Lecture_Chunking_Example.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "7ddf3f52-c9f4-4c33-99b7-90c968e36b37",
   "metadata": {
    "id": "7ddf3f52-c9f4-4c33-99b7-90c968e36b37"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "#standard libraries\n",
    "import json\n",
    "import os\n",
    "import time\n",
    "from collections import defaultdict\n",
    "from typing import List, Dict, Tuple, Union, Callable\n",
    "from math import ceil\n",
    "\n",
    "#external libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from rich import print\n",
    "from torch import cuda\n",
    "from tqdm.notebook import tqdm\n",
    "import tiktoken\n",
    "from llama_index.text_splitter import SentenceSplitter\n",
    "from sentence_transformers import SentenceTransformer\n",
    "\n",
    "#external files\n",
    "from preprocessing import FileIO\n",
    "# from build_dataset import create_dataset, create_index\n",
    "from weaviate_interface import WeaviateClient\n",
    "from prompt_templates import question_answering_prompt_series, question_answering_system\n",
    "from openai_interface import GPT_Turbo\n",
    "from app_features import generate_prompt_series\n",
    "from dotenv import load_dotenv\n",
    "env = load_dotenv('../vectorsearch-applications/.env', override=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "053b2e8a-9ea9-4c01-b0b7-5cff9788fe6b",
   "metadata": {},
   "source": [
    "### Set Weaviate Client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2cc08f25-1fb6-4b45-971a-d1ccb34e31bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(True, True)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#read env vars from local .env file\n",
    "api_key = os.environ['WEAVIATE_API_KEY']\n",
    "url = os.environ['WEAVIATE_ENDPOINT']\n",
    "\n",
    "#instantiate client\n",
    "client = WeaviateClient(api_key, url)\n",
    "\n",
    "#check if WCS instance is live and ready\n",
    "client.is_live(), client.is_ready()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "791bc098-15b5-4b56-b567-effbe2eb5bb9",
   "metadata": {},
   "source": [
    "### Import Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9ccc38ee-5d39-495f-9722-c81e00f9dcb9",
   "metadata": {
    "id": "9ccc38ee-5d39-495f-9722-c81e00f9dcb9"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Total # of episodes: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">384</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Total # of episodes: \u001b[1;36m384\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_path = '../vectorsearch-applications/data/impact_theory_data.json'\n",
    "data = FileIO().load_json(data_path)\n",
    "print(f'Total # of episodes: {len(data)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6704deb-e946-4c78-ba98-a6d9f830f406",
   "metadata": {},
   "source": [
    "### Set Tokenizer and Embedding Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b87c5b5d-ad0c-45d1-965d-b9b5669f3cea",
   "metadata": {},
   "outputs": [],
   "source": [
    "#tokenizer\n",
    "encoding = tiktoken.encoding_for_model('gpt-3.5-turbo-0613')\n",
    "#model\n",
    "model = SentenceTransformer('all-MiniLM-L6-v2')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ec096f7-c3b9-41d0-bc8a-28bec15d45d2",
   "metadata": {},
   "source": [
    "### Chunk Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d8cf4c25-8778-45de-be86-9fa9b581e2c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Creating dataset using chunk_size: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">64</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Creating dataset using chunk_size: \u001b[1;36m64\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a911ef891fbc4b398a568bf5bfeea5f8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "CHUNKING:   0%|          | 0/384 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e6d21f990aae4ce7bc62a83f6fd7e3d4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VECTORS:   0%|          | 0/384 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m2023-12-05 00:17:11.051\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mpreprocessing\u001b[0m:\u001b[36msave_as_parquet\u001b[0m:\u001b[36m41\u001b[0m - \u001b[1mDataFrame saved as parquet file here: ./impact-theory-minilmL6-64.parquet\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Total Time to process dataset of chunk_size <span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">64</span><span style=\"font-weight: bold\">)</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.38</span> minutes\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Total Time to process dataset of chunk_size \u001b[1m(\u001b[0m\u001b[1;36m64\u001b[0m\u001b[1m)\u001b[0m: \u001b[1;36m1.38\u001b[0m minutes\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Creating dataset using chunk_size: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">512</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Creating dataset using chunk_size: \u001b[1;36m512\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b2fef5e4cb3949c39c8cf25e79187bde",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "CHUNKING:   0%|          | 0/384 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8e632ceaf7b04c0bbca8be037e7589b4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VECTORS:   0%|          | 0/384 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m2023-12-05 00:17:57.530\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mpreprocessing\u001b[0m:\u001b[36msave_as_parquet\u001b[0m:\u001b[36m41\u001b[0m - \u001b[1mDataFrame saved as parquet file here: ./impact-theory-minilmL6-512.parquet\u001b[0m\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Total Time to process dataset of chunk_size <span style=\"font-weight: bold\">(</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">512</span><span style=\"font-weight: bold\">)</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.77</span> minutes\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Total Time to process dataset of chunk_size \u001b[1m(\u001b[0m\u001b[1;36m512\u001b[0m\u001b[1m)\u001b[0m: \u001b[1;36m0.77\u001b[0m minutes\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corpi = []\n",
    "chunk_sizes = [64, 512]\n",
    "for cs in chunk_sizes:\n",
    "    splitter = SentenceSplitter(chunk_overlap=0, chunk_size=cs, tokenizer=encoding.encode)\n",
    "    corpus = create_dataset(data, model, splitter)\n",
    "    corpi.append(corpus)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d718436-9d45-4199-9ab9-33ee7b891cdf",
   "metadata": {},
   "source": [
    "# ---------------------  BREAK -------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e37bd096-419a-4e9c-9dd2-c92fad3db768",
   "metadata": {},
   "source": [
    "### Load Data from disk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c43214ba-a059-4039-8fe1-81711471ad83",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of data: (119225, 12)\n",
      "Memory Usage: 10.92+ MB\n",
      "Shape of data: (26448, 12)\n",
      "Memory Usage: 2.42+ MB\n",
      "Shape of data: (12909, 12)\n",
      "Memory Usage: 1.18+ MB\n"
     ]
    }
   ],
   "source": [
    "data64 = FileIO().load_parquet('path to dataset 64')\n",
    "data256 = FileIO().load_parquet('path to dataset 256')\n",
    "data512 = FileIO().load_parquet('path to dataset 512')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f2ff0ec-5713-446e-933f-67a83e6b8cfa",
   "metadata": {},
   "source": [
    "### Data Bundle Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "6067361a-7dd0-4e95-a9d2-f850f8e63e6b",
   "metadata": {},
   "outputs": [],
   "source": [
    "data256[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2baecb6a-e30e-4f7f-843f-d2789526daea",
   "metadata": {},
   "outputs": [],
   "source": [
    "chunk_sizes = [64, 256, 512]\n",
    "data_list = [data64, data256, data512]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e57929f-9439-4472-bbea-ffc7e61feded",
   "metadata": {},
   "source": [
    "### Show Chunk Size Examples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "330c62ae-3ede-4fce-82c3-77919e700563",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Chunk Size: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">64</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Chunk Size: \u001b[1;36m64\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Total # Chunks: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">119225</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Total # Chunks: \u001b[1;36m119225\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Sample Content: \n",
       "You said these are dangerous times. The world order is shifting before our eyes. We also both know that with hyper \n",
       "disruptive technologies like AI on the horizon, a good outcome is not guaranteed.\n",
       "\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Sample Content: \n",
       "You said these are dangerous times. The world order is shifting before our eyes. We also both know that with hyper \n",
       "disruptive technologies like AI on the horizon, a good outcome is not guaranteed.\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">----------------------------------------------------------------------------------------------------\n",
       "</pre>\n"
      ],
      "text/plain": [
       "----------------------------------------------------------------------------------------------------\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Chunk Size: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">256</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Chunk Size: \u001b[1;36m256\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Total # Chunks: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">26448</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Total # Chunks: \u001b[1;36m26448\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Sample Content: \n",
       "You said these are dangerous times. The world order is shifting before our eyes. We also both know that with hyper \n",
       "disruptive technologies like AI on the horizon, a good outcome is not guaranteed. Why do you think big tech will \n",
       "become the third superpower and what are the dangers and opportunities if it does? Big tech is essentially \n",
       "sovereign over the digital world. The fact that former President Trump was de-platformed from Facebook and from \n",
       "Twitter when he was president, you know, most powerful political figure on the planet. And he's just taken off of \n",
       "those networks and as a consequence, hundreds of millions of people that would be regularly engaging with him in \n",
       "real time suddenly can't see it. That wasn't a decision that was made by a government. It wasn't a decision made by\n",
       "a judge or by a regulatory authority or even by a multinational organization like, you know, the UN. It was made by\n",
       "individuals that own tech companies. The same thing is true in the decision to help Ukraine in the war. In the \n",
       "early days, the U.S. didn't provide much military support.\n",
       "\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Sample Content: \n",
       "You said these are dangerous times. The world order is shifting before our eyes. We also both know that with hyper \n",
       "disruptive technologies like AI on the horizon, a good outcome is not guaranteed. Why do you think big tech will \n",
       "become the third superpower and what are the dangers and opportunities if it does? Big tech is essentially \n",
       "sovereign over the digital world. The fact that former President Trump was de-platformed from Facebook and from \n",
       "Twitter when he was president, you know, most powerful political figure on the planet. And he's just taken off of \n",
       "those networks and as a consequence, hundreds of millions of people that would be regularly engaging with him in \n",
       "real time suddenly can't see it. That wasn't a decision that was made by a government. It wasn't a decision made by\n",
       "a judge or by a regulatory authority or even by a multinational organization like, you know, the UN. It was made by\n",
       "individuals that own tech companies. The same thing is true in the decision to help Ukraine in the war. In the \n",
       "early days, the U.S. didn't provide much military support.\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">----------------------------------------------------------------------------------------------------\n",
       "</pre>\n"
      ],
      "text/plain": [
       "----------------------------------------------------------------------------------------------------\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Chunk Size: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">512</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Chunk Size: \u001b[1;36m512\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Total # Chunks: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">12909</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Total # Chunks: \u001b[1;36m12909\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Sample Content: \n",
       "You said these are dangerous times. The world order is shifting before our eyes. We also both know that with hyper \n",
       "disruptive technologies like AI on the horizon, a good outcome is not guaranteed. Why do you think big tech will \n",
       "become the third superpower and what are the dangers and opportunities if it does? Big tech is essentially \n",
       "sovereign over the digital world. The fact that former President Trump was de-platformed from Facebook and from \n",
       "Twitter when he was president, you know, most powerful political figure on the planet. And he's just taken off of \n",
       "those networks and as a consequence, hundreds of millions of people that would be regularly engaging with him in \n",
       "real time suddenly can't see it. That wasn't a decision that was made by a government. It wasn't a decision made by\n",
       "a judge or by a regulatory authority or even by a multinational organization like, you know, the UN. It was made by\n",
       "individuals that own tech companies. The same thing is true in the decision to help Ukraine in the war. In the \n",
       "early days, the U.S. didn't provide much military support. Most of the military capacity and the cyber defenses, \n",
       "the ability to communicate on the ground, was stood up by some tech companies. They're not allies of NATO. They're \n",
       "under no obligation to do that. They've got shareholders, right? But they still decided to do it. I think that \n",
       "whether we're talking about society or the economy or even national security, if it touches the digital space, \n",
       "technology companies basically act with dominion. And that didn't matter much when the internet was first founded \n",
       "because the importance of the internet for those things was pretty small. But as the importance of the digital \n",
       "world drives a bigger and bigger piece of the global economy, a bigger and bigger piece of civil society, a bigger \n",
       "and bigger piece of national security, and even increasingly defines who we are as people, how we interact with \n",
       "other human beings, what we see, what we decide, what we feel, how we emote. That is an astonishing amount of power\n",
       "in the hands of these tech companies. And yes, there are some efforts to rein them in, to break them up, to \n",
       "regulate them. But when I look at artificial intelligence in particular, I see these technology companies and their\n",
       "technologies vastly outstripping the capacity of governments to regulate in that space.\n",
       "\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Sample Content: \n",
       "You said these are dangerous times. The world order is shifting before our eyes. We also both know that with hyper \n",
       "disruptive technologies like AI on the horizon, a good outcome is not guaranteed. Why do you think big tech will \n",
       "become the third superpower and what are the dangers and opportunities if it does? Big tech is essentially \n",
       "sovereign over the digital world. The fact that former President Trump was de-platformed from Facebook and from \n",
       "Twitter when he was president, you know, most powerful political figure on the planet. And he's just taken off of \n",
       "those networks and as a consequence, hundreds of millions of people that would be regularly engaging with him in \n",
       "real time suddenly can't see it. That wasn't a decision that was made by a government. It wasn't a decision made by\n",
       "a judge or by a regulatory authority or even by a multinational organization like, you know, the UN. It was made by\n",
       "individuals that own tech companies. The same thing is true in the decision to help Ukraine in the war. In the \n",
       "early days, the U.S. didn't provide much military support. Most of the military capacity and the cyber defenses, \n",
       "the ability to communicate on the ground, was stood up by some tech companies. They're not allies of NATO. They're \n",
       "under no obligation to do that. They've got shareholders, right? But they still decided to do it. I think that \n",
       "whether we're talking about society or the economy or even national security, if it touches the digital space, \n",
       "technology companies basically act with dominion. And that didn't matter much when the internet was first founded \n",
       "because the importance of the internet for those things was pretty small. But as the importance of the digital \n",
       "world drives a bigger and bigger piece of the global economy, a bigger and bigger piece of civil society, a bigger \n",
       "and bigger piece of national security, and even increasingly defines who we are as people, how we interact with \n",
       "other human beings, what we see, what we decide, what we feel, how we emote. That is an astonishing amount of power\n",
       "in the hands of these tech companies. And yes, there are some efforts to rein them in, to break them up, to \n",
       "regulate them. But when I look at artificial intelligence in particular, I see these technology companies and their\n",
       "technologies vastly outstripping the capacity of governments to regulate in that space.\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">----------------------------------------------------------------------------------------------------\n",
       "</pre>\n"
      ],
      "text/plain": [
       "----------------------------------------------------------------------------------------------------\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for size, d in zip(chunk_sizes, data_list):\n",
    "    print(f'Chunk Size: {size}')\n",
    "    print(f'Total # Chunks: {len(d)}')\n",
    "    print(f'Sample Content: \\n{d[0][\"content\"]}\\n')\n",
    "    print('-'*100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65315697-61fc-4ccb-b737-507aeb3e4a32",
   "metadata": {},
   "source": [
    "### Index Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "e6ec255b-0685-4fa6-bd82-7ae04fa43447",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Baseline', 'Fine_tuned_on_300', 'Data_64', 'Data_512']"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# class_name = 'Data_512'\n",
    "\n",
    "# create_index(data512, class_name, client)\n",
    "\n",
    "client.show_classes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "8a312756-c125-4ab2-a1e7-afc2b54366b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "queries = [\"What are some of the greatest threats posed by AI\", \"What does Les Brown say about the power of marketing and smartphones?\", \"what are Jordan Peterson's thoughts on personal growth, responsibility, and the complexities of human identity\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d03eae1-7886-4ad3-84c0-7b00e94f2b68",
   "metadata": {},
   "source": [
    "### Change the query by indexing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e59d7c6c-1dd8-4a88-a2cb-10943121012f",
   "metadata": {},
   "source": [
    "#### Notice how changing the chunk size changes the retrieved results, which in turn affects the downstream responses from the LLM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "e75aad96-69d1-418e-ba16-64e906d1e2f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#change index to change query\n",
    "query = queries[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "3b31389d-089b-46be-86ab-60906ea003cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Response with chunk size: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">64</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Response with chunk size: \u001b[1;36m64\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Video ID: Yan229QalsE\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Video ID: Yan229QalsE\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Guest: Will <span style=\"color: #008000; text-decoration-color: #008000\">\"Willdabeast\"</span> Adams\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Guest: Will \u001b[32m\"Willdabeast\"\u001b[0m Adams\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Score: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.4560988</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Score: \u001b[1;36m0.4560988\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Content: this is one of the many faces of black people So hard as he was talking that this is one of the many faces\n",
       "of entrepreneurship in the era that we live in that social media Has changed things so profoundly That so many \n",
       "incredible voices like this are able to build a huge audience and businesses that are legitimate and touch lives Is\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Content: this is one of the many faces of black people So hard as he was talking that this is one of the many faces\n",
       "of entrepreneurship in the era that we live in that social media Has changed things so profoundly That so many \n",
       "incredible voices like this are able to build a huge audience and businesses that are legitimate and touch lives Is\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">----------------------------------------------------------------------------------------------------\n",
       "</pre>\n"
      ],
      "text/plain": [
       "----------------------------------------------------------------------------------------------------\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Response with chunk size: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">256</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Response with chunk size: \u001b[1;36m256\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Video ID: PeK9EeKNXDM\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Video ID: PeK9EeKNXDM\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Guest: Les Brown\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Guest: Les Brown\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Score: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.48538488</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Score: \u001b[1;36m0.48538488\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Content: I came up in an era that said, if you built the best mousetrap, the world would be the path to your door. \n",
       "But if you know marketing, people will sleep outside your store to buy a telephone they've never touched or seen. \n",
       "But because of the marketing, they said, I got to have that. And when they get it, it's a smartphone, but they're a\n",
       "dummy because they don't know how to work it. And that is me. I got a smartphone, but all I can do is do text \n",
       "messages on it. Hey, that's already pretty good. All right. So we've got our grandkids in a room. We tell them, \n",
       "don't be programmed by the culture. You got to figure out who you are. You got to get to know yourself. You want to\n",
       "spend time reading. Reading is very important. Give me some powerful books. One of the books I enjoy is by my \n",
       "mentor, Mike Williams. He saw this Les Brown before I saw him. I was a disc jockey at WVKO radio station in \n",
       "Columbus, Ohio. And he said, hey, Brownie.\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Content: I came up in an era that said, if you built the best mousetrap, the world would be the path to your door. \n",
       "But if you know marketing, people will sleep outside your store to buy a telephone they've never touched or seen. \n",
       "But because of the marketing, they said, I got to have that. And when they get it, it's a smartphone, but they're a\n",
       "dummy because they don't know how to work it. And that is me. I got a smartphone, but all I can do is do text \n",
       "messages on it. Hey, that's already pretty good. All right. So we've got our grandkids in a room. We tell them, \n",
       "don't be programmed by the culture. You got to figure out who you are. You got to get to know yourself. You want to\n",
       "spend time reading. Reading is very important. Give me some powerful books. One of the books I enjoy is by my \n",
       "mentor, Mike Williams. He saw this Les Brown before I saw him. I was a disc jockey at WVKO radio station in \n",
       "Columbus, Ohio. And he said, hey, Brownie.\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">----------------------------------------------------------------------------------------------------\n",
       "</pre>\n"
      ],
      "text/plain": [
       "----------------------------------------------------------------------------------------------------\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Response with chunk size: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">512</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Response with chunk size: \u001b[1;36m512\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Video ID: qoJMh9NPTR4\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Video ID: qoJMh9NPTR4\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Guest: Tom Bilyeu\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Guest: Tom Bilyeu\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Score: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.5347853</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Score: \u001b[1;36m0.5347853\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Content: Not only that, when I was growing up, commercials had to be high quality. Now you can film shit with your \n",
       "iPhone. Be like, what's up, girl? And you can sell product doing it. Michelle Phan, you guys know who that is? \n",
       "Built a multi-hundred-million-dollar empire by doing vlogging with her phone on YouTube. The world has changed, and\n",
       "thank God. It really puts the power in your hands. But you have to understand exactly what kind of company it's \n",
       "making room for. In a hyper-connected social world, everything is different. And the reason that Quest grew as fast\n",
       "as it did, besides us having Yemeni, who you guys will get to hear speak tomorrow, the reason that we grew as fast \n",
       "as we did was because we understood social media before anybody else. In <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2009</span>, when everyone was saying that \n",
       "Facebook is just a distraction, how's it ever going to be good for business, and we were preparing to launch our \n",
       "company, we realized that it was a megaphone. And it gave people the opportunity to comment on your company within \n",
       "minutes of an interaction with you to a global audience. And if we put value creation at the center of our company,\n",
       "then we had an opportunity to get you to say something powerful. And so we said, we'll never ask you to say \n",
       "anything in particular. If you love it, say you love it. If you hate it, say you hate it. But please just say \n",
       "something. And then our job is to make sure we do the really hard work of making sure that that product kicks ass, \n",
       "that it is actually delivering results, that for people that are trying to lose fat, that they're going to lose it,\n",
       "and they're going to be excited, that it's delicious. But understanding that generation millennials and generation \n",
       "Z, they want impact. They have an inherent distrust of companies. So right now, and let me tell you, because I've \n",
       "been through this, what's going to happen? First, you start as the undiscovered band. Most people that find you, \n",
       "they love you like no other. You can do no wrong. They'll follow you like in the van on tour. They'll stay at the \n",
       "same dirty, filthy motels that you stay at just to support your product. Then you start getting big.\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Content: Not only that, when I was growing up, commercials had to be high quality. Now you can film shit with your \n",
       "iPhone. Be like, what's up, girl? And you can sell product doing it. Michelle Phan, you guys know who that is? \n",
       "Built a multi-hundred-million-dollar empire by doing vlogging with her phone on YouTube. The world has changed, and\n",
       "thank God. It really puts the power in your hands. But you have to understand exactly what kind of company it's \n",
       "making room for. In a hyper-connected social world, everything is different. And the reason that Quest grew as fast\n",
       "as it did, besides us having Yemeni, who you guys will get to hear speak tomorrow, the reason that we grew as fast \n",
       "as we did was because we understood social media before anybody else. In \u001b[1;36m2009\u001b[0m, when everyone was saying that \n",
       "Facebook is just a distraction, how's it ever going to be good for business, and we were preparing to launch our \n",
       "company, we realized that it was a megaphone. And it gave people the opportunity to comment on your company within \n",
       "minutes of an interaction with you to a global audience. And if we put value creation at the center of our company,\n",
       "then we had an opportunity to get you to say something powerful. And so we said, we'll never ask you to say \n",
       "anything in particular. If you love it, say you love it. If you hate it, say you hate it. But please just say \n",
       "something. And then our job is to make sure we do the really hard work of making sure that that product kicks ass, \n",
       "that it is actually delivering results, that for people that are trying to lose fat, that they're going to lose it,\n",
       "and they're going to be excited, that it's delicious. But understanding that generation millennials and generation \n",
       "Z, they want impact. They have an inherent distrust of companies. So right now, and let me tell you, because I've \n",
       "been through this, what's going to happen? First, you start as the undiscovered band. Most people that find you, \n",
       "they love you like no other. You can do no wrong. They'll follow you like in the van on tour. They'll stay at the \n",
       "same dirty, filthy motels that you stay at just to support your product. Then you start getting big.\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">----------------------------------------------------------------------------------------------------\n",
       "</pre>\n"
      ],
      "text/plain": [
       "----------------------------------------------------------------------------------------------------\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "classes = ['Data_64', 'Baseline', 'Data_512', ]\n",
    "responses = []\n",
    "for cls, size in zip(classes, chunk_sizes):\n",
    "    response = client.vector_search(query, cls, limit=1, display_properties=['content', 'video_id', 'summary', 'guest'])\n",
    "    responses.append(response)\n",
    "    print(f'Response with chunk size: {size}')\n",
    "    print(f'Video ID: {response[0][\"video_id\"]}')\n",
    "    print(f'Guest: {response[0][\"guest\"]}')\n",
    "    print(f'Score: {response[0][\"distance\"]}')\n",
    "    print(f'Content: {response[0][\"content\"]}')\n",
    "    # print(f'Summary: {response[0][\"summary\"]}')\n",
    "    print('-'*100)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b00e288-3eb7-489d-b161-61c067a53de7",
   "metadata": {},
   "source": [
    "### LLM Prompt Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "e9067180-95c4-468d-801d-9eefe5401e4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "Your task is to synthesize and reason over a series of transcripts of an interview between Tom Bilyeu and his \n",
       "<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">guest</span><span style=\"font-weight: bold\">(</span>s<span style=\"font-weight: bold\">)</span>.\n",
       "After your synthesis, use the series of transcripts to answer the below question.  The series will be in the \n",
       "following format:\n",
       "\n",
       "```\n",
       "Show Summary: <span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">summary</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;</span>\n",
       "<span style=\"color: #000000; text-decoration-color: #000000\">Show Guest: &lt;guest&gt;</span>\n",
       "<span style=\"color: #000000; text-decoration-color: #000000\">Transcript: &lt;transcript</span><span style=\"font-weight: bold\">&gt;</span>\n",
       "```\n",
       "\n",
       "\n",
       "Start Series:\n",
       "```\n",
       "Show Summary: In this episode, the guest, Tom Bilyeu, discusses various topics related to entrepreneurship and \n",
       "personal growth. He emphasizes the importance of making decisions, even if they are not perfect, and learning from \n",
       "mistakes. Bilyeu also talks about finding passion through the process of gaining mastery and the need to close \n",
       "doors and focus on one path. He shares his belief that chasing fulfillment rather than money leads to success. \n",
       "Bilyeu advises individuals who are unsure of their passion or purpose to explore different interests and engage \n",
       "fully with them. He also discusses the importance of patience and momentum in achieving success. Bilyeu shares \n",
       "insights into his own journey as an entrepreneur and the challenges he faced while scaling his company. He \n",
       "highlights the significance of prioritizing relationships, particularly in a marriage where both partners are also \n",
       "business partners. Bilyeu emphasizes the need for open communication, trust, and empowering each other to make \n",
       "decisions. He also discusses the advantages and disadvantages of being a solopreneur versus having partners in \n",
       "business. Overall, Bilyeu's insights provide valuable advice for aspiring entrepreneurs and individuals seeking \n",
       "personal growth.\n",
       "Show Guest: Tom Bilyeu\n",
       "Transcript: Now part of the reason that we ended up being so successful is, while that's now en vogue, at the time,\n",
       "everyone thought we were crazy. We come out talking about authenticity, about passion, about community, that there \n",
       "wasn't social media as a phrase didn't exist. But using today's language, we're going to do all of this socially. \n",
       "All of our marketing is going to be social media. I'm going to use storytelling. I'm going to go back to stories. \n",
       "I'm going to tell people what it means to support this company, to buy this product. What does it say about them? \n",
       "Who are they? Who are we? And then we're going to step forward as people, as individuals. We want people to know \n",
       "who we are. And we're going to put employees first. So it's employees first, then customer. And when you do that, \n",
       "and you're building this tight ecosystem of people that you believe in that believe in you, it's just, man, it's \n",
       "really extraordinary. And now it's a movement, but we were early, just early enough using social media, just early \n",
       "enough that we just broke and it just went crazy. When you've got winners on your team, the last thing you want to \n",
       "do is let like any sort of pettiness get in the way. So we would actually have conversations about our emotions \n",
       "like, Hey, when you did that, it made me feel this way. Really? Yeah. Yeah. Yeah. All of you. Yeah. Yeah. The three\n",
       "of us. Did you guys have a code together? Like, did you guys have something like a code of honor? Yeah. Yeah. It \n",
       "was like, look, we're going to be die hard. We're going to do anything within our code of ethics to make this \n",
       "company successful. We're going to also support each other. We're going to look for ways to help each other shine. \n",
       "We're not going to like backstab. Like we were so cognizant that internecine battles are ultimately the thing that \n",
       "bring you down. We were very cognizant that pairing up is a problem. So if two of us are really close, because I \n",
       "mean, we were together for <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">14</span> years.\n",
       "```\n",
       "Question:\n",
       "\n",
       "What does Les Brown say about the power of marketing?\n",
       "\n",
       "Answer the question and provide reasoning if necessary to explain the answer.\n",
       "\n",
       "If the context does not provide enough information to answer the question, then \n",
       "\n",
       "state that you cannot answer the question with the provided context.\n",
       "\n",
       "\n",
       "Answer:\n",
       "\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n",
       "Your task is to synthesize and reason over a series of transcripts of an interview between Tom Bilyeu and his \n",
       "\u001b[1;35mguest\u001b[0m\u001b[1m(\u001b[0ms\u001b[1m)\u001b[0m.\n",
       "After your synthesis, use the series of transcripts to answer the below question.  The series will be in the \n",
       "following format:\n",
       "\n",
       "```\n",
       "Show Summary: \u001b[1m<\u001b[0m\u001b[1;95msummary\u001b[0m\u001b[39m>\u001b[0m\n",
       "\u001b[39mShow Guest: <guest>\u001b[0m\n",
       "\u001b[39mTranscript: <transcript\u001b[0m\u001b[1m>\u001b[0m\n",
       "```\n",
       "\n",
       "\n",
       "Start Series:\n",
       "```\n",
       "Show Summary: In this episode, the guest, Tom Bilyeu, discusses various topics related to entrepreneurship and \n",
       "personal growth. He emphasizes the importance of making decisions, even if they are not perfect, and learning from \n",
       "mistakes. Bilyeu also talks about finding passion through the process of gaining mastery and the need to close \n",
       "doors and focus on one path. He shares his belief that chasing fulfillment rather than money leads to success. \n",
       "Bilyeu advises individuals who are unsure of their passion or purpose to explore different interests and engage \n",
       "fully with them. He also discusses the importance of patience and momentum in achieving success. Bilyeu shares \n",
       "insights into his own journey as an entrepreneur and the challenges he faced while scaling his company. He \n",
       "highlights the significance of prioritizing relationships, particularly in a marriage where both partners are also \n",
       "business partners. Bilyeu emphasizes the need for open communication, trust, and empowering each other to make \n",
       "decisions. He also discusses the advantages and disadvantages of being a solopreneur versus having partners in \n",
       "business. Overall, Bilyeu's insights provide valuable advice for aspiring entrepreneurs and individuals seeking \n",
       "personal growth.\n",
       "Show Guest: Tom Bilyeu\n",
       "Transcript: Now part of the reason that we ended up being so successful is, while that's now en vogue, at the time,\n",
       "everyone thought we were crazy. We come out talking about authenticity, about passion, about community, that there \n",
       "wasn't social media as a phrase didn't exist. But using today's language, we're going to do all of this socially. \n",
       "All of our marketing is going to be social media. I'm going to use storytelling. I'm going to go back to stories. \n",
       "I'm going to tell people what it means to support this company, to buy this product. What does it say about them? \n",
       "Who are they? Who are we? And then we're going to step forward as people, as individuals. We want people to know \n",
       "who we are. And we're going to put employees first. So it's employees first, then customer. And when you do that, \n",
       "and you're building this tight ecosystem of people that you believe in that believe in you, it's just, man, it's \n",
       "really extraordinary. And now it's a movement, but we were early, just early enough using social media, just early \n",
       "enough that we just broke and it just went crazy. When you've got winners on your team, the last thing you want to \n",
       "do is let like any sort of pettiness get in the way. So we would actually have conversations about our emotions \n",
       "like, Hey, when you did that, it made me feel this way. Really? Yeah. Yeah. Yeah. All of you. Yeah. Yeah. The three\n",
       "of us. Did you guys have a code together? Like, did you guys have something like a code of honor? Yeah. Yeah. It \n",
       "was like, look, we're going to be die hard. We're going to do anything within our code of ethics to make this \n",
       "company successful. We're going to also support each other. We're going to look for ways to help each other shine. \n",
       "We're not going to like backstab. Like we were so cognizant that internecine battles are ultimately the thing that \n",
       "bring you down. We were very cognizant that pairing up is a problem. So if two of us are really close, because I \n",
       "mean, we were together for \u001b[1;36m14\u001b[0m years.\n",
       "```\n",
       "Question:\n",
       "\n",
       "What does Les Brown say about the power of marketing?\n",
       "\n",
       "Answer the question and provide reasoning if necessary to explain the answer.\n",
       "\n",
       "If the context does not provide enough information to answer the question, then \n",
       "\n",
       "state that you cannot answer the question with the provided context.\n",
       "\n",
       "\n",
       "Answer:\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(prompt)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b18b3f8b-a992-4608-a342-80404d6cd480",
   "metadata": {},
   "source": [
    "### LLM Call: using responses for each chunk size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "74ca9230-26fc-4a20-bdc0-5d593b623f26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">LLM response from chunk size: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">64</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "LLM response from chunk size: \u001b[1;36m64\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">I cannot answer the question with the provided context.\n",
       "</pre>\n"
      ],
      "text/plain": [
       "I cannot answer the question with the provided context.\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">----------------------------------------------------------------------------------------------------\n",
       "</pre>\n"
      ],
      "text/plain": [
       "----------------------------------------------------------------------------------------------------\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">LLM response from chunk size: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">256</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "LLM response from chunk size: \u001b[1;36m256\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Les Brown says that marketing has the power to make people want to buy a product, even if they don't fully \n",
       "understand how to use it. He uses the example of smartphones, where people are willing to sleep outside a store to \n",
       "buy a phone they've never touched or seen, solely because of the marketing. However, once they have the smartphone,\n",
       "they may not know how to fully utilize its features. Les Brown relates this to himself, saying that he has a \n",
       "smartphone but can only do text messages on it. This implies that he recognizes the power of marketing in creating \n",
       "desire for a product, but also acknowledges the need for understanding and knowledge to fully benefit from it.\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Les Brown says that marketing has the power to make people want to buy a product, even if they don't fully \n",
       "understand how to use it. He uses the example of smartphones, where people are willing to sleep outside a store to \n",
       "buy a phone they've never touched or seen, solely because of the marketing. However, once they have the smartphone,\n",
       "they may not know how to fully utilize its features. Les Brown relates this to himself, saying that he has a \n",
       "smartphone but can only do text messages on it. This implies that he recognizes the power of marketing in creating \n",
       "desire for a product, but also acknowledges the need for understanding and knowledge to fully benefit from it.\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">----------------------------------------------------------------------------------------------------\n",
       "</pre>\n"
      ],
      "text/plain": [
       "----------------------------------------------------------------------------------------------------\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">LLM response from chunk size: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">512</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "LLM response from chunk size: \u001b[1;36m512\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">The provided context does not mention Les Brown or his views on the power of marketing and smartphones. Therefore, \n",
       "we cannot answer the question with the provided context.\n",
       "</pre>\n"
      ],
      "text/plain": [
       "The provided context does not mention Les Brown or his views on the power of marketing and smartphones. Therefore, \n",
       "we cannot answer the question with the provided context.\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">----------------------------------------------------------------------------------------------------\n",
       "</pre>\n"
      ],
      "text/plain": [
       "----------------------------------------------------------------------------------------------------\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "llm = GPT_Turbo()\n",
    "for i, response in enumerate(responses):\n",
    "    prompt = generate_prompt_series(query, response)\n",
    "    llm_response = llm.get_chat_completion(prompt=prompt, system_message=question_answering_system, temperature=0.1)\n",
    "    print(f'LLM response from chunk size: {chunk_sizes[i]}')\n",
    "    print(llm_response)\n",
    "    print('-'*100)\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d6bd2aa-18e8-4613-a459-5ce7d9b9abe1",
   "metadata": {},
   "source": [
    "# ---------------------  BREAK -------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27d42092-cc29-43f5-acd5-09898ba8deec",
   "metadata": {},
   "source": [
    "#### Model Encoding"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07816e30-63f8-4038-ac63-0b328aa43f45",
   "metadata": {},
   "source": [
    "![sbert_docstring]( data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA2AAAAGOCAYAAADxQ2B/AAAEDmlDQ1BrQ0dDb2xvclNwYWNlR2VuZXJpY1JHQgAAOI2NVV1oHFUUPpu5syskzoPUpqaSDv41lLRsUtGE2uj+ZbNt3CyTbLRBkMns3Z1pJjPj/KRpKT4UQRDBqOCT4P9bwSchaqvtiy2itFCiBIMo+ND6R6HSFwnruTOzu5O4a73L3PnmnO9+595z7t4LkLgsW5beJQIsGq4t5dPis8fmxMQ6dMF90A190C0rjpUqlSYBG+PCv9rt7yDG3tf2t/f/Z+uuUEcBiN2F2Kw4yiLiZQD+FcWyXYAEQfvICddi+AnEO2ycIOISw7UAVxieD/Cyz5mRMohfRSwoqoz+xNuIB+cj9loEB3Pw2448NaitKSLLRck2q5pOI9O9g/t/tkXda8Tbg0+PszB9FN8DuPaXKnKW4YcQn1Xk3HSIry5ps8UQ/2W5aQnxIwBdu7yFcgrxPsRjVXu8HOh0qao30cArp9SZZxDfg3h1wTzKxu5E/LUxX5wKdX5SnAzmDx4A4OIqLbB69yMesE1pKojLjVdoNsfyiPi45hZmAn3uLWdpOtfQOaVmikEs7ovj8hFWpz7EV6mel0L9Xy23FMYlPYZenAx0yDB1/PX6dledmQjikjkXCxqMJS9WtfFCyH9XtSekEF+2dH+P4tzITduTygGfv58a5VCTH5PtXD7EFZiNyUDBhHnsFTBgE0SQIA9pfFtgo6cKGuhooeilaKH41eDs38Ip+f4At1Rq/sjr6NEwQqb/I/DQqsLvaFUjvAx+eWirddAJZnAj1DFJL0mSg/gcIpPkMBkhoyCSJ8lTZIxk0TpKDjXHliJzZPO50dR5ASNSnzeLvIvod0HG/mdkmOC0z8VKnzcQ2M/Yz2vKldduXjp9bleLu0ZWn7vWc+l0JGcaai10yNrUnXLP/8Jf59ewX+c3Wgz+B34Df+vbVrc16zTMVgp9um9bxEfzPU5kPqUtVWxhs6OiWTVW+gIfywB9uXi7CGcGW/zk98k/kmvJ95IfJn/j3uQ+4c5zn3Kfcd+AyF3gLnJfcl9xH3OfR2rUee80a+6vo7EK5mmXUdyfQlrYLTwoZIU9wsPCZEtP6BWGhAlhL3p2N6sTjRdduwbHsG9kq32sgBepc+xurLPW4T9URpYGJ3ym4+8zA05u44QjST8ZIoVtu3qE7fWmdn5LPdqvgcZz8Ww8BWJ8X3w0PhQ/wnCDGd+LvlHs8dRy6bLLDuKMaZ20tZrqisPJ5ONiCq8yKhYM5cCgKOu66Lsc0aYOtZdo5QCwezI4wm9J/v0X23mlZXOfBjj8Jzv3WrY5D+CsA9D7aMs2gGfjve8ArD6mePZSeCfEYt8CONWDw8FXTxrPqx/r9Vt4biXeANh8vV7/+/16ffMD1N8AuKD/A/8leAvFY9bLAAAAlmVYSWZNTQAqAAAACAAFARIAAwAAAAEAAQAAARoABQAAAAEAAABKARsABQAAAAEAAABSASgAAwAAAAEAAgAAh2kABAAAAAEAAABaAAAAAAAAAJAAAAABAAAAkAAAAAEAA5KGAAcAAAASAAAAhKACAAQAAAABAAADYKADAAQAAAABAAABjgAAAABBU0NJSQAAAFNjcmVlbnNob3QTF4LsAAAACXBIWXMAABYlAAAWJQFJUiTwAAAC2GlUWHRYTUw6Y29tLmFkb2JlLnhtcAAAAAAAPHg6eG1wbWV0YSB4bWxuczp4PSJhZG9iZTpuczptZXRhLyIgeDp4bXB0az0iWE1QIENvcmUgNi4wLjAiPgogICA8cmRmOlJERiB4bWxuczpyZGY9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkvMDIvMjItcmRmLXN5bnRheC1ucyMiPgogICAgICA8cmRmOkRlc2NyaXB0aW9uIHJkZjphYm91dD0iIgogICAgICAgICAgICB4bWxuczpleGlmPSJodHRwOi8vbnMuYWRvYmUuY29tL2V4aWYvMS4wLyIKICAgICAgICAgICAgeG1sbnM6dGlmZj0iaHR0cDovL25zLmFkb2JlLmNvbS90aWZmLzEuMC8iPgogICAgICAgICA8ZXhpZjpQaXhlbFhEaW1lbnNpb24+MTgwMDwvZXhpZjpQaXhlbFhEaW1lbnNpb24+CiAgICAgICAgIDxleGlmOlVzZXJDb21tZW50PlNjcmVlbnNob3Q8L2V4aWY6VXNlckNvbW1lbnQ+CiAgICAgICAgIDxleGlmOlBpeGVsWURpbWVuc2lvbj44MzA8L2V4aWY6UGl4ZWxZRGltZW5zaW9uPgogICAgICAgICA8dGlmZjpSZXNvbHV0aW9uVW5pdD4yPC90aWZmOlJlc29sdXRpb25Vbml0PgogICAgICAgICA8dGlmZjpZUmVzb2x1dGlvbj4xNDQ8L3RpZmY6WVJlc29sdXRpb24+CiAgICAgICAgIDx0aWZmOlhSZXNvbHV0aW9uPjE0NDwvdGlmZjpYUmVzb2x1dGlvbj4KICAgICAgICAgPHRpZmY6T3JpZW50YXRpb24+MTwvdGlmZjpPcmllbnRhdGlvbj4KICAgICAgPC9yZGY6RGVzY3JpcHRpb24+CiAgIDwvcmRmOlJERj4KPC94OnhtcG1ldGE+Cs/w4LYAAEAASURBVHgB7J0HnFXV8cdnC71LVVAWBEUFFbB3sfcae2+xG2uMRmNvMSaaxNj+dmPsvTdsqChi71JEBem9bbn/+c5787j7eLvsUlRwRt+7954zZ845v3uXz/m9mTO3aPDgwUnLli1l1VVXlaqqKikuLpaQQCAQCAQCgUAgEAgEAoFAIBAIBAKBxYOA86xvvvlGipMkWTxWw0ogEAgEAoFAIBAIBAKBQCAQCAQCgUCtCBTDxoqKimpVispAIBAIBAKBQCAQCAQCgUAgEAgEAoFFR6C4srJy0a2EhUAgEAgEAoFAIBAIBAKBQCAQCAQCgQUikPGALVCtBgXCF9WDJgsKY6yLTg1dRHEgEAgEAoFAIBAIBAKBQCAQCAQCywoCpTMqpP4hiEq42DlmoYsevugkzK/TCP1aEnswbv1UG3d6nHEeCAQCgUAgEAgEAoFAIBAIBAKBwBJEoPjT4dOkYYN6ZD6EaCnJmm/fGMSLjxOxJTjohTbNuCGDjDMkEAgEAoFAIBAIBAKBQCAQCAQCgZ8ZgdKqGbOUlNSRkBBKmPVmzf76a5k5+F2p+OknKV1heWm8+hrSpNeqUtSwYWYKWaJWNXOmjLn0Mmm8xhqy3AH7ZwhamgCpzQS7To6y7ZwkUWej03rTU+vzkShtY9kcs+TPyGHa65a1n1RUSMWECVLctKmUtGip9iq1G7Xuuughfq2nuf5TZYRd5jyA9J21nz+uJLW/Lr/O+snah7TWVO96cQwEAoFAIBAIBAKBQCAQCAQCgaUfgdIN1mors+fUIREHJCNLQiY/+ZSMP/QoKV6lu5SWlUnl2HEy4eUXpMsnn0gTJVpKW3LIFDVoIHOGvK+kp1muzE+M3KhNIx9e6OQMMuWkLFtXVFLiWtWInJGhNEFSLbONLf04WaqcOlVGn3a6tD7qSGk5YIDMZy/PBp1VG5v3zpg5Z4z546fcCVr+eFMYooZUs5+dc6YmvgOBQCAQCAQCgUAgEAgEAoFAYFlDoHTOXLxAC56Wk6W5o0bJxAsvkqbHHSXtTzzBiFXV7NkyfdCbUty8edYQxCdzCsnpcsdtUtyoUbYgW+FeHy2lfbESNYGwQFKQLBnCa1VUWmpFSXm51Rdhi0E7SctOADuU01eO2KDDR6Vy2jQp//hTO3JttumT9vqpdo0CgheLsWT7yJVxkiVYVbNmSXHjxhkbOn76zs7S5gYJNbKHjeyYzY5+0SdlVp+ds9fFMRAIBAKBQCAQCAQCgUAgEAgEli0ElNmYf6j2WUEasuRgzvDhUjX0K2l1803SoFMna1fSsoW02X33jI0swaicPl3GX/8fSZSclKpe4169pPnmm2UICJpKRqpUZ/Kjj8n0Z5+T0q4rSbNNN5W5I0ZIk7XXkuYbbCCEL0649TYLcSwqLpHpzz1HQ2m13z7SYvPNM6RI+5uuoZDTnnpKKn74QZLKKmnYs6e03ntPabzqqqYz+6uvZfJtt0lVRaWUdCuT6U8+LXM+/kQqfxwtLfbYTVpusw0jkon33GMkss1ee9k15Gj8jTdLgxU7S+tdd7Uyvqa+9LLM+ewzaaZjmPrCCzLnncHSoGcPaXPYYRaGic6M94fK1IcelnIlrMWtW0nrffeV5htvlBlz1hOGR27inXdJ5eTJ0kr7bLJaLx2/EuIsscNOSCAQCAQCgUAgEAgEAoFAIBAILDsI1C37hntudN4lLVqItG4iUx97TOYq4TGvk+MB+XKBs+ERU+/PxGN/L1M1bBHx/VJ4uibccaeMP/ggadi7t5R27CgTr/6bTDzuWLX7o+lWTp0mM555TsYrOZn27LPSeJ11NNxxrPy038HCHjSzpyRp8g03yNxPP5MmG24gTbfeSma/846MOekUmf3NN6ZTVFoiJWXdpKRDB0mU1BW1aC6lXboYGStu0tR0+Jr+4ksy49nnM14pvYYMTVPiNuOFF3M6nMz+8kuZdOofZOyfzpG5n3wqjTdYX+Z+8KHM+uxT05v26msyevtdpPy776T5TjuaB2/0JpsK5SbgqVI5ZapM+cc/Zcp5f5a5Y0ZbWc4DmLmK70AgEAgEAoFAIBAIBAKBQCAQWIYQKLXkFfWYEHu8Wp53tkz+wyky66lnpNGmm0gTJSDNlfw0VFJjokSsRElO++OPk6S8Qua8N0TJT/tMXTY2b86PPyrxuEha/fVq6XjG6VY3UXUmvPSCtaWA0ENrt/ue0lFJSsPOnaWZ9vW9ErZZ6sFqrJ4uwvc6XHzRvL61XYtNNpZRffrLdCU8jXv0kEYrrywdVLdC96qNevoZabH9dtJq222tT/uCOCopKllhBSnWPj18kAQdJerZKm7Xbp6unhW3bGU6TXfZWdofeYQUafhhxRFHaBhiI/PaTfz39dJ4nz2ly9//ZgRU9t1HftDkJJP+c4M0W6e/FDfL7IcjNLFB79WlqEHp/CGa1XqMi0AgEAgEAoFAIBAIBAKBQCAQWBYQyGyuqsNMLCyO/U1KJNodfbQ0XmstmfHaazJ36Acy4ZqrZeoOO0mna/+eIUXQkyypIdNgMmOGCPu3VIqKMk43QvNQa04oYVaa9usnk1bqriRmlpUUlRRLxbDh0mSXnYx8UdigfXspWbOvOooye8UYT0MlTlMHDpTZGhaYaFv2ihX36jHPO5fdx1VVPtfsQgpzwjhd5syZtwctW5bM0n1l2bG7mnnR2i4vrZSAQb4Ieyxtu5xVz/zgA6kk7LBlSxl3yy1CmGGxZlysHD1a5tx3r1QoVg2zBKy0TWtp9+dzJdF+jUyqhdzeNe8sjoFAIBAIBAKBQCAQCAQCgUAgsMwgULcQRJ+u7gMjLK+4aRNpucXmsryShy533i4dnnteyp95SiY//EhGExdSlthAdjIUx/1KGZVKTQdf1EU9Tuopc4F8FHdewfpIl1UjJdhVL5XbJwTyx3PPk7FbbinlutdL5s6VZMoUSeYqyVICh+S8fEqU7DpL3piLhURaKV86RiWIzslymRTN35VT0voqKe7aJZN4Q4sTJXZO6ionTRZR0lbcpo1UTZqi8YpzpUrn2rh3H2n1t2ukJEu+6IRkInjE2BtWqsTSxhKJOOYBHWeBQCAQCAQCgUAgEAgEAoHAMoZAnT1gNm9IQzpBhJIF9oS12nYbmXHe+TL33fcswyBlkB6jXHwp4XGiY0kmCC3UPV/JqB8tAYVjWqWepsrvvtfQQ81MmBXs4EWbJ2qQzIF4tVRmDh0q06+4TNo/9ri02XUXK6sYP0FG3veQ6mS9ZNk9V0bINNwvZ19tV8tuSL8VeOqylFFDBC3zYvbajPOVqYbZWZFlacwSp5LllHhp/4Q5ttxqQG7unsnRGmT7xfYc9ZaR7IOEJqXqNTObPl5Tjq9AIBAIBAKBQCAQCAQCgUAgEFhWECjOeYcWNCO8RkoMynXv1kzN8JdOFlE5caLM/fhjKVlpRSlu0sQsOVHD41PcqlW1fV0oNFx+eSlq1dL2aXnXM/V9YZU/jKi2H4oMgkWNNMW7i46hqF1b2x9GUeXkKUb0GpV1dQ3NQDhEqsbqC5ezafF9jjY2JZDlo743XUiRj5MCUuGXDxuuIYGZUMVZmmCj8qex6qXTxCMpKWrYQIqVaM3nmVOdRt26SYP+fWXak09mWigxc/JVMX58jrRRWaG4jf3LhTL66GNl1uefmz4ENSQQCAQCgUAgEAgEAoFAIBAIBJZNBOrsAXOP1tzvv5fR628lDQ/Zy7IS4g6a+dIrMvexR6Tta6/nyMaUZ56VmW8OsnDB8hcGyvQJE807xn6n5fRFyI26dpWWZ58hkzRDYsXoMbq3TMmPZjIsXb1PLpyPvVXljz0vDdbsMw999YaVv/yiVGr2RKRJnz5S0ncdGXvOn6X5brtK+ciRMuuRx3Qv2ESpGDPGdEimgZSoh6nReuvKpN8fI+U6D9EU+XiqWuhLmZEm/TVxxxWXy5hLLpVSTQgyU7MfVr73jlRsvKHV+xeEs/zFedkSLZxQyRxePvpofdKJMnabrWWk9tFs663NYTb98SekoRLUFf7xdws9xFai4ZJz7r5T2JFWpe8oM8l61TIX8R0IBAKBQCAQCAQCgUAgEAgEAssSAiWHHHLIBW10v9Jyyy2XCRusJfzNsgKqR6tk3bWkSlPEk3q9QkPoGioJanflldJiQyUqGa4jc775WsqVqBTrO8Ia77itpppf3QgK+54ar7a6kICiSe81pHTDjSxde8Pu3aWZ7iubq/u4Gm2wnjRZZRULPUy6riBNNOFHY81kiFhIYucu0rTv2paYw0jV+poGniQXb70tpd3KpPWxx0ijAUoSNfMh7fBUGYFU71fj1VeXYs2iaKGHWk6/7j1r1K27yCqrypxBbylpSqT1EYdJQyVQjXqtqu/36mX981WlYYql664nzZSw2QuYtYw+irKhhY3VZuOdd5YKTT4y5+137H1jDfv0lpZKEK2PLEbGzPRdZY233kaaqq0GbdtaH9U8a1YSX4FAIBAIBAKBQCAQCAQCgUAgsLQiYFxEedZE5UdFDz74YNK3b1/prqSBzILFSiRqlCzBsHo9J8MfRAYSlJO0Tq6wwEkBvRkagjhak1J0fPNNabHRRgskhKqQIVJqnn1UvNi5pHXr6p2ldKpX5F2l9CxzYdOmOW9enmbtlyk7KBpGeqyGUU0W8trWpBblgUAgEAgEAoFAIBAIBAKBQCCw9CDgPOsbfU9xaQMSTbDwr4ukvWMQL93bVU3qQyBggHfeJTNefVVaH36YEpVpMuGP50jj3x8rzdSjZsK+s3TSj2qd6QXjyfbJPqv5yBf66THnt09fp2zViSyl26bPU3Yorpetuo413V+cBwKBQCAQCAQCgUAgEAgEAoHAUoNAaUltBKemadRE2NIEogYdc79lvWyE9s145RWZcOHFmgGjRFocfoi0OfCATNILbW+heG6nkG3K+LhOofGm23l9vr7r1GbLdbDh7dNlbptjXe2guyBb6IQEAoFAIBAIBAKBQCAQCAQCgcAygUApe53qLTURj7ShGnQsIQakQ+ubraf7qDTksIqXHSsp8wyK7tVKm6t2nm87/7qacoGL2vRrq3NTi0sHe3Wx5f3GMRAIBAKBQCAQCAQCgUAgEAgElmoE6pwFcbHO0kkH3E89X8X+cmI6yZKzxdpfGKuGQEBcDY64CAQCgUAgEAgEAoFAIBAIBH42BGrJuPEzjCGXDVCZWDYUbyH8cTZQQhttL1vWzs8w+l+mC+a3iHNM899fZhLRayAQCAQCgUAgEAgEAoFAIPDbROCXJWCOuTMCvfZ3dtU1MYjr0c7aZm15uXexzByZXwqvhZnXlJmJzNZ3TcN/F5HLLUz30SYQCAQCgUAgEAgEAoFAIBD4zSLwqyBgRpaUVFSUl8v3+vLiqZrePrdXrLZbo+wBvZ9++kk++ugj+eKLL+Tbb7+VOfqyZ8qXFRLm8+A4Wt93Nnbs2BwqXpcrWMDJe99USevLKuSbMRlfY0XlAhpEdSAQCAQCgUAgEAgEAoFAIBAILDYE6k3AWPCTxz7ho+f2SZ2nR2Z6WR0/T9fjfqF9hb7DCxk3frz01xcSP/fcc3YNRfA+vL0fUaAOeVVT2a+lL2vefffdZZNNNjESR7nb5byugk3vw+eYbuvjqaaXHUe+ntnJYuM283W8j0L16NKPz2Pu3Lly8skny+WXX54zk9/exqd9psWHV65k65InKmVvfd/zGitl4j9L6v0EpC3HeSAQCAQCgUAgEAgEAoFAIBAI1AeBeiXhYHGPZ8m8U+letMzFdTimX+rsbdL1tKGcd5EhHNu0aVOtndvx9n40O9l09jvuuKNMnjxZnnrqKTnssMOkVN8JhriuXdThy8eWa5edl5fn28zpaUVah3Ok0PytQr9y+tk+3FauPKXj+DRs2FAaNW6cwwtbVdpXqdrw9pTpxTz7VpD5wvv12CeJvHZaqYUfzlXe27BeT0DKWJwGAoFAIBAIBAKBQCAQCAQCgUC9ESitTxZ6FvnTp083j8zMmTMt1K+srEzGq+cKAsQ5ZAFvDuSjsrJSfvjhB5k1a5Z0aN9e2iy3nBEFr2e0s2fPlmHDhkmnTp1Mv0WLFkYeqEPP31M2ZswYmTRpkhE0dBmLE53mzZujLsup/XINY6xGRqxmwV/pMY0bN04mTJggjKVz5865vrA7ZcoUmxt1w3XcUK0uXboI5MjH4/0zFkIGwaxt27bSsWNHGwheK3vHmV6Bz7Rp06y+vWLk84LS+jlhlY0aNbL5NW3SJNcPxpxsgg2hmE20fqWVVsq1VSt6jqbI00OrpKxTkfTplikI71cGl/gOBAKBQCAQCAQCgUAgEAgEfi4Eihs0bFBtQV+oY4iFk4uXX35Zfve738nRRx8teJ7+8Y9/yLnnniurrLKK/O9//7PmkC8IzPnnny+bb7657LDDDrLrbrvlQgudoHz33Xdy8imnyBprrCEHHnig3HzzzQKxc1IB+YK8XHPNNbKevjNsyy23tFDDO+64w8iZ24E8Iez9QnysdlGHLydfEKZbbrlFNt54Y9lss81k1VVXtb4hifQFobzxppvkj3/8o411m223lZVXXlmuvOoqG6fr0OXXX38tp556qgwYMEAOOOAA6d27tzz44IM2GsjXDJ3X1VdfbXPaeeedZfvtt5f7779/3ti1P+Z+5ZVXSs+ePS288oorrpCvvvpKmmnafg9LZEzYpZ8ttthCypQEg3tuH12WYZN4457PEtmte5G0blqk+KmHLkvM6gBRqAQCgUAgEAgEAoFAIBAIBAKBwOJA4NZbb02GDx+unCVJdDFvx/wvJSi5OiU/tjVr4MCByWWXXWbnumcrue6665Ju3bolSrysuZIUq9OwwETJSKJkxK7fHzLE6mfMmJEceeSRVvbuu+8m77zzTqIkxK6fffbZ3BAuvvhiK3vmmWcS9UwljzzyiF1jF2FsLk888YTVjRgxwoqUUHlVrUclM1av5MvaKxFKNNFF8uKLL9q1EkOr1z1YyWmnnWZlF110UfLll18m//nPf+ya8bmo1yvp169fogQueeWVV5JRo0Yl2PjXv/6Vw/Gf//yntbv33nsT9QDmsHzhhRfcTHLjjTeazqOPPppogpHklFNOseurrroqmTN7tuk9/PDDVoauesCSwYMHJ0pck0svvdTqHZ6xk6oSOXFucvkjmblyq70u12GcBAKBQCAQCAQCgUAgEAgEAoHAYkfAeRa8SFjUaxicdeIV+T2mCRgkZddddzWV559/3hb/XHzzzTd2ruGIRpSUHCbouqhHJllhhRWSv/zlL1b06aefmj7kwuXNN9+0MkgWoqF3dg3JYWwQJYiHet+SrbbaKnGC5STs8ccfN30nYBCmtFQqVytX/sGHc8RtjFPCpZ63RL1HVkY5djXhhdnUMErTh4Cpdyzxa/VSJep9StRLZ/V83XnnndYG0pQW9dDZpYYcJhommEAuXZjbdtttZ6SUMojs2muvnVxwwQWukkDsGjdunJx11llWhr31N9jA2kBofS633Xab9Y9+RqqSb0ZnCNitL+vkVbKcM1Md34FAIBAIBAKBQCAQCAQCgUAgsMQQcJ4FASvddNNNbR9WXb1pSkpsnxX6hPwpqbJQOV38mwnCB9nXhBDCh1DXtGlT2WmnnSxNPGWeSp3wOhf2WxFeR7Y/REmdHdUjJkrOZOLEibZXilT17MVSMial2f1fKHpIojXKu4aREHJXXOK1maP6gezkhx9/tP1m6omTI444wvpq1aqVhfKxx4v9VV27drW5rrbaaqJEiFhHC5dk3OzBcvnggw8sTFM9glbEHjj2cLFPDGGPGeGXa665pl2DI/WEWCr5tDLCD7Hzp7PPtmt9GqR169YW9kkdAoaTtd/PPvtMTjzxRLtmbxr3CGHfHPvldKBSyuQVhLmedj7CDw2j+AoEAoFAIBAIBAKBQCAQCAR+TgQ0gd7Cr8TZowUxgHSlM/4pw7M5uG3qIAWQFvXUWF2OsKkNF/RIpOHiOqSXZ28T19iGyEA0yAiIeD+MBfEj+6R8PxmzJA377HL2s4k0aajZF7XrbBNrBxHaZpttpH+/flKubemL9iT5IEEGwjV2TRQ7+mZcuTKtYB+bJwZBr1Tn6MQVouXz8gQjjh11tDUClR2YJ+ugH8fa+s5+fauJQPbaay8bN2Pgg13S1XfVZBwZKZIWQFWSyE+TMhiBB2cLf/czluM7EAgEAoFAIBAIBAKBQCAQCATqjkDp22+/Leuvv36dW0AEnDjQCNKAOAmCPLRs2dLKyIyIoE89L0ru1auXlZEVEJmY8hxBPnS/VM4+3jWkX9++sqa+56uQQEq8bx+Xj8m8VNpIIwmVIBYJadive6lKePnwuTsVy9rdeQlWhoLg7UJWX3112UI9UYXECZkTTNehXyd6lPXo0UN0v5eRKchig6zny3VItY/gCUM8zTyJO7qp1wxC1lBxxeOV9qwx1x/VU7f88stbO0goL6/u3r27bKEJOAqJz71Ro0Q2W75Ihmff4WwOsWBghSCLskAgEAgEAoFAIBAIBAKBQGCJIVC8aq9Vcx6ZuvQC2XGPDedOKrwtGQMJ1SOL4LXXXpsjGbpfTDTBhGVFRJewPjIn3qRZBQk5pN0DDzxgZghDRCBrZAc87vjjZcTw4TZOSNqQIUPk9ddfNx3G4B4v0q8jmvjCUt8TslhZqSnfVQcZp96f/w2ukgffrZLJ06woR/bKysrk2GOPlf322090f1qury8+/1yefvppU/Z5+5FCbPNx8kcZZGjEiBGie9dk+rRMuOBwHf9bgwbZWPGmEeaoe7lk5MiRNJG33npLrr/+etF9YHaNJ/DQQw+VCy+8MBfS+eSTT8obb7xh6eyr1DsHabzgggvkqKOOEog0njVP668JSSxEFOKJNGtUJPusVSy361a9HyYq89JihSYkEAgEAoFAIBAIBAKBQCAQCAR+RgSKIUvp8LkF9U0I4XAlFwghe+zTggC5DcqQv/71r0a4NEGFHHTQQZaK/owzzrAj9R06dJB///vfogkjZFsN+zvkkEOEFPcIJAvhnVbYgeT10L1ipL6HuKyzzjpGwkwp9QVhI207Ke01C6Gcfvrpmg5/vBIklCrMCyZEPOonU6Z7woqLdeyZkMlzzjlHNLmHpYzXDI1y+OGHy2rqEYP4IMyTd56558rLNNmF7UkzJf2ib1LKY2/rbba2/Vl4qV4ZONDIGnpnnnmmhTVuuOGGcthhh8lGG20kBx98sBFA6vGcHa/Es4WGP26wwQay//77W4p86tgD5ngfd9xxRhyxA4bHHHOMpcYHVyeeTlC3UQImsxIZ/GWGeel0QgKBQCAQCAQCgUAgEAgEAoFA4GdEoOjhRx5O1lpzLQtjI3ww7d1Jj4NFPAt6PDuExfXVsECSPJBMon///kaaPvnkE3tPFwk3EHTfe+89eycYoX3oUUcIn3uMSCCBZ6htu3ZWD8HBQ4SHzPuE8HwwdKgMUy8SpKybhunxXi0P5aMv14UAYpP3kOFJW0tDFzPjqZIxk4pk2I+6B0z1V+1SJO1aqfdMz+FnPnfCJkl+QTggY6Qv3lMGYaQPbHOkf4R2zJuwR5KOpF+y/LW+s+uDDz800sZ8IFLMzcdKOKGm4LewQryBEEu8Wj4W7JPQ5NVXXzXMIFnMj3FBNt0OpPhD7YcQT9riCWTMJAdBIFpOOM+9t0Iue0eJ5CWl0rZ5kYVjlkJKQwKBQCAQCAQCgUAgEAgEAoFAYIkg4Ot7nFdFfzzrj8lJJ59ki3WvqKlXX/BTnz7P169LXW06bp+je3Hy+7DrNLPQgpps1lw+j5hgrya9QnWFdL3Mj7QrJLXVe50fC7XPlen8jUA6u8pVzH/iUI2akMgNL1TKEVuUyMqdgoDNj1SUBAKBQCAQCAQCgUAgEAgEAosXAedZELDSTst3Mu9KXbqADEEMkPxzypw0eB3X7lHjPH1dSIeBUY740dtx7WXoIW7bLvSLeq8zK9k23i47dFdX/dxp7sTHMK9N9XEzHsTrOc8vow5PGJq5MWo7ffWYXVu9nqfx8Hm6fiGd3Nyy82IC7r3j6BkT820xRp/rim2L5NL9SrVvSsnQmDnGdyAQCAQCgUAgEAgEAoFAIBAILHkESgmb8/du1aW7NPFIn9M2zWeocxLhdU4QvJ98HScfXm/tUnac6BTDJpxRpJX1PGcDhpGnk3eZ1xL1eWP2vtLExseT35B2+cJcKTU72bHkxqbl6b6MDamNdD32qunodX49OoiVZwldpqRmXa9nyAUg8uo4BgKBQCAQCAQCgUAgEAgEAoHAEkCgtEpfRFyIQCxUX4WISIGyfNt16b8uOtXs1qHfavqpi3r3lWqbf2q2ahnLguqxV6fxaB/z08D80WSuNSu/6dYyrMINozQQCAQCgUAgEAgEAoFAIBAIBBYJgdKE1XjIbwqBbGb639Sc6zpZUvPjGUTASR2ZIUsAAf7ZyUYS6w8Mmpj0F8K5LuOoi84SgChMBgKBQCAQCAQCgcAyikBpnd0myygAMa3Fi0AudDPlXitUVp9e2fuGDc+cWZ+29dXNJwJLe5hmfbBHF6wJaa2T17W+4Gb1wdTI7S+8/7CmcaTveU06Czn1aBYIBAKBQCAQCAQCgYCUBgYLhwCLVQv5SxGNhbO0bLUqtHAvVFbXWYNzTXvf6mqjPnqffJfI9+PpU6Rr+yJZtTOJZwgDrbuV+pCeultdOM26Ym/Ps07SSa5f17tXBQsHYk39OpbDxybyNa+EUOU2zUXW67kQLrAF9LWgsXNPR+m9/lTvOfe7XUuRPl2LpYESQ8bFh/LR+gL3j0dm/t6bNRFZZ+ViaRj/ci4I3qgPBAKBQCAQCAQCgRoQiGVEDcDUVOwLU19g+nVN+r+lcrCYMnWqhpMVS4sWLXJT58XavL+sZcuWtsCvK2aux7vXhg8fbi/xhox5ea6DRTxhoc1iXA9y68BK+ftLGofYoUiu2QwCNi9jZF1JmD8bizisRW7Oy7qn6v1o3Lhx9l14hU36e/nG6AvFB731lr2MnPfRLZQoSM5VC90nwg71NXbyysdVcuRd+gL0dkVyQDeRu5WA0c7vxYL6dtu19VWTjXQf732byJ736jhmJrJjr2L577FF0qppkRCKikALP1LytT060/UJaVkk488pkrYt6k/MzWB8BQKBQCAQCAQCgcBvHoGF+Nn514kZCzJbvenwOLfrvKGmy9PnabVcedZG2g7nLK55EfU//vEPeUsXq1yzgPW+3VbOTl3GU6Avt8PRxqA69JE7TynUq6+MwYydlI30KV3VR2xM2mDWrFlyzNFHy4UXXmjNvfyJJ56Q9dZbT77//nsrN7z0LDcXn5fVzvvy9s8995zsvPPORuKo9XI/dzsc03VuKVfOxGrQcV3Rhfd+fYul4qoGctKOGfKFFwTylbOT6Xi+vrzvhx56SO68887cKxG8PNeHnrgtq/MxMb7FILwCARk5cqS0bdtWHnv0Ubuu0ue00FggashX+vLxvfbay17+zXU13bwx+rhdz3Vfeukluemmm+xe5f42UHLJMqYG/MujHsax55XKXcc10M4yCuCsHc/r289T2DAPbL/99tv2dzhx4kS79jF4VxwpS3+w7Z1BsvZYv1hm6r0+rF+xzJ6rr2VI/Yvor2gY0FtJ/5UN5JxNtFKbZ6eQOkn3GOeBQCAQCAQCgUAgEAjUjkBquVG74q+9lgWZrZJ1oJzbdWrQLMLS5elzU8su8HLlWRtux9ujy4L11FNPlW+//daaWtiW6qODuK63zdnM1puSfuXK8/ryerdndlRHG2TmxXlWauzLFbLHXF9cux099T7SQ0uZz7au+wGPCx4vxEdZXl4uvHTOiVdpacbxOt+8aJQaiIce7rvvvrbYbtiwIRoZDEw1dU+zczKbpjVvbrm5M7HU3LNq1Q4kXECtRD8swDN3NGMrZ4cWKTuOofcNYfzf//6XC530cusoOz+3ZXVui44Xg/iY/b1x4I94ebUutLBRo0ZW1K9fP3njjTdkxRVXtOtq484bo487f+7vv/++ETC/xx7SmL6vGLex0HdDXr9g3WW+wMf7osTPs9jQXzEuNJWvvvrK/g6dQFYbr2nQPPM348ecPeqz96KJPlZFOoZyvc63gYoTMdsfmPWMZc3HIRAIBAKBQCAQCAQCgXojoD/x17vNr7LBjz/+aB6pKVOmSOvWrWWttdaSlVde2QiGLdp0lQcxePfddy2crUP79rLRxhubLvUsvIYOHSrNmjUTwq8GDRoks2fPlk022cQWpNTj+froo49k3LhxwvvTIGB4wSZPniy9evWSbt26Gclg0Tljxgx57733rK927drJpptuana9rw8//NAWvsstt5wtenkX28Y6Hha/6CC+GBwzZowMGTJExo4dK506dZJ1111XsOkJEwjvY+HLgpQwv4022kg6duxoNrw/iBFzGq1hZoSkrbbaatKnTx8LCaxU1lGiWRHm6Dr9nW+q5PuJIuuuXCQ9O2UIAcPJrn/NZm1fDRo0EF98MwssOJHydl9++aXdi5VWWkk+/vhjw4g59e7d2zryMX+tHplRo0ZJmzZtpEOHDt7cjq7DPeKeDhs2TNrrPV1//fXN6+PYcI94Jrp27Wr3Dq/QOuusk+mrmsV5F5CwtHhf3CPuw1c6ft7zxvPFc9a8eXMj5dTxjE2fPt0wwBuE8EwxLrufCiT3gudo9dVXt/OXX3lFmjVtKhtuuKGAifVHw7qCjm5KnMb58+Pv3/NyV3WMeCa4J4yT54p76OJzx6v2vv59fPrpp1bVpUsX6bv22tJGn18IEGGieKJ4VnkGX3zxRXvO+FsAb545bGWeiKx1vfRQP0q8L87p54MPPhDI4/LLLy+QQ+4vc6Kv8ePHG6nnGX7ttdfs74L7A4ZNmuhGLRXmh5eMv6mmiu8LL7xg7zzsu3Zf6bNmnyy+iY4hG06obfJuvdnx5z//ubDK+AoEAoFAIBAIBAKBQKC+CDz51JOJeid07ZMk6qGw49LypQssG6ou1hIlXUnPHj2S3/3ud4kuwJItttgiGTd2bG4qStCsTvFJ9tlnH9ZZyVZbbZXogjyns99++yW60Es03C3ZdtttTUeJVqIkwHR0kZpsueWWyXbbbZd069Yt2WCDDZLdd9896bPmmsmjjz6as6Ohdrm+9t57b7PDeL777rucjnp1El28J7vuuquNg/HogjzXly5qTXfgwIHWXglIctBBB9n5cccdlyjBs3pdiCbHH3+8le+2226JEo2kc+fOiS5Sc32hQz8+dyVfdv7ppxmd6TPmmO6EqVXJdlfMTWTAnOTmFzP9U6EErVbx+8CYdtppp+TEE0/M6Gfvzz333GP9KaGy8uuuvdauNdwt2XHHHRPmxtiUzFq927v++usTJS5W17Nnz2TatGlWr4tyOyrxzc19jz32MD1d7CfcJ5drrrnGynfZZZdkhx12SJZfYYX5+soOU9/IkCSn3Fqe7Pv3jH1slJdncFCSm1x88cXWlueD+86YH3vsMetKF//J6aefnijRTpQUJErIDQvu+8knn6z8ZR6IX3zxhbU9/oQTEsa7yiqr2PVJipsSSrPn998u6vmlIXrWArwZo4ZD2nWlPlPpcTiOzzzzjD3XSoBNn/Ehad1///vfVgeG3DPs/vWvfzU9xnz11Vfb87zZZpvZ3wb4bL755snvf//7hOfP7VVk/4m54+WKRE6bm0zKPMb6b888fDSE0+wPGDAg8b+fCy64wGzw9X//939J//79E/3BIikrK7O/R+7J9ttvn+iPFDk9xrWC3u9DDz3UdJSEJfqDR8I8+fcgI+X2fB92Q3my2WVzkxkZ+JPsbVcM+Hcxo3nuveWJnDk34e8EmTfiTH18BwKBQCAQCAQCgUAgUBMCzrNsffbU008l33y9dBIwn+Bf/vIXW/SxSEYgAuphSNTzYdcsZs844wxbFEOOEOrUu5WceeaZOeLJApqF5fPPPWc66qWy6//+97927QtWCBkLv7vvvtvKWXx7HQV/+MMfkjWVlDlxU4+H9cUYfFHLopy+nn32WbOhv/bbtS+WKYSwoXPUUUcl6n0zPco0xC1RL4tdX3LJJabjhIube9hhhyUQEh/Tgw8+OJ8O+urJMxuz52RIxkRdWO5zjRKwPeYkt78yj4yn1samn//lc8onYF7uBMyJvl+zqEeYG4SFe+FCW7+ft912my3udY+ZV9sR/MEHkooMHz480TBFI4DcE+TWW281nX/+8592TV9rrLGG3SMr0C8W2QiHmgiY3x+wdIHopUm1kybu//7775/M1eeRefgfnOMxYsQIGxPEi/tPPc/l0PffzxEwb+N91edYVwLmNh1X9ZDauJwo+3ghNeD8HyXELjzbaaLmun//+9+N6DpZ9vvg7eYjYJnHWDHI3AR/Fv74xz96EyNLn3/+ee5vx59r/lYg5n4PvNzHAgGDmDF23ZeWzNR/FyDt7737nj5zE7P2K4OA5ZCOk0AgEAgEAoFAIBBYUgj42o51VjGhcA0bZfbW6EJlqRRCpnTxLbogFF34WbgRoUmEQiG6QBP9hV7Uw2WhgYQNEnalv9CL/oqfSzpAWJN60GSbbbe1dkqiLATxhx9+sGsP6SKsSm9OLrTOQ+5Q0sW1KMEQJUAWikYIFO3Vc2ZjIHwRIQxNvQSi3jS7JiRQvW7W3gr06y0NGUTOOeccC5XUBaaFU6FHuBi27rvvPjn22GNNj74IQyTc7ZFHHjFMqPCQMsLx6Jd50J+HMTYg77YK+3F21AQUf9izWHp1tiL7yg9dm1dT+1l+OzBDuEcICR8QQkb33HNPCzfURbOV8eV7vsCXMMK06CJbXtHQvYMPPtjuI3VKiuWGG24QJWZ2fynz/Wjce4S+uDfDNGRRyYGV6fo8e6z54PeY+0uoXYXeCyVQuZBR5ub7ncCXsMvS0gaGdX4IJmNH2EfI/adevZaydt++FpbqzxYhb4ToZdVrHlxda3RchcTn5nvB/D65rs9rmP6N/fTTTxaaSwgiYbg+F//bYC6cu01v67bmO+YNibYkDlGCJ4QVc/8IQSTElzrHBjtu2/vyo/eBacbLM3K0JodpomGIhBf3X6e/PgdtRMmgamiCDW+wiEceb+4Xn+yjvogWo3kgEAgEAoFAIBAILIsIlM6eNdsWNkvj5FiMsSiDyJBpj/04W2+9te05YUHPviJkwoQJwl6r559/Xt58803bV8LijX0hLMz1p3XTY0HeVfcKKUO1xR17q5rqfhJfxJuSfnkWNvQQ9XzkMGTBB/EjEQNED9KEOMlgvIiTKRawLFq5ZjxkEnQZqcRRQ61s0ehl9DlHSUpTJWAQGRbN7IEhyQV4YIe5ajiiLZRpx76YI488UjQMz+xB0DRU0Agfi1b1/einWJpqLoZDtyiRQ72z7DE75LzSwpe+SKaWhS2zzV/QgzN769LEhHGAs2NKe78P4JvWpU69bbYnDnwQbELYWLyzJ48P+6loy/ydKKCLXv49pbygZCffo0cPUe+OkaYbb7zR9tlpCKvhzP1mjj5ezumvvKLc+vJ77PZ9jhrGakU8Z0YetF2J4mAYag0vKzYAveEiHhmXP39pUzzPOgDDKl3u5zxP6oWUww8/3BJsaBiibL7ZZkaaO+heQzDm7wnbzJUPZQhzzb93bteOeewHgqTeL9GQWVHPs5F09jRqKGJuf5zjyZE5pftyUma2dTw8J/y7gPC3wVhoU5odr1Uspi8eFZK3uGg3iolfxTEQCAQCgUAgEAgEAoEMAqWbbrapQMKWRvHFvoaUydNPPy1480iEcPaf/iT333+/bbrv3r27LQjxWmiImy2YOWchxocFGwkCXLDpiziOldlFHvW+eCWpAW39F3cWdC54m/A0acibeTcgArTzviBZaaEc4eiLV6/HPiTL+9U9PNJACWHjbJIB6kn0cfPNN8shhxxi5M0XvNR54gOSF2i4nxxzzDGG0V133SW6v0pefvll88xp+JfOhYWpLlJ13axTZj2ey/7m41nQkXFCbhwXxsI5OIKZ4wpefPza7Tox4dp1vI5FNvW++Pa2vvh2jFzf67FDG7/2emxRV0jSa2beaUZ7iK6GFhrBJ3EICTbAXEMcjZjQv7fjnOeAPgv14WWeLAK9/PFhC08K90LN1ftepOfF+BHHwrHyZ0+D/3L1nLg+R3TQP+ywwyxJjM1dE2wcd/zxMlY9sOeff77dY3QNA9UFK5+Pz9U6KPDF3BDaosuRHwrwaNPXIP3BREOD7RovNrb9ntNuvr7y7imkC28xwph8zlaQvf0MITsMK87/yo0xvyLvmq4r+E2G+6V/1t4uTy0uA4FAIBAIBAKBQOA3jkDpl198KT179FxqYWDBxuKPX+kJ8+Oj+z4sxE73jQgEjBAmwu0IRUQfL0lafJHIgtjD3ryeDHcewqcrRCvGBqFyvhBMtyHjGmOBhLHY47yQ0BeLx7RAztJkEGJJSKGHFTrx8oUxc8IDRF+MIT2OtF3IBn3xLi4+BxxwgIV0DXpzkOGF9wt/1Qzl4be9WClvDRM5akCxDOiTIYdMuy6LSfpgvoSPIU7ECO1srotgJxyU86Lm9KKXsTN/sEXAzhfL6DJXX0hTjy5eKcIQ3ftFOdnzKEcfYdHtoahWoF/0xX31vrzcjto9kWncaXUM2rwZBxhii0yNfHSPl5XpHi4LcWNOEBkQQ49QT45Ifj/FOsf0/Py5Qjf7iFm/z7xbKXcOqpLNVy2WI7YpkSa8LquO9yLdr8/f7wd1Jllj/sy5Xqts6K6P35833W8lfPAur6Ahk7fccotowhW75+DDnOgDj7O39WfSyZV37UdNdqGnmXsOTt5XWVmZ8IGM9dRQzyPVg/sn/WFFk2rkCCJ9kdXS5+XHHIhqmQyahcq9f47lSposGlHPGU1adEh6n7mn83TS9enzr0YncuWjldJO+d7x25dIWcciI2Sexj6tG+eBQCAQCAQCgUAg8NtFoJR9FqUlmfcyLY0wsGDTrGhGXNbWtNgs+DQjoU2FBRzCfpXLL7/c9oFAEkj3zoKQxTsLxd+rZ6hUPRYj9Ff3NClCB/LDohPxxRnhhITQXXXVVRaySB19dOvWzVJlX3bZZbYvi7EQPsXilNBHCJtmLLQFISSFX+ddsD1C9xel061DlliAanY3eeCBB4xYkCqfVN8HHnigEYuzzjpLeE8WC030GDNpuiEi7B2DqODpwjs4YMAAIz54CXkp8mqrr2bdVyiGmjxe09Ancv07iXxxZ5VssEqRErDM6OYtkX20hY8swDVDni3Q8bARogcJPumkk4RxOiki/A/vhntesKbJF8zLwf1E2PPFPCBdgwcPtjT7hFpChrHDPdlJ+yIskA+hpOgxZ818mEvDTwgamLldbOOVZFxglS+63jaiw5F3Q1XgHdQXQIEnXlbNfGn3mj2Et99+u3CvfYHv9tg7iLfm3nvvNRLBM9VX93e5VOjzwHggjkj+KNj7RSjbN6NFHngqkSlKUg4ekBmX26jt6PfLfyAg/TrEGG8q+IE/RIZQVJ7N9/V5aKReYNL5I6+9/rql2Odvg78pnjfIFq9SoB34EfLL/eVvIS2QX94lxsuYCQHGBoTVvbE5skUjJTUtm4E0GKj3S//DO32TenTXzr5Ggh86NNOkhcw6QbQG+sWPK6T8Z2yEHjNfcHaijx7PBGQZycfZb38j/eevsZJbu+emOe/L7kWGR5tOQaWs+rhpidz2ij6/+pvLfhsVGwGzxznbfp7VOAsEAoFAIBAIBAKB3zICpSyS2IOytAqLfrwNLPB5VxALMhaImspa8CCxv4vwN03hbovN//znP5YkgwXhqwMHyvV6DflC1tLFJu/ZcuEXeRad+S+mZYHHr/F/+9vfRFOTW/8s/CFgCJv+aUvYn2ZqM1IH4bDFOj+lq5AkhP0uLnhFuBfsQUNYoLO4ve6662wxj6cB+3hcWNy714KEEuyVgYRAPFlgO0Fzzx2LbMIvt9hiC7PLfjHGDmFDeAcYQi6OfVYrkvsP0XdcdciUUT7vjKv5hblCPjiyP4gxYx+sGQvJJjTrY46osIhnwexeEiyyXwvC6cIPA+DlHpQ9dZ7XXnut3VsIJwRsM02icscddxgRZpGO50UzYoqmHXczRhgYk5MkKrifJGBhvPlCiWblN2+gzkoTk2Q00IV0kGCF9p988omccMIJub6Yv88HEnrRRRdZQhDK2IMEMfD+IGSarj3n0fNyeoIUKN+TCl3Haz5KkTKRTfXTNDsOLVmguD36IdEJyWnYVwXhg6hDyM8991wjYJCxW3V/F15Unjf2U0L2+TuCOEHAmMPrSsoefvhhI78kMOGHBWzy98fz5XOnnGdRs0VaghjmfcEFF+SeVx88UxP1LP00MZF2miunEX+CCj52PlOyS2hnD33PGh4uiNYll1xiXktw9ueasd2uJJiQWsg5zwo/xjgBAwf2jhGCizgudqFfPPZ4OSfPyNxvu7aBuUZGZ47yZAjidN+e6Tp6TNSG/m9ikdzLF8k2K+iezxaZ0gKP2DzjcRYIBAKBQCAQCAQCv0kEil548YWkbKUy6dGzhy3OWVAtbcICkIyALNoRFvPubWHBxsfnRTgc3ieuPVzQ5wtxgwi1zBIj2lHGotB/fafMF3IQ1+nTputenUpbTOOtSS9GIQSEPbKPqLN6yNKhj9jFjpMw7E6h/2xfXCPocM5CdJyOvb16f7rq/CCV6b6whw7EDYLjL2LGBu2px+tFkg/q8dgh6Ds2eipTdDE6V/eBtWhaZEk5TKmOX/Tj2JD5kYQkzK+srMww9L5Y3EMGWPB739OUROMZQp8yPB8Qa4Rr7NKeTxMlz36PqIfk4ZHCXrdu3SjKzcv7wq6TBDxBeB8hIxl8wZlFtsjpd1bI319TD2C3Ijl83WI5ZtsStaX1+mcxQ8fNvMCSe1mm83Ji53NPH9HDK0O/6VBU+sbD10LDIPE8eRvGXa7YN1CPzNgpiRx5c4U8+Vkig/9UKuv2zPxd8lgw1roI/XjWS78vtANDSAzPNM8Q3kd/lhxnxuTjpoznhr8v/n7AmR8K3Kvltn0eHJkf95hkF61U37HX7vRcQ11frpQj7q6UfmVFsvFKRXLtoSQfycyKvyvuJy8e5wXVZXpPPfzU+/BniRbM0X9EAmfvC91J6lFrqESUkFOXNIbPDa2SMx+rlI81OekOKxfJvcfqePXZr9BxMhzG+uqnVXL+45Xy2lgt0O2i488plbZKsLCD+Lj//VSlnHhPpVz+uxI5ew/2/1Wvz1zFdyAQCAQCgUAgEAj8FhHwtQuOkKKbbr4p2XbrbaSrLia9YlkBJT0fMr1BbmoSX9jVVG+rqexKC12uIUFpcRu+mE3X1efc7dAHSUB8QZm24TrpOabrc+eM1VeIucLMSbptLWp5rWq/TNtMa3q5jztXpx2zTvVFPOXz6eSU552gw8cJ3LyaeeSrkJ1CZem2H49M5LtxiYZjinRXZ+ja3TQJB/3UAUO343P16/Qxv//8axb+7Bl64/Mq2fT8Cjlxx2K57nAlJ2qEcLisszJtsuB5vt1CSnXRKdTOywrNs1AZ+t6XQmmP4/CfEvnyh0Rmq3eppe6Z8v2Gbjv/SHsk/ZwsqK+0De+fMnvespVf676tD4dXSbNGRdJOHdJrlRVLQyXAYI0if+Ij9XkY8m0iTdVL16yJyHqrFAthi4jPZ9rsRLpdXCET9A0L355bKt11/5eT6YxmfAcCgUAgEAgEAoHAbxkBX7cYATvttNMS/dh7iLxiaQMHwmMLLB14ZpmWCWVKL9aYE/PjkxMW1krKfBGPt8J+9dbN/S5Wpovv+UiQtoUcuT1spHXm60sNopPuiz7cg8J5TX3l5qfj8IVkui/K0EmLJXrIEk7GQj14MD8wSo/F27GYJPMeR8Lg8vilqy3w6HOnv0Lj9fkwB79HXobHhBW6j9k783Fzncba+8rpads0Nm63YF+p++zt849goSZtHthCappXum2VAlmlnlGwRj99n8HEPWP+PHhb7w9yMujLKhnQu1i6psJBXa8uR3su9JlmDC6Oo48pX8fr0a+mU5+5Z/8u0vceWy4+R7/OP4INQhtsIOn7ZwXZL7//rgfO6b54Xxs/lKSfCW9f0zjS5elzb1foOFOjuB8bXCmd2xTJZnrPbNg65XmzLtQqygKBQCAQCAQCgUDgt4IAaxbWfUbA7rr7rmTjjTa20C2v+K0AEfMMBPIRYOFsi2cqdPVcV49Tvp3FeV1XErA4+1zStqrhrJ0tLNlf1HFWG0cN97uaTh3Huizes0XFOtoHAoFAIBAIBAK/ZQScZ0HAStu3az+f9+S3DE7M/beNgDlqfkWei2V1If9rwZlx8DFPZQ2Pfl10ck0h8Hph88sVxkkgEAgEAoFAIBAIBALzECidWz63WsjOvKql58zDj9KhR7/k6H+p8fxS/S4K1r/GMet6fJGEBThSm50F6Vi9fi3LC/na8Mkg+PN912UsC9KBLCPL8j3LzDC+A4FAIBAIBAKBQGBRECj9tZCWRZnE4p4DLkJsLqzdhW23KBgsrW1Z1DoZWdg5cL+Q/P1UC2tvYduxJ5C5sP+OeTEqEniUpuLruPakHuhUZlftZMpMiy327StdGue/ZgSCeP2a706MLRAIBAKBQCAQ+PUgMC/bxK9nTPUeCV6UxUl6FnUhv7jHU1dAFicGde1zkfWyZGVR7Czq/VqUvr0t97wQiYKMOeFycpbOqFiSXbX/Us+Mjz+OgUAgEAgEAoFAIBAIBAI/DwJLLwHDc6CLV941xEuGeYkxL1sm3TxZz2oiIyx0kZrq8abw/iZe5sqn1oWx2sIatnxjHccrrrjC3jvEy4cRsucVysJmlXX8qmnclPOBhPzzn/8U3nF1luLBy6VrHXst/dalHTBmuUMtlgpXpcd87733ytChQ+W8886TFi1a1Djm2sbk77qivcmiDK7wkGst9WdgtL4n7FN979TH+l6t2ZpPvou+F27j5TtJ9+x75XBoTdZ3XH2m74f7QD9TNENf12bNZZMVlpeVsmM3W7X2FpWBQCAQCAQCgUAgEAgEAkszAtXjnpaimbBQRSA8zzzzjIwYMcKunRVQnhau+UCW+LCgT+t4inFenrzrrrvKSy+9ZM2dLKRt5dqmbHl7NSwfffSRfPLJJ7nkJk7QaFdfYYy083H7ddqO2/3222/l3XffrTYv09P26BT6pO1gmw99IYX6cv2sil/W+4hthJf7vqhY89LgtPhYfQx2z7JYoOd4k7L84osvlmuvvTbXnFDAn0u4o47/LV9+JXsP/UBeGTde3tcXEV83bJgc+fY78nr2BeGM6WHNfLPxm4PkpbHj5N1Jk+UqvT72rXdkiL60GnFbdhFfgUAgEAgEAoFAIBAIBALLHAJLrwcseytYmHfo0ME8ThQ5UXESwYKW8/wwNdejDTpez/HNN9/MEQIvRw9xe26fMs4bqMcJYUHeTD0feGPSXi+34+1NuZYv1/N2rurXXk/f3s9VV11lxKRho0ambmPUuekAa00IgTL23HZNfXn5oh4Zl78X65RTTpHjjz9eGjdubGZtzHqWf6TSX3ztc6cMO5A4J2SUOR46KZs7ZTUJKgsSHW6Nkq7avktn2bOsq3TVe9+guES+mTxJThnyvtw3bLhsusIKZqO9elUf7tdXtl1pJSH88KPxE+T499+X/347THott5w00+eoQglket9YjZ1HRSAQCAQCgUAgEAgEAoHAUodA6YKX5r/uObEYb9iwoUxRj8N///tfue6662SdddaRI488Uvr27Zsb/Oeffy4PPPCADB482MIW+/fvL4ceeqj06tXLFvtfffWV3HDDDWanrKxM7r77btMdN26cHHjggbLlllvaIp/F/RwNI3v88cflySeflOHDh1s/Bx98sPXLePhznQArAABAAElEQVQgL774oo0JggDR2GGHHayvNIHIDTB1kq4fMmSI3HLLLcL4mzZtajYOOOAAadu2bY4MMlbC+Nq1ayerrLKK7LbbbkZM8B5Bqt566y2bW/v27W3ukB3KN9poI/P2ud4w9djcdddd8sYbb5ito48+WgYMGGBjrqxij1ORzNAXzl7zVKUM/j6R0wcUyxb60lkcTmpugZKeF9iBD+S5a9eusvvuuxtxhUiB8auvvirvvfeebLXVVnLzzTfL119/LXvttZeAMzhM1FA/ykeOHCnfffedHc8991wZM2aMbL755nKgYlSi5MznVmhw3KbayFWhNoXKIIvc8XU7dqxWvYbej9WbN5dJ+rwQkti4tER26tbNknS44nqdOsoOei8/mTrVXuzt5XEMBAKBQCAQCAQCgUAgEFg2ESiuSn6+cK0lBWEr3WNzwQUXyMMPPyynnXaaLcb79etnoYAsjglTY8H/4IMPyr777ivHHXecEK632mqryYcffmjDYr/X6quvboSMcLhOnTpZfZ8+fQT7CMSAuj/96U+yzz77WP3pp58uP2n42J133mk69AfRueaaa+TGG2+ULbbYQrp06SI77rijfPDBBzkdO1nA15dffmmkbvbs2fLHP/5RdtllFwu3hHQgTvSa6yK/TEnj7bffLuypSnuD0GvZsqWstdZa0rNnTwEX9K+88src3CFjhEyuvPLKRnzwSIEN5OeRRx7BRJY0JDJTIwWf+6xKnnytSsZOyBDNzLep1fkLEtijRw8jYZDmOTpHxOcE4TrjjDPkpJNOEu7BhhtuKMcee6yRaPS4F4yXewYh4x5BPplnR4iQ3ofaxMnXN2MSueCBSrnykUq5nM/DlXKFHrk+73+V8sTgeX8fWV5d0Cy9gQMJN2bp8zZHieSr338vH+mevJWaNTXyRUMScKDnYZIz9Xn6ftYsaadey/wkHuiHBAKBQCAQCAQCgUAgEAgsWwiUzpk9xzwcS+u0IDwzZ840LxSEB88QpAfvzv333y9rrrmmze+oo46yZB0+z+22204+UPL13HPP2aJ9xRVXFHQsicVZZxlh2mmnnVw952165ZVX5O9//7sRoe23397qIUZ4uRDIDB4yCMHVV19t3h36+r//+z955513ZO211za9tDfICrJf6XInhyT1MFKhOpAQCCVCX+jjPUIgguyFAxPEFvtav8Yaa9jHCvXr/PPPt+tDDjnEikhk8q9//Ut23nlneeihh8yjuMceexhxQ3eTTTYxUgnFIGyuCRGOTZTj1MHr5X1y9HEx5q233to+pUqk7lfPpIcXuj6kCrn00ktls802s3ni6cJrhucSUvm73/3OdMAJTxrlaaEfMCokkCBQmjJL5LYPK2XFRkrUtdDLS7XZO1MTubBBsey8niZ1UV2vK2SPdPJgM0bJ1BnqZZ2omI4pr5B1NBzxpN69rUkuGyK62XE9p3O6XZN2PKbPKeGHOlGzU6iPKAsEAoFAIBAIBAKBQCAQWPoRKGUhS5jW0iwQMBb0HpbHYpwwvUGDBsksXRDj3YIQEX5IOB4eJfYOTdSEG5CPtEzXTHYI7RDIDot4X8i/r/t1IDSQAgSy1Ui9F3i5EBb9hEMStrhitoy+B2go34wZM0ynrl9u80olYITflWn4WufOnW2/Gf04ofGwPcZi91LrECMMSgooQ5cPRIukFYQ2EvqHEGb58ccfG36EO5KIhDHjhcIzRj1ePUmKpJUSr2v2LZEpu4h07+hEz8zU6wtcuQezfcx5rbkv7KXDY4cwdsjrY489Vk0TjyTzT99Ht+34VGuQvdBoSriO9O9WJCMvaVhIZb4y2tQkXtVc57SXkvmxs2bLF/ocfKH3/N2fxsou3btlSJx26mno3x49Ro759DO5TPeDba97xxAjcinSaLdSjbv9mvqP8kAgEAgEAoFAIBAIBAKBpQOBwu6BpWPsuVFCRlq3bm3Xvuhm8T5q1KhcON5f//pXWX/99Y2AsVhn4Q7RcH035kTLy/3o9aSoJ9TNk0ZAIugfey7YYF8aHg/EbeaHBrp++kh/2ENIrX/PPffIQN0PtcmmmxrJu0BDLSdr9jz0aiLO3q/bpX/0X3jhBQvpIxQTYuOkhTTu7J0iNBECyjjZY7WSEgO8eG3atDFTjKpEn5g+KxXLJr2KZYU2vOMKcuQ9LdyR+fqc00f69eQmbhmSyfj8vvjc/Bq99Lm3K3Rk3LOUf/8wPpHRGk6Z/6F8gnrB6iLubWyh931PDY08tvcactn668la6gG7+IsvZNS06TYu/6nj4/Hj5Qglwftp4o2j11hdGqonkOQb7hnzXhnjIsJbl+GHTiAQCAQCgUAgEAgEAoHAz4TAUp8FEZxYhEOM0oK3iaQUkArC8s4++2xLMMG7wlwIZ8v3SjkB8IU/e43SgmeIvVmQFydhLPhdn/ZOAPxIe87T12mb+efoYQebePL23ntvGT16tIXfESZJ4pD99tvP5o2ej9HJCKQQcTscSTKy7bbbGqHCm4Z4O+aEl4v0+9gtJD6vSmUQPypZma3Epb1ujWvdPLOnqT4kgfF434yZT/q6UP+U0Q7dfIGI8t4zl0I6XudHiCMerfdHVMkmV2tIZ1O9cHaEEt1M0kQjWxXLVYeU2iWO4gLdu8lq9xcS3FTvw7aa/fBmTTn/oxLbFVs0t/DCYeoZO02zI26uuJ/fv5+00/1w4EvmQ4gXWPKZOE29qeo0baohn+1b69wpDAkEAoFAIBAIBAKBQCAQWKoRmH81uxROB28XZGrs2LE2evZC3aMZET1MkJBAhNBEl1cHDrR3fTXXtmnxvUc//PBDujh3TmbFzz77TAZqewTiQMgbHiS/ZjGdTwLyr025li/IBqSSPWl40wgXhIyVlZXl9pvRHD0X+vCPl1GPp++YY46Ro448ypKUeJ2THvaXkZyEd2nh+XLB2wTxq1DvnvfDnqkjb6uQVc4qlxeHZhgLxKS+4vZ8vI6PH6l3Ium2KfN2XoY++Hyr79NyD2O+juumj47aGp2L5L0zSmXoiSXy/snzPly/e06pHLd1iZEv2qagzplyTxWEa6R6EqdnQ1rxiE3R82d//EG6NyiV5bJp9kdMmSpnvTdEVtTr8zQdPWnpaZsbsxp0PP+niU66n1QuZ2gykJnZSFlVDQkEAoFAIBAIBAKBQCAQWIoRWOo9YJAdCAZp2M8880xLnkHyjWGa5XD//fe3W0OCDc5JhkFIH/ok30DYg+TCAp49cdghEyBkhMX9FltsYeGA6JGO/g9/+IOlg+e9W2Ty40XQy2koGckyEE/IYRfZL9LVu7eNMfu+rLQO5+bNyXqwnnrqKUsfj9eLfWz+wmknluizT+v555+3cUJCCbskGQl72Bg3oYb33XefZTfsp6n3qYOQQhohk2RnhIidcMIJlnERDyFYMW9S7bO/DWLWwjxMVbpHqVgmkrBQt8ppZvV6CfjSF+SWrJScP/vss/Lyyy/LbbfdZnPvp2PaTNPIM348l+oayvUBfp9++qldQ1jAkSP7/yCQ3bt3t71qeAhJkIJ98HRSlzOkJ5ApTLduViT9V3E6ltaY/5w2+QJ5IvnGLJ3bGUqsmuj5evosQMCGaHKN+5REX6b7u3q2aW37u27ScMSHtOxkTT//0NffyEy9D3N1jC0V73179pBO+oMAGRKVSmc8XrrnrkGBfvPHEdeBQCAQCAQCgUAgEAgEAksHAiX6XqUL2GsDgfAF7dIwdFuT6iKXBTafww47zDxcpIPv1q2bJZuAfFCHVwuywZF9UIQPQjggMniWSLmOMH8W6yR7gFjh/cGbxp6vsrIy87AQFrip7sdaddVV5R1N6kGiD166TFp69kzRH0QDEkCyDvds0I6U6diijH445n/SZIFzyCIJMyCY7HODDG2wwQbWD23JDMg7swghZM8YdRBHCB/9MT/2eJGyHRL3vaZGh3wxLxJ6MEbmvfzyyxuJoe1rr70mXyhRIKkJIYk+5gxGRdJQt7v17lokG+s+sM7tMuxAh7JAcXzpe6B6EBkLY9xmm23M00eYZHcdJ/1BwMBwo403NiKFcZKt9NaMguzlY+5gDUbMjbljlxT9y+srBJgXdbU904yZUERNVqjkiNTweR8lmNA/NVOjMG27h3psoQan6rP17uQp8pmGHJYp3id3K5N99FlqoGSwXMc7e265bK6hiMs1bGSZEhvppjoIWMPiEumjeDdXIkZ/s8qL5IkhVfLGV4kcvVmxYe2DqAvWrhvHQCAQCAQCgUAgEAgEAoFfHgFfk7LWLlJPUILnAMLhC9pffogLPwLPgIcFJurCIhnxrIVenjuiqzoOTq48e+Ll+RiRUdH3grlOum1+GSRitKasZ2Q+prQ+9vE6QY7w4CDMiSQfECgX7CKFbLgOx/zxpus4dzucuy36ox1esJxk8cldZ09qKM5Xy13n45GrSJ0k2nd+Wvqa2tVUjrna6lLdLfZTQg/xYrVo1FC9Vxn2hqcMr9iCZG65vlhcXV7f6vvJelytTLdCSfZ5pbJiW55Ne0QXZCLqA4FAIBAIBAKBQCAQCAR+ZQj4mvwb3Taz1Icggi0LbSaF+L4hSAQExkmFh79BbhDq8ZBQbzrZxTHn6CLeNqejZbShnj7py8mX26cdBEIbz7OtZXjdIDR4pnh/FTYZi4+bdtjjppB04x//+IclEIF44T2raV6Mg08hoQ/3AhXSMe9N1r1DvWPifVHmD4tjQT94jWCQat4+hfquqQw72C00HtpQD/lyHcbv5fllXs4YfZymrF9+b/365zg6yWqVIq4QMbsPgKXi8y50x9AryWba+GGiaswpkpt2LTbyZW31a8EUDs2QQCAQCAQCgUAgEAgEAoFfKwLLBAEDXMgWi1uIEAtZJxEOvO8HQsfrfTHsOn40zxMkwQvyjlavZSz63Z6XmWp2sZ1u5vWE+l133XVZtfmX05Ag9qG594l2aUKYPy/mUpOka2rTo30aE+8PEuPjTvdhdvWrlq7T6vOdL2gs3qCQXqEyxsmnpvvp9pb0EQ8XJIwPwlg9rXyub0DLPoO5suwJuGb5pvTS5CAfnlEiK3fKEFBMRhbEfMTiOhAIBAKBQCAQCAQCgaUPgWWCgPmi3Ba82bC9QreCRXpavF26LHeuC2UjGrmC+U/y7blGIbsQGQgCe+1IGlEXQb+mPtLtC/VXn/p83UKkq7pO+mrhzhdmzAvTZuFGt/CtIGG1hRraMwUJq0Gy/Ew6tCqyD2qQr1qa1GApigOBQCAQCAQCgUAgEAgEfo0IlNa2WPw1Dnhhx+TekQUt4hfWfl3a0TfjMC8dDXy1nTpSjx4k6Jcca13m80vr/BruaX0xqMuYeRyIYiUpiOboyHnF6tsX+nhpXXie4plyNOIYCAQCgUAgEAgEAoHAL4NA6XRN7R2Lsp8PfLDODyP8+XpftnrCj1RTmOivdaZ1HTPO2jyH7UJNqS4e1IUyXM9GlVWVlpgEctmgZN5Ls6uSKn2dAfsxS/RF1NVfel7PLkI9EAgEAoFAIBAIBAKBpQKBUve4LBWjXYRBBslcBPB+rU3x6GTHtjQ8xz7GpWnMi+PWM+8SJVd8EMeBXZbFmiWyYWkm26aXL44+w0YgEAgEAoFAIBAIBAK/VgRKG2qqbBY+y4ToPHwmEC7PjMfx3nvvtWyCvK8L8bqa5v1zLgbr01dturXVMU/qkbqS0drsWV3GmNks9FWX/uqik7adHhMvcP7kk0+EF1XzjrdKMl9mX2KdbsP5wvRDu0JYgaKTKHQWKOAOWdTPe++9Jy+99JIcffTRth+QpCu1eUTT862pH9OhUu0j/mzz/rfrr7/e3hVHYpeN9Z1qO+20k+0rdB1rsAS/fPxjpo6T8dMnSNNGTaV725WsR+jztDkzZOSEUdK2eRtZvmXHHDlDobZ7xl+602/T06n7df50arOTrxvXgUAgEAgEAoFAIBAILGkEin1xsqQ7WpL2mQMLWVJ+c87ikmuOCGnhH330UXn88cetnDL2YfHJn7/ZyZb7udlQu+i7TcrSUpW1ly6r7dz793FyzXm+0F9al/H6tevaOLVtrq6AHe/Hscm3ga269OXjtL6yOPs4/JjWAXvv2+s5VtPJ3r+asE23S9+vDz/8UE455RSZoWG0SEX2HqR1rB9N5Y9tG7NiUwhnq8veX+q5djyc1HNUM/o8ZY7WaR2+vD2q3377rZx99tkyZcoUa8n4+OTPPY1P+jzdHW1srHrk2fdxO2kk/JAXUq+55pqWeXOgvvza69IYpW0uznNIkvdz/6dPS58HDpCtHv69fD9lTK6bL8YPkz73bi23vv9grszDEhXpzD3T8EXKXLCZ6LsQCGvknpte9tp1OJKNkvBG01dbmTDIzCsm0npxHggEAoFAIBAIBAKBwM+JwDKRBRHACnkRfPHHonO5tm2lkb6fyfV4t5YLeuiwoPV66nz/DAtgkmJ4dkDX9/a6wpPiVPbF+epzivNO3Na8kswZY/B+sePn+Xp+nT/mdLm3xU56Xq7D0cdal74ch3R7zvPHnD83zz3pfaE/n052w5Pr5Pfh104guObF1Outt560aNHCqv0db1xgB7F+UvdGAbXy9Ji5f9j1MTluppj9whwOpux7ldNV9Tr3MTZv3tza+TUXPqZC+FDPnBwf1y081szcwWeXXXahqXnemJ/j50errOWLeZMMpDYhUQjYFJbMWGZVzFaGPFFG/DRUnvjsBTluw4NNHVIks3+Q6eWz7BqiRahiMUZV0napI2SRseeP3/UcH46WkbIk9U9cdoyQ1fleD2C9xVcgEAgEAoFAIBAIBAJLHoHU6mTJd7akemAxNmTIEHnqqafkxx9/lI4dO8q2224r6667rr1PiwUXi2wWu4Ss4QmbPHmy7L///tK3b19bzDm5+PLLL80OL0xee+21bQHboUMHmTRpkjzyyCMyYMAAKSsry3lRjNho/++8846MHDlSdt11V3s5sy+Qa5rzk08+aS9ahgjed999suKKK8oee+whPXr0MI+IL5Y//fRT4bPFFlvI4MGDzZO32mqrCaGUtGEBTr9PP/20fPbZZ7LqqqvKbrvtZnW+GAUfbDz44IMyZ84c62fmzJk2h6222iq38P/444/liy++sFA1QuXAk/Hst99+Zo8xTZw4UZ599ll56623hHea7abzXaN37xwxoK+ffvrJxok95rfBBhvY/WjTpk1ubtwnMMCLxX2BSO2www7SqlWrmiArWE7o4QcffCCDBg2yULsDDjjAbPkCHU8TdYyXsTOf7bffXnr16mX2HKPx48fLE088Idtss409Q3fcfru0bddOsdpdn5F++ozgTRF54aNEXv6iSjbtWSw79dP3pClP4MXU9XlHF8/PV199JQ899JB89NFHdi8322wzu5f+4m2ez+eee07efvttaafj2HnnnWWttdayMfuzNXv2bLsXb7zxhjRr1ky222472Wijjex5Zl4u6Lt3zMvqcsSC3k4prUNuDLpDt7pQkClsVKz7vBp3kdVa9pbzP7pDdl9jOw057JD5gaFJF2lamnlBOuRrbmW5PPjx0/LK8Lfs73b7nlvITqttJY2ze8W+m/yj3Pux3qtuG8vXE4bLU1+9LCsvVyZHrKN/E62Wzz2LjOX5r16XJ758USbNmiybdF1P9l9rN2nVuLl5w3xPWvUxx1UgEAgEAoFAIBAIBAJLFoHMz8xLto8lZt0XmYN0cb3OOusI5AlyMmzYMLn00ktlwoQJ1vfcuXOlffv2cvXVV8vFF18ss2bNkrd0YduvXz9bCKMEuYDgsDCHeHTu3FnOPfdcIyvYgUgceeSRtn/H9dNepTvvvNOIlJf52GwA2a90GfpbbrmlnHbaaQLBI0TS58BYWDAjwzRkbd9995Xjjz/exs5enqv/9jcjXNR//fXXtuj+97//bSTprrvuMuJJuZOQ999/X3orSXr33XfNa0TYHoTu1VdfxYQtWDnSBmJ3xBFHGH4t1bMEZhAlZPTo0UZQDjzwQCO576m93n36mB3vC+IATpdddplANCBI559/vvWNDeY2duxYOe6446wcEgnBgAxDEnOSIhC5srwTSAdhdWeccYbZnDZtmqy//vq58aL+wgsvyI477iijRo2Srl272v3jGYGUIX5PINjMG1uMH9IOsbn11ltl9pxy1SySmXOr5OXPErn6f1Xy6ieE/ZkJtZE51uWbF2yPGDHC7vvnn39uzxXPAc8DwnMGUeQeQXzBBlLMjwHMBYF0Q9TOOeccez7xdHFv2ON19913mw7z8rkVJF8LGLSRL7U0bVYiDw6qkvvfrJIH9PgAR/1Qds9risfHVVKuxBTyBRGtSSoTVaqYIgevtouMnzVGHv30OVO1MVaOlfKqzPNeoce/vHiNHPjU7qIBwqKBxLL3ozvKVQP/I7Mr5libYZNGydkf3iz9Hz5MHvzyeSnWfX8XvPsHOeuFKwVPmz+LVw28Qba7fzP5Ztr30qFpWznu5YPk2MfPkalzppuXzbxvNQ04ygOBQCAQCAQCgUAgEFhSCOiv/sk333yj66AkUS+QHZe2rz//+c+JerJyw1bClaiHJdG9QVbGtRIdloeJenasTMmaXd9yyy12rV6CZK+99krUE5GoN8TKdIFsOtdee61dH3PMMYkmT7Dz6dOn53DjfJNNNkn+9a9/5WxhL1/SZYcffni18Xz//feJeu4S3R+Us8GJJmwwvRNPPDHRRbbVcRwzZoydo6/hbIl67Oz6hx9+MP3TTz/drulTvUKJegMT9QZZmRIv07niiivsWpNX2PH555+f15fih6g3K8EmouQk2XDDDRMlWXbNlxLaRL1XiZJaK3vttdfMxgdDh+Z0lHAlSipy196PEsNcGffLx5crLHCSxvCOO+6wvpR0mqaSkkQTciRKZHP3UPdc5XBzc0r2EiWa1Z539Hg+lMAl6iU1VcYz6rvvEiVgdj1tdlVywm3liWw+JznupvJk9tyMxYoF/Nmkx6zk3vr529/+5sNJLrzwQivTHw6s7J577rHrV155xa7Va5ko6bVnXImilSnxNB31ytq17kFM+DtgDn6/1ENmdeByyCGH2P2zAv1a0N+6P74/TlRadfqcRE7Rz6n6+UP2c4Yej5qT7Hbt3GTijMyzXp55jLwL3aY1r59rB92eyKWSvD7yveTPz/01kX/2T2bMnZUM/VEZ7ZWS/OWlf1i7N4e/l8glklzx8r/tulKtXPbSvxK5TJJXv33byt7+bmgi16yc7PbfY5LxMzN4XPTStWZnxPhRGZ0R75udG965x675eue7DxK5SpJb373fynR/WK4uTgKBQCAQCAQCgUAgEFiSCPjaSx0eib5+R51gLNuWQlGQbNR4hYYOHWrhWHhX8CIQHodnAMHrQka4gw46yBISUIaHi1A0JT5cWtgcIWF4P9rqfjEEbxiemmeeecauCZPDi6QLavOOEM6mi13ztOEtWX311U2Pev8V3goKfBE+poRP+vfvb7WM56yzzrIwOMIDvT3eO0QX0NKpUyc750iYJeF1eM7w1OFtQlZYYQXzPpH1ES+JkkP573//ax40cELwtBFKSR3it9+9boceeqh0UvwQvHPYJKzwsccek549e8qbb74p999/v3kK6QPPISF1SOPGje34jIYpEhpJyCPeR8IPfS6+/4lQRnQo534xPr+nZmQBX3gyEcIoEbyPePAIn/T72r17d3sOXn/9dXnggQdsDjwfhEAytpxkn6Vjjz3WEldQzni6qIeuYYNMpG7ThkVyxObFctfFJXLYlsWSLa5X+CF4IXjlXAhbRb777js74p0jjFRJvV3jNeOe8IzzfCOcE65J2CFSpF6xvffe287xsCGOpR+t0L8W4AHDo4V0bFUkky5Qr9wlDWTSRfq5OPv5i5Zd00DuPKpUWjXJKNcWqqg7t9RFps9HSUM5qO+eIlOGyHNfDFRsNTRRy9nbhQz+/gO9kSJ79t7Brmm3s4Yf0vy7caOszLIdVk6Sw3rvKW2btLaybborVsUdZezMjNf71ZGDRRq2lxmaZfGBD56Qu4c8LB//+Lna7iHvjhqasa19OjbAsQBIrE18BQKBQCAQCAQCgUAgsKgIlM6coYv9+mxgWdQel0B7QuII52IPEcL+L0L7OCJOiCABTmxYeLFg9wUxpAdBB6ENoV6ErUE4kN6aUY79RiN0fxhhjghhj5AOFsAQMsQXdXZRwxeLf8LvEPQZV+vWrS0MD7JI6B4COYGwQFAQHy8kAgIyQgmME0YfM2QOgoEuJA3x9j5v+oYEpoUxsdh3e+yL40MZIXroY5c9dE6mGOfJJ59spBdbZNy76aabRL2F8qc//cmIIeF06vHL7e+CAN54443y+9//3sLo2LfGOanZmavjkR5boXP0IL3pRBbNNSwRmaKhkAj3DmKiHkNhfxgYE2pJ+GJa1Ftjl34PmR/zTo+FP5N+3Yr1M68lzZyszCut+Qx7iP84YOdZ0urPIBhDsvnhwPuHCCPjxo2TVVZZxe4DWPMcuBCuiECWEX/W/WiF2a/MKNIlhc/1sZbWzXXiiyjWn+4lmzZ7uqzTuY8c3OtUuWbIHfLnTU9QotQ1l+WwfK6S4gYddd/ZvHk1bqikvtmaMnnO1HmjKCqRThpW6NKsVHWSGTK7MvODxScTvxVp1FWe/m6QTK2apfytSBoVN5BNOmyoafDLvFnuWJ97mGsUJ4FAIBAIBAKBQCAQCCwEAqVs8tewsoVo+ss3YWHJAhUPjYYSynl//rN8oYSIdx/h3SLBA4tUPDv5i1Bv67PwhawTCy/HS+RZ9sq6dZM+uufp5VdeMQ8LHiu8LbQ5QPcwOXHxtrUdWVy7B8rHBmHCs5UmFMwP0uDjs6VwdrUIgWyn3rpqnhztFLulujCnDycaTsToC1IFoXJS5uN0LH0fG+WeZQ9ixD6qyy+/XCC86PLBno+fa8YOkdp9990t5bqGG8qpp55q3iT2WEESmQsEbXf18nyrRJb3eUGYwQ9PH/bcto+tpiP7vrDpUp7dO9dKMUPYC4gnCVLo5Pqiiy6yhCreJn107H1OfnQdtoNpxKaSd13QK0fI3gqvrvMxPWbuB+L3mOeNewoGjr+TM/ce4p2DqKPj4h5Bf169zo9uy/VrO2KWuY2elEi/qypkim7Raq5kTAMwzWO6nHqphk9J5HerFcsNh5fIcs2KLElJzV4wDNI+M9fj1jlINnpgZ/nfZ92UgC0vGmpow+GHDKnSH4VSgyvXVPJSPlqaNsh4tPWFAlpboo6zefc9k6Y+89zQtH3jVtK0pIk8uPd10rJRc0vsAQkj+6F72/zespdPo0y1vEg9cnjjUp3HaSAQCAQCgUAgEAgEAosZgeJC5GQx97FEzbGIKlcCxOKym4ab4QW75pprrM8fsuGFvtDyow+IdZaTDRb/eD/IZohgjwUt3h7PPkfIFwkTIBi04wXAQ5SAnXfeebL55pvnvFZ1WejiOYKcQIQQFuSEyW266aY5okA5Y06vB1l6un3GQ1gk4Y/cRy+H0GyvoWks6FmoMzZPpIFNwvOYV10yDrpNPDBkCMQ2wrio4+iklXMPYyTskOyHJOAgFbruCbN2tHHPWwclm5B/QiiZN17M+ghkCVLIu7VcPJEHpJx+dB+VhSg6+YKw6T4187R5m/TRyUq6zJNtzFLy9bcnKqX5yeVy5SMVMld5AeL1mavav/15I7GGy1fqkUM6Zr1cJEy5/fbbZbR6wlzefuttOwVXBC8YPzCk506yFQQPaFroE+JGuKcL5Lw20Vtp0kLDC2/ctVju3aNYbtm9WG7X4x36uVbLHtivRH6/abE00dBMpDBx4YmFe2V0SjXLIbJB135yYNl+cvu3TymAs4z8UN51uRU1Lf00+fynDCaUjZzwnciMcfayZq7tHhU1yNmkzNhdUZMckdu0c3+ZOfF1GTrqEyGMkdDHRupV49yfUfd6Dvm6SpqdWS77/atCho/NjDfLiTOm4zsQCAQCgUAgEAgEAoHFiECpL7AXo82fx1T2J3qIy5VXXWVhgJtoFjh+tmfxiqycCgnEg5D2OrCIm6jkx70PECJekAup6tKli2UWJD08acJvuOEGs0eoIRn0EPZC8emY3ZfFXiOExZ2HjllB6ssX9xAVwtsgD5A39vcMHDhQNPlCjihhh4UzXrFRSpi8Lea4Z9RDsPAqkaKc/WoQnRdffNHSm0O4/N6eeeaZptOtWzfpq9n07tZ+EMaRFmyyfyiNk/fFeAkpHKB7x/DI7bnnnjYm0v+z8L/tttusP+bB/jAy+KFHPendmZuLJhaxjH7sX8ILR3vIpyYacZVq880V6gk4+Lj9eMkll5gHDTJLtkiunaiAD/v4CLmEZJPVkP4hrmosZ9rx9efBr1FwNRxto6dqmxEaCqjRcF6eM1KHE7eriTdsLuDL6wdOOukk6amkCmF/GN7VU9UrSFZGwl1PO/00ufLKK83biw6kGm/pCSecINgiNJFsmexhI6QTcY8aOG299dZ2zwj/JKyWZ5fMikgaUyvIfjG/5hrZt+uGtZO1jA2ey3RrK80VkFpeNLrQX6jMk3dU333knmHX6VkzmcF7wlQGrLyRrNhxe9nxxTPlvnIwqpL9Xjlb1l9xH1lPSRtCpkSZO8pSyVuBfpndOWNz+xm37LmxrLvi72TAk0fKzRueJyu0Xl7v2Tj5f/bOA8CKIunjtYGccxSWLIoYEEVFxIg554h65hxOvfPO/Jmzp6gn5oB65hxQMRHMARMiSTICksPuzle/mleP2cfbhICAXXfvzUx3dXV19Tzs/1Z19cM/vizHbLCPHL3Z/vbbJ4Oiga2Z6tFrGMnSFKh2ueEaLBAsECwQLBAsECwQLLCyLRBnF1jZUleHvBR4YAHbpk0bueGGG0Sz4ln4HfuCWNDjJYBYiFLG1RftgCTSdrMYdSJJB+BjwIABJo9FKudrJUM0CWnEE7SZnh8G9e3b1/bc+N4h93C4zOTV+6aMkEASfuCZIVyylYI+9PfkDO6h8LA8l+syHFzBD1C89dZb5UEFnuwdGjRoUFoOfe2xxx4Ggm655RZLIkIIIfuFOPsqSQ0bNjQwCNhKkgNKvH94lJDTv39/syVt8Ai6PnjKAJZnn322LXBZ3LPfC8DmBOgCVAAe8NABeuAhbNHJ5fmzX338PNOWvWMb6t48wDPJQABfyHUCyCDfvZaA0YEDBxowtHC3FCPgmmQYHuKX7MdxKgBj/eY5stFWOdKlhXoAU/i1JIz1nrNfkU+YJe8U7yyAFZBFmCY6aEZKGw97167XPywAqvjjAPcASYh3FPAF2CYk9KijjjL7k5ae/XbYjjEzb/DyzDvAEQWAY85n45iA8gAY4waEleXhgwe7uI2So8brpXDZilrWaSpbtjlQ6laND6CmcOuCHnJet8vl2+k/Sod6rY2vUa0G8upet8lV798hhwy5RAe7QI5svZtc2PtkOzcMpnrV68gurY6R2tWW7eOrWbWG7ND6CKmv4YbO88x+t8nNH/5XTvjsLgthlNy6sk/jnrJBs07Gk58X6zZBwyyhjZvkSOM6dpsGcvFT+A4WCBYIFggWCBYIFggWWHkWyNGFH+mp7S/rvlhbeeJXnyQW+ngBWDi794PVI0ur5GK6NI2SXgD233CeFXIcCCTrS5OBB4mwRXgziaUeIU8AKfZlkRgCUMh+JM59IpzO92tVpC/kJ/nom/PKAETu+XA9MsdPyCCHVOMdYsHOYp1xZvIlx5Dsi3J0pl3a1hn6ADD1GABppPpUSyWZyNTHedAZ8AFFChjmZ3grrSLxhZ6AEgepVNEX4/JQQ+tL7e0gi+yBgB/arSlEiKTZSD1zkNmYmwSa4Z1G58x3Izkffk4dgBTK/B0neY1hDf5K6jphzhSzSRs9XBmiDjzn4YxlDQOPmO/1mrNknkz8fao0qd1IGqeyJurRAZroQ8Nn1eN1zoOFctebxfLi3/Nlr55kRowlJ6ahrK5CXbBAsECwQLBAsECwQLBAuRbw9Zke/0XC57WffECeKY4RuQcg/ht3+WNkUc8CD1mAITwMLicJTnyBmLzSBjBAKnbC9AAW7K8CELhcvEp4nAgBw5tBHSAGAoBAFQFCxpj6ctn0D7DL1Bk2eNhbRYp9vCAs5AkXJLQSTx7kY7GHUr6SfTFW1xl2t7/zUMb4fY+ZnlFlejgYor9MHgAkYwDAkpCD7JIAJuflSj2JJwBZ7PMj7JMQTfRhXHzQBTLgrGN33fzdMF3KAZsmYBV/oRegkw9j4+NgXx/U6xS/Uw5w0Rtg5jzY2t8XvKRQibEn9Pd5cVvwvCaQ/XkETJXQx8ZVrN67nFxZr25zUxPbAKjyUvvHKqI74IuDlpGH161uk9gzhiyIhBvQNE0kctdPkezWM0f6dIvL8PiVnkzEmoWvYIFggWCBYIFggWCBYIEVtsA6AcBYlOI58U31PCe9I1jHF17JxV5mGXW0Y6FKXTY58FCXlOPWB3BwfhOgAC+UL4ipRxaeNUL/yMRGyKKf68VC2vt2Wclraf3B4+1cZ3+mzsdH34SrcTYYOrCPjdA3PHDwuK2cP9vYkn3B52NDNh8n2no9V55z1aZJch7GDfHsOuQpyCLUcbPNNjPAldkO2wJmk6GC9O/jdznejjrXJ62L6uW6OR/XbGXJ+phnWYmqXWmiDyipM/d80pSyx3J6pxniG8YKj78/BipKUcptDL/rQNnqoqxgy0IUU/qoKu7ZAmjZuBRAQYCxTPBFfab+mWXeBvDGB/kAs2S7mhpt+4omE+msIaWcZ8b0BPC1ut6K0E+wQLBAsECwQLDAX9MCObpXJ2JfDFnjWMSWWAj+NW2yQqPOXPyVJwTvFwto9xKVx7+i9a4Xc8tZWBBeFQAidVByQWoFa8mXj20tUTeouYZZgNc/iUEzn9cwdYM6wQLBAsECwQLBAsECa7EFHGdZCCKAyxfia/GY/nTVATHY0ULF0Ca5sktp54ABmydD+Fal8q4XfQKynQj5AwCuieALj47bSm9K2NLLGc+aqLvbN1zXfAvwEy3W1wtHLAlVMhy1a/4AgobBAsECwQLBAsECwQJrpQXyWYiHhezKmTvsSAhdRcjD7zJD5irStrI86AXq9j4BL+ynShL1fJwIk/Q9W162uq6rwyarayx/pB+wJ/uRAAp5iQjFPyIztC1pAYBXbsmfQkmGCjzpNKVBnP5sVioBEPlZItezbmZ24O9JNh6vWx3vEO8q/fGu0l+gYIFggWCBYIFggWCB7BbQdXi+eRuyV//1SvGwAFQAKXxWFTnIAACv6r4YQ1l9MOZs9e5tWlU2WJ1yHXy63Vdn3yvSFwtZFrFr0n4kgAB68bMIC+xlswrW8HnyeVtWu+J3ZmsAYmoLZTbZXpat/8y6FdekAi1TwMs5vW9/DtdggWCBYIFggWCBYIFlFsjnLKClmpEvUGwBvEWZ3qFVaRvv608DO7pSYszz5s2zNP4AFLxfDTWzXo0aNVbl0Fer7LUFeGEUX7wWamjcZD2jqoYmimhc9893KazCv0es1ndhZXeG52fa7Ejq1Myxg6tXlnxA7iI9v/o3Pfy7YZ0cew/83fA+jEf/+Z45L5J6tXKkVjWviUEy/AsXk2gnR6pVWVa3Mu9cJ3SYu1CkWf0cqb6K+lqZegdZwQLBAsECwQLBAn+WBXJJz12Yykb3ZymxMvoFwOBNIkueezuSctmblQyxow4+L/MQPM5m+uGHHwyMuEznoY3LoY6+6JP7JCXlenmyDH6eSUX/g6aIJz09IAhZyb68bWlXl5PZf7Zy5KKv28fbeOZIxnzKqafagcD7H3CAjPz2W+vW+FLjMxtlvCtWlghddF2xU2n2cR4WrksVZHD9I4Qtk2NzWW4HdPxl9Gg7IJp7+PkkyXm5wuO6c7+6CeAFzdCF9+7/KZT731qma8arZrZbqmdZ8aFdZj1yzM4pnkxbw+/tnM/7py1EOaFwY6dF8unoYgMFxpulP5eBPtwnyfuyfVdaZ3ojI8mUuEcPH1umLNiYmrLqE6LKvEWf0uTQL3q4Lj4G+GkHzV8YySEDCuXNr+IBL1ycsmlcXeLb+kqNK9POzkifixV4Qd+ML5buNxXK17/Est0OtHWekcqz6S2FMuyHmAcdOd8MmjgzklqXF8qdr2mDFFEPIQMbJsfvY4o54m/6RJ7xa1tvRy2yXN7DQ4plk5sL5ftf4w68PCkr3AcLBAsECwQLBAsEC2h0i59VtTYbwxfTeJPI7oe3gzIDD6mBkQo9M6QQPsrgAwBxDwDbc889ZcSIEVaGTOdBlMuBn76o90W729Dl+jNXL/O+eAZw7brbbvLFF18Ya2ZfyfaZ90k56MIzlFmuBQYoGAP6un3gA1xQDrVt21ZuvukmOeyww2zsc+bOtXKTq/KRA29mSnkrS8mgAfyMCz63D/r5HJnQ1Bd7RapoeNWK7m+iL+Riy8yxeT9u98v1wOunnnrKxkAZnySho5e5rSo3H/FilsUqi9rk1e7j6Ul2Weq9sy4tjOTbMZFMmrWM1esoAUOaDXUPUxX9eBiac8PLYjnJw71jT+qZWm/nfDwzBur5UM7+ozc/L5aeAxW8qt2NV/lo71RWX/B4X5bwgrlHb5WhGeJLgDBAADqih/EoH/2hkxN98dol62mjqlWKTI6OoYQc9EnJoV/0cF0YbvKeztD3A50nzhSDaqgXCh7GlQQ06MfYGTP9wcO74X3R1m3o3qp5i9S79WMk8/UKwUsb2joPgG+a8sxVIOg8vl+sXi2RA5vlSP0szmxkYEPTibnQD/duZ6TRFzaomtKXem+X1Jt+J6oXcPZo1VX1CRQsECwQLBAsECwQLFC6BfJz/L/UpfOs0TWc/+ULZw7pBVA2qF8/nQyDRTqLa86/8oW1DyhZhseDBffs2bNl9OjRdoVvwYIFdu4UdRBt6I/n3377zerq1KljdQ5oknKtQr8AdrQDKDgYoa9x48bZwc3wEQZI2J+Px9tmuzKmQjxaCnZow7OPlSsHGqMjZ2b5obPoi45169a1w6aRiweMelLT82Es6623XgkdXC62hZDplBwrfJDbCs8e4yXVPmNy+3jbubqoXLhE/0JfrWTolNeXdXWdkLtE52S2Hn7N/HLOGraA6A9b8zx+/Hhp3bq1lWE3LSwxDnixGYc5Q9OnTzfd6+u7lLStVWb5ostUt1lqK1cUa89CN0cKWudIs7rLt8fUOnTzRs2ay1laIrVritTVs6yg1FTYYplZIUROhyiNNTzMQI8Wom+hls2aH0kTDXFbrF6O3xRE1FQZ9VUWRNt5FsKmQED7EQ0xmzxbpGX9yPpuoGF3yKE/Fubwl9ZXkVbO0jC1xtqXYkuZruGV1fRValgbAdowJcf+SVJZC3WaZmufyG+iegME6Mf70hbmJVyifA3radib/kStPhZFdZmUlDNdvY28Fi7HG/6uoCZPFVq6NDIvEOF1s9VeC/Wn0KKBKqbEd8OGOekw0XHqKWyg/yT4XDgIY76g39QGixSk1Fc71Er9lFxvbMi4mYdmKr8O86AAqmoipA87LNK5wn4tG6uMFE+1Ksv0AVjN199WcZQjdxyrB5VnhCaix0wdR+3qKlv7nKKyaNNU7cjVgRd98Y5QX0dBXD2d7zmLIqmiNiE0Fr3jXrWtjkfahPBDbBsoWCBYIFggWCBYoCwLxKiiLI41uM4W4bpaACQ99NBD5uGYNWuWsK/tVA2n22KLLXTxFntf7rnnHgMdJ5xwgi3UAUQ33nijgY1jjjlGxowZI//4xz8MYHXv3t3kvfnmmzJx0iQ595xzZPfddzdwd//991vIYCPdI3XtdddJxw4d5PTTT5e99torBlcKiAYMGGAL+eOPP976wiN07bXXSpcuXczD9NNPP8nFF19sum244YYycOBAef755wXd0W/fffc14FAaEEMeIGesgrcrr7xSzjrrLDu4GBBBm6+//lquueYaufzyy63Pzz77zMYKCOH8sfbt2wu60Q+gBTsiE7AEiJ0wYYKV+dQ72HnkkUesvZ4dZ7zU33fffdYWHRz4fPXVV3L77bcL/dIW+9IfQGyJxhxWVQQwR8HXXW8UyUAN27p0u1w5crt4dWoLOl/RuQIZV9eH4nfeeUduvvlmO+OMsXPANfPYrVs3A8jYAXsz30OGDJFjjz3WwNUuu+xidnOdJ06cKFdddZUceuih8vnnn8v5558vnTp1Mlm0gS8TQGaotdIewSIQ3pCxP0cybr2SBnEbffpzsVz2QpG8ose7NdFfch1dEF+9S64csg0HGcfejdFTIrnu5SL5r8oRlXdoQY5csk+edFVgBw37qVhue7tY9t4wR14bGckTYyPZtbnIlfvlyeYdci1E9MIni+SdMbpY1yadFJ8e/0ChTFQgtqGCjjuPyJPWjWIQ9rP2ddMrRXL3T9qX/v9gXYxftX+edGoZ9/WThqad/0yh7NwlV0PrIrl/VCRb1Fed986THbvnphf96PWWvhd3DC6Sj2coGFG9D1Z9L1ed1tcrgGyShtbdpmF1N36rIEMBy256kPIV++aazrQvi1Q108/l3K5yblU5ANB+zUSuUvts3kmRh9Jj7xXLu2q7CQqIsO8Bm+TK018UyzcKQh89JE920WcAFthnmM7HG98Uy30qq29LkYv65Uk/rccWgBrA591vFsvNnxXLDAVwWzfQvnTs23fT36D2pZhGRk6I5OoXi+TxX4plh6Y50kvnS/SnQcgjhJdq1MRILn++SB5TvfZpq3OiIEwUoBHOC+lZ0zJF7XPao0UGnhsraDpo8xzZb8v4NwYPAOuix4ukg/YxT0HmVZ9H0lFB2oX6Wzx2B/aBwiUybnok179UJHd9E8l2TUX203n6XOfx2K1zpe9GMRO6qwbyq4J8+SGSBfHfaWgeKFggWCBYIFggWCBYIIsFUv+ZzVKzFhT54hkQAOA66qij5M4775S5Gj635ZZbynfffWejAFx89NFHMnToUFtEU0jZc889J9+m9jrh/Tn55JPlyCOPNG/JVlttJccdd5ycdeaZthCnDQt/FueXXHKJLeoHPfGEbL/99nKA7pl6++23YTGPEgv94cOGpUEMC/cnn3zS9pbBw747+jr88MPlxx9/lG222UZOPPFEK9tggw1gMWBkN2V84e15+OGH5aUXXzQuB2zPPPOM9Uc/0KhRo0yXyy691IDlDjvsYDq/9NJLVo9+bksA2XLEal7pyy+/lFdeecVs5zzY1MdO2fe6pw0AjH0BvdjqvPPOk1tvvVVr9S/nuF9E9xHpIu0jDVf6+V39TIrl037ZHU/ZiXmAOMhuxx13tPkB9AI4W7RoIfPnz7f6mjVryn777SdnnHGGeQk7d+4s/fv3N8Dcu3fv9JhhBqDde++9NueM4YUXXjC+39Wzlk5Sk+rXhKe+fGH8vS6c97+1UA7QzxG6b+vQO+LPYXrdU/fwXKsLZggRWcSkpMUXFuJQzeoi5+6eK33WTxVQqO0BDvPUg3LSE7rAViD7loKgQQoG9mqfI1MUGEBM4xRdEB/030J5SAHRS/vnytvK9+nkSA4HQP0W23DGHJH/KWg4WkHazhvkyOP75MrrYyK55Dn1HuoiHe/IwT1y5brdFJQ0z5GfFeycsFWu3KTPf9NFuHtWflV5R9xXKHfrAvzFA3LlrcPzZIQCssMGLusLz9GrWn+O9tVVAdMLB+fJlAUiJz5dJDMUnPiif/DXxbKL2pFl/WMH5cnLKm/Cgnj/GWOboV6xsx8pkus/juTRXXNliHp48hQF9RxQJIBAqCwbExqIDeco8DhT5Vw3NJKH1c7vH6PeVB1fz3tUjtoJGqPy/vddsZytfyDI1XanKBj9m45/U/VOXZHaV4XXqo5+bvo0kkYKUAcfr/po213vL5LPFUgxF3MUsF71TJH8UwHq1QpyPlaeLupN20H3jg1XEMyc44k87qFCeVyB1YuH5ssBG+fK1cOZcFPFvkjIcazyAL5eOCxP9tgwV278RHnUXOjhRHjisarnnlr/xNBi+WpsPB6v15+8fKLv7EU6htn6Dr2usjopGD5B5+KrMVqpNFttfuWzCr6GFcvjCqRP3jZX/qP3Dw8ulgVZwgy37ZQjp+6XKy1UjlFC71RJuAQLBAsECwQLBAsEC6gF1loPmHtBCHPD+4KHCcAEsZ/p2WefNbAAoAFcNGjQoERWP8oISfMDkanfeeedzQNEaGDPnj1lu+22M3n+BcCpXr26eVnwkNC+R48e5nHCi7Wb7ufykLsGDRt6M7sWFBSYB4gHvGd4YFj0A1QAi3369Enz+9jSBRk36AFoIjwOT9Ndd91lCTQAXHjR7r77bgOijAlZeLrw7DjhGRw5cqQA1PbZZx/zmnl4ofOUuLJaVcKDBcBxsEYZ9kuHJGpf2AHb/fe//7Vyxvbqq6+aB/HQQw9Rj9z62qpYvWC50gl82DUOL0NWRShpG7xWEN41PF7Qrrvuagk0uK9du3baruiz/vrrG2CmzsnledgkgO6OO+5IvyvYxc92y9z/hoyUaSRfF9lNami4nJaxX4YFLg8819SFMeFxEM8aFVYm+UK6kYZ03Xh0yZ+oL6NJiPH5eJEHD82VnfCyKO2gV4Ct0zO68P5iXCRfXpwvG7eLeZ5VrxVJHYZ+XywH9s7TMLmY+86d88zzwdM0BWVnv1FsoXbosJ0u4qHJMzTUUUHzPr1y1RtUchAvflIsI9Qz8uVF2ldBzP+Ceng2vqFQBgPw+ualMwRe1TdXzlfPD8Q+twPvLZLRCnga6wKeTHoXK0DrrWDyoZPypIFm9oP6qOeFvU7Q0O8iefrTYnnr/HzZSUEK1FbB4ctXFsoQBW8dm3PAeAzCfH6MSb8AZv43hre+jOQZ9bS9c26+eaHgeUDlFFxbKIznXNVRX1M5Ue16qIKPUZOL5c3pIof1YSzqNXxK98PpPNPHz6rbAQUKsg7Ll3x9bqF23uCKpfLe15Fs1l49WwpqblZP42Mn5Mnh2h7q3CZXPrh2qbykfW3ZOVc+U9uOUID6quqz22bxuBbrfJ6roMj+bqFt3v8+ko+U55Uz82X3zWMeIoNPH6R7IeNHe/fqqtdrr55qTwV1Z31QnAbK1rF+oXMTBfi91Ut5rYLlWjqf7TXU8TXV+Sv1Tm7WQWS8gs+BHxfLAK0/TMcP8V4fMa5IqiXeZ3upte6ArfLkgF6xbHi1i0DBAsECwQLBAsECwQJZLFBydZeFYU0t8oWzL8LxaECUA4xOOukk89hQBihiIZ0GChQqse/L92PFJbr/QvcBQQ5I3DvkoINwR8ASfUDVqlWzZ8Lg5userlq66GdfVKZc5GWWeV/wQ4AxgID3ZYVZvqiHF29V37595Uz10pHIo1+/fgYG2b/k4BFexo/nCq8OfQIiP/jgA+Nn/1RVHQN2g7L2narDFvSbJJ69jH1YeAgZD14vwDF7yrhCP4/62QBYcXGO1K2m4Wh75MmJ2+dJo3gLnfG498cesnyhn88JQBs65JBDrD/A9kYbbRTv41KdbX+b2giiDfPt5O+PP1MP7b333ga+GBNzkfnOOL9fAUuEoHVqlSP3nKRuh/JIV6WVWZiyUE6S22c9DTvbokCkv3qqRk2NpJeGzG3STv+oQDiaEjpNUMBEaNotrxXLrEWxB46Ftqi3aoh6UA7Un4zJ06H33SC1ete2G+lYCFecpY5E5obpRw8PcQMUEI6Ht4i9SaRKH4kXU+Pw6GvmQt13p3JqYo7fRD5V78vReqtb2mwPWddESGU94hq1a5+a2Zr7Zbh6Zm7ZPQZfTAt919G9SnUUMECjdbxSW+Tud4tkwLvFGjoYxfut1Dv0sfZ1rPIsG401SX/5WCj4bqIK17C7BzR73+2aabJQH+trP6Lyh4/TB/xY+lg9xkuYRPdA0TI1Nr2a/VQdKrdorwecKz/UXoHc3uq5/DblSSNkYw3hvgAAQABJREFUkrkAOD6vwI99dY0UXP6sQPpDlalDkB80tFDUe9SzY0qIyuleoPda7O/BT9hZQfEGCRv26KA8qiNg0Cn1k7U5Ep2fZB08yJuunq+du7IPLe6vAdsf1R6z1SsJ/YKdVcctO8f1lG2ggI3+HegrR5qMaxlrutxv0ImwWgiwmPppxgXhO1ggWCBYIFggWOAvZIG1FoD5HDmIcQ+GL6zxDrGXCfJFO/cONHzBTVmSlqv3lYyuWLyuZup8LGQAglikA66KUot45MHr/Hb1FVSisxL1qTaJ6jJvPVSwa9eustNOO9leKADY66+/bt419i853XDDDbaX6eqrrzYvEG2nTp1qST9yUqsgXzeVpVNmndvQQRugZcqUKdKrVy/TwRN0UN+/f3/ppuAoJg65zpGW6iHh48RizvXwsmxX76+goMCAJ+Gd92q443DNXLntttua9439dqTCdzshx/X3e5fjz1ybNdNNQEqMDX4+SRlWmfgC6LAI/109DaNToZQ8JxemvBa1NLHF+olFc0JEmbf2Sqk8W+grJ68Rr2Q99VwNPCpPnvioWO4aGcn/DVZgrAt5QhEPUc8W7SIWu7qA7tGeBBWaSEKfOZ9pm066BwyQpQToABhUS4EMyqwvLXfA5fNCvxBjTl5RiCx9tXUBv6X2VUX7Yj8VAKx3Z120p/oyEKBl7FFyclmxNlqKbK33PC+0AeQC8tAdoDJNvWSi56L16phr2f2WFMWJJPp0zpN2uqfJZOgly0/Ou7UriTBEwcfm7XI03FN11j5qaB9bdNDwQA2RhLBBarj2bmq+GCObF72jzuq1vHYKIMKAx6qVgssxGi65QGXM5u866pUCpDXRpCpLlqrO+q/v1h3zpLmCLsAp3ioQnAFVhEDYSnVy25vxldftZjwooLKcx94Rq1geeKWK7UJSlHo+IC1xcOQDnonOCshqKLB2soQ+Cr69Ly/najqpTPrPtD38lLGHzcnL/DlcgwWCBYIFggWCBf4qFkj853DtGrIvCQBaEPu+IBbVAIGxY8dKmzZtrIzFNCDJAYMV6n/9SUiRSb4ox2sEsbbxMq58Zmg2QcgX5uwTwtPjIJAQQeeFD32mT5uWlkMZ5O1971ZcWrFv2riX5sADDzTQQfINknlceOGFac8NYyQpBfvkjj/++LTw1157zZJUuA6ME3JdfCxxafztnkRvw5XMin5gM5419qXhHSQpSTYq0hV1nv75m3OFvtPzi6ZpivW2GvrUheQK2qAiizJsCzDiyn4zkqbgmfxSvYDbqneS8FPGzBiYc/Tk42PLppeXIRPy+fNnr8+8smhlIc0+ts01tM8GgUcBYAMhThfWB2kY21NnsEr2d8pqy/1StUulbhrC9n/6+bvKJ/PeeRqGdoWGue3eM0/q4MlQT1VLBQV/2zG3xCI6KdAAmCqZXNAzB+iZMoUNgTYOAl0nr6+qC3Q1tayvAPBvO2nYXgLMJftiwQ+Z/Pg2/sYmqboc2mpHeMIgwBd1frCv4hNpzaHU6kE6ojf7jTBwBqVkZZTGjwl2dfzqCy9ypIbXcdBxNiLboI8HsTrdy8h1pkTvp6bS0PNIKvZPdE62U/BJCGpjvEuLNHxTwwY3SCVAgS9JTRmXIkzakkURWqpzKApu07bGQ6fvtANAePgtifI5j9uSOp8z7jMJvuS8+0RzzADUEW+qehUnaQZEkp9AlupeQSXzAlGaMkPcV8xmdckvdCOE9LNR8Q+jo8prrnNH/2XpmJQR7oMFggWCBYIFggXWFQuoI0JXeP5f0LVpVKnVBinTCT3DC+KLcrLw8cz+I4hFdKtWrWSYJsZwoPaFJpQYPny4AafksElDzl4qUtFDLNqTi3DAxqBBg9Jnd01TYPXYY4/Z/jGSPkDt2rWzvthLBpEN8JtvvhGvt0L9InyRfVUkfYAc9NlDBb4YL4TXB7BBGCTj49nJdXfQRDnjJkEG2RDTYXkpWaTwb968eXp8BlpSdS1btpQXNeEHIY4QSU44W4u9ZhB7rvbff3/LzEjiDyf6IBPhAk2OAfgCnZAF8cbXi6Wf7tt5bviyZW1FX0XGhR6TJ082cEXfvTRxCmMHFDo56GavGmGaHlqatAe8bie/evvyrr4471agXsVrqsjUq/Vzeb5MvTL1uSJfptxYRe7uv2zFmnp1yxOdtZ6poD1p07+dEC9m66uXiz1eW2p42HcaNrhYU6ZDO26YI5N0P8/LIxwNxiK/1vC6CZrdDrLFr3o0kjqly2L29HfE1CnImBG/1mlvBvx7bpwjn/4cyfPDls0lDb8ZG8lUwu+UXK69AlaSKlMg5P2Tev34jXLk4g+KBD0pB/ARDvdj6oDfbu20UPV4QRNCJIkMguyNcyCRrPN774fnHdnbproN+rCknO9UzkTCN5Xw2LC/z+51CpvEf5cxnVqm7umvnf70P9CsjhyeDX2iiTWwh4Otdi1UiMp6+iP1lBtH/EWyj291jqDN26sgBdPP6Z4wCL43dU+b1ItBKGU94dHfzluUK5Fx8EXNyigKtP1dVA79nVm17l/Uq+rJHwkyqY6WO5CijnZ4BP3Yijb6hxE8qM+onWMNVR/6mhfbBfaybG31+pX658O8xNtqUppt7yqy/W7UJ4Gk84drsECwQLBAsECwwLpugfxFixdpSJD9p3etGisLZQAIgOkmPUCYBBjsNSIZw1WaThwPzN4pLwy8JFe47LLL5IgjjpCCgoJ0eCJp153wKLGQZ/8SH1KcA2zYT4Z86gFNEKnYAXiDBw+2fVePKQhzIiQQHUh8AchxTxueMid0B8z961//spTn9FVLAdxRRx9tutNXJkjwtlwZk3t0CEPEEwSoIhFJu3bt0qyAI7IDUk7iDRJ/fPzxx1YPKHLyBBNNFHz+W3U6TVPr400DFN52220Wuki2RojMgltvvXV6jx3p7Z2OVv3ff/99IePgOZq+H+BDohAA8BtvvCE17ZwtDslW75lmoRMFApVJW+0gm/4AtswLWQ4B4oRfsrftRg25hBx8cU8iEg7Y9vPAyF552mmnmR2px96Q78dzcGuFZXzpNNgCk6xzTVPnQpXB/oerPCTve/W4bXdNoeyoe3i6aZr3nxR4vKapwu/QzIKN2VeltPcWeXLeL5EcrAvefpqQA4/G19rug6+V9+/5sl6TnPjQXAU2heaeitvZ/h4tI/wOYvFNTW8FdPKagoDbCqW97sHqqOO95dA8aaNydtRkGH/fRfv6T5Hsqn2119T0IzWJwxDta/hl+dJMk1IQ4if6qiQP6uXMKxmX8uLobU0Fgxdp8ovHxkSysY7vOE1GsVSn5hFN3f7w0Roa2DpPtlpfPX975copmmad8o00XJBDkJ/7SFPbn67JRJqmQjBVXjwivUkQQwV4bN01V27Q1PanPVwkg74slu4q5xcFXq8N00QYF+ZLK7XXrwo2PTxzugKPH6bFghapB26Sjg/jACLGKJAboz/vrdQL2qeVyP2fRtJH907t3jNGb90KcuR+nZvjHiiS/32/VLZRsDxX91o9/n6xXHlYrnRrky+ba0jl6X1y5UzNbvmxztskBXPvAzr1nyiyXUI9OuTK2X1z5dTHiuQDBXjTNUzw7Z9VAa0niyLE39QeeLtIblHg1BDgpWM67309suGXpfKr9vnoUfnSTcNhh+o7s3WcMNTaWYioAsKZmv0QKlAA9rBmzzz6viJ5fexSCyk18Kx2Yk4qS+Zt0zBMJsVBrYOzysoK/MECwQLBAsECwQJrswVydJEdAVo66HlWHq61Ng6I5A+kQweEbbbZZrKzgqBGGg7HwhoQxYKaxfnLL79sIXJky+MQZEIH2bME+fgdpLCfiT1mm2++uWy88ca2OCfhBeGMABpAF94iMgmy58rb0xcghOx/7Cli8Y9HqKGCoZ6agRByIIFH5sMPPzRPDp4igBSfipL3STr9Tz75xM4+42wxyPtgDHiu8HyRuIJsj6Rqx4OEHQB68PLhnrTr7KcaO3as7W0D5HhKe2SQ0INwQ0AuABZZZHX0/nhmLvBEct+uXTuzMaGC7DlT6KygSxeAmolvvHo2WJz21Cxwsc66Psu2arbakl/M9bvvvmvp/QG5gDDG46n80Qdyr9ann35qqesJV0QnQJgT2SMBcCRYASyyp88BrvOUd011l50tXndmr6tEKX1gHxbbZNj7ZGyxjFQQ204P0O2n50mRERFPCItpFsvsxXpfsxC+q7YeraFkXRVUbKGL+K00QUQDBWp4YIb/UCy7aqr5RoTAKY1VYPGhpl7fVcEDhyZ7n9SNVK/bV6MjKVK51fVvETttmmtyqGOf1ocji2Wwth2toaUbNsGrkyu9Nb09B/hyNtUb6kHppQCqS2pf2Bid/yGqHwAOQAiY0VfEDv594/NiGapZHAFp/RRo9tO+yMoIETo5TMc0WPv7RoHE+o00NXyByHZqA3SuKAHGeA8Hf4sdAZWqc7sc6ZOS864CM/4+tZ3q97HykUzjQD1nbYza7RMNpztoW01dr7Z4ST1/rXX/GZ66F3RetlVP1f6aLbKlAk/CVC2UUpX6XMHSW1r/hbZvo56tzRSIoTN8EOnqX/u0SF5QML2lgqTNO+XIBJWJzQBEEAAWT+Mbmg2yp7Znj994fQc2VVsTyguN0DnF+1gLz5iCMOyKHrwPO+tct9L+nlNvXHMFygBaiPPAXhquQF3npqcmdXEaoeP8WPvqrOWRytpTwd+butdwZw2n9He+Ir/Z13Tud7+zUPrpmAb+TQGu9u228b7CNVggWCBYIFggWGBdtYCv2TlGKeetN9+KCtoVWGp1r1hXBu6AwK8VGVdZvIA5vGF169aVW265pYQ4b+fXEpWJh2R98j7BYqDvhx9+MPDo4MjrDSApUCOcES8THrnMeUvKTd67jLKupfGXVp4pq3w+BXoKweJlYmbrij+X208SNZQjNlNW5nM5zVd7debQABHJxA1e71dXULcXpbP0UZZt/01mm8xnl5W8wgMlF+Hl9ZWtjffl11hqye9s7TLHzyHPnHOWDK9zKbQHnJJyvXPqgGivW07nFBikviydvL1fMYe/397Or86TqTPlSZ6kDG9DPZS0c1yy7DspY1npit0hiz1fJJDx9+sZBW0HDiyST/+ZLz3UY+eAubQekvpc/2yhXPiEejLVS3mUnqumf+NIh0qW1j6UBwsECwQLBAsEC6wrFvD1OgAsv5hTSdcBYlB4Ovgk7xkaZSyqkwtr7p0ANU5JXsq8jQMh30NGHV4S+CGX4c9u5IgVSqr/JB/3yb5cP7x1eHP20nToE3/91cBeMkySfViTJk2Svn37mgeOZ4h+LO269uWZDSlP9uFjKG3szs8V/Z2PdiXGxXiUx+vhT47fx0IbPshaxrMMfFGMHGWJ9wcZV8W+kuPyfrAB8kwXhGaQ64F+tMnU2eeMujWZUI/Xlw/eGV8cY09eZVff+HQg/MS5J4GFt+OZtjw7EKPM2mSUJW3h/Mpq5G14SMquSF/eJtk/Za4D8hgPxNiSfSXLGD+8Hp75n3eK5N7B2kDDJI20zgiluddQwkv2zZXLD8y3NtRhC3SmHn3oi77pF7J72uqHe7eDheRpsfOBvNyutENO8urjSM6Zj4ur29D7sGcVgEyXlSxzfu/DeRgDdanuTQe+GILLMp2VgWcnymgLeEXWrbpP81LdIzdgF93jqGGel+nzRTvlykbt4olBXkWIMOPPJ4ueIadhmeqBgyratiLyA0+wQLBAsECwQLDA2mQBdgisE+SLaQaTvPfB+SI9+ez3mddMXgcayCXsDpAEOV+2Bbvr4GAoG09ShglMfTVp0kSGvPeeARfaef/OD1BgbxYZB70MvtS++5SUZRfqvP/k/TKO5e9c/8waL2fN5jIzeTL78DaZfCwy/whl9hOHN5YusTQ9aIGsyoYclt7Tqq9RdVXnuB8Wstxms6fNU8rOxpdoR2tkOBjgGcpWFteUX1dCpz/QF3JcFn1nG1uyzHROjfMiPUPseM2Q6ODIdfcrIKNZKnuigxHq3D5JQJLsw8pVL8j6S93znOTzeq6ZlMmX+Zwcd/I+KcfKUwWl8SR1TbZN3mf2TR1lOQlktM9mOTJnQY48ryGatXSf46PH5cm+urewqv5jA1ArzcbeD/pBpPe/+9g4Q2YtTX0POMzmoYy5w3ewQLBAsECwQLDAum2BHE2MEJEoomPHjrbgL2uRum6bonKjcy9K5VpVgNv+bJ1Y2ZXTZJXpUU6/oTpYYE20gIGoCipWyZ9aBaWuG2zl2fGP2O6PtF03rBtGESwQLBAsECzwV7SAR1pZCOJf0QB/ZMwYL9Pz8kfkLddW/2QMqKKf8giwjC6B1hwLrE5ATF9O9haEd8E8gYQiJkzjJipxxUOUzQNUgukv/OD/qmBL7rEVNk2HZzpDJWxkbZU/vKaVMFpgDRYIFggWCBZYJy2wzoQgrq7ZWR0ewsxwuJW1qPcFewBtq+ttWbX9rCnzyHvl75aNmMX5MmwYFyniWbb7b9XapbywuFXb+7ol3W3pgNafV2SUFha5Ig1Dm2CBYIFggWCBYIF1zAIBgK0FE7qyFtorS85aYLLVrqKD5L+ajS2npbo0lht3Vg9JeYFtq33aQocVtEDwWlXQUIEtWCBYIFggWCBYoAIW+GsCMP6cuyauKMrRyxf5FZjXslnKWweXo0fZwjNqV6oslZ11YZ/R52p+9JheslNy0DPn0HFW3Eqbr+R4UvYkA+d7mqiFM+s4ioDz6DjPb5X0mew/4x6v1pKipXpWlx7onvpNkY2TaeKZVy1Xr7Wq1NBrKktGQgYADvoj3jEDgWvii5EYZ7gNFggWCBYIFggWCBYIFnALrDMAjIWn75uyhR+LQF34JUMGWbRCVp/ay5Ws9/bISvPpvWfH8z4y917RjrpkuZe5LshzOSZcv6w/+mKhqlfXiwWrLVx14wULbBbaZEbs0aNH+mywpN4uL9vVx7J48WJ555137EBlDpbm0Gf0ScopoXMW+2STn1mWlqEVjCE9psR+NefJY2OJjhVKl6lObmfKk/azZ8pSsrwN5UnyeXA5yEiOs7Ry9qjESgMakhLLvkcP5HOg9iGHHGKHagOIKIdcH5fieifHVhEe5stsqoJ4lzlce+LEifLMM8/IqaeeKnfeead1wfiQvarJ+/ls/Ney/1v/kK41mmtGxVxpWq2eFEZF8tuSObKkuEgWR4Xy9F43S5uGrWxuaQdesvbc6P85DgOAht7Yh6uPAb5kPePyMgNuqfbwZwN5q9oOQX6wQLBAsECwQLBAsECwQGUskO+LnMo0WtN4bSGni69MgJPUE55s9b54pj65SM9syzO2chneZ2Y7njPLXJb3xXNpPM6rDHaLd+Pcc8+VE0880QCYp8BP85VxQx8+v8g5+OCD5ZJLLhEAGGnsIecpTZ+kzmV0lZZVmg29L64leLBXRlnSzvBno9L0hZc61ztzvqhPyvfxU26gSxfzkAOd+Kli3zVq1DBGvyb79n5K05ty53HdM3u1+lQh83fTTTfJkiVL7FBuDuauLGmXaqdlY/Uxc3WqSKrwhjXqyclt+0nTWo1k9sI58s+vb5dmNdvIhV0PlSo5eTK3cKFUr1LNRGJ7fydLOK1SdofJ3w/Ga/iM353KcXI7Jctcltc5b7gGCwQLBAsECwQLBAsEC6xpFsh3r9CaplhF9UkuuKZMmSI//fSTcFhyQUGBdOnSxc7s8gXtwoUL5ZtvvpHffvtN1ltvPdlggw1ssef1pIWsVauWfb744gtW8tJto42kUaNGps6MGTOEPjp16mRhX97u999/t9Cztm3b2sHJLDCp++6776yc87o22WSTdFgawuCZPHmycMgyen777bcybtw4adGihWy88cbm+Ro9erTMnj1bWrduLfT9ww8/yKxZs4yH8UHJ8VtB4os+GPOPP/5o/XTv3t0OeaYvbISXpl27dmmwgleMOsbYrFkz2UjHzkK/rD4S3dmYpk6dan1h35EjR8r06dNlww03NHv7wptxz58/3/oGpLD2njBhgixVMNG+QwcbO6F8EDahPQBy+PDhZqsOyuP2W7Bggc0Pei9Wb+Fm6iVs0KCB1dPHL7/8Iq1atZKGDRvafGqFeY+wSZ06dUwvhyCjJkfy68xIWugZUeu3ir2QCVxg+pT1xW8JIES/vEu8Z4QFclg2Nkzakfd0zJgxUrt2beOpV6+eiUaGA7dRo0YJ7wB6Mhd169ZNd8/4AeMOyAsLC5fVpe9KvzFso4NT868woQNj6tK8o1za/DyTw/PT49+VrZt2l3P6nric7EL1iA0b/4V0aNRGalatKUN/+US9ukulU7MO0qVpB5m3eL58NeUH6dK4vTSu1cDaz5g/S376bYx0bdJRGtSoq+9LPCuT5k6Tryd+JwsXL5D2TdvJxi262rwn7bycAqEgWCBYIFggWCBYIFggWODPtoCGL0W6yNM1SxTp4s+ua+PXq6++GilwiXr27BntsMMO/BE/uv/++9ND0f050UknnRRpKF+0yy67RBrGFt1www3Rgvnz0zynnXZadPjhh0cazmU8yOB5xvTpxvPJJ5+Y3KFDh9qzLnrt+sADD0QKEiIFDfasoCO68MILjbd37952pW8FUcu169WrV6ShY1GdunUjBUPGqyGHkQKtaP/994/23HPPSIFTtOWWW0ZHH310tNVWW0WPPvqoyeGrtDlTAGg8U6dMiQ499NBo7733jhQ4RvTHc58+fUrYZ+bMmdE///nPKDcvz8aui34bgwJAk+Py7CHjK1n32GOPRV27do3+/e9/R7vuuquNR8Fn9NVXX6Vb/fe//4123313G6MX/t///Z+NF1kKmsye6NymTZto3333jdQLGCk4jrCnAjhrdu+990adO3e2ed1xxx0jBV5mLwW+Vq8AKNp0002jm2++2Z5dTwVfptfLL78cd19cFGGtS58qjOS4xdGlTyxN8UdRyowxXynfClyt5tlnn40U1EbqrYx22mmnqFPHjvZOKnBMt2S+Bg4cGCmYirbX97SgoMDGPeqnn9I8vFf33Xef6ci7rGf0GY//TmFkLHw0tDQ67LDDorPPPtvae3laWJYbH9OiJVH08+Ti6MeJxdEovY6alPqkyibMiN+hLCJKFKkm0aIli6zst3mzolYDdoqO+t+50dKi+PexpHBJVJi6n7FgViQD+kSnvvjvaN9BJ0dyQxX91Ijkrl7RdK2bNEtR8PUSvfj92+k+howaqjwSvfnTB+my9yj7T89IbukQyZ1bW5t7hj2qmsQ6+zXdINwECwQLBAsECwQLBAsEC/yJFvA1u/6BPcrPr5Jvf8X+s4HgivSvNrS/eOviXnRBL+eff76cddZZ5sEaMWKEeWJcri765Z577pH3339fFKSJLpbliCOOELwp++23n7Hp4lUef/xxUeAmCggEGf369ZMDDzzQeODFO/XSSy+JAhnzVODtGPTkk7LNNtukvCkid911lzz44IPy2WefWUKGMerp0AW5ec7OO++8tIcD/YcNG2aejVdfeUXwoOGZwRtSv359k4PHS4GhbL/99nL66aebR6yuekSc2C+WjdzbhOfnlltusXb9+/eXfrvsIqefcYbMmzfP7ORtn376abn66qttbDvvvLMMHjxY9thjD7PPCSecUGHPAiFx33//vb1T2GDatGmC523QoEF2pT+8Vr/++qt5orx/7IgXDJswD3jP/vWvf8nll18uCqIs3O7rr782fb7RK947+sKTtM8++8gTTzxh3r3111/fPIT/+c9/zOulAFZu1FA9Ba9pT6YePm7dEopphCdHb6bO0e8xIjPnxsWV/SbxBt5D5ox3iDlQ4C3Y7yPdH1Zb503Buxx//PE2J5TjKcM7ynyzh6t69erywQcfyN/+9je58cYbrS22wgvIe6GgM+31Qr55EEt5B0rTf6luhayquz8nzoikz52FMml2JNVq58hinGi8TnwWRbJz2xx5+ewqUlW9ZDotOp7sEvFIedgg72OefnQ3l4Z0xg1sX1bqvrC4ULat3kLuGnmlnNXtMvn88C9VaCSf/fqN8Zt3S/Vbol4xpxwmRx8XaaIP6PupP0vf106Ro1vuKNftcqE0qdNIHhrxlBz/zmHSrVkX2bogNa/GHb6CBYIFggWCBYIFggWCBdYsC6jD4w/EIP3JY3GQ8fzzz9uC/IorrrBwPULQAE4HHHCAaUgY3MMPP2yL3m233dYWuerZMlD1+uuvi7oSjE+RqYEOgAoLYvWUiXqeLAwMBuQChgBzhJdBhBm+oTK8L0Ln7r77bls4E3rG4pkwM8AeANHb0db3YV155ZWinh0DcAA1FuQAEcIA1cNj4XdNmzY1nQoKCqRhKiQSGaWuirUKGfkaQghYQQ79NVE5hEQih8Qe0CJN0PHCCy8YeAWwEO7ngPapp54ysAYf8sojnxPAhYcxXnrppWYngBdE2Bx1vkCnjH1TjBHyxTxJR7AFxLy1b9/egO90Dcc0SulDAgrGQignQI/5IXQPYt/bJE1UQfgihA7MzzXXXGM6xGMCMIjsuGGOHH94rmzTtRSkYRLK/7roootsLgkdVa+iABx/VKAIvf322wYi2dNHuCuAniQaADbeFQiACMA/5ZRTDJwTKvukgnz1tMoUDd/8o+RnOTXSiMaB++bKC0fkyXMH5MrLB+nnwFx5RT8vHp4nF+6Up2Aq7i2Fn8roOmb0+V+G5LjzoEGdW93LVagJNzZsso9c1e8C2bTlBvrZUP62xaHSsHo9BYFLRKp1lvzEv0v2PuiWxap5Va3/EWM/E5n7pezbeSchpHHK7KnSrWVXbddVBo/6wHjoMd5dGIPHCry6ZYwtVAULBAsECwQLBAsECwQLrDwL5FdkUb3yult5ktCbxR77lljgapiaLeLZC0MdwNIX8oAeFuSADojMgngaSBc+ZMgQmaP7ofAusN9Kw+eMBxnIAog5cKBi6623tn1N9IlXivZ4XRwo4MUBwOBpwxPE3i1ko+sWW2whhaqvEx4cwAjeDYg9UHn6jN6AQerYI4ZHiL1cEG0YW0WAM30CLskamE0O8vDa/K4eG/ZauSeQvVTV1D7sdQPQ0BYQuWxxTcvsxHzQDn6IcQCuAHnFeu9ljCcJ57A188LCmfFCZG5kvH7PnAAi4bMyrcP2yb1R7KGD2JcHMZ8HHXSQ4OEDVLIHENAMQM+kfbfIkz176L6oVLZ0NV+liDFAAC8ngCbk+uAN1fBP2yvG2LA/e9QgPGcQ+9bwGvKOYj/mWsMQrW6yetha6/66JNk8q22giswR4ytSE9erlSO7bl7+H2CQXElTmC7+lWwP6P5m4VQ5p9M+UltT0xcpgILycmM9DDQVz02/A9QBskRNWzUvTtr68+8TRKq3lys/u0++H/a7LCpaJD1qtLQNbVOXzrEMjPmppB2YxUzDAPS+snNK/4GCBYIFggWCBYIFggWCBVamBeIVzcqU+CfIArA42GLxzoKVhSsfFuxlLUo9iYGrjZwkPzJY+DuxEN5rr73kPU0NT9ih7j0zL4t7b+hv7NixFsJIPaF1EHIBZnivkEcf6EpYI4twqIpeqfN6yhgLvA64krpQXy6lVpyMM2mnZB/agdnJZftoeWY8lSV0dVncM07Al8tlPOjjQKukfOeKx+7jpg0fyGVzT1ny2WW6B4X2ukdKdD+dzQkeT92blga9SWCRr8CED8SUp7qLCyrx7TrQxO/9/UzaxvX2q3fhafaT5X7vNnBeyvm4fEArfWS+187PtVDxTL7incm/6dar14tkjmL72pqksDDGvTbupQp4GtfLkfP3zZMqysusJG2VlJd5j+3iFpk18XzNK14gBbVjoMx4CFHUPVt2tfHlqDIJcuDlNjCPtYYxXr31mdKidmM9g2yxvQdVcvOlfs16on96iVtHvDMl5/GPzGtCpXAbLBAsECwQLBAsECwQLLDCFlhrAZgvRAEIeDnYh+WeLazhC3fuCR0EOHlmPTwLEN4QvA91Ut4aZLpc6rlHTrIMEEVYG/t1yExH2JgmgIDdyL0ZtGNPVzZyr4YDIpfPAtPvvR08LKa9nP5XhJCNHLdLUg4eJMIUybIIuX0AkgBE9zBl0y9TF/TMtJntC1J7OAE48TYmib1iBiJYMafIx8yj3ydlMx68jOxn80yVHuJZX+fcCa8l4YyajEOee+452+uGDvGCHp9bTM98XCRDRuq+KA1BPLA3IDIuT6jkIrNeHfSQCRJ7Qq4PmQwh3g90wKvqqePZNwbhbYUK9L356KOPzAPoPHjOIAf69qBf2Awe9wr6vFZkrhjeQnUwztcPKfiTAGyJArDampNkRaiqAqoyz+PKWfY+u/V9fs3mCtDmLonDVen/t4XqzVRVNFWKqVNQV71d8z+Srpo1sW392HuYqWex8jOmz34ulqeHFksj3eN2+Ha50qqhZsFUMe7lzGwXnoMFggWCBYIFggWCBYIFVrUFUn8qXtXdrBr58QJazLuhWeTMw6FZ/2xxTyIDFroQi1a8ICToIOkFoV//+9//hP1Nu+62m+hGOOMzAGB3y768D0rcm8GCHgDRv39/26sDEPN6FtjsRdNMg5bIgrAywhDZ10OCD8LUHAQhOynfhGR8AYYIY2Nf048KkAB8yHMqr73zsd+ooKDA9hFhK8AooAciRJBEFgCUN99808I6ScJx7bXXygHqOfJwQpdV3jVTJ1/Gezkp6r/88kvbD0UoIvM0YMCANNBLy3cElC7AM+XSJA1gNGOgJeAgzPTvf/+7HHfccdK2TRtrhb2xH6CZc7MAv+wnyySW9h/+HMkdLxXL0FHL+sjkq8izZtcUzbppCTmwKX8gIFQSYl8hKfPZk8jYSTZyqu4rPOqoo9KhiyRB4VBn9oUBLn/SdPTsqWMfIfsKnbAF7yxJSrAfoA2gBqAD0CRt5W244v2CWjbKkRuPzZf7Ts2XW47PlztOiD+3/y1f7j45Xy4/JN+8X/A6SOW+PMKWFkpYGqMCqeV0S5m8ejX940jVxvLmT+/JhN8nW8r6y4bfpWWtbO8YIrfp2EvdxR3k9Fcula8n/2B8P08fI9e/N0DbvR/3mpI3Zmok1+mcXvBBsUyJo1LV21aaYqE8WCBYIFggWCBYIFggWGDVW2CtBmD+V3P2X2lKcfNs9NDMdiSyYJ+NplZPW/BkTWhw5JFHiqZxtzr2BV111VWyuwIwJ8K3+CSJEELfh+SLRjxbJKugrm/fvuZho84B2hmaZfDiiy82PfCOwUvY20RNBuGhcfQBGMDLlI0MDKpMwBrJGPCu7KQLc8CLA0vaIYN+S/u4bOSdeeaZBqa2U50ZA/u7nA455BA78Jm9Udttt53pDmA9VIErZPubUmPM1pcnMoGPpBduK2ur+8I8FJNnEkyQzARQTEIQElMQ1olXCDneVhOKw27k+8fYS2W6aCl75gCWvq8KL2crBSgXXHBBOpwT+0C7peaZ5CtJEGOV+gXAqAYw0fOMq62gX9j36WFrQBT70d566y156KGH0hknAe9k42ROAYKcE7aBAjQyPvoBzuwtvHvA3cJ7xHvcRROoALLICGleNrWLv/voD7gEoJHIhUQlPq9JW8K3aimeK6ZsTOFc3ZelbrUsZB6vQp3D1N6vTKDWvE4TGdjrEnns59ulzcAt5ZA3L5YW1Rupy6qmton3T3Zt2lHe3vMheWvOz7Lx432kzWP7SKcn9pELh50qi1M83rUlEdEj1rbUY+CaxE5I84x5fbgGCwQLBAsECwQLBAsEC6xuC+S89PJLUdf1u1qoGQtrW/ivbi3+SH+s+FIxYniGSGCAdwpvDx8PNWPBCrgizA4+gAzJItxTwBXvGd4wzw4IEMCbQJgjQIFnX/jSB2CAckCA1/mVhT9eJsABIIr+8I4RIuY8yACYAAhcbtIUzkeZ94dcQgLpt6KUlDNHdZ6l/SKHsDjG6vUAG9K6470BPPhB1hXtBz48fgCp5up1IqEIBBDG9pb5UMEJxLhJZMI7R8IJ9AHAELpHIg+8c+jG/E1Urx975wi1A8SiNza4/fbbLYMggIM55UOoYTJkkrHxTuNxA8TgGQWo6KDT740ppF8zNA39fN0PVUudMOx/qii5/UhWgseKkFeOE2DOSLCSfJ98ngHevKvoinfMvYzJ3yCJUUhTTxKXJE9SL++bxClT1WY+r5nva7JN8t68QTF2ShbH92oCwvgqQq4HSTWm/D5N/9CgmS7rxlk2AVkeakgY4eTZU3TPWS3br5WU7XzI+uTXr2XMrAmyRauNpammmdfzxaRBrfpSR9s5zV44R0ZO/UlGK1/rOs2kS5P20kwBXH4qoQd8Fw8qlKvfKZYb98yT8/ZmPyJhmy4hXIMFggWCBYIFggWCBYIFVo8FfI3H2m7tB2BqM1/8lWm+LAtu+CvUtkzBy8uoiMyK8JTVLXuLHnnkEQM8AEAW3k4s8nnGo4KnhWtp/Xm5X11G8koafz38WeZqtkgAJC+QE30BmAASxx57bBr8UJ9NZrYyl1XZK/vwCOskbBIbJMn7YW8U+utBxQamndfrk23+yH1F5VWEr0yebO9xlrIyZfyRgZbR1gFUGSwlqrLxZysr0UgfyuNxc8yeH0mDi/Ga5ciES/Klddj/lWnK8BwsECwQLBAsECwQLLCaLJAEYCsYbLWaNK1gN4AAFpyQexgyn7WiBCBYrl7bllZmTgBtn6Q0b6JPr6+IPkk9/d7bL3fVsTE6+AA7eOS44q3CI0QCCsIkvV88PjzjOUkCM+S63t6H9+1tKfcy7wtZeHTwMDnYcx748W6xzw5+iD6TyTK007T+3g49kvfWUL+SZdnu/eWFH3CFJ4lQRFUsbRtku3zOzuKcMIiDtTOBmlUkvrSphSPGX4mKcm6TusJa2jPlPgdJHr/3tqXyZLyHplZCpj0n+vfn1XF1L5fprj8Xf87s2+cmWz1lSYDldmA+nN95eKmSdovl0lv8W12kiUQu750rm7TNNfCFty8k38icjfAcLBAsECwQLBAsECywui2wTnjAVrfR1oT+WGwCRtIL1FKUsj1n2RbtpfBnK65IXyyE84jt+oN9Zes/WRYvsuMFNuGdM9UT2F0PMwaUJsGZ85FwZJp6wAjh80yJSXnhfs21QBKIlaVlRfnKkhHqggWCBYIFggWCBYIFggVWpQV8nUoI4jrhAVuVxlpTZRvg0b1lq4NWZ1/ljSfp8WjXrp3wMVJAmty/CB8grJMmsOATaO2zgHu8ytO8onzlyQn1wQLBAsECwQLBAsECwQKrwwJhO/rqsPKq7IOYOafS7r3+j15Lk58s/6N9VKI9AIuPURbPm4OwingKK9HtH2NN6vzHJFWotdvIrxVqtBYw+XjsagGua4HSQcVggWCBYIFggWCBYIFgAbVA8ICtBa8Bi0wo6f1Jq50EHqXdp5jLlJMWWMZNafKT5SurrzLU8Kqs9vDK1BWeivBlNFt1j+iz6qQvJ3mNGvty2lHgf0ConFXW/HFlHWwoDBYIFggWCBYIFggWCBYIAGxteAdW1mJzZcmpiM1WZ18V0SfwrKkWqBzw8lGQzt7OicvRs/Jy8iR3tcJa1yJcgwWCBYIFggWCBYIFggUqb4F1ygPmYUmYAQCQDQTY4bSl1Cc9RIStZcpJ1lulfxFWpveZ/bk++DxyshyolJSX5k3o7fWFZBfUcjuEN9VnZl+uSrZrWo6e80U7MhRq7J7JzJSTTY9sMksrS/ZFH/maHMOptL6opy5Z73IoK08nr88mx/t2nsx+vJ4rPMn+KMvkx2w211YHR+Xos88+k3feeUeOP/54adiwYZy5kfPSdJyZ5DpTnkt9OTyuq2/y5FyygQMHyq96jhrHB3AIOYeCw+c8mX2uimdPksEZYT/NGCMLly4yW3tfxQqm6lSvLes36WBFNu60Z0yHzf9UZw5v5oyv3xfNlZs+Gig/zx4nNXKryuYtNpLjex4iVfOqpOfQZS8nS+XwvyQlebyvZH24DxYIFggWCBYIFggWCBZYmRZYZ/aAsaBkkUYiBj7cs7ByskUWC+xkfUYWQdp4u2xyvN5lpq+pdv6c7iulD+DLy5yHq8tL6k4Z5GWkgL/m2mvl5ZdfTvM7jzFW4At+5FxxxRXy/PPPx3JSNvLmrh+8SftRXlGCl/Z8BgwYIA88+GD6mbI0KZ+Pz+1MXbIvl+Mykzq5HOqS9RXhQa63czl+9Tqurhf3SeIRLJ1RnGRZ7p7+nDg64IILLhDAEWSgWoXxh4E0Ma6M9xkJSTnwZtowqT/1PLdu3do+11xzjQE/yqFMWXFp9m/UL+uTvdWyUvNU6eO8pQvluFcvlh6PbSmbP72fbP7U3nrdV7Z4bBP513u3WgPXKzdHf8epT3pcKZGUN63VUDo2aCv3T/xQXvnlPVlarDnnleI/hcSMADvauhyumeArk8f7WjZjsazwHSwQLBAsECwQLBAsECywsiywTnjAWLSxYM4kX0xRzn0mAcYg2ifrk/fUu5wS5axIs8jMlEV7yNtmq8+mO3wQi+xnnnlG6tSubc8r+oWce+65R84999zlRGTTCaaydF5OSEbBRx99JE2aNMkoXbbwzxxzaX15uQvi2fXNrKsoj7dzOd6Oq9cly7jPxpvJU5Hn2jqPHTt1Eq6Qy+Vd9Htm3t9NY+I59a6leSrwznPm2UEHHWQiRo8eLdWrV0/LcXkuv6xrlte8LPbl6vyXx5zXya0mO7Y8SK7f7jypph4rABDvZp2adaxdaXpRTqgh469TrZac3uvouJ8lS+XHOeMNZMUFcW/wAbjKotJ46Is6NVZZzUNdsECwQLBAsECwQLBAsMAKWWCtB2AslFgwcQjwhx9+aIft/v7779JFU4/vvMsu0rJly3gxpebhMOG33npLpk6dKh07dpRd+/WTZs2bpw335ptv2kG9LI6556Df3XffXXr06GF9sIgdOnSolRE+5gcOUz5s2DDZaaedpFmzZiaPsC/6GjVqlB1SvNdee0mHDh1MDgtOFqNffvmlHSS87bbbyosvvijff/+9FBQUyCGHHGKeEbxVc+fOtVC1kd99J4MGDZLpeqYV+my99dbWj48/PYjUjZfPnj1bXnjhBZk3b560b9/eDm9+5JFHBBttrOdn0bfTuPHj5c033pBx48ZJmzZtpJ/ap23btqazy3PeEtfUYnXBggXy0ksvCX0uXLjQ7Pz444/LzJkz7Ryu7bffPg5/1Mb0P3jwYLMB4XE777yzbLHFFtYXsr/55hvBrptssom8/vrrduB07969ZccddzTbuD6TJk2S1157TX755RepWrWq9YOs5PxMnjw5PReAwl30veBcMF9oc/1NzxN7Q8dOH8h8VkFvXT3IerfddkvNv2gIXCRDRkby0ahItmyfIzt1z7WDfTngN0uEaQkT+UOhhoHO0bEz15wDwZV3jH7xhlHPFZthH+zAgdqMG1ugq78/8+fPN57PP//cwFWfPn0szNDHhY0g3mPsXaNGDVcD5LfsfiXcpV6BMiXhfZpfuEjaNGgtm623UVbepUWFMnTsZ/LWLx/KzAWz9H3Jl23b9JTd199BalWN9XfQlq9185bMl0XFehB3KmQRyOTvxtzF8+Xl7wbLh+M/saDD+jXry37r7yw91usuhEPmaThjYVQk74z6WN74eYjKWiCbtdhQDuq+pzSsUS8tJ6uioTBYIFggWCBYIFggWCBYYAUtUPafiFdQ6Opq5gstwuuuvPJK2WGHHYTDeVmAXvyvf8lDDz1kqvD8ySef2KIbEMMCt/+xx8phhx9uC3vqIfbLsBC++OKLDeg8/fTTsvnmmxtwox4Qc9RRR8mQIUN4TIMF+jnyyCPTz1999ZUt8q+//npb9L766qsG+L799ltr5wtjvET77befnH322XL77bfLbF0kX3XVVTJs+HADKl9//bUt0AE04xUcfacgjMU2IMzJZflz5pUFPe1++OEHmTVrlu0HGjlypAEfgCjE+AGnAEh0BsjcduutBvIImSuPfCkPIIUf+TNmzDAgQ98ATUANukDof8YZZ8gBBxxgYII523LLLQ2Eel+AaWyDxw4Z2G7XXXc1kAQPOiPn5JNPtvkCxAGiDj30UAMt8LDXjX4P13k+5phjrA0AsWvXrvLpp5/CkgbntD3iiCMsPBDdOLz5VQV2jz76iCxajN45smBxsTw1olguvb5QnhlWLIVFJqJSWAY9p02bZv0M13kGaAFMH3vsMRPm4Oucc86Rgw8+2EA+4H7TTTeVt99+23gA70v1nb/00ktln332sfcSm2+zzTYC4IV4L/zdwA6ZHkdjKuPL53TuwkgGfVgkT3xQLIP088QH8f2THxbLQ+8WyVtfFcsSNQ8/IYBoWRSpt4t9WhPmTZURv34lX0/+Xr6YOFI+n/itzFrwuzWd+PsU2e65XvLkuHekVpUaMlf3ex386p5yzbv/kcVFS2wOAWCAJygzrJAQRP89Xz3kLjn8jX1kQeFCqZlXTf7vpyfl9hEPWzvak8jj9g/vl35P95HxcyZJrfzqcvK7R8oZr1wqcxbNMzlF+seSQMECwQLBAsECwQLBAsECK9UCL738UqR/ide1WhTpAtqua8uXegJM1VdeeYWlX6SL67TqusiNvvjiC3tWgBYpQIo0CUGkC14r00W9tbntttvSbc4//3wr83YTJkywZwVmxqNetujEE0+Mjj766HQbBTHRZpttFt18881pHl04RwceeGCknoc0H2008UKELk666Db5uicoUnBnxQoqIgUNzhItXrw4Ui9MpHuq0mUVvXH7wI8cBZdRcrxJOf/4xz9MFwV6Vjxx4kR7vuiii9JslXk/TjrppCjZNi1Eb7AV86XAK1189913Ry1atIiwJ6RAwnieeOIJe1bvWqRgI+rfv78986VA2HgU4KXLFEhFCv7Sz7fccovxjPz2WyvDzgpUIgV3Jd539aBFNWvWjHr16hWp1ynNq97AaNHipfHzouLoH08sjeSgxdEFDy+NUsVRYTk/m+Q8+Lvq7wuC9Y8HpiM6QOqhtOcPPvjAnmmvwD/q3r17pGDcyt577z3jSb7zl1xyiZWpx894/P3jveX94/12Km8uUz+taNJMhVXnL47kHP2cp59zU5+/6/XExdF+ty+JZs6Pf4dLC116yat6m6xg9qK50R6PHh/JLRtEckc3/ej19q6R3CTRB7+MMJ6pc2dEn/0a29+lPDDiqUiukWjYuNTvuXCJbpGL+zzvxcujfZ44KVqwdKGxFxbFSsxeOCeSWzeNzn31KhcTLSxcHP0yY1y67YdjPjG5A4fH7xiMI8Z9GckNjaPHP38+3c77SheEm2CBYIFggWCBYIFggWCBSlrA114aHRet1SGI/pduPEyEipHhDcLTQqiZ70GaMmWKJbG44447pEGDBsaDFwRPx8cff2xeFLw+hKrhGSPUCyKBAV41PBYQ3gm8MPvvv79cfvnlUlBQYB4pvFIknYDwJOnCWRSAmccCzwrhcIQ13nXXXXKVeuqat2hhvHgxoNNPP91CH3UepXHjxlbmoWh493QBmPYewQP52O2hlC944OfqcnTyjRuZJHrI0zGREAKdSdSw3nrrWT2hmzfccIM89eSTMvPvf7cxlNJNuhiZeFrog3vvCx0YTxXNiEhf7777rnl98Grh6apTp44oQDT74+1q2rSpPSOY0E2I8Lm+ffsKc+1EiCDEHjnmj/BPbO1En3gr8aJtsOGGVsy+KOx92GGHmZeOviD0JYTy1FNPlW7duqV54Y9NHkmNqjmyd49cads4R7q11qyUKf9xRcMPEUqoLLTHHnvYlS+8WP/+978t9LNdu3YWzop3kKyFEPOnwNPCEHlHCUkkmyJzhdfSif1eJFohtLG5htYyv6VS6j0qrV67NGpeP0fmXanZBfUpVZRugog8tUF1tQuUHzul0vWZN4xjUdFi6V63s1ywyTFSJTff9oAtjQo1LLGlsTet3Uga1W4gH40eIWN+Gy9FKn/87F9Fqq4nU+bGnl+8XubpSmmUTLzhSTaq51eTHnXayePj35Vdf9xW2jVqIx0bF9jV9Xp/7AhVupEsLFwij372rCwpWqoeNcZSrIk9hshBG+9pWRfxuGmwadrjyTjdPi4rXIMFggWCBYIFggWCBYIFKmqBtRaAJYEF+606aWIDiAUuQMkBB4kH2EdFGJ8nsmCxTygYIIMFP3tpWMCzYG/VqlV6bxd8yOLq1LNnT7slpLGgoEDe0rAwQJkv2gkpQ9YkXSizdwmZ6ArIUC+TVNV+nQoVqLDHCtDFYln/pm+8gBgWqxDAIHkF1CTrrbICX8hBpoOiYoBYqg9CKwl/9P1rbh8W+owDYAKwcZ3K646+GHNSd79HNvcAMezDPTaqW7euhWJiJ4j27EOzlPmpDhk3e8uYY8BcZ51zwkb/fckloh4lewcIN1Rvj42FeQWw+JwxduQ5MOedcABGf1A7BUAQ+6bog3LegSgim55Ir065+jEW+6JZyozLCsu48354R5wYF0SfEIAfHeHFPtT7Hw4II4UIv2RPH3XOgw0hQD+UTOTB3Hnf1MWj5a58coC1HCdC4td0uapsBYCbhQrAOtddT47YbN9sLDJxzlQ54eV/ymu/3i/bND/cEm7MWDBT+6muSTiyd0Zuw/TYlIX7avlV5cqtz5BLP7pDdnlhO5FqXWSvJn3k7C36yw4dt7Y9YAsWzVe5teSt8R/LnOI4NX6DKrVl+5Z7y5Ytui+TqfLpukriX8tKDj3rWENhsECwQLBAsECwQLDAX9MCiSXF2mUAX4qxoGbRzmIa4pkFfXKBC9iCADyQL3gBHhp2luYFlLB480U/Vwcs1lC/AGh4ztiPw54bklacdtppJgeeeroIJokFwIDECQ7eWMS7XF8w0xflLPRZLOclVnXeLwtn2sED0baiQMgapL5ow7iTchw5YJ9qCggAWpDLB+hgW2+Dvl6XEpv1Ag86+xygM20hA6e6L4v9TRqiaONZoqAMTxz9wGuk/ICtJFGHXXz+mLvjjjvOEniMHTvWElKQ4h2wqOGelpiCsSEfoj16udwSSSlSHbnO8PGBUJ0FONfZ8yNZoGrVqC7SoHa8ME9MW0pK+Re3B5w+Ht4FiHEBxrycMn+PqIPwzPGHBWztc8IfHbyOq/fhV5/HZB332cjHPHV2JNvfXKheIp07xYns82K8tVXVrzWT/hFdcuT2o/OkYS09p0t/XmV5wWgHLdK9XBoOKDV0X1aRJsGgr3xcaQp0Xh75trw2+n5565D3ZZt2PaVGlery/uhhst0g9Qa6AJMSf+WT6TBhA8bq9tht/b7SUxNu/DD1Qvl28g9yyic3yI9DJsuw1o9Jg+p1ZW6RTmS15vKf3S6T1vWaa9KP3w24VeG3qnvEYmCHly9XFqvjcu4C/kAiUl/nPQnGEuqE22CBYIFggWCBYIFggWCBci0Q/+m9XLY1kEEXXSy2WCQDhB5++GFhEZ4EGWR+g/BykDWQpBcQC1HA13PPPScbaCgii1moloYJ4jFLEl4gB3C+uNtLQx1JjEDiBLwO9O/UtqDAvGGeqMPAjYIA9PQFsvOih3udKEuGUjlP7H2JLIEGZQAEBwbOU5ErdslVHfz8KTxxDjbq169viSnI/AjAoZyxEipI8gf3vjjoLa8/dGYRTCIOiHG6XbEnc0HGQQAeelXX8EJ4eHYAVkV1wAPmi2nkYEt0dVoIElIiFI9sjpdddpllFMQ7if7wE05KMg3mmz4gxtVZs2S6J4wyBzt+pczJk0uQi+PR94tlSwUkj7y7LAmHY0bnL+vqdiApihNhqxBhgxDe1AcffFAInXV9yL4J+fvSpUsXC3/VfXRpG+neRePxMFJ70C/mg3d8rP4+nBzs+fNy19Rk166RI9fsliu37Jkr1+2eKzfskSs36ueKXXPlyf1y5ZheuRaaSfvyQjEVKkp99TDVrXjyvHIAAEAASURBVFLLkmfoo13jMcYdTp4zRaRxb9mqQwy+kPuNgifRqauqXq00pcBYlbyq8vys7zVBRxzaCXDindG9YJbVsLGeF9a7/RZy8jZHy4AtLpCfpr0sE2drH0pkPJQ5I2T8zF/tuWHNepZpsWquej6L9A8d+j/d32d1P08sliMHFMr+dxbKL9PiMsBYoGCBYIFggWCBYIFggWCBylog/pN7ZVutYfz77ruvsL9ru7595Ubdt8Qi/Z133rEF7VlnnWVeHLxUZLkj3I/FOpkLCT984IEH0qMh7XkS3LCIB2gBBCD3oGyioIR7vC3sJyKlOYTnDYBBRkYy+AEACU+ElzTzLPgvV5CAtwei/mPdg5aNHHjgpfHMjIA9PCAbbLCBaLIIk2seIcBoFiHI8AU8C/Cddb/QvzQ7ZKNGjaS6gpPOuohHNmMmuyNp5y+88ELBnmQL/N///mfp+AFk9MM4cvSTjejLdaaelPJ4pwgNxeZt1Ya91e7IOuGEEwwYsb+LLIaAEjIlsh/svvvus3kj1I59TsyBE+GdpJx3GjZ8mNx5553mTQO8AEDYI4bergtzToZJ5r+/7qNCJuGKpOKnX+TDC/iDPAww2a+rUKhD/3hsJBMfKJahipVOjlKbnpap6KqVenXv2991Xx3zj+3xBpL10MNo2ctIPZkb8RKSYp99bOjtIK2vvuuEILLX8LrrrrOQRPjPPPNMC81EAQecjI/3cO+997Y2eHEB1r7HzG2QVBo4xLhr698j9t06Nc4kQ8Y9vIqls5Kbh71Ur87+XjYqapXmU9VKUPeWCoqGni9Xv3mbbNp6Ixk8Zqjc/f1V6gLU34tmRIQARvG+LA0HLegh8sWFcsZLl8gGDdpLpyYd5MDuu8vkedPlwBfOkX1bbSOdtWy+ppg/5Yu7Zfv1jpK2DeP+9+q6k+z54wmyzaCect1WA6R9w/Vk8pxpct63D8srfS+Tndffzjx+9IkH7I3xOpJ5IvNjhyrFgYIFggWCBYIFggWCBYIFKm2BPN0zc1mTxk0sbCvbQqzSEldjAxaW6EyYHEkNCCFkXxEeDkK2WHAWFBSYRng8AC6vaT3hgwABQFvSezVLwxhZBLM4dUIO7TQDnRXRJ2CGMDdCk47RRT0LYQMnWkc93gm8PHhiOAuMtPQAGPQB9LidARkshkmk4ECJ9pCPjSu6s/DGU4LnBEBIEhHqWMDTtrRPUg5t6I/kF56owfeuFaid2CuF7fCEsX+KhT1nZrnsyvSFTdjfxjlX6N1QQR/njiGDsQBQ2bvHfI0YMcIABCAB4AZwwDYtlI8zvWgDAcCwxfYKPgjZJGSSdPKA5Pfee8/GRGp2ZOPhYU5IpML5WCRK0QyElpaehBeHKOhxudgI7yRjJiW877/yOQFA4N0BehYuiqRm5xzZXc8A26ggPgcM3VREmUQfEOPCo0giF8AkwFwzRhpw4g8HvCd4bHmf+YMA9aT2B4Ade+yx9t4yLpK6MDd4GTkvjvPCNEOn7aPj/eS3wPj8vWzXrp3Znz86MP+857ynRvobcv3igvjbxwTmBmBl/SgrfM6bbL/sPpbPHsf83+fJpo26yDYKnPIIHzQ4Ff+O0aGgYWtpWq2DXDv6eXl0/LvSu15nObHbKdKiVhfZqvWmCp5aa5tYHvwk1+hSZzMZp4k6fpj5izSp1Uh6tdnUUsyPnqL2m/Sx/GfMS/L85E/lpJZ95Mrtz5FWdZvZHrCaeq5Y37ZbSANZT54aO1juGPem/DJrrPRr1E32Wn9HwXvGbzVPJ3/oqGJ5/WeR7i1z5JTtc6VWtXg+yx73MguEu2CBYIFggWCBYIFggb+2BXz9z3o2hzT0XdfvaocEs1jzRefaZCIfEDqzwGUhzSLaQgd1AcUC2heY7Jvxw409HMzbs/iFfGHOfZF6tVhdJssopw38maFcSRviESNZAn3jBcrGC39mOfKNtI/kyhZ5SX7GybOPzZv5lXIW6lx9jNQhh2fmmnEl6wA17KfDk8dCHmKclJfWl8vyvqxR6ou23o5xJvuCBfsAfgC0yT1ZtOGTtA2yaJ8s4xkQgucKAJNM4oF8tw1AGj68iEker0cO8gHVyeQVyEiSRqapXrG3J68Uj0+SP/OeMdEXdiccFI+YhxVqRYl3lXkiIQdeTw+9pK3rjGzkwQNoxbMJZfIkn92uJMQgJLUipF2qIVOcGfcqplJUqAcgQ/kaKphJjB7vFkQyjiWanbBNg1YG1JZqiGFeTsnzzEqMS71r9owEBUwu5zc9zHn6/JkaWlhTWtRpmu4XXrpyvpkLZhtf/Rp1pVntOBMpPJZ8Ref56v8VysXPFst9x+XJ8Tstr3vmWMJzsECwQLBAsECwQLBAsEDSAqzBWHvjBFlnABiLpbLAoy3OsqwW0+W2IKvYajLdJmXVzGc3cNLoy91XtD9dJ9rCNEN3PafLUqbjXWvfob2wH8oX5tiBhT2eJg6eBnCgI+Q8aX1SemSOgXoAAGCHQ6BPOeUUO+QaIEm5E2BlnoJaPF733nuvAV+ADDos11eqUam6JOpLa+v9lnVNjiV5n2xT1hyV1ibZfmXfJ21SWv9kynRwmORP6lLauEqTmWy7JtzjJYtTwWfXJgnS4CiPP1OK2S0FvJClPwx9T7MjaU8qMn1uJL1vKJSfNPRwxr/ypVEd/qDBbylTengOFggWCBYIFggWCBYIFshuAV+jAcB0M9Lav4pgsc6HgSXJyynjngVsvACLPUIlQEKifRLIucxkmfeFrBIyUp1TRh1t4YWW4031R3mmdy0lJr6kFouuB+CH8Em8Tez5IbkEnjxAj/dFQ/jhq6qeEaek3pTx7OPiHl3s7KiUzt4OrxH7uQB1eFqS44KHvvFeuQfLbQIfMqFsffmYqIfPebh626RtnN91Xk7flAwHKd5vki/ZD/VOlCPfdffyzKtlAUwtvglLrCx5P4wxST4myqgznVO2c75MHmWyUENt4Czp+UwXpG5cptuQ56S8TP5V9Wz9q7qc5ZWNAF/s70oTr4/yYw/aLGe3lK0AYsoVv0Mp2cvGSk1MtHevl129P5vTlN2VNVcnlw9EuOGDR+RJ47o5Br4o02aBggWCBYIFggWCBYIFggVWyAI5L734YtRV9zh16NAhvQBdIUmh0eqzAIvN1bQCZOGbuehdfQMNPQUL/LkWWI0/tT93oKH3YIFggWCBYIFggWCBVWoB/0M/HrDc3KrqIbG/Hq/SPoPwlWmB1QS+UDmAr5U5cUHW2maB5E8t/DO5ts1e0DdYIFggWCBYIFhgzbRA7qJpmiSigpvx18whZNcqWwhXds4VL10dfZSlnfdf1rWs9pWpK6sPr6uMvMAbLLA2WYAQxiQYW5t0D7oGCwQLBAsECwQLBAusWRbInTpsuOTpmVDrGtlej1W8YlodfZQ1L95/Wdey2merKw1MldWH12WTt6rK2CeEKxd9k8RztvIkT7gPFqisBcKWr8paLPAHCwQLBAsECwQLBAuUZoHcJj02kyJNA74uEQtwUnz7obqramykT+ezLtGfAaZWxH4kZPCEGQ7CuKJ/ZvmKyA9tggWCBYIFggWCBYIFggWCBYIFVoUFcmu2ailRIq34quhkdch0zwd9TZ061Q6p5YBaiCx9TvD5x8v8Snk2SpYD7pwuuOACueiii/zRPC/pB73xfvyarLP7hC6l8iDHZC3XulIFLj95dQGUQdhp3Lhxdq6UFaT0s/vEl/Nnk5VgW+m33u8SPRPq9e/flbs+fEi++PVbA114xABfX/06UgZ8/LBM/H2KPZuOasGkrpZ+PEM7yux/iTnJYLHHtLyUzGw8oSxYIFggWCBYIFggWCBYIFggWKA0C+QWL1261m9uYFHsng8f6KhRo0p4p+CB3MPDFfJy7r2M+ySVVt6yZUs7YDnJ6/euU2Z/yXrtsIQ+8Cb1cV40TanrRZW6ZtMlOSYHlUv1XTjqqKPkySefjOWn9MvszNv+P3vnAWBFkfTx2gBIRqIJWTBiAgMYUFDMOWfvE3M8w+mZTzHneGY98xkw56yggglRMQEqoCAoOS9smq9+Na9mZx9vA4gni12wb2Z6qqur/90zUzXV3VNd3bL508fuTNIc1f2l+dP77jjhgN09/Ek56fl+ctngO2T6/FnJsuaf/vyFnPj84TJm2jjLanVn4fE01nqcjTNLktu/FF/VsuMjk5PidZ3SvGE/IBAQCAgEBAICAYGAQEAgIFAdAoW/y7KvTur/MN2dC4qcNm2atNCPDvPx4Hbt2pnRTXqahyGDs3V4It+satK0acJTps5HuUa3GmXNhyPvggULTCZyGd6Go4LTctppp9kxZUD+XaV0ebP1I8Xk57tdfK8LSp/nnH/Lq2lGn/R5nJR5OsqxVIN4jRuKNNIvty0qucM0b9484Y968G0v15fIF9/bQld4vX5gxXeZGqYwKddoaan+URe+STZjxgzbp351IXN7F3NCDQ4ShI4rNm4rsuJa8szkz+VvP3woe623o51r2rCJSGvFqUDBUvI6zi6ZK/MWzJMGhQ2ldeOWJsNxxqGbX7ZAWjRqJnNL5sns+XOlZePm0rgB7aUulraBY1haUSbT5800TVo3XV4KqvmelRUefgICAYGAQEAgIBAQCAgEBAICWQjk5xeoRY+FWQ/JDWicgIsvvljWW2892f+AA+Txxx+X5uqIeWQH5wLeN954Q/bZZx/ZpEcP2aZvX3nmmWeSKNmwzz+XQw45REaPHm1IeN5BgwbJoYceKr/++qulz507V6677jqLFJ1wwglWlkNHHv4w1idNmiTXXnutDYXccsstZaeddpK3337bWN2Yf+2112S//faTddddV7bffnsZMGBA4pyVl8dtMnNeJBc+WSbLX1Yqg76Khz/6x4C93Nq21P2FF16Q3XbbTTbeeGPp1q2bOY8TJ060rOPGjRPqcsQRR9jcuSeffFKOO+440/lpxQhCBvT+Bx/IqaeeKh9//LGceOKJ0mGFFaRXr17y/nvv2fn0cE9LyPpB91KtBg5llW0mra5dcW5Zschy7QWH6/FvXpI56jhBxWXzdSylSFmF/mTouW/ekE0eOURWuG8bafPA7nLLkPuNz9vhzVHvy+ZPHCG3f/Jf2X3ACbLi3avJ/k+dIiMn/agSKj8MPHzCd7L/k6dIh/u2lvb/2VKOfeF8GTcjxtDx8TLDNiAQEAgIBAQCAgGBgEBAICCQC4H8Beq81Ndl6N2AvvTSS6V///5y5513ytFHHy1XXHGFDB06NIlmwffiiy/KjjvuKFtttZW8/PLLcuyxx8q+++4rzz//vOHSsWNHc8jeeustO/bIyf333y9Tp06VFVdc0dJx5nA4DjzwQPnyyy/lo48+SnAlOkQ+HMLjjz9emCN2yimn2JA+ysVpcceO+Wk777yz9OnTR958801zfpD51FNPmTx3ZObrCNHPflavZVgks+bETpAGZepE7hSAxZ577mnlvfrqq3LbrbdaFAw9IZxVnM9+/frJchoZ3Gijjez49NNPN6cWHtd7+vTpcvfdd5us5ZdfXl5SXMHxZ3XiaiL1S40++K5C9v93mRxzd5kcq39H83dXmfz9vjLZ+YZSeeHjSsepOnm059zSYundfFW5tvuR8sSEN+X9Hz82do+SlWukCnpz1Aey97M7ygZNVpZBu90rl625v5z6+pFy90eP2nl+ZsydId+OfUr+OexeOWzNXeS/fR+Ul3++R64dfI+URhodzC+Qb34bJd2ePlh+nTtJBu16j7yx011y309vyXGvXmhRM3RiHlqggEBAICAQEAgIBAQCAgGBgEBNCBT+NuRDKejduyaepfIczgVGL1+TvuGGGywStccee5iujz32mGyzzTaJ3pMnT7YI2bnnnitnn322pa+zzjq24AR5t9tuO3OwcJhwjA477DBp0qSJjB8/Xh566CFzzHC8GHLHEMXeGbxwbBjSl5DqAxHpevbZZ80JJOIEEXViZUYcNIb6MXzxggsukDPPPNPOr7/++hY1I22XXXYRhiMSymnYoEDW6pAng9aMpGnjzNi9zMYy1vDjGI0aNcq4iOQxb42677b77pYGD8M127dvb8d33HGH6ZrGjxPuzIELhNN70kkn2T6OpDuM4FQTFajuzQoiaZLP8EAcOwb56fBK3W+uf3WJgOFkza/QIaPlZbLDGlvJfqP7ys2fPSQ7d93GhhGKDtlsXBgP9xzw9YsibfrIrbtfKh2atpHeq20mI2eMldOG3y9H9jhAmuuww8IC/Ri5qv34VufJ7utub+p/PelqufKHAXJl8VnSrklrufvTx7Q5SuXhPa6TNdoWGc8beTfKDs9sJUN/Pkr6rL6ZzUNjThj6Uac6NpPJCj8BgYBAQCAgEBAICAQEAgJ/DQQK23TboF4uQ+/Oxbiff7aWwqlwWn311W0XhwnCkcIJ6dKlizlgDL3r0KGDjBgxQr4cPtwcH6I5OBLXXHON8Xbv3l2GDBli+XvokEUI58nLRbY7VJwjvUEDNeSVPh82THZXB4ehhVBxcbHNk2LeFTRmzBhz/lgo5IwzzrC5a61atTJn8ocff5QJEybIGmusIeVlFdKqSYFcuHeB/GOXAunQ0rKr41k34x4HFWJoJkR0kGgVWHVde21ppXWGp1TnejVo2FCIbhHpYpglRB3T9fI0tmAFMU+MOWW1OV7ubPXqmi/81UQ4YRnVq2VroFGpsQumSbtmbeS4DQ+W7Z/oLcMnniVNGjZWr06koc71wkm7d9In8s+O25nzVaYOFM7Wjp23lIfHPibjdKXEddqvrsMVNcyoDlhRm1WtPCJZrZoo2CWTRGf9WdqYmeO1AzSSaz+4SyYWT5WGKqdpgTp5quvnk74zBwzGtANpTljwwgy/8BMQCAgEBAICAYGAQEAgIBAjUNhMh95VZByV+gjKAnUAIB8yyD5OA86OD5vje2AsdIFTQySKY3hwshiKSAQIYujdCjqnafDgwXbumaeflmOOOUZWWWUV46cMj/Swb8POMmPrcFbcAZuqi4Eg050SHBR0YXELFq9g4Q0IRxFniHT0oXzmXrVp08bO69hQjaqIrNy60opnDhVpdSF3wKgzUTnmmDEvbeTIkTbE8Oqrr7a6VWS8BvSnXq43W8fQy/NjdyYbquOG7vx5ec6b3lIETtgvUyL5/hd1VjOBMpwUiMhYsTZlJ432rbZS7RVk8YtfKrQdFdetVttUWrTvKw9/8Zys11adb/widaLKNEImpVNlucJGVgaxKai9RrSkbKJMLY6HYKI7Dlh5Zggh3xjTTzwbr2OTpzytG7WWNdt0kbVlNZlfXqJyG0r3Fe6VLVbdyHj5oYTanMeEOewEBAICAYGAQEAgIBAQCAj85RAoLFswv0bDeWlHpGXLOCzkTg36YlATnXJHwnm23nprWxQjV51woHAqmLvFnCwWznhCHRbmTEE4HshzmTgqOFZmvOt5d77gLSoqsiGR6ES6n/O8rVurA6DUVxcC4S8XVainVVCQLws0OPPV2AqZOktk3VXzZJV2LKFedyPfHSMviyGTRPZY9IM6sviGE7z84VRBOFSus/P41tNdvqfn2uLKuM6fjYlkzwfKpbmOZGygDtksjVaVKUNXdZq+U8fsjv0L1AGLvTPPk0smw/w6aERqfukCaanDCG/a6Fg5cujNcsAsdYYad7JFOFjFcN0mnWXivCkmogELziiNnDZWpHBVWbVFPK8PhwtKr2io7rUCEKdzbmLpTOnRrJOcudUxHC5E4KAZDLMR4yOZMl2HjGodu3XRD0bHft9CeUJCQCAgEBAICAQEAgIBgYDAXw8BtT0rjcz6VH2PtqyWGW7oi2lQBxbZgNzx6dSpk61kyPwqhvdBGMwMXxyuQxCJauFQQaxWSNr1119vQ/d8DhfLsUMeASK//5HOPsPxIBybL774QlhNkHSIJfK/++472++sDhpDAc8777xEH3SYqLoN0+GLMVFeJDOLIznn2XLZ6cIy+WiEeiukqsiMWDuu7oeywelnrSfDHiHmcBH5g4gEQo4leBGh+/TTT5NzOKa/l6iJd7O+6+XJ+IsLZcQ5hfLVWYXyk25/0b+3Ty+Ucdc0kIN6V/bHDOQ5i8cBa6kOWFlmsY1t19xKdmy5tgwYp3O+Gq6oy8qXaFArT/ZbtY/cO/IaGTL2M5Mzac5UufKrR6RH656yYot43pu1bZ4OXYyb2PgMk/ymulqjesBKB6++o7w+9j554es31GEst3JnFs+yxT8mz56aYAjvLW+Xy1ZXlckhD5dLSQa+urQXeQMFBAICAYGAQEAgIBAQCAgs2wjEIYF6WEczkNWqba9D/R599FEbUsfcLlb0Y+EMiMUuIBa0YAGOgw46yCJgLP1eoB7BhRddJGfpohxXXXllYkBvsMEGstZaa8nDDz8sF154oQ0lxOlyB41VD1kZkWGC99xzjzk0jdRpmatDHPmI8eabby49e/aUm2++WY488kh59913bdjjAw88YEvOX6Qy8zWSxrL56IHDhzPGPLGndcgjkaq77rpLV9SLbPYRhnsJCwPqX+zKWZXq9OMO2Hu6RDy6gQHRLVaE3EAX/dhZy4bcAcP5Ovzwww0nnDPqvM/ee8veunS/198jje5Y1kmRDBN1aaYLiTRTX6cmgi+X8+ULXJB3XPFkGTVHHdqM07Rqq5Xk0LV3k9dH36+A/RwvR698B3XfUx4c86b0enZ/OXa1Q+TdSV/IhFmfyIN7vWzzuJA1r1Qd0ZnFOmSxcgXGWQvmiMz91iJs8Byy4V7y1ZRRsudLO8re354oKzRuI8OnjpLBvz0hX/3fCGnXvI0522DJgiKiw0a7NFfHM+XUISdQQCAgEBAICAQEAgIBgYDAXxuBvBdfejHqunZXWW211Sy644Z2fYDFHQwcpIEDB5qz07ZtW4tA8R0ulpZnAQp3oFiM45133rFFNhg+WFRUZMvSU3fI+YgAsUDGZpttZgt3MM/II4XffP21vPf+++bo8TFnDG6GOzKPiyXl11xzTZNF5Ahn7cMPP7Rl7Fl9cNdddzWcXW++v/Uu+mhZ4I4eW2yxhc1VYwhivlrv83S62JBvK+TXaZFstna+rL5y3YcgejnUm+X1iYSxwAYRQVZ+RFfn8bpTD1Z35Hto1GvDDTc0HKxS+vOjLhLyuX4zjW+K4bAtKpVrEI+/XH4JjpeOutRhj7mluq584+vdUYNlzoK5skPXPvYtMHJMnjtNPvjhI3Oaeq+xuazccgUT9OOUn3Q5+kEycOIwWa9VF9lpjT6yyardkkK++/V7+Wz8cNlhbf2+ly7qAQ0dN1xGTx4rO63TV1os18zSZs6fLYO+HyIDf/5UJuoCIOu1LJKeq3SXXl16SpPMR5vLozw5+d4yufPTCrnngAI5eju+QZfboTSh4ScgEBAICAQEAgIBgYBAQGCZR8BtbVZwr9cOGC3lRnl1rcZ5J4/0+HGubba89HF6P1de0uDhryZHlvNQdfp4ObCpf1eFcqVVYcg6cFlZyclh+nx6P2FI7Sx0flGVScla/F2wywJFUxbSLZNGOY4zQwcLdWETJ/JAfp79usiBrzTSRVfyKgPIpTqRrUFhnnz1c4VscHmZrNA2T745t1BaN6u7w4zcQAGBgEBAICAQEAgIBAQCAsseAmkHrNKCrKf1xHimQhjOvjAE86lI9z+qxnlPd+coOx98Lo99yHnZ5xxy+MtFXp7LSOukmeJhhRrpcjm16ePOFysfMv6QY0/LVX6uNNeFc+m6UDbHnHdyXvT2dLbpfa+/yUrldRl//DbW1z967AtooKPplhmoyRwxS9Pjco2Y8TFld744Jp/Xy/NxnJ2W5iMfhCx3vkxWCkem1a3aPk9u0M8G4HzRdmEY4h/fK0IJAYGAQEAgIBAQCAgEBOoLAoV5rPSW25+oL3VIHAscKghHzJyIVA0wrD3d+UhLOyXOTprl1/PZ5AZ6djrH6XMut7qyFkUf00J/cqiTS42F0rw+pgvOldbPndVsZteb+kPpOuU6NqY/4cf0yuq3ia6a7vs4YjhM1AenjXSO0+Sy4HXyND9m6/mQ4/3D0xg6CW3QOV8+OTNP2jSPZQXnK8Yl/AYEAgIBgYBAQCAgEBAICMQIFJbo6nx5bj3Wc1TceaAaboBnV4n06s6leWviqelcWgb7aZ2yz3FcF30W1/FKl1eXcrL508fp/UWpfzrfktw3Z6nSX0pEV5uO45UafphkyOzkqlOuNNgt6pZVNm2Ez9pIv8XdoWV8kuMl0XbZuobjgEBAICAQEAgIBAQCAgGB+otAYbkuyqBeQv2tQT3VnAiKR5moQm0OkvNW5xTUJxj+yLrURXaNPLRLpj0WFVN3wgjEElj+s6NfNdZzUStXB36P9sJaW3+ug7ilhiWOeMbq0MY+7HWpUTAoEhAICAQEAgIBgYBAvUKgMM+GY2FyBvpfIrAsGaiLitsf6UTWRXZNPL/3SsBAr24Vx0XF6ffy11TP3ys7V/7aor258vyRaWXlub9hBy4+dLQu5eeKeNYlX+AJCAQEAgIBgYBAQCAgkAuBQpZY1/fVuc6FtD8QAaIFLIRBlII/vs9Vk8Fc5Zzy1+exbdS3Sn2WIM51ifrUxJPW64/UcwlWuUZR/6s6UI73Z/o2cwz51MOfSYUF1Ze/KLgUl83Xj29X2Me3C/MLpXmDJn9mtULZAYGAQEAgIBAQCAjUcwTy8xvqpBUM+mWFtC4YVzVRbefTeavjTaen97PzZp/j+2AQ3y3r1q2bHHzwwfJ///d/MnLkSEvHiHVKD+ni48yXXnqpfW8M5yvN5/x12WbrU5c8uXhMTg04p8thnz+vDx+cPvPMM2WOfrwaqq0utZXlcpF12+23G06Os8tOl//vf/9b+vfvn5Rr8smsxIez+YD2ZP2OHM6Yy4nPVv6m81SmVu7Vdh5OeGrjqwHiysKy9lzm1/rNukMOOcS+6QYL33irieqmT1WdHR/akjbdeuutZW/9ePeDDz6YtHe6fWoqf0meY9jg6yMGyTNfvSrPff26PPv1a7Yd8OVLMmTMUGtbrYkVydbqnlqNKI3FVe/eLi3u6Sv7PHGCHP3cuTKjeFaSL1tnz+eys89z7OXlOhfSAgIBgYBAQCAgEBBY9hHIb6gfLo5SRn99rLIbPWboqdGM4Zxt9MFDGlvO+3F2fdOy0rzsQ2kZ6X3P5zyco5zssnyY1hprrCF33nmn9O3bVwYMGCDFxcUm38uxg9TPmDFj5JNPPknq5Xxebq5tKrvlc5208kk90jx12bc6Z+qmlUv08bzo4eVk73MMTZwwQV5//XUpKSmxY28vP2+J+oMcl+Vl5eJJp40cMcI+FJ2kZfRBJuVA3333nfCx7YRH03x/mi5Kc//998v8BfoF7FQ65/mz+uvW29XzGbP+pM/bfqbP+Xm2pPOHDJOTOU7z+H5GZT9cpC0f3X788ccTR7cmndP6mN5axzQRKc/F46tpNmjQwF4kXHTRRfLLL7/YCwXKg7IxSstd0vteVrnqe9b718u+r/WTvd85R/Z5+xzbHvja7jLg65es2Ei/EcBnBFi4xdpCt+Tnz3TPDAzYbvWt5IneF0qjwkYy4Nf3LU8soFJ78vgqmy7L5o5lOXXGkynP81RKCXsBgYBAQCAgEBAICPwVEChcFhbgcEPPtzScOzrsu0GVPm9Gklu3GJuZfefxredFDpSWm95P86fTyeNlIYtzbDt27Gh/zZo1gyXnsvBpOUS/iDY0atTI+Bnela2bncjx4+Ump7Su+Snj2HVPzlezs5Ac5XMdXRevKyLS+85HekOtQ4cOHaRJk8qhXH7e5dSlLGR5Pvahli1byvTp02MDmgTqmrXIDDwtWrTgbEKOwT777GMOS5PGje0cjgXk532bTqtO5+xyTZD+ZKfzWQBsfZfjfL936+U0bdo0FqX9zvX3snCsnM/L8+OEh3wZHXPxkAZOG220kZ3+73//azK9LN963pq2WlSNlOm2NfJwEr7G+Q1kmxV3ksf3ut6+AVehwvm3nDpSkNeTfc6hp+uarvtWnXvAIl9N/E5en/5twmOJ+uO8OHLIgbi+fLEOyuS/ybeW1qivRugKdKUW8sREPt/PJIVNQCAgEBAICAQEAgLLJAI6SSI2GOpr7XBK7r77bllppZXMObn55pulrUb1jjnmGOnTp4+9tXdDa/DgwTY06qeffpINN9zQhpqtueaaZq0xVI23+URmGA644447ysMPP2xD0jbYYAP517/+ZYb5E088YTK/+uorOfbYY2X8+PFy4403ynXXXWd5MLK++eYbeeaZZ+TDDz+0YW4bb7yxRQfWXnttgxkzi2gCenkUyPEnvxt08FDexx9/LCussIKstdZasssuu1g9GU6G0fv+++8LBq87Zhjb5Ntiiy1kjz32SGQRQXvooYeMH1n9+vWT7bbbzoxCL891yLV1fX/88Ucrj6F6q6yyitVr++23NzlTp0yRu++5x+b+gPWBBx5ojs4FF1wgxx9/vBx++OGy3HLLWZ3ZvvHGG/Lqq68KMo877jjZc889La+XNXHiRCvrzTffFBzVww47zHi8PdFz6NChcsstt8gULZuhg7NmzbIyaE+cVNoU/O69914ZodGx008/XebNm1fF4QXz9957z7CmTvQfhtGxpX8h57PPPjOezTbbTN555x156aWXZP/997cyW7VqZe1MWfQLykIv+iCO5vfffy8nnXRSUib977777hMwgjbddFM5QttjdY2KlpVXSGHmsxCPfVAhd31UIUf3yJPD+sTfLsO+V3XrTLT1l19+aZGwJ5980nRiWOLyyy+f1G2SDrd87LHHrC2oC04of2knf+rUqdZ/3nrrLaGPUXf6F/2O9nKiP9c21NF5c23rUre6YaDXkf5r3rCptG/WNldRMq+0WJ7/+g15+LsXZeScX6RZYWM5ePUd5KiND5B2TVvbtUNG74+lFQsv6uHXzpwFc+WeTx+T+0e+LFNLZ0vnJh3ktO6Hyj7r72ROFn2sTKNtT3/9qtwxfID8OPc32b7DhvLPXsdI13araSmxvpUOWU6VQ2JAICAQEAgIBAQCAssAAvV2/XkMHwgDGScFg/mRRx4xIx1jfGudizJq1KjkLTdG/JZbbimF6rTgOGFQ49BgHEMuj+Fpp556qmyzzTaCoXzooYfKDz/8YLIwVC+88EJzfHD4cNJ+/vln2Xbbbc3A5jyE8/Xcc8+ZkXrCCSdY/q5du5pjZgw1WZmZesGHTkRrVl55ZTOQH3300YXmLRHJWXfddWW11VYTHD0W87j66qvN6EYGhh916tKliwwZMkROPPFE28dpwiCHMDC9/paQ9QPGOD04lquvvroMGjRITj75ZCtzhx12SOTMVcfmvPPOMwe2V69eNv8ILA444ABzwBj2B1Gnl19+Wc466yyLmoDffvvtZ84W5ykLx7Z37942HPCII46QzTff3JyC23WOlxNt2KNHD6sz7UQ/YH5X69atE8cWJweniSGeOEH3qIMID05Eus44hJ07dzas6B/Z89MmT54s//jHP8xRJC91OuOMM8wpQQ7OF/0NZx2cTjnlFHPUcJjRCwwhonPM+aP+9I2jjjpKhg8fLsM+/9zOx80fSan6NN/8XCGD3qyQH3+pfElSuWfsNf7gHP3666/mdNEP6Ne028WXXCLF2lY4WDNmzDA9TjvtNDnooIOsD+E433TTTSabfAxl7KcOIvWn3vQztji+EO3lThj8i0yZSs2aF8n1L5bLFU+XyzXPlctVz5bLlfp33QvlcsHj5XLfW+Uybz6RKo0gVfp8uYtTIBvmFco4dXTe+nGIDBz9kbz1w2B5Z/SHMnXedMszeto4OWTw+dKysIlc0UPbYo1d5dyPT5dTXrlYZi6YY9cOQwZrCkx5fa99/275x3vHyKGdt5fbNj9DOjVpL4+NfEVmlsRyStR5u/69u+WgZ3aXHsuvKVf1OF4+m/KtrPP4PvLDlLFxHRalcXPXOqQGBAICAYGAQEAgIFAfEHjxpRcjdTDUhox0Kli5bevDjxp8pub8+fOj3XbbLVLnKpo5c6alaQQLUybSt/p2rFGRaPfdd490wYtowYIFlqbzVIznsssus2P/0ciEpauR7kmRvtG3v1deecXOqUEaaVTB9tXpitQJs301pC2PGutJXnbU+I/UYYuuv/76JF0NctvXKJnlRR5EWU7p9rjkkksiNXoj6gt5fuf17fnnnx9pVC9SB8aSwEmN52jnnXeuIvu2226LVl111UgjG8ankQsXUWWb1uFvf/tbpI5ulbJvvfXWSA39aL7WUSNWVhd1+CIwog00omjy1IGKdGEG21dH2c5pNCUpSyOMUX5BQeTYqSMXqVMZqYOQ8Dz77LOWj7aD1FGK1LmKZmXaffTo0XZeI2GJjuq8RX379k36hkYCIx36aJg41uk6qmNkMhw/7y8a9bJ0dSgTfXTRiWinnXZKZPfv3994wAGi3/Xs2TPaddddk36nzpnxaATRePzH27U87tZRmW77DyiLZO8F0SWPp/pE5rzny7X1a4P+SBtohDZhe+bppy2NfgdRH3jUOU946BukaWTS0hyTDz74YCEev3fQxyH6EdfZ2WefnfCm8U0SUzuZSzmaPKsi2ubqkqj7vxZEW1xaEvXoXxJton99ryiJ5MwFUb/bSqLps2MASuPLJyUl3vW6l5SVRts/eFgkN64fyTUaCrtW/67Uvysk+njsMGOePGda9OucKVVk6CIdkVyueIwZauno7vqf/dpVkdy6aTR17nQ752XpohyR3L55dPiA06vImlMyLypVPaChP+v9Qsu/bfBDCc8vsydFckv36JI3K9tH56Ql58NOQCAgEBAICAQEAgLLDgJuT2jwJ6p+nWa1wOoLEa1guKHP62F4FfNRWFABIjL14osvChEkIkQKgA1Z5I0+Q8bUyE6G8PmQQKIAELxECiCGVrF4Bm+9iXhAPhyOoV4Mf4OIwDDsjUUz0I25TtNVFzXY7Pzi/KiBXiVio93RxKAfhD5EJC6//HIZNmyYRc1IJ8LBkDkiRSz6wTE4ERUjejdu3DjTF95chM7UkYUViGCtt956iRyGBRJBBL/ROsQRDCDwAivIcSJqBB9ERKWFRsHWWWcdO+aHiBzz3BjqxtA/hm8yHJDV9MCwsc7J8ggjkUmG9g3UlSQZ5tc8M59LHUobEkiUiXIZakik6Zxzzon7hmJWVFRk0TbwdKI9wZOtpzu+zuOLpKy//vqeZH3h7bffTqJttPk///lPw4H8zZs3F3X85fnnn0/6CUP8oGuvvVYW6HC91TVyid42hBQdMuGWAo3y/K1Pvmy9bp6s3LoyqqQq1pm8DRji6NSjZ0/bHTt2rEUGGZa5ga7GmW6LrbbaynjUobVoKUNyibAybNeJCDE0Rnk455EgP5+Nn6fn2nqd2jbPk3fOiufc5eLzNIVJh2n6Ue4tMM0rWyA9WnWVm7Z5wOZbqSulqXmyRrsulqlt0+Vlytzp8tCnT8n4GRNEF5uXn2ZNEGm0gpT5ipEIii81y5N1YGlNGjaWg9pvKg+OfUq6f7CObLxyN1mvw5qyfJOWmTwiP00bb5G0EVN/kMve+bfM0Qhbi+Waq7h8GT7le2Gp+8aFyyX81BFybOKj8BsQCAgEBAICAYGAwLKAQL0dgpgGH2PPF7PwdJwGd04w+CGcAMjT27dvL8wzwlB34hzD7DD4IeS4MemOFw6GOxbwsM9QL0+75pprzLhlfhYOHX/FavDXxQHzspCb3ncDN50GD0S5zF1jiBlLvGMoex1xuGbNnm34aITQHCMclBVXXNGG4uEkQO5I2kHqx8ubrTLIBx8yGVKHg8tQzBtuuEFwLHyYXVqeY4IclwVfV50PhzPsxLBEiHJwuHBmcaTZgh9bhgky1452oy44hd6m5EU3l8Mx+XDaksU+MtYsPK4LfGly/8bP+5a2w+nzRTnIQ5vQd9jC99tvv0m7du1MnOcDF3eEOAFe9AvO76RDWOlrDLFkmCvWtsahLT8/XdrnSZ918mX1FWKtsMldv4Sphh3vb0n9lZd95iLi6ELo31EdXW8n0swZ1K07o2DIEFauCZfpONAXIO+fdpA5dgx86+eq25Zp1SdOi2Ti1Kp/v2raL1MimTSdVQsNJsWpOimZdMWypKJUOjReXrbotJFsump33W5s++4Y/Tj1J2n30J5y+KC/y2fTR8rUklkys0zvFZEOF60W6LitKYU5ZtStgX4b7NI+p8qBq+4lpw+9Vno/3lNa/6ev3D80HuIL7+hZ6oA1XEOml86VsXMmysQF02Xs7IlyXOedpVenHlovfzkTF6zq0x2Maq1rzBZ+AwIBgYBAQCAgEBCoJwjEoZ16omx1auYy/twoJo8b6R7FcMOfeT0Y8+5sufy0wUpaIl8tocRRyVhFyTnKUeMWY/Xcc8+1aBvf+HIiEuMGraelt24Ae7SNc2nZlMux83GMIwM/EQodCmfOCYsnQM6HAzBDHSfmarH4Qi7CiHT+7POuQyt1WnAwmGvHXKFcREStOnI5nEdnImdphw3HC8IhxJnG4WIeGd+WykU4fxtoNMqda3gog3xeFu2MQ+Tt7nLSPJ7meXQYpCU5Hkl7a6q3gedh20DLwNklP84VTiHk+egPOI5pYi6iDmc1p515bDqE1hxiHPf8/AKpUHnoMWlGJDP0U2mtdKHM9q08NpaWVPO+65CuP32QqFebNm0sM7qhc9pJcofR9YaXiBkRTE/ztiOSCaXzs5/GyvUwxhw/XEo4G9PmRLLS1er86FYncOmbEgTrH/D9Fsm2XfNkwMmF0lojZThrDWq8e2mf1lUGWThjQXmproKo89S0IP41LIijbI8Pf1HDsSNk1OEfa1Sss2n2zg9D5Pkf7lT/K+P9WGr8Q15tWWlYGOf3VQ45u3rbInl8/1vk+tm/yU9Txkn/wbfKkR9cJFupc7V6uyJp11Ajn+WT5II+J8labeKyYqmVv4abAjFXA8VTZ1KWSDtt98b6nsIxquQOewGBgEBAICAQEAgI1FcElokIWNrY84ZwA5pjnKwd1UFhKJg7QRidOifLFk1wo9LzujHux8lWjaNELhZjNmmay/fheLCwYiALV6QdPS+D4YoQBi7k6VhcyX4mnXp6+UQicGRYcITFHBiKxwp/2YQDpnO3hNUhiRo5ER2aoN/jYks5aQPaedi68dxBhxey0AUfhCYS5oSxzjBGyHld73RUMt1GpONAMfzTiQgexPBDaN9997XhfO7QkEadWZwD4x/cNt5kE1sABIcKYsjcf/7zH4uc4RThSOvcNxuG6Dw6B8xW+8vVFsjwOjjOfsy5tHPMMfVspA6YOyNbb7214cyqjhDRVfTBgXF8cRg9+kQf0flhtrDHqFHfS6m2BZSXp5Ee3d75ZrmsdXKp3P06RzFVxHa5H9a49SjVRx99lPAxTBLq3Dl2AoiGffHFF/KtLhzixIqQUFFRkW1ZQAaHGWfRaaAO/4SIjKWJMqnX57qoiDt+3h/SfOl9hdGoZZM8+fzYAvnstEIZdlKBDDsl/vvi+AL55PxCufngAmneOGaubQiiomjtgxPWoEAj1urYsiVa5TRtvl4PyxVJy8bxJwmmF8+S10a9qx1NX2Aov5O33UrNO6hz+KH8NmuKn7Itqxv+NP0XXVq+XFZWni06byKHr7eXhmC/k7klcXR9zfaKU+lMeeWbt6rknTR7ikycFS/eU14R123o9xXS6eJS6XRpmQwdHUfGFqXdqxQQDgICAYGAQEAgIBAQWOoQqLRGljrV6q4QxiHLrjthqGN0ejSIqMqpuiodK9IREWF1vQceeMDYWX0PwojGwGZIFst2u9FlJzM/RADMaVDnyIf4URZ/0Dw1rpkjxPLcffUDyywPj7HNPCHIDVL2MzanGcJH6Up4e+21ly11T7QORwcjdrQa8kRKcBBxUHAecIBwelgVkHldvlR+9+7d5Y477rBzDOHbRJ0TomIYv6w2iF4s4+7RK3SiPrqIhg0FRGa2g4GeEE4a0STmN1EOcjy6x8qKOI/o6Zg5NuiBXAjdvf4etdIFQ2weGhgx/4s28cgMy9LjMNOGOJiUz9LuOAvUmZUhieihP3rh/LgTh9NEWTh6OKbMaWKVP6KArMpIVAqHzPUl+sYy7Dhd7nzwMWbmyjE/iwhVWWmZOZre1tSJvoJT4mkszc4nEcCdZfdxdmjPtBPHh6KP1Pb2JerpT7QpK3jyfTRdhMOMfwzuYvwx9S0XxBBS5CKRY898M/o32LJUP446c/kgcKPvbab9CfxpC1Z3vPLKK214JDzgBwZcP+BNJBTM0zw4XuBAXZn3xiqKYM5QV+Zn+pwxMM/lkBHhaaSBpe6r5VNkjQSvO23VM0by4byJsl5+PEyQDHEEqzLHjqv1lhu+uEBOfuUi6bPqpvLe+KEy4Jc31QtX7EvjOYJEwsrVI8Md265LL5FP15O9nj9Fdl1pM2nVpJWcu/WJ5mQVDThEjm6/mazTfi3NWyznf3mvbLvi/8nKreJ5kd07ri+XbnqL/OODY2Xk9LG69Pwael3Nl7O+vEEu3/B0Oa/3CfrdMHQjcqcbxQKK0+L98BsQCAgEBAICAYGAwLKBQIEasf3btW1nEYXqjKOlsapuxKEzc1YwKO2bXqosQ7ja63ydbrq4gL+hZ6GA3mpIstw3TgO8LErhhihy3HBnKXGWLneHxMvCqGcRDpwfnAwcO4xTDHciTSxmgIPHMt0Y/zg5GPoYtJurPHRh6fs0kZeyOnXqZM4IcsmP8c+8MoYuUi464WRiIBNhQW/y4DxQF3TFMMapYovh63UjAojDhOOhK9mZE0mkiYVGWMIeQg/qmeuPcxBOIXmmqQ5EQL799lurN8uqM5cJgx+Hg6GDRJ/4w0mkfORSFpEXol9giKMCRiwI0r9/fzlQlzanLAx55n9hyCOTOVM4XrQzzh/tSn35mDWLd7DYCX84vnxLDJzBC1k4UBj/ODrojJPEMEraEWeSNidqySIt4LOi1hFHA+eRiBq6U978BfNNFnr7EFWWcve+gpPM3LJ9VDb7X2tEicgj5dDfjtOl7cGAoYU4tDhuOJSUw6cNcDTjumeG7yneWqT2Y5E+OvRuzVUqHRMVUytRFo4uGOHgM+yQvsQ8QZbjp7/ilNFPaS/mt73+2msyRduWYZ/kwaniuqA+OGr0d74DRv/Cqee7bjjG9Fl09/tHUVGROV1EZxmWSv8EByd0yyaScKxKNdjHPK+F/jQdpxSHJEf2SnGc13/IWr64QjZrv5706Ngt7tfKRdmuZ6flV5Z1WvSQ9yYMk+cmfCx7rry5frvr/2St5t2lx8obSPsW8Xw+c6BVXvvmbWX7FXpKvnrEMzV6xgedt+rcUxcEKZSVyhrJt1N/lCcnfiijZoyVozrvJP/qc7J0bLWS1qlUGhU2lI1X2UA2aNVThv36jTw+YbBMmztFDui4vey/3q7SQb9VxnucfK3g52Mq5HFdNLGXzv07ZfsCHYJIjWqpdyUCYS8gEBAICAQEAgIBgaUQAbc/sIPzWIa+69pdbSUzf4O9FOpcJ5W8YtnM2ekl6qQQbYA4B6UNM0vI+smWkXU6OUxjiGGP8VoTVSc3Lae6/NXlzeZPy8LoxmD2hRZwBhjmRxqGpuOBDDAhL4Y485vYOiGHcxjgUE26pM+ldXFZ6TTnTaexj55pLNPnkeNOgMtk67I8rS48zpveZsvhGMp2JMDEnXbPj8OKk8NQxGydiaC5Mwd/9nmXsTjbbJ2Rwcp+fAcP8rJ8SxrObgN1bLViHEqkuOdpn8jmoY5e9/Q5y6PY+DkTspT+pPGZqysQ8r2v5g2aVNE2zUP0LHaDqrAsdDCleIY00jlmfAAaYt5ZPteRyk/PGZuqfE0bNpHlClLXD26W/j/6rjL5z7v6EfaTC+SALXkhgWO2UFEhISAQEAgIBAQCAgGBeoSA20wsvLZMDEGkQhh9acMvnUY6xiQrjWE84nxhUJXrTH7e3Hs+41ODCcPL3nqnGjX7HDxpPi+PfG7ou8OAYU46MrwsF80x/JCfY+vOEGXkInj4cz2yefw86RiArgP15891JMrGx3mZs9O5c2eLyFA29cE54DyRK4bkEd3DSAczZECUjyw/Jh/lqXImw/VI4+M6k0Y+xwxe9iG26Ewa5TmWlMU5/tJlw+M4cs7LrQuPCjJD2QrO+sEVwQlxnV02bKRB1IPyiU4yrJJVKIn6EC0aMGCARcCMUX/I4/zufJVTz0ydnI8t4vnLwJk+Ves+9XedHWecL/ZJR1+I+oAb/O5g2zHnUjzefxKeTNs4jwnTH+RQBn/Ihrwt7OB/+GMfUVaPxvpjVrmmpzpFYNE0s/y7YYOjpXWwf7p14hjechwp3TfSjTtV+v0uGzratnH8mQHnLczMJYMPfSiDiFmbDB/H2soKEvchXQVUPzT9iy7Ase1GebLzJo6faxG2AYGAQEAgIBAQCAgsCwgsEw4YBlM2Zadh4BbqnxlZakhhHLrTUFteP2+lZMpaSL6mexrGrZdDGuVgkFVH8KfPuxzf5sqXrnFNfJY3pYM7KZ6HoX4MJ2PoInrGBmFcIhhheBMt85UkMcDNuMw4jdk4mtwURhiukJcXS46PvTzkuUPg59k6bq4zhnSaD5lVZKi+WLHZWFbhycLaytM8aTzTOvh+uu09zbdeNxwqnFUcL+bEMfyROWUMW4Tg4w/M0v2jIOPMurz0VtkXm1yvdP0pm780ef9zRyyNsfOl2wK0atLZy0i3g8v5X25ra1VznhRfFtHACSpQJ4g09Hbs0vqSVqg8ueplbaoOFi95aDNkufPlMpCdXxA7Yu7IkZZnZcZcDXUC2HUHF0pLDcY1X46+bF3aRYRtQCAgEBAICAQEAgLLAALL1BDEZaA9/qdVqM7QrE6JReWvTs6ymJ7GBmeWSCFDD53S5z0tbAMCaQSyna3s4zRv2A8IBAQCAgGBgEBAoH4hwMt3Xtj+riGIOnrPqPbloOsXOEujthhiLErAFmJk2JJYHY03+jgG6WhMXELlrzsOdJhcUYFKzoX36COuM0EXffm/zJJjyZaIoc+xI6q0ONgtbUD5ohgE5IjwhOt+ybcQuPq1jvSA8ZLHOEj83yOQfg7wDMgKwP/vFQolBgQCAgGBpQCBxR6C6MaBr0y2FNSlRhVwMjCO004EzgWUTqtRSNZJFjXAGmV41h9FqJjL4PV06sAfRn5diCGF8PtcHuqea8hZXWRVxwOqGOreR5zPdfbjpWWLk0T/oB0Xty94OyDHHVraxNvFF7RYWuq8KHrQbhhOaQd6aW3LRanX0sibfa3Tl7hm6Zvel5ZGvf+qOmXfTxcHB793cM+Mn0jx/RNZdi/VTrG496XF0WdJ5alvz4ElVe8gJyAQEAgI1AWBRfIc/IbKdrJOFF9OFxJsofMU6gPlMl4W96HGA5O8vqKcHy9pHNzIJfowdXYkJWWxU9OqaZ4sp4vZLerDGT0TZ9GFL4bSGB3UvzrHzQwJVQ6d56uPiiPGB3Sban9JF1ubnMVQbZGzgAn18LosbluCh/cnl1VFGT1fpfJVTi7dB6g+uziSWcWxnvS9Ns3rx3W/dCNbs3b0Re5bdVlptGZJy9ZZcGHhGhaAyXVf/5/UNnMjS+6nWuiSuHdkX1UcI7e+kT2bTHeR6XOj+JuGeszH1pvVvDBwfatq0DcgEBAICCwWAjrjvO75/DnAQ+HBgRVy5iPlemONBeiL2r8GKQhuaPPdqMmTJyfHSxoAoovQDH2AXfy0fh/s+jJZ8eoy+XhkDLbO+V8kQm9W6ps4cWIcVluk3JXMGB05nQxlcZ1xvG56pVw2vE51vqpMXvksHrNKH/J+VJOcytL+wL1MW4IJ3yJjqXtv20Uptc4GkuJfZ95FUeAP5PW2eu6jClnlojLZ57YyufuNhdvyD1ThLyuWBdrWAABAAElEQVSavsi33L7Rb8rxPUGO61v/+SMaDxx4+YXz9WfgYWWqDhDfueMj89Di3DssYy0/LvfPqGstqlV72u0Bvut32VPlssplZbKn3js+/C5+aPGc8HtLtULCiYBAQCAgsAwjwIrIdb4RMu+I8dxENLZaO0/Oeqlcdt8gX3bvycpusZzMc2mJQEZZlInsxSGG7/CQxuG45ZZb7AO7fDjZ6YEHHjAD55hjjrG3zERk4OeBx7A0Hng4Gum3rCZT0zjPB21xIh577DET6eVxQF6XYav3KV+aOEc5NZXlznG5PqzeHhvJvkV5cuy2+bJiax7+cd34kPHrr79uH8/lo8GU6w9sL88f3KRfe8018syzz8qoUaPsdHU6czJdd2TAy5YPC/NRZpZad8wSjFRXxh+yzP+Xv0Sy+fIi/fcpkHYt0BlCBt/tqpBhw4bZXCk+GI1uyM527HjTzbeUOM+5XHXzOpDfcc3m9XNsXRaKsP/hhx/aR5/Hjx8vK6+8sn2YmSGa2brE+lf9pTz4WPXw8ccft+XyWTK/TZs2wne+Zs6caY4dH8Y+55xz7GPG6AuRFyJ/gp8eO86kse/1y6UPMlye1ysbozRPdlmU79iYfMWkLIdefdfLlzda5cnRz5TLmN/IRRtXDpWyhCXwgy5eX9eL+hQqRtpYVkKax+uanebYkg5RN09jn3yeJ70P5oaD5araRpkk23i7uKz0uVz76bI4jy6Umys/57iumEf4008/2QfV6aN8sJ1z5GGb1E11zv4cQFKG7rACrPPXVD/KRGaax/X2PpY+Rxmkw1OgZXj7kE6a6+ptRPrvIcpC1lz9ePknn35qH39npVH/NAa6OXn5bLN1dp4KMNQDdGf1So5ttdyse7W3tcsiv/eRu+++25wwvvPHPYNvPzbSbyMipy6E7Ntuu80+JM+Hzrl38JH06dOnmyy2fBiej91Td8fbscjuP2AOUWdvc3jS2BiD4sJ1Tp2c3+tkCfrDOTCp7f7r7Qw/++iZb59f4BMQIifvUCDdV62Qwx8vl5lz4vL+kJuHKx62AYGAQECgHiCQP2WEDr9qmLkp1kFhvbcabbZWvhy5Ub7c/l65zCuJ0zL38jpIqRsLjh7PsVIdescwvEUlf7jMnj1brrrqKvnxxx+riBg4cKA88cQTZuxwAmeKBxUPEPZ5oHLMw87JH6w8rPbff38z3JNzGXCc32WwZLc/OJ03/VB0vuyybCKVZtCVqaWVDvvq2SVPuq+WLx3UqSktjdsMR+raa681R9Jl59pSJ2ibvn3l9NNPT1gyzZnU0XXxujuG5Ednzv/tb3+TwYMHmwyOF3q46xn4mxTmSY9OebLR6vnSsb06tRkY4ScfbcJ3shwLtk7+MAc7dIEfcgODfXhcL46R67yku+6eBxlVzpNJCcMTwpCDMILQBeOjNqIcqEnjxuaUrrLKKlZG//79zajiGGe1devWpiu86OO6Os6uIzpzzrFgC4/pk+qHLsfPJ/XiRIYSDDMyssuCzTEEG+pC/4bPeTnP2+qV2+XJ9hvmyybtRT8g7CUs4W2qPdHFMUI3eju6QJyj3o6918HTOGafP/Jafk3zfWSk8zje1Jk8tIWX5XLI48Q58iDPdfBzubbZZaXrBb+XxT5lU2Z6ERdPZ+uyKDtppyydnQ85OGbkcX7S0uV5/Si3Jh4vC/40Po6dAqHKUXJVHcEnXV7MsRi/GcyRV6xOzrbbbivffvutCUr3VRIWuv+qznb/TV0/6AQ21AcHg20DdZzAQBVOFPQXTGlskpO6U1xcLFOmTEnycO/gGnId0ry59qlPy5Yt7UP33Ct+++03ueiii2TatGlSVFRk9w7/BAj5kWu6pu6JXhZ14hx/kOtMGzkP6fBRZz/v/T7dTvCbvEw/c1yy5aC/n0v363z1vMiPA9ZlpTzZups+yFvqtwYrb/GoEiggEBAICPxlESj89Us1UA6se/2ZiO9RsF2658l+D1TI6AkVsl4Rjkvd5dSFc8K0SNrqTbthJnjE85NoUKHqUJeyeDhA/kByo8bL5k1jhw4d/NCGEzZWQ5rlw3nzzHLiXTp3tuEuPHh4wEAMB2K42g477JDMzyCd8tJ8v/zyi/HyAeO2bdvCYg8l+HjA8uBq0aKFjB071uR11rJ4GCYy3KDRfCVa97nzTYSer6w/+kKuW8xR9Zfy5uhbY97ObrrpprLlllsmDBgLLBDh+YkWMiSPeSe8XcaggKgvjiwGBwYYb2Y5Ri4GAvWoQqp7mT6A5yyI26BCrfgCfRqX6kS22SqDvESIyE959rBXw4HvkrGPzrQbQzwxcHg7jIFCmuMDD/oQZcLJob2+//5740V3zmNAmYGgyvFRacqifTt16pTUmfPe7ujE8qAdO3asokuVuqUOHLett9lG+IPQ94YbbjBH9cgjj0xx667WjTZGV/oYOhYVFVVpd3Rg6Bn9ZsaMGUI/IjJHf01I5YAFOBK5AzP4+YPSGCILHsql3uTjPET5tCfDackLFmAIxvRHm39kvNqHFkQyV1+2lOlcvj+EVBfaizZqr7qU6j664LwSQXTCUQYX+hzXNHUAT/oBvNSBNuAcsqgv7QneXi9kkYdrmTyOI3wYxE5cp2DlDrTj6tFNrmtwrY6cn3Lpy0RG6TPUiz5HP4W8PdB1jrbpTzq0jf7uH+smHfItsvijfegbfh/w8sAEDMCCfkPfhx9e6uJE/eDlupswYYLdl1ZaaaWEh3Mz9FqfoPcFopAraf705xVoB9qjrdbL7iWKlbcHspFr9xD6kMpaHPI6gTn3oXHjxpkY6sf9gzakjmDl9wYY4OM893ivs5+3eqnu9DfakH5C/eFlJAEEL/hxfYxHll5HnPNrDB76GJgyJBLnCYwZGUC7uN7wVUfoQXTLiRdbjz76qJx66qmy0UYbJTJcb/QBc3SlHfw+5+c5B4EH9efa5zpGT3goz/+45vmj/9LX3NFzWcjxfsY1QT1pQa8XctL3X/Z5ycl16XqV631fLQObQyr60tBuJQgOFBAICAQE/uoIPHLrK9Hosd/rPTWK9EFj29p+Skpjjh8n6t31pJLoztfV1M6QGtp1Iooq1Wxlma3vL1DZrsY/HiiNuvUviZ75sCyaPKuqYPj15l4jeX3UoMbajPTBVoX/lFNOifbee+9IH9KWrpGh6Mwzz4zOPvvsSB/ElodjNc6SfPpAi/ThGK2zzjrR1ltvHenwkeRcaUmJ7etDMLr00kst//KtW0f6cIseeuihKvj+85//jE477bTo/PPPj9RwMF7SvCx0BxuIum+kONz2UoyzPiCjUgBQuu+++yzv2LFj7ZhzCWX2kXXxxRdHq622WtS3b1/bV6PJ2Hyrxk100003mSx9eEb6MI7UAIhGjBhhfGCob50j/dCw/XXr1i3S4ZyRPpSjf//738ZTUVGetN28BVG0z42l0dkPxuWo4WQ8ajRFanBELVq2jHr27Bl17do1UkfWyr366qvVF4z1ZwtmahDbOdrvogsvjNTIrqL3xx9/HO28887R/fffHx100EEJrw4JijSCZbxqfEYXXHBBpAZipIaY8YC9GuB2/oUXXojUmInUaYr0o8l2vk+fPtHnn39epSw7qMOPGi0m4957783JrUM4o169ekVqmBrfPvvsk+BMhhdffDHS6Gp0+eWXRzvuuKPxoNfXX39t8rxfDxw0KNpggw3svBq6tn3kkUeq8Lz//vuRDl2LWrZqZef79esXqZFkPF5/NdQMwzvvvDM6+eSTjQ+8dWhupAaq8fKjDli00/Ul0d/vituU6y/d3RLGxdjxdtc5NdbPrrvuuujQQw81XdRANkxc7MiRIyN9iRB98sknnmTY6FDWBEeu25122ilaY401jJe+xTVNv37nnXcs31dffRXtuuuukQ4NjXSYl5W1ySabRPrx7EQu/Yi+QB+CHI9rrrkm2n333SPuB5DrbwepH+dXJzo6/PDDo3/9618R9xnwTd+TPD912mabbezchhtuaLrBRztC3B80QmLnuU45R18aNHCgnadvuKwL9Xo599xzozvuuCPqsMIKxks/0ai58fJz2WWXRSeeeGJEPV0n+sro0aON5/rrr7f0zl262Jbr9aWXXkpw4NpZf/31I+4PkNf34YcfjsBSDXxLd53sYBF//N6hQ5btfkGfRw/uT/QDdYgi9HDi/gvO1Ecdkaij4qTDxBNc/J7HfeuEE06I7rrrLpPn9f/oo49cVEQfOeCAA6LGmXs0PH5dU1fagvviFVdcEamjY2VyDXGfg/xaTQTWskM7U8Znn31mnGncKI97ojqBkTpExsd9ze+JZLjkkkusPWl7v3ced9xx0bSpU5OS0cnbG2woj/s5+DqBETxgqw5VpI6X1dGfld7OXCtcHzxbt9tuO5OFvHvuucdElZTE949vx6mtcFpJ9OwH8TG35iV173CdwzYgEBAICCztCPgzQV/CRvL0Iy9FP46OH55+orYKuAP22wy9qZ5ZEp37cGyQka82p6g22enzg74qj/a8QVf5OE5fvZ9eEl34WGn0yfflUWnGMYG3ppu418cdsP/+979p8REO2F577ZU4YMcff7w9QHRIX4RRysOOh8mrr75q+ZCHMYBx8uWXX5rxxgMc4kHpD0udb2b5nnnmGTNAbrzxRjt+++23jZefo446ytKuvuoqK+vBBx+045dfftl4eACmHbANF8cBy5SGXmNUZ53MH/Ew3n777RNd3RjBKKWuPEj1bbAZtBjkY8aMMSkYmnQYDBKMH5wDnL5v1CnAuIypYiEH7JyH4r5RkekYC+bPjzQSEQ0fPjzabbfdzABCLo4exrc/2F0fDECNykXPPvus6ccx5HwYrOjdRo10HEjkPP3UU9HTTz8dq6S/OBLwYDjqm+NI59OYk+2GC5hzHgeOdsX44Vjn+CUyvC8lCVk7YOxYUgb5Mewg/VxBYojpYh92DgdBo1KG6Z577mmOFrhD6E5++uZw1eeLL76wYxx/rzeG+Nprrx39/e9/Nzm0Bfm8ryKHtkPOYYcdZm312dC4XjjAONxO9GeMZXhxRoYOHRp98MEH9nJBo6bOFs39Hzhg9A30wNHnekE3cMAZAVeINoIn7ShhPJLGOYg8OK86TC3aYostDCv2j9brTqOSxoNDSx6NrkVvvfWWXYeHHHxw1E4NXHdSccLhef755y0PPxjXpOGEQX7d20HWj7cX1wgvHMiHg839xZ1d6gghlxc7OI7cs3DUwYE8GhkxHvoI5T733HN2XdCHeHEDjztB3ld56UI6Tib9guufF0Y4sE68bIKHFzNvvvmmvXTguvf633zzzdEDDzxg2P+q1yGOLPy8+IC8vXQulIuMNBJizhF9c0mQ48v1il4D1dlEB64vyv9a70m89HByp5E6c+/AyYR/kL6wgNyhwwEjvUePHhH3aq5NnCt3wGizRvqShH5E/wLrJ5980l7UIAe9rrzySpPBCzd0QQ4ydWg1LEauvx9nb2kvb7N3333X8ju+YOn5kYlsXrrRD4Zon+CYNnHyvoBjltYHB9TJrx8cLI1S2r2eNube7uT3RJ5dvHzw++/dmXua60ufQQectNtvv91kwfuU3oOhsrIK2347PjhgBkT4CQgEBP7SCPi90xywG096Pfrpl+8NED9RGzqZl1rR1DkV0QoXqAOWiXKQr64O2PhpFdFno8ujr36uiL78qfJvuO4PG1MRTVPZEE7INz+XRze+WBat+S91xtQRO+Dm0uipIWXRrIwNqc/BnOT1qasDduyxx0abq7Hmb7UxqHU4ScRDCEKey+SYN9kYUZAb37x9xUHhDaQTD3zeap+sBr0/TI8++miLTLiBi0GMkekP0/LysuThRQTs9zpgrgvGCW/7ndxA9Id72jhzHtfZjzEKcRhzkUJk5BEwd8AibSP6Rho/3iyncbKMmcbEUcRwdmOJczh9rfQNvr9dJs0N73QkknSv16effmoGAkZvmnRxj6TNcMwwInDMnDA8iajQnpC3L+rV1t8wWJDnRmm6zhiDRETTBuOnGSfytddes7Lc2HEjjET6BYYiBhOEs0oZGE7VkTv1bkzDBw7k8+geaTgDRUVFkc7tS+pJOkTbe33nLqj44yNgGQfMsUMHN0r9DT2GInXASXRyJxXHHtpjjz0id9b/8Y9/WPSJdIxEHBIIZx057iiTRv8nLW1AH6xOGZFDjGHIMfRIUrp9rX8YV/zj/RBHYK211rI+7KfdEB6cqYcbs+5EwufXpfcFj1q6DLZed+/jrg9RGeqC45mm9PWMoQ6PR1edL2537exZRL/jGkz3O5z23r17Rzos2bhxYJDp15PrkyVqsQ8n/fabydfFhxaSwXW1XOPGVXAmatNbo/VEvdNElAY9cXTT5Pr6eR9d4DzpNmAEgw7rjXT4oZ2mj9C/SHdyedY3FobU2WyLk4hOHt31PofzSbTvjDPOsHuby+Q6oT1wDiEcah1Cmty3aEdGGJx11ll2nh/uM5RBv0mTy2TLSxpeYqTvv8igD+uQzySbX5vpa8hPUraKMvp2vE4eCBEwhyZsAwIBgb8oAn6fxQErbNh08cdl6zstmZOaj6Q39RoJfiblQve+XSH9H9NFDlbVhMzcJh0srvME9G9qJG+fUyh9u+k8IE1bp2O+/okcv1OB3PByuZyvy2APGKQrA16SJ33XZSnimqcXaDtTZK3EXIJNe/ZM5l2QoahTJ5sfwj5j3tUaZddIjXItO5bNOUjfTNqS5htvvLEdK9g2xl6dCVs9UJ07G7uvD1ZRh8vG5huj/uiDPCkLIOqmteeu2zatMzmsPjq3Q4f12PwGfcBKf11Aonv37jZfjLlV1E0fpjZ3xfOzhSydumfqb4nV/ICQ2h92Vg1Tww58nNhnjguYfqcT7PWtvGHHMTqwWiLzUZhbwlwayPUASwi5zFXx9vDVHrt362bn0ZdzTMDPy+hCGpSeZ8QcCjW0EvmV7Wysi/VDm2u0w+ZjqYFj8yts0n4GO3UsTS510jfv0i4zb5BE5rAwnyWtqw4dk379+olGCw0rMNDhYEndf9K5hZttvnkypwU5Xbp0YWNl247+gIcamdbuzDGBHHPOZWCy9Np+4OU6p60zUyZry1LlPKvRQTpcNkn3eVDMAYK8bROGHDv0A5+/yJY5MBB5F+g8Isix7Ny5sx3zQx9gnqRGD5I0jYyKRilFjVvRqKMt3KPDI20VPph8HiD7maZktwpxnaET84OcfK7Z3Ey9aANoVZ2H5uQ4+HXC3CKNisqNN90k6kTbfDW/BjyP48N1osNbkzb368vPw08f5zrTlyqWPd3uJOjLK9FIkbyrCxa1zMy54xpMz3ECGxbU0Wi49NL5pRo9EY2oig5rM5np8jLNazhVh5VlyvHj+nv7qXNgXKTTBpTD/Ln5ep1xP3NiblNPbVM+NVGsWOtwQjvF9UR7eJvQH5Dj7Qm+OszU7stkcGyouxNl64uRZA4sOjBHjGvdqdZ7BxdNLWAw5wt9dail6AuIZF4s1wTtwXMFYp6vOmpV5nMxd4u8TrS1RlrtHs/KrLSVRmdtniQ8Gl2XkSNGyO577FHl/sszTaOvNneXObmQX0Os0AnRF31OJFhwLwgUEAgIBAQCAgsjUNixV6mUzcdcWgTK3FTL1Qafo8+Z/OrnoFcRmi5l/83ydWlaXSlPn2W+Oh5WGzwLdFG6tTtWcv86I5IPR1TI00Mj+a+OUNpkBZ24vGu+dMN5U6rl2ZU8UJ3RH6TkZZU9NxB4mLihxjn4qKo/ZCyNn1yUsVJ1Hpid9Ye0P3wbaDk8LHlgQ6Q3bFAVONLSZRljHX+8HN+SzeuVFpE+bzwZKxnHi+XlWdJe32qaMY7xp8N4ROfRmL5pOWnZYFTZWmmuxdsHg/lqGKbbAkm+AEF6dULHM70wAPp4PTFIIBYISBMGsemd6jxV6qRt4U6i5c9UkO/aYFTwYoDFYBaF0FXf0AvG+3nnnWdGkRuO1JnFDyD0YBEK769eRtrQxlHSCIcZz/rW3Bwx+B548EE5PDOpvwRHTo3FdL0cQ8eNPN7n0hiSriAupIOlV/Pj7Kza6eRpflzXrTuC8Htbel4/TtfLz/kWHj/P1vfBO91/4HeD2/OCEca9y9A5VnZKh6aaoa3z7MwQRibYef4y9R25l/GSyRcKov5QZpPoYWmZk14fdyiUyfLw47I9QaN20k1fjuDAa5TWXkRohFM0WlHl3oJuOFe8QPF7kWPg9UIm+vsCFdbemTTK1aid6PxKc+Cu05VWMeR5waRRRruXuTwcf4z4995/X9bVlyQY6beq08bCIF4W9adW6ctwcfuGijHy8v2YrTvw7gR4+Rxz/fgLIHg55oWE85Lm/Ozj1PjCFKRDbMHMryPS0vkTHvgzFaQ5uWeweBVSCnU9lfQ1Qp7qyOvIvUgjVqKjMUSHqNrCI7QRf+jk9w72uW+6vi7Xr3HSWXCD+7pGwuT9994z51nn/cnreszLB8rCyU1fg8jxeqbvHV6Ov+zgkytGmbrHB+E3IBAQCAgEBLIRKMzPrDCYfaIuxzhGUhzJRkWVlmil6bCwBL83c2adVfLsb2GuypQvx1TIIx9UyHVM79CPER+i3xx7+aAC6dU1X1rGLzH9GVeZKbXnDwcMECIaOhfHzvpDjbeUjfXtuD9YPN1FcMwDLp3OsRMPYS8DRw7SRTfMKPK32f4QG6tv1HFo/G2+yUkDonlJS8s3gakfHt7Z5Lp5HbLzo5/zkBed08aD1wEe9COqwp8OSbJoyhtvvGEOmOeBLy0vu7xs/XgOQ9m6IwPd0vm9DLYYCToczPJ6eazYBTXLvH1l38/51tO8XYgqQjg+GJBJeWDvyhlH1R/k0XawQYW6pP5Mfcl81fNlctU3kdzUK19O1O/bNNBmx+jGIcumRKdMOTg4RUVFFgHjDXR1hI6OhfO4Pn7MlgjKvvvua386F8W+BXejrr544AEHWPQHw5q35fRzNySJinhe29Ef19O3np5UPpNQA1zJdThqfIUM/jaSFfRbdb3Xz5emGngin+OYyP4dO+5QYCg64RhAXgcw9H22vg+PY+t9gRU9nXhJwoePdYiw5cFwJdqq86lE59hZBFOHGIsuimJZ0nKfHlwu/9TI/jYr5smFexbIavqiSIdQa9+BNV7V08uJU+Ij76tuRBOt4H4FuW72HTQ95iUJpIuUJKvxeT28XsagP+iWxiGdnt73/JrBGsuNaK4/ImAY6h6JwynjWnLCGMfg1+Hbcv/995vTheOnC1M4i225jObos+LlT/Ri0YMe+hmTLh1wYKs6ZVUyVXPgmHt9fQu7rwap87csN7zgq8NszRlNv9ThHHldHhmcny3RTo/4+H0bnnR56bycg0gzDKm0Ekuyf60vDi98vly+mxnJdbsUyK4b1z5yg7w+4oLVF4nOssIgelVH1bW36wkW7LNKIW3G38WXXCKM0CByiQNGGUTx0hhSnkeFHWPSXK5vNYFkTsTbzG9N944qjOEgIBAQCAj8RRDIX9QbI/xubA5huoQaFxt1ia1PzmXdd6uFkTeCGK48gNn6PhEG1+k/A9X50jUW/r19voy6uIH89+RC2UUfXDhf5K9reSwzzFtDDASWE4YYXqJj/G2oijsvGFv+ptAVx8hLp3HMm1MiKxga/HGet6U83Hhw8X0wohMMN4N0roronAkzSrwsDJe0XPhypZEO8Tjz4ZuWkPlxGRigGI8Y2BhtbNGRByNy2YcXfXnTzjF/ROzgwdhyYx3R/pB1Y5c08uOUdO7cWXS+ipWDcY/MXITO3h8qt/GDGSOGJb8ZPodR5zp5ffj4KJEGPkAL8fDne2cs646h6kZr9taYUz8Mg2LIja4OZstEw88QG8plOBLkMlLZzPCxemk/c1IYZTTTT4ZH8pNu6YM1USLXK6/MOj9EdI6X6CR1e9NMvXEsiTq6wUP/SqIhmQLAhTSXOVnzYIwzbJY0DEveQvPnxhDDgugHlAdh2Ou8MBtSxecVssllZ6f7cZ5e5nHreUq85TrkD/pydCRHXq2OiA4VnjkvTqwNpzhn1d9curgxiuOpq7dZtJbrEQx0gR0T4MZx+loCO+9XyHXHzXl14QTrgwgAK51vY8ODOaYtIIaicc/QOYtmtHJPiakSkWmzdOlzdc7fHRvpt6riujsuilCV9iNvBrKkTRk+CvFhd/RN18sjO+6Y+b2FPsOHfCG/t7hGyACHmigXj+vlTrsP46Uv6ZwjE+fnvK/pCnj62YBS+8agLgQhnTWyBKnrm/QNRkscdF+5/Q1XhwRSFetMXhbtz/L2OtfM7mHce/16oV369etnDirD9iCuLe4l6Mj9yzGh7t4X0kp434Ofe6kuSmL3OHh1rpXo4i8Je7qfeaJhmqmYYzlf15F6VvvFCH05MYUXl9WQl+2nPXKPA6bzYuWoo44SnSNo/YO+SfRz4MCBhgN50NHr5zI49jQcNJxqnU+Z5OGeQXv6PZ9+RH9n6Gn6/sv3I1ke3/sg8l1f33qZ2dtcz65snnAcEAgIBAT+SgjEYZtFqDGOEkMo+PjyA59WyKnqEHXSj+xCPFb84W8JNfzYDTkHc+zKxRn/vmOBXLS/SJtmlYzYE/oMyemMZBfHw4YHAw8YnYgfj3NXw43hOrqKmOhqgKIT7JNsODD8JaQVwujw8fwYAAz3Yi4Ib4SRwdtCHAj4+vfvb06WLsxhD314GCqkqynKIYccIrrkfSIaY9gfeJ6I4edleZpvsVN8yBv2vD/C3YDw+Rbw84DUxSNsmBQPUl3VzuqP48IDFaNNF8CwbwMxB4B5IqQfccQRls4bf1262gwWHAYIHP0hqys/miMxRPMsr2VxjHEQG8jegvHcQtc5lkHb5ZsxgPFL9AbjhreuPPTBjQc8xDkMC97M6ip+ZkCBJ+1IO2B8kEcX0zB+jJ40uaGFQYajvd9++9kbcAwYneBuBowubGBZHEOvH4l8g0oXHEjq7IhrQMN2WZd5IcpY2y7HjXf4SENvjDq+EYaTrqurmTMLBhhY72nfgnD8MB7TdUIWRrcbUlO1vzE0jrl6YMTwOOrzyiuvJEM3mdehC1GYw4DDTD/lZQDDj3RZcjPWwMn1dRxMiRw/jRrwZj/HCU3ydJw06STSvU2eNFrku0vs5FOC17PKPh1fiZccZ2g/0EUVrD4Yj9lzAun/bpRzTfkcGNJ8rp3XF4OUYaHMa2GOja6mmcxfcicN54i5Tgz723rrrU2PGLdKQMzR1P5hg14rkxNeouLZfYKT7ljQv+mrumqnGfncU1xHrwttrauHCs419xZk+lwy7h8QXZTiuZd5ftJzES9hPJ+f975KpI/rmpchlMX1wHeyIM/D9UwZnTt3ln323keGfjrUXnbB43LYhxha3lifFS31+dHKRzDEp+r0a/dzvc6JJOuiNNaveZFBOhFg7lW8MMIB1EWPDCPaSpfEN0y5F0L0LdqVuuNgef93JZAHMazyAX1xhkOni6HYvCle4ulCGKKLjlBBu1/jKKeJvtaoUfz9xHS6NQyNUwN5v/drH13YZ6ur9MqYMWPsmmdeIs8P9OG+zT0UwhnlBVOaSEv3O160cc/nHst9h3v9xvrNMe5JTsjnm2T0N9oenInac4+mvzqG2fp6frbeD9lvqPeOOIWjDGVdI54ctgGBgEBA4K+AQN6LL70YdV27qzkUfqOvruLcUCvUAdJnlzylw232f7hCPvtngWy0Wjycgqf+H3FPtZe4Ktgjb9Xplys9bQRg1OJoYIAxNI2HCw6U83yhb7gb6AM8mZCuD77P9E0hBh7GCEQkhjfCOHU8xHkYYRzxIGIeFcPcIKIalIXRu/rqq5uxzAMzKUvH85Pf33qTnzebyOVBB19FBUNkVJYOW9ntljJpqA2wlw7D3HnDPFm3E0jnmQHGW1k3GijbdWLuFk4X9WYCOg4LZcKLzhhORUVF1vZM5P5WeYiE8cBmbgT44My5zsh2wmjlw6M4C5TBsBj4IvVMsF/malDs8DvL5KOJkZy6aZ5suXa+bK5DR5VFqXJYJEYdDiFlMl+FhTa8PAxI3nIz74UhiRgZGIDWTxV3rai1JTrTZuia3Yf9GF2JYKA3RgdDyIjAQRO0/NFq2DCXxd/s087gRhptoj1fFpTmy3c/VchUtW9W1G/Zrq2Lw1BX6oQ6rjcGPw4ROhcpvp7uW8pkmBvtjQFIX6QfoA9tw3Ap2pQ0n5eFoa2rKyYLt2BQ0Q9p11+UV5dON4Mxe0EBnOJhWm/qTj1oU1+Iw40ocGZ+CcOS0DlNNJdWTYZ8UyHPf1Yh12j07/g18uSO4wotAsg5fylTrIuUXvhEuVz3QoX857gCOXI77bxKOCbuoFlCDT8Yr+jKtUQ7QUR36QP0MXe0MJ5xJml72rJz586iq/3ZtUN0BPzpDzg1YAReLMyAE8v1j3OKIcrHbhl6hVzk0cdYVIHrxPuOq6vLqhvmOGlEHNPtCc8Y7etjNTLaRLsLc1hbNsVQ5YPZ8Qdrv1SMV9E2doznal2/0D7A/cEdG+Sgu67eaXXixQo6cy3jeEI4ZkR16A/oSpvTrzlPX3K9GEbMvt9jPN2EZH7ADCzBIU3Oi44swOGGv2OIs4reabK5XxqNo560ATK4MOgj0HOflMvet5XLvhvmy11HF9iLNeZF8UKvruR6saVdwYJ7GbrQf73NuP/Snmy5d4MTwwiZ/0dUiXsk1w/OExhzb3TZpotf1HoAH/PeuJfTL3HMGN7rOnAPBBfvM/Qr9rmXxRTJNL1njBwX6T1EF8LRIaqrZl5aZhiSDfrS18lLGV4f3+pnPOx6pm0h+gXt69eFLsmvw17LTR/uJeiIPpAvTMI1xv2Ha4cXFdyjuIboP/BTFvrjyPGyivrzXOOFD+XAA4Eh+iIHDNPPUhVh98ZSdbpf+rhcXtGFS+8dpvO4/69A9tmSa8u6ht03TVj4CQgEBAICfwEE/F7OM3uRHLC0IXXnG7q6nz44j9p20Y2sumKMYcfDGyP3dxEPFf1LOykuz8HgocIDpTpKP3Sq4yEdPv5qKmuh/MqffhK5Lv4QYyjXw4MqZPj4SGZp5PHMHfNlk9V5M0o51etMOV6/hcpMJdTEk+uc65cSYXUGP68Kb7sffa9cPvoxkpmq85E6Z2qH7uhc2Z655LjMXOVyDgOKFQyh7PzZx8akP+5o+HF6m50n+xhe0mifXEh7fV1mdv5cx/BW19ey621lZ/Fny/Sy2abzp/fTPGmZ2bIWPo675os6d+cunY/ZVX2A7ur8H9qb+Y/xOTeix+vnsTperQ2v1+uEcwtlxVbqgGh71/XFycJlVxp6rr/prgX70CxPT2/Tcqrbhx/DFKMUQ90X2nA5jh2OG8YoL1NYXe6JJ56wKLHxOQB6kNp1EUlaWgdOWh10m+4DudISQZmdOvHoBQY2ucpMl5ctO9exY5DrnKfxEge57jQQPfQodqyvXjeZC+ecR8rk6ucq5IWzC2X3HvkaZdZhk4sRJc2um+vi6dXpnU7nxUS6D3lel8WWNP5y3cur418Y4/illGPg8nP3l6rPoOwyarqPub5Vys8qBHlQFR5LiX/S+KTvsymWKveXbP3Sx37d08b/fqVcPtYhp52WF9m/Z770WPOPfWGb1jfsBwQCAgGBpQkBv8/igC3S489tfe7jx+sCBE7c1v2cpy2JbV0Nt1rL0qcfk6J5gPlDAhAwrPzhykPJFunQLcOynDDAOOdpyOCvykNMAQED5PHHOSsr85DPLgvZVeQq/0JpmuCOZ8smeXLyzpV4w0sb4HxRDvKziXq6Ppx3Qynhy9IZHq8X+ufS2fNyHnmUwR8YOj6ZqtjwsyP6FsgRfT2X61x57DhRVrYcZLpO7LvBRJ2cXE/0Jt3b0s/7lnOOk8lSnSF0Tuvgx5xz/nQa2TAsgJu24c2915c8EPKoC/hQVlrfKue1X5HZ68DW65Cr7Ow0L4N8XibyvR3Y97pmt32ax/NWr2/cbrur4cRfmrRoI7/2p8/VOW4rihy9Rb45X5x0npiz5t9EF5webRtvT+8Hjg9CSePPibwcOw/Xl+NP3SDqzZBV5lMxVM3zEwGC2MKDDM6Rn8jpZZddJvqdI+nXr58NG4UX/CnTiV36hnZFq7OKSO6JSb2y+oS3oevscm1YLQIpQ3VI1wsejGNfzQ8Z6On6IguizHS907oaQ+YHHmQQAcoml+s4uT7w0x+JAhJBYUEQhgTq96YS5xSedJkMWS/XKp27d75so1F8SNVeLHI80YFy+KPeXnf09uvF65DGmELB1etOm6d1daVI489xZD8bZ5cBfi7D+ePrLHZAeXlJ3+DOw3Mt17PN5ZOfvOieJupA+dQNXueHj3McW9mKRyHtqcdQVX3ilzTVyfDyeMnlZTmGXo7zePnIT9ef89RP1TAH+x97xH3S8wFCRrUkKewEBAICAYG/GgKLFAFLg8PNlT9upOFmmkbmj9l3vJFeXzCvjzr/Ma1X/6Umbcn1numD2bWChzlyPu+P46X53oBz9fbbb1v0i6F7blxTLwxUjFqGK+qHum14FvN+GHqX7Vxk4/BXOHasGMIHPgyvBh8fooZxnk0s049hzpn0aIpsvnC8bCGgPqORdwnfLlu1DLUJCAQEAgK1I+DPzkUegpgWvbQbV2ldl4V98HaqLw8wUzmjd33R2TEO24URqGsfdL6luc2znajsY2qfK81vnguj89dLWVx8gvP11+or4Tnw12rvUNuAQECgegTchljkIYhpkUuzcZXWc7H3lzIrsj7ibe/AF34RvthNEjL+uQjU1ge5ZPiDrzbeP7cm6BcPFfWbYa6ITcKj0TCfQ0pULFCMQIKPhjjAkeN42F1uhCwSon3Dh6zm5gqpyxoC4TmwrLVoqE9AICCwJBConOxUR2m21LiPKcjkscnMWePV6yhuybGp5efzhJaI9beUOWBLDqggKSDwxyBQHxyvdM1xGGpzqIyHeWHpjGE/QcAxrA1HMvzZj4hE6bATEAgIBAQCAgGBPxmBRXPA1CmpztmKmBj8Z74dVmMqKZ8xD7838hKshT+5a4biAwIBgYBAQCAgEBAICAQEAgLLHgJ1d8AyY4vK9Rsi5fpdHl5n5ut3VfJ0JawC/TCmOT8Zniow1TWSVBufn0c4r9pzESvL4QTiPOXShTzp9PS+ndOfjOhZ+p2dvIaNpLl+N8nTYKlCrlN1+tR2voqwcBAQCAgEBAICAYGAQEAgIBAQCAgs6wjUzQFTR8InXM/Tj4ROverazHJWGnVSB6zpjjtKq/32kUL9+Gbi4JBHo2LmLOGgZIYtJlGqDLLJkEZ4+MvkSfiy5ZDPo23K78MOS/SjudPu+Y+0PHB/aawfbK3Qj3PmsxRvKpJlZZHfh1C6Xrq1yJ6ujxuxlrTS5GNPlIJVO0rzN19TvSqXAzYZOFb8kT8jw/KzD5nOKseOq/LG5cRsxue4oKfnz5wOm4BAQCAgEBAICAQEAgIBgYBAQGDZQqBuDliqzhXF86XktZel1e13SOP115O5738g0489WhZ8962seOklkt+0aeyc4J/o3IlscofJ0tX5WGhIY8phcidnITnO4/kRpl+Dndn/Qmmx5x4mOl8dQyN3lHRbxfmJz1b+Zvjc8Vvp5Rc08KWV8Bnjft7LrsxZdc/5+EhULsqct1PqcHl5dpw+lytvSAsIBAQCAgGBgEBAICAQEAgIBATqNQILe0i1VCevUUMhHtRsy17SZP31pfmWW0qjtdaUyfvuK7M1EtZyxx1iCeq4zB81SuZ+9LGUzZwpy621lvL2smGL5oQR7ck4M3M/GybFX34p5fpNmUZrrinNe20hBS1bJprMHzFS5nw4RMpnzJSCFi2kac8e0ni99Sz//FHfy7xPPtFzM6RBn74y+623pGT0j1I+e4406bGJNF5nnSRKNm/YMCmfOUuabNhd5mokr3j4V9Kwc5E079PHoneRflBy9sCBVk5hmzZS2L6d6pCJaqGvOkhzhnxo5TYq6iQzXniRr7tKsy02l8Zdu1ZGxTRX8bffyZz335O8Bg2l2VZbSem4n1Ve+1jvTM0qiou1vEFSMW+e1alhx46JrhmWsAkIBAQCAgGBgEBAICAQEAgIBASWIQQqx9bVtVIaddK4kJTPnZfkaKbzpAq7byTFn38ep6mzMmfwEJlw0KEy66GHpVQdqMnqnP16+ZVSoY6RD9fD4Zl8510ycZO+Mu/Nt6R84kSZsusuMvW++4VzDMmbrRG2CUccJbMfflTKJ02Suer0/HrM8VKmzhpUNnWKzHntdZmvzhQ+0oKvv5E57w6See8OlNJfJiT6sDNXHbUpF1woE8//l0w553yZr7Kn7L238r8b82nd5g56T+Y8/4JMOv5EmXbn3ZXDFZUj0mGNs555Riadfob8dvkVMl+dsdm33Cq//f00mT9yZDKEcPYQrfu+B6iuL0nxe+/JpPPOl9+23VadyI/icjK/OI3Tb75Fpmr+BT/9nOhQhSkcBAQCAgGBgEBAICAQEAgIBAQCAssMAoscAUtqjreTofzGjaVQI1KlI0ZItGCBRYKmXne95K+ysqx0x+3ScKUVZcb228mkvfeSmd27yfL772c5Z7/zrkw/4XhZ/q67pc0hh+jwxSYy7+CDpHzaNBctczQilafD+ToOeEwK27ZVh2uazNcIlw8xbLrJJtL0vv9I8XffycT9D5S2F18kzXv3lrLpM3RxkHg4JEslQ0TVSoa8Lw0331RWevhBaahzvOaPvEDy4VPKa9hQ2p95pjld4086WesRzwezk8agclSX8m9GSbMLL5BWu+wssz/4QH7VCNfcoZ9ZlI8o3rRbb5eColVl5XvukgYrrCCT71X9nhqQRPxcHvPNyr/XaN3EcVJRWhInMwwxUEAgIBAQCAgEBAICAYGAQEAgILBMIrDYDlil+6V+xXLLSX7bNlL68acWBZo/eoyUPPeMtHv+eWm48koGXAsdmjhj+51k3qefJg7YnA8GS4Pe20gbdbrcCWrSvbvxs+iHkTo8FTr0cP7o0dJU55cVtmktzfQvw6RD/HShDSWGJkYLdOGN5s3tuHD5VrZNhjvqEYuCMDNr+cMOk+XWXsvOMxzRiPLUUSto2cIObS5b9hw2PR+VlkmjA/aUVjtsb3xNN9pYGvU7QkrHj7fjknHjpPSl16XtEw9Lg5XiurfceSeZ1bFLlWgazCxa0vrqK6Ri7hxZ7v/ZOw9wS4qiDfcuS845w5JZkJwEQRYEBZQgIFlykCACkiQrPyBJBBRBopIzkiTKgiIISo6iJMk5x2Xnr7fufLN9Z0+6d/fChqrnOWdmuqurq7/umanqNAPn8vSaltl1Ef+BQCAQCAQCgUAgEAgEAoFAIDA2IdBrB0xLowCDNUzDXn89DZhvXh9F4hrCKXIy54bNJsa3+GHl1MFhn3ySvrCdCydYZqmujTuMkWmH1YYbNh2QLeWnWnvt9Nm/7k8vL7dcGrDiymmC5ZZNU9pI2mS2TsznHMJna8mYHkgeOGGQ74JoI1q5ozjsww/TgDXWShPYyBxU2Lb1cuBclpw+4obalvbDaqNRxFua8WxUi7VfEOlx+or33/froW+9bedvpAHTT+fXXTymB07jMNsVUmSyGPGbesMNFGKZduE0PCDOAoFAIBAIBAKBQCAQCAQCgUBgbEKg52vAytL7FvPlOc7U5w8+lAbMO49i/Sh/hlEo+ItPPk7Jvq0F4Wj1s6l/hTlFlSx4cKgyR4TNNmb9/alpJlvTNdkmG5kz9q/06k47p0+e+o/LGeHPRsycSjndPDCT389GnfrZlEmncmqi77ZoAYy6ua6khbhGJ/t1IxXMA8ut60tfjU1K3OnrlsYiP7Opmd2U6SYxLgKBQCAQCAQCgUAgEAgEAoFAYBxAoBcOWNeYkk/RKwF6z9ZyffHIQ2kSG6WCxrMRoX5Tz2i7ET7t1z4yZU7aZw8+nAZMY98KM8IBG2BT9D691TbLeOWVrjDbOr7aKj5zcgZMM02afPDKafpdd0kzHH+srcF6KH3y+GOeRmNU/Scxp8pGozQSxbRIRrWKbqNYpns+JOYSUMYCLT/yRlf/4SCaPP9ZWFdmlhs7N8pxK9P3G89G4Mr1YhPMNlvqv/Ci6aNsw43PbXORLx572IDJ4DYZQ994M7249z7p+S23Th/eZxuYoC+bjwQFAoFAIBAIBAKBQCAQCAQCgcBYiUDPpyCW0+g+NAdj6Esvpw9vvTV9cNyxabJ997PNL1ZykCaab7408bZbpncO/nkaf+aZ04RzDUxvX3xJ+uJf96TJT/p1BeSUNr3wg2NOSK8c+vM0zQ7b+SYbH9i27PhI026/nfO9dtLJaTxbXzbJoouaMzSB7Vg4xOMnnGtuj5c/xXTHflNMnt4+93x3xJg+SL5s7V7RF+bclFMUqzBOGPEyx+oz2zXxs2ef9fNhttlH8dHHtnPhXeYUfWHb2Q8y53GaVNjW8f1w7jJiKiMOHDSBOZWTbrlFemfPPdzBZCv7d8+/wHeO7Dega72akg779JP06e1/TUP/+Y/0xXbbdgVnjqf44hgIBAKBQCAQCAQCgUAgEAgEAmMHAj13wBi5Wv076cOrrkofmmOCczTdRRenqewDyIw6MV2PEaQZ9tojvWajOW/s8dOUzJHpN8dsadpLLvVvZrmzYqM9Ew9aMM107ZXpzeN/lV7dZgdL1z8Ne+udNO2Jx1ejUuyq+Pbue6d3p+0aOUu2ScZ0l13uH4H2KihHo9jhcPrjjk5vHntcev3gQ1N67/00zUEHuAPmG3EwujXZZKm/rcXSroiWiYtg6iFnH9iW8e8c96vUz0bp+ttURdaVvfHzw9MXTz+bZjj37DS5jfD1s41A+mttW9kG+k8xZRpvqq5NPwiadoftfSrj26ZH/xlnSJOut24autLgEUa3fBRwwflTsrVg/SbqmppZH10rs4hDIBAIBAKBQCAQCAQCgUAgEAiMBQj0u+baa4pBCw5K88wzjw0EDbOBoGyaXIMCMkVO3+hyRwbHxpwyJ0ZvcIh0tMDP7PtWQ99+K01o8pmaWPFxUjpPOG2fPfecf0x5gjkH+k6HOd9Q25b+s/+94I7TBHPO0c3Zcb7sD6dJOyhqKqGiGanCGetvm3Mob8VxVLyHaSSqLI+mIg5jm30LcxllYsLAgm3s5ewRxaYfTNVkiuXzK3wzTf2LQ9M0W2zelaqUz2Yh4CX5pcg4BAKBQCAQCAQCgUAgEAgEAoHAWIKA/Kz//Oc/qccjYL55hhwuAZI7K4SVTgtHHCZ+TnU+AnE+bMRswrm7phR2MZb/yDEaMO20/itDuxw8xqy6oqtgl1Xb+XB4pLGzpisPqJ23i4dd3x/Lk1ZhlMUc0g/u/kf67Jln0uSrruLfRfMPS3/4cZpk2WW7koFDWbYqbS4wzgOBQCAQCAQCgUAgEAgEAoFAYKxEoMcOmKMgR0qQlM6ELv2oMBtxMnfDR4jkdIzAhzz7NeUjrszTR90ku5sgz6R0zsqIOl8po6EekiUeXesoWYrXNfFlmE9ltPCh77yd3tps8/TOYvaNMUbbbGrlDOefkyaafz5JG35sJG94bJwFAoFAIBAIBAKBQCAQCAQCgcBYhEDvHLDc+WgHBlMU2/Egz35N+YjrNM9WfK3ipGM7nkbxZZj0n2qNNdKkL72QPrPdD9F7wjnnTOPZBh5OOFy5jPxcOsQxEAgEAoFAIBAIBAKBQCAQCATGSgR654CNlVCMgkJlzhS7P/IT+dow4jMexcUxEAgEAoFAIBAIBAKBQCAQCATGDQRG2gFj2p2m3nU8SjW2YwsmbG3PN8gYFmMU0H5BoycCtF8tjBzVbRi5UKvNbVrx+P3FxjG0n3DeR88GFFoFAoFAIBAIBAKBQCDQAwR67YDlRqOM1nwHwB7o8OWxYmjbD32lc59kjnw+3lx+v7lP8uiF0LzOepF8rEyizoPx9LHtUVhKZLdyvJRVziN9iNO5tyUxxzEQCAQCgUAgEAgEAoFAYIxGoH+LlVdNC4Yhj9GYG44w+yiPGZ2jLZljhM7ufI3OevYRgI3qrI+yGmPE0haG2qcVPvnkk2qjl1GlPLI/t08ffMqnC1qQeORwibVPOwmUSRwDgUAgEAgEAoFAIBAIBL5UBPprVKTTXIfZN7sw5L+w40MPPZT++Mc/pl//+tfpyiuvTK+++mq3aVIYlPBh4NbzIY4w4vnpGl7ORfDkcfDWSTx5eB7GyBwyMHRfe+219P777/uOi8o3T8c5ZUSPZvHIIk485NUb6lQO8pUXaXIiTmWVTj79sWSCX+nfeOON9M677zoW8BJeJ/E2Kjtx/HK96/pIXs7TSBZ8rfKSnE6OzeSo7IpXOwBLlQP5d911V/rJT36S3nzzTc/us+xbcvX8SfdFi7YBP+WlrUE33HBDOvDAAyushZd0gOeaa65Jhx12WProo4+49LomHrrhz39O2267rbdbrpXey2b5qIwuz64bkdqzyszREnZjJQwZ/NC/Ht+NOS4CgUAgEAgEAoFAIBAIBHqNQP/x7dtYMuraScFI629TtTAuTz311LTYYoul3//+9+nRRx9N66+/fjr77LMrEW7E2RVTuwbYd8PktCkvevcJI17Tv7iGlzjxESZe4uCVIanMxKNrjlWYGZqYmsj44IMP0i677JLuvvtuv0YW4SIMdHcwS52Jl4Gb8xBGnPQhL+krvnZHGcGt5CATHJGvvJDrae1IPHHKX7IYiRSPsEPOvvvum6684oqq7KQzIa5qw7wsTnJgapiX4ZfzwMc18qQPR4gwHVuVy5k6+Guos6WTPio7enu7siNhnBMmvpdfesnbsRygCfiWnPGpDdd1Hq9sh/DQXkTog0zKy30FPfXUU+n444/vVnZ4pAM8jz/+ePrlL3/pzg/Xwo7zT2z07M4776wcOsIgLxu4Wp4qH/emygSP9CFc+Xk66t10F+V1AR/6d9WUOOIYCAQCgUAgEAgEAoFAIDCqEOjP9CiMsnaEMSe6/vrr02677ZbOOuusdNNNN6XTTz89Pfzww2mllVYSixtxyKVHneldkAzxislOkJvrIF7plBuUxHGNwal4ZOW6SXYVhpFsaaCPP/44XX755emdd97xa4VzAT+OC8YqBK/yIj/Jcx67xmj98MMPK8MYfXJ5LqTJH7K8DKUcDH9GXSDkEO/62LkwQx/yJJ605JXnqTDhJ52lNxhTV6+88ornUzkXZX7IyvMaSl6Wj+SSSLIUVs/Lecr6Uf6UTbpK3zwvZODQE6Y0rmCbP+kinRvJgUd80hWxYAkp7SSTTpoGzjVXmmKKKTycelV8XqfiB0vVF+1F+eRlkDM3s+2EucIKK7g8/sQD/pIx22yzpdVXX93LLx74oDXskwZ0GMw000x+rXAuHFerI4gyoYcw5Fx5Kd4Z7U+YcM25ygVG0pu0OZ/SxjEQCAQCgUAgEAgEAoFAYOQQGIBxt/TSS7eVgsFI7ziGHqNeG220Udpm662rnvSvfe1rLkOGH/zXXXdduvrqq9Nbb72VllhiibTJJpuk+ebr+hjxP/7xj3T77ben9957z6d+bbDBBumRRx5xJ+FnP/uZO3MYhIyqTT/99O40/dmmY80666w+JWvxxe0jx0Y4eDiAc88zT/rOt7/tYUwx/MMf/pAWXnjhtMoqq6T//ve/LocRsGWWWcanSzLq8OKLL6bNN988ffOb33RjlcT33ntvuvjii9O///3vNOOMM6YtttgirbzyylU85bvllluc512bzofBu+qqqzrfpGbIU24ZtK5M7U/4EIxDdNFFF6W33347TTLJJOkb3/hG+uEPf5gmn3zyyml54okn0vnnn+/YEL7pppum73znO5Wx/qc//clH9maYYYZ07bXXepnA8gc/+IF9A3qCxLTDE044wesNIx7cDz74YMcco//73/9+paHyYkRz0skmS5vV8rrqOm9cPAAAQABJREFUqqu8vnAq/mTnr9iUU0Y+aQuM+OAQgAfH2267zev+JRtdmnjiiV2fNddc09sQGT77zLPpwosuTP/85z9dT/TgpxHZ3NGoFCxPcgyff/55x+df//qXy6bs3/3udx1P6pepsdT7Aw88kIhDLtNmcWy23357z5s29Mbrr6e//OUv6a9//au3l/XWWy9tuOGG7pQRT9vHeb3kkkvS3/72N3dOKA9ln8ywcmfIZN93333p3HPP9fZDeqa84rChM0T+Dz74YDrzzDPTCy+8kNZee23Pj3DygciLe4O6xTmjHX7ve99LU045ZdW+/vOf/3hnAm0GffjRtpmuOPvss1f6wMc9BM7UFbLQifPpppvO9fnf//7nGNI2JpxwwjSNfbNup5128hHuHGtXLv4CgUAgEAgEAoFAIBAIBEYKgf4Y5TgNnRLGGyNgOB1mvbmhR08+xiPGmgzNCy+8MK277rrec48heumll7qBrREYHJ399tsvTTvttO5c4QxAODGHHHKIy0Pmeeed58b73bZOB6cCgxtnjqld0FAbPTn00EPTHWawinASf/zjH7szRRhG5YILLpgGDhzoa6AwMHEEF1poITewpfMdd9yRll12WXdattpqqzTVVFOlwYMHu2Eu2awX+rY5esjAeRs0aJA7NThjEIZ4K1I8xi6OFAYxThXTOckfZxXCkcERQj7Ow5ZbbpnmnnvutNZaa7nhrTwwrIk77bTT3JGmjDiNyIIw5ikraXFocfS4Bg/KAGH8M4K56KKLugNBueY3HvLCgRFh5G9tTvfJJ5+cljGclNeQIUOcBTkQDshqq63mZUAWDtsFF1yQXjcnB6LuNt5k43TZZZd5nX79619PG2+8sTslxCNHdcJ1M3ruuee8TV1h0ypxhKg7jmAB0S5pB88884w748Sx3gqHetddd3VHCD6wxkk74ogjvEy0xe222y795je/8foEQ9o901dpmzhDtAF4TvjVr9zBQgYO7FJLLeUOFY40dbD//vt7p4HqHceezgN0Rx/aAflyH+ZlxnmmnsCc+qyP2r5oji2yGYkmb+rqMFtHpumOhOH8brbZZl5m2ggOKU7uscce6440ZWe0D4ec0WzKhePJPUpZoFwnD4i/QCAQCAQCgUAgEAgEAoGRQ8BGc4qn/v1vs7OKwhwxPzb6M2fIg62Hn678wka2RmATjzkRzmMGYsVjRreHmXHsYb/73e8Km7Lo5zffdJPHmcFc3H///X7+8ssvF1yvs/baxXLLLVe89uqrzmsjOh5vRqtfm1NRmCNTHHPMMX7Nnxn6hY1qFbZOzcOklxmxhRm1hY3MVbw6MUPU87HNGBTkR3PuCjPIqzBbq+P5k6/oUzvXtRnaCm54lC7HHXecy8kxN8exsClgno6y77jjjoUZ1rY0bbjMk046qTBHo7ANT5zPjGmXY06aXyPfHNTCHIVu+RO+4oorFuY8dQvnAh122GGHwkZjCpsOWMWfeOKJhY2qVHkdeeSRnpeN4DgPOlI3eT0//fTTzgNOOZnjXFA+CH5z9grqQ2ROlKczJ8GD8jKLh2OO1+GHH17MNddchTm/FYs5+i6HNsCPtmpOT2Gjon6udmsOaHHJxRd7OhvZ8zhzHCs5Z5xxhofZCJKH2SiiXz//3HMVj42WeZjwMAfIr82BcR7b1KOwUVhvn8JV7Uc85tgVi1t92YhcVQ5wFdkoWIGuNlrmQZJjjpvn9dvf/lasBfcU5aXckI1U+7U58n5tTmZhjqHX2bPPPuthui9tJNav9ff+e+/pNI6BQCAQCAQCgUAgEAgEAiOJgGxYbK8BjOjMP//8HXtxZsg7Lz3sItPHRy10zZQmiBEe0bzzzutTEJkqBpGeXn6ItUZMLWTqnkZRmLbF9VM2hYpe/Oltih3EiBk71jF1klEF5DCyY4XyeP6wOlnLojB0RhYjYxCyIfRm/RF6mEHqoxFm0PsoghmxaVobIWIU6uabb/Z4RnwYOYL+7//+z0d5KBe6Q9rAwy/a/C2wwALOwYgKo0WMOM1SyiGC/JkON49NrWSXSXaYpOxM07znnnt8VIdph0xfZCocI2UQ5VxyySV9JC2vF/AALzPunQ9dwQl+RkrY0ZIpbubged6M/j355JM+isiICHkxtZORT0YOIaYLkhe6itAPYtQTMuc0TTjRRD4tjmtG+MAU3ZiGx86Dk9mo55vlyB8jL7PMMkvVDkjTiBhxpC0xiscUVOQyFRBdIUZKmYoHUUbyAz9GACGOrHODwAVafvnl/cgf01IhRo2oA6YNMr53sU1BfNemzU5oZf/M2g6Ezho93GeffXxUk3B0Y2SPqZuMotHWGPml/TLyCTG9dn0blWL6qNo+4WpLtFXKhv45SWemIIoY5YS4H6AH7r/fR7R0fzO6TFsbUo5YwjP11FP7iCCjyBBTiSnvZDbdNW8/Hhl/gUAgEAgEAoFAIBAIBAIjjUB/OUHtJMkAxGCDWFuUEwahnDMZgJJNWoxPjPh8kb8MTo7v2xQwHCaFycDEeJ7IDHhIOrAWCqNU/IQrDj6MV8nhWiQeyda25MTLKWNdDI4FTsAAO7KGjOlZMty/9a1v+Zoapo4NtumJrNE56qij3DlhQwY5fcqzfpTjKrl///vfPY9ZTY6N6PhUONIwJQ7nCgOdKZQY7ODJNLtTbYqdNmWgLNOYY8HW6DmBt4EyPMjOwaTCIItTXjgslJN6AnPyshEW1wFB5IUTUzlxdo1Mz6vMiXqB0BkCE9JpYwvOaR9zzDGHl4dyTWRrxHBkyQs8W5HqlXaE84bDjOMl5woHmSl2yJeetEuVW0f04AcpTHWT5y+9kbWUrZWkXNNbG2GNHFMrWV/HWkMwYJog7QeSbJww4YMM6hRHKOeZxMpP3UoPjyvrBzkqM+Hi0THXWW1PcZ9bublXuOaegMiHds19BYEbZcAxY0ojDhhtnKmteXtx5vgLBAKBQCAQCAQCgUAgEBhpBAYstPBClaHaSpqMOgxM1rAwIiDCsMQwldEth0lODUYkhiKjExh8kAxUzjH0ZGh2rSIabmhiVGrkCh3gZeMO9EAmYXXjFeOSDQ5yw1X5wIuDBdnEPj/yJweLTRFY39OIyAtjf2tbB8X6Nkal2CgBw5W1P83S5bJk1GKEb7PNNtWaG9bV7b333on1UKxBAkvKzc6S8An/epnAwB1OO4rA0vkNq4rsHF5GYiDhDVbs/gemg82hZL0RRPp6XlxTH8iBPG/LK69LrSuTE47zAd5yOjgnL/Bj/RJEesnkulHehEOKQx5pGIFjwwioLofNVyD40J32qDLlOitMDgxpFE99Qzh8bFbDmjIIXjkxHmB/jBrKAXX8LQwnUXy0PRxqRhIhlfkDW4cFXtKDOOWPHO4v6aZweOqUpyeO+5DRTdKozeNQfmLtSnnDx5pK1rLxmQLW57HWDSeWzV+8vXCf5G2JREGBQCAQCAQCgUAgEAgEAr1CwEfAZCy2kiAjEiPTNx+wXnOmU0FyFmz9j18z+kDYrbfe6tekZUoYO8hp90IMQGRB49n53DaSATFiMufAgW4gYnQii00WMGxJwwgC0+QYnUEuRiejQUyXE7HDoa0h8yl1CuOIAYwxilEKYVzKaWT0h+3C2RiiTsiCyAuDGrwYCWS0ZWtzxiBNfYOnHZ7waNoecpg+yO51uRxGhpi+ds4551SOA+kgNoTAKIcoE86I4gjjmp0Hc6KshKksuSMKfuuss06ydU/VSKDk1fOSQyLZOK55mHbD1OYdcmyRgwPENEdGWNgoQxjIGcChpVzKW3k0OuI0MmpzwAEHeJ3AIzmqX8rIaB7hyGSKntoxHQFyRuGDmNopYmQS0ogcI5Z8+05OneRQBkYQIdqkre3zchGPo4ljzegeo3A4QTiMbGICHhDt+lbbfZGRPBFppRPl5B6YynCD1F5VVh2JI92Udk/JScOZZydSdZZw77DrJpiI0JHf+IYB+VA3W9kGNOxiqTY2vJtCqeIYCAQCgUAgEAgEAoFAINBbBAY88vAjacEFutY1tRKCoadef3btYwoeBudee+3lBubBBx2Udre1LaxpwrHCmGcnOIw7pmixtfxAc6wY+YAwPFnHBTG6wBokCCP9uWef9WlbTBHEQbnxxhvd6WOtE04cxA5yEEYnW4ozcsO0QaZcyYnCoIdkpCKLtUk777yzbxNOHNtxr2jraHAUjj76aB9xYhQA+eiCI4FcdnWE2N6e0YHDbMc5jGR2/GMqGsYuhPErw94Dan+UiTVvtmGCG+esb0NndgmE9M0oRi/22GMPX2/FCAWjEhjfrHfCWOdI/uzwh+OLXBFbj/uIRzZygfPFDniUHYcBWYyusesd+DCys8gii/haJkamiGe7dsp+un12gLxwotktMXcwyV87QJI/upGOXfcee+wxN+j5kDAO6imnnOJY4WyylT+OALv24cCxYyBOD+2KUSLyaOSIoavicBRwzhkNRQ7OHSOS4IEceHF0PjenjnqhjWlKIQ4Gn0WANCL105/+1EeAwO7AAw/0jyPLMaKe0BFniimn6IjDxicZHmO3SlsXR5s5yO4DtrunPfLZBPRgui73Du2COHb/xLnmPhoyZEj6q8llzRn3AW2BdsvoE9ekx4E64sgjvU5Yf0c62iYkJ4lzyvauTYPU6CMjqehkG6WkPffc0+sA3NmmXziwXhOewTb6yRq4Z+3eY1dE24ClGhVuVA/kFxQIBAKBQCAQCAQCgUAg0HMExrMe+cNwHuhpl2HbTAwGLYYsIyyr2mYMbDyAwYbBiwGJIafNBRgJwaDDGWCTAhwf2wGu2hgBo47RMH4YpwvYaBLfMUKH2W0d0PI2GsVaFbYCx2BHPsYqGwQwesLok/Rlu24MZdatYBizxTgjFmw+QDh5wYv+bPeOQ6O0g0wO668gRgDQE33Y+h3DGSeTrdS10QaOEc4aThojbUxLo1yMYimPdgYr8WAIPyN3bE2OTjgobM4BxvBQFpwM8sPxYVolUx1xBuax0RwcORxQMFzY8OYcQkfKibGusnPEEcYYlzMw0BxiHAr0oN5wmnAAMPgZRUIGZecba2CHfPLHUVNeOGbkT30LU9rFt6x9vGxOF04PDg1ySIccpiniBFBvxOPYgT31hs7w+Fif6dyMKA8OFyN3tAk2/2Brd0a5+L4Xchh1olyUGQwZ6UN/cMWxRG/qlWmS6IxzSlulzTKtdCvDg5Eh5OAkMjqEXPKizeP4senGkiaTMjKqhoNFpwPfA8O5/dGPfpQWMWzIV2XH+WLkDDlsH7+1jaJSN2CI48vUU9oXR/SCh3rB2UJf2hrTTmezUVvdu+BEuwFTykv74ofOhOEAU7/ck7RtdEAm9Ug5GBlFH/LEQaSN4TCqTpvVQ4QHAoFAIBAIBAKBQCAQCLRHQDYVg1D9bISnWHSRRc3IntsNOIzEdiQB8HFObzxGv6gej+GIYenk85myNSWW3rwEJe12xJBl1IuRNAxZDOH66FKeF/ngEOSUx5uyTfPqxmcCKBNGfjd5WXriSZOXu5X8Zjp9ZnJYi9ZNTs5cnuMk4DjlfHWdGyQbHpTpPjywPKvF+YiRhVV1Zmyd5lXn+9jWNk1kdQ+WUD2eOuWXl8sZe/jXEzm5Dvm5sszbkeJ1hAfn51Nra/k0zzwenlwG1041nBvx1OUoaX7shAd+HLL6/czIHrtQMpJM25Ysjjhf1BXTgCHF+UX8BQKBQCAQCAQCgUAgEAj0GgHZZXT0D5hgQoyw4dPXOpGKMS3jjPO68VyPrwz5ygDNHK7SMM/zxdGgZ548mCKFIwblzleev867OUulQBn+fpnpXUZXh0pnQoyv0rni6ArXZbt48TU65jpNIMe0EaOFqWyMsPDLKZeThzc8b1F2ytvlF3dN+2PUp06d5lXhaDKhiTPHnGvJUbmo07xe4ekJ9UaOdCCf/Fz5qh1Jtvh0jYOSO1+KV3qOkpGHgTMkOY14GunTTYZdtOPRDc5UU6ZEMuLIdMSbbrop2bfcfF2Y5839WBIyGSUUSUddxzEQCAQCgUAgEAgEAoFAYNQgMABjTYZhT0RisGGk5ZQbhu3iLbEb/UqTG3ySi8PB6BfT5EQyLpWO8HpemLnSLOdrxqvyi1f5ww8pvOuqy4DWeaP4PK7peVn+PL6ej2SPoE9XhCdVXJ62UVhTWaVT4K5BozrtRV7SRXq4ovan8Ka6ZHkpTbsjMuv5SD5H4pRvq3NPAz8nJSldft0qL/G142mnM3IayZB86ZWXR3F5Ora3Z50f68n43h8bigyxabwrr7yyszPyyghZnkZylIeu4xgIBAKBQCAQCAQCgUAgMGoQ6HfNtdcUgxYc5Oto5NyMGtGjRoqMwzAIRw2eIWXcQKDunOlzACp9PV7hcQwEAoFAIBAIBAKBQCAQGPUIyM9iCmL7BV+jPv8eScTxCuerR5AFcyBQ3TPqwND0VV3HPRWNJBAIBAKBQCAQCAQCga8GgdHeAftqYIlcA4GxAwE5WuF4jR31GaUIBAKBQCAQCAQCgTEfgXDAxvw6jBIEAm0RkCPWljEYAoFAIBAIBAKBQCAQCAT6FIFwwPoU3hAeCAQCgUAgEAgEAoFAIBAIBAKBwHAE+kfP+HAw4iwQCAQCgUAgEAgEAoFAIBAIBAKBvkSg/9DPh/al/JAdCAQCgUAgEAgEAoFAIBAIBAKBQCBQItD/iy+GVTumBSqBQCAQCAQCgUAgEAgEAoFAIBAIBAJ9h0D/ySefLPnHmPsuj5AcCAQCgUAgEAgEAoFAIBAIBAKBQCBgCPTX9tSBRiAQCAQCgUAgEAgEAoFAIBAIBAKBQN8iELsg9i2+IT0QCAQCgUAgEAgEAoFAIBAIBAKBCoFwwCoo4iQQCAQCgUAgEAgEAoFAIBAIBAKBvkUgHLC+xTekBwKBQCAQCAQCgUAgEAgEAoFAIFAhEA5YBUWcBAKBQCAQCAQCgUAgEAgEAoFAINC3CIQD1rf4hvRAIBAIBAKBQCAQCAQCgUAgEAgEKgTCAaugiJNAIBAIBAKBQCAQCAQCgUAgEAgE+haBcMD6Ft+QHggEAoFAIBAIBAKBQCAQCAQCgUCFQDhgFRRxEggEAoFAIBAIBAKBQCAQCAQCgUDfItC/X79+fZtDSA8EAoFAIBAIBAKBQCAQCAQCgUAgEHAE+r/33nupf/8YCIv2EAgEAoFAIBAIBAKBQCAQCAQCgUBfI9B//PHHT0VR9HU+IT8QCAQCgUAgEAgEAoFAIBAIBAKBcR6B/uONN944D0IAMPYiQOdCdDCMvfU7JpXM22EfdXZFGx+TWkLoGggEAoFAIDCuIzDAzNNxHYPRvvwyrmK9XuOqaoXP2I5Zq7I3RmvsCR3Tyl61RZywUbz2tpI99lRvlCQQCAQCgUAgEBhrEYjFX2NA1WJc8ZPBOQao/KWqKHwaZfrxxx+nDz74YKzEjvbQquyN8BhbwkYoex+NLI0qvL744ov0/vvvp88++2yUO19Dhw5NrOX9/PPPR5W6IScQCAQCgUAgEAgE+hCBkXLAMIKaOQWKy48jlKNM35KHRBhXpYHVkLcDOd3SZfySO4JuLQJyWTpvxK44HXMehdWP4iEcwnB77rnn0quvvlo5YYoTL8dmcpynLC9lzfny9DrP4z2fUg/FcxyBJ48szzvhkT4NkrcNct2Mi+MLL7yQXnrppSrNsGHDHDcC/vjHP6ZNN900vf322x5PnNJWCcqTjnSuJ2pw3YmcdjyuY4v6Ih7n64033khPP/10tzqpqzSyeeXyOpGV8+RpdZ7Hc0476AmRhrK/9dZb6ZlnnkmfffqpOzUuqyZohLxq8Z1etpRj+uTxlEfXX5hzBL3yyivp29/+drrhhhv8mvsankaktDo240EG9Nhjj6Vll1su3X333X6tcL+Iv0AgEAgEAoFAIBAY7RAYKQesVe+74vLjCKUvR3ZG4KkbJsZnFpcnH4GX0GZysgy7pcv4SdvMEMqSV6fw5rJ0XjHYieQpTkeFw6uw+lE8OtJjvsMOO6RLL73UsxC/X/BXYqVwHZW+TOT5UVbFc+zG46JGLBtpKuokryY8lYz8pNQnD+r0vDBHCqIcBx10UDrhhBOqpOzqKa0/NeP8xRdfrMrqcR2WvY5PlUGbkxxjzuuE3DpPPS9PV+IjXtU18iT3yiuvTN/73ve6ycvz63VeuRA7l37SRcecrZO8GvGY8rmYlufSAyacmcGDB6e3SudamEhAo7zy9OJrd2wkp1uaej1l1yobMp588slEe4RYe1vXl/C2eWU8Wr+Lw/XkE08kRsKCAoFAIBAIBAKBQGD0R6DXDhiGAsbEJ598khhVqBNx8ED0VH/80UcVi8IJYNoM8YxQVD23ZsDkPDghml7DlDJ6/WXISGgup26IcE08ad555x1PQtjbli/5YAjl+Ulm/ShewpnWhh7vvvtuxUZ8zoPeb775Zvrwww+dJ88HfVTe9236kPRyo8zkaKSGfCCVCVk+jcnCXGfT3eNLHJnmBOV5qfyEkx6spafLsHBdw/OR8VC2j+p1VuYlrBvlJYMTrCk7eUl35UUeEHJoP4rvCu3sf1iJNfhoxAs55ItMjS3Yh+7SZJNNliaYYALno1zw5/iQo+NuR/R9t2wjdZ7ONEteP7Rpft3qqhSQ55XXu/ChXSid2pBjVOKPGC+jYUB5KRt1RZjC4cnrlHbaqN7BkTQQebxldYbMnHI5qnthBJ/uf5VLeZkCFa7wSQ5HdKF95G0MnnZEHtIPvVV2ZPJs4AgpL87BuBHOxLWjXA73DjqDQU7gxo943ROUCxz0iQ/kTDnllGniiSf2pK+//nr6tMRdshrlpXYAD/EQGIA5MqAJJ5zQj8LfL+IvEAgEAoFAIBAIBEZbBHrsgLkhaMV5/vnn0wEHHJC22GILnwJGCTUqgXFw8MEHp9NOOy0dccQRab755kvrff/76eabb3YgZCjQg73uuuumlVZaKS255JJpm222Sf/85z+dhz85KMg58cQTvcd7o403TtNPP336wQ9+4NOP4Lv22mvThhtumJazaTiLLbZY2m677dI//vEPopzuv//+9KMf/SjtvPPOabXVVkt/+MMf0i9/+cs0zbTTpvPPPx/LZgSDXGl1lHGE8XXBBRe4nK9//etp0UUXTYcddpivwaBcMpJuvPFG14lyrbrqqumKK66oDH9k/vrXv/YynXvuuWm11VdPiy++eDr11FO7jDuT8/LLL6dtt9027bjjjj596bLLLkvbb7+9j3YgS/og629/+1v64ZZbetm/+c1vpjPOOMMNeOF8ySWXeH1cf/31aY011kgLLbRQOu6449yJhIc65YjBCNZrrrVWWnnllf131VVXdcvrzjvvTFtaXl/72teS8gIT5YU+d9xxR9pggw3S0ksvnZZaaqm00047ee8/PDJeMaLPPuec9N3vfjddd911JHMSfrquHxWPrvvss0/abLPNXPaQIUO8jtcy3c8888zKqfvMdJt4kknSn/70p7TVVlt526Hd4gCgj+Qxje8nP/lJ+sY3vpEWKesUAxcetcO6Lvm1nJB7773X2/ECCyzg7REcHn744W5ymDa3xx57pBVXXDEtssgi6ec//3l67bXXKgxvv/12v7eotz333DNNN910abfddvORPOV50kknpfXXXz9ddNFF7sQwSspUy5/97GdeNvjQnXZ0yCGHeF601Z/+9Kd+7xIHPfzQQ64L+Oy///5pXrtXqd9///vfHp+3s9tuuy398Ic/TINXWSUtvsQS3u5xaOVkMA300EMPTSussILfz3vutVf1bABD8vzf//6X9t13Xy/3EiZjzTXXTLQxSHXhF7U/PVsIvvzyy70dn3feeX5P7bfffq4X9wsOEkRejHxSJnDmx0jpSxZGXKd1Ci+O1Wl2b/LsoN2Dc/6cuvjii9Ouu+6aNt9887TpJpskRiXRhXuaexOi3c8666yejmfiDDPMkDa1tvuvf/3L44UzTiTPAfKiDdG+lZfwYcot7QIZPNf+/Oc/+z2tNugC4y8QCAQCgUAgEAgERl8Errn2muI///mPvduLwowSP7b6sx5Zj37ooYfojvXfo48+6mFKD88qq6zicXvttVdhaxMKMxj8+p577nFeM8CLww8/vDCjtzAjxH9mZDrPI4884jxmtPjxwAMP9HAzYIpf/epXxZ+v/3NhBo/LhcEM8cKMq8KcLpez++67O78Zvp7++uuu8+uzzjqrOOaYY/z8d7/7XXH88ccX5swVtsbK+aS/X2R/ZthUV2bseHpzVIrHH3+8uPDCCwszKAszLCseMyid58gjjyzQgXzBygyziscMWQ8zQ60wg7v4xS9+4ddm5DqPGf/FX/7yl8Icr8KcAi+vOTaFOV8uU9iY4+Hp9t577+KBBx5wfvKifKKjjjrKecxZLm699dbCnD+/NgNfLIWNJhTC7fTTTy8efPDB4uijj/ay2QJ/51NeZvB6XmZ4upzf/va3lRxzLjyMOqHs5nQX6EZaiHqHbOSqMIfSec0Z9DD+mtWBGFQXZhQXZtwWYL322msX5pAXt9xyS2GOhLeDz8t2SlnAg/ZoDmhhDrdfn3LKKRJZmKHu7cA6A7xNgdG8885bmCNfqL2bk1rx108UZ86Oy956660Lc8SKv//97wXt/6abbqqSmPFc0I7RmfviNqvjgQMHFuZAFTZq4nzUCzovvPDCXt+UiWvr1Kjk3HXXXYU5+YU5csWgQYO8bNYR4fX7wfvvO585R4U5OC6HNsb9YY6I520On/MMsfaGbH7WseByODdnoltdXHPNNc7DfYwc2vLmm23m5UQQZTdnujDn3usaHnPQPcycXc+LP7CBh3bOfW9TR/0+JM7rNrvXCBOp3rnm2UPZzbnyejJHzOveHPnCRqA8CVh+5zvfcZ2to6cAG8r1/fXXL8zJcZ5WbS2PM4fd09LeuS9oz8gyJ9XlcD9wTfuiDXFOHVrHQ7HOOus4jzmnhU2X9DjaO/W38cYb+/V///tf5+Fv/1IWeXE/Ky+eNRD3Im3HRr38+UDZyY/fX//6V+dRe/SL+AsEAoFAIBAIBAKB0QIB2RZPPfVUkXrqgMnw/685bRhTyy67bGGjB14wCYYHw8MWnRfit2lthY2IuEEPM+G5UUWYbTRRzDTTTIWNYHBZxeMoYWDggOQ0tJRRl2ML3oupppqq+M1vfuPsGF82Cufnchytp7zgh1zCoLocD6yFH3vssZ4GByInGeoYmzbqVdhIRB5d2ChEYT3+bkARscsuuxTWm14ZjMjjGoMUEpacY0TjSNQJpwljDGdOOMNzluFHuTDAIeFno5Z+DS8OC06SCGxJg4OZEwYfuvCz0SWv81w36op01B2EE8S1nPJcFvgqLUYwzvTMM89c2ChOxdasDiqG8iTnw5HDSM5J+cj5lVMPD4axjWJUmGEQ52WAB+eIMLU51S9xdVIcDgVpcJybkZxfDHKRjSp2S3f11Vf7NU6TiM4KHBob+VOQH8855xxvV90Cyws5mzLeCbZ1SC4bxx7CUURnW2Po1/zZqKyHyXHCoZt//vkLOkhyoh3hCEO22YmneeKJJyoWzpFNpwGE7lzbaHbFo5O8PhXW6JjzUQbu6xwTxas9yylBFniSv8JUb43yUZyNPnkanDsRzp2NJvo9TRj3Ng40ZCOThY14+zkOmY1ieacDWJI3nRwiOm0I0z2vZxPPKxH48ozV86ReBvhsRN/l4PBD4YA5DPEXCAQCgUAgEAiMVgjINsUBG2AGQI9IC79nn2OOZKNJPpVnWpvKBzFdB2JKElOfzAlLAwYM8Ok3TANjuhk7dRkaHs50IaYfWW95Gn/88T0du4URD0ke6zeYzsZ0PsiMI+cfz2RDZtz4JhVMNYTMAHG9OELIM8OsWh9EGFN90A0irlNCD4gpX0x3W3DBBf3HOiOIHQvR14xen2rF1LJpppnGp0uiH2uWJp98cp/ut/zyy/v6JOU/zzzzVNPH0J31LZTNKqxaR0bZuWYtCVgxpQuZTKtjOphkowtx1A3rUWwEKM0+++yOBXVIXqQXmfGXbMQlLbPMMh5EmokmmsjlEfDss8962cCSKV/UHXlxhJiSypQoG81J5lT5dCymHiLTRmh8Gp3qE37WrTBNaxObsjV5iR3hOQ/XzQgMqD/WAZkjUK19Akvi1E4pB9P8ZppxxkoUU8EoDwQv9cK0THMIfV0N2KrtWOeCT5GlTVP2RvppCh74Mv2OaXpM9WOKHdPIwANi2iU71oE9UwhpG+SFDpB2cqRM0GyzzeZH/mY0/WkL0ot2oPVPpOeaMhOvNUGaRnj22Wd7m0R3tVOVX/caU+tE4AOBnXVkpBds2h6ybNSwCidv8pvE7mvytFF0jzOH19s2cmkfEG0DmmKKKXyaJ1M9KTtYgQ94oFszfD1x+Qefys7UQNKAC7IJpy5oF8qTtifiXoWoU6Ykqt4UryMyFUd9QTYCmJhWzHbvTAnl+WGdDJ4/8eK3Xhy/bwgDF9ombRKZENOkIa65X5iCrbowh9XjzAHz6dbgz7oxymcPa48T79xzz+3X/NF2IeuQ8mP8BQKBQCAQCAQCgcDojUCPHTAZSjhMrMUSycDQNUahDDAZJxhJOAnwsinHDjvukK684kpfjzXnnHO6UYNRh9GSE4YV68jIGyJvZHCNkYIhjyPHuq7ZzWj9wAwz1s/IsZEsZPODMNJ0rvhmR5WZI+vVbIQisSbLpka6ocd6Hhwg8GARPgYe60FwPjCm0QPHjbU1woS8ML4pB/iobDLGdS3HVLrCq3LBy1oo1qKx3gSDjx/GMc6vjSZ6kUij9JI7rDTaVWY2JMHIJy0k5xRDEz2pA9bU4MjhWJAP+cPHOicZ7RjT1MV5trbORu3Sfffdl1a3NW4nn3yyG9tqJ+iBccnPyXAwELrOO/hXOYSPMOSoPBDDOZjbJNJuUikPRBlwIgea44ijRttDNulYu0cYJPl+UfsDW+qE+repn8mmpfo6QZt+6M45a5VYC0dboP3jdIAhDoTksp6OMBHOXJ1Ir7KpfkhP/vzQm2sIPvhtKqW3Q+KoM/hY94gO4uOodHmY2qI2llDbVX44lDjp5EU7xInDGUA34qgbys7aM3jQwabUuWOJM8NaKIh7iTbUEZkc8oekh3TnyKYrEI7SHNZJ5M6opaFtkT/OEx0WFZVx1XV5Ai9EHUE4cnSkcN8MtR+dQdxf8FH3VX2YbtKHMDmJLsT+5ByDB/rnDrhw5l7GsYWHbeyXsmfHbKVTTJ2SRvohV+f1Nq484xgIBAKBQCAQCAQCoxcCPXbAMDYwMDBwGOXBIFjSDMfJzbnCYIA4YphhsEMymBiRwVAn/WOWFucLA12GJ0axrVdyY98TZn8YczJysuBk6yTc4Gcxez5C9uMf/zhna5i2G0ObC4wcGU027S/xw5BjIxE2BGE0a6ONNqqcUoz3wYMHN5UqTGQ8cdSvnohwyg+BgYxMRjNszZWPJLBYvxmBt/IRTz8Lkw6EMaJpU+fcgcTQJj/SYOxBU089tY+i4Ow1y0ttw6ZMJX4Y4bZmxnv92aiAzSBknGLcsy03I6VzzTVXUo8+GNd1dQWa/MHPT44jacEIXSDJUr6Ecc5P6TCsKS9OcyNSuRrFKUz54GzwO+yww3zUAplskY8jAq6MKJEvbaUZUS/oJ5nwcZ7Xlwnx5ISju+JUToXPMsss7vg3y0s45fHKV0ccc4jNH6hXORHc4xD54zAw0sdGJ42IMkOM6uGE0WnBt+2439lAhx0jaWPtsO6S0pUDMqlrtVHO5TTiDDMKxj2qUT8cUBxgnDDIdTL86kS5kQOW4mVUE/2akbDiqDqAV1gpXrsxwsPzjpFAjXQKZ1tblyYrRw/r+U1t7YdOEZWTeHVYqQ3U08R1IBAIBAKBQCAQCIxeCHR1l/dAJ734McbWtlGWweZkvFh+BFdGFkcMF1svlWyBuUtnChM7/7G7HiQ56o1mJIvd65hqUzd0ZLxIvgso/2TsYJRAHLUL4KSTTuphpMc4gySrfu6Rbf5Iy+gWjiSEYUdvNaQRFUbymFbHND1NKcOoBC+cRZWbNNKdc4jrXD/CJphwQndmmbopQ4seeIgpTIyysEOeppuRFyM6ttlJpRO8deMMJ06YEK+plewQiaGKHjjZTMGibBi0GM3seqnpUJ6XGbTkRbnQH4dK8Rif4MPojupZdYhzxo6L7PaW74IoxwKdOiHKQD2zOyOjMBD6Kh+u83JyTdnAA/0hpoFRbtsYwq8Jp+xMTQRLyiVeZ6j9EYdMdk2kHsCPsvuIkI2CquzIYdc/pgTi7ELKi7bxmjkkHmZYyqH0APtDfl4OOSK0QfDHEYds8xE/8sdopa2F8tFgrsmL+4O8NEWPcAj5Ip0pDMfKNozwHQXVpqlvph3iREHkxS6nONoQedE5QwcLTgayGA1i2h73OmWhM0YjjPl94QKa/CFHdYszizzuSQgZitN0Q6bzidjpEdJ0S/EqvtFR9wXPLj1jqF86nzTtknTULYR++TnOKfkQTicDO6i+aM8CiB0zaQea9ruYOe7QMfbcBDtL6Pc8HRW6vweV0w1tYxfnBUumR0J5+/CA+AsEAoFAIBAIBAKB0RKBHo+AqRQYWK+bYQU1M2TmspENtn5nrQfbrdN7rp5/W9TvjgrGOdtwY7jLsdG6IuVF7zjxOWHQQBhTTF9iTcdhNurAuia2/YaUBmMGQw2SE4P+/CAMqlYkAwoejDicHnQm3Zm25gWjenDpWDIqwNREHBXbhMR799EVZ5Q1URwhHLIvyvw9wP5YP6b1QirfBGbA4dBhAOO0YJjjMDDFECfix+Z82QYTaXkbmdp5l108DKNuEnNK/lRu741jovIrrzdrmDJ1DONQ216DJ9vds60/a/3I1zYQ8LyoT7a/hnBaGP1gShmE08JaP0Y5mF5oOwq6E6Bygz+ywFROa6fGt2dQ/snI5XK99dZLthOjT0VllAknn3KADyMOOCGqa/jB42HDTO2WDxlTp6vaqCXbe09vnQd3/PWvbmAzwsk6Ouq67hQhC1IcnQ2MhNruiW5sgwXT64QNvKwbBJtvfetb7tAy6gGGODZMm53Brt+3URuc2BwXDG3qmTVGkNoHa4qYaseW9NxftB/qiVE96hDcaTvkQefAoyaD6aFsj0462hSU3wOflk6c8sewZ/SSkV6m4FI+HDicXtt8w6eusn0/edFWlRdlwNnE4aOzgLVMjCShB1MyGSFny3WcGzpsqI+8Xl2xFn+MeIMn5aPNkfZQ2waf+uK5wJRk1mrS9ql/1t3ZhjTVmqlWDgttB30GDhyYrrBt79e3Z8xD9lxZyvKkTSEHZ5MpnjjeOOwQ0wjV6cRzR+e0dRxFfoeYjtQTUzA3t+cEn4aAZrNpp2yxz/PsEfKyqYc8z2wzIceZZyaOJThTB5SL+qPtQ3L0/SL+AoFAIBAIBAKBQGC0RaAfuyAOWnCQL4THSGlnAIkHJ8m2UvZebdb4YPBhsGAYwrOsGYZb2PQrerj5Tg29vxhLGDSSgYOEQ0NPMgYTBuOztjkCPdvqeQY5DD16n1ex0TY23lA+OmK8si4LY4e1GsjBwWFqEgYx8jFecVrojbdd0NxpoqyMvuAEYghLXqvaQhYODnliYGGA4WhhzFIuys8PZxI+eq7pBcfoJB/WSEG2W6Ab9IRBGMDwM6KBg4Mu/NAR402jHB+acb6EGYFazE9ayoTR6wa6pUEXZKinn7RMvQJ/EZiiP45AXm6+OQQ+jMbwnTTSsJZNPOSFnjJqB1q5vm4YayRD8eCEMco6GfJgWh6EUY9xiyPGCAB1trg5eXx7C1I+ftHmT7zgjpHPJgY4V6xvAlcMbKam0s5wrnAUIeFh25S7LoSBBRjiNGFMozcjE/xwvNRm4a2T4jDMwYbREfTAqUAPpm1COE9M/VRejA5hNNP2yAenBAeeciCDUSXuBYhOBbD6jrU1NrSBVH5GSNAbWVOZ00uHwKTWjiDa1Z3mbN1lI6johHOC40J+OKvcJ7Z7ntcRcRAdAYy4rmVyNLWYNg0vDjWOFde0MXTUVETqFFk8F5QX04u5B8EeZ4F2h660E0Yuuc9pH4wYqjyuRKs/7g2LRwccQdos+XGN80K5IPKjPtjkB0JfnHPyUp15RJO/nIf2xX0BBnQs0MYG2/MIzCgTOCObsjEqiFNFfbG5DdOV0QXsmBJKexxi363j/iTOnc+ybaBKnhfrZnmm4fgyCg3RfnDqyZc47i1kIm9g9nx15vgLBAKBQCAQCAQCgdECAdkV2Mg9dsAoQSNDiTAII4gMMDz5cPDWW2/t4frztLow3nbUKK88Tbt4FTZP0+i8nRzStOJRHEcIHJoSPC3iJYv0+XldnudlsjDqm1Gr9J6m1EXOQSs5yGrloLfLS/E6NsurJ+GtZI1Q96a/DPc8jxH48kg7b5WHWNvxKL5dXvV40kF5e5Is5d3o2Chdna+eF/EjyFb7sGOuQy6rk7zatq/MAcllNz0v9WoW36hs4m0VJx4d2/HmeDU7l6xmR6XTsRUfcc3qgbh2MuAJCgQCgUAgEAgEAoEvHwHZFDhgzS33FnphAPCiRxC/Ri99emfp5c6J0Q93S0hvEZriBA8yuJY8pVNemnqlcB2JbyUHh0G6kiY/51r5tTJq4IPgUZm7QobrrWvJUVkUTrpKT8pf4qZ4jo10UZ6SJx74ieOnOMIgYck58fUyi8cxtXjnM5xcR+vJz0k6I4d1Y+3yQga/nEiDDsiAdJReHHtLyHK9y7bDudpKve4t44Z4wIeOKqt0qeut8EZH9KAcjWSgk8rcLq+6zqSTbOEqWeihPInTj3ClI6yRTqTL81IddMuLerH8RYzyiI8wZHPdSV50EsBb10U6t+pEUP7djhneyJQc8TTCWXzEdUrwNsOQcOElHDjm4ZyLaJfooPYpPJABcWyXl3hyuSqXdFB+cQwEAoFAIBAIBAKB0ROBXq8Bk9FAsfJzXf/+97/36TFcYyBgvDP1TEQarbOQ4aBr8XQ7lkZKt7DyQumaycn1y89JznU9rFEeCsuNVrMoffQpL5dkSicZSuTRzfBrUJ5meigd5XP5XW5sl0omp1FeuU5u3tXyI6yohXk+paHsWBpPLseAaptXjg8yuO4mo0vr6r+n+FcJs5MR8Rke2azslCUn6ZjXl8JyvlbnqmNk5G2xnkZym+XVqB00CkMu4chT26jnJWw8L9pryS8+ydVRMj0+w4h4pnSSj/T23Tgznm55mQAQVlkl13Ut8aEO6jI83w7/VJZmZfe8M31zXTrMwtlULvJRXuPhxGVll7y8veWYerzxk04YSn+l5dgtL5w3MLI0uSyu6zK4znlymXEeCAQCgUAgEAgEAqMXAr12wChG/YWva44sfhe1MnzgVbpGMpuFSbaO7eQ0yyMPl6x2x3pezfhb8TXKt1FYLrtVfKu8DODcZesS2SiszKylLOMZ2XiVqVV5xNOTY0N5jcrZKKzMSAZwT/LNedthk/O2yqtRWRqFSV6rOHhGVV6dlK9VXujCaFd395fQ3lPLsltdu5PXe/FVymZl75Z/rW3lcTpvJqfKyE6cJ+uwyuM4r8uQ7DpfXAcCgUAgEAgEAoHA6IdA53NxRj/dQ6NAIBAIBAKBQCAQCAQCgUAgEAgExigE+swB0zSsMQqNDpRlHQy/0YW+Kn3IV1v6jy5Y9FYP2ipl0fSy3srpJN0wm477ZeXVkT5fYtlzfVgHxTfLNJ0xjxtXzmlvtIWRwUD3IXKY6j260uiu3+iKW1/r9YWe49YWgwKBQCAQCAS+PARGagpiKzXbTUNqlXZ0jtO3g0bFmgtkYHwxfag3eJFe+oDZqNCpE+zr+XaS5qvmwThthDNlAXvh35cYel42rax/ObVsVORF+0FOq2m+zbB3fb6ksuc6eLkt3/Fte39oVOCQyx8TzlVmPlEB6bpT3eGH8vuf657KIc2oIPKlLXIfNZoO2dtyjgrdxhgZhiHfhmz0nOppGZo977rJ4blh6zq1MvurajvddIqLQCAQCATGEQT6bARsbMSPFxTfleJbP7wkuR4ZQgaGM0ZLT2XpZfnggw/6d5DkyI2MPp2mRW++b8Z3x0zxTpN9pXzCOVdCGOqbbXzseFTUa55Hfo5svlvF98aUF/U2MkTb6Y3zpfai77bx7TP062sS5uTH97n4yHpfYt7X5emNfGHPh6n5ThnfVHTsO7yXhCFp+G4i7YlvLXL+VWApfWiHXo4aKIzS8Q01nhlfhX41dUbfS6tPPafAdGSolZxKtuX3zDPPJN4hjIRF3YwM4pE2EAgEAoGeIdBrB4yHOIYEU6qqB3qWN3GE86M3jl+dj2v4FM95I/J8iIMfWfay6MbbRo7yUV66bqRTo/ylN+l//etfpxNOOMHZNP1P8Xla5UUe3XQ1JvFjhP/hD39Ijz32mL/8hjaZBgd/hVEpTzLOOeec9Itf/MI/1kz+IzO9Lc+nkd7IJxw69NBD/ePL9NhC0kcyKHP1a4ABaXKMlJ7wnFyGpW8Wn/PWz0lDeogPft9x++1+Lr0k8177kC8fA+Zj1RAfvlY6D8j+CFddKH0W3fA058Pp4KPQeV55vAQQpnw41nlUD3yE+MILL3Re6SYZ+VFxkqX0GMWUnQ+LQ7Rp7rHeUp4P58305hsYfKAa/SF4RZx3+5Xtpy4rxyhPLzntjqQnXS63URhy8ryEYV1+ztNMH3j4KDP04osvOvZ8sBnqxOQmPT/ojjvuSHPNNVfaZJNN0s477+wf7ybc40s+dOXXTB/CFee89WcrAlsQ7QXD/ZVXXkk8i+hggPI8Ke8PfvCDdNVVV3mcpiOqHB5Y/hGGPtK7EU/O3+qctJLjZSxxU5oR4hVhR+khXXSNPM5FxPPLZeXx8IlHaeph4ud9cOmll/qH4sHU70WTnZP0qfDNdEEOP55f559/fnqg7ChEjvJAVn5+yimnpMUXXzx9aHlD8FZksvL88nTwcK2y+3u5RTurZMZJIBAIBAKBgCPQKweMBy8vCHrfmU7VqOdMU1GIozdOvaPVQzyToXjSQBVPee75EEeeyLJpE+L1BKUuzeRUupajBboeQScX1vpv0kknTRNPPLEzMa2GKUDNyt9Qn7LcymVr+1A1vZDQAJNXl8ULjrBKlpWfsgujSSaZJPETHuhUl6G8Wh1Vp8qHo2QqHTyEQ3vttVe64YYbKh7yNKUqXUlb/WqykMOPeOXXTGeXYeklX7p0eiQ9hOP8FxspgKSXxnvGtzqEPA87TjjhhM6DjqKe6Kw0jY6aMiYcJ5pooob1hS7ChqPjkxljSn/vvfemzTbbzHmFp+db6q4yKE6ypJv0Udm51hRJ8XRybIQPeUouMuBRfvPNN1+65JJL0kILLeTi4RVx3u1Xth/HoCzXCPeFpZEOktPqCC/ypKPS1sOQId56feTyG+mjtDpKjp4fqkMdc3mtzoUVxvoGG2zgjhyjX9/+9rc9GfHDyvJJZ8JUxlw24ZLnvPVna87c4FxpGdHcZptt0uuvv+5cyFIcAbPNNltV9xPY1FPi8/qER/iQTnrXeeBrS3bbssaQtJLjuvCMKqlhvMUJI7UD6aLrut7E88vz4hw5EEfxeED5pzCVWXFbbbWVO2Bc+71osk2Iol1WvUzKi3z58Q7YYost0qOPPurpkEO45Ph5KXHLLbdM1117beI5BCEbcpmWBj2VH+mUl/RW2f29XNa5eFxQ/AUCgUAgEAg0RKDHa8D04P34448TU7fobZtn7rnTxOYEKI6cnnzyyTTddNN5D9kDDzyQZphhBh8x4YGNscKR3jYMB35c05vLjwe9DBrOiec4xxxz+LQ3eo7nnHPOtOCCC3o4vYH0IqMPfLkcdGGaEz/yY8rVEksskd59910feVpqqaXStNNOC1tHhHwcHspND/Tkk0/uPYgY7fQC8iJCd3qCcaw4x/hYYIEFXDcywVihDOgEifedd95Js8wyS5pxxhkrjMCFntHHH3/cR02Io9x6YSJ/iimmcH3AnJ5oejSnn376bvXhGTX5U72BDy9tZExk5cFInmXWWT2VeMD4gw8+cB3ntnofbtIYm2FD2Z5++ml/aSsNOk4z9dRp9tln915+MISQ9dRTTyUMskUXXdTL4RHZ3/PPPZfee/99r6OZZ565ozIpX3rewZa6Ig/wZcSHcOqNNpQTWD9n+YEBGFM+CP2Jg8DmiSee8Lr82te+VrUd5elMbf5mNUwZBaC+wIo2yP0BuWFoeTEtDWzAc5pppvFv6uH8i0iHDPQBO58OapEYW/PMM48bYbneyAILjLOFF144TTXVVC4KvaEJLPzVV1/16UjU06BBgzy8k7+87ORBXtyTtHvaEHlKF9rOCy+84GErrrhimtraRU60Qe5lni+VMWj4T2gGIvVFu5cssGH0GJnko/rM9cll61zx3FfoQruiPUDIBAfuQ/BWXoxYkhd6UR84jqoP5NE+iKMeaGcDBw50nWjrYKGycN8zhZk6Ix2ko1+0+aPO0ZnpizwXKTf6kudMM83k7VE6v2/3jfChLfNchFR+zmnvENihF7Lg43kF5bweUP4pnOepnk9EMbI55ZRTehjtSPVLu9Rz829/+5t3YvGcwhlFX3Dixzn3F2XkGQZOYKf8ch0anYuvX7/+jgmyeNbz7ph//vldluqD+gIfsETX/BnN/cfzGX0YHV5uueXcueSeXWbppdPU1gaIoz7Rm/bDVD7KueSSS3Zrp9wT8JCHiHcDzySeBejBc+5Nyw/scWK5B2iLPO9pixBlAxfiuE8I5zmlZ5PuLY6U96WXX/bnC3J4vkgOuvDcoHzU1Sw2Eq32iSzKxZH8VBe8IxdZZBG/b/WMoq0gm+fNQw895M8snhvko3pQeeMYCAQCgUAgUEPgmmuvKeylac/LorAXkx9b/Zkx69HmEBTmyGBBFPZS8jClt5dDYdOaivXXX7/45je/WZgj5nwHHnhgYS9r57WHfHHkkUd6+NJLL12YgeDnJ598cvHZp586jxkbftx7772LDTfcsNhnn32chzz53XPPPR6PXK7t4V/MPsccfv6rX/2qkK633HKLh0nfjTbaqOBHmp/85CeVTtLfhWZ/6AqhD7qYUVBYD6OnR8Z2221X2MuoSmEfofY4ewkWiy22mJ/blL3CXlbOY4ZOYS/7wgwQLzfylllmmWLGmWYqbOqI84AhZC/1wgxVl7HCCiv4ER0++eQTj6fs1vNdWO9zYYa1x1PO55591uOlu180+LPpnB769ltvFXvssYenRxczfvyceoaEDXUwcOBAjwMDmzbp8cqHsoEJdYoetAOuf/SjHxVmEDqvOUDFaaed5uHzzjuvH8FCeUkWGGy77bYef/zxx3ta6eEXTf7UbszIKDbeeGPH1YyHwgwwx9KMieKQQw6pynTNNdd4HuBqhrWfo/Ntf/mL5yB9bMTB48xYLcz4Lsy4LO6+++5KC/FVAeVJHq68rKe7MMPF5ZkDUPz973+vktmoVmHGqsdRF+iy8sorV/jAuN9++xW0L+ocOWYgFtYRUthUr8IMuEqWGebFz372M5cBxsjiXnv44YedZ8iQIYUZ8cXuu+/ueRDP7+qrr/b4XPdKaHaS18dll13mac0RKJZffnk/P/vss51bfJTNDNHqvrC1QR6vOkNf2hXPjGWXXbYYPHhwMcWUUxbIlM4ksKmcBXWKrtQrR5uK6bL4a6W3dHns0Uc93c0331ylu/POOz0MPUXkBUbkQbvmuOOOO1btBz6egdQRceI98cQTC93H8Ng6LY+Hh+fC1ltv7df333cf0S11Vnl4zqy22mpe79Q97ZW6RyZtS2SdCP7sJVz4nHHGGYomMz/nfl5zzTWLgw8+uNKNNGZQezz3aiNSfV1//fVe3gXt2Us+PMt4XlmHVHH77bd7Up57PKOoV5suWZhx73ntueee1UDZsPkAAEAASURBVLMXRnNyix//+Mcep7a66667FrQJSBj4RYO/PN7WxRXmCLgsPfdPOumkqs7MAfJ7hbLy3uB49NFHV/pcd911HkYbJO6HP/yh48T5LrvsUuXO85f2zHNGz0wbkS5efvnliod7i3eEMCMCfsIhc9C8PZjj5veydewUNj3X8+U5Kbrooos8zDo2qnfvT3/60+p+N2fJ01Ee2iDtAzk870499VSJ8SNtk7JYR4zrYs6Yh+u98uGHH1ZtQvjwzDKHu5Lzu9/9zsvOs4h3F/J4ntP2oLy8VaI4CQQCgUBgHEZA9od1VBeptw6Y9fS6AcpDV4azBOP4fP/73/cHMi8y6Nprr/VrjFiIBz0Gg/WGVi9WjD7k4TBBMu55MRLOi+1hMwysd7K46aabCgoAYfjhjMnYkZFrU+Q8Xi9T9JQRhFElY0sOZP4C94Tln8KRv++++7ouMiwlA4dPdOONNxa2uL6wnk0PwrhGf16gEC8mnBHrwfbwiy++2MMwnEmj/DC2MLBWX331wno9Pa2NJrqTJmfu2GOPdRm/+c1vHFPiyYuXIyRZflH7I051JoxkEGP0YJha76+nkhxe1PwwHtZbb70Kc8VTNgwp6oiyUAfoc+aZZ1a5X3HFFR5GvUFgsfnmmxdrrLFGZQARDt443qQ/4ogjCKr09Ytmf122padHNlitvfbaxUEHHVRgWFA2wqUzRiR5YOyhO2X+xje+4TrJibfRTufBkCEd4Riv1gNdGSXCsq6W8iFceW2//faOETh997vfdYeFvCHq8MorryxwICHwxpHFeJVBTJnA16ZWutELD+Xilxs+undok+D5huV37rnnumOPbBxIyr7WWmsV1rte2GhAsemmmxY2Klc5+bn+pMlJeaErjvnhhx9eRXOP4ZDnRAeMjUj4fU++4Arp3iUv4jH04H3GDGWcUNoBWEGE2UhBsZvVF/pCF1xwgZfDNsnxa6ukrmODf9WTjX54Gp4lIt3Pd911l4L8uUNnEnpBdFhxf6vs71td0F5sOmDVFvScsbWHnubp/z7teWG8U2/c+9/73vc8jGcp1ApnZ7A/8qQNgzc64QCAHdh8YG0a4tlKW8ExR1fK+9vf/tbzok5yoiOCeuD+4zmI48B9//TTTzubypin4Vy62miL6wReyLn11lu9fLRHGfPw4IARD9ak/eMf/+jXqn/ykRNIpxOEQ0Ga47Nnq/J1htqf4pRut912K141nCg/7xnePap7Ot6QrfYp58bWqblU3afUE89neLlX9Cy3kS/nU+cGzwVkqwOK+05EO8UB07OEcOpHDhjpqFPywvGks4lOSJ4HYCfi2Uy7ghfSs17OFXJ4LlCHOGmnn3665/mmyfmoTEM6cEIubebnP/95YWtSq85BPV/oCKTMPIcgW6vp13oOE4ZDD8///d//eZ3TQcL1YYcdRrTjoTrxgPgLBAKBQGAcR0DvoF45YDKUeAFh/GEAyEiXYHhWWWUVH5UR1jyIeenQ61snXhg4HzhIC1vvn14oenhrpIwXVJ3EQzgyMEwwaBhh0qgJjh29/vDeZ73NvCTg4wXHuV74uaw8H4UzWoSRTk+3RvLgAwNGpzDEckI+ONHDSU/qUUcdlUf7S4/8edk3IowB4tWjKHzhVT3w8qPXUcYhcYyCMJrTjiiXysaLlrzykRilF4+OhOPMrLvuupUeJkjs1REHEtwZWZPxwYuf0UecN7DB6MdYkwOIUSGivBgC5IUDAeU6iK/ZMeelQ4B2lJNNGfVLdQ6o159ARjEZYcJRg6h3jCMcYdordStjPR9ByfP0hPaXh2GQgzMGjUhyOOZEG7MpYm4o0ZYZBcp7oOFFT/TKSfnR7siLnv86ybDGIIcHA1WkDgzKCEme4vOj2iF6IueYY44Z3iZKxjy9zjH24ZfDLzm5bM5tgxnn0yg9YXK20Jl7nufPM+aU0dNPh4RIeelaR91HcsDy+lNdyAHDicB5xymVs1eXoxF27mN4bGqtt2vSYXhDcsh0LxMmnNXmm+kLr0g81B86cf+LhKHKhXwRhjkjrTk+xB1wwAGOrxwK8XNUXnlY/VztSE5P3q7Fi8PA848RLxH5McqJIwapPdgGR44h7QksuffphGrXFnNdeS/Rtl4rZyWovsXDs594dVKRP3F0hNAxAlGXjEJD6nxBB6VVe7TNT3wkNm8bOF+MlOL4QDw7dthhh+oZSBh1x3MxJ+qIUTC9/xSHbtKdMBwn8KPd08boCMrJvq/no3/5iHAeLzwIYySM95mec4TxrKbDQ22XMIj3l01l9Py51iwG1Q1hvAsZ3RPleSksjoFAIBAIjKsI6JmIA9bjNWCaj888b+tFtPdYSTZfnLnlEEd7oPtaE64NaA8zQzGZsevz15krb8ZOsh5Y3wnNpkz4/PJHbQ0Fc+MhyTOjPdnoiK8pI9wKwMHnqcNjxlIyQyKxIcECNifeeg99fQ1rTyB4+JmB4vPbCbMXWnWOfp0QXORtU22qtQvMlZ/T1nv4Wgibyz+ZrQVgq3oz9pON9DgGzL+3ETrfrSzPx4wXv0QviGvwRSbEXH/m3bNGBYIP3IQnYdabnuxlX83hJ4w1YWCW8xFeJzChPOTJugUwNkcymXHg65LYHY86g0+ywA39pLNkgg21L3nmPCQzOnxNyqG2Y6LqAn2tl9V3JQQzMzpcBGsMWFtjIzgS6fmwwURO6NIpSWf4OVe74ZpySBLnkNYBcU4bFIakpT2boZxsSqSv0QAD1jhCNvLgx07+lBflFWk9lhl3HmQGVjLjMNmIQJrP2tqUVp/gpHViMAln5Kls1KOXq8TIjEKXZ1OI/Kj2BT8/SJhMX5aFMK1tMueDy5YkDHkemJOYbEpUMmc+Wa96smmIyTpifO0P+VF36Ieeavt14cSr/dtInT8fzEnzdSaKM4PPk1kng681QhbYoC88PSVhkadDR4i1nVvbRjlsdsFuk+ZE+BpS7hXWKEHmBPrRDG9fQ0UafvaA9Y0pwJg6ZQ2Q2gwJwAxSHfhFmz/hSJkpq9JyPxKH3txXUP7coG0PHjzY110KR3jM2Pb7Hl2QpXudOujkXhPeqk89FwgnveSRF2sCc2J9E/lD0pldYdnBj+eHNisB507aomSzTsociDRt2abBBX3QjfuauoCs48qP7D7LBkjcJ7xDIMrPmjVIOEgOYSo3mLEOS7oSRz1bR196255l09h9TnrxEy9CHsQRHjDkXBhyVD0Qz/pVG2FO5513XlrI1nHOZPjxGQPWkEoG8pADfy6HdkFYncSTh/OMZm2gdVp5MLqjB3hRT6oL0to0x25rd3n3WGdgLi7OA4FAIBAIBBog0GMHDBmNHuQWyJukykIvFwLylwPGN06EjSIkFuHbWopkvXC+2Bjjm4c+xm5OPOgxXGQU8TKA0MN6Ad1p2GmnnZJNs3EjHsPTRmeq7Z4lC37prheb4jo9UhaVrZJlcq1H1F/ClA8HhpcyL2EbtfCXr436uEGf56P0KlcexzkvPhlFXJOvyq4XusJyGYQpnnReL9RPAxrPsISfRds2spBsBCzZVJuEcQtRBltD4bhZN+wIdUxaEefSA2PcRh7dEcbBsF5wN+zRn0XpOMw48BgL1K/qAyesr0i6NZMvbBVvI3N+Sj1heGCIH3nEETQ8b1tyhuVAwaw6lYxmx5xP+SIPsuma7nyBHxt9sJHBObbFt/V0j9D24CcdMvK6IFwk+boGB/FWemTtQ3Hib3XUpjPoYFOqkk3F8/Zz4003JZuu5I6krf/raj/WPuqybdzUxRPOT7rSOcMObZSb5wTtRPjgGNNhcNZZZ7mD/7EZ69q5UUYzQquy1QpQ3Qll3sozZxMPOtlUP9+YhfviNttJE7342UiF3/PoBtk0ZHcyaOvsrMknGnBmwRujlfM8r/w8z7uT8/5lfamMyNI9L4wVpyNy5bApD3jlcKtd9EQvydaxWdq8bskbfnSp60ynA047Rjyy4KPe5bgqH+nf6KgyShfypmz8IOGjeMvEw5HdyCFRnhW/cw//Iz6P41rlElceT1geL/kc+UlP8VF+2pRNf/f3po1aezuDj3sLrCTD82sgx8Ob/IFHro+uu8m0tLrOefP3E+KJ83iTKVybZBvBgUAgEAiM0wj02AHjgcuDn956DESMVLYfpjeTBzcPaY70hLErFKSXD9/8sekkHsboDoQhbpsa+DlGik3R8R34PKD8Iz9eQnoBEKy8bOqLc9lC4DSX7SAFoSO9z+qVJH8ZGbkMnevoiVv8wYdMdnyih1bGHmWxRfU+gmJTaTxvWzfgjgvieEHioGkUSFkIF7306/Hz205k7NJFjy5GPr3qIsoPgUs9HdeEV2R6NyVe1mUkhr5Nw/GfLYb3OqWHFQcM6odBVPJOZDiAhfLJMeR7P4xsMurHaCEk/CebbDLvIabd5CM6pVg/qG5x+C63UUSwsylMPqqiuJy/k3OwxjkWcS0MVQ95GXBMaU8y5nBQn7Vd52YuRy0kR8dO9RJejJqo3atHnjwgm47p31mz6UUS750S4C1dc91xSKS7jiSUM8t9yIhUvZ3AI34dCVMenHdCzm/tkbKxWxw/nOv999/fnUmbeuztF51Vft07k1iZIIVzzu6YtmFDsumMaauttiKom+4DBw70jgF2cGvWhjxRkz/uHNoxox4QPf4iOd2KU73y3OLHCCijYXQUUT5GTTTSxA6NzfRhtzueVTYtt3ImKCeUl116dHKkPnNjXW2CTh+I5waOKjx0al12+eXpl0cd1a1+yTt/rnSSbyc8eRuibYFNHoYMngVqd9IZZ5bnEL8RiGdeq2dZmYD7lm81gjXvJeGrvDRySX1wXyie+0TvJ7BUxwrpVMeSoSPYkg4HSfw2HdZxVxnAl/el0vC8p250/9uDyMtFPM8bPXOkF8WyKYc+a8DW2PmzkDCeZ3RkMnskJ3DGCdJ7RXLUlvN6oF54ruh+RA7P6oF2j/Eug8QPXjjC1BtE2fVc9wD7I6++aE+SH8dAIBAIBMYWBLqGknpQGvV+8XJj1MkWIVcflZUYeHgZMYUIJ43pU0xLsk0Xki08dza9rIhnxArHy+aYexzf+cqJl1uzaQ16cdsaC59agsPClDdILyBe6jhNkF5uvIxksCjMGVr8wQ8vTgnTkTB86RFHb9sly1PqRUZ5wQijHUOSERTlpyx4eWGsMqUEhxFHQ8Y4PMuZ08EURKY9US5wZIrM5WZI4QBCjBrWsYGPn8pIfTT6URbphLOE48TUE+Tp5YvhKMKIe9q2P8d4YNtkRrK4xuDQdDdbhO7GKQY4xg9l4sWNAUF9MAXI1hb46IGtIfBwjAicc0YwkSNDhREEvt9FG7N1Oq6G64vB0gEhR+2VEUmmhVJO6uRlGzlV2TUNSryI/tSmRlEuOW2MatoGAi4DwxmDCsMLnbkmL8lrpZp4+AAq6cAQvfgosaZEMerF9FXarO1O6VOycGjBX+mVB1PHqCum9iLrWdNZ5aHuaHt8s414sIXnIuscUP1q9CYvu+6bel7KMz8q3fNWFr7r9fBDDydb+5JesvpmS3YcFIw8EWWmvmnvEJ0Xuk+4pl3Tq08dMRJCu+HZQF1oZJxRNpxVpjtSDuqCdmibDvj0X+R0QjiodC7QWYJDTD6nn3GGJxUG7rjYc4tRB9oMDhrtGZq63MrfNglxXRnNt40IXB/KZRs7JJ5LEIY9Tv2JJ53kz0v0pv1D6tTwiw7/uAO49/UcIJnuG4xn2iv3IG2IZ4FtmJBsbZCPUOZZ8AzTvZuHd3quPOVs8Gyi7ig/+UK0EepdU9cIo20xpU5tFaeJ0S+cdVtT522C2Q18QJ17wdtii3ssv/9s0yKy8A/UowvlYxor9wBycJJt/VWytVk+WgsGTH3k/qYDCuK+59kF0RZos6R1PSxM7ww6GqlL3geUlxkEdCraOij/9AbpuQd49w0ZMsR1YVSXEV61MXgg3h3c+8xEABswpM1BtDXeBWCBLuCJk0m7zMsO1jhAtMmzzz7b3xvIoX2rrmgzPOe5t2y3XK8v8uO5zr2IE0UnA3pyb6hcth7PcaPjA6I+eS/lRGeGpuTm4XEeCAQCgUAgUEOgp7sgmsFm76CuRdPaxcteVB5mLyU/wsOuV+zSxe5t2lKXBdX28Hcee8H5Jh6mTjHYNuwYbNtNs8Mgx3xxNMwH2kJxtiO3B76ntZeMH/kjz+OPOw57xDf+YNt7dpdicTIbAkBs8MBWxPbC812q7JtC1SYc1pvX8SYclItdr9j2mW3ftQ02W6zbi8vzQh/t8EXZzfAqDj30UN9pKl8AL6zYAMBe0L5pCFs4s+MWhK4QC/RXNXzMYfVd1ignG2zYi87j0QdddE0gC8NZ+J3j5Mwt/tiRUBius846fv4Tw9GMvCqVOS++mJ5tsFlkzoJxdi5k22TtHmbOpKel7tmKfKWVVnLdqXszdFwWdc+uiOQHDzvwcU6+eX5gwMJ9e+FXbUK4VUq1ORGOZlz7rnPW6+zbZbObl2SZYVZYL7BvliJx59lOgWxuoXpFjhk/hRntvkMgupKGtmDGkCdrhnceTls0x9QXuFN2M5Z9J0Vt+oAg6pxdCIljS282r2G7ae4j6SOZ5hD41t223sXrwabGVRsWIAs8zSB0fNlufGFrj2wXboY50dWubmaA+TV/t912m/ObQeZhyqtiyE6Erxmh3tapR/Rla262wWbTGxFyVA4W/hPP/U4bsZEuv7/ZWAAZ3Du0MzDi/ljdnifabRV5tEU2vmG3N55D+txDo01klL+O2nyFa31awBw637mVXQrB+a7yswBmvPuGCejEpjN6lmkHT2FjTpnrQd3SNmyNjpdDfOTFRhw8b9ggiHKz4QPtsSebcKjN8izc0jDTrnSEo4vqg/YOfuaEO77oz654IunN84MdEEUK13W7I/xKw73Ppjs8G2hj2tjFnNiC+s43gzEnwu8dM/KrLMxw92cburLzK+2VczaKEOV1pzAdpQfX7MYIzvx4FyAn34beHHZvp4TbKJjHs3mGdfa5OJ4JtDuIjVloz9Y55hvwkMY6EDyODTDMeXQM8y3rrVPA4/l70e4jPVNpp2y1zzMP7OvETovsqMm7hc2V2GlQZM6t68k7jncF6Wn75rhWzzK9n8GeepjXtqNfyMqRy0F3ni/osKw9v3g3sgEJO7pShxDPap7ZlJV7kePW9p5hV0kRm3CwQ6naHOHH2buYsorUXnUdx0AgEAgExmUE9EzkOdwPB2zQgoO6LXK3h21TMuC8J42eLnri7OGb5rBFx0xJU5y9CH1kx4yZZLvd+SYZ9MbTu8e0BVPAj/DTQ0tvHr3/TKVAJj1wGtlCEXpCSYMMTYcgXPkxVe0h63mmB88MgOrjpPT4MUJATzE91/Sy0vtHHmb4IMJ7ApleUp9K4ZG1P/Kj15CpP/TqM5pCDygbVdDrCBaa7kEvOT2P5E88eaKPprJId7Kgx5BeRtLTK88UGTBUWdHZjE+XQXp605k2AtFDSrpZbYG7+MEBqi9698Amf/T4gjMjCeTHCAMLrCmPdEFHeCiHykm98ENnpqeANZskUD5+1Df60btL/ZGWH4QscCJvFq7zQU+Vi3jSUxbaGiOm9FznuMHTCSkNI3u0A/JjGo3wkc7ooOkzjETCDw4qK3lRV9QFIyOzWt3Sbtl4pVNiROtdw5GyUHawYhQG/LByrICODyOm3BvUqTZZYaQHHRlF7GLt4mXTGT66ymgCusJDG9V9Bi8jTtQt8Wa8VRtIUA4zqhwL7mGIeqYnnHtEeXlEoz/T1xT2eqEs5EFaRkS43zUyojpgRIKec9qFngXoib7cn7S1F+x58Lm1Ge5rRsO9HIYD0z9pR2qPjFyAIfcWbY/nh9YKNVI1D5M+YG7fA/NnEO2deqBdctSmLLQD9OY5xX1vRr1j7PKs/Kxjo54oF/rQZhkloG1wvyov+Hl+UK9zWruay55V1Cl5aVqXy2z1l+FNPtRnPQ/lR90yIgdO6MKzEVI855SV+5N23lvK5VEe8kMmeoED9cfIK89YTdE0R8FxAmPqTG0VWXlb5ZlAe87vwVZ65row8kV9cC8PtFFB6i2/L3iuMEqreEbJRTwTCCd/cOR+5H6gTT5to7FgiSxGl3mesDkGI6jkz3Rp2gnn/Ggb3BvUBc8XNs1ANzDSM8gY/T4if+UNRtw/zCQQ8U6hTODI9FJ05L6XnLz8xCGLfHh+Sg7Pd+oDvbgHeR6DP/nRFqkPhTEy9oyVl/cx9zPPA91/PAvBhvtWz3TufXAFbyjXxwPiLxAIBAKBcRgBPT+ZYdFjBwzcGj1UCYN4EJMB0y5YR2TfYvFw/elFKyUUXj8qDx2r+OxFRVg7OcqvSt/kZIR8mvA1C1Y+7fTJ05MnP16EOUkXjsjjJdmIxFfF1bB5zwxHplTxYiUP+EXIZGonL3Km/chQVryOKs8IeYkhO4o3C2p4Ch/tRC/thkwNAjvRoUEyD2qmW11m/VryCOdXryvFd3JsJpu0OSbNdFUeuZxmvOJRu1Ta/FhPSxoorxfJydPVz1vxeB5W1ya0nqxX18qrVbk6FSxZzfhbxRMHCat2+tT563m2yqsdb6O0jfRxHUxv1nKOampWPhyWPL9GfNK/kc7SUzy6bnWEl3bX6LkpOc3yQl/aquq1XT5MZcTpYLppTvm9lZ/nPCOco7f96s8YdIba6gRfeZ81yrNjOZZXM3wULhxdsfKvUVgeH+eBQCAQCIzrCOjZjAPWfbFVh8jwIuBFNdR6zXjo0hPoYeWLAjHqWeOcHjriebHopcg5ivBAV1qFca0eT87pwVM+esEgF1KaVnKIs6krafyy9w556AzhnJAXcjohtizmdSidSUPapuXCECh78fNykY5rCJnaDQ45kkU85yq/8lR+XCvOy1PKA2+uGUWgt1QjDnpBcqQnkx7Suaz3EhkQu8mBEQSP8uGavKgv8RKWk/QGa351Ij07w1F/yEU+2ENVuSyuvv4PHumiNlGX3ck1eaI7ZYC4Rh55S2e1Y+LrYfBBdZ0JH4CDXMY7U5M/5UVb1O6BsBIOfspDuhJH2QlX2lxH4uGVrlzDp3Jxjdz6fQYP4aRVnVI3MpSrsPK+Rk4rQh56qm3oWrrkaVWfhIFol2nZpTdly9tFno7z/D5Ff/ITPhzFQ76dEHzCBn6uFSZ8CM/zsQxd5xxjeOCnHqhbcJQ+koPcetkcf+OnzXPeKSELAkvO0aVOjfBxnWv5qGxgPzKUl09lV31xTT65rh72ue1+Ot7wZyc6qz5URviEYaf6kbZR+cGYcIijfdfRn7vSPc9H95RGfNBfGDHixQgX6fhRTj1ziYNP+ZAX+ZIeojxe7/Ycoha12YtHmix2t4QXHCB4Vb9650pf4pAHOY+lFSnPRnIIkz7i13G8/vb+GdD1DqItsw43z0/lIszxs3i9MwhDLjoJK8mNYyAQCAQCgUB3BHo1AtZdxIhXPIBZHMzoClM1uObhHPTlIgDuGBLNSPXCSzXqpxlKER4IBAKBQGMEmHaI08EuuJCeqY25IzQQCAQCgUBgXEaADjA6yHo9AtYOPIx5W6zubPFCaodW38VTD+o9bZdL1FM7hCI+EAgEAoHuCLBuMKfoyMrRiPNAIBAIBAKBZgiMOHelGWcPwxl54WWEpzeuEc4M9JW/jBkBM2+7HVFHX7mu7ZT8iuNHmzr9inGI7AOB3iAwJt4/nehMbyZ8mprXG2zGpjSdYDY2lTfKEggEAoFAbxHoMwdsXH4hMdlSa1t6WzGjJJ05wONyPYwSDEshOKgyLkal3L6Whc5MkZL+HDsdFa3rxhoU5LF+ra+JfDBu+XaWKd/X2YX8PkZgTKzBTp7j42IHY6umoudMK54xJY7nDxR1PKbUWOgZCIxZCPSZAzZmwTCKtTWDcUw0OEYxCmONOJwBDAt+TnY9JjgFGBDoXF8Qr/CqPB3WFJtLfFntGt2i86DDihkT2HTvjAm6SkfT+ctq78pybDj29LkyupY5HK/RtWZCr0Bg7EDgS5kfiAHbiohvx5Onb8bbiZw8bX6ey+/0PM9PvWUc7SPD6cILLqjEKK4KqJ2MrB41cS0vc51bMlpkK71axbnc3tRpk3bieTWJUxk6KVcnPJKnYzGsy/m69957k3301r8jhvPFDmBNqRdlb4tn08waRyBPU0v5js/VV1+dbrrpJt/5UuE9zZORNHZ5s4bRONMstKeys6R+yhRmdu+UnPY51iUMv3YZHeg8PEXzM+nTnGN4TFPeDtpH07TDxXc7a8XfKg4hxI8Knm4KdQn2IOrRPnKcbrzxRr/2jYFa1Ecn+uR5tdM95217nul1yimnpEsuucSTdKJTp3p0ytdK105ldMLXjqcn8RdffHGyD343xMzlZPi2Kl+rOOR0olM7HvJoxcMuo+xu2Y460addXsqjnax28cqnVbmUVxwDgUDgq0Wg1w4YNzgvUn6NbnbFaVtaXefFxYhVPDI4Z+vbOuHA8JMM5S3HhnR1OfCKJJswpc3PxdfpkbyU3vVCb9MPQv51112Xbr7lFteJMHjFz7UolyMe4qSjZIpfR88zK5/Cmx3F7xiZnsKDY07ic12sTNKDa5H0bBTXjSfLR2kUz5HpbApX3bFeLc8LfRSXn+dyXEapq8oFb07Kh/hmPDm/zp2/nEzKR3gPOugg/4gy8dIVHhH58tImjnDylf7i4ai4vEwKq8tDRr08uaxG58hQL/SVV17pO5Eecsgh/r23VVZZJd13332eDB5kk0eeb10X4iGcuH333Td9ZB9ahYey2onHSQ73tORR9lx3yW0UpvwVd9ttt6Xdd9/dP4BLBnxsuick/aQLcuv6dCJPOiNHdcl5w+eUhROnn9LixEO+jTiYGGbENdJHeiptLivXFz7fJrzMT/zk4XmV8kmvOM5zkg6aWkq8yig+8ZCf5NR5xFs/6s6Af//9908PPPCAsyBL90+eJs9f+dZ1ht/Tl+UmXnoR3o7Ey7ERoZfLsXi+7TVkyBBnI8zT/j97dwIuW1bUiT4FHLBFELWdGG6pUJTaIJM+RksQEFBBEGVQKREZWmxRBERASrBBRVCZRESrlEkUEKQeYDMjo4IIFiDwYRUgIM4otrbyzBe/OPnPWmffzDx57j331i37xPdl7r3XjhURK1asWLGGvXeVZZp3lNv5//ep3e1JXnVFD5F3Wx1OZZzyQqcEWqI1/y14KcMoz0g3xEKry93lOnrSKTjyKOcf/MEfzF74wheGRB+lp7z0m/NdSFtcjDKO8o9ZR17BcQy4H5kjh2vpYDwaSD7+8Y/vNOnt70JogRsaq3it7OMGXgOplmkTLfw33UdrFY6yHcKhBg41cGpq4Ji2IHI20y1CSUsx120f4iSytD/95lPSRxx0kx7a49H96TMtwQ8dsk5xRhr7OV/Fb8yP1xWveMXZ5S53uSXP6RYw+GRbJROHSXfR31SvU31M74+y5Dz6yLWjNHkDU7pJH49kjlzT9PBAZ8RJ+ojfMhf/TU8Spe7G/Jkt6Pyl5ykvPIIfnFUyT3FG2dad+x7QVa961dnlPudzGsV1AC+AbmjnnmPfh7OQeWw76/DhrLo30l13nrJ/4AMfmN3hDneY/ciP/Mjs4Q9/eK/e3elOd5o98pGPnD3rWc+a/Zf/8l+O4pG8qUPXOf+rv/qr2dOe9rTZL/3SLzXr2HXqaipP5O/y182x3KvSBKl5vuwTPiJeAdBjH/vYJvuZn/mZfYx8U167rktmvCJf7sV+1skbvBzDK+VPeo5TOpE998dj2vVlykYC0U/o5Jj04OUYeVyvw3EPHeVf5V/CI7RW4aAB9sLJ/R3s9f9kuc51rjO7/OUv30hjvUQeN6Z6ThlHPs6TvorjiDu9n3vhk+vguc49aV/0RV80+9zP/dy+vUwf6s8N8i/vNebOH1pNvy4j70U1f1HakGXP0028itmu9jUSC384hdRyub+u7iP7unKpTzDVFz5XuMIVZl/wBV/Q9/1F5qUMyzsX2deQtPZ0ygtiaLaeS6bYUtKnOOO18ymEjnQ03vve987+8i//cslnpLsNL1u21/VxyY/nprKRJbgj/5xHZkdpSU8ZHIPj/BAONXCogVNHA5e+613vevYXfsEX9qBhm4YqkNDIBWNm11/3utfNjhw5MvucCkyX+csZPLMCvH/6p3+avfvd7+6tW4LBK13pSu2gORROXJotHr/+67/eq0Y+DHzlK1959tmf/dntdOJUXvKSl/Q78wVhcH/lV35l9tGPfnR2tatdbXbZy16274XOi1/84g40v/RLv7Rlour3v//9s/POO2/2xje+cfa85z1v9vmf//mzN7/pTb0tBt6XfdmXdY0s5V9RP7lH7j/90z+d/fIv//LsN37jN3qG1D1lE1iYpSKDjggfsr7gBS/o8/CJQ/UNGdsV0fnIRz4yI4sg5R/+4R9mtnLQtTRHPPzo3kzyy172sh4QKH9kWyF2J5nFfetb39pbun76p3+69WCQ+CVf8iVH0X3lK185+7zP+7zZy1/+8tnP/MzPzM4///zmozypM/KSm16/+Iu/uG0ndQrH9w2e8IQnzJ7//Of3B0svvPDCpvMVX/EVLT8cea2okOMNb3jD7Od//ufblgxydOBw2A8be/KTnzx77Wtf2/XJPnT/hjxw6O3cc8/tYJ1ORhuyGiOIsHr1m7/5m7OnPvWps/9V26D+puwMn210R4H4+KC1bYjXufa1Z79X9YuW/KeddtqyTP/8z/88s3JzzjnnzJ7xjGfM3vnOdzYO2ygiy3rSdp7znOd0cPee97xndvbZZ/fMMb2zEfwAezULz6aOVBsDe9V1bAQuu2OLz3zmM9uO6Br9RzziEbPb3e52fW57onq6ylWu0u0Ob/Un7fTTT59pc9qM9vOHf/iHvQXxf9cHu810a9vqlB7oxxYzW3bUmfYBfAdQoIduyq1dxJ7+4i/+ostIrstVsPuKsju+4+1l439X9aTsvilo1Q4tg8b4oGaw6q94sUfyKjufQV75jpQeyRN7XZVdWnikLSoXX/eLv/iLs4997GMtCz+V+iDni170or7H5gwc8bb9jo4M2OGQ40lPelLXy7/USqIy8Rv4yWeLpxWEX/iFX5j9+Z//eZfX1lH68ots2g45PqPy4sXezNCzR7zoWwCp7H7aoLKbGIrMaL3+9a+f2WonP33JyxbAaIdkZrNsUrm7HRaPkVZnmvyhQXfPri3Z7EkbsRr7wZJHnStTdP3BD36wbZZvOa/s9iPl47UdfQuI31QPbIIdaWvaIl1dvfqDzy77WFW3yUtnfKu25oe3MgC+9TXlK5WRrOrzC79wp2/kC93jn8mNXvL8dbVn5ePr+VkDN9/A7FZc5X/pS1/a8mk3dK1+tZkjizbdhPb4i/xpQ8rMH0158YHve9/72o74YO3fR6Ob16ddVF/qhW+nP7+3ve1trQ/+vBTSutA22cXTayLk/Oqr8MrgKvXOB7ANvkY9qYe/+7u/64kfOGz6H//xH9uH8Anqjt71a2RYVVdTVYTXX//1X7c89MwfffzjH286bFrbwouO7UAhkz4sZccrZVYf7E6/oS9jk2IJfkF+PlfM8Y53vKP7E/KjZTB29atfvfmgFV5PfOITZ/pNbUf7Cy++lV4M4tkSmf7+7/++2zy5Yvfw6Vr7evrTnz57Re2e4ROuXLavTO5/qtq2XTX6QmWnt69c9KfRj0krcRA9szFtXp3R9zZ6nur98PpQA4caOHgNpL3yk+Ok3FacNGTwN+UMbcn6oR/6odnfFyGAMOAMzZTf+MY37iX8r/mar2kn/63f+q2zD33oQ+3c4XAU973vfWdf+ZVf2Z3+3e9+99n3fu/3tmPVGWabj47vfve73+z2t799OzrO+wd/8Ad7IISfzvFRj3pUBwUCa7jocJhAp3DWWWfN/qyCXY7uute97uyNNQD7m7/5m9lP/MRP9BFe5Hc+BU4QGPxc85rXnBk83ehGN+qO7nGPe1zL7L6Ay8CGTD/1Uz/VAawg++u//uu7Y4SjbG9+85tn9PKmksO3ZH7u535udutb33r2V9Wp6MjoRiALOOH8XOtUOerMJKdO3FsFr3rVq2ZWPqyEkE2AbUbawKede9UFoKfv/u7vnn3P93xPB4ACMQOXl1SHBQR06koH9d/+239rJy+41AkrE9D568zUmfx0c7Ob3aw7xX5+qLFm3Tmo++/8zu/sgEygI4DXUQEd1Z3vfOfZXe5ylx4sffKTn2x9411Ct9w6YPWsU/rar/3arn/1qeMEVlh12ve4xz0ah8xfXvLa2hacRtzwt1Prsw46BSn3uve9e/CvY/vmb/7m1o+OFKApTZB07Rqo6QDVuwEMSD3pKH/gB36g2w4d6CAN6gXsOvXgqh9b/gw+A5tsFM54Xz2zVboNJLg2KAUGsGT522oLAYHDve51r54IkCawp39HPwMHQYtjyoQe27n+9a/fdoTPt3/7t3fQIQ+gF7xMvATwv3fp1BH8W+GibfAscA8v7Sq8knfVMTgGTre81a06UP+qr/qqbiu3uc1tZo95zGOaDnvNdr1NdAzoH/3oR3c9CuwE5uqMfsgZv8AGBFvaTk1qdRszePXcoKAfPK0CxzPPPLP5C3S/4zu+o21fu9C+gWeltFXtVD3AZ+P8ZoDvfGkF2je/+c3bHrVLAb1JDG0YaEvXuMY1uh2yAauJ/LF6isyC9Zvc5Cbd1ny3UVvRXk18BAcdfk5nAVfd8e3KDmL7fbHmTxsycLHyakuXtvqkarNWZw3ElJ2NCIa///u/vyd1vqL8DFm+7du+rX020rFtA6Tv+q7vaj3ROV2q1z9++9tbglUyJQ0NNsjvgvjV+C+ruwbJfKvAXlD8kIc8pANZPu3rvu7r2sfBpyP6/rpq4yY1+HG+0BGNQmge/C+/cP/737/7A/VqK7DBGojN9sWKP7Ljpz2ri4eUj2PTfC1eBtHhZeBw29vedvbf//t/b5+lvkZe0aG+hT80iOOj9GtWydmAlRu09df6pa+ufoovYvvj9mU+C380tPcHPvCBMxN8PYircpBZH3ynsnO+QV+hXfIRJhAAnMjUCZM/9+iZX9Tuzq7JKjwNdAxmW8+Vx+DJQOl+FY/wO9qPOlR2A8y0dYPOsyoW0E6VFX/9jEE5wI/faR9Ueh99kHYaX6Yc4ozwYkf6OZMdAbZxz3ves3m9vWyTH/6+7/u+HqjDSRujexMaBmjxVXT/7oobgO3XD6u6YUMGbiYe3H9MxRgAHXI+9KEPnYmhTOqgY/BssBnYpOfgHB4PNXCogZOogRef9+J5OfZqm/N5Ofo+bvqrht6333X++fMKQo245jXA6LTkLyc1/5Zv+ZZ5zVbPKwjte3jArU61r8uZzctBzSuw6mt/1Rk3TjnDTgu96gQ6vQYlc/lABd/zCgr6vFZT5ngGaia18Wvw0Ek1YOnrCnzn1fH2eXWCzZ9MNZhqvOoIQ2LXcUyvGfAlLUhkrIHcvALUzkO+H/uxH2uccqydppz41KCpr9Erxz0/88wz52QC1eE1TgUofV0dzbwcbtOnczquwKt/NRCdV4ffeP6ip2XC5KQ6xaZds3h9B0/1U4OfeerTDffJ+aM/+qPz6pwatwLQeXWifa5cNQM6r2C5r6VXpzKvjqiv/dUAqOu9gs5Oq066aVZAMK9geolXQUOnK0voVQc6rwFy49Ssft8PHYnqk3xJq8CmrysoWNJlE+hEJ6959asbpzreJY4ywdkL1FNNAjRarWw1ner0l9kqoOw09gbIlbIEie4rWNhl52xPOb7pm75p2XbYT63q7sKrQXzj7aeuU26y0zkeFUxEnLm2gnfK8ea3vKWvK4hf4rzqlTt6/YsPf3iZ5qRmnucVPC/boLS0jQqKm47yRgbtFa/ovoLTvq5AVtaGWnXptBrcJqmPNWidV6DR7VxCaBbDXXjTi8ijzBV87rpdM8fNK2UdbX8XYl3kXg185rXiMa/JkXmtyDVaBaNNB72Adl+Dsk6vWehO5pPYg3aLDl3UgCxZ5s9/wQs67ZWvfGWnpa1UwLjEqdWixqkJm2Uauj/8wz/c6TUA6XQ8anDVflAbqEmQeU1KLfOQrwZZc/UTqMHOvAZxuey65FfjY+m6JrrahoLkHt8Qfxt95/54zD22XYO3eU04zdNWYgu10tdZ6PuCahejreJDZ+xuhJpw6XTli6zadHxW2uyYh34AuWuAPK+Jjb7GL/bwj+UXa5V4Xttz+14NfJtP7sdHV5Dd9/VdfJ82VgOETvNXA7Z5DYLm6IFHlK9Wjj+stgb0F65T9uipb07+Ijf7Vxe3utWtln0N1Hq2rnmlH+F/m1e1K1CTHvMK0Oc1sO9rf/pkOORMPfLN+sH0Y/Ft71v4hRpwzGvwOa+B1LJt1IBoXhNyy35YG0b3AQ94wJJXTV7Ma3CxbMdu1IrR/FrXutbSj9dkyxJ/ehLd6EvR1m8ElFm9B/SvcNRToFbyOy0xTq0M9XUN9huFfmtQNK/Jmb4OPxc1oJzXYK3T/bmX+zWhsYuu+9oi/uFVE2d9nZgHjvZcA9ml3PR6hzvecf4N3/ANXVdwQO0o6P7AeU1KNp0a6LpsiL+N30ydxvdAqomUtrWdHIf/hxo41MCpoIHEMmKxnWWL8hrbQmZqr1IrTWaEzb7ZkgEyo+NohsgqlRUpYPargoad2bq6znK9GVkrBL/zO78ze1Vt3zK7Iy8wOwXMfptBtVoiH7DFw8oBsCpjps+yuxUSs7Zm4apD7vv+bB2wspT8Zoyzv786oSXeXidZTTCDR/ZSZstsaxQw61adQs98mWEEVuzMxEkHtqyYgTQTGxmsGlmhMlsKzLSaoa4AoVeezjjjjF4lqYCjZ7WvXbPIoAxqqfdOWPGnfNe73vV6BtttPOnSdoVRR9GDGfxsNbFtzWpPdcwts9lg5QHSPVxv1Yoe4LCJBz/4wctZULOVvcJSZY/tdObFH5sIPTPObKk6xa5DM4pmOK0MsY+saNruBrI1Sb3b0khXbCJbUuDYkgSU1ayuFRVlgkN3e0Ew2CCojnKZxew8sKoK2Bzd1gCjtySRWZ1rD59Y2DS88DUrbJXCNfsxa9vPOi3kUkdowQukjeV63VF9kJmdpx3BNVMM6AFcqmQDu+juJEnse/kjp18FIZ3Ux4WssR11Fn5mbEHqK+m7eDXGRfxDGx94jiDpU5kW2ZcHeeDaJmcm2FY1/oVfsGoN/qlmykFo98WaPzLXIGp2xzvecfZ5ZTfgBje4wcyKkRXREczSW6W3ggXYO9t2rCC+06xOBM4sW9LOzI6D6MlKXaAC7pzuOrL1mkTpmXA3lNt2PfVr66v2QA/axrm11crKCB9qa6kVLqCt1eCv2+xHFyuQ/GpW1umaTdoSZduT9ucemfFJHTWxPf74BrP2WYHlz6xEW1lhO+geOXJkubXdyhP/N/YHYcG2gVXI+HNtmlwt06LfCL6jenSP3HxhVnJsLbOyYzfEX9fPSp/VA6A+rcjpO0D8ePyQI73SIzr0zBdqW/zgBxerlsqurq55rWs1HWWy+mkbPVjVHvrG8Af39aUr/Q9eVgv1If9eKx942Q0AtPlb3OIWvQLvmk7udre7LX2UtKz+W42hD/q3sqLc/JBy2ypo9f1qi7KzHbrgi9meOtCurAKlH7bSqlx2LwD9OP+Nrnq2m8KKJR2TwZbThrKzvSD9qzJbZWTDfK16B/pFPPhTK0qeceV/a1Ks71v5AmnzaVfaZlZ26WGsi+B2xvrTL7lPx+IeO2nYUXjxE0D7A8lvpTqg3+YL6BDUpMPsBdUmf6RWR9Vt/Byb1PaA3TL8uHLzY9pG/Enq0n0gLpFG9/pHtlajxr53+HeogUMNnFoa2InG9iFTOjKNmwMKxNm45qQ48QTW7knT+Qoo0+HajlKzZT04sR0PnoA1gVpoo1WzjO2EpHFS6PkBW1VqdaaDY3RqNrWDhTHglyfOTR68RpmlrQN8UgYdqa2XtjAAAwxL/7bTCJ5tnYJPP6HvWkfHgYN/qC1oYHymg6wGqwImchqQAUFZAnzOWodr8GAADPCY6qtvDH86S4EV+VKO8NZxBehN4JpOTT6yCI50eAa56WzdI7Pgw0C0ZiO7jJy/LWUjkNf96MO96EKAAPBxH02dh+0kOliBALmU0T3bXMgIdPg6dVu0bG/CR90IzFI+WwE9UyJ4gGOQJPAzOYB+9NEEN/yRF80EAlDDI4GULTkCEAM9gyYdqu2nbMHbvwJ0B/rZsDqizT5A2/TCrk+rbTZ+I/T9MWHNOXqCJh11+EFNfeuYQe6NddM3hr/oKDhpR47qRSsMnQQCsrM3dWLrIVgle0Kv0B6PzkdeTWSPv8gkyLMNy9YibZOuI0fqYpU8U/LhT5cB+di9eieja0c6yADDedLpKAHXaD/alYkpbQMYBIAMKpzH1qMXac7ZjIGBeo6MeGojmehhhyZYtB/pfNWZtaUxYGJE2+XTgEkiQbeBc/R4Vm3Xsv3R4AkIVm1VE+R3+coGbFnbBtLWg8uX2AqoLHTh2Z773Oc+PcC1TdGgQFnSNpJP/2FyK3US3ZDHbxVIj34E6bZR0k+tVjR6gmIyjXU4ykwn6oa8gE+s3Q29ldxAVmCurrUBekxbIK/JKvcC6KiXvSDlYc9+fCOfyJ7c41tM3IUX2fi46CQyp93jx27h838guOSJXOwmPiK2oA8BysM/w8kgAQ02RncZDLLrv6wB0BVKpwYs9EUH2oBHF+I/U8YmPvnLPZOs2rI2rb8HtbLYvl6cIUYw8FVONuWa3PzPOEhMWdlW4DIlN/zYYdIdg++c/bBTulcP8igXvbkXXrGZ5B15pa2QDdAJ+MKFbqUrM3rsHm1tgF49oykdDt+qH1PXQN0YmNOrtgNseTXBeeTIkc6nfg7hUAOHGjh1NLDvAVh5pKWD4PA4Aw5V447DgcN5xLnEiXLInBMnJjA1+DKbYw82gF9L672SMqoID4FIOjD08HI0s2Xw5SFozwsBfKwk6SgCkWHdddLXHcNTp+V5M07dLDO+VozMEpvpqg1SK0lEXjfTWaYDjmw6NQ5VOXV+9GJGVQeDhxk2s2uCIHvGwVLnfbX6D32dxSiDYAGMwY2ZMoOGMS0614noMKcyqzN1r350YIJC5QjgzU5G3rk3HqMDaToyHZyVBHW7CtDTCRkICw4vqEDoFRUECXzozoALKItnwKxMGMCaAEBTOe3P3xbogUwpv3zRYQas9vDrCM3EphM2Y8kuo8eRXwJtIeNY/uCgL6CAF5vJvW2ObFWAiEYC/wT7yg9iP6N8YxlHPnDpM7ijzElLcCqfdss+BInr4FMVUICRlmu8lDt0p/fhrIKUx6qAgM2qV1Y0zIyrj9BclX+aFr5jAAtHuQyecj91yLcB6X6Rh62CUbf0o60kQMuAQpAVCH74JN0x9uN85JW69jxkyg5nBHIZlHpm5eyzz+6BumcpPYdqYGICiP800DQwMrFhkMLGb3nLW/bEkFl63m71kGfktnPOB41Ap94qyrYvvPDCHnx5rscEjjriN7SlDF7HvMoY3UpfpZ8R3zl981XKZrLL8zHaGF+hH1E+bTUDE3mmPFwnLXXKN3smTfooR/CUZUyf0nW9DkJDG/pwDYR/qV4C47mjKQRvygfeVC52RrfL/rHkBp9ebRvQEX7xb2kvqYf4e7hW9wC+7JY9uw/0CT5ZcY/Sr/5yJUx0tgon8tsRYHKAHzcINQDBy4QAGzJAtVKdN6cmH5rqHkRPOXZa/a3TW8oCL7sFlEv716d4PnQKob2K5hQ3NvQvk7aRPlgbR89zel72sYqm+9JNUluRox+rZukDDViVY3zL7FSOw+tDDRxq4ORr4KIpuS15J8CyGmK2nzPX4EEcj0GImURv74oT/2Q5LFsWrEgAbzgDuXZu9YQD+dwKwEdY5XRyP7PG3k4XEHSRL4FIeadl0LWJVvKvO8qbQMyMpofaOX+Q7RScdBziSEfeOHNBusConitqFB0chy44vN5iVZFevSjDQ/xmGgVTOhjBkhmuBGsjj3XngsLX1MBDYBXw4DTd76JTMpIz9Qg3+lKfZr1/v7YF6bjJrFPzQhBbpgSR9K0TsM0knbUZdtv/5B8Dy8gxBm/hrVNCx+A2dIIvcEAHruCUDAaG1y5dWR3TQQu0U4YEfQZJVmwN+r+hVgFs5wBdvrLXvSBB8qjDbGPKjDmbswUvgy96MoAWqCYAGPlExjFtxDunHh5XNgFwYLyftPGY+pJmm5wtOFbmAjpmcNpiZS2Do2yrci84zkcQFAhUMyhgzwnOMvAQxAaiY7PXIMFGVqKkBWeUW7qAiuxWfEHor9JZIyz+QkdebWwcgIztbcyzzbn2EmDTfJttdEtYtJ3l9eIk8mamOtsg3TY4NhEV/WTVe9S/LZRgbCd9XfymEF4GhsDgZQraD6CnnLNfbdsKMYhPZWvxdyZ8tElvMARjHVZj67RNf9qPGfzQs03NFsPr11ZrkFUTPi82RTfypO1tor/NvdjGf63Jh68u27BCwP9ZQfJCDG+etPU7wS/85An9yOZaH2Army3vYMTld0Z/N94L7jStiUz+UqdWmm5Tg2P+dgp4xS+gOaU7TYvd5gUWn7GYHPiXGoziZwKsntHqFRX9UkAfYiCgPrRlK6cpOxx24+VQfD0wEWZV1VbA2FrfqD9xQetnhR0HJ0fy86XwDY7JZqXHBFq275LJyz3EGLHN6AGv+KyRZs4dx3pNOjtgl6mD6IlvMgn6nOqv9c0j/Os4sB1vTM8Xbcbk6tWrf8iLrvAkN3nTd+m37PRInBVS2hL/CF9cRkdk4/NMOmqrXuCUQfK6yeHQOzweauBQAydXA7X6PqxcbcE7XS0HEeer4Y/AYQnG3T+7BgzfVisU9cB5B1uCSvBlNfsKbCOwTM65eFMXyKx4X9QfRzSuqkiPc03Q8j9rJsrMqeDIm8RAgnevcE1gmE6RjHGsSetMK/7ghR9HaBXK6gynbU86sPURcHKfrC0KCRg7sf50CukEdF6epbJ6YyZWoGywIRi1XQ6gLXAHggTbh6yyAenoR66Uo29O/sidgMJbGW3PEwSaJfQcgQ5N/aFHvgtrJnqkRw7OHQ0zagY46HiWRf3ac+45CICX5wrMYgtublEz5S+re7ZQ6NRHPWcgn+1geOIFh03aIoiObVJoko/ebfnwKnAdl85FfZi1NsASRAnqdPipL9syBMuCR3k8t/PaCiT+R3XgQODSuMV/CmSKLiI7e6Yv+jDzbUCX1UhBrGfirAJmO6lBtfvJH56OSTua844keZbCwHtbUBZlokvBktUKW/CsdAgWtDVvjEu7MTAwoCe3tmgQ6W16IEFdeLNBnb43fAp22LFAZKxbExJ4G4Ti7fkTW0WBgNVqpS27AgUBG32CtA081X+eu9Gu1R1eJjwMSFO+zjj5S315zseziOycjAY19XKZxs4goCp3kvvoS3WNr7fjqVN0rQKB8dkOfK0u0kVgHCIJiujeLL4gUZCqjaijM2tCAAgsBZUCW37Aimu+uTb1ifzhyEt+egcGdGbLtXXBF5mV+dxzz+2y2OZHXnWlTtQlsC2PPWgngJ61NX7UJIs68vpz/ocuGuhwwXcn4eh/vOQ1eDDI4zs8N2OiJJMLVtoMxqy0sUOBb/qK1Gko/2uVJduyk7bNMfr53PKnp9XzgcDAhl3HX6dduJdtZs4BOdhs7IfvZGM3q0kXdumZULbrFfr8Gj/JT2jHse8dSju7NJYThElccUz/rL38aPkabUF/EF58sMENvZpMYRfTvtK1/AHbN+mY/yKbQacJhve9/32zH3/wj7dN6N/4X37Bdmo7Uwyu+FYrQMBbCdUl+2HHfDGI36Bv/tsAgs3p7wyUrF7pZ+qFML1jID6/M0/+6JxPI592x9fzLSaCyBP7ke2ss86anVM2jo+fD1zcAABAAElEQVRBNX3oU19U2/q9kt+bNVMPo00ZxJAnaeFJbrGERyWOHDnSfOmKLu9WutMW6EY7Vpd2xLBrP3aVPi76IGNipXgeq9CPKR9n5c5qF//IxvgIZTBJaqVNX82Psyl9nW3B9M0Xw+G3tWf+RVtSHjbhlxXd2D85DuFQA4cauPg1cJmPffRjszOuMczk7iFTAlvO7UcqoLEtYtqRaOgGHFZt4N++tkwIwgTqHBjg0MzA2c7H2QuSOLKb3vSmS4cRUczYCQzCW3qfl3PmbATinDnHawZVJ272NHvYHe0dl4fc8HS4OjfPD0nbFsgtmBXI69jMHgvyU65LV9mtYnHSkZc+bO05bbHqgJfthToenYhXznsuwUDBYCwBpnJzusoEdHQctZcLAPTDoxPW/AkYdNxeIKG89KHjytbP0LAyp6MU7I5AT8Bsr9Ut8lrVUnYP9StbQLBn1l4Q/4zqIPC4QnUYBhEJcuAKQL0yN7YTGRJwCFitiApABTk6LkGODjgzrAJFs5uCCToT7Agy87wKPupLkMEm1AkZ1F9eoLGpU4pM6NCJAFqwhgebM5C4f6VFXwJekwU6SZ2p8tEXux9n8cmh487q48hnPPedF+0hgxFyjPddr4KswtKToNoWFAN+Mgmox4fvbUWkYx25ARM9eX2xYBn+CGzThIOfOqYL9W0gIEhnw2gbBD+rJhRsEbLdUx17NpIO6EZbvWcFZt9aAw28bRdMG0z5lFl7sEVZIMjmDVD2GoClPs8888xuW4I29WUmHj2BzdLmql3uBZ9WCCYQDBStWAnkyGFlxsA6wRq+Xs6RYAddQRZ7Zpt0yR8KnugAXa8UNyjU7vgCtqndGOAYgN3whjfs4M9Og5SrGPY5fzPywg9OthmZjBKomtRi78osKIwvoWdtDB8Bo/bFR6v3DK7YqXO28eqatKi3+vVEk8mirPrmmRb8p6CMgFwGq3yPSYCb1bkXkKgP5aBDgeiTq67YxlkVSPOV7Id9ZfVwh1p9W67uZQJMWvjk/rojORLsG4TQa16UxD/y5xmAkUmfZIAaUJfayIjDrgwo2IWAWT2zc7LTHzDBQb+xbWnqNjbveh3Iw34c6TC8+CL0L1uDoR+q7X3hpQ75oPBypOP4cLSc86n6Tm2dfVjpsn37iovVK32FwZ1ymXhjS+xk3P5oRU6alUODZT6N/dJxgL1ZpeJ3+AK+Uj2wz1X+L/mmR/VA7kfVgMKnKpyzFzyBwY6Jh1fXNvQnVrryaU/46TPJD7Q1fjn6kPYl1Y9k26vr6MhEiHLp3/lx/Ur6eS8n0QfwL3jpewxMDZbSLvkq/V/qBm38zyr7Tn/AzvTx+ghbgE2y6ivlSztUdtup+UG+gy1pz2xRuwF48eUGjHShDLZHKheI3ffF4d+hBg41cEpo4NNqb7bX0fasp0bLOR4rJBhBx2DBNgHOhkPhlDgpEDznnImOL4MlaccCnI4Z6Cmdkdex0N2Vp5xl9WydJKjn1OLYJW7La8RbJfd4P/ynafKZ3SaDOnM/QEJX0jlmAxQrgFZjBMpw0/mnzqf0QyvH8b48yi/Aj73kfugln6NOSbBuOyVYhdM3hr/Qk6ScBlrrdO2+oIM8GeTJDxKIrMMReNAlvORJvsigsxsHI2zWnn0z6QCeX3TxD6Ub21UyU9xIF8Nf5MdaOT3j8VmLoDD3cqRfA/UERUeJS58L2x/vJb/tfQboXhpjsGTQkrYYnBzpT31kID3Scx68afpe94I/5sdH/WoHu2BNeYJDRrZUr+KfXbkmGgwWrHCye7RiL7Gv5Ft3nMqk3UbXubeqXdCrFRaDv9Nq4LFNIDWloy7Yb1bMwi+yus92Ux99382hvqc4bk/pSNsGrCzxP6v6A+VzP7azDb394kzlnl5vS2+aT/9jAJy3ZaIzxdmW9hRvSoeOpKXO9sNrpMVW0j/Hx62yH7Y61hd+sX1+wy8Dj8iOz4jHB1mBGut2lCX5pscRh5/XprXByJv7Ocqvn7My+Pk14ZFJgvH+kscaP7ASd5HJPZDyb8VrSz7qQrnSP+Pll76Fn6ZH9T7WR2RxXzylrWfgN63PRTEOD4caONTAxaCBtEcvgLqMxh6Hsl9Zki+Nf8wvYOBMgFlfkMECfHkJIsiJQx7vd4bF3yY+ocsZraIT2dDY63zkufK85I7yxo7vKLmLV8MQwIz8x/Kvk7vzF50FpaXsOjB1ZoXRjKuA1ywYx9t0K6MVENdmzsxwCiYvrC0JILP/ZIYfx75KN51h8TfKbPZwla6hepbIjKjZQ/wN+jwHZZAP8M3s46iTvjn84dd6raPOKB3SqOvYxVH3K086XfWF1ogjIKd39x5RKxuvr5VYNjoOxOhYkOM19o+tj5GayaVH+mKzn14BifxAGh659tYvMNVxJy7+NpV9ibeo/x7yF/39QstU+i7hlsH3VKbo2YysX8oQu1jyLBpkdn+8l3LQHf3QGWAfwU99hxf9aT/T++EFL/dGXtL99oIxf+yG3GhGFjrZBrJF1sALpN3T45LWghD66+qKTK3bwolMYxmdK6sVyxJ0dsNaHdPGvdzBasppNfgC0ccmXnDG8qatyhM+aKUuc1/atFybcLapCzQDaMmTwTBeZB3ri04jz3g/NByVAeyXf2da5AuN0JleS0/ayEdarpdyK0fJnQG1vNFjcKZ20XQgbmmHoZP6iA6XvC516aUed8heZN/TcqCFjnT6zsRW6keduOd6U30ExyqTH3wQG43MdPFpl7rIB8FZV7fuTSF0Sqie1MrEVtOtsoz8kqafG/u62Bna5EazYXHclVY3mmeVxyMFoQ9fevLui1f4FT3WGxrNp9LQ0iclVkpdhF94xU+TRVrKRX6/8f60PuQ5hEMNHGrg1NHAZTTaEwGW6/MsgeCMoxgDFo7FNSdBhtyPI4mD2ka2PekcYBnJScbRuY3lIm80elEXuFMK+VKudeXfVV5Oe8jjHv5AJ2TrgtlATjcOum/WH/l0ipy6AZrtYwAemMrciXvoaSpzruVN2XrVoL6LZYsMwNtWFs8IgJS/L/b4IyO6kXnkF1qb7sNJfY006CT5b16rC9es7UjkRiuAV+w2AUpsdLTZsTwjr1HW6Ca0tz1GGsepLW1LQ2AYHY0yjfmn7QfeKpmTf9RT6Jhxvd3tbrccXJgooNOpnU15pY7RHmETrxFv3XnyW5GgP3WT+pnyWkUj0hiI264aG0g7m5YrNDbVFf4gtug6dNgUufCzLfMJ9QyXGWxbp8fnFUMDnW14qavRV435nceW0RvlcQ2keTtqHuBfhbODufmfHE1r0Z5TP8mV68iTa/n8XB8koNb6W9CdXm/iNcrTcpY/kbaqXkNnVV2tSgv+quOok028VuWdpqkLMOo7adKXvBZ1n2v3AkkLjbTlo/Qz+CB5TRDG7kNrryNe9BVe4T3NFxnS7qd4ZJvCqjQ4JvFsvl93fy9eUz7rrsmoT8JH+YC6kB5ofS3uw5uWK7ijfsb6DJ3D46EGDjVw6mjg0+oZhLnnEOwH13gPqtFa/TIAyCzUqVPkS74kccDblsSWBR32OGu6bd794I1yedYDT7PZAnEgkMvK1H7ongq4Y9lOBXlONRlsQbIVx0As9X2qybgfeVLfbNjWMhMeJjpOBthmhSd+WXE7SN98MspwyONQA4caONTAoQYONXCogd0aSF/eWxAzc7Ib5fivspSeQOb4KR5SiAbUGb1mli/p06P5MysgefZjev+gryOXY74zhYcgtmf0FrOuB833eOiRjS43gRerXFIHjpvKdVD36C/bkND8z9DmY8tmnuPLqmCWBg5KbSvp0J3BXrZZueawewZ8ZY7DxEMNHGrgUAOHGjjUwKEGLmka2NmLdQKkzvatg1pROwEiXqJJChAvvdhKt1dBDDLAyQjiyCVg9BM8qv8pX+mRiVxwLi47mcpGnmMF5RqBLo4XoitH1NT5QdCNXKGf67arGnTsB8Y6p8+DlG8/chw0rnJEPyfTRr0x0pa/1MVB2uioIz46PMb04z2nM7TJva5d76XXEyXb8ZbtMP+hBk5FDehv9am2Mh60/92Gdvr8Vf4//uBEyHZx1oVy2dWj1+fnDlrv25QtfvRE+PFt+B/iHJ8GLmPr0IkwnDxnc3zi/efOncZzooO7BHAnK6jZVB5lZm//Ge0j7UgZMwA9HseIBl1OdRUdHm/rCJ0p/XV0rbgaGKzC31Tn6+idjPRNgcE2/E+2rba9VBC1vyHwNiU5Gif1GDs4GmP/KaGVbai5HiklbRX/6b0x36l6TmbB76naBtbpLZNg6R/W4Z1K6ZdEmU+0/tjfaHtpQwfBdxvam3AiyyZ/cBBynmwa7JCvtsMIKGf665MlS3S7yo+eLBmOhw/5D8JvHhSd4ynLsea9jG/BeHvZIZx8DYzBXRrTiZQiDfVE8thEO2X0rJC3JQIdhxccnKxtkpvkO6h7HUQPq0iczH6DHLqiG+BFK37SbO08iHpMXWj7H/nIR5YvHPEmt7yFbqoPnc2ORNM7p+j1QofR4ykq5cUilvr3lkVbHQ+y7bF9Ez2eAfVa8n4GuHhVtLIsJxx259X2eTtp7NE9wN61mbxKe5n5FDwhc9pkynEKinmUSPFJl0SZjyrM/8UJ7C/PjepLM9g5CJWMtPULXhI0tZfgeP297drBwd89/Z8+n69JOzkI2S4uGgZaaTtkiD6UNecnWrbwoVsf7uYnp5+BONEyHC99+oo9pDzHQvOg6BwL7+PNc+n6VtfZgi4NZz9KgJvZZQrwG4FhAHg65NAe8UIDLlpgVbDkPlz30Art4O5FJ3LCk1c+51kRGmVqIfb4C52pHMmW9JHumBZ5BSE+GE1zAhHX8iRf5HZNVtdkz338ghNdSJvywg/t97///f1tFA3VNqcitIuWvOsgZR7lg7sqnUyR1/3kIRc5P/CBD/S3yX7v936vP2TpG2E+ohl68FeVa1WaPOj6ue8NW6N+mmj9Wb3JK8VX3Q/efo8pn6MPCvte1Jve9KbWtU8B+PgtZ022ka/r6Ej69F6XpXT10pe+tL+n58PZPnDs9f6CWvz8UnbnYKQjLXyT7jo/deFlD495zGP6w9revod2PjYqv3x4sNGPfvSjs7+oN1zmddstY90vpOa97Z98KXt4RL7QkJ6ySRvteyyXc7QcR5yWueQyEPBJjMuXzRtAJn3kt4kX3skz8pJ/pAEPsLNPLWzR9SiT6714wdkGNtFJ/fZR3VU9O085yC2/j9gKlnyM2E4IsKpcu3hN9BxZ0ffmSx2qgZ2P32rTX1EfE892Sjj8kPbAlnzg14dpfXQ7POjL95t8tJm/OvPMM5uFvGRThoBzP3mmdQE/duGeazDFC61jOYamcpP133wLq/pSfMHIK+Ujr/OpXWzLX960HTRc+4280Ipuci/3g8//f6DahaDZi16iq2ORS178oo9VNNbJQ1b5/MgYPOeRuQrYvpvsH/zgB7tNi1fgSpvyQys62kVn4KWf0B+gAaY0pKEdeZxPacHZxMv9bWEtHTKUnJEFPXKkviKTD8N/3/d9X3+rUH1qQ9qZ+1NYy2tAVG480NCf3eMe95h98zd/c7/IS376cl971ubf+MY3zu5///vPfMAbf/Lm3rvf/e7+cLu3NvuoenTpyF+S0XnKtKouUg9EVCIypOwReyxXeKwqf/CP5UgOOuHjfvd3f7c/1O34oQ99qF9kJ7YiB4jMq2TNfcdl2ZVphS+DM4WUz2dffKaEzkY/vkqH8kSmYrrS5qd8Vl2PdGzBrIo4ys524RSvsa6iH4NyfhOsin9X8R7T0MFHnCWOvkzVi88GsbuRnzyjPK5X6Uf6yQCykM+LCi8VYffDOAQYosa3ysjdU0g/MzLw5OsKw8x5/eC57+ecgUgPBCf30Alu8IKzjg4Z5A8v8kYux9AJz03HVPooB5ljVPLig+4IScMLf9fycVh/8o53NCr5R3mcw4OfskEML7SCs4lXZOEgDXrQu8yCl3rYCyLzqrpuWgsbgKd+8Yu8qXdlVRbACfsos++YaTj5xtIox6pyJQ0f4JhOIvw4MLymIPgmS3QxvX+s15FF/qc//ek9WHrb2942e/azn92v/v/Jn/zJLh++qTcyu47MzkeZ0SSrBvqd3/mds+td73qz3/zN35w9/vGP3zXLJR88dFK2HliXLGjEzhy7nitNHvXAWQGOz6vOH/vYx3YwbjVsBHTaBiufweW9733vvm4axbuYNK8xz6Zz5RzLTu4pwNHJpmx4tX5KFpByOQ8tuGmb0lvmku2tb33r7OY3v/ns38opR1+tD0gF0fuU11ivoTXycn/Ecd71WrKmXuVLnW/Lq4Xa44/M+K2TmZx4u6+dw3VNrpRdGl/w8Y9/vLnlkxXSR5kFSLt4FU38RxzXeKIBDEgEbd6+GgiOAR/Q7/g8hQEAwCOymc392q/92uVnTBphB6nLgRdI+eVbJU/aBVzllw+fg4Tw/pF6k/Cr6qPZgFyR0TXZRh26P9UhvL1AHhD7whufkRc+fEDqG69OW+SVHz67+Ln6vuFznvMcSS2zPPuB0E09kAsN6QHno4+GC1IW98mTfKElje0B1Nz3+43f+I3Z4x73uLYVuNIC4SVvdOQ8vEqwJS+DGnkj8xJnQUyd+UUeR/pO2fbkFaH2Oi70s1LmuldMl2WPrHg7J1PiKcGsQZhgFGhDu8oucRMv9wvQpgu6SVs1SfdHf/RH3a7h0Asc/NPm4bzyla9c4qDjPjBh53uGn7XwD9GjY55jT/nlQT8wypPy6+PJFzpwyRMa0U1oHNQxejHYOuuss2bf8z3f06t6JpHud7/79WRpZHFUFrL4HVUXdV8ZpEfu+Gpl3guCQ6ZXvOIVR/nx+O3QgZc6aT2WbEkLzjbHtMmULXFk5EFjVdthp6lX5VV34ptv//Zvn71jTfy7UZ7SUXTH9q91rWvN3l8fNgbRd2TCd1fZS+/KHnk28jnBN8ur7I+DglAe4c2yOFpaZkwj2EJiNh2u7WbZagJHnlZe3eOczVK7/oJa4k6DDB/5La87ciqUbdRvOdxrmuHJq0O3pcXM1hXrXho/fgICPOHq8H0gWAWYxfiiajyC8/CDvw7Cy310yGK2J6+nDg16IVOcE3xlIBOnpszkYYAGH/l4LZrKyIAAZ4qOPMoGlDv6dy8ONzLAGflrMGbk8fHaS0dyqh90RxnlnULKRL9myVOnwXOfHsjctEr/wLK4PLY3qXugzGS/QjlkerOd7owzzliWt5EWf+pMIHHZsq0A/mjQUeSiU+fq0jn9sEV49BOgE/KQca8yJ882xzQf5aKb769Z/SfWN5yAAcvtb3/7Xl1+wAMe0GlkjW2SWT56IDObdCSno5Ub9aTzEpAGUnbXOj76/+zSiQ9Aaz8pOzujs3TG8NH2k0Z2NnCNa1zDrR7oSZ8CGuqXvZqxYq/qFH1tXxm2AXIpF/m1efnNGMY+0AiOc7aKd/TT5a50x09WcH+5ygv4F7oft9Kpb2UhM15kdo1ebHgVr/+6qAs8ml+VzUAitNUZXbDfKcQW2b661DGzwdBSdhDfkS090sLL+SYYZVb3/MpIR95/5X+KlzZED/TnGN8X+te97nXbF7o28BYopS7IA9AB/1x2+InyT8odG5mWy6oWWdDAM+2MzLH5j33sY73lGM41r3nNJQ4edMU24ZucSZ6+x8bqx9bRdU/d8hFfOOgZbvSsruAqF12QNzLBO15Qx2yfHB+qlZn4cfaCj7alLPFD2rJ7bJ4NgmOpd/aFL11rQ+TAL7T4AOXVZ2ifWbF2nzyO5DD4/rwrXKHlcL1Nf9DIiz8y0LU6YYvO1bvy4uO+n7pyrT7wsHoFN7rRJp2zK7TYqbYDh6yg+4Mqp7asXNLhwpEveLEZvMhhS97Ii770mezPkY9J+0GDvJELX+0GDh5sP/dTLjh4uY6fGvO7vw6mMqtXeXeVvWQiZ/wvudUpPahztgToVdlz/eEPf7i/wTnqsJS0bFPto4qX+Cc4VVtNy7U6oWffcqUfEN0qa3DQ8QkjOFe96lU7vZHrD556Uwe/+qu/2nKP95Rfm4hv5RsSL0Q3Iy/y0A051Isyk4POHAG94IlOdBGex3MkT9rxE57whB5svetd75p5hAeYmEwspq4A38wnkDN2iE5ruXSj7OoTjG26EwqvFNinq/7oBZDJDiKT2mCVH8cz+okP8kmi0Y+HXhNZ89d2vdCzcml/aGjPyT/avvLzC1N/lzjn76pdJZ7Achr/rhFjJ7nKry0rG/8L4n/x5F/ZySgPH6f8u8r+H1Uf9ZH4iw1efN6L5xWYVznm81JMHzf9VQfZty+88ML5j/3Yj81rhn5e2wI6LfkdH/jAB85rS9P8IQ95yPy/ftEXzc8888z5i1/84l2ka+l2Xh8Inl/nOteZ13aVeS1Rz//gD/5giVMK7vMy+HnN1s1f8IIXzG92s5vNP+uyl53XytH8fe97X99/7nOf2/S/5mu+Zn7kyJGm85rXvGZJp2aG5rWlZX7Xu951foMb3GBe27nmP/ETP8Gzz88555xluauylnmmJ7lXjqnz3PCGN5xX4Dq/zW1uM6+Z3Brg7+QlM1mf/OQnL+nS2Y//+I/PaxWjyVbDnddy/vy2t73tvBrwvGbo57VlZ/6N3/iN89/5nd9pHDqs2b55Be6tR3j4kb0Mfyme69pCNi+ns0zDv1ZL+ro62aZdW9fmtUQ9v/GNbzy/053uNCf/r/3ary15Rf4lkcXJvy/oVkOZ12BiTpcgdV2rPXO0/+zP/qzT//RP/3R+t+/+7nkFd12n17/+9XfJLB8dgtrONq/gYP7bv/3bfe0vdc5WamVmV7nUM7sKb/hv/aM/mt/5zneen166Oe200+a1sjavBunWkhZ8errVrW41r1n/vtd/G+r7IqTNZzXAXSLUQGn+Az/wA8trJ494xCPazj76kY8s0+nqnve857wGn/MrX/nKXaZynMv7NZM4v8Utb9l2cfrVr942Vh82bz2rT1AdzfxBD3rQvFbHutzlhOcPfehD5xUEL+mwM3ZfWz6Xaa973evm977Pvecf/tCHOo1tfqp+QPsj7wjsgj1pd+xTG/uO7/iOlu0Hf/AHWw748Qtj3vE89crXVGc1v8pVrtK0yP/MZz6zUVOvFdC0HBWgN576/ZM/+ZMlOTRq28X83HPPnT+k2lVNqMxvcYtbzN/85jcvcdS3dkVubac+Et16vMtd7jLnuwJ4/dRP/VTLwn7U4Tvf+c7cntfgbl4fFZ9XADF/2MMeNr/a1a42ry2a85e85CU7OIMNaQu1VWd+7Wtfu+tEO3v729++pFUdxPwXf/EX+/6Xf/mXz29961vP3/iGNyzvr2uDQcj96qjmv/ALv9B+k7/jR0a/+aIXvWhe25Hm9QHp+S3Ljs4tP8Iua7Zy6YPVh7bJP/tVp9S6io8Orwoq5r/+67/efrq2E85vcpObzGtbbIsUHO2YLaoHOq8JiLb5sa1VcDV/QPUXtSW3/QifpX5/67d+K8WbKxe/zNbvda97zZ///Ocv/WpsQ13pV5S/JiXmtX1x/pSnPGWXn6iAuf1A5HnSk57U/jfykDuyL5nv4yR5a4Kk24J6ZMd0c7e73a3Pnzv4NL65VsS7z2I/3/RN3zTX9wVCL9fTY9pOBQ/drygzm6Zn/hDtEV76spe1bVVA3D6ffuJz2ftZZ53V97/+67++61W/6BxeeEXfI91V5y984Qu779U3kYsPib8JrVoNbT2dfvrpczbEn1SQtCSn/WtbtYOgbbmC1fkDy54qKG0c/Z32rs/Ub+lbtFP6ftSjHjWvQG9J653veEeXjyx4sW1lDvCt973vfbuf1T5qgDG/z33uM69VjUaJzOyeXPyH+ORKV7pSy/3Jf/pkSM1r5r7bmdhFverj+WWwV526Hxz6qkdBuj/QnvnVxGR/97d/Oz/77LPbZ+q/fbdVv80PixkSe7385S/vNse/SBfb0FnqIv45vjN1oY8NjZRdH8931aCq+yk6/rwrXnHZxyvfH//xH3ed4kMm9UdPtd3Q7Ya3vOUt7Xfvfve7z2v3zVKW2BbZ+KlahZ3XCtK8guZu+/HjkedtAy960v7Z/QUXXLDgNO/6q0mb7k/piW942tOetrx/vCfRnzhImX/5l395LckaHHbb5BNqZabtUJ836kaMwl7EiWIW7Zk/5PO2gZp4ajTxAP9PLz/90z/dsvEv7KGh7AxoI2Tm88Uc+vKaIO572/ylLmoQ0/pn83RMbj6b7w7A1XbEmnjxLWOMp93gz8/LT17jCGOBV7/61U2GjaR9hG6OKXutynb7RIf/0dfVilrT+/3ygQG+jzz8BX7iwHpcJLfX8lkiHPBJ7L9tab8DsAT6ghSG6CfQAyEMR2Hd4zw0Vo7QNWcMKKW2Pc0f/OAHz2ubUONoQHASAMXoM1i6ZhmzwOoVZVzoyQdqm9f8kY98ZNMWBBkYopOg7bzzzutrDf3nf/7n+9zghrPiZOKAIn8THf5GQ9DZoa2zQp/hu04ApFw6IQF2jFaaADnBrcZngCjYkfdnfuZnOnj8XzWQy6AST8GG+4IRTonjdf2MZzxjKR3+BoEafUCArIMC0l9fg1oBo8CQo1MHBo1xCGP5QiPHlEHDq2mO+cMf/vDc6qNrMrkPNHxBiMatHhm+++otoHMDBgs627Fxps45C/lqNj/Z5j/7sz/bAVxwBLdw7lXBpXNldK0ziNwywxd0uCdwC2wqd3D2Oo42Q+f4KF/4x/bYJdDp6Mw5Ch0dh8N56IgEWEDDFJinvh1rj33jRs/sROBkUKp90buAg92ljb6haCjzOAjg4KXV1s/mRTfRg043Nto3F38cpoGbdkVWdUvu17/+9cvgZ9TDmNd56Ds3QBFEsX8O9MnVjgxuAv+7gi0dds1gto0qG3sS4NAL0O6UwU/5tT2d/41udKNlR8AnkU+nVFtW5gYlr3vta5uvAB38U3Ua5EFHe6AnvJQxvNSXzgbOU5/61LmgQmfh2uAscP7553caHeJL93wb+wdswgBZPpMs8E2uuHYORj11wvCXe+wq/lAQr43Fb6aeBSjo6mQEYc6V3yCJ7nXG6Bk4uCfAouf4zWUAVLZh8ALnnJqo4i8EC67VP2Brggtpv192oQ3i4TqdHBxBrjS2U88yzgWArgXwAXLRL1ndE2QF0p4Mxt17aHX62g97dU3fgD3zp9JM2LENbc116kLZo8/Q388xedkRX2pgJ7ChXzatfNpnZCYH/o9+9KPbduPXDQbAprYz3jMQRoc/UEfRu8FsZDI4hoOHdpv+KgFjrRx3Xvau3+B36NG1ybPQyXGVXiJTbB4vbRINfTE6AX6PPPqddxRO+jztMvrh1+FoV/xM+gzlBOyHjK961avmte2r5aZ3toR++hMTW7VC0oMH+HxMrVr1gCaTlgb8eAnC6D/+UJwyQuxejKA8YgcTMQbdgH+pFa+Wmc1qDxnMxf9uo0MTE9qLYJXfUC6TxCaUlKv73ZKXn0pf4p6yKYdJKEA3rgX82g95XGsvGezWqtj8xhWX4aVd4IW3yalMWsKhM0EtHRrEoCNwTZ8hXjKRol2x99ilNpD4hUwmuvBJXw4XpN7/5O07fpze6FfdX60GzgLpBPR4GZRKI4/ykscv8qDJV5isZBN8mT7FBMWmOpBvW0idpk8lK+BvtAeDgrSLWqnruNDCAZ9Mz/R505vedE6/wITrN9QignKwMWVLe75gMbDcJHt4GfCL99Ax6a7s8fl/UrwD8dsWAfQZGazhC0Iv+OORHJFFf4uXNqr9i93E3pkskS9xixgZr0zIpT/Qb7KLZz3rWd2G+GttiN+MfsJvlCPnuWfw+drq05/3vOe1TPSNDj8UHcqT+/RDnoxFyBAIzVyfyGN0fUwDMAYHBCa13aobc5xSCMOxKmI2NAMDjsQIX9ABGHRodUL9/U0Zk8afgCxKMVBT6TH64Mf4p3TMeMFX8YDjMuNOvgRvjIDxwlMpIPz6YvhLOqfAwd2vZqgCnJsRvlm1gCBcOeNoDMA4/MfV4G8EusGfwawCgZH7o1NDlwM1mw4Eed9bAWv0LM2AzcxW6kMaHcnHSEdI2ca06Xn0q0FxvJnl47TNnD+lZnEAPGWdgpkeK6DpBDNjuWkAJuATdKdzRVN96jACOkQdylh2jZzOxsFlbcFs52SAkhXGplGO5Xhh1LEBmI4y+kL71YuOUOcKBEvkGx0WJygtDiH53/ve93Z6VhebwOJvlZ4T6GmbwKAN3di3NAGQWanYFBuNDUwHYJ0+6MgMtVmvyoDUEpJ/mTA5STtgs+QZB8FQRxk4YTjprN2nK+2O/YHoxUAjkHzj6pZ7CVoycA2+o3aHVyZypLFtK5NmJgE/YZKG0w68rSZ+5EvQzwbY4lVrxSGDO7jSc6088qQTcp8P1C7YRGBcUU1aHxc618Gio7wB9m91IJMj9CS4BrEJdSQgl1eAAPgDfim2xJcpe3x0dxCFL8Aagd8XuAN2hKagL2BAIo3uAftzTZZAJkuyKsUGYidw7lqTC4L5QO7hbQXyHxcrKAlQM8FjNQ6v0TZ0ytIED4Au9rLZ8N10DA36F1xlh8OYh/8SPN69fHTwlcWsr+B4Cbub1DI5voAdmUAz+A68twYcymVgB+Cadb9/2eII2q2BSYLs3LM6ro/ZL6QuUs/a4wjx2exfv2ignwAWXmwyfi0B2hhQmwihs6mveWhNYvCxq4C9GNiP5RT80pF2AzK4j6+VJoDUh6d++BB5pn7KBFnaCjn4pLRvdMJLjAFCry+Gv7HPYLd4ZRIYWvwb/01vJoQySclfRC6r2mnzGYCNq6EGmGjHT+n7XWe1Dy91IC3+hA27vuCCC9xuMKEpLf1KBlzvG+o9E7HBYSMp55/XoFX+1EFWMDKAT9vFLDYlD2C78sZWpGXwELsTV6iL6AIOwH9lHVT73y+kHcZ2N9VxcEcemYh42WL3gH7Gio9YLW1jWhcrZV8QjW75cjEQX5L4Svz7xbUbIb5CndDhrtin6MhjAh9swwueflAMFv7SQNqFCQW8Rv/rPhuyUjcCO6xttD1oHtM3yRK8EUd8gKf2NwVtVh837kySpg9J2eWZlmdK5yCvw0v/evQT8FWSTZC9pBXEzWrk2nss7Y0G2QdqX2oZwayW+JfPR9nrWitDs3J8ncc+WXt6y7H0Q4Su/cqhLffahl4NfPr5lJrlbj6ljOaVPckVOMxqND2r0fAyL8Qq6BI/e+ST5kboV2U23l5/1dn3A4PlfJeo9rfWjFSXoRpS7/ctY+wyLpHqpBrl8i18Sa+Ou0/lA+W0Wv7sNa6ObFZLtTO6DtTsWD+EXA249/bTRW0hy+0+KqOypXwS8VJOcgA4l656GnH6xoo/PEDN2PQLG8qRziqomJUT6n2337B4U1nqowLbWQU7y/2/6qVmx2b/p8pj/3pgE288a6AW1D6SOfLb71vB36y29vWLL6oR9r5fdQQqcO7ny2ZFRzmr057V9rPlnutGKh2daIi9RTfV6fQe5Bo4t62zy5TJw71AHvj0BdgBaLvvs509/zW71i/nqICh92Jrc/bjR2+pt0WWPkgrBzQm7Tqf5lHz0RI53f+Xksfe77ahS69+09ZINPbsWRTP9vh5XujMspuaWZ3VDOcSvTrePq9BRJdDm9DGavAwq1nnvhddeoYp4G2TIGWLbGlb7J8PQi/5aztO58GrOq+uB76sAsFdvPipGng2rj9vugPRM55svjrT5VvC2LZy228OamavjxXg9Ata2CmZaya72zef0T6qsKLvzlB/dJ62Uk67k/k7tJTLHvwKoJZ7+vNsBER5r3H66V1XoZE61oZqZrZ9Flx69vbCmhBw2c9TONZAavbqV7+62zOZa4az/TF78FZM4A1cAc8kgNh+BZd9ra4Dnv0EsX3nkUud0Ueu3QtUcN12k+f/6KxWPls2ODUr2qgV3CTL7LTTTptVYL60DXTpwpGMjvq12Oky4x4n/Kl82qfz2Bp6yqUe9Gc1K98v6AlPeWqAPKuZ764/bameOKx6n9b8RX2UcmnvNWBaSnXlq1yly852ARurYKvtgL/D27Mw9M838BPpq8mq7NoDID/5YiOduOYvOKnPWrmaVYAzqwFiP4+SZ874ZO25gvnuN/RZ5GF3gEzqhQ3rH/iuAJ/AV+ZlGUknb+yKnl2LG7RB5aygfFYTfstnpCKrvoJ8yVtb+EJyhhf9sjnPUscvVODWOGmbeW5PvIEXvFp56WdQyDDyqgHBkv5RJyU3IAvdgBpUNB22kWdz0NeW+JDYJnuPHI7xd3QBapK7j/5q5b7P9YXggoVvrQFn1wF50x/Tj/LSn/bk2a9A3oobGdQpnCsNcUkNYBtdfQXUjTYw9l99r/iOMPoOz+cD9ghqIrVfojTGQLG7lFkZ+K0agLcfqMmN7vtTfnipG+edr47eF1A3ms+2f+oHRL5V+fQv7MMLY7RZ8rFx8O+L9kYe7VNMy3ZAngerXSB9vfFvUd/KIk5QH6lLzyJ+2+1u174AjfQZtXOqX7yk7+HrvbyDvvkqMox6GnmTNffEnzVh2M+l0zk/zubUM+BjgLc316Cznxv2zL+XYem/PaOWdk7uPKssTw3M+xn21JW0dTDKFPvSToHyqCf2qu+uhZtZreT2PW1Ou6lV31lNWsxqF8zyWfJGOMl/+x6AKTjjU2EeLAy0UeeijhpfDCqV55rRAY7DW2Rq1NoDilqh6ofwGEUU2Yj157r2dC8fJETPj4J1PjVb1hVcWxnaceCBbpwtOskTmtPrpG86hh4nCNCgD9eMIPel5/547MTxbws8xhJ6siZ4nOpoN9kd/mOa89Gwu/zSpkgrruN0zqiXNdyqXkUroDAAE/Q5qpvAOeec04MdTp5zIa8GodPNA/3Bjf5yPR5zbyw7+VMGAYTGbPArAGBP7IGsAuGaNdwhV3mAoCCBQWjvIBzsP9p+2gh5EqRfrmxfmqCjVoZ7MMh221GUjGedddbsqxZBacq4qhYTkLzh9a+f1cxXBz5e2c1OBM4169l815Wq5Vt3s9LDewPKxs5nVT40ow/BkQ7UgMWbF4GOShlAOiqv2xeI8CNeKmDyJp0zRw1GWZUL4LMKcj9HOAIpHZFgmG/ShrVlL04Jr0xupA3IFxo5etENRx/7IgP8sSMwiQSUy4PkePGhuQ79sUydYfKXgEuwpKOlL52fDuUL6hpoG/ETrr01bITIzV+l05aGNz2wS9ex3VrB6AfsXeNFZoE0+ekQjHKz+xEyMBlxUk85jvh45zemOydzAtRcO4ZOOuMEBO4BdVPTvH1ODvTJOepJ2ihjI2/xJx/YdVyksV8QecKD3sc+o5FW/MU/R4exE6jKPL58CY6+78ya2BCQsT8gj0lDfWxgl6yVmOttyt/1W+WrHQUzk3Few11bkvpNcLWq2sGOwIwdfawmWthqbVfrF39E57UldTlAwFv9pP+MjNPrpEdWx/FcG9N2/aTzE59e9io+MNADwR/LKU1/mntpq9FtcNWXNHo3mOQ3lMt9ulbHeGVwl3yRO8f4dfy0ZwMc7Rd+Bi2uTTDRgbS0KTjRi7TYV2gHz3XKEzvw0oNavejg/NPLp7IX/k4gXbtNmoQ6m9bF0uZKXoA/+x3Lt2xHC5xGXPxFjqTlOsekO07TyNgTFAPd8M1RvnpubnbkyJFZraz3xL80E2u1ArtLTnnGfPiN1/KtgsjF54Jage9j8rMJ53R1YQ1CTqtJHwPBeiSgX1BiMK2dhI4j/7nUW1HLvVqfa9qb/oIhjzpPTEqOXIeeOgXq2UtXMgisFbCOG1K/6/QgHV1H8ZbBVa0kz2o1rMtqQrVWH3tyJ7bmkwXaXOxTjKYe00eSRxlMjkdO187XySHPKljmX+gt13C1a30kXQO2q7yZvPg/ZV+X6zsXz9++B2CpYB1v7Y3uTsTsVXdwgwIoO7OjUagZfp0AAzHLrCIFjfIDNCkqlTiqRJ7QcYySzYyjU3viZ5mF4UCtdowQ/KSFVq63OaYTNbMHQkPwJajKfWXAL/eVxwxbrsMrgdGmBkCHMWL5lM0bhz63AiCgAaM/li84jTD5o0dAlqk8E9TlpTxkwOsu1Wg1trNqwFDbHXrmLk4E39q61TNRcAK1/a4HaxrbCPijPcqe+3SpsYwymv2OjgXOJgC8/acelE62XcfYKvps1YBNR5OZsV3IB3CROlem6Nnqn/olpzQzeerLIGwVCBJ7Zq5uJvga8UL3ec9/fq9I6mSi/wzKY0/BHe3H+T9URzzqNfThp3OXBmdaN2iHX/Jtcww/7USnZPLlCfXdsf/56Ef3CqaVGLPzCXo4ekH+Ksgs61S2VbhJi04ih3T8vEbXJMImXgYlm3gJ8gwqrT4AvODH6UuzSgXq2dgezPTF5E+eUb7J7b7U9oHV6HqWsM+nf4KWsY6msseudNpWIkH4WkUxQ+k6OqltbbtWAEd+6VAzcHYvA7fQzCpgBkdwYpOpF2mB5Mv19Dgtj+ukZVLQG9Wyakk2/YwgDfAL+JLHrOwnanLoq4Y3iU357XVNXvRSFtfx7fpBqwmZeEybzExw/Nk6Hgm06FDQkL4HPj9iNUJQDbK6xRazetM3hr8EIGQkyy6ZK21bIBdsq0p+JlbM9huA1TMXy4Dsc6oNs1M7OdYBWRLgBWes06Q5Rtc5dw34DRN8tfVqZsJgL4i9BA+dpGWGXp99WgXSgfgm9WAAAs8gbBWgFdmm95OujWqD2nRtz5qi9bXYQj3HbiQm/5ghaWl77qWN8V/AUfv41ppAWQcGGPU88a7b2VVSjDsdnY9W++JnopNVEzEhEtlyvc2RPQATYa+pXQJ40TvIJFR0Qtf8qz5FoF9bLWe1Ba5XXe3CUk+pD2UTL5o0rmenWh9pE018zV/KkLcNvr12/9j5ExlylN2KCzAZHR+dfKHjPpn8jgV2amLW/OkqfoEc6t0EAd8DwlvbrJc/HcVuGxlSPvVtcCV+4T8NxOjdpJw4LP2BPsMk0Cogb+jxk/FBcEf9rMq7Ki20QmekoQ9T5vjf+Fv9HL+ctrGNDlbxPt60S+2XQAI0HUjt0+8R8V9WYwQphCOnUi+86BGye2YANIzaK++yHa5jgkbn9UBsb6NIsCINcFRjMLOTuvMf5cfZSK29rn0zAQQcilYxY+U4N7s+pu1QXf1PLgM7DStOyUDSVhKzHTEAFW6rJecJdP46+jSIUGfM9FTPSHSScqY8Ejh52/zkBwY4Vgs4a69eBhqX8iaQ0gnqAGNYjVR/DA8vS/ogsvbFPv5uVJ29YODss8/uXALKAD3io8MIKJvtFQY+CZyjb/VjFrWe0VjaQ/KRVRBlawSwVaP2vjc++nRnlrAeAF9uF4Mn2KLrrIhJ0+BrL3l3lmPnEnuFc6wQRyi/sqtDtqhDOvfcc3t1tx7o7k8jwNFh2wpQ+/JdNigPOzLA5JDS+ZRh9v3oa4HeB/UHL3bPAdezFB2EJX86LPoAbPb/re1kX7z4OHQn1l/0UM8w9QwiOVYBema8Y2ujra7CTxr6yqBObIdwLfD4knKAtuqw6/iVBJO/XVtYRzC4yfZEWsF71EvOc0xebQhkC6D6CeBVbxmb1YP5SeojGW0hAehp92NZwyNHeqnn59o+/6i2WkiHb7Wz9vU3nWzLU/cjsOsLa8YUyJe66ITF35gu2AVsawQ0xgFgykmO2EHkLUadVQdk5SK6IasJFB01YA/krpeP7GrT6j9+JCsLOuKAFXIQGbJCLvAJWD0Hmbl1Hh3L95nVltJZjvfSxqQF+NX4M2USCJiYSN8SvtFDbI2d20J28/LdtssEVtVB7o3H4CkDO4sfp+fIw49ZJannXHpbtPz0ZyshX5AyLutmZDCcK5fVlXqYfkmHL2M/JqOAyQ2r/3wi3xnQ7vQj5M3kDr76CO2ZD6H7vWQIPXTgigH8gPKzTduRMuOun7AaZbt1/DhcgwTbC9OHojXaAZy2gdLrFPQZb6yP/sorX/QsPjCwYL/pL+VV1+olPk0eg0LHgLKTNfWpTzKI5U+Vha7QUQaBnGt9sH5/5GUlnJ6Vb6QfPjmO98QN7DPtIThkVka82HfyaBcpMx2ljSWtnjENieVASnmASa16xqr5LZHqRF0I2IHVOP2FCW3AdsQTth6nr7Ey967Kk7LTidjttBqspg07WmUDkTExXGRNmXKEm/O0Ub6IfFa2ALu2/XoE+n5/1Q352JFBZLaApi8MXf2sOMKjL8oGgjPSnJ6TGZ4y1rNVvY1+9Bn6JpO8I2T3BD7pYzJgJY82E33JJ23a14z0dp0v7Fce7V55PrjoR9QffhkAxUfzidErWtoum0Yjtr+Lx+Ii9+RVziyUaIuZ5Apdk9v4inl8uiQgFp7qR/nZSPqt2EnybHtMXJ0+iZ0pE2AL7F4fpj8G+nffErRgM9ZH3zzZf8f6FsRSZq8YlrzLFx5UJVRdzfthYK94rZmH5Ys34HlQsiq9ccoh9tuKpHtJgze5eJDZdV6h3oj15wE6L/SoEXcnVUNYPjRYxt1v8ZHPW6i8SMArWl3nIW4PH7quQLffkuK8OsF+Pa3zPPCP7koY0vMwZa3aLd+mUoHc8u0t8nvAF91yHv3WJjK5XvWwvTfguFdBQ78px1uZQDmTfu2te96K5GFmr+50XY6vcfylHjw87w14HsaHU7MSRz1Y6EHe8IJ3br3oAuCl7qLXdcdCaPzvrwfh0emHpDvloj9vl3RPnXmdLt249lbMcvKNWLNZS9lSN14tTKfVuTaO+qnZlM7rDWrkrU6y6ZXDbRz0lBN9+vEQrnO0ylE3jrKo98hM34G19R2ELY6xebRqQNj8K+CclxPoc2/djLzI1QBx+fY7LzJ4RL3FrRxk41bn0Byr0+9jBUednpdE4KGuQN7GVKs3/SIWD99XANT4bBSUo2y90ImHfT10W6uQjVNOunHITz+ggoe+5y2NFYD0W4qkp4zlKPutRTUr2Q/Uevte6jQ04E8h9yrQn9e3yvqB97PrrWPslWx5qDz5YkN8CP142xY8bzMCeZlEPZfU1/7oCA6dgdRtOd1uP+55ExWd12ClcZQrvNzjL2oGtel4SQTwoLC845tH87B0XjIBr7bYzr3iHq43vnntsvNzFm0MTh4wrw6qH0qOTY60yUT26S91gE5eLFKrYC2zlyngpSzAW+k8ZAy8aco9dRB7ohNQQX3fYztevAHPywjSduDEztiDFw94uQ88rxKPjvOmtLPq5UN0UJ1w48SXoRM9kzXlRmcsu7fbqvOUpzr49iPaFdsE+hBv+QpoT+iML0nxMLY0dlqdbz+EXQHk8iUZNTDr7HxM2qy3pwVSrlyvO451kpcX4FdBddtq7lcw3fLUZFnLefnyYxUYzCuYadLBW8tn0eYrEO0XwiibviWy6y8jM5r8KByvB48dkgsEz3kF/o3HHvkR9RhZcoQ3hbRn9YsP/8zm+F3XaYPysbX0f9pFXuhAfi+4Afp/dSUmCOg79Gnxd5E7L1TxqnEv9/AGNTEA4O/+R72AhAz6H7y0A9c1Adw47M31yCtv6QsdiLF7n4vwkg7xB1o1MdN0atCxfAMyP+aFB/SIdtpXZO4Mk7/oly7zhrrvrs+38EG3KPtBh5/Rdzj3lkBQg6l5BY99rv+tQXmf54VCtcOifVh86/jSLfHT/1y8qlw+/SUdop++Bw7dSfMyF7bs3I/9gRoYLvsVLzJI/cLhmwF/6AUv+pzYKV5eGMYmQdrFa+uNjoHETqGjL8xbTdmMehAPeYGF2AfUSmW/BddLu/QXbIcs+hgw1gO/5Z4YMe1PPLINpM7wSz+hfPFX2g9ga9o3efglsYuXV+GbFwH9VdFwPcYjbEuaNwyCUe5OGP7SLrQh+pCP7/QyKOfac/pm2WqyptNrQq1tNfaRl2WkbAOL5Wl4sdX0E8qlP8CrJlnmtatmiZ8Ymc/VtvMGXPUCQs8xdctGyPyahS2QZ1P5l8wWJ9poyk2e0Z8nXlDn2ik852nLm8o+5XMQ1+FXA8H5pxmAnXGNM3ploQq8a0Regh4FwTGjZJbEDJHlSCP3Eq5HnnDMpFSH3M8BeYjbqpAZPzN5JUDP4vxtzdq/qGZkPPh53Xpe6AY1I22lzIyeWZaA57ksd1o9MxMRPjnW2xObjrxm4KzSXFCzAUa3RrlG2EbHZq3KKHsGrSq7ZwNfVs+iGLGbRQi98B2P4z30PMNiJtNMmfJbKk+55DNLBwdd26vIZpZt+iKRMurWo+0OztHL7I2HSs1QmKWtYLPvm03N802pi+rwegbNyN+MozKWcfd2p8xu5GiGrhxP69OqlHraFsLPTLmVNjOeZKEbgAcdeA7JMrzZX3p23yy7bSjqBB24fgAtMpmxLie7fFYBHzN28ttWAh+dcmhLO7XihRcdODdDpc7Jldkl+dnqBTVbfK2yj68eHsBuAY7jD21yOVr1tBLl2lK8FYTMProP3FM3tmV6MNWzcbblWrL3MLI6dN9sEFrKRifsqJggsJTWDFx976JXFs+s7RD4SbMqma1YbMHec9t/6VCd0LV6hzPKTza2bQbNqhR52GJwMLYlVn2Z1dNObYUzkx7bWAo3nCQ/+1Zm+ckj/w3qZQlo2D400iin2TryDIlnm9ia2TZ6pRe6VoZsF6qgp9P4CLNeIHzdw9eMMv3SFX8VqG8HzV5X9DysTid4+ZFPHg/reqYlKznqTJq2fOTIkaXcfJR2mtlrdYqXdh/g62xLtcJmyxh/pRwjTnA3HUOHHulEPeGnXPTLP/NLZvvg8r1mIemNHZg1tBrqQXoz2FatzF7Cs6o++jKyKhe7MWtZnVe3sehZvbFnz+/y79o5vnQW+1cW5aY323A9zM2W2Gz8GTmthuNh5l/9sRntGk3befAw86qNA8/5vLzSyDL2GfRSnXnbB5mq8+/nDPVJ/IyZcjOyViDoTztT7thME9/iLzarzfJB/BN503ZCogb97RfpkN81KztujQreqiOZgPbJlvlXbU491GC0bawCo2VWda/syievGXA2pi5GWjJoZ/omtus+veKzSQ+5x7eod/WGp/xWH5UPjh8fzFfQL7u0lUwsgM/VC0+757O0aW0lK2HsgA9iw2iEJ5n/rFYx3lN9Az1bmeHvMnuubvW98otN2JdHHPSr2r7+lH+7TbWBz6y+CIgN6EC7gBMY7d7qKVvhF+jHj87wshKkjEfKF2iD2nT6ntBadYztaGtooKUtsgt8yO2etqmNaJ/OlZl92UVBL/oHsqpLPuot1de9t8pJd/zh2Kes4qXd4Jey83lW5NQXu1GfHyj93KRoZZsr3Vptg5M+W3tWfm3RfbbBRuhO/WjL6p/vERMpK79yw/IFX1plBla46IEt6KsCYkD2zA/gaVeNVXf9PZp8LjvSzvCjO7aoTKPtwFP/ZFQ2Pj71EF6bjsFV38qHnnP+Vz+WflesQT7tVR2wP3ZGXu3Rqh1fyGa0Y4AO/2bXAZ1vgpSJntkBvvJbTWUD9Jv+HR32ysbJrA3ob8jED9Nz6K3iOd7j18VS4gS2RFbxWPqv6IctaPNWHMV8eGnzfDF6kUkbUm/q/V+r7f4/hcPOR56rZEpa8NAhF3sjF3um58jDLti0mJ2fIrOYvRjtkCr9nCyITOpj3wMwQqbQo8CjUjEQnHgAsr5tMKIt866iMSLmfo65t9d18HK0LWD68ofcG49TuuO98XwdXtJzHPOM5+P98XzEybkHpzWWbKlMehvNfg2Goa3IowFzDDouTpJMAY2WMesUOXzHqczj9XgeGtPjtjjy4b8JtqG1Kv+x5ltFa5u0kd94vipv7ucYnOl10tcdt8Gf4kyv0R7TxvOR77r0EWev89DIcR1+nFfuwwejrYw0xvPkcVyXPuJMeVWmngpexWsTvdzLceSRcwMGP4HbSD/3tUMDhO6cTGAUBLdlJgAAQABJREFU3ioYZd7Eb6cgqyjsbMnpAHJFeac5NvIo5L4v04a2DGcH5WDau0DEAM4PvKkCuhvWJJvBp2BRwObes2srU300vrcE1+pD4+5Vnkaa/O2VZ939dekT8stLb+zyzGK23AiGBFvnvfjFs9sunusZ63+ZcXEy8hvPp3jsfFN9wd+Uf7w3nh/FZxWdLWxuFR1p++a1Ic+x0Fon16b0vfiMeUfcdecjfs6Dm2PSVx33wnEfrPJRobfJBoMzPTZfiRM/we8ZiGfgB6VWdnfiotp2d9marNnEbyzPeI4OWJW2c2f9/7b81lFYlX8qx/R6Fa29cMb74/mU1qZ7U9x11yON8XyKP94bz0e8dekjzni+Dj/pOY55nK9Ln+Id9HXq3wDsogci9sFF4yM8QnXSA5ykhYzOwQwV0IjSYDMzFPwowRHkesTDR7rVr9Bp5Pqb0oGbNMfMrCe/YxSARs6ndEN/eoQnD8h581kERKEzygF3Wq7kjzyugevM5tGfmcXM2JpBooPoZifHThnwlTc0HOEuoe4DcjXPqhMvDzDz6I1UZm/NMJu5CJhpMzNhNqm+H7V8MxwafuQYZYkM6Oc8tKR5CUf0k3THyOQcveBIn0LTWZQrPOA598v5KBcaBuLeLjSVeUr/eK7Z+QjkGcvj3iqZlQmMuCPemN6Ii78u60y9lk0POh/x0fbbwdrJ6HrECc3or+WRZ1X9qvu6F1hFJ/dWHeMLUr6pLNJB6n6Kh5887o+8V6Whk/yhJ23M5zr3ghuZRl7udb7CX/KqtAyEkhct535TGZMW+o5WTgwGrA7VVhbidIAd39kJiz/P/3j+gPbZM4iMoekaX9fa/3guzXW/DKfkS10UcpfD/dDsE+Wok9BAG7huXSzKKb/nOyMLHLSUN3k6X8ksLdYzxWk+RaeQoO+C8IvMI920u/g7K0R2AngQnx69IMIuAjPeIP714zU77eHxvLAi8uxivMWFMtGBdtE6VPah7aTe4UhXzqlu1rJZ0FXet9QqiRcH1Aeze8a5tn/1A/A3rZl3kHohQ86TPuXXMi/yHCXzCv2jM4L8Uz5Np5DGuhnxnPuN5c+1vF1/cIoGnGXayHi4l+TU+ypetY+p7Sn2M6V7FP8F0TFd3mnZ9uIV2fY6rqRTuhjLPtr8eM4HaEvKDz96xTPyp9xJG/HCuzIvJ6mThtZYbvlGWq7plj07R4MscPxc9zPf7lWdTmGUeUo3daSd8o/ar3jyrFq9fk2t7Na27tkra6XI4AukrDl3jPzuBYIXPY18g7PNUb6pHqf8XIPwdJTHcdRPrnN/lG0vWcY84ZU0pU7flHtokyHy51yebWGkIY/rqR7RW4lX6VOZosfwl7f1k4QtjikznoGRTuRxL+fj/eS5OI7HtAK2TtAYmKOHYa2aWJZN+rp8h+kXaWDUlUGPAZi3zDDKGPtF2Md/ZjbY1iuOPQ0zVGOsHOGX1Oy72ddDONTAoQYOTgNp77bj2Nqoza0Cbd/WO1tnkmcV3mHazjYmW5dtWeK7blZbkWz5s3I0+lDbVtz3O5Uhga7JMluM6pnlFte3zmw1YheHNnEq1+ChbPvVwGjPtmfa7mg7n+2Z9axTb/NEc8TbL49D/EMNXBwaSB90zFsQ9yX0mhmQfdE4RD4hGti38zqsyxNSD4dE/+/WwH7a4X5w/2/U6ib9pOOb6mVTninuxXW9ScYM0C4u2Q75HmrgRGhgo82LRQrWTVidCHkOaR5q4CA0kH7omLcgbiMEJhrHxgZSjUgz2oizDbNTDKcdh40Uqyezt5aWDsGuJdmF4ymlraWzw79ub8CRmd7hNh90V+Ev0snwn62e1irw8MbhzOJ+bWCLdrmOpHalDWa71Co87VQb3OULViEecFr7klV+4QD4bEN7G5xRlOiSPqOrnOc6+GiDS4Jf20+5Ur7D46EGTnUNpA1GzrEt9nm10U8N2621Zena8oib/IfHE6yBqo8dr7nD57AOjk/fx7X3Io1nVSVMO7uVYurYF53gyvuX4ERmurOb/dgLsUqHMf71w6/N/KZ1pu6yh35zzovn7lTei0eK/XG9JMq8vxJuxk75Ya3yDZtzn/y7kfd4ZD3edtltvYKKUxL46BM0CNuqvGv4r6s3uvRzX52u8qP4Hk99byX3PpF6EL6QWb/IpsgeOVOu9JmX2rB1cp1u9ilS61CeyLDf/Hvhp8y+TzY+H7JMH8q/F61T9f5B1cXJLN/JknlPuyq7GLcIr2vLJ1M3eJ0s/XS5yhF0PHlx+uAoWDvN+eHxuDVwXAOwPRvPFuKFBoPO+RbZTk2UKkMV4oSWYxsdrcO5JOp4XVlOTQPYkeqSKHP0GRs51jIk/5Rerk/F47GWdSzLksbCB4z3LonnqceUK9cHUZbQ2kR7itODjkkAkvyr7pFzef8ghD7BNAw4tg4uJ3pYJdpBlf2g6KySUdpY5tT5NH1d3ktK+onW4YnQw6kg82gPR5XxYvazJ1U/NeI5FYY96+pjXfpRdXaYcJQGjmkAdpTC99EYxrz5fohvR/T3Giwv14zXWtgHn7U0tr2xT14pl21EvlPhDYNeQgJyby3rPXilc3ZE21vTprTxAByDh7Q9cJ7vSyRAcc++U6+ez7fG1sq2h0xryzLcWEt7wDmw0wOQd2tZqPpUmgY6oLLHzrwJ0/eKfCMk34bZpZs1/FLff10PS/sOn2/X+M5K0nfRcLGGzr7xtqVzFOEVCcdIyzd4fJPqOvVNnbXlHdkdI5+RxNbn++QV+b2gx9tRfSfGd2liHxv57sErtD9ZPujtRdt3mnwHb/4fNQF3qZ1GFT7482Vev+/bLSD5ndO5b4bt9c2cjXa2h7z4NGyLF/x9HJUpAxHfavPiJeXy7b/pd4yWZLeUZ9TXMu+JONlSnpE12dSx+vatoDGo9cZf7cm3usb0zr8lr5NW9rFQx3O+Zbn2ZHFQdPZktCXCGnm8+MsbS313TP37LpNYEMQHeAuib1d5AYfve/mOlO+s5S2KR9nGliIdD9q+7WpN+Y9JhoOktU6AKY+67pCn4kffZvUtWd8h5KPU18Y+fh2PIX0rfU5lGvJfkk83jHZWF0uDYPQ+ePbsZz975gNnldCvC9VollAK08DG3677hej7Vjesjyb7bgv496INf4oXGtJz3hkWf8mTezmOONueJ69XqOY8eQ2ukjbK4nWwOgwg38Me/vBZfeG8caV1Z1I4U1hFaxUOnQOvo/dK1ic96UlLtF1yFG/g9cRPfepTlzgaDyMHj3/84/uDtn1Rf0kf6bRci7LmfvAj83iUdwT60HnKC4/8U5wRf3o+5vPWLx9rlIYOeiO03OgP9jbe3/Z8LM94PpZf/bcM/7Gw60UZ8Yh8zr0ql9yp96nMcNYB3LxifIoTvUQmZd+R5yK7zL3kTZ7Wk3oZfiV0o+VebNiHHb291EAd5P4y7xrb+NSiDbyhvrvko4u+YQdGmVqeRT2mjaE/BWltN+TN+YCXcrW+Fraxis6U7ngtL/AdvN+ub8r43gxfJig8SuZBb+Tq57UWxOA+7nGPmz3owQ9epOzorOXfh8wpU8q+1PdCziXxLU+SP21j1I/z5f2hbGyP3ED93/nOd15+hxD+tEwRZUlroJt7jsomLzzwl/V5Cx8o9bFO8B/znVckux87/MQnPtHf7fI22AA60Y8Pcz/ykY/sW9IDY9laroVMsXd40XVscJQ/dBzH9D5X9wOvEfdYztHSn9L1U57ylH7Dm7feej2+b5P5gLj7eIOUfSxjyiXNj/0+97nP7QGqvPQpfVuAS65/Lzp0/4YKgF1LjxyhFf2Mesy9dcfQ8ImApz3tabM73vGO/QFa+NGtt97dq74h6jMoSW/+pf/YMzrBhxP5IpN7U5zgxRZHXPcOEtAGJhFe8IIX7NhSyd/tq2QLkLvlWeh3lczB3XRM+XNcVTY6GcvufNRhy1ZMzj///NlznvOc/th05BvxNsnh3sgn9TXlBcfg6oUvfGHb+8/+7M8uyYaXMpgE4p+1CbFPZCTXfmCUKboZabgvfVVa5MFbm/Ih4mc+85k9WVKFbZmCEzojjyldeaZpyRf+Ofp48DOe8YydTwQV72n/tJcO0MEr8gU/6bleyruQTVl3ZLhottkHv31g+jGPeUx/6HtsnyOdyL5XWuQK7+A7Rh/uRdapDY34l8Tzfa2AUUj243qF793udrf+ivWRI0eW6XAYqEa36tkiCgwNr8/1Kt3M/sk35kHLb0yLklVI8q26Dy+yJM9eRxW9ilZ4WZ0bvqy1i9xn1Lc4AmZsfYU8tPJB0NCB5zz3ky/pKVdwgmdVy2tYx48SKmP0GTpmlEcc6XQL7ne/+3WH1xf1l/TwTPryuKiDrtM1Mi9x64Q86z58vW19jHbw2Mc+dnbGGWfMvvEbv/GichaPErx12HJPVk07OK77Kdso36rz6HnVvaSl7i4z5TXoJ/Wg4+Kobn3rWyf7nsfoJnU9zTC9H3mm9QYvuDmuo4lH6DgPnplGEP1NefTNxR9daxd4WfUFAmsB1JHyCyB04IBLr3h2ZZQj5+v4LukMbS64KXMz2vAHL+V9z3veM/uu7/qu5YAz7TV8RnscSUZOaVaJgi8d7cjkfu6Fp7Tcz72RT+7BAyOvnZTN/5FhiiUdnyn9ES/tF44P/V7+8pfv2+Nq6CjPJl5opHxpH4ixMX4qHxUODv1ER2ZYr1srirFH+cge+X1Y2cfhk16M2i+sKxsevODIqzNP/hqv+LDtyDJBaRrkOF4IDQMRH5h94hOfOLv2ta/dM/4GPwI9s8w4pX+ali+TAUlnvwbOz6oPTdvpkHpLuTbJHBxyac++O3eHO9xhdqP6gHVkTf696j1402P0rzxvrMkak1WCSt9pi61ZgRd0PuxhD+vscNt+VvhfCGim/FN+uU/+2O0UV/6UfVX+Y0mL7bBTEwU+MzGFyH288qRcU/rjdco3tsO+P5Q99971rnfN7nrXuy7bSuQLjZHu9Dw4oTXed295v9r62Wef3XViZWsM5sMPDe3CpPKDHvSgHhBGryPdvc7xBOtkYht+oR38aVry2yViosRCRGVc0k09hM5UrpRdnhEn6UkLHfl9osQ3Ig2Kfat17J/ItwnQjS7hhc803b3wdj7CKMvNKg7z3cTzzjtvdt/73ncX7eRZ0qHzhXxJC380k5Z8jiMv16twpP9nga0HYFHcRz/ykdnH6rtRtrIdOXKklyNVsNnj008/vZeRU7m2Urzzne9sx2ObyFd/9VcvDZUCKdtAzaAM6ChsSzTzaZk52xL+tWbK3lF0PlK8DUB0yhoCPkAAdYUrXKE74ze96U3dYevEpE0rtDOs+EvnZraQoV9wwQW9BeQ617lOL7XKojychJUo26yuVx8olnZ+Oauvq3OykQkNjcTMRb5FY6CZQCIyKTf9WEW0/E5mQcf/396dQP+WVfWB/6EENU4RdQXSIb5iISZgHCKIBmzKAhVBGRRRWloKSuaWQUBUllLKIOJAy1IRAYtRFMFZgkxVqCspUIJiNN3RlhKapDVOmATRqLf3Z7/f99b53/eb/u+9elWPenut3+/ee84+++yzzz777DPcc8NL5KqTIhtbujgc4gPkQF5mSj/wgQ+svuALvqDzlkdAI7Ua8We1veXm5Sjavpj6TANWXmlse7HErLMgZ4Zx7PyFm5GSl1UOM7fS3frWt55pKr/tQe95z3u6nm5zm9v0NiFlSL7hbbwmTmdMLmZIOWgG+74FQu43v/nNW48iQ7KAa8Bj0GtW3PI4WqE35rG8h0POeCZDWx3onrry3R0OKBnHiMmHfpCb+vKxaqAu1TUew7eVJHjKAHcbhE9lUk90hzwBumgwRGStfdi2xeEH8IVpK+rV4H8sO17g/LNb/bPe4oUn8fRa3SoXGeLd9oK73PnOTdcfPPAX1QH8YdWlfNHSDsn5oosu6sFX6kJn9PvlMH5cTazg5WOrHkDr2JqWe3KlH7aeGFyzG/jIwDmy/r+qXf9e2Rl82E4bHQvNPy06v7mggz78zrNzP/qXOPH/T9H+k2oTnD3l4SiRK13Af/QIBe2ejOimdkinw6d4dMkBpNPQjgBaCWMnhdtqhoa48Cpfjg852xVguzF+1BUdCu9NdMdf6kMbJWe8G+zQwfDBNmnLbEfaMj3yTcB/XVtPP6HaGb3Am3Kyc7YL3epWt2q7kLaMJ/FjXo1TPBvIhRfssgfKrs2YfPOLLZOPHx1i73zvjD1lDyNXNNxbsWQT0InDHtm46pu0IbbCDDtelZ0spU9ef/RHf9QTiHANcrR9PKHb9KpcZKQe1Je4293udi0DNM4UwrM64GT6cLQJssB97nOflms/V34+oC0N+2Ngpn+7Y/U76Vfwqn3SHX0tm4537YwsbeNMnsljvKau2Bl0OH5shLpnG8lcvWiv6Kh39im2Xh/Gdmo3VlIzkB/zcB/ZSa9O7IKhW1ZDfdcMpF7j8OaqDWqvH19l/6waXI59PN3FM/37T6XL73nve1sOfA95pnzoo0GPtAe6Ebsp7qxAmc53/fbJPkz7I5e3ve1tK7sEPrLasnZP7yIL8mZ/01foy8Cu+gqfqQvle8c73tErJZ9e9a8N03HlH/Niv/WZ2h6+2IZoM5mof22InbuqdnPED8Oz9riTp9KLlEmbUSY8pO3Qw7FcDl+hB9Kwf9tAGw5O6G/DPSV84EnZ/0PpkN1W2kj3YZU3oN8++Ezn6SWILE6cONE6KZ4N1wZNcutP4esX9FH0VhptT3sgAzqrn1Mn4V1Z1bl86J7wv678/+8KY3+0M7y+t3QYHv3XlvkX2jc7REdGnW6Gh7/UE13nB6hP+p5wfYA2o17J938UXfnLEx7fx0/9JJ98Cxa+trYJ6JBtiQaLgJ7RA/Iiq9Ais9+q/uC9NZilF9ohPRVPHn7kx76wQWiqs+jQprzPu7Bf+MVfmKqxVZ1MUwmqr5v+ElcKN1XHMNXs/lQOxFSj4enSSy+dLrnkkunf/dt/OyetzrzjLrr1rftagplq+Xgqoc84z33uc6fbftqnTdUBddhrXvMaHt/0spe9bCoF7bByeKcHPvCBHX63u92tr9VZTdWpdHwNzqb73//+jfOwhz2s+UCjOrKpGkrjVCfR121/ia/Knh7zmMd0HsqDztdU3tUxd9LX/5t/02HyKyM/1SzjVLMAHfboRz96KuPaMnT/2f/qX3X8Pe95z46/7LLLpnI8ZxZKoea8anWncWpFcSpjNePULMv0gAc8YKpB13SPe9xjelDFl3M2Pf3pT5+qITZeNfSpZu+nf/QJnzDVysP00Ic+dKpGM11++eUzHXVXW6Saxu0//dOnRzziEVPKHKTamjjVgGt6/OMfP933vvdtftCrwWFQpmooLWty+eIv/uIu38UXXzzVLOWMg69anu70yo5GNbrprW99a+Ms850T1k112v2o3siQnpWhab7oAF2rFbE5SRm66ZnPfGbnVdsTpjJcU23bmcqANE50dk6wuKmG3iFlnKZv//ZvbzrKVVtiWr9rBnAqh7Bx8F0rW41Tg+nmqzqjqZyGjqfXT33qUyd8lCGZyhh3vdRHI6enPOUpNbY4mVeuIysjn09+8pOnhz/84UfqJzKrDrzzL2PWyWuGeyqD1TpfHelUM8gTHJB2Rj+U6XGPe1y303LCmsbDvv7rZ5zv/d7v7TB19WX3ulfLsDqMiY6CGphM5eS1btUHbbs+yphOv/z613d8+CMLdkE7lU8NJjpe+VJG9qM6vak6/Ykc6dJLXvKSxotsypmfajtKx5HnXe5yl8aXNuC+HIsOr0mHxmU3AqGV51yjY55rC8lUWy0nelodbNcX3ddW2Z2AvGqA1vWqrSp7bZ9OdNdtzdC23iTw+c9/fvP0y7/8ywmaqiOe8EqWsWW1VXmif0B7v/Od7zx9fdUNPda2yEd7SnlynYkublIX6v1+97tfp7/73e/e11rNmO3mi170og7TxqqzbVv0VV/1VR3GvgD2im0hf3YFb/hhW7S9wJhX7GZtlZ7UY6AGVV3v2oU2Qc7lyE+1VS4oUzmFnYe6oLMPechDOr/oB0SyYv/RqBWabv/Co1/0/klPelLLTnnpNJ7Rih2Hry6UR17qlE1kp+hEoBygiUzKKe52XY7KdLeSZTkujZI+KvjHvaYu9Tt41B9ugtQpu8jWwk2dkuO7/+APOpl+/IFls8hG36zs+hSyTLkip035pDzk9NjHPna6pNqxPsFPH6+tvPCFL5yTliM4fdu3fVvzc6+yG2wROUc+4XtOsL5JOP3Aq35bf41GDSIbq7ZjNt1yePtZv0I+yq696geVvZzTmXxtZZvYLW3xq6tv1h/Av/rqq2ccN/RJ+Ofe6U6tk/Bq4rZxwtuRBMd5GOy8dlQDyqkGmN0n68OUkX7GtspP3eBH/0bH6GVNVMy5Rk/mgOEmceoudlwb5KPIiw1gV4C6rw+Ud176qJrY6fvRRtUKbOs63akJr9b/WgHt9l8DyaazS0bpd+Aqj3LxXZTrlre4xfSWt7ylafjDux++nvjEJ7Y/MYa7T17KR0fY5uhp4uAdAjUZ0/Vwp+p3lK8G71Ntp5uT8nXYpNe97nVzGP1TBmnBT/zET7RctT99GB3ko5F3+mXtkGzZTvGxmz/2Yz8297lsq/7viiuuaLr+1FNNgE/8YHDllVdOF5dtokNskyt7xGbXQLtxIot+WPwlrl4V6jKkT4vO8Anoh2eyVAfKSn/4Eu5rZX6uA/WU+qVHNSic21/blbXu8wFGP42dIIMf+qEfmjmsgd9s39kneWm3aRcQyZHuiVNmMsVbbETKMRM9T25aVsVr69ahA7AU1mDJj0ISTC1F9jPlIWggA84rZarRcIerSPhvetObGsefStK5M8S1DaHjGfgwqLI5I5yVd5dDASg5Oi9+8Yv7WYfMKRRWWzam/1G0NBLPaexRmk6w+FOulI0TzujEceTI18zo9B3f8R2dqvZxN91aAZoNGafT4EJ+4fEJT3hCP2tcysa4i68Zzjl3edUMwVSrdx2mcVDSDGbw9LSnPa3TMcZkKz06z3rWs2YZcdiFaZDyMtDy/IxnPGPOi9OpU2UUOS+MB0i53cd4P+95z2snrfatNx2D5gCnCm1xHDC4nmtrQFAmshGmLoCGps4NyEHqth+2/MHBL53S8AzGDIQ4RBkQSZr6UN+MTQYokSGcXfml/DpuPKNHn6KLOrA4bW9+85sbZ3RkaltJG4XwZPDs/pGPfGQ74/gn89DAzybAR/jkGBtYkBsg5wy2672+5qFm6trw4ZkzrD3+YXUeX1SGjJHKxIP09CodLacGPzV712UUzzFGR7tTdoMtz+MA7MrqCISRR82mTRxG7fJjPvZjZ2cL/wyjjiUGP05E2p/6q9nx1uvYijgE6VDwpN3IT70qC/nplOIkaWcGcQa8mYhJHdI/kLrthy1/+K1ZvLYlZK7de1Zv2hLQIdQ2rh5YkuXoBKfDVfb/oyZuOAcgjmJtw+xnf8qQQUUmYmp2ucuZDp+9MXlSM32TQR8ZpT2n/exyOhJHP2rLStdXJiMMbsg0+qsz9KxOTL64r5nGHhC5p3f0QafvWXvWxjJJlgGouuVowKsVri6vwY00yYucDbw4I+SAp9q+0zjaHFBWE1ocIPVLx0xcjHTgKSMHX13U6s9se9J+/qZ4zCSawZ0yRDd+5md+BomuWzwbpOgE8ZeBDd0LaBPyxw99clVXeAPJM/jHvhZNgE76jKeVzX9z2UvO4JJ+7O2vv/3tnY4sOSTsL1yyYTfwaYJQHbMN5K2MDes8Tz4c/U+bYW/oPR7oLLvPrrEdyh48E0Dkow2TM531rG8D8II75jTqKfrKXrP7J2mtHeLYugzA3vjGN3Y8+0i/6aq8TAzE0eRMC3tyDXDwSh85yfqP2KA3vOENjfPa1762WVJWNlQbj4zC38jz6dxr5376Ys62/oHuqqPwzO7h2USiNqDu+BwGmeoOLPVg5CXyvXJtow0uyYdfgi5a7BkwEBVmcihlpFO1UjNPOKlnNpD8a4Wl+cE3edY7gU0nefbD4i/lUk4TlrVS2xjyI2f5x/6NdAxKtX8gPHHhU7hJATY2YbmK2wahI0+DGJOr5E+P+UL4ib/H4fc8DsoM8IVlAlm7oCfsn/BaGe7ysKPaANBuxLEvfBL18ZznPKfDMhmg7eJHXQToq3T6PaBvw3d035VOwEv/lPKFxniNzqsDdOs9ujmaTgiLvWPv5Zs+G2JsPR8BqNvInN9v4i4TIKOO0vX4zNIph/7apCogD4M9k8Z/sJ480peSF30MPPvZz55uWnmoF6BtsDXxHYJ3vl0jq2MNwBSyK7saB4iyMJxLSIWnkxbP0BlVU/qA2V+zQ5RQBTHoI2gYlESlUBh0dbwaYS1FtkJQCjMsVqIClJZDZcYBUJptihqDoZOSF6cueWlUFEk4hTdTZMYULQ6RcMrAQLmP8pq91rHEccbDt3zLt7QjLIyRg6+zTV6unoVr4Bqa+3FWlGG0ImSVCniGY9YqwEHU6ZiZDIxlN4jjLIExXAdQ2yjnTkg8J86sE8DTMi8ywY+Z5kAceIOYJUTxluG7nhllstsE6twAbQROB8OmwwAxGCPOeE8G9IlzOIIOgb7G0JmdUfccWTpIN9KZv369EpT0BsUczONA9DAdskES3jmTcdANejgrwASE+hhnjDIpMg5m8GlSgTO7CehcbSU9sqJhYFnbDmba6cwNQgMmDuQf3mLsxRso1daKXmXwnHYQhw0d+q6jirOeQXNtk23DPA7q0QB1sEtfdRTyJvfQia2IkYc46ncnHP7GOEb90/75Pz9i2KOrcSpNOgR04PJ/xctf3kHqjl0zWxenPR120mSw9ZPFuzp5d3UmOharC1Y8AbuFroFy4PfXM7DqAMQJSvx4jQ5xCtAx6cURYjfZazO1VuAAPs1QA+WnI4ANk5ZNQ48DR/cDdFI5//eyccAEG/wXvOAFXS4dqno1AUevQG0fbpw4H8LicMcRzgBxdH7iEHG6A2O9sQ1x9lNfeGYX4sxJx0abxDOYBdHdcYCMb+UYV9uyCituCSMf7uXrFz6W+NueQ4dOWTExQYEPPxNt6g+oD/ZI2dgfPIkziQmXzEdgA8f+V1zyGvGW93DGMph04TxuAjZTXzcCGdc2rNnJJpMlxCZzWNlveilP/chda5UNxL7RXcCm1qmsR3iLPUnZ4xRnUlM68lH3tY3aY9t6gy32VTr2IxNuywlbssivE5/mn/ZsxWUT8IGsxGRQDyf9SnyrsT6O0Cj+AvwWju+IS59M8qaPeFrZ+trW1YMG9kDZ01+bNBvBxIh6XMIhOjTywPa/u2yd/vi16x1ObD4Yae0bgMHNACw6FT1a8jg+J48MUMe+UTvSdl689hO1KX5o+jR02kkunAxCQjt9rYHUEuIbjys+6qC2APZEN3zPViHjowpTH3Qhk1LCQGys6wgp2xg23o/1YIWfT2LwAzK4kicYcdmV9w26EZtI3pH9xgHYWh+tgI02g/39/NLNDK4yPmBf9YXkzv/m69hpkrb6lJr4sYgjfgn7yr7EvyE9R9Z06+B3wEpRe09mOVq9T7OEKmg+wbAqp/du2sNZxqTjqhPoa2XYe1irA+n3ADqw/uwtLsXun7ByAjqqDHPvha4G0s9e+Cunrffe2ktcwu/97PK0NxYv9n0HxNv/X8qWoK1XuKAGRV2+ali9v7dG7b3f2f7XGkz1uwDu0SyjMu9Xxuvf1DMgGyDe3lm8VcU33WrY/e4UnssYNV45d72vF//28YuTV81G9L5bSNlH65687IFNPh8oPJA9seRMPvb0uh8hfKAtH2CPbQDP/7RkqP4AudjvXQ2un99f7xeA8CPePmDlGuX8GZV3zTj2ARS1utlHmVeD7HfTyEM6ctwFeC3rvPrbKoNy4A3gW5x81Q/9oFMAjvfj6EEZkN4znL3VjbD4izykK0ev30OAEv5uWbpLJ/CKhxrsrqrDXtWsTO9pF+59OfUc/uDZO01mfsLxKi/hhwD+6a4ykFcZ8daNLyhZ2nde23WaTBml5rnft1jLNG2gjFq/NwQRTzV4bp3wHN1JPSuT90joVvivyYuWA3wgHNiXHqBn9q9Hl72foszK64hxNkC5QcpehrefyxC3bODbM09PohPSljPeL/9DJkNyoKt5p4RsQA0i+h0ZbZCt8R5X8mqEPX8pL/31zgqd0g49yxNP3nkFeSdDGuX2/uM1a/sEj/yq4+yf9kj3AP7pZXh+dZ38+vI6PasmSrot4dfe9hG8OxDInnt6CU5KNLHXXsna+xRA/YOf/pmf6Zel5UWnajKhdZbc0YusPPe7pdW+3IPUnfLmCPjIq2YqWxfhlbPh0ieZOXiFDOkGOrFL2hHAQ8C7OyC2KH2GNhWgGyfq3Qv5BvDlh392M3GzLas4Mk/fI536IWN6AsJP6kgYnvEUfoTVRFWf9KtfqoFI66kr+xrAi7zpSyBhed51lRa+Oq9JiFWt6PQ7PDXZ121AWS6vgwrIB9/ehyhnte+1fXpXK9xzeyUX9azMrsBphg6+EbYP8EOmSY9e7Ds+yUcbZ0e05xqANUnhZPApn/Ip/V4hndNOpNkFaKkX+TnUoAad/a6UcoHwLC/vK3mWN/sVvazBaecrXF2pywC9ppNVSf3+VTnMrZs1Qdnh6MEnw8hr1qUicpy6TJ65Ribq0D1Zoke+sb/a6p3rHTjvfgWil/ocEB0Z+RJOslq8tqY/oJfKg762XVsrW5fSztkg+ddul9Yn/MDRnt2D8KzO4aY9C0dnyUMnGv7QwYP0DlGpCezuN/gNsS1ps0OyuYzCUt4xPvd4Oh2gI4BOBtR77TrqE1mF4bsGJLNNEZb8Ip/oXnSFfPSLykY+kb+0qUf36pfvVoNRj41bk+yn5KWvTl6pCz4biM9NtvR6X13gBV/aWL1asPrye9979e2l97ep/v211VexNbHRcOuVgj7BWz7aUeor+kPXRumrx8inGaw2BqLv/VB/ylM70+Zy1WRTR/F//ZSZ/dM2tfG/LJl6x/MB979/84SXmvTrPre2LPe7bPvKnrxv6Ndre40DOU3BUym5jhWhMkEUqWqpj5KGQxkCMew149MvwPvuEKe6VnAaJZ1azX610GMU5MlA+2kQnsNXaFPekaeEL68nVebk6TjwObg1C9dKhH90NR6GqmZPuiOXX8otPo7hkfyKVp7hzLIoBpJWA5CXBhb+lYnzcE05xmA0VuiFprh8My1huYob75N38hWHrnAy7jIUj8KDy5lznwaXMiZ+vIZ36T+unKbactENhiP9ynI2axZyVasVfXpOeEsaz5tAfjctHuCNfAcXfzqx8JHy5rqPfujAa+ez5AHQa/2ta0D+DO2DH/zgVc0iNk/0Dh75xahH75c8h6fQ23QNv59YTirHj6Olw6w92q0fb6tDSAx2GCiQvNyHfmQReSWOI5sw/AZfvPbomT6E5hgPJ7yN4ZFTnH56kvyLoGSz7o6dtxeB6YeBDnz54oEzCZJXaCVPNOCJd2/gzWHl1DP4QNnGwUxodeSGv8gEXmhDS57uo/fugTi8uUoDpGebHE5QqzV9VHLNOPaghOwBfA5+rZS1s5g2j4c4X8oFlm1e2MiT512Qcj/h8Y/vTv+vqvNTI/Ki6/jWuaa+XZVpdNLH/JZ14TllJ3Pg8xgX1WSMupA2eYkLrdARNt57Di9j2eEs8TynfK6JV552aisMJM9+qD+yTVjqPc9w0PnratMjeHG+VuR6koztr5X41Utf+tIe1HL+0VR+ZeZMoUH/TFwdB1Ieadh+P/pNFt9TznKtXnf74LzVSkcPBntQUfjkptwZtHtWPjRTN7VOsvrw+h0K4Ud696mbUV7C6UDkn7g8h8a+POHTf4MwtsFpb9qQAw1A6OIl97lGV+Y2WmUMz8kXLjxXkxmcy1r5XdVqyhwuTrvIpED0QxkOLUfyG6+1faof0QhfkU/w5BXbiQ+4KVf4CO62qzT4N4kE5CHtMi9ld+R/rYy1zpA5PL9MjqS8TbN8EXW/pLOND+HKAEwg1Mp+T5IZ5KDvOH7hm+hJl/JqT+7JbAn4IR9xrkmzxFs+L3VYfrG3yUeYfii4aKQ8oZe45JvnJd4ybeKDLz75kofwpVyCu7yGVnjadU191ntvjebAOD7aq+oTUrXzYU5aqzGre9REuZMm+TkGp/yPWiGd5TRaEDyo0/AS+ys/skm+4t2PZUsc/9fkL1sWefIL4k/5pmZtG++FC7rDDhrU8yUNHEN7LsR5eHOqhh9YiAgsypEOWXKnnYDMxOrY/7YaVW1BWV1yySUd508DMmtz97vdbXWHEjbD4PsCtY2hOzGDHiCvrLx0wPCnEsYKF6WCKXcqekA/5TaDmBggCNvyokQM3QhjHrnXAf+nUmhKmZk8nSdDRE6Z5cX7OFM70qWIZkzMyAQ4ebVXdh6gyscvOMrMEbBSUluHkmxWbgEfuXbAyCx1KLyP2B8aTgmvjULql3zUR229hN7yNXNR2zd65aEDqzzSqf/a9tE/jqgBBcOr40NPR3GTyusQIC9yAqOOfXQZSrKrLVPduCNnA3iOYOozaZd5pa7UJ0fLKYvqN0bxd+sEPoYgnaGy1zJ5017S8jzmg4Z0S13ZlC5h5IIGZ8KKECfEDBqDWNsn+tkKV3TTJIXVY3WQlamsRowzb8rJ8Uh55edeWeVpxrrekemJDDoHGON2RgoPJG1mEYXpzM3I32LdRoWlvHFAc024eqG/ZBkjK90IHFi666TNeml9bj+jrjK+6gudOJ4jjRIkpo8EbXogb2WjV5nZhMchTIchD6DsJ06caP3QMcmfEwfg6szxre6UwfHftS2v6w+OOlJX2kZmHYWPgB+ySpsTF9nnOuKP9+L/jv5UYOh/dNmG3I+4uR/zSTsb83Ev3Ow6oNfKaTUi7Sv04WUFNvRzjb3LKpdwKyQg7S36UNswO9wfHDodHGHjvYFHdKsHXxVPhtv6A3EgdUrPawtoh+HNQHXWM7hVfu3Dr7bb9QqNQbbJEQOw6IhTyrRT7cFkk09mWMGXfpRnZ7ThDx2/sWzQ8GmXA1tChtqnmXfte2zjIYmGOlUGbS/8RUbR9+Dvu6KFJ6vbwHN0RvhF1Z71NUD9A/aXjcoq1L7yo+e4+zjD9f5sr+zXe91NJ2WQV23r7T415cmK+ifnxMCBj2am/uSvbwh9dpNOnai2vAkiQ3H1zk0PwPks+jBlHOM3pR/DaBsrRFbqEC/LOtaHWck3GIr9jZ0dJ28i95F+LByadi285CUvaf2I3eWDsOPpw8iw3sfuepv1fCBIP9JG0LRyql2N9b5Lh+h8dIX91mZq2/ycQ/iYA4YbPGdVKfUrOvqTeqyte6e0+UPsfWwQ+6Lu0ZOfFZjwqKzskLoIpC4ymE54rrE7uQpPXeknAvIyIc0HDGgjfLrgZ6UrMgxe6ipyyYTdrroY06oX/U9tJW9/zUoTvcjuIbi1vbGTmCBMn6r+8TeWLXS1KXURfQ5v4pVLXwfIWd/KTgQ3dSFum/+bdqau/KyA1VblXqnm86Xf6UzO478Pqy7itNjnZOiEjUh10AYYnH9gydAo+tJLL129qzorlVF7unsFyXa0AMWjXO+vjtaRqYyDDwjX3u5GMQtmFoUBtDVQ46HUtde7PzQZOhp2DIcw98uw4C6v8lfZKvSZtf3Blgoj7OT1hho41DtqnSzKtKSxfKbsVvXqVLZ2Iswi1H7Xnt1jxG1nqneu+jtqBiY6buWSb/JCo96j6O0mjgC2HaH2C7cii/OhYwa63gdb1Wk2PbjlsEivE0yHiDeNX6dj6fe/lgw9G0yoszhCZOA3w1qGGo1wBtLWl9qn3w77NbVCZ7sIiIEwiDNTTCcMvhkyTk7trT/SYMhxF4hXh/SDo2PLBBngN4N66evdv57F8UHwGFNOMd2LEdmVV3TGrOBVV13VKxfkRM701fZCR7MC37yzxcr3XPDwJ+vtQHgjb/mkg6H/9Z5S0xRH1vtA+sjfwLte3u08OIjaAXp1atfs+HL0ge18nEfbKK3O2RrHSQwoYz6QLCxyDa/aljp7aXXeZqLUFTpt4CotiAx9xJuzqVPiaJKxbX/AZIOJALqc8pIl3DzbXgvqPZamo41xouodidZfcexKvefWdU6PGPn/Um1D+dkAYNUYf7VnfKZDN3ykk9yK4cbb9adMqX8dAvmZbcMr3U4nfPs67tfAymobXsmazMHnlaxB5BOZWqWkk2bs6AxAQ/nZFx2xI/TlZaCt3QP6nhWkDqi/8JjnXdfwYVLrsssuW92lPklxdX2Wg5ytnpKnbZKB8Os598nP1Y+tIVeyIZN6d6DvOVeA42fVwlHiJtjkpX2or3q/q3FMcOjsTa6JU1e28oLwrM3oLzgA0bHYwrFz18doU35sF/2wTVQfxFlgizjbKUdnUn+ckDg6F5Ujyk4Y4LPNJgVM+oE4CXQI/5xwZWJf6j3DxiGTEQzc1KF2ZGICnGw5I9ap9+FRGtu2TYTQPX2BLfcGI9qKySYyqPcqmm91qJ1xpPQfbJW6UT40OUy3rXqhWxwfsoE/6vyp3Fwb0nVSdMiC/f2hap/KhjftmZ2CUyeydV+NH7aDDbVbRZ/NkYWXvuFa6kfv4JiQi9zZL5N25G7iKDaRradfbLO88EPv5JVJqdT9mENkHDpm3dWr+iZnMqx3rVZs23vLXkVH0Kh3lXoLOB1h30Do9cOev+AaLHP0TVayiXVg0kyv3g1rm6KN8ZP0l/pZAz6yB6FzSnaDDatDOzqtcsjDh7i/t2x0vRfWuiutfs7EkckCOPS63pdbPad8E3WbtgiXjuOHrwVXm+VI79Sh4sdqK1An9Jns9KHqk68CRhmnbPo8+GTEFsszEByTWnWwT69Aw5l9gUEOSbO8Skue+m92ly+UNk9GwOpXdjHoy9gh3+UD+XZlZBQbQJfwqm9gI0aQVp+lfZuMU7f6LsCf0nfSZ5PaeKIDICu6ySu+DNvL7ik7mjvroimdtK9e5QBsNvlpX+wfupFtJqX0/2gb5HzjE5/Y6dKGx/zYa8DHVS48sb9AXfJ30SBnPhJIvZvQspug3v/sT0+kfyJL/SZ7ANezMQHbhXYm/yOPJnq+/3lxtZSn6uHoi3gdsOGvDFn1ZdXMCqrB9Ak6pdha3VQGeE5RDbZP4RLudBNXL4VXRz/jVMX0IQ5VAXNYTvorxe2wqsB+CVx6J2mVU9y0aran46ti+uXTZwyn/lWF9Yv8OZyiDEfnK+9NvzKuTasM+1TOZ9N3uETKFdpO0SrD0icq5cVIvJch6DROvAEOS/ACupfVq0F3nBfZy3noeH9jXuUw9cufyujF64CyOwhDuENFvNiu/JfXaULlqDWavB01DMfvsjoVSp55OR0SWYpz4IkDOsp5nU/Gy8k4TrrywnXNwiT7fmHZIRyp7zLI0zevTyZDz4vR1VHMJ5FJSAfElZPTBwy4J49yAJtuOUcz/V03yZNuOnq1jGPTHQ+TUPdlRDvci9Xyqg52PkFw1LWNea31WNwVV1zR6dFwlHJ17H1EcnQTLS/tO4K8Zo+6fuF6wVsdgJRNWaUXXwOKflE95cm1Eyz+6ClQ79LmwI0ycP2s/YxAH+GVQeurAx3K6DVKaJXB7jb64+sDbsLjKJucOFaD9qk6iK53el7ObdNKnarH6HM5edOVV145s+NAmBwb7nQ6fNE31yfWARXRK6cUykO4l5Bd/RwcEcB7dUYdrl7JvGbV+jCH4HhB/eL1Me01uGkcdMbDMoK77RoZVMc5n1JVs4t9qmo5rXOydxRv0S/tRz455ROSOnXSmhO2AmxKdXKN68Ae4KQnuiw9GZGx+7z0TW88p01KU45Rhy0PCBC3CVK/5Vz2aZzo1YCwDy1y72QywM46PRZUR9en5ilHDvDAS32Xpg84ouNsj/R+XrCO/ZF+zOtfVl7VOTde8oKj3kc9JQe2rAZqohvIKXXK9tYgsumUkxKU5p8u0J0aOPfBONGj1L0jock+8IE67MGL4aNtLYdn1teaSOxT6Oh2+hVpHeCgvF6eT7/jUKT0F5G1fCMbNgLQrV1tvZHW9ocdoz+hUQ5737P95dw1qj96mhMr8UPvpXFQVNr7yJP4WlVpnBrMNp3o/Ex0y03oONzGiXzlcDYdMgng20EPeNBfurJ7+l8QGsHPNeE1aOz+Q7txH0h/hV45wR0sTexUOXidl3TvLj8j4NTLWpGf7bHw/7Pqi12sCbOgzafnkrO+Vz4+d8HujkDPxSlz5JbriLftPvXPNur/0SontttSTeR0MvRyeEh0zEE55A7QCJ0OWP6tdUhw6MjH4Sj6bicep39Ch82OP8ZHgavutAeQ8qmP+ELqXrusQUnjpP76YfGXuBqoNw/o8wXYmnwyJrZ+LBt/yGFb8P3ic+EnNPkfDmuqAUHj8B8jm/C9YOfIo3bKj2I/yolvGg5gAUlfExozDzVhNjmQCj81gG68MT+HbKB1i6LFRtRkR+PQWc9s5l3XfRQaORU2eTmsSnpxTh2OvB2QAZKX+1qU6D6OP3HixIn5UJC0ezjbIPKjh9qy/HKoU3hh076rfE9x9IPt4BPqw7U7ADf4nvUb6laaWtmbaqJUcPdz8Z1d+YnaIF8tQP+FSytOvbhPXvCiL/QzbZ4dm3kYdD90z4dr+OfX3UTnbxYzL2JmlFrC2ApVyHm2xMqM2bdSlt5eYxk98cKNjM2kGDH3rHpRTbzZTDO+VoSSbynC6o9rls2snxUeo+5SoJ5dN9Ng6dNWF7PWRuZoGUFb8eltU0W/CtizSmYNs4y/tTDriPDkWgarZ4TQl5cRN/qWiM3mfHLljU+zr2ZCwoP88WfEnllbM0xmO+xvz6pU8pK1mRazGt6luVVtj0hewSEfy8PKhAZZkLXVxxFHPtUYe7VEGmC7E8D3nxevZlbIOTJFh3ysOqhHeaCbulA+IAxuws2CMpOf9MmftLJVpDqvnrmG49ez+1UuM5XKU42w5RF+m+ghf1UXxezKh7j/vHQIf+RLX0ZaZu/MIJl1pcvkPMbvymrEiy5bFjdrU53VqhztLnfw6HI55102M5tm+rJ1RD7BUxfkh2ezu+SwD5K2ZVgrLR9xs5v1fm006LgZus5rLRf0zOBqY+Si7GXQO5vQoi9WbaSTvhhsmUIKjnsy1L7KCeh25NCVTyw5493Wn+qAezadjpsZtMqSgymkD4/KTf50TDnkjzd1E/0xU0jny+HpcG0MXWlGnmoQ0HjosE/ZuiA/wL68u2ZmyYCOovMJRYfOHArJz6zbn1Z9aTvaPX6tJCSeLpuB0+7p85IXdY3PUTfLQe160778APmQtbKpK1ui0ubIKvXcdVX4CdNObT0JP01sy19wpNUu/KSVF/6Uj+3FC/vFPpj1pKPKrx0Ejy2jO7FD8Gug0jnLB8SeyIcOsXfqAq68AmREhur6olqFItOPKt2ozxnM5cKHlSb80me6Qp8iP3xLJ0+6iQe656rOpCNDukauoDyZ/uA2OvJWT9FFeiidfJTLapLtLkD9sXVstDzI78SJEx0XGQcPX+iqJ+U/Ltju8/9VXlZlyNqMdA1YZx1ET5kB3aH3eCBndmjTNiErhOSJL/qk7CPfTWzXn/qtPOkHWvSJLpBr6LjGduBDP7/P/o5p2SagDlI+shYO7+bVh9miGKBjVpC8pE8/2JbQU1a8opUVtb+sevlgyVPYUhevKRl64Z9fwuYrW3SDjtmaVpMhvdrmkA7lD93ws+8a3tgNZVI2NNK+kp6eseP/sPS3vo3avIhL+uBtuo446gnv2dpohcUqgvqXNxnA0YfRWW2UDqXfGPOEry0pt/aC5311O6Znn/ku9Fnb0jbQo4fqLRD+5cfe2N3zUdWG0n5HmnhhR9BUpvg4obXvqsxWbNSHvo5egNS7e/rlI96x8+qN/WFbQPh1rzx4AWgpF9lKa/eDnQG2Y+q/2A8w5qW9Wz3jR6gHZWM/Yv8rs26D0uGDTQLKDW/kpSO2/a3poM/uq8vocmjgy24AZdKO67tt7Xepc3UXvFxlpa9gO+kHXQpN9cjW6yfRev9fvL9WET/8iA1C5z1/+J76EPN7Ox17N9KgP7G/cMVHhqNcthX5hhqe+tfeb+LIU53hcQZgCjZWwsaCDoozxu9KtyluU9hIb9+9DpYRQodyKDzwrNPSIBlyW4PSwDbRPFM+kmc6mYPobZHhEf724eyLX8sifB2hvX6I4SZLHaDtRGTHwBh82V7B0DCcWarfROdsh22T4bbwbfnrtL1PpVwMjW07Bhi2ENQsYndcDMwuGW2jfezwRX0ty5LnXHfS30NL2l10ElezZb11gnGO870z3y2Robcleg4+FG9OcKY3CzkdSm4Xn8u45fMyj33x8A/BCd1duLvikn7fdaQx3u9LtzH+QPkfks8+nMRr45wZjrW2XTOvvd1Pp8h5Ct4mfo/EbeD9SPwmAscIG2mN98cgcS3qBl6vjTz+3TZ+toUflMMWHvfR3Bi/gdZGvIGxxNt+aCuxrVLZap9+cEA/89sNPJ4OUU5wrag0z5xYTr1t6ra2OvERxPE7hH7kcAju2cDZlN8ybPl8NvJFI3RzPYjujnozIcGnrsWNPg16pHdwHjvoh97BtJJgeR3y2EdrGb98Dult4YnP9VC84I/XM0k70rm+7tMO9TU3VZjTAc7oMu0RB3WIH3GP4FTeck/YJrxTwtZp8Jx0XSGrmh0cJr5TSDMmZmWBQYPn0LRKZaTO6c7AzFX8SFva8XnfPfzIBu54Lw5sCj8Fb502xUpN9XPFrQmdNCAnn1qebmecNV5or9HmCz428QJBGnFkYuaMrGp7RM9EmC23n9wx6QZfIDOMnU5ApU2+6JwuhEbSh9aS7+AlPvjbrs1n8aVj9b6dmSHvWxmMeWHVsciBI3kJ3FO28DKmz/3O61pOSZ+yhNc8H+FnGy8DLfhJO+a/jU7jsA2VjnyAtgPMHm6aCQ3PjbT4G/MPXvOzsAGSLXkSlvK7D4x0xvvEH3wd5Jc0zVse6tr5ex5wR5xl/ssyBHfEm++rtY7xuU/2nfeW+gvO8rrMX/ycX9FiKFjf5JU8gjeGh7YWPNsgNNZwSl6pU/EDXvIIHyeji84hOE3qZJ5jejQC+DiFl0TWVbrYMpMJ3mEy0aIf8I6pEw8NvgLJZymLPDfemvcR90h8iO25zunhFc35eZDNprJtwktWiWuSa7qJO851G50lP8E7TvlPSbNBnidZPyqTZbrkKTz3rVfRxTXdIzyvZRJayceVTtQ3uvpdLM9nOvga80Bv5DFxHbbgF+4uSHnxV68ddN/lvTKTZrUlvN8jlD78z3kJ3KJnJ6OulbdnMPN88nHv/5hX7MY2OmO9NE79LfM7BWdoG3uZWSO0vDqDk+VjUZJPXwf5h/+T6NfauyY1yK6f139oxJfkTwD9Znyj5NURu/JalG3kRVp0jtBqgvv/QqfTDnl4Xsom1DblFfzguI54TWtNMzjiA2P6Dl/LQnzwjvBa4cvn0Dqfrzex59US4XFXwM6nQqfidvGcSt+Fc2OPs5XH0rztL4wMvTlx4kSLJQ3ufJWRwaWtdWYSbUmx0sNoKqcZ8hsjpE5tWzCj6jAFWyNuzDK5MerBh1KZo9MmEa6pmWor+tq59m4LHQjOh1K5L5TlGBIoZ7C8wDnB+aIP7LQ+zBZEupzXHi7Y67kqr9ubtd7wIbwSYkuhLXgX5H/div18ox596C2IN4YB2PlWQecbv+dLB3VcuX6olus4cljKYPl8HFoXcC9I4IYsgQu6fUOunXPLG10InM+Tsxd0OrV4bq5LeS+fzw0XF3K5IUtgHICd9nfAbsgF3MjbYlZrI86FQNO/R2b/liJhUPyAjim/JV4/76G1Mc31FDiWCwsfdpNz9M7XGZQ39W8ps8sAADkCSURBVLAksclhWOJuwlnS8QwvstlZ15sSn09hO3RV+Q+V1w2uyDvKddZ5PYt5RV+vS7nrCAPnSrfPSrnOopxT/l3X8Byc67JOksf1fb3BlnFH3aunsa7OlU6fSV2N/C7p3GDrYMno8Nw8Vz38ff0if2XcVZZ98QP5vbdNC9awgrs30XmAED3ZJce9xah6uKHJ5cYzAPsQU8i9yna6CHvkFKNyEPk9tA6icY6QjlWuc8TTvmwONkZbOoBDDf/5KJt9sjslfoOuRj6znG+ABvyUciwDNpRriXLWns9iXrPMzxpzpxI6063F0Y8l5W3h8M5Kuc6inJe8L593lWWJe+H5HEhgR92fj3Z6V3s4b3Wv6sip1j2ZXSqRMm4rT+LPRHtCO7TyfCY0z3XaXTynXC3THW1gJ8+nm24n0TOLvPEMwM5MTh/yqXcp/5kU/rqieyY83ZjSjvJ3vKxjY4V5z82xy2P8Trmcj4OPnQU6Gbksf55z9SK1Y8gdMeywnvMFwn/4XT4n/GxcT6F9mroSOq4+LfAP6tTam6+PiT4bfJ5VGsUjp0B7cuy0Q2mcsus4aUdWpyzLPP9rlcssrJPqjgun0DxNOR+ar1l8jqRDBBwH7Zh35XQcdA4VOJTWBbwzk8ApdX9m5G7wqVNenwf5/Xr/2HttDlFzhP0/rb7rJvVednBukIVZt039h36XTfD+9MjzeK8My+dDy5V0DlphNx1Pf0Pvq3xKwxH87IkDbxwv7xTylKXLvpahMJ+sccT/cT87sEmuR/I4VMjXEd5pD8AUwg/0aH8xunRgAziJ0bfdYc0j2QrKFpAOQ6/C3I84UiafuplxIkS4I53gjnSEjeG5R3vE83wQFD2dE5AePa/sMgqBJU/LfFo+67TShE5mZcPzKenWZRnDR9yULXTCzxIn+eUKn7F417ve1UYuh7JIv6QVmsurPNBTdsc8S+dUQYZB+Ehnyc9x8km+oZHnlMXVDwRnU94JS13Bl2qTzoYOnBFG3UdnzDt4m8JDbxN+0m269lfi69AA39j44R/+4TZKvuEiD4b+fykH8NGPelR/12U8fak+OLl68IMf3CdZOjylPuLcRxbjI7LalJ+w4HA0HVbi6O580mHpiKWs0gC03bes6zpuzRAvLvRHPtABqY/jyqkT7/mTB74MsBzG8Fmf9VndCdBXcToH5XUyXn0wePXVX/3VW/mV1czzusynxfNaRiPrSzryORK2kGtOPPOJDcdpOzzFAHKZLs+pK3keobsu066wOa/6btxvV5v34r9vzIS2tIcCWvTK8fD1EdT+9MHznve8To7esr2iHd4Td2he6IHwt0kHt9Kis9LWz4vUD6rTUj+mJjN87+eqq65qvpseAmse5aetPOKRj+zvBv38z/98PydfqCNPKVdkn/L75tBv/dZvtYy146Q5bvnRT97Ja6SRepWfOvimb/omLK7ud7/7rV72sped4kx25Ia/5JOo1FnKJTw4Y/7LsJQTfmxC7sk4dFMWcYHTtdFJv+mKn7EMjbNoh8JSjpHGKekGvJQDfvBSF2z+f6+ByGd85md2O0F7k8xGGmPZm4eBx8gq8gyt8JyWm/4w8U3nDP6iy06nvuKKK3qAr81rH8rKD7nvfe+7+sIv/ML+hhuc+uhvf7/LZ2F8o5PTjk76n/CMrZTH/ZLn6FFkFBnDPZvwd2veHF5VHxJe/cSrXrX66q/5mpnn1KkJHL4SP8ngYqNe7WFMP6+vYu99/y2fz5GMXFLWZX2LX8pH2C4Y5VfEZ39cHvsgvMDz6aL6qHafqKy+3/KWt/TnoFIWOJGhA5OUyymf9dF5UXO53I88zWVc2wRxyki/2E2nd584caL1TPghfMvjuoJrRwzHyCGCVICuQMKvyhjBYMQvOClsBAQ3cd0I1rhRltBKXkuckd5IZ7xPXtKO4bl3XeaXfLdd0VTS0AjtcfAF55T44iH8oN3y2cBX06/0M90hnbgxHJ1lWPId89qEM9IJrrSOY/fxYRBa/XCMP+me/exnr17wghd0KkZSWGATP+LDR/D2XVOG8Jln14ZBXiOt4CUs6V236WzSjLjuq0Jmvjv98DzSn3laB4beMjxptl3HVsa4OHHJd15e+MIXNh8+6DoaJPThMHY+LOpD0r9enw/4F+Uog+6gt2VW4akrKAZxn/d5n9edP7pj5xcSkUHklHIWoZZV4oOfeNfGqQh5zulLxklzXP1IHpuuyUPc2972tv6UAkMPlCtlk/f40dSR35Gf0AuvuY44TXzP32hb0NhE55Swkt0Y5h5YtfDZCDONYMQZn4Xnp3wjz0fSqMMFHfHgj9efqMgnP46ka4z9f6FlJvSJT3zi6pJLLpkTrVv0Ud1YlzvpZuQDbqQJj9vqdCuZyrf1tRA4Tr/1m7+5eu5zn9uzzglvGRYe8B99+tqv/drV15QjFrxcN+lP+BvrA72LyzF94xvf6Haut3448A89+YZ+ZDHmE345/QZfBoxsh29qWjkH4X1XtskneeR5TjvwMtIJXsKSvnke9bXu4Y5lGnHdg5St06/xQ9s14YU4Bp9yv5WOdINMJRxxR57Cb4iPvKfc4Udc6uKVr3xlD+A9B28fDaUJH30deAxP6fPQOsIL2Q6yTl5n6/oXNfi4/PLL2/5qI/opjnIGY/IxIaN/842zR9bkxTipOPMx6FDLbQvPyjaXeZBD5DPTO8Mb9FJnBg7f933ft7pNfWsWpO7xAd73vvetfDbA5Clo/jfoZ0du+SMjYADns0C+X7cE8p3LvkU+yzSbnmcaxWN0I2XahD+GwQvc8573XP1mDYh+4Ad+YB6UJi7XyNDKJ1/y8z//8xM1XzfV6SjD5Elv+C4+MQTShmZC19PNsVfAFFihOCuOPTWS56AQ0gg6fzPz4h1bTjkcyyltRqXwLZnCJTSjU7TgWCFSwe7/tJTTvS+jm6mWr+M9b3nLW3Y8OmiYrVbF/7iOYA0dcT60q3EbaVvKNqPta/CWQc0iWrJtw1t57YKUHY6ZQTPn6NlOYksXSNlc31szPO+vfMSH19DwVXMNx7K0WVRga0e+EO8r4GZHItvQVQaN1RKzjpB8gLJbplWWEydOtIIlLzi2j/g5npb8OEqW8+WJppm1PymeLAWTFXkyhPjL1+I7ox1/lFy5pDcjgzPPZI1XdRaekMGv+qcneO56X+vXjmzmKLJXD/h7X9XFn5eDoDyW+xuq3PJWPrpDxwBHgl5mVYDs1AVe8Cg9x4PsyQtf8iIPMuPQer71RRet/uG6DrQHdD6+0n50yWwE9aX+0A6YrUKDfNE8FBgOMnRstpkuYGbnS77kS1ZPfepTj5AhG3X+e7/3ey0HziLnVt6zm1Fl2wfkgn/t6I53vGPra3+0vPi4RbXBdADqH262V9Fr6dSJcqoHuscWmMEEeNQR22pGZ6IfcH34m8y1LfV3XP3YVa7oJp7x9Jk1q8xOaafanrrPFs3/XuXWLvGkTMp+UdV9+JGPezqF57Qz9R0c132Qsstf+8SbstOPpPex8z8tfsmz7VYRxRed/tgK+6hq/8pD7mjQZfp6y9Jj5VA3caC1P/HyUXbtwRa65IXGn1X7vVnVVdqUMmrT8sbDmJfyyQvPyvDJZFg4Kde28o/x9Edbus997jPbQunY/+Dhl5y1H/WCZ7wkfls+wkcc7VV+wshF/3Pc+up2UHTJTrsqYnP2c15V92wAXb7b3e7Wuh9bNPIEX7nUpfZBF1P32p706uyza6VW2fFOzuyn9nEIzDwVsrpKX8LuK7s6x5s6dv+bNbikx9qwdq69jjT25Ukm6kub1196PlG2Hs8NlWdw0saF6/vkT650Dp9snzpjk+mwI9fHeout1zfKSz+kf1dHWt9so9d9Z+e//kMXxHatg49cUm50IjftIOGu+k06mXpDQN3xBZTnViVnZY+eiU97k1adsoPqI+2bnwKH7PHHBqUNc/DFhYb2qF6zrcsVX+ExMlCn+InvoU7kFzp00OAgdadNxyHG89mA9AGX1yAs3xId6eKZzvEt8eZHV8JjcLU49cvu8g/ZQ/aKXSDLKvy8UhPboU60L/JEL/IJzTO5oocHOoX/hz3sYbMtE+enfcnzvaWncOgrncGXuknd7+IjPGsf8vJsgmdMO5Yt/Qo7Qn/IJ/7mrnzEJS/38qKrgM08rgzRCo/aPH3FJzj537dzu1e+BzzgAd2OT8acbDPh6W+rPV6z7nfRpavKhyZ5+snjTne6U9tWtsWPTfK7XsEx9OWgVVmmqQra111/1YA7uhruVKslU33Icqpl1g5Letev+7qvm+or8tMjHvGIqQTSv5o9m6oBzORf8pKX9ARNbZGZyqhO5QRNP/ezP1tjr9qoVBDcZzzjGdM3fuM3Tj/yIz8ylRPZacrwTLV023g1Ou70ZbSmUoaptkhNtWQ90/nVX/3VqRr4VJ36BKcafNMrwU/f8z3fM1VjaTq1vauvG//WPImrj3hOD33oQ6fabtM8V4OZXv7yl8/yKyM4fdd3fddUA87m9/a3v/1Us1dzPBpPecpTpsc//vGTsn32Z392l+mbv/mbp+pERHcetSVqqpnOfi7j29daqm382irYz+rjla94xfSpn/qpUzWopvOkJz1pwgNImWr1YionfXrVq1413eMe92g85X/9618/ldGfalZ2uutd7zrJ83M+53Omashdttpu0nRGWnPA+ib1VUo9XXbZZVNtH2oe1Wdt25rKaZ/qo5ZTykDeP/7jPz6pd7Ihp2c+85lTGdemGHrLfDyPcT/1Uz813fve955qIDJ92Zd9WZdJfuVMzklr+8JUH1Se8BaoLTVdf/S0GudU22qm+3/VV0217XJ60IMeNNUWh6ZFXrXtrpP90i/90vTlX/7lUy2BtxzJjo6n7ZRxm8pITM95znOSTV/lW07XREdHeNGLXtR5PP/5z5/1Iu1nxNt2HzlUpzPVFofWJ7j0IXR+93d/t+v0S7/0S1s/7nznO08XX3xx/37nd36nSQd3Vz7f/d3f3Wnucpe7+Gbg9BVf8RX9/KhHPWoqYzwnrU5kqm0WU83CtZzIyE/bBddcc023zbe/7W1zmnLwWt/SlkWQeW2X7Lb8SZ/4ia2Tb37zm+c0KfsccIybsbwvfelLW0/p64kTJ1oP3I/1Gp61zSc84QlTTd50mbRnEF7KSZoe97jHTTWQnKpTmsphbRsU1oKX5+U1to4+XXrppd2W5fVFX/RFU23XmNGr45tq9nCqFYk5TBp8v+lNb+qwN7zhDa1ztYWndZr+aRdsYK32Nc7flD3R5mvQPpWDMLFhZDDaMe1Re2a3A+yK9vKa17ymg9gned+19IpuXHLJJVN94LjzqlnrxhllHjrjNX0K26fP0O6qs2x7XwJu1OBoTzUjPpXz1nXB5tGVchj35jXWwU/+5E9O9S5J6xjbWRMabRtTDyPuyOvyPnz9+q//eutFbUGc+RjLzb5ph7Ui2W1jmU8NFqZaRet6uF3ZxHIcu53VILrpaa9sk/arz/3cz/3c2Uaz6YFdfCeuHJaJ7rO/aOkT9YOxv2iRT804TzU73/VKhzzTBzYHhF4/DH/pcwS9ovqmr/zKr5xqprv1lj1gj8tRnlPo19FN3ycCP+wLwBf7Tq/oWH1guO0sWrVVbapBa+P9dPX5nvXvd7/73bs+0E1/gG/9BV5A+GfD2Db+CEjd9MPwl7qmg/hhw0HqmR9El7S/wDve8Y7ub/k3+KXbbB4IPXWvf1AXfBe+jf6XTQHf+Z3f2fUgjs+hDHSpdjRMf/3BDzaOvyuvvLLx4GgX5Md+gXK6+0oW6kN+3/qt39o84Uu/Fpy3v/3tzXMNuLpd8N/0oyBl7YfT/AsN/ZO8I6/Ux0g2dUFWtf2w9SRyE5f4+u7W9MAHPrDp6Q9rAm2qlaeR1KR/IpMa1Hc7U1e122fG2ZT/HHngTWjow/gLfE5tKLY5viZ/7JJqU9pz7Dz/gX2orcydW2htyzpy1JYe/vCHT/e6173abo5liqzoQa0gtnzoBx178pOfPMsvdnZTXslHnP6BbPls2iL/TV8QnH08h37qTb9OBzKGwG/iapDaPjIZyofNCiQ//ZG++WZlL9nwGtBNtc17khbQMTZBP0ov2DDjFj53vYYRcrMtmAOuw5vwrt9eHXcAFgWqWfcWHOEtnTk4CiyOc6wTcR0bm8bO8L74xS+eOBW1ytWOG5yrr766ix/lYVCFM5I/93M/Nxl8cPLwAL7/+7+/Hfoa5U41MzVxauHHceE8e1bWDPoM0F796ld3eCo/gmmii78oFqN429vedrrDHe4wcTA0ap2M8kU2ceB/qujXLNLs0I9OpE4ET4yr/CmX5zhWHAqdXjqhsMPJI4c4HDpK6aSv2eo27owvg9qwdmAoGzyNnfElw1dUY2II8F2zidOv/dqvTZx0Cm2QqfNI54ZWZHCS8Kn/BljS/cZv/EYPRpSRknk2YE99Mrh4eVY5JYyHOvWcjnFXXmPnHpnpZDnwnB90DH4DBkQGVuNAobbj9cBYQzcAk6b2F086HvfoKTsDk4HTL/ziL3acjk8c+cHlFMUhSb2n48QD+cJLpxu+0vnV9p7Z4NTqRqL3XlMX+Dcpoc4AHU4cR0HbpP8MLvmqj3e+852zsxXcXRnqTMiXjBhCctL26v2i7rRDQzunm8rLkeaU0nltFdAxcWM70NaFZWBgMoDzpPOCrz0/61nPmmpmq3ULneiR++NCeJWO7pEPx5eOvPWtb5105Ooq7Yv+60DxWO+B9eCwtsf1c5xjg2+DNg4SuegUakto42QQUltDt7Iau4MO/aqZ2ZZxrcK20ynvOKyunsfOSBmE/ey6Q2GTtEM2TjgbgRa9JU8gL4Mc8S8oO1wz9LOdyiACLkffADwgTF2w24Cuj3kZmJLhmNco89AZr2P5/2N1mCbMdKbRabixrQaDeMYjXaGLJnfS4YbWSD/3YxyHUh2pQ+0E3+ia4DoOhOa/rzYVvqQXnnK7aj8cK7rNAYgOB0ffJD07jR/tQT8WB5rctd1f+ZVfaT172tOe1nIn5+jhLr6TD5w3rPMiN30mvZZ3vVM6k+Coc15MVtUseU/UeaZr4X1GXtxEJoJ/9Ed/tGnrx6TniMpL3gF9lYk/5Q5oY5wlIFwaduDq6nPdf8M3fEPbl1plnTJJyBEUx+HShsnbM+c0g4unP/3pHZZ2gP7P1qQvPGUD28o3lsvkKf5qJbLT+MukWupD3aFrAkq79cM3O0F3gXqJv/KCkpW06lT/QF5A28WbtGwR3dD/sL9xVvWv8jKZou5+tfTEsz54LA9fQ/7iTGTIS3+MdzLCDxtOR9k+PLMjbAgY9agDTuMvcozdesxjHtMyoBMGTezx/1v5gnGA+djHPvbIACw2AZ5yGryQVa0Sd5+njScv/aQBvLJpi2z0D/7gD7YcyACMcuqAM/gzaUAHo5OZsEoe/EK8xn/76Z/+6dlGj+1gFwupC3mRpX5VvWZiQHz0gz7VLoFuE/xtg3XljwxDa1N+8UvgsplssD4Gn7HH8bWl30Wr6RdfwYnPxscA//Nv/uccZ2KCnte2wS5XvdbSOP5SLnWszPyIOuCofVj+RtpX7RZpucrHggAa2grfRB0Ewk+er8trdPK0BmBRIIaC4TSq1khBCBOOGSKzrgFxZm4f/ehHd1BwPYQmg3XRRRe10RYeocSxZXCWMNKBT1lUpkGIhgx+sZzn25eTCtBQYZSHk+X+XeuBXPJrxOFvDDcDIA3hjZDVHY3BSNvAKiC9mS+GJrR0SIxpFEl6M9Tj4MEqkc7v3WVQgeun1Mx6GhjHv/a1zrOHnCrySKPQuQbIAN8GnUsYZWgGO4OOI3h///dHHk95WMQr31Nrdn0Jyk8HvrR0IY0fjpVAKwcMI4ic+mH4G8MzABvrwoCG3pEFMOjg9IwdLhlzdMleI6+l6m6Q8OkfhwTouL9zPZB93ete1/JjDAKRKSMB0uHqsAI6RCsNYORdp6+TY5gTPtZD0m+7Jg3+DcAMeECHl4wTL0yHZAaWkzfCiDOGj/cjDmNn5mgJqUfOuIkJg5Ho9YjLUaeDnMiAwbkwg0KQDstkgLzR5ggYlIwzmuHLNfehech1TKMezQpGZ6RPvDLhj/MXiONgwAYMGOCYPJGOI2PAT+84TYFt9Rv5/ft3nnQYdaQBdhbtH1+vuLG17MtPrnUUHrnS29fXYB+E9+ijgewS2BuzrxyXgLC73vWuPesorLaGth03uRQwUXanGpSNqy7ikhfnZoTwMoZtuoc3yufBtapl4i2QPoLTaLWOnT1dGPORL9qcEhMuJvMCh/AePY+zn8FrwtEa6dj5wK4kPnEGtOqZHJcw8uvejgL90HEg+UhvV4pVlBFMShlsj6tQ4jNgGu1npyu5bYORX33JslxWMuidVVhggM9fyKSHMANMK+0g/XT6/9qS1pN24qwUWS0DmWSMQy0skxCcXdBOT8lZmwfqwSSaHS2ByCrP4zVtNU7hPMFSOmQlmKMbeG4NKJQ9k4/0jFPe7bn6dvAH5at4ThmS1jU6n7DIKc/jNX3+OPlnJQTtsU2yHyY36MAmMJEhTXynEWesV+Ge8di6vEMfRhpJ54oveVmp12dbAbKKo95js2KT1clyABafC45dO0+qFZ0lhOcra8AhL30gWtLqF01CjRM9wYezSw+W+YzPYzp2xaSlSWZAVmN8JiXHiW54I47nXTDi0kH9NBCeOPK18hm70whrnNzvu0Y28NDxTJ+skI4TKslzK72BrwzAsgiS9rWkYRVs1Mnwwm7ZuRE9GfMcaeiTTTyMq14j7rm8D+9s0bHfAbNfFdhnWUuYvY/4o2rPM5j3cdbeyzIEq5px6PBqpL0Xt1ZX+uXhYqD3E5dR7JfrqvPqPez2+r673kXIXuPQq8FSnyxVqzdNryqp983aq+5XBVn9YL18WI5wv4NTwuw9tdln7/mDtVe+Gl3vmUekZkSahvvqSlwOAnnV6l7viZcAXe9I9F7jei7Ha1UzV/1OScfXflv7bL07U8a69ynbA14ORL/AraylKL0/3X7acqglayhntvf9V4eyKiVbuVZDbVoQ/kvta1Wm6phWNbjrvL0LEblV4+99znDVAUATyAdfZKQ+XMkZL2QDqpGtyK7LVnW6EypeWnmXsvce6GoUnUR9ycNefPmW0ekXItGNbng/Cb/ebTh0X658pMv7D3i1j7o6vH6HUObyrYHqEdblGTlL40eOyit9ZNX1UmEgZamBzEwr+ljOSYfV4HhVq2erWhFdVSfS+9EdjlGzWx2Pl7SfGgCuykHv59RX9HXOYMdN0mxDEa888isHpuuXbAG5aWuH5hc69EIZyknr9xjUq3384YW8asCwqo6y23D0Rzw+yBnAC4z3wug3KId0VauXnZ895uSP//AiHf5DMzx04gP/Qivl+rPS/39S7wWQz4cX7X9QMgr9T73NbWaqjkcHdAaE55rc6FO9pPcOWc0S9vum6NuTHlqdaPgL7//5fScPy3ACKajV3t5fX4PePopZmDJrJ39bcQGyYDfVDSAre+HVO/COHVBf7E3sq3c8arWg4+g8nXBoRw2KO+zDq5xknvYgUA3+ZYUlL2VlR5IXuwakkc+hOkYGaMInL3SSB3qRnXZTqxhtA+9///u3PfNytfc5ohPwN0LpH1svjxrorGoHRh8AgH/vXZQz3Pq8Me2ewNRh0JbP5MHeKRe9W4K+0TtzNQjq00rVuXLVwLr5pWvamnfyyCI2LbRiV5Z0l8/qswbsq7utDzhJ/cmvHJx+N0X/xD7SodgMfYP3seiQcizLt8wnz3SxVorargpTR2wsOaROlUGdj0BesbnBw6sfO4sPgF5kgAba6jJQ28z6lo2unSsrbau2qvWppuXsd7thr2uXQOOhtUuWKXc51aty+lc1WdL1pM+plaRVDbCbDp5rNbffe6/J2JYruvrAj6wfPwHkqt4Bf0K7I+PYTAcr8THIg1zILu9uwgP0uZzvLnt0je4A7Ry/gLz4Xc+oNgSUF6+hoy+tydBVbbdeXXXVVX0SYTmu/f4M+wA3MtCODm3fndniL2lrhXBVA/AjPpm8QPhK0uiCZ+k9a781oFzVxMbqneVL1isWq7SfvCunXwK10r2qFcfWHza6VkparmkH6OXXCeov5c3zvit8tov90268t0nuAfHJT10CeLUVuPlS75FN0uy6qkNyqsFzv5Nbo65Gl0/02TtUNQBb1QrgqnaX9Im//1q7rHeglHdXGcUDPNVAqeWnjyBb7Y1+1RbAxjnTv/Dhmv6A7SOfsT9IPrWw0frKr3VCqzbJbsZPS1uoif0uZ+wZmjfVF5asr0+4aQp8HCZUiMrIC8jSppJGOmlEycMzxaOYBEIhGBIDOQLTqfy7q6+eDW9oEWKtaOWxlS35oVOj43ba0eGscRAN6ijfCPL1A5Q89yPOvnsNqV/qLQVxrwI5ShwihiBKEsORsstLpY8NMQaWLP2kHeMZ0FpNWF1VhpCsHN3pBK10Kl5MZ8Af+pCHrL6kjI7y+smr3gNbnahBWyDySpl15vIUHh7xLCw4CQ+NQ67SqOeRjnShJb+WW/E45p08w+cheTnBT7rIXB7u/cYhtXIFJ3TDz/isPkB4cZ/6wJfOaUwXvFHPdO4GVgx+veuERBs9VzIJkFHaR8KOc8WXMmobeOsy1zUGx3A5vCo//JQv9XNofknnqgwpR+iHDj44bXnBPrhxloI3Xpf1jX+OXs3YtYGXVj41Q91H0Y55Cx95QGt8HvPZdJ9yoUlGBl2A7IqQ/5atl/pHfUpcdCO6ZUCAdw4THKdOcgZTz+G9CW/4U3Yw4xUNZdJWEycer2M54bA94St6mfKlk2l5IRAo+uEt9OS1rK/Qk0xeoes5cXgan0OvAw/8Qxs0n8Ub+fqRR+jpXE1ksYlOtKqVybb/tdWtZR38TVmy0Xjn9JiwMhEkvb5H3mjqn44DJ7XkpFzIImVIO8R7wtD1jEc2o8tU+d6k0tWqxOpN5cw7jvnqshu1IrK6Sw2Gf6wmItj70DApIJ/IPXI5lGd5q9/oRNKRi0FXbFnop65Tv0vdS/ptV+VNmeG4117aXg2JTGqkHSV4WTZp5U8W4Q9uZOOaybjQCJ7DawK14rUy+KoVpVVtaezgHAIhj12Annz4LWxUrTasagWldfKf1KS0w3wAHAOmWq1emZRTNuUh/1oVb1u2RuzLbHsqf3j0R174uenQthI22ncE4Gu7S5mJS526l/8nVD/2MetDUCIf/PrJr3ao9OcktK/aQdKD1FrJ7AFOIc12hh6hjQY7silvee6D2CA2LPzgcxM9/JElvYQTfP1ubbNf1c6JHlzzBQ0ka2dIlykysChg0JB+Rd2Y+I6eyzO/8E0um3hJ/KZreJMOj54B3rtOi38Q/o/k3zGH/4U2uvTI8e1AmcM3fWdbateG1476wC4TpU6r5s/uKmPKYoBnoGtAefnll7e86bjJi79Z912Hc30tJn9B/oAeGxgV4y0zZVIG15RztBPaLb9YuVzVea2Kr2pFridBk4bdaPmgXdByKbrXNxx7+KfwlIbjX8u6PUNmAGQ2QWEVjDA5YkbLIMqlwzN7BdzXVp6ejTEzBQzA3r+ete2A9R+a8iTAJVj9qXcOelZPJwbMhJl9jnILSwfSghdwmsChciTvf6tBHkMWnmIkOWs69Fqa7RwYReDZDAe5AOnwMvKD3zyTJbmZGaptMas6LKMHlZy6DHzlxZnw7ad0IE18+EMneSVf1yh88usk60YQgzjKr+OP8Sdt6j30JCcPBs+sibyDY8UUpGz9sO9vg14oa+pEcnnTq5EHupt8k0XkMIaPtDg+BvvjTC2DBOh+wEym2cbaItSz647QNSmQthG82rPcK5q+PaXu5L/LCCadK7yUkSNAtzMpkHIuaZlBDXTdq+vK8zggnU6SDuM3eYUGauo9vCU8z9Gnzn8dmZXIyF/nSK7/azmfTvQ7BYqH6PS7a8WCs4onq9KHnoQXmpFReO5BTEV+RNGTB8CXth3+EjZes2JrlZsTsAmS17Y44fQEmK034URuHAW6UlvyOs6fDisOhWc22cAhuhv5Ru6pp9hAacBHl3ytnIGkZZcz2aXMy7x0uGzuklbyjL0LvV3l7oyHv9CkX3j2SxnQCy2DMD9Q2z/7GGeOgdWxODgD2VNu7WKoLcVtT82UA/VtgizlOCXRloBqRQ10SN4pQ+SAnjKkHMqk7hIvcfTZ8dE5QvqbayUFb1ZYDMCif+EvdZo2dZKL/f9kq371jyA6r3+yoq/9geTjPmVyf1zANx7Dv/TLZzw4oXOUiVXe5BsrhQa+hIceueaeTKxi0tFAVpg+cbDRVuQuqslN3zPjuHHalDu+TdJuusorg+varttH9Nc2zXZCH1MDFxMwAF92CeGnXjXYRKrD+BDAaXhglIHn2CH38kaXnauHuc2K06faNaB/6vgKMxENxv4JjZ75LzqAPIX1r0NOHmduwtevtuuv6gCZdrwNXmLrpKvt4qvaSr+6+OKLVwa1+qJDZLjOZr6knkddTnsJUvO9tgGRUdoAHGU2yPAzqWKVyyQLvviceAPsxiiPDlz/pR1qG5x5/JhMpRuR04i/6z5l0i/jd8lz6jXlTFmSrjLsOt6VR+JCW9vWV+V5tMHCfFfN7/IaPNW7Zz2Zb4LfqpFVMxNBu4CfzR7VNtp5okFb44Oq99MB9WpVKnUf/y/tHE28k0vKFVw45Md/iv9rTHJJre7XQT99MjQcIB/pIt/IuyOvx79TRzR7mIniWLrlFBgQZAtWksJhiOpluJ4ZEm42xXYsy+QggrBdDxhVm5FSmQYWI7RxKAFugsy2cxwAw81ggFRmhN+Bw5/wQwBeKpICgx+oj1MycMpq+4GKd88QGpB+Q80uhCdGvvZod9lTboqzzN9zwqyqAQ69WT0rAMqj8wA6AYak3rNq48gR4UBwaOVr2xunLA28E235ixQ46Qxs7Y/v+jBwGQccW5KfEkzRGS0dnON3e2Bd9ZpGxVmu99i6MUtsC5ftA77zkQ7sFKLrgNSDR7JKYwx+woLH2aj3i+ZtVQxrvdNyRMdGGY31MtbHR5ZsAMOlPGRrC5PJg0wqqBP6qBy+u+V7anQhEJ4867R9VNJsVMJzDf6mKxx8MXzajA7es3ajTQrLzNdMr9LodOEF4jjmedv12hSr1kODgXqBdfVXpWe2BdD50EVzWR/oJj6z09oKXcWvdgFiwHXm4GnVSaBPzgZk5FQHXHSnJE/wH2srVb1H19s9swWuIw74U67Ih87X+whto+SHloEPgGN7RcrQgeu/hGmj2r3vJZE/GnjX7tm9QPLLc67Rv0wgmW1mW9Sj7VEgAw6OxkXlPJqQST6vrG01YNmpxBHzzSidHB0hd4AX9sNKS7YcXlUrQCYOtE+Ank+HvLp0Xh3Ir9796rhs7YkMklcm5eSVWeZOcMAf20Wv5SWt/NifD9QP3/Ji50zcpRyxpyl7+NmVXXhX53SJrDma+o70GbvSj3GpU/XP1mjz6t5kTXhmF+ThWZmUjY6xI8LUP6emDleY9S7lidORPA1W2NY63KfbDxrkcyigZ9sOB9VqAeBYsUW2JsU5jU6K59idCYy0QoediOzomHZi1wqghwYT6duTJldpU89o5z51ZyswXfLjg9ielEkFbUp755xbHdGOlPs4kPJY3br00kv7O1X1rtns28Q+2d6rvyFr7U/dOw5b/8puA3yRvRUcr1CQCVyOrkGxvELPxK60+jPtIv4HOo7YZk8NioCBp1UAA/pMcHdE/XWbGfoC8us86qrtsRfaAqCHeDI5lLbWEfVnIqZOIu76SnsMr8E55CovZamDN/rVFZOzseepW3SUg154FYOMtDOgDZCXXSfyl8buIJB2FAddnZONutBGrQrVQT6NG95NStlpZMAZOTTCMf7Uj3aPR/zgEX12MTwiFx3nD8CJ3axEB+eWvNQd8EzPox/yu6r6XAsiwkEGZ5mAOSS/2M347OTnNQGQuH7Y91dlS9vPpCN7ZlFDGfBIZtqvspAh/8BzvTfaciJbOPU+eb/ys61cyYdtwKPVOnzLC73rHZyA42UwUIXs666/6jw62guUZcz5XH3qlcCkL+H0gRterizHoU8lgufl/BJmpy/B9sEBwmumpV9g9SKs5/Fle8gOdHBoQjWaTlsKNdWIve/xU8vNnQ4dL757mbOMVZ/aBikv4uIrJ905oKIMVqdzEABoun136t8Yl1OT7lAvftYgtGnUrML80qxTwKrBd7iDFpTJi9cpO+qOgpc2UMrQpyp50RREzmRaM3RNw6EnpWgdXwavr6VMffy1PJz+VEajcV2DAzGn7dRgp9ORRUDZUj4vXVcH3y9k13sv89G84vEkf2mXP+Ghga6X0h1v7IXf6gT6hLXUXw3Y+yAOPDugohzzfom2Bo7N0pJ2nuWBh+iZE7rQUI8BL0GTfRmzDiqHuE/Ug0c3vIzqJCQvsqNHD8WVs9z47q9Yv8RKn5x2BXJSo5dca5ZtPkGuDH/H+0udKQc66iNlJpvwDTencT2tXjZPeK7itwGeAZ2VBz13ze+e1U6qg2mc1H/4oQNgWVcduOMv9VqrlFNts2v9ID/HII+yd3IVPnLQi/J02qHsOQ3VATQOpvESvTTlgM0cONpcmJPRysHpgz08002Qcjn0Qrj6Dh/hdSa24yby1obKIWtaXsrWZqOL2os8nHQa8EK/MKdLBpxM5hAHP3aOjsFxkA7YJ/PUa07NrEFd6xka4+l0aDkxS7g68MI6PfWcF4y1F0AWXo4WR95eQnZaFKCXF198cbcJNromChrPy/nVcTeOv3KGO/zEiROdFzuGXuQhj/wceCPOaWTqLnUaOc9Eh5ukFaTseHQCJjrl+HfZyMKpVUD7Fgcn5WYzyyHr+PGU1A4Y/nKaF1k7VAUd+oy+02U9Oy4+gLd9MJYt/UxNyPRpsuWgdvIalPZBA+yGPPwc5e/wHP0vcLpY+IkNdzgE+wW6Ttf8REfUW62O9QmOjVR/u3hOHH13CIb80j/Vak4fFoEO+USHUqa8JB8ayW/TdZSJU8dq18h8uBJ8stb/1WC7k5fD3Sf+4qcG/22j71RlwxPArzh9N77c56Ak9jiHPaWP+6Ky8/TDwQxwx0N/YqNzkI7yp6yHlA0/8NJecxCUvqW+pSl6/vSL+8Rrf+pTn1gTnbPPBKcGDtP9123YEf1sh4MNcnBIeIannZbT3G2MnUn/gh9+k/LSLSe+udd+QWzmH6wP/chR5amrlEce9Fd7J5s7VttAJ4dIRFbSpS3+b3X8e/qcXae9NiP1lzydGIu2H7kos8OWPOvbAdzwVt/67KPmazdK4+TAnBq0tK5IVwPZ/hSG+yvW/XgTqj8HO+kv+SR8r5rMbjrsKYiMYvMczHTN+lCc8NyIW/6CQz8cGKEOHDyHFzaGP3xZnbCcw9GiRw5XgUPf2XS+E9ilj8kLXg1K227yN9C5bZWPnty9TtFW34BeiWNbYocc/LIrj05Yf5E/+fBz0WE3nZido+3HEwoPoRn+0a4JiqZZ31TtNhL5OGio3lObZViT823z5RsZxffHT/owBx3VpFSzH3318PPr07b18berT3C8dv0pFXGH8AzvbEDKbtx1Ex2AGVUvpxYTe1dMgmO0XpXbM3b1PZEeXRZzPSqFY1nTqobZVLOWZnrM0lgKDg0zd/bzX1MrIJ9Wsxt1UmHPOJilw1PAClMJsvfJZ/ZJXPIzSkbHDIhyOJjBLIdRvm0Vf1wzLP+5trjZn21WAD04RtBmcbxg/3GLVbfkPV6Tn7B31yzJb9cM6p9UPmbwvKhq9SY48jezbAalnLKWhxF44s06msnL7FRVSm/HNGOjDMGTFxplCHqlpQyIoIbI0Yu7/2G9nVOYrY5lPHpWPrhomFlSV2YDRvpwxmcrUpnJt40CP4fCSMdSvjyr4fb7Gcqa+lNnZvLUxT+ubZ13qO1bmQ05NC/1baZMWTPTpV7MbChn8lKWcgZbVzMTZqaJDpCXlRX6ZmbUPT5sJfOyOh1SfjOcXv63QmCWRj5enE/9KbefPMlaPVXn2+/wpZ5G2ZBxDWgarzq7LvIYv00GwSmnpGeu6ZBZLHlYPXCvXNpQ8iWPGlD0QQVm6kNjWx67ws1Gafdomhm33TKzaOUMtMwciLDMpyxcz0rCMdNPn6Uld7LQRszsB8z+mhGugVXXCzlry2O5yLcGaL0SaQsaOG7Zgs8umCGkl/KwGsVWkSk9UKa0PTjCylGZVwzkTc/wTOfNbNo6RnfGdg9vE4QPcdqEtvHXtVLyL6su6/tArVepT7aCbTETSc/JRd70Fo9o+dFFbQ895avOrstlG3U5df1+SjlRffCGmUR1UQ5A8y4PugW0CfyIxwu9/UdlL219BuHLu2+/V3lpW2NeY9k6weIv8eSGV/L3E45/tt9qg9UZbYvstX08Kjvb2zJe69iC/JHH8KpereSq8/RNVifkq5zHgfDvih4eyZ5dYlPQ1Wb0N9oMPPJXNjrC1jhcw4qucuGNbimX9CN9NAD7o21oT+x9eA7uPv7131YS0KEzVomy+oUGkJc82HFlOXQlbOThPdW2/6L0gZ5mBYWMlF8bi40mIzZa/ZRj3FerHGyZ+teutCVtkj7i2U8bYH/YD6vFVpvstKGj+Gaj03/hy0+e4vTbNZDrd7lGfd8nO/HRI/2PLa1klzoQP8qA7cUnm41ntuxE2Xx9S/CUVblsq7bd3dZ0uqENwgHqI33PB//6g6uPuNlHtI6knSqDlVS+hbrig9EjkPLFntF59iL556rdqh9losfsmDav/kDsOPzoIB1Vdn1w6DTylr/gKLP2Lk+/6LZ79lbbhhsQn/6H/sIhSzjaF57VO31gL6z+SZP80KFndAnex5cufeq6XyGv1GlNZPWuCrsDHEZCvokLL5uuYz7qgPzYJfUsvX5DPnhzTZ1ow+Tw3/6yDpn6u7/t+EN2AqVs0rKd/Dp1IC80gbrTZtgVekjv8UNutjhrkyPfm8olLDj6ff23uj9ROvw5ZaP41g7iO3GadlP7VgY+88eUvP5FyUdZ1Cl+8ahOlYvdoB/0UZvT7+kP+AvitXXlGuszOiseTTv20ME/2zmWrx+u4z98sEHKfOwB2DZmVRCgFDJwmlaN9nvrXEes/1KRuY5xm+734e2LT2E30R7D9tEJ7j68XfG74kLfdcQb75dxm56FLWEfjeAv8RLO6NkCZqBnjzG8ERgSCm//NYOzS+ZJS082AafEMjGHMR1L8KTR+DTIL6mtrJ9UHUhgE++bwoK/77pM672/Wq3qLQs6nBGCq9wads3e9WlYjIcBbOLHNGdyfwi94OSa/JbPCT+T6yaah4aN+UoDtumGOMZa/XPybaXSGehUdcYxtPDOBmzS42W5DuF5mWYbb7vwEpfrITR24ZKjwZaX1b20PELS5TrGjfdj/Hi/DWcMX95vSz/i7cLZFTfScL8Xlx5usU9LWnneRnOTDiVNrrtwlnSXz6FxnOsuGmPceI/+8vk4eW5LfyY0l2ltD2d7bSvM1q7wGFw24q/KOa3VolV917AdOJNFu+ogNJbX0FyG5/nQ+F14u+KSj+suvMTlmnTL5yKyU+9n/C14c3wy2HE9BPcIzpY8d2TRUaGR6zb8+jh5+zYGqN4b8woHB9kg8HR0Y1s+CQ8/uSY8123hiT/OdRetXXHLPI6Du0y77XkbzUNkvi2tvJZxy+dt/JyL8JSNft30dDKMg6RQwLNfnoWZzXIs5AjJWBj88VnaUUjJY6SbsJHmPjpGmuEr6cd8+n7Nz0h32334kS6zd3Dj/G2Kh3sK/iC75AUHhM/cJzzPrgG45OiadMv8hIfGiBcauQYPrntOmhkVs02vrr3eZhluXoMP4eKBq5kdMwlefjQAA+EheMLc53nJs4GVmRlX71GYMdSJhm9XjrcZR+8SeSfGAMyAB4+hG/zkFT5SV8k3/LjC6dIUf2N6uEBaMz9mF8nCAMygc6RpsIjv+oBozyB6L8fgqwjOvDWx9V/y8Rjex/hd9/A7fdGuxNeirp9TdhGhnfzyfG2i492N8gv9keaufOBJH7nB9ROuFKGT8ODJJ/kGh554H9N7VwZfDaMsToYc/J+6Dn3X5D+WKfHNd1Efn4UljYyXPO9jBq1l2ZfPwUEr983LuuzhJ/HLciVcGjPuedciNOCnDKE/pglewlwB3G15ncTY/T/mtQ1zxHEP8OMXnrelHcPD65ym0tdmw7kuQ3tMs+8+vB2RTyWSh7BdMOLMeS94SvpN+Yib0wVxxxXuUjeXz6EZ3qU5Th7JflP6ZZhnv9RHeAkPruKT/5g+Oietfojf4arvGG10989lo19TOxlqW3lP2nh/KSv1yTt8H3LFT3iBH/6S1vPIX8JTvuDT5GXY8llaeY1yEDbTOKBOg9s0hrToNBSNymD+VEOCT+EFXsGy7KGfdLuuwR1pzPjFQxVsLluH1zPc8C4ehA4exzoMbsLgLcOkn8tW+gP0K1bO7lu+q8HX6YK8tgFewrcrHsAcNtx3xJ6/Q/Ki/2SWPDbJYk82nXaUc2iEZq776Izx0uCNtJLeVb3tKhcanXYt56QNT6n35BVc8cENjeBcH9fTWgHbxmgK52oWyhJ/tnkp9Fjw0IAb2BSfuH3X0OlmWXmdC0ie8trE+774s83j2c4PPeXSkdkuEGO15Bsehf+46vQ+rDq5Q2ETv8KsbuzKC0862HELx748k9emetqWdkxjtsL3Uy6uQyIMMskkK3QxSg4H8GK/rXX0HqBxnDy38fKhFD7KdVe5ggfnFBmWXDnNs6Gt+0LaRe6cxO3k+RgchM4p5V7T2Be/LSvp0KSzXny2dct2jrS3jflVmljpjfHbMruOwlP2kD9dnkY6p0sjPJyt67nk6VzmdYh8ws9x6mJMwz7bYnRxnU7oBNVNNtr2M9vDPsO2utrqBNA4Tp6HlGWJEz6Fb83rbLSzs0GjeDyIX4Wp/G4IdvckK7FSO2R8QNnSn4fm1vqCsAvOpWwOyOtIneL7NPvLI3ROk8YusR037gg/Z1Cu4+Z7uvjRr9Pegni6GV9Idx5K4ICGfX2VSsM7beN4DKYPymeDnA5Kdww+LqBulsAFOW+Wy8GhG3T34LQXEC9I4AYggYNswAY9PyjdDaB8F1g49xK4oBvnXuY3hhzHAVidTn3tS543hsJfKOMxJbCe4WCM9sHZGgwdmtfZyu+slGucCSpZkda54m8f/x+q8dGTC3I+wxoedfcMSV1IfkEC14cEDrIBo55fsNHXRzWdF3le6FfOi2r6kGDypl46nLfxnMUiUeKDjOJZzPMCqetOAueyLs9lXseR2CE6HZzrfzPccUp2fuLeUPXkfJFmdPV84fcCnxcksE8Ce3V6GHhdsNH7pHnjjL/Qr9w46/36KPVNvW9zXQzALijx9VGdF/K8LiVwiE4fgnNd8niB9gUJHCqBC7p6qKQu4J0vEtir07UKdmHgdb7U5gU+L0jgQ1sC/z9Iz4gonyT17gAAAABJRU5ErkJggg==)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "1b4a6f1a-732e-4b78-9fec-134019fadd16",
   "metadata": {},
   "source": [
    "We are going to work solely with the `model.encode` method for our text embedding creation.  There is a surprising amount of work being done under the hood with this function to include word tokenization, batching, GPU device setting, etc. If you really must know, feel free to review [lines 111 - 202 in the sentence-transformers Github repo](https://github.com/UKPLab/sentence-transformers/blob/master/sentence_transformers/SentenceTransformer.py).  Here's a few notes for our course:\n",
    "- `sentences`: accepts either a single string or a list of strings.  Very convenient.  This will allow us to enter all of the chunks from a single podcast episode at once, allowing for efficient processing and episode integrity.\n",
    "- `batch_size`: under the hood the list of sentences in the input is batched.  Default is 32, so if your input was 128 sentences, then the model would translate that into 4 batches for processing.  DataLoader not needed.  Assuming you are using Google Colab for this notebook, use the default setting.\n",
    "- `convert_to_numpy`: default output is a numpy array. However, because Weaviate does not accept the np.array data type, we'll want to eventually convert these arrays into Python lists.\n",
    "- `device`: set to either cpu or GPU (`\"cuda:0\"`) for single GPU.  If `None` the function will handle this step for you and choose the fastest option! \n",
    "\n",
    "Let's take a quick tour of how this function works in practice."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "bb8cc629-48c1-4fbe-b2b6-1933f06f1d77",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = SentenceTransformer('all-MiniLM-L6-v2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "449b2592-d95e-435d-8154-bbb3f8d07e8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#create sample sentences\n",
    "text1 = \"I ran down the road\"\n",
    "text2 = \"I ran down the street\"\n",
    "text3 = \"I ran down the lane\"\n",
    "text4 = \"I ran down the avenue\"\n",
    "text5 = \"I ran over to the house\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "a3ce611b-88d8-46b4-a01e-f4bbc1e7024f",
   "metadata": {},
   "outputs": [],
   "source": [
    "road_sentences = [text1, text2, text3, text4, text5]\n",
    "road_vectors = model.encode(road_sentences)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "600d5820-7dfd-431a-bea7-92039cedeef0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([[ 0.01464685,  0.0561101 ,  0.02563804, ..., -0.0925348 ,\n",
       "         -0.04195407, -0.04409865],\n",
       "        [ 0.04675803,  0.07742155,  0.04562965, ..., -0.0812416 ,\n",
       "         -0.10972543, -0.02546268],\n",
       "        [ 0.06553327,  0.0994243 , -0.04012905, ...,  0.00221833,\n",
       "         -0.0342925 , -0.04802397],\n",
       "        [ 0.05736331,  0.08300827,  0.00926694, ..., -0.10420122,\n",
       "         -0.10806054, -0.03672466],\n",
       "        [ 0.06660569,  0.03724336,  0.02164606, ..., -0.01440302,\n",
       "         -0.1198651 ,  0.00423094]], dtype=float32),\n",
       " (5, 384))"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "road_vectors, road_vectors.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0326340d-c536-4d01-b56b-e15772d08e45",
   "metadata": {},
   "source": [
    "As mentioned earlier the output vector dimension is 384 for this model, so we should expect to see 5 vectors of length 384 dims.  \n",
    "Given that all of these vectors are of the same length we can compare them in vector space using a cosine simlarity function.  \n",
    "The sentence-transformer's `semantic_search` function allows us to compare a single text (or multiple) to multiple texts and ranks them based on distance in vector space.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "8cbfb5c3-40dc-45e6-98cd-85092fd15d2b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Score: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1.0</span> - I ran down the road\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Score: \u001b[1;36m1.0\u001b[0m - I ran down the road\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Score: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.905</span> - I ran down the street\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Score: \u001b[1;36m0.905\u001b[0m - I ran down the street\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Score: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.823</span> - I ran down the lane\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Score: \u001b[1;36m0.823\u001b[0m - I ran down the lane\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Score: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.805</span> - I ran down the avenue\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Score: \u001b[1;36m0.805\u001b[0m - I ran down the avenue\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Score: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.673</span> - I ran over to the house\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Score: \u001b[1;36m0.673\u001b[0m - I ran over to the house\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sentence_transformers.util import semantic_search\n",
    "\n",
    "# we need to reencode our texts here with pytorch tensors to work with the semantic_search function\n",
    "tensors = model.encode(road_sentences, convert_to_tensor=True)\n",
    "\n",
    "# we'll set our query to the first sentence\n",
    "query = model.encode(text1, convert_to_tensor=True)\n",
    "\n",
    "#compare our query with all of the other sentences, including itself (expect to see a cossim value of 1)\n",
    "results = semantic_search(query_embeddings=query, corpus_embeddings=tensors)[0]\n",
    "for result in results:\n",
    "    print(f'Score: {round(result[\"score\"],3)} - {road_sentences[result[\"corpus_id\"]]}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63378a76-695b-4c37-aa78-1579e1b32e0e",
   "metadata": {},
   "source": [
    "Here we can see that the word `road` is most semantically similar to itself, followed by the word `street`, followed by `lane`, and finally followed by `avenue`.  The final entry \"`I ran over to the house`\" is much further away in vector space, relatively, than the other sentences. As discussed in the course notes, embeddings measures the similarity between strings.  The next example shows how this concept of \"similarity\" is not always as intuitive as one might think."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "b6052111-03fa-4b7b-adca-fb61bab8c3f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Score: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.709</span> - Tom Bilyeu, not known outside of those who listen to the Impact THeory\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Score: \u001b[1;36m0.709\u001b[0m - Tom Bilyeu, not known outside of those who listen to the Impact THeory\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Score: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.671</span> - Tom Bilyeu is the host of Impact Theory and has helped millions achieve their dreams\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Score: \u001b[1;36m0.671\u001b[0m - Tom Bilyeu is the host of Impact Theory and has helped millions achieve their dreams\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Score: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.67</span> - Tom Bilyeu founded Quest Nutrition in <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2010</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Score: \u001b[1;36m0.67\u001b[0m - Tom Bilyeu founded Quest Nutrition in \u001b[1;36m2010\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Score: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.639</span> - Tom Bilyeu claims to have deadlifted <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">335</span> pounds on his show\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Score: \u001b[1;36m0.639\u001b[0m - Tom Bilyeu claims to have deadlifted \u001b[1;36m335\u001b[0m pounds on his show\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Score: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.248</span> - Tomcats are not neutered cats\n",
       "</pre>\n"
      ],
      "text/plain": [
       "Score: \u001b[1;36m0.248\u001b[0m - Tomcats are not neutered cats\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#define some semantically similar sentences \n",
    "passages = ['Tom Bilyeu is the host of Impact Theory and has helped millions achieve their dreams',\n",
    "            'Tom Bilyeu founded Quest Nutrition in 2010',\n",
    "            'Tom Bilyeu, not known outside of those who listen to the Impact THeory',\n",
    "            'Tom Bilyeu claims to have deadlifted 335 pounds on his show',\n",
    "            'Tomcats are not neutered cats']\n",
    "\n",
    "#we'll define a query that should be able to be answered by the passages\n",
    "query = \"Who is Tom Bilyeu\"\n",
    "\n",
    "tom_tensors = model.encode(passages, convert_to_tensor=True)\n",
    "tom_query = model.encode(query, convert_to_tensor=True)\n",
    "tom_results = semantic_search(query_embeddings=tom_query, corpus_embeddings=tom_tensors)\n",
    "for result in tom_results[0]:\n",
    "    print(f'Score: {round(result[\"score\"],3)} - {passages[result[\"corpus_id\"]]}')"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "gpuType": "T4",
   "include_colab_link": true,
   "provenance": []
  },
  "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": "3.10.13"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "02e3ac2512ea4f16bdc0272122a7f00e": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_e033d58df86542869527871016bdd75d",
      "placeholder": "​",
      "style": "IPY_MODEL_37a5f547d2b44df1973703ade0c4e008",
      "value": " 385/385 [00:00&lt;00:00, 23.4kB/s]"
     }
    },
    "05175dab13f84dc5ac6d8ca316051a88": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_e5c126c5c9a44b13a17d03b7427c77bb",
      "placeholder": "​",
      "style": "IPY_MODEL_82a0cce44529419ba3de6d3e1f51153b",
      "value": "Downloading (…)cial_tokens_map.json: 100%"
     }
    },
    "057639b1cdc34bf0bd0e4bd68d95f48f": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_c0da27495f014b85bd288a7b3fa231fc",
      "placeholder": "​",
      "style": "IPY_MODEL_7720bbe8b4204a5eb1efecb8d36c93f8",
      "value": " 38/38 [05:26&lt;00:00,  7.69s/it]"
     }
    },
    "05b238e54ffb4ee4a7990a6b248652cd": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "05f285604ea446be946b39fe382ece85": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_1a5f60d4fbce4730a3c0934d7de7b49f",
      "placeholder": "​",
      "style": "IPY_MODEL_088332abacb540c2868455a1ae0e09fe",
      "value": " 436M/436M [00:03&lt;00:00, 150MB/s]"
     }
    },
    "06a584c9ff004559ab8a5db256448399": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "088332abacb540c2868455a1ae0e09fe": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "0888f2e5fc04498fa581eedf3051aa82": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_bf74fb20efce4d2fab2d4eb415a66fe7",
      "placeholder": "​",
      "style": "IPY_MODEL_8cbb9e9132754c46b0166d0e4314fe6b",
      "value": "Downloading (…)okenizer_config.json: 100%"
     }
    },
    "0cb73953b18d4ea3893e59042b7dbf5f": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_5a091af7cd2d4415b981621091998a76",
       "IPY_MODEL_d53db0fd03104355ae5f3c58120a3baa",
       "IPY_MODEL_6dbfa72c76454c818af12205ad67b623"
      ],
      "layout": "IPY_MODEL_a0534bf376524c90873a1cf1ee552add"
     }
    },
    "0ceaf43066254ab7b828828a46ec56e2": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_b5223f146589403ab00d72b1438a13d5",
      "max": 711661,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_87e82c29b35c42cc8e15738f4980f0c9",
      "value": 711661
     }
    },
    "0cfdc25ba0a34f88b0332f429140498c": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "0d5d1759a0a04a98a4658769ca114307": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_f93fd4b993544824bf51851ff37858b8",
      "placeholder": "​",
      "style": "IPY_MODEL_a2d10b7c9dfd46b8801bad2fc2a97006",
      "value": "Downloading pytorch_model.bin: 100%"
     }
    },
    "10557c1a9aa745cca5495c3f23471bb8": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "10c8ce23f2e64a3a9b4e69ead57a10bf": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_b0bef584d0834c9eba0630986b812e5e",
       "IPY_MODEL_8ce0bfc484b7470bb380400a27f8344b",
       "IPY_MODEL_37593bbe37724c28880096260835f251"
      ],
      "layout": "IPY_MODEL_7773446bddd644b49e3bacfe99cc7457"
     }
    },
    "11e04febaf5843c884652cccc5fa37e3": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "1314deb8482a4b5b8aa47c4bc6545c26": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_161ab628e2204c388e958ba7c7aca6e7",
       "IPY_MODEL_4a15e92e38b04af78de8704519a49368",
       "IPY_MODEL_24ed7dcdc95344198d13b07fc781205d"
      ],
      "layout": "IPY_MODEL_b1353eff9def4ddfaea868e92be96d14"
     }
    },
    "1413e5b23f424586a1090ff0cff3e59a": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_14fbf03a69a54f11a1db7be3826e9180",
      "placeholder": "​",
      "style": "IPY_MODEL_f287d70628de4b6988635ff2cf53a868",
      "value": " 712k/712k [00:00&lt;00:00, 11.1MB/s]"
     }
    },
    "14977c3c04b045eca887ef240e6a6f57": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "14f4161002d94c85804ad71301a6e13a": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "14fbf03a69a54f11a1db7be3826e9180": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "152792ee77274ef2aefadae0864f22f4": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "161ab628e2204c388e958ba7c7aca6e7": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_cb3a73697b654246a503c38587c2677d",
      "placeholder": "​",
      "style": "IPY_MODEL_2fcabae001394a939e5b667092fe5831",
      "value": "Generating embeddings: 100%"
     }
    },
    "1a3d805616cc47f999bf11bdac8e2f5d": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "1a5f60d4fbce4730a3c0934d7de7b49f": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "1bee52a88297487091393ac350adcd07": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "1c1ec6fa794c4b5aa5bc62f6867a4c66": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "1cd5243f8c67417781694b259088a964": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "1d79f7d1d8bb45e1b5daae24b037f141": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_0888f2e5fc04498fa581eedf3051aa82",
       "IPY_MODEL_4226f046657347569c7a6f8a6dc09d05",
       "IPY_MODEL_200e23ced319424b8d40fd26de90e9c1"
      ],
      "layout": "IPY_MODEL_f4c436d7a2b14034b8dac9f3d49e633b"
     }
    },
    "1e80008be7c54732a63229b80dba3fef": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_bd1a079bc4914210bbc2ed421beae948",
      "placeholder": "​",
      "style": "IPY_MODEL_6aca5ed429704e509ed39265282b7048",
      "value": " 57.0/57.0 [00:00&lt;00:00, 3.30kB/s]"
     }
    },
    "1f28fdd6206b4cb7aca4793c531f7571": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "200e23ced319424b8d40fd26de90e9c1": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_84850674c9704176a2749f9497458fd0",
      "placeholder": "​",
      "style": "IPY_MODEL_cb486f06b8ee4b339ce91ed36940c5de",
      "value": " 314/314 [00:00&lt;00:00, 16.5kB/s]"
     }
    },
    "20e12536ef3843af95177ba7b36aed67": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "2104115c83574880971e72403447680b": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_37c1927caa3f43d084a840da8ab1c66f",
       "IPY_MODEL_4ede24baa55d4eeabb52b98f427d94dc",
       "IPY_MODEL_02e3ac2512ea4f16bdc0272122a7f00e"
      ],
      "layout": "IPY_MODEL_7e73f369598d432290c361954d8f75f6"
     }
    },
    "24ed7dcdc95344198d13b07fc781205d": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_c384d0adca014d3f81183f539e71e435",
      "placeholder": "​",
      "style": "IPY_MODEL_e1256a65cd9e4a288fccc259cc743253",
      "value": " 37007/37007 [06:44&lt;00:00, 88.33it/s]"
     }
    },
    "260705cd75a641788fff48300faead46": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "261e9760e7564308baac28328ba6b70f": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "29bda17e53124b27ad14ec79491d7cbc": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_8aacea9460ad4258a6469607090d3be0",
      "placeholder": "​",
      "style": "IPY_MODEL_866e4abad12344b2ae2fa3b2d567a3a8",
      "value": " 190/190 [00:00&lt;00:00, 15.8kB/s]"
     }
    },
    "29ded983a70041608bddba1bbfcae2de": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_cc658809c6a44e36b6d1abaf8762aad4",
      "placeholder": "​",
      "style": "IPY_MODEL_c222fb434886488a87fdbc56c876ca96",
      "value": "Downloading (…)10cbba8668/vocab.txt: 100%"
     }
    },
    "2b39ea99b2954de4800c2480beba33ff": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_d94fa22511fd4a029881478f55a77858",
       "IPY_MODEL_f88aadfd9d93408383a6283f19394420",
       "IPY_MODEL_1413e5b23f424586a1090ff0cff3e59a"
      ],
      "layout": "IPY_MODEL_11e04febaf5843c884652cccc5fa37e3"
     }
    },
    "2beee4dbecc1458ca4457c172e27dbce": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_7f51b37c0b0d48bcb945e6ec42995e1f",
      "placeholder": "​",
      "style": "IPY_MODEL_82fc885c4ca94070ab18cdedc6858536",
      "value": " 232k/232k [00:00&lt;00:00, 1.89MB/s]"
     }
    },
    "2f32030b8dfc44c3a02afe2740fa6456": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "2fcabae001394a939e5b667092fe5831": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "30152b044db04204aee48bc9ca4b48e7": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_c631aa8bf071447290aceb226e20816c",
      "placeholder": "​",
      "style": "IPY_MODEL_9d7d98f493df475d89801c8920da9cc4",
      "value": "Downloading (…)_Pooling/config.json: 100%"
     }
    },
    "317b039b21be442ab802292218d9ba59": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_0d5d1759a0a04a98a4658769ca114307",
       "IPY_MODEL_e75bfa9720734286a60c8bda0632c70e",
       "IPY_MODEL_d90a957a2d5944eabbf94c775d0f248d"
      ],
      "layout": "IPY_MODEL_698792d5c6924401937f1d7c1a11feaa"
     }
    },
    "31c57c02fb384d1688fc5dffbb954ff2": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "34112a9f03184fb1b1e1e38b79ec1ca3": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "37593bbe37724c28880096260835f251": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_ded0c0e26101484ba203d39283190704",
      "placeholder": "​",
      "style": "IPY_MODEL_e3a582a4b9b64962a84dca3659a79f38",
      "value": " 618/618 [00:00&lt;00:00, 51.0kB/s]"
     }
    },
    "37a5f547d2b44df1973703ade0c4e008": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "37c1927caa3f43d084a840da8ab1c66f": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_4967de5135404ff68a2df0e251133bce",
      "placeholder": "​",
      "style": "IPY_MODEL_9e3b0f72b66a48a6abb65ea4095cc21b",
      "value": "Downloading (…)bba8668/modules.json: 100%"
     }
    },
    "39a4e0bb90564f5d850755e4a1eff9b2": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_ddbc6040895043449e738c7f79099079",
      "max": 314,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_a4e3afb0f50e488482e5123e7adb1278",
      "value": 314
     }
    },
    "39c72ccfcd58479888c67b2bf46651ff": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "3c8bbdbad5634cd0acf6dcd1125ef86e": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "41182341d81b467d886f0993c40b5fed": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "4226f046657347569c7a6f8a6dc09d05": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_78c401f8b8844171befa4e63ce32fe48",
      "max": 314,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_740302073af949399e0860d52f677aa5",
      "value": 314
     }
    },
    "42562dd51504414080c05a474914e9c9": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_7ef24af86ec6488884df0b2e7799dbf5",
       "IPY_MODEL_39a4e0bb90564f5d850755e4a1eff9b2",
       "IPY_MODEL_76c682c852ca48db975196ecb51f8f37"
      ],
      "layout": "IPY_MODEL_c0fb52a580ec43af976481fcf7d63171"
     }
    },
    "453a926268f045d690012f6877a7d4b6": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "4967de5135404ff68a2df0e251133bce": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "4a15e92e38b04af78de8704519a49368": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_efb6361a38c845c286ad8eba12c50b74",
      "max": 37007,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_88923da877d04400baae8d3ca653b3d2",
      "value": 37007
     }
    },
    "4a30e0520ad74c7e8dc3b9ec921a9c55": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_6c5b7a82c66746b1a032a48d7dbe0139",
       "IPY_MODEL_dde71d32bbda4194bd3d537d7f0c82d2",
       "IPY_MODEL_ee7b63ee390f466ba58a07c49f1f5dfa"
      ],
      "layout": "IPY_MODEL_60d8ef56d9db4666a0ff70fb0dc6427f"
     }
    },
    "4c385c42004f4c94978eb765eff1d3fb": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "4dbf6771156a46d68b8ff9858fca3e1f": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_70be4a58270e4d2ba0031bf4e9a71551",
      "max": 190,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_eee1a7cfe25142d09185fc12c3463ac1",
      "value": 190
     }
    },
    "4ede24baa55d4eeabb52b98f427d94dc": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_8a8f0cca19de4d8aa5fc0955deb09f61",
      "max": 385,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_1c1ec6fa794c4b5aa5bc62f6867a4c66",
      "value": 385
     }
    },
    "4fcfd296844c44deb180ac451ce0502a": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_14f4161002d94c85804ad71301a6e13a",
      "max": 57,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_c1380ec994cf41fdaa486c593233f155",
      "value": 57
     }
    },
    "4fe1cd3958ee4832bbb93875ed94ab73": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "50ab8934a76043dc80a89e9062c5da96": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "536c4719de654ce497b922bfe2a686c3": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "55431ec0829d4b7a8e6600a6901d9f5a": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "5a091af7cd2d4415b981621091998a76": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_87f091826b0e4a5e858ac1c1f2adbb54",
      "placeholder": "​",
      "style": "IPY_MODEL_c7af725104e0491cb68d3a157efab39c",
      "value": "Downloading (…)10cbba8668/README.md: 100%"
     }
    },
    "5b285530927b4ad3afdd1f3e49e00818": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "5c36bf0100034c7eac5e773867a1ef5a": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "5cd04b18ebbc46ddb899dba136333c19": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_7249ba4bb2d5470dbc4c5d95995470ae",
       "IPY_MODEL_0ceaf43066254ab7b828828a46ec56e2",
       "IPY_MODEL_68fc2036f8b1483c88f9bf0dc260805d"
      ],
      "layout": "IPY_MODEL_05b238e54ffb4ee4a7990a6b248652cd"
     }
    },
    "5d0bb8c39a4840b090d1d497a93727bb": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "5f93c5d82f844feebeb25f4633b9cd05": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "60d8ef56d9db4666a0ff70fb0dc6427f": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "675464f70c93498bac7ea7420ae53dcc": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "68fc2036f8b1483c88f9bf0dc260805d": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_5b285530927b4ad3afdd1f3e49e00818",
      "placeholder": "​",
      "style": "IPY_MODEL_6b862a9dc84c48ab9a08d8d9412db91c",
      "value": " 712k/712k [00:00&lt;00:00, 27.9MB/s]"
     }
    },
    "6952bab2cc5c4d159845b32df12e2905": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "698792d5c6924401937f1d7c1a11feaa": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "6aca5ed429704e509ed39265282b7048": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "6b862a9dc84c48ab9a08d8d9412db91c": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "6ba2aaa2673747cea70a3e9c8298b485": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "6c5b7a82c66746b1a032a48d7dbe0139": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_1f28fdd6206b4cb7aca4793c531f7571",
      "placeholder": "​",
      "style": "IPY_MODEL_bfd7b626cd0d492ba80fe9e11722b9c3",
      "value": "Downloading (…)a8668/onnx/vocab.txt: 100%"
     }
    },
    "6c6916d2312d444788eae331caef0aed": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "6c7ebd00ec154e02b133fd3380b9a53d": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "6d9455b2800d412d82a7fdfbb4ec2b48": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_6ba2aaa2673747cea70a3e9c8298b485",
      "placeholder": "​",
      "style": "IPY_MODEL_ea02ad52e1634dabaf9eef904c810459",
      "value": "Downloading (…)668/onnx/config.json: 100%"
     }
    },
    "6dbfa72c76454c818af12205ad67b623": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_e7b16719bc9b499b9e9ef11eefa1fc58",
      "placeholder": "​",
      "style": "IPY_MODEL_96ffa08398ea48e790da7cfddb4b0fcb",
      "value": " 68.1k/68.1k [00:00&lt;00:00, 1.04MB/s]"
     }
    },
    "6e1412d212d54c669d2473cec2641ba4": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "7036541f6dc64550b2a1b54177d1f946": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "7053a1c4dc2946a0a20ac970192edc0b": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "70be4a58270e4d2ba0031bf4e9a71551": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "70c9b717614f494e9fc21f4a948adbc7": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "71f6146307df4abbbac4005583a5be25": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_39c72ccfcd58479888c67b2bf46651ff",
      "placeholder": "​",
      "style": "IPY_MODEL_dd55e11ba52b431eb4dfb94395e94fb7",
      "value": " 630/630 [00:00&lt;00:00, 14.8kB/s]"
     }
    },
    "7222e9e1176e44d5b49b766e688177ab": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "7249ba4bb2d5470dbc4c5d95995470ae": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_7acf147644954246bf5784587c9d148e",
      "placeholder": "​",
      "style": "IPY_MODEL_fd381bfbc568452f90dc3d016406c529",
      "value": "Downloading (…)/onnx/tokenizer.json: 100%"
     }
    },
    "740302073af949399e0860d52f677aa5": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "7546e838339e43cab0655dbaf26a8717": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "754c323899474236a5b78f5602af5f47": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "75d778e747934b07a75662d9cb45bdd5": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "76a2e809a3504ddd90f90206132f4542": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_1a3d805616cc47f999bf11bdac8e2f5d",
      "placeholder": "​",
      "style": "IPY_MODEL_7ded0801f5d24cc8a46dc9e51204fe25",
      "value": "Downloading (…)nce_bert_config.json: 100%"
     }
    },
    "76c682c852ca48db975196ecb51f8f37": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_ff916eeda04e46f4bf31d7f0c6138791",
      "placeholder": "​",
      "style": "IPY_MODEL_7b19034040804682b81653fa86818c0c",
      "value": " 314/314 [00:00&lt;00:00, 23.0kB/s]"
     }
    },
    "76fbd32d077543958dc3523536be2a38": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "7720bbe8b4204a5eb1efecb8d36c93f8": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "7773446bddd644b49e3bacfe99cc7457": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "78c401f8b8844171befa4e63ce32fe48": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "79958cca7dda4df185baca5cfc9b1700": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "7acf147644954246bf5784587c9d148e": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "7b19034040804682b81653fa86818c0c": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "7ded0801f5d24cc8a46dc9e51204fe25": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "7e2d320135904900a2e4d18d75101618": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "7e73f369598d432290c361954d8f75f6": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "7ef24af86ec6488884df0b2e7799dbf5": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_7546e838339e43cab0655dbaf26a8717",
      "placeholder": "​",
      "style": "IPY_MODEL_2f32030b8dfc44c3a02afe2740fa6456",
      "value": "Downloading (…)okenizer_config.json: 100%"
     }
    },
    "7f51b37c0b0d48bcb945e6ec42995e1f": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "82a0cce44529419ba3de6d3e1f51153b": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "82e22f3fca4d4ecba57908f5b6bb29ab": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "82eea2fb00a24eb3a149f86c344d9511": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_c46612b237c74716b1f4f58be4e7f5cb",
      "placeholder": "​",
      "style": "IPY_MODEL_20e12536ef3843af95177ba7b36aed67",
      "value": " 125/125 [00:00&lt;00:00, 10.2kB/s]"
     }
    },
    "82fc885c4ca94070ab18cdedc6858536": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "8313aa6a824c456fba82a0adf9af8116": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_b72668f271474e06878f85b2ce2e8aff",
       "IPY_MODEL_c6b38f14597943239a42ac08d61fc88b",
       "IPY_MODEL_057639b1cdc34bf0bd0e4bd68d95f48f"
      ],
      "layout": "IPY_MODEL_ee9a11f55f9d414fa6fd4ba96cff7ae1"
     }
    },
    "83854232b11f474e91a1bf1495be5739": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_4fe1cd3958ee4832bbb93875ed94ab73",
      "placeholder": "​",
      "style": "IPY_MODEL_10557c1a9aa745cca5495c3f23471bb8",
      "value": " 125/125 [00:00&lt;00:00, 3.06kB/s]"
     }
    },
    "84850674c9704176a2749f9497458fd0": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "86072e7494b1410fbfb69955dbca9a08": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "866e4abad12344b2ae2fa3b2d567a3a8": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "86a3fad3445b4ffb8f8d52d043574aa1": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "87e82c29b35c42cc8e15738f4980f0c9": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "87f091826b0e4a5e858ac1c1f2adbb54": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "88923da877d04400baae8d3ca653b3d2": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "8a8f0cca19de4d8aa5fc0955deb09f61": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "8aacea9460ad4258a6469607090d3be0": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "8bc457f00b20485e9dc618665cdeb0cf": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_3c8bbdbad5634cd0acf6dcd1125ef86e",
      "placeholder": "​",
      "style": "IPY_MODEL_7222e9e1176e44d5b49b766e688177ab",
      "value": " 219M/219M [00:01&lt;00:00, 209MB/s]"
     }
    },
    "8cbb9e9132754c46b0166d0e4314fe6b": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "8ce0bfc484b7470bb380400a27f8344b": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_6e1412d212d54c669d2473cec2641ba4",
      "max": 618,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_974cd8ebe02e43918ed3c208d8344bce",
      "value": 618
     }
    },
    "8dd3980e5505414d9efdfd0881fbb462": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_536c4719de654ce497b922bfe2a686c3",
      "placeholder": "​",
      "style": "IPY_MODEL_fc00756229974fddaf8dccd0266d0a78",
      "value": " 1.52k/1.52k [00:00&lt;00:00, 115kB/s]"
     }
    },
    "9529d12b74454ec0915a9518899a2df8": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_dbc7fe52ea564226a891cfbd2626f078",
      "placeholder": "​",
      "style": "IPY_MODEL_f62dc22864944ec0ba46b1269cdf86d3",
      "value": "Downloading model.safetensors: 100%"
     }
    },
    "96ffa08398ea48e790da7cfddb4b0fcb": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "974cd8ebe02e43918ed3c208d8344bce": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "98ea0a85969c49efa4a56d24f3757714": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "9b2bfdeb9a41423e83aa127a8e2d2449": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_efa350e7075f40c2925c8dee98baaf58",
      "max": 125,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_70c9b717614f494e9fc21f4a948adbc7",
      "value": 125
     }
    },
    "9d7d98f493df475d89801c8920da9cc4": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "9df20bb4c1ed458a94672780d5387c4f": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "9e3b0f72b66a48a6abb65ea4095cc21b": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "a0534bf376524c90873a1cf1ee552add": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "a229299c628e4d7c9cd58411773b916f": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_76a2e809a3504ddd90f90206132f4542",
       "IPY_MODEL_4fcfd296844c44deb180ac451ce0502a",
       "IPY_MODEL_1e80008be7c54732a63229b80dba3fef"
      ],
      "layout": "IPY_MODEL_79958cca7dda4df185baca5cfc9b1700"
     }
    },
    "a2d10b7c9dfd46b8801bad2fc2a97006": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "a4e3afb0f50e488482e5123e7adb1278": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "a5127074928e47d4af5dd3019ef07d7c": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_7036541f6dc64550b2a1b54177d1f946",
      "max": 435811516,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_152792ee77274ef2aefadae0864f22f4",
      "value": 435811516
     }
    },
    "a605b08fea4e4d04b75acf608c5cf71f": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_bacf877c46c5462da792465f55c723ad",
      "max": 231508,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_c1429fd7d5b7470ab1a6aed12ad5bfa9",
      "value": 231508
     }
    },
    "a89b88c1f0714a619d97b8ef681fb5b3": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "ae8b8044c7054c12a53111b35a74d1f4": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "b0bef584d0834c9eba0630986b812e5e": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_453a926268f045d690012f6877a7d4b6",
      "placeholder": "​",
      "style": "IPY_MODEL_675464f70c93498bac7ea7420ae53dcc",
      "value": "Downloading (…)cbba8668/config.json: 100%"
     }
    },
    "b1353eff9def4ddfaea868e92be96d14": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "b5223f146589403ab00d72b1438a13d5": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "b72668f271474e06878f85b2ce2e8aff": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_7053a1c4dc2946a0a20ac970192edc0b",
      "placeholder": "​",
      "style": "IPY_MODEL_e3101cd797524dc38e00f7714b2afa9e",
      "value": "100%"
     }
    },
    "bacf877c46c5462da792465f55c723ad": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "bc455af1d35749b283f52c9b1f1d066a": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_05175dab13f84dc5ac6d8ca316051a88",
       "IPY_MODEL_bdae52b1ca134344a060dec214d94ace",
       "IPY_MODEL_83854232b11f474e91a1bf1495be5739"
      ],
      "layout": "IPY_MODEL_4c385c42004f4c94978eb765eff1d3fb"
     }
    },
    "bd1a079bc4914210bbc2ed421beae948": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "bd834652811b44fca5a65d70c748b096": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_5c36bf0100034c7eac5e773867a1ef5a",
      "max": 630,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_5f93c5d82f844feebeb25f4633b9cd05",
      "value": 630
     }
    },
    "bdae52b1ca134344a060dec214d94ace": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_ed6bb3e4690e4c3282d739223cf397ba",
      "max": 125,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_1bee52a88297487091393ac350adcd07",
      "value": 125
     }
    },
    "bf74fb20efce4d2fab2d4eb415a66fe7": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "bfd7b626cd0d492ba80fe9e11722b9c3": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "c0da27495f014b85bd288a7b3fa231fc": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "c0fb52a580ec43af976481fcf7d63171": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "c1380ec994cf41fdaa486c593233f155": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "c1429fd7d5b7470ab1a6aed12ad5bfa9": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "c222fb434886488a87fdbc56c876ca96": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "c2657884c53249ce83561303248c8e45": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "c384d0adca014d3f81183f539e71e435": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "c3aa13d5166c4cd4ad53608eac33cb03": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_30152b044db04204aee48bc9ca4b48e7",
       "IPY_MODEL_4dbf6771156a46d68b8ff9858fca3e1f",
       "IPY_MODEL_29bda17e53124b27ad14ec79491d7cbc"
      ],
      "layout": "IPY_MODEL_50ab8934a76043dc80a89e9062c5da96"
     }
    },
    "c46612b237c74716b1f4f58be4e7f5cb": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "c4e0df681a9546338f21952c006b7098": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_ef3f6c5113204ad9bab7e2d305bc6ad8",
      "max": 218990904,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_7e2d320135904900a2e4d18d75101618",
      "value": 218990904
     }
    },
    "c631aa8bf071447290aceb226e20816c": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "c6b38f14597943239a42ac08d61fc88b": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_1cd5243f8c67417781694b259088a964",
      "max": 38,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_98ea0a85969c49efa4a56d24f3757714",
      "value": 38
     }
    },
    "c7af725104e0491cb68d3a157efab39c": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "c8b19e2600924944ac56f6f8df57ca7e": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_ef5b5ce4eb2c437e95df5460f3904914",
       "IPY_MODEL_9b2bfdeb9a41423e83aa127a8e2d2449",
       "IPY_MODEL_82eea2fb00a24eb3a149f86c344d9511"
      ],
      "layout": "IPY_MODEL_261e9760e7564308baac28328ba6b70f"
     }
    },
    "cb3a73697b654246a503c38587c2677d": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "cb486f06b8ee4b339ce91ed36940c5de": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "cc658809c6a44e36b6d1abaf8762aad4": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "ce32598a71b041d5ac2b5fa855b89a2b": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_9529d12b74454ec0915a9518899a2df8",
       "IPY_MODEL_c4e0df681a9546338f21952c006b7098",
       "IPY_MODEL_8bc457f00b20485e9dc618665cdeb0cf"
      ],
      "layout": "IPY_MODEL_34112a9f03184fb1b1e1e38b79ec1ca3"
     }
    },
    "ce693686cc5d4841a4e4bf68840a513d": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "d53db0fd03104355ae5f3c58120a3baa": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_d89f49c36ae64da486e2f03ec6108ed2",
      "max": 68118,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_76fbd32d077543958dc3523536be2a38",
      "value": 68118
     }
    },
    "d89f49c36ae64da486e2f03ec6108ed2": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "d90a957a2d5944eabbf94c775d0f248d": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_5d0bb8c39a4840b090d1d497a93727bb",
      "placeholder": "​",
      "style": "IPY_MODEL_41182341d81b467d886f0993c40b5fed",
      "value": " 219M/219M [00:00&lt;00:00, 249MB/s]"
     }
    },
    "d94fa22511fd4a029881478f55a77858": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_75d778e747934b07a75662d9cb45bdd5",
      "placeholder": "​",
      "style": "IPY_MODEL_31c57c02fb384d1688fc5dffbb954ff2",
      "value": "Downloading (…)a8668/tokenizer.json: 100%"
     }
    },
    "d998e81457a2483892051bdf5882cc9e": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_754c323899474236a5b78f5602af5f47",
      "max": 1519,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_6952bab2cc5c4d159845b32df12e2905",
      "value": 1519
     }
    },
    "dbc7fe52ea564226a891cfbd2626f078": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "dbe9ac2fe22e45cd805b4bae1dea6653": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_eafde9880b344231940c62f6ac7c4ba4",
       "IPY_MODEL_a5127074928e47d4af5dd3019ef07d7c",
       "IPY_MODEL_05f285604ea446be946b39fe382ece85"
      ],
      "layout": "IPY_MODEL_6c7ebd00ec154e02b133fd3380b9a53d"
     }
    },
    "dd55e11ba52b431eb4dfb94395e94fb7": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "ddbc6040895043449e738c7f79099079": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "dde71d32bbda4194bd3d537d7f0c82d2": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_ce693686cc5d4841a4e4bf68840a513d",
      "max": 231508,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_eedbab0b44cc4e37b00456e798b3e41c",
      "value": 231508
     }
    },
    "ded0c0e26101484ba203d39283190704": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "e033d58df86542869527871016bdd75d": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "e1256a65cd9e4a288fccc259cc743253": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "e2ad652720584fc4ae63527ca2f7729e": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_e7534e851dbc40b9a60ccc24d7ae2eaa",
       "IPY_MODEL_d998e81457a2483892051bdf5882cc9e",
       "IPY_MODEL_8dd3980e5505414d9efdfd0881fbb462"
      ],
      "layout": "IPY_MODEL_c2657884c53249ce83561303248c8e45"
     }
    },
    "e3101cd797524dc38e00f7714b2afa9e": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "e3a582a4b9b64962a84dca3659a79f38": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "e5c126c5c9a44b13a17d03b7427c77bb": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "e6547d3c9fed43c186f37a4634ede0eb": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "e7534e851dbc40b9a60ccc24d7ae2eaa": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_a89b88c1f0714a619d97b8ef681fb5b3",
      "placeholder": "​",
      "style": "IPY_MODEL_9df20bb4c1ed458a94672780d5387c4f",
      "value": "Downloading (…)a8668/.gitattributes: 100%"
     }
    },
    "e75bfa9720734286a60c8bda0632c70e": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_86a3fad3445b4ffb8f8d52d043574aa1",
      "max": 218995711,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_ae8b8044c7054c12a53111b35a74d1f4",
      "value": 218995711
     }
    },
    "e7b16719bc9b499b9e9ef11eefa1fc58": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "e7b70708bfb34e30a44e7d19fe013583": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_6d9455b2800d412d82a7fdfbb4ec2b48",
       "IPY_MODEL_bd834652811b44fca5a65d70c748b096",
       "IPY_MODEL_71f6146307df4abbbac4005583a5be25"
      ],
      "layout": "IPY_MODEL_82e22f3fca4d4ecba57908f5b6bb29ab"
     }
    },
    "ea02ad52e1634dabaf9eef904c810459": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "eafde9880b344231940c62f6ac7c4ba4": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_260705cd75a641788fff48300faead46",
      "placeholder": "​",
      "style": "IPY_MODEL_e6547d3c9fed43c186f37a4634ede0eb",
      "value": "Downloading model.onnx: 100%"
     }
    },
    "ec239c6304ef4775bf891289b0ab3027": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "ed6bb3e4690e4c3282d739223cf397ba": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "ee7b63ee390f466ba58a07c49f1f5dfa": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_0cfdc25ba0a34f88b0332f429140498c",
      "placeholder": "​",
      "style": "IPY_MODEL_86072e7494b1410fbfb69955dbca9a08",
      "value": " 232k/232k [00:00&lt;00:00, 3.75MB/s]"
     }
    },
    "ee9a11f55f9d414fa6fd4ba96cff7ae1": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "eedbab0b44cc4e37b00456e798b3e41c": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "eee1a7cfe25142d09185fc12c3463ac1": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "ef3f6c5113204ad9bab7e2d305bc6ad8": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "ef5b5ce4eb2c437e95df5460f3904914": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_55431ec0829d4b7a8e6600a6901d9f5a",
      "placeholder": "​",
      "style": "IPY_MODEL_ec239c6304ef4775bf891289b0ab3027",
      "value": "Downloading (…)cial_tokens_map.json: 100%"
     }
    },
    "efa350e7075f40c2925c8dee98baaf58": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "efb6361a38c845c286ad8eba12c50b74": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "f0f66f96de1c4365b62d2e01e822261c": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_29ded983a70041608bddba1bbfcae2de",
       "IPY_MODEL_a605b08fea4e4d04b75acf608c5cf71f",
       "IPY_MODEL_2beee4dbecc1458ca4457c172e27dbce"
      ],
      "layout": "IPY_MODEL_14977c3c04b045eca887ef240e6a6f57"
     }
    },
    "f287d70628de4b6988635ff2cf53a868": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "f4c436d7a2b14034b8dac9f3d49e633b": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "f62dc22864944ec0ba46b1269cdf86d3": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "f88aadfd9d93408383a6283f19394420": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "success",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_06a584c9ff004559ab8a5db256448399",
      "max": 711661,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_6c6916d2312d444788eae331caef0aed",
      "value": 711661
     }
    },
    "f93fd4b993544824bf51851ff37858b8": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "fc00756229974fddaf8dccd0266d0a78": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "fd381bfbc568452f90dc3d016406c529": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "ff916eeda04e46f4bf31d7f0c6138791": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}