgoA5QyMx945IF0dFN2PuHZGYMzSCCVRE5IDt/IiIakFyeqGrQ7gua26q05jk6X/dbUxpp53G9GEdq7V/fViU05i5gvlrgyX3itOY5Fn1RLCG5FR6Ifq2DXB1GERERERUAR8fH6Smln0+d3Nzw9SpUwEAOt31H3Ioz9ZuKiwszF6V5fLlyw6VVajmMImKqO7YEp5++eUXyLIMQRDg6+uL4cOHAwD27NmDxYsX46uvvrKva7FY4OvrixdeeAEzZsyAt7e307xXt+nLysrC448/jj179uDSpUsO650/fx4A8PPPPyMuLg4TJ07E+PHjERwcXFuHTERERPWI7TODIAj2ZPDc3Fz4+flh1oA2CPUxYN4vR2G2KjeYieoLnUbEW+M64+5uLVwdChHVQ0yiIiKqBWkFRleHcE2qIqM0ea/TuD6kw3W3s2anOI1p/EKrFYPGOxAQJUD584aOJftyteaqCnPmBVhzHI9D0Oihbdaq+nOmn0XOxs9gSk2CXJAJubQQgqSBaPCC5O4DXUg7GFrGwNCmGyR3n5s9hGpJr8fvRyIiIqKmTpZlGAwGGI1GqKpa4Y3+yrBVRgkODrYnUZ0/fx7+/v4OiQJUM8onUbGdH1HtKigoQHp6uv21r68vNBoNfvrpJ7z00ktISkoCAHsVgeHDh+ORRx7B2LFjrzmn7by4dOlSfPnll9i1axckSbLPYTuviqJor1a1Y8cOHDhwAJs2bcITTzyB2267jedXIiKiRkqWZUiSBJPJhJSUFCxevBhHjx5FZmYmSkpK0L59ewQEBGDs2LH49J5YPLv6LDIK2Qq4vgvy0mPJ1J6Ibenr6lCIqJ5iEhURUS2ozx+US5P3Qi7OdRgTDV4Vtti7mjU/w2lM4x1UrRgEUYLkGQC54M855cIsqLIVglR7f5qKEtY5jRnCYyFqDdWes/S0c0KaKlsgm0shF2TAnJaMooR1EDQ6eMQMhnef8dBWM/msuurz+5GIiIioqdPr9QgPD0dSUhKCgoJw5swZhIaGVjnxyfZE9MaNG+1jRmNZMj1v8Ne8kpISh9esREVUu7y9vXHs2DEAZclNZrMZv/zyC1577TWYzWZotVpYLBYEBgZiyJAh+OSTT+Dh4QEA1z2frlixAs8++yzy8/MhCIK90lVcXBx69uyJli1bQhRF7Nq1C5s2bYLRaERRURF++eUXnDt3DgsWLMCYMWPq7PdAREREdUeSJOTl5eHJJ5/Ejh07cOHCBYflycnJAIBvvvkGQ4YMwe39B+NAs544lcXr8fVV1xa+WDK1B4K9q39PiIgaPyZRERHVgvpa+Ue1mpG77Uuncc8uQyCI0nW3LZ94BfyvolQ1abybOSRRQVUglxZAc4O2gtVlyU5BYcJap3HP2GG1sr/yVKsZRQnrUHxsC/yGPgqvrnfUyX4BIL2AX9qIiIiI6quAgAC0aNECSUlJMBqNOHbsGPr371+tuRITE7Fu3Z8PDtx+++2wWCzQarU1FS79DytREdWtP/74AydOnICbmxuMRiNSU1Px1ltvwWw2AwCsViv8/f3x8ccfY8CAAfDw8LBXj7hWAtWRI0cwc+ZM5OXl2ZOwoqOjMX/+fEyePNlh3f/7v//D/v378cUXX2DDhg04c+YMEhIScP/99+M///kPRo8eXeu/AyIiIqp9qqpCEASoqooDBw7gmWeewY4dOxza+VmtVkiS5FBVeOPGjdi/fz9ie/RC7JBZSMirWnt2qn3juoXhjbs7w6C9/r0wIiI+ikhEVAsy62nln9ytX8Ka49g2TzR4wrvvhBtuq5QWOo0Juupn6ws65ye1ldKCas93PapsRdbqdwDZ6jCubxEN9/a9b34HogTJ0x+agBbQ+DWH6HbtFiyq1YSctf9CzobFN7/fSsoorJ9JfUREREQE+Pj4oGPHjgCAnJwcexJUZapHKYoCWS5rkW0ymbBgwQKkpaVBpyu7YB8bGwutVmtvSUU1h5WoiOqWwWCAJEkoLS2FJEnQ6XQoLi62L3/ggQfw448/YuzYsfD3L3s4y1ahryKXL1/GvHnzHBKomjdvjpUrV9oTqCwWCwDYW/n17NkT7733Hp599lmEhIQAAIqLi/Hqq68iLS2tVo6biIiI6patre/OnTvxyiuvYMeOHQDKPg9oNBpERESgQ4cO6NKlC4A/Py8AQF5eHrZv2YSExXPQW3cZQt2HTxUQBOD5ER3xzj1dmUBFRJXCSlRERLWgPrZPK07aicL9K53G/QZNh+Tuc8PtFYvzMQma6j9NUdG2agX7qAm5m5fCfCXZaf/+w5+o3oSSFm7hsXBr2wP6lp2gDWgBQXJ8ul8uzoPx0jEUJayH8fwhpykKD66G5N0MPpVIYLtZ9TWpj4iIiIjKbvLHxcVh6dKlKC0txapVq7B9+3YMGDAAQFl1FY2m7PKNqqr2J6MFQbAnWqWnp2P27Nn49ddfodFoYDabERUVhWHDyqqu2m4EUM2wWq0ON0sAVqIiqm1xcXHYv38/Hn30Uezbt88+HhYWhqlTp+K1116znxNt58mK2Jb98MMP9qRVWzKqu7u7Q5U5WxU/27y2m6cPP/wwWrVqhXvvvRf5+fk4cOAAli1bhueee67mD5yIiIjq3MmTJ/Hpp59i9erV9rGHH34YEyZMQN++fSFJEgRBwKlTp7BixQrs3r0bW7ZsAVD23evihQuQP38Vd9z/GE769EJKPq/Pu0prf3csmtAVvdvUTgcUImqcWImKiKiGma0KcorNrg7DgSntNLLXvOs07h7ZD56VbSunWJ2GajyJSnbex80qPPQ7Cg/85jTuO+gh6Jq1qvJ8voOmo8XjXyDongXw6nEndEFtnBKoAEDy8IVHx/4InvQqgie/AamCNoV5W7+EqVxyV23ILjbDbFVqfT9EREREVD0DBw5Et27d7K+nTZuGb775BgDsCVQA7IlTgiDAarUiMTERCxcuxIABA/Drr79Cp9PZkwFmzZqFFi1a1O2BNBHlW/kBrERFVJtUVYWiKOjatSv27NmDRYsWAQBiYmLw6aef4o033oAoivaqe9dKoFIUBYIgICsrC2+99RaAsnOsrdLU6dOnERsbi/nz5yM3N9dpe9s+ZFnG0KFDcccdf15P2bhxI6v+ERERNQKlpaVYu3YtVq1aBaAsYfu5557DZ599hmHDhsHHxweenp4wGAzo1q0b/v73v+PDDz/EW2+9BX9/f8iyDEEQcPnyZaz/+iM8GHwZ0/qFu/agmiBBAB7qF451Tw1gAhURVRmTqIiIalhmUf16qsCSl4bMH1+GanFs6aYJaIGAkX+5ydmr/0R7xRc1a/aCY0ny3grb5nl0GgjvHndVa06fPuMqVbnraobWXRDy4D8heTUrt0RF3tYvqhVHVWXVs/clEREREf0pMDAQM2bMAFBWmer8+fOYNWsW7r77bixevBgHDhxAQUEBEhIS8Msvv2DRokWYOXMm7r//fsyfPx/JyckQBAFmsxmqquKZZ57B7NmzXXxUjVf5Vn5AWasxIqodtgRSq7XswatnnnkG586dw+bNmzFy5EgA168+ZWOrKPXee+8hIyMDWq0WiqKgVas/H7BSFAVvvvkmhg4dij/++KPCWGxtAseMGWOvRLFnzx5cvny5Ro6XiIiI6p4tGTo7OxvffPMNCgsL4ebmhuHDh2PevHkAYP8sApR9b1NVFRqNBlFRUfi///s/fPvtt+jVq5d9rtTUVDz52Cz001/G94/0RWt/Vq+tC6393fH9zFuw4K5OcNOxfR8RVR2TqIiIalh2PUpWsRZmIWP5fMjFjk9QSl7NEHzvKxD1VfjQLjp3gFWt1T9W1eJcrauiik7VVXr+MLJWvgWojhWYDOGxCBjxVI3tp7I0Xs0QOP4FQHD802u8cBjm9LO1vv/selYdjYiIiIgcjR07Fk8//TRkWYZWq0VpaSlWrlyJxx57DHfddRf8/PzQv39/PPbYY3jttdfw1Vdf4fDhwxBFEXq9HgAQEBCA2bNnY+7cuQ4VrKhmla9E5ebmZk/OIKLao9Fo7JWgWrdujWbN/nxQqbJtS69cuYLNmzc7bPf+++/j5MmT6NKli3384MGDGDZsGObMmYOMjAyHOWwV/9q2bQtVVSFJEkpLS3Hp0qWbOTwiIiJyIdtniR9//BEHDx4EAOh0OsyaNQteXl72tr4VbQOUPVRx++234+2338Ztt90GANDr9TCZTPjggw8Q6Sdh7VNxrEpVi1h9iohqCq/wEBHVMItcP8q3y8V5SP/uBVjz0x3GRQ9fBE9+HRqfoCrNJ2r1TmOqtfqJOUoFCVhCBfuoDmPKCWT+/JpTfPoW0Qgc9wIETc0la1WFPqQ9PKIHOI2Xnt1f6/u2yGznR0RERFSf+fr64p133sHUqVNhsVjsVVUMBgPS0tKgqirMZjMyMjJQWFho306WZZhMJgQEBOCZZ57BP/7xDwQFVe2zPlVN+UpUbOVHVHeurgRVHZIkITs7GwBgsVjQtm1b3HXXXejQoQMSEhLwyiuvOKz/3nvvYeDAgfaWPrY5ACAjIwMeHh5QFAV+fn7w8PCodlxERETkerm5uVi5cqX99fjx49GjRw+oqlqphyYkSUJcXBxmzJgBT09PmExl90DWrVuH3bt3w12nwd/v6oTvH+mLyGCvWjuOpigy2IvVp4ioxjCJioiohsmK65Oo5NKCsgSq7BSHcdHNG8GTXofWP6zKc4puzh/qVbOxgjUrp6JtRTfvas9nY7pyChk/LoBqdnw6XBcagaB7/g5R59o2Gx7RtzmNGc8frvX91of3JRERERFdm63lw+LFi/Hpp58iMjISAGA0ln1utrWysq2nqiqCg4MxYsQIfPTRRzh79izmzZsHNzc3+zpUOyqqREVEDUNSUhKSk5PtiVATJkyAKIr2c+0LL7yA48eP45ZbbnHYZuzYsZg1axZSUv68zpKTk4PCwkKoqor8/Hz7jVIiIiJqmHx9fZGTk+PwWlXVSn+/siVb3XfffXjmmWcAlFWzkmUZGzZssK/Xp00Afn8yDv+8pyvCfPld4maE+brhn/d0xe9PxrH6FBHVGNZ2JyKqYVbFtRV/ZGMRMr57EZbM8w7josELwZNegy6wdbXmlTx8ncashVnVmqvCbQUR0k0mUZnTziDj+5egmhyfDNcFt0PwxCq2L6wl+padncasBZm1vl8rk6iIiIiI6jVBEKCqKtzc3DBz5kxMmDABGzZswMaNG5Gfn4+jR49CURR07NgR0dHRaNOmDSIjIxEVFWWvPGW7uF/ZtlZUPeUrUbm7u/57BhFVjpubG7y9ve3/jpX/XcMxGAxQFAWqqqJjx47YuXMn3n//fcyZM8d+bl2yZAnWr1+PRYsWYfz48Vi0aBGAsnNv37590bNnT9ccFBEREdWIixcv4vTp09BqtbBYLNDpdFX6biUIAhRFgSiKGDt2LD788EN7BcwNGzbAYrFAFEVIkgRJFDCuewuM6hKK/+y9iA+3nEZOcfU7fzQ1AR46PDGoPab0aQW9hpWniKhmMYmKiKiGuTJXRTEWI+O7F2BOP+MwLuo9EDTpVeiC21Z7bo1PsNOYNT+jWnOpqgK5MNthTPIKgCBV/8+SOeMc0r97AYqxyGFcG9QGQZNeg2jwrPbcNUnUGSDo3R0SvZSS/FrfLytREREREdV/V1+g9/Pzw8SJEzFx4kTk5uZCo9HAy8sLsizDarVCq9U6tZSo6AK/oihQFAUaDS8B1RRWoiJquLRaLQoLC+3nz+bNmwOA/YYnAFitVmg0Gjz11FMYO3YsZs6ciY0bNwIALly4gHvvvRddu3bFiRMnIIoiBEHArbfeCpPJBIPBtdWviYiI6E+yLFepDbCvry88PDzsiU+7du2q8j5tnye6du2Kfv364bfffitLmpIk++eGq+k1Eqbf2gb39myJz3acxb93nEWxWa7yfpsKD52EmXFtMSOuLTz1/I5LRLWD7fyIiGqY6KKHvhVTCdK/fxHmtNMO44LeHUETX4E+pP1Nza/xb+E0Zs29Uq255PxMQLE6jGkDnOevLHPmeaQvnw/FWOg4Z2A4gie9BqmCVoSuJGodL6oq1tp/wkRy1RuTiIiIiG6KLMvw8/ODl5cXVFWFJEnQ6/VOCVQ2iqJAlmV7dRVRFJlAVcOYREXUcEVFRaF58+aQ5bKbk//9738BwOGcqtFooKoqZFlG69atsWHDBnz22WcOCVKJiYn2ahOBgYHo3bs3E6iIiIjqiYMHD8JoNEKSpCq14zMYDIiIiABQ9oDK/v37sXfv3ipX+rXtz9Oz7MFuWZZRVFQEk8l0ze9xnnoNnh4SgW1zB+Hxge0Q4KGr0j4buwAPHR4f2A7b5g7CX4ZEMIGKiGoVk6iIiGqY5hofgmuTPYHqyimHcUHnhuB7X4G+eeRN76OiJCxTalK15jJdPuE0pgtuV625zFkXkb78BSilBQ7j2matEDz5dUjuPtWatzbJJY6xSu4318awMjRMoiIiIiJqkK5+crqii/e2G/1XJ03ZnnKWZRn79+/Hu+++i5EjR6KoqMhpe6o6tvMjapgURYFer8ewYcMAlCVLbd26FYmJiQDgcINVEARIkmRPtnr44Ydx/vx5jBkzBgDsFQEBoG/fvpgwYUJdHgoRERFdw9GjRzFw4EBMmTIFSUlJEATBnvh8I3q9Hv379wdQVr2ypKQES5YsQV5eHgBUag6g7HMCAHh4eNjHevToAZ1Od8M5mnnqMXdYR+yaNxjvT4xFz9Z+ldpnY9Ur3A/vT4zFrnmDMXdYRzTz1Ls6JCJqAphERURUw+q64o9iLkXGDwtgTj3pMC7o3BB078vQh3Wskf1oAlpALJeQZM25DLk4r8pzGVOOO40ZWsZUeR5L9iWkL38eSoljDJqAFvU2gcqSm+pUhUt0q/04WYmKiIiIqHGwJU3ZbuzbbvSLoghVVZGQkIAPPvgA48ePR/v27dGvXz8888wzWLduHbZt2wYA9m2peliJiqhhsiWiDh48GEDZDc7s7GysWLHCvrz8jU1bIqssywgKCsIvv/yC5cuXw8/PD2azGd7e3pg3bx6Ayt9YJSIiotqhqiomTZqEoqIi/PHHH5g2bRp++uknALhmBajyhgwZAkmSYDaXdY/47rvv7J8VbA+qXI+iKNBqtTCZTFi3bp193N/fHxqNptJx6DUSxsSG4adZ/fD7k3GY0rsV3HWVb03YkLnrJEzp3Qq/PxmHHx/thzGxYdBrmsaxE1H9wFp3REQ1TCvVXbKKYjYi44e/O1V2ErQGBN2zAIYW0TW2L0EQ4NamG4oTtzqMl5zaBa9uIys9j6rIKE3e4zi3Rgd9q6olUVlyLpe18CuXxKXxb4GQyW9C8qifT2iUntnvNKYLalPr+9VKzJsmIiIiashUVbU/RX11darExETs2LEDW7duxf79+3Hp0iVYLBb7clEUYTAYYDQa8fvvv2PUqFGVbmdBFWMlKqKGyZZENWXKFOzevRuffvoprFYr/v73vyMgIACPP/64PSH16vUB2KtSSZKEiRMnYuTIkXj00UcRHByM3r17A6j8zVkiIiKqHQsXLsSJEycgiiKMRiMSEhJw3333wWAw4M4776zUHEOHDsXs2bPx4YcfAih7gGLmzJnIysrCs88+6/CZoDxVVe2fBz766CNkZ2cDKHvo4plnngFQlmRV1c8M0aHeeOPuzpg3oiNWHrqMdYlp2HsuB1al8Xyv04gC+rTxx/BOIRjTLQzeBq2rQyKiJoxJVERENSygjsqJKhYjMn56GaaURIdxQasvS6CqRmWnG3GPGuCURFV4aG2VkqhKk/dCLspxGHPr0Aei1lDpOSy5qUj/9jmneTR+zcsqUHnWzwQqVbagIH6l07hbux61vm/2UCciIiJqmK5OngKAc+fOYceOHfjjjz+wb98+XLx4ESaTyb6+rZ0fUHaBXlEUGI1GAMCBAwcAlLWwoupjJSqihst243L8+PFYsWIF0tLSAADPPfccLl++jCeffBIhISEA4HSD1Paz1WqFl5cXvv32W3vCle1cTURERK7z3HPPobCwEAsXLgRQ9re8S5cuFSZQVZTMZBt76KGHcODAAezZswcGgwGlpaV47rnncOLECfzjH/9As2bN7Ntc/RnA9vP69evxww8/2L83TJ8+HaGhoQBuLuna26DF1FvCMfWWcOSXWrA9ORMbj6djy8kMFBitN56gnvE2aDAoMghDooNxW0QgE6eIqN7gVTMiohoWWAdJVKrVjMwVr8F08ajDuKDRI3D8SzC06lwr+3Vr2wOSTzDk/HT7mCXjHIpPbIdH1IAbbq/KFuT991un8aokYVny0pC+fL5zApVvKIKnvAGNV0Cl56predu+dvjdAWVtF93adK/1fbNXOBEREVHDZLsgv3fvXnz99ddYv349Lly4AKu17CJ5RUlTNgEBAYiOjkb//v0xcOBA9OrVq+4PoJFRVdUpiYqVqIgaDtuNy4EDB2LlypWYOnUqTp06haKiIixbtgzJycmYOnUqRo8eDUmSKkyO0mg0TglWTKAiIiJyLavVCo1GgzfeeANxcXEYM2YMrFarvZ2f0WiEwfDng9yiKDolUtl+7tatG55++mlMmzYNJSUl0Ol0sFqt+Oqrr7B792689dZbGDVqFARBcHhARRRF7NmzB08//TTOnDkDAOjduzfGjx8PLy+vGj1eHzct7urSHHd1aQ6LrCD+fA42nsjAtlMZOJNZXKP7qimCALRt5oHbIoIwJCoIvcL92UGDiOolJlEREdUwnUaEv4cOOcXmWplflS3I+Pl1GM8nOIwLGj0CJ7wIt/CutbJfABBECT59JyBn/UcO4zkbFkPfvCM0PkHX3T5v21ewZJ53GNO3iK500pe1ILMsgaog02Fc4xvyvwSqZtfY8uYVn9gBjXcg9GEdq7ytqqrI3/U9Cvb97LTMu/c4iAbPmgjxmgI8dNBp+GWEiIiIqCEym81YtmwZFi9ejBMnTsBsNkOSJEiS5JQ05efnh44dO+LWW2/FwIED0bdvX/j7+7sw+sbHaDQ6tUNkJSqihkVVVaiqil69euGTTz7BP/7xD6xduxbp6en47bffkJCQgB9++AFz5sxB9+7d7Tdlr2ZLoGLyFBERUf2g0WigKAoEQcCIESNw6dIlHDlyBO3bt4fFYrEnUD311FNQVRVvvvkmPDw8AFRcTWrChAkICQnBPffcg/T0dIiiCJ1Oh+TkZIwbNw4jR45EdHQ0+vXrB0mSUFJSglWrVmHDhg32Nn6tWrXCgw8+iFtuucVpPzVJK4no164Z+rVrBiAahUYLElMLcOxyPo5ezsfR1HycrePEKkEA2jTzQOfmPugc5oOYMB90au4NL1abIqIGQFDLX/khIqKbNvz97UhKK6zxeVVFRuYvb6I0eY/DuKDRIXD8C3VS0UhVZKR9OQfm9DMO45KnPwLvfg76sCinbRSLEbmbl6Lo0FrHBaKE0AffhS647Q33ay3MRvq382DNveK4X59ghEx584YJXDcrZ+MSFO5fBX3LGHjEDIZ7hz6Q3H1uuJ3pchLytn8N44XDTss0vqEInf4BRF3lWxlWR8cQL6x76saVwoiIiIio/vnss8/w6KOPVrjM29sbHTt2RL9+/exJU0FBjp+LVVW130y4mdYRVCYnJwcffPCBw9jzzz8PrZY3A4gaIkVRsH//fnzxxRdYvXo1UlJSHJaPGzcOPXv2RExMDKKjo+Hj44OAgPpbAZuIiIjglABtsVig1WqxdOlSzJw5E97e3hgyZAhefPFFdO1a9lD61VWpbLfOBUHA+fPn8cgjj2Djxo0AAIPBYG+XfjVbZSsbvV6P119/HQ888ACaNWvm8ta/tsSqU+mFSC8wIqPQhPQCEzIKy36uTlGAAA8dAr30CPY2IMhLj6D//RwR7MWEKSJq0JhERURUC6Z+vhc7krNqfN6ixC3I/u0dp3FR7wHpJpOI9CEdEDDyyUqta8m5jCtfPg3VVOK0zNC6CwxtukPjHQjFVAxL1iUUJ26FYnROKvMbNB3efcZVap/Za/+FosMbnMYlr2YQ3W6uFK5XtxE3bCloS6KyE0RoA8OhC2oDbbOWEA2eEPUegKpAKS2EJfsSjJeOwZJ5ocL5RHdfhExdBK1f6E3FXhkDOgTiq+m9a30/RERERFSzNm7ciNGjR8NoNEKv18NkMsHb2xt33HEHxo8fj/79+yMsLMxpO1mWmTRVS1JSUrB06VL7a41Gg/nz57swIiKqCSkpKdi8eTNWrlyJVatWQZZl+zJ3d3eUlJQgODgY8fHxaNGihQsjJSIioupISkpCdHQ0ANgfgOjUqRP++te/YsqUKQDg1N7P9lpRFCxatAjz5893SJQyGAwwmUzQ6/VQVRUmkwmSJEGj0eDjjz/GpEmTGkzVWrNVQWZRWTKVRVYgKyqsigpZUSGJAjSiAEkUoJVEBHjo0MxTz+4XRNRosZ0fEVEtCPaupcpCV13Eu5piKoaSce6mphb1HpVeV+sfhqAJLyHjx5ehmksdlhkvHIHxwpEbzuHd++5KJ1ABgHqNY5cLsyAX3lzCmlyUW/WNVAWWjLOwZJyt8qbagJZoNvbZOkmgAoBgb32d7IeIiIiIaobtKeWvvvoKRqPR/rRzjx498MEHH6Bv374O69tu9tvaS9n+SzWvtNTx+09DuSlCRNfXokULTJ06FQMGDMBDDz2EDz74ADt27IAkSSguLmt/8+CDD6JFixYuryRBREREVRcaGopevXohPj4eFosFkiTh8OHD+Nvf/oajR4/i+eefh5dX2cPatr/1oihCVVWIoohnn30WI0aMwKeffoojR45g586d9opUtv8KgoDHHnsMw4YNw8iR139ou77RaUSE+bohzJffb4iImERFRFQLgrwaf9KKoWUMQqb+A1mr3r5mtaWKCFoD/AY/DK9uI2oxuvpJ0Ojg2W0E/G57EIJGV2f7bQrvRyIiIqLGRBAEnD59Gjt27IAgCDAajYiMjMSKFSvQqlUre4s+URQhCAKTpupQSYljNV53d3cXRUJENcl2szQ8PBzh4eG48847sX37dhw4cABHjx7FsWPHsHDhQod1iYiIqGFQFAU+Pj7Yu3cvXn31VSxYsACyLEOj0SA1NRUfffQRTpw4gZdeegndu3eHIAgO37dUVYWqqujSpQv+9a9/ITMzE2fOnEF8fDxkWYabmxtat26NiIgIdOjQwWG/rA5MRNTwMImKiKgWhNRWJap6RhfYGqEP/QtFR/5A4cE1sFynGpbo5g2PTgPh3WccNF7N6jDKmuFz6yToW0TDePEozKknYcm6CNVaiT7hoga64DZwj7wVnl2HQbrJ1oPVUWuV0YiIiIio1uh0Oly4cMF+o/6hhx5Cq1atAICJUy7ESlREjdPVSVG2G54DBgxAXFwcBEGAxWIBAFitVmg0NXNJ3WKx2NsJERERUe0RRdH+N/zFF19E//79MWnSJGRmZkIURRQXF2Pt2rU4f/48nnnmGUydOtXexs+WSGVLrJIkCSEhIQgJCcGtt95a4f6urmRFREQNj6CqqurqIIiIGpvdZ7Mx+bM9rg6jzlnzM2BOOw1rfgYUixGCpIHk7gttYGvoQtpBEBrPlwZVkWHNvQJrQQbkgiwophKoVhMgiBD1HhANHpC8g6APaVenVacq8t3MvujbNsClMRARERFR1Zw6dQoDBgxARkYGAGDnzp245ZZb+DSzi23evBk7duywv46OjsY999zjwoiIqLbYboDaLp/XZPWp/Px8LFu2DIMHD0bnzp1Z2YqIiKgG2RKmzGYzdLo/r80rimJPiMrPz8eUKVOwdu1aAGUt0RVFQUhICKZMmYL58+fD19cXAKtQEhE1NaxERURUC2Kae7s6BJfQ+ARB4xPk6jDqhCBK0Aa0gDaghatDuS5BADo10fcjERERUUOm1+vRsmVLZGRkwNfXF5cuXcItt9zi6rCaPFaiImo6bDdLa+Om6erVq5Gfn49ffvkFx44dw6hRo+Dj41Pj+yEiImrMKkpusrXpA4DBgwfjoYcewsMPPwwA9odRrFYrfHx8sGbNGrz55puYP3++fbsrV67g008/RVJSEl566SX06tXLob0fERE1fjzbExHVAi+DFm2bebg6DCK0aeYBLwPbAxARERE1NIGBgWjTpg2AspsDp0+fBlD9m/mqqoLFyG8ek6iI6GYdPnzYfk4HgOTkZHz88cfYv38/z9NERETXIcsyACAvL89eVao8W9vzxx57DLt27cLMmTPxf//3f7BarfZ1NBqNfa7nnnsO27ZtQ2hoKKxWK0RRRElJCdavX4+HH34Yy5YtAwB7ez8iImr8mERFRFRLYsL4BCG5XufmfB8SERERNURubm7o27cvAKCgoAC7d++G1WqtUhLV1TfjbW0rAMBisSAnJ8dpHbqxkpISh9fu7u4uioSIGiJFUXDu3DmncbPZjDVr1uCrr76yn5+JiIjoT1arFZIk4dy5c5g2bRpWrVqFwsJCh3VsiVHffPMNFi9eDK227OFiX19fe3UqG1v7PkVREBcXh5MnT+Kuu+6yj6mqisTERMyfPx/PPPMMcnJy7JWo+B2KiKhxYxIVEVEt6cwkKqoH+D4kIiIiapgEQcBdd92FVq1aQVVVbNq0CXv37rUvr+jCffkxW9KULMtITU3Frl278NVXX2H+/PmYO3euwzpUOaxERUQ3QxRFjB07Fvfccw88PJwrmJ8/fx6ffPIJdu3axWoXRERE/6Oqqj0J6p577sGqVauwYMECfPnll7h06ZJ9PUmScPr0aUyfPh1A2cMj48aNwwsvvFDhvKIoQhRFWK1WeHp6YuXKlVi0aBGAsu9QkiQhLS0NS5Yswf3334/du3cDgL29HxERNU6CynRZIqJasftsNiZ/tsfVYVAT993MvujbNsDVYRARERFRNb3yyit48803YTKZMGrUKLz++uvo0qULgD+fxi6fCKWqKtLT03HhwgUkJycjKSkJp06dwunTp3Hp0iXk5ubaq6G0bt0aqqoymaqS3n33XRQUFNhfT548GRERES6MiIgaqtLSUmzYsAEJCQkVLm/evDlGjx6N4ODgug2MiIionnr11VexYMECaDQae+LT9OnTMWXKFPTu3RsA0L17d/vf1jZt2mDjxo32NunXY0uaAoDdu3dj4sSJSElJsVefEkURERER+Mtf/oIZM2YAAL9HERE1UkyiIiKqJYVGCzq/vMHVYVATJgjAkZfugJdB6+pQiIiIiKiarly5grfeegv/+te/AABdunTB+++/jy5dusDPzw9A2cX7jIwMXLx4EadPn8bJkyeRlJRkT5rKyspyqFKl0+lgNpuxePFiPPLIIw43DOj63njjDVgsFvvr6dOno2XLli6MiIgautOnT2P16tXIz893WiaKIuLi4hAXF8fzNBERNWlWqxU//vgjli5dis2bNzssGz58OObNm4evv/4aS5cutY+vXr0aI0eOrPQ+VFWFqqoQRRGlpaWYOnUqfv75ZwB/tv9r3rw57rjjDvzjH/+wfx8jIqLGhUlURES16PZ/bsWZzGJXh0FNVLtAD2yaM9DVYRARERHRTZJlGS+99BK+/vprpKSkAAAGDx6MLl26oLS0FKqqIicnBxcuXMDFixeRmZnp0F5CEASHJCpBEODh4YEXX3zR3taPbsxqteL11193GHviiScQEMDKr0R0c0wmEzZt2oT4+PgKlwcGBmLMmDEICwur48iIiIjqD6vVioMHD+KLL77Al19+6dBqOzQ0FFeuXLG/fvXVVzF//vxq78fWPvC9997DnDlzAAAGgwFGoxFeXl5ISkpCaGjoTRwNERHVV0yiIiKqRS//lohlu867Ogxqoqbf2gYv3Rnt6jCIiIiIqAbIsoxPPvkE//73v3HkyBGHZaIoXjdpCgDCwsIQGxuL3r17o3v37mjXrh1CQ0Ph4+NTJ/E3BgUFBXj33XcdxubOnQt3d3cXRUREjc3FixexatUqZGdnOy0TBAF9+vTB4MGDodWy4jQRETUtV7fOO3/+PH7++Wd88sknOHPmjNO6/fv3x5o1a+Dl5VXt/V1drTc+Ph6TJ0/G2bNnAQBfffUV7r//fiiKYm/3R0REjYfG1QEQETVmQ6ODmURFLjMkKsjVIRARERFRDdiyZQv++c9/QlVVZGZmQhAEiKIIrVYLRVEc2ssBZTcYgoODHZKmIiIiEBwcDC8vL958r6arn3S3MRgMLoiEiBqrVq1aYdasWdi2bRt27tzpkBCrqir27NmDkydP4q677kKbNm1cGCkREVHdsiVQAUB4eDgefPBBREZG4sMPP8T69evty21/O7du3Yq4uDj4+vpWa3+SJNnb+/Xq1QvHjx/HnXfeiYCAANx///0AwAQqIqJGiklURES1qFe4P7wMGhQara4OhZoYb4MGvcL9XR0GEREREdUAQRCwZs0a+2tRFCHLMmRZto8FBgaiS5cu6N27N3r06IGIiAiEhobCy8sLOp3OFWE3OiUlJQ6v3dzceOOEiGqcRqPB7bffjujoaKxatQppaWkOy3Nzc/HVV1+he/fuGDp0KJM5iYioyVFVFQEBARg1ahS+/fZb+5gtkeq///0vrly5gtmzZ2PcuHEIDw+v1n4EQYAgCLBardDpdNiwYYN92dWVqoiIqHFhEhURUS3SSiIGRQZh1eFUV4dCTcygyCBoJd7QISIiImoM+vXr5/BaURT4+/ujS5cu6NWrF3r27InIyEh7ez4mTdWO8pWo3NzcXBQJETUFoaGhmDFjBnbt2oVt27Y5JM4CwMGDB5GcnIw777wTERERLoqSiIio7tmSpb777jssX74cGo0GVqsV/v7+9pa4Z86cwYsvvojTp0/jwQcfRI8ePaDRVO+2uG1+jUZjT9ZiAhURUePFJCoiolo2JCqYSVRU54ZEB7s6BCIiIiKqITqdDrfddhsKCgowePBgdO/eHVFRUWjevDl8fHyg1+tdHWKTUL4Slbu7u4siIaKmQpIkxMXFISoqCqtWrcKlS5cclhcWFmL58uWIiYnB8OHD4eHh4aJIiYiI6paqqoiPjwcAWK1WDBs2DNOmTcOXX36JdevWASh7CGLx4sVITk7G7NmzMXjw4Eq39/viiy8QHh6OgQMHAoA9AevqtoJERNQ4CerVjdWJiKjG5Zda0OO1P2BVeLqluqERBRx8cSi8DVpXh0JERERENSQ1tezBDH9/f+j1el68d4EdO3Zg8+bN9tcdOnTAlClTXBgRETUliqIgPj4emzZtgsVicVru7u6O4cOHIyYmhn8jiIioyfj888/xzjvv4Ndff0WHDh2wf/9+fP3111i2bBmKiors67Vt2xazZs3CuHHj0LZt2+vOuXnzZgwZMgSiKOL111/H3/72N/5tJSJqQphERURUB6b8ew92ncl2dRjURMSGuGHFE7expDARERERXZeiKCgpKYEgCPDw8LC3pqCKrV+/Hnv27LG/7tq1K8aOHeu6gIioScrLy8Nvv/2Gs2fPVrg8IiICo0aNgre3dx1HRkRE5Br5+fnw8fGxv7506RJWrlyJjz/+GElJSfZxvV6PBx54ANOmTUOvXr3s1aWu/h6UkpKCoUOH4uTJkwCAsLAwp0qQRETUuDGJioioDny1+zxeWpXo6jCoieiruYAe3sXo0qULunXrhqCgIFeHRERERET1gKIoMBqNyM3NxaVLl5CYmIgtW7bAz88PH3zwAaxWq/1GAjn79ddfcfjwYfvrvn37YtiwYS6MiIiaKlVVcfjwYaxfvx5Go9FpuV6vx9ChQ9G9e3cmxxIRUZNUWFiIbdu24dNPP8WaNWsclg0cOBCzZ8/G7bffDn9/fwCALMswmUx4+OGH8f333wMoa6t76NAhxMTEQJZlPrRMRNREMImKiKgOFBgt6PPGJpRaZFeHQo2cBjIm6o9AJ/z5XmvevDm6deuGmJgYGAwGF0ZHRERERHVJVVUYjUbk5eUhJSUFiYmJiI+PR3x8PI4fP46SkhIAZTcHKmoNRY6WL1+OU6dO2V8PGjQIAwYMcGFERNTUFRYW4vfff3eosnG18PBw3HXXXfYbxERERE2JoihISEjAN998g88//xwFBQX2Za1atcJDDz2EYcOGoW/fvjh79iw+//xzvPHGG/Z1Fi9ejEceeYQJVERETQyTqIiI6shzvxzF8n0XXR0GNXKRUgb6aSt+n2k0GkRHRyM2Nhbh4eF8GpWIiIiokVFVFSaTCfn5+bh8+TKOHz9uT5o6duwYioqKrrntkSNHEBMTw5Z+17F06VKkpKTYX48aNQo9e/Z0YURERGXn/hMnTuD3339HcXGx03KNRoPBgwejT58+EEXRBRESERHVLNt3FkVRKvW3LSUlBb/99hs+/vhjJCb+2TFEq9WiQ4cOCAsLQ25uLg4ePAhFUQAA06ZNw+eff+6wPyIiahqYREVEVEeOXynAyH/tcHUY1MjNap0NU/q5G67n6+uL2NhYxMbGOvSLJyIiIqKGxZY0lZqaiqSkJHvS1NGjR5Gfn++wriRJ0Gg0kGUZsizDYDCgXbt2UBQF//rXvzB48GAXHUXD8OGHHyI7O9v+esKECejUqZMLIyIi+lNJSQk2bNjg0Hb0amFhYRg9ejSCgoLqODIiIqKbU5lkqRutU1RUhO3bt2PJkiVYtWqVfVwURXviFFD2nalfv37YsmULRFFkFSoioiaISVRERHVowuJd2H8h19VhUCPVK9wPPz7aD9nZ2UhISEBCQsJ1qw3YtGvXDt26dUNkZCQ0Gk0dREpERERE1WU2m5Gfn4+0tDQkJSVh//792LdvH44ePYqcnJxKzyOKIvr374+HH34YAwcOhK+vL7y8vGox8obv7bffRmlpqf31Aw88gDZt2rgwIiIiZ8nJyVi9erVDyyIbURQRFxeHuLg43hAmIqJ6z5bAZDKZcOXKFfz+++/Yu3cvfHx8YLVaMWnSJPj5+aFz584O61+LqqpITEzEjz/+iI8//hjZ2dmQJAmyLAMAPDw8MGTIELzzzjto27YtrFYrr5cTETVBTKIiIqpDKxMu46nvE1wdBjVS70+MxZjYMPtrRVFw+vRpJCQk4OTJkw5P1FTEzc0NnTt3Rrdu3RASElLb4RIRERFRNSxZsgTLli3DhQsXkJaW5rBMEARcfZlHq9UiJCQELVq0gLe3N4qLiyEIAtLS0pCcnAyNRoPbbrsNzz77LIYMGVLXh9KgqKqKV1991eH3++ijj/JzMxHVSyaTCZs2bUJ8fHyFy4OCgjB69GiEhYVVuJyIiKi+yM7Oxvz587Fp0yacOXPGYZlOp0NsbCz69++P559/Hv7+/lBVFaqqOlWlurolX0FBAc6cOYO3334b8fHxMJlM8PT0xJw5czB06FCEh4ezhR8RURPGJCoiojpkssrot3AzsovNrg6FGplmnjrsfHYw9JqKn7QpLi7GkSNHcOjQIWRmZt5wvpCQEHTr1g2dO3eGm5tbTYdLRERERNW0YMECvPrqq/YL+ldf1tFoNAgODkbr1q3RoUMHREZGIjIyEm3btkVYWBiaNWsGADh69Ch27tyJF154ATk5OdBqtfj4448xefJkuLu784ZBBUpLS/H22287jD399NPw9vZ2UURERDd24cIFrFq1qsJKhYIgoG/fvhg0aBC0Wq0LoiMiInJm+y6iKApOnjyJmTNnYteuXQDKKiravqfYqkfZtGvXDh999BHuuOMOAKh0FakzZ87A29sbsizzAQkiIgLAJCoiojr39vokfLz1zI1XJKqCxwe2w9xhHW+4nqqqSE1NxaFDh3Ds2DGYTKbrri9JEqKiohAbG4u2bdvyZhoRERGRix08eBA9e/YEUPZZLSgoCK1bt0b79u3tSVMdOnRAy5Yt4e/v77T91TcTfvvtN7zyyis4cOAAgoODsWjRItx///1MoqpAdnY2PvzwQ4ex559/nokHRFTvWSwWbNu2Dbt27UJFtwL8/f1x1113ITw8vO6DIyIiuoadO3fi9ddfx7p16+xjgiAgOjoa7u7uOHfuHLKysgCUJVfZujDMmzcPb7zxBoDrt/crv4zfgYiIyIZJVEREdSyryIQBi7agxCzfeGWiSvDQSdg2dxCaeeqrtJ3FYsGJEydw6NAhnD9//obr+/j4oGvXroiNjYWfn181oyUiIiKimxUXF4cWLVogOjoaERER6NChA1q1amWvNHU122Wfq28IKIpib2/x/fffY/LkyQCAHj16YPXq1QgODq6Do2hYUlJSsHTpUvtrjUaD+fPnuzAiIqKqSU1NxapVq5Cenl7h8h49emDo0KHQ66t2bYGIiKimHT58GG+//TaWL19uH3vkkUcwZswYjBgxAkajESUlJXjrrbewdOlS5ObmQqPRwGKxACj7vvTdd98hNDQUgOP3HyIiohthEhURkQv8849T+NfmZFeHQY3EU7d3wNNDIm5qjtzcXCQkJCAhIQEFBQU3XL9NmzaIjY1FVFQUn74nIiIiqmMnT56Ej49Phe0mKkqaup78/HyMGjUKu3btgiRJ+PzzzzF16tQajbcxOHXqlMNNHG9vbzz99NMujIiIqOpkWcbOnTuxfft2pzZIQNm57c4770SHDh1cEB0REVFZBdh3330X//znP2E0GhEYGIgpU6bg3Xffta9jNpuh0+lw9OhR9O3bF6WlpQBgrywlyzI8PT3xzTffYPTo0QAq396PiIiIabdERC4wM64N/D10rg6DGoEADx1mxrW96Xn8/PwwaNAgPPXUU7jvvvvQqVOna5Y6BoBz587hl19+wTvvvIM1a9YgNTW1wrYARERERFTzIiMj7QlUqqo6fA4TBKFKbSh8fHzQr18/uLu7Q5ZlbNu2zd4Wg/5kuzFj4+bm5qJIiIiqT5IkDBgwAI8++ihatGjhtLygoADffvstfv75Z5SUlLggQiIiaur27duH77//HkajEX5+fhg/fjxef/11AGWJUACg0+mQkZGBRx55xP453c3NDR4eHlAUBTqdDkVFRRg7dizmzp0LoKySbEUJxEREROUxiYqIyAW8DFo8Mai9q8OgRuCJQe3hqa+5J2hEUUT79u0xYcIEzJkzB8OHD79uOxeTyYT9+/fjs88+w+LFi7Fnzx5eaCUiIiKqQ1VNmrqaoigAypKydLqyhzySk5PtrZ6YJP+n8p9x3d3dXRQJEdHNCwwMxEMPPYRhw4ZVWF366NGj+Oijj3Ds2DH+LSAi+n/27js8qjL9//h7SioJoXcSQkJoARIhFKkC0osFRezYEHtZ2a91V911XRVd3RXEgooFFSx0UHqHBBIgoUMIhBJKKiFtyu+P/ObIkNAUMimf13V9LznnOefMPfluMnOecz/3LWXq+++/Z9++fVitVjp37szTTz+Nv78/DofDrZLUq6++yoYNG4ztWbNm8cILL+Dv709hYaHxfX3ixIl0796d1NRUY9Gw6z5IRESkNEqiEhHxkDu6BNO4hlYvyx/XpKYft3cJvmrX9/f3p0uXLjz88MM89NBDxMTE4Ovre97jjx8/zqJFi5g4cSIzZsxgz549uiEVERERqQCaNm1KZmYmAIcOHbrsloBVgSpRiUhlYzab6dq1K+PHjyc0NLTE+JkzZ/jxxx/5/vvvycnJ8UCEIiJSVbjmkJctW8a0adMAqFWrFvfff7/RYtZsNhv3KZ9//jmTJ082zv/HP/5B//79mTBhAu+++y5Q/Dnm5eWF1Wpl3bp1tGzZkp9++sm4lquqlYiIyLlMTi0lERHxmB83p/LsjC2eDkMqqHdv6cBN15Qsv3812Ww2du7cSXx8PPv377/o8YGBgXTo0IHo6Ghq1apVBhGKiIiIyKVyOp2YTCY+++wzHnzwQaD4gcLhw4cvWI20Kpo7dy6bNm0ytjt27MiwYcM8GJGIyJXjdDpJSEhg0aJFFBQUlBj38fFhwIABREdHK8FWRESuioKCAkaPHs3s2bMBuPXWW/nuu++A4s8ph8OBxWJh+/bt9OjRw1gEMnjwYObNm+d2rQ8//JAJEyZQWFhoVLAqKioC4Mknn+S9994ruzcmIiIVjpKoREQ8yO5wMuSDVexK04o+uTytGgQy7/GeWMyem7zMzMxky5YtJCQkGDetFxISEkJUVBRt2rQx2sWIiIiISNlzJU9BcZJ8p06d2Lp1K15eXlSvXp2NGzeWWpWkKps5cyZJSUnGds+ePenbt68HIxIRufJycnKYN28eu3btKnU8NDSU4cOHU7NmzTKOTEREKrvt27dz5513kpCQQGBgIBs3bqRly5bY7XbMZrNx/9K3b1+WL18OQJ06ddi+fTt16tRxO27nzp0MHjyYlJQUowWgzWbDarVis9l49tlnefvttz31VkVEpJxTOz8REQ+ymE28NrKtp8OQCsZkgtdGRHo0gQqgRo0a9O7dmyeeeIK7776bdu3aGX3lS5OSksKsWbOYOHEis2fPJjU1FeVyi4iIiFx9TqcTu92O3W4Hfm/Tt2vXLoYOHcrWrVvx9fWlqKiIvn370qRJ2VY7rQjOnDnjtq12fiJSGQUGBjJ69GhGjRqFv79/ifHk5GQmT57M+vXrjdZLIiIiV8Lx48dJSEgAYNiwYUZlXIvFYty/vPPOO0YCFcAnn3xiJFCdfVyrVq0YO3YsAFarlQ4dOhAUFITNZqNJkyb87W9/K7s3JiIiFY7V0wGIiFR1XUJrc++1zfhi7QFPhyIVxL3dmtE5tPy0xjOZTISGhhIaGsrgwYNJTEwkISGBI0eOlHp8YWEh8fHxxMfHU6dOHaKjo2nfvj0BAQFlHLmIiIhI5eRqdwG/P3Q4O9l9165dzJo1i++//54tW7bg5eVFfn4+UNw2w8vLyyNxl2d5eXlu26UlF4iIVAYmk4m2bdsSGhrKokWL2Lp1q9t4UVERixYtIikpiREjRlC3bl0PRSoiIpWJn58ft9xyCwsXLqRu3brUqFED+L2K7s6dO/nss8+M4++//35GjhwJ4Hav43A4MJvNtGrVCovFQoMGDfjrX//KrFmzmDFjBt9++y0BAQFGZSoREZFz6dNBRKQcmDCwJct2Hicl/czFD5YqLaSWP88NbOnpMM7Lz8+PmJgYYmJiSEtLIz4+nq1bt5Z46ORy8uRJfvvtN5YsWUKLFi2Ijo6mRYsWmM0qlikiIiJyOVxVpkpLmkpOTmbNmjUsX76cDRs2sH37dreKoK6Eq1deeYUbbrihTOOuKFSJSkSqGn9/f2688UYiIyOZO3cu2dnZbuOpqalMmTKFnj170qNHjwtWphYREbmYLl268O9//5t27doxZswY4PeEKIDVq1eTlpYGFLeXveOOO0q9jut4q9WK3W7nwIEDNGzYkK+++opHHnmEbt264XA4lEAlIiLnpU8IEZFywN/byluj2jP64/WeDkXKMZMJ3h7VAX/vivHxXb9+fQYNGkT//v3ZvXs38fHx7Nu3r9QWfg6Hg127drFr1y4CAgJo37490dHR1KlTxwORi4iIiFQ8Zz+8PnToEGvXrmX58uWsW7eOffv2kZuba4ybzWYsFgs2mw2AmjVrMmbMGB5//HE9BD8PVaISkaqqRYsWPPLIIyxevJi4uDi3MbvdzvLly9mxYwcjRoygUaNGHopSREQqKtdcsclkolmzZjz//PPGvrMX2sbFxZGZmQlAgwYNiIiIKPV6Z1eY8vX1JT8/n927d9O9e3e6detmvJaIiMj5VIynsCIiVYDa+snFlLc2fpfKarXSpk0b2rRpQ3Z2Nlu2bCE+Pp6MjIxSjz99+jRr165l7dq1NG3alKioKNq2bYuPj08ZRy4iIiJSMRw9epR169axbNky1q1bx549e8jJyTHGXUlT8HurP6fTSd26denRowdjx45l2LBhngq/3LPZbBQVFbntUyUqEalKfHx8GDp0KG3btmXOnDmkp6e7jaelpfHpp5/SrVs3+vTpo7awIiJyXq7qUkeOHKFRo0YlEppKW9SRnp7OkiVLjO2OHTvSqFEjo9Wfi9PpNBKovvrqK/Lz86lZsybNmjVzu56SqERE5EKURCUiUo6orZ+cT3lv43epqlevbpT6P3jwIPHx8SQlJRlVEM516NAhDh06xMKFC2nbti1RUVEEBwfrRldERETk/xswYACrV68mPz/f2Fda0pRLtWrViIiIoE+fPvTv358uXbpQq1Zxov7Z7TLkd+e28gNVohKRqqlZs2Y8/PDDRqXDsytNO51O1q5dy86dOxkxYgQhISEejFRERMojV5WoNWvWcOONNzJr1iy6detWIhnqXN7e3m7JVadPnwaK71/O3u+6xqxZs9iwYYPxmg0bNrwab0dERCopJVGJiJQjrrZ+t32ynlI6nkkVVdHa+F0Kk8lESEgIISEhDB48mMTERBISEkhNTS31+KKiIhISEkhISKBWrVpER0fToUMHAgMDyzhyERERkfIlICCA/Px8fHx8sNlsJZKm/P39ad68OV26dOG6667j2muvLbES20UJVKU7t5WfyWTC19fXQ9GIiHiWl5cX119/PW3btmXWrFkcP37cbTw9PZ0vvviCTp060b9/f1WVFhERoDjhyWq1kpeXx913383JkydZuXIl3bp1u+iCWYfDQY0aNYztX3/9le3bt9OmTRtj3Ol0YrFY2LlzJ5999hmnTp0C4K677qJVq1YXTdQSERFxMTmdekwvIlLeTFm5j38t2OnpMKSceGFwKx7qFebpMMrEiRMniI+PZ+vWreTm5l7wWJPJRHh4ONHR0URERJRa6llERESksps6dSoPPPCAse3r60toaCidO3emT58+dO/enfDw8BLn2e12TCaTEqcuQXJyMtOmTTO2/fz8mDBhggcjEhEpH+x2O6tXr2blypVuCbwu1atXZ9iwYbRo0cID0YmISHk0bNgw5s+fb2xPnz6d0aNHX/S8v/71r7z99tt4eXlhs9m47bbbeOSRR+jevbtxzKlTp7j77rtZs2YN2dnZtGrVig8//JDrrrvuqrwXERGpnJREJSJSDjmdTp75YQs/Jxz2dCjiYTdFN2biLR2q3CoZu93Onj17SEhIYPfu3Vzs64q/vz/t27cnOjqaevXqlVGUIiIiIp538OBBunbtSv/+/enVqxc9e/akZcuSbaDtdjtQXG2qqn23/LO2b9/OjBkzjO1atWrx+OOPezAiEZHy5fjx48yePZvDh0ufx2rfvj0DBw5UK1QREeGdd97hlVdewel0UlhYyPDhw/niiy+oUaPGBduLr1y5kpEjR5KVlQWA1WqlS5cuREVF0adPH1atWsWqVauIj48HiheXPPfcczzzzDMEBQWV2fsTEZGKT0lUIiLlVH6RndEfr2NLapanQxEP6dCkBt8/1BVfr6pdYSknJ4etW7cSHx9vlGG+kMaNGxMVFUVkZKTarIiIiEiVdSlJU67Wf66Knhd6aFGVxcXFMW/ePGO7SZMm3H///R6MSESk/HE4HGzYsIGlS5dis9lKjFerVo3BgwfTpk0bJfOKiFRhu3bt4tZbb2Xbtm3Gvtdee42XXnrpoudOnDiR55577rzjJpPJWIx755138pe//IX27dv/+aBFRKRKURKViEg5diwrnxEfruZ4ToGnQ5EyVi/QhzmP9aB+dSUBuTidTlJTU4mPjycpKYnCwsILHm+1WmnTpg1RUVE0a9ZMk7QiIiJSqV1upSmn06nvR5do1apVLF261Nhu0aIFt99+uwcjEhEpvzIyMpgzZw7Jycmljrdq1YohQ4YQGBhYxpGJiEh5sWjRIm699VZycnIAaNSoEdOnT6dnz56lLuw4e9/UqVN5/vnnOXHiBGazGYvFgtlspqCgAKvVis1mY/To0fzlL3+hY8eOZf7eRESk4lMSlYhIORd/MIPRn6yn0ObwdChSRrytZn54qBtRTWt4OpRyq7CwkKSkJBISEjh48OBFj69ZsyZRUVF06NBB5ZtFRESkSrHb7UalqTNnzpCSksKhQ4dIS0tj3759HDhwALvdzrXXXkvDhg3p3bs3NWvW9HDU5cuiRYtYv369sd2hQwduuOEGzwUkIlLOOZ1O4uPj+fXXXykoKLkw0MfHh4EDBxIVFaWEXhGRKsT1SLqwsJC//OUvfPjhh3h5eVFUVMS9997L1KlTL3qNwsJC4uLieOONN5g/fz7e3t7GYtv27dvTq1cv/vOf/xhJV1o8IiIil0tJVCIiFcBPm1N5ZsYWT4chZeS9WztwY3QTT4dRYZw6dYr4+Hi2bNnC6dOnL3p8WFgY0dHRtGzZEqvVWgYRioiIiHjemjVrmD17NitWrGDnzp1kZ2cbY2azGYejeNFGZGQko0eP5sEHH6RevXpq8Qf88ssvbNny+/1Y165dGThwoAcjEhGpGLKzs5k3bx67d+8udbx58+YMGzZMybsiIlXQtm3bGDRoEEePHjX2vf322zz11FOYTKZLugdxJesePXqU0NBQunTpQkBAgHF/U9XvY0RE5I9REpWISAXx4bK9vP3rLk+HIVfZcwNb8mifcE+HUSE5HA727t1LQkICu3btMh4Eno+fnx/t2rUjOjqaBg0alFGUIiIiImVrwYIF/Pvf/2blypVu+10PJqxWK3a7Hbvdjo+PD/n5+QBcc801TJ48mZiYmCq/env69OluCQDXXXcdvXr18mBEIiIVh9PpJCkpiQULFnDmzJkS415eXvTr14+YmBg97BYRqWJmzJjB+PHjyc7Oxmaz0bNnT3755Rdq1qx5wXuQCyVIVfV7FxER+fOURCUiUoG8+9suPli619NhyFXyRN8WPHN9hKfDqBRyc3PZunUr8fHxnDhx4qLHN2jQgOjoaNq1a4efn18ZRCgiIiJy9bgeKvzwww+8+eabbNmyxUiastlsAFgsFry9vcnLyzO2Xa3/nE4nTqeT6tWrs3LlStq1a+fJt+Nxn332Gampqcb20KFD6dSpkwcjEhGpeM6cOcPChQvZtm1bqeNNmzZl+PDh1K1bt4wjExERTzl27Bh33HEHy5YtM/bdfvvtfPzxx/j7+3swMhERqcqURCUiUoE4nU7eXLiTKSv3ezoUucLG9WrO/w1qpVUyV5jT6eTIkSPEx8eTmJhIQUHBBY+3WCy0bt2aqKgomjdvrv9/iIiISIW1YMECbrrpJgoKCtza9TVt2pSWLVsSHh5O06ZNadSoEcHBwSQlJbFw4ULWr19Penq6kVTVt29f3n33Xdq3b19lW2L873//49SpU8b2qFGjaNu2rQcjEhGpuHbv3s3cuXPJyckpMWaxWOjVqxfdu3fHYrF4IDoRESlru3bt4sYbb2Tnzp1YLBYaNmzI559/Tr9+/ars/YeIiHiWkqhERCoYJVJVPkqgKhtFRUXs2LGD+Ph4Dhw4cNHjg4KC6NChA9HR0dSoUeOqxyciIiJypezZs4cuXbqQmZmJj48PBQUFmEwmbrnlFm677TZiYmJo3LhxqeeuXbuWt956i9mzZxvJV48//jjvv/9+lW2N8dZbbxkVuwDuvvtuQkNDPRiRiEjFlp+fz+LFi9m0aVOp4/Xr12fkyJE0bNiwjCMTEZGy5HA4sNlsvPbaa7zxxhvG/Ue3bt2YO3cuNWvW9HSIIiJSBSmJSkSkAnI6nby3eLda+1UCT/RtwdP9W1TJh1GelJ6eTkJCAlu2bCE7O/uix4eGhhIdHU2rVq3w8vIqgwhFRERELp8ryemee+7hq6++wsvLi6KiIqKiopg0aRJdu3YtcbzrHJPJZLTzO3jwIC+//DJfffUVUNz6eOHChbRv394Tb8ujnE4nr7/+OmdPn40bN44GDRp4MCoRkcrhwIEDzJ49m4yMjBJjJpOJa6+9lt69e+s+XESkksvLy2PYsGEsW7bMqIj74osv8ve//91oSy4iIlJWlEQlIlKBfbhsL2//usvTYcgf9NyAljx6Xbinw6jSHA4H+/fvJyEhgZ07d2K32y94vI+PD+3atSM6OpqGDRsq+U1ERETKnc2bNzN48GBOnDgBQKtWrZg2bRqdOnXC4XDgdDoxm80X/R5z8uRJwsLCjHZL7733Ho888kiVe5Cdl5fHW2+95bbv6aefpnr16h6KSESkcikqKmLZsmWsX7+e0h5V1K5dmxEjRhAcHOyB6ERE5FK4FmOcy9WO70IVbV3nzp8/nwcffJC0tDQcDgdhYWHMmzePiIiIqx2+iIiIG6XuiohUYI9eF867t3TA26o/5xWJt9XMe7d2UAJVOWA2mwkPD2fUqFE888wzDBo0iPr165/3+IKCAuLi4vjkk0+YMmUK69ev58yZM2UYsYiIiEjpXA+et2zZwokTJ7BarXh7e/PUU0/RqVMnoPi7j8ViuWgCld1up06dOtx33334+fkBsHr1ao4cOeL2WlVBad/1XD8TERH587y8vBgwYAD3338/9erVKzF+6tQpPv/8c+bPn09BQYEHIhQRkQtxOp1GAtVzzz3Hhx9+yJw5c8jJyTEqSJlMJhwOB4DxXxfXuQMHDmTIkCHG+L59+3j00UeNexAREZGyokpUIiKVQMKhTB76Ko7jOZpMKu/qBfrw8V2diGpaw9OhyHk4nU6OHTtGfHw827ZtIz8//4LHm81mWrVqRVRUFGFhYSovLSIiIh5js9l4/PHHmTJlCgAhISHs2bMHq9V6WddxrRifP38+jz/+OMnJybRt25b//ve/9OnT54IrySub1NRUPvvsM2PbarXy4osvejAiEZHKy263s2rVKlatWlXiITtAUFAQw4YNIzxci9JERMoLVyWpL7/8krFjxwJQs2ZNAgICGD16NA0aNGDMmDH4+/sTFBRU6rmu/2ZkZDBq1CiWL1+OxWIhKCiIyZMnM2rUKE+8NRERqaKURCUiUkmkZefz0FdxbEnN8nQoch4dmtTg47s6Ur+6r6dDkUtks9nYuXMn8fHx7N+//6LHBwYG0qFDB6Kjo6lVq1YZRCgiIiLirkePHqxduxaAZ555hjfffPOyk6hcSVKpqancfvvtrF69mqCgIKZMmcKtt956NcIut3bv3s306dON7erVq/P00097MCIRkcrv+PHjzJ49m8OHD5c63qFDBwYOHKjKgCIi5URiYiLt27cHwNvbG6fTSVFRkTFevXp1rrvuOpo0acK9995LQEAALVu2dLuGzWbDbDbz3nvv8dxzzxn7GzRowLx584iOji6bNyMiIlXe5c2iiYhIuVW/ui/fP9SN53/axs8JpU8yiefcFN2YN25sh69Xyd7wUn5ZrVYiIyOJjIwkMzOThIQEEhISyMoqPVkxJyeH1atXs3r1akJCQoiOjqZ169Z4e3uXceQiIiJSVTVs2ND4t5+fH1arFZvNdlmJVK4qU02aNCEgIACz2UxWVhZ5eXlXPN7y7tz3rAf2IiJXX7169bjvvvtYv349y5Ytw2azuY1v2bKFvXv3MmTIENq0aeOhKEVExGXNmjU0a9YMHx8fdu3aZdxPWCwWzGYz2dnZzJo1C4BPPvmE8PBwQkNDue2226hfvz79+/c32o4/++yz7Nu3j48++giz2czx48f59ttvlUQlIiJlRklUIiKViK+XhXdv7UCrhoG8uXAnqjXoeSYTPD+oFQ/2bF5lWp5UVjVq1KBPnz707t2b5ORkEhIS2L59O3a7vdTjU1JSSElJYf78+URGRhIdHU3jxo31vwMRERG5amw2Gw0aNACKWw6fPHkSKH54cblcLf0CAwONlkoZGRluY1XBmTNn3Lb9/f09FImISNViNpu59tpradWqFXPmzOHAgQNu47m5ucyYMYPWrVszePBgAgMDPROoiIgwbtw4brrpJgoKCpg7dy5xcXEkJCSwefNm477BbDZjMpkoLCxk586dbN++nUWLFuHr60vLli0ZOHAgzZo149Zbb2XQoEGsXr2apKQknE4n77//Pj169GDkyJEefqciIlIVKIlKRKSSMZlMjOsVRnTTmjw3cwsp6WcufpJcFSG1/Hl7VAc6h6qtW2ViMplo3rw5zZs3Z/DgwSQmJpKQkMCRI0dKPb6wsJDNmzezefNm6tSpQ3R0NO3btycgIKCMIxcREZHKzmq10qhRI6C4Jd/x48f/dMJTs2bNjH+7vu84q9BqDVWiEhHxrFq1anH33XezefNmfvvtNwoKCtzGd+zYQXJyMgMHDqRDhw5auCQiUsZcrcDr1q0LwMMPP0xeXh5+fn7MmTOHgwcPMn/+fOLj48nJySE3N9e4n3A6neTl5bFp0yYSEhKw2+1MnDiRLl26cPLkSZxOJ/7+/pw5c4b33nuPAQMG6Pu4iIhcdUqiEhGppDqH1mLBkz15a9Euvlh7wNPhVCkmE9zbrRkTBrbCz1vt+yozPz8/YmJiiImJ4dixYyQkJLB169bztro5efIkv/32G0uWLCEiIoKoqChatGhRZSo5iIiIyNUXERFBrVq1SE9P5+jRoyQnJxMWFmY83LhUZrOZ3NxcTp06ZWzXrFkT+GOVrSqqcytR6aGNiEjZM5lMdOzYkRYtWjBv3jx2797tNp6fn8+sWbNITExk2LBh1KhRwzOBiohUQWffY7juOXx9fQEYPnw4AI8++iibNm0iNzeXadOmsX//frZs2UJGRoZxvtlsxul0smvXLvbu3YvT6cRisRjfxx999FH8/Pwu+75GRETkcpmcVWn5oIhIFbUh+RQTZm5VVaoyoOpTYrPZ2L17N/Hx8ezbt++ilRoCAgJo37490dHR1KlTp4yiFBERkcpq//793HbbbcTFxVG/fn3efvtt7rzzTux2+x9KfurWrRspKSnUqlWLzz77jC5dulyFqMuvGTNmsH37dmO7Z8+e9O3b14MRiYhUbU6nk8TERBYuXFgi0RXAy8uLfv360blzZz1kFxEpB0qrjHv06FGKior46quvOHr0KL/88gsZGRnGwlSz2YzD4cDPz4+8vDyeeOIJ/vOf/3ggehERqYqURCUiUkWcKbSpKtVVpOpTUprs7Gy2bNlCfHw8GRkZFz2+adOmREdH06ZNG3x8fMogQhEREalsCgoK+Mtf/sKHH36IyWRi8ODBzJ079w+t2Lbb7XzwwQfUqFGDyMhIoqOjsVqrVlHzadOmkZycbGwPGDCAbt26eTAiEREByM3NZeHChSQmJpY63rRpU0aMGKHFSiIiV8GF7i0uNHa+VuOnT59m/vz5HD16lC+//JKcnBz27dsHQFRUFJs3b77g+SIiIleSkqhERKqYDcmneGVWErvScjwdSqXRsn4gr4+MVPUpOS+n00lKSgoJCQkkJSVhs9kueLyXlxdt27YlOjqapk2bavWsiIiIXJbly5e7VUuKjY2lY8eOHoyo4vroo49IS0sztm+44QY6dOjgwYhERORsu3btYt68eeTklJznslgs9O7dm2uvvbZKtaIVEblaXAlSTqcTp9PJkSNHCAwMJC8vjwYNGhjVby9lAYcrIercxCiHw8HWrVs5dOgQ33zzDW+++SbNmjXDZrNVuQUdIiLiGUqiEhGpguwOJ7MSDjPxt90czszzdDgVVuMafjx7fQQjoxpjMSvJRS5NQUEBiYmJJCQkkJqaetHja9WqRXR0NB06dCAwMLAMIhQREZHKoHfv3qxatQqA/v378/7779O6des/tHrb4XBgMpmqZGL3e++9R3Z2trE9ZswYIiIiPBiRiIicKz8/n99++82oVHKuBg0aMGLECBo2bFjGkYmIVA6u5KgzZ85w/Phx/ve//7Flyxb27t2Lw+EgOzubfv360bx5c2688cbLrtzqSro6XwvyP9qaXERE5I9QEpWISBVWYLPzzYaD/G/ZXtJzCz0dToVRu5o3j10Xzu1dgvGx6uZN/rgTJ04QHx/P1q1byc3NveCxJpOJ8PBwoqOjiYiI0MSBiIiIXNBPP/3E888/z549e6hRowbPPPMML730kqfDqnD++c9/ulURvf/++2nSpIkHIxIRkfNJTk5mzpw5ZGRklBgzmUx0796d3r17q5KJiMgf4HQ6uffee1m9erXR7tpVScrFVaXqwQcf5OGHH6ZVq1b4+fn94derios4RETE85REJSIinC6w8cmq/Xy6aj+5hXZPh1NuVfO28GDP5jzQszkBPppwkyvHbrezZ88e4uPj2bNnDxf7eubv70/79u2Jjo6mXr16ZRSliIiIVCT5+fnMnz+f2bNn07FjRzp27EjXrl3PW4Xq3IcUdrsds9lcpR9cFBUV8cYbb7jte+yxx6hdu7aHIhIRkYspKipi6dKlbNiwodR769q1azNixAiCg4M9EJ2ISMW0bds2Xn31VX766ScsFgsOh8OttZ8rmcrX15f8/HwAWrduzSOPPMKIESNo2rSph9+BiIjIpVMSlYiIGE6eLuDzNcl8F3uIU6pMZahdzZvbYpoytnsodQJ8PB2OVHI5OTls3bqV+Ph4Tp06ddHjGzduTFRUFJGRkfj6+pZBhCIiIlJRXMnV23+kDWBFl52dzXvvvee2b8KECX94Nb2IiJSd1NRUZs+ezYkTJ0od79y5M/369cPb27uMIxMRqVgSEhJ47733+Oqrr4x91apVo1mzZtSpU4f09HQsFgsJCQkAxj2DK6nqkUce4fHHHyckJKRK3lOIiEjFoyQqEREpocBmZ2HiMb5an0JcSskS6FXFNU2DuOfaUAZFNlDbPilzTqeTQ4cOER8fT1JSEkVFRRc83mq10qZNG6KjowkJCanSVSNERETEnavFxtkPLM5+gHH69GkOHTrE8ePHyczMpKioiJMnT1JUVESvXr1o0qRJlay+dOzYMaZMmWJsm0wmXn75ZX3PEhGpIGw2G6tWrWL16tVu7aZcgoKCGD58OGFhYR6ITkSk/Dt69ChvvfUWH374ITabDYvFwqhRo3jiiSfo1q2b23Hbt2/njTfeYPv27aSlpbld57bbbuPTTz/F399fiVQiIlLuKYlKREQuaPvRbL5en8IvCYc5UwVa/VmxE2Y5RSvLCUYP7MG1117r6ZBEKCwsJCkpiYSEBA4ePHjR42vWrElUVBQdOnQgKCioDCIUERGRisjpdDJ//nzWrFnDxo0bOXjwIIcPHyYvLw8AHx8frFYrfn5+jBs3jttuu422bdt6OOqyk5yczLRp04xtPz8/JkyY4MGIRETkj0hLS2P27NkcOXKk1PGoqCgGDBigSoMiImdxOBz8+OOPPPPMMxw+fJjatWtz4403MnnyZCyW4gXHhYWFbhX98vPz+fLLL/n222/ZuHEjBQUFxtjAgQP55ptvqFWrVpm/FxERkcuhJCoREbkk2flFzIo/zMKkY2xITsfmqDwfH1aziS6htWhgO4bvsUS8TcXJYjVr1uTxxx/XSnMpV06dOkV8fDxbtmzh9OnTFz0+LCyM6OhoWrZsidVqLYMIRUREpLwrKCjg119/ZcqUKaxcubLEdwqTyYTZbMZsNlNUVISXlxdFRUXUr1+fV199lbvvvhtfX99Kv4o8KSmJmTNnGtu1a9fmscce82BEIiLyRzkcDtavX8+yZcuw2WwlxgMCAhgyZAitW7f2QHQiIuVPUVERN998M3PnzsVqtTJo0CD++9//EhISgt1uNxKpXM7et2rVKj744AMWLFhAYWEhULyA48UXX+Rvf/sbTqezUt9HiIhIxaYkKhERuWxZeUWs3HOCxdvTWLbrONn5JSefyrvqvlaua1mP/m3q0zuiLtV9vTh48CCff/6523F33HEH4eHhHopS5PwcDgd79+4lPj6e3bt3l9qa4Gx+fn60a9eO6OhoGjRoUEZRioiISHn06aef8vLLL7u12TCZTFgsFhwOByaTiWrVqpGdnW2MmUwmI2lq7NixfPLJJ54Kv8zExcUxb948Y7tJkybcf//9HoxIRET+rFOnTjFnzhxSUlJKHW/Tpg2DBw8mICCgjCMTESlfFi1axODBg43tmTNnctNNN+F0Os+76PjssX379vH444+zcOFCzGYzDoeDsLAwFi9eTEhISJm8BxERkT9CSVQiIvKnFNkdxB5IZ/GO46zYfZx9J3I9HVKpTCZoXqcavSPq0b91PWKa1cLL4r7axel0MmXKFLeHSS1btuS2224r63BFLktubi5bt24lPj6eEydOXPT4hg0bEhUVRbt27dSuQEREpIp57bXX+Pvf/w4Ut+srLCzEy8uL6tWrc/LkSQCaN2/Os88+S40aNSgoKODbb78lNjaWrKwsAPz9/ZkwYQKvvPKKp95GmVi5ciXLli0ztiMiIhgzZowHIxIRkSvB6XSyadMmfvvtN6NCytl8fX0ZNGgQ7du3V3VyEamSHA4HTzzxBJMmTQIgJiaGDRs2XPL5rmSq3Nxchg8fzvLly7FYLNjtdl588UVef/31CyZjiYiIeJKSqERE5IrKyS8i6Ug2iYez2HY4i21HsthfxolVJhOE1qlGu0ZBtGscRGTjINo2qk6gr9dFzz13tbnJZOKJJ56gRo0aVzFikSvD6XRy5MgR4uPjSUxMpKCg4ILHWywWWrduTXR0NKGhoZq4EBERqeQWLVrEzTffTGFhodHKqFatWjz66KM0adKEcePGAcVtrY8cOYKPj49x7vz583n66afZt28fDocDb29vNm7cSPv27T3yXsrCokWLWL9+vbHdoUMHbrjhBs8FJCIiV1RWVhbz5s1jz549pY6Hh4czbNgwgoKCyjgyERHPGz16NDNmzACgd+/eLFu27LISn1zt/WbPns3o0aMpKirC4XDQpUsXFi9eTLVq1a5m+CIiIn+YkqhEROSqcyVW7U7LIS07n+M5BaRlF3A8p/jf6bklV/1dTO1q3tQN9KF+dV/qBfpQ7///O6J+4CUnTJWmsLCQiRMnuq1E7NGjB/369ftD1xPxlKKiIrZv305CQgIHDhy46PFBQUFERUURFRWlpEEREZFK6PTp0wwbNoyVK1caDz7uuusu/vrXv9K6dWugOKEqMzMTgN9++41+/frhdDpxOp2YzWZWrlzJM888w+bNmwF49NFH+de//lVpWx798ssvbNmyxdju2rUrAwcO9GBEIiJypTmdTrZt28bChQvJy8srMe7t7U2/fv2IiYnRwiMRqRKcTie5ubkMGjSItWvXAtC9e3dWrVpFUVERXl6XP+/ep08fVq5cidVqJSgoiPXr1xMWFnalQxcREbkirJ4OQEREKr9AXy+6Nq9N1+a1Sx0vtDk4cbo4marI7sDucGJzOLE7nFjMJqxmExazCS+LmdrVvKkT4IO31Vzqtf4sb29vOnToQGxsrLEvPj6e3r17Y7XqY1MqDi8vLzp06ECHDh1IT08nISGBLVu2kJ2dXerxWVlZrFixghUrVhAaGkp0dDStWrX6QxMjIiIiUv5s3LjRSKByOp1cf/31vPrqq4SEhBirxHv06MHcuXMBWLt2Lf369cNkMhnn9OrViyeffJJ77rkHgCVLlrBt2za6devmybd21Zw5c8Zt29/f30ORiIjI1WIymWjfvj1hYWEsWLCApKQkt/HCwkJj//Dhw6lTp46HIhURKRsmk4mAgABjkaXJZOLQoUMcP36cevXqXda1XElXnTp1YuXKlQAUFBSQm1u2nStEREQux9V5Ai0iInIZvK1mGtfwo13jIK4JrklMs1p0a16bHuF16Na8NjHNanFNcE3aNQ6iUQ2/q5ZA5RITE+O2nZuby44dO67qa4pcTbVq1aJv3748+eST3HHHHbRp0waz+fy/R8nJyfz0009MnDiRefPmceTIEVS8VEREpGJyOBwAfPzxxwCYzWbq16/PO++8Q0hIiFFpCmDIkCHGeStWrCj1ekOHDjW+L+/bt48NGzZczfA96tyKJH5+fh6KRERErrZq1aoxatQoRo8eXWqFxYMHD/LRRx+xevVq47NVRKQystvtADRr1gwovn84ePAgX331ldv4pXAtzmzatCkANpuN06dP4+vrewUjFhERubKURCUiInKOunXrEhIS4rYvLi7OQ9GIXDlms5nw8HBuueUWnn32WQYNGkT9+vXPe3xBQQFxcXF88sknTJkyhfXr15eoyCAiIiLlm9lsJisry/gMt9vtDB48mHbt2lFYWIjJZMJisQDQv39/47y4uDiOHz9ubLtaGNWqVYsePXrg5+dHUVERu3fvJisrqwzfUdlRJSoRkaqnVatWPProo0RHR5cYs9vtLFmyhE8//ZRjx455IDoRkavPdW8wYMAAAGMh5rfffsvx48eN8UvhSrhyJU1ZLBYiIyOpXr26FmyKiEi5pSQqERGRUpxbjergwYOkpaV5KBqRK8/f358uXbowbtw4HnroIWJiYi64CiwtLY1FixYxceJEZsyYwZ49e7T6VkREpILIyMhg8+bNmEwm/Pz86NWrF1Dcyhp+T5AKDw+ndu3iFtzZ2dls3brV7Tquz/5WrVoZVZlSU1PP2y64olMlKhGRqsnX15cRI0Zw1113Ge2sznb06FE++eQTli5dis1mK/sARUTKQJ8+fYiOjqaoqAiLxUJ8fDx33nknO3fuNI65UCKU0+k0Eq5+/vlnoDipKigoiPr16xv3ICIiIuWNkqhERERK0apVqxLl21WNSiojk8lEw4YNGTJkCM8++yw333wzzZs3P+/xDoeD7du38+233/Kf//yHpUuXkp6eXoYRi4iIyOVq2rQpmZmZOJ1O8vLy6Ny5c4ljXA+B+/TpY+xbuXJlqdcLDQ0lMzMTgJSUFGrWrHnFY/Y0h8NRIolKlahERKqW5s2bM378eLp06VJizOFwsGrVKqZMmcKhQ4c8EJ2IyNXjcDioXr06Dz/8MD4+PgBYrVbWr1/PW2+9ZcyTm0ym8yZSuZKkvvvuOxISEoz9zz77LCaT6bLaAoqIiJQlJVGJiIiUwmKxcM0117jt27p1KwUFBR6KSOTqs1qtREZGctddd/Hkk0/Su3dvgoKCznt8Tk4Oq1at4r///S9ffPEFW7ZsobCwsAwjFhERkUuRlZVFaGiose162Ht2VUnXQ47Bgwcb+85NonIdU6NGDePc1NTUSplclJ+fX2KfKlGJiFQ93t7eDBo0iPvuu486deqUGD958iRTp05l4cKFuh8WkUrD1cLv7rvvZvjw4djtdmw2G6dPn+abb77hX//6F7NmzSIvL8+4R3A4HEZCVVFREQCbNm3is88+4+TJkwDcdNNNxpz75bQFFBERKUtKohIRETmPjh07upUVLiwsLNHSRKSyqlGjBn369OHJJ5/krrvuol27dhec3EhJSeGXX35h4sSJzJkzh9TU1AuW9BYREZGyY7VajUqT1atXZ+/evSWOcT0o6devn7Fv06ZNHD16tMSx3333nXF827ZtycjIuBphe9S5VahAlahERKqypk2bMm7cOHr16mV8Bp5tw4YNTJ48mf3793sgOhGRK8/hcODj48NXX33FnXfeaewvKiri559/5pVXXuHFF18kNjYWKF5w4ZpL9/LyYs+ePYwfP561a9ficDiIiIjglltuITg42CPvR0RE5FJZPR2AiIhIeVW9enVatmzp1uc9NjaWTp06qWe7VBkmk4nmzZvTvHlzBg8eTGJiIvHx8aU+UIXiZMPNmzezefNm6tatS1RUFO3bty/RHlNERETKjr+/P02bNgWKP6tdD3jPfgjs+n4bEhJC/fr1SUtLIzc3l4SEBBo2bGgck5yczNy5c41KVF26dKF27do4HI5SHypXVGfOnHHb9vLywmrVNJqISFVmtVq57rrraN26NbNnzy5xX5yZmclXX31FVFQUAwcOxNfX10ORioj8eWazGafTiY+PD8899xwBAQF89dVX5ObmArBt2zZ2797NlClTuPXWWwkODiY4OJhTp06xdu1aYmNjjb+TNWrU4K677mLAgAEAOJ1Oza+LiEi5pdkfERGRC4iJiXFLojpx4gQHDx4kJCTEg1GJeIafnx8xMTHExMRw7NgxEhIS2Lp1a6mVGqD49+W3335jyZIlREREEBUVRYsWLcr0AavD4XBbCSciIlIVWa1WmjVrhpeXF/n5+SQmJpKZmUmNGjXcjrPZbFitVvr06cP3338PwKpVqxg8eDBOp5NTp07x6quvsnfvXkwmE76+vvTp0wegUiVQQclKVGrlJyIiLg0aNOCBBx5g3bp1LF++HJvN5jaekJDA3r17GTp0KK1atfJQlCIif55rPq1du3Y8+eST1KpVi++//559+/YBxclQeXl5fPnllyXOPfv+4IknnuCee+6hZs2abtcVEREpjyrXDJeIiMgVFhoaSu3atd32uUoUi1RlDRo0YNCgQTzzzDPccssthIeHn/dYh8PBzp07+e6773jvvfdYvHgxJ0+evKLxuKphFBUVUVBQwL59+8jNzcVsNpc6MaNWgyIiUtX07t3bqEa1e/duEhISgN8/Q+H3hxlDhgwx9q1atYrc3FyWL1/Offfdx7Rp04Diz9IePXowdOjQMnoHZevcSlRq5SciImczm810796dhx9+uNTWVKdPn+b7779nxowZnD592gMRiohcWS1btuTpp5/m3//+NzfddBNQXOXWYrEAxYsOLBaLUb3V4XBQrVo13n77bZ5//nmaNGnisdhFREQuh8mpJ0giIiIXtG7dOn799Vdj22w28/TTT6s9mcg5srKy2LJlCwkJCWRkZFz0+KZNmzJ69GiqVav2p1/bbrdjsVh4/vnnmTVrFnXq1CE9PZ3Q0FB69epFixYtaNy4MWFhYdSqVetPv56IiEhFk5WVxYMPPsjMmTMxm8089thj/Oc//zE+Q+H3thpHjhwxHnJYrVY6d+7M1q1bOX36NBaLBbvdTtOmTVm1alWpD44rg3PvAUJDQ7n77rs9GJGIiJRXTqeTuLg4Fi9eTGFhYYlxPz8/Bg0aRLt27VR9RUQqPKfTyfHjx4mLi+P1118nIyODPXv2GONms5k6depwyy23MHz4cKOFn4iISEWhJCoREZGLyMvL491333Urz37dddfRq1cvD0YlUn45nU5SUlJISEggKSmpRGsDl7p16/LII49csdctKiqic+fObNmyBSiupuH6qlutWjXatm1Lx44d6du3L926daNRo0ZG9Y3K1oJIRESkNN9++y133nknAPXq1WPPnj0EBga6HeNKpGratCmHDx/G29u7xAPh7t2788EHHxAdHY3D4aiUn6NLlixh9erVxnbbtm0ZNWqUByMSEZHyLisri7lz57J3795Sx8PDwxk2bBhBQUFlHJmIyJXhuldwsdvt7Nq1ixMnTpCSkoLFYqFOnTqEhYW5Va2vrPcMIiJSOSmJSkRE5BLMmjXLaHkCUL16dZ588knd/IlcRH5+PklJScTHx3P48GG3sQEDBtCtW7cr9lqrV6/mpptuombNmjidTmPi2svLi6KiIuO4xo0bM3DgQJ599llat259xV5fRESkvCsoKCA0NJRjx44B8Prrr/PUU0+5VYW02WxYrVbuvfdeo3Wfi7+/P4MHD+bZZ5+la9euZRp7WZs7dy6bNm0ytjt16lRpWxeKiMiV43Q62bp1K4sWLSIvL6/EuLe3N/3796dTp06qSiUiFdrZFW3P59ykKxERkYpASVQiIiKX4MiRI3zyySdu+0aPHk2rVq08FJFIxXP8+HESEhLYsmUL+fn5PPPMM1eklZ9LYWEhmZmZHD16lOrVq5Ofn8+SJUvYuHEju3fvJjU1lWPHjhnVp7y8vHjllVdKPDwWERGpzP7+97/z3//+l4yMDEJCQpg4cSI33XSTsTrc9TBk+vTp3HHHHTRo0IDGjRvTqVMnbrzxxirTjmPGjBls377d2O7Zsyd9+/b1YEQiIlKRnD59mgULFrh9lpwtJCSE4cOHU7t27TKOTERERERELkRJVCIiIpfo008/daukExYWZrRDEZFLZ7fbOXr0KE2aNCmz19yzZw9LlixhxowZLFu2zNhfr1493nvvPcaMGaPVcSIiUiXs3buXl156iR9++AGAa6+9lm+++YaQkBC34zIyMnjmmWeIiYmhY8eOtGzZkho1agCXtuq8ops2bRrJycnG9sCBAyt99S0REbnyduzYwfz58zl9+nSJMavVSp8+fejWrZsqnYuIiIiIlBNKohIREblECQkJzJo1y23fY489plWDIuWMKxnK6XTidDrdJqPPnDnD1KlTeeONN0hLS8PpdFKrVi0WLlxIp06dPBi1iIhI2dm6dSu33norISEhxMTEcOedd6rC6jk++ugj0tLSjO0bbriBDh06eDAiERGpqPLy8vj1119JSEgodbxhw4aMHDmS+vXrl21gIiIiIiJSgpY3iIiIXKK2bdvi5+fnti8uLs5D0YjI2Vwt+hwOh1FN6tx/OxwO/P39eeyxx3jxxRdxOp14eXmRnp7O1KlTL+u17Hb7lX8TIiIiZaR9+/YsWbKERYsW8Y9//OOCCVQ2m42ioiJsNpvb/sr+WZiXl+e27e/v76FIRESkovPz82PkyJHceeedRlXHsx09epSPP/6YZcuWlfi8FRH5I1zzZCIiInL5lEQlIiJyiby8vIiKinLbl5CQQFFRkWcCEqnizi6o6qo2ZTabyczMBMBisRgVqUwmE2az2Tjn0UcfZcyYMcbv76pVqy74u+yafLLb7ZjNZqOFUWV/gCwiIpWT0+mkcePGQPFn3LlFyp1Op/HZZ7Va8fLywmq1AsVVHR0OR6Vv53fmzBm37XMXU4iIiFyusLAwxo8fT+fOnUuMORwOVq5cyccff0xqaqoHohORysI1d5Wfn8+iRYvIycnxdEgiIiIVitXTAYiIiFQknTp1Yt26dcZ2fn4+iYmJREdHezAqkarJVWVqxYoVbNq0iYULF+Lj40NgYCBQ/Pt64403Ehoa6naO3W7HYrHQvn17pk+fjsVi4eTJkyQkJBATE1Pqa7mStMaMGYO3tzfjx4+ne/fulf4BsoiIVE6uz1DAre3t2eOuY44cOcLGjRtJSEggJSUFPz8/rFYrBQUFtGzZkqFDhxISEoKvr2+ZxX+1lVZ5S5WoRETkSvD29mbw4MFERkYye/ZsTp486TZ+4sQJPvvsM7p27cp1112Ht7e3hyIVkYrI6XQac1U33HADv/76K2+++SZ33nknjRo18nB0IiIiFYPJee5yQxEREbmgr7/+mn379hnbjRo14sEHH/RgRCJVi6uyVFZWFh988AHvvvsuWVlZbseYzWajgkbXrl257bbbGD58uFtC1Zw5cxg5cqRRrWrfvn2EhoYa13dxOByYzWYSEhIYMWKEsSo4IiKCHTt2uFW7Ol+sIiIi5Z1reshkMnHgwAEWLlzIokWL2LBhA2lpaUay1dlVGK1WK3a7neHDh/PQQw8xZMgQ41oV+fMvOzub9957z23fhAkTVI1KRESuKJvNxsqVK1m9enWJqpAANWrUYPjw4TRv3twD0YlIRTZx4kSee+45Y3vMmDH85S9/oV27dkaFWRERESmd2vmJiIhcpnMr1Rw5coTDhw97KBqRqseVtPS3v/2Nv/3tb2RlZblNAJ2dQAWwfv16nnrqKSIjIxkzZgw///wzAImJiUDxg96wsDDjofD5HvrOnj2b9PR0o9LGtddei8lkIj8/n+zsbOLi4sjKyuLQoUNGUldFfoAsIiJVh8PhMKpPrVy5khdeeIFXX32VOXPmkJaWhtVqLVGxytvb22jrN3v2bEaNGsVDDz0EVPzPv3Nb+ZlMpkpVaUtERMoHq9VK3759eeihh2jQoEGJ8czMTL766itmz55Nfn6+ByIUkYooPT2dZcuWue2bPn06Y8eOZfbs2WrvJyIichGqRCUiInKZHA4HH3zwgVvlm6ioKEaOHOnBqESqlpkzZ/Lggw+SlZWFxWLBbrfTs2dPWrRogZeXF1arldjYWDZu3Fjq+S1atODUqVOkp6cD0KdPHz7++GPCw8NLPT43N5dBgwaxdu1aoDjxat26daSnp/Puu+9y7NgxUlJScDqdxMTE0L59e6KioujduzehoaFuD6dFRETKo9zcXF544QX++9//Gvtcn7Fn8/HxoU6dOhw9etRIWrZYLDidThwOBw888AAffvghXl5eZRr/lZScnMy0adOMbT8/PyZMmODBiEREpLJzOBysXbuW5cuXl/jsBQgMDGTo0KG0bNnSA9GJSEWTlJTEjBkzmDZtGikpKZjNZux2O9WqVeOvf/0rY8eOpXHjxp4OU0REpFxSzUYREZHLZDab6dixI0uXLjX2JSYmMmDAALX4ELmKXK2BUlJS+Omnn4xERm9vb8aOHctrr71GrVq1gOIHwU6nk9TUVH788Ue++OILtzace/bswWKxAMW/0w0aNCA4OLjEa9rtdiwWC4sXL2bXrl04nU7MZjNWq5VXX32VhQsXljhn+fLlLF++nLp169KvXz+effZZOnbseDV+JCIiIldEXl4eL7zwAp999plRccrhcGC32/Hx8aFbt24MGDCArl27Ur16dbKyskhPTycjI4MPP/yQ7du3U1RUhNVq5dNPP6Vfv36MHj3aw+/qjzu3EpW/v7+HIhERkarCbDbTo0cPWrVqxZw5czh48KDbeE5ODt999x1t27Zl8ODBVKtWzUORikh5lpGRwaZNmzh8+DC7du3CbDZjMplwOBx4e3uTm5vLK6+8wrZt25gwYQIdOnRQez8REZFzqBKViIjIH3D69Gnee+89t5ZhAwYMoFu3bh6MSqRqWLRoEY888gjJyckAjBw5knfffZfQ0FAKCwvx9vYu9byNGzfy4Ycf8v3331NYWGhU1wgICOC1117jqaeeMhK1zvXAAw8wbdo0bDYbVqsVm80GQEhICG3btiUiIoKEhAROnz7N0aNHOXbsmNvq4ffff5/HH3/8Kvw0RERE/rxPPvmE8ePHu3237datG3fccQejRo2iXr16Fzx/4sSJvPvuuxw9ehSA/v37M2nSJMLDw8/72VqexcXFMW/ePGO7SZMm3H///R6MSEREqhKn00lsbCxLliyhsLCwxLifnx+DBg2iXbt2Fe4zVkSununTpzN58mRWr1593mN8fX2N9qCRkZG8/PLLDBo0iMDAwLIKU0REpNxTerGIiMgfEBAQQJs2bUhMTDT2xcXF0bVrV01giVxlp06dMhKoAAYNGkTTpk0BSiRQuVoLWSwWOnfuTOfOnZk8eTI1atQwEqHq1q1L3759jeNdv8MOhwOz2cz+/ftZu3YtNpsNk8lkJEe9+uqrjBs3jtq1axtVrfbt28eKFSv49NNPWb9+vRHH5MmT6dmzJ1FRUVfnhyIiIvIHHT58mBdffNFYnV5YWMjQoUP561//SkxMDD4+PjgcDqMa49mfk65WtU899RSNGjXijjvuACAhIYG4uDjCw8Mr5HdjVaISERFPMplMdO7cmYiICObOnetWVRmKK0j+/PPPJCYmMnToUIKCgjwUqYiUBydOnODrr7/m2WefNfY1adKExo0b07ZtW44ePUpRURGLFy82EqhMJhOJiYnce++9TJgwgfvuu8+YWxMREanqzJ4OQEREpKKKiYlx205PT2f//v0eikak8nMlL6WkpABgtVrx8/PD29v7vKXHTSaTkeDkSpqaPn26UVHKYrEQExND+/btAYwWRmebO3cuqampmM1mnE4nzZo144MPPuDll1+mTp06RkUrgLCwMO677z7WrFnD448/jtlsxmKxsHPnTiZOnAjgVuVDRETEU1yFyd977z1OnjyJn58fhYWFjB49mp9//pkePXrg4+MDYHyenZ0QdXZClcViYcyYMcaCgpMnT7Jr1y6KiorK/o1dAXl5eW7batktIiKeUKNGDe644w5GjhyJr69vifE9e/YwadIk4uLiUMMRkarF9TuflZXFl19+yb/+9S+guNJU3759WbBgAcuXL+fTTz9l3rx5LFiwgI0bN3LXXXcRERFhnJ+Xl8err77K008/TWxsbIX9/i4iInIlKYlKRETkD2ratGmJ1iaxsbEeikak8nMlQ3l5eQHFCVJ5eXmcPHkS4KITPVarlePHj/O///0PKE5mCgwMZOjQoQBu7fcAI2lqwYIFnDlzxnhQPH78eO69914jhrNjczqd2O12TCYTDz/8MHXr1sVut2O1WlmwYAEpKSmlJmqVxm63l4hJRETkSjGZTKSlpREfHw8UP0AJDw9n0qRJWK3Wy/oMcj2EGTJkCNWrVweKV8Sfm4xUUSiJSkREyguTyURUVBSPPvoobdq0KTFeWFjIvHnz+PLLL0lPT/dAhCLiCa75qGXLlvH5559z8uRJAgICuOGGG/j2229p27YtPj4+xlyZyWSiU6dOfPzxx7z66qvceOONbt9xf/rpJ+655x5+/PFHsrOzPfKeREREygslUYmIiPxBrpvPs+3evZusrCwPRSRSNfTp0weTyWQ8sP3ss89IS0szkqvOrvTkaucHxdXi3n33XbZs2YLJZMLhcNC8eXMGDRoEuFehcp2zatUqtm3bZiRH1a1bl0cffZSAgACAEi2Kzq581bp1a2644QaguApWYWEhmZmZpb4n13tJTU1l7ty5ZGZmYrFYjGuJiIhcDVarldWrVxufgTfffDM1a9YEuKzPINfnWNu2bY1KGUeOHKF69eoVsjKG2vmJiEh5ExAQwC233MKtt95KtWrVSoynpKQwefJk1q5dq+rHIlWA0+kkNzeXmTNnsmPHDkwmE23atOHZZ5+lXr16xt8B11yZ2WzG4XDg4+PD6NGjefHFF7njjjuoUaMGZrMZq9XKzp07GTt2LG+//TYHDx705NsTERHxKCVRiYiI/Ant27fH29vb2HY6nWzatMmDEYlUfi1atGDAgAHYbDa8vLzYvXs3jz/+OImJicDvyVAOhwOTyYTZbOb06dO89tprfPDBB8Z1vL296dOnD3Xr1sXpdLolRLn+PWvWLE6ePGk8SL7vvvvw8/O7aHUO13hBQQHw+6TVnj17Sj3e9XqxsbGMGDGCWrVqMXjwYJKSkoz3Au5JYa5tERGRP6qgoICgoCDjs+X6668HLr/1rOtzLCwsjLS0NIDzJg5XBKpEJSIi5VXr1q159NFHiYqKKjFms9n47bffjIVGIlI5ueawtm/fzrfffmvsu+WWW+jYsSNAqVXQXRXXAa655hpeeuklBgwYgMPhwOFw4O3tTUFBAf/85z958sknWb9+PTabrezemIiISDmhJCoREZE/wcfHh/bt27vt27x5s1pwiVxFQUFBvPHGG4SGhhplyWfOnMmYMWOYMGECc+bMIT09HbPZzNatW5k3bx79+vXjgw8+ID8/35g0qlOnDiNGjADck5Fck1EnTpxgxYoVFBYWGr/TDz74IFCyAtW5LBYL+fn5FBQUGFWvTp8+TatWrUq8nktWVpZbS9BFixaxdOlSbDYbZrOZoqIiIynMdf7F4hAREbkQu91OSEgIUPzZ9UcfuLo+j06dOmU8sOndu7fR4rY0DoeDnJycElWfygNVohIRkfLMz8+PkSNHcscddxAUFFRi/MiRI3z88ccsX75c81MilZDr+/X06dON7YYNG/LQQw8BF14QcfZ38+DgYKZOnUr//v1xOBwUFRUZiwBnzZrFvffey7x584zjVeVORESqCqunAxAREanoYmJiiIuLM7Zzc3PZsWMHkZGRHoxKpPJyOp1ER0fz5ptv8vLLL7N7924AkpKSSElJYfr06Zw+fZrg4GAyMzM5dOgQ4F6hymw2065dO3r27Ok25hq3WCwsWrSI/fv3GyXPu3btSvPmzY3zLxSfyWQiNTWVjIwMoxVgSEgIoaGhQOnJT8nJySxdutTY7tevHz169ODo0aPMmzeP7du3c+TIEVq3bk1ERARNmjQhMjKSunXr/smfqIiIVFU1a9akcePGbNq0iYCAAKNtxx9N0v3888+Nf/fv39+tJaDD4SAvL4/09HQOHjxIYmIiv/32G+Hh4bz55pt/7o1cYapEJSIiFUF4eDjjx49nyZIlbgtyoPhzd8WKFWzfvp2RI0fSuHFjD0UpIlfL2UmSXl5eFBYW4nQ6Lzhnde75/v7+/OUvf2Ht2rWcOXPG7dzdu3czevRo3nnnHR577DFjfuxSry8iIlJRKYlKRETkT6pXrx4hISGkpKQY++Li4pREJXKVuB7susqUf/TRRyxZsoQdO3Zw+vRpTp8+DcC2bduMc+6++27mzZtHeno6UFxRYsiQIUaVqLMngFwPfOfOnUtOTo4xSTR+/HiAi04YueLbt2+f0WIQoE+fPuddBexwONi8eTPx8fHGvoCAAP75z38SHx9PcnKy2/FeXl60bNmSnj17MmrUKK677rqL/NRERERKqlatGp07d2b27NmcPn2a+Pj4Ei1uL8TV+sNqtbJ48WKWLVuGw+HgjjvuoEuXLuTm5pKZmWkkTcXGxhIbG8vOnTuNlrc1atQoV0lUrmSvs6kSlYiIlFc+Pj4MGTKEyMhIZs+ezalTp9zGT5w4wWeffUaXLl3o27evUWVGRCo2h8NhzHG55raAy/ou75r/GjBgANHR0axdu5Zu3bphsVhYsmQJAIWFhTzxxBOkpaXx+uuvK4FKRESqBCVRiYiIXAGdOnVyS6JKSUnh+PHj1KtXz4NRiVR+zZs355///Cdjx45lzZo1bNu2jdjYWA4ePEirVq3w9/fnkUceITIykmnTphnnNWnShKFDhwLu1TZcCVJbt24lNjbWSHry8fFhzJgxAFitF/8KfebMGWJjY0lNTTX2XXvttVSrVs3tONfk1rFjx1i+fDlFRUVYrVbsdjuzZs0yjnMlagYEBABw+vRpEhMTSUxM5KeffuLZZ5/liSeewNvb+3J/hCIiUoWZTCb69+/Pf//7X9LS0pg3bx4JCQlER0cDF38IYzabjc/Np556isOHD9OyZUtGjRrF119/zYYNG4iLi2P79u0lEpNcXElWwcHBV+U9Xq78/PwS+1SJSkREyrvg4GAefvhhVqxYwZo1a0q0rF+/fj27du1i+PDhRoVkEam4zGaz8f3ZYrGQmZnJvn376Ny582Vdx263Y7FYCAkJYc2aNfj4+PDwww8TEBDAr7/+Sn5+Pk6nkw8++IBatWrxxBNPYDKZlEwlIiKVmpKoREREroDWrVtTrVo1cnNzjX2xsbFGkoaIXD1eXl60bt2a1q1bU1RUhJeXF1lZWQAEBQUB8O9//xsofgjqdDq59tprad68OVB6y6I5c+Zw7NgxLBYLdrud2267zUhuOrs10fmkpKSwbNkyY7tNmza0a9euxLmu1961axerVq0CiifCbDYb3t7eDBkyhNtvv53WrVvTqFEjVq1axbp161i9ejUbNmzAZrORlpbGX//6VwIDAxk3btzl/vhERKSK69y5MzfccANTpkwhNzeXv//97/z9738nOjoak8mEzWYrNYG4sLCQPXv28NNPP/Huu++SlZWF1WrlwIED3H333eTk5Fzwdf39/QkODsbPz48jR46UmySq0pK9VIlKREQqAqvVSr9+/WjTpg2zZ8/m2LFjbuMZGRlMmzaNa665huuvvx5fX18PRSoif4ZroUNERAQANpuNoqIi3nzzTT777DNq1qx5yddyJUO55sgOHjzIkCFDCA4Oxmw28/PPP2O1WsnJyWHGjBnceeed1K1b98q/KRERkXJESVQiIiJXgMVi4ZprrjGSIAC2bt1K//798fHx8WBkIlWLqzWBK3nK5eTJk0Dxg1EvLy9GjBgBlGzNZzabycvLM1bbucZcrfwu1ZYtW9i4caOx3bt3b8LDw0s9Ni8vj3Xr1pGSkoLJZKKoqAiAjz/+mJEjR7q9lxEjRjBixAhSUlL48MMPeffdd7FarRQWFvLcc8/Rs2dP2rRpc1mxioiIPPLIIxw8eJAFCxawcOFC9uzZw6uvvso111xDWFgYUFxlMT8/nzNnzpCamsrGjRtZsGAB69evJysrC4vFgtPpxGazGa36zubr60vDhg0JDQ0lIiKCVq1a0bJlS4KDg42HNuXBmTNn3La9vLwuqQqliIhIedGwYUMeeOAB1q5dy4oVK0q0ld+8eTN79uxh2LBhRhKGiFQcrgV5I0aMICIiguTkZBwOB7GxsWzatIn+/fsb1egu1trPZDKRnZ3N1q1bMZlM5Ofnk5OTQ3R0NG+99RbJyckkJCQAsH79ep5//nk+/fTTEvNpIiIilYlmgURERK6Qjh07snr1auMmtbCwkG3bttGpUycPRyYib7/9Nv/4xz/45ptvWLt2Lf369QNwm/BxTQAtWbKEnTt3AsVlzVu0aGGUQ7+UKlQnT55k1apVRmW6gIAAevXqRZ06dUo9/uDBg0bVKqfTSY0aNXjggQe4++67jX2uSS9XjCEhIbz11lukp6czdepU/Pz8OH36ND/++KOSqERE5LK1a9eOzz77jEceeYRffvmFnTt3Mnr0aNq2bUtISAj+/v7UrFmTgoIC9u7dy/bt28nMzDTOd1VuPJuPjw8NGzakWbNmtGjRglatWhEREUFYWBhNmjQxWtSWN+dWolIrPxERqYgsFgs9e/akdevWzJ49m0OHDrmN5+TkMH36dCIjIxk0aFCJ1vMiUr45nU5q1qxJ9+7d2b17NwCHDx/mtttuY+bMmfTp0wfgkiqqHz16lEOHDuF0OvH19TUqWYWFhfHFF18wbNgw0tLScDqdxMXFUVBQoEXDIiJSqSmJSkRE5AoJCgoiIiKCXbt2GftiY2Pp2LHjRVf9iMjV5+Pjw3333cd9991X6rgroWru3LlkZGRgsViw2Ww89NBDAOdtZ3SuPXv2sGLFCmO7c+fOdOjQ4bzHn1u1qn///jzwwANAyckuV4yuZKoXXniB6dOnGw98k5KSLjnOs52dqCUiIlVTgwYN+Oqrr5g+fTqTJ08mPj6epKQkkpKSLnqu3W7H29ub+vXrl0iaCg8Pp0mTJlSvXr3EeeXx8+fcSlRq5SciIhVZnTp1GDt2LBs3bmTJkiVG5WOXxMRE9u/fz6BBg4iMjCx3n8siUjrX7+qbb77JgQMHWLZsGV5eXqSnp3P77bfz+uuvc//99xuLHc6XSOVwOJg2bRrx8fFYLBYGDhyIw+HAZDJhMpkIDQ0lLCyM1NRULBYLiYmJ7N69m3bt2pXl2xURESlTSqISERG5gmJiYtySqI4fP86hQ4cIDg72YFQicjGuh7j79u1j0aJFOJ1OI2Hp3nvvBS6tClVhYSGxsbFs377d2Hfddded92/AqVOnWLVqFTk5OUDxg9rhw4cbLRXO95pnT2zXqlWLtLQ0bDYbsbGxl1RO/dyH1qVNlJfHB9siInL1bNmyhS+++ILU1FT279+PyWTCbDYbD17OrTRltVrdkqZatmxJy5YtCQsLIzg4uERrXbi0zx9PUyUqERGpbEwmE126dKFly5bMmTOH/fv3u42fOXOGn376icTERIYOHVpq4rOIlE916tRhzJgxJCUlcfz4cby9vUlLS+OFF14gPj6eV199ldq1axvHn92GLyMjg19++YV//etfQHH77Xbt2hlzUU6nk8DAQIYNG8aKFStwOBw4nU5OnDhR9m9URESkDCmJSkRE5Apq3rw5tWrVIj093dgXGxurJCqRcs71EDcnJ4egoCBSUlKw2+0MGDCA2rVrX7T8ueuh8OHDh43WfADBwcF07dr1vFUs9u7dy/Lly43tzp0707Fjx0uO12w207BhQw4fPgxAeHg4ZrP5oglQJpOJzMxMioqK2LFjBwAtWrSgsLCQmjVrUr169XL5YFtERK6eQ4cO8f7777vtOzt5ymKxUK9ePUJCQtySpsLDwwkODjbafpzN1eba9ZlSET5bVIlKREQqqxo1anDnnXeyZcsWFi1aRH5+vtv47t27SUlJ4frrr+eaa66pEJ/bIlWdyWTigQceoLCwkMcee4zCwkKsVisnT55k8uTJzJ8/n1dffZXOnTvTtGlT/P39sdls7Nq1i0mTJjFjxgzjWj179mTs2LFA8fd419xSw4YNgeIK764KVSIiIpWZkqhERESuIJPJRKdOnfj111+Nfdu3b2fgwIEEBAR4MDIRuRRRUVEkJCQQGxvLv/71L6OVn+sh8Pm4JpCSkpJYu3atsb9nz560bt3auMbZE01FRUXExsa6tUm67rrrCAkJueR4nU4nW7duNbabNm1KVlZWqdU/XE6ePMlnn33G4sWLWbVqFdWrV+fkyZMEBAQQExND+/bt6dixI926dSM0NBSz2ey2UlFERCqn3r17u22bzWbq1q1LSEgI4eHhbklTISEhbivaXSpi0tS5VIlKREQqM5PJRFRUFGFhYcyfP5+dO3e6jRcUFDB37lwSExMZPnw4tWrV8lCkIlXb2d+rXfNJpc3NuPY98sgjhIeHc/fdd3P8+HHMZjNWq5UDBw5wzz330LZtW7y9vYmIiGDXrl0cPHjQbRFwzZo1mTRpEoCxkND1XT4+Ph6A/Px8AgICCAsLK4sfgYiIiMcoiUpEROQKi4qKYunSpdhsNqD4ZjY+Pp6ePXt6ODIRuVQxMTH89NNPxrbVevGvzVlZWaxevdooa261WunTpw8NGjQAfn+QfL6qVU2bNqVbt25Uq1btoq/lmtBatmwZhYWFmM1mvL29qVu37gUTqH744QcmTZrEypUrjX3p6emYTCZOnz7NsmXLWLZsGfXr16d3797ceeedDBs2TAlUIiJVQGBgID169ODUqVNERUUZ1aZatGhBcHAw9erVK3FOZUiaOpeSqEREpCoIDAxk9OjRbN++nfnz55Obm+s2fuDAASZPnkzfvn3p0qWL7glFysi5CUwOh4OMjAxq167t9nvoOs5VjRxgwIABrFy5kqeeeoqFCxdSWFhotObevn07TqfTSIjy8vICiqvNNmjQgEmTJtGsWbMSldhTU1Pdki1HjBhB7dq1L1oBXUREpCJTEpWIiMgV5ufnR2RkJAkJCca+uLg4unfvrkknkUosOTnZrTVfVFQU11xzTYnfe9ck0/bt292qVnXv3p1WrVoBJatWncs1NnXqVOP4oKAgOnXqBFBidaLNZuOnn37ijjvuwG63G2MOhwOLxYKPjw+nT58mKCiI06dPk5aWxg8//MDMmTN54IEHeOGFFwgODtYkmYhIJffee++Rl5dHixYtqFevXom/+ZUxaepcaucnIiJVSZs2bWjWrBm//vorW7ZscRuz2Wz8+uuvJCUlMWLEiFITqkXkynIlMM2YMYMlS5YQGxsLQEBAAP369aN9+/bccMMNWCwWY+7n7O/kERERzJ8/n//+9798+OGHnDp1ilOnThnf413Vxl2Lf0eNGsWYMWMYPny42+u77Nq1i/Xr1wNQrVo1OnTocEmL/0RERCoyJVGJiIhcBTExMW5JVNnZ2ezZs4eWLVt6LigRuWpcFecSExONUuvXXXcdzZs3L/X4nJwc1qxZQ1paGlA8SdWnTx8aNmwIXPihtGuS7MCBA6xdu9Z4vcaNG9OrVy+3813Hzpw5k6effhq73Y7VasVms1GtWjWGDRvG4MGDue666zhx4gTr1q1j1apVLFu2jBMnTuBwOPj4448JCAjgnXfeqZQPy0VE5HcdO3Z0264KSVPnUiUqERGpavz9/bnhhhuIjIxk7ty5ZGVluY0fPnyYKVOm0LNnT3r27FkiyUJErpzU1FReeeUVvvjiixJjGzZswMfHh549ezJ58mSaNm1a4hjXPNDjjz/OsGHDWLFiBdu2bWPBggVYrVaOHDlCnTp16NWrF126dOGuu+7C29sbKLmgLzs7m7fffptTp04BEBwczD333HN13riIiEg5oiQqERGRq6BRo0Y0atSII0eOGPvi4uKURCVSSZ08eZI5c+YY1SsaNGhAz549z9taLzk52a2VX4cOHejUqdMlTUa7JsQ++eQTAKN8e69evahbt67bpJfZbObUqVO8/vrrpKWl4e3tTWFhIW3atOG5554zJr+cTidNmzblmmuu4cEHH2Tu3Lm89NJLRsn2d999l/r16/Pcc8/98R+SiIhUCGd/jlSFpKlzqRKViIhUVeHh4YwfP96t+o2Lw+FgxYoV7NixgxEjRtC4cWMPRSlSeSUkJPDBBx8YCVSuRXCulnwOh4MzZ84wf/582rVrx3/+8x/uvfdet2uc3d4vNDSU0NBQAJ5//nlq1qzJqVOnqFu3bqnf88/el5uby1tvvcWvv/5q7HvjjTdUkU5ERKoE9RQSERG5SlxttVz27t1Lenq6h6IRkaupXr16vPbaa0ZSUvPmzY3WfOdyOp3Ex8ezefNmY1+fPn3OW7XqXFZr8TqIzz//HAC73U7t2rUZMWKEcX2X06dPM2XKFHbs2IHZbKawsBAfHx8+//xz7rrrLuN8k8mEw+HA6XTi7e3NTTfdxKeffkrNmjWNa3388cfs37//kmK02+3Y7fZLOlZERMqXqpg4dTZVohIRkarMx8eHIUOGcO+991KrVq0S48ePH+ezzz7j119/paioyAMRilROR48e5csvv+Trr7829gUGBtKsWTPCwsIIDAzEZrPhcDiwWCxkZ2dz33338fDDD3Py5Em3a5lMJrfv9E6nkzp16mCxWKhTp44xdvb8ERQnSwKkpKQwadIk3njjDWPs8ccfZ+TIkVf8fYuIiJRHSqISERG5SiIjI/H19XXbFxcX56FoRORqi4yM5PPPP8dms/HZZ5/RrFmzUo9LS0tj+fLlFBYWAlCrVi169uxJjRo1LvoarsSkJUuWcOzYMaxWKyaTicjISKOV39mrDhMTE5k9ezZQPBkWFBTEs88+S0xMjHFNV/Urs9lsTKTZ7XauvfZaIynMy8uLffv2MWvWrPPG5nrNgoICLBaLcd1zJ+VERETKq6KiImw2m9s+VaISEZGqKCQkhIcffpju3buXSLB2Op2sW7eOjz76iAMHDngmQJFKxOl0snr1ambOnInNZsPX15fOnTszf/58tmzZwsqVK0lMTOTRRx8lLCwMs/n3R7sff/wxgwcPZsOGDee9/tm/w2efe24yldls5sCBA7z88sv861//Mo7r06cP77///hV7vyIiIuWdkqhERESuEi8vL6Kiotz2JSQkaKWeSCVnNptp2bKlUTHqXDt37mTdunXGdrdu3YiMjLys15g0aRJQPNHl5+fH4MGDMZvNxqpBk8mE3W5n+fLlxMfHG+f17NmTu++++6LXdyVA3XXXXfj7+xt/tzZt2oTNZiuRGOVq/XT06FGaNm3KrbfeyvLly41YREREKoJzW/mBKlGJiEjV5eXlRf/+/XnggQeoX79+ifH09HS+/PJL5s6dS0FBgQciFKkcTCYT3333HYcPH8bX15dBgwYxffp0unTpQmBgIHXq1KFp06b897//5YMPPmDYsGFGpTiz2cymTZvo168fH330kTEvdLmvf+rUKd5++2169uzJ119/TWZmJr6+vnTt2pUvv/zySr9lERGRck1JVCIiIlfRuS398vLySEpK8lA0IuJpRUVFrFu3jt27dxv7+vXrR5MmTS56rtPpNEq2//zzz0BxxagmTZowbNiwEscfPnyY2NhYIwEqMDCQgQMHEhERAbivPjyfOnXqUK1aNSMhbOHChW4Vq1xck3S//PILJ0+eZObMmfTt25cHH3zwoq8hIiJSXpzbys9kMpWoLCsiIlLVNGrUiAcffJDrrrvOWHBztk2bNjFp0iT27NnjgehEKr41a9YY8zzh4eE88cQThIaGulWIclUmHzRoEBMnTuT+++8nLCwMh8OByWTizJkzPPLIIzz00EMcP378smPYv38/SUlJHD58GChOohw5ciTvv/8+TZs2vULvVEREpGJQEpWIiMhVVLt2bcLCwtz2qaWfSNXl5eXFU089xbvvvkuLFi2oV68e7du3x8fH56LnuibMpk2bBoDVasVqtdKtWzfCw8MB98SoQ4cOsXXrVmO7bdu2dO7cGbi0FntOp5NatWrRsmVLo7VRcHAwaWlpJY51TaR/8803APj6+mI2m+nfv79b7CIiIuXZuZWo/Pz8VFFRRESE4nu+Xr16MW7cuFIXAWVnZ/Ptt9/y008/lVrZUUTO7+jRo1SrVg2AIUOG0KdPH8C9svfZCYzNmjXjH//4B3/961+59tpr8fLyMsamTp3KoEGDWLNmzWXFEBMTw3PPPccLL7yAn58fEyZM4PXXXycmJuZPvDMREZGKSUlUIiIiV9m51agOHz7MkSNHPBSNiHian58fTz31FLt27SIuLs6YkLpYYpOrGtRHH30EFFd/CgoKYvjw4UDJRKWMjAz27dtnTLq1bNnSqEJ1KQ+ETSYTfn5+bNu2DSiesMvIyCArK8vtOFcVqri4OOLi4jCbzeTn59OsWTNuvPFG49xLcSnJXSIiIlfLuZWo1MpPRETEXd26dRk7diwDBw50S9xw2bZtGx9++CGJiYm6vxM5j3N/Nw4ePEhubi61a9fmqaeeArhgWz6Hw4GXlxcPPPAA//znP7nhhhuoXbs2ULy4LiEhgeuvv54PP/zwsha1tW3blieffJK1a9fy+uuvGwv2REREqholUYmIiFxlERERVK9e3W1fbGysh6IRkfKkSZMmBAYGAhdObHJNnm3ZsoXt27djsVhwOp1ERERw/fXXA78nKrkmyDZv3gwUV7+yWCw0bNiQoKCgS4rL9Xpr1qzBbrdjtVqN67Zq1crtWNfk39dff01hYaHxPm644Qa8vb0va8LOda7NZtOEu4iIlLlzK2f4+/t7KBIREZHyy2w207VrV8aPH0/z5s1LjJ85c4Yff/yR77//npycHA9EKFK+ueY+XPM2ISEhANSsWROTyYTT6XSrNH4us9lszNv07t2bt956iwceeIDw8HCjvV9+fj6PP/4448aNu6zFvHXr1qVDhw5/9K2JiIhUCkqiEhERucrMZjMdO3Z025eYmFhipbuIyPm4JsemTJkCFE+4+fj4cP311xMQEOC2QtGVTLVr1y5jn91up3379sa/L8Y1oRcbG1ticu7seFyvl5eXx+zZs4HipCpfX1/uuOMOt2tdzC+//MLSpUuB4qpbap8kIiJlTZWoRERELl3NmjW58847GTFiRKkt6nft2sWHH37I5s2btUhG5P+z2WwAzJ07lz59+vD3v/8dPz8/atSogcViueQkfleSldPpJDg4mNdff53nn3+eHj164O3tDRTP10ydOpUBAwaozaaIiMhlUBKViIhIGbjmmmvcVhDZbDa2bNniwYhEpCI5t5Wf2WymYcOGRiu/0rRs2RKAwsJCAOrVqwdcWms9k8lEdnY2sbGxZGdnGxPevXv3dlsR6UrImj17NgcOHMBiseBwOOjcuTPR0dFGrOfjum5ycjL/+9//6N+/P/Xq1eO1114z4hYRESkrqkQlIiJyeUwmE9HR0Tz66KMlqhYDFBQUMGfOHL766isyMjI8EKFI+eF0OrFarRw9epR77rmH06dP89FHH/HGG2+QmZnJiRMnOHTo0GUtKjOZTDgcDqxWK2PHjuWNN97gxhtvpF69esaczUMPPaTvtSIiIpdBSVQiIiJlICAggNatW7vti42N1Uo8Eblk+/bto1GjRkBxYlTbtm2NKndnJyqd+3fFVUVj48aNpY6fy1Vlau3atSQkJBjnhISE0Lp1a7fJPNfrfv31127XGDNmDHDxqleua8XHx3Pw4EEATp48ydKlS8nOzr7gufr7KSIiV5oqUYmIiPwxgYGB3HrrrYwaNYpq1aqVGE9OTmby5MmsX7/erbKxSFXimgMZN24cGRkZ+Pr6cvz4cTZt2oTVaiU9PZ0vvvgCu91+SVXEXcxmszFH0qNHD95++23GjRtHUFAQt99+O0888QSgeRQREZFLpSQqERGRMhITE+O2nZ6eTnJysoeiEZGKJiwsjNTUVBITE/nLX/7C6NGjgZKJSq5JuZ49e+Lt7U1+fj4Au3fvvqTXcSVGffvttxw4cMC4Xt++fQkNDTWOczgcmEwm9u7dy8qVKzGZTNjtdurXr8+oUaPcrnUheXl5rFu3jr179xqvNXbsWGrVqnXB81yvdzkTiyIiIheiJCoREZE/zmQy0bZtWx555BGjnfzZioqKWLRoEZ9//jknTpzwQIQiV8fs2bNJSUm55OOnTp3KoEGDjPkah8NhzG3MnTuX5ORko4r4pSY+ueZTnE4njRs35m9/+xtTp05l2rRpQPHc0eVUuBIREanKlEQlIiJSRoKDg6lbt67bvtjYWA9FIyIVVZs2bXjrrbe44447gPO352vTpg2NGzc2JtwWLlxIXFwcJpMJm812wYm4xYsX8/XXX1NUVGSUm7/55puNloDw+0Te9OnTycnJMRKmBg0aRO3atY0kq/Nxnb9jxw42bNhg7AsPD6dr167nTcBKS0vju+++49SpU1gslktqTygiInIp1M5PRETkz/P39+fGG2/k9ttvp3r16iXGU1NTmTJlCitWrNCiGKnwXnrpJW644QY++OAD4uPjL5r0ZLPZqFOnDvPnz+fVV18FihMMvby8sFgs7Ny5k8GDB7N+/Xrg93Z9l8p1vNls5sYbb8RsNuNwODR3IiIichmURCUiIlJGTCZTiWpUu3btumjLKhGRy+WqCPX4448DxRWhjh07xjvvvGMkRZlMJpxOpzFpXVRUBMBvv/3GSy+9BICPjw8AQ4YMoWfPnm5JUa4JuJkzZwLFCVBms5k777zT2L4Q17U2btxIUlKSsX/IkCE0bdr0vOdt2LCB22+/nbp16zJkyBASExON9+x63bNfW+XqRUTkUqkSlYiIyJXTokULHnnkETp16lRizG63s3z5cj755BOOHDnigehE/rwlS5bwxhtvAPDee+/x6quv8vPPP3P69OnznmO1Wo35i5dffpmlS5dSr149CgsLAfD19WXfvn3cf//9RhUpVyLUpTp3UdqlVAkXERGR3+mTU0REpAy1b98eb29vY9vpdLJp0yYPRiQilZErwenmm2+mb9++xqrDH374gWuvvZYff/yRzMxMTCaTcazVamXmzJmMGTPGqJKXl5dHQEAAL730EoGBgcb1XRN+S5YsISkpyZjQi4yMpF+/fm4xlMaV2JSWlsa6devIyMgwzhkyZMh5K3/k5uayZMkSY3vhwoUsXbrUOLewsBCTyWQkiAEqVy8iUkYqQ9KqKlGJiIhcWT4+PgwdOpR777231JbtaWlpfPrpp/z222/Gwh6RisDhcLBgwQJj22w2M3v2bJ566ikyMzMveK7FYsHhcOB0OunTpw+7d+9myJAh2O128vPzsVqt7Ny5k+eff57nnnuOzMxMIxGqMnznFhERKe+sng5ARESkKvHx8aF9+/bExcUZ+zZv3kyvXr1UVllErrimTZsyadIkRo8ezZYtWwCIi4tjwoQJtG7dmvDwcKKjo9mxYwcrV64kISGB/Px8fH19yc/Pp2HDhjz99NMlVg67EpOmT5/uVhZ+1KhRQHGS1aX8TUtISHD7e9izZ0/atWt33uMPHjzI3Llzje0bbriBXr16sXPnTubNm8eePXs4fPgw7dq1Izw8nJCQECIjI6lfvz5QPNmopCoRkSvD4XBw7NgxkpOTOXDgANdddx2NGjXydFh/mMPhID8/322fKlGJiIhcGSEhITz88MMsX76cdevWlagevHbtWnbu3MmIESMICQnxYKQil8ZsNjNu3DgaN27MpEmT2LdvHwB33XUXTZo0uej8gyspymazUb16debOncubb77JCy+8gM1mw2q1cvToUT766CN27NjBK6+8QufOnd3a9YmIiMjVYXIqbVlERKRMpaWl8dFHH7ntGzVqFG3btvVQRCJS2aWkpPD3v/+dH3/8sdSy8q7KTRaLxajo5Ovry9tvv8348eMxm80lJgAzMzPp1q0bu3btwmQy4e/vT3x8POHh4Zc0oWe32/nnP//JP//5T2PF8cSJE3nsscfw8vIq9fipU6cybtw4I56hQ4ficDjYtm0bhw4dcjvearXSsmVLunfvzu23306vXr3+yI9ORETO49z2O/369aNHjx4ejOjPOXPmDG+//bbbvmeeecatEqOIiIj8eUeOHGHWrFkcP3681PFOnTrRv39/o728SHmWmZnJsmXL+Mc//kFgYCDLly8HoKCgAB8fH06ePImXlxdBQUHnvcbZC9FWrVrFbbfdxtGjR415FbPZTKtWrXjqqae47777AJRIJSIichXpE1ZERKSM1a9fn+DgYLd9Z1diERG50kJCQpg8eTJTp07ltttuo1mzZm7jrok3u91OYWEh3bt3Z/HixTz66KPGmCuByrUGY82aNaSnpxsJTddccw3h4eE4nc4LTuS5zt+zZw/r1q0zEqjq169Pnz59Sk2gAsjIyGDOnDlAcel7s9nM3LlzmT9/PocOHaJFixaYzWZq1KhBYGAgNpuNpKQkPv74Y0aPHs0777xDYWHhH/wJiojIuc6tOnXgwAHPBHKFnNvKD1SJSkRE5Gpo1KgRDz30EH369Cn13jEuLo5JkyaxZ88eD0Qncnlq1KjB8OHD+fjjj5k3bx4AeXl5+Pj4kJ6ezrBhw/joo49ISUk57zVc7f0cDgc9e/Zk9+7djBgxwtjndDpJSkrixRdf5JlnnuHUqVNq7yciInIVqZ2fiIiIB3Tq1ImDBw8a2wcOHODEiRPUrVvXg1GJSGXm6+vLqFGjGDhwIAkJCWzYsIFt27axYcMGzGYzwcHBNG7cmJtvvpmYmBjq1q1bavl513ZaWhqFhYXGhN3IkSOB4kQsq/X8txmu8+Pi4owWgwADBw4kLCzsvOft2LGDpUuXAsWThHa7HW9vb+655x6GDBlCZGQkderUYfXq1axbt46VK1eybt067HY7aWlpPP/889SuXZuxY8f+gZ+eiIicKzQ01G0hwMGDBy+5nWt5lJeX57bt5eV1wc8zERER+eMsFgu9e/emdevWzJ49m8OHD7uNZ2dn8+2339K+fXsGDhyIv7+/hyIVuTir1UrHjh2B4gpRrkT822+/nY0bN7Jr1y4OHTrEPffcwzXXXFPq9+Wz2/tVq1aNX375hYkTJ/Lcc88Z8yxpaWl88skn7Ny5k5dffplu3bphMpkq9HdwERGR8kizQSIiIh7QunVrqlWrRm5urrEvNjaWIUOGeDAqEakKAgMD6dmzJz169DCqRh05cqRERRGgRAIVYCRWmc1msrKyMJlMmEwmo7rVpTxwzsrKYu3atRw7dszYN2zYsPO2TMrPz+fXX3/lzJkzeHl5UVRURGBgIJMnT+bWW291e82hQ4cydOhQDh48yIcffsjEiROxWq0UFhby/PPP07lzZ7VPFRG5As6talhUVMThw4dLVFytKM6tRKWHtSIiIldfvXr1uO+++9i4cSNLly41KhW7bN26lX379jF48GDatGlT6j2qSHniSob69ttv+fXXX4HiORBXdbWHH36Yvn37nre9n9VqNZKinn32Wbp3787o0aM5dOgQZrOZvLw8Fi9ezMGDB3n66ae5//77lUAlIiJyhamdn4iIiAdYrVaio6Pd9m3ZskWtpkSkzLgSoaC4nYKrotSlloI/fvw4AD4+PjidTnbs2HHRcxwOB1BchWr9+vXG/qioKDp16nTeCfFjx44xd+5cACOB6sUXX+T22283JhjPfY3g4GD+/e9/c8stt1BYWIifnx/Hjx93q2YlIiJ/nL+/P/Xq1XPbV5Fb+p1biUqt/ERERMqG2Wyma9eujB8/ntDQ0BLjubm5zJw5kx9++IGcnBwPRChXW4HNTmrGGbamZrIpJYONyems3XeS1XtPsnbfSTYmp7MpJYOtqZkczsyj0ObwdMgXFRYWxsMPP0z16tWNfb/99ht//etf+eyzzy74vdliseB0OnE4HHTt2pVdu3Zx8803G+39AHbv3s1zzz3H+PHjsdlsV/vtiIiIVCmqRCUiIuIhHTt2ZM2aNcaD/MLCQrZu3UqnTp08HJmIVEWuBKaLrex1jcfExADFVaIAI4mqqKgIi8ViJGidzbXvu+++c0u6GjZsGA0bNiz19ZxOJ7GxsSVa/91zzz1AcdLU2asuXa/hWrn54osv8sMPPxhxrl69mocffhgvL68Lvk8REbm40NBQI6kWipOoevXq5cGI/jhVohIREfGsmjVrctdddxEfH8+vv/5KQUGB2/jOnTtJTk5m4MCBREVFqSpVBZKTX0TikWz2pOVwLDuf4zkFpGXnc+L//zfjTNHFL3KOWtW8qRfoQ71AX+pV96FeoA8NqvsSUT+Qto2qE+jr2Xv+Ll260LBhQ1q1asXkyZPZtWsXAHv37uWll15iz5493HvvvXTs2LHUit6uqt82mw1fX19mzJjB+++/z9NPP43NZsPb25vMzExatmypFtQiIiJXmD5ZRUREPKRGjRpEREQYN9FQXJ2lY8eOmggSkXKvZcuWhIaGkpycjMlkYs6cOaxcudLt4blrhST8ntw0c+ZMPv/8cyOBtFq1agwYMAAfH59SXyc7O5s5c+YY2w0bNmTYsGHUr1/f7brnOjuxKjg4mNTUVOx2O/v27cPLy8toS3ghDocDs9nsduz5/i0iUhU1a9aMDRs2GNuHDh3CZrNVyAc5qkQlIiLieSaTiWuuuYbw8HDmz5/vNmcGUFBQwOzZs0lMTGTYsGHUrFnTQ5HK+bgSphIPZ7HtcBaJh7PYfzL3ir9Oem4h6bmF7DxWenWy5nWqEdk4iHb////KMrHKNVcQHBzMvffeS7NmzZgyZQoLFiwAihejTZkyhT179jB+/Hj69etHjRo1Sr3W2e39nnzySbp3787tt9/O3r17GTFiBE899ZTba4qIiMifV/FmtURERCqRTp06uU0IpaWlkZqaStOmTT0YlYjIhTmdTho1asRDDz3E888/j7e3Nzk5OQwePJgJEyZw66230rp1a7cEp8LCQt59912mTJmCw+HA19eX/Px8+vbtS6tWrc77Wvv372fRokXGdocOHejSpYsRx8UmCV3JVq6WfxEREeTk5BAYGHjR92k2m3E4HGRkZHD06FEiIyOx2+0UFRXh5+enCUoRqfJCQkLctm02G6mpqTRr1swzAf0JSqISEREpP6pXr87o0aNJSkpiwYIFJSpG7t+/n8mTJ9OvXz9iYmLOu7hGrr4iu4PYA+n8tj2NlXtOsO/ElU+Y+iP2n8xl/8lcZm85YuwLq1uNXi3qcn2b+sQ0q4WX5er87+bsuYLq1aszbNgwGjduTIsWLZg6dSqnT58GYOnSpSQnJ/Pwww9z880307x581Kv52rv53Q66dSpE4mJiTz55JO89dZbwO+VuEVEROTKUBKViIiIB4WFhVGzZk0yMjKMfbGxsUqiEpFyzTUh+NBDD7Fq1Srmz58PFK+m/OCDD1i0aBHh4eG0b9+esLAwVq5cydatW1m2bJkxuV1YWAjA8OHDz7t6uKioiGXLlnHixAkAvLy86Nq1K+Hh4W5xlMZVRerYsWOkpKQYFaX8/Pzw9va+4Dlnzpxh7dq1/Prrr8yYMYMaNWpw7NgxioqK6NatG506daJVq1a0adOGiIiI81bREhGp7Pz8/GjYsCFHjx419iUnJ1eKJCq18xMREfEsk8lEZGQkzZs3Z+HChWzbts1tvKioiIULF5KYmMiIESOoW7euhyKterLyilix+wSLd6SxbNdxcvJtng7pkuw7kcu+E7l8vvYAgb5WrmtZj/6t69M7oi5BflemSlVpi73MZjMdO3akXr16hIeHM2nSJHbu3AkUf3d+5ZVX2LNnD2PHjqVTp054eZWM5ez2ft7e3kyePBmgwlaBFRERKc/0ySoiIuJBJpOJTp068dtvvxn7tm/fzsCBA6lWrZoHIxMRubiaNWvy008/8dZbbzF16lQOHDhARkYG69evZ9OmTXz99dduxwcFBZGbm4vJZMJutxMaGkr37t3Pu2Ly5MmTbq38WrRoQdeuXY1VmBdKonK1C/zhhx+A4klLk8lE48aN8fHxOe/EZmxsLC+//DJLly7FZiueCHYlYTkcDubNm8e8efOoW7cuHTp04Prrr2fkyJFEREQAvydiiYhUFc2aNXNLojpw4IDngvkTzq1woUpUIiIi5YO/vz833XQTkZGRzJ07l5wc9/ZtqampTJkyhV69el3w/lL+nOz8In6JP8zCpGNsTE7H5nB6OqQ/JSffxuwtR5i95QhWs4nOobUY1LYBN0Q3pvoltv1z3f87nU4yMzMJDAy8YEJT06ZNueeee4z2fvPmzQOK21R++umn7N27l/Hjx9O/f//zLjazWq1u8xlKoBIREbny9OkqIiLiYVFRUSxdutRoNWW324mPj6dHjx4ejkxE5OK8vb35v//7P3r06MGsWbPYtGkT27ZtIysry6j41LBhQ2655RZ8fX2ZNGmSUX1v6NChBAcHn/faW7duZdWqVcZ2x44d6dChwyXF5Zo4nzVrFlA8uenv78+AAQOA31eHuv5rs9n47bffuPXWW8nNzcVisRjXsNvt+Pj4GFVKLBYLJ06cYPHixSxZsoTZs2fzzDPPcOONNyqBSkSqnNDQUNatW2dsp6amUlRUVOoK+vJMlahERETKt4iICB555BEWL17Mpk2b3MbsdjvLli1j+/btjBw5koYNG3ooyspn+9Fsvlqfwi/xh8krsns6nKvC5nCydt8p1u47xZsLdzIyqjF3dQ2hTcPqFzzPdf//ySefsHHjRsLDw7nrrrto3Ljxec8JDAxk6NChbu39srOzAVi+fLnR3m/UqFGEhYWVeo0LLSgTERGRP09JVCIiIh7m7+9PZGQkW7ZsMfbFxcVx7bXX6mG8iFQIVquVPn360LNnT9LS0jh06BDHjh3j6NGjdOjQgRYtWhAYGMj48eNJT083ytAPGTLkvFX3zpw5w/z583E4HEBx1atrr72W+vXrAxeeNLTb7VgsFn777Te2b99uVJFq0aKFkaDq+vvqcDiwWCxMmzaNiRMnkpubi6+vL/n5+Xh5edGuXTuGDh1K27ZtqVmzJmvXrmXr1q3s27ePAwcOkJ2dzZo1a1izZg1jx47lb3/72wUTw0REKpvg4GAjKRWK/64eOnSI5s2beziyy6NKVCIiIuWfr68vw4YNIzIyktmzZxsLdFzS0tL45JNPuPbaa+ndu3eFS+ouLwpsdhZsO8ZXG1LYlJJx8RMqkTOFdqZvPMj0jQfpFFKTu7qGMCiyAT7W0iucvfPOO7z44osUFRVRv3599uzZw4svvnjB78Imk4no6Gjq1q1LixYtmDRpEklJSUBxJey//e1vRnu/zp0763/HIiIiZUxJVCIiIuVATEyMWxJVVlYWe/fuNdpDiYhUBBaLhUaNGtGoUaMSY6tXrzZalzqdTvr06UP79u3Pe61Dhw6xYMECYzsyMpKYmBjj/AslUbnGvv76ayNJCuCmm24Cfk+ycsWclZXFK6+8wpEjRzCbzeTn51O3bl3eeustbrrpJgIDA41rX3/99dhsNmJjY5k5cyZffPGFMXH/3Xff0aZNG5588kmV1BeRKsPHx4dGjRpx+PBhY19ycnKFS6JSJSoREZGKo1mzZowfP55ly5axfv16I5kbiu8X16xZw86dOxkxYoQWuVyGk6cLmLomme9jD3Eqt9DT4XhcXEoGcSkZ1J7rzeiYptzXPZQ6AT4AnDhxgm+//ZYJEyYYx3t7exMUFHTJ34ObNGnCXXfdZbT3mz17NgCFhYVMnTqVPXv28Mgjj9C/f39q16595d+giIiIlErlLURERMqBRo0alSg1Hhsb66FoRESuvB49ejB//nzGjRsHQK9evahbt26pxzocDtasWcPevXuNhKguXbrQunVr4MJVqJxOJ2azmZMnT7Jo0SJMJhMOh4Pq1aszZsyYEucXFBTw9ttvc+TIEby9vXE4HNSuXZtvvvmGe+65h8DAQKMalsPhwOFwYLVa6datGxMnTmTdunXcfvvtWK1WioqKOHTokBKoRKTKadasmdv2gQMHPBLHH1VUVITNZnPbp0pUIiIi5ZuXlxcDBgzg/vvvp169eiXGT506xeeff878+fMpKCjwQIQVR05+Ee/+tpteby9j0vJ9SqA6x6ncQiYt30fvt5fx3uLdpKad5JtvvuG1114zjrnmmmv47rvveOONNwCMeYSLCQgIYNCgQbz66qs8++yz1KhRwxhbtWoV//d//8fEiRNJT0+/ou9JREREzk+z+yIiIuWAyWQiJibGWHEEsHfvXjIyMqhZs6YHIxMRuXLatWvH5MmTmTx5MpmZmectSZ+RkcGcOXOA4qSoZs2a0a1bt0t6oO2qPDVz5kyOHz+OxWLBbrfTq1cvmjdvbiRZuWzbto3vv/8eAJvNhtls5vnnn6d///7GMa7jzz7P4XBgMpmIiIjgnXfeweFwsGHDBgYOHGiMX6gl69nVsM4+9mJVtkREyqPQ0FDWrFljbB8+fJiCggJ8fHw8GNWlO7eVH6gSlYiISEXRuHFjHnroIVavXs3KlStLJK/Exsaye/duhg0bRnh4uIeiLJ8KbHa+Xn+QD5fvJV2JUxeVW2jn/SV7+GS5g6L4JDKyc/Dx8aFNmzb88ssvNGnSBKDEvMOFuOYAOnToQN26dQkPD2fSpEls27YNq9VKSkoK8fHx1KpV62q+NRERETmLKlGJiIiUE5GRkfj6+rrti4uL81A0IiJX19mrK8+1c+dOVq5caWxHR0cTHR0N4NamoTSuxKTp06e77b/zzjsB99WgeXl5LF68mH379hkVq/r168e999570dcym81GslODBg2YNm0a77zzDj179jTGLxbn8ePHjWOLioqAC1fZEhEpr4KDg93+7jmdTg4ePOjBiC7Pua38TCZThUkAExERkeL7q969ezNu3DgaN25cYjwrK4tvvvmGX375pcTnflVkdzj5cXMqfSeu4PV525VAdZnO2M0Utb+BRg9OofWQe/lw0iSaNGmC3W4HSr+vL60y1bmLqBo1asSdd97Jv//9b0aNGoXNZqNatWp8/fXX572GiIiIXHmqRCUiIlJOeHl50aFDBzZs2GDsi4+P57rrrlNrKBGpMmw2G4sXLyYjIwMoLm3fo0cPo1XUhZKMXBWdNm/ezMaNGzGbzdjtdpo1a8aIESOA35OsoLji1YoVK4Diycu6desyYsQIatWqdVkVoVwt/m688cZSx13XysnJITY2lpkzZ3Lo0CGys7M5ceIEXbp0oW3btrRq1YoWLVoQHh7uFqeISHnn5eVFkyZN3BKnDhw4QIsWLTwY1aU7txKVn5+fklpFREQqoHr16nHfffexYcMGli5dWqJd75YtW9i7dy9DhgyhTZs2HorSszYkn+KVWUnsSsvxdCgVnjWoHulBw/jbugJer5dO59DzV4tKT08nMzOTzMxMmjZtSvXq1Y1q22fPP1SrVo1BgwbRqFEjGjVqxMiRI6lduzY2m03zwyIiImVEn7giIiLlSKf1ippHAADUAklEQVROndySqPLy8khKSqJDhw4ejEpEpOxYrVYmTJhA7dq1mTx5MkVFRcbfwIslNrkqR33zzTcUFBQYiUgjR47E19fXrYUewIkTJ1i3bp2xHR4eTp8+fS7ptc52vqpTrqSuoqIiVq1axYsvvsjGjRtLHLdz504AmjRpwjXXXMOgQYMYMWIEjRo1uqTXFxEpD5o1a+aWRJWcnOzBaC7PuRUpLqV9rIiIiJRPZrOZbt260bJlS+bMmcOBAwfcxnNzc5kxYwatW7dm8ODBBAYGeibQMnam0MZbi3bxxdoDng6l0tmVlsPoT9ZxT7dmTBjYEn9vqzGnsH//flauXMnEiRM5fvw4J06cICYmhujoaB588EE6duzoNvfgOq99+/b84x//ICAgAEAJVCIiImVI7fxERETKkTp16tC8eXO3fWrpJyJVjZ+fH4899hhJSUmsWLGCbt26XdJ5FouFgoICfvnlF6B48tHHx4c77rgD+L2KlavE/q5du8jOzsZqtWI2mwkJCaFt27bAxdvxXYzT6cRsNlNQUMBTTz3FsGHD2LhxI97e3sYxZ0+Cms1mUlNTmT17Nk8++STjxo0jNjb2T8UgIlKWXBUDXY4dO0Z+fr5ngrlM51ai8vf391AkIiIicqXUqlWLu+++m2H/j737Do+qTt8Gfp/paZPeQwqhQ0gCoQsooogNRRSx8tO1rK66trXu+q6urqtiXV0VC7uisnZsNKVLTUhCQiCB9N57MvWc94/sHJhk0iDJpNyf6+KS851TngkxM5m553kuv9zhmN7jx4/jnXfeQUpKSrdj44e6g7nVWPrGHgao+pEkAev25WHpG3twKLcGgiDgwIEDuPbaa3H33Xfj2LFjqK6uhiAIOHz4MP7zn//g3nvvxcaNG+3Oc2agyhagIiIiooHF6DIREdEgk5CQgJycHHm7qKgIpaWlCA4OdmJVRETOcebPvq46Q9m6TP3www/Izc2FUqmE1WpFQkICEhISAJwORtn+a+tCpVKpYDAYMHHiRACnO0idLdsnR1taWvDoo49i7dq1sFqtUKlUMJlMmDZtGmbOnIlp06bB29sb+/btQ3Z2Nk6dOoXc3Fy0trbip59+wv79+/Hxxx/jiiuuOOtaiIgGyqhRo+SfvUDbz8L8/HyMHz/eyZV1j52oiIiIhidBEDB9+nSMHTsWP/30E7KysuxuNxgM2LhxI9LT03H55ZfDy8vLOYX2E3afGnj5NS1Y+f5+zPY1YucbD6K8uFB+fUEURXk/k8mEpKQkvPfee5g3bx78/PycVTIRERG1w05UREREg8z48eM7tBJnNxIioq7ZXpT8/PPP7dZXrVoF4HT3KaDthXRRFOHu7g5BEGAymQCgxx2vumMLe3344Yf417/+Ja+7urriwQcfxObNm/HOO+/gd7/7Ha655hqsWbMGn332Gd544w0sX75c3r+mpgaPP/44UlJS+qSu7jQ0NOAf//gH1q9fPyDXI6LhRaVSYdSoUXZrQ2WkHztRERERDW96vR7XX389li9f7vBxPjs7G++88w4OHjw4bLpSsfuU80gA9ldrobjsaWjDJkMQBEycOBHLly+XPyQliiKsVis2b96Mjz76qO24YfK9R0RENNQxREVERDTIKBQKTJ8+3W4tLS1tyIxDISIaaLbOTydPnsS3334LpVIJpVKJoKAgXHvttQDsx/PZOk15eXnJY/dcXFxQXFzcYd+zdfjwYbzyyityfQDwzDPPYM2aNfDz85ODW1arFZIkwdXVFRdeeCE++eQTfPnll/Dx8YEgCDh+/Djef/99ue7+lJeXh2effRa33HIL1Go13njjDRiNxn69JhENL+1H+uXl5Tmljt5iJyoiIqLhTxAExMTE4J577sGUKVM63G42m7F582Z8/PHHqKqqckKFfUOSJLy7KxvXrz2A/JqW7g+gfqP2DkHADS9g1bMf4eeff8ZXX32FDRs24NNPP4WnpyeUSiUA4MCBAwC67r5NREREA4chKiIiokFo2rRpdm/iWyyWAetEQkQ01NheaGxpacHUqVNhtVphMpmwcOFC+Pv7QxRFuxcjbT9fPTw8oFQqoVAo0NraioKCAgBnH1ayhaVqa2vx9ddfo7CwUL7utddeiz/84Q/y+TUaDQBAqVTK+1itVoiiiKuuugorVqyQz/fuu++ioKCgT8JdnbFYLNi5cydaW1uhVqthtVqRn5/fr9ckouEnKirKbru8vLxDl6fBiCEqIiKikcPNzQ3XXHMNrr/++g6d4AGgsLAQ7777Lvbs2WPX0XgoMJitePCLFLy4+QTY1GhwEAQFdjf44LUDNTCYrVCr1Vi2bBnmzZsnf3+VlJSgvr6enaiIiIgGCb4iTkRENAh5eHhg4sSJdmuJiYn8ZZqIqAuxsbFISUnBiRMn8OCDD+LOO+8E0HlL/MsvvxySJMFisUChUOCnn36CwWA45+BQcnIyNm/eDADyJ0tLS0uxb98+NDY2dnp+W6BLqVTi97//Pfz9/aFSqQB0HFN4Nrp6DKmqqsL3338PoO0T2BMnTsSSJUugVqv52ENEPRYaGgq1Wm23NhS6UXGcHxER0cgzfvx43HPPPZg2bVqH26xWK7Zv344PPvgApaWlTqiu98rqDVj5/n58l1Li7FLIge9SSrDy/QOobrHA1dUVYWFhdrd7enqyExUREdEgwRAVERHRIJWQkGC3XV1dPSTehCIicrZx48ZhzZo1uOCCCwCcDjK1Zxv3Z+s8lZaWhh9//BFAW7eo3oaHBEGAKIpITExERkaGfB5RFLF3715ccMEFmDVrFp577jn5dkesVitiY2MRGBgIi8UCoO0xwHa+nsjIyEBNTQ2qq6tRWVkpjzzsTHp6Ovbs2SNvx8fHY+rUqT26FhGRjVKpRHh4uN3aUHj+yk5UREREI5NOp8MVV1yBW265Bd7e3h1uLysrw9q1a/Hrr7/Kv5sNRskFtbjy7b1ILap3dinUhdSiOlzxz71IKayD2WwG0Pb8OS4u7qxegyAiIqL+wRAVERHRIBUREQE/Pz+7tcOHDzupGiKi4UehUOCBBx6Ap6cnJElCa2srnnrqKaSkpEChUEAQBEiS1KvxfpWVlTh27FinL7CfOHECzzzzDGJiYnDZZZfh888/R1VVlXy7JElQKpWoqamRgwiCICA9PV3umHWmM2s7duwYnn/+ecTGxmLZsmUICAjA4sWL8dhjj2HNmjVISUmB0WgEALuxFK2trdi8ebP8Iq6npyfmzp2L4OBg+fpERD0VGRlptz0UQlTsREVERDSyRUVF4fe//z1mz57d4fcfSZKwd+9eecz6YPP1kSKsXHsAFY1GZ5dCPVDRaMS17+7DtynFANp+Nx8/frz8GgQRERE5H0NUREREg5QgCJgxY4bd2okTJ9DQ0OCkioiIhp9Zs2bh2muvlT/xefLkSVx88cV4++23UVVVBUEQ5ODSmcGjzoJVCoXCLvB63nnnYe3atbjhhhvsAlCSJGHTpk248cYbMXXqVDzwwAPYt2+fHGRSKBRyTZIkwcXFBSqVqsN1bed8/PHHccEFF+DPf/4z0tLSkJeXB0mSkJqainXr1uEvf/kLHnroIXz22WcA7LtzFRYWyh24AGDy5MmYOXOmfG0iot5oH6KqrKxEU1OTc4rpAVEUYTAY7NbYiYqIiGjkUavVWLJkCW677Tb4+/t3uL26uhoff/wxNm3aBJPJ5IQKO3p7xyk8/GUqTJaef/CHnM8sStBffB/0s6/FlClTcPfddwPg799ERESDBUNUREREg9jUqVOhVqvlbUmScOTIESdWREQ0vAiCgHfffVd+0RIAqqqq8PTTT+OGG27ASy+9hP3798sdos4MOZ3J9mJnU1MTTpw4IX+C1MvLC7fffjvWr1+PhoYGvPfee4iLi7M7tqysDG+99RbOO+88LFiwAG+99RbS0tKwf/9+eR/bMbbr2sJUOTk5+L//+z+89NJLqKurgyAIUKlUsFqtck0qlQoGgwE7d+7E7bffjuuvvx7Fxac/9XrgwAFkZWXJNc+cORMTJ06Uvz5ERL0REhICjUZjtzaYu1G1D1AB7ERFREQ0koWFheHOO+/EwoULO/zeBwCHDh3CO++8g+zsbCdU10aSJKzZmomXt2Y6rQY6d14Lb8HElY/Kr/3y928iIqLBgSEqIiKiQUyn02Hq1Kl2a0lJSXbdUIiI6OxJkgSFQoHnnnsOjz/+OPR6PQCgvr4ev/zyC1566SWsWrUK48aNw/XXX49HH30UV111Fd577z05UAWcfrHz2LFjcHFxkV8EtXV8MpvNcHV1xR133IEjR44gIyMD999/P7y8vOzqOXToEB544AFcdNFFqKurA9D2Zn77T0IrFAo0Nzfj8ccfx7///W8IggCLxQJJkhAREYFbbrkFGzZswOuvv45bb70Vc+fOla+1efNmfPzxxwCAuro6/PDDD/LXIjw8HHPnzoWbm1vffZGJaERRKBSIiIiwW8vNzXVSNd1rP8oPYCcqIiKikU6lUuH888/HnXfeiZCQkA6319fXY/369di4cSNaW1sHtDZJkvDi5hN4a8epAb0u9Y+DTT54edtJdqEiIiIaRBiiIiIiGuQSEhLstpuampCZyU+aERH1BVv4ydfXFy+88AI2btyIO++8E6NHjwYA1NTUoKCgANnZ2fjiiy/w5ptvYu/evaipqbHrFGgTHR0Nd3d3ebzDmDFjAJzuIGULOk2YMAGvv/46ampq8O233+Kiiy6yO4/FYpHfxA8PD5fPYwvRtra24l//+he++uoru/M/9NBD2LRpE9atW4frrrsO999/P9auXYuPPvoI9957L5RKJRoaGvDss88iPT0dp06dwi+//CJfNz4+HtOmTQPQN6MEbOcoKirCypUr8eijj+LUKb7YTzTctR/pN5g7UbV/41OtVkOlUjmpGiIiIhpMAgMDcfvtt+Oiiy5y+PwgJSUF77zzDo4fPz4g9UiShL9vOoH3ducMyPVoYLy3Owcvbj7BIBUREdEgwRAVERHRIBcUFIRRo0bZrR0+fNhJ1RARDW8LFy7Eq6++io8//hiPP/44Lr30UrtPHguCgMDAQCxZsgTA6bF6Nt7e3mhqaoJarYYgCNi7dy+A0x2pVCoVBEGAKIqwWCwAgGXLlmHLli0oKyvDCy+8gKioKIiiKL+xP27cOMTExNhdb9u2bXI3KaCtW9Vtt92GV155RQ5cSZIkh67GjRuH5557Dl999RX8/PxgsVjw1ltv4bfffkN9fT2Atu6Hs2fPlgNkfTFKwPYi8IEDB7Br1y6sWbMG48aNwz333HPO5yaiwSsqKspuu6amBg0NDU6qpmvtO1FxlB8RERGdSaFQYO7cufj973/fodsm0PZhxy+++AJffPEFmpqa+rWW137Jwvt7GKAajt7bnYPXfjnp7DKIiIgIDFERERENCTNmzLDbzsvLQ2VlpZOqISIa3lxdXTF//nw8//zz+OSTT7Br1y7s2LEDL730El5//XW88847crcmWwcooC3gFBQUhKVLl8qj/vLy8nDyZMcXQhUKhfxJZqvVClEUERAQgMcffxzZ2dnYt28fVq1aBW9vb4wbNw6BgYEAIHe/+uSTT5CVlSVff8WKFXjyySfl8wFtIShbeEsURYiiiEsvvRTLli0DAOzcuRPvvfeeXNP48eMxa9YsAH3TherMr8+OHTvQ0NAArVYLAHIojIiGp8DAQOh0Oru1wTrSr30nKo7yIyIiIkd8fHxw66234rLLLoNGo+lw+/Hjx/H2228jNTW1XzoKvb3jFN7czq6+w9mb20/ibY5pJCIicjqGqIiIiIaAiRMndvhUfGJiopOqISIaGQRBgLe3N6Kjo7Fw4UI88sgjuO+++7Bw4UKH+9sCQ9dcc418fGlpqV3HKEcvpiuVSigUCkiSJHenmj17Nj799FOUlZXhkUceAQB5RGBiYiJ++eUXSJIEURShUqlw3333yR2kbMEpR7Wp1Wpcf/31AICTJ0/i1KlTcsepGTNmYOrUqb38KnXOdl+TkpJw6NAhmEwmGI1GeHt74+qrr+6z6xDR4KNQKIbMSD92oiIiIqKeEgQBCQkJuOeeezB27NgOtxsMBnz33Xf47LPP5I6/feHrI0V4eWtmn52PBq+Xt2bimyNFzi6DiIhoRGOIioiIaAhQqVSIj4+3W0tNTZXfUCciosFjyZIlckcnQRDw0ksv4YMPPpC3beGn9gRBsOtOZbVaoVarERAQAADybf/9739RX18vb1977bWIi4vr9tPOtiBVZGQkxo8fL69JkoSAgADMmTMHPj4+ci3nynaOsrIy5OTkyPd5xYoVCAoKOufzE9HgNlRCVOxERURERL3l6emJVatW4eqrr3b43OHUqVN45513cOjQoXPuSpVcUIsnvk07p3PQ0PL4t2lIKaxzdhlEREQjFkNUREREQ0RCQoLdttFoRFoaX0QhIhpsfHx88MQTTwCAHJh68skn8fLLL6O+vh6CIMiBJtuYvfaUSmWHjlIKhQJGoxH79u2TjwWAu+66S75WT0RHR8ufirbVERMTI4+O7evRE5dddhny8/Pxz3/+E9HR0VixYkWfnp+IBqf2Iaq6ujrU1dU5pZautO9ExRAVERER9YQgCJg6dSruvfdeTJ48ucPtJpMJmzZtwrp161BVVXVW1yirN+Cu9UkwWTr+zkjDl8ki4s5PElHeYHB2KURERCMSQ1RERERDhJeXF8aNG2e3lpiY2OdvdhMR0bm78sorsWHDBowaNQoAUFVVhcceewyXX345Xn/9dRw7dgxAW4jJFmSycfRz3bZ25MgRlJWVAQAsFgvCw8OxYMEC+VxdsZ3j5MmTcHd3h0KhgNlshlKpxKxZs+TuVH3RherMa1osFri7u+Oee+7ByZMncdFFF/XZ+Ylo8AoICOgwGi83N9dJ1XSufScqjvMjIiKi3nBzc8OKFSuwcuVKuLu7d7i9oKAA7777Lvbu3evwAzSdMZituGt9IioajX1ZLg0RFY1G3PlJEgxmq7NLISIiGnEYoiIiIhpC2nejKisrQ1FRkZOqISIiRyRJgiRJuOyyy/DQQw/By8tLvm3fvn148cUXsXr1atx000144403cPz4cVRWViIzMxN1dXVoaWnp8EllW7CppqbG7g3/pUuXytfsju0ctscN2wv40dHRmDNnDtRqdZ8Hc20jCs1mc4egAhENb4IgDImRfhznR0RERH1hwoQJuPfeexEfH9/hNqvVil9//RUffPCB/KGYrkiShCe+SUNqUX1/lEpDRGpRHZ78No0foCUiIhpgDFERERENIWPGjLF7Mx5o60ZFRESDhyAIEAQBLi4ueOCBB5CWlob7778fo0ePhiRJqKioQFJSEr788ks8+OCDmDx5MmbNmoVbb70VY8aMwZIlS3Dy5Em7c575omlZWZkciIqOjobZbO5V96jKykrk5+fL29OmTXP4Qv/ZsoWzCgsL8c0336ChoQFqtZrBBKIRqH2IKjc3d9C9CdR+nB87UREREdHZ0ul0uPLKK3HzzTd3eP0OAEpLS7F27Vps374dFoul0/O8vycH36YU92OlNFR8k1yMtXtynF0GERHRiMIQFRER0RAiCEKHblTHjh1Dc3OzkyoiIqLuhIaG4u9//zs+/vhjPPDAA5gzZw70ej3MZrO8T15eHg4dOoTa2lqYTCbExMTYncMWOigtLQUAaDQaAEB9fT3UanWPa2lqasL+/fvla+v1esyZMwchISEA+maUn+0cmzZtwooVK+Dl5YUlS5bg6NGj53xuIhpaoqKi7LYbGxtRU1PjpGocYycqIiIi6mujR4/G73//e8yaNavDbaIoYs+ePXjvvfdQWFjY4faDudV4cfOJgSiThoi/bz6BQ7mD6zk0ERHRcMYQFRER0RATHx8PpVIpb1utVqSkpDivICIi6paLiwvmz5+PV155BZ9//jk+/PBDPPvss7jooovg6+uLyMhIhIWFQaPRYMmSJXB3d5c7OgGAQtH2q5uXlxdcXV3lEJSnpyeAtseCnsjJycHmzZvl7UmTJskv7PdVdxhBEGAymXDw4EHodDoAwLZt25Cent4n5yeiocPX1xfu7u52a4NppJ8kSexERURERP1Co9Hgkksuwe233w5/f/8Ot1dVVeGjjz7C5s2bYTKZAAAtJgse/eooBlnjTnIySQIe/SoVLabOu5cRERFR31E5uwAiIiLqHVdXV0yePNmuo0diYiLmzJkjv8lORESDk1KpRHh4OMLDwyFJEgRBQGtrK9LS0uDq6gq9Xg83N7dOj58yZQpaWlqgUqkgiiL27dsHURTtwrXt2a7T1NSEn3/+GZmZmRAEAZIkYdasWZg0aRKAvulCJYoiFAoFkpKSkJSUBIPBAKDtk9iXXnppj85hsVigVCr7pB4ici5BEBAZGWkXoszNzcX06dOdWNVpZrO5QwiVnaiIiIioL4WFheHOO+/Enj17sHfvXrsPywDAwYMHkZmZiSuuuAL/OdaKgpqWTs5EI1l+TQte3pKJZ66Y7OxSiIiIhj2+00pERDQEzZgxw267rq4O2dnZTqqGiIjOhi0k5OLigpkzZ2LKlCkIDw+Hr68vAHQIxoqiiIiICMyYMQMWS9snUJOSklBWVgag825Uthfpf/31V2zYsAFAW7AqLCwMc+bM6dAl5lzYat6+fTvy8vLk+7h8+XJ4eXl1elxWVhaSk5MBACqVigEqomGk/Ui/vLy8Put8d67aj/ID2ImKiIiI+p5KpcIFF1yAO+64A8HBwR1ur6urw8v//hbr9uUNfHE0ZKzbn8exfkRERAOAISoiIqIhKDQ0FEFBQXZrhw8fdlI1REQ0EBQKBVxcXLBs2TIAbeMhCgsL8cwzzwCA3I1KFEW7gIJSqURLSwv++te/2nWDiYuLw7Rp0wD0zSg/2znKy8uxb98+NDQ0yGvXXXddp8cZDAa8/fbbmD59OiZMmIC3334bRqPR7pxnBsQGS/iCiHomMjLSbru5uRlVVVXOKaad9qP8BEGAVqt1UjVEREQ03AUFBeF3v/sdFi9eDJXq9KAYs6TAXnOk8wqjIYFj/YiIiAYGQ1RERERDkCAIHbpRnTx5ErW1tU6qiIiIBsrNN9+MgIAAmEwmqFQqfPjhh7jtttuQkZEBoC1sdWYnp507d+LGG29ESkqK/EK9VqvFnDlzEB0dDaBvRvnZwk179+6VawGA+fPnIz4+vtPjSktLsXfvXgBtHaleeuklJCYm2tV15rhCdqkiGlq8vb2h1+vt1nJzc51Ujb32nahcXFz4M4aIiIj6lUKhwLx583D33XcjPDwcAJBkCUWjpHNyZTQU2Mb6ERERUf9Rdb8LERERDUZTpkzB1q1b5W4dQNtYp8WLFzuxKiIi6m+jRo3CunXrcMMNN6Curg4AsG7dOqSnp+O8887DjBkzMGPGDKSnp2Pv3r347LPP5JF/tqDT+PHjMXv2bAiCAEmS+iQ0YBvlt2PHDpSWlkKhUEAURdx44412IagzSZKEQ4cOITk5Wa5l1apVmDZtGg4cOICMjAwkJibC1dUVkyZNQlBQEKKjoxEdHW33yW0iGrwEQUBUVBRSU1Pltby8PMycOdOJVbVp34mKo/yIiIhooPj6+mL16tX4z+Z9+Hh3nbPLoSFk3f48LJ0SjJlRPs4uhYiIaFjiq85ERERDlEajQVxcHA4ePCivJScn4/zzz+cby0REw5gkSbjooovw9ttv45lnnsGpU6cAAImJicjIyMA777wDk8kEb29v1NbWyo8JgiDAYmlr+5+QkICYmJg+q0kURSgUCqSnpyMpKQkmkwkA4Onpicsuu6zT4xoaGvDjjz8CaAtheXl5oaGhATfccAN27tyJ+vp6KJVKeZxfWFgYYmNjcfHFF2PlypUICAjos/tARP0nMjKyQ4iqrwKc58JRJyoiIiKigSJKwGeZ1u53JDqDJAF/3piOn++fD6WCXVSJiIj6Gsf5ERERDWEJCQl22y0tLXYjlIiIaPgRBAFKpRKrVq3C119/jT/96U+Ij4+Hq6srWlpaYDKZoFQqUVtbCx8fH9x4441YtGgRJEmCJEnw8/PDnDlz4OfnJ5+vL2oC2kYHZmdny+tXX301QkNDOz3u1KlT2LJli7xdX1+Pd999Fxs3bkRjYyM8PT1htVqh1+uhVCpRVFSEn376CQ899BB+97vfISUlBcDpDltENDhFRkbabbe2tqK8vNw5xZyBnaiIiIjImb5LKUZmeaOzy6AhKLO8ERtTip1dBhER0bDENhVERERDmJ+fH6KiopCbmyuvJSYmYurUqU6sioiIBkpMTAz+9re/4fbbb8eRI0eQlZWFo0ePQq/XIyYmBkuXLoXBYMD1119vd8yMGTMAoM86wQiCgMbGRuzevRtVVVXyaL4bbrih02PMZjN27NiBqqoqqFQqWCwWCIIArVaLP/7xj5g6dSrmzp2L0tJS/Pbbbzh8+DAOHDiAgoICWK1W/PjjjygoKMB3333XIaBBRIOLl5eX3B3PJi8vD0FBQU6sip2oiIiIyHmMFite3Zbl7DJoCFuzLQuXTQ2GVqV0dilERETDCkNUREREQ1xCQoJdiKqwsBBlZWVOf1OKiIgGhkqlwtixYzF27Fh5zWKxQKVSwWq14s0330RmZiYAQKvVYu7cuZgwYQKAvulCZRvld/DgQaSlpQFoC2dNnjwZ8+bN6/S4yspK/PDDDwAApVIJi8WC2bNn48knn7QbARgREYHZs2fDYDBgy5YteOaZZ3D06FFotVocPXoUL7zwAv75z39Co9Gc830hov4TGRnZIUQ1e/ZsJ1bEEBURERE5z6cHC1Bc19r9jkSdKK5rxWcHC/B/86KcXQoREdGwwnF+REREQ9z48ePh4eFht3b48GEnVUNERIOBSqWCJElQKpVYunQpVqxYAQDQaDSIj4/v08CRQtH2a+X27dtRWFgoB7NWrVrVZSDh6NGj2Lt3LwDAaDQiICAAr7/+uhygEkVR/q8kSdDpdFi2bBm++uor+Pv7y2MLv/jiCxQWFvbZ/SGi/tG+Y1xeXp78/7mzcJwfEREROUOjwYx/7jjl7DJoGPjnjlNoMlqcXQYREdGwwhAVERHREKdUKjFt2jS7tbS0NBgMBidVREREg4EtzDRhwgR88cUXMBgM+P7773HeeecBaOsWda5s58jLy8PBgwfR0tICSZKgUCiwfPnyTo9rbm7Gzz//LB+v1+txxx13yGMGgdPhLIVCId8Xk8mEMWPG4Oabb4YkSZAkCQ0NDUhKSjrn+0JE/Ssqyv4T8kajEWVlZU6qpg07UREREZEzrN2Ti5pmk7PLoGGgutmEtXtynF0GERHRsMIQFRER0TAwffp0u5FMZrMZqampTqyIiIgGG41Gg4ULFyIgIABA34zys9m9e7c8MhAALr30UnlkoCMFBQX46aef5O3Y2FgsW7YMALrsTGProDVq1CgolUqoVG0T6vPz8wH0TTCMiPqHh4cHfH197dbOHEntDOxERURERAOtqsmID/Yy9EJ954M9OahqMjq7DCIiomGDISoiIqJhwMPDAxMnTrRbS0xM5JvJRETUrwRBgMViwc6dO1FeXi53j7rppps6PcZqtWLfvn3Izc2FIAgQBAGzZ8/GlClTAJzuQNWVyMhIWK1WmExtn962BTP6MhhGRH3P0Ug/Z2InKiIiIhpoH/2WixaT1dll0DDSbLLi49+c++EEIiKi4YQhKiIiomEiISHBbruqqsrpb0wREdHwZesYlZSUhJSUFFitVoiiiJCQECxevLjT42pra/H9998DaOscFRkZiTlz5kCn03V7TYvFAgA4cuQIgLbAlbe397neFSIaIO1H+hUUFMBqdc6biKIodhh/zU5URERE1J+MFiv+e7jQ2WXQMPTfxEIYLQznERER9QWGqIiIiIaJyMhI+Pn52a0lJiY6qRoiIhrubB2jduzYYTeS67rrroOPj0+nx504cQLbt2+Xt6dNm4Zp06YB6H4cn21838aNG+X9NRoNRo8efXZ3gogGVPtOVCaTCSUlJU6ppX0XKoCdqIiIiKh/bU4vQ3Wzydll0DBU1WTC5vQyZ5dBREQ0LDBERURENEwIgtChG9WJEyfQ2NjopIqIiGi4soWdKisr8dtvv6G+vl6+beXKlZ0eZzQasW3bNjQ3NwMA3NzcMHv2bISHhwPoehyfrfNVYmIijh8/DoVCAUmSEBISgnnz5p3zfSKi/ufm5oaAgAC7NWd1TnUUomInKiIiIupPnxzId3YJNIytP8jvLyIior7AEBUREdEwEhsbC7VaLW+LoiiPPCIiIuorthDV3r17kZWVJYef5s6di+nTp3d6XGlpKX744Qd5e8KECZg9e7bdObu75qeffgqz2Sxfc9GiRXaPfUQ0uLXvRuWsEFVLS4vdtkajgVKpdEotRERENPxllDYgMb/W2WXQMHY4rxbHSxucXQYREdGQxxAVERHRMKLT6RATE2O3lpSUBKvV6qSKiIhoOLKN8tu+fTtOnjwpB5xuuukmeeRee5IkITExESkpKfLazJkzMWXKFABdd6ECAKVSCYPBYDfKT6vVYtWqVed6d4hoALUPURUUFMBisQx4He07UXGUHxEREfUndqGigcDvMyIionPHEBUREdEwM2PGDLvtxsZGZGVlOakaIiIazv7+97/jtddew9ixYwEAl1xySaf7NjY24scff5S3g4KCMGfOHHh6enZ7HVsY+Pvvv0deXh6USiVEUcTMmTMxbdq0c7wXRDSQ2oeoLBYLiouLB7yO9p2oOMqPiIiI+kuDwYzvkgf++Q6NPN+lFKPBYHZ2GUREREMaQ1RERETDTFBQEMLCwuzWDh8+7KRqiIhoOHN3d8cDDzyAzMxM5OXldQhHnCk7OxtbtmyRt2NjY5GQkACg+1F+ts5X69evt1tnFyqiocfFxQVBQUF2a7m5uQNeBztRERER0UD5LrkYrWZ2iaf+12KyYiMDe0REROeEISoiIqJhqH03qtzcXFRVVTmpGiIiGgnCw8M7vc1sNmP37t0oLy+HQqGAWq3G7Nmz5Q5WXY3yE0URgiAgJycHu3fvhiAIEEURAQEBWLFiRZ/fDyLqf+0Dl3l5eQNeQ/sQFTtRERERUX/ZfKzM2SXQCMLvNyIionPDEBUREdEwNGnSpA5vBCUmJjqpGiIiGulqa2vx8ccfA2gLRU2YMAFz5syBUqnstguV7fbPP/8cDQ0NUCgUkCQJS5YsgZ+fX7/XTkR9Lyoqym67qKgIZvPAjh1pP86PnaiIiIioP9S3mnEot8bZZdAIcjC3hiP9iIiIzgFDVERERMOQSqVCfHy83VpKSgpMJpOTKiIiopEsICAAr7/+Oq655hoAQEREBGJiYnp0rFKpBAB8+eWXANpCVQqFAjfffHOf1dddkIuI+lZ4eLhdBzqr1YqioqIBrYHj/IiIiGgg7MqqhEXk7xs0cCyihF1Zlc4ug4iIaMhiiIqIiGiYmj59ut220WhEenq6k6ohIqKR7vzzz8eXX36JxsZGvPjiiwgODgbQ9Sg/q9UKAPj111+Rnp4OhUIBURQxefJkLF68uE/qampqwvvvv4/9+/ejubm5T85JRF3T6XTyzwCb3NzcAa2B4/yIiIhoIPxyvNzZJdAI9EsGv++IiIjOlsrZBRAREVH/8Pb2xtixY3Hy5El57fDhw4iPj+/yDWsiIqL+5ObmhkmTJvVoX9vj1fr16yGKotyVasWKFX1Wz9GjR1FWVoaysjL88ssvGD9+POLi4jBmzBgoFPzcEVF/iYqKQklJibydl5c3oNfnOD8iIiLqb2ariB2ZFf1+naofX0Nz+q/ytlIfgLB7Pur369LgtSOzAmarCLWSv9MSERH1FkNUREREw1hCQoJdiKqsrAzFxcUICwtzYlVERETds43tq66uxpYtWwAAoijCw8MDq1at6rPrJCcny38XRRHHjx/H8ePH4eHhgdjYWMTFxcHX17fPrkdEbSIjI/Hbb7/J28XFxTCZTNBoNANyfXaiIiIiov52OK8GjQYLgLbfbyw1xTDXlsLaWAnR1ArJYoZC4wKFzh0KFw9o/CKg8gp0ctU0HDQYLDicV4O50X7OLoWIiGjIYYiKiIhoGBszZgy8vLxQV1cnryUmJjJERUREg56t89R//vMflJWVQafTwWAwYMGCBRgzZkyfXKO0tBRVVVUOb2tsbMTevXuxd+9ehIeHIz4+HpMmTRqwgAfRcBceHi6P6ATa/p8vKCjos/+/uyJJEjtRERERUb/76UgumtJ+RUvmPhgK0yEZux8frnDRQxsyHq7j58J1/DwotAx609n55XgFQ1RERERngX0ciYiIhjGFQoHp06fbraWnp3d404iIiGiwsY3ua2xsBAAYDAYAwE033dRn1wgKCsItt9yCmJgYqFSdf8aooKAAGzduxJo1a/D999+jsLAQkiT1WR1EI5FGo0FoaKjd2kCN9DObzbBarXZr7ERFREREfaW5uRl/+ctf8NKtF6L6p9fQeupgjwJUACC2NqA1+zCqf34DRW/djKof1sBcW9rPFdNwtCur/0dJEhERDUfsREVERDTMxcfHY+fOnfIbRVarFcnJyZg3b56TKyMiIureX/7yFzz66KNYv349Nm7ciCuvvLLPzi0IAqKiohAVFQWDwYD09HQkJyejpKTE4f4mkwnJyclITk6Gn58f4uLiEBsbC3d39z6riWgkiYyMRGFhobydm5s7INdtP8oPYCcqIiIi6hvbtm3D6tWrO/2dojckixHNx3ag+fgeeMQvhfcF/wdBxc641DM5Vc1oNJjhoVM7uxQiIqIhhSEqIiKiYc7NzQ2TJ0/G0aNH5bWkpCTMnTsXgiA4sTIiIqKecXFxwR133IE77rij366h0+mQkJCAhIQElJeXIyUlBUePHu20e2NVVRV++eUX/Prrrxg3bhzi4uIwduxYuYMWEXUvKioKe/bskbdLS0thMBig0+n69brt/78WBAFarbZfr0lERETD34svvognn3yy0661Cp07dBGxUPuFQ+Gqh9LVE5AkiMZmWOrKYSo7CWNxJiSL0f5A0YLGpB+gn3EVVF6BA3BPaDiQJOBYSQNmj/Z1dilERERDCkNUREREI0BCQoJdiKq2thbZ2dkYM2aME6siIiIanAIDA7FkyRIsXrwYmZmZSElJwalTpxy+GSJJEjIzM5GZmQk3NzfExsYiLi4O/v7+TqicaGgJCwuDUqmUO6ZKkoSCggKMGzeuX6/bvhOVi4sLP1xARERE5+Tpp5/G888/7/A2XdQ0eM5dCW3oBAiKrj90IZoNaD11CI1JP8JYlNEfpdIIkl5czxAVERFRLzFERURENAKEhYUhKCgIZWVl8trhw4cZoiIiIuqCUqnEpEmTMGnSJDQ0NCA1NRUpKSmoqalxuH9zczP27duHffv2ISwsDPHx8Zg8eTI73BB1Qq1WIywsDPn5+fJabm5uv4eo2neicnV17dfrERER0fD2wQcfOAxQKd194HfFI9BFTO3xuRRqHdwmLoDbxAVozUtF7a/vw1yZ3/2BRA6kFdc7uwQiIqIhR+HsAoiIiKj/CYKAhIQEu7WsrCzU1dU5pyAiIqIhRq/XY/78+fjDH/6A1atXIy4uDmq1utP9i4qK8MMPP2DNmjX47rvvkJ+f3+lYD6KRLDIy0m47Ly+v36/pqBMVERER0dk4fvw47rvvvg7rrv6jEHTTy70KULXnEhmL4NWvQz9z+bmUSCNYWglDVERERL3FTlREREQjRExMDLZt2waj0SivJSUl4cILL3RiVUREREOLIAiIiIhAREQELrnkEhw7dgzJyckoKipyuL/ZbEZqaipSU1Ph4+ODuLg4xMbGQq/XD3DlRINTVFQUdu3aJW+XlZWhtbW1X4NN7ERFREREfeXuu++GwWCwW/P28YHrdX+DyuPcx6gJSjW8F90GTVA0oORbetQ7uVXNaDSY4aHr/ANAREREZI/PuIiIiEYIjUaD2NhYHDp0SF47cuQIFi5cCJWKTwmIiIh6S6vVYtq0aZg2bRoqKyuRkpKC1NRUNDc3O9y/pqYG27dvx44dOzBmzBjExcVh/PjxUCqVA1w50eARGhoKlUoFi8Uir+Xl5WHixIn9dk12oiIiIqK+8PPPP2P37t0d1h985h/4sPTcA1Rncpu08JzPIRqaYSw5AXNtCSRjCwS1DkpXT2iCoqH2HdUHVTpmqsyDpbYU1pZ6iK0NEFRaKF09ofQMhDZ4LIR+CodJVgtMZSdhaaiC2FIP0dgChc4NCldPqH1HQeMf0afXszbXwlSRC0t9BSRjC0SLCYJKA4VaC6WbN5SeAVD7hEKh6bvnnqLZCFNpFqxNNbC21EMyGaBw8YDS1RPqgCiovYNxrKQBs0f37fcjERHRcMZ3TImIiEaQhIQEuxBVS0sLjh8/jpiYGCdWRURENPT5+/vjoosuwqJFi3Dy5EmkpKQgKyvL4Qg/SZJw8uRJnDx5Eq6urpg6dSri4+MREBDghMqJnEulUiE8PBw5OTnyGkNURERENBS89tprHdYWLVqEiBmLge+POaEix0zlOajftwEtJw8BosXhPkp9APQzr4ZH/NI+CTWZKnLRcHgjDLlHYG2q6XQ/QeMCXUQsPGevgDZ0wjlfFwBaTh5EU+pWGAqOQjK1drqf0t0HLmNnw3P2Cqg8z+53MdHQhMYjP6M5YyfMVQXdHyAooPaPgC58KlwnzIM2dCIEQejVNSVJRPOxnWhO3wFj0TFIFlOn+6o8A/G3oqux7rXn4Ofn16vrEBERjVSC5OgVXSIiIhq2/v3vfyMvL0/eHjVqFG677TbnFURERDRMNTU1ITU1FSkpKaiqqup2/5CQEMTHx2PKlCnQ6XQDUCHR4LBnzx5s375d3g4ICMDvf//7frvep59+ilOnTsnbF154Ic4777x+ux4RERENP4WFhYiIiOjwoYmvv/4ap9wm4Z2d2QNWS9WPr6E5/Vd5W6kPQNg9H0GSRNTv+RT1+78EJLFH59IERiPgur9C6eZ1VrVYmmpQu/1DtGTsBtC7tx9dxs6G76UPQOnicVbXNpZkouaX92EqyezdgUoV9DOvhteCmyEIih4f1nxiL2q2/gtiS30vKz0t5I5/9aoLWGtOEmq3f9izwNYZPDw88Nxzz+GBBx7obYlEREQjDjtRERERjTAzZsywC1EVFhaivLwcgYGB/X5to8WKykYjappNMFslWEUJFlGEKAEKAVApFFAqBKiVAnzdtfB310Kj6vmLF0RERIOJu7s75s2bh7lz56KoqAjJyck4duwYTCbHnxQuKSlBSUkJtmzZgokTJyI+Ph6RkZG9/mQy0VATFRVlt11RUYHm5ma4ubn1y/XYiYqIiIjO1Q8//NAhQBUUFIQrr7wSj3/n/C5UkiSi+sdX0XxsZ6+OM5Vno+zTxxG8+rVej50zleeg4qtnYW3s/gMkjrSePICy/xQg4NpnoPYJ7dWxzcd2ournNwCrufcXtlrQsP9LmCvy4LfsTz26342pW1Cz6Z/obVDsXNQf/AZ1O9f1OBB3psbGRvzxj39EWloa3n33XahUfHuYiIioM3yUJCIiGmHGjx8Pd3d3NDU1yWuHDx/G5Zdffs7nbjSYkV7SgJPljShrMKCi0YjyBgMq//ff2pbev5Dh46ZBgIcWAR46BOi1CPDQIkivw7hAD0wO0cNDpz7nuomIiPqTIAgYNWoURo0ahUsuuQQZGRlITk5GQYHjTw9bLBakpaUhLS0NXl5eiIuLQ1xcHDw9PQe4cqKBERwcDI1GYxcwzMvLw+TJk3t1np4G9nPqrDBLGrjADKUgwdXVta/vEhEREQ1zO3bs6LC2YMECqFQqlDcYnFCRvbpd/7ELUCn1/nCJToDGPxIKFz0kUyvM1UVoyfwNlvpyu2MtNUWo27kOPhf3vDOosfQkyj9/suP4PEEBbdgkaMMmQuUZCIXOHZLZCGtjNQyFaTDkpdqFgiy1Jaj44v8hePXrUOh6FqhvPPIzara+02FdUOugi4yDNngclO7eEDQuEI0tsNSWwJCbDFO5fbew1uzDqP7pNfhf/WSX1zPXFKNm67toH6ASVFroIqZCEzwWKn0ABI0OEK0QTa2wNtXAXFUAY+lJWNt9vXuiduc6NBz4qsO6QucBXVQcNEFjoHT1gqDWQjQ0wVxVgNacI7DUFNnt/+GHH8LLywuvvPJKr2sgIiIaKTjOj4iIaATauXMndu3aJW+r1Wo8/PDD0Gq1PT6HLTCVXlyPtOJ6pBfXI6equT/K7dJoPzdMCfVEzP/+MFhFRERDRXV1NVJSUpCSkmIXbu5MdHQ04uLiMGHCBH5ymIad9iP2pk+f3iHk3x+BfS3MCPVxR5ivnoF9IiIi6rHo6Gjk5OTYrb3yyit4+OGHcckbu3GirHHAamk/zg9KFWC1ApAgaFzgveh2uE+9CIJC2eFYyWpB3Z71HQM6ggKh93wElYdft9e3GppQ+vEDHcJBbjGL4XXeDVB5BnR6rLm2FDVb/wVD7hG7dddxc+G/vOswE9A2wq/s08cAq+V06SotPOddD49pl0Gh7TwsbyhIQ/XPb8JSV2q37r34LugTruj0uOqf30TT0a12a26TL4D3hb+D0rX7D76YqgrQcuI3NKVuRuD1f+t2nF9L5j5UfvuC3ZpC5w6v81fDfcoiCCqNw+MkSUJr1n7Ub/sXTE21drdt3LgRV155Zbe1EhERjUQMUREREY1ADQ0NeP311+3aji9duhQzZ87s9BizVcThvBpsyyjH7pOVyK4c+MBUT0X7u2HBWH9cNCkQMyJ9oFZyJCAREQ1eoigiOzsbycnJyMzMhCh2PZ5Bp9MhJiYG06ZNQ1BQ0ABVSdS/fvvtN/zyyy/ytru3H+Zefj0D+0RERDTomEwm6HS6DuP8du7ciYULF2La37ahptnxCO/+0CFE9T8KnQcCVz0PTeDobs9RvektNKVusVvznH8TvOZd3+2xld+/jJaM0x/WhKCA7+UPwn3yBd0Xj7awT/XPb6A57Re79aBb1kAbMr7z4yxmFK+92y68pXD1QuD1f4MmILJH1xYNzSj79DGYK/NOn8NFj9DffwSFRufwmMI3boDY2iBva8OnInDV870ewy6JVkASISg7f25pba5D8ft3QTKefh6s8g5B4KoXoNJ3H3ADAA9LHeo2PI6iotNdqSZNmoT09HSOjiciInKAH10lIiIagfR6PSZMmIDjx4/La4mJiZgxY4bdL8/1rWbsyqrEL8fLsSOzAo0Gi6PTDTrZlc3IrmzGx/vy4KFT4YLxAVg8MRALx/nD04VvehER0eCiUCgwduxYjB07Fs3NzTh69CiSk5NRWVnpcH+DwYDDhw/j8OHDCAoKQnx8PGJiYuDi4jLAlRP1nVHhkSixeqBQ9EKxqEd9qQveWnvA2WUhp6oZOVXN+D61RF5jYJ+IiGhkKy4u7hCgAoCgoCCYLOKABqi64nvZH3sUoAIAr/NXo/nYDkiW07Ubco8A3YSozNVFaDm+x/5cC2/pcYAKaBt/7nvJH2AqyYS5ulBer9//JQKuebrT45rSf7XvfiUo4L/8qR4HqABAoXOD/zVPo2Tt3XI3K7G1AU2pW6CfsazD/qKxxS5ABQAesRefVRiprTNYx+5gZ2pI/N4uQCWotQhY+WyPA1QA0KjywifrP8MF5y+Q1zIyMvD9999j2bKO95GIiGikY4iKiIhohEpISLALUVVWViI/Px8+QaH4LrkYm4+V4VBuDSzi0G5a2Wiw4PvUEnyfWgKVQsDMKB9cMjkIV8WHQs8uAkRENMi4ublhzpw5mD17NkpKSpCcnIz09HQYjUaH+5eVlWHTpk3YunUrJkyYgPj4eERFRUGhYKiDBr8OgX1z550GBhMG9omIiEa22tpah+teXl6obHL8vH2gaUdNgevYWT3eX+niAZfRCWjJ2ievmSpyIUkiBKHz3y0aDn4DSKc76ao8A6GfeXWv6xWUKujnXIfqH9fIa605SZAsJofj6iRJarv2GdwmLYQubGKvr632CoL75EV2I/pasvY7DlGZWjusKVw8en3NnhBNrWg68pPdmn7G1VB79b4b8bjYBFx44YX49dfTHcu+/fZbhqiIiIgcYIiKiIhohIqKioKvry+qq6sBADWiCx7/OhWp9SfQarY6ubr+YREl7Muuxr7sary4+QSWxYXi5tkRmBSsd3ZpREREdgRBQGhoKEJDQ7FkyRIcP34cycnJyMvLc7i/1WrFsWPHcOzYMXh6eiI2NhZxcXHw9vYe2MKJutFgMDOwT0RERENaa2vHIA0AeHp6IqvKMMDVOOYet6TXx2hCxtmFqCRTK6yN1VDp/R3uL0mS3f4A4Baz+H8dlnrPJTrBfsFqhrEkE7rwmA77mityYaktsVtzj+39fT7z2meGqEylWZAsZggq++dzShcPAAKA089hjUUZcBk9/ayv3RlDXgpEo/04a/fYi8/qXNXNJlx22WV2Iapdu3Z1cQQREdHIxRAVERHRCCUIAmLjp2PtlkScsASgQnIHqgBgeAao2msxWfH5oQJ8fqgACRHeuHl2BC6ZEgSt6uxe6CEiIuovarUaU6dOxdSpU1FbW4uUlBSkpKSgoaHB4f719fXYvXs3du/ejaioKMTFxWHixIlQqxnoIOfJKG3AJwfy8V1yMQP7RERENKQ5GuUHtL3WZrYOjoC4blTH4FF3VA46HLWFeByHqMwVuRANTXZr2rPoBGWjdPGAoHWzG19nKs9xGKIyFKTZLwgKaEPGnfW12993yWKCubqwwzhEQaWBOiAS5opcea3h0LdQB4yG24R5Z319RwwF6XbbSg9fqDwDzupcZquIqKgou7W8vDzU1dXBy8vrbEskIiIalhiiIiIiGoGqmoz46LdcbDjUiBrz6O4PGOYS82uRmF8L3x81WDljFG6bFwU/d62zyyIiIurA29sbF1xwARYuXIjc3FwkJyfjxIkTsFodh1Jyc3ORm5uLn3/+GVOmTEF8fDxCQkIgCMIAV04jkdFixaa0MnxyMB9J+Y7H3gxXDOwTERENXy4uLg7X6+rqYBWd/8EFQaWBSu/X6+MUWrcOa6KxpdP9jcXHO6zVbHsXgvLsvwaS2X4corXV8QdHOlxbEFD6n4fP+rqwWjoudXJt95jFqP11rbwtWUyo+u7vaAgZD/eYC+ESPfOsvv7tGYsz7LZFQxNKPrrvrM51/UY3h6MIq6qqGKIiIiJqhyEqIiKiEaTRYMbaPbn4YG8OWkzDswPAuahuNuGdndn49748/G7+aPzuvCh4cAwLERENQgqFAtHR0YiOjkZrayuOHj2K5ORklJeXO9zfaDQiKSkJSUlJCAgIQHx8PGJiYuDm1vGNEqJzZQvs//dwIaqbTc4ux+kY2CciIhpefHx8HK7X1dXBovId4Go6Uujcz+o4h2P4HISLbCyNVR3XqovO6tqdETsJMlnbX1u02nWH6s9re8RfiuaMXTCVZtmtm0oyUVOSCeAdqLyDoQ2bDG3QGGjDJkEdENXrD7JYG6vttiWz8azv48kKx+vV1dUYM2bMWZ2TiIhouGKIioiIaAQwWqxYf6AAb+88hRq+kdWtZpMVb/x6Ep8cyMcfLhiDG2eFs2sAERENWi4uLpg1axZmzZqF0tJSJCcnIy0tDQaDweH+FRUV2LJlC7Zt24bx48cjPj4e0dHRUCgUA1w5DTcM7HeNgX0iIqLhITQ0FIIgdBjrV15eDkWI80NUUAzMW39ia2O/X0MyO34d0+rEawsqNQKufQZV378MQ16Kw30staWw1JaiOe0XAIBC5wGX6AS4TVoA3ejpEITuf/caiPvY2tqxOxUREdFIxxAVERHRMGYVJXyXUoxXt2WhuI6/FPdWTbMJz/6YgQ/35uKhi8bhqrhQKBUcf0RERINXcHAwgoODcfHFF+PEiRNISUlBdna2w31FUcTx48dx/PhxeHh4IDY2FvHx8Z1+sp6oMwzs9w4D+0REREObRqNBZGQkcnPtuwIlJiZi9rJJTqpq4ImGphF5bQBQunoiYOVzaDmxFw0Hv4ap7FSX+4uGRjQf24HmYzug8gmD14Kb4TZhXuf7mw2A1dzXZRMREVEPMERFREQ0TB3MrcZfNh5DZnn/f2ppuCuua8XDX6bi/d05eG7ZFMyM4pvLREQ0uKlUKkyZMgVTpkxBXV0dUlNTkZKSgrq6Oof7NzY2Yu/evdi7dy8iIiIQFxeHSZMmQaPRDGzhNKQwsH9uGNgnIiIauqZPn94hRHXo0CGcd/Vq5xTkBIKq4+8Ko/644azHCZ7LtdUBoxFy25v9fl27GgQBbhPnw23ifJirCtGafRiGwnQYi090OgoQACw1Raj67u8wxC+Fz8X3OBzzJ6g0gKAAJFFecxk7GwHXPH1WtX551xzMiOTrmURERD3BEBUREdEw02Ky4KUtmVi3L8/ZpQw7meWNWLl2P26dE4k/LRkPVw2fShER0eDn5eWFhQsXYsGCBcjLy0NycjKOHz8Oi8XicP/8/Hzk5+dj06ZNmDx5MuLj4xEWFubwxX0auRjY7zsM7BMREQ09559/Pr766iu7td27d+OhM0Ivw53CRd9hzVJfAc0AhKiULnpYGyrPuG55v1+zK2q/UVD7jYJ+1nIAgLmmGMbCYzAUpKE1J8lhqKopeRNUHn7wnLuyw22CoIBC6wbRcPq59rncRwb1iYiIeo7v/BEREQ0jB3Or8aevjiK/psXZpQxbkgSs25eHHScq8PKKWL7JRUREQ4YgCIiKikJUVBQMBgPS09ORnJyMkpISh/ubTCYkJycjOTkZfn5+iIuLQ2xsLNzd+/9NERq8GNjvPwzsExERDR1XXHEF7rvvPkiSJK+Vlpbit183A/B2XmEDSOnm1WHNVJELTeDofr+2ot21JWMzLPUVUHkG9Pu1e0LtEwq1TyjcYy+GJFrRmpOE+t8+h6n0pN1+9fu/gHvcJVC6enY4h9LNyz5EVVMCyWKGoFL3vh6lovd3goiIaITioyYREdEw0GKy4P/9cAwr3z/AANUAya9pwcq1+/H/fjiGFpPjTh5ERESDlU6nQ0JCAu644w7cfffdmDVrFlxcXDrdv6qqCr/88gteffVVbNiwAZmZmbBarQNYMQ0GB3OrsfSNPQxQ9SNbYH/pG3twKLfG2eUQERFRJ8LDw3HhhRd2WP/2s4+dUI1zaIPHdVhrzUka9tfuLUGhhOuYmQi6+RXoRk+3u00yG9Gac8ThcZp291GyGGEoOHpWNfi6cUw7ERFRTzFERURENMTxzSznOfNNroO51c4uh4iI6KwEBgbikksuwcMPP4xrr70WY8eO7XR0nyRJyMzMxIYNG/Daa69h27ZtqKqqGuCKaaAxsD/wGNgnIiIa/P74xz92WNuzczuaT/w28MU4gTZsIgS1zm6tNfswrIamfr+2Liq+w1rzsR39ft1zISiU8F54a4d1c2Wuw/11UXEd1pqP7Tyra/u5a8/qOCIiopGIISoiIqIhSpIkvLsrG9ev5ZtZzpZf04Lr1x7Ae7uz7dq4ExERDSVKpRKTJk3CDTfcgD/+8Y9YtGgRfHw6H1vb3NyMffv24e2338aHH36II0eOwGg0DmDFNBAY2HceBvaJiAZWdXU1TCaTs8ugIeSyyy7D/PnzO6zXbn0blqa+7SjZnLELlsbB9XxAUKrhMnqa3ZpkakXDoW/7/drakPEdRvoZizLQmpfS79c+F2rfUR3WRKPj13VdoqZBUNl3kGrO2AVzdVGvrunrpoFGxbeDiYiIeoqPmkREREOQwWzFg1+k4MXNJ8DMzuAgScDfN53AQ1+kwmDmeCMiIhra9Ho95s+fjz/84Q9YvXo1YmNjoVarO92/qKgIP/zwA9asWYONGzciPz+fweIhjoH9wYOBfSKi/vPOO+9g9OjR0Gg08Pf3x549e5xdEg1yRqMRFRUVOHnyJBITE7F69WpoNPZBF2tLAyo+fwqWhspzvp5kNaN2+4eo+v5lwDr4ulN6zlnZYa3hwNcwFB7r1+sKCiU8Z63osF798xuwttT367XPhdVBuE7h6ulwX6WrJ9xjl9gvSiKqvn8ZornnH17x92AXKiIiot5QObsAIiIi6p2yegPuWp+I1KLB+4LASPZtSjFyqprx/s3TEajXdX8AERHRICYIAiIiIhAREYGlS5fi2LFjSE5ORlGR408/m81mpKSkICUlBT4+PoiLi0NcXBw8PDwGuHI6FwazFY9/cxTfpZQ4uxT6H1tg/0RpI/6+PAY6tdLZJRERDWmiKEKhUKC+vh4lJSWwWNrCKRxTPLKJoojGxkbU19fb/WloaJD/bjAYOhy3ZMkS/PDDD3Zr5upClH3yCPyueAS68Jizqqc1LwW1v7wPc1XBWR0/EDRB0XAdPxctmftOL4oWVH7zPPyvfhK68Cm9PqdkMaMp/VdIJgP0M6/qdD+PaZei4fB3sDae/v/W2lCJii+egf/yp6HS+/X62taWejQkfg/dqClwcTAy0FB0HKbSLLhPvQgKrWuvz9+Q+H2HNU1AVKf7e865Dk1Ht0Eyn/6+M5Vno/Kb5+G37E9Q6ty7vWaAh/3rk/n5+XjllVdw1113YcqU3v/7EBERDXcMUREREQ0hyQW1uGt9EioaOSpnMEstqsMV/9yL929OQNwoL2eXQ0RE1Ce0Wi2mTZuGadOmobKyEsnJyTh69Ciam5sd7l9TU4Pt27djx44dGDNmDOLj4zFu3DgolQx/DGYM7A9uDOwTEfWtsLAweHl5oaKiAgBQUDB4wyp07oxGY4eAVPuw1Nl0fZw+fTrq6uo6dDKzNlaj/LMn4BKdAP2cldCGjocgdD0gRjQb0XrqEBqTfoCxKKPXtTiDzyV/gKksG5b6cnlNbG1A+YanoE9YBv3Mq6F09+72PMaSTDQf34OWjF2wNtfCY9plXe4vqDTwv+oxlH32JGA1y+umslMoXfcAPOddD/epF0Oh7roTk2Q1ozU3GS3H96Alcx8kixGaqxwHm8SWOtT+uhZ1ez+F28QFcB0/F7rwqRCUXb/dKppaUf/bBjQmbrS/D1o3uETP6PQ4pbs3fC97EFXfvQjg9PemIfcIyj5+AJ7zb4LbpAUQFJ3/jhWo16K5uRk//vgj/vvf/+KHH36AxWLBrbfe2mXNREREIxVDVEREREPE10eK8MS3aTBZRGeXQj1Q0WjEde/vx4tXx2D5tDBnl0NERNSn/P39cfHFF+PCCy/EyZMnkZKSgqysLIdvOkmShJMnT+LkyZNwdXXF1KlTER8fj4CAACdUTl1hYH9oYGCfiKjv+Pn5wcXFRd5miGro6qyL1Jl/jMb+e45z4YUXQqPR4Ndff+1wW2t2IlqzE6HQeUAXGQe13ygoXfRQuOrbajc0w1JXBlPZKRhLTkDqxai2wUDpoof/ij+jbP1jkIxnfMBCtKLh0DdoSPoe2pAJ0I2aAqXeDwqdOySLGaKxCdamWpjKs2EqOwXxLMbwaUMnwveSP6D6p9dxZshIbKlH7bb3UL97PbThMdCGjIfS1ROC1hWSyQDR2AxLfTlMZadgKs+x6/TUE5KxBU0pm9GUshmCxgWawGhoAqOh8gqEQusGQa2DZDXB2lgNU1k2WnOP2H9t/sd70W3dhrzcJsyDef6NqN+z3m7dUl+O6h/XoHbHh9CFx0ATNLbtPqq1kIwtEI3NMNeW4r/fFOKtm7L69fufiIhoOGGIioiIaAh4e8cpvLw109llUC+ZLCIe+jIVpfUG3HvBGGeXQ0RE1OeUSiUmTJiACRMmoKmpCampqUhOTkZ1dbXD/VtaWnDgwAEcOHAAISEhiI+Px5QpU6DTsaOOszGwP7QwsE9EdG4EQQDQFgx3dz89DoshqsFJkqRuu0g1NjaeVReps+Xm5gZPT094enpCr9fD09MT1157LZKTk/GHPz6EuqqKDseIhka0nNjj4GxdE1RaeCRcAaW7T1+U3i80/pEIvvVVVH77AsyV+fY3Wi0wFqbDWJjeL9d2j7kQChc9qn9cA9HQZHebaGxG68kDaD15oF+uDQCSqfWs7p/HjGXwiF3So3295l0PlbsPara9C8lisrtNbK5r66J13PH3VpPDVSIiIuoMQ1RERESDmCRJeHVbFt7accrZpdA5eHlrJowWKx5cPE5+oZaIiGi4cXd3x7x58zB37lwUFRUhOTkZx44dg8lkcrh/SUkJSkpKsGXLFkyaNAlxcXGIjIzkY6UTMLA/NDGwT0R07nx9feHh4SFvFxUVQRRFKBRdj1yjvmW1WrvtItXZc8r+oFKpOgSkzvyj1+uhVqsdHjtp0iQETT0Py+9+DE1JP0J00H2opwSNC9wmLYTn3Ouh0vud9XkGitonFEG3rEHd7vVoStnc6+5OZ9IEjYVLdEKP93cdMwPq1a+jdvuHaM06gDO7UvWKQgmXqGnQBDge56fQukFQaToEmXp1CRc9vM9fDffYi3t1nHvsxdAEjUHt9g9gyD961tfX6XS46qqrEB4eftbnICIiGs4EaSCj+URERNRjkiThxc0n8N7uHGeXQn3krgWj8fglE/jmMBERjRgmkwkZGRlITk7uUWcHLy8vxMXFIS4uDp6engNQ4cjGwP7wcf+iMQzsE1G/EUURkiRBoVAMu58ztbW1uPHGG7F582YAQFBQEDIzM+2CVXRuJEmCwWDoMiDV1NQ0oF2k3N3duwxJubq6ntP3eqPBjJi/boVoMqDlxF60ZO2DoTAdkrGl22MVrl7QhoyH64Tz4Dp+DhTq7ju2Vv34GprTT48RVOoDEHbPR72u25B/FOWfP2m3FrjqBegipvb6XNaWejQe+Qmtpw7DVJ4NSF13OxVUGmhDJ0AXGQeXsbOh8Tv7gI+5qhANSd/DkJsCS11pt/srdB7QRcRAFxkP13GzoXTz7nJ/0WyAIS8VrblHYCw6DnNlXrf3DwA0QWPgNnEB3GOXQKFz6+ndcchYkonGIz/BkH8U1saqbvcPDg7GhRdeiIsuugjLli3j71pERERdYIiKiIhoEJIkCX/fdALv72GAarhhkIqIiEaq6upqpKSkICUlBU1N3Q+ViI6ORnx8PMaPHw+Vio20+xoD+8MPn2cSEfWMKIoQBAGCIMBqteKWW27B559/DqCtA1FOTg7CwjgqtaesVisaGho6BKPOXBvoLlJeXl5ddpEaiOeWi9bsRE7V6S5UkiTCUlMMc00JrI1VEE2tkKxmKDSuUOjcoXDxgMY/EirPgH6vbaCJhmYYy05CbK6DtbURorEZCpUGgtYVSncfqH1CofIKgqBQ9vm1LQ1VMFXkQmxtgNjaAMligqDWQaF1hVLvD7VvGFQe59blSzQZYKktgaWuDNbm2v/921qg0LhAoXWFyjsYGv+ocw5OdcZcWwJzVSHE1gZYWxsBqwWCRgeF1g3hERHY/MwqBAQMv+8rIiKi/sIQFRER0SD06rZMvLmdHQGGq/sXjcVDF41zdhlEREROIYoiTp06hZSUFGRmZkIUu/7UtouLC2JiYhAfH4+goKABqnJ4Y2B/+GKQioj6WnFxMbKyspCVlQUAuOuuu5xcUc84GslntVqhVCo7bN93331499135Y5bR44cQVxc3ABXPDhJkoTW1tYuA1KNjY0DWtOZXaQc/XFxcRkUj4P3b0jG96klzi6DRrhlsSF44/p4Z5dBREQ0pPCjnERERIPM2ztOMUA1zL25/SS0KgXuvWCMs0shIiIacAqFAuPGjcO4cePQ3NyMo0ePIjk5GZWVlQ73b21txaFDh3Do0CEEBQUhPj4eMTExcHFxGeDKh4/XfsligGqYem93DrQqJQP7RNQnysvLcfXVVyMxMREA4OrqiltuuWVIPAbbAlRpaWlIT09HaWkpVCoV3N3dERISgrCwMEyZMgUA4OvrC41GA6PRCEmSUFpaOmJCVBaLpdsuUmazecDqUavVXQakPDw8hkyH0phQT4aoyOliQjm2j4iIqLeGxrNNIiKiEeLrI0V4eWums8ugAfDy1kwEe+qwfBpHBBAR0cjl5uaGOXPmYPbs2SgpKUFycjLS09NhNBod7l9WVoZNmzZh69atmDhxIuLi4jB69OhB0W1gqGBgf/hjYJ+I+oqXlxeioqKQkpICoC3g0tTU1O8hKkmSIIqiXdeo3tq8eTPWrVuHxMREVFZWoqmpCWcO5YiLi8OFF16Iv/3tb4iMjIRGo4HBYAAAFBYWnvN9GAzO7CJVV1fnMCDVkxHLfcnDw6PLkJROpxs2z+umMLxCgwC/D4mIiHqPISoiIqJBIrmgFk98m+bsMmgAPf5tGkb7uyNulJezSyEiInIqQRAQGhqK0NBQLFmyBMePH0dycjLy8vIc7m+1WpGeno709HR4enoiNjYWcXFx8Pb2HtjChxgG9kcOBvaJqC9otVp4eXnJY+7q6+tRVVUFf3//czpv+5CUKIpoaWmByWSCIAjw9vY+6wCV2WzG559/jr/97W84dco+NKxWq6FQKGA0GpGSkoKUlBQUFhZi/PjxCAkJQX19PQCgoKDgnO7fQOmsi9SZfywWy4DVo9Fouu0idS7BuKFmSoje2SXQCCcIwGR+HxIREfUaQ1RERESDQFm9AXetT4LJIjq7FBpAJouIOz9JxA9/OA+Bep2zyyEiIhoU1Go1pk6diqlTp6K2tlZ+k7OhocHh/vX19di9ezd2796NqKgoxMXFYeLEiVCr1QNc+eDGwP7Iw8A+EZ0LSZIgCAL8/PygVqthNpshSRLKysowceLEDvva/nQXkrGdV6lUoqWlBb/99huOHTuG7OxstLa2wmq1QqvVwsPDA1dddRXmzZvXq3q//PJL3H333TAYDHLdKpUK8+fPx9ixY6FSqVBbW4uTJ08iMTERX3zxBYKCgtDa2gqlUgmr1TooOlFJkoSWlpYuA1LNzc0DVo8gCN12kdJqtcOmi1Rf8NCpEe3vhuzKgft3IjrTaD83eOj4OxEREVFvMURFRETkZAazFXetT0RFo+OxNTS8VTQacecnSfjvnbOhU4+cT2QSERH1hLe3Ny644AIsXLgQOTk5SElJwYkTJ2C1Wh3un5ubi9zcXPz888+IiYlBfHw8goODR/wbegzsj0wM7BPRuTgzRKXVamEymQAA+fn5ANq6QtoCU4Ig9PixVhAEnDhxAm+//Ta2bNmCoqIieYxeex9//DFmzpyJv/71r5gxY0a3tSYlJeHpp5+GwWCASqWC2WzG9ddfj+eeew5RUVFQKBTyMUVFRfjXv/6FN998E2VlZVAoFPLtA9GJymw2d9lFqqGhYcC7SHl5ecHT0xN6vX7Ed5HqKwvG+jNERU6zcFyAs0sgIiIakhiiIiIiciJJkvDEN2lILap3dinkRKlFdXjy2zSsuTZ2xL/JS0RE5IhCocCYMWMwZswYtLS0IC0tDcnJySgvL3e4v9FoRGJiIhITExEQEID4+HhMnToVrq6uA1y58zGwP7IxsE9ENragUU+JogiFQoGQkBC4urrKHSFt3Y9sgZqWlhaUlJQgPz8fp06dwvTp05GQkCAf394333yDV199FYcPH4bZbAbQ9jiv0Wig1WrR1NQkh6VramqwefNmpKam4plnnsGdd97psFZBECCKIr744gvk5eVBq9XCaDTi6quvxrvvvgu9/vQ4K1EUIYoiwsLC8PzzzyMiIgJ33303BEGAJEkAgJKSEhiNRmi12h5/vTpTXFyMgoKCDiGplpaWcz53TwmCYBeMchSS0ukYtu0PF00KxMf78pxdBo1QiycyREVERHQ2BMn2mwERERENuPd2Z+Pvm044uwwaJJ5cOgF3Loh2dhlERERDRmlpKZKTk5GWltZpFwsbhUKBCRMmIC4uDtHR0Q7f2B1uJEnCQ1+k4tuUYmeXQk62PD6UgX0iAtAWIupN56gNGzbgkUceQUlJCQBgwoQJCAsLQ15eHkpLSzuMlHvkkUfw0ksv2XWqsvnyyy9x3333oaKiQl5Tq9VYsGABpk6diqCgIIiiiPr6euzatQv79++XR/IFBQVhzZo1WLVqlcOAVnZ2NmJiYiCKIkwmE0JDQ7Fz505ERzv+HdsWKrNYLLjzzjuxbt06eZyfXq9HdnY2fH19e/Q16srOnTuxa9eucz5PV3Q6XZcBKQ8PjxHxvGcwMltFTPvbNjQaBq6rGBEA6HUqJD19EdRK/r9PRETUW+xERURE5CQHc6vx4mYGqOi0v28+gbhR3pgZ5ePsUoiIiIaE4OBgBAcH4+KLL8aJEyeQnJyMnJwch/uKooiMjAxkZGTAw8MDsbGxiI+Ph4/P8H3cfX9PDgNUBAD4JrkYE4I8GNgnGmYkSZK7J3UWkmlsbERdXR1aW1vh7u6OkJCQbs9bU1ODp556Cu+99568ZgtenThxAidOdP5aRmej8A4ePIh77rkH1dXVctenp59+Gvfeey8CAwM77J+Xl4evv/4ajz76KJRKJcrKyvD4449jyZIlDh+7U1NTYTAY5LF8F154IaKjozvtiGULkalUKjz99NP4z3/+A6vVCkEQ0NDQgJqamj4JUXl6ep7T8QqFotsuUn3RMYv6h1qpwAXjA/B9aomzS6ER5oLxAQxQERERnSWGqIiIiJygxWTBo18dBftB0pkkCXj0q1RsemA+XDV8mkZERNRTKpUKU6ZMwZQpU1BXV4fU1FSkpKSgrq7O4f6NjY3Yu3cv9u7di4iICMTFxWHSpEnQaDQDW3g/YmCf2mNgn2j4ad9R6szAUFNTE3755Rfs27cPp06dQl1dHaxWK0RRRExMDO677z5MnDjR4XlVKhXUajWAthCPKIoAAEdDLbRaLfz9/RESEoLg4GCcf/75AGDXhaqhoQHPPvssqquroVQqIQgC1q5dixUrVsDNzU0+95mhsMjISDz88MMQRRGPPfYYBEFASUkJ/vGPf+Af//hHhzp+/vlnKBQK+Ry33367XH9XJEnC6NGjMW3aNCQmJkKpVMJisaCiogJjx47t8tieOHOUoCNndpFy9Mfd3Z1dpIa4xRMDGaKiAbd4UsdwKhEREfUM350jIiJygpe2ZKKgpsXZZdAglF/Tgpe3ZOKZKyY7uxQiIqIhycvLCwsXLsSCBQuQm5uLlJQUZGRkwGq1Otw/Pz8f+fn52LRpE6ZMmYL4+HiEhoYO6bFnDOyTIwzsEw1ujsbfdcVisSArKwtFRUUoLi7GuHHjMG/ePADA+vXr8ec//xn5+fkOj/3tt9/w9ddf46GHHsJjjz3W4XatVgtvb28AbY+rJpMJTU1NAAA3Nze8+OKLGDt2LIKDg+Hn5we9Xg9XV9dOHzsPHjyITZs2yePy7rnnHtx66612+7QPhNnG7T366KNYt24djh8/DqvVii+++AJPPfWUHE6y7ZeVlQVRFKFSqWCxWDBq1KgefR1txy9YsABHjx6Vny8UF/dNJ0cfHx9EREQ4DEjp9Xp2kRoBFo7zh0ohwCLyiRkNDJVCwMJx/s4ug4iIaMjiKyZEREQD7GBuNdbty3N2GTSIrdufh6VTgtklgIiI6BwIgoDRo0dj9OjRWLp0KdLT05GSkoKSEsedAEwmE44cOYIjR47Az88P8fHxmDp1Ktzd3Qe48nPHwD51hoF9cgaDwYDS0lI0NDRg/Pjx0Ol0zi5pwEmSBFEU5ZCU1WpFS0sLDAYDlEolfHx8ehWgAoDNmzfjyiuvlLf/9Kc/Yd68eXjqqafw6quvwmw2Q6lUwsXFBVqtFk1NTTAajXJYqbKyEs888wzUajUeeughu3NrtVrce++9WL16NfR6Pe677z5s2LABANDa2orly5cjODi4x7W+8847UCqVkCQJWq1Wvp4twOSIIAhysOyaa67Bq6++itbWVuTn5yM9PR1z5861O0dra6u87efnJ4e+urrGmcaNGwc3Nze5i2VnYwl7y9vbG6tXr+6Tc9HQ5OmixswoH+zLrnZ2KTRCzIrygV6ndnYZREREQxZDVERERAPI1hWAqCvsEkBERNS3XFxcMGPGDMyYMQPl5eVITk7G0aNH5Tdc26uqqsK2bdvw66+/YuzYsYiPj8fYsWOHxDgdBvapOwzs00BaunQptmzZAgAIDw/H999/j6lTp/Y42DJYnTl2rrvHBtuIPVsXpq1bt+L48eM4deoUmpqa5KCQh4cHlixZYheM6kpYWBgAQKPRQKVSwWq14tNPP8U///lPGI1GKBQKXHjhhZgxYwbCwsKgUChQXV2Njz76CKdOnYIgCDCbzXj00Udx1VVXYfTo0XbnDwgIkP/u7+8PlUoFURQhiiKKi4t7HKIyGAxITU2VOzwtWLAAXl5ePTrW9j0yatQouLm5oaWlLSCclJQkh6hsX39//7auK1arFXq9Ho2NjT26hk1QUBBcXFxQW1sLoO9CVEQAcMnkIIaoaMBcMjnI2SUQERENaXxXjoiIaACxKwD1FLsEEBER9Y/AwEBccsklWLx4MbKyspCcnIzs7Gz5zfAziaKIzMxMZGZmwt3dHVOnTkV8fDz8/PycUHn3GNinnmBgnwaSLSyjUCjg7u6OhoYG5xbUR9qPnuuKQqFATk4OXn/9dfz4448oLi6G2Wx2uO+GDRsQGhqK999/H7Nnz+7yvLZgk8lkgslkwm+//YYvv/wSjY2NWLp0Kd58801ER0d3OG7lypW4/vrrcfjwYSgUCoiiiLfeegvPP/88XF1d7fa1hd38/f2h0WhgMBgAAKWlpT267wCQmppq12UrPj5eHsVntVrR3NyM+vp6VFZWoqSkBIWFhSgoKJD/W1ZWhuLiYhgMBmi1WhiNRpw6dQomkwkajQYAYDQa4evrK1/DbDbLYaieBva8vLzkf1dJkhiioj51VXwo/r7pBFrNjsdLE/UVV40Sy+JDnV0GERHRkMZXSoiIiAYIuwJQb7FLABERUf9RqVSYNGkSJk2ahIaGBqSmpiI5OVl+07W9pqYm7Nu3D/v27cOoUaMQFxeHyZMnQ6vVDnDlnWNgn3qKgX0aKFFRUQDagiyNjY2oqqqSt53VicrWRepsuws2NjaisLAQubm5yMvLw+rVq+Hm5tbp/l999RXefvtt7N+/HyaTCUBbsEqn08nBJFs4qba2FrW1tZg7dy7effdd3H777Z2O+fP09ISfnx/KysogCAKSkpJgNptxzTXX4M0330RwcDBEUbQ7RhRFREVF4aWXXsLq1auRn58PANiyZQvuvvtujB8/3u7fxvb3gIAA6HQ6uYNjYWFht18nWweuwsJCebQeAOzevRv33HMPioqKUFRUhPLyclRXV3eo1RGj0QgASElJQVNTE3x82n5XViqVCAkJkfdrbm7ucdDLdl9dXV1RUVEBlUoFs9mM4uJi+T4QnSu9To2r4kPx+SGG86h/XRUXylF+RERE54ghKiIiogFgFSX8ZeMxZ5dBQ4wkAX/emI6f758PpWLojrogIiIa7PR6PebPn4/zzjsPBQUFSE5OxrFjx2CxWBzuX1hYiMLCQmzevBmTJ09GfHw8Ro0a5dTRVAzsU28xsE8DISIiAkBbGKe0tBR5eXl9cl5b98Cz+bnbmy5SjkyaNAnFxcXy9nXXXddpiGrTpk344x//iJKSEnnNNmYvLi4OgYGBUKlUaGpqwu7du7F161YAbaGgu+++G56enrjuuusc1uvq6org4GCUlZVBqVTCYrHA19cXDzzwgDxqr30ASKFQwGq1YuHChZg1axby8/OhUqlw4sQJZGZmdghR2QQEBMDFxQU1NTUAejfqTq1WyyExpVKJAwcO4MCBAz0+3kar1SI4OBg+Pj644IIL7ELMKpUKEyZMkK/R2NiItLS0Hp3Xdl81Gg3MZjPU6rbwQUlJCVpaWuDu7t7rWokcuXl2BENU1O9unh3h7BKIiIiGPIaoiIiIBsB3KcXILG90dhk0BGWWN2JjSjGWTwtzdilERETDniAIiIiIQEREBJYuXYr09HSkpKSgqKjI4f5msxkpKSlISUmBj48P4uPjERsbCw8PjwGtm4F9OhsM7NNACAoKAgCEhYUhOjpaDlWda3efM0M+vekWVFdXh+LiYuTm5mLGjBkIDAzs1XVPnDiB1tZWOYh18803d/oz/9ixY7jzzjtRUlIij82777778OSTTzq87t13341PPvkEL774IsrLywEAjz/+OMLDwzFnzpwO4SaFQoGwsDAkJyfLIaorrrgCM2fO7NF9mTdvHr744gs5kHb8+HFceeWVDsfb+vv72wXFehOi8vb2ljtIOTq3jY+PD0JDQxEZGYmoqCiMGTMGo0ePRmRkJEJDQ+Hp6dnldWJjYwG0fW+YzWbs3LlT3u6OKIpITEwE0DZiEACqqqpQX1/PEBX1mUnBeiREeCMx33HXU6JzNSPSGxOD9c4ug4iIaMhjiIqIiKifGS1WvLoty9ll0BC2ZlsWLpsaDK3K8RgHIiIi6ntarRbTp0/H9OnTUVlZieTkZBw9ehTNzc0O96+pqcGvv/6K7du3Y8yYMYiPj8e4ceM6HcPUlxjYp7PFwD71t8svv7xHY9psRFGUx+2pVB1furZYLKirq0NVVRXMZjM8PDwQGRnZo3Pfeeed+OCDD+TtRx55BH/961/h4uLS7bG2ANPPP/8Mg8EAQRAgiiIWLlwInU7X4T4oFAo8/fTTKC4uhkqlgiAIeOmll3DffffJnY5s99N2jI+PDx544AGIooi//vWvaGxsRH5+Pr766ivMnDnT4eNJeHg4gNOhtNGjR0Oj0cBqtXb6+GMLFY0bNw5eXl5oaGgAAGRkZMh1td/Xx8fHLizWWbjY0XWCgoLkr4EoitDr9Xj00UcRGRmJ0aNHIzw8HEFBQT16vOzq+2PKlCmIjIyURxSmpaXh8OHDSEhI6PKctq/Ve++9J99/hUIBs9mMqqoqhIaGdlsXUU/dPDuCISrqNzfNYhcqIiKivsCB3kRERP3s04MFKK5rdXYZNIQV17Xis4Ns+U5EROQs/v7+uPjii/Hggw9i5cqVGDduXKedLSRJwsmTJ/HFF1/g1VdfxZYtW1BRUdFvtTGwT+dqzbYsGC1WZ5dBw5QtGGO1WmEymTodk2qjUCigVCodBqjKysrwwQcf4IknnsC9996L3/3ud7j66qsxceJE3HnnncjKcvyz0BYKuueee+SRb1qtFh988AHS09Pt9umMLQiWnJyMlpYWKJVKqNVqjBo1yu52WwDnyy+/xK5duyAIAiwWC1atWoWHHnpIDlABbSEjhUIBhUIBlUolf21uvfVWXH311XJNO3fuxMGDBx3WaQtRmc1mqFQq+fxddV+y3RYaGgp3d3f5nDk5OR2OPTNEpdef7m5SXFwsj+jr7jpBQUGIjIy0G8H4xBNP4MYbb8ScOXMQGhoKpVIJSZJgtVphsVhgsVhgtVrl0JRNV98fGo0GV111lfw9J0kSnnjiCbmzVHuSJEEURSiVSnz22Wc4fvy43XUAoLS0tMv7SNRbl0wJgq+bxtll0DDk567BJVOCnF0GERHRsMAQFRERUT9qNJjxzx2nnF0GDQP/3HEKTcau33AgIiKi/qVUKjFhwgSsWrUKDz74IBYvXgxfX99O929pacGBAwfwr3/9Cx988AESExO7fdO5txjYp3PFwD4NBKVSCY1G4zD8YlNdXY29e/fik08+wcMPP4y8vDz5thdffBFjx47FPffcgw8//BA7duzA4cOHkZqaiszMTHz00UeIjY3Fe++9J4eRzgztiKKIuLg4LFmyBEBb6Kmurg7//e9/0dTU1O3IN6VSieLiYjlUYzabMWfOHIwZMwZAx/GEycnJqKurg0KhgK+vL6677joA6DTQAwAqlQpWqxU+Pj647LLL5Nqzs7Oxf/9+u/tkYwtRiaIIrVYrh7l6EqLy9/e3C1HZRvQ5OtbT0xPe3t7ydkVFBRobe9YBUa/XY8KECfIIxPr6enzwwQcwmUwdul7ZAlIqlQpKpRIKhaJH4/hs/vCHPyAsrK2znlqtxvbt2/HYY485/LrbQmzbt2/Hs88+i6amJri5uUGj0ch19aTjFlFvaFVKrJwxytll0DC0MmEUO9gTERH1EYaoiIiI+tHaPbmoaTY5uwwaBqqbTVi7J8fZZRAREdH/eHh4YN68ebj33ntx2223IT4+HhpN550FiouL8dNPP2HNmjX49ttvkZub223nk+4wsE99hYF96m/V1dVITU3Fnj175PFxNrbgz0svvYQFCxbg1ltvxWuvvYbDhw8DAG655RY8+eSTaG5uhlqtho+PD4KDg+WOQ7ZwjtFoxL333ou1a9fK6+3deOONmDt3LsxmMwDgiy++wNatWwF0HnCy1ZeVlYWkpCT5umFhYYiIiLAbVygIAgoKCnDo0CH5nNHR0Vi8eHGXI/ba8/Pzk//e1NSE1NRUh/udOWrObDajrq6u0/veno+PD7y8vOTtsrIyAB0DYQCg0+ng4+Mjh5qam5tRXV3dk7sCALjiiivg5uYmP+6tXbsWLS0tvQpInam5ubnDv5fVasXo0aPxf//3f9DpdHJ3rjfffBNXXnkl9u7dCwBobW1FaWkpkpKS8NZbb+H+++9HVlYWAgICcM011yAqKko+N0NU1B9umxcFVw3DLtR33DRK/N+8KGeXQURENGx0/tEfIiIiOidVTUZ8sJehF+o7H+zJwc2zI+DnrnV2KURERPQ/giBg1KhRGDVqFC655BIcO3YMKSkpckeP9iwWC44ePYqjR4/C29sbcXFxiI2NhaenZ6+vzcA+9RVbYP/BxeOcXQoNQ1deeSV+/PFHAEBAQAA2btyIWbNmQZIkCIIgB2vGjBkDT09PmEwmtLa2oqKiAh999BHWr18PoK1z0qJFizB79mwEBgZCrVajqKgIa9euRUZGBjQaDUwmE95//31MmTIF8+fPhyiK8sg8AEhISMDKlSuxb98+aDQaFBUVYcOGDVi+fHmnASfbsSUlJaivr4dSqYRWq8WkSZMc7m+xWJCRkQGFQgFRFKHRaKDRaCCKIsxmM5qamlBbW4uKigoUFxejsLAQBQUFKCwsRGFhIUpLS1FRUSGHw2zdqM6sxSYgIABAW4cqs9ncq2CTWq2Gr6+vfA1bCOvMYJXt3IIgwNfXF2q1GmazGZIkoby8XB6P2J1ly5bhtddeQ0pKCjQaDZKSkvDuu+/i0UcflUf52QJVtu+HM/9r+7cxm83YtGkTKisrcdVVV9l1g7Tt8/TTT6Ourg6vvfYaLBYLVCoVNm3ahF27dsHb2xsRERFQKpUoLCy063b20EMP4bzzzsOePXvktbS0tB5/PYl6ys9di9+dNxpvbj/p7FJomPjd/NF8rZCIiKgPMURFRETUTz76LRctps5b9RP1VrPJio9/y8WjS3r2QjURERENLI1Gg/j4eMTHx6O6uhrJyclITU1FU1OTw/1ra2uxY8cO7NixA9HR0YiPj8f48eO7HHdlw8A+9TUG9qm/2LolKZVKeHp6yp2obMEZW3gmKCgIgiCgtbVtROm7774rj+a75ZZb8Nprr9mNlLOZN28ennnmGWzatAlKpRKpqan49NNPMX/+fLuOf7brLV26FJ988gkSExMBAHv37sVXX32FFStW2IV5ztTS0oLffvsNQFvHIy8vL1x++eUAOgabdDodysrK5FBPfn4+fve73yE/Px/FxcUoLy9HbW1tj752tvqTkpJgNpuhVqvtbvfx8YGHh4c8Wq+mpgYtLS1wdXXt9ryCICAgIEDuLiWKIoqLi+Hl5dUh1CQIAoKCgqDVamEymeT71RNWqxV6vR533HEHnnrqKdTV1UEQBDz77LNobGzEn//8Z+h0Onl/23Xb/zts2rQJH3zwAb799lvMmzfP4UhdW61PPfUUPDw88NJLL8FgMECj0aClpQUtLS0oLi62O8bf3x+///3v8ac//QlpaWnw9vZGS0sL/P39ERcX16P7SNRbd8yPwvqD+QzD0znzddPgjvmjnV0GERHRsMIQFRERUT8wWqz47+FCZ5dBw9B/Ewtx/4VjoVWx9TsREdFg5uvri8WLF2PRokU4deoUkpOTkZWVZTf26UzZ2dnIzs6Gi4sLYmJiEB8fj6CgoE7Pz8A+9TUG9qm/REREAGgL09TX16O8vNzu9jNDVC4uLqirq4NSqcSxY8cAtAWo1q1bB0mSYLVa7cI9SqUSCQkJcojKdtvOnTvlLkTtrxMVFYU//vGPuOmmm6BUKlFWVoY1a9ZgxYoVnd4HlUqF7777Tu4u5eLigqlTpzrcVxRFKJVKudbCwkJ89NFHvf66ubm5ISQkBOHh4ZgwYQJMJlOHEJWHhwcCAwPlEFVdXR3q6+t7HKKyjUW0PTbl5eVh8uTJDsNkoaGh8PDwkENwx48fh8lk6nKULXC6Q9Sdd96JvLw8vPzyy5AkCQaDAS+//DK2bduGVatW4eqrr5b//evr61FWVobs7GwkJiZi7969KC4uluusr69Hc3Nzh2vZOpv5+PjgL3/5C+Lj47FhwwZ888038j5arRZ6vR6BgYGYOnUqrr32WixatAgAMHnyZDlcR9SfPHRq/OGCMXj2xwxnl0JD3B8uGAN3Ld/qJSIi6kt8ZCUiIuoHm9PLUM1Pk1E/qGoyYXN6GZbFhTq7FCIiIuoBhUKBcePGYdy4cWhubsbRo0eRnJyMyspKh/u3trbi0KFDOHToEIKDgxEXF4eYmBi4uLjI+zCwT/2FgX3qD+Hh4QDaAi4Gg0H++de+41BgYCDc3Nw6HPvyyy/L+3U2ci8mJgZXXXUVvvvuOwBto/eOHDmCmTNndthXqVRi5cqVeO6555CVlQUAOHToEH766SdcdtllDs+flZWF2tpaOcRz+eWXO+wMBbSFxby9vVFVVWU3rvBMti5QYWFhiIqKQlRUFMaMGYPRo0cjPDwcoaGh3QahgLZAUEhICE6dOgWgLVxUW1uL4ODgTrtqAac7XIWEhNiFqGxjA8+s2XaOyMhIhIaGyp2cfvvtN5w6dQqTJk3q8lq28ymVSjz22GNQKBT4xz/+IZ87MTERKSkpePjhh+Hu7o7w8HBIkoTm5mbU1dWhqalJrk+j0cDd3R0zZ87s0IWqfb0KhQLLli3DhRdeiEceeQQ1NTXIzc2FSqXCqFGjMH78eISFhdl1EmvfVYyoP904Kxwf7s1FcV2rs0uhISrM2wU3zAp3dhlERETDDkNURERE/eCTAz1ra090NtYfzGeIioiIaAhyc3PDnDlzMHv2bJSUlCA5ORnp6ekwGo0O9y8tLUVpaSm2bt2KiRMnIi4uDqNHj2Zgn/oNA/vUH2zj/ARBgNFoREVFhbx9Jl9fX+j1egBt3ZwUCgUWL14Mf3//bq/h4uKCefPm4fvvv4coimhqakJOTo7DEBXQFqR64okncNddd8FoNEKSJLzyyiuYP3++XMOZNm7cCAByJ6qLL77YYYAKaAv6+Pv7o6qqCgDg7e2N22+/HfPnz0dwcDDCw8MREBDQ7X2yfR1sAaLORr3aQmoA0NTUJF+3q2CTbT04OBgajUYe0ddViGrcuHGYMWMGDh06BLVajX379uHee+/FPffcg/DwcLS0tKC0tBSFhYXIzs7G5MmT8cADD8BqtUKpVModop599lmMHj0aa9eulbs+Wa1Wuf6MDMedeVxdXbF8+XLcfPPNuOiii3rw1Wu7H+7u7pg+fXqP9icaSFqVEg9dNA4Pf5nq7FJoiHpo8TgG34mIiPoBQ1RERER9LKO0AYn5tc4ug4axw3m1OF7agInBHV/cJyIiosFPEASEhoYiNDQUS5YsQUZGBlJSUpCXl+dwf6vVivT0dKSnp8PT0xM/GccPbME0ojCwT33NNppUkiSYzWZUV1c73M/NzQ3e3t5yaMcWVuqp0aNHw93dXR43l5+f32m3KKBtTOC7776LAwcOQKVSYdeuXdixYweWLVsm72MLcx04cABGoxEqlQqurq7yiEJHQaWgoCBERETg+PHjkCQJCoUCq1atQnx8vN1+kiRBFEU5sCQIgt0foC201V13pFGjRsl/b25u7rTT4ZnOHKGo0+nkcYC5ubmdHqPX67Fs2TK8/fbbsFgsUCgU2L17t/y1aW/BggV44IEHOnQcU6vVuOOOO7Bo0SLs378fP//8M7Zt24a6ujp4enrC3d0dbm5u8PLyQmhoKCZOnIi5c+di/vz5cneu7jpftb+fRIPVVXGheH93DjLLG51dCg0xE4I8+HyNiIionzBERURE1MfYhYoGwicH8vHC1THOLoOIiIjOkVqtRmxsLGJjY1FTU4OUlBSkpqbKIYD2cmtNOGkSB7hKGkkY2Ke+5uvrCzc3NzQ3N0OSJNTU1MBgMECn08n72EIxAQEBcojIarUiJCSkx9fx9/eHl5eX/POzvLwcBoOh05F7SqUSq1evRk5Ojtwd6/3338fkyZMxZswYOUBVVFQkd3eyWCxYsGABAgMDAXQM6diOmTx5MjZv3gyNRoPq6mp88803iI+Ph8VikTtKdTWesDfOHJfY2traqxCVbYSi7f7bwrydhY8WLFiAF198EY8//rjcPaqzboq2EYOOQmCiKCI6OhrR0dG48sor5S5lBQUFUCqV0Ol00Ov10Ov10Ol0Hb5ODEfRcKFUCHh22WSsfP+As0uhIUQQgGevnAKlgj8LiYiI+gOHfBMREfWhBoMZ3yUXO7sMGgG+SylGg8Hs7DKIiIioD/n4+GDRokV44IEHcOONN2Ly5Mkd3jg+bu3ZCCiic8EPhlBf8vDwsBtfV1tbi/r6ert9bN2YgoKCoFAo5JCMwWAAAHmknSO2Yz09PeHj4yOvV1ZWyse3Z/vZeuONN2LRokUA2kKtmzZtwqZNmwCcHjGXlJSEY8eOyeGnMWPGICQkpMuazj//fLi5ucFisQAAtm3bhoyMDKhUqi6P60xNTU2nt9k6UXU3LtERPz8/6PV6ed/y8nIAjoNPQNuowj/96U/46quv8Mgjj+D888/H6NGjERQUhOjoaMybNw833XQTnnnmGbzxxhudXvfM8+v1enh4eMDPzw/Tpk1DbGwsxo8fj+DgYLi5ufVJ0IxoMJsV5YvVcyOdXQYNIavnRGJmlE/3OxIREdFZYScqIiKiPvRdcjFazVZnl0EjQIvJio3Jxbh5TqSzSyEiIqI+plAoMGbMGIwZMwYtLS1IS0tDcnIyCsuqkGPlGybU/75LKcbjSydAr3M8Bo2oN7RaLUJDQ+VRcQ0NDaipqUFgYKDcgcoWhAoODoZKpZLDR4WFhQBOB6UcsQWA3N3d4efnJ69XVlaiubkZ/v7+Do8TRRFubm649tprsWnTJrmD1ddff42lS5dizJgxAIDi4mI0NTVBqVTCzc0N48d3PlLVVkt8fDwuvfRSfPnll1AqlUhMTMQLL7yA9evXdwgo2e7bmf+1BYdaWlqwd+9e/PTTT3jjjTccjrELDg6W/24ymeSuWT0JUen1enh6esrBrsrKyi5HINrqW758OS6//HLU19fDxcUF7u7u3V6LiDr3pyXjseNEBfJrWpxdCg1yET6ueHQJR3sTERH1J3aiIiIi6kObj5U5uwQaQfj9RkRENPy5urpi1qxZuOuuuxA0+0pYwI4c1P9sgX2ivmLrlgQAjY2NqK6uBnA6OGQL/ISEhECtVsvr2dnZdvt1xc3NzS5EVVVVhaampk6Pt4WZFixYgJtuukkOKCUmJuKjjz4CAFRXV+Pw4cMA2jpT+fn5yZ2rHHVrOvN+PPzww3JATBRFbNiwAbfddluH7li28YUKhQIKhUIOUG3evBm33347LrnkErz11lt25z+Tv78/NBqN3MGrvr5e7qLVFdvXJCQkBFFRUVi4cCGuueaaTrt3nVmvJEnQaDTw9/dngIqoD7hqVHhpxVRnl0GDnCAAL6+IhauG/TGIiIj6Ex9piYiI+kh9qxmHcjtvsU/U1w7m1qDBYGaHACIiohFAEATsL2J3Aho4m4+VsevpCCGKIpqamlBfXy//EUUR8+fP77NrnBmiam5ulrsltRcUFAStVovm5mYAQE5OTo+vodPp7MYG1tTUyN2luurK5Ovri9tvvx3vvPMOFAoFWlpa8Omnn+Kpp56CKIr46aefoFQqYbVaodfrMX78eIcdodqbMWMGXnjhBTzxxBNyUGrdunXYs2cPbr31VqxYsQIuLi5obGxEQ0MDysrKkJubi8TEROzevRulpaV256urq4OXl1eH6+j1eiiVSphMJgDAiRMnUF9fbzfa0BFb/Z9++mmX+3V1LBH1HdtYv3X78pxdCg1SHONHREQ0MBiiIiIi6iO7siphEbv/dCxRX7GIEnZlVeKKqSHOLoWIiIj6GQP7NNAY2B8+jEajXUCq/Z+GhoYOnZp0Ol2fhqjCw8MBtIVvWltbUVFRYXe7LZQTFBQEFxcXuZ68vDy727ui0+nsRvfV1dWhvr6+R/XFxMTg9ttvxwcffAAAKC0txQsvvIAbbrgBVVVVcqeoxYsX97geQRDw2GOPobm5GS+//DKMRiM0Gg2ys7Px7LPP4i9/+Qt0Oh1CQ0OhUqnQ3NyMxsZGNDU1yZ2k1Go1AgMDMWXKlE67S7m7u2PVqlVobW3FhAkTMHv2bHaHIhqiONaPOsMxfkRERAOHISoiIqI+8svxcmeXQCPQLxnlDFERERGNAAzs00BjYH9oEEURjY2NXYakjEZjr89rMBhgNBqh1Wr7pE5bJypBEGAwGFBZWSlvn/lff39/eHh4yCGqwsJCu9u7olar7cb5NTY2oqamZ+FTpVKJJ554Ap999hlaWlpgtVrxwQcfoKSkBDqdDkajEaIo4uqrr+7hPW4jiiKeffZZTJkyBe+88w52794NAHIgymAwyCML2/Pw8MCll16Km266CZdddlmn11AoFHL4i4iGNttYv+vXHkAPppjSCMExfkRERAOLj7hERER9wGwVsSOz7ZO01tZGmCvzYKkrh2hohGg2QlCqoNC6QqUPgMo3DGqvICdXTMPFjswKmK0i1EqFs0shIiKifjTUA/v5L15ut+05bxW85t/opGqopxjYdz6DweCwc1RXXaT6Sn19vd14vHMREnL6+8hkMnUIUdl4e3vD09NT3i4rKwPQFhTqjiAI8PHxgVarhdFohNVqRU1NDURR7PZ4SZIQFRWF66+/Hp988gnMZjMqKyvxySefyKP7fHx8EBwc3OP7bKvbarXiuuuuw9y5c5GUlITNmzfjhx9+QF1dHdzd3eHu7g5XV1d4eXkhJCQEEyZMwLx58zBv3jy4urra1cgxekTD36woXzx+yQT8fdMJZ5dCg8QTl0zgGD8iIqIBxBAVERFRH/h2ZyIKt65Dy8n9MFcWAOj6RWyluw9comfAbfIF0IVPGZgiaVhqMFhwOK8Gc6P9ut+ZiIiIhqQzA/v9RTQbYK7Mh6W+HNamWkiWts41Cq07FDo3KN19oAmMhkLr2s2ZaDhhYL9/Wa1Wh12kzgxJnU0XqbOlVCrh6ekp/1EqlX12bn9/fygUCoiiCFEUUV1d7TDcpFKp4OfnB0EQIAiCHITy8enZm8fe3t7Q6/VySKuyshJGoxEuLi49Ov7ee+/FgQMHkJGRAa1WC1EUoVQqYTAYsHjxYnh5efXqfgNtX1er1YqwsDCEhYXhoosuwhtvvAGDwYCioiJIkgSdTgcPDw+4u7tDp9M5DH0xQEU0ctw5fzROlDbi25RiZ5dCTrY8PhR3zB/t7DKIiIhGFIaoiIiIzkFBQQEee+wx/PeLLyCJYo+PszbVoCl1C5pSt0ATMh7eF/wfdKMYpqKz88vxCoaoiIhGkLy8PERFRXV6+8cff4zVq1ef83V2796NhQsXdnr7jh07cP7555/zdYaLyMhI5Ofnd1j38vJCTk4OvL29z/rcLlqNPPoJALSjpiDoxhfP+nw25ppiNGfsQuupQzCV5wBSd89nBah8Q6EbNQVuk86HdtRkvqk/zA33wP7555+PXbt29WhfpVIJvV4PT09PBAcHY/r06UhISMCyZcscBmskSeq2i1RjY2O/dZFyxM3NzS4k1f6Pq6trv/0/7e3tDV9fXzncVFtbi8bGRruuU7ZQVWBgIBQKBQRBgCiKKCoqgo+PT486MXl6esLb21u+TkVFBQwGQ7chKtu14uPjcdlllyEjI0MOsJnNZgDAuHHj4Ovr26POVu2dGUizdZfSaDSYNGlSr85DRCODIAj4+/IY5FQ1IbWo3tnlkJPEhnnhhatj+HybiIhogDFERUREdJbWrl2LBx98EM3Nzed0HlNJJso/fQLu8Uvhs/gOCEp1H1VII8WurAoAfPGdiIjafPTRR30Sovroo4/OvRhCXV0dXnjhBbz88stnfQ6xjzMWpso81O36D1pPHUZ3HVTtSbBUF6GpughNKZuh1AfAY/rl0E+/AoKKz2GHKwb221itVtTW1qK2thZ5eXnYv38/AECn02Hx4sW45ZZboNPp7EJSJpNpwOpTqVRdBqT0ej1UKue9FOzm5oagoCA53FRXV4e6ujq7EJVNUFAQlEolxP99UCkvLw9Tp07tMkRlu02v18PPzw9ZWVkAgJqaGrS2tvYqyHrdddfh6NGjKCoqwqRJkzB69GiMGjUKS5cuBdCz0YJEROdKp1bivZsScOXbe1HROHBdCWlwCPDQ4v2bp0On7ruukERERNQzDFERERH1kiRJuO+++/D222873kFQQBs6AdpRk6F084HSzROisQXWphqYK/PRmpMEyWxof1Y0Jf8Mc0UOAq79f1Do3Pv9ftDwkVPVjEaDGR46vnlJRETAnj17cPLkSYwdO/asz9HY2IivvvqqD6sa2f75z3/i/vvvx6hRo87yDH2TopKsFtTt/gQNh77tQdep7lkbKlC34yM0Jv0A70W3w23CeX1QJQ02DOx3zWAw4Mcff8TWrVtx6aWXIi4url+u4+7ubheIGsguUn1BoVAgLCwMaWlpANoeZ6qrqxERESEHoGxduUJCQqBSqeQQWnZ2NgB02bXLdt/d3Nyg1+vl9YyMDNTX1yMkJKTbTla2cNT06dOxadOmc7i3RER9I8hTh/dumo6Vaw/AZDn35240NGhUCrx/cwIC9Tpnl0JERDQiMURFRETUS3fddRfWrl3b8QalCvqZy+Ex/XKo3H06PV40G9GS+Rvqdq6DtanG7jZj8QmUb3gagategELr2tel0zAlScCxkgbMHu3r7FKIiGiQWLduHZ5//vmzPv6///3vOXfbpNMMBgP+/Oc/Y926db0+ttFgRl9M+7IamlD51bMwFmV0uo/KNwy6iFioPHyhcNFDoXOHZDFBbK6DubYExqIMmKsKOp67oRKNST8yRDVMDcfAvtVqRUNDAwyG9h9uaeuCBHQM7IiiCIPBgKamJodhHpPJhO+++w4Aeh2kUqvVXQaknN1Fqq+Eh4fLf29qakJVVRWA012kbAGn0NBQuLq6wmq1wmKxIC8vT96vO66urpg4cSKKioowduxYnHfeeQgICACAQR0yIyLqTHy4N168OgYPfZnq7FJogPxjeQziRnk5uwwiIqIRa+j/9k1ERDSA1qxZ4zBApfaPhP+yx6D26767gEKthfuURXAdMwvVW99BS8Yuu9tNZadQ9cMa+F/zNF/kpR5LL65niIqIaATz9vZGbW2tvP3vf/8bzz77LJTKsxv/0H6Un4+PD2pqajrZm3rik08+wcMPP4yYmJheHZde0nDO17YamlD+6WMwV+Z3uE1Q6+AxYxk84i6BSu/f7bksdeVoOrYDTUd+grW5ttv9aegbaoF9SZLQ2toqj9Rz9KepqQkAUFZW1uH4lStXdjn6zWAwICcnB/v27UNRUVGH27///nsEBwcjMDBQXvPw8OgyJOXi4jIifvezhaiUSiVMJhOqq6vtbrd9Dfz8/NDQ0CB3ojp48GCPr+Hj44M1a9b0UcVERIPD8mlhKK034OWtmc4uhfrZo0vG4+r4MGeXQURENKIxREVERNRDqampeOKJJzqs///27js8qjJ///g9fdIrSSD03kEQQZAqAlYEu4uusrrK2hZ/q8Ladl1XBdd1betaVlDXCjbWtooNpFjoKkWlB0hIQnoymfb7gy+RyaTNZJJJMu/XdXldzjPnPM8nEJKTnPt8npROPRU1488yRScENJ/RHqPUs/+f8oxmlX73ic975T99pZINHyhu2BmNqhmRY0tWYbhLAACE0RlnnKH33ntPBQUFkqSsrCx99NFHOv300wOea9u2bVqzZk3Va5PJpIsuukhPPvlkqMqNSB6PR/PmzdN7770X0HnfNfJ7vNfj1uE37q0xQBXVa5RSpl4nU2ztgZHqzInpShxzsRJGzlTR12+rcM3rNWxVjbamJQX2XS6XioqK6gxJuVyuJlvfbrerf//+6tevnz7//HN98YXvQzEej0dbtmzRrbfeWhWaCjbQ2tZkZmZKOtoJLCsrq2qbvmOOhai6du2qa665RrGxserSpUtVZ6+20I0LAIJ13cSecrjcevTTn8JdCprIjZN66boJPcNdBgAAEY+fPAEAaKBrrrlGTqfTZ6xdu3bqPXuh9jusQc1pMBiVcuZNcpfkq2L3Bp/3jny+SNF9xwQczkJk2nKAEBUARDK73a5LLrnEJ+j03HPPBRWi+ve//+3zeurUqerQoUOja4w03bt3V0JCgjZs+OUa7/3339cXX3yh8ePHN3iexgalC1e9Kse+7/zGY084Q8lTrpXBYAxqXoPZqoTRFyq67xjlLnuwUTWi5WuuwL7X61VZWVmdAanm3mr0+C5S1f+77bbbdN1112nRokU+53z55ZcymUx1drSKRN26dVNmZqYGDx6sHj16aMKECZIko9H361D79u31yCOPhKFCAGjZ5k7uLYfLo6dW7Ax3KQixa8Z119zJvcJdBgAAECEqAAAaZNmyZTVuIfDAgw/pnm3BBaiOMRiMSp52nQ7++zp5nY6qcW9luYrWLlXSpN80an7paAeCypxdcubulbu0QF5XpYwWuyxpXRXVdWiDzncVHJIzb7/cJXnyOMokr0dGe6yM9lhZkjvKktY16JtwgXLmZ6ny0E9yF+fJ63bJGBUnU2yybJ0GyGSPDfl6ldk75czfL3fJEXldDhltsTInd5CtQx8ZrVEhX68m7rLCox9zaYE8ZYXyej0yRcXLGJMkW2Yf7cqViiucirNbmqUeAEDLM3v2bJ8Q1bJly5SXl6eUlIZ3j3G5XHrxxRf95t26dWvI6owUBoNBDzzwgKZOneozfuuttwa0NVVjOlE58/arcM3rfuPR/cYqZervgp73eJbkTGXMWqiSTR+FZD60TKEK7LtcrhqDUcd3lmrKLlLVVQ/vSEeDo/3791dCQoLi4uLq7SJ133336aWXXqraeu6Yjz76SL/5TeN/lmtLxo4dq3379oW7DABotQwGg+ZN6ytJBKnakGvGdde8aX0jYmtfAABaA0JUAAA0QE1PwY4fP179xp4hbVvb6PktiRmKH3meCr982We8eNP/lDD2VzJa7DWeV7Fns7Jf+aPPWPol98neZbAkyVWYo6Kv3lDpD1/IU1Hid76t08BaQ1TO/CyV7Vijij2b5Ni/td5tWgy2GEV1Har4kTNl69CnzmNrs+eBs3xeJ4y5RIljfyVJ8no9Kt3yiYq+ebvG7WiOFmGUvfMgJY67TLbMvkHVcIzHWaGitW+o9LtP5SrMrvkgk0XRvUcpYfRFsrbrKklyFWQr61++N0tSzvi9YgdPDrwGR5mK172rsh1rVHnoJ0neWo40yJreXffYr9Ff590kq7VxwT4AQOt04oknavDgwdq8ebMkqbKyUi+99JJuvPHGBs/x3nvvKTv7l+97qampOuecc0IeosrKytK2bdu0e/duFRYWqry8XPHx8UpOTlbnzp01YsQI2e01X/+EyuHDh7Vu3TodPnxYubm5KisrU1xcnFJTU9WnTx/169dP0dHRjVpjypQpmjx5spYvX1419vXXX2vp0qU6//zz6z2/uMKpnbnBd90pWPkfyeP2GTPFJit56nVBz1kTg9mquOFn1X9gAzR3WF6SPE6HKg/ukLskX+6yQnkrK46uG50gS1o3WZLaN8m6Uv1BeVNUfMjW8nrcch05oMrDe+QpK6x6MMJgtslgi5Y5PlXmhHSZk9r7PRyxK7e03sC+1+tVaWmpX0Bq165d+uGHH5STk6MjR45IkmJiYhQbG6uOHTs22b91g8FQZxephIQEffbZZ9q1a5fPef369VOXLl0avE5GRobGjBmjzz77zGd8/fr1jQpR7d27Vxs2bNCePXtUXFwsk8mk9PR0XXTRRQ362uR2u7V+/Xrt2rVLhw8fVmFhoZKTk492U+7dW4MGDQq6NgBA+BwLUtnMRrb2awNunNRLcyf3IkAFAEALQogKAIB67Nmzx+8X4pI0Z84c/ZhdHLJ1YodOU+GqVyWvp2rM6yhT2fbVih04KeD5ijd9pCPLn/LpbtUQ7vIi5bx6pyqzfw7oPK+jVGXbV6ls+ypF9Ryp1LPmyhiiG12uolzlvvOAHFnb6inCo4o9m3ToxU2KP/lCJY2/PKj1yndvUt77j8hdlFP3gW6nyrauVNn21UocO0sJJ18Q1HrVeb1eFX+7TIWrX5OnvKghZ6gy+2f97e5bteS5J/Tcc89p0qTAP2cAAK3flVdeqblz51a9fu655wIKUVXfym/WrFmyWBrf5TA3N1dvvfWWli9fri+++MInqFUTq9WqUaNG6frrr9d5551XY7eYYBw6dEiPPvqo3nvvPW3ZskVeb20B5aM1jBkzRuecc44uv/xyJScnB7XmggULdOKJJ/qsdfvtt+vcc8+V2Vz3r2W+O9CQ64CauYoOq2z7ar/xxAlXNFkYKVjNHZavWvP7z1X63Wdy7P9eXldlrceaE9IV3W+s4k+aEZKttgMNyscOmaLYIVNkMAX3b9Fx6CeVrH9fpdtXyeuoP5RnsEXL1r63onqMUHSfMTLHp8rrlTbtzVffZFOtHaQKCwvldh8N7ZWUlGjt2rXavn27Dh8+XOtaRqNRmZmZOumkkzRgwICA/q3bbLY6A1JxcXEh+9pRn/79+/v9zFjbx921a1ft2fPL5/mvf/1rLV68WJLkdDr17LPP6sknn9SWLVtqPH/ixInq2rVrrbV8++23euihh/TRRx8pPz+/1uM6dOigM888U7fddpt69OhR63EAgJbHYDDo5tP6yGY26cGPtoe7HATplil9dN3EnuEuAwAAVEOICgCAerz77rt+N9hSUlI0Y8YM/eOz0LXONscmK6rHiSr/6Wuf8fKfvgk4RFX41Rsq+GxRUHV4HeUBB6iqK//pKx18/malX3KfzPGpjZrLWXBI2S/dJndxXkDnFa15XTIYlDTusoDOK/vpax1+637J7Wz4SR63Cr54Xh5HqeKGnh7QetV5XZXKffdhlW1bGdT5e/bs0dSpU/XPf/5TV199daNqAQC0PrNmzdJtt91Wta3Upk2btH79eg0bNqzec7Ozs/XBBx/4jM2ePbvRNV166aVasmRJQFt0VVZWasWKFVqxYoX69eunJUuWaMCAAUHXUFZWpjvvvFNPPvmkysvLG1zDZ599ps8++0zz5s3Tzp071aFDh4DXHjZsmC6++GK98sorVWM7duzQM888ozlz5tR5bmMC+yVbPvEJ50uSMSpeMX3HBj1nU2jusLwkle9cpyOf/lvO3L0Nq7EwW0Vrl6p4/XtKHDtL8SOmB7VusEH5/I+eVOHaN5Ryxk2K6jqk4eu5nMpf/tTRrRarfS7UeZ6jTBW7N6pi90aVbl2h9pc/JEl6/MU31M9ceyBKOrpd34oVK7RmzRo5nfVfT3s8Hu3bt0/79u3TypUrNXPmTGVkZMhgMCg+Pr4qEHX8/x/7r6m71QUiIcE/XFdQUBDQHD/++KNmzpyp7777LqgacnNzdf311+v111+vMyB6zIEDB/TMM89o8eLFmjNnjhYuXCibzRbU2gCA8LhuYk+1T7Br3ltbVOlq+Pd6hJfVbNSCmYM044SO4S4FAADUgBAVAAD1+Pzzz/3GJk2aJKvVqpziwLo81Seq+3C/EFXF3s0BzVG+e4OK1iz9ZcBkkb3LYNk7D5IpJkkyGuUuzpPjwHZ5K+veok+SDNYoWTN6yZLaSZakDjLaomWwRklulzwVJarM2yfHns1y5u3zOc915IBy31mg9F89IIPRFNDHcIynslw5r999XIDKIFvHfrJ3GSJzfDsZrFHylBWqImurynes8esgULRmiaJ7ntTg7QUdB7br8Fv3SW7/m7zW9r0V1ePEo+uarXKXHJEj6weV71xftdVh0dqlMjZiyxWv26XsV++UY//3fu+ZE9vL3mWQLO26yRgVK4PRJE9ZkRwHf1T5zm/lKSusOtblcumaa65RRkaGzj777KDrAQC0PqmpqTr77LP1xhtvVI0tWrSoQSGq559/3ifodOKJJ4Zku6fVq1cHFKCqbuvWrRo1apTeeustTZ4c+Pa4e/fu1bnnnqsNGzYEXYPD4agKpgXjr3/9q9544w2fOe655x5dfvnliomJqfW8Q0X1X6vVpvynr/zGYgdNlsHc+M5iodLcYXlJKvzqTRV8vjigUNEx3spyHfnkGTkP71HytOsCusZtbFDeXZSjnNfvUvKUOYobOq3+9dxO5Sz5kyr2bApqvZqUeeveMrqsrEyvvfaaT5elQOTk5OjFF1/Us88+qwsvvLDZukiFQmFhod9YYmJig8/ftm2bTjnlFOXlBfZv4ZidO3dq2rRp+vHHHwM+1+l06tFHH9WGDRv0zjvvKCkpKagaAADhMXNYR3VvF6vfvvhtyH9PidBLi7Pp6ctO1NBOieEuBQAA1IIQFQAA9Vi3bp3f2IgRIyRJ2Y24sVUTa4Z/C2dPWaFcRbkN7uhUtPYNHdsSJLrPaCWderXM8e1qPLa2bUuMthjFDJio6L5jZMvsJ4Op/kuGiv1bdWT506o89Msv7h1ZW1X0zTtKGDmzQbVXV7Lh/aoarR36KHnKHNlq+DOKG36WXAXZOvzWfb5dtLweFax8SekX3VPvWl6XU3nv/cMvQGVO6qCU02+UvfPAGs46V+7SAuV/8ozKfvhCklS48qUGf3zVHfn0334BKktqZyWdepXsXU+QwWDwOydOksfpUPG3y1T05Uvy/F/9Xq9Xl19+uTZt2qTOnTsHXRMAoPWZPXu2T4jq5Zdf1t/+9rd6O4wsWuTbxTIUXaiqM5lMGjZsmAYMGKC+ffsqJSVF8fHx8nq9Kioq0o8//qi1a9dq1apV8nh+CbmUlJTo4osv1oYNG9SpU6cGr7d3716ddNJJNW4fGBUVpbFjx2rcuHFKT09XQkKCiouLdejQIW3YsEGrV6/WgQMHQvJxd+vWTddee60effTRqrFDhw7poYce0l133VXrecHeCPM4ylR5yL+zqL3L4KDmawrNHZaXpCOfL1bR2qV+40Z7nOzdhsqa0VOm6EQZLDZ5KkrkzN2r8p3r5crf73N8yeaPZLTHKGnSbxq0bqiC8vK4lf/hEzLFJCm618g61yxcs6TGAJUpvp2iup4gS2onGWMSZTBZ5XU55HWUyXnkoJy5e+TI2lb1kMDxylV7AK+8vFzPPfeccnNz/d7r2rWrRowYoQEDBig9PV3R0dE6cuSI1qxZo/fff1/Fxb90XCstLdUVV1yhXr16afjw4XV+jC3J99/7/922a1fzz2DVlZWV6ZxzzvEJUA0cOFCnn366evTooaSkJOXk5GjHjh1asmSJ3/k5OTk65ZRTdPDgQb/3OnbsqJkzZ6pfv35KTk5WTk6ONm3apLfeessvsLVy5UpNnjxZq1evpiMVALQyQzsl6r/Xn6LfvvitNu33D/aiZRjSMVFPXzZc6fEtp5smAADwR4gKAIA6VFZWavfu3X7jJ554oiTpcIif8LKmdZeMZsnjG+Rx5u9v+LZ4//dUfdzws5U0+bc1Bm+OMZj9nyY3xSUr8/oXZLQE9otze8d+ypi1QDlv/lUVO38JnhWv+6/iR0wPqhvVsZtlUT1GqN2M+TXWe4w5MV1pF9+rA8/Okae0oGq8YvdGuQpzZE5Iq3Otom/f8eumZU7pqIxLH5ApJrHW80wxiWp3zi3Kj4pX8br/yusK7nOifOc6Fa/7r89YVK9RanfubTKY6u4YYbTYlHDyBerRf5A2Pzu/auuUgoIC3X///XryySeDqgkA0DpNnTpVmZmZysrKkiTl5+fr7bff1kUXXVTrOatXr9a2bb9sp2a323XJJZeEpB6r1aqZM2dq1qxZmjRpUo3bXlW3Z88ezZ8/32cLvLy8PM2ZM0fvvvtug9Z1OBw677zz/AJUVqtVN910k+bPn19nxxWv16u1a9fqhRde0OLFixu0Zl3uvPNOLVq0yCcw8re//U1z5sypNWwRbGC/MmdnjZ2WrB16BzVfU2jOsLwklW1f7RegMtpjlTjhCsUOnFTrdabX61X5jjXK+98/5SkrqBov+vot2ToNrDfMJDU+KF+w8qXjfj7wKu/dv8s6+7Far2+9rkoVff2Wz5jBYlPyadcqZtCpMhjq7vDkdTlVse87lWxZ7tMlrMx79Jo0KirKb5u9u+66yy9ANXr0aP3973/XyJE1/xnddNNNKigo0F/+8hc9/PDDVVvQORwOnX/++dq8ebPi4uLqrLUlyM7O1urVq/3GTzjhhAad/+abb8rtdks6Gjh7/PHHdeaZZ9Z47N///nef116vV1dccYVfgCoqKkp//etfdeONN8pk8v857NFHH9Xdd9+thx56yCewun79es2bN08PP/xwg2oHALQc6fF2vfbbkzX/zS16a2NWuMtBNTNPyNR9MwbJbgmuWz8AAGg+racvNgAAYZCVlVX1y/zjZWZmSgq+O0BtDGaLTFH+NwrcRf5PdNfF2r63kk69qs4AVa01mCwBB6iqzjVblXrmXBmOO99ddFgVu9YHNZ8kmRLSlXr2H+oMUFUdGxWnxDGX+g56PSrfvbHO87xej4rXv+87aDSp3fR5dQaojpc0+WpZ2/dq0LE1KVz1qs9rS7uuanfuvHoDVMfzdhisu+++22ds0aJFNXbfAAC0XSaTSZdffrnP2HPPPVfnOf/+9799Xs+cOTOgrajq8s033+iNN97QjBkzGhSgkqQuXbro5Zdf1p/+9Cef8ffff98n7FWXu+++W99++63PWEJCgj788EMtXLiw3i2rDAaDTj75ZD355JPas2eP0tLqDmTXJzU1VbfccovPWHFxse65p/YQULCBfWe+/40zU0K6TI3YdjjUjg/LZ1x6f40BqmOOheWN1a7LjoXl6+MuLVDu+4/4zpnUQe1nP664odPqvM40GAyK7jNa7a94WKY434caCr54vsafFY5XW1C+/ZWPKKrbsDqv148F5dMuuPvogxb/x+MoVeFa/45EVWvu3iRvZbnPWPKU3yl28Gn1Bqikoz+TRHU7Qe3OuUVpF/6pajw6OUPz58/XrbfeqmuuuUYXX3yxzjjjDH3//ff69NNPfeb43e9+py+//LLWANUxiYmJeuihh/y+Bu3evVv//Oc/6621Jbjjjjtq3O5zypQpDTr/WICqT58+WrVqVa0BKkkym80ym3/5XHjllVf0wQcf+Bxjt9v13//+V3Pnzq0xQCUdDVktXLiwxoctHnnkEb+vnQCA1sFuMenvFw7R/NP7KohfCaIJGAzSH0/vq4cuGEKACgCAVoIQFQAAdcjPz69xPCEhQZUuj/JLa94OrzEMthi/MU9FSUBzJE2cHVTnp1AwxSQqqpvv1hsV+38Ier7EMZfIaPf/M6lNdP9xUrWbQ5WHfqrznIqd6+Uu8r0BFzv4NFnTujZ4XYPBqKRTr27w8T7r7/tejqytPmNJp17doG0Uj5dXWqnrb/y9zxP7DofD78YKAKDtq74V3/Lly7Vv374ajy0tLdXrr79e5/mN0dDgVE3uuuuuqm2UpaNdV+oLhElHr+GeeOIJnzGDwaDXX39dEydODLiOtLQ0RUdHB3xedTfffLMyMjJ8xp566int3LmzxuODDezXFMBvaDC8OTVHWF6Sir5dJq+jtOq1wWJT2kX3NLzTqyRzfDulTr/VZ8yZu1flP35V53mhCMpHdTtBiaf4doYr2bxc7tIjNR7vKjjk89pgtilmwIQGr3c8o+WX7Wbyy92yWn3/rlwul+677z6fsWnTpumJJ54I6IGOK6+8UldddZXP2MMPPyyHI7QPrYSS1+vVvffeq2effdbvvalTpwa0pbbZbNYrr7yiDh06BFRD9c5UkrRw4UKdeuqpDTr/t7/9ra699lqfMa/XW+O8AIDWwWAw6JpxPfTa1SerS3Ljr18RvC7J0Xrt6pP123E9gnrQFQAAhAchKgAA6lBeXl7jeGJiog6XNM0v9GsKDB17Ur8hzEkdZO88MJQlBcyc7PvLf0fW9qDmMVjsihkwPqBzTPZYv/Vd+fvrPKdiz2a/sdghDXty/Hj2jv1lTukY8Hll21f5vDYnpCuq65CA55GkUrfR7+bwF198EdRcAIDWq2fPnho7dmzVa4/Ho+eff77GY19//XWVlPwS2O7atasmTZrU5DU2hMFg0GWXXeYz9uWXX9Z73hNPPOHzMUlHwwIN7QzTVGJiYvy6RjqdTt1+++1+xzYmsF9TAN9ojw1qrqbUHGF5T2W5Sta/5zMWP2KGLIkZtZxRO3vH/rJ38b1GK9uxptbjQxWUl6S4EefKYI36ZcDtVPnP62o8tnoXKqMtOiQPWOSVVqrS5btN5Kuvvqo9e/ZUvTYYDHrssceCmv+uu+7yucGYnZ2tNWtq//MNl6KiIr311lsaN26c7rzzTr/3TSaTFi5cGNCcl112WYO3/ztm7dq1WrfO93Ng0KBBuu666wKa5/777/frzLd06VK62QJAK3dSt2R9cNNYXTG6a7hLiTgGg3Tl6K768KZxOqlbcrjLAQAAAQr8tzYAAECSlNdEIaqa1b1NyPHsnQeFfHVXca4cWdvkzNklZ/4BeRyl8laWyeOsrLG26k/Fu4sOB7WurUOfgJ7SP8aS2F6uvF+CUx5HWZ3HOw74bgtkjE6QrX3vgNeVpOgeI1SUV3doq7qKvd/5vLZ17BfU2tLRm1vdunXzGduwYUPQ8wEAWq/Zs2dr5cqVVa8XL16s22+/3e8p6Oqdna644ooW9aR0r16+2+WuX79eTqdTFkvt1wjLli3zeW0wGPSHP/yhSeoL1FVXXaWHH35YO3bsqBp77bXX9Ic//EHDh//SzbMxgX2vy/9co61ldSJoTFj++Ou8esPyuzfKc1wXKim4sPwxUT1GqGLPpl/m3/ddrceGMihvtNhk7zxY5T/90vmqYt93ih082f/YatuDu0sL5DxyQJakwLoc1SS3xKEOib+EuZYuXerz/oQJE9SzZ+1bM9alU6dOGjRokDZv/uUBhy+++EITJkwIar5gnXHGGX4dt6Sj2+4VFBTowIED8ng8NZx51L/+9S8NHjw4oDV/85vfBFznxx9/7Dd2zTXXyGgM7JnZxMREXXLJJT7bJzqdTn3++ee66KKLAq4LANByRFvN+tPZA3T6wAzdunSz9uTX/fsxNF6X5Gg9eP4QwlMAALRihKgAAKhDVFRUjeOFhYVyugMP9zRE9Zs80tEtOBrKmtEjZLWUbvtSxevfl2Pfd5K39hsF9anpY2qI6h2lGspQ7SZhfetXHt7j89qa3j2odSXJEuC5HkeZnId3+4yV79qoA8/dENT65y+LUWGeb2gtN9d/Sx8AQNt3wQUX6MYbb1RxcbEk6eeff9aKFSs0fvwvwZUdO3b4dHYyGAy64oormrSukpISrVixQps3b9YPP/ygvLw8FRUVqbS0tMZgQvWOUg6HQ9nZ2erYsebuj0VFRX4B4pNPPjnoYEeomc1m3XfffTr//POrxrxer2677TYtX768aqxRgf0a8/ctJxgnNV9YvnpY3RSXInNCWsDrHmNOTPd57S7MlqeipMZOX6EMyte0dmX2zzUeZ+vQp9qIV7nvLFS7mbfLHN+uUTXklVZWhai8Xq9PUFOSRo8e3aj5u3Xr5hOiCsfDAFu3bq3/oBrExsbqH//4R8CBqKioKI0aNSrg9VatWuU3dt555wU8jyRdeOGFPiGqY/MTogKAtmFktxR9cNNYLfzfdi1evTvc5bRJBoN0xclddevUvoqyNr4DKAAACB9CVAAA1KH6tgbHFBQUyG1JbZI1vRX+gZ9Atl8xRSc2ugZXcZ7y3n2oxm3ughFsiMpoj6v/oBoYjL6XOF63u9ZjvR63vNXqMyek13J0/cwJgW0N4y494hdQ85QVyFNWENT6O3L8x/Ly8oKaCwDQusXExOjCCy/Uv//976qx5557zidEVb0L1amnnqouXbo0ST3r1q3Tgw8+qGXLltW6ZXJDFRQU1Bqi+vrrr+Wu9r1/zJgxjVov1M477zyNGjVKa9eurRr75JNP9L///U9Tp06VJDndDe9EWp3B7N9FJ9jrsabSXGF5R9YPvsdXlAQdVpckb2WF35i7vMjvej3UQXnJv9urp7yoxuOs6d1lTe/hE7KqPPSTDjx9jaL7nqLovmNl7zJYRkvDH9Q4xun+5bp169atys/P93n/+eef17vvvhvwvMfs3bvX53VreBjAbrfrvPPO07333quuXbsGfP7gwYNlMgV+s3X9+vU+rzt27KiMjMC3qZSk4cOHy2g0+gRZq88PAGjdju9Kddc732t7dnG4S2oz+qTH6S/TB9J9CgCANoIQFQAAdcjMzJTBYJDX63sT68CBA7J2Cv0Pxl63U+5y/19imOIbHtiqfmMpUK7iXGW//Ee5jhxo1Dw+PLWHmOpiMDb9k1ueihK/scZsdxPoubXd/Aqligr/m30AgMgwe/ZsnxDV0qVL9fjjjysuLk5ut1svvPCC3/Gh5nQ6NXfuXD355JN1boEViMLCwlrfy87O9hsbNCj02x031oIFC3wCbZI0b948TZkyRQaDQW5P8CGq6tu5STVf84RTc4TlJcld7Bsm9zodcubsCmrt2njKi6Vqz16EOihf67q1SJ4yR4deni+5nVVjXlelSr/7VKXffSqZzLK17y1bhz6ydugje6cBMsXU/ADJ8Y7/vNy/338rxf3799c4HqyW9DCAyWRSXFyc4uPjlZmZqWHDhmnEiBE655xzan34piHS0gLvjOb1ev0CbP36Bd/pLDY2Vp06ddKePb906G0NATYAQOBGdkvR+zeO1Tsbs/TQxzuUVdC4hxsiWWZilP7fab01fWimTMaW1fUVAAAEjxAVAAB1sNls6tKli3bv3u0z/u2332pUx4EhX68yZ7fkcfmNW5IzGzyHwWBsVA157/2jxgCVJa27onoMl619b5nj02SKS5bBbJPBbJXB5HtJUbDyJRWueqVRdTQX73E3lqoEsbXMMQZzYOe2tBuaAIC2ZfTo0erbt6+2bdsmSSorK9Orr76qq6++Wh988IEOHjxYdWxiYqJmzJgR0vWdTqcuuOACvfPOOyGftzbVgwVS7d1Fw2ncuHE688wz9d5771WNbdy4US+99JJmzZolVyMCZ6a4FL8xT2lB0PM1heYIy0uq8QGFUPM6/bdebI6gvNdVWet7tsy+SrvgbuW+s7DmWtwuOfb/IMf+Xzp1WVI6KbrPGMUMmCBLSs2d3lzHhaiaI+DU2K51wdi1a1dQHaWCFR8fH/A5RUVFfh33EhMTG1VHUlKST4iqpq+lAIC2wWQ0aOawjjpzcHu99NVePf7ZT8ovrf26Ar5SYqy6fmJPXTqys2xmtu4DAKCtIUQFAEA9hg0b5hei+uabbzR6xhUhX6vy4I9+Y8aoeJnj24V8rZqU/fSNKnZv9F0/OlGpZ81VVPfhDZ6nrhs6LY3RFuM35nWUBT2fJ8BzDWb/bVSSTr1a8SOmB7X+K1eP0snd/W+cAgAi15VXXqnbbrut6vWiRYt09dVX+23ld+mll8put4d07QULFtQYoMrMzNT06dM1evRo9ejRQx07dlRcXJzsdrtsNt/vjZ9//rkmTpzY4DWLivwDI7GxDd8auTk98MAD+uCDD3w6dN1555268MIL1YhGVLIk+wdgXIXZcpcXy1RDl6q2yuOs8OnE1Kxrt4CgfFTXoerw26dU9PWbKtn4v3qDXc68fSpc/aoKV7+m6D4nK3HibFkSfbeHO74T1ZEjR6pPgSCYzYH/era42D8cGBPj/3NNIKqfX9MaAIC2xWY2afaYbrrwxE56ZuVOPbtyp0org+smHwlirCZdPba7rhrbXbE2bq8CANBW8V0eAIB6TJgwQW+++abP2KeffqobXf4doxqrfNd6vzF7l8EhX6c2ZVu/8B0wGJV2/p2ydegT0DyeitbzC3ejNUoymn06gDWm/rq2Valx/Sj/J89dhf7bEDWUmfbhAIBqLr/8ct1+++1y/d+1y5o1a7RixQq9++67PseFeiu/nJwc3X///T5jZrNZDz74oK6//voGBwcC7URTU1eXkpLwB1pqMnDgQF1++eVavHhx1dju3bv1z3/+UyedPSvoea3p3SUZJPkmsSoP7ggoGN/aGcxWyWD02VYvqtcopZ13RzOsHdqgfLBMUXFKGv9rJY6dpYrdG1Wxe5Mq9n2nypydkru2n2e8Ktu+WuW7N6rd9Nt8PmeO36omKirK78y3335b06c378cYieLi/MOQpaWljZqz+vk1rQEAaJtibWbNndxbl43qokWrdunVb/Ypj85UVVJirLp4RCddOaabUmP9r/EAAEDb0rj9fgAAiABnnXWW31hubq6+/OSDkK7jLjmi8p+/8RuP6jEipOvUpXzXRt+1uw8POEAlSa6CQyGqqHmYq215U5mzO+i5nDm7AjreFJPoN9aY9U2EqAAA1WRkZGjatGk+Y5dcconPlniDBw/W8OGhDdcsW7ZMZWW+HRoXLFig3//+9wF1Xgl0S6mUFP+OjC25Y84999zj1wHs3nvvVUVp8MEvoy1a1oyefuMVezYFPWdrZDAY/bqONiasHohQB+Uby2A0Kar7cCVNmq32v/67Os9dovRfLVDi+F/L1nmQVMP2il5HmQ6/db+c+VlVY8cH9lNTU/3O2bUrsGthBCc+Pl4mk+/fWUFBQaPmrH5+cnJyo+YDALQ+qbE23TK1r1bPm6RHLhqqE7u0vC2xm9OIrkl65KKhWj1vkm6Z2pcAFQAAEYIQFQAA9ejWrZvGjx/vN/7GS4tCuk7xpv9JHt+W2QZbtKL7jAnpOrXxup3ylBX4jNk6DQh8Ho9bjhq2JWzJrB16+7x25u0LeFu+YxwHtgd0vCkmUaaEdN85sn4Ien2Lics7AIC/6l2mDhw44PP6yiuvDPmaH3/8sc/rpKQkXX/99QHPs3PnzoCOz8jI8BvbvHlzwOs2l06dOumGG27wGcvLy9N/nn6sUfNG9TrJb6xkyyfyhml7u3CpHlh35R+Q19X0fwahDsqHmsFskb3TACWcfIEyLr1fHW94UYkTrvALnXmdFSpY8Z+q18cH9tPTfa9hpZb9b60tMRgMfoHRrVu3Bj1faWmp9u7d6zNWU0gOABAZbGaTpg/N1NJrR+v9G8fq0pM6K9rqH7hui6KtJl16Ume9f+NYLblmtKYPzZTNHBkfOwAAOIq7bAAANMCNN97oN/bN6pUq3boyJPO7CnNUtHap33js4CkyWu01nBF67rIivzGjPTbgecp//lbeysC23Qk3W4e+vgMet0q3fRnwPJ6KUpX//G3A50V1HeI74HYFtb50tMU4AADVnXXWWUpLS6vxPavVqlmzgt86rjb79u3zeT1y5EhZrYF/n1qzZk1Ax48YMcKv09WqVasCXrc5zZ8/X0lJvk/6v/Lcv+Qqzgt6ztiBpx7dyu44nrLCoK8xWitre9+wvNflUMXepg/6hDoo39RMUfFKGHW+Mi5/SAar7zZ95T9/XRU8Oz6wP3jwYL8uah9++GHTFwtJ0rBhw3xe79+/X9nZwXU7W7dunTwej89YqLsTAgBap/7t43XfjEFaO/9U/eWcARrTI8WnM2VbYDYaNKZHiv5yzgCtnX+q7psxSP3b+3cVBQAAkYEQFQAADTBjxgydeOKJfuP5y5+Su6ywUXN7vV7lffi4vM4Kn3GDNUoJJ1/QqLkDYbT4h7U85f7BqvoUffN2CKppXtF9x/jdZCz+9h15q3UGq0/x+nfldTkCXj+q1yi/saLVrwXVKYLW4gCAmlgsllqDUmeffXaTdBzJzc31eR3M1lC5ubn67LPPAjonLi7OL1ywdu1a/fhjy+2UmZSUpPnz5/uMVZSXqfDLl4Oe05yQpujeJ/uNF3z+vDwVwW8V2NrYuw31Gyv9/vNmWTuUQfnmYknpqNjBU3zGvE6HnAUHJfkG9u12u0455RSfYw8ePKhPPvmk6QuFRo8e7Te2dKn/gzkNsWTJkgbNDwCIXPF2iy47uateumqU1t1xmh675ARNH9JB8faGb9PdksTbzZo+pIMeu+QErb/zNL101ShddnJXxdst4S4NAACEGSEqAAAawGAw6KmnnvLrauApLVD2q3fKXV4c1Lxer1f5Hzymil3r/d5LmnClTNEJQc0bDKM9RgaLbwCnfNeGgOYo3vQ/OfZuCWVZzcIcl6qonr5b3jgP71HhGv+bCbVx5u5T4erXg1o/qscIWdK6+4y5CrOVv/zpgOZJibHKaubyDgBQs9/85jc1jlff6i9UYmJ8twWrHqpqiCeeeEIVFRX1H1jNjBkzfF57vV797W9/C3ie5nTDDTeoU6dOPmMlmz+WM29fLWfUL3HcZZLRd/sRd3Gu8j56Mug5a+J1Vap4/XshnTNUoroNk8Hs2wGt9Icv5Mzb3/RrhzAo35wsKR39xryOUkn+gf3p06f7HfunP/2pSeqCr6lTp/qNPf30034dpepTWFiol1/2DWxaLBZNnDixUfUBANquhCiLzh7cQY9cfILW3XGaXr5qpGaP6aYe7WLqPzlMDAapR7sYzR7TTS9fNVLr7jhNj1x8gs4e3IHgFAAA8MFdNgAAGmjYsGG69957/cadOTuV/cofA74R43GUKe/dv6tk80d+70X1HKnYE04PutZg2Tr293nt2LtF5T9/06Bzy3eu05GPAwv9tCQJoy/y60ZVuPIlFX3733rPrTy8R9mv3h5UFyrpaEgvcZx/d5CSDR/oyOeL5fU27EZIuzjfm1pr1qzRpZdeGlRNAIC2p3///srOztbBgwd9/jv99Ka55mjfvr3P69WrV6u0tLTB53///fe6//77g1p7zpw5io/33YLjmWee0Ucf+V93tRR2u1333HOP76DXoyOfPx/0nJaUjko4+UK/8bIfvlD+x081+BqjLs78LB36z60h2+Y61EzRCYodUi1s4vUod9mD8jiDu3ZrqFAF5ZubuyTfb8wYnVBjYP83v/mNMjIyfMa+/PJLLViwoElrhHTSSSf5dUvevHmz/vWvfwU0z+233678fN+/8wsvvLDWLWABADiexWTU6B6puuus/vrk5gnacvcUvXr1KN1xRj9NH9JB3cMQrDIYpO7tYjR9SAfdcUY/vXr1KG2+a4o+uXmC7jqrv0b3SPXZohgAAOB4XCUAABCA2267rcZuDc6cXTrw3PUqWPGi3KVH6pzD66pUyfef6cAz16r0e//taawZPZV69v+TwWAIWd0NFd13rN/Y4XcW1rntiNdVqYIvX1HOG3+pChEZbNFNVmNTsbXvpfiTZlQb9erI8qeU/eodKt+5Tl63y+fdyty9OvLZIh1cfFPVzSZbZt+g1o/ueZLihp/tN160dqmyX/6jKvZ+V+8caXF2HTx4UI899phGjx6t0aNHa9myZUHVAwBom9LS0pSRkeHzX1Ndc4wd63tdUVJSoj//+c8NOnf37t0655xz5HAEF3JJSEjQTTfd5DPm9Xp10UUX6fPPPw94vpycHJWVlQVVSyAuv/xyDRw40Ges/Me1UiPCTgmjL5Kt00C/8eJ1/1Xu2w/IXVoQ1LxeV6UKV7+ug4tuVOWhn4KurzkknHyhDNW2rq7M/lmH3/yr3EFubegqzFH+R/9S5eHdtR4TqqB8dY6srTq87MFa3y/6+u2AO8oe43GUqWSL73Z8BluMzPHt/AL7khQVFaXbb7/db/yPf/yjHn/88aBqkKQPP/xQv/vd74I+P1LcfPPNfmN/+MMf9MUXXzTo/Oeee07//Oc/fcYMBoPmzp0bkvoAAJEnzm7RqO4pumpsdz1y8Qn69Lhg1T3nDNB1E3roguEdNa5XO/XNiFNyjLX+SWuQEmNV34w4je/dThcM76jrJvTQPecMqApMfXrzBD1y8Qm6amx3jeqeoji6TQEAgAZqnZsVAwAQRs8884zMZrOefrraE+RulwpXv6bCNUtk69hfto79ZYpNkik6UZ7KMrlL8uU8vOdoGKeyvMa5bZl9lXbBn2QMUwgpduAkFa1ZIlfBwaoxb2W5ct9+QEXpPRTV8ySZkzrIYDLJXVqoykM/qfznb+QpL6o63pLaWVE9T1LR2qXh+BAaJXHsLFUe+lEVezb7jFfs3qiK3Rslk0WmmCQZzFZ5So/I4/DtpmGKT1PS5N/q0PPVbmYYG5ZbTzr1Kjnzs/y2d3Ts+07ZL8+TObmj7J0HypLaRcaoWBmMZnkcpfKUF8uZu1fvFezRS1fvDngLDwAAmsJ5552nO+64w+f70oMPPiibzaa7777bb5vkY1555RXdfPPNOnTokCQpPj5eRUVFNR5blzvuuEMff/yx1q5dWzVWUFCgqVOnau7cubrtttuUlJRU5xxff/21Fi9erMWLF+uHH35Q165dA64jEEajUQ888IDOOuuskM1pMJnV7rw7lP3SbXIe3uPzXtn21SrftUHxJ05X7NBpMsen1jufqzBHJd99qpL179X78EBLYYpNUsqZc5X79gOSvFXjFbvW69Cim5QwdpZi+o+TodrWh9V5KitU/vPXKt26UuU/fS153IoZdGqd5xwLyhev8+1uWrR2qRxZ25Q4dpbsnf1DbtW5SvJVtm2VyrZ+IUfWNr9Q2PEq9n2nI58+K0tqZ8X0n6DoPifLktKp1uOPqTy8R3nv/0Puohyf8Zh+Y2UwWZQWV/Oa1113nZYvX6533nmnaszj8eiGG27QJ598oj/96U8aMmRIvevv2rVLr7/+ul566SVt2bJFAwYMqPecSHfJJZfoP//5j95///2qsfLycp155pl64IEH9Lvf/U7GGn4Wqaio0J///GctXLhQXq/X573f//73Gj58eJPXDgCIHMeCVaO6p9T4fqXLo8MlDuWXVsrp9sjt8crl8crt8cpkNMhsNMhkNMhiMiolxqrUWJtfd0wAAIBQIUQFAECAjEajnnrqKQ0dOlQ3zb1ZTkeF7wFejxz7vpNjX/2dg44Xe8LpSj71tzKYw/dklMFkVrtz5+nQS7fKW217k8rsn1WZ/XOd55viUpR2/t0q2bK8KctsMgazRe3Ov1uH37xXFTU9ve92+t1UOsYUl6r0C/8smfxvvhmtDQvFGYwmpZ1/l4588qyK17/r974rf79K8mvfNrLhGyQBAND0evfurVmzZumFF17wGb/33nu1ePFinX/++Ro8eLBiY2OVn5+v7du3a9myZfr551+uN6Kjo7VgwQLNmTMn4PWtVquWLFmik046SQcP/hIQr6ys1IIFC/Too49q/PjxGjt2rDIyMhQfH6/i4mJlZ2dr48aNWr16tfbt2xf8H0CQzjzzTI0fP77BnWQawmSPVfqlD+jw0nvkyNrq8563slyFq19V4epXZUntLHvnQTLFpcoYnSCjLUZed6U8pQVy5mfJkbVVzsN7dXwQqbWI6TtGzrG/UuHK//iMuwqzlffuQzry2b9l7zxI1oxeMkUnyGCxyesok8dRKueRg6o89KMqc3ZLbmfAazc2KF956Cc587MC7kjmzN2rghUvqGDFCzIlpMua3l3WtG4yxSTKaIuRjCZ5HWVyFhyUY9/3cuzfqup/t8aoeCWe8itJUnq8fycq6Wjnov/85z865ZRTtGnTJp/33n77bb399tsaMmSIJkyYoF69eikl5egN1IKCAuXm5mrz5s1at26ddu7cGdDHh6MWLVqkoUOH+nydKy0t1Q033KAHH3xQM2fOVL9+/ZSYmKjc3Fxt3LhRb731lnJzc/3mGjZsWNDbqAIAECyr2ajMxChlJkaFuxQAAABCVAAABGvOnDkqSx+ku26fr7Ltq4PeZsXavreSJs5u0BPozcGa0UNpF96j3HcWVG1R16DzOvRRu3PnN6iDQUtmtNiUduGfVbz+PRWs+I+8jvqjSdF9Riv5tDkyxSbJcXCH/5wBdBYzmMxKnnKtbJ0HqmDFi3LlZwVU//HS0tL061//OujzAQBorEcffVRff/21tm3b5jO+f/9+/eMf/6jzXIvFoiVLlig6OvgOnR07dtRXX32ls88+2y/cUV5erg8//FAffvhh0PM3lQULFmjUqFEhndMUFaf0S+9XwYoXVPT12zVeuzpz98qZuzfguc3JmYofeV4IqmxaiWMuljk2Wfkf/0teV6XPe57SApVtXamyrStDvm5jg/Kh4C7MVnlhtsp3rGnwOQZbjNrN+KNMsUc7tqXVsJ3fMbGxsVq5cqWuvPJKvfHGG37vb9q0ye/fIEIjLS1NX375paZNm6Yff/zR5729e/fW+7X2mFNOOUXLli2TzVb73zMAAAAAAG0dISoAABph9NB+anfuPDnzs1Ty3acq37FGztx9qu/pfFNssqJ6nKiYAZNaTHjqePZOA9R+9mMq+upNlWz80G/buuNZM3opbvhZihk4UQZD22ilbTAYFT/8bMUMmKjyHWtVtmONnPlZcpfmy+uslNEWLUtypmydBiim/wRZ07pWnesu8d/WxhgVF3ANMX1PUXSf0Srbtkql332qiv0/NCjQ1a9fP02ePFnTpk3TlClTat0qCQCA5pCQkKDly5fr/PPP99lWrz4dOnTQK6+8onHjxunzzz9vVA2dOnXSqlWrNH/+fD399NNyOBz1n1RNfHy87Pbat08LtZEjR+q8886rMYzSGAaTWUkTZytmwCQVfPG8yn/+Vo3pKmVO6qD4EUe3AqxvK7yWInbIFFkzeurIp8/6beEcCIPZqqheo2SOb9ew40MYlDdGJyp20KRa3zfFJAY99zG2jv2VPO16WVM7V42lx9f9byAuLk5Lly7Vv/71L917773Kygr+Y+zcubOuvPLKoM+PNN27d9eqVat0/fXXa8mSJX5b9NXFYrHo2muv1cKFC5v16xwAAAAAAC0Rd9UAAGiEgR3iJUmW5EwljbtMSeMuk7u8SM6c3XIVHJK7okRel0MGk0VGa7RM8e1kSe0kS2JGSNa3dxmsLvP8n2YPBVN0gpImXqnE8Zcf3ULk8B65y4skj0cGa5TMiemyZfSqejL9eIljf6XEsb8KeM1QfSypZ81V6llzGz2PyR6r2MGTFTt4coPPcRzY7jtgNMuS3DGo9Q0Go2L6jVVMv7HyetyqzNklV0G2PBXF8pQXSTLIaI2SMSpOluQOWvfgr9U+1f/vAwCAcMrMzNSKFSv09NNP6+9//3udW3Z16dJFV111lW666SbFxQUeQq5NTEyMHn30Ud1yyy16+OGH9e677/p1bKkuOjpa48eP18yZM3XJJZcoJiYmZPU0xH333ae333lHbpcr5HNb07oq7YK75czPUun3n6v8p69VmbOr/s6qBqMsKR1l6zxIsQMmyJbZL+S1NQdrenelX3KfHAe2q3j9e6rYs1nuYv+tzaozxSbL3mWI7F2HKrrXKBntgX9OBBuUt6R0kr3rUEV1HyZ7t2F1htZSpl2vhJMvVPnP36hiz2Y5DmyTuziv3jUMZtvRBz0GTlJ0r5F+7/dOb9i/yWuvvVazZ8/WCy+8oNdee02rV69WWVlZnecYjUYNGTJEkydP1hlnnKHx48fLYDA0aD0c1a5dO7322mu65ZZb9Le//U0fffSRjhzxf8DjmPbt2+uss87Sbbfdph49ejRjpQAAAAAAtFwGbyCPJgEAAD+THvpcO3Prv/GByHDguRvkzNlV9dqa0VPtr/hHk6/bvV2MPr15QpOvAwBAY+3YsUNff/21Dh8+rNLSUsXExKhjx44aPHiw+vTp02x17NmzR5s2bdLhw4eVl5cnt9utuLg4paenq0+fPurbt6+sVmuz1VOT4gqnBv35o2ZZy1NZIefh3XIVZstdWiCv82jHLqM9VkZ7jEyxKbKmdw9om+LWxHnkgJy5++QpL5K7vFhyu2Sw2mW0xcickC5LSseQdHiqrr6gvDmpgywpHWW0RjVqHVdJvlxHDshVmCNPefHRv1/D/60THS9LamdZUjrVGs4yGKTNd01RnN0S8NqVlZVat26d9u/fr9zcXB05ckRms1lxcXFKTU1V79691bt3b0VFNe5jhC+3261vv/1Wu3fv1uHDh1VUVKTExESlpaWpd+/eGjx4cLhLBAAAAACgxSFEBQBAI9346gYt23Qg3GWgBSjftV45r93lMxY3YrqST726ydeePqSDHrn4hCZfBwAANC8C+2gJCOwDAAAAAIBIYAx3AQAAtHaDMhPCXQJaAHd5kfI+eMxvPG7ItGZZn89DAADapoF8j0cLMKgDn4cAAAAAAKDtI0QFAEAjcWOrbSlc87qcufsCOseZt0/ZL82Tu+iwz7i961BZUjuFsrxa8XkIAEDbRFAaLQGfhwAAAAAAIBKYw10AAACt3cAO8eEuASFUsuVTFXzxomwd+ymq10jZOw+WJbWzjBabz3EeR5kcB3eo9LtPVfrDCsnj8nnfYLErecqcZqnZYJAG8HkIAECbRFAaLQGfhwAAAAAAIBIQogIAoJHi7Bb1aBejnw+XhrsUhIxXjv0/yLH/h6MvDUaZYhJlsEVLkjwVJfKUFUleTy3nG5Q8ZY4syZnNUm331BjF2S3NshYAAGheBPYRbgT2AQAAAABApCBEBQBACIzr1Y4QVVvm9chdki+V5Nd7qMEapdSz/p+ie49qhsKOGt87rdnWAgAAzYvAPsKNwD4AAAAAAIgUxnAXAABAW3Ba//Rwl4AQiepxooy2mMBPNJkVO3iK2s9+rFkDVJI0uR8hKgAA2rJxvdqFuwREMAL7AAAAAAAgUtCJCgCAEBjRNVlxdrOKK1zhLgWNlHzqVUqacIUcWdvkyPpBlYd+lqswW+7iPHkqy+V1Vcpgscloj5UpKl7W9B6ydRoge7cTZI5NbvZ64+1mjeja/OsCAIDmc1r/dC1avTvcZSBCEdgHAAAAAACRghAVAAAhYDEZNbFPmpZtOhDuUhACBpNZ9s4DZe88MNyl1GtinzRZTDQXBQCgLSOwj3AhsA8AAAAAACIJd9wAAAiRyf3Y0g/NbzJbSQIA0OYdC+wDzY3APgAAAAAAiCT8FgQAgBAZ37udzEZDuMtABDEbDRrfu124ywAAAM2AwD7CgcA+AAAAAACIJISoAAAIkYQoi07qxlYXaD4juyUr3m4JdxkAAKAZENhHcyOwDwAAAAAAIg0hKgAAQmjagIxwl4AIwucbAACRg8A+mhuBfQAAAAAAEGkIUQEAEELnnpCpKIsp3GUgAkRbTZp+Qma4ywAAAM2IADWaE59vAAAAAAAg0hCiAgAghOLtFp1LsAXN4NyhmXQGAAAgwhDYR3MhsA8AAAAAACIRISoAAELsslFdwl0CIgCfZwAARB4C+2guBPYBAAAAAEAkIkQFAECI9W8frxO7JIW7DLRhI7omqV/7+HCXAQAAwoAgNZoDn2cAAAAAACASEaICAKAJcNMBTWnWSD6/AACIVAT20dQI7AMAAAAAgEhFiAoAgCYwbWCGUmKs4S4DbVBqrFXTBmaEuwwAABBGBPbRlAjsAwAAAACASEW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      "text/plain": [
       "<Figure size 3000x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_graph(kg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "209cf730-d4a5-48fa-89fb-b0e5284fe777",
   "metadata": {},
   "source": [
    "# Step 2: Parse Knowledge Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "a9ca317a-977f-47a5-8490-5d4c682fd336",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Parsed Knowledge Graph': [['Apple', 'announced', 'MacNCheese Pro'], ['MacNCheese Pro', 'announced in', '2025']]}\n"
     ]
    }
   ],
   "source": [
    "res = strict_output(system_prompt = f'''You are a knowledge graph parser. \n",
    "Only output the relations that are relevant to the question.\n",
    "Knowledge graph: {kg}''',\n",
    "                    user_prompt = f'''Question: {question}''',\n",
    "                    output_format = {\"Parsed Knowledge Graph\": \"List of relations of the form [object1, relation, object2]\"})\n",
    "print(res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "41de0c8a-c2ea-4520-a22d-cc90d235926a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "parsed_kg = res['Parsed Knowledge Graph']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "6d4cf58d-ab42-485f-9fe9-a8b059c49ca2",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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SCgsLdeqpp2revHm67LLL9OGHH5rXTZgwQdu3b98jRBUOPdXV1WnLli0KBoNmPOCCBQu0aNGiiNdnZmbK5/NpYGBA1dXVqq6u1tNPP60rr7xSDz/8sDIyMkb2hwAAAAAAwBEs3N05LBAIqLGxUU6nM04VAcDBIUQFAAAAAAAOmxdffFH/9m//pv7+fjkcDvn9fklSWlqaQqFQRNcoSWpqatLf/vY3/e1vf9O3v/1tJSQkmD9LTExUWlqapMixe+F/X7FihVpaWiTt7EwVCAS0aNEiVVRU6KyzztIVV1yhoaEhVVVVacuWLVq8eLGWL18uSbLb7Xruuec0fvx43Xvvvaaz1f4Eg0EFg0HZ7XY6VwEAAAAAjlopKSnKy8vT9u3bzZ7X6yVEBWDUI0QFAAAAAAAOC4/Ho/vuu0/9/f1KSkrS0NCQZs+erc997nPKycnRhAkTNDQ0pA0bNujdd9/VkiVLNDg4GHFHOHRlWZZyc3PNB7B7Cy0tW7ZMfX19EXtXXXWVvv/972vy5Mlm75xzzpEkdXR06Mknn9Rdd92l7du3KxAI6Mknn9SXv/xlzZkz54Dvz2azHVTYCgAAAACAI53T6dwjRAUAox0hKgAAAAAAcFi88847WrlypSRpaGhI5513nu655x5NmzZtn2dWrFihf/7zn1q4cKGWLl0qu90uv98vh8Mht9stu90e0YVKkgkyffjhhxoeHpZlWQoEArrsssv0q1/9SuPHjzdngsGgOZOTk6NbbrlFW7Zs0SOPPKLk5GT19PToySef1Jw5cxQMBvcakgoEAnr00Uf17LPP6pJLLtH555+viRMnSpI5s3uNkva6BwAAAADAkaCsrEwrVqwwa6/Xu8+/VwPAaMH/QgEAAAAAgJjbsWOH3n//fdMZKjU1Vd/+9rc1bdo0BYNBhUIh89rwWDxJOvHEE/WTn/xEixcv1uc+9znTiSo1NVWzZ882rw8L37Np0yZVV1crFAopFAopNzdXt99+u8aPHy/p485Vu3aPCp+9+eabVVJSYrpg1dfXq729fZ8f9HZ1dWnFihV6/fXXdeONN2rmzJl69913zf0+n0+WZam3t1ddXV0R3bQAAAAAADgS7T66b2hoKKIzFQCMRnSiAgAAAAAAMdfT06P6+nqznjZtmqZPny5Je4STdl2HA1U+n0+LFi2StDN8NGHCBJ100kl7fb3dbtfy5cvV1tYmu92uQCCgc845x4Su9iUcaqqoqFAgEJAk2e12rV69er+Bp+bmZm3YsMGsTz/9dLndbjU2NuqVV17RK6+8om3btqmoqEilpaUqLCzUrFmzdNJJJ6mgoGC/NQEAAAAAMBaNGzdOWVlZ6urqMnter5e/BwMY1QhRAQAAAACAmMvJyVFTU5NZp6amRnSf2hebzSbLsvTaa6+pvb1ddrtdwWBQkydPltvtlqS9jvJbtmyZBgYGzJ99/vOfl6SDGh3g9XpVXl6upqYmBQIBhUIh5eTk7PP1Ho9HmzZtMutZs2bpoYce0ksvvaRVq1aZ/V3/vbi4WKeddppuuOEGnX766Qf8OQAAAAAAMNaUlZXtEaI60BecACCeGOcHAAAAAABiLiUlRd3d3ZJ2dnf64IMPTIgqPN5ud+FuUGvWrNHvfvc7s5+YmKgTTjhBUuQoP2lnoGpwcFCrV6+W3+83d5x99tmS9ux6tatwPV1dXRH3Tp8+3Yz2253P59OGDRvU2dlpAl+PPPKIfvnLX2rVqlUqLCxUUlKS8vPzVVpaqoyMDElSQ0ODnnnmGZ111ll69NFH91kTAAAAAABj1e4j/Wpraw/qC1UAEC+EqAAAAAAAQMwFAgFdfvnlknYGmQYHB7VgwQJJksOxs1F2KBQy4/uknWErv9+vn//853rttdfMPenp6Zo7d+4ezwifW7t2rbxeryzLUigUUmVlpTIzM/cIXO0u3LVq+/btqqurM/uVlZX7PNvR0aE1a9aYekOhkDo7O5Wdna0f/vCH+stf/qKuri4tXLhQ9957r2688UZNmjTJvO9QKKQbbrhBCxcuPIifIgAAAAAAY8fuIare3l51dnbGqRoAODBCVAAAAAAAIKZCoZDsdrsuvvhi5eTkaHh4WHa7Xc8//7yuvfZaLV261Izes9lsstlsCgQC2rZtmz7/+c/rL3/5iwKBgAk5FRYWmk5Uu3aWCn+b9f333zedoSTp05/+tKQ9u1btTTAYVFVVlRobG83epEmTlJSUtNfXNzY2au3atRG1nH322frTn/6kH//4xzr11FOVlJSkyspKXXrppfrpT3+qDz74QDfccIP8fr9sNpv8fr/uvPPOT/xt3HC3rbBQKMQ3ewEAAAAAcTd+/HilpaVF7Hm93jhVAwAH5oh3AQAAAAAA4MgW7gg1e/Zs/dd//Zf+4z/+Q729vQoEAnriiSf09ttv67jjjpPL5VJhYaEyMjL0yiuv6L333lNra6sJT4VCIdlsNk2dOlX5+fl7PMdut0vaGaIaGhoy5y688EJJ+x/lF9bd3W06S0lSQUGBJk2aZO7eXVVVlaqqqiRJQ0NDyszM1N13363jjjsu4nW7BpsyMzN166236r333jPPWrNmjdasWaOZM2cesMZgMBjxXux2u4aHhxUIBJScnGzeNwAAAAAA8WRZlpxOpzZu3Gj2amtr9/g7MwCMFoSoAAAAAABAzIWDPddcc42am5t17733qr+/X5JUXV2t6upqpaSkaGBgQNLOUXd+v1+nnHKKGhoaVFtbK0lKSkrS7NmzJe0ZJpJ2jtdbv3696c5kWZZOO+00SfsPUYVCIVmWpebm5ogQ1dSpU1VWVhbxmrD+/n6tX7/evI+kpCR9/etf3+uHwZZlmbPBYFDl5eU69dRTtWbNGiUnJ6u1tVWrVq3SzJkz9/q+dmWz2fTmm2+qurpaL7zwgoaGhlRaWqri4mLl5eVp2rRpmjZtmgoKCvb5cwIAAAAA4HDYPURFJyoAoxkhKgAAAAAAcNikpqbqv//7v/WVr3xFTzzxhJYuXarq6mo1NjaaAFV6erp6e3t15ZVX6u6779Yll1xiQlSZmZmaO3fuHveGg0KrVq1SY2OjbDabgsGgTjnlFDkcDgUCgX12k5I+DnnV1NRo8+bNZn/mzJnKy8uLeE1YW1ubVq9ebdYTJ040owN3D1ztKhxoOu6445SYmKihoSFJUkpKSsSf782bb76phx56SC+99JIGBgbM+wxLSUmRy+XSnDlz9MUvflHnn38+ASoAAAAAQNw4nc6IdUdHh3p7e5Wenh6nigBg3whRAQAAAACAw27q1Kn66U9/qtbWVm3dulU1NTXq7OxUZ2enJkyYoPPPP18ul0vBYFArV66U3W6X3W5XWVmZGXm3t3DQsmXLtGPHDhMuCo/yC4/S25/h4WFt3LhRbW1t5v5jjz1W48aN2+vr6+vrtX79erM+7rjjVFFRcdA/g3Hjxsnn88myLKWkpKizs3OvrwsHsh599FH993//t7xer2w22x7vPyEhQQMDA9qwYYM2bNigJ554Quecc47uuusuzZo166DrAgAAAABgpBQUFCgxMVE+n8/seb1eVVZWxrEqANg7QlQAAAAAACAuHA6HCgsLVVhYqDPOOGOvr1m/fr3sdrsCgYACgYCcTqcyMjL26PQUDhR98MEHJpgkSRdccEHEn+9PZ2dnxCi/srIyTZkyZZ8dpbZt2yaPx2PWM2fOVE5OjqQ9u1btKtwVa9eOV2lpaUpMTJS0ZxerYDCoV199Vf/+7/9u3kswGJTD4dDMmTP16U9/Wv39/ero6FB1dbVWr16t7u5uWZalRYsWacGCBfrNb36jqVOn7rdD1q712Wy2A74OAAAAAIADsdlsKi0tVVVVldmrra0lRAVgVCJEBQAAAAAARq0ZM2ZoeHhYtbW1WrhwoYqKiiTtDBaFx/OFg0ENDQ3atm2bGW+Xnp6uGTNmSDq4EFVjY6PWrl1r1pWVlSopKYl4RtiOHTu0du1aBQIBSVJ2dramTZtmglAH46233jJ3p6amatKkSRHPCoet3nvvPd16662SdgbP/H6/3G63fvjDH+qKK65QUlKSubOpqUmLFi3Sfffdp+XLl8vv9+uNN97Q97//fT311FNKS0s7YF27/lxDoRDjAAEAAAAAh8TpdEaEqLxebxyrAYB941MwAAAAAAAw6pWVlemaa67Rpz71KUkfB32kj0f1vfvuu9q6dav5s7PPPluSTNDpQKqrq7V161aznjlzpiZMmCDp485S4Wdt375dq1evNq+tqKiQy+U6qOeE61u8eLHZy8nJ0bRp0yR9HPgKv+6hhx7Spk2blJiYKL/frxNOOEEPPvigrr76aiUlJcnv95vgWGFhoa688kr96U9/Mt/qtdvteu655/TYY4/ts6bwz+jee+/Vk08+qebmZlmWRYAKAAAAAHDInE5nxLqlpUVDQ0NxqgYA9o1PwgAAAAAAwJgWDvpkZGRo6tSpJhA0f/78g75jcHBQ69evV29vryQpOTlZ06dP36NzUzhM5fV6tWHDBrM/Y8YMFRQUHPA54bDT4sWL5ff75XA4ZLPZVFFRodzc3D1e/9577+nll1+OOPvzn/9c5513nqSdoa7wHeF1uFPV3XffrdTUVPNnf/zjHzU4OGiCYLuy2+0KBoP6yU9+oq997WsqKirScccdp56engO+JwAAAAAA9qe4uDjiSzqhUEh1dXVxrAgA9o4QFQAAAAAAOCJceOGFWrVqldrb2/XnP/9ZX/7ylyUd3Ci/tra2iM5SEydONOP1dhcIBLR582Y1NjaaUNWMGTOUlZV1wOeEg1D/+te/JO384Dg5OVlz5swxd4f19fXptddeU09PjyzLUigU0kUXXaRzzjnHvGbXEYPhtcPh0PDwsD796U9rzpw5Gh4eVlJSkj744AO99dZb5q7da/rwww81ODio5ORkSVJiYqIyMjL2Grral0AgENXrAQAAAABHvoSEBBUXF0fs1dbWxqkaANg3QlQAAAAAAOCIkp2drcsvv1zjx4+XtGfQaG8aGhoiOktNnz59jw94w7q7u03gKhQKqaioSBUVFREjBvclHOh66aWXJO0MMGVmZpoQ1a4Bp9raWi1dutQ8p7CwUF/84hfNuf1JSEiQJJ1wwgmy2Wzy+/2Sdo4h3F34eW+++aYGBwc1PDwsSabb1YGetSu73b5HSAsAAAAAgN1H+nm93jhVAgD7RogKAAAAAAAc9dasWaNNmzaZ9axZs5STk7PX1zY3N2vt2rVmPW3aNJWVlUnSAcNDNptNvb29WrNmjQkbOZ1OzZgxw/x5OPS1bds2bd682ZytrKzUiSeeKOnggmHSzpGGwWBQoVBINptNK1eu3ON8ONi1aNGiiLNnnXXWAZ8Vfr8tLS369a9/rccff1wNDQ0HXR8AAAAA4Oiwe4iqoaHBfOEHAEYLQlQAAAAAAOCoFgwGVVxcLLfbbfZcLpeSkpL2+nqPxxMRbpoxY4by8vIk7T9wFB7VFw4r2e12ORwOHXvssUpLS9sjgNXS0qLm5maznjZtmkpLSw/4nF2f1dHRIWnnaL5gMKjOzk7znsMsy1Jvb68++ugjWZalYDCowsJC0x3rYMYhVlVV6YEHHtB1112n0tJSXX311err69vvGb/fH1WXKwAAAADA2LV7iCoQCKixsTFO1QDA3hGiAgAAAAAARzWbzaYLLrhA27ZtU0dHh9566y2dcsopkvbsLOXz+bR582Z1dHTIsizZ7XYde+yxGjdu3AGfE77rhRdeMOvk5GTNnTtXUmSwyefzRXwrNzU1VaWlpUpLSzuo9xQOWXk8HjkcDhOqmjRpUkQt4We+//77amlpkc1mUygU0qxZs5SWlnbAkFP4OVu3blV/f78cDoeknR+Oh0cK7ovD4TiogBYAAAAAYOxLTk5Wfn5+xF5tbW2cqgGAveOTKgAAAAAAgP8vKytL8+bNU3FxsaQ9Oz61t7frzTfflLQziDRp0iRVVFQc1N12u12S9Nprr0naGWAaP368Zs+eLenjjk/BYFCJiYnavn27OedwOJSVlWWeeyDhu5qamiR93JmqvLw8opbwXQsXLow4P2/evIN+1vDwsDZs2KCWlhbznLlz5yoxMXGvr29qatINN9ygn/3sZxFjEXcNbO0e3jqYOgAAAAAAo9vu3ai8Xm+cKgGAvSNEBQAAAAAAcJBycnL0hS98wXSPysvLU0FBwQHPhUIhWZalpqYm1dbWmpCTy+VSZWWlpD0DW9XV1ZJ2dmzasWOHCXYdbKCoublZHo/HjM1LS0tTSUlJxGvCYap33nnH3O1wODR//vy91rT7e5KkxsZGbdq0yey5XC5NmTJln+e8Xq8efvhh/eAHP9DMmTP17W9/W93d3aYLlrQzBNbf36/h4eED1gEAAAAAGBt2D1HV1dUx5h3AqOKIdwEAAAAAAABjRVJSkq6++mpdffXVCgaDqq+vV2Fh4QHPBYNB2e12vf7665J2hoQsy9KsWbNks9kUDAZNsCq8Li0tld1ul8/nk7Rz9EH4zw/0LJvNpjVr1qiqqsrsT548OWJ0QjjY1dzcrA0bNsiyLAWDQZWXl+uEE044qGdJUlVVlbZt22bWJ554ovLy8vZZ25o1ayRJCQkJSkxMlNPpVGZmplasWKGlS5fqjTfekMPhUGlpqXJycjRlyhTNmDHDhM3CdQMAAAAAxpaysrKI9dDQkLZv335QX04CgMOBEBUAAAAAAMAnYLPZ9vgW7b6EOyy99NJLZp2enm46Wu3+WpvNpjlz5uixxx5TQkKC/H6/XnzxRc2bN++gQ0Qvv/yy6urqZFmWQqGQTj755IhOVOFg1+LFi9XV1SW73a5AIKDZs2ebQNX+QlThGjZv3qz6+nqzP3fuXKWlpe31zMDAgJYtWyZp5xjAKVOmKDk5WXfccYcefPBB9fb2mnrDJkyYoBkzZujqq6/Wl770JdOxiiAVAAAAAIwtGRkZys7OVmdnp9mrra0lRAVg1GCcHwAAAAAAQIw5HDu/x/aXv/xFkhQIBFRYWKiTTjpJUuS4uvC/l5WVKTU1VcFgUKFQSMuXL5fP5ztgeMhms6m7u1tPPvmkBgcHzevPOeccZWVl7fH6hQsXRqzPPvtsSQc3NrCvr08bN25UT0+PpJ3jAWfNmmXe7+7a2tr0wQcfmNfW1tbqF7/4hX7xi1+or69PCQkJkqT8/HxlZmbKsiy1trZq4cKFuuqqq3TJJZeora2NABUAAAAAjFG7fxnJ6/XGqRIA2BMhKgAAAAAAgMPA5/PpJz/5iebPn6+EhARlZWWpvLxckvYIBYVCIZ1zzjmaM2eOAoGAHA6Hli9frocffljSzhBWOFwVNjw8LEnavn27fvazn6mrq0uJiYkKBoOaNGmSLr744ohn2O12SdLixYvNM1NSUnTGGWdI2v8ov/Bz6+vrtWnTJrM/bdo0uVyufZ7zeDzauHGjpJ2dsPr7+9XQ0KCzzz5bP/vZz7Ru3TqtXbtWDz30kG677TbNnz/fnE1KStK//vUv/eAHP9DAwMA+nwEAAAAAGL32FqI6mC/xAMDhQIgKAAAAAADgMEhMTNQPfvADLVy4UIODg3r66acl7QwT7c6yLFmWpeuuu07p6ekKBoMaGhrSr371Ky1cuFB2u102m82Er/x+vxISEjQwMKCf/vSn+uUvfylpZ3ArIyND119/vRwOhwKBgKSPQ1BVVVWqqamRzWYzYavJkyebGg5k27ZtqqqqMuvZs2crNzd3r6/1+/368MMPFQgElJCQoFAopOTkZH3jG9/Qc889pwULFmjy5MmqrKzUZz/7Wf3Hf/yHXnnlFT3zzDMaP368hoaGZFmWHnvsMdPN6pMI/wzC+LAeAAAAAA6fsrKyiHVvb2/EeD8AiCdCVAAAAAAAAIeZZVkqLS2VtP+OT1deeaW+8pWvKBgMyrIs1dXV6dxzz9UVV1yhP/3pT1q3bp0GBwc1NDSkp59+WhdccIEefvhhE1CSpH/7t3/Tl7/85YhnhYNDK1asiBgRGB4vuHvQaG/1S9KmTZvU1NRk9ufOnauUlJS9nunr69OyZcsi9i677DLdf//9Sk9Pjwh4hbtsORwOfeELX9A3vvENcyYQCOgf//jHQYefdg+phTtw7f5eAAAAAACxl5OTo7S0tIi92traOFUDAJEc8S4AAAAAAAAAewqFQrIsSw8++KByc3P1s5/9zASH/vGPf2jx4sVKT09XX1+fbDabmpqaNDw8LJvNJpvNpsHBQc2ZM0c//elPlZ6eLunjwFD4n5s3b45Yn3baaQddX2dnpzZu3KjBwUFJUlpammbMmLHPUFhLS4tWrFghaefowcmTJ+ub3/ym7Ha7AoGACTeFu3Dt+jP4yle+ol//+tfy+/0aHh7WG2+8IcuyzJ/vj81mU319vRoaGrRo0SI5HA4VFBQoJSVFOTk5KigoUElJifkZHcydAAAAAIBPxrIsOZ1OM+pd2jnSb9asWXGsCgB2IkQFAAAAAAAwCu0aEvrud7+r0tJSPfLII1qzZo18Pp8aGhoiXudw7PyYJxgMym6365prrtFdd92l9PT0PYJB4X9PSEhQIBAwXaBcLpekPbs17Sp8l8fjifjQe8aMGaa71t5s3bpVNTU1pt6zzjpLxx9//H6fF64zMzNTs2fP1ttvvy1p5zeXW1palJ+fv5+foLR+/Xo9+uijeuqpp9TT0yPLsjQ8PCxJSkpKUmlpqVwul4477jidc845mj9/vvk5AgAAAABiY28hKgAYDfhUCAAAAAAAYJQKh4iysrJ0/fXX65JLLtErr7yit99+Wxs3bpTX61VjY6OknaGgrKwsnXzyyfr617+uM844Y68Bql1lZ2fL7/fLZrMpKSlJVVVVmjdv3kHVtnjxYm3dutWs58yZo+zs7L2+1ufzmS5UoVBI48eP15w5c5SUlHTA54RCIRUUFESMDZSkgYGBPV4bDAZls9nk8/n02GOP6T//8z/V3t6uhIQE8z7DhoaGtG3bNm3btk2vv/66Hn30Uc2bN09f//rXdeaZZx5UbQAAAACA6JWVlUWsOzo61NvbazoEA0C8EKICAAAAAAAYI/Ly8nTVVVfpiiuuUGtrq+rr69XV1aVAIKCenh6de+65ysjIUEJCgjmztwBVOGyUmJgoaWcAa2BgQEuXLtU111yj4eFhORyOvZ61LEvBYFB/+MMf1N7ebjpLzZ49e5/Bo56eHi1dutSsy8rKNHXqVEkHHp9nWZZ6e3tVVVVlnhUIBFRQULDHa8Mhqe985zt66qmnNDg4qJSUFBO4Kioq0uTJk9Xe3i673a7+/n61t7ers7NTnZ2d+sc//qE333xTN910k26//XalpaXtsy4AAAAAwCeTn5+vxMRE+Xw+s1dbW6tjjjkmjlUBACEqAAAAAACAMScxMVHFxcUqLi7e658fKJgUDhudccYZysvL0/bt22W32/Xcc8/pq1/9qs444wzz2mAwqGAwaMbc9ff36+GHH9YHH3yghIQEDQ8Pa8KECaqsrNznMxsbG/XRRx+Z9eTJk1VeXi5p7yGvXZ9ts9m0bNkyBQIB2e12BQIBlZaWKjk5ea/v88EHH9QTTzxhgmADAwNyu936yU9+ohkzZmj69OmSpNbWVm3ZskUrVqzQCy+8oDfffFOStGPHDj388MM6/vjjdckll+yztt0FAgHZbDZTz4H+OwAAAACAo5XNZlNpaamqqqrMntfrJUQFIO5sB34JAAAAAAAAxpKDDe9MmjRJn/nMZyTtDAF1dnbqxhtv1O9//3s1NzdL2vnhdjhA1dbWpjvuuEM//vGPzZ9J0qxZs1RUVLTXZ4RCIW3YsEGtra2yLEt2u13Tpk3bayepvZ2VpLfeeiti/8QTT5S0M2S16+vWrl2rn/zkJxoeHjavPfXUU7VixQp96Utf0vTp082ZCRMm6NRTT9VNN92kN954Q0uWLNGVV16phIQElZSUyOl0Rjxjd7vv2+12WZalQCAg6eD/OwAAAACAo1H471xhXq83TpUAwMfoRAUAAAA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      "text/plain": [
       "<Figure size 3000x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_graph(parsed_kg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e022d90c-bac3-4be6-bf5d-eba54a0a46b7",
   "metadata": {},
   "source": [
    "# Step 3: Use Parsed Knowledge Graph to Answer Question"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ccef3ae1-e5f6-4123-8c7b-9d775ee9890f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Question: When did apple announce the MacNCheese Pro?\n",
      "Answer: 2025\n"
     ]
    }
   ],
   "source": [
    "res = strict_output(system_prompt = f'''Use the knowledge graph to answer the following question. \n",
    "If you are unsure, output 'No Info'\n",
    "Knowledge Graph: {parsed_kg}''',\n",
    "                    user_prompt = f'''Question: {question}''',\n",
    "                    output_format = {\"Answer\": \"Answer question using knowledge graph\"})\n",
    "print('Question:', question)\n",
    "print('Answer:', res['Answer'])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}