From 869eaddfcd58ba31832f6ea26343d7419bf6f3be Mon Sep 17 00:00:00 2001 From: Vlad Adumitracesei Date: Mon, 30 Sep 2024 18:27:19 +0300 Subject: [PATCH 1/4] uploaded src code for Data extraction from Social Media posts using LLM's --- .../.dockerignore | 26 + .../.env.exmaple | 4 + .../.gitignore | 124 + .../Makefile | 53 + .../README.md | 50 + .../docker-compose.yml | 16 + .../poetry.lock | 1944 + .../pyproject.toml | 23 + .../requirements.txt | 9 + .../src/__init__.py} | 0 .../src/config.py | 29 + .../src/crawler.py | 38 + .../src/db.py | 30 + .../src/llm.py | 13 + .../src/main.py | 11 + .../src/report_generator.py | 137 + .../src/schemas.py | 18 + .../src/templates.py | 24 + .../Diffusion_Model_Training_Gradio.ipynb | 50174 +++++++-------- .../Diffusion_Model_Training_Wandb.ipynb | 50306 ++++++++-------- 20 files changed, 52789 insertions(+), 50240 deletions(-) create mode 100644 articles/generative_ai/data_extraction_from_social_media_posts_using_llms/.dockerignore create mode 100644 articles/generative_ai/data_extraction_from_social_media_posts_using_llms/.env.exmaple create mode 100644 articles/generative_ai/data_extraction_from_social_media_posts_using_llms/.gitignore create mode 100644 articles/generative_ai/data_extraction_from_social_media_posts_using_llms/Makefile create mode 100644 articles/generative_ai/data_extraction_from_social_media_posts_using_llms/README.md create mode 100644 articles/generative_ai/data_extraction_from_social_media_posts_using_llms/docker-compose.yml create mode 100644 articles/generative_ai/data_extraction_from_social_media_posts_using_llms/poetry.lock create mode 100644 articles/generative_ai/data_extraction_from_social_media_posts_using_llms/pyproject.toml create mode 100644 articles/generative_ai/data_extraction_from_social_media_posts_using_llms/requirements.txt rename articles/generative_ai/{empty => data_extraction_from_social_media_posts_using_llms/src/__init__.py} (100%) create mode 100644 articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/config.py create mode 100644 articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/crawler.py create mode 100644 articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/db.py create mode 100644 articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/llm.py create mode 100644 articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/main.py create mode 100644 articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/report_generator.py create mode 100644 articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/schemas.py create mode 100644 articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/templates.py diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/.dockerignore b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/.dockerignore new file mode 100644 index 0000000..71837f9 --- /dev/null +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/.dockerignore @@ -0,0 +1,26 @@ +# Compiled Python bytecode +__pycache__/ +*.pyc +*.pyo +*.pyd + +# AWS SAM +events/ + +# Git +.git +.gitignore + +# C extensions +*.so + +# CI +.gitlab-ci.yml + +# Docker +docker-compose.yml + +*.md +*.bak +*.log +*.example diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/.env.exmaple b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/.env.exmaple new file mode 100644 index 0000000..b287e48 --- /dev/null +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/.env.exmaple @@ -0,0 +1,4 @@ +OPENAI_API_KEY= + +MONGO_USER= +MONGO_PASSWORD= \ No newline at end of file diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/.gitignore b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/.gitignore new file mode 100644 index 0000000..ae87590 --- /dev/null +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/.gitignore @@ -0,0 +1,124 @@ +### AWS SAM ### +.aws-sam/ +packaged.yaml + +# Compiled Python bytecode +__pycache__/ +*.pyc +*$py.class +.project +.pydevproject +.settings +*.bak +*.pid +*.pylint +.cache/ + +# C extensions +*.so + +*.pdf +*.jpg +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST +tmp/ + +# JetBrains IDE +.idea/ + +# VisualStudioCode +.vscode/ +!.vscode/settings.json +!.vscode/tasks.json +!.vscode/launch.json +!.vscode/extensions.json +.history + +# Windows +Thumbs.db +ehthumbs.db +ehthumbs_vista.db +*.cab +*.msi +*.msm +*.msp + +# Folder config file +Desktop.ini + +# Recycle Bin used on file shares +$RECYCLE.BIN/ + +# Windows shortcuts +*.lnk + +# Build folder +*/build/* + +# MacOS +.DS_Store +DS_Store + +# Log files +*.log + +# Unit bert_test / coverage reports +ocr/document/ocr_results +temporary_files/ +coverage/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +.hypothesis/ +ocr/.pytest_cache/ +.pytest_cache/ + +# Environments +ocr/.env +.venv +env/ +venv/ +.python-version +settings_local.py +settings_local_*.py + +# Sphinx documentation +docs/_build/ +docs/ + +# mypy +.mypy_cache/ + +# Jupyter Notebook +.ipynb_checkpoints + +*.pem +.env +config.yaml + +/documents +/summary_index + +credentials.json +token.json \ No newline at end of file diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/Makefile b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/Makefile new file mode 100644 index 0000000..0803717 --- /dev/null +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/Makefile @@ -0,0 +1,53 @@ +# Makefile for Instagram Crawler Application + +# Variables +PYTHON = python3 +POETRY = poetry +DOCKER_COMPOSE = docker-compose + +# Phony targets +.PHONY: all setup run clean stop + +# Default target +all: setup run + +# Setup the environment +setup: + @echo "Setting up the environment..." + $(POETRY) install + @echo "Environment setup complete." + +# Run the MongoDB container +start-db: + @echo "Starting MongoDB container..." + $(DOCKER_COMPOSE) up -d mongodb + @echo "MongoDB container started." + +# Run the main application +run: start-db + @echo "Running the Instagram Crawler application..." + $(POETRY) run python -m src.main + @echo "Application run complete." + +# Stop the MongoDB container +stop: + @echo "Stopping MongoDB container..." + $(DOCKER_COMPOSE) down + @echo "MongoDB container stopped." + +# Clean up +clean: stop + @echo "Cleaning up..." + rm -f *.xlsx *.csv + @echo "Cleanup complete." + +# Help target +help: + @echo "Available targets:" + @echo " setup - Install required Python packages using Poetry" + @echo " start-db - Start the MongoDB container" + @echo " run - Run the Instagram Crawler application" + @echo " stop - Stop the MongoDB container" + @echo " clean - Stop containers and remove generated Excel/CSV files" + @echo " all - Setup environment and run the application (default)" + @echo " help - Display this help message" \ No newline at end of file diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/README.md b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/README.md new file mode 100644 index 0000000..d8f2461 --- /dev/null +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/README.md @@ -0,0 +1,50 @@ +# Data extraction from Social Media posts using LLM's + +This course covers the implementation of an application, capable of extracting social media posts from instagram profiles +and creating a weekly report based on them, using the power of LLM's. + +![Thumbnail Image]() + +## Table of Contents + +- [Articles](#article) +- [Dependencies](#dependencies) +- [Install](#install) +- [Usage](#usage) +- [License](#license) + + +------ + +## Article + +To fully grasp the code, check out our articles ↓ + +[Full Article](https://medium.com/p/6ebe0e2cdeb1/edit) + +## Dependencies + +- [Python (version 3.11)](https://www.python.org/downloads/) +- [Poetry (version 1.6.1)](https://python-poetry.org/) +- [GNU Make (version 3.81)](https://www.gnu.org/software/make/) +- [Docker (version 24.0.7)](https://www.docker.com/) + +## Install + +As we use Make and Poetry to manage the project, to install the project, you have to run the following: +```shell +make setup +``` + + +## Usage + +To start the hole process you have to run the following: + +```shell +make run +``` + +## License + +This article is an open-source project released under the MIT license. Thus, as long you distribute our LICENSE and acknowledge our work, you can safely clone or fork this project and use it as a source of inspiration for whatever you want (e.g., work, university projects, college degree projects, etc.). diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/docker-compose.yml b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/docker-compose.yml new file mode 100644 index 0000000..8bad27f --- /dev/null +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/docker-compose.yml @@ -0,0 +1,16 @@ +version: '3.8' + +services: + mongodb: + image: mongo:latest + container_name: mongo_db + ports: + - "27017:27017" + volumes: + - mongo-data:/data/db + environment: + MONGO_INITDB_ROOT_USERNAME: ${MONGO_USER} + MONGO_INITDB_ROOT_PASSWORD: ${MONGO_PASSWORD} + +volumes: + mongo-data: \ No newline at end of file diff --git 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b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/pyproject.toml @@ -0,0 +1,23 @@ +[tool.poetry] +name = "data extraction from social media posts using LLM's" +version = "0.1.0" +description = "" +authors = ["Vlad Adumitracesei "] +readme = "README.md" + +[tool.poetry.dependencies] +python = ">=3.11, <4.0" +instaloader = "^4.13.1" +pymongo = "^4.9.1" +pydantic = "^2.9.2" +langchain = "^0.3.1" +pandas = "^2.2.3" +openai = "^1.50.0" +langchain-openai = "^0.2.1" +pydantic-settings = "^2.5.2" +openpyxl = "^3.1.5" + + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/requirements.txt b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/requirements.txt new file mode 100644 index 0000000..1a4d919 --- /dev/null +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/requirements.txt @@ -0,0 +1,9 @@ +instaloader +pymongo +pydantic +pydantic-settings +langchain +langchain-openai +openai +pandas +python-dateutil \ No newline at end of file diff --git a/articles/generative_ai/empty b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/__init__.py similarity index 100% rename from articles/generative_ai/empty rename to articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/__init__.py diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/config.py b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/config.py new file mode 100644 index 0000000..144fa9a --- /dev/null +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/config.py @@ -0,0 +1,29 @@ +from pydantic_settings import BaseSettings, SettingsConfigDict + + +class Settings(BaseSettings): + model_config = SettingsConfigDict(env_file='../.env', env_file_encoding='utf-8', extra='ignore') + + # OPENAI + OPENAI_API_KEY: str + OPENAI_MODEl: str = "gpt-4o-mini" + + # DB + MONGO_HOST: str = 'localhost' + MONGO_PORT: int = 27017 + MONGO_USER: str = None + MONGO_PASSWORD: str = None + MONGO_DATABASE: str = 'restaurants' + MONGO_URI: str = f"mongodb://{MONGO_USER}:{MONGO_PASSWORD}@{MONGO_HOST}:{MONGO_PORT}/{MONGO_DATABASE}" + + # PROFILES TO CRAWL + PROFILES_TO_SCRAP: dict = { + "KFC": {"page_name": "kfc", "city": "Salt Lake"}, + "MC": {"page_name": "mcdonalds", "city": "San Bernardino"}, + "In-N-Out Burger": {"page_name": "innout", "city": "Baldwin Park"}, + "Taco Bell": {"page_name": "tacobell", "city": "Downey"}, + "Wendy's": {"page_name": "wendys", "city": "Columbus"}, + } + + +settings = Settings() diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/crawler.py b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/crawler.py new file mode 100644 index 0000000..6d657e9 --- /dev/null +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/crawler.py @@ -0,0 +1,38 @@ +import instaloader + +from itertools import takewhile, dropwhile +from typing import List, Dict, Any +from datetime import datetime, timedelta + + +class InstagramCrawler: + def __init__(self): + self.loader = instaloader.Instaloader() + self._until = datetime.now() + self._since = self._until - timedelta(days=7) + + def crawl(self, page_name) -> List[Dict[str, str | Any]]: + profile = instaloader.Profile.from_username(self.loader.context, page_name) + posts = takewhile(lambda p: p.date > self._since, + dropwhile(lambda p: p.date > self._until, profile.get_posts())) + + return [ + {'content': post.caption, 'date': post.date, 'link': f"https://www.instagram.com/{page_name}"} + for post in posts + ] + + def get_posts(self, profiles_to_scrap: Dict[str, Dict[str, str]]) -> List[Dict[str, Any]]: + all_posts = [] + for restaurant_name, profile_info in profiles_to_scrap.items(): + try: + posts = self.crawl(profile_info['page_name']) + for post in posts: + post['restaurant_name'] = restaurant_name + post['city'] = profile_info['city'] + all_posts.append(post) + print(f"Scraped {len(posts)} posts for {restaurant_name}") + except Exception as e: + print(f"Error scraping {restaurant_name}: {str(e)}") + return all_posts + + diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/db.py b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/db.py new file mode 100644 index 0000000..5174921 --- /dev/null +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/db.py @@ -0,0 +1,30 @@ +from pymongo.errors import ConnectionFailure +from pymongo import MongoClient +from articles.generative_ai.data_extraction_from_social_media_posts_using_llms.src.config import settings + + +class DatabaseConnection: + _client: MongoClient = None + + @classmethod + def connect(cls): + if cls._client is None: + try: + cls._client = MongoClient(f"mongodb://{settings.MONGO_USER}:{settings.MONGO_PASSWORD}@{settings.MONGO_HOST}:{settings.MONGO_PORT}") + except ConnectionFailure as exc: + print(f'Exception while connecting to database: {exc}') + raise + + @classmethod + def get_database(cls, name: str): + if cls._client is None: + cls.connect() + return cls._client[name] + + @classmethod + def close(cls): + if cls._client is not None: + cls._client.close() + + +database = DatabaseConnection.get_database(settings.MONGO_DATABASE) diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/llm.py b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/llm.py new file mode 100644 index 0000000..092b1ea --- /dev/null +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/llm.py @@ -0,0 +1,13 @@ +from langchain.chains.llm import LLMChain +from langchain_core.prompts import PromptTemplate + + +def get_chain(llm, template: str, input_variables=None, verbose=True, output_key=""): + return LLMChain( + llm=llm, + prompt=PromptTemplate( + input_variables=input_variables, template=template, verbose=verbose + ), + output_key=output_key, + verbose=verbose, + ) diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/main.py b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/main.py new file mode 100644 index 0000000..c5e8459 --- /dev/null +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/main.py @@ -0,0 +1,11 @@ +from articles.generative_ai.data_extraction_from_social_media_posts_using_llms.src.report_generator import ReportGenerator + + +def main(): + report_generator = ReportGenerator() + report_filename = report_generator.generate_report() + print(f"Report generated: {report_filename}") + + +if __name__ == "__main__": + main() diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/report_generator.py b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/report_generator.py new file mode 100644 index 0000000..ef4a853 --- /dev/null +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/report_generator.py @@ -0,0 +1,137 @@ +import datetime +import io +import json + +import pandas as pd + +from typing import List, Dict, Any +from langchain_core.output_parsers import PydanticOutputParser +from langchain_openai import ChatOpenAI + +from articles.generative_ai.data_extraction_from_social_media_posts_using_llms.src.config import settings +from articles.generative_ai.data_extraction_from_social_media_posts_using_llms.src.crawler import InstagramCrawler +from articles.generative_ai.data_extraction_from_social_media_posts_using_llms.src.db import database +from articles.generative_ai.data_extraction_from_social_media_posts_using_llms.src.llm import get_chain +from schemas import ReportProfiles +from templates import PROFILES_REPORT_TEMPLATE, PROFILES_TEMPLATE_REFINE + + +class ReportGenerator: + def __init__(self): + self.crawler = InstagramCrawler() + self.database = database + self.llm = ChatOpenAI(model_name=settings.OPENAI_MODEl, api_key=settings.OPENAI_API_KEY) + + def crawl_and_store_posts(self): + posts = self.crawler.get_posts(settings.PROFILES_TO_SCRAP) + posts_collection = self.database['instagram_posts'] + for post in posts: + posts_collection.update_one( + {'link': post['link']}, + {'$set': post}, + upsert=True + ) + return len(posts) + + def get_posts_from_db(self) -> List[Dict[str, Any]]: + posts_collection = self.database['instagram_posts'] + end_date = datetime.datetime.now() + start_date = end_date - datetime.timedelta(days=7) + return list(posts_collection.find({ + 'date': {'$gte': start_date, '$lte': end_date} + })) + + @staticmethod + def get_posts_text(posts: List[Dict[str, Any]]) -> List[str]: + unique_posts = set() + for post in posts: + post_text = post.get("content", "") + page_text = post.get("restaurant_name", "") + link_text = post.get("link", "") + city_text = post.get("city", "") + + if post_text: + unique_posts.add(f"{post_text} | {page_text} | {link_text} | {city_text}\n") + + return list(unique_posts) + + def create_report(self, posts: List[str]) -> str: + chain_1 = get_chain( + self.llm, + PROFILES_REPORT_TEMPLATE, + input_variables=["input_var"], + output_key="report", + ) + + result_1 = chain_1.invoke({"input_var": posts}) + report = result_1["report"] + + output_parser = PydanticOutputParser(pydantic_object=ReportProfiles) + format_output = {"format_instructions": output_parser.get_format_instructions()} + + chain_2 = get_chain( + self.llm, + PROFILES_TEMPLATE_REFINE, + input_variables=["raport", "format_instructions"], + output_key="formatted_report", + ) + + result_2 = chain_2.invoke({"raport": report, "format_instructions": format_output}) + + return result_2["formatted_report"] + + @staticmethod + def create_excel_file(data: Dict[str, Any]): + rows = [] + excel_filename = f"Profiles_report_{datetime.datetime.now().strftime('%Y-%m-%d')}.xlsx" + + report_name = data.get("name", "Unknown Report") + for field in data.get("fields", []): + field_name = field.get("name", "Unknown Field") + for key in field.get("keys", []): + rows.append({ + "Type of Report": report_name, + "Type of Information": field_name, + "Source": key.get("name", "no name"), + "Information": key.get("information", "no information"), + "Link": key.get("link", "no link"), + "City": key.get("city", "no city"), + }) + + df = pd.DataFrame(rows) + buffer = io.BytesIO() + df.to_excel(buffer, index=False) + buffer.seek(0) + + return buffer, excel_filename + + def generate_report(self): + # Step 1: Crawl and store Instagram posts + posts_count = self.crawl_and_store_posts() + print(f"Crawled and stored {posts_count} posts.") + + # Step 2: Retrieve posts from the database + db_posts = self.get_posts_from_db() + print(f"Retrieved {len(db_posts)} posts from the database.") + + # Step 3: Process posts and create report + posts_text = self.get_posts_text(db_posts) + report_data_str = self.create_report(posts_text) + print(f"Generated report from posts: {report_data_str}") + + # Parse the JSON string + try: + report_data = json.loads(report_data_str) + except json.JSONDecodeError: + print("Error: Unable to parse the report data as JSON.") + return None + + # Step 4: Create Excel file + excel_buffer, excel_filename = self.create_excel_file(report_data) + + # Step 5: Save Excel file + with open(excel_filename, 'wb') as f: + f.write(excel_buffer.getvalue()) + + print(f"Excel file '{excel_filename}' has been created successfully.") + return excel_filename diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/schemas.py b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/schemas.py new file mode 100644 index 0000000..eb962cb --- /dev/null +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/schemas.py @@ -0,0 +1,18 @@ +from pydantic import BaseModel, Field + + +class InformationProfiles(BaseModel): + name: str = Field(description='Name of the page from where the information was extracted') + information: str = Field(description='Information extracted for the specified key.') + link: str = Field(description='Link of the post from where the information was extracted.') + city: str = Field(description='City of the restaurant.') + + +class FieldProfiles(BaseModel): + name: str = Field(description='Name of the key. Available options are: Giveaways, Deals and Discounts, Events.') + keys: list[InformationProfiles] = Field(description='List of restaurants and the information given about them.') + + +class ReportProfiles(BaseModel): + name: str = Field(description='Name of the report: REPORT RESTAURANTS NEWS') + fields: list[FieldProfiles] = Field(description='List of all relevant keys for this report.') diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/templates.py b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/templates.py new file mode 100644 index 0000000..7da2533 --- /dev/null +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/templates.py @@ -0,0 +1,24 @@ +PROFILES_REPORT_TEMPLATE = ( + "You're a Restaurnat specialist. Analyze social media posts from various restaurant pages and create a concise report extracting the following information:\n" + "1. Giveaways\n" + "2. Events (including dates)\n" + "3. Deals and discounts (e.g., price reductions, 1+1 offers)\n" + "4. New menu items\n" + "For each item, include:\n" + "- Restaurant page name" + "- Post link" + "- Restaurant location (city)\n" + "Only include information from the provided posts that fits these categories. Avoid descriptive posts about dishes unless they mention specific offers or discounts.\n" + "Posts to analyze: {input_var}" + +) + +PROFILES_TEMPLATE_REFINE = ( + "You're a restaurant specialist who has generated a report on various restaurant social media posts.\n" + "Previous report: {raport}\n" + "This report needs to be more concise and follow a predefined structure:\n" + "1. Analyze your previous report.\n" + "2. Adapt the report to the following structure: {format_instructions}\n" + "If there's no relevant information for a key, leave it as an empty list\n." + "Your response should only contain the specified structure, without ```json ``` tags." +) diff --git a/articles/machine_learning_engineering/experimental_trackers_efficiency_gradio_vs_wandb_training_diffusion_models/Diffusion_Model_Training_Gradio.ipynb b/articles/machine_learning_engineering/experimental_trackers_efficiency_gradio_vs_wandb_training_diffusion_models/Diffusion_Model_Training_Gradio.ipynb index b21dace..4f3fd11 100644 --- a/articles/machine_learning_engineering/experimental_trackers_efficiency_gradio_vs_wandb_training_diffusion_models/Diffusion_Model_Training_Gradio.ipynb +++ b/articles/machine_learning_engineering/experimental_trackers_efficiency_gradio_vs_wandb_training_diffusion_models/Diffusion_Model_Training_Gradio.ipynb @@ -1,25213 +1,25213 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { + "nbformat": 4, 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"markdown", + "source": [ + "#### Training Configuration setup" + ], + "metadata": { + "id": "8wCRTqFX9qU6" + } + }, + { + "cell_type": "code", + "source": [ + "from dataclasses import dataclass\n", + "\n", + "@dataclass\n", + "class TrainingConfig:\n", + " project_name: str = \"diffusion-butterflies\" # the name of the project\n", + " logger_name: str | None = None # the logger used by accelerate\n", + " image_size: int = 128 # the generated image resolution\n", + " train_batch_size: int = 16 # the batch size used during training\n", + " eval_batch_size: int = 16 # how many images to sample during evaluation\n", + " num_epochs: int = 50 # total number of training epochs\n", + " dataset_name: str = \"huggan/smithsonian_butterflies_subset\" # the name of the huggingface repository containing the dataset\n", + " gradient_accumulation_steps: int = 1 # number of steps to accumulate gradients before performing an optimizer step\n", + " learning_rate: float = 1e-4 # the initial learning rate for the optimizer\n", + " lr_warmup_steps: int = 500 # the number of steps to warm up the learning rate from 0 to the initial learning rate\n", + " save_image_epochs: int = 5 # the interval (in epochs) at which generated images are saved\n", + " save_model_epochs: int = 5 # the interval (in epochs) at which the model is saved\n", + " mixed_precision: str = \"fp16\" # the precision type for training; \"no\" for float32, \"fp16\" for mixed precision\n", + " output_dir: str = \"ddpm-butterflies-128\" # the directory where model outputs (images, checkpoints) are saved\n", + " overwrite_output_dir: bool = True # overwrite the output directory if it already exists\n", + " seed: int = 0 # the seed for random number generation to ensure reproducibility\n", + "\n", + "config = TrainingConfig()\n" + ], + "metadata": { + "id": "YeUloiuWLam-" + }, + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### Loading the butterfly image dataset from Huggingface and visualizing the content" + ], + "metadata": { + "id": "8SHPqsC3AOvY" + } + }, + { + "cell_type": "code", + "source": [ + "from datasets import load_dataset\n", + "import matplotlib.pyplot as plt\n", + "import logging\n", + "\n", + "logging.getLogger(\"datasets\").setLevel(logging.ERROR) # or logging.CRITICAL\n", + "dataset = load_dataset(config.dataset_name, split=\"train\")\n", + "fig, axs = plt.subplots(1, 4, figsize=(16, 4))\n", + "for i, image in enumerate(dataset[:4][\"image\"]):\n", + " axs[i].imshow(image)\n", + " axs[i].set_axis_off()\n", + "\n", + "print(dataset)\n", + "fig.show()" + ], + "metadata": { "colab": { - "provenance": [], - "machine_shape": "hm", - "gpuType": "T4" - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - }, - "accelerator": "GPU", - "widgets": { - "application/vnd.jupyter.widget-state+json": { - "80c934d6f7824bc6ad73b8199b20eb1b": { - "model_module": "@jupyter-widgets/controls", - 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Google Colab and restart your session.\n", + "You will be able to reuse this secret in all of your notebooks.\n", + "Please note that authentication is recommended but still optional to access public models or datasets.\n", + " warnings.warn(\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Downloading readme: 0%| | 0.00/609 [00:00" + ], + "image/png": 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08JPs3bsfT6o40I7BloN2SikSvsL3FMl0kmQySXd3L1Fk4jJaKzBWYIRAY9Emfq44zw6k8PBU+vU+5I7jOG8oLmDnOI7jOI7jvGRSKpqbRyHhSM+qOPvGIrFoo9FGYkVcGOcpBUIjrEKJuOzV9xVRaJDCQ+sQQVyG5/uKUhhPq5w4bjzvuP5qamoydHV2sGP7DnbsaGFwoEBnVxfFQCOkwiKItEYqBQi0MUTaYq3GWo3WGt+3JJUlmU4zefwouju7aO/sorqmnoHBHIPFEBsCniAwEctfXMaatauZP28B17/zvZx25tnlwJ3jvHy2/PPQUD9PLXqIm379CzZt3EoYGYzQIMAXEiUE2XQKg6Yik2LUyGHMnD2bxuoqnnzqCaw1BEFINFREG4NSCs+TGGsolgIiHfdrtEiE1UyZNIbTTj+F089YyJQpk0mkPNJpSak0yGOPPktPTzfSU0RhHORDSYwFhWHunEnMnzuVefOPYvyEiezcuYff/uZ2tu3YDUIczqslMoIwjMp9LUGX/08YO2Esx5186ut0xB3Hcd6YXMDOcRzHcRzHeXm8FMpahBUYYeMSOvH30jwpFJ7nY61BWEMymWHKlHHMnDaZYcPq6epqZfOW7bS29bH/UAdhaDHWoNEIofCsoLe3Ey8RccaZx1JRmcVqTaEQMdA3xJZNm9i8ZRsPPfIke/a2EmqLKmfkcWSAhcBaQW9fP8uWb6Kmsprr33Y5Z59zImEUsHnjevbtOsTiF55nW0sPkZQEYYhSkoSfIF8osHzZMlavXMnCk0/hI5/4JHPmH0MikXSlss7LEgQF1q9ZxU2//ClPPv4YhSBCCAkyHtAAUJFO48t4mMPw5mbe/s7rOPX0M6msTTDY34Oxgzz62NMkkiq+vsql5JGJM1ONAaMhlfCoqU5x6WXncfFl5zFr1jSs1aA9BBHWlNixdQd/vOke8vl8eRCFwGBQwscaQzLlc+JJk7n2ukuorm4gmUwwcnQ96zdsYlfLPqIoQlsII02gy2Wx5Sm2SkmEkpx13oVUVbtgt+M4zkvhAnaO4ziO4zjOSyakx/EnX8yImx9l56FuRDlrjnLmHEJidRw1EBiMkYwfN5YPfPA65s2dQSIFUVikZecmHn7kKZ5ZLDnU2kffwBBCxNMprYGevhw3/e52mprqOeXkBaSTCSoqEmQrahk++iROOed4zj53Ft//zo08tWQXURhgLfjKK0+6jDOOrBB4XopJk8dzxlknMXLcCKSSjJ8ylvxAyJRZU7jl1vvYunUXFdkq8vk8nlQkPJ/a5mra2jt5/PFHWb1yORdcfBnvfv8HmTBpKp7nv96nwvkXF7d4sxit2btnK7+98Rc88tAj9HR1gxVYIclk0gRhKR7m4iepraxl3LjRnHX2KZxw4jzGTxiPlBmsHaCqtoYp0yaxePEycjlN0k8SaE1kNeh4QnI6k8CEmmzap74uxbAmSUO9wliLQmClwVhDIVfkpt/cybpNOxBCxNNeJeUedRHZVJrRo2uxOkJIiUpmwFP4SY3RJUrFAKQiCKM4WIjEmji7TpQz72prajn7nAuPBCMdx3Gcf4wL2DmO4ziO4zgvmRCCGXNP5/zLzuBXv76bMO5Lj7GGUqABUEIiMfgJhbZxmdykiZOprM4iFVhSTBg/mckTt7NrZwd9vQPkCj6lKJ5UqVSc7bNrVyu//tVtjB49jMkTR6GkxEqLDksExTwvPv8YmzYeIJXwUMpDa00YaoSFyIARioSn8DxIJCGMhuKsJCRCeFRUJTn7/PM59sRjufO2O/nznx9GiBT5QhEpLY0N1WQyPu0d3fQNDHH7rbfz7NNPctXV13Ht297B8JGjiCKJUuBiEs7/i7Xk84Mseuh+fvzD77OrZR9GxFORU0kP5ScQRpPyPRCCGdMm8dGPfpw5c+eRySSRIsTaECGKgEQRMH7icDLZNEFrP4Y4+JZSSVLp+BrwE4JioUQpCDl4aIA7b13EnHlH0zR8EtrGZbeFIGT7zm2s37AbKb0jQ2KENSgBQlqSKUFtTZZs1ic/1EdlVSOlQsCmdZvZuHYj9fUV5AqWQpAjjtOZeISMIM4aFJajFsxl5uzZLiPVcRznJXIBO8dxHMdxHOdlkcrjkqvewqJHnmbbns7DYyGIODxUQhAZTWAifC9Bd287jzx6D5dffjGNDc1YJDKRYsaMCbQe6qWzc5ChvEabAGPjLB+FxBOSndv3snrtdhqbqqiurEAJidaG/FCOgd4ipVCBsCSlYvSo0dQ311FZlaZl1x52tRygFMWltgcOtLFl4ybGThiHp7x4CEZcP0tVbS3XvPkcBvsPcttdSxDCo7o6w86dLaTTSRoaagnDPhprslRVGn78w2+zaNGjfOTjH2fm7PMZMbKSVMoFJRyO9HAzWrNjxyZ+8YPv8dijj1IsRRyeqKqkIpPJkMsXySQT+AlFfjDPtMkjGehbx9Cgj5TNJPxKPN+CNBgdcnD/Dv50259o6+ilb3AQ3/eYMWMSl1x8AUGpxNq1W2lvb2PP3n2I8jTZS998AbPmziUo9WO1wRhDR0c3d9z6EO1dvShPYbQ+8vqliicsF/JFtm/bQ39PFxs27GT48HrygwGbNu6luzePxaBthOdJbBQPqaA87RlrSUjBGWedj+e5207HcZyXyv3P6TiO4ziO47wsQgimTFvIuz/wfr7+5W/TXwrR5YmRAJq4p5y1AqUMvb1D3Pirv7B08VredN7xVFUrSkGR5xa/yPZdPRxqGyIIwji750gPLJBSUApKPPnEItoOrKE6k2XUqHoSiQT1dTVoEjTUV1JbO4qZ08dx4glzmXfsHPxkkqGhHDu2bufRhx5l0ZPLaG/t4eFHn2TqrClMmToLKzUSUX7NAs/3qatN09xYy54D3QShxk8kiAJLd2sfw+rrOGrOMJ5/fiNCwOaN6/n4Bz/MSacs5KOf+CTzjj4e30+8vifGeV1ZLJGOiIIiDz90Pz/+0Xc5sOcAxhgmjx/BvkPteKkkYSmgWMjjK0E2m2JocIjamgyVFZLi0CBWC5SySFVCKIUVUCgOcN+f/8pjj68hV4BTTj2Fa6+9gmnTJ1PflEVoQamkWbd2DbfcfAf5XImxY+rxZJ5FD93P1i07KBYDgiBk994u1q7ZXc58s1gLQqi4x50FJSVSCMII2jrzHGrfgbA7qKtNI6RHvhQQBJYw1Bhtjnz/QsRTnqWUNDY1cfyJJ7nsOsdxnJdB2MPbP47jOI7jOI7zEllryQ/18cX//BD33vcggVWI8p9bEQ+hUBaSPni+whiDUpKkB1JYhBQEgUVrQRBFlCJbHlxR7olXztaTykMpMDZAGUU6JUgmEygPSpFGSI/J40YyZfIwqioTjJswkUmTx1NbX4+fSJPJVPLishf51S9voaWlnRNPmMFVV1/ACSedip9IglFEpsiBlo089MAjPPXMDrbsOoSOLEJI3nTuGVRk4Lklq5FS09dfQCUkfb15osiiTURtXR1vvvpa3vPBjzJi1BgQh2dnOv8uLBZrDNs2r+UXP/4RTzz+JAOFAr4vGNFQw7hRTSxfsxWEwVMeSimiMKS6qhoLjBzWwMITpjN6VBXHnHwqI0dPxPM8pPXo6d3D7bfcza23Po5B8ImPv5cTT5wLqoTRmsGBAoiArVtaeObp5WzfsZ/BgQCtI6IwjAPfIWijy4MpNAJQnocxBqMhbkOpyxlycfDNUx7G6niQjJJYE+fQWgTGQGQF2pSvef5HwA4449RT+cNd97sMO8dxnJfB/c/pOI7jOI7jvGxCCDIVNbzvwx9j47qVbNnVgS7f6AvBkeBdFBmEkOU/F+RLIdYKkAppwQSayIBSAoHA2DhDx1oJCLSJQAqU9YgM9Ocs5IsYVFxhKIp0dm/nxdU7AInnPUdFFqorsqSSPsNH1lBVVUFFVRqL5KlnN7Nq9XbOPvt5LrnsLMaOHUsimSEINFhFUArIZivI5woEQcCSJUuYOrmZE46fxwsvriBf0NSmU4wYmaKjo5diSdLb08dvfv1Llj7/PJ/67Oc4/rSzqUyljgQxnP+d7OGfLZRKQzz0wH387Ic/YPfuPQgpSCQkSnk0N9SSKwRExpJKelRVVlEsFNEYBgdzeL5EmyIDA310d4Xkcl0Y00xn2xBLnn+ehx98inXr9pArRVRXJPnboke45/576O8dpFgICQKL9CSDgzmCAITyMEajlCKVTDKQz2FMHFSTQiKFhyCeJguHs+IU1sZZrb6nygE9hdEC5UmMtWjhEUVx0E9rS1TOTo3j7PHgmXjqrWH6tEkopV63c+M4jvNG5jLsHMdxHMdxnFfMGM3dt/6Ir/z3N+kPLcKCtHGvLiklQph4YqsxeJ6HIcJTMg4cWIvn+aRSSSQQaY2VMDhYIAoi/FSSSIeYSKCkxVqD9D1KoUZIxbjhw0imFf39vaA9UmlJsRhRyJcIdERkIqLQYrD4vkek4yb9wgo8aWmsTzNhXD0LjpnFiBH1bNu0lxeW72TvwS6KJROnHQEV2SS11VmEFAz0FymVSqTSCuV7RJFhcKBAKYyIjKKiIst1V1/BzFlzufCKa8hWVLwuQTtrrQsWvoasLWfVYTi4dzc//O7XePSRRQzlC0gsVRUpQmtIppNIrcEYZsycRk9vP7t27UVrsMZgrKW+ro50CubOGcvM2eMIghI97X1s236AHS3tDOQN6XSSICwhUZSKAVYIpJQkEvG0YiUFuVyOZDJJJpXCT/hUV2RpbGhk2669tLW3x9NgpUIIgZQCrQ1a/32ya2VFiopskqmTxzB8+DCy2UoO7u9gy7Zt9A30g7AEkSaMIAxsHLg7HLY0FikA6ZFNwI0/+SWnX3GNew86juO8DP/UgJ0xGq0NYDHGYI2hs6uV/fv3EZQCBgcHCEsBCIHnKSoqKmloHEZtXS11tfUoL4GUEs/zjuzOOo7jOI7jOK+/oSEY6G3l8/9xLU8uXk1kLQoQKDzPQ+sIiEtkPU+CMEglUEIysnk0V1x5IcccPQMd5mlvb+XRRx9h6+4uSsWQnv5+BgcsvhIkkgpjIiKjQSUIA83HPvh2LrniTLrb2kmnsyhlKRQCBgdyRDqitbWNnTtb2LFjF+3t/YRhSEdXHxGWSBussSgl8aWgujJBOuERactgPmQwF4CNg4zWWnRkSKY8JowbSxQVaW/rQBuBn0jEpYc6Iog0pcAyekQjhaEcx518Ov/1uS8yaer0OPPon6S/v5/f/OY3fOxjHyOZTP7Tnvffho0DVJEp8twzj/K9b32TrVu2I5XCUxJhDOPGjmDvgTYiG1FVUcmkiaPxpWD9lh309OQQeAgR3x8ppfCkYczoJqIgoqcvR76kscZiEISmhK+SCKNJJH3SmSx1ldVIDM3Dmpg2dSqJpKKnt5OZM6fR0FiP1ppZM6excuVqPv+lHxKEFsHfg+dSynLALv6W0qkEc2aP45yzT2TegpmMGTeaZCJDT1cPv//dn/jLX59AAMVQUwwiIiOwxv4fdd9SCjwhuPTSy7jhm9+nrqHh9Tg7juM4b3ivaUmstfEO6MBAH1s2b2TNipVs27YF5Vs6Wjsp5QvkcoMMDPURBIZCoUAYlYgCg5Tl3aJUimQyRWVVFRWV1TQ1D+OoefOYc9Q8xoway/ARI/B8v7xz64J4juM4juM4r4eKCqioaOZ9H/koGzZ9lLauPFBuwB9FcfkrYADPE2Asxlqs0FRVJ7nwstNoaMyCAWunMqwpwTPPLmXR02sptYMQBm0gDA2pVBITlCgUi1gUS5cu46przuOYExaUC/sO976TWEJKhT60lkShorOtl9b2PTyzaAmLl6yktX2AktFEFgqhIeoPyKQMgogghHQ6hY4CtAZtLSotKUURXT09jB5Vx0B/kr7+gCDMI4SlujJLuiLJoUPdjGiuY21HGw8+9Fe2bt3CRz/1aS688DIymYp/yjnxbMjTf/wOUko+9alP/VOe8/WitWbjxo1UVlYyYcKE1/jZ4nscEAwMdnPnrb/nN7/8Bd19/WTTSXxlEUKR8jymjB/FgQNtCM9n9PA6wrDEC6t3EBmBn0hitCbSBinAVwI/kWbf/h5CYwi0jnvDAUnPJ5FIkUz6jGyuY8G8WZx/wbnU1tdQUZGmtraBpJ9CKovWAYmkD1LGwbVcgfXrN5cz8RRRFGCMLfeaA20MlvheyvMV48c3cMxxUxg3YRzpTBalPErFFC0tLRgToY0iCOLXFl/D9vBhQQqBD5xy6sl89svfoLa+/jU+F47jOP97veoBu8MJe4V8jk0b1/HE44/w3DNPs2/vPvK5AsZoTjjmBK695mzGjqwl6ftIpdBCUCyVONTaxabNu1j87GJ27DhILgjIMUhvVxfWWjZay1OPPUIilaAiW01jYzNjxo5hwqTJzJ4zm5GjxjBm3ESqq6uPBO9cEM9xHMdxHOefQbJg4oV89weSH37v22zcvA2QaK3RyLh3lpTkowhhLL4nyaR89uxp4bnFS7joTSeTSKWwRjNzwfEMFTp5/PEXSSd9oigEqfB8RaFQIJupwOg8hTBk46YdPHj/Q7z/Q2/DUx7icLCu3AS/u62FPS2HmDX/ZCZOHcmkaaM48eQTOH/FSp54dAkvvLCO9r4hOrv6sQj6hwKUsPieQkpDY2MlYRASRZYgsoTW0N01QBgWsTaiojpDoVCgVCoxNFRAepZsJsnuPfvIZlJEuRLbd27jv/7jYyxbvJhPfubzjBw19jVfo2aqKznp2jdx4403cs455zB79uzX9PleT8VikYsvvpif//znr3nAztq4cmjzxnX8+Hvf5LlnnkV5lqbaDFgVB+CUoLa2gmlTJrB0xTr6iiW27NxPUNJ4yied9onCAOErktkUnlIUg4BiKaBY0GgsQoFAUFuZpbGhkpOOP4HjT5zHzNlTaB7WSCqVpq/3EGFYIOGD7ymQYVxybjQIi7GSoVyRzZu24Xk+xVIJKA+GsBpPJQhEXNKaUBCWSghCmocPI1tRjRKANGzZvJ1tW/ZQDDWlyKAjw+EyLYHFCgkShBVMnDSBG775XYaPGOHuwxzHcV6BVy1gdzhQ13roAM88+RB/vfc+tm7ZxtDgEFYYjPCQCJSSHDq0m9VrlrK3JU1zUyM1tdUMH9FMKukxaUIlI4eNoeNQNS17DmHDePfV6AgQeErh+x4JJSAYYu/OLrZt2YAV4HmKTKaShuYmJk6cxLSZMzj2mBMZMXI0I0eNIpGISwHcB4fzRna4iP1/vo1faWW7uyYcx3GcV0tiVJLTR13KhKnTueG/Ps5zS14gsHH/OCEEkY6wGJSNe3dZNIWC4Yc/+BWFwX6ufdtV+OU2KM1NY5gxYzz5dfvJptMkUj79g32AJNIB2WwKVRKEQcSf73mcufNmc/yJcxEkEEeyfiQqUUMyVcDakP7+Xqoq6xEqxYLjT2LmrDmcs3kjd991P088vZFiaCjoPMZAEGjC0HDgQEDSFzTWV1JXLUn4PsVCQG9/kVxgoDgI1pJIJCgWQ8KeAsmkR31lllIhz5AMACiWitxxx21s276dG772LeYffdxr2pBfiCTnnf0RnvnRMzz60xuY/ds7gcRr9nyvp8WLF/OFL3yBU0899TV7jsPrrXx+iEceuJef/+B7tLe3MnxYNSlf0duTo7q6CpWIONTWR3t3H3/6y6P09ucxUqBNXPoqRIjvJclmsuTyg+TzOUqhRluFNQIl45LxqooMlekEp528gDPOOZlTTzuDVEIBFm00XR37aG/dz8jR41HKR0gTl4pj8ZV35PXua9lDb3cfQhlSaR9d0lhriIxEG43F4glLNp0ik0iQ9BOkk5ly2bmiu62fO2/7C0OFEkbEk55teYosh7NZLSgBVdkUH/v0p5kwabpbXzqO47xCr0oPO601e/fs4uGH7uUv997L/t170JGJF0pCIKXH5ElTmThxNDW1FVRUVDK8sY76+ioOHjzA5s2b2Lt3D529AyjpE0VF+vqKlEpgrUEbfeS5rLUIBL7vUVmZxPcEGENoDIViRBAaKE8gs1h8L0ltXQPDRo5k2vQZHH3ccUyaOIWJkyaTzf5zyhEc59VkDFirKRZz5HI5BgcGGRoapLOzg9bWQwwODtLW2g5RiWIxR0//EDreZMViSaeTVFdX0TR8GBMnTKG6ppaamhoqKysZNnwY6fTr0xTbcRzH+d/FWsuhfbv58Te/yP0PPUIxEBhr4PDkWK1JJBOAJuF7ZNNJKlOS//7Sf3DySXOxVnNwz1ZWr17HU89uZvfuVhLpNLv2HMCaOGimlKKqqpJcPkf/wCALTziar339UzQ1V2FRhMUiyvcYGuqmmC9RUV2PEB6VFTUYYePm+fl+BvoP8sB9D/PAQ2vp7MozMJgjiGw5k8qgrcYIAEFFKkFDjcewhhqGN4+mFGp2791NoRSQy0eUonjqpiVg7PA6ioU8A4WIoUKAUj5+IkEpV6KxqZnP33ADF11yJarcn/m1EASWn//kV4Rtv2buKe/h3Es+9po8z+spl8vxlre8hV/+8peMGDHiNXkOUx6g0tPZxq9+9iPuvO0WskmfiROayOXz7D/Qy5TJwxkYyHGwrYdiIFFSIqRBCYW2miAweL5HdXWKwVyBgYEi2sblqGiNlPF0ZCEUqaSipiLJuWcdw3kXnMzc+UeTzTaVS3EjrLDkhgbQocZL+KTT2bjMVWqMtvheCqtLbN68nh//8CZ27u4iXygiJYSlEISgVAoJIoMpB9t8X1GRSnD0vJG8631XMG7yJKxJcdvv7+PW2x6gpKEQaLSJg49Wx9ezlBKBJKksb7v+ev77q98hlc68JufBcRzn38krDtjt27Obm278Oc8+8RSFXA9hGJDPB4CPFTB8+EjOPPU03vaWM6hvyCIlCCGRQqCkQAhLEARs2bCCX//6Tna0DNA7NEQxsmANUojyyHAwGBSC0SNGUV2Tpbevh46efnQUkUp5VGbS1FfXYdC0dfQzWMihbbzrI4l3cUGSzlQwffYcJk2dwoknncTkSdNpbGqipqbWBSqcfwHxJXm4t0gYBvT19dHX10vroQOsWbOGlpZdtOzaQU9PDwN9/ZSKRUqlIlEUIqQAI6jIJPB9n/7BPELII7usQkiwYAQYE5HJZEj6isrqKsZOGMesmXM59vgTmTZ9Fo2NzaRS6dfzYDiO4zhvYMZYDu5r5/bffY0/3vwnSpHGTyYJgwgdaYSwSAkISPkeSV8yrKmSc84+GmPzbNu2DyUS9A9E5IoFWlo6iIQlKBmaGxvp6+shmU7gqSTdPX0gBKefMpthjYqezhzFYpFMJs3AwCCDAyXGjB1ORYXPsBGNRJGlqipNe2cnpcCyZ3crXd2Glj2H0CjCMB6SJoQg1GF5I9gnk0qgTUh1VQ0f+fC7OW7BFNasXUNLyx6eX7KC/qESUWTJDRXJpDOMnziKzVu2oI1Ch5qpk8ZRWZXk8WfXU11Zy0c/+XGuf+d7qKyqfs3WoX97ZA8Hnvwu8y+pZcEp33hNnuN1MzRA9/Lv8P5freUPf7iLysrKV/XhD6+fjNHs2b2db3/9Szz15DMkPM1lFx3Ppg17KAWSweIQQ8U8pbxBWBAeYKGurobRI0ZRW1NL04hGlixZwb59+8lkUgwMlSiUSmAFfsInDMIjU5STnqCuqoJ588cxddoIjjt+HlImkSrJrp070ToiP1TE9xJs37aDbDbN4EABY0KamppoaKwllx9g9doWnl+6FWM0UkmSCR9THo5ijCwPBAQpFULacvDcp7pKMWJEHcVCwJ5dHeQjSRBqSiVNhIiz7MrHRimFQDB53Ehuv/t+Ro6f8qqeA8dxnH9XryBgZ9m4YSWf+cSn6DjQxtVXnM+UKYKf/+oe9hzMkfSrue6aN3PxpScwemQ10lisiKeESVlejFgLViOEoe3QRm76zZ08ubiFwaKmGEYoqdBa43myvMNpSfoep518LO99zyWAZfvOQzz77IsseWE9Jgo4+5QTedf7LmcoF7Bl2y6WLV/L2g3b6enrQwFJ5VFfX01XTz+DhQCURzZbybjx45kzdz7HHXcic+fNp7GpiWQy9WodZ8f5B1i01uRyQ/T29rBz5zbWrl7Jjh072L55K52dneQGhgjDuKxGSoVSEogXTPEaP/5VSg9PSbLpFPUNdTTU1zF56gRGjWpiWFMDnucx0J9nxYtrWbtuPa1t3VgsQXmCXyKZoL55GNOmz2Tu3PmcdtpZjB0/gUzGZd85juM4/7jD67fcQCc//Obn+dOf7qEYWEBhtEZ6ijCKg2HVFRmqK3w8ISmVCoShQSgfbTVWW1JJQT6vCYwm1BbPU1g0Egk2XitqHWKNQHoS4cXPbYmwRoCNgwpYjZQGqRRYGw+SsCCFJNAWawUaixIeAolSktqaKhAQRaV4qICX4v0fvJ7TzzqBbDaBtYqg0MPGtSv4871P0dU9SFtrBz09g0yaPIG9+/cx2B8yc+pYBvr6aG6uZFdLLxXVDfT2dnD0Cafzpa9/4zXra1coWHbteJ6dy+/m9LGfofqcka/6c7xeCrkHeeDPn6Kq+Vucf/4Vr8pjHrk5snGWZamY45G/3ssvfvZDWtsOkE76NNfXYaOQTDZFZ9cAvX0FkqkkNbUJkokkQSgYMbKBiy49i6MXnEBdbTWRKbB61QZ+9uM/0NragZ9KcLC1G4xAKkkYRRhr8X2fMAqRGJK+xBeSigoPEJTCiFIpRAhVHvogMFaDMCRTCYJSHAj3fUlS+eSDEpE2JFUSgwVjkUIQRRFhFAek4+F9EiFtPBAGjbIgpMBYhVKKSOu4h2OoCXRcRcWRzWCBJwXvfvf7+MJXv4nn+6/KeXAcx/l397ICdtZaNm1cwSc+9AHa9x3g7NOO5pxzj+KxRY+z6KkdlLSgOlvLZ/7rembNGIa1kvrakVTV1IIQCAzWGgRgdJHBoQ7WrnqOG3/7KNtaBoni9g4giHvWKUkyIclkKlCeRxQFNDZWMHvOJI495ijGjhvB/n0d3Hrr/ezd18N3v/UpZk8fjxQQaENrWzdr1u7g0UVL2LZtN5GOqKyMP0h6+wsEgYn75GFR0qe+uZl5CxZw0kmncuLCU2lubiaZTLlAhfOKHb7crIhLVLWOyOVydHV1sG7NCtatW8vWTRvZ09JCd1cXRpu4fAhFHI8zeEqS8ASphI82hnwQxf1HjEVKhcXgewlmTm3ife97K7NmTqWmOo3vKaw1BGFAIV+io7udF5au4w9/eIzOvkHAIqRCeYr4VkWijcFTilS6glnz53HhhZdy1lnnU1tb564Hx3Ec5x9mraW3u5WvfO6jPPLgU0RCYo2O119xpSHptEdtTZawWEBLTVQQeEpQiDTD6qppbqpgz54OslUpWjsGCHUIVpBKJAnDiEQiQSaVoBjEGW5K+XELiVIBY1W53NBgy5MssSJ+bhnPksVYQmOwApLJJFbHJX9SSqqyWdJJn2kzxrBl63bmzzuOz3/pozQ21cRDBoyhq3U7d995B089v42+vhLNzU3s33uIocEi2ayPsIbhjdVYa5gzYxw7dhzgpDNO5Pa7HqSrL2TunLl8+RvfZc68o5FSvurnICiVWHHHd1i8TfK5b3/hVX/814O1lvvv+zKLfniQHzz4U7J12VfncSlPP8WSG+zhpl/8hD/c9DuUNDQ1VCCtQKl4yuuhQ91UZBOMG1PPwGCBvYcGsJ5HwpOMGl7DOecs4PyLLqG5cSRCGAYG+3nkoWf5wQ9+jZ9MMDgQUSoFhGGIUJLI2rjc1JaDaeX3qhQGX3kYcbhFkEVYg/IUxsQbuEKKeBiEBSktSgp8zycKQ6y1GHO4giMOskklgTjLVclySyFrytUYBotBG4k1lkjbcluWeJUY39MJdHlabmXK50c//TkXXXHtq3IOHMdxnJcRsLPWsnPHNj7+wXezfetmqrJppIBIa4qlkEgbhLEopUilFMmkR1VlJR/6wDs48YSZDOX6GMwV6e3v5uChVnZs28f+3QfZs7+d9p4cOhBIJQADJi5FUEoxZuQo3vWua5gxczzGRrS2drNt2272t7bSN9CHIg5ErF6zk4kTx/LpT7yDqeOHo1T5w0dIQmPZt7eVRU8uZ/nqdezZvZ+kJ8lm4h4Lbd0DhJGOd4OFBunR2NDIgqOP47wLLuLYY0+gtq4B3+0aOf8Aiz2yRRsvgCyloESpWKSnu4N169awZuWLbFi/jn379tLX0x3v5JY3LKWUYOJrTilFQgkSCYHne2itKRQCSoFBGwHCIOMnRYg4K6C6JsHUacOpb6iiqbkOYWGgL09HRz/FoqFQFBgrCAITB/pCjZCS/W37CcIAU+5LgjUgBNZKjIVps2fxzne9j/POvZCKyqrX8Qg7juM4byTWWg7s2c5/fvh6Vq7eRmTjtidSSpRSeL7E8wSegMhoaqor0EEJS5KJ40eT8DQJlSQ31Edbdy89AwVy+QDPi4NxURghEFRVpYm0Jl+I8DwPTwlqqtJEUUQp0EgpKRZLcXsICYVigNEaYwSRNQglSSQSRMUAAaRSSYY11SNsQDIhqW8cwbve81YWHD2ddCaL1T5h2Mudt/6EO+94kfa+IrlckYqKDAJNsRCBjRjWXENVhU9+MKC2IknjiHo2bmnBCJ++wQK5nGbsmLF87ks3cO6bLolLFF/VzTHL/v3b+cIXvsl3v/tdmpubX8XHfn3sXrWE73zi7dxw/XcZ/q4r4FWY3xG3qrNYDHtatvPtr32Rp59+Ck8pRjVX4yGwRiCUJeElqKxOMDBUoGVvF31DRRJeGmOKJJIp6muqaGpKcsPX/pOZM2dhjEDbiM72fm782e954OHn8DOKVCLBoYOdGKvQ5cqJZEKSSibQRhMZie9JpI37zYElijTK85AyrkDylUc+X0R5klw+RNuQlOfheV45WGexNp7YbMrBQCUlSoHnx4MBs8kkUyaOp7W9m31tnXEGqxFYBIVCiDbx0tbKw9mrMSVg6pQJ3HXvIzQNe216CDqO4/w7ekkBO2stBw/s5WMfejdrV69GCsgkMjTWNdE8rI7+/jZa2zoZKgTxgqmyglJQQkmPUSPqGTGyGd/PMLx5JKNHDaeqqoIRw+qxeoit21bx2KPL2NHSQxTp8gdCPAEp4Sc458wz+czn3kUyIRCAEhZjBEZKSkGRnu4etu04xJZte9m8aTvd3V0cd/wMTjt5PhPHjyKZSKKEwAqBFRBGhmUrNvPgw0+zetUGfOUzdfJEps+ewJo1W9i8tYViKYgXSsIipU9j43BOP/tczjrnbOYedQwVFRWI12AH1HkD+/t8e6y1BGGJQr6flt172bBuLevWrmLPnhb272lhoH8ArEXKeMFjjD38T/ETPrVVVTTW1dLT00MxLJIvBkRhhJQKqXwSngdGM5QvEJTiCV9SiXghhUQKiVRxyYQnJGPGVHPuWWdx9LyjGDlqBFU1VQghEEqBFeggIIg0d975KI8tWkx7RyvGBhhj8H3F5AnDqa1p5uChTg50dLDw9LP4zH9/idGjx7tsO8dxHOcfYq1l8aJ7+d7Xv8LmHS1ERiKIS+78hI/AUFNVQWRCGhuqETZCCZ8vfOnTTJo6iSDoo/tgB3fedSsrV++mdyhiYCBfntCaRIchngeJVIJcPiSfK1GZzXDJZafS3FxPMFSirbWVoaEciAT7DuymsztPYAS5oRKRMXHGnVJ4SKIwxPMUlVmPlJ8glajhc1/+BCcuPAqBH0/aDItsXrucn//kd2zc3cFQTpNMCqLQkEom8RM+hXyI71s84fGOt1/Hjs1rWbVmLVb4jBxZT3d3Ly0Hu4mMor66jg9+7BNce/07X/WNMWstD/74uyzv6uTrX//eG/rzO4pK/PRLHyNbM5H3fOpTr8q03cO3RToKWfrc03z7a19g67ZtVFZlGFZXTSmfp6GuisqMR11DJS0H+9i7r59coYQRkC8VsUaT8pNUVlXQ3zdEJuNx0flH85a3X8mosZPwPB9rfA7s3c1DDzzBvfc9RldvL4L4WgijeNCJUIAUhEGAFRIlDElP4SuFVJLKbIrKbJLmYY3U1lUydvR49rQcYP3GLew50EUkoCIRV2gcOc9WUQwChAClPASGZMJjxPAGjpk3nTPOPYUJU8ayZ1crP/rBTezYtSfuJW4MQWAxNt6AtvGDHln2VmcSfOKT/8l7P/JJPM8lNjiO47xavJfyxWFY4off/RprV67Gk4LaiirOO+NUrn3r+fipQe684y4eeLgLIRUCD09VMP/Y45kzawbz505jzJhGMtkEvh8HE6zQWKvRQT8mOsCqhhS79ll0qIl0vMMlhKCmMk1zYy2e5xGPnrCAh1ASBWSSWVLD0gwf1sypJ88jCEu0t3fz/JK13PT7h7AYFsybwNHzZzJ18oS44aqEU46fwfHHTGXbtv0senw5zyxejhFFrrnmXNKZLA89uJgVKzfR0zeAthFtbQe449bfce89dzF+3EQuv+rNnHzKaYwbN7H82px/T+UyV2uxBoKgxP79e1m7ZhWrVr3ImtUraD94kEK+gDEapSCT9Jk5ZQS9fUN09Q5gUTQ31jNtynhmz5jMlGkTGDt2BO0d7dzw5Z/Q3ldi4rjRHDVrEvPmTqehoZZSFPHnO+5nw9YW+vqKGAuiHLCLyxMMEp+EhMb6DFdfeRoXXXgulZWNcZ8SFNi4PBdrEWkfhOXDH7qCyy47k8efWMmf/nwvbR0HiKKQSZObeec73kx/xxC33/kwzy9+ig/vaeHLX/s28xcc95qU7ziO4zj/uwghWHjmJYyZMIM7/ngTf73vXto6ezEorNFEUUhPb1/cH8vE/bsqsxl2b9/BjKOmUlHZRHVFDde89Wqkdw/PLd1BPm8p5DUJH+rrq+np7aGQ10hpqahMUyhEbFq/nUs+/zFmzZ5NoVBiYLCHZNLjqccf4qG/PM2eQ4OQ8QlCSxRFYCzKB8/zqEinsBbqG+pYMH82o0bVMdDfTbFQItffx3PPPsayZZvJax/lK8Igj6eSaG1Qnk+xWEApQUN9LUSGUWPGseCYsazZtIGBwYCMJ5g0bwIV2TRb93XT3dfNd775NXZs38EnP/M5ho149frNCSGYd+VV3P3Wt9Lz/PPUL1z4qj32P9vOnVtY29LFpz/34VcnWAdooDDUzx233Mivf3EjuaF+ho+opTLtY0oBo4bXUVvt0949xOpnD1CIBI2NtRhrSCZ95IClFIaUIk2hqw8hJOFgwP1/XcqK5ZuYt2Ayp5+1kNGjxxJGIbOOGs/jizLkigEGw/CaKlAZ9h86xFAxwIQWYQxCQmVVijGjGhg9fBhz5s5g4sSxVFalGTl6FKlEBj9huenGO3jo8e54BShEXO0hJEIKrLYEQYnIgKc8rIkTGUaOaOSsM2Zx9Vuvpa6hET+l6O8eoDDUjxGCUmgItEXI+F7HaB0XYMh47VtXVc1/f/q/ufy6t7hgneM4zqvsH86wM8Zw3923csPnPkfK9xg5vI4Jo5uZe9RIugYGeeHF9ezc3UWxJEgm0lxy4eVcdslpjB1bh+/Hu5Ra6LhkzxoQAb39h1i2bDmbN+1gxYodtLblKYURYajjDxEsmUya8WPquPrKa7jo8tPKk17/XmL499/HfRakFFhbfh5jKBRLbN+1n+Ur17N+4y6aGms4/rgpzDtqGpVVFchyrzyD5dCBPm7/06MsXbaGk0+aw8UXnUp1ZTXPLVnPXx9ezM6W/WANSsXPrY2lrqGZc8+7mIsuvZSZM+e4Xnf/Nv5HkM5a8rlBtm3byooVy1jy3GK2bN7A0MAARsf9T5QUpH1JOpkkCAOCKCKhfCZNmsDcuTM4+aSjGD92JNlsCulJEIa167bxs5/fRlVtDW86/1TmHTUJIULa2jvZvGkXTz/9Itt3HsSiCEONQMY7/dpQCkIs5cEU1lKZkcybO5Jrrj2X4487GymT5Z3cuMzh8Hs2LuO1SAuRtdx+x9/47e9upX9okHRSMXlCIxXZFF3dQ/QOBPQM5Kipb+TLX/sOZ5x5vgvaOY7jOP+wKIp4cekz/Og732DF6rVY4SGMxhhDwlcMa6wDG+J7CUYMr+E/Pv1hps+agicVpeIQzy/5K3+9fwXLV+9kcDAeyJTyfZQHUQSpbIJCvogxPsmk4C3XXcz7P3Q96VQWiwZp6Grby4bVW+jt7+aPf/gLu/cPAJBIJMhWJPAUJJQknysydsxIjp4/g4SKyGQVhQAamkawfNmLLHtxB4lUhjAq0dbWE2e7W4ufSOD5EqylubGB6qokzQ0NJDzDcy9sQijFsLoksyc1UVWRYNmmg2zf10cUaLCSo487nq9/+3scODSHc855ddaX1lruuON37Nu3m8985utvyM/uICjyq599lWNOuJATTjjhFa+9rQWLoau9lV/99AfcfsttJBOWsWMa6ekboC5dwbhRFZRMyO79AwwWDFpD87A6RjTWs3HzLqyAYlCis2eQKBIoGQ+skAjSyQSphEd1VYYJ4xoZM6aeVCaDQNKyu521G7YylC8xZdJI+vrz9A8V6ekboiKTJZ30kNbSUFfFeRccw3kXXsD4CWOQxEPGrIW2Q/v44fdu5LHHVtBXitv7JJXC80R5NoRFW4OOQMedTpBWUFmV4ISjx/PRT76PqdNmIaXECsNtN9/Jr39xB7nAMJQLKUbl9inWxqW0WARQVV3Dl77yda6+7q1vyPeR4zjOv7p/OGCXGxrgPde/mcGONo6dN4q+gW7WbDrA4EDAYCnCGIuvBJ5QVGer+dpXPs9xJ0zE6HJQzYJBo02OrrZ9rFyzjof+9jRbtnaTKxgiUw4UIOLeWQiEhGwmw/DGKt7zzndw1nnHEH/sWZBx0OzwxFmLLTdmlVgsRpv4VxMiJCAM+aESLbsPsmLlJnbt2UNzUy3HHTuTaVPHlfvYWYzVbNi8l9/+/i/sP9DKVVecwTWXn00QWNZs2M0DDz7L6rVbCIKQdNJDSZ/e/iHSlVVMmzmby6+6htNPP5O6unoXuPtfx/L3q8WSz+fYumUTixc/zXPPPM3OHdsoFPJx+0VhSHgeE8aOYuL4ZoYG82zctA0jk8yYOpEF86Yzd84Upk4ZRTqTQUoFWmOkJVfMseyFtdx0070ce/wcmhoq6egcorNrACHj91xTUyP1tTVgInq7u+joaKenb4hDrV20d3RRKkXlQSoKGYfkSCUSTJhUwVVXnckpJ51CbU0jyWQGayUi7oCHRRAERUqlQTq6elj2wmpuveWvtHcPYoxBivJOrbUYa4kMBBpqG2v4xMc+zVXXXU86nXXvfcdxHOcfYq3l0P5dfObj7+e5pSvQxouzlXxJTVWWoJhDG0ldVYrzzl7Ix/7rw1RkM0RhidaD23j2ySe45a4ltLUXiKIQtCRbmYgHNknIDeYAn5KOGN5Uw1vf9iauf/tbyWYySGvRwqL1EIsevJkbf/40+zqHGMrHrV0qq1MkPUvKT1BXV8dJJ06ht6vItJkTCKMc61bvwk9m2L57N/sO9BKFhmGNjXT3DTKUGyKMIpA+xkak0yka62r5wPvewmmnnkCoC6xctoLnnnmB5avWU5lKMGlcNb09AZv39hBqSymICLVhytQZfPXr3+akU05FqVenomNwcJCvf/3rXH311cybN+8N97n96KMP0rJlMx/4xH+9otduoBytM+zdvYUvf/YzPL/0BWqqksyfM5YgV6RUKpHNJuntKbL7YA8z5s7izNNPJAyK1FdXsWPbLu75y2MMlEIGc3nicRDgifhcpRIeqlxCWleboTKtGNXUwOhxw0j4Gfbvb6Wzt5P9BwZIpCRSKto6+gkjQzqVxFeSRFLw0Y9ew/nnn0tFdQUJL0X8bUuKhQK33HwnP/3JXeRDTWQ1Cokv40EUCNDGEFqDMQKBRGLxhKC5qZLrrj6Fd37wfWQyWYSIWLl8A//1qa/T2VmgGAYEkSGyojxkIv4+FJba6kq+eMM3ePNbrnfBOsdxnNfIP/ypv27NKjZv3EBNRYJHnm6npz/AWIsnwJNgFAgRl+Bl0vX4fpJIa6CctSMsNiqwZvUz3HnHw6xe38FAQWMOf4053BPhcCAu3v0phSU6unt5+LEHGCocYOHJJ1JfX42IBNZCJOIdHotFSAi0PrL7c3jymK88pIRsJsGc2ZOZM3MCfQN9bNy8l8VL1vGXB59j8qSRnHjiHEaMbGTenIl8/5sf4qln13LbHY+ycfMuPvnx6zjl5GmccMwUdu3p4I+3PcSyZRupqkwye/pYNu/czfLnn2PVyuVMmjKVt77lHZx59rk0NjW/4RZBzv8pjmnHkbpiscDOHdt58onHWLx4MTu2byKfGyp/pSDh+TQ11XPMMdM568yj6e7u4M93L6J/IOS888/gogtPYcLo5rhPjxRYA1IYSqUhDh5s4/nl61m8ZC3tbf1UV9VQGNKopjqOP2Y248ePoKYqS8JX+EkfqRIARIFhcGiIffta+eUvbqGjo4eEH1/awgqEFOUFfkT7oTy/+c1jPPjAKqprM0yePIYZMyYzauRwGuoaqMzWsG7dJv5w813s3HmAoaESBlAyzsTz/STZTAqBoFQMKBZDBBH9Xb187es3MFQq8aEPfeKffYocx3GcNyghBCNGT+TbP/4lX/jUh1j83CpKkaFQiih1RySTSZK+QiiflSvWs2ndFo4+fh5aS+qaZzFx4j5qMivoFgVUIv5ctFaQSvkYbdHJRNxiJVL09hW49Y9/w/dTXH3tVaRTSXQ0SEfbDlav2EVrT55CKUIbgdYWO1iipjpJcajIUL6dWd3jOebYGYTFEvv2dlBRWUlPby+5wZDqykp6+vro7usjkfCo8bPkcgWC0GKMxGqDLyRjRo6geVgdRsHFI4Zz9NHzeOCvi3h+6Ro2bN/LmGGVTB1Xx6GOIXpzEBZDtmzdxic/9iG++o1vc875F+K9CsPPKisrecuVV/Kzr32NX9599xtmoJq1lu7ubp555lk+8IH3v+LHwsb9steseIFv3vB51q1dz7jRtYwf00RlRhGpJN09ITv2dIHM8t4PvZuLLj6HbDaJsdDV1slf/vI3qmpr6TrQFm+s2ngbNNQGpcAajVQ+nucz0J8joSoZyBcpFvNUViVZcOw0Hnuij2JYINQJslkfrS1BaAh0jmTCoy6VYemSpcyYNY6RZgxNDaPASiKrefaZZ/jjH++nEJaQQpCUCgkoYfB8j0jreHqsKfflFuAJha/i19nV1UchN4SnkvhJydbNLXR35wmMIdCg49pXsBpLfM36vsc73/se3vwWl1nnOI7zWvqHA3Z9vd0UiyX29xeorqjl+AXzmT1zIo0NWZYsfZxVa1rAJDl94Tm8+32XMnp0bVxuUJ5CpLVGR4bBgYBcwSOdTmOFIQjD+O90nAVkrcGU05iMNegwJNARL6zcwrYd+3n0iaVMnT423kW1SVCKIIyneEVRyODgEKWCJpFIgFQUCgXqaqqoqsyQrcjSNLye8aOG0dxUxeyjJjH/2Gn09RVZunQdv7zxrxSDIU45cT4nHDONs86YxVFzx3PTbx/mK1+9mY995BqmTRnOtMnNfOUL72D7zkM8+dRKnl28kjDQJD1BGJbYsXk9X/3Cf/LH3/+Gy998HRdedDEjRowCF7h7QzhcFgrxTqLWEXv37uTppx7nqUVPsGXrFgb7e4iT0uJzWldbw7ELpvOmcxYycXwzW7Zv454/P0x7+yAnnHg0F1ywkLGjm/CkKj+2oVgqcaiti7XrtrBs2Tr6+kuMGTmGqy67jIkTR9BQX0k2nToy3SsO/Hrx67ICYeJMVM+X1NdXU1dTxTvefg3f/8HPOdDaEZcslBdmQoSMGVnPMXMnMW36ZMaMm85gwdDe1s2qZbt5pGM5+UIO5Vu6O4do2dOKNnGWXnwoLL4vmTm1mXe/910kElXYKGLNqrU89fRzdPQM0NU/wG9+/lOmTZnJGWed7QLVjuM4zj9ECMHIMVP46vd/yQ3/9RGeeGYZ4B2ppEh4gkgbugcGuf3Wu6hvamDspPGI0iChKZHK+kyYNJJ9B7oITQljJaGOp816nkcUaaSQBFrT059j0WPLmDFtImMnNtDZ1sK+PS1s3tXJYL5IoC2htYDE8xRV2SwD/YMMFgM6+gaoHzYSdMi+tgO8uGIjbZ09WDJkK9MkEgmCUkQy6ZNKpmior0NiyQ0NEUWaEY31jB03gUgbTJDDWo+RY8bzzve9jcnTx3Djr25h/c4OkglBU20F2kQUSkUibdh/4BCf+eR/0N7ewUWXXc6+ffuZP3/+Kzrus2fP5k0zZ7L4qac445xz3hCf29Zqbr/lpxw9/1jGjp30sl+zLa9vorDI3x68n69++csM9fdx4rFTSEqwOqCzq8T+Qz20dQ4yfNRIPvSRt3L2WWeS8BIYbRHKp7qmiEok2H+wlTCK12VYi+d7VFSksERUV1WT8JJ0d3cjVYJcoUSqoNi+4yDjJkzkxRe3sGnzPoJIkK2Anv4+CoHGWJA2Hg6RGyqyeXsrf/jt3bzjHdeQTqRJpirYt28vv7vpLrq68xhdLnX14hZBnicxNv69jkAhkeWMO6ksiYSHEJaRoxuxtjw9uaBZs2I95UG08fdTrmISIg7MCSynnX4K73zPRxDiVRjL6ziO4/xf/cMBu6GhQSySYxYcx/VvvZBj508mnVV0d+9l394X2bjRY1jjJD7w4asZOSJ1pAF/3BPCYjUI4XP0sWcwfsJ8Dh3spLurjQMHd7Po8RV095UwFiIjCCMdB+2EF/esMwKrfIqBR2tbicGhAzQ3NzN6TD2N9dU0NtVjtKG+vpahXB+ZdCWVVVkqs0m01hQKeUpBRG/vAHv3H+LOJU8wlM8hpaKqJsOYscMYNaKJSy85kQf/8iQ//vGd/K6qhlmzRnPu2XN559tP5YVlO/jGt3/HW669iHPPnIPyNdOnNTJj2sVceuFC7vnLU9z/wDMUc+D7Es/32L93Fz/49le4+84/cvGlV3HZ5VcxaszYN8SC6N/V4ZJXazVdnd2sXbOaRYse4fnnnqK/t4/qbBIdFBASpPCZOH4UZ5++gDNOW8DoMY3s3beLX//uDjZs3M/pZ5zEZz9zBk0NlQgk2kT09PWxY2cL69dv51BrL7khy8RJY7jm2qsYO2okNdVpsBpt4p50xioiLREyDh8eWSxJeSSwbcsLKmstTcNSTJkyjN7+IXoHBlEYlJQkPZ/+wTxGhtTUpxg3aTiZdHU5mH4ypZKhfyBPe0cPW7fsZOXaTezY0UJrWzvFYg6p4t6RXV09dHTt5PxzLySTrGbihGGMHRln5T2/YitdPX1899tfYdKUqYwdO/Z1OIOO4zjOG5EQgtFjp/C+D3+c9Ws30NaTRylJbXUVhaF++ksBI0fUs3fPIe689U7e8o4r8ejjvrsfoLc7JLQFQl0oZ8gFKClIeQopJOlMhmBgEKwhCDTr1m7lm9/8EePHN9PV1cPefd10dpcIAo2VAlPu8VUKDIc6+jBaUwwsq9fu4MLLLCecMI8dO7ZhQzA2QW9fP0P5ITKZNAjL4FAesJhIM2XCKMYvmEUylWLy1ClU1WYxQtDT00cqU00iHSFEyJQpY1gwdyr7Dw3SN5TDmDw1mQTDqiVtOk+IpL2nk29+/QYG+vt4x3vf/z82817mMU+lOP1j7+PTH3kLTSNGMGvWrH/pNaq1lk2bVrL5xee45KwrX2GwzlAq5vnDb3/Nz378PYhCzj3zaBJ+iV3b2kgkJTv3dtKXk9TX1XHWmcdw1umnIlHoKMJLSCwBA4PdNNRVMHXCKPbub2ewFCGwKCHBarLZNJl0igMHWsFaQq0pBoramkqueevVNDVVsuiJ5WgbNzAZyhXQJk5asNaitSWXK8R9Gw8NYKL93HX3g1RmFVVVVRw82MuuXR1Exhw5Hp4EzxN4ShKGEVJ5aGkRYYSSEukppLBYDFZKtm/bx5aNGxk1ZoA9LYfYsGFLeYCZjUvLOZxzIEDAsMZaPvXZL1Pf0PjqnFjHcRzn/+of7mF32x9/w3e+8k1+8I3Pc+xxoxnKdfHk00/z6KNL2bWrk1zR0Fhdx/s+cB1nn3k8qWT6yAeisXEDYWs0VoAOAwYH2lm1aiWP/O15Nm/vIl88/LUglcT3POqqqmhoaGDSpLFMnjyZWbMmUVuTIZNJkk4nUF651x3ySPP/IyPGhS7/XbmtvpVIoUAaotCQD/IMDubZ3XKQ55auYfnyDXR29YAJGSyUCII4OJJJK0YNr2fO7DHk8iXWbNjDddedw9WXLCSbTSKEB2i0NTzz7CZ+8av72LWnDd9TJJM+1ZUV9A/mCLRmzOhxXHHVdVx65ZsZPnz4keCL8/qy/+OnKArZu7eFRx5+kEce+As7tm8HoxkzqoHm5mraOvrIDYVMmTaWC845jlMXzqG6MkWhmOeBh5/i3nuXMWPWdK6//k2MG12PiQx9A71s2drC2jXbOHiwn+raBubOn8bMqZNoasySSiq0AW103E9OKIQoT1K2/B+lBoeDc/9n+UH8XjXasHzZMv50119p2dvOobZeovJCy/c8hLQkfEljfZaFC6ezcOHxTJwwhZrqBnw/HQ+hEMQTzSJLX1+ezZt38vDDj7NixRp6hvoAQWXG57jjJnLKyccworkZHYT09fRy6EA3+1p7eOypNVzxtvfyuS988VWZ2uY4juP8+ygVB/jEe9/MokVLSabjtaQxGrBk0ynGjGpieHMFHZ0d1NZk2L+vh0IJhvJFiuVyVqsgjCIq0mmksYQ6ItIarTWRjteZoEFKIq2xWiLs4cb8YMq9uhQC3xP4CUWhWGR4UxMf+MBbufTys9GlAZ56/Fl+/us/oW0ST8VBuLiUUeN5Et/3qMimuerK83nr268lnU1jrcH3PbCKfL6LYr6X3TvX8djDS3lh+Q46uksM5AsYa8gmFNPGNDNYDGjry9PRO4QUikwyzbve9R4++ZnPUlFZ9QqDbIZVq/7GH29+hG99+7tks9lX50S+Bnp7e/n973/EvHmnsXDhwria5iU6fL8wMNDDz37wbW67+RZ8JTnn9Dm0tx8i6ym0sixZtZdSyVJRkWXq1NGcc/YxXHDhudTUjwEMSkZEQYiUir6efrZt3caf7nyAZSs3EGpNqWjQJkIphbEGvzw9tVAsMmx4Pe9751VceMn57NiyiW9/83fs3tdKMYzwpKAUGcIw/Pu9DZQz3ARKCBJS4Pvg+QKtFaUw3mi2JkLK+D2bTPgkEkl0GBJZQRjFw/nifsSgZJxcYIlIKp/RI2sQQtLTP0RXd5zVWQwMoY6zL6yw5bUpXHn5xfzol79HqZd+/B3HcZyX5h8O2D3x2EN86sMf4ZI3zUeKAlu37aelpYtSyZRv8uPAWDKVYvr0cSyYP4MzTllIbUM1wmgiXWTfwV2sX7eVPbsPsWnHAQ4c6KYUxE8fWY0vFZ7wmD5lCkfNmc4xR89m7LhhVNdVxlOLrAFxeLhEPBXJmBA/kSgPqgClZDlwZ+NJsSL+d8aY8mNoLAbKgRBjLEJJunt62bZ1D3975EmeXryOvqF83JhVSrAGayChPFRCkUxLTjtpDtddexYTJowgnUxgrUAoy66WNr78tZtpPdTFmacdw8aNu2jZ30nSk4RRhLaCseMnct317+Ciiy6ntq7uX3o383+zI9l0GIqFItu3bebeP9/Jo397mK6OdqSNg2KVlSlS6RS+73HWmcdzwTkLGD9hFAklMSZi4+at3H7XYwRBkuvfcT7TJjfR15tn/YbdvLhyE23tvYwfO4ZTFx7L5EkjqKnOEkQB+WKJQqFIsVikVMozmC9SKhqqKyrJZjIIYchmk6SSGaRQSKUQUiI9D096YC2R1gwO9HHgwEG2bN7O6lUb2bm7je6eHPliiDXla1MKDjcettbiSUlVpc+wYdUcfcw0Ln7TeYwbMwXPTyMR6PL0ZCEEpWLEz39yKw/97WECHVEMDVFk8LyIimySdCpBXU2K2poaohB2tnRBup6/LXqSmtra1+38Oo7jOG88xhh+/LWP8rvf34bBjxvkK58wLCKFxFOaupoMpWJEIbToMKK6No2JNJlUlsH8IANDRQwSiSDp+QRhgPS8eC3oKYaGCnEPWV9gjQfEQ5WkkIRaY6WMG15o8JQgmfIZyuWYOnESn/v8+1iwYD6JpGTdqmf5xEe+y2BoGNY8jN7ePvr7CuXN4wgpYNaMWfziN9+jrj4J0d/Xo4V8LyuWPs3qtZtZtXon+/YN0Tc0RBTGPaELUYCSkoQwjBleh/J8uvpzlCJBb3+OhPJ569uu57NfvIGq6ppXtJYslUrc8Y1v0DRvHhdceum/5Lq0o6ODe++9l7Fjx3LBBRe8pH/793lhcUuSnu5OvnnDl7jvnrtpbMgyY+pwutt7SKUyBKUCW3b0UAS0DkinUyw4aibnnH0iw0ZUMGHSNLKZNLV1VfheqnysIhCW7dsO8Kfb/8KqdRvYvHUfQaTxfb/cuicOuFksF513It/81meRnmLv9u1861u/54WVG/ATKSQWjaRYLB3p0X3Y4c1aaS1SxG2EpLJEgI0sEoPn+fE9kAAlFVZrUH7c1zsKkFLiSXnkfimR8ImicishHaKFIdKGMIRiyWARaBOXy2INKV/yi5v+wAUXXvHKT6rjOI7z/+kfLomdf8xxTJ01mXvufxaEREpBOpFgxLB6xowayehxI3hxxWJa9vSwYuVmVq3ZTsvOA1x48fHs2LmDdRtbOLC3h6rKRhpqkzRXV9HbPkAUhvEHgYWkl+C4BcfxgQ9ey/DhVchyj1NjLcaYuCxQCA6X/wEoT2FMhMXGATgbZ9ZR3pWSIv6gFoenWFAO5ElRzmiyEGka6mpoPGk+M2aMxvBzFi/ZQVdfARuV++kZQ9FaUspSX93EoUM9fPFLNzFt6mguOP84Zs0YT01Vhslja/j2l6/n05/7LT09/XzzW+9nyfMbue8vi2k92ElFOsG+ll18+ytf4r67/8Rb3v4uzj3vTVRVvdIdUuelstYwNNjPqlUr+NNdd/DCkmcpFXIk/CS+lyLSAVJaKiszXHPlmZx1xtEMb65BCI2RmqH8IA89/DwPPLCcM844jtNOn8GB/Qf5wfcfY+mL2+nq6mfyxNF88ENXMHzYMDo7O3lmyXN0d/Wzd18HXd1DaB2X+zQ316O1IoosOgrI5QaxaLQOsVaCiABLMiGpq6+mtq6KTCrFvj2HaNm1m8GBEm3dQwzmS0ShOTLMRUqBFMTXQ3larIzHJpMbgj0t/ezfu5wlz67n6jefzqWXXkUqXYOwslz+YPGTkmOPP4r16zeya99uPGnxkh5GS4YGLf39BQ625YBuVHlKs8wZlixbxoXnn/+6nV/HcRznjUcIwcVXv4O/PfIYu/Z2g4iwJkIpgVEGgaQYQG1tBYWOboyQKOnh+4rqygzaFimGEdZ6REG8xvQ8n8hEBKGBSOMpD40hoRTpdBJPQTEsoZFIozA2QgpJFAgshkhH1FRVYAjYtGEzM2ZMQ5CmUMhjBRSKEbtaDqKkwvclkTUIIUknPBbMm0VlNom0BuFZ0JAfbGftmuUsXryKLTtb2buvnyCMh7lpEx0pPwwjQSg9dh3oYcywKiaMrKEQKZKJBJ1dvdxyy82Uoogvfvkr1NTWv+x1ZDKZ5LIPf5ivfOUGZhw1nvET5r6ap/QV01rz2GN/JZ1OcPbZZ7+MR4iH0FlraDuwm6/dcAOP/e1RkgnByJF1dLT2kPQ8DrZ109NnqWtqpH+onzCQVCQzdHZ0smTJi9TUZhBPLKey0uf442dw1PwF1NTGw+UkksmTxnHKSXN44snFWGHxkz6+UiS8DEP5EtbE9xQd7R207t+Ln/Tp6mgnnU3hJ3y0CdHWIITCV/H9i7EW3/dIeh5hoPETEuUJwkAjRNyfkVCXs+a88v2SQB5e73nlslgpEVLi+yoO2nkJoijuAY6NiCIQxlIMNaGxRBoQ8b0SxJu9AsGY0cM5au6CV+nMOo7jOP9f/uGAXW1tPVdcfQ1rV60lIQXNNQ0cf9xxXHjhaUydNgbll7jxN4do2bOMyCgkEYuXrubFtZsZP3oc55x1NjPeOpbGxmq6u7Zzx533kQ81xVKIFIJEwmPKhKm8812XM3x4RTmooOPsPeLUbYQ9EsQDg7UGrSOwAiFsPP2I+O/jKbH6SJNUJeNU9HinKl6ACWmRCKyRaB2hdZEoyuF5EIYGY8BEGqUUUsUfgpHWVFUm+fQnryGX62HV6t389ncPI6Xl7LNP4KQTpzFqeD1f++I7+cJXfs+NNz3MF/7rGi4891geWfQit92xiL7BAlXZDC3bN/Gl//5P7r/3Ht73gQ9x/AknkU6nX/WT7PydKTdWzOWGeGHJc/zhdzeyft0ahI2QSpJKpUlKSVQKUJ7H5VecxrVXnsGoETVIoTEiRGvo6xvk979/mM1b9nPUvAns3beXj33iSTq7ByjmQ7CQTEr27G3lS1/8NYlEgrr6GiZPHMvJpxzPmaefTTKVJJVOkk4plFQo5WGtxBiNNQZBXMKQyxcZHCjS19dHb1+OPXsP0d7aTW//QTrau+juDunvy5MPorjvDmARSBmXTigv3hWVKDwvvuSlkgjiv/O9BFJk2La9g40b13PU/BPwvWR5nIbAUz4nnDgPrOC3N91By97dRCZCeTB8eANjxownnzfs399KW2c7QRSSi0K25w6+jmfacRzHeSMSQjB+0lzOu+gSfvnLmwhDgZQQRgahLZ7nk8sXqK7OkE1nCEJNJpVm2pRRdHd10Dfok01B38BgHODIZMhmM1ip6ejqIwwsovw8QWDJptNMnjyeWbMmU1mdJpfP07J7L+vXbcNYn1JQxBiNkjA0NMTqFzcwa/oEunp2c/vtD9I9pLFK4imJtB7VVWmK+TxKCeYcNZPLrnwTvicw1lIqBnS0bmDF8yu46+5n6CsKhoZy+F6a4mAeE8VrFGPjclwpLJHRhCj2t+YIihFNTXUMq0+TzCTYd6iD2++4jUI+zxdu+CojR45+2ce9uqmJK6++mnvueYCPfXw6yWTy1Tupr4DWmk0bNtCxcQsf+NJXXvI027jjSTzhdOuGtXzpc59lxYqVTBrXRFVKUZeS5GyKLbs7KYWK+cfMpLW1nf5BQTKRoL6ullIQsG79NtLZNEEYUZX12dOyj57eIvOPPooxY8YjpEIqycx5R3HZZWfz1/ufpbqumr0HDjAwVETG5Uj4ymf9+l189rPf4bLLzqFl5z6WL1+LJ+PeeDrSpJIeVfXV1FXX0N/XR01tDdOmjGOgf4h0NkEym2bTxs0cPNhDyWgQcb+7KLL4vo+S5Ww+U+4/h42roJIp4mxAgzWGhJdARyFKeChlkH6CSEhMFJeRx/df6khprq8EC445mfqG5lf7NDuO4zj/F/9wSSzAls2rePu1V5GRPtddeSWXXn4qFZVpoMSGrc/z1a/cwp49AxghkUoxY/JErrniYhbMn0q2ygNhCfM9/PWB+7jnvmUc6gqIorjfQiqpOHbBfD77mfdQXZ2N07kp7+oYgVQKa+MAXvySy6W00eEmq+XMOixoDRjir4pLAYUUCOFhsSQSGYS05Q8yibCabdvX89zS1Tz57Fp27OgmVwBt4rRzay14Em3iBv5NtRWcdfos3vf+S2moSzI4oFm1didPPbuG/fs6mDZlBKcsXECuNMiPf34/17/1Et521SngRezZ18O99y3mwUdeZGgoT7YiTUop8qFl4Wln8r73f4hZs486ElhxXrnDb3FbDtQ99fij3HbrH9i8cT0Jz0NHcbBu9IhhnHPeMRw40MpjT6zmve++mGsuPRHPJy55RjM4lOfFVVu45ban2bGrDWsi8qUixUAf6TtntMYTgkw2zaRJIznzjOM4+aRjGdZcTzrlo8rvZQBEvHsaB6i9v/cqMXHDYl1+ByPKWaVWlH8fL87CEAaGcnR3DbBz117WrNnArl37ONjaQb5QRGsDGBJe3PMk4SXwfcGxx01l4cKF1NcPJ5vNUFGVpbo6i+/7pFOpIxONy0VBR47fwQNd3HvPozzw8GMg8/z3Fz/EqQvPxGhDd3eOp55azoMPPsT2rbv4j898kvd+/PP/vBPtOI7j/K/Q0WHp69nDFz/7dl5YuhbPK7c+ERbPk9RUZrFENDVWk/ZTvOMdb6GxKUnHoS7+9tiTrN+wC+llaO/oKGcT+SANxdDgSZ8gKBGEEcpPUlOZ5T//62NcevnZKELCMGQol2Pbtp0IY3l+yfPs2tnC2g07QaaYNKaWCROGc6iti9VrdpAvSRK+RFiBpzyuuOJCJk4ajecLGhvrOGnhcfH6NyyxduVibrv5Hrbt6qSjs0AhCkEo/IQiKEQoEQeojDGkkknqG+po6+ykFEIy5RMFJaozCWor0qi0TzGQtLb1oEPL6WefyTe/+wPGjh3/so+7MZp77rkZdIYr3vzmf4k+tAcOHeCGb93ANZdcw1lnnfWS/3087T5ixdLn+K9PfZKW3buYOGYYM6YOw7chxWKBFZsO0tqbJ52Mp79K5aHDiMqKNDOmT2Hl6g1UV9fQ3dODFRpPgK8UI4bXMmJ4LW9+y3lMnzGThvoReEqSzxfZtGEXg4NFnnnqeZ5Z/AJ9uTzaWJQQYCzJVJKjZo6no62T9p4BwlI8zbWhvoYLLzqHWXOmMmv2TPbvP0B1dTW1tRlSqTSJhEchX+APv7uVu//8BB19fUA8TVbYcm86T+EphRCCMIrKbYsgkfCRChKeoLmpkWnTx+Mnkix+ZjWlIE+xWCLQEISayByuZoqTIkAwdeIEfvnbPzJjzlGv5il2HMdx/v94SQG7UqnI26+5BJvL85Uvfojho6ro6mnl2eee4667n2HvgSGwgsp0kumTp/LJT7yXUaNrEDJOQ8dqlr7wED//5UMcPFQgMrY86dKSSvjU12T44HuvZeHC+aTSSSJ7uKxPcjhAp42JgwjCEEUBpWJIZ3c7bR2t9PcP0debB6Fo7+hkYKCA1hrfV0SRxk8kyWST5HJFgiAgCAISCQ+MYfOmA+xvGyJfCrERgMHYchNiLML30FqDgJSnGFaf5uSFs/nwh6+kuiqJxKCtZf+BPp5dvJ6nn11LISiSz2kiY/nVTz7J5HF1CAUGaNnTxW9/9yBPL96AJwWel0BHllRlBRdffhXXv/1djHYTZV+2w4Mk4m4hltzQIE88/gi33fJHNm/cgI4ClAKJYvyEkVxx2amctnAOjz76DDf+4Qne+55LufaKkxEipFgqsWtXKy+u3MwLy7cwMFBi9qzJ7Nyxj1Vrd1EMIpAghIrfbx4Ma6xm1oyxfOqT72bs6BFIqTACKO92Hp7sZuOpEggExsTDJOIEUouSksjo8uCU+Huypnw9WLDII70jpRJE2mCNIJcrsm9fG888/TxLX1hOR0cP+WIJa+PgtvIU40fXcPa5x3LRxefRWDcaKVUc0LZxyXm5kDxepJWD1gKDxTI0WOSrX/kJL65awwkLJ/CBD76LsSMnomQCY+DQwS5+/otb+POix9l/oPd1Of+O4zjOG5ctf4gve/5vfOg976F/sIiwkEwlCEtFkskkyrOMG9MMkeE9H/wAZ5xzArYYsKdlEz/43i/YubsvzlDPFUim0hSKRfxEgsqKChIJSUdHN4WSYfKk8fz4J19k2rTx5cy7v7+OIAoI8oM89dhjLHpyJUuWbWJEcy2jh1UTWdiwbS8DgwFV6QwNddXMPmomH/7IOxk5dhgmCjBRxP69GxkYKoHR3HLznTzz/C4KoSEINTqScQljuWdsZSpFZTZNGIYkkykaGqtQCcW69buQCkqBRmKpSCUZ0VSFFhJUgo7OXvoGhzj1tLP4/g9/8orWj4MDA/z8J9/ikivexowZM16N0/myDQ628v0f/ooz3nQmpyw45aV9TzauqYm05oXFT/Gp//g4h9oOcPy8SaSkRQlNEGnWbWkjMoJCISSR8pGeJAgC0okkQamE5ylyxRBj4uF4SV/ieR6eJ8mkk5SKBaZPH8PkSaNobq5l9txZzJw9h8psA34iSa6Q5/G/PcXNN9/F9t0HCSKNJz1Gj2oigSAoFenoGySbyTJ+zAgueNOpXHn1pSjPkkgkyz27DdZqSqUiiWSKll07+dY3fsaTz6wjMv9njzspJb7kSEVSEMXDIjwlSPiCqooMJxw/h+veegVjx43k0b8t4qbf3E/f4ABRYCiUIgJtAHVk2ISUguFNzfz2xt8z78ST/n8GnzmO4zivpZeUxuX7Cc654AJ+/sMfcNMtf0TaAms27qa1o0AYxjf4nhQY4uyfTDZu5GtN3A/r4MFN/OHWxzjUWSCyFovEiBBrJKXQ0NdfZPmyDUyePJpRY5qRSmKNQYchQVigp7eTnu5+9h04wL4Dneze2UZHzyDdvQXCMM5w8j0fpeKJmWEY71JqE1EslQhDG49KL5cbHimNFRZj4qatxoA4kskEWoBUfy8lNDrCaEugYfeeLrZtOcQxx07FyghFiQmjqxn/1jO4+OJj2LD+AIsWrWDVup388Gd38R8fvpTxE+rxpWTy+Ea+8eV3snz1Nn7xqwdZt2kPSSUplAJuuem3LH76Kd7/oY9yzrnnU1FZ6QJ3L4G1hwufoVgssvjZJ/n9b3/FhjVrCKMwntalfGbPGM+llyxk4fHTqKjOsnz5Jm783aNcedWZXPymubTs3c2K1TtYunQj3V1FGpsbuPKK85g8sYbBwRzf+NaGOOiMiKOwGIyNm0knPcm4MbUMH16DtSoedFLerZRSIlBx6Tbxe81a4l5zxAEyIUU5mU4e+Z5Eubz18DRkyt+jQMZZqAAq7utTWzOZaVPHcsbpJ7LosWd5bslyegZ6KIYaz1PsO9jPTX9YxN8WrWD+UdM54YSjGTN6BGPHTMD3k8DhxVh8HQwNDdDd2UY6laL1UDv7Dx6gFEY889RmNm/+GkfNmcSCo2czafx46moqmDBuGKObJ/xTz7vjOI7zv8PhHm7zjz6F8889nbvvehiRTOF7CmFSlEoBKeHReqib2qo0m9dv4LQzj8NLeIwZN5Xzzj+aP97yDP05g8aSKxQx2mBMQBT0UlNTg1Ie2hRQSlJVVRF/HsfPHrdVMQZPeiQqazjj3HMp2QLbd+xioD8galSUCnnqK6sZGuwgXwqQnuKSy8+gaVgt2AijA9avf45HH1zMnj2dKC9Fb39EvhARGoM25XVzeRiGNfEG88SJ4xgxvJ71mzbRsn8/pTBizKjhnHraPJ5bsoKdLe0MBgGtnf001FQShgVGDGskiAKeefJxPvnxj/D9H/2UsePGv6y1Y0VlJddcfR233v4H3veBjzNs+KhX8cz+47TWLF16F1MmTWLhvIUv6Xs5nIugo4BH/no/X/zC52jr7GDi2CbqKhQJCa0deTbtamcwb0n6Et+XJHwPYzTjx4xhcGCQUrFYbrMjEdLiSUVNdRWlUpGhQpH+fIjyPNZuOMSOHW2MHtlAd2eO3q5+Tlh4IvXNw0ilJaefdSJLl77I9l1xq5BUKkVXZw8VmRQ6jAeITRjfzCc//R7mL5iLLAdw4yVh3N4HwZEqDmM1HW39RDreXj0yjELGWXXaGrS25Z6IcaBRSp+KrM/b33EJb3v7W0klE2zbvJGH//oExWIRIRSFICDQBlsO1h2WTXp8/OOf4qjjT3DBOsdxnH+ylxSwk1Ly/7B33uF1VNfa/+09M6fpqEtWtdzk3gvF2LjQew2hJYRQQwhJIKSTQgpcSKGHXkIJoYUSmukYY2xj495tSZYtyert9JnZ+/tj5sgmud+9kJserecxsrEljc7sM3vtd73l9M+czaKXXuT5V1ZhCE+iaplBoiET20nhKoXAIJMxkX4KkdIu6AxL3v+AhvoYdtoFJIYEQ5sIyyAYkARNweZtW7jnvh5mHTAWV6XZ29nH7t0eUNfR0Q8iQigUoLSomOEjxjJjVglDK0rJzQsTjgSJRMIETQOlFOlUBsd1UMDuPXtpaGhmy/YdLF+1gb4+j23kOnpfWqgUXpM44PugsYKBASaUB5R4jYDtOFRUlTJ+4igMn50kpIXWNko7FOSHWbBgInNnj2fHzl388cUP+PHPH2TOwZM45eTZDCktIGgGOPTgUUyccAm/+90S7v/t66RSaUzTpGHHNn7wnW/yxO8f4+JLL2PBwiMwTfMvBO72/Yz/vsCfHmDVAbh2hpUfLuOB++5i6ZL3UXYa5Xqpv4ceMonPnn4IUyYPIxrJQbsGnZ3d3PfgK+RE82jvaOPKq29DK4MJ40Zx2inHMnZsFXm5JoGgxY7tO7jjzqfYvKOTjLN/ArEHvjm2ZvfeXp594UMi0SCnn34cQ0qqBhhunvmx4121b+LrOr5E1gfjPOl3llvnlRAC5TdthjSQHq1voJn0miifHScUwZDB5KljqB09nEPnHczDjzzFhs2bPSsXIGhK4r0perr7eWPRcjq6esgrDDBp0igOmDWN4TUjiETySSYyPPLI07zy6hsYhkEymSGZdHxgPMDe5hgtTat4/Y3V5OeGqaiI0rk3TUXRXy7LGazBGqzBGqzBCoZy+MLFX2P5+++zY3c3dlojhYWrlAeK2ZrC/Cjvv7eU4085iuEjqwmEgkycOIXyshVs39WKlpJMykFq4fkem5LOjl5yoiGkSNHV1c2ePXsoLyvCMDym/MCeLgw0EAhHmTB+HNUVS9le38Pulg5yQxZohWlI4sk0O3c28vBDz6B1koBM01DXyMsvvseGLR0YlokZ8NQejqMxrQAIF8dWA+ASUtKfybDsozWMrR1G0542+tMuSoPjpCguDPC9b32em29+gs3bmknYipaeboYUFNDd0UZhbhQ7bbP47bf46le+xH/94teMHz/xU/d9QgiGj57EYQuP54Hf3MWXrrySoqLiv/7N/R9KKcWbb75Ke7vLWWed/amkudnXM51O8swTj/KzH19LZ18v+RGLqCUI4NLVmWDt1hYUAUrzw5hBCysgyMuP0tfXh5Sa3t5etBCkbZtIJIdYPI5G0NXdjatcXFeD9AJKEk4GwwrTE0uxdkMdi99fw5tvrWDuvOkMKS3k2T+8w/tL1mFnFAhJrL+fvNwA/bEE6aSLrW3isT5COQbJZAJDKELhKEJ4A99saJgVsFAaVq3aQMOuZhDKIxj45xPXDxzT7AsaExqkEFgGHHTQBI47bj5WUJOxk7z43Gs01O8lkc7gKOH1tL42RaJ9D3DB7AMO5jNnnzto1zNYgzVYg/UPqE/95M0rKOX8iy5j3dpLsUSUSWPGcuwx8xlZO4QVK97isSfewJS5nP+FMygs9rzoPFWdZNYB83BUJYYMIUxNOGhhygChkKKvew8rV25gy7Y2lq/cwqr1O0ilNJFIlPKyIqZOmc2Y0ZXUjqyhsCBMTjRIIGCAkZXwgUABApH1+YIBgGTsuBqEkKQSMX7285t58bXNpB0HFxe0L0l0PbkiGkzL9PzFlPLBOi/kQgrQQuG4kJOT46WWoX12lETrAIYRRGsb17UxTcmE8cMYNXIIO+vb+d1jb3P1N+7k9M8s5LDDppMb1uBqpk4tIxq16IsncQFXG2ScBB8uX8bmjRs4/MijufSyyxkzdvyn9xTRLivefYHiinHUjv3Hyhv+VpXtd5Vy2LF9Kw8/cD+vvvQiPX3dgEZqGDN6OOees5DD5k8gHA6glMSxHbbvauT++59ny7ZmSobkY1lRTjhuLLNmjKW8PB8PYJOgBD09Ce574BW27uzEzthkJ/FSSlzXA7BdDa6j6OxOcP/9b7J82RYWHjaTgoJ88vOiOLZNIBAYCEBJpzPk5+UipcCyAlimIBqNYEiDYCBEKBwmEAghpZkl4OHigXOG6aWyeoCdBUikEBgyyyCFUNhi1oETqagYws2/vJuPNnjMwFRGYJkOxQUmZ555CqHwEPY0tbJy5XruvfslNGlG1JZQXFjE+++vpLMrgeM4IAzKynI49pgjKC2uor6+iY2bttG4ZxfdvXH2tsVI2kmuOOvSf8xiGKzBGqzBGqx/kxLUjp/Old+9hp/+4EfsaY8jtI2DxrZdbNdh154OTGmwcukaRo4ciuPYlFePZGztCNZvbqUn7iIsb0hsWSaOrbAdl1QqhUbT1dnDls07mTF9ElLqAXYfwiVj99DR2sy6NZtZtWoNazfuIp4CQ0gQHrQRCUcIWIpk0mHF8o2sW7Oe3GiYvliGZMolkUwD4CjXs7kQEtd2/b5F4GQ9xoTAtm2kVtTV76a0qBCzvx8lBI6jWLu+nmnTx/KTn3yVR377HC+/vox0RtDZ009hXgSNS0lxAa1t3by/ZAlfufRibr/rXsZP+MtAu0PmzaOxYTsvPvMU53zxor8rWLN8+XJWrlzLF794vuc/+Akr63GdTie5/57bufGGG0glM+SGTYYURhk5tIRUKs6mnV0ErQgTJ43hnLNPJxKWPPnUH9i0rZ7evhidnXGklggpsEyTjJ327pur/SGpiTD0vmE+nh2JchwS8TSOo3jzrbVs2tKIlAYNda0gBMpRBCyTUDiAk4ZU2vaHvgZ1DR1868obOHzhTGbPHs+4yVOIRksxLAOt/KGsEKTScXbsaCCWdnARXs8nJEiNkPiBZd4A2TAMtOsQMiTFuTmMGVVDaVkFhpT09/Xw4Ucb6U1kcJUimXEHlB+G8DzADQPmHTKHa2+4mUg0+je734M1WIM1WIP1/69PvfsKISgqLsGyLA6ZdSjf/dY5FOUHQWtMOY4XXniP2pG1TJtajSFt7EyaTMrFMExGjpzAqNqxaAe0B0vR29vOhx+u4I3FK9hR30cymcE0LPKixZx9+kLmHDKJIRUlRKIRDKHQypdKCK+p0nI/LzBtYBgSfD8HLbOpsXpA6JATzeXoY+byzvtbyPR5AJ/yJ1Om4THYXNdrqgYCAIQXXCGlxBKSUNCiMC/Klo1bWLlqMwvmHwDCRbkuWrtoF6QMeEECykYrl0AgwMRx1Xz3e2fwxtsbeOGPH/D8H9/n6COmMmlcNVs3t9DU2uOloDnedNeyLKTypnzPPvMUy95/j3O+cD5nn3MepaVDPvlN07B2zWZG2RFGjRn/b8Wyy/rcKKVoaWniD888weOP/pa25r0e281VlBTmcsklR3PsUbMozMtBaYXSGXp6EryyaDkvvLiK/Px8fvydzzNhYgXlZUWgXbR328GwkJi4yqW3u5++ngSJeMaTIvhS1X2vqUAp7cmshSSWdPhw9S4+WluPlBbST+4SUmD4Sa2ez6KJFBrTMJGmJhwOYEpJTtikdEg+w2uqKSiIUj20lDGjRxPNySMQDBGUQYTwmlmlPAm4FOBojxErDO8gYAgDy7IJRbxGTCmNox16+m0Wvb4GF8mXL7+MmbMmMnPmZGLxFK1t7bz39hpeeekNGna3YjvKY/1pF8fJcNgRBzBhzHQc16WtrZsPP1zHa4veZNPmLYhYhFNOPvkfsygGa7AGa7AG69+mDMPi6JM+R0d7Fz/58c/JuB773NUKW2kMVxMKWqxdu4GTzziBYCiENC0KiiS5kRD9iRhW0PTSRYWL6zqYJrjKATw54rtvf8iJxx9HfkEILWy0a9O8ezubN6/nhedeZ+OGduIZh2RKIIVEGpJAIIBjZ0in0xiGQSCgcZRNe3eG7p4URsDAdl0CgSCxWAxf5+gN67TyPWP3yRmFAFN4ns6ja4dyzY+/Rcueel579XUad3eyY9tOHv/dS5SVF3HSZw4nEDB5+dUV9GT6SXRlqCopwtIuo2uH0tC4lw3r13L5ly7mjjvvZfzETw/aSSk5+TNncc8tt/Ds009y2hln/l1CKPbs2cOSJUu45JJLKC7+5My+LHiWTsW5645buPXWm7EzDqGQRV6OSe3QEprbuti1qxczHGLm1LF841tfpawsn6cf/z0jRlSTl5fLtm319PfFmDZ9Oq0draxavZWM635cbQOYprmP0SYgHA4htKKtvR8hQUpB4+52lPLsdkzD6/9CEcNLYbU1HgYnMAxvwNrdGeP11z9i/YatzD5oA8NGjaS6ZgTlFUPIzy8FAWtWr2bpkg+xbcdX/eCFsUiBIcHV2meKKj/dWBMImuTlhxg9dgRCW2QyijWrt7CroRnbVaQdF0fhGSUDWhtIYML4sVz361sZPmLUv9XZYbAGa7AG61+p/qJxWc2w4VRUVDJp/EhKCqM4boKOjt08/sRLdMdsNu3czNvvvkY82cX6jTvp6EwQjUQ56bgTOPCA8bhOP9vqNrNhYz0b1zaiZYhxY2cytKKVLduaGFpVw6knH8/E6cMJGJ5zqje/kkgDpOGxiJRSKOl6DYT2QAj2S5D1zPL9iZtQoD0gY9LUsUwcX8mKVU0IV+PKrAeEtxkpXw5rmgYgMIRAaIlpSfJzgkyaMJKzzj6OvNwgsXiaTFoRCBqA40kYtcRVDko5mMKb6mpclDaIhEKcesLBLJgznptue5rb73yNKdNqmTVzOGWluexu6kbj0dq11hiG9/lCSpqa9vDrX1zH22+/wxVf/Tpz584jEAj87zdMGBy88CjuvOtOxo6fQHV1zV9y2/+pymt4vd/39fbwxxf/wIMP3MOuHXUoX3Li+IEjRxw9maMOm0g018LRGXp647y7eA2vLlpDOBrhgvOO55A5Y8kJCZTfrCCDeK5whheYgiRgBSgtLaeoqATl7vGkBmIfqJuV0oDnI+J9JekHFwuE6yLxQDrDFDh4k9ZoTpj8/Ch50QhlZSUUFuZjmAZKQTKZIpFIsnZ9Mz09CRyVIRCURHOClJXmMmJUJVVVFQwbWkNBfh4lxaWEQjlIYSAEOE4GAbS1d3L7Hfez7MPN2LaD0uD6B4a+hMOri1ajxV1ceskXKSqsIpoTIHfEUGpH1nDCCXN55eW3eO6FV2hs2YurFe3tSX7zm4f55jciDK0cSUVZEccdeyi1o6p5/vnXWLR4NZXV/xjfm8EarMEarMH69yrLCnHMSWfyu0cfYeOWXb7HsQ90SYlGsathD309CUpK8kjEOon1pdGOpjg/1+vVMmkME6SRHeZKpFAIYOvWHXzwwTvk5WpSSYUVECxfupzFi9fR3JLEFZB2XQJWgGQ8hWlItDIwDUEwaIEQWGYE28mQzrjYjiKdsnEchWtoLMsiGArRF4/h43RoNIafqRYwLYQBIVMwftxIDl94CHk5JpOPO4yJ48fT3dfGd79xPcuX78BxUqxZvZPTzjia4bWV3PGbp+mOpWjt6qWquBAnnWDkyDI6uvtYv34NX7nsEu64+17GjZ/wqUGXnGgun7/0En79ixsoLStl3vzD/2YeZlprurtbeOih6zjzzCspLi7+xNer/fY/lUpyxy2/5pabbibj2uSEg5QWhCkvCBCPxWluSxDOj3DqKccz//CDKS4O8fzTz/HaoiWcdOrxXHDR+XT39LBt83qKSqKsWb2dzVt2k7H7PYGp4R0npMjKTr3rDhgmdsbGEAItXYQhsV0bXDCkRX5+lNzcHLq7ejx7ExRW0CAYyiGdTqO1JhgIEE8myLg23f19bNnajGW9hxSK2jHVVJaXUlRYwu7GFtpauzGEzF4BhiGJhoMo5eAqhZtyMaTHvguYkoBlAAo7kyLjpNEYvPP2coQ0iERCuLEMjnYQ+1mxRMMWX/361wfBusEarMEarH9w/UWAXXnFUBYecSzLP1zFqSdMZdvOFTz42xf4aEM7udFSpowfy5rVW3l/2Yf0xoVnmIokZEbpje1i/cZt7G2yOeCAGVxyyRGUDcmjs3sXTz71PKYhGTN6JOMnjsAyDM+vS3iAndKOR/cWXupTdtrlOI5n1K8ZSNvy5LDgOq4HxPkyVnBJx7qJhsGyBErj+9V5DCXAZ0GBZUJhNMLwYSUMGzqUaDTIsKHlzJgxgZqaYqQhMKSJIaXP9DJx3DQZO45hCgwpUVKANkEYgMaUQdCKvLwgJx43lbVr6/lwxTZWrtqEYYQwpMRV3s/m/VyCUCiMUhpXKxxXs+KDD/jKls2cdeY5XHTxJVRUVf+Pm6mrXHZsWUVJQR633Xoz1/zgWnJzc/+SW/9PUdkJp+M4rF+3ittu+iVLl7znB5Q4pB0b2wEQZByHJ5/8gNnTRjF0eCkbNjfw6qtrUMBnTj+cOQcNIycUwhUWQkqEFmjthUIgJEorH7jzEluXLV/Jtm11ZGwbIfHZnBrbtgdAu2ywhLcWJVppTOHdV+UN2BFaUVwQ5ITj5jN//iEMGVJIbk4uOTkBTNOTu2okWkuUcklnkqSSDomETWdnH/X1e2hs3MuG1bt47ZWNpOw4waBg3LhhTJw8iuKCQtKpNLg2VeXlfLB8DavW7STluCjHwXa0d8jRCgdBImHzyisr6eqMccUV5zN82DiElgghKS0r5LNnnUAi3snb777PrpYe0pkMixdvpGn3tZx4wqEcfth8ykqHMrS6hOOPXsCKtXX/wBXyr1b7/Be1Vriu8iX4mv1waV96Lejq7PT8hEQ2zRef5SkHPDg9MBmydgGD9cmqoaEBIQTDhg37R1/KYA3WYP1J5RcUMWpENVu378FWnhzVkF5SuhCQSCSJJzqQnR1sXv8RDXVtpNMugYiJ6ygf1BF+rydwXYXhP0fbOzq5485HkW6SRCxDIBwkkXKxbZeM6yINA5Qmk8kgDe9ZnU4rzGgYDCiIhnAdTVVVBT09vXR199EfU4TDAjuVxnVdEokEAZ+V5WhvYFeYF+Xgg6aQ7OujYmg1M2dM5eBDplOQH8EKBHDdFKVleZSVF7Bg4TSefvFDensVO+vbueOOJzj99KO44itncO/9z7O3PUlTawelxQWYQZuysiLisTRr137Et676Orf+5i6Gjxj5qcGXkpIhfOWrV3HHLb+gqqqC2tGfnq33Saq7u5u7776Vs89ewKhRoz/5J/qD+lQywa03/YLbbr+NjHKIhAIU5YWpLArjZly2NHVSXVXDyaccztx5M3BsxU033cnyZWvJJG1SKZfCIUXklUQI5yjamjqYfcghVNWMYvnSj9iytY60rWhqaSYWi/uewhJLGuSEQ8T6+7FCIaQlSaXTKBcK8nM5bOHBpBIJtm6rI2ABpoXrpEilUvQnE0gpiYTDxOMxlFKkUg5ag2lJz3MR6OqpwxR1mKbw1A4IhCEwEAgFwYCF0o5vzeIx7ZRWmNIgZBkIND29ce6++wnMUA4TJ03AcdOk7BSZjIv3bTzVkddDaA488BCOPPa0QbBusAZrsAbrH1x/sSHF5y+4iK+ueJ9v/+gG9jS10t2jOWjGbC6+4FxqawtJZ3ro+WEz763cBRoMQ7DkwzXU1bdz+mnHcen5k4jmhHGERjk9vP7mm7z25gbSKUFo1TrmzJ/BsJoKD/jA8VhvWnv+YK6DlB6bSaEQUiCUf7jVGkfbvvW+5z3nON6hNp7sYse2RlasWk1jYz+u6wwk2AppIKXAVQopBFq4CK2J5oQ48vA5nHjCbIIBD0wxTLyUTxy0dnCUjVaKWCxBc/Neerq7yI1GkIZBKCdIXl4OuTn5BENBlA8sZjIptm5roq0tRn88DtpASoVlWRjawPHDDFylGD9+JBPHFfDam2vp7HNwlUN3Vyf333s3q1au4IqvX8W8eQsIBIP/7b1KpxK8/fZbvPPOciprhnHPPXdy+eVfJRQK/aW3/29SWbDVaw4+3iB4gIZ3H5VWdHZ08MTvHub+e++kq7MTjQSlCJgS23Z8uSpIoQmGTdZua+Lu376JY8P5XziMhQsmkBMKobSJ0h57U7kahOU188JBaC+5zZABBAadXZ0k4oojj1xI4ar1bNrSQF88Q8bx2JBKaVzlRXZ5vieeVFUrl4zjelIYwYCZdXl5IeeeezSlxWXeD+kDLNrPfhVeJBimNJFGhHAYCougurqEqVNHIrTEcRS9sSR793bQ1NzG5i11LH2vnobGt0gkUqAUhQURKsuKGF5dTiKRwJQhOnriJFNJ0qk0tq1wXO/wsWTpZkzzAb7/vW+Tn1c64AO5e08Ty1auo7uvD0uCtEwcrdje0M6vb/kDjz7xOgvmTGTS+FFkUia9sb6/z6L5F6isfMbzw1QkYv00NzfT09tJKp0incqglUsqlWR34y527NhOR0cHsVgM27axbRtDSqLRPA49dD7xRJz6+p0EgwFs20YrTX5BAUWlQwiFwuTl5pGXl0dOJJei4iJycqJUVVWTl18wIN/+uIx7sLJVXl7O448/Tm5uLqeddtpgGt5gDdY/UWmt0a7C0AItBG5WTKEUynHpivVx/z3346T6MEzJ9ro2knaG/p4EtusNqCxhYhieF5kQEAxauK6LaUl2NzXjOBqtJbozjSkEeXlBP61TYxneAFVrRSqdQgpJxrFJO4p4fz/5ebn09vZz/AmHk0r1sfi91WzZsntA6aEEuLaNpT3/WbRLdWUZ3/zW5aBiFBRXEM0JkU7HQaSp27GBZ556kaphYzn8sEMJhYPYiQSuo+npTxNPujz66ItMHF/NxV/8DE8/8ypbdjbR2RvH1ZKwKxk7uoYN67fzwfuL+cbXruCm2+6gZthwGBjqfLKqqKzk9LPO5v677uKKq75N5f8yKP601d3dzbPPPsuoUTMYNeqzn/jzsv7FyUSMW391I7fcejvChOrKEhI9fRTlBujq66dxb4xgOMyMWRMYM76Ge+95iI0bd9HU1EE4J0RRXi6uSuHoFB2tzTTtacFJZ6ioLua4aUdw5JFzad/bgRQGd979IM+/9A5pxwFXYUkD10ljWoJINER3bx/pdJry8iGc8ZkjwU3z9hvr6erswXU0mIpMxsYwDJTSSKlx3X1DX9fxNEXgW5v43oYZ5QHOpiVRaJTwOH4By+v9bddBGgbBcBgjYHshdoYkGAqilSKVcdjb2s+Ddz9B2k6RSnj2Ow4OCIGJ9CA7AYYwOP3Mswn+f84VgzVYgzVYg/X3K6EH4qk+XWmtefONV7jm218n1ZvmrNPO4LwvHE4kbCIUJNMt/Oinv+KdD3ajlSRkGUwcO56vXHY+taM9TwoPKMmwaNEfuPP+V+npVUgJQctgxvRJfP2r51FakufxzzEwpDngRyezjYJroyW4ykZj47pp0ukUiXiKPS3t1NftoWVvN8lUhp07d7Ozvp207Xr+Zo7GdUALjUJi+GYQGdcFA4ZXljBx3DBOOG4uM2fWorUgFAr6gKHwPSpACpOerlZ2bKtDKU3atlm5ZjtLl9ehgfIheUybUsu8eRMpzM3HMgSLl63isSfeZ+OmdoyARSyeQCswTBPTNJDSk8WGQ0HmHjSWn/3kXBoaGnnkd++y5P06Ysk0rvZ89woKCjnn3M9xyZcvp6Sk9M+aKK01O7dt4te/upH3lyyhsLiUiy65jDPPOsfzdPkHl9aa/v4utm9cw/iJUwnnFiHExw/KSmvQLvF4P6+/togH7ruXzevXk3EcHFeTE7YIWQH2trfjKg3IAV+QYMhECE1JfgHfvPIExowsZfiwMqxQDkobaG2Cz9gThodhK6U9oE5YXqOtnX2sJ6BpdyvvLV7Lm+8sY2f9XmJJx7sWrVGuN333gGqTYDCAch0c10UKTcCwCAcEl11yEp89+3gswxpgSGmNx9zDGGBMSWmgVdY7xQMD0RKlPDao1gqfY4AQHmDZ3NTGhyvXs3T5atauXocrXYoLcpgwtopjjplPVeVIYjGHvS1dtLS20tbRhVKKZDzFqJpCzjj7RPILSnzJkaC/P8Evb7yXdxYvxnbTXkgLHijuOmC7Gu26hAIGMmhim3l8+OEacnJy/p5L6Z+msuukv6+HHTu2U7djC+8tfpfWvXvpbO+grb2NTDqN47q4tu0DvoqMq1BZjxzfyFoPCFQ85mZBQT49PT3eGjUkTlaG7blNIxFIgTcwCAYJBAKUDBlCeWUlQ8rKGVYznImTJ1M9dBhDq4eSl5eP2A+Y+k8H8t59912OOeYYnn32WY4++uj/+NdjsAbrn6US8T6uuuR0Fi1ajpIGWmgEioBlUJgXRhomhflBurti5OaF6eruQSmJEAYZW/nKDHAcj2FnWQEytk0obGEFLGKxhO+N5/mToRXaUUjDQAtFJuP6IF+ATCbjsZ+EJBgI4riOHwUlKCsr4thjDyaZivP8s0vp6Y/5/YPJ1KljOfesU1Cuzd69rbQ0N1E7uopDDp3O8DHTMNwEsZ5e8opK6O9t4eYb7+WlRavIyYswY9oUTj71GDZu2Mwddz5Gf8JFCJdIKMyRhx/IGWccy2/ueJjlK7dhWlCcn4dhGeQWRqmvb6KvN8Mxx53Az6+/jfKKcj7tzFYpl7feeIO3Fr3CV7/5LcrLK/8q91UpxR//+EeqqqqYNWvWJ/687OklHuvnpl/dwO233oYwJSOHlxPv6yEkFMGQRX1LH7YDC+ZOoaQgzI76Jurq2zEsSWlRAaFAkCnTxjJr1miKhxTy3DOv0dHWyVe/egEjhlUTzIsgpIVlWMT6Ynz7Gz9l245makcPZ968uQStEHfeeS89sSSpZArbdSgojHLKKQtIJRN8tHILXd0xkskMSkE4EiYWj+E4DlL4qgx//7aCEtsPf5BSELQstFYekKdcHNsLV0s7nve2wPOuQ3t+eACBgOcr7qUdezLeaE7Ey35VjuedqAWOa6OB/pQik/F6Do/oADlhk0cff5LZc4/4q9zjwRqswRqswfrL6y8G7ADsTIqrv3YRdRsauOWmb1JaHMZ1bXY1bueRx5/htbc2kUxqApZBbjjAqGGVXHzxeYyfOMKTrboZ3nrnRe6892Xa2lO4ypt4BkyD0qJizvrM4cyYOZrC4iFEoxGkIUkmkhimxDCgv7+XlqbddPfF2FHfSGdnP3sa2+nq7qcvliEWT6OUxjIDlJcNIRwxSCZSBAIBXNclFAqRSSdp3NVOImOTsR0cxwNWAoEAV11+KscdcwDBsIX20geQPoBjmpbPlFIIIejubKZu2x7aunt47sVlrN6wh1TKxRVgaIFlGowdU8H0KTWEQ5Jn/vgh3X2Kwvx8+mMx+mNxb6rrfz3TNLAsk/HjhnH1lSdy0IyhhCxBIpXm9Te3cOudL9PY3INW3kYdDgWZfsBBfP+HP2bq1Gn/jTGwF15xy02/5PFHHqK4tJxvf+8HHH/8CZ7U4x9VWrN16yZ++L0rMaXmp9f9muG1Ez3ATnjX7fkTOmzftoVf/tf1vPvuOyRTKYRSmFJyyJwJnHLCHG6+9Rm27GzyX0OJaVoYhiSTSYOGYMDgkIPHcMG58xgxrJTyymo0Fkp5su1MJkMskaSvP0Ym7RAMhCkpKSQcCQPKbw6lDyZ619XS3MkHyzeybPk6tm6rpzeWorcvgW17gLQGAgGv4VJKIdGEAoLxoyv4+U8upbJ6KEJkia7SB048zzwpvUbOkAbg+SnuH3KhB6CcrGG1f1wYMEZWJGJpHnvoKV59612QHviTEwoyZmwZp552JOPGTcU0QiAMpBBIYQIaIZQvPxcIYYDWNDf18KMf/4ot29YTDFpMmzaV6qpq+voSbNiwhd1NLb7/isTKibB23Zb/SMAuHu9n+9aNvPLiSyz74H22b99GLJbAtm0fjMv+Sw+QE0Kgs2nUQmbppN5rj5eyo7RGo7wEbO0LV4QkGAiQTqd9dqr2vBO19nyjxb5AnuyAQ0jhmaVbAXLz8qiqqmL4iFrGjRvPzFmzGFpTQ1VVNaFQ+D8WqOrv7+edd17gvvtu47bbnqSm5l/f83OwBuvfoVLJPr57xWd57vn3UcL0/OiEQBqaSDCAaRgo7YAUZDIZDMPAzigQJq7jkrUQcBx3oEdylEIpx9t7hUEoYFKQm4thSAoLC7Ez/bS1d5BxBHnRfAqL8mhsbCCZUN7QWULG1QhhIIXyvcKgtCjKYUceQH9fL28s+pDumIsrbKZOGstPf/JNJo4fiVYuSrm89OLzrF65ns9d9AWkjvPkY89SObwaywwxZep4fnPbb1mxYie5eUX8+NrLGDo0ysUX/pTtu7qQhpdiGg1b/PCHXyYvX/GD799Hc1s/OUGL0rIcDCOIFQ7S2NBOX1+Ss849h5/+/HqKiko+9T1wXZdXXnyed959l299+3sMKSv7P91TpRweeuh2qqrGc/TRR3/iz/OOLop4LMavfnkDt95yK66rGDmikoABsd4eivPDtPUksXWASeOH0tPVR2d7F0hJynGIhIOUFkc5+si5HHn0obz92gc8/fSrRCJ5HH/yQj579vEYUiOkoqu9nWAoh1UrVpNMaMZPnEhldQVWIEgynuHb3/wRG7bsICcUxLZTzJ93EJBh+fJNtLb3gSH9dZkGR2EIAyEFOdEItutgSYPS4kI0DslEmqqqCvILCigvK0G5Nq17W9m8vY6u7iTxZBKN8GSzhiBg7gvDME1PGWL5w2fXddGGJhIKoF2F6woQ3uuulAfopV0L21W4jjPw2ublB3j08T9w4IHz/0/3d7D++pW911orUskErS3NtDQ3s2fPLpr27GLn9u3E+vtJp1P09vbg2DauctFKeR7WSmGYQSJhb8hhmAbBQJBgMEgwGCIYClJSUkJZRQUlQ8oZMqSCwsICotEo+QWFFBQWY1oW+ys1/lP7xcEarL9X/Z8y2q1AkFM+czY/XvlNnvvj8xTmWazbuJU16+rY2x5H+UasaIdYKs22+iYWL17NuAkjkULT1V3P7598m9bOBK5rICQYCHLD+UyfOoXa0SPJySnANAK4rk1HZwtr125m0+Zd1O9uo7Ozh67uBPGEje14PnRCQNCSjKwZxrlnH0pBQS41Q6spLYkQCJg4rsI0DGwng2FIlHbZvKmeTZvqePW1D9i1pxNhQMAy6OzpJRAA5WRwcDEMC7SN1uDYNlp4G58pAwhM0ukYUrjsbuolmXA8VpQUuAjsdIY163ezfnOzl+LpaCK5eXR19+E4zkDaaVYuCQpDutQ1NHLNDx/ioguO4uQTZpAftTjpmKlMGFfM7Xe+xpuLd5CxXdKpJMs/WMrFF5zP5Vd8jbPPOZdwOLzf3RLk5xdw1dXfJhiwePSRh7ntlpuIRnNYsPDwf9jDtq+vh19e9zM2b9rJD6/9CdXDav1r8YE6NOlknBeee45bbvolexob0cpjWZaXFXDRhUdw7NEzsZN9DB1WTE8sTnd3L7btNez7VzJps3V7E3s7esnJMcmNlqJFmngyTldXH5u37WbHzhZywxa1o6rIy88hGe9h5OhRBIM5wL7rAs+jrrKyhFNOOZSyIVFuv6OBREr4wJcPpgkQykUIb3OVhoFpgmlAW0c7JUOKMI0g+LN5D6QDYZi4WiG18EBZsqEoXtiK9INYpPQgu32bpvfLm84a5OVFOPn0Y+noaSeV6mfBYQdQXDyU3l6HD97fyVvvrGP4sGLmzplNcXEpQkRwbJe1q1eTXxKkpLSEaE4hQcuisirKGZ85lhtv3EZldZTv/+DLFOQVo5SmuzvOk4+/wmO/e4L2eBrbkf9RG3giEaelaTerPlrBC88+y+qPVtHb3YOjsnJY/I9+grUPvEopfLYHPgDredMYvjdTMBL0Ugu1orsngZQGEkFfXwqlHRJJx2dX+p/tf6MsmJtt7FQWJVQgXIVtuySSKdra2lm9eg1SGoRCQQqLChg3dhwTJ0/j4IMPZuy4CQwpHUIkEuFT6af+hSs3N5cTTzyJ3NwgV199NY888sigLGiwBuufoKQ0yMsvROBZYwglUNolaJhYlkE4FMQ08hg2rJj+vhiurejq7qMnkSadySCUxHEdLMskGAySyWR8j2UTx9ZoocmLBrng4rOprR3O8OHDSca62bZ1O4YZRtneIK+nt4fm5iZsV9HR0cKWLfX09aRo7+rBVi6WFaC3N8arLy3h4EOm8pmzjmL5BxvYvHUPG9Zt5+qrruWO3/ycmpoKkCbz5h9KR0sbN/7017R0dNLXLUmmVmCaBmNqhzL/0OmYhsmbb2/gyquvo3JIMXs7+rAC0uszFcTiDr/45QMsnD+VBfOm8tQzS0lm0rTvdSkuKsDOuAwbOoT6hiZ+97tHkKbBT35yHQUFhZ9qrzYMg2OOP4lMOsND993Fl792JdFo3l90P23b5uWXnyUUambevEs/8ef59q6kEnFu+/WNPHDfPWilGDZsCAFD09fVixmQ1DX1IIXkootOorAozG9uf4JE2pONKselP2NTWV5I8ZAifnDNTaxdV0dhQS4//OklzJk7hc62JpxAkBeeeYWnn1zE1BnjuPTS8xheM4KMA0pb9Hf28u57y9i+fRex/jjFhVGOOfIA6nfW0d2ZoLu7n0hOmFh/grIhJRQWRTjiiAVo7VJYWMjECRPo6+0hEAyQXxQlk8kghEEobFBSUkI0J4oGWppb+MH3rqe5ZTOOlmjXxTC8Ya2UEmkYnkQ7k8bO2GB64J1lmd7QWWUwTQMlTc+2BUlffz+GYSK0xs242RGi11FoyZ+00IP1D6l9Q95UMsGe3fXsbqhj/bo1bNm6hb3NzbTvbSUei5FOZ7BdF6X2U2kIzz5gPzNk0Bqllf/X2QQcX70mpXemkF64o5RgmRZWIEAgGCAnJ0ppWTklJaUMrR7qDX1HjaK4tJSSklIKi4qxrI/3S/9JZ4HBGqy/Vf2fGHYAmUyaX/zsGn7/yENoDa7rgQmGZZGfGyXR349tO7go8sNFfOXyiznymKlIMmzasJzrbnicWMKgqqKc6poKhlWXUztqGBMmDiMQFB5dXCXYsHElv3v8DT5av4dk2gtgkEJgCInj2APT0mwi0uwDZ/Ld711CKOIxlrIH2SzjZB+w4bNQlMuKFR9y970vs7OuDa0VQ8oK+flPLqR2xBBsZfv+KQ5CK4Q0ISufdBXxvl42rd9Gy94+7nzwbbp6UiitUELuOyzv/8ILMRBMAFn/Nv/aEOTnBRk5rIgzTp9LV2ecF17+kOrqEi6+4CgOOmAYAWERi/Xz2JPv8uCjS+jrtz2KPIK8/HzO+fznufqb3yMnJ+fPHpaxWD83XP8zFr/zFjUjRnDZl7/K7Nlz/o4PVe/1SMQT/OKGa3nuD8/zy1/fwryFh3sylP3+3Y7t27j5pl/w6ssvkUwk0UAoEOCIBZO47JIjGVFTiCFNevriPPn8Eh58aDG93SlStu0loWbDSdAYQpATsqisLOD0k2YxZmQpiTSsWbuTD1fvon5XBxnbJRIWzJpey+mnHkIkFGTMuNH+JFrs+3pZTxoXXNemac9eXnnlHTq6+tm0qZGduzrI2J5U1fLTuVzlIk0TU0LYMonmWYwcUc6oUdWMGzeMkcOGUlycTyAYIhSKeEliCiReaIkH5nqyVyk9xt2+9ewl1gqJz8jzAEC0oKOjjQfue4K169Yye+5Ejjv2KGpHTcRVBq2t/axYsZoPV63AsJLMnzuTiJXLr3/9W/rTMfIKcigfUsQhsycxb+6BLH5rI/c88DTCcDn78/M558zPkRctxWNwJvjud3/Nm8ve5rKv/IBvfevb/9YeYFprdmzbzPN/eIr169eycf162tracG3t+Suh0X6QjdZi4HOyH7PTcC9Z2JO3auEx50rL85g0uYRTTzqAMWNqiOSEadzVSVNLD0uWrmfj+t30dqeI9aWJ9aVQ6I8Bavs/1rPv64/9Px/k+9iEFE9OC6AFhEIhysrLGTtmLNNnzOTgQw6ltraWouJiQqHQv30TprXm/fff58477+S6664bDKL4B1U2kOXjGSre+8d1HBKJBH19faQzKXq6u+jv78eQkngiAWjCES+0KRAIkJeXh5QSy/KYBIY0ME0T0zIJBoKYluX92bT+7df3v2JprVm86Bm+fOmX6E86A8+sQFASjZjkRvO4/CsXM3nKcJSyee/tt9i+rY4Plm2jozcBSD9B3gbwPINNQBskEmlcAdFwkF/96sfMmT+TSDDssc39MB8UaOWFnhlSIw2DTCZJZ2cfPZ1N3Pqr+1jx0TYyWqKUgykElmFw/IlzmXXgRDZvaGTV6s2sXr2ZceNHcO7Zx3HoYYcSDYfo7e6iva2Hhx95nHDOEF5/7W06e5KYhmT40BIqKvL5aNV2Eo7Gtl20FgSDBkHLIBwI0tkdx9GK3EgAyxRkHI3U3hM9Gg0QtEwIBInk5bBpYx12RnPZ5Vfwgx9f+xcNJGw7wyMP3gOuy+cu+NL/10P5f6pNmzZxyy23cMstt3xiT2WtPb1LJp3kN7f8iv+64QYytsOIYeUMKcll765WtIDWnn5CVpBIJEBFWT5Cm+xpaac/EUe7kvzcCFbAQkhFPJEkmVaEgxYzptbyne9dREdHB7978A84SrJhcz1FxUVc9c0LOOTg2bgZB6FDSCPEyy+/zEMPPkZJaQELDj+Y9rZWdm6tp6+rn+279uIoje04VFeV8f0ffJnRY0dQWV6JUi6WZYL2kvQ+fkzY5y+YZVLV19dz4Re/w86GvSjhRaFlh37KVSDwCRIuQnqSbkNqwgGTqopyhg8vZ9qMSSgtqd/RyPIVa2lp7wAtSToOjuOpiBzXBQELF07gjrteori4+FPf18H665TWmq7OdrZtXsfypUv56KOV1Ndtpbe7h0zKY8o5Wg+wLb33hr+W9L6eUOn9/5g1WNmXaPaxvc7/rfSVRFlXbYQY8LQ2/E+V0lt/VsAiEolQWFREeVkZxSVDGD58OKPHjWNozTAKikooKSn1FTeD++pg/XflsxqQgItC+ueUrIZs3xkmu16V2kdS+U+o/zNgB9DYUMfnzjqZjpZmcnOKOerI+Rw6ZxqVZfns2VPPfQ/+jp11fZxx2me54KIjsEwX7SqSiTi9/Q5CmOTmRrACBqYpUQ5IaWM7KXbtqeeFF95i+fJtpG1Bbk6QdDxOxnFxtSaVdnyzfzUAZoRDAWZOH8dV3zif/ILIwEMqC4oBfBxH0Dh2mt1121iydAtr19XTn0ywdUcbhy+cwsVfPJaiklzAwECgHC9oQgnPo0wi6elsY/Ombbz17gYWvb2NeFLjKBctBErpAZBn/4W1/5/3LUTvV17U4oQjZ/DjH56NYSjWb2rioYffZs2G3Rx++BTOP2cuIypLyDhpln24gRtvepUd9V04rsRRDsFwmNPPOJvvf+8aSkqH/Nnho7enh8suOZ+yikoc1+Xiiy9j8pSpf6dDynoymSiPPvwSd99xN9//0bUcd8KJGEYWrPNSV19ftIgbrv8ZO3ZsRiuNRDJieBlXXnEyhxw4gpxwAEdlWLZyKw889C51de0YhsLFYG9rH4lkeqAJEkIghURqjWUJCgsi5Ofl0N7RT388jXI1QnqTLMMQRCMWV3z5RMaMqaaqqpLKinJcpbzJvnL96ZT2fOeUg3JttLbRruCRx17jgUfeJJV2kYaJaRlIFKFgkGDQSwMLhgOkMw7adcmkMtiOQzBkEckJUFQQZVhNOWPGDKWoOJfionwKCoooLSkmHM5FYHgy1YHjisfkG5iOSt+EWznsbqjnqadfYvnyLfTH0gjhMn58NRdedDYzph8I2kJIQU9PnDffXMJb7yyhuaWe/t4UyaSLozMEDIMZ00fwuc+dTmtTjAcfe4GW1mYMQ3HYwslceumFDK0eSX9vkq9/4+fs2bGLp95a+n+WyvyzV2dnG1+55ALeX7wEV7m4eK+71HKAHaqEd1f2B+T333S09n1oJAihiEYjjKgdwrjxQzh09ghmHzSZIWWVmAaYRgCFpi/ex+49e+jp6mNnXTsPPvA+HV1x2lr6UWrfcCJbWUDX+8N+AB4f3/w+9vdi31Ah4IMXhmFQXlHBlKnTmHXAgcyaNYua4SPIzc0jHP73lNDG43EuvfRSysrKuPHGG/8bq4HB+uuV3u+/HnNYa00ylSQZT5BMxmhpaaGzo53Wtjaa9jTS1rqXXbt2sauhjkQyQSbtYmc8WVd2uCIMj38qhUHAtDyfR0MSDoUxLZNwKEg4EiG/oIC8vDzy8wspHVJBJBIhGAxSUFBARUUFI0aMJCeaRyQSIRL580HYYP19qrNtN5875Ug2bN+L1B5QYRiCcChAYX6ESy46j9PPORlpaLpbm1i75kMef/QV1mxoIOXgKzZcHNfBMAwymTSmZeI4Lo4ShIIBvvPtL3HqGUcRDUUHHETBfzZqjcILCTAMAwTE4x0se+8NfnHjY3T3QTJjo3ERSmMZBsUlRdSOHsqxxx9CSUmE++56isVLthMIGhw4ayJnfOZkDpo9BcOw+c3td/LaGxsQWtLS2kkyo9AK8vJC2E4GjSCdcXAdz+6ldmQFX/7KuTz3h+dZvHgjrjIIhU2CoSCRUJB0Oj7gI40hieRGCEYsNm1oQMowP/35zzn/gov/ZFj6v5fWmnQ6yYN33sHQEaM49sSTP9XzMR6Pc+ONN3Lsscdy8MEHf7LvCaAVjpPhiccf5tvf+jbxWJKqyhImT66mblsLqVSGzu4Y4VAu55x7DOvXr6V1Tz/jJ9Xy5tsfEM2JMn/BLNpa97Jm/TaSSQetIBI1GTW8kvKyInp7e6nf2UIs6ZKXF+LMM45n3oKDGVZTg0GEzq699PV2U1kxknvvvYeKyiEcfPA43nnzXd5bvAYtg7R19NHe4SloQBAKGkyZOpxTP3Mk06dPo2boMEBgGpbfE4j9DqJq3zBNS5RWLFr0Kj/+8Z00t3bhaoEYIB7sG9oagGlIEIqAGSQnbFAzdAjHHLeA+QsPprSsDNdV1G1v5IfX3EhLaydaS5K2g+24oCVau0TyCnniqduZMePEwefc37m01sT6e9m4fjVvvf4qKz9Yxu5dDfTHk7hKo5Tr+2GCixw4Y0o8BUc2bBEh2Xe4FwMfXL8HFVkrHemfRTF8JZDGBCzp9YGGlJgahFQEpEQYkHJclBKkhEY4Hqwn0WjpDXuF1kgEhumxOwvyC6iqrGJkbS3jJ09m8uQplJVVkl9QQE5OdHCN/UeXpyhkAJrznkGOq7DTaVylcGybTMZLWnddd4DY5CpvL3BdB9fJeO8J5YLyPgYCAUx/OGtZFsFgEMvymKJZUsy/Uv2fJLHZKq+sYvYhh/DHPzzLsUcdzxVfOdbzTNJQXCKpqsjFTudz+qlzCZsusUSMjo5uWtv2sn1nEzOnzaK0JN9rpJWiP9HOR+u28uGKTWhyqaocy1VXLKC0pIhASNNQt4tFr71N4552+mJpXFeRcVzSttegF+TnMnPGZHJzoz7DR5OVm3qlfRAta/DvATVtre0k4jafO3MhqUySDZubWfTaKm5s/x2XX34aVdWFSBHAskwMDFytvKRaZaNUhiXLt/PG4u3Eki6uC75VxL6DOVmQTnz8ED1Q2jOLFxIpJDt3NfHh6k1MmzyUKeNLue4np/Le0h385s7XWf3Rdr7whYUcs3Ayc2dPobq6nLvueZtX39xMMiNIJ9M8+/STZJIJvveDH1FVNfRj3y8vP58rrvwmP7v2R1z25cv57YP38bUrr2ZozbC/+SLWehJvv/U8d95+J9+/5kccf8JJ+/noaXp6urnjtlt49MGH6O3tRgpJOGxy7FEzufC8+YwYVojEoL5xNw/89j3efX8Lhy2cwdeuOJl3F6/i+RdXe1Nzwb5mW+CLDcFWiraeGO1dcXC9e6GkNzkXQiC1h9w37W6jdmQNiVgM17ZxHAfDFCjtDLAyFcrfHD1AI+0qtjc042oIBExCQZNhNWXMnDaGmdNHU1xSSDgSJBAw8YaikkQ8RVtrNz39cerrmln90RbefGM1Ly9a7U1NA5KcSJDq6mJGDq+guqqMyopyaqqqiERMlGtjBYLk5hcTDOXgZhRSWuyqa+TRh59l8QfrSNmO//PBqrUNtFx3Gxdf/FmOOepEpLAoLMzhM585hsMOP5Q/PPk8T/3hBYR0vCgWAw48aDKzZ8/DsWHMxGn8/vFneG/J+7z5xga2bf0Rx524gI5Oh8b2Hq759W2UlJb+TdfQP7pc1+HZZ37P8mXLvGeA9hIAwQff/U4pC0Fknz1ae7+XUg4ACtJvsCORMIfMGc13v38GprR4+42P+Pl1TyANybDhJViGSSyWIJly6O1LEQoFaG/vp78vjp3a1+Dvz2ocYBBnQULvf8J+jLw/ZeNptAeQS4nruGTUvr+v27mT+rodvPTCM0QiORSXVTBp0mQOPPAgJk6czPgJ48mJ5hEKBhHyX18WnZOTw1133cXXv/51Hn3gAT53wQWDoN1fqf4UuNbaxXEcUqkUfb09NDY2snHDepYuXULdzh10d3XQ09OLncrgKhelxUCiofBZKPusBeQ+cFzu83FMkxxgs3TrXjyvSO8aBr5W1gsUfF9IiWWZ5ObmUlhUxIiRtcyYMZOx48YxbdpMCouKCQb//Rmn/yyVV1DCIbNnsmnnS4TNEPlFUeLxOBknQzKZ4NGHf0/thNFMmzGZ3PxSxo6bxAnH91HXsIe+1gS28AZu4EkyQVBYWEhHRztagZ2xicVSuK4X7CQ0aOkNDD1ul2dNoVHEY73093Xy2MOP8uKLq2jvscnYGQwpMUxJ0AoSDATo6etn2fJ17NqzlzmHTuT0s46lelgVryxazrvvraGhoYUFhx2AIM3epl5+fv13KS0OcN+9v+cPz71PSgt64imk8JjYlhVAahvXzdDa2k1ndxfnff4U6rY3sauln0Qqg6theHU5w2rGsWb1FhJpG0NCT3sfJVUegLh1UyPX/+xn5BcUctppn8H4FKCdEAIzGODM87/AnTf9mmE1NUyaPvMTvQ+Ucrj//ns44YQTPmXIhBfO9NLzz/LD7/2A/niC4TVljB5VQcvudmw7Q2tnL0qbXHDOsZSV5fLiC3sYNnQYa9dsImAaXP6VM5k9ewI/vuZWevqSSCkYP3YEvV1ddLZ309XZhdYmAotxtdWccOLhHHnkwQRDFon+OCuWL+Xh3z6FY9ucdc6xzF8wHWHYvPjCa3z04RaSGRcZgO5EkrStPAsXLyGM1et28eGa31BdXswJJx7GlKmjGDZ0OGXlFeRG89DaW1eOcjGl6TM7XZSj2LZ1D52d3fvODto/x0jhs6G8fsNxXQxDY1lQWprH2eeezJz5cwiEJDnRQlr3dnDffY/T3tWL7XgHYNt10EoiUEihOPfok5g+/YTBZ9rfsZLJOM27d7P4rUUsfusN1q1fRzweQ2tPieVq4bEf9wsGUX5Tr73xwACQ509cB5h3A7dRCz+oznsfaa0Rfkgf2iMkGFISsQzKAwbDAwGiaEotiSUgWmCQW5ZL885uXAdiSHa6mnROAeHiPNIIYv0x4okE/f39pBJperpj9PT0sWtXI+8vfR9pCCLhCKVl5VRVVTF12gymTJ3C2HETyc8voLCwCCsQ+Ifdh8H661RWkS0l/pnCA95SqRTJZJJ0OkkqkaC/v4+e7i7a29vp6Gins6uddDpNvLePrs4ubP9z4vE4ruP1iK7rsd6VUmTsDHYm4z3DPNgYoUBrhWUaWAGLcDjsy7lziEQi5OblU1I6hNyCKAX5+RQUFHPArIMZUTt2v7Un/umef38VwC4QCHL6mZ/jnTcXM7S6CFN4koP2zj089OiTLF1Rh6Ej/P6JJykulqzZsIVt29pJxGwSmQzTJu/iup9ejksvH61ew+uL1lAzfBxnnHEWNdUlBCyB6zo+3KIoKy9GE+PFF5eQSHUgDYGQEkNKyoeUc85ZJzFnwRSkAWhvQ8uWHKD1ejc0O40wTMmEydMoKWsnFAoSCgWZPH0K48ZVc+ddf+T+377NeZ+bS01lIbYAKxDCtEKYpgBts3FzHS+/sZH+hJdAm+U7sR9ABx8H60zTf3gqyLJwgqaksDBETk6Q9s4+bvjlHzjx2Fmcd9YhWNLg8EPHMn50BY8+sZRf/vJF3n57E1/50lHUDqvkB987hbHjyrjv/iV0xlKkUimee+5Zmva2cN11NzJhwsR98jchOOig2RxwwIFs3rSRU089hXvvvZNvXP1t8vM/nafJJy+F1u2sX7eHX9xwAxdc8iWOP2kfWKe1prGxjp//7Fpe+uNLOHYGUxpUlOTzpS8dzYnHTyVkOvTG+3nxldU88eQH5EYjXPOd0zh0zjgCAYP2zpE8/dxS76Dls858EhPZfUwr4Um32Y9q63/M/tjpjM2qNXUcNGs0kaGFOCoJUngTLu2gfOm3lCZSGggB6XSS5557nw8/3I4lJTk5AY47ZgbHHHUANUOrMSwTLSSGsDz/HSG9EAHlMmpEJdKwcByH3Xs6ePLpRSx+bxVp28G2XXq7++jujrF2zS4ADCnIjYbILwgztLKQ8WOHMWxYBbNnzyEYykVKTUFBCaFwAYYRQjtxHFy0C7iKPU393H3nE+RGoxw653C8VFrATWFaacpL8mhsydCfcnFdxTvvrODQBfMZPrSWcWMr+c53v8zCZbN55JE/sHb9Jm66+TlyivL58U9u4qijjv2ne9D9NUtrzZbN67jv7jtIJ9P7gWHes8XdD4z/7+SoWTlftqTwGq1wxOSIIycxqno4puHSf8BQNmzeyc6dbQRDBtXVhaScFMFIiD0be9i8qZ3e3pSX+gZ+s6+9A6bYt97RYBqGlzLn+2Xun3i8j0HiTa2U/4YZMDZ2s3YCWTanxtWQ7osRS9RTt3MHL73wAuFQiLLyIYwZN5Fp06YxfsJExowbS3V1DcFg6F9WHh2NRrn1ppu4/utf57FgkPPOO+8ffUn/0pWVeNkZm3Q6ReOuOurq6tizu4EtW7aybetWmvbsoae3h1Qq7Ztlg9DCH719/H0lpURoAAOVndRm5UHKQSiJFCYa5TFe/feJlsIfLHoMBe0pHomEAySTKR+WEShcnIxLKpGho62TbVu28fqiRYSCAcrLyph10IEcc/yJzJ0zn9y8gn/Zdf6vUqYV4pRzLuTV15cgjACGoTGNCK1tGRABuvv6ePzhxxldO4xgJEBJ+TAmT++huqKIvd02WkvsVBLTNAmFwsRiMTraO7BtRTAQREqDaF4urpvBdQWGCPhgroPjKjLpfmL93dQ37OT1V95k3VrPs7m9M4XraI+tb+Ilw2c8r1ArYKCUYveuVv7Y3k1LUxcnnXIEc2bP5K47nmTj9mYeePBFpHQZNaKGyooKiostvviFM0j2Z3hz8RriyQyukNguRIOSwxcegMDm3ffWc/3P72fuweMYM3YEvbHNxOM2TsZmb1sbY8fW8F+/uIprf3IHO+o7qSoO097cQVFZIbWjq9i+vYUffv97DCktZd78hR9LDP9f74UwKCyIcNa5X+Cxhx+mevhICgr/9/6xrm4z0WiGmTM/GcAH/nNDKZa9/y4/ufZaurp7KC3NY0xtNXv3tBGPJWjv7QcpKCmI8tabb9HZ2cew4TWUlxexbv12jj56HslENzf/8j7WrK9DCMjPjTKkKEJfRxudMRvTEBQX5HPl1RcybsJQisuqWLZ0ORs3b2H96q0k+x3GjBmNII4UNps2bWPblh30dLfT09/P3s4UttNOMmOj/FA4IQTKtkllvENmXX0b99zzDNXVJYweVc3w4ZUsWHgIw0cMp6CwBGl4bCe0BxrX19Xxyitvk7Y9oEYKMCyPmaf94ZtSygvuk5pAMIAhJdIUTJgyltzcMEKYpOIx7rjpFjZs2EwirUimPX9bIQykYeAqh/KqGuae/OXB59jfobTW9PZ2s3L5Ep77w1OsWbGSrq4uTzWmBbYLKAe1v0exEGjtA7RC+wCeJyJU/tBK+ISZAcDO/16eN+HHJbMeecX7PK0V2tWkhaYPh+KQyeF5UUYHJEFTgusQa4rTJiS2CbYhmYRBrDyfkpkzqT14NqG8PGzl0LC7gdtuv4ttO3fjKjClgRYGKUeR7k/TE6tn24563lm8xAumzM2lYkg5k6dMYcLEKUydNo1hI0eSkxMlEokMDkr/qUoPfFR+pwTe4NRxHBKJOP293bS2NrF7dyN7W1pp3dvC3pYWWve20N3ZSTyRIJn0/DYzTsZjIrva91sUHoAsswGL3kFGa4mQHmECPMILPo6jhEDtFwjpDVzxe7xu73QmBEIKtPC0aab0HDsNCUOHDmXS1KlUVVWTsW0KCoqYNn0GVVVVFBaXkZef71tR/ePqrwLYAUyfcTCnn/0Znnnhj4yqDdDfu5ffP72ItRtacB2T4vwwrW197Nrdw6ZNzfSlbI/dJCSNexq46957qdvVTG6knLPO+iyTp4zENLwDouNqtLCQeBtYwIoQCBjEE3GE9jzkQmaQqTMmctIpRzFx0jAQnsfdQC8gpS+rzE7TNdq/2R4NXBMtKCYnrwBHOf7DQXHwIdMwA5LrbniSn/58N1+9/CTGjS1F4SKVSyAQRjkZ1q1vIJlyvGma9sImxH5+VfvKPwz7/lE5YQvLEIRCFsNqytAoFsydygEHjiWZSvDe4vU0N/WyfWcXtaNKkLhUVkS56oojmT5lGL+5+00u++p9XP6lYzj+iHGc/ZmDGVpRzi9ve4k9e7pI2TZL33uPb3z9Cn76s+uZdeBBHwMTLrz4Yr599dc57sQTmDNnNnfecStXfO0qotFc/vpeA4K+PslNv/ovZs9ewOfP+yKG5cn8tGOzevUqfviD77Nm1SqU62JJydSJw/j65UdzwIwabJViyfLtPPLYcjZv38upJ85k3qGjqdvVyU13vMxRh01BuQpXCQwpEcKTrgifaSeQnqxV+BNyIXB1lmXpl+sldSoBLR09tHX3MS0niNJp0F7TLX0POWl4aL5C4aQz/OHpd3n0qfcwjSAymCEUNCgqCJGM9+K6FUgrQDb9VmQ9SgQo7QHOCpCGwfDhVdRUl2EZBo7S/iZsYAjlgbzCS5NNOw5723ppaenhw492UlYawbBM5s9biGnkUDKklK9ccSEHzz6IJUtWsGnrNjp7+kjEEyjXZW9rnHvv+z0jR42ksnwEaJOGxiZefuUd9rZ3oZGELBPHsVm3YQ8//OGvuOyyc5k8aSo54QgL5s+gemgl37vmerbVN/LZM7/AiSee9G8N1oEniX590Us0N+3dJyvdb9PSQg+8dfalee17Fnivj+dtJ6XEDJhYZoA5s0cxY3oNm7ZsZuWaLbS2xjjttLlMmTwCS9p0dbVSv6uZ5pYkq1c2E80LEovbaC2wbZusybA31vAdIfxHj+t6k6n93/tiv49SyH0TV/86VfZa/cOAGGDm7bMUyNjexpmTGyAe76OuLk59fQOvL3oZKxggLz+fyZMmc+ihC5kydSpTp00nGs31DyT/OuskkpvLt26+mXvvvZfW1laGDPlzm4HB2r+yRtn7JOGOY9PW1sqWzZvYvHEdG9atY+eOnbQ0N9Pb00vGdXy7AQbW3L5Ri2B/k6f931PAPp9Y4a1bpbOMU89gXWmNMDRCmhiG12ZqF7SW3vsVL6kZPG/V7JWD9x7VKhsS47HvXEeRcNPUN+xm1649vPzCi4wZW8vpZ57NCSedTllZxeD6+BuVEILxU+dy6Ve+zO03/5rWjjimaZJxNH2JFFXlRextaaO9rZeakaUgFL29HTiOTSBgoJRBOFRAf38/tp3xpaCavPw8kokEINjT1EQ65ZAfjSIMCekUe5rqWL/pI95/Zy2Nja3s2tNOV3+cTFqgXI0rNMUFRcRjMWzbxvBZnq7SqLQ3DDEMRX9fnHfeWMX2HY2ccOJ8zj3veH732EusXL0T25W0tHbzmzsfYu6c8bh2kku/di4zD5jAk08tYuvONlK2i6tsXKG46mufZ/jwRTzxxNssXrqRYVWVnHPmyTzz9It09Dp0dMZ45dXFpNJ9DKsupq83RVdvL6VFRXS29DB0VAUV1QXsaWziO9+8moceeYwx48Z/irUrECLKiNFjqR0/lsd+ex+XffWq/exN/rxaWlby2KMvcvU3v/mJQaEsA3fL5vV848or2Vm/i9raoZSXFlC3rYFkMkN/KoPraGZOG0dfXx8N9e04KE6YMIbernZOPXUhS5eu4M23E8QSGbRWDCnwAh1Wrd6ExsB2NSYGw4aXM2fBdHJywrz0wltc/193k7BdhBJMmzKaeYdNprerhzdfX0I6nSSRyrCnOUZfPOH7CEtfLq0JBYPYdgbbVoSCEVKpJLZysOOCrdtb2b6jnUh4Da+9/gHDayoZP2EY+fn5TJg8jgkTJiFkgN/97ll2Ne4FKTGFGEiC9V6bj7OVAY+FIqGoOIqQaUzTwDAsPlqzmRUr1pFI2yTT6f0UPx7rMRgM87Wvf5vDjhz7Ce//YP0l5clee3j3zVd47JHfsmH9BtKpDEIbvsWTFwCiXE/+qvx7hPAIHq6/JaI9KZHG9c680gBfPea6Lh7UYfjMYP97Z4daPqiX7VwFCmFCBEV+WFJtBpkRDTMs4JATCRM2LHRKELVMSkxvaKtzBLpsCGrcNDqGDseQmkBQEhQBJo4ZwbzZs9hZ30zacXDtjKfa2E955l8QybRLMt1DW2cfmzZvpqxkEYlUhoLiIYwYOZxJkyYzafIUJk6aTFlZOTk5Of5z+59jj9Va09/fT17e/xy+E4/HCQaDn9p+4B9Z+6tzNNpTNGbS2HaGVCpFb3cXzc1NtO5tpb21lV2Nu9i2fRt7djfQ09NDMpX2QeGs4kYTDAZxHRfTsLAsi9z8KIYQaMcF28bMJAkgCBimby0kSbkOCdslozVJDQ4MMOo0whvoDrAU/PWeZZdqjeFLby0zTMa2AY0rPfKCKSQ7d+5mZ91upPBsNkxDEgwEiOZGGTqshnnzD2P2nEOpHTuJaDT6P+5xf6v6q3jYZat17x6+ccWX2LH1I5xMhlRKYBgB5s4+hDPPOI7JE6pJJLq55+57ee6VNWRs17uJUpAbzeWUE4/mM6cfTl5uGPywBulvfEp5Mehap2hp3cmTTz7DO29vJZFSVJSUc9pphzNn3kwKCiKAJ2EB1zuE+pRhAegslVIIHMdBuY5/ABW+FAYQWXmNRiiXzu4W/uv6R/lwTSuFhVFOPXU2B80cwdChpZimBdrhjtue4rFnPsK2PW2/KxhYnIZhEggYOK6NnbEHQMNQOEBuxMI0BdMmjuKb3/gseYUh+nr6QWmKi6OEQhb98SQdXT0I7VBaUkAwkP26gj0tvdx+11u8v3wnRx85jUsvWEBFcZjNWzu54dfPs3JtAylbI6RkxvQZ/PS6/2LWAftAO601D957Bzt2bOYb3/4hb77xJrsa67n88q8TieT8tZYGaE0m3c/tt/wXm7fs4YZf/ZLCwhIAbDvNW2+8xs9++hN27WognU4TME2OPXwqX7/8KIqLLZpbu3jqmWU89exaTCvA1Mk1FBaG6ehMMmnSCA6fNwFDpLn7vueoa4wTNAI0N3fSG8+Q8T1ElNoHSsDHmY/ZMrQPZEiBEZCUF4c55ujJnHrSXKoqPRYcPjvTA9sc0hmHJ37/Nk/9YSmjRlYzdeJQentifLS2gcqyHE49eRYjRoykvKrmYzJEb3kItBYfC5FQCDpa+3j4oed5f/lK4qmMJ39wFYYUhMMhDCmIhAOUDilg1MgaCvLL2N3USXPrLmrHDuXEkxZQWzOKoBVFCAPXUbR39NDd209Dwx5aWprZ1dBEKtHFOZ87npkzDwIkfT1prv3xr1jx0UeeL5urBij02tUEIiZjx1dzwMwJHDhrMom4wc+uu4cJB8zlxhtvJjc396+3Zv5Jq6WpgfPOOZ0NG3d4UyClkaaXQJ0FDvaXHPxpZaWrWnvPv1DIYkRtIdNnDWPixEoqS0upGVZDbW0lQdMAV2G7MZYuX8X6TbtZv76TVSubiCdsujvjOI7tmU4PTLl8/7z9ZK9ZsG1/wC7rm2P4kprs4cn1rzsbimFaJslkEg/UyIKR+wIrhPABchShcJBgMIhSLslEyp9qeZOwosIixo6fyKjRozniyKOZNGkK5ZVVf8ZG/Geu7du389Of/pSf//xnDB1a84++nH+q2h+UzmTSdHS009zUTH3dDj5atZLNmzfTUL+Tjs4O7HQGpbKeSdn16oNkOmt0LQaYnlm2us7qe/S+9afB7xU80C27jKK5IaK5IUKREALF9JmV1AwtQTmC0iEhNu/Yy7IPGmne1YudcRFaDYCCA/if+Lgs4k//PJCo53McrECQKTNmcMXXrmThwsOxrEGp7N+q1q14m4vOO4vmnhRSC5QWGEIRCRkMqyrlhz/+IeMm1SAMTXvzDn553W2892ED6YynbEinUigFgYCFaRnYGccDcJWmorqM66//DuPHlJNI9vDe22+w5L31NO5upaGxG1caHpNOeIb/SrsoAZFQjvd1tbdXDwxxNAM+U5bpMZ1Nw6R8aAG1tRWMHzOCd99bw9at7fT1xzEsyI8GKcrPJZJjcujc6Rx34rEsfvcDXn7xXRp2t5PMOBx77Gw+9/kj2b2rmet+/iA9fS7Dq4oYPbqaTVt3s3t3F4YlCEjB1GljOemkudxx0+8J5wRJpTOkHEnlsCLqtu8m1p/hwIPncPud9zBs+HDg0z2TY/293HHTL5h/+FEcdMihA/2vV97Xicfj/PLbX+Ow405j7rGfjImf3Yta9zZx4fnnsWLZhwTCJlMmj2Tv7hakEvTEE6SV5vRTj6KjZQ8fLN9EylYUF+Vy3jknEMkROCrNbx98jZb2fobVDOGzpy3kw+VrWL1hJ7FkGtcRlJbkc+XXzmf4iGLGjRtL454Wrv3BTWzZ2oRlGZQWF7Hw8BkIO8OOTdvJzc9l3aY69vYkybg++w3PS04YBkgD17UBD0xxHe3L+T3wTkiFcjxmHAIChsQ0BJGQRW3tEA45ZCalZZU8cO9T7Kxrx/WoxliWQTZ8LJlKIYQcIAGYhiAUNMkNm5x99gmce95nCYfCBAIB7rvnUe688xHiaRfb9fNgtUL5YPIxxy3gppsfo6Cg4BPf98H65KW1JpVKsnTxmzz8wL2sXrmSZCrjnXddXz6tvVBFIb3/5+IHmGVhtaxEDO/sIPDZSB7NHKldT12klf9vvKHUx849+0F40oc9hBAIDWEEleEAUamoDEiKLJMhQUlJwKLQNAiYkogrCBgGhmniWAZq4gTEQYcSKi0jGDbp64vR1xujqXkv99z7CA1793rsPgXOAANQ73s6DAyQJZbU5OVG6emP4+ITX4TGMk3y8nIZMXw4B8w6iGnTpzN1+gzKKyoJhYK+0ukfs9c6jsNDDz1EY2MjX/rSl6isrPyzf5NOp7nmmmv48pe/zIgRI/4BV/k/158HOihs2yaTSdHd2cmepj1s3LCO3bt3U1dXR3t7G12dnfRmlRC2i1ba8zy0DBJpG42JwB2wHgMoyM1hxrQpjBk9mpqqKsqGDKEv1oeu30Pb5s10N9aTk4kTMDS5wiKoNFpKem2XPqXZmXHYmszQlLZJKnC0BySSJRR4V/+xn8VjmfprQ+wD8QRZ7GdfT5m1UZOAge8JLzQBU5KbE2FE7RjmH34khx99HKNGjsGyAn+3dfdXBey01mzbuonvfuNrbFj/EUV5JVzw+TM58cR5hMNZ+iI8/cz93HLnItIZ76ESsiyOXHg4V111HsGgRinpya5UVnboJWAaCLbvWMEdv3mcrds7SKddAsEgxx42n/O/eAJ5hfkeACIUGhuhAK1wlEetVI4nwUllMh4o5wovHS4UwjANNB4rS2uXdDJBw67dvP/+eurrWlEqwMTJI0jE+1m6fAM9PUlmzRjNSSfOZNSIUpZ98BE/vv4FYjGPIqpwkdLAkALL8ox+XTtFOOCxpqQQjB9dzTmfnUdOxMIwJMqNUV0zjOLSfFCS7u4eTEMTjeRgWha269De0Y7tZBhSUoxlOhhSkEgqHvn9Mh5/ejmVFflcecWxzJk1irb2GL+69RVeen09ybT3M8+YcQA3/voWpkyZNnBo37p5PV+65PNc/a0fcOTRJ/LY7x4iHotx0UWXEQ5H/horA9dJ89rLT3LP3Y/yi5tvZ2TtKEBip5M8/dTj3PzrX7GroRHQ5EYjnPmZ2cyZPZKNmxv5cFU9m7c149gus2aMpqaqlOEjShgzspiRIyoIBiS7dnfyxFPvMKKmmgMOHE9vd5xHf/cmjS0dBMMWPZ0JurpTdPfFcd3sevWubf/KyqCEzyIyhMQyBYcfNpYffO8CL00tyzFH09vbw28fe5M3Xl/H/HnTOeW4GSidJpnM0NubBgUjRlVQUTUUKxhkH/XKb+ZF1n8kuwHjTfQ1dLb1cc89j7N8pXf/hPLWUiBoUVSYwyGzxjP/iHnUDB1Bbm4+yoXu3hjrNu9g/YbNpFO9zJt3AFMmTSIcyPEaPAFaQsZxcNMphJIYliAYNjGEidaSlat28JOf/Bft3Z1Ec8KMHDmcnFAO8VicrTvriSVjoCT5eQECQZNAqJQ7H3qSUaNG/RXWyj9/LX73NS6/+It0dic89uOfHPKzB4z/DhzOHvizptKBgMnY8UM49+wDmXvIJIaUVZAXzfdZbw6pTDfd3X00t7bxwEPv8u47DXT3JsmkXb9BMUinUgPfN/u9gIHJk1KKfQ6RHweq9/+9lBJXKzTeRiWlxDQNTEOgtMJVXgq4VirLOvcI8WKfL0puXi5z541k4fxhmKbFhjUt7GhoZ+1HTWTSLsUl+bR3dBMOBimvGMqkyZM5dMFCZs2axYiRowaGBP+sIIfWmtdee54VK1Zx1VXf8VPP/nNq/+CmbLk+c66xcRdbt2xmy5bNbNmyhfq6Orp7ekgmEmQyGbL+Ot6ne+slFAjiui4Z5e4DybJN+gB/1V9s/vPSF4EhfGkYCLLYiGl6IQAlpYXMO3wE5UOinHzyTAryiwkGguTn5hMMRLHtGP2JGHW7Wnjs0Xd47fWN9LanUO7HGbF/Wn8K3u3PEMo2fUhBYUEe3/z2VVxw8ZX/tGv5X7162hv4wpkn8eGGeiQmhiGRKArzw1RVFHDJJZdx1NFzUYYm1tvMr6+/jtfe2EksrUlnMji2Ai0IBMTAOnP9+2+YFnPmTqEgV7Nn1x6a9vbQ1ZtCCAsp5ID5NXhAnCENr181PIsMx7EJhoLYtu39O+UNpoXPUAgEw6BcolGN1GCaAS+44JAprFi+lk1b9tDTl0GaAsOAcEBy1FEH8PkvnIIpDdat3sIf//gm6zbuYtiwcmprh7BhYwO7GvpwleLAA8fx2c8ewztvLOGNt1cTDIUJBySTJ9dSWV7EG2+sIBjMJW33o6RBSWkBHe09NDV3cuY5X+DKq66mqqqKSOTT9X87t2/h/nvu5spvfoe8vCgd7S3YmTSRSD75hYW88vKLtO7ew/lf+sonTqbVWhOPxfj21Vfxu0ceobAkj5phJQilaWvqRCtFdzLFKScv5Lhj5vDD799Ca0cCDMXYUUM58bjZCMPl4Ydfoac3TVV1KaedNJf2rm6ef2kZ3V0JyssL+ewZJ1CQbzLv0Gk8+ftX2NXUyvZte2hu6iQQDlBZXsyoUcNo2Lmb8nxvrWxp6MF2JT19/SgNhjQ9ljDe2UUI6e2ZuBiGBPaFQlm+pNU0vcATV7mefAvvGWgaknBQEjAliaRLPGkjtCAUCiCEJp3O+KtWIkzL98TVBAOScDBAfm6Az51zLKed+Vlyo4WsX7ORq6+6ho7eOP3xDK4Sfv8CSiiGlA3h1zfdxtFHn/ip7vlgfbJSSrF960YeuPt23ly0iP6+BLYflogPOjh6fyacN4hSPosItQ9i82A2B6UHpBwItKeUGFBxeCQUb96VPWPs++rKH4RJoRDaC5QoMCUjLZPzK4qoLQkTwiCDos/JEFeankySDztirOhOMCovl8qwZwHQj0W9o2nNaLRp0Je2cRwbx1HYtoOjXfbfx7NXku2Fs+CdRvqWLJ4CyvsxvBRl6f+c3ldQWJZJXkEBo0bVMmfOHGYdcCAzZswkP78A0zT/7vtuIpHgwgsv5JJLzmXevGM/JuHVWvPOG2/wixuv48FHbqesfOLf9dr++/r4ucV1XTKZDK17m9m+fTs7d2xj7do11O3cSXNTM7FYjFTaHvB/zfZJAuUvLW9wH7ICOEqTSGd8IDZ7b71+acakMVzzna9TMaSMTCpJvD9GU90uSnt7iDbvRjfsJLe3j6DwQj61UgipyNguvbZifVrxbiLDkt4Y/U4GR4Prq+UGZGtZ5ZPYvz9jgHAgBjRIvu+31n6Iz76BrJG1rBICTG/NmgIvADBgkp9fyOFHH8mJJ3+GKVNnEQz97YP3/qqAHXg3cdPG1Xztki8ydngtP/j+ZYTDBlJ6qZUbt6/h+uvvZOvO/gHJasg0KC7K43PnnMJhh80lFA6ilEPWYUwoB1clWbXyPR7//ets3dlBJuMCBlZAMnZUBcccOY+jjpmPNLyboJTCzWRIxPvY297Kzh2NNDY209Ubo7M7QSgUJC83ytjxI5gyZTylQ/LAcWjr7GPL1h2sX19PrN/gwFnjmTx1FGXleViGQrguPb0Jlnywlieeept4wmXMmHJGDi9iy/Y21m3YhWNrrIBBUXGY0cOrGD9hOCVDciktLqSirJhMJkUsnqCyopDCPIF2bUDiupBMO7S0tKNcm5ycHBzXZndjC5MmT6GqcgiusunpiZFIxjFNTX6eQTAQxHEUy1bWc/Mti+iLC674yuEcf/gUXEfxm/ve4PdPLqc/lQHDYMFh8/mvG3/N8GGj/Aemw3/97Brq63Zy8+0P4iqDxx65C4Hg/AsuJRQO/19WBEo5vP3Gc/zm9rv40uVXc/iRRyKEIJFI8MC9d3PrrbfQ090NQmBJGDtuOKNGFRMMBli7tp66unYWHDyUSy+ezbgxw9B4hzLXVbiOgauk92YFQkHPf6inO40ZDBEMWoRDIW65+fe88fY6unpTpGx3QMiI/vM3mNY+ui48/btlSU495WC++81zkRIcN41yYVfDXn7/5Nu8895mPvvZuZxz1pEETcubWCpFJuNgmhaBUAjDtPyv7rOSfAjFMAxvw95vEo+QA+DO5k313HHbb2lo6iCTsTENCAQMCvPDHLlwBqecfhoFBWUf09Z750aT5qY23n5/JQ27tjP7kMkcMH0qedE84jGHW39zFw11O6goL2VE7QjGjBnBtEkTyM3Jw1GCX/ziIV55/VU+//lj+dznvoAlLBJxmyefXsSTTz1JfzxOxoVIQR6//NVvmL/gsP8Yz5OlS97kki+e5wF2yt1P5srHElqzv9+fzZoFyAzDe3bl5psce8x0zjp9Bq5yGDduIlIImve20dzcxttvrOfDD3fQHU/TuKuPjO3iIghIie3aoLNTcv2x7z2wTe5DEb2Fsd+1AB8LwwBQPqPJ9Bl30mdJZIEay7IQQCQcJJ5IkHZcL0k2EKS4NIexE8opLDaJBEIcc/REDjlgNBlbsGzFdl57bRPvvr2ZVNwmkczg+GEWpinJzy9g9JixHHjwISw8bCGjRo1hSFnZP6VvSSqV4hc33EBRUQGXXnb5v5S84f9SWnvp3d1dnXR0tLNt6xY++mglO7Zvp27ndmKxfto7urB9mfSfAl9/Gm4C+6UhanB9Rh2aATsJ35yOLMMOPHa8EGAIrw00pIFpWN76lxrTMggEDEaNKqaqMoeZM0ZRWBimorKUcChIbm4YhGZXYwfNTT3s3duNEQiyfkMDq1fsprcngefzoz/2nt2fCSr9QJU/C2zJvq+EpKamkkeffJqxYyf99W/GYGGn+/jS50/k9bc/QgkT0zSQuAQsSX5OkEsvvYTTzzwSQwp2bv2A2296hM1b28hgEE9lSMRTnseYHxwVDofJZDK+b47ENL3HZcbJ2lJ4ZtbKHyQbhjGQWBcORUilUijXS6bTgGO7BEMmQ2vKmX3wdKR0qN/ZwKaNDXT2pcg4LkK7hKwAoYAkYAXJK4hwyNwpNOxqZvnyrfTG0ghhglCUlUY54rDpHDJ3KtVVZaQTKRa9sYIX//g+qZTnq5u2XWztYmBw3AkH8qVLP8s13/oV6ze3IKQkEgww59DJVFeV8PILSwmFJb19KcJ5USqqitm4cSf9cc23v3MNX/va17As63+5Cx8vpRSvvvRHPlq2lPLKfN544zU627qpqKxk1gEH0tbRwze/+0PyC4s/+X22M9x91+1c+4MfI4Vi4tThBEMm9dt2Y4ogXT19TJk8jmOPm8OzT7/I9h1tKAXVQ0u4/CtnsnXLZl56cQXJZJpzzj2e+Qum88dnX+OpPywhkhtl7OihfPazR7Ng4Sx2NzRx528eZfmHW0k6HpBQkBvl5FMWIKRiy7qdSB2nuamPvV0p0ipFOBAiYBoUFOaRl5eL7Ti0t3WQTKT8RE5Ip2zPnsXIPveyydViYB0B3mNODei4sITEMi200KRthVSe97UQmkza9vp37Xk3WZaFUhnCIZOgJSnIDXP8sbM594vnU1RYxtpVm7jy698jlknR15/2Ps9ndBmW5EuXX8J3v3v9f8x+9vesTCbNW4ue41e/uIHG+t1o29vOHHzvOOUpIpT0ejfl6Zx9X8Ls4NdbOzI7GNLg+vY4GgHaU+mg/TOGBO/Zpj3bnT8Z1ArpJc4CBBDkSJOhIcnCoiiHR3MoyTUQOIS0wDQMtFa4KkO/K1naG2dpT4zqYIBJ+SEyIkBDymV9wmFLv0170sHRjudHhsD3n/CBRTXQn3ofFQgXNBjCA+LSadtTximfAKM1QhoI/LOR3A9+FN5+GwoHqKqqYubMAzj++OOZOXMWpUPK/owV/7cqrTXr16/nuh98l6OPPJKzvnAhoWgUgEQizpcuPJ8PFr/FHddfx9FnXwD/wGCNrI9wKpmgsXE369et5aOPPmLt2jXsaqijr7eXtB9Io/HAU+mfM9ivJ9JaYwhvD1XaW5vC1bjgh/BJpDAGVA+maXLkgtlc+dULCVoBJBAyLYKmgo3rMFevhp07kX1xb3UIgVIujtb0ZTS9rsumtGJRXy9xV7LXdmhO2djaC2VB+etc+A71wpPBeuW9F2RW3ST1AEPV59/4RyTfQMs//3vvFTnws0oBQngMWENIigqjHHjIXM4893xmHjD7bxpA9lcH7MDzeHrx2Se441e/4tofXMHw4bk07m5gyfvLeeHlD2hti6OE8OSHQiC1i2EYlBSW8vWvXsSBB09E+xMqlCaT6mT5iiU88NuX2NMcw7Y99p3SAmkICnJCfP6c0znhpAORElKJOJ0dbTQ1tbBu3XaWrdhKZ2+GtKNxMxlv8ZkCiUE4bJKTE2To0DL6euOkM5IxtSM45ZTDqKkpJBCQgOMt0uykQmogQ1NTB3945h1efW01WFEOPqiW6oooFeU51I4aTn5+kKL8fIIhCymUB85kmVRK+SmKoJWN60cTK99APpFw6O1OsLu5maamDtr39jNh0igmThpBaUkOhmHR2dvHtq0NlJXnUVNdjCmgoaGNa29YxIZtLZx5yhwuv+RwAobgyT+s5I77XqOrP4GUAU446Xiuu+6XlJV7Xjs7t2/mO1ddxneu+QkzDjyUZDLBA/fcQTSax9mfP59gMPSp14H2D/oNdev5yqWXMuug+Xzn+9cQDIbp7+/jtltv5oF776antx9DCqZOGsZJx89g5rQK4ok4dz/wHju2t3HWaR6gkZMbAUxcDf19SdI2FBbmY1oCoSX9vQl6Yza5eRHycvMIBATppENrezfPvvA+O7btYc+ebhK2prW9m3TGn1D5BpcIfyvxmRvCfwMHg5ILzj+CSy88Adu2qW/cy+tvrmLlsh10dPbiKlhw6AQ+c8YchlZVDxj+Z03ShTD8X9I/7HkbD3gPB8MwfMBNss9nz5s2aSXYsXUn776zlCVL19HZ0+uz/ySja0u4+KKzGD9hJqYR8Mgd+8lwvMOvQXNbJ+8uXs7yZUs56KCxFBeUcsftj9LV14erwDAkoYDFtMnDOPG4efT2p3nplSVs2b6bOXPG8r3vfYuCnBIQgpSd4e7bfs/Tzz3D1IPnctLpX+TEE4/5jwHrAD54/y0u/eLn6eiM4e4nA8w+oz35k3cPDUPiuvtSqbMH/3A4jNYupiWREoaPLCIYhhE1FbQ191BX30bKdjCERTAcpKc3TjrpUDQkl92NXbi2DeAbvnqHAqH3BU5kG7psDUgJ2Td/Gnj0i33Nk/dHj+GkIUthwhASpRXBUAjXtj0w2/AYeYZpgNaEQiYlJTmccOIU0hmHTZtaOPGE8Zxy4lzyciPEkmkuu/Q+WvckiScTNDZ1e68LEAiaOLbCcb2Dc83w4UyfPoP5CxYwY+YBVPpsj38WtlJbWxs/+P53ueCCi5h14CwcR/2vjJHu7m52rF/Po08/zXXXX/9Pzc5TKJTrEuuP0dPdzY4dW1mxfDlbtmylfsdW2tra6evrxXFtb/AvJHl5BfT196EdF0e7fmO07/2xP/iVrey6lBrPZ9afwnsDWzHQQOGLTpVS2VU6IKL1voQvs1EahCInGiWdsQmFTCI5JoZhEI1YVFVHQWiam3qxk4prfnwqhx4yi7y8KA8//jx33LKYvc29KKX3+9p+yqyUA6B41svO/yn2gXkD82SwLMlFl17Gj6697p8SeP5XL6VcfnPDN/jVzfeT0ZpwIITWLpGQRXlhEd/7wfeYPruWeE8Trzz3BM//8SMyjkkilaEvkSQWT6FcMTDUsAIWrutg2zZSGijtDSOElPhnX99LShMIGF5qrNZEozlIqbFTNiUlRRQX53HAQVORQpCfn8eEiWOora3GCMD2bTvobuvmvvseZ8O2NuKxJGiJKU0M00UaBlbQoqQ4SklJMdvrdtPW0o+tXAxTUlSYw8hh5Vx22ZlIGadhZwuJpMuGDfVs39FEQ+NeP4xAEQyZnHjMQbTubWXZigaSGYVWDoV5Uc48ex7t7T0senkFlhUk5WQYVltNyILNm5tBBLn5lluZv/Bwios/ObgG0NvdyeUXfo6enl1s37mblvYUBblhSgvzuPQrX+YLF19JIPC/H2q01ijX5YUXnuOyyy4lGetn+rRaSssL2L6lEcNR7G3vpaqmnJlTxrL4vZXEkzaZTIZQIMiFFx5PNCfMrbc9QdJ1mTB+JKeeNJ+33/mA3bs6qais4KyzjiVgJjAMg8qhVTz/3GIe/O2LGAEDO+0SDFmUFueTlxMinUySEw7Q2ZWgpbOXYNDEtl2GlOZy1JGHcswJCykpKUYp2LFlM2Cybesudu5soL8/Tn5+IQ27Gunp7kVKSX+sDzvjojEwTYNkMgWGRLkuhinQroNWfn8qBa6779mYnb1JKbFtLx3RCnhBFYbhsfNyQkEOOXgy3/re14lE8ti0aTPf+/Z1tLR1kUi6ngeUryILR+DW3zzMSSed+he8Ewfrf6pkIs59d9/Mo/ffT3d3zEu49PcWfwyA8vfHbF+WJZRrlf23AiUM8Pcgz5g/K77OtnvZDs6TTXvrxDtjO66nnNjX4+GpzHy1hNBeOGO+NDgg12RBcT6jQwFGRsOETcPrbQISDAPhaJAufek473Z28dLufiwjQGlehI39GRriLt3pzH4MLO9nUeDtz+xjo+/XCXhXJ13ywpLyISW0trRhuy6JjOP1qH5f7TEI90UGZjMltT/wE2jCoSDVQ6s5dP4CTj75ZKZPn/F3UW9orXniscf49XU/5MxzT+a4k8/ACkR54ve/48H7HiSZSHD1JRfy1Wt+jvHXtJz6/1+Rf137rq+9vY11a9fy3nuLWbFsGbsaPK852w+kUz5gNSCaVniyLDQK1++JfD6kkBjSW6c+X9NT5xieD7zXL/lDTLwzw/CaakaPGs6QkiJAYaCxUAT3NiPqGwnhILQk47re4NSUpBwHV0OP45JG0Jy26bIVfRlNnytwpIv2ATnvQjzwWvssU6WV30H6agx/SLfP51swENYy8C7RA3LZbOyF9FVqQiiQBlJpDCkwLUF+QR4HHHwI533hImbMOhjzbyCV/ZsAduBNFK79/lV8tPQ9Cgokexrb6YklPVNXw0BmcU2dbdo1Y0ZN4NofXU5pRb63GQFOOs5bb77APQ8sorM3jeN473lHeYsrZJmUFBZz+qlHcOi8cYTCOQRDEWJ9nbz52hv88eVlxFMGyXTGi7XHl34pAcJbZCiJNAR50ShfvuQsjjhqBkK4OG7aT5810I6D1gpDajq7W3n55cXsae6muztGa1uMdNoLx4gnUoyfMJTTT5nHrGkVBEMBQGAI0Dg+cutR5RGGF8nOAL/KMxvVNo7rDLw28bhNQ10r23bupq8vRjCSw6FzZzGiJp9EMsmelj52Ne5l+tRyivIDdHS7/PKml3h7yXZmz57E1VccQ1VFPove3MyNv/oDrR1xkJIzzjqH666/kYKCAlzX5aYbfkQi1s/3f/ILDDNAPN7Pvb+5mYqqak4741ws69NMBLwNqaenne9c/VUCZpALv3QRzc2trFm9kQ8+WMoHH3yA49iEQwFOPnoal190KKEcg98/s5Qnn9lANCz49lVHMGvWSEwjCJi+xEqRn+8lBynSJJOalqZ2cnMLKCstor+/Dy0kqXSacDjs+RkKL70mlfDYj+s3NbPotQ/ZvbuVdNpFu4LeeIz27hiO7SX9ehIHQSgo+dxZ86iqGsKmbc2sW9PA8KEVHHHEFIZWl9DdFWfHjhb2tvaCyHDIoROpHVVBQTQPjblP1oX0pVsCKSx/0/Glh4YJGBimRCuFYZgfY0y1t7azbNkGHnz4GfpiHgMkmhNkdG0pX778i4ypnYAQgf1AoSwVHn+zE+zcuYfbb7uHzVs3YTsK19U4toMQBtFogDPPOIY5c+bwwdI1PP/iGzS3tRMMKE487mDO+9w5VFYOAy154/Vl/Ojnv+SUz57P93907X/cRPajle9z0Xln09rWOzBB99Z7liqePeDjNSqu4GOprPtN/Dw/Eb/BEp4UekhlLmPGlHPEwslMm1RBPJXk3fc3sXRJI3uaemhv6yWrxNWIgaZHK4Wh/b0Vf1LPf7Nh6H0rMusBpsXAluUDH37epiEwTAuVsT/2lYQUA8ET2WdX9gBh+iE62vCmTwfMqKWqpoDKqigvvbyeZUt3oBxvw3Rdj0ZfWJRPX18c11G4rov/ZMYwTIqLS5g+fQYHzZ7NkUcdTU1NDXl5+f9Q8E5rzZLFi3nqid9xzDGH09rWwxe+eOFA4nU6nebll19kwYLDyMvNZcPG9dx33/2EHZcvfuUrjJsw4Z8GfAR8+bYiHovT3t7G1q2b+eCDD1ix/AP27N5DZ0cH6UzaV6cYBAMG0ZzA/2PvPwMsOcqzf/hX1d0nT847uzubc97VapVzDiiCCCKaZB5sk4yxAYNJBhNMRgRJCJEklHPO2iRtznl2Z2YnxxM7VL0fqvvMrMABG3j+zwtlC4WdM+ec7uqqu677CkyeUsPM2Q0o6ZMvwPat3fR3DpAv+YA6ATSeOF7L8IwYaxHj7rfCWsrlFqEPrQi7Kie+RoZgtRACaTtYtvEMmzGzkbPOmsq733YeiViCfYeP89yzuyn6LhddsJwVi+fRNzzIpz79c1549giFQgGtJL+rPBp/fsdZCyJq0hAdCMxnaGlu5uaf387y5asnCIH+Mv4QQ6mAW779j3zxX7+Lq22kglhMEotJlsydxfv/z7toaY3z8rNP8uQTG+gf0/QPDFMsKIRlky8YprxhxBtfsahAt227zHoSUpJJpYjbkurqCurrG0gkJC3NDRSKeepraqmqSlPb2MTceXOZPmMy8YQAaYf7gIWQFiooUCwNs+GlF3n0kY2s3bifbLZAPltEa4t43EHaxls54dhIqdHChAUMjYxQdP2IAk11dZrGugzNzXWcfe5JCOUzPDjKyy/vZu/BTvOzCAQBLc0NzJ0zjRde3Ey+4KGlIp1JcME5J9Hd2UNH5wC2Iyh4MGPmJArFPNu2HKRt2mx+9os7mDP3vx9A4LpF1r34DP/0D3+HW8qSLZQ4eHiQ+uoMC+Y1UVtdx0f/6ausPPm0/3z9C5/9vXt3c8Prr+fAgYNMaa1h2bLZ7Nt/FDcfMDaSJ1MZZ/Wqebz66h5Gxlx87WEhaZvayLKlc1j38lZGskVapzbQ0dFNLh8wfWorb37zJTQ2pRgdG2Xb5n2se2knqaoMR492kM1pEqkE1dUVjIyMUJWM09bSQP/wCMOjRYqeohT4WAQ0N9ayavlsLr7kdE4/53QcJ2lqx6CElA5aW2il8XwPKQSjo1n6+4cZHh7i6NEjdHX0UciVyGRS9PT0kcsVGR4epn9wmKOdPWgVWlpYBqhRytRsSqnwbAGOHQuZMAGxmJHGWlLi2JKli6dx6WWns3DJErZt3cf3vvMzBocLjOW9MDHbQkvF7Lok9z+7jZrGpv/NI/mX8ZqRz+f4zte/yM9vu4VCzjS3ymEhYa0egPEw1NrUbNp4IhsVURDuGxa+sMo128Szgfll46BMmZWuKasvkIRNI1n2yStbVABSaKRUVDkOK5NxPjSziRnxFKl4DOI20rHxbY2WGssHGRgXvKJyWd/Vy1cOdONZKVwhGSwpRn2zVgXKL++XWr+2sa1P+PwRq9QEtdjUZ1KM5vKM5t3wGgSGGSVA6NBCI1IjSYkfNfrKqimTmFxRUcH8BQu54vIruejii5g2bfof9cyye+cWrrvyEkZGx1iyZB5aSbbt3IMfGALLheeeyTe/9x3qm/54FkITr61Siu7jXbzy6kaefvpp1q1dy7FjxygWSoZhNkFBECl1yvfL0EaQYTBXNLcmBnpqJjZhIxJWeD4RMgSSIyKJQMrQIkBKMtJmRsZiaWWcqTFJxraosjTP9RfYky/xlhaHJTW1VMk4acchsCwsqTle1LwyWOLloSE2DRUZ9HzGQjZgueEbfjrEOABuPokaP6uVC1RZ/uyCiL4ZfeYwRVlrQ6kREcNThg09AwZKYXwda2trueDiS3jLO97DrNnz/qBklj8aYKe1pud4B//w0Q+w9oUXAAtpQVWqkunTWlmxeB6lYpaD7UfYteswJV9x1RVX8773XY1lY+i6vkdXxz6++52fsWlbJwUfvMA3NEonRnV1JbOnT+a8s09lzanLSKRsLOkgpKC3Zy8/+uHP2bz1OEVPkSt6lFwTr2MAO42wwkmlIJGwmT2zjc988r3UN6TRQqO0kfZIKY3GWcCxY4f51nfuYMv2DgJt/PXSKYemhkouuuAsMtVJXnh+K/v2HGHOvGm87urTmTE1Q31VpjzZoyO20NokjWoVMgotLBkHDFqs1ESfFIXrlcjlijz5xCZe2drF6lVzOfe8pTQ1VDCW9RgaHCGVCqiutBgbLfDzu7bxi19vYtbsSXz+09fR1pzhnge38KVv3M9otkggbN797r/mU5/+NJlMhj27t/DZf/gon/vyN5g5dxFCwNjoID/49ldZuGQ5F196DfK/SEbRYcvO83L09nRx2y0/5me3/YozzjiNqrp6mpuaePLxx9j86nY816WmuoJ33HgGr796EaNjOb734+d45oVDnH36LN73ztVMnVyBr5IMjxXoPp5j2tRWUgkbaQkGBwY4cLiHIASclO9TV1WD1h6VFSniiTixmOk2m8XFwpIO0nJQWuN6LkXXQysDpB09NsiPbn6EdRv24PtgSZCWjZA2VRUxfFcxf/403vCGc1i4YLKJOQ8feSEkxVLA3v39PP/8Frq7u5kxvZEVy2Yya85kkqkMvqc53tVr4quFwHVL4SFTUltXS21NDVWVdWV5qxACO/Q5CQLF5o3b+MGPfs2xrn7yxSJoQTrhMHt2E+//wI0sXrgCrWQZCDTU4HGKr0DR35/j377yXZ59aS1a+WGn1mbe/El859tfIpOqJPA1R4/18tPb7uHxJ5/BtoosXDCFt7/jeixRyTe//VNkuo5vfucntLa2/oFXjv/vjyOH9vDG66+kvb2n7AMyXgCNs3Ks8NkOghNZRuZfgIi5ITWxhEVjU4ZTT53P669bw5IFU5ACSqUie/cf4Ff3bOHZp47Q3zeMUhrPC8bfiwndxUCFDM/ozyayLU+E76IaKSr9REh7V1ojtYlXF7ZFZVUlI4PDCCbIwWwZFpPjyU9WCLogFbG4TSJhMXtmM+95z+VMnzGNvbuPsG7dZg4eOsbBQwOMjhQolUzRGIs7uEU/XA8lgfLL3iaRTxnCorqqiuWrVnL+BRdx9jnn0NY2jVQq/X8F/HJdly997tM8/fTjnLrmFD7zua8QT6UJAp8NG9bziU98nJ/85GZefvEF1q5dy1tufDsnrzmlDE796cd4UaW1OUTmsln6+/rYvn07W7dsYtMrr3DgwH76+/vwfA87ZBEZfYCiviHD+Rcu4LQ1M5kzo5kpU+txgxI/+8WLPP3sEfbv7WNsKGuStkO5oJTjwFfk0cQE0NoUiUaeE4vFTYhK2CmdyGoTltmwdWA8U4QYL6x0yJBG+whjoY1lxXBikoQtWbColdPOnM4lFyxg+tQmKiprsZ0qevv7+NWdzxJ3NPPnNdPZNcBtt6/lwN5hRobyE0B4fcI9mwjaSTn+PaI/MwC8QFgW17/zGr7++R/g2P/3JDD//zgMYPdJvvClb+MLiSMdVGAY9k31FaSTgopUgr6BUXwl6B/KUnQ90DKUE1omwTUIQvVDSDfCNAo8z3jwxBNJJrc28d53v5UZM1qZOnUKSpdw4nYYdKIRQpOIpcLfYyReImSPagGBChg4fphbb/4Fjzy2icGxgHy+iG05BL5p1lgWhlmFQmrIZOIEvsb3AqQjUVgMDWUpBgqhBTaCRNKmvqGSM09fRkUS+gfHGB712L/vCP39Y/g6QGjJueetoCqT5O57XyRX8nAcB8cSXHrRqeRGh9mz6wjxjMPx/gJTpjYyMjTKsc4BLrviWr7z3e9SVVX1n96LIAjYvvVV7vzVrbz08kvs3r2PdCLJSDZPruiSsCxWLp9Cx7F+3v1XH+Ad7/sgW3c0c+aZRnr82qGVYmx0mL/9u7/hvrt/Q3VVhnlzJ9M/MEZurIjyAoqux5VXnMr6jTvoPj6EG3hoNG1TWrj4olNY+9I2du89QjxmsWLpIvr7hli8fA41tUlmzmikt2uQTVuOsPHVHYzlPTxfYQtBPG5R32QC0XKjwzi2hQqMdUOuUEJYDggb5RWpTKfQQjFjej1XX30Rp51xCs2NLSbFtRyjo0OwzQ9rfAeEwPddBE4ZdMjn8yilGRoY5Jvf/DGPPPoSrmuSPp2Y8WjUCjzPC0N2wgaZHTP7pDW+LjmOg0TTUJshkZBYjk2xoBgcGqXgBgwO50Jgw8ITHtNnzOKxx56lpqbmD/qM/jkPzy1x84++zXe//nWKRa/MEIuAkABQ2njYRb3ViJFkSQutNX4QgHQAw66LWGnjTKLo3fRr9ihh5IGhfRDS2AAZQDCUCpbZ4wFxCSlbUiEtzqlO8abJVbQlU1Q4ksCxkI4NlmXInoGJwPA9jZFCFnm4M8vn9nShYxlynkdBaSxCT+Syd+04kBaNiTUAmOaIQIZWBV4kfEJKUZaRG3JguMYK40VmrkeZF0VIkCcKYgGFbQkmTWpl9eqTuebaa1m+chWNjU1/UEBFa8XeHRt525veyJ5DHTi2kYTasRiTJ7fS09uLBFauWMrb3vUBLrrkUmJ/QGlsdB1936Ojo4NXX9nIM089ycaNGzna3kHJLREWT+b+y7COLysfonpNmbAFber6cuJ5YPY0y7IR0sL3A8Auf3dz1qR81jCAnRlSlPl+Rn0kJI1xmzMbkiypFFQGcLyo6MhnWVSZYVVDPQ2qYMKd/ACExNMQCJuc0GSVzd6xAuvyHq+OjNLha7xSECrUJoBtmH8MJkCH6OhzBCcCxyJ6lUaI8SBIQy4zZ3WNmXdSi/LcjL63HZIWLEvT0trK29/1Xl53zRuoqf39WOr/0fijwcxCCJonTeFvPvwJdmzbTD5XJBNP8753vJMLL15FZWUS13Mp5Eb52r9/kw0bj3HWmSfj2OPMOycuqaqsZvr0NnLFCuy4oLqqmkw6zcIFc5g1eyp1NRWkUwmQYDsOCEXg5nnhuefZtaePoqcZy/sGrNOY6GCtTfdShfG9jk1FKs1b3nQVdU2Z8kFRYI0frkSA5+b48a33sP7VYxRcP0yt1ZSKinS8SDJhc/H5yzn71LlsfHU/jz21jS9/5VekEzannTKH005ZzIK5k7BlgNIBIjSo1QTlLm8gTUfCtmIIYRk2nrTw/SKxWBwpJJdespJVJ83gued388+f+TmLF03j6qtOZsqUWnr6+snmLVLpJO986wpmtDXxla8/yic/eyef/NjruOSixfT2F/jlnS9xvH+IH//wewQq4LOf/RdmzlrA8jUn8/yzjzFjzgLDvKqo5V3v/j986xtfoaG+mVVrzuC1h81owrulHHt27WLDuhc42nmYXTv3Mzaa57vfv4m58xfiOA5f++q/8uqW7QjfpbWljg//zaVccPZctu46yL9/+0mO94zwV289mRuuXUUyJSmUoKs7i+MkmDN7CloLNm3dz7btR+g63ktNTRWJZIx5c6YzZ0Yz1dUpnBhIbHONASFjaCFD0E6hVAmBxLEkdjJuOlYI5s1v4h8/8Qbuf2At27d3sH/fUUZzJqzDtiyaWyqYNjWNlGOUSlniVgVBedODRDzO0sWTWLiwlYH+HC88t5lvfvMuKivTVFYlKJY8uruH8H0PyzLdd43CiTkIIaitrmDK5AYWLJjBvAVzmDVzFolwlcuN5nj88WfoH4wSeQw1PKsVew50842v/5i33ng1J598OolEJqQ0j4NEMqSQV2TitE6qoTqTYDhXwHUD4rZgbCxLdmyIynQV2JJpbY18/KPvZv7cWdxy68/ZvO0o7Z/9PpZMMG3WMj7/tW8wadKfH1gH0NwyleZJrbQf7R1nCENYKMfwPK/sSxN5xEwcZQa2MGE4dfVprr52FdddcwrzZ8/EtmyUX8DzffqH+hgrBAglyOVLSCkpFb0QkDNFSgS8SSEJQimEDrtB4+8Z7qBCjnddQ8BPClEGVSLprpMw30MHASNDwwb4jeY64355oR8wmL4Vjm3jOOYgW1lRSSIV55kXXiWVkZx9zjzOOXspwh7l4MEeXn1lDxs3HuLVze0M9OfRQuEHPtJOYwlBEJgwjUgEiQoYGBzkqSef5Nlnnqaurp7VJ5/EZZdfxTnnGunWnzKxKRaL8bqrruMXt9/O7l1bOXJkJ7PnrWTPrk38+1c/TyE3yi9uv5VSKeAzn/0CDY2Nf1Kg7rXzzvd9CoUcHUePsXHDerZu28LmzZs5erSdkeFhAj8ozx0D3spys9owKmMsWzqF973ndKa0NlMoFNl/qItHHt9BZ3eW1sk1+F7AsSMWxWKJfM4tsy6jg4gIA6Aixlw8HqdUdDHGxZJSKPWOPrpQesIzFia8Rx44ShlGaOj7o5VChSwEAE2A6wWkEinajw7jrD+MBVx7TYJEsgJLejTWVfPB97+B3oFBHn98Lfv2H6epqZLj3QWy5YCicXBuHJTXYW1A+MyYCzV+ADHnB6lh45Mb6Xr/Idra5v3R7vWf6/ACgVICLbRZ+0IA7XjPEI4UoAVuoKhIxdGBQmIOvY5t42uNZUv8Eiht9nDDrFfYKgiBYUGgFLlCnkTGZu786aYJSGgRMuHQHBlaGxN5C6RLICRBqcDO7ev5xc8e5PnnDzAw6hr2vhWj6PoESuHEJLYTM+FgGABsrOhhSUF1OoaljTXHmCWJWzae66HwyBYC8h393PGbZ2ltrqWmPsPM6ZNZtmwmPd1DjOVKdHeN8tLz25g+s4m6hjR+dw7XDdC24NkXXuED7309ff3DDI8MkUTQeaSPabOb8ZTPk489zO0/u5V3v+d9iNAn7bVDK8XGl57mq5/9FHsOHqY/l0dhM1b0UNpG4CMcm72HBynmA265+ae079nM33zyy1jWkvELGP0+bYLf7rrrVzxw773EYjarV89heGCUnuP9JFMZSkpzwQVrOHjgKJ3HB0BIKjIpKtIpGhuqeOnFjezbd5xEMkE6bnH6mUtw3SKDQ8NsWLeZ7VvSdHf3c6RjAN839znm2MTjNglHUhgdIdCKYqHEWKBIpdNkC3lQxreoUMpjWZATklyhQC5f4Gj7z9m+fQfXX38Fc+ctJhaGjGltwk1sKxl+VTMHbStOWQWBpCKTBq3Zv3cPu3cdwVPGi0kCOpCU3ACkQCEJUAglsIWF8hS2BSiNbUukkHhegFI+vYOjxOMOga+wLYdCycNX4IRNXd/WjAy6nHzymVRUVPzBn88/16G15unHH+Sm736bfNGNDL1MgyDcQ4LynmJeIxhnnAvA1xosh8i3Da0mgCEGWZiQOTHeRNIG8MMybF2tQSjzPtKgumjth8iEUXcEWpCyLOYm4pxcnaBSK+JaUwqC8OkUqJKHcGy0MsCN8gK0hIGSz4ibR+EzUiwakoNWBASh0sdGa38CcSJsDgurfK2UCogsLcbza8dlmYHS4zYUGrSwACck1Wi0CrBEaF0lwJHmu7kqXE8AL4Cjxzo5euwuHnjoQWbPnslll1/B61//Rtrapv2vbCu01oyNjfDL227h0Yfvo6QldfV1DA0NEagAr1jkWEcnpWKRQAU8+fRzbN66k89/4Yvc8Oa3/Y/rwvGzh/F07+/rZePGjTz00AO89NJLdHZ2mrpOWmVGIuXaX6N9VX59BD5Z0uxhSgDaQmkLFYhxVQMQlJWuoW8iZm5FFifluLAIcY1+nKi+lFiWTdbzODAakNSVHCwWcEt5Pji1iTWTarGTFWgBVraA0CYkRbkB+WLAQG6UjdkCj4/m6C66dLqKqK+sIuVPqFqKGKlyAmhcroyFhZk/5nOWbc8AGcaHRgcsywIVPQ+acvKy0BZlbzwkQWDA5Y6jXXz1S19g/Usv8Pef/GemTZ+D+F+Cw390LduChUs45YzTeeqRJ5g1YwGXXLaGVGqcVaZ0jtHRsRBQMMmHUhhfJ6U8UhX1vOmtN2KJOFIoYo5tUGEMc0VoZeQL2kdpD4Ggr7+LrTs66BkokC/5xtYm7HhHdGBphYdUwLYsFi6cy6Il08qdcRMGMNF3x6Krs4O9uztxXVBKhOg+eJ5icDTPvkOdXOAL4skkp522iJNWz2X3znaefPpVHntqJ088tYtT18xl5fIpLF88hXjcwXYsED5SipBmahavUuDi2AmkZaGUj23L8GBgEXeSTG6WXHX5ShYv6uXJJ3bzlX+7g5WrZ3H+OUuorEwyNJwlmUpz4XkzqMhcyZe/+SR/9w8/47OfvIF3vPlkamoyfPXb9zE0kufmn/yQ6TOm8973vI8rrryOb/3b57jidW+goWUKQghq6ifxtr/6a35807domjSZKVOnn9AZGR7u5+UXn2D7lm1kKqpYuHgZi5Ys5fCBb/DRL3yek1efQf9AL1/6wuf4xW23IaVkwcKZvO/d57F0UTX3PryOm37yEjPamvjWV89kzsx68nlFX79EWJLpk5vxdYFtOw+zdu1eBgfzTJlSx9lnrmDmjGbq6yuwbCsitSKEhUBgR0Z0WKiwSFI6IBKumwfZPOUaje9rE+iRL3CsvY90porp09O0NFXT2dlFV/cwDz7aw+NPbaOpoYq33Hgup52yAhXo8karw7nW2FjFpVecwuQptTz+6AZe2bof1w8XBjNrUFqFJpYlhBAMDRfo6Ohn69aD1FS9xFtuvJzVa9YQj6V4ZdM2tu88zMDQKL5nunJCgO8H5HIl9h7o5Stfu40rLtvHG667nrr61gldK9NFy+eK3HTTLTz37Fq8wCdmC6S28X2fox39fP/7N/Pe976L1pZpIASJpOT6159HLG7x5a98i57eAudccCqf+9K3qG/685VO2E6M1SefysZXXiUoGdDLcYwUxQsBB9/3yz9v1g9VXtssC5yYwPckU6dXc93VJ3Hjm0+juroGw7zMc6yzixdf3s6zz+9kcKjIyECBeEygfIeS5REE5vcqrcsAXNm4GgPevdYzLJJZ/66kT/PnVhj2E6bBhl3ccW+8UC7m2BAy+LRW5e9u2w5CGDZopjLFW952Bm1TqikWFYEqMTI6QGvTdGLxahYvSDB/9iSuufpUDh5u5+afvMgzTx2iWMzj+gWztr+G0WTAT/NIK6Xo6enh/gce5rFHH2Py5Cmcdda5XHrZZaxecwqVlZV/EiZbRVUVSmm2bdvFj3/4fU455VwO79/NurVrkXaMqspa3vGu95CpqPiTgHUn+sMpSiWXvr5edmzfxgvPP8erGzdwcP9+xsbGCPzAFEGvYX7H43E8L5pLUQKYKb4t2+a2219isN+ls3OIjqPD5PIlEIJ8oYRW4Vz0lWF+YIIqos+lNMRsB9/z0Frhe0a6p7U2fpATCvqITSDDLrAO561V7qTrMmvAAM7lxrF5r3CtHR3Nk8sWGRoa48CBQY529jN3ZgvXXXMaddXVxOKahpoMb379hRw4dJQ7f/MEHV1jDPZnUTk3qm9POGxM9Oab6HFnGrcahGHfazSFQpGenmHa2v7AN/vPfGit6ezqModCFPFEHOUZL+CKTBxHSJoamzn/gnOYOrWGLZs3cfRoLx1d/XT1DpLNlwxgFowDxBOHlBZKKfJ5l3zOY9fOfZy6ZgW2bRumaNjEL0uJtDGIj9adfCFH+8H9vPTCOu6991kOH8uTKxlZnFF5qHLzRilFsVQal4hj6r1AS4bHAiQelZmAxroUJTdgLK/QIkEhVwQFfqBo7+jlaGc/hw70UF3tMLWtldNWzGD3zg4OH+rm0MHjzF84l6HBPcZSBs3oaIHbf/UIp5+6hGeefInGxgyHjg2Qy+dpaaljsO8o3/jqvzFv3nyWr1hFbW3tb12n/t5ufvLtr9Hd000skyHma5Tn0dLSyPGuXiytqK+rorGpjl27D6OEYMeOvfzg6//GP37p69Q1NE68qwDs3rWLb3z1GwgU8+ZNQ2mf/Qe6qKnK4PkeZ5+xjMbGNGvX9lAsaVLJGKWCR1N9kmPtvRTyPrNnT6amppq6hkoKxTGeemIj+w73USyZeivwPXMwVZr6ujq0cvE8F9c1CayBtst+wsWSZ9hKSiFsTcyx8TyfkqcINBTdgNJAjnvu3kj/QJaLLj7OgoVzaWubgmPFwwYtRN7F0Zo3/pUNu0VrKOTzFIsuEJmdgxfJs8N9OFqtPT8wda8W2AkbS0gaGiqZOq2FSY2T6erq5tjRYwyN5ij4RYqlEloZ5Uggi+QLAZWVlUydOpVSqfRnZ2/yxxrDg/3c+pMfMjqSBW2FgEoo5ySydxDlTaV8nlJRirBACBspzf0IwkVKWlbI1Bvffyb+HcwcMSoeM6ukZbywRdhMiMhHtrTKnykpoFFq5lfEmJGKUZFOgpPAciyQCuUFKE9TzOcp5QuUPB+pwZKSnNLkXfNdAu0SeMoAISIEbLDKYGK5cScEUkZ7pxhPuzXfholKlYj5ZaThFkbiGIJOIWopLQuFZbzKwrrUlpJ4yCwMlGHt6fD/CsUi27fvZNfuXdz1mzu55urruP71NzB9xoz/EXBXLBb53Kf/idt/djvFUglfGSmzYcKa71AoFHEcG+0HCCkYGurn37/+dU457UymTZ/xe79ndM89r0T7kSM88MD93Hv33ezds5ei64VzSgI2KlLeTJgnUhoCU1kSiwGc/CD8/lKFDM3xOWrOCONNyxM9iU+s1yOpcnT/dNh4jfY4z/fAUhxzoXdolBYr4ONzW1laUYFtJY2iJ5UgACzPRyqNTDhkUh4LUxbdOkdstEjWF/gqBHeVgAmg2AnPxYTPOnFeAeXPGWUMGHVaeG4TwiAI4XOpw9dGpAkZ1baAF/reWuHGXiiUePLxJzh29Cj/8KnPsOb0c/5Xa+wffXVOJNO89R3v45WXNzJ//iySaYlQEkWA645x289/xY7tXWhh8eBDD9JQdw0trc1oXyGFxrJTVFeEF1MIgsDHD6WiQljYsTi2BSLw8QKfTVtf4fbbH+LQ/n4kgoqUEx4MlNGQC4kKtEk0IcCybSor0ixfOpdk0gq7+ebGjIMwZpFJJOJUV6awrAKB0mhtCkXLFnge7N55mN6eISa1VIKGRCzBsmVzWLSojauP9fDAg2t56pmtPPXsNhbMn8T82S0smN9KS3MFlZVJLGmYUHEnhrBsdOADJRBgSQvLsnGcGG7Jw/MkyUyMRYtSLJw3mUPt/Tz6xC6+8K93c8PrT+GkFbOJOTHyuSxrVk/lkx89h6984yk+/YVf8qH3X8rlF82js7OPux/cREfPIF/9ypdZtnQZK1Ysp66+gYfu+QU3vvfDWJaDkDBtxiwuuOgifvXzW/jQxz6F48QoFHKse+lZnn/uaRYuWsrb/+qD1Dc1UciN8C+f+jhnnXMpJ520hp7eTj7y4Q/z6MMP46BZtWoeH/vg+TQ2Otx083Pcc/8mTl09m7//yHkkY5KBYcXQ8BhTJ09CKJf1m7bwyOM78X1YunAqb7zuVGpr0waExTHSTgKkFUcoiPzbFApUSHtFoVWYjB5SpAUWGsnQ4DD7Dx5jw8ajrN9wAEvYnH/eci66eBWW1Nxy64P09Gfp6TeMC43P4HCBH/7oYTKZJEsXzQd0KD+VSG207alUkjVrliK1xf797QxlPXyMlx469F+1wk1MGMTetgzAP3PG1BAYjaG1hdYxampqGc4WKJV8XNcnCFSYIhXgBQHegObu3zxP4Pm8+6/eQzxRaTZppZBCsn/fEV54fiNDozmTehcyEixb4Ac2Dz/yCnv3dnDDGy7l3HPPpbKiDqEDUqkEluNwyrln84Uv/zu1DQ1/7GXj/9PDsixOP/McfvbTmxn28viBMumCJwAy4YalwXJsJJpYPE5zXTXV1UnSmTjC1lxwwTzOPm0FMZnkeHcP+w52sWt3O339YzQ0Zrj6dSfR1Jjg8Wf28Pijh8hm+01TVE14H2FI3NGGGW07UcpSBBgaw36BCLtkQhtZhiUNc8L3PIQ0G3fg++NJmL7pfvpGY0Dg+aHcx4xSqYRt2UhL47keSM1ZZ83l8ouWMG1qE5Zto3WA5wocy0bpPIl4HB2Pk0pXIIXmjNNnsH/vAAf25bHCa6YVBlCK/P/CBl8kkdUo0ArPDTh86BBHSp9ONQABAABJREFUDh/hjl//iumzZnH5FZdz4YUXs3jxEmKxPyzrTmvNyNAg615+ma6uThQwNFrg57+4m1/fcR/xWIyhkRxvfPM1vOnGt2E7zp8MrNNaUyoV2b9/Py889wwvvvgiWzdvZmBggEKpiAzvm2XZBMJc00g2bUnjn2mSszRaKGxhE0/YVFUnmTy1nlQqQUWmDtvxmdLWzKtyP8eODVMoBegAiiVNoA1j3HVLZfZxJAtHClzPCxsX2hxgw88dyS4iibXBi09EUgxATRguIcqASbmQDBmikcwMIJFwTFNGKXp6xrjrjh1UVe3jxRcOcPLq2axYPoNFi6ZSVVtDJqM4/4K51E+q4I5fb+PA7l7yuYLpGovyMeuE+zmxcJ34+VHhfLUUlZVVf8Q7/+c6RMioNQBX4PumyFcglEVjczVXXXMRF11+CRUZyfJV8xgZHGLdi+u47Y5HjResMrYWQozfR6U1gQoT4cIDstamhvB8k+qoQhlsJKGRAnT4s6AYHOjlyOG9fO/bP2Xj5k7yRb/McpjYXLEsy7Bh8PF9hdZ+eX6ZQ0OAhwYpGcr7ZJTEJmB6SxU60PTHjQ9oruiTKwUgfIZHs+Rymt7+HMeP95NJZZg+o5XhkSz5fJZFi2axY9d+8nkXpRUdXX3s2n2YVasX8sra3VRWpDl2pIdVa+bTNr2ewwd6uOn7P+BHP7l5wvw2Q2vN0fbDHDzcTkHbdPb2gBZMbqmnq7ePsXwRpQIGx/LkSz7m/C5RdoK1G9fzyvq1XHjZlRMAC002O8pXvvRFjh7toLmlmpqaFMfae7GdJG7JZc68Nk47ZQk3/+RORrOuuUZeiRnTJtHYVMPoaJYly9uYObOVY0d72LXrEE89vYF8zi+b7Csg8DWJpJGTlopZHAv8kovSkgDbsDtCxrywY7j5IsmEg+1IEo7AwmFo2CQNO7E4uXwB11c8/sRWXn5xN/PmTeH9H3gz06ZNpbW1NWxoRV5eUWCOxvcD47OMkXn39Q2QzeZCo3TDXFfRUVJpY2MIIaNjAmCjNYsXz+SMM05ixUnLmTp1KoV8ibUvb+DOOx+i/WgHdszB8xR20aV3pEBBC77whY/ykY985M8qOOyPOZRSPPzQb9i+ZRtS2MbugfFDvQ6BOh3uZZG6Ifp3UzM6KAVBZNofngGB8toRAQxlyR6R/FSGzKLwA2lBuUIU4VqnQsBE67A2jRELWcc2AlxFzitgKygoF6/k4iiJtG2S6QwJSyIcByehiQ0PkfItE1SmLMOWk4bVZUBHo+5R2ljwKG28GIVtwlb8cqP5tYBKKLEMv0u0bhqwL1KWhKQMrRFaYoX+YxqFQqMDQ1iQQiNECGLqKJXXxispDu4/wje//g3uu+cu3vP+v+YNN7zp97JZ0Vqzft1a7rnrbjyvSGV1JYWCR6GQJ+Y4WJYBLGOxBOlMiuHBbmIxB9cNOHb0GDt27KRt2vT/9vuNrxs+hw4d5Laf3sLdd9/N8eO9wInAk8Gkon8zTFyjeDC1jCb0Old2mKwaTkDAAK3hn4e/y/eDCfeI8n5m9gUm1EG/7Vs4ce8o/w4tGSoENDqKdy+sY1llHNt2CAKNLAXIII+lgECjYxLhGw9WkXCotAS+0uS0ImnZKDQFPzBhj0KV10QzT2S5VoyGYQSOh2IIEV3bEDCPrpoWKGyz32MaJHrCT0Q2QQgzJ4NQAq5CYDoIFPv27OUTH/lb/v7T/8yll1+L9V9Yi/1H40/STlm+/BTe+q738tRDD9Hbex51dXHaj+3n1pvvYMOGgwRY6CDg2RfX0zcwzDtvfB2VlTZbdu6go3OI6VPaWLFiOS2TmsI0HbAsB9u2gIDB0SH27NvH2rW7GB3zWL3idK66NM2OnVvZvGkPo6MBRenieoqi65mLKwVx22FSSyNXX3MR5569Ese2zYIiIsDOKncFAuVRW9/C2Wcvo6PzJfpH8uHhwaK+vgHl54jHBEIbmQ5WuKgow0iZ3tbIu95+Jq3NFnfcvZMX1h1k45YjpBMWVZkEmYxD27QGmhtrmDKpnuM9/cycMYWm+jSJuCRTkcAS0rDyYjaJpEOxqJBWAkXA3LlTmTFzEnv3H+eB+1/l+ed2c9mVJ7Fwbhu2gNUnzeUz/1TJF7/8EF/6+n1U/subeM87z6S6upqf/vJZDh/r5h/+/mPc/vNfctmV1/LNr36W8y69ginT5pcn8Oo1Z/DrX/yCB+79Da1TJvPgA3fR0tLGe//6w9Q3NZsHNPD5za9/gdaSN775RoaHh/nEP/wDD9x3P9UVFZy8bCYf/ruLEbrAP3z6QQ4fHeS97ziDa69ZjPI1w6M+zS3NVFV4vLB2Jxs37MUrwtmnzWfZ8hmkUxa2JfE9D5PqEuDYksADUzr7oSGpKtOslfIRwgnvpyTwPQolnwOHu1m/8TDrN+5lsG+MObOm8I63X8zceZOorzVJvK9s3MnevZ0cPz6GF8pQQaCkpLNjiPvuf4YFC+aRiMeRMtycw+4XSiGEw7TpU6ivr2Yo22v8csKuqQ4UaEOhBYXQHoGl8Tyblkm1TJ48mUSiAsuSnHX2qSxbtoRNm7fz8suvcPDgUYZHRshmC5TCjVcTUHIlLzz/KmefuZMFi04yoAtmgUxlEmQqKhgYHg03cQspBbYwHEQPh30He/niv/2U+x99gTWrF9Pc2MTPfvk4F1/1ev7p0/9MJvOXg6cQglUnrWHlytU8++zzRIERhpU0bkIPkEknaW6oIe5YFIpFYk5AtpBn+dJWVqxuo7GpmiMdx3ns2f2MDrtMmd7MsqVTmDdnOjHbYe+BXazf2M4zTx5m//4eXM/4F0VeYAacEOVUy0i6FwEb5Y2RkF0c/ky5yAsPncVCIdx0TIGjwmRbKQVKivLmLIUJiRiHB8M/IwBtmfCeijQ33LCSmTNaTJHle9iOJB63UYGHbRtfRs8tEovFKBRKPPf8fmwrSSKVxC35+MocU4QQZT8XI50wm6FtWfghAh91vIRWZHNZtm7dzM6d2/nRD29izZo13PjWt3LGGWeTyfzvWW5aaw7s3cMnP/4xNqx7GS/QxDMpampryOVyeEWPQAnq6urZ+PI6Pva3f8ONb3s7Z5133v94k/7PPks0Cvk8+/bt5dlnnuapp59i+/atjAwNGZBWR6WZCWBwHJO0rX3TiY/8N0zfQOKrgHgqzvTpNVxwwRzOOGMFzU01NDfWkkgmCAKf3v5+1q7bye7tCTKVSbLdQwSBIGbbeIHA9wKiRrXvByEjSZQPLqa4GfcGGZfyRIeX8e/5WoNtHb4+vAgAZcA8rLnQOkBh5kmxUELELCpSKWqb4mRSDnX1CZQM+PHNz4N4jsWLm5k6owGlFIN9ozgxi57OYeIJCSKGWwpC6Vz0AU68D2Up0/gpCR2YZm9QKlEsjP2v7vVfxm8PKSUXX3Yd995xHwP5AAuN5yu0hGwuz+CwxX33PsiM2TNZvnwe6Uwd8UQV8xZ1UfNYnN7eGJ7rEYSr2TjjybA9lTB7py0lpUKJ0dEcrq/QOjBrUrTeCh+0g/LztB/dw7YtO9i78wAvvLSNw8dGyJXMTLfDRkP5YIMm0AZAkgITMKCFSbltrKepqYpsboS+nmGKrqJQDMi7JTxfkD8+Ql2lw+SmDOl0imPHhugZDHCxcX0fV2ncgsfh9n4qUjlqajKkK2wq0hlitk3blBYOHzlOvugilcWe3cdobW1i4bLZ7NlupON79rTT2lxLXW0Fzz37DLfdejMf+Ju/+601dCw7TLZYYnBwhNxYgbbJTbzlDafxy7ueZ0f/KCCorKjg2itP4aGHX+RYZz+OZZqaw8NDJ95UIXjo/vt59LHHqa6rZNbsyRRyRbo6BkmnK3BiCZatWMIv73wMHUuj1ChxS1KRitFQX0kyZbF0+Vw6OjoZ6B9laCjH0FCOvOsZ/+sQ6I/F46STMeLWOPvFFRYaC9uxcSwH1ysQs20CP6BYLIJW5AolCiVBIgbzp0/ipCUNbNlxmL6hXCjnAz+AoWyBzZsP8Nl/+gZNzdW86a1XMrWtjVmz55NOpsLNMzRolwGEK2M2l2Xtus3kSl7Y1FUnHnTDBuwJLF+hsWIOUya3sGBBG5e/7gKqauuxLIuq6locRxL4RVRg1CW5wRyDRZ9zzr+QZcuW8b73ve8vYN0fcOSzozx03z2USiGDU6uIP2m8XYlsUiJQZfxgDyBtGx+NDtVeZcsSFdkvjIMgaKPaiXxUBVYZeIkYamWFR0hUIARx0AZo0FJQUD4F5VAN9AyP0actHDtGQ9KmJmZTnagksDTCsRAVcfBKaOkxVihy69Fh7u0bw3ZSZKSm4HsEgR/iPqFaLmLFhwCJ0grPd9GEckJLTAh5MvM6YqZJaUKAjLw3qgHN75Ph82uaudHzZJnEUyEIyhhUtLYHCFRIwgqlyUrj+XDocDv/9I//yPPPv8hHP/Yx5s2b/99iQ2mt2bZ1E6PZUYS0qK6sxnaKKOWTTmXIZnMsW7aEXbt209nZhW2ZKIfAVyB8smP/3dpgnKXW39fLz352Kz+5+Scc7+pCKWkWh6iRHoKWIgxIKAddagtjoR7Jp0MlgJzYGi1X9qEaR2KUfyey1aLPFDW8JoJx0fw29yYEtFRkLRKE6jKJpywkGi1hc0+BTAnaki5x28EOoKKyAl9rhNJYWBAEWLaFbwlaUpLVtRk6fZ9B16eodMhksML5Ez4HvsEDIjnvxM9p/N51iMCZ50gq4wGqhaBUKpnrHp7xpGWHTW0Vzqnx/bxcx4ZNFh3u61IKvEDR2d3Llz//KSzg4iuuK3vV/z7jTwLY2U6Mt77zvezZuYN/+cI3mDm7hvUvb2NooIBC4SmF50NTfQPz5iwglrC56aafsH5TO8JySMQsVi7bxUf//q9JJk1qq2UL+ga6efGldaxbt49pM2Zz5RVX0tZag9I+jrBYddICbPFz1q7dT6B9c0+sGL6viDsxli9dyI1vfR2zZjcRKCPRiWQQke9OdBDWUmI7FbzuqquQMskd97zAwHCOTLIOHXhUZOKcdvpKmpvrQRiPOh2A0ArPK9Lb083GV/ewflMXA0M5ErYmbkOpWKQ756J7JHv296O1wJESjU8mlaQik6ChIUN1bYKZ0yYRT1jUVKWZ1FpLS3Ml6ZRFNltEWDZxO8miBW3MnNnElk1HuO++reyb18tZp8+mvi7F/HmN/Nu/vpHPf/V+PvO53/Cvn38TV162iP0HuxgYyrLllVf5whc+zxe/+Bmqa1t48tEHeeu7ZyOE4MiBfWzY+CwvvvwKo2PD9Pb1cmB/N5/5zMcZGeinvrEZIQI2rn+OZ55+mn/+zOcolkp88h//ibvu+g1Jx+bsMxfy0Q+ez/Gufr78jYewHcEXP3URK1fMQIg0ShdIV1hs332Yp5/ahetqLrvkNObPacB38xSKPrmcJBm3kRbEnHjYaXGxbRsvKI4nCOKBNp6GxaKLlIpCyaVvIMv2bUdYt+Egu/Z0kojHOO/cJZy8ajYLFrQRj0mjTUejVIktmw8wPFagFAShEXrEpgCNpFiwENLBskwasBAKEaL7IgTLGpvqWbh4Du1dA/jKR/njUi8hNLG4AG2hfEGhqAl0ib37DtPX101raxphGQZJbV0NF114NuedexaDQ8N0dBxn755DbN2+g56eXnK5MSrSGebPm0JlVQVCKvzALEKWkDQ3N7J0yRK6jvdg2ZJTT1nB0qVLyWcLvPLqNvbsPcRYbhRXB2zZ1s727UdAKy668no+8cnPkMlU/kmYQv8vjEQizfs/+CH2HdjHsfZjZU8HpQOkhIb6OiY31aEJqK3K4JdK1NZOolAs4lSCJ1yeemYbruczf+EUTj1lLrNnTiWViCMtSaGU5dVtO7jl5hfY8MpxenrzRPulFoYZF42JBfxrJRLlbXUiWymiphNKs0IGnQoPj+WfC7uhOpT2CWH8cWzHIfBdbClJJBMUi0XS6QSlkkcqHeMd7zqVJQumhK/RWI7A80s4tkbIWAgWa+JxG88rMTI6yu69PVSlG8jmCwRaE3fiRrYT+IZpEM67RCKJ8j0Dxms9AbgJC2LMf/N9n8H+Ph564D6ee/opli1fyQ1vejOXX/E6ampq/sfzuFgo8G+f/xzrn38OLYyb2tDQMEoF5aK5VBJIaXP82FEGu4+zdeN6vvrt73HOhRf9r56f13rSZbNZ9uzexbPPPsuzTz3Brl07GR4eDr07x4tdJyaxsLClgxOzKJaKRooqZFn+USaFKYWD5OJL5vO+957DnJmzSKdSmIR0AVgU0Fi2g+PYTJ9Zz8iYS0WuRKk4Rr5YMoCqbYdS2PF7JyIGXwjARUljmt9mqb32u0bjRAnG+L+/VoIhpCkEwdQfhWKRkijR0JDmzTcuY9bMOia3NNHVWeAXv3yO/ft72bL1OKVigGUZXzxjPaDHD16Rb+OEg9Br72f584WHCCEt/ELA0NDI//i+/2X87iGEYPa8xcyYNYWBbQewrASlkgtCUgoU2UIJ1T/Ek48/x6JF84gnE0jfp65+CsuXzqP96DrG8uNNlmgeTWQGSMtCSNOo27VzHz09vdRWpYyFS/nW23T3HOTRhx7kkQfW0dU9iqssBkayaGkahvFYslxXRvM3mUySy+fDQyOAprIiTVNDJTe84SLOP/80RoZHOHTwEK9s3M6Bgx3sO9BhAoEUDI0pBkbGqEy7JGOaRXObcZVk35Fu8gWBJsD1AwZGxhgZGyWeTNJU72Lbiumz2qisTLFr52HGskWKyuGVV3ZzxRWncbyjF23B8f4RMrEUTc3VZIu9fPe73+a0M85k+YqVJ8z7lklTqa6rZSibQwhBMiXp6+uiVChhW5ah8ygXxxkmEzeegIPZImlHYtvjnnhaa9oPH+KWH/2YIPCpq6+lkC9y5EAHUjgEvsell53B44+9wNFjPTQ0VJFO2syYOZOmxjqKxRz5vEv7sXYG+kdxSwGBNrWTF/jYloVtCWKxOJ7n4pcCrJiDVopMpgIv8EnEE6B9aqsrmT5zAZUVlRw4eJQj7V0MjuTKTa9iyWb7nuMc7xkkkUxRVZtgYDCL55lCQAooedDRO0zOC/jBD+/GLZY495xTOfeCM5g7Z46xwEAhpVP+/q9s2Mz+PUdwXRddPjCLsgwt+rnIssc8B6YhI0TAzJnTSCQS2JaNHwRs2riRH3znNoayBXJjOQq+S29BMW/efO68804qKyv/qM/on9vQWrN103r2bttf3td0CBIb5pMqe55G4BOEEJUWxoNVh8b1IUgQs218P8ALfEyYkpGymvsflD2wlQ9aOxhTfMrNrGiYeWTezZDQwyaTVqQtm1jgk/YFNakKplbEScRNA9YNPLQAX3vIUp6YoxC2ZNRzuePIIA8NFCnhMOb7lLSRewotQ3AuQCkPpS3DFhRRAF7YzPJdnFjcyGjHrwRKKWw7muOmnouuVVSzmH32xBrAssIghPCrR8x7y3JCZp9XtsUyNh9GZYQO8F1NqeRzzz1388orG3jPe97Pm9/yFmpra//Tus3UCC6Blni+x4HDRxBo0ukMuVyOYrHApk2bTHilkAjLprquge7jx6mszDBz5n+dFhs966VSgSeeeIJvfO2rbNuyBc/3EdJGYJvrLUzNbZsiBaVNFaSUBGGXz68GZApDE8O6ibDxOFHyakZYwwmFVuPKQ6XM3mkSrE88e4RWiajAfCYVeEC4zhGEIKxE+QFK+0xOVXD25DrmWhK3pCmOuXhCkFfDOLbAkTZpETNgnR+AI0jFbWqtgLaURUIKun2PUc8A2BpjzSND1hsT7p8KbQ7GWajj5xvHsQh8hRcEJpjJcVDKNH8jBYdtmy+nfB8hDJsxCAJz3i+vyZFNkQr/u0AFis5jvXz5C58jVZHmrHMu+73PA38yw4JUuoL3fPBD/NWNN/Dqll0kbMtEyRdhUss0Lr30bM47Zw2TJ9UR6CJ1jZUEWiACKPpQKLiMjQwhRYxjnd089+IGOjvGOOW0k/jYR86lrqYyXBBBIgiATKae1auWcvBgD6XOAD/wiUuoSic4/fSTef0bLqK2IYVGI6Vd3hijzVCpAK0s40EY+AgpSaTiXHP9pcyeN4P163aSz3kkkjHmL5zO6lULgMAsrp5PNjtC+9Funnj6FXbu6mBosMT8hdM57+xFzGpronVSHX19PfT0j3G4fZjhwRF6ekYYyhYR0mI07zKad+nsGUGgeeGFQwipSSZsEok49Y0ZzjxjPiuXTifwRygULGJxSDoJTlk9j1NPXcyWHZ3c/8hW1qyexbxZFbROSvHPn7ian/58PZ/717v40mfexjvefDb9fVleWLed39zxa04+eTUXXHw59/7mF1xx7ZsoFjz+7gPvZiw3TFNDmo2v7CCTyTBrZgM//uGP+OlNN/OtH91KfWMl3/r6V7jq2jfT2DyFT3/qk/zy5z8nHU+wctl03nrDanbvPcK3vvsUSxZN4a/eeRotTWkQMbQq0NM3xlNP7wCd5LyzlzK9rQbHskK/JYXjVCAdSTwuUcrD9fIEvqbkuYyM5hkZKSAtB8uStB/rRKs4uXye/ft66OsbIZFMcuhYP12dw6jA46SVU3n9taewcMF0EjGB44RdiZBS7mofP4wlB5OsZDY6c6BLphzapjQQs2LhBjpuQC4QSGHmlJBw4cWnsWP7AQ4d66GkAiLpi21ZOLZJVHTSMRQWngrYuKWD7/3oDt7x9muZMW0mlrDDLonGiVk0NtbT2FTPihWLuc6/glwuRz47RiIWI12RJpmKm6QyZWSKRTdLIm4zc+ZkkgmHqdPq+bsPvZuqyhqEUFx7/RWsX7+Tf/vqN+kd6sW2HWpqG1i0ZCn//NnP/5cpcX9uQwjByWtO58Mf+Tif+sdPMDIyBhKktqmvzVCRjHHhKQuxY4Kd+9qpaqlFCMXRnn6GO0eZP6+Zs89ZyKIFLTQ3VpJKZlDapW9omOHhLC+9tJfbf7WWA3uHcIMQ0DDvPKFQHy9UzJ+E/6uitKaJjDpCZGTC66UxfvW0h+MYfzvtm8RETwXlTS6q/ayw4+n6xqcvHrOprExi2xLX96ioSvLhj1zAW244g2Q8jSXNM2PkjnGEMAmKge+YjmiYapfOxKmtSbJ/dzsGM1Rk8/kQIDQdZscxr/F9D7TpHMYdG5D4gWmQKKVCECgqOow/Sjab54Xnn2fD+vXcdtttvPGNb+TyK66ksbHp994w9+zayfp1L2I5JqyopbmOfQd70MrH9wnZjkZ+3FgVR3suY4O9/OQH3+O0s84mnkj83nNtIkDlui4HD+7nySee5JGHH2LHtm2MjIwAqiyRMo0CTTLukEwkKbklCiWPnAqQReP5imWjg2AchBKmgEql08TjMdLpODVVhoViydDsWmi08tCBz5SWZlJnxmhra2ZSaycP3LuO7q7BcuE20cNRSlPQoPS42qLcSR+//qEj3QnffeL9+V3/PHH+S2nSED3PgLxg+s2FkgERiyWfwcE8a19qZ/XyGbRNamZma5KTVs6hq3eURx7ZwJ13bODY0THDRgkB7NB9uczgGwd1TvRxKYN15W6r+UsiCdRfGh1/jFFd18RpZ53Fq9v2kc3msCyzdysEo9kClrQ4dLCdsdE80k4QaGhormdqa43h4/shtirHD8JAyNSIAsckJdfj6LEe9u7dy8wZk7FsB8sSjI32snfndu69+0FeXreX4bEAX0nyxbw5qAcBtpAo5YcHJxUm8ynGsvmQGQK2tEkmEyxfPo/LLlnD/PnTmDKllbZp01i0dBEXXHwRw4NDbHl1G2PZAtu27ODwoaPsP9zNYLZAgE/faImqjM2MSTX0DeQYKwrGSq6RvwUCP1+is6sfKcHzBdWVaZoaa6io9OjtH2JocIxnn9rEuecsZ+3LWxkaKZLN5RF2QFVViq7Obr79zW/wre9+n4qKcaBn+sw5nHfBRfzoRzcRi5lDWXYshw40iWQK8EnEbEYG8uRLHpYQ2MKnqXEy8xcsKq8ArlviW9/4GptefZWK2gyVmRT5XJ54PIZtWaxcvZDjx3vp6OwhEJqRoTwN9ZXYjmI0N0L74eMM9GdxlVnXPN839ZgvScRsrPDAXCwVsS1JJp3C80vE4hY11Smq0kmmTG1l6bIFLF48h3SFRSIpaT/cyzPPbOb5dds5eqQTpQJ8fHwNRwcCpMgTtyzAChNvjQm+kBaBFgwOFukfzGJLi9/c+QTPPruBU05dxsWXnM3ChfOorKxCaygVCxxt76KzayRkHyukJSgnC0wYE9ftCFyeO6+NZSsWYts2ti0pFXzuvet+SiWX0VyO0VKRoRGzpC1duvQvIRN/hOF5Lvffcydj+dwEFh3jdRihPYmO2osarS1zv0MAQWqFg4UQRi6a993yWUHjg9AEfkDScUA4uIEysj0Nxgdeh3JqWWabG+Gr8fB2bAupFV6gsIWFjaDednhdQzXnV6aoy8SQIkAoBZZFzBEQeKRsC5WOE2ifIwNj3HWsj3i8glW1lbyazTE8FpS9lQMlw1DbIIyICnlHKmIlmaRuKcMwCylDD/qIqU45ZR4RBWaM11bRWV1KWX4+lNaYIPlx0G9idWH82mzDJtMaiDybzdUR0oCrfhBwtP0o//KZT/Howw/w95/4R0499XSc/8DaRErJipWrySTTeMqn5LkU8zni8ThO2iafz1MsFrFtm3nz59Nx7Bg6CFi2fBlrVp/MsmXLfufvnVj3aa05ePAA//61f+O+++5jbCwbWuFIE8yFSZOW0rDMlLaMzDW8nlFgh7EW1Cc25gmvNePnDBFez2gPDJRCCiv01DfqF7TGsqPQiQnXXBiFDoT+idoEipm6XYKSKF/hKs+w/7TFgazHtuExlsxootJOI92AUtpGjRUJhrJk3QLFXJa45SCTDvFEjIxtsyqTobPgk/dcukuBsaXiRJl5xKwz8yr6Z3OGGFdviPD5NUCd7/sEvkc6lSSfLxjFUlj3lQM3hEASpj4LYby+GVcvKRUqS8LvLzBzt+NoBz/496+xcPEqGhqaf8cq8h+PPxlgJ4Rg7ryFXPOGG7jl+99FaY3rCs4971ze+dZrmNRaS8ySCA2ecslmi+YAEta/QyP9PPjgfezce5hCKcVb3nwNN7x+GpXpipAGGdIbQ3280opCbhjX8wjw8VBI22L1suVcdMnpzF84jWTSpMxYlsT3g/JiEN0wIcCxY/iBR6Sf9wPzgC9duoClS+aXuyZCKgLPZSyb5eChdja+sp9tOzvp68syqamW889ZzeyZjcyd00I8HkNr38i51BQCBL4KGBkucvBgB2vX7aWrewjP03R29VJyfbS2sWyJFIpcQTGWz9Pdl2PPvl5aGrdQW52muamCBQunM6mlBtXZjVaCadNqWLhgDQO9JYZHHaoqbFobHP76nafzbVfz1W8+wL988g1cfcXJjOV8Xty4jS9+8Uv84HvfZGh4lOeefpR8QdM/0Ec27/HBv34d//rVX1JdleJ9N57DRz/zc2oqkjzxxKNoXcKJpznngov58Y9v4tZbbiZuW1x64Sre91fns3//IW760bNcc/UpXHvlAlJJE94xOJhj/YZD1NRWcsapi2hsqMTQlQXxmEMiESPQECiPkaFhtu/qo7NjkMHhPEODWQYHC3QdHyQINNlsEQRkCyUsGcMPlDEb1b4x5w3XFiEkI6NZhkdHyOZHkSKFVgLLdswig8RxErS1TaIyvYexMQ/XM2b8CEjEJLNnNXPppeeEyUvj3QYpHMZlkWbhmjF9En//sXdx8y138eq2/eTyURfI/Jzt2DiORcKRTGtroaKqjuq6em796YO0tTVx9uknM3PmDISMh8nBoexRSGKORbymitoQtI5o9CqkYSUSCbJjIxw8tI29+/aaw8JYltFsHxWZaoSAeEJy+plL2Pjqmdx17/24JY/GpiY++7mvUF1d/6daJv6fGpZlc+VV1/PIQ/fxxMNP4CFobazhgjNX4Hsl8m6JlJ2g6AcMHOmmpb6eusoK6mpSzJ/dytBwlief3UJjYxWTW+vp7h5i7YYDbNvUyeHDA+RzAb7U4xhG2HlFnigTFEIYGb4yBY4RsIebrxwHNszPAmEBpTUmlVVGPmMBKgLFhChvfFJIpCXLdtkqDAyyLInnGq8yJ+bwoY+ew1tefw6puDOhoxVudGFXzg9cLGkTqADf83Bsi6qqKqpq0ixaWMvevUfoHhgJD8oQqAClDVAVBQUJIXHicdNB0ybBWYSMLhhnI+gw0SmSoJRKJdavfZHNr27g57ffxpveciOXX26Au98lCRoZGcF1S9TXN5Q3+pHRUUbzRUqBQmgFWSPFvOiS5bzw9G5iCYc5i1rZtukYLW1TOXroAMqCg4cO0tvTw5TfI3lgYsE2ODDAKxvXc/ddd/HU00/S09NtQCFkea2RUhKLx9AYX8Gi61MojZl7KQSWDowkR2sDSGGkJkJI4w3ra3LZAq7n09s/xvBYFgN5hRLocN1MhZKuhtpaGmprWDh/FgMD/WzdfhSBxgp/p+cZJmQE3qkJHXFThIdsgwll9cQ5/R+x7Mys4rcYBIEyxthhn5eJCWEA6UyKfK7E+rVH+LZ8jre8McealcvIpBLMm17J7PdO5sLzVvD9Hz7Mk4/vYmy0VA4UUqEH5DgY97sLbIGxwhDSpI8pbbzz/Hzff/u+/2X8PkPw5nd8kOeef54tm3eXDxxKgxYS1/UplTyifdaxY3i+xYGDhygU/BPk9kC5WTvx/vqBkYv39o2wZ+dRLrogYHSsh472Azz68BO89MJ2+gZyDI25eK6pM4NIgiZtMhUpisWiARItgRvasoiQ7eLYFvU1GZYvX8D1N1zIymULSKVSSMsw9iWCikySinSSyZMnoYTmmmsv5uDefby0bgPPPP0qff0jDI/kGM1pRrJZLEuRSceIxS08zwROuQEUwkPssfZe+lNxKquMpHZ+fR39/QP09vazc+cRKioTpNMJhseypCriVFdXMDQwzGOPPMwD99/PDW98U3nNHOjv40h7O7XVGdLpGI6jcf2AeMpi7FgW0CxqmsTwyBjaskllYtiO4HVXX8Wc+QvQCDxX8/KLz3P//fejLU1dbQavUKK/px/LSlLTXMOUyXU8/9wWkJKElLQ01VNRGWfPvqP4vvEyLZWMXCna12IxO/SREnhugLAgFneIOxbpTIxFC+dx5lmn4ziwYMEM2tomE0844XNsUSzkiMfTHO04wt4DCQb74gQB5POuSWpFm9APYbyPxoF7iMctHNsGHVB0Ba4fkC0U8Xt9Hn34BY4d7eKCi05jwaL5LF60kM7jHRw6cpixQhFNQOTNReQzFY4IWC7vWdrsg5WVSZx4jGQihdSag/sO8OrG7cY/MRuQHTXr5ve+9z1uuOGG37tZ9ZfxX4/9e7fz8ksvlIGL39rCJkoeRBQ+M56YKoBkMoECiiXXBNNogbQkngqwUcRsSUtLA6NjRUqewnbMfNcho8ixHILAJKsaxpVZQ2zLJBzbUpNwYnhKYPke85IZXl9RwdykhWNr0D5WzAZpIyxB4Lr4UlAoeCjX4/BIkf5iiQvqGnksW2TT0Ch9BY0XqJAVapq9QRAGR6BB+Cc0msf/bq6RmuBjB5xg5RNdw6gZOLE5Fl1n87tUWHOEapAJDeMgCELCg/n95hkyNSwEhv2ntQm2tAxA5bkuL734Iu9461t4ww1v5N3veR8zZs76redGCMGpp53GjW9/Gw/cfx89PT0UEdTX1zM6MoqUFqmU2QOOd3UhJHT3dFNRkUQKxcEDB5gzbx5yQtjFRLZaLpvl3nvu4t///d85cuhgCJhFksvoehlQNtA2QtlICcIKlTXh9YsAzyh5N6qPygmpr5mq40y6sPmpFdIC2zE2TlKaANDI127ivaEMXJlbqnXonS0oy5vR5iTiOBYBAbcc7qcq7nDNtDgqaayvREMVfkst1Z0DCC+g5Lr05T2Ge3IkRIAdt5kWtxjCxtNpdhcK+MJUra9t8I5/tglA+oS9P/q+UdPOV5qxfNGQFcokrkhyHDIXQ5JYVHfI6L1eQ5TQRN7KmgDFtu1beP65p7jm2jf9XuvwnzQSyLYdrr/hzTx0z130dvdxwzVX8+73XEkshpGhCBshXF5Z+wLbth/DEhLLFgRac+BwF4eO9HHWmafzrne9nsmTq9FuYFhwkRQKU1xbUpAdGeKVVzbwwEPPc6B9EKEtTlq5nPd/4E3U1qXDB1lBQEi3DTtVKjJWjBZTc+gY9wwwNyHwfYRQBAhsaTE8MsKO7Yd4+ulX2Lv/OM1NzaxaMo/TT11ETbUgFnNwbBs7ZmPHYyELwTBVIkZIdXU9k6c0s3LlQjqOHcOSkt172jl4qJ99+7sYzbkU8kUKhZLxCMAi8G06jg/T2TXE9p2CZ57bQ6bCYd78VubMmYQUFmefMYdpba04jkQiKBQLVFdZfPiD5/L17zzD93/yJH/9zstxVSWbd+yjv7eHn/3iDpauWM3Pbv4pl1xxFcuXtTG9tQFVHKaQL6ADj8lNSc4/fTYDQzm2bN7A4WMdfOYzn+eFF1/gy1/+CjHb4bKLT+OdN57J7r3t/PDmp3nPOy/mgvNakNpF6yQHjoySy7qsWTOXqkwczyviOA7Stsnl4ZVth2g/1Mnx3ix79h1jdLhA30CWYjG6doZFE6jAMMqCkA6rFY7l0VhfwaSWRhwb6qrSzJ49hSNHezlydIiO7kG+9q3nmD55K0uXtnLB+Stpqq8kncmAZdggZ5+1GmnFeOiBFzjWNUSh5IGA6dMaec+7rmf6tKlmw9FmkbJC30MpZbk7oUJvk7bpk/jox97FIw+/yD33Ps3QaA5hG3puImbh2A51NUmuf8NlLF68jHS6kkKpxL597Tz99CYefORFli+bxcknraAyXYNlx8K0eHNoD0ouu/du48DhdmzbpqqqiunTppFOxjl44DDPPr+BbTsOoYTD0WMD3HLrr/nI3/4N6VQlQgocFFdecjb3P/AodbXN/OMnP09Tc8ufcon4f24kEikuvOACXnr6BYRlMXlSNQ21Kbp7i/QNjjJ8qJP+sTy2EyNTEWfxopmsf3UrGzccYdeh4+QKBWxLUJlJ0NMzQqEYrkthV0Zqw6oEs83IaOMJwV473OQN8ywE7zQmBj38jJF0QIabjOPY2LZDIZ9D+yAsWe6EgooCvjAVpWEJVVbGTHGjwfU8fM8EB2WzY6AVJ62cxZL5LThShd06hR96Sdq2NaFLJ5HSw5IarY3/5tbt7Wx65QjpZC3ZfAnjCz4B3Ak7fWgI/AAdspiFgJjjgI58TW0s28KxJK7rUix54WaqQpzF9HrdosvG9evZvHkzt91yC29+69u44orX0dzcXN60h4eH+PuPfoThoSG+8/2baGw0SYaTp06lsraB410FvLxLrjCA48Ce3R34OiBpxyjlC7gll02bd4WHbmhJJEEIDh88wOSpU3Gc2H86r7TWeK7L0WNHefjhh7nn7rvZvmUTxWIxLNLCOSGM7DWskYw0Q0UsodBQH9BKY0kHXwXG+B3jaeiFDajIG0dIAa7ELbo0NzYjLYlJio1Mng0DAEQIykpScZuTT57NXXev53jHKEKazrcMKHfcw29VBmKjeyKImnKh70c4B6PmSmirHX7HsEgnKtAnMPYw81tFRayOXKHGGXHZbJ6qmiSrT5tNIiP42tcf44xTD3Dl5auYNXM66WQli+dN4x8/di0tk9I8+NA+2g/0GbsMJSO7RwwoHBV544cPHbEmwvkoQ5mJb3lo/z+/338Z/7MhhKChuY2rrrqSHdv2UPKUmXSWRASKkusSj8dIJJI4dhwlFMVikUS8gorKFNliFu2HLGBr3LN4ImhXlh9qxTPPPM/8ebUcObiLrVsPcPjIEEVXUiwGeJ45eAeB8eiJxROgNdlcDh0qNywhiVlmjXEcyeTWRlavWcpJJ81j1apl1NamicXilEpFHGJYtlNeC6PaUwpJPJVkwdLFzJw1neuvv5revl5eeO4V1q5/lfYjxxkeKVH0FFJDZSpFMmaYEMO5IlrYuAUXXXLJ9QyQTOZomdRAPO4gVIKa2iryxSwNjVXkcgUGB7KApKIixdBQnu9979tccOGF1NXVI4Tg+PHjPPvsc9RUxmmZVIV2S7y6qZMjnaMILASKgwd6KeZqaGpI0NqSxi3FeOqpJ7jg0qtYvGQ5g4MDfP1rX2VkZJiq6hTJVALleriuorraobmllg3rtiF0QNukRlLJJNKS9PUP4pU0rmdkaSpQWFKTijmGbWEJ/MAFK0FFVZLKZIJlyxZyxhknM33aJKa0NVFdnSlLuEyQnCYIfKS0SMQraKiLcfZZZzB3znzWr9vG0PAYjz22lqHRHJ43nl4ZeWzZtl1OjHc916gx4jZSC9ySSz6v8UqKzZv309c/RE3185x17hnYtuT5F7ZQ9EoooZHhGhIlfE5Md5/I8rVtm+qaDFXVGWqq67HtOL7v89zz6xgaylPyNNmxIn64Vi5YsICampo//cP6ZzBGhwfJ5/Mh0z5AmyQ6ExyiTFSXZUVBC1FdJsq1nW1L/MB4+JoJKbClJNAaR0J9RQVaShzHRloSR4ByFUJBzA6bd2gcy0JgQhaELc1B3/dIxyziMeNhaxVcZqUSLIs5zE3EaLSgsiJF3FIEWlMKSnhZH1VwEVKSDzQbc3l6PLiqqY5erTjcP8JwAEVt5OfhrlhmF0aceRH1nSNQR0rDOiqDzqbGC4Jx9hzh75Ah0KNV1IAOz/oRACeiOjHyK49iAcJQH4xUUYiwKa3D5iEKywJpOcZPDgi8YpnQIUKMYGhwgB/94Ps8/uhjvPEtb+GGG97I5ClTTwBaEokEp55xBrf/7KcUsjkEgkOHDhGPx5FCkM9lzfsGPm7o73f0SAe/+uWvePzxJ7jpx7ey6qSTT/idbqnIhg3r+fY3v8lzzzxNqVRCRQ1DJiS8otHagVCFBQZrkZYur0nmEkdeh5ENiqm9LMdBRCqIcI0QQpTDQCauO34QkIzF0Phhkz8KaYBycz6qhbQ2f844UKaUMm8vwmtseGfEYxZJO8b9R4eo9OCMqQ0kJOiih8gkCYQi7kiqkhky1RK31qPkBuwZyfLc0ACjWpOQCXP2Cdls49/xRIuViSB6uUYW0Z+NB5sgItaqkfYKQbnBF9n0aGEhQsWPkeKOW16YmlyUgT1LCNDGhqZQKHHvnbdz2eXXkEgk/7Ml5YTxJ8/wntzaxgUXns2Lz2zihhsuIp6QSBEzcit8du95lZt+fBf5rEZpTa4Y4GtFZTLF6y6+gDe+8QoamivLD69hgVhhAR0Q+EXaD+7i7vseZ/0r+xgZKWHbcWZOb+VtN15NbX0GpVxUAEHgh5MYlPIoFIoUiy6JRIZ0OoHnuWXQxTwnmkAZoM62JKVSid37jrBzx2G2bDlMTW0jK1as5IbrG6mriZNJx0jEYyHSHy5A0grTcwSWFXYjsEIj9gCtjTdQdeVsAt9j0qRqTjqpwP6D3bj5EqPDWbbv7eLo0SHy+SLZgkepVKIUmM1BeIJ8SdH/8gFeXnsQx7Z4/IktLFzUxsqVs1g8bzKtzbUIaZNIuPzt+y/hc19+gG/96CHe9ubLWL1iDq9s3s9jjzzCP3z8o3R2P8pjTzxE+8EDrBe76R3IMloosm3nfj74T7dT8kroQOAf6uXGd7yPyqoaPvzhD+MWc5yxZhVvv+Fcdu3YzwOPbeRT//Amli2upFgaxraqicfSzJ1dhS19srkc+aKmty/P7t372bT1MIcOD3L0WA++F+D7ka+cj23ZBMG4kWtVZQZ0gJDQ0FBLY22apuYa6moyzJnZRF1NikTCxo6ZTsfqfBuerxkZczl8uI+tOzp4+vnDvLy+nRVLp7Pm5NnMnz+FRCJFIpHkogtPYd6cqRxt72FgcIS6ujrmzJ9BQ30lgQqwLNsk00CZWRRtOpGkRgXmEFtZmeB1rzuTGdNauf+BJ9m2+xCBCsyhIu5w+lmrWLlqNTEniZCCTDrNyuWLWbJ4AT3dvby6bRff++EdLFoyjTNOOYnaqkaEsFBa0zc4yK233sOOXXuNwbIQzJ7RyI1vuo57732OHXv3IxyLquoqkm6ap5/cgg6+xXvf+zaamyYToDh4+CDEBH/90Y+zYtVJf+rl4f/JcfYFl7Dy3nvwxsaQuOze205v/yjJRIJkKsFJi+dRVZHBKxUY6O+jvaufXQe7KLlRahUM9hUN2GZJHCdOoDw818MKu+t2JPWLOpHhpmDYS2HHSIQpmgKkbaH98cRB85LxbhCAFUqmEeDEYpTcEkIYj9BYXNJQnyGZlMxd2MZF5y8kk46TTMXwfZ9c1qyBBw50sXlzO8e7Btm2/QgL5k4jnTRBKRrDBDWJXCpsMpjN1BiuWmRzWX5x2wsMDwT0qy4IU0MnEvYn9p+EGO+8gqBUGk/nVZYxG3YtUzTEk8ZX0nXdcSkFEbtL45VcNm/axPYd27nt1lt4y41v5eprrqWxsYmhoSFefvllhvr7uffuO3nXu9+LZdnMmDGTf/3Kv/GD732Dl59/kXPOn0l9U5xf/GwXrueSz7t4xYBrr5/Ps88eIDfmIG3JRZdcxsMPP8gPb/oe//Spf+aqq679LVZfVFhks2Ns37aVe++5l/vuv4eurk7CXd98z6ggiMJAwm6rigoNKO9Ztu2AFoZBji6DEa/tiEaFr20bS4HZs5upqHAwYF0E/JXbhZRbp4BlxTjtlMX86xffzL989k4OHRpAhD46iXjcpCzK8Y64Cgub6OYKHd1rEd3k8hSPvPjKVT/G8sKw3GQo/ZnIyAsPQQhj6D9hBFpRKnmMjo7w+utOIX3NSjqPj/L9m59jUuOrXHPVycxom0prYz0fePcVtE1Zzze/+TTH2gdPKPwiucV40MT4IxnVCUSFdAD1k6tYuGrl7148/jL+IOP8S67ntlt/xd6Dx7C1QAQCYUksKWlqnITtmOTrQPkcOrCLHTsOoXzCFPkJYHD5cGLMujWBqTVDsLavZ4Cbvn83ge+TK7p4nqZYKmBZDhofhURjYUsLP2T2WUKSiMeprEpRV1ODLSXTZ0xmyZL5nHb6KqZOa0RKhWXF8DwXIWwcxyvLiVTgI6VjGFxElAlTO1oxi6p0HZnqGmbNmc3rrrqI/fv2sXbtFl54cRvd3cOmOewpEjGHKU1V5PJFssrGDRSukozli7hHOknEHQSaA4ePUSwUSKdTVFakGBopMjqSp6GxGj+A3Tt38shDD3H+hedz6NABFixYzKQp09i/dztNTTZrTpnOlh3HOdQxhNY+UmpyxRKZyhgrlzXQeXSYrTt7SVVIbMsBrXj26UdZv3490pJUVmYIAo+e7n4c22ZKaz3Hjx5nZCTPhRetIZWI8/iT6+gbyOIHkM0WQ3mcIJmKI0RgDkZIUokYtbVVTJ8xmfMvOJ2VyxbRPKmBZDKGRFPyiuE9NvtVdHktaeH7RdPosG0mT55K6+QpzJ07ne7jPZxx5koOH+rmycfX0nW8l5HRPAUREIslKZXMGcGsQobB4nk+8VgMYduk4glAkS+6HDx0HMfuYcfOA1iWpFAMEEojMeFOFpJAgGKcUec4Dp7nEimLbNuioqKSgb4xPC/ADwzLaPbMmTjxBEUxSCGlUFm4+OKLWbhw4f+lp/T//8dAfx+loht6d5k92g8CE2wTbZ86sjcJTfHDtcayBCrwkI5NzLIJlDHbF0JTW5EklUgitMdAvoCnfFwvwAuU+TmpQemQMGDmhBYSx5bEbfO+eaXIuT5F1/hxT41ZrE5anFdTRbWlSSVtfBUw5pawA3ARDI269JU8ND4FISkqGwefZ3oGKElJEASUfBeXAC0mMMTKW29Uo6jydyVknYMBkSzLmqCmC/f+CeswjAMuZq8fb4oRPifmHB15O0bnL13+PdKk+pjmsfJBKKxYDLfkhq814Lgdeo2axPGotjag1cED+/nXL3ye39zxa970phu56pprmNo2tUy4eeH55xgYGMCx7TBc0KKhoYaOfJ5UMkmgFel0mphSDJVc4rEYY7k8Q6NjbNu2lRUnrUYicEsltm3dzC0/+TEPPvggw8PD5RpYAEIatYtRV0iQtglUDJUQWin8oISYaOUR1chhiMTE8BIzE0V400LG4wSQLvIBjD5BPl8s150QhPN4/D0mAmTj9juUbUqioDOJwg9ZmCNFqKpwqE/H2D6aJ7+3i5Mb0zQ012CP5Eg6DtIzjTAdk8SkTTLusCodpy6W4NfdXdx2fBQvkARCo2UUKHHi+Wf838WEf45CMyjXAGYeRdZCpg4NEWcsaZq3Sp3oqxhoHWa66DIgGfbZoFxjR3Jhwc7tO9ixYzurVq3+3YvJ7xh/csDOsi1aJ03mgnOqaG6sCh8mTaALbN62kW9/+2ccbs+ifEUpUGjLojKRYM3SBZxzznKq66qM3CQyDgwfTlsKiqVRnnr2SR68/3n2Heih6GuEUmTSNosWzKSpMU3gltB4eCWfYjFPV08X7ceOs2v3YdqP9DI4mKWmuorzzl/D9LYmmprqqKyqxI6ZJFutFO0dXTz1zCb6ekeorWtk1sxpfOhvz6C+NkEyZZEvFGg/3MnLGw7T35ensqKS5uYKCHymTW+lZXKjSRW1EtihJ69Ao0VAoAIcaWMlYgQ+xOMVpFKCTHoqMTtNX/8Aja1NjI5mCVSJfXsHyBdcevqGyWV9xrJ58vkiBTdAY+F6LoePDtHePsRjj+2gqamKRfNbOf20eSxYMJvGugr+5v9cy3dvepCXX3qFd73jdQyP/JLjPaM89cSjdPYMUCgWUb7H4WMDZNIZTlm5mH37j7BjbwfxmENVRYbBoSzHO47yhc/8M51H2lmyYA43vOFiXlq/hQ2bDvCJD1/HvNmVSGEbTyMEo/ksPX1Z1q3bw8trd9N9fIRczqVQ8PFUYJIilUne9QMPIaQxDbY16coEVVUZ4knNogUzmDa1kXgiRkNDJa1N1QQqIOYkicWM8WkslsQwMAXpVBqFoLFRM3tGI+ecsZDungG2bD3Gjl0d/OiWp6ioSnLmaYs55aT5TJrUxPSZk2mbPhmlFba0UEqWGUOA6RZFk1yYTgRh194kxciwW2qRrqjglFOXMXvONG67/T5eenkzbsnDtgWpVJLA940/p46SeXwEgtZJzUxtm8zZZ53C2pe38K1v/oJFS6Zx9pmnUltTz9joKF0dfbiej680ti2oaWhk6apTqK2fyYsvrufxJ56ir6cXLwgouj6PPr6B9mPdvOlNl+LYVfz4trv5249+imuvu/4vyWH/jSGEoKVlGv/w6c/yva9+Dj+fpb6uktaWFtzCGGP5EjUVKbL5PNv2HCRbcDlwrA+vFHoeEhVv5pAvhV3u8MRiMYJAm0696zIBjygP05k1gErE+tFCmKSwMogRbjjhKyID31g8jlsqmW5qqWSAPimYPaeOy65YzsKFzbS1VjNn5kyMIasNGLm1Mf5VBIFH0YMnn9zKbbc+gSDGG99wNplkKuyvGuqCJMCyJYFWKG1eJ7DQyiVfKBLoAE3EUgo/cbi+Gzb0hGuOKEt9w4YjYOS9WgtQoTxUCNBB2VfJ83xjWBttqGEF7Xsu27du5hM7tvPTW2/mxhvfxuuuvpaPfexjfPhv/5Zf3H4bl152Oa2TTVd11UmrsGwbLRWNTWlmzKmnuu4gA31Gkjt1ejXnXdhGR+co7Yd8PvXPn2H5ilV88P+8n/b2I3R1dZ3Q8QNTxPR0d/PUU09y5x13sPmVDWSzWQJlvEnM/wt+a+jxosPISARYRi4vEWWQN3o7IeQJRUnZ9DoE7szPmoAJx5bhn4fJ5yEorLHCSRgQMe3SSZvzz15AsXQFH/7Q7fieprKyEt/XFAqi3DkPlArDKMzrYo6NX3JDkCvqlE+EaycUXOEVkAZ1RoU0vAg/NOuVuVaR50j0egOwQS7rsv7FoxzeP8h733MqV12+kovPWcqOvZ3c98hm/OJ6TjttAUsWzeDkVTO47IouHrpvL93do3iuG3bxxw8bZp5Kor0l+tRaK7SSOI4knW6msfH38yr5y/jvDyEEjU2tLJjbxr5DHYaRiQQdYMkYk6e0mgaBBs8t4ViaWCLN6FgPoryAnOgHGikwpJRo3zcAiiVBSnoGRkCD76sQKLKQUoZWAOZAJYQgFYtRWZkknU7Q3NLK6jWLWb5iCW1TphCLSVKpRHiQ1eW/Q8CuHa8Qi8UpFDQNTY1UVKawrKKRICGR0pTtBkxKoJVrDqaWQ019FavrV7F6zUm8/a9y7N11gIceeJz2w110dw9TKLlILairTSIci1LJZ3gkR75kWMuWlBw52sOiBW2UCgYI8/0ShdGAeNJ4JztWiZ/8+Ps8+NA97Nyxh1t/ejOW0CSTDpWZGA2NlXh+B27JN56dvgEXqmtitE2rYnhgDC8IWL5qDTNmzWRoeICf3/5TfD+gqipBPBEnly0yNlZixtRWRoazFEoeCxbO5OD+gwwO5DlyrB/PV6b5IwSxmIWURtJm2Q7V1RXMnDmFGVNbecMNr2Pa9EnE4jZEnkMoAjCehxACCIZdYVl22FiSKF0glyuSSCaQ0iaZSjBn7mymz/Q4+eSAyy8/iz17DrFj114CX3K8q4eB/mG6OrspFlz6B4ZwfcOCc2Ix3KBA3i0Rs83+6fvGw0z4whyypWUaaX6YQhj+NdEiwHVdECCFKQgCFTA8PEwsYUMIMti2zfTpk7FtSWFM4zgwZcoUvvzlL1Nf/xeLkz/WkML8ZVmmmeQHpmlqheyxSOUwcb2xLIHShpEptSAQAT7mrFlVkaa2Io1SEl8rsiUPtCabzaGUwNcCLTSOZSOkCIMaAoQIqK9OIVEUCh4j+QJCWKAFtek4KSk5uTLF6nScJscinrRQjqQQ+PQMF+gu+hRK0JSK0VJRSYNW5CQoqUhkUhwaynNP3wDt+SKFMEgqsoSI7CC0DsEKrcvgsvn+YW2HqVNO9GQOG5ATqp2JjUUDJKlyc0xpBUEkPw6MjzDjfoDmtQoV0kullKY2Dq9bRMgxQRSm/rUty4CAgYXSHhLDuBXC1M579+zhc5/5ND/96c1cfe11vPktb2XKlCn4nodtWaQzGYZHRiiVSgwPDnHlhctoqo3hKdh/eIR1Ww/he8YTv7a2lr7+ftxSiUK+wNbNr/KLn/2MRx99hMH+fgAsAUJaYRqwsagJNChhmt6m+e2bBpM2TaZ4LIZZz8abUBNrzvEwDosoXNM0Iin/dy8kA0Ty4olAnAnX02gVwlkTfn/0s5GndPl14T2PVAgRey0IAjyga7SI9HyWTUpTJy0eOzbM6oJLa2WSeDJJPBZHE4DyINBoy8YSmuYKmzWFCjrzmp15l/aSi1bCWBYIyvf4d42JQHA0JjZnyw3taA1GowMDiFuWExImDGBs/Bd1ucGslDI+3tF7heQIpcDSFmMDwzx8/50sW7biv5VGDP8XADshJE6yFic+hhuU8NwiBw7u4fEnnuPFl7YxPOLhej5BYBK6bAscCQcOHuW++x+jqqaRtramMkIcMQ+yhV7uuOMO7n9gA/3DebSS+AocS2BZ0Hn8KM899zw19VUcOXKYrdsPMjJUpK9vhJGxHAVXma4IgqOd/ezZf4SKVIKmxmrmzJ3GnDnTON4zxOHDPVRVV7Fg/izecM0cautSoWeNpFTM8eTTa3n8iY3s2t1BthBQKpgOYywmkcKirj7DZRedzIXnLaWlpZFY3MEwfk3RKKUNQuG5Hlr7BIEP2hyetPZpaKlH2xLPrUXogAXzp4EVY3ikQHY0IJf36DzazfH+YXq6hhnNFekdHCCfcwlcn/ajvRw71sfTz++isrKC5qYaTj3tJM44Yzn33f0UM+Yt5C1vuZqXXt5C2+QaajM2p6xp4Xs/egbbgeqKGKuWz+TQ4SNYlqC1uYYP/fUl/PzXL9JxaBv793UwtW0S73/vDaA81m3Yx8f+7i1MmZKip3+EvsFOtu84yksv76are5Dh0RJjI/nytQ98ZQ7DOqCiIkkqlSSRMBK3inSCObMnI4XNpJY09bUOkyZVYdkxqquqqK2tMiEOjvEukMRxvQK2ZYUPrWGiGdmKCheVgHjMYlqykcmTGzjn7IUMDhfYvqudzZsP8+hjm1m4YBrnnbOCmbMml/30dNjNAsZZFxgKrVKGWiyFKIdRWJYxPSaS11hQ21DNBz5wI8uXL+GXP7+bnv5BfnPXU3R0dvGOd7ydmuo6RBjlbuTZAQSCqoo0l156JiedvIj77n2aj378C6xYMpv62hoC7QOWMYfXipkz26isqmLhkkoWLJrNWeeezp133M8LL71MoHIEQcDOnUf53Od+CgKueuM7eOOb3opl/cmXhv9nhxCCxYtX8brrbuDJ++/k4LEelK9pqKvA93zWb9lDyfXZ397JwGiRUqFoFv4oxIRwI1OawPfDLpkeB6/EOGCjQ2APJnSyQjlAeU/SELhemTUFYccyBLqiJKhCqTjhwAogaWis4vrrlnHjDWdSX98M2i5LNoQIwa7ovcNfbgvN5Zcuo7Ozh+/+4Dk2vnqE889bzJLFU5nSWksqEUcFhmkihYUK2cZB4DI6kqV/KI8fPoth6wKJwAmT7sYJ9+PMMnO+UuXOlZBh51Ybb7QgCCiFXU5z8DJFSzKZKDPuxhNMw6CKQLFrx04++Y+f4Ic//CGXXnopjS1NbNm6jR98/zt86tOfQ1oW/X297Nyxk2LJ55e/3IFlCwo5I+UVQrJzZy8f/9CTZLMu8XiSikwFzz33NFs2b2LajFlcd93ryzI71y2xZ/du7r7nLu675x6OHmnH9VzjQfkaQ9xovBZIF0JiS/MdPM/DdxUByoAWEzqsEfgWFSlB6GNXhoC18ei0tMWG9Yfp6Bhi2tQEQRAQcwxbMSp0zasUWgeoQIc+KJJzz1rEX73nQn70/afDH/dJpRPkc0U83w99dSSWZeTNrjvR0sI8A5FBsjbI24QOqfmklkHnzPodgrpam8+gom6mFOVrWC4yw5rB8wKOd45w9z1bmDWjntWrFnDKirmsXjqTQ0f6+enPn+CxJzax8qSZXHrRfGxp8eSTh9m/pweUb/zR9ETD4vFrPLEjK6XAdjVXXf7XxOPx/2oZ+cv4XwylPGyRxdIGiDEsKWiZNIkzz1mBbWuyuX4GB/vYvGkHPX1j+EqYtQgoA64RsD3hdzuOFc5vTdH1wsYKpsawBYmkw6IFs1kwq40pUycTTyXwXA8nbjNn9izapk0lmUoSixl5uYgaEBp8v8jgUA+dXd2sX7eNjo4+1r28DTCNxcbGGqZObSZdYTN/wWxmzpqCJW2qq2tIpRK4xWLouxzD1yHIBNiORUVVmpPWLGPJ8kUMDAwy2D/Its27Wbt2EwcPdTGazQOK5voaXDegb3iMkhsgRcDeXR20TKrG8zwqKlL09A0zNlqgurqKWNzieNcRjhzaRyHn8aH/8z66jnfQ2lpD27Rqdu89xLatx7CtyMtXEvgew8N5/JJLVWWMykycV9e9yHf+/Uv0DwyxYcMG4nGLlkk1FPJFhoZyJOJxAuWD52NZDkeOdDI8nKN/cBQpLDKJOEFgjOsz6SRKu0xta+X8C85i1UlLmDlzMpWZJJZlo1RYS4ethzJQqkzIUgSYWJZFvlBkcGiQ4eFBEIIXnt3E5ClNTGptpJD3mDN3KrU1DcbCpM7hrLNO5rSzTsKSxjMxly0wNDTC6EiWQwePcvRwJzU1NRzr6GTHzj0Mjxbo7x9CK8N08T1T+yqtcVI2tiXQlo8VAm8lL0DqcYnaxJadjJK3NQwPjnHsWCfJRAWJhEVNTQXNzc3sbe/ntDMu5LbbbqOhoeGP9gz+ZUBL6xRqa6vo6hwA7RO1cIQWCKxwbRq3g3AcxwQdaI+YtFEmUwLLljTWV9NQU0k2VyDvFvH9AFtaFAMfpU1D1iLqagamcaACEkmj0hoby1HyjFLNC0yKcDIWQzoOKd+jQUoq0nGcjIN0FWO2xasd/agSzKqtYGZ9gqQj8GNQCCQWkPF9bA1tCYsLmmrY77ocKRZMxRYGf4lAGKBOhvUCIbHGQHTlRpeOgB4VlBlJUcPO7KVmkRRChL5nbpldB+P1qNIKSxhihNbKhDGI19TJmCa4Dn0hBSJs3ooQUDUNHbMHGEkwUiKJEZMaJTSBEvjK/D5f+Rw6eJBvfO1r/PrXv+ad73wnEpCWZRqtvo+0JKeuamPlvDhK5ensKXDpebPpOt7L3sNFxkbHyBcLOJZNd1cXH/7g/+Ghhx5gbGwsVOWZOSWlwAhSLJO2ixU2tw0QLKVCShtpCTzXN0FyXhDiDnGKxdJ4QEd4PYLAK/+zGaa5rlSAlJg/F1HdFGCUNzIMTArC15p1VGhRTkIWQpbZkydUrTq60qLcNDb7qEApk2brIekoBDzYl+dtLdUsqErxVO8YS0aKzK9ziaFxkjGsiiRWIgaWRPqKpLaYX5HhamnjHx+kIATDrk8xMKBgoF+rPPltf+TIxirw/fH0ZDEeciKRCKnH50dYp0b2B+b8YJ5DYZDkcA6Ot54jxYjBCiS+hheffoyDb34Hc+cu+G+tL/8XTuWCdEUFtzx0H+vXP47nufR0DzCa96isrkMxiABijsErHcvoh8eKY+zac4ihwRzTplthfK5GW4KhwaP85Ce38+yz28kVNa6vyx0zLaBQ8tm3r5Oujj7smGR4uICvFcWij+cqsgUXX5vFT0qBH5jkQc8vMZzrpaMry7GOLIsXzeatb72SKa2NWLKEkE54czX79+/hJ7c8wMYNh8gVPPxAoYU0wI5lU8ophAwoHB/l7nvXIrXizNMW0tBUScktmfdzTfHV3d2D7wvicZtsdpTBwSzxeJxYzKGiuppczkMIh0J+lNxYibaZU4jHNHlZpLW1CseqZ+bcyVjaJu+WGB7M8urm/YzlSuRyRQYGhgm0pncgS9fxQTZv3U9lVQXXX3c527fsZPLkZmZOa2HOzFqWLZjC6FgPY7kilpC0trYwefIkstk8UlosXDSLlvoaKlIOr7/mAp57cSdrTjmJluYGbv3pbzjvolN46oWNbNu2m6PtPQyNDFMoQqB8YnaMmGOTcBxkUlJbV0MymaS+rhIpXGpqalmwoAnXc/E9TUtTLa2tDViWoK4mjZQBSheIWTYxx6Dvlh0zCV22g8TBidkRkxWBRAeasWw2NGUvGTDMMtTobDaPZTvU1FRwxSUnce45Kzl8uJvduzv49a+fBRGw6qQFrFw5h6bGOhPVrHRItw5ZFkKgtGJkeBTP87Bti3S6Aq2hsrLCRGNqUd6QYnHJueecxNjoAL/89UMMjRR4+pmt9PR9k3e+883MmTG3HGNu27YxJhXm8FlbU8u73nYtdVUZfviTn5LNFrEsIwUTIfW2u7ubIPCxRAyBYO7cNj7693/F0icX86Mf3kZ/fz9eEIBtcdW1b+Vv/vYjxGJ/8Vv6fYdlxzj1rEt47KH7OXC4i7rqGqqqKykUXYaH8ozmCpSKHoFbKr+mLKljHDQzfochQFeuOSJm0zhDKuJbvZYhEo1xOQHlAiUCpwLfpClpIB43fkkA0hKcvHoaF12wgtraZqQwoTxaGCBHoMtz0Wx/EtuK43klHnl0C6OjBT77qWuwbE370UFuuulxLAnzF7Ry7lkLaW6pxLaMp0fJDdiybQ+/uWsr27Z1E0lczXUxbGY/Ai/Dog1tWC5W2QMqgZAWpWKBRCJh/NsCFZoThx1cpSiVXEASRckbryoZbrRmf1ERuwuwbYuOI4e46bvfNkWbFNx++885/axzWLVyFXfeeRslt4BWUCwY5kvUANBC4fsSd9BFaNPhfOrJx3j++edRruLaa66jvr6BgYF+nn76SX7zm9+w7uUXGR4aKjct5ITiYiLrR4RAlClozecKwuvkhp1pqRmfF9HViwAtPS7nHJfCTsBrw1ugtGLnrj7WrjvAzGlTkNIJp5EpthVhYS6iF0X/a9gCK5fW8fDkKvbv78a2w9ROpcPCzyoDy9H7QyTD0CdUeVrrMPX3xLkdiKi7Pi7TjYp/yzIHmcD3TXKXeaMTvjMhEL59ezdf/foTvOvdHquWTWNyUzNzpjXyTx+/ls7uPu66awMPPtiPkFDflCGfL9HTMYIXSjoiMDAqhkVUgIafy9GKWYkEb14y7T/s8P5l/IGGkAjHsOg1gGNRXZVm1cr51NVX43mj7Ni2kYMH2nnwgXV09xbCukDghKmBtmWF7N/wQKIwScqWRAgbrSFm2+NFvFTYQjJ75lQuufhsLrnkXGpqqspz0g8CpCVRAbgll4JfJJFKEqgS+dEs7UcOc+edj7D25R30D+dCUFvhK8OUjcVG2LW/A/XCZlLpBNXV66msSqBdRTqV4JTTFkPgUd9Qw5QpU5jaNhmBRW19A4G2QssVTSyRoHVyK62tzSxespArrrmII0eOceTgAZ59egMH9vcy5A3QUpdhcLhIznMZznpkDxfIpFJkEjYVySSlYkA6naapoZLu7mHyuQJ2XLBr716Ur6nIxGg/MsJA/xjDWcPcdosuUhjrhYMHe9i9O0Nfb47uvjHy+WG++a1vEShFZVWGmtoksZjNsfZ+cmNFFs+eTCKdYGBklMAvMjSQZyxbQgDplE3MljQ2tFBRmaS5uZE1p67krLNPprGx1qyFIbAa+IZ9bgmAgHypiO97eF4RgSCfz9PR2cmhQ0fJZkts23qQ4dExtBYMDGQZGsoSBD5KB2gdcOZZK0gnU5xz7qnMnjONyZNaSMZjaCGIxxMkY3HqamuRUrBy5RKCIMB1XYSw2L19O/8/9t47zLLkru/+VJ108+0cpif05LyzeXc2aCWtslAEZSFMEGADNhiMccCvjW0MmGQQGQlhBRRAEsparbRJm9PsTs7TM9M533xCVb1/1Dm3ewV+XrD9SjwPW49Wuz3dc/vec+pU/er7+4bHHnuOz3/xISanZokSyzQXgJAuUSfBca0XlesIPM/HmDBlTJv0QAx+4JMkkZ2nBlrNDsdOnOezf/Vl3vwWw65duxEyoVgMuOuWW/nwRz/6Ilj3HRj7Dt7E1q3bmLpq2VHdQC/b5SHzOc0Agji2jDmkPRNpBOUgR2+1iNGa2fllIqWItSBOYrSKAUkQBCil0n/Adx36KgUcx2NltUat2UZpmaayQimXt/WO0vhxwt39FXY5IJpt5sOQU/WIFrBBOFw/WKTcU0D2ldDKwW23yRETCAcjBW6scYxLPVE0EpteK9AkwrLYbdPUpI3XjI3udJumWZMwA9+EyHy+dMog5ttqFG1trIxluek03MWkdjHZHuxm6gEy8CitJwWY1CJI4KBTt1yTAl/ScW3zRCUIvcYms8EUCYkSCOEjXY3sBmhZBpVRCdNXJvjlX/qP5HJWHZW9b1cKim4EWrN1+2aGRgSTUzOUCmmtj8EkCVpo/uSP/4RWu7X2mQFXWqmwFhbcdBzH2jN0Jajg+x6djq3fE5Vg9Jq/rtYGpZvpWcKkjcZ0TqJT+mNWD66Bd/bvm+6ZIyvYlNZdz2yjLShrw1IyueeaVPlvK3fW/nxdaEiXsWdDEiMDFxqG++Zb9JuYgutzWTksLzSoOpINnYTetiLvOnh5DzfwcT3JUDWPo2GyUGQ6bBABSRQTA1mK8N88H9n3ktWeMmVcZiF12c8JYXED26AVaR1sz2+O41g2Yhynz/uaXUoWQmSMldFmYUFZE8sIzdz8LFNXTv1DBuzguhtuJEkUzx+/hBQQRQrpu9TrKyiV4HuONZR0HJwUKTdG4zp5enp7QIBMWVid1gIf/cgn+MZ9x2m2U2aeccjnXDwpKJULjI9v5MbrDzK+ZZQrl0/xpa89zlKtiTYqTRNxwVifJSlTlyUFnpfn+mv38pY3vJRrDm3D9UiLtQSDa98TksXlGT7wux/nqeemiWONUliT6tRjz2iTGmHbQ/biSp2//OtHefboOcY29jIzs4BKoNXqEIYJcRQRJxagEY6hXm8jpUshHxBHsU268n2SWOG5LuXKcQLfmq8PjvTj5/Lkcx4DPVV6estsvmYThw5twwskGMmli7O0O5pEw4P3P8OZC1eo1Vt84Qv3UsgFVCsFSCJOnernja+5iUcfO0uzFWKA/r4y2sQkyjIkFhdWuTpdZ3Cgh3JPiWrZ5ezp4zzxZIMt27bwp3/8aebmlgmVolzI4Tou+bxLtadAsVCkp1Jh29ZhNm3spVj0WF5aYuOmIXoqAa7nkOiE8bFRlpYm6ento1SoWnaODmk2Y3qqeXTSpt1SuL4kimPQGt/PgSvAcVNWkoRE0ay1uXRpilNnJzh1dpqrk0ssrTZRiWF1tYVwJOObhzi4fwuHDx/i4IGt3HDjXtqthPMXZvjWg8/xR499geGxXg4fPsj4+Ah9vX2EnZD5uXmuXJnn/IUrnDhxhsX5FfJ5n0KhSCdsc911+7j18HWMjY1QLJXI50pgLIuoUW/QaXVIIsuQeerxU0xN/Rbve+/buPuld+E4flqsiS4fBQk4Di+96yZWF2b5+Ge+ZpMdDbhSICU89dRxjh57hmsP3Ex2MPYchze87iUobfiNX/9dipU+fvbf/iJv+b53vSiD/T8YvX2D/Pz/8xu0/93P8/ij32JucSld1F0WVxq0wxCTMuHWgxCiC8aJDGOxgJpY22QEadfGlinZHpTtqxZokWv+b6mWNP3vNYZSBlZIrA+DihP7fWHYuq2Pd7/zRraPb7YG/jrBTgdbeJk0uVkYu0a2VcSxU5c4e3aavXs28vKX7yXv+2AsqNxqtblwaZpnj0zwhx+8l2YjJIkVG0YGEC585asnmLi4hDaSfD4L4kkoFPMIrD9dkLMFQZIoAs+jWPSIooRczkM6Do4nmJvR5HMBIyO9RFHE7OwKnufTbnUswCgMcZSg0LQ6zbTgSR2GuqDVGmOq0wlTmZvlryulqS0v81v//ZfZs2c3993/dVpNW1z5gcfm8QEmzs8TRTEYQX9/BSkNC/M1lNF8/d4vsbiwzNimDbzqVa/iox/5c/70T/+Is2dOE7YjELY41Gptgxe2JksBqzSlNwUPwzBCJXEKtJn0s7DGODfC+vp2907SoAZs5zhloVl8bA34XStiNEmiaYY1OmED1wns+pmlIEqZTqnUpycN3DE6YWbmCl/+6vPEKuYtb7+Vu1+6jyQRTE2vWp8u6XD23CRHn7/MzMwyKyshSRJilAS5BlZnRaA2Bpmmvpl1hZ4xa2bdZIcAmT0/Vnok+LbnR4gumIIBnWiee3aWX/y3n2Pn7kHufsVOrju4iU0bRhnsKfFPvv92njxykY9//GnOnF6iXApwHEGiRLcoy4C7TI6bKIWQAke6yAS+75f+I5W7bvs/XVpeHP8fI44TVldaiNRyQxiFH7icPHmMj334w+QKLg88+Dhzs01WV9qEiel6Wpo00TULAXPXJcVK6aQgmvVKNJFlYWFAK4Ob86iWSkxfvcTU5CXyuZ3kC0VIO+lZ6eH6Ltpo5ucm+MoX7+Xr9zzCqfNzLK220IlI34cAYeVkQgpileB5EmMEnl/EkCNOHJSGdq3D57/8OHFoGaw6UWAUrifoq5YpFn3uuOMGxrePMTw0Sm9vH339vSAcSpUiB67dy74D27nltht57sgJnnj8ab7ypScQwlAIcsRKW0lXvUES+/T29jA1v0Cz0WZsZIjZ2UWMMcSRBRPKxRyVcg6ZeiQNDfdzdXLBSstSWwKjXU6frxN2WsSxBinodKJUWhRTrQ7RbLRpt0JKpQJxHLF1ZJDFxVXrV5dofMdBCsXIUB+vfOXt3Hb7DWzfuZVKJW894oQNUEJrjJS0wg4rKys89+xzGC25cmWWE8cv4HqS2ZklIh0TdhKUknQ6Cc1mm3q9bVnEQtLptLv+eIlKkMLjq195CikkX7/3GcrlAuPjQ7zy7pt5+SvvYMPIqF0fUz+8jLES5HySJCZX8EiSJpVKkStXU5Z6yk6R0vomRWGEFKAdgTKCJLIggUylhgisPF9knl025KnZSHjyyZMsLC4ztnGUYq4IxNx8190vgnXfoSGEtDLwtIjLMAItwBgbeOCk8jcbnGW9Nq2iQuNIF4TL/EodKWyAonAc2u0OGttczOVzlkkfJ3iupJgPyAU+YZywstQk1gLPdbBe69aXLko0gePQV85zVznHkDQsmoSzi00uKs3d+3Zwu6MQi02CooPxXehEZJ1dB4ERAu06mFix6Dl87vISC1FM4EgiYzDaJtnatc9JQS+7V6q0idX1mcUCdEYLpOOkNbABo7s/l51zbABFVt+kaa7QlYxbMl+WOm+Z0BYXSkEh2+9GG4NKdFoHC4ywcuVYJbhCpv7QKcQoBHFk1/yk2+zWXbAm7QjjpaFnWisajRpaQxDkSFQL1/fpJAmrq8scf36eRkuRJHlW6jFIgeN6FoBM1S5WWCC7jWYEqQ+vlckrpVLpZdp4lMIqFHSC0vZnszAPe2l01/eY9HrZGht7j8R6UCkD6iyYZ6ukdXJOMv+5tJ7qnjXS35f+TVuKZY3idSYu2RkkexjSM1BXHWEMSoOHoZNErCSS79k8zM5SjiAWtE3CbCdhrt1mqdHC1zCcc6gUi7gFH7dUolAKua3qE4oCn12sUZea9Gam/1t/5hLr/m3fp+omwK5nLmef1/6fyprqKdMuURqRZKnGaw12nbJodUau0KrrqSzSxpGTStpFV6nx/z2+K4DdyMhGduzZy7ce/BYDAz0szC/iG4HveOzau5Pbb7uOKFzh9NnTnD59lVYnwpEe1117A2Mb+9NOvTXoPH70GZ564iRhlFj9eDGgr7eHXdvHue7QfrZt38zmjSMUSgHCgTCaRukYpSCODWGYWDZcilprbYEO13XZunmM9777NWwZ78OI2NIghY/rutb7QoAQmq9/7VscOTZLFGtsorUF2hzHTWn4qVeGyBYvqDUjnjt+lSPHJojjtUOFkJbmmh28pWOT7zxfEUZNyyIQgrCjKOQ9coELxmHD6AZKxQK1xgpDfQNs3jxMX18J33cpFwI8T1Cp5inkSuzcNsIzz5/ioYeO0WrX2bpxiLHRfhw3x9kLl9m7ayt792zmgW89zZ988DMkSlKtFpmZW0YIxcULlyzIKiWdVsgfffDzFPM+//VXPsRQX5lKpcyR4+eJ4phWrUWxmOPGPVt585texshglSSJcX272GitCeOEOG6ikoRKtczVKwtMCmvmPDSY49iz51hYWEY6LiMjg8zPzSGEJIxjqiWffN4jVoZqNU+5UqK3kqdR61AsFaj0lMkXcvT39SOF5vjZi/zFJx7i2SMTtMMYjT3ECuGA0BilWVpu8PyxCT7/pYd5xd3X84M/8Fb6+6tcc2Ccaw6O06iHXL46z6mzV3jg/iMYY+h0akxdnWZxqUW9ndiF1Ki0uzyPMZqTZ+b48pcfpX+gxIH9W3n1a17Bli2bqVT6EVjPQq0Endj6lV24sMDv/s6HmJ2e4m1v+17yuTJCel36MdgFwc/n2TQ2TLXokcQ+UWiTNFWimZ9r8gcf+DC/+B/62LhxK0I73cX84P6dFEoVfuKnf563vu3vFy/94vjbhmDjpnH+2298gP/8H3+Bz3/mc10mVxjZDp9a5yex3uh8/dfrR4bJZALUdJthnatv+rXpRopn9r5/gz1FRqLKmgf2ECIcu3nv2D7EDddtI+c5YG2SyYyzraxIp6ANXJyc48ixC/QP9PC6V99MIecByRoTAEEhl+fA/q0c2L+dVrPNxYkpHn7kPPfd/zxPPzVFsxVaSQiKKArxPJeBoQqDQ73MTC8ytnmESiUgCSMq1TybNldYmK9T7c1biwCdsGlziXNnV0gSQW21QxB4LC1XWF5sE8d5ksTF8yTzc8soBa1OaAsEbUEbKSTSfaGvW5IotDaUyiWisE2Wwvr0k0/z9JNPoQ10wgStJX5gvULiJNuMDWGnw/j2QZYX62itWVioYZSg02nxr//Vz3Ds2HHisIPv+Tb4iMyfZU1a2WURuj5KaZIkITZJyhxfkz9nHUCwe0y+kLMHSxwLWrZbNmHOcXBd136deiTKlImW+Rt2GWhCkiQRU1cbdq910smT7ktdMAMHQ0ysDY16mxOnpvnYJx5iamqF3/y1H+G668bJB74FB7UgDFsEgctKrUYcS46dvMTTz15mZaXGs0cuc+SZS0ShQptkbaZLiUwPM90iKy2gVSqJtvM6Oxlle2l3ytu5nl2wdSC5/VKzstThyccmOfr8HH29AeNbBtg03sP2XX3kci47dw9x9WqLiYvzmESvFZvrmHvGWPkaRlm2pUwY2DzG29/1rhfX1e/AcKRDIV+0jDLPIRe4GBLOnJvgzJkr2PBYhec6SFfiSQ2xDfIRKZPBYr26e5A2WNaGhUPSBkjqhySFZeK6jksSJ0SdmJxfREibFpolzhpjQCvmZy5y79fv59Of+joXLy8QKygUC+zfuYNSwadY8gmCgHq9wbPHLmK0IIpDHCkZ6O/HD2zQgOPk8V2PjZuH6bRCLl2aoVwqsVpr0GorOrWQK1dqaK149PELuJ7A8yVbtgzx0rtuwHU9brnlWnp7qpTyHkHe4abb9nL+3An8fMDdd97AlUtTnDxzBZnLE8YRK80OSq1SKhZYXW7QapWpVIvMzC6hlCQfOFx7cICbDo3iCMPCUpPJqQXi2LJNHNceDFdWm7jOIPuu2UCpuMCJc8vUawqtYorFgHw+z/TVeTzPJ8gHnJ9c5PLsMvl8kB6qDdVykWo1zy/953/Bvv3bUm8521xRSUyjUefqlSssLizx9DMn6ITw3JFTzC8tg/RwZI5SuUClJ8fUQpOengpOoMn7Pnlt6KWHRjNkdmYR0DieIPBzLC0t4ziph58rLKs5SpidWWR6cpanHj3BJz5xD7fcfJD3vOcN7Ni5AykcawFhEoQAz/XI5yo0GiFhFFIslYhqq/agp62PqRv4XV+vKDHESZg2VQRCWT/mzNbCrmW2OeA5Lp12B4zmkYePo80xy3wShq37W9/VZ/Mf0zDGEIYdpBTW+VWT3k+rahBCrGPZZM0j2xgEe56st5pIR5IPLCun0e6k0juNEYZOp50qHWwjL1GG2fmVFFWwoKGUPo4rbNahglKxiI46OAIux4qTzQaL7YghL+CtA33c2g6pFCRitAdXCIQymFjjpoxiK8cEEwsurDY432mzLZ+nFsdcDkO0I9Eoa22SyTcQJGlKvBSWzYbR1vvMWDaede1QXeAm8+d0pE4BTJlN8/SaOWipU6KNdStdb0chTdaIIQXvZcrsWl9bqzQMTXfra5029NILmJJsnO45PFMCaG0ZagKJUkmqorLKJ2nWAggcx6FUKnPyQouwIRnqcfDLPueutFioKVzXNkDzhQLtdhsbFOKhVNJleCusP2U+H6R/nqTNeZMyNm3lJrHgp5s1K4zqfuZs27I3L/URhi7LMFN7GUyKb0jWXLWzc0nG6FtH5jCZ+mEtTKJ71Fh3NukSEdLfKdLri7FWKFJ6KUgb2z1YCPK+4XWjAxwa6UU3IhKV4Bc9BgseceIxKPPMzSxzqt7GCxvsN0VKnQRPGggcSo5gbylgVRnmtAZlkLkcYSfsPmfZM+g4GTswlcSqNGRK2DOR7dnr7mcTqVGgShTSsViN7V3bn+laV4k1H2UphCWepddTSg9X2qaLjjvUOn/39fm7Atj5gc8b3/o2nn7ySdqtNqW8z6YNG3nXe97B4cOH6KsWQScsrszyiY99kq/c8wSVnhG+9/teSxBktMIEtMITAQf27+HaQ72MbhhkZHSA7Tt3MDw8aG8gGiUUQniopM3C4hJRpGm3YlphYv3IUvTcduQTMA5bN23k/T/8VrZvH+0enmxHy+0aVAopWFyY5d57nyYMDTap2wJ+mVQyo5oqnVhjUGNwHRsznfM8pOOSq/i2+PMMrhTkci75gk+lkkMrTaGYo1ot09tbIV/I4UiXoeE+ikWP3p4ygR9QLQeAJIkTSLsyRtv3rWJFsxNy/7eO8syRC5w8Pcnk1SX279nNm1//MvbtG6CnUqFUGeHpI8d54JuPsnnkABsGc5w+EfOqV93AiTMTLC03GN88iuOECMdh42gfr3rl9Tz8raeZuTrHG9/0El75msM88fhTTEwucPuN19BuzHPpyixzSys88NCjvPruazmwfwflsoNW1rh5eblBvW4ZMfNxjU5HsbyywvzcIs882WZxqU67ExJH2nqNJNYY2BZpyhZFGJDgSIHrCoS2kuIg9XLZuKmPnnKOWi3i5OkpmpGVLXc7ECntWOJgBMQalpcjPv/Fp1lZafELv/B+KqU8AihXPPbuybN37xbC6DAXzs/y5S89wJXJc3SiMN2UE5s8ljKUMvldox0TzqyytPg8Z85c5rZb9zK+bSfnzl8gVwhoRDGOFGiliWPF/JLiox/9MlGc8K53fB/FYg+O9Czan3ZbBXD24kUazTYOsHf3RhYWV5icrUEiOH7yCr/yq7/Dj/3o+9i/71DKkHGYOD/BNdffxBve+vYXD5X/F8fA4BA/9c9/jrnZeR55+BFipa3n1rcb/K9L7IR0c5N2bVi/BWbAW9fny6zR5rMWlt00MnZdCmwYXvja6+6xI52uKaxI2UpogePmkMLHiDRNKi2mbHcCpmcXeeKJMxR78tx26z76eypobbvH9n1l70akb8AFAYVCnv17trB/92a+73sP84E/+Aof/OADVpqU6NQ6wElT7iI2be6j01bMTC5RrfjUVxPmZxRxBAthm41bSswtdmh1Ilwh0mdG4fkuG8dKbN5cRQjN6kpItSeg0x7A9z0Wluq0moaF+TpRmLC02MRoiMIYI9akcQhBo17Dcx0c13Zdhc4A1iQFTA31lQ6ddsjOrSMMDFRYrTU4d2GO08cn0yRrQ321QyHvs7K6Sv35ZzEIivkCYRijMV0JrJMCAJk8WGlFGIXWqk/a+1epVomj2MbEO5ALcriepNKTo97o0N9fJU5CtII4EnhthRB5IhXjuR69/SXiKGR5qY3nSRr1VlqAGjw/SMNNrHzi6NFZjhy9zKEDW8gHRUAihMYICKOYmekFpmcXuf+hs5w5PcNKPWJxYYlXv+JGrr92k20moYijGNf1yOcCBJLe6gBCwGB/hZfdcQMrtQUeevQIH/+kz2MPX6RRa9FVx5p18zkj0Jl1cz2b14bM6rE7B7/dUFikXXgQNuzFiC4LHhKilmK6FTI/2+DkyRLFhyTScUkiQxhFljWzTpKTsZEzGYQQ2P3DMeRLPgeuv4Xe3t7/nSXkxfH3HLl8kQ1jG5AiRhjPslhUQn9PPz09ZfKFAM+X9PUMMDTQw+zcFGfPT3BxYoF6O0Fh1x8hfRuKIuwc6cRr4LF1QrL/5bipp43j0jtQ5dANB+gfHcL1PUwKsFusTqF0wuTkFBMXF7n99sO89e1DDA0NMjQ0xPYdW4mTJmG7yfLiLI8+fJRIR0xcnMfz8wSBlfki7WE27GiKeZ+5qWXa7RCdwMULVxGOZbdY0CdARdCKIohANGFl9TInjk/gSIePfORrVCs5Nm8eJl8KiDshjz16gk1bx3jr2+9koKeXZ46c5HN/+SBHj15GCWh0OlQ9l40bhlld6LCwskQUWSbwYF+RnVurjAz6xIlg4tIyUZhYGarr2OdSaxIErWabfbs3s2WsiO97PHVkjjg0eMJh8sIkIhEMDvQyPTtPGGsSbYAOd952La+8+xaMjvmrv7yHT3zqi9z9ypvYsGGI1ZUaV6/Mc/zYKaan55maWWZ1uUW90cHP5TEGoqhNoVigXHZYnJ8nH4yyYbQXL5cDbDhPfXkFKRzyuRyDg1UkUKkUWV2tM7ZhiEpPwK23XMO28c3kfI9WS3Hl8mXK5Srnzl4k1oaJi5M8cP9DDAz10NczDEamh2LLwB0cHmR82xYuTy4yPbdqmxnCAhDaQNxuv6B51w3SAXtIlpaN5QqBJx3K5Twbxwbpq/ZQqZbI5wIuXb7KzNwSU5PTlN0S7/+hH/lOP47/aIfjOFxzzXU8/fizJJ0k/dM0XEJKSw4x5gWBT1kDzWiD66UgXMpkCqOQwPdxPJfaag3pOAR+zhJBBDTbBmNCHAHlQg7pSDqJIgwTvCCHcawKzBcK7TnMrdaYVwpcyf6eXl6R8znguuTzHiLvIFWM1gKUZXQmSWKLjyQhijXnlpbIGZ9bBgfwm21aKqFpBO1mB9dxCZWy6oysRhUZg0p36xpjUgazsSQJbaxVhkF3Q2C0cUC4aCHIgsuyuoSs9k3P4F35IWl9kCpBIG3cZT5i3eaeY+sER3TBQOnIlMGWej07ayw3xzE40oKrSrXS+5eCgUCcJBTyOarVAivLNVqtJoViCa00iysRncjn8nxEo71Koy1wvRyFvEO706LdahPkXPK5gHojRCWZZFri+6nqJNZI6eM5frcxKYxJJcS21hbGMop1ykxMI85TwFVhpFkL6hTC2gMYjRF2R3O6/q0GIXS65NimU7FYpNVopUxep0sayK6dkFnQgrHYg6ELmq5VXwZQFhhLf4cQoAntNRYST0oLbqHJu5LGQo1qtUyhXEChqHgC7foEnsu4C32rPk8uLvOZKysc6iuwr+IzEPiM+iGDHds8zSFQApQR3WtlgbUMm9EpC9o2NzKpOoBR6xrCRncBy+weZMCqk+Lu3XowPTd1wy6M7s6ZbIYqZSXZZZFnc3XT33l9+a4AdkJINm4ax3clcdhmZHCUf/pj7+e2O/faKGKjMVLQ17uRd7zrjdQaIbfd/mrGx/vROuleWCE8du85xOZte5GOlx5e3C4dVyuFkC6O8NAqYWHuCqdOXqBeD2l2LP3Vc7LDJliqo6S30sP3fu+ruOaabSDshc9ozBba00hHInA4cfwUV67WEUbgCAeTdlCEsBILe/aTOI4gcD22bOrjmv3jDA71MDjQT09vEd+XlCslPN+aazquoRgEaBWj0RRLVSDBoAgCa/4tRYrGx+2UbZiluwg6UcLyYoOFhTZnz07w+FNnmJpdYWZuGU/6DPT38dKX3MGrX3EbhcCyTZZXBbFpMjC0geWFGb72pS9Rbyuuv34nI0M9TM8tIqQhVwo4efwS+cDlmgPbKHiS17/6Rj728W+yOHuR1el+Jk6f5Ed+4O3cdN0YrWaN5dUGcwstHnrsOL/xh18mJwUve8khDt+6j9HBEn29ZQb6i/YYpYdw5HYUGq0E7VaL1VrC9OwSVy7PsLJSY36hTr3ewfV9Wq02tdU6zVaHVkehEyt1UkbQqncwWjC70OTUmRmkY0GEJGU0Oq4LiY04lymA0WU0pZTWMEx49LEzfOov7+EH3/dmHLF2oNZK47qSXbtH2Lbt+3Bc+OrXHiGMk7SzY6nS3Y5DVsALQ76a49ZbDnDzzYcJI83AQD+udzmlkFt1lybtsDUjPvHJrzM/v8RP/LMfoVzuRUo33UQE9WaLJ546RmQU5ZJPq9FktdYi8A1JYuiEmmPHLvPLv/wBfvBH3sEtN90MRvCtp47zUz/zrykWi9/ZBeAfwdi+ay+/9YE/4id/9H08/tgTtgha1wmENTDtBUydFIC19uQW9NfrKNNpUvu6zdB0uzmknXjHczGJsq+hU0BD2I3GpAAd2nZr7RuxG80zz1zis59/ih9896vSpoNOiwLF8lKdZ45eZHZ2hZtv3MPO7aNdGUdGNxfCSd9lKrTMNrgsIEi4CKCvx+XWm3fwqU89wfJSO00kdYnDCJMo2rk8zSRkZn4RhGDysu1YWVa69c7Q6QbpOw4qsQdorQWuJ8jlnG5oR5IoCsUAYwRJrCiWAlzXFs75gs+GvE+rHbEwX2NkcJgkillZXES6kkKuhCPAwSE0knqjjpQCX3pEYZICmZq9OzZy5w0bqdcWCLYO0d9T4uHHz1hMTwhcX3alAEZamQvCWjD4vpsGaKTzQQqMsv4uwyO9FEtBt/PX01dEOoKhgQK+5+C6hlzeJV+AcjWg3Uww2iOXt8Dn1SstGo0egpxDEjsUSrYozAU+p05NIpA0GxUWFpfJ5XIYbYiSGM/zUErw0LfOMTm1wg//0GEOHRilXOnhmSMTrCzXmLi8QLul2bKlnwP7tvDOt72Uvr4KzVbEgw8e5xN/+QiveMVBhvoraYCUZt3RE8sMsRKvvmovL739enr6ChiT8I17ToOyskBp0v1U2ufGdRwrO9Umy+RKHwE7KXT2dYYZpwchMjDZZGV9dk9MypK0DBcBxIlieXmVlRXRlU1nhwMhbTPohSOVGyu7/7rScPsdL+XDH/7wi42Q79CQjs+Nd9zFJz71GepNRSsMSRIwZZcyMddfd5Ct2zZy460347gCEyU8/dTD/NWnvsnDT58higyJscmdkK59rOHF6xsfhUKBOOqAlORyLrmc2/WTEog0NCuVbUuJUA7XHLqZQ4fuwPFSJo2UIDTCaOK2JnRdZmcu8vyxUyzO16zBvOewtLBi533gUGu00QqqPRVarZYNLEj9FMNOBxxBGIZ4rr/GiNaWcRIEAe0wRCtFrbnIlSnFsZNX7PzPeRil2FMsEHYSBgb7eOnLbuSmW/bw8APH+NxnH+L4yUuEnYiZyauMDfcx1l+lVWsSoRkaylPMC3orOZ58do7JmQbZ3uTIDICwTYaFpRbKuPT0CTaPFZi4kuPSxCpxs0GpPMBCEtJoWhZw4Dtcf+0O3v3u13LL4X3kPMHxYycZGK5y771P8JWvPky5UiaMOsSxwhibeus4DtIRFhwJYzzP2o6EYUgQ+HhCcunCFUBQ7u2h3Wnj+z611Rr9A30kcd0ejJRmaX4J33fI+Yax4T5KgeTO26+hVK6SnRcEmiSBSCt0bNAqolQqWFBCamS6v2IMvmuDSC5eusL5C1PUay0iE72AyWJ/1HTnYRZQZLdUK90TQrB39xbe9L2v4I47biaJQ3p7e/CDAkePnuITH/sctJq87Uf/NePbt38nHsEXBxYgeevb38MXP/cZLl2ZA5GyxLRldGVNVG3WbE0MawQQpTNfL3t2jaIEmRiiJCHnu8SJDSRUSpMoMGmau+96OL5HHMdEkUZKqFZyrKzWQUAj7BBFCcW8S97N0Y41PXHMwb4eBis5RNG3cnZlgzHcnIdxJDJSmEQxVWsyudpgS7lMyXPQAkquyzWFAlfCJouuZCmyoS7Zfuj7/hoIJgVKGTIQyG7FCsxagIIQHoly1lhYQBcYMiZ97fRPhdOtmbPGtw1TS0NklAW0LN5tnx1jdPd7661/7LnPIB0L3FnwSSMdW9+q1NPemDit1ZUN8UCg0WgDvucx3Fsi7nRodZp0Oh2U9nB9lzgxLEYapX2iuG39+LS2TR8l2DBYxRGCRj209z1Nse102ukVcLEezDIFLiVCmHRdSZsBMj27pk14hCU2KW0BT7t+2NDFbiNfpN6skGYC2NmY/XfGhIw6LRyp0nlr76W9pBYUtOxJg3QEmTyfbphTWogZkwY1pbeSdI+0vxLhWlWJFNBWDl+/PM+mrRvoL5YwnoOMQ6RSuBhM3EEUHYqJy51uH1dbMZ+bXuBEzeGWao7NrkMUOJws5His1iLBQNSyDdqMSW9skzrznlkfQtc9o3XPZTpl4tElOVgg2dqiKZ2GsKW1pZsyLDOSDsYg5NrXAkVirCJm1/W72XfDjX/39eXv/JP/l8e+A9ewZXyc6cvT/NiPv5/Dt+2zljjpYUwbgRQxUni89z3vZWTDAKSAFMKQJDbUoVDpI6ctuyo7QHaND13XRp9rw/LKZf7yM5/j4ScuU28rKhUfrZTdyCMLwDlS0lPp4c1vuJuXvuQmgsAnTqxJvJVRCaTr2BSVuMPFi5f57OcfohXGGFL2XYqOI6yOWSuF50jyXp5X3H0L733vKxgdquJ5LtJ10SZBqxijDZ5v06wQoJMIlfhIacGbRGmE46JViEo0As8eUoygVquzsNQiDB2eP3WBI89OcOnyDMvLHVRi8IOATZtGeflL72LPru309RUIfA8Vx2AUnbCJUprTF67wpa88QKumkI5h4+YBxjZuQcVtivkCnuNyz72PsbzYYKC/wlB/GelIxjYMc2j/ZrZu7uEbX72fueWEfMVhZbVDsxFhZI7N48O8eXCU0bERHn3kCJ//4pP81eceYXSkwt5dm9izZxNbt42yeWOFgueisD4MpYpPtbfEli1VDt+yG6UMzZaVBnuuTxR1WFlepNkKiSKHWm0VoyQr9YirkzMY7RB2QpYWa9QaHWbmV2m2Q9xYoZRDIkgZQvbQr5IMvAWwZsWtdswXvvAQL7njRvbs2oHRCUI4OE5a3hubSPfOd76eixcnOHv+Kp0owmjZjdV2UmmzNrbIk45gfHyI8W3bCbw8e/fs4eUvv4vHHn+ax544wsz0PK12B+FIlFREkeb++59k797tvPlNbwFjutTdpcUl6s0WpXyOKIxYqS1ZBgkS17GFbL0R0r60yH/9r3/Azu1fpK9/gN6xvezeu+/FQ+X/D0MIwfDwKD/64/+MMydPMr/UeEGE/VqB8TclsiKjTaadKmCNTZcV7qzds28H/uIoQnY7YGvsrawjBHQ3Sgtq2Net10OOHLlE/S1Ncj7UajXmF+scPTHF7NQqL73rWu664wCu8NKABF7wHrpAJMpKf0m9TNI0UaUUNjUsZnWlQZJkzFPZBcujJOLylSmkkanZLrZ4kpLE2CJFG43ne6lcxHY8XeVQLJQolFy0FtTrLYKcj+M7NDuGgcESnieprXaoNRMKBUk5cFheatJuRwwMFGm1Vmm3IiuL1YowFFTLeUq5AoNjYxw/eRopDPV6y4JoRuN5gr1bSvRXBXfeeQfHnjvFwmKdwBMkOgVQpSSX84njhLGNYxQ8Q311lZ5qmdn5FSKjCHI+1b4qSifkggDX0QyPFnE9D8cxLM43cYyiXPSorzRJYlsY5Ys+K0sdtm7rYXS0QqIiJifajGzooVIW9PWVMWiiOKS/v8jMpAPScOjQRiYuL7N5vJ+VlTKdlmZ6aoHevl7arTZJytKbm2vye7/3AIEn6O8vsW18hFsO7+WHfvAGNo/1UcznbUfV2JCbvlKZd739JVy8PMt9Dxxj374x9u/Z3PVwXavfMo8TW+xUi1V2bhnj4IFN3P+N86gksvN/bTFO9/bsGaHLWrGPhkiLR7rPWdcAOP37jnRQGZBisufUvoLOuqVy7SAAqRF21q3XLwTc170x+xwZgy8lYeTwUz/1r15cV7/D44ZbXsYNN13D/fc9SxQZIqNphxFLy3WuTMxRKfu88swEL3v5XRw8uI+Xv+J7GBkdZemXfo+JK3XqjQhlLLMVLDjSnadCEASB9Y5KrIwWoKe3SC7nUiqXyOdyL2BzinQuulKg8QAPiJBAs7lKrbbCzNQM933jIY6fuMSliVkWllpEkabTiSyTU6WtGyczDRc0mu2UwQIia7pg5W+eG2CMsfIpkTE/bXqpEYIglya3Go8oCnE81x4+jeSJx05x5dIk+w9s5tD1O9iyZRO337mPA4fG+cjH7uW5py/SrjWYXV5m40Ce7Zt7mF1qMTRQYWSklySRPP3sFB0lEVLjOy5gUHGcMj9gZrbB8eMz3HD9MNK1sr+RHp+xoQrNuE2j06TcM8jgaD9veMOtvO51h+npCVhaXOTrjxzjkUeO8tSzF2h1FInSdBZr2HRJUEmIQKJI0EogpEx9CQ2e4+JgaKzWrDeY49LpxMwtNywTUAqk1LRaLbw0Edt3XZJI4bqCpaU6E1emOXnqIsdPXWR4eIDXvuYlDA8P0dc/iOM6BEaCq1GxzDbVri+UHdbvqVIpWMZhFJHP+YjINoa1Ni/YR7MRBGvM5ziOcR1Bb0/AT//s93PrLbcgpOC5545w4dw5nnziNA8+coQrM9P8+5/9JX7wn/1El2zw4vgODCEYG9/Fy1/zBv7nhz+MUrYRpJS9p91Maq1TTyvRLca6Bvdpbd/pJCAcoiRBJpAr5tK9XKWsTU1PMZdadMTUas2uAkyjmFtatowoHRO4gpGBEkmS0KhHlF3JHYMltvbkCfqK1nC/0QYjkb6DkuBoTTuOOT+3hNSCgxsGyBlAGVoiYcgxTJmQ8XyJubDFSqIRWnfZdUmSdC+LLUXl2uczxrLgRFYnemSqE8QLa9s1Keu6dp+wAKclRNg/WwO3NUiNNJnvI2gSjM7sR9LXyhhVWCDRNgbXau7uCwuDMQkmlbYL4eK6PtIxaB2RRIbleg3XNSTaKugcx9osVCo9RO0WpVIJbaC/v4/p6em0wZMgHcHCQp1IJYRxjO+6OK6H1lallYGJWsdIacE1rUWXQWhZXFnH1xJ+rCTTnuGFsE0kkTb+tcrCwuw5VCvbzDRkvm2kr52tXRCna5j9e6kaxiZ5pPPX+goatXYfTOrFl7oQvsDvVwhnnexU2LVT2nzzAd/n1p4cL+upMt1qMrJQo1rKY3yBGytMJ8EEDlIZ3HxAmISUpeIdW4Z5ZL7Br08s0u/4bCz4eK5h1POYiRISgS36snMWdPdG+57tnDDrakeZsRdT+4H1NihZbWktg3S3ESy7n1Gu+9k1Np8wIBxr4eBg2Lz7ADKX/zsvL9+1ldz3A17yspdx5OHnuOO2Q91n1E49qx1vthf5zOc+x9Yt19I3UCKXC+zkVRrpBAjholSUIrtpKk0mTyEFurTi/KWT/MHvf5T5xTb7d4+zurpMvdGh1gxpdjSudHBchw0jI3z/e97KnXdck5p2rkleJAItDDoJuTIxwb33PciXv/Ys07M14pS+rFWUfrqUbWc0fuAy1FPh8C3X8EM/9D2MDlexJuKWfSWFxPGCLhPLIFCqg0QQxTUQEhW7CJlQbzRZWFhGIThx/CLLywnzC02uXJljamaVOJZ0opAgV2J0ZICbbhzj5psPMbahj3IxwA+sdFQphRQa1/OYml7k4vlLqKTFptE+fuRdh3n8yTO0YsnVqUV6ekYZ6C/Sak8TeD67dmzlmdVTFAoFpJRpMZGwdctG4iRhelmxadMgX/z8F9m7Zw9bN2+gtydHu2OTNO+641pectt1LC/Vee7oSZ58+jgPPHySe775LJ7nsnvXKNu2jLJv3zhjoxVGRir0lCWOK0m0BqEoFSyyLYWikCvQ11vAdR2MsT4ehUIeLZ10kxQ2xCPWNBoNFpZbzE0v8437nuC556/QbBo0Du1OiFIxjuOlD5fq3ktjYHWlxdNPHWPn9m3pJpAteLoLvAyP9PCj7383//2//zFzCzUSbd0CHMd6VSmtiZWh5HqgQcocrhdgANfz2btvN7t27+DNb/keLlyY4Jlnnufs2XMsLy+zuGB9aWq1emqCnPk9GDZv2sSmsY2cOnOGWGnKlRx9fb04js/S0hJRGFOrt4kSRdI0PH/sEm4wxYc+9p9eDJn4/3EIIbj9zrt55zvfy599+IPUmi3rl6Z4wcKfmdbrrFOTdlyz1wC6QF6GUXTJcSl4l/HrZPrN9UwmIdd70NnN10q+7PA9a/qdxJoHv3mcn2v/EZVKkamZVQLX4w1vuo3vf+/1VEs5+2yse/VsGJMWamSsFNntSBmitVpLGtAuk5N1aqttTArKGAy+55PE6UbueThSEEURUrp4voeQqUdEspak19Pby8pyDem4RElEXLOFTU9/heGBAo4nWV5u01MtEscx1d4iJaUYGg5wpUuhkEMlCQPDFWqrLZLEMDBQZnp6meNHp1C1EK0F+dVpCp5hYaGGMhLXdVAYhCORrqa3KDlx5HkWl1ZBGhxPIkPLrDZak4Qh1UoBQUKtUUcLh5XlZXuwdR2UiVldWcF1BVGnTZwoZmaXcF2XMIxJYoXvuLiuQxjH9jAaK5uILSTHn5/C9QxaWzmN51kmn+e5lCo5Ws0Qz7tCJ4rwA+tjqbRmcKiKFAatfXzXpdOOMDpBYv1MolZIEjj80x99Ha9+1QE2bRyw0sHU2xAypqYBx6CFZR5u2zzAxg238czzV/jSV57izjt2M9BbteElJvUMTQ8rGiut6+sdZNeOYUoln5UoQWhN5qeSJZdZhxWTdj/pFkYinUPdo7EQeI5LEsdpxzg9QAhbRGqxBvTpMLRpjEmS7skZUGx/ovv8pQWb67o2KTab/NI+iMoIohB+8Zf+CzfffPP/zpLx4vg/GP0Dm/ipn/l/qK38G5586hhGShIj6MQhzTBitdXhrz51D88/fYqf/tn3c82h/ezctZdbb9zP3OIRmp2YODFI1yVJErzUh67rKZT63iRJgiMd/JzP7l3j7Nu3m/379+M5a+V0Jr+WqQG4jkNanUkuX5pgemqOb977MMePXWRmvsHiahulXmiTALYWrvZXqdWXkcLFxTJtXdfpeiMLnNQsOztsKLS27JY4suyyQiFv2T1psnS9UbfMAsdBui6+YwMxtFZMzawwO1PjoQdOUSil1ivlPK1OQhTHhNqgTMC56Rq9PQHC9Wk0Owjpc/Zii+VGjONZtml/tcTGDf0kUcLl6TmW6iFIwfkLKxzcP0o+55PPBbQLCXMrbWZXO5SqZfyc5LY791Iq+Xzus/dy/uwsZ85eZWpygSi2e2UWnRR4OTqdtn3204AnpbVNNJT2OW6HIRJBktiaSekYPzD4hQDVaSOFBi0Y6h2gXm9QX22hSJD42PrNsetuGDIzs8LRY5fwXcHnP/dNhkb6uOmWm9i9cyPXHNzOhg0byOdLKV6XMsxNZkRucFwXrSI2bhyht7fC4vI0YWjvpV3rk+7fyeZRu93uzitHSqRQ9FRybNkyDAjmZ2b409//GMfOXGKkMs473veTHDp0iNtuu62b6v7i+M4N1/N5+3u/n698+bNMXl3EmLX0cJkGI633q+0GIqXFk+s4REYTJwmuFBQCj3whT6PZohXGFDwHNwjAcZFS0mg0MVrge4G1XvIdlE4DkLSmr+RSzOVYWQ1BK8qOz929JW4f6sMfKOD4Eh1qVMFHtSIc5aCjkNl2yMnZZTb7Jcb7S5icg4oNEoWDRw7FgOOzkNRpp7YvgozFINJm8JoVjJCZJUWq3BASKdwuQPeCpm8KgHieh5CSKIxesD5mbCidqjcydp2tpdeenzixa6BODAIHYRyMMKnXsvUrdl0Px5EkicIoy0izVa5NcLZgnbL1teOlTREsgIcDxCilWK01LGkIUusmy8YqFkssL6/g+x7tdifFKNaCY1ptjZIahUalDV4pHGvHkSTESYTSCdJIfMdFOKAUNgVYiDVWobZ2LTJV1CBEl+ll080FMWtzj+71Ts8EJpOKWiZd1tDPGGm26WrrrUSvu19CdQ8kAmsDJbME4BQgdR0Ho1XqxWjQIrPigZxjAbs+z+X6SoVX9BfZV3SRbpkrM3PoTg/9vXmkNigpUal9mUgMjoT+oTLGwPZayAm/zOdXVxlshWgHXJlHyNQvL2UWCmmZhp5nlSiYLGhKI6VDFEd2z5dOBtnZOakSXFcipWtBc7LzWQZMrpWMWlllpuu4aJWgU7Y5qTJEa4GrJLdOzOP+Qw+dAIt8v/p73spjDz7MzNw8WzYPAfZZT1SdM6ee51Of/AJHnjtPX+9ZEHDnS26lEy5y/OQZFheblAtlNm3ayMZNY90HuIuOSlhcmOJzX76X55+/yqtf80Z27xgmCms89OCDfP3rzwD2ZuS9gC1bNvH+97+b667dSqJiEBqlYytJU4pYhRw9eoK//sJ9HD12kcWllvU3MU4KMOt0czRWkiAEvp9nbLSft775Lu6481oGBkopQJL56wiEsN3QJIlpNZskSrFaX2Z6aobVWo2JS/PMzzVZWakzv2xTZFsdTb3WAeNasBJNqdLDgQNb6O/p4cDBXezatcXSOG2cDkYlhFHIymqDudlFLl2eJGw3uObADu6+aw+lfAK6jo5qbBy5laOnrvBIvYHra4QjmFusUyqXeO0rbmR+dp6r0yvMLSyzd/dG6rUmCMH8SpODBzbw8pduI1eoslJTTEzOc+LEEj19g+zaM06lHBCGIcNDOV56xzW8/K5bmZxa4vSps5w4fZbzFy5z6tQMX/zKUxRyLr19ZbZu7WN0qMrgYMWmslZz5AIbpOF5LkHg46aeA75fQikslVx6BLkcvu+jtaJSrrJpo0eyJ+K6a3fxqU99k89+7iHaiV1wPN9DqaxrIUkb7ZbOnQhOnrhAp9OikC+nD6Vet8kIhHHZv38HP/Zj7+ajH/1rJianrVwlTOxGjV1oG40Yz3FZWlqxjA5luvJEz/Po6+uhv7+PG264lk67Tbvd5sqVSS5dmuCmW/bjuXYTy1JtisUir33da7g0cYmBwTLvfNf3ctvhwzjSY2llhWefOclHP/opZhfmSBKIlWb/gYNs3bbtO/a8/2MdhVKFH/vnP0tkEj75iU9QrzWJ0zSrrDhZ88KCjJ6ddcHWjy77DnBdCxhHsbJMDLKNJduATZc+pLUhisL0VbLmBmlBJYiTmCCVL0xNN/jrzx1HeJK3fO+N/KdfeBeD/Tky894uo0m88FAhHYcsCCNjQRljN3gp3e7v0kowM7/IPfceXSu+ACMsOOcIgef7REmMIxxK5ZI188ewsryKkx6Ko6iT/i77XjzPJY5jJA5h2KTVbLIyL7ChTi6TE4v2Gnu2YLh4LkYnCindtOCDYjGP6zmcPjGNIz22bxthy5ZeFq/Mc8etW3j62QkWFuqMjpXZuW+MZ56ewBg4NVGDJCHIKWLts9yOGNk0yOTlZfqH84RtTWulwYYhj127+3jwkWXqnQ4ajx17h7n5lk202iHHj05SrlTodEKMMBSKPlEkaNYjwjDG9STlcpHaaptWM6RU9rl0cRoVS1xpTZAdT9IJmwjHodUJkTKm0Y4tc5gOrmtoNhzi2BbAteVOKntOu4XSMs3XzToqPXle89prGRst27017ZKvyRtSFqdM7QLSee27LjffsI2tW0Z49tkzlMrTHNo/TjmfswBc6suXoWOBL9i/dxM9vfaaqTAiTtS6tS41iham+2iYtAhbDyFn6ZxJbFM/TQbAwZrcI/UQyg4GcRzZohS6noLrDw9ZI1Br3WW7OI6bdtwtMBsrwcadO3nL2972YiPkuzIE1938cn7hP/wX/sO//zecOHEmbaZmnXGJlyvg+DmGhkfQJqHWXOLI88dYXFolSgxKCQoFv8uAyAIogK68yzYqPUbHBihXcgwM9FIo5G2AjskOgynAh6LdrPHoQw/yla8+xtHjl1leWSFJJO0oIdYJKmUqZOtpBrJIAZ2wSX9/L81Gm7Bj53MWumaMlSEVy0VUYn2gPNel2WpSKORxKkXb1OgpMrZxiMWleSqVfubm5oiihFKpiO/5tFvWN+3q1AKtRgthYtwkpBU6LC+3UYmhHSUgNTnfoxC4lHuqICCOmxTyOVZriudPTBMnEs8R5KTHtXv72L+rj2a9w8Yxh4cev4rjBVyZrHHxcgujXTphRDtSSMfHdRLarRZLiytcujBHIedjtCJJBIrY1miBZWcUiyXCTkS1WqTfLaCNZRH6gd9lyORyOVaWVy1o1w6t5Eq6dFpNonaEaEcUcgFhYn2Dw7iOn4NeL08ca5IkBMcnTrRtcqfPtMBudZMzq1yZWeb5YxcZGigzOtzD6MgQ1994PS95yW309JTp7+9N1xNBaoNFX98g/QNldu/ZyvxinVZnCaV0Gp7h4PseURR1P8d69n3GiJeOQxhGlqmlYHa2TtEU+M0P/zk7dux4kd37XR5bt+9iy9atTF1dtmdIQ8o+S0OjpLSqm1S2bpTd56Rvax2bdA6lfAGkYbm2ShIZKoUChbxHpBSNdkiU2H0IYVAohGsQJrEgiC+pVHLUGh2uLNTR0mU457O9mONA0aOgNCJUeMtNjOOiohjjuzSTNg9OrZILE7blioyWAmvFmHoNK6Gpq5AVrXkqipgONYtarbHXU0AqYzGRMedY8zqTKbi3VlNmc3wd+15AHMfdc3XG+Fqb2xnraw3oE4IueysL80oSTZbYq00WIER65hIpazqrnen+bmMEhgghHFwZpMGRsls7e55PGNrP7ToSVwqiNBBQqQTHcWm3WgR+QKvVtlYKqSdqp9PuKggcz8EVhiTdAxzhIBzP1vTSNlVUooiTGK3aSFzclMGnsbW3bSqldbcArQwF18MYgTKkbEdDFjKRfU5Yn3af+d9lJIAXMhozUlSmOMh+n9CSrFMvnYxdnF5/NK5j5byaFLR2nDThF6RjSQZaafI5nwFf0Eo0QS5HSTjk+geYWFimpkLGizmE7+MoCwp6rocv7G+KPUFv0eMlSZF5qXh0pU2z06HomtTrfW1OZuf2DPjrsgzMGktTKeutKFNAXWBrbIwlWvmuTM9OSUoysyBplmjcrReN6bI+lbLPjycMLg5eFBG+6vXg+3/ndeW7ypXesWs/L33Vq/mTP/0YP/MzP8xgX5X5uUm+/vUv8fV7HuPy5BIClyic4+mnTnPHXbdz5vRxfvu/f5BGGqwxtmEDv/CvfppNW0bQwuC60Gwu8+Ajj/KNe57l0A3X82//1fdQrhRxHEnUXqWn+jRGC9qdBIzk+usP8mM/9k42bR5AqQ42XMJDqZg4CllZXOGRJ47zsY99gbnlBlFk6euYtVRXISSB5wGGfM5j86ZhbrhhH7ffto/xLWOUKgWk69hUUpWQqJja6gqLC0ssLixx6tQ5Tp2+wnItpNVKqK22SWJNFBsShfUAkmvdsnw+z+joCCPDgwwOV9iyeTO7do4RhQlKxURRjSiKmZpZoFFvcXlikunpWaIwRCjF8NAQ23aM01PNky8O4PqSsLVII6wRqoAgyFMp+xRLZcIwZnJ6Hsf1mJxZZLXWZGy0n0oxT7Wc59LFq9RbET09Pdx56zjlUoOQHMOjA2zdlucReZSv3/sE33rgW2zespHdu7czMjZEqVyk6MaMby6yY+stvPKVN7O6GnL2/CWeePJ5Ll6cYG6uxuTkUnowNxQKHr4rKBQcquUCQeCwddsoQ4N5dmwbZaCvhCN9CsUq1Z4y7VZMkCvYjoVrCy7XzzMw4PL61x9mdbXBNx48gjbYuGuRoElAG7wsIUlDYmKefPIUH//4F3jzG17D0PCAXZy6ZvsijWeX3HL4WoZHhvid3/kgZ89fRbl2gZJSYqR9iBdrEX/1+QfZun0H1xy4FiH9FLgAsuOz41AqVSiVqwwMj3D9TTfatBmjEUg8xx7StYl4yUtuZnbmCrv3bOWWm28lk2T0VMuMb9rE+OaN/Op//x/MLSzQjhQ//P5/QW/v4Hfycf9HOYQQ9A0M8q//3X9h3/5D/PEffYBTJ8+QxNrSsIUFITCQz+eIE5s8pbubqQUWLEYh08aAJJ8PCOPYbuop6JGxOoTBFn8iC+hJATzoQnpkZvvr2EdCpGb8WuDGhqHeEn299j05jiBLjM3AxOz3xXGcbvoGUiNeIA2SAC0sXT5JIp45cp4//eMHeP75K2SqWgPdCHWTbuqWCWw3VCcP9UYjPdBYiqHESY1b7VTvdDp2TY4TpLAJXCrBAo0ysT5mgEnitCgEy+FX1tsSG4Bju2yCwSGfKOzQX/W44+breOS+k0zONIi0ZmS0St9AwObxIZr1Jh0Ej59aIhd4zE7PMbSxh/6hAsYINm8v0qopnnu0jsAl6TR45at3YIIcp08tc+r4JOfPT9PTU6K+GpMki+QLPq1WTNbiHBjoJUlims2YOJmlVMqzulynXC2SJFCtFqitNtHG3pt8MU+hUKTRtLJjx3OIlGW+RZE1/DVpQVWtlKnVatZyAWXNi41EpfYSNpBC2A6+myez3Sedi+uZZ9l87w4jkUYw3F/ilS8/xJnzc3zs049xy03bOLBno/UUMQ5SSOI4IUkiarUIT7rEnciaJKcMVFsSie4cJpUzZEW8kS/8npsWXcKseQWJ9O/YW6/WGA4ik49bj0dj0iCQdd3nzIw4Y1xl81BIW3AaaRjfupNPfOITbNiw4X9nqXhx/F8YQghuPPxKfu03y/znX/x5Hn3sOcI01TUkZmlxhTtuv4m+/n4wilZ9meVah1AlKG3rq1arhUmLeemkTHZDmopnwCjiKKRUyOF7gv6+PrtOp+mIBsHq6iQz00ucOn2Sz33m65w9c5Xlekyk7cHc8xxy5Rzxah1XynTeZWt4aqMhHESkUK0QXwjy5Rz5vGUG9/ZVSGKF48HQ0CBh1KHWaFDI56hUKjQaLQb6qzQaTUrlPH4g2LJlh2XfOTGFYokoCqnVOiw0m3Q6ISoJyed9tNJ4jvVR8jwXrygYKebwfMnSYp2iJ+kp+hgkveWALRuHOHLkIhcuLlOrhWgNvaU8u7b3cestW1labLK7E3Hy3DxzywmNtuHEmVm2bRkmX8xRMZKSnyPnClbaMaVSwT5j2q5nlvEgEcIG7BRLPtJxqVQL5HMeI0N9tELLeB0a6scPHOsbhg00i0LDs8+eYGzjaLqHGjqdkHY7sjXZ6iphFDK/1ERrgyclriPxfRdFgh+4uF5Ap93BcWwjwPV9kqiDNAK0YGG+yeJCk+MnrvLNB47w53/+l9x26yHe8D0v48ZbbrW1ZGpE3jc4zNiGzaj4eQLXJedKIkil2KbbEID14EWajI3B0SBxyRcrOJ5H70Afuw7u4diZhRfBun8gQ8qAvt4BC3qkQJYQIg1LsnBIEsUWzIoT6z3m+yQpQFXwPUrFAo1Gi0ang3AcgkIeP3CotVObJpEpMxSB61IIfKK4g9Ixw30FNDC33CKMLNMq5wmK+YDAdyjlcng6RiqXUDqYKGKuWef0imJyNWHYwPU9VcoVH4EhUgle4uJ4LhECqRIuxhEPLTeZiazPW+bV7aYM5UziTdaUNWtkiLTsBOg2qO2698KwCrCgnb2mco0dxnpgzTJ61xhf6wGlrC7IAG+7pxuLlnXvV9ZAt+u7waCRJLbmdIJ1z1QaxqYVnTAi7LSR2OvreTasDam6NaZKEhbrdaTj0Ak7yNTLzJG2OWqUZeE5UmJcG34TdTp4nkF4Hq7rQCJwfA+lPJSKUEanAK/oetLZRr+9qDqx8yJMknXX2NbTpKm63XMDKQvSZIAqXYbimsWN6Z4vsusoXrBf0f2+Bf0SfN+37BQj7b+MwWDvu+dYW7FEZWmqdr/JC5cNrsuQlJhEI1yXonTYUqlyoVHncthgrKeCZwSmFKA8Fz+WiDiGVsSmckCJgFkVc7Ye0lAeDZV0z9Xr55W1pbLEHucFzHh7LT03YywqEm19+qQUqS+1RpkIz3GRRqPMek/ENaAzCwjSIkvUlWgStHDJYdi7KeGu1wR/r3XluwrYCSF5zw/+U357foHf+4OPcOjQKN+4937OnJ2i0wFpHAqFMne//OW86z1vxHUlWzZto7e/zOLyInGcMDFxlc9+9vP88PvfTUfVeOqp5/jmNx6nt38zP/7jP8T41gF0vPagzi9Ocf9DJ1hpRhijKeTyXH/9QTZs6MWa6NmUxnpjhdWVBmE7RMdNwlaDGIuoAl20XUpBPnCQAjaODrFrx0auvX4vO3aMMDIyjO9LgiCP0glT0zPMzc1zeWKK48fOMzWzwuTkIp2OotVWFqRJU28kGs9z6C1Kcr6L0Q6OC61mTKGQx/ddfCchCevEHcHJ48/z8MMPs7i4Qqcdkc8F9PQUCTzD9q0bOXzTFjaMHaKUd0Arzp+9xJnTExx5bJpOW+DlA6YmZzl/7jK3376ZZ589hxAujuswu7jA4lKDG288SLlSYMOGofQ9WJPfZjPCkdBbqRCaQb5y32VyJYed2wKmr57m3JnzbB0L2HNgC0OjgyzMdXjuyceZnmtQqvRQKOQYHh6gv7fKwGCVaw+Os2/3RpJEMTu3wJXLszz7/AkWlldYWqhRj0JWajA900IKyXPH55BA4Al6egoIoalW7IF6x/YNbN82yoYNw/T19uO5AUEuj+O4bNu+jR/78bexdetmPvOFB5memkck9rAqHdHdcIwx+J5DrZXwPz96Dw9+6yg33riPN73+pWzbPo6QNokHI1DC4EiXbds38hM/8QP81m/+KRcvzXbnTcH3CXIOge+iQsFv/Mafc+ddp3jH299EtVJd16FaO4h2AZC0C+CIFEgksRugMfi+4u6X3cbMzGU6rVWCQhUhwIa0CK6/fhc/99M/zq//9h/TqrfZv2vvd/hp/8c7hBDk83m+7x3v5ebDd/Drv/qf+dLnP0+7Ha95vQG+46aSJ1vwGGz6k2MUWnhIKfE8CxSEnYQw7aqlFr5d6YFMATzPs5R/x3HSzq7pJr5m3mBuCg5nbKMsoMJxJdu3jSLQONK1vyPzyshgv3RiWjp+apaLk0oKE4RUaO2gjOLy5Vk+9GcP8dnPPsXqckT2Snazz3z6UiaLztZCSdQJMbHKrOAxKZXdcR3iKLQMY2W6G7L9MWv0bFlZCqNS2aUQaWcvlU5mBYlOP0PaVTNGMj9XRwAzMyvc83UPFSqiKKZaKtFpx9RXrVS3XmvjSJe52Ra5IEet3kFNNRCOoH8wR7VSpL26ysBgD+cvL5JIzf6+MhMn5zl9YpZCLsfKSpOpy4v4gUe7E1JftYlcQkiMMLTqTYQBlTIsWvUWRhta7QgDRM2O7cJqTbFYtYWh41AoFJifW0YYD1c4OJ5dzx3HMjmWl5dpd0JrmhzkiDodMMYWhEKAkGgjKZYC4qSJNj1pgZbBvpl/ygvZlmsTP1uzrLx2785hRoZ7eeTJMzz3/Le44/Buxjf1gnHxHMl9D53kl37pr5i4uGgLqzQtO5sbGXzWBaezA0Eqr8jmvvXwWvOhyZzusmLTSDsPsp/NOvVdMDrtkmfJcxljL/PMc10XIWQ6/ySuL9i2axd/9mefYvuLBu/f9SGE4MChW/jtP/wIP/cv3s/933wYg4PW4DoeW7duwfUcfM9h8vJllhYihLBsyUK+QCfspOujtuxeI23HXWsc7LJRKuaIY0W1PIAhQYqAJGrTWF1gfnGOr37xm3zzG48zvdCmGbZtwp8GF48oViRRlK5/EkeA70s2bxmjWPJRCQS5gI1jI4yN9bNlyxjFco5CIYfnSarlEtLRdNoR05NX2LR5C1evXkU4PgvzCwwMDuBKB1cqVlZWyBfy9pAYBCwv11BhyKVLCyws1FhdbRJGlplcLZbo6S1RLheI4zbFQoU4ivADl2azzfz8Co1WiJt3WFyMKJYqbB4fotVUTFyus7TUxvV9SmWfKImYnlnlW4+cSBMMc6w0Y3K5IiYJOXdmliAIGNs0yNKRq8wsLGC0pN2OGOkZpFLNUynm6LQjlNJpsIROD1HGMg7jkIbrUcyVCIp5to4PsXXrAKVigSiK8AOPer2JFB4HD27B910ajSajoyMksWZpaRXPC8gFAXPz8ygtqdWanD93gVa7w/JSDZQgjjRJHKFNTKXaQ6NRIwxbCASB73fXCKMSPNfDYJifX+FrX3mEs6fO809+pMXYxmE2j2+mWLY+o0oZBvp60zrfJdFxt97sMvm669PavBYCcnmPvr4iWmuUTtAqxESddP16Eaz7hzCEgK1bNyEcTRJDl41kBEandZs23RpKp2FaDoac55LzXRaWlgmVtWwq+jl8RxKG1j87ilVX3u06LhhDnLQZ6S9RCKos1UMWV1toHFwXXOEQuIAnkI6hQgTKJ0Sz2ukw2ehw/0KN1TDmh7dtZtTR+FrgaEMiwAtcpBFpXWKotWOeXO0wGSvaRpAIgXUOEKg4tg3YlLFlGaZuqjLK5rRJvcPTVNYMWFtfPrxg/q//vuky8dYz67KwyS5z0V5Z7N/A+tyjIbPwyGoKk0lsJVJojFSWbe/m14IshEzrGWsdoJIYncT4jkuiFa7rY4z1G1VK4fs+xWKRvr5+lpaWKBRL+HkXV3rMTc12rWtiY/BdW4/FKkZIiJIO2iQEMocxHhjLopPSTSWlCXHcRqkIR3qpwk92fVW7QJ4Q9n2Tgm5ZgzK9mtYbTyPk2jxE6PRnrdec1pmn9tqNeWFz1qz7lsguMlEYg1B4np/6iEqEkUjc9IzrIpTBEVYhWPBcejyfBEOfJwkS0FFMJ06oJxE7+iosrzQ5sbjEaKlI1RH4gU1bjeMYD4knIFcw7I4L7G22Wa4ZaloitCZWKVtOyrSZqxB4CKmJkzhlAaYVps4sUdYIClprIgOutOcsKV00ssug655/ROp3Z0AnFpA0wiCFg+s4aWigIXJibnn3++gfOPj3WFW+y4AdQL5Q4Md+6l/y8z/zo/zar3/EeoIJQc7zGejv5x3vehuvfd3LCAL7UFX7hti+YyNnzlljfaTh8aefZHbxKpPTiwgn4P0//E+4/vrduFKiE8vWMEaxOHOeD33w45w8PU2zE1oj82abr339XsbH+9m6bSOOk+niXfr6h8j5kpkr55i6co6o2aFayOP7XnrwgYGBXrZsHOba6/dy8OAOKuUihWIe1xE0Wy1mZxc5dfYSFy5c5siRM0xNr9Bq2UXPd1yKBZ/+3hxjox4YhcCmQPX2lXEwtNohfsGnthpSqzdxXMlqvW49ejyP5eVlrl6VlMolenqrXLN/O+Pjo2zdOsLocD/Vao4gEDgI4niOqHGKfGkb/QM7ue6mzZw9epEzl2bpHR5F4LLYgIWFVZqrNbaMb8eTUK83MUqhk4i41SZwbFtDK5idWSFMEnw0p48+T5Dr594Hz7B3j2awv4f66jIHd7vceMs15Is+UubZvU1z0w0jNFoOlyaWOfL8RR55+DGWlpqpFAVyuYBi2aOUL9DTU2TzWIVKEbaMVGk1GzRbHTrtkCjWGAOxtiyaxeUGGMnCYsjJs0vcc+9J23Wu5rjx2u3s3DbK3r3jDI8MUKn20NdX4W1vfxU33nSQhx54mvsfeobzlyYJY7V24BSCWBkcaYgSzYWLM0xcmuLxR4/wrne+jpe9/Haqld5U4mWZUwbJvr27+Pf//mf5nf/xQY4cO5U2dDQ53+eVr7idV77ybpJYcfL0ZT7wex/j1tsOcdcdh20CsU4PocIedkkZHc1GnVaziVIxPT1V8kEeKTTnz53jM3/1ZY4ceZ7XvO5O3vHO9+C7OYxQ3YX75pv28LI776BlfEbGxr67D/4/wiGlZHx8G//1v/0mvu/z6U/+JSaKLVigDe12x7LRsm5sypQTUlIp5XF9j5XlBnGcdDfcrFX5t/l/dDq2E7teYpsxh5RJ0470Gni1nnG0bfswL3/JAQQeWeJTRpPP9ueuf15X4rDGSsrAlLmFq3zpS8/y5x95ggsXlkgyEJxU4mCst0S3J5rigK7vo9OfSVSCFwRoo62nR6RJskJOaSQWKNfpVbGx8msBREKm72tdAbhefpYVHELYTpr1E7WJYFFTEXUiKwdRGqUMnVaF5aU2y0tNGvWYsNMkiTWNuIkxhmajw8ykpLYSEUeKsKnodCIa9YTjxxc5fnLBJlgKTU02yeXygCCJYpwUmMuMbg1WTtIVWBrQyrKNbbfX+nEkUYjBBoWoRKPiVL4gDFHURhr7+lqKbhGVz+fXdQbX+5rYuaVSX9V2O0apFOzSdi+1zM8EbTRu6vX1t41s3qVPAP3lEq+9+xrOXLzK1+87xvz8At/3ptup9OT45KcfZ+LSor3PXRpkOjfXvQqIrsxIpg0V+W0H27SHvo6Tl8279DPKTNqynmWXgo7rkplNWqwJhPXE0nbOSynwPR8hQrZt3MuHPvRptm/f8bdegxfHd34IIRndsIWf+/lf4PzJ93F5soaWVoJTKPl0wgZxZBgZHaSUl9Takk5sQwekI/FcKzMzaZfdjjX2h1Zpg0QoSqU+VmtzPPj1ezh9+iJnz1zm1PkZ2nFCnKR+oWGbJLEHlZ5KkWpPCY1h/76dbNwwwEB/gZfceSsbxkYBy8Ty/XTtFYokjuyhTLjEiaLTaRCGMcVSDs8rsGdfBSNhx+5txLEm8AJ00qZczSOlg+v4LC4vMnH+KhfOTrG00sYgGB7qpVB0OXTdblaWl8jnSzRbLVZWmgg8ZqYb3SZwEifs2T7Mji39PPPMeTw/QEjD4nKTdhSRK+YpFAq0oojpmTqPPT/P0NU8+YLDlauT1FYTtm3N027YdXFqZoX9veOMbejlyoUQIV3yaOq1BlEUInSJ3t4eyuUiI6M9tJodarUGUaRIYs383CIzc6tcnpy2EnfVZHSkxPbxQVy3wvDwMFLY5NxCoYIfuLTbHfx8gCMdtLbM3lwuh+u5hFGI5+VIEs3y0grtdkxttcnS4ipXrkwxvn2cY8dOMTU5Tc73WZxfZWFuEdeV1s5Gx2m4mCaJJUkCl6cW+fVf/UPGNg5x403XsHFshO07NqN1zMrKEp7vkDnQmlTVobQml8sRhmE6l9dWPgM4juCNb72b3t4q7XaNy5fPE0atF2X4/6CG4PY7X8GnP/FpJq4uvLBOSllJUkjLqpTgOi5CCHJBgFKa5VrDWvy4kpyXI+d61NstCvmc3e/TJpLremmjVrFt0zD11SaXlpaJlEOiLRtYCoHvCqQjLXARKmZrPnO5DsMq4li9zYl6TDsK+aGREcZdjYtn2fTK4BUCCFzbPGuHJBjOxppTrYhQaUKtidN8iazuWgPEUi/4bwPY1mdLrNlirAfpuu05MmJc5mNrd3H5N/btrvfnuiA31lcBIrNqyZqLdAE76Vg1iDEu4CEd6/1sWGsCYgxKa0uC0IqBnh5a7TYq0nQ6HXLFIsYYSqUi+XyBlZVlGo1WihW4SMen1qxRbzSoVop4gUej60lu54LrOJQrZRqNBlEc4bkSZJY6bhlyUjo4Th6IMajsaNhtpGaEjy6jMCN6pEDV+prPYH2QpXCzH8MmqLoI4eCkwR5db7v0vWb3pXtWYX04iMD6AFq5ccac9BxJoeTjOi71esMSEFyPJOkQS8m0ipnqwFLOZaS3iqM0njD0lasIA30FDw+fJxdW2NmbZ7sfINtNvHxgZ0SrRdmH8R6f18UljBA8sNqkk5FgtE6Zn3Z+ZMogHHslkiRJ7Xfoevh9e5qw1hYQ7s5bKXGF9dyOotiSLNaByF1ZccoklNI24W/dNsbr3vrTSLnv77eqmPUtnO/iOHfmJP/1l36RJx5+kLzrsXPHNn7oh97DzbccSI067WwyUvOhP/1d/udHH8B1HbsIRQlRYjh8yy3885/8ATZu6k+T4qz5nxGC+uoUf/C7f8T9D5+h2UqIdSplRFLMu2wY7ePggf28573fy8hwD0JYpofWMa1GjfmZOWbnGhQKJfL5HK7noHSHvr4qhWIOPwiYm5tmdnaFQslhYmKWp548xrPPXWBlqYUUkC8EVMt5eqt5XFdTyBWoVHKUKhUazQ6tVotms0OjUSdXCFhcatBpW+1zkkAQ+FR7KgwND7J12xibNw0xNNhDb2+RnmqZXE7iutaQ12iVJoXZx8cVhiiawcRLOG4ZpXNcurzE0aOXabUFpVIfjl+mHXY4fewEpaLPjTcesEaaONx7/9NUKiVKxRwXLl5m/+5R+nt7GR7ZwtTCDLu3jvH0Y08T6Ry7DuzDEZKlxTmuTJxn7+4BbrppD729IY7MY4SLFEVrwG8EEkmsJSv1NrOzq0xNLXH56hwXL85y9cos9XoTtE28cR3wHUkun7NAWhIhhU12810P15E2gVfAaiMi0QntlqDTiejECcoYqqU8mzf1sGvXBq49tIe9u7ZS7enH9QKWlps8/sRxvnrPtzh67Jz1CUn5HUI6XWNTV0j8wGGgv8zrXnOY664/yK5du8nlClZGJkT6YEumJuf57f/xJzz17HEEUCo4vOlNd/H93/8+8kEV4QimZme5/77HmJ2b4a67buWa/btwZaHr1ySF4dy5CT70of/JxKXLIGF4uJc3vfFVHD78Eo48e5Jf/ZXfplZvkMs5vPktL+O9730PuaCYHk41cTvmA3/4Gd7+g/+MPfv+fgvFi+P/7pieuspv/dov86lPfII4Uah0Fc42N9t5BD/wEFLgOg71RpMkjZMnBb26nTHWvDlSJCLtKqaFogEnLYJ0Wh85qdw2S86SQiKkQUqPd7/vVn71P70Tx/Wwr7ZWQEH2+kkXU1m/jWitabdbPPzICT7wgXs4enSeWIExNtmvy6xLpcDZK6+X9iKsn2MU2SAfIdOQjHQfWF9EZRT/F/Zi6RYtIu2sZd1FnfrF2GfU6cqBu4VfdoAy1iTac62fZRJbGUKpUmBoQw/NesLi3Ep6IMwTJzEqsUWB43gUSjl6+8vUV5o0azYl2HUchJS2kMECC46Q6DTl3E27xIlaMx/P3ltXLgc4rovveYSdTso2swCT49ourNFWWiW6zMO0UE4LESFIE2gda5OQFjTrmXKOYwtFx4U3vekGfuHnv4fNm/oQeFYcLew9WV/UrJfHGpMVNlnymrDNB0CjWaqt8rt/8FXu+cqzqEQxfbVuQy+E6AJ2JqPUAaQgs1n3u4zOJpD9UK7jddPpuoeD9J7K9KCUzd4sPY11IHQGOneB6eyg0f1Ze42FEAR5xaib4+P3PMKO3bt5cfzDG1HY5l/9i3fzV5/+BjGKwHO44dpd/PQ/fy8HrtlHHDf4Nz/zb3nwiWkkDvlCkSDnsLraoFQssbi0uCaTljJNE5UIB4YGe9i7c4zBgR4azRZnTl2g1ogpFMt4gUsUxQwODjA6Mkxvb5GgkKNSLbJp8yYqlYKVvuUC+nvLlEoBge/hul7XnF6pmDi2/reJ1iCtkXyrGRLHMUtLywS5gDCMaDSa9A8MoA20W01cx0m9mSJUEjM9PctXv/w4p09O0g4jKn0VDt+8m0rFt2wd4yBcwVNPnCbsKGbnlmm3I0t+1oZKNcc1+7fwpjfeSNhe4s8/8gCTsxEjQxU8x+HK7CKr9YTx8RFmp+e4OlPDd32kSpC+R6cT4/kO+/ZtZmVxmaQT09tXoVgOkJ4manS4+abdDA9XuXJlmWeem2RlpYYyAsdzGR3rp9FoMr51A4W8z+axQYzRXLw4y9zcKucvTgLQ21PmnW9/Kfv2b2HzpjECz6fRbOAHOfLFAnEUs7qyzED/kN1+0ofc8wKEY1MYfden2WqQy3l2PY8FcdzGz3uW5WeVq0jHo9XsYIyh04p5+pmjrCzXWJhfYmpyit7eKhfOTzA/u0ipVESpkCDnIaWgWCxQLlWZm19mdmGJRrOdWjikzGGx1izQSqeNJZtcWylJfut3/h0HDu3mwW88zCc/+TWOHr3C2I793Hvvvd+9h+3F8YJRry3zu7/yi/zJhz9CJ0xwUpqX7tYllgmmsXY6Arp+vcqAIyzsAcLWakLiSGPDoRJBJ62NynmPSjGHkIbphTaR1vie9UIrFwISldBbKVGrN0lCRVU6JDqmPxdQceFKo8Wwl+OfbBvihkJAn+sRxTFuECATjfBcG7BlzdCYi2M+NLPCl5caLHRiIq1tAyNjCxrLArSBDCl4lDLd1mqRNTbpehBt/cgC2dZ819YUTxa4TgN90oTPrNZZk8qmZIe1ii7d59Mmrklw0rOaNvaspvU6T2kBCINKLCgmhMHoBJUo8r4g53l4uRyLq6sopeitVAmjkERpdAqQddpWyVcqlWi1WimzS+D5brqXgEAjNMTa1lOeb8OyVKwRrg/IbtJzNwhTWLZmlCiQVhmitT1PZ2EeOmVy2r+3DiBlrTY2ImvUrgc+1+6TvZYvvDffLonN6rs1QHbtfpFKjG3Tk26DNEtOFVLgS0kp51PO5dgqFT++awPXVAN84SFijQxjknYIOMRC01GCB5eWqfTkuLm3aH3sjMSLIxI3oBNHTIYhH5us8cWVVdpx6vWNTptsAjeVvEpHdus7W+ylgRYpUy6rBbWxeJAgY4yCm/r1yS5yaYPcDPbZBWzYE3YeChIc4bJ5Z4cPffAv2L7nLf/LRvf/anzXGXbZ2L5zD7/y6/+Dn/iR7ydcbfEL/+ZfsH37BrrIrbA39+LECR568HmEcAgTRacdUvB9XvfKl/FjP/YuevqKXS8i0qTWqLXCn3/oo9z36BmanZR6rjSO6yAQtjsg8rzhDa9jZKQXrWxKSKaHL1X6KFX72bZLp7RHQZLEqdwQWq0m03PznDt/ifvue4RTp6ZoNBMKgcNQf5kDe7Zx6NAeXAmlYp5CURJ2rAzjytUpVlebLC2tUKu3aNQ7hLFCzccE+RxbxgfZs2crO3ZsZtPYIPm8jZwXSIKcT5CzC7zjpOwuZZNi7DElNeo2gna4TNxZxs8NMr1keOLxMwijOHz7PkpVCVGRhx6f4eq5OTw3z+Hbb2T66gQrKyEjG4Z47atu4/LVKVbrTe46vJltmwPCGCIdsbpcZ7k8z02HD/PoY8/w/HPnOHzbQV66byel125gdr7Fw4+eo1yusne/x8hQDxqFVgJhYhQuSEFvNU9fT4V9e7ZgELSbhsnpFaanFlhcXGVmdo7Z2SXm5pZoNVtWA4/1HXAdm/6TC1wK5QJDQ71AQL2xzNJSA0cGtBoNjPBotNtcvrLC8VNzfOErz7Jr5wi33LSPG6/fy8jwIK999c3cdddNPH/0HI8/doQjR08xPTVHux3bTm4KhsTKUGu2yedzBJ7HzMwcnifp6ekhl8sRBAFCaDZtHOHNb3wV585dZHG5QbNlePDBp9m1czd33PkSPJljbHiYd7/jzZy/dJUvffle7nvgW7z+tXezbcs4vutx9epl/vzPPspzz51MuxaCsNPGcXx8L8f1NxziR3/8h/mzP/sIC/NLfOHzD6C14U1vfAOjIyNE7ZivfuMRdl57MztfPFx+18foho3885/7Ba5OXubRbz1CmJjUONYgpaG3WiGJYlrtmFYasKCELcJGhqvMLyxZqUW2MWRbzrrCx3Zz0i+6YFTGzKMLVHU38rR46evP86533GG7t6xt8HYjS42B7TZGkmRhO1kHSjE5Pc8f//E3+cxnnqZej8GG8KXg4AtlDllhtR5cy6TfYRiufa2xfmTpP6q78csuGJQBO6LbATTk8wWiKOx2FoWU+H7Q7ahlgOBa8MeanEI61pdUCgswWZ8UqK+2iCNFHFuZrDGGThiSywXEsTVwVyombMEqhnYz7AKSGVDoB/agbd+nZeVmHXfHcXCF202nlFJSKpVpNOrdpFOtFWGoU1BrDWRTSWKbVC/odmaAWSq3Su+3SpK1YAaVsYjWgC7HcWy4hxL89V8/zdGjE/z4j7+S73n99fRUAoTx6bKQv21kzd3sPWT+q10AFeivFHnve17Kl7/4NJcvLaGUnSdm3VxNq7w0BfaFkHHG1BTpepyW9OsAwxTME6L7M9n3BbJ77bIG/3qW53pu3pqXC90ENi2hHTq86Z/9S8ZflMH+gx2en+Od73k/R544weLyKr0Dw8Qdh69++T4KxSKbNo/y8pe/jLnVbzI72yEIcszPzxGFipVoBYHEFY5lwbgOxsQYo3BwWFpY5RwOSexy7Q2HeNXrXkWcKDZt2kShEBBFKmXJCYwrcYxCSg04JCoE4VLIWx+2IHBAQKIihASlDc1mjVajRZIktENFOww5c+YitUZEoVji4YcfQ5iAer1JnMQI6RInmrDdYHh4iCgMabebgMvs7BKTk4t4bo7NWwbYsnmIqBXxxMlLtMOEdqNDq5UQhhGlis/mTX3EccLUlSXKxSK5nEenk3D2/Cxbt1bZvXeEK3PnOXN2hp5yAek4+K5hcHCAuZl5pJCErTbCg6CT4LgeQkjiWNtGgKtYXm0wu9BAo9i9dZAdO4fZvWcM15tgZrZBbznH/NIqGsHk1RnCUNGsR+R8n2NHLlKuFBgY6GV86wbypYDz568wv7DCpz59P6OP9LNp4wZGRnooFIosry7juhLP88j5BQrFC+zYsYmobde/gcE+tFaMDA+jTAeXiEA6dISiUPDROm+bE8JgjEQrK33r6c0TRS36+3vZtft7AInSAp1YlnZttcP83DJJktBs1pmYuMr83DJHnz/OxUuThJ04tVPRONL6bkrHrjHWFMPgGINA4QiHSiXPrbfsx3d9Pv3Rv+Ljn7iH02cXWK63eP33vee7+KS9OL59lMo9vO0HfpinnnmCZ547SRQlCLPGgLLDdOuuDIiS0sFJAZBI2dRnzwPXk91N0UFT8AWVQg7p+iw1mha8MYqc54GwNj55zyGWmrmFFSuhxTAfRzhAq94kNoYdQZ7vHa1yuKdEUdtax8GmoTu+RHcihDbdGuK8Njyx2mSlExHFJg3NyYAzQDiAA5k32joGXbbfrme7Zdciq73WWHg6rVuNlX12KwCT1kDp+bZ7xdfYTPYyCUCt+156rWVaI2gXkwKotiJxEUJ3G4HWFsGqDJS211YYCxTG2hC2Q1Sz1fXla7RatiFsDHFif28uF6CUrRNB0NvbSxTHtFstYq2R0pDLuWRAbqIhCRWBn8cVoKUiihUmsdcn641a1w6J4wYorSyA5ySpNBO0ilNA1Emv8bpk4nXXOgPNspHZ8XTn5rp7lY01kOlv+hd7ntdl1dnraG+IxU3stTRGYrToXudESuphQq1dJwzggelFxuIi/bk8XrWCyLk4eZek3sFJoFJyeKlT5d75JR7K+xzaOUppeolEg27HWJKkYZ6QvJ8jMTGJFlbq6lhLGAvCKYwy3funtbIgbaoi8X0PYzRhnOB5HkU/R6PZSQkHxjbRsLJeSRoWmJHL0usjhSDLSHOEi5JwzfXXs33P6/7eYB38AwLshBAMDW/g+3/4/Xz6z/4nI8PWFNiCZgZwiOMan/7k55i4ukysIIpjyvkcY8ODvOZVr6Cnr4oQqam2sX5wWiV8/d4v89iTJwnTBRM0TnphpZT0Vsr80A+8je07Bogjawzpun5KBbUGiTpNdlQqIlExrVaDhYUVzp65zL33PcLFC3MkCvKBw0C1yitfspu9+7YyOFSlVOljbHQMRxoajRVOHH+eS5enWV6KmJ6eY2Z+gbnFFYzx6O/r5eab9nLbbdcyvm0jvX0lWyhqzfLiCktLte7hUq008TwX1zUMDfbguJrMFNwARmdR4hLpVIgIePThc1y9usitt46zccy+rmcE9z/8DJ/+3Al27trC7n07uTo9y7HnT7Nn715c18P1JZ2O5ukjFygf3syliRWCfJVcMSZuNzlzep4DfoW+oVEuH7/Apz79Vd76+gPccccmNm/sZdPGHs6eq3HffRcZHWly8NpR+vpyONhFEwTGRtoCLmGUMDO3gMBldLSf0dF+9u0bt4ulShBCEvgOVy/Pc/TYec6cvcTC4iKrzSb51YharU2hWCAf+FSLRUbHhgjyOQr5PI7jMDFxlatXZ1mtdZi5ssJHT9/HZz/7CJs29vLmt7yKffu2cfNNO7nj9mupN9ucOHmW+77xKM8/d5qVlZYFHLUh8B0uT1zh1luvZ8v4OGBoNBpMXL7MQP8AfuCwtLDEgw/cj0p542GsmZhY4k/+5KP4vs9tt92BwcEYwfatG/nJf/oeHnvsKL//ex/D9xLuvP1GLl+e4tjxUylDyS52YxuHuenmm6yERwhe8+q72Dq+kT/5oz/j2LHTfPaz93Py5AVe+7q7uXBhjpau8vP/7m1dgOXF8d0dY2Ob+JVf/23+3c//LA89+BBhWpT4gU8URzQb7VQ6YP0VDJpiUOAnf/wH+d3f/1Nm5mp0TY3pliRkzS2TdnuyrpZeVyzprJBKix+7KduKa2i4yPjGATAuQqh0s1+j0htj0MbOZU/66dqY0A6bPPSt0/zu79zD0aMzxBkrWmfsv3XAXHoNsmLi28e3yxzSL16A2GSv5Xk+Bpv0SdrZTJIEY0wK+oHve6nMFJIk9Q4Ua53ArPvnpF4WAht4IJEEnkRJQ6LWCrh2s0WaO9TdpKWwHEYnlbMmUUxTJZYh6Xk4QuC4XjeFKkkyb75M2mnZb1FkpVWe56UgoSZK/dKKQZFmu20BqG438IUbf/ZZ/rbOdXbtvx34In0dKSWu6xJFEWEYpgWfIkk0Z87N8gv/9pP89eef4uf+5Ru57tqNeG5A2lNNETMBZPMk66qvzZu17i1I4eMa6+viOA5RKlfofgaTtqYcB62SlFmaAdM6+63dT20MaVqmDU/JGHV/A5Cz7+ZvFqMZU1ObF84NkQWd2HlBpBgYGuA3fvcPeM1rXvPievoPeAghuPHWV/CJz3+NsBNRKFeYn7nCf/j5n+LB+5/h9W+4i5XVVeamaizV2+SDlmVP5jwMVjbuCAfXcWl32hhj2Q+lfMDtd9zKD/zg2+kZKJHLBdTqKziOlx6IBEFO0263kRhaq6v4Qdkegh1FGLVotTssLCpcKYk7Lebn51hZrlGrhRSLZR5/4jkuXpil3enQCS18s7zUIFG2LvU8j0a9lbJHrfdulqiIOY/juPi+S09vlVariQZipThz9ipXryzgepLV1QZBIOnrKXFw/0ZuuHEvBw/uZnx8I3Gc8IHf+SQPPvg0jbbD/HKN5VqDrZcGGR7sp79vkWZzmcnFGiOjffQOFGg1GkRRZJsBDuQV5MpFmnFMohKkcBkeHmB+bpallRatTsLGTb3sPThKkHM58vwEzz93mZXFFQLXo+j54MAr774RISKmZxa4cmWR02cnqdWqXLw4jZ/zGBzuR0qPIKeZnq8xs7DCs89dRBpBu9MhSWtGIA0TSyhXiihlQ+AGh3pRcYf+/gGuu34XzXodlcCBA7sZHKygFDheyowrl4ijmGpPFSlAOpAk1hDfDwIc6RH4Ho4TUMwXGB7uwXFc4iTh9jtvoN3usLJc46knnuFrX/0mTz1zAsdxU7/ZNYav71jfL0+6JFFkvfuaLSYmrvCpT3wJowwqCjCe4Lobr+X973//d/NRe3F82xBCsG3HQX7vg5/iN37l3/MXf/EZ6zOWhh1kgWDW6013gTxrd2SZcW1l65DEgDRQyAdgbLhiuVig0VG0GnVcz8GVoHAxSuM6Ak9KonYH6Vk5a6XkEceSWqNNaDRSJ9zYU+bt/VWuL+cpCoHpdDCBi1vKI3wPHSZI10FFCcJ3mGwkfPbKMhdaIYlKUBnTXpu1fd6ugJYtmu6/62vHF9hPiHVgpVnzQ3vB10Z3G8Trs0szhYIUma3FGnPR/l57bbtBZSKrPRzbAE73bWFss9QYgcqASQMYlda5qosVSGHXV6OtJRQ4JIn1PLfhEYJ2GOI6Hvl8gVwuR6PesPuAIykWi/hJgtGaOI4sEO+6VuavtQ0u0pZJ7YkMZHMR0PVRlY6DtUcAxzUpluGitYuQVuYqnXDd2SArVIH03uj0xqxn22UhCS+UJdu/k0lis/vTBTlF1gS1f54ktt7NgLpuEz31t0bYtNpMWpudO2IdI3CoR4LTtTbtvgq+4yLqHaQLquAReoJWO6HHkRRKRV6d8/ns1BwfkYYb+wrsL1SIFxrgSAomz8ZCkZONOkJYEgQmDbRTKvX0zvBgkybCrj23nu8Rxx1cR+B7Dp4rcFOrCtF9dlNwOb1UTiprFimYLKVVZTj2kABIXL/Ndde+Bfj7hU1k4x8MYAf2Qr30Za/mns9/jqmri+zeMwpgiyTd5JvfvIdHHz5BrAWJSijmAvK+oNGsce83vsnmrcP09lVS+qq9sMeOP81nP/sgi8stVKzJUmMM9nBWyAW87K5buOGGnehE47hBKinSiHTDVImVFsRJxKWJCe6771FOn7nMhYkZVOywdfMG9u3exNBglQMH9tE/0MuWTRup9FbsdNUxU1cvMDkzx7ETZ3nyyePUVkLaHTtxCqUSt9x6K3cevo5DB/dS6S2wNtGtX0qSKJaWlkkScN307GpMejDFdlgd0DruLoaeGyClS6cT8exzlzny7BkOHdzGO992C+hlGo0OWmtOT87zsb96hve977XceeM2FhY1zx69iJIBwyO9lEo+K/UV5hdnWVhc5czFGq952UGCXI5KscIlT3DyzCLCv8iddx7m2gOjXJqc5uOffphK32H27hhGSJ9dO3vYsWOEp56Z4JN/8RB79mzlllv2USz76TJiixUhrXF94OeIIt0143UdFyPA9/JUKgUGhyps376du152O51OyMzMAsePn+eRR5/l/LkLRFOr5AKHcrlAKwzZf2A3W7ZuZuOmDVxz3X7m5+bBSJqNNucvXObRx45w7sIc/+3X/pwNo/28/jW3cfPN17Bx4yZuufEgN11/iOWVVeZm56jXmrRbHfL5gNENQwyPjHQXoJ6efqrVPur1Os8+8xx//dkvcuHiPCuNtjVDF4IEmJxa5U8/+BcUy2X27zuA4wQYY3CEy22HDzG+ZRN/8Icf5Hf/4NMYochJx3Zu7WXCyVIzM2oygj27d/ATP/kj/OHv/ymPP3OCx548zePPnOHOl7+eX/rl/0I+n/9OP9Yvjv/FEEKwafN2fu03P8DP/cxP8uD996NxiaOEdqIQ0kFIkFqnlHKDVjGf++svs7zUtgbGIoPCRFfWuD79ygIfpgtG2C/X1pb13TGRdszKpcAWO0LR9a2T0O1xrgsaUCZCK7g8Pcmff+RhPvHxp2g04q45uM7o4ukvzySN62USXQjF2N+x9vVaUZcVeilc3f18mbdHksr/s4h7x3Hwfb+7eSqVoJJ4PW1rHXC0rksIlIoFSnmPlUaLVjsmVoZCPkc576KNJEyUNQjWIjU4tua3zWYTrez7dxwrSTBoijkPB02Ci5SSTifEGE0+CFA6QSmdJuKmn0/YgkCnnkbCcUmS2IKSSWx7ymlhlRksr3//Xekv6xht0haUJp1LrLumGcXfkJrrpimFruvieg5RZD8HWtAJY+5/6DTHjv8+737nYf7J++5k48gAOFmxLpHdveuFgRTrmXbCGn5SreYZ3dDDhXMz3fv6AmDNosW2oGYNxO364liK39rnT9mfdOd16gkoRPZbu9f5/2Xvv8PsOM4zb/hX1eHkyTPAIOdIAAQJBjBniqIokZIlK1rJlqNsrWVZwd71uw5ry2s5rYNk2cpZlMQkijlngCQAgkSOA0yOJ3eoqu+P6j4z0Gqvff1dfm3ZRumCMDyYk7qrq5+6nztIYTdBJtlokKSj0eqISpSxKcICK59GKOIw4t0f+BA33XTTWd+ofwfD83z6Fy0DoNGo8se//3fs2LWf0clRdu/ZyYH9x6mFdt5IRyK1suE/npW1ah0RK9u4QEB7qcS2CzZy082X4Pp1RobGUEajYsuQcFxBeaZGGAY0mnV8L8Po6Bi1ap2ZmQaNRoM4ijl6bIAwFExP1qnVqtTrDbQxhAowwobm6Fk/xnS1tBbCilo9aM1713NBa7tOGGNNz9uK6ChmZrpKqS1DzvfQyhBGhmwG2kt5zt+8jCuv3sq69ctZtHgxpWIxWRNcXFfwkf/yDvI5l/sfeolqNeDIkRHGxir0zisxNVknn83gug7FfIFly+czMz1DGCf6Dg01Ax15h3iqiQC8jGD+gnZczzA8doy+vh5KBY9MJse+g4PsenmA0ZEZCzY6TRYt7Oft776JLVvXI50YpUImx8Y5cmiEPXuOsv/gUQZOTTI1PkWt1oTE1L8ehHiZLNJIlDKo2LJOhJAI49BshgRN1WokzUzXEEIycHKKF1860LKXcL7/eEs+5Xkeni+Y39dFW6mA71n5faktT3d3F729XbR3FFi5ajkOMflcjmIxTzOs09XZheN4eI5Ls1lDSkF/fxsrlvdTroQcPnwCo6ykSqsYy6KSGA1N3Uyab7bxdfLUGKcHxpAGGnHIpnNW8Nl/+CJrzyonfuqG47j0L1zGbbe+iXvvvJdyPW7JB1PQosW+T0AnbRTNWBHFCjdpBoYaYm2oNepkPRfP8xmfqSIdj2xGUshliWKF43rMlCv4vo/nOkRRjA5jnIxjw8MciaBBHCmWdhbZ3lFgScEjnwSeGU/iSYmMNTpogCNtOAaGoBny/EyVA0FIU2miWCW1oYeQbsKCS0faEJsF6uDM5uLcn03KpLMmsdbqgqSZ27IFSusDuxDLtB4UwtbJImUuSoSwzDJkItXEmcOk0gmTTLWaxcrEySqbsAWVwhXgSvtaAgeDsEQNE1vGnXDAWGWXMjGx1khhLZs0gigIwBiUjrEqCsPo2Cha6VYTWScNWcved5LaRFrPYJky5jw8zzL1YqUTUM1gTIyJraedSABfKRwMNrHc1jIqCVIzczwA59qWpEEUdt2MSdQZKZgHSXBFYm8ik8cTL7dU3p0YriOSv5Pyzt6/Ws13nbxOAqBh72M66Xwbo6kbyd5yncdGZ5iPwHcdlAfal2TaCtabWUp8V+A5Ltd3d/PZI4PccTCi0tvFQs/HZF062jN0jgt8IdFxjOdlCE0MyspabW1nG95aWWacSoJHhJCEcYSTnH+EsL6xKsYVrlXJYBl2xijrnZ3gSlKmcz9VIpHsy0DpJosW1bmoPD1nB/PPGz9VgB1AW3snl119Iw898jSrVt2GkTGDg4P86IGHuf++ZylXFS6SYjGHQaOU3ZDtfXUXJ05cTkfn+lkUVAfsfHEn0zMRKhYgnORmaBF/15Fcc/WVvP8Db6VQyCMT/wBhjDWQlT4qihgaPsVr+w7wxFMvs3fvYRr1mGzWp7PYxsJ5Xdx405X097dTKHZQLBZxfRfX8Wk2A04PDvDE489zYN9hhkanmapEGGWpp6tXr+Daay9j2/kb6e5qs2CN4ySr3mzKjUgYgfl8nkY9bDFj7CZG47gCpEJpieN4OMLHGGO7qa8d56FHXqCzvZ2fue0y2js0WlcZGanjiAa4Mf/0pee47rpLufaK5WQdh3IlYP26dUxPjjE5Nk6+MJ/BgTKnT49SzEiqM03qTU1vX45GrUosJMNjATffsoGengJLFrSzZVMX0vH4xy88zCd/61qKWZfp2KW3r5dLt69l48bFPPbofj73ubs4d9t6zt28nJ6OIrEOkY6D4wr65rdTq0bUawH1egPHzRDFAX7Goa29hHAySay1IZvNs3z5UpYuXcz1N2xnaGSCnTte49mnX+TY0eMMj5Q5fnKMZ57by4rlCzh/6wbWrltBvljCGMm5W8+hq7OD/a8dYmq6yuDIFJ//p3v49vce4rJLNnHTTVexatVqOrva6ehoR6kIrRTg4jj2j2VCzWri20rtXHzRxQyeHufgoR9gsB3u1ItEGcmx46N8+k/+lt/4jQ9w0UWX2otcCjCSBQu6+dQnP8LXv/Y9vvHt7zMdNvA9zwK2wKmBYY4cOcrG9ZuSrpJdBFesXM4v/tIvUP3zv2XHrldZveFcPvE7v0t3d8+/8tV8dvzfhhCC+QsW8bv//X/wZ3/0+zz0yEPWy8ahBVSnv4eBIA55ee9BlLJG+4YUiDOJXwKQMofmAHc/XjD9JG80kSZUCxfX8Vrvma4zll1Gq9g0Ghr1Jk899xr/8zP3cujARCJ7nTVoTTt1cg6za678laRBJcVcmUiKMc75fMnjTnJ9ua57xu9nfMv0k0Imm2vbzEhlpQmSA2mxMgeslEmxJ5Obc70RIIRm/arl1Ks1BofGaC/5tBdLHB0Ys/IGY5tmuXyGtrYilUqNRiOgu7cdg6BSqRM27L0mig3dbVm6+ro4PjQNRuH7GdqKOTKuZLpcpdGIiXXr67Q6j0EYkHrtOa5tCLhplz5h7IVhcMYxTSPk48hKblPWWiocbh3gZMwF/NLNA4BSEUpFKQrYWteEhomxOn/zd4/yxOOH+NhvvZ4rr1iL53qtTmz6Rj8up7DFmmj97LmSUilnAWGVFnGtt2TuM9PPZ5IUtHRCtbqcCTuBue8pRNJlngWoUz5qalxNullyBCpWrQJaJ555IgEaA92g0TB84hO/wyc/+cmzYN2/w2F9GRXGxIyOlRkdnSEMFLmcT87zW364scIW5AlfxHVdPM/D8Ry6ujrwfIcjx07w9HPP0mhE1OoNpiYrlCtN8vkcE+Nle20GAUEQ0GiE1Ot1qtUIpE2dtRu52c0nCRCt0a3rXOnY/ptj/azsZtNvGWanG+LUjsDKpuy8Ls/MkMt6FEt51q5byJrlC/F9waIlfSxa2ENXR4n2jhJKSzo6Osnn8zSDkEYzZGRkjKnpMjPTZQaHpwgbMcW8TdAtz9QoVxooLcjmHDo7CvT1Flm6tJvjponjSJROjOUBVWsghQsohDTk81n6+rro6R2nUqnhezmefGIf5XKDKIY4VuRykvMv3cpvffz9dHXnLWvI9dFK0dHezcrV67j+pmuo12sMnDzOyOgkg4PDTE1NMjhY5sTJSQYHpyiX60RJjSilVd9EcYCQljVuhE2rdJKNqBAuJtatc660IorsPAhVgK4bpqYqNgtECDo62gmCgCiOMFrgujZV23UcSqUCnutQyOfo6ioSRxE9nW3k8j5TM2WCMMZ1shiRNq+sETrY/YlNjPcoldro6uzgxMmTxCpmZrqGxODn8yzq6uUP3vcRli8/60n80zxyuQLzujuYqY4CohVkk9675kpFlVLEsU2dVMn640kPRxgymSw61kyVa+BIHB3j+g5ojS9dhLG1QhhFiETOF8WaQs6nkQBImayLkQJHaQqZDF4+i3QgMAK/vYgOY4S2oIs2GqKQqoad0zV+MDrN8UqdKI6Tus3FMtYSBlfaIBSzvp9njjObsLY+08n8N8wGJySVrQEjRAJKiVlyQvpnDuvLvu5saZM2c2cltrOAXBRHLcltaq1hn2RrJ8fx7RphSMA6gzERStnaUAgXjGub6kZhsGu6cD0cRyOMvX6b1UpSuzmt0AdDTCaTxZWCGJnIU+Nk72gBQhswau1boihE6RA/k8WEceu72vo6Tqy57DHSQnJm3ewkPn4CKXXSgE8APGNJAAKDxE0a7Kmn9Wxoh1IWsLOP2XuOkFbGK4XBEGPm1O8WmEsCMhy3FUA3FyS0AJdJMBwr9weBRjMTONw1WWNjJsu5pSyul8FpRISeIhCarGdtwaTSzCv6/Pzifv78xCk+c2SIc9sKdPsuC8Z99pYbFpTVifom+Q65rG2U14MYTBpekoDECUsTo9GOJNRJkWmMZUFHMa7w7H0WMccTOvk+c/Y1qRzWTkwoZAKmhjuIrn4rZ0zaf8b4qQPshBBcf9Mb+Mhdt3PHXfdz7OR+dr7wGrWGJojsASnmPTq7OymV8kxOjBM0I+LI4Lo+UuoElRc0gwqjIzMobTXIkY4gocE6AnK+QxjUmZmZIpNxiYIKnpvFkVCtzXDk4BH2vrafhx5/iaHTU7iOoK2Yo623SKHg0V4s0tfTQaNWI4oyZDIZojhiZHSEQ4cOsn//EQ4cOMnERJ1moAgiTUd7J9svPpfrr7+C1asXk836ySJjWhtce+GKVociNX3sm9fDzHSFSqWC0ppcNkOxlCeTlbMmihi00pwcGOUHdzxCGMJNr7+CdWt68ZyAKKpx5NAYmQx09np8/os7mb9gGbe9YQ1GRSgkjWaD8fEGvgzI+1DI5pmYqnN6cIZms8nkVI32jhLz51+GMIaBgWHO27wQP01Y0TGONFx92TIO7l/NF7+6g4/++hUElZBDBwZYsXopHe1F3vTGizk9VOa++1/kkYdfYvslm7n80o2UikmnBSgUPbI5D7/ioGIoeRlK7SU8z1KTpZQYNcumEEJbn5aF/SxesIDX3Xg5R48N8Phjz/PkUy9y7PgIp06P8ereI2zatJbLL99Od087pVKObRdsZsOGVcxMTjE1VeXV/Uc5cuQ0Dz24i0cf2cV5F57DbW+6nvWrl+Nncmhpj7VOkHbXPRMMAchms7z5tjcwcPIUDz3yPCCIlSJK5F9S+IyOlPmnz3+dnt4eVixfm+j7AQS5XJZ3v/stHD96hMeffZF6EOEoQXspR70W8fTTT7N+3YaWCbwdhtVrlnDppZey5+BJPvSLv8XiJavO6GidHT89QwjBunUb+IM//QzBRz/Ms08+iYwUYaxQyoBMQk/SG5+x5sM2xTOZ9ykTLgEggDNSXEXrJqxxXLdVPKTvb4sGW9B0dmZtEQjYAsemFuvk+Vpr4ijmwKFB/tffP8Djjx6kUrFWAir5jHZuixazTyUbnKQB1fpZi7l8OWZBIZmuf84s80qk8guN49oCSSYd0yiKkwIthh9/vYRdBYC0G2JH2OS0rOfi+RIda5SRBLGVqk5XAvYeOpII9gVT5Rq1Rkgcg4Mkk8/SCAOq1TqeJ1l3zkKUNvie5ND+YYJ6hO95tmOOZqoZQnmGrA/ZTIG2UpE40gyNThBFBs9xyToCrbHrQ1IspZ9ba40KVEuyKj2ZFLxx65jM9YQxqDng3OzX13PWJit3TcA8Q9IsmjUPTkHcpF5JXZgT3NOm5r6yd4AP//pX+NAvXMUH3n8Z7YWcLeakl5y/Oew3YedTynK30kOXreet5P77d0OSaG2JlgapBdYqWFl0NG1UMQvotr6XBKNt6Y/WiXzV/qPTOv1J5zgBodOHDLazalTiOeK6aR8aaTRGKPAMb7v1fZx77lY++MEPnpXB/jsdvp/lN37zd1jUv5AffO+7TE9M4+Y9HEfQrCvauzvo7O1ChzGFXIaxsSkqDeuXG9Ys8ylsRpweHOWZF15hemoGrRxrNK4NsbZ2AUanrI9kPRZ2zdQ4CGNrVEe49voADBGe75LPZSiVchRLeTrbi/T1tTE8NMlrr50kig1xrMlkshYIUwqENdCOwxjPSdkjHs0gsOtiqGg2FYfcIfa9eoxVK5awd98p5s3vIud5lCtlTp8aI5/PsWTZAvbvO8bkeIUotgDX/P4u+ud18+733ABC8dxze9iz5wS4kmI+Synn017K0dNVIOvbgJ7UmFthyGQyGNcnIw1BoPBcB9BgQnp78lRmGkxNNIgKeWZmmhgMmWyOmZk6h46c4OVde9l0zkoK+RyZjGUOSqx3ppDQ1tHB+uJmVq4OqNWmGR4e4+GHdqKUjyt9JiaqzMzUGJ+YwPU8stkMQRThuBJHui0ZsedKHMfQ1dnOsuX9OMKhWQ+ItWJsfDxJXPeYmZxhptwgNnb9nSlXbd0tbZ2ujWF6uo7SipGxGRzpgFY4jofruDgCtFE2rdMReK6LTDetjkMmmyHjZ/B8B6NjVq1axeDgKBPjEwigo62dtrYiG9Zt4MILLmX7ZVeydvMWfN//t7yszo7/y1i5/gLOPW8LAyOPUatbNtdcCayUAldKwmQdmb3vpzJ3Taw1M1XbLJTWpwkprZd2M9Z4QhKEDRwp6CwVaDYjpMyjdYMoNISyiTAaHUPJk3TnfUzGRRfyxBkfr9HEVBut5qUy9l5cMYInyxW+OjLNq5UGlSgCIZCOj0oSzGw4nmnVoun+JR1zG8XJI63GiUHZ5yaNMXubT/1+LYCVqiAMJmGY2f3fnHa1LWKS+7lly8+GaLXYjCaVzKb+eOm+MXmvNNU2eVWwybAQI0wERiBlDpMcG8s+swqEtBHpupbppo1DVItaNa1tBlrWoCuhkPNpNjQYiS81ytgaG8BzBdq4KCWQwkOrmCBoIPATbz0bsGVIU8xNItNMfalT5UTaiE2jt1ImnA07M9gaGpNIi5GIVNaZeBManTa7dSKF1aAESGe2+c2Z0maZ/NvcvXB6/s9gWdqIVpSJ7R5FS5TjMlgPeLBSoYBghZDkcx6+MMzL5RD5DCiNkS4mjilkXS7obWN3NebJ8TJKCoqeT6A0TaOIAKMUnmvPVxTGRCrClW7SzNZWySIkURjaGjIBfiMVJ+CcaRGq4tgytS1wIwE9u9dKQkskoFWM4zpoIJYB159/Eb/6+3/B1q1b/9nrRzp+6gA7gK7uHt79gV/gT/7rx6hXazYxx80gJbSX2njdjddy0+uvobOrjYGBIzz/7LO4TjsrVy5tTR4pJdXyFM16k4zvEsUhrgNKO2SzLoW8g4Pg4P4D/M3ffo5lS/rxPQ/Hcclkshw4eJTdrx5jphKQy2bp62kn4wq0jsnlXKSQzFTLaAMxhzg9nMWR+zh46ASVSp3yTJ1qXVFvNAGXhYuXsfW89WzeuI61a1fQ29dpJz6pd1TaYXEsgi/tgkbaZUgWt7b2HLmCi9EKN0mrM8YkoJVm4PQId9/zOAMnJ7jikvO57Kp1tBV8jIkJopgjB8YolfL09CqefuYoh44G/O4nriGfi3GcDhAKpV1GRk9Qr1dZvnwx3b093HrbDYzM1LjvoWe44cpLec87bmDBvBIzk0Msn59l05YVNMJhTg0Kenva8IWD60S8423n8wd/dAc/uHMfb33LZjwPdr18kA0b11Bq66J/fgc/9+6rOHZsnO/f/QQPP/wc119/Idu3b6C9VEg2Voa2tgLJyUWiMSpuLZqpRwE4yfETCHyMgUJOsnHdKub1drJ48Xy+8+0fMjwyyunGNGMTL7LzxX2UClnWrF7GZVecT3dPJ70L5rFwyUIWL5lHuTzDE0/s5tDRUzz/zC52PL+Hhf09XH/ddq67/hq62juITWwvYqURZGZNPI1dIrP5DD/33ncwPDzFrj37McJBuPaG02g20b7PydPj3HnnPXz415fjO7nZ845i+NQJ6o0Z8lkPEcZEkaZaDSjlszz56PNceME2tm69MOkOAdhQlCPHjnLtLW/kmuuvOQvW/ZQPIQT9/Qv59P/8K/77732KRx95ECe2cfE62RwgLFW/Bc5gknWC9NI4g9Fk07VTXlsiJEi6bY4jWz5vKcAmAKkNBw+NMTg0wapl/VihetJ5M7Z4qVSr3HHXc3z+808zMDCVhPyY1uulY+7Ps93FBKxJ/t9+rYRlMif4QQjb3RVCJhKCWVAK7OZPQAuWmvu9UxAzfa0UAALLUvF8B89z8ITAdyA2mhhBGMU0AyvxNUJjTIQjLftCCmE7pxJyuSzL1nQzXY44dXKKmekmJ48Mk8kJytMxlUpAW3uRfM4hk3EZGZ7EcSXVSkyg7HeYma4TK00QK6SQZH2frCvJZXyCIKQexNTCWclWegzTWHpjSPz2pO3gnhH8oVud7lb3uHUqZgtnrVXr/KfP/XFO2ywQPMuOnPtKxmjKlQZ/+Vf389LLJ/noR9/AhvW9uMYgpdsCg+eOuYCgI8HxVNKUmvParWIvfTQtNZnT0TzjK53JuEOgxexrzXl3W4zZXUaL1ZB+19QA3PVcdKwRccSy1eew7cIL+O3f/gSLFy/m7Pj3PZatXMNHPvn7vOmt72THU4+xY8cLvLr3FSrlCpWpGg1P0Nvbjpd3KHUUaetux2iYmCjj53yGh0ZRkaRaqwMGYRTgYOYk/gnH2E2QTJgVWuH5LpZdk2wUIfFAk7SX8pyzcRHXXLONiy44B2M0E5MVdu3Zz8DpYbQ0KKPRRpPJeeAYatUaLSWGMRaINpqgGbTWeoMhjCJOnRpHSsHE2D4cV6JdASrGEY6VYknN4WND9PW2sWbNIjZvWcP529ayZOk8XEfY+jGosX5jL5//pwd47cAQcRhQ6MjQ2ZYl5/s06opcLofvSVzHJVIhnuuSaQZ4bTZN1hHSfmSl6SvmCXpCpssh5UoNP+Ny9TVbWb9hJTPTFUaHx/nMn3wJz8+SzXksWtJHf38XfX0dLFu2EEcKfN/B9axU8MjhQebP72HXK8eRrk8jCDl2/BTFUsneR2JrLaOVJpfL02g0yGQyCXulSCmXYcWSefzGR36WFctX4EnrjVouVwiCGCQ89+QO/unLd3PoyKj1R5UyITsLHGksAxzTYkBqpcG1bPVsxiMMGriOJJcv4CRJvlKCL+ydtrunk7a2NqIgxnd9rr729Vx4yZU06nW0jsnm8szv72Xp8iUIUbDz6Gxt91M/2jp6+KWP/h5jk1M8+/zLVBtOy9ZCCIHnOAlrLWXN2vuh4zgtNUEziqyvbmt/YdONtVY0wwiFQhuD40rm93Zz6PgpotjgC4n0JLGKMRoKnkubb9iysJfOYgHpCOqT48Sxod3zkZ5VLqFiGkrxjeFx7pmscXCmTqQNCDepx2xbzIhEHqmTZqlJ64Qfn5ez4v7ZmtPWdjJRKKUsqJTploJdxqT1YPKyQs+pVxIQL30Hk5J2QOCe0bRtpZOmDTuSRmWiDNCpIENYpq9lTSmMjnGETPg+s68lpMAk/USMAQnSlTjGENQtWBdFEdlMFq0NQdjEkYIwCPETn+KgGbVgtVQ+mR4D+1ktYBmrEEwDyCQM3BSEtGBbat1hG/kqsQJRLUwklbXaqZOCldbvr2WdYsB17LonTDIPpU6aULRqJttYjs9gdM/9kxKQ5jbb07+NmVV1WGsUkDgJ40+gTExFCx4cqyIjw03NgNU97eSVAM9FtOVI3e6FMbQVHa4WecaU4q4TilP1kFHVwPW8pOy3m6M4UpbQ47kYI5NGS3IuhaFQyDMTh1a9lDSzW98pOWYq8VI2SQKvbH0nO7NnQVKNI12MAU9K1nR38rYPfpStWy/4Z68dc8dPJWAnpeTqa1/Hi88/w7e++hWMMhR9S6W/bPuVvPd9byWbswke69efw4a161Aqsk14NEI6SZw9XHzxBaxes5F6PUAZyGYyLF68BNfTnDx+kCce38HEeIWJcVv81OsB1UZMGEZkMxl6Ogu0F7JkMy7NZoBwMxijCYIouVE3qRyrEIYhcRxTDzT1RkQcKjrbO9myeQvnnb+RZcsX0GzWmJysMDw0gu87tLcXSBccsBePvQB1a8NptN0IaxMnoF0aIuEmmzRLrz568hiPPryDg/tPs3H9On7j16+np9fDMhoiatUaL750kKVLe5jfn+HkqXG+8/3dXHfdpfT3G8LQxSiFzAiOHR8mDqrks4aJqZhlbpF9u3eye9drGGVo1qYZHDxGZ/tmokiwoD9DNl+ktzfPq8cmWbumHc91iWOPrq4aP//Bq/jMn9/LunVLOXdTDytW9fLcC6+xcsUyli5dhOPAypV9/Mav3cZLLx/jzjsf5d57n2Dbeedw3XUXMb+/GyGtdt9okzB9UvN61x4vaY1EW5v1xPdACEl5usoPvv8jnnnuJcYnJlqLf70ZEoQRlXKV8Ykyu/fuZ9XKhWzcsIa1a1cQRk06Otu57PLNTM9MEzebRApOnp7gb//hDh546AUuumgDN77uShbMW4iUklgFCO1aFkyaBmUkCxfO54YbruDgoaNU64G9sTqOZSWpiFpd8exzr3DJ9h1ccvFlFtgQEEUxzz/3HKcGhjAmRhqDJw0qCpmaiYjCkD/7n5/jZ98xwmWXXkxXZzdCCvbvP86+Q6f4y3/4H9ao9uz4qR9CCBYuWsL/+PSf8+UvfJYffOfrjI5N0GjGBIE6gx2V/v6ZZZFFN1IatjZz15bkJmp0snGxN1Mv6czHcWRvlhgGBqb4m7+7h/e992oWLegml3HJeD71oMFzOw7xd3/3MHt2n6JRjxMPi8S8RCeSRGN5eS2OmGCOmW36gdNPbW+OThqko1SL+WdBFf1jYJxpPc9gi630e6Uv2ToeEkqFIkGzifTAkw6u67QYWpGKCCKDErZgU8oaEFiTKFCRRrvWzN2VxvrZxYps1sP1BdJRNhAIxfR0AzFtiyUhIQybLF3eQxDYa11pQawNzcB61llTZvs5DJowUtbaQIXW3NzxcH2HZhwTRoo4TiQMSQ0lROpzN8uIS49F+rdMwi9Sn5EfP4ZpwXKGf8ycuWLvLbq1gRB61kewxQDAJL548OAje3lt/wC/8MGrecfbLySfK1iGCarVKZ9byBtjaISa5545jO1N2W6lwLSStVpCajPHwybxmpuDHc4WoIkdRgJnk0qORNIxbXWCkyLftLrr9vFMJmNThXUAWrNo1Vq++vVvsGrVqv/TZXt2/DsbQghc12PV2nNYtfYc3vZzIYOnTtBsNBg8PcDI8ElOnThJbaaJ67k04gajp4+wY2Yv1WqVQtZn9bo+Vq3spVDwyeUcXnh+P6fHFeValSCIiSO7lmptWQlxPHttpYbXGd+z147SqFgyNVnlRz98luefP8Dw8DiDg1No7VCv18n7RQoZ64eU8RyiAHzHpxmFGO2QzfvUqnUri8ImsYJt2qTzO5vNoqM6rifJF/OsXb2Unu4iK1ctpbu7kw3rl9DdmSef9clkCzSCKhiNRNJohjz99Es8+thejh0fR0UQe4JapBHjFdq7OlEqplKpIB1BXmdpElGt1+nsaEOHiozjJIy/iFq1idCG9o4Co1NVvEyWfNFhy7lLuO66c/E8F7TkxMApdu06wI4dh9j36kGeeapGrJRlgkhBqZTHz7pEsaJSjli4qBshHV577TWkAT+TZ7pcRcUG15UEkQXsqtV60tgIQRi0EjQaAc1mhDAOKorJFPJoHdLd3QFIRoYn2X/gJONT9dbai7HrjNaa2Dr3tZoUWhtc18FrbfIjMhkPrRVbzj2HX/jFD5PLlwiCJkprMq5HLp/FcV1KbR10dnTTM2/eWTbvf4AhhGDN+i384Z99ls//zad56IFHGB2fIoiU9R0zlvWtk7nEnHuxDchK7EAgvR3iug6OtPe0KI4T62JBqAwjE1MYIxBGE5uIJd3d6ChkZLJOoAxCeIRaMxHUcashm4tFRBwhjCCKbZ0zHCteKDd5eLLO4ZkmTa2RwkMYqwSwHyUll8w2Xc3cAAoz22izdikKra080XHcxNPWgEgY+cjWc1J5bFqXQCLRxXq4YWyzA7AgFSnw5CESaMMkDOZWgziVPSZ6fTfZR4exDUNIqHlJjZY0NYnsfs64ic9ZwqhN6iuRrLFaK1QU42ZytrHObI3SDIKkDpEt5rWTgK9CCnRsX1OT2jZY9uRsES0tkGbixKokxnF8q8AhEbZawjUSW8/SAlVtczf10RMt2edsizS9RxiEPe6p8kVYXzphvOTQqBbByNZgNpDMNo7d1v5EyjTFl1YTda4tTwqcpv9tdSuWrah0DI7HkNI8Wi7T50lyUxUWtWUptElMpYYvHShmIQKpBPlciYIXsKYrT1VFjAQaV2k8R7Y8inVs2e9RFOA5LkhBoGxtGgaKsFlBSJsUrJQiJcdbooIilR2nfqICCzAi5Gwz2252sPsaK+1euWY5f/bX/8imzZv/mavG/z5+KgE7gEwmx69+5JMMD57m1d17cV3FhrXn8N4P3EY252KlT3YSVGtjPPrwE2zYeC4rVy6jGdSZmJgikylw3fU3IhwfpL0IjI4R0scVEU+aMq91d3L89CSNAISXoa93FV55GE9G9PZ24Lk+3V0lgjCkmM8zPDxMtdpAoak3YqKoYbuPTcNMNSQ2glWr1nDNlRdzwQXnEIURQ8On+dEPf8Srrx2gWovoaG/n8isu4pZbbqSrq41U9to630ajYo0htql30No4OY6EhHWmopBTg4M8+thL7Ns3wOoVS/nlX34H8/uzZP0MkQoAwcnTp3ll12G2bltHV5ctvr7+zRfo7JnHjTesRmJQkU8mb41NDx46xcqlbfhtPocHRtkqXXp75zF/Xh+FUhulYhvdnYuIjSCOZwgiTag0XfM6GH9mD0KsQYiAeiOiM9PGxnUlrr7qHP7xK0/yO5+4jf6+Ts7fWuSuO59j/sKTXH75VvyMj+u6bL9wLeduXMprr53kyWde5S8+81U2blnJ5VdsZcnCeTjpzcGYZPEEYTTCKLTQYNwE0LQLvhSSwaFhHnnkacanqiitk8VYgEy63bGmGTVpRBH1Pcc4cugU7W3PsnTpfLZdsJlyuW69GoSV0XVIF51zGR4a5VvfHuaxJ17knA0reOMtN7Bo4SKKxWIi27PG85VqmXqtwnR5jGzWJQhDwkijU3P8XAbXlZRnGjzy0GNs3nQObW29GKPJ+B4LFy8hl8mitGbhmkV0dXUyNV3mtX1HqdQCDh8d4a//6gv84Ht3c+WVl7Bx4zr+6Yvf47yLr2LFipX/thfy2fHPHj09ffz6Rz7BzTffwh/890/w7FPPI32XMNZEyUbhjM7Pj7GiSGSiKTOp5duVku3SfzE2VVPPPoSWkkY94tvfepmnnz3M0qW9XH3FWpYt6+VH9+7moQdeo1xuEuszASBHOmiRgEdGYIRIfViTm1kCvCWFlpA2/dOohCmX+M6lryeEaIF86WPpmNsxVUrheR6+6xMEzRZCKIRt/IRhE8cRuMLDSJfYuGQLXeSy7biZLMXefnJd7eTzhuN7dnLy6FHmLVlBxoNj+/clzDyD61jfDhXGVOtN9r02QqGQRakY17FeR2BDL1zXGjjPTAdUKg20NoSRTUi0YRQRxtiCwPMyxHFMoAymqcm4lv4vHI0nrGF+5GqCUBNFysom0nOZnu7kGKVA5ywTkTO6nnOZbnYJ1Wc8f+6x9v0MQgibZJbUICJlcZo55zV5MSEsaHvqdJlP/+k9vLJ3gI9+9CaWLGhDxS6O5+IKsJKT2fOIjijlM1gvEc0Z0/THGvQmmfctj5XZaTsLZIvZTUJrriRbhnTOpPdbmW4MoPWZ4sj6/ETK8Hv/9Y946zvewYIFCzg7/uONdM64foYlK9YAsHrD5jNBbq05cWwfv/87v8XEVBnX89m6fhm/9KE3sGXLSusnq2uo5tc4ctceVGjQkQJtGTMiadppM7vupddirOLEysR6VQ4NTWO0ZEFD0NndwTUb1nHxxVvobEt8fFxBrTrF9NQ0kxN1nn5qJ3v2nEJJB+G4mFjR3dfNyOgIUtr0Qkc4lEo+3d1trFuziNVrFrB4cS+LFs5j3rweMtkMuVyeTNbHwSGOIrS2m03fcwnDgCis8druV7nnnud4df8YM+UA6bhEWhAqgeO6SAFhvQlK4DgeDUdg4goSQzFfoRy3I4RCSrtpEo5keGSKyXJAI1A0whmkW+KB+3ewbMkiNmxchuN5rF29inWr1/KWN8dUKlVOnDjN6VNjDJ6aZsdLB5iYLDM4MEWoIzSKmX3WMypohgggTFjf2hjiUCWbKIHQgjjWKBUAhjiaxEsYL88+9woKxbr16xDSQRlNrTzDAz+6j127XqXZaFovYidJm0zYJJbRksruQAiN0Rrf8TBK0d1VYsnipex8eS9PP7+DavCXfPzjn+LKa27A87wzmnFnx3+8IYRg6Yq1/Lc//juue90DvPriM7z0yh4efvjZVhidbDHARQvcN2ZWdWDSfaCUOBKynkMjsDVhpGeDLAbHptHK4LuStkKeai1IQCABUlLK+jhKUW5ELOssERU9sgIiY2hGhmerdR6crrNrosZgIyA0AikzSV9WJ2QIPecWbT1hMeKMe7FIwDH7POtX5ybyQ5H4llkgLU1EnQXnWv5zc+oF+5jCcVyymSxxFBOG1oLAHmMHJ/HVMwmAbju0KZCS1CAJGmbXBYslpAQLYzSOY4iiGIHGdVyk9DDGWsNIKZCubH1GtAZlPeWF1ogkkEFIKBSK1Ov1Vk3m+T65XAahrSTT9aDWUBgxG/omE4De3n9E4mXpYPsD9pgpHaFUEykziVuIZdClfmzCWO84NznEFiCT1kpKx5ZxFscWeBUpEGePzuwa1qrEgMSvUCRgolDJ+TQJCKuII+vzJhPlh/0O6WvO1pYiaZKmLLx0stjPboHPWEe4wGnl80i1TlYLXBz6HYHvSsI4wPgGP5OFWpOsgc1teU4GIZ2ViBlVJ1IRUnrkMzmUVoRGIYyLMgqFwRO2maK1Bke0AOW5ZAKtU8B3DhtACoRJmaAWtEn9w43RIAWOBGkURgVsu+4SNm3e/C+yvv/UAnYApVIbF19yEWFtkqAa8Pa33UpvTxErbLK6/kYwyWc/90Wef/YgP/+LCyjXqtTKNTZtWU+xWEQIL/ndhILruBihOXH8IE8++yInTk9TaF8AjTqulmw5ZzVLllzE0qUL6exsp5AvkclJolijwyYnjh5meGSYmZlJdu/az8mhScYn6uTzbVxx5cVcd/0VrF+/imxGcuL4UV586UXuuPM+RkdryUZDEkWT/PCH9xOFivd/8GfxXNmauErZVDJM6sdkuQIyuSgFhkgFDJ4a4bHHnmPvq6c4d+sWPvzrV9PVLvG8pGgQBq0Mu3ft4+SJUa68/Dy6eq3m+/4HX2bgdJ3f/Mh1FHMCpRwqMwGltgxBoAmbmvnzOwjqY7guzJRrxJGhr7eLQ8/tZeOqlUxPTuNmJPXJISpNh67uAn3zepCuYWCwQteGIrmsIYoErgy59U3nsnvvcb71zRf45V+9klLR4+ZbLuIH33+We6af4/obLqbU5hDrGC/vsvXC1Ww5bwPHjg/x8MM7+cvPfIu165dxzTXbWLZsHjnfT3w/0otKAzZB0RjbqTJG4kiPQsHH8yxt2AiBcSy7xXFt10E6goX9/XhulpGhEcqVEA1UXj3KsWPDCAcqlSZKzxrD+o6DIwRZT1OdrPDwgzt5fsc+tmxawcXbNjGvt5tiRzunTg1y5PARGvWA4aEJSsU8jnSZrtRIQ1B8xyGfy9BWyhM0m1SqE5RKXdgGjmTbxRfiuAKlYjZtOZdiqY2g2eSVV/bxla/9gJ279zE+06DaOM2ho9/FkQ6rL9zGb/72x88Wgf9Oh+f7rNt4Lr/84Y/S0fYlnnnqaaamq+hwriEspPTrdBMYxRHKzJrotrw/5tKRmMO409Z/IQ0qIDGdjXXMiaNTDBybZsdzxxFG02jEczq8hrlU+ngOSJQqceey/wTMeogkm1aj7YZG2YohAdmcFnj3k8C69LPbYZ+jtAZFwuYC6Xj42QKZfIG2jj6Mm6PUNQ/PyeMJj1KhwwI1bgbp+xQ68wydeJmxsSkWrb+Q+evWsrA7R6Etz4lDR/ClpC3nMzE+iXSsZUGjFhM0arb7Fsf2pp10mW2BLRgZnsF3XbJZD2EkffO7aYaGiYkpDIKO+f3kip2UR4eJwyZ9CxZRrpapViu4cYSONZ4vcbMSPytRkSIIQ4JU2qVNYop8BqfsjGt+LrNutmM6+xnnAnmtjigQRVHSlU1h39l2bNqxNiJlwNGSDAijCJqaO+98mcPHxvjtj97E9gtX2C6kCXEdn5RJLoQg62d47/uu5KmnjzA0NN0C1YyYwwZM3zdlnyNaPi4/afwk75TWfEkYDLaznaQqzyKPiFAwf/ESfv6Xfolf/bVfO8tu+U82RNJWd7DXwOlTR/ndT3yMZ5/biTIuC7qLdLZlmBg5xcigx/yFy3H9ApVylUgZtBYtJrSVSyYeVHoWHG+xOT0H14Fcrsj552/g4u1bOe/8DSxd1E8+n8X1bDCaQUGydsZByKmBVzmw/yTbt29k9aplHD89AnjUajXGJ2qMj7uEgWUOLFzSzXvfdxOXXrKR9mKBQjGP0YZ8vog2BiksgKaUIsYGYkjpEkZ1gkaNsFHhycde4pvffppjQ+M06va6KxZzCCNxBeScEB3WcXPdYCSVakAQVyG5R0xNS0JRI1PI4HkuLgYRhfjSIQgjDArHgampCq+9FnHX3U+weFkXxXwRR+YQ0nqD9vX1sKB/IWDDGT4QKo4eO8Wzz+zm9PAoe3Yf5djhUVSsyXge2ih0AiA4zuyxT04ECEmxWLAsaKUJFJwamebvP3snBw4O8L4P5lm5bDFRs8GpkwMcPnyS8YkajWZiWJ/ct1rrk5g9947joo1loEexoqPNp6erxBXbV7JovsNzL51k78sv8qu/9EHe+/4P8Iu/9BHaOzrP1mv/wYcQgkw2x1U33MLl19zEkf3Pc2Df+zh+chhjBEbaLXnKkk+tUNL7sONYT1/Xlfi+pN4MCGJjuT7J3iQFh6QQZLM5Go2Y0JE0mk2k65B1BIHWjDYCeks5lDKMz9SYjASuI9k51eDFSsgrE2VGwohQ2CCyVA0w9zpKAZifeC9O6kT7eWKrKHJsLcSP1XaWkarnSCVnh0zsMqQAz/Noa+ukWm/SbDaJwpgWO8xY7ziZsMmMmetbl9YooBMbAduElLaR0LrN25RmpSzQ77q+PebShq4RW486x/MIw3AOnmWScAcLUkpXUijmUdq160vyvVrMOuEmCghbf8wmBttQCiFki3Epka3aUkqf1DPPri8NfDeHEGmj1nrSuY4DQhLFtjGc+gZbb2nHEoGEh+fZhlEUB0lo0awUtHVEknTZVBlj/ymxNxCAUSgRW8zBxIk9l53H4ifMizNsVX6sVrXoqpOQlGJix3CgoZC6RpvrkA0ceiKbxhtPNwh7Xfy+IvF4mS4nZn7GRbuSjOshsX7QtaDRYpzrhB1ngCAKWn7eWmtrOZOEQs6dxFprXGeWMTq38S2EII7T0A8JWqG0xhOCWEeUgF/5ue3/Yuv6TzVg57gut77t/Ugd8+zDj9DZbZlLKaI8Uxnmy1/6Og89vBvXy/LFL32drJ/hdz/1EYqFdoTwWhIiEAgHpqfHeXnn8zz15NPs2jPAxHTAAq/EJRecw4UXb+OcTRsoFUpok9BOpYs2how0CNXGhs0dFAcO8/WvfptX9g8hnQxvvOVmbrjxKpYtW4QU0AganBwY4bGHHuGBh59icqZpdf7SepnUgpBG6PDM0zu57S030dXVZr0uMCgdkW6DEl4AJKa02gSMjk7y+GMvsvPFg6xas4YP/eI7Wba4C0fGyaJiMBrGRid5/NGXGB8r8+a3XEFPbx6M4dDx09x7315uvfUG1q7sRghFpWzlWEYLpmdCpmdmaO/0mQwNq5d2YJSmVqtRqZQRAlzPEKNoK5UYG6jTjDKU2hyko5k3v5O9rw2wdfM2PM8wOVGnq1tRyrn8wvuv4g//9G7uva+PW1+/hc62HD/zM1dy191Pcd+PnmDLuetYumwBvu8n5o2GFasWsGzpGxg4cSFPPf0i//gPt9Pb28PVV21j3fpllEouGIFWiYkrEVI4oC3NXOmYeb29XHrJ+dzzo6doNiN8N92oCjzXZ8GCPl5345Wcv+08Bk8N89Ajz7Br9z5mGlXCyJDNZBKj8tQTK2HduC6O1BRyHsWCR7UR89RTe9m9+yjze9vp7MxTqwWEzYi+vnaWLZ/PzW+4HqNdDh86Sq1WZ2RklEhFzJ/fy6Zz1oASVMs1Gh0VmyTk+uRyeS7cfime5ycXvsZ3XbZftI3Vq1fxZ5/5e5555kWqzQCkw7o16/nYp36ftra2f5sL9+z4FxqCyy6/gYu3X8V3v/kFvvSP/8iRo0eoNZRt6sUaxKykVEWxBWKEmQPMmP8NvJhbCIJBJhb9yrRKGWsqi5U8qppl6lrvESzVPgUKSc39E+lDCgYZGxyWepBIIZHJ3iaViaUJnOla5/sZgiA8A2CcC86ljOp0M+w6trhQRpDJteNm82SKRebPm0++qx+ZzaMiRawEvp8nakaYQBGGCulINBKHBvteepnRUwdZufZSvO4OMvkeTNZn1bbL6Fm0kdrMEGbiNJWZGeoNQ0dbiXqjQaSMNTrGplvNAkCWZSiFQ39vkfHpOp6ToW9eL7S10xu6FApFepavZKYcMT08xsiRA1TqTVZsuwYtfZxGk/FTR6iXZ6hWpyCq4WiN53nkcsnmXWnC0KYYRsqaUdvud9qNny2YhEiZjrPF0mx3kzO8SFLgzjL2ZsFfM+f4m7RATf5bGuw6LBI5tDa8tus0H/n1r/ChD13D2966jY72EsbY9EW0i5CSUEUcOXYCKedKWizi63oecRQmG+FEfks6bdPCMf38lpEphWz9TcrGaz3Hrttp4WzsE3FEEoDSaLLx/Av40ne/y6JFi/75l+vZ8R9mGAzNRoW//cwf8/xzO2xSoSsYGp1iZrpCo1rh6OHTXH55jfmLirTlra2AUh60QGFJPCf1c+5a7EhJIeOzeFEn737vm7nllhvJZDIIJI1GaFnBjpUjSemgEsBcCIXn5Vm8dAnjE1Occ+4K3nDr5RhheOTxZ7nj+zuJmoplS/u4/nUXcs01F7B500qyfsaut2lwjDFEzYAoZRBIp8VuaDSqhEGVmalxjh06xZe+/AiHT1UxRhErQ6mUp1DMU56qki90cuVVqxk8PYzv2iPXrKuWx8e58cUAAQAASURBVFIbILwCKmgSxopCPkN7waFgJBknz+GBSfKFPGGkqNciypUmjz7yClK6vOtdr2PZsixaR7huJkn9jsn4ebJZn1wOzt28mnM2LqNaq1KrxTz5xIvceccT7Nl9JNm0z5HmGUMulyUMI+I4plDI4/uStvYOmo0GixbPY2xsgmq5xp13Psazz+/m/PM3UZmZpJjNMDQ4weRMjTAOW+dYJX6iaTgPzDYMjDYI1zamgkaM70i2bV3DbW+9jv0HT/HFL9zBk8/u43N/9zccOnSIP/rjP6evb/5Z0O4/wRBC4no+y1dt4obrr+Br37iTWhBhva/svmWWWmbnEIB0HTzPRSAIAusJrJMgMJLGqRSSgu/iug61hgUrmqGVZBqlyOR8slIi0HTkXYaiBqeUw3g9ZrIRc6wacKxWZSbWaHwcYZIG7VzWvv1cJGAZ0GLtCyHRiXTS2m4YfN9Da2HToYSTgHmzqorUv0wk6jHrbZcoFhwnCeaAbManPFOmEaSMNWv3Y2tKkbATEwlx8jlTeyG7x571GROOlXRKYWztouPkT4htgnut8ATLXrOsQiklQsf4Dmhlm6bSdbBpq8LW5EmIRbPZtE10rZJzFqDQ9Ha1gWPrDilFcowBHeMIy1IzOBijbMBakgRr8QyJFFkUdTzXRwgXozVh2ARASYmyDB8EDkYlstbE01Q4ImEYgpD2OMVKJNJsg5us4ynIZ4FCaz2V+uClZaQjHQwSBwcjVevYax0lTEbHNugRCUNwNlhzdi4lYXbGkO4pSJ6rlKIiYl4N4c5mAE3J1mnobfORWmCGJqjVfXLZPJ2dnaypj7Eq5zLdCPG9LLU4soF0KsKTLgkl3pIFhCFSCn8uAAekEhIhrR1OWg+n81wnEvVW7SsS+yGjcRNvRB0ZfD/iktUX09b5+v8/VoifPH6qATuAfL7E69/8foaGJ/jut+/k+usvYeWKpZTrY3z+81/gscf2YoxDo1knqIdce80VzO9fiJQeVnRtO2FBUGX//l08fN9jvLZvgKHJGRqNmPXrVvHWn7mNK6+4CCeZqFoHGC1whJ9sBALK01Ps2fMqjz/+BK+8cpiZcsT69Wt4/wfeyeaNa5FyVopkFNQrM4RBk3ndnZQro9bwMy3YACkctm7dRLGQswwNTFKcmSSVJfUUMoRBnaHBMZ54fBcDpyeZ39/Ph37xXaxY2YPnOIBNWEmLiOPHB3j+udcYGpzmZ972Ovr68hhj/US++e2n6eqax9VXrUWKEMfJMj4xTndPG1pIKvWATNajmM8zLV3ieAYdBiB9pssNtIroX9BPb988pAmZHGviZrPksnYqLVnSzbPPHaHeDJASytUGmXyBYs6wZlU373zrpXzju8+wZkU/mzYupFh0ecMbLuOpJ17lhef2cPDAKS7afg69vZ3J4qRwXMPylb0sX/kGbrjxUvbsOcIjD+/kjjsf5dJLt3DhRZvp7OxA6BgrB0yZJoAQeJkM7/m5d7Ji5Vru/dGjHDp8lDCO0dqQlZKli3tZu3Y5C+bPo39eL1u2bOD4iVM8+vjzPP3k85RrFQo5j0Leo7eni46udjo6u223Jg5ZsKAfjWZwcJQD+48zNDTB4WPD5Iaz+J5AK00zrNPekaOjo43N517ItddfizEk3ocR2WwGx3WIo5hapczk6DjFUpFcqZ2piXGeffpptl1yEQsXLE08CuwNpLe3h49//Nf40j99m3t+9DCBlPz2f/1/OHft1rOF33+Q4boeP/uuD7H98mv4m7/+n/zonvuYnpnBJMa8KklJtRuv2Q1ZC5z5PzDsWmMuNV22WN60jFQxiSdF+vsJ9ZtZZhXYvphIJZvMMrpaP4M1Wk7WwPSGl25iLVg392Od2YlzXRfP9/EzWSKlbaKTVvQuWsGCJSvJtXch81kco9DCBcchlhpP5IhigXYkTlYQaB+pFa4IOHH4ZSaHj7N49UVk2vtQcYxLlqlqA9UQKLdAqa2HrCMYGx6lXGsQBAG+5xGbmEjbtdv3fXzPI2gGxFGE4zgUcz6ZbJYgKuO7PtlMiVxPD319y8hlcuhslkJeoL12jM5yct9zTA2N0DZ/FYHM07O8C9fzqddmaFYmaEyPU544Sb0xbRktwpDLeuRyBq08oiimGcY2qTJlgIg5xz5ly8057um5meuFl3YLpZQgUialPuO8/Dj7MU66+ybpwmpjiFCMTzX50z+7nyee3M9HP3oj52xYiu9rfE9QazS4574X+MLnn2V0pN6aY+lpD8PQsjVbn9cW29Kax6ZY6Zw5lM5dkXT2LZvTTQJPpHRaTDpDUmwKg2MMRji84+c/xBvf/GYWLlz4E67Cs+M/06jVa3zm07/P935wJ81QtWilQggiZThwfJo3vvltvLbvIPm2tazdsJ7OB44zVQcRaWJjGyGe47YAb8so9cl4sHzpMq66agtvuu0mli1dhPVkUjgeFEsShJVzmYSqnJQy4Hr09C2id57D4iXLcaRACM0rr+zlgXtf5tjRcbZfsol3vfv1bN++gbZSDkd6YCRCaqKoSTOo0Ww0KBY6caRnrzsTEUcB1eoMcdTkyOFDHDo0yHe/8zwHTkzbBo2218yyZfMZODGEChVthQJt3fPpXTCPw4dH8HyHjlKOWiMgwq4LRsZ4rqC9UGBhfzcduYBLX38rp4cmeO7lb1Crhaxau4gjB4cJgjrlasA997yA73v88q++kY5SJ1J6eI5EqZgwDBL/K+vb6ToO3R3z6OkULHxbP+dtXcfzL+znS1/6IacHx3AdSU9fD9PTFdpLGdo725manGH5yoVs3LicWjXg1tuuZtXyJcyUywwNDjM9XePA/uPseOkAx46eJApjgmaQ+IklYWfJpBCu3RzHkTUk18qgiXEdcBFIBFGsKLa109HXS0dnJ5dc3IlWEUePDXFquMyD992PUb/J7/+PP2XBgkVna7f/JMPLtnPLr32KweERnnvmJcq1OqFKvWWTX0qapJ7v4HsWRApDhVIG33MQ2thrLfVlS5IpgzAmihVRbBOJcxnLFvMw9ORdisLjZEPR40jGDBytNTg2U2e0GRIkSaxCgDZnMtbt/VYhcFusMp16FEMC1lnw0XVlkj7vt4CZ2aac/Xp2bUsAG6GRwpDLZlFatMAdbQxxpAjCGnFsU5et9ZFIADGdrAnSspnnsA3BNhDTkTL0UxZeSwppDAgnsSkJE7ZZUkckHzcN+RJGIaRDqGKbBupLG05mZpOyo2aTWt36XRqdtA6FwImt1NamiEpyvksUxVaMKQQqiiDxNRTCgrepMsX6tUtEGiCRhvggyWZylimtYqLYht44MgVUZ+s9PaeWS1l5QoDjegDEKkrWVg8pLFiodZT4/3nM5c2doeCQDqkHYerFb61fnFYzf27jKp1LKatdmnTOzwLAQtomUlVF7KhW8TxJXcHlGUlPTwHqMc1qwNBMA6eUo5DzWJpzOOAJ6kLiGEGsZCtB18WSGyK0lSEbCILgjABPaZIgS2E9BhVxiyGZfmchBE5SW7uOY+2tElakMgbfjdiw2ONPPvwr/6LEmZ96wE4IQVtHJ7/w4Y/z4F3f4+vfuYtcxmG6OsWLO15FxSCF1cVffPEFvP8Db6dYypIa/xlgdOQETz35OM8/s4vjA5OMTtVYu3otV111AddccxndPV0W8JrLRhGK6fIkBw7s59VXX+OFHbsYHKzS0dFOodjG62+6iJtuvo6Ojja0jlAqoSsLQaGQZ/WaDWR8l9GxcY4OjCLjZPHQgmK2yPbtF/Gzb78Fz2POJDUJ0mwnehg2GDw9xMMPvsDxY2Os3bia977/VubP68T1UwlakpSjJZVqlRd3vMLEeJkwiLnxpitZtLgLdBO0y3337WLf4Uk+/Mu3UMgrDA6NhmJ8vMqiJV0I4TI6UqZQyGOIcaRjL3rX5eTpYU6eGiXSgpHxaTzfZWL4IMNjZTKlDF6SCDi/v5OBk4NMT4V0dzq0tWc5NVBm7ep2wOGaq9bzyt7jfOFL9/Ox33o7/b1ZOjoKXHn1Vu65+0k6Ogs898wu+nrnseGclZTaci0pFETMm9fB1Vdv5aILN/Dyrld58cXD7HzxICtWLuDS7eeyePF8XDeN/Ib0rlAo5LnxxqvYdvEWnnt6J9/73g8ZHZ9EK83xY4O8svs1SsUS8/v78X2fVSuXsmLFYt74hqt58skXeeyJFxgfG6J3vscl2y9ky/nnWtaQ4yVeW1bONzU5xYmjJ3j++ZfZu/8wR08OIx27IO3de4p69W7cjM+mc85DSodMJksuV0jOfYzneXR191Jq6+TJx57g9NApHOHygzvu5YGHH+e9738HF11wCVJ4NskSmyz2tne+mSeff5Ftl1/PeRdcdLbg+w81LBt06dLV/OH/+Eted+PDfPGfPsfzzz1PtWZBLpEEJThGJtHrs8AF2I5urGc7mvZVk45RWjsZa/aPoZVEZpQtfpSay29KATcwwhYiNsghkW+Q1JgJOCKSpymjW/5nlqXHHMDFvlaK2GljENJ6Yvh+zko0Mz7C8fCLXXQUigyfOs68JcuZv2Y9pY4OwnoDYUCLLGhDGGlkpoDGygik9NBxjMAjqE4zeng3M5OnWL76UnzPw9MOvp8lbhiiikF6RWQmi65N0N69COQefM9D64hMLouMY6RwiKKQmAijtJWdCB8pBO3teco162GX9XOsWLWZGeqU+hcyNVGlOtUkUta/xc8VmL/iPCZOvArGo7hoFfVQQ7OJMOBlC2SWlOhduZIgalAdPU1YmSYKatSmhjEqxBEObYUMGo3SNqgkVrbLbTBJQWTQOKTJr9rYwqVVPSfzQyXSAJuOK1FCJBYws6BfS0KbLDV2NRItGbZSyt6Hjebppw+z/8Aw73n3dt7ylvPASO5/eC+f+4fHGB+z31HNRYQ5U75mjLElqhCtsLM5n9rO2WRSznrVzc5Tz/VmDafTaSwNKhbkcwU+8Xu/x4c+9KHZAvLs+E86LOvi4Xu+zbe+9hVqgb0OBOC7VrHRDGP6Fy5nydKFbFyfoX9BHy/u3EUQC5pRE6PA2nLY2ek6buvnUnuRjCfYuGkN73nfrXR1lnBdlTBPHQxxi53VbDbJ5XLJJWmvV8fxyOU8QOP51mPugQfv5/ZvPcWJE5Ncfc1WfvM338WaNUtxEuZ0FAVUq2WymSJR3EQpTSHfjpRuyz8viprUKhUcV1Ot1Hn+mQPc/oOXGRwv47iWwZHPZli4oIOgEVKvhmR8QVtbjqkqvPLsAVzps2HdSqq1gNqLETkVoKIAXFjY2826tcvJuIJMvg8v14syZfrmd3Hg2AhaRSxb0cOJY6NEUUQUa+6841nyeZ/3vOcN9HR3ttL7pEwl+xaI930fITWO4yOly8aN61i9fjULl/Rw+7ce5pFHX2JiYoorrz6fqFlj+fLFlMvTGGXYtHYRCxZ1smnjanKFDN3dRVavWoIQkvCmgDDUnBoYYceOV3jokad59ZWj1OsxvqMJwiZRNCtBNNqcGQxlLPvCdQ1aw6FDBxmbOE1vbydDJ0/y6su7WdDXyanhMmEY88D999EMmvzpn/0VCxYuPrsO/ScYQgjOW7qa//aH/4vvfO1z3HH77ZwcmiA2oHRaW0kcV5LJ2P1YFFrWkOu6ljWWqBVM4omdWCtihAW00yRq67Fm8KSk5PlkHBdhDLumQqaimEo9ZLTepBIbhPTOuLcKY7EhSO/Tc2WxaQM42b/qGMcB6bigHcCzdaEObUNPuwm7zjL4dQLwOI5ECB8pEnaXsDVqnASRGWP3WK7v2pAyY1M7lYoTANDKPUnktclHJ73hi4SFjzEYHVlLkeS7OK4FFB3HxXUEURjiuJZ1LObYc6QSSEfa92sBOcbWGxnftSAqAs+TlAo5gki3GMdSSjpKefIZG2zjuRKZRrQJEla2xsS6FahhEvKJSevypCluZdMK6XoWo0zOt+N6STCFsmFyLTVKAggmSbiOTFLLlQUlHVdiEDiO/Y5axbiuj+tm0NIjilLvZcuBTAHNtJslEoANYcN2moFNUddJYAPGHs/UwsfMrTVlahVBy48QkcitHQejFY3I8MJEjeFCyKjQvK4nTxcuZaUYqjfwXMFg7HKybnBkllqjhtZYMpWB2GiESgzSkr2K/Vwy8ZxPAGqlbYCeTK4rc2ZzuqXQSBRJHhb7iY1NuPVNSHdfjls/+Gk63vKz/0IrhR0/9YAd2ANULLVx6zvfx0VXXcmP7r6DwYGjDA9Pcfz4aRxXcskll/Brv/IB+ua1z7IL0ExND/ONr32ZPa+c5PRwDSElF59/Lj/z1lvZev45tpOZtOoNEOuAmekpnnn6Ke6/7wlODEwwb/4Kztl8EfN7jxM0A2684Qq2nHsObR1dzDV6nNsQcT0fKTXNMERpiJXdPPT29XLrLTdx9dUX0taRm6UFGwelQ4y2jKsjR4/z6GM7GBkqs2LZEj7w81eyaHEvGV8AMam5p0GjlWFseJzHHnkBBwdFxLx5/WxctxCbsuiy/8gJ7rz3BW685hIuuWgNWgVIz2fg1BDC8XBdDyE8xsdn6O4poFQEOGRzPs2gwdrVy8jnM9DUbN2yDg+HmVqFaqAodBmUAaUMHR0lisU89aag20CpmOPll06wbEmJXFbiZzK8611X88d//B3uvOt5Pvjeq/DRtJd8brvtKh5+8EVWrFjM2NgMt3/7fi7cvpnV61aS9VyMsExCx4FSW5ZLLz2PbRecw8jQNM889RJf+sId9C7s5vLtW1mzejm5XM4yLbWyNGVp6Gxr4/U3Xcu6tSt54MHHeXXvATIZl1w2x6mTp3Fcj57ePhzXQRqYN6+Ht7zlWm6++Sr27NnPgw89xd/8w+1cc8UJbrjxMub3L8DzMwkbydDd20t3bw/nXnAulekyO1/awz0/fJgDh04wXa3TjCLuveNuHKNZv3ErUvqz7BXjAsamUroOm7Zs5vt33MPAwAiNMKJybIzPf+4rCAwXXnAJljYsqFYb3Hnnvaxcu5GPfeJ3KRQK/6rX59nxrzOEEGSzBa694RY2n3sBf/zfP8mdd95NMwjRxtLWU/+31A/E93x7o00kE0AryTVN8iJNWLUITlIIqVZ0uk4YHrrFlhOIlK2FbYukK64xBiPTDcts2mf6TJvald6QW1/MgoHJ55HSGpkL6SJdH+M4tHd0It0sC5atwM0WqU1N0N2/mJ7FKxAxVMt1C+xphXAUsfBxCz5BI0Aa3ZJDmDAgLA9wav8OmrVJlm+4gmKhGx010WHTpqopTRjFZPMOxlTxAS9XREiJdByUjpAO9PW1MzFRJY4ijKFVkDmuYOHidubP6+Dll48hpYt0PRohTNer1MbKBKGgUg6RXhbHyYDfRq7DYb7YyvCxF2mWx+lbsw3jZwjKESYWoBXSFRTaOih1tFvAPooxdcXY4BGmhk8T16cJGtOWfed7aCSR0sRxnHhtGBxUi52JmQ0HsWDtmUxMW9TajQCJQe9cr7sUzNDJU9MO+tx/18nUGh2v8Jf/62Huvvclevrb2f/qEOWpEK3ndn3PLI7SV5LJrBGIhAVqZcdziy85yyVMNjGzcy+byRAmib1CSlsEiohN557PV7/6dRYuXHjWr+7sAKA6M8mrLz1HWylPrTFjpTnaWmAEUYAjHSanxrnr7nt5220XM3z6EE8++RKVhkIZMMhkGdU4jsRL/HbjOGJ0dAIpBYePHqPRbOD7XaTsB2NUayWVUpLJzKa7tzAgYzBaok3EkWOHefrZ3Xz9y/cxPdngPR+4mde/7hKWLuyhWavhOz7CtddrJpPH87L4GZ84jtD2gxLHAUHYIIwaIDRPPvEid/zgOV7Ze5pKPQAsYcX3XLacu5qxkVFOD4wChpUrl/K6G6+hXC0zOVrhV3/93VTLIzz44At4ro+WvmUZui5KB2Q8xXnnbeELX/gew+N1Nq5exMrFPRw6MsjxY0Ocs3kVGd9vJWs3gphvfuNxZqabvPvdN7Bi5WJc1002nlZJYYymWq0yNT3Jgv4l5HNFBBLfc7jx+itZsWQBmbzLAw/s5OD+E1x99Vbe8uarcF3B8NA05coUxVInzaCO69nNYy6XRwiHjJ/D8wVrN+RZu3EFb7ztel579Rjf++4PeXHHHqoNj4mpgFhpoig6k7UsZm+ncYyV8GZzPPvos5w8PMDuPcfZvecEg2M1wii2IkBtePKxJ/jd3/kYn/nzv6Gru/dfd+KfHf9mY+HSlfzqx/6A9Vu28Z2vfJm9e/dQbTaJFUhcXE+ijEZpQZQCQCnbU9rawxESVzqoWONJx4ahoJHSJetbrmdbxsHVMdP1EJ2J0JkClUgxWa0xUG0Q4iCFSUoxSRhaf17PBYwh1vbzzN5qUzBJo01o/b5cOVtbYBlvLasnIcEkYJ1RSU0lcRwPY0zimwuh0nNqjQSIkml9KC3zXlvAzhEOUrhEqolWyXuTNIETVpvRerZISaSvFpxyLbvKcRJGvkSpKGEOyjPO0VyGVRRby6YU9Em/l8QqqpCJ5k0aPNfF81yCKKKjvYN6ZQbP8ZMmJUQqxvNdmxQrUumtTNhlprXepcfbJHYgQiYBZpwZdqO1wZE+AoWWMcZoYhUl32GWnadVZF9XqNYxk9JBaXA9DxVb0A8xq1YTyKQxkYCM9ln2uCTn2jaJ4kTlOAvM2rXRO/N4GlvTGZ00fGXKzmt19u3xTcDLuoo5WldESEaOjHNjfy+6PkPOcxmanOGU9og8SRBVEwuIxLNO2/kSGY0Ss+CrMgbhODiOba4Iz20lgBujEGbOXiVhIqRkiFRWbOtjYdnqOuLi9Rfy8T/5UzZfcMEZfnf/EuPfBWAHs9TJhYtW8r5f+A20jjmwbxdf+eI/sOPJp1i5bAmdXXlayL+Ber3C3Xd+j527Bjg9OEV3Rxevu/ZyrrvpKpYsW2Jf11hUNYrrvPrqbh556An2vLKfmbJh4+aLedeH3kSpvcT3vvqP9HV1cf1N17CgfwGFYluLvYIQyeKYMEQ0nDi2jy9/5bu8tv80Ekkxm2HT5g286U03s2LlEkoFHyENGpXo5gOCIGDf/oM8+9QrTE1VuODCzbzplpV0dpXIZPwk4Sc10rSTrlppsOOFXZw4Osyll25jdGyQ8nSTq6/ajBQWEZ+uBHz164/RP28ht77xfBACV/po5XD06CCLli7GGEMcC06fGmXJsl5ipcBYdkWlUmFy2nqYeK7tcNYaZcIosKEO+QLgoGIH13Pp6Mhz6tQEC+bNx89kyGYkBw6OsWXzQoQU9PW287a3Xs1n/+Feli+dx43XbsTomHwuy2VXbOKOHzzOpVdsZd36Fdzx/Ud48MHneMttr2Px0l5wbJpgmniUz2VZuqyPBf3XMTVZZdeeAzz8yE7uuetxNmxYyTmb1tHd20M2myWKFFrZ7kG1HrBxw0Z6e/pwpMPUzAwHDx3nyad3UG80KBaLLOhfQFtbiULBJ1/I0dWR5T3vvpmx8Sn27TvGX/7dN+gs5rj6movZvHkzhULeRnJr6+HS3tnBddddyaUXX8DOHbv4xnfu4tjpEV546RCTE1/n5jdMcv5FF+LnCtYoVDpI4SOEIVYBBw7uZ3R0nDBSRLE1hj49OM1nP/d1pmeqXHjBhYwMT/CD7/+II8Mz/MXf/AVdXd3/Ztfo2fGvM4QQ9M3r51P//dN0dvRwxx23MzE5hdK2QIkSJp3n+S3Kv+THmgoipbPr2cegBdiI2R+T309htpQ/N+fzMFu/mTmgT4KjJIWTBfaSPmzrldJmRxoYoY1GaRs4VGjvpmv+QvxCkWqlRj6TRWRzCAfGRgdZsulCCh29NMrTuNKhMjlOrrMTgYvQBtMI8Q1EjQZxs0a9Ms7kqaOUp4bRQZ1CcR6FTBuOITEvbkLcxFjiPMZxCMNJ1q1aSFQPCIOAfL5AtRzQqDUpFvJ4vl3zdBIP7/se+UKeXCHD2GiZIIBMLoPCIB2PxT2LOTQyA5kOZCBRQQhubCUTscEtFGjrXsnoyd1EwQx9a87HyZcwmRzScYilIWzU6eiykioZaXRG4WdzLFi5Ecd1GT99nLGBgwjHxfWztLd14Lq2IG42asxMjBKFzQTAI+l6py2r5GwKW9DotAuqbXrW3EIlBWhnuZpJsiZnFrfpazhCQKw5cmiKQwenSLQczFGr/ERWyVymNHP+XSZFlHW8mWW3pN6IJP+ttabeqCMRGCHJINBulj/8oz/nbW97G6VS6X97z7PjP+fQGqJmjauuPp+MG/H5L32f2HFpNENq9Qapkfmxk6eYmp5i6eIOxocPse9QlVAZtHZRKl1DNa4niMLAzlGl0QZcz+XUqWG+f8fD/Oybr2fBgvk4bmrg7RDHUcKUSaXcMrEjMICi0azx4su7+Id/uINX9w7TP6+DN922jTe+4SoW9LXjCBfhSNs4ltlWqJmU0Gg2iMImjrCs2XrQsO9tDHfe+Thf+drDjIxXMcYB6Vg7BCG5/Ir1TE2WGZ2YoRlFdJbyXHDeBo4cPsDxkyfYtGklK1Ys5PjhiChSRHFAHCZgYdGjUguZKjdZvHQ+r3/d5byyb5Cnn32FfD5Lb0+J8ek6g6fHWbS4hyOHGwSxJo409TDmvgdfotmM+Pgnf46OkkMuW0D6lu2YmsN3d/kMDg7R092DdMB1s+SyWdasWcbvfOL9YBQPP/wKzz/3Gm9446WsWbqczs52cvkNxLEin8uRyeRboFvKTHFSGb0xdJTyXHD+Ws7dspodL+zmL/7sC8zMnCaXzRGGYcsbz26wrZdoTMLoDSP8rEdXR4GDrx7hqWePMzwxQz2IUCZhawgBUcRDDz7In/3pH/Kp//oHFItnfYj/swzfz/C6N7yN8y+4jJPHj3Jk326Gh4Y4evwIhw8e5sjJUwRB0PKaNcYQJfM/Bc5SNlN6b09TqqPIppI60kcq632XcTNM1GKGa1XqsSJUBqRlo8dGE6tZHz1bO6YBVXK2AhRJc9hY2pbrWmAQk7D30+DE1LJCxwijcYSHkT4ARlk5byq1hcRf1wiEdK3sX55p86KUBRKz2SzZbJ5KpYqONEamoNWshDGtP4zWaG3BIykzuIk/nSXM2D+zjEXJbFVL6/dmm5WzoJKtMdLgQwdtDDq29WAhn2NkZJqqVmhjCBoNMr6LlFmiUKOUvUc0G2l9ZZAOaBMjcc9g/M/KiC1AJ4U7G6BhDKVSkUqlMlvFCWnBVZl8d5M0802UfitA4HmJ1509WKS+04700TomioOWl58xdv8vsExK2yxVlnGIDf2wLy1BC6TjWra5ViCSPySBGmng1+wEwyaUqyRcxX5GYwzZbNZ6mBoIlGK40eDFaUGdUbZ05chHEYOhy4lqndOBwslk0bUaAstwj40NDUnPYWr50vKnw4Y6uq47G4CirO+gSbGd5BxYwHhW32EQdPfN41P/9Y/o6Oxk48aNzJ8////NJf/PHv9uALu5w3VdwOWczRfx+3+8ifvvvZ3P/6+/IlYBr3/9DfTN7ySM6jz08F3cf/8OTgxV6Ovu5IorL+ZNP3srvT0dCKxhbK1WYfeul3j0iad5+eUDtHUs4LLr38mNb7iNZcuX8vxTj/GVv/sMF21by7U3XEFbR3cSGw2ChFuKtJROo1BaMXT6JI8//BjHjw6xaPFSLr74XHq7e+jt7aarpx0hIqq1kFhFVKplwiDg8OHDvLL7IFpnuPjiraxeu5DuzhKumxiJylSqa9eWKIg4dvQUjzz6HPlcO2+89WoGT5+mVo+58eaL8B2BihXScbn/gaeYKSs++P4b6ews2o2z4zAzVWVqOmLrtm4MDuWZMmPjM6xbv9AuXEKgNIRhAEIQhAq0oFatU8yEeJ5Lxs8RRQalBODjygw93e1MTdQwxhpSrlu3gkcf38XqlQvIt2VxXc3FF63nhZ0H+ca3Hmbp4j7OWd9PrGPaO0pcc+0F3PvDp7nqmkt4z/tez513PMXf/f1XuebayzjvvHX09LTZTaNFHTCAn/Hp7++ir/8Stl9yLgf3D7Bzx27+9vGvoQ0Ui1na2tvI53I4rsR1XfK5PBJDW1sb7e1Fenu7cRxJGIZMTEwSxxHj4xOcONlgemaGZiOkWqkQqYDOrk56Okoox+F7dz7Gd757P4uXLOT8rWtZt2YVPT09+L4PQpJvK3LlNZew9fyNPPTwU9z+g/t5ZtdhDh7/MpsffZLVKxeT8TOcf9GFrFi5PinONevXr2freVt48onnybgeDa2p1hucGpjgr//6ixSLt9Noai684jr++u//ip6esx3Z/0yjt3ceH/9vf8jVN9zI5/7uL9m580Ua1QYIBxJ6f6PRsNR5ZQsY37OyUGNMcvkIa5eUyGiTS2oO+c32z1RCtftxOEXOueGmYSzCzEI/dtgiwBHyjBuf6ySFZwtsccjmSxTbOyiUOoliRa1SwfVyuI5PrCLqw2OMDZ7AL3ag4gDTnKE5PY5XKJEttWOUQ21yikypk6BapVEdoz41zfjgEbQKaO+cR1/PUibHBujqWQQIVBSSzeSQjqRar+D6BYR0iWozNCpDrF56GU8/8ywg8JwsUkjaij5LlrZTfa2WSMtiEIaM51PMSebPb2dkZAZjYkr5IsYIvGyJTN6ndmQ37Ys7CGKNiGNiEyHdAi6Wnl/s7iRqLGTw+EvMlCdYsvlCCl3zkV4GHIlSDvVaiOtgu4PZDKX585BKAhEL/NXouMHIwGFEM6QZKfLZLMVSib4lK1i09hymR4eplaeYnpggaFRsIY1lVaeQrDEG6ToWDEvOvTazKXGmlUYnW4xLLZIk7rnSMJIuKoIYoCWvPhOgO5OhIlpzVCaMTptUO+f9k/6YIGGNitnnpb4oCCspEg5I4eJlC7z51lv59f/yX1i+fPlZVt3ZccZQkcKlxiuvPMMDjzxHbIQFb5LVzPN87IZPEseGv//cvUQqplILiJQNgrGhJ3Y+NupxK4059ceJgpDTw+N87Wv3Mj40ysc+/msUCzmktJu3dDPR8hzSiZcdIQMDg9z+7fv4zu2PEhuXa67ZyjvfcTMrli8mX8ihsUwbFUU4jovARToQhBVOnDxGNpOlt6eHMGgkm5WY8bEa3/zqPfzgrheoNwzGOAnAZzd0W89dTrPaYODECPV6E4Nm/vwOyvVpjg5M0dE5j1XrVqOVQilBT08vew6cBjRGw/hUhVwuw4IFiyh2FLnshmu59R0bGD11jD07n+T0WJnhHfuZnqrSP7+dxUt6OXho2DY/UTSbIY89tgchv8Cv/sq7WLrEt7UVGpMcK8/LUCqWaDYDRsfGKZXiJLgjw/x58/ntj7+PFSsf5q4fPM1f/cU3+JVfeTtbNq8h4/u2ge24Z2yM7bqQSOgSFY02Cq0VGd/jkku28urrLubowJ3MzFRtGFA+S6Nexxhob+9kamqSbCaDji0D23U9tlxwMQODjzA6NU2tGSGFi+OIFsDgCoGOIr7zja+w/eJt3HLbe/7Vr4Gz49929M5bQE9fP+ddeCkA5elRHrz7dj7/T5/j4JFBdGwDFpRSCKwcL4riJIHU3r+lIxKJvQEjk/pPU6k30FJSDgIqRlNyPAJtqAQxfiaHm+75AttElNKykILYinMdRya28A5CGBvQYDRpvJNdU3TLM046sxJDEuaYdLKADegyWEBl1g6DROKaKNcSppyODalEMo7jRBRiXzOuNy27S7gobZOhU/atIQVkLPjiCC8BMROpo0galIlfnpA2nVSnTT/sOp6GeogkzMqyB0PLwhLgeAJi29iUwqURQD6XY+GieQyNTtpWtdEg7J64o7ODkeERgihKAtgctFYoKRLwU9nvoCVCuLb20jppllrwTTgStGW8CRwazeZsYz25/0hj6xvjSBzhntGUt3W59bBTJsIXHgiJJNn7k6gR0nuaFK3kc0vm8RKWoyLWGsfRsz7XxEgpcZ0MYaRa59N6ZSurtElYiI60Ka1GSIyxdg+2UZUyC+2evAXAAhUV0yw3KXg+vhswL+szTYyX85BRRLMZWu/iOMbLZCz7ck7dOgu8psF5II1Ax8r6LroOgVIJ6IwFcKUBrTFaoaVE6xAhXGIi/p8//DPe8IY3/MSG87/k+HcJ2KVDCEEuV+DmN72TRYtX8OXP/T2f+uTvsWDRPBrNCkeODDAx3cT3XRb1dXP+uecwMT7AwPH9nD51itf2H+TEwAjIEpu2budTt32Yzedvo629gzgM+MaXPs9rLz/Nhz74FlasXpEAhWm6iiCKLR2/UqkyNTXF8PAoM9NlpqamOXJ0jEZg6MvkGBudZPD0CM1GgOe6hFEAibZ7cHCEZiPknE1ruOTSS9i4cSWFomVZpciu4ySFhLTI+szEDPfd9wRHj43yutddxco1fex5aR9xJLj2um24rkBpg+N6HDg8xAMP7OTyyy/mnA1LUEbhuj4GOHp8CGUExZIPwmVmepwgiGkrZmY3YMbq4V98+VWagSKftTHYOtZ4jiSfcamU62hjzT9dL8fyZYt57qVjBOEq8jlBV3c3wsDQ8DQrinkMhkw2w7vfcQOnB77BV7/+IJ/8+LsotUmMiVm0uI9bb72WB+5/hm16M29/+41s27aB793+IA899CTXXXsZl1y2hWKxzZr7ui6prssVgo6OItsuXMfadUvZ99oRvv3N+9mwfg1v+Zk3JAk4tnhyHDfxW5rtWFladhrzbDX+Rmt7I9CKZhBQnplmemqKsdFpXtm7n0kdUK42ePCRZ3jooafo6Spx0fmbueji81mydAHz+3sxCEptHbzp1pu44ILzeeG55/nhj57g4Sf2sGvvUXo7SpwaGuFDvzgfP1NASklbexu/9uFfZMGCRdx++93EcUyjGRGpAFM3LFt/Pr/y4Y+x5dzzyWaz/7oX39nxUzEy2SyXXXkdm7Zs4/lnn+SfPv+37HnlFYIgpNGw3VijNdJJ05rSTp3dPNqArNQsWKMTOeuslFW0WHip/HFueE76+Nzu59ywC5EAOClQJ5kNNRCQmPFCplDEyxTo7u5lcmyUoDFEW898srkCM+MjVGamCOplwkbd+ikV2qkMn0Zl23BzFkSLaxEqKCOFw8Sx/cTVCjOTJ6nPTNM7fzHF9vW4Xo5mvUI2V6Wjcwl+toRqNHCkQxxFNs0MUCoiqI+iVcCJ4yOMDB9HCElHRxfNxiQI2H7ZajZs6uJHP9zPiRMBRhsWL2vjsstWks97HNg3RKmtSC5foFopMzheZt78+ZhmnaBSxXU9pHRpNKx0QWRcaIaEjYhs2zxcJ0PWOJza8SzZri76124i295vE8k8iYk1TSR+rBCZAg4eUbNGTJ2FqzdgpEE1Q7r6lzA1dIqJ8VEq9Rr5QhE/k6O7fwnd/cuYHDlNo1yhVp0kjgIrlUjRMJ36Drb45K3NZcraVCb1i0kkL+kca801zpgXPw7m/Z8epzX/Zj0Zf9KYKwmxxdXse9s56+B6Duev28TiDRv4n3/+52fIDc+Os8MOgxAh4+OHeezhFzlwaBAcD4TCc1w8R5LN5qg36jSbARnPJRKCmhJUo5BYGZtWn0htpDYIXAwaI62PlFb2etJaMDlZY9fuI+zcsZ/t27cgnQjXzyNk4mOcyIu0jpgpT/H0Uzv51jd/xNPPHmLJ4gX8l996J9svOpfu7hJOIlPTwrHJgxlpfX9qUwwMnEY6AY7M0NMzLwHZodGss/eV1/j2t5/kyWcP0YgSk/hkHysdyZbNy1ixsosnHn6FKHDQytDVWWTzuRtZvWYd6zdeQP+C+eze+QSjw1WmpmucOHk6CXrRaDRhLOnMFtm4YS1CS3a8vItf/uV30rdgBbEyHDk9wo6XDxFHhtMD43R0lVi0qJvxsRpBoi7QSvHgA7sozwT8zu/8PMtXLLLghLKG4GEQ4HkehUKeZYVlIAyDg6eRwtBWaqO7s5f3v/+NLOzv5m/+1538xZ9/nQ9/5O1ccN56HOkh5uD2KYuSZEOvtHVVkVLg+xlbL8qA7Zds4x+/+ENipZFCEQQBCPB8n0q1iuO6NBs2fM1oQ6xj8CRbtm3hnkf3M1OfmGW0SNGyqgBB/7xOsl5Es9k8W9v9Jxxz73VtHX3c8rb3MnR6gM/+wz9RUaYFiBljULENTDiD+Z78IIUkirSV/AFSKSs7R9KohwyKgEo9wiAoOIbQQJg0dK1HWhrgl6q6SN5XIRLDY5nUd3OtMlogl0pSQR3XyuSNQeskPCFhw+vEb17rxOZCemfUAmkgWsqcU0rZIB0gjjXW7siSMKIoSICx2WRPC7JZ2axNVE09x2flii22lTHEWiETf7eW3VWqSKGlQbB1dQL4xbHGlx5SCBqNkCAydHdl6Ooo4XuChhHIxG4+m8vx9nf8HP/42c/SaM4kx8O02F9pDWWStUGK1MOdWW++RLaSBnI4AsJEli/mNHuMLZwQ2NA2rZX1pU6OqxTSLnM6JlYK150NgRACUKKlfrFsujSAY1bB4Dge2qRegonvHPbvIGy2AknmsgVT5riQFlSem0JsGySz39fzHGuboi3g6QhrCaGUYrhSwZF5ZlAs9zOUQsmMEzMZVxFCopQhrNUtqcexDRglBcqkdaxde5VRFgQ1IJT1efR9jyCMkr6vSPYqyfdXCg10Co8P/tYn2b59+//nYB38Owfs0uG5HudfcBlr121mz0vP88RjjzIxNsYi3cUCEzM2NsbodJ3Pf/FbuJ5L37wlzOtfyKJVV/G291/FgqVL6O7qQibGjOWZKT73V39KbeIEv/wL76SvvxulYqq1CpOTFY4cPcaB/Yc4NTjM2OgornTI5Qo2kKKQp6enl0su2c51112Dn3EpFIpIaZNXstkMvu/hex5TU6N84R+/zTkb1vOmt1xLV3cxMc62S266WNjFDJr1BkePDvCD7z1GNpvj3e96E319RR595GlmZgJuedO1eF5yIUpJudbgq1+7l86uTm6+cSuuk2zchSRsxhw7OsLq1ctwpIOKDWPjU4RhSLFYQIgmxkhcN4/nOtSqTeIoZtHKJYm/XQYhNcU2n5GxkChUKB0SqSbF9jwnTw0xOlpm6ZIuXNdhwcL57HhhH/P6uygU8xijWbCwiw/9/E388Z99na9+/VF+8RdeByJAOg79C3q46uqLuPvuhwmjkM2b1/HR33o/zz/3Mvff9yRPPbmTS6+8gMsu3UaxYDdfdqEzLZ15qS3Heeetx3UlX//WPWzesoHzzz+ntSg6jjtHaSUSkM6ZBRREEunt+njJ5rRQMHR19iCWC5RWXHH1ZdTrFU4PjrHz+Zd49oW9HDh0jB/88AnueeBZOjoKXHbpNi447xxWr15KNpdn4aJe3va2W7nmuiv47nd/yD0/eoxXJ4eYmJ5h5fIHed0ttyCSiO1sLsOb33IzBw8c5tEnXsDJlLjwksu44OKLePs7fo729o5/lYXi7PjpHUIIOjo7ueGmW9h24cXsfWUPt3/nq7zw3NOcOjVCoGx6q5sY36ZspwR9I70IrL9FWpIYtJj1FrPAHK1QirnDJOBOSwaZrGEpwGdBu9antUWm1tYM2c3RVmwDx3Ynx4YHKZQ6yBeLREozOTpEeWKIOAzws3lK3QtoVqeYGB6k18nhksNIjziaQWqHyswUWodMjByjWZ0h42fpX7SWto75COEhHUlD19EmxvN9tApQjsCoKo1qGT/ThnQcNDHl6RP09i/jxMAI0xNjRFFE1nfwMy4z5Qp3/WAHixa2EYcGR7ooFRPUFWNDVfYfHGJiooZlNfpEqkm1MkVnz0IKvk9jZhy/vQ8lJK7jEdQrZAoltHLJtnWiQp9ssQMvV2LhiuWcOvEqR59/lJ6la+hbtxVtHHSkUNqyH30dErshcdxAeBJEG/2rNzMzdJSeRfPpXrocHdYYO3aSkYEj6ChAui6FUofdLOYyzO9eR6MyRWV6HM81NJKEM2HOPOHWw5AzQkJsaJNIlt//PUV2Lqj7k8A6sK0wW8DbV5TJej7L/DTJupz83ALmkiQ0YTcyruMk802RdRz8Yp6rr72ZP/n0p+nuPmsZcHb85GEMRFGZyamTHDo8iBYGzzEtOVCzETLZbAKQK+SohgEEMdVabQ6rMwnXEck1Qkw+myeMQxveYDmmCCCOYoZHJvna176Jiqc5Z9NyjO5KQrOg0awyOjLD/gOH+ebX7+GVPaeoNUMy2QyXXLaV1914ReJNlcg4tbZMVOmijeHowb0cOrgfrUqcd8EacoUiUljj+jhssnPnbr7ylUfZ8eJJkJDxXZSynlGu63LhRStZ1N/Bffe9SK2iMFJRLOR5y623cevb3srqNZtoK3VRnh5lcmE/Bw7s5uTJUZpBRCGXodnUaHykBMfAyROnOHDQ581v3gRAvtDGms1b2TZ6krt/+BgjoxNMz8SUSnneeMtF3HXXMwwMBEjPuoZHyvDMcwf45O/8Nf/1v32Q9WtXE0UhrmtN7U8MnCCXy7Nw4RIkgoULFhBH1oNJSsibLBdu28jPvbfOV79yP7/7qb/lA+9/I7feejWe67X8k+LYytdc6WFQ1ptU+BgjE1avoVyts2PHK1TKNZQxRHNYJGFgfaVczwNp1zwlNIePjvPpT3+F+b09NGrNZH4kvPQ0+TphnfvZLJvPO+dsY+HssPMhU+Ddv/CbVMs1vvP97zNZbiKEMxu4gLC+c8IgkrXIS9YRlXgkFgvtODpGaajGIXVliJTGCMtyasaa2EAY2wTUVM2VAi1W7mh9002SRpoWg0orDKlJf8rGsjVBNptHKetznlrVzgVv0hrAAmiiFaAw99+EEGhl3yMFkEQiTUwTX+3+zUcgW/Voi9llrC+ZwKZlp+w9SBnMJkkGNYjYPi8F9LRKUsLtuzLnPzApmKkNsVI0NUhhUAo6O4qUmxGljh6iyUkcmcXzXRYtXsR52y5i2fIHeOmlFxLrAysPtbV04kdnYlLPtxQsdJ006CGpudMgNylafmvpvSj1D9bJ+YhVPIddR8Litt5tRibHId0LGNugMFKglWjtE3QcIx2npWwzxtgk2sRazPoO2sfSz5GyxVPg1R7FpHklQQonOd5pgE8CWhoQwsqYpXBJ/Qjt/xxAMRNr/EZIRroM5AKIwc1n6NOGYzNVpGuDlaxNikGhkrAMkTxOa8629kRCJKCwTSCP49jOZWnQkQYJuYLh3E1X8PO/8mvc9PrX/4t71f2fxn8IwA7sBV1qa+fSq27g0qtuII4i6vUqxhiq1SpRFFvao+PS0dFJsVS0mwiSDQaAgcnxEf7yT/6QktfkXe98PbFu8NyOnezdc4C9e/fhZ/IUCnkW9M/nmisvp1Qs0t3TSbFYxPe9JI0nuaRbG17d8hZQSuE6EhU1eeTB3axZfQ43v/FKOjttUigpkm9sp89JkN2xkVGefGInJ06Ncv62c7nq6m1IEfGjHz6O52W46fWXkcunQJ+DEA533fUkx09O8psfeS+9/e1J99cHIxgaOs2JkyNcefU2tI5RseHUqRGEELTl80RxGeF45HJFqkFIX287bcU8Sxb20lnKkM36UDPkMz6jExOo2CC0RODQ3d1J1pVMTtVZsthukM7ZvIrduw4zPtakWCxhsIvnug3LueXmy/nO957ivPPWcsmlKzFGoeKQJct6eMubr+P22x9gbGSGy688n6uuupiNG9fxja/dzfe+ez/PPPkit952AxvWr6BYyBMbBcK1ZpPa4GUE556/jjByuPueR5k/v5eFCxN9ubHgRLqgpFKUdD7Zm5Vs3TwcYX1mWn2AJH0nm8nS2dHLhnWreMvP3MSe3fu5484H2bHrAANDkzz42ItEop2HntpLeWKEBf0dXLhtK51dJW6++Rqmxid47PndDI1W+Po372aqVuPSS7bjCI96I+Luu+9n92tHuO6WW3nHez7A5i3nnS3kzo7/bQgh6O7p48qrr2P7pZex56UdfPlL/8izzz7DyMh40pXTaC0QjoNM5N8pwJ2C3SmbapYpx+xamcoQ5zCaxBzJFzAHnJtlXLV8RJKXzOUKCNfD83IEzSph0CBfbKfY1s7M5ChTowMtYF1ISalzHrliJ3EzIJcvMt0oMzMxTBA2QcfEUZVcpsDU1IQ1DdYObW3d9M1bQbNRY3z0JL3dy4iCGqOjA3R2L7Spg45GOIqwWafZbOD57UihCcMKteoUS/3NCBNTq1XQRlOrlolVjHAcBk+XOXVihkYYWc9PYHBohnK5juc7aKVtUlrid1KfGWVseopMoYfBI0fozXWC7+G4Lk5TI2KFEcqG60iD7+dBC5xsD0vWbmNq9CQjR/YxMXCMBas3U+xdjoxDjANB0ERIgZ9zMELhZxzqqg1kgZMHXmPR2g0IR1Lq6abY003QDGhMTjA6eJygOYOUPqIzws3k6F64jI5inunR00xMTRCEIUYphJntoKcszbSxBGlziUQuMnce/L+dv0mRljDqZNIRRaShJIl0TM761CbT0zJGkwLTcRx830WJGldffTO/+bFPsHnz5rONjbPj/zpMVOf4iWM0Yxsy4fs+zSAgjhWhdVxHCEGj0SCMI1QM0nFwXTcJlojTV0JLu5nL5vOomvXlCcOwtUFECKqNJkeODfLdb9/Dk493MDk5QaHYRtg0VBsNXt13gsmJGkHia1csZnn3u2/hF3/p7XiOxOhU8WHTDI3WKKOoTk1QLtfZdtHldHfNI1bNJFnSYWZmkttvv5cvf+VhTg9XMcIqE9IkRs932Lp1KddeuYnvfOtJGk1NbAye9Hnnu9/FL//qr9A7bwm+b5lfxmgKRY+Nm1awZ/d+ZmbqGGmbQr7n0dnTRlBpcuDAUW64sZ9582avxa6eJWw+71KWL/02Q0OjhJHDkcNDbNkyxfaLN1CefolqvZEcM3Ac2L17gE9/+mv87qd+noULO/FcH8dxWLRwIQOnTnPsyCGWLV2C63q4rq2TtIkwxtDW3sZ73v0GVqxcwuc++z0++9nbGRmZ4r0/dyt9fZ0A1rBdCmIV4kgXz03YPJH1OJyanuLeHz3I17/1Q5SYZTXZY5E0JRyJStItHSFwpUO1EfLCzhN0to8TxnM3r3bDIB0HMCilOXF8iBeefYlb3nLB/4ez/ez49zKEEHT29PErH/tvrD93K7ff/k32v3aIiakyWkuE46KMZS25Qlupd3JvlhnHKoQE1JpNpPRoRCECh1DHuK5HnOx10NoGD5C2bQ2z8tQUeFEYk3rnzZnHwoJHIgk6dKSLFK5tKqYsKylbDYa5qozZe/MsczAlnqRkCp0E/9h+XuqlK5J1LwJSdh44jmyBL2lzT+LYUIkWS9D+yhlgi7Hf1zL4kiagmWW+pv58BoWVAtsgNZvIbRuosbBg19Ll8xkeHMaEAldk0ETWREsIFixezIXbL+LFnS8Qo60wM9lzpvU2OrKaYuvnAca0ZNAi8bF3HA+tIrTQWG+4MwE7aQwkwR4iAciU0rNqMpnKmC1wpVSM47qW4a1opfeqOPHYmwPaiSSpVxuNIPGhTtJ9bTiSlWGbhAlove8EcawwQiSWC9buQSRg8Kw/v0j8dixQK10rydY6ahECkA6xNsw0Q4p+hjhV6zguBc8n4zpUohDfz2GMIYwjDDaURGKZdWhDSlNIs0p1Ii9yhaGU82mE2Oa4UXjZmK6eAu97/y/x3vd+9F+9AfwfBrD78eF6Hm3t9gbc3tH1f/y9ZKuB+f+x99ZxlmXlvfd3rbX3Pl4u7e42LdPT4+5ujMHAAMEJEiQEEkL8EiQQJBncYQbGh3EGxt27Z9pdyu34lrXeP9bep6qBNzc3NyG5UE8+TXq6qk6ds2XtZ/2enxjDwQN7+Ie//DOqQ/voXLOMz3/pW+zZ3cO0qVNZvXoV173pTcydNxPHsclXxujGDrbRhEFMXx03b0wov8kFGek6v/rVI2x8aTdvftu1tLblSPTyyWsm+5FDvX08+MBj7NrRy6IlC7juTVfS2d3MaHGIW352L9J4XPq6E8jlUhiixlRh8+Y93HfPM5x44gZWHjELIQKLhAtB4Ads3LiDzs5u2lqbCcIKvh/R3ztGW3uLNXgseihlpbN+NSKoRDjC0NqUoVoq01JwCHRAvmAXyMAXdgKJJO16uK7iYM8Iq5bPxihDS0sbM2Z18dqmvUyb3oqbkmhjGX8XnHcCO7Yf4kc33suM2W9g1rQmwD4Qpszo4pJLTufeu5/mpz33cP4Fp9HZ1c673vN69u0+xONPvsC3v/NTZs2cyvojV7Fg4Rymz5gWgxAOxoQ4Ks38+TN5/rlmvv6NH/Hud7+R7q7OCRvNcd+jZPFOFhl7HjX1uo9fq1OqVGhpbaWpkI+/T8RsOGvI2dKa4oSTjmf9ulU8/sQLfOX6H7G/d5iB4SIf+dgncZRkz64dvPjsc+x+7HkqpRH6+4dpb5tCoCPG6pof/uRX3Hrb46Rch+bWDuYvXsHnvvoRVq5eE3u3TNZk/dvleWnWbTie1UcezdYtm7j5Zz/ilp/dTE9vL1EkcByXml9vNCzJhGliIzXuFZZ0OPZ/RPzXdCbNnFlTGBoeo1ILqNd9gjAYb4L0eAhBY4IRszfAINGMDR7CKEVTcyuu8hge6CUKfYj9Ixzl4igPN5WmVh3F6DjS3lWYsEJYqmGETfkyGqRU1P06Uzqm0dY6HWEEvT3byGZbAU2lNEwQlHDcNEZYg3Qvk6MWRkjlxRKSGkP9e8iks2TcPEFQRUc+6ZRHvV5tePnlchlGx2rUAztplkJSC3wyMk1aWSaYjjSVShkw+OVRCrkmRqKIavUpasVh0m1TCaIKQgp06IMQKEcQakmhuZPBvn0g7KS1rWUG+XwXg7272PniIzS176S1czrppjZUOo02AhNJKsPD1JxRhONBFNC3eztDPX10TptB+7QZRFFIynUIXcX0hcsIanUGD+1lqG+/fUpJSTnfglKC1rZ2tNYMDvSjY/lZwgtpzJrNODgn482nIZ6ox5uGw5l2DWLe4Ww7EvmNQQIKCOP1WTIeTmFMcjFOCJgQ42u2UAEtbS7rjrqYz33+X2hpaflPvLMm6/exjDHU6zWKpZ38+Id3U6yCUoJqrYrGIYrtvWV8EXqea6f8jqDu1+N0vFgeJqzPjjCgBAwOD9mUQuqIeKKvlA2rqVRqDA4pXqrs5fmXtgEONd8n9A2uI4l0gDHWwNvXASmnmSPXLaG5kLbKL2mBNmnsa4ZRRN+BvZRKJeYtXEKhkAMiHNcygO+6635uvflhnntxF6PFCkJZj0eJldDmsh5nnrmeU05ZzPe/ez879w3YTagOWXfEGi6//FIK+WZqlVFGh3sZHRnmuScfI58ZpbMzR7FSI4gg5aaItKBcruD7NvU1nUszf9l5CLGicdyVcig0L+Hs887lpY2vUvMNUmruu/cF1h+1lLPPO4K7b3+Oiu8T6ggtbErmc8/u5C8/+XXe+e7zOXLdCtKpNCCYO2c2pVKJseIYjuuSzxZQroeJDI7n0tE5BYHg5JM2MGPmFG6+6X5uuekBXnn5Na5786Ucd/yRpD0PYaz/X8MCRwBoxoolnnziRe6/50kG+ivUqj5SGKRjO3g/iAgjba+HuL8MIm1Dh6QgCjW1wZIdeklrxm69tQSutBJGIw31WsQjD/2Ssy+4FtfL/e5uhMn6H13NbZ1c+LrrOOnM83nqkfu4/qtf5cCBHorFCgiPdCpFPp8lDAOq1Sr1er2xrxmrljE6wm0EIwRIZ1z2GoXWt04pG6Jlh2DjWnFjLKtOaxtmaEEay8pVSlrgyoDnpoiMItTWl01r34LgwgLSjSA0KfE8zw6NJ1Qi/0z2YnaQMC7RTdhzjX7BWO9QV6UQ0hzmrWuVITaF1LIEk173N/2YE9YYCCKtUVI0vMtMAs4ZGpZJtgNJBtnGglmxV1++rZnzLrqWm26+Af3cXrSQRMrCeqWyDyhOOfV0fvi97zE6Nhoz9WKCj4k7qxho/I0eSkqbQjtBampJdvHQpoFDJJ8G+/wx4+BrIgEeB0RjJrK2HoFKxUm7E1hxdoBOA0CVMH4uGgMVRZJsmwCbQmiCoD5OiEnYfzpm8RlDpP3G1xuS4ARDERBFdTtUlgl4GzXAxFoUMVKpkWvK0O5Z6fNYUGdqc57qcJEgCPA8zwKSEjARDpZ1GYENZHGcOKHYNLAYN50mk1bMmNvF2pXH0HLgeYoLV3Pc8edzzjnn/85YdRPr9xaw+/dWMiXYs2c7f/HRP2HzS88Dhle27OWIVSv54AfezdIl88nl8oAZ37AYAzEgRGMakFBSRfy9kWWSCWKgzmBMyNPPPMfNN/+CM884k66pbYw3BQIlHYLQp+fgIe67/xGeeXYznV1tXPq681i2ZB6eI+kb6OWH37+Tzo52LrjoBLL5NCY2R8RIiqUKP/jh3TS1tHLuecciTBRTX20TMjo6wvMv7uC8886wSbVaUK/V2dfTx+LFC5ENE1yHyDj0DIywZcceQu3z6uZddLQ20dZRIAxDsukcoV9nuFijK74J06k0s2ZMoffQMPVaiHIzKGFYvGQmd9/xBEcetZiOKc2NBSSTS/HWt17Cp/76ev71X2/hEx97M4WcGy/UgqkzpnDexSdyy00PcMOP7+KSy85hytRW5i+ewdyF01m1ejG33foA3/j6DbjpNMcdv44TjlvPrJkzUY6kv7+fB+9/hE2vbebgoV6+/OUf8I63X8nsWTPj484EsG6CmXlC246b4eu/8R1eenkTXd2dXPm6i1l/1Do8x51A+429A6Qm29TMjJndtLflGBoe45FfPkC5UuHTn/0CZ5xzAWeccwFRFFEcG2NsbBQdRo0FqliyzFDPUXRPmUp7Z9ckO2Sy/o9LCAvMLVt+BIuXrOCcsy/mS//0jzz3wnP09w+B1qQ8N564icOMf5OfP/wfaNwPSENbSx5XRLgORDoEKWJbgVgmMSEgIJnONjW1WKZacSRh9ZMrFDAmYnCgB7CNokIgpUcm34o2huG+A3RMmcnwyBChX0ISUq2FCNlEc8sUmpo68P0afhDi12ukMxkcR7Jr9ybCIKCl0IZyFWO1EZSTIdfUhZAuJqxRHO0hrBbJ56dhdEi9NkZx7CDz5q1BCE2xNEq9XkYqD+E4mBCUdDnm+Om8/PIhSlurEybAgq72DEccMZNfPbiNYrGK71fAwNjYEKH2yaRSNkRmcB+OcpFpB2PAr9cQTsoiU14WJ9+Cv2cTo0P7aOmcTaQruI7D9JmLIawxMnSQsYE9tHTMJpMvkCm04aNt+pofMbD/FcpjQ+QK7QghOLBjM4OHDtI9Yybppmby7e0c2LkdL5WjUGgjnUoxOtxP6FcZHRvAAPlszg56MHipFPV6DRJgF9NYKxOAN2rIZG3DKX6jLZaNze+vlwG0sHIJgyDUdgKcNN+N6XH8exuyEEXDn1G50DVlCt/69pc44oiz/1uaqsn6f61sXzbct5mffO+HvLapP2ZIgR8CJkKqkJTn4fsBCKjW64ShaWxQhNS4jjPB/9G+cuL3KKRlXEmEnexDrA8TlCtVyhVD2nPRUZWZMzq49OKzWbVyHs889wzf+tZdRFogZZp8U5b58+fY61+CkMSePhFB3ac4VsLzMkyd1hIzXBSIgD17dnPPnQ/x9W/cz1glwA/8OEAjYbNo2tsKnHPOes47/yhuvulXvPDiPoxM4XoSR8Gs6S08/MDt3H27/T09PT1gNG1NGU48fSXCybN/3yFrDVCrEBqN4zkoKdFRRHtnM14q5Ne3HZ2dBc475wJuu+02nnv+VYyUjJVq7Nx5iNPPPBciuO22p5HKwQ8DlJIEUchzL2zhX/9F8Ik/72DO7A48N40ULq0tbQRBQKlcolqtkHVclONhjGlszlw3xeKF87nuugxSutx68yN89KP/zDnnH81VV57D/HmzyaTT8UZYxUOJgIceepjNrx1g/4F+q7jQBqHss1PGm0vpOLEx/oSkysggtGUhpVIplBSEgfUOSxjuElDCoNFEBl54YSMjI8N0dk0CdpM1XlJKWlu7OPP8q1m74VReeeVZ9m3fRmgk7a0tbHn1FV7Z+DJ79+zHr/lIV1Ev13BchRaSmg6pB/baTEuBkpYdFRiNr23IThQrwqRUGGLmZxjYfWa8B9bx3lkJUCZCY2xyqbHWUkYHCCSOdOJhMIzvoe3aWK/XSdRNExl3E5NwJ37d7pHtwmcTXyMLCmFf26pI7H9FCaQ24WcboVmNbxv35rXIkA28sLJP+88q3rsnQI4Fi8Bom8BKZP3NE4sQgWH16rWccuaFPPVcDxUeIuWmLavWGIaH+iiVSyxduZrVa9fyywcfRMTgnH0mOAjHiYHREIlNxKbR8yTKr5gpJ2JWo1SNYzWxBOPKlgSkO5xcxIRjHw9AjbFDnF8b3jcGrVgQMAHYkmPceN7FzESBwpg4FTYKiIIaSjmW5SgEOpIomSgLNVorlHTstKvx3uzqaJl2NnQDo3GFgwtI16NU9xmtuThxj1gPDXUErlIYHVr2qVJEQYAT+1WHMTgqoBHQYuLQFKENOqpywhmn8v73f4KZM5fhjo5Ce/v4tPm/oSYBOwO7dm3lzz7yx7z89HOkU1lOPHkDV1x+EQvmzcBxkot/fCGxP6cJo4D9B/YybeqMBjprJwEJrVM1+CgCidEVnn3mBb737VspjvpIRzE0WKS7u4UgqlAsVtm4cSsvvfAau3btpV6DE05czxlnH09bWwFMxO69e7nlZ/fT1dXNaWceS74pi9HWAFzGBo533/Mku3YO8L73v56pU5os11NIhHTQGnbvPkBffz+dXW0NXfnQUJGevlHOOLXbXrTCYESaaiUiigL8KKSvv0hTc4VitUIYCEbGIqZ227jksbFKTCuNcJTDrNlT+fldj1OuHEkun8boiHlz56H1o2zatIeTulc32BFGCrq6W3nzmy7ks1/8Pvfe/xyXXnQMKN8aPQro7G7n4kvP5pab7+Wmn93FueefyswZ3biuw+o1S1m8ZD4vvvAa9933MA/e9xi/uO9xZs+ZSi6Xpa9vmIGBEUqVGnPnTKM0NsQXv/Ad3vWea5k/b07D3Dm5HsyvTZaEFBw8eICXXn6VQz2DHOoZZvu2L3DFVRfz+quvaLDeEk8lDOzafZB/+sK32Ln7kKXpupIXnnmCj3zwj/n0Z7/A/AULcRyH1rY2Wtv+/xmgkzVZ//dlE2PXHnUM//qdH3Pf3T/nxp/+kOeffYaR4ZF4Ipa0I6IBzE30G2sY/2M9L7LZNH69xtY9YwRBRAyjjLPx+E3AL5fLEQV1a1WARjlphJCUimM4ccp2Q32gHBwvjRFQr1UoFFoY7j2EH5bs8ANob59GvtBOPtOMkg4j5YOUi0OkvDRSKIZHDlKqDJPLNNPa2kWxMsLwaC8ZrxlHeSjpUKwVqddKeDiAAhkxOrIXIzTpTDsVv87I8F60CfF9MKGd9jqepKmplZHB/biuizGRffgLwfBQlcBXMW6VJHxL6vUxqqP9CCdDNt9E3/7t5PPd+KIZL5OC6ghBGCEdhaMkXjaLVIKxgf00d82iVBlm9NAuOqfNo3vGYrxUlr5DWxjs3Yrqd5BOFq0DCi2duF4WQh8BtHRMw4QhuVwTY4N97Hn1JbRymTV/KTNmL+Lg3m0M9/bSMWU6XdNzDAweol4cQwioVirW19MYTBDgSWU9vYCaX294y41Peg+/BiZeC+Pgnr0mk2fqYXLqGJybWA1zYmPQkd1IIGwDbaeygmw6xep1R3Dhxa/nkksvpbm5eXLIMVn/rjLG8PxTD/F3n/o4r2zaTD0AEylmTeti5rQmqrUSS5bP4JGHX2bX/pAwCu2Ao3EtjpuBq3joKo22jDBj8DzPslZ0reGXo7XG81wwdtjhSEFbU4bjjl3GtW+5hlUrFiJ1yFNPPkroS+v1o1xy+TTptDvOIIlfq1waI/DrZPMteF4KTEQY1gijMg8//BRf+5fbeGXTbip1K5lNuZ7duKHJpNMIYTjjzPW86U3ncOft9/PYE1twvJQNuQoiFs2dRks+x+hYiXQ6z/LlSzn+hGNpbm5CCo2THqFUGqJa9RHKpjK7WCmWq1xkFLFs5WzaO34TqHdcQb61gzNOPZlXXtnakM/19gzy+CObeP21p3Hw0CjPPbudwNh+zBiDchTPPr+Zv/2bb/AnH7iaVUcsouKP4jgdeF4GUa6yddt2pkydztTp09Ba47iu3fBj2dgzpk9j5aqF3PCTXzA8NsqPf/QL7r/3GWbO7GLDhiOYPq2D9tYmlONwcP9Bnn36Nfbv62VstELdt0mIUZQAc+OG8TC+rv26b2fd93HjdUtKC+ZFkUbLBs6LdARjw2V6D75IR+f0ybVssn6jpFR0dU/jtO4L4XT7b8YYSmMjDA30cPftP+Wmn93Mjl17samshkhH1MMQhDPOrNJgpJWRShMRBn7M+LI9TBTEDDhjwSslpWWyAURBDKApy7ISijCyjDTrt2avWyHsOvfrnraAlbn+lvtEx2mev87QBwsWuY7tu/wgiBlhFoBJghgwIIzBUQIf4pRQy5JOmHcTGhJ77wrwvBSRpuHD1vDkNePhFMaERDoAHYPtSd+KwfNSXHjx5eRyBRYt7sRNKaSOaG9KkclkGB2rMDDQz9KlSzn/ggt49JFHY99Le4yJPdyEUGhtgxyIGXhJEM64B2DMGtQ6PgaywUic2MMLEkbvuBxWMM7CG/9clqmndfibwJ99A7/lHI73e78O8Fl8wQJuStlE7ijy0cLEnns25A0BQsXvQfvxZ5nALIzVGiaKcByFFgIpNK5j2Y6h0fSWa0QmjedoHKOoBUFjQFav13DdlA3eCMaViCphXEYBmUyaIAiszYQXsnhFC+973yeZNy9mhHd0/Ptvzv+i+sME7CyHFY1h167tfOSDf8xLzz7L3Fmzef/73sr69UstcwrR8F4SJDRNzb59u3ni8efp7O5g2dIFOI5zGOiqYzG0fZibmLlS54H7H+Tnd/ySlJemomo88sjDvPDC88yYMZVieYStW3bT2zNMysty+pkncMbpRzNr1jQQAVEQsnPPLr7/nduZN28B555/MoWmFMmo1RAhpcu2Hfu5774nOeWUo1i7ZhE2nNnYm0U6FEdGeebpl1mxfCnTprZjdJkwjNiz9xC1akR3ZyvGaIRRRLpAOp2huZClvb0NqfawfvVyZkxppVDIURnLo8MK2ZxHcaxqj48B5Ti0txYYLZY42DtMZ0czQgm8lMv8+VN44aUdrFy5kM7uJnSjRdGsOWI+Z595DD/96V3MnTOT1UfMRgg/OWF0dbdyxVXnc989j/GN62/gvPNOZOXKJeSbs7iu4phj1rBm9UoeefgZfnbTz9myebeViQlNZAzptMfrLjufVasWc/PNd/HpT3+V973v7axcvtAKXnSssxeJcWrSEIds2byd0ZESliluGC1W+eEPbkUJxdWvvxxXeYhkYUfx+GPPsHffwdiYFRSSKR0Fhnv28PGPfoC//YfPs3Dx4slGbLJ+ZyWEIJ3OcP5Fl3LG2efyxGMPcfONP+Dxxx/nUM8gQQiOtmxhTeI5Eqcjxc2PkpJUOk09CBgt12K2iGikyiYAe/L7EhkEUUi1VCJJhLKAuCGKQru5jExjDRVCksnmCIKQUnmMbCaDXxsjjOpxM2HIFdrJ59pRQlAsj+G5Er82jBSatJejtamN17Y9j0Qybco8UtkCPf17kZEmnc1jTMDY0CCVch9+4JNuWYBSioH+HQwN76Gjcy61ehFZ1xSLQxghCKOIILANqucY7rt/M8MjFaSKmTgYlCsYGCnzyms7UK41aq7WqhYUrVcpj/bTOnshrdPncWjPVoYHdtPkLsKPDJWBfahUgUJ7N2FQQ3kp8q1TGBs4RGmwh1xzCz17iuzZ9TILFh9FttCCGsrgoGlvm04YQhhVKY0OEAR1XKXwcs3UqiXSmRypbBdNbprKzpcJgyIHdmyiL50j39xMa2cbvQd34aRzFFq7aCq0MNTfQ+jXMUbjOQodxrYPRqMcB8d1G011o4kzEzaqgthQOWpMb20TNt4o/rqPTUPqImgMUezE1z4ppAQVgxcZ16FlSgfTp8/j8svP5fLXHUk2+7tJ65qs35MyhpHhPr70+b/nqWc2IR0Px5G0tTTx53/6ZyxfMZVaMEDv/pd48pGXkUKjYvanVDJWVSibZFr3UcKmXwsDKdcj8H2iIERHIa6yG8lI68bmSSnIpFMsmDOD97zn9Zx40jqyhQwSie+X2L6rh0Br/FDjmxqG6YRRstm0r1UpDVMqlmhubSeVShGGoJTh1dd2cPNPH+DnP3+CYjmgHoQYA2k3RSrjUq1atqwjBeedvYGrXn8aQb3KI49soae3iB9YX6j2tibmzuzijLPOYt2xp+O4GVzHRTkKY0L6erYzPLiR557bzsBQCSeWx9nbWhEEEdLA6Mgoe/dVWLToN09Dc2sXJx9/Mjf+9HZ27toHjqFUE2zatJOBvrX8+Seu5Zvf+Dm3//wp/KCONqBDu0K8+PJOPvLRL3HJpSdw4YXH4zou2UIbhZZWlmZzvPTyRvKFAvlCvpHqSLxOaROxf+9BhkZKWLvMiP6BUfr7R3j5le0oIUmnPDo7W/HrFTCSrq4u2jta2bXrALlsmmq9ju9b/790ykUHPo3pxGGXWryZTa4Bpez3SOvxWgsCXMex6eHAwYNDfPXLX+Wjfz6L2bNXTq5rk/W/LSEEheZWCs2tvP6t72Pz5tfYuWcvOtIEgUbH/ZpSAmlikoG2oJY2dp2SwmBiP9kwCJCAiQEOAIHGRBpXChxXEWhDYAAcdGLmL0VDXmr/N8JVEEXG3rt6nAmW9BBKjaeRGjSJHPLXP5/tNwRBGKB1SHI/x6StCd8bh1hFkQ3BUBLT6EWAhKmfAFoCux81E9RVTICjROx/JkLC0EebKE6qtmxDa+UhWbR4CaedeTZCCPr6DqIU+IFgrBRQjwxh4PPEY49z/HEnsmLVSmbPnsnWbTtoYAaYOEVVIaUminykdBFCYYhAWxbuuI+wHbxMTOlN3nsCxE38PImfvomPPfFe13q6xf1bJKwHs5w4gEiWtcOBOpsYbNcyqewxisKQceXZhCG+dPAcSRjWx4lBJIEbyVmx/qcTZbvEQ95IBwhrJWvZngg8IZGOSykKGapVyLkuRoRE2q6zSkhc5Vg5uOshpKIWh0clXannKtIpRcoR1MM6Z3bM5mP/cD0z5o/bN/xPqD9IwM7i65o9u3bw4Q+8l5eff46mXIYzTzuRY45eg5K6cSM3WGBGEoQ1Hn/sIb7xzZ9woGeQpYuWsuTPlqKkaKwU4zdNslnVRFGdu+66jwfufZSzzjqbNWsX8P3v/4iNG3cRBIaXXtqCkIJ8PseJJ23g6KPXsm7dUlzXJqEEgc/e3Qd48IFnOOqoo9hw9GqamwsYgvjz2AWsVq5yww33ks+1cNbZx+B69n0LpTDCQUqX0dEye/b2cfa5p+M5gmrNplrt2n2IQiFHLucR6ZBIewiVYXS0SCHXRN23BryeK0i7aZCGGTNnUh7cSXNTmv6BUcIwxHUBJFO6WkmnFJte28uShTPIuimMiVi5chG/fPhn7Nx1gEJLBtd1LB1VujiO5KLzTmbza3v41rd+xp9//I/o6spi4XcDwtDakufc804kk3G5666H2bJ1D2eceQLTp3dhjCGddjnzzBNZumwht99+N08/9RIDwxWM0cyY1snadStpbWnhmtdfyt59+/jsZ77CW958NSecdDQGiTY0ZFiJX4LRmt5D/dTqUcxGsgtgreZz4w03M3tWF6ecfFoDtTdG09xcwFUOipDQQD6X4qMfeQurVh3BT264h7/7qz/jc1+6no6Ort/15T9Zf+AlpSSTyXLKaWdzzHEncdONP+ATf/ZnOI5LEITWKyT2aQt1RKjHmxytDVW/TpiEAcT7EuvFYx9+KjZgT5K2dBzIYGUDEuV4FhSM/x0aMxSUUmTSBYIgIAwDXDdNFEG9FjSaDNfxaGmZRt2vMDTSS1fHDEqlMtlcilKphOs49PUfpFarkvFy5DIF+vr30te/Bykhk2kCYxgb2U8QBfah7jgUSz309mwFHZJNtSINKEdSq43Z5ky5trExESk3TaVSJ4x8pFaN9xYGxlL/64IojMHPuBkNwojAD6n6IS3T51Bo62SkZzvZfAep5nZ835CRZUqDh8h2TcdEdlNXr1eoFIdo7uymfdp8Du3eyMjgQdo7Z+C6GYJ6Ga0NXV0zMMZQrZY5eGgHvl9G+VXKo0PooA5iDC+VoXvqHAaHhygXh/HrFcrFYVLZAi2d0xgZ6qd//06y+TxNzS2MDNkQj0hCOp2hXrd+VDoIGtcSHA68kUx3MTH7cNxKImngJ3qGNqa82GW+IVMRsRwiRkCEMOSzaTqnTuP88y9iw+KlrD/zbFw3RT6fn9zQTtb/cWkdcdtNP+Dhh5+mHkBWwesvPY916xayau00spksTUqxb0fZerHpCIGV+AhsAArGjA92zYTEQWPi1Hl7RSe+R0mvGEUR2XSapqYsr7vyXM45/6R4wKpABjz+2BM888xWQqMxOqK9rZ1p0zrJZTMIYQ24g3oF183Q2dmEUi5RWKc0NszGjZv53Gdu4JmXdiGkg5JR/F4kQRgQliKEMEyb0sYll63n4gtPolop89NbHmPX3n7rw4a1ODjt5BOR9UHQhuaWDhwni+06NfVamaBex3UiOtvaqVZ8a1pvQog378kgU9ciFsz57SbdnuexbO1ajjthA7v27EPH3sD7Dgxx+x3P8KEPL+Cyy09i06u72La1x4aKNTbckv09o/zwR79g3/4hPvjBK5mRzeK5WRyRYv2RaylXyoT1Gq7rEhnLOLcbT0FrSwuuq6jVrbH69KntXHXFeWzevJ1Nr+xgeGSM3bsPNda4gaEytZqPl05RaMqiKg5FXcYPrBLF8VyC+m8yhpJKfF2NMXiugycgQlMP7SaTKLKJ2VLx8zsepVz9KH/99//MrFkLJ9e4yfp3VzZX4E8+9tdkc3lu/uktVGoBGhk/Z7VVZQllGWDSBidUaxolFCEC15H4UewUJyyIInSIMJqU65L2XKrVqrV6QsaISxQz1exeKpGFO1KQch200tTr1vw/qcNlmpYpl4BKE8H1if7iAEZH8deslRHQYNclbUOy7iqlIE5ibTD7sYy6COJQCrvmCSaEKcQ9rjEm9rSDIKxbr14kJtLoSMdJqdaz9JJLL6O7uxuAQ33DBIGLUAaBi+8bHOFwx223cOVVVzN3wSJed9UV/P0//C+CwMqLtdZY3+J4jYp8hHRASBC2jxImkW+Os+yS/mqcaGKxiARgi6KIhCFnjLEyViFQQhJqC7Cp+LklxLh/ewKSHl7jzEOb4mqtAwxiwnGbKM9NRvWCUFufQ2E0Fd+3dicyQQPtZ7DMvHGV28RgyDD0STkKkNT8EC/toIxEBBG1QKNQKFc2fs6eS6iHAZ7joBwHL+0ShtY/NJfxaMnnySjNrCUrWH+84tRTP8KMpUf/h+67/8r6AzN4Gd9U7N23kz/9k/fx6gvPkXYVOgy4+657uPWWewiDcQ29iCmVg8OH+Oq//Cv/+NmvsXtvH34Qsn37Dl57dQeJfWUUb0CTm0VrQxjWuO3WO7nnroe44KKLuOjSc5k3by7Hn3AUoY6oBRGe53LUkUfwkQ+/k/e89zqOOXYNjuNijKJSLvHAfQ/zve//nEKhmQ3HrKK1PQUiaqDdjnJQUvHoI8/z6sadXHjh6Q0ASyBR0kGgqJUrvPTCJoZGSixcMA+Mik3RK2zaspvpUzrJZCwjouK7aONQr4WMjIxRqVRRjkSbkCDUVKo+QmUxxqE1n2LPgX78IGzILAqFAp2dzezd3RMb8dpJyMzZs5k7ewovv7yN0ZFqPNlQSOEiXY+29lbe+fYrqFeqfPNbt1CtJdTc8XPR3JLlzLOP55RTNrB3936+/c2f8tKL22JasUYTMnPmNN75rjfzwQ/9EXNndZNxJeVyhVdffQ1jDIVCC1ddeQEteYcvfenr3HrL3fh+EGP74vDGSAjq9TpgFzmRLEICKnWfxx97gsCvNmjGCDju+KM48sg1uK5lX7a0Zli8aDFdba28/Y+uZtbUZv7hbz5JsVj8HV37kzVZh1fCuGtvayIMAmp1nzCMqNXrVP06tSgk0NpGzmN9eiyAFzcNyTBjgqeJIVkH7b9b35OYficE6XQ69szTif68IU9IpdMoaVMZoyjCdV38egW/VkR5yvrjoclk8lQro/T276W5ZSqVahFMhWqlhBCSXDZnPdiMprmlnWq9yKHebbGxroOUUBw7yNDQQYzR5LMdBGGZ3p6tREERpVyyuSaisMJYcYB6UGlMMI3WeEpRK9fxlCSTSaGUQgpwHUUmnSKfzVIaDcimMrhKNnyuJIL66BBhpUKpNEK+pZ0w8uk/8Bq12gjNHV2EQYX+fa9R6t+D8hzyLS0IAeWRQ5RGBmhqbgcD/b270IFPPtsUg3TFBsjpuS7Tps4hk83h18tUisMUi6NkC82MDPcwVhyhrbXL+rTEDVe9PMLIYC+FfI5CUzO1coni6CiplJURRBrqfhA3euPSVx0jttYAOE4Oi2WCAqjXaoc1e+OeNONrbJKqroSVFMrGHyvTSWc8ps2YzpXXXMP1X/kmd9z5Cz7+ib/irKveQFtbB4VCYXIjO1n/oRoc7OenP76RYiVCSPBSKfbsP8hIcZhMoYaTriBVnemzOmlrz+IoFUsZJel0miAMCYKQxFAgqYQ1MnGDNPHPeH8YkUp5zJkzA6MjbNBBxNBAP7fd+itGR+uE8fpZHB7hmKPX0tLS1HgN10mTSmVxnBRDA/u56857+NQn/5X3v/+rPP3iHpAC19EIY39fEAS4nksm69HR2cTV15zCxReejFTw2MMbuf2O5xgpVi1bREiWLF7EJRddRDplhzAJMGlJr5pqpUytNsxgfw/PP/saBo1UkiAI47A1C4rmchlmL5hPqFf/9hMhBLmWLq648jKmTZuK0eAoQ82vc/+Dz3HzLQ+z6ohlfOjDb2D2rHY8pfAcB621lTFJGBytcs+9z/DhD3+ZJ5/YhIksYKqkQyGboTg2yujoMI5KBiwCKV3mz59LOm1tTaIoIpfLcs0bL+AfP/9hvvovf8oVV55KrsklncugPIfA2FzHUENf/zBBGOKlUiAl9TCgUqvFJubOYeyS8Y8qDvPoymZTzJvZwnFHzqO9NYfWEYHWBITUo4gH7n+C97/7bezcvvm3vt5kTdZvK6UUM+cs4IxzL+P4445mxtQ2Mp4g7Qg8JXAdhVKK1tYmlBL49ajxHIcIo0OSrY7RGqFD0p5DW0uBVNqlWKvjR7/GsE8SZYVNAZUKhNSEkaZU9Qm1lWYmYQMJWJfcD0DDpsmYCbSrhO3WYHaNBxIkNVGCPvG/7c/R2J9NvPdgfOj466BU8n5UvF6AIQhrRNpv9D8JiJT0wjNmzeLCiy9tvF6xUiaKQouzYdNyIyQD/f389IYfkkoXuPCyK1mzdl0jLCOppEcSwjT87KyKN5b22tjVxvc1fPr0+OeaCLYl4OP4c2pc0XB4Gu/h/drE12p83gnnzz6zNFEU9/qGxs8k/18pRRLuiVD4EWghyWQyeK4bD8Bi1pwJwYQWkMU0PF/js27fZ6RjqwlFXUM1CqyfHVCLfKLISqWjKCIIQ0x8HoMgJJP2WDBrFgtnzmL+nKksnDOHrqk5TjvpTP7X5z/Pu9/9M5Yu3fAb99P/hPqDAuySe+HAgb382Yc/xMsvPIcjrcSqrjUDI0PcduvdjI2V4hm/vaCr1RLXX/91br31QYZHa/iRJookQaSxXgBWO26nngmVVxIEFW688WbuvuNXLJi3kNNOOx4pbbzw7h17MRFM7+7mj95yDe9931tZuWqBTQYLIoSG3p5evveDm3n2uW2sW7eSs84+gba2Jvv7Go0fCG3YvfsgP731Vxx/7DEce8wKlLFgvDAqnpZqxopFtuzcy/RpM+jo6LSAvYD+gRF6Do2yZOEcPNfF96uEgSQMQ0rlGn2DY1QrPiCIIkinUrhSIYRD1fdpb8kwMDBGcaSONBbQSmXTLFsyn7179jEyWomn0h7pTI5jj1/H5ld30t87ApEmDC3QKWN/pNmzp3L11Rfw4oubefCBF1BCIaVDY2ZiIJNJc8JJ63n9tRfR0VngW9/8CXfe8Ut8n5g6bBeW1Ues4sMffheLF86if2CYr371u9z/wINoAytWrOHC80/DdeD7P/wZn/nMF9m2bRdBGCRUD7u0KUEq5eK6Dp7rkE55NBWyLF0ym6uuOI+rrnodbhwdnSwo7e3tfORP38dll51PSy5NPuvGtG1J2lO8+53XUBnt4eYbfhybp07WZP33VL6pmZbWJhrcY20w2qDDiCgILVAXhnFK53ijo3Wchpc0AbHsAOyDFwxKCCunxNpv1IM6iAgrPjCIBLgDfN/HD+qEoW+Ny+OEM4DQDwjCgFSqiUgLhgcPUMg1odCUi31M6WiGSON6WfwgoFwu4bopcvkWevr3USmVAJCOJOV6jAz14vs1qmMjpLwMQwP7KY31IYSkuXUqjgPKcTGh9dFM/OnQIW2tzURolLR+SOmUY8ElDClXIYWgraOJzrY8zU3ZWB5gJ78jw4eIqjWCUo22jtl4rke13EdldAjlZqn6darFYYp9+xGhxogUSjlUi/1Uhg7hOVnSuWbCsEa1VsR1U2AktVqJwK+QcjwGBg8gjKS9dSbKyaB1SKU0TO+hPbgqg+fkGBw4YAMlHAUmwpgIHfqMjQ7b8Aw3g4lCqpWKDRJK5yD29QyjCG1iu2ejicy4L0riRSKVQklpp/gJnGHi9NcYkFMJKCelZTVjmzIpBY6jaG9v4bIrX8f13/wWt995H5/93Fc486JL6O7ujpOGJ2uy/uNljObRX/6cVzZtRrgOrnSo1Ko8+PhT/PDHd3Pv3Q8zNjaEwCedydOU88hkUngpK6+xcnHb67muZ69yESfAxknYCBBSjN8HjTUUwshQrdZxpMsjv3qKsdEKxkSUiyPc8tM7eezxzRhh06+NUqQzaZavWGDvV23lWEK4VKolnn32RT73uR/yZx//Jjff8RT9wyWkMuSyHul0inQ2Yz3cHIempjxpz+XItUs47/zjaGltZvu2g/zk5l8xOlbCdawypJDLcNUVF7JwxUpcz7Hsr8Z+0thhb3mEMKqyZ/chnn9xF5GBwK83WDFgPaGE1ARhSGR+08MuKSEcVq87mpNOPBolE7DN9sNPPPUa23Ye5NhjVvNnH72GubPbQUPacS0LRGt0FFGuVnn+le38zd9+k+/94FZGxsoWbJCK1rYOQh1SqRaJTGRlfkbT0pxHCRnbNChGR0scOtBHPp1h+YqlfPBP3sKHPnANrtCEvo+ONM2FHNLUkcJQqdYoV8o4bixbMzZ5MIrtUA7/jBOBB40QEbNmdHDR+UfxFx97PZ/5+3exYd0iPMfuKQwSPwp5+rkX+NIXPkO1Uv5Pu/4n6/e/hBCcdOqZfO76b/OFf/k6f/nXH+fMs09l9RFHcMTa1axds4wpnc14nmt7GiVBGJSwIIsrJa4jKGQcpnY009HaTKXqM1qqEkQ2tdnmhVqf2dhTqMHoMsZaqBus7LvuW5l9EijQYCAbGx5hsJ5t4+S6uK+UgihWeth9VtBg2BoitLH3WiO9tfEeLFHEMuCsqqPh4xYvZgpwhGqwzhKw0b5uBFqghML61tukbyYAdRCDSRLOv+ACZsyaDUC9XicsjVLIpm26rrHMwQiYMqWDfTs309fbx/Tpc7juLW/DS7nxIFsgjUbrwL6yVFZCbzRSCYS0TDQhDRiNtgY28T7SNLzUtdYWLBQCYzQ6DMdVDMbEfZ9uLOnCgIy9rCcCn4eDiNYjL3miYSxBJ9mbYyLr2SzH17koiuJgpmRIa4e8QWQIgwhH2KAOoyMkGkfaPlEAJorQUdh4jjrKRQiHCGGfJUJQ90MECpS9/kIds5URREIQ6Ci2Z5HkcymWzp/OhaefwGf//h+54eab+My/fJtP/M31/Olnvkj3lLnjzM7/gfUH0/UmN+f+vTv45J9+mCZP8JEPvoE777ib7Tv6CLRAo3FdzwJHcbw6CHZuf5WnntpogTria11ANpttUF9NTKEl/vrQ0CC33XY7t9/xS2bPmMkb3nQF2WyGarXIT264kbvvf4au7qm89a1XsXbNCgyxFh+7sG3ftpU7f/4A27b1c9U1F7Ni5WxaW5ss+hx/T7JgVEpVbrzxPhQpzj//FDIZD0EAiXRDOmht2LplJy+/tIXLLruYXN4j8isA7NvTA7jMmt2NUBI33UqhKUWlVqFS9tHaTgYKuSxzprcTap9IZ0incijhkE2HKKk5dLCXmTO7cHBRymHZ0nncfNsv6O0ZYcaMrgatdcHCudT9Klu37WXe/OlkvSRa3C4IjnI45ugVPP/8cm6940FWHLGQ+XO6iESSPmMXdNeTzJ47nbPPPolq5X5uve0B+gdGOPfcU5gxc1rsLyOYO3cWH/rQu/jO937CU0+9wte/diMbN+7g4ovOZtac6RSasgwfHOKxx55h08atHHnUGs484ySWLJ5PJpPFER6Llsxh2cKphFozZ/YsjjnuGFYdsZJCIW9TbRj3vAP7wGhqzvHOd72RE044kgMHdtLSXGhcK025LH/y3jfyt39/PStWrWLt+g2TLJHJ+p2XEIIVq45i3fo13HfXL1GuTWcOAjstU0ohY3P1sLGKjj/EnTgRL3ktAeMsDGPX3SAMGw0UcVJiUokIAmPsxpQ4sWlCs5D8PZ3Kks+1MDLSg3JcgjBgZOQQ2XSaWr2Ol/LwZAelaokQTXtLNwIH3683XiubbiKoV6gUB60hsZenUh6mUjoExjaTxghK5SKuJxgc2geEGCOp1WpkPMXUaVM4NDBKEAToECIdgbF+pdWKj1KCUrlMV2ue7u5mxkoJy8xQKw5QHe0j09KGSqeQ6TR6pEhpcDdeJmWB0TBisG8/UxaM4ToOqXSGaqnKSP9BMvlOWtumc2Csn7HiAFO75tLft5d6fYxDvbuZOX0e+VwrPf07mT59IS3NnYyMHMJEUB3tx3eyNLW0Y9C4XgrHaWF0dNA2tjpEGEG1OIKTzpHOFaiWi0RRRLlSRkllmS1uikq1Or4pF8k0nMbfjbFJv7bJsiEVkY7G2S0x0KEchcY20q2FHLNnT2fT5h3oKOLUdcfwxX/+V1Kp1H/Z9T9Zf7gVBj6vvvIsQRAAjp3Eh4Z0JsWOXX185Us38swTz3H5FeeweFkns6YXePqVfmrVCM9V5HJpiuUqtSACE8XSV3v9S5XA1OPMjsRzyHEStpom1IJduw/yQGAIopAVK6ezY+tubrnzcfpGKgRBZBnOWpJpzmJMSK1eRimXoFrnV798hNtuf5wnnnqN0bE6Tkrhpjwrb1KKWrUcG3iPA4mjw0WWLZ3OpZceR2tzC7XyKLfd9hiHDpXjtV8SacEJx2/g4svOIJvropDPgZ7wBDDChpH5RaSoMTJSZufu/gZgGYSaTMZK6H2/Bpk8WhdIp1v/jTMiyOa7OO/8C7nr3vtjDz0X30RsfHk79939JFOuPZsNx67k8n0H+Nfr72F4pISjHMLImtxHOqJeD3h1814+9083sG9fH5dffiqLFszDUS5NhWZK5TKpTD4eKokGazjxjarVI7Zs3cuKFQsRRpPLZrnyikvYtvUQN9/8IEGoqVZqpNIeHopiuRYzTWJysZSNTe9vMlzi/jBmn0RRRLUesn7DcSxaOp+laxxWrF7G337qG9zzwONEKJAeRmtuv+02TjjpRC593RuZGG4xWZP1b5WUkubmTo467jSOPOYUrnj9H9shJDbQa+NLz7J7zw7uv+8edu/cS6k4SqVSJ4g0mbRLLpujUq1SKlVs8E1zM1Gx2PABs+DMOFA3fp3/euiK9S5O9q6OdKy9hokO6/MQicedaMg07SxwnBGmtY4lmMTgmWr8nmQflTDRBIIwtEOOiV9Lyr62iaWghx87Y8ZZb1IaBBqhXGj4wCXJqYa2tlYuuvR1DWZZrVwm60la23OMjI0ijGU1SuMwMDTMtl07ePnllzhr2nmceurpbNhwDI88/HC8XjdIhY0k1iiKGsy2xueQonE8pRSEYYiU4576yTGwnzD5HHaoYD34nFiCi+3X47UwjvD4rYzF5Bg7jmvTsLHs7eTrdi1U/Pp+VimFUpIwtH22RmKAehDiKImbdomisPFa9qhiw1KEjll64LouIk6wdV0Xz3VjQoH1rNPaEJgQRznxObVWVZmUxwUXXsC73/96pk9fheM0gRB0Tf133kj/A+oPBrDDGIaG+/nCZ/6O5Qvn8KZrLySb8/BUma9/7S76x6oolWLDMetpbon9cAwYEzJaHCafcRktAZGdwjkSXCWp10YxZhpG2yu+Wq3w9NPP87Obf862LXtRrmL2nDm0dzSzY/tr3HjDLTz93Kt0dnTxrne9hZUr5lmTT1wQEPglnnvuZW66+S56D5Y45ZTjWLZ0Di0tWYwOY3jc+qds2riVaVOm89RTz/Hyxh1c+/rLmDajJTY0trRVIS07rVatsmnTdhyVYsaMqSAkOp4GHuobprm5ia4pbQghcaRHNpulWq+SL6TxUi5eKo2RNXK5Ak2FbDw18SjXIetq8lnF6FgViYuUKaRy6OrspKO1je27DrJ27VIwCiWhrb2N2XOm8vxLm9iwfiX5Qs4umslCLyCT83j9tefyj5/9Dt/5/p187E/eSCbngjATjEOt7G7mzOlce+0lqB/eysMPP8m+vQe46uoLWLR4Iel0GoNg6tTpfOB97+KpZ57jpp/dzUO/fJxNG19hxrQu/FpoPQGEwFOGg/v28uUvfZO2thbOOP0U1qxdyZFHrWfhggW4bopCcxOemwKRGLEmFG0OW/AlDilXsW7tatauXo42At/3cRwXpSRTp3Zy7NEr+Od/+jT/9JVv0Nb22/1dJmuy/iurtbWdM846jwd/8bANf0jGW3piKqdAxFM+AGKWbxKqIoUNp0DQ8CFzHBeDfYg2Nq1JcwTx7kbY+aABaQxuOkUQ+CTDi4TGL4QgCOqMjvQQhj7pVJYgqMdm7mkGhsZwlUO1WqJcG0YKST7bSt/AXmr1Mo6wzNtUOk/drxCEVaTrkc+3UCwNUverpF3HsndTGfx6kXpdU60W0aFBCI1BM2PaVNo6m1GOItfkUSxX7eQ0bpoirclmPRYumULPnlHmzupm155+gtBOM6OozkjvLowxpJubLCvDBJRGemhumUK+0MRgWENoa8wbCoGTyhBVDDW/yNhID61dM/AOZhge6qWpqSueVkuiqM6BAzuYPmM5qVSevXtfo7m5m1QqT7UyZkHXoMzwYA0pJMOVKulMjly+hWJpKPbntA1OFNSo6wDH8QijCjZ1MkIIl4yXwnNcRkdHG+zIhCMsEbEH6DioG4YmnlgLwtjIWAOOYz1UpAHX81g6fzZr1h/B5m37iEQFbXxca4o6WZP1n16+77Nr5y4wlr1vmRUK3w+oGcP2fTWK5Tr7Dhb5+//1Ho49diV3PbiTSlliMFR8ja/tuoKJjdLjTaoOdMzyT0A7u0YKKQmDmDkhhGWkRYYDPX3ccOMD3H1PmpGRMtVAQ6RJpdKENesbWSpX+dxnv8PRxyylr3eASjng4YeeZXCkYlPzAFOzm68wimhuyjOlu4XhkRJhGCGVDcdoyee4+uqzWLxkJsJoXnxhO489usn6kmL9kWZM6+TqK69ixowNFIvDOELiV+skq3cUhlQqo0RBEaFDBgdLpLN5yrVRMrkMobYAv1LWKL1WDShk/z3SdcmadcewdOlinn32BXK5PJg6flDn1tt+wZHrF3PMhlWcffaxPPnkZh56dBM6ZoZk0mmq1RpKCIIooH9whG9982527T7Ae99zBUesXIHjemQzBh0alAsgqNZqVo4GaKMZHBrhxz+5lVNO2UB7aw6MIZNNsWTxLBwhqEURvoHRobI9p8JuIsMoiqX9iU2ErSR4x/42ex0oaY+koxwOHjzEnn17OHLdAkwQ0dHSxPHHreCZZ1+hb6QSs4GsZ/J3v3E9511wMelMy3/mrTBZfxBl1zfPG/cGS6XTHHvSmRxjNJe87k2MjQxxcO827rzjZn5y463UqgHDI73UgwjP8+hqa7MEkEgTBgFhlAQajA8mxgHqccDHaNHwKYs7QasOEzacR0cBSgpqYRSnLtv3J6W1bTIxmwosiJbYJElL6bcglB5ngimpgIAoUWVNAIHsa8QebkDiwxa76E5g8cVAWLzHC/0AESfMKuWgwyD+JDYm4eRTTmbh0mWN31EPArZs20l/7yAy1hlIpZBEjI5VEAcGeOSRRzj7nPNobWvjjW96M08/9TRBEFj5qDZIlbAGrR+ywEFr0GgbeGFMY+0yBjs4QjGRIRaFkbUYkXFzngzDdUxkMuPHxO5jY+IRNJRmiQ9gYyg/IcjCJgHHQ1plgUX72FON6wABYSOIImZVhlHMyIw9B6WkOVugXCoRxcNfiYoZkZZ5CHbIq5TChNZPMdIWuCMMEAK0FOggQAuN41qWdsZxuOzs8/jwW99L05z/WUES/yf1BzKmsdTY733967Tn81x33cVksl58IUg816G1qYU3XnsVb7z2Epx4PbPpdA4bjjqNv/2bP+e973wD551xJOtWzGLRnCmsWb2E6TO6ESjqfoXnn32ez37mK3zpS9/i4N5D8dBBMzLSzzeu/wZ/93df5PEnNzJzxgze+fZrWbFiAZJxg+5qucTTT73Aj2+4m4MHRzn5lPVccP4JtDankcnUVkikgCeffoWvf+NONm56jTvufJSTjj+e449bjefYm1XE1FHiG3zf/n28+OIrdHa2snjJfIwRCKWIopBdu3qYO3cmbS3NMeZdQ6oARyk6Olppbk4zrauJ5kyKyNibLp3OItJpXt4yRBhFTOksMDxWRUgPIR2kdGhubqa1Nc/GjdsIgmRBlCjpsWjhTHZs28srr2wjDH9bdLegu6uTqy87m22bt/PTm39F4GsIdayFtxK0of4+9u/dQ2tLjj962xVc98aLGBwa5FvfupFHH3macrlqN6AmIpVJc+KJx/GJT3yAk05az8hwieee38roWB2B3WzPmNHO+9//Fj71yT9hwbzp/OzmW/nYx/6Kr33tBxzsHSKdL+ClMoct9HaqkAi6xvX+vX09/OqhR7nppjt58pmXONTXx+Ytm3nssV8xVhoDKbjggjMJygN899tfazCVJmuyftd11tkXsm79ekujD22qnxISNYFeD/HEzmATxhDjU88JUz+7IYlZVZGewMuzU7soBsfBthWJvwdKxJtZgMPTRO17iAgj+/V6vUIY1smkXISJKJVrhMZhrDxM4Ps4yqVYHqZcHsEYy9pLEqKGRvqJtMFRGYTQ1P0xEAYv5eGm8rhuGomgVhkCHYGxnhmZTIar3vAG9u7vJ5d3mT6znUiHhBO8S42OcFxFe2eOehRx8lkXsXDREvtZY7lIZXQQHQYE1QpeKm1Bf6Pp691lp5ueBzpiYP8+UtkMQnmgBUQhtdIQSipyhXbCoEa1WkYI1Zg4BmGd/v7dtLVPJYwCKtUKnR0zcZx0nFaOlRhgjd6rlTKVShnXTSOEiife9nyHQUA9qOF5KaR0kFIQBAGjY6NkMxk7wYw/t9ATjJD1OKNICEEUS0tUnGoZhCFBFFKt12MPsIB63efRFzfzL9/8EUHdp6AV57/x7ZOs48n6L6tUOsWSJUtIKYMnNcKxrAOIZdqOx2Ax4JXN+7j/vueYv2Qhi+Z2gzLUtKFS9xuJhwYByiEypvFHG2H/riMr34plOUpa1ohCILQhDEPqQUitHtA3UKIaRERhSKixCavYzinSAc+/tIN//drP+f6PHuSmWx+mf6iCMVZijtS4nktLS5r2liwrl86grTlPte6jw5jpJQwXX3wcR29YTkuhhT27d/Gjn9xPqRIQhRE6kniOx8XnnscJp52HUFY9MHN2F7VaxbIdoohKcYTB3i0E1X0YXWLjpp0MDxdBSIZHRvGDOsVSMWZ8KDLpLIsXzP/fnhMhBPmWNk475VSkkNRq1VgqJenpG+X22x+kWqvQ2tbGdW86j87OAlIYXKWoVmoxG0fjKgdHSeqhz+NPbeHDf/olvvvDOxgdGSOdziAERIFlCOULOVKOsimxUuG6Lrt3HOTBBx+3zBwDfj3iUM8gUimbFu6HgGnYmQRBANrEEv/YY0ok8GaihrGf0ZUKhTX5F1FId0eeefM6EdIwNDjEDT+6mdtv/QWlcs1K2aLQeksh2L1rP5te2fKffi9M1h92CWGDyLqnzmDVkScAmlK5RKlSJQg1UghymSwrly9nxdIldHd0kkqlJvi3jQNXtstLfI7ByjTtflo3wKXxvlIITSat6Gy397JtkyywY7AMPGQ8I0Y3mLF23mtDIhKwLnkvGI3nufEefpw5N9GTLQGgIhM10mbHh5aNA2MZZJGPjsKY0GJVBTLucQWQy6Q456xzyGZzjWMahAFjY2PUq2FyOBpAoMEwPDzG5tdeww98kA6nnH4ax59wgr3XjWXsxj406CjEmAC/Xo2fH5ZsY2X8OmYCjv9JjoVE4MiYVCJMvF9NBuh2sCDj77Nnavz/LFHQxKzh+Nk4gTGpY8R1nNVoCGPQDJOEDWEBuQlBFOPehdaSwAJ2Aj8IMUYzb/YsmvMZlIiQJsBR4EgDOkBicJXEVQrXdXAVeJ710LPBF8ZiKhI8R9OUc1mxYgFve9d7+dN//BxNK/7fBevgD4JhZ6Wqzz71BC88+Th/86kPkkoJdGQYK/Xz4ouvMnf+PM4970JOOfUoe3HHNykxW0BJxfzFK1iweDlR5FMuVSiXi2QyOZQrefa5Z3ng/ofYtesA6488giNWzuPBB3/J5h2DgLRpU69GOMrhhOOP4pJLLmD+vOkYoa0OHOjtOcDtt9/DY4+/jBQur7/6Ek4/7SjKY8Mc2NtHvtBEW3cHdgIQsnXLqwRRyKOPvYwUac4//wQK+SwChRQxRVVKwHoUbd2yleHhIscffyJNTTmUlIR+SKVcob9vjKOPPYFMyiMK6ggRoaM6La0tBGFA4NdZsnQes2bNor29habmAi2tbUxbsAYn/yBRNERXZ46RUh0jRUNSnMlmWbZsIbfe/iuGR8Yo5AuAgwAWLZ5Hyn2QF1/ZxHEnrqGlpQmwaLxdsEAql+VHLObs09Zz912/YOqUJk458QikUjE1WBMGPrXyGH29gumz53LWOScxf/4cvv3tn/LDH9zESy+/xhvecAlTp0whCSWfOqWb97znLSxYOI8bf3YHg4PF2OfP0oHbWttpbe/i7e94K72HDvDUsy/w3DMv85lPf4mWjlZOOvk4jjtmPVOndpNyPDS2oZwoU+jt6eVv/+4zbH5tF7VaiPIk06Z3sXb1PC6+5Fzuu+deKuUqq9ccwWUXn8313/kZJ550GmvXrZ/cpE7W77w6O6dy7nkX8MLzL1ApR9YYGCuFTxiktjmxnhWJ5CeKqfQTL9nEVFvH/nQSGg/4hK1HTNO3cgYRe9wlXRWxRHYC9X+C3Cx58Kddh6Zchlq1SuiHBL5AKuuzmcs14fslIm3p934QNgxudWTtApqb2ygVhwiDGq4jKVeqFJpt2mLKEfT3DwPjKWNnnH4uZ513JTfccCthqNmzq58oMjZZK254pJKMjVV55cX9IFKcdNp5BKFk06ubGGenVPGL/dRrWdq6ZzHSdwAZVghqZUxd0tE1i/592ygP9dI1ax5eJodSHkQ+lfIoAz27UekMAk21MkK+0EIQ1uwkGkGlPIxUikymQLkyyNCQg/VYNXZQIwRRFOI4CuXY1C0X104tY8AimcIm09R8rkClUsSYiCiK6Ovvt6wSHVqwQCcnzjaBZmIjJyxzxXFT+NpHCoGrFFEYEfi+9bJTCkxAoAUp5TNYrB4mb5msyfrPLqU8LrziOtq7pnDj97/HqzsOUq4GDUav7/sWuPbrPPnMNtLpkEMDFbTQKFzC2KBbYNe7kIm+P9a7TevQbgYnsE0aAw7iRO0wJAxtOre9V2zvlnJdojDEda38Pwisj2c2k22wtqz/o5WCuo6Hg+DYDYs58sgjGO7v54YbH7bqD6HRWtDaVuCsczbQ2pxFGsHtt/2KJ5/egRQuRtcQQrJ40UJef9YF5L00YIcdUgqC0CfSASYUDA/sY2x4OxmvQk9PPwf296PDkNihyrJ5w9B6+SlJR3cL3bOX/rvOSy5X4LgTj+E73/s+PYcGUNLEv9/w3DObeeLxlzn5pNXMmTeV9asXce8vXqbmBxbc0nFSZGxB4HqScqnI5q1FPvXX1/PIw8/wx398LatWL8RRXuxp5dPcUkD02fVeCMngwCgP3PsIc2Z1UC6NsGN7H/fc/SSjpSr1MLJpm0qhw3D8nDIuF1NKxebsMvbtioE7BRCh4+eGcgxzprcyY/oUXn55O9/42k08/9JOegeL1ENj/buEletaf6aQWlD5z74VJmuyGiUQzJjSRWs+w8BwDUzsfVlownMUXV3tFIujjJaKRENDjTAbrWNZqRQgpR3exWupFJYFYxm39reYuLes+yFBCFpXcFyF1JrAtwwybUKEHE8JtQB5wrSzrGYpxuWXtscETUi5TOP3Jt8/UbZpjO05TSyHlTHoNA5GJf1PQBBUsUrVeK3XISZefzERi5Ys4biTzzjsOIZBSKVUQWsL9AkBYRg0AP0wCCkU8riOCwiaW9p4+zvfwVNPPkGlUsF1XBK1agL6R1GA1g4IN5beC1wnRRj5gEZKjygKcGIwcSJAaTEN+1rErMgEgEvOuxGiAfhNPG6NYxsPHhLbG6O1DaOMj6f9N8u0s6CjbHjXjT8bLajoOI7tSbXBcV1amgoUR0cYGB4ln80we9Y0+voGGB0tEiSJwEToQKPD+DNJaIp9oqWUlMollBK0d05h4cLFnHnymZx20SXk881kMpn/yO3wP6p+7wE7Y6Cv9xBf+MzfccUF59LeZn1ApITS2AinnHQaq488hpbWLFFoUwQRSfxzcpPHF0qszc7nm/DSii1btnLbTfewb/8hjj76KK688grmzp1DtTbIpldfYevOYYJaiDSG5qZmLrzoHM457xSymUyCTGEE7N2zh+9//8e8snE306dN5aprLmL1miUIEzA8PIJfC3DcOiaeUAgE55xxIvv3380rr+zgyisuYEp3u91SG2LfOiBeyKrVGq+9tgPHzbLqiOV282fdMejrH6FSj5gzZ5o1jA8FJpJ4jmtp0I5L3fe5485HEVKyctlMhJI4SpHP5cgVOgnCYaZ2t7DvhTHCwCCFg5ASx1OsXLmYn9x4N9u272P2jKmWAmsili5bxYqVi9i8eQ9bN+9h/YZVjSmkAVzXsj3yuSZOP/149uzv4/s/uIN0Os2xG5bhuC7GhLR3tFvjSicNoQZXsmjJAt7/wXfwgx/cxFNPv0C5WOTyyy5k6eIFeCkPbQypdJaLLjqXKVOm8JWvfouDPcMYLentH2Z4tEhreycImDp9JpfOnMU5Z59Jz6EeHnn4Ce6+/R5u+dmdLF68gBNPOoY1RxxBR3sTQsaTdqGIIk1f7xCVemBZJfWIvXt6WDR/CnNmL6Q518HDDz3MN7/2Xco1zdhQP1//6hf5wle+TjqT/e+7YSbrD7KEEFx8yWXcdcctPPH4M3iZNLVaDSPsA9h13ZhtMC4liAn0GGEZd0mzkxjTxrNUlLEJs3YjF8tnmdAIxJjMxAbDpruPT24bzZm04JMhwnUdytUKlUqdQq6A4zgEgY/jpGkqtDIwdJBkEqsNOG6WocFeAt+PmW2GamUERcxQER6e61KtjOHXRwmCGlGcgtbc3Mx73vc+fL9GvVKiOFqiHhiEEXFzYmVRvl9HKUlfzxinnnIGc+fMY+asGbiOIohlcpEJGBk+RFvXPBwkyvMIgjLoiMG+nbR1zEQ6LtXyCLWRQVKe0/D10JHPyOB+OqbNI5NtY2S4nylTZzX8RoQwRAZKpSE6umbg16sEfgkhf93s3VCv1xBC4Lme3XhiGvI+kfg7YRvvarXckKIYY6yRbxhLwYIApJ1OS2OvBz0BqBUAUlLxAwtYGoMOAiuPjl9PGCstDI0GFFOmz2LZsmVM1mT9V5UQgkVLVjN33iJacmm++fWvsX1PH/Ua1HSIDjTSQKThoUef5/Enn6VYqhFF1uEnjNn1GItXhxPCo6QU+H69MciI4mvcxMyJhDds4iGh63lgDEEQkvIcHMfQ3pojiGB4uIh0HYIwQionlntZVllkNPXIJ59Kc8yxKzjn3OM4+pjldLW28KUvfpfBkRKu44Cwa8O0KZ0YE6F1jaeffpaHHt5CGGlS6RQpJ0dKCq665nzmnnQiIu5DhJAoL0NxtIrRmiCsMTLSgw5q1CKN52bo6uxi995RXMfBmAiFE/vK22C0ru42svn8v/O8wKLFi9hw5GpuvfN+gsh6HBFpDh0a45HHXuLY45aj8TnrnBW88Mo29h2I5VBRyKwZM6lUi5TGAup+BekK0m6KajXg/l88z4uvbOfcs0/g2KOPYPGS2Tz66POMjZUtAyiKrI+SMTz86Evs2dOLNgFjozUGBovUAx3bwdgNfjqTpVar2nMuJEZDpEOILQAcAa6Q8doq0cmmOfbIzqfTbNiwnI2bdvLNb/ycJ5/ZYZM3pUEIh5TjEAZBPGzW8bj7D0QYNVn/LSWk5PhTz+K5p5/kvodeIJtrtkxZ5dDW1srMaVMYGRimXKkSRjDQP2DvdRFbogiBiXTMbBMx8GYaqiTb44UYYeyAUAu0kVRjNrFAknKkHRBgh4yOI9E6ioentmdIvOIMFsSTYgKcYQxKOkSRVbkl34NRE8IihA2bwWCURClBEEQYHTPMLMUNTAg6wkiJUDYsy1rBWBskV0kuveIq2jo6DjuOruuSSafiNFdFqEOU69qBEBIhQ5qaChOkpYq1R65j/ZFreehXj+HXfQCk605I0xWEYR3pgtH251zlorBedK7rUKsFceK4Da3BWNJSwlzUDS+/5PiFEHvO2WdUcnzGWXHJe9QmsMSUWMJqtMbOEixhxT4ObRiZDeEM7WeNv2atxgRSSHQYIKUm7WVpam4hm0sRhZogCoiEQybXxEmnLIEgon+oj1079zJSrOD7NZSAfC5PIZdl8dIlHLPhKBYumktFZ5g6dTpt7e3k8gVaWtp+r4a+v9eAnQHCKOSGH3yPqBJw1JHLgIiR0VG2bNnM/p27qEcOg7/4BaViiWq1zlFHHc0Rq5c1Lm57UY5TSMLIZ8+e3dx889288PwrrFl1BB//+EeYPrMzvhijBtXUmthKWtta+aM/upZjjj7SJrsQL1zaZ9/+/Xz5q99mz55BTjv5RM49/xSmTGsHNDrUKMchlRZ0dHRYLb0Avx7wy4c28czzm1m6cCFHbViFclVDnlYtVxgbG6OptZVsNktvTw/bt+2htbWduXPnxoseIAT7DvThuhm629sbkttkMazXalSqVVzXw3EVTYUmOtpbCUOfIAwQEqZNm0lp3yZmzS2gnCLVSkBr67h0btaMacyY1sGmjVs55YT1OI5lYaTTKRYtmc3TT29k48btrFm3AtdVRKGm7oe4nhNTojXtHS0cuXY5zzy7ieu//jMOHjiZs04/irbOZgpNrWQyeYySVuIeT0+6O1t573vfzJQbb+cXv3icz3z2y5x/wdmce+6p5At525wZzVFHreXQ3n1887u3MFYNGB2t09t3gLlz54yzQzCkshlmzZ/LtfPmcuHF5/LSyy+z+bUd3HDDzfzwBzezas1KTjr5eJYtm0vWy9DV2cHC+fM40DtgpyTxJKPQ1IRSiq4p3Vx2xeuYOWcuN/zkVkx4kKcefZgbb/gR177prb9Xi8xk/b9RXV3TeN/7P8KLL76JaqU+LnWI2RIR1kYittS2zBJiXlU8jZTx+pF4USbzwaQa/5U0cNjJXrKLnQjaxU/4w5h1FrgCz/VwHJfh0TEECj+MqPoDaB2hPEH/wIE40Us0Gj3XzVAuD4HQuI5HuTyMNgGOctBRRC6XQ0kPPygxPNpL4hsipeSc885n+YpV3HX7LYyNjjBlWgtjxRojQ9XYeNfKRWUsyWpuydHW1kI6ncb3A5SjqFZ9RMy8KFXGaImqFIfq8TEDYSIqpSGy+WaUl8KvFBkbHsBREklkU7GMwq9V8KsjeNks5fIYlWrFMm7CBjGOMAwZHR1FKY9qfayxrk88C8kxlVISxefLcRw7YY0SGbRtSqNofDqbNHFhGNLR3c3Q0BBBYK0ShLLWAiZmFEU6+jXZxPj5VY5j2XjGPqeVUAghKdUqvOl172H+/P+9hG6yJuv/rgSOm+GkM87lnjtuoK21wKub97C3t4aJLLgWac3oWLEho9LxdR1NYCdoHTWYXeP3WbLCWdDLdV2Cuh/7nsW9RfxzSirq9Rquo5jS1cIfve0CwrDED378ML39PkJbKe3M6R20t+VoaWripZd30js8jOd5rFu7mL/45DuYM3cqUiiee/Jx7r33Kbx02vaMvo+SgqPWLaSjPUe1XuOO259k7/5BhBSEoY8xsHLNKs489zJSmXFpl5SKUtmnVtMIIzA6YrQ4godGuR6jY31UazUQEIR1hIF0Ok295iOlwlUOl132JpqaWv/d5yRXmMbJp57MLx56lLGxUoOxG2nJIw+/xHnnHsXiRTNYsmQJs2dM5VCvHSgYIRkaGeKKy05g1/YeXn51NwNDJaIwjP2VQnp6h/jWd+/kplt/SSGXpVQqUioG4+BqpIkiQ6UW8NrWXXieC0ZQrfuEYexFJwREmqBet9eEtgMOKSVBmATDWT8uZ8L6JyfI4qSSTOlu57iTj+bhR17j2ef2EsSWUtLEvb5vGTmuVLiOYN1Ra+junv5/dcVP1mT9WyWEYMHSo3jvRz/BsjX3cWD/ADu27aZSqXFg/wF6+/rYvXsfbtqlWhprSBW1FUzYVGYhG71F4sGY9IUT2XIilswm/YQSxMCUbKg0Gv1nFDY8QRMlVrLmKiUxWKBdCEkUWkUbQmOwLFil3IaiLXkNYyLCyJ/gMxmR+LwZY99nFASx/2jMros95pIk1FmzpnPBhZfG8tTxGhg4RN2vIhCEkbVFkK6LwBCFPhjD1i1bGBoatP7lArLZJs468wwef+xJwlieG4VRrH4wDbatCeogBEo5Vt8Vg5B2CAvGBMSxX3E6rY4ltOPJtlpHjX5dJkArxGxs3QjGgaQVTyTDEdaGxUz4+ngvab9Hx8eS+O8yPv4QNvzvFJlUipaWJhbMn8PCRXPZsmUH5WKVplyOeQumctk1b2bZoiVERjMyPMpA/wGeeuxXTJkyhZVrjyGdztPa0fF/8Gz5f7t+zwE7w64dW7n95p/yljdcg1QBv/jFwzz0y8cYGy3hhxH9gyVGx8pEkUEohyeefJF3v/utHLV+DULGkjBh45z37t3HzTfdyQvPbWLF8qV89KPvZ+myhSglGhezlMbKHCJNFGrcVIq1q4/gmA1HIhWNB7fv13h100Zuve1uBgbKXHvN5Zxx+rGksh6RjhBGIFWKWXPmY0SEEBphIsaGxrjxlge45/7HCesha1YtJ5N2495QUi0X2bdrL1qD46XIZjLs2r6DYrHEqvmLKRSyDWqsQbNj+z6mTOmkqTmf+EuCkNSDOkEYcGB/DyNjZcLQoENNpVwnl/PsTe6mWLBoEb945TbWOJpC3mVotMy0GeNnIF/IMWfudPYd6MP3fdxUBgxEIaxYvpxc9n42bnqN0bEz6epoYXR0jL6+fhzPZdq0mTbwIt3E9OnTSaczZNKCB3/xCFu3bufyy85l0aLpduOXRFQbkNJuEtNpl6tffynrjlrDDT+5hVtuuoPNm7dy3XVXMXPmjJgmbFh95BoKN9/DaKVOuVzh0KGexgSmscmMN+4IaGlp5eSTT+Gkk06iUqmyZ+9enn9xE9/99vfI5vKsWLmco49azelnncwLGzcyPGKvLxtxjR3aSItQHH30kaxcuYKbbrqbH9xwK9/5+vWccuoZzIyjwSdrsn5XJYTkiLXrmb9wLhtfehWlFNlsmtFiKX6oJ3BbTLNXEhkD5J7nxT6OUPd9ayKLZdMdblBrGt4XCBobMfuyBpl4m1ihQszWiyd9JD5AmrSTolSqxMCgxg/qBFFEKm7SavUqxsQSjJi9Va2OUatXUcohlykwNHQAIQxCaqLQyjartRIQEgaBlTvokHxzC1de83o8zyMyVaRrZa/zF87ihWe3E/hWtpEkjaXTKcZGi2hjP8X8BQvJZ61014D1ZDKGIKgg3QLZQhvVsWGQEBpNEFUptHUxWC0xNtzP1JkLiDsfhIgQxqFeKVsGNZpqZZRMtkDg1xrBH2CoV4txE+XYFFhhPQftuR4HUn2/3pDsEYWNJs8IEEY3BkEaDjuPxljPJfvbTINxmfiZjLdzjCOJE353FLOLhLYBJUhB3S9z5tkXc92b3zw5tJis30kJIUlls5x++vH07DvIzu17yWcdxooBkTAIqRBx0FUYSyBNLNtvamqiXC7/GlD3m/cJxD5ncRmTBFLYOzKK6khlyGRczjrraDraM3zza/exb98QoZEo4Lhjj+AjH34T02e08NMb7uCRp19EGsGaI+bz13/zTubN6UIKg9Cw5bUdjIyGuI6iVq3hSMHced2cfMoq8tkMO3bs4qFHtxGJ8SFLUy7HJa87hemz5zNx0CKlYmBglGqVxqavVCoSlHvpntpBOp2mUqlaT6LIytvrdR8EKEfR3tHGCaec/hsb2n+rPC/L4qWrWbl0EY8/87JdM4U1KO/vG+MX97/AooVzYjuC5HhK658aGmbPmsLppx7Jiy9s4fbbnmDH7l6CKEIpB0yINIqgXGOgXEZK10qzjCadzljQLQhsKqMRGG2HEAlYZ5L5fTxkSs5xpCMcx74H0xguGXxtcF0PHVn7ABnLzoJAk8u7FFrbybV0UIv8xjM0WcOFFBgiBJorL7+Aj/7VZ2hrn/HbDtlkTdZ/WgkhWbL8OBYuXsdgfw8P33cnTz71PPsO9rJ1506GR0asR265hLXZkLiuF6+P9jUcx0E5DvVaHUepWKGhwWi7n0oA8vg+sWCUJoo0obD2JlKM399CJAmnScDfeC+T/E4pRQM8j2K/NiGxQ9kk/CweDGazaaq1MkQaY2Lmn9GW9SdkrGaL36+Y0LckQKOx0s/LXncJ3VN+M2r09ttuoVavW0WahCAICWq18bUM2LVzJ8899yynn34mAonjZDj9zHP5/ve/z6ubt1mWWhQgTGIDFUtKI2OtEKI6OHZ8juMcRixyVALAgfWRM41eejyJNU7ujQKUUnieQxia2HOe+NjrCb2YiP/bDqOktB6uDQZgsi5Cg2EtY/sqHXsb2+eeJpdJ097WysxZ01m5dAHTprSTEYb+oRGmdHVz8srlHLXuaKTrAdDaPoW5Cxaz/phT/8PX9f/r9fvLrTaG0Pf5yY++Q3l0hFc2vcCH/vQvuf76G2ltn8Y1b7yK9tYsB/tGGSn5FKsB5UqVvr4hpPAaSL42Ptu2b+cfP/1l/vLPP8vIYJF3vO0tvO8Df8Sy5QsaxpWQ3NCCeq3GWLFMwh9ZtnQZrhcfaiEYHRvlBz/8CV/60ncpFzXvffdbOP+CU8lkXLspY5zZIqVEKonv+7z26na+8rWfsnnzPi6/6FQyaQfP9VBSIoQFrXp7DsWNg0MqlSEMNbt27iEKJQsWzMN1LZvEGEO97rNl2wEWzp9DOuUhhUXqjYbe3n4Mmlw+w+hokbHRMumMR6VSxA9qVifvpFiwYDbDpYhIR7S05hkcHMb6JcV0XS/HwoVz2bf/IMPDZbsplxIpFHPmzGPOnBn09fazZ9dB6xcQRTbVtuYzPDIAAuvHlPVoas5xwgnr+fjH30FLc54vfel73HX3E5TKPhgJRqKUE58Hm0QjFSxZspA/+dB7OOuck9i5fQ//8Hdf4t57fkkQWDZkZ2c78+d04ymB70f09Q42Jgb2UoqnBzHjKNmaaq1xHMXSxUu45opL+Lu/+hhXXn4uhw728Km//id+dOPPMVriuW48LTI8+/wm9h48aB9QgNaQyaR4wxsu4fOf+Qvamzx+/MNv2w32ZE3W77haW9u55JLX4XoO2WyGWswgcF0Xz/OszxLjniKJObDWmigKCcKgAdQ4yb2YTPQSuWvy8J+woU0kE1oYK4OY8H3JxjbZJSmlYumSXeekFAgJuZSL5zoxSyyZCFqWWOL/YXRENluI76/xFEcpJel0CiE0tXoJIbCTTGNYfcRq1q09EiEE7e1TUI5kdKTCq6/sxPUEXspBCAsOptMeqZSD40ieeuoJ9u/fj5SSGTNmMHXqVIglcUrA2PAgfrVMWA8gljsIbSiNjFAoNCGkolYaoTI6hIkbVXscNZWyDaxwUymCeplIh7huithMbpxZGEVWOoFCSffXWG7jviLJzxhjG2jPy+J5mZgJrhvN7kQfLiWVZRUqheO6DSZdIotpgLITfi4pa+9gfZwcpUh5Hiao0dI6lU9/+tMsXrz4P++inqzJ+t9UOt3K+mNPxvM0mWyGSIMRJmZehEhlvY6Mdbam0NyEVIpisXhYII+MZVZoMw7iGRvIopC4jouQgnTGyqUK2Qxpx0FocIUCLbjr3qf4xF98m5df7SUINErA3LlT+YtPvYt1Ry5joPcg3/7OXdTrEdlshlNPXcecudNR0kPgEIYV9uztRUgIojpOSuGmJMuWzGXBglmgI356w4OUaho0KAOOMGzYsJozz7sMN94gNUoY3JTD6PCg3TwqiZIpwiDClRGFXIo5c6fj+4HdvDd8oO2av27DWjo6O/+Pz8miJSs54aTjSbkuUlhbABlL/h/45fPs3N1LS1s7S5fNxDH2fIEdGD37zGYWLprHm950Cd/+zl9z0QXHWVuCMERiGcspR9HVnqe1NYvjaObMnEoulQItUJ6Lm/IIopBKrYYfhOgJLlCu41g7AGMItSHSNiPYjwIiknOfyF8tG0dMCCUx0vLTB4eLbN6+l4HB0ZjVE6+Txm7OlADPURxz5ELe+q4P0NY+Y3KQMVm/mxIC5WbonDqH8y+9hlNPPoG1q1cwY+Z06n6NSqUSp3sKPC9FJpXCVU68Z1UIafetxL1UYzwRM7owlgihhGwwyIjVBtoYy0oz2jJMXRXL7WMWX4PZrBv7ZBHLOi1r2doG2N+obLJq43ttD1v3a4Rh0GD7Jf69QsRxanZD2ghfSMDA5HWMEEybOo2LLnsTyvlN7lM2ncUPI5TjxMC7DWWIwhi8MgLPU7z4wnONe1opwcy587jymqvxPK+xT0RrJAIdBjYIzkAY2v4uCnwCv0a1UsboKMYQ5ATpa9KD6Rg4s6yRxtABIP73JPRt4rDJHu8Iq65Ien/dOC7JvxutY0+/2FIsXseMtl6CJv69UkocR9HclCeXy6Ijw4sbt/DAQ08xPFajudDCwgVz6Vp3AtJx/xMv6P/36/cXsAN279rG3XfcTrlc4uc/v5tyUfH+D/4J7/vjd7Bh/Xqmz2hDYRAmRMT0zXymidkzZxERsGPPbr74pa/x93/7Bdpb2vjkX36EP/vE+znm2DW4jkXpLWodNVJPlHIYHe1ncGCUUBscR8Yx2hJHCfoOHeC73/oeD9z/JDNnzuG9f/wO1h65MpZfiZjSa5sPIzSR0ZRGx/jFfY/xT1/4Md1TZvCJj7+LU0/ZQHNLE8iIVJw06NfrVKs+SEUEhJEmCAP27O9BOS7TpnYjpCCVTiGMQ39/Pwd7Blm6ZL5tiqSyPxtGPPLoi4ShJpfLM3/eTJqbs6xbu5TOzvY4HVAhpUdLWyfpfDt+EDG1u5mxMWuIK2KvDSUly5ctIQpCduzcEyP+tqFLpzLMmzuTUqXCq69tI9TSRmsZcKSiWi7HkdT2+EWhprOtm5kzZ/OOt7+BN73xYh64/yF+9KO7OXhwGGMcbPpQQvmNGx8BzU0F3vjGq/nQh99BoSnNj350E9/59vfp6+1DAO1trThSEWl48aVX6e3tiWnZKgYBZfxHxbHU9vyPDg0xMNRH3a+SyzexZvVqPvyBd/GFz/4lxx+3lvbuDmphFCdJavbv7+MH3/8J5WrJHiWRpPAYViyfxwc/8FYeevBeNr368mEb3MmarN9FKaU446zzWb16NdVqBR1GKCFpKjSRSadJp9IoaTeeruPiSoXnOnZiGDdTjpSkPMsUnsiuE4Dj2uYlAXcSAFDEnVgjQVYKK6uEZO7RYGkppfBDu4GyE0NrsJtyHFIpl8CvQ5ymbR9wknQqSxhaA/go1BTLo5CwHbQ1wK1US5RLI0Rh2GBOpLN5rnvr28jmco2G00SCfC7FkRvm2gbIJGlZdt2aNr2JJUunUxwtUq/XaGvv4rwLLuGCCy+xnnAGwFCrlmyqoIBMNo82BkcKdL1CcfAQqUwWTES1NEw2l28cCNschfi1CkIq6zFXLsVT0fHhkT1kJm5QrZRCN9YUQyO6bELTlXzN9+u24ZuYAhd/6+GSZ/DrdcLAHrPkWWibRhBm/H00mEmIOJnMYCLL3KxVyhSau3jb297OggUL/pOv6smarP9NBYJ8rov5CxeQz9vkQMdV6EjHyaMxfzSmVyWBFElNNNVu7Cphwn2S3Gf260EQEPi+vadif0/XcalUKhw80M/IaA0jDJ4SNBfSvPPdl7F08TxKxSFuvPFeBoZqSFyOO+4Irrn6YlzH9igY2LZtFw/+6iVK5Qq1WhQzkwVzZ03DkQFPPvEKjz2+3fYkxrJburs6+KN3v5cpU1cChzPhhHTo6OrGdW1ADQjC0CaxWkzeMDo6glQOJH6l8fFIpVOceNI5ZLP/Pv+6iZXLt3DiKaczd9Z0pFS0tLQ02Bylco1fPvgUUimOO34N2ZyLlC5eysVISbGkKZUDsrkc02d289GPvZFjNyxDCssO8bw0qUyawZE6IyMVhFHUanWqtSrNzTnmz55CLuXhKIcwDGMWciyLUwopBMGEdHCE7d1/fbCR/HcQBHazrnWcIGzQRrJ7X5GvfPl2vvf9WxvPy/giscdWCDzpct27/oiFyzdMgnWT9TsvIQSpQhunn3cZV159EScfv4583gYXOo6D63l0d3cxfUo3LYWsJSgI9WuqjGRuO35fJK+dDGBl7ImWML/A7uFSrmcl4co5jMgy8T5LAiysrDUBp0zMLAMlHRxl0+6TeyjwfXRs9WGBuHGShk3zTsJrBE58z0dh1JDrKiG44OILmTPvcEZyUgsXLSYMQlKpFJl0Bsd1GsfBYm46pqElzL/4eDgOl191LStXrkIIiYwBTQFIbf/oGMyEGAwVAmki/FqZKKjH/64bqbckyof4EZQM2KMojBlzDhhpBw9aWx98EnmyIGnGRdy72deIGs+8ZL0PAj8egsc4RrIORiFKaIQO0FFIFEVUq3UqlTp79uyjp6eXKIKmbBMrVyzgmEVrWLRwEUyud4fV7yVglzA27rnrDvr7+tDGcPKJp/PZz36C449djeulUI7HgkULyWbsxFMpiacU649azVhpkK985dv846f/hbaWdj75yT/hzW+5mvaWtN2wCTCJPWbsayLjqSI6pOfQAcrVEIRBKkFfzyGqlTIvvfg81//rt3nmmddYungp73jnm5k5a8p4oxdvSnVkkfAg9Dl0qIcf33gvt/78Ma6+5lLe8PoLaGtvwXPTtDQXcB0PIWzjFIWh3WBJheN4pNN5DhzYw959vSgPurtb4+RFK3XaufMghUIzCxbOPIwpGPh1BodGsAtgyNDwMKOlCrt2HcIYge+HIG2wRCbbxIwZ80B6TO1uwa9V40lh/JGEBcNaWwu8tnUHjQCaGKlftXIFynEYHBjEDyIc1437W7twBL71Rkql0khEvJE0eKkU649aybvf9Qb6enr4p899h8cfeZ6xsdGYGTM+LbG7TMsIWXXECt729jfQ2dnMA/c/yqc+9Y987evf5tXNO9AYAm3YvaeXW2+7i3q9jl14ZGPTa8EH2wCHQcjdd97Jl7/wVV7buCWejFqacGdHB2+46lK+/M9/x9/+1Yc4cs0qDAo/hAceeIIvf/nrDI0NW989EXMqjWThgjnM6Cjwza9+kXq99ju5XyZrsibWwoWLeevb3sns2XOwzYr1GovCiFq12mAAYwyFbB7P9QiCwIZTKIeU4zakYw2wTgjS6QyRjm2344d50rhJE4N2E9h3CEFkdCNB1q7Tdq0N9ETKviEINdVQ4wcaYQwp16GlkI+j3gWum0KbEKlU7ENlJaISy2oDu366jgM6ary/JcuWcdoZZ9rJrdHs2f0qjlJEPowNlxvGv1prjNZINAd3jzI8MMKiRZ0U8hlmzZrNW9/xx5x17oVksznsc8MmslbKIxSLw1SqFSITIZVNJi+WKxRa2kFIavUKge+P4wACIMKvVcik0wjHIfR9a8w+0UOQ8cZqAto24bgdDthNnA8YIptIFjMCkxxcK/ttfFPjuSFM8kQcb7CUsE3vxH8TMdtIxkMZKbHSGq351ve/zyc/+cn/6GU7WZP1Hy5hDK7rkM1IBJogjJkW8SYzSYI1OiIMQqrV6mE/b5m+v7aJnMgoFnbzaZNg47VNa6q1Wsxq1VSrNbspEpaNoaRlVx25dgWXXHQ2mCo/+O5N/OymJ4mMIpNyuOCCE2hvzSMSEwEBe/bspn+ohHRh1qxuIu2TclMsXz6Dgb5D3HH7r6gEEQi7+XRcyZnnnMVRR5/UMHKfWEqlmDZ1DjryqdXqjc3lq5u3UCqO4aWsX52IJyQC+/6lgFTK46STTvoPnROlFNOnz+f4Y49CoCmXSyilUEpQrdZ5/NEX2bx5G4uXzGbu3ClEkcH1XEINL72ymeeef9Vu4A1MmzaVP/3oW2hrLhCGBsdVvP9Db+BTf3EdJxy3msCPGBguEmiNRHLs0as56YS1CKyKwnVdu4lXlrljUzEPZx43rqXDFDc0hvoTWUE6MoSmTiXwef6lLfT2D9tgkvhZac+DQUcR06Y2s3zlyZNg3WT9t5UQAi/fxOxFG1i+fDkOIYVCE+l0lkwmg9aG1rZ2Tj35ZObPmceU7uk05QtIoexzXoCI/eSS10t6uSgKY8adto2gTIIeAQPFSoVytUY9sH6OTiyptGytid64oQX8IAbsIjt0BJIOJmG+ilgimvSxNnwiYedZIoXRAUpEyHj9J4pQOop/v6C1rZWLLn2dtfP4LdXU2oZQDkZHBH6dwPdxHId0JmsHrQhGRkvs3rmD3t6eCc8Lh87OqVx6+aW4SuA4KrbnssFgkYk/d/zehTBEUWBJREYT+PUY+DRoHWI954gBN8BEGB1idITRgf27CIm0TZpNe6nYZxW0DhvDVxMPYk1kez0dhSTKEoiVMAKEib0GhUEpgVRQyOdsvxkPTIwWjJUqjIwMU6mW0EbT1dXG1NmdnHTeqcw8/gSE+vdbKPyh1O8lYAcwONDLfXf9HM/zOOus0/noh9/OrOldiMQ/CQjqIV7GxXEcHCHJpNNs272Tz/zTV+hs6+YvP/FBrr7yQmZMm0oYVBgdHiD0bXKLEBJHOfGio5DKUm9r1RIPPfgoxWqAjHXrG199jTvvvJuvf/0HvLZ1P6uOWMkfv/etTJ3aFr+VBLUWDRlRpVzh+ede4l++8iO2bj3Ie991HSeeuJ605yKM3TxWqmV6+4YwZlx+EAbWgyiVSZHJeOzedYBSuUJLcwttbW1W1qENWvu88PIWpkyZQkdHc8MsEmMIw4hly5bT0dlGNptm6pQO1q9ZyJpViwFDNpthxqxFOF4e5XrMmDUfPzC0tRYoFkftpnlC45HLZWkqZNmxYz++7ze+BjB12jQK+Ry79+5h/969eF4K6ShLqY5DNhqMDGWZO0kijVIpli9dzB+/6ypWHTGXH93wc26+5WH27++LA4sSao4YxwEQLFy4iPe9/+3MnjONvr4RHnnkBXr6R/CjANd1KFXq3PnzB7nl1jsIYt+S5H3Yc29Bu3K1xsate3n6he18/ovX88gjDzWuPwEIqWjONnHaySfwj5/5Cz7+sfcya850xko+t93xS775nR9Qrdfj/bLdFhfyOa679nJ2btnILTf99LAp/mRN1u+ilFJcfOmVfPmrX2fp8mUEUUCxOEa1Um1cj1EU4fs+tXrNMtew6aBp18VGzVvW3TjzxMSmwdbjx4klBI0pbIOFZyb8zPimx3Utg8RzXSuzgMY6oqOIyECgDWHs8TFv5lRamgoxQGWoVktEkU8qlcFONMfZEQZryh5FIfV63TIdIsu6u/bqa8jH6YbV6jAvvvQ4nd0pcgXJ/r0jhGHSENrXCsOQVFrR0ZnH8QJ8v46UklQqxdJly1m1apXdvEUahaE0NkgY1THGNrKJkiCqV0mnUignRRAEjXVv4qavXq8RBElql4inpeOT1GSSmyBsE9ddWxOP80SsdHyjmRyfid4xxI51BtNg7CVmxkKMpwA3pugythMwBiUM0kQxy8Wjqa2FwIc3vOE6NmzY8H9x1U7WZP3HS0vBgYN72Lh5D5u3jyCFJAwDQMcgs0YBXsysSDaAiVUGkcaEurEWiHgIl9ikaCPQwlD1azY1PrC+SRqoa02EIBICLSwo6LmSfMH6qb39HVeSzzo8+vATfPM79zFaCXGE4aSTjuT00zbEvaNjJVfUOXhwgHotQmtB/8AwYaSZOb2VppY0GzduZ++BEcIoQmBwlMvM2bO48g3XkUrlfuuxEUIwddoc6rUxRkaHMFFIX08PtXqE50mq5VI8dCQGJjXSGJqzOS6++FKmTZv2Hz4vXV3TOe30M5jS2YpCoByB41rWx569g2zZsg9PweIFM4h0QL3mo6SkXK6zafMOaqH1o8IoFi+ezVmnHkUukyYMQl7duJWrrr2Md737cubN6QSh0Qb6+ge4597HcbyMtUkwBid+bll5tER5Lsp1GuE6MIF5/FuO36/7GUYGQi2IjLCBPwiUsMMkFaewE7MXV65awazZk6zjyfrvLoGQDktWHMnpp53CO976Ro49+mhmzpxDPp/n5BOOYd2aFaxbvYqlC2cztaubtrbWxrWfDP+ARshDGIbj98cEZq6dmMYgEcTJ8zbIMWHRwXiAhWWrmdjTUpB4WrqOi+O4cX8zfp9qbRrWUCZmlVnrFycGqnQD7BOJj15s4aGkxBWG8845l+UrVv//AumrV6/lsstfZxVacrynStjZQkhq1Rp33fVzPv/5T1OplMaPs5CcfsY5TJs+DYFdT5mAXSQ9dYP1DbFFk4MUEIV1JLrBgmuAbfFnl8rKWqM4FTthghutbQ8cRegJKbGHrW0T+kRLLooHDTHj0jKRbU/oSElzNk9rjD9IpUDYQIpIh5TLZQBam1uYO30mCxcuxHFm/NbB0WT9HgN29951O4M9/Xziox/kzz/2bjrb7eYtQYNLlRGefuZlxkZquFLhRyAdj/Xr1/LnH/8Al1x6Jm3tzQgpiKIahw7sp6ltCulcrkGJtQuDjveEljHxq0ce4omntxD6AmEU9SBk46at3HDDnfT1lzjttJN593veSnNbrnEDxCpQbJYODI8McO99j/LNb95Je0cHH3z/m1mxYpH9nfEEVkiIQut95KZSICS5fIGOjg6aW1ro6p6C79d48cVX8EPDvHlzae9oa0TP1/0aW7fvZsbUbjLpTMMzSiIbiV9hEOG6nv26EeiohlKSQiFHtqkJIRRSKGbNXYAfOqRSOfoH+ymXq4ctYrlsnhXLFrNv/6HY2y+ZIsPUGdNYsXwe+/cfYuPLr+F6adLZNEZIHDdFKpWx4KjrksmkSaVs4IVSCqHslKK9YzpXX30Jb7nucja9sonPff47PPzoywwOD+P7VYw+nL4rpWTOnLm8971vZ87sLowICbXGkZJ82qElX6Ba1XzjWzfw1a99h5Gx8fecbIZHR4t84Z+/yiuv7qBWDzlwaJSvf/MHbN2xJT4/MQ9JWDpxPpvhgvPP4Ctf/GsuvfgMtBHc/NP7+da3fkSlVrPTp9gnYPW6lbzhDZdw44++Q7lcYrIm63ddUkrWrj+Kf/rnL7Ny9crYJ84yw6S00nWhJCGGml9HAJ7rUg3q+JGVRyaG4Ic1bDGQLrTNsHKliieb1tj3cBBpHHAPQw06smteFCENuFKhsBNXJS1Q5wd1PMe17OS+flzXIe0q6n7FTgORhH49/v0QRQaNlWLoKIT4PRqjWbpiJRdc9rqGBKA4Osq+vfup1yKkgO4pbWSyKbQe36xKV9DV3U5fT4UozOGlMo1j2tTUzOuvvY5UOm3ZMNjps9ZhQ3ZvnwIROjIM9/fiKAtIloqjCKGAcVYHRuPXauhQx/+eNLIJpKZBJHEQv14i/n1JYhuNYz5xag3Y9DeV+MTQIOppY0HaGJaz1409g3YqnTBNjE0WFghCrSFm3YVBRLFUgZTHX/3VX5HNZv/D1+tkTdb/TSnXoV4rcuttj1KsRLhKs2B6M1PbMmRSLkoYm2A44b6YKPmBccPziSC4/f/23slksnHQVXzvxJunca9NuzFNZzw6C1mqpRpz5k2jtc3jqcef5O/+9lsc6h/FmIhU2uPy151Fc3PB/g6pMEZQGR3loYdeIF8okM+niCKBMYq16xaDqPPww69ysLdC4EcI4eCmXM45/yIWLzni32RwFVo6SGWyjA4NEPl1RoeGyaQkjlA0NbusXTWbIIwwkYlTrQUtbQXe+P+x997hcl7lufdvrbdMn9m9F231LkuyJPcu926MARcwxRgCHHISkpBychJOkpNDQr6EHno3vRiDjXsvcrfVe9+9zN7T3rLW98d6Z7YEhBBiAjhzX5cQ1p49Zc3Mep/1PHd501tx3div/L7Yboyly1eybMVCEBAGCmkZ5qMXhGzfcZDpmQrnbDyZhCNxXJtYQiIkbH55H55nvJY8zyMWi/GGmy6ip6uZSsXj4UdeYMe23Zxy0mr+5/98A+mYDVoRCs341Azf//49NZP2IPARWpNwXBqyOYIgiBQYBsd+Do69fv30mv4s+07hed5sYEbk/WXY1ALLEgwsmI+047/yGtZRxyuJzt55fOCDH+XWW27hLTdcx0knLueMU9fh2ILDR45SLs0wPjaMJSAMA3MWikIlpGUZxhhg2xZSmnojjFJUZwn/kQdk9HvGOiCsSTi1Mqw3rZTZk7Vhk4U/pbxQytSdoQpQepaRp6KQQoQ2Dk2RD7IKQ1CmOaaVYYLVvtc1tZUkm8tyxWte+7N+n8egsbGJSy69BD8IKJcr0fM9xjZE6EjJEHDH7d/hmac3Hbd39PT0smbNGsO0tiwsZE1uKqvNseiZEQ2LwdTuKIUOZtlxx4aNGTWXUZwds1gIqK2VYZXryBNP1dh8hrEXeUxjhrAobWq8mvefhes6xF2HZCJOR1sra1YsZ/nSJbS1thNzjVe0JcywXkqLlpZGVqwc4IzzzqP1V/A7/e+CV2XDbjo/yU/u+D5nnbaByy46jWQs+mAKgYlq9rnjjh/y5KZdBKFA43DRBefy0f/vA9x8/ZW0tzYByjDdSnm+dtttfPpTX+HAvpGIVTcbo1z1aArCEt/73rf52Me+wtBYBSEtEgmHMNCUvYDQhyULF3PdtVeTShlZVNWAUylFGATMTOfZvXM3n/zkt/nxnY9x2WXn8rY3v5aerhasKkU4utC7rottWwyPjKBChcDCsl06u3vo6uslkUpTKhc4eOgwAsm8ufOIxUzhpLQin59meGic/v5OZHXDimqLYuQd55UDyiWPQ0dG2LNvCIVlnrueDcZACDq7+wlUnGQqSSLuUiyWj+vKW7bFCauXUywWGR2bQEdFrZQS13Xp7eslrPi8vHk7KoSmpmZSqQRtbZ2GcRdtspVKhVKpZCRtKkovjJJbE4kkJ25Yzh//8S2csHw+H//Xr/KZz3ybZza9zP79B8jnpymVSvi+ZzZlrWltbWLBgrk4dgyvorBtSTzuMHeghbNPX0JnWyPf+e4dfOADH2Tnzj21g28QBnz1q1/j0UefYaboUfZ8KoHHgYNjfPWr36NYKh0vkZDmcCyFpLOtnT/8n2/nr//3H9Da1sqXv/JD3vcn/4dd+/abCUe0cZ531il0NSW4+64f/hd8Y+qo42chpWTN2vV8/BOfZdXq1UjLBEkkk5na/uf5hjHrOI5hV4Qh6WQcRxIVXZH0ILIdMH4Yx8oydc2DoyavrDLnVPUANMvWCny/NtELIx+PquSsyoxLJhIUiyUqvm+YJJG0zTysSfyuFpA6ep1VjxAziTWeJTfccCMtLS21Pbe5tZeWln4OHsgzPu5z8OAIbe1Ntd8RQpLKJLEcj+HBPKlEBteZPawKIThv40aWL1sGCOKJOK4bM/5vHH+YE1LUJsBQlQ5XZa669pqrRZqpdWebZNW1rd3fMX9+Psxta+bP0bpUEQbVaXO19Iuid3RNZ1Gbsv5cFl/0fKWQhFqhJYSBh23F+Ju/+Vtyudwv+CTWUcevF35Y5JlnX2Dn/gniqRi33Hwpn/3E+3jv753Dwr4MrQ1JHNcCQeRfTK0OSiSSCCkJjjksAtFwYraZUywWjqsLlDYhBn7EUAaQWjG/r5PpQpGSH2I58I1v/og/+dOPsWPvEEIZz8uGXIZly+fV9lKlQ0LlcWD3QfbsGyXwPQJfUfHKtDTmmDe/k4P7DvHiywcpVjy0sNBa0t/Xy/VveCOx2C9uCKVammlqaWVs8BC+V6K7K05/f5xEMglasP7EhWQzMbQOCBW4sRg3vPFmFi78z4XHCCHINbRz0oa1xB0Lx3FrexFY3H//8zz2xBb653XT1pJhulAk8E2TrlIKKJeMiXos5iCEzdKli1m0oA8IOTI4xl9/4JOMTk1w3sYzOe3kVUhtEWqN5wdU/DLlcmXWw1iBaztUiiXDuvw39tTqf/5caXT1vVeqNqB3LDO0MixpFfkdR/5Rtg11tkkdv0UQQpBMpok3drFk9QYu3ngWSxbOZ+/BI2zZfYi9hw4zMjbB4Mgw+fwEUvskXJtkMkU220gmncF2HCzbIp6IgTB1h0lOVQhR9XbTUfM68qhT1eYaVP3UBIbw4tgWli1r371jFV468okzv6QxUlkPLaLHEKCJvIirjauwagVybD1lmoy2bXPiySexbsMpv3DIobVmOj9NGIQYm2NTG9m2HdW3IZZtAnW8osd3v/Mt/Eg9AuDGk9z6rvfS3t5mhiDHDFOFIAqlEMfUrbN+dkJEXqIQeRGDZUsjcQXEMZZe1ecKRAGWZj10NThHK6N8QUXsOG08U2WVORyiI+uATCZLT28fSxctZdmipWxYt54T15+IdCXpVALbcXBsu2YtoHWIVyqTTDqs3rCOWLz5F67pf3f8bLTJqwAvv/A0R/Yd5OqLz8OyQItIY641yIBHHn6QL3/pdibzZZra2rnlLTdwwTnra5uDoXoopiZH+fgnPscD9z8Nwqaz52kWLZlHPGEDEo3CsmwKhUm+9c1v8c1v3k0QKuYOtFAsligWPCzbItCadNxlxaqlxBIWvm+kTKiQileiMD3N6Mg4hw4P8r3b76OttY33vuvNLFk6F9u20NEONfvlAktYZJIu4+NT+L4ioZVpXlmzG9XE2BhTEwUcy6KlpZWqhAOhOHTkMGUvYOGCAbMZWrPU34nJAk2tcyPzd9i37wjT0wU01UhriW1X5ROKlrZ28kXj0dLV0WE87oQwX/Roc+loa8GxYNfuAyxbOt+w8yKa8Mrly/mOewejY3k8X5HNZkkkU9i2HR3aJWGoI/8UhZBGMluFFtpMI2Wc9vZ23nD9VbS2tfCVb9zBk0+9THd3EwP9c+jv76G5MUNLczOJZJyhoSEmJ6epVCo0ZFIkUw7z5rRz7sZTWXPiqRQKJb73vR/ygx/ey9/87T/xx3/yHpYsWsTQ8AiPPfYUxbLx7aoeSINQ8PAjT3PSyY9x0flnRzK/aBJkVh8NxGJJzj/3bNrb2vjff/kPPPzI0xw5cpR3vuONnH3Gqbi2RTqZ5HXXXsYXv/M9Nl5wGZlM5tf+vamjjp+GEIKFCxfzoX/+CLfe8ib27dqHJIqUF4ExBY7FCMKQSrmCbVtYtoXng+s6eH6AJW2UDmflrNGQQkfMOzceJwyCGuvk2MeGaAqHOcAEQYAGAq2wpIXWRi4gMAdkS0I87jI8MorUIXHXMc19bRqCQVCBY5hn0potWFpbWigWZpgpFlm0fBlXXHXVccWDZVls2LCGh+6/j7IX4sYliaSMJsRGNqpCTVtHE6NDeZavWEBD4/GNqGw2x7Wvez0vb3nZmJdLieu4kZWBOeHLyOzY98okcg14XoAlBclUgnx+araxFx3yjg2AqL6W2fWjxogzzbSfXuPZ/uls83T2gGgSgHXE+9PGz7AqsajescZcK4RhWYaRqbBprEbXLa1NQS5Mc0Hhk25s5ktf+hpnnXVWvUir4zcGrTUH9m/nc5/7DuPFEqdvWM6bb76C5sZG+uf109fdxXdvf4I7791OAFgyNMEBSqNCTalUqjrImb0qOkRJBEpSS8CGY2TiwshhqzIwifGxS8bj7D84yHTFRyPZt2+EXbsOk84ksW2bMFDEXZuerlYyqVSNvayVAgmPPvY8MwUPCRSLPjHHYk5PM6tWzOP7376TkfGi2TOlhWNJzj/vXHr65/67379MqpmWti4Gj+zH84osXDSH4SODKFFmKh/ywzueRiuNG3cJK4KVq3t5w02XmEHOfxJuIkl/dzcdbQ3sH5w0yjBpGMbjY9Ns3rKbU08/gf7eNg4cnsDXAktKDhw4wtjYJN2dLWjt48Yk8YTLuhMXcdc9T2E5MbZs3scD9z3DNVedxxlnruWBB19AKWPYLmTVry4aiggoliMPV3P2j1jhVVRZc7Ofq2NtDI6Vl0lDCce1JaiAbCZJueJRKleTFAUq1FRCeOmll5meHiOdbqrvk3X81kBISWNrB6tOOo9Mw0sUKxWmp19mLBT4SjNdmCYIAtobs2ZIYEna2lpBQX46T356ikqlEgU/mM+14xgF1/TUDJ5vPOk0AguBsCxUpDBAyxpZBjQqaqYRDUGqZ+VqCqxhwpk0WKUClA7M9zfiLDmue0xdFNWGkUoqVAp0QNyNkYg5JJJJ3nD9m/7dIcfMzDQ/ufNHxB0Hr2ysVqpqXzPIEUgsw+ITgocffpB9e3ezcPFSs75CsGzFai6/8iq++dWvkkplGJmcoGpNYuTEx86/Z68F1RrSWK0YJqIXKKrhiebWInoe1OSyIvJBrp7dE/E4vlcx/viCiB2uUEFAKp1kpljEeOKFaGXT0JBj7sAArqXIplIsW7yAgbl9HB0Z5elnXqIhlyOdSjE+Pkp+eprALxOoCsm0JNPYw3GFbB0/g1ddw06FAbd/9zusX7uas85aX7vogjko3Hf/vfzjhz7N6HiZFSuW8p53vY2F87ujDywYmpMkCIt85atf4957nsJToIXHfQ/dT/+cTi66+GwMG1UzOTnKh//lEzz00HN0dnXy2tdcREdrkq3bXubBh57n8GCeIFAEvs/DDz+GZUt6ejvI5/Ps2b2Hw4ePMjY+wfj4NDMzASesWszNN11JT08PlmVH2v1ocqujb6cQxNwYDQ05Dg0WCcPZJAfLqjIcFMPDg5RKPq5r09ZmmCBV1squnfvIZHI0NjagtJGHVWWjM6UKK1YsAzVEPB5j5arFPPjEFlqaG7DQSMcmkW2hekqOJZNIK0ux6JFrSFEsGvkZ0lCAtYZsLkcqleKFF7ZyyUVnk0hUaf+avv4emltzjI1PMDkxQS6Xnt1UogKlVCzh+z5uLFZjxMDxU0wzbbBIZ1wu2HgGlUqFL3zlDoaGRqiUSuzavQ/fK5FOJxHSZXhkjKmpSeK2S2NDgosvPYOzzjyT5pYOHDdJY2PIrbe+lWVLl/LxT3yBP//zv+Mtb76eseFhBofGcKRFyDGpYEpRKft89SvfYtXyRfT0mA2oVq5XWZJaMD46yr6dW+jvbGJsdJxde47yv/7XP3H55S9y8xuvo7OzjeUrFxP77l1s27qFdevr/k51/GYghGDZspW8731/yvv+4H8yNTlBGFbl/GZPCjwfIcwUb6ZYIghDHMsUUEJoLGERcx3KpZI51NqWSaSKmkRV0cGxB5LqAUcArm3jRX4n1Wt6qMLagUhE7fB4LEYQBhhxqMSOxZiZqSAjhitakUmmKHtlPD84xntN4DoO074J7nnd62+gra3juHXQWpOfHsd1bJpaEhw+kufg/tGIHWgagqViyNNP7aIplyCdsyPfvlnZhLQsLrviKr71nW+y+cWXSSWTFIpFXNtFaSP3MAd+jQr9WpCQUkEtsaxKWFNaIwipSod/ulFn27bxuKtGRvwUC89YC9iEoR95ysxKuqoJ6Oa1VSe3gBRYWkTT19rKGFms0ni+F01pq4zt6sBCkEikaG5uY/jwAQplj/f/7V/Um3V1/IahyedH+Me/+1v2HxiBUDE4NMlTT2/jnHNW49oup59zLh09HeSS3+PrP3iRipIkpMBTEi8yNpdCRrYiVdapmFUtHNMgr6J6oJw9dJrf9UNFoeIbwbwlmJ4uIKSmWCoTBgrbdlAKVq9ZSjaboMq+FaGkVJ7m+ed34fk+jjSNskQsztKlnQwePcy9D26m4oEtbKS06Olo58rXXD9LCfsFsKVLT+dcnnvxaSMFlSmamzsoTee5665tPPncUQIvxJY2Iq658oJVNDUtfEXeIdt1mbd4PouXDLD/6NPGb8qOIS2LMAjwPOOJ2T/QzcNP7sCOgoXKpQq79+xnzaql0TnA4NTT19D4qe8yMjKFVxL8/d9/mo7uLs678HS++pW72Lr7MAITslSVQB8bKFIdVCht9uOqRU4YmLCiVCrFzMyMOfYfxyY/hu2swBIiGjYJQs9HqJC4A0pJzJzaXFsffvhJvvvtf+XGN/7JK7KeddTxSsF1XRzHYe7S1bT3pFBKMTE+RmHnBKFfQaAYnpomk0rQ3NTMnN5uEokEw8PD7N2nCBNJAj/A9zx83yeXTWE5grIj0doo4oQw3y0jxawyW6v1CSgUtrTwKpGHr5SoMGLORfJOra1jhhshKLCkiGxDTKAgoWf+TZtTW8w1dZvyKgitcB2XpsYc52zcyKmn/zJ1i2ZmegLLtUimk5QqHkHgE/i+CSCKAjdKnkLGHZLJ+HH7FIDjuLz+xjdzdO8uduzYjRf4hKFiulgwQ3DXxfP82u2lNDVnPBGjUqlEzD5Am5/paFguZfVcaupzEfU+hK5aqwgc28F1BDoEZVxusITEdh2SyRTtHR1MTk4yNjqCDgKU71Mpl6iUS6RzaTLZNI3NOVJph9YgR3tbK6ViCSkF5a5OhO1w6MBeZvJjLF+5ASET1PGL8Spr2GkOH9rP1hdf5A/f+w5icdt0rzGS1e9+73t84lPfoFK2eNON13PdteeTScZNUymSV6ooyeTQwd089NCzhNomVB5CaMYmxvnCl2+jq6uDE9asZHziKB/60MfY9OR2li1bzDvecTNLlswnDAOWrVrDilWr+PGP7uHlF/czUaiwdfteDh8dpqkhh1IBiVTcGHQrKBdLtLV2cd1rL6a7rxeiAlBrkMKkxAisqNuvsZwEDQ0Zdu0do1CYoak5E9FiTXiElMIUeVozp6+H3r72moyUMGDP3qN0draTySRxHReBxnFilEvgK4dMLsnEkWmCUHPk6BClksfk5ARepYmGdJLQL6J1MyCxLIem1i4mpor0dLdQ9kOEMgalIWYTTSSTLFw0l/0Hj1IueyQSs1/OTDZDb28nT27aytZt2+mf0xM17KrmoZG/gAoNFVdUMwvBsAY1RravanzpVCbHsqULyaXu5jXXnMfZZ51MPJWlUq6gdMD0dJE9u/dx991PsHnrbpLZFKefcRbtXX2gzX2ChW0Lzj73bHK5Rj72ic/xDx/8GA25NA2NGRIlD601vq8olT0CbaajQ0ODPLPpCbo6r0RI52fq4YpX5sH7HuDuex7m0NFxANIxh3LZ46u3/ZDnX3iZm256DadsWMuaVYt5+IH76g27On6jkFJyyWVX8dzzz/Gvn/goOrqwS8uiXDGstVQqQVNTlsOHhwHwPZMW1drWwtDgMMVCscY0kUQG3tH0L6x29qsQsw0orRS+bzxIDBtF1JpRGtOYQhsTYcd1mZyeJoimjIWKh2VJwjA0sgsNXrmMbUkqGizLNvIHIcik0kxOTDB/YA5XXX3VzxRkQkjS6Xa8suLo9BR+CKam01GKtEk8jbkZKh7s3VtBiJ9lmDQ3t3DL227lf/6P92DbkljMpVAsYkkRyeRmgzdUqYSUpqlZKBaPa7ZVZanVWWlNohrB932qMhC0ef5R3letGaciCYU6pgEn5TFMECmxbSsq4owkWUaHTm2eSO09nS2I9azPqzbpu1JKfL/M1Ogh3GSKz339G5xxxhn1Zl0dv1GEYcgd3/8qP7nnIbwwxNKSXXuO8gd//DFufetVXHbJevr6Wpk3dy5vvPkaXth8lKe3jWMjkWhsCzMc0EayRcSws2w7Mvo2Q43qSPVYOT9QU0PYtoVf8ShFoVxVti5aYQs7Yrma/cG2Bc1N6VpzUAgB0mXv7r288OIeMpkUoadRpTINDQmWL5vD44+/yPhk1PAX4DqSS664gPmLl/5S30EpLdq6epm6/04qFQ/LiXNg1ySPPvIyP7xnGyNTRSypsEVAb0+WOcvLxzF1/zMQwsa2W1i1YhEPPfEC/rTxlkokXKYLAVu37qdS9lm0qN8ENkRqE1tYHB0cRguJFNr8O4KOrm46WxsZGZ5CoTh0ZJy//sAneNNNl5FpSKBUgECSSiaM56YGPwoHU7Ok5ZpBQbXp6jgunldhw7p1bNm8hSODg7Ud2uyHFmHoI6WFpTWOtEyghWXh+QGL53fS2pJEY/Pkpl2UAoUUUCp6fP9rP+DS82+gqav3FVnTOup4pSCEIJ3JkEjOZf2GNTz80MPEHEkYGDdbYTs0NDaQy2bJZJIsWTBAdu1SSqUyFc/jyOAwO3btZWamwNjkJJOTU0ghiLsxhLDxfB8lwuhsa5pJx0rNVRhiHPBUzZ7DD4JaTWS+dwGz1ijVulIjbAkSlPLRKsTGMomxlk0ikaRSKZOIORBaNDfEufTi83jb//hDUlEQ2S9CsVBkbHzcBJoFCktrQhWpKCxZs0sw1ZvFa6+7gXnzF/zM/cyZu4Ab3nQzn/rXjzNV9CgUCsa6JKpphQiNL6AQJr1a61qYg5RWjQZclbAem2xt2yb8Q2DqaK1NwJLWJuVbK4mUDpalicfjCCHIZrOsXLEK13E5OjjI5MQYYWgaqKOjI1QqZRYvXIiwLQ4cHcb3A7Jxm/kD/TQ3ZkBYtDQ2097dTlAo48hGTtx4GqlU9j//YXyV41XVsNMantv0FG1NjSxdMoBWhmk2U8zzla99l6985fvYdoo/ff87OPvMNQgdorTEqjV7Itmi9nnw/ocZHZshjNRGAuPjMz09zfatW2htjfOJT3yOTc/s5OKLLuDmt1xHY2MmMhGWuG6G5StPpadvDp/9189y/0PbGJjTxxtuuJL583uJxSxirmu67EGZz3z6SwwNQWNTYy0FVQhRS8kxhy0d9aMkApvu7k4efPhlZgqFmrzUTPwEWplGklKK7p4e0pl0tIEpgiDg4JEh2tq6icWMnl4KDVqC0AhiZNJxiq6DKvv093Wwalk/vZ0tKCpkszalwhGSuR40AikkHV3djA4+x9y+Dob3T0fvx+zGEHddFszt5amnNzMxnqehIVcrWm3bpq+3l0efeJkjR0dqr9dMUhRK6Rol1/e9iJn30+/9MSbn0QSmraOdjvZWGhtbaG/rRklJJmvWtL1NMHdgHvPmzeX//v0nKBXKOJGxr2nWiVrBqZRi7Ykn8Bf/63/yL//8SZ59Zgtd3S2ceuZS1p+8gVAJtm3dwYH9BymVS9iupKklFxV0hrk5O1HXPL3peX7wo3s4eGiQim8uQJYUJGI2ZV+yeet+/uqv/5mliwdoamjFSrdSKpWOa3LWUcd/NRzH4V3vfi/Dw4f57re+h1SmFhBS4Fgx5vQMMDU9himojH+GZdkUCyVitkRhobRpuvtBUPPmcYQk1CFVT09zAI0kD8wmisEse6zK+NJaUwkDYhGz2JGCGS8ApVEiJGcn2LCgn/te3knF97GEcYuSOoqmD4x8P5VIMjIyhB8GXHPt6+jt7f+Z1y+l5LyNV/LVL3yRnbv3kEzHSKeyDFfGMHOUkHgsBkpT8RVnn3kBtv2zDTshBOeeez5r167lmaeexLYlQiiEsHFsF9/3ogGEwAtNsJAW0vDkpBlIVL1KANASHUlPj5XcaV07UiKiyXF1zmFYHpFfC9XWn7mBUqJ2Q6WUKdqEaRYQNep07VqpoxpZI7QpPVV0CHVsl0olakAIUIFH6GT5zBe+wAUXXFBv1tXxG0d+cowvffrz5GcCwMgUhYSxfIF/+shtfPf7d3Pr26/m0gtOpbOvn/kDLby4axIVmgAEHXXiqsyOKrsrCMNagnI8HifEpAPatv2zKddK4XkqYsyCI6g1vas/j34By7ZIJhPkp0tMTc2Qy6YiAYnPU08+x0S+TCItCLyQZDLGqlVzWbS4i69+7ceUvQDHsUFoOjvbuPb6t2DZv+QRQAqyrc3EHAsVKrLZJpRO88iT+xmbmDE+yFqilIWvXFKpc45jFv9n0Z5sYE5fL+2tOaanRymXPUDjBYrRsRJ79gyxatUiGjIJJqdL2FqTSCR44fltFIsFUslYbb9JpRIsmN/Dy1sPEUZDoJdf3MFf/+VHzDJLSeiHCKWwLYtCsYTU5n0s+R5IWfOaqh7+wzBERlzmpzdtQgWhub5UBy/VQbuwQBt2j21Fe6Wr6W5v5pY3n8upp50MMsYnPvV1vvDlB1CEqEDzzItbePipx7j8itfW9806fithWY109w7QlE3iVzwcaWPZNplsjsZMmraWBnLZBtpaW1jY38mRwRGKxQrxWBLPU2zduo2JsTECJVAocrmcsQYJPUwgnwkYCwLT9K6qOwQaHSqE0NHw15zhzMDRxrKM8k4Iu7anSsuKVApREioKy5I4josUUClXkEAqnqRSLtPUnGb5oh7OP/dU2jo6f6n1mJmZ4eiRI4R+gFf28UOjELHErM+vtC1iMZdMYyPr1m/4uemotu2w+qTTeUMxz3e++R1efGkLfhAQRH6X6XSKQqFAY2MjYaiYmDQkECntSFVhNBBVRZskGrgKgQ5CbMtYTKUSCdKpFCNjo/ieh9Ih8USC9pZ+0omEqfMdm5jjsGrZImZmihQK0zQ1NjExPm7UHBKmpibZu28fzc0NWAIKMwVamztozTQyf6CTtJMm1zdM95yzEMU4TLmIzH/eOuG/A15VbqZaax6+/wHO23g26ZQNQrH3wC7+6q8/yGc/922KXsipG1azaG4vOghB2kjbMA6MdtscPsfHBnn+he0EykICrmOTSSZoaciydGE/fd0tfOhDH+OZ53bx+uuu4u3vuJ6Ghmwk/9SzOnUhiNkpyoEmnkjw9rffxGmnnkxHexeNDS2kUhni8RSJRANz5vSTTidrwRCGlmuSXKrJYqYZZ2FbduR9FKO5pbXGkqjxLYQhmiltNqBisYwtHaS00EpTKlcYGpmgrbkRp1awCazocJltaKJSKSCEheM4HDk6gRIuiVSabK4Rx7ZMxHT19Kehs6eXmaJPzHGYGJuovSfm4KiwLcH8ef2UiyWGhoYRyNp0WUiL3j4zORwaHDYH0CglqLqBVTxDJz622LUiD6iqLt8kWEb/hkU2k6GxsYGxcZOwKI5JsdFaIKTFwLy5vOUt11EoVHjqqWfRUQVu3kcjrKua4Q/09/MXf/4HXHrJORwdHMPNtbLhpFM44/SzuOWWN/OXf/Wn/O3f/RV/9b/+glNPPRsp7Yj1OFtgaaV4etMLHDg0TCUwRbrr2nR0NtLWkiWbdEnEXUpln2df2MX9Dz/Fzm3bmJnOv7Jfljrq+BXQ2trO+//0r1i2fAlgmG9hGCJtB18JJqcLtYOq7dhks1lmZqZxbIfA92vNdBUdYrTW+GGApQzzo1awVDvy1SIjYmxVBwCG1m/V5FyhhpgtKVU8LMtGCkEmnqQUhOwbGcISAtt2DEMZc5+uO1skNORy+L5Pd28vr3vd6//N12/bFkpK4ok4PV0NJFImtbC6b0gpaG5NE4tLDhze/2/eTyqd5q23vAPbjROEYe111yRT1ZRpIBE3TOzZyag6Zk/56b+ry6d/7v+v7kc1KXCk0z/WPP3Y21taQKBqRV70lmB8YZza/Rz3DIRpDvb1DdDe1h2lh4UsW72aT33hi1x44YX1Q2cdvxUYHTnAVH4CtIUTc9AWqMD4YpbKHtt3D/N//vZL/P3ff5Hx0SIrlnWRsDRelFYIHDc9DJUZiB4rT69UKpTLZYBauI2x9ZC1363dXoJtS3INGar5yyYIhohBETBdLPHII88yPjkNmLrmwIE93HnHc4ShpFL2CTU05TLceMNGjhwe4sDBqVkmmLR4zeVXM2/ekv/QWiWTaXy/TD4/DSJLuSLwAxMk49gOaIGkwrq++fT3XcorebxINsyhb94Cli8YwLUEWA5IieNYFArTPPrY83R1tbJwfjdSWIQh+J7H/j1DjIwOH7N3GYbimrVLSCRjxGKx2vCjMGOCOmJxF8d10FqTisdRYUggqYVB+FHwEXDc30oFIDQzMyUKhWLtudf2OqWxNFgaHMsMaWwLGtMxXv+aU7no4nNobW2kuSXL6aesIxlzIz9oSbGiuPN7Xz1ub66jjt82ZBvaWbR4Ac3NOdq7ujhh9RrOOP0M1qxcRcwGoRQtTY2ks40EWOw5cJjNW3eyd/9Bdu/dF1mIQCyWYP7cBSycv4D29i4ymRyWtHEdl1y2gXQqies6CLSp7aJkallj9QpikX2S1kYyjw6wLbAtaW5vSSzbNs30MMSSFm7MpVQpIyzTDPQqZRzHorOrjd5Vy5i34VyE+OVSrzu7unn99W8klcoYKxHHNn8sGykklmXXzrBvveVWTjzx31ZRSSfFulPO5ZZb3sgZJ6+jq62NdCKObQkKhQJhGDI1NUU6naKxsZFYLE5XZzdNTc0kEwnjPRyGSDSxmGuandH1wJKSTDpNd2cnixcuIpfNgRCEoc90fgodajLpLCesXMmJq1dxyUXnsXrlUro6W3AcQWtLC8lk0jRAwwCtQ4qlAqEf0JBNM3/BPNy4i+v6zJk7wNL1c+gZ6EHKJCKdQnTXm3W/LF5VDLuJ8REOHzrEm264nLI3w4/vvIdPffZbHDw0hiUtbBs2v/Qs/+/v9nPru97JspXzEJGhNlHxZEmJCgOy2TQtDUkaGjOceOIqliwYoLu7l1RK8KF/+iTPv3yAG294HW+68VpsRxynr69dVLXiyace5emnd/Ha117LypXLsaSKfi5rTTZhwfTUJG7MjUx6o45bdGQTMjqsYZITtTAqp2Q8wcjoKMXpwizTwTww0oJS2aSVNjbmogaemR7nJyfJ58ssXjgPIWcPYYbFZ5FtbkGVpgjCgFKpwuatu9iybTcz+dVU0pLx4aMkcwPmSUQHuZa2LkplRSweo1CYxleqRvlXoUIJSU9PN/F4jMOHD6P0mmgzNTVre0cbrmPVnrMlqwm8spYgJC2J7ZhN2radWlNtlllSZYVoQOFYLrZlMTlVwAsCnMiTwCxq9ZBpsW7dWk4//WW++50fsWb1Krp7u2qNV31MFDgIGhubefe7byGRSPCD79xFOpHk9a+9EteJ4zpGFjf7GVA1ll6V7SKkoK29pbZ2rm1xyqlLufXWWxDCZdu2bWza9Dw/ufsxRkbzBCpgfGL6OJ+COur4TaK7u483v/UWPvg3H+DI4CihkHiVMkeO7KdSKSGFOWQuW7KcqckJ8pOTVIKAUCtc16biVSJZlpGjhpHfiG1ZRlYGRPwtHNsiUAodGm83O2KvVJknMrIB0Eqb4AOlCf0gMl0voTXsOxog4zGsIEBV5ZxKkUrkmJiaxHYk04Vpil6F99z0JuYMDPybr11Ii5mCT7Hos3/vBGVPR8bxkXRUw+REiB86LFy09N++HyE48+yzufo1r+UbX/sCviVBW7hunCDwTSFqGTPlwPNqqYRAbVJaOwgKs/eJYya35nazfi+G+a0jDl3E7BHV5ptZ7+rE2lzHZq87AmH8lpAEuibuM1JXIY5LyDS7pJHyHTlyCF8FeMrjmqtex7987GP18Jw6fqvQP7CEG2+8gQ/+v48w7fmGiYoCJWoM3ompIt+943HO3ngK2ZZW0hmH8aKPrsrQo/tSSoEUhIZ+atpVkULDjvYuHYTYUpJMxah4AV4YWQFEA1qJYT7EHJtC9P2s+D7JZILp6WmEgJmZgMNHRrjnnie4/g0XMz0+yte+8j22bDuEFCYkRimf/jmdZNKCL33ucaYLHhoLG5eOjkauvPZ1xkrgP4BUppVUpomRwwdZvHQp2M0UCgW0lECIhc2Cvg7+6B8/QEfnL8dC+WVhNTpkGgdYvXYljz+1mfG8R8XzyWWSzBQKHDh4hOmZPKtWzOP5zfvxtUZIi6HhcV56aQ9zB/ow89cQIS0saSNUQDKZNDYpoTZ+xAGEFcP2DpSiNDlpWHKhohh6Ub0sajVejSlzTGCdRiFty3weIpY4kVRaWNFwBGMulUzYrFszj6tesxHXjXN0aIIf/vgxPvv5u5jIF9BEta20GJ8ovaJrWkcdrzRiiTRvuvUPWLhkJTHHNL+mJqbIJC2ODh/C811SiRjDYxMUymWODA4yODrC1h3bKFZKJBNxyl5Aa2MjnZ2dNOTSnHLySbz08kvk8wXSqTShUoyPj7Jly2bjZ2lZuK5LQ0MDIBgZHcELjE+c6zgEgUZaZo91XZtKxSeZTBIqRTyRIJ+fhNCnrbmJmUKhVjPF3Bi5bJbGhhyr1i3nHbf+OU3Ztl96LZLJJO957/tobGzlnz70QcZGjXqsOniVwqgourq6ufrq19R82X/uusZixGKdLF19DpeUfSYLefbsOsT4VAnbmWZyaoIgDJienqa1tRXdCD09/RSK08wUZjh44AAqCBBaoEJFa2sbjTlT/xYKBbra29mwdh0Vr8LkZDcz09OUvTJBGDA4NEhzYwNHjx7mhJWLWXPCMny/QiXoonFrlmQqQyqV4sUXX8DzPbRWkXUK9Pd1smrOPDLzBpB2kVh8TqRg+48Ni+oweFU17I4ePcrY2DAPPnA/W7e8xGNPPMd0ITRd9DDA9zUHhycZnSzx/e/dw8C8PhJxUTMMtqQTSSkH+MP3/T5T+RKNLS1kMyksaeP7Fb7w+S/w3EsHuPjijVx33RU4ziy7wly7I48gJZiaHuFb3/4xi5csY+O5p0RBFT8nCl5rgiDEsuOGViqSNXmuFNRo+9Upa7VCzGQTBL4XpVhZEfPCFE9aw+jwIIFXIZfLRQfcEK0DhoZGcZwYnV1Ns+yKqHGngHQqzvT4XryKbVIfhcWiBXPoaG9BigoWmli6tebhAZBMpUnnWnBirmkWljycdAwhI4kukMnkyDWk2bvnIGHg4bjxiJoLHR2d5HI5pqbyVLwKthOvFUVaa9yIeeh7fsTO0TXJbZVtB8ebOIMxAJ4Yz5tkMUStqVptBoqouXDNNZew+eWdfOM7P+Bd73xLVMwab6pq4V6931g8zrXXXMCBfbv44he+BQhueMPVWNo+vmHLTx2sUUipWb9hLd/+9veZmipw6hkreMc7b6W9tR2QdHe3c9YZp7F27Yn844c+zuHBUQrFPEEY/Ke/H3XU8UrAsiyue91NpBIJPvovH2LP7oPMFMqUy+ZA4ToWsViCU09az44d2zh09DBKm98LfB+BIBFPEIT+rC+dNOzXMGLVCiEg1JHIKJJ0CoGvVY2lIoTxsgvDkCBQuLEEpeJM1UoKJUzzqBKGiHKZqhm81hrbcnAdB4TA8zwmA5/Va9dz001v+oWvvb2jk3XrVvNQcQzLdigcnYwYgKC1uY60tDbz5re/k1NOPe0X3pfrxnjPe9/Lls3P8/QzzxD4AY4TM0EQgWeYwEqhQuMFqJRh+5oDeVX+X7232evKsSE8UB1gRA27qJkAkfTrmIS26poqzN5afQyNxtXVCfbxTUMpZeTXZSS2KgwRESO5UCwgbIv/718+wbXXvrberKvjtw6OleINl7+XfH6CL3z+64xNl5HS1FwIWaubSl7AyzsGOXLwIBN53wQDRIFTVGuyqE6ISkA4ps4TVffIyCog8EIznDiu+S6wpYUjBePjExG/zrCJTbPOfLdDDSNjeb785dvZv/cww4OH2LH1IEorLOlg2RqLBCesHmBsdIpnnj1AqImStjVnnXcKvfP/7aHEv4VkKsPipcvZ+tJzdPb3MnfRKtyYjZoqEoTgolmy7mzmzl3/yrw5P/34uVYWLFxKX287k1v34wVhJMsX7N51lMGhcZat6Me6TaGlRGkPFSgOHBhChSbDQUhJECgOHjiK69hM5vOGHRcNZsPQSMdUVFsaVt0x+2ptDzb/bVnmCKVUWGvOHlsvVvdLU6MaOwOA0LaII7nykvW8592vpbEhy0ub9/KBv/0CTz+9C18FaGEC87TSGGuY8NeyrnXU8UpBCEEq28TGS69FAyqcISxU2LNnG4mkJOFmkLbD5HSB0kwJKR0qFQ8V+ji2hecbP7V0MklbUxO5TIzVK5eSjlugXUIVsmX7dvbt2xsNFc2AMZFI0dLcQqlURjcLJvNTpJJJXNumWCgSKJ9CcQalNQ0NDfR399DX38/E5ATbt20j7tp4vkcYhoRKmb91yJy+Xtafu4Yb3nQFLdmOmurhl0U8Hufmt7yVpsYG/vh9v8/0zDTCMso5WwjcWIwrr76Grq7uX2Z1cVMZTjrrMjo6mvnaF77BgUPDvLh5G5VykXKlgm1JfK9CYzbHwrkDFMt5hCXJ56colUpG9ecmyCaz9HX2smD+fEbGx+jv7mbR4oXs27+PhsYcyUyaYMqoZ0qVItMzU7S2ppFSMjwyTFNTA63NOc44eT2jIxN0dbYjlGLHzu3k81PY0qK9tZWFi+fQ0LeYWLLxV/k41fFTeFU17KYmJzly9Cgf/eQXoiaWxLYFna0NlCpTzMxoEIpQhTz9zCZ2bz+b5avng7SrbTa0DpC2Q3NrJ82tgLYRQhOGFb7xza/xta//hI1nncmtb3sj6aRr2HmiaqoWHWaEQGmf279/OyPDJd74xotobMrVWFVgZKA6Sn/1Kx77Dg3hhSlKxYCGXNQkkgIlBJY0bDJqF2yBJmSmOIPnFdmz7wCnqPVYkTRLShtLGqlEEGoacg1RsajRCg4dPQoIYsl4jUIstIoOx5JkIoEVjCAtST5fZiqfJ5NrxAvKJByFtHPYsUxtcogGy3JJpVqYmSmTitlM5/NkU82m6Iy8AuKJGB3tTUxMzhAE4ESG7UJAPO4Sc20KM6XIILQ6wTQMmvxUnsAP0AoK0wVsy8GyrZocdnbSSZQ6aYxHQx2w/+AhJvMTtCfaqUpnTZe/2ljTdHS2sW7dCr5z+12cevKJrN9womHt6Cp75RgjdmHM2lctn4OnfG677bs4rsV1r7kSifFNOLZYP/ZxjFSsi+tffwUvvfgcb37zDbS3tle5gaAElmVz7jmnkskk+Ou//SeOjpWPVd3UUcdvHLbtcMXVr+fEDaexd/dunn3+WT798Y8xNDQIQKVc5vu3/wjfq2ARsbCCALSkq7WTrq4utu/ZxnTeN2yUiKHg2DZBGNZkn2Fokveq+5SURk6rtSYWi5KwosZRGAQkE3GmK5XIU07X2GQw61PqWDbz5g4wUyiglcKxbVpaWvizP/9LWlpafuHrtiyLyy6/ivvuvYsg0KZhqBRahYShMf+1bZfTTz+LeDz+C+9LCEFHZxd/9X/+L++49W3s3b0TAfT0DLB//w5sGcO2BKH2zHQUor3xWBavQc0nieMl+JaUxuj4mMc89rXMhk2Ya5OUEVsRjdAapIgyK6LBSCRnPhaZdJpkJs3hAwcjPzuzZ1sxxfnnX8prX3sd6V/CpLmOOv6rISxBdn4L7/2Tv6O9NccH//5jjBc0yjEeZol4gpmZAlMzM3zuy98nKE+TLyg0ppEDxzbpflaWrgVUje5MCAxYtk0YgrQcEMHsIVBALObgSCiWPZAWUihc18H3/NmGoBT4IQwNTXLXXY8xOTVDGPrEHONZJLTg/AtXcckla/jWbXdzZLiAsE3qYjqb5NIr3ojr/se/j5blsGDBCl56/kUcW9DZP5+BOf2MjG8mDG2Wr1rK+9///l/1rfh30d7RQ2nuIk5YvZyXd+yFwAxeHcdmeqbMgYOjrF+zmM7WDHuP5rEsI/V66cXtVCoB8Zgxercsi3nz5ph9T2ss2yIoe8YyJtpHq0NgBdFw+JignmPUHGbQBFoZ1reEY6cotT0WjMLF1IcSW8Brrt7AO99zHalsE9/+wVP80798jcNHR6PBOlGNGt2f0uTSzb+2ta2jjlcUIvqu2VlkVtM5sIKGbBpmZvAsh9ZWj3g8xmR+mm07diKlxHFsKl5AR0cn/f29tDSlGejrpKUxxckbVnHgwBDPv7SZoaEhJicnjGJMGJuS7q5OOlpb6OvrY9v2nZQrHrlcjvHxcUqlEkcGD5twF8+jIeeSTqdJxmK0z1+IXyozNj7CyMioCfxC0NLSzKK581iwdDmnn3klLQ3rkL+ixN+2bS685FJeePk5vvGVL5CfmkYQYjtx3vzWd/Du9/z+z/Wu+7nLKgS2E2Pu0lO48S0hjz34DL5fwbZshkYGcW1BOpFgoK+bdErge+DEXNpampkYn6BSqVAqFfCDCjPFPK0d/SxfspBkzCWTcmlvaWTwaIq25hZKxQJKKULlMzQyxMoVS423qm1T8StkszkG5g7Q099JMV+mIZOiMZvmqU2bKHklco0p2vtWE0s2/ErrVsfP4lXTsNNaR0yLAK8SIqXFvP5urrn6fM46fS1Pb3qYz3zmu4zlTXJeKpumtb0ZIWfjnmXVmBuYpSFoQlXgh7f/iK98+UecetIqrrzsLDLZRO1xa8qkKgsO2LJ5Ez/4/kOcffb5nLB6aY3ZUX2M6m211uSnJhkZmeDI0EE2v7yDjo7WY/yajpdlVh9vpjBjmGohFArFWnKfuY0wDSMpQQhc140OxeD5PkODY2SzaeIJ8+9KKSzbNKF8P0AITdyN4+ESBHmWLOoml2kll84i9DCCLF5hlES2O9rCTKpqKtvI2MQhmptzTEzk6elsQoYaC0EYJdfO7+/l4Se2MFMokUwlItkApJIpenp72LP7QFSwHH8YDUJNGAqGh8cYGx0jkUyQctIRQ7BKJTbMO7RGByFPPvkML768lfGJPI8+sokLLzqHVCqNOZhWD7zVUAibhYvno77zIz77uW8wp7+ftvbW4zxKqgWbxshkhkfybDzvZC69rIkvfvkHZDIZLrvw3OOYh7NBGLOfKcexueTSSzhxwwl0dfbXpvPH3ARLSNavW8VlF5/D575852zPr446fksghKCnp4/unl5OOe0MliyZz21f+iIHDx5m29YdjI4PG2aoEhDJAGw7xoUXXMDyZfP4v//4IQrCBCa4jkNTrpFiscDkzLQ53EhQoTJ5jFqjBARhgB0VN+Vyefb7ZSKt6OpsZ9+RQUolj2ooArbxvzP+dZpcLsec3j4ef+ZJ4gmXZDzO7//hH3PmWWcdz3z+N17z+g2nMndgLs8/vxkhLYiYNoatpkmnsySTv1zilRCCVSes4Q/e9z7e/74/wJIWff0LGBkfpDydR2kLjWHliNrwwEJI08ys+nxqPXt/1QOi1CaNl+o6aB2tk0aHAUpHYRDM7nFVr8Ag9M0wSkXNVDQhmlQyRTweZ3x8vCbtaGtr56STTuW73/s2+alJABwr5IKLr+TDH/5EvVlXx28vIiWDG89y5Rv+BxMT43zyk7ehZIqGhiyTU0XyuoRGsX//IYTCyNMtY/cRGaqY/eoYNhWYS3Y1/fpYD0gVKjSKMPBMXRg1w03IgWSmWDHSfUyvz/cC43XrOCasRynQAV4loGgrCmXPqDfCkLht0dLSwFlnr8ArVPjhj57FdiwCTBDM+jXrWb36RGYrlF8elu2w6MQzeGvvfNo7OsF26Okb4KWXttPZ38cfv/9/093X9+/uob8qhJA0dc7n5JNO4p77HmP/YB4/FMRsh0K5yNObtnD6qcsYmNfDwZFteOWAsqywbetOHnroKTaedzJSC0rlEkMjYyilMZlDpg6shXscg9q+CVHgT5UtZ+H7ijDwzRw+qu1rA4somfynn39EC6A5E+O6a8/AsuL82V99mh/c/jjFUsU8VqT4QYNlm89XX1sLr7nhxl/b2tZRx68LQghyDQ3kMitRgU+ARgYTJEWcwf4RPN9DCPP9aW5uZtHCBaxeuYKurlY6u7vIpFKMTeYpFqYJ/YDhkTHD3geE5ZJM5shlsyxZsoiBgbk05BqZmSlg2xZbtm6lXClRqZjUaiElKlSR2qNMW2sfixYO8PgTIzQ3NTEyPk5TQ44li+Zy7vmncvk1t9DW1vErN+uqSKXSvP/9f8m6tev4l3/8B8Iw4MqrX8stv/eef3ew+3NWFGnF6Ft4KolMF7F4jBdf2M4DDz1GqAKamxrIpBx6u1oplz1GxyZpb2lndGScI0OHEALy03k6O9oRStDa2MSCBX3s27+PuCvo6+miUKwwPTXF0eFBwjCgUCzgOHFyuRzJTIJcQ46Eo2nt7aHiFYmFkr6ODs485UQee2o13/v+D1gwfw6O88v5/dXxy+FV07ADmJ4awvcrxN0kV1x6Njdefyltrc04js1Fl1yB1gEf/9fvU65oTjvlFLq626IL4KxUqgod+YpIGXLnXXfx+S/fwRtvupFVS1uoFAuUShVSqXjNm2w2LU9QmBnly1/+DqUKnHnmyTiOFTWFZiWbhr0lqFRKvPjc8wwOTVCuhNx730OsWLGUrp5W4zunZuVJ1WZdoVBgz57dbN68h3Q6w9FDR/ADH0e4WFYUYR8GNGRSJjbesan6vWmtGJucpDHXQNwx5uyGVSHQykfjEI/b+IUQW8bJ5ZqYN9DHk0/vZM2Ji8kmksRdB7yiYZ8JK2InChqbWzi0YxudXS2M54toLQh1GBWlAZZt0dHeytjEOOPjE7S2NNbUI9Kyibk2YRgQBPq4wkQISbFQwA9CHn/qGdo7W0ln0iQSqZrhe/XQKqJG5djoED/4/h1MTRWoVELuufdR5s0fYMWK5di2Fa2pqjU5zcdAE4s5bN68i8998ev8wR/8XtQciD4XErRSDA+O8pWvfJM9u3eTyqW44aYL6e7q5p/+v0/T1NrMaevW1Bp7QsHExCTjk5MIAZ1d7SQTSWIJh97eudQyGqsSmtprNofnyy+9gK9+4/6fW0zWUcdvAwTmAHPeeZdx5hkXkM9P8Y2vf42PfuSfGB0eNYxjVZW+aoZGh/FeKjA9M2PYYmiWLlrO2Weexte+fhuT03njJaqNz088HkcpRcmrANSa8tWppJQWMTeG75fZd2gEpc0QRkQeU4jZkAWNOfgeOXIE3/eJx+PcePPbuOGmN/3Snk7NLW2sXLuBbVu34nuBYVdLTSweZ2DuAG975zvJNTT88usnBJdffjX79x/kM5/8FO0tDeQyTXiFacPcU9TkVVV2W3XPqg59jj2Ai+oPRPV6c4zvXdT0s6LUWYXx/hMChIIgCJCWYS1XGeDVNdZaM3fuXM6/4AK+973vsnvnboSAXbt2MjY2jhIhwjZpsOdf8Bo+/OFP1mWwdfxOQAhBoNq57s1/iLQlzz21ncefeYnxfAGtTOKnZrZWNL8U7X1SGq/en7LjqLFgo3rv2LAXIvavtKzasDmVTKC0wlMhAmlSnKPBrSAKO4juVyAolyuUvHKt9vH9kISrmTO3g6XL5vH4g08wOT6DZTuEgcKRcO6F55PK/HLDhJ+3Rolkhr6BRWg00/lprnztTZx82rnMX7CYNetP/rU2lIx9SpyBeYvo7e5g3+FxKhWNFbMR2IyNTuE4MVadMJfHn9iCp2GmVCEYmuQzn/02TS0ZEnHJj378KPfe+wyT00V8vxr4I46rB6tMO0uLyFbVDCxgdngrpUToKosurA0+AKgFj5jPjJTSsMcDH60UlmOhiPHSS0f43u2P4RUDbCCgygzXuI6xZeloSfPH//uvOf+iS+oNuzp+dxGlkboAToyWuVla9u/GtUNsKWht6eacc85h5cqFtHU0EidJLGaaWZOTU7ixOBoj+QSjlpAIOtvaWbJwPhYSFXgsWTwHHWq2bN2O71UYHR0hDM13O5NKs2jBQlqbm2lrzmChGOjvYvv2BgSSYqnECctXcNYFp/G6G95OJtP0ir38RCLJpZdfw7r1pwKalpZWbOdXDVwQSCtJW/diTj7Hpre/jYYGmx07D5FKNeA6Pm3NOUpFH1vaNDZoyuUSk1PjFEtF/MjTXSvN2NgIAwOdzJ07wOFDh7GtGNKK49oOxU1F8jNThEoThgHdPV20tHbS2dSFSA/ixC2kPAEU5FoVlmuxeN1ZXHHddTSlmrCd/2gzso5fhFdVwy4/OUE2meYdt17PZZecjms72LaDtARSJTj3vAt59tmXmJy0ufzyczC9GBMhratF1DFTUiEFe/dv5zvfupe3v+3NnH3OOrY8/wS79h5m4cp1tdtBdKBRoHTAj++8h2ee2U9Xd2eU9mUOW9WAhNpjBJptW7by7e/eSX66jGVbbN2xnW9+6/vc+o43Eos7WJasFRFBYKSiU+OjPPzwExw8MkIynaVQ9CgVK7gNcTPti2S6JokK4y0lqmwyQX56hkQygW3NTg2UVoRhQCzZTLo5y+j+YbySoqW5GT/wGJt4mqASUhExYm6FSlhEobCgWpPQ2NzCI/sHmdu3hEPDk4btUWMgaqSQNLc0US6XOHp0mAXz+k0aopQRG9BMJT2/XJPbagRCS0ZHh1FaMT4xyd13P8DCBfNp6+isxXMfm+4aBgHPPf8yRwaH8YOQIIR9Bw7xta9+h/b3ttPT2x29Z7LGegxCn61bthqfKCn4yT2PcMqpGzjj1NnkHhUqtmzezsc++mn27T8IQjA4PIGUkiWLlvC2t72Bj33iywhtcfr6EwDB0NAQn/3MF9m8bTdB4LN69VJe94bX0NfbS0R2OQ7VA3b1AO77Pk48iePWk3Tq+O2GlJJYPE5rPM6t73w3/X09fPDv/pq9+w5QqvgYMm3AffffiwohVEHUiHIIgoCJfJ6Kb5py5vus6e2aw9pVK3nuhec4cPgQIabJZAlBzHGp+B5g9q5AQ29HH5VymSNDB9FSI7Ho7+4lmcixffdmwtBndHyMsbERkIIrrnoNf/CHf0QqlfoPvdb3/I/3MT05yX0/+RHloodlW/QODPCmt9zCqaed8x8+WLlujLe97e0MHj7MA/fcg1ae2fskxGJJkqk0k+NjEHhGlmCJyHpBIbWsNREsKQm1CcIwxA+NBdjSqjGXhTQjCB1dV6xI8iqNuwGJeIqengFGJ0YYGz56zPthGI4HDx5lciqPsDAyPULGJ4cJtE8228ob3/hm/uiP/rjerKvjdwotLQKt53HjW/+Qxx+7monJGVDgSIlCgi2NmXaU8Or7HpYV+UDqqmxf1+wwlKqmK4OK5I0mIMsMMSUCrRVaaVzbwnEcZgozIMBCRHYrpinouC5KhYRBiBYCS5qQnkCZYaUlLdCKmOty1TVnEI/ZDA8epbkpx9hUCYmks6ONU846/RVp+ggE6XSas8654L+0iZTN5phMZFmxfDFPPbsNzw/whBnijI6Ok8/nufDC9dz942d4cechwlAQWpKXXz7I+9//YYTWHDoyzvhkgUDp2cAyEZXIxwyXqA1Dfo68oTo4qZnpUJPYRh4CgEkNl5bxWfUjWwPbdhmf9vjop3/I4NEi5aIX3YdEWlGDL7KAaGxK8oF//CAXX3zDLy2bq6OO33pIiUymmL94CS1NWRrTjWzceB4rV61m0coTSGQSlPMlJkf3I/2AdDrFdLFoVAWhZ/Y7AelUmjm9PSTjMVqaGunubCEec3jpxa0Up42nsud5CMB1XDrau+jqaKe/u52WxgwNuQbyhTE6OtqIxWLMXdjDeedfyRWv+fXYeBgblFcukEcIi87ehbR1dtA3sID9O/dz6OABgqBET08b6XQKKRWhtrCkZjo/w9Yd27EsSVNjA729HWSzaZRWNDU14tqS8fFx+uZ00dXdRFNbM/c98CClQgEpJX39PfQMZHFi3cAxvnsS7KiETjgJelL/duBaHb86XjUNO6UU9955P5dfspFrrtyIlBa2JSKmgEbhk0hkufXWtyJooLWzBa0FnldkZqYYhS2kcWOO8T2SgqMjh/joR77Mda+7jnPOOZ1KcYR777mf5zcP0dG9iPXrV2G71YuoYVkc3L+L2775Q5QUoEMOHThEW1uDCU3Qs0l+WmtK5Rm+++0fcGRoGj/Q2JbADwOef2kLY2OTdHa11thjRLKJwPc5eGAfzz23lYqvGJkcIvQ9Duw/wsqGhugAVS0eo0mhOZ0ZloUKKZU8GhsbsY2nLWAMbZUKaO1eSizVRjE/xkxhF1P5CZ57fhtKSaQMKPkKuxKjK9OFLd3j3oOGpiampit4nseRQ0cN+T9KTqs2oHK5TNTVnyQIAywsw/ITgpamHJ7n4/uGWVOVIlQqFcbHp2r3MTg4yk/uvp85A3Noam5BCo2K2CBCCMYnJrjjR3dTjqQkYRji+4KXXtrGw488xutffw1aHx/8UZieYWJiCqXAcSymZ8p8+cu3sWLJQhqbGtBaMT01yVe+/E227jxAEPoIITlwYIiZmRnizWlOXHMCv/d2+PTnbyMWszhx1XJeeP5Fnn9hK4eHJhAICjObaGpJ8eY33cx0ocyO7TtZvmIZ8XjyeIanKQHZsX0vp5x+Jj09Pa/sF6aOOn6NsCyLiy69ilUnnMidd/2IZ558gqOHDzBTDjh86CATY+O1fU1r2L5rKzt2b8PzKiZgIWIxrFt7IldcdgHPvfSscf8URp450D9AYzbLi5tfRmlN4Hu0NLfxumuv4M67fsLR4UMorchkstz4hjewd+cBdu/ahtI+QgjcWJyLrrycv/m7/0c2l/sPvTYhBN1dPfzpX/wfZmYK3H//fbS2dfKHf/RnXHjxZdj2r9Zcz2Zz/NGf/BnDQ0Pce8/dgEDokLaWbnoH5vHUkw8YGR0aFYSkM1kKxWlU4BuZHhopTfOz2qwDsByHXLqRyclRgrDqmSWQ0mHFihVopXnu+eeJ+HbkGnK85x1v5YFHHuG73/0OKvJnEhJ27NjB/v0H8bwyjiVxpKZvQLB4xdm0tS3j937vXfT09NSZIHX8TkIISWNzD5dfcQWPPfkPzBTBlkShN2CZsgodyVcdx8HHNz6R2rD9I868ucOqnNKSpJMpfM8jVMarU0UNIyEgZpsDaBCan5kABMhmM8QTCabz01TKIalUGoHG80q4MYuwHPl3Kk3ctenv72L50gWIME9ne5aOthRT0x44cPr6k+juGnjF1uo30UCSUhDLxFi+cgXZ5I8Zz5eMQhjJTKFCoVSgr7uTlvZG2HEEJ2JNT+anyBdmUCokCFVkj0CkojGvo9o8rdbNGvO+1dQNP6XAsYVEamY9P6EmiT1mcf1LAABm+UlEQVS2zRdqTahVbRjsaCgUAu6863nDmqx5NWtcaSEtjUSRdrP8xV/+ERdddH0t3KKOOl49EHQ2dPCnf/4XpLOtdHXHiCXnQ9SsjrVmyTW3Up45iO3auK7N/oOHaW5uZGJqiobmFk49aQNzenvo6+wgk03T2d5CuVKmta0FP1Bs2+fgOA5SQG93H4sWzGfeQA8D/Z1YQpOMwfDIDMsWzSPd3Mip51xE/5xFxGK/O1JO42uXo2POelq7FrFw6gje1AiV4iSN6WZisRhBCF2dHUxNzTAxmWemUiCdTNHd1UZfTwdt7a2kEglSsRhaChoyDXR2d7Bo7lxaG3Pc/9BDZDMpsrEktmz9Tb/k/7Z49VwFtCY/U+DEi8/EkoLZWiK6GGoJQtPWNRe0RErN3r07efihh9m+dQ8CixPXn8IlV5yPbQlmSlN86lO3cfbZGzn33JORCIaGh3nmxd0MDef5hw/+M6+/7lqueu1F2La5VCsVcPsP7mRwME86lWBqaoJtm7exdNk80wiM5LdhGDVjdu1gx85DaC0IQk0QKmxpMTMzzb59B+nsajtOsikFeKUijz/xFGNj06YZphXTM1O88NxLLFw4h3gibopLBI1NDVGTzxzSLGGhQo/8dIHWFpP6ZwkJOiQMK2gBTiyH46boX3IayDiDh3eSnymilaJc8WluzJFrnkc6N5djDd0BkokM6XSOMFSEXpnA90GHIG3QpvBpaGggEYuzd/9BEBJpmRAI0LQ0NgIQBsd4f2hFYSbPkaOjhAoCXyF0yKann+Occ09jQ3PTcb6DUggOHDjIgSNDlP1ZL7wwBFzB0NARk8j7UwXQyPAo+/cfAilpSLvYMZuXt+zhR3f+mBvecD1+4LFnz1527NxD2QsIwhApNaMTeQrTBVoiP+C1a1cRS8b4yEc/T/mGa9i6bTsTU9NRgpuku6eV9evWIKXEL3vc/aM72bt7FxdeegmZ2kTHdF09L+CBh57hkuveVj8A1/E7B8uy6O2fw9tueSdvuP6NeJUSoYKx0WE+8+lP8MjDD1IqlZmanKZQmEYF6jgpq2NZbHp6E088+ShDI0Nm2IEmHkvwputvZP+Bfby0ZbPxYQtC5g3MZWBuH/mZSYjMg5VWPPfic2zZso1K6GHbNslkiqte81r+4i//ksbGX13y0NPTy4f++ePcf/99LF++lEWLlv2nD7GtbW389d/8X44cOcLml14kFBLHghteew06LPDoww9GfqaSpctWMDY5xa6dLyENyQeljYfezPRkzRurqbGZjedfyEMPPcDB/XupJlI6ToyNG8+nrb2ZXXt2UJopADAxNck999/LvoOHiSeSlMtFqtdRALTPqqUrOO2cc9h/YB/vfs+NrFlzKvAfYynWUcdvI4SMceb5V9L7sS+wbecg2WwGaWtGRs33A21Sq4UQhCrEsSUyCIx9CRpLQoim2ho36nSB73kmCTpiyyeTScIwJJvNInXAyNhkpDYQNaa9bduUSya5NteQwXVdVOijMV7NVSafZdlIS7Ns+VwaG+KEQcgJa5bw9HN7eW7bMMlYjBNPOx03nvjNLewrACEErU1z6Ovup6O9lYmZQwCRJ6BmcmKGhXMTnHXuWh56wlgWHBc6xKykNfpFpGXVmHa+7x8viw1VbR9NJJKUSkWzxx9jRWB+LtGoKKE88gmN/qgwiJ571OhzHESoKEeBSdEroxqyJKQgFYvzx3/6Vq593bt/5QFQHXX8tsNqamd5U/sx/t0/dc6REifVQ872mdPr8sQzLxIEPl0dHaxbfyqnnLiMVDpOf/8c3LiNVjPI0KGltZmp6Uk6OjvYtmMHjY2trD3hBFavnIfrWnR3NpNJJchUJMvXLwGrj1xLO66b/J0+a1luloaWLLR0gPahEMNtHWZqbC/9/XNpas7R2Jxg2+6DrFq5lHUnriSeiWPH0zSme/BDn1xvBiEqTA7F6Y+30HxVCyeuW83cBV009s9D2L+apUId/3m8ahp2GjPpktKKjLNr9DFU5B9iaOkhrhMn8Is88JPbeerZfQyNjFMuVZgpwNkbTyOekHzh81+nt3shG88/BbBBBGzdupmhkTzlQOFNT/ON7/6AJcvnsnTZQqRlMTk1xuOPPkdDNkVrY4rpGY98Pn+8N1Jkph74FZ554gl8rQwjoiod1VAolti+bR8nnbw6aixVwxRg/4G9bNm6F18rwkjiWikpHnzwYTacvI5FSwaih9HE43GElMwUChHV3xQQvh/gOG511QBNqAOklcKNJRBCEIvnWLjyHJq7FnD73Y+QysRxc130LdtAS9sc7Oh2VQgECEky18TI2ARSaiqVEpZtG+PzyKC5tbWJxuY027buxPdCHNupyVKTqWTNd4lILhIGIbt27WDv3v3RFNOkFJZKZTa/vJ0TTzwx8u2blTbs2rkfr+LV/PGEMIbzqVgKC59yuUgqlTVMnihNcmJyksnJSeKO5MKL1tM7Zy4f/eS3eOSxp7nyikspFmd44vGnyOeLKG1SaLXWFGZKHD58iDlz5xpzfQQrlizi997xJj78L58lmbSMRA3INaR4yy03csLKtWht0dzSxCWXXsDXbvsue/cPctObXk9He1utAfnSi9t5+oXt/NEHlv86vzp11PFrRyqVqslOW1pa+D9/+w8MDw/i+z4zMwWeePRRbvvaF9i+fQteOTCDBGBo5EjtUCMjDbnjuGx6YhODE0eppskKYXHo0EH+/h/+Pw4cOoyUILSgUi7wk3vvNswyS9LT18dbb7mVN77pzf9hGezPQ0tLK9dee91/+n6ORW9fHx/65w/zl3/2fjY9/ThHBvfx1a99CREayatSCtuxOGn9WnxijAwPUZwYIdCaru4+VixfzSMP3c3kzCSWBhuLDWvXkEom+fxnPwmYPdb3ynznW9+mqaURx3YpySJSg18u8cM7fhhde0LsqAdpO5IlS1dy4zvfxvmnX0BHR8cr+rrrqOO3BY7bQsxOYVkWwrIoFwvIyKVMYkWB7iG2tkAKkzyvNLZrIy2JH4ZUtEZoC8s2io0wCECA69rEYjHKZZ9MJoXvlSkVS8Y/EgGhAmVqBikl8biD1jbpTBKlNCoQSCEZr0yZvcC2ze8KSaAqjE2O4dpxfCVpaMogkHR3dXLyKRt+pw+jBgIbl9bmNgbm9LJl1wG0ZaMCj3K5wvTUDFJIViybR0dLmsNHp/B9L/IsrjbHNI5lobRChzoK7zHrbdt25ElnPJsMq9JChSGWlMbaRqman6iKGOLSsiKbAcPGdGyT7Fv1UKXqiS0EXsWLrGJmg8+I7A+0AKkl1153Pq+7+d04v7LHVR11/Pbjl9mPLMsiOW8esjjMwLxemhsbaG9r49KLzqW/s5V4Yyudc+bjODNo7VOaGcObyZNKxxkazbN4wQANDc2cfNJqliwYINPeSldXL3GRgp1JRK+Y9SX9nUfkx06j6X1moCWdpSXZREUIZHc7ncu6mdg7ykBXHw2dKWSyG0TaKE/QQCugiafM/S0EFq7Wx9z3q2WtfvfwqmnYCQGxmMXo4CSW5aJVaIhKkelvoZjn3p/8mO6e+Zyw9gRsO8m8RfN4/sV9VIKAYtnnwKHDDA+N8sTTj+B5Nm9504XYUmAko4rdu/fiBxCGmgCP8akxtry8nbnz+kmlExzYvZNyRfPuW69n8MgObv/xJnbs3sfwyBRz0sljJncwMz1OQ9KhryPH1j2jaASOZRL6UIrBwaNIYeSikbUGOoTDh/YwnS9hCZNOaAtBoIyR+wMPPExzc4rW1jaklLhxw7ZzHAe0ijzTQjxPEYu5CAmhMqwTqTXSSSOsRLSeZhNraunl3IuuY+joUU4+6zUkk+l/e5MV0N7WwdaX7yMWd/CCEgkrgcRGCdPgcmMOuXSa8YkJ8vk88YSNLZzatDoMNH7FM5JeAaOjg2x5cRvTM+Vac82SJuji+edf5jUzJbLZZM2MOQgChkeGkVJgR809T4SEWpBOx5g/p5tCIY9tu2zZvA1LWDQ0ZKkUSwhg3pxOTjl1AwsXr8L3bT7/xW8wMjpCYzZLJpUg5lhYFYGKkrw8L2BsbCJqWEJUvbFy+RKuuPIi/unDnyb0QySCrs5mli5eGHmlGAvjFatXky/5/MMHP87w8DDvee+t9Pb2USqU+PY3vsfFl19cPxjX8aqD67r09PTV/nvFipVcduWVPPfs43z9G19ndHAUz/OZnJhkaGiIUqloWMZamibcQ3cjhCnmtNZIC0ZGhwhVaMzcpVW7b62hsbGRiy+9kne/+73Mmz//t/rgKqVkxcpVfPIzn+NrX/08H//YR3n6mcewpIuQGoEiDCvs2LGdOQNLachkKE6MGOadBql9bAGWFkhtGI1/93//BsuNRQ4IKgpA8tm7bxf7D0VedpaFxEhoM+ks3b1dJJIZkskEyUSSt77tLSxZsISm+n5Ux6scYRjiK+NtPDVTQIQa27LJpGL4oU+obMq+TzSnRAKOLUFKPM/HinzmwkDhujE8z8dxHKwo8Mr3gmivUuggwPdDao5oJlOHRCpJoVAkkUiQy2UIAx/f9ykWZiiXKwgha00kpTW+r3n+uf188P99i66ODmKxMvsPFxBCMzB3Pq3d/b/hVX2FkEySau1h3tz5WPJRAmWUKe0tOYQy14TFiwc456xVfOW2hwjRxBNxymXjj2r2P4FQEjtuLASC0PgK2sI0VkM9K3G1bZsA8Mpl4zsIkXSWWjNORb8vosG4H5hmn8BY2snofZIYH9CqNY65C9OsM9ctSWdHjlve9fukUu3/5UtbRx2/lRCCWLKNs8+/iu6e+WSyabr6ekAkSSZTkbIhhhCQyraSzMCqpimaMjk6W9LMWTifE9aeTskLQLjEM1Hg5Jrf9Av79UMIAU3NxIF2GiHXD706slsVNQlydOva38eXyL+99fJ/J7yKGnaSNetP5JFHH+PSy04jFpegLYTwmZoc4itf/hq7dx3l9a9fhBQ2YLFm7QaOHjrEWH6SQiFgujzNv3zkkyRTDfzR+96JG7Oj+xaEoWZy0kw0VahqzUDP94nF4igdcN9Dmzj9jDM474LzePpJwb33Pc/BQ4d47NFN9M+5jCAICAMzYS0WCixauohQSHbsuydiBQrDIkFEsidR88FQWlMu5dm/5xDC0ljSdLwty8ILfHwfHn7wUU49ZS2tra0orXEcGyElbsyNXkfVXFwel1qmNaAETrLhZ9ZVSskFGy/FJF1ZP/Pz2TcA0LB05Qp+9P2vsHB+a81UWUT3E4Yhrhsn15Dm0JERCsUCUjbXErmqvi8qVAgFxZkCU1MzPPfCZrxA1Z6PMX0WDA0N8uxzz3LmmaeZwkiYxyvOzODaEscVlEqKsqVRKBYsGuCk089keGiQZ57azKc/9w185dHZ3kpHayv5Qpm29kb6++dhWy5nn3MKP7nnYZ54cjPXXXsJV1xzJQWvwp13PszwWN4YvkuoVIooraKm3WwRduGFZ7Jt+06+/Z07cW2LmOtEzVN9zKJJ1q9fy7nnnsHtP/wJH/3Yp3nHO97CdL7EUy9t5f3X1uWwdfz3QEdHJxdedBUXXnQVlUoFIQSjw8Ps3r2Lu+66gy0vvYyQgn179zI8OkLgRwEMUmA7MWzbJQh9dBgSTyRZuGQxjc0tnHryqWxYv4FlK1aSSPzuSMJaWtt413v+kEVLlvOpT36MF59/Ed8voTD7y0P3389zzz5PoZAHadgbRw7vZfDwbmNcb1kILdH4jI4PmWTY6Pqi0ViWJJFKMn/hIpYsXUZrSxuF6QJnnnMObW3tLF++/Ge8XOp7UR3/HbB7+8scPjoIQC6VoLMlQ39PjiULO9m8fRd7980QaMmRwXHCUJPLpkjEBOMTBdP4tiShCJHShI0FgY/rupTLRgZpWUbDHngeKPNzHckiAx0lIFoWliUpl8topfB8D9d1CUNFPJ7A94x1iOd5pnbSiq2b97Jt215a2hrQYYgWCjvmsHzViTjuq0eynsy1MnfBQlw3RlDxcW2btSfOpbMrZxQiboI5A71IKfADhef5Naa24ziGbSei5MhslmKxaNQdvpHQhkGAkGbgW6lUaG5qplIqRnYqVu36ZNh2xlc1hOOYcyJSlliAUCDtY/bO6PxQ9TA0ASMa13JYtmwBrR110/Y66jgWQggyuSbWnnzmv3NLE0ToxpuYt/Zs5q09u/aTxl/vU/ytR9W/eNZws47fJbyKGnaCM889n3tu/yE7dhxg5cp+tJBM5Kf4+Mc/wwvP7uONN7+OE1YvQwgFQpPJtLJy9Uruu38TYeiRki4HD4/ygQ+8jaZcDmVC1tFo/LDM5PikYXnYAomkpbGRk05ej21JBkcOcuDAOL//3tdh2y6tLa20NGUZnxrmwQcfJpGyePHFlxA4rF29mAXz+pi/eC1KOKTiD5GfDok5DrmGJIGvUF6FUrFELOYShgFuzOXIwQNMTxZYPH8OlaDC3n2DlEpFQh2itaJQLvLc8y/S2dVBa2szpVIJFYYUZgo1Zp9W2qQFYoIatFammhAQT7b93LX9ZX2ZhICevrk4iQb27h7BtqJkWkHN786yLdpaG3lZH6gVqGiNkIKY6+D5PpNTecLQZ2pqgueef4HhkXGIPJqEBbGYpK+3nUw6w4/uuIslixbgxGIMD41RqVTYuWc/ra1ZLjxvHVu27ufxTTvIlzSnnHIajc3dDI8U+MKXPsrR0QnQivGJGfbsOYSU4CuF7STQaJKJDFdffSHf/8E9XHnleWSzjbzlrTezbNlyPv/5r7HvwBESCYeOjtafu/c5lsWbbrqGTc88z4F9R5meLprUV+nUfLoAXNvmxhtew4EDh3j22S38rz/7Wxqb2li0bD3nnnf+r/BtqKOO301UG0LxuImD7+7tpaunh9POODNKPtXs27ObLdu28dyzm3jmsUfo7ujmvEsuI9fUQhD6+JUKmVyOk08+Fdu2a4OJ3zVUpb7nn38xp592Fs8++wx33nkHjz36KLt37iAIQ6bzkyYUQpomQSIWIxlzsB2HYqmI7/nE3Dit3V24VpxsOkEhX0RozZJVi7j48ks4+ZSNpNO54xkf9cZcHf9NUZiZ5Atf/BzTBZPUrALNZZecykUXnUhbWyvjo4d56vHtTEyP85O7nuXoSBG0ixBlfAWWZfYa13GRtsXMTAErSgpFG4sWpXxc1wEBxUolkk5G3mrayP/z+TzxWAzXdSkUSjS3NDI9nSedTqOUolicAG0RhqHxYNMhSpnHHZ+YwfdMkzCZSNA/MPA7uQf+PJg60mbB0uXkslmKwyPkmhqYN6+Lzu5WsCRKS5qamxBSAgohzGAnCBRag23ZSMfCidmUiwWaGrIUSmVKQWAGwtqK1BwC140TBj5NjRlGxiYItCKTyTA9PR2tqUCrMBq/Gv9hJQ1N0pYSK5KRmaRtEYWEmOcRhdFSDbpQBKzdcBqJePI3tr511FFHHXX89uFV1bBbsWoN3X3d3Hf/E6xcOY+p6VE+/JGP8ORjO7jooo2cd+6ZOI4VyWQh1IrWzm6SqQSOYyOtBDdd/3qWLu5HE6CjeHetNFKEpBIxYpZDMmEzd24vN914HfPm9yBkyKanXmDF0hX09XUghCbX0Ewy4+KHmn0HD/HJf/0ilUoFy4qxe8du/se7byWVbWbpilUMDPRQrBzmppsuZ+6cTvbt38vO7Yf4yd1389wzL1MqeWw8/xxKhSMkEmlOOu002tpTPP7oY9z27YfJFy2U1jQ15Nj68su4luCsc86iMOMRBIKpqXx0aBWRoXGI53kQNey0Ukgnif2fNtwU2E6c8y68gE0P3AHaA+yaTMDcQptAjnye0dExFsztRUhQYWB4H0ozODjM5PQUk/kpBo8cQQgjUQFBJp3gwgtO5oLzN1Is5vnXT36VD3/4UxRKJfbuOYAWgnK5wnlnn8hpp5/B6WfFSKa/zZ33bqKzswPQtLS1kIhH5s0hhAK0AtcCpWSU92UKvZM3rOPRh59m5659rFi6GMeOcfoZp7Nk2RKeefJx9u/dQW93R425WIUpzqC1pYUbrr+Kv/mbj3LoyBi7du9nxdJFoC2qSbBCGlnuLW+7kT/7879j/4Eh9uwd4Q//6oO/U4ygOur4daDWQIoOnPMXLmbegkVccsllBIGPFNIYeb9Km0xCCJKpFKedfgYnnXwK4+NjPP74Y0xNTjI1McmDDz7I5i2becP1b2DDhpNpbGgkncmwf/9OJsbHaWpu5rTTz8Gy7GN8kwwDz3Fs6qPWOuow0FpzcN9unnzsCbQ235XVJyzkmmsvoqOrASuwaWhspGdgOYFXZs3qudx958s8/dxWtu3zkNIiHo8zmZ8xliNlD63Atq1aoIDQ5vvmujaeFxAqhYyafFJKVKiJxxMUCjN4nmdCvMKQ8fEJksk4WoPvh9iWQ6XiA7OBCkpHbDLzanCjEJ9EPPGq2h9ty6a9rYNcLsvg8CiVSplsLo3rpkywg60IQ+Ndp4VpomptPJMFgsbGHE0tjQgLRgeHiLk2fuhSKXuEUUiEjmSxWiuymSyOK0kk4pRLFQqFKIAkqvmqqdxVBUigAiwhiDl2LUTE/DESW3zPdOuESZG1LGlC5KRFOtuGrKfC1lFHHXXUcQxeVVcFx4lzxtnn8LXPfAnHrfDCC89zYP8RVq1azfXXX4vj2Cgd1gqXUPkI6aCEJJtpZM6cfjaetx5LSDzfw7atWmCFYyXYeN5ZJBIv0T8wl7POPZ3Ori6EkFQqBR64/ymuu+71SGmhCWhu6Wbxsvm8uG0UP4BCcYbA18QsTcWHxpZmlFK4bprWjmZWJ9q57PIrsW1J/7w5bNr0YT7/ha9TLPgoFbJ7zz4aG1JccelFrFq7mngyQ3N7B9t3H+Keh3fiOi6nn3wilfIMe3bs5OjRYUYnJgkDyOdnTLEQFRS2Y1EslqJJr0LrADvRimW/Ms2hVWtO5v47vkvgh8RdGdFwTUGJEOQaGgnCkFKxbAx+tUJrbaafwJatW1m0qA/XsWnIpWlpybH/yDiWAxdsPImrr7qS1vYewsDn5A07+PJtP2JiukCoQrQQZOIxVq1cSUfPAoR0uO66a3nyme0oTFHV0JBl2YrFbN93iMD8I36gsIRFKpXFjbm1JMVYzOGMM9bzk588zNLFC7CkDRraW1q58JJLKZVLuBFjjsiAGKJkOCGBkPPOPpkH7n+Khx55ivvue5hlS+YjI9q2rqWNwcDcPs4770y+9LXv0NU7wIUXXfSKvB911PFqQ9VzzbJ+gUz/VQjbtmlra+eKK66q/du73/v7P/e2S5bWZVV11PEfxd5dL1CYmjGNl8DHU5qpqSItTSmsuERjY9sC17U58eQLWbH2VP7+r/+J4TFFsTLDTKGCH4KMwrOEtCJGlSYIQoSUaK2oVMpoVfUvgzA0AWRoQaE4UxtUhGGARuNVfBzHIvADbMvB92dTYo3M1jJppVpHKfZmOOvYNrlc7je9rK8ohLBIZhpoyBlmcDwep6m5Ac/TjI6NEwaSe+/eRFX7ZUdBEkGgSCVS2I6N40gKpTJNTS2US0WCoBCFPJhgNrOWIclkAqUVE1NF0qkUrmUxmS8CoJSRJetICmueG9iWhVSAAtu18XwPISXJeIwwCLCloK21hYmJSYreMeSAUDN89BBh6GNZ9cCJOuqoo446DF4dHPkIQgguvPxa4g1xvvL1H7B//1GaGpq56cbXks2l0EJGTRSBQOJYMSbGxpgYK2DbNjfeeC3pdAIpJHE3jhQWlhU1myyLU04/l3e95628/g2vobO709yX1uw7sBfLSbJ02Tw0CilsLCfOwJw5SF2mMD0TeWhA6Ic0NTXS0t6GjCRPXqBZsnQxsUQSaTuks83kcmmKRR9PBQQoKn4AOCxcuoREOocQksbmHs459yxsS5BKpVl30omsXrcUhMfjT73AU89swVcBYRgShiEKhWU5xGMu5bKH0AIhTHHnJlt+ynzyV38Pcg2NWPEEnjYHTIFCaVMAISSW7RCiKJdDlNa1hlW57BEqxY6d+3n+2a0cPnCIzo5m1q5ZTEMuQS7bwMbzL6StowfQOE6ME9asIBFzCMKAQIWoAASS5tZ2I1fQIe1dXeRyDVS80Bg1WxYXXnw+Ddl0NBkVKDRKG19AoKpTAOCEE5Zx+OBhBoeGoyJaopEI4ZCIp7Bd4xFoWHWq9jfaTGrTiRRvuflacuk0993/BJPjU0iMGfGxU2/Lsjj1lJOJx5Jcc9NNNDT+d3dcqKOOOuqoo47/OmQbO7BcG6XMAO7xJ17i3e/9Bz75qe8zOlaIZKuCMBRoLUHbZJMx5s5tI5lKoDTELMOos2wbIS0qvo8XhliuY+oMKdFY+EGI72ssy6l5FmspzHDxGEKc4zg4ro3vG9lrfnraKAGEjbAsbNcmmU7T3NKK68bJpBuwbQsLRTIWp6mp6Te1nL82WE4M17XQUuD5IZue3c9dd2/iJ/c+zaZnd7Fj7xilSoAKFOWKV6sz3ZhDoVBgfGwK5WvGJ/L4ITh2jHK5ghcEhCbSFYRkajLPzEwBv1JBaYkfGmWEbVsIGfnVCUCapFihlDlYSYkWGt8rI9C4tk3Mhr72NP0dDcyfk2PBQBMNaRepzWFMh5qd23dQqVR+Y+taRx111FHHbx9eVQw7gNaObl7/xrfwt3/xfpSWnH/+OSxc1IesTr+0ZRpnIWh8fvijuykU4KKLz2bVqsXRvWiT4oRAhYaFZkmJdBwaGnJo7MjZDoTUbHrqWdasXUcmbXwndBiihGLBwnkkkw4jYxVqThVCsmbtSnINaXQYECqPqclp5p/bh2FoaVw7QWNTBt8L8FSAQqBUiUULcjQ3NxkmvRCgBUuXrCDXkCSZSdIzZw6pRD/79u3h8Wd3RRd9i1KxGBWPGks4JJMx8tPTqKixJKTATf98/7pfBbFYDCkdyqUQGk0Qg1IK2xIIrWltTmEJweDgUbTWaB2YibNXJgzg4KHD3PbNH3Dzm67mgovOwxaap57ZzdGxIu3ts89TaUVTUyvxuBO12cz/xhKShsYcVYvNRCLGwNxeZmZmzPumYdnCRVx09sl843t3U/ZnK+OOriZjIqyVSejVkE7nOO30E3niiee5+srOaJItan4z1bCMakFYha7GvVmCvp42Fs3vZtPz27jr7kd5/WsvQwq7mtURrYOiVCrT0NDOJZde/arxnKmjjjrqqKOO33YIAdlcG7ZlA6ZpEqiQbbsOM/6Vn/DUE9vYeME6SqUCbS3tXHTx2WgUTS0Zjo7tYd+BSSxHEKgAhbHy0NEd19hw6Jr5d/Ua7we+kcwyOyvU2lQWruuiUXheBdu2sS07YuaHpNIuQsRIpVLYlkulEtDQ0ExzUwsHD++FsEwymSSVfPUETkA1YAyCyHNuZHSKn9z1AvmJPF5YBiT5fMnImjENViElqVQyqtM0hUKRxsYE+fw0WmlSqRRSCkJfI7RGqyCSrQqKhQK2YzM6OmoM7WOxiDEZ1J6LUso4E8vImE5ohGWB0jSkMnS0JVi8sJsFc7twXYfWjhx9/R0898Ih/t8Hv05ZBWgNu/fswqt4JOs2dnXUUUcddUR41TXsAE478zx6+z+GroRsvOAsLCkRUWNF62oaqWB0+ACbnnqZXGMz5114FpZN1IAJmS4USCWTgI3rJAmCPFpVkJaLEGGU1Cfx/DJbtu7n5pvPMx4UlsDzphB2nMamdvp6Ozh4dCcqNN4WixbO55JLzsO2bEKpqRQUOtR0dbUeZ0rb29tPIvkMMvQolCoIrZi/YA65xrSpB6Lb5nLNtLY00d3dT0M2g5CKk04+mac2beWp5/ciMClXvlfBcRJIS9LckOTwSHXiqJDSQchXjn7vugmyjS088vgLXHv1uaBDhAoQtmGyubE4UlqMjI6ZBcdGSk0ymUAL8EJNpeTR0txCKp1Fq5Dmlkb2HxlHHdsT04KWtjbWrDuBnfuHTJMNaG9upLW1OYqsNvVTd1cHQ8MjWEIRKgvpWFz3+qt48eXtbNl5mDCEeMyms70junNRa8pJqTnt1JP4yEc+z0UXnUkqkYVq2S1sIETrMHpO5glKKRkfG2fHju2USiUC3yeVcEBIfvjj+7jwgtNpbGipNQeVVqAFTzz5HOdeehUtLS2v2PtRRx111FFHHXX8exDYto0bc6KBrEBpqKiAwyMjjE/kefjpF7ClxYL+HlasWkzoH2Tz5kFGRktYjoUXVNBKYkvjSxaGxqNORg07GQUMBGEQqSwgCMPa41fHhxGRD8/30VqZf9fa2HC4DlK6NDY2EIbgVXxU6GNbThS0IEmn0kxPlUmkkrR1d/0mFvPXhiAIqFQqlMoVwsCnXKmw98BhvEoZrfVxcuFkMoHvV1BKUS6VSMQbKJU84gmXkdFRPM9HSsnEhAnwMcmv5l04tnnqBz4qSiWPxSVKKUKlau+YgKiZGnkVCkCHxGNx+noyvPvd17B6zXIampqxLWk+BwQ0NHZwx48f5ann9mNbMDg4zJGjB2lofPWxIuuoo4466vjV8Kqk8HR09XLmOecTjyXJZnIIYRhRMmrgAEg8Nm16miOH86xcvojOjhYs6SCERcWrkEi4aB0iCdFBaTagQQs0PkL4CBFw5OhBcrlGBvpaEbYNVgw3lsGSNq6b5qQNK0naNo5t09yQ5Za33kRvTwM6LOKgUNpDyLjxzjBZGCitWb12DX29LWgliFs2Xe2tnH76BmzbeGyAmTImEnE6OppqM1uNpKtnLmefdRIJW2JbNkFgPDKMEkOSTMTI50uEAQitGZ0IEdJ9xdZfCMnGi67k+z9+lCNDo0BYe85aQyabRVoWqVTKJMQK08xsbMwipAmXaG1rpL+/FyktbMumqakparjO/kGESMvi7HNOozEXx7UklqVZuHAuyUQymoD6hEqxdOl8Dh48jFYCKSwQmtaOLn7/D9/OwvndJOOCRQt6WL58SW1tq4w5rQVNjU20tjWxc+c+IEBp8CoVVGgap2DWVloWUkq00vzoR/fx9dt+wDe+cQe333Efg4PjZNJxdu3dxw/vuIcgrEQsR7M8xZkyu/cf5aprX1tn19VRRx111FHHfzHmLVzEFVdcTjJu4cQTCEsihQYl8IOAIICSF7B1z0G+9KXb2fTkFu59eDtTE9MIoVFKYEdeaCoMjaeZkKA0UkMqkUBo43+mURAFm6FFZNYisIQ09ZwQtRrBse3agM+LQgsKMxWm8zOMjY0zPDzE4SP7GR4+wsiIGWBatk1XV09UN756oJSiXClRrHgmrAzBTKFI2fOp+AGhVgShUW4Ui0WCQBEGpm4MQ02lEjA6MsbUVB4v8LFs27wfEasx1Gbtqx7DpjmnaxYqxVKZUtlDRT8DohRaHyUEwhJIIJ2I0ded4+a3XsA5555FW2s7ruVGHsYmbEJIC88zZALLsSiVfB556IHf4OrWUUcdddTx24ZXZVdACME5Gy9gcnyS3bsOG1o7VWYdgGbwyH5+cPu9dLa1MHR4D9/86je564f38vjDmwh9C8tNY7sZNAqtyyZGVErjWUHkYaY1m1/eyYYN66KUwhhSS5QSUfFlsXr1alpbUsRcwcZzTmPd2kXoyhAqnML3JylOlSiVAlLJRI0FCIK29i6WLelFaI1jOZx26noWLJyLlEZKYV6GRtqShoY05UIxKlsUTizBhpNOYsH8TsJQ09zSghMzslEhJPFEmkKhiO9HhrlWAvkKm7evPOFETlh3Fp//4h1MTRWA0DxfAfGYg21JRsenUFphScNm6+nrJua6OLbDuvWr6OxuRwrDOGxuypJrSJNIxmrvsVkCzZJFC7lg4ylk4i5d7TkuOP8spJSEYYiUpvCdN6+P6ekZyr5vPg4YqcPSpSv4oz9+J69/w0ZuvPFKWlqaa/JU068z8gbbtjj//DN49NGnCALF4cND/OM/fJiPf/KzDI9UmYLmPdEq5PDBw9x7/6Ns332Ig4dH2X9giMnJaeKWwJaSH//4AY4ODqKVj1YhaHjhxa0MTZXo7+9/Rd+LOuqoo4466qjj34frJnjn77+fa6+5nLQVkE3YxCwLS1toVfXcFfg64Ad3PsI3b3+BsakSWlqUK34trCJEE6CMP24UDCEAz/NMWaE1juNQtbF1HId0OvNTw0LT0JNCEIvFjGxWzLL/JyYmmJycNI8XBiilqHgV/Ih1hrDo7ZvzqhsAOo7D2OAhxkdHCYVVk8eaobRV8x+sojrktSyLcrlsUnuVsYMBKBYLxudZqSh4AtNEPcbMuPr7lm3jeZ6Rxjpu7b5NfS2IRQoSIU1K7AUbT+Dii86uJXILYRqOgVI89eR2/uGfb2PPwVFCramUy/h+UMtoq6OOOuqoow54lUpiAeYvWc68Zf088eQmVqyai5Q6Su6EICjxg9t/xPBQiZ6eZnbuO8SRsQKZbA4BHDk6zmWvuZSYE6KkQAWBYWVZLoEK0MLCxqJYmuCZZ7by5pvXg7BAeajQ+F4YDwxNd28/V199LlPjHtdccwWOXSYMbaTdiEJQqByis7uFZDJmaPRRlSGsJBdfeg4H9h8gFm/gqmsuIhaLRVLYCAKQ0NvTyf69OwlUiIUAoWnr7OLCC09n775vsWDhgMmT0AohJMlkHM/38XzzXNvb2o4LP3glEIvFuOXWd/Lut9/E57/0PW6+4VJsJwQticUcHMfiyOAwfujjOC6GVddGS1MjSmkuuugcEomEkRkLSKfTUWiFfUwilylaHdfl5rdcz9Kli7CEYtnKZSAlqCr7TdHYkEMDk9PTxGNR0y+SvS5ZvJRlSxajVIgQds2TpFpcmaatpre7jwOHhzl4ZJDbvvwdfnLPI4RasWvXXt7/J++itbXqLwgTYyN45TIxx8J1zfTW1wpLaRKWzZHDQ3zpS7fxnne/hWQ8S+DDg48+xTve/a5X/L2oo4466qijjjp+ObR39vGXf/MhLrnkIr70xc/z4ANPkVce0nEQShEGikCFDI/mGRmfxLIEfqVyXCKsGVCaRlmgwkjlIQmDACXAkhaVcoVQa6SU+GGIKheNtYdl4do2Fd839Y6UVKJGnxSCMFSUikXD7oqaemCSs7XWTE9P4Lg26VSKlWvWvCrTtEdHhqmUSuhQYUmLbEMDCIXSmmKxRMx10OH/3959R+lRXfne/55TVU/sHNStnHPOAUmIIMDkYKJJxjAM2MZhPE5j++I0eJgZZ2NsnAgGbJNzEhJJEhJKCCEJ5Zw6hydV1TnvH/W0gJm51++9NrSQ9mctFmuJDtWntFYf9jn7tw3ZXJZ4PEGhkCfvFwiCENd10UrhKo2xAcba6PZCsQvH9Vz8wMdzPYyJIksUChOEGBW9S9/3cXXUUdHVfguQzUaH565SWBsycOAAkokKQuvT3pqjrTVDoeDz6OMvsmjhm6zZsAU/NCQTMWxo0FpTUy2RKEIIId511BbsSkqrmDv/VJ594DFymfNIlbhQbENYs2YFS19fR4/aSrKdWcCSyxZIxH3Ky8vJZJppPnSAquoStFYo7YLSrFqzjjeWrKFXr97MmT2cPfsPoN0ktVWlUYsDAZaoBcIaGw1ziJVx3kUXQxDgaEvOD3CIY0OFVQG5bJ6edT3RyhLaqB1UYdEmYMiQ8Xz96/9Me0eW3r17Ra0T9v0nfl0FPhwNTtRQgbJYNLNmTmLB869RWZHi8N09pamsLiWTyZHJ5AHF3j07qek3+e/+Dnr1HsDn//nb3PLNL/GxU+YwuKwCBZSkU8QTcfKHW0ojpekko4b3pbyiksFDBmBtVGxTSuG4LmFoeN/41i4KSkoqOWn+fGwYRsXV6Ic9fBoei8UoKyulqbGFXrU1xfy5Yiur0ihcHCc8PClWqfcPkVBKkUw49OnTi9t++Uc2rVtHPoxuba5ctY7f/Pb33HTT9YfDnfv2q+ekeWMpK0tTU53GUVH2yRvL1/HK8q00NGV4+aWV1NbUcvllF7FxwzZam31OPPFUKdgJIYQQ3ai8sgcnnXEZk2eezFNP/IXbfvIztu7YR2lZKX5gaGprw2IJjSVUtnhzKrrVb4yNmluVIjTFtleKk18VOEqR8GIorckFPr4foJQlkUiSzXRA8VZeVESK2mCD0OC6LjY0xZv8phgpUjxgVNGkeYvFD/J4MYd0uoRRo0cfhXsKS+hHN+oUUFtTQ8+6vjS3NtDW0UEslqAknUIr6OzoJFfIkyvkUBawAZ6KpvJiTNRmzLtF1jA0xfekCK3B9TxMIR/tzE00HRYVvR9jDLFYrHjj7t2indLRPtwPFa3tAYHNs3bNJn5zx+Ps2tPEwcZG2joKtLV3AlERtiRdSp/6HniJGBOmTO+2lRVCCHHkOWoLdlFb7Lk888DDbHpnB+MmDMUS0tHezMsvvow1mqRncNPl9O1bDwryhZCY41JdWU3D3v3U1A7DdTSFwPL0M8/y8MML6MgUqChJU1bi8uaGt5k1cyZeMkFoApSKfllb2zUSPkqV85wEIZ3gd+LGehQLSSHKWJqaWotTVXVxo3f4J0Arl5q6vlTXdd0OfLcNtOuWmQVK0iV4rocu3iCMPltRWV3PiSfOYMigflGGXfF7VFVWEdqAtmye9s5O3li5i3Ezz/u7v4PGRkV55WzmnXoGy1ZtZvDg/qCiAQ3WRPkd0c8cFeIcrZk2bRS9e/fDc913W1dRGGujYGYTolzv8M/ftSaH96Ndk0MUKHRxrRQY6F1fS0NDc5RL8t5WByxKW1AaQvP+9X3PuiulmTFpDA/+5WnCoIC1kE56TBg7gP59e9De2kw6WQJASWU5F1/6ceKOS5BvwFpDaA2jhg+mX783ueOuZ2juLPDwwy/Q0V5g2659XHXDV4+6rBkhhBDio0lRXtmDSy6/kbrqWr7+pa8zcvxYFix8CYgycl3t4gCphItvDH4YEhqLUYowDIsJJlHGsB+GJOIxUrEEuUwWHLDGkEwmyOfzdHR24OrophzG4lIcboAtDjJQUfdAsdOia+KsKkalRO22NrpBpjXVNdX0GzCguxbvA2OMLQ7XANd1qampxXEcstkshXyeZCpF4AeUpFP4MR+roLS0jI6ODqw1dHZ2orAo7UTFuffN543eViqZIl/IY0yA0pqYG4tiVhxFGEQTfbuKdp4Xw/cL7yuMGmNpa+9k0459dLSH/OrXj/LCojfJ5QugDZ6boEd1NQcbGzDG0NbezpbODj7/6Rvp309iUYQQQrzrqC3YAfSo78OU40/g3vseZOCgz2NVO3+8+362bG9m3OiRDOhTSmlFFf0G9qWyqgI/LHBgXyOH9jVRUjYIByDMs3TxQv78pydobAlw4g5+UyN33/so7XnLBRdchjVRq2nXL/13WyqjIFprLRgX7dVitRNN/Cr+Yt+5cx9VVX2K00ZBqa6sE/WeolS0qesauhB9nHr3v2GjHBM/wI3Hi8Uoi1IOQ4cOobq6HJSJbvtrRSLhYUxAJpPjmWdeo6rv7A9m/XtAjx4xUolL+fZXP8vxsyfRp1f14SETnuuhHV38OaPP6d2rF6lUivceCFtr6dOnJ/l8nnw+JPZf5mNES/LuWoHqGssB2MNfv3//vmzdtgM1Z1oxn+T930O/pyAK0Wbs3WJd1H88ZMhAyirTHDiQIaY0Z595ItdcfRHpVBmW6H3nc4a29g7K0yUo6xPk2qLNpckTd2OcOG8y6zZu49lFG8hkCzz55EImz53LjOOOPwpPwoUQQoiPpq691vips7ni6ov57e/vI5PJ4rkeQRDguprTTzieAf08Hn1iKS0dWQJjCdBkOrPF/YcBq8Fa/CAgbzLkgwAT+tEBbi6PKu5THMeJ9h4olLJYouxfrRWBX0ArpzjN1OJoN9oAmeJkUkcRGltsjYWePfuQTCS6ewn/7rTWUbFSKWxoaG9rw5ZANpulva2V9tYWKioq8Qt5ysrKyOayBEExv1hFBU9riQqhKsqjtjq6IefYqJ01yOWLWcbvFgejQSK2OMI32mFGfwdc6BoQohQKg6M0QQgvLljC4AH9eWnxenK+X3xuTSIRIx73QCkcV6OVYd68E7jg8k+h3aP6f82EEEL8Xzqqfytox+GCS67k888/w49++FPaOw6xddtutBOnrqYno8aOp76+ilgyBdojniilT5+hNBzYTRAqFAGd2SY8fI6bOoTFyzZzqKVANt/BoYNNHDd3HjVVaaKiUHRLTEUVNLQCYwMUThQa7MZBRZOhouy16Hd+c3Mz/QaMRqkwOoPtqiMVr+RHba/RZFPT9fV5t6ikjKKtvZPW9nYy+YBEwgOrUcqilUsQWNrbslRUpLGqWLwyFtc6LF/2JkuWr+PHv/70B/oeBg8dxqx587n77kf5/Oc+QS7TSZAvEAQ+1jcoJ1oTrV2MsXhePGrrtSbaXCmHRCJOLpunpb2D0pLU+wpbUfsq7ytmRmtkDv87mvRawcJXlhIW80isNbz7VaK2CK0VoQEMKGPI5PJo7ZFOp7AK0qVl1NdWs3fvQXr2reDii86norQGaw2m2Eb71NPP89zzL/LZT1/O4L51BLlOgqAV5ZWiTAturJq5M8ey8NWNdPoF+vTpyQ2f+zLxYraeEEIIIY4cldV15H2f/fsPYFGEgY8CysvL6NW3jlRpnlFjB+K6Hp5TYNnKTTQYh9BqQhPiFwyOgpiryRdCrH539+EUh2Q52nm3c8BGhR0bhqAd0JqY4+Ap0CoGsZCSuEs+H5ApOMQTMbKBTz6kmFlnmTN7zlE3cCJiqaisQDsapXU0UCyXp72tPTrcttDZ2UlHRwetra1RhmDx8NzzPAqmcDguJTrxtVEcitJRN4cxxDwPTHRLUgH5fC7KIdSamOdRKBSKU2MtQRDgxTwCP8BiMRbQoHHYvbeF2+94kObmDlAhjuMQBpZMJoMNCqQTMRIezJo5h3/57q0MGDJEDm6FEEK8z1FdsAPo2bsfV153PT/8zrcoGENVeQk1FWn61pdRVpZAaR0FyWqNZwzWeoRWse6t9RjlUFdfzpQZxzNh+kyGjHqV393xMPs6QwphSG1tFY6OwnyjYQPRxsgSYoMWrNFYp7x4O05hTEA2myUWi0VZJNZgraaysizKJInuaBWbJ7pufemuK2Tvmx727i0+Sy6XJ5/Pk8lkKU15ODpWHIKq8DyPXK4QnSJGV/WoLE+RiGn+9MgCTv7Y2QwZNvQDfQeu63LJJ67hpus/ye/veZxhQ/uS8w2ZbBu5XIZ4Ih7liFhLIpkgDMJ3f3YcOtozrN+wlc6OTlpaOujTs0e0XsWwZvs/rM+7ihNfjaaurpqmxmY6OnOUppI0HGpm5cq1VFVVMWnSONyuW4sAyvL68jXcc++jBIFh8JB+fOz0kxgxYgilpaUYY+jVq56qqqroexY7oE1o2bhhI7t27ePPf3qUz9zwcWKJFNmG/XjaoZDvJCjkSbsBqYQmZ12+9q3vM2bMpA/0HQghhBDi/03g51myeClKu2hrUNrgOg596qtxVQs1NT0YO6onxx13Ij3q47y5egULX1zD6yt3sWNvI9ZCKhHD8zzyhRxdecVKEQ09UArXcQ7v3ayxxe4NhefEcPAZ2DNJjzLFcSMreOutBnY0howZkiLmBDR3WnY0aba2KrJKUVFewdTp096TF3I0UVTX1JFOp2lpy9LW3kwYhu/ZC1KcnBsdpNviH2pHEwYhXR90uIsFFeVVd627gkIYYM27nRfRp6jDAye6HJ7oG4RoiofHxTqgcsA3hv0NzSgV4jguFkssHsNRljAoMGzIAK75h09zzgWXkS4pk2KdEEKI/+aoL9hp7XDy6efz3FOP8cbiJZSVJamuLOeUU2ZSkk4UT9QUWimCQgHXUSxdupS/PPgSF15oOfPMuThuCY7VzJt3GqtXvM3DTy4nX/CprqzCKsh0tLNrx142btpGPh9w3HHT6FkT4sSq0FYRFE9Kl72xhGVL1zJ8xAhmz5qBGzM0NXdSWlIK//V2HYroANZGgbhEBUFVzDRRSkcbCVugta2TbDbD008uIJ1QDBk6hMlTxuE6UCjkyOUK2LAn1omujg0dPpSxYwaxePVOPnX9jSQ+hJaJ6tparv/cF/naF29Ck6czm2Pc2GGUlCSjtmEMEFAoBGQ62rAWsrkMW7Zu48/3P8EbazaSy+fZ+M4mxo4aiLVR+2sYBhhjoiDgw+3I0XpjLB3tHQQmpLSshNLSEmKex979B6ivquHf//OXrHhjLfF4nGuuuZjzzj21OLEWCn7Io48/z+q1b6HRbNi4niVLXmf8+LFs27oTpTRuLIHj6GJeXtR+q5Wib79eOEvgrbVbWLd+KzMmjUKjaW7YRaKsF6HfTi67n9qacpxCkmEjJn7g6y+EEEKI/3vWWg7u38uePXvxlcFg0BY8YPKE0Zx30amUV6TRGmpr+qC0T+9+A0jEE6xetxutFI7WlJaW0NrcgaejW3BhGGCNwirwXBdPO+SNXzyIjPLRtNZYU2DAgDq+/cXjGVzbSEtDB0++soc9bZaeFVBXpulbbjl9guauxZY3GzSXX3E1EyZNPioLQAqoqK6ntqaGnXsPYYx/OMIkukUXIwiCYjEt2lhrpdAWbBjiKFUcMAYVFRW0tbVhgyBac94Ngz5cgHvPofB7D4nfK7QmingJLdoWW5jD6GZfUCgUv5YlmUqRyXXieS7Tp07kG9+/hfHjZr2n7VYIIYR4v6O+YAeQSJVy/ee+zIZ1V9Da1s6UCROp6FGLwhCa6HQz8HMo4MD+/bywYDGNzRkG9B+EVgmwLkZbHBVn8pSxPPrMG4TGIdPZybNPPMnLi15n0449NDS34WmXndt2ccN1Z1OW8ICo7fKtt1bw85/9gV17GylfsIyGA52cff4s9h9ojM7/bJSF0dLaSjKRJpVKgrbRxFMFyloaDx5i3dubscCUKZNIphIU8nl279yLXwi4866/kEzG6NerJ5+4rIPxk0bieDHefONtRo0aQomXwGKIp1KMHD2UnY3Qt++HE26rlGLO3BP4yjdv5tvf+he0Vpx68vHE42kMBhMaTOizZ+9+lHVp2HeQxUtX8viTC9m8bS/5wMcEsGHjNmyxuLl310FWr15DYEPGjB3J4EF9cRwH3/dRDuzavY/773uEzVt2MO+E4zjzzJPp7Myz/I23yLd3suT1VQRBQNbPc9+fHqQk4TJ95lTSZWm2b9vH+rc3EBJigmhARkNDCwsXvkZgDcZCNpfHmBCjo4KvRmEUzJ49k4ULXqWxsZ1nn3uNMcN6ko6X48Ua2bdpPdm8palVE6pSLr78Iurre34o70AIIYQQ/3esCXnu6YfZvfcAWI2ro4yyU04+jk9cfjp19RVUlNXhuFEUCjg4Ok1pSRl+UACiPVBLczuJuMegvlWUpErZsW0PHe0FAkApSyEsHL75ZUyUn+Y4DjFHcdXlpzJlWi20BSx+Yzfr9oYULDyzPqBHWvOZ+Ul6lGUpSceY2n8sV1/zqWJr7FFIKcrLyxkwYCCvr1x7+OZbV9fFu7ft3j+c7N1hYu8W4FpbW9+XV9x1cB5l1zmHY1NisThB4B9uMQ6CgPcOqzDWRPE1jo76ZKK2G4IwiD7eWjTg53JY3zBqdD++9NUvS7FOCCHEX3VMFOyUUgwZMZ4Bgwez853NDBo0BC9egh/kCcM8npvAdRyMNTz33CK272qgV31v+vSuIwqk86MsOhTDRwwnlfBobs/x+BNPYII8uXyIUQZjLWFY4NUlbzB7zgxGja/CBFnamlv40/2PsHtPA35gaGhp5P4/P0hpeZzmpgyep8gXsjz//CKeevJF0skKLvj4uUyfOQqrArBwYP8BfvHz37Bs9SZKkkk+dtoezjnvFPK5dnbvbiAIo7g3cj579x3gt7+/h14v9KOutppFryxjxIjBzD1hGliHTN6wbsMOLr36U9TW1n5o70FrzVnnXIDWDt/6yhfZs7cBOykoDtMwFPJ5Vq3aQGtHyKuLV/DO1p1kOjqLIXUKi+L1pavZvaeBlkMH+Pltd7N5y3ashX596rnxxquZNHk0oV+grS3LnXf9hQULl4A1bNm2nZUr3mTjO5tZ89YGYmj80KAV9KqvoHePKn59x30sX/UWY8eOYOHCN2jr7GRA7xqSyQR79hwikzX4IYQmCiBsam4mn88T89xoz6aijVvfvn3oP6A/DY1vsnHDbla9uY2pY/rR1tDG/v05CjrO04s2MOdjF3Ll1Z85Kk/AhRBCiKNBS9NBnnzkcXK+xfU0CTdGRXkln7jiAvoP6EWyJA5hdCsOG0WgaAf27TtEe3sQdVloTWVZnIs/Pp/5p0whlU7T0HiI7dt3cu89L7Brbysd+QImsFHBSVmcYsxKRUUpUyaPJJYyhIlShowroV+PHext6qR3bZITJ/fg7MtH89prm5h2+mzOu+wz9O7T56jeWzhenImTp/Dnhx87HGWiunodbLEN1hYjUYqRMEop4vE4hYIfTX99z1CxrkFkUccH0BVNAyit8QMfay25fB7XdYnH4wRBQBDYYsdL9L60BtfxDt+uwzqHM/SMtTjaoTTtMnHiVMZNnCPFOiGEEH/VMVGwA4jH41x57fV8/6v/TFubj9JxXNfBWI3FwWqHbVve5sWFb6Csw+CBgykp72oVVdGUVaIT0vZMgZgXp6WtDaUUDhrtQI+actJpzYH9ndx+x930rKuld+9KNqzbTK++1Vx84TxefGE5ew520J7t4Ge/+B2ZnM+iF19jy+Z3eHXxSrJZH9jFzr0HuKb9Qgb178X27dt59tlFrF2/iUze0tGR5b4/P8S69esxNmTvwWaMssQ9jxPmTWDiuEHs37OX+x5eQr4QYNHs3HMo+lHCkEcfXUhYqOKyCy/50Dd0WmtOO/1MXl/8Mr+8/X769u/N+LGDwITkchk2bd7Fxm0HMGGBT1x0CsfNnsiOrXu4885H2bG/md27dvGtb/wrQRCwc/c+gjAEC1u27+aWW3/OqafMJaEVb67dwLadu3C0wvejzduyN9YQoMn7AQkvmrQ2dEhv/u17/0QqXcbtv76bFxYsY+FLywitoUdtJd/6xo306dOftW+t5/d3PsiGjbsw1qKwtLa109LeQmkqXRx8EZ3oaq0ZM3YEr7++imwQ8NQLK5l83OlU9k2zanM7f3pwCb2Gjuaa626UQRNCCCHEEcpay5rlL7PmzbVRNlloSJakmH/yDIYO608yVY6jA4y1GBtgbZSHZm3Am+u20N6RI+ZoSlIJvvDFq7nwglMpKy3BYsgXsowZO5pRw4Zy75+e5ImnVpLB4iiHUAWHb4MVrOWRZ5aTOG8yfXr2YNTEWr53S5IVq7czZ9o8xk8YRKK8F/MnlFFW1Yt4It3dy/YhUEyfPY/ysnIONjbheC4mCAnRUaa0DaHYvqqVQmmNUyyOKcXh1lZjDFoprDFoL8qWNtZgDw96A1R0w873/SiGxRoC3wdrcLVGaYXnWNKpFFo7xF2H9mx02FzIRUMoohxrSyEIcD2HCdPmkCqp6NYVFEII8dFwzBTslNLMnHsmZ1yymgcfeZx+A3ozfuIQHB1ijCGX6+Tpp1+krb0TZT1mHDcR13MOj24vzpHinU3vRKdzocKJxTHGUFtdxjnnnsIp84/H9Xy+/rV/ZfOWXWzevguUYXC/AVx77bXU1VUzfvwCfnDLb2ls88nm8/gGfvu7ewmCED+0aGVJJB2yuSZuu/1Okqk4uUyetvYOrIZkXOMXLL7vs3zlmwQGbAiuskwcN5wvfeEzlJYm2b9vJwsWrWH7/jZC37B//yGaGttZ/vpKHnh0Cbf+5HYqKsu75V24rscXvvR1stkM3/n+L/naP13HuNF9yGcLNDW2UigEJBMxTjvtNEYMG8iUiZZ4IsF3bvkNnbmQjZu3FYdUGFAKx1E4WtHS0sb9f3mSwA9BQU1VKcfPGcuWzTvYsbeZMOga7BHlksRdzdlnnUJtj94AXHHlxSxf8Tb79jeiHY3nxelZ349UqpTp06ZRXlbBzd/+IXsPNaECTXNThnc27KBffV/AFIdPWKwN6dWrDqscgtBnw4adbNyyj63rtnLvQ68w4+Sz+Zdvfpd0SUm3rL8QQggh/rq2lv385te30ZbJoxxNGBr69+vNBeefRGV5CSYosHDhYlaveIfWzmYKvuLGG68iDBp47fX1+KHFwXLdtZdwxZXnE4+5UbslDvG4plxpxk0YTUlZDIXDk8+uIJM1uCbKxzXWcLChmdt++ThvLH2Lf/vX6+g3cALzzj6Nj12SBooZyMAHn0Z8ZOnTdwAjR46m8bWXSSYS+Lk81hhCIOyaAKs0CoujwfMc/GLucVcx1NpoQqzSXTfqol2i67pRbE6xvbZQyBffW1drrSYRi1FS4lJWlqIkHae8Ik5ZaTm5bMihxjY6MgWam9sI2jujywHKEIQh2YxhzZrVXHqFIUrKE0IIIf73jpmCHYDreVz/2a/Tmcvxox/dxvnnnsGceeNJpWKsWvkGa1ZvpOBDOpVi0KABgMGo6LTOAsb4bN95gIIforSLUpqeddV88YvXM23aZBwNQZilf/963tnUiLEBymqmTZ9ETY8aLDB9+gnMnLGUp55dAyisgfZsNC4+GYsxacJQJk0ZTktDAw88soTmljYMmoqUy/xTZzFwYE9eWrCUVWu3kw8DrAGrFOlUCVdedRGlpWmsharqHtTWVbNldwuhtTzz/CssXbaSMNB8+99/xoSJE7qtXUIpRXVtD27+/r/zh9/+mu/e8ivGjuiPdiz7GtoJQ0sqlaKsPE1XxXTajKnU1T3M5m0HKAQmajtQ0LuulLPOOp7efXvx3LNLWPL6OoJi4WzYiEH805c+TUdHhldfe4O77nyQQ03tWGMwBkrTCcaPG4OjILAB9T1qmTVrKg89/BzGQj6XJ5P3KTUhWjmMHDGUmz57Dbfc8nOa/Cy5nM/zL7zG8bOnEnP1ezJQQqoqKtCOxgBtmQIHGvNs25fjzEuu58bPfpZkMtUtay+EEEKIv86GAY0HtrJ+4yZQLliLl/C47LKzGDp8OJmONh565Gl+dcefaW7MkA8DUDGamvP07ZNgx842jIGyqkraOgvcc88jJOIePXvWM3BQf2qqy0gmPLRKUl/Xm1NPmcDry99mz74sxlhCohtgJjQYm2XFqk3c8oMH+fGvzqIyJdm3lVXVnHTC8Sxb8irDynxq62I0ZCwNmZDmPNSXWaYOiLGtEfa1aPLW0pr1CUKKrbLFoh4c3r85ysFzHQp+ANZE36hrci8Kx3FQYUh1VTmO8hk5vB8nzZ9JGLYxZcpYkqkEy5e9RVOT4cVFS+lZV82atVvoyOXRjsJaCJVi145NZDOdJFOl3bV8QgghPiKOqYIdgBeL8fkv3cwTgwbz25//hBcWvsz0GSN57ZXFtLb7GKCmtpqKytR7gmgt2mryuQxvvrkZP4CylENJMs7nPnst06dNQCtTzJ7VWOMUT+UMVdVVnHraPLSOqn6e6zF9+mSefm4FYQBKOYADynLSyXP43GeuJJVK0dy4j8Wvv8X2nc0YC2PGjuHaT11BSUkJs2dP57s338qy1bsIrMUWA3j79++LtdHzul6M0rISrDWEoaEjX2DO9FP55DU3MnrsuCMi26S0tJwbPvMFJk2ewT133cErry2iM5fHcVxiXgzX1dGACaC8rJwBA/qxedv+w59fUVnCN775GcaNnoh2NP36DWbt2zfT2JzFhCEVFRXEvBj1PUq58LwzcBzLT35yN0GowBg8z6W0pITiK8YYw6wZk3j6qRfJ5kPaOzo41NBIj8pycKKw4lmzpjJ79jSeePollFK8tvQNnnnuZc742Dy0ik5rg8Dw9oattHZ0ks/7JJOlxBJpvvbd7xNPJIjFYt204kIIIYT4q6wlyLfz0H1/YP/+9uiPQsXIEQMZ0L+C1StWc8fv7mfp8rUUCoYwsFE7pmN47MnnSXguft6gHYufC7j9tnvQCpR2KC0toaIixdQpo7jkkjOYNGkosYRHMllOSbqU0HRggSAMo2EG0Sh6CmHA/kOdaEf2EF3OOPtcHr7/fk7otYd5Q3weWeNxMOPR3GnYeDCgR43DFWfGWbszjakfzn0Pv8VbGw9ELcwANhoYZq0FY4pFOYUuTovtaqnFBig0xtgo0VpbKqvKmDRxJJOnjGTEmKGkk6VgYcjwcby+ZBkmbGHb1gZSMZd8aCgUCsULAJa33nyLRS++wGlnnHtE7MeFEEIcuY65u9gKRSKe5LyLruFr37uVTkJ+9YeHeGf7ITqyIXnfZ0C/AaQSbjHEtthCqWHl2nVs2LQXlCHmulz08bOYPXNKcRyFxYQF/HyeA4faQEcBt5MmjKNf3/roophSWKsYMmwwybQH1kFh0MoyfuxwPvXJSyhJl0TBuMkSSlIJrFV4jsOs42ZQki4DFDXVPbn8iguoLI+htUYrjesoHK1R1oCxaOWSTJYAmunHzeXuPz3M93/wY8aMG39EbQ5c1+W4OXP44c9+xV1/fJBLLr+CktI07e0dNBxsRqmoZOc4imQyDliMNWgs48YOZfTICWgn2gD17l3PwAF9UEqjgGQ8Hm2wQgMoTjv5ZIYPH4CxIaExxJNJUsXMEQyYMKRnfQ9K01Emne8HNDY2g4IwjIZ/OI5mytQJeJ6HBTozeW7/9T0sX/km+UKG/XsP8us7/sxPbrubXgOGcc31N3HXXx7j9LMvoKS0VIp1QgghxJHOWrZtXsVDjz2HbzXWhiRimvPOPJ5Nmzfxjzd8k4UvryVTsBg0BgfHdcjnchhjyPs+oQoJjCXT0Y6xEFgITUBLaws7d+3n6Wde4wuf/wErV2wiDEMONTSze18LvgkJTBTXgj08uBSlNaPHjaf6QxwWdqQbPHwkt972Mw45fTCpBBjDim051h3McqjT8PiyPKlknDPPGs4F5x7PSXPH4TmqOOwhGlKh9bsdEkpbgjCPdkBphS5m31WWlZPwXFTxZl5zayu5XA7Xiw75E7FysFH3RyIWZ+7xM7nikxczZcowqqpi0d68SAWW/fsbuev3d5DNtHfPwgkhhPjIOOZu2HVxHJe5J5zB6LFTeezh+/nTXb9jz67dWGVpbG4jnzOk0wAKaw3NLQ3c/8eHyGYLuE6M3r16ccYZ83G0xhAVhBSK1qYD7NqzH6ui7zFu7GhinhdNDusaKY/CFE/0lDJ4bpyLLziXnnXVWCwKRSyWoLSkDNhHIh5n+IhBoIoj6q1m4pRpTJn8Es8uWI3WmmyuQDYbUFkeff6zzy7k9TfWcd5Fl/Glr3yDuvr6I6pQ918lE0nGT5zKiFFjOemkU/nBd77Jbb++l698+Qb69KzBBJb21k4cpVFoknGXk+bNwos50RewllQiybAhA1m1ejNKO9TX9cBxHEwxh7AkneLUU+aw6s3N+IGhM5OjpbWdirI0jnYJgoB0Ok1JaZrG1hZMqGltaUcpCMOoSKjQpFIp0Aq0IjSWA4da+I8f/o5+fevZtHEnqbIq/vGmr3HW+RdQUyMbayGEEOKjwgLG5lm44BG272pGOQpCTSzu8frydaxcsYb2bIgfBGjlUJpO0NmZwVjwPC9qYzUhjqMwQYhVLo5WxZtaBoPFKktn3qdzXwO3/+oBrr/xLB545GUamzswxTZNbHSzziqLoxX9+/bj8quuQstk0cO0dpg2Yx5V3/8VmR1/4uIRb7PlJ6tY+k4nng4ZObKe2lHT0MkqUqU1jB03AsdbhC4YHEx0084YUNGahyZEa03MdagsK6WqKsGAfvUk06Wsf3sbu3c30p7PoVyPjkyBjZu3UFJShjYOSvnFA3ONsZr6uv5ceNn55H3FL29/kMa2ABsCDhirWbFiFW+vW8fkqTOO6P25EEKI7nXMFuy6VNf04KpPfZpTPnYOr76ygKcffYjlq1bwr7fcwSevPoeBg3qhHXj62SdZs2obYRhSmi6ltrqK0rI0EIDSgMVxXDoybXR0dBKGFtd1KS8vp2tkRZempk5y2SDKxUAxZPBgpkwdC0StD9ZGo+W9mIdSilQqSWVFRfGzLShD4Bvy+cLhr9nWkeWV11Zy0gkTefzxBTz1zCtcftVnuPr6Gz5SeWnxeILTzjyH3n378NP/vIWvfOVWrrv2EhobG3ln43YsUehzLOExcPAAlDJYGxU/XUfTv089jjKEVpPL54FoYhtYjIHRw4dQVpqmqaWdtvZOnn3+Za695sJiRqHFdTWJZAwUBH7AunXrOf3UOUDUMuu6Lu3tbVH7hLX4YYjrxvCS5ZTVDebGc69h9pzj6VFX153LKIQQQoj/B4EN6Wjfw5JXl4NSGD/AGEtTW4YnnnkNrTWuC2UlJVSWlTFseE82vrOdPftbicWizoewEAIBXiJGOhbD9RzaO3LkfB9jNMYqVHHEwQsvLWPthk3s39d8uFhni//WSoOy1Nf15Fvf/i7TZ82U4s5/oZRiyJiZFAaPweZ2cMuAZ/jNHQ/S1tLC9defSunAARjj0ZqBjpzBhBweKKeVOpxRp7XCRTNyRG/OP/9ketaV07dvDT3r63CUw6uvvMrvfvMCazfvIpcvUJqKUVFRinYM1ilgUGSzBbTj4nkOSoWUlJRz+pkn8tJLy1iyfAO+VbiuQ+BDLu/z3NOPM3nqjO5eQiGEEEewY75gB9EJXe8+/bn40ms4+9yLWb70JX7/y1/yT1+5hckTxlFfV8ljTy0g41sKxiGVcMllO8lmfFJxB6WiqVIKxf4DzRTyIVEqBvh+AYtBEYLShCbPa68ux/cNSmkcpagoLycej1olVXET4RcCmprbsAqsCSnkc0DUEmuBQwf3s2nTbkJj0YT4fpY7fncPjz32JKmyGr7zH7cxZfoMHMfptnX9f6WUYtyEyfzw57/h5z/6d773g9tob2shKBiMslgT0taWY/GS1QwaOBBXKbS1KAv1vfqgHQ/jhxxqbMESnXZiDUpBIl2C63oYA0EQ8MTjC5g6eTyjRw8GFeKosHh67eK4lmXL17Jx4xb69+8NOYfdrU0sWbqGQlCgtLSMj192GafMP40hw0ZTWVXV3UsnhBBCiL+Bi2HL26+x/I0N5IOAMAigmKjrOgninmL4yJH8w/U3MmnSRKpqa3hr5atcf/1naWnP4BdC0vEYo8aM5B9vuJaBA3oSj3usWf0Oq1a9wYsvvszW7Yfwwyhj2IYF9u0JicU9CoVoD6SKB7pKaUYMH84t/3Yrc088SW7X/W8opYinyrDJ0YyaM4B/nXg22Zad6KCFwHSwYXs7P/rF7ygvq8Tz4vhhDs/zCIIgillRUSFt6uRhfPazFzJm1FBK4iliyTjaS6AIOevcM6mo7snXvn4bexraaevI0dDQSVNzBy2tBZ56/BW2bdtFQ3MLgwcP5GOnz2XMiMH07T2IG2+8hh1f/Q927GskMCHWKnK5LK8ufpXm5iaqqqq7ewmFEEIcoaRg918kk2nmzPsYU6bPYfnrS3jg/vv4y5Mv0NqcI+sH0S91R7NnfyO7dx2kqqJf8URU0ZHv5KlnX8EPLal0ikQiQSaTKU6hsqBCNm/ewgsvvoZVHkpbwLBr127a2zMkqkopzownk+2kpaU9ynBTGt/3i09ocRSsXf0mBxo6sTYqPCVL0vQdPJizzz2H8y64gtLSso/4KayirLySf/6XbzN91hzuuO0nrF25ClPIoKzCLxiefPwFTjvleOprK4sbXIXv+1hrsVqxbv0msrmQVFJHJ9kW2js66OzMAJbQKg42NvOjH/+Gb33zJqorUuzeeYjO9gJBcRLtoUNNfOvmX1BTU022kONgYzNuIs05F13KRRddzdjxE3DdKMVQCCGEEB9xhRYWPf88jW0FjAmxXR0SSmEwzJwxm5t/8G+MGvXuAK8ps+Zz6qmnsGrlSnr37cMZZ53LyaecQY/6nmgdbbWHjj6Vcy/K8on1i/nyTV9gyZvbsEF0eBuEIQnV1U1hyefyuI7Dyaecxre+810GDhokxbr/H5TSoEpJlA4jXjKYPdtWcdft/8kjzyxjy479GCzxeJLQduUDGlKpODXVJYwa0Y9/uO5CJowfSiwWx3ViaO1ireJgYxu5bIHpM2Zw6SXb+eGP7sWg2fjOfl5ftok1K9fz4INPEFiDdhxeXLSYBx94kvknzeVT113E4ME9mX/iNO77ywt0Fgq4MZeC7/Pmurd55aUFnH3uhR/xPbsQQogPihTs/gdRG2opc+fNZ87xJ7N162a2b93MmtXLWPbKq2zftoGWpmZ+8O+/YNSIAcQ9D8d1aO1oZenr6zBWUVpWjtaG1avXMXXyWHr3qiSb72DRiy+TiCcIw3Yc18EYRUNjE1s276Z2+kisMSjlsP/AQZpbOwCN74e0t2bIZQP80Gfv7t385cEFFPwQNx5nzryT+cSVVzJt+nEkEomj6pe+53mcOP80Zs2ey6uLFvDQX+7lpUUvk89l2bX3EI8+9jwnnXAc8XiCQsHnpVdexy8EWK3Zvm0Pr722gunTxpFIeIRByNvrdlHwTXTn0TdgAzZt3ck3vvVjStJJdu/eTWtbOwZwXI+K6h6k62oYPGYqM2fOxIvHGTZ8JIMGDYo2hkIIIYQ4CliwHTQ2vMPChW8QhipKMynuqRwcJk4cw60/+TEDB41432em0uV8/9af0dHZQSqVprSs7L/tEZRSeLEkI8fM5ZNXX8KGr91Kkx9gooQNOjs70FrjxTwmjp/A1Z+6jjPOPpuy8vIPawGOGtEhroOO9eCpF9ezYevewwfi7R0dOI7G0dF7LU2nmT1rHJ/85LkMHtiPeDyO1ppcYHhnwxaeefoVXn51BY1NTfSsq6OttYMo3zpk+84DfOtbPyVXKFAoRAfrrjag4GBTG/f8+QleWrycCz8+n/4DelFdXkL7vga0jm5s5joz3PaT/2TGtFnU9e7TbeslhBDiyKVsV1CG+KuMMeSyWRY99zTNrW0YLM88+QSNjQfA5sl15ggtaKsZNmw4e/duY9/eQ5Smk4wcMYTWthYOHWwi6/scOtiOckOssXiuw/wT5nLtpy6ipamZ/QcaeOqZ51n2xloCG+KpJH379KS0PE1LawfZXAYvEWfMxOlccN4lzDr+eBzHOaoKdf8Tay1+ocCq5ct59vlnePbJR7Chj5/PF2/XBaA1XixFLt9JtqODknSaHrU11PWoJNOZYdfOvahEkpibIAhCdNJhwsSpTJ0ynZjnEtgQYwMSrkvPumoGjZhCXV19NI33PZPEhBBCCHEUsRbMXh5/4Lfc9Jkf0J6HwARR4UfBoAF9+eWv7mDKzLn8bbfqLZ3tB7jqkvN49dWVBCYq7JVXVDFt5gwuufRSjpt9PNU1NbLn+BuFYcj/+vpX+OnPfooyYBQYwPVctFY4jkvfXrX80xcuYu7sSVRV1pAr+CxZspo773qc9W9vpaGhhQAVDafAYk2AtVHLsj2cRGhwlMJBYVU0WdZiCI0ipl2chMPYsYPpbM+wfuMOrCkOoTMh1RWl3HnfA8yafXx3L5cQQogjkBTs/gbWWgqFArbrar3tyrKDTDbDwQMHOLh3H1t3bCbb0YZ2HDAO699Zz8b1a9i0fh2mEOImHGJOjEQiTbaQJQwN8Xg551xwPn369EKjCK0htBYv7jFy1ASmTJmK63p4ntfdy9AtgiDALxRoaWnhlVdeoTPTiOM4DBo4ivqeo2hufIs1K1aRCUJA4Wgfx0CKJPPOPYfarumtClzXw3Vd2RgLIYQQx6psSHPTSm684ToWLtpE3oYYG+LiUVNTxi23/hvnXnB5tJf7G1lrWLb4WZ5/+nkKvqWsrILTzjybQUOGkUqn/w4/jOiy4JknuOrKq+hsa8e3JmpwVgon5uJ5MepqK/nO/7qGGdPHUihY/uM/7+Tpp1+lI5NHKU0YhoTWoq2N9vpaEQRBlDFYLNip4uAKLChX42DBRN0cSkcfg1WUlZWR6cxSKPiHb1OGYcCnrv0kN3/730imPjpD4oQQQnw4pGAnhBBCCCGOXRZsoY0lL93BlVfdTHOnITQBoIh7Hl/52pf57Be++nc9JP2ftt9ycPj319LSzBUXX8BLr7yEMSq6HacUaIVWmtrqCr73vX9g0NDB/Ownd/P8s0sJUSgVvR8T1enQNvrHWIMx5vCfQ9Q1rbQilUyjbUgyYaksq6C1tY22TIFCSDFjuavDWhVbpF3CwFJdU8499/2Z6dOP66ZVEkIIcaSSDDshhBBCCHEMs4QdB3hp4au0dvqExhD1SygGDOjLhZdc/nfvaJDi3IejvLyC8z/+cZYsXUK+EEQtrNagjcYqQ1NLGy8ueos7fvskq1a8jeeBMdFgMo1DzFOkE3Hqakvp26cW7bpsWL+TvfsaMEZhtAIF2nEpS2tuvPESps86kfq6/hw6uJfXF7/Co489zYo3t5EPQpQJ0UqjtCLwfcChtaWdu++6gwkTJhOPJ7p7yYQQQhxB5IadEEIIIYQ4ZlmbZ+vbT3D5hTeyZV8nYWgIw5B0SYof/OAWLrvyOpy/Qyus6B5NjQ1cfcVlLHppUTGLDrRRGAXa8zDWomyAg0LhooBY3GXYiF7MnTON2XNPYOSICdTV16Fdl83vbOQPv7uNRx95gUwmwJgAR1vOOH0OP/z5H0imewBRLKK1hoP7tvPjW7/DvX96mM5s1E4bhiEQFW61UtTUVXLn3fczfcZs/raMRCGEEEcTKdgJIYQQQohjk7XYsJVH//JdvvCZO2jzfayxoODkk4/nznsfIJks7e6nFH8Day0r3ljGVVdcxq5duzDGRAU7rfASCaxRhH4OlMHBoyLt8sl/uJirr72J3n2G4zju+6b+Wmsp5DtZvOgJ9uzYxfqNm0kkE1x8+VUMHTHxv92etNbi59r4w29+zr//x09pbuk4XLCLBpqBoxSXXH4+t/7nr4jHJctOCCFERAp2QgghhBDimGStId+6mptuuIGHHluLUdHsz1Qiwc9/dRtnn3+ptK8eBcIw4J4//JZ//d73OHCwAd9asGHU+KwcsAaroCyZ5B9vOJ8vffVWUiU1/J9uu1lrsNYSBmFUdHO9/8PfFUvgZ3nmibu4+Ru3sHXXwcPTYsGilaa6tpQHHn6AsePklp0QQoiI/usfIoQQQgghxNHHFtpZsfRFFi/ZiFEGrTWgGDpsADOOmyvFuqOE47hcduUn+cM9f2Te8TOIORDFz0UFWqUUMc9l/qlTuf7T3yCZ/j8X6wCU0mjt4MViuF7sr/xdUThukjknnsOXvnoj1eVptNJYa1FaY7E0NbVy7x/vpFDI/l1/diGEEB9dUrATQgghhBDHHIsln2vl+ecW0tCSB2WxxuI6Dmeccxq1PXp29yOKvyPPizFj1hx++NPbOe+sM0glYmjtoJXCdRyqqyo59/xLqa0b+IEUapVSlJfVccE5l/Llf76W0pIYWmuMMVgMJlQ8/OenWPLSU//jFGEhhBDHHinYCSGEEEKIY07Ghry5+jUefvx1CqHFWoVRlvr6GubPP/N9uWXi6KCUYuDgYfzwF7/m5m/fzORxIxg2pC/Tp43lqiuv4GNnXla8ZflBPYDGK+nDFddezycuOx1HOVjAojDAocYW7r77TrLZtg/uGYQQQnxkSIadEEIIIYQ45hSyh/ju127kjj88Tt4Hii2SZ5/5MX73x/vRTqK7H1F8gEwYcODAfoLAJ5lMkkqVkEylP5Q26BYMu/es4Ps3/hPPv7iCgBClFApDOlnOL379Pc4+51OATCcWQohjmRwdCiGEEEKIY87uLet55pmX8AOidlgs8ZjHvBNPQOl4dz+e+IBpx6Vnrz707TeQmtp6UumSDy2zsALNmN5j+OKXrqd37zIUGjBY69Cebeeeu++muXHXh/IsQgghjlxSsBNCCCGEEMcUa0NWrlhKU2tIaUkaC6AUdfU9mHvCfBk2IT4ECSbOPI4bP30hqbiLxqKsQRl47ZU1PPTAXVgbdvdDCiGE6EZSsBNCCCGEEMeUTEc7zz+3kJaOLC2dWVAKrTVDh4+kb/9B3f144pigcN0+fPzi8xk3th8WB63AWkOm0+eRh55g9coFMoBCCCGOYVKwE0IIIYQQx5RNb6/mpZfeIDSGsHiLSaGYPGUariftsOLD4lJROZ6zzzyOZCyONQawWBuwfPl6fnLrD9m7e2d3P6QQQohuIgU7IYQQQghxTNm1cxftHVnAolFgLOlkirlz53X3o4ljjHbLuOgTVzJudF8UXnE6sabg+zy/4DXuv++PmFBaY4UQ4lgkBTshhBBCCHHMsNawb+8+8iZEodDWgoJ0aZrq2h6SXyc+VEo5VBR6cv6584kndDQtVimMsXTmAx647y5279zW3Y8phBCiG0jBTgghhBBCHDPa21p57umnAIV2NBbQaMaMmUDPXr27+/HEMcip78G5F89i0sRBWOuCtSgb3fzcvnMvS5csliw7IYQ4BknBTgghhBBCHDMO7dvBxo0bQIG1FqUU1dW13PT5L1BWVtbdjyeORbEU8cRgZs4ci+eCjbpiAcgXAn7769tpPHRQinZCCHGMkYKdEEIIIYQ4JlhrKeTzWGvxPA8LJBMJvv6NbzJz1qzufjxxzNLg9GX0yKGUpGNEoyci1hreemstD/3pbowx3fmQQgghPmRSsBNCCCGEEMeETCaDEy9l6tRJKArEPI+bPvd5Lr3iClzP6+7HE8ewktJKho+aRWVlFS4AFquif3IFn+efex6/kOvmpxRCCPFhkoKdEEIIIYQ4JqTTaYYMG8bMudOpqijhsss+wY03fYFEItHdjyaOcVo79B44nvq6apR1gGj4SdQGq9ixYysH9u/q1mcUQgjx4XK7+wGEEEIIIYT4sGjtcPb5lzFu/DTGTppDKl3S3Y8kBADJdCWjR41gxYq3CcMCygAoUIpcvoNDhw7Qf+CI7n5MIYQQHxIp2AkhhBBCiGOIoq7XUOp6DUUp1d0PI8RhjuNy9XU3sfatd1i+YjUGA0qhsAwcNJhBg0Z29yMKIYT4EElLrBBCCCGEOKYopaRYJ444SilGjp3Izd+7hVEjhpKIuyRimgG9e/HJf/gMFVXV3f2IQgghPkTKynxwIYQQQgghhDgiGGPY+s7b/OF3v6KuRw+mTZnJlNnzcFxpjhJCiGOJFOyEEEIIIYQQQgghhDiCSEusEEIIIYQQQgghhBBHECnYCSGEEEIIIYQQQghxBJGCnRBCCCGEEEIIIYQQRxAp2AkhhBBCCCGEEEIIcQSRgp0QQgghhBBCCCGEEEcQKdgJIYQQQgghhBBCCHEEkYKdEEIIIYQQQgghhBBHECnYCSGEEEIIIYQQQghxBJGCnRBCCCGEEEIIIYQQR5D/D6NxWS8iBiU+AAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Create the preprocessing pipeline of the images" + ], + "metadata": { + "id": "IcZTzVFBNSOO" + } + }, + { + "cell_type": "code", + "source": [ + "from torchvision import transforms\n", + "\n", + "preprocess = transforms.Compose(\n", + " [\n", + " transforms.Resize((config.image_size, config.image_size)),\n", + " transforms.RandomHorizontalFlip(),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize([0.5], [0.5]),\n", + " ]\n", + ")" + ], + "metadata": { + "id": "0cjLO8jxNTEc" + }, + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### Save reference images for computing the FID metric" + ], + "metadata": { + "id": "4-T7hBe6D-5n" + } + }, + { + "cell_type": "code", + "source": [ + "import os\n", + "from PIL import Image\n", + "from diffusers.utils import make_image_grid\n", + "from typing import List\n", + "\n", + "def save_grid_image(images: List[Image.Image], rows: int, cols: int, output_path: str) -> None:\n", + " \"\"\"\n", + " Creates a grid of images, resizes the grid, and saves it to the specified output path.\n", + " Args:\n", + " images (List[Image.Image]): A list of PIL Image objects to be arranged in a grid.\n", + " rows (int): The number of rows in the image grid.\n", + " cols (int): The number of columns in the image grid.\n", + " output_path (str): The file path where the resulting grid image will be saved.\n", + "\n", + " \"\"\"\n", + " grid = make_image_grid(images, rows=rows, cols=cols)\n", + " new_width = grid.width // 2\n", + " new_height = grid.height // 2\n", + " grid = grid.resize((new_width, new_height), Image.LANCZOS)\n", + " grid.save(output_path)\n", + "\n", + "# save images individually for computing the FID\n", + "reference_images_dir = \"reference_images\"\n", + "os.makedirs(reference_images_dir, exist_ok=True)\n", + "reference_images_dataset = dataset.select(range(16))\n", + "dataset = dataset.select(range(16, len(dataset)))\n", + "images = []\n", + "for idx, example in enumerate(reference_images_dataset):\n", + " image = example['image'].convert(\"RGB\")\n", + " image = preprocess(image)\n", + " image = transforms.ToPILImage()(image)\n", + " images.append(image)\n", + " image.save(os.path.join(reference_images_dir, f\"{idx}.png\"))\n", + "\n", + "# save images as grid for visualisation\n", + "reference_grid_path = os.path.join(reference_images_dir, \"reference_image_grid.png\")\n", + "save_grid_image(images, rows=4, cols=4, output_path=reference_grid_path)" + ], + "metadata": { + "id": "2fgs2eLRNgmR" + }, + "execution_count": 6, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### Transform all the images in the dataset using the preprocessing pipeline" + ], + "metadata": { + "id": "MoQUVLHhG3N6" + } + }, + { + "cell_type": "code", + "source": [ + "from typing import Dict, List\n", + "from PIL import Image\n", + "\n", + "def transform(examples: Dict[str, List[Image.Image]]) -> Dict[str, List[Image.Image]]:\n", + " \"\"\"\n", + " Applies preprocessing to a list of images by converting them to RGB, resizing,\n", + " flipping, converting to tensor, and normalizing.\n", + "\n", + " Args:\n", + " examples (Dict[str, List[Image.Image]]): A dictionary containing a list of images\n", + " under the key \"image\".\n", + "\n", + " Returns:\n", + " Dict[str, List[Image.Image]]: A dictionary containing the preprocessed images\n", + " under the key \"images\".\n", + " \"\"\"\n", + " images = [preprocess(image.convert(\"RGB\")) for image in examples[\"image\"]]\n", + " return {\"images\": images}\n", + "\n", + "dataset.set_transform(transform)" + ], + "metadata": { + "id": "I94hT-SGNpYA" + }, + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### Adding noise to our dataset" + ], + "metadata": { + "id": "pHcTqv7JHzNr" + } + }, + { + "cell_type": "markdown", + "source": [ + "Diffusion models are based on the idea of adding random noise to images, step by step. The model is afterwards trained to learn how to undo this process—taking a noisy image and slowly removing the noise to get back to the original image. In this cell, we're going to take a look at how this works by adding noise to an image from our dataset. These noisy images will be the starting point from which the model will eventually generate new, clean ones." + ], + "metadata": { + "id": "8Lvn4zNAH20J" + } + }, + { + "cell_type": "code", + "source": [ + "import torch\n", + "from PIL import Image\n", + "from diffusers import DDPMScheduler\n", + "\n", + "def add_noise(images, noise_scheduler, timesteps):\n", + " \"\"\"\n", + " Adds noise to the given images using the specified noise scheduler and timesteps.\n", + "\n", + " Args:\n", + " images (torch.Tensor): The input images to which noise will be added.\n", + " noise_scheduler: The noise scheduler that determines the noise level.\n", + " timesteps (torch.Tensor): The timesteps at which noise is added.\n", + "\n", + " Returns:\n", + " Tuple[torch.Tensor, torch.Tensor]: A tuple containing the noisy images and the noise added.\n", + " \"\"\"\n", + " # Generate random noise with the same shape as the images\n", + " noise = torch.randn(images.shape, device=images.device, dtype=images.dtype)\n", + "\n", + " # Add noise to the images using the noise scheduler\n", + " noisy_images = noise_scheduler.add_noise(images, noise, timesteps)\n", + "\n", + " return noisy_images, noise\n", + "\n", + "# select the first image from the dataset and add a batch dimension\n", + "sample_image = dataset[0][\"images\"].unsqueeze(0)\n", + "\n", + "# initialize the noise scheduler with 1000 timesteps\n", + "noise_scheduler = DDPMScheduler(num_train_timesteps=1000)\n", + "\n", + "# specify the timestep at which noise is added (e.g., at step 50)\n", + "timesteps = torch.LongTensor([50])\n", + "\n", + "# add noise to the sample image using the noise scheduler\n", + "noisy_image, noise = add_noise(sample_image, noise_scheduler, timesteps)\n", + "\n", + "# convert the noisy image back to a PIL Image for visualization\n", + "Image.fromarray(((noisy_image.permute(0, 2, 3, 1) + 1.0) * 127.5).type(torch.uint8).numpy()[0])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 145 + }, + "id": "Pfp_r_PbUUlp", + "outputId": "5b09429d-2505-460f-d023-9b14319a0e77" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ], + "image/png": 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YVVxI+Tg7AS32vKLOdCmT9CIsTzjudl5sa2gsZoQH+QctfXUBuPe/fb5IwVudtLtYWrlRBCGhrDVatkWsnneA0RNdswSNCnZpu4iNbx4CH0y/9dva3zUvQ86A64XhcNHgq/w97voisk4+3ge1/PEws/Gal/1ZtaTZr92xph6H52ZERbQxJYlU+wCyiukf1Kn1voFWuCNBQcnZmfWLvmgZ46su8xC4GI4Mk/TKRWwq1JR2op//p9yXNzu3s5bb5WzLAV70e15DPuizHo1sxlo4aJV8cFW4LmzcE5syNh5+Dre4ekGuayuonz4Hh8iZoTinZ2wCeOS+vaUbbMpzpR50DJL41qttjq0BQX+tGrkifZ8KkW0IardUweYw0TChc7FAFQZsB2PAi0wPrQ5NyC+BY0CEwQ7wwrrt6wZUrc8qlMPwKWu8EYmN0qlJuKzOUzA/ypGWHJ1z04ma2WbmDZxBLmZsvNgTIy1IVMmDBacvkzofdFww40PBX/6H7zuV81YOCoV3DY34RVIrbE69XRaEcsfnJiQn5Ilo4eFZvoXa1YdtFDK9fvHzNPmqcfCo6cQ8vUD1Vi/GXNEg5KdnMfj0S6O/+c4oNRyo4GJlg6Nbi++RIzmtXhW7n63XbRd2NONt05NuLZdXGdMdu3H3xSzuH1qN28dM6G5kEo4IKfYBcRzt1uLjBc/Oficj/VJ9MeQWAjM0Jkzb3HQ/CkD167gsCoG8gQcEf5ZmH7/ZFfsyjX+r1zEdDhbD0ucl1h6MXJEmP4qAdKcGBkzKdMX2eKChMzMY1lebJqVJXjCEg7O86OsJE22j1o8s2ySqih8h2lfKDjhhjw0OzgWaqOf6qlswVOLNGFtgw/76hcYq2z4/1qfMvyMgB9/2+Bu7sDwxI+BIn8bCzYFnvWjbsiOqMiM5TlOcN77xBKpEI258eG6wh1uynRxQyHEFaatnjy4/2CkHQr204TU7ylvkBRaIaQH2h9vAK+Z10gfAp75RKPkRYouZo6nK7HW6ag5Qg8ncxdPo3h9Wv/FoOAmEfpGg5rmGA7HaHfpP/kORWJxrbx2rduv5CA5d3O61DmLA12H7rwyTdQu2Hv8yUpz/ixIUtV0NxVhTQQt89+noQ7MTLm1KnBMp76bJVcZYcmqm2L/xnNwxrCgnEu0428K4euLEJS2AF3WnRzeD3bFZ6BsclROtXwmbg7t9rducvPCyV1B8UhueUfNL+f6LyMESwPNO25BQYED/qd/jcnzGtyEFp4Y0uik+9OhrJ57hf5nudVzk4aHd+WXNFmB1l98l4pkvJP2rrqVAiWlfnyOSzeJ0kzKOnNPdz5Ov161nZHBwaLMtKsefsWK5fCFFXgPp1rCUl1hDKkiMW8sN/AuUGycXe2Aq1bYZiEvSkzcPCgrXaUyeRErnrD7dOCyfPSwWKzrgHk9rPjnwyLiFyaawcicExZvmrk6UHh2c+YJTMudKv1I1fX+WNPZ69Uz89rvSIhUY/EnaCAyQsbXz7lay5HJJyIK8K6VzLw/+I7uOspleO0AUKicHwYFDnt4f8hORHWcVShVNZxPHznpII8rgnu1H9jH74Zx5ynB4T/I6XR/WYk2eyI3PF8TGtAXtuxpbGhGt4ww68B4dZm35fuvrG2xtTIsHwXDDXPEDA6dic+QravRravVfEFfKoBWrN6TAaJySTJRTUAaqqW/VzOgMD3dVx2h0kIK7w07bu6IP9yJvTMknz7RIvfaxcvSW//Ug+dlhwSFyyB1g8ESvHUWqTasy4cubTyMQ3bSYTEetBkmYXKWyDzFkWqGWveANDhE9N2UPMvxltoeovHVZMqtXAGOjnTYa5L5nO1QGQb00zfL5jLFg9dWRsmXfeRza2/sr6t6Ti2h1JubwbLBXoNqLuhDKxVqT5Jnas09xzoO2+iQJfDeQLDoUWPdvI/UFsm/xLvOrzKMl4O9TP2QeY01Af4sgLsqrFblsb4EA0Uv/cHfK95xtfur0po50wmxCuxicQJKnxjnLNj/Z6r64Gvvm8OBoBNWNs+ZSA+KI0/C8Z9Cd2dAbX1gVp+ZFPBLAJK1TTDKXoC05sEFBVFCrDOrfPmkYBLn5vf9xE3Z4MX62QUR9OmjWy6eKYqE8Vk9C+ECtUD/03I2TB/GihIa9nZxDnhzbL4EPXU0vqM7ZCKZuV9wtT+scDt18kHm+EDS2salxjeTaUWrlFB276CxtwrZEBeq+IzuSdmvK+bGiBdGXGkE5wqPrhakqhRZtl8QoIFAjXHUwhTwyhy+2eBJBz2y12NPrjqXCv857vv46op0Cu3Z0ervGhcE2R0+5Sy+pSTPzWNounoz/8iF7p+6F0SRivbneENLtzhnvXXEPKyw3W5szZT4avjdpv6dxIYsYIMitSi3sM7nmhOCncMdMKs64Qy5IGjZQyJCjcSZPOxLWfw45zmpDX2v7aNS3QtjQzGs9V/YKkx+Cw8jti967Kwu295wG/fLI2b9us9DSTnVq9tjqe0X+xOIF+KKfcu62HWaMRwbQxaRUMnkceKQS9jgjS9bSsYbGHy0E8+uxYe1/+Lz0MzV72VINrZxZ0tJCyAI6KQsNpNpwZhLyLozphti8cSvdmSCTnRKGhMXMZjqDKx6oeQjQRdpKdrmJTq0/644M9CDUJ4OpPu0s6QWgaHh45C6fLIA9WvT/aqZjlR5Fe+teif69nn/g7Q+Av1S6e72Ruxvh+i0vMwaHZWIp5ixDB5R5B5lpm9DBulazoKur5j4kNvzQDStatED6eGXGcmIsFVqPviwfnmdyuy+v3K7rC8oDS2tOHexT7dNV1vJbFpECJTjvn4Iyta8lAqJbmo9RQbcd9Bg33wCNqDWa85z5rx17yMZQSE6b/2ZMi5q2ZdoQ1H73xIKC+epLz94LkGwWmV95TUGcOp3miZ+BCJ4H1yI7j1HfNQ5FEliR3LXnV3CLp54153j5m68JH7Hu2NGlbDQoCNKvGQSzPTIc9t+NJrcirtB9hVvxt3o9HqeIk+boK2pBQJBiZ+326ju/aWIQineOcJ6+o5xdmhaLXnciYwS0y1IpKE5LRKYSiBoHlounnND7d9j8NxbsZu+A7+CzojPskjCOKgsNXl9uX6aMk3HFcmw3+roaYcz2IHpOEV603N6AI1s/is1Bq83Zj1zVq2fEp+3C/kHid3+b5UB0aGPjHMKPrG4zkNWasK7Ey9bjia6xIXpXsPphR+tu9gP9yb7rZ8iLNx8BH8oX5ufypX3UP1x9O0fmb0ejxbPtdtBu63cHaSvs9JdrEPVdYrpQVl5OTK/o7eHZIRroTBk7ne41V+R5bmQDMgTnbNhzhfp7frEWIsGYTx30tZmh5Q8hqqhXaiSyI9qwsd7JN4C5p2bYqvfi8+7HzE284sqa0f0hiD6gQZ8dZTso9cI51dhO4bqeO19SQefKQcBav6nPY6WBL6OfAzENtfSuBPSCFOAD3k5ruNiOvlgKsgRk816ww3/7E6qyt7CoGmAF+wAa9dwkltg9vo0gS+yEs9QysvNzqCyooa7vj1mGGymjj+EJVy1gG49lS+/z4itP1WI7MBEap4S3xzoxMCKzWJ4kagbNjU2Nc+CC160YH7cX4qw9rfSwwmLm7O+c6Hmmi1+0WklOHxtWT7q1EcVLuVJKWVYwqQRe2Oq87Ku7/dWuEbSYxgYW7D/Mmw4XT+r/4Fj+4u8mCoXAzWNfEKwWPSfRYmZfc95AURxUhfjclUAw88Z/nV176Ob9smHq7C8Mnb8NmjsA6VSMWCh83B7210QRmdbn7RYpcsuXHBhGoJ3/911+pDIl/ywLRUbXLfZGYQLdRt7nX3cFGAhh38o27zTtrrnyGNJDLLdsB3t6/Gp3pFezmOy26qlGq39KNshhN7EjPLfuUmuHzm677EQpR6dMOR/2yq0UMYzUGTvD+Q3aVFt6JqYgY3Fkz6fx5NN7p5/+55ckgZidE6/ah5xvELYUS1I1ODGLLTtKmZ5Xa7Y85vATkZxDVDHZZ6reECjZTrHF+MGOVvXTh3VTmNo4INuyB1ce5EyShWFNZ0JlmhicCBSu/H0WKMdSiPABjfDRwDXuSev/IJTvUbxLBJqtmt290pBqfLBjb3wZ7C5SWlBZso/GZqh364gJj+1SqWChnJc/z/6r562VNvLmUnNSkZ7lVqLOq92Qt9O3rZNHl+tdEy6sgV/s57fFk+Pb7RBRy8sPnUQAGQQ+9OZgx4F8QVjYHp4SLz39bknuJYWxBtbkZVO3g5+/qoGdGmQef15BHk2OioP/hOhna2ppmDUMnSdUrxlcOhHOXj2fx0CaiHF4Y/vG218NnvestOW8WHWoEOiyE0YgSV2eWkKegW0w6vRF3AecO2avpLfJwHykVD1yZtcc2knYmE0RK7ASweu1GQlRrQOE7z61YckXv7zy2s0hqDATrVpTfifa4c8rNc4wNfGIcUvhaT2KmYVg7s9qvxryXEY2T461qCxjPnFJ1kvOS6lxxRNMZWps6mzVBrV1OqqE3hJIzmhTgx8ZKGtHKHQU9/LO2OERt391a+t27duztLe8cmI/7qWVpAPoBk3AxNkE+51JD1hmztwayaLgQ8t8vvnjakX+i39N2nNtS1kzEzluf8VBnLsmwdbWyG0YERGkwq/LjzoMbKYMN2bs5Epn1OWQ3fOutJHHV+KeB4H7voHHCJl7eXBCTbraMBjyRCvRqt1AmaoZyB7GezSOGqZKh8G1b0HLlZ9OHc8tjVcCDYHG+5RZia+fr9Zv+W9E3c7cql7g3tiNL1WeNAulylbm7hGADTzyy5e1kz7jGcWu5Mb6Bebj7Q0/mtADpfPjGceQ9QClq1/5dEP7t8PoTi3WJ/qmNzTL4jTqNgCWpTY7wT0tWEO14xcPv73XPk0YHfGFSs8RqNj1CSRDfuOVVHTVjLc7ntpN/6Inv+wsH44VQOkHM8vAZguZwShy804f1LRvXPEwtqtjx5qzC+G2xkNjsyZA089+Z/DpNkKEN6bQ/ddfbnfg2oMnViViHcqF6Y+1vtUfDEbdkkPKLJZuGTOpi/OWy23HxZK4TfC9XDY5fPYfXVdKPA06VurLXDs2fydfAGBYcE5j0tzSzHC/qwJ5nViblpRlYuAiHK06p8slyAZ5O079k6IcXbkJLkfywN3xUrPEfrcZCFGcaxzvLZbT6bGGvfYFbQyKfLNxZnS9dECg+LxTffy/MMuFafITdytUgu2oOhIammkB9xO9ewno2w3150+LUyuzI3ugr1pEoT/zZfNsmhZoUqrXvGZQGJk3Rew0zM8hnlT5QkaqCwh1GQ97qvuOqkU2U8/FmDUw/aSdfT8KtiEv8SzHGj1fKI73DHJ59uYG+UrVHEKv9qjnAWLBYc9dtMCWY0Elfjaz+m7r4//2I/WWY/hfvE7eUzyJEmzwdZrUG7rys5M6tGylOCjossEtIWWTbQw4jFmZPrMcjCZ/UsE3c8M0rJM5/k8fCX/0T5fDXA9xoSqsbgvYKm3hIy2qYQR9o/GH4y+C8HRHx1zJH31otHwq5s3kysJ24ZfvoSAXrtaAjgLOE5Ruq9NvMWe5oD5olmyR6AvCMqqYJ4YtuxcWvULgVL0PjwO9abMDNTG1UzOXGELOa67Shzz9DtTbd+hAz0z7xm0LtzEe9Ll63UvWyNVwAiloJ9C70xFN9U3TXBrbffnsv3h7/uNKv9ymSgNcQ8/T8ivobXKnAdBpzR6r2bOdcZRvnTGca6WAWSChM02Onk9X7dtAwXk7u0aEzjpno4X5/ouSZsyxTQxUyoEF6ZSbbA6x+QUlP4wkwNZIfW26cvb/HtOH28ch89oflaCLqA9ragyS3Vifvbjf7noc3x7+bGgdv18STx/5eGR6oaU0SNQ9bz3k2A2VnbTCJyEk0K6lxm68SgeDrbDG3U/GrFeSU3V4EWJUoV9g4qky+1vmqRFUKnscxnILxGL+oGpmaonrV5VGPh3YA+2RREr4RWQn+28CNcRsl4irfXTw8etz0qjKa63JadKqimsK9rmk7LSvR6oHRNBgKCJSuIYkNORLPASM2/wT+4GGB4L2ugxhetc1q1eFV0bvPuU/qzJWLgl7rJaXpI/MZyQ7/mNCf4eUJrTck5m7c8IQhPTFZdMPB2zmtHzoL/78ICFSD8rjHIQu9Uq2hcPNSoTHsyzY0GxVp+U5Lnp6E2pp/lrrjoPTS19pmeTrgVwz4M/JWsQQGv2F8+m+0TrrSTTTuk8naDO9yaHGZZFEzaWJRaj8EeUYLyLbl65DO1eYX/tvMG2e4bvPPvoXf4V/et8GrmH9onMr3817TZzTxNrCxYsFUK7YZPNp/7i0y5OOofzX6FcDV4qwjzJQtlOmALzvMxU564kQM7OWmXmD7H8pZcIT1WpYBpZvGAvoxULk9yemI3FjK9KMU2EnWzries34r3JlsM6E8MDrGPtYHO/99VVjDZqu1mbQvs0y7LX1ZslsWVEGISyEmbWPLHS1sigxh7VNIN2zNmd6bvxC+Awpmo3jQQixWQ82vlFvQ2dG7cAEHABjztPJEk1w5LfDC1wo/emiewj0+lOTA27zm3jV45OJ6O/hFF4DUBkaFVq9mAl3OahtA/LqV+HfoGEW+UcnttKm+0VKf2oRUx0HLJopxo6vv55tnKKqyVTLi90JE2yoTzhuVYeQN1Lw+u1qMMV5SRC60bs/yvXGnYdEKD3GR375qyCU2HoQkkVQd8OHiVqv//bw/eS0foKfOcwYO/Xauvcb+CfdHz169sl50b6BKqVQb+DsJvKNDsYcTFtNwEmnIAU9r05YjcPSH8n9wZcWUwPKUdYk9m3vXt9Al+ILGUbsiMCv543gzBv9xwczfos6U/4JUGLmLyXTCc8Oxm3B5ZNOEdSlKtyUCNX4LXuydFj75/nU3s/s/K8/5cdfwml9MIE0SnbM6GtZwPbzWOIzkH/IRxoKDb4qRGUQ7MMLdt/Vhxo1WFJfV+IL5T+5eaaRWfMTRlmZyBkj9qFGPgzoJcgk33e1xl8iUNQdv/nxOCgK89WU0bJX0iTZgjyhhkSdkE7aT6DlcQVyF0V5mA49L8cEpYzpHnfjfWJqT7QY/2DO4ltTSK7+3rgXAncaVhi2I9YsMXHT8hLz4D7S/nLQIWb/9OtucKf5qYXaGr2SfLg+hRoRko73tqD2tKvk/+j8EFl6gyr1w/VMPvJJqvfKpVRw7xDshfR3GD59pv1b8Hy3jwP13F+q6CNRcizSI1OxdX8E0GtuM04Q2ncH5udYjuqNqdvRo9TFSdajT6NfqWYM5H+i5IWM8P5e3sdJQw37TS7dKD8RvMQigUfziPrDK8MQ+Hz4VdVp5tY7aRCP6MbhzXafKPAjfQGYOHtu4v6/RjB9MhGF1k/fbxWdrV/MD8cDu/kZ6g5bFaN1gAhXxo0sssXqaZLm7AVdwl/+aqX540CkWdePmte/uldnsFXQ/OjGZy9mD032Maavvojx6Bl9u4K7LEDGxRK5kFezzabMVsTrDUrzH3em0OCgu5mRJjYXwNCjPz/ONrv4CLHWGXbktiF2pdNxAzTI+ob6R25lirfgNiH7xL3pAvKWab9USD571v/2tGX7eCdv+dZ6BlcZw2DBFRj1z8/EJd8oSL7MRqy0EkGhhp4zZsKAoo9M+nEdTX6sRu/cmDD9lVW+q1vNREgbjnuVfQ2elyZO3KAQhBWf9N23nFdm3jJnPzs0uSzzJrMid7TTX7xQvxeIkyuMksRb+KQcKDeO0O/N27d3cqG3Bra6pd+1PoCMr1vpL7OH65bxqdn5trX7F/8ysvbfAgaEs0jVZnvcJYOTnnwfjFofsueM+uLy+DxZgRUxevAG69c9aFGdRfj/xPZuTmgwcOV+Rgy+Ux+eUNFLqbs+02n0hTWG4xeowd6ltnKF+5SNzEfOIukpQeu1/IK22guwlrMPRsEFqwhCBLqAtvrcoA0RdyjssZ1xNUaiOIMcHbctwIxr7pDRLGaJn1iB9tzBtRQgxaguY8oQ1seWeO7MoUlcWg5+yfhnZIxxALaO2zhiegazYv3lZXd/UphzsSQuwf+3b3S7nXdGnbe7xt4vh2Ld0cmSraND2F1qJy7SNer0yimtJ2DnqTrsTcpU3Pfd+Ei/CNuCppk8I3S3685ADd5wtuMXTmtAb5o6bJzsP3zQ/nX+aWFz4FjYrQsnRSGnWWCiAdaDReHcOIr5Z/G6pWi+bqBb5fPADZuSa3Wn7Mk+O2MFJtqfvhb09gNiwpZ7/otB16dMNhQK0DVmcTUcXLanTroWJSty4P3jwq54MpCaNxfPjKOCEkHMY548/NA+fM+mE5U79/qfet3A7kdGwBbavwFlc3x6eXzwUqkPO/Xgqt1Q+4VlqulwPJhRImzWHBr0YfGLc6WmL8BmMx/Wrljz3f0x1XOsXorGezajjfV8ZHcObZdt7wKHbxyizbKDaoJBx4oJ6vb8qTsNWc6sjf5qau6XkYuPyJtp9ojyMsU5YBupMZzA8d0ntLX0slphP7s3hl1D6thVeaT1OzuFM3D2hcnctwouqDqoh/8A3/Mt0Ybfmu8FNsyLmbmDpSkHv5iOO/iXKAG9fdN83X16q9pP40Ir5On/prx/CNfU4nQ0AnFJzea92fTKaEvunP0VnC8PzeU5h4kPQZNmJbdwc/rh1my83+HGWwXDjs/EPg8XOmrQ0fiIz+DVA5UeDyeb5983vLGz2w04SN6Qar8ML6/n95wpBhrKzZe/Egwv7MAM0wblw48fY2wnFtBhh6V62poeruDDQiFfpdZY56vJkD+T/CsKd6mG1Jwdwh0vnQGDcaPPAix8dwHjgGG+y102fuvwqmmY8fWK5ylSbpqAsJ/8I7ZKHGPIUfi58giYNeZiYP2Ly5BNR6qd867FvoP6rQ6XXYbCStkZ+2pKCJl7YE+FMKexWZlYGxzXVqb5ykxspj0jcfSrDy1E/TnAmq8HAy29NkBbkVujQT9i/93KVrfm5OkSAzlN7ueT1Cc1ZnCyK+UGp3T4CS/048S5Y/uU+rXI7nMstVWgpAbgTz+PjQbV3dFkv+j+uUFYlcZsaKD1oM7sZajnLwAe1wNIln/2QGv8BNgQKQf/9MX/h3qaGQnxV1Hp5LIafuEqTmwP7l+LdY4UpQ5rMdNdKW8ywQ+x/5cHMvpbezDiqFrW5oun6wGsnBKUx57kbNkHj8MNX/V0LFks7t3HYjHSahd+/s+x+iN8XPvohT9qT6EJrhniyiNt5fXcPA2OwORPzytaP/qEeOP+iZsr5xtQLJ9AAMsscP365Xg0agr0iSOxzDm3hcy4H/BqK2cX1TPLeU+tPY93emtMsRmuRJsf4EtPIBOxgZdu5mxfey2+tPCNtbNxsG8niaj5TgFJzkeKLa/IRaC4f6AT7rE+ZaXUtfv1tpHev9WxplYybmjWMy89nRRpawLxOflegI8qgZJtzgzM2gseJ019PrCVyZsOFh1bXPybG52h9iDQ3lUiR9AIvTmcD5XA2Soy3ntKpP2vcxhry/YviNhoAwZF59F4BB+iesV155EOLCgvnk8TNs/1rJEz4rlMo9OSuInmwxcM8G+yHh2MEuF/2N8/fU0IValvNOJTS1PYl8cXzXAmEw81fpTaDDVeSRhdhO48UpzBig0ECauWn4j7aJ9VKFTPF5d0wNMTLS6o0Xj8QAF9JyZclU982J9JeF1Q3KqMhsaFbHuQBDDklL+KXX133rqARJepiXTq7S+zpwO9eOQTs0fiqLhhCCSqBC8e1b1KGza5C7/2MeisMUou1VhsuUJeHXjW+LF4bqecrGKpGsvwlP1dbvtIy6RfXjozhCFHWU+Nn7F+Ld4cTA2kMAl5qbHPRmeJBBPb2P+f0Iaqk9sLPGZYzQVPImofOMjxB8+ghVESPFY7z4/icikSOPYDdXOieKs2Czd5nJqKBIuTFxVX1jFPbe4e67fhMMDzW2cCiU7hubmFvq6XCSBWR0++OGqZzlVbWUiw8AxT98VGB0F0fNDzjc2vGEgfdGkXh+OhGZgUaiWwUuLKp062FikjwWbEtVimfvLZ97fCSjdrHjgMA84VWD3suBbNuy81OYfqtVpuissPTdNmrdq6n4VuB2Bl30bf8RD3gxpg8B0dfvGLp2enMPg0BMK4AIrTYbwQtAQc3nFjEB996zjmPj6yJRoTjp9k5C/Pw8Un+fyJNLgStoDnHvRJZI5A3CcvlwsBvWTWulcqyCvjKhKLGgIJtEkfNDxjqYZA2RyvfsmZ1BLaZ7T+Zhy2Wbfuz9SVATCbmC9Ge2IUOAVP5pGP3Q4G3K8JFyLUOIsUMb6vIC8OLsP7JAhjAXeBH1t2jEp4lwbYMAb6Qm7h7ArqdLr4IZIP5mtGQJwyEp38ux9E187ux09KWa161VV3UQVEeifKt4XnjPqFYa56/GfdmnkrGQWXlHr3i3OIoOQ3NhEQQhEzOShRr2abHFnyuRrCVVPg8EEPcl7tgvbQoG++XH6vnHF0XUdnqRO730+ciML6wt87iWPTeWjAOs5Q2nU11gFakifwOT27ZpcmkwE+3B7pEfvoUaP4RcexoESc0cwtutnAvpzfKjwhHlMwdRZELdbYSkcdvYDgYBXAZ8/Glx/F6EHgpfbpBkbKjO088Ake30fj0gPVgTTemXtIX6evu/UFazpfBAzX3nhKPNRmY6K9tbiM2/15BNy+AI9cokc2V+7YP1KDfL/xdvBaxwTOpQbjywH+sFyxPOFJsFzqV6/k+QBbsOIhg88bPzRrpmgEt0GIqR0zKxg0ep9AjZbw+xVf7WiSNO1PsjGcqOQdO7aspEDQWjo3NnW8mPx1w6hNymRr8OuNYA8xHnkXc1VrzH5VFycsvO9MbeT2ds3jIr+kAJtBdw7yIsxZohN7D/8afz5jOQzxXSfda1ZXgUGxclKwCwr33Gp8UCmPizi0a/Ooirnt6nPbghFxkplhiHn2iZyp0xQwVd0OSbcq/bav1XAPjK2hXzq3J7XziVZtf8yP/J8FM7e9sdGz8kV3eGy5EzGkhLED6K7wE44ehPl+kfuI1fczIZTPcgnu/pU8uGB4MrzRmYJVA1ZJwXafUB6HAK4vlTUf9IkB7u3sjbFsASa7D84unNtyROU7g+0MceBQ28/sWir/5DFoFnddCGpk6SLsLYdOAm9e01BfdFwahk+GP8XUOx5uaKEjkC8kS0MRR7+0QwUTbuDOGmaeHQmTfQAk29DJxPLIEABQ2+g8eDRSBwG3EKrTZHOVL/Uulynbwk1veEi+aBkwX1YZbvQziM2G453C2UTapHylDrGrIzYZqGYbGEc3J4EL57zZ2wgLQEfe3MICbwm0J3qr2SSHT/zfIFww1P6Em265MMOBEbvNb1gLsZrjymAo9T2xJVk2yyMt8jIgBOSruR3Rekaj+9mnhY+KD9Wpx9vzM9Ddrmm8HYJ/IIfL0LDFTXHW5vHQ7fvjdtsDBflrqVJ+jZoFqEI8KLqGyaE8HIs5vPFykPn+PXdFtiLTllFxXH1S1l6Zcw0qxtvVfRVyTpSZfNg5rmohuEYKEPVtQVz7Gnd0eH9MndLB6UHvLTvUcKcbw2DbFDHNrORfjav9kTLR8qLPMcY3Mk0FSKwprRRbWqEW8NXr/MW2t9He8LTyEGFTeePsINqXF/q7+iQAeceJMOOPHgCZQcZg4sTENdAKcvu79vn+/5076ZUJZjTdoYjgyNiMcUj2IkWeGS/CGx7PJSFkmwboujGQKcDfMiA/U5KwcUkuXqqLuutwiFvG/JHJRzWyKoAnAOu9Afu6bu7bQjSqN/ZOp29Y8zco5axuKxsnHMxhAwfgsHf0pGmdbREKBflmCXVS4LIc7Hin0HzcbKzBcD8SpSktfE9l/OBMMP5PbHdSx4XXA92dLwaZO4gPmo9NEsZib+SfwLMn2hwGv7Rw9HO+XXmCf/0VQ5RezyINnK/mu63j+3nf1tqj+k5stl9uXImXQHW05BE7aedg6ujslDY5LowVaoZp21zkeQy1XqJNaDrfbKl5fEPygQlzNP5LwUqbzGizPbKNrDbbeUXYZMPSdq13pRNqO3IWgyTrCbaHLc/VfjC6zny/8tu3PSU0Uu2jnkAyds0gXiqECuU7IiGCC6grZ1EMDRbaBCrQfwe9kMNhqvhsjykuS+ikpZmfYzjr6GB9p+Ip+O8g/nVrtEV2Z7DOtai+0NBsulj9v/wVGjX5ky06xvbOOl29K7Xtk68MOMdi4lsEOthAN+aUFFgEMEnKZWAvJqWKpp3TnuhDwwGFm+3GPKCBDyzGbXY6kpUbJlMTUHfZwr3u+LNOJGz3UKnBFeREk3N13V297AKHzS/+5Lgz/7ryZD4RmfM44WdlI6w1LJwcd0D5TsiG14QtTFuT4C3H8q2rEB1vgL/ACxJC+Sscjr1A5JmBGfy6vemcPs1W8pA6agDxZuqZ8sz6Gyjnuby7DJD67BVd9Mdfat340kJcmMM6ka9h1OvHRtu/y4P+YjVeY3xHuL2CwmX+1QybDu0om4PwaDkdCs5MFhPOi5QnrJ2ZAv+gRty6LqT5iHPWuezlYlPjShMbjfBcw6rclb1xWJ2f7feeSc22nh2ic+uQodkWaizkvK0azaf6uWmpPpYYyrbljoB08ouBdkgFqx5UqExkpDrE1c+ACCycBRQDfPAH4lCTEkPMzzmY62DznEShrdyepTIqN6EKtrG5bpzawkPzShgrXGPY6fgfl1sNUznp60WksdTdP66aiuwZ5XLcKdZ8AmLoTSxM9CLl2aeV45p5atRYsDUMoLmDBNbzajfE1Z/eO4ovCuGSDaWGryLZk4OAROkVqXVb1OIN4QowGH0WxYbEmrWPThwKauDQ6dq9fzr6l/iwiGaPGKCzd/zA8DiE+wEI7kMyw60ZjLFRdWCYcvegmhOQyuJKSfvNRc8pN/hbTlGClWNCxkDZG5EqCyhoNF88uF0eGjp6Pi2gUKeIgnAyJ2M26kXy0qg9u3q7mmfIL5eOBucef9BFf0pv/YCXpMPz+OApt/byKOFG7ySJ8QgbMfnpsBd6E8nOb0TqA2jRDyuhecomxuwpUNxck7XYoNC4KWGnnDR/q7w8wdTD/smGJ3iX6chp81IyvcG4Is9LiPunIOkwKvHjIkHzuWPsrQq8Mn4F7L0GRyhN16l6FTk19Wu/FhwWYx7UXiAP5/ouKTNZLviR+gQYVQQmBAUtaOMcT5czpmWXmR5b/P2nino1oLTtRO3Q7DDtOSBfHrDOAU/43sWwIwIFPGI3GjZWF49ejIc0rOONY0wrxGv6NfrTwLjzHaXJWTqVea4+cByfCJ88ELWMOiQEfFIa1gLxW9og4SEXgVY0u7dpzDEfn5i9g9TV53LsfIIuoH/uH17km2qxd80aqUvTwVMHiEWLNiZ2ADWaXOI3ezGjYGUt1OXt0e0y2E84seZ9uT6YGFgmZo5IM7g2CpqFYLirDuKmu60YRRPgmzNAwu3/7GtXa8RhnQqItdTQ9KxYs3sv3FcvPX55A0oEhZCHHIu9VCoxe+Pne8MjArDPPLNVfAEn2DfBXkG9PKu5IJCzveUuNgeSo+JJfRCPIhBjfFq3GtU311br6/N+qubRni7X4cLJRoqjBXiE9wnW4UrcnGqcSehrXoDfS3YE0dK0BVmZPJNZq48WTY5KPRj3YImlg6fGVlcRrN2G/+sC5PIkJ0IAe49H+h4tPgN8UDVrPR3a+gu+V8paX7f0hAcIyjx6OOfo0a6gknvuhHLEOzsjMOfWjQ+VdMaO1ix7R0kMqTQNqFhBTjORow2owoV+EPuCGj1DtilUr8XQ25aDsxzwOeAgbT0t3/yNqq1fnm0hOqbuzFJ4Vym9dJw1qJVUoqP040KOY86xaoIhZ5t+55UQuWu4kSBMr8WbAstJ6Gf9UEc4LwilVtZD52DF4F8/X5YreVBatcw+mGBpe69zZFx5+xj7Lmc2P/NsPkPePAYB6PvNfkl6wZn9RI3vPF8CLMQgMihP21AwBZaDGwZAv/adhAtRIcHQABdiTeuX6IOyNfVULDjIWSAjTuZ6kn72pD+W2wabrjkmCmzrjkgvCqKDmAbG9EV65DOomFbyzTtiMO8YykOD84VfAorpXm/c9rJMu2sYpVtZGt3sISfAUu9wKD2iLV8OHQZveAkepVKmmnssG7lkPnp+LAamz9syMmf5w99/elm/jNL+g7OOdUZ7pPR2WTE8hSt1b8PEX0rWn5Z6qV/4semhKRFyaoT8NUNkZLFePQ5/kJ9zrzRqzb7oMSrr7gX71CqrWVvwEngQzRtnTt713uwFdbmr2B3IksKvDVniU8s8npb5SfUdBZG+Ok6j+D7XgyH7PcVjLa4PJ+GabHjF5TLFw4AynJvlowcA69c7vULp9KrDVM6U3zi721o1AX+Mnp/HLPv5+AzlPbWO7nfHGcjTWoteriAYOYnO3GyoidwCCFGr6kV4vab5x6nCRWw0OokZTtsngKJ6+q/DPjUyJkTjtKk40FUfWnccn4wtG2KSRUBO7dfZzb2jAqq2hywy4EiNWdnsW642HpQ32sC5ajAyw6r19MXraNAu3mIlDYdj6J32imHSNrNdHJCjqIG15UCjWqxGFdBbTVa1/BhqLtcouWrj4ecyWsxV4GSvyq6mGUR74niYlwMTKsEOmpr7xjlL/6tj1QcEQkTz15DN6Vl71e4b+vaJsAiEu/XuvpADmWD+966OjMpYoUKiNoTMkYHhnp7EzWEpCKMC/KjiZtHHjfptIebuDq7hFNR3sHOLKGoOcuOOvgPHT+pCoE13TEPTroLD5VquHWUp2XfRKX3CXjSNOMm83NM1Bq/tJq5Y797MVWvKgk/RZem4D/ypegVtFIBrXM4BFqa/6lq1QNDaZvnLt1QRMCchYY8CxNC2tbenPo3a/joCDMaUPsllPvIWGu+O3wvfbCQNZbXaJF2Y0bxdnq6L5YrA7HzF1ZkvqDRMumMPKh0rhMY0gmR0dsy2GhByIVnY46kbeK9NFyyEplDGoc+EAIwjUhvHoum2+2llZsedB3hLFOQxDG3a1EDF5+YcamcrEv3MHN0dDe9FbFe13rmD2k8KP/WPuHBoJK86bK/8Ye7Z7lGq1b73i5r3ef3FEtzANzt1Gdm54K3N6cOgQfWbzfW1ah3vTXqfbjfkWVtdj/QKPqlnpFo1U4UYc4+IhvnAn20KrZw1qtA3b2pZImwY8dPHKKF9VvnST5fNzfGarfyxHXaD6xwxyRiuQPte1Yf+AWQwXctfHenoozlmtpHHkS8OsYMhQg6OtTPZNdEJ6baBDZ2OgXmveQ+aAK1x3m6a7kwdM22NiOtJj8UPQrlT6DvHgX6QSJOsJ4HueO4082/mrtl/chWTr3lz5MjNvt4XfKD/Vxcc6KHTvpn5SAsOoKS7vqDNRgf04l9rV3LCOiKrqaLPdFfC6/F9QCwhq6SzZyw7wHNHt8I9j7atpqhe60q0b+SDy0KgPvZh4OXMCaeUEcNPNi2GzWbuJnVQxjp4b4ltOD6ocYRVC/W5VUdtnMfkVSxoODK5sov52i/q/ZZq6RvS6JjvsQ//u4irt7ZXBazDJuN+EpsYjBlIeB74FQMSHC93RFnDCsRl6NuxJdZbwG2VHaLFcu4oXimGGw6Nb8wTUcWz0M+EjUn3udA2QuphzGJoBAjOjMbf1XvvF9tafZ+4VrZ9iWaEvrMOP4NoB/O8DdN8V134sxRiuFv7sMvX6HzTdTpQLDX9zqtupBb2VCq/Qpvv1o2K6YD2xAiEhaBDMyXfk1XCuz+q+Te+PM5D/m5x4DuYZUxTRl7cWd6EG9W70KidnS2YJnaekfHBr1YO9OFZYWdJ21d9l+2eo0283jj1wPiy7joaOirt38Ux2FHNikGeuBkSC7VvRCmDv++SW/VrgRlW9TnAmTHBXxm//L1RPCim96kWBNlwx2vlGc2WeoNaHRur1l9q6DFXQKnN2YE44+zIHtmbmKTYwvkGy6Zuqr/jqKWoSCnuMGKf7TXPhpyiPLwOLDVG1nLEiApHZydt0V94woRgWO8efZCmJ7HcFZBTMJ/hmbNfRd6y8b3KJupLew1ZCAM/F5kxZ/PZ9Gk9v2LjKzB+eNpwGodU+0a9U9JSS/76Z+5ebXoYm6yQr/+pZUZxT0EjiZ0vmCzUQxjEnCIwXESfpkG+1l+x6cd9U0h6x89+5bWo9t6pNBk77ghAWQJoh0+IPp84K+r2WnN8Piq2O1171TV3wwmc0tFJyjDvt0AK4TxUQoKVC6hQH8Z2jlY3WI7XKUnMlHEYVa1XakPwShxxauDsSiPxtUPdQyMTEyNLw4JBtnXPWuSl1VxODw0JaTzm2KMF21n7rrcd/HEqHikqeZfQYDxyxGgRoBtMqwdSLsrvI/N4a+/z6ZbZT+anxl5a2byGZ0XL3fr5p7IGq4YePOfydpDwwupvczizvof9WYFcgRxOrmsTm7zFSpyUIGstecq+/OHx//xr7c9/eC/DgB+A3oBVQz4Rcdsl1avjF2s9d3tQcqjk8vqvZGDnMpid6rKblMPo+D0suiN3YPJ0gFe4aknHsJkpMubS9Q77mxYb6t/XU69fWOZ33mxpwu6j/2rrV/lnhHXsIvTre9Twum3QaQl9f8frdVOOoQmAT9i62+ocb4xZMN/uQ39lR4vG6waUa4wG68N0H7NF0XO00eyB35pD/MfYWOIPYH3JJR8TtV4XzEYq5BD2PNTbtc8zvqLD0ilVLeNza8R1OVYcULxZqc95/QXP7qgaNWA1F6z+NE+Rwj10c9l3un/s/S2ntVUonI+v2LniTHimriOtlGR29zrlBo4Ypimqao96wQLQlkpwiB0G1GBVtkrog1PzNyLKw3FjvuAvrrALpdig06lYKReOWo3Wl1Apml502WsY22CyvGcC0fnAVLnfNqohEhi1vha60Zn8n376t4GTL3ZStzNm5je1yNxbQ+ib//zGzMuLVIWs3z/Ou5edBgud0dAe+qU8bYvE7Qc1bDtTm+DXjM49lRnR2KspoHnTdNH5Gzz+Xi9LzYDDikOlVLOxoPnV5mdXnRPPJ9tD7g20/pf2c9eVr3nI3qvPG00TPVYOP/PQjmFkbALDeglPQpc3YJdvIBe6/fIrIWt5MI+S42O07PLcKWrkV4d1/9vQR8clWz/aGrt8sZLD/l8CwJ0djwzSYKdUh3VMqdfS1osHW4axVSfxTdZy3oAaOBOSPaehgfFWzfjvp42L7LiqNWxsqzQ8quw7jFeh1PRajOQeEQGLp9HWSAptMA36NT/wwzIwz6yQTq0osNgYnQz0RVpUHmCBqamw+eJDKe8rdZj+9Ohm153TCHL2RMk4GPw6Zso3ccnc6xoLaSI2B7w683IfMGoEBOCEe8h9Pt1QINVwIlzxDjLx7V8euOG9X4hBn10aO5V/GISnNt5Eg4Hq/rkr3aBeIZj7/GS4lGeKCXeEWKi7ckiz0IENoA+P7CTOpw/QDrsZsmrVORX7jCyMUms+ajshGexRfUsfyz3kGybLRUtF3c1dyhFnAkSfbaH1fl3RJ2eCGqqHLyy9lpGETHWs5PACNShXECKvnc12V7JEEsDARDK66z4OAVdN0aOBe4YhSsARZg5q7kOs8Patf/rfXybs7vsK1GKmIGzNcLZMRpqWsRRsDPz+Lxc/P+MM0warTRRWZL8dtuwA4flxot210r2L0yfpgwuw52Ky/VLnNNkFXDYHxFiM+8gM3raajZZUu+1TQxH4VNhKbrjrwhjApRySfjIXorXRJ792eJdktY6sgn4f8Ot5yhnuih16M04MFkfCDmgoOy69HTb+qiNBuD7X7rQbYPu5WMxO1WhjoIYkOsauG6pl4fSOm3nBFVRTtjvHnnwvJYM9z8Upyh60GPB0XoepMyrglpcI8LWAu+xvwYKb73UbxKiRxjKekqLF1dnrUY+cFU6LR42RCzS+Rj8Ynk4eGrpqc957gvjP0HtFE4ZIvQ9WrlcgrMSTrEM7H9LU5qunQCD/cPyjcM/ozexC+/CYH/wN/26XeovLFRbrhvIZ6rBNDdMT0PLk4vhG7bDjsull85hLEPIUZxvddF1v7NXt3kt7r9OG2MnebT8rR4/ih1OC/xrioUXmHxfM/kC+O+SL66PuPAn5wS8nlVOcE8MjSQDFiMUfWHNYRSfGzTlXQv2Io1FbKKivVxrA62MnANI6SnsqY1OLnM2RnZZZeZEf2o22a1q7KA/NxNNyZ7g6bTOoXd15zSvkiAAOTv3nh6Zou6xPwi6HPFOe4ctQNycWLd2Wd2yrTo8laOxnylkvn8kgMuZ77Htr7du2K2+Gb3zlOxt4h7U4nYg/HK2cPmwdPjWlLby9iYFEZspxPD86cMK36sYT/ryKmNy+cMZsk8pL0R0CYFs7DJmaj0Qd5hLRxmuB0Xvoxcbw7uGAsbjYMagp5kzH7BXX+1l/b12XFaseXoNCd3/EGUpbVMJ2TTY+bfqCIZeR6eKTH9Z/2bzYpRwPU3Nzf5zoAtC8VaoOARsgx64akbRl0rSMa2Hb2Z3HA8X37Paq+SKNubzOHZDvVfzKUn3po/5T2to7SQ+2DADV9jW8OwOT09WJ4uuHpGqWCYtxHyvw49n9f/2Ym6XGcM9X5m++LnWo/VtT086CKUs55zrVJH3qFBfVBrCF18IZNLcIBjrOalQh5LtEZyshxfdclSXEJzTFc4WljYxJLXd78SuLtr1mj4N9/p3e+BYp9LJ3AvIXT6eMka2BBzKeRVt+Y1vzTqToLetTBsNDPc3judot9XDeyiwfcxd9+zh4qQ74F4OrC/5nS/V55b3NyH61NjRJxOu+7pa3DX5Rqm26Ao2pAUmTFM+a8godi/wK0uiKgzUWoloQ648vEJJm9zZXDSfFIKKaXZrIC/ssnrjNe86sUq8PUbDNHNo9Pm+ikm1jRmrkoHrYgLi3C0jeQpm6Z6bh+p039o8d37Rqu6Qr3Lu0TQhZfPp6inzkGLnMJ4akKeEjSHz2W3aj5nSZQVqGcAzFNvPD1qbb1hh7IAdOT5o5vEzoix75Igpj0N5E/gWsH0qfSicDbylnfoX2Qd61agG+DfYd41vp+PA0k9F6GoeWjag0ulGl+G3IByK/sRedWunT2kQ16JyLFD8Hg/YjZVeoQD8+aj4GcRveT5Umao7/3mtxDR+S12Y3R2GLvDrJsyAnBH9cnnDZ4Z4cD5t0zAL9Gp+w640L0zFxYdFPbUOcQKKxVmej+8oVZjCl1gaWV1xeyhejTVmTwdma8Hg/6WpoP9CqK+2fBTjyJYlNzJgeuUg3ZS3Qjj5Oc17qU1P9t+0Rx0iIYfPDesv4/2Be9VKzVybTyXaMHNqDlynOIERvh3W9tHF8ih91PV0M2TXAdi/5qrDy2pOzFX9nykMJjXQge/78mC2VV8qa+tl5YlNip/RrGKcqK1DqO1BxCFmBW4iJr7+CRD1U2It7p9zs5KZxFyW6fsjgX73gGPvguKl9i2M5okfvlbuTCt8770iLX0htE1wPhBuNUTIR8gs6NnWX+pJtnO2PXjUOvIaP3AfTQdVkz5Iikv/Z6Jgz4J7OPu2yteAkezWoPKasqYfebJNF4a9UhGeE3W2v4Zsz5DzjIyR7bLLSSzXOzxZOJ+TPz9TIYfGwXHnuQQpWeTtb/znb38t70w+nH+TJDXstmz2brsrtVHtEpoWWC8sO1oMDd6U3f/T2zelXQJqyqrPcW68uutY0/+B+fvIU61+ezK6YhKjJdDpBG8zvb6xU5Vo3skRxhqB/7BlGRQaAR6Kvk04YVr7pYH7EaeFcjb9A3l9g3aRcUSdQXVAumxOeNu4OJtZnoJztVUjudJxoMqj8rf+Ou/B62oTl78CsvjDtFArWjrh3zCn07nF2R1l1liKJ4mBpfx5QeEhIDlr4hvgm7ypptIntqAbfUXMBOAq9AWXEjEM3J7EwgGcsgUXIeBs0m0+clL4ZsnQSogwggGMvMmmfsTTNC+lQQ0F/T3ADoHLql3iCOtV9uikW8g65z+xB2T0NtT8DfQZAQEDyOJ3O2/psjIbxRw8M7f8thnnVhgJGae3wdRW2NIhJXphotsqjZua0T8C1Ly9KzH6/MXXR5n5ZnMdby4aikbY8BSSgYyj8Fd6AF3ccwBlLDJ8a2eYxsqFT4csN/EVjNV2V3caT4MqNWzf9VubRv0dOh/OoKWRY+G6/fzLhOuRDQcCXTo8+oTZy0bXRWUURmcGZLei+vgyAkOu9ONXudd0O2wptCxD4tMEoKYau2TRt5K+02j43WCdBrNeuowAVzvZbvYUZ2WZE6GuG/HbDGAFqCQT2/XYxSEM3RXs0sjZtagbvTtD6w3Ie0GNy/zINVlDr/uyiEqygvzpvddR3rnRMiP7ITobGaw/+BvIMXSIxO5WT7APItfJWPXiwgbtDCAxicWDipltYY+IKqOsNVg7px/igmpSqiwv2jVttGRkBoQn6iBbv+UObPm/XJeAPTEIAk8uNiujWTAgg8gagZEn2p12/crzDF78mQ+uKZjEZdrlqyYPtnVdOp0xfQEvDRblcuDlff+N0RWs0m0gtdLvlMTzj6awXHHdlKsSGiRaMqj2Wjq97PP5hQ3DwP+wHgkSSDXroF3Y23ZVru/rzzz/8fiM0mWRUVztL/BT8+ViFs1+E+098A48XhSbsUalRT02FgVYEfx9V+9nuQeRvWeQw9nbX9EUlz8onpwPvC3gkYaKjXAksW9nxnWNYm/ig64RtvJxSd7Tsa8WjNCw98EFuwiujssbG5jxXWm0Ps2O1LqM2fz9vsEer9bDanF7POOpWKz2nb3prt8ppOT9KyUH4xsIhtWlsNVykOIIrNy5Bu7l3xC04HC+s5XEz1Blcal7i8+TTQ3Um5tyN94NHidps25VjmZDBomjlYrFbTABVYdHG37/wxFDZBodYqQLY54LTzcsic2GjMQXGT7qmNYttAHVYZJIu7C8oc4A6VGuAY3L8ueIM1FxJ6D7K+sfE1qhxtzfdXIVbLRmmFVNhxBPDWMy75xhFUsMXTARzHYV7jrx2Mos7iyyGsH/ZvPWW2by2HPHf2cT3LvLhh87dKBAzyz57469f7EpMwCb3YqK9mI/NLoCltn1hVEj5w8N2bR0nmTux0jYTiFpASXIFumY1mG3BgbtWvotkPldFOLsIG5+hC5vjnwL1RY5AcC2gDviZjrjlDr4Wtuxk76E3l2G2iKucFVzmxVq4bipKTyVy+PTayHb2NFlZ/NpqGMLs6Ea/9ySEgAI5bW63musel2FAV2+gvmXx7nRRqYbLFi9sUo0ElOxhBq+sPQA0mBoX38OK/ta9EC78jlmYU61JoR/bs7tejqsh56ilZdJ1zQdjU9QNOItYr8UYTASY2Z5h0TIA1YqCueyXr4JHpgDU/45igwBDgiffueh8T7NkB3jfXhYtyq/qrpF00TS9iFHRoqPhWph/I5yNWCbojNXRaKmicdVr8Q56nQOnkj820NNM2VUdj7BnkGPtmd2DDCXLtW+kd9zsC29knOy3OT0JHY7GZIsU3sVLtfE6zQ80agI2DkQCgrzHn6oh4d69OFPcIiXi+sGgj/WalEktpvvBOvj8ASzvwRCpV/qPFmMZs11dDK5WAOz6HNdnY92lBkW5todP6MXTBwtHDu5+5vIzSYJqn5a1k3OAWBFb95x1b1uR2HwCK8WjT3WdCLgScE7DKx53Ro05JuHgcjlma1NUqiQoZjIVAkQAJ14I7hqDZEaL/XoVPoLWEwELpyVtJpybDNr9Vqc4Nzdt7+F6ulEmRFIQkeRzt+VqDdZj54Bb9ZHLzqNcC+yP45JTYSc1mx6uGEaRKapPIT1j2FS45Tt0vtOaqk0o1QiQgnnxs6bqMDZQxHQi2ntEykvOb+JGxoOuiWN4ELw0WtFcoWAmq9xUDzP+4uEbzMo5Yaz2wbhwugwhaN+yHrw1Xd2z2zqj68cY+CJ0S+GUco+YSX8kiIvtffPfSuZ2d6vvN7hU7Du/H/W6dCubcDOzNeQbys+b04EdirqZmzB8TmJX/1WVi6cr0Wq7DrdN7lKj0bPfH2KnyMFzy8iP1LiGVVFaxzXjyBvtr1FaxxYIdu0OlyvkUt3chtViMPhsKp64M9rdLwrSR/WjzOpp/RXV+JZkGtJmLbC8NB0guobxodjvM/0mmvY0zc6Z69cJrnM5g7abNlMLJipO6qY9GL8kedV4Hdo9OWy28tcmZjyDDHJxqPi0dN9gnUSqLKRQk4i/EZpxASoPVkyi2TNFGYc13zDmEuzXtwLO9dn4hiHWaDqpffDkZlwQI90fWKfBja0L5DJp/VDS+ygybEtrzHYXrh3aZHK3hMT7pLcdmRGEcxQiGj3VOrLZfKo2DbvjdNTdvO7/otW/U7J2rSOuEdr3Cmu+3gXfFByyoac55BX/xBt3Y4VlZdbZaAunCtMDJ4lvkzU2jDi7rbS7eEXq9HenE1bZ7a7J5t3MQnE3DOaxM0w4MWueym+fDM5BKxMIlxHOY8CQ2V52hmn0ljo/70bKR6Bp5zBG8NdxqKllu+ZDCzwnKfqRRWzghiu8nWkGJrqQ17hfaNkDotkxG1OdaEEx8r2uolU86w7yhiNb85hCzoLlZpFjcTdDqmRV0C7PsAGipSbCdG8ylqZm2g3e1+z0KK9JE6G+U6AdFrBbqNyBLld6JVVDMMPFO5GJqbs3rCRsXma2bZbqJGqHKPNkD3q4hPVyFmPPVj8YWlpmoTziS+ud8nqS2M7a7pzNzt/cQ+hykRDVe8vU/dH6D4FgubWZ9SCI2d8nsP/aBtPg0Ynb5hutFUArBX584M3lrBHDMIJL/eZO3zpsgZ22hX2jo8o+CGs2ntrGVfZsn8zWGM6Uf6XxxHx5T2LVQm7kZTa87R9JI+VQo10nte2mVZEXfpJsZInufnbrUpgc8lD7JK6Vj7AzMwYsSWLowmxeW+abIPucTWncCf2hyTA3F0LE+yFL3jiCWdLqpYtKmIT+2ZyDTsYqcXItbkeiG2/4a5CZphPGmg0TuUhYdZMB1XyUeBUBx1HU1Gok8TnPQdReYSpgyRZu97zNgHUV41wIUivzu8bX9m9qI+nSQVMnU4SvbZs5+civpuymfgUHnSNGNljkuO1odxD1lZZdUwcftLuEEbDvMyUvqg2jwXRbHnHcAGs021pk2XRy0sHrs4XJU9A1JITZU9OZ7+LVO66ftvO1Y0Mrh1gCOYItUuK3A6OiEXsti9Q0sK8r5Tvw5LHl+pTww3Fhvj26YFbJYbWzYjM2epNjplxKPPuma+qBMhxe5AfjG3ORTP2y0pJWRqtJEu9e9rX1bm+p8cpTc94/8fFfPPnm77+2lHA9uPfnf89884HbQHdJkr4tl87/Lp8KBofX5tN6fyFLW2uj/U3cykkdJ7lKEccVvT3lps0td1n0AgDbEB0z+NOx5Cmvu+07G4r9bMRjiRmBzM3XGnBwXrfYWvpYGT50jGfkaahdt6RPTZMrzuaQ4GcrIiuGSAU4gBDTvJn5cdm8zMKi9xylTL2AJdQeJ+fkhLccAe19gw/u0ceK8Aff64/sgRHr05Wc8SpqKiguGawKdtxrBqnPAqwBz3I12C8UyCVnumJ5t4VwX21Wfo2KY9c59xRdGBefrqnxIWe6gIulcmihftD12srFSZObk4cnHb/26PBo3hlH/xoz6KQxqGsHNsvMRNf3yN4Li+hoIwL+WKOXxhWZrbhBqwE2YUXoZHbKnuKFcWvPisR7ddNdj5isOr/sXb45QY8LgpQPmC6GmTsSlW7QcAKl6hX/eP7zrYvEzd/4e3Cr2vvZXh8H/O9j7KMp58olyJSYLmkIY2el5x0p6ghrM9K8P017Etjj1JIZv1CYGcfVPS0Vm23BrQRm54TD7tBn/ErW8uL1tPzAhce9TV+omVEcAO/lxuvriYmB+hP8YrHDaLPk6EmAXDKn8P6rzc7zkgl7tbfwd9DZ92bBZPUiFmu+SE7dRWh+dt5K5AWFJxa8vouzIhnZN5O/9S1S6CjI2kkc8ORH4FTf0x2hyPvngwtQTtOd1Y4fAjm1rrGbN3upc3hh7KlpatnjXqglLwgneprqGA3Gen/odnTQYTEcv0wWE7BSCWdRsyV9yUQv6jDTe7LYK2YC8jiGx9veMVqukBwq9HHS64H0+JH39OsO534h5WzJpakwjqHY3s/OiX/kYk5HMXjGhErGS3pEDnn8VKrhVqORu+jjUfGC71RHriu43i33lFVufOSMRdYXP/m/pH+8bM9Fy1K2i1wl2jXAmNhc17QtYA/MYGKzagUrL+gr9m72NlYdziJzdU8/0D03Mt8dxzP7BSgEa2EPiItYwxSAxp+PIRtiW9GthuppaXaZviBwa5Zztj7rb8yeEeboGo2C5Ykf/z7N/dLmIpAV6PL+LB4pS2wIMSm6IGAGmVXraR9o4LE567hJGKcDSkUxg+1uLAJUbBMbN2TQfe42X+kKmddL0l/P+qLVcncOCpQmrB1I8elo76Xdy3QVS4wpfOILiRRwYW/KJb4q7nAVsYs5Xw2/ORMj77YoTQ/G4cDp5XfcXEi0znORb582NvOfjKzVZJCtSMSl0eN/owfvnv3amey95ZcnfHPzDq05A9UWPg8Mc8Nx2VKJ3v7qc4Dsy9XZf/Gu2pmdld+sxNXw8PTy+jMn8ZTxz6tf72pmEzXt5KeX0TnpO7ivLLk2Qv/Up66RxJwK7yzx0nHRfOS4sa4HEcQ+YeqZYr8Yqlp7RtxQii19TWrK0tTJpQkQKEDnxPmTzQ5Oyl/dxQ6TzbEDH6objfKEdubLVwwdi/kKrqLBUpW96FiDA75mWd4Hiyfajv9d+Lh/7RefS/fFsx1TcnY3v4IyE+L5ESGZLgIURwGfoqZiy80MqKHD7TQJ+qSBMoyPHatMWe3OhtqLb1kcs/jcV+uJpc5wPFHsNnI59AO7Bh7AkJcx/bL2RM0cXgHbuAcoltkhJ87ZX7E06ZaclH7LLD1lJ3qyoC4oINcLHFzWjC68O2N640JthkGg3No2AotluXz+Ms09gQxNp3xUA13UuI1HMS27N71/+/G7haWZ/rBlw07nHWvVdMuHzVTUrHjlIp6aFS3GQTkQmOhmLjDbpPzsbzKvIQvmuy9QO2c4cXaGZzUA91D6SaF1h77lrWUP1uHx7pEWdXUugrOXP81WBfpdm/f6P2k/37E1s+VXr0equMkasWjc5dmnLOtjJmjdBZDVe2Gvh1OiDx0XgfEi2lkwBz8DFVfE2jp3fEUcX85/Ode5ne6Ui8ALXyx0eSjfpcj+CGBamPbKAtWpe3kLER62nDAzpHm6o9sThHs/2vCiNiUCzhoD2hDQi3t+J1UQQ2MWxF+5goMnXC0g01YqblNSfkbJ+qOr3Z2qcQoGPY5Z1vhpa99mKJLAjF/z3Rv2HAQEWmUY5ccExHcCcROTlKbM3fKwU2epwEmM3DhpxjjxLDqO7OH5EAACA4MtiBRHT9e7689//LFZftDVPEjg3wh4EJ/3aC8kqzqUfbBQGFnWPENIM6csImxJRBrlXIJ1/8Dg3RiMJXtpwkIyalVnr/SWzyfuAZDJxRX2xPfe6vz6BDNtqcOEyafBBXJo75iTkGeF7RaoBjsa4efqhcsBt6BMBna/S98RN8yzB7TElwVHakAsxc/+5H/Ob0yxlToiOLrrcb9kswYl3LUWsZCP1114+ueuwqYhwVumcZ2H9G4933WoIu9e6jcOwg58bhZ8dup2wwe60T2sLADombVCNldry6bGCeOKYIHDapGNO7Pm6Gu/23tVmI6vj4suOAHAHT0rqIE60pw14yOUJIq7Eer1M0hQWV0y130N5p4zfls/MxFrCZ7es3wiQG/2QyX0omYx3Hbo0EWGP1KpZwNAkPcviMDgMuwxzi343Vw2nsNKOt4xmzZ00EaN7XRpaU2aYGr129mvfLD/rPfoshqaEa1f8pab74QE8qCxJus8OX889nr1ZVy1e5Uwi78Ym59r1S4ZeO4CV+fbexHZ1IbQApDyeVRv8VnBdhk2nBgvaz2jp7fnDyPNecQWrzvOBgVsrDFSw9LauuBe/nQQigQ4Cu6GGEQ27NPNpimzV7LDua6DNtG2PjI7mcwWGipnVRrLNsn9mmsNE9pOQxRtldEM5GZnttgbzaASJLysW2oE0h+Oxg2mJI9CoNndMk3FAMf4MhmAKW4puyTeU0hv1qVjVo8ZqlMXT29h8OjeYMsSDni6Y8AGbP1n5TLKu9b6vqvDaudEZJ1j8zhUT5TyGs3vNxand4QDnWiVF8quNeAnPuqPemN74G6XYJ87H96HJi36aKUR8mHeBHI0bIOazTIPyvwxlrNXsHMvfq1jhYAhYJVbbZfbVk994kj8AwFOFfdw7IaJbV54evBO6vFsUzzk0ybhRLvegC4CPSSJ6zauEt6MpitczWJ2gpzVICsvJgc3OeOhozfd9XfhetyR7SfRoinq8fJcX/JXPGfkqgtqKNExnUsVaGSUNZv1cYiqfTDaOLu0LahbBp3kI4rlmXpiPZuq+on46mdtY9pWMHHj3/g97+w5aLfilQqUsqZ3f+g6Z9ibs6aNeeFkWHBbloz+2q1D5Plr6UiqoxtfJXB9rCk41EKtYBhdbDEKdP2T3sMVwq75nw3r67b5hY5SZsplm2PKhHVhotSu3a3ZT67VAv1y04HZts8/879vOt5t3aTIm/NXNx1feVtePcWYK3JDWE5c+fNecq5ndGY7nfF4FBLnBXPT6TVSl/sjdF5VM6aYfF7kVHMgeGwtRs/A85llp3D5GxCz13wOwhcR2Rr1SzfLfWahfdbKk1ZQbT/s1XvXFx8Jj5A8FE7IjXt943b/9PnL6uMvm9BPBOOnKoo0fiCQSIVgI8YSH/pm3i5EvG4dsMuwr56MsCsDoiM33ue0pn+LLtrb0lecaNCUg6BGcHo0+5Aae/B0uuPz3rN/RgQ3czitQLBe713C/NOfUebHKigCc2LrQtYgmvJeGctfR0vdK1PcaxbSkWwGHwbxSFEaSkP93/PwTBsYoC7UeK1Yc8nXmou5w1Ts0vbYlwQvDSPgFZsJKXDt9Ss9gMdLo/GS3IRNLO+4eWMBUrxd8aYr7jacnDiHPMFFYux+0yGFHl4PVysT8q1zZ2wVb7UwDr55BX4QuYnSxoThw+1LRtxKfnF2Wy/Ui2zpb3+cnK9Xe7X0ZZzpz7dVyXduK9gMhQysuTrd4yYAN3AuVl+AaHIxsKd6qNX1EYSj5hQ0mWDbZhdarpeBajAv96VHnbdd7sNPUMsBGrFpwOotZUWLwkyjEwgyDTDnSFWsBrOJFMnlNXmmdvcNZmIq54ifACGLwpUkw+O/AyIlUqgbTmY6kHCRwhxXHhwuBRibGwknU0w9KF+hmGGW2doacgMvo9Fq9OmzxJPbO/pL2Q3jYv+QyxajG7eX7qpRT0LQzhELvvXk/EQQfYvXXrQoq1mxukaOaxtrbbqigCZojsBC75e2jl3HFT/pJpVw4NPO1vhsxmUqZ3J7Y4fdZlEoI9U7ik72f3rm0z1ggp7/MOeKYYz5PnqRl2o9m0TJaPk4GFa6eESqtxtx+7NQDmw3Ki577WedvePHRn/R391s9HQrM1RXO00oRbv2G5dPo7/+FyBgNwtvRje4sASiqGeuwru6COHuDwfofYRyfQx3+qZ1LK5C5/FCiA8nRyl4yctT+w3rPg85TyGcG5vA44QaOvl5hLDGLLhnVLTot+APTV9Z+mWD6Zm7vh2nlItOSyjfxqqVwVwFtlhqXjz8OBnKj6qp+dr/4JeK0djapTBczEPzv3vxdLI5ws2bReKB/NptKv/y2m98MOQns5GdSTFNf+z7lPYaLKNFXJ3QnYMg4t5emFNdcN/rpToDoAfcuBH8TvuBRj2JU8kD6/PGuGV7Z3JxeiEPfFxYbOrt5FmmWz0dg+7EjflJTBa3Cq56N4gqG//UYDInHYWMBi2kSQP3cft8whmuESlcN5svL8lW50O/Azyjemy/8xMBLn2B4iOmrEag67gs3n8FZXispWOlSzuta9LAued8vRIYP+zuhzftmMc+crdgBSXNppEYHmp2+m0/s1Uc/MoCtcqFX9DUSIWS56AZponzsoGHpwdJ1hpGbgOa6qM2TfETYM9tMmgOhWSuPDPkMVNPdc/QWNBM9kDomTJcR2SXCqTdTpURljlPkxyz5h1P3VOJjH19NAGaXthE8RmUBz8s/odXOtZt4eXvLBxswyQ2hFAOHXiJyrA70xhXSbMfGKGB3GnHZ1T8bp9ZsJX1/qTNVEuFm4tH37LoH+bRkDLGkVEVkXgJ8ALdjEzG6nrQCW9XdCrS8n4JSB4LZBAQsJHgTdt8ydQZBK3R42an4ba7oe7C0J4/5fXvrFxjXcf2vBszg12g6Wfy2S3n1qURdilTCFtPiJWj6BUy03K06CDmg41CkLOmFtniTugVZwNQVkyL406jORpWbxjpXjDcOwUdLTdKFmcn0UcV3kYOhPE6P7PrS61GpwX2fiXp7hsiUzRWS/YmlijrhSdHfFrx+8gn8/Cr0O9e+aP/iF7/x6nOy28E5c/LydvYzboV0RxNDkbGe36Tgzl3AhNdk7OAMwn40lXwN79YNP9mQarlchADzIL9HeVQm/WkRIznOt3CBCdQxVjNOUCrrtbeW4+onFzsZc2dwpcYCT+98mv1aua8e11tq7mKW5UOo57Z6dGJsYuXfV0ivlniV9ZXY8ZI2dADakUYB4yZdKz9l85q+cWRNI+mrdBlTbMgQsvEoCba5UOnSEe8MCpNwhJ4wGcEsOcbYgb+mL89IOBSOzSg4fvl501baM4e7ButOaHc/iebiYRv47XmZBsd2C3Wi+zdrPpdxUxPhXGNlBszK7BKh8ydBxMOUImMMLQvJ1gBFFZzt2+KvGcRHSglrlxw++nAjP0RboCHZecqhU8duAzcryXTmtup2W8x4xHWDV865VSbbRrfCssrXjbbLcjmFWrI/HyjC7Ax38hhc0JnXyp/+LIV7Jr2FQjOmmOIOlcSyBF+IDVapk86XbQkLJDRR3KEOM+oh50ecxPo0pdvn9WzaglyBMCGRsDB5NoBUwXDQtsajziHYQYmdJVQ3dvKTmRxbPjz+T+dbtT//YnQsM+z+N6xDneffzPm2JJR8mmIcpZowSTZlZLpa3Pgkx37OBbseGHJcETlDMkWaNYNEQUKm7lu2/w3vshvSZe1PEhhwOVY9E7WDaXrpmFyRxIRZSK2mkzWp2h9MOyTFvSzMRYoWSJhBvt8//LWHS/Xq1HindPdjDei05GJsDCTdW5rQHQMdSdg1hjzs/bD3b8skZeTYthrXzp83JxLlGHyvMq50/S0yQPEqSk80mHbyuc9w5uOGkA6syezjlcHlXzrxgxaOnZrtiaJu6pxxKyfWvpuphlo9m1I5Nmt+vTj6uMrt9cilYuOw/+wY/3qOfyYUHweM70A9VoM/WI7av37d25F30t4R+VWcEiiQEc13z3CLq53058EV+d2UnL0dKz6xkZf7dK68l4teo4dDe0TjcJLKJzj7rR63Y6FnWpjqCqYHktF6981m/xAf8Yo1+sXto6xtGDI27ni5E5BLDe/ejK4u/F6cYsosCMkdFyPreSvIZoBweT/bJzfE36rMtw39+pLTwljIzZjJAMltAWzEkteuJffg5/02qAnJCA+u9rbvVnGSCLzBAHDdpM1wlXTljKQCnbDlDVRbM415SDikdLF/t1ZmBVdEBgaKce936QmFGOgXLA4dt6YAaZ96AR7Psk7aNH/SnLWXX9VX7jVWx93njvMqY/Sjby02I680nunAXY9W5XUJymLNcLfhKGsaU0djMPrIYPSvy6tFNlmENVdHl87oPX7WuB4mRXcVL0fmxEnjJGn1Fli9o3jhuWlOZLtJRyw/GQi6PwN2ckZ+BcPnKSx+9of1Nf/3aW1U80Wy4TImvEmgdZieZ9YLa2trj/sLfMxKnadsyU02RldyasXS89DOW2EHLvWAchpTyDHUefvLEDOO915XyV5x0hxK/WwUGPfdCn3aL2WltDjF5J36K3wBrAJDb8+bBx4AhwcYGYIHzF7eGofHg1tqGdl9oPTK/yf+YzyoepNtw385ZOj0jBzafO9cN6v54YIKCVc1ri1g2UUSp3anPqlZ6CPpswG3GGlW9oIdSrTpOGR9WXC+gv/XMCkz3lllV4ZjrDf8aYw1mxX3CZ3VWm9H750LOjTFIQ46PbQ+d61g9lqGmO2gYhvYrhqzRYhfQDJInB1aXloplDm3PNinEGzAord4kdHe4b9Ge9IS7YSFoF46q6bSnDK19kAUGSqKL7WzLznMUiuiaiNKKMlxV40t1zfFK4yWmcCKdhoegSPEhiCObnogUnAWxXmelsXucrnS+z0SemzQssZBixDAzhGmMWLmjiEkZejJjUqLwHt8NASTLtALKzG21DKklnj3HzJJU9Cn7bHL96+mud73AcVszhIJzrSWcvdTzuyQE5nzDtey4mUpH+c//kPPPGg6QhwH514eCT55TzbvgHY7LON93Dl2gYry3pvP9isRYADxrqRPgD9Q52SR/maM9p2WBvTHV/s8f9OfsDWHA6vOMsgI4PYNWLIEX7w+01uT+40RqSeDoqitO60/81jD0KPA2oPqAfRi4Fp0IIXWpYRb+64xgxc+OKlW21+2OzlWgMlZrBcNDchcrZlMvRq3ZhYaiszJzrWlsnz8yiInfSJUcfKTsWU0Gv2aj8xwlOB+S/3YzJU2NVFIHapYGbAXDeI7Vzvy0m++NxIftaXJx6m2+fT43dMrH6AHv41XUqNExrGM91Zh3zBjddRC6KUTtuLai/iLl2MMGPssjkT4097gYcfWlWuQYCG5XNRxqOyGOcHflONHE6X6ugToTWu5lEOYd17TtSpj/yDdAHa9JVyAsLknkqIIxsbvxW6rCRIxRU2bqLEIKAuZEeB4nIBj99thQKtte8VUSBoMPoU+yvV+MRuCdn2tDXPrwuT+VI39zU6Agal12Si6/SM+1WXfN21NKEPgPYNBSiLw+A358yz+rPCWOGYxxwCsGrbJhm0DzeMtf4bClTSm6Kv3GYvLTfnX925mMzFWpK/jseiJ2yD4yzVLGlgFKej6vf4W5QLu+hcprQh0jMx8scSXuQU3SW2OJq2Rg1YlTGK/GuGn9fqVwMl4CYMW8z2IVkLSQdd+LV7CIY3L8RV79igb0lYLzdSqZAzQ+CvHiNeap7xbWe3DFZTy+4q+nuarfXq754Yl3olOhjCIvsNzYdC51OXyR1b9KxJzYu7bkTkJeND4VOh7tganmnJ9A0/rtc+AU696x3T6Q7+BiASrXvZran9eS/ct0Mv23gnkygx/WuX8rwzBR44J8etbhwWjzvDOO2ddnROYTVxaq2ogsubzBuzvp+P0vy/k0OUEWgsdx1tqnPhVOnuRHSnfYwVoXg40YIHPR6Ngz2p1xToSS+tcHpFKy83wmOEvAx+iGXugsQ7yz64jGGl5J/qG5QhazQbO2xPliz6tkWZuvCz6oBAHEA+3Z8zebsmE+k7617Qd0Dk5YR/PZc8iOHKFx3e66AgF04gPhutlE4t9KrX36+SHD5wg+rZWVOafV0/i5D9I79l9Jn4DH/61BO6TS81uOHUFM03kP4lOvO17XTKEQ7cMmnJEi12SMP3kLnSADF2lGf9C/OMZaYPUpr+kiZswQGiuSJ9HOHPtujpmaqDWKzscFiEd3fwJpzjZyKrKbYBBBlzBWqcdxDKvuRNmtbf+eNUfJIUxzoKWMdazyTopBbx3tBPdkpJl0B47RNV1dFVZyaupXcv0DB07Qx+Y/3B0Jz/KhVAlCTf0H+7JzQg5l0/RnXM/LmaxcDQctvP73tT3UPiWK0hlgwIc4UDiQPjARUaizEXthzfIcxwwvxmB3DuVGiLw9km9lZagN5F7gdGHYXnkM5iAO5mKCQ6qzL8I5Uv9Oz8+OioNdOY6HFj1SIzBiofvj04dB2MpovoUSDoQfJehriUsxV0IYWZzdQqTU7HjIBJhx51Byt0n8o8YfCxtpoFoB7kvxX5qr3+pjs38/Y7dXvgGmM+s8vEtN45Mc0kXPu+wWbJ/7W+ueUz83TanGwX2d446BTYx5IykHfu2R9e8YZgHc+GzTAFelznhvw6ea80Ip/tse6AKg8xUYSRxW5nGriYh1Gbx3CP7YxqDNkwOOihe9OiGM2fiAvx848OQ9kDoHidPx9lzc5ZzT2ffr1yctzthujbGJU4tl3Y/awx1OqfHqLAqAEOGk1j9LoEXkZ7Blk/7zJxADfCw3PlqgX99GH94RHvzYHwbgg0o2C8QPdrIOlg+KqYQkAboJ6SwOo4IsLtlg302gfa+evl/sXXXOXKECfdojZg6lWtfYf5zRb1Lv3GMdv+ZfrYeftKOpdLuKFiTVMpFvUYuF1Gu3C33eBXiUZRvtklnkP24XhbD9sVg2DuxadFQMNqBWc4dQhtgote46Wy5+LdOjQ5Fnsuk+/LOKQn2RsRhC3bh8Kyean2k8/SttZZM9zAt5YDEZ7Aw9OwVtrIo4LMgy7H081P4//xa3uvgDOIbOvgEOCwhrrimafuthvkC85Qrdkt2ggUAuTCvk1x4PMjjpQ5V2g4Ss1+7DhdMnSKJ3ffTmCHVRTxdqw9mcHHrtY472ekCuz7ZjT2X9FzIdatx3P1pjPGd0YWIdVyxqefJeX3r7Fnj4qK3xGmEQeW+3EFmjPGcK3tV04aJDWFTvbD+sCjOIOTUqefMcyO4tHFMQ7OEO1Ir+J2DnNBoVkimcsriWAOb35dCIeWa0Bu1TFe4I3D3rUV6vJGNJZ3IOmvapogl1AzYj5YSBlgjH9p+CgFPtHd2uDHP+rLo1IK6NKI5RFfe4j6piqKc+YVA3qpExL6wIY1mbqdnLU88wZ+YSXj3FlplOskqsm436ngmMThoMD9LLTaOZDqrxKRUPdWe+iwWAkl5vCauOqB9JloQKFNA822vC/OKuWCsdjdfQbkwczb/FO/nGIk+udvW5d5F9NgmrqHCgBQqnQGHwN8zxUZrN1kCTe6K29y3NWtpxFe49kUDAIHsrV0QfHG0+lBsIaL1y2HRWAQC9g0POSeC5+0HTnRFx5WVUzstsvVy3z5JEAafxa0i4+5asVS2XyD1IOfR8OnQ0dNXfztVcwsmrhPw47V29Dno6bUVDrsplF99AwvDI9kAvIe9EzakS9T/8wxdVGRKmB53MrNK62U1fzJOu6ueXoXP+ouimDZGx+rIa/tCXDcJcDNYrYK7e9MfGovGonu1C6nXJZThoklLo2+OB6VtNwOFx2hrdZXYnZFZ10s/lwSN3FwUKz8G8v8cq7hKGHtUB0xMcd6TcPtOgzLjbjI76O2VRjAo3GremVkiEMnB0Cws3DdlRwuxps183HZ7hx+PR5SVVMTtZ5Z3gql9fPr5uaxEFoYdiYTQ+tka7GNwLOBYfnPqiHCYh5N3Yi1yOYJW0HHuqRSDYgw9jaHxo2A6JJvThXWo3lVCG7nnRXPHWWM+q3WZyxOjTNYf6NtdNsDScvw3fveWUyfSqMvR+2T04wawnnezE5NXWtbxPGlXv0VRsLys8prvWYsaPeFGtHUyTB9+T7eGB5dCp7uYdJgpkcztxgNuIR6fQC3zSJBWR8FDbng7YRCto+5s2OGP5kQY9VqWY7KUV9C99YIlInHofMu2mecSxO4byJ+Lten90ggDvGJwQXxeELR0LtuNHq20Zg5+5Hd6tqY8j0fRs0u8mKa/Ph+lHvW6znfrQ/dCH7qBmLjVbyQE1xmKXTNm6w20t1p1VJXYurkJBoh53pP/aHW6bBjUM6aFd+a75IbH/QpB+zp3e5+obehh5DWSktIJBf+emuxhWEWtmfuYqv6c9fUtxrDF6Y5lYVq+N9/BXY4nB/ZJ4iHo8F70zNEsTuayT8v216qN6I+aBqeu7/T3m68jF3gQzWHDo1V0sTfDNK/D0ysOX054AwcsZyQgCjENMHGq0/3pvrCku+5EK8h2tmx/TRiRNrtYMvLWxdo8C86g+mByyf30J58VqPFtAGvNpdOxqhs5M+dE8aX6JQ91ps67p4XJhgEuEhXlikT9L596I08mWr2Lg1U0UJdWuMrgBZaTYDZfU3/idYdSsbJi3zym4n/f0HwGexIghiGuXMA0I3UyDk84OU089KEndmd2TC7e7e7vKQjdSeezyxbpkyXXVbRVfxll0qusiQXXVKpLFGUaJG8QB4v7d7OptnJ8eX38DJyjg2gG0AndLe/byRFj0r1pi/a3ij0WrrthDtyYtz9eGGQsQ5Y6mqqZBiKlnMkx7RHkY727bdCw1GAmqkLuWXc2tasQbg8Fb6cZceb7IV76sHIhNTFaQ8S9HhOVzsERqJxcWw9+Pau9WUNuQy8HF1bokMh3TFo+GtsWzUg31FM3WKN0yajDD17syuiqFKbb3pf8zTTeXniuABIvV7lxbV3PqlsTltujXMUhnmc97oM0qvcmHpKRr4af1o4LcEaJj3Sx6il2+PszN6wlQiCJnE+papajXKNHvHHD7DzUNSHDOp7hiP22w7dt2Yxex/L6U9Gvf4HNw5jzJfMtDYQLp1cGx/UPJApuNHt91xtv3b+rRYpVc0qhy92kO7ZYSHUMVGyGLYarzwZXFca6J2ZbrTubcwyZqxWzCMmbyHPl6BfEu6nJkLhJy77teBmRhxCf19BjfLJcJioqJZrxXjd8GkJPv0vL03SGYU6bQ664XhbMWxURWo2g6ItLjnPtWfIzvbKP0HaWsa552GTfXQnd/y4fLWzPxP0mOlh2DKdsCGJ26VyWkvHAq5lHrt0ngZdRgmGy9rgRkY1bBGO7aPBoSXfQeY9Usk4PZR+EnPF4ClY81wNIc+6yE7MQzJOoFfKiuYiTynRXCcxUTvoDshwuFlUHRESd38Jf/rKdqNmyBX3/Dd4ZNk9T8r0ueqUAibl+3bVTNuBmEC8Q0T0oWVuIaMwpkeTx+Yg3w/sjS+f9o5l+fjwn2lj/iBXeOyYU+enU60Rv+NxBMzRWHI8ipyh8mA7kfEZTNhP0VcWCN6yk9XDTWLV1T4Mov2pyqnBkDAHS6op21229V/Yfr/AS+d6xjlVsVhND6v2KbGLNI3MbEGXSs2ey9swg4LUgK1L5kyGXCH2fla133RP3uv/6oZh429/2h0eAOgOGDw/BzTIJP0+8tYj4Ihsw92crtyUAr1Jvvc8DzlPHw4i37JV5Pxc/TKuf64NL5k1QsMwPhXr33perVELvxrLN/vDyYiKNKuaHUiVSavmCy7UPxZbcSJONzMXOKnnnK7L7BhCxAeqFB5HkoTafj4uXlIpiB/AEWWGnXzmy8xaEqWviswqI3Xzg+60gzCOmFkFyDiUL+jglF5oP1gIzn1RMsLWKnz09T09YDZVZRMDd30B026+Dq3HkuWSvVPtrW9YhwTugRCzic2WjaOsNTbVeB7vN7gVi69lKpRiNd/uoTIx3QUtERrEvWP9OKlMn0kPUKvXC+DpMYU1zpr9pMneqoWdSYXQ06WG0TJjVnWro52uxqCrr101fK835pUZ2r+t8vHRuL1YdaSnc6wwoktePWK9aLrnwZzq0ZnzcJlF0FltcMY2r3ojNeH+s6/51JT65wJrn0j29p7o8lyXUQ0OLarqpd6cwdhzCMajapxmfu4ULJ2wRchn+4aASmBK3RwEIJvmrUG/nXYa9ZY3V8jKhErjNKG0HqvWmI0MqYDF2PiqAk1HKp3n62TgdI1DX5pNJr52UEUctNnopqcJvL1c6X5BCUH/mC1NuGSW0LmyvHDtRmHnM2VkS4EVovd7/0tgRwjFG3lYxdN/Ca7dsZ2IAlmpACpf5A9tXPjTP8HAnxuvT7aLn/Dyhm7GFhvcyMlToppZnJ8dAjK71XNZsW4ja5bmfuX3TMEV34WrvgSN81UgHui4WotjO5XkDYX25uHlKWrshHPd7iwYeOU88ZxOAKJTe4Mj76Zaay4yF8/CGdRvpIOMZVAed7+5aPl/wNeU0wc8tGj0jWohB/rS+MjY+Saa5ozwYGAaeLEk5IGx6dOZiRu2ISyZGGAU3m2I43aSXfTXzWKHuVLd0lrALVJZq/WFvuDXyUkXWzIU0PJ5zYCXDp3gqdw0PTSjZUsSH9GFs6v0eZ7J0p0nHS7ZH1tOlLNF0uwxYljbiNXrvvHzcKE0wvoC06NVYNj04esVUVWODKA+12KWEGDmLKy7vWVlj0x2D2y6q7HBVa+H9ZYh1gdteDTRz9TDOi/B2rprciN2d98hDWBcnG5WRMILWikW2CdK0VnNbrSBbxrWvc4LH14Rsy2L75sodeTN8F0v5xkgu4CHKUYlnf3c7w5bgEJjefF4HnmrewSGEDPKWHGdD2CivRNKKzxpDv4KlzTBqpRhpbtoUFjDjqHkrtw5wPma9yh0fwtixjZIFW1qfD6yIuH+gx17C0cFjbXuK0f19hsGJ+evzdbvcV3jicPUL8+vuQWhLSnhph2FMKTUhk/3D1wxi9M9bQc7khNcGKagsXhCQ5HhS9ITh+KIgD2aA+eTVev5aQY1pQc20OjC2q36HfvIFXUZZtx6vJtb9Tfs444VjaoAEXCS9ooV9sfdkym8o5x0u/4tgr7KTH0XIwOdbLm0OUAKqfn9I2CfteCuozEB/uv8q0fAZGdOcPkK6yYvkRMR0DbhrGVc91F9KObWzUUr1Sx3G1vMhiGwzxdUlbV2H0HnWs1ZN2OdepC6Xwvhtwfr5dFnTcczT+95LR1raVMBFG90LAG/2bvHwGne2/FbAyHILVy8FIUrafp0NPH6XL7ObDZ+4XWYP9ePQptji9UOY/5KBLGh8IOtYtxJkr+/QMPj+MGXJ+4EhOwxL/R9fwQ2UfDW5XFQF5Q+a2alBFvPdG2Ppzc4O7aZqRhegnXrKPRw55w6C5CorbExBn5kt4K9FzXJRSzRR4OTHQjOZMcmY+eZVulupV4oHjB7jhxRs1j3ZFKbqhbmI/TJrKb3V11CS1ZsdWdsKYvFzsvnzp4z9I1A8dHqgKtxFqlZMQQ74BVqWWjQ4ZJSnS+ZKW97/3cA98Ju6bSTfof4dsZAWHY/+yKcHzsDnpmJxHuBLyeWMdQ3cGoJVz/52qIznFAHHkvq8/mPK0el/XDP0+3Y69cO/M0FoyGxBb+hbR1A72LDC1wg/lvZajdz18MRQDZb9TZsNq/r0Fx6VxgBx5rl5vXWTbOskfj99oG9pVgx+eJ3zgF//RIbdTj6PQNmMsCNFk82XQbVvVt+OvAWV+7Qy8EzfkUO+3DalKE0zGc0WxW3OB8nUji7+W8rdmn42XxghqABiL655CQ9So37wjCFug9XlMU/YLqj/klX4YMPbnyZBrsG90pGTv7UkZFF76QraB+mwUXLLwyuL/hKtWvWWH/6r+faHqsBIuOQLp+ZpvluzSxHrbX4jaFzxyAQnrnKY9yP1/QUfcwLNBfwxVTD7thVO2LzhCsaG04qrq16oseVLAG7uhsO++qfpxV+ZwNRGgFnpzBVKIg4vagLwZekzQZq5zd/KkQrcieQ0MGT6uDiZefIrqtx0JP3TI8wm0F/LJg6qtEyJXZpGV1P2NMY7eJURbk80kPqDomKcEqWR69bul2j0J8koSBzYLr9mGacbtbDXOYiET3sTQdsatpSNT+BOQDIYi745k38teE1X3hg1rGvRLJ0BOnovp3ui2A/t7C5MLaxAHUeZd+GgrP3xe5qORSqDfKsa0Ueu2tSS60n0DGlfczdfuROEx7CZZ4r9cq99sg9t2vrUNn0zasfeLXnjigcRe6q83YpeyhM/30wdUvJ2iwYGjzn90reJm7C3UfNZW7l69g7HqEzvDrfGajCTuytC/+XoAlqsK7eaaz/Egq8SThevqDr+ht9e2vokPvvl0uhdYsQ5oig6j9rm4mjHtz7OyKEzSmA0Vn1oT9JDM+t8Bsi90rG5w0mOqAOVMcWA3G2CnaMvHWb/Ilb5/HoTdQPuU4nHiQgqV1aCXr0+EbMsphBzBXSupevTmaF3UmgEPZ2DYqd6CvSeH2th7Dha4Gt8t25fJGgF7sODBn3rxm69gkIzVp815lHvgPB/i7Nxg/nMsr4gM0DubPy6fNDprds7ibd7WpxTcaX+c6pAy4NM9s7YEGRwhajrV3nh96HmGR5ejbAJnOmMN4WnJn1F+6jGEKaQkgRUF2JmHY3NWy/HtZt1YcBk4pcIR58mP+Dy/lnBD8kL+LwuausYHrkHHEdl47ghtOfV7zZAdSzo851anOeNJ4grvuNQNXjuE9M9uomSamhzePOwXXxUVu02v6eu7Zc8M1FawPXmheF5D4dWBGmrsJAlsNgsq8cHNbD1z1Bt12MeN1HUKvlNDxHmrbU/iBSeJ1805/WqYQy6LEF+TKqVacQwWCKfiIAXbanTQhjgOgJxpcoZS6eD7LvIDIbqbTg07LlZoSIjATOVxhl8Ce15qvGt3m8bHD4oLCby3G7L2Ozo9tlmsi4XZ4l5fN2m+k2OiC3cs8GfKYdDke2Uc37VZ+oM8ZYE25xlaWu/y3Pty8pBzP/8O2QbpMFNxo2a8FrzsjPFDiIXJ5En2Wu7EUt4uDLXYMBipJTfK+YkvvyVRrbn0P6eyODA5qLcnvqLRx3vRKPahf2U6UbEqEJ1ImVhSZgutizCsybfNlzXu/faUZfIMbOc4JUQvUxSYsaJ1UUNUvLEax+KxcqcQaDRZNFmUy4TI9GUsUCiJcdP+FnwK1MVNfPJrME8W08cuGve7rjNf5J4Wa7BFGLcUE1QbiNs/otJlU8jREZ89pyci5m0sphS8uisNlcm2Ni6MSgahvf5NF5C2eznZkpRuT4hpWrj1qFMcwm8KR+w/Y33ZMeOz6dMKJkrzwDsA4y8fjS+NjAbFuAlMD0T5/FOIMYz98YhKTokjiLHC1pfHvL5BAYR2KFiP30FENCyWogJa1sZ9+iNIcSWcMdQkQy3zqmeOoCnBEn1N14DxjrECZMIOFbYe6Lb1y3h90pF2awhMoF0iQlDS+1VTR+ak2g6aCzjVdPe9rqiohP1x0caFmc9DhsI4FeE3fWTTNEVBJn7AXxIcJYQPvCzLRlXS8AHsvLFLvrWb+l94zucRMoSFRzwxrun4CNEfWN6aSVdjbB2O4lz77kmAg4M1v+3dSzhaeTcoEcl0hkttMxotOTRfP5XPvgU8jcUIhhtm9dP59LnH3dOwn31rrVB7zDTFYWLH3jJ/3fPBWhstEhNNpd1HTlb0nASNpz3LEfd6icWBKsxx/R2ZtZTovY+gHezjwEKOsvrcHcy4MpuyzcQK4GV9Z3+/ma1HxZe2OwNk10XbnesOlytddJQFDGLxyzrd6lYnDxRijPQKmClUjbuzbfVjjvzCtvPGWA7oiCM01AkUVwPXHE71wYwQXkb7npbEZqC4NDvzsAuz0nmhaU3WpFH8ZXn8rqC8WtVytmw6MbxApTuhqfjVlr3c44PtMVgaYaN5K+fzOT6u0aq6aZ16zXLvOIe3bHJ0xNXfOoMIV1usJLiZrs2uOJTKO3W/2fPDMUJgf8orbbT6Ej7orF4zBdVuWsfxKVBbuZZE3e0/4FT3+diCYa0lGKQuFQWR6OEr29ctq4kvxz7+v1+57zuZxs9sAmplIohTHXVOctTjfPO2prsFbO4VsvyTKbuBK9OBoNPL93RzWPa6kXz3rVOei9yQ7kh3p8hz+G3dkoElcy9apITh/1yF4heYWKv4LkU1v22DDeK5/3u4xwJgZD1jtOfPOUcf/Hsb7ZPkVKnLwz8sJVb77tHPvaVXOkOBHatvfwcsCo9d+bP/dlsmeb06zhNZ5JBuCmsbRygnQnwyJd7E1dt5YwzNNAmKHl3rKKSTUuzcxcgQnyRjXaTK50BEUQxKWFAmuTeqN2baKP9z2efe7SNeFFrNrMFlrL1lb2RdY2YFwBxbpUuWeoSO3/8YVQiyMx8NlLaU+rs6Mn/7go8EcvBtDEhXjDQ5kUQAWVFuUzlu1LafXiJydWsAYWeUJtytxWze2plPDRqnxC4aj0uGSVm+BblQv15kZW8AOdNbARPTX55fxLaZ5RqsXA9QJt1GY5MtnFsgAJMc6JEpa3B2HjpAbqlaOWGMl4+aAya0k/uuadEp+9qkpAzdukNpLGCbZmAHFQHYD4Ask+TF3U/MFviWzFG27WXgtO3YM08N/++31054r3VymM8nXFAdCxZOwNH+VlxkXBxclFH06i7IiXi07qZn0EjazPBMYR2NZEW9jbFoa0WGUE5jec97Lci838+sHwyrKU4cFInD6/b/BFrI3hF77zidaKGcxiNl1HvuOmjvvlQr/9j5AbX4zBtXalpfqyiVa0AKr0qX//9U98PNSTbnnX/P83R76THRQnLP3mr3f6E0PWfRQ6/fUmGqGyWzPmG5L3+KTaFwzqLZXblxH1EOFDNuoophr1M+XMxJJhJ1XBj+2jwAGFL7msFYBV4NiHF+y5IoT9en0chYLHYpfsNw5R19A3mn1qrHptH0Fq0VNC+5G8uT8IkywkqdkYjfLAmJL6nJ+Ym9xIH5dH1bGqb++Jt+cn1FFj4P9X73n/6OcEYBvt2XlfajLXpZmRZgzoXHJ68ckv9yAFxm2pedx0eSk0lo4d7omy7opsVh8fEVXvZBxW6RKX9Hc6jebFqJvWp+XRSnrLRDWCPdgPpJvbxcC2mNBeCb8ZTKpxIiNpaPv0zu7ecNtN5S7XdKBFfkfvYzOVaupH7ypng/dx3FH8OmvXU45ebdhlupcrDb7HRVrT7vbg/tZT68BmMS0+9Venz/piS7IsFQd1DRkNMsJ3v/IV7OZSa6FFvzuSw/VcVTGNz2Ai80MrursfOP6gNPyDhQcVhForLriK4tmc4ItouePG5GnfN+g4FXUMEnwT2LJYO+zcaZbbJ/puMQBRkzxmrCMiemn30eeuizZSbQaxxspRIVUb0tWpydVu1xjXzDHEhPPPgZ4AA4ha9xfqPn40fRQO1wDX6GTS3PFiJc5/sfNgm9ZG0zWdmrk8fb5sHAypVoP91agF08p02CgRE/6x+0OYegPvmseX4I9P3097ISzGnRycGpVdzR5GDJi1HxsZiyY+vMoe1BYAZgJL71ziJ0Cetva8V1vu0FyWpEgVewVbcyIxleA4s0lyaMEwld6qBf7QdTzuX39sDmNUqjLPohUU7Ff13nez0tCx/SiTQD7zrFf9RRWx1msTJ6BprXw4PY/tefgSZFIjjHtZ2oN9rGLdtHylIbjV1zsar0duQj7C6Sx/ZOzRw8n15CXbDVfY46NZBxCLiUiwemn36moj0BcSHGgzmeh0/T+dN45XXiVYZhz1BDgyGj26POvsBdIuMTcclkW3qbUCTwdsLiqWEybGFnRJ66k91T+7EZFpwqk/2TNA/onIVXpsqGt9v3v2uRXae0LRscR1J8TPZBmEXcWe8hFhRiUCkrx+59c3QGJuPDiBkqZoOEBEFByS9IGhOKKtl73DmHmgMuXKwGDJWl60MefhOddgsQX0rzTC1pu3QkCrGzKNWMzKH/Zj0/jYByxt1l2xns2S8MXidvP7U386PoCmV9/Wkrbpbi71pOFzX2DxmfKir2s6a8Dna9gZx/Q9mTOp88lhyDNCahZGLS8ELGIn7SJOLjmQ1ibmBMnae6Eqy+T/Hb67EeTANfcrOOl7NLGY9deSKD93QUsWrtR7aSBzor095KenwtVDvenVsrk/s8vzFcJxNEaj4FBE5/jEo7HGr80BAATXhx4S87OubzVLy7R7vNQxCnzwzfbMVPGS+nzQsx09VhKpwz/of0p1IcaGzdiTCTwV0YrkWeY8msu/JQ1ftB880L1Wtt3yNPrvAKzNMRMwHmtjutwWoRt0AbEajFj7tT+Ghvv3JP5VMTdojRLcD6eUFtlm2EHZpwymf8qqijmQLOn8Uvc0eeHXyUqoAdiBowYs3JiRfZ4pq2s8iFKhRbI5DEANtzZGih80fC/562UwBYSiloxPcpZrJwhqhvCBinnhThV0J3I1ye3edfzF1tD/n7heBfBdCPilYi2GVV9Rtah/opR5L0s8jfQxPUJaNUVytmZ7I/mV30QN9mJ9eZ+VxpjzNX/7syE4SxvpdBK4VuodOnEb36hLwwUWzxvM7TPYdMlqsoB7OW4jaOmORVzoA1aTtz3UlWHdgr9ycytV90gIIMTUOvHXwvffX/7wsJHoEV9dcrtMvfkv938xu/HNtPKb4Z48pv7D5QE/fFlo4UGDpknek2I95o6XD0/zxtENmnALULG+D1L2AQ50g5h2MDOlKM2JIDAHJPvFGgo/kQ0TGhvtehStepe0fBNq6Yx2VI2t+XLP+p1AbVae2Tn42nNlYzmINyXvMN2Ntp901DmEN5QjzQV+9lH368lI98S4duXIfYIWrf/SvPwuNsmjY4qShuQrE7JSaWFOYMAM85Q+xwJNF2iruQtakQkqlEKkaQTfuehvxDoFHsQtDqhu2bZS+C/2sfPYxUWDFDWl6tKWU+KnVS86Q9kTexf7IT/Z7BqQxB7EAUY3+AVrMA/Zq405GRmbrsD8c4M6+6hWn4iOXR2mqrU5xC6alFJ9Sz/ZmI9jI+gIczsAVJwnkGxLs7qNeCsEUbvVCY+hYbM3xyd+y2KD0LmXHWhmEJ1Fwd+fWZngii1yMjYqvKhJ0iIQGJH2jvP5+Dcj6/B+fuVzYHt1qBTIBQQE7ptS7lhCLmw1P9PXrw4re7PWzssB4ENnPts1TmND3zIYKMg7tmQCxyT2oD0rOH/+o8ZC8QTVvovqovPVSdHtEfZRaTVnGY+qlDvecFOr3PhUISUY7vJhwH96S1YOBSYy83z7cYBZLY0u/OqaebORnt6PzTo+Ed5x4IwyFhBriNOk3rg65Uex0RWusH+cb1k/GCHQyIpZZs2/jUe6PWsAOkE9kaDY8UU837Q6UAPIbZQHxxvs0RzgNYGmYWOK2eR/5jfTCyNjK60MXXG02SVh5BXC+9GbIZPB8iYj/rh4PT9bP+llW1/aupMp4hev9dqJo8ljsnC5j9v4omP/3COb1x2gSTxvxy2JLczzAD899TiN1/m25IoWtKFlIlW3YaZ9TQd4tTLhyaqXNFL85+K07zoESJwe8vQe5o1dCLDOaVzSahPRk/lhLM7N8IOdeFxPUybvJF7M7l1Dqcnaf3VUbfElkp9ZcN4c1Re9bcvWsHYLS5kXBuesN08JzHKxPcZgQ3yyMtO//dvLzmd/SG+mAYzigv7VyJibQCLs99sy/p7Q7WdAYctItcPVk5zTGmxN0/COpE5jnXLZb51262Lg0qS191D/8OyPZ69+f+5t2TOUFLLJ8ID7F6B6jiTJ+nFPYn9jusom3jdpx5QIDROnQIH/9tEIMd0bDv3mRGqcqXbTtUP3c2TXTBop9IqXnkg/qzBCCqCOdKeEYf2peHnqipwajc4C9M18laIHIIZ/TjfLK/wx+XgCie0RUfvS4XyxJRn314zq24eRYehAzZgYJLoaccbsKCna9ZFncI21n/r8+B3aHYILe7lKUoTHvVlM5cTXIf3k+tRYZIS9zQdaQhxHIr9ZmkY9Gy4RsTWPQrbrnujthQul5AAKXKSG9+B1jDBNkwHLqfNSUEkVq3yyq9pcL0qvi0bVFlLaDx87N0mC7xpta0B8NOUhNpXlBJz0lw15JKQdDiOZTSMnFC3DTYvessZbm6WeZjMgpls2t2LftxDMBT2tT9kv+mlWywYib5+qtD6acEFS9ekkGxvOwD2+17bttl5FYhwYuXB/e3G7lUCgQfwo6fWjv/xQQ+UYwk+75FIJ7Z5fynAdt0mHIbQ4KYaGwpAAVLu3NWPcM5XgS/Rk0CDMLXyEkSZ3K96Z7tJBzZO2WwfUQ3A9QIOF/Gtbw8BHnbq105TdK9ZJus9I4ba18CiYYPxUQw10xMjF21O0oZXUFyqWF6Z2UUTW7NJo8PJlV3tiRsGkuWbu4yf3eozCXbD2ZgwCL1HLKfOzc8s2RGZXSo695XQzMDMyBKQu4xKnLN8Ph79J1Cs7nNC2O4tvZgZ4bWgpTMYPaP6UcrgjX1H2k3ACMCxBefkN5xhyvLYSRTOjcceoj8DtqBnaOLXi6KQBQiD0olYQCnD3LqB2kG/iSJ2yXIpgpK3QmI97swG/adUEict6gt49bDI94j46kp0MFT8EaqbUij1ATC4f48MI3T1l/8G1Ia69MYymbM/B2YGdfsVEqKCVkteXaufXI34wFQ7VLEVp/3wdh6vYIG36ydCBfARzwON4mynWyipUbz1XcrMWEWiWxM+1x6eQKWi7ALJ+43Zv/2GVqLUgx52tH/xYGVImHjSwb0afSXse52gT+LpS2wGIiYVfIk+G/MhYZfwR1mXM/GW0DVpsxJyxSnT/bqj7OkunAMuMS0PfbAFiSJ/dxSU/qNXGF4qiBWf17yjnamlSOfEPqwlqqzFGbO9fxAXi907r9xOlM7ZBUqPpiEGrfrBDhM9Tr1ippItY36iufmqts4DD5AeY8mrX736illFjdrY9GCRTNdBzDPFV+8tGppT0juPjOthaKKxofEQ0MSP3vCsNKquEK6Etvfksy9ful5qMzjRYYpoIRiu1Zqtbz2aH9RChj3IjXGsXMb8k0ahSTf/P4Ho3vB1WD3pH0w6pUGcJOPL0xCykbT7TnoIdtqEmk2/68xez4fof3s67BjblRiGCEss7YZvpZWdiQgMFc7hXeyKpOMcOk4au3wMxIZ+sNF/iR5EFclpNaCGrbMdlKc3wWN0QCo0jsPA80Ij1Plz2s6Z1U7v52ticf+4iTOHJ9KQ0dWF4o4h5aRP81vn/x+HaG5d/nIuQ3NOxSLo1xmy060cpq+FKVzfZRi7sUB3BQ5051VxuMmmes5GDO4bVZZtL8jlLO6Kim3lAtx6GUr6LHRL6kOtbQEb5fCSe/6EQmfDMRwdrzmmRNFIUWAOfQKJpCaqLfVG3fRwdnd32hi7VA/T7oHsGuhY5GfEyVWrPD0tEcGIg0Hai6v5c6JeQXYPdJQ6iavgiiZwmFdfrNzlbqBjgHhz3OIB32YBOuWD5ZkChAw676vqKCoF5c7gfdbr5oLAY+KnhL5BOq1NQBst81yMxVnuhqJ77F8up5uDSBkHAIBJ3toHbt0JNvrWX4OGgqIKpBnXGiMj0lKF3cT6bdF2sJFzdImSR9Jr9+uAcOm+L2tgOJJKlE8I7N3LX3eB+xAzTByHBw/XuwyJ1Ygvpwq22ZcExuYdeLxZ0YnH1lRm83Fj2fqc9cXag0t2OE/zXNitCM83/3Jjomiav7sJe0toHe/zOR+5JuEOeXwmOvsyaG1nRVpGtHSxcf6E96XSr+mlmoKux9NTUnMnpByg/nanwV06+kZuekU1TtwND7h2z/e0KNVg3f4pozWwhHpxXAzqzMTXVaN1D+t5496dXKHPeYSiU8zjn9jC2MVFqohXLe/EgJt6czw7Hp6OQ3KRFmYBwESaNLxi006ohTf0NmP763m/Hv+tP1CcJNcTw8dMnfAC74U816oVcPrd/EIlqzyc3kbNR94kqovYigfw3Y3zy8K3wfD0fPKuc2JgfTkT8bAYIGJ21PT4INkPp286FQ+CfGIM+pK2oZ6H24mFILV7g+q+q9aGInn3yWhWQh8k5l0jaOQ4hX4PCaZ6yFefSfde6V/rCZNd04Wb3jKa8y0ADZgEbZSTG+F6F+sZ76n//o311DdO+72qrxAj5ReA0s5nflIWriSnPQ8uPeKNh0CYuQzhzXJRdHmUEKDRtYxq+/7xsQt/RZTk6TfuuSweeQ1H2s8mbJWZfBLtEHU9O5Wrnmaa/Kku6Zo1Tiz0qtXxYvxjtnZbVSM6NK9+NUw5HVDSNQoZj9lXsycTphZuoIB7ou/BoHjtBQcO0bNUjSW+ePZPeusbfGa2YflFI/GP5hfcN8uiOhes6Ndg+N+2+Krgd9ue0c3EpwJPt3CsAsNr/aHo8zoQYCZ359Tsr47z1ACOJqipbJnUjiYob9o3Cck5IGEf0tsekWhQAukIMiS7BHOGTyOAFnGGScp0mn93oZLr4dbj+LPa/RyeYtmDsLQ5Q+K5+1hswYX9RXCfEWU/ENXEMZuyQQeeaQyaUAQxF8E5s5t9kHy4Y+P2jhB1uBhCiDXfxMyZw2xzyETtFPutRtWPU7DGennp/FL736O4Ty+grLLzX1sVYQ30ged8tEI9dZ7KB88wZglm5pYJDwmiPeqqlPlGYO0ObyXCpvj+MQYNDi0lUoglK7J/iv/d27uXxTP/1YOze5l3E9Xb8E7V9K0079fCZEZjqPfVCIjKntrOBbzrnriDtPjbhkcpSK7AA4psSYfZJwx7kC7PWw34m5ExUh2Oj3lie9f9drhjPfVot7ludFVDDiNbhiVAfDIz+4AAlmpWCf5YaV5/5dphUjORGzXjQplvwTgYLjQNO83HR7HWnsf0pysPzgFfN1DQ/imHOIVypEdZldCgRbNVvmssNznfm9BAC2oX5F9jdWFHFjWBYAE9mp98fr/zYYp0nsJPzIe1RwSJrgsEiZK+IMzfm/6b4u0nqB+Xw12Gr//QAThYyDIacNdJTjTFiiFkIB+NEJFAeZA3H88NBidmawATpfExFRiL3ftedMgxOKG3RM/2VqFhcGL314v8gyg5pobgoAGbuWcDu/WppP/AEe+6HKSMHwOmBaLhZ8D4lgGpXFvwkihcQ0WoGeiu4k2dyEzrh7uzuRndlgMH2SoLXTfdJ8JBpL9uaSEPVhJiKWa/BvrjqFXF82M571o47qtp1l2YIqTwhr4+XiXHoheO8doyzVuWhdSq8bzFaGRNLe9BJlmkqRl87p67awN/a24Pzlhoyiot8xK1vlyh8qTYYIUzdDCJChXT4rquVF2xQdE/Ut5BILLktK3d2658Z0Ten5TpHlXGNvFXOPli1Ag7s7ft62Y1Rcp47K3rv5PaoaIAlvIoCr4R28+M3fmgoTvW98i97a5XM7z52BDtSi4LXlf7DDanYiVu+oXA5tMmKTdFmfJ6jysMHkJU90QEPzxmMF6nwrlkhrAvhufemkVcBliS3QhwSHen9EbiNVtiziwR3pTgxfTmBp+++q9dc3z95l8TwUwY4rTh//yfmEmEhamTpbejBu0rdsXe9Io77/BD+siVQ0bg9N5EkJa2mP6n5WQ0ulvd7xm2np/ixN0IsQjc92hJ2yxWi3LBXZtWB2RNHrLd7zcDCwFMWDfberI6x/XfO5VqB2fi89zpbtuboQ54cmFwW93vyRbUn8h11KZN3cIwlEoPbrp2mKTsaJZa3uGJMInEfF1BE/yhqFWFIYmpmgPDPLOKkdOYF2ZP+jgrOj8t5qDv/PkyhlUjtlQ1iEt2rbZQuy8PZhpNNjRN3Sg2/omxBxOdVb3/V63AYTp4hPvpYcRUBHv9Mb7z+PyA9O2c46KWl18sXuEJY5+2XKcju2eZYw13Yf9omd1putKhFSZD/Iv9joB+VndCXgcskE1IszQkP+TDBas+YL7v03mFgJDX4lkmAZ/cLacf8ctPrueoVC/Wy4mBavQ+vvebKB99S10L2Uq/zlPPjefGmMyx8LA/bZYN++0HcezZZvzWLbPb8jil0Sm5CjwuD+9kx3BTN4CNTae2FKFlHuELhqGIePtpol0dq/2XywEK1n7xtDQIZfkBEIoXwZMWGBjKufbFnPhdy2oISMCDDWfDv19DwVsgRPttLHHXaR50kodwEh9kqFmtyurEBpSmCQK1gfkgcWtZnOmF74o2FcfRG1Tls8pnVUZBHpm+UyN6bUmMFmtOvDJRlG+svbRAN97GjwNllq/9n38J1fNNXPJxExMJExgkz+Kf2GEz740H+9gru2wdS9JhmDTo/rhQJAjXcbAdst7tu/hHixpFi1b9otXonO8a/7I9ZXbMavQnn+HqNo2c0f1xFjxA1Yv3ClLLASWjVmNtFAMiNHIdCcnPkOqohWM7Bn9lpBTSGTdKZDEdIJeXLwDug0cUfrxQrinGy9b0PAtHXXLl+Lkq/c0UbbiYPUkh53gFdssB7SCnYr9RUfQ+To3i1hrf4lcDq6sZglnFRSWsoBr5yOl8DHRduPR3xuPV9JMIObc72NjWgzwJqtM/urzK+N/v0ugdDOl7eKeg2A9ChU6j9zMGOz9BK9+rmoTTH6Xvut/Mcs7qHHzoXXab+u/TINjdAURN6qU4aHpAh0ss26ntjirKwAkKMXl7NYt30SnWu+YeWyU9v556zG+vTe7moDXLuPPUNDcYHxrLv5bs86pQdhi6khalK4mpvKM+VZkscmvXnhUoFrRPXLrpPoblW3Ev2VUN4nDBet+3i/vf/JeEL5L3EO1BPN/iQRxW1C/iB6gecv3+WsM9sW3J80wYYq5GCDNXctSVgYOQWqwoIuvlEdtj1hvrn9VrIVJbc3yD7jxEcHRyg6BzSrku6RLcUbsbvGtIjse8M5mG6ODxbk4wT5qfPS4u/+m0P5Fyz/6E3GUpkSicXSnZmbB3WUeYPBqMzx4tocub8sJ1FHPDYMJpvezIoVh/L0CxKHUgt01Vno0BaLhG+c0UbcNq00iQS3W+l37M4QpF4xZFBdL3dHxJGEmFRaCMCbtaBsbaqGyEa2ydPdCxtO3F46MhPGvcmXR85JJWYRvZL4+7RprRuCGxffXg/HRoSll+X+tjGBLWVI9ydQk/VmnJIsd+barqDcfUoJR8hktnMOBz5Zj6kDNaueUr57MOsjfEzttCoU8Zn6ZEb574sepfzxuraBRZBiLsgGht2HVz+i2v0Bw6lvP5XjpP51uhHbzO/PClDhOg+WyjJrKVnhemnGcx2jOnvL7/O3W/rdMolrqSCLy3YD8n0JxYH0ERqrpPIoKgRIXFNpk5ua1KtplFWdasRD7kafdVNBwbkk5ZhaD4uvvQ3LvVQZ08OkQXBUisCM5P8efaNKc3QST+R7k4+MGHyisdQP3S7V/t3L2CYGdoeyxBJDR0ntO/1RkVedDbrImK/NP+g3bxFRy9OJZvxcW+nd6n4rSbCEO+2mO9XwiXa86PAWX9noMAkugqSP9f7s1zaRbIvacHkNDjLaLPEDWa6bQSdBbCFf7DuXBp/h0KS9OhFCja7BdIavIbpXP5GA/17e0e/6AvC683DZ1mTt0+DxIGfTrys1gqAma5y9amc/2uQX+2OK3HYObKJqrn+y6IRnZqd50DVZCy25DF7UAqB4WCIA6uRLyeJQ+TwW6WM62y4i46WTYcdsbz0p4p+q2szGajSw4LHanqFuK8gg/hE+VXN/AHh64WiH6lhdnRRhxxT50Eu+RAX2Bp6t2GOXQHlU9AeHD45AIzkm1Oj43p4u8/NchMnkKq7K4450FITkrZKj319dOtp82lRGRAEHS3vG646wqimP+HNkcSX6Nha6TMHvUcD9sWF9cMj2z22Fs7GE2+M9h4c69K8z+CA3H89yqxbeflh0LTcBXANaNh2Kt4oLOnvW+nBUOktt7vSm85QbfGfQhpNVbOcRWEbXiTeo3QILeiNeguMQoI4M2PYBkbIMWjrwOMVFB090OuXrSay9R7pLM1rSu8g1Qn7B7ggGi9gfl6pchlZ6v31NtK+DQsFbGcseBs24xws1aSxqaXF6jki5k91a6qJRQvm3k2X4UCh2dBJr+O6xYtnxCTIbxJkrIRXwqlgGqu6gzLumhsPsoArJOfOo27syj/DSe/8c/SZyTx7a6x9RiCw63FI/ONe4xdi2Oa29b7uwLfLen5o7mkoo/ngO+nZe0id6Q9dNJ2HJQQ6P/YE6zKT3WnMoRnBtY5UYv3V9RcLjCdZkJNlT7UKAWr2xb+zBIXL+Pa8+gqGp91n/U4bfBELPPRW53oWr3rYvk025pNWIV9e6sVJNnOlfLfVzYbsIoW0g9yz/oQKWtSwPMujLvMCWUFbkqtjYuiU0ULISgRrRAzUnx1fvzNm+6y8x6sEhHT3mWeNMczUu8OJGLywimDgjMB1qkkD4ZoBnAYWrRSFyuwEfNWg+rBfJnNfbLbrBa9KKC+Tu8p5Ty/zWWD96EN7ifyxebBcNrCMeTmpj/gv8T6U1R4UDExDTmrlzkFbkXGWt0LGKxWwJ0A7McgY9Sw/kabIMWaIzG9UxRA7HiyI+pTviqboWW560u1MVS/HEfWHbwLR5bRrYFAHl0fVo8XRhuMkYZm09spDNzQ1zKHt8PdG645r5jmHNG/HnJdbwX197/LRXs3hO8ctaBcjELx1oPiseJAaY7mFgnoSj9p3OnZtUM1H672/FEKM2X6tbGHiSzbpQfPRt/0LV0bbKZD0pieCYQnYGnLYNu58Fylw5HcO87vT5TK+N2vtn3JM0xZ/TjkNm88g01u9xS1DZt7uOWtNgvb/eDGbSRrC75fVn9KFEsZUvgdPBFph3TJECZDWhnbZ97x9TqvU/D+y9/PJeWO91W6o60tzZ+CQgLI03j3tYROGoWeAnl0pUBd0mQGSKfdg8kX/NQdXsSS2Zm39HdXrDXAP+PvTdoI+E36bOWg/nfo6iVpG0foxEBMS/c7vhumPpFaGTHpb7BXLy/MBaX5mZS/LpEX76uIvP1y7dfwJf/q4O/yGPD72LQrWtm585cx+x9b4amAj1hLsD7rx1a+cjkuL/Xq92suA8cBx7th/RX0mD6WGbTfetg9aFm3EtQO3jYCx6oKVHdaGsrqp8/bGB4r2+QAkzkoTiM1j9dATe9V/4eUmCfU4Zd4rZ+vEe0aBRLu4O7493epq0aibfKxplOef840Xbc/3lPMt2XXXfKQeBaOg4cJ1WhRqX0derSzoR2c8G1q9sHQXRa348fseNsPQu52tJOnSjZXNndcu/TSYufm7xKtWkvnqsJ24OumYm5Pkz5Yb106MMMq0Enp3q0dckGynvEYhtaYLRPpVxCLUXxVabvOcm6/rmT4bH/GWm8bdFBm3y2NfW5HgSk+TqvP+7el6NN1DW6PYe97c7hm9Yjef76gB48LgBj6uD741tO0sYtlCu0MXSHUBVTu2k4RYcQ47/UXJ8DT61RXTW6ImVUq4I1ESG9qa9/WNtq54uuD4AXDqv1oDlf7fwT5tGX//ewcnYMHUYO6lj1e9UQDoq/7cPqBOVfgLQ+qtlrHslM6GxkYc/ya8M3qpVkaL164gAAmh/RCr7PGvDDLoSoAN5QAcyK1QSNRy/taIHE1U/GVHrVMSEgawZ5djjhVWRYUzvkUU4eg2fzo7qUiA+EaGuNeO+m6I3uaJ7PFn2rqX8+gOqNQwArX9JFUeQkuENyPvQy+0ffznXyanJ8+mPhWkiQAPn81YUXY7un21Fl+0ESH/2hQyoDLxPSMIw61wtSXSLe+i++6x7X8zC38OPZhDr2aAOpYJ1Oc4F2KJjlRZ8Qx8BU9K5AZQyTCFLNXoAewjyc6jgsGsAQJ06q+C7ShiQa3AuV+eFO2ORtq0ePWL5pfCz2/x945EBHorj/9drD6ZQT++V3eFP/rO3Kvm0eDlWcg23ebQ2tq2YedOYQJZaRx4zVp/T2k54AwRvklN7ifsH5nCZeB1bp7pghuxA5T0nj0pIVJffidxrBqtX2d9vlGHXtrAm1+o5slip0sfYMobLV8ZUevW0aU9SApYYKrWAINaGnUla4ducMbd0C/ubBFNxVgn4JL3SP+Z1bxoNMfaF02LE46r7KnHAZUhp4pMOYUdkhsriWyzvWh9VZOjZmjU70wrsb2IGKtozTdRMJNCbUGJFXxHHOZ05Pscn5NMtQq2WnTX3UXTX7W6U8L2PDvdvOOZnjK6slaQLEw81VUNa/sdjhg+PBxledx+yUc20sMFj+OJNNogTBdbUu7GJedFOiQ/rlUvYTPwwpHn86Wzpb6CAfa0C0JYIK8Ld2T4oLqiTOSYTIt0kqevhgOgarmhOpggetyvgcw4//HAcDfxHKrfyEgNP+Q4lHva0APYNtVisRZ80xyprTxEam2L405JHweGZLOTS9qgTKOc/MGU+Q0hNpcZtVYBhy6WDFo04+XnXvgb8Jb9lprdO7KN3qz6SoEqyBVsixHvnpewEY8s58a04qOdzazVKPJY1D4AvAHbp1Xm1kS71hQ6HqBRHYk1qKuq3KZCGFC07UFoPxlnIQKzqx3ClTfAuAXR+W7Tghlw+mnNJVXcjarPrTuoi8WerEkXAcUjclP7Liwlae0B1LgYVC3tMcy/pPukT6/0mgg53CpANtnwlE57OLLbGtZCtjrXtbu9krE3hAXLHV5GcEtnJkX3JCvAUmVb1c5TrGLqmToibvbgmU4Vb/ku2K5FREu5CFAjIb6NwuUSXsdofmzzGjxtPyzz0lBImNA+KzIwL3dDEmz02e0NiDRQ406Tt5ew4f/7V8L9Hw/3/rvj/T9J/e5blZ2P2NpH59nVV59j4qdh60/eyHz6DfTp2092v1F7egWXr/O7/yv/2QVQPTyz6PnKCdzkPT0T0MuBGn+w1J6gvbrgQkl100UGDPhpwRnDVDYFF/MZJ5kfjAvDlrEHSbbHNERAsMCCYw0xymOq7gheuZGmMpQMQDA1cA1lW98EjPpWWOXtnKnMnoTHZ9btEInBlBM4U/q2cqileGvRfVDr6R27alnhOGsH0L6QeWe/neGs/SLs8wIBKN5umVjeCE3N60bWjNpMPSoMVJwBGSJyLYnpV7pg08Z5rC0L2WExPCWY5pcsPDQ4wSZGFTJvcNDnRvUCsuK2yLDMGcchOODoOib7LlMjvAd6wVbqFKfQmqul9gEINwLDfqU+4udArTo64yMztgYnum2aJvq4wCDPD2iVMcRluW4l0Wq10ZVEHkyfZD799xd3/6/c+b1a5Ve5R2v1h39y/LO18hfvHO7+0/Z2qPVff/Czp2ujez9o1X6l8y8PZWTAZPOeXmOYGzY1gwLGdEXN7pftsTNvEqDSBcq4b24wDSLLyqmyU6YjCGKZ4pmeWLfJGgkzAy+O1GDeU6KcrKsn6xhgqFtH2YyX0P2CDXCexQcIWqXGoKp3muG1hpwRITMml+xCo8iaKbknnNHnTZRUJaOVoo5Al04gE68G3GDkZhtQqcsPlVLTpbYmYop3NChDAZnvWPQpoj1uSLsWAjDJhELYcuBpxWkRLKLZDMOFqlHOTVKOptCyCWb3iAdFA4Uh5OmwxgEBkNM5pdDvBgmtziOF2WC/R3bczaHFGT1Di/guLpOtwqDaIqiKiie3zfaqbOcqnt6lklkZ0DPp85o2xWXZEXTBV73gHEcZxzqHVIaurKKdV6VsCy082b77F7L065381/KXf/TFwz9r3/126zcfnBz+afrhF53/88/Zi3/VK283ewITK4MWBEeCPUILxpiqWOyclPCRw148bz9HBN58DnUiIwyxZFokGN7iIKVnplo2eEjURn2tRrXVsN01GLsgOBHA+1WHpxgRAxBLZdVAt4DaMoOOC7DUTERJdlhNPQVujTzVUoeerwhi0MnUvfjHvqk5o8MGOsdlaTlIFO3to2zd6OZwd9+sH0HL264jvWtgQRfnboxsZ5TJpPHK9N/05JzcDk1Z9LEhaDE1QsMU0RJICIR1tlzm4u6SyjhMRpX0SLBvpB1zTd30rBBGmTpA2i6sCkQBxrOEPtRYn9zwyIqoI3XJwma2y+XxiziI4a4YhUDNGZAVSlaDjotj+8gCtuCCE3Qdw5hJBTDWUhS6rAkyqe2q4zk2tHLceWgADzGjudjlu+XW1mDwcF99dU+s/Rf5N6Lx+fNs+V+MX231JNZUqnB637QgjHuFRVQKDAfDdHmkYv26CjisgE1cykfPZIOqlb3jcETTbZID7WJjR1cpoiA3yEvdcsPNyCMEPOlGe5wj7TarBDuDilTmQU4JefHRPgqTY4jONSsXPeH/B7f3M3sNS9GZAAAAAElFTkSuQmCC\n" + }, + "metadata": {}, + "execution_count": 8 } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Configuring the DataLoader, UNet Model, Optimizer, and Learning Rate Scheduler for the Diffusion Model" + ], + "metadata": { + "id": "L4GssX6NHA7S" + } }, - "cells": [ + { + "cell_type": "code", + "source": [ + "from diffusers import UNet2DModel\n", + "import torch\n", + "from diffusers.optimization import get_cosine_schedule_with_warmup\n", + "\n", + "train_dataloader = torch.utils.data.DataLoader(dataset, batch_size=config.train_batch_size, shuffle=True)\n", + "model = UNet2DModel(\n", + " sample_size=config.image_size, # the target image resolution\n", + " in_channels=3, # the number of input channels, 3 for RGB images\n", + " out_channels=3, # the number of output channels\n", + " layers_per_block=2, # how many ResNet layers to use per UNet block\n", + " block_out_channels=(128, 128, 256, 256, 512, 512), # the number of output channels for each UNet block\n", + " down_block_types=(\n", + " \"DownBlock2D\", # a regular ResNet downsampling block\n", + " \"DownBlock2D\",\n", + " \"DownBlock2D\",\n", + " \"DownBlock2D\",\n", + " \"AttnDownBlock2D\", # a ResNet downsampling block with spatial self-attention\n", + " \"DownBlock2D\",\n", + " ),\n", + " up_block_types=(\n", + " \"UpBlock2D\", # a regular ResNet upsampling block\n", + " \"AttnUpBlock2D\", # a ResNet upsampling block with spatial self-attention\n", + " \"UpBlock2D\",\n", + " \"UpBlock2D\",\n", + " \"UpBlock2D\",\n", + " \"UpBlock2D\",\n", + " ),\n", + ")\n", + "optimizer = torch.optim.AdamW(model.parameters(), lr=config.learning_rate)\n", + "lr_scheduler = get_cosine_schedule_with_warmup(\n", + " optimizer=optimizer,\n", + " num_warmup_steps=config.lr_warmup_steps,\n", + " num_training_steps=(len(train_dataloader) * config.num_epochs),\n", + ")" + ], + "metadata": { + "id": "nQ9i7eFGPPq5", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 87, + "referenced_widgets": [ + "255b8a486e24403e8b9287d74aedbe03", + "6c7bfc18250e466984ba4e828348f13e", + "54958549fa274c50827d93ac87397a41", + "bb5428f0c7ac4ab696040e128b556e84", + "3117465a2d93498d80bc1f4d390e2d11", + "a03e66de3754489fa1975875d8949d52", + "fef7e288c3d44522bc76fd797a580a80", + "c83d3cff3e8f456a8f50d43200a07806", + "bd2f5ba8a97e4e6fbffaf07835711d57", + "f20c7426b2a24c44bab4d935ccc22397", + "96d6a822ca34464695e2160f8f175e64" + ] + }, + "outputId": "b2b836e7-bd16-46dd-d751-5b655357b725" + }, + "execution_count": 9, + "outputs": [ { - "cell_type": "markdown", - "source": [ - "#### Installing Required Libraries For Diffusion Models" + "output_type": "stream", + "name": "stderr", + "text": [ + "The cache for model files in Transformers v4.22.0 has been updated. Migrating your old cache. This is a one-time only operation. You can interrupt this and resume the migration later on by calling `transformers.utils.move_cache()`.\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "0it [00:00, ?it/s]" ], - "metadata": { - "id": "OOLcfaw69yIn" + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "255b8a486e24403e8b9287d74aedbe03" } + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Define Function to Track Key Metrics" + ], + "metadata": { + "id": "Ac2Un_0g5Fnc" + } + }, + { + "cell_type": "code", + "source": [ + "def track_metrics_per_epoch(fid_value, epoch):\n", + " # append the FID value and epoch number to the respective lists for tracking\n", + " fid_values.append(fid_value)\n", + " epochs.append(epoch)\n", + "\n", + "def track_metrics_per_step(metrics, global_step):\n", + " # append the lr, loss value and step number to the respective lists for tracking\n", + " lr_values.append(metrics[\"lr\"])\n", + " loss_values.append(metrics[\"loss\"])\n", + " steps.append(metrics[\"step\"])\n", + "\n" + ], + "metadata": { + "id": "4bdnTR4wrWOV" + }, + "execution_count": 20, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### Evaluating the Model and Calculating FID Score\n" + ], + "metadata": { + "id": "GcOkANXhNLGW" + } + }, + { + "cell_type": "code", + "source": [ + "from diffusers import DDPMPipeline\n", + "from diffusers.utils import make_image_grid\n", + "from pytorch_fid import fid_score\n", + "from typing import Any\n", + "import os\n", + "\n", + "\n", + "def evaluate(config: Any, epoch: int, pipeline: Any, global_step: int) -> None:\n", + " \"\"\"\n", + " Evaluates the model by generating images, saving them, and computing the FID score.\n", + "\n", + " Args:\n", + " config (Any): The configuration object containing various parameters for training and evaluation.\n", + " epoch (int): The current epoch number during training.\n", + " pipeline (Any): The image generation pipeline ( the diffusion model )\n", + " global_step (int): The current step number in the training process.\n", + " \"\"\"\n", + "\n", + " # generate images using the model pipeline\n", + " generated_images = pipeline(\n", + " batch_size=config.eval_batch_size,\n", + " generator=torch.Generator(device='cpu').manual_seed(config.seed),\n", + " ).images\n", + "\n", + " # save the images individually\n", + " test_dir = os.path.join(config.output_dir, \"samples\")\n", + " os.makedirs(test_dir, exist_ok=True)\n", + " generated_image_dir = os.path.join(test_dir, f\"generated_epoch_{epoch}\")\n", + " os.makedirs(generated_image_dir, exist_ok=True)\n", + " for idx, img in enumerate(generated_images):\n", + " img.save(os.path.join(generated_image_dir, f\"{idx}.png\"))\n", + "\n", + " # save the image grid\n", + " generated_grid_path = f\"{test_dir}/{epoch:04d}.png\"\n", + " save_grid_image(generated_images, rows=4, cols=4, output_path=generated_grid_path)\n", + "\n", + " # compute the FID value using the reference images and the generated images\n", + " fid_value = fid_score.calculate_fid_given_paths(\n", + " [reference_images_dir, generated_image_dir],\n", + " batch_size=config.eval_batch_size,\n", + " device=torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\"),\n", + " dims=2048,\n", + " )\n", + " # Store epoch and fid value measured\n", + " track_metrics_per_epoch(fid_value,epoch)" + ], + "metadata": { + "id": "bS965XNWVsxl" + }, + "execution_count": 21, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### Diffusion Model Training Loop\n" + ], + "metadata": { + "id": "rAc_OVVvNdg4" + } + }, + { + "cell_type": "code", + "source": [ + "from accelerate import Accelerator\n", + "from huggingface_hub import create_repo, upload_folder\n", + "from tqdm.auto import tqdm\n", + "from pathlib import Path\n", + "import os\n", + "import torch.nn.functional as F\n", + "from typing import Any\n", + "\n", + "def train_loop(\n", + " config: Any,\n", + " model: torch.nn.Module,\n", + " noise_scheduler: Any,\n", + " optimizer: torch.optim.Optimizer,\n", + " train_dataloader: torch.utils.data.DataLoader,\n", + " lr_scheduler: Any\n", + ") -> None:\n", + " \"\"\"\n", + " The main training loop for the diffusion model.\n", + "\n", + " Args:\n", + " config (Any): Configuration object containing various parameters for training.\n", + " model (torch.nn.Module): The model to be trained.\n", + " noise_scheduler (Any): Scheduler for adding noise during the forward diffusion process.\n", + " optimizer (torch.optim.Optimizer): The optimizer used for training the model.\n", + " train_dataloader (torch.utils.data.DataLoader): The dataloader providing training batches.\n", + " lr_scheduler (Any): Learning rate scheduler to adjust the learning rate during training.\n", + "\n", + " \"\"\"\n", + " # initialize the accelerator for distributed or mixed-precision training\n", + " accelerator = Accelerator(\n", + " mixed_precision=config.mixed_precision,\n", + " gradient_accumulation_steps=config.gradient_accumulation_steps,\n", + " log_with=config.logger_name,\n", + " project_dir=os.path.join(config.output_dir, \"logs\"),\n", + " )\n", + "\n", + " # set up tracking if this is the main process\n", + " if accelerator.is_main_process:\n", + " if config.output_dir is not None:\n", + " os.makedirs(config.output_dir, exist_ok=True)\n", + " accelerator.init_trackers(config.project_name)\n", + "\n", + " model, optimizer, train_dataloader, lr_scheduler = accelerator.prepare(\n", + " model, optimizer, train_dataloader, lr_scheduler\n", + " )\n", + "\n", + " global_step = 0\n", + "\n", + " # training loop over epochs\n", + " for epoch in range(config.num_epochs):\n", + " progress_bar = tqdm(total=len(train_dataloader), disable=not accelerator.is_local_main_process)\n", + " progress_bar.set_description(f\"Epoch {epoch}\")\n", + "\n", + " # iterate over batches in the dataloader\n", + " for step, batch in enumerate(train_dataloader):\n", + " clean_images = batch[\"images\"]\n", + " bs = clean_images.shape[0]\n", + "\n", + " # sample a random timestep for each image\n", + " timesteps = torch.randint(\n", + " 0, noise_scheduler.config.num_train_timesteps, (bs,), device=clean_images.device,\n", + " dtype=torch.int64\n", + " )\n", + "\n", + " # add noise to the clean images according to the noise magnitude at each timestep\n", + " # (this is the forward diffusion process)\n", + " noisy_images, noise = add_noise(clean_images, noise_scheduler, timesteps)\n", + " with accelerator.accumulate(model):\n", + " # predict the noise residual from the noisy images\n", + " noise_pred = model(noisy_images, timesteps, return_dict=False)[0]\n", + " loss = F.mse_loss(noise_pred, noise)\n", + " accelerator.backward(loss)\n", + "\n", + " # gradient clipping and optimization step\n", + " accelerator.clip_grad_norm_(model.parameters(), 1.0)\n", + " optimizer.step()\n", + " lr_scheduler.step()\n", + "\n", + " # reset gradients for the next step\n", + " optimizer.zero_grad()\n", + "\n", + " # update progress bar and log the current loss and learning rate\n", + " progress_bar.update(1)\n", + " current_lr = lr_scheduler.get_last_lr()[0]\n", + " metrics = {\"loss\": loss.detach().item(), \"lr\": current_lr, \"step\": global_step}\n", + " track_metrics_per_step(metrics,global_step)\n", + " progress_bar.set_postfix(**metrics)\n", + " global_step += 1\n", + "\n", + " if accelerator.is_main_process:\n", + " pipeline = DDPMPipeline(unet=accelerator.unwrap_model(model), scheduler=noise_scheduler)\n", + "\n", + " # evaluate and save images\n", + " if (epoch + 1) % config.save_image_epochs == 0 or epoch == config.num_epochs - 1:\n", + " evaluate(config, epoch, pipeline, global_step)\n", + "\n", + " # save the model checkpoint\n", + " if (epoch + 1) % config.save_model_epochs == 0 or epoch == config.num_epochs - 1:\n", + " pipeline.save_pretrained(config.output_dir)" + ], + "metadata": { + "id": "j_nD2F2EV1Hd" + }, + "execution_count": 12, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### Define the Gradio Components for the Experimental Tracking Dashboard" + ], + "metadata": { + "id": "NDHwPLovRi30" + } + }, + { + "cell_type": "code", + "source": [ + "from accelerate import notebook_launcher\n", + "import pandas as pd\n", + "import gradio as gr\n", + "import numpy as np\n", + "import re\n", + "from typing import Tuple\n", + "\n", + "\n", + "def get_latest_png() -> str | None:\n", + " \"\"\"\n", + " Finds and returns the latest PNG file containing the generated images by the model in the evaluation phase,\n", + " based on the maximum epoch number in the configuration directory.\n", + " The PNG files are following the naming convention that includes an epoch number, such as 'generated_epoch_0010.png'.\n", + "\n", + " Returns:\n", + " str | None: The full path to the PNG file with the highest epoch number, or None if the directory does not exist or no PNG files are found.\n", + " \"\"\"\n", + " # Regular expression to match files like 'generated_epoch_0010.png'\n", + " pattern = re.compile(r\"(\\d+)\\.png$\")\n", + " latest_epoch = -1\n", + " latest_file = None\n", + " test_dir = os.path.join(config.output_dir, \"samples\")\n", + "\n", + " # Check if the directory exists, if not return None\n", + " if not os.path.exists(test_dir):\n", + " return None\n", + "\n", + " # Iterate over all files in the directory\n", + " for file_name in os.listdir(test_dir):\n", + " match = pattern.search(file_name)\n", + " if match:\n", + " epoch = int(match.group(1)) # Extract epoch number from file name\n", + " if epoch > latest_epoch:\n", + " latest_epoch = epoch\n", + " latest_file = file_name\n", + "\n", + " if latest_file:\n", + " return os.path.join(test_dir, latest_file)\n", + " else:\n", + " return None\n", + "\n", + "def get_lr_plot() -> gr.LinePlot:\n", + " \"\"\"\n", + " Generates a line plot of the learning rate over training steps.\n", + "\n", + " Returns:\n", + " gr.LinePlot: A Gradio LinePlot component displaying learning rate over steps.\n", + " \"\"\"\n", + " data = pd.DataFrame({\"Steps\": steps, \"Learning Rate\": lr_values})\n", + " plot = gr.LinePlot(\n", + " value=data,\n", + " x=\"Steps\",\n", + " y=\"Learning Rate\",\n", + " title=\"Learning Rate per Step\",\n", + " width=600,\n", + " height=350,\n", + " )\n", + " return plot\n", + "\n", + "def get_loss_plot() -> gr.LinePlot:\n", + " \"\"\"\n", + " Generates a line plot of the loss over training steps.\n", + "\n", + " Returns:\n", + " gr.LinePlot: A Gradio LinePlot component displaying loss over steps.\n", + " \"\"\"\n", + " data = pd.DataFrame({\"Steps\": steps, \"Loss\": loss_values})\n", + " plot = gr.LinePlot(\n", + " value=data,\n", + " x=\"Steps\",\n", + " y=\"Loss\",\n", + " title=\"Loss per Step\",\n", + " width=600,\n", + " height=350,\n", + " )\n", + " return plot\n", + "\n", + "def get_fid_plot() -> gr.LinePlot:\n", + " \"\"\"\n", + " Generates a line plot of the FID score over epochs.\n", + "\n", + " Returns:\n", + " gr.LinePlot: A Gradio LinePlot component displaying FID score over epochs.\n", + " \"\"\"\n", + " data = pd.DataFrame({\"Epochs\": epochs, \"FID\": fid_values})\n", + " plot = gr.LinePlot(\n", + " value=data,\n", + " x=\"Epochs\",\n", + " y=\"FID\",\n", + " title=\"FID per Epoch\",\n", + " width=600,\n", + " height=350,\n", + " )\n", + " return plot\n", + "\n", + "def get_image_paths() -> Tuple[str, str]:\n", + " \"\"\"\n", + " Retrieves the paths for the generated and reference image grids.\n", + "\n", + " Returns:\n", + " Tuple[str, str]: A tuple containing the paths to the generated and reference image grids.\n", + " \"\"\"\n", + " return get_latest_png(), reference_grid_path\n", + "\n" + ], + "metadata": { + "id": "r3zt87ZwV2t_" + }, + "execution_count": 13, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### Initializing Metrics and Creating Gradio Interface\n" + ], + "metadata": { + "id": "wo3bXLCnShod" + } + }, + { + "cell_type": "markdown", + "source": [ + "The FID (Fréchet Inception Distance) score is a widely used metric to evaluate the quality of generated images by comparing them to a set of real images. It measures how close the generated images are to the real ones in terms of their feature distributions. A lower FID score indicates that the generated images are more similar to the real images, generally reflecting better quality.\n", + "\n", + "Visualizing the images used in the FID calculation can make this metric more intuitive. By comparing the generated images with the reference (real) images side by side, you can better understand what the FID score represents. If the images look very different, it makes sense that the FID score would be higher. Conversely, if they appear quite similar, a lower FID score would confirm that the model is performing well. This visual approach helps make the FID score more meaningful and provides insight into what the model is learning.\n", + "\n", + "This is why we added two extra views to the dashboard: one displaying a grid of reference images and the other showing a grid of generated images. By having both sets of images visible, you can easily compare them and get a clearer picture of how well the model is performing, directly in line with the FID score.\n" + ], + "metadata": { + "id": "mwgLkrGHVnig" + } + }, + { + "cell_type": "code", + "source": [ + "# initialize the metrics\n", + "lr_values = []\n", + "loss_values = []\n", + "fid_values = []\n", + "steps = []\n", + "epochs = []\n", + "\n", + "# create the Gradio interface for displaying plots and images\n", + "with gr.Blocks() as demo:\n", + " # row for learning rate plot\n", + " with gr.Row():\n", + " lr_plot = gr.LinePlot()\n", + "\n", + " # row for loss plot\n", + " with gr.Row():\n", + " loss_plot = gr.LinePlot()\n", + "\n", + " # row for FID plot\n", + " with gr.Row():\n", + " fid_plot = gr.LinePlot()\n", + "\n", + " # row for image grid captions\n", + " with gr.Row():\n", + " gr.Markdown(\"Reference Images Grid\")\n", + " gr.Markdown(\"Generated Images Grid\")\n", + "\n", + " # row for displaying the reference and generated image grids\n", + " with gr.Row():\n", + " reference_image_display = gr.Image(height=400)\n", + " generated_image_display = gr.Image(height=400)\n", + "\n", + " # load and update the plots and images periodically\n", + " demo.load(get_lr_plot, None, lr_plot, every=1)\n", + " demo.load(get_loss_plot, None, loss_plot, every=1)\n", + "\n", + " # the FID Score and the generated images are updated less frequently as they are computed only each few epochs\n", + " demo.load(get_fid_plot, None, fid_plot, every=5)\n", + " demo.load(get_image_paths, None, [generated_image_display, reference_image_display], every=5)\n", + "\n", + "# launch the Gradio interface\n", + "demo.launch()" + ], + "metadata": { + "id": "xG_ECA5-RXm7", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 648 + }, + "outputId": "4dd1b8db-b11b-4b4f-f681-5f92237d6946" + }, + "execution_count": 23, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Setting queue=True in a Colab notebook requires sharing enabled. Setting `share=True` (you can turn this off by setting `share=False` in `launch()` explicitly).\n", + "\n", + "Colab notebook detected. To show errors in colab notebook, set debug=True in launch()\n", + "Running on public URL: https://fc924892c310da9b17.gradio.live\n", + "\n", + "This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n" + ] }, { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "1naS1xdQCVRY", - "outputId": "75e334e0-89d9-463c-c528-b1b65269e3a0" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m43.7/43.7 kB\u001b[0m \u001b[31m3.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m38.0/38.0 MB\u001b[0m \u001b[31m32.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m779.1/779.1 MB\u001b[0m \u001b[31m2.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.3/3.3 MB\u001b[0m \u001b[31m73.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - 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" ] + }, + "metadata": {} + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [] + }, + "metadata": {}, + "execution_count": 23 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Launching the Training Loop" + ], + "metadata": { + "id": "MA3ZGua6u_mD" + } + }, + { + "cell_type": "code", + "source": [ + "from accelerate import notebook_launcher\n", + "\n", + "# set up the arguments for the training loop function and launch it using the notebook_launcher\n", + "args = (config, model, noise_scheduler, optimizer, train_dataloader, lr_scheduler)\n", + "notebook_launcher(train_loop, args, num_processes=1)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000, + "referenced_widgets": [ + "71347c4bd01648008e2ffec1f9601bed", + "c666f42a2f6e49cdaafd37c29d81ba36", + "d82e53c6105a407fb1942e3e366cc291", + "3c7cb7dc46e54324828e5b7e67683b56", + "bc456659698047e295e98cd9f7eb6a8a", + "a0a30e80571d485dac09cc0437b93090", + 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\n" - }, - "metadata": {} - } - ] + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "ae407f07a3b44ab58ac9ac83fe33f7ef" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + " 0%| | 0/2 [00:00 None:\n", - " \"\"\"\n", - " Creates a grid of images, resizes the grid, and saves it to the specified output path.\n", - " Args:\n", - " images (List[Image.Image]): A list of PIL Image objects to be arranged in a grid.\n", - " rows (int): The number of rows in the image grid.\n", - " cols (int): The number of columns in the image grid.\n", - " output_path (str): The file path where the resulting grid image will be saved.\n", - "\n", - " \"\"\"\n", - " grid = make_image_grid(images, rows=rows, cols=cols)\n", - " new_width = grid.width // 2\n", - " new_height = grid.height // 2\n", - " grid = grid.resize((new_width, new_height), Image.LANCZOS)\n", - " grid.save(output_path)\n", - "\n", - "# save images individually for computing the FID\n", - "reference_images_dir = \"reference_images\"\n", - "os.makedirs(reference_images_dir, exist_ok=True)\n", - "reference_images_dataset = dataset.select(range(16))\n", - "dataset = dataset.select(range(16, len(dataset)))\n", - "images = []\n", - "for idx, example in enumerate(reference_images_dataset):\n", - " image = example['image'].convert(\"RGB\")\n", - " image = preprocess(image)\n", - " image = transforms.ToPILImage()(image)\n", - " images.append(image)\n", - " image.save(os.path.join(reference_images_dir, f\"{idx}.png\"))\n", - "\n", - "# save images as grid for visualisation\n", - "reference_grid_path = os.path.join(reference_images_dir, \"reference_image_grid.png\")\n", - "save_grid_image(images, rows=4, cols=4, output_path=reference_grid_path)" + "output_type": "display_data", + "data": { + "text/plain": [ + " 0%| | 0/62 [00:00 Dict[str, List[Image.Image]]:\n", - " \"\"\"\n", - " Applies preprocessing to a list of images by converting them to RGB, resizing,\n", - " flipping, converting to tensor, and normalizing.\n", - "\n", - " Args:\n", - " examples (Dict[str, List[Image.Image]]): A dictionary containing a list of images\n", - " under the key \"image\".\n", - "\n", - " Returns:\n", - " Dict[str, List[Image.Image]]: A dictionary containing the preprocessed images\n", - " under the key \"images\".\n", - " \"\"\"\n", - " images = [preprocess(image.convert(\"RGB\")) for image in examples[\"image\"]]\n", - " return {\"images\": images}\n", - "\n", - "dataset.set_transform(transform)" + "output_type": "display_data", + "data": { + "text/plain": [ + " 0%| | 0/1000 [00:00" - ], - "image/png": 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\n" - }, - "metadata": {}, - "execution_count": 8 - } - ] + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "1aff443c17c84bebbfa81a6e628842e7" + } + }, + "metadata": {} }, { - "cell_type": "markdown", - "source": [ - "#### Configuring the DataLoader, UNet Model, Optimizer, and Learning Rate Scheduler for the Diffusion Model" + "output_type": "display_data", + "data": { + "text/plain": [ + " 0%| | 0/62 [00:00 None:\n", - " \"\"\"\n", - " Evaluates the model by generating images, saving them, and computing the FID score.\n", - "\n", - " Args:\n", - " config (Any): The configuration object containing various parameters for training and evaluation.\n", - " epoch (int): The current epoch number during training.\n", - " pipeline (Any): The image generation pipeline ( the diffusion model )\n", - " global_step (int): The current step number in the training process.\n", - " \"\"\"\n", - "\n", - " # generate images using the model pipeline\n", - " generated_images = pipeline(\n", - " batch_size=config.eval_batch_size,\n", - " generator=torch.Generator(device='cpu').manual_seed(config.seed),\n", - " ).images\n", - "\n", - " # save the images individually\n", - " test_dir = os.path.join(config.output_dir, \"samples\")\n", - " os.makedirs(test_dir, exist_ok=True)\n", - " generated_image_dir = os.path.join(test_dir, f\"generated_epoch_{epoch}\")\n", - " os.makedirs(generated_image_dir, exist_ok=True)\n", - " for idx, img in enumerate(generated_images):\n", - " img.save(os.path.join(generated_image_dir, f\"{idx}.png\"))\n", - "\n", - " # save the image grid\n", - " generated_grid_path = f\"{test_dir}/{epoch:04d}.png\"\n", - " save_grid_image(generated_images, rows=4, cols=4, output_path=generated_grid_path)\n", - "\n", - " # compute the FID value using the reference images and the generated images\n", - " fid_value = fid_score.calculate_fid_given_paths(\n", - " [reference_images_dir, generated_image_dir],\n", - " batch_size=config.eval_batch_size,\n", - " device=torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\"),\n", - " dims=2048,\n", - " )\n", - " # Store epoch and fid value measured\n", - " track_metrics_per_epoch(fid_value,epoch)" + "output_type": "display_data", + "data": { + "text/plain": [ + " 0%| | 0/62 [00:00 None:\n", - " \"\"\"\n", - " The main training loop for the diffusion model.\n", - "\n", - " Args:\n", - " config (Any): Configuration object containing various parameters for training.\n", - " model (torch.nn.Module): The model to be trained.\n", - " noise_scheduler (Any): Scheduler for adding noise during the forward diffusion process.\n", - " optimizer (torch.optim.Optimizer): The optimizer used for training the model.\n", - " train_dataloader (torch.utils.data.DataLoader): The dataloader providing training batches.\n", - " lr_scheduler (Any): Learning rate scheduler to adjust the learning rate during training.\n", - "\n", - " \"\"\"\n", - " # initialize the accelerator for distributed or mixed-precision training\n", - " accelerator = Accelerator(\n", - " mixed_precision=config.mixed_precision,\n", - " gradient_accumulation_steps=config.gradient_accumulation_steps,\n", - " log_with=config.logger_name,\n", - " project_dir=os.path.join(config.output_dir, \"logs\"),\n", - " )\n", - "\n", - " # set up tracking if this is the main process\n", - " if accelerator.is_main_process:\n", - " if config.output_dir is not None:\n", - " os.makedirs(config.output_dir, exist_ok=True)\n", - " accelerator.init_trackers(config.project_name)\n", - "\n", - " model, optimizer, train_dataloader, lr_scheduler = accelerator.prepare(\n", - " model, optimizer, train_dataloader, lr_scheduler\n", - " )\n", - "\n", - " global_step = 0\n", - "\n", - " # training loop over epochs\n", - " for epoch in range(config.num_epochs):\n", - " progress_bar = tqdm(total=len(train_dataloader), disable=not accelerator.is_local_main_process)\n", - " progress_bar.set_description(f\"Epoch {epoch}\")\n", - "\n", - " # iterate over batches in the dataloader\n", - " for step, batch in enumerate(train_dataloader):\n", - " clean_images = batch[\"images\"]\n", - " bs = clean_images.shape[0]\n", - "\n", - " # sample a random timestep for each image\n", - " timesteps = torch.randint(\n", - " 0, noise_scheduler.config.num_train_timesteps, (bs,), device=clean_images.device,\n", - " dtype=torch.int64\n", - " )\n", - "\n", - " # add noise to the clean images according to the noise magnitude at each timestep\n", - " # (this is the forward diffusion process)\n", - " noisy_images, noise = add_noise(clean_images, noise_scheduler, timesteps)\n", - " with accelerator.accumulate(model):\n", - " # predict the noise residual from the noisy images\n", - " noise_pred = model(noisy_images, timesteps, return_dict=False)[0]\n", - " loss = F.mse_loss(noise_pred, noise)\n", - " accelerator.backward(loss)\n", - "\n", - " # gradient clipping and optimization step\n", - " accelerator.clip_grad_norm_(model.parameters(), 1.0)\n", - " optimizer.step()\n", - " lr_scheduler.step()\n", - "\n", - " # reset gradients for the next step\n", - " optimizer.zero_grad()\n", - "\n", - " # update progress bar and log the current loss and learning rate\n", - " progress_bar.update(1)\n", - " current_lr = lr_scheduler.get_last_lr()[0]\n", - " metrics = {\"loss\": loss.detach().item(), \"lr\": current_lr, \"step\": global_step}\n", - " track_metrics_per_step(metrics,global_step)\n", - " progress_bar.set_postfix(**metrics)\n", - " global_step += 1\n", - "\n", - " if accelerator.is_main_process:\n", - " pipeline = DDPMPipeline(unet=accelerator.unwrap_model(model), scheduler=noise_scheduler)\n", - "\n", - " # evaluate and save images\n", - " if (epoch + 1) % config.save_image_epochs == 0 or epoch == config.num_epochs - 1:\n", - " evaluate(config, epoch, pipeline, global_step)\n", - "\n", - " # save the model checkpoint\n", - " if (epoch + 1) % config.save_model_epochs == 0 or epoch == config.num_epochs - 1:\n", - " pipeline.save_pretrained(config.output_dir)" + "output_type": "display_data", + "data": { + "text/plain": [ + " 0%| | 0/62 [00:00 str | None:\n", - " \"\"\"\n", - " Finds and returns the latest PNG file containing the generated images by the model in the evaluation phase,\n", - " based on the maximum epoch number in the configuration directory.\n", - " The PNG files are following the naming convention that includes an epoch number, such as 'generated_epoch_0010.png'.\n", - "\n", - " Returns:\n", - " str | None: The full path to the PNG file with the highest epoch number, or None if the directory does not exist or no PNG files are found.\n", - " \"\"\"\n", - " # Regular expression to match files like 'generated_epoch_0010.png'\n", - " pattern = re.compile(r\"(\\d+)\\.png$\")\n", - " latest_epoch = -1\n", - " latest_file = None\n", - " test_dir = os.path.join(config.output_dir, \"samples\")\n", - "\n", - " # Check if the directory exists, if not return None\n", - " if not os.path.exists(test_dir):\n", - " return None\n", - "\n", - " # Iterate over all files in the directory\n", - " for file_name in os.listdir(test_dir):\n", - " match = pattern.search(file_name)\n", - " if match:\n", - " epoch = int(match.group(1)) # Extract epoch number from file name\n", - " if epoch > latest_epoch:\n", - " latest_epoch = epoch\n", - " latest_file = file_name\n", - "\n", - " if latest_file:\n", - " return os.path.join(test_dir, latest_file)\n", - " else:\n", - " return None\n", - "\n", - "def get_lr_plot() -> gr.LinePlot:\n", - " \"\"\"\n", - " Generates a line plot of the learning rate over training steps.\n", - "\n", - " Returns:\n", - " gr.LinePlot: A Gradio LinePlot component displaying learning rate over steps.\n", - " \"\"\"\n", - " data = pd.DataFrame({\"Steps\": steps, \"Learning Rate\": lr_values})\n", - " plot = gr.LinePlot(\n", - " value=data,\n", - " x=\"Steps\",\n", - " y=\"Learning Rate\",\n", - " title=\"Learning Rate per Step\",\n", - " width=600,\n", - " height=350,\n", - " )\n", - " return plot\n", - "\n", - "def get_loss_plot() -> gr.LinePlot:\n", - " \"\"\"\n", - " Generates a line plot of the loss over training steps.\n", - "\n", - " Returns:\n", - " gr.LinePlot: A Gradio LinePlot component displaying loss over steps.\n", - " \"\"\"\n", - " data = pd.DataFrame({\"Steps\": steps, \"Loss\": loss_values})\n", - " plot = gr.LinePlot(\n", - " value=data,\n", - " x=\"Steps\",\n", - " y=\"Loss\",\n", - " title=\"Loss per Step\",\n", - " width=600,\n", - " height=350,\n", - " )\n", - " return plot\n", - "\n", - "def get_fid_plot() -> gr.LinePlot:\n", - " \"\"\"\n", - " Generates a line plot of the FID score over epochs.\n", - "\n", - " Returns:\n", - " gr.LinePlot: A Gradio LinePlot component displaying FID score over epochs.\n", - " \"\"\"\n", - " data = pd.DataFrame({\"Epochs\": epochs, \"FID\": fid_values})\n", - " plot = gr.LinePlot(\n", - " value=data,\n", - " x=\"Epochs\",\n", - " y=\"FID\",\n", - " title=\"FID per Epoch\",\n", - " width=600,\n", - " height=350,\n", - " )\n", - " return plot\n", - "\n", - "def get_image_paths() -> Tuple[str, str]:\n", - " \"\"\"\n", - " Retrieves the paths for the generated and reference image grids.\n", - "\n", - " Returns:\n", - " Tuple[str, str]: A tuple containing the paths to the generated and reference image grids.\n", - " \"\"\"\n", - " return get_latest_png(), reference_grid_path\n", - "\n" + "output_type": "display_data", + "data": { + "text/plain": [ + " 0%| | 0/62 [00:00" - ], - "text/html": [ - "
" - ] - }, - "metadata": {} - }, - { - "output_type": "execute_result", - "data": { - "text/plain": [] - }, - "metadata": {}, - "execution_count": 23 - } - ] + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "e71edee619e54e83a88e514501556eb9" + } + }, + "metadata": {} }, { - "cell_type": "markdown", - "source": [ - "#### Launching the Training Loop" + "output_type": "display_data", + "data": { + "text/plain": [ + " 0%| | 0/62 [00:00\"\n", + "os.environ[\"WANDB_INIT_TIMEOUT\"] =\"300\"\n", + "config.logger_name = \"wandb\"" + ], + "metadata": { + "id": "kIckogto5lE3" + }, + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### Loading the butterfly image dataset from Huggingface and visualizing the content" + ], + "metadata": { + "id": "EOLGSg_IZi_J" + } + }, + { + "cell_type": "code", + "source": [ + "from datasets import load_dataset\n", + "import matplotlib.pyplot as plt\n", + "import logging\n", + "\n", + "logging.getLogger(\"datasets\").setLevel(logging.ERROR) # or logging.CRITICAL\n", + "dataset = load_dataset(config.dataset_name, split=\"train\")\n", + "fig, axs = plt.subplots(1, 4, figsize=(16, 4))\n", + "for i, image in enumerate(dataset[:4][\"image\"]):\n", + " axs[i].imshow(image)\n", + " axs[i].set_axis_off()\n", + "\n", + "print(dataset)\n", + "fig.show()" + ], + "metadata": { "colab": { - "provenance": [], - "machine_shape": "hm", - "gpuType": "T4" - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - }, - "accelerator": "GPU", - "widgets": { - "application/vnd.jupyter.widget-state+json": { - "5d10cfec525e4011975a125c54253d12": { - "model_module": "@jupyter-widgets/controls", - "model_name": "HBoxModel", - "model_module_version": "1.5.0", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "HBoxModel", - 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Google Colab and restart your session.\n", + "You will be able to reuse this secret in all of your notebooks.\n", + "Please note that authentication is recommended but still optional to access public models or datasets.\n", + " warnings.warn(\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Downloading readme: 0%| | 0.00/609 [00:00" + ], + "image/png": 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08JPs3bsfT6o40I7BloN2SikSvsL3FMl0kmQySXd3L1Fk4jJaKzBWYIRAY9Emfq44zw6k8PBU+vU+5I7jOG8oLmDnOI7jOI7jvGRSKpqbRyHhSM+qOPvGIrFoo9FGYkVcGOcpBUIjrEKJuOzV9xVRaJDCQ+sQQVyG5/uKUhhPq5w4bjzvuP5qamoydHV2sGP7DnbsaGFwoEBnVxfFQCOkwiKItEYqBQi0MUTaYq3GWo3WGt+3JJUlmU4zefwouju7aO/sorqmnoHBHIPFEBsCniAwEctfXMaatauZP28B17/zvZx25tnlwJ3jvHy2/PPQUD9PLXqIm379CzZt3EoYGYzQIMAXEiUE2XQKg6Yik2LUyGHMnD2bxuoqnnzqCaw1BEFINFREG4NSCs+TGGsolgIiHfdrtEiE1UyZNIbTTj+F089YyJQpk0mkPNJpSak0yGOPPktPTzfSU0RhHORDSYwFhWHunEnMnzuVefOPYvyEiezcuYff/uZ2tu3YDUIczqslMoIwjMp9LUGX/08YO2Esx5186ut0xB3Hcd6YXMDOcRzHcRzHeXm8FMpahBUYYeMSOvH30jwpFJ7nY61BWEMymWHKlHHMnDaZYcPq6epqZfOW7bS29bH/UAdhaDHWoNEIofCsoLe3Ey8RccaZx1JRmcVqTaEQMdA3xJZNm9i8ZRsPPfIke/a2EmqLKmfkcWSAhcBaQW9fP8uWb6Kmsprr33Y5Z59zImEUsHnjevbtOsTiF55nW0sPkZQEYYhSkoSfIF8osHzZMlavXMnCk0/hI5/4JHPmH0MikXSlss7LEgQF1q9ZxU2//ClPPv4YhSBCCAkyHtAAUJFO48t4mMPw5mbe/s7rOPX0M6msTTDY34Oxgzz62NMkkiq+vsql5JGJM1ONAaMhlfCoqU5x6WXncfFl5zFr1jSs1aA9BBHWlNixdQd/vOke8vl8eRCFwGBQwscaQzLlc+JJk7n2ukuorm4gmUwwcnQ96zdsYlfLPqIoQlsII02gy2Wx5Sm2SkmEkpx13oVUVbtgt+M4zkvhAnaO4ziO4zjOSyakx/EnX8yImx9l56FuRDlrjnLmHEJidRw1EBiMkYwfN5YPfPA65s2dQSIFUVikZecmHn7kKZ5ZLDnU2kffwBBCxNMprYGevhw3/e52mprqOeXkBaSTCSoqEmQrahk++iROOed4zj53Ft//zo08tWQXURhgLfjKK0+6jDOOrBB4XopJk8dzxlknMXLcCKSSjJ8ylvxAyJRZU7jl1vvYunUXFdkq8vk8nlQkPJ/a5mra2jt5/PFHWb1yORdcfBnvfv8HmTBpKp7nv96nwvkXF7d4sxit2btnK7+98Rc88tAj9HR1gxVYIclk0gRhKR7m4iepraxl3LjRnHX2KZxw4jzGTxiPlBmsHaCqtoYp0yaxePEycjlN0k8SaE1kNeh4QnI6k8CEmmzap74uxbAmSUO9wliLQmClwVhDIVfkpt/cybpNOxBCxNNeJeUedRHZVJrRo2uxOkJIiUpmwFP4SY3RJUrFAKQiCKM4WIjEmji7TpQz72prajn7nAuPBCMdx3Gcf4wL2DmO4ziO4zgvmRCCGXNP5/zLzuBXv76bMO5Lj7GGUqABUEIiMfgJhbZxmdykiZOprM4iFVhSTBg/mckTt7NrZwd9vQPkCj6lKJ5UqVSc7bNrVyu//tVtjB49jMkTR6GkxEqLDksExTwvPv8YmzYeIJXwUMpDa00YaoSFyIARioSn8DxIJCGMhuKsJCRCeFRUJTn7/PM59sRjufO2O/nznx9GiBT5QhEpLY0N1WQyPu0d3fQNDHH7rbfz7NNPctXV13Ht297B8JGjiCKJUuBiEs7/i7Xk84Mseuh+fvzD77OrZR9GxFORU0kP5ScQRpPyPRCCGdMm8dGPfpw5c+eRySSRIsTaECGKgEQRMH7icDLZNEFrP4Y4+JZSSVLp+BrwE4JioUQpCDl4aIA7b13EnHlH0zR8EtrGZbeFIGT7zm2s37AbKb0jQ2KENSgBQlqSKUFtTZZs1ic/1EdlVSOlQsCmdZvZuHYj9fUV5AqWQpAjjtOZeISMIM4aFJajFsxl5uzZLiPVcRznJXIBO8dxHMdxHOdlkcrjkqvewqJHnmbbns7DYyGIODxUQhAZTWAifC9Bd287jzx6D5dffjGNDc1YJDKRYsaMCbQe6qWzc5ChvEabAGPjLB+FxBOSndv3snrtdhqbqqiurEAJidaG/FCOgd4ipVCBsCSlYvSo0dQ311FZlaZl1x52tRygFMWltgcOtLFl4ybGThiHp7x4CEZcP0tVbS3XvPkcBvsPcttdSxDCo7o6w86dLaTTSRoaagnDPhprslRVGn78w2+zaNGjfOTjH2fm7PMZMbKSVMoFJRyO9HAzWrNjxyZ+8YPv8dijj1IsRRyeqKqkIpPJkMsXySQT+AlFfjDPtMkjGehbx9Cgj5TNJPxKPN+CNBgdcnD/Dv50259o6+ilb3AQ3/eYMWMSl1x8AUGpxNq1W2lvb2PP3n2I8jTZS998AbPmziUo9WO1wRhDR0c3d9z6EO1dvShPYbQ+8vqliicsF/JFtm/bQ39PFxs27GT48HrygwGbNu6luzePxaBthOdJbBQPqaA87RlrSUjBGWedj+e5207HcZyXyv3P6TiO4ziO47wsQgimTFvIuz/wfr7+5W/TXwrR5YmRAJq4p5y1AqUMvb1D3Pirv7B08VredN7xVFUrSkGR5xa/yPZdPRxqGyIIwji750gPLJBSUApKPPnEItoOrKE6k2XUqHoSiQT1dTVoEjTUV1JbO4qZ08dx4glzmXfsHPxkkqGhHDu2bufRhx5l0ZPLaG/t4eFHn2TqrClMmToLKzUSUX7NAs/3qatN09xYy54D3QShxk8kiAJLd2sfw+rrOGrOMJ5/fiNCwOaN6/n4Bz/MSacs5KOf+CTzjj4e30+8vifGeV1ZLJGOiIIiDz90Pz/+0Xc5sOcAxhgmjx/BvkPteKkkYSmgWMjjK0E2m2JocIjamgyVFZLi0CBWC5SySFVCKIUVUCgOcN+f/8pjj68hV4BTTj2Fa6+9gmnTJ1PflEVoQamkWbd2DbfcfAf5XImxY+rxZJ5FD93P1i07KBYDgiBk994u1q7ZXc58s1gLQqi4x50FJSVSCMII2jrzHGrfgbA7qKtNI6RHvhQQBJYw1Bhtjnz/QsRTnqWUNDY1cfyJJ7nsOsdxnJdB2MPbP47jOI7jOI7zEllryQ/18cX//BD33vcggVWI8p9bEQ+hUBaSPni+whiDUpKkB1JYhBQEgUVrQRBFlCJbHlxR7olXztaTykMpMDZAGUU6JUgmEygPSpFGSI/J40YyZfIwqioTjJswkUmTx1NbX4+fSJPJVPLishf51S9voaWlnRNPmMFVV1/ACSedip9IglFEpsiBlo089MAjPPXMDrbsOoSOLEJI3nTuGVRk4Lklq5FS09dfQCUkfb15osiiTURtXR1vvvpa3vPBjzJi1BgQh2dnOv8uLBZrDNs2r+UXP/4RTzz+JAOFAr4vGNFQw7hRTSxfsxWEwVMeSimiMKS6qhoLjBzWwMITpjN6VBXHnHwqI0dPxPM8pPXo6d3D7bfcza23Po5B8ImPv5cTT5wLqoTRmsGBAoiArVtaeObp5WzfsZ/BgQCtI6IwjAPfIWijy4MpNAJQnocxBqMhbkOpyxlycfDNUx7G6niQjJJYE+fQWgTGQGQF2pSvef5HwA4449RT+cNd97sMO8dxnJfB/c/pOI7jOI7jvGxCCDIVNbzvwx9j47qVbNnVgS7f6AvBkeBdFBmEkOU/F+RLIdYKkAppwQSayIBSAoHA2DhDx1oJCLSJQAqU9YgM9Ocs5IsYVFxhKIp0dm/nxdU7AInnPUdFFqorsqSSPsNH1lBVVUFFVRqL5KlnN7Nq9XbOPvt5LrnsLMaOHUsimSEINFhFUArIZivI5woEQcCSJUuYOrmZE46fxwsvriBf0NSmU4wYmaKjo5diSdLb08dvfv1Llj7/PJ/67Oc4/rSzqUyljgQxnP+d7OGfLZRKQzz0wH387Ic/YPfuPQgpSCQkSnk0N9SSKwRExpJKelRVVlEsFNEYBgdzeL5EmyIDA310d4Xkcl0Y00xn2xBLnn+ehx98inXr9pArRVRXJPnboke45/576O8dpFgICQKL9CSDgzmCAITyMEajlCKVTDKQz2FMHFSTQiKFhyCeJguHs+IU1sZZrb6nygE9hdEC5UmMtWjhEUVx0E9rS1TOTo3j7PHgmXjqrWH6tEkopV63c+M4jvNG5jLsHMdxHMdxnFfMGM3dt/6Ir/z3N+kPLcKCtHGvLiklQph4YqsxeJ6HIcJTMg4cWIvn+aRSSSQQaY2VMDhYIAoi/FSSSIeYSKCkxVqD9D1KoUZIxbjhw0imFf39vaA9UmlJsRhRyJcIdERkIqLQYrD4vkek4yb9wgo8aWmsTzNhXD0LjpnFiBH1bNu0lxeW72TvwS6KJROnHQEV2SS11VmEFAz0FymVSqTSCuV7RJFhcKBAKYyIjKKiIst1V1/BzFlzufCKa8hWVLwuQTtrrQsWvoasLWfVYTi4dzc//O7XePSRRQzlC0gsVRUpQmtIppNIrcEYZsycRk9vP7t27UVrsMZgrKW+ro50CubOGcvM2eMIghI97X1s236AHS3tDOQN6XSSICwhUZSKAVYIpJQkEvG0YiUFuVyOZDJJJpXCT/hUV2RpbGhk2669tLW3x9NgpUIIgZQCrQ1a/32ya2VFiopskqmTxzB8+DCy2UoO7u9gy7Zt9A30g7AEkSaMIAxsHLg7HLY0FikA6ZFNwI0/+SWnX3GNew86juO8DP/UgJ0xGq0NYDHGYI2hs6uV/fv3EZQCBgcHCEsBCIHnKSoqKmloHEZtXS11tfUoL4GUEs/zjuzOOo7jOI7jOK+/oSEY6G3l8/9xLU8uXk1kLQoQKDzPQ+sIiEtkPU+CMEglUEIysnk0V1x5IcccPQMd5mlvb+XRRx9h6+4uSsWQnv5+BgcsvhIkkgpjIiKjQSUIA83HPvh2LrniTLrb2kmnsyhlKRQCBgdyRDqitbWNnTtb2LFjF+3t/YRhSEdXHxGWSBussSgl8aWgujJBOuERactgPmQwF4CNg4zWWnRkSKY8JowbSxQVaW/rQBuBn0jEpYc6Iog0pcAyekQjhaEcx518Ov/1uS8yaer0OPPon6S/v5/f/OY3fOxjHyOZTP7Tnvffho0DVJEp8twzj/K9b32TrVu2I5XCUxJhDOPGjmDvgTYiG1FVUcmkiaPxpWD9lh309OQQeAgR3x8ppfCkYczoJqIgoqcvR76kscZiEISmhK+SCKNJJH3SmSx1ldVIDM3Dmpg2dSqJpKKnt5OZM6fR0FiP1ppZM6excuVqPv+lHxKEFsHfg+dSynLALv6W0qkEc2aP45yzT2TegpmMGTeaZCJDT1cPv//dn/jLX59AAMVQUwwiIiOwxv4fdd9SCjwhuPTSy7jhm9+nrqHh9Tg7juM4b3ivaUmstfEO6MBAH1s2b2TNipVs27YF5Vs6Wjsp5QvkcoMMDPURBIZCoUAYlYgCg5Tl3aJUimQyRWVVFRWV1TQ1D+OoefOYc9Q8xoway/ARI/B8v7xz64J4juM4juM4r4eKCqioaOZ9H/koGzZ9lLauPFBuwB9FcfkrYADPE2Asxlqs0FRVJ7nwstNoaMyCAWunMqwpwTPPLmXR02sptYMQBm0gDA2pVBITlCgUi1gUS5cu46przuOYExaUC/sO976TWEJKhT60lkShorOtl9b2PTyzaAmLl6yktX2AktFEFgqhIeoPyKQMgogghHQ6hY4CtAZtLSotKUURXT09jB5Vx0B/kr7+gCDMI4SlujJLuiLJoUPdjGiuY21HGw8+9Fe2bt3CRz/1aS688DIymYp/yjnxbMjTf/wOUko+9alP/VOe8/WitWbjxo1UVlYyYcKE1/jZ4nscEAwMdnPnrb/nN7/8Bd19/WTTSXxlEUKR8jymjB/FgQNtCM9n9PA6wrDEC6t3EBmBn0hitCbSBinAVwI/kWbf/h5CYwi0jnvDAUnPJ5FIkUz6jGyuY8G8WZx/wbnU1tdQUZGmtraBpJ9CKovWAYmkD1LGwbVcgfXrN5cz8RRRFGCMLfeaA20MlvheyvMV48c3cMxxUxg3YRzpTBalPErFFC0tLRgToY0iCOLXFl/D9vBhQQqBD5xy6sl89svfoLa+/jU+F47jOP97veoBu8MJe4V8jk0b1/HE44/w3DNPs2/vPvK5AsZoTjjmBK695mzGjqwl6ftIpdBCUCyVONTaxabNu1j87GJ27DhILgjIMUhvVxfWWjZay1OPPUIilaAiW01jYzNjxo5hwqTJzJ4zm5GjxjBm3ESqq6uPBO9cEM9xHMdxHOefQbJg4oV89weSH37v22zcvA2QaK3RyLh3lpTkowhhLL4nyaR89uxp4bnFS7joTSeTSKWwRjNzwfEMFTp5/PEXSSd9oigEqfB8RaFQIJupwOg8hTBk46YdPHj/Q7z/Q2/DUx7icLCu3AS/u62FPS2HmDX/ZCZOHcmkaaM48eQTOH/FSp54dAkvvLCO9r4hOrv6sQj6hwKUsPieQkpDY2MlYRASRZYgsoTW0N01QBgWsTaiojpDoVCgVCoxNFRAepZsJsnuPfvIZlJEuRLbd27jv/7jYyxbvJhPfubzjBw19jVfo2aqKznp2jdx4403cs455zB79uzX9PleT8VikYsvvpif//znr3nAztq4cmjzxnX8+Hvf5LlnnkV5lqbaDFgVB+CUoLa2gmlTJrB0xTr6iiW27NxPUNJ4yied9onCAOErktkUnlIUg4BiKaBY0GgsQoFAUFuZpbGhkpOOP4HjT5zHzNlTaB7WSCqVpq/3EGFYIOGD7ymQYVxybjQIi7GSoVyRzZu24Xk+xVIJKA+GsBpPJQhEXNKaUBCWSghCmocPI1tRjRKANGzZvJ1tW/ZQDDWlyKAjw+EyLYHFCgkShBVMnDSBG775XYaPGOHuwxzHcV6BVy1gdzhQ13roAM88+RB/vfc+tm7ZxtDgEFYYjPCQCJSSHDq0m9VrlrK3JU1zUyM1tdUMH9FMKukxaUIlI4eNoeNQNS17DmHDePfV6AgQeErh+x4JJSAYYu/OLrZt2YAV4HmKTKaShuYmJk6cxLSZMzj2mBMZMXI0I0eNIpGISwHcB4fzRna4iP1/vo1faWW7uyYcx3GcV0tiVJLTR13KhKnTueG/Ps5zS14gsHH/OCEEkY6wGJSNe3dZNIWC4Yc/+BWFwX6ufdtV+OU2KM1NY5gxYzz5dfvJptMkUj79g32AJNIB2WwKVRKEQcSf73mcufNmc/yJcxEkEEeyfiQqUUMyVcDakP7+Xqoq6xEqxYLjT2LmrDmcs3kjd991P088vZFiaCjoPMZAEGjC0HDgQEDSFzTWV1JXLUn4PsVCQG9/kVxgoDgI1pJIJCgWQ8KeAsmkR31lllIhz5AMACiWitxxx21s276dG772LeYffdxr2pBfiCTnnf0RnvnRMzz60xuY/ds7gcRr9nyvp8WLF/OFL3yBU0899TV7jsPrrXx+iEceuJef/+B7tLe3MnxYNSlf0duTo7q6CpWIONTWR3t3H3/6y6P09ucxUqBNXPoqRIjvJclmsuTyg+TzOUqhRluFNQIl45LxqooMlekEp528gDPOOZlTTzuDVEIBFm00XR37aG/dz8jR41HKR0gTl4pj8ZV35PXua9lDb3cfQhlSaR9d0lhriIxEG43F4glLNp0ik0iQ9BOkk5ly2bmiu62fO2/7C0OFEkbEk55teYosh7NZLSgBVdkUH/v0p5kwabpbXzqO47xCr0oPO601e/fs4uGH7uUv997L/t170JGJF0pCIKXH5ElTmThxNDW1FVRUVDK8sY76+ioOHjzA5s2b2Lt3D529AyjpE0VF+vqKlEpgrUEbfeS5rLUIBL7vUVmZxPcEGENoDIViRBAaKE8gs1h8L0ltXQPDRo5k2vQZHH3ccUyaOIWJkyaTzf5zyhEc59VkDFirKRZz5HI5BgcGGRoapLOzg9bWQwwODtLW2g5RiWIxR0//EDreZMViSaeTVFdX0TR8GBMnTKG6ppaamhoqKysZNnwY6fTr0xTbcRzH+d/FWsuhfbv58Te/yP0PPUIxEBhr4PDkWK1JJBOAJuF7ZNNJKlOS//7Sf3DySXOxVnNwz1ZWr17HU89uZvfuVhLpNLv2HMCaOGimlKKqqpJcPkf/wCALTziar339UzQ1V2FRhMUiyvcYGuqmmC9RUV2PEB6VFTUYYePm+fl+BvoP8sB9D/PAQ2vp7MozMJgjiGw5k8qgrcYIAEFFKkFDjcewhhqGN4+mFGp2791NoRSQy0eUonjqpiVg7PA6ioU8A4WIoUKAUj5+IkEpV6KxqZnP33ADF11yJarcn/m1EASWn//kV4Rtv2buKe/h3Es+9po8z+spl8vxlre8hV/+8peMGDHiNXkOUx6g0tPZxq9+9iPuvO0WskmfiROayOXz7D/Qy5TJwxkYyHGwrYdiIFFSIqRBCYW2miAweL5HdXWKwVyBgYEi2sblqGiNlPF0ZCEUqaSipiLJuWcdw3kXnMzc+UeTzTaVS3EjrLDkhgbQocZL+KTT2bjMVWqMtvheCqtLbN68nh//8CZ27u4iXygiJYSlEISgVAoJIoMpB9t8X1GRSnD0vJG8631XMG7yJKxJcdvv7+PW2x6gpKEQaLSJg49Wx9ezlBKBJKksb7v+ev77q98hlc68JufBcRzn38krDtjt27Obm278Oc8+8RSFXA9hGJDPB4CPFTB8+EjOPPU03vaWM6hvyCIlCCGRQqCkQAhLEARs2bCCX//6Tna0DNA7NEQxsmANUojyyHAwGBSC0SNGUV2Tpbevh46efnQUkUp5VGbS1FfXYdC0dfQzWMihbbzrI4l3cUGSzlQwffYcJk2dwoknncTkSdNpbGqipqbWBSqcfwHxJXm4t0gYBvT19dHX10vroQOsWbOGlpZdtOzaQU9PDwN9/ZSKRUqlIlEUIqQAI6jIJPB9n/7BPELII7usQkiwYAQYE5HJZEj6isrqKsZOGMesmXM59vgTmTZ9Fo2NzaRS6dfzYDiO4zhvYMZYDu5r5/bffY0/3vwnSpHGTyYJgwgdaYSwSAkISPkeSV8yrKmSc84+GmPzbNu2DyUS9A9E5IoFWlo6iIQlKBmaGxvp6+shmU7gqSTdPX0gBKefMpthjYqezhzFYpFMJs3AwCCDAyXGjB1ORYXPsBGNRJGlqipNe2cnpcCyZ3crXd2Glj2H0CjCMB6SJoQg1GF5I9gnk0qgTUh1VQ0f+fC7OW7BFNasXUNLyx6eX7KC/qESUWTJDRXJpDOMnziKzVu2oI1Ch5qpk8ZRWZXk8WfXU11Zy0c/+XGuf+d7qKyqfs3WoX97ZA8Hnvwu8y+pZcEp33hNnuN1MzRA9/Lv8P5freUPf7iLysrKV/XhD6+fjNHs2b2db3/9Szz15DMkPM1lFx3Ppg17KAWSweIQQ8U8pbxBWBAeYKGurobRI0ZRW1NL04hGlixZwb59+8lkUgwMlSiUSmAFfsInDMIjU5STnqCuqoJ588cxddoIjjt+HlImkSrJrp070ToiP1TE9xJs37aDbDbN4EABY0KamppoaKwllx9g9doWnl+6FWM0UkmSCR9THo5ijCwPBAQpFULacvDcp7pKMWJEHcVCwJ5dHeQjSRBqSiVNhIiz7MrHRimFQDB53Ehuv/t+Ro6f8qqeA8dxnH9XryBgZ9m4YSWf+cSn6DjQxtVXnM+UKYKf/+oe9hzMkfSrue6aN3PxpScwemQ10lisiKeESVlejFgLViOEoe3QRm76zZ08ubiFwaKmGEYoqdBa43myvMNpSfoep518LO99zyWAZfvOQzz77IsseWE9Jgo4+5QTedf7LmcoF7Bl2y6WLV/L2g3b6enrQwFJ5VFfX01XTz+DhQCURzZbybjx45kzdz7HHXcic+fNp7GpiWQy9WodZ8f5B1i01uRyQ/T29rBz5zbWrl7Jjh072L55K52dneQGhgjDuKxGSoVSEogXTPEaP/5VSg9PSbLpFPUNdTTU1zF56gRGjWpiWFMDnucx0J9nxYtrWbtuPa1t3VgsQXmCXyKZoL55GNOmz2Tu3PmcdtpZjB0/gUzGZd85juM4/7jD67fcQCc//Obn+dOf7qEYWEBhtEZ6ijCKg2HVFRmqK3w8ISmVCoShQSgfbTVWW1JJQT6vCYwm1BbPU1g0Egk2XitqHWKNQHoS4cXPbYmwRoCNgwpYjZQGqRRYGw+SsCCFJNAWawUaixIeAolSktqaKhAQRaV4qICX4v0fvJ7TzzqBbDaBtYqg0MPGtSv4871P0dU9SFtrBz09g0yaPIG9+/cx2B8yc+pYBvr6aG6uZFdLLxXVDfT2dnD0Cafzpa9/4zXra1coWHbteJ6dy+/m9LGfofqcka/6c7xeCrkHeeDPn6Kq+Vucf/4Vr8pjHrk5snGWZamY45G/3ssvfvZDWtsOkE76NNfXYaOQTDZFZ9cAvX0FkqkkNbUJkokkQSgYMbKBiy49i6MXnEBdbTWRKbB61QZ+9uM/0NragZ9KcLC1G4xAKkkYRRhr8X2fMAqRGJK+xBeSigoPEJTCiFIpRAhVHvogMFaDMCRTCYJSHAj3fUlS+eSDEpE2JFUSgwVjkUIQRRFhFAek4+F9EiFtPBAGjbIgpMBYhVKKSOu4h2OoCXRcRcWRzWCBJwXvfvf7+MJXv4nn+6/KeXAcx/l397ICdtZaNm1cwSc+9AHa9x3g7NOO5pxzj+KxRY+z6KkdlLSgOlvLZ/7rembNGIa1kvrakVTV1IIQCAzWGgRgdJHBoQ7WrnqOG3/7KNtaBoni9g4giHvWKUkyIclkKlCeRxQFNDZWMHvOJI495ijGjhvB/n0d3Hrr/ezd18N3v/UpZk8fjxQQaENrWzdr1u7g0UVL2LZtN5GOqKyMP0h6+wsEgYn75GFR0qe+uZl5CxZw0kmncuLCU2lubiaZTLlAhfOKHb7crIhLVLWOyOVydHV1sG7NCtatW8vWTRvZ09JCd1cXRpu4fAhFHI8zeEqS8ASphI82hnwQxf1HjEVKhcXgewlmTm3ife97K7NmTqWmOo3vKaw1BGFAIV+io7udF5au4w9/eIzOvkHAIqRCeYr4VkWijcFTilS6glnz53HhhZdy1lnnU1tb564Hx3Ec5x9mraW3u5WvfO6jPPLgU0RCYo2O119xpSHptEdtTZawWEBLTVQQeEpQiDTD6qppbqpgz54OslUpWjsGCHUIVpBKJAnDiEQiQSaVoBjEGW5K+XELiVIBY1W53NBgy5MssSJ+bhnPksVYQmOwApLJJFbHJX9SSqqyWdJJn2kzxrBl63bmzzuOz3/pozQ21cRDBoyhq3U7d995B089v42+vhLNzU3s33uIocEi2ayPsIbhjdVYa5gzYxw7dhzgpDNO5Pa7HqSrL2TunLl8+RvfZc68o5FSvurnICiVWHHHd1i8TfK5b3/hVX/814O1lvvv+zKLfniQHzz4U7J12VfncSlPP8WSG+zhpl/8hD/c9DuUNDQ1VCCtQKl4yuuhQ91UZBOMG1PPwGCBvYcGsJ5HwpOMGl7DOecs4PyLLqG5cSRCGAYG+3nkoWf5wQ9+jZ9MMDgQUSoFhGGIUJLI2rjc1JaDaeX3qhQGX3kYcbhFkEVYg/IUxsQbuEKKeBiEBSktSgp8zycKQ6y1GHO4giMOskklgTjLVclySyFrytUYBotBG4k1lkjbcluWeJUY39MJdHlabmXK50c//TkXXXHtq3IOHMdxnJcRsLPWsnPHNj7+wXezfetmqrJppIBIa4qlkEgbhLEopUilFMmkR1VlJR/6wDs48YSZDOX6GMwV6e3v5uChVnZs28f+3QfZs7+d9p4cOhBIJQADJi5FUEoxZuQo3vWua5gxczzGRrS2drNt2272t7bSN9CHIg5ErF6zk4kTx/LpT7yDqeOHo1T5w0dIQmPZt7eVRU8uZ/nqdezZvZ+kJ8lm4h4Lbd0DhJGOd4OFBunR2NDIgqOP47wLLuLYY0+gtq4B3+0aOf8Aiz2yRRsvgCyloESpWKSnu4N169awZuWLbFi/jn379tLX0x3v5JY3LKWUYOJrTilFQgkSCYHne2itKRQCSoFBGwHCIOMnRYg4K6C6JsHUacOpb6iiqbkOYWGgL09HRz/FoqFQFBgrCAITB/pCjZCS/W37CcIAU+5LgjUgBNZKjIVps2fxzne9j/POvZCKyqrX8Qg7juM4byTWWg7s2c5/fvh6Vq7eRmTjtidSSpRSeL7E8wSegMhoaqor0EEJS5KJ40eT8DQJlSQ31Edbdy89AwVy+QDPi4NxURghEFRVpYm0Jl+I8DwPTwlqqtJEUUQp0EgpKRZLcXsICYVigNEaYwSRNQglSSQSRMUAAaRSSYY11SNsQDIhqW8cwbve81YWHD2ddCaL1T5h2Mudt/6EO+94kfa+IrlckYqKDAJNsRCBjRjWXENVhU9+MKC2IknjiHo2bmnBCJ++wQK5nGbsmLF87ks3cO6bLolLFF/VzTHL/v3b+cIXvsl3v/tdmpubX8XHfn3sXrWE73zi7dxw/XcZ/q4r4FWY3xG3qrNYDHtatvPtr32Rp59+Ck8pRjVX4yGwRiCUJeElqKxOMDBUoGVvF31DRRJeGmOKJJIp6muqaGpKcsPX/pOZM2dhjEDbiM72fm782e954OHn8DOKVCLBoYOdGKvQ5cqJZEKSSibQRhMZie9JpI37zYElijTK85AyrkDylUc+X0R5klw+RNuQlOfheV45WGexNp7YbMrBQCUlSoHnx4MBs8kkUyaOp7W9m31tnXEGqxFYBIVCiDbx0tbKw9mrMSVg6pQJ3HXvIzQNe216CDqO4/w7ekkBO2stBw/s5WMfejdrV69GCsgkMjTWNdE8rI7+/jZa2zoZKgTxgqmyglJQQkmPUSPqGTGyGd/PMLx5JKNHDaeqqoIRw+qxeoit21bx2KPL2NHSQxTp8gdCPAEp4Sc458wz+czn3kUyIRCAEhZjBEZKSkGRnu4etu04xJZte9m8aTvd3V0cd/wMTjt5PhPHjyKZSKKEwAqBFRBGhmUrNvPgw0+zetUGfOUzdfJEps+ewJo1W9i8tYViKYgXSsIipU9j43BOP/tczjrnbOYedQwVFRWI12AH1HkD+/t8e6y1BGGJQr6flt172bBuLevWrmLPnhb272lhoH8ArEXKeMFjjD38T/ETPrVVVTTW1dLT00MxLJIvBkRhhJQKqXwSngdGM5QvEJTiCV9SiXghhUQKiVRxyYQnJGPGVHPuWWdx9LyjGDlqBFU1VQghEEqBFeggIIg0d975KI8tWkx7RyvGBhhj8H3F5AnDqa1p5uChTg50dLDw9LP4zH9/idGjx7tsO8dxHOcfYq1l8aJ7+d7Xv8LmHS1ERiKIS+78hI/AUFNVQWRCGhuqETZCCZ8vfOnTTJo6iSDoo/tgB3fedSsrV++mdyhiYCBfntCaRIchngeJVIJcPiSfK1GZzXDJZafS3FxPMFSirbWVoaEciAT7DuymsztPYAS5oRKRMXHGnVJ4SKIwxPMUlVmPlJ8glajhc1/+BCcuPAqBH0/aDItsXrucn//kd2zc3cFQTpNMCqLQkEom8RM+hXyI71s84fGOt1/Hjs1rWbVmLVb4jBxZT3d3Ly0Hu4mMor66jg9+7BNce/07X/WNMWstD/74uyzv6uTrX//eG/rzO4pK/PRLHyNbM5H3fOpTr8q03cO3RToKWfrc03z7a19g67ZtVFZlGFZXTSmfp6GuisqMR11DJS0H+9i7r59coYQRkC8VsUaT8pNUVlXQ3zdEJuNx0flH85a3X8mosZPwPB9rfA7s3c1DDzzBvfc9RldvL4L4WgijeNCJUIAUhEGAFRIlDElP4SuFVJLKbIrKbJLmYY3U1lUydvR49rQcYP3GLew50EUkoCIRV2gcOc9WUQwChAClPASGZMJjxPAGjpk3nTPOPYUJU8ayZ1crP/rBTezYtSfuJW4MQWAxNt6AtvGDHln2VmcSfOKT/8l7P/JJPM8lNjiO47xavJfyxWFY4off/RprV67Gk4LaiirOO+NUrn3r+fipQe684y4eeLgLIRUCD09VMP/Y45kzawbz505jzJhGMtkEvh8HE6zQWKvRQT8mOsCqhhS79ll0qIl0vMMlhKCmMk1zYy2e5xGPnrCAh1ASBWSSWVLD0gwf1sypJ88jCEu0t3fz/JK13PT7h7AYFsybwNHzZzJ18oS44aqEU46fwfHHTGXbtv0senw5zyxejhFFrrnmXNKZLA89uJgVKzfR0zeAthFtbQe449bfce89dzF+3EQuv+rNnHzKaYwbN7H82px/T+UyV2uxBoKgxP79e1m7ZhWrVr3ImtUraD94kEK+gDEapSCT9Jk5ZQS9fUN09Q5gUTQ31jNtynhmz5jMlGkTGDt2BO0d7dzw5Z/Q3ldi4rjRHDVrEvPmTqehoZZSFPHnO+5nw9YW+vqKGAuiHLCLyxMMEp+EhMb6DFdfeRoXXXgulZWNcZ8SFNi4PBdrEWkfhOXDH7qCyy47k8efWMmf/nwvbR0HiKKQSZObeec73kx/xxC33/kwzy9+ig/vaeHLX/s28xcc95qU7ziO4zj/uwghWHjmJYyZMIM7/ngTf73vXto6ezEorNFEUUhPb1/cH8vE/bsqsxl2b9/BjKOmUlHZRHVFDde89Wqkdw/PLd1BPm8p5DUJH+rrq+np7aGQ10hpqahMUyhEbFq/nUs+/zFmzZ5NoVBiYLCHZNLjqccf4qG/PM2eQ4OQ8QlCSxRFYCzKB8/zqEinsBbqG+pYMH82o0bVMdDfTbFQItffx3PPPsayZZvJax/lK8Igj6eSaG1Qnk+xWEApQUN9LUSGUWPGseCYsazZtIGBwYCMJ5g0bwIV2TRb93XT3dfNd775NXZs38EnP/M5ho149frNCSGYd+VV3P3Wt9Lz/PPUL1z4qj32P9vOnVtY29LFpz/34VcnWAdooDDUzx233Mivf3EjuaF+ho+opTLtY0oBo4bXUVvt0949xOpnD1CIBI2NtRhrSCZ95IClFIaUIk2hqw8hJOFgwP1/XcqK5ZuYt2Ayp5+1kNGjxxJGIbOOGs/jizLkigEGw/CaKlAZ9h86xFAxwIQWYQxCQmVVijGjGhg9fBhz5s5g4sSxVFalGTl6FKlEBj9huenGO3jo8e54BShEXO0hJEIKrLYEQYnIgKc8rIkTGUaOaOSsM2Zx9Vuvpa6hET+l6O8eoDDUjxGCUmgItEXI+F7HaB0XYMh47VtXVc1/f/q/ufy6t7hgneM4zqvsH86wM8Zw3923csPnPkfK9xg5vI4Jo5uZe9RIugYGeeHF9ezc3UWxJEgm0lxy4eVcdslpjB1bh+/Hu5Ra6LhkzxoQAb39h1i2bDmbN+1gxYodtLblKYURYajjDxEsmUya8WPquPrKa7jo8tPKk17/XmL499/HfRakFFhbfh5jKBRLbN+1n+Ur17N+4y6aGms4/rgpzDtqGpVVFchyrzyD5dCBPm7/06MsXbaGk0+aw8UXnUp1ZTXPLVnPXx9ezM6W/WANSsXPrY2lrqGZc8+7mIsuvZSZM+e4Xnf/Nv5HkM5a8rlBtm3byooVy1jy3GK2bN7A0MAARsf9T5QUpH1JOpkkCAOCKCKhfCZNmsDcuTM4+aSjGD92JNlsCulJEIa167bxs5/fRlVtDW86/1TmHTUJIULa2jvZvGkXTz/9Itt3HsSiCEONQMY7/dpQCkIs5cEU1lKZkcybO5Jrrj2X4487GymT5Z3cuMzh8Hs2LuO1SAuRtdx+x9/47e9upX9okHRSMXlCIxXZFF3dQ/QOBPQM5Kipb+TLX/sOZ5x5vgvaOY7jOP+wKIp4cekz/Og732DF6rVY4SGMxhhDwlcMa6wDG+J7CUYMr+E/Pv1hps+agicVpeIQzy/5K3+9fwXLV+9kcDAeyJTyfZQHUQSpbIJCvogxPsmk4C3XXcz7P3Q96VQWiwZp6Grby4bVW+jt7+aPf/gLu/cPAJBIJMhWJPAUJJQknysydsxIjp4/g4SKyGQVhQAamkawfNmLLHtxB4lUhjAq0dbWE2e7W4ufSOD5EqylubGB6qokzQ0NJDzDcy9sQijFsLoksyc1UVWRYNmmg2zf10cUaLCSo487nq9/+3scODSHc855ddaX1lruuON37Nu3m8985utvyM/uICjyq599lWNOuJATTjjhFa+9rQWLoau9lV/99AfcfsttJBOWsWMa6ekboC5dwbhRFZRMyO79AwwWDFpD87A6RjTWs3HzLqyAYlCis2eQKBIoGQ+skAjSyQSphEd1VYYJ4xoZM6aeVCaDQNKyu521G7YylC8xZdJI+vrz9A8V6ekboiKTJZ30kNbSUFfFeRccw3kXXsD4CWOQxEPGrIW2Q/v44fdu5LHHVtBXitv7JJXC80R5NoRFW4OOQMedTpBWUFmV4ISjx/PRT76PqdNmIaXECsNtN9/Jr39xB7nAMJQLKUbl9inWxqW0WARQVV3Dl77yda6+7q1vyPeR4zjOv7p/OGCXGxrgPde/mcGONo6dN4q+gW7WbDrA4EDAYCnCGIuvBJ5QVGer+dpXPs9xJ0zE6HJQzYJBo02OrrZ9rFyzjof+9jRbtnaTKxgiUw4UIOLeWQiEhGwmw/DGKt7zzndw1nnHEH/sWZBx0OzwxFmLLTdmlVgsRpv4VxMiJCAM+aESLbsPsmLlJnbt2UNzUy3HHTuTaVPHlfvYWYzVbNi8l9/+/i/sP9DKVVecwTWXn00QWNZs2M0DDz7L6rVbCIKQdNJDSZ/e/iHSlVVMmzmby6+6htNPP5O6unoXuPtfx/L3q8WSz+fYumUTixc/zXPPPM3OHdsoFPJx+0VhSHgeE8aOYuL4ZoYG82zctA0jk8yYOpEF86Yzd84Upk4ZRTqTQUoFWmOkJVfMseyFtdx0070ce/wcmhoq6egcorNrACHj91xTUyP1tTVgInq7u+joaKenb4hDrV20d3RRKkXlQSoKGYfkSCUSTJhUwVVXnckpJ51CbU0jyWQGayUi7oCHRRAERUqlQTq6elj2wmpuveWvtHcPYoxBivJOrbUYa4kMBBpqG2v4xMc+zVXXXU86nXXvfcdxHOcfYq3l0P5dfObj7+e5pSvQxouzlXxJTVWWoJhDG0ldVYrzzl7Ix/7rw1RkM0RhidaD23j2ySe45a4ltLUXiKIQtCRbmYgHNknIDeYAn5KOGN5Uw1vf9iauf/tbyWYySGvRwqL1EIsevJkbf/40+zqHGMrHrV0qq1MkPUvKT1BXV8dJJ06ht6vItJkTCKMc61bvwk9m2L57N/sO9BKFhmGNjXT3DTKUGyKMIpA+xkak0yka62r5wPvewmmnnkCoC6xctoLnnnmB5avWU5lKMGlcNb09AZv39hBqSymICLVhytQZfPXr3+akU05FqVenomNwcJCvf/3rXH311cybN+8N97n96KMP0rJlMx/4xH+9otduoBytM+zdvYUvf/YzPL/0BWqqksyfM5YgV6RUKpHNJuntKbL7YA8z5s7izNNPJAyK1FdXsWPbLu75y2MMlEIGc3nicRDgifhcpRIeqlxCWleboTKtGNXUwOhxw0j4Gfbvb6Wzt5P9BwZIpCRSKto6+gkjQzqVxFeSRFLw0Y9ew/nnn0tFdQUJL0X8bUuKhQK33HwnP/3JXeRDTWQ1Cokv40EUCNDGEFqDMQKBRGLxhKC5qZLrrj6Fd37wfWQyWYSIWLl8A//1qa/T2VmgGAYEkSGyojxkIv4+FJba6kq+eMM3ePNbrnfBOsdxnNfIP/ypv27NKjZv3EBNRYJHnm6npz/AWIsnwJNgFAgRl+Bl0vX4fpJIa6CctSMsNiqwZvUz3HnHw6xe38FAQWMOf4053BPhcCAu3v0phSU6unt5+LEHGCocYOHJJ1JfX42IBNZCJOIdHotFSAi0PrL7c3jymK88pIRsJsGc2ZOZM3MCfQN9bNy8l8VL1vGXB59j8qSRnHjiHEaMbGTenIl8/5sf4qln13LbHY+ycfMuPvnx6zjl5GmccMwUdu3p4I+3PcSyZRupqkwye/pYNu/czfLnn2PVyuVMmjKVt77lHZx59rk0NjW/4RZBzv8pjmnHkbpiscDOHdt58onHWLx4MTu2byKfGyp/pSDh+TQ11XPMMdM568yj6e7u4M93L6J/IOS888/gogtPYcLo5rhPjxRYA1IYSqUhDh5s4/nl61m8ZC3tbf1UV9VQGNKopjqOP2Y248ePoKYqS8JX+EkfqRIARIFhcGiIffta+eUvbqGjo4eEH1/awgqEFOUFfkT7oTy/+c1jPPjAKqprM0yePIYZMyYzauRwGuoaqMzWsG7dJv5w813s3HmAoaESBlAyzsTz/STZTAqBoFQMKBZDBBH9Xb187es3MFQq8aEPfeKffYocx3GcNyghBCNGT+TbP/4lX/jUh1j83CpKkaFQiih1RySTSZK+QiiflSvWs2ndFo4+fh5aS+qaZzFx4j5qMivoFgVUIv5ctFaQSvkYbdHJRNxiJVL09hW49Y9/w/dTXH3tVaRTSXQ0SEfbDlav2EVrT55CKUIbgdYWO1iipjpJcajIUL6dWd3jOebYGYTFEvv2dlBRWUlPby+5wZDqykp6+vro7usjkfCo8bPkcgWC0GKMxGqDLyRjRo6geVgdRsHFI4Zz9NHzeOCvi3h+6Ro2bN/LmGGVTB1Xx6GOIXpzEBZDtmzdxic/9iG++o1vc875F+K9CsPPKisrecuVV/Kzr32NX9599xtmoJq1lu7ubp555lk+8IH3v+LHwsb9steseIFv3vB51q1dz7jRtYwf00RlRhGpJN09ITv2dIHM8t4PvZuLLj6HbDaJsdDV1slf/vI3qmpr6TrQFm+s2ngbNNQGpcAajVQ+nucz0J8joSoZyBcpFvNUViVZcOw0Hnuij2JYINQJslkfrS1BaAh0jmTCoy6VYemSpcyYNY6RZgxNDaPASiKrefaZZ/jjH++nEJaQQpCUCgkoYfB8j0jreHqsKfflFuAJha/i19nV1UchN4SnkvhJydbNLXR35wmMIdCg49pXsBpLfM36vsc73/se3vwWl1nnOI7zWvqHA3Z9vd0UiyX29xeorqjl+AXzmT1zIo0NWZYsfZxVa1rAJDl94Tm8+32XMnp0bVxuUJ5CpLVGR4bBgYBcwSOdTmOFIQjD+O90nAVkrcGU05iMNegwJNARL6zcwrYd+3n0iaVMnT423kW1SVCKIIyneEVRyODgEKWCJpFIgFQUCgXqaqqoqsyQrcjSNLye8aOG0dxUxeyjJjH/2Gn09RVZunQdv7zxrxSDIU45cT4nHDONs86YxVFzx3PTbx/mK1+9mY995BqmTRnOtMnNfOUL72D7zkM8+dRKnl28kjDQJD1BGJbYsXk9X/3Cf/LH3/+Gy998HRdedDEjRowCF7h7QzhcFgrxTqLWEXv37uTppx7nqUVPsGXrFgb7e4iT0uJzWldbw7ELpvOmcxYycXwzW7Zv454/P0x7+yAnnHg0F1ywkLGjm/CkKj+2oVgqcaiti7XrtrBs2Tr6+kuMGTmGqy67jIkTR9BQX0k2nToy3SsO/Hrx67ICYeJMVM+X1NdXU1dTxTvefg3f/8HPOdDaEZcslBdmQoSMGVnPMXMnMW36ZMaMm85gwdDe1s2qZbt5pGM5+UIO5Vu6O4do2dOKNnGWXnwoLL4vmTm1mXe/910kElXYKGLNqrU89fRzdPQM0NU/wG9+/lOmTZnJGWed7QLVjuM4zj9ECMHIMVP46vd/yQ3/9RGeeGYZ4B2ppEh4gkgbugcGuf3Wu6hvamDspPGI0iChKZHK+kyYNJJ9B7oITQljJaGOp816nkcUaaSQBFrT059j0WPLmDFtImMnNtDZ1sK+PS1s3tXJYL5IoC2htYDE8xRV2SwD/YMMFgM6+gaoHzYSdMi+tgO8uGIjbZ09WDJkK9MkEgmCUkQy6ZNKpmior0NiyQ0NEUWaEY31jB03gUgbTJDDWo+RY8bzzve9jcnTx3Djr25h/c4OkglBU20F2kQUSkUibdh/4BCf+eR/0N7ewUWXXc6+ffuZP3/+Kzrus2fP5k0zZ7L4qac445xz3hCf29Zqbr/lpxw9/1jGjp30sl+zLa9vorDI3x68n69++csM9fdx4rFTSEqwOqCzq8T+Qz20dQ4yfNRIPvSRt3L2WWeS8BIYbRHKp7qmiEok2H+wlTCK12VYi+d7VFSksERUV1WT8JJ0d3cjVYJcoUSqoNi+4yDjJkzkxRe3sGnzPoJIkK2Anv4+CoHGWJA2Hg6RGyqyeXsrf/jt3bzjHdeQTqRJpirYt28vv7vpLrq68xhdLnX14hZBnicxNv69jkAhkeWMO6ksiYSHEJaRoxuxtjw9uaBZs2I95UG08fdTrmISIg7MCSynnX4K73zPRxDiVRjL6ziO4/xf/cMBu6GhQSySYxYcx/VvvZBj508mnVV0d+9l394X2bjRY1jjJD7w4asZOSJ1pAF/3BPCYjUI4XP0sWcwfsJ8Dh3spLurjQMHd7Po8RV095UwFiIjCCMdB+2EF/esMwKrfIqBR2tbicGhAzQ3NzN6TD2N9dU0NtVjtKG+vpahXB+ZdCWVVVkqs0m01hQKeUpBRG/vAHv3H+LOJU8wlM8hpaKqJsOYscMYNaKJSy85kQf/8iQ//vGd/K6qhlmzRnPu2XN559tP5YVlO/jGt3/HW669iHPPnIPyNdOnNTJj2sVceuFC7vnLU9z/wDMUc+D7Es/32L93Fz/49le4+84/cvGlV3HZ5VcxaszYN8SC6N/V4ZJXazVdnd2sXbOaRYse4fnnnqK/t4/qbBIdFBASpPCZOH4UZ5++gDNOW8DoMY3s3beLX//uDjZs3M/pZ5zEZz9zBk0NlQgk2kT09PWxY2cL69dv51BrL7khy8RJY7jm2qsYO2okNdVpsBpt4p50xioiLREyDh8eWSxJeSSwbcsLKmstTcNSTJkyjN7+IXoHBlEYlJQkPZ/+wTxGhtTUpxg3aTiZdHU5mH4ypZKhfyBPe0cPW7fsZOXaTezY0UJrWzvFYg6p4t6RXV09dHTt5PxzLySTrGbihGGMHRln5T2/YitdPX1899tfYdKUqYwdO/Z1OIOO4zjOG5EQgtFjp/C+D3+c9Ws30NaTRylJbXUVhaF++ksBI0fUs3fPIe689U7e8o4r8ejjvrsfoLc7JLQFQl0oZ8gFKClIeQopJOlMhmBgEKwhCDTr1m7lm9/8EePHN9PV1cPefd10dpcIAo2VAlPu8VUKDIc6+jBaUwwsq9fu4MLLLCecMI8dO7ZhQzA2QW9fP0P5ITKZNAjL4FAesJhIM2XCKMYvmEUylWLy1ClU1WYxQtDT00cqU00iHSFEyJQpY1gwdyr7Dw3SN5TDmDw1mQTDqiVtOk+IpL2nk29+/QYG+vt4x3vf/z82817mMU+lOP1j7+PTH3kLTSNGMGvWrH/pNaq1lk2bVrL5xee45KwrX2GwzlAq5vnDb3/Nz378PYhCzj3zaBJ+iV3b2kgkJTv3dtKXk9TX1XHWmcdw1umnIlHoKMJLSCwBA4PdNNRVMHXCKPbub2ewFCGwKCHBarLZNJl0igMHWsFaQq0pBoramkqueevVNDVVsuiJ5WgbNzAZyhXQJk5asNaitSWXK8R9Gw8NYKL93HX3g1RmFVVVVRw82MuuXR1Exhw5Hp4EzxN4ShKGEVJ5aGkRYYSSEukppLBYDFZKtm/bx5aNGxk1ZoA9LYfYsGFLeYCZjUvLOZxzIEDAsMZaPvXZL1Pf0PjqnFjHcRzn/+of7mF32x9/w3e+8k1+8I3Pc+xxoxnKdfHk00/z6KNL2bWrk1zR0Fhdx/s+cB1nn3k8qWT6yAeisXEDYWs0VoAOAwYH2lm1aiWP/O15Nm/vIl88/LUglcT3POqqqmhoaGDSpLFMnjyZWbMmUVuTIZNJkk4nUF651x3ySPP/IyPGhS7/XbmtvpVIoUAaotCQD/IMDubZ3XKQ55auYfnyDXR29YAJGSyUCII4OJJJK0YNr2fO7DHk8iXWbNjDddedw9WXLCSbTSKEB2i0NTzz7CZ+8av72LWnDd9TJJM+1ZUV9A/mCLRmzOhxXHHVdVx65ZsZPnz4keCL8/qy/+OnKArZu7eFRx5+kEce+As7tm8HoxkzqoHm5mraOvrIDYVMmTaWC845jlMXzqG6MkWhmOeBh5/i3nuXMWPWdK6//k2MG12PiQx9A71s2drC2jXbOHiwn+raBubOn8bMqZNoasySSiq0AW103E9OKIQoT1K2/B+lBoeDc/9n+UH8XjXasHzZMv50119p2dvOobZeovJCy/c8hLQkfEljfZaFC6ezcOHxTJwwhZrqBnw/HQ+hEMQTzSJLX1+ezZt38vDDj7NixRp6hvoAQWXG57jjJnLKyccworkZHYT09fRy6EA3+1p7eOypNVzxtvfyuS988VWZ2uY4juP8+ygVB/jEe9/MokVLSabjtaQxGrBk0ynGjGpieHMFHZ0d1NZk2L+vh0IJhvJFiuVyVqsgjCIq0mmksYQ6ItIarTWRjteZoEFKIq2xWiLs4cb8YMq9uhQC3xP4CUWhWGR4UxMf+MBbufTys9GlAZ56/Fl+/us/oW0ST8VBuLiUUeN5Et/3qMimuerK83nr268lnU1jrcH3PbCKfL6LYr6X3TvX8djDS3lh+Q46uksM5AsYa8gmFNPGNDNYDGjry9PRO4QUikwyzbve9R4++ZnPUlFZ9QqDbIZVq/7GH29+hG99+7tks9lX50S+Bnp7e/n973/EvHmnsXDhwria5iU6fL8wMNDDz37wbW67+RZ8JTnn9Dm0tx8i6ym0sixZtZdSyVJRkWXq1NGcc/YxXHDhudTUjwEMSkZEQYiUir6efrZt3caf7nyAZSs3EGpNqWjQJkIphbEGvzw9tVAsMmx4Pe9751VceMn57NiyiW9/83fs3tdKMYzwpKAUGcIw/Pu9DZQz3ARKCBJS4Pvg+QKtFaUw3mi2JkLK+D2bTPgkEkl0GBJZQRjFw/nifsSgZJxcYIlIKp/RI2sQQtLTP0RXd5zVWQwMoY6zL6yw5bUpXHn5xfzol79HqZd+/B3HcZyX5h8O2D3x2EN86sMf4ZI3zUeKAlu37aelpYtSyZRv8uPAWDKVYvr0cSyYP4MzTllIbUM1wmgiXWTfwV2sX7eVPbsPsWnHAQ4c6KYUxE8fWY0vFZ7wmD5lCkfNmc4xR89m7LhhVNdVxlOLrAFxeLhEPBXJmBA/kSgPqgClZDlwZ+NJsSL+d8aY8mNoLAbKgRBjLEJJunt62bZ1D3975EmeXryOvqF83JhVSrAGayChPFRCkUxLTjtpDtddexYTJowgnUxgrUAoy66WNr78tZtpPdTFmacdw8aNu2jZ30nSk4RRhLaCseMnct317+Ciiy6ntq7uX3o383+zI9l0GIqFItu3bebeP9/Jo397mK6OdqSNg2KVlSlS6RS+73HWmcdzwTkLGD9hFAklMSZi4+at3H7XYwRBkuvfcT7TJjfR15tn/YbdvLhyE23tvYwfO4ZTFx7L5EkjqKnOEkQB+WKJQqFIsVikVMozmC9SKhqqKyrJZjIIYchmk6SSGaRQSKUQUiI9D096YC2R1gwO9HHgwEG2bN7O6lUb2bm7je6eHPliiDXla1MKDjcettbiSUlVpc+wYdUcfcw0Ln7TeYwbMwXPTyMR6PL0ZCEEpWLEz39yKw/97WECHVEMDVFk8LyIimySdCpBXU2K2poaohB2tnRBup6/LXqSmtra1+38Oo7jOG88xhh+/LWP8rvf34bBjxvkK58wLCKFxFOaupoMpWJEIbToMKK6No2JNJlUlsH8IANDRQwSiSDp+QRhgPS8eC3oKYaGCnEPWV9gjQfEQ5WkkIRaY6WMG15o8JQgmfIZyuWYOnESn/v8+1iwYD6JpGTdqmf5xEe+y2BoGNY8jN7ePvr7CuXN4wgpYNaMWfziN9+jrj4J0d/Xo4V8LyuWPs3qtZtZtXon+/YN0Tc0RBTGPaELUYCSkoQwjBleh/J8uvpzlCJBb3+OhPJ569uu57NfvIGq6ppXtJYslUrc8Y1v0DRvHhdceum/5Lq0o6ODe++9l7Fjx3LBBRe8pH/793lhcUuSnu5OvnnDl7jvnrtpbMgyY+pwutt7SKUyBKUCW3b0UAS0DkinUyw4aibnnH0iw0ZUMGHSNLKZNLV1VfheqnysIhCW7dsO8Kfb/8KqdRvYvHUfQaTxfb/cuicOuFksF513It/81meRnmLv9u1861u/54WVG/ATKSQWjaRYLB3p0X3Y4c1aaS1SxG2EpLJEgI0sEoPn+fE9kAAlFVZrUH7c1zsKkFLiSXnkfimR8ImicishHaKFIdKGMIRiyWARaBOXy2INKV/yi5v+wAUXXvHKT6rjOI7z/+kfLomdf8xxTJ01mXvufxaEREpBOpFgxLB6xowayehxI3hxxWJa9vSwYuVmVq3ZTsvOA1x48fHs2LmDdRtbOLC3h6rKRhpqkzRXV9HbPkAUhvEHgYWkl+C4BcfxgQ9ey/DhVchyj1NjLcaYuCxQCA6X/wEoT2FMhMXGATgbZ9ZR3pWSIv6gFoenWFAO5ElRzmiyEGka6mpoPGk+M2aMxvBzFi/ZQVdfARuV++kZQ9FaUspSX93EoUM9fPFLNzFt6mguOP84Zs0YT01Vhslja/j2l6/n05/7LT09/XzzW+9nyfMbue8vi2k92ElFOsG+ll18+ytf4r67/8Rb3v4uzj3vTVRVvdIdUuelstYwNNjPqlUr+NNdd/DCkmcpFXIk/CS+lyLSAVJaKiszXHPlmZx1xtEMb65BCI2RmqH8IA89/DwPPLCcM844jtNOn8GB/Qf5wfcfY+mL2+nq6mfyxNF88ENXMHzYMDo7O3lmyXN0d/Wzd18HXd1DaB2X+zQ316O1IoosOgrI5QaxaLQOsVaCiABLMiGpq6+mtq6KTCrFvj2HaNm1m8GBEm3dQwzmS0ShOTLMRUqBFMTXQ3larIzHJpMbgj0t/ezfu5wlz67n6jefzqWXXkUqXYOwslz+YPGTkmOPP4r16zeya99uPGnxkh5GS4YGLf39BQ625YBuVHlKs8wZlixbxoXnn/+6nV/HcRznjUcIwcVXv4O/PfIYu/Z2g4iwJkIpgVEGgaQYQG1tBYWOboyQKOnh+4rqygzaFimGEdZ6REG8xvQ8n8hEBKGBSOMpD40hoRTpdBJPQTEsoZFIozA2QgpJFAgshkhH1FRVYAjYtGEzM2ZMQ5CmUMhjBRSKEbtaDqKkwvclkTUIIUknPBbMm0VlNom0BuFZ0JAfbGftmuUsXryKLTtb2buvnyCMh7lpEx0pPwwjQSg9dh3oYcywKiaMrKEQKZKJBJ1dvdxyy82Uoogvfvkr1NTWv+x1ZDKZ5LIPf5ivfOUGZhw1nvET5r6ap/QV01rz2GN/JZ1OcPbZZ7+MR4iH0FlraDuwm6/dcAOP/e1RkgnByJF1dLT2kPQ8DrZ109NnqWtqpH+onzCQVCQzdHZ0smTJi9TUZhBPLKey0uf442dw1PwF1NTGw+UkksmTxnHKSXN44snFWGHxkz6+UiS8DEP5EtbE9xQd7R207t+Ln/Tp6mgnnU3hJ3y0CdHWIITCV/H9i7EW3/dIeh5hoPETEuUJwkAjRNyfkVCXs+a88v2SQB5e73nlslgpEVLi+yoO2nkJoijuAY6NiCIQxlIMNaGxRBoQ8b0SxJu9AsGY0cM5au6CV+nMOo7jOP9f/uGAXW1tPVdcfQ1rV60lIQXNNQ0cf9xxXHjhaUydNgbll7jxN4do2bOMyCgkEYuXrubFtZsZP3oc55x1NjPeOpbGxmq6u7Zzx533kQ81xVKIFIJEwmPKhKm8812XM3x4RTmooOPsPeLUbYQ9EsQDg7UGrSOwAiFsPP2I+O/jKbH6SJNUJeNU9HinKl6ACWmRCKyRaB2hdZEoyuF5EIYGY8BEGqUUUsUfgpHWVFUm+fQnryGX62HV6t389ncPI6Xl7LNP4KQTpzFqeD1f++I7+cJXfs+NNz3MF/7rGi4891geWfQit92xiL7BAlXZDC3bN/Gl//5P7r/3Ht73gQ9x/AknkU6nX/WT7PydKTdWzOWGeGHJc/zhdzeyft0ahI2QSpJKpUlKSVQKUJ7H5VecxrVXnsGoETVIoTEiRGvo6xvk979/mM1b9nPUvAns3beXj33iSTq7ByjmQ7CQTEr27G3lS1/8NYlEgrr6GiZPHMvJpxzPmaefTTKVJJVOkk4plFQo5WGtxBiNNQZBXMKQyxcZHCjS19dHb1+OPXsP0d7aTW//QTrau+juDunvy5MPorjvDmARSBmXTigv3hWVKDwvvuSlkgjiv/O9BFJk2La9g40b13PU/BPwvWR5nIbAUz4nnDgPrOC3N91By97dRCZCeTB8eANjxownnzfs399KW2c7QRSSi0K25w6+jmfacRzHeSMSQjB+0lzOu+gSfvnLmwhDgZQQRgahLZ7nk8sXqK7OkE1nCEJNJpVm2pRRdHd10Dfok01B38BgHODIZMhmM1ip6ejqIwwsovw8QWDJptNMnjyeWbMmU1mdJpfP07J7L+vXbcNYn1JQxBiNkjA0NMTqFzcwa/oEunp2c/vtD9I9pLFK4imJtB7VVWmK+TxKCeYcNZPLrnwTvicw1lIqBnS0bmDF8yu46+5n6CsKhoZy+F6a4mAeE8VrFGPjclwpLJHRhCj2t+YIihFNTXUMq0+TzCTYd6iD2++4jUI+zxdu+CojR45+2ce9uqmJK6++mnvueYCPfXw6yWTy1Tupr4DWmk0bNtCxcQsf+NJXXvI027jjSTzhdOuGtXzpc59lxYqVTBrXRFVKUZeS5GyKLbs7KYWK+cfMpLW1nf5BQTKRoL6ullIQsG79NtLZNEEYUZX12dOyj57eIvOPPooxY8YjpEIqycx5R3HZZWfz1/ufpbqumr0HDjAwVETG5Uj4ymf9+l189rPf4bLLzqFl5z6WL1+LJ+PeeDrSpJIeVfXV1FXX0N/XR01tDdOmjGOgf4h0NkEym2bTxs0cPNhDyWgQcb+7KLL4vo+S5Ww+U+4/h42roJIp4mxAgzWGhJdARyFKeChlkH6CSEhMFJeRx/df6khprq8EC445mfqG5lf7NDuO4zj/F/9wSSzAls2rePu1V5GRPtddeSWXXn4qFZVpoMSGrc/z1a/cwp49AxghkUoxY/JErrniYhbMn0q2ygNhCfM9/PWB+7jnvmUc6gqIorjfQiqpOHbBfD77mfdQXZ2N07kp7+oYgVQKa+MAXvySy6W00eEmq+XMOixoDRjir4pLAYUUCOFhsSQSGYS05Q8yibCabdvX89zS1Tz57Fp27OgmVwBt4rRzay14Em3iBv5NtRWcdfos3vf+S2moSzI4oFm1didPPbuG/fs6mDZlBKcsXECuNMiPf34/17/1Et521SngRezZ18O99y3mwUdeZGgoT7YiTUop8qFl4Wln8r73f4hZs486ElhxXrnDb3FbDtQ99fij3HbrH9i8cT0Jz0NHcbBu9IhhnHPeMRw40MpjT6zmve++mGsuPRHPJy55RjM4lOfFVVu45ban2bGrDWsi8qUixUAf6TtntMYTgkw2zaRJIznzjOM4+aRjGdZcTzrlo8rvZQBEvHsaB6i9v/cqMXHDYl1+ByPKWaVWlH8fL87CEAaGcnR3DbBz117WrNnArl37ONjaQb5QRGsDGBJe3PMk4SXwfcGxx01l4cKF1NcPJ5vNUFGVpbo6i+/7pFOpIxONy0VBR47fwQNd3HvPozzw8GMg8/z3Fz/EqQvPxGhDd3eOp55azoMPPsT2rbv4j898kvd+/PP/vBPtOI7j/K/Q0WHp69nDFz/7dl5YuhbPK7c+ERbPk9RUZrFENDVWk/ZTvOMdb6GxKUnHoS7+9tiTrN+wC+llaO/oKGcT+SANxdDgSZ8gKBGEEcpPUlOZ5T//62NcevnZKELCMGQol2Pbtp0IY3l+yfPs2tnC2g07QaaYNKaWCROGc6iti9VrdpAvSRK+RFiBpzyuuOJCJk4ajecLGhvrOGnhcfH6NyyxduVibrv5Hrbt6qSjs0AhCkEo/IQiKEQoEQeojDGkkknqG+po6+ykFEIy5RMFJaozCWor0qi0TzGQtLb1oEPL6WefyTe/+wPGjh3/so+7MZp77rkZdIYr3vzmf4k+tAcOHeCGb93ANZdcw1lnnfWS/3087T5ixdLn+K9PfZKW3buYOGYYM6YOw7chxWKBFZsO0tqbJ52Mp79K5aHDiMqKNDOmT2Hl6g1UV9fQ3dODFRpPgK8UI4bXMmJ4LW9+y3lMnzGThvoReEqSzxfZtGEXg4NFnnnqeZ5Z/AJ9uTzaWJQQYCzJVJKjZo6no62T9p4BwlI8zbWhvoYLLzqHWXOmMmv2TPbvP0B1dTW1tRlSqTSJhEchX+APv7uVu//8BB19fUA8TVbYcm86T+EphRCCMIrKbYsgkfCRChKeoLmpkWnTx+Mnkix+ZjWlIE+xWCLQEISayByuZoqTIkAwdeIEfvnbPzJjzlGv5il2HMdx/v94SQG7UqnI26+5BJvL85Uvfojho6ro6mnl2eee4667n2HvgSGwgsp0kumTp/LJT7yXUaNrEDJOQ8dqlr7wED//5UMcPFQgMrY86dKSSvjU12T44HuvZeHC+aTSSSJ7uKxPcjhAp42JgwjCEEUBpWJIZ3c7bR2t9PcP0debB6Fo7+hkYKCA1hrfV0SRxk8kyWST5HJFgiAgCAISCQ+MYfOmA+xvGyJfCrERgMHYchNiLML30FqDgJSnGFaf5uSFs/nwh6+kuiqJxKCtZf+BPp5dvJ6nn11LISiSz2kiY/nVTz7J5HF1CAUGaNnTxW9/9yBPL96AJwWel0BHllRlBRdffhXXv/1djHYTZV+2w4Mk4m4hltzQIE88/gi33fJHNm/cgI4ClAKJYvyEkVxx2amctnAOjz76DDf+4Qne+55LufaKkxEipFgqsWtXKy+u3MwLy7cwMFBi9qzJ7Nyxj1Vrd1EMIpAghIrfbx4Ma6xm1oyxfOqT72bs6BFIqTACKO92Hp7sZuOpEggExsTDJOIEUouSksjo8uCU+Huypnw9WLDII70jpRJE2mCNIJcrsm9fG888/TxLX1hOR0cP+WIJa+PgtvIU40fXcPa5x3LRxefRWDcaKVUc0LZxyXm5kDxepJWD1gKDxTI0WOSrX/kJL65awwkLJ/CBD76LsSMnomQCY+DQwS5+/otb+POix9l/oPd1Of+O4zjOG5ctf4gve/5vfOg976F/sIiwkEwlCEtFkskkyrOMG9MMkeE9H/wAZ5xzArYYsKdlEz/43i/YubsvzlDPFUim0hSKRfxEgsqKChIJSUdHN4WSYfKk8fz4J19k2rTx5cy7v7+OIAoI8oM89dhjLHpyJUuWbWJEcy2jh1UTWdiwbS8DgwFV6QwNddXMPmomH/7IOxk5dhgmCjBRxP69GxkYKoHR3HLznTzz/C4KoSEINTqScQljuWdsZSpFZTZNGIYkkykaGqtQCcW69buQCkqBRmKpSCUZ0VSFFhJUgo7OXvoGhzj1tLP4/g9/8orWj4MDA/z8J9/ikivexowZM16N0/myDQ628v0f/ooz3nQmpyw45aV9TzauqYm05oXFT/Gp//g4h9oOcPy8SaSkRQlNEGnWbWkjMoJCISSR8pGeJAgC0okkQamE5ylyxRBj4uF4SV/ieR6eJ8mkk5SKBaZPH8PkSaNobq5l9txZzJw9h8psA34iSa6Q5/G/PcXNN9/F9t0HCSKNJz1Gj2oigSAoFenoGySbyTJ+zAgueNOpXHn1pSjPkkgkyz27DdZqSqUiiWSKll07+dY3fsaTz6wjMv9njzspJb7kSEVSEMXDIjwlSPiCqooMJxw/h+veegVjx43k0b8t4qbf3E/f4ABRYCiUIgJtAHVk2ISUguFNzfz2xt8z78ST/n8GnzmO4zivpZeUxuX7Cc654AJ+/sMfcNMtf0TaAms27qa1o0AYxjf4nhQY4uyfTDZu5GtN3A/r4MFN/OHWxzjUWSCyFovEiBBrJKXQ0NdfZPmyDUyePJpRY5qRSmKNQYchQVigp7eTnu5+9h04wL4Dneze2UZHzyDdvQXCMM5w8j0fpeKJmWEY71JqE1EslQhDG49KL5cbHimNFRZj4qatxoA4kskEWoBUfy8lNDrCaEugYfeeLrZtOcQxx07FyghFiQmjqxn/1jO4+OJj2LD+AIsWrWDVup388Gd38R8fvpTxE+rxpWTy+Ea+8eV3snz1Nn7xqwdZt2kPSSUplAJuuem3LH76Kd7/oY9yzrnnU1FZ6QJ3L4G1hwufoVgssvjZJ/n9b3/FhjVrCKMwntalfGbPGM+llyxk4fHTqKjOsnz5Jm783aNcedWZXPymubTs3c2K1TtYunQj3V1FGpsbuPKK85g8sYbBwRzf+NaGOOiMiKOwGIyNm0knPcm4MbUMH16DtSoedFLerZRSIlBx6Tbxe81a4l5zxAEyIUU5mU4e+Z5Eubz18DRkyt+jQMZZqAAq7utTWzOZaVPHcsbpJ7LosWd5bslyegZ6KIYaz1PsO9jPTX9YxN8WrWD+UdM54YSjGTN6BGPHTMD3k8DhxVh8HQwNDdDd2UY6laL1UDv7Dx6gFEY889RmNm/+GkfNmcSCo2czafx46moqmDBuGKObJ/xTz7vjOI7zv8PhHm7zjz6F8889nbvvehiRTOF7CmFSlEoBKeHReqib2qo0m9dv4LQzj8NLeIwZN5Xzzj+aP97yDP05g8aSKxQx2mBMQBT0UlNTg1Ie2hRQSlJVVRF/HsfPHrdVMQZPeiQqazjj3HMp2QLbd+xioD8galSUCnnqK6sZGuwgXwqQnuKSy8+gaVgt2AijA9avf45HH1zMnj2dKC9Fb39EvhARGoM25XVzeRiGNfEG88SJ4xgxvJ71mzbRsn8/pTBizKjhnHraPJ5bsoKdLe0MBgGtnf001FQShgVGDGskiAKeefJxPvnxj/D9H/2UsePGv6y1Y0VlJddcfR233v4H3veBjzNs+KhX8cz+47TWLF16F1MmTWLhvIUv6Xs5nIugo4BH/no/X/zC52jr7GDi2CbqKhQJCa0deTbtamcwb0n6Et+XJHwPYzTjx4xhcGCQUrFYbrMjEdLiSUVNdRWlUpGhQpH+fIjyPNZuOMSOHW2MHtlAd2eO3q5+Tlh4IvXNw0ilJaefdSJLl77I9l1xq5BUKkVXZw8VmRQ6jAeITRjfzCc//R7mL5iLLAdw4yVh3N4HwZEqDmM1HW39RDreXj0yjELGWXXaGrS25Z6IcaBRSp+KrM/b33EJb3v7W0klE2zbvJGH//oExWIRIRSFICDQBlsO1h2WTXp8/OOf4qjjT3DBOsdxnH+ylxSwk1Ly/7B33uF1VNfa/+09M6fpqEtWtdzk3gvF2LjQew2hJYRQQwhJIKSTQgpcSKGHXkIJoYUSmukYY2xj495tSZYtyert9JnZ+/tj5sgmud+9kJserecxsrEljc7sM3vtd73l9M+czaKXXuT5V1ZhCE+iaplBoiET20nhKoXAIJMxkX4KkdIu6AxL3v+AhvoYdtoFJIYEQ5sIyyAYkARNweZtW7jnvh5mHTAWV6XZ29nH7t0eUNfR0Q8iQigUoLSomOEjxjJjVglDK0rJzQsTjgSJRMIETQOlFOlUBsd1UMDuPXtpaGhmy/YdLF+1gb4+j23kOnpfWqgUXpM44PugsYKBASaUB5R4jYDtOFRUlTJ+4igMn50kpIXWNko7FOSHWbBgInNnj2fHzl388cUP+PHPH2TOwZM45eTZDCktIGgGOPTgUUyccAm/+90S7v/t66RSaUzTpGHHNn7wnW/yxO8f4+JLL2PBwiMwTfMvBO72/Yz/vsCfHmDVAbh2hpUfLuOB++5i6ZL3UXYa5Xqpv4ceMonPnn4IUyYPIxrJQbsGnZ3d3PfgK+RE82jvaOPKq29DK4MJ40Zx2inHMnZsFXm5JoGgxY7tO7jjzqfYvKOTjLN/ArEHvjm2ZvfeXp594UMi0SCnn34cQ0qqBhhunvmx4121b+LrOr5E1gfjPOl3llvnlRAC5TdthjSQHq1voJn0miifHScUwZDB5KljqB09nEPnHczDjzzFhs2bPSsXIGhK4r0perr7eWPRcjq6esgrDDBp0igOmDWN4TUjiETySSYyPPLI07zy6hsYhkEymSGZdHxgPMDe5hgtTat4/Y3V5OeGqaiI0rk3TUXRXy7LGazBGqzBGqzBCoZy+MLFX2P5+++zY3c3dlojhYWrlAeK2ZrC/Cjvv7eU4085iuEjqwmEgkycOIXyshVs39WKlpJMykFq4fkem5LOjl5yoiGkSNHV1c2ePXsoLyvCMDym/MCeLgw0EAhHmTB+HNUVS9le38Pulg5yQxZohWlI4sk0O3c28vBDz6B1koBM01DXyMsvvseGLR0YlokZ8NQejqMxrQAIF8dWA+ASUtKfybDsozWMrR1G0542+tMuSoPjpCguDPC9b32em29+gs3bmknYipaeboYUFNDd0UZhbhQ7bbP47bf46le+xH/94teMHz/xU/d9QgiGj57EYQuP54Hf3MWXrrySoqLiv/7N/R9KKcWbb75Ke7vLWWed/amkudnXM51O8swTj/KzH19LZ18v+RGLqCUI4NLVmWDt1hYUAUrzw5hBCysgyMuP0tfXh5Sa3t5etBCkbZtIJIdYPI5G0NXdjatcXFeD9AJKEk4GwwrTE0uxdkMdi99fw5tvrWDuvOkMKS3k2T+8w/tL1mFnFAhJrL+fvNwA/bEE6aSLrW3isT5COQbJZAJDKELhKEJ4A99saJgVsFAaVq3aQMOuZhDKIxj45xPXDxzT7AsaExqkEFgGHHTQBI47bj5WUJOxk7z43Gs01O8lkc7gKOH1tL42RaJ9D3DB7AMO5jNnnzto1zNYgzVYg/UPqE/95M0rKOX8iy5j3dpLsUSUSWPGcuwx8xlZO4QVK97isSfewJS5nP+FMygs9rzoPFWdZNYB83BUJYYMIUxNOGhhygChkKKvew8rV25gy7Y2lq/cwqr1O0ilNJFIlPKyIqZOmc2Y0ZXUjqyhsCBMTjRIIGCAkZXwgUABApH1+YIBgGTsuBqEkKQSMX7285t58bXNpB0HFxe0L0l0PbkiGkzL9PzFlPLBOi/kQgrQQuG4kJOT46WWoX12lETrAIYRRGsb17UxTcmE8cMYNXIIO+vb+d1jb3P1N+7k9M8s5LDDppMb1uBqpk4tIxq16IsncQFXG2ScBB8uX8bmjRs4/MijufSyyxkzdvyn9xTRLivefYHiinHUjv3Hyhv+VpXtd5Vy2LF9Kw8/cD+vvvQiPX3dgEZqGDN6OOees5DD5k8gHA6glMSxHbbvauT++59ny7ZmSobkY1lRTjhuLLNmjKW8PB8PYJOgBD09Ce574BW27uzEzthkJ/FSSlzXA7BdDa6j6OxOcP/9b7J82RYWHjaTgoJ88vOiOLZNIBAYCEBJpzPk5+UipcCyAlimIBqNYEiDYCBEKBwmEAghpZkl4OHigXOG6aWyeoCdBUikEBgyyyCFUNhi1oETqagYws2/vJuPNnjMwFRGYJkOxQUmZ555CqHwEPY0tbJy5XruvfslNGlG1JZQXFjE+++vpLMrgeM4IAzKynI49pgjKC2uor6+iY2bttG4ZxfdvXH2tsVI2kmuOOvSf8xiGKzBGqzBGqx/kxLUjp/Old+9hp/+4EfsaY8jtI2DxrZdbNdh154OTGmwcukaRo4ciuPYlFePZGztCNZvbqUn7iIsb0hsWSaOrbAdl1QqhUbT1dnDls07mTF9ElLqAXYfwiVj99DR2sy6NZtZtWoNazfuIp4CQ0gQHrQRCUcIWIpk0mHF8o2sW7Oe3GiYvliGZMolkUwD4CjXs7kQEtd2/b5F4GQ9xoTAtm2kVtTV76a0qBCzvx8lBI6jWLu+nmnTx/KTn3yVR377HC+/vox0RtDZ009hXgSNS0lxAa1t3by/ZAlfufRibr/rXsZP+MtAu0PmzaOxYTsvPvMU53zxor8rWLN8+XJWrlzLF794vuc/+Akr63GdTie5/57bufGGG0glM+SGTYYURhk5tIRUKs6mnV0ErQgTJ43hnLNPJxKWPPnUH9i0rZ7evhidnXGklggpsEyTjJ327pur/SGpiTD0vmE+nh2JchwS8TSOo3jzrbVs2tKIlAYNda0gBMpRBCyTUDiAk4ZU2vaHvgZ1DR1868obOHzhTGbPHs+4yVOIRksxLAOt/KGsEKTScXbsaCCWdnARXs8nJEiNkPiBZd4A2TAMtOsQMiTFuTmMGVVDaVkFhpT09/Xw4Ucb6U1kcJUimXEHlB+G8DzADQPmHTKHa2+4mUg0+je734M1WIM1WIP1/69PvfsKISgqLsGyLA6ZdSjf/dY5FOUHQWtMOY4XXniP2pG1TJtajSFt7EyaTMrFMExGjpzAqNqxaAe0B0vR29vOhx+u4I3FK9hR30cymcE0LPKixZx9+kLmHDKJIRUlRKIRDKHQypdKCK+p0nI/LzBtYBgSfD8HLbOpsXpA6JATzeXoY+byzvtbyPR5AJ/yJ1Om4THYXNdrqgYCAIQXXCGlxBKSUNCiMC/Klo1bWLlqMwvmHwDCRbkuWrtoF6QMeEECykYrl0AgwMRx1Xz3e2fwxtsbeOGPH/D8H9/n6COmMmlcNVs3t9DU2uOloDnedNeyLKTypnzPPvMUy95/j3O+cD5nn3MepaVDPvlN07B2zWZG2RFGjRn/b8Wyy/rcKKVoaWniD888weOP/pa25r0e281VlBTmcsklR3PsUbMozMtBaYXSGXp6EryyaDkvvLiK/Px8fvydzzNhYgXlZUWgXbR328GwkJi4yqW3u5++ngSJeMaTIvhS1X2vqUAp7cmshSSWdPhw9S4+WluPlBbST+4SUmD4Sa2ez6KJFBrTMJGmJhwOYEpJTtikdEg+w2uqKSiIUj20lDGjRxPNySMQDBGUQYTwmlmlPAm4FOBojxErDO8gYAgDy7IJRbxGTCmNox16+m0Wvb4GF8mXL7+MmbMmMnPmZGLxFK1t7bz39hpeeekNGna3YjvKY/1pF8fJcNgRBzBhzHQc16WtrZsPP1zHa4veZNPmLYhYhFNOPvkfsygGa7AGa7AG69+mDMPi6JM+R0d7Fz/58c/JuB773NUKW2kMVxMKWqxdu4GTzziBYCiENC0KiiS5kRD9iRhW0PTSRYWL6zqYJrjKATw54rtvf8iJxx9HfkEILWy0a9O8ezubN6/nhedeZ+OGduIZh2RKIIVEGpJAIIBjZ0in0xiGQSCgcZRNe3eG7p4URsDAdl0CgSCxWAxf5+gN67TyPWP3yRmFAFN4ns6ja4dyzY+/Rcueel579XUad3eyY9tOHv/dS5SVF3HSZw4nEDB5+dUV9GT6SXRlqCopwtIuo2uH0tC4lw3r13L5ly7mjjvvZfzETw/aSSk5+TNncc8tt/Ds009y2hln/l1CKPbs2cOSJUu45JJLKC7+5My+LHiWTsW5645buPXWm7EzDqGQRV6OSe3QEprbuti1qxczHGLm1LF841tfpawsn6cf/z0jRlSTl5fLtm319PfFmDZ9Oq0draxavZWM635cbQOYprmP0SYgHA4htKKtvR8hQUpB4+52lPLsdkzD6/9CEcNLYbU1HgYnMAxvwNrdGeP11z9i/YatzD5oA8NGjaS6ZgTlFUPIzy8FAWtWr2bpkg+xbcdX/eCFsUiBIcHV2meKKj/dWBMImuTlhxg9dgRCW2QyijWrt7CroRnbVaQdF0fhGSUDWhtIYML4sVz361sZPmLUv9XZYbAGa7AG61+p/qJxWc2w4VRUVDJp/EhKCqM4boKOjt08/sRLdMdsNu3czNvvvkY82cX6jTvp6EwQjUQ56bgTOPCA8bhOP9vqNrNhYz0b1zaiZYhxY2cytKKVLduaGFpVw6knH8/E6cMJGJ5zqje/kkgDpOGxiJRSKOl6DYT2QAj2S5D1zPL9iZtQoD0gY9LUsUwcX8mKVU0IV+PKrAeEtxkpXw5rmgYgMIRAaIlpSfJzgkyaMJKzzj6OvNwgsXiaTFoRCBqA40kYtcRVDko5mMKb6mpclDaIhEKcesLBLJgznptue5rb73yNKdNqmTVzOGWluexu6kbj0dq11hiG9/lCSpqa9vDrX1zH22+/wxVf/Tpz584jEAj87zdMGBy88CjuvOtOxo6fQHV1zV9y2/+pymt4vd/39fbwxxf/wIMP3MOuHXUoX3Li+IEjRxw9maMOm0g018LRGXp647y7eA2vLlpDOBrhgvOO55A5Y8kJCZTfrCCDeK5whheYgiRgBSgtLaeoqATl7vGkBmIfqJuV0oDnI+J9JekHFwuE6yLxQDrDFDh4k9ZoTpj8/Ch50QhlZSUUFuZjmAZKQTKZIpFIsnZ9Mz09CRyVIRCURHOClJXmMmJUJVVVFQwbWkNBfh4lxaWEQjlIYSAEOE4GAbS1d3L7Hfez7MPN2LaD0uD6B4a+hMOri1ajxV1ceskXKSqsIpoTIHfEUGpH1nDCCXN55eW3eO6FV2hs2YurFe3tSX7zm4f55jciDK0cSUVZEccdeyi1o6p5/vnXWLR4NZXV/xjfm8EarMEarMH69yrLCnHMSWfyu0cfYeOWXb7HsQ90SYlGsathD309CUpK8kjEOon1pdGOpjg/1+vVMmkME6SRHeZKpFAIYOvWHXzwwTvk5WpSSYUVECxfupzFi9fR3JLEFZB2XQJWgGQ8hWlItDIwDUEwaIEQWGYE28mQzrjYjiKdsnEchWtoLMsiGArRF4/h43RoNIafqRYwLYQBIVMwftxIDl94CHk5JpOPO4yJ48fT3dfGd79xPcuX78BxUqxZvZPTzjia4bWV3PGbp+mOpWjt6qWquBAnnWDkyDI6uvtYv34NX7nsEu64+17GjZ/wqUGXnGgun7/0En79ixsoLStl3vzD/2YeZlprurtbeOih6zjzzCspLi7+xNer/fY/lUpyxy2/5pabbibj2uSEg5QWhCkvCBCPxWluSxDOj3DqKccz//CDKS4O8fzTz/HaoiWcdOrxXHDR+XT39LBt83qKSqKsWb2dzVt2k7H7PYGp4R0npMjKTr3rDhgmdsbGEAItXYQhsV0bXDCkRX5+lNzcHLq7ejx7ExRW0CAYyiGdTqO1JhgIEE8myLg23f19bNnajGW9hxSK2jHVVJaXUlRYwu7GFtpauzGEzF4BhiGJhoMo5eAqhZtyMaTHvguYkoBlAAo7kyLjpNEYvPP2coQ0iERCuLEMjnYQ+1mxRMMWX/361wfBusEarMEarH9w/UWAXXnFUBYecSzLP1zFqSdMZdvOFTz42xf4aEM7udFSpowfy5rVW3l/2Yf0xoVnmIokZEbpje1i/cZt7G2yOeCAGVxyyRGUDcmjs3sXTz71PKYhGTN6JOMnjsAyDM+vS3iAndKOR/cWXupTdtrlOI5n1K8ZSNvy5LDgOq4HxPkyVnBJx7qJhsGyBErj+9V5DCXAZ0GBZUJhNMLwYSUMGzqUaDTIsKHlzJgxgZqaYqQhMKSJIaXP9DJx3DQZO45hCgwpUVKANkEYgMaUQdCKvLwgJx43lbVr6/lwxTZWrtqEYYQwpMRV3s/m/VyCUCiMUhpXKxxXs+KDD/jKls2cdeY5XHTxJVRUVf+Pm6mrXHZsWUVJQR633Xoz1/zgWnJzc/+SW/9PUdkJp+M4rF+3ittu+iVLl7znB5Q4pB0b2wEQZByHJ5/8gNnTRjF0eCkbNjfw6qtrUMBnTj+cOQcNIycUwhUWQkqEFmjthUIgJEorH7jzEluXLV/Jtm11ZGwbIfHZnBrbtgdAu2ywhLcWJVppTOHdV+UN2BFaUVwQ5ITj5jN//iEMGVJIbk4uOTkBTNOTu2okWkuUcklnkqSSDomETWdnH/X1e2hs3MuG1bt47ZWNpOw4waBg3LhhTJw8iuKCQtKpNLg2VeXlfLB8DavW7STluCjHwXa0d8jRCgdBImHzyisr6eqMccUV5zN82DiElgghKS0r5LNnnUAi3snb777PrpYe0pkMixdvpGn3tZx4wqEcfth8ykqHMrS6hOOPXsCKtXX/wBXyr1b7/Be1Vriu8iX4mv1waV96Lejq7PT8hEQ2zRef5SkHPDg9MBmydgGD9cmqoaEBIQTDhg37R1/KYA3WYP1J5RcUMWpENVu378FWnhzVkF5SuhCQSCSJJzqQnR1sXv8RDXVtpNMugYiJ6ygf1BF+rydwXYXhP0fbOzq5485HkW6SRCxDIBwkkXKxbZeM6yINA5Qmk8kgDe9ZnU4rzGgYDCiIhnAdTVVVBT09vXR199EfU4TDAjuVxnVdEokEAZ+V5WhvYFeYF+Xgg6aQ7OujYmg1M2dM5eBDplOQH8EKBHDdFKVleZSVF7Bg4TSefvFDensVO+vbueOOJzj99KO44itncO/9z7O3PUlTawelxQWYQZuysiLisTRr137Et676Orf+5i6Gjxj5qcGXkpIhfOWrV3HHLb+gqqqC2tGfnq33Saq7u5u7776Vs89ewKhRoz/5J/qD+lQywa03/YLbbr+NjHKIhAIU5YWpLArjZly2NHVSXVXDyaccztx5M3BsxU033cnyZWvJJG1SKZfCIUXklUQI5yjamjqYfcghVNWMYvnSj9iytY60rWhqaSYWi/uewhJLGuSEQ8T6+7FCIaQlSaXTKBcK8nM5bOHBpBIJtm6rI2ABpoXrpEilUvQnE0gpiYTDxOMxlFKkUg5ag2lJz3MR6OqpwxR1mKbw1A4IhCEwEAgFwYCF0o5vzeIx7ZRWmNIgZBkIND29ce6++wnMUA4TJ03AcdOk7BSZjIv3bTzVkddDaA488BCOPPa0QbBusAZrsAbrH1x/sSHF5y+4iK+ueJ9v/+gG9jS10t2jOWjGbC6+4FxqawtJZ3ro+WEz763cBRoMQ7DkwzXU1bdz+mnHcen5k4jmhHGERjk9vP7mm7z25gbSKUFo1TrmzJ/BsJoKD/jA8VhvWnv+YK6DlB6bSaEQUiCUf7jVGkfbvvW+5z3nON6hNp7sYse2RlasWk1jYz+u6wwk2AppIKXAVQopBFq4CK2J5oQ48vA5nHjCbIIBD0wxTLyUTxy0dnCUjVaKWCxBc/Neerq7yI1GkIZBKCdIXl4OuTn5BENBlA8sZjIptm5roq0tRn88DtpASoVlWRjawPHDDFylGD9+JBPHFfDam2vp7HNwlUN3Vyf333s3q1au4IqvX8W8eQsIBIP/7b1KpxK8/fZbvPPOciprhnHPPXdy+eVfJRQK/aW3/29SWbDVaw4+3iB4gIZ3H5VWdHZ08MTvHub+e++kq7MTjQSlCJgS23Z8uSpIoQmGTdZua+Lu376JY8P5XziMhQsmkBMKobSJ0h57U7kahOU188JBaC+5zZABBAadXZ0k4oojj1xI4ar1bNrSQF88Q8bx2JBKaVzlRXZ5vieeVFUrl4zjelIYwYCZdXl5IeeeezSlxWXeD+kDLNrPfhVeJBimNJFGhHAYCougurqEqVNHIrTEcRS9sSR793bQ1NzG5i11LH2vnobGt0gkUqAUhQURKsuKGF5dTiKRwJQhOnriJFNJ0qk0tq1wXO/wsWTpZkzzAb7/vW+Tn1c64AO5e08Ty1auo7uvD0uCtEwcrdje0M6vb/kDjz7xOgvmTGTS+FFkUia9sb6/z6L5F6isfMbzw1QkYv00NzfT09tJKp0incqglUsqlWR34y527NhOR0cHsVgM27axbRtDSqLRPA49dD7xRJz6+p0EgwFs20YrTX5BAUWlQwiFwuTl5pGXl0dOJJei4iJycqJUVVWTl18wIN/+uIx7sLJVXl7O448/Tm5uLqeddtpgGt5gDdY/UWmt0a7C0AItBG5WTKEUynHpivVx/z3346T6MEzJ9ro2knaG/p4EtusNqCxhYhieF5kQEAxauK6LaUl2NzXjOBqtJbozjSkEeXlBP61TYxneAFVrRSqdQgpJxrFJO4p4fz/5ebn09vZz/AmHk0r1sfi91WzZsntA6aEEuLaNpT3/WbRLdWUZ3/zW5aBiFBRXEM0JkU7HQaSp27GBZ556kaphYzn8sEMJhYPYiQSuo+npTxNPujz66ItMHF/NxV/8DE8/8ypbdjbR2RvH1ZKwKxk7uoYN67fzwfuL+cbXruCm2+6gZthwGBjqfLKqqKzk9LPO5v677uKKq75N5f8yKP601d3dzbPPPsuoUTMYNeqzn/jzsv7FyUSMW391I7fcejvChOrKEhI9fRTlBujq66dxb4xgOMyMWRMYM76Ge+95iI0bd9HU1EE4J0RRXi6uSuHoFB2tzTTtacFJZ6ioLua4aUdw5JFzad/bgRQGd979IM+/9A5pxwFXYUkD10ljWoJINER3bx/pdJry8iGc8ZkjwU3z9hvr6erswXU0mIpMxsYwDJTSSKlx3X1DX9fxNEXgW5v43oYZ5QHOpiVRaJTwOH4By+v9bddBGgbBcBgjYHshdoYkGAqilSKVcdjb2s+Ddz9B2k6RSnj2Ow4OCIGJ9CA7AYYwOP3Mswn+f84VgzVYgzVYg/X3K6EH4qk+XWmtefONV7jm218n1ZvmrNPO4LwvHE4kbCIUJNMt/Oinv+KdD3ajlSRkGUwcO56vXHY+taM9TwoPKMmwaNEfuPP+V+npVUgJQctgxvRJfP2r51FakufxzzEwpDngRyezjYJroyW4ykZj47pp0ukUiXiKPS3t1NftoWVvN8lUhp07d7Ozvp207Xr+Zo7GdUALjUJi+GYQGdcFA4ZXljBx3DBOOG4uM2fWorUgFAr6gKHwPSpACpOerlZ2bKtDKU3atlm5ZjtLl9ehgfIheUybUsu8eRMpzM3HMgSLl63isSfeZ+OmdoyARSyeQCswTBPTNJDSk8WGQ0HmHjSWn/3kXBoaGnnkd++y5P06Ysk0rvZ89woKCjnn3M9xyZcvp6Sk9M+aKK01O7dt4te/upH3lyyhsLiUiy65jDPPOsfzdPkHl9aa/v4utm9cw/iJUwnnFiHExw/KSmvQLvF4P6+/togH7ruXzevXk3EcHFeTE7YIWQH2trfjKg3IAV+QYMhECE1JfgHfvPIExowsZfiwMqxQDkobaG2Cz9gThodhK6U9oE5YXqOtnX2sJ6BpdyvvLV7Lm+8sY2f9XmJJx7sWrVGuN333gGqTYDCAch0c10UKTcCwCAcEl11yEp89+3gswxpgSGmNx9zDGGBMSWmgVdY7xQMD0RKlPDao1gqfY4AQHmDZ3NTGhyvXs3T5atauXocrXYoLcpgwtopjjplPVeVIYjGHvS1dtLS20tbRhVKKZDzFqJpCzjj7RPILSnzJkaC/P8Evb7yXdxYvxnbTXkgLHijuOmC7Gu26hAIGMmhim3l8+OEacnJy/p5L6Z+msuukv6+HHTu2U7djC+8tfpfWvXvpbO+grb2NTDqN47q4tu0DvoqMq1BZjxzfyFoPCFQ85mZBQT49PT3eGjUkTlaG7blNIxFIgTcwCAYJBAKUDBlCeWUlQ8rKGVYznImTJ1M9dBhDq4eSl5eP2A+Y+k8H8t59912OOeYYnn32WY4++uj/+NdjsAbrn6US8T6uuuR0Fi1ajpIGWmgEioBlUJgXRhomhflBurti5OaF6eruQSmJEAYZW/nKDHAcj2FnWQEytk0obGEFLGKxhO+N5/mToRXaUUjDQAtFJuP6IF+ATCbjsZ+EJBgI4riOHwUlKCsr4thjDyaZivP8s0vp6Y/5/YPJ1KljOfesU1Cuzd69rbQ0N1E7uopDDp3O8DHTMNwEsZ5e8opK6O9t4eYb7+WlRavIyYswY9oUTj71GDZu2Mwddz5Gf8JFCJdIKMyRhx/IGWccy2/ueJjlK7dhWlCcn4dhGeQWRqmvb6KvN8Mxx53Az6+/jfKKcj7tzFYpl7feeIO3Fr3CV7/5LcrLK/8q91UpxR//+EeqqqqYNWvWJ/687OklHuvnpl/dwO233oYwJSOHlxPv6yEkFMGQRX1LH7YDC+ZOoaQgzI76Jurq2zEsSWlRAaFAkCnTxjJr1miKhxTy3DOv0dHWyVe/egEjhlUTzIsgpIVlWMT6Ynz7Gz9l245makcPZ968uQStEHfeeS89sSSpZArbdSgojHLKKQtIJRN8tHILXd0xkskMSkE4EiYWj+E4DlL4qgx//7aCEtsPf5BSELQstFYekKdcHNsLV0s7nve2wPOuQ3t+eACBgOcr7qUdezLeaE7Ey35VjuedqAWOa6OB/pQik/F6Do/oADlhk0cff5LZc4/4q9zjwRqswRqswfrL6y8G7ADsTIqrv3YRdRsauOWmb1JaHMZ1bXY1bueRx5/htbc2kUxqApZBbjjAqGGVXHzxeYyfOMKTrboZ3nrnRe6892Xa2lO4ypt4BkyD0qJizvrM4cyYOZrC4iFEoxGkIUkmkhimxDCgv7+XlqbddPfF2FHfSGdnP3sa2+nq7qcvliEWT6OUxjIDlJcNIRwxSCZSBAIBXNclFAqRSSdp3NVOImOTsR0cxwNWAoEAV11+KscdcwDBsIX20geQPoBjmpbPlFIIIejubKZu2x7aunt47sVlrN6wh1TKxRVgaIFlGowdU8H0KTWEQ5Jn/vgh3X2Kwvx8+mMx+mNxb6rrfz3TNLAsk/HjhnH1lSdy0IyhhCxBIpXm9Te3cOudL9PY3INW3kYdDgWZfsBBfP+HP2bq1Gn/jTGwF15xy02/5PFHHqK4tJxvf+8HHH/8CZ7U4x9VWrN16yZ++L0rMaXmp9f9muG1Ez3ATnjX7fkTOmzftoVf/tf1vPvuOyRTKYRSmFJyyJwJnHLCHG6+9Rm27GzyX0OJaVoYhiSTSYOGYMDgkIPHcMG58xgxrJTyymo0Fkp5su1MJkMskaSvP0Ym7RAMhCkpKSQcCQPKbw6lDyZ619XS3MkHyzeybPk6tm6rpzeWorcvgW17gLQGAgGv4VJKIdGEAoLxoyv4+U8upbJ6KEJkia7SB048zzwpvUbOkAbg+SnuH3KhB6CcrGG1f1wYMEZWJGJpHnvoKV59612QHviTEwoyZmwZp552JOPGTcU0QiAMpBBIYQIaIZQvPxcIYYDWNDf18KMf/4ot29YTDFpMmzaV6qpq+voSbNiwhd1NLb7/isTKibB23Zb/SMAuHu9n+9aNvPLiSyz74H22b99GLJbAtm0fjMv+Sw+QE0Kgs2nUQmbppN5rj5eyo7RGo7wEbO0LV4QkGAiQTqd9dqr2vBO19nyjxb5AnuyAQ0jhmaVbAXLz8qiqqmL4iFrGjRvPzFmzGFpTQ1VVNaFQ+D8WqOrv7+edd17gvvtu47bbnqSm5l/f83OwBuvfoVLJPr57xWd57vn3UcL0/OiEQBqaSDCAaRgo7YAUZDIZDMPAzigQJq7jkrUQcBx3oEdylEIpx9t7hUEoYFKQm4thSAoLC7Ez/bS1d5BxBHnRfAqL8mhsbCCZUN7QWULG1QhhIIXyvcKgtCjKYUceQH9fL28s+pDumIsrbKZOGstPf/JNJo4fiVYuSrm89OLzrF65ns9d9AWkjvPkY89SObwaywwxZep4fnPbb1mxYie5eUX8+NrLGDo0ysUX/pTtu7qQhpdiGg1b/PCHXyYvX/GD799Hc1s/OUGL0rIcDCOIFQ7S2NBOX1+Ss849h5/+/HqKiko+9T1wXZdXXnyed959l299+3sMKSv7P91TpRweeuh2qqrGc/TRR3/iz/OOLop4LMavfnkDt95yK66rGDmikoABsd4eivPDtPUksXWASeOH0tPVR2d7F0hJynGIhIOUFkc5+si5HHn0obz92gc8/fSrRCJ5HH/yQj579vEYUiOkoqu9nWAoh1UrVpNMaMZPnEhldQVWIEgynuHb3/wRG7bsICcUxLZTzJ93EJBh+fJNtLb3gSH9dZkGR2EIAyEFOdEItutgSYPS4kI0DslEmqqqCvILCigvK0G5Nq17W9m8vY6u7iTxZBKN8GSzhiBg7gvDME1PGWL5w2fXddGGJhIKoF2F6woQ3uuulAfopV0L21W4jjPw2ublB3j08T9w4IHz/0/3d7D++pW911orUskErS3NtDQ3s2fPLpr27GLn9u3E+vtJp1P09vbg2DauctFKeR7WSmGYQSJhb8hhmAbBQJBgMEgwGCIYClJSUkJZRQUlQ8oZMqSCwsICotEo+QWFFBQWY1oW+ys1/lP7xcEarL9X/Z8y2q1AkFM+czY/XvlNnvvj8xTmWazbuJU16+rY2x5H+UasaIdYKs22+iYWL17NuAkjkULT1V3P7598m9bOBK5rICQYCHLD+UyfOoXa0SPJySnANAK4rk1HZwtr125m0+Zd1O9uo7Ozh67uBPGEje14PnRCQNCSjKwZxrlnH0pBQS41Q6spLYkQCJg4rsI0DGwng2FIlHbZvKmeTZvqePW1D9i1pxNhQMAy6OzpJRAA5WRwcDEMC7SN1uDYNlp4G58pAwhM0ukYUrjsbuolmXA8VpQUuAjsdIY163ezfnOzl+LpaCK5eXR19+E4zkDaaVYuCQpDutQ1NHLNDx/ioguO4uQTZpAftTjpmKlMGFfM7Xe+xpuLd5CxXdKpJMs/WMrFF5zP5Vd8jbPPOZdwOLzf3RLk5xdw1dXfJhiwePSRh7ntlpuIRnNYsPDwf9jDtq+vh19e9zM2b9rJD6/9CdXDav1r8YE6NOlknBeee45bbvolexob0cpjWZaXFXDRhUdw7NEzsZN9DB1WTE8sTnd3L7btNez7VzJps3V7E3s7esnJMcmNlqJFmngyTldXH5u37WbHzhZywxa1o6rIy88hGe9h5OhRBIM5wL7rAs+jrrKyhFNOOZSyIVFuv6OBREr4wJcPpgkQykUIb3OVhoFpgmlAW0c7JUOKMI0g+LN5D6QDYZi4WiG18EBZsqEoXtiK9INYpPQgu32bpvfLm84a5OVFOPn0Y+noaSeV6mfBYQdQXDyU3l6HD97fyVvvrGP4sGLmzplNcXEpQkRwbJe1q1eTXxKkpLSEaE4hQcuisirKGZ85lhtv3EZldZTv/+DLFOQVo5SmuzvOk4+/wmO/e4L2eBrbkf9RG3giEaelaTerPlrBC88+y+qPVtHb3YOjsnJY/I9+grUPvEopfLYHPgDredMYvjdTMBL0Ugu1orsngZQGEkFfXwqlHRJJx2dX+p/tf6MsmJtt7FQWJVQgXIVtuySSKdra2lm9eg1SGoRCQQqLChg3dhwTJ0/j4IMPZuy4CQwpHUIkEuFT6af+hSs3N5cTTzyJ3NwgV199NY888sigLGiwBuufoKQ0yMsvROBZYwglUNolaJhYlkE4FMQ08hg2rJj+vhiurejq7qMnkSadySCUxHEdLMskGAySyWR8j2UTx9ZoocmLBrng4rOprR3O8OHDSca62bZ1O4YZRtneIK+nt4fm5iZsV9HR0cKWLfX09aRo7+rBVi6WFaC3N8arLy3h4EOm8pmzjmL5BxvYvHUPG9Zt5+qrruWO3/ycmpoKkCbz5h9KR0sbN/7017R0dNLXLUmmVmCaBmNqhzL/0OmYhsmbb2/gyquvo3JIMXs7+rAC0uszFcTiDr/45QMsnD+VBfOm8tQzS0lm0rTvdSkuKsDOuAwbOoT6hiZ+97tHkKbBT35yHQUFhZ9qrzYMg2OOP4lMOsND993Fl792JdFo3l90P23b5uWXnyUUambevEs/8ef59q6kEnFu+/WNPHDfPWilGDZsCAFD09fVixmQ1DX1IIXkootOorAozG9uf4JE2pONKselP2NTWV5I8ZAifnDNTaxdV0dhQS4//OklzJk7hc62JpxAkBeeeYWnn1zE1BnjuPTS8xheM4KMA0pb9Hf28u57y9i+fRex/jjFhVGOOfIA6nfW0d2ZoLu7n0hOmFh/grIhJRQWRTjiiAVo7VJYWMjECRPo6+0hEAyQXxQlk8kghEEobFBSUkI0J4oGWppb+MH3rqe5ZTOOlmjXxTC8Ya2UEmkYnkQ7k8bO2GB64J1lmd7QWWUwTQMlTc+2BUlffz+GYSK0xs242RGi11FoyZ+00IP1D6l9Q95UMsGe3fXsbqhj/bo1bNm6hb3NzbTvbSUei5FOZ7BdF6X2U2kIzz5gPzNk0Bqllf/X2QQcX70mpXemkF64o5RgmRZWIEAgGCAnJ0ppWTklJaUMrR7qDX1HjaK4tJSSklIKi4qxrI/3S/9JZ4HBGqy/Vf2fGHYAmUyaX/zsGn7/yENoDa7rgQmGZZGfGyXR349tO7go8sNFfOXyiznymKlIMmzasJzrbnicWMKgqqKc6poKhlWXUztqGBMmDiMQFB5dXCXYsHElv3v8DT5av4dk2gtgkEJgCInj2APT0mwi0uwDZ/Ld711CKOIxlrIH2SzjZB+w4bNQlMuKFR9y970vs7OuDa0VQ8oK+flPLqR2xBBsZfv+KQ5CK4Q0ISufdBXxvl42rd9Gy94+7nzwbbp6UiitUELuOyzv/8ILMRBMAFn/Nv/aEOTnBRk5rIgzTp9LV2ecF17+kOrqEi6+4CgOOmAYAWERi/Xz2JPv8uCjS+jrtz2KPIK8/HzO+fznufqb3yMnJ+fPHpaxWD83XP8zFr/zFjUjRnDZl7/K7Nlz/o4PVe/1SMQT/OKGa3nuD8/zy1/fwryFh3sylP3+3Y7t27j5pl/w6ssvkUwk0UAoEOCIBZO47JIjGVFTiCFNevriPPn8Eh58aDG93SlStu0loWbDSdAYQpATsqisLOD0k2YxZmQpiTSsWbuTD1fvon5XBxnbJRIWzJpey+mnHkIkFGTMuNH+JFrs+3pZTxoXXNemac9eXnnlHTq6+tm0qZGduzrI2J5U1fLTuVzlIk0TU0LYMonmWYwcUc6oUdWMGzeMkcOGUlycTyAYIhSKeEliCiReaIkH5nqyVyk9xt2+9ewl1gqJz8jzAEC0oKOjjQfue4K169Yye+5Ejjv2KGpHTcRVBq2t/axYsZoPV63AsJLMnzuTiJXLr3/9W/rTMfIKcigfUsQhsycxb+6BLH5rI/c88DTCcDn78/M558zPkRctxWNwJvjud3/Nm8ve5rKv/IBvfevb/9YeYFprdmzbzPN/eIr169eycf162tracG3t+Suh0X6QjdZi4HOyH7PTcC9Z2JO3auEx50rL85g0uYRTTzqAMWNqiOSEadzVSVNLD0uWrmfj+t30dqeI9aWJ9aVQ6I8Bavs/1rPv64/9Px/k+9iEFE9OC6AFhEIhysrLGTtmLNNnzOTgQw6ltraWouJiQqHQv30TprXm/fff58477+S6664bDKL4B1U2kOXjGSre+8d1HBKJBH19faQzKXq6u+jv78eQkngiAWjCES+0KRAIkJeXh5QSy/KYBIY0ME0T0zIJBoKYluX92bT+7df3v2JprVm86Bm+fOmX6E86A8+sQFASjZjkRvO4/CsXM3nKcJSyee/tt9i+rY4Plm2jozcBSD9B3gbwPINNQBskEmlcAdFwkF/96sfMmT+TSDDssc39MB8UaOWFnhlSIw2DTCZJZ2cfPZ1N3Pqr+1jx0TYyWqKUgykElmFw/IlzmXXgRDZvaGTV6s2sXr2ZceNHcO7Zx3HoYYcSDYfo7e6iva2Hhx95nHDOEF5/7W06e5KYhmT40BIqKvL5aNV2Eo7Gtl20FgSDBkHLIBwI0tkdx9GK3EgAyxRkHI3U3hM9Gg0QtEwIBInk5bBpYx12RnPZ5Vfwgx9f+xcNJGw7wyMP3gOuy+cu+NL/10P5f6pNmzZxyy23cMstt3xiT2WtPb1LJp3kN7f8iv+64QYytsOIYeUMKcll765WtIDWnn5CVpBIJEBFWT5Cm+xpaac/EUe7kvzcCFbAQkhFPJEkmVaEgxYzptbyne9dREdHB7978A84SrJhcz1FxUVc9c0LOOTg2bgZB6FDSCPEyy+/zEMPPkZJaQELDj+Y9rZWdm6tp6+rn+279uIoje04VFeV8f0ffJnRY0dQWV6JUi6WZYL2kvQ+fkzY5y+YZVLV19dz4Re/w86GvSjhRaFlh37KVSDwCRIuQnqSbkNqwgGTqopyhg8vZ9qMSSgtqd/RyPIVa2lp7wAtSToOjuOpiBzXBQELF07gjrteori4+FPf18H665TWmq7OdrZtXsfypUv56KOV1Ndtpbe7h0zKY8o5Wg+wLb33hr+W9L6eUOn9/5g1WNmXaPaxvc7/rfSVRFlXbYQY8LQ2/E+V0lt/VsAiEolQWFREeVkZxSVDGD58OKPHjWNozTAKikooKSn1FTeD++pg/XflsxqQgItC+ueUrIZs3xkmu16V2kdS+U+o/zNgB9DYUMfnzjqZjpZmcnOKOerI+Rw6ZxqVZfns2VPPfQ/+jp11fZxx2me54KIjsEwX7SqSiTi9/Q5CmOTmRrACBqYpUQ5IaWM7KXbtqeeFF95i+fJtpG1Bbk6QdDxOxnFxtSaVdnyzfzUAZoRDAWZOH8dV3zif/ILIwEMqC4oBfBxH0Dh2mt1121iydAtr19XTn0ywdUcbhy+cwsVfPJaiklzAwECgHC9oQgnPo0wi6elsY/Ombbz17gYWvb2NeFLjKBctBErpAZBn/4W1/5/3LUTvV17U4oQjZ/DjH56NYSjWb2rioYffZs2G3Rx++BTOP2cuIypLyDhpln24gRtvepUd9V04rsRRDsFwmNPPOJvvf+8aSkqH/Nnho7enh8suOZ+yikoc1+Xiiy9j8pSpf6dDynoymSiPPvwSd99xN9//0bUcd8KJGEYWrPNSV19ftIgbrv8ZO3ZsRiuNRDJieBlXXnEyhxw4gpxwAEdlWLZyKw889C51de0YhsLFYG9rH4lkeqAJEkIghURqjWUJCgsi5Ofl0N7RT388jXI1QnqTLMMQRCMWV3z5RMaMqaaqqpLKinJcpbzJvnL96ZT2fOeUg3JttLbRruCRx17jgUfeJJV2kYaJaRlIFKFgkGDQSwMLhgOkMw7adcmkMtiOQzBkEckJUFQQZVhNOWPGDKWoOJfionwKCoooLSkmHM5FYHgy1YHjisfkG5iOSt+EWznsbqjnqadfYvnyLfTH0gjhMn58NRdedDYzph8I2kJIQU9PnDffXMJb7yyhuaWe/t4UyaSLozMEDIMZ00fwuc+dTmtTjAcfe4GW1mYMQ3HYwslceumFDK0eSX9vkq9/4+fs2bGLp95a+n+WyvyzV2dnG1+55ALeX7wEV7m4eK+71HKAHaqEd1f2B+T333S09n1oJAihiEYjjKgdwrjxQzh09ghmHzSZIWWVmAaYRgCFpi/ex+49e+jp6mNnXTsPPvA+HV1x2lr6UWrfcCJbWUDX+8N+AB4f3/w+9vdi31Ah4IMXhmFQXlHBlKnTmHXAgcyaNYua4SPIzc0jHP73lNDG43EuvfRSysrKuPHGG/8bq4HB+uuV3u+/HnNYa00ylSQZT5BMxmhpaaGzo53Wtjaa9jTS1rqXXbt2sauhjkQyQSbtYmc8WVd2uCIMj38qhUHAtDyfR0MSDoUxLZNwKEg4EiG/oIC8vDzy8wspHVJBJBIhGAxSUFBARUUFI0aMJCeaRyQSIRL580HYYP19qrNtN5875Ug2bN+L1B5QYRiCcChAYX6ESy46j9PPORlpaLpbm1i75kMef/QV1mxoIOXgKzZcHNfBMAwymTSmZeI4Lo4ShIIBvvPtL3HqGUcRDUUHHETBfzZqjcILCTAMAwTE4x0se+8NfnHjY3T3QTJjo3ERSmMZBsUlRdSOHsqxxx9CSUmE++56isVLthMIGhw4ayJnfOZkDpo9BcOw+c3td/LaGxsQWtLS2kkyo9AK8vJC2E4GjSCdcXAdz+6ldmQFX/7KuTz3h+dZvHgjrjIIhU2CoSCRUJB0Oj7gI40hieRGCEYsNm1oQMowP/35zzn/gov/ZFj6v5fWmnQ6yYN33sHQEaM49sSTP9XzMR6Pc+ONN3Lsscdy8MEHf7LvCaAVjpPhiccf5tvf+jbxWJKqyhImT66mblsLqVSGzu4Y4VAu55x7DOvXr6V1Tz/jJ9Xy5tsfEM2JMn/BLNpa97Jm/TaSSQetIBI1GTW8kvKyInp7e6nf2UIs6ZKXF+LMM45n3oKDGVZTg0GEzq699PV2U1kxknvvvYeKyiEcfPA43nnzXd5bvAYtg7R19NHe4SloQBAKGkyZOpxTP3Mk06dPo2boMEBgGpbfE4j9DqJq3zBNS5RWLFr0Kj/+8Z00t3bhaoEYIB7sG9oagGlIEIqAGSQnbFAzdAjHHLeA+QsPprSsDNdV1G1v5IfX3EhLaydaS5K2g+24oCVau0TyCnniqduZMePEwefc37m01sT6e9m4fjVvvf4qKz9Yxu5dDfTHk7hKo5Tr+2GCixw4Y0o8BUc2bBEh2Xe4FwMfXL8HFVkrHemfRTF8JZDGBCzp9YGGlJgahFQEpEQYkHJclBKkhEY4Hqwn0WjpDXuF1kgEhumxOwvyC6iqrGJkbS3jJ09m8uQplJVVkl9QQE5OdHCN/UeXpyhkAJrznkGOq7DTaVylcGybTMZLWnddd4DY5CpvL3BdB9fJeO8J5YLyPgYCAUx/OGtZFsFgEMvymKJZUsy/Uv2fJLHZKq+sYvYhh/DHPzzLsUcdzxVfOdbzTNJQXCKpqsjFTudz+qlzCZsusUSMjo5uWtv2sn1nEzOnzaK0JN9rpJWiP9HOR+u28uGKTWhyqaocy1VXLKC0pIhASNNQt4tFr71N4552+mJpXFeRcVzSttegF+TnMnPGZHJzoz7DR5OVm3qlfRAta/DvATVtre0k4jafO3MhqUySDZubWfTaKm5s/x2XX34aVdWFSBHAskwMDFytvKRaZaNUhiXLt/PG4u3Eki6uC75VxL6DOVmQTnz8ED1Q2jOLFxIpJDt3NfHh6k1MmzyUKeNLue4np/Le0h385s7XWf3Rdr7whYUcs3Ayc2dPobq6nLvueZtX39xMMiNIJ9M8+/STZJIJvveDH1FVNfRj3y8vP58rrvwmP7v2R1z25cv57YP38bUrr2ZozbC/+SLWehJvv/U8d95+J9+/5kccf8JJ+/noaXp6urnjtlt49MGH6O3tRgpJOGxy7FEzufC8+YwYVojEoL5xNw/89j3efX8Lhy2cwdeuOJl3F6/i+RdXe1Nzwb5mW+CLDcFWiraeGO1dcXC9e6GkNzkXQiC1h9w37W6jdmQNiVgM17ZxHAfDFCjtDLAyFcrfHD1AI+0qtjc042oIBExCQZNhNWXMnDaGmdNHU1xSSDgSJBAw8YaikkQ8RVtrNz39cerrmln90RbefGM1Ly9a7U1NA5KcSJDq6mJGDq+guqqMyopyaqqqiERMlGtjBYLk5hcTDOXgZhRSWuyqa+TRh59l8QfrSNmO//PBqrUNtFx3Gxdf/FmOOepEpLAoLMzhM585hsMOP5Q/PPk8T/3hBYR0vCgWAw48aDKzZ8/DsWHMxGn8/vFneG/J+7z5xga2bf0Rx524gI5Oh8b2Hq759W2UlJb+TdfQP7pc1+HZZ37P8mXLvGeA9hIAwQff/U4pC0Fknz1ae7+XUg4ACtJvsCORMIfMGc13v38GprR4+42P+Pl1TyANybDhJViGSSyWIJly6O1LEQoFaG/vp78vjp3a1+Dvz2ocYBBnQULvf8J+jLw/ZeNptAeQS4nruGTUvr+v27mT+rodvPTCM0QiORSXVTBp0mQOPPAgJk6czPgJ48mJ5hEKBhHyX18WnZOTw1133cXXv/51Hn3gAT53wQWDoN1fqf4UuNbaxXEcUqkUfb09NDY2snHDepYuXULdzh10d3XQ09OLncrgKhelxUCiofBZKPusBeQ+cFzu83FMkxxgs3TrXjyvSO8aBr5W1gsUfF9IiWWZ5ObmUlhUxIiRtcyYMZOx48YxbdpMCouKCQb//Rmn/yyVV1DCIbNnsmnnS4TNEPlFUeLxOBknQzKZ4NGHf0/thNFMmzGZ3PxSxo6bxAnH91HXsIe+1gS28AZu4EkyQVBYWEhHRztagZ2xicVSuK4X7CQ0aOkNDD1ul2dNoVHEY73093Xy2MOP8uKLq2jvscnYGQwpMUxJ0AoSDATo6etn2fJ17NqzlzmHTuT0s46lelgVryxazrvvraGhoYUFhx2AIM3epl5+fv13KS0OcN+9v+cPz71PSgt64imk8JjYlhVAahvXzdDa2k1ndxfnff4U6rY3sauln0Qqg6theHU5w2rGsWb1FhJpG0NCT3sfJVUegLh1UyPX/+xn5BcUctppn8H4FKCdEAIzGODM87/AnTf9mmE1NUyaPvMTvQ+Ucrj//ns44YQTPmXIhBfO9NLzz/LD7/2A/niC4TVljB5VQcvudmw7Q2tnL0qbXHDOsZSV5fLiC3sYNnQYa9dsImAaXP6VM5k9ewI/vuZWevqSSCkYP3YEvV1ddLZ309XZhdYmAotxtdWccOLhHHnkwQRDFon+OCuWL+Xh3z6FY9ucdc6xzF8wHWHYvPjCa3z04RaSGRcZgO5EkrStPAsXLyGM1et28eGa31BdXswJJx7GlKmjGDZ0OGXlFeRG89DaW1eOcjGl6TM7XZSj2LZ1D52d3fvODto/x0jhs6G8fsNxXQxDY1lQWprH2eeezJz5cwiEJDnRQlr3dnDffY/T3tWL7XgHYNt10EoiUEihOPfok5g+/YTBZ9rfsZLJOM27d7P4rUUsfusN1q1fRzweQ2tPieVq4bEf9wsGUX5Tr73xwACQ509cB5h3A7dRCz+oznsfaa0Rfkgf2iMkGFISsQzKAwbDAwGiaEotiSUgWmCQW5ZL885uXAdiSHa6mnROAeHiPNIIYv0x4okE/f39pBJperpj9PT0sWtXI+8vfR9pCCLhCKVl5VRVVTF12gymTJ3C2HETyc8voLCwCCsQ+Ifdh8H661RWkS0l/pnCA95SqRTJZJJ0OkkqkaC/v4+e7i7a29vp6Gins6uddDpNvLePrs4ubP9z4vE4ruP1iK7rsd6VUmTsDHYm4z3DPNgYoUBrhWUaWAGLcDjsy7lziEQi5OblU1I6hNyCKAX5+RQUFHPArIMZUTt2v7Un/umef38VwC4QCHL6mZ/jnTcXM7S6CFN4koP2zj089OiTLF1Rh6Ej/P6JJykulqzZsIVt29pJxGwSmQzTJu/iup9ejksvH61ew+uL1lAzfBxnnHEWNdUlBCyB6zo+3KIoKy9GE+PFF5eQSHUgDYGQEkNKyoeUc85ZJzFnwRSkAWhvQ8uWHKD1ejc0O40wTMmEydMoKWsnFAoSCgWZPH0K48ZVc+ddf+T+377NeZ+bS01lIbYAKxDCtEKYpgBts3FzHS+/sZH+hJdAm+U7sR9ABx8H60zTf3gqyLJwgqaksDBETk6Q9s4+bvjlHzjx2Fmcd9YhWNLg8EPHMn50BY8+sZRf/vJF3n57E1/50lHUDqvkB987hbHjyrjv/iV0xlKkUimee+5Zmva2cN11NzJhwsR98jchOOig2RxwwIFs3rSRU089hXvvvZNvXP1t8vM/nafJJy+F1u2sX7eHX9xwAxdc8iWOP2kfWKe1prGxjp//7Fpe+uNLOHYGUxpUlOTzpS8dzYnHTyVkOvTG+3nxldU88eQH5EYjXPOd0zh0zjgCAYP2zpE8/dxS76Dls858EhPZfUwr4Um32Y9q63/M/tjpjM2qNXUcNGs0kaGFOCoJUngTLu2gfOm3lCZSGggB6XSS5557nw8/3I4lJTk5AY47ZgbHHHUANUOrMSwTLSSGsDz/HSG9EAHlMmpEJdKwcByH3Xs6ePLpRSx+bxVp28G2XXq7++jujrF2zS4ADCnIjYbILwgztLKQ8WOHMWxYBbNnzyEYykVKTUFBCaFwAYYRQjtxHFy0C7iKPU393H3nE+RGoxw653C8VFrATWFaacpL8mhsydCfcnFdxTvvrODQBfMZPrSWcWMr+c53v8zCZbN55JE/sHb9Jm66+TlyivL58U9u4qijjv2ne9D9NUtrzZbN67jv7jtIJ9P7gWHes8XdD4z/7+SoWTlftqTwGq1wxOSIIycxqno4puHSf8BQNmzeyc6dbQRDBtXVhaScFMFIiD0be9i8qZ3e3pSX+gZ+s6+9A6bYt97RYBqGlzLn+2Xun3i8j0HiTa2U/4YZMDZ2s3YCWTanxtWQ7osRS9RTt3MHL73wAuFQiLLyIYwZN5Fp06YxfsJExowbS3V1DcFg6F9WHh2NRrn1ppu4/utf57FgkPPOO+8ffUn/0pWVeNkZm3Q6ReOuOurq6tizu4EtW7aybetWmvbsoae3h1Qq7Ztlg9DCH719/H0lpURoAAOVndRm5UHKQSiJFCYa5TFe/feJlsIfLHoMBe0pHomEAySTKR+WEShcnIxLKpGho62TbVu28fqiRYSCAcrLyph10IEcc/yJzJ0zn9y8gn/Zdf6vUqYV4pRzLuTV15cgjACGoTGNCK1tGRABuvv6ePzhxxldO4xgJEBJ+TAmT++huqKIvd02WkvsVBLTNAmFwsRiMTraO7BtRTAQREqDaF4urpvBdQWGCPhgroPjKjLpfmL93dQ37OT1V95k3VrPs7m9M4XraI+tb+Ilw2c8r1ArYKCUYveuVv7Y3k1LUxcnnXIEc2bP5K47nmTj9mYeePBFpHQZNaKGyooKiostvviFM0j2Z3hz8RriyQyukNguRIOSwxcegMDm3ffWc/3P72fuweMYM3YEvbHNxOM2TsZmb1sbY8fW8F+/uIprf3IHO+o7qSoO097cQVFZIbWjq9i+vYUffv97DCktZd78hR9LDP9f74UwKCyIcNa5X+Cxhx+mevhICgr/9/6xrm4z0WiGmTM/GcAH/nNDKZa9/y4/ufZaurp7KC3NY0xtNXv3tBGPJWjv7QcpKCmI8tabb9HZ2cew4TWUlxexbv12jj56HslENzf/8j7WrK9DCMjPjTKkKEJfRxudMRvTEBQX5HPl1RcybsJQisuqWLZ0ORs3b2H96q0k+x3GjBmNII4UNps2bWPblh30dLfT09/P3s4UttNOMmOj/FA4IQTKtkllvENmXX0b99zzDNXVJYweVc3w4ZUsWHgIw0cMp6CwBGl4bCe0BxrX19Xxyitvk7Y9oEYKMCyPmaf94ZtSygvuk5pAMIAhJdIUTJgyltzcMEKYpOIx7rjpFjZs2EwirUimPX9bIQykYeAqh/KqGuae/OXB59jfobTW9PZ2s3L5Ep77w1OsWbGSrq4uTzWmBbYLKAe1v0exEGjtA7RC+wCeJyJU/tBK+ISZAcDO/16eN+HHJbMeecX7PK0V2tWkhaYPh+KQyeF5UUYHJEFTgusQa4rTJiS2CbYhmYRBrDyfkpkzqT14NqG8PGzl0LC7gdtuv4ttO3fjKjClgRYGKUeR7k/TE6tn24563lm8xAumzM2lYkg5k6dMYcLEKUydNo1hI0eSkxMlEokMDkr/qUoPfFR+pwTe4NRxHBKJOP293bS2NrF7dyN7W1pp3dvC3pYWWve20N3ZSTyRIJn0/DYzTsZjIrva91sUHoAsswGL3kFGa4mQHmECPMILPo6jhEDtFwjpDVzxe7xu73QmBEIKtPC0aab0HDsNCUOHDmXS1KlUVVWTsW0KCoqYNn0GVVVVFBaXkZef71tR/ePqrwLYAUyfcTCnn/0Znnnhj4yqDdDfu5ffP72ItRtacB2T4vwwrW197Nrdw6ZNzfSlbI/dJCSNexq46957qdvVTG6knLPO+iyTp4zENLwDouNqtLCQeBtYwIoQCBjEE3GE9jzkQmaQqTMmctIpRzFx0jAQnsfdQC8gpS+rzE7TNdq/2R4NXBMtKCYnrwBHOf7DQXHwIdMwA5LrbniSn/58N1+9/CTGjS1F4SKVSyAQRjkZ1q1vIJlyvGma9sImxH5+VfvKPwz7/lE5YQvLEIRCFsNqytAoFsydygEHjiWZSvDe4vU0N/WyfWcXtaNKkLhUVkS56oojmT5lGL+5+00u++p9XP6lYzj+iHGc/ZmDGVpRzi9ve4k9e7pI2TZL33uPb3z9Cn76s+uZdeBBHwMTLrz4Yr599dc57sQTmDNnNnfecStXfO0qotFc/vpeA4K+PslNv/ovZs9ewOfP+yKG5cn8tGOzevUqfviD77Nm1SqU62JJydSJw/j65UdzwIwabJViyfLtPPLYcjZv38upJ85k3qGjqdvVyU13vMxRh01BuQpXCQwpEcKTrgifaSeQnqxV+BNyIXB1lmXpl+sldSoBLR09tHX3MS0niNJp0F7TLX0POWl4aL5C4aQz/OHpd3n0qfcwjSAymCEUNCgqCJGM9+K6FUgrQDb9VmQ9SgQo7QHOCpCGwfDhVdRUl2EZBo7S/iZsYAjlgbzCS5NNOw5723ppaenhw492UlYawbBM5s9biGnkUDKklK9ccSEHzz6IJUtWsGnrNjp7+kjEEyjXZW9rnHvv+z0jR42ksnwEaJOGxiZefuUd9rZ3oZGELBPHsVm3YQ8//OGvuOyyc5k8aSo54QgL5s+gemgl37vmerbVN/LZM7/AiSee9G8N1oEniX590Us0N+3dJyvdb9PSQg+8dfalee17Fnivj+dtJ6XEDJhYZoA5s0cxY3oNm7ZsZuWaLbS2xjjttLlMmTwCS9p0dbVSv6uZ5pYkq1c2E80LEovbaC2wbZusybA31vAdIfxHj+t6k6n93/tiv49SyH0TV/86VfZa/cOAGGDm7bMUyNjexpmTGyAe76OuLk59fQOvL3oZKxggLz+fyZMmc+ihC5kydSpTp00nGs31DyT/OuskkpvLt26+mXvvvZfW1laGDPlzm4HB2r+yRtn7JOGOY9PW1sqWzZvYvHEdG9atY+eOnbQ0N9Pb00vGdXy7AQbW3L5Ri2B/k6f931PAPp9Y4a1bpbOMU89gXWmNMDRCmhiG12ZqF7SW3vsVL6kZPG/V7JWD9x7VKhsS47HvXEeRcNPUN+xm1649vPzCi4wZW8vpZ57NCSedTllZxeD6+BuVEILxU+dy6Ve+zO03/5rWjjimaZJxNH2JFFXlRextaaO9rZeakaUgFL29HTiOTSBgoJRBOFRAf38/tp3xpaCavPw8kokEINjT1EQ65ZAfjSIMCekUe5rqWL/pI95/Zy2Nja3s2tNOV3+cTFqgXI0rNMUFRcRjMWzbxvBZnq7SqLQ3DDEMRX9fnHfeWMX2HY2ccOJ8zj3veH732EusXL0T25W0tHbzmzsfYu6c8bh2kku/di4zD5jAk08tYuvONlK2i6tsXKG46mufZ/jwRTzxxNssXrqRYVWVnHPmyTzz9It09Dp0dMZ45dXFpNJ9DKsupq83RVdvL6VFRXS29DB0VAUV1QXsaWziO9+8moceeYwx48Z/irUrECLKiNFjqR0/lsd+ex+XffWq/exN/rxaWlby2KMvcvU3v/mJQaEsA3fL5vV848or2Vm/i9raoZSXFlC3rYFkMkN/KoPraGZOG0dfXx8N9e04KE6YMIbernZOPXUhS5eu4M23E8QSGbRWDCnwAh1Wrd6ExsB2NSYGw4aXM2fBdHJywrz0wltc/193k7BdhBJMmzKaeYdNprerhzdfX0I6nSSRyrCnOUZfPOH7CEtfLq0JBYPYdgbbVoSCEVKpJLZysOOCrdtb2b6jnUh4Da+9/gHDayoZP2EY+fn5TJg8jgkTJiFkgN/97ll2Ne4FKTGFGEiC9V6bj7OVAY+FIqGoOIqQaUzTwDAsPlqzmRUr1pFI2yTT6f0UPx7rMRgM87Wvf5vDjhz7Ce//YP0l5clee3j3zVd47JHfsmH9BtKpDEIbvsWTFwCiXE/+qvx7hPAIHq6/JaI9KZHG9c680gBfPea6Lh7UYfjMYP97Z4daPqiX7VwFCmFCBEV+WFJtBpkRDTMs4JATCRM2LHRKELVMSkxvaKtzBLpsCGrcNDqGDseQmkBQEhQBJo4ZwbzZs9hZ30zacXDtjKfa2E955l8QybRLMt1DW2cfmzZvpqxkEYlUhoLiIYwYOZxJkyYzafIUJk6aTFlZOTk5Of5z+59jj9Va09/fT17e/xy+E4/HCQaDn9p+4B9Z+6tzNNpTNGbS2HaGVCpFb3cXzc1NtO5tpb21lV2Nu9i2fRt7djfQ09NDMpX2QeGs4kYTDAZxHRfTsLAsi9z8KIYQaMcF28bMJAkgCBimby0kSbkOCdslozVJDQ4MMOo0whvoDrAU/PWeZZdqjeFLby0zTMa2AY0rPfKCKSQ7d+5mZ91upPBsNkxDEgwEiOZGGTqshnnzD2P2nEOpHTuJaDT6P+5xf6v6q3jYZat17x6+ccWX2LH1I5xMhlRKYBgB5s4+hDPPOI7JE6pJJLq55+57ee6VNWRs17uJUpAbzeWUE4/mM6cfTl5uGPywBulvfEp5Mehap2hp3cmTTz7DO29vJZFSVJSUc9pphzNn3kwKCiKAJ2EB1zuE+pRhAegslVIIHMdBuY5/ABW+FAYQWXmNRiiXzu4W/uv6R/lwTSuFhVFOPXU2B80cwdChpZimBdrhjtue4rFnPsK2PW2/KxhYnIZhEggYOK6NnbEHQMNQOEBuxMI0BdMmjuKb3/gseYUh+nr6QWmKi6OEQhb98SQdXT0I7VBaUkAwkP26gj0tvdx+11u8v3wnRx85jUsvWEBFcZjNWzu54dfPs3JtAylbI6RkxvQZ/PS6/2LWAftAO601D957Bzt2bOYb3/4hb77xJrsa67n88q8TieT8tZYGaE0m3c/tt/wXm7fs4YZf/ZLCwhIAbDvNW2+8xs9++hN27WognU4TME2OPXwqX7/8KIqLLZpbu3jqmWU89exaTCvA1Mk1FBaG6ehMMmnSCA6fNwFDpLn7vueoa4wTNAI0N3fSG8+Q8T1ElNoHSsDHmY/ZMrQPZEiBEZCUF4c55ujJnHrSXKoqPRYcPjvTA9sc0hmHJ37/Nk/9YSmjRlYzdeJQentifLS2gcqyHE49eRYjRoykvKrmYzJEb3kItBYfC5FQCDpa+3j4oed5f/lK4qmMJ39wFYYUhMMhDCmIhAOUDilg1MgaCvLL2N3USXPrLmrHDuXEkxZQWzOKoBVFCAPXUbR39NDd209Dwx5aWprZ1dBEKtHFOZ87npkzDwIkfT1prv3xr1jx0UeeL5urBij02tUEIiZjx1dzwMwJHDhrMom4wc+uu4cJB8zlxhtvJjc396+3Zv5Jq6WpgfPOOZ0NG3d4UyClkaaXQJ0FDvaXHPxpZaWrWnvPv1DIYkRtIdNnDWPixEoqS0upGVZDbW0lQdMAV2G7MZYuX8X6TbtZv76TVSubiCdsujvjOI7tmU4PTLl8/7z9ZK9ZsG1/wC7rm2P4kprs4cn1rzsbimFaJslkEg/UyIKR+wIrhPABchShcJBgMIhSLslEyp9qeZOwosIixo6fyKjRozniyKOZNGkK5ZVVf8ZG/Geu7du389Of/pSf//xnDB1a84++nH+q2h+UzmTSdHS009zUTH3dDj5atZLNmzfTUL+Tjs4O7HQGpbKeSdn16oNkOmt0LQaYnlm2us7qe/S+9afB7xU80C27jKK5IaK5IUKREALF9JmV1AwtQTmC0iEhNu/Yy7IPGmne1YudcRFaDYCCA/if+Lgs4k//PJCo53McrECQKTNmcMXXrmThwsOxrEGp7N+q1q14m4vOO4vmnhRSC5QWGEIRCRkMqyrlhz/+IeMm1SAMTXvzDn553W2892ED6YynbEinUigFgYCFaRnYGccDcJWmorqM66//DuPHlJNI9vDe22+w5L31NO5upaGxG1caHpNOeIb/SrsoAZFQjvd1tbdXDwxxNAM+U5bpMZ1Nw6R8aAG1tRWMHzOCd99bw9at7fT1xzEsyI8GKcrPJZJjcujc6Rx34rEsfvcDXn7xXRp2t5PMOBx77Gw+9/kj2b2rmet+/iA9fS7Dq4oYPbqaTVt3s3t3F4YlCEjB1GljOemkudxx0+8J5wRJpTOkHEnlsCLqtu8m1p/hwIPncPud9zBs+HDg0z2TY/293HHTL5h/+FEcdMihA/2vV97Xicfj/PLbX+Ow405j7rGfjImf3Yta9zZx4fnnsWLZhwTCJlMmj2Tv7hakEvTEE6SV5vRTj6KjZQ8fLN9EylYUF+Vy3jknEMkROCrNbx98jZb2fobVDOGzpy3kw+VrWL1hJ7FkGtcRlJbkc+XXzmf4iGLGjRtL454Wrv3BTWzZ2oRlGZQWF7Hw8BkIO8OOTdvJzc9l3aY69vYkybg++w3PS04YBkgD17UBD0xxHe3L+T3wTkiFcjxmHAIChsQ0BJGQRW3tEA45ZCalZZU8cO9T7Kxrx/WoxliWQTZ8LJlKIYQcIAGYhiAUNMkNm5x99gmce95nCYfCBAIB7rvnUe688xHiaRfb9fNgtUL5YPIxxy3gppsfo6Cg4BPf98H65KW1JpVKsnTxmzz8wL2sXrmSZCrjnXddXz6tvVBFIb3/5+IHmGVhtaxEDO/sIPDZSB7NHKldT12klf9vvKHUx849+0F40oc9hBAIDWEEleEAUamoDEiKLJMhQUlJwKLQNAiYkogrCBgGhmniWAZq4gTEQYcSKi0jGDbp64vR1xujqXkv99z7CA1793rsPgXOAANQ73s6DAyQJZbU5OVG6emP4+ITX4TGMk3y8nIZMXw4B8w6iGnTpzN1+gzKKyoJhYK+0ukfs9c6jsNDDz1EY2MjX/rSl6isrPyzf5NOp7nmmmv48pe/zIgRI/4BV/k/158HOihs2yaTSdHd2cmepj1s3LCO3bt3U1dXR3t7G12dnfRmlRC2i1ba8zy0DBJpG42JwB2wHgMoyM1hxrQpjBk9mpqqKsqGDKEv1oeu30Pb5s10N9aTk4kTMDS5wiKoNFpKem2XPqXZmXHYmszQlLZJKnC0BySSJRR4V/+xn8VjmfprQ+wD8QRZ7GdfT5m1UZOAge8JLzQBU5KbE2FE7RjmH34khx99HKNGjsGyAn+3dfdXBey01mzbuonvfuNrbFj/EUV5JVzw+TM58cR5hMNZ+iI8/cz93HLnItIZ76ESsiyOXHg4V111HsGgRinpya5UVnboJWAaCLbvWMEdv3mcrds7SKddAsEgxx42n/O/eAJ5hfkeACIUGhuhAK1wlEetVI4nwUllMh4o5wovHS4UwjANNB4rS2uXdDJBw67dvP/+eurrWlEqwMTJI0jE+1m6fAM9PUlmzRjNSSfOZNSIUpZ98BE/vv4FYjGPIqpwkdLAkALL8ox+XTtFOOCxpqQQjB9dzTmfnUdOxMIwJMqNUV0zjOLSfFCS7u4eTEMTjeRgWha269De0Y7tZBhSUoxlOhhSkEgqHvn9Mh5/ejmVFflcecWxzJk1irb2GL+69RVeen09ybT3M8+YcQA3/voWpkyZNnBo37p5PV+65PNc/a0fcOTRJ/LY7x4iHotx0UWXEQ5H/horA9dJ89rLT3LP3Y/yi5tvZ2TtKEBip5M8/dTj3PzrX7GroRHQ5EYjnPmZ2cyZPZKNmxv5cFU9m7c149gus2aMpqaqlOEjShgzspiRIyoIBiS7dnfyxFPvMKKmmgMOHE9vd5xHf/cmjS0dBMMWPZ0JurpTdPfFcd3sevWubf/KyqCEzyIyhMQyBYcfNpYffO8CL00tyzFH09vbw28fe5M3Xl/H/HnTOeW4GSidJpnM0NubBgUjRlVQUTUUKxhkH/XKb+ZF1n8kuwHjTfQ1dLb1cc89j7N8pXf/hPLWUiBoUVSYwyGzxjP/iHnUDB1Bbm4+yoXu3hjrNu9g/YbNpFO9zJt3AFMmTSIcyPEaPAFaQsZxcNMphJIYliAYNjGEidaSlat28JOf/Bft3Z1Ec8KMHDmcnFAO8VicrTvriSVjoCT5eQECQZNAqJQ7H3qSUaNG/RXWyj9/LX73NS6/+It0dic89uOfHPKzB4z/DhzOHvizptKBgMnY8UM49+wDmXvIJIaUVZAXzfdZbw6pTDfd3X00t7bxwEPv8u47DXT3JsmkXb9BMUinUgPfN/u9gIHJk1KKfQ6RHweq9/+9lBJXKzTeRiWlxDQNTEOgtMJVXgq4VirLOvcI8WKfL0puXi5z541k4fxhmKbFhjUt7GhoZ+1HTWTSLsUl+bR3dBMOBimvGMqkyZM5dMFCZs2axYiRowaGBP+sIIfWmtdee54VK1Zx1VXf8VPP/nNq/+CmbLk+c66xcRdbt2xmy5bNbNmyhfq6Orp7ekgmEmQyGbL+Ot6ne+slFAjiui4Z5e4DybJN+gB/1V9s/vPSF4EhfGkYCLLYiGl6IQAlpYXMO3wE5UOinHzyTAryiwkGguTn5hMMRLHtGP2JGHW7Wnjs0Xd47fWN9LanUO7HGbF/Wn8K3u3PEMo2fUhBYUEe3/z2VVxw8ZX/tGv5X7162hv4wpkn8eGGeiQmhiGRKArzw1RVFHDJJZdx1NFzUYYm1tvMr6+/jtfe2EksrUlnMji2Ai0IBMTAOnP9+2+YFnPmTqEgV7Nn1x6a9vbQ1ZtCCAsp5ID5NXhAnCENr181PIsMx7EJhoLYtu39O+UNpoXPUAgEw6BcolGN1GCaAS+44JAprFi+lk1b9tDTl0GaAsOAcEBy1FEH8PkvnIIpDdat3sIf//gm6zbuYtiwcmprh7BhYwO7GvpwleLAA8fx2c8ewztvLOGNt1cTDIUJBySTJ9dSWV7EG2+sIBjMJW33o6RBSWkBHe09NDV3cuY5X+DKq66mqqqKSOTT9X87t2/h/nvu5spvfoe8vCgd7S3YmTSRSD75hYW88vKLtO7ew/lf+sonTqbVWhOPxfj21Vfxu0ceobAkj5phJQilaWvqRCtFdzLFKScv5Lhj5vDD799Ca0cCDMXYUUM58bjZCMPl4Ydfoac3TVV1KaedNJf2rm6ef2kZ3V0JyssL+ewZJ1CQbzLv0Gk8+ftX2NXUyvZte2hu6iQQDlBZXsyoUcNo2Lmb8nxvrWxp6MF2JT19/SgNhjQ9ljDe2UUI6e2ZuBiGBPaFQlm+pNU0vcATV7mefAvvGWgaknBQEjAliaRLPGkjtCAUCiCEJp3O+KtWIkzL98TVBAOScDBAfm6Az51zLKed+Vlyo4WsX7ORq6+6ho7eOP3xDK4Sfv8CSiiGlA3h1zfdxtFHn/ip7vlgfbJSSrF960YeuPt23ly0iP6+BLYflogPOjh6fyacN4hSPosItQ9i82A2B6UHpBwItKeUGFBxeCQUb96VPWPs++rKH4RJoRDaC5QoMCUjLZPzK4qoLQkTwiCDos/JEFeankySDztirOhOMCovl8qwZwHQj0W9o2nNaLRp0Je2cRwbx1HYtoOjXfbfx7NXku2Fs+CdRvqWLJ4CyvsxvBRl6f+c3ldQWJZJXkEBo0bVMmfOHGYdcCAzZswkP78A0zT/7vtuIpHgwgsv5JJLzmXevGM/JuHVWvPOG2/wixuv48FHbqesfOLf9dr++/r4ucV1XTKZDK17m9m+fTs7d2xj7do11O3cSXNTM7FYjFTaHvB/zfZJAuUvLW9wH7ICOEqTSGd8IDZ7b71+acakMVzzna9TMaSMTCpJvD9GU90uSnt7iDbvRjfsJLe3j6DwQj61UgipyNguvbZifVrxbiLDkt4Y/U4GR4Prq+UGZGtZ5ZPYvz9jgHAgBjRIvu+31n6Iz76BrJG1rBICTG/NmgIvADBgkp9fyOFHH8mJJ3+GKVNnEQz97YP3/qqAHXg3cdPG1Xztki8ydngtP/j+ZYTDBlJ6qZUbt6/h+uvvZOvO/gHJasg0KC7K43PnnMJhh80lFA6ilEPWYUwoB1clWbXyPR7//ets3dlBJuMCBlZAMnZUBcccOY+jjpmPNLyboJTCzWRIxPvY297Kzh2NNDY209Ubo7M7QSgUJC83ytjxI5gyZTylQ/LAcWjr7GPL1h2sX19PrN/gwFnjmTx1FGXleViGQrguPb0Jlnywlieeept4wmXMmHJGDi9iy/Y21m3YhWNrrIBBUXGY0cOrGD9hOCVDciktLqSirJhMJkUsnqCyopDCPIF2bUDiupBMO7S0tKNcm5ycHBzXZndjC5MmT6GqcgiusunpiZFIxjFNTX6eQTAQxHEUy1bWc/Mti+iLC674yuEcf/gUXEfxm/ve4PdPLqc/lQHDYMFh8/mvG3/N8GGj/Aemw3/97Brq63Zy8+0P4iqDxx65C4Hg/AsuJRQO/19WBEo5vP3Gc/zm9rv40uVXc/iRRyKEIJFI8MC9d3PrrbfQ090NQmBJGDtuOKNGFRMMBli7tp66unYWHDyUSy+ezbgxw9B4hzLXVbiOgauk92YFQkHPf6inO40ZDBEMWoRDIW65+fe88fY6unpTpGx3QMiI/vM3mNY+ui48/btlSU495WC++81zkRIcN41yYVfDXn7/5Nu8895mPvvZuZxz1pEETcubWCpFJuNgmhaBUAjDtPyv7rOSfAjFMAxvw95vEo+QA+DO5k313HHbb2lo6iCTsTENCAQMCvPDHLlwBqecfhoFBWUf09Z750aT5qY23n5/JQ27tjP7kMkcMH0qedE84jGHW39zFw11O6goL2VE7QjGjBnBtEkTyM3Jw1GCX/ziIV55/VU+//lj+dznvoAlLBJxmyefXsSTTz1JfzxOxoVIQR6//NVvmL/gsP8Yz5OlS97kki+e5wF2yt1P5srHElqzv9+fzZoFyAzDe3bl5psce8x0zjp9Bq5yGDduIlIImve20dzcxttvrOfDD3fQHU/TuKuPjO3iIghIie3aoLNTcv2x7z2wTe5DEb2Fsd+1AB8LwwBQPqPJ9Bl30mdJZIEay7IQQCQcJJ5IkHZcL0k2EKS4NIexE8opLDaJBEIcc/REDjlgNBlbsGzFdl57bRPvvr2ZVNwmkczg+GEWpinJzy9g9JixHHjwISw8bCGjRo1hSFnZP6VvSSqV4hc33EBRUQGXXnb5v5S84f9SWnvp3d1dnXR0tLNt6xY++mglO7Zvp27ndmKxfto7urB9mfSfAl9/Gm4C+6UhanB9Rh2aATsJ35yOLMMOPHa8EGAIrw00pIFpWN76lxrTMggEDEaNKqaqMoeZM0ZRWBimorKUcChIbm4YhGZXYwfNTT3s3duNEQiyfkMDq1fsprcngefzoz/2nt2fCSr9QJU/C2zJvq+EpKamkkeffJqxYyf99W/GYGGn+/jS50/k9bc/QgkT0zSQuAQsSX5OkEsvvYTTzzwSQwp2bv2A2296hM1b28hgEE9lSMRTnseYHxwVDofJZDK+b47ENL3HZcbJ2lJ4ZtbKHyQbhjGQWBcORUilUijXS6bTgGO7BEMmQ2vKmX3wdKR0qN/ZwKaNDXT2pcg4LkK7hKwAoYAkYAXJK4hwyNwpNOxqZvnyrfTG0ghhglCUlUY54rDpHDJ3KtVVZaQTKRa9sYIX//g+qZTnq5u2XWztYmBw3AkH8qVLP8s13/oV6ze3IKQkEgww59DJVFeV8PILSwmFJb19KcJ5USqqitm4cSf9cc23v3MNX/va17As63+5Cx8vpRSvvvRHPlq2lPLKfN544zU627qpqKxk1gEH0tbRwze/+0PyC4s/+X22M9x91+1c+4MfI4Vi4tThBEMm9dt2Y4ogXT19TJk8jmOPm8OzT7/I9h1tKAXVQ0u4/CtnsnXLZl56cQXJZJpzzj2e+Qum88dnX+OpPywhkhtl7OihfPazR7Ng4Sx2NzRx528eZfmHW0k6HpBQkBvl5FMWIKRiy7qdSB2nuamPvV0p0ipFOBAiYBoUFOaRl5eL7Ti0t3WQTKT8RE5Ip2zPnsXIPveyydViYB0B3mNODei4sITEMi200KRthVSe97UQmkza9vp37Xk3WZaFUhnCIZOgJSnIDXP8sbM594vnU1RYxtpVm7jy698jlknR15/2Ps9ndBmW5EuXX8J3v3v9f8x+9vesTCbNW4ue41e/uIHG+t1o29vOHHzvOOUpIpT0ejfl6Zx9X8Ls4NdbOzI7GNLg+vY4GgHaU+mg/TOGBO/Zpj3bnT8Z1ArpJc4CBBDkSJOhIcnCoiiHR3MoyTUQOIS0wDQMtFa4KkO/K1naG2dpT4zqYIBJ+SEyIkBDymV9wmFLv0170sHRjudHhsD3n/CBRTXQn3ofFQgXNBjCA+LSadtTximfAKM1QhoI/LOR3A9+FN5+GwoHqKqqYubMAzj++OOZOXMWpUPK/owV/7cqrTXr16/nuh98l6OPPJKzvnAhoWgUgEQizpcuPJ8PFr/FHddfx9FnXwD/wGCNrI9wKpmgsXE369et5aOPPmLt2jXsaqijr7eXtB9Io/HAU+mfM9ivJ9JaYwhvD1XaW5vC1bjgh/BJpDAGVA+maXLkgtlc+dULCVoBJBAyLYKmgo3rMFevhp07kX1xb3UIgVIujtb0ZTS9rsumtGJRXy9xV7LXdmhO2djaC2VB+etc+A71wpPBeuW9F2RW3ST1AEPV59/4RyTfQMs//3vvFTnws0oBQngMWENIigqjHHjIXM4893xmHjD7bxpA9lcH7MDzeHrx2Se441e/4tofXMHw4bk07m5gyfvLeeHlD2hti6OE8OSHQiC1i2EYlBSW8vWvXsSBB09E+xMqlCaT6mT5iiU88NuX2NMcw7Y99p3SAmkICnJCfP6c0znhpAORElKJOJ0dbTQ1tbBu3XaWrdhKZ2+GtKNxMxlv8ZkCiUE4bJKTE2To0DL6euOkM5IxtSM45ZTDqKkpJBCQgOMt0uykQmogQ1NTB3945h1efW01WFEOPqiW6oooFeU51I4aTn5+kKL8fIIhCymUB85kmVRK+SmKoJWN60cTK99APpFw6O1OsLu5maamDtr39jNh0igmThpBaUkOhmHR2dvHtq0NlJXnUVNdjCmgoaGNa29YxIZtLZx5yhwuv+RwAobgyT+s5I77XqOrP4GUAU446Xiuu+6XlJV7Xjs7t2/mO1ddxneu+QkzDjyUZDLBA/fcQTSax9mfP59gMPSp14H2D/oNdev5yqWXMuug+Xzn+9cQDIbp7+/jtltv5oF776antx9DCqZOGsZJx89g5rQK4ok4dz/wHju2t3HWaR6gkZMbAUxcDf19SdI2FBbmY1oCoSX9vQl6Yza5eRHycvMIBATppENrezfPvvA+O7btYc+ebhK2prW9m3TGn1D5BpcIfyvxmRvCfwMHg5ILzj+CSy88Adu2qW/cy+tvrmLlsh10dPbiKlhw6AQ+c8YchlZVDxj+Z03ShTD8X9I/7HkbD3gPB8MwfMBNss9nz5s2aSXYsXUn776zlCVL19HZ0+uz/ySja0u4+KKzGD9hJqYR8Mgd+8lwvMOvQXNbJ+8uXs7yZUs56KCxFBeUcsftj9LV14erwDAkoYDFtMnDOPG4efT2p3nplSVs2b6bOXPG8r3vfYuCnBIQgpSd4e7bfs/Tzz3D1IPnctLpX+TEE4/5jwHrAD54/y0u/eLn6eiM4e4nA8w+oz35k3cPDUPiuvtSqbMH/3A4jNYupiWREoaPLCIYhhE1FbQ191BX30bKdjCERTAcpKc3TjrpUDQkl92NXbi2DeAbvnqHAqH3BU5kG7psDUgJ2Td/Gnj0i33Nk/dHj+GkIUthwhASpRXBUAjXtj0w2/AYeYZpgNaEQiYlJTmccOIU0hmHTZtaOPGE8Zxy4lzyciPEkmkuu/Q+WvckiScTNDZ1e68LEAiaOLbCcb2Dc83w4UyfPoP5CxYwY+YBVPpsj38WtlJbWxs/+P53ueCCi5h14CwcR/2vjJHu7m52rF/Po08/zXXXX/9Pzc5TKJTrEuuP0dPdzY4dW1mxfDlbtmylfsdW2tra6evrxXFtb/AvJHl5BfT196EdF0e7fmO07/2xP/iVrey6lBrPZ9afwnsDWzHQQOGLTpVS2VU6IKL1voQvs1EahCInGiWdsQmFTCI5JoZhEI1YVFVHQWiam3qxk4prfnwqhx4yi7y8KA8//jx33LKYvc29KKX3+9p+yqyUA6B41svO/yn2gXkD82SwLMlFl17Gj6697p8SeP5XL6VcfnPDN/jVzfeT0ZpwIITWLpGQRXlhEd/7wfeYPruWeE8Trzz3BM//8SMyjkkilaEvkSQWT6FcMTDUsAIWrutg2zZSGijtDSOElPhnX99LShMIGF5qrNZEozlIqbFTNiUlRRQX53HAQVORQpCfn8eEiWOora3GCMD2bTvobuvmvvseZ8O2NuKxJGiJKU0M00UaBlbQoqQ4SklJMdvrdtPW0o+tXAxTUlSYw8hh5Vx22ZlIGadhZwuJpMuGDfVs39FEQ+NeP4xAEQyZnHjMQbTubWXZigaSGYVWDoV5Uc48ex7t7T0senkFlhUk5WQYVltNyILNm5tBBLn5lluZv/Bwios/ObgG0NvdyeUXfo6enl1s37mblvYUBblhSgvzuPQrX+YLF19JIPC/H2q01ijX5YUXnuOyyy4lGetn+rRaSssL2L6lEcNR7G3vpaqmnJlTxrL4vZXEkzaZTIZQIMiFFx5PNCfMrbc9QdJ1mTB+JKeeNJ+33/mA3bs6qais4KyzjiVgJjAMg8qhVTz/3GIe/O2LGAEDO+0SDFmUFueTlxMinUySEw7Q2ZWgpbOXYNDEtl2GlOZy1JGHcswJCykpKUYp2LFlM2Cybesudu5soL8/Tn5+IQ27Gunp7kVKSX+sDzvjojEwTYNkMgWGRLkuhinQroNWfn8qBa6779mYnb1JKbFtLx3RCnhBFYbhsfNyQkEOOXgy3/re14lE8ti0aTPf+/Z1tLR1kUi6ngeUryILR+DW3zzMSSed+he8Ewfrf6pkIs59d9/Mo/ffT3d3zEu49PcWfwyA8vfHbF+WJZRrlf23AiUM8Pcgz5g/K77OtnvZDs6TTXvrxDtjO66nnNjX4+GpzHy1hNBeOGO+NDgg12RBcT6jQwFGRsOETcPrbQISDAPhaJAufek473Z28dLufiwjQGlehI39GRriLt3pzH4MLO9nUeDtz+xjo+/XCXhXJ13ywpLyISW0trRhuy6JjOP1qH5f7TEI90UGZjMltT/wE2jCoSDVQ6s5dP4CTj75ZKZPn/F3UW9orXniscf49XU/5MxzT+a4k8/ACkR54ve/48H7HiSZSHD1JRfy1Wt+jvHXtJz6/1+Rf137rq+9vY11a9fy3nuLWbFsGbsaPK852w+kUz5gNSCaVniyLDQK1++JfD6kkBjSW6c+X9NT5xieD7zXL/lDTLwzw/CaakaPGs6QkiJAYaCxUAT3NiPqGwnhILQk47re4NSUpBwHV0OP45JG0Jy26bIVfRlNnytwpIv2ATnvQjzwWvssU6WV30H6agx/SLfP51swENYy8C7RA3LZbOyF9FVqQiiQBlJpDCkwLUF+QR4HHHwI533hImbMOhjzbyCV/ZsAduBNFK79/lV8tPQ9Cgokexrb6YklPVNXw0BmcU2dbdo1Y0ZN4NofXU5pRb63GQFOOs5bb77APQ8sorM3jeN473lHeYsrZJmUFBZz+qlHcOi8cYTCOQRDEWJ9nbz52hv88eVlxFMGyXTGi7XHl34pAcJbZCiJNAR50ShfvuQsjjhqBkK4OG7aT5810I6D1gpDajq7W3n55cXsae6muztGa1uMdNoLx4gnUoyfMJTTT5nHrGkVBEMBQGAI0Dg+cutR5RGGF8nOAL/KMxvVNo7rDLw28bhNQ10r23bupq8vRjCSw6FzZzGiJp9EMsmelj52Ne5l+tRyivIDdHS7/PKml3h7yXZmz57E1VccQ1VFPove3MyNv/oDrR1xkJIzzjqH666/kYKCAlzX5aYbfkQi1s/3f/ILDDNAPN7Pvb+5mYqqak4741ws69NMBLwNqaenne9c/VUCZpALv3QRzc2trFm9kQ8+WMoHH3yA49iEQwFOPnoal190KKEcg98/s5Qnn9lANCz49lVHMGvWSEwjCJi+xEqRn+8lBynSJJOalqZ2cnMLKCstor+/Dy0kqXSacDjs+RkKL70mlfDYj+s3NbPotQ/ZvbuVdNpFu4LeeIz27hiO7SX9ehIHQSgo+dxZ86iqGsKmbc2sW9PA8KEVHHHEFIZWl9DdFWfHjhb2tvaCyHDIoROpHVVBQTQPjblP1oX0pVsCKSx/0/Glh4YJGBimRCuFYZgfY0y1t7azbNkGHnz4GfpiHgMkmhNkdG0pX778i4ypnYAQgf1AoSwVHn+zE+zcuYfbb7uHzVs3YTsK19U4toMQBtFogDPPOIY5c+bwwdI1PP/iGzS3tRMMKE487mDO+9w5VFYOAy154/Vl/Ojnv+SUz57P93907X/cRPajle9z0Xln09rWOzBB99Z7liqePeDjNSqu4GOprPtN/Dw/Eb/BEp4UekhlLmPGlHPEwslMm1RBPJXk3fc3sXRJI3uaemhv6yWrxNWIgaZHK4Wh/b0Vf1LPf7Nh6H0rMusBpsXAluUDH37epiEwTAuVsT/2lYQUA8ET2WdX9gBh+iE62vCmTwfMqKWqpoDKqigvvbyeZUt3oBxvw3Rdj0ZfWJRPX18c11G4rov/ZMYwTIqLS5g+fQYHzZ7NkUcdTU1NDXl5+f9Q8E5rzZLFi3nqid9xzDGH09rWwxe+eOFA4nU6nebll19kwYLDyMvNZcPG9dx33/2EHZcvfuUrjJsw4Z8GfAR8+bYiHovT3t7G1q2b+eCDD1ix/AP27N5DZ0cH6UzaV6cYBAMG0ZzA/2PvPwMsOcqzf/hX1d0nT847uzubc97VapVzDiiCCCKaZB5sk4yxAYNJBhNMRgRJCJEklHPO2iRtznl2Z2YnxxM7VL0fqvvMrMABG3j+zwtlC4WdM+ec7uqqu677CkyeUsPM2Q0o6ZMvwPat3fR3DpAv+YA6ATSeOF7L8IwYaxHj7rfCWsrlFqEPrQi7Kie+RoZgtRACaTtYtvEMmzGzkbPOmsq733YeiViCfYeP89yzuyn6LhddsJwVi+fRNzzIpz79c1549giFQgGtJL+rPBp/fsdZCyJq0hAdCMxnaGlu5uaf387y5asnCIH+Mv4QQ6mAW779j3zxX7+Lq22kglhMEotJlsydxfv/z7toaY3z8rNP8uQTG+gf0/QPDFMsKIRlky8YprxhxBtfsahAt227zHoSUpJJpYjbkurqCurrG0gkJC3NDRSKeepraqmqSlPb2MTceXOZPmMy8YQAaYf7gIWQFiooUCwNs+GlF3n0kY2s3bifbLZAPltEa4t43EHaxls54dhIqdHChAUMjYxQdP2IAk11dZrGugzNzXWcfe5JCOUzPDjKyy/vZu/BTvOzCAQBLc0NzJ0zjRde3Ey+4KGlIp1JcME5J9Hd2UNH5wC2Iyh4MGPmJArFPNu2HKRt2mx+9os7mDP3vx9A4LpF1r34DP/0D3+HW8qSLZQ4eHiQ+uoMC+Y1UVtdx0f/6ausPPm0/3z9C5/9vXt3c8Prr+fAgYNMaa1h2bLZ7Nt/FDcfMDaSJ1MZZ/Wqebz66h5Gxlx87WEhaZvayLKlc1j38lZGskVapzbQ0dFNLh8wfWorb37zJTQ2pRgdG2Xb5n2se2knqaoMR492kM1pEqkE1dUVjIyMUJWM09bSQP/wCMOjRYqeohT4WAQ0N9ayavlsLr7kdE4/53QcJ2lqx6CElA5aW2il8XwPKQSjo1n6+4cZHh7i6NEjdHX0UciVyGRS9PT0kcsVGR4epn9wmKOdPWgVWlpYBqhRytRsSqnwbAGOHQuZMAGxmJHGWlLi2JKli6dx6WWns3DJErZt3cf3vvMzBocLjOW9MDHbQkvF7Lok9z+7jZrGpv/NI/mX8ZqRz+f4zte/yM9vu4VCzjS3ymEhYa0egPEw1NrUbNp4IhsVURDuGxa+sMo128Szgfll46BMmZWuKasvkIRNI1n2yStbVABSaKRUVDkOK5NxPjSziRnxFKl4DOI20rHxbY2WGssHGRgXvKJyWd/Vy1cOdONZKVwhGSwpRn2zVgXKL++XWr+2sa1P+PwRq9QEtdjUZ1KM5vKM5t3wGgSGGSVA6NBCI1IjSYkfNfrKqimTmFxRUcH8BQu54vIruejii5g2bfof9cyye+cWrrvyEkZGx1iyZB5aSbbt3IMfGALLheeeyTe/9x3qm/54FkITr61Siu7jXbzy6kaefvpp1q1dy7FjxygWSoZhNkFBECl1yvfL0EaQYTBXNLcmBnpqJjZhIxJWeD4RMgSSIyKJQMrQIkBKMtJmRsZiaWWcqTFJxraosjTP9RfYky/xlhaHJTW1VMk4acchsCwsqTle1LwyWOLloSE2DRUZ9HzGQjZgueEbfjrEOABuPokaP6uVC1RZ/uyCiL4ZfeYwRVlrQ6kREcNThg09AwZKYXwda2trueDiS3jLO97DrNnz/qBklj8aYKe1pud4B//w0Q+w9oUXAAtpQVWqkunTWlmxeB6lYpaD7UfYteswJV9x1RVX8773XY1lY+i6vkdXxz6++52fsWlbJwUfvMA3NEonRnV1JbOnT+a8s09lzanLSKRsLOkgpKC3Zy8/+uHP2bz1OEVPkSt6lFwTr2MAO42wwkmlIJGwmT2zjc988r3UN6TRQqO0kfZIKY3GWcCxY4f51nfuYMv2DgJt/PXSKYemhkouuuAsMtVJXnh+K/v2HGHOvGm87urTmTE1Q31VpjzZoyO20NokjWoVMgotLBkHDFqs1ESfFIXrlcjlijz5xCZe2drF6lVzOfe8pTQ1VDCW9RgaHCGVCqiutBgbLfDzu7bxi19vYtbsSXz+09fR1pzhnge38KVv3M9otkggbN797r/mU5/+NJlMhj27t/DZf/gon/vyN5g5dxFCwNjoID/49ldZuGQ5F196DfK/SEbRYcvO83L09nRx2y0/5me3/YozzjiNqrp6mpuaePLxx9j86nY816WmuoJ33HgGr796EaNjOb734+d45oVDnH36LN73ztVMnVyBr5IMjxXoPp5j2tRWUgkbaQkGBwY4cLiHIASclO9TV1WD1h6VFSniiTixmOk2m8XFwpIO0nJQWuN6LkXXQysDpB09NsiPbn6EdRv24PtgSZCWjZA2VRUxfFcxf/403vCGc1i4YLKJOQ8feSEkxVLA3v39PP/8Frq7u5kxvZEVy2Yya85kkqkMvqc53tVr4quFwHVL4SFTUltXS21NDVWVdWV5qxACO/Q5CQLF5o3b+MGPfs2xrn7yxSJoQTrhMHt2E+//wI0sXrgCrWQZCDTU4HGKr0DR35/j377yXZ59aS1a+WGn1mbe/El859tfIpOqJPA1R4/18tPb7uHxJ5/BtoosXDCFt7/jeixRyTe//VNkuo5vfucntLa2/oFXjv/vjyOH9vDG66+kvb2n7AMyXgCNs3Ks8NkOghNZRuZfgIi5ITWxhEVjU4ZTT53P669bw5IFU5ACSqUie/cf4Ff3bOHZp47Q3zeMUhrPC8bfiwndxUCFDM/ozyayLU+E76IaKSr9REh7V1ojtYlXF7ZFZVUlI4PDCCbIwWwZFpPjyU9WCLogFbG4TSJhMXtmM+95z+VMnzGNvbuPsG7dZg4eOsbBQwOMjhQolUzRGIs7uEU/XA8lgfLL3iaRTxnCorqqiuWrVnL+BRdx9jnn0NY2jVQq/X8F/HJdly997tM8/fTjnLrmFD7zua8QT6UJAp8NG9bziU98nJ/85GZefvEF1q5dy1tufDsnrzmlDE796cd4UaW1OUTmsln6+/rYvn07W7dsYtMrr3DgwH76+/vwfA87ZBEZfYCiviHD+Rcu4LQ1M5kzo5kpU+txgxI/+8WLPP3sEfbv7WNsKGuStkO5oJTjwFfk0cQE0NoUiUaeE4vFTYhK2CmdyGoTltmwdWA8U4QYL6x0yJBG+whjoY1lxXBikoQtWbColdPOnM4lFyxg+tQmKiprsZ0qevv7+NWdzxJ3NPPnNdPZNcBtt6/lwN5hRobyE0B4fcI9mwjaSTn+PaI/MwC8QFgW17/zGr7++R/g2P/3JDD//zgMYPdJvvClb+MLiSMdVGAY9k31FaSTgopUgr6BUXwl6B/KUnQ90DKUE1omwTUIQvVDSDfCNAo8z3jwxBNJJrc28d53v5UZM1qZOnUKSpdw4nYYdKIRQpOIpcLfYyReImSPagGBChg4fphbb/4Fjzy2icGxgHy+iG05BL5p1lgWhlmFQmrIZOIEvsb3AqQjUVgMDWUpBgqhBTaCRNKmvqGSM09fRkUS+gfHGB712L/vCP39Y/g6QGjJueetoCqT5O57XyRX8nAcB8cSXHrRqeRGh9mz6wjxjMPx/gJTpjYyMjTKsc4BLrviWr7z3e9SVVX1n96LIAjYvvVV7vzVrbz08kvs3r2PdCLJSDZPruiSsCxWLp9Cx7F+3v1XH+Ad7/sgW3c0c+aZRnr82qGVYmx0mL/9u7/hvrt/Q3VVhnlzJ9M/MEZurIjyAoqux5VXnMr6jTvoPj6EG3hoNG1TWrj4olNY+9I2du89QjxmsWLpIvr7hli8fA41tUlmzmikt2uQTVuOsPHVHYzlPTxfYQtBPG5R32QC0XKjwzi2hQqMdUOuUEJYDggb5RWpTKfQQjFjej1XX30Rp51xCs2NLSbFtRyjo0OwzQ9rfAeEwPddBE4ZdMjn8yilGRoY5Jvf/DGPPPoSrmuSPp2Y8WjUCjzPC0N2wgaZHTP7pDW+LjmOg0TTUJshkZBYjk2xoBgcGqXgBgwO50Jgw8ITHtNnzOKxx56lpqbmD/qM/jkPzy1x84++zXe//nWKRa/MEIuAkABQ2njYRb3ViJFkSQutNX4QgHQAw66LWGnjTKLo3fRr9ihh5IGhfRDS2AAZQDCUCpbZ4wFxCSlbUiEtzqlO8abJVbQlU1Q4ksCxkI4NlmXInoGJwPA9jZFCFnm4M8vn9nShYxlynkdBaSxCT+Syd+04kBaNiTUAmOaIQIZWBV4kfEJKUZaRG3JguMYK40VmrkeZF0VIkCcKYgGFbQkmTWpl9eqTuebaa1m+chWNjU1/UEBFa8XeHRt525veyJ5DHTi2kYTasRiTJ7fS09uLBFauWMrb3vUBLrrkUmJ/QGlsdB1936Ojo4NXX9nIM089ycaNGzna3kHJLREWT+b+y7COLysfonpNmbAFber6cuJ5YPY0y7IR0sL3A8Auf3dz1qR81jCAnRlSlPl+Rn0kJI1xmzMbkiypFFQGcLyo6MhnWVSZYVVDPQ2qYMKd/ACExNMQCJuc0GSVzd6xAuvyHq+OjNLha7xSECrUJoBtmH8MJkCH6OhzBCcCxyJ6lUaI8SBIQy4zZ3WNmXdSi/LcjL63HZIWLEvT0trK29/1Xl53zRuoqf39WOr/0fijwcxCCJonTeFvPvwJdmzbTD5XJBNP8753vJMLL15FZWUS13Mp5Eb52r9/kw0bj3HWmSfj2OPMOycuqaqsZvr0NnLFCuy4oLqqmkw6zcIFc5g1eyp1NRWkUwmQYDsOCEXg5nnhuefZtaePoqcZy/sGrNOY6GCtTfdShfG9jk1FKs1b3nQVdU2Z8kFRYI0frkSA5+b48a33sP7VYxRcP0yt1ZSKinS8SDJhc/H5yzn71LlsfHU/jz21jS9/5VekEzannTKH005ZzIK5k7BlgNIBIjSo1QTlLm8gTUfCtmIIYRk2nrTw/SKxWBwpJJdespJVJ83gued388+f+TmLF03j6qtOZsqUWnr6+snmLVLpJO986wpmtDXxla8/yic/eyef/NjruOSixfT2F/jlnS9xvH+IH//wewQq4LOf/RdmzlrA8jUn8/yzjzFjzgLDvKqo5V3v/j986xtfoaG+mVVrzuC1h81owrulHHt27WLDuhc42nmYXTv3Mzaa57vfv4m58xfiOA5f++q/8uqW7QjfpbWljg//zaVccPZctu46yL9/+0mO94zwV289mRuuXUUyJSmUoKs7i+MkmDN7CloLNm3dz7btR+g63ktNTRWJZIx5c6YzZ0Yz1dUpnBhIbHONASFjaCFD0E6hVAmBxLEkdjJuOlYI5s1v4h8/8Qbuf2At27d3sH/fUUZzJqzDtiyaWyqYNjWNlGOUSlniVgVBedODRDzO0sWTWLiwlYH+HC88t5lvfvMuKivTVFYlKJY8uruH8H0PyzLdd43CiTkIIaitrmDK5AYWLJjBvAVzmDVzFolwlcuN5nj88WfoH4wSeQw1PKsVew50842v/5i33ng1J598OolEJqQ0j4NEMqSQV2TitE6qoTqTYDhXwHUD4rZgbCxLdmyIynQV2JJpbY18/KPvZv7cWdxy68/ZvO0o7Z/9PpZMMG3WMj7/tW8wadKfH1gH0NwyleZJrbQf7R1nCENYKMfwPK/sSxN5xEwcZQa2MGE4dfVprr52FdddcwrzZ8/EtmyUX8DzffqH+hgrBAglyOVLSCkpFb0QkDNFSgS8SSEJQimEDrtB4+8Z7qBCjnddQ8BPClEGVSLprpMw30MHASNDwwb4jeY64355oR8wmL4Vjm3jOOYgW1lRSSIV55kXXiWVkZx9zjzOOXspwh7l4MEeXn1lDxs3HuLVze0M9OfRQuEHPtJOYwlBEJgwjUgEiQoYGBzkqSef5Nlnnqaurp7VJ5/EZZdfxTnnGunWnzKxKRaL8bqrruMXt9/O7l1bOXJkJ7PnrWTPrk38+1c/TyE3yi9uv5VSKeAzn/0CDY2Nf1Kg7rXzzvd9CoUcHUePsXHDerZu28LmzZs5erSdkeFhAj8ozx0D3spys9owKmMsWzqF973ndKa0NlMoFNl/qItHHt9BZ3eW1sk1+F7AsSMWxWKJfM4tsy6jg4gIA6Aixlw8HqdUdDHGxZJSKPWOPrpQesIzFia8Rx44ShlGaOj7o5VChSwEAE2A6wWkEinajw7jrD+MBVx7TYJEsgJLejTWVfPB97+B3oFBHn98Lfv2H6epqZLj3QWy5YCicXBuHJTXYW1A+MyYCzV+ADHnB6lh45Mb6Xr/Idra5v3R7vWf6/ACgVICLbRZ+0IA7XjPEI4UoAVuoKhIxdGBQmIOvY5t42uNZUv8Eiht9nDDrFfYKgiBYUGgFLlCnkTGZu786aYJSGgRMuHQHBlaGxN5C6RLICRBqcDO7ev5xc8e5PnnDzAw6hr2vhWj6PoESuHEJLYTM+FgGABsrOhhSUF1OoaljTXHmCWJWzae66HwyBYC8h393PGbZ2ltrqWmPsPM6ZNZtmwmPd1DjOVKdHeN8tLz25g+s4m6hjR+dw7XDdC24NkXXuED7309ff3DDI8MkUTQeaSPabOb8ZTPk489zO0/u5V3v+d9iNAn7bVDK8XGl57mq5/9FHsOHqY/l0dhM1b0UNpG4CMcm72HBynmA265+ae079nM33zyy1jWkvELGP0+bYLf7rrrVzxw773EYjarV89heGCUnuP9JFMZSkpzwQVrOHjgKJ3HB0BIKjIpKtIpGhuqeOnFjezbd5xEMkE6bnH6mUtw3SKDQ8NsWLeZ7VvSdHf3c6RjAN839znm2MTjNglHUhgdIdCKYqHEWKBIpdNkC3lQxreoUMpjWZATklyhQC5f4Gj7z9m+fQfXX38Fc+ctJhaGjGltwk1sKxl+VTMHbStOWQWBpCKTBq3Zv3cPu3cdwVPGi0kCOpCU3ACkQCEJUAglsIWF8hS2BSiNbUukkHhegFI+vYOjxOMOga+wLYdCycNX4IRNXd/WjAy6nHzymVRUVPzBn88/16G15unHH+Sm736bfNGNDL1MgyDcQ4LynmJeIxhnnAvA1xosh8i3Da0mgCEGWZiQOTHeRNIG8MMybF2tQSjzPtKgumjth8iEUXcEWpCyLOYm4pxcnaBSK+JaUwqC8OkUqJKHcGy0MsCN8gK0hIGSz4ibR+EzUiwakoNWBASh0sdGa38CcSJsDgurfK2UCogsLcbza8dlmYHS4zYUGrSwACck1Wi0CrBEaF0lwJHmu7kqXE8AL4Cjxzo5euwuHnjoQWbPnslll1/B61//Rtrapv2vbCu01oyNjfDL227h0Yfvo6QldfV1DA0NEagAr1jkWEcnpWKRQAU8+fRzbN66k89/4Yvc8Oa3/Y/rwvGzh/F07+/rZePGjTz00AO89NJLdHZ2mrpOWmVGIuXaX6N9VX59BD5Z0uxhSgDaQmkLFYhxVQMQlJWuoW8iZm5FFifluLAIcY1+nKi+lFiWTdbzODAakNSVHCwWcEt5Pji1iTWTarGTFWgBVraA0CYkRbkB+WLAQG6UjdkCj4/m6C66dLqKqK+sIuVPqFqKGKlyAmhcroyFhZk/5nOWbc8AGcaHRgcsywIVPQ+acvKy0BZlbzwkQWDA5Y6jXXz1S19g/Usv8Pef/GemTZ+D+F+Cw390LduChUs45YzTeeqRJ5g1YwGXXLaGVGqcVaZ0jtHRsRBQMMmHUhhfJ6U8UhX1vOmtN2KJOFIoYo5tUGEMc0VoZeQL2kdpD4Ggr7+LrTs66BkokC/5xtYm7HhHdGBphYdUwLYsFi6cy6Il08qdcRMGMNF3x6Krs4O9uztxXVBKhOg+eJ5icDTPvkOdXOAL4skkp522iJNWz2X3znaefPpVHntqJ088tYtT18xl5fIpLF88hXjcwXYsED5SipBmahavUuDi2AmkZaGUj23L8GBgEXeSTG6WXHX5ShYv6uXJJ3bzlX+7g5WrZ3H+OUuorEwyNJwlmUpz4XkzqMhcyZe/+SR/9w8/47OfvIF3vPlkamoyfPXb9zE0kufmn/yQ6TOm8973vI8rrryOb/3b57jidW+goWUKQghq6ifxtr/6a35807domjSZKVOnn9AZGR7u5+UXn2D7lm1kKqpYuHgZi5Ys5fCBb/DRL3yek1efQf9AL1/6wuf4xW23IaVkwcKZvO/d57F0UTX3PryOm37yEjPamvjWV89kzsx68nlFX79EWJLpk5vxdYFtOw+zdu1eBgfzTJlSx9lnrmDmjGbq6yuwbCsitSKEhUBgR0Z0WKiwSFI6IBKumwfZPOUaje9rE+iRL3CsvY90porp09O0NFXT2dlFV/cwDz7aw+NPbaOpoYq33Hgup52yAhXo8karw7nW2FjFpVecwuQptTz+6AZe2bof1w8XBjNrUFqFJpYlhBAMDRfo6Ohn69aD1FS9xFtuvJzVa9YQj6V4ZdM2tu88zMDQKL5nunJCgO8H5HIl9h7o5Stfu40rLtvHG667nrr61gldK9NFy+eK3HTTLTz37Fq8wCdmC6S28X2fox39fP/7N/Pe976L1pZpIASJpOT6159HLG7x5a98i57eAudccCqf+9K3qG/685VO2E6M1SefysZXXiUoGdDLcYwUxQsBB9/3yz9v1g9VXtssC5yYwPckU6dXc93VJ3Hjm0+juroGw7zMc6yzixdf3s6zz+9kcKjIyECBeEygfIeS5REE5vcqrcsAXNm4GgPevdYzLJJZ/66kT/PnVhj2E6bBhl3ccW+8UC7m2BAy+LRW5e9u2w5CGDZopjLFW952Bm1TqikWFYEqMTI6QGvTdGLxahYvSDB/9iSuufpUDh5u5+afvMgzTx2iWMzj+gWztr+G0WTAT/NIK6Xo6enh/gce5rFHH2Py5Cmcdda5XHrZZaxecwqVlZV/EiZbRVUVSmm2bdvFj3/4fU455VwO79/NurVrkXaMqspa3vGu95CpqPiTgHUn+sMpSiWXvr5edmzfxgvPP8erGzdwcP9+xsbGCPzAFEGvYX7H43E8L5pLUQKYKb4t2+a2219isN+ls3OIjqPD5PIlEIJ8oYRW4Vz0lWF+YIIqos+lNMRsB9/z0Frhe0a6p7U2fpATCvqITSDDLrAO561V7qTrMmvAAM7lxrF5r3CtHR3Nk8sWGRoa48CBQY529jN3ZgvXXXMaddXVxOKahpoMb379hRw4dJQ7f/MEHV1jDPZnUTk3qm9POGxM9Oab6HFnGrcahGHfazSFQpGenmHa2v7AN/vPfGit6ezqModCFPFEHOUZL+CKTBxHSJoamzn/gnOYOrWGLZs3cfRoLx1d/XT1DpLNlwxgFowDxBOHlBZKKfJ5l3zOY9fOfZy6ZgW2bRumaNjEL0uJtDGIj9adfCFH+8H9vPTCOu6991kOH8uTKxlZnFF5qHLzRilFsVQal4hj6r1AS4bHAiQelZmAxroUJTdgLK/QIkEhVwQFfqBo7+jlaGc/hw70UF3tMLWtldNWzGD3zg4OH+rm0MHjzF84l6HBPcZSBs3oaIHbf/UIp5+6hGeefInGxgyHjg2Qy+dpaaljsO8o3/jqvzFv3nyWr1hFbW3tb12n/t5ufvLtr9Hd000skyHma5Tn0dLSyPGuXiytqK+rorGpjl27D6OEYMeOvfzg6//GP37p69Q1NE68qwDs3rWLb3z1GwgU8+ZNQ2mf/Qe6qKnK4PkeZ5+xjMbGNGvX9lAsaVLJGKWCR1N9kmPtvRTyPrNnT6amppq6hkoKxTGeemIj+w73USyZeivwPXMwVZr6ujq0cvE8F9c1CayBtst+wsWSZ9hKSiFsTcyx8TyfkqcINBTdgNJAjnvu3kj/QJaLLj7OgoVzaWubgmPFwwYtRN7F0Zo3/pUNu0VrKOTzFIsuEJmdgxfJs8N9OFqtPT8wda8W2AkbS0gaGiqZOq2FSY2T6erq5tjRYwyN5ij4RYqlEloZ5Uggi+QLAZWVlUydOpVSqfRnZ2/yxxrDg/3c+pMfMjqSBW2FgEoo5ySydxDlTaV8nlJRirBACBspzf0IwkVKWlbI1Bvffyb+HcwcMSoeM6ukZbywRdhMiMhHtrTKnykpoFFq5lfEmJGKUZFOgpPAciyQCuUFKE9TzOcp5QuUPB+pwZKSnNLkXfNdAu0SeMoAISIEbLDKYGK5cScEUkZ7pxhPuzXfholKlYj5ZaThFkbiGIJOIWopLQuFZbzKwrrUlpJ4yCwMlGHt6fD/CsUi27fvZNfuXdz1mzu55urruP71NzB9xoz/EXBXLBb53Kf/idt/djvFUglfGSmzYcKa71AoFHEcG+0HCCkYGurn37/+dU457UymTZ/xe79ndM89r0T7kSM88MD93Hv33ezds5ei64VzSgI2KlLeTJgnUhoCU1kSiwGc/CD8/lKFDM3xOWrOCONNyxM9iU+s1yOpcnT/dNh4jfY4z/fAUhxzoXdolBYr4ONzW1laUYFtJY2iJ5UgACzPRyqNTDhkUh4LUxbdOkdstEjWF/gqBHeVgAmg2AnPxYTPOnFeAeXPGWUMGHVaeG4TwiAI4XOpw9dGpAkZ1baAF/reWuHGXiiUePLxJzh29Cj/8KnPsOb0c/5Xa+wffXVOJNO89R3v45WXNzJ//iySaYlQEkWA645x289/xY7tXWhh8eBDD9JQdw0trc1oXyGFxrJTVFeEF1MIgsDHD6WiQljYsTi2BSLw8QKfTVtf4fbbH+LQ/n4kgoqUEx4MlNGQC4kKtEk0IcCybSor0ixfOpdk0gq7+ebGjIMwZpFJJOJUV6awrAKB0mhtCkXLFnge7N55mN6eISa1VIKGRCzBsmVzWLSojauP9fDAg2t56pmtPPXsNhbMn8T82S0smN9KS3MFlZVJLGmYUHEnhrBsdOADJRBgSQvLsnGcGG7Jw/MkyUyMRYtSLJw3mUPt/Tz6xC6+8K93c8PrT+GkFbOJOTHyuSxrVk/lkx89h6984yk+/YVf8qH3X8rlF82js7OPux/cREfPIF/9ypdZtnQZK1Ysp66+gYfu+QU3vvfDWJaDkDBtxiwuuOgifvXzW/jQxz6F48QoFHKse+lZnn/uaRYuWsrb/+qD1Dc1UciN8C+f+jhnnXMpJ520hp7eTj7y4Q/z6MMP46BZtWoeH/vg+TQ2Otx083Pcc/8mTl09m7//yHkkY5KBYcXQ8BhTJ09CKJf1m7bwyOM78X1YunAqb7zuVGpr0waExTHSTgKkFUcoiPzbFApUSHtFoVWYjB5SpAUWGsnQ4DD7Dx5jw8ajrN9wAEvYnH/eci66eBWW1Nxy64P09Gfp6TeMC43P4HCBH/7oYTKZJEsXzQd0KD+VSG207alUkjVrliK1xf797QxlPXyMlx469F+1wk1MGMTetgzAP3PG1BAYjaG1hdYxampqGc4WKJV8XNcnCFSYIhXgBQHegObu3zxP4Pm8+6/eQzxRaTZppZBCsn/fEV54fiNDozmTehcyEixb4Ac2Dz/yCnv3dnDDGy7l3HPPpbKiDqEDUqkEluNwyrln84Uv/zu1DQ1/7GXj/9PDsixOP/McfvbTmxn28viBMumCJwAy4YalwXJsJJpYPE5zXTXV1UnSmTjC1lxwwTzOPm0FMZnkeHcP+w52sWt3O339YzQ0Zrj6dSfR1Jjg8Wf28Pijh8hm+01TVE14H2FI3NGGGW07UcpSBBgaw36BCLtkQhtZhiUNc8L3PIQ0G3fg++NJmL7pfvpGY0Dg+aHcx4xSqYRt2UhL47keSM1ZZ83l8ouWMG1qE5Zto3WA5wocy0bpPIl4HB2Pk0pXIIXmjNNnsH/vAAf25bHCa6YVBlCK/P/CBl8kkdUo0ArPDTh86BBHSp9ONQABAABJREFUDh/hjl//iumzZnH5FZdz4YUXs3jxEmKxPyzrTmvNyNAg615+ma6uThQwNFrg57+4m1/fcR/xWIyhkRxvfPM1vOnGt2E7zp8MrNNaUyoV2b9/Py889wwvvvgiWzdvZmBggEKpiAzvm2XZBMJc00g2bUnjn2mSszRaKGxhE0/YVFUnmTy1nlQqQUWmDtvxmdLWzKtyP8eODVMoBegAiiVNoA1j3HVLZfZxJAtHClzPCxsX2hxgw88dyS4iibXBi09EUgxATRguIcqASbmQDBmikcwMIJFwTFNGKXp6xrjrjh1UVe3jxRcOcPLq2axYPoNFi6ZSVVtDJqM4/4K51E+q4I5fb+PA7l7yuYLpGovyMeuE+zmxcJ34+VHhfLUUlZVVf8Q7/+c6RMioNQBX4PumyFcglEVjczVXXXMRF11+CRUZyfJV8xgZHGLdi+u47Y5HjResMrYWQozfR6U1gQoT4cIDstamhvB8k+qoQhlsJKGRAnT4s6AYHOjlyOG9fO/bP2Xj5k7yRb/McpjYXLEsy7Bh8PF9hdZ+eX6ZQ0OAhwYpGcr7ZJTEJmB6SxU60PTHjQ9oruiTKwUgfIZHs+Rymt7+HMeP95NJZZg+o5XhkSz5fJZFi2axY9d+8nkXpRUdXX3s2n2YVasX8sra3VRWpDl2pIdVa+bTNr2ewwd6uOn7P+BHP7l5wvw2Q2vN0fbDHDzcTkHbdPb2gBZMbqmnq7ePsXwRpQIGx/LkSz7m/C5RdoK1G9fzyvq1XHjZlRMAC002O8pXvvRFjh7toLmlmpqaFMfae7GdJG7JZc68Nk47ZQk3/+RORrOuuUZeiRnTJtHYVMPoaJYly9uYObOVY0d72LXrEE89vYF8zi+b7Csg8DWJpJGTlopZHAv8kovSkgDbsDtCxrywY7j5IsmEg+1IEo7AwmFo2CQNO7E4uXwB11c8/sRWXn5xN/PmTeH9H3gz06ZNpbW1NWxoRV5eUWCOxvcD47OMkXn39Q2QzeZCo3TDXFfRUVJpY2MIIaNjAmCjNYsXz+SMM05ixUnLmTp1KoV8ibUvb+DOOx+i/WgHdszB8xR20aV3pEBBC77whY/ykY985M8qOOyPOZRSPPzQb9i+ZRtS2MbugfFDvQ6BOh3uZZG6Ifp3UzM6KAVBZNofngGB8toRAQxlyR6R/FSGzKLwA2lBuUIU4VqnQsBE67A2jRELWcc2AlxFzitgKygoF6/k4iiJtG2S6QwJSyIcByehiQ0PkfItE1SmLMOWk4bVZUBHo+5R2ljwKG28GIVtwlb8cqP5tYBKKLEMv0u0bhqwL1KWhKQMrRFaYoX+YxqFQqMDQ1iQQiNECGLqKJXXxispDu4/wje//g3uu+cu3vP+v+YNN7zp97JZ0Vqzft1a7rnrbjyvSGV1JYWCR6GQJ+Y4WJYBLGOxBOlMiuHBbmIxB9cNOHb0GDt27KRt2vT/9vuNrxs+hw4d5Laf3sLdd9/N8eO9wInAk8Gkon8zTFyjeDC1jCb0Old2mKwaTkDAAK3hn4e/y/eDCfeI8n5m9gUm1EG/7Vs4ce8o/w4tGSoENDqKdy+sY1llHNt2CAKNLAXIII+lgECjYxLhGw9WkXCotAS+0uS0ImnZKDQFPzBhj0KV10QzT2S5VoyGYQSOh2IIEV3bEDCPrpoWKGyz32MaJHrCT0Q2QQgzJ4NQAq5CYDoIFPv27OUTH/lb/v7T/8yll1+L9V9Yi/1H40/STlm+/BTe+q738tRDD9Hbex51dXHaj+3n1pvvYMOGgwRY6CDg2RfX0zcwzDtvfB2VlTZbdu6go3OI6VPaWLFiOS2TmsI0HbAsB9u2gIDB0SH27NvH2rW7GB3zWL3idK66NM2OnVvZvGkPo6MBRenieoqi65mLKwVx22FSSyNXX3MR5569Ese2zYIiIsDOKncFAuVRW9/C2Wcvo6PzJfpH8uHhwaK+vgHl54jHBEIbmQ5WuKgow0iZ3tbIu95+Jq3NFnfcvZMX1h1k45YjpBMWVZkEmYxD27QGmhtrmDKpnuM9/cycMYWm+jSJuCRTkcAS0rDyYjaJpEOxqJBWAkXA3LlTmTFzEnv3H+eB+1/l+ed2c9mVJ7Fwbhu2gNUnzeUz/1TJF7/8EF/6+n1U/subeM87z6S6upqf/vJZDh/r5h/+/mPc/vNfctmV1/LNr36W8y69ginT5pcn8Oo1Z/DrX/yCB+79Da1TJvPgA3fR0tLGe//6w9Q3NZsHNPD5za9/gdaSN775RoaHh/nEP/wDD9x3P9UVFZy8bCYf/ruLEbrAP3z6QQ4fHeS97ziDa69ZjPI1w6M+zS3NVFV4vLB2Jxs37MUrwtmnzWfZ8hmkUxa2JfE9D5PqEuDYksADUzr7oSGpKtOslfIRwgnvpyTwPQolnwOHu1m/8TDrN+5lsG+MObOm8I63X8zceZOorzVJvK9s3MnevZ0cPz6GF8pQQaCkpLNjiPvuf4YFC+aRiMeRMtycw+4XSiGEw7TpU6ivr2Yo22v8csKuqQ4UaEOhBYXQHoGl8Tyblkm1TJ48mUSiAsuSnHX2qSxbtoRNm7fz8suvcPDgUYZHRshmC5TCjVcTUHIlLzz/KmefuZMFi04yoAtmgUxlEmQqKhgYHg03cQspBbYwHEQPh30He/niv/2U+x99gTWrF9Pc2MTPfvk4F1/1ev7p0/9MJvOXg6cQglUnrWHlytU8++zzRIERhpU0bkIPkEknaW6oIe5YFIpFYk5AtpBn+dJWVqxuo7GpmiMdx3ns2f2MDrtMmd7MsqVTmDdnOjHbYe+BXazf2M4zTx5m//4eXM/4F0VeYAacEOVUy0i6FwEb5Y2RkF0c/ky5yAsPncVCIdx0TIGjwmRbKQVKivLmLIUJiRiHB8M/IwBtmfCeijQ33LCSmTNaTJHle9iOJB63UYGHbRtfRs8tEovFKBRKPPf8fmwrSSKVxC35+MocU4QQZT8XI50wm6FtWfghAh91vIRWZHNZtm7dzM6d2/nRD29izZo13PjWt3LGGWeTyfzvWW5aaw7s3cMnP/4xNqx7GS/QxDMpampryOVyeEWPQAnq6urZ+PI6Pva3f8ONb3s7Z5133v94k/7PPks0Cvk8+/bt5dlnnuapp59i+/atjAwNGZBWR6WZCWBwHJO0rX3TiY/8N0zfQOKrgHgqzvTpNVxwwRzOOGMFzU01NDfWkkgmCAKf3v5+1q7bye7tCTKVSbLdQwSBIGbbeIHA9wKiRrXvByEjSZQPLqa4GfcGGZfyRIeX8e/5WoNtHb4+vAgAZcA8rLnQOkBh5kmxUELELCpSKWqb4mRSDnX1CZQM+PHNz4N4jsWLm5k6owGlFIN9ozgxi57OYeIJCSKGWwpC6Vz0AU68D2Up0/gpCR2YZm9QKlEsjP2v7vVfxm8PKSUXX3Yd995xHwP5AAuN5yu0hGwuz+CwxX33PsiM2TNZvnwe6Uwd8UQV8xZ1UfNYnN7eGJ7rEYSr2TjjybA9lTB7py0lpUKJ0dEcrq/QOjBrUrTeCh+0g/LztB/dw7YtO9i78wAvvLSNw8dGyJXMTLfDRkP5YIMm0AZAkgITMKCFSbltrKepqYpsboS+nmGKrqJQDMi7JTxfkD8+Ql2lw+SmDOl0imPHhugZDHCxcX0fV2ncgsfh9n4qUjlqajKkK2wq0hlitk3blBYOHzlOvugilcWe3cdobW1i4bLZ7NlupON79rTT2lxLXW0Fzz37DLfdejMf+Ju/+601dCw7TLZYYnBwhNxYgbbJTbzlDafxy7ueZ0f/KCCorKjg2itP4aGHX+RYZz+OZZqaw8NDJ95UIXjo/vt59LHHqa6rZNbsyRRyRbo6BkmnK3BiCZatWMIv73wMHUuj1ChxS1KRitFQX0kyZbF0+Vw6OjoZ6B9laCjH0FCOvOsZ/+sQ6I/F46STMeLWOPvFFRYaC9uxcSwH1ysQs20CP6BYLIJW5AolCiVBIgbzp0/ipCUNbNlxmL6hXCjnAz+AoWyBzZsP8Nl/+gZNzdW86a1XMrWtjVmz55NOpsLNMzRolwGEK2M2l2Xtus3kSl7Y1FUnHnTDBuwJLF+hsWIOUya3sGBBG5e/7gKqauuxLIuq6locRxL4RVRg1CW5wRyDRZ9zzr+QZcuW8b73ve8vYN0fcOSzozx03z2USiGDU6uIP2m8XYlsUiJQZfxgDyBtGx+NDtVeZcsSFdkvjIMgaKPaiXxUBVYZeIkYamWFR0hUIARx0AZo0FJQUD4F5VAN9AyP0actHDtGQ9KmJmZTnagksDTCsRAVcfBKaOkxVihy69Fh7u0bw3ZSZKSm4HsEgR/iPqFaLmLFhwCJ0grPd9GEckJLTAh5MvM6YqZJaUKAjLw3qgHN75Ph82uaudHzZJnEUyEIyhhUtLYHCFRIwgqlyUrj+XDocDv/9I//yPPPv8hHP/Yx5s2b/99iQ2mt2bZ1E6PZUYS0qK6sxnaKKOWTTmXIZnMsW7aEXbt209nZhW2ZKIfAVyB8smP/3dpgnKXW39fLz352Kz+5+Scc7+pCKWkWh6iRHoKWIgxIKAddagtjoR7Jp0MlgJzYGi1X9qEaR2KUfyey1aLPFDW8JoJx0fw29yYEtFRkLRKE6jKJpywkGi1hc0+BTAnaki5x28EOoKKyAl9rhNJYWBAEWLaFbwlaUpLVtRk6fZ9B16eodMhksML5Ez4HvsEDIjnvxM9p/N51iMCZ50gq4wGqhaBUKpnrHp7xpGWHTW0Vzqnx/bxcx4ZNFh3u61IKvEDR2d3Llz//KSzg4iuuK3vV/z7jTwLY2U6Mt77zvezZuYN/+cI3mDm7hvUvb2NooIBC4SmF50NTfQPz5iwglrC56aafsH5TO8JySMQsVi7bxUf//q9JJk1qq2UL+ga6efGldaxbt49pM2Zz5RVX0tZag9I+jrBYddICbPFz1q7dT6B9c0+sGL6viDsxli9dyI1vfR2zZjcRKCPRiWQQke9OdBDWUmI7FbzuqquQMskd97zAwHCOTLIOHXhUZOKcdvpKmpvrQRiPOh2A0ArPK9Lb083GV/ewflMXA0M5ErYmbkOpWKQ756J7JHv296O1wJESjU8mlaQik6ChIUN1bYKZ0yYRT1jUVKWZ1FpLS3Ml6ZRFNltEWDZxO8miBW3MnNnElk1HuO++reyb18tZp8+mvi7F/HmN/Nu/vpHPf/V+PvO53/Cvn38TV162iP0HuxgYyrLllVf5whc+zxe/+Bmqa1t48tEHeeu7ZyOE4MiBfWzY+CwvvvwKo2PD9Pb1cmB/N5/5zMcZGeinvrEZIQI2rn+OZ55+mn/+zOcolkp88h//ibvu+g1Jx+bsMxfy0Q+ez/Gufr78jYewHcEXP3URK1fMQIg0ShdIV1hs332Yp5/ahetqLrvkNObPacB38xSKPrmcJBm3kRbEnHjYaXGxbRsvKI4nCOKBNp6GxaKLlIpCyaVvIMv2bUdYt+Egu/Z0kojHOO/cJZy8ajYLFrQRj0mjTUejVIktmw8wPFagFAShEXrEpgCNpFiwENLBskwasBAKEaL7IgTLGpvqWbh4Du1dA/jKR/njUi8hNLG4AG2hfEGhqAl0ib37DtPX101raxphGQZJbV0NF114NuedexaDQ8N0dBxn755DbN2+g56eXnK5MSrSGebPm0JlVQVCKvzALEKWkDQ3N7J0yRK6jvdg2ZJTT1nB0qVLyWcLvPLqNvbsPcRYbhRXB2zZ1s727UdAKy668no+8cnPkMlU/kmYQv8vjEQizfs/+CH2HdjHsfZjZU8HpQOkhIb6OiY31aEJqK3K4JdK1NZOolAs4lSCJ1yeemYbruczf+EUTj1lLrNnTiWViCMtSaGU5dVtO7jl5hfY8MpxenrzRPulFoYZF42JBfxrJRLlbXUiWymiphNKs0IGnQoPj+WfC7uhOpT2CWH8cWzHIfBdbClJJBMUi0XS6QSlkkcqHeMd7zqVJQumhK/RWI7A80s4tkbIWAgWa+JxG88rMTI6yu69PVSlG8jmCwRaE3fiRrYT+IZpEM67RCKJ8j0Dxms9AbgJC2LMf/N9n8H+Ph564D6ee/opli1fyQ1vejOXX/E6ampq/sfzuFgo8G+f/xzrn38OLYyb2tDQMEoF5aK5VBJIaXP82FEGu4+zdeN6vvrt73HOhRf9r56f13rSZbNZ9uzexbPPPsuzTz3Brl07GR4eDr07x4tdJyaxsLClgxOzKJaKRooqZFn+USaFKYWD5OJL5vO+957DnJmzSKdSmIR0AVgU0Fi2g+PYTJ9Zz8iYS0WuRKk4Rr5YMoCqbYdS2PF7JyIGXwjARUljmt9mqb32u0bjRAnG+L+/VoIhpCkEwdQfhWKRkijR0JDmzTcuY9bMOia3NNHVWeAXv3yO/ft72bL1OKVigGUZXzxjPaDHD16Rb+OEg9Br72f584WHCCEt/ELA0NDI//i+/2X87iGEYPa8xcyYNYWBbQewrASlkgtCUgoU2UIJ1T/Ek48/x6JF84gnE0jfp65+CsuXzqP96DrG8uNNlmgeTWQGSMtCSNOo27VzHz09vdRWpYyFS/nW23T3HOTRhx7kkQfW0dU9iqssBkayaGkahvFYslxXRvM3mUySy+fDQyOAprIiTVNDJTe84SLOP/80RoZHOHTwEK9s3M6Bgx3sO9BhAoEUDI0pBkbGqEy7JGOaRXObcZVk35Fu8gWBJsD1AwZGxhgZGyWeTNJU72Lbiumz2qisTLFr52HGskWKyuGVV3ZzxRWncbyjF23B8f4RMrEUTc3VZIu9fPe73+a0M85k+YqVJ8z7lklTqa6rZSibQwhBMiXp6+uiVChhW5ah8ygXxxkmEzeegIPZImlHYtvjnnhaa9oPH+KWH/2YIPCpq6+lkC9y5EAHUjgEvsell53B44+9wNFjPTQ0VJFO2syYOZOmxjqKxRz5vEv7sXYG+kdxSwGBNrWTF/jYloVtCWKxOJ7n4pcCrJiDVopMpgIv8EnEE6B9aqsrmT5zAZUVlRw4eJQj7V0MjuTKTa9iyWb7nuMc7xkkkUxRVZtgYDCL55lCQAooedDRO0zOC/jBD+/GLZY495xTOfeCM5g7Z46xwEAhpVP+/q9s2Mz+PUdwXRddPjCLsgwt+rnIssc8B6YhI0TAzJnTSCQS2JaNHwRs2riRH3znNoayBXJjOQq+S29BMW/efO68804qKyv/qM/on9vQWrN103r2bttf3td0CBIb5pMqe55G4BOEEJUWxoNVh8b1IUgQs218P8ALfEyYkpGymvsflD2wlQ9aOxhTfMrNrGiYeWTezZDQwyaTVqQtm1jgk/YFNakKplbEScRNA9YNPLQAX3vIUp6YoxC2ZNRzuePIIA8NFCnhMOb7lLSRewotQ3AuQCkPpS3DFhRRAF7YzPJdnFjcyGjHrwRKKWw7muOmnouuVVSzmH32xBrAssIghPCrR8x7y3JCZp9XtsUyNh9GZYQO8F1NqeRzzz1388orG3jPe97Pm9/yFmpra//Tus3UCC6Blni+x4HDRxBo0ukMuVyOYrHApk2bTHilkAjLprquge7jx6mszDBz5n+dFhs966VSgSeeeIJvfO2rbNuyBc/3EdJGYJvrLUzNbZsiBaVNFaSUBGGXz68GZApDE8O6ibDxOFHyakZYwwmFVuPKQ6XM3mkSrE88e4RWiajAfCYVeEC4zhGEIKxE+QFK+0xOVXD25DrmWhK3pCmOuXhCkFfDOLbAkTZpETNgnR+AI0jFbWqtgLaURUIKun2PUc8A2BpjzSND1hsT7p8KbQ7GWajj5xvHsQh8hRcEJpjJcVDKNH8jBYdtmy+nfB8hDJsxCAJz3i+vyZFNkQr/u0AFis5jvXz5C58jVZHmrHMu+73PA38yw4JUuoL3fPBD/NWNN/Dqll0kbMtEyRdhUss0Lr30bM47Zw2TJ9UR6CJ1jZUEWiACKPpQKLiMjQwhRYxjnd089+IGOjvGOOW0k/jYR86lrqYyXBBBIgiATKae1auWcvBgD6XOAD/wiUuoSic4/fSTef0bLqK2IYVGI6Vd3hijzVCpAK0s40EY+AgpSaTiXHP9pcyeN4P163aSz3kkkjHmL5zO6lULgMAsrp5PNjtC+9Funnj6FXbu6mBosMT8hdM57+xFzGpronVSHX19PfT0j3G4fZjhwRF6ekYYyhYR0mI07zKad+nsGUGgeeGFQwipSSZsEok49Y0ZzjxjPiuXTifwRygULGJxSDoJTlk9j1NPXcyWHZ3c/8hW1qyexbxZFbROSvHPn7ian/58PZ/717v40mfexjvefDb9fVleWLed39zxa04+eTUXXHw59/7mF1xx7ZsoFjz+7gPvZiw3TFNDmo2v7CCTyTBrZgM//uGP+OlNN/OtH91KfWMl3/r6V7jq2jfT2DyFT3/qk/zy5z8nHU+wctl03nrDanbvPcK3vvsUSxZN4a/eeRotTWkQMbQq0NM3xlNP7wCd5LyzlzK9rQbHskK/JYXjVCAdSTwuUcrD9fIEvqbkuYyM5hkZKSAtB8uStB/rRKs4uXye/ft66OsbIZFMcuhYP12dw6jA46SVU3n9taewcMF0EjGB44RdiZBS7mofP4wlB5OsZDY6c6BLphzapjQQs2LhBjpuQC4QSGHmlJBw4cWnsWP7AQ4d66GkAiLpi21ZOLZJVHTSMRQWngrYuKWD7/3oDt7x9muZMW0mlrDDLonGiVk0NtbT2FTPihWLuc6/glwuRz47RiIWI12RJpmKm6QyZWSKRTdLIm4zc+ZkkgmHqdPq+bsPvZuqyhqEUFx7/RWsX7+Tf/vqN+kd6sW2HWpqG1i0ZCn//NnP/5cpcX9uQwjByWtO58Mf+Tif+sdPMDIyBhKktqmvzVCRjHHhKQuxY4Kd+9qpaqlFCMXRnn6GO0eZP6+Zs89ZyKIFLTQ3VpJKZlDapW9omOHhLC+9tJfbf7WWA3uHcIMQ0DDvPKFQHy9UzJ+E/6uitKaJjDpCZGTC66UxfvW0h+MYfzvtm8RETwXlTS6q/ayw4+n6xqcvHrOprExi2xLX96ioSvLhj1zAW244g2Q8jSXNM2PkjnGEMAmKge+YjmiYapfOxKmtSbJ/dzsGM1Rk8/kQIDQdZscxr/F9D7TpHMYdG5D4gWmQKKVCECgqOow/Sjab54Xnn2fD+vXcdtttvPGNb+TyK66ksbHp994w9+zayfp1L2I5JqyopbmOfQd70MrH9wnZjkZ+3FgVR3suY4O9/OQH3+O0s84mnkj83nNtIkDlui4HD+7nySee5JGHH2LHtm2MjIwAqiyRMo0CTTLukEwkKbklCiWPnAqQReP5imWjg2AchBKmgEql08TjMdLpODVVhoViydDsWmi08tCBz5SWZlJnxmhra2ZSaycP3LuO7q7BcuE20cNRSlPQoPS42qLcSR+//qEj3QnffeL9+V3/PHH+S2nSED3PgLxg+s2FkgERiyWfwcE8a19qZ/XyGbRNamZma5KTVs6hq3eURx7ZwJ13bODY0THDRgkB7NB9uczgGwd1TvRxKYN15W6r+UsiCdRfGh1/jFFd18RpZ53Fq9v2kc3msCyzdysEo9kClrQ4dLCdsdE80k4QaGhormdqa43h4/shtirHD8JAyNSIAsckJdfj6LEe9u7dy8wZk7FsB8sSjI32snfndu69+0FeXreX4bEAX0nyxbw5qAcBtpAo5YcHJxUm8ynGsvmQGQK2tEkmEyxfPo/LLlnD/PnTmDKllbZp01i0dBEXXHwRw4NDbHl1G2PZAtu27ODwoaPsP9zNYLZAgE/faImqjM2MSTX0DeQYKwrGSq6RvwUCP1+is6sfKcHzBdWVaZoaa6io9OjtH2JocIxnn9rEuecsZ+3LWxkaKZLN5RF2QFVViq7Obr79zW/wre9+n4qKcaBn+sw5nHfBRfzoRzcRi5lDWXYshw40iWQK8EnEbEYG8uRLHpYQ2MKnqXEy8xcsKq8ArlviW9/4GptefZWK2gyVmRT5XJ54PIZtWaxcvZDjx3vp6OwhEJqRoTwN9ZXYjmI0N0L74eMM9GdxlVnXPN839ZgvScRsrPDAXCwVsS1JJp3C80vE4hY11Smq0kmmTG1l6bIFLF48h3SFRSIpaT/cyzPPbOb5dds5eqQTpQJ8fHwNRwcCpMgTtyzAChNvjQm+kBaBFgwOFukfzGJLi9/c+QTPPruBU05dxsWXnM3ChfOorKxCaygVCxxt76KzayRkHyukJSgnC0wYE9ftCFyeO6+NZSsWYts2ti0pFXzuvet+SiWX0VyO0VKRoRGzpC1duvQvIRN/hOF5Lvffcydj+dwEFh3jdRihPYmO2osarS1zv0MAQWqFg4UQRi6a993yWUHjg9AEfkDScUA4uIEysj0Nxgdeh3JqWWabG+Gr8fB2bAupFV6gsIWFjaDednhdQzXnV6aoy8SQIkAoBZZFzBEQeKRsC5WOE2ifIwNj3HWsj3i8glW1lbyazTE8FpS9lQMlw1DbIIyICnlHKmIlmaRuKcMwCylDD/qIqU45ZR4RBWaM11bRWV1KWX4+lNaYIPlx0G9idWH82mzDJtMaiDybzdUR0oCrfhBwtP0o//KZT/Howw/w95/4R0499XSc/8DaRErJipWrySTTeMqn5LkU8zni8ThO2iafz1MsFrFtm3nz59Nx7Bg6CFi2fBlrVp/MsmXLfufvnVj3aa05ePAA//61f+O+++5jbCwbWuFIE8yFSZOW0rDMlLaMzDW8nlFgh7EW1Cc25gmvNePnDBFez2gPDJRCCiv01DfqF7TGsqPQiQnXXBiFDoT+idoEipm6XYKSKF/hKs+w/7TFgazHtuExlsxootJOI92AUtpGjRUJhrJk3QLFXJa45SCTDvFEjIxtsyqTobPgk/dcukuBsaXiRJl5xKwz8yr6Z3OGGFdviPD5NUCd7/sEvkc6lSSfLxjFUlj3lQM3hEASpj4LYby+GVcvKRUqS8LvLzBzt+NoBz/496+xcPEqGhqaf8cq8h+PPxlgJ4Rg7ryFXPOGG7jl+99FaY3rCs4971ze+dZrmNRaS8ySCA2ecslmi+YAEta/QyP9PPjgfezce5hCKcVb3nwNN7x+GpXpipAGGdIbQ3280opCbhjX8wjw8VBI22L1suVcdMnpzF84jWTSpMxYlsT3g/JiEN0wIcCxY/iBR6Sf9wPzgC9duoClS+aXuyZCKgLPZSyb5eChdja+sp9tOzvp68syqamW889ZzeyZjcyd00I8HkNr38i51BQCBL4KGBkucvBgB2vX7aWrewjP03R29VJyfbS2sWyJFIpcQTGWz9Pdl2PPvl5aGrdQW52muamCBQunM6mlBtXZjVaCadNqWLhgDQO9JYZHHaoqbFobHP76nafzbVfz1W8+wL988g1cfcXJjOV8Xty4jS9+8Uv84HvfZGh4lOeefpR8QdM/0Ec27/HBv34d//rVX1JdleJ9N57DRz/zc2oqkjzxxKNoXcKJpznngov58Y9v4tZbbiZuW1x64Sre91fns3//IW760bNcc/UpXHvlAlJJE94xOJhj/YZD1NRWcsapi2hsqMTQlQXxmEMiESPQECiPkaFhtu/qo7NjkMHhPEODWQYHC3QdHyQINNlsEQRkCyUsGcMPlDEb1b4x5w3XFiEkI6NZhkdHyOZHkSKFVgLLdswig8RxErS1TaIyvYexMQ/XM2b8CEjEJLNnNXPppeeEyUvj3QYpHMZlkWbhmjF9En//sXdx8y138eq2/eTyURfI/Jzt2DiORcKRTGtroaKqjuq6em796YO0tTVx9uknM3PmDISMh8nBoexRSGKORbymitoQtI5o9CqkYSUSCbJjIxw8tI29+/aaw8JYltFsHxWZaoSAeEJy+plL2Pjqmdx17/24JY/GpiY++7mvUF1d/6daJv6fGpZlc+VV1/PIQ/fxxMNP4CFobazhgjNX4Hsl8m6JlJ2g6AcMHOmmpb6eusoK6mpSzJ/dytBwlief3UJjYxWTW+vp7h5i7YYDbNvUyeHDA+RzAb7U4xhG2HlFnigTFEIYGb4yBY4RsIebrxwHNszPAmEBpTUmlVVGPmMBKgLFhChvfFJIpCXLdtkqDAyyLInnGq8yJ+bwoY+ew1tefw6puDOhoxVudGFXzg9cLGkTqADf83Bsi6qqKqpq0ixaWMvevUfoHhgJD8oQqAClDVAVBQUJIXHicdNB0ybBWYSMLhhnI+gw0SmSoJRKJdavfZHNr27g57ffxpveciOXX26Au98lCRoZGcF1S9TXN5Q3+pHRUUbzRUqBQmgFWSPFvOiS5bzw9G5iCYc5i1rZtukYLW1TOXroAMqCg4cO0tvTw5TfI3lgYsE2ODDAKxvXc/ddd/HU00/S09NtQCFkea2RUhKLx9AYX8Gi61MojZl7KQSWDowkR2sDSGGkJkJI4w3ra3LZAq7n09s/xvBYFgN5hRLocN1MhZKuhtpaGmprWDh/FgMD/WzdfhSBxgp/p+cZJmQE3qkJHXFThIdsgwll9cQ5/R+x7Mys4rcYBIEyxthhn5eJCWEA6UyKfK7E+rVH+LZ8jre8McealcvIpBLMm17J7PdO5sLzVvD9Hz7Mk4/vYmy0VA4UUqEH5DgY97sLbIGxwhDSpI8pbbzz/Hzff/u+/2X8PkPw5nd8kOeef54tm3eXDxxKgxYS1/UplTyifdaxY3i+xYGDhygU/BPk9kC5WTvx/vqBkYv39o2wZ+dRLrogYHSsh472Azz68BO89MJ2+gZyDI25eK6pM4NIgiZtMhUpisWiARItgRvasoiQ7eLYFvU1GZYvX8D1N1zIymULSKVSSMsw9iWCikySinSSyZMnoYTmmmsv5uDefby0bgPPPP0qff0jDI/kGM1pRrJZLEuRSceIxS08zwROuQEUwkPssfZe+lNxKquMpHZ+fR39/QP09vazc+cRKioTpNMJhseypCriVFdXMDQwzGOPPMwD99/PDW98U3nNHOjv40h7O7XVGdLpGI6jcf2AeMpi7FgW0CxqmsTwyBjaskllYtiO4HVXX8Wc+QvQCDxX8/KLz3P//fejLU1dbQavUKK/px/LSlLTXMOUyXU8/9wWkJKElLQ01VNRGWfPvqP4vvEyLZWMXCna12IxO/SREnhugLAgFneIOxbpTIxFC+dx5lmn4ziwYMEM2tomE0844XNsUSzkiMfTHO04wt4DCQb74gQB5POuSWpFm9APYbyPxoF7iMctHNsGHVB0Ba4fkC0U8Xt9Hn34BY4d7eKCi05jwaL5LF60kM7jHRw6cpixQhFNQOTNReQzFY4IWC7vWdrsg5WVSZx4jGQihdSag/sO8OrG7cY/MRuQHTXr5ve+9z1uuOGG37tZ9ZfxX4/9e7fz8ksvlIGL39rCJkoeRBQ+M56YKoBkMoECiiXXBNNogbQkngqwUcRsSUtLA6NjRUqewnbMfNcho8ixHILAJKsaxpVZQ2zLJBzbUpNwYnhKYPke85IZXl9RwdykhWNr0D5WzAZpIyxB4Lr4UlAoeCjX4/BIkf5iiQvqGnksW2TT0Ch9BY0XqJAVapq9QRAGR6BB+Cc0msf/bq6RmuBjB5xg5RNdw6gZOLE5Fl1n87tUWHOEapAJDeMgCELCg/n95hkyNSwEhv2ntQm2tAxA5bkuL734Iu9461t4ww1v5N3veR8zZs76redGCMGpp53GjW9/Gw/cfx89PT0UEdTX1zM6MoqUFqmU2QOOd3UhJHT3dFNRkUQKxcEDB5gzbx5yQtjFRLZaLpvl3nvu4t///d85cuhgCJhFksvoehlQNtA2QtlICcIKlTXh9YsAzyh5N6qPygmpr5mq40y6sPmpFdIC2zE2TlKaANDI127ivaEMXJlbqnXonS0oy5vR5iTiOBYBAbcc7qcq7nDNtDgqaayvREMVfkst1Z0DCC+g5Lr05T2Ge3IkRIAdt5kWtxjCxtNpdhcK+MJUra9t8I5/tglA+oS9P/q+UdPOV5qxfNGQFcokrkhyHDIXQ5JYVHfI6L1eQ5TQRN7KmgDFtu1beP65p7jm2jf9XuvwnzQSyLYdrr/hzTx0z130dvdxwzVX8+73XEkshpGhCBshXF5Z+wLbth/DEhLLFgRac+BwF4eO9HHWmafzrne9nsmTq9FuYFhwkRQKU1xbUpAdGeKVVzbwwEPPc6B9EKEtTlq5nPd/4E3U1qXDB1lBQEi3DTtVKjJWjBZTc+gY9wwwNyHwfYRQBAhsaTE8MsKO7Yd4+ulX2Lv/OM1NzaxaMo/TT11ETbUgFnNwbBs7ZmPHYyELwTBVIkZIdXU9k6c0s3LlQjqOHcOSkt172jl4qJ99+7sYzbkU8kUKhZLxCMAi8G06jg/T2TXE9p2CZ57bQ6bCYd78VubMmYQUFmefMYdpba04jkQiKBQLVFdZfPiD5/L17zzD93/yJH/9zstxVSWbd+yjv7eHn/3iDpauWM3Pbv4pl1xxFcuXtTG9tQFVHKaQL6ADj8lNSc4/fTYDQzm2bN7A4WMdfOYzn+eFF1/gy1/+CjHb4bKLT+OdN57J7r3t/PDmp3nPOy/mgvNakNpF6yQHjoySy7qsWTOXqkwczyviOA7Stsnl4ZVth2g/1Mnx3ix79h1jdLhA30CWYjG6doZFE6jAMMqCkA6rFY7l0VhfwaSWRhwb6qrSzJ49hSNHezlydIiO7kG+9q3nmD55K0uXtnLB+Stpqq8kncmAZdggZ5+1GmnFeOiBFzjWNUSh5IGA6dMaec+7rmf6tKlmw9FmkbJC30MpZbk7oUJvk7bpk/jox97FIw+/yD33Ps3QaA5hG3puImbh2A51NUmuf8NlLF68jHS6kkKpxL597Tz99CYefORFli+bxcknraAyXYNlx8K0eHNoD0ouu/du48DhdmzbpqqqiunTppFOxjl44DDPPr+BbTsOoYTD0WMD3HLrr/nI3/4N6VQlQgocFFdecjb3P/AodbXN/OMnP09Tc8ufcon4f24kEikuvOACXnr6BYRlMXlSNQ21Kbp7i/QNjjJ8qJP+sTy2EyNTEWfxopmsf3UrGzccYdeh4+QKBWxLUJlJ0NMzQqEYrkthV0Zqw6oEs83IaOMJwV473OQN8ywE7zQmBj38jJF0QIabjOPY2LZDIZ9D+yAsWe6EgooCvjAVpWEJVVbGTHGjwfU8fM8EB2WzY6AVJ62cxZL5LThShd06hR96Sdq2NaFLJ5HSw5IarY3/5tbt7Wx65QjpZC3ZfAnjCz4B3Ak7fWgI/AAdspiFgJjjgI58TW0s28KxJK7rUix54WaqQpzF9HrdosvG9evZvHkzt91yC29+69u44orX0dzcXN60h4eH+PuPfoThoSG+8/2baGw0SYaTp06lsraB410FvLxLrjCA48Ce3R34OiBpxyjlC7gll02bd4WHbmhJJEEIDh88wOSpU3Gc2H86r7TWeK7L0WNHefjhh7nn7rvZvmUTxWIxLNLCOSGM7DWskYw0Q0UsodBQH9BKY0kHXwXG+B3jaeiFDajIG0dIAa7ELbo0NzYjLYlJio1Mng0DAEQIykpScZuTT57NXXev53jHKEKazrcMKHfcw29VBmKjeyKImnKh70c4B6PmSmirHX7HsEgnKtAnMPYw81tFRayOXKHGGXHZbJ6qmiSrT5tNIiP42tcf44xTD3Dl5auYNXM66WQli+dN4x8/di0tk9I8+NA+2g/0GbsMJSO7RwwoHBV544cPHbEmwvkoQ5mJb3lo/z+/338Z/7MhhKChuY2rrrqSHdv2UPKUmXSWRASKkusSj8dIJJI4dhwlFMVikUS8gorKFNliFu2HLGBr3LN4ImhXlh9qxTPPPM/8ebUcObiLrVsPcPjIEEVXUiwGeJ45eAeB8eiJxROgNdlcDh0qNywhiVlmjXEcyeTWRlavWcpJJ81j1apl1NamicXilEpFHGJYtlNeC6PaUwpJPJVkwdLFzJw1neuvv5revl5eeO4V1q5/lfYjxxkeKVH0FFJDZSpFMmaYEMO5IlrYuAUXXXLJ9QyQTOZomdRAPO4gVIKa2iryxSwNjVXkcgUGB7KApKIixdBQnu9979tccOGF1NXVI4Tg+PHjPPvsc9RUxmmZVIV2S7y6qZMjnaMILASKgwd6KeZqaGpI0NqSxi3FeOqpJ7jg0qtYvGQ5g4MDfP1rX2VkZJiq6hTJVALleriuorraobmllg3rtiF0QNukRlLJJNKS9PUP4pU0rmdkaSpQWFKTijmGbWEJ/MAFK0FFVZLKZIJlyxZyxhknM33aJKa0NVFdnSlLuEyQnCYIfKS0SMQraKiLcfZZZzB3znzWr9vG0PAYjz22lqHRHJ43nl4ZeWzZtl1OjHc916gx4jZSC9ySSz6v8UqKzZv309c/RE3185x17hnYtuT5F7ZQ9EoooZHhGhIlfE5Md5/I8rVtm+qaDFXVGWqq67HtOL7v89zz6xgaylPyNNmxIn64Vi5YsICampo//cP6ZzBGhwfJ5/Mh0z5AmyQ6ExyiTFSXZUVBC1FdJsq1nW1L/MB4+JoJKbClJNAaR0J9RQVaShzHRloSR4ByFUJBzA6bd2gcy0JgQhaELc1B3/dIxyziMeNhaxVcZqUSLIs5zE3EaLSgsiJF3FIEWlMKSnhZH1VwEVKSDzQbc3l6PLiqqY5erTjcP8JwAEVt5OfhrlhmF0aceRH1nSNQR0rDOiqDzqbGC4Jx9hzh75Ah0KNV1IAOz/oRACeiOjHyK49iAcJQH4xUUYiwKa3D5iEKywJpOcZPDgi8YpnQIUKMYGhwgB/94Ps8/uhjvPEtb+GGG97I5ClTTwBaEokEp55xBrf/7KcUsjkEgkOHDhGPx5FCkM9lzfsGPm7o73f0SAe/+uWvePzxJ7jpx7ey6qSTT/idbqnIhg3r+fY3v8lzzzxNqVRCRQ1DJiS8otHagVCFBQZrkZYur0nmEkdeh5ENiqm9LMdBRCqIcI0QQpTDQCauO34QkIzF0Phhkz8KaYBycz6qhbQ2f844UKaUMm8vwmtseGfEYxZJO8b9R4eo9OCMqQ0kJOiih8gkCYQi7kiqkhky1RK31qPkBuwZyfLc0ACjWpOQCXP2Cdls49/xRIuViSB6uUYW0Z+NB5sgItaqkfYKQbnBF9n0aGEhQsWPkeKOW16YmlyUgT1LCNDGhqZQKHHvnbdz2eXXkEgk/7Ml5YTxJ8/wntzaxgUXns2Lz2zihhsuIp6QSBEzcit8du95lZt+fBf5rEZpTa4Y4GtFZTLF6y6+gDe+8QoamivLD69hgVhhAR0Q+EXaD+7i7vseZ/0r+xgZKWHbcWZOb+VtN15NbX0GpVxUAEHgh5MYlPIoFIoUiy6JRIZ0OoHnuWXQxTwnmkAZoM62JKVSid37jrBzx2G2bDlMTW0jK1as5IbrG6mriZNJx0jEYyHSHy5A0grTcwSWFXYjsEIj9gCtjTdQdeVsAt9j0qRqTjqpwP6D3bj5EqPDWbbv7eLo0SHy+SLZgkepVKIUmM1BeIJ8SdH/8gFeXnsQx7Z4/IktLFzUxsqVs1g8bzKtzbUIaZNIuPzt+y/hc19+gG/96CHe9ubLWL1iDq9s3s9jjzzCP3z8o3R2P8pjTzxE+8EDrBe76R3IMloosm3nfj74T7dT8kroQOAf6uXGd7yPyqoaPvzhD+MWc5yxZhVvv+Fcdu3YzwOPbeRT//Amli2upFgaxraqicfSzJ1dhS19srkc+aKmty/P7t372bT1MIcOD3L0WA++F+D7ka+cj23ZBMG4kWtVZQZ0gJDQ0FBLY22apuYa6moyzJnZRF1NikTCxo6ZTsfqfBuerxkZczl8uI+tOzp4+vnDvLy+nRVLp7Pm5NnMnz+FRCJFIpHkogtPYd6cqRxt72FgcIS6ujrmzJ9BQ30lgQqwLNsk00CZWRRtOpGkRgXmEFtZmeB1rzuTGdNauf+BJ9m2+xCBCsyhIu5w+lmrWLlqNTEniZCCTDrNyuWLWbJ4AT3dvby6bRff++EdLFoyjTNOOYnaqkaEsFBa0zc4yK233sOOXXuNwbIQzJ7RyI1vuo57732OHXv3IxyLquoqkm6ap5/cgg6+xXvf+zaamyYToDh4+CDEBH/90Y+zYtVJf+rl4f/JcfYFl7Dy3nvwxsaQuOze205v/yjJRIJkKsFJi+dRVZHBKxUY6O+jvaufXQe7KLlRahUM9hUN2GZJHCdOoDw818MKu+t2JPWLOpHhpmDYS2HHSIQpmgKkbaH98cRB85LxbhCAFUqmEeDEYpTcEkIYj9BYXNJQnyGZlMxd2MZF5y8kk46TTMXwfZ9c1qyBBw50sXlzO8e7Btm2/QgL5k4jnTRBKRrDBDWJXCpsMpjN1BiuWmRzWX5x2wsMDwT0qy4IU0MnEvYn9p+EGO+8gqBUGk/nVZYxG3YtUzTEk8ZX0nXdcSkFEbtL45VcNm/axPYd27nt1lt4y41v5eprrqWxsYmhoSFefvllhvr7uffuO3nXu9+LZdnMmDGTf/3Kv/GD732Dl59/kXPOn0l9U5xf/GwXrueSz7t4xYBrr5/Ps88eIDfmIG3JRZdcxsMPP8gPb/oe//Spf+aqq679LVZfVFhks2Ns37aVe++5l/vuv4eurk7CXd98z6ggiMJAwm6rigoNKO9Ztu2AFoZBji6DEa/tiEaFr20bS4HZs5upqHAwYF0E/JXbhZRbp4BlxTjtlMX86xffzL989k4OHRpAhD46iXjcpCzK8Y64Cgub6OYKHd1rEd3k8hSPvPjKVT/G8sKw3GQo/ZnIyAsPQQhj6D9hBFpRKnmMjo7w+utOIX3NSjqPj/L9m59jUuOrXHPVycxom0prYz0fePcVtE1Zzze/+TTH2gdPKPwiucV40MT4IxnVCUSFdAD1k6tYuGrl7148/jL+IOP8S67ntlt/xd6Dx7C1QAQCYUksKWlqnITtmOTrQPkcOrCLHTsOoXzCFPkJYHD5cGLMujWBqTVDsLavZ4Cbvn83ge+TK7p4nqZYKmBZDhofhURjYUsLP2T2WUKSiMeprEpRV1ODLSXTZ0xmyZL5nHb6KqZOa0RKhWXF8DwXIWwcxyvLiVTgI6VjGFxElAlTO1oxi6p0HZnqGmbNmc3rrrqI/fv2sXbtFl54cRvd3cOmOewpEjGHKU1V5PJFssrGDRSukozli7hHOknEHQSaA4ePUSwUSKdTVFakGBopMjqSp6GxGj+A3Tt38shDD3H+hedz6NABFixYzKQp09i/dztNTTZrTpnOlh3HOdQxhNY+UmpyxRKZyhgrlzXQeXSYrTt7SVVIbMsBrXj26UdZv3490pJUVmYIAo+e7n4c22ZKaz3Hjx5nZCTPhRetIZWI8/iT6+gbyOIHkM0WQ3mcIJmKI0RgDkZIUokYtbVVTJ8xmfMvOJ2VyxbRPKmBZDKGRFPyiuE9NvtVdHktaeH7RdPosG0mT55K6+QpzJ07ne7jPZxx5koOH+rmycfX0nW8l5HRPAUREIslKZXMGcGsQobB4nk+8VgMYduk4glAkS+6HDx0HMfuYcfOA1iWpFAMEEojMeFOFpJAgGKcUec4Dp7nEimLbNuioqKSgb4xPC/ADwzLaPbMmTjxBEUxSCGlUFm4+OKLWbhw4f+lp/T//8dAfx+loht6d5k92g8CE2wTbZ86sjcJTfHDtcayBCrwkI5NzLIJlDHbF0JTW5EklUgitMdAvoCnfFwvwAuU+TmpQemQMGDmhBYSx5bEbfO+eaXIuT5F1/hxT41ZrE5anFdTRbWlSSVtfBUw5pawA3ARDI269JU8ND4FISkqGwefZ3oGKElJEASUfBeXAC0mMMTKW29Uo6jydyVknYMBkSzLmqCmC/f+CeswjAMuZq8fb4oRPifmHB15O0bnL13+PdKk+pjmsfJBKKxYDLfkhq814Lgdeo2axPGotjag1cED+/nXL3ye39zxa970phu56pprmNo2tUy4eeH55xgYGMCx7TBc0KKhoYaOfJ5UMkmgFel0mphSDJVc4rEYY7k8Q6NjbNu2lRUnrUYicEsltm3dzC0/+TEPPvggw8PD5RpYAEIatYtRV0iQtglUDJUQWin8oISYaOUR1chhiMTE8BIzE0V400LG4wSQLvIBjD5BPl8s150QhPN4/D0mAmTj9juUbUqioDOJwg9ZmCNFqKpwqE/H2D6aJ7+3i5Mb0zQ012CP5Eg6DtIzjTAdk8SkTTLusCodpy6W4NfdXdx2fBQvkARCo2UUKHHi+Wf838WEf45CMyjXAGYeRdZCpg4NEWcsaZq3Sp3oqxhoHWa66DIgGfbZoFxjR3Jhwc7tO9ixYzurVq3+3YvJ7xh/csDOsi1aJ03mgnOqaG6sCh8mTaALbN62kW9/+2ccbs+ifEUpUGjLojKRYM3SBZxzznKq66qM3CQyDgwfTlsKiqVRnnr2SR68/3n2Heih6GuEUmTSNosWzKSpMU3gltB4eCWfYjFPV08X7ceOs2v3YdqP9DI4mKWmuorzzl/D9LYmmprqqKyqxI6ZJFutFO0dXTz1zCb6ekeorWtk1sxpfOhvz6C+NkEyZZEvFGg/3MnLGw7T35ensqKS5uYKCHymTW+lZXKjSRW1EtihJ69Ao0VAoAIcaWMlYgQ+xOMVpFKCTHoqMTtNX/8Aja1NjI5mCVSJfXsHyBdcevqGyWV9xrJ58vkiBTdAY+F6LoePDtHePsRjj+2gqamKRfNbOf20eSxYMJvGugr+5v9cy3dvepCXX3qFd73jdQyP/JLjPaM89cSjdPYMUCgWUb7H4WMDZNIZTlm5mH37j7BjbwfxmENVRYbBoSzHO47yhc/8M51H2lmyYA43vOFiXlq/hQ2bDvCJD1/HvNmVSGEbTyMEo/ksPX1Z1q3bw8trd9N9fIRczqVQ8PFUYJIilUne9QMPIaQxDbY16coEVVUZ4knNogUzmDa1kXgiRkNDJa1N1QQqIOYkicWM8WkslsQwMAXpVBqFoLFRM3tGI+ecsZDungG2bD3Gjl0d/OiWp6ioSnLmaYs55aT5TJrUxPSZk2mbPhmlFba0UEqWGUOA6RZFk1yYTgRh194kxciwW2qRrqjglFOXMXvONG67/T5eenkzbsnDtgWpVJLA940/p46SeXwEgtZJzUxtm8zZZ53C2pe38K1v/oJFS6Zx9pmnUltTz9joKF0dfbiej680ti2oaWhk6apTqK2fyYsvrufxJ56ir6cXLwgouj6PPr6B9mPdvOlNl+LYVfz4trv5249+imuvu/4vyWH/jSGEoKVlGv/w6c/yva9+Dj+fpb6uktaWFtzCGGP5EjUVKbL5PNv2HCRbcDlwrA+vFHoeEhVv5pAvhV3u8MRiMYJAm0696zIBjygP05k1gErE+tFCmKSwMogRbjjhKyID31g8jlsqmW5qqWSAPimYPaeOy65YzsKFzbS1VjNn5kyMIasNGLm1Mf5VBIFH0YMnn9zKbbc+gSDGG99wNplkKuyvGuqCJMCyJYFWKG1eJ7DQyiVfKBLoAE3EUgo/cbi+Gzb0hGuOKEt9w4YjYOS9WgtQoTxUCNBB2VfJ83xjWBttqGEF7Xsu27du5hM7tvPTW2/mxhvfxuuuvpaPfexjfPhv/5Zf3H4bl152Oa2TTVd11UmrsGwbLRWNTWlmzKmnuu4gA31Gkjt1ejXnXdhGR+co7Yd8PvXPn2H5ilV88P+8n/b2I3R1dZ3Q8QNTxPR0d/PUU09y5x13sPmVDWSzWQJlvEnM/wt+a+jxosPISARYRi4vEWWQN3o7IeQJRUnZ9DoE7szPmoAJx5bhn4fJ5yEorLHCSRgQMe3SSZvzz15AsXQFH/7Q7fieprKyEt/XFAqi3DkPlArDKMzrYo6NX3JDkCvqlE+EaycUXOEVkAZ1RoU0vAg/NOuVuVaR50j0egOwQS7rsv7FoxzeP8h733MqV12+kovPWcqOvZ3c98hm/OJ6TjttAUsWzeDkVTO47IouHrpvL93do3iuG3bxxw8bZp5Kor0l+tRaK7SSOI4knW6msfH38yr5y/jvDyEEjU2tLJjbxr5DHYaRiQQdYMkYk6e0mgaBBs8t4ViaWCLN6FgPoryAnOgHGikwpJRo3zcAiiVBSnoGRkCD76sQKLKQUoZWAOZAJYQgFYtRWZkknU7Q3NLK6jWLWb5iCW1TphCLSVKpRHiQ1eW/Q8CuHa8Qi8UpFDQNTY1UVKawrKKRICGR0pTtBkxKoJVrDqaWQ019FavrV7F6zUm8/a9y7N11gIceeJz2w110dw9TKLlILairTSIci1LJZ3gkR75kWMuWlBw52sOiBW2UCgYI8/0ShdGAeNJ4JztWiZ/8+Ps8+NA97Nyxh1t/ejOW0CSTDpWZGA2NlXh+B27JN56dvgEXqmtitE2rYnhgDC8IWL5qDTNmzWRoeICf3/5TfD+gqipBPBEnly0yNlZixtRWRoazFEoeCxbO5OD+gwwO5DlyrB/PV6b5IwSxmIWURtJm2Q7V1RXMnDmFGVNbecMNr2Pa9EnE4jZEnkMoAjCehxACCIZdYVl22FiSKF0glyuSSCaQ0iaZSjBn7mymz/Q4+eSAyy8/iz17DrFj114CX3K8q4eB/mG6OrspFlz6B4ZwfcOCc2Ix3KBA3i0Rs83+6fvGw0z4whyypWUaaX6YQhj+NdEiwHVdECCFKQgCFTA8PEwsYUMIMti2zfTpk7FtSWFM4zgwZcoUvvzlL1Nf/xeLkz/WkML8ZVmmmeQHpmlqheyxSOUwcb2xLIHShpEptSAQAT7mrFlVkaa2Io1SEl8rsiUPtCabzaGUwNcCLTSOZSOkCIMaAoQIqK9OIVEUCh4j+QJCWKAFtek4KSk5uTLF6nScJscinrRQjqQQ+PQMF+gu+hRK0JSK0VJRSYNW5CQoqUhkUhwaynNP3wDt+SKFMEgqsoSI7CC0DsEKrcvgsvn+YW2HqVNO9GQOG5ATqp2JjUUDJKlyc0xpBUEkPw6MjzDjfoDmtQoV0kullKY2Dq9bRMgxQRSm/rUty4CAgYXSHhLDuBXC1M579+zhc5/5ND/96c1cfe11vPktb2XKlCn4nodtWaQzGYZHRiiVSgwPDnHlhctoqo3hKdh/eIR1Ww/he8YTv7a2lr7+ftxSiUK+wNbNr/KLn/2MRx99hMH+fgAsAUJaYRqwsagJNChhmt6m+e2bBpM2TaZ4LIZZz8abUBNrzvEwDosoXNM0Iin/dy8kA0Ty4olAnAnX02gVwlkTfn/0s5GndPl14T2PVAgRey0IAjyga7SI9HyWTUpTJy0eOzbM6oJLa2WSeDJJPBZHE4DyINBoy8YSmuYKmzWFCjrzmp15l/aSi1bCWBYIyvf4d42JQHA0JjZnyw3taA1GowMDiFuWExImDGBs/Bd1ucGslDI+3tF7heQIpcDSFmMDwzx8/50sW7biv5VGDP8XADshJE6yFic+hhuU8NwiBw7u4fEnnuPFl7YxPOLhej5BYBK6bAscCQcOHuW++x+jqqaRtramMkIcMQ+yhV7uuOMO7n9gA/3DebSS+AocS2BZ0Hn8KM899zw19VUcOXKYrdsPMjJUpK9vhJGxHAVXma4IgqOd/ezZf4SKVIKmxmrmzJ3GnDnTON4zxOHDPVRVV7Fg/izecM0cautSoWeNpFTM8eTTa3n8iY3s2t1BthBQKpgOYywmkcKirj7DZRedzIXnLaWlpZFY3MEwfk3RKKUNQuG5Hlr7BIEP2hyetPZpaKlH2xLPrUXogAXzp4EVY3ikQHY0IJf36DzazfH+YXq6hhnNFekdHCCfcwlcn/ajvRw71sfTz++isrKC5qYaTj3tJM44Yzn33f0UM+Yt5C1vuZqXXt5C2+QaajM2p6xp4Xs/egbbgeqKGKuWz+TQ4SNYlqC1uYYP/fUl/PzXL9JxaBv793UwtW0S73/vDaA81m3Yx8f+7i1MmZKip3+EvsFOtu84yksv76are5Dh0RJjI/nytQ98ZQ7DOqCiIkkqlSSRMBK3inSCObMnI4XNpJY09bUOkyZVYdkxqquqqK2tMiEOjvEukMRxvQK2ZYUPrWGiGdmKCheVgHjMYlqykcmTGzjn7IUMDhfYvqudzZsP8+hjm1m4YBrnnbOCmbMml/30dNjNAsZZFxgKrVKGWiyFKIdRWJYxPSaS11hQ21DNBz5wI8uXL+GXP7+bnv5BfnPXU3R0dvGOd7ydmuo6RBjlbuTZAQSCqoo0l156JiedvIj77n2aj378C6xYMpv62hoC7QOWMYfXipkz26isqmLhkkoWLJrNWeeezp133M8LL71MoHIEQcDOnUf53Od+CgKueuM7eOOb3opl/cmXhv9nhxCCxYtX8brrbuDJ++/k4LEelK9pqKvA93zWb9lDyfXZ397JwGiRUqFoFv4oxIRwI1OawPfDLpkeB6/EOGCjQ2APJnSyQjlAeU/SELhemTUFYccyBLqiJKhCqTjhwAogaWis4vrrlnHjDWdSX98M2i5LNoQIwa7ovcNfbgvN5Zcuo7Ozh+/+4Dk2vnqE889bzJLFU5nSWksqEUcFhmkihYUK2cZB4DI6kqV/KI8fPoth6wKJwAmT7sYJ9+PMMnO+UuXOlZBh51Ybb7QgCCiFXU5z8DJFSzKZKDPuxhNMw6CKQLFrx04++Y+f4Ic//CGXXnopjS1NbNm6jR98/zt86tOfQ1oW/X297Nyxk2LJ55e/3IFlCwo5I+UVQrJzZy8f/9CTZLMu8XiSikwFzz33NFs2b2LajFlcd93ryzI71y2xZ/du7r7nLu675x6OHmnH9VzjQfkaQ9xovBZIF0JiS/MdPM/DdxUByoAWEzqsEfgWFSlB6GNXhoC18ei0tMWG9Yfp6Bhi2tQEQRAQcwxbMSp0zasUWgeoQIc+KJJzz1rEX73nQn70/afDH/dJpRPkc0U83w99dSSWZeTNrjvR0sI8A5FBsjbI24QOqfmklkHnzPodgrpam8+gom6mFOVrWC4yw5rB8wKOd45w9z1bmDWjntWrFnDKirmsXjqTQ0f6+enPn+CxJzax8qSZXHrRfGxp8eSTh9m/pweUb/zR9ETD4vFrPLEjK6XAdjVXXf7XxOPx/2oZ+cv4XwylPGyRxdIGiDEsKWiZNIkzz1mBbWuyuX4GB/vYvGkHPX1j+EqYtQgoA64RsD3hdzuOFc5vTdH1wsYKpsawBYmkw6IFs1kwq40pUycTTyXwXA8nbjNn9izapk0lmUoSixl5uYgaEBp8v8jgUA+dXd2sX7eNjo4+1r28DTCNxcbGGqZObSZdYTN/wWxmzpqCJW2qq2tIpRK4xWLouxzD1yHIBNiORUVVmpPWLGPJ8kUMDAwy2D/Its27Wbt2EwcPdTGazQOK5voaXDegb3iMkhsgRcDeXR20TKrG8zwqKlL09A0zNlqgurqKWNzieNcRjhzaRyHn8aH/8z66jnfQ2lpD27Rqdu89xLatx7CtyMtXEvgew8N5/JJLVWWMykycV9e9yHf+/Uv0DwyxYcMG4nGLlkk1FPJFhoZyJOJxAuWD52NZDkeOdDI8nKN/cBQpLDKJOEFgjOsz6SRKu0xta+X8C85i1UlLmDlzMpWZJJZlo1RYS4ethzJQqkzIUgSYWJZFvlBkcGiQ4eFBEIIXnt3E5ClNTGptpJD3mDN3KrU1DcbCpM7hrLNO5rSzTsKSxjMxly0wNDTC6EiWQwePcvRwJzU1NRzr6GTHzj0Mjxbo7x9CK8N08T1T+yqtcVI2tiXQlo8VAm8lL0DqcYnaxJadjJK3NQwPjnHsWCfJRAWJhEVNTQXNzc3sbe/ntDMu5LbbbqOhoeGP9gz+ZUBL6xRqa6vo6hwA7RO1cIQWCKxwbRq3g3AcxwQdaI+YtFEmUwLLljTWV9NQU0k2VyDvFvH9AFtaFAMfpU1D1iLqagamcaACEkmj0hoby1HyjFLNC0yKcDIWQzoOKd+jQUoq0nGcjIN0FWO2xasd/agSzKqtYGZ9gqQj8GNQCCQWkPF9bA1tCYsLmmrY77ocKRZMxRYGf4lAGKBOhvUCIbHGQHTlRpeOgB4VlBlJUcPO7KVmkRRChL5nbpldB+P1qNIKSxhihNbKhDGI19TJmCa4Dn0hBSJs3ooQUDUNHbMHGEkwUiKJEZMaJTSBEvjK/D5f+Rw6eJBvfO1r/PrXv+ad73wnEpCWZRqtvo+0JKeuamPlvDhK5ensKXDpebPpOt7L3sNFxkbHyBcLOJZNd1cXH/7g/+Ghhx5gbGwsVOWZOSWlwAhSLJO2ixU2tw0QLKVCShtpCTzXN0FyXhDiDnGKxdJ4QEd4PYLAK/+zGaa5rlSAlJg/F1HdFGCUNzIMTArC15p1VGhRTkIWQpbZkydUrTq60qLcNDb7qEApk2brIekoBDzYl+dtLdUsqErxVO8YS0aKzK9ziaFxkjGsiiRWIgaWRPqKpLaYX5HhamnjHx+kIATDrk8xMKBgoF+rPPltf+TIxirw/fH0ZDEeciKRCKnH50dYp0b2B+b8YJ5DYZDkcA6Ot54jxYjBCiS+hheffoyDb34Hc+cu+G+tL/8XTuWCdEUFtzx0H+vXP47nufR0DzCa96isrkMxiABijsErHcvoh8eKY+zac4ihwRzTplthfK5GW4KhwaP85Ce38+yz28kVNa6vyx0zLaBQ8tm3r5Oujj7smGR4uICvFcWij+cqsgUXX5vFT0qBH5jkQc8vMZzrpaMry7GOLIsXzeatb72SKa2NWLKEkE54czX79+/hJ7c8wMYNh8gVPPxAoYU0wI5lU8ophAwoHB/l7nvXIrXizNMW0tBUScktmfdzTfHV3d2D7wvicZtsdpTBwSzxeJxYzKGiuppczkMIh0J+lNxYibaZU4jHNHlZpLW1CseqZ+bcyVjaJu+WGB7M8urm/YzlSuRyRQYGhgm0pncgS9fxQTZv3U9lVQXXX3c527fsZPLkZmZOa2HOzFqWLZjC6FgPY7kilpC0trYwefIkstk8UlosXDSLlvoaKlIOr7/mAp57cSdrTjmJluYGbv3pbzjvolN46oWNbNu2m6PtPQyNDFMoQqB8YnaMmGOTcBxkUlJbV0MymaS+rhIpXGpqalmwoAnXc/E9TUtTLa2tDViWoK4mjZQBSheIWTYxx6Dvlh0zCV22g8TBidkRkxWBRAeasWw2NGUvGTDMMtTobDaPZTvU1FRwxSUnce45Kzl8uJvduzv49a+fBRGw6qQFrFw5h6bGOhPVrHRItw5ZFkKgtGJkeBTP87Bti3S6Aq2hsrLCRGNqUd6QYnHJueecxNjoAL/89UMMjRR4+pmt9PR9k3e+883MmTG3HGNu27YxJhXm8FlbU8u73nYtdVUZfviTn5LNFrEsIwUTIfW2u7ubIPCxRAyBYO7cNj7693/F0icX86Mf3kZ/fz9eEIBtcdW1b+Vv/vYjxGJ/8Vv6fYdlxzj1rEt47KH7OXC4i7rqGqqqKykUXYaH8ozmCpSKHoFbKr+mLKljHDQzfochQFeuOSJm0zhDKuJbvZYhEo1xOQHlAiUCpwLfpClpIB43fkkA0hKcvHoaF12wgtraZqQwoTxaGCBHoMtz0Wx/EtuK43klHnl0C6OjBT77qWuwbE370UFuuulxLAnzF7Ry7lkLaW6pxLaMp0fJDdiybQ+/uWsr27Z1E0lczXUxbGY/Ai/Dog1tWC5W2QMqgZAWpWKBRCJh/NsCFZoThx1cpSiVXEASRckbryoZbrRmf1ERuwuwbYuOI4e46bvfNkWbFNx++885/axzWLVyFXfeeRslt4BWUCwY5kvUANBC4fsSd9BFaNPhfOrJx3j++edRruLaa66jvr6BgYF+nn76SX7zm9+w7uUXGR4aKjct5ITiYiLrR4RAlClozecKwuvkhp1pqRmfF9HViwAtPS7nHJfCTsBrw1ugtGLnrj7WrjvAzGlTkNIJp5EpthVhYS6iF0X/a9gCK5fW8fDkKvbv78a2w9ROpcPCzyoDy9H7QyTD0CdUeVrrMPX3xLkdiKi7Pi7TjYp/yzIHmcD3TXKXeaMTvjMhEL59ezdf/foTvOvdHquWTWNyUzNzpjXyTx+/ls7uPu66awMPPtiPkFDflCGfL9HTMYIXSjoiMDAqhkVUgIafy9GKWYkEb14y7T/s8P5l/IGGkAjHsOg1gGNRXZVm1cr51NVX43mj7Ni2kYMH2nnwgXV09xbCukDghKmBtmWF7N/wQKIwScqWRAgbrSFm2+NFvFTYQjJ75lQuufhsLrnkXGpqqspz0g8CpCVRAbgll4JfJJFKEqgS+dEs7UcOc+edj7D25R30D+dCUFvhK8OUjcVG2LW/A/XCZlLpBNXV66msSqBdRTqV4JTTFkPgUd9Qw5QpU5jaNhmBRW19A4G2QssVTSyRoHVyK62tzSxespArrrmII0eOceTgAZ59egMH9vcy5A3QUpdhcLhIznMZznpkDxfIpFJkEjYVySSlYkA6naapoZLu7mHyuQJ2XLBr716Ur6nIxGg/MsJA/xjDWcPcdosuUhjrhYMHe9i9O0Nfb47uvjHy+WG++a1vEShFZVWGmtoksZjNsfZ+cmNFFs+eTCKdYGBklMAvMjSQZyxbQgDplE3MljQ2tFBRmaS5uZE1p67krLNPprGx1qyFIbAa+IZ9bgmAgHypiO97eF4RgSCfz9PR2cmhQ0fJZkts23qQ4dExtBYMDGQZGsoSBD5KB2gdcOZZK0gnU5xz7qnMnjONyZNaSMZjaCGIxxMkY3HqamuRUrBy5RKCIMB1XYSw2L19O/8/9t47zLLkru/+VJ108+0cpif05LyzeXc2aCWtslAEZSFMEGADNhiMccCvjW0MmGQQGQlhBRRAEsparbRJm9PsTs7TM9M533xCVb1/1Dm3ewV+XrD9SjwPW49Wuz3dc/vec+pU/er7+4bHHnuOz3/xISanZokSyzQXgJAuUSfBca0XlesIPM/HmDBlTJv0QAx+4JMkkZ2nBlrNDsdOnOezf/Vl3vwWw65duxEyoVgMuOuWW/nwRz/6Ilj3HRj7Dt7E1q3bmLpq2VHdQC/b5SHzOc0Agji2jDmkPRNpBOUgR2+1iNGa2fllIqWItSBOYrSKAUkQBCil0n/Adx36KgUcx2NltUat2UZpmaayQimXt/WO0vhxwt39FXY5IJpt5sOQU/WIFrBBOFw/WKTcU0D2ldDKwW23yRETCAcjBW6scYxLPVE0EpteK9AkwrLYbdPUpI3XjI3udJumWZMwA9+EyHy+dMog5ttqFG1trIxluek03MWkdjHZHuxm6gEy8CitJwWY1CJI4KBTt1yTAl/ScW3zRCUIvcYms8EUCYkSCOEjXY3sBmhZBpVRCdNXJvjlX/qP5HJWHZW9b1cKim4EWrN1+2aGRgSTUzOUCmmtj8EkCVpo/uSP/4RWu7X2mQFXWqmwFhbcdBzH2jN0Jajg+x6djq3fE5Vg9Jq/rtYGpZvpWcKkjcZ0TqJT+mNWD66Bd/bvm+6ZIyvYlNZdz2yjLShrw1IyueeaVPlvK3fW/nxdaEiXsWdDEiMDFxqG++Zb9JuYgutzWTksLzSoOpINnYTetiLvOnh5DzfwcT3JUDWPo2GyUGQ6bBABSRQTA1mK8N88H9n3ktWeMmVcZiF12c8JYXED26AVaR1sz2+O41g2Yhynz/uaXUoWQmSMldFmYUFZE8sIzdz8LFNXTv1DBuzguhtuJEkUzx+/hBQQRQrpu9TrKyiV4HuONZR0HJwUKTdG4zp5enp7QIBMWVid1gIf/cgn+MZ9x2m2U2aeccjnXDwpKJULjI9v5MbrDzK+ZZQrl0/xpa89zlKtiTYqTRNxwVifJSlTlyUFnpfn+mv38pY3vJRrDm3D9UiLtQSDa98TksXlGT7wux/nqeemiWONUliT6tRjz2iTGmHbQ/biSp2//OtHefboOcY29jIzs4BKoNXqEIYJcRQRJxagEY6hXm8jpUshHxBHsU268n2SWOG5LuXKcQLfmq8PjvTj5/Lkcx4DPVV6estsvmYThw5twwskGMmli7O0O5pEw4P3P8OZC1eo1Vt84Qv3UsgFVCsFSCJOnernja+5iUcfO0uzFWKA/r4y2sQkyjIkFhdWuTpdZ3Cgh3JPiWrZ5ezp4zzxZIMt27bwp3/8aebmlgmVolzI4Tou+bxLtadAsVCkp1Jh29ZhNm3spVj0WF5aYuOmIXoqAa7nkOiE8bFRlpYm6ento1SoWnaODmk2Y3qqeXTSpt1SuL4kimPQGt/PgSvAcVNWkoRE0ay1uXRpilNnJzh1dpqrk0ssrTZRiWF1tYVwJOObhzi4fwuHDx/i4IGt3HDjXtqthPMXZvjWg8/xR499geGxXg4fPsj4+Ah9vX2EnZD5uXmuXJnn/IUrnDhxhsX5FfJ5n0KhSCdsc911+7j18HWMjY1QLJXI50pgLIuoUW/QaXVIIsuQeerxU0xN/Rbve+/buPuld+E4flqsiS4fBQk4Di+96yZWF2b5+Ge+ZpMdDbhSICU89dRxjh57hmsP3Ex2MPYchze87iUobfiNX/9dipU+fvbf/iJv+b53vSiD/T8YvX2D/Pz/8xu0/93P8/ij32JucSld1F0WVxq0wxCTMuHWgxCiC8aJDGOxgJpY22QEadfGlinZHpTtqxZokWv+b6mWNP3vNYZSBlZIrA+DihP7fWHYuq2Pd7/zRraPb7YG/jrBTgdbeJk0uVkYu0a2VcSxU5c4e3aavXs28vKX7yXv+2AsqNxqtblwaZpnj0zwhx+8l2YjJIkVG0YGEC585asnmLi4hDaSfD4L4kkoFPMIrD9dkLMFQZIoAs+jWPSIooRczkM6Do4nmJvR5HMBIyO9RFHE7OwKnufTbnUswCgMcZSg0LQ6zbTgSR2GuqDVGmOq0wlTmZvlryulqS0v81v//ZfZs2c3993/dVpNW1z5gcfm8QEmzs8TRTEYQX9/BSkNC/M1lNF8/d4vsbiwzNimDbzqVa/iox/5c/70T/+Is2dOE7YjELY41Gptgxe2JksBqzSlNwUPwzBCJXEKtJn0s7DGODfC+vp2907SoAZs5zhloVl8bA34XStiNEmiaYY1OmED1wns+pmlIEqZTqnUpycN3DE6YWbmCl/+6vPEKuYtb7+Vu1+6jyQRTE2vWp8u6XD23CRHn7/MzMwyKyshSRJilAS5BlZnRaA2Bpmmvpl1hZ4xa2bdZIcAmT0/Vnok+LbnR4gumIIBnWiee3aWX/y3n2Pn7kHufsVOrju4iU0bRhnsKfFPvv92njxykY9//GnOnF6iXApwHEGiRLcoy4C7TI6bKIWQAke6yAS+75f+I5W7bvs/XVpeHP8fI44TVldaiNRyQxiFH7icPHmMj334w+QKLg88+Dhzs01WV9qEiel6Wpo00TULAXPXJcVK6aQgmvVKNJFlYWFAK4Ob86iWSkxfvcTU5CXyuZ3kC0VIO+lZ6eH6Ltpo5ucm+MoX7+Xr9zzCqfNzLK220IlI34cAYeVkQgpileB5EmMEnl/EkCNOHJSGdq3D57/8OHFoGaw6UWAUrifoq5YpFn3uuOMGxrePMTw0Sm9vH339vSAcSpUiB67dy74D27nltht57sgJnnj8ab7ypScQwlAIcsRKW0lXvUES+/T29jA1v0Cz0WZsZIjZ2UWMMcSRBRPKxRyVcg6ZeiQNDfdzdXLBSstSWwKjXU6frxN2WsSxBinodKJUWhRTrQ7RbLRpt0JKpQJxHLF1ZJDFxVXrV5dofMdBCsXIUB+vfOXt3Hb7DWzfuZVKJW894oQNUEJrjJS0wg4rKys89+xzGC25cmWWE8cv4HqS2ZklIh0TdhKUknQ6Cc1mm3q9bVnEQtLptLv+eIlKkMLjq195CikkX7/3GcrlAuPjQ7zy7pt5+SvvYMPIqF0fUz+8jLES5HySJCZX8EiSJpVKkStXU5Z6yk6R0vomRWGEFKAdgTKCJLIggUylhgisPF9knl025KnZSHjyyZMsLC4ztnGUYq4IxNx8190vgnXfoSGEtDLwtIjLMAItwBgbeOCk8jcbnGW9Nq2iQuNIF4TL/EodKWyAonAc2u0OGttczOVzlkkfJ3iupJgPyAU+YZywstQk1gLPdbBe69aXLko0gePQV85zVznHkDQsmoSzi00uKs3d+3Zwu6MQi02CooPxXehEZJ1dB4ERAu06mFix6Dl87vISC1FM4EgiYzDaJtnatc9JQS+7V6q0idX1mcUCdEYLpOOkNbABo7s/l51zbABFVt+kaa7QlYxbMl+WOm+Z0BYXSkEh2+9GG4NKdFoHC4ywcuVYJbhCpv7QKcQoBHFk1/yk2+zWXbAm7QjjpaFnWisajRpaQxDkSFQL1/fpJAmrq8scf36eRkuRJHlW6jFIgeN6FoBM1S5WWCC7jWYEqQ+vlckrpVLpZdp4lMIqFHSC0vZnszAPe2l01/eY9HrZGht7j8R6UCkD6iyYZ6ukdXJOMv+5tJ7qnjXS35f+TVuKZY3idSYu2RkkexjSM1BXHWEMSoOHoZNErCSS79k8zM5SjiAWtE3CbCdhrt1mqdHC1zCcc6gUi7gFH7dUolAKua3qE4oCn12sUZea9Gam/1t/5hLr/m3fp+omwK5nLmef1/6fyprqKdMuURqRZKnGaw12nbJodUau0KrrqSzSxpGTStpFV6nx/z2+K4DdyMhGduzZy7ce/BYDAz0szC/iG4HveOzau5Pbb7uOKFzh9NnTnD59lVYnwpEe1117A2Mb+9NOvTXoPH70GZ564iRhlFj9eDGgr7eHXdvHue7QfrZt38zmjSMUSgHCgTCaRukYpSCODWGYWDZcilprbYEO13XZunmM9777NWwZ78OI2NIghY/rutb7QoAQmq9/7VscOTZLFGtsorUF2hzHTWn4qVeGyBYvqDUjnjt+lSPHJojjtUOFkJbmmh28pWOT7zxfEUZNyyIQgrCjKOQ9coELxmHD6AZKxQK1xgpDfQNs3jxMX18J33cpFwI8T1Cp5inkSuzcNsIzz5/ioYeO0WrX2bpxiLHRfhw3x9kLl9m7ayt792zmgW89zZ988DMkSlKtFpmZW0YIxcULlyzIKiWdVsgfffDzFPM+//VXPsRQX5lKpcyR4+eJ4phWrUWxmOPGPVt585texshglSSJcX272GitCeOEOG6ikoRKtczVKwtMCmvmPDSY49iz51hYWEY6LiMjg8zPzSGEJIxjqiWffN4jVoZqNU+5UqK3kqdR61AsFaj0lMkXcvT39SOF5vjZi/zFJx7i2SMTtMMYjT3ECuGA0BilWVpu8PyxCT7/pYd5xd3X84M/8Fb6+6tcc2Ccaw6O06iHXL46z6mzV3jg/iMYY+h0akxdnWZxqUW9ndiF1Ki0uzyPMZqTZ+b48pcfpX+gxIH9W3n1a17Bli2bqVT6EVjPQq0Endj6lV24sMDv/s6HmJ2e4m1v+17yuTJCel36MdgFwc/n2TQ2TLXokcQ+UWiTNFWimZ9r8gcf+DC/+B/62LhxK0I73cX84P6dFEoVfuKnf563vu3vFy/94vjbhmDjpnH+2298gP/8H3+Bz3/mc10mVxjZDp9a5yex3uh8/dfrR4bJZALUdJthnatv+rXpRopn9r5/gz1FRqLKmgf2ECIcu3nv2D7EDddtI+c5YG2SyYyzraxIp6ANXJyc48ixC/QP9PC6V99MIecByRoTAEEhl+fA/q0c2L+dVrPNxYkpHn7kPPfd/zxPPzVFsxVaSQiKKArxPJeBoQqDQ73MTC8ytnmESiUgCSMq1TybNldYmK9T7c1biwCdsGlziXNnV0gSQW21QxB4LC1XWF5sE8d5ksTF8yTzc8soBa1OaAsEbUEbKSTSfaGvW5IotDaUyiWisE2Wwvr0k0/z9JNPoQ10wgStJX5gvULiJNuMDWGnw/j2QZYX62itWVioYZSg02nxr//Vz3Ds2HHisIPv+Tb4iMyfZU1a2WURuj5KaZIkITZJyhxfkz9nHUCwe0y+kLMHSxwLWrZbNmHOcXBd136deiTKlImW+Rt2GWhCkiQRU1cbdq910smT7ktdMAMHQ0ysDY16mxOnpvnYJx5iamqF3/y1H+G668bJB74FB7UgDFsEgctKrUYcS46dvMTTz15mZaXGs0cuc+SZS0ShQptkbaZLiUwPM90iKy2gVSqJtvM6Oxlle2l3ytu5nl2wdSC5/VKzstThyccmOfr8HH29AeNbBtg03sP2XX3kci47dw9x9WqLiYvzmESvFZvrmHvGWPkaRlm2pUwY2DzG29/1rhfX1e/AcKRDIV+0jDLPIRe4GBLOnJvgzJkr2PBYhec6SFfiSQ2xDfIRKZPBYr26e5A2WNaGhUPSBkjqhySFZeK6jksSJ0SdmJxfREibFpolzhpjQCvmZy5y79fv59Of+joXLy8QKygUC+zfuYNSwadY8gmCgHq9wbPHLmK0IIpDHCkZ6O/HD2zQgOPk8V2PjZuH6bRCLl2aoVwqsVpr0GorOrWQK1dqaK149PELuJ7A8yVbtgzx0rtuwHU9brnlWnp7qpTyHkHe4abb9nL+3An8fMDdd97AlUtTnDxzBZnLE8YRK80OSq1SKhZYXW7QapWpVIvMzC6hlCQfOFx7cICbDo3iCMPCUpPJqQXi2LJNHNceDFdWm7jOIPuu2UCpuMCJc8vUawqtYorFgHw+z/TVeTzPJ8gHnJ9c5PLsMvl8kB6qDdVykWo1zy/953/Bvv3bUm8521xRSUyjUefqlSssLizx9DMn6ITw3JFTzC8tg/RwZI5SuUClJ8fUQpOengpOoMn7Pnlt6KWHRjNkdmYR0DieIPBzLC0t4ziph58rLKs5SpidWWR6cpanHj3BJz5xD7fcfJD3vOcN7Ni5AykcawFhEoQAz/XI5yo0GiFhFFIslYhqq/agp62PqRv4XV+vKDHESZg2VQRCWT/mzNbCrmW2OeA5Lp12B4zmkYePo80xy3wShq37W9/VZ/Mf0zDGEIYdpBTW+VWT3k+rahBCrGPZZM0j2xgEe56st5pIR5IPLCun0e6k0juNEYZOp50qHWwjL1GG2fmVFFWwoKGUPo4rbNahglKxiI46OAIux4qTzQaL7YghL+CtA33c2g6pFCRitAdXCIQymFjjpoxiK8cEEwsurDY432mzLZ+nFsdcDkO0I9Eoa22SyTcQJGlKvBSWzYbR1vvMWDaede1QXeAm8+d0pE4BTJlN8/SaOWipU6KNdStdb0chTdaIIQXvZcrsWl9bqzQMTXfra5029NILmJJsnO45PFMCaG0ZagKJUkmqorLKJ2nWAggcx6FUKnPyQouwIRnqcfDLPueutFioKVzXNkDzhQLtdhsbFOKhVNJleCusP2U+H6R/nqTNeZMyNm3lJrHgp5s1K4zqfuZs27I3L/URhi7LMFN7GUyKb0jWXLWzc0nG6FtH5jCZ+mEtTKJ71Fh3NukSEdLfKdLri7FWKFJ6KUgb2z1YCPK+4XWjAxwa6UU3IhKV4Bc9BgseceIxKPPMzSxzqt7GCxvsN0VKnQRPGggcSo5gbylgVRnmtAZlkLkcYSfsPmfZM+g4GTswlcSqNGRK2DOR7dnr7mcTqVGgShTSsViN7V3bn+laV4k1H2UphCWepddTSg9X2qaLjjvUOn/39fm7Atj5gc8b3/o2nn7ySdqtNqW8z6YNG3nXe97B4cOH6KsWQScsrszyiY99kq/c8wSVnhG+9/teSxBktMIEtMITAQf27+HaQ72MbhhkZHSA7Tt3MDw8aG8gGiUUQniopM3C4hJRpGm3YlphYv3IUvTcduQTMA5bN23k/T/8VrZvH+0enmxHy+0aVAopWFyY5d57nyYMDTap2wJ+mVQyo5oqnVhjUGNwHRsznfM8pOOSq/i2+PMMrhTkci75gk+lkkMrTaGYo1ot09tbIV/I4UiXoeE+ikWP3p4ygR9QLQeAJIkTSLsyRtv3rWJFsxNy/7eO8syRC5w8Pcnk1SX279nNm1//MvbtG6CnUqFUGeHpI8d54JuPsnnkABsGc5w+EfOqV93AiTMTLC03GN88iuOECMdh42gfr3rl9Tz8raeZuTrHG9/0El75msM88fhTTEwucPuN19BuzHPpyixzSys88NCjvPruazmwfwflsoNW1rh5eblBvW4ZMfNxjU5HsbyywvzcIs882WZxqU67ExJH2nqNJNYY2BZpyhZFGJDgSIHrCoS2kuIg9XLZuKmPnnKOWi3i5OkpmpGVLXc7ECntWOJgBMQalpcjPv/Fp1lZafELv/B+KqU8AihXPPbuybN37xbC6DAXzs/y5S89wJXJc3SiMN2UE5s8ljKUMvldox0TzqyytPg8Z85c5rZb9zK+bSfnzl8gVwhoRDGOFGiliWPF/JLiox/9MlGc8K53fB/FYg+O9Czan3ZbBXD24kUazTYOsHf3RhYWV5icrUEiOH7yCr/yq7/Dj/3o+9i/71DKkHGYOD/BNdffxBve+vYXD5X/F8fA4BA/9c9/jrnZeR55+BFipa3n1rcb/K9L7IR0c5N2bVi/BWbAW9fny6zR5rMWlt00MnZdCmwYXvja6+6xI52uKaxI2UpogePmkMLHiDRNKi2mbHcCpmcXeeKJMxR78tx26z76eypobbvH9n1l70akb8AFAYVCnv17trB/92a+73sP84E/+Aof/OADVpqU6NQ6wElT7iI2be6j01bMTC5RrfjUVxPmZxRxBAthm41bSswtdmh1Ilwh0mdG4fkuG8dKbN5cRQjN6kpItSeg0x7A9z0Wluq0moaF+TpRmLC02MRoiMIYI9akcQhBo17Dcx0c13Zdhc4A1iQFTA31lQ6ddsjOrSMMDFRYrTU4d2GO08cn0yRrQ321QyHvs7K6Sv35ZzEIivkCYRijMV0JrJMCAJk8WGlFGIXWqk/a+1epVomj2MbEO5ALcriepNKTo97o0N9fJU5CtII4EnhthRB5IhXjuR69/SXiKGR5qY3nSRr1VlqAGjw/SMNNrHzi6NFZjhy9zKEDW8gHRUAihMYICKOYmekFpmcXuf+hs5w5PcNKPWJxYYlXv+JGrr92k20moYijGNf1yOcCBJLe6gBCwGB/hZfdcQMrtQUeevQIH/+kz2MPX6RRa9FVx5p18zkj0Jl1cz2b14bM6rE7B7/dUFikXXgQNuzFiC4LHhKilmK6FTI/2+DkyRLFhyTScUkiQxhFljWzTpKTsZEzGYQQ2P3DMeRLPgeuv4Xe3t7/nSXkxfH3HLl8kQ1jG5AiRhjPslhUQn9PPz09ZfKFAM+X9PUMMDTQw+zcFGfPT3BxYoF6O0Fh1x8hfRuKIuwc6cRr4LF1QrL/5bipp43j0jtQ5dANB+gfHcL1PUwKsFusTqF0wuTkFBMXF7n99sO89e1DDA0NMjQ0xPYdW4mTJmG7yfLiLI8+fJRIR0xcnMfz8wSBlfki7WE27GiKeZ+5qWXa7RCdwMULVxGOZbdY0CdARdCKIohANGFl9TInjk/gSIePfORrVCs5Nm8eJl8KiDshjz16gk1bx3jr2+9koKeXZ46c5HN/+SBHj15GCWh0OlQ9l40bhlld6LCwskQUWSbwYF+RnVurjAz6xIlg4tIyUZhYGarr2OdSaxIErWabfbs3s2WsiO97PHVkjjg0eMJh8sIkIhEMDvQyPTtPGGsSbYAOd952La+8+xaMjvmrv7yHT3zqi9z9ypvYsGGI1ZUaV6/Mc/zYKaan55maWWZ1uUW90cHP5TEGoqhNoVigXHZYnJ8nH4yyYbQXL5cDbDhPfXkFKRzyuRyDg1UkUKkUWV2tM7ZhiEpPwK23XMO28c3kfI9WS3Hl8mXK5Srnzl4k1oaJi5M8cP9DDAz10NczDEamh2LLwB0cHmR82xYuTy4yPbdqmxnCAhDaQNxuv6B51w3SAXtIlpaN5QqBJx3K5Twbxwbpq/ZQqZbI5wIuXb7KzNwSU5PTlN0S7/+hH/lOP47/aIfjOFxzzXU8/fizJJ0k/dM0XEJKSw4x5gWBT1kDzWiD66UgXMpkCqOQwPdxPJfaag3pOAR+zhJBBDTbBmNCHAHlQg7pSDqJIgwTvCCHcawKzBcK7TnMrdaYVwpcyf6eXl6R8znguuTzHiLvIFWM1gKUZXQmSWKLjyQhijXnlpbIGZ9bBgfwm21aKqFpBO1mB9dxCZWy6oysRhUZg0p36xpjUgazsSQJbaxVhkF3Q2C0cUC4aCHIgsuyuoSs9k3P4F35IWl9kCpBIG3cZT5i3eaeY+sER3TBQOnIlMGWej07ayw3xzE40oKrSrXS+5eCgUCcJBTyOarVAivLNVqtJoViCa00iysRncjn8nxEo71Koy1wvRyFvEO706LdahPkXPK5gHojRCWZZFri+6nqJNZI6eM5frcxKYxJJcS21hbGMop1ykxMI85TwFVhpFkL6hTC2gMYjRF2R3O6/q0GIXS65NimU7FYpNVopUxep0sayK6dkFnQgrHYg6ELmq5VXwZQFhhLf4cQoAntNRYST0oLbqHJu5LGQo1qtUyhXEChqHgC7foEnsu4C32rPk8uLvOZKysc6iuwr+IzEPiM+iGDHds8zSFQApQR3WtlgbUMm9EpC9o2NzKpOoBR6xrCRncBy+weZMCqk+Lu3XowPTd1wy6M7s6ZbIYqZSXZZZFnc3XT33l9+a4AdkJINm4ax3clcdhmZHCUf/pj7+e2O/faKGKjMVLQ17uRd7zrjdQaIbfd/mrGx/vROuleWCE8du85xOZte5GOlx5e3C4dVyuFkC6O8NAqYWHuCqdOXqBeD2l2LP3Vc7LDJliqo6S30sP3fu+ruOaabSDshc9ozBba00hHInA4cfwUV67WEUbgCAeTdlCEsBILe/aTOI4gcD22bOrjmv3jDA71MDjQT09vEd+XlCslPN+aazquoRgEaBWj0RRLVSDBoAgCa/4tRYrGx+2UbZiluwg6UcLyYoOFhTZnz07w+FNnmJpdYWZuGU/6DPT38dKX3MGrX3EbhcCyTZZXBbFpMjC0geWFGb72pS9Rbyuuv34nI0M9TM8tIqQhVwo4efwS+cDlmgPbKHiS17/6Rj728W+yOHuR1el+Jk6f5Ed+4O3cdN0YrWaN5dUGcwstHnrsOL/xh18mJwUve8khDt+6j9HBEn29ZQb6i/YYpYdw5HYUGq0E7VaL1VrC9OwSVy7PsLJSY36hTr3ewfV9Wq02tdU6zVaHVkehEyt1UkbQqncwWjC70OTUmRmkY0GEJGU0Oq4LiY04lymA0WU0pZTWMEx49LEzfOov7+EH3/dmHLF2oNZK47qSXbtH2Lbt+3Bc+OrXHiGMk7SzY6nS3Y5DVsALQ76a49ZbDnDzzYcJI83AQD+udzmlkFt1lybtsDUjPvHJrzM/v8RP/LMfoVzuRUo33UQE9WaLJ546RmQU5ZJPq9FktdYi8A1JYuiEmmPHLvPLv/wBfvBH3sEtN90MRvCtp47zUz/zrykWi9/ZBeAfwdi+ay+/9YE/4id/9H08/tgTtgha1wmENTDtBUydFIC19uQW9NfrKNNpUvu6zdB0uzmknXjHczGJsq+hU0BD2I3GpAAd2nZr7RuxG80zz1zis59/ih9896vSpoNOiwLF8lKdZ45eZHZ2hZtv3MPO7aNdGUdGNxfCSd9lKrTMNrgsIEi4CKCvx+XWm3fwqU89wfJSO00kdYnDCJMo2rk8zSRkZn4RhGDysu1YWVa69c7Q6QbpOw4qsQdorQWuJ8jlnG5oR5IoCsUAYwRJrCiWAlzXFs75gs+GvE+rHbEwX2NkcJgkillZXES6kkKuhCPAwSE0knqjjpQCX3pEYZICmZq9OzZy5w0bqdcWCLYO0d9T4uHHz1hMTwhcX3alAEZamQvCWjD4vpsGaKTzQQqMsv4uwyO9FEtBt/PX01dEOoKhgQK+5+C6hlzeJV+AcjWg3Uww2iOXt8Dn1SstGo0egpxDEjsUSrYozAU+p05NIpA0GxUWFpfJ5XIYbYiSGM/zUErw0LfOMTm1wg//0GEOHRilXOnhmSMTrCzXmLi8QLul2bKlnwP7tvDOt72Uvr4KzVbEgw8e5xN/+QiveMVBhvoraYCUZt3RE8sMsRKvvmovL739enr6ChiT8I17ToOyskBp0v1U2ufGdRwrO9Umy+RKHwE7KXT2dYYZpwchMjDZZGV9dk9MypK0DBcBxIlieXmVlRXRlU1nhwMhbTPohSOVGyu7/7rScPsdL+XDH/7wi42Q79CQjs+Nd9zFJz71GepNRSsMSRIwZZcyMddfd5Ct2zZy460347gCEyU8/dTD/NWnvsnDT58higyJscmdkK59rOHF6xsfhUKBOOqAlORyLrmc2/WTEog0NCuVbUuJUA7XHLqZQ4fuwPFSJo2UIDTCaOK2JnRdZmcu8vyxUyzO16zBvOewtLBi533gUGu00QqqPRVarZYNLEj9FMNOBxxBGIZ4rr/GiNaWcRIEAe0wRCtFrbnIlSnFsZNX7PzPeRil2FMsEHYSBgb7eOnLbuSmW/bw8APH+NxnH+L4yUuEnYiZyauMDfcx1l+lVWsSoRkaylPMC3orOZ58do7JmQbZ3uTIDICwTYaFpRbKuPT0CTaPFZi4kuPSxCpxs0GpPMBCEtJoWhZw4Dtcf+0O3v3u13LL4X3kPMHxYycZGK5y771P8JWvPky5UiaMOsSxwhibeus4DtIRFhwJYzzP2o6EYUgQ+HhCcunCFUBQ7u2h3Wnj+z611Rr9A30kcd0ejJRmaX4J33fI+Yax4T5KgeTO26+hVK6SnRcEmiSBSCt0bNAqolQqWFBCamS6v2IMvmuDSC5eusL5C1PUay0iE72AyWJ/1HTnYRZQZLdUK90TQrB39xbe9L2v4I47biaJQ3p7e/CDAkePnuITH/sctJq87Uf/NePbt38nHsEXBxYgeevb38MXP/cZLl2ZA5GyxLRldGVNVG3WbE0MawQQpTNfL3t2jaIEmRiiJCHnu8SJDSRUSpMoMGmau+96OL5HHMdEkUZKqFZyrKzWQUAj7BBFCcW8S97N0Y41PXHMwb4eBis5RNG3cnZlgzHcnIdxJDJSmEQxVWsyudpgS7lMyXPQAkquyzWFAlfCJouuZCmyoS7Zfuj7/hoIJgVKGTIQyG7FCsxagIIQHoly1lhYQBcYMiZ97fRPhdOtmbPGtw1TS0NklAW0LN5tnx1jdPd7661/7LnPIB0L3FnwSSMdW9+q1NPemDit1ZUN8UCg0WgDvucx3Fsi7nRodZp0Oh2U9nB9lzgxLEYapX2iuG39+LS2TR8l2DBYxRGCRj209z1Nse102ukVcLEezDIFLiVCmHRdSZsBMj27pk14hCU2KW0BT7t+2NDFbiNfpN6skGYC2NmY/XfGhIw6LRyp0nlr76W9pBYUtOxJg3QEmTyfbphTWogZkwY1pbeSdI+0vxLhWlWJFNBWDl+/PM+mrRvoL5YwnoOMQ6RSuBhM3EEUHYqJy51uH1dbMZ+bXuBEzeGWao7NrkMUOJws5His1iLBQNSyDdqMSW9skzrznlkfQtc9o3XPZTpl4tElOVgg2dqiKZ2GsKW1pZsyLDOSDsYg5NrXAkVirCJm1/W72XfDjX/39eXv/JP/l8e+A9ewZXyc6cvT/NiPv5/Dt+2zljjpYUwbgRQxUni89z3vZWTDAKSAFMKQJDbUoVDpI6ctuyo7QHaND13XRp9rw/LKZf7yM5/j4ScuU28rKhUfrZTdyCMLwDlS0lPp4c1vuJuXvuQmgsAnTqxJvJVRCaTr2BSVuMPFi5f57OcfohXGGFL2XYqOI6yOWSuF50jyXp5X3H0L733vKxgdquJ5LtJ10SZBqxijDZ5v06wQoJMIlfhIacGbRGmE46JViEo0As8eUoygVquzsNQiDB2eP3WBI89OcOnyDMvLHVRi8IOATZtGeflL72LPru309RUIfA8Vx2AUnbCJUprTF67wpa88QKumkI5h4+YBxjZuQcVtivkCnuNyz72PsbzYYKC/wlB/GelIxjYMc2j/ZrZu7uEbX72fueWEfMVhZbVDsxFhZI7N48O8eXCU0bERHn3kCJ//4pP81eceYXSkwt5dm9izZxNbt42yeWOFgueisD4MpYpPtbfEli1VDt+yG6UMzZaVBnuuTxR1WFlepNkKiSKHWm0VoyQr9YirkzMY7RB2QpYWa9QaHWbmV2m2Q9xYoZRDIkgZQvbQr5IMvAWwZsWtdswXvvAQL7njRvbs2oHRCUI4OE5a3hubSPfOd76eixcnOHv+Kp0owmjZjdV2UmmzNrbIk45gfHyI8W3bCbw8e/fs4eUvv4vHHn+ax544wsz0PK12B+FIlFREkeb++59k797tvPlNbwFjutTdpcUl6s0WpXyOKIxYqS1ZBgkS17GFbL0R0r60yH/9r3/Azu1fpK9/gN6xvezeu+/FQ+X/D0MIwfDwKD/64/+MMydPMr/UeEGE/VqB8TclsiKjTaadKmCNTZcV7qzds28H/uIoQnY7YGvsrawjBHQ3Sgtq2Net10OOHLlE/S1Ncj7UajXmF+scPTHF7NQqL73rWu664wCu8NKABF7wHrpAJMpKf0m9TNI0UaUUNjUsZnWlQZJkzFPZBcujJOLylSmkkanZLrZ4kpLE2CJFG43ne6lcxHY8XeVQLJQolFy0FtTrLYKcj+M7NDuGgcESnieprXaoNRMKBUk5cFheatJuRwwMFGm1Vmm3IiuL1YowFFTLeUq5AoNjYxw/eRopDPV6y4JoRuN5gr1bSvRXBXfeeQfHnjvFwmKdwBMkOgVQpSSX84njhLGNYxQ8Q311lZ5qmdn5FSKjCHI+1b4qSifkggDX0QyPFnE9D8cxLM43cYyiXPSorzRJYlsY5Ys+K0sdtm7rYXS0QqIiJifajGzooVIW9PWVMWiiOKS/v8jMpAPScOjQRiYuL7N5vJ+VlTKdlmZ6aoHevl7arTZJytKbm2vye7/3AIEn6O8vsW18hFsO7+WHfvAGNo/1UcznbUfV2JCbvlKZd739JVy8PMt9Dxxj374x9u/Z3PVwXavfMo8TW+xUi1V2bhnj4IFN3P+N86gksvN/bTFO9/bsGaHLWrGPhkiLR7rPWdcAOP37jnRQGZBisufUvoLOuqVy7SAAqRF21q3XLwTc170x+xwZgy8lYeTwUz/1r15cV7/D44ZbXsYNN13D/fc9SxQZIqNphxFLy3WuTMxRKfu88swEL3v5XRw8uI+Xv+J7GBkdZemXfo+JK3XqjQhlLLMVLDjSnadCEASB9Y5KrIwWoKe3SC7nUiqXyOdyL2BzinQuulKg8QAPiJBAs7lKrbbCzNQM933jIY6fuMSliVkWllpEkabTiSyTU6WtGyczDRc0mu2UwQIia7pg5W+eG2CMsfIpkTE/bXqpEYIglya3Go8oCnE81x4+jeSJx05x5dIk+w9s5tD1O9iyZRO337mPA4fG+cjH7uW5py/SrjWYXV5m40Ce7Zt7mF1qMTRQYWSklySRPP3sFB0lEVLjOy5gUHGcMj9gZrbB8eMz3HD9MNK1sr+RHp+xoQrNuE2j06TcM8jgaD9veMOtvO51h+npCVhaXOTrjxzjkUeO8tSzF2h1FInSdBZr2HRJUEmIQKJI0EogpEx9CQ2e4+JgaKzWrDeY49LpxMwtNywTUAqk1LRaLbw0Edt3XZJI4bqCpaU6E1emOXnqIsdPXWR4eIDXvuYlDA8P0dc/iOM6BEaCq1GxzDbVri+UHdbvqVIpWMZhFJHP+YjINoa1Ni/YR7MRBGvM5ziOcR1Bb0/AT//s93PrLbcgpOC5545w4dw5nnziNA8+coQrM9P8+5/9JX7wn/1El2zw4vgODCEYG9/Fy1/zBv7nhz+MUrYRpJS9p91Maq1TTyvRLca6Bvdpbd/pJCAcoiRBJpAr5tK9XKWsTU1PMZdadMTUas2uAkyjmFtatowoHRO4gpGBEkmS0KhHlF3JHYMltvbkCfqK1nC/0QYjkb6DkuBoTTuOOT+3hNSCgxsGyBlAGVoiYcgxTJmQ8XyJubDFSqIRWnfZdUmSdC+LLUXl2uczxrLgRFYnemSqE8QLa9s1Keu6dp+wAKclRNg/WwO3NUiNNJnvI2gSjM7sR9LXyhhVWCDRNgbXau7uCwuDMQkmlbYL4eK6PtIxaB2RRIbleg3XNSTaKugcx9osVCo9RO0WpVIJbaC/v4/p6em0wZMgHcHCQp1IJYRxjO+6OK6H1lallYGJWsdIacE1rUWXQWhZXFnH1xJ+rCTTnuGFsE0kkTb+tcrCwuw5VCvbzDRkvm2kr52tXRCna5j9e6kaxiZ5pPPX+goatXYfTOrFl7oQvsDvVwhnnexU2LVT2nzzAd/n1p4cL+upMt1qMrJQo1rKY3yBGytMJ8EEDlIZ3HxAmISUpeIdW4Z5ZL7Br08s0u/4bCz4eK5h1POYiRISgS36snMWdPdG+57tnDDrakeZsRdT+4H1NihZbWktg3S3ESy7n1Gu+9k1Np8wIBxr4eBg2Lz7ADKX/zsvL9+1ldz3A17yspdx5OHnuOO2Q91n1E49qx1vthf5zOc+x9Yt19I3UCKXC+zkVRrpBAjholSUIrtpKk0mTyEFurTi/KWT/MHvf5T5xTb7d4+zurpMvdGh1gxpdjSudHBchw0jI3z/e97KnXdck5p2rkleJAItDDoJuTIxwb33PciXv/Ys07M14pS+rFWUfrqUbWc0fuAy1FPh8C3X8EM/9D2MDlexJuKWfSWFxPGCLhPLIFCqg0QQxTUQEhW7CJlQbzRZWFhGIThx/CLLywnzC02uXJljamaVOJZ0opAgV2J0ZICbbhzj5psPMbahj3IxwA+sdFQphRQa1/OYml7k4vlLqKTFptE+fuRdh3n8yTO0YsnVqUV6ekYZ6C/Sak8TeD67dmzlmdVTFAoFpJRpMZGwdctG4iRhelmxadMgX/z8F9m7Zw9bN2+gtydHu2OTNO+641pectt1LC/Vee7oSZ58+jgPPHySe775LJ7nsnvXKNu2jLJv3zhjoxVGRir0lCWOK0m0BqEoFSyyLYWikCvQ11vAdR2MsT4ehUIeLZ10kxQ2xCPWNBoNFpZbzE0v8437nuC556/QbBo0Du1OiFIxjuOlD5fq3ktjYHWlxdNPHWPn9m3pJpAteLoLvAyP9PCj7383//2//zFzCzUSbd0CHMd6VSmtiZWh5HqgQcocrhdgANfz2btvN7t27+DNb/keLlyY4Jlnnufs2XMsLy+zuGB9aWq1emqCnPk9GDZv2sSmsY2cOnOGWGnKlRx9fb04js/S0hJRGFOrt4kSRdI0PH/sEm4wxYc+9p9eDJn4/3EIIbj9zrt55zvfy599+IPUmi3rl6Z4wcKfmdbrrFOTdlyz1wC6QF6GUXTJcSl4l/HrZPrN9UwmIdd70NnN10q+7PA9a/qdxJoHv3mcn2v/EZVKkamZVQLX4w1vuo3vf+/1VEs5+2yse/VsGJMWamSsFNntSBmitVpLGtAuk5N1aqttTArKGAy+55PE6UbueThSEEURUrp4voeQqUdEspak19Pby8pyDem4RElEXLOFTU9/heGBAo4nWV5u01MtEscx1d4iJaUYGg5wpUuhkEMlCQPDFWqrLZLEMDBQZnp6meNHp1C1EK0F+dVpCp5hYaGGMhLXdVAYhCORrqa3KDlx5HkWl1ZBGhxPIkPLrDZak4Qh1UoBQUKtUUcLh5XlZXuwdR2UiVldWcF1BVGnTZwoZmaXcF2XMIxJYoXvuLiuQxjH9jAaK5uILSTHn5/C9QxaWzmN51kmn+e5lCo5Ws0Qz7tCJ4rwA+tjqbRmcKiKFAatfXzXpdOOMDpBYv1MolZIEjj80x99Ha9+1QE2bRyw0sHU2xAypqYBx6CFZR5u2zzAxg238czzV/jSV57izjt2M9BbteElJvUMTQ8rGiut6+sdZNeOYUoln5UoQWhN5qeSJZdZhxWTdj/pFkYinUPdo7EQeI5LEsdpxzg9QAhbRGqxBvTpMLRpjEmS7skZUGx/ovv8pQWb67o2KTab/NI+iMoIohB+8Zf+CzfffPP/zpLx4vg/GP0Dm/ipn/l/qK38G5586hhGShIj6MQhzTBitdXhrz51D88/fYqf/tn3c82h/ezctZdbb9zP3OIRmp2YODFI1yVJErzUh67rKZT63iRJgiMd/JzP7l3j7Nu3m/379+M5a+V0Jr+WqQG4jkNanUkuX5pgemqOb977MMePXWRmvsHiahulXmiTALYWrvZXqdWXkcLFxTJtXdfpeiMLnNQsOztsKLS27JY4suyyQiFv2T1psnS9UbfMAsdBui6+YwMxtFZMzawwO1PjoQdOUSil1ivlPK1OQhTHhNqgTMC56Rq9PQHC9Wk0Owjpc/Zii+VGjONZtml/tcTGDf0kUcLl6TmW6iFIwfkLKxzcP0o+55PPBbQLCXMrbWZXO5SqZfyc5LY791Iq+Xzus/dy/uwsZ85eZWpygSi2e2UWnRR4OTqdtn3204AnpbVNNJT2OW6HIRJBktiaSekYPzD4hQDVaSOFBi0Y6h2gXm9QX22hSJD42PrNsetuGDIzs8LRY5fwXcHnP/dNhkb6uOmWm9i9cyPXHNzOhg0byOdLKV6XMsxNZkRucFwXrSI2bhyht7fC4vI0YWjvpV3rk+7fyeZRu93uzitHSqRQ9FRybNkyDAjmZ2b409//GMfOXGKkMs473veTHDp0iNtuu62b6v7i+M4N1/N5+3u/n698+bNMXl3EmLX0cJkGI633q+0GIqXFk+s4REYTJwmuFBQCj3whT6PZohXGFDwHNwjAcZFS0mg0MVrge4G1XvIdlE4DkLSmr+RSzOVYWQ1BK8qOz929JW4f6sMfKOD4Eh1qVMFHtSIc5aCjkNl2yMnZZTb7Jcb7S5icg4oNEoWDRw7FgOOzkNRpp7YvgozFINJm8JoVjJCZJUWq3BASKdwuQPeCpm8KgHieh5CSKIxesD5mbCidqjcydp2tpdeenzixa6BODAIHYRyMMKnXsvUrdl0Px5EkicIoy0izVa5NcLZgnbL1teOlTREsgIcDxCilWK01LGkIUusmy8YqFkssL6/g+x7tdifFKNaCY1ptjZIahUalDV4pHGvHkSTESYTSCdJIfMdFOKAUNgVYiDVWobZ2LTJV1CBEl+ll080FMWtzj+71Ts8EJpOKWiZd1tDPGGm26WrrrUSvu19CdQ8kAmsDJbME4BQgdR0Ho1XqxWjQIrPigZxjAbs+z+X6SoVX9BfZV3SRbpkrM3PoTg/9vXmkNigpUal9mUgMjoT+oTLGwPZayAm/zOdXVxlshWgHXJlHyNQvL2UWCmmZhp5nlSiYLGhKI6VDFEd2z5dOBtnZOakSXFcipWtBc7LzWQZMrpWMWlllpuu4aJWgU7Y5qTJEa4GrJLdOzOP+Qw+dAIt8v/p73spjDz7MzNw8WzYPAfZZT1SdM6ee51Of/AJHnjtPX+9ZEHDnS26lEy5y/OQZFheblAtlNm3ayMZNY90HuIuOSlhcmOJzX76X55+/yqtf80Z27xgmCms89OCDfP3rzwD2ZuS9gC1bNvH+97+b667dSqJiEBqlYytJU4pYhRw9eoK//sJ9HD12kcWllvU3MU4KMOt0czRWkiAEvp9nbLSft775Lu6481oGBkopQJL56wiEsN3QJIlpNZskSrFaX2Z6aobVWo2JS/PMzzVZWakzv2xTZFsdTb3WAeNasBJNqdLDgQNb6O/p4cDBXezatcXSOG2cDkYlhFHIymqDudlFLl2eJGw3uObADu6+aw+lfAK6jo5qbBy5laOnrvBIvYHra4QjmFusUyqXeO0rbmR+dp6r0yvMLSyzd/dG6rUmCMH8SpODBzbw8pduI1eoslJTTEzOc+LEEj19g+zaM06lHBCGIcNDOV56xzW8/K5bmZxa4vSps5w4fZbzFy5z6tQMX/zKUxRyLr19ZbZu7WN0qMrgYMWmslZz5AIbpOF5LkHg46aeA75fQikslVx6BLkcvu+jtaJSrrJpo0eyJ+K6a3fxqU99k89+7iHaiV1wPN9DqaxrIUkb7ZbOnQhOnrhAp9OikC+nD6Vet8kIhHHZv38HP/Zj7+ajH/1rJianrVwlTOxGjV1oG40Yz3FZWlqxjA5luvJEz/Po6+uhv7+PG264lk67Tbvd5sqVSS5dmuCmW/bjuXYTy1JtisUir33da7g0cYmBwTLvfNf3ctvhwzjSY2llhWefOclHP/opZhfmSBKIlWb/gYNs3bbtO/a8/2MdhVKFH/vnP0tkEj75iU9QrzWJ0zSrrDhZ88KCjJ6ddcHWjy77DnBdCxhHsbJMDLKNJduATZc+pLUhisL0VbLmBmlBJYiTmCCVL0xNN/jrzx1HeJK3fO+N/KdfeBeD/Tky894uo0m88FAhHYcsCCNjQRljN3gp3e7v0kowM7/IPfceXSu+ACMsOOcIgef7REmMIxxK5ZI188ewsryKkx6Ko6iT/i77XjzPJY5jJA5h2KTVbLIyL7ChTi6TE4v2Gnu2YLh4LkYnCindtOCDYjGP6zmcPjGNIz22bxthy5ZeFq/Mc8etW3j62QkWFuqMjpXZuW+MZ56ewBg4NVGDJCHIKWLts9yOGNk0yOTlZfqH84RtTWulwYYhj127+3jwkWXqnQ4ajx17h7n5lk202iHHj05SrlTodEKMMBSKPlEkaNYjwjDG9STlcpHaaptWM6RU9rl0cRoVS1xpTZAdT9IJmwjHodUJkTKm0Y4tc5gOrmtoNhzi2BbAteVOKntOu4XSMs3XzToqPXle89prGRst27017ZKvyRtSFqdM7QLSee27LjffsI2tW0Z49tkzlMrTHNo/TjmfswBc6suXoWOBL9i/dxM9vfaaqTAiTtS6tS41iham+2iYtAhbDyFn6ZxJbFM/TQbAwZrcI/UQyg4GcRzZohS6noLrDw9ZI1Br3WW7OI6bdtwtMBsrwcadO3nL2972YiPkuzIE1938cn7hP/wX/sO//zecOHEmbaZmnXGJlyvg+DmGhkfQJqHWXOLI88dYXFolSgxKCQoFv8uAyAIogK68yzYqPUbHBihXcgwM9FIo5G2AjskOgynAh6LdrPHoQw/yla8+xtHjl1leWSFJJO0oIdYJKmUqZOtpBrJIAZ2wSX9/L81Gm7Bj53MWumaMlSEVy0VUYn2gPNel2WpSKORxKkXb1OgpMrZxiMWleSqVfubm5oiihFKpiO/5tFvWN+3q1AKtRgthYtwkpBU6LC+3UYmhHSUgNTnfoxC4lHuqICCOmxTyOVZriudPTBMnEs8R5KTHtXv72L+rj2a9w8Yxh4cev4rjBVyZrHHxcgujXTphRDtSSMfHdRLarRZLiytcujBHIedjtCJJBIrY1miBZWcUiyXCTkS1WqTfLaCNZRH6gd9lyORyOVaWVy1o1w6t5Eq6dFpNonaEaEcUcgFhYn2Dw7iOn4NeL08ca5IkBMcnTrRtcqfPtMBudZMzq1yZWeb5YxcZGigzOtzD6MgQ1994PS95yW309JTp7+9N1xNBaoNFX98g/QNldu/ZyvxinVZnCaV0Gp7h4PseURR1P8d69n3GiJeOQxhGlqmlYHa2TtEU+M0P/zk7dux4kd37XR5bt+9iy9atTF1dtmdIQ8o+S0OjpLSqm1S2bpTd56Rvax2bdA6lfAGkYbm2ShIZKoUChbxHpBSNdkiU2H0IYVAohGsQJrEgiC+pVHLUGh2uLNTR0mU457O9mONA0aOgNCJUeMtNjOOiohjjuzSTNg9OrZILE7blioyWAmvFmHoNK6Gpq5AVrXkqipgONYtarbHXU0AqYzGRMedY8zqTKbi3VlNmc3wd+15AHMfdc3XG+Fqb2xnraw3oE4IueysL80oSTZbYq00WIER65hIpazqrnen+bmMEhgghHFwZpMGRsls7e55PGNrP7ToSVwqiNBBQqQTHcWm3WgR+QKvVtlYKqSdqp9PuKggcz8EVhiTdAxzhIBzP1vTSNlVUooiTGK3aSFzclMGnsbW3bSqldbcArQwF18MYgTKkbEdDFjKRfU5Yn3af+d9lJIAXMhozUlSmOMh+n9CSrFMvnYxdnF5/NK5j5byaFLR2nDThF6RjSQZaafI5nwFf0Eo0QS5HSTjk+geYWFimpkLGizmE7+MoCwp6rocv7G+KPUFv0eMlSZF5qXh0pU2z06HomtTrfW1OZuf2DPjrsgzMGktTKeutKFNAXWBrbIwlWvmuTM9OSUoysyBplmjcrReN6bI+lbLPjycMLg5eFBG+6vXg+3/ndeW7ypXesWs/L33Vq/mTP/0YP/MzP8xgX5X5uUm+/vUv8fV7HuPy5BIClyic4+mnTnPHXbdz5vRxfvu/f5BGGqwxtmEDv/CvfppNW0bQwuC60Gwu8+Ajj/KNe57l0A3X82//1fdQrhRxHEnUXqWn+jRGC9qdBIzk+usP8mM/9k42bR5AqQ42XMJDqZg4CllZXOGRJ47zsY99gbnlBlFk6euYtVRXISSB5wGGfM5j86ZhbrhhH7ffto/xLWOUKgWk69hUUpWQqJja6gqLC0ssLixx6tQ5Tp2+wnItpNVKqK22SWJNFBsShfUAkmvdsnw+z+joCCPDgwwOV9iyeTO7do4RhQlKxURRjSiKmZpZoFFvcXlikunpWaIwRCjF8NAQ23aM01PNky8O4PqSsLVII6wRqoAgyFMp+xRLZcIwZnJ6Hsf1mJxZZLXWZGy0n0oxT7Wc59LFq9RbET09Pdx56zjlUoOQHMOjA2zdlucReZSv3/sE33rgW2zespHdu7czMjZEqVyk6MaMby6yY+stvPKVN7O6GnL2/CWeePJ5Ll6cYG6uxuTkUnowNxQKHr4rKBQcquUCQeCwddsoQ4N5dmwbZaCvhCN9CsUq1Z4y7VZMkCvYjoVrCy7XzzMw4PL61x9mdbXBNx48gjbYuGuRoElAG7wsIUlDYmKefPIUH//4F3jzG17D0PCAXZy6ZvsijWeX3HL4WoZHhvid3/kgZ89fRbl2gZJSYqR9iBdrEX/1+QfZun0H1xy4FiH9FLgAsuOz41AqVSiVqwwMj3D9TTfatBmjEUg8xx7StYl4yUtuZnbmCrv3bOWWm28lk2T0VMuMb9rE+OaN/Op//x/MLSzQjhQ//P5/QW/v4Hfycf9HOYQQ9A0M8q//3X9h3/5D/PEffYBTJ8+QxNrSsIUFITCQz+eIE5s8pbubqQUWLEYh08aAJJ8PCOPYbuop6JGxOoTBFn8iC+hJATzoQnpkZvvr2EdCpGb8WuDGhqHeEn299j05jiBLjM3AxOz3xXGcbvoGUiNeIA2SAC0sXT5JIp45cp4//eMHeP75K2SqWgPdCHWTbuqWCWw3VCcP9UYjPdBYiqHESY1b7VTvdDp2TY4TpLAJXCrBAo0ysT5mgEnitCgEy+FX1tsSG4Bju2yCwSGfKOzQX/W44+breOS+k0zONIi0ZmS0St9AwObxIZr1Jh0Ej59aIhd4zE7PMbSxh/6hAsYINm8v0qopnnu0jsAl6TR45at3YIIcp08tc+r4JOfPT9PTU6K+GpMki+QLPq1WTNbiHBjoJUlims2YOJmlVMqzulynXC2SJFCtFqitNtHG3pt8MU+hUKTRtLJjx3OIlGW+RZE1/DVpQVWtlKnVatZyAWXNi41EpfYSNpBC2A6+myez3Sedi+uZZ9l87w4jkUYw3F/ilS8/xJnzc3zs049xy03bOLBno/UUMQ5SSOI4IUkiarUIT7rEnciaJKcMVFsSie4cJpUzZEW8kS/8npsWXcKseQWJ9O/YW6/WGA4ik49bj0dj0iCQdd3nzIw4Y1xl81BIW3AaaRjfupNPfOITbNiw4X9nqXhx/F8YQghuPPxKfu03y/znX/x5Hn3sOcI01TUkZmlxhTtuv4m+/n4wilZ9meVah1AlKG3rq1arhUmLeemkTHZDmopnwCjiKKRUyOF7gv6+PrtOp+mIBsHq6iQz00ucOn2Sz33m65w9c5Xlekyk7cHc8xxy5Rzxah1XynTeZWt4aqMhHESkUK0QXwjy5Rz5vGUG9/ZVSGKF48HQ0CBh1KHWaFDI56hUKjQaLQb6qzQaTUrlPH4g2LJlh2XfOTGFYokoCqnVOiw0m3Q6ISoJyed9tNJ4jvVR8jwXrygYKebwfMnSYp2iJ+kp+hgkveWALRuHOHLkIhcuLlOrhWgNvaU8u7b3cestW1labLK7E3Hy3DxzywmNtuHEmVm2bRkmX8xRMZKSnyPnClbaMaVSwT5j2q5nlvEgEcIG7BRLPtJxqVQL5HMeI0N9tELLeB0a6scPHOsbhg00i0LDs8+eYGzjaLqHGjqdkHY7sjXZ6iphFDK/1ERrgyclriPxfRdFgh+4uF5Ap93BcWwjwPV9kqiDNAK0YGG+yeJCk+MnrvLNB47w53/+l9x26yHe8D0v48ZbbrW1ZGpE3jc4zNiGzaj4eQLXJedKIkil2KbbEID14EWajI3B0SBxyRcrOJ5H70Afuw7u4diZhRfBun8gQ8qAvt4BC3qkQJYQIg1LsnBIEsUWzIoT6z3m+yQpQFXwPUrFAo1Gi0ang3AcgkIeP3CotVObJpEpMxSB61IIfKK4g9Ixw30FNDC33CKMLNMq5wmK+YDAdyjlcng6RiqXUDqYKGKuWef0imJyNWHYwPU9VcoVH4EhUgle4uJ4LhECqRIuxhEPLTeZiazPW+bV7aYM5UziTdaUNWtkiLTsBOg2qO2698KwCrCgnb2mco0dxnpgzTJ61xhf6wGlrC7IAG+7pxuLlnXvV9ZAt+u7waCRJLbmdIJ1z1QaxqYVnTAi7LSR2OvreTasDam6NaZKEhbrdaTj0Ak7yNTLzJG2OWqUZeE5UmJcG34TdTp4nkF4Hq7rQCJwfA+lPJSKUEanAK/oetLZRr+9qDqx8yJMknXX2NbTpKm63XMDKQvSZIAqXYbimsWN6Z4vsusoXrBf0f2+Bf0SfN+37BQj7b+MwWDvu+dYW7FEZWmqdr/JC5cNrsuQlJhEI1yXonTYUqlyoVHncthgrKeCZwSmFKA8Fz+WiDiGVsSmckCJgFkVc7Ye0lAeDZV0z9Xr55W1pbLEHucFzHh7LT03YywqEm19+qQUqS+1RpkIz3GRRqPMek/ENaAzCwjSIkvUlWgStHDJYdi7KeGu1wR/r3XluwrYCSF5zw/+U357foHf+4OPcOjQKN+4937OnJ2i0wFpHAqFMne//OW86z1vxHUlWzZto7e/zOLyInGcMDFxlc9+9vP88PvfTUfVeOqp5/jmNx6nt38zP/7jP8T41gF0vPagzi9Ocf9DJ1hpRhijKeTyXH/9QTZs6MWa6NmUxnpjhdWVBmE7RMdNwlaDGIuoAl20XUpBPnCQAjaODrFrx0auvX4vO3aMMDIyjO9LgiCP0glT0zPMzc1zeWKK48fOMzWzwuTkIp2OotVWFqRJU28kGs9z6C1Kcr6L0Q6OC61mTKGQx/ddfCchCevEHcHJ48/z8MMPs7i4Qqcdkc8F9PQUCTzD9q0bOXzTFjaMHaKUd0Arzp+9xJnTExx5bJpOW+DlA6YmZzl/7jK3376ZZ589hxAujuswu7jA4lKDG288SLlSYMOGofQ9WJPfZjPCkdBbqRCaQb5y32VyJYed2wKmr57m3JnzbB0L2HNgC0OjgyzMdXjuyceZnmtQqvRQKOQYHh6gv7fKwGCVaw+Os2/3RpJEMTu3wJXLszz7/AkWlldYWqhRj0JWajA900IKyXPH55BA4Al6egoIoalW7IF6x/YNbN82yoYNw/T19uO5AUEuj+O4bNu+jR/78bexdetmPvOFB5memkck9rAqHdHdcIwx+J5DrZXwPz96Dw9+6yg33riPN73+pWzbPo6QNokHI1DC4EiXbds38hM/8QP81m/+KRcvzXbnTcH3CXIOge+iQsFv/Mafc+ddp3jH299EtVJd16FaO4h2AZC0C+CIFEgksRugMfi+4u6X3cbMzGU6rVWCQhUhwIa0CK6/fhc/99M/zq//9h/TqrfZv2vvd/hp/8c7hBDk83m+7x3v5ebDd/Drv/qf+dLnP0+7Ha95vQG+46aSJ1vwGGz6k2MUWnhIKfE8CxSEnYQw7aqlFr5d6YFMATzPs5R/x3HSzq7pJr5m3mBuCg5nbKMsoMJxJdu3jSLQONK1vyPzyshgv3RiWjp+apaLk0oKE4RUaO2gjOLy5Vk+9GcP8dnPPsXqckT2Snazz3z6UiaLztZCSdQJMbHKrOAxKZXdcR3iKLQMY2W6G7L9MWv0bFlZCqNS2aUQaWcvlU5mBYlOP0PaVTNGMj9XRwAzMyvc83UPFSqiKKZaKtFpx9RXrVS3XmvjSJe52Ra5IEet3kFNNRCOoH8wR7VSpL26ysBgD+cvL5JIzf6+MhMn5zl9YpZCLsfKSpOpy4v4gUe7E1JftYlcQkiMMLTqTYQBlTIsWvUWRhta7QgDRM2O7cJqTbFYtYWh41AoFJifW0YYD1c4OJ5dzx3HMjmWl5dpd0JrmhzkiDodMMYWhEKAkGgjKZYC4qSJNj1pgZbBvpl/ygvZlmsTP1uzrLx2785hRoZ7eeTJMzz3/Le44/Buxjf1gnHxHMl9D53kl37pr5i4uGgLqzQtO5sbGXzWBaezA0Eqr8jmvvXwWvOhyZzusmLTSDsPsp/NOvVdMDrtkmfJcxljL/PMc10XIWQ6/ySuL9i2axd/9mefYvuLBu/f9SGE4MChW/jtP/wIP/cv3s/933wYg4PW4DoeW7duwfUcfM9h8vJllhYihLBsyUK+QCfspOujtuxeI23HXWsc7LJRKuaIY0W1PIAhQYqAJGrTWF1gfnGOr37xm3zzG48zvdCmGbZtwp8GF48oViRRlK5/EkeA70s2bxmjWPJRCQS5gI1jI4yN9bNlyxjFco5CIYfnSarlEtLRdNoR05NX2LR5C1evXkU4PgvzCwwMDuBKB1cqVlZWyBfy9pAYBCwv11BhyKVLCyws1FhdbRJGlplcLZbo6S1RLheI4zbFQoU4ivADl2azzfz8Co1WiJt3WFyMKJYqbB4fotVUTFyus7TUxvV9SmWfKImYnlnlW4+cSBMMc6w0Y3K5IiYJOXdmliAIGNs0yNKRq8wsLGC0pN2OGOkZpFLNUynm6LQjlNJpsIROD1HGMg7jkIbrUcyVCIp5to4PsXXrAKVigSiK8AOPer2JFB4HD27B910ajSajoyMksWZpaRXPC8gFAXPz8ygtqdWanD93gVa7w/JSDZQgjjRJHKFNTKXaQ6NRIwxbCASB73fXCKMSPNfDYJifX+FrX3mEs6fO809+pMXYxmE2j2+mWLY+o0oZBvp60zrfJdFxt97sMvm669PavBYCcnmPvr4iWmuUTtAqxESddP16Eaz7hzCEgK1bNyEcTRJDl41kBEandZs23RpKp2FaDoac55LzXRaWlgmVtWwq+jl8RxKG1j87ilVX3u06LhhDnLQZ6S9RCKos1UMWV1toHFwXXOEQuIAnkI6hQgTKJ0Sz2ukw2ehw/0KN1TDmh7dtZtTR+FrgaEMiwAtcpBFpXWKotWOeXO0wGSvaRpAIgXUOEKg4tg3YlLFlGaZuqjLK5rRJvcPTVNYMWFtfPrxg/q//vuky8dYz67KwyS5z0V5Z7N/A+tyjIbPwyGoKk0lsJVJojFSWbe/m14IshEzrGWsdoJIYncT4jkuiFa7rY4z1G1VK4fs+xWKRvr5+lpaWKBRL+HkXV3rMTc12rWtiY/BdW4/FKkZIiJIO2iQEMocxHhjLopPSTSWlCXHcRqkIR3qpwk92fVW7QJ4Q9n2Tgm5ZgzK9mtYbTyPk2jxE6PRnrdec1pmn9tqNeWFz1qz7lsguMlEYg1B4np/6iEqEkUjc9IzrIpTBEVYhWPBcejyfBEOfJwkS0FFMJ06oJxE7+iosrzQ5sbjEaKlI1RH4gU1bjeMYD4knIFcw7I4L7G22Wa4ZaloitCZWKVtOyrSZqxB4CKmJkzhlAaYVps4sUdYIClprIgOutOcsKV00ssug655/ROp3Z0AnFpA0wiCFg+s4aWigIXJibnn3++gfOPj3WFW+y4AdQL5Q4Md+6l/y8z/zo/zar3/EeoIJQc7zGejv5x3vehuvfd3LCAL7UFX7hti+YyNnzlljfaTh8aefZHbxKpPTiwgn4P0//E+4/vrduFKiE8vWMEaxOHOeD33w45w8PU2zE1oj82abr339XsbH+9m6bSOOk+niXfr6h8j5kpkr55i6co6o2aFayOP7XnrwgYGBXrZsHOba6/dy8OAOKuUihWIe1xE0Wy1mZxc5dfYSFy5c5siRM0xNr9Bq2UXPd1yKBZ/+3hxjox4YhcCmQPX2lXEwtNohfsGnthpSqzdxXMlqvW49ejyP5eVlrl6VlMolenqrXLN/O+Pjo2zdOsLocD/Vao4gEDgI4niOqHGKfGkb/QM7ue6mzZw9epEzl2bpHR5F4LLYgIWFVZqrNbaMb8eTUK83MUqhk4i41SZwbFtDK5idWSFMEnw0p48+T5Dr594Hz7B3j2awv4f66jIHd7vceMs15Is+UubZvU1z0w0jNFoOlyaWOfL8RR55+DGWlpqpFAVyuYBi2aOUL9DTU2TzWIVKEbaMVGk1GzRbHTrtkCjWGAOxtiyaxeUGGMnCYsjJs0vcc+9J23Wu5rjx2u3s3DbK3r3jDI8MUKn20NdX4W1vfxU33nSQhx54mvsfeobzlyYJY7V24BSCWBkcaYgSzYWLM0xcmuLxR4/wrne+jpe9/Haqld5U4mWZUwbJvr27+Pf//mf5nf/xQY4cO5U2dDQ53+eVr7idV77ybpJYcfL0ZT7wex/j1tsOcdcdh20CsU4PocIedkkZHc1GnVaziVIxPT1V8kEeKTTnz53jM3/1ZY4ceZ7XvO5O3vHO9+C7OYxQ3YX75pv28LI776BlfEbGxr67D/4/wiGlZHx8G//1v/0mvu/z6U/+JSaKLVigDe12x7LRsm5sypQTUlIp5XF9j5XlBnGcdDfcrFX5t/l/dDq2E7teYpsxh5RJ0470Gni1nnG0bfswL3/JAQQeWeJTRpPP9ueuf15X4rDGSsrAlLmFq3zpS8/y5x95ggsXlkgyEJxU4mCst0S3J5rigK7vo9OfSVSCFwRoo62nR6RJskJOaSQWKNfpVbGx8msBREKm72tdAbhefpYVHELYTpr1E7WJYFFTEXUiKwdRGqUMnVaF5aU2y0tNGvWYsNMkiTWNuIkxhmajw8ykpLYSEUeKsKnodCIa9YTjxxc5fnLBJlgKTU02yeXygCCJYpwUmMuMbg1WTtIVWBrQyrKNbbfX+nEkUYjBBoWoRKPiVL4gDFHURhr7+lqKbhGVz+fXdQbX+5rYuaVSX9V2O0apFOzSdi+1zM8EbTRu6vX1t41s3qVPAP3lEq+9+xrOXLzK1+87xvz8At/3ptup9OT45KcfZ+LSor3PXRpkOjfXvQqIrsxIpg0V+W0H27SHvo6Tl8279DPKTNqynmWXgo7rkplNWqwJhPXE0nbOSynwPR8hQrZt3MuHPvRptm/f8bdegxfHd34IIRndsIWf+/lf4PzJ93F5soaWVoJTKPl0wgZxZBgZHaSUl9Takk5sQwekI/FcKzMzaZfdjjX2h1Zpg0QoSqU+VmtzPPj1ezh9+iJnz1zm1PkZ2nFCnKR+oWGbJLEHlZ5KkWpPCY1h/76dbNwwwEB/gZfceSsbxkYBy8Ty/XTtFYokjuyhTLjEiaLTaRCGMcVSDs8rsGdfBSNhx+5txLEm8AJ00qZczSOlg+v4LC4vMnH+KhfOTrG00sYgGB7qpVB0OXTdblaWl8jnSzRbLVZWmgg8ZqYb3SZwEifs2T7Mji39PPPMeTw/QEjD4nKTdhSRK+YpFAq0oojpmTqPPT/P0NU8+YLDlauT1FYTtm3N027YdXFqZoX9veOMbejlyoUQIV3yaOq1BlEUInSJ3t4eyuUiI6M9tJodarUGUaRIYs383CIzc6tcnpy2EnfVZHSkxPbxQVy3wvDwMFLY5NxCoYIfuLTbHfx8gCMdtLbM3lwuh+u5hFGI5+VIEs3y0grtdkxttcnS4ipXrkwxvn2cY8dOMTU5Tc73WZxfZWFuEdeV1s5Gx2m4mCaJJUkCl6cW+fVf/UPGNg5x403XsHFshO07NqN1zMrKEp7vkDnQmlTVobQml8sRhmE6l9dWPgM4juCNb72b3t4q7XaNy5fPE0atF2X4/6CG4PY7X8GnP/FpJq4uvLBOSllJUkjLqpTgOi5CCHJBgFKa5VrDWvy4kpyXI+d61NstCvmc3e/TJpLremmjVrFt0zD11SaXlpaJlEOiLRtYCoHvCqQjLXARKmZrPnO5DsMq4li9zYl6TDsK+aGREcZdjYtn2fTK4BUCCFzbPGuHJBjOxppTrYhQaUKtidN8iazuWgPEUi/4bwPY1mdLrNlirAfpuu05MmJc5mNrd3H5N/btrvfnuiA31lcBIrNqyZqLdAE76Vg1iDEu4CEd6/1sWGsCYgxKa0uC0IqBnh5a7TYq0nQ6HXLFIsYYSqUi+XyBlZVlGo1WihW4SMen1qxRbzSoVop4gUej60lu54LrOJQrZRqNBlEc4bkSZJY6bhlyUjo4Th6IMajsaNhtpGaEjy6jMCN6pEDV+prPYH2QpXCzH8MmqLoI4eCkwR5db7v0vWb3pXtWYX04iMD6AFq5ccac9BxJoeTjOi71esMSEFyPJOkQS8m0ipnqwFLOZaS3iqM0njD0lasIA30FDw+fJxdW2NmbZ7sfINtNvHxgZ0SrRdmH8R6f18UljBA8sNqkk5FgtE6Zn3Z+ZMogHHslkiRJ7Xfoevh9e5qw1hYQ7s5bKXGF9dyOotiSLNaByF1ZccoklNI24W/dNsbr3vrTSLnv77eqmPUtnO/iOHfmJP/1l36RJx5+kLzrsXPHNn7oh97DzbccSI067WwyUvOhP/1d/udHH8B1HbsIRQlRYjh8yy3885/8ATZu6k+T4qz5nxGC+uoUf/C7f8T9D5+h2UqIdSplRFLMu2wY7ePggf28573fy8hwD0JYpofWMa1GjfmZOWbnGhQKJfL5HK7noHSHvr4qhWIOPwiYm5tmdnaFQslhYmKWp548xrPPXWBlqYUUkC8EVMt5eqt5XFdTyBWoVHKUKhUazQ6tVotms0OjUSdXCFhcatBpW+1zkkAQ+FR7KgwND7J12xibNw0xNNhDb2+RnmqZXE7iutaQ12iVJoXZx8cVhiiawcRLOG4ZpXNcurzE0aOXabUFpVIfjl+mHXY4fewEpaLPjTcesEaaONx7/9NUKiVKxRwXLl5m/+5R+nt7GR7ZwtTCDLu3jvH0Y08T6Ry7DuzDEZKlxTmuTJxn7+4BbrppD729IY7MY4SLFEVrwG8EEkmsJSv1NrOzq0xNLXH56hwXL85y9cos9XoTtE28cR3wHUkun7NAWhIhhU12810P15E2gVfAaiMi0QntlqDTiejECcoYqqU8mzf1sGvXBq49tIe9u7ZS7enH9QKWlps8/sRxvnrPtzh67Jz1CUn5HUI6XWNTV0j8wGGgv8zrXnOY664/yK5du8nlClZGJkT6YEumJuf57f/xJzz17HEEUCo4vOlNd/H93/8+8kEV4QimZme5/77HmJ2b4a67buWa/btwZaHr1ySF4dy5CT70of/JxKXLIGF4uJc3vfFVHD78Eo48e5Jf/ZXfplZvkMs5vPktL+O9730PuaCYHk41cTvmA3/4Gd7+g/+MPfv+fgvFi+P/7pieuspv/dov86lPfII4Uah0Fc42N9t5BD/wEFLgOg71RpMkjZMnBb26nTHWvDlSJCLtKqaFogEnLYJ0Wh85qdw2S86SQiKkQUqPd7/vVn71P70Tx/Wwr7ZWQEH2+kkXU1m/jWitabdbPPzICT7wgXs4enSeWIExNtmvy6xLpcDZK6+X9iKsn2MU2SAfIdOQjHQfWF9EZRT/F/Zi6RYtIu2sZd1FnfrF2GfU6cqBu4VfdoAy1iTac62fZRJbGUKpUmBoQw/NesLi3Ep6IMwTJzEqsUWB43gUSjl6+8vUV5o0azYl2HUchJS2kMECC46Q6DTl3E27xIlaMx/P3ltXLgc4rovveYSdTso2swCT49ourNFWWiW6zMO0UE4LESFIE2gda5OQFjTrmXKOYwtFx4U3vekGfuHnv4fNm/oQeFYcLew9WV/UrJfHGpMVNlnymrDNB0CjWaqt8rt/8FXu+cqzqEQxfbVuQy+E6AJ2JqPUAaQgs1n3u4zOJpD9UK7jddPpuoeD9J7K9KCUzd4sPY11IHQGOneB6eyg0f1Ze42FEAR5xaib4+P3PMKO3bt5cfzDG1HY5l/9i3fzV5/+BjGKwHO44dpd/PQ/fy8HrtlHHDf4Nz/zb3nwiWkkDvlCkSDnsLraoFQssbi0uCaTljJNE5UIB4YGe9i7c4zBgR4azRZnTl2g1ogpFMt4gUsUxQwODjA6Mkxvb5GgkKNSLbJp8yYqlYKVvuUC+nvLlEoBge/hul7XnF6pmDi2/reJ1iCtkXyrGRLHMUtLywS5gDCMaDSa9A8MoA20W01cx0m9mSJUEjM9PctXv/w4p09O0g4jKn0VDt+8m0rFt2wd4yBcwVNPnCbsKGbnlmm3I0t+1oZKNcc1+7fwpjfeSNhe4s8/8gCTsxEjQxU8x+HK7CKr9YTx8RFmp+e4OlPDd32kSpC+R6cT4/kO+/ZtZmVxmaQT09tXoVgOkJ4manS4+abdDA9XuXJlmWeem2RlpYYyAsdzGR3rp9FoMr51A4W8z+axQYzRXLw4y9zcKucvTgLQ21PmnW9/Kfv2b2HzpjECz6fRbOAHOfLFAnEUs7qyzED/kN1+0ofc8wKEY1MYfden2WqQy3l2PY8FcdzGz3uW5WeVq0jHo9XsYIyh04p5+pmjrCzXWJhfYmpyit7eKhfOTzA/u0ipVESpkCDnIaWgWCxQLlWZm19mdmGJRrOdWjikzGGx1izQSqeNJZtcWylJfut3/h0HDu3mwW88zCc/+TWOHr3C2I793Hvvvd+9h+3F8YJRry3zu7/yi/zJhz9CJ0xwUpqX7tYllgmmsXY6Arp+vcqAIyzsAcLWakLiSGPDoRJBJ62NynmPSjGHkIbphTaR1vie9UIrFwISldBbKVGrN0lCRVU6JDqmPxdQceFKo8Wwl+OfbBvihkJAn+sRxTFuECATjfBcG7BlzdCYi2M+NLPCl5caLHRiIq1tAyNjCxrLArSBDCl4lDLd1mqRNTbpehBt/cgC2dZ819YUTxa4TgN90oTPrNZZk8qmZIe1ii7d59Mmrklw0rOaNvaspvU6T2kBCINKLCgmhMHoBJUo8r4g53l4uRyLq6sopeitVAmjkERpdAqQddpWyVcqlWi1WimzS+D5brqXgEAjNMTa1lOeb8OyVKwRrg/IbtJzNwhTWLZmlCiQVhmitT1PZ2EeOmVy2r+3DiBlrTY2ImvUrgc+1+6TvZYvvDffLonN6rs1QHbtfpFKjG3Tk26DNEtOFVLgS0kp51PO5dgqFT++awPXVAN84SFijQxjknYIOMRC01GCB5eWqfTkuLm3aH3sjMSLIxI3oBNHTIYhH5us8cWVVdpx6vWNTptsAjeVvEpHdus7W+ylgRYpUy6rBbWxeJAgY4yCm/r1yS5yaYPcDPbZBWzYE3YeChIc4bJ5Z4cPffAv2L7nLf/LRvf/anzXGXbZ2L5zD7/y6/+Dn/iR7ydcbfEL/+ZfsH37BrrIrbA39+LECR568HmEcAgTRacdUvB9XvfKl/FjP/YuevqKXS8i0qTWqLXCn3/oo9z36BmanZR6rjSO6yAQtjsg8rzhDa9jZKQXrWxKSKaHL1X6KFX72bZLp7RHQZLEqdwQWq0m03PznDt/ifvue4RTp6ZoNBMKgcNQf5kDe7Zx6NAeXAmlYp5CURJ2rAzjytUpVlebLC2tUKu3aNQ7hLFCzccE+RxbxgfZs2crO3ZsZtPYIPm8jZwXSIKcT5CzC7zjpOwuZZNi7DElNeo2gna4TNxZxs8NMr1keOLxMwijOHz7PkpVCVGRhx6f4eq5OTw3z+Hbb2T66gQrKyEjG4Z47atu4/LVKVbrTe46vJltmwPCGCIdsbpcZ7k8z02HD/PoY8/w/HPnOHzbQV66byel125gdr7Fw4+eo1yusne/x8hQDxqFVgJhYhQuSEFvNU9fT4V9e7ZgELSbhsnpFaanFlhcXGVmdo7Z2SXm5pZoNVtWA4/1HXAdm/6TC1wK5QJDQ71AQL2xzNJSA0cGtBoNjPBotNtcvrLC8VNzfOErz7Jr5wi33LSPG6/fy8jwIK999c3cdddNPH/0HI8/doQjR08xPTVHux3bTm4KhsTKUGu2yedzBJ7HzMwcnifp6ekhl8sRBAFCaDZtHOHNb3wV585dZHG5QbNlePDBp9m1czd33PkSPJljbHiYd7/jzZy/dJUvffle7nvgW7z+tXezbcs4vutx9epl/vzPPspzz51MuxaCsNPGcXx8L8f1NxziR3/8h/mzP/sIC/NLfOHzD6C14U1vfAOjIyNE7ZivfuMRdl57MztfPFx+18foho3885/7Ba5OXubRbz1CmJjUONYgpaG3WiGJYlrtmFYasKCELcJGhqvMLyxZqUW2MWRbzrrCx3Zz0i+6YFTGzKMLVHU38rR46evP86533GG7t6xt8HYjS42B7TZGkmRhO1kHSjE5Pc8f//E3+cxnnqZej8GG8KXg4AtlDllhtR5cy6TfYRiufa2xfmTpP6q78csuGJQBO6LbATTk8wWiKOx2FoWU+H7Q7ahlgOBa8MeanEI61pdUCgswWZ8UqK+2iCNFHFuZrDGGThiSywXEsTVwVyombMEqhnYz7AKSGVDoB/agbd+nZeVmHXfHcXCF202nlFJSKpVpNOrdpFOtFWGoU1BrDWRTSWKbVC/odmaAWSq3Su+3SpK1YAaVsYjWgC7HcWy4hxL89V8/zdGjE/z4j7+S73n99fRUAoTx6bKQv21kzd3sPWT+q10AFeivFHnve17Kl7/4NJcvLaGUnSdm3VxNq7w0BfaFkHHG1BTpepyW9OsAwxTME6L7M9n3BbJ77bIG/3qW53pu3pqXC90ENi2hHTq86Z/9S8ZflMH+gx2en+Od73k/R544weLyKr0Dw8Qdh69++T4KxSKbNo/y8pe/jLnVbzI72yEIcszPzxGFipVoBYHEFY5lwbgOxsQYo3BwWFpY5RwOSexy7Q2HeNXrXkWcKDZt2kShEBBFKmXJCYwrcYxCSg04JCoE4VLIWx+2IHBAQKIihASlDc1mjVajRZIktENFOww5c+YitUZEoVji4YcfQ5iAer1JnMQI6RInmrDdYHh4iCgMabebgMvs7BKTk4t4bo7NWwbYsnmIqBXxxMlLtMOEdqNDq5UQhhGlis/mTX3EccLUlSXKxSK5nEenk3D2/Cxbt1bZvXeEK3PnOXN2hp5yAek4+K5hcHCAuZl5pJCErTbCg6CT4LgeQkjiWNtGgKtYXm0wu9BAo9i9dZAdO4fZvWcM15tgZrZBbznH/NIqGsHk1RnCUNGsR+R8n2NHLlKuFBgY6GV86wbypYDz568wv7DCpz59P6OP9LNp4wZGRnooFIosry7juhLP88j5BQrFC+zYsYmobde/gcE+tFaMDA+jTAeXiEA6dISiUPDROm+bE8JgjEQrK33r6c0TRS36+3vZtft7AInSAp1YlnZttcP83DJJktBs1pmYuMr83DJHnz/OxUuThJ04tVPRONL6bkrHrjHWFMPgGINA4QiHSiXPrbfsx3d9Pv3Rv+Ljn7iH02cXWK63eP33vee7+KS9OL59lMo9vO0HfpinnnmCZ547SRQlCLPGgLLDdOuuDIiS0sFJAZBI2dRnzwPXk91N0UFT8AWVQg7p+iw1mha8MYqc54GwNj55zyGWmrmFFSuhxTAfRzhAq94kNoYdQZ7vHa1yuKdEUdtax8GmoTu+RHcihDbdGuK8Njyx2mSlExHFJg3NyYAzQDiAA5k32joGXbbfrme7Zdciq73WWHg6rVuNlX12KwCT1kDp+bZ7xdfYTPYyCUCt+156rWVaI2gXkwKotiJxEUJ3G4HWFsGqDJS211YYCxTG2hC2Q1Sz1fXla7RatiFsDHFif28uF6CUrRNB0NvbSxTHtFstYq2R0pDLuWRAbqIhCRWBn8cVoKUiihUmsdcn641a1w6J4wYorSyA5ySpNBO0ilNA1Emv8bpk4nXXOgPNspHZ8XTn5rp7lY01kOlv+hd7ntdl1dnraG+IxU3stTRGYrToXudESuphQq1dJwzggelFxuIi/bk8XrWCyLk4eZek3sFJoFJyeKlT5d75JR7K+xzaOUppeolEg27HWJKkYZ6QvJ8jMTGJFlbq6lhLGAvCKYwy3funtbIgbaoi8X0PYzRhnOB5HkU/R6PZSQkHxjbRsLJeSRoWmJHL0usjhSDLSHOEi5JwzfXXs33P6/7eYB38AwLshBAMDW/g+3/4/Xz6z/4nI8PWFNiCZgZwiOMan/7k55i4ukysIIpjyvkcY8ODvOZVr6Cnr4oQqam2sX5wWiV8/d4v89iTJwnTBRM0TnphpZT0Vsr80A+8je07Bogjawzpun5KBbUGiTpNdlQqIlExrVaDhYUVzp65zL33PcLFC3MkCvKBw0C1yitfspu9+7YyOFSlVOljbHQMRxoajRVOHH+eS5enWV6KmJ6eY2Z+gbnFFYzx6O/r5eab9nLbbdcyvm0jvX0lWyhqzfLiCktLte7hUq008TwX1zUMDfbguJrMFNwARmdR4hLpVIgIePThc1y9usitt46zccy+rmcE9z/8DJ/+3Al27trC7n07uTo9y7HnT7Nn715c18P1JZ2O5ukjFygf3syliRWCfJVcMSZuNzlzep4DfoW+oVEuH7/Apz79Vd76+gPccccmNm/sZdPGHs6eq3HffRcZHWly8NpR+vpyONhFEwTGRtoCLmGUMDO3gMBldLSf0dF+9u0bt4ulShBCEvgOVy/Pc/TYec6cvcTC4iKrzSb51YharU2hWCAf+FSLRUbHhgjyOQr5PI7jMDFxlatXZ1mtdZi5ssJHT9/HZz/7CJs29vLmt7yKffu2cfNNO7nj9mupN9ucOHmW+77xKM8/d5qVlZYFHLUh8B0uT1zh1luvZ8v4OGBoNBpMXL7MQP8AfuCwtLDEgw/cj0p542GsmZhY4k/+5KP4vs9tt92BwcEYwfatG/nJf/oeHnvsKL//ex/D9xLuvP1GLl+e4tjxUylDyS52YxuHuenmm6yERwhe8+q72Dq+kT/5oz/j2LHTfPaz93Py5AVe+7q7uXBhjpau8vP/7m1dgOXF8d0dY2Ob+JVf/23+3c//LA89+BBhWpT4gU8URzQb7VQ6YP0VDJpiUOAnf/wH+d3f/1Nm5mp0TY3pliRkzS2TdnuyrpZeVyzprJBKix+7KduKa2i4yPjGATAuQqh0s1+j0htj0MbOZU/66dqY0A6bPPSt0/zu79zD0aMzxBkrWmfsv3XAXHoNsmLi28e3yxzSL16A2GSv5Xk+Bpv0SdrZTJIEY0wK+oHve6nMFJIk9Q4Ua53ArPvnpF4WAht4IJEEnkRJQ6LWCrh2s0WaO9TdpKWwHEYnlbMmUUxTJZYh6Xk4QuC4XjeFKkkyb75M2mnZb1FkpVWe56UgoSZK/dKKQZFmu20BqG438IUbf/ZZ/rbOdXbtvx34In0dKSWu6xJFEWEYpgWfIkk0Z87N8gv/9pP89eef4uf+5Ru57tqNeG5A2lNNETMBZPMk66qvzZu17i1I4eMa6+viOA5RKlfofgaTtqYcB62SlFmaAdM6+63dT20MaVqmDU/JGHV/A5Cz7+ZvFqMZU1ObF84NkQWd2HlBpBgYGuA3fvcPeM1rXvPievoPeAghuPHWV/CJz3+NsBNRKFeYn7nCf/j5n+LB+5/h9W+4i5XVVeamaizV2+SDlmVP5jwMVjbuCAfXcWl32hhj2Q+lfMDtd9zKD/zg2+kZKJHLBdTqKziOlx6IBEFO0263kRhaq6v4Qdkegh1FGLVotTssLCpcKYk7Lebn51hZrlGrhRSLZR5/4jkuXpil3enQCS18s7zUIFG2LvU8j0a9lbJHrfdulqiIOY/juPi+S09vlVariQZipThz9ipXryzgepLV1QZBIOnrKXFw/0ZuuHEvBw/uZnx8I3Gc8IHf+SQPPvg0jbbD/HKN5VqDrZcGGR7sp79vkWZzmcnFGiOjffQOFGg1GkRRZJsBDuQV5MpFmnFMohKkcBkeHmB+bpallRatTsLGTb3sPThKkHM58vwEzz93mZXFFQLXo+j54MAr774RISKmZxa4cmWR02cnqdWqXLw4jZ/zGBzuR0qPIKeZnq8xs7DCs89dRBpBu9MhSWtGIA0TSyhXiihlQ+AGh3pRcYf+/gGuu34XzXodlcCBA7sZHKygFDheyowrl4ijmGpPFSlAOpAk1hDfDwIc6RH4Ho4TUMwXGB7uwXFc4iTh9jtvoN3usLJc46knnuFrX/0mTz1zAsdxU7/ZNYav71jfL0+6JFFkvfuaLSYmrvCpT3wJowwqCjCe4Lobr+X973//d/NRe3F82xBCsG3HQX7vg5/iN37l3/MXf/EZ6zOWhh1kgWDW6013gTxrd2SZcW1l65DEgDRQyAdgbLhiuVig0VG0GnVcz8GVoHAxSuM6Ak9KonYH6Vk5a6XkEceSWqNNaDRSJ9zYU+bt/VWuL+cpCoHpdDCBi1vKI3wPHSZI10FFCcJ3mGwkfPbKMhdaIYlKUBnTXpu1fd6ugJYtmu6/62vHF9hPiHVgpVnzQ3vB10Z3G8Trs0szhYIUma3FGnPR/l57bbtBZSKrPRzbAE73bWFss9QYgcqASQMYlda5qosVSGHXV6OtJRQ4JIn1PLfhEYJ2GOI6Hvl8gVwuR6PesPuAIykWi/hJgtGaOI4sEO+6VuavtQ0u0pZJ7YkMZHMR0PVRlY6DtUcAxzUpluGitYuQVuYqnXDd2SArVIH03uj0xqxn22UhCS+UJdu/k0lis/vTBTlF1gS1f54ktt7NgLpuEz31t0bYtNpMWpudO2IdI3CoR4LTtTbtvgq+4yLqHaQLquAReoJWO6HHkRRKRV6d8/ns1BwfkYYb+wrsL1SIFxrgSAomz8ZCkZONOkJYEgQmDbRTKvX0zvBgkybCrj23nu8Rxx1cR+B7Dp4rcFOrCtF9dlNwOb1UTiprFimYLKVVZTj2kABIXL/Ndde+Bfj7hU1k4x8MYAf2Qr30Za/mns9/jqmri+zeMwpgiyTd5JvfvIdHHz5BrAWJSijmAvK+oNGsce83vsnmrcP09lVS+qq9sMeOP81nP/sgi8stVKzJUmMM9nBWyAW87K5buOGGnehE47hBKinSiHTDVImVFsRJxKWJCe6771FOn7nMhYkZVOywdfMG9u3exNBglQMH9tE/0MuWTRup9FbsdNUxU1cvMDkzx7ETZ3nyyePUVkLaHTtxCqUSt9x6K3cevo5DB/dS6S2wNtGtX0qSKJaWlkkScN307GpMejDFdlgd0DruLoaeGyClS6cT8exzlzny7BkOHdzGO992C+hlGo0OWmtOT87zsb96hve977XceeM2FhY1zx69iJIBwyO9lEo+K/UV5hdnWVhc5czFGq952UGCXI5KscIlT3DyzCLCv8iddx7m2gOjXJqc5uOffphK32H27hhGSJ9dO3vYsWOEp56Z4JN/8RB79mzlllv2USz76TJiixUhrXF94OeIIt0143UdFyPA9/JUKgUGhyps376du152O51OyMzMAsePn+eRR5/l/LkLRFOr5AKHcrlAKwzZf2A3W7ZuZuOmDVxz3X7m5+bBSJqNNucvXObRx45w7sIc/+3X/pwNo/28/jW3cfPN17Bx4yZuufEgN11/iOWVVeZm56jXmrRbHfL5gNENQwyPjHQXoJ6efqrVPur1Os8+8xx//dkvcuHiPCuNtjVDF4IEmJxa5U8/+BcUy2X27zuA4wQYY3CEy22HDzG+ZRN/8Icf5Hf/4NMYochJx3Zu7WXCyVIzM2oygj27d/ATP/kj/OHv/ymPP3OCx548zePPnOHOl7+eX/rl/0I+n/9OP9Yvjv/FEEKwafN2fu03P8DP/cxP8uD996NxiaOEdqIQ0kFIkFqnlHKDVjGf++svs7zUtgbGIoPCRFfWuD79ygIfpgtG2C/X1pb13TGRdszKpcAWO0LR9a2T0O1xrgsaUCZCK7g8Pcmff+RhPvHxp2g04q45uM7o4ukvzySN62USXQjF2N+x9vVaUZcVeilc3f18mbdHksr/s4h7x3Hwfb+7eSqVoJJ4PW1rHXC0rksIlIoFSnmPlUaLVjsmVoZCPkc576KNJEyUNQjWIjU4tua3zWYTrez7dxwrSTBoijkPB02Ci5SSTifEGE0+CFA6QSmdJuKmn0/YgkCnnkbCcUmS2IKSSWx7ymlhlRksr3//Xekv6xht0haUJp1LrLumGcXfkJrrpimFruvieg5RZD8HWtAJY+5/6DTHjv8+737nYf7J++5k48gAOFmxLpHdveuFgRTrmXbCGn5SreYZ3dDDhXMz3fv6AmDNosW2oGYNxO364liK39rnT9mfdOd16gkoRPZbu9f5/2Xvv8PsOM4zb/hX1eHkyTPAIOdIAAQJBjBniqIokZIlK1rJlqNsrWVZwd71uw5ry2s5rYNk2cpZlMQkijlngCQAgkSOA0yOJ3eoqu+P6j4z0Gqvff1dfm3ZRumCMDyYk7qrq5+6nztIYTdBJtlokKSj0eqISpSxKcICK59GKOIw4t0f+BA33XTTWd+ofwfD83z6Fy0DoNGo8se//3fs2LWf0clRdu/ZyYH9x6mFdt5IRyK1suE/npW1ah0RK9u4QEB7qcS2CzZy082X4Pp1RobGUEajYsuQcFxBeaZGGAY0mnV8L8Po6Bi1ap2ZmQaNRoM4ijl6bIAwFExP1qnVqtTrDbQxhAowwobm6Fk/xnS1tBbCilo9aM1713NBa7tOGGNNz9uK6ChmZrpKqS1DzvfQyhBGhmwG2kt5zt+8jCuv3sq69ctZtHgxpWIxWRNcXFfwkf/yDvI5l/sfeolqNeDIkRHGxir0zisxNVknn83gug7FfIFly+czMz1DGCf6Dg01Ax15h3iqiQC8jGD+gnZczzA8doy+vh5KBY9MJse+g4PsenmA0ZEZCzY6TRYt7Oft776JLVvXI50YpUImx8Y5cmiEPXuOsv/gUQZOTTI1PkWt1oTE1L8ehHiZLNJIlDKo2LJOhJAI49BshgRN1WokzUzXEEIycHKKF1860LKXcL7/eEs+5Xkeni+Y39dFW6mA71n5faktT3d3F729XbR3FFi5ajkOMflcjmIxTzOs09XZheN4eI5Ls1lDSkF/fxsrlvdTroQcPnwCo6ykSqsYy6KSGA1N3Uyab7bxdfLUGKcHxpAGGnHIpnNW8Nl/+CJrzyonfuqG47j0L1zGbbe+iXvvvJdyPW7JB1PQosW+T0AnbRTNWBHFCjdpBoYaYm2oNepkPRfP8xmfqSIdj2xGUshliWKF43rMlCv4vo/nOkRRjA5jnIxjw8MciaBBHCmWdhbZ3lFgScEjnwSeGU/iSYmMNTpogCNtOAaGoBny/EyVA0FIU2miWCW1oYeQbsKCS0faEJsF6uDM5uLcn03KpLMmsdbqgqSZ27IFSusDuxDLtB4UwtbJImUuSoSwzDJkItXEmcOk0gmTTLWaxcrEySqbsAWVwhXgSvtaAgeDsEQNE1vGnXDAWGWXMjGx1khhLZs0gigIwBiUjrEqCsPo2Cha6VYTWScNWcved5LaRFrPYJky5jw8zzL1YqUTUM1gTIyJraedSABfKRwMNrHc1jIqCVIzczwA59qWpEEUdt2MSdQZKZgHSXBFYm8ik8cTL7dU3p0YriOSv5Pyzt6/Ws13nbxOAqBh72M66Xwbo6kbyd5yncdGZ5iPwHcdlAfal2TaCtabWUp8V+A5Ltd3d/PZI4PccTCi0tvFQs/HZF062jN0jgt8IdFxjOdlCE0MyspabW1nG95aWWacSoJHhJCEcYSTnH+EsL6xKsYVrlXJYBl2xijrnZ3gSlKmcz9VIpHsy0DpJosW1bmoPD1nB/PPGz9VgB1AW3snl119Iw898jSrVt2GkTGDg4P86IGHuf++ZylXFS6SYjGHQaOU3ZDtfXUXJ05cTkfn+lkUVAfsfHEn0zMRKhYgnORmaBF/15Fcc/WVvP8Db6VQyCMT/wBhjDWQlT4qihgaPsVr+w7wxFMvs3fvYRr1mGzWp7PYxsJ5Xdx405X097dTKHZQLBZxfRfX8Wk2A04PDvDE489zYN9hhkanmapEGGWpp6tXr+Daay9j2/kb6e5qs2CN4ySr3mzKjUgYgfl8nkY9bDFj7CZG47gCpEJpieN4OMLHGGO7qa8d56FHXqCzvZ2fue0y2js0WlcZGanjiAa4Mf/0pee47rpLufaK5WQdh3IlYP26dUxPjjE5Nk6+MJ/BgTKnT49SzEiqM03qTU1vX45GrUosJMNjATffsoGengJLFrSzZVMX0vH4xy88zCd/61qKWZfp2KW3r5dLt69l48bFPPbofj73ubs4d9t6zt28nJ6OIrEOkY6D4wr65rdTq0bUawH1egPHzRDFAX7Goa29hHAySay1IZvNs3z5UpYuXcz1N2xnaGSCnTte49mnX+TY0eMMj5Q5fnKMZ57by4rlCzh/6wbWrltBvljCGMm5W8+hq7OD/a8dYmq6yuDIFJ//p3v49vce4rJLNnHTTVexatVqOrva6ehoR6kIrRTg4jj2j2VCzWri20rtXHzRxQyeHufgoR9gsB3u1ItEGcmx46N8+k/+lt/4jQ9w0UWX2otcCjCSBQu6+dQnP8LXv/Y9vvHt7zMdNvA9zwK2wKmBYY4cOcrG9ZuSrpJdBFesXM4v/tIvUP3zv2XHrldZveFcPvE7v0t3d8+/8tV8dvzfhhCC+QsW8bv//X/wZ3/0+zz0yEPWy8ahBVSnv4eBIA55ee9BlLJG+4YUiDOJXwKQMofmAHc/XjD9JG80kSZUCxfX8Vrvma4zll1Gq9g0Ghr1Jk899xr/8zP3cujARCJ7nTVoTTt1cg6za678laRBJcVcmUiKMc75fMnjTnJ9ua57xu9nfMv0k0Imm2vbzEhlpQmSA2mxMgeslEmxJ5Obc70RIIRm/arl1Ks1BofGaC/5tBdLHB0Ys/IGY5tmuXyGtrYilUqNRiOgu7cdg6BSqRM27L0mig3dbVm6+ro4PjQNRuH7GdqKOTKuZLpcpdGIiXXr67Q6j0EYkHrtOa5tCLhplz5h7IVhcMYxTSPk48hKblPWWiocbh3gZMwF/NLNA4BSEUpFKQrYWteEhomxOn/zd4/yxOOH+NhvvZ4rr1iL53qtTmz6Rj8up7DFmmj97LmSUilnAWGVFnGtt2TuM9PPZ5IUtHRCtbqcCTuBue8pRNJlngWoUz5qalxNullyBCpWrQJaJ555IgEaA92g0TB84hO/wyc/+cmzYN2/w2F9GRXGxIyOlRkdnSEMFLmcT87zW364scIW5AlfxHVdPM/D8Ry6ujrwfIcjx07w9HPP0mhE1OoNpiYrlCtN8vkcE+Nle20GAUEQ0GiE1Ot1qtUIpE2dtRu52c0nCRCt0a3rXOnY/ptj/azsZtNvGWanG+LUjsDKpuy8Ls/MkMt6FEt51q5byJrlC/F9waIlfSxa2ENXR4n2jhJKSzo6Osnn8zSDkEYzZGRkjKnpMjPTZQaHpwgbMcW8TdAtz9QoVxooLcjmHDo7CvT1Flm6tJvjponjSJROjOUBVWsghQsohDTk81n6+rro6R2nUqnhezmefGIf5XKDKIY4VuRykvMv3cpvffz9dHXnLWvI9dFK0dHezcrV67j+pmuo12sMnDzOyOgkg4PDTE1NMjhY5sTJSQYHpyiX60RJjSilVd9EcYCQljVuhE2rdJKNqBAuJtatc660IorsPAhVgK4bpqYqNgtECDo62gmCgCiOMFrgujZV23UcSqUCnutQyOfo6ioSRxE9nW3k8j5TM2WCMMZ1shiRNq+sETrY/YlNjPcoldro6uzgxMmTxCpmZrqGxODn8yzq6uUP3vcRli8/60n80zxyuQLzujuYqY4CohVkk9675kpFlVLEsU2dVMn640kPRxgymSw61kyVa+BIHB3j+g5ojS9dhLG1QhhFiETOF8WaQs6nkQBImayLkQJHaQqZDF4+i3QgMAK/vYgOY4S2oIs2GqKQqoad0zV+MDrN8UqdKI6Tus3FMtYSBlfaIBSzvp9njjObsLY+08n8N8wGJySVrQEjRAJKiVlyQvpnDuvLvu5saZM2c2cltrOAXBRHLcltaq1hn2RrJ8fx7RphSMA6gzERStnaUAgXjGub6kZhsGu6cD0cRyOMvX6b1UpSuzmt0AdDTCaTxZWCGJnIU+Nk72gBQhswau1boihE6RA/k8WEceu72vo6Tqy57DHSQnJm3ewkPn4CKXXSgE8APGNJAAKDxE0a7Kmn9Wxoh1IWsLOP2XuOkFbGK4XBEGPm1O8WmEsCMhy3FUA3FyS0AJdJMBwr9weBRjMTONw1WWNjJsu5pSyul8FpRISeIhCarGdtwaTSzCv6/Pzifv78xCk+c2SIc9sKdPsuC8Z99pYbFpTVifom+Q65rG2U14MYTBpekoDECUsTo9GOJNRJkWmMZUFHMa7w7H0WMccTOvk+c/Y1qRzWTkwoZAKmhjuIrn4rZ0zaf8b4qQPshBBcf9Mb+Mhdt3PHXfdz7OR+dr7wGrWGJojsASnmPTq7OymV8kxOjBM0I+LI4Lo+UuoElRc0gwqjIzMobTXIkY4gocE6AnK+QxjUmZmZIpNxiYIKnpvFkVCtzXDk4BH2vrafhx5/iaHTU7iOoK2Yo623SKHg0V4s0tfTQaNWI4oyZDIZojhiZHSEQ4cOsn//EQ4cOMnERJ1moAgiTUd7J9svPpfrr7+C1asXk836ySJjWhtce+GKVociNX3sm9fDzHSFSqWC0ppcNkOxlCeTlbMmihi00pwcGOUHdzxCGMJNr7+CdWt68ZyAKKpx5NAYmQx09np8/os7mb9gGbe9YQ1GRSgkjWaD8fEGvgzI+1DI5pmYqnN6cIZms8nkVI32jhLz51+GMIaBgWHO27wQP01Y0TGONFx92TIO7l/NF7+6g4/++hUElZBDBwZYsXopHe1F3vTGizk9VOa++1/kkYdfYvslm7n80o2UikmnBSgUPbI5D7/ioGIoeRlK7SU8z1KTpZQYNcumEEJbn5aF/SxesIDX3Xg5R48N8Phjz/PkUy9y7PgIp06P8ereI2zatJbLL99Od087pVKObRdsZsOGVcxMTjE1VeXV/Uc5cuQ0Dz24i0cf2cV5F57DbW+6nvWrl+Nncmhpj7VOkHbXPRMMAchms7z5tjcwcPIUDz3yPCCIlSJK5F9S+IyOlPmnz3+dnt4eVixfm+j7AQS5XJZ3v/stHD96hMeffZF6EOEoQXspR70W8fTTT7N+3YaWCbwdhtVrlnDppZey5+BJPvSLv8XiJavO6GidHT89QwjBunUb+IM//QzBRz/Ms08+iYwUYaxQyoBMQk/SG5+x5sM2xTOZ9ykTLgEggDNSXEXrJqxxXLdVPKTvb4sGW9B0dmZtEQjYAsemFuvk+Vpr4ijmwKFB/tffP8Djjx6kUrFWAir5jHZuixazTyUbnKQB1fpZi7l8OWZBIZmuf84s80qk8guN49oCSSYd0yiKkwIthh9/vYRdBYC0G2JH2OS0rOfi+RIda5SRBLGVqk5XAvYeOpII9gVT5Rq1Rkgcg4Mkk8/SCAOq1TqeJ1l3zkKUNvie5ND+YYJ6hO95tmOOZqoZQnmGrA/ZTIG2UpE40gyNThBFBs9xyToCrbHrQ1IspZ9ba40KVEuyKj2ZFLxx65jM9YQxqDng3OzX13PWJit3TcA8Q9IsmjUPTkHcpF5JXZgT3NOm5r6yd4AP//pX+NAvXMUH3n8Z7YWcLeakl5y/Oew3YedTynK30kOXreet5P77d0OSaG2JlgapBdYqWFl0NG1UMQvotr6XBKNt6Y/WiXzV/qPTOv1J5zgBodOHDLazalTiOeK6aR8aaTRGKPAMb7v1fZx77lY++MEPnpXB/jsdvp/lN37zd1jUv5AffO+7TE9M4+Y9HEfQrCvauzvo7O1ChzGFXIaxsSkqDeuXG9Ys8ylsRpweHOWZF15hemoGrRxrNK4NsbZ2AUanrI9kPRZ2zdQ4CGNrVEe49voADBGe75LPZSiVchRLeTrbi/T1tTE8NMlrr50kig1xrMlkshYIUwqENdCOwxjPSdkjHs0gsOtiqGg2FYfcIfa9eoxVK5awd98p5s3vIud5lCtlTp8aI5/PsWTZAvbvO8bkeIUotgDX/P4u+ud18+733ABC8dxze9iz5wS4kmI+Synn017K0dNVIOvbgJ7UmFthyGQyGNcnIw1BoPBcB9BgQnp78lRmGkxNNIgKeWZmmhgMmWyOmZk6h46c4OVde9l0zkoK+RyZjGUOSqx3ppDQ1tHB+uJmVq4OqNWmGR4e4+GHdqKUjyt9JiaqzMzUGJ+YwPU8stkMQRThuBJHui0ZsedKHMfQ1dnOsuX9OMKhWQ+ItWJsfDxJXPeYmZxhptwgNnb9nSlXbd0tbZ2ujWF6uo7SipGxGRzpgFY4jofruDgCtFE2rdMReK6LTDetjkMmmyHjZ/B8B6NjVq1axeDgKBPjEwigo62dtrYiG9Zt4MILLmX7ZVeydvMWfN//t7yszo7/y1i5/gLOPW8LAyOPUatbNtdcCayUAldKwmQdmb3vpzJ3Taw1M1XbLJTWpwkprZd2M9Z4QhKEDRwp6CwVaDYjpMyjdYMoNISyiTAaHUPJk3TnfUzGRRfyxBkfr9HEVBut5qUy9l5cMYInyxW+OjLNq5UGlSgCIZCOj0oSzGw4nmnVoun+JR1zG8XJI63GiUHZ5yaNMXubT/1+LYCVqiAMJmGY2f3fnHa1LWKS+7lly8+GaLXYjCaVzKb+eOm+MXmvNNU2eVWwybAQI0wERiBlDpMcG8s+swqEtBHpupbppo1DVItaNa1tBlrWoCuhkPNpNjQYiS81ytgaG8BzBdq4KCWQwkOrmCBoIPATbz0bsGVIU8xNItNMfalT5UTaiE2jt1ImnA07M9gaGpNIi5GIVNaZeBManTa7dSKF1aAESGe2+c2Z0maZ/NvcvXB6/s9gWdqIVpSJ7R5FS5TjMlgPeLBSoYBghZDkcx6+MMzL5RD5DCiNkS4mjilkXS7obWN3NebJ8TJKCoqeT6A0TaOIAKMUnmvPVxTGRCrClW7SzNZWySIkURjaGjIBfiMVJ+CcaRGq4tgytS1wIwE9u9dKQkskoFWM4zpoIJYB159/Eb/6+3/B1q1b/9nrRzp+6gA7gK7uHt79gV/gT/7rx6hXazYxx80gJbSX2njdjddy0+uvobOrjYGBIzz/7LO4TjsrVy5tTR4pJdXyFM16k4zvEsUhrgNKO2SzLoW8g4Pg4P4D/M3ffo5lS/rxPQ/Hcclkshw4eJTdrx5jphKQy2bp62kn4wq0jsnlXKSQzFTLaAMxhzg9nMWR+zh46ASVSp3yTJ1qXVFvNAGXhYuXsfW89WzeuI61a1fQ29dpJz6pd1TaYXEsgi/tgkbaZUgWt7b2HLmCi9EKN0mrM8YkoJVm4PQId9/zOAMnJ7jikvO57Kp1tBV8jIkJopgjB8YolfL09CqefuYoh44G/O4nriGfi3GcDhAKpV1GRk9Qr1dZvnwx3b093HrbDYzM1LjvoWe44cpLec87bmDBvBIzk0Msn59l05YVNMJhTg0Kenva8IWD60S8423n8wd/dAc/uHMfb33LZjwPdr18kA0b11Bq66J/fgc/9+6rOHZsnO/f/QQPP/wc119/Idu3b6C9VEg2Voa2tgLJyUWiMSpuLZqpRwE4yfETCHyMgUJOsnHdKub1drJ48Xy+8+0fMjwyyunGNGMTL7LzxX2UClnWrF7GZVecT3dPJ70L5rFwyUIWL5lHuTzDE0/s5tDRUzz/zC52PL+Hhf09XH/ddq67/hq62juITWwvYqURZGZNPI1dIrP5DD/33ncwPDzFrj37McJBuPaG02g20b7PydPj3HnnPXz415fjO7nZ845i+NQJ6o0Z8lkPEcZEkaZaDSjlszz56PNceME2tm69MOkOAdhQlCPHjnLtLW/kmuuvOQvW/ZQPIQT9/Qv59P/8K/77732KRx95ECe2cfE62RwgLFW/Bc5gknWC9NI4g9Fk07VTXlsiJEi6bY4jWz5vKcAmAKkNBw+NMTg0wapl/VihetJ5M7Z4qVSr3HHXc3z+808zMDCVhPyY1uulY+7Ps93FBKxJ/t9+rYRlMif4QQjb3RVCJhKCWVAK7OZPQAuWmvu9UxAzfa0UAALLUvF8B89z8ITAdyA2mhhBGMU0AyvxNUJjTIQjLftCCmE7pxJyuSzL1nQzXY44dXKKmekmJ48Mk8kJytMxlUpAW3uRfM4hk3EZGZ7EcSXVSkyg7HeYma4TK00QK6SQZH2frCvJZXyCIKQexNTCWclWegzTWHpjSPz2pO3gnhH8oVud7lb3uHUqZgtnrVXr/KfP/XFO2ywQPMuOnPtKxmjKlQZ/+Vf389LLJ/noR9/AhvW9uMYgpdsCg+eOuYCgI8HxVNKUmvParWIvfTQtNZnT0TzjK53JuEOgxexrzXl3W4zZXUaL1ZB+19QA3PVcdKwRccSy1eew7cIL+O3f/gSLFy/m7Pj3PZatXMNHPvn7vOmt72THU4+xY8cLvLr3FSrlCpWpGg1P0Nvbjpd3KHUUaetux2iYmCjj53yGh0ZRkaRaqwMGYRTgYOYk/gnH2E2QTJgVWuH5LpZdk2wUIfFAk7SX8pyzcRHXXLONiy44B2M0E5MVdu3Zz8DpYbQ0KKPRRpPJeeAYatUaLSWGMRaINpqgGbTWeoMhjCJOnRpHSsHE2D4cV6JdASrGEY6VYknN4WND9PW2sWbNIjZvWcP529ayZOk8XEfY+jGosX5jL5//pwd47cAQcRhQ6MjQ2ZYl5/s06opcLofvSVzHJVIhnuuSaQZ4bTZN1hHSfmSl6SvmCXpCpssh5UoNP+Ny9TVbWb9hJTPTFUaHx/nMn3wJz8+SzXksWtJHf38XfX0dLFu2EEcKfN/B9axU8MjhQebP72HXK8eRrk8jCDl2/BTFUsneR2JrLaOVJpfL02g0yGQyCXulSCmXYcWSefzGR36WFctX4EnrjVouVwiCGCQ89+QO/unLd3PoyKj1R5UyITsLHGksAxzTYkBqpcG1bPVsxiMMGriOJJcv4CRJvlKCL+ydtrunk7a2NqIgxnd9rr729Vx4yZU06nW0jsnm8szv72Xp8iUIUbDz6Gxt91M/2jp6+KWP/h5jk1M8+/zLVBtOy9ZCCIHnOAlrLWXN2vuh4zgtNUEziqyvbmt/YdONtVY0wwiFQhuD40rm93Zz6PgpotjgC4n0JLGKMRoKnkubb9iysJfOYgHpCOqT48Sxod3zkZ5VLqFiGkrxjeFx7pmscXCmTqQNCDepx2xbzIhEHqmTZqlJ64Qfn5ez4v7ZmtPWdjJRKKUsqJTploJdxqT1YPKyQs+pVxIQL30Hk5J2QOCe0bRtpZOmDTuSRmWiDNCpIENYpq9lTSmMjnGETPg+s68lpMAk/USMAQnSlTjGENQtWBdFEdlMFq0NQdjEkYIwCPETn+KgGbVgtVQ+mR4D+1ktYBmrEEwDyCQM3BSEtGBbat1hG/kqsQJRLUwklbXaqZOCldbvr2WdYsB17LonTDIPpU6aULRqJttYjs9gdM/9kxKQ5jbb07+NmVV1WGsUkDgJ40+gTExFCx4cqyIjw03NgNU97eSVAM9FtOVI3e6FMbQVHa4WecaU4q4TilP1kFHVwPW8pOy3m6M4UpbQ47kYI5NGS3IuhaFQyDMTh1a9lDSzW98pOWYq8VI2SQKvbH0nO7NnQVKNI12MAU9K1nR38rYPfpStWy/4Z68dc8dPJWAnpeTqa1/Hi88/w7e++hWMMhR9S6W/bPuVvPd9byWbswke69efw4a161Aqsk14NEI6SZw9XHzxBaxes5F6PUAZyGYyLF68BNfTnDx+kCce38HEeIWJcVv81OsB1UZMGEZkMxl6Ogu0F7JkMy7NZoBwMxijCYIouVE3qRyrEIYhcRxTDzT1RkQcKjrbO9myeQvnnb+RZcsX0GzWmJysMDw0gu87tLcXSBccsBePvQB1a8NptN0IaxMnoF0aIuEmmzRLrz568hiPPryDg/tPs3H9On7j16+np9fDMhoiatUaL750kKVLe5jfn+HkqXG+8/3dXHfdpfT3G8LQxSiFzAiOHR8mDqrks4aJqZhlbpF9u3eye9drGGVo1qYZHDxGZ/tmokiwoD9DNl+ktzfPq8cmWbumHc91iWOPrq4aP//Bq/jMn9/LunVLOXdTDytW9fLcC6+xcsUyli5dhOPAypV9/Mav3cZLLx/jzjsf5d57n2Dbeedw3XUXMb+/GyGtdt9okzB9UvN61x4vaY1EW5v1xPdACEl5usoPvv8jnnnuJcYnJlqLf70ZEoQRlXKV8Ykyu/fuZ9XKhWzcsIa1a1cQRk06Otu57PLNTM9MEzebRApOnp7gb//hDh546AUuumgDN77uShbMW4iUklgFCO1aFkyaBmUkCxfO54YbruDgoaNU64G9sTqOZSWpiFpd8exzr3DJ9h1ccvFlFtgQEEUxzz/3HKcGhjAmRhqDJw0qCpmaiYjCkD/7n5/jZ98xwmWXXkxXZzdCCvbvP86+Q6f4y3/4H9ao9uz4qR9CCBYuWsL/+PSf8+UvfJYffOfrjI5N0GjGBIE6gx2V/v6ZZZFFN1IatjZz15bkJmp0snGxN1Mv6czHcWRvlhgGBqb4m7+7h/e992oWLegml3HJeD71oMFzOw7xd3/3MHt2n6JRjxMPi8S8RCeSRGN5eS2OmGCOmW36gdNPbW+OThqko1SL+WdBFf1jYJxpPc9gi630e6Uv2ToeEkqFIkGzifTAkw6u67QYWpGKCCKDErZgU8oaEFiTKFCRRrvWzN2VxvrZxYps1sP1BdJRNhAIxfR0AzFtiyUhIQybLF3eQxDYa11pQawNzcB61llTZvs5DJowUtbaQIXW3NzxcH2HZhwTRoo4TiQMSQ0lROpzN8uIS49F+rdMwi9Sn5EfP4ZpwXKGf8ycuWLvLbq1gRB61kewxQDAJL548OAje3lt/wC/8MGrecfbLySfK1iGCarVKZ9byBtjaISa5545jO1N2W6lwLSStVpCajPHwybxmpuDHc4WoIkdRgJnk0qORNIxbXWCkyLftLrr9vFMJmNThXUAWrNo1Vq++vVvsGrVqv/TZXt2/DsbQghc12PV2nNYtfYc3vZzIYOnTtBsNBg8PcDI8ElOnThJbaaJ67k04gajp4+wY2Yv1WqVQtZn9bo+Vq3spVDwyeUcXnh+P6fHFeValSCIiSO7lmptWQlxPHttpYbXGd+z147SqFgyNVnlRz98luefP8Dw8DiDg1No7VCv18n7RQoZ64eU8RyiAHzHpxmFGO2QzfvUqnUri8ImsYJt2qTzO5vNoqM6rifJF/OsXb2Unu4iK1ctpbu7kw3rl9DdmSef9clkCzSCKhiNRNJohjz99Es8+thejh0fR0UQe4JapBHjFdq7OlEqplKpIB1BXmdpElGt1+nsaEOHiozjJIy/iFq1idCG9o4Co1NVvEyWfNFhy7lLuO66c/E8F7TkxMApdu06wI4dh9j36kGeeapGrJRlgkhBqZTHz7pEsaJSjli4qBshHV577TWkAT+TZ7pcRcUG15UEkQXsqtV60tgIQRi0EjQaAc1mhDAOKorJFPJoHdLd3QFIRoYn2X/gJONT9dbai7HrjNaa2Dr3tZoUWhtc18FrbfIjMhkPrRVbzj2HX/jFD5PLlwiCJkprMq5HLp/FcV1KbR10dnTTM2/eWTbvf4AhhGDN+i384Z99ls//zad56IFHGB2fIoiU9R0zlvWtk7nEnHuxDchK7EAgvR3iug6OtPe0KI4T62JBqAwjE1MYIxBGE5uIJd3d6ChkZLJOoAxCeIRaMxHUcashm4tFRBwhjCCKbZ0zHCteKDd5eLLO4ZkmTa2RwkMYqwSwHyUll8w2Xc3cAAoz22izdikKra080XHcxNPWgEgY+cjWc1J5bFqXQCLRxXq4YWyzA7AgFSnw5CESaMMkDOZWgziVPSZ6fTfZR4exDUNIqHlJjZY0NYnsfs64ic9ZwqhN6iuRrLFaK1QU42ZytrHObI3SDIKkDpEt5rWTgK9CCnRsX1OT2jZY9uRsES0tkGbixKokxnF8q8AhEbZawjUSW8/SAlVtczf10RMt2edsizS9RxiEPe6p8kVYXzphvOTQqBbByNZgNpDMNo7d1v5EyjTFl1YTda4tTwqcpv9tdSuWrah0DI7HkNI8Wi7T50lyUxUWtWUptElMpYYvHShmIQKpBPlciYIXsKYrT1VFjAQaV2k8R7Y8inVs2e9RFOA5LkhBoGxtGgaKsFlBSJsUrJQiJcdbooIilR2nfqICCzAi5Gwz2252sPsaK+1euWY5f/bX/8imzZv/mavG/z5+KgE7gEwmx69+5JMMD57m1d17cV3FhrXn8N4P3EY252KlT3YSVGtjPPrwE2zYeC4rVy6jGdSZmJgikylw3fU3IhwfpL0IjI4R0scVEU+aMq91d3L89CSNAISXoa93FV55GE9G9PZ24Lk+3V0lgjCkmM8zPDxMtdpAoak3YqKoYbuPTcNMNSQ2glWr1nDNlRdzwQXnEIURQ8On+dEPf8Srrx2gWovoaG/n8isu4pZbbqSrq41U9to630ajYo0htql30No4OY6EhHWmopBTg4M8+thL7Ns3wOoVS/nlX34H8/uzZP0MkQoAwcnTp3ll12G2bltHV5ctvr7+zRfo7JnHjTesRmJQkU8mb41NDx46xcqlbfhtPocHRtkqXXp75zF/Xh+FUhulYhvdnYuIjSCOZwgiTag0XfM6GH9mD0KsQYiAeiOiM9PGxnUlrr7qHP7xK0/yO5+4jf6+Ts7fWuSuO59j/sKTXH75VvyMj+u6bL9wLeduXMprr53kyWde5S8+81U2blnJ5VdsZcnCeTjpzcGYZPEEYTTCKLTQYNwE0LQLvhSSwaFhHnnkacanqiitk8VYgEy63bGmGTVpRBH1Pcc4cugU7W3PsnTpfLZdsJlyuW69GoSV0XVIF51zGR4a5VvfHuaxJ17knA0reOMtN7Bo4SKKxWIi27PG85VqmXqtwnR5jGzWJQhDwkijU3P8XAbXlZRnGjzy0GNs3nQObW29GKPJ+B4LFy8hl8mitGbhmkV0dXUyNV3mtX1HqdQCDh8d4a//6gv84Ht3c+WVl7Bx4zr+6Yvf47yLr2LFipX/thfy2fHPHj09ffz6Rz7BzTffwh/890/w7FPPI32XMNZEyUbhjM7Pj7GiSGSiKTOp5duVku3SfzE2VVPPPoSWkkY94tvfepmnnz3M0qW9XH3FWpYt6+VH9+7moQdeo1xuEuszASBHOmiRgEdGYIRIfViTm1kCvCWFlpA2/dOohCmX+M6lryeEaIF86WPpmNsxVUrheR6+6xMEzRZCKIRt/IRhE8cRuMLDSJfYuGQLXeSy7biZLMXefnJd7eTzhuN7dnLy6FHmLVlBxoNj+/clzDyD61jfDhXGVOtN9r02QqGQRakY17FeR2BDL1zXGjjPTAdUKg20NoSRTUi0YRQRxtiCwPMyxHFMoAymqcm4lv4vHI0nrGF+5GqCUBNFysom0nOZnu7kGKVA5ywTkTO6nnOZbnYJ1Wc8f+6x9v0MQgibZJbUICJlcZo55zV5MSEsaHvqdJlP/+k9vLJ3gI9+9CaWLGhDxS6O5+IKsJKT2fOIjijlM1gvEc0Z0/THGvQmmfctj5XZaTsLZIvZTUJrriRbhnTOpPdbmW4MoPWZ4sj6/ETK8Hv/9Y946zvewYIFCzg7/uONdM64foYlK9YAsHrD5jNBbq05cWwfv/87v8XEVBnX89m6fhm/9KE3sGXLSusnq2uo5tc4ctceVGjQkQJtGTMiadppM7vupddirOLEysR6VQ4NTWO0ZEFD0NndwTUb1nHxxVvobEt8fFxBrTrF9NQ0kxN1nn5qJ3v2nEJJB+G4mFjR3dfNyOgIUtr0Qkc4lEo+3d1trFuziNVrFrB4cS+LFs5j3rweMtkMuVyeTNbHwSGOIrS2m03fcwnDgCis8druV7nnnud4df8YM+UA6bhEWhAqgeO6SAFhvQlK4DgeDUdg4goSQzFfoRy3I4RCSrtpEo5keGSKyXJAI1A0whmkW+KB+3ewbMkiNmxchuN5rF29inWr1/KWN8dUKlVOnDjN6VNjDJ6aZsdLB5iYLDM4MEWoIzSKmX3WMypohgggTFjf2hjiUCWbKIHQgjjWKBUAhjiaxEsYL88+9woKxbr16xDSQRlNrTzDAz+6j127XqXZaFovYidJm0zYJJbRksruQAiN0Rrf8TBK0d1VYsnipex8eS9PP7+DavCXfPzjn+LKa27A87wzmnFnx3+8IYRg6Yq1/Lc//juue90DvPriM7z0yh4efvjZVhidbDHARQvcN2ZWdWDSfaCUOBKynkMjsDVhpGeDLAbHptHK4LuStkKeai1IQCABUlLK+jhKUW5ELOssERU9sgIiY2hGhmerdR6crrNrosZgIyA0AikzSV9WJ2QIPecWbT1hMeKMe7FIwDH7POtX5ybyQ5H4llkgLU1EnQXnWv5zc+oF+5jCcVyymSxxFBOG1oLAHmMHJ/HVMwmAbju0KZCS1CAJGmbXBYslpAQLYzSOY4iiGIHGdVyk9DDGWsNIKZCubH1GtAZlPeWF1ogkkEFIKBSK1Ov1Vk3m+T65XAahrSTT9aDWUBgxG/omE4De3n9E4mXpYPsD9pgpHaFUEykziVuIZdClfmzCWO84NznEFiCT1kpKx5ZxFscWeBUpEGePzuwa1qrEgMSvUCRgolDJ+TQJCKuII+vzJhPlh/0O6WvO1pYiaZKmLLx0stjPboHPWEe4wGnl80i1TlYLXBz6HYHvSsI4wPgGP5OFWpOsgc1teU4GIZ2ViBlVJ1IRUnrkMzmUVoRGIYyLMgqFwRO2maK1Bke0AOW5ZAKtU8B3DhtACoRJmaAWtEn9w43RIAWOBGkURgVsu+4SNm3e/C+yvv/UAnYApVIbF19yEWFtkqAa8Pa33UpvTxErbLK6/kYwyWc/90Wef/YgP/+LCyjXqtTKNTZtWU+xWEQIL/ndhILruBihOXH8IE8++yInTk9TaF8AjTqulmw5ZzVLllzE0qUL6exsp5AvkclJolijwyYnjh5meGSYmZlJdu/az8mhScYn6uTzbVxx5cVcd/0VrF+/imxGcuL4UV586UXuuPM+RkdryUZDEkWT/PCH9xOFivd/8GfxXNmauErZVDJM6sdkuQIyuSgFhkgFDJ4a4bHHnmPvq6c4d+sWPvzrV9PVLvG8pGgQBq0Mu3ft4+SJUa68/Dy6eq3m+/4HX2bgdJ3f/Mh1FHMCpRwqMwGltgxBoAmbmvnzOwjqY7guzJRrxJGhr7eLQ8/tZeOqlUxPTuNmJPXJISpNh67uAn3zepCuYWCwQteGIrmsIYoErgy59U3nsnvvcb71zRf45V+9klLR4+ZbLuIH33+We6af4/obLqbU5hDrGC/vsvXC1Ww5bwPHjg/x8MM7+cvPfIu165dxzTXbWLZsHjnfT3w/0otKAzZB0RjbqTJG4kiPQsHH8yxt2AiBcSy7xXFt10E6goX9/XhulpGhEcqVEA1UXj3KsWPDCAcqlSZKzxrD+o6DIwRZT1OdrPDwgzt5fsc+tmxawcXbNjGvt5tiRzunTg1y5PARGvWA4aEJSsU8jnSZrtRIQ1B8xyGfy9BWyhM0m1SqE5RKXdgGjmTbxRfiuAKlYjZtOZdiqY2g2eSVV/bxla/9gJ279zE+06DaOM2ho9/FkQ6rL9zGb/72x88Wgf9Oh+f7rNt4Lr/84Y/S0fYlnnnqaaamq+hwriEspPTrdBMYxRHKzJrotrw/5tKRmMO409Z/IQ0qIDGdjXXMiaNTDBybZsdzxxFG02jEczq8hrlU+ngOSJQqceey/wTMeogkm1aj7YZG2YohAdmcFnj3k8C69LPbYZ+jtAZFwuYC6Xj42QKZfIG2jj6Mm6PUNQ/PyeMJj1KhwwI1bgbp+xQ68wydeJmxsSkWrb+Q+evWsrA7R6Etz4lDR/ClpC3nMzE+iXSsZUGjFhM0arb7Fsf2pp10mW2BLRgZnsF3XbJZD2EkffO7aYaGiYkpDIKO+f3kip2UR4eJwyZ9CxZRrpapViu4cYSONZ4vcbMSPytRkSIIQ4JU2qVNYop8BqfsjGt+LrNutmM6+xnnAnmtjigQRVHSlU1h39l2bNqxNiJlwNGSDAijCJqaO+98mcPHxvjtj97E9gtX2C6kCXEdn5RJLoQg62d47/uu5KmnjzA0NN0C1YyYwwZM3zdlnyNaPi4/afwk75TWfEkYDLaznaQqzyKPiFAwf/ESfv6Xfolf/bVfO8tu+U82RNJWd7DXwOlTR/ndT3yMZ5/biTIuC7qLdLZlmBg5xcigx/yFy3H9ApVylUgZtBYtJrSVSyYeVHoWHG+xOT0H14Fcrsj552/g4u1bOe/8DSxd1E8+n8X1bDCaQUGydsZByKmBVzmw/yTbt29k9aplHD89AnjUajXGJ2qMj7uEgWUOLFzSzXvfdxOXXrKR9mKBQjGP0YZ8vog2BiksgKaUIsYGYkjpEkZ1gkaNsFHhycde4pvffppjQ+M06va6KxZzCCNxBeScEB3WcXPdYCSVakAQVyG5R0xNS0JRI1PI4HkuLgYRhfjSIQgjDArHgampCq+9FnHX3U+weFkXxXwRR+YQ0nqD9vX1sKB/IWDDGT4QKo4eO8Wzz+zm9PAoe3Yf5djhUVSsyXge2ih0AiA4zuyxT04ECEmxWLAsaKUJFJwamebvP3snBw4O8L4P5lm5bDFRs8GpkwMcPnyS8YkajWZiWJ/ct1rrk5g9947joo1loEexoqPNp6erxBXbV7JovsNzL51k78sv8qu/9EHe+/4P8Iu/9BHaOzrP1mv/wYcQgkw2x1U33MLl19zEkf3Pc2Df+zh+chhjBEbaLXnKkk+tUNL7sONYT1/Xlfi+pN4MCGJjuT7J3iQFh6QQZLM5Go2Y0JE0mk2k65B1BIHWjDYCeks5lDKMz9SYjASuI9k51eDFSsgrE2VGwohQ2CCyVA0w9zpKAZifeC9O6kT7eWKrKHJsLcSP1XaWkarnSCVnh0zsMqQAz/Noa+ukWm/SbDaJwpgWO8xY7ziZsMmMmetbl9YooBMbAduElLaR0LrN25RmpSzQ77q+PebShq4RW486x/MIw3AOnmWScAcLUkpXUijmUdq160vyvVrMOuEmCghbf8wmBttQCiFki3Epka3aUkqf1DPPri8NfDeHEGmj1nrSuY4DQhLFtjGc+gZbb2nHEoGEh+fZhlEUB0lo0awUtHVEknTZVBlj/ymxNxCAUSgRW8zBxIk9l53H4ifMizNsVX6sVrXoqpOQlGJix3CgoZC6RpvrkA0ceiKbxhtPNwh7Xfy+IvF4mS4nZn7GRbuSjOshsX7QtaDRYpzrhB1ngCAKWn7eWmtrOZOEQs6dxFprXGeWMTq38S2EII7T0A8JWqG0xhOCWEeUgF/5ue3/Yuv6TzVg57gut77t/Ugd8+zDj9DZbZlLKaI8Uxnmy1/6Og89vBvXy/LFL32drJ/hdz/1EYqFdoTwWhIiEAgHpqfHeXnn8zz15NPs2jPAxHTAAq/EJRecw4UXb+OcTRsoFUpok9BOpYs2how0CNXGhs0dFAcO8/WvfptX9g8hnQxvvOVmbrjxKpYtW4QU0AganBwY4bGHHuGBh59icqZpdf7SepnUgpBG6PDM0zu57S030dXVZr0uMCgdkW6DEl4AJKa02gSMjk7y+GMvsvPFg6xas4YP/eI7Wba4C0fGyaJiMBrGRid5/NGXGB8r8+a3XEFPbx6M4dDx09x7315uvfUG1q7sRghFpWzlWEYLpmdCpmdmaO/0mQwNq5d2YJSmVqtRqZQRAlzPEKNoK5UYG6jTjDKU2hyko5k3v5O9rw2wdfM2PM8wOVGnq1tRyrn8wvuv4g//9G7uva+PW1+/hc62HD/zM1dy191Pcd+PnmDLuetYumwBvu8n5o2GFasWsGzpGxg4cSFPPf0i//gPt9Pb28PVV21j3fpllEouGIFWiYkrEVI4oC3NXOmYeb29XHrJ+dzzo6doNiN8N92oCjzXZ8GCPl5345Wcv+08Bk8N89Ajz7Br9z5mGlXCyJDNZBKj8tQTK2HduC6O1BRyHsWCR7UR89RTe9m9+yjze9vp7MxTqwWEzYi+vnaWLZ/PzW+4HqNdDh86Sq1WZ2RklEhFzJ/fy6Zz1oASVMs1Gh0VmyTk+uRyeS7cfime5ycXvsZ3XbZftI3Vq1fxZ5/5e5555kWqzQCkw7o16/nYp36ftra2f5sL9+z4FxqCyy6/gYu3X8V3v/kFvvSP/8iRo0eoNZRt6sUaxKykVEWxBWKEmQPMmP8NvJhbCIJBJhb9yrRKGWsqi5U8qppl6lrvESzVPgUKSc39E+lDCgYZGxyWepBIIZHJ3iaViaUJnOla5/sZgiA8A2CcC86ljOp0M+w6trhQRpDJteNm82SKRebPm0++qx+ZzaMiRawEvp8nakaYQBGGCulINBKHBvteepnRUwdZufZSvO4OMvkeTNZn1bbL6Fm0kdrMEGbiNJWZGeoNQ0dbiXqjQaSMNTrGplvNAkCWZSiFQ39vkfHpOp6ToW9eL7S10xu6FApFepavZKYcMT08xsiRA1TqTVZsuwYtfZxGk/FTR6iXZ6hWpyCq4WiN53nkcsnmXWnC0KYYRsqaUdvud9qNny2YhEiZjrPF0mx3kzO8SFLgzjL2ZsFfM+f4m7RATf5bGuw6LBI5tDa8tus0H/n1r/ChD13D2966jY72EsbY9EW0i5CSUEUcOXYCKedKWizi63oecRQmG+FEfks6bdPCMf38lpEphWz9TcrGaz3Hrttp4WzsE3FEEoDSaLLx/Av40ne/y6JFi/75l+vZ8R9mGAzNRoW//cwf8/xzO2xSoSsYGp1iZrpCo1rh6OHTXH55jfmLirTlra2AUh60QGFJPCf1c+5a7EhJIeOzeFEn737vm7nllhvJZDIIJI1GaFnBjpUjSemgEsBcCIXn5Vm8dAnjE1Occ+4K3nDr5RhheOTxZ7nj+zuJmoplS/u4/nUXcs01F7B500qyfsaut2lwjDFEzYAoZRBIp8VuaDSqhEGVmalxjh06xZe+/AiHT1UxRhErQ6mUp1DMU56qki90cuVVqxk8PYzv2iPXrKuWx8e58cUAAQAASURBVFIbILwCKmgSxopCPkN7waFgJBknz+GBSfKFPGGkqNciypUmjz7yClK6vOtdr2PZsixaR7huJkn9jsn4ebJZn1wOzt28mnM2LqNaq1KrxTz5xIvceccT7Nl9JNm0z5HmGUMulyUMI+I4plDI4/uStvYOmo0GixbPY2xsgmq5xp13Psazz+/m/PM3UZmZpJjNMDQ4weRMjTAOW+dYJX6iaTgPzDYMjDYI1zamgkaM70i2bV3DbW+9jv0HT/HFL9zBk8/u43N/9zccOnSIP/rjP6evb/5Z0O4/wRBC4no+y1dt4obrr+Br37iTWhBhva/svmWWWmbnEIB0HTzPRSAIAusJrJMgMJLGqRSSgu/iug61hgUrmqGVZBqlyOR8slIi0HTkXYaiBqeUw3g9ZrIRc6wacKxWZSbWaHwcYZIG7VzWvv1cJGAZ0GLtCyHRiXTS2m4YfN9Da2HToYSTgHmzqorUv0wk6jHrbZcoFhwnCeaAbManPFOmEaSMNWv3Y2tKkbATEwlx8jlTeyG7x571GROOlXRKYWztouPkT4htgnut8ATLXrOsQiklQsf4Dmhlm6bSdbBpq8LW5EmIRbPZtE10rZJzFqDQ9Ha1gWPrDilFcowBHeMIy1IzOBijbMBakgRr8QyJFFkUdTzXRwgXozVh2ARASYmyDB8EDkYlstbE01Q4ImEYgpD2OMVKJNJsg5us4ynIZ4FCaz2V+uClZaQjHQwSBwcjVevYax0lTEbHNugRCUNwNlhzdi4lYXbGkO4pSJ6rlKIiYl4N4c5mAE3J1mnobfORWmCGJqjVfXLZPJ2dnaypj7Eq5zLdCPG9LLU4soF0KsKTLgkl3pIFhCFSCn8uAAekEhIhrR1OWg+n81wnEvVW7SsS+yGjcRNvRB0ZfD/iktUX09b5+v8/VoifPH6qATuAfL7E69/8foaGJ/jut+/k+usvYeWKpZTrY3z+81/gscf2YoxDo1knqIdce80VzO9fiJQeVnRtO2FBUGX//l08fN9jvLZvgKHJGRqNmPXrVvHWn7mNK6+4CCeZqFoHGC1whJ9sBALK01Ps2fMqjz/+BK+8cpiZcsT69Wt4/wfeyeaNa5FyVopkFNQrM4RBk3ndnZQro9bwMy3YACkctm7dRLGQswwNTFKcmSSVJfUUMoRBnaHBMZ54fBcDpyeZ39/Ph37xXaxY2YPnOIBNWEmLiOPHB3j+udcYGpzmZ972Ovr68hhj/US++e2n6eqax9VXrUWKEMfJMj4xTndPG1pIKvWATNajmM8zLV3ieAYdBiB9pssNtIroX9BPb988pAmZHGviZrPksnYqLVnSzbPPHaHeDJASytUGmXyBYs6wZlU373zrpXzju8+wZkU/mzYupFh0ecMbLuOpJ17lhef2cPDAKS7afg69vZ3J4qRwXMPylb0sX/kGbrjxUvbsOcIjD+/kjjsf5dJLt3DhRZvp7OxA6BgrB0yZJoAQeJkM7/m5d7Ji5Vru/dGjHDp8lDCO0dqQlZKli3tZu3Y5C+bPo39eL1u2bOD4iVM8+vjzPP3k85RrFQo5j0Leo7eni46udjo6u223Jg5ZsKAfjWZwcJQD+48zNDTB4WPD5Iaz+J5AK00zrNPekaOjo43N517ItddfizEk3ocR2WwGx3WIo5hapczk6DjFUpFcqZ2piXGeffpptl1yEQsXLE08CuwNpLe3h49//Nf40j99m3t+9DCBlPz2f/1/OHft1rOF33+Q4boeP/uuD7H98mv4m7/+n/zonvuYnpnBJMa8KklJtRuv2Q1ZC5z5PzDsWmMuNV22WN60jFQxiSdF+vsJ9ZtZZhXYvphIJZvMMrpaP4M1Wk7WwPSGl25iLVg392Od2YlzXRfP9/EzWSKlbaKTVvQuWsGCJSvJtXch81kco9DCBcchlhpP5IhigXYkTlYQaB+pFa4IOHH4ZSaHj7N49UVk2vtQcYxLlqlqA9UQKLdAqa2HrCMYGx6lXGsQBAG+5xGbmEjbtdv3fXzPI2gGxFGE4zgUcz6ZbJYgKuO7PtlMiVxPD319y8hlcuhslkJeoL12jM5yct9zTA2N0DZ/FYHM07O8C9fzqddmaFYmaEyPU544Sb0xbRktwpDLeuRyBq08oiimGcY2qTJlgIg5xz5ly8057um5meuFl3YLpZQgUialPuO8/Dj7MU66+ybpwmpjiFCMTzX50z+7nyee3M9HP3oj52xYiu9rfE9QazS4574X+MLnn2V0pN6aY+lpD8PQsjVbn9cW29Kax6ZY6Zw5lM5dkXT2LZvTTQJPpHRaTDpDUmwKg2MMRji84+c/xBvf/GYWLlz4E67Cs+M/06jVa3zm07/P935wJ81QtWilQggiZThwfJo3vvltvLbvIPm2tazdsJ7OB44zVQcRaWJjGyGe47YAb8so9cl4sHzpMq66agtvuu0mli1dhPVkUjgeFEsShJVzmYSqnJQy4Hr09C2id57D4iXLcaRACM0rr+zlgXtf5tjRcbZfsol3vfv1bN++gbZSDkd6YCRCaqKoSTOo0Ww0KBY6caRnrzsTEUcB1eoMcdTkyOFDHDo0yHe/8zwHTkzbBo2218yyZfMZODGEChVthQJt3fPpXTCPw4dH8HyHjlKOWiMgwq4LRsZ4rqC9UGBhfzcduYBLX38rp4cmeO7lb1Crhaxau4gjB4cJgjrlasA997yA73v88q++kY5SJ1J6eI5EqZgwDBL/K+vb6ToO3R3z6OkULHxbP+dtXcfzL+znS1/6IacHx3AdSU9fD9PTFdpLGdo725manGH5yoVs3LicWjXg1tuuZtXyJcyUywwNDjM9XePA/uPseOkAx46eJApjgmaQ+IklYWfJpBCu3RzHkTUk18qgiXEdcBFIBFGsKLa109HXS0dnJ5dc3IlWEUePDXFquMyD992PUb/J7/+PP2XBgkVna7f/JMPLtnPLr32KweERnnvmJcq1OqFKvWWTX0qapJ7v4HsWRApDhVIG33MQ2thrLfVlS5IpgzAmihVRbBOJcxnLFvMw9ORdisLjZEPR40jGDBytNTg2U2e0GRIkSaxCgDZnMtbt/VYhcFusMp16FEMC1lnw0XVlkj7vt4CZ2aac/Xp2bUsAG6GRwpDLZlFatMAdbQxxpAjCGnFsU5et9ZFIADGdrAnSspnnsA3BNhDTkTL0UxZeSwppDAgnsSkJE7ZZUkckHzcN+RJGIaRDqGKbBupLG05mZpOyo2aTWt36XRqdtA6FwImt1NamiEpyvksUxVaMKQQqiiDxNRTCgrepMsX6tUtEGiCRhvggyWZylimtYqLYht44MgVUZ+s9PaeWS1l5QoDjegDEKkrWVg8pLFiodZT4/3nM5c2doeCQDqkHYerFb61fnFYzf27jKp1LKatdmnTOzwLAQtomUlVF7KhW8TxJXcHlGUlPTwHqMc1qwNBMA6eUo5DzWJpzOOAJ6kLiGEGsZCtB18WSGyK0lSEbCILgjABPaZIgS2E9BhVxiyGZfmchBE5SW7uOY+2tElakMgbfjdiw2ONPPvwr/6LEmZ96wE4IQVtHJ7/w4Y/z4F3f4+vfuYtcxmG6OsWLO15FxSCF1cVffPEFvP8Db6dYypIa/xlgdOQETz35OM8/s4vjA5OMTtVYu3otV111AddccxndPV0W8JrLRhGK6fIkBw7s59VXX+OFHbsYHKzS0dFOodjG62+6iJtuvo6Ojja0jlAqoSsLQaGQZ/WaDWR8l9GxcY4OjCLjZPHQgmK2yPbtF/Gzb78Fz2POJDUJ0mwnehg2GDw9xMMPvsDxY2Os3bia977/VubP68T1UwlakpSjJZVqlRd3vMLEeJkwiLnxpitZtLgLdBO0y3337WLf4Uk+/Mu3UMgrDA6NhmJ8vMqiJV0I4TI6UqZQyGOIcaRjL3rX5eTpYU6eGiXSgpHxaTzfZWL4IMNjZTKlDF6SCDi/v5OBk4NMT4V0dzq0tWc5NVBm7ep2wOGaq9bzyt7jfOFL9/Ox33o7/b1ZOjoKXHn1Vu65+0k6Ogs898wu+nrnseGclZTaci0pFETMm9fB1Vdv5aILN/Dyrld58cXD7HzxICtWLuDS7eeyePF8XDeN/Ib0rlAo5LnxxqvYdvEWnnt6J9/73g8ZHZ9EK83xY4O8svs1SsUS8/v78X2fVSuXsmLFYt74hqt58skXeeyJFxgfG6J3vscl2y9ky/nnWtaQ4yVeW1bONzU5xYmjJ3j++ZfZu/8wR08OIx27IO3de4p69W7cjM+mc85DSodMJksuV0jOfYzneXR191Jq6+TJx57g9NApHOHygzvu5YGHH+e9738HF11wCVJ4NskSmyz2tne+mSeff5Ftl1/PeRdcdLbg+w81LBt06dLV/OH/+Eted+PDfPGfPsfzzz1PtWZBLpEEJThGJtHrs8AF2I5urGc7mvZVk45RWjsZa/aPoZVEZpQtfpSay29KATcwwhYiNsghkW+Q1JgJOCKSpymjW/5nlqXHHMDFvlaK2GljENJ6Yvh+zko0Mz7C8fCLXXQUigyfOs68JcuZv2Y9pY4OwnoDYUCLLGhDGGlkpoDGygik9NBxjMAjqE4zeng3M5OnWL76UnzPw9MOvp8lbhiiikF6RWQmi65N0N69COQefM9D64hMLouMY6RwiKKQmAijtJWdCB8pBO3teco162GX9XOsWLWZGeqU+hcyNVGlOtUkUta/xc8VmL/iPCZOvArGo7hoFfVQQ7OJMOBlC2SWlOhduZIgalAdPU1YmSYKatSmhjEqxBEObYUMGo3SNqgkVrbLbTBJQWTQOKTJr9rYwqVVPSfzQyXSAJuOK1FCJBYws6BfS0KbLDV2NRItGbZSyt6Hjebppw+z/8Aw73n3dt7ylvPASO5/eC+f+4fHGB+z31HNRYQ5U75mjLElqhCtsLM5n9rO2WRSznrVzc5Tz/VmDafTaSwNKhbkcwU+8Xu/x4c+9KHZAvLs+E86LOvi4Xu+zbe+9hVqgb0OBOC7VrHRDGP6Fy5nydKFbFyfoX9BHy/u3EUQC5pRE6PA2nLY2ek6buvnUnuRjCfYuGkN73nfrXR1lnBdlTBPHQxxi53VbDbJ5XLJJWmvV8fxyOU8QOP51mPugQfv5/ZvPcWJE5Ncfc1WfvM338WaNUtxEuZ0FAVUq2WymSJR3EQpTSHfjpRuyz8viprUKhUcV1Ot1Hn+mQPc/oOXGRwv47iWwZHPZli4oIOgEVKvhmR8QVtbjqkqvPLsAVzps2HdSqq1gNqLETkVoKIAXFjY2826tcvJuIJMvg8v14syZfrmd3Hg2AhaRSxb0cOJY6NEUUQUa+6841nyeZ/3vOcN9HR3ttL7pEwl+xaI930fITWO4yOly8aN61i9fjULl/Rw+7ce5pFHX2JiYoorrz6fqFlj+fLFlMvTGGXYtHYRCxZ1smnjanKFDN3dRVavWoIQkvCmgDDUnBoYYceOV3jokad59ZWj1OsxvqMJwiZRNCtBNNqcGQxlLPvCdQ1aw6FDBxmbOE1vbydDJ0/y6su7WdDXyanhMmEY88D999EMmvzpn/0VCxYuPrsO/ScYQgjOW7qa//aH/4vvfO1z3HH77ZwcmiA2oHRaW0kcV5LJ2P1YFFrWkOu6ljWWqBVM4omdWCtihAW00yRq67Fm8KSk5PlkHBdhDLumQqaimEo9ZLTepBIbhPTOuLcKY7EhSO/Tc2WxaQM42b/qGMcB6bigHcCzdaEObUNPuwm7zjL4dQLwOI5ECB8pEnaXsDVqnASRGWP3WK7v2pAyY1M7lYoTANDKPUnktclHJ73hi4SFjzEYHVlLkeS7OK4FFB3HxXUEURjiuJZ1LObYc6QSSEfa92sBOcbWGxnftSAqAs+TlAo5gki3GMdSSjpKefIZG2zjuRKZRrQJEla2xsS6FahhEvKJSevypCluZdMK6XoWo0zOt+N6STCFsmFyLTVKAggmSbiOTFLLlQUlHVdiEDiO/Y5axbiuj+tm0NIjilLvZcuBTAHNtJslEoANYcN2moFNUddJYAPGHs/UwsfMrTVlahVBy48QkcitHQejFY3I8MJEjeFCyKjQvK4nTxcuZaUYqjfwXMFg7HKybnBkllqjhtZYMpWB2GiESgzSkr2K/Vwy8ZxPAGqlbYCeTK4rc2ZzuqXQSBRJHhb7iY1NuPVNSHdfjls/+Gk63vKz/0IrhR0/9YAd2ANULLVx6zvfx0VXXcmP7r6DwYGjDA9Pcfz4aRxXcskll/Brv/IB+ua1z7IL0ExND/ONr32ZPa+c5PRwDSElF59/Lj/z1lvZev45tpOZtOoNEOuAmekpnnn6Ke6/7wlODEwwb/4Kztl8EfN7jxM0A2684Qq2nHsObR1dzDV6nNsQcT0fKTXNMERpiJXdPPT29XLrLTdx9dUX0taRm6UFGwelQ4y2jKsjR4/z6GM7GBkqs2LZEj7w81eyaHEvGV8AMam5p0GjlWFseJzHHnkBBwdFxLx5/WxctxCbsuiy/8gJ7rz3BW685hIuuWgNWgVIz2fg1BDC8XBdDyE8xsdn6O4poFQEOGRzPs2gwdrVy8jnM9DUbN2yDg+HmVqFaqAodBmUAaUMHR0lisU89aag20CpmOPll06wbEmJXFbiZzK8611X88d//B3uvOt5Pvjeq/DRtJd8brvtKh5+8EVWrFjM2NgMt3/7fi7cvpnV61aS9VyMsExCx4FSW5ZLLz2PbRecw8jQNM889RJf+sId9C7s5vLtW1mzejm5XM4yLbWyNGVp6Gxr4/U3Xcu6tSt54MHHeXXvATIZl1w2x6mTp3Fcj57ePhzXQRqYN6+Ht7zlWm6++Sr27NnPgw89xd/8w+1cc8UJbrjxMub3L8DzMwkbydDd20t3bw/nXnAulekyO1/awz0/fJgDh04wXa3TjCLuveNuHKNZv3ErUvqz7BXjAsamUroOm7Zs5vt33MPAwAiNMKJybIzPf+4rCAwXXnAJljYsqFYb3Hnnvaxcu5GPfeJ3KRQK/6rX59nxrzOEEGSzBa694RY2n3sBf/zfP8mdd95NMwjRxtLWU/+31A/E93x7o00kE0AryTVN8iJNWLUITlIIqVZ0uk4YHrrFlhOIlK2FbYukK64xBiPTDcts2mf6TJvald6QW1/MgoHJ55HSGpkL6SJdH+M4tHd0It0sC5atwM0WqU1N0N2/mJ7FKxAxVMt1C+xphXAUsfBxCz5BI0Aa3ZJDmDAgLA9wav8OmrVJlm+4gmKhGx010WHTpqopTRjFZPMOxlTxAS9XREiJdByUjpAO9PW1MzFRJY4ijKFVkDmuYOHidubP6+Dll48hpYt0PRohTNer1MbKBKGgUg6RXhbHyYDfRq7DYb7YyvCxF2mWx+lbsw3jZwjKESYWoBXSFRTaOih1tFvAPooxdcXY4BGmhk8T16cJGtOWfed7aCSR0sRxnHhtGBxUi52JmQ0HsWDtmUxMW9TajQCJQe9cr7sUzNDJU9MO+tx/18nUGh2v8Jf/62Huvvclevrb2f/qEOWpEK3ndn3PLI7SV5LJrBGIhAVqZcdziy85yyVMNjGzcy+byRAmib1CSlsEiohN557PV7/6dRYuXHjWr+7sAKA6M8mrLz1HWylPrTFjpTnaWmAEUYAjHSanxrnr7nt5220XM3z6EE8++RKVhkIZMMhkGdU4jsRL/HbjOGJ0dAIpBYePHqPRbOD7XaTsB2NUayWVUpLJzKa7tzAgYzBaok3EkWOHefrZ3Xz9y/cxPdngPR+4mde/7hKWLuyhWavhOz7CtddrJpPH87L4GZ84jtD2gxLHAUHYIIwaIDRPPvEid/zgOV7Ze5pKPQAsYcX3XLacu5qxkVFOD4wChpUrl/K6G6+hXC0zOVrhV3/93VTLIzz44At4ro+WvmUZui5KB2Q8xXnnbeELX/gew+N1Nq5exMrFPRw6MsjxY0Ocs3kVGd9vJWs3gphvfuNxZqabvPvdN7Bi5WJc1002nlZJYYymWq0yNT3Jgv4l5HNFBBLfc7jx+itZsWQBmbzLAw/s5OD+E1x99Vbe8uarcF3B8NA05coUxVInzaCO69nNYy6XRwiHjJ/D8wVrN+RZu3EFb7ztel579Rjf++4PeXHHHqoNj4mpgFhpoig6k7UsZm+ncYyV8GZzPPvos5w8PMDuPcfZvecEg2M1wii2IkBtePKxJ/jd3/kYn/nzv6Gru/dfd+KfHf9mY+HSlfzqx/6A9Vu28Z2vfJm9e/dQbTaJFUhcXE+ijEZpQZQCQCnbU9rawxESVzqoWONJx4ahoJHSJetbrmdbxsHVMdP1EJ2J0JkClUgxWa0xUG0Q4iCFSUoxSRhaf17PBYwh1vbzzN5qUzBJo01o/b5cOVtbYBlvLasnIcEkYJ1RSU0lcRwPY0zimwuh0nNqjQSIkml9KC3zXlvAzhEOUrhEqolWyXuTNIETVpvRerZISaSvFpxyLbvKcRJGvkSpKGEOyjPO0VyGVRRby6YU9Em/l8QqqpCJ5k0aPNfF81yCKKKjvYN6ZQbP8ZMmJUQqxvNdmxQrUumtTNhlprXepcfbJHYgQiYBZpwZdqO1wZE+AoWWMcZoYhUl32GWnadVZF9XqNYxk9JBaXA9DxVb0A8xq1YTyKQxkYCM9ln2uCTn2jaJ4kTlOAvM2rXRO/N4GlvTGZ00fGXKzmt19u3xTcDLuoo5WldESEaOjHNjfy+6PkPOcxmanOGU9og8SRBVEwuIxLNO2/kSGY0Ss+CrMgbhODiOba4Iz20lgBujEGbOXiVhIqRkiFRWbOtjYdnqOuLi9Rfy8T/5UzZfcMEZfnf/EuPfBWAHs9TJhYtW8r5f+A20jjmwbxdf+eI/sOPJp1i5bAmdXXlayL+Ber3C3Xd+j527Bjg9OEV3Rxevu/ZyrrvpKpYsW2Jf11hUNYrrvPrqbh556An2vLKfmbJh4+aLedeH3kSpvcT3vvqP9HV1cf1N17CgfwGFYluLvYIQyeKYMEQ0nDi2jy9/5bu8tv80Ekkxm2HT5g286U03s2LlEkoFHyENGpXo5gOCIGDf/oM8+9QrTE1VuODCzbzplpV0dpXIZPwk4Sc10rSTrlppsOOFXZw4Osyll25jdGyQ8nSTq6/ajBQWEZ+uBHz164/RP28ht77xfBACV/po5XD06CCLli7GGEMcC06fGmXJsl5ipcBYdkWlUmFy2nqYeK7tcNYaZcIosKEO+QLgoGIH13Pp6Mhz6tQEC+bNx89kyGYkBw6OsWXzQoQU9PW287a3Xs1n/+Feli+dx43XbsTomHwuy2VXbOKOHzzOpVdsZd36Fdzx/Ud48MHneMttr2Px0l5wbJpgmniUz2VZuqyPBf3XMTVZZdeeAzz8yE7uuetxNmxYyTmb1tHd20M2myWKFFrZ7kG1HrBxw0Z6e/pwpMPUzAwHDx3nyad3UG80KBaLLOhfQFtbiULBJ1/I0dWR5T3vvpmx8Sn27TvGX/7dN+gs5rj6movZvHkzhULeRnJr6+HS3tnBddddyaUXX8DOHbv4xnfu4tjpEV546RCTE1/n5jdMcv5FF+LnCtYoVDpI4SOEIVYBBw7uZ3R0nDBSRLE1hj49OM1nP/d1pmeqXHjBhYwMT/CD7/+II8Mz/MXf/AVdXd3/Ztfo2fGvM4QQ9M3r51P//dN0dvRwxx23MzE5hdK2QIkSJp3n+S3Kv+THmgoipbPr2cegBdiI2R+T309htpQ/N+fzMFu/mTmgT4KjJIWTBfaSPmzrldJmRxoYoY1GaRs4VGjvpmv+QvxCkWqlRj6TRWRzCAfGRgdZsulCCh29NMrTuNKhMjlOrrMTgYvQBtMI8Q1EjQZxs0a9Ms7kqaOUp4bRQZ1CcR6FTBuOITEvbkLcxFjiPMZxCMNJ1q1aSFQPCIOAfL5AtRzQqDUpFvJ4vl3zdBIP7/se+UKeXCHD2GiZIIBMLoPCIB2PxT2LOTQyA5kOZCBRQQhubCUTscEtFGjrXsnoyd1EwQx9a87HyZcwmRzScYilIWzU6eiykioZaXRG4WdzLFi5Ecd1GT99nLGBgwjHxfWztLd14Lq2IG42asxMjBKFzQTAI+l6py2r5GwKW9DotAuqbXrW3EIlBWhnuZpJsiZnFrfpazhCQKw5cmiKQwenSLQczFGr/ERWyVymNHP+XSZFlHW8mWW3pN6IJP+ttabeqCMRGCHJINBulj/8oz/nbW97G6VS6X97z7PjP+fQGqJmjauuPp+MG/H5L32f2HFpNENq9Qapkfmxk6eYmp5i6eIOxocPse9QlVAZtHZRKl1DNa4niMLAzlGl0QZcz+XUqWG+f8fD/Oybr2fBgvk4bmrg7RDHUcKUSaXcMrEjMICi0azx4su7+Id/uINX9w7TP6+DN922jTe+4SoW9LXjCBfhSNs4ltlWqJmU0Gg2iMImjrCs2XrQsO9tDHfe+Thf+drDjIxXMcYB6Vg7BCG5/Ir1TE2WGZ2YoRlFdJbyXHDeBo4cPsDxkyfYtGklK1Ys5PjhiChSRHFAHCZgYdGjUguZKjdZvHQ+r3/d5byyb5Cnn32FfD5Lb0+J8ek6g6fHWbS4hyOHGwSxJo409TDmvgdfotmM+Pgnf46OkkMuW0D6lu2YmsN3d/kMDg7R092DdMB1s+SyWdasWcbvfOL9YBQPP/wKzz/3Gm9446WsWbqczs52cvkNxLEin8uRyeRboFvKTHFSGb0xdJTyXHD+Ws7dspodL+zmL/7sC8zMnCaXzRGGYcsbz26wrZdoTMLoDSP8rEdXR4GDrx7hqWePMzwxQz2IUCZhawgBUcRDDz7In/3pH/Kp//oHFItnfYj/swzfz/C6N7yN8y+4jJPHj3Jk326Gh4Y4evwIhw8e5sjJUwRB0PKaNcYQJfM/Bc5SNlN6b09TqqPIppI60kcq632XcTNM1GKGa1XqsSJUBqRlo8dGE6tZHz1bO6YBVXK2AhRJc9hY2pbrWmAQk7D30+DE1LJCxwijcYSHkT4ARlk5byq1hcRf1wiEdK3sX55p86KUBRKz2SzZbJ5KpYqONEamoNWshDGtP4zWaG3BIykzuIk/nSXM2D+zjEXJbFVL6/dmm5WzoJKtMdLgQwdtDDq29WAhn2NkZJqqVmhjCBoNMr6LlFmiUKOUvUc0G2l9ZZAOaBMjcc9g/M/KiC1AJ4U7G6BhDKVSkUqlMlvFCWnBVZl8d5M0802UfitA4HmJ1509WKS+04700TomioOWl58xdv8vsExK2yxVlnGIDf2wLy1BC6TjWra5ViCSPySBGmng1+wEwyaUqyRcxX5GYwzZbNZ6mBoIlGK40eDFaUGdUbZ05chHEYOhy4lqndOBwslk0bUaAstwj40NDUnPYWr50vKnw4Y6uq47G4CirO+gSbGd5BxYwHhW32EQdPfN41P/9Y/o6Oxk48aNzJ8////NJf/PHv9uALu5w3VdwOWczRfx+3+8ifvvvZ3P/6+/IlYBr3/9DfTN7ySM6jz08F3cf/8OTgxV6Ovu5IorL+ZNP3srvT0dCKxhbK1WYfeul3j0iad5+eUDtHUs4LLr38mNb7iNZcuX8vxTj/GVv/sMF21by7U3XEFbR3cSGw2ChFuKtJROo1BaMXT6JI8//BjHjw6xaPFSLr74XHq7e+jt7aarpx0hIqq1kFhFVKplwiDg8OHDvLL7IFpnuPjiraxeu5DuzhKumxiJylSqa9eWKIg4dvQUjzz6HPlcO2+89WoGT5+mVo+58eaL8B2BihXScbn/gaeYKSs++P4b6ews2o2z4zAzVWVqOmLrtm4MDuWZMmPjM6xbv9AuXEKgNIRhAEIQhAq0oFatU8yEeJ5Lxs8RRQalBODjygw93e1MTdQwxhpSrlu3gkcf38XqlQvIt2VxXc3FF63nhZ0H+ca3Hmbp4j7OWd9PrGPaO0pcc+0F3PvDp7nqmkt4z/tez513PMXf/f1XuebayzjvvHX09LTZTaNFHTCAn/Hp7++ir/8Stl9yLgf3D7Bzx27+9vGvoQ0Ui1na2tvI53I4rsR1XfK5PBJDW1sb7e1Fenu7cRxJGIZMTEwSxxHj4xOcONlgemaGZiOkWqkQqYDOrk56Okoox+F7dz7Gd757P4uXLOT8rWtZt2YVPT09+L4PQpJvK3LlNZew9fyNPPTwU9z+g/t5ZtdhDh7/MpsffZLVKxeT8TOcf9GFrFi5PinONevXr2freVt48onnybgeDa2p1hucGpjgr//6ixSLt9Noai684jr++u//ip6esx3Z/0yjt3ceH/9vf8jVN9zI5/7uL9m580Ua1QYIBxJ6f6PRsNR5ZQsY37OyUGNMcvkIa5eUyGiTS2oO+c32z1RCtftxOEXOueGmYSzCzEI/dtgiwBHyjBuf6ySFZwtsccjmSxTbOyiUOoliRa1SwfVyuI5PrCLqw2OMDZ7AL3ag4gDTnKE5PY5XKJEttWOUQ21yikypk6BapVEdoz41zfjgEbQKaO+cR1/PUibHBujqWQQIVBSSzeSQjqRar+D6BYR0iWozNCpDrF56GU8/8ywg8JwsUkjaij5LlrZTfa2WSMtiEIaM51PMSebPb2dkZAZjYkr5IsYIvGyJTN6ndmQ37Ys7CGKNiGNiEyHdAi6Wnl/s7iRqLGTw+EvMlCdYsvlCCl3zkV4GHIlSDvVaiOtgu4PZDKX585BKAhEL/NXouMHIwGFEM6QZKfLZLMVSib4lK1i09hymR4eplaeYnpggaFRsIY1lVaeQrDEG6ToWDEvOvTazKXGmlUYnW4xLLZIk7rnSMJIuKoIYoCWvPhOgO5OhIlpzVCaMTptUO+f9k/6YIGGNitnnpb4oCCspEg5I4eJlC7z51lv59f/yX1i+fPlZVt3ZccZQkcKlxiuvPMMDjzxHbIQFb5LVzPN87IZPEseGv//cvUQqplILiJQNgrGhJ3Y+NupxK4059ceJgpDTw+N87Wv3Mj40ysc+/msUCzmktJu3dDPR8hzSiZcdIQMDg9z+7fv4zu2PEhuXa67ZyjvfcTMrli8mX8ihsUwbFUU4jovARToQhBVOnDxGNpOlt6eHMGgkm5WY8bEa3/zqPfzgrheoNwzGOAnAZzd0W89dTrPaYODECPV6E4Nm/vwOyvVpjg5M0dE5j1XrVqOVQilBT08vew6cBjRGw/hUhVwuw4IFiyh2FLnshmu59R0bGD11jD07n+T0WJnhHfuZnqrSP7+dxUt6OXho2DY/UTSbIY89tgchv8Cv/sq7WLrEt7UVGpMcK8/LUCqWaDYDRsfGKZXiJLgjw/x58/ntj7+PFSsf5q4fPM1f/cU3+JVfeTtbNq8h4/u2ge24Z2yM7bqQSOgSFY02Cq0VGd/jkku28urrLubowJ3MzFRtGFA+S6Nexxhob+9kamqSbCaDji0D23U9tlxwMQODjzA6NU2tGSGFi+OIFsDgCoGOIr7zja+w/eJt3HLbe/7Vr4Gz49929M5bQE9fP+ddeCkA5elRHrz7dj7/T5/j4JFBdGwDFpRSCKwcL4riJIHU3r+lIxKJvQEjk/pPU6k30FJSDgIqRlNyPAJtqAQxfiaHm+75AttElNKykILYinMdRya28A5CGBvQYDRpvJNdU3TLM046sxJDEuaYdLKADegyWEBl1g6DROKaKNcSppyODalEMo7jRBRiXzOuNy27S7gobZOhU/atIQVkLPjiCC8BMROpo0galIlfnpA2nVSnTT/sOp6GeogkzMqyB0PLwhLgeAJi29iUwqURQD6XY+GieQyNTtpWtdEg7J64o7ODkeERgihKAtgctFYoKRLwU9nvoCVCuLb20jppllrwTTgStGW8CRwazeZsYz25/0hj6xvjSBzhntGUt3W59bBTJsIXHgiJJNn7k6gR0nuaFK3kc0vm8RKWoyLWGsfRsz7XxEgpcZ0MYaRa59N6ZSurtElYiI60Ka1GSIyxdg+2UZUyC+2evAXAAhUV0yw3KXg+vhswL+szTYyX85BRRLMZWu/iOMbLZCz7ck7dOgu8psF5II1Ax8r6LroOgVIJ6IwFcKUBrTFaoaVE6xAhXGIi/p8//DPe8IY3/MSG87/k+HcJ2KVDCEEuV+DmN72TRYtX8OXP/T2f+uTvsWDRPBrNCkeODDAx3cT3XRb1dXP+uecwMT7AwPH9nD51itf2H+TEwAjIEpu2budTt32Yzedvo629gzgM+MaXPs9rLz/Nhz74FlasXpEAhWm6iiCKLR2/UqkyNTXF8PAoM9NlpqamOXJ0jEZg6MvkGBudZPD0CM1GgOe6hFEAibZ7cHCEZiPknE1ruOTSS9i4cSWFomVZpciu4ySFhLTI+szEDPfd9wRHj43yutddxco1fex5aR9xJLj2um24rkBpg+N6HDg8xAMP7OTyyy/mnA1LUEbhuj4GOHp8CGUExZIPwmVmepwgiGkrZmY3YMbq4V98+VWagSKftTHYOtZ4jiSfcamU62hjzT9dL8fyZYt57qVjBOEq8jlBV3c3wsDQ8DQrinkMhkw2w7vfcQOnB77BV7/+IJ/8+LsotUmMiVm0uI9bb72WB+5/hm16M29/+41s27aB793+IA899CTXXXsZl1y2hWKxzZr7ui6prssVgo6OItsuXMfadUvZ99oRvv3N+9mwfg1v+Zk3JAk4tnhyHDfxW5rtWFladhrzbDX+Rmt7I9CKZhBQnplmemqKsdFpXtm7n0kdUK42ePCRZ3jooafo6Spx0fmbueji81mydAHz+3sxCEptHbzp1pu44ILzeeG55/nhj57g4Sf2sGvvUXo7SpwaGuFDvzgfP1NASklbexu/9uFfZMGCRdx++93EcUyjGRGpAFM3LFt/Pr/y4Y+x5dzzyWaz/7oX39nxUzEy2SyXXXkdm7Zs4/lnn+SfPv+37HnlFYIgpNGw3VijNdJJ05rSTp3dPNqArNQsWKMTOeuslFW0WHip/HFueE76+Nzu59ywC5EAOClQJ5kNNRCQmPFCplDEyxTo7u5lcmyUoDFEW898srkCM+MjVGamCOplwkbd+ikV2qkMn0Zl23BzFkSLaxEqKCOFw8Sx/cTVCjOTJ6nPTNM7fzHF9vW4Xo5mvUI2V6Wjcwl+toRqNHCkQxxFNs0MUCoiqI+iVcCJ4yOMDB9HCElHRxfNxiQI2H7ZajZs6uJHP9zPiRMBRhsWL2vjsstWks97HNg3RKmtSC5foFopMzheZt78+ZhmnaBSxXU9pHRpNKx0QWRcaIaEjYhs2zxcJ0PWOJza8SzZri76124i295vE8k8iYk1TSR+rBCZAg4eUbNGTJ2FqzdgpEE1Q7r6lzA1dIqJ8VEq9Rr5QhE/k6O7fwnd/cuYHDlNo1yhVp0kjgIrlUjRMJ36Drb45K3NZcraVCb1i0kkL+kca801zpgXPw7m/Z8epzX/Zj0Zf9KYKwmxxdXse9s56+B6Duev28TiDRv4n3/+52fIDc+Os8MOgxAh4+OHeezhFzlwaBAcD4TCc1w8R5LN5qg36jSbARnPJRKCmhJUo5BYGZtWn0htpDYIXAwaI62PlFb2etJaMDlZY9fuI+zcsZ/t27cgnQjXzyNk4mOcyIu0jpgpT/H0Uzv51jd/xNPPHmLJ4gX8l996J9svOpfu7hJOIlPTwrHJgxlpfX9qUwwMnEY6AY7M0NMzLwHZodGss/eV1/j2t5/kyWcP0YgSk/hkHysdyZbNy1ixsosnHn6FKHDQytDVWWTzuRtZvWYd6zdeQP+C+eze+QSjw1WmpmucOHk6CXrRaDRhLOnMFtm4YS1CS3a8vItf/uV30rdgBbEyHDk9wo6XDxFHhtMD43R0lVi0qJvxsRpBoi7QSvHgA7sozwT8zu/8PMtXLLLghLKG4GEQ4HkehUKeZYVlIAyDg6eRwtBWaqO7s5f3v/+NLOzv5m/+1538xZ9/nQ9/5O1ccN56HOkh5uD2KYuSZEOvtHVVkVLg+xlbL8qA7Zds4x+/+ENipZFCEQQBCPB8n0q1iuO6NBs2fM1oQ6xj8CRbtm3hnkf3M1OfmGW0SNGyqgBB/7xOsl5Es9k8W9v9Jxxz73VtHX3c8rb3MnR6gM/+wz9RUaYFiBljULENTDiD+Z78IIUkirSV/AFSKSs7R9KohwyKgEo9wiAoOIbQQJg0dK1HWhrgl6q6SN5XIRLDY5nUd3OtMlogl0pSQR3XyuSNQeskPCFhw+vEb17rxOZCemfUAmkgWsqcU0rZIB0gjjXW7siSMKIoSICx2WRPC7JZ2axNVE09x2flii22lTHEWiETf7eW3VWqSKGlQbB1dQL4xbHGlx5SCBqNkCAydHdl6Ooo4XuChhHIxG4+m8vx9nf8HP/42c/SaM4kx8O02F9pDWWStUGK1MOdWW++RLaSBnI4AsJEli/mNHuMLZwQ2NA2rZX1pU6OqxTSLnM6JlYK150NgRACUKKlfrFsujSAY1bB4Dge2qRegonvHPbvIGy2AknmsgVT5riQFlSem0JsGySz39fzHGuboi3g6QhrCaGUYrhSwZF5ZlAs9zOUQsmMEzMZVxFCopQhrNUtqcexDRglBcqkdaxde5VRFgQ1IJT1efR9jyCMkr6vSPYqyfdXCg10Co8P/tYn2b59+//nYB38Owfs0uG5HudfcBlr121mz0vP88RjjzIxNsYi3cUCEzM2NsbodJ3Pf/FbuJ5L37wlzOtfyKJVV/G291/FgqVL6O7qQibGjOWZKT73V39KbeIEv/wL76SvvxulYqq1CpOTFY4cPcaB/Yc4NTjM2OgornTI5Qo2kKKQp6enl0su2c51112Dn3EpFIpIaZNXstkMvu/hex5TU6N84R+/zTkb1vOmt1xLV3cxMc62S266WNjFDJr1BkePDvCD7z1GNpvj3e96E319RR595GlmZgJuedO1eF5yIUpJudbgq1+7l86uTm6+cSuuk2zchSRsxhw7OsLq1ctwpIOKDWPjU4RhSLFYQIgmxkhcN4/nOtSqTeIoZtHKJYm/XQYhNcU2n5GxkChUKB0SqSbF9jwnTw0xOlpm6ZIuXNdhwcL57HhhH/P6uygU8xijWbCwiw/9/E388Z99na9+/VF+8RdeByJAOg79C3q46uqLuPvuhwmjkM2b1/HR33o/zz/3Mvff9yRPPbmTS6+8gMsu3UaxYDdfdqEzLZ15qS3Heeetx3UlX//WPWzesoHzzz+ntSg6jjtHaSUSkM6ZBRREEunt+njJ5rRQMHR19iCWC5RWXHH1ZdTrFU4PjrHz+Zd49oW9HDh0jB/88AnueeBZOjoKXHbpNi447xxWr15KNpdn4aJe3va2W7nmuiv47nd/yD0/eoxXJ4eYmJ5h5fIHed0ttyCSiO1sLsOb33IzBw8c5tEnXsDJlLjwksu44OKLePs7fo729o5/lYXi7PjpHUIIOjo7ueGmW9h24cXsfWUPt3/nq7zw3NOcOjVCoGx6q5sY36ZspwR9I70IrL9FWpIYtJj1FrPAHK1QirnDJOBOSwaZrGEpwGdBu9antUWm1tYM2c3RVmwDx3Ynx4YHKZQ6yBeLREozOTpEeWKIOAzws3lK3QtoVqeYGB6k18nhksNIjziaQWqHyswUWodMjByjWZ0h42fpX7SWto75COEhHUlD19EmxvN9tApQjsCoKo1qGT/ThnQcNDHl6RP09i/jxMAI0xNjRFFE1nfwMy4z5Qp3/WAHixa2EYcGR7ooFRPUFWNDVfYfHGJiooZlNfpEqkm1MkVnz0IKvk9jZhy/vQ8lJK7jEdQrZAoltHLJtnWiQp9ssQMvV2LhiuWcOvEqR59/lJ6la+hbtxVtHHSkUNqyH30dErshcdxAeBJEG/2rNzMzdJSeRfPpXrocHdYYO3aSkYEj6ChAui6FUofdLOYyzO9eR6MyRWV6HM81NJKEM2HOPOHWw5AzQkJsaJNIlt//PUV2Lqj7k8A6sK0wW8DbV5TJej7L/DTJupz83ALmkiQ0YTcyruMk802RdRz8Yp6rr72ZP/n0p+nuPmsZcHb85GEMRFGZyamTHDo8iBYGzzEtOVCzETLZbAKQK+SohgEEMdVabQ6rMwnXEck1Qkw+myeMQxveYDmmCCCOYoZHJvna176Jiqc5Z9NyjO5KQrOg0awyOjLD/gOH+ebX7+GVPaeoNUMy2QyXXLaV1914ReJNlcg4tbZMVOmijeHowb0cOrgfrUqcd8EacoUiUljj+jhssnPnbr7ylUfZ8eJJkJDxXZSynlGu63LhRStZ1N/Bffe9SK2iMFJRLOR5y623cevb3srqNZtoK3VRnh5lcmE/Bw7s5uTJUZpBRCGXodnUaHykBMfAyROnOHDQ581v3gRAvtDGms1b2TZ6krt/+BgjoxNMz8SUSnneeMtF3HXXMwwMBEjPuoZHyvDMcwf45O/8Nf/1v32Q9WtXE0UhrmtN7U8MnCCXy7Nw4RIkgoULFhBH1oNJSsibLBdu28jPvbfOV79yP7/7qb/lA+9/I7feejWe67X8k+LYytdc6WFQ1ptU+BgjE1avoVyts2PHK1TKNZQxRHNYJGFgfaVczwNp1zwlNIePjvPpT3+F+b09NGrNZH4kvPQ0+TphnfvZLJvPO+dsY+HssPMhU+Ddv/CbVMs1vvP97zNZbiKEMxu4gLC+c8IgkrXIS9YRlXgkFgvtODpGaajGIXVliJTGCMtyasaa2EAY2wTUVM2VAi1W7mh9002SRpoWg0orDKlJf8rGsjVBNptHKetznlrVzgVv0hrAAmiiFaAw99+EEGhl3yMFkEQiTUwTX+3+zUcgW/Voi9llrC+ZwKZlp+w9SBnMJkkGNYjYPi8F9LRKUsLtuzLnPzApmKkNsVI0NUhhUAo6O4qUmxGljh6iyUkcmcXzXRYtXsR52y5i2fIHeOmlFxLrAysPtbV04kdnYlLPtxQsdJ006CGpudMgNylafmvpvSj1D9bJ+YhVPIddR8Litt5tRibHId0LGNugMFKglWjtE3QcIx2npWwzxtgk2sRazPoO2sfSz5GyxVPg1R7FpHklQQonOd5pgE8CWhoQwsqYpXBJ/Qjt/xxAMRNr/EZIRroM5AKIwc1n6NOGYzNVpGuDlaxNikGhkrAMkTxOa8629kRCJKCwTSCP49jOZWnQkQYJuYLh3E1X8PO/8mvc9PrX/4t71f2fxn8IwA7sBV1qa+fSq27g0qtuII4i6vUqxhiq1SpRFFvao+PS0dFJsVS0mwiSDQaAgcnxEf7yT/6QktfkXe98PbFu8NyOnezdc4C9e/fhZ/IUCnkW9M/nmisvp1Qs0t3TSbFYxPe9JI0nuaRbG17d8hZQSuE6EhU1eeTB3axZfQ43v/FKOjttUigpkm9sp89JkN2xkVGefGInJ06Ncv62c7nq6m1IEfGjHz6O52W46fWXkcunQJ+DEA533fUkx09O8psfeS+9/e1J99cHIxgaOs2JkyNcefU2tI5RseHUqRGEELTl80RxGeF45HJFqkFIX287bcU8Sxb20lnKkM36UDPkMz6jExOo2CC0RODQ3d1J1pVMTtVZsthukM7ZvIrduw4zPtakWCxhsIvnug3LueXmy/nO957ivPPWcsmlKzFGoeKQJct6eMubr+P22x9gbGSGy688n6uuupiNG9fxja/dzfe+ez/PPPkit952AxvWr6BYyBMbBcK1ZpPa4GUE556/jjByuPueR5k/v5eFCxN9ubHgRLqgpFKUdD7Zm5Vs3TwcYX1mWn2AJH0nm8nS2dHLhnWreMvP3MSe3fu5484H2bHrAANDkzz42ItEop2HntpLeWKEBf0dXLhtK51dJW6++Rqmxid47PndDI1W+Po372aqVuPSS7bjCI96I+Luu+9n92tHuO6WW3nHez7A5i3nnS3kzo7/bQgh6O7p48qrr2P7pZex56UdfPlL/8izzz7DyMh40pXTaC0QjoNM5N8pwJ2C3SmbapYpx+xamcoQ5zCaxBzJFzAHnJtlXLV8RJKXzOUKCNfD83IEzSph0CBfbKfY1s7M5ChTowMtYF1ISalzHrliJ3EzIJcvMt0oMzMxTBA2QcfEUZVcpsDU1IQ1DdYObW3d9M1bQbNRY3z0JL3dy4iCGqOjA3R2L7Spg45GOIqwWafZbOD57UihCcMKteoUS/3NCBNTq1XQRlOrlolVjHAcBk+XOXVihkYYWc9PYHBohnK5juc7aKVtUlrid1KfGWVseopMoYfBI0fozXWC7+G4Lk5TI2KFEcqG60iD7+dBC5xsD0vWbmNq9CQjR/YxMXCMBas3U+xdjoxDjANB0ERIgZ9zMELhZxzqqg1kgZMHXmPR2g0IR1Lq6abY003QDGhMTjA6eJygOYOUPqIzws3k6F64jI5inunR00xMTRCEIUYphJntoKcszbSxBGlziUQuMnce/L+dv0mRljDqZNIRRaShJIl0TM761CbT0zJGkwLTcRx830WJGldffTO/+bFPsHnz5rONjbPj/zpMVOf4iWM0Yxsy4fs+zSAgjhWhdVxHCEGj0SCMI1QM0nFwXTcJlojTV0JLu5nL5vOomvXlCcOwtUFECKqNJkeODfLdb9/Dk493MDk5QaHYRtg0VBsNXt13gsmJGkHia1csZnn3u2/hF3/p7XiOxOhU8WHTDI3WKKOoTk1QLtfZdtHldHfNI1bNJFnSYWZmkttvv5cvf+VhTg9XMcIqE9IkRs932Lp1KddeuYnvfOtJGk1NbAye9Hnnu9/FL//qr9A7bwm+b5lfxmgKRY+Nm1awZ/d+ZmbqGGmbQr7n0dnTRlBpcuDAUW64sZ9582avxa6eJWw+71KWL/02Q0OjhJHDkcNDbNkyxfaLN1CefolqvZEcM3Ac2L17gE9/+mv87qd+noULO/FcH8dxWLRwIQOnTnPsyCGWLV2C63q4rq2TtIkwxtDW3sZ73v0GVqxcwuc++z0++9nbGRmZ4r0/dyt9fZ0A1rBdCmIV4kgXz03YPJH1OJyanuLeHz3I17/1Q5SYZTXZY5E0JRyJStItHSFwpUO1EfLCzhN0to8TxnM3r3bDIB0HMCilOXF8iBeefYlb3nLB/4ez/ez49zKEEHT29PErH/tvrD93K7ff/k32v3aIiakyWkuE46KMZS25Qlupd3JvlhnHKoQE1JpNpPRoRCECh1DHuK5HnOx10NoGD5C2bQ2z8tQUeFEYk3rnzZnHwoJHIgk6dKSLFK5tKqYsKylbDYa5qozZe/MsczAlnqRkCp0E/9h+XuqlK5J1LwJSdh44jmyBL2lzT+LYUIkWS9D+yhlgi7Hf1zL4kiagmWW+pv58BoWVAtsgNZvIbRuosbBg19Ll8xkeHMaEAldk0ETWREsIFixezIXbL+LFnS8Qo60wM9lzpvU2OrKaYuvnAca0ZNAi8bF3HA+tIrTQWG+4MwE7aQwkwR4iAciU0rNqMpnKmC1wpVSM47qW4a1opfeqOPHYmwPaiSSpVxuNIPGhTtJ9bTiSlWGbhAlove8EcawwQiSWC9buQSRg8Kw/v0j8dixQK10rydY6ahECkA6xNsw0Q4p+hjhV6zguBc8n4zpUohDfz2GMIYwjDDaURGKZdWhDSlNIs0p1Ii9yhaGU82mE2Oa4UXjZmK6eAu97/y/x3vd+9F+9AfwfBrD78eF6Hm3t9gbc3tH1f/y9ZKuB+f+x99ZxlmXlvfd3rbX3Pl4u7e42LdPT4+5ujMHAAMEJEiQEEkL8EiQQJBncYQbGh3EGxt27Z9pdyu34lrXeP9bep6qBNzc3NyG5UE8+TXq6qk6ds2XtZ/2enxjDwQN7+Ie//DOqQ/voXLOMz3/pW+zZ3cO0qVNZvXoV173pTcydNxPHsclXxujGDrbRhEFMXx03b0wov8kFGek6v/rVI2x8aTdvftu1tLblSPTyyWsm+5FDvX08+MBj7NrRy6IlC7juTVfS2d3MaHGIW352L9J4XPq6E8jlUhiixlRh8+Y93HfPM5x44gZWHjELIQKLhAtB4Ads3LiDzs5u2lqbCcIKvh/R3ztGW3uLNXgseihlpbN+NSKoRDjC0NqUoVoq01JwCHRAvmAXyMAXdgKJJO16uK7iYM8Iq5bPxihDS0sbM2Z18dqmvUyb3oqbkmhjGX8XnHcCO7Yf4kc33suM2W9g1rQmwD4Qpszo4pJLTufeu5/mpz33cP4Fp9HZ1c673vN69u0+xONPvsC3v/NTZs2cyvojV7Fg4Rymz5gWgxAOxoQ4Ks38+TN5/rlmvv6NH/Hud7+R7q7OCRvNcd+jZPFOFhl7HjX1uo9fq1OqVGhpbaWpkI+/T8RsOGvI2dKa4oSTjmf9ulU8/sQLfOX6H7G/d5iB4SIf+dgncZRkz64dvPjsc+x+7HkqpRH6+4dpb5tCoCPG6pof/uRX3Hrb46Rch+bWDuYvXsHnvvoRVq5eE3u3TNZk/dvleWnWbTie1UcezdYtm7j5Zz/ilp/dTE9vL1EkcByXml9vNCzJhGliIzXuFZZ0OPZ/RPzXdCbNnFlTGBoeo1ILqNd9gjAYb4L0eAhBY4IRszfAINGMDR7CKEVTcyuu8hge6CUKfYj9Ixzl4igPN5WmVh3F6DjS3lWYsEJYqmGETfkyGqRU1P06Uzqm0dY6HWEEvT3byGZbAU2lNEwQlHDcNEZYg3Qvk6MWRkjlxRKSGkP9e8iks2TcPEFQRUc+6ZRHvV5tePnlchlGx2rUAztplkJSC3wyMk1aWSaYjjSVShkw+OVRCrkmRqKIavUpasVh0m1TCaIKQgp06IMQKEcQakmhuZPBvn0g7KS1rWUG+XwXg7272PniIzS176S1czrppjZUOo02AhNJKsPD1JxRhONBFNC3eztDPX10TptB+7QZRFFIynUIXcX0hcsIanUGD+1lqG+/fUpJSTnfglKC1rZ2tNYMDvSjY/lZwgtpzJrNODgn482nIZ6ox5uGw5l2DWLe4Ww7EvmNQQIKCOP1WTIeTmFMcjFOCJgQ42u2UAEtbS7rjrqYz33+X2hpaflPvLMm6/exjDHU6zWKpZ38+Id3U6yCUoJqrYrGIYrtvWV8EXqea6f8jqDu1+N0vFgeJqzPjjCgBAwOD9mUQuqIeKKvlA2rqVRqDA4pXqrs5fmXtgEONd8n9A2uI4l0gDHWwNvXASmnmSPXLaG5kLbKL2mBNmnsa4ZRRN+BvZRKJeYtXEKhkAMiHNcygO+6635uvflhnntxF6PFCkJZj0eJldDmsh5nnrmeU05ZzPe/ez879w3YTagOWXfEGi6//FIK+WZqlVFGh3sZHRnmuScfI58ZpbMzR7FSI4gg5aaItKBcruD7NvU1nUszf9l5CLGicdyVcig0L+Hs887lpY2vUvMNUmruu/cF1h+1lLPPO4K7b3+Oiu8T6ggtbErmc8/u5C8/+XXe+e7zOXLdCtKpNCCYO2c2pVKJseIYjuuSzxZQroeJDI7n0tE5BYHg5JM2MGPmFG6+6X5uuekBXnn5Na5786Ucd/yRpD0PYaz/X8MCRwBoxoolnnziRe6/50kG+ivUqj5SGKRjO3g/iAgjba+HuL8MIm1Dh6QgCjW1wZIdeklrxm69tQSutBJGIw31WsQjD/2Ssy+4FtfL/e5uhMn6H13NbZ1c+LrrOOnM83nqkfu4/qtf5cCBHorFCgiPdCpFPp8lDAOq1Sr1er2xrxmrljE6wm0EIwRIZ1z2GoXWt04pG6Jlh2DjWnFjLKtOaxtmaEEay8pVSlrgyoDnpoiMItTWl01r34LgwgLSjSA0KfE8zw6NJ1Qi/0z2YnaQMC7RTdhzjX7BWO9QV6UQ0hzmrWuVITaF1LIEk173N/2YE9YYCCKtUVI0vMtMAs4ZGpZJtgNJBtnGglmxV1++rZnzLrqWm26+Af3cXrSQRMrCeqWyDyhOOfV0fvi97zE6Nhoz9WKCj4k7qxho/I0eSkqbQjtBampJdvHQpoFDJJ8G+/wx4+BrIgEeB0RjJrK2HoFKxUm7E1hxdoBOA0CVMH4uGgMVRZJsmwCbQmiCoD5OiEnYfzpm8RlDpP3G1xuS4ARDERBFdTtUlgl4GzXAxFoUMVKpkWvK0O5Z6fNYUGdqc57qcJEgCPA8zwKSEjARDpZ1GYENZHGcOKHYNLAYN50mk1bMmNvF2pXH0HLgeYoLV3Pc8edzzjnn/85YdRPr9xaw+/dWMiXYs2c7f/HRP2HzS88Dhle27OWIVSv54AfezdIl88nl8oAZ37AYAzEgRGMakFBSRfy9kWWSCWKgzmBMyNPPPMfNN/+CM884k66pbYw3BQIlHYLQp+fgIe67/xGeeXYznV1tXPq681i2ZB6eI+kb6OWH37+Tzo52LrjoBLL5NCY2R8RIiqUKP/jh3TS1tHLuecciTBRTX20TMjo6wvMv7uC8886wSbVaUK/V2dfTx+LFC5ENE1yHyDj0DIywZcceQu3z6uZddLQ20dZRIAxDsukcoV9nuFijK74J06k0s2ZMoffQMPVaiHIzKGFYvGQmd9/xBEcetZiOKc2NBSSTS/HWt17Cp/76ev71X2/hEx97M4WcGy/UgqkzpnDexSdyy00PcMOP7+KSy85hytRW5i+ewdyF01m1ejG33foA3/j6DbjpNMcdv44TjlvPrJkzUY6kv7+fB+9/hE2vbebgoV6+/OUf8I63X8nsWTPj484EsG6CmXlC246b4eu/8R1eenkTXd2dXPm6i1l/1Do8x51A+429A6Qm29TMjJndtLflGBoe45FfPkC5UuHTn/0CZ5xzAWeccwFRFFEcG2NsbBQdRo0FqliyzFDPUXRPmUp7Z9ckO2Sy/o9LCAvMLVt+BIuXrOCcsy/mS//0jzz3wnP09w+B1qQ8N564icOMf5OfP/wfaNwPSENbSx5XRLgORDoEKWJbgVgmMSEgIJnONjW1WKZacSRh9ZMrFDAmYnCgB7CNokIgpUcm34o2huG+A3RMmcnwyBChX0ISUq2FCNlEc8sUmpo68P0afhDi12ukMxkcR7Jr9ybCIKCl0IZyFWO1EZSTIdfUhZAuJqxRHO0hrBbJ56dhdEi9NkZx7CDz5q1BCE2xNEq9XkYqD+E4mBCUdDnm+Om8/PIhSlurEybAgq72DEccMZNfPbiNYrGK71fAwNjYEKH2yaRSNkRmcB+OcpFpB2PAr9cQTsoiU14WJ9+Cv2cTo0P7aOmcTaQruI7D9JmLIawxMnSQsYE9tHTMJpMvkCm04aNt+pofMbD/FcpjQ+QK7QghOLBjM4OHDtI9Yybppmby7e0c2LkdL5WjUGgjnUoxOtxP6FcZHRvAAPlszg56MHipFPV6DRJgF9NYKxOAN2rIZG3DKX6jLZaNze+vlwG0sHIJgyDUdgKcNN+N6XH8exuyEEXDn1G50DVlCt/69pc44oiz/1uaqsn6f61sXzbct5mffO+HvLapP2ZIgR8CJkKqkJTn4fsBCKjW64ShaWxQhNS4jjPB/9G+cuL3KKRlXEmEnexDrA8TlCtVyhVD2nPRUZWZMzq49OKzWbVyHs889wzf+tZdRFogZZp8U5b58+fY61+CkMSePhFB3ac4VsLzMkyd1hIzXBSIgD17dnPPnQ/x9W/cz1glwA/8OEAjYbNo2tsKnHPOes47/yhuvulXvPDiPoxM4XoSR8Gs6S08/MDt3H27/T09PT1gNG1NGU48fSXCybN/3yFrDVCrEBqN4zkoKdFRRHtnM14q5Ne3HZ2dBc475wJuu+02nnv+VYyUjJVq7Nx5iNPPPBciuO22p5HKwQ8DlJIEUchzL2zhX/9F8Ik/72DO7A48N40ULq0tbQRBQKlcolqtkHVclONhjGlszlw3xeKF87nuugxSutx68yN89KP/zDnnH81VV57D/HmzyaTT8UZYxUOJgIceepjNrx1g/4F+q7jQBqHss1PGm0vpOLEx/oSkysggtGUhpVIplBSEgfUOSxjuElDCoNFEBl54YSMjI8N0dk0CdpM1XlJKWlu7OPP8q1m74VReeeVZ9m3fRmgk7a0tbHn1FV7Z+DJ79+zHr/lIV1Ev13BchRaSmg6pB/baTEuBkpYdFRiNr23IThQrwqRUGGLmZxjYfWa8B9bx3lkJUCZCY2xyqbHWUkYHCCSOdOJhMIzvoe3aWK/XSdRNExl3E5NwJ37d7pHtwmcTXyMLCmFf26pI7H9FCaQ24WcboVmNbxv35rXIkA28sLJP+88q3rsnQI4Fi8Bom8BKZP3NE4sQgWH16rWccuaFPPVcDxUeIuWmLavWGIaH+iiVSyxduZrVa9fyywcfRMTgnH0mOAjHiYHREIlNxKbR8yTKr5gpJ2JWo1SNYzWxBOPKlgSkO5xcxIRjHw9AjbFDnF8b3jcGrVgQMAHYkmPceN7FzESBwpg4FTYKiIIaSjmW5SgEOpIomSgLNVorlHTstKvx3uzqaJl2NnQDo3GFgwtI16NU9xmtuThxj1gPDXUErlIYHVr2qVJEQYAT+1WHMTgqoBHQYuLQFKENOqpywhmn8v73f4KZM5fhjo5Ce/v4tPm/oSYBOwO7dm3lzz7yx7z89HOkU1lOPHkDV1x+EQvmzcBxkot/fCGxP6cJo4D9B/YybeqMBjprJwEJrVM1+CgCidEVnn3mBb737VspjvpIRzE0WKS7u4UgqlAsVtm4cSsvvfAau3btpV6DE05czxlnH09bWwFMxO69e7nlZ/fT1dXNaWceS74pi9HWAFzGBo533/Mku3YO8L73v56pU5os11NIhHTQGnbvPkBffz+dXW0NXfnQUJGevlHOOLXbXrTCYESaaiUiigL8KKSvv0hTc4VitUIYCEbGIqZ227jksbFKTCuNcJTDrNlT+fldj1OuHEkun8boiHlz56H1o2zatIeTulc32BFGCrq6W3nzmy7ks1/8Pvfe/xyXXnQMKN8aPQro7G7n4kvP5pab7+Wmn93FueefyswZ3biuw+o1S1m8ZD4vvvAa9933MA/e9xi/uO9xZs+ZSi6Xpa9vmIGBEUqVGnPnTKM0NsQXv/Ad3vWea5k/b07D3Dm5HsyvTZaEFBw8eICXXn6VQz2DHOoZZvu2L3DFVRfz+quvaLDeEk8lDOzafZB/+sK32Ln7kKXpupIXnnmCj3zwj/n0Z7/A/AULcRyH1rY2Wtv+/xmgkzVZ//dlE2PXHnUM//qdH3Pf3T/nxp/+kOeffYaR4ZF4Ipa0I6IBzE30G2sY/2M9L7LZNH69xtY9YwRBRAyjjLPx+E3AL5fLEQV1a1WARjlphJCUimM4ccp2Q32gHBwvjRFQr1UoFFoY7j2EH5bs8ANob59GvtBOPtOMkg4j5YOUi0OkvDRSKIZHDlKqDJPLNNPa2kWxMsLwaC8ZrxlHeSjpUKwVqddKeDiAAhkxOrIXIzTpTDsVv87I8F60CfF9MKGd9jqepKmplZHB/biuizGRffgLwfBQlcBXMW6VJHxL6vUxqqP9CCdDNt9E3/7t5PPd+KIZL5OC6ghBGCEdhaMkXjaLVIKxgf00d82iVBlm9NAuOqfNo3vGYrxUlr5DWxjs3Yrqd5BOFq0DCi2duF4WQh8BtHRMw4QhuVwTY4N97Hn1JbRymTV/KTNmL+Lg3m0M9/bSMWU6XdNzDAweol4cQwioVirW19MYTBDgSWU9vYCaX294y41Peg+/BiZeC+Pgnr0mk2fqYXLqGJybWA1zYmPQkd1IIGwDbaeygmw6xep1R3Dhxa/nkksvpbm5eXLIMVn/rjLG8PxTD/F3n/o4r2zaTD0AEylmTeti5rQmqrUSS5bP4JGHX2bX/pAwCu2Ao3EtjpuBq3joKo22jDBj8DzPslZ0reGXo7XG81wwdtjhSEFbU4bjjl3GtW+5hlUrFiJ1yFNPPkroS+v1o1xy+TTptDvOIIlfq1waI/DrZPMteF4KTEQY1gijMg8//BRf+5fbeGXTbip1K5lNuZ7duKHJpNMIYTjjzPW86U3ncOft9/PYE1twvJQNuQoiFs2dRks+x+hYiXQ6z/LlSzn+hGNpbm5CCo2THqFUGqJa9RHKpjK7WCmWq1xkFLFs5WzaO34TqHdcQb61gzNOPZlXXtnakM/19gzy+CObeP21p3Hw0CjPPbudwNh+zBiDchTPPr+Zv/2bb/AnH7iaVUcsouKP4jgdeF4GUa6yddt2pkydztTp09Ba47iu3fBj2dgzpk9j5aqF3PCTXzA8NsqPf/QL7r/3GWbO7GLDhiOYPq2D9tYmlONwcP9Bnn36Nfbv62VstELdt0mIUZQAc+OG8TC+rv26b2fd93HjdUtKC+ZFkUbLBs6LdARjw2V6D75IR+f0ybVssn6jpFR0dU/jtO4L4XT7b8YYSmMjDA30cPftP+Wmn93Mjl17samshkhH1MMQhDPOrNJgpJWRShMRBn7M+LI9TBTEDDhjwSslpWWyAURBDKApy7ISijCyjDTrt2avWyHsOvfrnraAlbn+lvtEx2mev87QBwsWuY7tu/wgiBlhFoBJghgwIIzBUQIf4pRQy5JOmHcTGhJ77wrwvBSRpuHD1vDkNePhFMaERDoAHYPtSd+KwfNSXHjx5eRyBRYt7sRNKaSOaG9KkclkGB2rMDDQz9KlSzn/ggt49JFHY99Le4yJPdyEUGhtgxyIGXhJEM64B2DMGtQ6PgaywUic2MMLEkbvuBxWMM7CG/9clqmndfibwJ99A7/lHI73e78O8Fl8wQJuStlE7ijy0cLEnns25A0BQsXvQfvxZ5nALIzVGiaKcByFFgIpNK5j2Y6h0fSWa0QmjedoHKOoBUFjQFav13DdlA3eCMaViCphXEYBmUyaIAiszYQXsnhFC+973yeZNy9mhHd0/Ptvzv+i+sME7CyHFY1h167tfOSDf8xLzz7L3Fmzef/73sr69UstcwrR8F4SJDRNzb59u3ni8efp7O5g2dIFOI5zGOiqYzG0fZibmLlS54H7H+Tnd/ySlJemomo88sjDvPDC88yYMZVieYStW3bT2zNMysty+pkncMbpRzNr1jQQAVEQsnPPLr7/nduZN28B555/MoWmFMmo1RAhpcu2Hfu5774nOeWUo1i7ZhE2nNnYm0U6FEdGeebpl1mxfCnTprZjdJkwjNiz9xC1akR3ZyvGaIRRRLpAOp2huZClvb0NqfawfvVyZkxppVDIURnLo8MK2ZxHcaxqj48B5Ti0txYYLZY42DtMZ0czQgm8lMv8+VN44aUdrFy5kM7uJnSjRdGsOWI+Z595DD/96V3MnTOT1UfMRgg/OWF0dbdyxVXnc989j/GN62/gvPNOZOXKJeSbs7iu4phj1rBm9UoeefgZfnbTz9myebeViQlNZAzptMfrLjufVasWc/PNd/HpT3+V973v7axcvtAKXnSssxeJcWrSEIds2byd0ZESliluGC1W+eEPbkUJxdWvvxxXeYhkYUfx+GPPsHffwdiYFRSSKR0Fhnv28PGPfoC//YfPs3Dx4slGbLJ+ZyWEIJ3OcP5Fl3LG2efyxGMPcfONP+Dxxx/nUM8gQQiOtmxhTeI5Eqcjxc2PkpJUOk09CBgt12K2iGikyiYAe/L7EhkEUUi1VCJJhLKAuCGKQru5jExjDRVCksnmCIKQUnmMbCaDXxsjjOpxM2HIFdrJ59pRQlAsj+G5Er82jBSatJejtamN17Y9j0Qybco8UtkCPf17kZEmnc1jTMDY0CCVch9+4JNuWYBSioH+HQwN76Gjcy61ehFZ1xSLQxghCKOIILANqucY7rt/M8MjFaSKmTgYlCsYGCnzyms7UK41aq7WqhYUrVcpj/bTOnshrdPncWjPVoYHdtPkLsKPDJWBfahUgUJ7N2FQQ3kp8q1TGBs4RGmwh1xzCz17iuzZ9TILFh9FttCCGsrgoGlvm04YQhhVKY0OEAR1XKXwcs3UqiXSmRypbBdNbprKzpcJgyIHdmyiL50j39xMa2cbvQd34aRzFFq7aCq0MNTfQ+jXMUbjOQodxrYPRqMcB8d1G011o4kzEzaqgthQOWpMb20TNt4o/rqPTUPqImgMUezE1z4ppAQVgxcZ16FlSgfTp8/j8svP5fLXHUk2+7tJ65qs35MyhpHhPr70+b/nqWc2IR0Px5G0tTTx53/6ZyxfMZVaMEDv/pd48pGXkUKjYvanVDJWVSibZFr3UcKmXwsDKdcj8H2iIERHIa6yG8lI68bmSSnIpFMsmDOD97zn9Zx40jqyhQwSie+X2L6rh0Br/FDjmxqG6YRRstm0r1UpDVMqlmhubSeVShGGoJTh1dd2cPNPH+DnP3+CYjmgHoQYA2k3RSrjUq1atqwjBeedvYGrXn8aQb3KI49soae3iB9YX6j2tibmzuzijLPOYt2xp+O4GVzHRTkKY0L6erYzPLiR557bzsBQCSeWx9nbWhEEEdLA6Mgoe/dVWLToN09Dc2sXJx9/Mjf+9HZ27toHjqFUE2zatJOBvrX8+Seu5Zvf+Dm3//wp/KCONqBDu0K8+PJOPvLRL3HJpSdw4YXH4zou2UIbhZZWlmZzvPTyRvKFAvlCvpHqSLxOaROxf+9BhkZKWLvMiP6BUfr7R3j5le0oIUmnPDo7W/HrFTCSrq4u2jta2bXrALlsmmq9ju9b/790ykUHPo3pxGGXWryZTa4Bpez3SOvxWgsCXMex6eHAwYNDfPXLX+Wjfz6L2bNXTq5rk/W/LSEEheZWCs2tvP6t72Pz5tfYuWcvOtIEgUbH/ZpSAmlikoG2oJY2dp2SwmBiP9kwCJCAiQEOAIHGRBpXChxXEWhDYAAcdGLmL0VDXmr/N8JVEEXG3rt6nAmW9BBKjaeRGjSJHPLXP5/tNwRBGKB1SHI/x6StCd8bh1hFkQ3BUBLT6EWAhKmfAFoCux81E9RVTICjROx/JkLC0EebKE6qtmxDa+UhWbR4CaedeTZCCPr6DqIU+IFgrBRQjwxh4PPEY49z/HEnsmLVSmbPnsnWbTtoYAaYOEVVIaUminykdBFCYYhAWxbuuI+wHbxMTOlN3nsCxE38PImfvomPPfFe13q6xf1bJKwHs5w4gEiWtcOBOpsYbNcyqewxisKQceXZhCG+dPAcSRjWx4lBJIEbyVmx/qcTZbvEQ95IBwhrJWvZngg8IZGOSykKGapVyLkuRoRE2q6zSkhc5Vg5uOshpKIWh0clXannKtIpRcoR1MM6Z3bM5mP/cD0z5o/bN/xPqD9IwM7i65o9u3bw4Q+8l5eff46mXIYzTzuRY45eg5K6cSM3WGBGEoQ1Hn/sIb7xzZ9woGeQpYuWsuTPlqKkaKwU4zdNslnVRFGdu+66jwfufZSzzjqbNWsX8P3v/4iNG3cRBIaXXtqCkIJ8PseJJ23g6KPXsm7dUlzXJqEEgc/e3Qd48IFnOOqoo9hw9GqamwsYgvjz2AWsVq5yww33ks+1cNbZx+B69n0LpTDCQUqX0dEye/b2cfa5p+M5gmrNplrt2n2IQiFHLucR6ZBIewiVYXS0SCHXRN23BryeK0i7aZCGGTNnUh7cSXNTmv6BUcIwxHUBJFO6WkmnFJte28uShTPIuimMiVi5chG/fPhn7Nx1gEJLBtd1LB1VujiO5KLzTmbza3v41rd+xp9//I/o6spi4XcDwtDakufc804kk3G5666H2bJ1D2eceQLTp3dhjCGddjnzzBNZumwht99+N08/9RIDwxWM0cyY1snadStpbWnhmtdfyt59+/jsZ77CW958NSecdDQGiTY0ZFiJX4LRmt5D/dTqUcxGsgtgreZz4w03M3tWF6ecfFoDtTdG09xcwFUOipDQQD6X4qMfeQurVh3BT264h7/7qz/jc1+6no6Ort/15T9Zf+AlpSSTyXLKaWdzzHEncdONP+ATf/ZnOI5LEITWKyT2aQt1RKjHmxytDVW/TpiEAcT7EuvFYx9+KjZgT5K2dBzIYGUDEuV4FhSM/x0aMxSUUmTSBYIgIAwDXDdNFEG9FjSaDNfxaGmZRt2vMDTSS1fHDEqlMtlcilKphOs49PUfpFarkvFy5DIF+vr30te/Bykhk2kCYxgb2U8QBfah7jgUSz309mwFHZJNtSINKEdSq43Z5ky5trExESk3TaVSJ4x8pFaN9xYGxlL/64IojMHPuBkNwojAD6n6IS3T51Bo62SkZzvZfAep5nZ835CRZUqDh8h2TcdEdlNXr1eoFIdo7uymfdp8Du3eyMjgQdo7Z+C6GYJ6Ga0NXV0zMMZQrZY5eGgHvl9G+VXKo0PooA5iDC+VoXvqHAaHhygXh/HrFcrFYVLZAi2d0xgZ6qd//06y+TxNzS2MDNkQj0hCOp2hXrd+VDoIGtcSHA68kUx3MTH7cNxKImngJ3qGNqa82GW+IVMRsRwiRkCEMOSzaTqnTuP88y9iw+KlrD/zbFw3RT6fn9zQTtb/cWkdcdtNP+Dhh5+mHkBWwesvPY916xayau00spksTUqxb0fZerHpCIGV+AhsAArGjA92zYTEQWPi1Hl7RSe+R0mvGEUR2XSapqYsr7vyXM45/6R4wKpABjz+2BM888xWQqMxOqK9rZ1p0zrJZTMIYQ24g3oF183Q2dmEUi5RWKc0NszGjZv53Gdu4JmXdiGkg5JR/F4kQRgQliKEMEyb0sYll63n4gtPolop89NbHmPX3n7rw4a1ODjt5BOR9UHQhuaWDhwni+06NfVamaBex3UiOtvaqVZ8a1pvQog378kgU9ciFsz57SbdnuexbO1ajjthA7v27EPH3sD7Dgxx+x3P8KEPL+Cyy09i06u72La1x4aKNTbckv09o/zwR79g3/4hPvjBK5mRzeK5WRyRYv2RaylXyoT1Gq7rEhnLOLcbT0FrSwuuq6jVrbH69KntXHXFeWzevJ1Nr+xgeGSM3bsPNda4gaEytZqPl05RaMqiKg5FXcYPrBLF8VyC+m8yhpJKfF2NMXiugycgQlMP7SaTKLKJ2VLx8zsepVz9KH/99//MrFkLJ9e4yfp3VzZX4E8+9tdkc3lu/uktVGoBGhk/Z7VVZQllGWDSBidUaxolFCEC15H4UewUJyyIInSIMJqU65L2XKrVqrV6QsaISxQz1exeKpGFO1KQch200tTr1vw/qcNlmpYpl4BKE8H1if7iAEZH8deslRHQYNclbUOy7iqlIE5ibTD7sYy6COJQCrvmCSaEKcQ9rjEm9rSDIKxbr14kJtLoSMdJqdaz9JJLL6O7uxuAQ33DBIGLUAaBi+8bHOFwx223cOVVVzN3wSJed9UV/P0//C+CwMqLtdZY3+J4jYp8hHRASBC2jxImkW+Os+yS/mqcaGKxiARgi6KIhCFnjLEyViFQQhJqC7Cp+LklxLh/ewKSHl7jzEOb4mqtAwxiwnGbKM9NRvWCUFufQ2E0Fd+3dicyQQPtZ7DMvHGV28RgyDD0STkKkNT8EC/toIxEBBG1QKNQKFc2fs6eS6iHAZ7joBwHL+0ShtY/NJfxaMnnySjNrCUrWH+84tRTP8KMpUf/h+67/8r6AzN4Gd9U7N23kz/9k/fx6gvPkXYVOgy4+657uPWWewiDcQ29iCmVg8OH+Oq//Cv/+NmvsXtvH34Qsn37Dl57dQeJfWUUb0CTm0VrQxjWuO3WO7nnroe44KKLuOjSc5k3by7Hn3AUoY6oBRGe53LUkUfwkQ+/k/e89zqOOXYNjuNijKJSLvHAfQ/zve//nEKhmQ3HrKK1PQUiaqDdjnJQUvHoI8/z6sadXHjh6Q0ASyBR0kGgqJUrvPTCJoZGSixcMA+Mik3RK2zaspvpUzrJZCwjouK7aONQr4WMjIxRqVRRjkSbkCDUVKo+QmUxxqE1n2LPgX78IGzILAqFAp2dzezd3RMb8dpJyMzZs5k7ewovv7yN0ZFqPNlQSOEiXY+29lbe+fYrqFeqfPNbt1CtJdTc8XPR3JLlzLOP55RTNrB3936+/c2f8tKL22JasUYTMnPmNN75rjfzwQ/9EXNndZNxJeVyhVdffQ1jDIVCC1ddeQEteYcvfenr3HrL3fh+EGP74vDGSAjq9TpgFzmRLEICKnWfxx97gsCvNmjGCDju+KM48sg1uK5lX7a0Zli8aDFdba28/Y+uZtbUZv7hbz5JsVj8HV37kzVZh1fCuGtvayIMAmp1nzCMqNXrVP06tSgk0NpGzmN9eiyAFzcNyTBjgqeJIVkH7b9b35OYficE6XQ69szTif68IU9IpdMoaVMZoyjCdV38egW/VkR5yvrjoclk8lQro/T276W5ZSqVahFMhWqlhBCSXDZnPdiMprmlnWq9yKHebbGxroOUUBw7yNDQQYzR5LMdBGGZ3p6tREERpVyyuSaisMJYcYB6UGlMMI3WeEpRK9fxlCSTSaGUQgpwHUUmnSKfzVIaDcimMrhKNnyuJIL66BBhpUKpNEK+pZ0w8uk/8Bq12gjNHV2EQYX+fa9R6t+D8hzyLS0IAeWRQ5RGBmhqbgcD/b270IFPPtsUg3TFBsjpuS7Tps4hk83h18tUisMUi6NkC82MDPcwVhyhrbXL+rTEDVe9PMLIYC+FfI5CUzO1coni6CiplJURRBrqfhA3euPSVx0jttYAOE4Oi2WCAqjXaoc1e+OeNONrbJKqroSVFMrGHyvTSWc8ps2YzpXXXMP1X/kmd9z5Cz7+ib/irKveQFtbB4VCYXIjO1n/oRoc7OenP76RYiVCSPBSKfbsP8hIcZhMoYaTriBVnemzOmlrz+IoFUsZJel0miAMCYKQxFAgqYQ1MnGDNPHPeH8YkUp5zJkzA6MjbNBBxNBAP7fd+itGR+uE8fpZHB7hmKPX0tLS1HgN10mTSmVxnBRDA/u56857+NQn/5X3v/+rPP3iHpAC19EIY39fEAS4nksm69HR2cTV15zCxReejFTw2MMbuf2O5xgpVi1bREiWLF7EJRddRDplhzAJMGlJr5pqpUytNsxgfw/PP/saBo1UkiAI47A1C4rmchlmL5hPqFf/9hMhBLmWLq648jKmTZuK0eAoQ82vc/+Dz3HzLQ+z6ohlfOjDb2D2rHY8pfAcB621lTFJGBytcs+9z/DhD3+ZJ5/YhIksYKqkQyGboTg2yujoMI5KBiwCKV3mz59LOm1tTaIoIpfLcs0bL+AfP/9hvvovf8oVV55KrsklncugPIfA2FzHUENf/zBBGOKlUiAl9TCgUqvFJubOYeyS8Y8qDvPoymZTzJvZwnFHzqO9NYfWEYHWBITUo4gH7n+C97/7bezcvvm3vt5kTdZvK6UUM+cs4IxzL+P4445mxtQ2Mp4g7Qg8JXAdhVKK1tYmlBL49ajxHIcIo0OSrY7RGqFD0p5DW0uBVNqlWKvjR7/GsE8SZYVNAZUKhNSEkaZU9Qm1lWYmYQMJWJfcD0DDpsmYCbSrhO3WYHaNBxIkNVGCPvG/7c/R2J9NvPdgfOj466BU8n5UvF6AIQhrRNpv9D8JiJT0wjNmzeLCiy9tvF6xUiaKQouzYdNyIyQD/f389IYfkkoXuPCyK1mzdl0jLCOppEcSwjT87KyKN5b22tjVxvc1fPr0+OeaCLYl4OP4c2pc0XB4Gu/h/drE12p83gnnzz6zNFEU9/qGxs8k/18pRRLuiVD4EWghyWQyeK4bD8Bi1pwJwYQWkMU0PF/js27fZ6RjqwlFXUM1CqyfHVCLfKLISqWjKCIIQ0x8HoMgJJP2WDBrFgtnzmL+nKksnDOHrqk5TjvpTP7X5z/Pu9/9M5Yu3fAb99P/hPqDAuySe+HAgb382Yc/xMsvPIcjrcSqrjUDI0PcduvdjI2V4hm/vaCr1RLXX/91br31QYZHa/iRJookQaSxXgBWO26nngmVVxIEFW688WbuvuNXLJi3kNNOOx4pbbzw7h17MRFM7+7mj95yDe9931tZuWqBTQYLIoSG3p5evveDm3n2uW2sW7eSs84+gba2Jvv7Go0fCG3YvfsgP731Vxx/7DEce8wKlLFgvDAqnpZqxopFtuzcy/RpM+jo6LSAvYD+gRF6Do2yZOEcPNfF96uEgSQMQ0rlGn2DY1QrPiCIIkinUrhSIYRD1fdpb8kwMDBGcaSONBbQSmXTLFsyn7179jEyWomn0h7pTI5jj1/H5ld30t87ApEmDC3QKWN/pNmzp3L11Rfw4oubefCBF1BCIaVDY2ZiIJNJc8JJ63n9tRfR0VngW9/8CXfe8Ut8n5g6bBeW1Ues4sMffheLF86if2CYr371u9z/wINoAytWrOHC80/DdeD7P/wZn/nMF9m2bRdBGCRUD7u0KUEq5eK6Dp7rkE55NBWyLF0ym6uuOI+rrnodbhwdnSwo7e3tfORP38dll51PSy5NPuvGtG1J2lO8+53XUBnt4eYbfhybp07WZP33VL6pmZbWJhrcY20w2qDDiCgILVAXhnFK53ijo3Wchpc0AbHsAOyDFwxKCCunxNpv1IM6iAgrPjCIBLgDfN/HD+qEoW+Ny+OEM4DQDwjCgFSqiUgLhgcPUMg1odCUi31M6WiGSON6WfwgoFwu4bopcvkWevr3USmVAJCOJOV6jAz14vs1qmMjpLwMQwP7KY31IYSkuXUqjgPKcTGh9dFM/OnQIW2tzURolLR+SOmUY8ElDClXIYWgraOJzrY8zU3ZWB5gJ78jw4eIqjWCUo22jtl4rke13EdldAjlZqn6darFYYp9+xGhxogUSjlUi/1Uhg7hOVnSuWbCsEa1VsR1U2AktVqJwK+QcjwGBg8gjKS9dSbKyaB1SKU0TO+hPbgqg+fkGBw4YAMlHAUmwpgIHfqMjQ7b8Aw3g4lCqpWKDRJK5yD29QyjCG1iu2ejicy4L0riRSKVQklpp/gJnGHi9NcYkFMJKCelZTVjmzIpBY6jaG9v4bIrX8f13/wWt995H5/93Fc486JL6O7ujpOGJ2uy/uNljObRX/6cVzZtRrgOrnSo1Ko8+PhT/PDHd3Pv3Q8zNjaEwCedydOU88hkUngpK6+xcnHb67muZ69yESfAxknYCBBSjN8HjTUUwshQrdZxpMsjv3qKsdEKxkSUiyPc8tM7eezxzRhh06+NUqQzaZavWGDvV23lWEK4VKolnn32RT73uR/yZx//Jjff8RT9wyWkMuSyHul0inQ2Yz3cHIempjxpz+XItUs47/zjaGltZvu2g/zk5l8xOlbCdawypJDLcNUVF7JwxUpcz7Hsr8Z+0thhb3mEMKqyZ/chnn9xF5GBwK83WDFgPaGE1ARhSGR+08MuKSEcVq87mpNOPBolE7DN9sNPPPUa23Ye5NhjVvNnH72GubPbQUPacS0LRGt0FFGuVnn+le38zd9+k+/94FZGxsoWbJCK1rYOQh1SqRaJTGRlfkbT0pxHCRnbNChGR0scOtBHPp1h+YqlfPBP3sKHPnANrtCEvo+ONM2FHNLUkcJQqdYoV8o4bixbMzZ5MIrtUA7/jBOBB40QEbNmdHDR+UfxFx97PZ/5+3exYd0iPMfuKQwSPwp5+rkX+NIXPkO1Uv5Pu/4n6/e/hBCcdOqZfO76b/OFf/k6f/nXH+fMs09l9RFHcMTa1axds4wpnc14nmt7GiVBGJSwIIsrJa4jKGQcpnY009HaTKXqM1qqEkQ2tdnmhVqf2dhTqMHoMsZaqBus7LvuW5l9EijQYCAbGx5hsJ5t4+S6uK+UgihWeth9VtBg2BoitLH3WiO9tfEeLFHEMuCsqqPh4xYvZgpwhGqwzhKw0b5uBFqghML61tukbyYAdRCDSRLOv+ACZsyaDUC9XicsjVLIpm26rrHMwQiYMqWDfTs309fbx/Tpc7juLW/DS7nxIFsgjUbrwL6yVFZCbzRSCYS0TDQhDRiNtgY28T7SNLzUtdYWLBQCYzQ6DMdVDMbEfZ9uLOnCgIy9rCcCn4eDiNYjL3miYSxBJ9mbYyLr2SzH17koiuJgpmRIa4e8QWQIgwhH2KAOoyMkGkfaPlEAJorQUdh4jjrKRQiHCGGfJUJQ90MECpS9/kIds5URREIQ6Ci2Z5HkcymWzp/OhaefwGf//h+54eab+My/fJtP/M31/Olnvkj3lLnjzM7/gfUH0/UmN+f+vTv45J9+mCZP8JEPvoE777ib7Tv6CLRAo3FdzwJHcbw6CHZuf5WnntpogTria11ANpttUF9NTKEl/vrQ0CC33XY7t9/xS2bPmMkb3nQF2WyGarXIT264kbvvf4au7qm89a1XsXbNCgyxFh+7sG3ftpU7f/4A27b1c9U1F7Ni5WxaW5ss+hx/T7JgVEpVbrzxPhQpzj//FDIZD0EAiXRDOmht2LplJy+/tIXLLruYXN4j8isA7NvTA7jMmt2NUBI33UqhKUWlVqFS9tHaTgYKuSxzprcTap9IZ0incijhkE2HKKk5dLCXmTO7cHBRymHZ0nncfNsv6O0ZYcaMrgatdcHCudT9Klu37WXe/OlkvSRa3C4IjnI45ugVPP/8cm6940FWHLGQ+XO6iESSPmMXdNeTzJ47nbPPPolq5X5uve0B+gdGOPfcU5gxc1rsLyOYO3cWH/rQu/jO937CU0+9wte/diMbN+7g4ovOZtac6RSasgwfHOKxx55h08atHHnUGs484ySWLJ5PJpPFER6Llsxh2cKphFozZ/YsjjnuGFYdsZJCIW9TbRj3vAP7wGhqzvHOd72RE044kgMHdtLSXGhcK025LH/y3jfyt39/PStWrWLt+g2TLJHJ+p2XEIIVq45i3fo13HfXL1GuTWcOAjstU0ohY3P1sLGKjj/EnTgRL3ktAeMsDGPX3SAMGw0UcVJiUokIAmPsxpQ4sWlCs5D8PZ3Kks+1MDLSg3JcgjBgZOQQ2XSaWr2Ol/LwZAelaokQTXtLNwIH3683XiubbiKoV6gUB60hsZenUh6mUjoExjaTxghK5SKuJxgc2geEGCOp1WpkPMXUaVM4NDBKEAToECIdgbF+pdWKj1KCUrlMV2ue7u5mxkoJy8xQKw5QHe0j09KGSqeQ6TR6pEhpcDdeJmWB0TBisG8/UxaM4ToOqXSGaqnKSP9BMvlOWtumc2Csn7HiAFO75tLft5d6fYxDvbuZOX0e+VwrPf07mT59IS3NnYyMHMJEUB3tx3eyNLW0Y9C4XgrHaWF0dNA2tjpEGEG1OIKTzpHOFaiWi0RRRLlSRkllmS1uikq1Or4pF8k0nMbfjbFJv7bJsiEVkY7G2S0x0KEchcY20q2FHLNnT2fT5h3oKOLUdcfwxX/+V1Kp1H/Z9T9Zf7gVBj6vvvIsQRAAjp3Eh4Z0JsWOXX185Us38swTz3H5FeeweFkns6YXePqVfmrVCM9V5HJpiuUqtSACE8XSV3v9S5XA1OPMjsRzyHEStpom1IJduw/yQGAIopAVK6ezY+tubrnzcfpGKgRBZBnOWpJpzmJMSK1eRimXoFrnV798hNtuf5wnnnqN0bE6Tkrhpjwrb1KKWrUcG3iPA4mjw0WWLZ3OpZceR2tzC7XyKLfd9hiHDpXjtV8SacEJx2/g4svOIJvropDPgZ7wBDDChpH5RaSoMTJSZufu/gZgGYSaTMZK6H2/Bpk8WhdIp1v/jTMiyOa7OO/8C7nr3vtjDz0X30RsfHk79939JFOuPZsNx67k8n0H+Nfr72F4pISjHMLImtxHOqJeD3h1814+9083sG9fH5dffiqLFszDUS5NhWZK5TKpTD4eKokGazjxjarVI7Zs3cuKFQsRRpPLZrnyikvYtvUQN9/8IEGoqVZqpNIeHopiuRYzTWJysZSNTe9vMlzi/jBmn0RRRLUesn7DcSxaOp+laxxWrF7G337qG9zzwONEKJAeRmtuv+02TjjpRC593RuZGG4xWZP1b5WUkubmTo467jSOPOYUrnj9H9shJDbQa+NLz7J7zw7uv+8edu/cS6k4SqVSJ4g0mbRLLpujUq1SKlVs8E1zM1Gx2PABs+DMOFA3fp3/euiK9S5O9q6OdKy9hokO6/MQicedaMg07SxwnBGmtY4lmMTgmWr8nmQflTDRBIIwtEOOiV9Lyr62iaWghx87Y8ZZb1IaBBqhXGj4wCXJqYa2tlYuuvR1DWZZrVwm60la23OMjI0ijGU1SuMwMDTMtl07ePnllzhr2nmceurpbNhwDI88/HC8XjdIhY0k1iiKGsy2xueQonE8pRSEYYiU4576yTGwnzD5HHaoYD34nFiCi+3X47UwjvD4rYzF5Bg7jmvTsLHs7eTrdi1U/Pp+VimFUpIwtH22RmKAehDiKImbdomisPFa9qhiw1KEjll64LouIk6wdV0Xz3VjQoH1rNPaEJgQRznxObVWVZmUxwUXXsC73/96pk9fheM0gRB0Tf133kj/A+oPBrDDGIaG+/nCZ/6O5Qvn8KZrLySb8/BUma9/7S76x6oolWLDMetpbon9cAwYEzJaHCafcRktAZGdwjkSXCWp10YxZhpG2yu+Wq3w9NPP87Obf862LXtRrmL2nDm0dzSzY/tr3HjDLTz93Kt0dnTxrne9hZUr5lmTT1wQEPglnnvuZW66+S56D5Y45ZTjWLZ0Di0tWYwOY3jc+qds2riVaVOm89RTz/Hyxh1c+/rLmDajJTY0trRVIS07rVatsmnTdhyVYsaMqSAkOp4GHuobprm5ia4pbQghcaRHNpulWq+SL6TxUi5eKo2RNXK5Ak2FbDw18SjXIetq8lnF6FgViYuUKaRy6OrspKO1je27DrJ27VIwCiWhrb2N2XOm8vxLm9iwfiX5Qs4umslCLyCT83j9tefyj5/9Dt/5/p187E/eSCbngjATjEOt7G7mzOlce+0lqB/eysMPP8m+vQe46uoLWLR4Iel0GoNg6tTpfOB97+KpZ57jpp/dzUO/fJxNG19hxrQu/FpoPQGEwFOGg/v28uUvfZO2thbOOP0U1qxdyZFHrWfhggW4bopCcxOemwKRGLEmFG0OW/AlDilXsW7tatauXo42At/3cRwXpSRTp3Zy7NEr+Od/+jT/9JVv0Nb22/1dJmuy/iurtbWdM846jwd/8bANf0jGW3piKqdAxFM+AGKWbxKqIoUNp0DQ8CFzHBeDfYg2Nq1JcwTx7kbY+aABaQxuOkUQ+CTDi4TGL4QgCOqMjvQQhj7pVJYgqMdm7mkGhsZwlUO1WqJcG0YKST7bSt/AXmr1Mo6wzNtUOk/drxCEVaTrkc+3UCwNUverpF3HsndTGfx6kXpdU60W0aFBCI1BM2PaVNo6m1GOItfkUSxX7eQ0bpoirclmPRYumULPnlHmzupm155+gtBOM6OozkjvLowxpJubLCvDBJRGemhumUK+0MRgWENoa8wbCoGTyhBVDDW/yNhID61dM/AOZhge6qWpqSueVkuiqM6BAzuYPmM5qVSevXtfo7m5m1QqT7UyZkHXoMzwYA0pJMOVKulMjly+hWJpKPbntA1OFNSo6wDH8QijCjZ1MkIIl4yXwnNcRkdHG+zIhCMsEbEH6DioG4YmnlgLwtjIWAOOYz1UpAHX81g6fzZr1h/B5m37iEQFbXxca4o6WZP1n16+77Nr5y4wlr1vmRUK3w+oGcP2fTWK5Tr7Dhb5+//1Ho49diV3PbiTSlliMFR8ja/tuoKJjdLjTaoOdMzyT0A7u0YKKQmDmDkhhGWkRYYDPX3ccOMD3H1PmpGRMtVAQ6RJpdKENesbWSpX+dxnv8PRxyylr3eASjng4YeeZXCkYlPzAFOzm68wimhuyjOlu4XhkRJhGCGVDcdoyee4+uqzWLxkJsJoXnxhO489usn6kmL9kWZM6+TqK69ixowNFIvDOELiV+skq3cUhlQqo0RBEaFDBgdLpLN5yrVRMrkMobYAv1LWKL1WDShk/z3SdcmadcewdOlinn32BXK5PJg6flDn1tt+wZHrF3PMhlWcffaxPPnkZh56dBM6ZoZk0mmq1RpKCIIooH9whG9982527T7Ae99zBUesXIHjemQzBh0alAsgqNZqVo4GaKMZHBrhxz+5lVNO2UB7aw6MIZNNsWTxLBwhqEURvoHRobI9p8JuIsMoiqX9iU2ErSR4x/42ex0oaY+koxwOHjzEnn17OHLdAkwQ0dHSxPHHreCZZ1+hb6QSs4GsZ/J3v3E9511wMelMy3/mrTBZfxBl1zfPG/cGS6XTHHvSmRxjNJe87k2MjQxxcO827rzjZn5y463UqgHDI73UgwjP8+hqa7MEkEgTBgFhlAQajA8mxgHqccDHaNHwKYs7QasOEzacR0cBSgpqYRSnLtv3J6W1bTIxmwosiJbYJElL6bcglB5ngimpgIAoUWVNAIHsa8QebkDiwxa76E5g8cVAWLzHC/0AESfMKuWgwyD+JDYm4eRTTmbh0mWN31EPArZs20l/7yAy1hlIpZBEjI5VEAcGeOSRRzj7nPNobWvjjW96M08/9TRBEFj5qDZIlbAGrR+ywEFr0GgbeGFMY+0yBjs4QjGRIRaFkbUYkXFzngzDdUxkMuPHxO5jY+IRNJRmiQ9gYyg/IcjCJgHHQ1plgUX72FON6wABYSOIImZVhlHMyIw9B6WkOVugXCoRxcNfiYoZkZZ5CHbIq5TChNZPMdIWuCMMEAK0FOggQAuN41qWdsZxuOzs8/jwW99L05z/WUES/yf1BzKmsdTY733967Tn81x33cVksl58IUg816G1qYU3XnsVb7z2Epx4PbPpdA4bjjqNv/2bP+e973wD551xJOtWzGLRnCmsWb2E6TO6ESjqfoXnn32ez37mK3zpS9/i4N5D8dBBMzLSzzeu/wZ/93df5PEnNzJzxgze+fZrWbFiAZJxg+5qucTTT73Aj2+4m4MHRzn5lPVccP4JtDankcnUVkikgCeffoWvf+NONm56jTvufJSTjj+e449bjefYm1XE1FHiG3zf/n28+OIrdHa2snjJfIwRCKWIopBdu3qYO3cmbS3NMeZdQ6oARyk6Olppbk4zrauJ5kyKyNibLp3OItJpXt4yRBhFTOksMDxWRUgPIR2kdGhubqa1Nc/GjdsIgmRBlCjpsWjhTHZs28srr2wjDH9bdLegu6uTqy87m22bt/PTm39F4GsIdayFtxK0of4+9u/dQ2tLjj962xVc98aLGBwa5FvfupFHH3macrlqN6AmIpVJc+KJx/GJT3yAk05az8hwieee38roWB2B3WzPmNHO+9//Fj71yT9hwbzp/OzmW/nYx/6Kr33tBxzsHSKdL+ClMoct9HaqkAi6xvX+vX09/OqhR7nppjt58pmXONTXx+Ytm3nssV8xVhoDKbjggjMJygN899tfazCVJmuyftd11tkXsm79ekujD22qnxISNYFeD/HEzmATxhDjU88JUz+7IYlZVZGewMuzU7soBsfBthWJvwdKxJtZgMPTRO17iAgj+/V6vUIY1smkXISJKJVrhMZhrDxM4Ps4yqVYHqZcHsEYy9pLEqKGRvqJtMFRGYTQ1P0xEAYv5eGm8rhuGomgVhkCHYGxnhmZTIar3vAG9u7vJ5d3mT6znUiHhBO8S42OcFxFe2eOehRx8lkXsXDREvtZY7lIZXQQHQYE1QpeKm1Bf6Pp691lp5ueBzpiYP8+UtkMQnmgBUQhtdIQSipyhXbCoEa1WkYI1Zg4BmGd/v7dtLVPJYwCKtUKnR0zcZx0nFaOlRhgjd6rlTKVShnXTSOEiife9nyHQUA9qOF5KaR0kFIQBAGjY6NkMxk7wYw/t9ATjJD1OKNICEEUS0tUnGoZhCFBFFKt12MPsIB63efRFzfzL9/8EUHdp6AV57/x7ZOs48n6L6tUOsWSJUtIKYMnNcKxrAOIZdqOx2Ax4JXN+7j/vueYv2Qhi+Z2gzLUtKFS9xuJhwYByiEypvFHG2H/riMr34plOUpa1ohCILQhDEPqQUitHtA3UKIaRERhSKixCavYzinSAc+/tIN//drP+f6PHuSmWx+mf6iCMVZijtS4nktLS5r2liwrl86grTlPte6jw5jpJQwXX3wcR29YTkuhhT27d/Gjn9xPqRIQhRE6kniOx8XnnscJp52HUFY9MHN2F7VaxbIdoohKcYTB3i0E1X0YXWLjpp0MDxdBSIZHRvGDOsVSMWZ8KDLpLIsXzP/fnhMhBPmWNk475VSkkNRq1VgqJenpG+X22x+kWqvQ2tbGdW86j87OAlIYXKWoVmoxG0fjKgdHSeqhz+NPbeHDf/olvvvDOxgdGSOdziAERIFlCOULOVKOsimxUuG6Lrt3HOTBBx+3zBwDfj3iUM8gUimbFu6HgGnYmQRBANrEEv/YY0ok8GaihrGf0ZUKhTX5F1FId0eeefM6EdIwNDjEDT+6mdtv/QWlcs1K2aLQeksh2L1rP5te2fKffi9M1h92CWGDyLqnzmDVkScAmlK5RKlSJQg1UghymSwrly9nxdIldHd0kkqlJvi3jQNXtstLfI7ByjTtflo3wKXxvlIITSat6Gy397JtkyywY7AMPGQ8I0Y3mLF23mtDIhKwLnkvGI3nufEefpw5N9GTLQGgIhM10mbHh5aNA2MZZJGPjsKY0GJVBTLucQWQy6Q456xzyGZzjWMahAFjY2PUq2FyOBpAoMEwPDzG5tdeww98kA6nnH4ax59wgr3XjWXsxj406CjEmAC/Xo2fH5ZsY2X8OmYCjv9JjoVE4MiYVCJMvF9NBuh2sCDj77Nnavz/LFHQxKzh+Nk4gTGpY8R1nNVoCGPQDJOEDWEBuQlBFOPehdaSwAJ2Aj8IMUYzb/YsmvMZlIiQJsBR4EgDOkBicJXEVQrXdXAVeJ710LPBF8ZiKhI8R9OUc1mxYgFve9d7+dN//BxNK/7fBevgD4JhZ6Wqzz71BC88+Th/86kPkkoJdGQYK/Xz4ouvMnf+PM4970JOOfUoe3HHNykxW0BJxfzFK1iweDlR5FMuVSiXi2QyOZQrefa5Z3ng/ofYtesA6488giNWzuPBB3/J5h2DgLRpU69GOMrhhOOP4pJLLmD+vOkYoa0OHOjtOcDtt9/DY4+/jBQur7/6Ek4/7SjKY8Mc2NtHvtBEW3cHdgIQsnXLqwRRyKOPvYwUac4//wQK+SwChRQxRVVKwHoUbd2yleHhIscffyJNTTmUlIR+SKVcob9vjKOPPYFMyiMK6ggRoaM6La0tBGFA4NdZsnQes2bNor29habmAi2tbUxbsAYn/yBRNERXZ46RUh0jRUNSnMlmWbZsIbfe/iuGR8Yo5AuAgwAWLZ5Hyn2QF1/ZxHEnrqGlpQmwaLxdsEAql+VHLObs09Zz912/YOqUJk458QikUjE1WBMGPrXyGH29gumz53LWOScxf/4cvv3tn/LDH9zESy+/xhvecAlTp0whCSWfOqWb97znLSxYOI8bf3YHg4PF2OfP0oHbWttpbe/i7e94K72HDvDUsy/w3DMv85lPf4mWjlZOOvk4jjtmPVOndpNyPDS2oZwoU+jt6eVv/+4zbH5tF7VaiPIk06Z3sXb1PC6+5Fzuu+deKuUqq9ccwWUXn8313/kZJ550GmvXrZ/cpE7W77w6O6dy7nkX8MLzL1ApR9YYGCuFTxiktjmxnhWJ5CeKqfQTL9nEVFvH/nQSGg/4hK1HTNO3cgYRe9wlXRWxRHYC9X+C3Cx58Kddh6Zchlq1SuiHBL5AKuuzmcs14fslIm3p934QNgxudWTtApqb2ygVhwiDGq4jKVeqFJpt2mLKEfT3DwPjKWNnnH4uZ513JTfccCthqNmzq58oMjZZK254pJKMjVV55cX9IFKcdNp5BKFk06ubGGenVPGL/dRrWdq6ZzHSdwAZVghqZUxd0tE1i/592ygP9dI1ax5eJodSHkQ+lfIoAz27UekMAk21MkK+0EIQ1uwkGkGlPIxUikymQLkyyNCQg/VYNXZQIwRRFOI4CuXY1C0X104tY8AimcIm09R8rkClUsSYiCiK6Ovvt6wSHVqwQCcnzjaBZmIjJyxzxXFT+NpHCoGrFFEYEfi+9bJTCkxAoAUp5TNYrB4mb5msyfrPLqU8LrziOtq7pnDj97/HqzsOUq4GDUav7/sWuPbrPPnMNtLpkEMDFbTQKFzC2KBbYNe7kIm+P9a7TevQbgYnsE0aAw7iRO0wJAxtOre9V2zvlnJdojDEda38Pwisj2c2k22wtqz/o5WCuo6Hg+DYDYs58sgjGO7v54YbH7bqD6HRWtDaVuCsczbQ2pxFGsHtt/2KJ5/egRQuRtcQQrJ40UJef9YF5L00YIcdUgqC0CfSASYUDA/sY2x4OxmvQk9PPwf296PDkNihyrJ5w9B6+SlJR3cL3bOX/rvOSy5X4LgTj+E73/s+PYcGUNLEv9/w3DObeeLxlzn5pNXMmTeV9asXce8vXqbmBxbc0nFSZGxB4HqScqnI5q1FPvXX1/PIw8/wx398LatWL8RRXuxp5dPcUkD02fVeCMngwCgP3PsIc2Z1UC6NsGN7H/fc/SSjpSr1MLJpm0qhw3D8nDIuF1NKxebsMvbtioE7BRCh4+eGcgxzprcyY/oUXn55O9/42k08/9JOegeL1ENj/buEletaf6aQWlD5z74VJmuyGiUQzJjSRWs+w8BwDUzsfVlownMUXV3tFIujjJaKRENDjTAbrWNZqRQgpR3exWupFJYFYxm39reYuLes+yFBCFpXcFyF1JrAtwwybUKEHE8JtQB5wrSzrGYpxuWXtscETUi5TOP3Jt8/UbZpjO05TSyHlTHoNA5GJf1PQBBUsUrVeK3XISZefzERi5Ys4biTzzjsOIZBSKVUQWsL9AkBYRg0AP0wCCkU8riOCwiaW9p4+zvfwVNPPkGlUsF1XBK1agL6R1GA1g4IN5beC1wnRRj5gEZKjygKcGIwcSJAaTEN+1rErMgEgEvOuxGiAfhNPG6NYxsPHhLbG6O1DaOMj6f9N8u0s6CjbHjXjT8bLajoOI7tSbXBcV1amgoUR0cYGB4ln80we9Y0+voGGB0tEiSJwEToQKPD+DNJaIp9oqWUlMollBK0d05h4cLFnHnymZx20SXk881kMpn/yO3wP6p+7wE7Y6Cv9xBf+MzfccUF59LeZn1ApITS2AinnHQaq488hpbWLFFoUwQRSfxzcpPHF0qszc7nm/DSii1btnLbTfewb/8hjj76KK688grmzp1DtTbIpldfYevOYYJaiDSG5qZmLrzoHM457xSymUyCTGEE7N2zh+9//8e8snE306dN5aprLmL1miUIEzA8PIJfC3DcOiaeUAgE55xxIvv3380rr+zgyisuYEp3u91SG2LfOiBeyKrVGq+9tgPHzbLqiOV282fdMejrH6FSj5gzZ5o1jA8FJpJ4jmtp0I5L3fe5485HEVKyctlMhJI4SpHP5cgVOgnCYaZ2t7DvhTHCwCCFg5ASx1OsXLmYn9x4N9u272P2jKmWAmsili5bxYqVi9i8eQ9bN+9h/YZVjSmkAVzXsj3yuSZOP/149uzv4/s/uIN0Os2xG5bhuC7GhLR3tFvjSicNoQZXsmjJAt7/wXfwgx/cxFNPv0C5WOTyyy5k6eIFeCkPbQypdJaLLjqXKVOm8JWvfouDPcMYLentH2Z4tEhreycImDp9JpfOnMU5Z59Jz6EeHnn4Ce6+/R5u+dmdLF68gBNPOoY1RxxBR3sTQsaTdqGIIk1f7xCVemBZJfWIvXt6WDR/CnNmL6Q518HDDz3MN7/2Xco1zdhQP1//6hf5wle+TjqT/e+7YSbrD7KEEFx8yWXcdcctPPH4M3iZNLVaDSPsA9h13ZhtMC4liAn0GGEZd0mzkxjTxrNUlLEJs3YjF8tnmdAIxJjMxAbDpruPT24bzZm04JMhwnUdytUKlUqdQq6A4zgEgY/jpGkqtDIwdJBkEqsNOG6WocFeAt+PmW2GamUERcxQER6e61KtjOHXRwmCGlGcgtbc3Mx73vc+fL9GvVKiOFqiHhiEEXFzYmVRvl9HKUlfzxinnnIGc+fMY+asGbiOIohlcpEJGBk+RFvXPBwkyvMIgjLoiMG+nbR1zEQ6LtXyCLWRQVKe0/D10JHPyOB+OqbNI5NtY2S4nylTZzX8RoQwRAZKpSE6umbg16sEfgkhf93s3VCv1xBC4Lme3XhiGvI+kfg7YRvvarXckKIYY6yRbxhLwYIApJ1OS2OvBz0BqBUAUlLxAwtYGoMOAiuPjl9PGCstDI0GFFOmz2LZsmVM1mT9V5UQgkVLVjN33iJacmm++fWvsX1PH/Ua1HSIDjTSQKThoUef5/Enn6VYqhFF1uEnjNn1GItXhxPCo6QU+H69MciI4mvcxMyJhDds4iGh63lgDEEQkvIcHMfQ3pojiGB4uIh0HYIwQionlntZVllkNPXIJ59Kc8yxKzjn3OM4+pjldLW28KUvfpfBkRKu44Cwa8O0KZ0YE6F1jaeffpaHHt5CGGlS6RQpJ0dKCq665nzmnnQiIu5DhJAoL0NxtIrRmiCsMTLSgw5q1CKN52bo6uxi995RXMfBmAiFE/vK22C0ru42svn8v/O8wKLFi9hw5GpuvfN+gsh6HBFpDh0a45HHXuLY45aj8TnrnBW88Mo29h2I5VBRyKwZM6lUi5TGAup+BekK0m6KajXg/l88z4uvbOfcs0/g2KOPYPGS2Tz66POMjZUtAyiKrI+SMTz86Evs2dOLNgFjozUGBovUAx3bwdgNfjqTpVar2nMuJEZDpEOILQAcAa6Q8doq0cmmOfbIzqfTbNiwnI2bdvLNb/ycJ5/ZYZM3pUEIh5TjEAZBPGzW8bj7D0QYNVn/LSWk5PhTz+K5p5/kvodeIJtrtkxZ5dDW1srMaVMYGRimXKkSRjDQP2DvdRFbogiBiXTMbBMx8GYaqiTb44UYYeyAUAu0kVRjNrFAknKkHRBgh4yOI9E6ioentmdIvOIMFsSTYgKcYQxKOkSRVbkl34NRE8IihA2bwWCURClBEEQYHTPMLMUNTAg6wkiJUDYsy1rBWBskV0kuveIq2jo6DjuOruuSSafiNFdFqEOU69qBEBIhQ5qaChOkpYq1R65j/ZFreehXj+HXfQCk605I0xWEYR3pgtH251zlorBedK7rUKsFceK4Da3BWNJSwlzUDS+/5PiFEHvO2WdUcnzGWXHJe9QmsMSUWMJqtMbOEixhxT4ObRiZDeEM7WeNv2atxgRSSHQYIKUm7WVpam4hm0sRhZogCoiEQybXxEmnLIEgon+oj1079zJSrOD7NZSAfC5PIZdl8dIlHLPhKBYumktFZ5g6dTpt7e3k8gVaWtp+r4a+v9eAnQHCKOSGH3yPqBJw1JHLgIiR0VG2bNnM/p27qEcOg7/4BaViiWq1zlFHHc0Rq5c1Lm57UY5TSMLIZ8+e3dx889288PwrrFl1BB//+EeYPrMzvhijBtXUmthKWtta+aM/upZjjj7SJrsQL1zaZ9/+/Xz5q99mz55BTjv5RM49/xSmTGsHNDrUKMchlRZ0dHRYLb0Avx7wy4c28czzm1m6cCFHbViFclVDnlYtVxgbG6OptZVsNktvTw/bt+2htbWduXPnxoseIAT7DvThuhm629sbkttkMazXalSqVVzXw3EVTYUmOtpbCUOfIAwQEqZNm0lp3yZmzS2gnCLVSkBr67h0btaMacyY1sGmjVs55YT1OI5lYaTTKRYtmc3TT29k48btrFm3AtdVRKGm7oe4nhNTojXtHS0cuXY5zzy7ieu//jMOHjiZs04/irbOZgpNrWQyeYySVuIeT0+6O1t573vfzJQbb+cXv3icz3z2y5x/wdmce+6p5At525wZzVFHreXQ3n1887u3MFYNGB2t09t3gLlz54yzQzCkshlmzZ/LtfPmcuHF5/LSyy+z+bUd3HDDzfzwBzezas1KTjr5eJYtm0vWy9DV2cHC+fM40DtgpyTxJKPQ1IRSiq4p3Vx2xeuYOWcuN/zkVkx4kKcefZgbb/gR177prb9Xi8xk/b9RXV3TeN/7P8KLL76JaqU+LnWI2RIR1kYittS2zBJiXlU8jZTx+pF4USbzwaQa/5U0cNjJXrKLnQjaxU/4w5h1FrgCz/VwHJfh0TEECj+MqPoDaB2hPEH/wIE40Us0Gj3XzVAuD4HQuI5HuTyMNgGOctBRRC6XQ0kPPygxPNpL4hsipeSc885n+YpV3HX7LYyNjjBlWgtjxRojQ9XYeNfKRWUsyWpuydHW1kI6ncb3A5SjqFZ9RMy8KFXGaImqFIfq8TEDYSIqpSGy+WaUl8KvFBkbHsBREklkU7GMwq9V8KsjeNks5fIYlWrFMm7CBjGOMAwZHR1FKY9qfayxrk88C8kxlVISxefLcRw7YY0SGbRtSqNofDqbNHFhGNLR3c3Q0BBBYK0ShLLWAiZmFEU6+jXZxPj5VY5j2XjGPqeVUAghKdUqvOl172H+/P+9hG6yJuv/rgSOm+GkM87lnjtuoK21wKub97C3t4aJLLgWac3oWLEho9LxdR1NYCdoHTWYXeP3WbLCWdDLdV2Cuh/7nsW9RfxzSirq9Rquo5jS1cIfve0CwrDED378ML39PkJbKe3M6R20t+VoaWripZd30js8jOd5rFu7mL/45DuYM3cqUiiee/Jx7r33Kbx02vaMvo+SgqPWLaSjPUe1XuOO259k7/5BhBSEoY8xsHLNKs489zJSmXFpl5SKUtmnVtMIIzA6YrQ4godGuR6jY31UazUQEIR1hIF0Ok295iOlwlUOl132JpqaWv/d5yRXmMbJp57MLx56lLGxUoOxG2nJIw+/xHnnHsXiRTNYsmQJs2dM5VCvHSgYIRkaGeKKy05g1/YeXn51NwNDJaIwjP2VQnp6h/jWd+/kplt/SSGXpVQqUioG4+BqpIkiQ6UW8NrWXXieC0ZQrfuEYexFJwREmqBet9eEtgMOKSVBmATDWT8uZ8L6JyfI4qSSTOlu57iTj+bhR17j2ef2EsSWUtLEvb5vGTmuVLiOYN1Ra+junv5/dcVP1mT9WyWEYMHSo3jvRz/BsjX3cWD/ADu27aZSqXFg/wF6+/rYvXsfbtqlWhprSBW1FUzYVGYhG71F4sGY9IUT2XIilswm/YQSxMCUbKg0Gv1nFDY8QRMlVrLmKiUxWKBdCEkUWkUbQmOwLFil3IaiLXkNYyLCyJ/gMxmR+LwZY99nFASx/2jMros95pIk1FmzpnPBhZfG8tTxGhg4RN2vIhCEkbVFkK6LwBCFPhjD1i1bGBoatP7lArLZJs468wwef+xJwlieG4VRrH4wDbatCeogBEo5Vt8Vg5B2CAvGBMSxX3E6rY4ltOPJtlpHjX5dJkArxGxs3QjGgaQVTyTDEdaGxUz4+ngvab9Hx8eS+O8yPv4QNvzvFJlUipaWJhbMn8PCRXPZsmUH5WKVplyOeQumctk1b2bZoiVERjMyPMpA/wGeeuxXTJkyhZVrjyGdztPa0fF/8Gz5f7t+zwE7w64dW7n95p/yljdcg1QBv/jFwzz0y8cYGy3hhxH9gyVGx8pEkUEohyeefJF3v/utHLV+DULGkjBh45z37t3HzTfdyQvPbWLF8qV89KPvZ+myhSglGhezlMbKHCJNFGrcVIq1q4/gmA1HIhWNB7fv13h100Zuve1uBgbKXHvN5Zxx+rGksh6RjhBGIFWKWXPmY0SEEBphIsaGxrjxlge45/7HCesha1YtJ5N2495QUi0X2bdrL1qD46XIZjLs2r6DYrHEqvmLKRSyDWqsQbNj+z6mTOmkqTmf+EuCkNSDOkEYcGB/DyNjZcLQoENNpVwnl/PsTe6mWLBoEb945TbWOJpC3mVotMy0GeNnIF/IMWfudPYd6MP3fdxUBgxEIaxYvpxc9n42bnqN0bEz6epoYXR0jL6+fhzPZdq0mTbwIt3E9OnTSaczZNKCB3/xCFu3bufyy85l0aLpduOXRFQbkNJuEtNpl6tffynrjlrDDT+5hVtuuoPNm7dy3XVXMXPmjJgmbFh95BoKN9/DaKVOuVzh0KGexgSmscmMN+4IaGlp5eSTT+Gkk06iUqmyZ+9enn9xE9/99vfI5vKsWLmco49azelnncwLGzcyPGKvLxtxjR3aSItQHH30kaxcuYKbbrqbH9xwK9/5+vWccuoZzIyjwSdrsn5XJYTkiLXrmb9wLhtfehWlFNlsmtFiKX6oJ3BbTLNXEhkD5J7nxT6OUPd9ayKLZdMdblBrGt4XCBobMfuyBpl4m1ihQszWiyd9JD5AmrSTolSqxMCgxg/qBFFEKm7SavUqxsQSjJi9Va2OUatXUcohlykwNHQAIQxCaqLQyjartRIQEgaBlTvokHxzC1de83o8zyMyVaRrZa/zF87ihWe3E/hWtpEkjaXTKcZGi2hjP8X8BQvJZ61014D1ZDKGIKgg3QLZQhvVsWGQEBpNEFUptHUxWC0xNtzP1JkLiDsfhIgQxqFeKVsGNZpqZZRMtkDg1xrBH2CoV4txE+XYFFhhPQftuR4HUn2/3pDsEYWNJs8IEEY3BkEaDjuPxljPJfvbTINxmfiZjLdzjCOJE353FLOLhLYBJUhB3S9z5tkXc92b3zw5tJis30kJIUlls5x++vH07DvIzu17yWcdxooBkTAIqRBx0FUYSyBNLNtvamqiXC7/GlD3m/cJxD5ncRmTBFLYOzKK6khlyGRczjrraDraM3zza/exb98QoZEo4Lhjj+AjH34T02e08NMb7uCRp19EGsGaI+bz13/zTubN6UIKg9Cw5bUdjIyGuI6iVq3hSMHced2cfMoq8tkMO3bs4qFHtxGJ8SFLUy7HJa87hemz5zNx0CKlYmBglGqVxqavVCoSlHvpntpBOp2mUqlaT6LIytvrdR8EKEfR3tHGCaec/hsb2n+rPC/L4qWrWbl0EY8/87JdM4U1KO/vG+MX97/AooVzYjuC5HhK658aGmbPmsLppx7Jiy9s4fbbnmDH7l6CKEIpB0yINIqgXGOgXEZK10qzjCadzljQLQhsKqMRGG2HEAlYZ5L5fTxkSs5xpCMcx74H0xguGXxtcF0PHVn7ABnLzoJAk8u7FFrbybV0UIv8xjM0WcOFFBgiBJorL7+Aj/7VZ2hrn/HbDtlkTdZ/WgkhWbL8OBYuXsdgfw8P33cnTz71PPsO9rJ1506GR0asR265hLXZkLiuF6+P9jUcx0E5DvVaHUepWKGhwWi7n0oA8vg+sWCUJoo0obD2JlKM399CJAmnScDfeC+T/E4pRQM8j2K/NiGxQ9kk/CweDGazaaq1MkQaY2Lmn9GW9SdkrGaL36+Y0LckQKOx0s/LXncJ3VN+M2r09ttuoVavW0WahCAICWq18bUM2LVzJ8899yynn34mAonjZDj9zHP5/ve/z6ubt1mWWhQgTGIDFUtKI2OtEKI6OHZ8juMcRixyVALAgfWRM41eejyJNU7ujQKUUnieQxia2HOe+NjrCb2YiP/bDqOktB6uDQZgsi5Cg2EtY/sqHXsb2+eeJpdJ097WysxZ01m5dAHTprSTEYb+oRGmdHVz8srlHLXuaKTrAdDaPoW5Cxaz/phT/8PX9f/r9fvLrTaG0Pf5yY++Q3l0hFc2vcCH/vQvuf76G2ltn8Y1b7yK9tYsB/tGGSn5FKsB5UqVvr4hpPAaSL42Ptu2b+cfP/1l/vLPP8vIYJF3vO0tvO8Df8Sy5QsaxpWQ3NCCeq3GWLFMwh9ZtnQZrhcfaiEYHRvlBz/8CV/60ncpFzXvffdbOP+CU8lkXLspY5zZIqVEKonv+7z26na+8rWfsnnzPi6/6FQyaQfP9VBSIoQFrXp7DsWNg0MqlSEMNbt27iEKJQsWzMN1LZvEGEO97rNl2wEWzp9DOuUhhUXqjYbe3n4Mmlw+w+hokbHRMumMR6VSxA9qVifvpFiwYDbDpYhIR7S05hkcHMb6JcV0XS/HwoVz2bf/IMPDZbsplxIpFHPmzGPOnBn09fazZ9dB6xcQRTbVtuYzPDIAAuvHlPVoas5xwgnr+fjH30FLc54vfel73HX3E5TKPhgJRqKUE58Hm0QjFSxZspA/+dB7OOuck9i5fQ//8Hdf4t57fkkQWDZkZ2c78+d04ymB70f09Q42Jgb2UoqnBzHjKNmaaq1xHMXSxUu45opL+Lu/+hhXXn4uhw728Km//id+dOPPMVriuW48LTI8+/wm9h48aB9QgNaQyaR4wxsu4fOf+Qvamzx+/MNv2w32ZE3W77haW9u55JLX4XoO2WyGWswgcF0Xz/OszxLjniKJObDWmigKCcKgAdQ4yb2YTPQSuWvy8J+woU0kE1oYK4OY8H3JxjbZJSmlYumSXeekFAgJuZSL5zoxSyyZCFqWWOL/YXRENluI76/xFEcpJel0CiE0tXoJIbCTTGNYfcRq1q09EiEE7e1TUI5kdKTCq6/sxPUEXspBCAsOptMeqZSD40ieeuoJ9u/fj5SSGTNmMHXqVIglcUrA2PAgfrVMWA8gljsIbSiNjFAoNCGkolYaoTI6hIkbVXscNZWyDaxwUymCeplIh7huithMbpxZGEVWOoFCSffXWG7jviLJzxhjG2jPy+J5mZgJrhvN7kQfLiWVZRUqheO6DSZdIotpgLITfi4pa+9gfZwcpUh5Hiao0dI6lU9/+tMsXrz4P++inqzJ+t9UOt3K+mNPxvM0mWyGSIMRJmZehEhlvY6Mdbam0NyEVIpisXhYII+MZVZoMw7iGRvIopC4jouQgnTGyqUK2Qxpx0FocIUCLbjr3qf4xF98m5df7SUINErA3LlT+YtPvYt1Ry5joPcg3/7OXdTrEdlshlNPXcecudNR0kPgEIYV9uztRUgIojpOSuGmJMuWzGXBglmgI356w4OUaho0KAOOMGzYsJozz7sMN94gNUoY3JTD6PCg3TwqiZIpwiDClRGFXIo5c6fj+4HdvDd8oO2av27DWjo6O/+Pz8miJSs54aTjSbkuUlhbABlL/h/45fPs3N1LS1s7S5fNxDH2fIEdGD37zGYWLprHm950Cd/+zl9z0QXHWVuCMERiGcspR9HVnqe1NYvjaObMnEoulQItUJ6Lm/IIopBKrYYfhOgJLlCu41g7AGMItSHSNiPYjwIiknOfyF8tG0dMCCUx0vLTB4eLbN6+l4HB0ZjVE6+Txm7OlADPURxz5ELe+q4P0NY+Y3KQMVm/mxIC5WbonDqH8y+9hlNPPoG1q1cwY+Z06n6NSqUSp3sKPC9FJpXCVU68Z1UIafetxL1UYzwRM7owlgihhGwwyIjVBtoYy0oz2jJMXRXL7WMWX4PZrBv7ZBHLOi1r2doG2N+obLJq43ttD1v3a4Rh0GD7Jf69QsRxanZD2ghfSMDA5HWMEEybOo2LLnsTyvlN7lM2ncUPI5TjxMC7DWWIwhi8MgLPU7z4wnONe1opwcy587jymqvxPK+xT0RrJAIdBjYIzkAY2v4uCnwCv0a1UsboKMYQ5ATpa9KD6Rg4s6yRxtABIP73JPRt4rDJHu8Iq65Ien/dOC7JvxutY0+/2FIsXseMtl6CJv69UkocR9HclCeXy6Ijw4sbt/DAQ08xPFajudDCwgVz6Vp3AtJx/xMv6P/36/cXsAN279rG3XfcTrlc4uc/v5tyUfH+D/4J7/vjd7Bh/Xqmz2hDYRAmRMT0zXymidkzZxERsGPPbr74pa/x93/7Bdpb2vjkX36EP/vE+znm2DW4jkXpLWodNVJPlHIYHe1ncGCUUBscR8Yx2hJHCfoOHeC73/oeD9z/JDNnzuG9f/wO1h65MpZfiZjSa5sPIzSR0ZRGx/jFfY/xT1/4Md1TZvCJj7+LU0/ZQHNLE8iIVJw06NfrVKs+SEUEhJEmCAP27O9BOS7TpnYjpCCVTiGMQ39/Pwd7Blm6ZL5tiqSyPxtGPPLoi4ShJpfLM3/eTJqbs6xbu5TOzvY4HVAhpUdLWyfpfDt+EDG1u5mxMWuIK2KvDSUly5ctIQpCduzcEyP+tqFLpzLMmzuTUqXCq69tI9TSRmsZcKSiWi7HkdT2+EWhprOtm5kzZ/OOt7+BN73xYh64/yF+9KO7OXhwGGMcbPpQQvmNGx8BzU0F3vjGq/nQh99BoSnNj350E9/59vfp6+1DAO1trThSEWl48aVX6e3tiWnZKgYBZfxHxbHU9vyPDg0xMNRH3a+SyzexZvVqPvyBd/GFz/4lxx+3lvbuDmphFCdJavbv7+MH3/8J5WrJHiWRpPAYViyfxwc/8FYeevBeNr368mEb3MmarN9FKaU446zzWb16NdVqBR1GKCFpKjSRSadJp9IoaTeeruPiSoXnOnZiGDdTjpSkPMsUnsiuE4Dj2uYlAXcSAFDEnVgjQVYKK6uEZO7RYGkppfBDu4GyE0NrsJtyHFIpl8CvQ5ymbR9wknQqSxhaA/go1BTLo5CwHbQ1wK1US5RLI0Rh2GBOpLN5rnvr28jmco2G00SCfC7FkRvm2gbIJGlZdt2aNr2JJUunUxwtUq/XaGvv4rwLLuGCCy+xnnAGwFCrlmyqoIBMNo82BkcKdL1CcfAQqUwWTES1NEw2l28cCNschfi1CkIq6zFXLsVT0fHhkT1kJm5QrZRCN9YUQyO6bELTlXzN9+u24ZuYAhd/6+GSZ/DrdcLAHrPkWWibRhBm/H00mEmIOJnMYCLL3KxVyhSau3jb297OggUL/pOv6smarP9NBYJ8rov5CxeQz9vkQMdV6EjHyaMxfzSmVyWBFElNNNVu7Cphwn2S3Gf260EQEPi+vadif0/XcalUKhw80M/IaA0jDJ4SNBfSvPPdl7F08TxKxSFuvPFeBoZqSFyOO+4Irrn6YlzH9igY2LZtFw/+6iVK5Qq1WhQzkwVzZ03DkQFPPvEKjz2+3fYkxrJburs6+KN3v5cpU1cChzPhhHTo6OrGdW1ADQjC0CaxWkzeMDo6glQOJH6l8fFIpVOceNI5ZLP/Pv+6iZXLt3DiKaczd9Z0pFS0tLQ02Bylco1fPvgUUimOO34N2ZyLlC5eysVISbGkKZUDsrkc02d289GPvZFjNyxDCssO8bw0qUyawZE6IyMVhFHUanWqtSrNzTnmz55CLuXhKIcwDGMWciyLUwopBMGEdHCE7d1/fbCR/HcQBHazrnWcIGzQRrJ7X5GvfPl2vvf9WxvPy/giscdWCDzpct27/oiFyzdMgnWT9TsvIQSpQhunn3cZV159EScfv4583gYXOo6D63l0d3cxfUo3LYWsJSgI9WuqjGRuO35fJK+dDGBl7ImWML/A7uFSrmcl4co5jMgy8T5LAiysrDUBp0zMLAMlHRxl0+6TeyjwfXRs9WGBuHGShk3zTsJrBE58z0dh1JDrKiG44OILmTPvcEZyUgsXLSYMQlKpFJl0Bsd1GsfBYm46pqElzL/4eDgOl191LStXrkIIiYwBTQFIbf/oGMyEGAwVAmki/FqZKKjH/64bqbckyof4EZQM2KMojBlzDhhpBw9aWx98EnmyIGnGRdy72deIGs+8ZL0PAj8egsc4RrIORiFKaIQO0FFIFEVUq3UqlTp79uyjp6eXKIKmbBMrVyzgmEVrWLRwEUyud4fV7yVglzA27rnrDvr7+tDGcPKJp/PZz36C449djeulUI7HgkULyWbsxFMpiacU649azVhpkK985dv846f/hbaWdj75yT/hzW+5mvaWtN2wCTCJPWbsayLjqSI6pOfQAcrVEIRBKkFfzyGqlTIvvfg81//rt3nmmddYungp73jnm5k5a8p4oxdvSnVkkfAg9Dl0qIcf33gvt/78Ma6+5lLe8PoLaGtvwXPTtDQXcB0PIWzjFIWh3WBJheN4pNN5DhzYw959vSgPurtb4+RFK3XaufMghUIzCxbOPIwpGPh1BodGsAtgyNDwMKOlCrt2HcIYge+HIG2wRCbbxIwZ80B6TO1uwa9V40lh/JGEBcNaWwu8tnUHjQCaGKlftXIFynEYHBjEDyIc1437W7twBL71Rkql0khEvJE0eKkU649aybvf9Qb6enr4p899h8cfeZ6xsdGYGTM+LbG7TMsIWXXECt729jfQ2dnMA/c/yqc+9Y987evf5tXNO9AYAm3YvaeXW2+7i3q9jl14ZGPTa8EH2wCHQcjdd97Jl7/wVV7buCWejFqacGdHB2+46lK+/M9/x9/+1Yc4cs0qDAo/hAceeIIvf/nrDI0NW989EXMqjWThgjnM6Cjwza9+kXq99ju5XyZrsibWwoWLeevb3sns2XOwzYr1GovCiFq12mAAYwyFbB7P9QiCwIZTKIeU4zakYw2wTgjS6QyRjm2344d50rhJE4N2E9h3CEFkdCNB1q7Tdq0N9ETKviEINdVQ4wcaYQwp16GlkI+j3gWum0KbEKlU7ENlJaISy2oDu366jgM6ary/JcuWcdoZZ9rJrdHs2f0qjlJEPowNlxvGv1prjNZINAd3jzI8MMKiRZ0U8hlmzZrNW9/xx5x17oVksznsc8MmslbKIxSLw1SqFSITIZVNJi+WKxRa2kFIavUKge+P4wACIMKvVcik0wjHIfR9a8w+0UOQ8cZqAto24bgdDthNnA8YIptIFjMCkxxcK/ttfFPjuSFM8kQcb7CUsE3vxH8TMdtIxkMZKbHSGq351ve/zyc/+cn/6GU7WZP1Hy5hDK7rkM1IBJogjJkW8SYzSYI1OiIMQqrV6mE/b5m+v7aJnMgoFnbzaZNg47VNa6q1Wsxq1VSrNbspEpaNoaRlVx25dgWXXHQ2mCo/+O5N/OymJ4mMIpNyuOCCE2hvzSMSEwEBe/bspn+ohHRh1qxuIu2TclMsXz6Dgb5D3HH7r6gEEQi7+XRcyZnnnMVRR5/UMHKfWEqlmDZ1DjryqdXqjc3lq5u3UCqO4aWsX52IJyQC+/6lgFTK46STTvoPnROlFNOnz+f4Y49CoCmXSyilUEpQrdZ5/NEX2bx5G4uXzGbu3ClEkcH1XEINL72ymeeef9Vu4A1MmzaVP/3oW2hrLhCGBsdVvP9Db+BTf3EdJxy3msCPGBguEmiNRHLs0as56YS1CKyKwnVdu4lXlrljUzEPZx43rqXDFDc0hvoTWUE6MoSmTiXwef6lLfT2D9tgkvhZac+DQUcR06Y2s3zlyZNg3WT9t5UQAi/fxOxFG1i+fDkOIYVCE+l0lkwmg9aG1rZ2Tj35ZObPmceU7uk05QtIoexzXoCI/eSS10t6uSgKY8adto2gTIIeAQPFSoVytUY9sH6OTiyptGytid64oQX8IAbsIjt0BJIOJmG+ilgimvSxNnwiYedZIoXRAUpEyHj9J4pQOop/v6C1rZWLLn2dtfP4LdXU2oZQDkZHBH6dwPdxHId0JmsHrQhGRkvs3rmD3t6eCc8Lh87OqVx6+aW4SuA4KrbnssFgkYk/d/zehTBEUWBJREYT+PUY+DRoHWI954gBN8BEGB1idITRgf27CIm0TZpNe6nYZxW0DhvDVxMPYk1kez0dhSTKEoiVMAKEib0GhUEpgVRQyOdsvxkPTIwWjJUqjIwMU6mW0EbT1dXG1NmdnHTeqcw8/gSE+vdbKPyh1O8lYAcwONDLfXf9HM/zOOus0/noh9/OrOldiMQ/CQjqIV7GxXEcHCHJpNNs272Tz/zTV+hs6+YvP/FBrr7yQmZMm0oYVBgdHiD0bXKLEBJHOfGio5DKUm9r1RIPPfgoxWqAjHXrG199jTvvvJuvf/0HvLZ1P6uOWMkfv/etTJ3aFr+VBLUWDRlRpVzh+ede4l++8iO2bj3Ie991HSeeuJ605yKM3TxWqmV6+4YwZlx+EAbWgyiVSZHJeOzedYBSuUJLcwttbW1W1qENWvu88PIWpkyZQkdHc8MsEmMIw4hly5bT0dlGNptm6pQO1q9ZyJpViwFDNpthxqxFOF4e5XrMmDUfPzC0tRYoFkftpnlC45HLZWkqZNmxYz++7ze+BjB12jQK+Ry79+5h/969eF4K6ShLqY5DNhqMDGWZO0kijVIpli9dzB+/6ypWHTGXH93wc26+5WH27++LA4sSao4YxwEQLFy4iPe9/+3MnjONvr4RHnnkBXr6R/CjANd1KFXq3PnzB7nl1jsIYt+S5H3Yc29Bu3K1xsate3n6he18/ovX88gjDzWuPwEIqWjONnHaySfwj5/5Cz7+sfcya850xko+t93xS775nR9Qrdfj/bLdFhfyOa679nJ2btnILTf99LAp/mRN1u+ilFJcfOmVfPmrX2fp8mUEUUCxOEa1Um1cj1EU4fs+tXrNMtew6aBp18VGzVvW3TjzxMSmwdbjx4klBI0pbIOFZyb8zPimx3Utg8RzXSuzgMY6oqOIyECgDWHs8TFv5lRamgoxQGWoVktEkU8qlcFONMfZEQZryh5FIfV63TIdIsu6u/bqa8jH6YbV6jAvvvQ4nd0pcgXJ/r0jhGHSENrXCsOQVFrR0ZnH8QJ8v46UklQqxdJly1m1apXdvEUahaE0NkgY1THGNrKJkiCqV0mnUignRRAEjXVv4qavXq8RBElql4inpeOT1GSSmyBsE9ddWxOP80SsdHyjmRyfid4xxI51BtNg7CVmxkKMpwA3pugythMwBiUM0kQxy8Wjqa2FwIc3vOE6NmzY8H9x1U7WZP3HS0vBgYN72Lh5D5u3jyCFJAwDQMcgs0YBXsysSDaAiVUGkcaEurEWiHgIl9ikaCPQwlD1azY1PrC+SRqoa02EIBICLSwo6LmSfMH6qb39HVeSzzo8+vATfPM79zFaCXGE4aSTjuT00zbEvaNjJVfUOXhwgHotQmtB/8AwYaSZOb2VppY0GzduZ++BEcIoQmBwlMvM2bO48g3XkUrlfuuxEUIwddoc6rUxRkaHMFFIX08PtXqE50mq5VI8dCQGJjXSGJqzOS6++FKmTZv2Hz4vXV3TOe30M5jS2YpCoByB41rWx569g2zZsg9PweIFM4h0QL3mo6SkXK6zafMOaqH1o8IoFi+ezVmnHkUukyYMQl7duJWrrr2Md737cubN6QSh0Qb6+ge4597HcbyMtUkwBid+bll5tER5Lsp1GuE6MIF5/FuO36/7GUYGQi2IjLCBPwiUsMMkFaewE7MXV65awazZk6zjyfrvLoGQDktWHMnpp53CO976Ro49+mhmzpxDPp/n5BOOYd2aFaxbvYqlC2cztaubtrbWxrWfDP+ARshDGIbj98cEZq6dmMYgEcTJ8zbIMWHRwXiAhWWrmdjTUpB4WrqOi+O4cX8zfp9qbRrWUCZmlVnrFycGqnQD7BOJj15s4aGkxBWG8845l+UrVv//AumrV6/lsstfZxVacrynStjZQkhq1Rp33fVzPv/5T1OplMaPs5CcfsY5TJs+DYFdT5mAXSQ9dYP1DbFFk4MUEIV1JLrBgmuAbfFnl8rKWqM4FTthghutbQ8cRegJKbGHrW0T+kRLLooHDTHj0jKRbU/oSElzNk9rjD9IpUDYQIpIh5TLZQBam1uYO30mCxcuxHFm/NbB0WT9HgN29951O4M9/Xziox/kzz/2bjrb7eYtQYNLlRGefuZlxkZquFLhRyAdj/Xr1/LnH/8Al1x6Jm3tzQgpiKIahw7sp6ltCulcrkGJtQuDjveEljHxq0ce4omntxD6AmEU9SBk46at3HDDnfT1lzjttJN593veSnNbrnEDxCpQbJYODI8McO99j/LNb95Je0cHH3z/m1mxYpH9nfEEVkiIQut95KZSICS5fIGOjg6aW1ro6p6C79d48cVX8EPDvHlzae9oa0TP1/0aW7fvZsbUbjLpTMMzSiIbiV9hEOG6nv26EeiohlKSQiFHtqkJIRRSKGbNXYAfOqRSOfoH+ymXq4ctYrlsnhXLFrNv/6HY2y+ZIsPUGdNYsXwe+/cfYuPLr+F6adLZNEZIHDdFKpWx4KjrksmkSaVs4IVSCqHslKK9YzpXX30Jb7nucja9sonPff47PPzoywwOD+P7VYw+nL4rpWTOnLm8971vZ87sLowICbXGkZJ82qElX6Ba1XzjWzfw1a99h5Gx8fecbIZHR4t84Z+/yiuv7qBWDzlwaJSvf/MHbN2xJT4/MQ9JWDpxPpvhgvPP4Ctf/GsuvfgMtBHc/NP7+da3fkSlVrPTp9gnYPW6lbzhDZdw44++Q7lcYrIm63ddUkrWrj+Kf/rnL7Ny9crYJ84yw6S00nWhJCGGml9HAJ7rUg3q+JGVRyaG4Ic1bDGQLrTNsHKliieb1tj3cBBpHHAPQw06smteFCENuFKhsBNXJS1Q5wd1PMe17OS+flzXIe0q6n7FTgORhH49/v0QRQaNlWLoKIT4PRqjWbpiJRdc9rqGBKA4Osq+vfup1yKkgO4pbWSyKbQe36xKV9DV3U5fT4UozOGlMo1j2tTUzOuvvY5UOm3ZMNjps9ZhQ3ZvnwIROjIM9/fiKAtIloqjCKGAcVYHRuPXauhQx/+eNLIJpKZBJHEQv14i/n1JYhuNYz5xag3Y9DeV+MTQIOppY0HaGJaz1409g3YqnTBNjE0WFghCrSFm3YVBRLFUgZTHX/3VX5HNZv/D1+tkTdb/TSnXoV4rcuttj1KsRLhKs2B6M1PbMmRSLkoYm2A44b6YKPmBccPziSC4/f/23slksnHQVXzvxJunca9NuzFNZzw6C1mqpRpz5k2jtc3jqcef5O/+9lsc6h/FmIhU2uPy151Fc3PB/g6pMEZQGR3loYdeIF8okM+niCKBMYq16xaDqPPww69ysLdC4EcI4eCmXM45/yIWLzni32RwFVo6SGWyjA4NEPl1RoeGyaQkjlA0NbusXTWbIIwwkYlTrQUtbQXe+P+x997hcl7lufdvrbdMn9m9F231LkuyJPcu926MARcwxRgCHHISkpBychJOkpNDQr6EHno3vRiDjXsvcrfVe9+9zN7T3rLW98d6Z7YEhBBiAjhzX5cQ1p49Zc3Mep/1PHd501tx3div/L7Yboyly1eybMVCEBAGCmkZ5qMXhGzfcZDpmQrnbDyZhCNxXJtYQiIkbH55H55nvJY8zyMWi/GGmy6ip6uZSsXj4UdeYMe23Zxy0mr+5/98A+mYDVoRCs341Azf//49NZP2IPARWpNwXBqyOYIgiBQYBsd+Do69fv30mv4s+07hed5sYEbk/WXY1ALLEgwsmI+047/yGtZRxyuJzt55fOCDH+XWW27hLTdcx0knLueMU9fh2ILDR45SLs0wPjaMJSAMA3MWikIlpGUZxhhg2xZSmnojjFJUZwn/kQdk9HvGOiCsSTi1Mqw3rZTZk7Vhk4U/pbxQytSdoQpQepaRp6KQQoQ2Dk2RD7IKQ1CmOaaVYYLVvtc1tZUkm8tyxWte+7N+n8egsbGJSy69BD8IKJcr0fM9xjZE6EjJEHDH7d/hmac3Hbd39PT0smbNGsO0tiwsZE1uKqvNseiZEQ2LwdTuKIUOZtlxx4aNGTWXUZwds1gIqK2VYZXryBNP1dh8hrEXeUxjhrAobWq8mvefhes6xF2HZCJOR1sra1YsZ/nSJbS1thNzjVe0JcywXkqLlpZGVqwc4IzzzqP1V/A7/e+CV2XDbjo/yU/u+D5nnbaByy46jWQs+mAKgYlq9rnjjh/y5KZdBKFA43DRBefy0f/vA9x8/ZW0tzYByjDdSnm+dtttfPpTX+HAvpGIVTcbo1z1aArCEt/73rf52Me+wtBYBSEtEgmHMNCUvYDQhyULF3PdtVeTShlZVNWAUylFGATMTOfZvXM3n/zkt/nxnY9x2WXn8rY3v5aerhasKkU4utC7rottWwyPjKBChcDCsl06u3vo6uslkUpTKhc4eOgwAsm8ufOIxUzhpLQin59meGic/v5OZHXDimqLYuQd55UDyiWPQ0dG2LNvCIVlnrueDcZACDq7+wlUnGQqSSLuUiyWj+vKW7bFCauXUywWGR2bQEdFrZQS13Xp7eslrPi8vHk7KoSmpmZSqQRtbZ2GcRdtspVKhVKpZCRtKkovjJJbE4kkJ25Yzh//8S2csHw+H//Xr/KZz3ybZza9zP79B8jnpymVSvi+ZzZlrWltbWLBgrk4dgyvorBtSTzuMHeghbNPX0JnWyPf+e4dfOADH2Tnzj21g28QBnz1q1/j0UefYaboUfZ8KoHHgYNjfPWr36NYKh0vkZDmcCyFpLOtnT/8n2/nr//3H9Da1sqXv/JD3vcn/4dd+/abCUe0cZ531il0NSW4+64f/hd8Y+qo42chpWTN2vV8/BOfZdXq1UjLBEkkk5na/uf5hjHrOI5hV4Qh6WQcRxIVXZH0ILIdMH4Yx8oydc2DoyavrDLnVPUANMvWCny/NtELIx+PquSsyoxLJhIUiyUqvm+YJJG0zTysSfyuFpA6ep1VjxAziTWeJTfccCMtLS21Pbe5tZeWln4OHsgzPu5z8OAIbe1Ntd8RQpLKJLEcj+HBPKlEBteZPawKIThv40aWL1sGCOKJOK4bM/5vHH+YE1LUJsBQlQ5XZa669pqrRZqpdWebZNW1rd3fMX9+Psxta+bP0bpUEQbVaXO19Iuid3RNZ1Gbsv5cFl/0fKWQhFqhJYSBh23F+Ju/+Vtyudwv+CTWUcevF35Y5JlnX2Dn/gniqRi33Hwpn/3E+3jv753Dwr4MrQ1JHNcCQeRfTK0OSiSSCCkJjjksAtFwYraZUywWjqsLlDYhBn7EUAaQWjG/r5PpQpGSH2I58I1v/og/+dOPsWPvEEIZz8uGXIZly+fV9lKlQ0LlcWD3QfbsGyXwPQJfUfHKtDTmmDe/k4P7DvHiywcpVjy0sNBa0t/Xy/VveCOx2C9uCKVammlqaWVs8BC+V6K7K05/f5xEMglasP7EhWQzMbQOCBW4sRg3vPFmFi78z4XHCCHINbRz0oa1xB0Lx3FrexFY3H//8zz2xBb653XT1pJhulAk8E2TrlIKKJeMiXos5iCEzdKli1m0oA8IOTI4xl9/4JOMTk1w3sYzOe3kVUhtEWqN5wdU/DLlcmXWw1iBaztUiiXDuvw39tTqf/5caXT1vVeqNqB3LDO0MixpFfkdR/5Rtg11tkkdv0UQQpBMpok3drFk9QYu3ngWSxbOZ+/BI2zZfYi9hw4zMjbB4Mgw+fwEUvskXJtkMkU220gmncF2HCzbIp6IgTB1h0lOVQhR9XbTUfM68qhT1eYaVP3UBIbw4tgWli1r371jFV468okzv6QxUlkPLaLHEKCJvIirjauwagVybD1lmoy2bXPiySexbsMpv3DIobVmOj9NGIQYm2NTG9m2HdW3IZZtAnW8osd3v/Mt/Eg9AuDGk9z6rvfS3t5mhiDHDFOFIAqlEMfUrbN+dkJEXqIQeRGDZUsjcQXEMZZe1ecKRAGWZj10NThHK6N8QUXsOG08U2WVORyiI+uATCZLT28fSxctZdmipWxYt54T15+IdCXpVALbcXBsu2YtoHWIVyqTTDqs3rCOWLz5F67pf3f8bLTJqwAvv/A0R/Yd5OqLz8OyQItIY641yIBHHn6QL3/pdibzZZra2rnlLTdwwTnra5uDoXoopiZH+fgnPscD9z8Nwqaz52kWLZlHPGEDEo3CsmwKhUm+9c1v8c1v3k0QKuYOtFAsligWPCzbItCadNxlxaqlxBIWvm+kTKiQileiMD3N6Mg4hw4P8r3b76OttY33vuvNLFk6F9u20NEONfvlAktYZJIu4+NT+L4ioZVpXlmzG9XE2BhTEwUcy6KlpZWqhAOhOHTkMGUvYOGCAbMZWrPU34nJAk2tcyPzd9i37wjT0wU01UhriW1X5ROKlrZ28kXj0dLV0WE87oQwX/Roc+loa8GxYNfuAyxbOt+w8yKa8Mrly/mOewejY3k8X5HNZkkkU9i2HR3aJWGoI/8UhZBGMluFFtpMI2Wc9vZ23nD9VbS2tfCVb9zBk0+9THd3EwP9c+jv76G5MUNLczOJZJyhoSEmJ6epVCo0ZFIkUw7z5rRz7sZTWXPiqRQKJb73vR/ygx/ey9/87T/xx3/yHpYsWsTQ8AiPPfYUxbLx7aoeSINQ8PAjT3PSyY9x0flnRzK/aBJkVh8NxGJJzj/3bNrb2vjff/kPPPzI0xw5cpR3vuONnH3Gqbi2RTqZ5HXXXsYXv/M9Nl5wGZlM5tf+vamjjp+GEIKFCxfzoX/+CLfe8ib27dqHJIqUF4ExBY7FCMKQSrmCbVtYtoXng+s6eH6AJW2UDmflrNGQQkfMOzceJwyCGuvk2MeGaAqHOcAEQYAGAq2wpIXWRi4gMAdkS0I87jI8MorUIXHXMc19bRqCQVCBY5hn0potWFpbWigWZpgpFlm0fBlXXHXVccWDZVls2LCGh+6/j7IX4sYliaSMJsRGNqpCTVtHE6NDeZavWEBD4/GNqGw2x7Wvez0vb3nZmJdLieu4kZWBOeHLyOzY98okcg14XoAlBclUgnx+araxFx3yjg2AqL6W2fWjxogzzbSfXuPZ/uls83T2gGgSgHXE+9PGz7AqsajescZcK4RhWYaRqbBprEbXLa1NQS5Mc0Hhk25s5ktf+hpnnXVWvUir4zcGrTUH9m/nc5/7DuPFEqdvWM6bb76C5sZG+uf109fdxXdvf4I7791OAFgyNMEBSqNCTalUqjrImb0qOkRJBEpSS8CGY2TiwshhqzIwifGxS8bj7D84yHTFRyPZt2+EXbsOk84ksW2bMFDEXZuerlYyqVSNvayVAgmPPvY8MwUPCRSLPjHHYk5PM6tWzOP7376TkfGi2TOlhWNJzj/vXHr65/67379MqpmWti4Gj+zH84osXDSH4SODKFFmKh/ywzueRiuNG3cJK4KVq3t5w02XmEHOfxJuIkl/dzcdbQ3sH5w0yjBpGMbjY9Ns3rKbU08/gf7eNg4cnsDXAktKDhw4wtjYJN2dLWjt48Yk8YTLuhMXcdc9T2E5MbZs3scD9z3DNVedxxlnruWBB19AKWPYLmTVry4aiggoliMPV3P2j1jhVVRZc7Ofq2NtDI6Vl0lDCce1JaiAbCZJueJRKleTFAUq1FRCeOmll5meHiOdbqrvk3X81kBISWNrB6tOOo9Mw0sUKxWmp19mLBT4SjNdmCYIAtobs2ZIYEna2lpBQX46T356ikqlEgU/mM+14xgF1/TUDJ5vPOk0AguBsCxUpDBAyxpZBjQqaqYRDUGqZ+VqCqxhwpk0WKUClA7M9zfiLDmue0xdFNWGkUoqVAp0QNyNkYg5JJJJ3nD9m/7dIcfMzDQ/ufNHxB0Hr2ysVqpqXzPIEUgsw+ITgocffpB9e3ezcPFSs75CsGzFai6/8iq++dWvkkplGJmcoGpNYuTEx86/Z68F1RrSWK0YJqIXKKrhiebWInoe1OSyIvJBrp7dE/E4vlcx/viCiB2uUEFAKp1kpljEeOKFaGXT0JBj7sAArqXIplIsW7yAgbl9HB0Z5elnXqIhlyOdSjE+Pkp+eprALxOoCsm0JNPYw3GFbB0/g1ddw06FAbd/9zusX7uas85aX7vogjko3Hf/vfzjhz7N6HiZFSuW8p53vY2F87ujDywYmpMkCIt85atf4957nsJToIXHfQ/dT/+cTi66+GwMG1UzOTnKh//lEzz00HN0dnXy2tdcREdrkq3bXubBh57n8GCeIFAEvs/DDz+GZUt6ejvI5/Ps2b2Hw4ePMjY+wfj4NDMzASesWszNN11JT08PlmVH2v1ocqujb6cQxNwYDQ05Dg0WCcPZJAfLqjIcFMPDg5RKPq5r09ZmmCBV1squnfvIZHI0NjagtJGHVWWjM6UKK1YsAzVEPB5j5arFPPjEFlqaG7DQSMcmkW2hekqOJZNIK0ux6JFrSFEsGvkZ0lCAtYZsLkcqleKFF7ZyyUVnk0hUaf+avv4emltzjI1PMDkxQS6Xnt1UogKlVCzh+z5uLFZjxMDxU0wzbbBIZ1wu2HgGlUqFL3zlDoaGRqiUSuzavQ/fK5FOJxHSZXhkjKmpSeK2S2NDgosvPYOzzjyT5pYOHDdJY2PIrbe+lWVLl/LxT3yBP//zv+Mtb76eseFhBofGcKRFyDGpYEpRKft89SvfYtXyRfT0mA2oVq5XWZJaMD46yr6dW+jvbGJsdJxde47yv/7XP3H55S9y8xuvo7OzjeUrFxP77l1s27qFdevr/k51/GYghGDZspW8731/yvv+4H8yNTlBGFbl/GZPCjwfIcwUb6ZYIghDHMsUUEJoLGERcx3KpZI51NqWSaSKmkRV0cGxB5LqAUcArm3jRX4n1Wt6qMLagUhE7fB4LEYQBhhxqMSOxZiZqSAjhitakUmmKHtlPD84xntN4DoO074J7nnd62+gra3juHXQWpOfHsd1bJpaEhw+kufg/tGIHWgagqViyNNP7aIplyCdsyPfvlnZhLQsLrviKr71nW+y+cWXSSWTFIpFXNtFaSP3MAd+jQr9WpCQUkEtsaxKWFNaIwipSod/ulFn27bxuKtGRvwUC89YC9iEoR95ysxKuqoJ6Oa1VSe3gBRYWkTT19rKGFms0ni+F01pq4zt6sBCkEikaG5uY/jwAQplj/f/7V/Um3V1/IahyedH+Me/+1v2HxiBUDE4NMlTT2/jnHNW49oup59zLh09HeSS3+PrP3iRipIkpMBTEi8yNpdCRrYiVdapmFUtHNMgr6J6oJw9dJrf9UNFoeIbwbwlmJ4uIKSmWCoTBgrbdlAKVq9ZSjaboMq+FaGkVJ7m+ed34fk+jjSNskQsztKlnQwePcy9D26m4oEtbKS06Olo58rXXD9LCfsFsKVLT+dcnnvxaSMFlSmamzsoTee5665tPPncUQIvxJY2Iq658oJVNDUtfEXeIdt1mbd4PouXDLD/6NPGb8qOIS2LMAjwPOOJ2T/QzcNP7sCOgoXKpQq79+xnzaql0TnA4NTT19D4qe8yMjKFVxL8/d9/mo7uLs678HS++pW72Lr7MAITslSVQB8bKFIdVCht9uOqRU4YmLCiVCrFzMyMOfYfxyY/hu2swBIiGjYJQs9HqJC4A0pJzJzaXFsffvhJvvvtf+XGN/7JK7KeddTxSsF1XRzHYe7S1bT3pFBKMTE+RmHnBKFfQaAYnpomk0rQ3NTMnN5uEokEw8PD7N2nCBNJAj/A9zx83yeXTWE5grIj0doo4oQw3y0jxawyW6v1CSgUtrTwKpGHr5SoMGLORfJOra1jhhshKLCkiGxDTKAgoWf+TZtTW8w1dZvyKgitcB2XpsYc52zcyKmn/zJ1i2ZmegLLtUimk5QqHkHgE/i+CSCKAjdKnkLGHZLJ+HH7FIDjuLz+xjdzdO8uduzYjRf4hKFiulgwQ3DXxfP82u2lNDVnPBGjUqlEzD5Am5/paFguZfVcaupzEfU+hK5aqwgc28F1BDoEZVxusITEdh2SyRTtHR1MTk4yNjqCDgKU71Mpl6iUS6RzaTLZNI3NOVJph9YgR3tbK6ViCSkF5a5OhO1w6MBeZvJjLF+5ASET1PGL8Spr2GkOH9rP1hdf5A/f+w5icdt0rzGS1e9+73t84lPfoFK2eNON13PdteeTScZNUymSV6ooyeTQwd089NCzhNomVB5CaMYmxvnCl2+jq6uDE9asZHziKB/60MfY9OR2li1bzDvecTNLlswnDAOWrVrDilWr+PGP7uHlF/czUaiwdfteDh8dpqkhh1IBiVTcGHQrKBdLtLV2cd1rL6a7rxeiAlBrkMKkxAisqNuvsZwEDQ0Zdu0do1CYoak5E9FiTXiElMIUeVozp6+H3r72moyUMGDP3qN0draTySRxHReBxnFilEvgK4dMLsnEkWmCUHPk6BClksfk5ARepYmGdJLQL6J1MyCxLIem1i4mpor0dLdQ9kOEMgalIWYTTSSTLFw0l/0Hj1IueyQSs1/OTDZDb28nT27aytZt2+mf0xM17KrmoZG/gAoNFVdUMwvBsAY1RravanzpVCbHsqULyaXu5jXXnMfZZ51MPJWlUq6gdMD0dJE9u/dx991PsHnrbpLZFKefcRbtXX2gzX2ChW0Lzj73bHK5Rj72ic/xDx/8GA25NA2NGRIlD601vq8olT0CbaajQ0ODPLPpCbo6r0RI52fq4YpX5sH7HuDuex7m0NFxANIxh3LZ46u3/ZDnX3iZm256DadsWMuaVYt5+IH76g27On6jkFJyyWVX8dzzz/Gvn/goOrqwS8uiXDGstVQqQVNTlsOHhwHwPZMW1drWwtDgMMVCscY0kUQG3tH0L6x29qsQsw0orRS+bzxIDBtF1JpRGtOYQhsTYcd1mZyeJoimjIWKh2VJwjA0sgsNXrmMbUkqGizLNvIHIcik0kxOTDB/YA5XXX3VzxRkQkjS6Xa8suLo9BR+CKam01GKtEk8jbkZKh7s3VtBiJ9lmDQ3t3DL227lf/6P92DbkljMpVAsYkkRyeRmgzdUqYSUpqlZKBaPa7ZVZanVWWlNohrB932qMhC0ef5R3letGaciCYU6pgEn5TFMECmxbSsq4owkWUaHTm2eSO09nS2I9azPqzbpu1JKfL/M1Ogh3GSKz339G5xxxhn1Zl0dv1GEYcgd3/8qP7nnIbwwxNKSXXuO8gd//DFufetVXHbJevr6Wpk3dy5vvPkaXth8lKe3jWMjkWhsCzMc0EayRcSws2w7Mvo2Q43qSPVYOT9QU0PYtoVf8ShFoVxVti5aYQs7Yrma/cG2Bc1N6VpzUAgB0mXv7r288OIeMpkUoadRpTINDQmWL5vD44+/yPhk1PAX4DqSS664gPmLl/5S30EpLdq6epm6/04qFQ/LiXNg1ySPPvIyP7xnGyNTRSypsEVAb0+WOcvLxzF1/zMQwsa2W1i1YhEPPfEC/rTxlkokXKYLAVu37qdS9lm0qN8ENkRqE1tYHB0cRguJFNr8O4KOrm46WxsZGZ5CoTh0ZJy//sAneNNNl5FpSKBUgECSSiaM56YGPwoHU7Ok5ZpBQbXp6jgunldhw7p1bNm8hSODg7Ud2uyHFmHoI6WFpTWOtEyghWXh+QGL53fS2pJEY/Pkpl2UAoUUUCp6fP9rP+DS82+gqav3FVnTOup4pSCEIJ3JkEjOZf2GNTz80MPEHEkYGDdbYTs0NDaQy2bJZJIsWTBAdu1SSqUyFc/jyOAwO3btZWamwNjkJJOTU0ghiLsxhLDxfB8lwuhsa5pJx0rNVRhiHPBUzZ7DD4JaTWS+dwGz1ijVulIjbAkSlPLRKsTGMomxlk0ikaRSKZOIORBaNDfEufTi83jb//hDUlEQ2S9CsVBkbHzcBJoFCktrQhWpKCxZs0sw1ZvFa6+7gXnzF/zM/cyZu4Ab3nQzn/rXjzNV9CgUCsa6JKpphQiNL6AQJr1a61qYg5RWjQZclbAem2xt2yb8Q2DqaK1NwJLWJuVbK4mUDpalicfjCCHIZrOsXLEK13E5OjjI5MQYYWgaqKOjI1QqZRYvXIiwLQ4cHcb3A7Jxm/kD/TQ3ZkBYtDQ2097dTlAo48hGTtx4GqlU9j//YXyV41XVsNMantv0FG1NjSxdMoBWhmk2U8zzla99l6985fvYdoo/ff87OPvMNQgdorTEqjV7Itmi9nnw/ocZHZshjNRGAuPjMz09zfatW2htjfOJT3yOTc/s5OKLLuDmt1xHY2MmMhGWuG6G5StPpadvDp/9189y/0PbGJjTxxtuuJL583uJxSxirmu67EGZz3z6SwwNQWNTYy0FVQhRS8kxhy0d9aMkApvu7k4efPhlZgqFmrzUTPwEWplGklKK7p4e0pl0tIEpgiDg4JEh2tq6icWMnl4KDVqC0AhiZNJxiq6DKvv093Wwalk/vZ0tKCpkszalwhGSuR40AikkHV3djA4+x9y+Dob3T0fvx+zGEHddFszt5amnNzMxnqehIVcrWm3bpq+3l0efeJkjR0dqr9dMUhRK6Rol1/e9iJn30+/9MSbn0QSmraOdjvZWGhtbaG/rRklJJmvWtL1NMHdgHvPmzeX//v0nKBXKOJGxr2nWiVrBqZRi7Ykn8Bf/63/yL//8SZ59Zgtd3S2ceuZS1p+8gVAJtm3dwYH9BymVS9iupKklFxV0hrk5O1HXPL3peX7wo3s4eGiQim8uQJYUJGI2ZV+yeet+/uqv/5mliwdoamjFSrdSKpWOa3LWUcd/NRzH4V3vfi/Dw4f57re+h1SmFhBS4Fgx5vQMMDU9himojH+GZdkUCyVitkRhobRpuvtBUPPmcYQk1CFVT09zAI0kD8wmisEse6zK+NJaUwkDYhGz2JGCGS8ApVEiJGcn2LCgn/te3knF97GEcYuSOoqmD4x8P5VIMjIyhB8GXHPt6+jt7f+Z1y+l5LyNV/LVL3yRnbv3kEzHSKeyDFfGMHOUkHgsBkpT8RVnn3kBtv2zDTshBOeeez5r167lmaeexLYlQiiEsHFsF9/3ogGEwAtNsJAW0vDkpBlIVL1KANASHUlPj5XcaV07UiKiyXF1zmFYHpFfC9XWn7mBUqJ2Q6WUKdqEaRYQNep07VqpoxpZI7QpPVV0CHVsl0olakAIUIFH6GT5zBe+wAUXXFBv1tXxG0d+cowvffrz5GcCwMgUhYSxfIF/+shtfPf7d3Pr26/m0gtOpbOvn/kDLby4axIVmgAEHXXiqsyOKrsrCMNagnI8HifEpAPatv2zKddK4XkqYsyCI6g1vas/j34By7ZIJhPkp0tMTc2Qy6YiAYnPU08+x0S+TCItCLyQZDLGqlVzWbS4i69+7ceUvQDHsUFoOjvbuPb6t2DZv+QRQAqyrc3EHAsVKrLZJpRO88iT+xmbmDE+yFqilIWvXFKpc45jFv9n0Z5sYE5fL+2tOaanRymXPUDjBYrRsRJ79gyxatUiGjIJJqdL2FqTSCR44fltFIsFUslYbb9JpRIsmN/Dy1sPEUZDoJdf3MFf/+VHzDJLSeiHCKWwLYtCsYTU5n0s+R5IWfOaqh7+wzBERlzmpzdtQgWhub5UBy/VQbuwQBt2j21Fe6Wr6W5v5pY3n8upp50MMsYnPvV1vvDlB1CEqEDzzItbePipx7j8itfW9806fithWY109w7QlE3iVzwcaWPZNplsjsZMmraWBnLZBtpaW1jY38mRwRGKxQrxWBLPU2zduo2JsTECJVAocrmcsQYJPUwgnwkYCwLT9K6qOwQaHSqE0NHw15zhzMDRxrKM8k4Iu7anSsuKVApREioKy5I4josUUClXkEAqnqRSLtPUnGb5oh7OP/dU2jo6f6n1mJmZ4eiRI4R+gFf28UOjELHErM+vtC1iMZdMYyPr1m/4uemotu2w+qTTeUMxz3e++R1efGkLfhAQRH6X6XSKQqFAY2MjYaiYmDQkECntSFVhNBBVRZskGrgKgQ5CbMtYTKUSCdKpFCNjo/ieh9Ih8USC9pZ+0omEqfMdm5jjsGrZImZmihQK0zQ1NjExPm7UHBKmpibZu28fzc0NWAIKMwVamztozTQyf6CTtJMm1zdM95yzEMU4TLmIzH/eOuG/A15VbqZaax6+/wHO23g26ZQNQrH3wC7+6q8/yGc/922KXsipG1azaG4vOghB2kjbMA6MdtscPsfHBnn+he0EykICrmOTSSZoaciydGE/fd0tfOhDH+OZ53bx+uuu4u3vuJ6Ghmwk/9SzOnUhiNkpyoEmnkjw9rffxGmnnkxHexeNDS2kUhni8RSJRANz5vSTTidrwRCGlmuSXKrJYqYZZ2FbduR9FKO5pbXGkqjxLYQhmiltNqBisYwtHaS00EpTKlcYGpmgrbkRp1awCazocJltaKJSKSCEheM4HDk6gRIuiVSabK4Rx7ZMxHT19Kehs6eXmaJPzHGYGJuovSfm4KiwLcH8ef2UiyWGhoYRyNp0WUiL3j4zORwaHDYH0CglqLqBVTxDJz622LUiD6iqLt8kWEb/hkU2k6GxsYGxcZOwKI5JsdFaIKTFwLy5vOUt11EoVHjqqWfRUQVu3kcjrKua4Q/09/MXf/4HXHrJORwdHMPNtbLhpFM44/SzuOWWN/OXf/Wn/O3f/RV/9b/+glNPPRsp7Yj1OFtgaaV4etMLHDg0TCUwRbrr2nR0NtLWkiWbdEnEXUpln2df2MX9Dz/Fzm3bmJnOv7Jfljrq+BXQ2trO+//0r1i2fAlgmG9hGCJtB18JJqcLtYOq7dhks1lmZqZxbIfA92vNdBUdYrTW+GGApQzzo1awVDvy1SIjYmxVBwCG1m/V5FyhhpgtKVU8LMtGCkEmnqQUhOwbGcISAtt2DEMZc5+uO1skNORy+L5Pd28vr3vd6//N12/bFkpK4ok4PV0NJFImtbC6b0gpaG5NE4tLDhze/2/eTyqd5q23vAPbjROEYe111yRT1ZRpIBE3TOzZyag6Zk/56b+ry6d/7v+v7kc1KXCk0z/WPP3Y21taQKBqRV70lmB8YZza/Rz3DIRpDvb1DdDe1h2lh4UsW72aT33hi1x44YX1Q2cdvxUYHTnAVH4CtIUTc9AWqMD4YpbKHtt3D/N//vZL/P3ff5Hx0SIrlnWRsDRelFYIHDc9DJUZiB4rT69UKpTLZYBauI2x9ZC1363dXoJtS3INGar5yyYIhohBETBdLPHII88yPjkNmLrmwIE93HnHc4ShpFL2CTU05TLceMNGjhwe4sDBqVkmmLR4zeVXM2/ekv/QWiWTaXy/TD4/DSJLuSLwAxMk49gOaIGkwrq++fT3XcorebxINsyhb94Cli8YwLUEWA5IieNYFArTPPrY83R1tbJwfjdSWIQh+J7H/j1DjIwOH7N3GYbimrVLSCRjxGKx2vCjMGOCOmJxF8d10FqTisdRYUggqYVB+FHwEXDc30oFIDQzMyUKhWLtudf2OqWxNFgaHMsMaWwLGtMxXv+aU7no4nNobW2kuSXL6aesIxlzIz9oSbGiuPN7Xz1ub66jjt82ZBvaWbR4Ac3NOdq7ujhh9RrOOP0M1qxcRcwGoRQtTY2ks40EWOw5cJjNW3eyd/9Bdu/dF1mIQCyWYP7cBSycv4D29i4ymRyWtHEdl1y2gXQqies6CLSp7aJkallj9QpikX2S1kYyjw6wLbAtaW5vSSzbNs30MMSSFm7MpVQpIyzTDPQqZRzHorOrjd5Vy5i34VyE+OVSrzu7unn99W8klcoYKxHHNn8sGykklmXXzrBvveVWTjzx31ZRSSfFulPO5ZZb3sgZJ6+jq62NdCKObQkKhQJhGDI1NUU6naKxsZFYLE5XZzdNTc0kEwnjPRyGSDSxmGuandH1wJKSTDpNd2cnixcuIpfNgRCEoc90fgodajLpLCesXMmJq1dxyUXnsXrlUro6W3AcQWtLC8lk0jRAwwCtQ4qlAqEf0JBNM3/BPNy4i+v6zJk7wNL1c+gZ6EHKJCKdQnTXm3W/LF5VDLuJ8REOHzrEm264nLI3w4/vvIdPffZbHDw0hiUtbBs2v/Qs/+/v9nPru97JspXzEJGhNlHxZEmJCgOy2TQtDUkaGjOceOIqliwYoLu7l1RK8KF/+iTPv3yAG294HW+68VpsRxynr69dVLXiyace5emnd/Ha117LypXLsaSKfi5rTTZhwfTUJG7MjUx6o45bdGQTMjqsYZITtTAqp2Q8wcjoKMXpwizTwTww0oJS2aSVNjbmogaemR7nJyfJ58ssXjgPIWcPYYbFZ5FtbkGVpgjCgFKpwuatu9iybTcz+dVU0pLx4aMkcwPmSUQHuZa2LkplRSweo1CYxleqRvlXoUIJSU9PN/F4jMOHD6P0mmgzNTVre0cbrmPVnrMlqwm8spYgJC2J7ZhN2radWlNtlllSZYVoQOFYLrZlMTlVwAsCnMiTwCxq9ZBpsW7dWk4//WW++50fsWb1Krp7u2qNV31MFDgIGhubefe7byGRSPCD79xFOpHk9a+9EteJ4zpGFjf7GVA1ll6V7SKkoK29pbZ2rm1xyqlLufXWWxDCZdu2bWza9Dw/ufsxRkbzBCpgfGL6OJ+COur4TaK7u483v/UWPvg3H+DI4CihkHiVMkeO7KdSKSGFOWQuW7KcqckJ8pOTVIKAUCtc16biVSJZlpGjhpHfiG1ZRlYGRPwtHNsiUAodGm83O2KvVJknMrIB0Eqb4AOlCf0gMl0voTXsOxog4zGsIEBV5ZxKkUrkmJiaxHYk04Vpil6F99z0JuYMDPybr11Ii5mCT7Hos3/vBGVPR8bxkXRUw+REiB86LFy09N++HyE48+yzufo1r+UbX/sCviVBW7hunCDwTSFqGTPlwPNqqYRAbVJaOwgKs/eJYya35nazfi+G+a0jDl3E7BHV5ptZ7+rE2lzHZq87AmH8lpAEuibuM1JXIY5LyDS7pJHyHTlyCF8FeMrjmqtex7987GP18Jw6fqvQP7CEG2+8gQ/+v48w7fmGiYoCJWoM3ompIt+943HO3ngK2ZZW0hmH8aKPrsrQo/tSSoEUhIZ+atpVkULDjvYuHYTYUpJMxah4AV4YWQFEA1qJYT7EHJtC9P2s+D7JZILp6WmEgJmZgMNHRrjnnie4/g0XMz0+yte+8j22bDuEFCYkRimf/jmdZNKCL33ucaYLHhoLG5eOjkauvPZ1xkrgP4BUppVUpomRwwdZvHQp2M0UCgW0lECIhc2Cvg7+6B8/QEfnL8dC+WVhNTpkGgdYvXYljz+1mfG8R8XzyWWSzBQKHDh4hOmZPKtWzOP5zfvxtUZIi6HhcV56aQ9zB/ow89cQIS0saSNUQDKZNDYpoTZ+xAGEFcP2DpSiNDlpWHKhohh6Ub0sajVejSlzTGCdRiFty3weIpY4kVRaWNFwBGMulUzYrFszj6tesxHXjXN0aIIf/vgxPvv5u5jIF9BEta20GJ8ovaJrWkcdrzRiiTRvuvUPWLhkJTHHNL+mJqbIJC2ODh/C811SiRjDYxMUymWODA4yODrC1h3bKFZKJBNxyl5Aa2MjnZ2dNOTSnHLySbz08kvk8wXSqTShUoyPj7Jly2bjZ2lZuK5LQ0MDIBgZHcELjE+c6zgEgUZaZo91XZtKxSeZTBIqRTyRIJ+fhNCnrbmJmUKhVjPF3Bi5bJbGhhyr1i3nHbf+OU3Ztl96LZLJJO957/tobGzlnz70QcZGjXqsOniVwqgourq6ufrq19R82X/uusZixGKdLF19DpeUfSYLefbsOsT4VAnbmWZyaoIgDJienqa1tRXdCD09/RSK08wUZjh44AAqCBBaoEJFa2sbjTlT/xYKBbra29mwdh0Vr8LkZDcz09OUvTJBGDA4NEhzYwNHjx7mhJWLWXPCMny/QiXoonFrlmQqQyqV4sUXX8DzPbRWkXUK9Pd1smrOPDLzBpB2kVh8TqRg+48Ni+oweFU17I4ePcrY2DAPPnA/W7e8xGNPPMd0ITRd9DDA9zUHhycZnSzx/e/dw8C8PhJxUTMMtqQTSSkH+MP3/T5T+RKNLS1kMyksaeP7Fb7w+S/w3EsHuPjijVx33RU4ziy7wly7I48gJZiaHuFb3/4xi5csY+O5p0RBFT8nCl5rgiDEsuOGViqSNXmuFNRo+9Upa7VCzGQTBL4XpVhZEfPCFE9aw+jwIIFXIZfLRQfcEK0DhoZGcZwYnV1Ns+yKqHGngHQqzvT4XryKbVIfhcWiBXPoaG9BigoWmli6tebhAZBMpUnnWnBirmkWljycdAwhI4kukMnkyDWk2bvnIGHg4bjxiJoLHR2d5HI5pqbyVLwKthOvFUVaa9yIeeh7fsTO0TXJbZVtB8ebOIMxAJ4Yz5tkMUStqVptBoqouXDNNZew+eWdfOM7P+Bd73xLVMwab6pq4V6931g8zrXXXMCBfbv44he+BQhueMPVWNo+vmHLTx2sUUipWb9hLd/+9veZmipw6hkreMc7b6W9tR2QdHe3c9YZp7F27Yn844c+zuHBUQrFPEEY/Ke/H3XU8UrAsiyue91NpBIJPvovH2LP7oPMFMqUy+ZA4ToWsViCU09az44d2zh09DBKm98LfB+BIBFPEIT+rC+dNOzXMGLVCiEg1JHIKJJ0CoGvVY2lIoTxsgvDkCBQuLEEpeJM1UoKJUzzqBKGiHKZqhm81hrbcnAdB4TA8zwmA5/Va9dz001v+oWvvb2jk3XrVvNQcQzLdigcnYwYgKC1uY60tDbz5re/k1NOPe0X3pfrxnjPe9/Lls3P8/QzzxD4AY4TM0EQgWeYwEqhQuMFqJRh+5oDeVX+X7232evKsSE8UB1gRA27qJkAkfTrmIS26poqzN5afQyNxtXVCfbxTUMpZeTXZSS2KgwRESO5UCwgbIv/718+wbXXvrberKvjtw6OleINl7+XfH6CL3z+64xNl5HS1FwIWaubSl7AyzsGOXLwIBN53wQDRIFTVGuyqE6ISkA4ps4TVffIyCog8EIznDiu+S6wpYUjBePjExG/zrCJTbPOfLdDDSNjeb785dvZv/cww4OH2LH1IEorLOlg2RqLBCesHmBsdIpnnj1AqImStjVnnXcKvfP/7aHEv4VkKsPipcvZ+tJzdPb3MnfRKtyYjZoqEoTgolmy7mzmzl3/yrw5P/34uVYWLFxKX287k1v34wVhJMsX7N51lMGhcZat6Me6TaGlRGkPFSgOHBhChSbDQUhJECgOHjiK69hM5vOGHRcNZsPQSMdUVFsaVt0x+2ptDzb/bVnmCKVUWGvOHlsvVvdLU6MaOwOA0LaII7nykvW8592vpbEhy0ub9/KBv/0CTz+9C18FaGEC87TSGGuY8NeyrnXU8UpBCEEq28TGS69FAyqcISxU2LNnG4mkJOFmkLbD5HSB0kwJKR0qFQ8V+ji2hecbP7V0MklbUxO5TIzVK5eSjlugXUIVsmX7dvbt2xsNFc2AMZFI0dLcQqlURjcLJvNTpJJJXNumWCgSKJ9CcQalNQ0NDfR399DX38/E5ATbt20j7tp4vkcYhoRKmb91yJy+Xtafu4Yb3nQFLdmOmurhl0U8Hufmt7yVpsYG/vh9v8/0zDTCMso5WwjcWIwrr76Grq7uX2Z1cVMZTjrrMjo6mvnaF77BgUPDvLh5G5VykXKlgm1JfK9CYzbHwrkDFMt5hCXJ56colUpG9ecmyCaz9HX2smD+fEbGx+jv7mbR4oXs27+PhsYcyUyaYMqoZ0qVItMzU7S2ppFSMjwyTFNTA63NOc44eT2jIxN0dbYjlGLHzu3k81PY0qK9tZWFi+fQ0LeYWLLxV/k41fFTeFU17KYmJzly9Cgf/eQXoiaWxLYFna0NlCpTzMxoEIpQhTz9zCZ2bz+b5avng7SrbTa0DpC2Q3NrJ82tgLYRQhOGFb7xza/xta//hI1nncmtb3sj6aRr2HmiaqoWHWaEQGmf279/OyPDJd74xotobMrVWFVgZKA6Sn/1Kx77Dg3hhSlKxYCGXNQkkgIlBJY0bDJqF2yBJmSmOIPnFdmz7wCnqPVYkTRLShtLGqlEEGoacg1RsajRCg4dPQoIYsl4jUIstIoOx5JkIoEVjCAtST5fZiqfJ5NrxAvKJByFtHPYsUxtcogGy3JJpVqYmSmTitlM5/NkU82m6Iy8AuKJGB3tTUxMzhAE4ESG7UJAPO4Sc20KM6XIILQ6wTQMmvxUnsAP0AoK0wVsy8GyrZocdnbSSZQ6aYxHQx2w/+AhJvMTtCfaqUpnTZe/2ljTdHS2sW7dCr5z+12cevKJrN9womHt6Cp75RgjdmHM2lctn4OnfG677bs4rsV1r7kSifFNOLZYP/ZxjFSsi+tffwUvvfgcb37zDbS3tle5gaAElmVz7jmnkskk+Ou//SeOjpWPVd3UUcdvHLbtcMXVr+fEDaexd/dunn3+WT798Y8xNDQIQKVc5vu3/wjfq2ARsbCCALSkq7WTrq4utu/ZxnTeN2yUiKHg2DZBGNZkn2Fokveq+5SURk6rtSYWi5KwosZRGAQkE3GmK5XIU07X2GQw61PqWDbz5g4wUyiglcKxbVpaWvizP/9LWlpafuHrtiyLyy6/ivvuvYsg0KZhqBRahYShMf+1bZfTTz+LeDz+C+9LCEFHZxd/9X/+L++49W3s3b0TAfT0DLB//w5sGcO2BKH2zHQUor3xWBavQc0nieMl+JaUxuj4mMc89rXMhk2Ya5OUEVsRjdAapIgyK6LBSCRnPhaZdJpkJs3hAwcjPzuzZ1sxxfnnX8prX3sd6V/CpLmOOv6rISxBdn4L7/2Tv6O9NccH//5jjBc0yjEeZol4gpmZAlMzM3zuy98nKE+TLyg0ppEDxzbpflaWrgVUje5MCAxYtk0YgrQcEMHsIVBALObgSCiWPZAWUihc18H3/NmGoBT4IQwNTXLXXY8xOTVDGPrEHONZJLTg/AtXcckla/jWbXdzZLiAsE3qYjqb5NIr3ojr/se/j5blsGDBCl56/kUcW9DZP5+BOf2MjG8mDG2Wr1rK+9///l/1rfh30d7RQ2nuIk5YvZyXd+yFwAxeHcdmeqbMgYOjrF+zmM7WDHuP5rEsI/V66cXtVCoB8Zgxercsi3nz5ph9T2ss2yIoe8YyJtpHq0NgBdFw+JignmPUHGbQBFoZ1reEY6cotT0WjMLF1IcSW8Brrt7AO99zHalsE9/+wVP80798jcNHR6PBOlGNGt2f0uTSzb+2ta2jjlcUIvqu2VlkVtM5sIKGbBpmZvAsh9ZWj3g8xmR+mm07diKlxHFsKl5AR0cn/f29tDSlGejrpKUxxckbVnHgwBDPv7SZoaEhJicnjGJMGJuS7q5OOlpb6OvrY9v2nZQrHrlcjvHxcUqlEkcGD5twF8+jIeeSTqdJxmK0z1+IXyozNj7CyMioCfxC0NLSzKK581iwdDmnn3klLQ3rkL+ixN+2bS685FJeePk5vvGVL5CfmkYQYjtx3vzWd/Du9/z+z/Wu+7nLKgS2E2Pu0lO48S0hjz34DL5fwbZshkYGcW1BOpFgoK+bdErge+DEXNpampkYn6BSqVAqFfCDCjPFPK0d/SxfspBkzCWTcmlvaWTwaIq25hZKxQJKKULlMzQyxMoVS423qm1T8StkszkG5g7Q099JMV+mIZOiMZvmqU2bKHklco0p2vtWE0s2/ErrVsfP4lXTsNNaR0yLAK8SIqXFvP5urrn6fM46fS1Pb3qYz3zmu4zlTXJeKpumtb0ZIWfjnmXVmBuYpSFoQlXgh7f/iK98+UecetIqrrzsLDLZRO1xa8qkKgsO2LJ5Ez/4/kOcffb5nLB6aY3ZUX2M6m211uSnJhkZmeDI0EE2v7yDjo7WY/yajpdlVh9vpjBjmGohFArFWnKfuY0wDSMpQQhc140OxeD5PkODY2SzaeIJ8+9KKSzbNKF8P0AITdyN4+ESBHmWLOoml2kll84i9DCCLF5hlES2O9rCTKpqKtvI2MQhmptzTEzk6elsQoYaC0EYJdfO7+/l4Se2MFMokUwlItkApJIpenp72LP7QFSwHH8YDUJNGAqGh8cYGx0jkUyQctIRQ7BKJTbMO7RGByFPPvkML768lfGJPI8+sokLLzqHVCqNOZhWD7zVUAibhYvno77zIz77uW8wp7+ftvbW4zxKqgWbxshkhkfybDzvZC69rIkvfvkHZDIZLrvw3OOYh7NBGLOfKcexueTSSzhxwwl0dfbXpvPH3ARLSNavW8VlF5/D575852zPr446fksghKCnp4/unl5OOe0MliyZz21f+iIHDx5m29YdjI4PG2aoEhDJAGw7xoUXXMDyZfP4v//4IQrCBCa4jkNTrpFiscDkzLQ53EhQoTJ5jFqjBARhgB0VN+Vyefb7ZSKt6OpsZ9+RQUolj2ooArbxvzP+dZpcLsec3j4ef+ZJ4gmXZDzO7//hH3PmWWcdz3z+N17z+g2nMndgLs8/vxkhLYiYNoatpkmnsySTv1zilRCCVSes4Q/e9z7e/74/wJIWff0LGBkfpDydR2kLjWHliNrwwEJI08ys+nxqPXt/1QOi1CaNl+o6aB2tk0aHAUpHYRDM7nFVr8Ag9M0wSkXNVDQhmlQyRTweZ3x8vCbtaGtr56STTuW73/s2+alJABwr5IKLr+TDH/5EvVlXx28vIiWDG89y5Rv+BxMT43zyk7ehZIqGhiyTU0XyuoRGsX//IYTCyNMtY/cRGaqY/eoYNhWYS3Y1/fpYD0gVKjSKMPBMXRg1w03IgWSmWDHSfUyvz/cC43XrOCasRynQAV4loGgrCmXPqDfCkLht0dLSwFlnr8ArVPjhj57FdiwCTBDM+jXrWb36RGYrlF8elu2w6MQzeGvvfNo7OsF26Okb4KWXttPZ38cfv/9/093X9+/uob8qhJA0dc7n5JNO4p77HmP/YB4/FMRsh0K5yNObtnD6qcsYmNfDwZFteOWAsqywbetOHnroKTaedzJSC0rlEkMjYyilMZlDpg6shXscg9q+CVHgT5UtZ+H7ijDwzRw+qu1rA4somfynn39EC6A5E+O6a8/AsuL82V99mh/c/jjFUsU8VqT4QYNlm89XX1sLr7nhxl/b2tZRx68LQghyDQ3kMitRgU+ARgYTJEWcwf4RPN9DCPP9aW5uZtHCBaxeuYKurlY6u7vIpFKMTeYpFqYJ/YDhkTHD3geE5ZJM5shlsyxZsoiBgbk05BqZmSlg2xZbtm6lXClRqZjUaiElKlSR2qNMW2sfixYO8PgTIzQ3NTEyPk5TQ44li+Zy7vmncvk1t9DW1vErN+uqSKXSvP/9f8m6tev4l3/8B8Iw4MqrX8stv/eef3ew+3NWFGnF6Ft4KolMF7F4jBdf2M4DDz1GqAKamxrIpBx6u1oplz1GxyZpb2lndGScI0OHEALy03k6O9oRStDa2MSCBX3s27+PuCvo6+miUKwwPTXF0eFBwjCgUCzgOHFyuRzJTIJcQ46Eo2nt7aHiFYmFkr6ODs485UQee2o13/v+D1gwfw6O88v5/dXxy+FV07ADmJ4awvcrxN0kV1x6Njdefyltrc04js1Fl1yB1gEf/9fvU65oTjvlFLq626IL4KxUqgod+YpIGXLnXXfx+S/fwRtvupFVS1uoFAuUShVSqXjNm2w2LU9QmBnly1/+DqUKnHnmyTiOFTWFZiWbhr0lqFRKvPjc8wwOTVCuhNx730OsWLGUrp5W4zunZuVJ1WZdoVBgz57dbN68h3Q6w9FDR/ADH0e4WFYUYR8GNGRSJjbesan6vWmtGJucpDHXQNwx5uyGVSHQykfjEI/b+IUQW8bJ5ZqYN9DHk0/vZM2Ji8kmksRdB7yiYZ8JK2InChqbWzi0YxudXS2M54toLQh1GBWlAZZt0dHeytjEOOPjE7S2NNbUI9Kyibk2YRgQBPq4wkQISbFQwA9CHn/qGdo7W0ln0iQSqZrhe/XQKqJG5djoED/4/h1MTRWoVELuufdR5s0fYMWK5di2Fa2pqjU5zcdAE4s5bN68i8998ev8wR/8XtQciD4XErRSDA+O8pWvfJM9u3eTyqW44aYL6e7q5p/+v0/T1NrMaevW1Bp7QsHExCTjk5MIAZ1d7SQTSWIJh97eudQyGqsSmtprNofnyy+9gK9+4/6fW0zWUcdvAwTmAHPeeZdx5hkXkM9P8Y2vf42PfuSfGB0eNYxjVZW+aoZGh/FeKjA9M2PYYmiWLlrO2Weexte+fhuT03njJaqNz088HkcpRcmrANSa8tWppJQWMTeG75fZd2gEpc0QRkQeU4jZkAWNOfgeOXIE3/eJx+PcePPbuOGmN/3Snk7NLW2sXLuBbVu34nuBYVdLTSweZ2DuAG975zvJNTT88usnBJdffjX79x/kM5/8FO0tDeQyTXiFacPcU9TkVVV2W3XPqg59jj2Ai+oPRPV6c4zvXdT0s6LUWYXx/hMChIIgCJCWYS1XGeDVNdZaM3fuXM6/4AK+973vsnvnboSAXbt2MjY2jhIhwjZpsOdf8Bo+/OFP1mWwdfxOQAhBoNq57s1/iLQlzz21ncefeYnxfAGtTOKnZrZWNL8U7X1SGq/en7LjqLFgo3rv2LAXIvavtKzasDmVTKC0wlMhAmlSnKPBrSAKO4juVyAolyuUvHKt9vH9kISrmTO3g6XL5vH4g08wOT6DZTuEgcKRcO6F55PK/HLDhJ+3Rolkhr6BRWg00/lprnztTZx82rnMX7CYNetP/rU2lIx9SpyBeYvo7e5g3+FxKhWNFbMR2IyNTuE4MVadMJfHn9iCp2GmVCEYmuQzn/02TS0ZEnHJj378KPfe+wyT00V8vxr4I46rB6tMO0uLyFbVDCxgdngrpUToKosurA0+AKgFj5jPjJTSsMcDH60UlmOhiPHSS0f43u2P4RUDbCCgygzXuI6xZeloSfPH//uvOf+iS+oNuzp+dxGlkboAToyWuVla9u/GtUNsKWht6eacc85h5cqFtHU0EidJLGaaWZOTU7ixOBoj+QSjlpAIOtvaWbJwPhYSFXgsWTwHHWq2bN2O71UYHR0hDM13O5NKs2jBQlqbm2lrzmChGOjvYvv2BgSSYqnECctXcNYFp/G6G95OJtP0ir38RCLJpZdfw7r1pwKalpZWbOdXDVwQSCtJW/diTj7Hpre/jYYGmx07D5FKNeA6Pm3NOUpFH1vaNDZoyuUSk1PjFEtF/MjTXSvN2NgIAwOdzJ07wOFDh7GtGNKK49oOxU1F8jNThEoThgHdPV20tHbS2dSFSA/ixC2kPAEU5FoVlmuxeN1ZXHHddTSlmrCd/2gzso5fhFdVwy4/OUE2meYdt17PZZecjms72LaDtARSJTj3vAt59tmXmJy0ufzyczC9GBMhratF1DFTUiEFe/dv5zvfupe3v+3NnH3OOrY8/wS79h5m4cp1tdtBdKBRoHTAj++8h2ee2U9Xd2eU9mUOW9WAhNpjBJptW7by7e/eSX66jGVbbN2xnW9+6/vc+o43Eos7WJasFRFBYKSiU+OjPPzwExw8MkIynaVQ9CgVK7gNcTPti2S6JokK4y0lqmwyQX56hkQygW3NTg2UVoRhQCzZTLo5y+j+YbySoqW5GT/wGJt4mqASUhExYm6FSlhEobCgWpPQ2NzCI/sHmdu3hEPDk4btUWMgaqSQNLc0US6XOHp0mAXz+k0aopQRG9BMJT2/XJPbagRCS0ZHh1FaMT4xyd13P8DCBfNp6+isxXMfm+4aBgHPPf8yRwaH8YOQIIR9Bw7xta9+h/b3ttPT2x29Z7LGegxCn61bthqfKCn4yT2PcMqpGzjj1NnkHhUqtmzezsc++mn27T8IQjA4PIGUkiWLlvC2t72Bj33iywhtcfr6EwDB0NAQn/3MF9m8bTdB4LN69VJe94bX0NfbS0R2OQ7VA3b1AO77Pk48iePWk3Tq+O2GlJJYPE5rPM6t73w3/X09fPDv/pq9+w5QqvgYMm3AffffiwohVEHUiHIIgoCJfJ6Kb5py5vus6e2aw9pVK3nuhec4cPgQIabJZAlBzHGp+B5g9q5AQ29HH5VymSNDB9FSI7Ho7+4lmcixffdmwtBndHyMsbERkIIrrnoNf/CHf0QqlfoPvdb3/I/3MT05yX0/+RHloodlW/QODPCmt9zCqaed8x8+WLlujLe97e0MHj7MA/fcg1ae2fskxGJJkqk0k+NjEHhGlmCJyHpBIbWsNREsKQm1CcIwxA+NBdjSqjGXhTQjCB1dV6xI8iqNuwGJeIqengFGJ0YYGz56zPthGI4HDx5lciqPsDAyPULGJ4cJtE8228ob3/hm/uiP/rjerKvjdwotLQKt53HjW/+Qxx+7monJGVDgSIlCgi2NmXaU8Or7HpYV+UDqqmxf1+wwlKqmK4OK5I0mIMsMMSUCrRVaaVzbwnEcZgozIMBCRHYrpinouC5KhYRBiBYCS5qQnkCZYaUlLdCKmOty1TVnEI/ZDA8epbkpx9hUCYmks6ONU846/RVp+ggE6XSas8654L+0iZTN5phMZFmxfDFPPbsNzw/whBnijI6Ok8/nufDC9dz942d4cechwlAQWpKXXz7I+9//YYTWHDoyzvhkgUDp2cAyEZXIxwyXqA1Dfo68oTo4qZnpUJPYRh4CgEkNl5bxWfUjWwPbdhmf9vjop3/I4NEi5aIX3YdEWlGDL7KAaGxK8oF//CAXX3zDLy2bq6OO33pIiUymmL94CS1NWRrTjWzceB4rV61m0coTSGQSlPMlJkf3I/2AdDrFdLFoVAWhZ/Y7AelUmjm9PSTjMVqaGunubCEec3jpxa0Up42nsud5CMB1XDrau+jqaKe/u52WxgwNuQbyhTE6OtqIxWLMXdjDeedfyRWv+fXYeBgblFcukEcIi87ehbR1dtA3sID9O/dz6OABgqBET08b6XQKKRWhtrCkZjo/w9Yd27EsSVNjA729HWSzaZRWNDU14tqS8fFx+uZ00dXdRFNbM/c98CClQgEpJX39PfQMZHFi3cAxvnsS7KiETjgJelL/duBaHb86XjUNO6UU9955P5dfspFrrtyIlBa2JSKmgEbhk0hkufXWtyJooLWzBa0FnldkZqYYhS2kcWOO8T2SgqMjh/joR77Mda+7jnPOOZ1KcYR777mf5zcP0dG9iPXrV2G71YuoYVkc3L+L2775Q5QUoEMOHThEW1uDCU3Qs0l+WmtK5Rm+++0fcGRoGj/Q2JbADwOef2kLY2OTdHa11thjRLKJwPc5eGAfzz23lYqvGJkcIvQ9Duw/wsqGhugAVS0eo0mhOZ0ZloUKKZU8GhsbsY2nLWAMbZUKaO1eSizVRjE/xkxhF1P5CZ57fhtKSaQMKPkKuxKjK9OFLd3j3oOGpiampit4nseRQ0cN+T9KTqs2oHK5TNTVnyQIAywsw/ITgpamHJ7n4/uGWVOVIlQqFcbHp2r3MTg4yk/uvp85A3Noam5BCo2K2CBCCMYnJrjjR3dTjqQkYRji+4KXXtrGw488xutffw1aHx/8UZieYWJiCqXAcSymZ8p8+cu3sWLJQhqbGtBaMT01yVe+/E227jxAEPoIITlwYIiZmRnizWlOXHMCv/d2+PTnbyMWszhx1XJeeP5Fnn9hK4eHJhAICjObaGpJ8eY33cx0ocyO7TtZvmIZ8XjyeIanKQHZsX0vp5x+Jj09Pa/sF6aOOn6NsCyLiy69ilUnnMidd/2IZ558gqOHDzBTDjh86CATY+O1fU1r2L5rKzt2b8PzKiZgIWIxrFt7IldcdgHPvfSscf8URp450D9AYzbLi5tfRmlN4Hu0NLfxumuv4M67fsLR4UMorchkstz4hjewd+cBdu/ahtI+QgjcWJyLrrycv/m7/0c2l/sPvTYhBN1dPfzpX/wfZmYK3H//fbS2dfKHf/RnXHjxZdj2r9Zcz2Zz/NGf/BnDQ0Pce8/dgEDokLaWbnoH5vHUkw8YGR0aFYSkM1kKxWlU4BuZHhopTfOz2qwDsByHXLqRyclRgrDqmSWQ0mHFihVopXnu+eeJ+HbkGnK85x1v5YFHHuG73/0OKvJnEhJ27NjB/v0H8bwyjiVxpKZvQLB4xdm0tS3j937vXfT09NSZIHX8TkIISWNzD5dfcQWPPfkPzBTBlkShN2CZsgodyVcdx8HHNz6R2rD9I868ucOqnNKSpJMpfM8jVMarU0UNIyEgZpsDaBCan5kABMhmM8QTCabz01TKIalUGoHG80q4MYuwHPl3Kk3ctenv72L50gWIME9ne5aOthRT0x44cPr6k+juGnjF1uo30UCSUhDLxFi+cgXZ5I8Zz5eMQhjJTKFCoVSgr7uTlvZG2HEEJ2JNT+anyBdmUCokCFVkj0CkojGvo9o8rdbNGvO+1dQNP6XAsYVEamY9P6EmiT1mcf1LAABm+UlEQVS2zRdqTahVbRjsaCgUAu6863nDmqx5NWtcaSEtjUSRdrP8xV/+ERdddH0t3KKOOl49EHQ2dPCnf/4XpLOtdHXHiCXnQ9SsjrVmyTW3Up45iO3auK7N/oOHaW5uZGJqiobmFk49aQNzenvo6+wgk03T2d5CuVKmta0FP1Bs2+fgOA5SQG93H4sWzGfeQA8D/Z1YQpOMwfDIDMsWzSPd3Mip51xE/5xFxGK/O1JO42uXo2POelq7FrFw6gje1AiV4iSN6WZisRhBCF2dHUxNzTAxmWemUiCdTNHd1UZfTwdt7a2kEglSsRhaChoyDXR2d7Bo7lxaG3Pc/9BDZDMpsrEktmz9Tb/k/7Z49VwFtCY/U+DEi8/EkoLZWiK6GGoJQtPWNRe0RErN3r07efihh9m+dQ8CixPXn8IlV5yPbQlmSlN86lO3cfbZGzn33JORCIaGh3nmxd0MDef5hw/+M6+/7lqueu1F2La5VCsVcPsP7mRwME86lWBqaoJtm7exdNk80wiM5LdhGDVjdu1gx85DaC0IQk0QKmxpMTMzzb59B+nsajtOsikFeKUijz/xFGNj06YZphXTM1O88NxLLFw4h3gibopLBI1NDVGTzxzSLGGhQo/8dIHWFpP6ZwkJOiQMK2gBTiyH46boX3IayDiDh3eSnymilaJc8WluzJFrnkc6N5djDd0BkokM6XSOMFSEXpnA90GHIG3QpvBpaGggEYuzd/9BEBJpmRAI0LQ0NgIQBsd4f2hFYSbPkaOjhAoCXyF0yKann+Occ09jQ3PTcb6DUggOHDjIgSNDlP1ZL7wwBFzB0NARk8j7UwXQyPAo+/cfAilpSLvYMZuXt+zhR3f+mBvecD1+4LFnz1527NxD2QsIwhApNaMTeQrTBVoiP+C1a1cRS8b4yEc/T/mGa9i6bTsTU9NRgpuku6eV9evWIKXEL3vc/aM72bt7FxdeegmZ2kTHdF09L+CBh57hkuveVj8A1/E7B8uy6O2fw9tueSdvuP6NeJUSoYKx0WE+8+lP8MjDD1IqlZmanKZQmEYF6jgpq2NZbHp6E088+ShDI0Nm2IEmHkvwputvZP+Bfby0ZbPxYQtC5g3MZWBuH/mZSYjMg5VWPPfic2zZso1K6GHbNslkiqte81r+4i//ksbGX13y0NPTy4f++ePcf/99LF++lEWLlv2nD7GtbW389d/8X44cOcLml14kFBLHghteew06LPDoww9GfqaSpctWMDY5xa6dLyENyQeljYfezPRkzRurqbGZjedfyEMPPcDB/XupJlI6ToyNG8+nrb2ZXXt2UJopADAxNck999/LvoOHiSeSlMtFqtdRALTPqqUrOO2cc9h/YB/vfs+NrFlzKvAfYynWUcdvI4SMceb5V9L7sS+wbecg2WwGaWtGRs33A21Sq4UQhCrEsSUyCIx9CRpLQoim2ho36nSB73kmCTpiyyeTScIwJJvNInXAyNhkpDYQNaa9bduUSya5NteQwXVdVOijMV7NVSafZdlIS7Ns+VwaG+KEQcgJa5bw9HN7eW7bMMlYjBNPOx03nvjNLewrACEErU1z6Ovup6O9lYmZQwCRJ6BmcmKGhXMTnHXuWh56wlgWHBc6xKykNfpFpGXVmHa+7x8viw1VbR9NJJKUSkWzxx9jRWB+LtGoKKE88gmN/qgwiJ571OhzHESoKEeBSdEroxqyJKQgFYvzx3/6Vq593bt/5QFQHXX8tsNqamd5U/sx/t0/dc6REifVQ872mdPr8sQzLxIEPl0dHaxbfyqnnLiMVDpOf/8c3LiNVjPI0KGltZmp6Uk6OjvYtmMHjY2trD3hBFavnIfrWnR3NpNJJchUJMvXLwGrj1xLO66b/J0+a1luloaWLLR0gPahEMNtHWZqbC/9/XNpas7R2Jxg2+6DrFq5lHUnriSeiWPH0zSme/BDn1xvBiEqTA7F6Y+30HxVCyeuW83cBV009s9D2L+apUId/3m8ahp2GjPpktKKjLNr9DFU5B9iaOkhrhMn8Is88JPbeerZfQyNjFMuVZgpwNkbTyOekHzh81+nt3shG88/BbBBBGzdupmhkTzlQOFNT/ON7/6AJcvnsnTZQqRlMTk1xuOPPkdDNkVrY4rpGY98Pn+8N1Jkph74FZ554gl8rQwjoiod1VAolti+bR8nnbw6aixVwxRg/4G9bNm6F18rwkjiWikpHnzwYTacvI5FSwaih9HE43GElMwUChHV3xQQvh/gOG511QBNqAOklcKNJRBCEIvnWLjyHJq7FnD73Y+QysRxc130LdtAS9sc7Oh2VQgECEky18TI2ARSaiqVEpZtG+PzyKC5tbWJxuY027buxPdCHNupyVKTqWTNd4lILhIGIbt27WDv3v3RFNOkFJZKZTa/vJ0TTzwx8u2blTbs2rkfr+LV/PGEMIbzqVgKC59yuUgqlTVMnihNcmJyksnJSeKO5MKL1tM7Zy4f/eS3eOSxp7nyikspFmd44vGnyOeLKG1SaLXWFGZKHD58iDlz5xpzfQQrlizi997xJj78L58lmbSMRA3INaR4yy03csLKtWht0dzSxCWXXsDXbvsue/cPctObXk9He1utAfnSi9t5+oXt/NEHlv86vzp11PFrRyqVqslOW1pa+D9/+w8MDw/i+z4zMwWeePRRbvvaF9i+fQteOTCDBGBo5EjtUCMjDbnjuGx6YhODE0eppskKYXHo0EH+/h/+Pw4cOoyUILSgUi7wk3vvNswyS9LT18dbb7mVN77pzf9hGezPQ0tLK9dee91/+n6ORW9fHx/65w/zl3/2fjY9/ThHBvfx1a99CREayatSCtuxOGn9WnxijAwPUZwYIdCaru4+VixfzSMP3c3kzCSWBhuLDWvXkEom+fxnPwmYPdb3ynznW9+mqaURx3YpySJSg18u8cM7fhhde0LsqAdpO5IlS1dy4zvfxvmnX0BHR8cr+rrrqOO3BY7bQsxOYVkWwrIoFwvIyKVMYkWB7iG2tkAKkzyvNLZrIy2JH4ZUtEZoC8s2io0wCECA69rEYjHKZZ9MJoXvlSkVS8Y/EgGhAmVqBikl8biD1jbpTBKlNCoQSCEZr0yZvcC2ze8KSaAqjE2O4dpxfCVpaMogkHR3dXLyKRt+pw+jBgIbl9bmNgbm9LJl1wG0ZaMCj3K5wvTUDFJIViybR0dLmsNHp/B9L/IsrjbHNI5lobRChzoK7zHrbdt25ElnPJsMq9JChSGWlMbaRqman6iKGOLSsiKbAcPGdGyT7Fv1UKXqiS0EXsWLrGJmg8+I7A+0AKkl1153Pq+7+d04v7LHVR11/Pbjl9mPLMsiOW8esjjMwLxemhsbaG9r49KLzqW/s5V4Yyudc+bjODNo7VOaGcObyZNKxxkazbN4wQANDc2cfNJqliwYINPeSldXL3GRgp1JRK+Y9SX9nUfkx06j6X1moCWdpSXZREUIZHc7ncu6mdg7ykBXHw2dKWSyG0TaKE/QQCugiafM/S0EFq7Wx9z3q2WtfvfwqmnYCQGxmMXo4CSW5aJVaIhKkelvoZjn3p/8mO6e+Zyw9gRsO8m8RfN4/sV9VIKAYtnnwKHDDA+N8sTTj+B5Nm9504XYUmAko4rdu/fiBxCGmgCP8akxtry8nbnz+kmlExzYvZNyRfPuW69n8MgObv/xJnbs3sfwyBRz0sljJncwMz1OQ9KhryPH1j2jaASOZRL6UIrBwaNIYeSikbUGOoTDh/YwnS9hCZNOaAtBoIyR+wMPPExzc4rW1jaklLhxw7ZzHAe0ijzTQjxPEYu5CAmhMqwTqTXSSSOsRLSeZhNraunl3IuuY+joUU4+6zUkk+l/e5MV0N7WwdaX7yMWd/CCEgkrgcRGCdPgcmMOuXSa8YkJ8vk88YSNLZzatDoMNH7FM5JeAaOjg2x5cRvTM+Vac82SJuji+edf5jUzJbLZZM2MOQgChkeGkVJgR809T4SEWpBOx5g/p5tCIY9tu2zZvA1LWDQ0ZKkUSwhg3pxOTjl1AwsXr8L3bT7/xW8wMjpCYzZLJpUg5lhYFYGKkrw8L2BsbCJqWEJUvbFy+RKuuPIi/unDnyb0QySCrs5mli5eGHmlGAvjFatXky/5/MMHP87w8DDvee+t9Pb2USqU+PY3vsfFl19cPxjX8aqD67r09PTV/nvFipVcduWVPPfs43z9G19ndHAUz/OZnJhkaGiIUqloWMZamibcQ3cjhCnmtNZIC0ZGhwhVaMzcpVW7b62hsbGRiy+9kne/+73Mmz//t/rgKqVkxcpVfPIzn+NrX/08H//YR3n6mcewpIuQGoEiDCvs2LGdOQNLachkKE6MGOadBql9bAGWFkhtGI1/93//BsuNRQ4IKgpA8tm7bxf7D0VedpaFxEhoM+ks3b1dJJIZkskEyUSSt77tLSxZsISm+n5Ux6scYRjiK+NtPDVTQIQa27LJpGL4oU+obMq+TzSnRAKOLUFKPM/HinzmwkDhujE8z8dxHKwo8Mr3gmivUuggwPdDao5oJlOHRCpJoVAkkUiQy2UIAx/f9ykWZiiXKwgha00kpTW+r3n+uf188P99i66ODmKxMvsPFxBCMzB3Pq3d/b/hVX2FkEySau1h3tz5WPJRAmWUKe0tOYQy14TFiwc456xVfOW2hwjRxBNxymXjj2r2P4FQEjtuLASC0PgK2sI0VkM9K3G1bZsA8Mpl4zsIkXSWWjNORb8vosG4H5hmn8BY2snofZIYH9CqNY65C9OsM9ctSWdHjlve9fukUu3/5UtbRx2/lRCCWLKNs8+/iu6e+WSyabr6ekAkSSZTkbIhhhCQyraSzMCqpimaMjk6W9LMWTifE9aeTskLQLjEM1Hg5Jrf9Av79UMIAU3NxIF2GiHXD706slsVNQlydOva38eXyL+99fJ/J7yKGnaSNetP5JFHH+PSy04jFpegLYTwmZoc4itf/hq7dx3l9a9fhBQ2YLFm7QaOHjrEWH6SQiFgujzNv3zkkyRTDfzR+96JG7Oj+xaEoWZy0kw0VahqzUDP94nF4igdcN9Dmzj9jDM474LzePpJwb33Pc/BQ4d47NFN9M+5jCAICAMzYS0WCixauohQSHbsuydiBQrDIkFEsidR88FQWlMu5dm/5xDC0ljSdLwty8ILfHwfHn7wUU49ZS2tra0orXEcGyElbsyNXkfVXFwel1qmNaAETrLhZ9ZVSskFGy/FJF1ZP/Pz2TcA0LB05Qp+9P2vsHB+a81UWUT3E4Yhrhsn15Dm0JERCsUCUjbXErmqvi8qVAgFxZkCU1MzPPfCZrxA1Z6PMX0WDA0N8uxzz3LmmaeZwkiYxyvOzODaEscVlEqKsqVRKBYsGuCk089keGiQZ57azKc/9w185dHZ3kpHayv5Qpm29kb6++dhWy5nn3MKP7nnYZ54cjPXXXsJV1xzJQWvwp13PszwWN4YvkuoVIooraKm3WwRduGFZ7Jt+06+/Z07cW2LmOtEzVN9zKJJ1q9fy7nnnsHtP/wJH/3Yp3nHO97CdL7EUy9t5f3X1uWwdfz3QEdHJxdedBUXXnQVlUoFIQSjw8Ps3r2Lu+66gy0vvYyQgn179zI8OkLgRwEMUmA7MWzbJQh9dBgSTyRZuGQxjc0tnHryqWxYv4FlK1aSSPzuSMJaWtt413v+kEVLlvOpT36MF59/Ed8voTD7y0P3389zzz5PoZAHadgbRw7vZfDwbmNcb1kILdH4jI4PmWTY6Pqi0ViWJJFKMn/hIpYsXUZrSxuF6QJnnnMObW3tLF++/Ge8XOp7UR3/HbB7+8scPjoIQC6VoLMlQ39PjiULO9m8fRd7980QaMmRwXHCUJPLpkjEBOMTBdP4tiShCJHShI0FgY/rupTLRgZpWUbDHngeKPNzHckiAx0lIFoWliUpl8topfB8D9d1CUNFPJ7A94x1iOd5pnbSiq2b97Jt215a2hrQYYgWCjvmsHzViTjuq0eynsy1MnfBQlw3RlDxcW2btSfOpbMrZxQiboI5A71IKfADhef5Naa24ziGbSei5MhslmKxaNQdvpHQhkGAkGbgW6lUaG5qplIqRnYqVu36ZNh2xlc1hOOYcyJSlliAUCDtY/bO6PxQ9TA0ASMa13JYtmwBrR110/Y66jgWQggyuSbWnnzmv3NLE0ToxpuYt/Zs5q09u/aTxl/vU/ytR9W/eNZws47fJbyKGnaCM889n3tu/yE7dhxg5cp+tJBM5Kf4+Mc/wwvP7uONN7+OE1YvQwgFQpPJtLJy9Uruu38TYeiRki4HD4/ygQ+8jaZcDmVC1tFo/LDM5PikYXnYAomkpbGRk05ej21JBkcOcuDAOL//3tdh2y6tLa20NGUZnxrmwQcfJpGyePHFlxA4rF29mAXz+pi/eC1KOKTiD5GfDok5DrmGJIGvUF6FUrFELOYShgFuzOXIwQNMTxZYPH8OlaDC3n2DlEpFQh2itaJQLvLc8y/S2dVBa2szpVIJFYYUZgo1Zp9W2qQFYoIatFammhAQT7b93LX9ZX2ZhICevrk4iQb27h7BtqJkWkHN786yLdpaG3lZH6gVqGiNkIKY6+D5PpNTecLQZ2pqgueef4HhkXGIPJqEBbGYpK+3nUw6w4/uuIslixbgxGIMD41RqVTYuWc/ra1ZLjxvHVu27ufxTTvIlzSnnHIajc3dDI8U+MKXPsrR0QnQivGJGfbsOYSU4CuF7STQaJKJDFdffSHf/8E9XHnleWSzjbzlrTezbNlyPv/5r7HvwBESCYeOjtafu/c5lsWbbrqGTc88z4F9R5meLprUV+nUfLoAXNvmxhtew4EDh3j22S38rz/7Wxqb2li0bD3nnnf+r/BtqKOO301UG0LxuImD7+7tpaunh9POODNKPtXs27ObLdu28dyzm3jmsUfo7ujmvEsuI9fUQhD6+JUKmVyOk08+Fdu2a4OJ3zVUpb7nn38xp592Fs8++wx33nkHjz36KLt37iAIQ6bzkyYUQpomQSIWIxlzsB2HYqmI7/nE3Dit3V24VpxsOkEhX0RozZJVi7j48ks4+ZSNpNO54xkf9cZcHf9NUZiZ5Atf/BzTBZPUrALNZZecykUXnUhbWyvjo4d56vHtTEyP85O7nuXoSBG0ixBlfAWWZfYa13GRtsXMTAErSgpFG4sWpXxc1wEBxUolkk5G3mrayP/z+TzxWAzXdSkUSjS3NDI9nSedTqOUolicAG0RhqHxYNMhSpnHHZ+YwfdMkzCZSNA/MPA7uQf+PJg60mbB0uXkslmKwyPkmhqYN6+Lzu5WsCRKS5qamxBSAgohzGAnCBRag23ZSMfCidmUiwWaGrIUSmVKQWAGwtqK1BwC140TBj5NjRlGxiYItCKTyTA9PR2tqUCrMBq/Gv9hJQ1N0pYSK5KRmaRtEYWEmOcRhdFSDbpQBKzdcBqJePI3tr511FFHHXX89uFV1bBbsWoN3X3d3Hf/E6xcOY+p6VE+/JGP8ORjO7jooo2cd+6ZOI4VyWQh1IrWzm6SqQSOYyOtBDdd/3qWLu5HE6CjeHetNFKEpBIxYpZDMmEzd24vN914HfPm9yBkyKanXmDF0hX09XUghCbX0Ewy4+KHmn0HD/HJf/0ilUoFy4qxe8du/se7byWVbWbpilUMDPRQrBzmppsuZ+6cTvbt38vO7Yf4yd1389wzL1MqeWw8/xxKhSMkEmlOOu002tpTPP7oY9z27YfJFy2U1jQ15Nj68su4luCsc86iMOMRBIKpqXx0aBWRoXGI53kQNey0Ukgnif2fNtwU2E6c8y68gE0P3AHaA+yaTMDcQptAjnye0dExFsztRUhQYWB4H0ozODjM5PQUk/kpBo8cQQgjUQFBJp3gwgtO5oLzN1Is5vnXT36VD3/4UxRKJfbuOYAWgnK5wnlnn8hpp5/B6WfFSKa/zZ33bqKzswPQtLS1kIhH5s0hhAK0AtcCpWSU92UKvZM3rOPRh59m5659rFi6GMeOcfoZp7Nk2RKeefJx9u/dQW93R425WIUpzqC1pYUbrr+Kv/mbj3LoyBi7du9nxdJFoC2qSbBCGlnuLW+7kT/7879j/4Eh9uwd4Q//6oO/U4ygOur4daDWQIoOnPMXLmbegkVccsllBIGPFNIYeb9Km0xCCJKpFKedfgYnnXwK4+NjPP74Y0xNTjI1McmDDz7I5i2becP1b2DDhpNpbGgkncmwf/9OJsbHaWpu5rTTz8Gy7GN8kwwDz3Fs6qPWOuow0FpzcN9unnzsCbQ235XVJyzkmmsvoqOrASuwaWhspGdgOYFXZs3qudx958s8/dxWtu3zkNIiHo8zmZ8xliNlD63Atq1aoIDQ5vvmujaeFxAqhYyafFJKVKiJxxMUCjN4nmdCvMKQ8fEJksk4WoPvh9iWQ6XiA7OBCkpHbDLzanCjEJ9EPPGq2h9ty6a9rYNcLsvg8CiVSplsLo3rpkywg60IQ+Ndp4VpomptPJMFgsbGHE0tjQgLRgeHiLk2fuhSKXuEUUiEjmSxWiuymSyOK0kk4pRLFQqFKIAkqvmqqdxVBUigAiwhiDl2LUTE/DESW3zPdOuESZG1LGlC5KRFOtuGrKfC1lFHHXXUcQxeVVcFx4lzxtnn8LXPfAnHrfDCC89zYP8RVq1azfXXX4vj2Cgd1gqXUPkI6aCEJJtpZM6cfjaetx5LSDzfw7atWmCFYyXYeN5ZJBIv0T8wl7POPZ3Ori6EkFQqBR64/ymuu+71SGmhCWhu6Wbxsvm8uG0UP4BCcYbA18QsTcWHxpZmlFK4bprWjmZWJ9q57PIrsW1J/7w5bNr0YT7/ha9TLPgoFbJ7zz4aG1JccelFrFq7mngyQ3N7B9t3H+Keh3fiOi6nn3wilfIMe3bs5OjRYUYnJgkDyOdnTLEQFRS2Y1EslqJJr0LrADvRimW/Ms2hVWtO5v47vkvgh8RdGdFwTUGJEOQaGgnCkFKxbAx+tUJrbaafwJatW1m0qA/XsWnIpWlpybH/yDiWAxdsPImrr7qS1vYewsDn5A07+PJtP2JiukCoQrQQZOIxVq1cSUfPAoR0uO66a3nyme0oTFHV0JBl2YrFbN93iMD8I36gsIRFKpXFjbm1JMVYzOGMM9bzk588zNLFC7CkDRraW1q58JJLKZVLuBFjjsiAGKJkOCGBkPPOPpkH7n+Khx55ivvue5hlS+YjI9q2rqWNwcDcPs4770y+9LXv0NU7wIUXXfSKvB911PFqQ9VzzbJ+gUz/VQjbtmlra+eKK66q/du73/v7P/e2S5bWZVV11PEfxd5dL1CYmjGNl8DHU5qpqSItTSmsuERjY9sC17U58eQLWbH2VP7+r/+J4TFFsTLDTKGCH4KMwrOEtCJGlSYIQoSUaK2oVMpoVfUvgzA0AWRoQaE4UxtUhGGARuNVfBzHIvADbMvB92dTYo3M1jJppVpHKfZmOOvYNrlc7je9rK8ohLBIZhpoyBlmcDwep6m5Ac/TjI6NEwaSe+/eRFX7ZUdBEkGgSCVS2I6N40gKpTJNTS2US0WCoBCFPJhgNrOWIclkAqUVE1NF0qkUrmUxmS8CoJSRJetICmueG9iWhVSAAtu18XwPISXJeIwwCLCloK21hYmJSYreMeSAUDN89BBh6GNZ9cCJOuqoo446DF4dHPkIQgguvPxa4g1xvvL1H7B//1GaGpq56cbXks2l0EJGTRSBQOJYMSbGxpgYK2DbNjfeeC3pdAIpJHE3jhQWlhU1myyLU04/l3e95628/g2vobO709yX1uw7sBfLSbJ02Tw0CilsLCfOwJw5SF2mMD0TeWhA6Ic0NTXS0t6GjCRPXqBZsnQxsUQSaTuks83kcmmKRR9PBQQoKn4AOCxcuoREOocQksbmHs459yxsS5BKpVl30omsXrcUhMfjT73AU89swVcBYRgShiEKhWU5xGMu5bKH0AIhTHHnJlt+ynzyV38Pcg2NWPEEnjYHTIFCaVMAISSW7RCiKJdDlNa1hlW57BEqxY6d+3n+2a0cPnCIzo5m1q5ZTEMuQS7bwMbzL6StowfQOE6ME9asIBFzCMKAQIWoAASS5tZ2I1fQIe1dXeRyDVS80Bg1WxYXXnw+Ddl0NBkVKDRKG19AoKpTAOCEE5Zx+OBhBoeGoyJaopEI4ZCIp7Bd4xFoWHWq9jfaTGrTiRRvuflacuk0993/BJPjU0iMGfGxU2/Lsjj1lJOJx5Jcc9NNNDT+d3dcqKOOOuqoo47/OmQbO7BcG6XMAO7xJ17i3e/9Bz75qe8zOlaIZKuCMBRoLUHbZJMx5s5tI5lKoDTELMOos2wbIS0qvo8XhliuY+oMKdFY+EGI72ssy6l5FmspzHDxGEKc4zg4ro3vG9lrfnraKAGEjbAsbNcmmU7T3NKK68bJpBuwbQsLRTIWp6mp6Te1nL82WE4M17XQUuD5IZue3c9dd2/iJ/c+zaZnd7Fj7xilSoAKFOWKV6sz3ZhDoVBgfGwK5WvGJ/L4ITh2jHK5ghcEhCbSFYRkajLPzEwBv1JBaYkfGmWEbVsIGfnVCUCapFihlDlYSYkWGt8rI9C4tk3Mhr72NP0dDcyfk2PBQBMNaRepzWFMh5qd23dQqVR+Y+taRx111FHHbx9eVQw7gNaObl7/xrfwt3/xfpSWnH/+OSxc1IesTr+0ZRpnIWh8fvijuykU4KKLz2bVqsXRvWiT4oRAhYaFZkmJdBwaGnJo7MjZDoTUbHrqWdasXUcmbXwndBiihGLBwnkkkw4jYxVqThVCsmbtSnINaXQYECqPqclp5p/bh2FoaVw7QWNTBt8L8FSAQqBUiUULcjQ3NxkmvRCgBUuXrCDXkCSZSdIzZw6pRD/79u3h8Wd3RRd9i1KxGBWPGks4JJMx8tPTqKixJKTATf98/7pfBbFYDCkdyqUQGk0Qg1IK2xIIrWltTmEJweDgUbTWaB2YibNXJgzg4KHD3PbNH3Dzm67mgovOwxaap57ZzdGxIu3ts89TaUVTUyvxuBO12cz/xhKShsYcVYvNRCLGwNxeZmZmzPumYdnCRVx09sl843t3U/ZnK+OOriZjIqyVSejVkE7nOO30E3niiee5+srOaJItan4z1bCMakFYha7GvVmCvp42Fs3vZtPz27jr7kd5/WsvQwq7mtURrYOiVCrT0NDOJZde/arxnKmjjjrqqKOO33YIAdlcG7ZlA6ZpEqiQbbsOM/6Vn/DUE9vYeME6SqUCbS3tXHTx2WgUTS0Zjo7tYd+BSSxHEKgAhbHy0NEd19hw6Jr5d/Ua7we+kcwyOyvU2lQWruuiUXheBdu2sS07YuaHpNIuQsRIpVLYlkulEtDQ0ExzUwsHD++FsEwymSSVfPUETkA1YAyCyHNuZHSKn9z1AvmJPF5YBiT5fMnImjENViElqVQyqtM0hUKRxsYE+fw0WmlSqRRSCkJfI7RGqyCSrQqKhQK2YzM6OmoM7WOxiDEZ1J6LUso4E8vImE5ohGWB0jSkMnS0JVi8sJsFc7twXYfWjhx9/R0898Ih/t8Hv05ZBWgNu/fswqt4JOs2dnXUUUcddUR41TXsAE478zx6+z+GroRsvOAsLCkRUWNF62oaqWB0+ACbnnqZXGMz5114FpZN1IAJmS4USCWTgI3rJAmCPFpVkJaLEGGU1Cfx/DJbtu7n5pvPMx4UlsDzphB2nMamdvp6Ozh4dCcqNN4WixbO55JLzsO2bEKpqRQUOtR0dbUeZ0rb29tPIvkMMvQolCoIrZi/YA65xrSpB6Lb5nLNtLY00d3dT0M2g5CKk04+mac2beWp5/ciMClXvlfBcRJIS9LckOTwSHXiqJDSQchXjn7vugmyjS088vgLXHv1uaBDhAoQtmGyubE4UlqMjI6ZBcdGSk0ymUAL8EJNpeTR0txCKp1Fq5Dmlkb2HxlHHdsT04KWtjbWrDuBnfuHTJMNaG9upLW1OYqsNvVTd1cHQ8MjWEIRKgvpWFz3+qt48eXtbNl5mDCEeMyms70junNRa8pJqTnt1JP4yEc+z0UXnUkqkYVq2S1sIETrMHpO5glKKRkfG2fHju2USiUC3yeVcEBIfvjj+7jwgtNpbGipNQeVVqAFTzz5HOdeehUtLS2v2PtRRx111FFHHXX8exDYto0bc6KBrEBpqKiAwyMjjE/kefjpF7ClxYL+HlasWkzoH2Tz5kFGRktYjoUXVNBKYkvjSxaGxqNORg07GQUMBGEQqSwgCMPa41fHhxGRD8/30VqZf9fa2HC4DlK6NDY2EIbgVXxU6GNbThS0IEmn0kxPlUmkkrR1d/0mFvPXhiAIqFQqlMoVwsCnXKmw98BhvEoZrfVxcuFkMoHvV1BKUS6VSMQbKJU84gmXkdFRPM9HSsnEhAnwMcmv5l04tnnqBz4qSiWPxSVKKUKlau+YgKiZGnkVCkCHxGNx+noyvPvd17B6zXIampqxLWk+BwQ0NHZwx48f5ann9mNbMDg4zJGjB2lofPWxIuuoo4466vjV8Kqk8HR09XLmOecTjyXJZnIIYRhRMmrgAEg8Nm16miOH86xcvojOjhYs6SCERcWrkEi4aB0iCdFBaTagQQs0PkL4CBFw5OhBcrlGBvpaEbYNVgw3lsGSNq6b5qQNK0naNo5t09yQ5Za33kRvTwM6LOKgUNpDyLjxzjBZGCitWb12DX29LWgliFs2Xe2tnH76BmzbeGyAmTImEnE6OppqM1uNpKtnLmefdRIJW2JbNkFgPDKMEkOSTMTI50uEAQitGZ0IEdJ9xdZfCMnGi67k+z9+lCNDo0BYe85aQyabRVoWqVTKJMQK08xsbMwipAmXaG1rpL+/FyktbMumqakparjO/kGESMvi7HNOozEXx7UklqVZuHAuyUQymoD6hEqxdOl8Dh48jFYCKSwQmtaOLn7/D9/OwvndJOOCRQt6WL58SW1tq4w5rQVNjU20tjWxc+c+IEBp8CoVVGgap2DWVloWUkq00vzoR/fx9dt+wDe+cQe333Efg4PjZNJxdu3dxw/vuIcgrEQsR7M8xZkyu/cf5aprX1tn19VRRx111FHHfzHmLVzEFVdcTjJu4cQTCEsihQYl8IOAIICSF7B1z0G+9KXb2fTkFu59eDtTE9MIoVFKYEdeaCoMjaeZkKA0UkMqkUBo43+mURAFm6FFZNYisIQ09ZwQtRrBse3agM+LQgsKMxWm8zOMjY0zPDzE4SP7GR4+wsiIGWBatk1XV09UN756oJSiXClRrHgmrAzBTKFI2fOp+AGhVgShUW4Ui0WCQBEGpm4MQ02lEjA6MsbUVB4v8LFs27wfEasx1Gbtqx7DpjmnaxYqxVKZUtlDRT8DohRaHyUEwhJIIJ2I0ded4+a3XsA5555FW2s7ruVGHsYmbEJIC88zZALLsSiVfB556IHf4OrWUUcdddTx24ZXZVdACME5Gy9gcnyS3bsOG1o7VWYdgGbwyH5+cPu9dLa1MHR4D9/86je564f38vjDmwh9C8tNY7sZNAqtyyZGVErjWUHkYaY1m1/eyYYN66KUwhhSS5QSUfFlsXr1alpbUsRcwcZzTmPd2kXoyhAqnML3JylOlSiVAlLJRI0FCIK29i6WLelFaI1jOZx26noWLJyLlEZKYV6GRtqShoY05UIxKlsUTizBhpNOYsH8TsJQ09zSghMzslEhJPFEmkKhiO9HhrlWAvkKm7evPOFETlh3Fp//4h1MTRWA0DxfAfGYg21JRsenUFphScNm6+nrJua6OLbDuvWr6OxuRwrDOGxuypJrSJNIxmrvsVkCzZJFC7lg4ylk4i5d7TkuOP8spJSEYYiUpvCdN6+P6ekZyr5vPg4YqcPSpSv4oz9+J69/w0ZuvPFKWlqaa/JU068z8gbbtjj//DN49NGnCALF4cND/OM/fJiPf/KzDI9UmYLmPdEq5PDBw9x7/6Ns332Ig4dH2X9giMnJaeKWwJaSH//4AY4ODqKVj1YhaHjhxa0MTZXo7+9/Rd+LOuqoo4466qjj34frJnjn77+fa6+5nLQVkE3YxCwLS1toVfXcFfg64Ad3PsI3b3+BsakSWlqUK34trCJEE6CMP24UDCEAz/NMWaE1juNQtbF1HId0OvNTw0LT0JNCEIvFjGxWzLL/JyYmmJycNI8XBiilqHgV/Ih1hrDo7ZvzqhsAOo7D2OAhxkdHCYVVk8eaobRV8x+sojrktSyLcrlsUnuVsYMBKBYLxudZqSh4AtNEPcbMuPr7lm3jeZ6Rxjpu7b5NfS2IRQoSIU1K7AUbT+Dii86uJXILYRqOgVI89eR2/uGfb2PPwVFCramUy/h+UMtoq6OOOuqoow54lUpiAeYvWc68Zf088eQmVqyai5Q6Su6EICjxg9t/xPBQiZ6eZnbuO8SRsQKZbA4BHDk6zmWvuZSYE6KkQAWBYWVZLoEK0MLCxqJYmuCZZ7by5pvXg7BAeajQ+F4YDwxNd28/V199LlPjHtdccwWOXSYMbaTdiEJQqByis7uFZDJmaPRRlSGsJBdfeg4H9h8gFm/gqmsuIhaLRVLYCAKQ0NvTyf69OwlUiIUAoWnr7OLCC09n775vsWDhgMmT0AohJMlkHM/38XzzXNvb2o4LP3glEIvFuOXWd/Lut9/E57/0PW6+4VJsJwQticUcHMfiyOAwfujjOC6GVddGS1MjSmkuuugcEomEkRkLSKfTUWiFfUwilylaHdfl5rdcz9Kli7CEYtnKZSAlqCr7TdHYkEMDk9PTxGNR0y+SvS5ZvJRlSxajVIgQds2TpFpcmaatpre7jwOHhzl4ZJDbvvwdfnLPI4RasWvXXt7/J++itbXqLwgTYyN45TIxx8J1zfTW1wpLaRKWzZHDQ3zpS7fxnne/hWQ8S+DDg48+xTve/a5X/L2oo4466qijjjp+ObR39vGXf/MhLrnkIr70xc/z4ANPkVce0nEQShEGikCFDI/mGRmfxLIEfqVyXCKsGVCaRlmgwkjlIQmDACXAkhaVcoVQa6SU+GGIKheNtYdl4do2Fd839Y6UVKJGnxSCMFSUikXD7oqaemCSs7XWTE9P4Lg26VSKlWvWvCrTtEdHhqmUSuhQYUmLbEMDCIXSmmKxRMx10OH/3959R+lRXfne/55TVU/sHNStnHPOAUmIIMDkYKJJxjAM2MZhPE5j++I0eJgZZ2NsnAgGbJNzEhJJEhJKCCEJ5Zw6hydV1TnvH/W0gJm51++9NrSQ9mctFmuJDtWntFYf9jn7tw3ZXJZ4PEGhkCfvFwiCENd10UrhKo2xAcba6PZCsQvH9Vz8wMdzPYyJIksUChOEGBW9S9/3cXXUUdHVfguQzUaH565SWBsycOAAkokKQuvT3pqjrTVDoeDz6OMvsmjhm6zZsAU/NCQTMWxo0FpTUy2RKEIIId511BbsSkqrmDv/VJ594DFymfNIlbhQbENYs2YFS19fR4/aSrKdWcCSyxZIxH3Ky8vJZJppPnSAquoStFYo7YLSrFqzjjeWrKFXr97MmT2cPfsPoN0ktVWlUYsDAZaoBcIaGw1ziJVx3kUXQxDgaEvOD3CIY0OFVQG5bJ6edT3RyhLaqB1UYdEmYMiQ8Xz96/9Me0eW3r17Ra0T9v0nfl0FPhwNTtRQgbJYNLNmTmLB869RWZHi8N09pamsLiWTyZHJ5AHF3j07qek3+e/+Dnr1HsDn//nb3PLNL/GxU+YwuKwCBZSkU8QTcfKHW0ojpekko4b3pbyiksFDBmBtVGxTSuG4LmFoeN/41i4KSkoqOWn+fGwYRsXV6Ic9fBoei8UoKyulqbGFXrU1xfy5Yiur0ihcHCc8PClWqfcPkVBKkUw49OnTi9t++Uc2rVtHPoxuba5ctY7f/Pb33HTT9YfDnfv2q+ekeWMpK0tTU53GUVH2yRvL1/HK8q00NGV4+aWV1NbUcvllF7FxwzZam31OPPFUKdgJIYQQ3ai8sgcnnXEZk2eezFNP/IXbfvIztu7YR2lZKX5gaGprw2IJjSVUtnhzKrrVb4yNmluVIjTFtleKk18VOEqR8GIorckFPr4foJQlkUiSzXRA8VZeVESK2mCD0OC6LjY0xZv8phgpUjxgVNGkeYvFD/J4MYd0uoRRo0cfhXsKS+hHN+oUUFtTQ8+6vjS3NtDW0UEslqAknUIr6OzoJFfIkyvkUBawAZ6KpvJiTNRmzLtF1jA0xfekCK3B9TxMIR/tzE00HRYVvR9jDLFYrHjj7t2indLRPtwPFa3tAYHNs3bNJn5zx+Ps2tPEwcZG2joKtLV3AlERtiRdSp/6HniJGBOmTO+2lRVCCHHkOWoLdlFb7Lk888DDbHpnB+MmDMUS0tHezMsvvow1mqRncNPl9O1bDwryhZCY41JdWU3D3v3U1A7DdTSFwPL0M8/y8MML6MgUqChJU1bi8uaGt5k1cyZeMkFoApSKfllb2zUSPkqV85wEIZ3gd+LGehQLSSHKWJqaWotTVXVxo3f4J0Arl5q6vlTXdd0OfLcNtOuWmQVK0iV4rocu3iCMPltRWV3PiSfOYMigflGGXfF7VFVWEdqAtmye9s5O3li5i3Ezz/u7v4PGRkV55WzmnXoGy1ZtZvDg/qCiAQ3WRPkd0c8cFeIcrZk2bRS9e/fDc913W1dRGGujYGYTolzv8M/ftSaH96Ndk0MUKHRxrRQY6F1fS0NDc5RL8t5WByxKW1AaQvP+9X3PuiulmTFpDA/+5WnCoIC1kE56TBg7gP59e9De2kw6WQJASWU5F1/6ceKOS5BvwFpDaA2jhg+mX783ueOuZ2juLPDwwy/Q0V5g2659XHXDV4+6rBkhhBDio0lRXtmDSy6/kbrqWr7+pa8zcvxYFix8CYgycl3t4gCphItvDH4YEhqLUYowDIsJJlHGsB+GJOIxUrEEuUwWHLDGkEwmyOfzdHR24OrophzG4lIcboAtDjJQUfdAsdOia+KsKkalRO22NrpBpjXVNdX0GzCguxbvA2OMLQ7XANd1qampxXEcstkshXyeZCpF4AeUpFP4MR+roLS0jI6ODqw1dHZ2orAo7UTFuffN543eViqZIl/IY0yA0pqYG4tiVhxFGEQTfbuKdp4Xw/cL7yuMGmNpa+9k0459dLSH/OrXj/LCojfJ5QugDZ6boEd1NQcbGzDG0NbezpbODj7/6Rvp309iUYQQQrzrqC3YAfSo78OU40/g3vseZOCgz2NVO3+8+362bG9m3OiRDOhTSmlFFf0G9qWyqgI/LHBgXyOH9jVRUjYIByDMs3TxQv78pydobAlw4g5+UyN33/so7XnLBRdchjVRq2nXL/13WyqjIFprLRgX7dVitRNN/Cr+Yt+5cx9VVX2K00ZBqa6sE/WeolS0qesauhB9nHr3v2GjHBM/wI3Hi8Uoi1IOQ4cOobq6HJSJbvtrRSLhYUxAJpPjmWdeo6rv7A9m/XtAjx4xUolL+fZXP8vxsyfRp1f14SETnuuhHV38OaPP6d2rF6lUivceCFtr6dOnJ/l8nnw+JPZf5mNES/LuWoHqGssB2MNfv3//vmzdtgM1Z1oxn+T930O/pyAK0Wbs3WJd1H88ZMhAyirTHDiQIaY0Z595ItdcfRHpVBmW6H3nc4a29g7K0yUo6xPk2qLNpckTd2OcOG8y6zZu49lFG8hkCzz55EImz53LjOOOPwpPwoUQQoiPpq691vips7ni6ov57e/vI5PJ4rkeQRDguprTTzieAf08Hn1iKS0dWQJjCdBkOrPF/YcBq8Fa/CAgbzLkgwAT+tEBbi6PKu5THMeJ9h4olLJYouxfrRWBX0ArpzjN1OJoN9oAmeJkUkcRGltsjYWePfuQTCS6ewn/7rTWUbFSKWxoaG9rw5ZANpulva2V9tYWKioq8Qt5ysrKyOayBEExv1hFBU9riQqhKsqjtjq6IefYqJ01yOWLWcbvFgejQSK2OMI32mFGfwdc6BoQohQKg6M0QQgvLljC4AH9eWnxenK+X3xuTSIRIx73QCkcV6OVYd68E7jg8k+h3aP6f82EEEL8Xzqqfytox+GCS67k888/w49++FPaOw6xddtutBOnrqYno8aOp76+ilgyBdojniilT5+hNBzYTRAqFAGd2SY8fI6bOoTFyzZzqKVANt/BoYNNHDd3HjVVaaKiUHRLTEUVNLQCYwMUThQa7MZBRZOhouy16Hd+c3Mz/QaMRqkwOoPtqiMVr+RHba/RZFPT9fV5t6ikjKKtvZPW9nYy+YBEwgOrUcqilUsQWNrbslRUpLGqWLwyFtc6LF/2JkuWr+PHv/70B/oeBg8dxqx587n77kf5/Oc+QS7TSZAvEAQ+1jcoJ1oTrV2MsXhePGrrtSbaXCmHRCJOLpunpb2D0pLU+wpbUfsq7ytmRmtkDv87mvRawcJXlhIW80isNbz7VaK2CK0VoQEMKGPI5PJo7ZFOp7AK0qVl1NdWs3fvQXr2reDii86norQGaw2m2Eb71NPP89zzL/LZT1/O4L51BLlOgqAV5ZWiTAturJq5M8ey8NWNdPoF+vTpyQ2f+zLxYraeEEIIIY4cldV15H2f/fsPYFGEgY8CysvL6NW3jlRpnlFjB+K6Hp5TYNnKTTQYh9BqQhPiFwyOgpiryRdCrH539+EUh2Q52nm3c8BGhR0bhqAd0JqY4+Ap0CoGsZCSuEs+H5ApOMQTMbKBTz6kmFlnmTN7zlE3cCJiqaisQDsapXU0UCyXp72tPTrcttDZ2UlHRwetra1RhmDx8NzzPAqmcDguJTrxtVEcitJRN4cxxDwPTHRLUgH5fC7KIdSamOdRKBSKU2MtQRDgxTwCP8BiMRbQoHHYvbeF2+94kObmDlAhjuMQBpZMJoMNCqQTMRIezJo5h3/57q0MGDJEDm6FEEK8z1FdsAPo2bsfV153PT/8zrcoGENVeQk1FWn61pdRVpZAaR0FyWqNZwzWeoRWse6t9RjlUFdfzpQZxzNh+kyGjHqV393xMPs6QwphSG1tFY6OwnyjYQPRxsgSYoMWrNFYp7x4O05hTEA2myUWi0VZJNZgraaysizKJInuaBWbJ7pufemuK2Tvmx727i0+Sy6XJ5/Pk8lkKU15ODpWHIKq8DyPXK4QnSJGV/WoLE+RiGn+9MgCTv7Y2QwZNvQDfQeu63LJJ67hpus/ye/veZxhQ/uS8w2ZbBu5XIZ4Ih7liFhLIpkgDMJ3f3YcOtozrN+wlc6OTlpaOujTs0e0XsWwZvs/rM+7ihNfjaaurpqmxmY6OnOUppI0HGpm5cq1VFVVMWnSONyuW4sAyvL68jXcc++jBIFh8JB+fOz0kxgxYgilpaUYY+jVq56qqqroexY7oE1o2bhhI7t27ePPf3qUz9zwcWKJFNmG/XjaoZDvJCjkSbsBqYQmZ12+9q3vM2bMpA/0HQghhBDi/03g51myeClKu2hrUNrgOg596qtxVQs1NT0YO6onxx13Ij3q47y5egULX1zD6yt3sWNvI9ZCKhHD8zzyhRxdecVKEQ09UArXcQ7v3ayxxe4NhefEcPAZ2DNJjzLFcSMreOutBnY0howZkiLmBDR3WnY0aba2KrJKUVFewdTp096TF3I0UVTX1JFOp2lpy9LW3kwYhu/ZC1KcnBsdpNviH2pHEwYhXR90uIsFFeVVd627gkIYYM27nRfRp6jDAye6HJ7oG4RoiofHxTqgcsA3hv0NzSgV4jguFkssHsNRljAoMGzIAK75h09zzgWXkS4pk2KdEEKI/+aoL9hp7XDy6efz3FOP8cbiJZSVJamuLOeUU2ZSkk4UT9QUWimCQgHXUSxdupS/PPgSF15oOfPMuThuCY7VzJt3GqtXvM3DTy4nX/CprqzCKsh0tLNrx142btpGPh9w3HHT6FkT4sSq0FYRFE9Kl72xhGVL1zJ8xAhmz5qBGzM0NXdSWlIK//V2HYroANZGgbhEBUFVzDRRSkcbCVugta2TbDbD008uIJ1QDBk6hMlTxuE6UCjkyOUK2LAn1omujg0dPpSxYwaxePVOPnX9jSQ+hJaJ6tparv/cF/naF29Ck6czm2Pc2GGUlCSjtmEMEFAoBGQ62rAWsrkMW7Zu48/3P8EbazaSy+fZ+M4mxo4aiLVR+2sYBhhjoiDgw+3I0XpjLB3tHQQmpLSshNLSEmKex979B6ivquHf//OXrHhjLfF4nGuuuZjzzj21OLEWCn7Io48/z+q1b6HRbNi4niVLXmf8+LFs27oTpTRuLIHj6GJeXtR+q5Wib79eOEvgrbVbWLd+KzMmjUKjaW7YRaKsF6HfTi67n9qacpxCkmEjJn7g6y+EEEKI/3vWWg7u38uePXvxlcFg0BY8YPKE0Zx30amUV6TRGmpr+qC0T+9+A0jEE6xetxutFI7WlJaW0NrcgaejW3BhGGCNwirwXBdPO+SNXzyIjPLRtNZYU2DAgDq+/cXjGVzbSEtDB0++soc9bZaeFVBXpulbbjl9guauxZY3GzSXX3E1EyZNPioLQAqoqK6ntqaGnXsPYYx/OMIkukUXIwiCYjEt2lhrpdAWbBjiKFUcMAYVFRW0tbVhgyBac94Ngz5cgHvPofB7D4nfK7QmingJLdoWW5jD6GZfUCgUv5YlmUqRyXXieS7Tp07kG9+/hfHjZr2n7VYIIYR4v6O+YAeQSJVy/ee+zIZ1V9Da1s6UCROp6FGLwhCa6HQz8HMo4MD+/bywYDGNzRkG9B+EVgmwLkZbHBVn8pSxPPrMG4TGIdPZybNPPMnLi15n0449NDS34WmXndt2ccN1Z1OW8ICo7fKtt1bw85/9gV17GylfsIyGA52cff4s9h9ojM7/bJSF0dLaSjKRJpVKgrbRxFMFyloaDx5i3dubscCUKZNIphIU8nl279yLXwi4866/kEzG6NerJ5+4rIPxk0bieDHefONtRo0aQomXwGKIp1KMHD2UnY3Qt++HE26rlGLO3BP4yjdv5tvf+he0Vpx68vHE42kMBhMaTOizZ+9+lHVp2HeQxUtX8viTC9m8bS/5wMcEsGHjNmyxuLl310FWr15DYEPGjB3J4EF9cRwH3/dRDuzavY/773uEzVt2MO+E4zjzzJPp7Myz/I23yLd3suT1VQRBQNbPc9+fHqQk4TJ95lTSZWm2b9vH+rc3EBJigmhARkNDCwsXvkZgDcZCNpfHmBCjo4KvRmEUzJ49k4ULXqWxsZ1nn3uNMcN6ko6X48Ua2bdpPdm8palVE6pSLr78Iurre34o70AIIYQQ/3esCXnu6YfZvfcAWI2ro4yyU04+jk9cfjp19RVUlNXhuFEUCjg4Ok1pSRl+UACiPVBLczuJuMegvlWUpErZsW0PHe0FAkApSyEsHL75ZUyUn+Y4DjFHcdXlpzJlWi20BSx+Yzfr9oYULDyzPqBHWvOZ+Ul6lGUpSceY2n8sV1/zqWJr7FFIKcrLyxkwYCCvr1x7+OZbV9fFu7ft3j+c7N1hYu8W4FpbW9+XV9x1cB5l1zmHY1NisThB4B9uMQ6CgPcOqzDWRPE1jo76ZKK2G4IwiD7eWjTg53JY3zBqdD++9NUvS7FOCCHEX3VMFOyUUgwZMZ4Bgwez853NDBo0BC9egh/kCcM8npvAdRyMNTz33CK272qgV31v+vSuIwqk86MsOhTDRwwnlfBobs/x+BNPYII8uXyIUQZjLWFY4NUlbzB7zgxGja/CBFnamlv40/2PsHtPA35gaGhp5P4/P0hpeZzmpgyep8gXsjz//CKeevJF0skKLvj4uUyfOQqrArBwYP8BfvHz37Bs9SZKkkk+dtoezjnvFPK5dnbvbiAIo7g3cj579x3gt7+/h14v9KOutppFryxjxIjBzD1hGliHTN6wbsMOLr36U9TW1n5o70FrzVnnXIDWDt/6yhfZs7cBOykoDtMwFPJ5Vq3aQGtHyKuLV/DO1p1kOjqLIXUKi+L1pavZvaeBlkMH+Pltd7N5y3ashX596rnxxquZNHk0oV+grS3LnXf9hQULl4A1bNm2nZUr3mTjO5tZ89YGYmj80KAV9KqvoHePKn59x30sX/UWY8eOYOHCN2jr7GRA7xqSyQR79hwikzX4IYQmCiBsam4mn88T89xoz6aijVvfvn3oP6A/DY1vsnHDbla9uY2pY/rR1tDG/v05CjrO04s2MOdjF3Ll1Z85Kk/AhRBCiKNBS9NBnnzkcXK+xfU0CTdGRXkln7jiAvoP6EWyJA5hdCsOG0WgaAf27TtEe3sQdVloTWVZnIs/Pp/5p0whlU7T0HiI7dt3cu89L7Brbysd+QImsFHBSVmcYsxKRUUpUyaPJJYyhIlShowroV+PHext6qR3bZITJ/fg7MtH89prm5h2+mzOu+wz9O7T56jeWzhenImTp/Dnhx87HGWiunodbLEN1hYjUYqRMEop4vE4hYIfTX99z1CxrkFkUccH0BVNAyit8QMfay25fB7XdYnH4wRBQBDYYsdL9L60BtfxDt+uwzqHM/SMtTjaoTTtMnHiVMZNnCPFOiGEEH/VMVGwA4jH41x57fV8/6v/TFubj9JxXNfBWI3FwWqHbVve5sWFb6Csw+CBgykp72oVVdGUVaIT0vZMgZgXp6WtDaUUDhrtQI+actJpzYH9ndx+x930rKuld+9KNqzbTK++1Vx84TxefGE5ew520J7t4Ge/+B2ZnM+iF19jy+Z3eHXxSrJZH9jFzr0HuKb9Qgb178X27dt59tlFrF2/iUze0tGR5b4/P8S69esxNmTvwWaMssQ9jxPmTWDiuEHs37OX+x5eQr4QYNHs3HMo+lHCkEcfXUhYqOKyCy/50Dd0WmtOO/1MXl/8Mr+8/X769u/N+LGDwITkchk2bd7Fxm0HMGGBT1x0CsfNnsiOrXu4885H2bG/md27dvGtb/wrQRCwc/c+gjAEC1u27+aWW3/OqafMJaEVb67dwLadu3C0wvejzduyN9YQoMn7AQkvmrQ2dEhv/u17/0QqXcbtv76bFxYsY+FLywitoUdtJd/6xo306dOftW+t5/d3PsiGjbsw1qKwtLa109LeQmkqXRx8EZ3oaq0ZM3YEr7++imwQ8NQLK5l83OlU9k2zanM7f3pwCb2Gjuaa626UQRNCCCHEEcpay5rlL7PmzbVRNlloSJakmH/yDIYO608yVY6jA4y1GBtgbZSHZm3Am+u20N6RI+ZoSlIJvvDFq7nwglMpKy3BYsgXsowZO5pRw4Zy75+e5ImnVpLB4iiHUAWHb4MVrOWRZ5aTOG8yfXr2YNTEWr53S5IVq7czZ9o8xk8YRKK8F/MnlFFW1Yt4It3dy/YhUEyfPY/ysnIONjbheC4mCAnRUaa0DaHYvqqVQmmNUyyOKcXh1lZjDFoprDFoL8qWNtZgDw96A1R0w873/SiGxRoC3wdrcLVGaYXnWNKpFFo7xF2H9mx02FzIRUMoohxrSyEIcD2HCdPmkCqp6NYVFEII8dFwzBTslNLMnHsmZ1yymgcfeZx+A3ozfuIQHB1ijCGX6+Tpp1+krb0TZT1mHDcR13MOj24vzpHinU3vRKdzocKJxTHGUFtdxjnnnsIp84/H9Xy+/rV/ZfOWXWzevguUYXC/AVx77bXU1VUzfvwCfnDLb2ls88nm8/gGfvu7ewmCED+0aGVJJB2yuSZuu/1Okqk4uUyetvYOrIZkXOMXLL7vs3zlmwQGbAiuskwcN5wvfeEzlJYm2b9vJwsWrWH7/jZC37B//yGaGttZ/vpKHnh0Cbf+5HYqKsu75V24rscXvvR1stkM3/n+L/naP13HuNF9yGcLNDW2UigEJBMxTjvtNEYMG8iUiZZ4IsF3bvkNnbmQjZu3FYdUGFAKx1E4WtHS0sb9f3mSwA9BQU1VKcfPGcuWzTvYsbeZMOga7BHlksRdzdlnnUJtj94AXHHlxSxf8Tb79jeiHY3nxelZ349UqpTp06ZRXlbBzd/+IXsPNaECTXNThnc27KBffV/AFIdPWKwN6dWrDqscgtBnw4adbNyyj63rtnLvQ68w4+Sz+Zdvfpd0SUm3rL8QQggh/rq2lv385te30ZbJoxxNGBr69+vNBeefRGV5CSYosHDhYlaveIfWzmYKvuLGG68iDBp47fX1+KHFwXLdtZdwxZXnE4+5UbslDvG4plxpxk0YTUlZDIXDk8+uIJM1uCbKxzXWcLChmdt++ThvLH2Lf/vX6+g3cALzzj6Nj12SBooZyMAHn0Z8ZOnTdwAjR46m8bWXSSYS+Lk81hhCIOyaAKs0CoujwfMc/GLucVcx1NpoQqzSXTfqol2i67pRbE6xvbZQyBffW1drrSYRi1FS4lJWlqIkHae8Ik5ZaTm5bMihxjY6MgWam9sI2jujywHKEIQh2YxhzZrVXHqFIUrKE0IIIf73jpmCHYDreVz/2a/Tmcvxox/dxvnnnsGceeNJpWKsWvkGa1ZvpOBDOpVi0KABgMGo6LTOAsb4bN95gIIforSLUpqeddV88YvXM23aZBwNQZilf/963tnUiLEBymqmTZ9ETY8aLDB9+gnMnLGUp55dAyisgfZsNC4+GYsxacJQJk0ZTktDAw88soTmljYMmoqUy/xTZzFwYE9eWrCUVWu3kw8DrAGrFOlUCVdedRGlpWmsharqHtTWVbNldwuhtTzz/CssXbaSMNB8+99/xoSJE7qtXUIpRXVtD27+/r/zh9/+mu/e8ivGjuiPdiz7GtoJQ0sqlaKsPE1XxXTajKnU1T3M5m0HKAQmajtQ0LuulLPOOp7efXvx3LNLWPL6OoJi4WzYiEH805c+TUdHhldfe4O77nyQQ03tWGMwBkrTCcaPG4OjILAB9T1qmTVrKg89/BzGQj6XJ5P3KTUhWjmMHDGUmz57Dbfc8nOa/Cy5nM/zL7zG8bOnEnP1ezJQQqoqKtCOxgBtmQIHGvNs25fjzEuu58bPfpZkMtUtay+EEEKIv86GAY0HtrJ+4yZQLliLl/C47LKzGDp8OJmONh565Gl+dcefaW7MkA8DUDGamvP07ZNgx842jIGyqkraOgvcc88jJOIePXvWM3BQf2qqy0gmPLRKUl/Xm1NPmcDry99mz74sxlhCohtgJjQYm2XFqk3c8oMH+fGvzqIyJdm3lVXVnHTC8Sxb8irDynxq62I0ZCwNmZDmPNSXWaYOiLGtEfa1aPLW0pr1CUKKrbLFoh4c3r85ysFzHQp+ANZE36hrci8Kx3FQYUh1VTmO8hk5vB8nzZ9JGLYxZcpYkqkEy5e9RVOT4cVFS+lZV82atVvoyOXRjsJaCJVi145NZDOdJFOl3bV8QgghPiKOqYIdgBeL8fkv3cwTgwbz25//hBcWvsz0GSN57ZXFtLb7GKCmtpqKytR7gmgt2mryuQxvvrkZP4CylENJMs7nPnst06dNQCtTzJ7VWOMUT+UMVdVVnHraPLSOqn6e6zF9+mSefm4FYQBKOYADynLSyXP43GeuJJVK0dy4j8Wvv8X2nc0YC2PGjuHaT11BSUkJs2dP57s338qy1bsIrMUWA3j79++LtdHzul6M0rISrDWEoaEjX2DO9FP55DU3MnrsuCMi26S0tJwbPvMFJk2ewT133cErry2iM5fHcVxiXgzX1dGACaC8rJwBA/qxedv+w59fUVnCN775GcaNnoh2NP36DWbt2zfT2JzFhCEVFRXEvBj1PUq58LwzcBzLT35yN0GowBg8z6W0pITiK8YYw6wZk3j6qRfJ5kPaOzo41NBIj8pycKKw4lmzpjJ79jSeePollFK8tvQNnnnuZc742Dy0ik5rg8Dw9oattHZ0ks/7JJOlxBJpvvbd7xNPJIjFYt204kIIIYT4q6wlyLfz0H1/YP/+9uiPQsXIEQMZ0L+C1StWc8fv7mfp8rUUCoYwsFE7pmN47MnnSXguft6gHYufC7j9tnvQCpR2KC0toaIixdQpo7jkkjOYNGkosYRHMllOSbqU0HRggSAMo2EG0Sh6CmHA/kOdaEf2EF3OOPtcHr7/fk7otYd5Q3weWeNxMOPR3GnYeDCgR43DFWfGWbszjakfzn0Pv8VbGw9ELcwANhoYZq0FY4pFOYUuTovtaqnFBig0xtgo0VpbKqvKmDRxJJOnjGTEmKGkk6VgYcjwcby+ZBkmbGHb1gZSMZd8aCgUCsULAJa33nyLRS++wGlnnHtE7MeFEEIcuY65u9gKRSKe5LyLruFr37uVTkJ+9YeHeGf7ITqyIXnfZ0C/AaQSbjHEtthCqWHl2nVs2LQXlCHmulz08bOYPXNKcRyFxYQF/HyeA4faQEcBt5MmjKNf3/roophSWKsYMmwwybQH1kFh0MoyfuxwPvXJSyhJl0TBuMkSSlIJrFV4jsOs42ZQki4DFDXVPbn8iguoLI+htUYrjesoHK1R1oCxaOWSTJYAmunHzeXuPz3M93/wY8aMG39EbQ5c1+W4OXP44c9+xV1/fJBLLr+CktI07e0dNBxsRqmoZOc4imQyDliMNWgs48YOZfTICWgn2gD17l3PwAF9UEqjgGQ8Hm2wQgMoTjv5ZIYPH4CxIaExxJNJUsXMEQyYMKRnfQ9K01Emne8HNDY2g4IwjIZ/OI5mytQJeJ6HBTozeW7/9T0sX/km+UKG/XsP8us7/sxPbrubXgOGcc31N3HXXx7j9LMvoKS0VIp1QgghxJHOWrZtXsVDjz2HbzXWhiRimvPOPJ5Nmzfxjzd8k4UvryVTsBg0BgfHdcjnchhjyPs+oQoJjCXT0Y6xEFgITUBLaws7d+3n6Wde4wuf/wErV2wiDEMONTSze18LvgkJTBTXgj08uBSlNaPHjaf6QxwWdqQbPHwkt972Mw45fTCpBBjDim051h3McqjT8PiyPKlknDPPGs4F5x7PSXPH4TmqOOwhGlKh9bsdEkpbgjCPdkBphS5m31WWlZPwXFTxZl5zayu5XA7Xiw75E7FysFH3RyIWZ+7xM7nikxczZcowqqpi0d68SAWW/fsbuev3d5DNtHfPwgkhhPjIOOZu2HVxHJe5J5zB6LFTeezh+/nTXb9jz67dWGVpbG4jnzOk0wAKaw3NLQ3c/8eHyGYLuE6M3r16ccYZ83G0xhAVhBSK1qYD7NqzH6ui7zFu7GhinhdNDusaKY/CFE/0lDJ4bpyLLziXnnXVWCwKRSyWoLSkDNhHIh5n+IhBoIoj6q1m4pRpTJn8Es8uWI3WmmyuQDYbUFkeff6zzy7k9TfWcd5Fl/Glr3yDuvr6I6pQ918lE0nGT5zKiFFjOemkU/nBd77Jbb++l698+Qb69KzBBJb21k4cpVFoknGXk+bNwos50RewllQiybAhA1m1ejNKO9TX9cBxHEwxh7AkneLUU+aw6s3N+IGhM5OjpbWdirI0jnYJgoB0Ok1JaZrG1hZMqGltaUcpCMOoSKjQpFIp0Aq0IjSWA4da+I8f/o5+fevZtHEnqbIq/vGmr3HW+RdQUyMbayGEEOKjwgLG5lm44BG272pGOQpCTSzu8frydaxcsYb2bIgfBGjlUJpO0NmZwVjwPC9qYzUhjqMwQYhVLo5WxZtaBoPFKktn3qdzXwO3/+oBrr/xLB545GUamzswxTZNbHSzziqLoxX9+/bj8quuQstk0cO0dpg2Yx5V3/8VmR1/4uIRb7PlJ6tY+k4nng4ZObKe2lHT0MkqUqU1jB03AsdbhC4YHEx0084YUNGahyZEa03MdagsK6WqKsGAfvUk06Wsf3sbu3c30p7PoVyPjkyBjZu3UFJShjYOSvnFA3ONsZr6uv5ceNn55H3FL29/kMa2ABsCDhirWbFiFW+vW8fkqTOO6P25EEKI7nXMFuy6VNf04KpPfZpTPnYOr76ygKcffYjlq1bwr7fcwSevPoeBg3qhHXj62SdZs2obYRhSmi6ltrqK0rI0EIDSgMVxXDoybXR0dBKGFtd1KS8vp2tkRZempk5y2SDKxUAxZPBgpkwdC0StD9ZGo+W9mIdSilQqSWVFRfGzLShD4Bvy+cLhr9nWkeWV11Zy0gkTefzxBTz1zCtcftVnuPr6Gz5SeWnxeILTzjyH3n378NP/vIWvfOVWrrv2EhobG3ln43YsUehzLOExcPAAlDJYGxU/XUfTv089jjKEVpPL54FoYhtYjIHRw4dQVpqmqaWdtvZOnn3+Za695sJiRqHFdTWJZAwUBH7AunXrOf3UOUDUMuu6Lu3tbVH7hLX4YYjrxvCS5ZTVDebGc69h9pzj6VFX153LKIQQQoj/B4EN6Wjfw5JXl4NSGD/AGEtTW4YnnnkNrTWuC2UlJVSWlTFseE82vrOdPftbicWizoewEAIBXiJGOhbD9RzaO3LkfB9jNMYqVHHEwQsvLWPthk3s39d8uFhni//WSoOy1Nf15Fvf/i7TZ82U4s5/oZRiyJiZFAaPweZ2cMuAZ/jNHQ/S1tLC9defSunAARjj0ZqBjpzBhBweKKeVOpxRp7XCRTNyRG/OP/9ketaV07dvDT3r63CUw6uvvMrvfvMCazfvIpcvUJqKUVFRinYM1ilgUGSzBbTj4nkOSoWUlJRz+pkn8tJLy1iyfAO+VbiuQ+BDLu/z3NOPM3nqjO5eQiGEEEewY75gB9EJXe8+/bn40ms4+9yLWb70JX7/y1/yT1+5hckTxlFfV8ljTy0g41sKxiGVcMllO8lmfFJxB6WiqVIKxf4DzRTyIVEqBvh+AYtBEYLShCbPa68ux/cNSmkcpagoLycej1olVXET4RcCmprbsAqsCSnkc0DUEmuBQwf3s2nTbkJj0YT4fpY7fncPjz32JKmyGr7zH7cxZfoMHMfptnX9f6WUYtyEyfzw57/h5z/6d773g9tob2shKBiMslgT0taWY/GS1QwaOBBXKbS1KAv1vfqgHQ/jhxxqbMESnXZiDUpBIl2C63oYA0EQ8MTjC5g6eTyjRw8GFeKosHh67eK4lmXL17Jx4xb69+8NOYfdrU0sWbqGQlCgtLSMj192GafMP40hw0ZTWVXV3UsnhBBCiL+Bi2HL26+x/I0N5IOAMAigmKjrOgninmL4yJH8w/U3MmnSRKpqa3hr5atcf/1naWnP4BdC0vEYo8aM5B9vuJaBA3oSj3usWf0Oq1a9wYsvvszW7Yfwwyhj2IYF9u0JicU9CoVoD6SKB7pKaUYMH84t/3Yrc088SW7X/W8opYinyrDJ0YyaM4B/nXg22Zad6KCFwHSwYXs7P/rF7ygvq8Tz4vhhDs/zCIIgillRUSFt6uRhfPazFzJm1FBK4iliyTjaS6AIOevcM6mo7snXvn4bexraaevI0dDQSVNzBy2tBZ56/BW2bdtFQ3MLgwcP5GOnz2XMiMH07T2IG2+8hh1f/Q927GskMCHWKnK5LK8ufpXm5iaqqqq7ewmFEEIcoaRg918kk2nmzPsYU6bPYfnrS3jg/vv4y5Mv0NqcI+sH0S91R7NnfyO7dx2kqqJf8URU0ZHv5KlnX8EPLal0ikQiQSaTKU6hsqBCNm/ewgsvvoZVHkpbwLBr127a2zMkqkopzownk+2kpaU9ynBTGt/3i09ocRSsXf0mBxo6sTYqPCVL0vQdPJizzz2H8y64gtLSso/4KayirLySf/6XbzN91hzuuO0nrF25ClPIoKzCLxiefPwFTjvleOprK4sbXIXv+1hrsVqxbv0msrmQVFJHJ9kW2js66OzMAJbQKg42NvOjH/+Gb33zJqorUuzeeYjO9gJBcRLtoUNNfOvmX1BTU022kONgYzNuIs05F13KRRddzdjxE3DdKMVQCCGEEB9xhRYWPf88jW0FjAmxXR0SSmEwzJwxm5t/8G+MGvXuAK8ps+Zz6qmnsGrlSnr37cMZZ53LyaecQY/6nmgdbbWHjj6Vcy/K8on1i/nyTV9gyZvbsEF0eBuEIQnV1U1hyefyuI7Dyaecxre+810GDhokxbr/H5TSoEpJlA4jXjKYPdtWcdft/8kjzyxjy479GCzxeJLQduUDGlKpODXVJYwa0Y9/uO5CJowfSiwWx3ViaO1ireJgYxu5bIHpM2Zw6SXb+eGP7sWg2fjOfl5ftok1K9fz4INPEFiDdhxeXLSYBx94kvknzeVT113E4ME9mX/iNO77ywt0Fgq4MZeC7/Pmurd55aUFnH3uhR/xPbsQQogPihTs/gdRG2opc+fNZ87xJ7N162a2b93MmtXLWPbKq2zftoGWpmZ+8O+/YNSIAcQ9D8d1aO1oZenr6zBWUVpWjtaG1avXMXXyWHr3qiSb72DRiy+TiCcIw3Yc18EYRUNjE1s276Z2+kisMSjlsP/AQZpbOwCN74e0t2bIZQP80Gfv7t385cEFFPwQNx5nzryT+cSVVzJt+nEkEomj6pe+53mcOP80Zs2ey6uLFvDQX+7lpUUvk89l2bX3EI8+9jwnnXAc8XiCQsHnpVdexy8EWK3Zvm0Pr722gunTxpFIeIRByNvrdlHwTXTn0TdgAzZt3ck3vvVjStJJdu/eTWtbOwZwXI+K6h6k62oYPGYqM2fOxIvHGTZ8JIMGDYo2hkIIIYQ4CliwHTQ2vMPChW8QhipKMynuqRwcJk4cw60/+TEDB41432em0uV8/9af0dHZQSqVprSs7L/tEZRSeLEkI8fM5ZNXX8KGr91Kkx9gooQNOjs70FrjxTwmjp/A1Z+6jjPOPpuy8vIPawGOGtEhroOO9eCpF9ezYevewwfi7R0dOI7G0dF7LU2nmT1rHJ/85LkMHtiPeDyO1ppcYHhnwxaeefoVXn51BY1NTfSsq6OttYMo3zpk+84DfOtbPyVXKFAoRAfrrjag4GBTG/f8+QleWrycCz8+n/4DelFdXkL7vga0jm5s5joz3PaT/2TGtFnU9e7TbeslhBDiyKVsV1CG+KuMMeSyWRY99zTNrW0YLM88+QSNjQfA5sl15ggtaKsZNmw4e/duY9/eQ5Smk4wcMYTWthYOHWwi6/scOtiOckOssXiuw/wT5nLtpy6ipamZ/QcaeOqZ51n2xloCG+KpJH379KS0PE1LawfZXAYvEWfMxOlccN4lzDr+eBzHOaoKdf8Tay1+ocCq5ct59vlnePbJR7Chj5/PF2/XBaA1XixFLt9JtqODknSaHrU11PWoJNOZYdfOvahEkpibIAhCdNJhwsSpTJ0ynZjnEtgQYwMSrkvPumoGjZhCXV19NI33PZPEhBBCCHEUsRbMXh5/4Lfc9Jkf0J6HwARR4UfBoAF9+eWv7mDKzLn8bbfqLZ3tB7jqkvN49dWVBCYq7JVXVDFt5gwuufRSjpt9PNU1NbLn+BuFYcj/+vpX+OnPfooyYBQYwPVctFY4jkvfXrX80xcuYu7sSVRV1pAr+CxZspo773qc9W9vpaGhhQAVDafAYk2AtVHLsj2cRGhwlMJBYVU0WdZiCI0ipl2chMPYsYPpbM+wfuMOrCkOoTMh1RWl3HnfA8yafXx3L5cQQogjkBTs/gbWWgqFArbrar3tyrKDTDbDwQMHOLh3H1t3bCbb0YZ2HDAO699Zz8b1a9i0fh2mEOImHGJOjEQiTbaQJQwN8Xg551xwPn369EKjCK0htBYv7jFy1ASmTJmK63p4ntfdy9AtgiDALxRoaWnhlVdeoTPTiOM4DBo4ivqeo2hufIs1K1aRCUJA4Wgfx0CKJPPOPYfarumtClzXw3Vd2RgLIYQQx6psSHPTSm684ToWLtpE3oYYG+LiUVNTxi23/hvnXnB5tJf7G1lrWLb4WZ5/+nkKvqWsrILTzjybQUOGkUqn/w4/jOiy4JknuOrKq+hsa8e3JmpwVgon5uJ5MepqK/nO/7qGGdPHUihY/uM/7+Tpp1+lI5NHKU0YhoTWoq2N9vpaEQRBlDFYLNip4uAKLChX42DBRN0cSkcfg1WUlZWR6cxSKPiHb1OGYcCnrv0kN3/730imPjpD4oQQQnw4pGAnhBBCCCGOXRZsoY0lL93BlVfdTHOnITQBoIh7Hl/52pf57Be++nc9JP2ftt9ycPj319LSzBUXX8BLr7yEMSq6HacUaIVWmtrqCr73vX9g0NDB/Ownd/P8s0sJUSgVvR8T1enQNvrHWIMx5vCfQ9Q1rbQilUyjbUgyYaksq6C1tY22TIFCSDFjuavDWhVbpF3CwFJdU8499/2Z6dOP66ZVEkIIcaSSDDshhBBCCHEMs4QdB3hp4au0dvqExhD1SygGDOjLhZdc/nfvaJDi3IejvLyC8z/+cZYsXUK+EEQtrNagjcYqQ1NLGy8ueos7fvskq1a8jeeBMdFgMo1DzFOkE3Hqakvp26cW7bpsWL+TvfsaMEZhtAIF2nEpS2tuvPESps86kfq6/hw6uJfXF7/Co489zYo3t5EPQpQJ0UqjtCLwfcChtaWdu++6gwkTJhOPJ7p7yYQQQhxB5IadEEIIIYQ4ZlmbZ+vbT3D5hTeyZV8nYWgIw5B0SYof/OAWLrvyOpy/Qyus6B5NjQ1cfcVlLHppUTGLDrRRGAXa8zDWomyAg0LhooBY3GXYiF7MnTON2XNPYOSICdTV16Fdl83vbOQPv7uNRx95gUwmwJgAR1vOOH0OP/z5H0imewBRLKK1hoP7tvPjW7/DvX96mM5s1E4bhiEQFW61UtTUVXLn3fczfcZs/raMRCGEEEcTKdgJIYQQQohjk7XYsJVH//JdvvCZO2jzfayxoODkk4/nznsfIJks7e6nFH8Day0r3ljGVVdcxq5duzDGRAU7rfASCaxRhH4OlMHBoyLt8sl/uJirr72J3n2G4zju+6b+Wmsp5DtZvOgJ9uzYxfqNm0kkE1x8+VUMHTHxv92etNbi59r4w29+zr//x09pbuk4XLCLBpqBoxSXXH4+t/7nr4jHJctOCCFERAp2QgghhBDimGStId+6mptuuIGHHluLUdHsz1Qiwc9/dRtnn3+ptK8eBcIw4J4//JZ//d73OHCwAd9asGHU+KwcsAaroCyZ5B9vOJ8vffVWUiU1/J9uu1lrsNYSBmFUdHO9/8PfFUvgZ3nmibu4+Ru3sHXXwcPTYsGilaa6tpQHHn6AsePklp0QQoiI/usfIoQQQgghxNHHFtpZsfRFFi/ZiFEGrTWgGDpsADOOmyvFuqOE47hcduUn+cM9f2Te8TOIORDFz0UFWqUUMc9l/qlTuf7T3yCZ/j8X6wCU0mjt4MViuF7sr/xdUThukjknnsOXvnoj1eVptNJYa1FaY7E0NbVy7x/vpFDI/l1/diGEEB9dUrATQgghhBDHHIsln2vl+ecW0tCSB2WxxuI6Dmeccxq1PXp29yOKvyPPizFj1hx++NPbOe+sM0glYmjtoJXCdRyqqyo59/xLqa0b+IEUapVSlJfVccE5l/Llf76W0pIYWmuMMVgMJlQ8/OenWPLSU//jFGEhhBDHHinYCSGEEEKIY07Ghry5+jUefvx1CqHFWoVRlvr6GubPP/N9uWXi6KCUYuDgYfzwF7/m5m/fzORxIxg2pC/Tp43lqiuv4GNnXla8ZflBPYDGK+nDFddezycuOx1HOVjAojDAocYW7r77TrLZtg/uGYQQQnxkSIadEEIIIYQ45hSyh/ju127kjj88Tt4Hii2SZ5/5MX73x/vRTqK7H1F8gEwYcODAfoLAJ5lMkkqVkEylP5Q26BYMu/es4Ps3/hPPv7iCgBClFApDOlnOL379Pc4+51OATCcWQohjmRwdCiGEEEKIY87uLet55pmX8AOidlgs8ZjHvBNPQOl4dz+e+IBpx6Vnrz707TeQmtp6UumSDy2zsALNmN5j+OKXrqd37zIUGjBY69Cebeeeu++muXHXh/IsQgghjlxSsBNCCCGEEMcUa0NWrlhKU2tIaUkaC6AUdfU9mHvCfBk2IT4ECSbOPI4bP30hqbiLxqKsQRl47ZU1PPTAXVgbdvdDCiGE6EZSsBNCCCGEEMeUTEc7zz+3kJaOLC2dWVAKrTVDh4+kb/9B3f144pigcN0+fPzi8xk3th8WB63AWkOm0+eRh55g9coFMoBCCCGOYVKwE0IIIYQQx5RNb6/mpZfeIDSGsHiLSaGYPGUariftsOLD4lJROZ6zzzyOZCyONQawWBuwfPl6fnLrD9m7e2d3P6QQQohuIgU7IYQQQghxTNm1cxftHVnAolFgLOlkirlz53X3o4ljjHbLuOgTVzJudF8UXnE6sabg+zy/4DXuv++PmFBaY4UQ4lgkBTshhBBCCHHMsNawb+8+8iZEodDWgoJ0aZrq2h6SXyc+VEo5VBR6cv6584kndDQtVimMsXTmAx647y5279zW3Y8phBCiG0jBTgghhBBCHDPa21p57umnAIV2NBbQaMaMmUDPXr27+/HEMcip78G5F89i0sRBWOuCtSgb3fzcvnMvS5csliw7IYQ4BknBTgghhBBCHDMO7dvBxo0bQIG1FqUU1dW13PT5L1BWVtbdjyeORbEU8cRgZs4ci+eCjbpiAcgXAn7769tpPHRQinZCCHGMkYKdEEIIIYQ4JlhrKeTzWGvxPA8LJBMJvv6NbzJz1qzufjxxzNLg9GX0yKGUpGNEoyci1hreemstD/3pbowx3fmQQgghPmRSsBNCCCGEEMeETCaDEy9l6tRJKArEPI+bPvd5Lr3iClzP6+7HE8ewktJKho+aRWVlFS4AFquif3IFn+efex6/kOvmpxRCCPFhkoKdEEIIIYQ4JqTTaYYMG8bMudOpqijhsss+wY03fYFEItHdjyaOcVo79B44nvq6apR1gGj4SdQGq9ixYysH9u/q1mcUQgjx4XK7+wGEEEIIIYT4sGjtcPb5lzFu/DTGTppDKl3S3Y8kBADJdCWjR41gxYq3CcMCygAoUIpcvoNDhw7Qf+CI7n5MIYQQHxIp2AkhhBBCiGOIoq7XUOp6DUUp1d0PI8RhjuNy9XU3sfatd1i+YjUGA0qhsAwcNJhBg0Z29yMKIYT4EElLrBBCCCGEOKYopaRYJ444SilGjp3Izd+7hVEjhpKIuyRimgG9e/HJf/gMFVXV3f2IQgghPkTKynxwIYQQQgghhDgiGGPY+s7b/OF3v6KuRw+mTZnJlNnzcFxpjhJCiGOJFOyEEEIIIYQQQgghhDiCSEusEEIIIYQQQgghhBBHECnYCSGEEEIIIYQQQghxBJGCnRBCCCGEEEIIIYQQRxAp2AkhhBBCCCGEEEIIcQSRgp0QQgghhBBCCCGEEEcQKdgJIYQQQgghhBBCCHEEkYKdEEIIIYQQQgghhBBHECnYCSGEEEIIIYQQQghxBJGCnRBCCCGEEEIIIYQQR5D/D6NxWS8iBiU+AAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Create the preprocessing pipeline of the images" + ], + "metadata": { + "id": "Kl__XXsLZsgI" + } + }, + { + "cell_type": "code", + "source": [ + "from torchvision import transforms\n", + "\n", + "preprocess = transforms.Compose(\n", + " [\n", + " transforms.Resize((config.image_size, config.image_size)),\n", + " transforms.RandomHorizontalFlip(),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize([0.5], [0.5]),\n", + " ]\n", + ")\n" + ], + "metadata": { + "id": "ejMs-h-CZzjw" + }, + "execution_count": 6, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### Save reference images for computing the FID metric" + ], + "metadata": { + "id": "ZeflXlGJZ5Vv" + } + }, + { + "cell_type": "code", + "source": [ + "import os\n", + "from PIL import Image\n", + "from diffusers.utils import make_image_grid\n", + "from typing import List\n", + "\n", + "def save_grid_image(images: List[Image.Image], rows: int, cols: int, output_path: str) -> None:\n", + " \"\"\"\n", + " Creates a grid of images, resizes the grid, and saves it to the specified output path.\n", + " Args:\n", + " images (List[Image.Image]): A list of PIL Image objects to be arranged in a grid.\n", + " rows (int): The number of rows in the image grid.\n", + " cols (int): The number of columns in the image grid.\n", + " output_path (str): The file path where the resulting grid image will be saved.\n", + "\n", + " \"\"\"\n", + " grid = make_image_grid(images, rows=rows, cols=cols)\n", + " new_width = grid.width // 2\n", + " new_height = grid.height // 2\n", + " grid = grid.resize((new_width, new_height), Image.LANCZOS)\n", + " grid.save(output_path)\n", + "\n", + "# save images individually for computing the FID\n", + "reference_images_dir = \"reference_images\"\n", + "os.makedirs(reference_images_dir, exist_ok=True)\n", + "reference_images_dataset = dataset.select(range(16))\n", + "dataset = dataset.select(range(16, len(dataset)))\n", + "images = []\n", + "for idx, example in enumerate(reference_images_dataset):\n", + " image = example['image'].convert(\"RGB\")\n", + " image = preprocess(image)\n", + " image = transforms.ToPILImage()(image)\n", + " images.append(image)\n", + " image.save(os.path.join(reference_images_dir, f\"{idx}.png\"))\n", + "\n", + "# save images as grid for visualisation\n", + "reference_grid_path = os.path.join(reference_images_dir, \"reference_image_grid.png\")\n", + "save_grid_image(images, rows=4, cols=4, output_path=reference_grid_path)" + ], + "metadata": { + "id": "2fgs2eLRNgmR" + }, + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### Transform all the images in the dataset using the preprocessing pipeline" + ], + "metadata": { + "id": "ry7avssWaGsD" + } + }, + { + "cell_type": "code", + "source": [ + "from typing import Dict, List\n", + "from PIL import Image\n", + "\n", + "def transform(examples: Dict[str, List[Image.Image]]) -> Dict[str, List[Image.Image]]:\n", + " \"\"\"\n", + " Applies preprocessing to a list of images by converting them to RGB, resizing,\n", + " flipping, converting to tensor, and normalizing.\n", + "\n", + " Args:\n", + " examples (Dict[str, List[Image.Image]]): A dictionary containing a list of images\n", + " under the key \"image\".\n", + "\n", + " Returns:\n", + " Dict[str, List[Image.Image]]: A dictionary containing the preprocessed images\n", + " under the key \"images\".\n", + " \"\"\"\n", + " images = [preprocess(image.convert(\"RGB\")) for image in examples[\"image\"]]\n", + " return {\"images\": images}\n", + "\n", + "dataset.set_transform(transform)" + ], + "metadata": { + "id": "I94hT-SGNpYA" + }, + "execution_count": 8, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### Adding noise to our dataset" + ], + "metadata": { + "id": "Yj9JoC0NaSs0" + } + }, + { + "cell_type": "markdown", + "source": [ + "Diffusion models are based on the idea of adding random noise to images, step by step. The model is afterwards trained to learn how to undo this process—taking a noisy image and slowly removing the noise to get back to the original image. In this cell, we're going to take a look at how this works by adding noise to an image from our dataset. These noisy images will be the starting point from which the model will eventually generate new, clean ones." + ], + "metadata": { + "id": "T3Mv2jhlaWQC" + } + }, + { + "cell_type": "code", + "source": [ + "import torch\n", + "from PIL import Image\n", + "from diffusers import DDPMScheduler\n", + "\n", + "def add_noise(images, noise_scheduler, timesteps):\n", + " \"\"\"\n", + " Adds noise to the given images using the specified noise scheduler and timesteps.\n", + "\n", + " Args:\n", + " images (torch.Tensor): The input images to which noise will be added.\n", + " noise_scheduler: The noise scheduler that determines the noise level.\n", + " timesteps (torch.Tensor): The timesteps at which noise is added.\n", + "\n", + " Returns:\n", + " Tuple[torch.Tensor, torch.Tensor]: A tuple containing the noisy images and the noise added.\n", + " \"\"\"\n", + " # Generate random noise with the same shape as the images\n", + " noise = torch.randn(images.shape, device=images.device, dtype=images.dtype)\n", + "\n", + " # Add noise to the images using the noise scheduler\n", + " noisy_images = noise_scheduler.add_noise(images, noise, timesteps)\n", + "\n", + " return noisy_images, noise\n", + "\n", + "# select the first image from the dataset and add a batch dimension\n", + "sample_image = dataset[0][\"images\"].unsqueeze(0)\n", + "\n", + "# initialize the noise scheduler with 1000 timesteps\n", + "noise_scheduler = DDPMScheduler(num_train_timesteps=1000)\n", + "\n", + "# specify the timestep at which noise is added (e.g., at step 50)\n", + "timesteps = torch.LongTensor([50])\n", + "\n", + "# add noise to the sample image using the noise scheduler\n", + "noisy_image, noise = add_noise(sample_image, noise_scheduler, timesteps)\n", + "\n", + "# convert the noisy image back to a PIL Image for visualization\n", + "Image.fromarray(((noisy_image.permute(0, 2, 3, 1) + 1.0) * 127.5).type(torch.uint8).numpy()[0])\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 145 + }, + "id": "Pfp_r_PbUUlp", + "outputId": "ad665d4f-a605-42ed-e592-bba07cbd57ef" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ], + "image/png": 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\n" + }, + "metadata": {}, + "execution_count": 9 } + ] }, - "cells": [ + { + "cell_type": "markdown", + "source": [ + "#### Configuring the DataLoader, UNet Model, Optimizer, and Learning Rate Scheduler for the Diffusion Model" + ], + "metadata": { + "id": "dinlV5yIaNf4" + } + }, + { + "cell_type": "code", + "source": [ + "from diffusers import UNet2DModel\n", + "import torch\n", + "from diffusers.optimization import get_cosine_schedule_with_warmup\n", + "\n", + "train_dataloader = torch.utils.data.DataLoader(dataset, batch_size=config.train_batch_size, shuffle=True)\n", + "model = UNet2DModel(\n", + " sample_size=config.image_size, # the target image resolution\n", + " in_channels=3, # the number of input channels, 3 for RGB images\n", + " out_channels=3, # the number of output channels\n", + " layers_per_block=2, # how many ResNet layers to use per UNet block\n", + " block_out_channels=(128, 128, 256, 256, 512, 512), # the number of output channels for each UNet block\n", + " down_block_types=(\n", + " \"DownBlock2D\", # a regular ResNet downsampling block\n", + " \"DownBlock2D\",\n", + " \"DownBlock2D\",\n", + " \"DownBlock2D\",\n", + " \"AttnDownBlock2D\", # a ResNet downsampling block with spatial self-attention\n", + " \"DownBlock2D\",\n", + " ),\n", + " up_block_types=(\n", + " \"UpBlock2D\", # a regular ResNet upsampling block\n", + " \"AttnUpBlock2D\", # a ResNet upsampling block with spatial self-attention\n", + " \"UpBlock2D\",\n", + " \"UpBlock2D\",\n", + " \"UpBlock2D\",\n", + " \"UpBlock2D\",\n", + " ),\n", + ")\n", + "optimizer = torch.optim.AdamW(model.parameters(), lr=config.learning_rate)\n", + "lr_scheduler = get_cosine_schedule_with_warmup(\n", + " optimizer=optimizer,\n", + " num_warmup_steps=config.lr_warmup_steps,\n", + " num_training_steps=(len(train_dataloader) * config.num_epochs),\n", + ")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 87, + "referenced_widgets": [ + "9d1aa0e84e7346e2bcf682bf79704c45", + "ceceedfacee445298c28403f165a1518", + "05a995809bcf4d7f894e047e3ef2bf64", + "760dd54aab5848f18511bb146661cde9", + "10b32d35bc5a4fc38cc6349ddd1cc04d", + "c3d73922d96b4d9aa5576df9fa88a980", + "12389368ae6449158189ce5b39883bc3", + "890012a77ac847e1b26751b48aa1ba11", + "8c6dd1e6130b4febbda5433afb73afe4", + "ce5fefe711ca4237b5c1394bd98ff12d", + "7b1a4a87d15e46199b6cb34ae7efb011" + ] + }, + "id": "nQ9i7eFGPPq5", + "outputId": "108f42ff-85f4-4927-b637-2d501227c2af" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "The cache for model files in Transformers v4.22.0 has been updated. Migrating your old cache. This is a one-time only operation. You can interrupt this and resume the migration later on by calling `transformers.utils.move_cache()`.\n" + ] + }, { - "cell_type": "markdown", - "source": [ - "#### Installing Required Libraries For Diffusion Models" + "output_type": "display_data", + "data": { + "text/plain": [ + "0it [00:00, ?it/s]" ], - "metadata": { - "id": "6cFqscr8YuaG" + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "9d1aa0e84e7346e2bcf682bf79704c45" } + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#### Define Function to Track Key Metrics" + ], + "metadata": { + "id": "xbHhKNd-5PWn" + } + }, + { + "cell_type": "code", + "source": [ + "import wandb\n", + "def track_metrics_per_epoch(fid_value, epoch):\n", + " # log the FID value per epoch to wandb\n", + " logs = {\"fid\": fid_value, \"epoch\": epoch}\n", + " wandb.log(logs)\n", + "\n", + "def track_metrics_per_step(metrics, global_step):\n", + " # log the loss and lr value per step to wandb\n", + " wandb.log(metrics, step=global_step)" + ], + "metadata": { + "id": "DP0sGJ09rrca" + }, + "execution_count": 11, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### Evaluating the Model and Calculating FID Score" + ], + "metadata": { + "id": "BSeUpAsYarw3" + } + }, + { + "cell_type": "code", + "source": [ + "from diffusers import DDPMPipeline\n", + "from diffusers.utils import make_image_grid\n", + "from pytorch_fid import fid_score\n", + "from typing import Any\n", + "import os\n", + "\n", + "\n", + "def evaluate(config: Any, epoch: int, pipeline: Any, global_step: int) -> None:\n", + " \"\"\"\n", + " Evaluates the model by generating images, saving them, and computing the FID score.\n", + "\n", + " Args:\n", + " config (Any): The configuration object containing various parameters for training and evaluation.\n", + " epoch (int): The current epoch number during training.\n", + " pipeline (Any): The image generation pipeline ( the diffusion model )\n", + " global_step (int): The current step number in the training process.\n", + " \"\"\"\n", + "\n", + " # generate images using the model pipeline\n", + " generated_images = pipeline(\n", + " batch_size=config.eval_batch_size,\n", + " generator=torch.Generator(device='cpu').manual_seed(config.seed),\n", + " ).images\n", + "\n", + " # save the images individually\n", + " test_dir = os.path.join(config.output_dir, \"samples\")\n", + " os.makedirs(test_dir, exist_ok=True)\n", + " generated_image_dir = os.path.join(test_dir, f\"generated_epoch_{epoch}\")\n", + " os.makedirs(generated_image_dir, exist_ok=True)\n", + " for idx, img in enumerate(generated_images):\n", + " img.save(os.path.join(generated_image_dir, f\"{idx}.png\"))\n", + "\n", + " # save the image grid\n", + " generated_grid_path = f\"{test_dir}/{epoch:04d}.png\"\n", + " save_grid_image(generated_images, rows=4, cols=4, output_path=generated_grid_path)\n", + "\n", + " # compute the FID value using the reference images and the generated images\n", + " fid_value = fid_score.calculate_fid_given_paths(\n", + " [reference_images_dir, generated_image_dir],\n", + " batch_size=config.eval_batch_size,\n", + " device=torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\"),\n", + " dims=2048,\n", + " )\n", + " # Store epoch and fid value measured\n", + " track_metrics_per_epoch(fid_value,epoch)\n" + ], + "metadata": { + "id": "bS965XNWVsxl" + }, + "execution_count": 12, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### Diffusion Model Training Loop\n" + ], + "metadata": { + "id": "KGuXi_jEbnnw" + } + }, + { + "cell_type": "code", + "source": [ + "from accelerate import Accelerator\n", + "from huggingface_hub import create_repo, upload_folder\n", + "from tqdm.auto import tqdm\n", + "from pathlib import Path\n", + "import os\n", + "import torch.nn.functional as F\n", + "from typing import Any\n", + "\n", + "def train_loop(\n", + " config: Any,\n", + " model: torch.nn.Module,\n", + " noise_scheduler: Any,\n", + " optimizer: torch.optim.Optimizer,\n", + " train_dataloader: torch.utils.data.DataLoader,\n", + " lr_scheduler: Any\n", + ") -> None:\n", + " \"\"\"\n", + " The main training loop for the diffusion model.\n", + "\n", + " Args:\n", + " config (Any): Configuration object containing various parameters for training.\n", + " model (torch.nn.Module): The model to be trained.\n", + " noise_scheduler (Any): Scheduler for adding noise during the forward diffusion process.\n", + " optimizer (torch.optim.Optimizer): The optimizer used for training the model.\n", + " train_dataloader (torch.utils.data.DataLoader): The dataloader providing training batches.\n", + " lr_scheduler (Any): Learning rate scheduler to adjust the learning rate during training.\n", + "\n", + " \"\"\"\n", + " # initialize the accelerator for distributed or mixed-precision training\n", + " accelerator = Accelerator(\n", + " mixed_precision=config.mixed_precision,\n", + " gradient_accumulation_steps=config.gradient_accumulation_steps,\n", + " log_with=config.logger_name,\n", + " project_dir=os.path.join(config.output_dir, \"logs\"),\n", + " )\n", + "\n", + " # set up tracking if this is the main process\n", + " if accelerator.is_main_process:\n", + " if config.output_dir is not None:\n", + " os.makedirs(config.output_dir, exist_ok=True)\n", + " accelerator.init_trackers(config.project_name)\n", + "\n", + " model, optimizer, train_dataloader, lr_scheduler = accelerator.prepare(\n", + " model, optimizer, train_dataloader, lr_scheduler\n", + " )\n", + "\n", + " global_step = 0\n", + "\n", + " # define custom OX Axis using epochs for plotting FID Score\n", + " wandb.define_metric(\"epoch\")\n", + " wandb.define_metric(\"fid\", step_metric=\"epoch\")\n", + "\n", + " # training loop over epochs\n", + " for epoch in range(config.num_epochs):\n", + " progress_bar = tqdm(total=len(train_dataloader), disable=not accelerator.is_local_main_process)\n", + " progress_bar.set_description(f\"Epoch {epoch}\")\n", + "\n", + " # iterate over batches in the dataloader\n", + " for step, batch in enumerate(train_dataloader):\n", + " clean_images = batch[\"images\"]\n", + " bs = clean_images.shape[0]\n", + "\n", + " # sample a random timestep for each image\n", + " timesteps = torch.randint(\n", + " 0, noise_scheduler.config.num_train_timesteps, (bs,), device=clean_images.device,\n", + " dtype=torch.int64\n", + " )\n", + "\n", + " # add noise to the clean images according to the noise magnitude at each timestep\n", + " # (this is the forward diffusion process)\n", + " noisy_images, noise = add_noise(clean_images, noise_scheduler, timesteps)\n", + " with accelerator.accumulate(model):\n", + " # predict the noise residual from the noisy images\n", + " noise_pred = model(noisy_images, timesteps, return_dict=False)[0]\n", + " loss = F.mse_loss(noise_pred, noise)\n", + " accelerator.backward(loss)\n", + "\n", + " # gradient clipping and optimization step\n", + " accelerator.clip_grad_norm_(model.parameters(), 1.0)\n", + " optimizer.step()\n", + " lr_scheduler.step()\n", + "\n", + " # reset gradients for the next step\n", + " optimizer.zero_grad()\n", + "\n", + " # update progress bar and log the current loss and learning rate\n", + " progress_bar.update(1)\n", + " current_lr = lr_scheduler.get_last_lr()[0]\n", + " metrics = {\"loss\": loss.detach().item(), \"lr\": current_lr, \"step\": global_step}\n", + " track_metrics_per_step(metrics,global_step)\n", + " progress_bar.set_postfix(**metrics)\n", + " global_step += 1\n", + "\n", + " if accelerator.is_main_process:\n", + " pipeline = DDPMPipeline(unet=accelerator.unwrap_model(model), scheduler=noise_scheduler)\n", + "\n", + " # evaluate and save images\n", + " if (epoch + 1) % config.save_image_epochs == 0 or epoch == config.num_epochs - 1:\n", + " evaluate(config, epoch, pipeline, global_step)\n", + "\n", + " # save the model checkpoint\n", + " if (epoch + 1) % config.save_model_epochs == 0 or epoch == config.num_epochs - 1:\n", + " pipeline.save_pretrained(config.output_dir)" + ], + "metadata": { + "id": "j_nD2F2EV1Hd" + }, + "execution_count": 13, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#### Launching Training Loop" + ], + "metadata": { + "id": "ihacijgMcYws" + } + }, + { + "cell_type": "code", + "source": [ + "from accelerate import notebook_launcher\n", + "\n", + "# set up the arguments for the training loop function and launch it using the notebook_launcher\n", + "args = (config, model, noise_scheduler, optimizer, train_dataloader, lr_scheduler)\n", + "notebook_launcher(train_loop, args, num_processes=1)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000, + "referenced_widgets": [ + "9fcff374bd2245588b0257f5676a6b9c", + "cd3c78f7675448959c5f20a3e393458f", + "9d58e0ca638e43b787d5407e27f789bb", + "5ffe7a553e914a7e8a7c473e798e6008", + "7efad2978662489eb96833360b974bac", 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Use \u001B[1m`wandb login --relogin`\u001B[0m to force relogin\n" + ] }, { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "1naS1xdQCVRY", - "outputId": "9d5a650e-a01e-432c-d8b2-acbb84eb94af" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m43.7/43.7 kB\u001b[0m \u001b[31m1.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m38.0/38.0 MB\u001b[0m \u001b[31m50.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m779.1/779.1 MB\u001b[0m \u001b[31m2.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.3/3.3 MB\u001b[0m \u001b[31m62.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - 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To upgrade, please run:\n", + " $ pip install wandb --upgrade" ] + }, + "metadata": {} }, { - "cell_type": "markdown", - "source": [ - "#### Install required library for Wandb Setup" + "output_type": "display_data", + "data": { + "text/plain": [ + "" ], - "metadata": { - "id": "KDytC45umfu_" - } + "text/html": [ + "Tracking run with wandb version 0.17.7" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "Run data is saved locally in /content/wandb/run-20240831_171438-pod85a3m" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "Syncing run zany-grass-9 to Weights & Biases (docs)
" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + " View project at https://wandb.ai/ancamuscalagiu-babes-bolyai-university/diffusion-butterflies" + ] + }, + "metadata": {} }, { - "cell_type": "code", - "source": [ - "!pip install -q -U wandb==0.17.7" + "output_type": "display_data", + "data": { + "text/plain": [ + "" ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "ae75jT4jmaMQ", - "outputId": "7c454ec7-64c1-4a0c-f760-ae569e62b45e" - }, - "execution_count": 2, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m9.3/9.3 MB\u001b[0m \u001b[31m65.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m207.3/207.3 kB\u001b[0m \u001b[31m16.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", - 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08JPs3bsfT6o40I7BloN2SikSvsL3FMl0kmQySXd3L1Fk4jJaKzBWYIRAY9Emfq44zw6k8PBU+vU+5I7jOG8oLmDnOI7jOI7jvGRSKpqbRyHhSM+qOPvGIrFoo9FGYkVcGOcpBUIjrEKJuOzV9xVRaJDCQ+sQQVyG5/uKUhhPq5w4bjzvuP5qamoydHV2sGP7DnbsaGFwoEBnVxfFQCOkwiKItEYqBQi0MUTaYq3GWo3WGt+3JJUlmU4zefwouju7aO/sorqmnoHBHIPFEBsCniAwEctfXMaatauZP28B17/zvZx25tnlwJ3jvHy2/PPQUD9PLXqIm379CzZt3EoYGYzQIMAXEiUE2XQKg6Yik2LUyGHMnD2bxuoqnnzqCaw1BEFINFREG4NSCs+TGGsolgIiHfdrtEiE1UyZNIbTTj+F089YyJQpk0mkPNJpSak0yGOPPktPTzfSU0RhHORDSYwFhWHunEnMnzuVefOPYvyEiezcuYff/uZ2tu3YDUIczqslMoIwjMp9LUGX/08YO2Esx5186ut0xB3Hcd6YXMDOcRzHcRzHeXm8FMpahBUYYeMSOvH30jwpFJ7nY61BWEMymWHKlHHMnDaZYcPq6epqZfOW7bS29bH/UAdhaDHWoNEIofCsoLe3Ey8RccaZx1JRmcVqTaEQMdA3xJZNm9i8ZRsPPfIke/a2EmqLKmfkcWSAhcBaQW9fP8uWb6Kmsprr33Y5Z59zImEUsHnjevbtOsTiF55nW0sPkZQEYYhSkoSfIF8osHzZMlavXMnCk0/hI5/4JHPmH0MikXSlss7LEgQF1q9ZxU2//ClPPv4YhSBCCAkyHtAAUJFO48t4mMPw5mbe/s7rOPX0M6msTTDY34Oxgzz62NMkkiq+vsql5JGJM1ONAaMhlfCoqU5x6WXncfFl5zFr1jSs1aA9BBHWlNixdQd/vOke8vl8eRCFwGBQwscaQzLlc+JJk7n2ukuorm4gmUwwcnQ96zdsYlfLPqIoQlsII02gy2Wx5Sm2SkmEkpx13oVUVbtgt+M4zkvhAnaO4ziO4zjOSyakx/EnX8yImx9l56FuRDlrjnLmHEJidRw1EBiMkYwfN5YPfPA65s2dQSIFUVikZecmHn7kKZ5ZLDnU2kffwBBCxNMprYGevhw3/e52mprqOeXkBaSTCSoqEmQrahk++iROOed4zj53Ft//zo08tWQXURhgLfjKK0+6jDOOrBB4XopJk8dzxlknMXLcCKSSjJ8ylvxAyJRZU7jl1vvYunUXFdkq8vk8nlQkPJ/a5mra2jt5/PFHWb1yORdcfBnvfv8HmTBpKp7nv96nwvkXF7d4sxit2btnK7+98Rc88tAj9HR1gxVYIclk0gRhKR7m4iepraxl3LjRnHX2KZxw4jzGTxiPlBmsHaCqtoYp0yaxePEycjlN0k8SaE1kNeh4QnI6k8CEmmzap74uxbAmSUO9wliLQmClwVhDIVfkpt/cybpNOxBCxNNeJeUedRHZVJrRo2uxOkJIiUpmwFP4SY3RJUrFAKQiCKM4WIjEmji7TpQz72prajn7nAuPBCMdx3Gcf4wL2DmO4ziO4zgvmRCCGXNP5/zLzuBXv76bMO5Lj7GGUqABUEIiMfgJhbZxmdykiZOprM4iFVhSTBg/mckTt7NrZwd9vQPkCj6lKJ5UqVSc7bNrVyu//tVtjB49jMkTR6GkxEqLDksExTwvPv8YmzYeIJXwUMpDa00YaoSFyIARioSn8DxIJCGMhuKsJCRCeFRUJTn7/PM59sRjufO2O/nznx9GiBT5QhEpLY0N1WQyPu0d3fQNDHH7rbfz7NNPctXV13Ht297B8JGjiCKJUuBiEs7/i7Xk84Mseuh+fvzD77OrZR9GxFORU0kP5ScQRpPyPRCCGdMm8dGPfpw5c+eRySSRIsTaECGKgEQRMH7icDLZNEFrP4Y4+JZSSVLp+BrwE4JioUQpCDl4aIA7b13EnHlH0zR8EtrGZbeFIGT7zm2s37AbKb0jQ2KENSgBQlqSKUFtTZZs1ic/1EdlVSOlQsCmdZvZuHYj9fUV5AqWQpAjjtOZeISMIM4aFJajFsxl5uzZLiPVcRznJXIBO8dxHMdxHOdlkcrjkqvewqJHnmbbns7DYyGIODxUQhAZTWAifC9Bd287jzx6D5dffjGNDc1YJDKRYsaMCbQe6qWzc5ChvEabAGPjLB+FxBOSndv3snrtdhqbqqiurEAJidaG/FCOgd4ipVCBsCSlYvSo0dQ311FZlaZl1x52tRygFMWltgcOtLFl4ybGThiHp7x4CEZcP0tVbS3XvPkcBvsPcttdSxDCo7o6w86dLaTTSRoaagnDPhprslRVGn78w2+zaNGjfOTjH2fm7PMZMbKSVMoFJRyO9HAzWrNjxyZ+8YPv8dijj1IsRRyeqKqkIpPJkMsXySQT+AlFfjDPtMkjGehbx9Cgj5TNJPxKPN+CNBgdcnD/Dv50259o6+ilb3AQ3/eYMWMSl1x8AUGpxNq1W2lvb2PP3n2I8jTZS998AbPmziUo9WO1wRhDR0c3d9z6EO1dvShPYbQ+8vqliicsF/JFtm/bQ39PFxs27GT48HrygwGbNu6luzePxaBthOdJbBQPqaA87RlrSUjBGWedj+e5207HcZyXyv3P6TiO4ziO47wsQgimTFvIuz/wfr7+5W/TXwrR5YmRAJq4p5y1AqUMvb1D3Pirv7B08VredN7xVFUrSkGR5xa/yPZdPRxqGyIIwji750gPLJBSUApKPPnEItoOrKE6k2XUqHoSiQT1dTVoEjTUV1JbO4qZ08dx4glzmXfsHPxkkqGhHDu2bufRhx5l0ZPLaG/t4eFHn2TqrClMmToLKzUSUX7NAs/3qatN09xYy54D3QShxk8kiAJLd2sfw+rrOGrOMJ5/fiNCwOaN6/n4Bz/MSacs5KOf+CTzjj4e30+8vifGeV1ZLJGOiIIiDz90Pz/+0Xc5sOcAxhgmjx/BvkPteKkkYSmgWMjjK0E2m2JocIjamgyVFZLi0CBWC5SySFVCKIUVUCgOcN+f/8pjj68hV4BTTj2Fa6+9gmnTJ1PflEVoQamkWbd2DbfcfAf5XImxY+rxZJ5FD93P1i07KBYDgiBk994u1q7ZXc58s1gLQqi4x50FJSVSCMII2jrzHGrfgbA7qKtNI6RHvhQQBJYw1Bhtjnz/QsRTnqWUNDY1cfyJJ7nsOsdxnJdB2MPbP47jOI7jOI7zEllryQ/18cX//BD33vcggVWI8p9bEQ+hUBaSPni+whiDUpKkB1JYhBQEgUVrQRBFlCJbHlxR7olXztaTykMpMDZAGUU6JUgmEygPSpFGSI/J40YyZfIwqioTjJswkUmTx1NbX4+fSJPJVPLishf51S9voaWlnRNPmMFVV1/ACSedip9IglFEpsiBlo089MAjPPXMDrbsOoSOLEJI3nTuGVRk4Lklq5FS09dfQCUkfb15osiiTURtXR1vvvpa3vPBjzJi1BgQh2dnOv8uLBZrDNs2r+UXP/4RTzz+JAOFAr4vGNFQw7hRTSxfsxWEwVMeSimiMKS6qhoLjBzWwMITpjN6VBXHnHwqI0dPxPM8pPXo6d3D7bfcza23Po5B8ImPv5cTT5wLqoTRmsGBAoiArVtaeObp5WzfsZ/BgQCtI6IwjAPfIWijy4MpNAJQnocxBqMhbkOpyxlycfDNUx7G6niQjJJYE+fQWgTGQGQF2pSvef5HwA4449RT+cNd97sMO8dxnJfB/c/pOI7jOI7jvGxCCDIVNbzvwx9j47qVbNnVgS7f6AvBkeBdFBmEkOU/F+RLIdYKkAppwQSayIBSAoHA2DhDx1oJCLSJQAqU9YgM9Ocs5IsYVFxhKIp0dm/nxdU7AInnPUdFFqorsqSSPsNH1lBVVUFFVRqL5KlnN7Nq9XbOPvt5LrnsLMaOHUsimSEINFhFUArIZivI5woEQcCSJUuYOrmZE46fxwsvriBf0NSmU4wYmaKjo5diSdLb08dvfv1Llj7/PJ/67Oc4/rSzqUyljgQxnP+d7OGfLZRKQzz0wH387Ic/YPfuPQgpSCQkSnk0N9SSKwRExpJKelRVVlEsFNEYBgdzeL5EmyIDA310d4Xkcl0Y00xn2xBLnn+ehx98inXr9pArRVRXJPnboke45/576O8dpFgICQKL9CSDgzmCAITyMEajlCKVTDKQz2FMHFSTQiKFhyCeJguHs+IU1sZZrb6nygE9hdEC5UmMtWjhEUVx0E9rS1TOTo3j7PHgmXjqrWH6tEkopV63c+M4jvNG5jLsHMdxHMdxnFfMGM3dt/6Ir/z3N+kPLcKCtHGvLiklQph4YqsxeJ6HIcJTMg4cWIvn+aRSSSQQaY2VMDhYIAoi/FSSSIeYSKCkxVqD9D1KoUZIxbjhw0imFf39vaA9UmlJsRhRyJcIdERkIqLQYrD4vkek4yb9wgo8aWmsTzNhXD0LjpnFiBH1bNu0lxeW72TvwS6KJROnHQEV2SS11VmEFAz0FymVSqTSCuV7RJFhcKBAKYyIjKKiIst1V1/BzFlzufCKa8hWVLwuQTtrrQsWvoasLWfVYTi4dzc//O7XePSRRQzlC0gsVRUpQmtIppNIrcEYZsycRk9vP7t27UVrsMZgrKW+ro50CubOGcvM2eMIghI97X1s236AHS3tDOQN6XSSICwhUZSKAVYIpJQkEvG0YiUFuVyOZDJJJpXCT/hUV2RpbGhk2669tLW3x9NgpUIIgZQCrQ1a/32ya2VFiopskqmTxzB8+DCy2UoO7u9gy7Zt9A30g7AEkSaMIAxsHLg7HLY0FikA6ZFNwI0/+SWnX3GNew86juO8DP/UgJ0xGq0NYDHGYI2hs6uV/fv3EZQCBgcHCEsBCIHnKSoqKmloHEZtXS11tfUoL4GUEs/zjuzOOo7jOI7jOK+/oSEY6G3l8/9xLU8uXk1kLQoQKDzPQ+sIiEtkPU+CMEglUEIysnk0V1x5IcccPQMd5mlvb+XRRx9h6+4uSsWQnv5+BgcsvhIkkgpjIiKjQSUIA83HPvh2LrniTLrb2kmnsyhlKRQCBgdyRDqitbWNnTtb2LFjF+3t/YRhSEdXHxGWSBussSgl8aWgujJBOuERactgPmQwF4CNg4zWWnRkSKY8JowbSxQVaW/rQBuBn0jEpYc6Iog0pcAyekQjhaEcx518Ov/1uS8yaer0OPPon6S/v5/f/OY3fOxjHyOZTP7Tnvffho0DVJEp8twzj/K9b32TrVu2I5XCUxJhDOPGjmDvgTYiG1FVUcmkiaPxpWD9lh309OQQeAgR3x8ppfCkYczoJqIgoqcvR76kscZiEISmhK+SCKNJJH3SmSx1ldVIDM3Dmpg2dSqJpKKnt5OZM6fR0FiP1ppZM6excuVqPv+lHxKEFsHfg+dSynLALv6W0qkEc2aP45yzT2TegpmMGTeaZCJDT1cPv//dn/jLX59AAMVQUwwiIiOwxv4fdd9SCjwhuPTSy7jhm9+nrqHh9Tg7juM4b3ivaUmstfEO6MBAH1s2b2TNipVs27YF5Vs6Wjsp5QvkcoMMDPURBIZCoUAYlYgCg5Tl3aJUimQyRWVVFRWV1TQ1D+OoefOYc9Q8xoway/ARI/B8v7xz64J4juM4juM4r4eKCqioaOZ9H/koGzZ9lLauPFBuwB9FcfkrYADPE2Asxlqs0FRVJ7nwstNoaMyCAWunMqwpwTPPLmXR02sptYMQBm0gDA2pVBITlCgUi1gUS5cu46przuOYExaUC/sO976TWEJKhT60lkShorOtl9b2PTyzaAmLl6yktX2AktFEFgqhIeoPyKQMgogghHQ6hY4CtAZtLSotKUURXT09jB5Vx0B/kr7+gCDMI4SlujJLuiLJoUPdjGiuY21HGw8+9Fe2bt3CRz/1aS688DIymYp/yjnxbMjTf/wOUko+9alP/VOe8/WitWbjxo1UVlYyYcKE1/jZ4nscEAwMdnPnrb/nN7/8Bd19/WTTSXxlEUKR8jymjB/FgQNtCM9n9PA6wrDEC6t3EBmBn0hitCbSBinAVwI/kWbf/h5CYwi0jnvDAUnPJ5FIkUz6jGyuY8G8WZx/wbnU1tdQUZGmtraBpJ9CKovWAYmkD1LGwbVcgfXrN5cz8RRRFGCMLfeaA20MlvheyvMV48c3cMxxUxg3YRzpTBalPErFFC0tLRgToY0iCOLXFl/D9vBhQQqBD5xy6sl89svfoLa+/jU+F47jOP97veoBu8MJe4V8jk0b1/HE44/w3DNPs2/vPvK5AsZoTjjmBK695mzGjqwl6ftIpdBCUCyVONTaxabNu1j87GJ27DhILgjIMUhvVxfWWjZay1OPPUIilaAiW01jYzNjxo5hwqTJzJ4zm5GjxjBm3ESqq6uPBO9cEM9xHMdxHOefQbJg4oV89weSH37v22zcvA2QaK3RyLh3lpTkowhhLL4nyaR89uxp4bnFS7joTSeTSKWwRjNzwfEMFTp5/PEXSSd9oigEqfB8RaFQIJupwOg8hTBk46YdPHj/Q7z/Q2/DUx7icLCu3AS/u62FPS2HmDX/ZCZOHcmkaaM48eQTOH/FSp54dAkvvLCO9r4hOrv6sQj6hwKUsPieQkpDY2MlYRASRZYgsoTW0N01QBgWsTaiojpDoVCgVCoxNFRAepZsJsnuPfvIZlJEuRLbd27jv/7jYyxbvJhPfubzjBw19jVfo2aqKznp2jdx4403cs455zB79uzX9PleT8VikYsvvpif//znr3nAztq4cmjzxnX8+Hvf5LlnnkV5lqbaDFgVB+CUoLa2gmlTJrB0xTr6iiW27NxPUNJ4yied9onCAOErktkUnlIUg4BiKaBY0GgsQoFAUFuZpbGhkpOOP4HjT5zHzNlTaB7WSCqVpq/3EGFYIOGD7ymQYVxybjQIi7GSoVyRzZu24Xk+xVIJKA+GsBpPJQhEXNKaUBCWSghCmocPI1tRjRKANGzZvJ1tW/ZQDDWlyKAjw+EyLYHFCgkShBVMnDSBG775XYaPGOHuwxzHcV6BVy1gdzhQ13roAM88+RB/vfc+tm7ZxtDgEFYYjPCQCJSSHDq0m9VrlrK3JU1zUyM1tdUMH9FMKukxaUIlI4eNoeNQNS17DmHDePfV6AgQeErh+x4JJSAYYu/OLrZt2YAV4HmKTKaShuYmJk6cxLSZMzj2mBMZMXI0I0eNIpGISwHcB4fzRna4iP1/vo1faWW7uyYcx3GcV0tiVJLTR13KhKnTueG/Ps5zS14gsHH/OCEEkY6wGJSNe3dZNIWC4Yc/+BWFwX6ufdtV+OU2KM1NY5gxYzz5dfvJptMkUj79g32AJNIB2WwKVRKEQcSf73mcufNmc/yJcxEkEEeyfiQqUUMyVcDakP7+Xqoq6xEqxYLjT2LmrDmcs3kjd991P088vZFiaCjoPMZAEGjC0HDgQEDSFzTWV1JXLUn4PsVCQG9/kVxgoDgI1pJIJCgWQ8KeAsmkR31lllIhz5AMACiWitxxx21s276dG772LeYffdxr2pBfiCTnnf0RnvnRMzz60xuY/ds7gcRr9nyvp8WLF/OFL3yBU0899TV7jsPrrXx+iEceuJef/+B7tLe3MnxYNSlf0duTo7q6CpWIONTWR3t3H3/6y6P09ucxUqBNXPoqRIjvJclmsuTyg+TzOUqhRluFNQIl45LxqooMlekEp528gDPOOZlTTzuDVEIBFm00XR37aG/dz8jR41HKR0gTl4pj8ZV35PXua9lDb3cfQhlSaR9d0lhriIxEG43F4glLNp0ik0iQ9BOkk5ly2bmiu62fO2/7C0OFEkbEk55teYosh7NZLSgBVdkUH/v0p5kwabpbXzqO47xCr0oPO601e/fs4uGH7uUv997L/t170JGJF0pCIKXH5ElTmThxNDW1FVRUVDK8sY76+ioOHjzA5s2b2Lt3D529AyjpE0VF+vqKlEpgrUEbfeS5rLUIBL7vUVmZxPcEGENoDIViRBAaKE8gs1h8L0ltXQPDRo5k2vQZHH3ccUyaOIWJkyaTzf5zyhEc59VkDFirKRZz5HI5BgcGGRoapLOzg9bWQwwODtLW2g5RiWIxR0//EDreZMViSaeTVFdX0TR8GBMnTKG6ppaamhoqKysZNnwY6fTr0xTbcRzH+d/FWsuhfbv58Te/yP0PPUIxEBhr4PDkWK1JJBOAJuF7ZNNJKlOS//7Sf3DySXOxVnNwz1ZWr17HU89uZvfuVhLpNLv2HMCaOGimlKKqqpJcPkf/wCALTziar339UzQ1V2FRhMUiyvcYGuqmmC9RUV2PEB6VFTUYYePm+fl+BvoP8sB9D/PAQ2vp7MozMJgjiGw5k8qgrcYIAEFFKkFDjcewhhqGN4+mFGp2791NoRSQy0eUonjqpiVg7PA6ioU8A4WIoUKAUj5+IkEpV6KxqZnP33ADF11yJarcn/m1EASWn//kV4Rtv2buKe/h3Es+9po8z+spl8vxlre8hV/+8peMGDHiNXkOUx6g0tPZxq9+9iPuvO0WskmfiROayOXz7D/Qy5TJwxkYyHGwrYdiIFFSIqRBCYW2miAweL5HdXWKwVyBgYEi2sblqGiNlPF0ZCEUqaSipiLJuWcdw3kXnMzc+UeTzTaVS3EjrLDkhgbQocZL+KTT2bjMVWqMtvheCqtLbN68nh//8CZ27u4iXygiJYSlEISgVAoJIoMpB9t8X1GRSnD0vJG8631XMG7yJKxJcdvv7+PW2x6gpKEQaLSJg49Wx9ezlBKBJKksb7v+ev77q98hlc68JufBcRzn38krDtjt27Obm278Oc8+8RSFXA9hGJDPB4CPFTB8+EjOPPU03vaWM6hvyCIlCCGRQqCkQAhLEARs2bCCX//6Tna0DNA7NEQxsmANUojyyHAwGBSC0SNGUV2Tpbevh46efnQUkUp5VGbS1FfXYdC0dfQzWMihbbzrI4l3cUGSzlQwffYcJk2dwoknncTkSdNpbGqipqbWBSqcfwHxJXm4t0gYBvT19dHX10vroQOsWbOGlpZdtOzaQU9PDwN9/ZSKRUqlIlEUIqQAI6jIJPB9n/7BPELII7usQkiwYAQYE5HJZEj6isrqKsZOGMesmXM59vgTmTZ9Fo2NzaRS6dfzYDiO4zhvYMZYDu5r5/bffY0/3vwnSpHGTyYJgwgdaYSwSAkISPkeSV8yrKmSc84+GmPzbNu2DyUS9A9E5IoFWlo6iIQlKBmaGxvp6+shmU7gqSTdPX0gBKefMpthjYqezhzFYpFMJs3AwCCDAyXGjB1ORYXPsBGNRJGlqipNe2cnpcCyZ3crXd2Glj2H0CjCMB6SJoQg1GF5I9gnk0qgTUh1VQ0f+fC7OW7BFNasXUNLyx6eX7KC/qESUWTJDRXJpDOMnziKzVu2oI1Ch5qpk8ZRWZXk8WfXU11Zy0c/+XGuf+d7qKyqfs3WoX97ZA8Hnvwu8y+pZcEp33hNnuN1MzRA9/Lv8P5freUPf7iLysrKV/XhD6+fjNHs2b2db3/9Szz15DMkPM1lFx3Ppg17KAWSweIQQ8U8pbxBWBAeYKGurobRI0ZRW1NL04hGlixZwb59+8lkUgwMlSiUSmAFfsInDMIjU5STnqCuqoJ588cxddoIjjt+HlImkSrJrp070ToiP1TE9xJs37aDbDbN4EABY0KamppoaKwllx9g9doWnl+6FWM0UkmSCR9THo5ijCwPBAQpFULacvDcp7pKMWJEHcVCwJ5dHeQjSRBqSiVNhIiz7MrHRimFQDB53Ehuv/t+Ro6f8qqeA8dxnH9XryBgZ9m4YSWf+cSn6DjQxtVXnM+UKYKf/+oe9hzMkfSrue6aN3PxpScwemQ10lisiKeESVlejFgLViOEoe3QRm76zZ08ubiFwaKmGEYoqdBa43myvMNpSfoep518LO99zyWAZfvOQzz77IsseWE9Jgo4+5QTedf7LmcoF7Bl2y6WLV/L2g3b6enrQwFJ5VFfX01XTz+DhQCURzZbybjx45kzdz7HHXcic+fNp7GpiWQy9WodZ8f5B1i01uRyQ/T29rBz5zbWrl7Jjh072L55K52dneQGhgjDuKxGSoVSEogXTPEaP/5VSg9PSbLpFPUNdTTU1zF56gRGjWpiWFMDnucx0J9nxYtrWbtuPa1t3VgsQXmCXyKZoL55GNOmz2Tu3PmcdtpZjB0/gUzGZd85juM4/7jD67fcQCc//Obn+dOf7qEYWEBhtEZ6ijCKg2HVFRmqK3w8ISmVCoShQSgfbTVWW1JJQT6vCYwm1BbPU1g0Egk2XitqHWKNQHoS4cXPbYmwRoCNgwpYjZQGqRRYGw+SsCCFJNAWawUaixIeAolSktqaKhAQRaV4qICX4v0fvJ7TzzqBbDaBtYqg0MPGtSv4871P0dU9SFtrBz09g0yaPIG9+/cx2B8yc+pYBvr6aG6uZFdLLxXVDfT2dnD0Cafzpa9/4zXra1coWHbteJ6dy+/m9LGfofqcka/6c7xeCrkHeeDPn6Kq+Vucf/4Vr8pjHrk5snGWZamY45G/3ssvfvZDWtsOkE76NNfXYaOQTDZFZ9cAvX0FkqkkNbUJkokkQSgYMbKBiy49i6MXnEBdbTWRKbB61QZ+9uM/0NragZ9KcLC1G4xAKkkYRRhr8X2fMAqRGJK+xBeSigoPEJTCiFIpRAhVHvogMFaDMCRTCYJSHAj3fUlS+eSDEpE2JFUSgwVjkUIQRRFhFAek4+F9EiFtPBAGjbIgpMBYhVKKSOu4h2OoCXRcRcWRzWCBJwXvfvf7+MJXv4nn+6/KeXAcx/l397ICdtZaNm1cwSc+9AHa9x3g7NOO5pxzj+KxRY+z6KkdlLSgOlvLZ/7rembNGIa1kvrakVTV1IIQCAzWGgRgdJHBoQ7WrnqOG3/7KNtaBoni9g4giHvWKUkyIclkKlCeRxQFNDZWMHvOJI495ijGjhvB/n0d3Hrr/ezd18N3v/UpZk8fjxQQaENrWzdr1u7g0UVL2LZtN5GOqKyMP0h6+wsEgYn75GFR0qe+uZl5CxZw0kmncuLCU2lubiaZTLlAhfOKHb7crIhLVLWOyOVydHV1sG7NCtatW8vWTRvZ09JCd1cXRpu4fAhFHI8zeEqS8ASphI82hnwQxf1HjEVKhcXgewlmTm3ife97K7NmTqWmOo3vKaw1BGFAIV+io7udF5au4w9/eIzOvkHAIqRCeYr4VkWijcFTilS6glnz53HhhZdy1lnnU1tb564Hx3Ec5x9mraW3u5WvfO6jPPLgU0RCYo2O119xpSHptEdtTZawWEBLTVQQeEpQiDTD6qppbqpgz54OslUpWjsGCHUIVpBKJAnDiEQiQSaVoBjEGW5K+XELiVIBY1W53NBgy5MssSJ+bhnPksVYQmOwApLJJFbHJX9SSqqyWdJJn2kzxrBl63bmzzuOz3/pozQ21cRDBoyhq3U7d995B089v42+vhLNzU3s33uIocEi2ayPsIbhjdVYa5gzYxw7dhzgpDNO5Pa7HqSrL2TunLl8+RvfZc68o5FSvurnICiVWHHHd1i8TfK5b3/hVX/814O1lvvv+zKLfniQHzz4U7J12VfncSlPP8WSG+zhpl/8hD/c9DuUNDQ1VCCtQKl4yuuhQ91UZBOMG1PPwGCBvYcGsJ5HwpOMGl7DOecs4PyLLqG5cSRCGAYG+3nkoWf5wQ9+jZ9MMDgQUSoFhGGIUJLI2rjc1JaDaeX3qhQGX3kYcbhFkEVYg/IUxsQbuEKKeBiEBSktSgp8zycKQ6y1GHO4giMOskklgTjLVclySyFrytUYBotBG4k1lkjbcluWeJUY39MJdHlabmXK50c//TkXXXHtq3IOHMdxnJcRsLPWsnPHNj7+wXezfetmqrJppIBIa4qlkEgbhLEopUilFMmkR1VlJR/6wDs48YSZDOX6GMwV6e3v5uChVnZs28f+3QfZs7+d9p4cOhBIJQADJi5FUEoxZuQo3vWua5gxczzGRrS2drNt2272t7bSN9CHIg5ErF6zk4kTx/LpT7yDqeOHo1T5w0dIQmPZt7eVRU8uZ/nqdezZvZ+kJ8lm4h4Lbd0DhJGOd4OFBunR2NDIgqOP47wLLuLYY0+gtq4B3+0aOf8Aiz2yRRsvgCyloESpWKSnu4N169awZuWLbFi/jn379tLX0x3v5JY3LKWUYOJrTilFQgkSCYHne2itKRQCSoFBGwHCIOMnRYg4K6C6JsHUacOpb6iiqbkOYWGgL09HRz/FoqFQFBgrCAITB/pCjZCS/W37CcIAU+5LgjUgBNZKjIVps2fxzne9j/POvZCKyqrX8Qg7juM4byTWWg7s2c5/fvh6Vq7eRmTjtidSSpRSeL7E8wSegMhoaqor0EEJS5KJ40eT8DQJlSQ31Edbdy89AwVy+QDPi4NxURghEFRVpYm0Jl+I8DwPTwlqqtJEUUQp0EgpKRZLcXsICYVigNEaYwSRNQglSSQSRMUAAaRSSYY11SNsQDIhqW8cwbve81YWHD2ddCaL1T5h2Mudt/6EO+94kfa+IrlckYqKDAJNsRCBjRjWXENVhU9+MKC2IknjiHo2bmnBCJ++wQK5nGbsmLF87ks3cO6bLolLFF/VzTHL/v3b+cIXvsl3v/tdmpubX8XHfn3sXrWE73zi7dxw/XcZ/q4r4FWY3xG3qrNYDHtatvPtr32Rp59+Ck8pRjVX4yGwRiCUJeElqKxOMDBUoGVvF31DRRJeGmOKJJIp6muqaGpKcsPX/pOZM2dhjEDbiM72fm782e954OHn8DOKVCLBoYOdGKvQ5cqJZEKSSibQRhMZie9JpI37zYElijTK85AyrkDylUc+X0R5klw+RNuQlOfheV45WGexNp7YbMrBQCUlSoHnx4MBs8kkUyaOp7W9m31tnXEGqxFYBIVCiDbx0tbKw9mrMSVg6pQJ3HXvIzQNe216CDqO4/w7ekkBO2stBw/s5WMfejdrV69GCsgkMjTWNdE8rI7+/jZa2zoZKgTxgqmyglJQQkmPUSPqGTGyGd/PMLx5JKNHDaeqqoIRw+qxeoit21bx2KPL2NHSQxTp8gdCPAEp4Sc458wz+czn3kUyIRCAEhZjBEZKSkGRnu4etu04xJZte9m8aTvd3V0cd/wMTjt5PhPHjyKZSKKEwAqBFRBGhmUrNvPgw0+zetUGfOUzdfJEps+ewJo1W9i8tYViKYgXSsIipU9j43BOP/tczjrnbOYedQwVFRWI12AH1HkD+/t8e6y1BGGJQr6flt172bBuLevWrmLPnhb272lhoH8ArEXKeMFjjD38T/ETPrVVVTTW1dLT00MxLJIvBkRhhJQKqXwSngdGM5QvEJTiCV9SiXghhUQKiVRxyYQnJGPGVHPuWWdx9LyjGDlqBFU1VQghEEqBFeggIIg0d975KI8tWkx7RyvGBhhj8H3F5AnDqa1p5uChTg50dLDw9LP4zH9/idGjx7tsO8dxHOcfYq1l8aJ7+d7Xv8LmHS1ERiKIS+78hI/AUFNVQWRCGhuqETZCCZ8vfOnTTJo6iSDoo/tgB3fedSsrV++mdyhiYCBfntCaRIchngeJVIJcPiSfK1GZzXDJZafS3FxPMFSirbWVoaEciAT7DuymsztPYAS5oRKRMXHGnVJ4SKIwxPMUlVmPlJ8glajhc1/+BCcuPAqBH0/aDItsXrucn//kd2zc3cFQTpNMCqLQkEom8RM+hXyI71s84fGOt1/Hjs1rWbVmLVb4jBxZT3d3Ly0Hu4mMor66jg9+7BNce/07X/WNMWstD/74uyzv6uTrX//eG/rzO4pK/PRLHyNbM5H3fOpTr8q03cO3RToKWfrc03z7a19g67ZtVFZlGFZXTSmfp6GuisqMR11DJS0H+9i7r59coYQRkC8VsUaT8pNUVlXQ3zdEJuNx0flH85a3X8mosZPwPB9rfA7s3c1DDzzBvfc9RldvL4L4WgijeNCJUIAUhEGAFRIlDElP4SuFVJLKbIrKbJLmYY3U1lUydvR49rQcYP3GLew50EUkoCIRV2gcOc9WUQwChAClPASGZMJjxPAGjpk3nTPOPYUJU8ayZ1crP/rBTezYtSfuJW4MQWAxNt6AtvGDHln2VmcSfOKT/8l7P/JJPM8lNjiO47xavJfyxWFY4off/RprV67Gk4LaiirOO+NUrn3r+fipQe684y4eeLgLIRUCD09VMP/Y45kzawbz505jzJhGMtkEvh8HE6zQWKvRQT8mOsCqhhS79ll0qIl0vMMlhKCmMk1zYy2e5xGPnrCAh1ASBWSSWVLD0gwf1sypJ88jCEu0t3fz/JK13PT7h7AYFsybwNHzZzJ18oS44aqEU46fwfHHTGXbtv0senw5zyxejhFFrrnmXNKZLA89uJgVKzfR0zeAthFtbQe449bfce89dzF+3EQuv+rNnHzKaYwbN7H82px/T+UyV2uxBoKgxP79e1m7ZhWrVr3ImtUraD94kEK+gDEapSCT9Jk5ZQS9fUN09Q5gUTQ31jNtynhmz5jMlGkTGDt2BO0d7dzw5Z/Q3ldi4rjRHDVrEvPmTqehoZZSFPHnO+5nw9YW+vqKGAuiHLCLyxMMEp+EhMb6DFdfeRoXXXgulZWNcZ8SFNi4PBdrEWkfhOXDH7qCyy47k8efWMmf/nwvbR0HiKKQSZObeec73kx/xxC33/kwzy9+ig/vaeHLX/s28xcc95qU7ziO4zj/uwghWHjmJYyZMIM7/ngTf73vXto6ezEorNFEUUhPb1/cH8vE/bsqsxl2b9/BjKOmUlHZRHVFDde89Wqkdw/PLd1BPm8p5DUJH+rrq+np7aGQ10hpqahMUyhEbFq/nUs+/zFmzZ5NoVBiYLCHZNLjqccf4qG/PM2eQ4OQ8QlCSxRFYCzKB8/zqEinsBbqG+pYMH82o0bVMdDfTbFQItffx3PPPsayZZvJax/lK8Igj6eSaG1Qnk+xWEApQUN9LUSGUWPGseCYsazZtIGBwYCMJ5g0bwIV2TRb93XT3dfNd775NXZs38EnP/M5ho149frNCSGYd+VV3P3Wt9Lz/PPUL1z4qj32P9vOnVtY29LFpz/34VcnWAdooDDUzx233Mivf3EjuaF+ho+opTLtY0oBo4bXUVvt0949xOpnD1CIBI2NtRhrSCZ95IClFIaUIk2hqw8hJOFgwP1/XcqK5ZuYt2Ayp5+1kNGjxxJGIbOOGs/jizLkigEGw/CaKlAZ9h86xFAxwIQWYQxCQmVVijGjGhg9fBhz5s5g4sSxVFalGTl6FKlEBj9huenGO3jo8e54BShEXO0hJEIKrLYEQYnIgKc8rIkTGUaOaOSsM2Zx9Vuvpa6hET+l6O8eoDDUjxGCUmgItEXI+F7HaB0XYMh47VtXVc1/f/q/ufy6t7hgneM4zqvsH86wM8Zw3923csPnPkfK9xg5vI4Jo5uZe9RIugYGeeHF9ezc3UWxJEgm0lxy4eVcdslpjB1bh+/Hu5Ra6LhkzxoQAb39h1i2bDmbN+1gxYodtLblKYURYajjDxEsmUya8WPquPrKa7jo8tPKk17/XmL499/HfRakFFhbfh5jKBRLbN+1n+Ur17N+4y6aGms4/rgpzDtqGpVVFchyrzyD5dCBPm7/06MsXbaGk0+aw8UXnUp1ZTXPLVnPXx9ezM6W/WANSsXPrY2lrqGZc8+7mIsuvZSZM+e4Xnf/Nv5HkM5a8rlBtm3byooVy1jy3GK2bN7A0MAARsf9T5QUpH1JOpkkCAOCKCKhfCZNmsDcuTM4+aSjGD92JNlsCulJEIa167bxs5/fRlVtDW86/1TmHTUJIULa2jvZvGkXTz/9Itt3HsSiCEONQMY7/dpQCkIs5cEU1lKZkcybO5Jrrj2X4487GymT5Z3cuMzh8Hs2LuO1SAuRtdx+x9/47e9upX9okHRSMXlCIxXZFF3dQ/QOBPQM5Kipb+TLX/sOZ5x5vgvaOY7jOP+wKIp4cekz/Og732DF6rVY4SGMxhhDwlcMa6wDG+J7CUYMr+E/Pv1hps+agicVpeIQzy/5K3+9fwXLV+9kcDAeyJTyfZQHUQSpbIJCvogxPsmk4C3XXcz7P3Q96VQWiwZp6Grby4bVW+jt7+aPf/gLu/cPAJBIJMhWJPAUJJQknysydsxIjp4/g4SKyGQVhQAamkawfNmLLHtxB4lUhjAq0dbWE2e7W4ufSOD5EqylubGB6qokzQ0NJDzDcy9sQijFsLoksyc1UVWRYNmmg2zf10cUaLCSo487nq9/+3scODSHc855ddaX1lruuON37Nu3m8985utvyM/uICjyq599lWNOuJATTjjhFa+9rQWLoau9lV/99AfcfsttJBOWsWMa6ekboC5dwbhRFZRMyO79AwwWDFpD87A6RjTWs3HzLqyAYlCis2eQKBIoGQ+skAjSyQSphEd1VYYJ4xoZM6aeVCaDQNKyu521G7YylC8xZdJI+vrz9A8V6ekboiKTJZ30kNbSUFfFeRccw3kXXsD4CWOQxEPGrIW2Q/v44fdu5LHHVtBXitv7JJXC80R5NoRFW4OOQMedTpBWUFmV4ISjx/PRT76PqdNmIaXECsNtN9/Jr39xB7nAMJQLKUbl9inWxqW0WARQVV3Dl77yda6+7q1vyPeR4zjOv7p/OGCXGxrgPde/mcGONo6dN4q+gW7WbDrA4EDAYCnCGIuvBJ5QVGer+dpXPs9xJ0zE6HJQzYJBo02OrrZ9rFyzjof+9jRbtnaTKxgiUw4UIOLeWQiEhGwmw/DGKt7zzndw1nnHEH/sWZBx0OzwxFmLLTdmlVgsRpv4VxMiJCAM+aESLbsPsmLlJnbt2UNzUy3HHTuTaVPHlfvYWYzVbNi8l9/+/i/sP9DKVVecwTWXn00QWNZs2M0DDz7L6rVbCIKQdNJDSZ/e/iHSlVVMmzmby6+6htNPP5O6unoXuPtfx/L3q8WSz+fYumUTixc/zXPPPM3OHdsoFPJx+0VhSHgeE8aOYuL4ZoYG82zctA0jk8yYOpEF86Yzd84Upk4ZRTqTQUoFWmOkJVfMseyFtdx0070ce/wcmhoq6egcorNrACHj91xTUyP1tTVgInq7u+joaKenb4hDrV20d3RRKkXlQSoKGYfkSCUSTJhUwVVXnckpJ51CbU0jyWQGayUi7oCHRRAERUqlQTq6elj2wmpuveWvtHcPYoxBivJOrbUYa4kMBBpqG2v4xMc+zVXXXU86nXXvfcdxHOcfYq3l0P5dfObj7+e5pSvQxouzlXxJTVWWoJhDG0ldVYrzzl7Ix/7rw1RkM0RhidaD23j2ySe45a4ltLUXiKIQtCRbmYgHNknIDeYAn5KOGN5Uw1vf9iauf/tbyWYySGvRwqL1EIsevJkbf/40+zqHGMrHrV0qq1MkPUvKT1BXV8dJJ06ht6vItJkTCKMc61bvwk9m2L57N/sO9BKFhmGNjXT3DTKUGyKMIpA+xkak0yka62r5wPvewmmnnkCoC6xctoLnnnmB5avWU5lKMGlcNb09AZv39hBqSymICLVhytQZfPXr3+akU05FqVenomNwcJCvf/3rXH311cybN+8N97n96KMP0rJlMx/4xH+9otduoBytM+zdvYUvf/YzPL/0BWqqksyfM5YgV6RUKpHNJuntKbL7YA8z5s7izNNPJAyK1FdXsWPbLu75y2MMlEIGc3nicRDgifhcpRIeqlxCWleboTKtGNXUwOhxw0j4Gfbvb6Wzt5P9BwZIpCRSKto6+gkjQzqVxFeSRFLw0Y9ew/nnn0tFdQUJL0X8bUuKhQK33HwnP/3JXeRDTWQ1Cokv40EUCNDGEFqDMQKBRGLxhKC5qZLrrj6Fd37wfWQyWYSIWLl8A//1qa/T2VmgGAYEkSGyojxkIv4+FJba6kq+eMM3ePNbrnfBOsdxnNfIP/ypv27NKjZv3EBNRYJHnm6npz/AWIsnwJNgFAgRl+Bl0vX4fpJIa6CctSMsNiqwZvUz3HnHw6xe38FAQWMOf4053BPhcCAu3v0phSU6unt5+LEHGCocYOHJJ1JfX42IBNZCJOIdHotFSAi0PrL7c3jymK88pIRsJsGc2ZOZM3MCfQN9bNy8l8VL1vGXB59j8qSRnHjiHEaMbGTenIl8/5sf4qln13LbHY+ycfMuPvnx6zjl5GmccMwUdu3p4I+3PcSyZRupqkwye/pYNu/czfLnn2PVyuVMmjKVt77lHZx59rk0NjW/4RZBzv8pjmnHkbpiscDOHdt58onHWLx4MTu2byKfGyp/pSDh+TQ11XPMMdM568yj6e7u4M93L6J/IOS888/gogtPYcLo5rhPjxRYA1IYSqUhDh5s4/nl61m8ZC3tbf1UV9VQGNKopjqOP2Y248ePoKYqS8JX+EkfqRIARIFhcGiIffta+eUvbqGjo4eEH1/awgqEFOUFfkT7oTy/+c1jPPjAKqprM0yePIYZMyYzauRwGuoaqMzWsG7dJv5w813s3HmAoaESBlAyzsTz/STZTAqBoFQMKBZDBBH9Xb187es3MFQq8aEPfeKffYocx3GcNyghBCNGT+TbP/4lX/jUh1j83CpKkaFQiih1RySTSZK+QiiflSvWs2ndFo4+fh5aS+qaZzFx4j5qMivoFgVUIv5ctFaQSvkYbdHJRNxiJVL09hW49Y9/w/dTXH3tVaRTSXQ0SEfbDlav2EVrT55CKUIbgdYWO1iipjpJcajIUL6dWd3jOebYGYTFEvv2dlBRWUlPby+5wZDqykp6+vro7usjkfCo8bPkcgWC0GKMxGqDLyRjRo6geVgdRsHFI4Zz9NHzeOCvi3h+6Ro2bN/LmGGVTB1Xx6GOIXpzEBZDtmzdxic/9iG++o1vc875F+K9CsPPKisrecuVV/Kzr32NX9599xtmoJq1lu7ubp555lk+8IH3v+LHwsb9steseIFv3vB51q1dz7jRtYwf00RlRhGpJN09ITv2dIHM8t4PvZuLLj6HbDaJsdDV1slf/vI3qmpr6TrQFm+s2ngbNNQGpcAajVQ+nucz0J8joSoZyBcpFvNUViVZcOw0Hnuij2JYINQJslkfrS1BaAh0jmTCoy6VYemSpcyYNY6RZgxNDaPASiKrefaZZ/jjH++nEJaQQpCUCgkoYfB8j0jreHqsKfflFuAJha/i19nV1UchN4SnkvhJydbNLXR35wmMIdCg49pXsBpLfM36vsc73/se3vwWl1nnOI7zWvqHA3Z9vd0UiyX29xeorqjl+AXzmT1zIo0NWZYsfZxVa1rAJDl94Tm8+32XMnp0bVxuUJ5CpLVGR4bBgYBcwSOdTmOFIQjD+O90nAVkrcGU05iMNegwJNARL6zcwrYd+3n0iaVMnT423kW1SVCKIIyneEVRyODgEKWCJpFIgFQUCgXqaqqoqsyQrcjSNLye8aOG0dxUxeyjJjH/2Gn09RVZunQdv7zxrxSDIU45cT4nHDONs86YxVFzx3PTbx/mK1+9mY995BqmTRnOtMnNfOUL72D7zkM8+dRKnl28kjDQJD1BGJbYsXk9X/3Cf/LH3/+Gy998HRdedDEjRowCF7h7QzhcFgrxTqLWEXv37uTppx7nqUVPsGXrFgb7e4iT0uJzWldbw7ELpvOmcxYycXwzW7Zv454/P0x7+yAnnHg0F1ywkLGjm/CkKj+2oVgqcaiti7XrtrBs2Tr6+kuMGTmGqy67jIkTR9BQX0k2nToy3SsO/Hrx67ICYeJMVM+X1NdXU1dTxTvefg3f/8HPOdDaEZcslBdmQoSMGVnPMXMnMW36ZMaMm85gwdDe1s2qZbt5pGM5+UIO5Vu6O4do2dOKNnGWXnwoLL4vmTm1mXe/910kElXYKGLNqrU89fRzdPQM0NU/wG9+/lOmTZnJGWed7QLVjuM4zj9ECMHIMVP46vd/yQ3/9RGeeGYZ4B2ppEh4gkgbugcGuf3Wu6hvamDspPGI0iChKZHK+kyYNJJ9B7oITQljJaGOp816nkcUaaSQBFrT059j0WPLmDFtImMnNtDZ1sK+PS1s3tXJYL5IoC2htYDE8xRV2SwD/YMMFgM6+gaoHzYSdMi+tgO8uGIjbZ09WDJkK9MkEgmCUkQy6ZNKpmior0NiyQ0NEUWaEY31jB03gUgbTJDDWo+RY8bzzve9jcnTx3Djr25h/c4OkglBU20F2kQUSkUibdh/4BCf+eR/0N7ewUWXXc6+ffuZP3/+Kzrus2fP5k0zZ7L4qac445xz3hCf29Zqbr/lpxw9/1jGjp30sl+zLa9vorDI3x68n69++csM9fdx4rFTSEqwOqCzq8T+Qz20dQ4yfNRIPvSRt3L2WWeS8BIYbRHKp7qmiEok2H+wlTCK12VYi+d7VFSksERUV1WT8JJ0d3cjVYJcoUSqoNi+4yDjJkzkxRe3sGnzPoJIkK2Anv4+CoHGWJA2Hg6RGyqyeXsrf/jt3bzjHdeQTqRJpirYt28vv7vpLrq68xhdLnX14hZBnicxNv69jkAhkeWMO6ksiYSHEJaRoxuxtjw9uaBZs2I95UG08fdTrmISIg7MCSynnX4K73zPRxDiVRjL6ziO4/xf/cMBu6GhQSySYxYcx/VvvZBj508mnVV0d+9l394X2bjRY1jjJD7w4asZOSJ1pAF/3BPCYjUI4XP0sWcwfsJ8Dh3spLurjQMHd7Po8RV095UwFiIjCCMdB+2EF/esMwKrfIqBR2tbicGhAzQ3NzN6TD2N9dU0NtVjtKG+vpahXB+ZdCWVVVkqs0m01hQKeUpBRG/vAHv3H+LOJU8wlM8hpaKqJsOYscMYNaKJSy85kQf/8iQ//vGd/K6qhlmzRnPu2XN559tP5YVlO/jGt3/HW669iHPPnIPyNdOnNTJj2sVceuFC7vnLU9z/wDMUc+D7Es/32L93Fz/49le4+84/cvGlV3HZ5VcxaszYN8SC6N/V4ZJXazVdnd2sXbOaRYse4fnnnqK/t4/qbBIdFBASpPCZOH4UZ5++gDNOW8DoMY3s3beLX//uDjZs3M/pZ5zEZz9zBk0NlQgk2kT09PWxY2cL69dv51BrL7khy8RJY7jm2qsYO2okNdVpsBpt4p50xioiLREyDh8eWSxJeSSwbcsLKmstTcNSTJkyjN7+IXoHBlEYlJQkPZ/+wTxGhtTUpxg3aTiZdHU5mH4ypZKhfyBPe0cPW7fsZOXaTezY0UJrWzvFYg6p4t6RXV09dHTt5PxzLySTrGbihGGMHRln5T2/YitdPX1899tfYdKUqYwdO/Z1OIOO4zjOG5EQgtFjp/C+D3+c9Ws30NaTRylJbXUVhaF++ksBI0fUs3fPIe689U7e8o4r8ejjvrsfoLc7JLQFQl0oZ8gFKClIeQopJOlMhmBgEKwhCDTr1m7lm9/8EePHN9PV1cPefd10dpcIAo2VAlPu8VUKDIc6+jBaUwwsq9fu4MLLLCecMI8dO7ZhQzA2QW9fP0P5ITKZNAjL4FAesJhIM2XCKMYvmEUylWLy1ClU1WYxQtDT00cqU00iHSFEyJQpY1gwdyr7Dw3SN5TDmDw1mQTDqiVtOk+IpL2nk29+/QYG+vt4x3vf/z82817mMU+lOP1j7+PTH3kLTSNGMGvWrH/pNaq1lk2bVrL5xee45KwrX2GwzlAq5vnDb3/Nz378PYhCzj3zaBJ+iV3b2kgkJTv3dtKXk9TX1XHWmcdw1umnIlHoKMJLSCwBA4PdNNRVMHXCKPbub2ewFCGwKCHBarLZNJl0igMHWsFaQq0pBoramkqueevVNDVVsuiJ5WgbNzAZyhXQJk5asNaitSWXK8R9Gw8NYKL93HX3g1RmFVVVVRw82MuuXR1Exhw5Hp4EzxN4ShKGEVJ5aGkRYYSSEukppLBYDFZKtm/bx5aNGxk1ZoA9LYfYsGFLeYCZjUvLOZxzIEDAsMZaPvXZL1Pf0PjqnFjHcRzn/+of7mF32x9/w3e+8k1+8I3Pc+xxoxnKdfHk00/z6KNL2bWrk1zR0Fhdx/s+cB1nn3k8qWT6yAeisXEDYWs0VoAOAwYH2lm1aiWP/O15Nm/vIl88/LUglcT3POqqqmhoaGDSpLFMnjyZWbMmUVuTIZNJkk4nUF651x3ySPP/IyPGhS7/XbmtvpVIoUAaotCQD/IMDubZ3XKQ55auYfnyDXR29YAJGSyUCII4OJJJK0YNr2fO7DHk8iXWbNjDddedw9WXLCSbTSKEB2i0NTzz7CZ+8av72LWnDd9TJJM+1ZUV9A/mCLRmzOhxXHHVdVx65ZsZPnz4keCL8/qy/+OnKArZu7eFRx5+kEce+As7tm8HoxkzqoHm5mraOvrIDYVMmTaWC845jlMXzqG6MkWhmOeBh5/i3nuXMWPWdK6//k2MG12PiQx9A71s2drC2jXbOHiwn+raBubOn8bMqZNoasySSiq0AW103E9OKIQoT1K2/B+lBoeDc/9n+UH8XjXasHzZMv50119p2dvOobZeovJCy/c8hLQkfEljfZaFC6ezcOHxTJwwhZrqBnw/HQ+hEMQTzSJLX1+ezZt38vDDj7NixRp6hvoAQWXG57jjJnLKyccworkZHYT09fRy6EA3+1p7eOypNVzxtvfyuS988VWZ2uY4juP8+ygVB/jEe9/MokVLSabjtaQxGrBk0ynGjGpieHMFHZ0d1NZk2L+vh0IJhvJFiuVyVqsgjCIq0mmksYQ6ItIarTWRjteZoEFKIq2xWiLs4cb8YMq9uhQC3xP4CUWhWGR4UxMf+MBbufTys9GlAZ56/Fl+/us/oW0ST8VBuLiUUeN5Et/3qMimuerK83nr268lnU1jrcH3PbCKfL6LYr6X3TvX8djDS3lh+Q46uksM5AsYa8gmFNPGNDNYDGjry9PRO4QUikwyzbve9R4++ZnPUlFZ9QqDbIZVq/7GH29+hG99+7tks9lX50S+Bnp7e/n973/EvHmnsXDhwria5iU6fL8wMNDDz37wbW67+RZ8JTnn9Dm0tx8i6ym0sixZtZdSyVJRkWXq1NGcc/YxXHDhudTUjwEMSkZEQYiUir6efrZt3caf7nyAZSs3EGpNqWjQJkIphbEGvzw9tVAsMmx4Pe9751VceMn57NiyiW9/83fs3tdKMYzwpKAUGcIw/Pu9DZQz3ARKCBJS4Pvg+QKtFaUw3mi2JkLK+D2bTPgkEkl0GBJZQRjFw/nifsSgZJxcYIlIKp/RI2sQQtLTP0RXd5zVWQwMoY6zL6yw5bUpXHn5xfzol79HqZd+/B3HcZyX5h8O2D3x2EN86sMf4ZI3zUeKAlu37aelpYtSyZRv8uPAWDKVYvr0cSyYP4MzTllIbUM1wmgiXWTfwV2sX7eVPbsPsWnHAQ4c6KYUxE8fWY0vFZ7wmD5lCkfNmc4xR89m7LhhVNdVxlOLrAFxeLhEPBXJmBA/kSgPqgClZDlwZ+NJsSL+d8aY8mNoLAbKgRBjLEJJunt62bZ1D3975EmeXryOvqF83JhVSrAGayChPFRCkUxLTjtpDtddexYTJowgnUxgrUAoy66WNr78tZtpPdTFmacdw8aNu2jZ30nSk4RRhLaCseMnct317+Ciiy6ntq7uX3o383+zI9l0GIqFItu3bebeP9/Jo397mK6OdqSNg2KVlSlS6RS+73HWmcdzwTkLGD9hFAklMSZi4+at3H7XYwRBkuvfcT7TJjfR15tn/YbdvLhyE23tvYwfO4ZTFx7L5EkjqKnOEkQB+WKJQqFIsVikVMozmC9SKhqqKyrJZjIIYchmk6SSGaRQSKUQUiI9D096YC2R1gwO9HHgwEG2bN7O6lUb2bm7je6eHPliiDXla1MKDjcettbiSUlVpc+wYdUcfcw0Ln7TeYwbMwXPTyMR6PL0ZCEEpWLEz39yKw/97WECHVEMDVFk8LyIimySdCpBXU2K2poaohB2tnRBup6/LXqSmtra1+38Oo7jOG88xhh+/LWP8rvf34bBjxvkK58wLCKFxFOaupoMpWJEIbToMKK6No2JNJlUlsH8IANDRQwSiSDp+QRhgPS8eC3oKYaGCnEPWV9gjQfEQ5WkkIRaY6WMG15o8JQgmfIZyuWYOnESn/v8+1iwYD6JpGTdqmf5xEe+y2BoGNY8jN7ePvr7CuXN4wgpYNaMWfziN9+jrj4J0d/Xo4V8LyuWPs3qtZtZtXon+/YN0Tc0RBTGPaELUYCSkoQwjBleh/J8uvpzlCJBb3+OhPJ569uu57NfvIGq6ppXtJYslUrc8Y1v0DRvHhdceum/5Lq0o6ODe++9l7Fjx3LBBRe8pH/793lhcUuSnu5OvnnDl7jvnrtpbMgyY+pwutt7SKUyBKUCW3b0UAS0DkinUyw4aibnnH0iw0ZUMGHSNLKZNLV1VfheqnysIhCW7dsO8Kfb/8KqdRvYvHUfQaTxfb/cuicOuFksF513It/81meRnmLv9u1861u/54WVG/ATKSQWjaRYLB3p0X3Y4c1aaS1SxG2EpLJEgI0sEoPn+fE9kAAlFVZrUH7c1zsKkFLiSXnkfimR8ImicishHaKFIdKGMIRiyWARaBOXy2INKV/yi5v+wAUXXvHKT6rjOI7z/+kfLomdf8xxTJ01mXvufxaEREpBOpFgxLB6xowayehxI3hxxWJa9vSwYuVmVq3ZTsvOA1x48fHs2LmDdRtbOLC3h6rKRhpqkzRXV9HbPkAUhvEHgYWkl+C4BcfxgQ9ey/DhVchyj1NjLcaYuCxQCA6X/wEoT2FMhMXGATgbZ9ZR3pWSIv6gFoenWFAO5ElRzmiyEGka6mpoPGk+M2aMxvBzFi/ZQVdfARuV++kZQ9FaUspSX93EoUM9fPFLNzFt6mguOP84Zs0YT01Vhslja/j2l6/n05/7LT09/XzzW+9nyfMbue8vi2k92ElFOsG+ll18+ytf4r67/8Rb3v4uzj3vTVRVvdIdUuelstYwNNjPqlUr+NNdd/DCkmcpFXIk/CS+lyLSAVJaKiszXHPlmZx1xtEMb65BCI2RmqH8IA89/DwPPLCcM844jtNOn8GB/Qf5wfcfY+mL2+nq6mfyxNF88ENXMHzYMDo7O3lmyXN0d/Wzd18HXd1DaB2X+zQ316O1IoosOgrI5QaxaLQOsVaCiABLMiGpq6+mtq6KTCrFvj2HaNm1m8GBEm3dQwzmS0ShOTLMRUqBFMTXQ3larIzHJpMbgj0t/ezfu5wlz67n6jefzqWXXkUqXYOwslz+YPGTkmOPP4r16zeya99uPGnxkh5GS4YGLf39BQ625YBuVHlKs8wZlixbxoXnn/+6nV/HcRznjUcIwcVXv4O/PfIYu/Z2g4iwJkIpgVEGgaQYQG1tBYWOboyQKOnh+4rqygzaFimGEdZ6REG8xvQ8n8hEBKGBSOMpD40hoRTpdBJPQTEsoZFIozA2QgpJFAgshkhH1FRVYAjYtGEzM2ZMQ5CmUMhjBRSKEbtaDqKkwvclkTUIIUknPBbMm0VlNom0BuFZ0JAfbGftmuUsXryKLTtb2buvnyCMh7lpEx0pPwwjQSg9dh3oYcywKiaMrKEQKZKJBJ1dvdxyy82Uoogvfvkr1NTWv+x1ZDKZ5LIPf5ivfOUGZhw1nvET5r6ap/QV01rz2GN/JZ1OcPbZZ7+MR4iH0FlraDuwm6/dcAOP/e1RkgnByJF1dLT2kPQ8DrZ109NnqWtqpH+onzCQVCQzdHZ0smTJi9TUZhBPLKey0uf442dw1PwF1NTGw+UkksmTxnHKSXN44snFWGHxkz6+UiS8DEP5EtbE9xQd7R207t+Ln/Tp6mgnnU3hJ3y0CdHWIITCV/H9i7EW3/dIeh5hoPETEuUJwkAjRNyfkVCXs+a88v2SQB5e73nlslgpEVLi+yoO2nkJoijuAY6NiCIQxlIMNaGxRBoQ8b0SxJu9AsGY0cM5au6CV+nMOo7jOP9f/uGAXW1tPVdcfQ1rV60lIQXNNQ0cf9xxXHjhaUydNgbll7jxN4do2bOMyCgkEYuXrubFtZsZP3oc55x1NjPeOpbGxmq6u7Zzx533kQ81xVKIFIJEwmPKhKm8812XM3x4RTmooOPsPeLUbYQ9EsQDg7UGrSOwAiFsPP2I+O/jKbH6SJNUJeNU9HinKl6ACWmRCKyRaB2hdZEoyuF5EIYGY8BEGqUUUsUfgpHWVFUm+fQnryGX62HV6t389ncPI6Xl7LNP4KQTpzFqeD1f++I7+cJXfs+NNz3MF/7rGi4891geWfQit92xiL7BAlXZDC3bN/Gl//5P7r/3Ht73gQ9x/AknkU6nX/WT7PydKTdWzOWGeGHJc/zhdzeyft0ahI2QSpJKpUlKSVQKUJ7H5VecxrVXnsGoETVIoTEiRGvo6xvk979/mM1b9nPUvAns3beXj33iSTq7ByjmQ7CQTEr27G3lS1/8NYlEgrr6GiZPHMvJpxzPmaefTTKVJJVOkk4plFQo5WGtxBiNNQZBXMKQyxcZHCjS19dHb1+OPXsP0d7aTW//QTrau+juDunvy5MPorjvDmARSBmXTigv3hWVKDwvvuSlkgjiv/O9BFJk2La9g40b13PU/BPwvWR5nIbAUz4nnDgPrOC3N91By97dRCZCeTB8eANjxownnzfs399KW2c7QRSSi0K25w6+jmfacRzHeSMSQjB+0lzOu+gSfvnLmwhDgZQQRgahLZ7nk8sXqK7OkE1nCEJNJpVm2pRRdHd10Dfok01B38BgHODIZMhmM1ip6ejqIwwsovw8QWDJptNMnjyeWbMmU1mdJpfP07J7L+vXbcNYn1JQxBiNkjA0NMTqFzcwa/oEunp2c/vtD9I9pLFK4imJtB7VVWmK+TxKCeYcNZPLrnwTvicw1lIqBnS0bmDF8yu46+5n6CsKhoZy+F6a4mAeE8VrFGPjclwpLJHRhCj2t+YIihFNTXUMq0+TzCTYd6iD2++4jUI+zxdu+CojR45+2ce9uqmJK6++mnvueYCPfXw6yWTy1Tupr4DWmk0bNtCxcQsf+NJXXvI027jjSTzhdOuGtXzpc59lxYqVTBrXRFVKUZeS5GyKLbs7KYWK+cfMpLW1nf5BQTKRoL6ullIQsG79NtLZNEEYUZX12dOyj57eIvOPPooxY8YjpEIqycx5R3HZZWfz1/ufpbqumr0HDjAwVETG5Uj4ymf9+l189rPf4bLLzqFl5z6WL1+LJ+PeeDrSpJIeVfXV1FXX0N/XR01tDdOmjGOgf4h0NkEym2bTxs0cPNhDyWgQcb+7KLL4vo+S5Ww+U+4/h42roJIp4mxAgzWGhJdARyFKeChlkH6CSEhMFJeRx/df6khprq8EC445mfqG5lf7NDuO4zj/F/9wSSzAls2rePu1V5GRPtddeSWXXn4qFZVpoMSGrc/z1a/cwp49AxghkUoxY/JErrniYhbMn0q2ygNhCfM9/PWB+7jnvmUc6gqIorjfQiqpOHbBfD77mfdQXZ2N07kp7+oYgVQKa+MAXvySy6W00eEmq+XMOixoDRjir4pLAYUUCOFhsSQSGYS05Q8yibCabdvX89zS1Tz57Fp27OgmVwBt4rRzay14Em3iBv5NtRWcdfos3vf+S2moSzI4oFm1didPPbuG/fs6mDZlBKcsXECuNMiPf34/17/1Et521SngRezZ18O99y3mwUdeZGgoT7YiTUop8qFl4Wln8r73f4hZs486ElhxXrnDb3FbDtQ99fij3HbrH9i8cT0Jz0NHcbBu9IhhnHPeMRw40MpjT6zmve++mGsuPRHPJy55RjM4lOfFVVu45ban2bGrDWsi8qUixUAf6TtntMYTgkw2zaRJIznzjOM4+aRjGdZcTzrlo8rvZQBEvHsaB6i9v/cqMXHDYl1+ByPKWaVWlH8fL87CEAaGcnR3DbBz117WrNnArl37ONjaQb5QRGsDGBJe3PMk4SXwfcGxx01l4cKF1NcPJ5vNUFGVpbo6i+/7pFOpIxONy0VBR47fwQNd3HvPozzw8GMg8/z3Fz/EqQvPxGhDd3eOp55azoMPPsT2rbv4j898kvd+/PP/vBPtOI7j/K/Q0WHp69nDFz/7dl5YuhbPK7c+ERbPk9RUZrFENDVWk/ZTvOMdb6GxKUnHoS7+9tiTrN+wC+llaO/oKGcT+SANxdDgSZ8gKBGEEcpPUlOZ5T//62NcevnZKELCMGQol2Pbtp0IY3l+yfPs2tnC2g07QaaYNKaWCROGc6iti9VrdpAvSRK+RFiBpzyuuOJCJk4ajecLGhvrOGnhcfH6NyyxduVibrv5Hrbt6qSjs0AhCkEo/IQiKEQoEQeojDGkkknqG+po6+ykFEIy5RMFJaozCWor0qi0TzGQtLb1oEPL6WefyTe/+wPGjh3/so+7MZp77rkZdIYr3vzmf4k+tAcOHeCGb93ANZdcw1lnnfWS/3087T5ixdLn+K9PfZKW3buYOGYYM6YOw7chxWKBFZsO0tqbJ52Mp79K5aHDiMqKNDOmT2Hl6g1UV9fQ3dODFRpPgK8UI4bXMmJ4LW9+y3lMnzGThvoReEqSzxfZtGEXg4NFnnnqeZ5Z/AJ9uTzaWJQQYCzJVJKjZo6no62T9p4BwlI8zbWhvoYLLzqHWXOmMmv2TPbvP0B1dTW1tRlSqTSJhEchX+APv7uVu//8BB19fUA8TVbYcm86T+EphRCCMIrKbYsgkfCRChKeoLmpkWnTx+Mnkix+ZjWlIE+xWCLQEISayByuZoqTIkAwdeIEfvnbPzJjzlGv5il2HMdx/v94SQG7UqnI26+5BJvL85Uvfojho6ro6mnl2eee4667n2HvgSGwgsp0kumTp/LJT7yXUaNrEDJOQ8dqlr7wED//5UMcPFQgMrY86dKSSvjU12T44HuvZeHC+aTSSSJ7uKxPcjhAp42JgwjCEEUBpWJIZ3c7bR2t9PcP0debB6Fo7+hkYKCA1hrfV0SRxk8kyWST5HJFgiAgCAISCQ+MYfOmA+xvGyJfCrERgMHYchNiLML30FqDgJSnGFaf5uSFs/nwh6+kuiqJxKCtZf+BPp5dvJ6nn11LISiSz2kiY/nVTz7J5HF1CAUGaNnTxW9/9yBPL96AJwWel0BHllRlBRdffhXXv/1djHYTZV+2w4Mk4m4hltzQIE88/gi33fJHNm/cgI4ClAKJYvyEkVxx2amctnAOjz76DDf+4Qne+55LufaKkxEipFgqsWtXKy+u3MwLy7cwMFBi9qzJ7Nyxj1Vrd1EMIpAghIrfbx4Ma6xm1oyxfOqT72bs6BFIqTACKO92Hp7sZuOpEggExsTDJOIEUouSksjo8uCU+Huypnw9WLDII70jpRJE2mCNIJcrsm9fG888/TxLX1hOR0cP+WIJa+PgtvIU40fXcPa5x3LRxefRWDcaKVUc0LZxyXm5kDxepJWD1gKDxTI0WOSrX/kJL65awwkLJ/CBD76LsSMnomQCY+DQwS5+/otb+POix9l/oPd1Of+O4zjOG5ctf4gve/5vfOg976F/sIiwkEwlCEtFkskkyrOMG9MMkeE9H/wAZ5xzArYYsKdlEz/43i/YubsvzlDPFUim0hSKRfxEgsqKChIJSUdHN4WSYfKk8fz4J19k2rTx5cy7v7+OIAoI8oM89dhjLHpyJUuWbWJEcy2jh1UTWdiwbS8DgwFV6QwNddXMPmomH/7IOxk5dhgmCjBRxP69GxkYKoHR3HLznTzz/C4KoSEINTqScQljuWdsZSpFZTZNGIYkkykaGqtQCcW69buQCkqBRmKpSCUZ0VSFFhJUgo7OXvoGhzj1tLP4/g9/8orWj4MDA/z8J9/ikivexowZM16N0/myDQ628v0f/ooz3nQmpyw45aV9TzauqYm05oXFT/Gp//g4h9oOcPy8SaSkRQlNEGnWbWkjMoJCISSR8pGeJAgC0okkQamE5ylyxRBj4uF4SV/ieR6eJ8mkk5SKBaZPH8PkSaNobq5l9txZzJw9h8psA34iSa6Q5/G/PcXNN9/F9t0HCSKNJz1Gj2oigSAoFenoGySbyTJ+zAgueNOpXHn1pSjPkkgkyz27DdZqSqUiiWSKll07+dY3fsaTz6wjMv9njzspJb7kSEVSEMXDIjwlSPiCqooMJxw/h+veegVjx43k0b8t4qbf3E/f4ABRYCiUIgJtAHVk2ISUguFNzfz2xt8z78ST/n8GnzmO4zivpZeUxuX7Cc654AJ+/sMfcNMtf0TaAms27qa1o0AYxjf4nhQY4uyfTDZu5GtN3A/r4MFN/OHWxzjUWSCyFovEiBBrJKXQ0NdfZPmyDUyePJpRY5qRSmKNQYchQVigp7eTnu5+9h04wL4Dneze2UZHzyDdvQXCMM5w8j0fpeKJmWEY71JqE1EslQhDG49KL5cbHimNFRZj4qatxoA4kskEWoBUfy8lNDrCaEugYfeeLrZtOcQxx07FyghFiQmjqxn/1jO4+OJj2LD+AIsWrWDVup388Gd38R8fvpTxE+rxpWTy+Ea+8eV3snz1Nn7xqwdZt2kPSSUplAJuuem3LH76Kd7/oY9yzrnnU1FZ6QJ3L4G1hwufoVgssvjZJ/n9b3/FhjVrCKMwntalfGbPGM+llyxk4fHTqKjOsnz5Jm783aNcedWZXPymubTs3c2K1TtYunQj3V1FGpsbuPKK85g8sYbBwRzf+NaGOOiMiKOwGIyNm0knPcm4MbUMH16DtSoedFLerZRSIlBx6Tbxe81a4l5zxAEyIUU5mU4e+Z5Eubz18DRkyt+jQMZZqAAq7utTWzOZaVPHcsbpJ7LosWd5bslyegZ6KIYaz1PsO9jPTX9YxN8WrWD+UdM54YSjGTN6BGPHTMD3k8DhxVh8HQwNDdDd2UY6laL1UDv7Dx6gFEY889RmNm/+GkfNmcSCo2czafx46moqmDBuGKObJ/xTz7vjOI7zv8PhHm7zjz6F8889nbvvehiRTOF7CmFSlEoBKeHReqib2qo0m9dv4LQzj8NLeIwZN5Xzzj+aP97yDP05g8aSKxQx2mBMQBT0UlNTg1Ie2hRQSlJVVRF/HsfPHrdVMQZPeiQqazjj3HMp2QLbd+xioD8galSUCnnqK6sZGuwgXwqQnuKSy8+gaVgt2AijA9avf45HH1zMnj2dKC9Fb39EvhARGoM25XVzeRiGNfEG88SJ4xgxvJ71mzbRsn8/pTBizKjhnHraPJ5bsoKdLe0MBgGtnf001FQShgVGDGskiAKeefJxPvnxj/D9H/2UsePGv6y1Y0VlJddcfR233v4H3veBjzNs+KhX8cz+47TWLF16F1MmTWLhvIUv6Xs5nIugo4BH/no/X/zC52jr7GDi2CbqKhQJCa0deTbtamcwb0n6Et+XJHwPYzTjx4xhcGCQUrFYbrMjEdLiSUVNdRWlUpGhQpH+fIjyPNZuOMSOHW2MHtlAd2eO3q5+Tlh4IvXNw0ilJaefdSJLl77I9l1xq5BUKkVXZw8VmRQ6jAeITRjfzCc//R7mL5iLLAdw4yVh3N4HwZEqDmM1HW39RDreXj0yjELGWXXaGrS25Z6IcaBRSp+KrM/b33EJb3v7W0klE2zbvJGH//oExWIRIRSFICDQBlsO1h2WTXp8/OOf4qjjT3DBOsdxnH+ylxSwk1Ly/7B33uF1VNfa/+09M6fpqEtWtdzk3gvF2LjQew2hJYRQQwhJIKSTQgpcSKGHXkIJoYUSmukYY2xj495tSZYtyert9JnZ+/tj5sgmud+9kJserecxsrEljc7sM3vtd73l9M+czaKXXuT5V1ZhCE+iaplBoiET20nhKoXAIJMxkX4KkdIu6AxL3v+AhvoYdtoFJIYEQ5sIyyAYkARNweZtW7jnvh5mHTAWV6XZ29nH7t0eUNfR0Q8iQigUoLSomOEjxjJjVglDK0rJzQsTjgSJRMIETQOlFOlUBsd1UMDuPXtpaGhmy/YdLF+1gb4+j23kOnpfWqgUXpM44PugsYKBASaUB5R4jYDtOFRUlTJ+4igMn50kpIXWNko7FOSHWbBgInNnj2fHzl388cUP+PHPH2TOwZM45eTZDCktIGgGOPTgUUyccAm/+90S7v/t66RSaUzTpGHHNn7wnW/yxO8f4+JLL2PBwiMwTfMvBO72/Yz/vsCfHmDVAbh2hpUfLuOB++5i6ZL3UXYa5Xqpv4ceMonPnn4IUyYPIxrJQbsGnZ3d3PfgK+RE82jvaOPKq29DK4MJ40Zx2inHMnZsFXm5JoGgxY7tO7jjzqfYvKOTjLN/ArEHvjm2ZvfeXp594UMi0SCnn34cQ0qqBhhunvmx4121b+LrOr5E1gfjPOl3llvnlRAC5TdthjSQHq1voJn0miifHScUwZDB5KljqB09nEPnHczDjzzFhs2bPSsXIGhK4r0perr7eWPRcjq6esgrDDBp0igOmDWN4TUjiETySSYyPPLI07zy6hsYhkEymSGZdHxgPMDe5hgtTat4/Y3V5OeGqaiI0rk3TUXRXy7LGazBGqzBGqzBCoZy+MLFX2P5+++zY3c3dlojhYWrlAeK2ZrC/Cjvv7eU4085iuEjqwmEgkycOIXyshVs39WKlpJMykFq4fkem5LOjl5yoiGkSNHV1c2ePXsoLyvCMDym/MCeLgw0EAhHmTB+HNUVS9le38Pulg5yQxZohWlI4sk0O3c28vBDz6B1koBM01DXyMsvvseGLR0YlokZ8NQejqMxrQAIF8dWA+ASUtKfybDsozWMrR1G0542+tMuSoPjpCguDPC9b32em29+gs3bmknYipaeboYUFNDd0UZhbhQ7bbP47bf46le+xH/94teMHz/xU/d9QgiGj57EYQuP54Hf3MWXrrySoqLiv/7N/R9KKcWbb75Ke7vLWWed/amkudnXM51O8swTj/KzH19LZ18v+RGLqCUI4NLVmWDt1hYUAUrzw5hBCysgyMuP0tfXh5Sa3t5etBCkbZtIJIdYPI5G0NXdjatcXFeD9AJKEk4GwwrTE0uxdkMdi99fw5tvrWDuvOkMKS3k2T+8w/tL1mFnFAhJrL+fvNwA/bEE6aSLrW3isT5COQbJZAJDKELhKEJ4A99saJgVsFAaVq3aQMOuZhDKIxj45xPXDxzT7AsaExqkEFgGHHTQBI47bj5WUJOxk7z43Gs01O8lkc7gKOH1tL42RaJ9D3DB7AMO5jNnnzto1zNYgzVYg/UPqE/95M0rKOX8iy5j3dpLsUSUSWPGcuwx8xlZO4QVK97isSfewJS5nP+FMygs9rzoPFWdZNYB83BUJYYMIUxNOGhhygChkKKvew8rV25gy7Y2lq/cwqr1O0ilNJFIlPKyIqZOmc2Y0ZXUjqyhsCBMTjRIIGCAkZXwgUABApH1+YIBgGTsuBqEkKQSMX7285t58bXNpB0HFxe0L0l0PbkiGkzL9PzFlPLBOi/kQgrQQuG4kJOT46WWoX12lETrAIYRRGsb17UxTcmE8cMYNXIIO+vb+d1jb3P1N+7k9M8s5LDDppMb1uBqpk4tIxq16IsncQFXG2ScBB8uX8bmjRs4/MijufSyyxkzdvyn9xTRLivefYHiinHUjv3Hyhv+VpXtd5Vy2LF9Kw8/cD+vvvQiPX3dgEZqGDN6OOees5DD5k8gHA6glMSxHbbvauT++59ny7ZmSobkY1lRTjhuLLNmjKW8PB8PYJOgBD09Ce574BW27uzEzthkJ/FSSlzXA7BdDa6j6OxOcP/9b7J82RYWHjaTgoJ88vOiOLZNIBAYCEBJpzPk5+UipcCyAlimIBqNYEiDYCBEKBwmEAghpZkl4OHigXOG6aWyeoCdBUikEBgyyyCFUNhi1oETqagYws2/vJuPNnjMwFRGYJkOxQUmZ555CqHwEPY0tbJy5XruvfslNGlG1JZQXFjE+++vpLMrgeM4IAzKynI49pgjKC2uor6+iY2bttG4ZxfdvXH2tsVI2kmuOOvSf8xiGKzBGqzBGqx/kxLUjp/Old+9hp/+4EfsaY8jtI2DxrZdbNdh154OTGmwcukaRo4ciuPYlFePZGztCNZvbqUn7iIsb0hsWSaOrbAdl1QqhUbT1dnDls07mTF9ElLqAXYfwiVj99DR2sy6NZtZtWoNazfuIp4CQ0gQHrQRCUcIWIpk0mHF8o2sW7Oe3GiYvliGZMolkUwD4CjXs7kQEtd2/b5F4GQ9xoTAtm2kVtTV76a0qBCzvx8lBI6jWLu+nmnTx/KTn3yVR377HC+/vox0RtDZ009hXgSNS0lxAa1t3by/ZAlfufRibr/rXsZP+MtAu0PmzaOxYTsvPvMU53zxor8rWLN8+XJWrlzLF794vuc/+Akr63GdTie5/57bufGGG0glM+SGTYYURhk5tIRUKs6mnV0ErQgTJ43hnLNPJxKWPPnUH9i0rZ7evhidnXGklggpsEyTjJ327pur/SGpiTD0vmE+nh2JchwS8TSOo3jzrbVs2tKIlAYNda0gBMpRBCyTUDiAk4ZU2vaHvgZ1DR1868obOHzhTGbPHs+4yVOIRksxLAOt/KGsEKTScXbsaCCWdnARXs8nJEiNkPiBZd4A2TAMtOsQMiTFuTmMGVVDaVkFhpT09/Xw4Ucb6U1kcJUimXEHlB+G8DzADQPmHTKHa2+4mUg0+je734M1WIM1WIP1/69PvfsKISgqLsGyLA6ZdSjf/dY5FOUHQWtMOY4XXniP2pG1TJtajSFt7EyaTMrFMExGjpzAqNqxaAe0B0vR29vOhx+u4I3FK9hR30cymcE0LPKixZx9+kLmHDKJIRUlRKIRDKHQypdKCK+p0nI/LzBtYBgSfD8HLbOpsXpA6JATzeXoY+byzvtbyPR5AJ/yJ1Om4THYXNdrqgYCAIQXXCGlxBKSUNCiMC/Klo1bWLlqMwvmHwDCRbkuWrtoF6QMeEECykYrl0AgwMRx1Xz3e2fwxtsbeOGPH/D8H9/n6COmMmlcNVs3t9DU2uOloDnedNeyLKTypnzPPvMUy95/j3O+cD5nn3MepaVDPvlN07B2zWZG2RFGjRn/b8Wyy/rcKKVoaWniD888weOP/pa25r0e281VlBTmcsklR3PsUbMozMtBaYXSGXp6EryyaDkvvLiK/Px8fvydzzNhYgXlZUWgXbR328GwkJi4yqW3u5++ngSJeMaTIvhS1X2vqUAp7cmshSSWdPhw9S4+WluPlBbST+4SUmD4Sa2ez6KJFBrTMJGmJhwOYEpJTtikdEg+w2uqKSiIUj20lDGjRxPNySMQDBGUQYTwmlmlPAm4FOBojxErDO8gYAgDy7IJRbxGTCmNox16+m0Wvb4GF8mXL7+MmbMmMnPmZGLxFK1t7bz39hpeeekNGna3YjvKY/1pF8fJcNgRBzBhzHQc16WtrZsPP1zHa4veZNPmLYhYhFNOPvkfsygGa7AGa7AG69+mDMPi6JM+R0d7Fz/58c/JuB773NUKW2kMVxMKWqxdu4GTzziBYCiENC0KiiS5kRD9iRhW0PTSRYWL6zqYJrjKATw54rtvf8iJxx9HfkEILWy0a9O8ezubN6/nhedeZ+OGduIZh2RKIIVEGpJAIIBjZ0in0xiGQSCgcZRNe3eG7p4URsDAdl0CgSCxWAxf5+gN67TyPWP3yRmFAFN4ns6ja4dyzY+/Rcueel579XUad3eyY9tOHv/dS5SVF3HSZw4nEDB5+dUV9GT6SXRlqCopwtIuo2uH0tC4lw3r13L5ly7mjjvvZfzETw/aSSk5+TNncc8tt/Ds009y2hln/l1CKPbs2cOSJUu45JJLKC7+5My+LHiWTsW5645buPXWm7EzDqGQRV6OSe3QEprbuti1qxczHGLm1LF841tfpawsn6cf/z0jRlSTl5fLtm319PfFmDZ9Oq0draxavZWM635cbQOYprmP0SYgHA4htKKtvR8hQUpB4+52lPLsdkzD6/9CEcNLYbU1HgYnMAxvwNrdGeP11z9i/YatzD5oA8NGjaS6ZgTlFUPIzy8FAWtWr2bpkg+xbcdX/eCFsUiBIcHV2meKKj/dWBMImuTlhxg9dgRCW2QyijWrt7CroRnbVaQdF0fhGSUDWhtIYML4sVz361sZPmLUv9XZYbAGa7AG61+p/qJxWc2w4VRUVDJp/EhKCqM4boKOjt08/sRLdMdsNu3czNvvvkY82cX6jTvp6EwQjUQ56bgTOPCA8bhOP9vqNrNhYz0b1zaiZYhxY2cytKKVLduaGFpVw6knH8/E6cMJGJ5zqje/kkgDpOGxiJRSKOl6DYT2QAj2S5D1zPL9iZtQoD0gY9LUsUwcX8mKVU0IV+PKrAeEtxkpXw5rmgYgMIRAaIlpSfJzgkyaMJKzzj6OvNwgsXiaTFoRCBqA40kYtcRVDko5mMKb6mpclDaIhEKcesLBLJgznptue5rb73yNKdNqmTVzOGWluexu6kbj0dq11hiG9/lCSpqa9vDrX1zH22+/wxVf/Tpz584jEAj87zdMGBy88CjuvOtOxo6fQHV1zV9y2/+pymt4vd/39fbwxxf/wIMP3MOuHXUoX3Li+IEjRxw9maMOm0g018LRGXp647y7eA2vLlpDOBrhgvOO55A5Y8kJCZTfrCCDeK5whheYgiRgBSgtLaeoqATl7vGkBmIfqJuV0oDnI+J9JekHFwuE6yLxQDrDFDh4k9ZoTpj8/Ch50QhlZSUUFuZjmAZKQTKZIpFIsnZ9Mz09CRyVIRCURHOClJXmMmJUJVVVFQwbWkNBfh4lxaWEQjlIYSAEOE4GAbS1d3L7Hfez7MPN2LaD0uD6B4a+hMOri1ajxV1ceskXKSqsIpoTIHfEUGpH1nDCCXN55eW3eO6FV2hs2YurFe3tSX7zm4f55jciDK0cSUVZEccdeyi1o6p5/vnXWLR4NZXV/xjfm8EarMEarMH69yrLCnHMSWfyu0cfYeOWXb7HsQ90SYlGsathD309CUpK8kjEOon1pdGOpjg/1+vVMmkME6SRHeZKpFAIYOvWHXzwwTvk5WpSSYUVECxfupzFi9fR3JLEFZB2XQJWgGQ8hWlItDIwDUEwaIEQWGYE28mQzrjYjiKdsnEchWtoLMsiGArRF4/h43RoNIafqRYwLYQBIVMwftxIDl94CHk5JpOPO4yJ48fT3dfGd79xPcuX78BxUqxZvZPTzjia4bWV3PGbp+mOpWjt6qWquBAnnWDkyDI6uvtYv34NX7nsEu64+17GjZ/wqUGXnGgun7/0En79ixsoLStl3vzD/2YeZlprurtbeOih6zjzzCspLi7+xNer/fY/lUpyxy2/5pabbibj2uSEg5QWhCkvCBCPxWluSxDOj3DqKccz//CDKS4O8fzTz/HaoiWcdOrxXHDR+XT39LBt83qKSqKsWb2dzVt2k7H7PYGp4R0npMjKTr3rDhgmdsbGEAItXYQhsV0bXDCkRX5+lNzcHLq7ejx7ExRW0CAYyiGdTqO1JhgIEE8myLg23f19bNnajGW9hxSK2jHVVJaXUlRYwu7GFtpauzGEzF4BhiGJhoMo5eAqhZtyMaTHvguYkoBlAAo7kyLjpNEYvPP2coQ0iERCuLEMjnYQ+1mxRMMWX/361wfBusEarMEarH9w/UWAXXnFUBYecSzLP1zFqSdMZdvOFTz42xf4aEM7udFSpowfy5rVW3l/2Yf0xoVnmIokZEbpje1i/cZt7G2yOeCAGVxyyRGUDcmjs3sXTz71PKYhGTN6JOMnjsAyDM+vS3iAndKOR/cWXupTdtrlOI5n1K8ZSNvy5LDgOq4HxPkyVnBJx7qJhsGyBErj+9V5DCXAZ0GBZUJhNMLwYSUMGzqUaDTIsKHlzJgxgZqaYqQhMKSJIaXP9DJx3DQZO45hCgwpUVKANkEYgMaUQdCKvLwgJx43lbVr6/lwxTZWrtqEYYQwpMRV3s/m/VyCUCiMUhpXKxxXs+KDD/jKls2cdeY5XHTxJVRUVf+Pm6mrXHZsWUVJQR633Xoz1/zgWnJzc/+SW/9PUdkJp+M4rF+3ittu+iVLl7znB5Q4pB0b2wEQZByHJ5/8gNnTRjF0eCkbNjfw6qtrUMBnTj+cOQcNIycUwhUWQkqEFmjthUIgJEorH7jzEluXLV/Jtm11ZGwbIfHZnBrbtgdAu2ywhLcWJVppTOHdV+UN2BFaUVwQ5ITj5jN//iEMGVJIbk4uOTkBTNOTu2okWkuUcklnkqSSDomETWdnH/X1e2hs3MuG1bt47ZWNpOw4waBg3LhhTJw8iuKCQtKpNLg2VeXlfLB8DavW7STluCjHwXa0d8jRCgdBImHzyisr6eqMccUV5zN82DiElgghKS0r5LNnnUAi3snb777PrpYe0pkMixdvpGn3tZx4wqEcfth8ykqHMrS6hOOPXsCKtXX/wBXyr1b7/Be1Vriu8iX4mv1waV96Lejq7PT8hEQ2zRef5SkHPDg9MBmydgGD9cmqoaEBIQTDhg37R1/KYA3WYP1J5RcUMWpENVu378FWnhzVkF5SuhCQSCSJJzqQnR1sXv8RDXVtpNMugYiJ6ygf1BF+rydwXYXhP0fbOzq5485HkW6SRCxDIBwkkXKxbZeM6yINA5Qmk8kgDe9ZnU4rzGgYDCiIhnAdTVVVBT09vXR199EfU4TDAjuVxnVdEokEAZ+V5WhvYFeYF+Xgg6aQ7OujYmg1M2dM5eBDplOQH8EKBHDdFKVleZSVF7Bg4TSefvFDensVO+vbueOOJzj99KO44itncO/9z7O3PUlTawelxQWYQZuysiLisTRr137Et676Orf+5i6Gjxj5qcGXkpIhfOWrV3HHLb+gqqqC2tGfnq33Saq7u5u7776Vs89ewKhRoz/5J/qD+lQywa03/YLbbr+NjHKIhAIU5YWpLArjZly2NHVSXVXDyaccztx5M3BsxU033cnyZWvJJG1SKZfCIUXklUQI5yjamjqYfcghVNWMYvnSj9iytY60rWhqaSYWi/uewhJLGuSEQ8T6+7FCIaQlSaXTKBcK8nM5bOHBpBIJtm6rI2ABpoXrpEilUvQnE0gpiYTDxOMxlFKkUg5ag2lJz3MR6OqpwxR1mKbw1A4IhCEwEAgFwYCF0o5vzeIx7ZRWmNIgZBkIND29ce6++wnMUA4TJ03AcdOk7BSZjIv3bTzVkddDaA488BCOPPa0QbBusAZrsAbrH1x/sSHF5y+4iK+ueJ9v/+gG9jS10t2jOWjGbC6+4FxqawtJZ3ro+WEz763cBRoMQ7DkwzXU1bdz+mnHcen5k4jmhHGERjk9vP7mm7z25gbSKUFo1TrmzJ/BsJoKD/jA8VhvWnv+YK6DlB6bSaEQUiCUf7jVGkfbvvW+5z3nON6hNp7sYse2RlasWk1jYz+u6wwk2AppIKXAVQopBFq4CK2J5oQ48vA5nHjCbIIBD0wxTLyUTxy0dnCUjVaKWCxBc/Neerq7yI1GkIZBKCdIXl4OuTn5BENBlA8sZjIptm5roq0tRn88DtpASoVlWRjawPHDDFylGD9+JBPHFfDam2vp7HNwlUN3Vyf333s3q1au4IqvX8W8eQsIBIP/7b1KpxK8/fZbvPPOciprhnHPPXdy+eVfJRQK/aW3/29SWbDVaw4+3iB4gIZ3H5VWdHZ08MTvHub+e++kq7MTjQSlCJgS23Z8uSpIoQmGTdZua+Lu376JY8P5XziMhQsmkBMKobSJ0h57U7kahOU188JBaC+5zZABBAadXZ0k4oojj1xI4ar1bNrSQF88Q8bx2JBKaVzlRXZ5vieeVFUrl4zjelIYwYCZdXl5IeeeezSlxWXeD+kDLNrPfhVeJBimNJFGhHAYCougurqEqVNHIrTEcRS9sSR793bQ1NzG5i11LH2vnobGt0gkUqAUhQURKsuKGF5dTiKRwJQhOnriJFNJ0qk0tq1wXO/wsWTpZkzzAb7/vW+Tn1c64AO5e08Ty1auo7uvD0uCtEwcrdje0M6vb/kDjz7xOgvmTGTS+FFkUia9sb6/z6L5F6isfMbzw1QkYv00NzfT09tJKp0incqglUsqlWR34y527NhOR0cHsVgM27axbRtDSqLRPA49dD7xRJz6+p0EgwFs20YrTX5BAUWlQwiFwuTl5pGXl0dOJJei4iJycqJUVVWTl18wIN/+uIx7sLJVXl7O448/Tm5uLqeddtpgGt5gDdY/UWmt0a7C0AItBG5WTKEUynHpivVx/z3346T6MEzJ9ro2knaG/p4EtusNqCxhYhieF5kQEAxauK6LaUl2NzXjOBqtJbozjSkEeXlBP61TYxneAFVrRSqdQgpJxrFJO4p4fz/5ebn09vZz/AmHk0r1sfi91WzZsntA6aEEuLaNpT3/WbRLdWUZ3/zW5aBiFBRXEM0JkU7HQaSp27GBZ556kaphYzn8sEMJhYPYiQSuo+npTxNPujz66ItMHF/NxV/8DE8/8ypbdjbR2RvH1ZKwKxk7uoYN67fzwfuL+cbXruCm2+6gZthwGBjqfLKqqKzk9LPO5v677uKKq75N5f8yKP601d3dzbPPPsuoUTMYNeqzn/jzsv7FyUSMW391I7fcejvChOrKEhI9fRTlBujq66dxb4xgOMyMWRMYM76Ge+95iI0bd9HU1EE4J0RRXi6uSuHoFB2tzTTtacFJZ6ioLua4aUdw5JFzad/bgRQGd979IM+/9A5pxwFXYUkD10ljWoJINER3bx/pdJry8iGc8ZkjwU3z9hvr6erswXU0mIpMxsYwDJTSSKlx3X1DX9fxNEXgW5v43oYZ5QHOpiVRaJTwOH4By+v9bddBGgbBcBgjYHshdoYkGAqilSKVcdjb2s+Ddz9B2k6RSnj2Ow4OCIGJ9CA7AYYwOP3Mswn+f84VgzVYgzVYg/X3K6EH4qk+XWmtefONV7jm218n1ZvmrNPO4LwvHE4kbCIUJNMt/Oinv+KdD3ajlSRkGUwcO56vXHY+taM9TwoPKMmwaNEfuPP+V+npVUgJQctgxvRJfP2r51FakufxzzEwpDngRyezjYJroyW4ykZj47pp0ukUiXiKPS3t1NftoWVvN8lUhp07d7Ozvp207Xr+Zo7GdUALjUJi+GYQGdcFA4ZXljBx3DBOOG4uM2fWorUgFAr6gKHwPSpACpOerlZ2bKtDKU3atlm5ZjtLl9ehgfIheUybUsu8eRMpzM3HMgSLl63isSfeZ+OmdoyARSyeQCswTBPTNJDSk8WGQ0HmHjSWn/3kXBoaGnnkd++y5P06Ysk0rvZ89woKCjnn3M9xyZcvp6Sk9M+aKK01O7dt4te/upH3lyyhsLiUiy65jDPPOsfzdPkHl9aa/v4utm9cw/iJUwnnFiHExw/KSmvQLvF4P6+/togH7ruXzevXk3EcHFeTE7YIWQH2trfjKg3IAV+QYMhECE1JfgHfvPIExowsZfiwMqxQDkobaG2Cz9gThodhK6U9oE5YXqOtnX2sJ6BpdyvvLV7Lm+8sY2f9XmJJx7sWrVGuN333gGqTYDCAch0c10UKTcCwCAcEl11yEp89+3gswxpgSGmNx9zDGGBMSWmgVdY7xQMD0RKlPDao1gqfY4AQHmDZ3NTGhyvXs3T5atauXocrXYoLcpgwtopjjplPVeVIYjGHvS1dtLS20tbRhVKKZDzFqJpCzjj7RPILSnzJkaC/P8Evb7yXdxYvxnbTXkgLHijuOmC7Gu26hAIGMmhim3l8+OEacnJy/p5L6Z+msuukv6+HHTu2U7djC+8tfpfWvXvpbO+grb2NTDqN47q4tu0DvoqMq1BZjxzfyFoPCFQ85mZBQT49PT3eGjUkTlaG7blNIxFIgTcwCAYJBAKUDBlCeWUlQ8rKGVYznImTJ1M9dBhDq4eSl5eP2A+Y+k8H8t59912OOeYYnn32WY4++uj/+NdjsAbrn6US8T6uuuR0Fi1ajpIGWmgEioBlUJgXRhomhflBurti5OaF6eruQSmJEAYZW/nKDHAcj2FnWQEytk0obGEFLGKxhO+N5/mToRXaUUjDQAtFJuP6IF+ATCbjsZ+EJBgI4riOHwUlKCsr4thjDyaZivP8s0vp6Y/5/YPJ1KljOfesU1Cuzd69rbQ0N1E7uopDDp3O8DHTMNwEsZ5e8opK6O9t4eYb7+WlRavIyYswY9oUTj71GDZu2Mwddz5Gf8JFCJdIKMyRhx/IGWccy2/ueJjlK7dhWlCcn4dhGeQWRqmvb6KvN8Mxx53Az6+/jfKKcj7tzFYpl7feeIO3Fr3CV7/5LcrLK/8q91UpxR//+EeqqqqYNWvWJ/687OklHuvnpl/dwO233oYwJSOHlxPv6yEkFMGQRX1LH7YDC+ZOoaQgzI76Jurq2zEsSWlRAaFAkCnTxjJr1miKhxTy3DOv0dHWyVe/egEjhlUTzIsgpIVlWMT6Ynz7Gz9l245makcPZ968uQStEHfeeS89sSSpZArbdSgojHLKKQtIJRN8tHILXd0xkskMSkE4EiYWj+E4DlL4qgx//7aCEtsPf5BSELQstFYekKdcHNsLV0s7nve2wPOuQ3t+eACBgOcr7qUdezLeaE7Ey35VjuedqAWOa6OB/pQik/F6Do/oADlhk0cff5LZc4/4q9zjwRqswRqswfrL6y8G7ADsTIqrv3YRdRsauOWmb1JaHMZ1bXY1bueRx5/htbc2kUxqApZBbjjAqGGVXHzxeYyfOMKTrboZ3nrnRe6892Xa2lO4ypt4BkyD0qJizvrM4cyYOZrC4iFEoxGkIUkmkhimxDCgv7+XlqbddPfF2FHfSGdnP3sa2+nq7qcvliEWT6OUxjIDlJcNIRwxSCZSBAIBXNclFAqRSSdp3NVOImOTsR0cxwNWAoEAV11+KscdcwDBsIX20geQPoBjmpbPlFIIIejubKZu2x7aunt47sVlrN6wh1TKxRVgaIFlGowdU8H0KTWEQ5Jn/vgh3X2Kwvx8+mMx+mNxb6rrfz3TNLAsk/HjhnH1lSdy0IyhhCxBIpXm9Te3cOudL9PY3INW3kYdDgWZfsBBfP+HP2bq1Gn/jTGwF15xy02/5PFHHqK4tJxvf+8HHH/8CZ7U4x9VWrN16yZ++L0rMaXmp9f9muG1Ez3ATnjX7fkTOmzftoVf/tf1vPvuOyRTKYRSmFJyyJwJnHLCHG6+9Rm27GzyX0OJaVoYhiSTSYOGYMDgkIPHcMG58xgxrJTyymo0Fkp5su1MJkMskaSvP0Ym7RAMhCkpKSQcCQPKbw6lDyZ619XS3MkHyzeybPk6tm6rpzeWorcvgW17gLQGAgGv4VJKIdGEAoLxoyv4+U8upbJ6KEJkia7SB048zzwpvUbOkAbg+SnuH3KhB6CcrGG1f1wYMEZWJGJpHnvoKV59612QHviTEwoyZmwZp552JOPGTcU0QiAMpBBIYQIaIZQvPxcIYYDWNDf18KMf/4ot29YTDFpMmzaV6qpq+voSbNiwhd1NLb7/isTKibB23Zb/SMAuHu9n+9aNvPLiSyz74H22b99GLJbAtm0fjMv+Sw+QE0Kgs2nUQmbppN5rj5eyo7RGo7wEbO0LV4QkGAiQTqd9dqr2vBO19nyjxb5AnuyAQ0jhmaVbAXLz8qiqqmL4iFrGjRvPzFmzGFpTQ1VVNaFQ+D8WqOrv7+edd17gvvtu47bbnqSm5l/f83OwBuvfoVLJPr57xWd57vn3UcL0/OiEQBqaSDCAaRgo7YAUZDIZDMPAzigQJq7jkrUQcBx3oEdylEIpx9t7hUEoYFKQm4thSAoLC7Ez/bS1d5BxBHnRfAqL8mhsbCCZUN7QWULG1QhhIIXyvcKgtCjKYUceQH9fL28s+pDumIsrbKZOGstPf/JNJo4fiVYuSrm89OLzrF65ns9d9AWkjvPkY89SObwaywwxZep4fnPbb1mxYie5eUX8+NrLGDo0ysUX/pTtu7qQhpdiGg1b/PCHXyYvX/GD799Hc1s/OUGL0rIcDCOIFQ7S2NBOX1+Ss849h5/+/HqKiko+9T1wXZdXXnyed959l299+3sMKSv7P91TpRweeuh2qqrGc/TRR3/iz/OOLop4LMavfnkDt95yK66rGDmikoABsd4eivPDtPUksXWASeOH0tPVR2d7F0hJynGIhIOUFkc5+si5HHn0obz92gc8/fSrRCJ5HH/yQj579vEYUiOkoqu9nWAoh1UrVpNMaMZPnEhldQVWIEgynuHb3/wRG7bsICcUxLZTzJ93EJBh+fJNtLb3gSH9dZkGR2EIAyEFOdEItutgSYPS4kI0DslEmqqqCvILCigvK0G5Nq17W9m8vY6u7iTxZBKN8GSzhiBg7gvDME1PGWL5w2fXddGGJhIKoF2F6woQ3uuulAfopV0L21W4jjPw2ublB3j08T9w4IHz/0/3d7D++pW911orUskErS3NtDQ3s2fPLpr27GLn9u3E+vtJp1P09vbg2DauctFKeR7WSmGYQSJhb8hhmAbBQJBgMEgwGCIYClJSUkJZRQUlQ8oZMqSCwsICotEo+QWFFBQWY1oW+ys1/lP7xcEarL9X/Z8y2q1AkFM+czY/XvlNnvvj8xTmWazbuJU16+rY2x5H+UasaIdYKs22+iYWL17NuAkjkULT1V3P7598m9bOBK5rICQYCHLD+UyfOoXa0SPJySnANAK4rk1HZwtr125m0+Zd1O9uo7Ozh67uBPGEje14PnRCQNCSjKwZxrlnH0pBQS41Q6spLYkQCJg4rsI0DGwng2FIlHbZvKmeTZvqePW1D9i1pxNhQMAy6OzpJRAA5WRwcDEMC7SN1uDYNlp4G58pAwhM0ukYUrjsbuolmXA8VpQUuAjsdIY163ezfnOzl+LpaCK5eXR19+E4zkDaaVYuCQpDutQ1NHLNDx/ioguO4uQTZpAftTjpmKlMGFfM7Xe+xpuLd5CxXdKpJMs/WMrFF5zP5Vd8jbPPOZdwOLzf3RLk5xdw1dXfJhiwePSRh7ntlpuIRnNYsPDwf9jDtq+vh19e9zM2b9rJD6/9CdXDav1r8YE6NOlknBeee45bbvolexob0cpjWZaXFXDRhUdw7NEzsZN9DB1WTE8sTnd3L7btNez7VzJps3V7E3s7esnJMcmNlqJFmngyTldXH5u37WbHzhZywxa1o6rIy88hGe9h5OhRBIM5wL7rAs+jrrKyhFNOOZSyIVFuv6OBREr4wJcPpgkQykUIb3OVhoFpgmlAW0c7JUOKMI0g+LN5D6QDYZi4WiG18EBZsqEoXtiK9INYpPQgu32bpvfLm84a5OVFOPn0Y+noaSeV6mfBYQdQXDyU3l6HD97fyVvvrGP4sGLmzplNcXEpQkRwbJe1q1eTXxKkpLSEaE4hQcuisirKGZ85lhtv3EZldZTv/+DLFOQVo5SmuzvOk4+/wmO/e4L2eBrbkf9RG3giEaelaTerPlrBC88+y+qPVtHb3YOjsnJY/I9+grUPvEopfLYHPgDredMYvjdTMBL0Ugu1orsngZQGEkFfXwqlHRJJx2dX+p/tf6MsmJtt7FQWJVQgXIVtuySSKdra2lm9eg1SGoRCQQqLChg3dhwTJ0/j4IMPZuy4CQwpHUIkEuFT6af+hSs3N5cTTzyJ3NwgV199NY888sigLGiwBuufoKQ0yMsvROBZYwglUNolaJhYlkE4FMQ08hg2rJj+vhiurejq7qMnkSadySCUxHEdLMskGAySyWR8j2UTx9ZoocmLBrng4rOprR3O8OHDSca62bZ1O4YZRtneIK+nt4fm5iZsV9HR0cKWLfX09aRo7+rBVi6WFaC3N8arLy3h4EOm8pmzjmL5BxvYvHUPG9Zt5+qrruWO3/ycmpoKkCbz5h9KR0sbN/7017R0dNLXLUmmVmCaBmNqhzL/0OmYhsmbb2/gyquvo3JIMXs7+rAC0uszFcTiDr/45QMsnD+VBfOm8tQzS0lm0rTvdSkuKsDOuAwbOoT6hiZ+97tHkKbBT35yHQUFhZ9qrzYMg2OOP4lMOsND993Fl792JdFo3l90P23b5uWXnyUUambevEs/8ef59q6kEnFu+/WNPHDfPWilGDZsCAFD09fVixmQ1DX1IIXkootOorAozG9uf4JE2pONKselP2NTWV5I8ZAifnDNTaxdV0dhQS4//OklzJk7hc62JpxAkBeeeYWnn1zE1BnjuPTS8xheM4KMA0pb9Hf28u57y9i+fRex/jjFhVGOOfIA6nfW0d2ZoLu7n0hOmFh/grIhJRQWRTjiiAVo7VJYWMjECRPo6+0hEAyQXxQlk8kghEEobFBSUkI0J4oGWppb+MH3rqe5ZTOOlmjXxTC8Ya2UEmkYnkQ7k8bO2GB64J1lmd7QWWUwTQMlTc+2BUlffz+GYSK0xs242RGi11FoyZ+00IP1D6l9Q95UMsGe3fXsbqhj/bo1bNm6hb3NzbTvbSUei5FOZ7BdF6X2U2kIzz5gPzNk0Bqllf/X2QQcX70mpXemkF64o5RgmRZWIEAgGCAnJ0ppWTklJaUMrR7qDX1HjaK4tJSSklIKi4qxrI/3S/9JZ4HBGqy/Vf2fGHYAmUyaX/zsGn7/yENoDa7rgQmGZZGfGyXR349tO7go8sNFfOXyiznymKlIMmzasJzrbnicWMKgqqKc6poKhlWXUztqGBMmDiMQFB5dXCXYsHElv3v8DT5av4dk2gtgkEJgCInj2APT0mwi0uwDZ/Ld711CKOIxlrIH2SzjZB+w4bNQlMuKFR9y970vs7OuDa0VQ8oK+flPLqR2xBBsZfv+KQ5CK4Q0ISufdBXxvl42rd9Gy94+7nzwbbp6UiitUELuOyzv/8ILMRBMAFn/Nv/aEOTnBRk5rIgzTp9LV2ecF17+kOrqEi6+4CgOOmAYAWERi/Xz2JPv8uCjS+jrtz2KPIK8/HzO+fznufqb3yMnJ+fPHpaxWD83XP8zFr/zFjUjRnDZl7/K7Nlz/o4PVe/1SMQT/OKGa3nuD8/zy1/fwryFh3sylP3+3Y7t27j5pl/w6ssvkUwk0UAoEOCIBZO47JIjGVFTiCFNevriPPn8Eh58aDG93SlStu0loWbDSdAYQpATsqisLOD0k2YxZmQpiTSsWbuTD1fvon5XBxnbJRIWzJpey+mnHkIkFGTMuNH+JFrs+3pZTxoXXNemac9eXnnlHTq6+tm0qZGduzrI2J5U1fLTuVzlIk0TU0LYMonmWYwcUc6oUdWMGzeMkcOGUlycTyAYIhSKeEliCiReaIkH5nqyVyk9xt2+9ewl1gqJz8jzAEC0oKOjjQfue4K169Yye+5Ejjv2KGpHTcRVBq2t/axYsZoPV63AsJLMnzuTiJXLr3/9W/rTMfIKcigfUsQhsycxb+6BLH5rI/c88DTCcDn78/M558zPkRctxWNwJvjud3/Nm8ve5rKv/IBvfevb/9YeYFprdmzbzPN/eIr169eycf162tracG3t+Suh0X6QjdZi4HOyH7PTcC9Z2JO3auEx50rL85g0uYRTTzqAMWNqiOSEadzVSVNLD0uWrmfj+t30dqeI9aWJ9aVQ6I8Bavs/1rPv64/9Px/k+9iEFE9OC6AFhEIhysrLGTtmLNNnzOTgQw6ltraWouJiQqHQv30TprXm/fff58477+S6664bDKL4B1U2kOXjGSre+8d1HBKJBH19faQzKXq6u+jv78eQkngiAWjCES+0KRAIkJeXh5QSy/KYBIY0ME0T0zIJBoKYluX92bT+7df3v2JprVm86Bm+fOmX6E86A8+sQFASjZjkRvO4/CsXM3nKcJSyee/tt9i+rY4Plm2jozcBSD9B3gbwPINNQBskEmlcAdFwkF/96sfMmT+TSDDssc39MB8UaOWFnhlSIw2DTCZJZ2cfPZ1N3Pqr+1jx0TYyWqKUgykElmFw/IlzmXXgRDZvaGTV6s2sXr2ZceNHcO7Zx3HoYYcSDYfo7e6iva2Hhx95nHDOEF5/7W06e5KYhmT40BIqKvL5aNV2Eo7Gtl20FgSDBkHLIBwI0tkdx9GK3EgAyxRkHI3U3hM9Gg0QtEwIBInk5bBpYx12RnPZ5Vfwgx9f+xcNJGw7wyMP3gOuy+cu+NL/10P5f6pNmzZxyy23cMstt3xiT2WtPb1LJp3kN7f8iv+64QYytsOIYeUMKcll765WtIDWnn5CVpBIJEBFWT5Cm+xpaac/EUe7kvzcCFbAQkhFPJEkmVaEgxYzptbyne9dREdHB7978A84SrJhcz1FxUVc9c0LOOTg2bgZB6FDSCPEyy+/zEMPPkZJaQELDj+Y9rZWdm6tp6+rn+279uIoje04VFeV8f0ffJnRY0dQWV6JUi6WZYL2kvQ+fkzY5y+YZVLV19dz4Re/w86GvSjhRaFlh37KVSDwCRIuQnqSbkNqwgGTqopyhg8vZ9qMSSgtqd/RyPIVa2lp7wAtSToOjuOpiBzXBQELF07gjrteori4+FPf18H665TWmq7OdrZtXsfypUv56KOV1Ndtpbe7h0zKY8o5Wg+wLb33hr+W9L6eUOn9/5g1WNmXaPaxvc7/rfSVRFlXbYQY8LQ2/E+V0lt/VsAiEolQWFREeVkZxSVDGD58OKPHjWNozTAKikooKSn1FTeD++pg/XflsxqQgItC+ueUrIZs3xkmu16V2kdS+U+o/zNgB9DYUMfnzjqZjpZmcnOKOerI+Rw6ZxqVZfns2VPPfQ/+jp11fZxx2me54KIjsEwX7SqSiTi9/Q5CmOTmRrACBqYpUQ5IaWM7KXbtqeeFF95i+fJtpG1Bbk6QdDxOxnFxtSaVdnyzfzUAZoRDAWZOH8dV3zif/ILIwEMqC4oBfBxH0Dh2mt1121iydAtr19XTn0ywdUcbhy+cwsVfPJaiklzAwECgHC9oQgnPo0wi6elsY/Ombbz17gYWvb2NeFLjKBctBErpAZBn/4W1/5/3LUTvV17U4oQjZ/DjH56NYSjWb2rioYffZs2G3Rx++BTOP2cuIypLyDhpln24gRtvepUd9V04rsRRDsFwmNPPOJvvf+8aSkqH/Nnho7enh8suOZ+yikoc1+Xiiy9j8pSpf6dDynoymSiPPvwSd99xN9//0bUcd8KJGEYWrPNSV19ftIgbrv8ZO3ZsRiuNRDJieBlXXnEyhxw4gpxwAEdlWLZyKw889C51de0YhsLFYG9rH4lkeqAJEkIghURqjWUJCgsi5Ofl0N7RT388jXI1QnqTLMMQRCMWV3z5RMaMqaaqqpLKinJcpbzJvnL96ZT2fOeUg3JttLbRruCRx17jgUfeJJV2kYaJaRlIFKFgkGDQSwMLhgOkMw7adcmkMtiOQzBkEckJUFQQZVhNOWPGDKWoOJfionwKCoooLSkmHM5FYHgy1YHjisfkG5iOSt+EWznsbqjnqadfYvnyLfTH0gjhMn58NRdedDYzph8I2kJIQU9PnDffXMJb7yyhuaWe/t4UyaSLozMEDIMZ00fwuc+dTmtTjAcfe4GW1mYMQ3HYwslceumFDK0eSX9vkq9/4+fs2bGLp95a+n+WyvyzV2dnG1+55ALeX7wEV7m4eK+71HKAHaqEd1f2B+T333S09n1oJAihiEYjjKgdwrjxQzh09ghmHzSZIWWVmAaYRgCFpi/ex+49e+jp6mNnXTsPPvA+HV1x2lr6UWrfcCJbWUDX+8N+AB4f3/w+9vdi31Ah4IMXhmFQXlHBlKnTmHXAgcyaNYua4SPIzc0jHP73lNDG43EuvfRSysrKuPHGG/8bq4HB+uuV3u+/HnNYa00ylSQZT5BMxmhpaaGzo53Wtjaa9jTS1rqXXbt2sauhjkQyQSbtYmc8WVd2uCIMj38qhUHAtDyfR0MSDoUxLZNwKEg4EiG/oIC8vDzy8wspHVJBJBIhGAxSUFBARUUFI0aMJCeaRyQSIRL580HYYP19qrNtN5875Ug2bN+L1B5QYRiCcChAYX6ESy46j9PPORlpaLpbm1i75kMef/QV1mxoIOXgKzZcHNfBMAwymTSmZeI4Lo4ShIIBvvPtL3HqGUcRDUUHHETBfzZqjcILCTAMAwTE4x0se+8NfnHjY3T3QTJjo3ERSmMZBsUlRdSOHsqxxx9CSUmE++56isVLthMIGhw4ayJnfOZkDpo9BcOw+c3td/LaGxsQWtLS2kkyo9AK8vJC2E4GjSCdcXAdz+6ldmQFX/7KuTz3h+dZvHgjrjIIhU2CoSCRUJB0Oj7gI40hieRGCEYsNm1oQMowP/35zzn/gov/ZFj6v5fWmnQ6yYN33sHQEaM49sSTP9XzMR6Pc+ONN3Lsscdy8MEHf7LvCaAVjpPhiccf5tvf+jbxWJKqyhImT66mblsLqVSGzu4Y4VAu55x7DOvXr6V1Tz/jJ9Xy5tsfEM2JMn/BLNpa97Jm/TaSSQetIBI1GTW8kvKyInp7e6nf2UIs6ZKXF+LMM45n3oKDGVZTg0GEzq699PV2U1kxknvvvYeKyiEcfPA43nnzXd5bvAYtg7R19NHe4SloQBAKGkyZOpxTP3Mk06dPo2boMEBgGpbfE4j9DqJq3zBNS5RWLFr0Kj/+8Z00t3bhaoEYIB7sG9oagGlIEIqAGSQnbFAzdAjHHLeA+QsPprSsDNdV1G1v5IfX3EhLaydaS5K2g+24oCVau0TyCnniqduZMePEwefc37m01sT6e9m4fjVvvf4qKz9Yxu5dDfTHk7hKo5Tr+2GCixw4Y0o8BUc2bBEh2Xe4FwMfXL8HFVkrHemfRTF8JZDGBCzp9YGGlJgahFQEpEQYkHJclBKkhEY4Hqwn0WjpDXuF1kgEhumxOwvyC6iqrGJkbS3jJ09m8uQplJVVkl9QQE5OdHCN/UeXpyhkAJrznkGOq7DTaVylcGybTMZLWnddd4DY5CpvL3BdB9fJeO8J5YLyPgYCAUx/OGtZFsFgEMvymKJZUsy/Uv2fJLHZKq+sYvYhh/DHPzzLsUcdzxVfOdbzTNJQXCKpqsjFTudz+qlzCZsusUSMjo5uWtv2sn1nEzOnzaK0JN9rpJWiP9HOR+u28uGKTWhyqaocy1VXLKC0pIhASNNQt4tFr71N4552+mJpXFeRcVzSttegF+TnMnPGZHJzoz7DR5OVm3qlfRAta/DvATVtre0k4jafO3MhqUySDZubWfTaKm5s/x2XX34aVdWFSBHAskwMDFytvKRaZaNUhiXLt/PG4u3Eki6uC75VxL6DOVmQTnz8ED1Q2jOLFxIpJDt3NfHh6k1MmzyUKeNLue4np/Le0h385s7XWf3Rdr7whYUcs3Ayc2dPobq6nLvueZtX39xMMiNIJ9M8+/STZJIJvveDH1FVNfRj3y8vP58rrvwmP7v2R1z25cv57YP38bUrr2ZozbC/+SLWehJvv/U8d95+J9+/5kccf8JJ+/noaXp6urnjtlt49MGH6O3tRgpJOGxy7FEzufC8+YwYVojEoL5xNw/89j3efX8Lhy2cwdeuOJl3F6/i+RdXe1Nzwb5mW+CLDcFWiraeGO1dcXC9e6GkNzkXQiC1h9w37W6jdmQNiVgM17ZxHAfDFCjtDLAyFcrfHD1AI+0qtjc042oIBExCQZNhNWXMnDaGmdNHU1xSSDgSJBAw8YaikkQ8RVtrNz39cerrmln90RbefGM1Ly9a7U1NA5KcSJDq6mJGDq+guqqMyopyaqqqiERMlGtjBYLk5hcTDOXgZhRSWuyqa+TRh59l8QfrSNmO//PBqrUNtFx3Gxdf/FmOOepEpLAoLMzhM585hsMOP5Q/PPk8T/3hBYR0vCgWAw48aDKzZ8/DsWHMxGn8/vFneG/J+7z5xga2bf0Rx524gI5Oh8b2Hq759W2UlJb+TdfQP7pc1+HZZ37P8mXLvGeA9hIAwQff/U4pC0Fknz1ae7+XUg4ACtJvsCORMIfMGc13v38GprR4+42P+Pl1TyANybDhJViGSSyWIJly6O1LEQoFaG/vp78vjp3a1+Dvz2ocYBBnQULvf8J+jLw/ZeNptAeQS4nruGTUvr+v27mT+rodvPTCM0QiORSXVTBp0mQOPPAgJk6czPgJ48mJ5hEKBhHyX18WnZOTw1133cXXv/51Hn3gAT53wQWDoN1fqf4UuNbaxXEcUqkUfb09NDY2snHDepYuXULdzh10d3XQ09OLncrgKhelxUCiofBZKPusBeQ+cFzu83FMkxxgs3TrXjyvSO8aBr5W1gsUfF9IiWWZ5ObmUlhUxIiRtcyYMZOx48YxbdpMCouKCQb//Rmn/yyVV1DCIbNnsmnnS4TNEPlFUeLxOBknQzKZ4NGHf0/thNFMmzGZ3PxSxo6bxAnH91HXsIe+1gS28AZu4EkyQVBYWEhHRztagZ2xicVSuK4X7CQ0aOkNDD1ul2dNoVHEY73093Xy2MOP8uKLq2jvscnYGQwpMUxJ0AoSDATo6etn2fJ17NqzlzmHTuT0s46lelgVryxazrvvraGhoYUFhx2AIM3epl5+fv13KS0OcN+9v+cPz71PSgt64imk8JjYlhVAahvXzdDa2k1ndxfnff4U6rY3sauln0Qqg6theHU5w2rGsWb1FhJpG0NCT3sfJVUegLh1UyPX/+xn5BcUctppn8H4FKCdEAIzGODM87/AnTf9mmE1NUyaPvMTvQ+Ucrj//ns44YQTPmXIhBfO9NLzz/LD7/2A/niC4TVljB5VQcvudmw7Q2tnL0qbXHDOsZSV5fLiC3sYNnQYa9dsImAaXP6VM5k9ewI/vuZWevqSSCkYP3YEvV1ddLZ309XZhdYmAotxtdWccOLhHHnkwQRDFon+OCuWL+Xh3z6FY9ucdc6xzF8wHWHYvPjCa3z04RaSGRcZgO5EkrStPAsXLyGM1et28eGa31BdXswJJx7GlKmjGDZ0OGXlFeRG89DaW1eOcjGl6TM7XZSj2LZ1D52d3fvODto/x0jhs6G8fsNxXQxDY1lQWprH2eeezJz5cwiEJDnRQlr3dnDffY/T3tWL7XgHYNt10EoiUEihOPfok5g+/YTBZ9rfsZLJOM27d7P4rUUsfusN1q1fRzweQ2tPieVq4bEf9wsGUX5Tr73xwACQ509cB5h3A7dRCz+oznsfaa0Rfkgf2iMkGFISsQzKAwbDAwGiaEotiSUgWmCQW5ZL885uXAdiSHa6mnROAeHiPNIIYv0x4okE/f39pBJperpj9PT0sWtXI+8vfR9pCCLhCKVl5VRVVTF12gymTJ3C2HETyc8voLCwCCsQ+Ifdh8H661RWkS0l/pnCA95SqRTJZJJ0OkkqkaC/v4+e7i7a29vp6Gins6uddDpNvLePrs4ubP9z4vE4ruP1iK7rsd6VUmTsDHYm4z3DPNgYoUBrhWUaWAGLcDjsy7lziEQi5OblU1I6hNyCKAX5+RQUFHPArIMZUTt2v7Un/umef38VwC4QCHL6mZ/jnTcXM7S6CFN4koP2zj089OiTLF1Rh6Ej/P6JJykulqzZsIVt29pJxGwSmQzTJu/iup9ejksvH61ew+uL1lAzfBxnnHEWNdUlBCyB6zo+3KIoKy9GE+PFF5eQSHUgDYGQEkNKyoeUc85ZJzFnwRSkAWhvQ8uWHKD1ejc0O40wTMmEydMoKWsnFAoSCgWZPH0K48ZVc+ddf+T+377NeZ+bS01lIbYAKxDCtEKYpgBts3FzHS+/sZH+hJdAm+U7sR9ABx8H60zTf3gqyLJwgqaksDBETk6Q9s4+bvjlHzjx2Fmcd9YhWNLg8EPHMn50BY8+sZRf/vJF3n57E1/50lHUDqvkB987hbHjyrjv/iV0xlKkUimee+5Zmva2cN11NzJhwsR98jchOOig2RxwwIFs3rSRU089hXvvvZNvXP1t8vM/nafJJy+F1u2sX7eHX9xwAxdc8iWOP2kfWKe1prGxjp//7Fpe+uNLOHYGUxpUlOTzpS8dzYnHTyVkOvTG+3nxldU88eQH5EYjXPOd0zh0zjgCAYP2zpE8/dxS76Dls858EhPZfUwr4Um32Y9q63/M/tjpjM2qNXUcNGs0kaGFOCoJUngTLu2gfOm3lCZSGggB6XSS5557nw8/3I4lJTk5AY47ZgbHHHUANUOrMSwTLSSGsDz/HSG9EAHlMmpEJdKwcByH3Xs6ePLpRSx+bxVp28G2XXq7++jujrF2zS4ADCnIjYbILwgztLKQ8WOHMWxYBbNnzyEYykVKTUFBCaFwAYYRQjtxHFy0C7iKPU393H3nE+RGoxw653C8VFrATWFaacpL8mhsydCfcnFdxTvvrODQBfMZPrSWcWMr+c53v8zCZbN55JE/sHb9Jm66+TlyivL58U9u4qijjv2ne9D9NUtrzZbN67jv7jtIJ9P7gWHes8XdD4z/7+SoWTlftqTwGq1wxOSIIycxqno4puHSf8BQNmzeyc6dbQRDBtXVhaScFMFIiD0be9i8qZ3e3pSX+gZ+s6+9A6bYt97RYBqGlzLn+2Xun3i8j0HiTa2U/4YZMDZ2s3YCWTanxtWQ7osRS9RTt3MHL73wAuFQiLLyIYwZN5Fp06YxfsJExowbS3V1DcFg6F9WHh2NRrn1ppu4/utf57FgkPPOO+8ffUn/0pWVeNkZm3Q6ReOuOurq6tizu4EtW7aybetWmvbsoae3h1Qq7Ztlg9DCH719/H0lpURoAAOVndRm5UHKQSiJFCYa5TFe/feJlsIfLHoMBe0pHomEAySTKR+WEShcnIxLKpGho62TbVu28fqiRYSCAcrLyph10IEcc/yJzJ0zn9y8gn/Zdf6vUqYV4pRzLuTV15cgjACGoTGNCK1tGRABuvv6ePzhxxldO4xgJEBJ+TAmT++huqKIvd02WkvsVBLTNAmFwsRiMTraO7BtRTAQREqDaF4urpvBdQWGCPhgroPjKjLpfmL93dQ37OT1V95k3VrPs7m9M4XraI+tb+Ilw2c8r1ArYKCUYveuVv7Y3k1LUxcnnXIEc2bP5K47nmTj9mYeePBFpHQZNaKGyooKiostvviFM0j2Z3hz8RriyQyukNguRIOSwxcegMDm3ffWc/3P72fuweMYM3YEvbHNxOM2TsZmb1sbY8fW8F+/uIprf3IHO+o7qSoO097cQVFZIbWjq9i+vYUffv97DCktZd78hR9LDP9f74UwKCyIcNa5X+Cxhx+mevhICgr/9/6xrm4z0WiGmTM/GcAH/nNDKZa9/y4/ufZaurp7KC3NY0xtNXv3tBGPJWjv7QcpKCmI8tabb9HZ2cew4TWUlxexbv12jj56HslENzf/8j7WrK9DCMjPjTKkKEJfRxudMRvTEBQX5HPl1RcybsJQisuqWLZ0ORs3b2H96q0k+x3GjBmNII4UNps2bWPblh30dLfT09/P3s4UttNOMmOj/FA4IQTKtkllvENmXX0b99zzDNXVJYweVc3w4ZUsWHgIw0cMp6CwBGl4bCe0BxrX19Xxyitvk7Y9oEYKMCyPmaf94ZtSygvuk5pAMIAhJdIUTJgyltzcMEKYpOIx7rjpFjZs2EwirUimPX9bIQykYeAqh/KqGuae/OXB59jfobTW9PZ2s3L5Ep77w1OsWbGSrq4uTzWmBbYLKAe1v0exEGjtA7RC+wCeJyJU/tBK+ISZAcDO/16eN+HHJbMeecX7PK0V2tWkhaYPh+KQyeF5UUYHJEFTgusQa4rTJiS2CbYhmYRBrDyfkpkzqT14NqG8PGzl0LC7gdtuv4ttO3fjKjClgRYGKUeR7k/TE6tn24563lm8xAumzM2lYkg5k6dMYcLEKUydNo1hI0eSkxMlEokMDkr/qUoPfFR+pwTe4NRxHBKJOP293bS2NrF7dyN7W1pp3dvC3pYWWve20N3ZSTyRIJn0/DYzTsZjIrva91sUHoAsswGL3kFGa4mQHmECPMILPo6jhEDtFwjpDVzxe7xu73QmBEIKtPC0aab0HDsNCUOHDmXS1KlUVVWTsW0KCoqYNn0GVVVVFBaXkZef71tR/ePqrwLYAUyfcTCnn/0Znnnhj4yqDdDfu5ffP72ItRtacB2T4vwwrW197Nrdw6ZNzfSlbI/dJCSNexq46957qdvVTG6knLPO+iyTp4zENLwDouNqtLCQeBtYwIoQCBjEE3GE9jzkQmaQqTMmctIpRzFx0jAQnsfdQC8gpS+rzE7TNdq/2R4NXBMtKCYnrwBHOf7DQXHwIdMwA5LrbniSn/58N1+9/CTGjS1F4SKVSyAQRjkZ1q1vIJlyvGma9sImxH5+VfvKPwz7/lE5YQvLEIRCFsNqytAoFsydygEHjiWZSvDe4vU0N/WyfWcXtaNKkLhUVkS56oojmT5lGL+5+00u++p9XP6lYzj+iHGc/ZmDGVpRzi9ve4k9e7pI2TZL33uPb3z9Cn76s+uZdeBBHwMTLrz4Yr599dc57sQTmDNnNnfecStXfO0qotFc/vpeA4K+PslNv/ovZs9ewOfP+yKG5cn8tGOzevUqfviD77Nm1SqU62JJydSJw/j65UdzwIwabJViyfLtPPLYcjZv38upJ85k3qGjqdvVyU13vMxRh01BuQpXCQwpEcKTrgifaSeQnqxV+BNyIXB1lmXpl+sldSoBLR09tHX3MS0niNJp0F7TLX0POWl4aL5C4aQz/OHpd3n0qfcwjSAymCEUNCgqCJGM9+K6FUgrQDb9VmQ9SgQo7QHOCpCGwfDhVdRUl2EZBo7S/iZsYAjlgbzCS5NNOw5723ppaenhw492UlYawbBM5s9biGnkUDKklK9ccSEHzz6IJUtWsGnrNjp7+kjEEyjXZW9rnHvv+z0jR42ksnwEaJOGxiZefuUd9rZ3oZGELBPHsVm3YQ8//OGvuOyyc5k8aSo54QgL5s+gemgl37vmerbVN/LZM7/AiSee9G8N1oEniX590Us0N+3dJyvdb9PSQg+8dfalee17Fnivj+dtJ6XEDJhYZoA5s0cxY3oNm7ZsZuWaLbS2xjjttLlMmTwCS9p0dbVSv6uZ5pYkq1c2E80LEovbaC2wbZusybA31vAdIfxHj+t6k6n93/tiv49SyH0TV/86VfZa/cOAGGDm7bMUyNjexpmTGyAe76OuLk59fQOvL3oZKxggLz+fyZMmc+ihC5kydSpTp00nGs31DyT/OuskkpvLt26+mXvvvZfW1laGDPlzm4HB2r+yRtn7JOGOY9PW1sqWzZvYvHEdG9atY+eOnbQ0N9Pb00vGdXy7AQbW3L5Ri2B/k6f931PAPp9Y4a1bpbOMU89gXWmNMDRCmhiG12ZqF7SW3vsVL6kZPG/V7JWD9x7VKhsS47HvXEeRcNPUN+xm1649vPzCi4wZW8vpZ57NCSedTllZxeD6+BuVEILxU+dy6Ve+zO03/5rWjjimaZJxNH2JFFXlRextaaO9rZeakaUgFL29HTiOTSBgoJRBOFRAf38/tp3xpaCavPw8kokEINjT1EQ65ZAfjSIMCekUe5rqWL/pI95/Zy2Nja3s2tNOV3+cTFqgXI0rNMUFRcRjMWzbxvBZnq7SqLQ3DDEMRX9fnHfeWMX2HY2ccOJ8zj3veH732EusXL0T25W0tHbzmzsfYu6c8bh2kku/di4zD5jAk08tYuvONlK2i6tsXKG46mufZ/jwRTzxxNssXrqRYVWVnHPmyTzz9It09Dp0dMZ45dXFpNJ9DKsupq83RVdvL6VFRXS29DB0VAUV1QXsaWziO9+8moceeYwx48Z/irUrECLKiNFjqR0/lsd+ex+XffWq/exN/rxaWlby2KMvcvU3v/mJQaEsA3fL5vV848or2Vm/i9raoZSXFlC3rYFkMkN/KoPraGZOG0dfXx8N9e04KE6YMIbernZOPXUhS5eu4M23E8QSGbRWDCnwAh1Wrd6ExsB2NSYGw4aXM2fBdHJywrz0wltc/193k7BdhBJMmzKaeYdNprerhzdfX0I6nSSRyrCnOUZfPOH7CEtfLq0JBYPYdgbbVoSCEVKpJLZysOOCrdtb2b6jnUh4Da+9/gHDayoZP2EY+fn5TJg8jgkTJiFkgN/97ll2Ne4FKTGFGEiC9V6bj7OVAY+FIqGoOIqQaUzTwDAsPlqzmRUr1pFI2yTT6f0UPx7rMRgM87Wvf5vDjhz7Ce//YP0l5clee3j3zVd47JHfsmH9BtKpDEIbvsWTFwCiXE/+qvx7hPAIHq6/JaI9KZHG9c680gBfPea6Lh7UYfjMYP97Z4daPqiX7VwFCmFCBEV+WFJtBpkRDTMs4JATCRM2LHRKELVMSkxvaKtzBLpsCGrcNDqGDseQmkBQEhQBJo4ZwbzZs9hZ30zacXDtjKfa2E955l8QybRLMt1DW2cfmzZvpqxkEYlUhoLiIYwYOZxJkyYzafIUJk6aTFlZOTk5Of5z+59jj9Va09/fT17e/xy+E4/HCQaDn9p+4B9Z+6tzNNpTNGbS2HaGVCpFb3cXzc1NtO5tpb21lV2Nu9i2fRt7djfQ09NDMpX2QeGs4kYTDAZxHRfTsLAsi9z8KIYQaMcF28bMJAkgCBimby0kSbkOCdslozVJDQ4MMOo0whvoDrAU/PWeZZdqjeFLby0zTMa2AY0rPfKCKSQ7d+5mZ91upPBsNkxDEgwEiOZGGTqshnnzD2P2nEOpHTuJaDT6P+5xf6v6q3jYZat17x6+ccWX2LH1I5xMhlRKYBgB5s4+hDPPOI7JE6pJJLq55+57ee6VNWRs17uJUpAbzeWUE4/mM6cfTl5uGPywBulvfEp5Mehap2hp3cmTTz7DO29vJZFSVJSUc9pphzNn3kwKCiKAJ2EB1zuE+pRhAegslVIIHMdBuY5/ABW+FAYQWXmNRiiXzu4W/uv6R/lwTSuFhVFOPXU2B80cwdChpZimBdrhjtue4rFnPsK2PW2/KxhYnIZhEggYOK6NnbEHQMNQOEBuxMI0BdMmjuKb3/gseYUh+nr6QWmKi6OEQhb98SQdXT0I7VBaUkAwkP26gj0tvdx+11u8v3wnRx85jUsvWEBFcZjNWzu54dfPs3JtAylbI6RkxvQZ/PS6/2LWAftAO601D957Bzt2bOYb3/4hb77xJrsa67n88q8TieT8tZYGaE0m3c/tt/wXm7fs4YZf/ZLCwhIAbDvNW2+8xs9++hN27WognU4TME2OPXwqX7/8KIqLLZpbu3jqmWU89exaTCvA1Mk1FBaG6ehMMmnSCA6fNwFDpLn7vueoa4wTNAI0N3fSG8+Q8T1ElNoHSsDHmY/ZMrQPZEiBEZCUF4c55ujJnHrSXKoqPRYcPjvTA9sc0hmHJ37/Nk/9YSmjRlYzdeJQentifLS2gcqyHE49eRYjRoykvKrmYzJEb3kItBYfC5FQCDpa+3j4oed5f/lK4qmMJ39wFYYUhMMhDCmIhAOUDilg1MgaCvLL2N3USXPrLmrHDuXEkxZQWzOKoBVFCAPXUbR39NDd209Dwx5aWprZ1dBEKtHFOZ87npkzDwIkfT1prv3xr1jx0UeeL5urBij02tUEIiZjx1dzwMwJHDhrMom4wc+uu4cJB8zlxhtvJjc396+3Zv5Jq6WpgfPOOZ0NG3d4UyClkaaXQJ0FDvaXHPxpZaWrWnvPv1DIYkRtIdNnDWPixEoqS0upGVZDbW0lQdMAV2G7MZYuX8X6TbtZv76TVSubiCdsujvjOI7tmU4PTLl8/7z9ZK9ZsG1/wC7rm2P4kprs4cn1rzsbimFaJslkEg/UyIKR+wIrhPABchShcJBgMIhSLslEyp9qeZOwosIixo6fyKjRozniyKOZNGkK5ZVVf8ZG/Geu7du389Of/pSf//xnDB1a84++nH+q2h+UzmTSdHS009zUTH3dDj5atZLNmzfTUL+Tjs4O7HQGpbKeSdn16oNkOmt0LQaYnlm2us7qe/S+9afB7xU80C27jKK5IaK5IUKREALF9JmV1AwtQTmC0iEhNu/Yy7IPGmne1YudcRFaDYCCA/if+Lgs4k//PJCo53McrECQKTNmcMXXrmThwsOxrEGp7N+q1q14m4vOO4vmnhRSC5QWGEIRCRkMqyrlhz/+IeMm1SAMTXvzDn553W2892ED6YynbEinUigFgYCFaRnYGccDcJWmorqM66//DuPHlJNI9vDe22+w5L31NO5upaGxG1caHpNOeIb/SrsoAZFQjvd1tbdXDwxxNAM+U5bpMZ1Nw6R8aAG1tRWMHzOCd99bw9at7fT1xzEsyI8GKcrPJZJjcujc6Rx34rEsfvcDXn7xXRp2t5PMOBx77Gw+9/kj2b2rmet+/iA9fS7Dq4oYPbqaTVt3s3t3F4YlCEjB1GljOemkudxx0+8J5wRJpTOkHEnlsCLqtu8m1p/hwIPncPud9zBs+HDg0z2TY/293HHTL5h/+FEcdMihA/2vV97Xicfj/PLbX+Ow405j7rGfjImf3Yta9zZx4fnnsWLZhwTCJlMmj2Tv7hakEvTEE6SV5vRTj6KjZQ8fLN9EylYUF+Vy3jknEMkROCrNbx98jZb2fobVDOGzpy3kw+VrWL1hJ7FkGtcRlJbkc+XXzmf4iGLGjRtL454Wrv3BTWzZ2oRlGZQWF7Hw8BkIO8OOTdvJzc9l3aY69vYkybg++w3PS04YBkgD17UBD0xxHe3L+T3wTkiFcjxmHAIChsQ0BJGQRW3tEA45ZCalZZU8cO9T7Kxrx/WoxliWQTZ8LJlKIYQcIAGYhiAUNMkNm5x99gmce95nCYfCBAIB7rvnUe688xHiaRfb9fNgtUL5YPIxxy3gppsfo6Cg4BPf98H65KW1JpVKsnTxmzz8wL2sXrmSZCrjnXddXz6tvVBFIb3/5+IHmGVhtaxEDO/sIPDZSB7NHKldT12klf9vvKHUx849+0F40oc9hBAIDWEEleEAUamoDEiKLJMhQUlJwKLQNAiYkogrCBgGhmniWAZq4gTEQYcSKi0jGDbp64vR1xujqXkv99z7CA1793rsPgXOAANQ73s6DAyQJZbU5OVG6emP4+ITX4TGMk3y8nIZMXw4B8w6iGnTpzN1+gzKKyoJhYK+0ukfs9c6jsNDDz1EY2MjX/rSl6isrPyzf5NOp7nmmmv48pe/zIgRI/4BV/k/158HOihs2yaTSdHd2cmepj1s3LCO3bt3U1dXR3t7G12dnfRmlRC2i1ba8zy0DBJpG42JwB2wHgMoyM1hxrQpjBk9mpqqKsqGDKEv1oeu30Pb5s10N9aTk4kTMDS5wiKoNFpKem2XPqXZmXHYmszQlLZJKnC0BySSJRR4V/+xn8VjmfprQ+wD8QRZ7GdfT5m1UZOAge8JLzQBU5KbE2FE7RjmH34khx99HKNGjsGyAn+3dfdXBey01mzbuonvfuNrbFj/EUV5JVzw+TM58cR5hMNZ+iI8/cz93HLnItIZ76ESsiyOXHg4V111HsGgRinpya5UVnboJWAaCLbvWMEdv3mcrds7SKddAsEgxx42n/O/eAJ5hfkeACIUGhuhAK1wlEetVI4nwUllMh4o5wovHS4UwjANNB4rS2uXdDJBw67dvP/+eurrWlEqwMTJI0jE+1m6fAM9PUlmzRjNSSfOZNSIUpZ98BE/vv4FYjGPIqpwkdLAkALL8ox+XTtFOOCxpqQQjB9dzTmfnUdOxMIwJMqNUV0zjOLSfFCS7u4eTEMTjeRgWha269De0Y7tZBhSUoxlOhhSkEgqHvn9Mh5/ejmVFflcecWxzJk1irb2GL+69RVeen09ybT3M8+YcQA3/voWpkyZNnBo37p5PV+65PNc/a0fcOTRJ/LY7x4iHotx0UWXEQ5H/horA9dJ89rLT3LP3Y/yi5tvZ2TtKEBip5M8/dTj3PzrX7GroRHQ5EYjnPmZ2cyZPZKNmxv5cFU9m7c149gus2aMpqaqlOEjShgzspiRIyoIBiS7dnfyxFPvMKKmmgMOHE9vd5xHf/cmjS0dBMMWPZ0JurpTdPfFcd3sevWubf/KyqCEzyIyhMQyBYcfNpYffO8CL00tyzFH09vbw28fe5M3Xl/H/HnTOeW4GSidJpnM0NubBgUjRlVQUTUUKxhkH/XKb+ZF1n8kuwHjTfQ1dLb1cc89j7N8pXf/hPLWUiBoUVSYwyGzxjP/iHnUDB1Bbm4+yoXu3hjrNu9g/YbNpFO9zJt3AFMmTSIcyPEaPAFaQsZxcNMphJIYliAYNjGEidaSlat28JOf/Bft3Z1Ec8KMHDmcnFAO8VicrTvriSVjoCT5eQECQZNAqJQ7H3qSUaNG/RXWyj9/LX73NS6/+It0dic89uOfHPKzB4z/DhzOHvizptKBgMnY8UM49+wDmXvIJIaUVZAXzfdZbw6pTDfd3X00t7bxwEPv8u47DXT3JsmkXb9BMUinUgPfN/u9gIHJk1KKfQ6RHweq9/+9lBJXKzTeRiWlxDQNTEOgtMJVXgq4VirLOvcI8WKfL0puXi5z541k4fxhmKbFhjUt7GhoZ+1HTWTSLsUl+bR3dBMOBimvGMqkyZM5dMFCZs2axYiRowaGBP+sIIfWmtdee54VK1Zx1VXf8VPP/nNq/+CmbLk+c66xcRdbt2xmy5bNbNmyhfq6Orp7ekgmEmQyGbL+Ot6ne+slFAjiui4Z5e4DybJN+gB/1V9s/vPSF4EhfGkYCLLYiGl6IQAlpYXMO3wE5UOinHzyTAryiwkGguTn5hMMRLHtGP2JGHW7Wnjs0Xd47fWN9LanUO7HGbF/Wn8K3u3PEMo2fUhBYUEe3/z2VVxw8ZX/tGv5X7162hv4wpkn8eGGeiQmhiGRKArzw1RVFHDJJZdx1NFzUYYm1tvMr6+/jtfe2EksrUlnMji2Ai0IBMTAOnP9+2+YFnPmTqEgV7Nn1x6a9vbQ1ZtCCAsp5ID5NXhAnCENr181PIsMx7EJhoLYtu39O+UNpoXPUAgEw6BcolGN1GCaAS+44JAprFi+lk1b9tDTl0GaAsOAcEBy1FEH8PkvnIIpDdat3sIf//gm6zbuYtiwcmprh7BhYwO7GvpwleLAA8fx2c8ewztvLOGNt1cTDIUJBySTJ9dSWV7EG2+sIBjMJW33o6RBSWkBHe09NDV3cuY5X+DKq66mqqqKSOTT9X87t2/h/nvu5spvfoe8vCgd7S3YmTSRSD75hYW88vKLtO7ew/lf+sonTqbVWhOPxfj21Vfxu0ceobAkj5phJQilaWvqRCtFdzLFKScv5Lhj5vDD799Ca0cCDMXYUUM58bjZCMPl4Ydfoac3TVV1KaedNJf2rm6ef2kZ3V0JyssL+ewZJ1CQbzLv0Gk8+ftX2NXUyvZte2hu6iQQDlBZXsyoUcNo2Lmb8nxvrWxp6MF2JT19/SgNhjQ9ljDe2UUI6e2ZuBiGBPaFQlm+pNU0vcATV7mefAvvGWgaknBQEjAliaRLPGkjtCAUCiCEJp3O+KtWIkzL98TVBAOScDBAfm6Az51zLKed+Vlyo4WsX7ORq6+6ho7eOP3xDK4Sfv8CSiiGlA3h1zfdxtFHn/ip7vlgfbJSSrF960YeuPt23ly0iP6+BLYflogPOjh6fyacN4hSPosItQ9i82A2B6UHpBwItKeUGFBxeCQUb96VPWPs++rKH4RJoRDaC5QoMCUjLZPzK4qoLQkTwiCDos/JEFeankySDztirOhOMCovl8qwZwHQj0W9o2nNaLRp0Je2cRwbx1HYtoOjXfbfx7NXku2Fs+CdRvqWLJ4CyvsxvBRl6f+c3ldQWJZJXkEBo0bVMmfOHGYdcCAzZswkP78A0zT/7vtuIpHgwgsv5JJLzmXevGM/JuHVWvPOG2/wixuv48FHbqesfOLf9dr++/r4ucV1XTKZDK17m9m+fTs7d2xj7do11O3cSXNTM7FYjFTaHvB/zfZJAuUvLW9wH7ICOEqTSGd8IDZ7b71+acakMVzzna9TMaSMTCpJvD9GU90uSnt7iDbvRjfsJLe3j6DwQj61UgipyNguvbZifVrxbiLDkt4Y/U4GR4Prq+UGZGtZ5ZPYvz9jgHAgBjRIvu+31n6Iz76BrJG1rBICTG/NmgIvADBgkp9fyOFHH8mJJ3+GKVNnEQz97YP3/qqAHXg3cdPG1Xztki8ydngtP/j+ZYTDBlJ6qZUbt6/h+uvvZOvO/gHJasg0KC7K43PnnMJhh80lFA6ilEPWYUwoB1clWbXyPR7//ets3dlBJuMCBlZAMnZUBcccOY+jjpmPNLyboJTCzWRIxPvY297Kzh2NNDY209Ubo7M7QSgUJC83ytjxI5gyZTylQ/LAcWjr7GPL1h2sX19PrN/gwFnjmTx1FGXleViGQrguPb0Jlnywlieeept4wmXMmHJGDi9iy/Y21m3YhWNrrIBBUXGY0cOrGD9hOCVDciktLqSirJhMJkUsnqCyopDCPIF2bUDiupBMO7S0tKNcm5ycHBzXZndjC5MmT6GqcgiusunpiZFIxjFNTX6eQTAQxHEUy1bWc/Mti+iLC674yuEcf/gUXEfxm/ve4PdPLqc/lQHDYMFh8/mvG3/N8GGj/Aemw3/97Brq63Zy8+0P4iqDxx65C4Hg/AsuJRQO/19WBEo5vP3Gc/zm9rv40uVXc/iRRyKEIJFI8MC9d3PrrbfQ090NQmBJGDtuOKNGFRMMBli7tp66unYWHDyUSy+ezbgxw9B4hzLXVbiOgauk92YFQkHPf6inO40ZDBEMWoRDIW65+fe88fY6unpTpGx3QMiI/vM3mNY+ui48/btlSU495WC++81zkRIcN41yYVfDXn7/5Nu8895mPvvZuZxz1pEETcubWCpFJuNgmhaBUAjDtPyv7rOSfAjFMAxvw95vEo+QA+DO5k313HHbb2lo6iCTsTENCAQMCvPDHLlwBqecfhoFBWUf09Z750aT5qY23n5/JQ27tjP7kMkcMH0qedE84jGHW39zFw11O6goL2VE7QjGjBnBtEkTyM3Jw1GCX/ziIV55/VU+//lj+dznvoAlLBJxmyefXsSTTz1JfzxOxoVIQR6//NVvmL/gsP8Yz5OlS97kki+e5wF2yt1P5srHElqzv9+fzZoFyAzDe3bl5psce8x0zjp9Bq5yGDduIlIImve20dzcxttvrOfDD3fQHU/TuKuPjO3iIghIie3aoLNTcv2x7z2wTe5DEb2Fsd+1AB8LwwBQPqPJ9Bl30mdJZIEay7IQQCQcJJ5IkHZcL0k2EKS4NIexE8opLDaJBEIcc/REDjlgNBlbsGzFdl57bRPvvr2ZVNwmkczg+GEWpinJzy9g9JixHHjwISw8bCGjRo1hSFnZP6VvSSqV4hc33EBRUQGXXnb5v5S84f9SWnvp3d1dnXR0tLNt6xY++mglO7Zvp27ndmKxfto7urB9mfSfAl9/Gm4C+6UhanB9Rh2aATsJ35yOLMMOPHa8EGAIrw00pIFpWN76lxrTMggEDEaNKqaqMoeZM0ZRWBimorKUcChIbm4YhGZXYwfNTT3s3duNEQiyfkMDq1fsprcngefzoz/2nt2fCSr9QJU/C2zJvq+EpKamkkeffJqxYyf99W/GYGGn+/jS50/k9bc/QgkT0zSQuAQsSX5OkEsvvYTTzzwSQwp2bv2A2296hM1b28hgEE9lSMRTnseYHxwVDofJZDK+b47ENL3HZcbJ2lJ4ZtbKHyQbhjGQWBcORUilUijXS6bTgGO7BEMmQ2vKmX3wdKR0qN/ZwKaNDXT2pcg4LkK7hKwAoYAkYAXJK4hwyNwpNOxqZvnyrfTG0ghhglCUlUY54rDpHDJ3KtVVZaQTKRa9sYIX//g+qZTnq5u2XWztYmBw3AkH8qVLP8s13/oV6ze3IKQkEgww59DJVFeV8PILSwmFJb19KcJ5USqqitm4cSf9cc23v3MNX/va17As63+5Cx8vpRSvvvRHPlq2lPLKfN544zU627qpqKxk1gEH0tbRwze/+0PyC4s/+X22M9x91+1c+4MfI4Vi4tThBEMm9dt2Y4ogXT19TJk8jmOPm8OzT7/I9h1tKAXVQ0u4/CtnsnXLZl56cQXJZJpzzj2e+Qum88dnX+OpPywhkhtl7OihfPazR7Ng4Sx2NzRx528eZfmHW0k6HpBQkBvl5FMWIKRiy7qdSB2nuamPvV0p0ipFOBAiYBoUFOaRl5eL7Ti0t3WQTKT8RE5Ip2zPnsXIPveyydViYB0B3mNODei4sITEMi200KRthVSe97UQmkza9vp37Xk3WZaFUhnCIZOgJSnIDXP8sbM594vnU1RYxtpVm7jy698jlknR15/2Ps9ndBmW5EuXX8J3v3v9f8x+9vesTCbNW4ue41e/uIHG+t1o29vOHHzvOOUpIpT0ejfl6Zx9X8Ls4NdbOzI7GNLg+vY4GgHaU+mg/TOGBO/Zpj3bnT8Z1ArpJc4CBBDkSJOhIcnCoiiHR3MoyTUQOIS0wDQMtFa4KkO/K1naG2dpT4zqYIBJ+SEyIkBDymV9wmFLv0170sHRjudHhsD3n/CBRTXQn3ofFQgXNBjCA+LSadtTximfAKM1QhoI/LOR3A9+FN5+GwoHqKqqYubMAzj++OOZOXMWpUPK/owV/7cqrTXr16/nuh98l6OPPJKzvnAhoWgUgEQizpcuPJ8PFr/FHddfx9FnXwD/wGCNrI9wKpmgsXE369et5aOPPmLt2jXsaqijr7eXtB9Io/HAU+mfM9ivJ9JaYwhvD1XaW5vC1bjgh/BJpDAGVA+maXLkgtlc+dULCVoBJBAyLYKmgo3rMFevhp07kX1xb3UIgVIujtb0ZTS9rsumtGJRXy9xV7LXdmhO2djaC2VB+etc+A71wpPBeuW9F2RW3ST1AEPV59/4RyTfQMs//3vvFTnws0oBQngMWENIigqjHHjIXM4893xmHjD7bxpA9lcH7MDzeHrx2Se441e/4tofXMHw4bk07m5gyfvLeeHlD2hti6OE8OSHQiC1i2EYlBSW8vWvXsSBB09E+xMqlCaT6mT5iiU88NuX2NMcw7Y99p3SAmkICnJCfP6c0znhpAORElKJOJ0dbTQ1tbBu3XaWrdhKZ2+GtKNxMxlv8ZkCiUE4bJKTE2To0DL6euOkM5IxtSM45ZTDqKkpJBCQgOMt0uykQmogQ1NTB3945h1efW01WFEOPqiW6oooFeU51I4aTn5+kKL8fIIhCymUB85kmVRK+SmKoJWN60cTK99APpFw6O1OsLu5maamDtr39jNh0igmThpBaUkOhmHR2dvHtq0NlJXnUVNdjCmgoaGNa29YxIZtLZx5yhwuv+RwAobgyT+s5I77XqOrP4GUAU446Xiuu+6XlJV7Xjs7t2/mO1ddxneu+QkzDjyUZDLBA/fcQTSax9mfP59gMPSp14H2D/oNdev5yqWXMuug+Xzn+9cQDIbp7+/jtltv5oF776antx9DCqZOGsZJx89g5rQK4ok4dz/wHju2t3HWaR6gkZMbAUxcDf19SdI2FBbmY1oCoSX9vQl6Yza5eRHycvMIBATppENrezfPvvA+O7btYc+ebhK2prW9m3TGn1D5BpcIfyvxmRvCfwMHg5ILzj+CSy88Adu2qW/cy+tvrmLlsh10dPbiKlhw6AQ+c8YchlZVDxj+Z03ShTD8X9I/7HkbD3gPB8MwfMBNss9nz5s2aSXYsXUn776zlCVL19HZ0+uz/ySja0u4+KKzGD9hJqYR8Mgd+8lwvMOvQXNbJ+8uXs7yZUs56KCxFBeUcsftj9LV14erwDAkoYDFtMnDOPG4efT2p3nplSVs2b6bOXPG8r3vfYuCnBIQgpSd4e7bfs/Tzz3D1IPnctLpX+TEE4/5jwHrAD54/y0u/eLn6eiM4e4nA8w+oz35k3cPDUPiuvtSqbMH/3A4jNYupiWREoaPLCIYhhE1FbQ191BX30bKdjCERTAcpKc3TjrpUDQkl92NXbi2DeAbvnqHAqH3BU5kG7psDUgJ2Td/Gnj0i33Nk/dHj+GkIUthwhASpRXBUAjXtj0w2/AYeYZpgNaEQiYlJTmccOIU0hmHTZtaOPGE8Zxy4lzyciPEkmkuu/Q+WvckiScTNDZ1e68LEAiaOLbCcb2Dc83w4UyfPoP5CxYwY+YBVPpsj38WtlJbWxs/+P53ueCCi5h14CwcR/2vjJHu7m52rF/Po08/zXXXX/9Pzc5TKJTrEuuP0dPdzY4dW1mxfDlbtmylfsdW2tra6evrxXFtb/AvJHl5BfT196EdF0e7fmO07/2xP/iVrey6lBrPZ9afwnsDWzHQQOGLTpVS2VU6IKL1voQvs1EahCInGiWdsQmFTCI5JoZhEI1YVFVHQWiam3qxk4prfnwqhx4yi7y8KA8//jx33LKYvc29KKX3+9p+yqyUA6B41svO/yn2gXkD82SwLMlFl17Gj6697p8SeP5XL6VcfnPDN/jVzfeT0ZpwIITWLpGQRXlhEd/7wfeYPruWeE8Trzz3BM//8SMyjkkilaEvkSQWT6FcMTDUsAIWrutg2zZSGijtDSOElPhnX99LShMIGF5qrNZEozlIqbFTNiUlRRQX53HAQVORQpCfn8eEiWOora3GCMD2bTvobuvmvvseZ8O2NuKxJGiJKU0M00UaBlbQoqQ4SklJMdvrdtPW0o+tXAxTUlSYw8hh5Vx22ZlIGadhZwuJpMuGDfVs39FEQ+NeP4xAEQyZnHjMQbTubWXZigaSGYVWDoV5Uc48ex7t7T0senkFlhUk5WQYVltNyILNm5tBBLn5lluZv/Bwios/ObgG0NvdyeUXfo6enl1s37mblvYUBblhSgvzuPQrX+YLF19JIPC/H2q01ijX5YUXnuOyyy4lGetn+rRaSssL2L6lEcNR7G3vpaqmnJlTxrL4vZXEkzaZTIZQIMiFFx5PNCfMrbc9QdJ1mTB+JKeeNJ+33/mA3bs6qais4KyzjiVgJjAMg8qhVTz/3GIe/O2LGAEDO+0SDFmUFueTlxMinUySEw7Q2ZWgpbOXYNDEtl2GlOZy1JGHcswJCykpKUYp2LFlM2Cybesudu5soL8/Tn5+IQ27Gunp7kVKSX+sDzvjojEwTYNkMgWGRLkuhinQroNWfn8qBa6779mYnb1JKbFtLx3RCnhBFYbhsfNyQkEOOXgy3/re14lE8ti0aTPf+/Z1tLR1kUi6ngeUryILR+DW3zzMSSed+he8Ewfrf6pkIs59d9/Mo/ffT3d3zEu49PcWfwyA8vfHbF+WJZRrlf23AiUM8Pcgz5g/K77OtnvZDs6TTXvrxDtjO66nnNjX4+GpzHy1hNBeOGO+NDgg12RBcT6jQwFGRsOETcPrbQISDAPhaJAufek473Z28dLufiwjQGlehI39GRriLt3pzH4MLO9nUeDtz+xjo+/XCXhXJ13ywpLyISW0trRhuy6JjOP1qH5f7TEI90UGZjMltT/wE2jCoSDVQ6s5dP4CTj75ZKZPn/F3UW9orXniscf49XU/5MxzT+a4k8/ACkR54ve/48H7HiSZSHD1JRfy1Wt+jvHXtJz6/1+Rf137rq+9vY11a9fy3nuLWbFsGbsaPK852w+kUz5gNSCaVniyLDQK1++JfD6kkBjSW6c+X9NT5xieD7zXL/lDTLwzw/CaakaPGs6QkiJAYaCxUAT3NiPqGwnhILQk47re4NSUpBwHV0OP45JG0Jy26bIVfRlNnytwpIv2ATnvQjzwWvssU6WV30H6agx/SLfP51swENYy8C7RA3LZbOyF9FVqQiiQBlJpDCkwLUF+QR4HHHwI533hImbMOhjzbyCV/ZsAduBNFK79/lV8tPQ9Cgokexrb6YklPVNXw0BmcU2dbdo1Y0ZN4NofXU5pRb63GQFOOs5bb77APQ8sorM3jeN473lHeYsrZJmUFBZz+qlHcOi8cYTCOQRDEWJ9nbz52hv88eVlxFMGyXTGi7XHl34pAcJbZCiJNAR50ShfvuQsjjhqBkK4OG7aT5810I6D1gpDajq7W3n55cXsae6muztGa1uMdNoLx4gnUoyfMJTTT5nHrGkVBEMBQGAI0Dg+cutR5RGGF8nOAL/KMxvVNo7rDLw28bhNQ10r23bupq8vRjCSw6FzZzGiJp9EMsmelj52Ne5l+tRyivIDdHS7/PKml3h7yXZmz57E1VccQ1VFPove3MyNv/oDrR1xkJIzzjqH666/kYKCAlzX5aYbfkQi1s/3f/ILDDNAPN7Pvb+5mYqqak4741ws69NMBLwNqaenne9c/VUCZpALv3QRzc2trFm9kQ8+WMoHH3yA49iEQwFOPnoal190KKEcg98/s5Qnn9lANCz49lVHMGvWSEwjCJi+xEqRn+8lBynSJJOalqZ2cnMLKCstor+/Dy0kqXSacDjs+RkKL70mlfDYj+s3NbPotQ/ZvbuVdNpFu4LeeIz27hiO7SX9ehIHQSgo+dxZ86iqGsKmbc2sW9PA8KEVHHHEFIZWl9DdFWfHjhb2tvaCyHDIoROpHVVBQTQPjblP1oX0pVsCKSx/0/Glh4YJGBimRCuFYZgfY0y1t7azbNkGHnz4GfpiHgMkmhNkdG0pX778i4ypnYAQgf1AoSwVHn+zE+zcuYfbb7uHzVs3YTsK19U4toMQBtFogDPPOIY5c+bwwdI1PP/iGzS3tRMMKE487mDO+9w5VFYOAy154/Vl/Ojnv+SUz57P93907X/cRPajle9z0Xln09rWOzBB99Z7liqePeDjNSqu4GOprPtN/Dw/Eb/BEp4UekhlLmPGlHPEwslMm1RBPJXk3fc3sXRJI3uaemhv6yWrxNWIgaZHK4Wh/b0Vf1LPf7Nh6H0rMusBpsXAluUDH37epiEwTAuVsT/2lYQUA8ET2WdX9gBh+iE62vCmTwfMqKWqpoDKqigvvbyeZUt3oBxvw3Rdj0ZfWJRPX18c11G4rov/ZMYwTIqLS5g+fQYHzZ7NkUcdTU1NDXl5+f9Q8E5rzZLFi3nqid9xzDGH09rWwxe+eOFA4nU6nebll19kwYLDyMvNZcPG9dx33/2EHZcvfuUrjJsw4Z8GfAR8+bYiHovT3t7G1q2b+eCDD1ix/AP27N5DZ0cH6UzaV6cYBAMG0ZzA/2PvPwMsOcqzf/hX1d0nT847uzubc97VapVzDiiCCCKaZB5sk4yxAYNJBhNMRgRJCJEklHPO2iRtznl2Z2YnxxM7VL0fqvvMrMABG3j+zwtlC4WdM+ec7uqqu677CkyeUsPM2Q0o6ZMvwPat3fR3DpAv+YA6ATSeOF7L8IwYaxHj7rfCWsrlFqEPrQi7Kie+RoZgtRACaTtYtvEMmzGzkbPOmsq733YeiViCfYeP89yzuyn6LhddsJwVi+fRNzzIpz79c1549giFQgGtJL+rPBp/fsdZCyJq0hAdCMxnaGlu5uaf387y5asnCIH+Mv4QQ6mAW779j3zxX7+Lq22kglhMEotJlsydxfv/z7toaY3z8rNP8uQTG+gf0/QPDFMsKIRlky8YprxhxBtfsahAt227zHoSUpJJpYjbkurqCurrG0gkJC3NDRSKeepraqmqSlPb2MTceXOZPmMy8YQAaYf7gIWQFiooUCwNs+GlF3n0kY2s3bifbLZAPltEa4t43EHaxls54dhIqdHChAUMjYxQdP2IAk11dZrGugzNzXWcfe5JCOUzPDjKyy/vZu/BTvOzCAQBLc0NzJ0zjRde3Ey+4KGlIp1JcME5J9Hd2UNH5wC2Iyh4MGPmJArFPNu2HKRt2mx+9os7mDP3vx9A4LpF1r34DP/0D3+HW8qSLZQ4eHiQ+uoMC+Y1UVtdx0f/6ausPPm0/3z9C5/9vXt3c8Prr+fAgYNMaa1h2bLZ7Nt/FDcfMDaSJ1MZZ/Wqebz66h5Gxlx87WEhaZvayLKlc1j38lZGskVapzbQ0dFNLh8wfWorb37zJTQ2pRgdG2Xb5n2se2knqaoMR492kM1pEqkE1dUVjIyMUJWM09bSQP/wCMOjRYqeohT4WAQ0N9ayavlsLr7kdE4/53QcJ2lqx6CElA5aW2il8XwPKQSjo1n6+4cZHh7i6NEjdHX0UciVyGRS9PT0kcsVGR4epn9wmKOdPWgVWlpYBqhRytRsSqnwbAGOHQuZMAGxmJHGWlLi2JKli6dx6WWns3DJErZt3cf3vvMzBocLjOW9MDHbQkvF7Lok9z+7jZrGpv/NI/mX8ZqRz+f4zte/yM9vu4VCzjS3ymEhYa0egPEw1NrUbNp4IhsVURDuGxa+sMo128Szgfll46BMmZWuKasvkIRNI1n2yStbVABSaKRUVDkOK5NxPjSziRnxFKl4DOI20rHxbY2WGssHGRgXvKJyWd/Vy1cOdONZKVwhGSwpRn2zVgXKL++XWr+2sa1P+PwRq9QEtdjUZ1KM5vKM5t3wGgSGGSVA6NBCI1IjSYkfNfrKqimTmFxRUcH8BQu54vIruejii5g2bfof9cyye+cWrrvyEkZGx1iyZB5aSbbt3IMfGALLheeeyTe/9x3qm/54FkITr61Siu7jXbzy6kaefvpp1q1dy7FjxygWSoZhNkFBECl1yvfL0EaQYTBXNLcmBnpqJjZhIxJWeD4RMgSSIyKJQMrQIkBKMtJmRsZiaWWcqTFJxraosjTP9RfYky/xlhaHJTW1VMk4acchsCwsqTle1LwyWOLloSE2DRUZ9HzGQjZgueEbfjrEOABuPokaP6uVC1RZ/uyCiL4ZfeYwRVlrQ6kREcNThg09AwZKYXwda2trueDiS3jLO97DrNnz/qBklj8aYKe1pud4B//w0Q+w9oUXAAtpQVWqkunTWlmxeB6lYpaD7UfYteswJV9x1RVX8773XY1lY+i6vkdXxz6++52fsWlbJwUfvMA3NEonRnV1JbOnT+a8s09lzanLSKRsLOkgpKC3Zy8/+uHP2bz1OEVPkSt6lFwTr2MAO42wwkmlIJGwmT2zjc988r3UN6TRQqO0kfZIKY3GWcCxY4f51nfuYMv2DgJt/PXSKYemhkouuuAsMtVJXnh+K/v2HGHOvGm87urTmTE1Q31VpjzZoyO20NokjWoVMgotLBkHDFqs1ESfFIXrlcjlijz5xCZe2drF6lVzOfe8pTQ1VDCW9RgaHCGVCqiutBgbLfDzu7bxi19vYtbsSXz+09fR1pzhnge38KVv3M9otkggbN797r/mU5/+NJlMhj27t/DZf/gon/vyN5g5dxFCwNjoID/49ldZuGQ5F196DfK/SEbRYcvO83L09nRx2y0/5me3/YozzjiNqrp6mpuaePLxx9j86nY816WmuoJ33HgGr796EaNjOb734+d45oVDnH36LN73ztVMnVyBr5IMjxXoPp5j2tRWUgkbaQkGBwY4cLiHIASclO9TV1WD1h6VFSniiTixmOk2m8XFwpIO0nJQWuN6LkXXQysDpB09NsiPbn6EdRv24PtgSZCWjZA2VRUxfFcxf/403vCGc1i4YLKJOQ8feSEkxVLA3v39PP/8Frq7u5kxvZEVy2Yya85kkqkMvqc53tVr4quFwHVL4SFTUltXS21NDVWVdWV5qxACO/Q5CQLF5o3b+MGPfs2xrn7yxSJoQTrhMHt2E+//wI0sXrgCrWQZCDTU4HGKr0DR35/j377yXZ59aS1a+WGn1mbe/El859tfIpOqJPA1R4/18tPb7uHxJ5/BtoosXDCFt7/jeixRyTe//VNkuo5vfucntLa2/oFXjv/vjyOH9vDG66+kvb2n7AMyXgCNs3Ks8NkOghNZRuZfgIi5ITWxhEVjU4ZTT53P669bw5IFU5ACSqUie/cf4Ff3bOHZp47Q3zeMUhrPC8bfiwndxUCFDM/ozyayLU+E76IaKSr9REh7V1ojtYlXF7ZFZVUlI4PDCCbIwWwZFpPjyU9WCLogFbG4TSJhMXtmM+95z+VMnzGNvbuPsG7dZg4eOsbBQwOMjhQolUzRGIs7uEU/XA8lgfLL3iaRTxnCorqqiuWrVnL+BRdx9jnn0NY2jVQq/X8F/HJdly997tM8/fTjnLrmFD7zua8QT6UJAp8NG9bziU98nJ/85GZefvEF1q5dy1tufDsnrzmlDE796cd4UaW1OUTmsln6+/rYvn07W7dsYtMrr3DgwH76+/vwfA87ZBEZfYCiviHD+Rcu4LQ1M5kzo5kpU+txgxI/+8WLPP3sEfbv7WNsKGuStkO5oJTjwFfk0cQE0NoUiUaeE4vFTYhK2CmdyGoTltmwdWA8U4QYL6x0yJBG+whjoY1lxXBikoQtWbColdPOnM4lFyxg+tQmKiprsZ0qevv7+NWdzxJ3NPPnNdPZNcBtt6/lwN5hRobyE0B4fcI9mwjaSTn+PaI/MwC8QFgW17/zGr7++R/g2P/3JDD//zgMYPdJvvClb+MLiSMdVGAY9k31FaSTgopUgr6BUXwl6B/KUnQ90DKUE1omwTUIQvVDSDfCNAo8z3jwxBNJJrc28d53v5UZM1qZOnUKSpdw4nYYdKIRQpOIpcLfYyReImSPagGBChg4fphbb/4Fjzy2icGxgHy+iG05BL5p1lgWhlmFQmrIZOIEvsb3AqQjUVgMDWUpBgqhBTaCRNKmvqGSM09fRkUS+gfHGB712L/vCP39Y/g6QGjJueetoCqT5O57XyRX8nAcB8cSXHrRqeRGh9mz6wjxjMPx/gJTpjYyMjTKsc4BLrviWr7z3e9SVVX1n96LIAjYvvVV7vzVrbz08kvs3r2PdCLJSDZPruiSsCxWLp9Cx7F+3v1XH+Ad7/sgW3c0c+aZRnr82qGVYmx0mL/9u7/hvrt/Q3VVhnlzJ9M/MEZurIjyAoqux5VXnMr6jTvoPj6EG3hoNG1TWrj4olNY+9I2du89QjxmsWLpIvr7hli8fA41tUlmzmikt2uQTVuOsPHVHYzlPTxfYQtBPG5R32QC0XKjwzi2hQqMdUOuUEJYDggb5RWpTKfQQjFjej1XX30Rp51xCs2NLSbFtRyjo0OwzQ9rfAeEwPddBE4ZdMjn8yilGRoY5Jvf/DGPPPoSrmuSPp2Y8WjUCjzPC0N2wgaZHTP7pDW+LjmOg0TTUJshkZBYjk2xoBgcGqXgBgwO50Jgw8ITHtNnzOKxx56lpqbmD/qM/jkPzy1x84++zXe//nWKRa/MEIuAkABQ2njYRb3ViJFkSQutNX4QgHQAw66LWGnjTKLo3fRr9ihh5IGhfRDS2AAZQDCUCpbZ4wFxCSlbUiEtzqlO8abJVbQlU1Q4ksCxkI4NlmXInoGJwPA9jZFCFnm4M8vn9nShYxlynkdBaSxCT+Syd+04kBaNiTUAmOaIQIZWBV4kfEJKUZaRG3JguMYK40VmrkeZF0VIkCcKYgGFbQkmTWpl9eqTuebaa1m+chWNjU1/UEBFa8XeHRt525veyJ5DHTi2kYTasRiTJ7fS09uLBFauWMrb3vUBLrrkUmJ/QGlsdB1936Ojo4NXX9nIM089ycaNGzna3kHJLREWT+b+y7COLysfonpNmbAFber6cuJ5YPY0y7IR0sL3A8Auf3dz1qR81jCAnRlSlPl+Rn0kJI1xmzMbkiypFFQGcLyo6MhnWVSZYVVDPQ2qYMKd/ACExNMQCJuc0GSVzd6xAuvyHq+OjNLha7xSECrUJoBtmH8MJkCH6OhzBCcCxyJ6lUaI8SBIQy4zZ3WNmXdSi/LcjL63HZIWLEvT0trK29/1Xl53zRuoqf39WOr/0fijwcxCCJonTeFvPvwJdmzbTD5XJBNP8753vJMLL15FZWUS13Mp5Eb52r9/kw0bj3HWmSfj2OPMOycuqaqsZvr0NnLFCuy4oLqqmkw6zcIFc5g1eyp1NRWkUwmQYDsOCEXg5nnhuefZtaePoqcZy/sGrNOY6GCtTfdShfG9jk1FKs1b3nQVdU2Z8kFRYI0frkSA5+b48a33sP7VYxRcP0yt1ZSKinS8SDJhc/H5yzn71LlsfHU/jz21jS9/5VekEzannTKH005ZzIK5k7BlgNIBIjSo1QTlLm8gTUfCtmIIYRk2nrTw/SKxWBwpJJdespJVJ83gued388+f+TmLF03j6qtOZsqUWnr6+snmLVLpJO986wpmtDXxla8/yic/eyef/NjruOSixfT2F/jlnS9xvH+IH//wewQq4LOf/RdmzlrA8jUn8/yzjzFjzgLDvKqo5V3v/j986xtfoaG+mVVrzuC1h81owrulHHt27WLDuhc42nmYXTv3Mzaa57vfv4m58xfiOA5f++q/8uqW7QjfpbWljg//zaVccPZctu46yL9/+0mO94zwV289mRuuXUUyJSmUoKs7i+MkmDN7CloLNm3dz7btR+g63ktNTRWJZIx5c6YzZ0Yz1dUpnBhIbHONASFjaCFD0E6hVAmBxLEkdjJuOlYI5s1v4h8/8Qbuf2At27d3sH/fUUZzJqzDtiyaWyqYNjWNlGOUSlniVgVBedODRDzO0sWTWLiwlYH+HC88t5lvfvMuKivTVFYlKJY8uruH8H0PyzLdd43CiTkIIaitrmDK5AYWLJjBvAVzmDVzFolwlcuN5nj88WfoH4wSeQw1PKsVew50842v/5i33ng1J598OolEJqQ0j4NEMqSQV2TitE6qoTqTYDhXwHUD4rZgbCxLdmyIynQV2JJpbY18/KPvZv7cWdxy68/ZvO0o7Z/9PpZMMG3WMj7/tW8wadKfH1gH0NwyleZJrbQf7R1nCENYKMfwPK/sSxN5xEwcZQa2MGE4dfVprr52FdddcwrzZ8/EtmyUX8DzffqH+hgrBAglyOVLSCkpFb0QkDNFSgS8SSEJQimEDrtB4+8Z7qBCjnddQ8BPClEGVSLprpMw30MHASNDwwb4jeY64355oR8wmL4Vjm3jOOYgW1lRSSIV55kXXiWVkZx9zjzOOXspwh7l4MEeXn1lDxs3HuLVze0M9OfRQuEHPtJOYwlBEJgwjUgEiQoYGBzkqSef5Nlnnqaurp7VJ5/EZZdfxTnnGunWnzKxKRaL8bqrruMXt9/O7l1bOXJkJ7PnrWTPrk38+1c/TyE3yi9uv5VSKeAzn/0CDY2Nf1Kg7rXzzvd9CoUcHUePsXHDerZu28LmzZs5erSdkeFhAj8ozx0D3spys9owKmMsWzqF973ndKa0NlMoFNl/qItHHt9BZ3eW1sk1+F7AsSMWxWKJfM4tsy6jg4gIA6Aixlw8HqdUdDHGxZJSKPWOPrpQesIzFia8Rx44ShlGaOj7o5VChSwEAE2A6wWkEinajw7jrD+MBVx7TYJEsgJLejTWVfPB97+B3oFBHn98Lfv2H6epqZLj3QWy5YCicXBuHJTXYW1A+MyYCzV+ADHnB6lh45Mb6Xr/Idra5v3R7vWf6/ACgVICLbRZ+0IA7XjPEI4UoAVuoKhIxdGBQmIOvY5t42uNZUv8Eiht9nDDrFfYKgiBYUGgFLlCnkTGZu786aYJSGgRMuHQHBlaGxN5C6RLICRBqcDO7ev5xc8e5PnnDzAw6hr2vhWj6PoESuHEJLYTM+FgGABsrOhhSUF1OoaljTXHmCWJWzae66HwyBYC8h393PGbZ2ltrqWmPsPM6ZNZtmwmPd1DjOVKdHeN8tLz25g+s4m6hjR+dw7XDdC24NkXXuED7309ff3DDI8MkUTQeaSPabOb8ZTPk489zO0/u5V3v+d9iNAn7bVDK8XGl57mq5/9FHsOHqY/l0dhM1b0UNpG4CMcm72HBynmA265+ae079nM33zyy1jWkvELGP0+bYLf7rrrVzxw773EYjarV89heGCUnuP9JFMZSkpzwQVrOHjgKJ3HB0BIKjIpKtIpGhuqeOnFjezbd5xEMkE6bnH6mUtw3SKDQ8NsWLeZ7VvSdHf3c6RjAN839znm2MTjNglHUhgdIdCKYqHEWKBIpdNkC3lQxreoUMpjWZATklyhQC5f4Gj7z9m+fQfXX38Fc+ctJhaGjGltwk1sKxl+VTMHbStOWQWBpCKTBq3Zv3cPu3cdwVPGi0kCOpCU3ACkQCEJUAglsIWF8hS2BSiNbUukkHhegFI+vYOjxOMOga+wLYdCycNX4IRNXd/WjAy6nHzymVRUVPzBn88/16G15unHH+Sm736bfNGNDL1MgyDcQ4LynmJeIxhnnAvA1xosh8i3Da0mgCEGWZiQOTHeRNIG8MMybF2tQSjzPtKgumjth8iEUXcEWpCyLOYm4pxcnaBSK+JaUwqC8OkUqJKHcGy0MsCN8gK0hIGSz4ibR+EzUiwakoNWBASh0sdGa38CcSJsDgurfK2UCogsLcbza8dlmYHS4zYUGrSwACck1Wi0CrBEaF0lwJHmu7kqXE8AL4Cjxzo5euwuHnjoQWbPnslll1/B61//Rtrapv2vbCu01oyNjfDL227h0Yfvo6QldfV1DA0NEagAr1jkWEcnpWKRQAU8+fRzbN66k89/4Yvc8Oa3/Y/rwvGzh/F07+/rZePGjTz00AO89NJLdHZ2mrpOWmVGIuXaX6N9VX59BD5Z0uxhSgDaQmkLFYhxVQMQlJWuoW8iZm5FFifluLAIcY1+nKi+lFiWTdbzODAakNSVHCwWcEt5Pji1iTWTarGTFWgBVraA0CYkRbkB+WLAQG6UjdkCj4/m6C66dLqKqK+sIuVPqFqKGKlyAmhcroyFhZk/5nOWbc8AGcaHRgcsywIVPQ+acvKy0BZlbzwkQWDA5Y6jXXz1S19g/Usv8Pef/GemTZ+D+F+Cw390LduChUs45YzTeeqRJ5g1YwGXXLaGVGqcVaZ0jtHRsRBQMMmHUhhfJ6U8UhX1vOmtN2KJOFIoYo5tUGEMc0VoZeQL2kdpD4Ggr7+LrTs66BkokC/5xtYm7HhHdGBphYdUwLYsFi6cy6Il08qdcRMGMNF3x6Krs4O9uztxXVBKhOg+eJ5icDTPvkOdXOAL4skkp522iJNWz2X3znaefPpVHntqJ088tYtT18xl5fIpLF88hXjcwXYsED5SipBmahavUuDi2AmkZaGUj23L8GBgEXeSTG6WXHX5ShYv6uXJJ3bzlX+7g5WrZ3H+OUuorEwyNJwlmUpz4XkzqMhcyZe/+SR/9w8/47OfvIF3vPlkamoyfPXb9zE0kufmn/yQ6TOm8973vI8rrryOb/3b57jidW+goWUKQghq6ifxtr/6a35807domjSZKVOnn9AZGR7u5+UXn2D7lm1kKqpYuHgZi5Ys5fCBb/DRL3yek1efQf9AL1/6wuf4xW23IaVkwcKZvO/d57F0UTX3PryOm37yEjPamvjWV89kzsx68nlFX79EWJLpk5vxdYFtOw+zdu1eBgfzTJlSx9lnrmDmjGbq6yuwbCsitSKEhUBgR0Z0WKiwSFI6IBKumwfZPOUaje9rE+iRL3CsvY90porp09O0NFXT2dlFV/cwDz7aw+NPbaOpoYq33Hgup52yAhXo8karw7nW2FjFpVecwuQptTz+6AZe2bof1w8XBjNrUFqFJpYlhBAMDRfo6Ohn69aD1FS9xFtuvJzVa9YQj6V4ZdM2tu88zMDQKL5nunJCgO8H5HIl9h7o5Stfu40rLtvHG667nrr61gldK9NFy+eK3HTTLTz37Fq8wCdmC6S28X2fox39fP/7N/Pe976L1pZpIASJpOT6159HLG7x5a98i57eAudccCqf+9K3qG/685VO2E6M1SefysZXXiUoGdDLcYwUxQsBB9/3yz9v1g9VXtssC5yYwPckU6dXc93VJ3Hjm0+juroGw7zMc6yzixdf3s6zz+9kcKjIyECBeEygfIeS5REE5vcqrcsAXNm4GgPevdYzLJJZ/66kT/PnVhj2E6bBhl3ccW+8UC7m2BAy+LRW5e9u2w5CGDZopjLFW952Bm1TqikWFYEqMTI6QGvTdGLxahYvSDB/9iSuufpUDh5u5+afvMgzTx2iWMzj+gWztr+G0WTAT/NIK6Xo6enh/gce5rFHH2Py5Cmcdda5XHrZZaxecwqVlZV/EiZbRVUVSmm2bdvFj3/4fU455VwO79/NurVrkXaMqspa3vGu95CpqPiTgHUn+sMpSiWXvr5edmzfxgvPP8erGzdwcP9+xsbGCPzAFEGvYX7H43E8L5pLUQKYKb4t2+a2219isN+ls3OIjqPD5PIlEIJ8oYRW4Vz0lWF+YIIqos+lNMRsB9/z0Frhe0a6p7U2fpATCvqITSDDLrAO561V7qTrMmvAAM7lxrF5r3CtHR3Nk8sWGRoa48CBQY529jN3ZgvXXXMaddXVxOKahpoMb379hRw4dJQ7f/MEHV1jDPZnUTk3qm9POGxM9Oab6HFnGrcahGHfazSFQpGenmHa2v7AN/vPfGit6ezqModCFPFEHOUZL+CKTBxHSJoamzn/gnOYOrWGLZs3cfRoLx1d/XT1DpLNlwxgFowDxBOHlBZKKfJ5l3zOY9fOfZy6ZgW2bRumaNjEL0uJtDGIj9adfCFH+8H9vPTCOu6991kOH8uTKxlZnFF5qHLzRilFsVQal4hj6r1AS4bHAiQelZmAxroUJTdgLK/QIkEhVwQFfqBo7+jlaGc/hw70UF3tMLWtldNWzGD3zg4OH+rm0MHjzF84l6HBPcZSBs3oaIHbf/UIp5+6hGeefInGxgyHjg2Qy+dpaaljsO8o3/jqvzFv3nyWr1hFbW3tb12n/t5ufvLtr9Hd000skyHma5Tn0dLSyPGuXiytqK+rorGpjl27D6OEYMeOvfzg6//GP37p69Q1NE68qwDs3rWLb3z1GwgU8+ZNQ2mf/Qe6qKnK4PkeZ5+xjMbGNGvX9lAsaVLJGKWCR1N9kmPtvRTyPrNnT6amppq6hkoKxTGeemIj+w73USyZeivwPXMwVZr6ujq0cvE8F9c1CayBtst+wsWSZ9hKSiFsTcyx8TyfkqcINBTdgNJAjnvu3kj/QJaLLj7OgoVzaWubgmPFwwYtRN7F0Zo3/pUNu0VrKOTzFIsuEJmdgxfJs8N9OFqtPT8wda8W2AkbS0gaGiqZOq2FSY2T6erq5tjRYwyN5ij4RYqlEloZ5Uggi+QLAZWVlUydOpVSqfRnZ2/yxxrDg/3c+pMfMjqSBW2FgEoo5ySydxDlTaV8nlJRirBACBspzf0IwkVKWlbI1Bvffyb+HcwcMSoeM6ukZbywRdhMiMhHtrTKnykpoFFq5lfEmJGKUZFOgpPAciyQCuUFKE9TzOcp5QuUPB+pwZKSnNLkXfNdAu0SeMoAISIEbLDKYGK5cScEUkZ7pxhPuzXfholKlYj5ZaThFkbiGIJOIWopLQuFZbzKwrrUlpJ4yCwMlGHt6fD/CsUi27fvZNfuXdz1mzu55urruP71NzB9xoz/EXBXLBb53Kf/idt/djvFUglfGSmzYcKa71AoFHEcG+0HCCkYGurn37/+dU457UymTZ/xe79ndM89r0T7kSM88MD93Hv33ezds5ei64VzSgI2KlLeTJgnUhoCU1kSiwGc/CD8/lKFDM3xOWrOCONNyxM9iU+s1yOpcnT/dNh4jfY4z/fAUhxzoXdolBYr4ONzW1laUYFtJY2iJ5UgACzPRyqNTDhkUh4LUxbdOkdstEjWF/gqBHeVgAmg2AnPxYTPOnFeAeXPGWUMGHVaeG4TwiAI4XOpw9dGpAkZ1baAF/reWuHGXiiUePLxJzh29Cj/8KnPsOb0c/5Xa+wffXVOJNO89R3v45WXNzJ//iySaYlQEkWA645x289/xY7tXWhh8eBDD9JQdw0trc1oXyGFxrJTVFeEF1MIgsDHD6WiQljYsTi2BSLw8QKfTVtf4fbbH+LQ/n4kgoqUEx4MlNGQC4kKtEk0IcCybSor0ixfOpdk0gq7+ebGjIMwZpFJJOJUV6awrAKB0mhtCkXLFnge7N55mN6eISa1VIKGRCzBsmVzWLSojauP9fDAg2t56pmtPPXsNhbMn8T82S0smN9KS3MFlZVJLGmYUHEnhrBsdOADJRBgSQvLsnGcGG7Jw/MkyUyMRYtSLJw3mUPt/Tz6xC6+8K93c8PrT+GkFbOJOTHyuSxrVk/lkx89h6984yk+/YVf8qH3X8rlF82js7OPux/cREfPIF/9ypdZtnQZK1Ysp66+gYfu+QU3vvfDWJaDkDBtxiwuuOgifvXzW/jQxz6F48QoFHKse+lZnn/uaRYuWsrb/+qD1Dc1UciN8C+f+jhnnXMpJ520hp7eTj7y4Q/z6MMP46BZtWoeH/vg+TQ2Otx083Pcc/8mTl09m7//yHkkY5KBYcXQ8BhTJ09CKJf1m7bwyOM78X1YunAqb7zuVGpr0waExTHSTgKkFUcoiPzbFApUSHtFoVWYjB5SpAUWGsnQ4DD7Dx5jw8ajrN9wAEvYnH/eci66eBWW1Nxy64P09Gfp6TeMC43P4HCBH/7oYTKZJEsXzQd0KD+VSG207alUkjVrliK1xf797QxlPXyMlx469F+1wk1MGMTetgzAP3PG1BAYjaG1hdYxampqGc4WKJV8XNcnCFSYIhXgBQHegObu3zxP4Pm8+6/eQzxRaTZppZBCsn/fEV54fiNDozmTehcyEixb4Ac2Dz/yCnv3dnDDGy7l3HPPpbKiDqEDUqkEluNwyrln84Uv/zu1DQ1/7GXj/9PDsixOP/McfvbTmxn28viBMumCJwAy4YalwXJsJJpYPE5zXTXV1UnSmTjC1lxwwTzOPm0FMZnkeHcP+w52sWt3O339YzQ0Zrj6dSfR1Jjg8Wf28Pijh8hm+01TVE14H2FI3NGGGW07UcpSBBgaw36BCLtkQhtZhiUNc8L3PIQ0G3fg++NJmL7pfvpGY0Dg+aHcx4xSqYRt2UhL47keSM1ZZ83l8ouWMG1qE5Zto3WA5wocy0bpPIl4HB2Pk0pXIIXmjNNnsH/vAAf25bHCa6YVBlCK/P/CBl8kkdUo0ArPDTh86BBHSp9ONQABAABJREFUDh/hjl//iumzZnH5FZdz4YUXs3jxEmKxPyzrTmvNyNAg615+ma6uThQwNFrg57+4m1/fcR/xWIyhkRxvfPM1vOnGt2E7zp8MrNNaUyoV2b9/Py889wwvvvgiWzdvZmBggEKpiAzvm2XZBMJc00g2bUnjn2mSszRaKGxhE0/YVFUnmTy1nlQqQUWmDtvxmdLWzKtyP8eODVMoBegAiiVNoA1j3HVLZfZxJAtHClzPCxsX2hxgw88dyS4iibXBi09EUgxATRguIcqASbmQDBmikcwMIJFwTFNGKXp6xrjrjh1UVe3jxRcOcPLq2axYPoNFi6ZSVVtDJqM4/4K51E+q4I5fb+PA7l7yuYLpGovyMeuE+zmxcJ34+VHhfLUUlZVVf8Q7/+c6RMioNQBX4PumyFcglEVjczVXXXMRF11+CRUZyfJV8xgZHGLdi+u47Y5HjResMrYWQozfR6U1gQoT4cIDstamhvB8k+qoQhlsJKGRAnT4s6AYHOjlyOG9fO/bP2Xj5k7yRb/McpjYXLEsy7Bh8PF9hdZ+eX6ZQ0OAhwYpGcr7ZJTEJmB6SxU60PTHjQ9oruiTKwUgfIZHs+Rymt7+HMeP95NJZZg+o5XhkSz5fJZFi2axY9d+8nkXpRUdXX3s2n2YVasX8sra3VRWpDl2pIdVa+bTNr2ewwd6uOn7P+BHP7l5wvw2Q2vN0fbDHDzcTkHbdPb2gBZMbqmnq7ePsXwRpQIGx/LkSz7m/C5RdoK1G9fzyvq1XHjZlRMAC002O8pXvvRFjh7toLmlmpqaFMfae7GdJG7JZc68Nk47ZQk3/+RORrOuuUZeiRnTJtHYVMPoaJYly9uYObOVY0d72LXrEE89vYF8zi+b7Csg8DWJpJGTlopZHAv8kovSkgDbsDtCxrywY7j5IsmEg+1IEo7AwmFo2CQNO7E4uXwB11c8/sRWXn5xN/PmTeH9H3gz06ZNpbW1NWxoRV5eUWCOxvcD47OMkXn39Q2QzeZCo3TDXFfRUVJpY2MIIaNjAmCjNYsXz+SMM05ixUnLmTp1KoV8ibUvb+DOOx+i/WgHdszB8xR20aV3pEBBC77whY/ykY985M8qOOyPOZRSPPzQb9i+ZRtS2MbugfFDvQ6BOh3uZZG6Ifp3UzM6KAVBZNofngGB8toRAQxlyR6R/FSGzKLwA2lBuUIU4VqnQsBE67A2jRELWcc2AlxFzitgKygoF6/k4iiJtG2S6QwJSyIcByehiQ0PkfItE1SmLMOWk4bVZUBHo+5R2ljwKG28GIVtwlb8cqP5tYBKKLEMv0u0bhqwL1KWhKQMrRFaYoX+YxqFQqMDQ1iQQiNECGLqKJXXxispDu4/wje//g3uu+cu3vP+v+YNN7zp97JZ0Vqzft1a7rnrbjyvSGV1JYWCR6GQJ+Y4WJYBLGOxBOlMiuHBbmIxB9cNOHb0GDt27KRt2vT/9vuNrxs+hw4d5Laf3sLdd9/N8eO9wInAk8Gkon8zTFyjeDC1jCb0Old2mKwaTkDAAK3hn4e/y/eDCfeI8n5m9gUm1EG/7Vs4ce8o/w4tGSoENDqKdy+sY1llHNt2CAKNLAXIII+lgECjYxLhGw9WkXCotAS+0uS0ImnZKDQFPzBhj0KV10QzT2S5VoyGYQSOh2IIEV3bEDCPrpoWKGyz32MaJHrCT0Q2QQgzJ4NQAq5CYDoIFPv27OUTH/lb/v7T/8yll1+L9V9Yi/1H40/STlm+/BTe+q738tRDD9Hbex51dXHaj+3n1pvvYMOGgwRY6CDg2RfX0zcwzDtvfB2VlTZbdu6go3OI6VPaWLFiOS2TmsI0HbAsB9u2gIDB0SH27NvH2rW7GB3zWL3idK66NM2OnVvZvGkPo6MBRenieoqi65mLKwVx22FSSyNXX3MR5569Ese2zYIiIsDOKncFAuVRW9/C2Wcvo6PzJfpH8uHhwaK+vgHl54jHBEIbmQ5WuKgow0iZ3tbIu95+Jq3NFnfcvZMX1h1k45YjpBMWVZkEmYxD27QGmhtrmDKpnuM9/cycMYWm+jSJuCRTkcAS0rDyYjaJpEOxqJBWAkXA3LlTmTFzEnv3H+eB+1/l+ed2c9mVJ7Fwbhu2gNUnzeUz/1TJF7/8EF/6+n1U/subeM87z6S6upqf/vJZDh/r5h/+/mPc/vNfctmV1/LNr36W8y69ginT5pcn8Oo1Z/DrX/yCB+79Da1TJvPgA3fR0tLGe//6w9Q3NZsHNPD5za9/gdaSN775RoaHh/nEP/wDD9x3P9UVFZy8bCYf/ruLEbrAP3z6QQ4fHeS97ziDa69ZjPI1w6M+zS3NVFV4vLB2Jxs37MUrwtmnzWfZ8hmkUxa2JfE9D5PqEuDYksADUzr7oSGpKtOslfIRwgnvpyTwPQolnwOHu1m/8TDrN+5lsG+MObOm8I63X8zceZOorzVJvK9s3MnevZ0cPz6GF8pQQaCkpLNjiPvuf4YFC+aRiMeRMtycw+4XSiGEw7TpU6ivr2Yo22v8csKuqQ4UaEOhBYXQHoGl8Tyblkm1TJ48mUSiAsuSnHX2qSxbtoRNm7fz8suvcPDgUYZHRshmC5TCjVcTUHIlLzz/KmefuZMFi04yoAtmgUxlEmQqKhgYHg03cQspBbYwHEQPh30He/niv/2U+x99gTWrF9Pc2MTPfvk4F1/1ev7p0/9MJvOXg6cQglUnrWHlytU8++zzRIERhpU0bkIPkEknaW6oIe5YFIpFYk5AtpBn+dJWVqxuo7GpmiMdx3ns2f2MDrtMmd7MsqVTmDdnOjHbYe+BXazf2M4zTx5m//4eXM/4F0VeYAacEOVUy0i6FwEb5Y2RkF0c/ky5yAsPncVCIdx0TIGjwmRbKQVKivLmLIUJiRiHB8M/IwBtmfCeijQ33LCSmTNaTJHle9iOJB63UYGHbRtfRs8tEovFKBRKPPf8fmwrSSKVxC35+MocU4QQZT8XI50wm6FtWfghAh91vIRWZHNZtm7dzM6d2/nRD29izZo13PjWt3LGGWeTyfzvWW5aaw7s3cMnP/4xNqx7GS/QxDMpampryOVyeEWPQAnq6urZ+PI6Pva3f8ONb3s7Z5133v94k/7PPks0Cvk8+/bt5dlnnuapp59i+/atjAwNGZBWR6WZCWBwHJO0rX3TiY/8N0zfQOKrgHgqzvTpNVxwwRzOOGMFzU01NDfWkkgmCAKf3v5+1q7bye7tCTKVSbLdQwSBIGbbeIHA9wKiRrXvByEjSZQPLqa4GfcGGZfyRIeX8e/5WoNtHb4+vAgAZcA8rLnQOkBh5kmxUELELCpSKWqb4mRSDnX1CZQM+PHNz4N4jsWLm5k6owGlFIN9ozgxi57OYeIJCSKGWwpC6Vz0AU68D2Up0/gpCR2YZm9QKlEsjP2v7vVfxm8PKSUXX3Yd995xHwP5AAuN5yu0hGwuz+CwxX33PsiM2TNZvnwe6Uwd8UQV8xZ1UfNYnN7eGJ7rEYSr2TjjybA9lTB7py0lpUKJ0dEcrq/QOjBrUrTeCh+0g/LztB/dw7YtO9i78wAvvLSNw8dGyJXMTLfDRkP5YIMm0AZAkgITMKCFSbltrKepqYpsboS+nmGKrqJQDMi7JTxfkD8+Ql2lw+SmDOl0imPHhugZDHCxcX0fV2ncgsfh9n4qUjlqajKkK2wq0hlitk3blBYOHzlOvugilcWe3cdobW1i4bLZ7NlupON79rTT2lxLXW0Fzz37DLfdejMf+Ju/+601dCw7TLZYYnBwhNxYgbbJTbzlDafxy7ueZ0f/KCCorKjg2itP4aGHX+RYZz+OZZqaw8NDJ95UIXjo/vt59LHHqa6rZNbsyRRyRbo6BkmnK3BiCZatWMIv73wMHUuj1ChxS1KRitFQX0kyZbF0+Vw6OjoZ6B9laCjH0FCOvOsZ/+sQ6I/F46STMeLWOPvFFRYaC9uxcSwH1ysQs20CP6BYLIJW5AolCiVBIgbzp0/ipCUNbNlxmL6hXCjnAz+AoWyBzZsP8Nl/+gZNzdW86a1XMrWtjVmz55NOpsLNMzRolwGEK2M2l2Xtus3kSl7Y1FUnHnTDBuwJLF+hsWIOUya3sGBBG5e/7gKqauuxLIuq6locRxL4RVRg1CW5wRyDRZ9zzr+QZcuW8b73ve8vYN0fcOSzozx03z2USiGDU6uIP2m8XYlsUiJQZfxgDyBtGx+NDtVeZcsSFdkvjIMgaKPaiXxUBVYZeIkYamWFR0hUIARx0AZo0FJQUD4F5VAN9AyP0actHDtGQ9KmJmZTnagksDTCsRAVcfBKaOkxVihy69Fh7u0bw3ZSZKSm4HsEgR/iPqFaLmLFhwCJ0grPd9GEckJLTAh5MvM6YqZJaUKAjLw3qgHN75Ph82uaudHzZJnEUyEIyhhUtLYHCFRIwgqlyUrj+XDocDv/9I//yPPPv8hHP/Yx5s2b/99iQ2mt2bZ1E6PZUYS0qK6sxnaKKOWTTmXIZnMsW7aEXbt209nZhW2ZKIfAVyB8smP/3dpgnKXW39fLz352Kz+5+Scc7+pCKWkWh6iRHoKWIgxIKAddagtjoR7Jp0MlgJzYGi1X9qEaR2KUfyey1aLPFDW8JoJx0fw29yYEtFRkLRKE6jKJpywkGi1hc0+BTAnaki5x28EOoKKyAl9rhNJYWBAEWLaFbwlaUpLVtRk6fZ9B16eodMhksML5Ez4HvsEDIjnvxM9p/N51iMCZ50gq4wGqhaBUKpnrHp7xpGWHTW0Vzqnx/bxcx4ZNFh3u61IKvEDR2d3Llz//KSzg4iuuK3vV/z7jTwLY2U6Mt77zvezZuYN/+cI3mDm7hvUvb2NooIBC4SmF50NTfQPz5iwglrC56aafsH5TO8JySMQsVi7bxUf//q9JJk1qq2UL+ga6efGldaxbt49pM2Zz5RVX0tZag9I+jrBYddICbPFz1q7dT6B9c0+sGL6viDsxli9dyI1vfR2zZjcRKCPRiWQQke9OdBDWUmI7FbzuqquQMskd97zAwHCOTLIOHXhUZOKcdvpKmpvrQRiPOh2A0ArPK9Lb083GV/ewflMXA0M5ErYmbkOpWKQ756J7JHv296O1wJESjU8mlaQik6ChIUN1bYKZ0yYRT1jUVKWZ1FpLS3Ml6ZRFNltEWDZxO8miBW3MnNnElk1HuO++reyb18tZp8+mvi7F/HmN/Nu/vpHPf/V+PvO53/Cvn38TV162iP0HuxgYyrLllVf5whc+zxe/+Bmqa1t48tEHeeu7ZyOE4MiBfWzY+CwvvvwKo2PD9Pb1cmB/N5/5zMcZGeinvrEZIQI2rn+OZ55+mn/+zOcolkp88h//ibvu+g1Jx+bsMxfy0Q+ez/Gufr78jYewHcEXP3URK1fMQIg0ShdIV1hs332Yp5/ahetqLrvkNObPacB38xSKPrmcJBm3kRbEnHjYaXGxbRsvKI4nCOKBNp6GxaKLlIpCyaVvIMv2bUdYt+Egu/Z0kojHOO/cJZy8ajYLFrQRj0mjTUejVIktmw8wPFagFAShEXrEpgCNpFiwENLBskwasBAKEaL7IgTLGpvqWbh4Du1dA/jKR/njUi8hNLG4AG2hfEGhqAl0ib37DtPX101raxphGQZJbV0NF114NuedexaDQ8N0dBxn755DbN2+g56eXnK5MSrSGebPm0JlVQVCKvzALEKWkDQ3N7J0yRK6jvdg2ZJTT1nB0qVLyWcLvPLqNvbsPcRYbhRXB2zZ1s727UdAKy668no+8cnPkMlU/kmYQv8vjEQizfs/+CH2HdjHsfZjZU8HpQOkhIb6OiY31aEJqK3K4JdK1NZOolAs4lSCJ1yeemYbruczf+EUTj1lLrNnTiWViCMtSaGU5dVtO7jl5hfY8MpxenrzRPulFoYZF42JBfxrJRLlbXUiWymiphNKs0IGnQoPj+WfC7uhOpT2CWH8cWzHIfBdbClJJBMUi0XS6QSlkkcqHeMd7zqVJQumhK/RWI7A80s4tkbIWAgWa+JxG88rMTI6yu69PVSlG8jmCwRaE3fiRrYT+IZpEM67RCKJ8j0Dxms9AbgJC2LMf/N9n8H+Ph564D6ee/opli1fyQ1vejOXX/E6ampq/sfzuFgo8G+f/xzrn38OLYyb2tDQMEoF5aK5VBJIaXP82FEGu4+zdeN6vvrt73HOhRf9r56f13rSZbNZ9uzexbPPPsuzTz3Brl07GR4eDr07x4tdJyaxsLClgxOzKJaKRooqZFn+USaFKYWD5OJL5vO+957DnJmzSKdSmIR0AVgU0Fi2g+PYTJ9Zz8iYS0WuRKk4Rr5YMoCqbYdS2PF7JyIGXwjARUljmt9mqb32u0bjRAnG+L+/VoIhpCkEwdQfhWKRkijR0JDmzTcuY9bMOia3NNHVWeAXv3yO/ft72bL1OKVigGUZXzxjPaDHD16Rb+OEg9Br72f584WHCCEt/ELA0NDI//i+/2X87iGEYPa8xcyYNYWBbQewrASlkgtCUgoU2UIJ1T/Ek48/x6JF84gnE0jfp65+CsuXzqP96DrG8uNNlmgeTWQGSMtCSNOo27VzHz09vdRWpYyFS/nW23T3HOTRhx7kkQfW0dU9iqssBkayaGkahvFYslxXRvM3mUySy+fDQyOAprIiTVNDJTe84SLOP/80RoZHOHTwEK9s3M6Bgx3sO9BhAoEUDI0pBkbGqEy7JGOaRXObcZVk35Fu8gWBJsD1AwZGxhgZGyWeTNJU72Lbiumz2qisTLFr52HGskWKyuGVV3ZzxRWncbyjF23B8f4RMrEUTc3VZIu9fPe73+a0M85k+YqVJ8z7lklTqa6rZSibQwhBMiXp6+uiVChhW5ah8ygXxxkmEzeegIPZImlHYtvjnnhaa9oPH+KWH/2YIPCpq6+lkC9y5EAHUjgEvsell53B44+9wNFjPTQ0VJFO2syYOZOmxjqKxRz5vEv7sXYG+kdxSwGBNrWTF/jYloVtCWKxOJ7n4pcCrJiDVopMpgIv8EnEE6B9aqsrmT5zAZUVlRw4eJQj7V0MjuTKTa9iyWb7nuMc7xkkkUxRVZtgYDCL55lCQAooedDRO0zOC/jBD+/GLZY495xTOfeCM5g7Z46xwEAhpVP+/q9s2Mz+PUdwXRddPjCLsgwt+rnIssc8B6YhI0TAzJnTSCQS2JaNHwRs2riRH3znNoayBXJjOQq+S29BMW/efO68804qKyv/qM/on9vQWrN103r2bttf3td0CBIb5pMqe55G4BOEEJUWxoNVh8b1IUgQs218P8ALfEyYkpGymvsflD2wlQ9aOxhTfMrNrGiYeWTezZDQwyaTVqQtm1jgk/YFNakKplbEScRNA9YNPLQAX3vIUp6YoxC2ZNRzuePIIA8NFCnhMOb7lLSRewotQ3AuQCkPpS3DFhRRAF7YzPJdnFjcyGjHrwRKKWw7muOmnouuVVSzmH32xBrAssIghPCrR8x7y3JCZp9XtsUyNh9GZYQO8F1NqeRzzz1388orG3jPe97Pm9/yFmpra//Tus3UCC6Blni+x4HDRxBo0ukMuVyOYrHApk2bTHilkAjLprquge7jx6mszDBz5n+dFhs966VSgSeeeIJvfO2rbNuyBc/3EdJGYJvrLUzNbZsiBaVNFaSUBGGXz68GZApDE8O6ibDxOFHyakZYwwmFVuPKQ6XM3mkSrE88e4RWiajAfCYVeEC4zhGEIKxE+QFK+0xOVXD25DrmWhK3pCmOuXhCkFfDOLbAkTZpETNgnR+AI0jFbWqtgLaURUIKun2PUc8A2BpjzSND1hsT7p8KbQ7GWajj5xvHsQh8hRcEJpjJcVDKNH8jBYdtmy+nfB8hDJsxCAJz3i+vyZFNkQr/u0AFis5jvXz5C58jVZHmrHMu+73PA38yw4JUuoL3fPBD/NWNN/Dqll0kbMtEyRdhUss0Lr30bM47Zw2TJ9UR6CJ1jZUEWiACKPpQKLiMjQwhRYxjnd089+IGOjvGOOW0k/jYR86lrqYyXBBBIgiATKae1auWcvBgD6XOAD/wiUuoSic4/fSTef0bLqK2IYVGI6Vd3hijzVCpAK0s40EY+AgpSaTiXHP9pcyeN4P163aSz3kkkjHmL5zO6lULgMAsrp5PNjtC+9Funnj6FXbu6mBosMT8hdM57+xFzGpronVSHX19PfT0j3G4fZjhwRF6ekYYyhYR0mI07zKad+nsGUGgeeGFQwipSSZsEok49Y0ZzjxjPiuXTifwRygULGJxSDoJTlk9j1NPXcyWHZ3c/8hW1qyexbxZFbROSvHPn7ian/58PZ/717v40mfexjvefDb9fVleWLed39zxa04+eTUXXHw59/7mF1xx7ZsoFjz+7gPvZiw3TFNDmo2v7CCTyTBrZgM//uGP+OlNN/OtH91KfWMl3/r6V7jq2jfT2DyFT3/qk/zy5z8nHU+wctl03nrDanbvPcK3vvsUSxZN4a/eeRotTWkQMbQq0NM3xlNP7wCd5LyzlzK9rQbHskK/JYXjVCAdSTwuUcrD9fIEvqbkuYyM5hkZKSAtB8uStB/rRKs4uXye/ft66OsbIZFMcuhYP12dw6jA46SVU3n9taewcMF0EjGB44RdiZBS7mofP4wlB5OsZDY6c6BLphzapjQQs2LhBjpuQC4QSGHmlJBw4cWnsWP7AQ4d66GkAiLpi21ZOLZJVHTSMRQWngrYuKWD7/3oDt7x9muZMW0mlrDDLonGiVk0NtbT2FTPihWLuc6/glwuRz47RiIWI12RJpmKm6QyZWSKRTdLIm4zc+ZkkgmHqdPq+bsPvZuqyhqEUFx7/RWsX7+Tf/vqN+kd6sW2HWpqG1i0ZCn//NnP/5cpcX9uQwjByWtO58Mf+Tif+sdPMDIyBhKktqmvzVCRjHHhKQuxY4Kd+9qpaqlFCMXRnn6GO0eZP6+Zs89ZyKIFLTQ3VpJKZlDapW9omOHhLC+9tJfbf7WWA3uHcIMQ0DDvPKFQHy9UzJ+E/6uitKaJjDpCZGTC66UxfvW0h+MYfzvtm8RETwXlTS6q/ayw4+n6xqcvHrOprExi2xLX96ioSvLhj1zAW244g2Q8jSXNM2PkjnGEMAmKge+YjmiYapfOxKmtSbJ/dzsGM1Rk8/kQIDQdZscxr/F9D7TpHMYdG5D4gWmQKKVCECgqOow/Sjab54Xnn2fD+vXcdtttvPGNb+TyK66ksbHp994w9+zayfp1L2I5JqyopbmOfQd70MrH9wnZjkZ+3FgVR3suY4O9/OQH3+O0s84mnkj83nNtIkDlui4HD+7nySee5JGHH2LHtm2MjIwAqiyRMo0CTTLukEwkKbklCiWPnAqQReP5imWjg2AchBKmgEql08TjMdLpODVVhoViydDsWmi08tCBz5SWZlJnxmhra2ZSaycP3LuO7q7BcuE20cNRSlPQoPS42qLcSR+//qEj3QnffeL9+V3/PHH+S2nSED3PgLxg+s2FkgERiyWfwcE8a19qZ/XyGbRNamZma5KTVs6hq3eURx7ZwJ13bODY0THDRgkB7NB9uczgGwd1TvRxKYN15W6r+UsiCdRfGh1/jFFd18RpZ53Fq9v2kc3msCyzdysEo9kClrQ4dLCdsdE80k4QaGhormdqa43h4/shtirHD8JAyNSIAsckJdfj6LEe9u7dy8wZk7FsB8sSjI32snfndu69+0FeXreX4bEAX0nyxbw5qAcBtpAo5YcHJxUm8ynGsvmQGQK2tEkmEyxfPo/LLlnD/PnTmDKllbZp01i0dBEXXHwRw4NDbHl1G2PZAtu27ODwoaPsP9zNYLZAgE/faImqjM2MSTX0DeQYKwrGSq6RvwUCP1+is6sfKcHzBdWVaZoaa6io9OjtH2JocIxnn9rEuecsZ+3LWxkaKZLN5RF2QFVViq7Obr79zW/wre9+n4qKcaBn+sw5nHfBRfzoRzcRi5lDWXYshw40iWQK8EnEbEYG8uRLHpYQ2MKnqXEy8xcsKq8ArlviW9/4GptefZWK2gyVmRT5XJ54PIZtWaxcvZDjx3vp6OwhEJqRoTwN9ZXYjmI0N0L74eMM9GdxlVnXPN839ZgvScRsrPDAXCwVsS1JJp3C80vE4hY11Smq0kmmTG1l6bIFLF48h3SFRSIpaT/cyzPPbOb5dds5eqQTpQJ8fHwNRwcCpMgTtyzAChNvjQm+kBaBFgwOFukfzGJLi9/c+QTPPruBU05dxsWXnM3ChfOorKxCaygVCxxt76KzayRkHyukJSgnC0wYE9ftCFyeO6+NZSsWYts2ti0pFXzuvet+SiWX0VyO0VKRoRGzpC1duvQvIRN/hOF5Lvffcydj+dwEFh3jdRihPYmO2osarS1zv0MAQWqFg4UQRi6a993yWUHjg9AEfkDScUA4uIEysj0Nxgdeh3JqWWabG+Gr8fB2bAupFV6gsIWFjaDednhdQzXnV6aoy8SQIkAoBZZFzBEQeKRsC5WOE2ifIwNj3HWsj3i8glW1lbyazTE8FpS9lQMlw1DbIIyICnlHKmIlmaRuKcMwCylDD/qIqU45ZR4RBWaM11bRWV1KWX4+lNaYIPlx0G9idWH82mzDJtMaiDybzdUR0oCrfhBwtP0o//KZT/Howw/w95/4R0499XSc/8DaRErJipWrySTTeMqn5LkU8zni8ThO2iafz1MsFrFtm3nz59Nx7Bg6CFi2fBlrVp/MsmXLfufvnVj3aa05ePAA//61f+O+++5jbCwbWuFIE8yFSZOW0rDMlLaMzDW8nlFgh7EW1Cc25gmvNePnDBFez2gPDJRCCiv01DfqF7TGsqPQiQnXXBiFDoT+idoEipm6XYKSKF/hKs+w/7TFgazHtuExlsxootJOI92AUtpGjRUJhrJk3QLFXJa45SCTDvFEjIxtsyqTobPgk/dcukuBsaXiRJl5xKwz8yr6Z3OGGFdviPD5NUCd7/sEvkc6lSSfLxjFUlj3lQM3hEASpj4LYby+GVcvKRUqS8LvLzBzt+NoBz/496+xcPEqGhqaf8cq8h+PPxlgJ4Rg7ryFXPOGG7jl+99FaY3rCs4971ze+dZrmNRaS8ySCA2ecslmi+YAEta/QyP9PPjgfezce5hCKcVb3nwNN7x+GpXpipAGGdIbQ3280opCbhjX8wjw8VBI22L1suVcdMnpzF84jWTSpMxYlsT3g/JiEN0wIcCxY/iBR6Sf9wPzgC9duoClS+aXuyZCKgLPZSyb5eChdja+sp9tOzvp68syqamW889ZzeyZjcyd00I8HkNr38i51BQCBL4KGBkucvBgB2vX7aWrewjP03R29VJyfbS2sWyJFIpcQTGWz9Pdl2PPvl5aGrdQW52muamCBQunM6mlBtXZjVaCadNqWLhgDQO9JYZHHaoqbFobHP76nafzbVfz1W8+wL988g1cfcXJjOV8Xty4jS9+8Uv84HvfZGh4lOeefpR8QdM/0Ec27/HBv34d//rVX1JdleJ9N57DRz/zc2oqkjzxxKNoXcKJpznngov58Y9v4tZbbiZuW1x64Sre91fns3//IW760bNcc/UpXHvlAlJJE94xOJhj/YZD1NRWcsapi2hsqMTQlQXxmEMiESPQECiPkaFhtu/qo7NjkMHhPEODWQYHC3QdHyQINNlsEQRkCyUsGcMPlDEb1b4x5w3XFiEkI6NZhkdHyOZHkSKFVgLLdswig8RxErS1TaIyvYexMQ/XM2b8CEjEJLNnNXPppeeEyUvj3QYpHMZlkWbhmjF9En//sXdx8y138eq2/eTyURfI/Jzt2DiORcKRTGtroaKqjuq6em796YO0tTVx9uknM3PmDISMh8nBoexRSGKORbymitoQtI5o9CqkYSUSCbJjIxw8tI29+/aaw8JYltFsHxWZaoSAeEJy+plL2Pjqmdx17/24JY/GpiY++7mvUF1d/6daJv6fGpZlc+VV1/PIQ/fxxMNP4CFobazhgjNX4Hsl8m6JlJ2g6AcMHOmmpb6eusoK6mpSzJ/dytBwlief3UJjYxWTW+vp7h5i7YYDbNvUyeHDA+RzAb7U4xhG2HlFnigTFEIYGb4yBY4RsIebrxwHNszPAmEBpTUmlVVGPmMBKgLFhChvfFJIpCXLdtkqDAyyLInnGq8yJ+bwoY+ew1tefw6puDOhoxVudGFXzg9cLGkTqADf83Bsi6qqKqpq0ixaWMvevUfoHhgJD8oQqAClDVAVBQUJIXHicdNB0ybBWYSMLhhnI+gw0SmSoJRKJdavfZHNr27g57ffxpveciOXX26Au98lCRoZGcF1S9TXN5Q3+pHRUUbzRUqBQmgFWSPFvOiS5bzw9G5iCYc5i1rZtukYLW1TOXroAMqCg4cO0tvTw5TfI3lgYsE2ODDAKxvXc/ddd/HU00/S09NtQCFkea2RUhKLx9AYX8Gi61MojZl7KQSWDowkR2sDSGGkJkJI4w3ra3LZAq7n09s/xvBYFgN5hRLocN1MhZKuhtpaGmprWDh/FgMD/WzdfhSBxgp/p+cZJmQE3qkJHXFThIdsgwll9cQ5/R+x7Mys4rcYBIEyxthhn5eJCWEA6UyKfK7E+rVH+LZ8jre8McealcvIpBLMm17J7PdO5sLzVvD9Hz7Mk4/vYmy0VA4UUqEH5DgY97sLbIGxwhDSpI8pbbzz/Hzff/u+/2X8PkPw5nd8kOeef54tm3eXDxxKgxYS1/UplTyifdaxY3i+xYGDhygU/BPk9kC5WTvx/vqBkYv39o2wZ+dRLrogYHSsh472Azz68BO89MJ2+gZyDI25eK6pM4NIgiZtMhUpisWiARItgRvasoiQ7eLYFvU1GZYvX8D1N1zIymULSKVSSMsw9iWCikySinSSyZMnoYTmmmsv5uDefby0bgPPPP0qff0jDI/kGM1pRrJZLEuRSceIxS08zwROuQEUwkPssfZe+lNxKquMpHZ+fR39/QP09vazc+cRKioTpNMJhseypCriVFdXMDQwzGOPPMwD99/PDW98U3nNHOjv40h7O7XVGdLpGI6jcf2AeMpi7FgW0CxqmsTwyBjaskllYtiO4HVXX8Wc+QvQCDxX8/KLz3P//fejLU1dbQavUKK/px/LSlLTXMOUyXU8/9wWkJKElLQ01VNRGWfPvqP4vvEyLZWMXCna12IxO/SREnhugLAgFneIOxbpTIxFC+dx5lmn4ziwYMEM2tomE0844XNsUSzkiMfTHO04wt4DCQb74gQB5POuSWpFm9APYbyPxoF7iMctHNsGHVB0Ba4fkC0U8Xt9Hn34BY4d7eKCi05jwaL5LF60kM7jHRw6cpixQhFNQOTNReQzFY4IWC7vWdrsg5WVSZx4jGQihdSag/sO8OrG7cY/MRuQHTXr5ve+9z1uuOGG37tZ9ZfxX4/9e7fz8ksvlIGL39rCJkoeRBQ+M56YKoBkMoECiiXXBNNogbQkngqwUcRsSUtLA6NjRUqewnbMfNcho8ixHILAJKsaxpVZQ2zLJBzbUpNwYnhKYPke85IZXl9RwdykhWNr0D5WzAZpIyxB4Lr4UlAoeCjX4/BIkf5iiQvqGnksW2TT0Ch9BY0XqJAVapq9QRAGR6BB+Cc0msf/bq6RmuBjB5xg5RNdw6gZOLE5Fl1n87tUWHOEapAJDeMgCELCg/n95hkyNSwEhv2ntQm2tAxA5bkuL734Iu9461t4ww1v5N3veR8zZs76redGCMGpp53GjW9/Gw/cfx89PT0UEdTX1zM6MoqUFqmU2QOOd3UhJHT3dFNRkUQKxcEDB5gzbx5yQtjFRLZaLpvl3nvu4t///d85cuhgCJhFksvoehlQNtA2QtlICcIKlTXh9YsAzyh5N6qPygmpr5mq40y6sPmpFdIC2zE2TlKaANDI127ivaEMXJlbqnXonS0oy5vR5iTiOBYBAbcc7qcq7nDNtDgqaayvREMVfkst1Z0DCC+g5Lr05T2Ge3IkRIAdt5kWtxjCxtNpdhcK+MJUra9t8I5/tglA+oS9P/q+UdPOV5qxfNGQFcokrkhyHDIXQ5JYVHfI6L1eQ5TQRN7KmgDFtu1beP65p7jm2jf9XuvwnzQSyLYdrr/hzTx0z130dvdxwzVX8+73XEkshpGhCBshXF5Z+wLbth/DEhLLFgRac+BwF4eO9HHWmafzrne9nsmTq9FuYFhwkRQKU1xbUpAdGeKVVzbwwEPPc6B9EKEtTlq5nPd/4E3U1qXDB1lBQEi3DTtVKjJWjBZTc+gY9wwwNyHwfYRQBAhsaTE8MsKO7Yd4+ulX2Lv/OM1NzaxaMo/TT11ETbUgFnNwbBs7ZmPHYyELwTBVIkZIdXU9k6c0s3LlQjqOHcOSkt172jl4qJ99+7sYzbkU8kUKhZLxCMAi8G06jg/T2TXE9p2CZ57bQ6bCYd78VubMmYQUFmefMYdpba04jkQiKBQLVFdZfPiD5/L17zzD93/yJH/9zstxVSWbd+yjv7eHn/3iDpauWM3Pbv4pl1xxFcuXtTG9tQFVHKaQL6ADj8lNSc4/fTYDQzm2bN7A4WMdfOYzn+eFF1/gy1/+CjHb4bKLT+OdN57J7r3t/PDmp3nPOy/mgvNakNpF6yQHjoySy7qsWTOXqkwczyviOA7Stsnl4ZVth2g/1Mnx3ix79h1jdLhA30CWYjG6doZFE6jAMMqCkA6rFY7l0VhfwaSWRhwb6qrSzJ49hSNHezlydIiO7kG+9q3nmD55K0uXtnLB+Stpqq8kncmAZdggZ5+1GmnFeOiBFzjWNUSh5IGA6dMaec+7rmf6tKlmw9FmkbJC30MpZbk7oUJvk7bpk/jox97FIw+/yD33Ps3QaA5hG3puImbh2A51NUmuf8NlLF68jHS6kkKpxL597Tz99CYefORFli+bxcknraAyXYNlx8K0eHNoD0ouu/du48DhdmzbpqqqiunTppFOxjl44DDPPr+BbTsOoYTD0WMD3HLrr/nI3/4N6VQlQgocFFdecjb3P/AodbXN/OMnP09Tc8ufcon4f24kEikuvOACXnr6BYRlMXlSNQ21Kbp7i/QNjjJ8qJP+sTy2EyNTEWfxopmsf3UrGzccYdeh4+QKBWxLUJlJ0NMzQqEYrkthV0Zqw6oEs83IaOMJwV473OQN8ywE7zQmBj38jJF0QIabjOPY2LZDIZ9D+yAsWe6EgooCvjAVpWEJVVbGTHGjwfU8fM8EB2WzY6AVJ62cxZL5LThShd06hR96Sdq2NaFLJ5HSw5IarY3/5tbt7Wx65QjpZC3ZfAnjCz4B3Ak7fWgI/AAdspiFgJjjgI58TW0s28KxJK7rUix54WaqQpzF9HrdosvG9evZvHkzt91yC29+69u44orX0dzcXN60h4eH+PuPfoThoSG+8/2baGw0SYaTp06lsraB410FvLxLrjCA48Ce3R34OiBpxyjlC7gll02bd4WHbmhJJEEIDh88wOSpU3Gc2H86r7TWeK7L0WNHefjhh7nn7rvZvmUTxWIxLNLCOSGM7DWskYw0Q0UsodBQH9BKY0kHXwXG+B3jaeiFDajIG0dIAa7ELbo0NzYjLYlJio1Mng0DAEQIykpScZuTT57NXXev53jHKEKazrcMKHfcw29VBmKjeyKImnKh70c4B6PmSmirHX7HsEgnKtAnMPYw81tFRayOXKHGGXHZbJ6qmiSrT5tNIiP42tcf44xTD3Dl5auYNXM66WQli+dN4x8/di0tk9I8+NA+2g/0GbsMJSO7RwwoHBV544cPHbEmwvkoQ5mJb3lo/z+/338Z/7MhhKChuY2rrrqSHdv2UPKUmXSWRASKkusSj8dIJJI4dhwlFMVikUS8gorKFNliFu2HLGBr3LN4ImhXlh9qxTPPPM/8ebUcObiLrVsPcPjIEEVXUiwGeJ45eAeB8eiJxROgNdlcDh0qNywhiVlmjXEcyeTWRlavWcpJJ81j1apl1NamicXilEpFHGJYtlNeC6PaUwpJPJVkwdLFzJw1neuvv5revl5eeO4V1q5/lfYjxxkeKVH0FFJDZSpFMmaYEMO5IlrYuAUXXXLJ9QyQTOZomdRAPO4gVIKa2iryxSwNjVXkcgUGB7KApKIixdBQnu9979tccOGF1NXVI4Tg+PHjPPvsc9RUxmmZVIV2S7y6qZMjnaMILASKgwd6KeZqaGpI0NqSxi3FeOqpJ7jg0qtYvGQ5g4MDfP1rX2VkZJiq6hTJVALleriuorraobmllg3rtiF0QNukRlLJJNKS9PUP4pU0rmdkaSpQWFKTijmGbWEJ/MAFK0FFVZLKZIJlyxZyxhknM33aJKa0NVFdnSlLuEyQnCYIfKS0SMQraKiLcfZZZzB3znzWr9vG0PAYjz22lqHRHJ43nl4ZeWzZtl1OjHc916gx4jZSC9ySSz6v8UqKzZv309c/RE3185x17hnYtuT5F7ZQ9EoooZHhGhIlfE5Md5/I8rVtm+qaDFXVGWqq67HtOL7v89zz6xgaylPyNNmxIn64Vi5YsICampo//cP6ZzBGhwfJ5/Mh0z5AmyQ6ExyiTFSXZUVBC1FdJsq1nW1L/MB4+JoJKbClJNAaR0J9RQVaShzHRloSR4ByFUJBzA6bd2gcy0JgQhaELc1B3/dIxyziMeNhaxVcZqUSLIs5zE3EaLSgsiJF3FIEWlMKSnhZH1VwEVKSDzQbc3l6PLiqqY5erTjcP8JwAEVt5OfhrlhmF0aceRH1nSNQR0rDOiqDzqbGC4Jx9hzh75Ah0KNV1IAOz/oRACeiOjHyK49iAcJQH4xUUYiwKa3D5iEKywJpOcZPDgi8YpnQIUKMYGhwgB/94Ps8/uhjvPEtb+GGG97I5ClTTwBaEokEp55xBrf/7KcUsjkEgkOHDhGPx5FCkM9lzfsGPm7o73f0SAe/+uWvePzxJ7jpx7ey6qSTT/idbqnIhg3r+fY3v8lzzzxNqVRCRQ1DJiS8otHagVCFBQZrkZYur0nmEkdeh5ENiqm9LMdBRCqIcI0QQpTDQCauO34QkIzF0Phhkz8KaYBycz6qhbQ2f844UKaUMm8vwmtseGfEYxZJO8b9R4eo9OCMqQ0kJOiih8gkCYQi7kiqkhky1RK31qPkBuwZyfLc0ACjWpOQCXP2Cdls49/xRIuViSB6uUYW0Z+NB5sgItaqkfYKQbnBF9n0aGEhQsWPkeKOW16YmlyUgT1LCNDGhqZQKHHvnbdz2eXXkEgk/7Ml5YTxJ8/wntzaxgUXns2Lz2zihhsuIp6QSBEzcit8du95lZt+fBf5rEZpTa4Y4GtFZTLF6y6+gDe+8QoamivLD69hgVhhAR0Q+EXaD+7i7vseZ/0r+xgZKWHbcWZOb+VtN15NbX0GpVxUAEHgh5MYlPIoFIoUiy6JRIZ0OoHnuWXQxTwnmkAZoM62JKVSid37jrBzx2G2bDlMTW0jK1as5IbrG6mriZNJx0jEYyHSHy5A0grTcwSWFXYjsEIj9gCtjTdQdeVsAt9j0qRqTjqpwP6D3bj5EqPDWbbv7eLo0SHy+SLZgkepVKIUmM1BeIJ8SdH/8gFeXnsQx7Z4/IktLFzUxsqVs1g8bzKtzbUIaZNIuPzt+y/hc19+gG/96CHe9ubLWL1iDq9s3s9jjzzCP3z8o3R2P8pjTzxE+8EDrBe76R3IMloosm3nfj74T7dT8kroQOAf6uXGd7yPyqoaPvzhD+MWc5yxZhVvv+Fcdu3YzwOPbeRT//Amli2upFgaxraqicfSzJ1dhS19srkc+aKmty/P7t372bT1MIcOD3L0WA++F+D7ka+cj23ZBMG4kWtVZQZ0gJDQ0FBLY22apuYa6moyzJnZRF1NikTCxo6ZTsfqfBuerxkZczl8uI+tOzp4+vnDvLy+nRVLp7Pm5NnMnz+FRCJFIpHkogtPYd6cqRxt72FgcIS6ujrmzJ9BQ30lgQqwLNsk00CZWRRtOpGkRgXmEFtZmeB1rzuTGdNauf+BJ9m2+xCBCsyhIu5w+lmrWLlqNTEniZCCTDrNyuWLWbJ4AT3dvby6bRff++EdLFoyjTNOOYnaqkaEsFBa0zc4yK233sOOXXuNwbIQzJ7RyI1vuo57732OHXv3IxyLquoqkm6ap5/cgg6+xXvf+zaamyYToDh4+CDEBH/90Y+zYtVJf+rl4f/JcfYFl7Dy3nvwxsaQuOze205v/yjJRIJkKsFJi+dRVZHBKxUY6O+jvaufXQe7KLlRahUM9hUN2GZJHCdOoDw818MKu+t2JPWLOpHhpmDYS2HHSIQpmgKkbaH98cRB85LxbhCAFUqmEeDEYpTcEkIYj9BYXNJQnyGZlMxd2MZF5y8kk46TTMXwfZ9c1qyBBw50sXlzO8e7Btm2/QgL5k4jnTRBKRrDBDWJXCpsMpjN1BiuWmRzWX5x2wsMDwT0qy4IU0MnEvYn9p+EGO+8gqBUGk/nVZYxG3YtUzTEk8ZX0nXdcSkFEbtL45VcNm/axPYd27nt1lt4y41v5eprrqWxsYmhoSFefvllhvr7uffuO3nXu9+LZdnMmDGTf/3Kv/GD732Dl59/kXPOn0l9U5xf/GwXrueSz7t4xYBrr5/Ps88eIDfmIG3JRZdcxsMPP8gPb/oe//Spf+aqq679LVZfVFhks2Ns37aVe++5l/vuv4eurk7CXd98z6ggiMJAwm6rigoNKO9Ztu2AFoZBji6DEa/tiEaFr20bS4HZs5upqHAwYF0E/JXbhZRbp4BlxTjtlMX86xffzL989k4OHRpAhD46iXjcpCzK8Y64Cgub6OYKHd1rEd3k8hSPvPjKVT/G8sKw3GQo/ZnIyAsPQQhj6D9hBFpRKnmMjo7w+utOIX3NSjqPj/L9m59jUuOrXHPVycxom0prYz0fePcVtE1Zzze/+TTH2gdPKPwiucV40MT4IxnVCUSFdAD1k6tYuGrl7148/jL+IOP8S67ntlt/xd6Dx7C1QAQCYUksKWlqnITtmOTrQPkcOrCLHTsOoXzCFPkJYHD5cGLMujWBqTVDsLavZ4Cbvn83ge+TK7p4nqZYKmBZDhofhURjYUsLP2T2WUKSiMeprEpRV1ODLSXTZ0xmyZL5nHb6KqZOa0RKhWXF8DwXIWwcxyvLiVTgI6VjGFxElAlTO1oxi6p0HZnqGmbNmc3rrrqI/fv2sXbtFl54cRvd3cOmOewpEjGHKU1V5PJFssrGDRSukozli7hHOknEHQSaA4ePUSwUSKdTVFakGBopMjqSp6GxGj+A3Tt38shDD3H+hedz6NABFixYzKQp09i/dztNTTZrTpnOlh3HOdQxhNY+UmpyxRKZyhgrlzXQeXSYrTt7SVVIbMsBrXj26UdZv3490pJUVmYIAo+e7n4c22ZKaz3Hjx5nZCTPhRetIZWI8/iT6+gbyOIHkM0WQ3mcIJmKI0RgDkZIUokYtbVVTJ8xmfMvOJ2VyxbRPKmBZDKGRFPyiuE9NvtVdHktaeH7RdPosG0mT55K6+QpzJ07ne7jPZxx5koOH+rmycfX0nW8l5HRPAUREIslKZXMGcGsQobB4nk+8VgMYduk4glAkS+6HDx0HMfuYcfOA1iWpFAMEEojMeFOFpJAgGKcUec4Dp7nEimLbNuioqKSgb4xPC/ADwzLaPbMmTjxBEUxSCGlUFm4+OKLWbhw4f+lp/T//8dAfx+loht6d5k92g8CE2wTbZ86sjcJTfHDtcayBCrwkI5NzLIJlDHbF0JTW5EklUgitMdAvoCnfFwvwAuU+TmpQemQMGDmhBYSx5bEbfO+eaXIuT5F1/hxT41ZrE5anFdTRbWlSSVtfBUw5pawA3ARDI269JU8ND4FISkqGwefZ3oGKElJEASUfBeXAC0mMMTKW29Uo6jydyVknYMBkSzLmqCmC/f+CeswjAMuZq8fb4oRPifmHB15O0bnL13+PdKk+pjmsfJBKKxYDLfkhq814Lgdeo2axPGotjag1cED+/nXL3ye39zxa970phu56pprmNo2tUy4eeH55xgYGMCx7TBc0KKhoYaOfJ5UMkmgFel0mphSDJVc4rEYY7k8Q6NjbNu2lRUnrUYicEsltm3dzC0/+TEPPvggw8PD5RpYAEIatYtRV0iQtglUDJUQWin8oISYaOUR1chhiMTE8BIzE0V400LG4wSQLvIBjD5BPl8s150QhPN4/D0mAmTj9juUbUqioDOJwg9ZmCNFqKpwqE/H2D6aJ7+3i5Mb0zQ012CP5Eg6DtIzjTAdk8SkTTLusCodpy6W4NfdXdx2fBQvkARCo2UUKHHi+Wf838WEf45CMyjXAGYeRdZCpg4NEWcsaZq3Sp3oqxhoHWa66DIgGfbZoFxjR3Jhwc7tO9ixYzurVq3+3YvJ7xh/csDOsi1aJ03mgnOqaG6sCh8mTaALbN62kW9/+2ccbs+ifEUpUGjLojKRYM3SBZxzznKq66qM3CQyDgwfTlsKiqVRnnr2SR68/3n2Heih6GuEUmTSNosWzKSpMU3gltB4eCWfYjFPV08X7ceOs2v3YdqP9DI4mKWmuorzzl/D9LYmmprqqKyqxI6ZJFutFO0dXTz1zCb6ekeorWtk1sxpfOhvz6C+NkEyZZEvFGg/3MnLGw7T35ensqKS5uYKCHymTW+lZXKjSRW1EtihJ69Ao0VAoAIcaWMlYgQ+xOMVpFKCTHoqMTtNX/8Aja1NjI5mCVSJfXsHyBdcevqGyWV9xrJ58vkiBTdAY+F6LoePDtHePsRjj+2gqamKRfNbOf20eSxYMJvGugr+5v9cy3dvepCXX3qFd73jdQyP/JLjPaM89cSjdPYMUCgWUb7H4WMDZNIZTlm5mH37j7BjbwfxmENVRYbBoSzHO47yhc/8M51H2lmyYA43vOFiXlq/hQ2bDvCJD1/HvNmVSGEbTyMEo/ksPX1Z1q3bw8trd9N9fIRczqVQ8PFUYJIilUne9QMPIaQxDbY16coEVVUZ4knNogUzmDa1kXgiRkNDJa1N1QQqIOYkicWM8WkslsQwMAXpVBqFoLFRM3tGI+ecsZDungG2bD3Gjl0d/OiWp6ioSnLmaYs55aT5TJrUxPSZk2mbPhmlFba0UEqWGUOA6RZFk1yYTgRh194kxciwW2qRrqjglFOXMXvONG67/T5eenkzbsnDtgWpVJLA940/p46SeXwEgtZJzUxtm8zZZ53C2pe38K1v/oJFS6Zx9pmnUltTz9joKF0dfbiej680ti2oaWhk6apTqK2fyYsvrufxJ56ir6cXLwgouj6PPr6B9mPdvOlNl+LYVfz4trv5249+imuvu/4vyWH/jSGEoKVlGv/w6c/yva9+Dj+fpb6uktaWFtzCGGP5EjUVKbL5PNv2HCRbcDlwrA+vFHoeEhVv5pAvhV3u8MRiMYJAm0696zIBjygP05k1gErE+tFCmKSwMogRbjjhKyID31g8jlsqmW5qqWSAPimYPaeOy65YzsKFzbS1VjNn5kyMIasNGLm1Mf5VBIFH0YMnn9zKbbc+gSDGG99wNplkKuyvGuqCJMCyJYFWKG1eJ7DQyiVfKBLoAE3EUgo/cbi+Gzb0hGuOKEt9w4YjYOS9WgtQoTxUCNBB2VfJ83xjWBttqGEF7Xsu27du5hM7tvPTW2/mxhvfxuuuvpaPfexjfPhv/5Zf3H4bl152Oa2TTVd11UmrsGwbLRWNTWlmzKmnuu4gA31Gkjt1ejXnXdhGR+co7Yd8PvXPn2H5ilV88P+8n/b2I3R1dZ3Q8QNTxPR0d/PUU09y5x13sPmVDWSzWQJlvEnM/wt+a+jxosPISARYRi4vEWWQN3o7IeQJRUnZ9DoE7szPmoAJx5bhn4fJ5yEorLHCSRgQMe3SSZvzz15AsXQFH/7Q7fieprKyEt/XFAqi3DkPlArDKMzrYo6NX3JDkCvqlE+EaycUXOEVkAZ1RoU0vAg/NOuVuVaR50j0egOwQS7rsv7FoxzeP8h733MqV12+kovPWcqOvZ3c98hm/OJ6TjttAUsWzeDkVTO47IouHrpvL93do3iuG3bxxw8bZp5Kor0l+tRaK7SSOI4knW6msfH38yr5y/jvDyEEjU2tLJjbxr5DHYaRiQQdYMkYk6e0mgaBBs8t4ViaWCLN6FgPoryAnOgHGikwpJRo3zcAiiVBSnoGRkCD76sQKLKQUoZWAOZAJYQgFYtRWZkknU7Q3NLK6jWLWb5iCW1TphCLSVKpRHiQ1eW/Q8CuHa8Qi8UpFDQNTY1UVKawrKKRICGR0pTtBkxKoJVrDqaWQ019FavrV7F6zUm8/a9y7N11gIceeJz2w110dw9TKLlILairTSIci1LJZ3gkR75kWMuWlBw52sOiBW2UCgYI8/0ShdGAeNJ4JztWiZ/8+Ps8+NA97Nyxh1t/ejOW0CSTDpWZGA2NlXh+B27JN56dvgEXqmtitE2rYnhgDC8IWL5qDTNmzWRoeICf3/5TfD+gqipBPBEnly0yNlZixtRWRoazFEoeCxbO5OD+gwwO5DlyrB/PV6b5IwSxmIWURtJm2Q7V1RXMnDmFGVNbecMNr2Pa9EnE4jZEnkMoAjCehxACCIZdYVl22FiSKF0glyuSSCaQ0iaZSjBn7mymz/Q4+eSAyy8/iz17DrFj114CX3K8q4eB/mG6OrspFlz6B4ZwfcOCc2Ix3KBA3i0Rs83+6fvGw0z4whyypWUaaX6YQhj+NdEiwHVdECCFKQgCFTA8PEwsYUMIMti2zfTpk7FtSWFM4zgwZcoUvvzlL1Nf/xeLkz/WkML8ZVmmmeQHpmlqheyxSOUwcb2xLIHShpEptSAQAT7mrFlVkaa2Io1SEl8rsiUPtCabzaGUwNcCLTSOZSOkCIMaAoQIqK9OIVEUCh4j+QJCWKAFtek4KSk5uTLF6nScJscinrRQjqQQ+PQMF+gu+hRK0JSK0VJRSYNW5CQoqUhkUhwaynNP3wDt+SKFMEgqsoSI7CC0DsEKrcvgsvn+YW2HqVNO9GQOG5ATqp2JjUUDJKlyc0xpBUEkPw6MjzDjfoDmtQoV0kullKY2Dq9bRMgxQRSm/rUty4CAgYXSHhLDuBXC1M579+zhc5/5ND/96c1cfe11vPktb2XKlCn4nodtWaQzGYZHRiiVSgwPDnHlhctoqo3hKdh/eIR1Ww/he8YTv7a2lr7+ftxSiUK+wNbNr/KLn/2MRx99hMH+fgAsAUJaYRqwsagJNChhmt6m+e2bBpM2TaZ4LIZZz8abUBNrzvEwDosoXNM0Iin/dy8kA0Ty4olAnAnX02gVwlkTfn/0s5GndPl14T2PVAgRey0IAjyga7SI9HyWTUpTJy0eOzbM6oJLa2WSeDJJPBZHE4DyINBoy8YSmuYKmzWFCjrzmp15l/aSi1bCWBYIyvf4d42JQHA0JjZnyw3taA1GowMDiFuWExImDGBs/Bd1ucGslDI+3tF7heQIpcDSFmMDwzx8/50sW7biv5VGDP8XADshJE6yFic+hhuU8NwiBw7u4fEnnuPFl7YxPOLhej5BYBK6bAscCQcOHuW++x+jqqaRtramMkIcMQ+yhV7uuOMO7n9gA/3DebSS+AocS2BZ0Hn8KM899zw19VUcOXKYrdsPMjJUpK9vhJGxHAVXma4IgqOd/ezZf4SKVIKmxmrmzJ3GnDnTON4zxOHDPVRVV7Fg/izecM0cautSoWeNpFTM8eTTa3n8iY3s2t1BthBQKpgOYywmkcKirj7DZRedzIXnLaWlpZFY3MEwfk3RKKUNQuG5Hlr7BIEP2hyetPZpaKlH2xLPrUXogAXzp4EVY3ikQHY0IJf36DzazfH+YXq6hhnNFekdHCCfcwlcn/ajvRw71sfTz++isrKC5qYaTj3tJM44Yzn33f0UM+Yt5C1vuZqXXt5C2+QaajM2p6xp4Xs/egbbgeqKGKuWz+TQ4SNYlqC1uYYP/fUl/PzXL9JxaBv793UwtW0S73/vDaA81m3Yx8f+7i1MmZKip3+EvsFOtu84yksv76are5Dh0RJjI/nytQ98ZQ7DOqCiIkkqlSSRMBK3inSCObMnI4XNpJY09bUOkyZVYdkxqquqqK2tMiEOjvEukMRxvQK2ZYUPrWGiGdmKCheVgHjMYlqykcmTGzjn7IUMDhfYvqudzZsP8+hjm1m4YBrnnbOCmbMml/30dNjNAsZZFxgKrVKGWiyFKIdRWJYxPSaS11hQ21DNBz5wI8uXL+GXP7+bnv5BfnPXU3R0dvGOd7ydmuo6RBjlbuTZAQSCqoo0l156JiedvIj77n2aj378C6xYMpv62hoC7QOWMYfXipkz26isqmLhkkoWLJrNWeeezp133M8LL71MoHIEQcDOnUf53Od+CgKueuM7eOOb3opl/cmXhv9nhxCCxYtX8brrbuDJ++/k4LEelK9pqKvA93zWb9lDyfXZ397JwGiRUqFoFv4oxIRwI1OawPfDLpkeB6/EOGCjQ2APJnSyQjlAeU/SELhemTUFYccyBLqiJKhCqTjhwAogaWis4vrrlnHjDWdSX98M2i5LNoQIwa7ovcNfbgvN5Zcuo7Ozh+/+4Dk2vnqE889bzJLFU5nSWksqEUcFhmkihYUK2cZB4DI6kqV/KI8fPoth6wKJwAmT7sYJ9+PMMnO+UuXOlZBh51Ybb7QgCCiFXU5z8DJFSzKZKDPuxhNMw6CKQLFrx04++Y+f4Ic//CGXXnopjS1NbNm6jR98/zt86tOfQ1oW/X297Nyxk2LJ55e/3IFlCwo5I+UVQrJzZy8f/9CTZLMu8XiSikwFzz33NFs2b2LajFlcd93ryzI71y2xZ/du7r7nLu675x6OHmnH9VzjQfkaQ9xovBZIF0JiS/MdPM/DdxUByoAWEzqsEfgWFSlB6GNXhoC18ei0tMWG9Yfp6Bhi2tQEQRAQcwxbMSp0zasUWgeoQIc+KJJzz1rEX73nQn70/afDH/dJpRPkc0U83w99dSSWZeTNrjvR0sI8A5FBsjbI24QOqfmklkHnzPodgrpam8+gom6mFOVrWC4yw5rB8wKOd45w9z1bmDWjntWrFnDKirmsXjqTQ0f6+enPn+CxJzax8qSZXHrRfGxp8eSTh9m/pweUb/zR9ETD4vFrPLEjK6XAdjVXXf7XxOPx/2oZ+cv4XwylPGyRxdIGiDEsKWiZNIkzz1mBbWuyuX4GB/vYvGkHPX1j+EqYtQgoA64RsD3hdzuOFc5vTdH1wsYKpsawBYmkw6IFs1kwq40pUycTTyXwXA8nbjNn9izapk0lmUoSixl5uYgaEBp8v8jgUA+dXd2sX7eNjo4+1r28DTCNxcbGGqZObSZdYTN/wWxmzpqCJW2qq2tIpRK4xWLouxzD1yHIBNiORUVVmpPWLGPJ8kUMDAwy2D/Its27Wbt2EwcPdTGazQOK5voaXDegb3iMkhsgRcDeXR20TKrG8zwqKlL09A0zNlqgurqKWNzieNcRjhzaRyHn8aH/8z66jnfQ2lpD27Rqdu89xLatx7CtyMtXEvgew8N5/JJLVWWMykycV9e9yHf+/Uv0DwyxYcMG4nGLlkk1FPJFhoZyJOJxAuWD52NZDkeOdDI8nKN/cBQpLDKJOEFgjOsz6SRKu0xta+X8C85i1UlLmDlzMpWZJJZlo1RYS4ethzJQqkzIUgSYWJZFvlBkcGiQ4eFBEIIXnt3E5ClNTGptpJD3mDN3KrU1DcbCpM7hrLNO5rSzTsKSxjMxly0wNDTC6EiWQwePcvRwJzU1NRzr6GTHzj0Mjxbo7x9CK8N08T1T+yqtcVI2tiXQlo8VAm8lL0DqcYnaxJadjJK3NQwPjnHsWCfJRAWJhEVNTQXNzc3sbe/ntDMu5LbbbqOhoeGP9gz+ZUBL6xRqa6vo6hwA7RO1cIQWCKxwbRq3g3AcxwQdaI+YtFEmUwLLljTWV9NQU0k2VyDvFvH9AFtaFAMfpU1D1iLqagamcaACEkmj0hoby1HyjFLNC0yKcDIWQzoOKd+jQUoq0nGcjIN0FWO2xasd/agSzKqtYGZ9gqQj8GNQCCQWkPF9bA1tCYsLmmrY77ocKRZMxRYGf4lAGKBOhvUCIbHGQHTlRpeOgB4VlBlJUcPO7KVmkRRChL5nbpldB+P1qNIKSxhihNbKhDGI19TJmCa4Dn0hBSJs3ooQUDUNHbMHGEkwUiKJEZMaJTSBEvjK/D5f+Rw6eJBvfO1r/PrXv+ad73wnEpCWZRqtvo+0JKeuamPlvDhK5ensKXDpebPpOt7L3sNFxkbHyBcLOJZNd1cXH/7g/+Ghhx5gbGwsVOWZOSWlwAhSLJO2ixU2tw0QLKVCShtpCTzXN0FyXhDiDnGKxdJ4QEd4PYLAK/+zGaa5rlSAlJg/F1HdFGCUNzIMTArC15p1VGhRTkIWQpbZkydUrTq60qLcNDb7qEApk2brIekoBDzYl+dtLdUsqErxVO8YS0aKzK9ziaFxkjGsiiRWIgaWRPqKpLaYX5HhamnjHx+kIATDrk8xMKBgoF+rPPltf+TIxirw/fH0ZDEeciKRCKnH50dYp0b2B+b8YJ5DYZDkcA6Ot54jxYjBCiS+hheffoyDb34Hc+cu+G+tL/8XTuWCdEUFtzx0H+vXP47nufR0DzCa96isrkMxiABijsErHcvoh8eKY+zac4ihwRzTplthfK5GW4KhwaP85Ce38+yz28kVNa6vyx0zLaBQ8tm3r5Oujj7smGR4uICvFcWij+cqsgUXX5vFT0qBH5jkQc8vMZzrpaMry7GOLIsXzeatb72SKa2NWLKEkE54czX79+/hJ7c8wMYNh8gVPPxAoYU0wI5lU8ophAwoHB/l7nvXIrXizNMW0tBUScktmfdzTfHV3d2D7wvicZtsdpTBwSzxeJxYzKGiuppczkMIh0J+lNxYibaZU4jHNHlZpLW1CseqZ+bcyVjaJu+WGB7M8urm/YzlSuRyRQYGhgm0pncgS9fxQTZv3U9lVQXXX3c527fsZPLkZmZOa2HOzFqWLZjC6FgPY7kilpC0trYwefIkstk8UlosXDSLlvoaKlIOr7/mAp57cSdrTjmJluYGbv3pbzjvolN46oWNbNu2m6PtPQyNDFMoQqB8YnaMmGOTcBxkUlJbV0MymaS+rhIpXGpqalmwoAnXc/E9TUtTLa2tDViWoK4mjZQBSheIWTYxx6Dvlh0zCV22g8TBidkRkxWBRAeasWw2NGUvGTDMMtTobDaPZTvU1FRwxSUnce45Kzl8uJvduzv49a+fBRGw6qQFrFw5h6bGOhPVrHRItw5ZFkKgtGJkeBTP87Bti3S6Aq2hsrLCRGNqUd6QYnHJueecxNjoAL/89UMMjRR4+pmt9PR9k3e+883MmTG3HGNu27YxJhXm8FlbU8u73nYtdVUZfviTn5LNFrEsIwUTIfW2u7ubIPCxRAyBYO7cNj7693/F0icX86Mf3kZ/fz9eEIBtcdW1b+Vv/vYjxGJ/8Vv6fYdlxzj1rEt47KH7OXC4i7rqGqqqKykUXYaH8ozmCpSKHoFbKr+mLKljHDQzfochQFeuOSJm0zhDKuJbvZYhEo1xOQHlAiUCpwLfpClpIB43fkkA0hKcvHoaF12wgtraZqQwoTxaGCBHoMtz0Wx/EtuK43klHnl0C6OjBT77qWuwbE370UFuuulxLAnzF7Ry7lkLaW6pxLaMp0fJDdiybQ+/uWsr27Z1E0lczXUxbGY/Ai/Dog1tWC5W2QMqgZAWpWKBRCJh/NsCFZoThx1cpSiVXEASRckbryoZbrRmf1ERuwuwbYuOI4e46bvfNkWbFNx++885/axzWLVyFXfeeRslt4BWUCwY5kvUANBC4fsSd9BFaNPhfOrJx3j++edRruLaa66jvr6BgYF+nn76SX7zm9+w7uUXGR4aKjct5ITiYiLrR4RAlClozecKwuvkhp1pqRmfF9HViwAtPS7nHJfCTsBrw1ugtGLnrj7WrjvAzGlTkNIJp5EpthVhYS6iF0X/a9gCK5fW8fDkKvbv78a2w9ROpcPCzyoDy9H7QyTD0CdUeVrrMPX3xLkdiKi7Pi7TjYp/yzIHmcD3TXKXeaMTvjMhEL59ezdf/foTvOvdHquWTWNyUzNzpjXyTx+/ls7uPu66awMPPtiPkFDflCGfL9HTMYIXSjoiMDAqhkVUgIafy9GKWYkEb14y7T/s8P5l/IGGkAjHsOg1gGNRXZVm1cr51NVX43mj7Ni2kYMH2nnwgXV09xbCukDghKmBtmWF7N/wQKIwScqWRAgbrSFm2+NFvFTYQjJ75lQuufhsLrnkXGpqqspz0g8CpCVRAbgll4JfJJFKEqgS+dEs7UcOc+edj7D25R30D+dCUFvhK8OUjcVG2LW/A/XCZlLpBNXV66msSqBdRTqV4JTTFkPgUd9Qw5QpU5jaNhmBRW19A4G2QssVTSyRoHVyK62tzSxespArrrmII0eOceTgAZ59egMH9vcy5A3QUpdhcLhIznMZznpkDxfIpFJkEjYVySSlYkA6naapoZLu7mHyuQJ2XLBr716Ur6nIxGg/MsJA/xjDWcPcdosuUhjrhYMHe9i9O0Nfb47uvjHy+WG++a1vEShFZVWGmtoksZjNsfZ+cmNFFs+eTCKdYGBklMAvMjSQZyxbQgDplE3MljQ2tFBRmaS5uZE1p67krLNPprGx1qyFIbAa+IZ9bgmAgHypiO97eF4RgSCfz9PR2cmhQ0fJZkts23qQ4dExtBYMDGQZGsoSBD5KB2gdcOZZK0gnU5xz7qnMnjONyZNaSMZjaCGIxxMkY3HqamuRUrBy5RKCIMB1XYSw2L19O/8/9t47zLLkru/+VJ108+0cpif05LyzeXc2aCWtslAEZSFMEGADNhiMccCvjW0MmGQQGQlhBRRAEsparbRJm9PsTs7TM9M533xCVb1/1Dm3ewV+XrD9SjwPW49Wuz3dc/vec+pU/er7+4bHHnuOz3/xISanZokSyzQXgJAuUSfBca0XlesIPM/HmDBlTJv0QAx+4JMkkZ2nBlrNDsdOnOezf/Vl3vwWw65duxEyoVgMuOuWW/nwRz/6Ilj3HRj7Dt7E1q3bmLpq2VHdQC/b5SHzOc0Agji2jDmkPRNpBOUgR2+1iNGa2fllIqWItSBOYrSKAUkQBCil0n/Adx36KgUcx2NltUat2UZpmaayQimXt/WO0vhxwt39FXY5IJpt5sOQU/WIFrBBOFw/WKTcU0D2ldDKwW23yRETCAcjBW6scYxLPVE0EpteK9AkwrLYbdPUpI3XjI3udJumWZMwA9+EyHy+dMog5ttqFG1trIxluek03MWkdjHZHuxm6gEy8CitJwWY1CJI4KBTt1yTAl/ScW3zRCUIvcYms8EUCYkSCOEjXY3sBmhZBpVRCdNXJvjlX/qP5HJWHZW9b1cKim4EWrN1+2aGRgSTUzOUCmmtj8EkCVpo/uSP/4RWu7X2mQFXWqmwFhbcdBzH2jN0Jajg+x6djq3fE5Vg9Jq/rtYGpZvpWcKkjcZ0TqJT+mNWD66Bd/bvm+6ZIyvYlNZdz2yjLShrw1IyueeaVPlvK3fW/nxdaEiXsWdDEiMDFxqG++Zb9JuYgutzWTksLzSoOpINnYTetiLvOnh5DzfwcT3JUDWPo2GyUGQ6bBABSRQTA1mK8N88H9n3ktWeMmVcZiF12c8JYXED26AVaR1sz2+O41g2Yhynz/uaXUoWQmSMldFmYUFZE8sIzdz8LFNXTv1DBuzguhtuJEkUzx+/hBQQRQrpu9TrKyiV4HuONZR0HJwUKTdG4zp5enp7QIBMWVid1gIf/cgn+MZ9x2m2U2aeccjnXDwpKJULjI9v5MbrDzK+ZZQrl0/xpa89zlKtiTYqTRNxwVifJSlTlyUFnpfn+mv38pY3vJRrDm3D9UiLtQSDa98TksXlGT7wux/nqeemiWONUliT6tRjz2iTGmHbQ/biSp2//OtHefboOcY29jIzs4BKoNXqEIYJcRQRJxagEY6hXm8jpUshHxBHsU268n2SWOG5LuXKcQLfmq8PjvTj5/Lkcx4DPVV6estsvmYThw5twwskGMmli7O0O5pEw4P3P8OZC1eo1Vt84Qv3UsgFVCsFSCJOnernja+5iUcfO0uzFWKA/r4y2sQkyjIkFhdWuTpdZ3Cgh3JPiWrZ5ezp4zzxZIMt27bwp3/8aebmlgmVolzI4Tou+bxLtadAsVCkp1Jh29ZhNm3spVj0WF5aYuOmIXoqAa7nkOiE8bFRlpYm6ento1SoWnaODmk2Y3qqeXTSpt1SuL4kimPQGt/PgSvAcVNWkoRE0ay1uXRpilNnJzh1dpqrk0ssrTZRiWF1tYVwJOObhzi4fwuHDx/i4IGt3HDjXtqthPMXZvjWg8/xR499geGxXg4fPsj4+Ah9vX2EnZD5uXmuXJnn/IUrnDhxhsX5FfJ5n0KhSCdsc911+7j18HWMjY1QLJXI50pgLIuoUW/QaXVIIsuQeerxU0xN/Rbve+/buPuld+E4flqsiS4fBQk4Di+96yZWF2b5+Ge+ZpMdDbhSICU89dRxjh57hmsP3Ex2MPYchze87iUobfiNX/9dipU+fvbf/iJv+b53vSiD/T8YvX2D/Pz/8xu0/93P8/ij32JucSld1F0WVxq0wxCTMuHWgxCiC8aJDGOxgJpY22QEadfGlinZHpTtqxZokWv+b6mWNP3vNYZSBlZIrA+DihP7fWHYuq2Pd7/zRraPb7YG/jrBTgdbeJk0uVkYu0a2VcSxU5c4e3aavXs28vKX7yXv+2AsqNxqtblwaZpnj0zwhx+8l2YjJIkVG0YGEC585asnmLi4hDaSfD4L4kkoFPMIrD9dkLMFQZIoAs+jWPSIooRczkM6Do4nmJvR5HMBIyO9RFHE7OwKnufTbnUswCgMcZSg0LQ6zbTgSR2GuqDVGmOq0wlTmZvlryulqS0v81v//ZfZs2c3993/dVpNW1z5gcfm8QEmzs8TRTEYQX9/BSkNC/M1lNF8/d4vsbiwzNimDbzqVa/iox/5c/70T/+Is2dOE7YjELY41Gptgxe2JksBqzSlNwUPwzBCJXEKtJn0s7DGODfC+vp2907SoAZs5zhloVl8bA34XStiNEmiaYY1OmED1wns+pmlIEqZTqnUpycN3DE6YWbmCl/+6vPEKuYtb7+Vu1+6jyQRTE2vWp8u6XD23CRHn7/MzMwyKyshSRJilAS5BlZnRaA2Bpmmvpl1hZ4xa2bdZIcAmT0/Vnok+LbnR4gumIIBnWiee3aWX/y3n2Pn7kHufsVOrju4iU0bRhnsKfFPvv92njxykY9//GnOnF6iXApwHEGiRLcoy4C7TI6bKIWQAke6yAS+75f+I5W7bvs/XVpeHP8fI44TVldaiNRyQxiFH7icPHmMj334w+QKLg88+Dhzs01WV9qEiel6Wpo00TULAXPXJcVK6aQgmvVKNJFlYWFAK4Ob86iWSkxfvcTU5CXyuZ3kC0VIO+lZ6eH6Ltpo5ucm+MoX7+Xr9zzCqfNzLK220IlI34cAYeVkQgpileB5EmMEnl/EkCNOHJSGdq3D57/8OHFoGaw6UWAUrifoq5YpFn3uuOMGxrePMTw0Sm9vH339vSAcSpUiB67dy74D27nltht57sgJnnj8ab7ypScQwlAIcsRKW0lXvUES+/T29jA1v0Cz0WZsZIjZ2UWMMcSRBRPKxRyVcg6ZeiQNDfdzdXLBSstSWwKjXU6frxN2WsSxBinodKJUWhRTrQ7RbLRpt0JKpQJxHLF1ZJDFxVXrV5dofMdBCsXIUB+vfOXt3Hb7DWzfuZVKJW894oQNUEJrjJS0wg4rKys89+xzGC25cmWWE8cv4HqS2ZklIh0TdhKUknQ6Cc1mm3q9bVnEQtLptLv+eIlKkMLjq195CikkX7/3GcrlAuPjQ7zy7pt5+SvvYMPIqF0fUz+8jLES5HySJCZX8EiSJpVKkStXU5Z6yk6R0vomRWGEFKAdgTKCJLIggUylhgisPF9knl025KnZSHjyyZMsLC4ztnGUYq4IxNx8190vgnXfoSGEtDLwtIjLMAItwBgbeOCk8jcbnGW9Nq2iQuNIF4TL/EodKWyAonAc2u0OGttczOVzlkkfJ3iupJgPyAU+YZywstQk1gLPdbBe69aXLko0gePQV85zVznHkDQsmoSzi00uKs3d+3Zwu6MQi02CooPxXehEZJ1dB4ERAu06mFix6Dl87vISC1FM4EgiYzDaJtnatc9JQS+7V6q0idX1mcUCdEYLpOOkNbABo7s/l51zbABFVt+kaa7QlYxbMl+WOm+Z0BYXSkEh2+9GG4NKdFoHC4ywcuVYJbhCpv7QKcQoBHFk1/yk2+zWXbAm7QjjpaFnWisajRpaQxDkSFQL1/fpJAmrq8scf36eRkuRJHlW6jFIgeN6FoBM1S5WWCC7jWYEqQ+vlckrpVLpZdp4lMIqFHSC0vZnszAPe2l01/eY9HrZGht7j8R6UCkD6iyYZ6ukdXJOMv+5tJ7qnjXS35f+TVuKZY3idSYu2RkkexjSM1BXHWEMSoOHoZNErCSS79k8zM5SjiAWtE3CbCdhrt1mqdHC1zCcc6gUi7gFH7dUolAKua3qE4oCn12sUZea9Gam/1t/5hLr/m3fp+omwK5nLmef1/6fyprqKdMuURqRZKnGaw12nbJodUau0KrrqSzSxpGTStpFV6nx/z2+K4DdyMhGduzZy7ce/BYDAz0szC/iG4HveOzau5Pbb7uOKFzh9NnTnD59lVYnwpEe1117A2Mb+9NOvTXoPH70GZ564iRhlFj9eDGgr7eHXdvHue7QfrZt38zmjSMUSgHCgTCaRukYpSCODWGYWDZcilprbYEO13XZunmM9777NWwZ78OI2NIghY/rutb7QoAQmq9/7VscOTZLFGtsorUF2hzHTWn4qVeGyBYvqDUjnjt+lSPHJojjtUOFkJbmmh28pWOT7zxfEUZNyyIQgrCjKOQ9coELxmHD6AZKxQK1xgpDfQNs3jxMX18J33cpFwI8T1Cp5inkSuzcNsIzz5/ioYeO0WrX2bpxiLHRfhw3x9kLl9m7ayt792zmgW89zZ988DMkSlKtFpmZW0YIxcULlyzIKiWdVsgfffDzFPM+//VXPsRQX5lKpcyR4+eJ4phWrUWxmOPGPVt585texshglSSJcX272GitCeOEOG6ikoRKtczVKwtMCmvmPDSY49iz51hYWEY6LiMjg8zPzSGEJIxjqiWffN4jVoZqNU+5UqK3kqdR61AsFaj0lMkXcvT39SOF5vjZi/zFJx7i2SMTtMMYjT3ECuGA0BilWVpu8PyxCT7/pYd5xd3X84M/8Fb6+6tcc2Ccaw6O06iHXL46z6mzV3jg/iMYY+h0akxdnWZxqUW9ndiF1Ki0uzyPMZqTZ+b48pcfpX+gxIH9W3n1a17Bli2bqVT6EVjPQq0Endj6lV24sMDv/s6HmJ2e4m1v+17yuTJCel36MdgFwc/n2TQ2TLXokcQ+UWiTNFWimZ9r8gcf+DC/+B/62LhxK0I73cX84P6dFEoVfuKnf563vu3vFy/94vjbhmDjpnH+2298gP/8H3+Bz3/mc10mVxjZDp9a5yex3uh8/dfrR4bJZALUdJthnatv+rXpRopn9r5/gz1FRqLKmgf2ECIcu3nv2D7EDddtI+c5YG2SyYyzraxIp6ANXJyc48ixC/QP9PC6V99MIecByRoTAEEhl+fA/q0c2L+dVrPNxYkpHn7kPPfd/zxPPzVFsxVaSQiKKArxPJeBoQqDQ73MTC8ytnmESiUgCSMq1TybNldYmK9T7c1biwCdsGlziXNnV0gSQW21QxB4LC1XWF5sE8d5ksTF8yTzc8soBa1OaAsEbUEbKSTSfaGvW5IotDaUyiWisE2Wwvr0k0/z9JNPoQ10wgStJX5gvULiJNuMDWGnw/j2QZYX62itWVioYZSg02nxr//Vz3Ds2HHisIPv+Tb4iMyfZU1a2WURuj5KaZIkITZJyhxfkz9nHUCwe0y+kLMHSxwLWrZbNmHOcXBd136deiTKlImW+Rt2GWhCkiQRU1cbdq910smT7ktdMAMHQ0ysDY16mxOnpvnYJx5iamqF3/y1H+G668bJB74FB7UgDFsEgctKrUYcS46dvMTTz15mZaXGs0cuc+SZS0ShQptkbaZLiUwPM90iKy2gVSqJtvM6Oxlle2l3ytu5nl2wdSC5/VKzstThyccmOfr8HH29AeNbBtg03sP2XX3kci47dw9x9WqLiYvzmESvFZvrmHvGWPkaRlm2pUwY2DzG29/1rhfX1e/AcKRDIV+0jDLPIRe4GBLOnJvgzJkr2PBYhec6SFfiSQ2xDfIRKZPBYr26e5A2WNaGhUPSBkjqhySFZeK6jksSJ0SdmJxfREibFpolzhpjQCvmZy5y79fv59Of+joXLy8QKygUC+zfuYNSwadY8gmCgHq9wbPHLmK0IIpDHCkZ6O/HD2zQgOPk8V2PjZuH6bRCLl2aoVwqsVpr0GorOrWQK1dqaK149PELuJ7A8yVbtgzx0rtuwHU9brnlWnp7qpTyHkHe4abb9nL+3An8fMDdd97AlUtTnDxzBZnLE8YRK80OSq1SKhZYXW7QapWpVIvMzC6hlCQfOFx7cICbDo3iCMPCUpPJqQXi2LJNHNceDFdWm7jOIPuu2UCpuMCJc8vUawqtYorFgHw+z/TVeTzPJ8gHnJ9c5PLsMvl8kB6qDdVykWo1zy/953/Bvv3bUm8521xRSUyjUefqlSssLizx9DMn6ITw3JFTzC8tg/RwZI5SuUClJ8fUQpOengpOoMn7Pnlt6KWHRjNkdmYR0DieIPBzLC0t4ziph58rLKs5SpidWWR6cpanHj3BJz5xD7fcfJD3vOcN7Ni5AykcawFhEoQAz/XI5yo0GiFhFFIslYhqq/agp62PqRv4XV+vKDHESZg2VQRCWT/mzNbCrmW2OeA5Lp12B4zmkYePo80xy3wShq37W9/VZ/Mf0zDGEIYdpBTW+VWT3k+rahBCrGPZZM0j2xgEe56st5pIR5IPLCun0e6k0juNEYZOp50qHWwjL1GG2fmVFFWwoKGUPo4rbNahglKxiI46OAIux4qTzQaL7YghL+CtA33c2g6pFCRitAdXCIQymFjjpoxiK8cEEwsurDY432mzLZ+nFsdcDkO0I9Eoa22SyTcQJGlKvBSWzYbR1vvMWDaede1QXeAm8+d0pE4BTJlN8/SaOWipU6KNdStdb0chTdaIIQXvZcrsWl9bqzQMTXfra5029NILmJJsnO45PFMCaG0ZagKJUkmqorLKJ2nWAggcx6FUKnPyQouwIRnqcfDLPueutFioKVzXNkDzhQLtdhsbFOKhVNJleCusP2U+H6R/nqTNeZMyNm3lJrHgp5s1K4zqfuZs27I3L/URhi7LMFN7GUyKb0jWXLWzc0nG6FtH5jCZ+mEtTKJ71Fh3NukSEdLfKdLri7FWKFJ6KUgb2z1YCPK+4XWjAxwa6UU3IhKV4Bc9BgseceIxKPPMzSxzqt7GCxvsN0VKnQRPGggcSo5gbylgVRnmtAZlkLkcYSfsPmfZM+g4GTswlcSqNGRK2DOR7dnr7mcTqVGgShTSsViN7V3bn+laV4k1H2UphCWepddTSg9X2qaLjjvUOn/39fm7Atj5gc8b3/o2nn7ySdqtNqW8z6YNG3nXe97B4cOH6KsWQScsrszyiY99kq/c8wSVnhG+9/teSxBktMIEtMITAQf27+HaQ72MbhhkZHSA7Tt3MDw8aG8gGiUUQniopM3C4hJRpGm3YlphYv3IUvTcduQTMA5bN23k/T/8VrZvH+0enmxHy+0aVAopWFyY5d57nyYMDTap2wJ+mVQyo5oqnVhjUGNwHRsznfM8pOOSq/i2+PMMrhTkci75gk+lkkMrTaGYo1ot09tbIV/I4UiXoeE+ikWP3p4ygR9QLQeAJIkTSLsyRtv3rWJFsxNy/7eO8syRC5w8Pcnk1SX279nNm1//MvbtG6CnUqFUGeHpI8d54JuPsnnkABsGc5w+EfOqV93AiTMTLC03GN88iuOECMdh42gfr3rl9Tz8raeZuTrHG9/0El75msM88fhTTEwucPuN19BuzHPpyixzSys88NCjvPruazmwfwflsoNW1rh5eblBvW4ZMfNxjU5HsbyywvzcIs882WZxqU67ExJH2nqNJNYY2BZpyhZFGJDgSIHrCoS2kuIg9XLZuKmPnnKOWi3i5OkpmpGVLXc7ECntWOJgBMQalpcjPv/Fp1lZafELv/B+KqU8AihXPPbuybN37xbC6DAXzs/y5S89wJXJc3SiMN2UE5s8ljKUMvldox0TzqyytPg8Z85c5rZb9zK+bSfnzl8gVwhoRDGOFGiliWPF/JLiox/9MlGc8K53fB/FYg+O9Czan3ZbBXD24kUazTYOsHf3RhYWV5icrUEiOH7yCr/yq7/Dj/3o+9i/71DKkHGYOD/BNdffxBve+vYXD5X/F8fA4BA/9c9/jrnZeR55+BFipa3n1rcb/K9L7IR0c5N2bVi/BWbAW9fny6zR5rMWlt00MnZdCmwYXvja6+6xI52uKaxI2UpogePmkMLHiDRNKi2mbHcCpmcXeeKJMxR78tx26z76eypobbvH9n1l70akb8AFAYVCnv17trB/92a+73sP84E/+Aof/OADVpqU6NQ6wElT7iI2be6j01bMTC5RrfjUVxPmZxRxBAthm41bSswtdmh1Ilwh0mdG4fkuG8dKbN5cRQjN6kpItSeg0x7A9z0Wluq0moaF+TpRmLC02MRoiMIYI9akcQhBo17Dcx0c13Zdhc4A1iQFTA31lQ6ddsjOrSMMDFRYrTU4d2GO08cn0yRrQ321QyHvs7K6Sv35ZzEIivkCYRijMV0JrJMCAJk8WGlFGIXWqk/a+1epVomj2MbEO5ALcriepNKTo97o0N9fJU5CtII4EnhthRB5IhXjuR69/SXiKGR5qY3nSRr1VlqAGjw/SMNNrHzi6NFZjhy9zKEDW8gHRUAihMYICKOYmekFpmcXuf+hs5w5PcNKPWJxYYlXv+JGrr92k20moYijGNf1yOcCBJLe6gBCwGB/hZfdcQMrtQUeevQIH/+kz2MPX6RRa9FVx5p18zkj0Jl1cz2b14bM6rE7B7/dUFikXXgQNuzFiC4LHhKilmK6FTI/2+DkyRLFhyTScUkiQxhFljWzTpKTsZEzGYQQ2P3DMeRLPgeuv4Xe3t7/nSXkxfH3HLl8kQ1jG5AiRhjPslhUQn9PPz09ZfKFAM+X9PUMMDTQw+zcFGfPT3BxYoF6O0Fh1x8hfRuKIuwc6cRr4LF1QrL/5bipp43j0jtQ5dANB+gfHcL1PUwKsFusTqF0wuTkFBMXF7n99sO89e1DDA0NMjQ0xPYdW4mTJmG7yfLiLI8+fJRIR0xcnMfz8wSBlfki7WE27GiKeZ+5qWXa7RCdwMULVxGOZbdY0CdARdCKIohANGFl9TInjk/gSIePfORrVCs5Nm8eJl8KiDshjz16gk1bx3jr2+9koKeXZ46c5HN/+SBHj15GCWh0OlQ9l40bhlld6LCwskQUWSbwYF+RnVurjAz6xIlg4tIyUZhYGarr2OdSaxIErWabfbs3s2WsiO97PHVkjjg0eMJh8sIkIhEMDvQyPTtPGGsSbYAOd952La+8+xaMjvmrv7yHT3zqi9z9ypvYsGGI1ZUaV6/Mc/zYKaan55maWWZ1uUW90cHP5TEGoqhNoVigXHZYnJ8nH4yyYbQXL5cDbDhPfXkFKRzyuRyDg1UkUKkUWV2tM7ZhiEpPwK23XMO28c3kfI9WS3Hl8mXK5Srnzl4k1oaJi5M8cP9DDAz10NczDEamh2LLwB0cHmR82xYuTy4yPbdqmxnCAhDaQNxuv6B51w3SAXtIlpaN5QqBJx3K5Twbxwbpq/ZQqZbI5wIuXb7KzNwSU5PTlN0S7/+hH/lOP47/aIfjOFxzzXU8/fizJJ0k/dM0XEJKSw4x5gWBT1kDzWiD66UgXMpkCqOQwPdxPJfaag3pOAR+zhJBBDTbBmNCHAHlQg7pSDqJIgwTvCCHcawKzBcK7TnMrdaYVwpcyf6eXl6R8znguuTzHiLvIFWM1gKUZXQmSWKLjyQhijXnlpbIGZ9bBgfwm21aKqFpBO1mB9dxCZWy6oysRhUZg0p36xpjUgazsSQJbaxVhkF3Q2C0cUC4aCHIgsuyuoSs9k3P4F35IWl9kCpBIG3cZT5i3eaeY+sER3TBQOnIlMGWej07ayw3xzE40oKrSrXS+5eCgUCcJBTyOarVAivLNVqtJoViCa00iysRncjn8nxEo71Koy1wvRyFvEO706LdahPkXPK5gHojRCWZZFri+6nqJNZI6eM5frcxKYxJJcS21hbGMop1ykxMI85TwFVhpFkL6hTC2gMYjRF2R3O6/q0GIXS65NimU7FYpNVopUxep0sayK6dkFnQgrHYg6ELmq5VXwZQFhhLf4cQoAntNRYST0oLbqHJu5LGQo1qtUyhXEChqHgC7foEnsu4C32rPk8uLvOZKysc6iuwr+IzEPiM+iGDHds8zSFQApQR3WtlgbUMm9EpC9o2NzKpOoBR6xrCRncBy+weZMCqk+Lu3XowPTd1wy6M7s6ZbIYqZSXZZZFnc3XT33l9+a4AdkJINm4ax3clcdhmZHCUf/pj7+e2O/faKGKjMVLQ17uRd7zrjdQaIbfd/mrGx/vROuleWCE8du85xOZte5GOlx5e3C4dVyuFkC6O8NAqYWHuCqdOXqBeD2l2LP3Vc7LDJliqo6S30sP3fu+ruOaabSDshc9ozBba00hHInA4cfwUV67WEUbgCAeTdlCEsBILe/aTOI4gcD22bOrjmv3jDA71MDjQT09vEd+XlCslPN+aazquoRgEaBWj0RRLVSDBoAgCa/4tRYrGx+2UbZiluwg6UcLyYoOFhTZnz07w+FNnmJpdYWZuGU/6DPT38dKX3MGrX3EbhcCyTZZXBbFpMjC0geWFGb72pS9Rbyuuv34nI0M9TM8tIqQhVwo4efwS+cDlmgPbKHiS17/6Rj728W+yOHuR1el+Jk6f5Ed+4O3cdN0YrWaN5dUGcwstHnrsOL/xh18mJwUve8khDt+6j9HBEn29ZQb6i/YYpYdw5HYUGq0E7VaL1VrC9OwSVy7PsLJSY36hTr3ewfV9Wq02tdU6zVaHVkehEyt1UkbQqncwWjC70OTUmRmkY0GEJGU0Oq4LiY04lymA0WU0pZTWMEx49LEzfOov7+EH3/dmHLF2oNZK47qSXbtH2Lbt+3Bc+OrXHiGMk7SzY6nS3Y5DVsALQ76a49ZbDnDzzYcJI83AQD+udzmlkFt1lybtsDUjPvHJrzM/v8RP/LMfoVzuRUo33UQE9WaLJ546RmQU5ZJPq9FktdYi8A1JYuiEmmPHLvPLv/wBfvBH3sEtN90MRvCtp47zUz/zrykWi9/ZBeAfwdi+ay+/9YE/4id/9H08/tgTtgha1wmENTDtBUydFIC19uQW9NfrKNNpUvu6zdB0uzmknXjHczGJsq+hU0BD2I3GpAAd2nZr7RuxG80zz1zis59/ih9896vSpoNOiwLF8lKdZ45eZHZ2hZtv3MPO7aNdGUdGNxfCSd9lKrTMNrgsIEi4CKCvx+XWm3fwqU89wfJSO00kdYnDCJMo2rk8zSRkZn4RhGDysu1YWVa69c7Q6QbpOw4qsQdorQWuJ8jlnG5oR5IoCsUAYwRJrCiWAlzXFs75gs+GvE+rHbEwX2NkcJgkillZXES6kkKuhCPAwSE0knqjjpQCX3pEYZICmZq9OzZy5w0bqdcWCLYO0d9T4uHHz1hMTwhcX3alAEZamQvCWjD4vpsGaKTzQQqMsv4uwyO9FEtBt/PX01dEOoKhgQK+5+C6hlzeJV+AcjWg3Uww2iOXt8Dn1SstGo0egpxDEjsUSrYozAU+p05NIpA0GxUWFpfJ5XIYbYiSGM/zUErw0LfOMTm1wg//0GEOHRilXOnhmSMTrCzXmLi8QLul2bKlnwP7tvDOt72Uvr4KzVbEgw8e5xN/+QiveMVBhvoraYCUZt3RE8sMsRKvvmovL739enr6ChiT8I17ToOyskBp0v1U2ufGdRwrO9Umy+RKHwE7KXT2dYYZpwchMjDZZGV9dk9MypK0DBcBxIlieXmVlRXRlU1nhwMhbTPohSOVGyu7/7rScPsdL+XDH/7wi42Q79CQjs+Nd9zFJz71GepNRSsMSRIwZZcyMddfd5Ct2zZy460347gCEyU8/dTD/NWnvsnDT58higyJscmdkK59rOHF6xsfhUKBOOqAlORyLrmc2/WTEog0NCuVbUuJUA7XHLqZQ4fuwPFSJo2UIDTCaOK2JnRdZmcu8vyxUyzO16zBvOewtLBi533gUGu00QqqPRVarZYNLEj9FMNOBxxBGIZ4rr/GiNaWcRIEAe0wRCtFrbnIlSnFsZNX7PzPeRil2FMsEHYSBgb7eOnLbuSmW/bw8APH+NxnH+L4yUuEnYiZyauMDfcx1l+lVWsSoRkaylPMC3orOZ58do7JmQbZ3uTIDICwTYaFpRbKuPT0CTaPFZi4kuPSxCpxs0GpPMBCEtJoWhZw4Dtcf+0O3v3u13LL4X3kPMHxYycZGK5y771P8JWvPky5UiaMOsSxwhibeus4DtIRFhwJYzzP2o6EYUgQ+HhCcunCFUBQ7u2h3Wnj+z611Rr9A30kcd0ejJRmaX4J33fI+Yax4T5KgeTO26+hVK6SnRcEmiSBSCt0bNAqolQqWFBCamS6v2IMvmuDSC5eusL5C1PUay0iE72AyWJ/1HTnYRZQZLdUK90TQrB39xbe9L2v4I47biaJQ3p7e/CDAkePnuITH/sctJq87Uf/NePbt38nHsEXBxYgeevb38MXP/cZLl2ZA5GyxLRldGVNVG3WbE0MawQQpTNfL3t2jaIEmRiiJCHnu8SJDSRUSpMoMGmau+96OL5HHMdEkUZKqFZyrKzWQUAj7BBFCcW8S97N0Y41PXHMwb4eBis5RNG3cnZlgzHcnIdxJDJSmEQxVWsyudpgS7lMyXPQAkquyzWFAlfCJouuZCmyoS7Zfuj7/hoIJgVKGTIQyG7FCsxagIIQHoly1lhYQBcYMiZ97fRPhdOtmbPGtw1TS0NklAW0LN5tnx1jdPd7661/7LnPIB0L3FnwSSMdW9+q1NPemDit1ZUN8UCg0WgDvucx3Fsi7nRodZp0Oh2U9nB9lzgxLEYapX2iuG39+LS2TR8l2DBYxRGCRj209z1Nse102ukVcLEezDIFLiVCmHRdSZsBMj27pk14hCU2KW0BT7t+2NDFbiNfpN6skGYC2NmY/XfGhIw6LRyp0nlr76W9pBYUtOxJg3QEmTyfbphTWogZkwY1pbeSdI+0vxLhWlWJFNBWDl+/PM+mrRvoL5YwnoOMQ6RSuBhM3EEUHYqJy51uH1dbMZ+bXuBEzeGWao7NrkMUOJws5His1iLBQNSyDdqMSW9skzrznlkfQtc9o3XPZTpl4tElOVgg2dqiKZ2GsKW1pZsyLDOSDsYg5NrXAkVirCJm1/W72XfDjX/39eXv/JP/l8e+A9ewZXyc6cvT/NiPv5/Dt+2zljjpYUwbgRQxUni89z3vZWTDAKSAFMKQJDbUoVDpI6ctuyo7QHaND13XRp9rw/LKZf7yM5/j4ScuU28rKhUfrZTdyCMLwDlS0lPp4c1vuJuXvuQmgsAnTqxJvJVRCaTr2BSVuMPFi5f57OcfohXGGFL2XYqOI6yOWSuF50jyXp5X3H0L733vKxgdquJ5LtJ10SZBqxijDZ5v06wQoJMIlfhIacGbRGmE46JViEo0As8eUoygVquzsNQiDB2eP3WBI89OcOnyDMvLHVRi8IOATZtGeflL72LPru309RUIfA8Vx2AUnbCJUprTF67wpa88QKumkI5h4+YBxjZuQcVtivkCnuNyz72PsbzYYKC/wlB/GelIxjYMc2j/ZrZu7uEbX72fueWEfMVhZbVDsxFhZI7N48O8eXCU0bERHn3kCJ//4pP81eceYXSkwt5dm9izZxNbt42yeWOFgueisD4MpYpPtbfEli1VDt+yG6UMzZaVBnuuTxR1WFlepNkKiSKHWm0VoyQr9YirkzMY7RB2QpYWa9QaHWbmV2m2Q9xYoZRDIkgZQvbQr5IMvAWwZsWtdswXvvAQL7njRvbs2oHRCUI4OE5a3hubSPfOd76eixcnOHv+Kp0owmjZjdV2UmmzNrbIk45gfHyI8W3bCbw8e/fs4eUvv4vHHn+ax544wsz0PK12B+FIlFREkeb++59k797tvPlNbwFjutTdpcUl6s0WpXyOKIxYqS1ZBgkS17GFbL0R0r60yH/9r3/Azu1fpK9/gN6xvezeu+/FQ+X/D0MIwfDwKD/64/+MMydPMr/UeEGE/VqB8TclsiKjTaadKmCNTZcV7qzds28H/uIoQnY7YGvsrawjBHQ3Sgtq2Net10OOHLlE/S1Ncj7UajXmF+scPTHF7NQqL73rWu664wCu8NKABF7wHrpAJMpKf0m9TNI0UaUUNjUsZnWlQZJkzFPZBcujJOLylSmkkanZLrZ4kpLE2CJFG43ne6lcxHY8XeVQLJQolFy0FtTrLYKcj+M7NDuGgcESnieprXaoNRMKBUk5cFheatJuRwwMFGm1Vmm3IiuL1YowFFTLeUq5AoNjYxw/eRopDPV6y4JoRuN5gr1bSvRXBXfeeQfHnjvFwmKdwBMkOgVQpSSX84njhLGNYxQ8Q311lZ5qmdn5FSKjCHI+1b4qSifkggDX0QyPFnE9D8cxLM43cYyiXPSorzRJYlsY5Ys+K0sdtm7rYXS0QqIiJifajGzooVIW9PWVMWiiOKS/v8jMpAPScOjQRiYuL7N5vJ+VlTKdlmZ6aoHevl7arTZJytKbm2vye7/3AIEn6O8vsW18hFsO7+WHfvAGNo/1UcznbUfV2JCbvlKZd739JVy8PMt9Dxxj374x9u/Z3PVwXavfMo8TW+xUi1V2bhnj4IFN3P+N86gksvN/bTFO9/bsGaHLWrGPhkiLR7rPWdcAOP37jnRQGZBisufUvoLOuqVy7SAAqRF21q3XLwTc170x+xwZgy8lYeTwUz/1r15cV7/D44ZbXsYNN13D/fc9SxQZIqNphxFLy3WuTMxRKfu88swEL3v5XRw8uI+Xv+J7GBkdZemXfo+JK3XqjQhlLLMVLDjSnadCEASB9Y5KrIwWoKe3SC7nUiqXyOdyL2BzinQuulKg8QAPiJBAs7lKrbbCzNQM933jIY6fuMSliVkWllpEkabTiSyTU6WtGyczDRc0mu2UwQIia7pg5W+eG2CMsfIpkTE/bXqpEYIglya3Go8oCnE81x4+jeSJx05x5dIk+w9s5tD1O9iyZRO337mPA4fG+cjH7uW5py/SrjWYXV5m40Ce7Zt7mF1qMTRQYWSklySRPP3sFB0lEVLjOy5gUHGcMj9gZrbB8eMz3HD9MNK1sr+RHp+xoQrNuE2j06TcM8jgaD9veMOtvO51h+npCVhaXOTrjxzjkUeO8tSzF2h1FInSdBZr2HRJUEmIQKJI0EogpEx9CQ2e4+JgaKzWrDeY49LpxMwtNywTUAqk1LRaLbw0Edt3XZJI4bqCpaU6E1emOXnqIsdPXWR4eIDXvuYlDA8P0dc/iOM6BEaCq1GxzDbVri+UHdbvqVIpWMZhFJHP+YjINoa1Ni/YR7MRBGvM5ziOcR1Bb0/AT//s93PrLbcgpOC5545w4dw5nnziNA8+coQrM9P8+5/9JX7wn/1El2zw4vgODCEYG9/Fy1/zBv7nhz+MUrYRpJS9p91Maq1TTyvRLca6Bvdpbd/pJCAcoiRBJpAr5tK9XKWsTU1PMZdadMTUas2uAkyjmFtatowoHRO4gpGBEkmS0KhHlF3JHYMltvbkCfqK1nC/0QYjkb6DkuBoTTuOOT+3hNSCgxsGyBlAGVoiYcgxTJmQ8XyJubDFSqIRWnfZdUmSdC+LLUXl2uczxrLgRFYnemSqE8QLa9s1Keu6dp+wAKclRNg/WwO3NUiNNJnvI2gSjM7sR9LXyhhVWCDRNgbXau7uCwuDMQkmlbYL4eK6PtIxaB2RRIbleg3XNSTaKugcx9osVCo9RO0WpVIJbaC/v4/p6em0wZMgHcHCQp1IJYRxjO+6OK6H1lallYGJWsdIacE1rUWXQWhZXFnH1xJ+rCTTnuGFsE0kkTb+tcrCwuw5VCvbzDRkvm2kr52tXRCna5j9e6kaxiZ5pPPX+goatXYfTOrFl7oQvsDvVwhnnexU2LVT2nzzAd/n1p4cL+upMt1qMrJQo1rKY3yBGytMJ8EEDlIZ3HxAmISUpeIdW4Z5ZL7Br08s0u/4bCz4eK5h1POYiRISgS36snMWdPdG+57tnDDrakeZsRdT+4H1NihZbWktg3S3ESy7n1Gu+9k1Np8wIBxr4eBg2Lz7ADKX/zsvL9+1ldz3A17yspdx5OHnuOO2Q91n1E49qx1vthf5zOc+x9Yt19I3UCKXC+zkVRrpBAjholSUIrtpKk0mTyEFurTi/KWT/MHvf5T5xTb7d4+zurpMvdGh1gxpdjSudHBchw0jI3z/e97KnXdck5p2rkleJAItDDoJuTIxwb33PciXv/Ys07M14pS+rFWUfrqUbWc0fuAy1FPh8C3X8EM/9D2MDlexJuKWfSWFxPGCLhPLIFCqg0QQxTUQEhW7CJlQbzRZWFhGIThx/CLLywnzC02uXJljamaVOJZ0opAgV2J0ZICbbhzj5psPMbahj3IxwA+sdFQphRQa1/OYml7k4vlLqKTFptE+fuRdh3n8yTO0YsnVqUV6ekYZ6C/Sak8TeD67dmzlmdVTFAoFpJRpMZGwdctG4iRhelmxadMgX/z8F9m7Zw9bN2+gtydHu2OTNO+641pectt1LC/Vee7oSZ58+jgPPHySe775LJ7nsnvXKNu2jLJv3zhjoxVGRir0lCWOK0m0BqEoFSyyLYWikCvQ11vAdR2MsT4ehUIeLZ10kxQ2xCPWNBoNFpZbzE0v8437nuC556/QbBo0Du1OiFIxjuOlD5fq3ktjYHWlxdNPHWPn9m3pJpAteLoLvAyP9PCj7383//2//zFzCzUSbd0CHMd6VSmtiZWh5HqgQcocrhdgANfz2btvN7t27+DNb/keLlyY4Jlnnufs2XMsLy+zuGB9aWq1emqCnPk9GDZv2sSmsY2cOnOGWGnKlRx9fb04js/S0hJRGFOrt4kSRdI0PH/sEm4wxYc+9p9eDJn4/3EIIbj9zrt55zvfy599+IPUmi3rl6Z4wcKfmdbrrFOTdlyz1wC6QF6GUXTJcSl4l/HrZPrN9UwmIdd70NnN10q+7PA9a/qdxJoHv3mcn2v/EZVKkamZVQLX4w1vuo3vf+/1VEs5+2yse/VsGJMWamSsFNntSBmitVpLGtAuk5N1aqttTArKGAy+55PE6UbueThSEEURUrp4voeQqUdEspak19Pby8pyDem4RElEXLOFTU9/heGBAo4nWV5u01MtEscx1d4iJaUYGg5wpUuhkEMlCQPDFWqrLZLEMDBQZnp6meNHp1C1EK0F+dVpCp5hYaGGMhLXdVAYhCORrqa3KDlx5HkWl1ZBGhxPIkPLrDZak4Qh1UoBQUKtUUcLh5XlZXuwdR2UiVldWcF1BVGnTZwoZmaXcF2XMIxJYoXvuLiuQxjH9jAaK5uILSTHn5/C9QxaWzmN51kmn+e5lCo5Ws0Qz7tCJ4rwA+tjqbRmcKiKFAatfXzXpdOOMDpBYv1MolZIEjj80x99Ha9+1QE2bRyw0sHU2xAypqYBx6CFZR5u2zzAxg238czzV/jSV57izjt2M9BbteElJvUMTQ8rGiut6+sdZNeOYUoln5UoQWhN5qeSJZdZhxWTdj/pFkYinUPdo7EQeI5LEsdpxzg9QAhbRGqxBvTpMLRpjEmS7skZUGx/ovv8pQWb67o2KTab/NI+iMoIohB+8Zf+CzfffPP/zpLx4vg/GP0Dm/ipn/l/qK38G5586hhGShIj6MQhzTBitdXhrz51D88/fYqf/tn3c82h/ezctZdbb9zP3OIRmp2YODFI1yVJErzUh67rKZT63iRJgiMd/JzP7l3j7Nu3m/379+M5a+V0Jr+WqQG4jkNanUkuX5pgemqOb977MMePXWRmvsHiahulXmiTALYWrvZXqdWXkcLFxTJtXdfpeiMLnNQsOztsKLS27JY4suyyQiFv2T1psnS9UbfMAsdBui6+YwMxtFZMzawwO1PjoQdOUSil1ivlPK1OQhTHhNqgTMC56Rq9PQHC9Wk0Owjpc/Zii+VGjONZtml/tcTGDf0kUcLl6TmW6iFIwfkLKxzcP0o+55PPBbQLCXMrbWZXO5SqZfyc5LY791Iq+Xzus/dy/uwsZ85eZWpygSi2e2UWnRR4OTqdtn3204AnpbVNNJT2OW6HIRJBktiaSekYPzD4hQDVaSOFBi0Y6h2gXm9QX22hSJD42PrNsetuGDIzs8LRY5fwXcHnP/dNhkb6uOmWm9i9cyPXHNzOhg0byOdLKV6XMsxNZkRucFwXrSI2bhyht7fC4vI0YWjvpV3rk+7fyeZRu93uzitHSqRQ9FRybNkyDAjmZ2b409//GMfOXGKkMs473veTHDp0iNtuu62b6v7i+M4N1/N5+3u/n698+bNMXl3EmLX0cJkGI633q+0GIqXFk+s4REYTJwmuFBQCj3whT6PZohXGFDwHNwjAcZFS0mg0MVrge4G1XvIdlE4DkLSmr+RSzOVYWQ1BK8qOz929JW4f6sMfKOD4Eh1qVMFHtSIc5aCjkNl2yMnZZTb7Jcb7S5icg4oNEoWDRw7FgOOzkNRpp7YvgozFINJm8JoVjJCZJUWq3BASKdwuQPeCpm8KgHieh5CSKIxesD5mbCidqjcydp2tpdeenzixa6BODAIHYRyMMKnXsvUrdl0Px5EkicIoy0izVa5NcLZgnbL1teOlTREsgIcDxCilWK01LGkIUusmy8YqFkssL6/g+x7tdifFKNaCY1ptjZIahUalDV4pHGvHkSTESYTSCdJIfMdFOKAUNgVYiDVWobZ2LTJV1CBEl+ll080FMWtzj+71Ts8EJpOKWiZd1tDPGGm26WrrrUSvu19CdQ8kAmsDJbME4BQgdR0Ho1XqxWjQIrPigZxjAbs+z+X6SoVX9BfZV3SRbpkrM3PoTg/9vXmkNigpUal9mUgMjoT+oTLGwPZayAm/zOdXVxlshWgHXJlHyNQvL2UWCmmZhp5nlSiYLGhKI6VDFEd2z5dOBtnZOakSXFcipWtBc7LzWQZMrpWMWlllpuu4aJWgU7Y5qTJEa4GrJLdOzOP+Qw+dAIt8v/p73spjDz7MzNw8WzYPAfZZT1SdM6ee51Of/AJHnjtPX+9ZEHDnS26lEy5y/OQZFheblAtlNm3ayMZNY90HuIuOSlhcmOJzX76X55+/yqtf80Z27xgmCms89OCDfP3rzwD2ZuS9gC1bNvH+97+b667dSqJiEBqlYytJU4pYhRw9eoK//sJ9HD12kcWllvU3MU4KMOt0czRWkiAEvp9nbLSft775Lu6481oGBkopQJL56wiEsN3QJIlpNZskSrFaX2Z6aobVWo2JS/PMzzVZWakzv2xTZFsdTb3WAeNasBJNqdLDgQNb6O/p4cDBXezatcXSOG2cDkYlhFHIymqDudlFLl2eJGw3uObADu6+aw+lfAK6jo5qbBy5laOnrvBIvYHra4QjmFusUyqXeO0rbmR+dp6r0yvMLSyzd/dG6rUmCMH8SpODBzbw8pduI1eoslJTTEzOc+LEEj19g+zaM06lHBCGIcNDOV56xzW8/K5bmZxa4vSps5w4fZbzFy5z6tQMX/zKUxRyLr19ZbZu7WN0qMrgYMWmslZz5AIbpOF5LkHg46aeA75fQikslVx6BLkcvu+jtaJSrrJpo0eyJ+K6a3fxqU99k89+7iHaiV1wPN9DqaxrIUkb7ZbOnQhOnrhAp9OikC+nD6Vet8kIhHHZv38HP/Zj7+ajH/1rJianrVwlTOxGjV1oG40Yz3FZWlqxjA5luvJEz/Po6+uhv7+PG264lk67Tbvd5sqVSS5dmuCmW/bjuXYTy1JtisUir33da7g0cYmBwTLvfNf3ctvhwzjSY2llhWefOclHP/opZhfmSBKIlWb/gYNs3bbtO/a8/2MdhVKFH/vnP0tkEj75iU9QrzWJ0zSrrDhZ88KCjJ6ddcHWjy77DnBdCxhHsbJMDLKNJduATZc+pLUhisL0VbLmBmlBJYiTmCCVL0xNN/jrzx1HeJK3fO+N/KdfeBeD/Tky894uo0m88FAhHYcsCCNjQRljN3gp3e7v0kowM7/IPfceXSu+ACMsOOcIgef7REmMIxxK5ZI188ewsryKkx6Ko6iT/i77XjzPJY5jJA5h2KTVbLIyL7ChTi6TE4v2Gnu2YLh4LkYnCindtOCDYjGP6zmcPjGNIz22bxthy5ZeFq/Mc8etW3j62QkWFuqMjpXZuW+MZ56ewBg4NVGDJCHIKWLts9yOGNk0yOTlZfqH84RtTWulwYYhj127+3jwkWXqnQ4ajx17h7n5lk202iHHj05SrlTodEKMMBSKPlEkaNYjwjDG9STlcpHaaptWM6RU9rl0cRoVS1xpTZAdT9IJmwjHodUJkTKm0Y4tc5gOrmtoNhzi2BbAteVOKntOu4XSMs3XzToqPXle89prGRst27017ZKvyRtSFqdM7QLSee27LjffsI2tW0Z49tkzlMrTHNo/TjmfswBc6suXoWOBL9i/dxM9vfaaqTAiTtS6tS41iham+2iYtAhbDyFn6ZxJbFM/TQbAwZrcI/UQyg4GcRzZohS6noLrDw9ZI1Br3WW7OI6bdtwtMBsrwcadO3nL2972YiPkuzIE1938cn7hP/wX/sO//zecOHEmbaZmnXGJlyvg+DmGhkfQJqHWXOLI88dYXFolSgxKCQoFv8uAyAIogK68yzYqPUbHBihXcgwM9FIo5G2AjskOgynAh6LdrPHoQw/yla8+xtHjl1leWSFJJO0oIdYJKmUqZOtpBrJIAZ2wSX9/L81Gm7Bj53MWumaMlSEVy0VUYn2gPNel2WpSKORxKkXb1OgpMrZxiMWleSqVfubm5oiihFKpiO/5tFvWN+3q1AKtRgthYtwkpBU6LC+3UYmhHSUgNTnfoxC4lHuqICCOmxTyOVZriudPTBMnEs8R5KTHtXv72L+rj2a9w8Yxh4cev4rjBVyZrHHxcgujXTphRDtSSMfHdRLarRZLiytcujBHIedjtCJJBIrY1miBZWcUiyXCTkS1WqTfLaCNZRH6gd9lyORyOVaWVy1o1w6t5Eq6dFpNonaEaEcUcgFhYn2Dw7iOn4NeL08ca5IkBMcnTrRtcqfPtMBudZMzq1yZWeb5YxcZGigzOtzD6MgQ1994PS95yW309JTp7+9N1xNBaoNFX98g/QNldu/ZyvxinVZnCaV0Gp7h4PseURR1P8d69n3GiJeOQxhGlqmlYHa2TtEU+M0P/zk7dux4kd37XR5bt+9iy9atTF1dtmdIQ8o+S0OjpLSqm1S2bpTd56Rvax2bdA6lfAGkYbm2ShIZKoUChbxHpBSNdkiU2H0IYVAohGsQJrEgiC+pVHLUGh2uLNTR0mU457O9mONA0aOgNCJUeMtNjOOiohjjuzSTNg9OrZILE7blioyWAmvFmHoNK6Gpq5AVrXkqipgONYtarbHXU0AqYzGRMedY8zqTKbi3VlNmc3wd+15AHMfdc3XG+Fqb2xnraw3oE4IueysL80oSTZbYq00WIER65hIpazqrnen+bmMEhgghHFwZpMGRsls7e55PGNrP7ToSVwqiNBBQqQTHcWm3WgR+QKvVtlYKqSdqp9PuKggcz8EVhiTdAxzhIBzP1vTSNlVUooiTGK3aSFzclMGnsbW3bSqldbcArQwF18MYgTKkbEdDFjKRfU5Yn3af+d9lJIAXMhozUlSmOMh+n9CSrFMvnYxdnF5/NK5j5byaFLR2nDThF6RjSQZaafI5nwFf0Eo0QS5HSTjk+geYWFimpkLGizmE7+MoCwp6rocv7G+KPUFv0eMlSZF5qXh0pU2z06HomtTrfW1OZuf2DPjrsgzMGktTKeutKFNAXWBrbIwlWvmuTM9OSUoysyBplmjcrReN6bI+lbLPjycMLg5eFBG+6vXg+3/ndeW7ypXesWs/L33Vq/mTP/0YP/MzP8xgX5X5uUm+/vUv8fV7HuPy5BIClyic4+mnTnPHXbdz5vRxfvu/f5BGGqwxtmEDv/CvfppNW0bQwuC60Gwu8+Ajj/KNe57l0A3X82//1fdQrhRxHEnUXqWn+jRGC9qdBIzk+usP8mM/9k42bR5AqQ42XMJDqZg4CllZXOGRJ47zsY99gbnlBlFk6euYtVRXISSB5wGGfM5j86ZhbrhhH7ffto/xLWOUKgWk69hUUpWQqJja6gqLC0ssLixx6tQ5Tp2+wnItpNVKqK22SWJNFBsShfUAkmvdsnw+z+joCCPDgwwOV9iyeTO7do4RhQlKxURRjSiKmZpZoFFvcXlikunpWaIwRCjF8NAQ23aM01PNky8O4PqSsLVII6wRqoAgyFMp+xRLZcIwZnJ6Hsf1mJxZZLXWZGy0n0oxT7Wc59LFq9RbET09Pdx56zjlUoOQHMOjA2zdlucReZSv3/sE33rgW2zespHdu7czMjZEqVyk6MaMby6yY+stvPKVN7O6GnL2/CWeePJ5Ll6cYG6uxuTkUnowNxQKHr4rKBQcquUCQeCwddsoQ4N5dmwbZaCvhCN9CsUq1Z4y7VZMkCvYjoVrCy7XzzMw4PL61x9mdbXBNx48gjbYuGuRoElAG7wsIUlDYmKefPIUH//4F3jzG17D0PCAXZy6ZvsijWeX3HL4WoZHhvid3/kgZ89fRbl2gZJSYqR9iBdrEX/1+QfZun0H1xy4FiH9FLgAsuOz41AqVSiVqwwMj3D9TTfatBmjEUg8xx7StYl4yUtuZnbmCrv3bOWWm28lk2T0VMuMb9rE+OaN/Op//x/MLSzQjhQ//P5/QW/v4Hfycf9HOYQQ9A0M8q//3X9h3/5D/PEffYBTJ8+QxNrSsIUFITCQz+eIE5s8pbubqQUWLEYh08aAJJ8PCOPYbuop6JGxOoTBFn8iC+hJATzoQnpkZvvr2EdCpGb8WuDGhqHeEn299j05jiBLjM3AxOz3xXGcbvoGUiNeIA2SAC0sXT5JIp45cp4//eMHeP75K2SqWgPdCHWTbuqWCWw3VCcP9UYjPdBYiqHESY1b7VTvdDp2TY4TpLAJXCrBAo0ysT5mgEnitCgEy+FX1tsSG4Bju2yCwSGfKOzQX/W44+breOS+k0zONIi0ZmS0St9AwObxIZr1Jh0Ej59aIhd4zE7PMbSxh/6hAsYINm8v0qopnnu0jsAl6TR45at3YIIcp08tc+r4JOfPT9PTU6K+GpMki+QLPq1WTNbiHBjoJUlims2YOJmlVMqzulynXC2SJFCtFqitNtHG3pt8MU+hUKTRtLJjx3OIlGW+RZE1/DVpQVWtlKnVatZyAWXNi41EpfYSNpBC2A6+myez3Sedi+uZZ9l87w4jkUYw3F/ilS8/xJnzc3zs049xy03bOLBno/UUMQ5SSOI4IUkiarUIT7rEnciaJKcMVFsSie4cJpUzZEW8kS/8npsWXcKseQWJ9O/YW6/WGA4ik49bj0dj0iCQdd3nzIw4Y1xl81BIW3AaaRjfupNPfOITbNiw4X9nqXhx/F8YQghuPPxKfu03y/znX/x5Hn3sOcI01TUkZmlxhTtuv4m+/n4wilZ9meVah1AlKG3rq1arhUmLeemkTHZDmopnwCjiKKRUyOF7gv6+PrtOp+mIBsHq6iQz00ucOn2Sz33m65w9c5Xlekyk7cHc8xxy5Rzxah1XynTeZWt4aqMhHESkUK0QXwjy5Rz5vGUG9/ZVSGKF48HQ0CBh1KHWaFDI56hUKjQaLQb6qzQaTUrlPH4g2LJlh2XfOTGFYokoCqnVOiw0m3Q6ISoJyed9tNJ4jvVR8jwXrygYKebwfMnSYp2iJ+kp+hgkveWALRuHOHLkIhcuLlOrhWgNvaU8u7b3cestW1labLK7E3Hy3DxzywmNtuHEmVm2bRkmX8xRMZKSnyPnClbaMaVSwT5j2q5nlvEgEcIG7BRLPtJxqVQL5HMeI0N9tELLeB0a6scPHOsbhg00i0LDs8+eYGzjaLqHGjqdkHY7sjXZ6iphFDK/1ERrgyclriPxfRdFgh+4uF5Ap93BcWwjwPV9kqiDNAK0YGG+yeJCk+MnrvLNB47w53/+l9x26yHe8D0v48ZbbrW1ZGpE3jc4zNiGzaj4eQLXJedKIkil2KbbEID14EWajI3B0SBxyRcrOJ5H70Afuw7u4diZhRfBun8gQ8qAvt4BC3qkQJYQIg1LsnBIEsUWzIoT6z3m+yQpQFXwPUrFAo1Gi0ang3AcgkIeP3CotVObJpEpMxSB61IIfKK4g9Ixw30FNDC33CKMLNMq5wmK+YDAdyjlcng6RiqXUDqYKGKuWef0imJyNWHYwPU9VcoVH4EhUgle4uJ4LhECqRIuxhEPLTeZiazPW+bV7aYM5UziTdaUNWtkiLTsBOg2qO2698KwCrCgnb2mco0dxnpgzTJ61xhf6wGlrC7IAG+7pxuLlnXvV9ZAt+u7waCRJLbmdIJ1z1QaxqYVnTAi7LSR2OvreTasDam6NaZKEhbrdaTj0Ak7yNTLzJG2OWqUZeE5UmJcG34TdTp4nkF4Hq7rQCJwfA+lPJSKUEanAK/oetLZRr+9qDqx8yJMknXX2NbTpKm63XMDKQvSZIAqXYbimsWN6Z4vsusoXrBf0f2+Bf0SfN+37BQj7b+MwWDvu+dYW7FEZWmqdr/JC5cNrsuQlJhEI1yXonTYUqlyoVHncthgrKeCZwSmFKA8Fz+WiDiGVsSmckCJgFkVc7Ye0lAeDZV0z9Xr55W1pbLEHucFzHh7LT03YywqEm19+qQUqS+1RpkIz3GRRqPMek/ENaAzCwjSIkvUlWgStHDJYdi7KeGu1wR/r3XluwrYCSF5zw/+U357foHf+4OPcOjQKN+4937OnJ2i0wFpHAqFMne//OW86z1vxHUlWzZto7e/zOLyInGcMDFxlc9+9vP88PvfTUfVeOqp5/jmNx6nt38zP/7jP8T41gF0vPagzi9Ocf9DJ1hpRhijKeTyXH/9QTZs6MWa6NmUxnpjhdWVBmE7RMdNwlaDGIuoAl20XUpBPnCQAjaODrFrx0auvX4vO3aMMDIyjO9LgiCP0glT0zPMzc1zeWKK48fOMzWzwuTkIp2OotVWFqRJU28kGs9z6C1Kcr6L0Q6OC61mTKGQx/ddfCchCevEHcHJ48/z8MMPs7i4Qqcdkc8F9PQUCTzD9q0bOXzTFjaMHaKUd0Arzp+9xJnTExx5bJpOW+DlA6YmZzl/7jK3376ZZ589hxAujuswu7jA4lKDG288SLlSYMOGofQ9WJPfZjPCkdBbqRCaQb5y32VyJYed2wKmr57m3JnzbB0L2HNgC0OjgyzMdXjuyceZnmtQqvRQKOQYHh6gv7fKwGCVaw+Os2/3RpJEMTu3wJXLszz7/AkWlldYWqhRj0JWajA900IKyXPH55BA4Al6egoIoalW7IF6x/YNbN82yoYNw/T19uO5AUEuj+O4bNu+jR/78bexdetmPvOFB5memkck9rAqHdHdcIwx+J5DrZXwPz96Dw9+6yg33riPN73+pWzbPo6QNokHI1DC4EiXbds38hM/8QP81m/+KRcvzXbnTcH3CXIOge+iQsFv/Mafc+ddp3jH299EtVJd16FaO4h2AZC0C+CIFEgksRugMfi+4u6X3cbMzGU6rVWCQhUhwIa0CK6/fhc/99M/zq//9h/TqrfZv2vvd/hp/8c7hBDk83m+7x3v5ebDd/Drv/qf+dLnP0+7Ha95vQG+46aSJ1vwGGz6k2MUWnhIKfE8CxSEnYQw7aqlFr5d6YFMATzPs5R/x3HSzq7pJr5m3mBuCg5nbKMsoMJxJdu3jSLQONK1vyPzyshgv3RiWjp+apaLk0oKE4RUaO2gjOLy5Vk+9GcP8dnPPsXqckT2Snazz3z6UiaLztZCSdQJMbHKrOAxKZXdcR3iKLQMY2W6G7L9MWv0bFlZCqNS2aUQaWcvlU5mBYlOP0PaVTNGMj9XRwAzMyvc83UPFSqiKKZaKtFpx9RXrVS3XmvjSJe52Ra5IEet3kFNNRCOoH8wR7VSpL26ysBgD+cvL5JIzf6+MhMn5zl9YpZCLsfKSpOpy4v4gUe7E1JftYlcQkiMMLTqTYQBlTIsWvUWRhta7QgDRM2O7cJqTbFYtYWh41AoFJifW0YYD1c4OJ5dzx3HMjmWl5dpd0JrmhzkiDodMMYWhEKAkGgjKZYC4qSJNj1pgZbBvpl/ygvZlmsTP1uzrLx2785hRoZ7eeTJMzz3/Le44/Buxjf1gnHxHMl9D53kl37pr5i4uGgLqzQtO5sbGXzWBaezA0Eqr8jmvvXwWvOhyZzusmLTSDsPsp/NOvVdMDrtkmfJcxljL/PMc10XIWQ6/ySuL9i2axd/9mefYvuLBu/f9SGE4MChW/jtP/wIP/cv3s/933wYg4PW4DoeW7duwfUcfM9h8vJllhYihLBsyUK+QCfspOujtuxeI23HXWsc7LJRKuaIY0W1PIAhQYqAJGrTWF1gfnGOr37xm3zzG48zvdCmGbZtwp8GF48oViRRlK5/EkeA70s2bxmjWPJRCQS5gI1jI4yN9bNlyxjFco5CIYfnSarlEtLRdNoR05NX2LR5C1evXkU4PgvzCwwMDuBKB1cqVlZWyBfy9pAYBCwv11BhyKVLCyws1FhdbRJGlplcLZbo6S1RLheI4zbFQoU4ivADl2azzfz8Co1WiJt3WFyMKJYqbB4fotVUTFyus7TUxvV9SmWfKImYnlnlW4+cSBMMc6w0Y3K5IiYJOXdmliAIGNs0yNKRq8wsLGC0pN2OGOkZpFLNUynm6LQjlNJpsIROD1HGMg7jkIbrUcyVCIp5to4PsXXrAKVigSiK8AOPer2JFB4HD27B910ajSajoyMksWZpaRXPC8gFAXPz8ygtqdWanD93gVa7w/JSDZQgjjRJHKFNTKXaQ6NRIwxbCASB73fXCKMSPNfDYJifX+FrX3mEs6fO809+pMXYxmE2j2+mWLY+o0oZBvp60zrfJdFxt97sMvm669PavBYCcnmPvr4iWmuUTtAqxESddP16Eaz7hzCEgK1bNyEcTRJDl41kBEandZs23RpKp2FaDoac55LzXRaWlgmVtWwq+jl8RxKG1j87ilVX3u06LhhDnLQZ6S9RCKos1UMWV1toHFwXXOEQuIAnkI6hQgTKJ0Sz2ukw2ehw/0KN1TDmh7dtZtTR+FrgaEMiwAtcpBFpXWKotWOeXO0wGSvaRpAIgXUOEKg4tg3YlLFlGaZuqjLK5rRJvcPTVNYMWFtfPrxg/q//vuky8dYz67KwyS5z0V5Z7N/A+tyjIbPwyGoKk0lsJVJojFSWbe/m14IshEzrGWsdoJIYncT4jkuiFa7rY4z1G1VK4fs+xWKRvr5+lpaWKBRL+HkXV3rMTc12rWtiY/BdW4/FKkZIiJIO2iQEMocxHhjLopPSTSWlCXHcRqkIR3qpwk92fVW7QJ4Q9n2Tgm5ZgzK9mtYbTyPk2jxE6PRnrdec1pmn9tqNeWFz1qz7lsguMlEYg1B4np/6iEqEkUjc9IzrIpTBEVYhWPBcejyfBEOfJwkS0FFMJ06oJxE7+iosrzQ5sbjEaKlI1RH4gU1bjeMYD4knIFcw7I4L7G22Wa4ZaloitCZWKVtOyrSZqxB4CKmJkzhlAaYVps4sUdYIClprIgOutOcsKV00ssug655/ROp3Z0AnFpA0wiCFg+s4aWigIXJibnn3++gfOPj3WFW+y4AdQL5Q4Md+6l/y8z/zo/zar3/EeoIJQc7zGejv5x3vehuvfd3LCAL7UFX7hti+YyNnzlljfaTh8aefZHbxKpPTiwgn4P0//E+4/vrduFKiE8vWMEaxOHOeD33w45w8PU2zE1oj82abr339XsbH+9m6bSOOk+niXfr6h8j5kpkr55i6co6o2aFayOP7XnrwgYGBXrZsHOba6/dy8OAOKuUihWIe1xE0Wy1mZxc5dfYSFy5c5siRM0xNr9Bq2UXPd1yKBZ/+3hxjox4YhcCmQPX2lXEwtNohfsGnthpSqzdxXMlqvW49ejyP5eVlrl6VlMolenqrXLN/O+Pjo2zdOsLocD/Vao4gEDgI4niOqHGKfGkb/QM7ue6mzZw9epEzl2bpHR5F4LLYgIWFVZqrNbaMb8eTUK83MUqhk4i41SZwbFtDK5idWSFMEnw0p48+T5Dr594Hz7B3j2awv4f66jIHd7vceMs15Is+UubZvU1z0w0jNFoOlyaWOfL8RR55+DGWlpqpFAVyuYBi2aOUL9DTU2TzWIVKEbaMVGk1GzRbHTrtkCjWGAOxtiyaxeUGGMnCYsjJs0vcc+9J23Wu5rjx2u3s3DbK3r3jDI8MUKn20NdX4W1vfxU33nSQhx54mvsfeobzlyYJY7V24BSCWBkcaYgSzYWLM0xcmuLxR4/wrne+jpe9/Haqld5U4mWZUwbJvr27+Pf//mf5nf/xQY4cO5U2dDQ53+eVr7idV77ybpJYcfL0ZT7wex/j1tsOcdcdh20CsU4PocIedkkZHc1GnVaziVIxPT1V8kEeKTTnz53jM3/1ZY4ceZ7XvO5O3vHO9+C7OYxQ3YX75pv28LI776BlfEbGxr67D/4/wiGlZHx8G//1v/0mvu/z6U/+JSaKLVigDe12x7LRsm5sypQTUlIp5XF9j5XlBnGcdDfcrFX5t/l/dDq2E7teYpsxh5RJ0470Gni1nnG0bfswL3/JAQQeWeJTRpPP9ueuf15X4rDGSsrAlLmFq3zpS8/y5x95ggsXlkgyEJxU4mCst0S3J5rigK7vo9OfSVSCFwRoo62nR6RJskJOaSQWKNfpVbGx8msBREKm72tdAbhefpYVHELYTpr1E7WJYFFTEXUiKwdRGqUMnVaF5aU2y0tNGvWYsNMkiTWNuIkxhmajw8ykpLYSEUeKsKnodCIa9YTjxxc5fnLBJlgKTU02yeXygCCJYpwUmMuMbg1WTtIVWBrQyrKNbbfX+nEkUYjBBoWoRKPiVL4gDFHURhr7+lqKbhGVz+fXdQbX+5rYuaVSX9V2O0apFOzSdi+1zM8EbTRu6vX1t41s3qVPAP3lEq+9+xrOXLzK1+87xvz8At/3ptup9OT45KcfZ+LSor3PXRpkOjfXvQqIrsxIpg0V+W0H27SHvo6Tl8279DPKTNqynmWXgo7rkplNWqwJhPXE0nbOSynwPR8hQrZt3MuHPvRptm/f8bdegxfHd34IIRndsIWf+/lf4PzJ93F5soaWVoJTKPl0wgZxZBgZHaSUl9Takk5sQwekI/FcKzMzaZfdjjX2h1Zpg0QoSqU+VmtzPPj1ezh9+iJnz1zm1PkZ2nFCnKR+oWGbJLEHlZ5KkWpPCY1h/76dbNwwwEB/gZfceSsbxkYBy8Ty/XTtFYokjuyhTLjEiaLTaRCGMcVSDs8rsGdfBSNhx+5txLEm8AJ00qZczSOlg+v4LC4vMnH+KhfOTrG00sYgGB7qpVB0OXTdblaWl8jnSzRbLVZWmgg8ZqYb3SZwEifs2T7Mji39PPPMeTw/QEjD4nKTdhSRK+YpFAq0oojpmTqPPT/P0NU8+YLDlauT1FYTtm3N027YdXFqZoX9veOMbejlyoUQIV3yaOq1BlEUInSJ3t4eyuUiI6M9tJodarUGUaRIYs383CIzc6tcnpy2EnfVZHSkxPbxQVy3wvDwMFLY5NxCoYIfuLTbHfx8gCMdtLbM3lwuh+u5hFGI5+VIEs3y0grtdkxttcnS4ipXrkwxvn2cY8dOMTU5Tc73WZxfZWFuEdeV1s5Gx2m4mCaJJUkCl6cW+fVf/UPGNg5x403XsHFshO07NqN1zMrKEp7vkDnQmlTVobQml8sRhmE6l9dWPgM4juCNb72b3t4q7XaNy5fPE0atF2X4/6CG4PY7X8GnP/FpJq4uvLBOSllJUkjLqpTgOi5CCHJBgFKa5VrDWvy4kpyXI+d61NstCvmc3e/TJpLremmjVrFt0zD11SaXlpaJlEOiLRtYCoHvCqQjLXARKmZrPnO5DsMq4li9zYl6TDsK+aGREcZdjYtn2fTK4BUCCFzbPGuHJBjOxppTrYhQaUKtidN8iazuWgPEUi/4bwPY1mdLrNlirAfpuu05MmJc5mNrd3H5N/btrvfnuiA31lcBIrNqyZqLdAE76Vg1iDEu4CEd6/1sWGsCYgxKa0uC0IqBnh5a7TYq0nQ6HXLFIsYYSqUi+XyBlZVlGo1WihW4SMen1qxRbzSoVop4gUej60lu54LrOJQrZRqNBlEc4bkSZJY6bhlyUjo4Th6IMajsaNhtpGaEjy6jMCN6pEDV+prPYH2QpXCzH8MmqLoI4eCkwR5db7v0vWb3pXtWYX04iMD6AFq5ccac9BxJoeTjOi71esMSEFyPJOkQS8m0ipnqwFLOZaS3iqM0njD0lasIA30FDw+fJxdW2NmbZ7sfINtNvHxgZ0SrRdmH8R6f18UljBA8sNqkk5FgtE6Zn3Z+ZMogHHslkiRJ7Xfoevh9e5qw1hYQ7s5bKXGF9dyOotiSLNaByF1ZccoklNI24W/dNsbr3vrTSLnv77eqmPUtnO/iOHfmJP/1l36RJx5+kLzrsXPHNn7oh97DzbccSI067WwyUvOhP/1d/udHH8B1HbsIRQlRYjh8yy3885/8ATZu6k+T4qz5nxGC+uoUf/C7f8T9D5+h2UqIdSplRFLMu2wY7ePggf28573fy8hwD0JYpofWMa1GjfmZOWbnGhQKJfL5HK7noHSHvr4qhWIOPwiYm5tmdnaFQslhYmKWp548xrPPXWBlqYUUkC8EVMt5eqt5XFdTyBWoVHKUKhUazQ6tVotms0OjUSdXCFhcatBpW+1zkkAQ+FR7KgwND7J12xibNw0xNNhDb2+RnmqZXE7iutaQ12iVJoXZx8cVhiiawcRLOG4ZpXNcurzE0aOXabUFpVIfjl+mHXY4fewEpaLPjTcesEaaONx7/9NUKiVKxRwXLl5m/+5R+nt7GR7ZwtTCDLu3jvH0Y08T6Ry7DuzDEZKlxTmuTJxn7+4BbrppD729IY7MY4SLFEVrwG8EEkmsJSv1NrOzq0xNLXH56hwXL85y9cos9XoTtE28cR3wHUkun7NAWhIhhU12810P15E2gVfAaiMi0QntlqDTiejECcoYqqU8mzf1sGvXBq49tIe9u7ZS7enH9QKWlps8/sRxvnrPtzh67Jz1CUn5HUI6XWNTV0j8wGGgv8zrXnOY664/yK5du8nlClZGJkT6YEumJuf57f/xJzz17HEEUCo4vOlNd/H93/8+8kEV4QimZme5/77HmJ2b4a67buWa/btwZaHr1ySF4dy5CT70of/JxKXLIGF4uJc3vfFVHD78Eo48e5Jf/ZXfplZvkMs5vPktL+O9730PuaCYHk41cTvmA3/4Gd7+g/+MPfv+fgvFi+P/7pieuspv/dov86lPfII4Uah0Fc42N9t5BD/wEFLgOg71RpMkjZMnBb26nTHWvDlSJCLtKqaFogEnLYJ0Wh85qdw2S86SQiKkQUqPd7/vVn71P70Tx/Wwr7ZWQEH2+kkXU1m/jWitabdbPPzICT7wgXs4enSeWIExNtmvy6xLpcDZK6+X9iKsn2MU2SAfIdOQjHQfWF9EZRT/F/Zi6RYtIu2sZd1FnfrF2GfU6cqBu4VfdoAy1iTac62fZRJbGUKpUmBoQw/NesLi3Ep6IMwTJzEqsUWB43gUSjl6+8vUV5o0azYl2HUchJS2kMECC46Q6DTl3E27xIlaMx/P3ltXLgc4rovveYSdTso2swCT49ourNFWWiW6zMO0UE4LESFIE2gda5OQFjTrmXKOYwtFx4U3vekGfuHnv4fNm/oQeFYcLew9WV/UrJfHGpMVNlnymrDNB0CjWaqt8rt/8FXu+cqzqEQxfbVuQy+E6AJ2JqPUAaQgs1n3u4zOJpD9UK7jddPpuoeD9J7K9KCUzd4sPY11IHQGOneB6eyg0f1Ze42FEAR5xaib4+P3PMKO3bt5cfzDG1HY5l/9i3fzV5/+BjGKwHO44dpd/PQ/fy8HrtlHHDf4Nz/zb3nwiWkkDvlCkSDnsLraoFQssbi0uCaTljJNE5UIB4YGe9i7c4zBgR4azRZnTl2g1ogpFMt4gUsUxQwODjA6Mkxvb5GgkKNSLbJp8yYqlYKVvuUC+nvLlEoBge/hul7XnF6pmDi2/reJ1iCtkXyrGRLHMUtLywS5gDCMaDSa9A8MoA20W01cx0m9mSJUEjM9PctXv/w4p09O0g4jKn0VDt+8m0rFt2wd4yBcwVNPnCbsKGbnlmm3I0t+1oZKNcc1+7fwpjfeSNhe4s8/8gCTsxEjQxU8x+HK7CKr9YTx8RFmp+e4OlPDd32kSpC+R6cT4/kO+/ZtZmVxmaQT09tXoVgOkJ4manS4+abdDA9XuXJlmWeem2RlpYYyAsdzGR3rp9FoMr51A4W8z+axQYzRXLw4y9zcKucvTgLQ21PmnW9/Kfv2b2HzpjECz6fRbOAHOfLFAnEUs7qyzED/kN1+0ofc8wKEY1MYfden2WqQy3l2PY8FcdzGz3uW5WeVq0jHo9XsYIyh04p5+pmjrCzXWJhfYmpyit7eKhfOTzA/u0ipVESpkCDnIaWgWCxQLlWZm19mdmGJRrOdWjikzGGx1izQSqeNJZtcWylJfut3/h0HDu3mwW88zCc/+TWOHr3C2I793Hvvvd+9h+3F8YJRry3zu7/yi/zJhz9CJ0xwUpqX7tYllgmmsXY6Arp+vcqAIyzsAcLWakLiSGPDoRJBJ62NynmPSjGHkIbphTaR1vie9UIrFwISldBbKVGrN0lCRVU6JDqmPxdQceFKo8Wwl+OfbBvihkJAn+sRxTFuECATjfBcG7BlzdCYi2M+NLPCl5caLHRiIq1tAyNjCxrLArSBDCl4lDLd1mqRNTbpehBt/cgC2dZ819YUTxa4TgN90oTPrNZZk8qmZIe1ii7d59Mmrklw0rOaNvaspvU6T2kBCINKLCgmhMHoBJUo8r4g53l4uRyLq6sopeitVAmjkERpdAqQddpWyVcqlWi1WimzS+D5brqXgEAjNMTa1lOeb8OyVKwRrg/IbtJzNwhTWLZmlCiQVhmitT1PZ2EeOmVy2r+3DiBlrTY2ImvUrgc+1+6TvZYvvDffLonN6rs1QHbtfpFKjG3Tk26DNEtOFVLgS0kp51PO5dgqFT++awPXVAN84SFijQxjknYIOMRC01GCB5eWqfTkuLm3aH3sjMSLIxI3oBNHTIYhH5us8cWVVdpx6vWNTptsAjeVvEpHdus7W+ylgRYpUy6rBbWxeJAgY4yCm/r1yS5yaYPcDPbZBWzYE3YeChIc4bJ5Z4cPffAv2L7nLf/LRvf/anzXGXbZ2L5zD7/y6/+Dn/iR7ydcbfEL/+ZfsH37BrrIrbA39+LECR568HmEcAgTRacdUvB9XvfKl/FjP/YuevqKXS8i0qTWqLXCn3/oo9z36BmanZR6rjSO6yAQtjsg8rzhDa9jZKQXrWxKSKaHL1X6KFX72bZLp7RHQZLEqdwQWq0m03PznDt/ifvue4RTp6ZoNBMKgcNQf5kDe7Zx6NAeXAmlYp5CURJ2rAzjytUpVlebLC2tUKu3aNQ7hLFCzccE+RxbxgfZs2crO3ZsZtPYIPm8jZwXSIKcT5CzC7zjpOwuZZNi7DElNeo2gna4TNxZxs8NMr1keOLxMwijOHz7PkpVCVGRhx6f4eq5OTw3z+Hbb2T66gQrKyEjG4Z47atu4/LVKVbrTe46vJltmwPCGCIdsbpcZ7k8z02HD/PoY8/w/HPnOHzbQV66byel125gdr7Fw4+eo1yusne/x8hQDxqFVgJhYhQuSEFvNU9fT4V9e7ZgELSbhsnpFaanFlhcXGVmdo7Z2SXm5pZoNVtWA4/1HXAdm/6TC1wK5QJDQ71AQL2xzNJSA0cGtBoNjPBotNtcvrLC8VNzfOErz7Jr5wi33LSPG6/fy8jwIK999c3cdddNPH/0HI8/doQjR08xPTVHux3bTm4KhsTKUGu2yedzBJ7HzMwcnifp6ekhl8sRBAFCaDZtHOHNb3wV585dZHG5QbNlePDBp9m1czd33PkSPJljbHiYd7/jzZy/dJUvffle7nvgW7z+tXezbcs4vutx9epl/vzPPspzz51MuxaCsNPGcXx8L8f1NxziR3/8h/mzP/sIC/NLfOHzD6C14U1vfAOjIyNE7ZivfuMRdl57MztfPFx+18foho3885/7Ba5OXubRbz1CmJjUONYgpaG3WiGJYlrtmFYasKCELcJGhqvMLyxZqUW2MWRbzrrCx3Zz0i+6YFTGzKMLVHU38rR46evP86533GG7t6xt8HYjS42B7TZGkmRhO1kHSjE5Pc8f//E3+cxnnqZej8GG8KXg4AtlDllhtR5cy6TfYRiufa2xfmTpP6q78csuGJQBO6LbATTk8wWiKOx2FoWU+H7Q7ahlgOBa8MeanEI61pdUCgswWZ8UqK+2iCNFHFuZrDGGThiSywXEsTVwVyombMEqhnYz7AKSGVDoB/agbd+nZeVmHXfHcXCF202nlFJSKpVpNOrdpFOtFWGoU1BrDWRTSWKbVC/odmaAWSq3Su+3SpK1YAaVsYjWgC7HcWy4hxL89V8/zdGjE/z4j7+S73n99fRUAoTx6bKQv21kzd3sPWT+q10AFeivFHnve17Kl7/4NJcvLaGUnSdm3VxNq7w0BfaFkHHG1BTpepyW9OsAwxTME6L7M9n3BbJ77bIG/3qW53pu3pqXC90ENi2hHTq86Z/9S8ZflMH+gx2en+Od73k/R544weLyKr0Dw8Qdh69++T4KxSKbNo/y8pe/jLnVbzI72yEIcszPzxGFipVoBYHEFY5lwbgOxsQYo3BwWFpY5RwOSexy7Q2HeNXrXkWcKDZt2kShEBBFKmXJCYwrcYxCSg04JCoE4VLIWx+2IHBAQKIihASlDc1mjVajRZIktENFOww5c+YitUZEoVji4YcfQ5iAer1JnMQI6RInmrDdYHh4iCgMabebgMvs7BKTk4t4bo7NWwbYsnmIqBXxxMlLtMOEdqNDq5UQhhGlis/mTX3EccLUlSXKxSK5nEenk3D2/Cxbt1bZvXeEK3PnOXN2hp5yAek4+K5hcHCAuZl5pJCErTbCg6CT4LgeQkjiWNtGgKtYXm0wu9BAo9i9dZAdO4fZvWcM15tgZrZBbznH/NIqGsHk1RnCUNGsR+R8n2NHLlKuFBgY6GV86wbypYDz568wv7DCpz59P6OP9LNp4wZGRnooFIosry7juhLP88j5BQrFC+zYsYmobde/gcE+tFaMDA+jTAeXiEA6dISiUPDROm+bE8JgjEQrK33r6c0TRS36+3vZtft7AInSAp1YlnZttcP83DJJktBs1pmYuMr83DJHnz/OxUuThJ04tVPRONL6bkrHrjHWFMPgGINA4QiHSiXPrbfsx3d9Pv3Rv+Ljn7iH02cXWK63eP33vee7+KS9OL59lMo9vO0HfpinnnmCZ547SRQlCLPGgLLDdOuuDIiS0sFJAZBI2dRnzwPXk91N0UFT8AWVQg7p+iw1mha8MYqc54GwNj55zyGWmrmFFSuhxTAfRzhAq94kNoYdQZ7vHa1yuKdEUdtax8GmoTu+RHcihDbdGuK8Njyx2mSlExHFJg3NyYAzQDiAA5k32joGXbbfrme7Zdciq73WWHg6rVuNlX12KwCT1kDp+bZ7xdfYTPYyCUCt+156rWVaI2gXkwKotiJxEUJ3G4HWFsGqDJS211YYCxTG2hC2Q1Sz1fXla7RatiFsDHFif28uF6CUrRNB0NvbSxTHtFstYq2R0pDLuWRAbqIhCRWBn8cVoKUiihUmsdcn641a1w6J4wYorSyA5ySpNBO0ilNA1Emv8bpk4nXXOgPNspHZ8XTn5rp7lY01kOlv+hd7ntdl1dnraG+IxU3stTRGYrToXudESuphQq1dJwzggelFxuIi/bk8XrWCyLk4eZek3sFJoFJyeKlT5d75JR7K+xzaOUppeolEg27HWJKkYZ6QvJ8jMTGJFlbq6lhLGAvCKYwy3funtbIgbaoi8X0PYzRhnOB5HkU/R6PZSQkHxjbRsLJeSRoWmJHL0usjhSDLSHOEi5JwzfXXs33P6/7eYB38AwLshBAMDW/g+3/4/Xz6z/4nI8PWFNiCZgZwiOMan/7k55i4ukysIIpjyvkcY8ODvOZVr6Cnr4oQqam2sX5wWiV8/d4v89iTJwnTBRM0TnphpZT0Vsr80A+8je07Bogjawzpun5KBbUGiTpNdlQqIlExrVaDhYUVzp65zL33PcLFC3MkCvKBw0C1yitfspu9+7YyOFSlVOljbHQMRxoajRVOHH+eS5enWV6KmJ6eY2Z+gbnFFYzx6O/r5eab9nLbbdcyvm0jvX0lWyhqzfLiCktLte7hUq008TwX1zUMDfbguJrMFNwARmdR4hLpVIgIePThc1y9usitt46zccy+rmcE9z/8DJ/+3Al27trC7n07uTo9y7HnT7Nn715c18P1JZ2O5ukjFygf3syliRWCfJVcMSZuNzlzep4DfoW+oVEuH7/Apz79Vd76+gPccccmNm/sZdPGHs6eq3HffRcZHWly8NpR+vpyONhFEwTGRtoCLmGUMDO3gMBldLSf0dF+9u0bt4ulShBCEvgOVy/Pc/TYec6cvcTC4iKrzSb51YharU2hWCAf+FSLRUbHhgjyOQr5PI7jMDFxlatXZ1mtdZi5ssJHT9/HZz/7CJs29vLmt7yKffu2cfNNO7nj9mupN9ucOHmW+77xKM8/d5qVlZYFHLUh8B0uT1zh1luvZ8v4OGBoNBpMXL7MQP8AfuCwtLDEgw/cj0p542GsmZhY4k/+5KP4vs9tt92BwcEYwfatG/nJf/oeHnvsKL//ex/D9xLuvP1GLl+e4tjxUylDyS52YxuHuenmm6yERwhe8+q72Dq+kT/5oz/j2LHTfPaz93Py5AVe+7q7uXBhjpau8vP/7m1dgOXF8d0dY2Ob+JVf/23+3c//LA89+BBhWpT4gU8URzQb7VQ6YP0VDJpiUOAnf/wH+d3f/1Nm5mp0TY3pliRkzS2TdnuyrpZeVyzprJBKix+7KduKa2i4yPjGATAuQqh0s1+j0htj0MbOZU/66dqY0A6bPPSt0/zu79zD0aMzxBkrWmfsv3XAXHoNsmLi28e3yxzSL16A2GSv5Xk+Bpv0SdrZTJIEY0wK+oHve6nMFJIk9Q4Ua53ArPvnpF4WAht4IJEEnkRJQ6LWCrh2s0WaO9TdpKWwHEYnlbMmUUxTJZYh6Xk4QuC4XjeFKkkyb75M2mnZb1FkpVWe56UgoSZK/dKKQZFmu20BqG438IUbf/ZZ/rbOdXbtvx34In0dKSWu6xJFEWEYpgWfIkk0Z87N8gv/9pP89eef4uf+5Ru57tqNeG5A2lNNETMBZPMk66qvzZu17i1I4eMa6+viOA5RKlfofgaTtqYcB62SlFmaAdM6+63dT20MaVqmDU/JGHV/A5Cz7+ZvFqMZU1ObF84NkQWd2HlBpBgYGuA3fvcPeM1rXvPievoPeAghuPHWV/CJz3+NsBNRKFeYn7nCf/j5n+LB+5/h9W+4i5XVVeamaizV2+SDlmVP5jwMVjbuCAfXcWl32hhj2Q+lfMDtd9zKD/zg2+kZKJHLBdTqKziOlx6IBEFO0263kRhaq6v4Qdkegh1FGLVotTssLCpcKYk7Lebn51hZrlGrhRSLZR5/4jkuXpil3enQCS18s7zUIFG2LvU8j0a9lbJHrfdulqiIOY/juPi+S09vlVariQZipThz9ipXryzgepLV1QZBIOnrKXFw/0ZuuHEvBw/uZnx8I3Gc8IHf+SQPPvg0jbbD/HKN5VqDrZcGGR7sp79vkWZzmcnFGiOjffQOFGg1GkRRZJsBDuQV5MpFmnFMohKkcBkeHmB+bpallRatTsLGTb3sPThKkHM58vwEzz93mZXFFQLXo+j54MAr774RISKmZxa4cmWR02cnqdWqXLw4jZ/zGBzuR0qPIKeZnq8xs7DCs89dRBpBu9MhSWtGIA0TSyhXiihlQ+AGh3pRcYf+/gGuu34XzXodlcCBA7sZHKygFDheyowrl4ijmGpPFSlAOpAk1hDfDwIc6RH4Ho4TUMwXGB7uwXFc4iTh9jtvoN3usLJc46knnuFrX/0mTz1zAsdxU7/ZNYav71jfL0+6JFFkvfuaLSYmrvCpT3wJowwqCjCe4Lobr+X973//d/NRe3F82xBCsG3HQX7vg5/iN37l3/MXf/EZ6zOWhh1kgWDW6013gTxrd2SZcW1l65DEgDRQyAdgbLhiuVig0VG0GnVcz8GVoHAxSuM6Ak9KonYH6Vk5a6XkEceSWqNNaDRSJ9zYU+bt/VWuL+cpCoHpdDCBi1vKI3wPHSZI10FFCcJ3mGwkfPbKMhdaIYlKUBnTXpu1fd6ugJYtmu6/62vHF9hPiHVgpVnzQ3vB10Z3G8Trs0szhYIUma3FGnPR/l57bbtBZSKrPRzbAE73bWFss9QYgcqASQMYlda5qosVSGHXV6OtJRQ4JIn1PLfhEYJ2GOI6Hvl8gVwuR6PesPuAIykWi/hJgtGaOI4sEO+6VuavtQ0u0pZJ7YkMZHMR0PVRlY6DtUcAxzUpluGitYuQVuYqnXDd2SArVIH03uj0xqxn22UhCS+UJdu/k0lis/vTBTlF1gS1f54ktt7NgLpuEz31t0bYtNpMWpudO2IdI3CoR4LTtTbtvgq+4yLqHaQLquAReoJWO6HHkRRKRV6d8/ns1BwfkYYb+wrsL1SIFxrgSAomz8ZCkZONOkJYEgQmDbRTKvX0zvBgkybCrj23nu8Rxx1cR+B7Dp4rcFOrCtF9dlNwOb1UTiprFimYLKVVZTj2kABIXL/Ndde+Bfj7hU1k4x8MYAf2Qr30Za/mns9/jqmri+zeMwpgiyTd5JvfvIdHHz5BrAWJSijmAvK+oNGsce83vsnmrcP09lVS+qq9sMeOP81nP/sgi8stVKzJUmMM9nBWyAW87K5buOGGnehE47hBKinSiHTDVImVFsRJxKWJCe6771FOn7nMhYkZVOywdfMG9u3exNBglQMH9tE/0MuWTRup9FbsdNUxU1cvMDkzx7ETZ3nyyePUVkLaHTtxCqUSt9x6K3cevo5DB/dS6S2wNtGtX0qSKJaWlkkScN307GpMejDFdlgd0DruLoaeGyClS6cT8exzlzny7BkOHdzGO992C+hlGo0OWmtOT87zsb96hve977XceeM2FhY1zx69iJIBwyO9lEo+K/UV5hdnWVhc5czFGq952UGCXI5KscIlT3DyzCLCv8iddx7m2gOjXJqc5uOffphK32H27hhGSJ9dO3vYsWOEp56Z4JN/8RB79mzlllv2USz76TJiixUhrXF94OeIIt0143UdFyPA9/JUKgUGhyps376du152O51OyMzMAsePn+eRR5/l/LkLRFOr5AKHcrlAKwzZf2A3W7ZuZuOmDVxz3X7m5+bBSJqNNucvXObRx45w7sIc/+3X/pwNo/28/jW3cfPN17Bx4yZuufEgN11/iOWVVeZm56jXmrRbHfL5gNENQwyPjHQXoJ6efqrVPur1Os8+8xx//dkvcuHiPCuNtjVDF4IEmJxa5U8/+BcUy2X27zuA4wQYY3CEy22HDzG+ZRN/8Icf5Hf/4NMYochJx3Zu7WXCyVIzM2oygj27d/ATP/kj/OHv/ymPP3OCx548zePPnOHOl7+eX/rl/0I+n/9OP9Yvjv/FEEKwafN2fu03P8DP/cxP8uD996NxiaOEdqIQ0kFIkFqnlHKDVjGf++svs7zUtgbGIoPCRFfWuD79ygIfpgtG2C/X1pb13TGRdszKpcAWO0LR9a2T0O1xrgsaUCZCK7g8Pcmff+RhPvHxp2g04q45uM7o4ukvzySN62USXQjF2N+x9vVaUZcVeilc3f18mbdHksr/s4h7x3Hwfb+7eSqVoJJ4PW1rHXC0rksIlIoFSnmPlUaLVjsmVoZCPkc576KNJEyUNQjWIjU4tua3zWYTrez7dxwrSTBoijkPB02Ci5SSTifEGE0+CFA6QSmdJuKmn0/YgkCnnkbCcUmS2IKSSWx7ymlhlRksr3//Xekv6xht0haUJp1LrLumGcXfkJrrpimFruvieg5RZD8HWtAJY+5/6DTHjv8+737nYf7J++5k48gAOFmxLpHdveuFgRTrmXbCGn5SreYZ3dDDhXMz3fv6AmDNosW2oGYNxO364liK39rnT9mfdOd16gkoRPZbu9f5/2Xvv8PsOM4zb/hX1eHkyTPAIOdIAAQJBjBniqIokZIlK1rJlqNsrWVZwd71uw5ry2s5rYNk2cpZlMQkijlngCQAgkSOA0yOJ3eoqu+P6j4z0Gqvff1dfm3ZRumCMDyYk7qrq5+6nztIYTdBJtlokKSj0eqISpSxKcICK59GKOIw4t0f+BA33XTTWd+ofwfD83z6Fy0DoNGo8se//3fs2LWf0clRdu/ZyYH9x6mFdt5IRyK1suE/npW1ah0RK9u4QEB7qcS2CzZy082X4Pp1RobGUEajYsuQcFxBeaZGGAY0mnV8L8Po6Bi1ap2ZmQaNRoM4ijl6bIAwFExP1qnVqtTrDbQxhAowwobm6Fk/xnS1tBbCilo9aM1713NBa7tOGGNNz9uK6ChmZrpKqS1DzvfQyhBGhmwG2kt5zt+8jCuv3sq69ctZtHgxpWIxWRNcXFfwkf/yDvI5l/sfeolqNeDIkRHGxir0zisxNVknn83gug7FfIFly+czMz1DGCf6Dg01Ax15h3iqiQC8jGD+gnZczzA8doy+vh5KBY9MJse+g4PsenmA0ZEZCzY6TRYt7Oft776JLVvXI50YpUImx8Y5cmiEPXuOsv/gUQZOTTI1PkWt1oTE1L8ehHiZLNJIlDKo2LJOhJAI49BshgRN1WokzUzXEEIycHKKF1860LKXcL7/eEs+5Xkeni+Y39dFW6mA71n5faktT3d3F729XbR3FFi5ajkOMflcjmIxTzOs09XZheN4eI5Ls1lDSkF/fxsrlvdTroQcPnwCo6ykSqsYy6KSGA1N3Uyab7bxdfLUGKcHxpAGGnHIpnNW8Nl/+CJrzyonfuqG47j0L1zGbbe+iXvvvJdyPW7JB1PQosW+T0AnbRTNWBHFCjdpBoYaYm2oNepkPRfP8xmfqSIdj2xGUshliWKF43rMlCv4vo/nOkRRjA5jnIxjw8MciaBBHCmWdhbZ3lFgScEjnwSeGU/iSYmMNTpogCNtOAaGoBny/EyVA0FIU2miWCW1oYeQbsKCS0faEJsF6uDM5uLcn03KpLMmsdbqgqSZ27IFSusDuxDLtB4UwtbJImUuSoSwzDJkItXEmcOk0gmTTLWaxcrEySqbsAWVwhXgSvtaAgeDsEQNE1vGnXDAWGWXMjGx1khhLZs0gigIwBiUjrEqCsPo2Cha6VYTWScNWcved5LaRFrPYJky5jw8zzL1YqUTUM1gTIyJraedSABfKRwMNrHc1jIqCVIzczwA59qWpEEUdt2MSdQZKZgHSXBFYm8ik8cTL7dU3p0YriOSv5Pyzt6/Ws13nbxOAqBh72M66Xwbo6kbyd5yncdGZ5iPwHcdlAfal2TaCtabWUp8V+A5Ltd3d/PZI4PccTCi0tvFQs/HZF062jN0jgt8IdFxjOdlCE0MyspabW1nG95aWWacSoJHhJCEcYSTnH+EsL6xKsYVrlXJYBl2xijrnZ3gSlKmcz9VIpHsy0DpJosW1bmoPD1nB/PPGz9VgB1AW3snl119Iw898jSrVt2GkTGDg4P86IGHuf++ZylXFS6SYjGHQaOU3ZDtfXUXJ05cTkfn+lkUVAfsfHEn0zMRKhYgnORmaBF/15Fcc/WVvP8Db6VQyCMT/wBhjDWQlT4qihgaPsVr+w7wxFMvs3fvYRr1mGzWp7PYxsJ5Xdx405X097dTKHZQLBZxfRfX8Wk2A04PDvDE489zYN9hhkanmapEGGWpp6tXr+Daay9j2/kb6e5qs2CN4ySr3mzKjUgYgfl8nkY9bDFj7CZG47gCpEJpieN4OMLHGGO7qa8d56FHXqCzvZ2fue0y2js0WlcZGanjiAa4Mf/0pee47rpLufaK5WQdh3IlYP26dUxPjjE5Nk6+MJ/BgTKnT49SzEiqM03qTU1vX45GrUosJMNjATffsoGengJLFrSzZVMX0vH4xy88zCd/61qKWZfp2KW3r5dLt69l48bFPPbofj73ubs4d9t6zt28nJ6OIrEOkY6D4wr65rdTq0bUawH1egPHzRDFAX7Goa29hHAySay1IZvNs3z5UpYuXcz1N2xnaGSCnTte49mnX+TY0eMMj5Q5fnKMZ57by4rlCzh/6wbWrltBvljCGMm5W8+hq7OD/a8dYmq6yuDIFJ//p3v49vce4rJLNnHTTVexatVqOrva6ehoR6kIrRTg4jj2j2VCzWri20rtXHzRxQyeHufgoR9gsB3u1ItEGcmx46N8+k/+lt/4jQ9w0UWX2otcCjCSBQu6+dQnP8LXv/Y9vvHt7zMdNvA9zwK2wKmBYY4cOcrG9ZuSrpJdBFesXM4v/tIvUP3zv2XHrldZveFcPvE7v0t3d8+/8tV8dvzfhhCC+QsW8bv//X/wZ3/0+zz0yEPWy8ahBVSnv4eBIA55ee9BlLJG+4YUiDOJXwKQMofmAHc/XjD9JG80kSZUCxfX8Vrvma4zll1Gq9g0Ghr1Jk899xr/8zP3cujARCJ7nTVoTTt1cg6za678laRBJcVcmUiKMc75fMnjTnJ9ua57xu9nfMv0k0Imm2vbzEhlpQmSA2mxMgeslEmxJ5Obc70RIIRm/arl1Ks1BofGaC/5tBdLHB0Ys/IGY5tmuXyGtrYilUqNRiOgu7cdg6BSqRM27L0mig3dbVm6+ro4PjQNRuH7GdqKOTKuZLpcpdGIiXXr67Q6j0EYkHrtOa5tCLhplz5h7IVhcMYxTSPk48hKblPWWiocbh3gZMwF/NLNA4BSEUpFKQrYWteEhomxOn/zd4/yxOOH+NhvvZ4rr1iL53qtTmz6Rj8up7DFmmj97LmSUilnAWGVFnGtt2TuM9PPZ5IUtHRCtbqcCTuBue8pRNJlngWoUz5qalxNullyBCpWrQJaJ555IgEaA92g0TB84hO/wyc/+cmzYN2/w2F9GRXGxIyOlRkdnSEMFLmcT87zW364scIW5AlfxHVdPM/D8Ry6ujrwfIcjx07w9HPP0mhE1OoNpiYrlCtN8vkcE+Nle20GAUEQ0GiE1Ot1qtUIpE2dtRu52c0nCRCt0a3rXOnY/ptj/azsZtNvGWanG+LUjsDKpuy8Ls/MkMt6FEt51q5byJrlC/F9waIlfSxa2ENXR4n2jhJKSzo6Osnn8zSDkEYzZGRkjKnpMjPTZQaHpwgbMcW8TdAtz9QoVxooLcjmHDo7CvT1Flm6tJvjponjSJROjOUBVWsghQsohDTk81n6+rro6R2nUqnhezmefGIf5XKDKIY4VuRykvMv3cpvffz9dHXnLWvI9dFK0dHezcrV67j+pmuo12sMnDzOyOgkg4PDTE1NMjhY5sTJSQYHpyiX60RJjSilVd9EcYCQljVuhE2rdJKNqBAuJtatc660IorsPAhVgK4bpqYqNgtECDo62gmCgCiOMFrgujZV23UcSqUCnutQyOfo6ioSRxE9nW3k8j5TM2WCMMZ1shiRNq+sETrY/YlNjPcoldro6uzgxMmTxCpmZrqGxODn8yzq6uUP3vcRli8/60n80zxyuQLzujuYqY4CohVkk9675kpFlVLEsU2dVMn640kPRxgymSw61kyVa+BIHB3j+g5ojS9dhLG1QhhFiETOF8WaQs6nkQBImayLkQJHaQqZDF4+i3QgMAK/vYgOY4S2oIs2GqKQqoad0zV+MDrN8UqdKI6Tus3FMtYSBlfaIBSzvp9njjObsLY+08n8N8wGJySVrQEjRAJKiVlyQvpnDuvLvu5saZM2c2cltrOAXBRHLcltaq1hn2RrJ8fx7RphSMA6gzERStnaUAgXjGub6kZhsGu6cD0cRyOMvX6b1UpSuzmt0AdDTCaTxZWCGJnIU+Nk72gBQhswau1boihE6RA/k8WEceu72vo6Tqy57DHSQnJm3ewkPn4CKXXSgE8APGNJAAKDxE0a7Kmn9Wxoh1IWsLOP2XuOkFbGK4XBEGPm1O8WmEsCMhy3FUA3FyS0AJdJMBwr9weBRjMTONw1WWNjJsu5pSyul8FpRISeIhCarGdtwaTSzCv6/Pzifv78xCk+c2SIc9sKdPsuC8Z99pYbFpTVifom+Q65rG2U14MYTBpekoDECUsTo9GOJNRJkWmMZUFHMa7w7H0WMccTOvk+c/Y1qRzWTkwoZAKmhjuIrn4rZ0zaf8b4qQPshBBcf9Mb+Mhdt3PHXfdz7OR+dr7wGrWGJojsASnmPTq7OymV8kxOjBM0I+LI4Lo+UuoElRc0gwqjIzMobTXIkY4gocE6AnK+QxjUmZmZIpNxiYIKnpvFkVCtzXDk4BH2vrafhx5/iaHTU7iOoK2Yo623SKHg0V4s0tfTQaNWI4oyZDIZojhiZHSEQ4cOsn//EQ4cOMnERJ1moAgiTUd7J9svPpfrr7+C1asXk836ySJjWhtce+GKVociNX3sm9fDzHSFSqWC0ppcNkOxlCeTlbMmihi00pwcGOUHdzxCGMJNr7+CdWt68ZyAKKpx5NAYmQx09np8/os7mb9gGbe9YQ1GRSgkjWaD8fEGvgzI+1DI5pmYqnN6cIZms8nkVI32jhLz51+GMIaBgWHO27wQP01Y0TGONFx92TIO7l/NF7+6g4/++hUElZBDBwZYsXopHe1F3vTGizk9VOa++1/kkYdfYvslm7n80o2UikmnBSgUPbI5D7/ioGIoeRlK7SU8z1KTpZQYNcumEEJbn5aF/SxesIDX3Xg5R48N8Phjz/PkUy9y7PgIp06P8ereI2zatJbLL99Od087pVKObRdsZsOGVcxMTjE1VeXV/Uc5cuQ0Dz24i0cf2cV5F57DbW+6nvWrl+Nncmhpj7VOkHbXPRMMAchms7z5tjcwcPIUDz3yPCCIlSJK5F9S+IyOlPmnz3+dnt4eVixfm+j7AQS5XJZ3v/stHD96hMeffZF6EOEoQXspR70W8fTTT7N+3YaWCbwdhtVrlnDppZey5+BJPvSLv8XiJavO6GidHT89QwjBunUb+IM//QzBRz/Ms08+iYwUYaxQyoBMQk/SG5+x5sM2xTOZ9ykTLgEggDNSXEXrJqxxXLdVPKTvb4sGW9B0dmZtEQjYAsemFuvk+Vpr4ijmwKFB/tffP8Djjx6kUrFWAir5jHZuixazTyUbnKQB1fpZi7l8OWZBIZmuf84s80qk8guN49oCSSYd0yiKkwIthh9/vYRdBYC0G2JH2OS0rOfi+RIda5SRBLGVqk5XAvYeOpII9gVT5Rq1Rkgcg4Mkk8/SCAOq1TqeJ1l3zkKUNvie5ND+YYJ6hO95tmOOZqoZQnmGrA/ZTIG2UpE40gyNThBFBs9xyToCrbHrQ1IspZ9ba40KVEuyKj2ZFLxx65jM9YQxqDng3OzX13PWJit3TcA8Q9IsmjUPTkHcpF5JXZgT3NOm5r6yd4AP//pX+NAvXMUH3n8Z7YWcLeakl5y/Oew3YedTynK30kOXreet5P77d0OSaG2JlgapBdYqWFl0NG1UMQvotr6XBKNt6Y/WiXzV/qPTOv1J5zgBodOHDLazalTiOeK6aR8aaTRGKPAMb7v1fZx77lY++MEPnpXB/jsdvp/lN37zd1jUv5AffO+7TE9M4+Y9HEfQrCvauzvo7O1ChzGFXIaxsSkqDeuXG9Ys8ylsRpweHOWZF15hemoGrRxrNK4NsbZ2AUanrI9kPRZ2zdQ4CGNrVEe49voADBGe75LPZSiVchRLeTrbi/T1tTE8NMlrr50kig1xrMlkshYIUwqENdCOwxjPSdkjHs0gsOtiqGg2FYfcIfa9eoxVK5awd98p5s3vIud5lCtlTp8aI5/PsWTZAvbvO8bkeIUotgDX/P4u+ud18+733ABC8dxze9iz5wS4kmI+Synn017K0dNVIOvbgJ7UmFthyGQyGNcnIw1BoPBcB9BgQnp78lRmGkxNNIgKeWZmmhgMmWyOmZk6h46c4OVde9l0zkoK+RyZjGUOSqx3ppDQ1tHB+uJmVq4OqNWmGR4e4+GHdqKUjyt9JiaqzMzUGJ+YwPU8stkMQRThuBJHui0ZsedKHMfQ1dnOsuX9OMKhWQ+ItWJsfDxJXPeYmZxhptwgNnb9nSlXbd0tbZ2ujWF6uo7SipGxGRzpgFY4jofruDgCtFE2rdMReK6LTDetjkMmmyHjZ/B8B6NjVq1axeDgKBPjEwigo62dtrYiG9Zt4MILLmX7ZVeydvMWfN//t7yszo7/y1i5/gLOPW8LAyOPUatbNtdcCayUAldKwmQdmb3vpzJ3Taw1M1XbLJTWpwkprZd2M9Z4QhKEDRwp6CwVaDYjpMyjdYMoNISyiTAaHUPJk3TnfUzGRRfyxBkfr9HEVBut5qUy9l5cMYInyxW+OjLNq5UGlSgCIZCOj0oSzGw4nmnVoun+JR1zG8XJI63GiUHZ5yaNMXubT/1+LYCVqiAMJmGY2f3fnHa1LWKS+7lly8+GaLXYjCaVzKb+eOm+MXmvNNU2eVWwybAQI0wERiBlDpMcG8s+swqEtBHpupbppo1DVItaNa1tBlrWoCuhkPNpNjQYiS81ytgaG8BzBdq4KCWQwkOrmCBoIPATbz0bsGVIU8xNItNMfalT5UTaiE2jt1ImnA07M9gaGpNIi5GIVNaZeBManTa7dSKF1aAESGe2+c2Z0maZ/NvcvXB6/s9gWdqIVpSJ7R5FS5TjMlgPeLBSoYBghZDkcx6+MMzL5RD5DCiNkS4mjilkXS7obWN3NebJ8TJKCoqeT6A0TaOIAKMUnmvPVxTGRCrClW7SzNZWySIkURjaGjIBfiMVJ+CcaRGq4tgytS1wIwE9u9dKQkskoFWM4zpoIJYB159/Eb/6+3/B1q1b/9nrRzp+6gA7gK7uHt79gV/gT/7rx6hXazYxx80gJbSX2njdjddy0+uvobOrjYGBIzz/7LO4TjsrVy5tTR4pJdXyFM16k4zvEsUhrgNKO2SzLoW8g4Pg4P4D/M3ffo5lS/rxPQ/Hcclkshw4eJTdrx5jphKQy2bp62kn4wq0jsnlXKSQzFTLaAMxhzg9nMWR+zh46ASVSp3yTJ1qXVFvNAGXhYuXsfW89WzeuI61a1fQ29dpJz6pd1TaYXEsgi/tgkbaZUgWt7b2HLmCi9EKN0mrM8YkoJVm4PQId9/zOAMnJ7jikvO57Kp1tBV8jIkJopgjB8YolfL09CqefuYoh44G/O4nriGfi3GcDhAKpV1GRk9Qr1dZvnwx3b093HrbDYzM1LjvoWe44cpLec87bmDBvBIzk0Msn59l05YVNMJhTg0Kenva8IWD60S8423n8wd/dAc/uHMfb33LZjwPdr18kA0b11Bq66J/fgc/9+6rOHZsnO/f/QQPP/wc119/Idu3b6C9VEg2Voa2tgLJyUWiMSpuLZqpRwE4yfETCHyMgUJOsnHdKub1drJ48Xy+8+0fMjwyyunGNGMTL7LzxX2UClnWrF7GZVecT3dPJ70L5rFwyUIWL5lHuTzDE0/s5tDRUzz/zC52PL+Hhf09XH/ddq67/hq62juITWwvYqURZGZNPI1dIrP5DD/33ncwPDzFrj37McJBuPaG02g20b7PydPj3HnnPXz415fjO7nZ845i+NQJ6o0Z8lkPEcZEkaZaDSjlszz56PNceME2tm69MOkOAdhQlCPHjnLtLW/kmuuvOQvW/ZQPIQT9/Qv59P/8K/77732KRx95ECe2cfE62RwgLFW/Bc5gknWC9NI4g9Fk07VTXlsiJEi6bY4jWz5vKcAmAKkNBw+NMTg0wapl/VihetJ5M7Z4qVSr3HHXc3z+808zMDCVhPyY1uulY+7Ps93FBKxJ/t9+rYRlMif4QQjb3RVCJhKCWVAK7OZPQAuWmvu9UxAzfa0UAALLUvF8B89z8ITAdyA2mhhBGMU0AyvxNUJjTIQjLftCCmE7pxJyuSzL1nQzXY44dXKKmekmJ48Mk8kJytMxlUpAW3uRfM4hk3EZGZ7EcSXVSkyg7HeYma4TK00QK6SQZH2frCvJZXyCIKQexNTCWclWegzTWHpjSPz2pO3gnhH8oVud7lb3uHUqZgtnrVXr/KfP/XFO2ywQPMuOnPtKxmjKlQZ/+Vf389LLJ/noR9/AhvW9uMYgpdsCg+eOuYCgI8HxVNKUmvParWIvfTQtNZnT0TzjK53JuEOgxexrzXl3W4zZXUaL1ZB+19QA3PVcdKwRccSy1eew7cIL+O3f/gSLFy/m7Pj3PZatXMNHPvn7vOmt72THU4+xY8cLvLr3FSrlCpWpGg1P0Nvbjpd3KHUUaetux2iYmCjj53yGh0ZRkaRaqwMGYRTgYOYk/gnH2E2QTJgVWuH5LpZdk2wUIfFAk7SX8pyzcRHXXLONiy44B2M0E5MVdu3Zz8DpYbQ0KKPRRpPJeeAYatUaLSWGMRaINpqgGbTWeoMhjCJOnRpHSsHE2D4cV6JdASrGEY6VYknN4WND9PW2sWbNIjZvWcP529ayZOk8XEfY+jGosX5jL5//pwd47cAQcRhQ6MjQ2ZYl5/s06opcLofvSVzHJVIhnuuSaQZ4bTZN1hHSfmSl6SvmCXpCpssh5UoNP+Ny9TVbWb9hJTPTFUaHx/nMn3wJz8+SzXksWtJHf38XfX0dLFu2EEcKfN/B9axU8MjhQebP72HXK8eRrk8jCDl2/BTFUsneR2JrLaOVJpfL02g0yGQyCXulSCmXYcWSefzGR36WFctX4EnrjVouVwiCGCQ89+QO/unLd3PoyKj1R5UyITsLHGksAxzTYkBqpcG1bPVsxiMMGriOJJcv4CRJvlKCL+ydtrunk7a2NqIgxnd9rr729Vx4yZU06nW0jsnm8szv72Xp8iUIUbDz6Gxt91M/2jp6+KWP/h5jk1M8+/zLVBtOy9ZCCIHnOAlrLWXN2vuh4zgtNUEziqyvbmt/YdONtVY0wwiFQhuD40rm93Zz6PgpotjgC4n0JLGKMRoKnkubb9iysJfOYgHpCOqT48Sxod3zkZ5VLqFiGkrxjeFx7pmscXCmTqQNCDepx2xbzIhEHqmTZqlJ64Qfn5ez4v7ZmtPWdjJRKKUsqJTploJdxqT1YPKyQs+pVxIQL30Hk5J2QOCe0bRtpZOmDTuSRmWiDNCpIENYpq9lTSmMjnGETPg+s68lpMAk/USMAQnSlTjGENQtWBdFEdlMFq0NQdjEkYIwCPETn+KgGbVgtVQ+mR4D+1ktYBmrEEwDyCQM3BSEtGBbat1hG/kqsQJRLUwklbXaqZOCldbvr2WdYsB17LonTDIPpU6aULRqJttYjs9gdM/9kxKQ5jbb07+NmVV1WGsUkDgJ40+gTExFCx4cqyIjw03NgNU97eSVAM9FtOVI3e6FMbQVHa4WecaU4q4TilP1kFHVwPW8pOy3m6M4UpbQ47kYI5NGS3IuhaFQyDMTh1a9lDSzW98pOWYq8VI2SQKvbH0nO7NnQVKNI12MAU9K1nR38rYPfpStWy/4Z68dc8dPJWAnpeTqa1/Hi88/w7e++hWMMhR9S6W/bPuVvPd9byWbswke69efw4a161Aqsk14NEI6SZw9XHzxBaxes5F6PUAZyGYyLF68BNfTnDx+kCce38HEeIWJcVv81OsB1UZMGEZkMxl6Ogu0F7JkMy7NZoBwMxijCYIouVE3qRyrEIYhcRxTDzT1RkQcKjrbO9myeQvnnb+RZcsX0GzWmJysMDw0gu87tLcXSBccsBePvQB1a8NptN0IaxMnoF0aIuEmmzRLrz568hiPPryDg/tPs3H9On7j16+np9fDMhoiatUaL750kKVLe5jfn+HkqXG+8/3dXHfdpfT3G8LQxSiFzAiOHR8mDqrks4aJqZhlbpF9u3eye9drGGVo1qYZHDxGZ/tmokiwoD9DNl+ktzfPq8cmWbumHc91iWOPrq4aP//Bq/jMn9/LunVLOXdTDytW9fLcC6+xcsUyli5dhOPAypV9/Mav3cZLLx/jzjsf5d57n2Dbeedw3XUXMb+/GyGtdt9okzB9UvN61x4vaY1EW5v1xPdACEl5usoPvv8jnnnuJcYnJlqLf70ZEoQRlXKV8Ykyu/fuZ9XKhWzcsIa1a1cQRk06Otu57PLNTM9MEzebRApOnp7gb//hDh546AUuumgDN77uShbMW4iUklgFCO1aFkyaBmUkCxfO54YbruDgoaNU64G9sTqOZSWpiFpd8exzr3DJ9h1ccvFlFtgQEEUxzz/3HKcGhjAmRhqDJw0qCpmaiYjCkD/7n5/jZ98xwmWXXkxXZzdCCvbvP86+Q6f4y3/4H9ao9uz4qR9CCBYuWsL/+PSf8+UvfJYffOfrjI5N0GjGBIE6gx2V/v6ZZZFFN1IatjZz15bkJmp0snGxN1Mv6czHcWRvlhgGBqb4m7+7h/e992oWLegml3HJeD71oMFzOw7xd3/3MHt2n6JRjxMPi8S8RCeSRGN5eS2OmGCOmW36gdNPbW+OThqko1SL+WdBFf1jYJxpPc9gi630e6Uv2ToeEkqFIkGzifTAkw6u67QYWpGKCCKDErZgU8oaEFiTKFCRRrvWzN2VxvrZxYps1sP1BdJRNhAIxfR0AzFtiyUhIQybLF3eQxDYa11pQawNzcB61llTZvs5DJowUtbaQIXW3NzxcH2HZhwTRoo4TiQMSQ0lROpzN8uIS49F+rdMwi9Sn5EfP4ZpwXKGf8ycuWLvLbq1gRB61kewxQDAJL548OAje3lt/wC/8MGrecfbLySfK1iGCarVKZ9byBtjaISa5545jO1N2W6lwLSStVpCajPHwybxmpuDHc4WoIkdRgJnk0qORNIxbXWCkyLftLrr9vFMJmNThXUAWrNo1Vq++vVvsGrVqv/TZXt2/DsbQghc12PV2nNYtfYc3vZzIYOnTtBsNBg8PcDI8ElOnThJbaaJ67k04gajp4+wY2Yv1WqVQtZn9bo+Vq3spVDwyeUcXnh+P6fHFeValSCIiSO7lmptWQlxPHttpYbXGd+z147SqFgyNVnlRz98luefP8Dw8DiDg1No7VCv18n7RQoZ64eU8RyiAHzHpxmFGO2QzfvUqnUri8ImsYJt2qTzO5vNoqM6rifJF/OsXb2Unu4iK1ctpbu7kw3rl9DdmSef9clkCzSCKhiNRNJohjz99Es8+thejh0fR0UQe4JapBHjFdq7OlEqplKpIB1BXmdpElGt1+nsaEOHiozjJIy/iFq1idCG9o4Co1NVvEyWfNFhy7lLuO66c/E8F7TkxMApdu06wI4dh9j36kGeeapGrJRlgkhBqZTHz7pEsaJSjli4qBshHV577TWkAT+TZ7pcRcUG15UEkQXsqtV60tgIQRi0EjQaAc1mhDAOKorJFPJoHdLd3QFIRoYn2X/gJONT9dbai7HrjNaa2Dr3tZoUWhtc18FrbfIjMhkPrRVbzj2HX/jFD5PLlwiCJkprMq5HLp/FcV1KbR10dnTTM2/eWTbvf4AhhGDN+i384Z99ls//zad56IFHGB2fIoiU9R0zlvWtk7nEnHuxDchK7EAgvR3iug6OtPe0KI4T62JBqAwjE1MYIxBGE5uIJd3d6ChkZLJOoAxCeIRaMxHUcashm4tFRBwhjCCKbZ0zHCteKDd5eLLO4ZkmTa2RwkMYqwSwHyUll8w2Xc3cAAoz22izdikKra080XHcxNPWgEgY+cjWc1J5bFqXQCLRxXq4YWyzA7AgFSnw5CESaMMkDOZWgziVPSZ6fTfZR4exDUNIqHlJjZY0NYnsfs64ic9ZwqhN6iuRrLFaK1QU42ZytrHObI3SDIKkDpEt5rWTgK9CCnRsX1OT2jZY9uRsES0tkGbixKokxnF8q8AhEbZawjUSW8/SAlVtczf10RMt2edsizS9RxiEPe6p8kVYXzphvOTQqBbByNZgNpDMNo7d1v5EyjTFl1YTda4tTwqcpv9tdSuWrah0DI7HkNI8Wi7T50lyUxUWtWUptElMpYYvHShmIQKpBPlciYIXsKYrT1VFjAQaV2k8R7Y8inVs2e9RFOA5LkhBoGxtGgaKsFlBSJsUrJQiJcdbooIilR2nfqICCzAi5Gwz2252sPsaK+1euWY5f/bX/8imzZv/mavG/z5+KgE7gEwmx69+5JMMD57m1d17cV3FhrXn8N4P3EY252KlT3YSVGtjPPrwE2zYeC4rVy6jGdSZmJgikylw3fU3IhwfpL0IjI4R0scVEU+aMq91d3L89CSNAISXoa93FV55GE9G9PZ24Lk+3V0lgjCkmM8zPDxMtdpAoak3YqKoYbuPTcNMNSQ2glWr1nDNlRdzwQXnEIURQ8On+dEPf8Srrx2gWovoaG/n8isu4pZbbqSrq41U9to630ajYo0htql30No4OY6EhHWmopBTg4M8+thL7Ns3wOoVS/nlX34H8/uzZP0MkQoAwcnTp3ll12G2bltHV5ctvr7+zRfo7JnHjTesRmJQkU8mb41NDx46xcqlbfhtPocHRtkqXXp75zF/Xh+FUhulYhvdnYuIjSCOZwgiTag0XfM6GH9mD0KsQYiAeiOiM9PGxnUlrr7qHP7xK0/yO5+4jf6+Ts7fWuSuO59j/sKTXH75VvyMj+u6bL9wLeduXMprr53kyWde5S8+81U2blnJ5VdsZcnCeTjpzcGYZPEEYTTCKLTQYNwE0LQLvhSSwaFhHnnkacanqiitk8VYgEy63bGmGTVpRBH1Pcc4cugU7W3PsnTpfLZdsJlyuW69GoSV0XVIF51zGR4a5VvfHuaxJ17knA0reOMtN7Bo4SKKxWIi27PG85VqmXqtwnR5jGzWJQhDwkijU3P8XAbXlZRnGjzy0GNs3nQObW29GKPJ+B4LFy8hl8mitGbhmkV0dXUyNV3mtX1HqdQCDh8d4a//6gv84Ht3c+WVl7Bx4zr+6Yvf47yLr2LFipX/thfy2fHPHj09ffz6Rz7BzTffwh/890/w7FPPI32XMNZEyUbhjM7Pj7GiSGSiKTOp5duVku3SfzE2VVPPPoSWkkY94tvfepmnnz3M0qW9XH3FWpYt6+VH9+7moQdeo1xuEuszASBHOmiRgEdGYIRIfViTm1kCvCWFlpA2/dOohCmX+M6lryeEaIF86WPpmNsxVUrheR6+6xMEzRZCKIRt/IRhE8cRuMLDSJfYuGQLXeSy7biZLMXefnJd7eTzhuN7dnLy6FHmLVlBxoNj+/clzDyD61jfDhXGVOtN9r02QqGQRakY17FeR2BDL1zXGjjPTAdUKg20NoSRTUi0YRQRxtiCwPMyxHFMoAymqcm4lv4vHI0nrGF+5GqCUBNFysom0nOZnu7kGKVA5ywTkTO6nnOZbnYJ1Wc8f+6x9v0MQgibZJbUICJlcZo55zV5MSEsaHvqdJlP/+k9vLJ3gI9+9CaWLGhDxS6O5+IKsJKT2fOIjijlM1gvEc0Z0/THGvQmmfctj5XZaTsLZIvZTUJrriRbhnTOpPdbmW4MoPWZ4sj6/ETK8Hv/9Y946zvewYIFCzg7/uONdM64foYlK9YAsHrD5jNBbq05cWwfv/87v8XEVBnX89m6fhm/9KE3sGXLSusnq2uo5tc4ctceVGjQkQJtGTMiadppM7vupddirOLEysR6VQ4NTWO0ZEFD0NndwTUb1nHxxVvobEt8fFxBrTrF9NQ0kxN1nn5qJ3v2nEJJB+G4mFjR3dfNyOgIUtr0Qkc4lEo+3d1trFuziNVrFrB4cS+LFs5j3rweMtkMuVyeTNbHwSGOIrS2m03fcwnDgCis8druV7nnnud4df8YM+UA6bhEWhAqgeO6SAFhvQlK4DgeDUdg4goSQzFfoRy3I4RCSrtpEo5keGSKyXJAI1A0whmkW+KB+3ewbMkiNmxchuN5rF29inWr1/KWN8dUKlVOnDjN6VNjDJ6aZsdLB5iYLDM4MEWoIzSKmX3WMypohgggTFjf2hjiUCWbKIHQgjjWKBUAhjiaxEsYL88+9woKxbr16xDSQRlNrTzDAz+6j127XqXZaFovYidJm0zYJJbRksruQAiN0Rrf8TBK0d1VYsnipex8eS9PP7+DavCXfPzjn+LKa27A87wzmnFnx3+8IYRg6Yq1/Lc//juue90DvPriM7z0yh4efvjZVhidbDHARQvcN2ZWdWDSfaCUOBKynkMjsDVhpGeDLAbHptHK4LuStkKeai1IQCABUlLK+jhKUW5ELOssERU9sgIiY2hGhmerdR6crrNrosZgIyA0AikzSV9WJ2QIPecWbT1hMeKMe7FIwDH7POtX5ybyQ5H4llkgLU1EnQXnWv5zc+oF+5jCcVyymSxxFBOG1oLAHmMHJ/HVMwmAbju0KZCS1CAJGmbXBYslpAQLYzSOY4iiGIHGdVyk9DDGWsNIKZCubH1GtAZlPeWF1ogkkEFIKBSK1Ov1Vk3m+T65XAahrSTT9aDWUBgxG/omE4De3n9E4mXpYPsD9pgpHaFUEykziVuIZdClfmzCWO84NznEFiCT1kpKx5ZxFscWeBUpEGePzuwa1qrEgMSvUCRgolDJ+TQJCKuII+vzJhPlh/0O6WvO1pYiaZKmLLx0stjPboHPWEe4wGnl80i1TlYLXBz6HYHvSsI4wPgGP5OFWpOsgc1teU4GIZ2ViBlVJ1IRUnrkMzmUVoRGIYyLMgqFwRO2maK1Bke0AOW5ZAKtU8B3DhtACoRJmaAWtEn9w43RIAWOBGkURgVsu+4SNm3e/C+yvv/UAnYApVIbF19yEWFtkqAa8Pa33UpvTxErbLK6/kYwyWc/90Wef/YgP/+LCyjXqtTKNTZtWU+xWEQIL/ndhILruBihOXH8IE8++yInTk9TaF8AjTqulmw5ZzVLllzE0qUL6exsp5AvkclJolijwyYnjh5meGSYmZlJdu/az8mhScYn6uTzbVxx5cVcd/0VrF+/imxGcuL4UV586UXuuPM+RkdryUZDEkWT/PCH9xOFivd/8GfxXNmauErZVDJM6sdkuQIyuSgFhkgFDJ4a4bHHnmPvq6c4d+sWPvzrV9PVLvG8pGgQBq0Mu3ft4+SJUa68/Dy6eq3m+/4HX2bgdJ3f/Mh1FHMCpRwqMwGltgxBoAmbmvnzOwjqY7guzJRrxJGhr7eLQ8/tZeOqlUxPTuNmJPXJISpNh67uAn3zepCuYWCwQteGIrmsIYoErgy59U3nsnvvcb71zRf45V+9klLR4+ZbLuIH33+We6af4/obLqbU5hDrGC/vsvXC1Ww5bwPHjg/x8MM7+cvPfIu165dxzTXbWLZsHjnfT3w/0otKAzZB0RjbqTJG4kiPQsHH8yxt2AiBcSy7xXFt10E6goX9/XhulpGhEcqVEA1UXj3KsWPDCAcqlSZKzxrD+o6DIwRZT1OdrPDwgzt5fsc+tmxawcXbNjGvt5tiRzunTg1y5PARGvWA4aEJSsU8jnSZrtRIQ1B8xyGfy9BWyhM0m1SqE5RKXdgGjmTbxRfiuAKlYjZtOZdiqY2g2eSVV/bxla/9gJ279zE+06DaOM2ho9/FkQ6rL9zGb/72x88Wgf9Oh+f7rNt4Lr/84Y/S0fYlnnnqaaamq+hwriEspPTrdBMYxRHKzJrotrw/5tKRmMO409Z/IQ0qIDGdjXXMiaNTDBybZsdzxxFG02jEczq8hrlU+ngOSJQqceey/wTMeogkm1aj7YZG2YohAdmcFnj3k8C69LPbYZ+jtAZFwuYC6Xj42QKZfIG2jj6Mm6PUNQ/PyeMJj1KhwwI1bgbp+xQ68wydeJmxsSkWrb+Q+evWsrA7R6Etz4lDR/ClpC3nMzE+iXSsZUGjFhM0arb7Fsf2pp10mW2BLRgZnsF3XbJZD2EkffO7aYaGiYkpDIKO+f3kip2UR4eJwyZ9CxZRrpapViu4cYSONZ4vcbMSPytRkSIIQ4JU2qVNYop8BqfsjGt+LrNutmM6+xnnAnmtjigQRVHSlU1h39l2bNqxNiJlwNGSDAijCJqaO+98mcPHxvjtj97E9gtX2C6kCXEdn5RJLoQg62d47/uu5KmnjzA0NN0C1YyYwwZM3zdlnyNaPi4/afwk75TWfEkYDLaznaQqzyKPiFAwf/ESfv6Xfolf/bVfO8tu+U82RNJWd7DXwOlTR/ndT3yMZ5/biTIuC7qLdLZlmBg5xcigx/yFy3H9ApVylUgZtBYtJrSVSyYeVHoWHG+xOT0H14Fcrsj552/g4u1bOe/8DSxd1E8+n8X1bDCaQUGydsZByKmBVzmw/yTbt29k9aplHD89AnjUajXGJ2qMj7uEgWUOLFzSzXvfdxOXXrKR9mKBQjGP0YZ8vog2BiksgKaUIsYGYkjpEkZ1gkaNsFHhycde4pvffppjQ+M06va6KxZzCCNxBeScEB3WcXPdYCSVakAQVyG5R0xNS0JRI1PI4HkuLgYRhfjSIQgjDArHgampCq+9FnHX3U+weFkXxXwRR+YQ0nqD9vX1sKB/IWDDGT4QKo4eO8Wzz+zm9PAoe3Yf5djhUVSsyXge2ih0AiA4zuyxT04ECEmxWLAsaKUJFJwamebvP3snBw4O8L4P5lm5bDFRs8GpkwMcPnyS8YkajWZiWJ/ct1rrk5g9947joo1loEexoqPNp6erxBXbV7JovsNzL51k78sv8qu/9EHe+/4P8Iu/9BHaOzrP1mv/wYcQgkw2x1U33MLl19zEkf3Pc2Df+zh+chhjBEbaLXnKkk+tUNL7sONYT1/Xlfi+pN4MCGJjuT7J3iQFh6QQZLM5Go2Y0JE0mk2k65B1BIHWjDYCeks5lDKMz9SYjASuI9k51eDFSsgrE2VGwohQ2CCyVA0w9zpKAZifeC9O6kT7eWKrKHJsLcSP1XaWkarnSCVnh0zsMqQAz/Noa+ukWm/SbDaJwpgWO8xY7ziZsMmMmetbl9YooBMbAduElLaR0LrN25RmpSzQ77q+PebShq4RW486x/MIw3AOnmWScAcLUkpXUijmUdq160vyvVrMOuEmCghbf8wmBttQCiFki3Epka3aUkqf1DPPri8NfDeHEGmj1nrSuY4DQhLFtjGc+gZbb2nHEoGEh+fZhlEUB0lo0awUtHVEknTZVBlj/ymxNxCAUSgRW8zBxIk9l53H4ifMizNsVX6sVrXoqpOQlGJix3CgoZC6RpvrkA0ceiKbxhtPNwh7Xfy+IvF4mS4nZn7GRbuSjOshsX7QtaDRYpzrhB1ngCAKWn7eWmtrOZOEQs6dxFprXGeWMTq38S2EII7T0A8JWqG0xhOCWEeUgF/5ue3/Yuv6TzVg57gut77t/Ugd8+zDj9DZbZlLKaI8Uxnmy1/6Og89vBvXy/LFL32drJ/hdz/1EYqFdoTwWhIiEAgHpqfHeXnn8zz15NPs2jPAxHTAAq/EJRecw4UXb+OcTRsoFUpok9BOpYs2how0CNXGhs0dFAcO8/WvfptX9g8hnQxvvOVmbrjxKpYtW4QU0AganBwY4bGHHuGBh59icqZpdf7SepnUgpBG6PDM0zu57S030dXVZr0uMCgdkW6DEl4AJKa02gSMjk7y+GMvsvPFg6xas4YP/eI7Wba4C0fGyaJiMBrGRid5/NGXGB8r8+a3XEFPbx6M4dDx09x7315uvfUG1q7sRghFpWzlWEYLpmdCpmdmaO/0mQwNq5d2YJSmVqtRqZQRAlzPEKNoK5UYG6jTjDKU2hyko5k3v5O9rw2wdfM2PM8wOVGnq1tRyrn8wvuv4g//9G7uva+PW1+/hc62HD/zM1dy191Pcd+PnmDLuetYumwBvu8n5o2GFasWsGzpGxg4cSFPPf0i//gPt9Pb28PVV21j3fpllEouGIFWiYkrEVI4oC3NXOmYeb29XHrJ+dzzo6doNiN8N92oCjzXZ8GCPl5345Wcv+08Bk8N89Ajz7Br9z5mGlXCyJDNZBKj8tQTK2HduC6O1BRyHsWCR7UR89RTe9m9+yjze9vp7MxTqwWEzYi+vnaWLZ/PzW+4HqNdDh86Sq1WZ2RklEhFzJ/fy6Zz1oASVMs1Gh0VmyTk+uRyeS7cfime5ycXvsZ3XbZftI3Vq1fxZ5/5e5555kWqzQCkw7o16/nYp36ftra2f5sL9+z4FxqCyy6/gYu3X8V3v/kFvvSP/8iRo0eoNZRt6sUaxKykVEWxBWKEmQPMmP8NvJhbCIJBJhb9yrRKGWsqi5U8qppl6lrvESzVPgUKSc39E+lDCgYZGxyWepBIIZHJ3iaViaUJnOla5/sZgiA8A2CcC86ljOp0M+w6trhQRpDJteNm82SKRebPm0++qx+ZzaMiRawEvp8nakaYQBGGCulINBKHBvteepnRUwdZufZSvO4OMvkeTNZn1bbL6Fm0kdrMEGbiNJWZGeoNQ0dbiXqjQaSMNTrGplvNAkCWZSiFQ39vkfHpOp6ToW9eL7S10xu6FApFepavZKYcMT08xsiRA1TqTVZsuwYtfZxGk/FTR6iXZ6hWpyCq4WiN53nkcsnmXWnC0KYYRsqaUdvud9qNny2YhEiZjrPF0mx3kzO8SFLgzjL2ZsFfM+f4m7RATf5bGuw6LBI5tDa8tus0H/n1r/ChD13D2966jY72EsbY9EW0i5CSUEUcOXYCKedKWizi63oecRQmG+FEfks6bdPCMf38lpEphWz9TcrGaz3Hrttp4WzsE3FEEoDSaLLx/Av40ne/y6JFi/75l+vZ8R9mGAzNRoW//cwf8/xzO2xSoSsYGp1iZrpCo1rh6OHTXH55jfmLirTlra2AUh60QGFJPCf1c+5a7EhJIeOzeFEn737vm7nllhvJZDIIJI1GaFnBjpUjSemgEsBcCIXn5Vm8dAnjE1Occ+4K3nDr5RhheOTxZ7nj+zuJmoplS/u4/nUXcs01F7B500qyfsaut2lwjDFEzYAoZRBIp8VuaDSqhEGVmalxjh06xZe+/AiHT1UxRhErQ6mUp1DMU56qki90cuVVqxk8PYzv2iPXrKuWx8e58cUAAQAASURBVFIbILwCKmgSxopCPkN7waFgJBknz+GBSfKFPGGkqNciypUmjz7yClK6vOtdr2PZsixaR7huJkn9jsn4ebJZn1wOzt28mnM2LqNaq1KrxTz5xIvceccT7Nl9JNm0z5HmGUMulyUMI+I4plDI4/uStvYOmo0GixbPY2xsgmq5xp13Psazz+/m/PM3UZmZpJjNMDQ4weRMjTAOW+dYJX6iaTgPzDYMjDYI1zamgkaM70i2bV3DbW+9jv0HT/HFL9zBk8/u43N/9zccOnSIP/rjP6evb/5Z0O4/wRBC4no+y1dt4obrr+Br37iTWhBhva/svmWWWmbnEIB0HTzPRSAIAusJrJMgMJLGqRSSgu/iug61hgUrmqGVZBqlyOR8slIi0HTkXYaiBqeUw3g9ZrIRc6wacKxWZSbWaHwcYZIG7VzWvv1cJGAZ0GLtCyHRiXTS2m4YfN9Da2HToYSTgHmzqorUv0wk6jHrbZcoFhwnCeaAbManPFOmEaSMNWv3Y2tKkbATEwlx8jlTeyG7x571GROOlXRKYWztouPkT4htgnut8ATLXrOsQiklQsf4Dmhlm6bSdbBpq8LW5EmIRbPZtE10rZJzFqDQ9Ha1gWPrDilFcowBHeMIy1IzOBijbMBakgRr8QyJFFkUdTzXRwgXozVh2ARASYmyDB8EDkYlstbE01Q4ImEYgpD2OMVKJNJsg5us4ynIZ4FCaz2V+uClZaQjHQwSBwcjVevYax0lTEbHNugRCUNwNlhzdi4lYXbGkO4pSJ6rlKIiYl4N4c5mAE3J1mnobfORWmCGJqjVfXLZPJ2dnaypj7Eq5zLdCPG9LLU4soF0KsKTLgkl3pIFhCFSCn8uAAekEhIhrR1OWg+n81wnEvVW7SsS+yGjcRNvRB0ZfD/iktUX09b5+v8/VoifPH6qATuAfL7E69/8foaGJ/jut+/k+usvYeWKpZTrY3z+81/gscf2YoxDo1knqIdce80VzO9fiJQeVnRtO2FBUGX//l08fN9jvLZvgKHJGRqNmPXrVvHWn7mNK6+4CCeZqFoHGC1whJ9sBALK01Ps2fMqjz/+BK+8cpiZcsT69Wt4/wfeyeaNa5FyVopkFNQrM4RBk3ndnZQro9bwMy3YACkctm7dRLGQswwNTFKcmSSVJfUUMoRBnaHBMZ54fBcDpyeZ39/Ph37xXaxY2YPnOIBNWEmLiOPHB3j+udcYGpzmZ972Ovr68hhj/US++e2n6eqax9VXrUWKEMfJMj4xTndPG1pIKvWATNajmM8zLV3ieAYdBiB9pssNtIroX9BPb988pAmZHGviZrPksnYqLVnSzbPPHaHeDJASytUGmXyBYs6wZlU373zrpXzju8+wZkU/mzYupFh0ecMbLuOpJ17lhef2cPDAKS7afg69vZ3J4qRwXMPylb0sX/kGbrjxUvbsOcIjD+/kjjsf5dJLt3DhRZvp7OxA6BgrB0yZJoAQeJkM7/m5d7Ji5Vru/dGjHDp8lDCO0dqQlZKli3tZu3Y5C+bPo39eL1u2bOD4iVM8+vjzPP3k85RrFQo5j0Leo7eni46udjo6u223Jg5ZsKAfjWZwcJQD+48zNDTB4WPD5Iaz+J5AK00zrNPekaOjo43N517ItddfizEk3ocR2WwGx3WIo5hapczk6DjFUpFcqZ2piXGeffpptl1yEQsXLE08CuwNpLe3h49//Nf40j99m3t+9DCBlPz2f/1/OHft1rOF33+Q4boeP/uuD7H98mv4m7/+n/zonvuYnpnBJMa8KklJtRuv2Q1ZC5z5PzDsWmMuNV22WN60jFQxiSdF+vsJ9ZtZZhXYvphIJZvMMrpaP4M1Wk7WwPSGl25iLVg392Od2YlzXRfP9/EzWSKlbaKTVvQuWsGCJSvJtXch81kco9DCBcchlhpP5IhigXYkTlYQaB+pFa4IOHH4ZSaHj7N49UVk2vtQcYxLlqlqA9UQKLdAqa2HrCMYGx6lXGsQBAG+5xGbmEjbtdv3fXzPI2gGxFGE4zgUcz6ZbJYgKuO7PtlMiVxPD319y8hlcuhslkJeoL12jM5yct9zTA2N0DZ/FYHM07O8C9fzqddmaFYmaEyPU544Sb0xbRktwpDLeuRyBq08oiimGcY2qTJlgIg5xz5ly8057um5meuFl3YLpZQgUialPuO8/Dj7MU66+ybpwmpjiFCMTzX50z+7nyee3M9HP3oj52xYiu9rfE9QazS4574X+MLnn2V0pN6aY+lpD8PQsjVbn9cW29Kax6ZY6Zw5lM5dkXT2LZvTTQJPpHRaTDpDUmwKg2MMRji84+c/xBvf/GYWLlz4E67Cs+M/06jVa3zm07/P935wJ81QtWilQggiZThwfJo3vvltvLbvIPm2tazdsJ7OB44zVQcRaWJjGyGe47YAb8so9cl4sHzpMq66agtvuu0mli1dhPVkUjgeFEsShJVzmYSqnJQy4Hr09C2id57D4iXLcaRACM0rr+zlgXtf5tjRcbZfsol3vfv1bN++gbZSDkd6YCRCaqKoSTOo0Ww0KBY6caRnrzsTEUcB1eoMcdTkyOFDHDo0yHe/8zwHTkzbBo2218yyZfMZODGEChVthQJt3fPpXTCPw4dH8HyHjlKOWiMgwq4LRsZ4rqC9UGBhfzcduYBLX38rp4cmeO7lb1Crhaxau4gjB4cJgjrlasA997yA73v88q++kY5SJ1J6eI5EqZgwDBL/K+vb6ToO3R3z6OkULHxbP+dtXcfzL+znS1/6IacHx3AdSU9fD9PTFdpLGdo725manGH5yoVs3LicWjXg1tuuZtXyJcyUywwNDjM9XePA/uPseOkAx46eJApjgmaQ+IklYWfJpBCu3RzHkTUk18qgiXEdcBFIBFGsKLa109HXS0dnJ5dc3IlWEUePDXFquMyD992PUb/J7/+PP2XBgkVna7f/JMPLtnPLr32KweERnnvmJcq1OqFKvWWTX0qapJ7v4HsWRApDhVIG33MQ2thrLfVlS5IpgzAmihVRbBOJcxnLFvMw9ORdisLjZEPR40jGDBytNTg2U2e0GRIkSaxCgDZnMtbt/VYhcFusMp16FEMC1lnw0XVlkj7vt4CZ2aac/Xp2bUsAG6GRwpDLZlFatMAdbQxxpAjCGnFsU5et9ZFIADGdrAnSspnnsA3BNhDTkTL0UxZeSwppDAgnsSkJE7ZZUkckHzcN+RJGIaRDqGKbBupLG05mZpOyo2aTWt36XRqdtA6FwImt1NamiEpyvksUxVaMKQQqiiDxNRTCgrepMsX6tUtEGiCRhvggyWZylimtYqLYht44MgVUZ+s9PaeWS1l5QoDjegDEKkrWVg8pLFiodZT4/3nM5c2doeCQDqkHYerFb61fnFYzf27jKp1LKatdmnTOzwLAQtomUlVF7KhW8TxJXcHlGUlPTwHqMc1qwNBMA6eUo5DzWJpzOOAJ6kLiGEGsZCtB18WSGyK0lSEbCILgjABPaZIgS2E9BhVxiyGZfmchBE5SW7uOY+2tElakMgbfjdiw2ONPPvwr/6LEmZ96wE4IQVtHJ7/w4Y/z4F3f4+vfuYtcxmG6OsWLO15FxSCF1cVffPEFvP8Db6dYypIa/xlgdOQETz35OM8/s4vjA5OMTtVYu3otV111AddccxndPV0W8JrLRhGK6fIkBw7s59VXX+OFHbsYHKzS0dFOodjG62+6iJtuvo6Ojja0jlAqoSsLQaGQZ/WaDWR8l9GxcY4OjCLjZPHQgmK2yPbtF/Gzb78Fz2POJDUJ0mwnehg2GDw9xMMPvsDxY2Os3bia977/VubP68T1UwlakpSjJZVqlRd3vMLEeJkwiLnxpitZtLgLdBO0y3337WLf4Uk+/Mu3UMgrDA6NhmJ8vMqiJV0I4TI6UqZQyGOIcaRjL3rX5eTpYU6eGiXSgpHxaTzfZWL4IMNjZTKlDF6SCDi/v5OBk4NMT4V0dzq0tWc5NVBm7ep2wOGaq9bzyt7jfOFL9/Ox33o7/b1ZOjoKXHn1Vu65+0k6Ogs898wu+nrnseGclZTaci0pFETMm9fB1Vdv5aILN/Dyrld58cXD7HzxICtWLuDS7eeyePF8XDeN/Ib0rlAo5LnxxqvYdvEWnnt6J9/73g8ZHZ9EK83xY4O8svs1SsUS8/v78X2fVSuXsmLFYt74hqt58skXeeyJFxgfG6J3vscl2y9ky/nnWtaQ4yVeW1bONzU5xYmjJ3j++ZfZu/8wR08OIx27IO3de4p69W7cjM+mc85DSodMJksuV0jOfYzneXR191Jq6+TJx57g9NApHOHygzvu5YGHH+e9738HF11wCVJ4NskSmyz2tne+mSeff5Ftl1/PeRdcdLbg+w81LBt06dLV/OH/+Eted+PDfPGfPsfzzz1PtWZBLpEEJThGJtHrs8AF2I5urGc7mvZVk45RWjsZa/aPoZVEZpQtfpSay29KATcwwhYiNsghkW+Q1JgJOCKSpymjW/5nlqXHHMDFvlaK2GljENJ6Yvh+zko0Mz7C8fCLXXQUigyfOs68JcuZv2Y9pY4OwnoDYUCLLGhDGGlkpoDGygik9NBxjMAjqE4zeng3M5OnWL76UnzPw9MOvp8lbhiiikF6RWQmi65N0N69COQefM9D64hMLouMY6RwiKKQmAijtJWdCB8pBO3teco162GX9XOsWLWZGeqU+hcyNVGlOtUkUta/xc8VmL/iPCZOvArGo7hoFfVQQ7OJMOBlC2SWlOhduZIgalAdPU1YmSYKatSmhjEqxBEObYUMGo3SNqgkVrbLbTBJQWTQOKTJr9rYwqVVPSfzQyXSAJuOK1FCJBYws6BfS0KbLDV2NRItGbZSyt6Hjebppw+z/8Aw73n3dt7ylvPASO5/eC+f+4fHGB+z31HNRYQ5U75mjLElqhCtsLM5n9rO2WRSznrVzc5Tz/VmDafTaSwNKhbkcwU+8Xu/x4c+9KHZAvLs+E86LOvi4Xu+zbe+9hVqgb0OBOC7VrHRDGP6Fy5nydKFbFyfoX9BHy/u3EUQC5pRE6PA2nLY2ek6buvnUnuRjCfYuGkN73nfrXR1lnBdlTBPHQxxi53VbDbJ5XLJJWmvV8fxyOU8QOP51mPugQfv5/ZvPcWJE5Ncfc1WfvM338WaNUtxEuZ0FAVUq2WymSJR3EQpTSHfjpRuyz8viprUKhUcV1Ot1Hn+mQPc/oOXGRwv47iWwZHPZli4oIOgEVKvhmR8QVtbjqkqvPLsAVzps2HdSqq1gNqLETkVoKIAXFjY2826tcvJuIJMvg8v14syZfrmd3Hg2AhaRSxb0cOJY6NEUUQUa+6841nyeZ/3vOcN9HR3ttL7pEwl+xaI930fITWO4yOly8aN61i9fjULl/Rw+7ce5pFHX2JiYoorrz6fqFlj+fLFlMvTGGXYtHYRCxZ1smnjanKFDN3dRVavWoIQkvCmgDDUnBoYYceOV3jokad59ZWj1OsxvqMJwiZRNCtBNNqcGQxlLPvCdQ1aw6FDBxmbOE1vbydDJ0/y6su7WdDXyanhMmEY88D999EMmvzpn/0VCxYuPrsO/ScYQgjOW7qa//aH/4vvfO1z3HH77ZwcmiA2oHRaW0kcV5LJ2P1YFFrWkOu6ljWWqBVM4omdWCtihAW00yRq67Fm8KSk5PlkHBdhDLumQqaimEo9ZLTepBIbhPTOuLcKY7EhSO/Tc2WxaQM42b/qGMcB6bigHcCzdaEObUNPuwm7zjL4dQLwOI5ECB8pEnaXsDVqnASRGWP3WK7v2pAyY1M7lYoTANDKPUnktclHJ73hi4SFjzEYHVlLkeS7OK4FFB3HxXUEURjiuJZ1LObYc6QSSEfa92sBOcbWGxnftSAqAs+TlAo5gki3GMdSSjpKefIZG2zjuRKZRrQJEla2xsS6FahhEvKJSevypCluZdMK6XoWo0zOt+N6STCFsmFyLTVKAggmSbiOTFLLlQUlHVdiEDiO/Y5axbiuj+tm0NIjilLvZcuBTAHNtJslEoANYcN2moFNUddJYAPGHs/UwsfMrTVlahVBy48QkcitHQejFY3I8MJEjeFCyKjQvK4nTxcuZaUYqjfwXMFg7HKybnBkllqjhtZYMpWB2GiESgzSkr2K/Vwy8ZxPAGqlbYCeTK4rc2ZzuqXQSBRJHhb7iY1NuPVNSHdfjls/+Gk63vKz/0IrhR0/9YAd2ANULLVx6zvfx0VXXcmP7r6DwYGjDA9Pcfz4aRxXcskll/Brv/IB+ua1z7IL0ExND/ONr32ZPa+c5PRwDSElF59/Lj/z1lvZev45tpOZtOoNEOuAmekpnnn6Ke6/7wlODEwwb/4Kztl8EfN7jxM0A2684Qq2nHsObR1dzDV6nNsQcT0fKTXNMERpiJXdPPT29XLrLTdx9dUX0taRm6UFGwelQ4y2jKsjR4/z6GM7GBkqs2LZEj7w81eyaHEvGV8AMam5p0GjlWFseJzHHnkBBwdFxLx5/WxctxCbsuiy/8gJ7rz3BW685hIuuWgNWgVIz2fg1BDC8XBdDyE8xsdn6O4poFQEOGRzPs2gwdrVy8jnM9DUbN2yDg+HmVqFaqAodBmUAaUMHR0lisU89aag20CpmOPll06wbEmJXFbiZzK8611X88d//B3uvOt5Pvjeq/DRtJd8brvtKh5+8EVWrFjM2NgMt3/7fi7cvpnV61aS9VyMsExCx4FSW5ZLLz2PbRecw8jQNM889RJf+sId9C7s5vLtW1mzejm5XM4yLbWyNGVp6Gxr4/U3Xcu6tSt54MHHeXXvATIZl1w2x6mTp3Fcj57ePhzXQRqYN6+Ht7zlWm6++Sr27NnPgw89xd/8w+1cc8UJbrjxMub3L8DzMwkbydDd20t3bw/nXnAulekyO1/awz0/fJgDh04wXa3TjCLuveNuHKNZv3ErUvqz7BXjAsamUroOm7Zs5vt33MPAwAiNMKJybIzPf+4rCAwXXnAJljYsqFYb3Hnnvaxcu5GPfeJ3KRQK/6rX59nxrzOEEGSzBa694RY2n3sBf/zfP8mdd95NMwjRxtLWU/+31A/E93x7o00kE0AryTVN8iJNWLUITlIIqVZ0uk4YHrrFlhOIlK2FbYukK64xBiPTDcts2mf6TJvald6QW1/MgoHJ55HSGpkL6SJdH+M4tHd0It0sC5atwM0WqU1N0N2/mJ7FKxAxVMt1C+xphXAUsfBxCz5BI0Aa3ZJDmDAgLA9wav8OmrVJlm+4gmKhGx010WHTpqopTRjFZPMOxlTxAS9XREiJdByUjpAO9PW1MzFRJY4ijKFVkDmuYOHidubP6+Dll48hpYt0PRohTNer1MbKBKGgUg6RXhbHyYDfRq7DYb7YyvCxF2mWx+lbsw3jZwjKESYWoBXSFRTaOih1tFvAPooxdcXY4BGmhk8T16cJGtOWfed7aCSR0sRxnHhtGBxUi52JmQ0HsWDtmUxMW9TajQCJQe9cr7sUzNDJU9MO+tx/18nUGh2v8Jf/62Huvvclevrb2f/qEOWpEK3ndn3PLI7SV5LJrBGIhAVqZcdziy85yyVMNjGzcy+byRAmib1CSlsEiohN557PV7/6dRYuXHjWr+7sAKA6M8mrLz1HWylPrTFjpTnaWmAEUYAjHSanxrnr7nt5220XM3z6EE8++RKVhkIZMMhkGdU4jsRL/HbjOGJ0dAIpBYePHqPRbOD7XaTsB2NUayWVUpLJzKa7tzAgYzBaok3EkWOHefrZ3Xz9y/cxPdngPR+4mde/7hKWLuyhWavhOz7CtddrJpPH87L4GZ84jtD2gxLHAUHYIIwaIDRPPvEid/zgOV7Ze5pKPQAsYcX3XLacu5qxkVFOD4wChpUrl/K6G6+hXC0zOVrhV3/93VTLIzz44At4ro+WvmUZui5KB2Q8xXnnbeELX/gew+N1Nq5exMrFPRw6MsjxY0Ocs3kVGd9vJWs3gphvfuNxZqabvPvdN7Bi5WJc1002nlZJYYymWq0yNT3Jgv4l5HNFBBLfc7jx+itZsWQBmbzLAw/s5OD+E1x99Vbe8uarcF3B8NA05coUxVInzaCO69nNYy6XRwiHjJ/D8wVrN+RZu3EFb7ztel579Rjf++4PeXHHHqoNj4mpgFhpoig6k7UsZm+ncYyV8GZzPPvos5w8PMDuPcfZvecEg2M1wii2IkBtePKxJ/jd3/kYn/nzv6Gru/dfd+KfHf9mY+HSlfzqx/6A9Vu28Z2vfJm9e/dQbTaJFUhcXE+ijEZpQZQCQCnbU9rawxESVzqoWONJx4ahoJHSJetbrmdbxsHVMdP1EJ2J0JkClUgxWa0xUG0Q4iCFSUoxSRhaf17PBYwh1vbzzN5qUzBJo01o/b5cOVtbYBlvLasnIcEkYJ1RSU0lcRwPY0zimwuh0nNqjQSIkml9KC3zXlvAzhEOUrhEqolWyXuTNIETVpvRerZISaSvFpxyLbvKcRJGvkSpKGEOyjPO0VyGVRRby6YU9Em/l8QqqpCJ5k0aPNfF81yCKKKjvYN6ZQbP8ZMmJUQqxvNdmxQrUumtTNhlprXepcfbJHYgQiYBZpwZdqO1wZE+AoWWMcZoYhUl32GWnadVZF9XqNYxk9JBaXA9DxVb0A8xq1YTyKQxkYCM9ln2uCTn2jaJ4kTlOAvM2rXRO/N4GlvTGZ00fGXKzmt19u3xTcDLuoo5WldESEaOjHNjfy+6PkPOcxmanOGU9og8SRBVEwuIxLNO2/kSGY0Ss+CrMgbhODiOba4Iz20lgBujEGbOXiVhIqRkiFRWbOtjYdnqOuLi9Rfy8T/5UzZfcMEZfnf/EuPfBWAHs9TJhYtW8r5f+A20jjmwbxdf+eI/sOPJp1i5bAmdXXlayL+Ber3C3Xd+j527Bjg9OEV3Rxevu/ZyrrvpKpYsW2Jf11hUNYrrvPrqbh556An2vLKfmbJh4+aLedeH3kSpvcT3vvqP9HV1cf1N17CgfwGFYluLvYIQyeKYMEQ0nDi2jy9/5bu8tv80Ekkxm2HT5g286U03s2LlEkoFHyENGpXo5gOCIGDf/oM8+9QrTE1VuODCzbzplpV0dpXIZPwk4Sc10rSTrlppsOOFXZw4Osyll25jdGyQ8nSTq6/ajBQWEZ+uBHz164/RP28ht77xfBACV/po5XD06CCLli7GGEMcC06fGmXJsl5ipcBYdkWlUmFy2nqYeK7tcNYaZcIosKEO+QLgoGIH13Pp6Mhz6tQEC+bNx89kyGYkBw6OsWXzQoQU9PW287a3Xs1n/+Feli+dx43XbsTomHwuy2VXbOKOHzzOpVdsZd36Fdzx/Ud48MHneMttr2Px0l5wbJpgmniUz2VZuqyPBf3XMTVZZdeeAzz8yE7uuetxNmxYyTmb1tHd20M2myWKFFrZ7kG1HrBxw0Z6e/pwpMPUzAwHDx3nyad3UG80KBaLLOhfQFtbiULBJ1/I0dWR5T3vvpmx8Sn27TvGX/7dN+gs5rj6movZvHkzhULeRnJr6+HS3tnBddddyaUXX8DOHbv4xnfu4tjpEV546RCTE1/n5jdMcv5FF+LnCtYoVDpI4SOEIVYBBw7uZ3R0nDBSRLE1hj49OM1nP/d1pmeqXHjBhYwMT/CD7/+II8Mz/MXf/AVdXd3/Ztfo2fGvM4QQ9M3r51P//dN0dvRwxx23MzE5hdK2QIkSJp3n+S3Kv+THmgoipbPr2cegBdiI2R+T309htpQ/N+fzMFu/mTmgT4KjJIWTBfaSPmzrldJmRxoYoY1GaRs4VGjvpmv+QvxCkWqlRj6TRWRzCAfGRgdZsulCCh29NMrTuNKhMjlOrrMTgYvQBtMI8Q1EjQZxs0a9Ms7kqaOUp4bRQZ1CcR6FTBuOITEvbkLcxFjiPMZxCMNJ1q1aSFQPCIOAfL5AtRzQqDUpFvJ4vl3zdBIP7/se+UKeXCHD2GiZIIBMLoPCIB2PxT2LOTQyA5kOZCBRQQhubCUTscEtFGjrXsnoyd1EwQx9a87HyZcwmRzScYilIWzU6eiykioZaXRG4WdzLFi5Ecd1GT99nLGBgwjHxfWztLd14Lq2IG42asxMjBKFzQTAI+l6py2r5GwKW9DotAuqbXrW3EIlBWhnuZpJsiZnFrfpazhCQKw5cmiKQwenSLQczFGr/ERWyVymNHP+XSZFlHW8mWW3pN6IJP+ttabeqCMRGCHJINBulj/8oz/nbW97G6VS6X97z7PjP+fQGqJmjauuPp+MG/H5L32f2HFpNENq9Qapkfmxk6eYmp5i6eIOxocPse9QlVAZtHZRKl1DNa4niMLAzlGl0QZcz+XUqWG+f8fD/Oybr2fBgvk4bmrg7RDHUcKUSaXcMrEjMICi0azx4su7+Id/uINX9w7TP6+DN922jTe+4SoW9LXjCBfhSNs4ltlWqJmU0Gg2iMImjrCs2XrQsO9tDHfe+Thf+drDjIxXMcYB6Vg7BCG5/Ir1TE2WGZ2YoRlFdJbyXHDeBo4cPsDxkyfYtGklK1Ys5PjhiChSRHFAHCZgYdGjUguZKjdZvHQ+r3/d5byyb5Cnn32FfD5Lb0+J8ek6g6fHWbS4hyOHGwSxJo409TDmvgdfotmM+Pgnf46OkkMuW0D6lu2YmsN3d/kMDg7R092DdMB1s+SyWdasWcbvfOL9YBQPP/wKzz/3Gm9446WsWbqczs52cvkNxLEin8uRyeRboFvKTHFSGb0xdJTyXHD+Ws7dspodL+zmL/7sC8zMnCaXzRGGYcsbz26wrZdoTMLoDSP8rEdXR4GDrx7hqWePMzwxQz2IUCZhawgBUcRDDz7In/3pH/Kp//oHFItnfYj/swzfz/C6N7yN8y+4jJPHj3Jk326Gh4Y4evwIhw8e5sjJUwRB0PKaNcYQJfM/Bc5SNlN6b09TqqPIppI60kcq632XcTNM1GKGa1XqsSJUBqRlo8dGE6tZHz1bO6YBVXK2AhRJc9hY2pbrWmAQk7D30+DE1LJCxwijcYSHkT4ARlk5byq1hcRf1wiEdK3sX55p86KUBRKz2SzZbJ5KpYqONEamoNWshDGtP4zWaG3BIykzuIk/nSXM2D+zjEXJbFVL6/dmm5WzoJKtMdLgQwdtDDq29WAhn2NkZJqqVmhjCBoNMr6LlFmiUKOUvUc0G2l9ZZAOaBMjcc9g/M/KiC1AJ4U7G6BhDKVSkUqlMlvFCWnBVZl8d5M0802UfitA4HmJ1509WKS+04700TomioOWl58xdv8vsExK2yxVlnGIDf2wLy1BC6TjWra5ViCSPySBGmng1+wEwyaUqyRcxX5GYwzZbNZ6mBoIlGK40eDFaUGdUbZ05chHEYOhy4lqndOBwslk0bUaAstwj40NDUnPYWr50vKnw4Y6uq47G4CirO+gSbGd5BxYwHhW32EQdPfN41P/9Y/o6Oxk48aNzJ8////NJf/PHv9uALu5w3VdwOWczRfx+3+8ifvvvZ3P/6+/IlYBr3/9DfTN7ySM6jz08F3cf/8OTgxV6Ovu5IorL+ZNP3srvT0dCKxhbK1WYfeul3j0iad5+eUDtHUs4LLr38mNb7iNZcuX8vxTj/GVv/sMF21by7U3XEFbR3cSGw2ChFuKtJROo1BaMXT6JI8//BjHjw6xaPFSLr74XHq7e+jt7aarpx0hIqq1kFhFVKplwiDg8OHDvLL7IFpnuPjiraxeu5DuzhKumxiJylSqa9eWKIg4dvQUjzz6HPlcO2+89WoGT5+mVo+58eaL8B2BihXScbn/gaeYKSs++P4b6ews2o2z4zAzVWVqOmLrtm4MDuWZMmPjM6xbv9AuXEKgNIRhAEIQhAq0oFatU8yEeJ5Lxs8RRQalBODjygw93e1MTdQwxhpSrlu3gkcf38XqlQvIt2VxXc3FF63nhZ0H+ca3Hmbp4j7OWd9PrGPaO0pcc+0F3PvDp7nqmkt4z/tez513PMXf/f1XuebayzjvvHX09LTZTaNFHTCAn/Hp7++ir/8Stl9yLgf3D7Bzx27+9vGvoQ0Ui1na2tvI53I4rsR1XfK5PBJDW1sb7e1Fenu7cRxJGIZMTEwSxxHj4xOcONlgemaGZiOkWqkQqYDOrk56Okoox+F7dz7Gd757P4uXLOT8rWtZt2YVPT09+L4PQpJvK3LlNZew9fyNPPTwU9z+g/t5ZtdhDh7/MpsffZLVKxeT8TOcf9GFrFi5PinONevXr2freVt48onnybgeDa2p1hucGpjgr//6ixSLt9Noai684jr++u//ip6esx3Z/0yjt3ceH/9vf8jVN9zI5/7uL9m580Ua1QYIBxJ6f6PRsNR5ZQsY37OyUGNMcvkIa5eUyGiTS2oO+c32z1RCtftxOEXOueGmYSzCzEI/dtgiwBHyjBuf6ySFZwtsccjmSxTbOyiUOoliRa1SwfVyuI5PrCLqw2OMDZ7AL3ag4gDTnKE5PY5XKJEttWOUQ21yikypk6BapVEdoz41zfjgEbQKaO+cR1/PUibHBujqWQQIVBSSzeSQjqRar+D6BYR0iWozNCpDrF56GU8/8ywg8JwsUkjaij5LlrZTfa2WSMtiEIaM51PMSebPb2dkZAZjYkr5IsYIvGyJTN6ndmQ37Ys7CGKNiGNiEyHdAi6Wnl/s7iRqLGTw+EvMlCdYsvlCCl3zkV4GHIlSDvVaiOtgu4PZDKX585BKAhEL/NXouMHIwGFEM6QZKfLZLMVSib4lK1i09hymR4eplaeYnpggaFRsIY1lVaeQrDEG6ToWDEvOvTazKXGmlUYnW4xLLZIk7rnSMJIuKoIYoCWvPhOgO5OhIlpzVCaMTptUO+f9k/6YIGGNitnnpb4oCCspEg5I4eJlC7z51lv59f/yX1i+fPlZVt3ZccZQkcKlxiuvPMMDjzxHbIQFb5LVzPN87IZPEseGv//cvUQqplILiJQNgrGhJ3Y+NupxK4059ceJgpDTw+N87Wv3Mj40ysc+/msUCzmktJu3dDPR8hzSiZcdIQMDg9z+7fv4zu2PEhuXa67ZyjvfcTMrli8mX8ihsUwbFUU4jovARToQhBVOnDxGNpOlt6eHMGgkm5WY8bEa3/zqPfzgrheoNwzGOAnAZzd0W89dTrPaYODECPV6E4Nm/vwOyvVpjg5M0dE5j1XrVqOVQilBT08vew6cBjRGw/hUhVwuw4IFiyh2FLnshmu59R0bGD11jD07n+T0WJnhHfuZnqrSP7+dxUt6OXho2DY/UTSbIY89tgchv8Cv/sq7WLrEt7UVGpMcK8/LUCqWaDYDRsfGKZXiJLgjw/x58/ntj7+PFSsf5q4fPM1f/cU3+JVfeTtbNq8h4/u2ge24Z2yM7bqQSOgSFY02Cq0VGd/jkku28urrLubowJ3MzFRtGFA+S6Nexxhob+9kamqSbCaDji0D23U9tlxwMQODjzA6NU2tGSGFi+OIFsDgCoGOIr7zja+w/eJt3HLbe/7Vr4Gz49929M5bQE9fP+ddeCkA5elRHrz7dj7/T5/j4JFBdGwDFpRSCKwcL4riJIHU3r+lIxKJvQEjk/pPU6k30FJSDgIqRlNyPAJtqAQxfiaHm+75AttElNKykILYinMdRya28A5CGBvQYDRpvJNdU3TLM046sxJDEuaYdLKADegyWEBl1g6DROKaKNcSppyODalEMo7jRBRiXzOuNy27S7gobZOhU/atIQVkLPjiCC8BMROpo0galIlfnpA2nVSnTT/sOp6GeogkzMqyB0PLwhLgeAJi29iUwqURQD6XY+GieQyNTtpWtdEg7J64o7ODkeERgihKAtgctFYoKRLwU9nvoCVCuLb20jppllrwTTgStGW8CRwazeZsYz25/0hj6xvjSBzhntGUt3W59bBTJsIXHgiJJNn7k6gR0nuaFK3kc0vm8RKWoyLWGsfRsz7XxEgpcZ0MYaRa59N6ZSurtElYiI60Ka1GSIyxdg+2UZUyC+2evAXAAhUV0yw3KXg+vhswL+szTYyX85BRRLMZWu/iOMbLZCz7ck7dOgu8psF5II1Ax8r6LroOgVIJ6IwFcKUBrTFaoaVE6xAhXGIi/p8//DPe8IY3/MSG87/k+HcJ2KVDCEEuV+DmN72TRYtX8OXP/T2f+uTvsWDRPBrNCkeODDAx3cT3XRb1dXP+uecwMT7AwPH9nD51itf2H+TEwAjIEpu2budTt32Yzedvo629gzgM+MaXPs9rLz/Nhz74FlasXpEAhWm6iiCKLR2/UqkyNTXF8PAoM9NlpqamOXJ0jEZg6MvkGBudZPD0CM1GgOe6hFEAibZ7cHCEZiPknE1ruOTSS9i4cSWFomVZpciu4ySFhLTI+szEDPfd9wRHj43yutddxco1fex5aR9xJLj2um24rkBpg+N6HDg8xAMP7OTyyy/mnA1LUEbhuj4GOHp8CGUExZIPwmVmepwgiGkrZmY3YMbq4V98+VWagSKftTHYOtZ4jiSfcamU62hjzT9dL8fyZYt57qVjBOEq8jlBV3c3wsDQ8DQrinkMhkw2w7vfcQOnB77BV7/+IJ/8+LsotUmMiVm0uI9bb72WB+5/hm16M29/+41s27aB793+IA899CTXXXsZl1y2hWKxzZr7ui6prssVgo6OItsuXMfadUvZ99oRvv3N+9mwfg1v+Zk3JAk4tnhyHDfxW5rtWFladhrzbDX+Rmt7I9CKZhBQnplmemqKsdFpXtm7n0kdUK42ePCRZ3jooafo6Spx0fmbueji81mydAHz+3sxCEptHbzp1pu44ILzeeG55/nhj57g4Sf2sGvvUXo7SpwaGuFDvzgfP1NASklbexu/9uFfZMGCRdx++93EcUyjGRGpAFM3LFt/Pr/y4Y+x5dzzyWaz/7oX39nxUzEy2SyXXXkdm7Zs4/lnn+SfPv+37HnlFYIgpNGw3VijNdJJ05rSTp3dPNqArNQsWKMTOeuslFW0WHip/HFueE76+Nzu59ywC5EAOClQJ5kNNRCQmPFCplDEyxTo7u5lcmyUoDFEW898srkCM+MjVGamCOplwkbd+ikV2qkMn0Zl23BzFkSLaxEqKCOFw8Sx/cTVCjOTJ6nPTNM7fzHF9vW4Xo5mvUI2V6Wjcwl+toRqNHCkQxxFNs0MUCoiqI+iVcCJ4yOMDB9HCElHRxfNxiQI2H7ZajZs6uJHP9zPiRMBRhsWL2vjsstWks97HNg3RKmtSC5foFopMzheZt78+ZhmnaBSxXU9pHRpNKx0QWRcaIaEjYhs2zxcJ0PWOJza8SzZri76124i295vE8k8iYk1TSR+rBCZAg4eUbNGTJ2FqzdgpEE1Q7r6lzA1dIqJ8VEq9Rr5QhE/k6O7fwnd/cuYHDlNo1yhVp0kjgIrlUjRMJ36Drb45K3NZcraVCb1i0kkL+kca801zpgXPw7m/Z8epzX/Zj0Zf9KYKwmxxdXse9s56+B6Duev28TiDRv4n3/+52fIDc+Os8MOgxAh4+OHeezhFzlwaBAcD4TCc1w8R5LN5qg36jSbARnPJRKCmhJUo5BYGZtWn0htpDYIXAwaI62PlFb2etJaMDlZY9fuI+zcsZ/t27cgnQjXzyNk4mOcyIu0jpgpT/H0Uzv51jd/xNPPHmLJ4gX8l996J9svOpfu7hJOIlPTwrHJgxlpfX9qUwwMnEY6AY7M0NMzLwHZodGss/eV1/j2t5/kyWcP0YgSk/hkHysdyZbNy1ixsosnHn6FKHDQytDVWWTzuRtZvWYd6zdeQP+C+eze+QSjw1WmpmucOHk6CXrRaDRhLOnMFtm4YS1CS3a8vItf/uV30rdgBbEyHDk9wo6XDxFHhtMD43R0lVi0qJvxsRpBoi7QSvHgA7sozwT8zu/8PMtXLLLghLKG4GEQ4HkehUKeZYVlIAyDg6eRwtBWaqO7s5f3v/+NLOzv5m/+1538xZ9/nQ9/5O1ccN56HOkh5uD2KYuSZEOvtHVVkVLg+xlbL8qA7Zds4x+/+ENipZFCEQQBCPB8n0q1iuO6NBs2fM1oQ6xj8CRbtm3hnkf3M1OfmGW0SNGyqgBB/7xOsl5Es9k8W9v9Jxxz73VtHX3c8rb3MnR6gM/+wz9RUaYFiBljULENTDiD+Z78IIUkirSV/AFSKSs7R9KohwyKgEo9wiAoOIbQQJg0dK1HWhrgl6q6SN5XIRLDY5nUd3OtMlogl0pSQR3XyuSNQeskPCFhw+vEb17rxOZCemfUAmkgWsqcU0rZIB0gjjXW7siSMKIoSICx2WRPC7JZ2axNVE09x2flii22lTHEWiETf7eW3VWqSKGlQbB1dQL4xbHGlx5SCBqNkCAydHdl6Ooo4XuChhHIxG4+m8vx9nf8HP/42c/SaM4kx8O02F9pDWWStUGK1MOdWW++RLaSBnI4AsJEli/mNHuMLZwQ2NA2rZX1pU6OqxTSLnM6JlYK150NgRACUKKlfrFsujSAY1bB4Dge2qRegonvHPbvIGy2AknmsgVT5riQFlSem0JsGySz39fzHGuboi3g6QhrCaGUYrhSwZF5ZlAs9zOUQsmMEzMZVxFCopQhrNUtqcexDRglBcqkdaxde5VRFgQ1IJT1efR9jyCMkr6vSPYqyfdXCg10Co8P/tYn2b59+//nYB38Owfs0uG5HudfcBlr121mz0vP88RjjzIxNsYi3cUCEzM2NsbodJ3Pf/FbuJ5L37wlzOtfyKJVV/G291/FgqVL6O7qQibGjOWZKT73V39KbeIEv/wL76SvvxulYqq1CpOTFY4cPcaB/Yc4NTjM2OgornTI5Qo2kKKQp6enl0su2c51112Dn3EpFIpIaZNXstkMvu/hex5TU6N84R+/zTkb1vOmt1xLV3cxMc62S266WNjFDJr1BkePDvCD7z1GNpvj3e96E319RR595GlmZgJuedO1eF5yIUpJudbgq1+7l86uTm6+cSuuk2zchSRsxhw7OsLq1ctwpIOKDWPjU4RhSLFYQIgmxkhcN4/nOtSqTeIoZtHKJYm/XQYhNcU2n5GxkChUKB0SqSbF9jwnTw0xOlpm6ZIuXNdhwcL57HhhH/P6uygU8xijWbCwiw/9/E388Z99na9+/VF+8RdeByJAOg79C3q46uqLuPvuhwmjkM2b1/HR33o/zz/3Mvff9yRPPbmTS6+8gMsu3UaxYDdfdqEzLZ15qS3Heeetx3UlX//WPWzesoHzzz+ntSg6jjtHaSUSkM6ZBRREEunt+njJ5rRQMHR19iCWC5RWXHH1ZdTrFU4PjrHz+Zd49oW9HDh0jB/88AnueeBZOjoKXHbpNi447xxWr15KNpdn4aJe3va2W7nmuiv47nd/yD0/eoxXJ4eYmJ5h5fIHed0ttyCSiO1sLsOb33IzBw8c5tEnXsDJlLjwksu44OKLePs7fo729o5/lYXi7PjpHUIIOjo7ueGmW9h24cXsfWUPt3/nq7zw3NOcOjVCoGx6q5sY36ZspwR9I70IrL9FWpIYtJj1FrPAHK1QirnDJOBOSwaZrGEpwGdBu9antUWm1tYM2c3RVmwDx3Ynx4YHKZQ6yBeLREozOTpEeWKIOAzws3lK3QtoVqeYGB6k18nhksNIjziaQWqHyswUWodMjByjWZ0h42fpX7SWto75COEhHUlD19EmxvN9tApQjsCoKo1qGT/ThnQcNDHl6RP09i/jxMAI0xNjRFFE1nfwMy4z5Qp3/WAHixa2EYcGR7ooFRPUFWNDVfYfHGJiooZlNfpEqkm1MkVnz0IKvk9jZhy/vQ8lJK7jEdQrZAoltHLJtnWiQp9ssQMvV2LhiuWcOvEqR59/lJ6la+hbtxVtHHSkUNqyH30dErshcdxAeBJEG/2rNzMzdJSeRfPpXrocHdYYO3aSkYEj6ChAui6FUofdLOYyzO9eR6MyRWV6HM81NJKEM2HOPOHWw5AzQkJsaJNIlt//PUV2Lqj7k8A6sK0wW8DbV5TJej7L/DTJupz83ALmkiQ0YTcyruMk802RdRz8Yp6rr72ZP/n0p+nuPmsZcHb85GEMRFGZyamTHDo8iBYGzzEtOVCzETLZbAKQK+SohgEEMdVabQ6rMwnXEck1Qkw+myeMQxveYDmmCCCOYoZHJvna176Jiqc5Z9NyjO5KQrOg0awyOjLD/gOH+ebX7+GVPaeoNUMy2QyXXLaV1914ReJNlcg4tbZMVOmijeHowb0cOrgfrUqcd8EacoUiUljj+jhssnPnbr7ylUfZ8eJJkJDxXZSynlGu63LhRStZ1N/Bffe9SK2iMFJRLOR5y623cevb3srqNZtoK3VRnh5lcmE/Bw7s5uTJUZpBRCGXodnUaHykBMfAyROnOHDQ581v3gRAvtDGms1b2TZ6krt/+BgjoxNMz8SUSnneeMtF3HXXMwwMBEjPuoZHyvDMcwf45O/8Nf/1v32Q9WtXE0UhrmtN7U8MnCCXy7Nw4RIkgoULFhBH1oNJSsibLBdu28jPvbfOV79yP7/7qb/lA+9/I7feejWe67X8k+LYytdc6WFQ1ptU+BgjE1avoVyts2PHK1TKNZQxRHNYJGFgfaVczwNp1zwlNIePjvPpT3+F+b09NGrNZH4kvPQ0+TphnfvZLJvPO+dsY+HssPMhU+Ddv/CbVMs1vvP97zNZbiKEMxu4gLC+c8IgkrXIS9YRlXgkFgvtODpGaajGIXVliJTGCMtyasaa2EAY2wTUVM2VAi1W7mh9002SRpoWg0orDKlJf8rGsjVBNptHKetznlrVzgVv0hrAAmiiFaAw99+EEGhl3yMFkEQiTUwTX+3+zUcgW/Voi9llrC+ZwKZlp+w9SBnMJkkGNYjYPi8F9LRKUsLtuzLnPzApmKkNsVI0NUhhUAo6O4qUmxGljh6iyUkcmcXzXRYtXsR52y5i2fIHeOmlFxLrAysPtbV04kdnYlLPtxQsdJ006CGpudMgNylafmvpvSj1D9bJ+YhVPIddR8Litt5tRibHId0LGNugMFKglWjtE3QcIx2npWwzxtgk2sRazPoO2sfSz5GyxVPg1R7FpHklQQonOd5pgE8CWhoQwsqYpXBJ/Qjt/xxAMRNr/EZIRroM5AKIwc1n6NOGYzNVpGuDlaxNikGhkrAMkTxOa8629kRCJKCwTSCP49jOZWnQkQYJuYLh3E1X8PO/8mvc9PrX/4t71f2fxn8IwA7sBV1qa+fSq27g0qtuII4i6vUqxhiq1SpRFFvao+PS0dFJsVS0mwiSDQaAgcnxEf7yT/6QktfkXe98PbFu8NyOnezdc4C9e/fhZ/IUCnkW9M/nmisvp1Qs0t3TSbFYxPe9JI0nuaRbG17d8hZQSuE6EhU1eeTB3axZfQ43v/FKOjttUigpkm9sp89JkN2xkVGefGInJ06Ncv62c7nq6m1IEfGjHz6O52W46fWXkcunQJ+DEA533fUkx09O8psfeS+9/e1J99cHIxgaOs2JkyNcefU2tI5RseHUqRGEELTl80RxGeF45HJFqkFIX287bcU8Sxb20lnKkM36UDPkMz6jExOo2CC0RODQ3d1J1pVMTtVZsthukM7ZvIrduw4zPtakWCxhsIvnug3LueXmy/nO957ivPPWcsmlKzFGoeKQJct6eMubr+P22x9gbGSGy688n6uuupiNG9fxja/dzfe+ez/PPPkit952AxvWr6BYyBMbBcK1ZpPa4GUE556/jjByuPueR5k/v5eFCxN9ubHgRLqgpFKUdD7Zm5Vs3TwcYX1mWn2AJH0nm8nS2dHLhnWreMvP3MSe3fu5484H2bHrAANDkzz42ItEop2HntpLeWKEBf0dXLhtK51dJW6++Rqmxid47PndDI1W+Po372aqVuPSS7bjCI96I+Luu+9n92tHuO6WW3nHez7A5i3nnS3kzo7/bQgh6O7p48qrr2P7pZex56UdfPlL/8izzz7DyMh40pXTaC0QjoNM5N8pwJ2C3SmbapYpx+xamcoQ5zCaxBzJFzAHnJtlXLV8RJKXzOUKCNfD83IEzSph0CBfbKfY1s7M5ChTowMtYF1ISalzHrliJ3EzIJcvMt0oMzMxTBA2QcfEUZVcpsDU1IQ1DdYObW3d9M1bQbNRY3z0JL3dy4iCGqOjA3R2L7Spg45GOIqwWafZbOD57UihCcMKteoUS/3NCBNTq1XQRlOrlolVjHAcBk+XOXVihkYYWc9PYHBohnK5juc7aKVtUlrid1KfGWVseopMoYfBI0fozXWC7+G4Lk5TI2KFEcqG60iD7+dBC5xsD0vWbmNq9CQjR/YxMXCMBas3U+xdjoxDjANB0ERIgZ9zMELhZxzqqg1kgZMHXmPR2g0IR1Lq6abY003QDGhMTjA6eJygOYOUPqIzws3k6F64jI5inunR00xMTRCEIUYphJntoKcszbSxBGlziUQuMnce/L+dv0mRljDqZNIRRaShJIl0TM761CbT0zJGkwLTcRx830WJGldffTO/+bFPsHnz5rONjbPj/zpMVOf4iWM0Yxsy4fs+zSAgjhWhdVxHCEGj0SCMI1QM0nFwXTcJlojTV0JLu5nL5vOomvXlCcOwtUFECKqNJkeODfLdb9/Dk493MDk5QaHYRtg0VBsNXt13gsmJGkHia1csZnn3u2/hF3/p7XiOxOhU8WHTDI3WKKOoTk1QLtfZdtHldHfNI1bNJFnSYWZmkttvv5cvf+VhTg9XMcIqE9IkRs932Lp1KddeuYnvfOtJGk1NbAye9Hnnu9/FL//qr9A7bwm+b5lfxmgKRY+Nm1awZ/d+ZmbqGGmbQr7n0dnTRlBpcuDAUW64sZ9582avxa6eJWw+71KWL/02Q0OjhJHDkcNDbNkyxfaLN1CefolqvZEcM3Ac2L17gE9/+mv87qd+noULO/FcH8dxWLRwIQOnTnPsyCGWLV2C63q4rq2TtIkwxtDW3sZ73v0GVqxcwuc++z0++9nbGRmZ4r0/dyt9fZ0A1rBdCmIV4kgXz03YPJH1OJyanuLeHz3I17/1Q5SYZTXZY5E0JRyJStItHSFwpUO1EfLCzhN0to8TxnM3r3bDIB0HMCilOXF8iBeefYlb3nLB/4ez/ez49zKEEHT29PErH/tvrD93K7ff/k32v3aIiakyWkuE46KMZS25Qlupd3JvlhnHKoQE1JpNpPRoRCECh1DHuK5HnOx10NoGD5C2bQ2z8tQUeFEYk3rnzZnHwoJHIgk6dKSLFK5tKqYsKylbDYa5qozZe/MsczAlnqRkCp0E/9h+XuqlK5J1LwJSdh44jmyBL2lzT+LYUIkWS9D+yhlgi7Hf1zL4kiagmWW+pv58BoWVAtsgNZvIbRuosbBg19Ll8xkeHMaEAldk0ETWREsIFixezIXbL+LFnS8Qo60wM9lzpvU2OrKaYuvnAca0ZNAi8bF3HA+tIrTQWG+4MwE7aQwkwR4iAciU0rNqMpnKmC1wpVSM47qW4a1opfeqOPHYmwPaiSSpVxuNIPGhTtJ9bTiSlWGbhAlove8EcawwQiSWC9buQSRg8Kw/v0j8dixQK10rydY6ahECkA6xNsw0Q4p+hjhV6zguBc8n4zpUohDfz2GMIYwjDDaURGKZdWhDSlNIs0p1Ii9yhaGU82mE2Oa4UXjZmK6eAu97/y/x3vd+9F+9AfwfBrD78eF6Hm3t9gbc3tH1f/y9ZKuB+f+x99ZxlmXlvfd3rbX3Pl4u7e42LdPT4+5ujMHAAMEJEiQEEkL8EiQQJBncYQbGh3EGxt27Z9pdyu34lrXeP9bep6qBNzc3NyG5UE8+TXq6qk6ds2XtZ/2enxjDwQN7+Ie//DOqQ/voXLOMz3/pW+zZ3cO0qVNZvXoV173pTcydNxPHsclXxujGDrbRhEFMXx03b0wov8kFGek6v/rVI2x8aTdvftu1tLblSPTyyWsm+5FDvX08+MBj7NrRy6IlC7juTVfS2d3MaHGIW352L9J4XPq6E8jlUhiixlRh8+Y93HfPM5x44gZWHjELIQKLhAtB4Ads3LiDzs5u2lqbCcIKvh/R3ztGW3uLNXgseihlpbN+NSKoRDjC0NqUoVoq01JwCHRAvmAXyMAXdgKJJO16uK7iYM8Iq5bPxihDS0sbM2Z18dqmvUyb3oqbkmhjGX8XnHcCO7Yf4kc33suM2W9g1rQmwD4Qpszo4pJLTufeu5/mpz33cP4Fp9HZ1c673vN69u0+xONPvsC3v/NTZs2cyvojV7Fg4Rymz5gWgxAOxoQ4Ks38+TN5/rlmvv6NH/Hud7+R7q7OCRvNcd+jZPFOFhl7HjX1uo9fq1OqVGhpbaWpkI+/T8RsOGvI2dKa4oSTjmf9ulU8/sQLfOX6H7G/d5iB4SIf+dgncZRkz64dvPjsc+x+7HkqpRH6+4dpb5tCoCPG6pof/uRX3Hrb46Rch+bWDuYvXsHnvvoRVq5eE3u3TNZk/dvleWnWbTie1UcezdYtm7j5Zz/ilp/dTE9vL1EkcByXml9vNCzJhGliIzXuFZZ0OPZ/RPzXdCbNnFlTGBoeo1ILqNd9gjAYb4L0eAhBY4IRszfAINGMDR7CKEVTcyuu8hge6CUKfYj9Ixzl4igPN5WmVh3F6DjS3lWYsEJYqmGETfkyGqRU1P06Uzqm0dY6HWEEvT3byGZbAU2lNEwQlHDcNEZYg3Qvk6MWRkjlxRKSGkP9e8iks2TcPEFQRUc+6ZRHvV5tePnlchlGx2rUAztplkJSC3wyMk1aWSaYjjSVShkw+OVRCrkmRqKIavUpasVh0m1TCaIKQgp06IMQKEcQakmhuZPBvn0g7KS1rWUG+XwXg7272PniIzS176S1czrppjZUOo02AhNJKsPD1JxRhONBFNC3eztDPX10TptB+7QZRFFIynUIXcX0hcsIanUGD+1lqG+/fUpJSTnfglKC1rZ2tNYMDvSjY/lZwgtpzJrNODgn482nIZ6ox5uGw5l2DWLe4Ww7EvmNQQIKCOP1WTIeTmFMcjFOCJgQ42u2UAEtbS7rjrqYz33+X2hpaflPvLMm6/exjDHU6zWKpZ38+Id3U6yCUoJqrYrGIYrtvWV8EXqea6f8jqDu1+N0vFgeJqzPjjCgBAwOD9mUQuqIeKKvlA2rqVRqDA4pXqrs5fmXtgEONd8n9A2uI4l0gDHWwNvXASmnmSPXLaG5kLbKL2mBNmnsa4ZRRN+BvZRKJeYtXEKhkAMiHNcygO+6635uvflhnntxF6PFCkJZj0eJldDmsh5nnrmeU05ZzPe/ez879w3YTagOWXfEGi6//FIK+WZqlVFGh3sZHRnmuScfI58ZpbMzR7FSI4gg5aaItKBcruD7NvU1nUszf9l5CLGicdyVcig0L+Hs887lpY2vUvMNUmruu/cF1h+1lLPPO4K7b3+Oiu8T6ggtbErmc8/u5C8/+XXe+e7zOXLdCtKpNCCYO2c2pVKJseIYjuuSzxZQroeJDI7n0tE5BYHg5JM2MGPmFG6+6X5uuekBXnn5Na5786Ucd/yRpD0PYaz/X8MCRwBoxoolnnziRe6/50kG+ivUqj5SGKRjO3g/iAgjba+HuL8MIm1Dh6QgCjW1wZIdeklrxm69tQSutBJGIw31WsQjD/2Ssy+4FtfL/e5uhMn6H13NbZ1c+LrrOOnM83nqkfu4/qtf5cCBHorFCgiPdCpFPp8lDAOq1Sr1er2xrxmrljE6wm0EIwRIZ1z2GoXWt04pG6Jlh2DjWnFjLKtOaxtmaEEay8pVSlrgyoDnpoiMItTWl01r34LgwgLSjSA0KfE8zw6NJ1Qi/0z2YnaQMC7RTdhzjX7BWO9QV6UQ0hzmrWuVITaF1LIEk173N/2YE9YYCCKtUVI0vMtMAs4ZGpZJtgNJBtnGglmxV1++rZnzLrqWm26+Af3cXrSQRMrCeqWyDyhOOfV0fvi97zE6Nhoz9WKCj4k7qxho/I0eSkqbQjtBampJdvHQpoFDJJ8G+/wx4+BrIgEeB0RjJrK2HoFKxUm7E1hxdoBOA0CVMH4uGgMVRZJsmwCbQmiCoD5OiEnYfzpm8RlDpP3G1xuS4ARDERBFdTtUlgl4GzXAxFoUMVKpkWvK0O5Z6fNYUGdqc57qcJEgCPA8zwKSEjARDpZ1GYENZHGcOKHYNLAYN50mk1bMmNvF2pXH0HLgeYoLV3Pc8edzzjnn/85YdRPr9xaw+/dWMiXYs2c7f/HRP2HzS88Dhle27OWIVSv54AfezdIl88nl8oAZ37AYAzEgRGMakFBSRfy9kWWSCWKgzmBMyNPPPMfNN/+CM884k66pbYw3BQIlHYLQp+fgIe67/xGeeXYznV1tXPq681i2ZB6eI+kb6OWH37+Tzo52LrjoBLL5NCY2R8RIiqUKP/jh3TS1tHLuecciTBRTX20TMjo6wvMv7uC8886wSbVaUK/V2dfTx+LFC5ENE1yHyDj0DIywZcceQu3z6uZddLQ20dZRIAxDsukcoV9nuFijK74J06k0s2ZMoffQMPVaiHIzKGFYvGQmd9/xBEcetZiOKc2NBSSTS/HWt17Cp/76ev71X2/hEx97M4WcGy/UgqkzpnDexSdyy00PcMOP7+KSy85hytRW5i+ewdyF01m1ejG33foA3/j6DbjpNMcdv44TjlvPrJkzUY6kv7+fB+9/hE2vbebgoV6+/OUf8I63X8nsWTPj484EsG6CmXlC246b4eu/8R1eenkTXd2dXPm6i1l/1Do8x51A+429A6Qm29TMjJndtLflGBoe45FfPkC5UuHTn/0CZ5xzAWeccwFRFFEcG2NsbBQdRo0FqliyzFDPUXRPmUp7Z9ckO2Sy/o9LCAvMLVt+BIuXrOCcsy/mS//0jzz3wnP09w+B1qQ8N564icOMf5OfP/wfaNwPSENbSx5XRLgORDoEKWJbgVgmMSEgIJnONjW1WKZacSRh9ZMrFDAmYnCgB7CNokIgpUcm34o2huG+A3RMmcnwyBChX0ISUq2FCNlEc8sUmpo68P0afhDi12ukMxkcR7Jr9ybCIKCl0IZyFWO1EZSTIdfUhZAuJqxRHO0hrBbJ56dhdEi9NkZx7CDz5q1BCE2xNEq9XkYqD+E4mBCUdDnm+Om8/PIhSlurEybAgq72DEccMZNfPbiNYrGK71fAwNjYEKH2yaRSNkRmcB+OcpFpB2PAr9cQTsoiU14WJ9+Cv2cTo0P7aOmcTaQruI7D9JmLIawxMnSQsYE9tHTMJpMvkCm04aNt+pofMbD/FcpjQ+QK7QghOLBjM4OHDtI9Yybppmby7e0c2LkdL5WjUGgjnUoxOtxP6FcZHRvAAPlszg56MHipFPV6DRJgF9NYKxOAN2rIZG3DKX6jLZaNze+vlwG0sHIJgyDUdgKcNN+N6XH8exuyEEXDn1G50DVlCt/69pc44oiz/1uaqsn6f61sXzbct5mffO+HvLapP2ZIgR8CJkKqkJTn4fsBCKjW64ShaWxQhNS4jjPB/9G+cuL3KKRlXEmEnexDrA8TlCtVyhVD2nPRUZWZMzq49OKzWbVyHs889wzf+tZdRFogZZp8U5b58+fY61+CkMSePhFB3ac4VsLzMkyd1hIzXBSIgD17dnPPnQ/x9W/cz1glwA/8OEAjYbNo2tsKnHPOes47/yhuvulXvPDiPoxM4XoSR8Gs6S08/MDt3H27/T09PT1gNG1NGU48fSXCybN/3yFrDVCrEBqN4zkoKdFRRHtnM14q5Ne3HZ2dBc475wJuu+02nnv+VYyUjJVq7Nx5iNPPPBciuO22p5HKwQ8DlJIEUchzL2zhX/9F8Ik/72DO7A48N40ULq0tbQRBQKlcolqtkHVclONhjGlszlw3xeKF87nuugxSutx68yN89KP/zDnnH81VV57D/HmzyaTT8UZYxUOJgIceepjNrx1g/4F+q7jQBqHss1PGm0vpOLEx/oSkysggtGUhpVIplBSEgfUOSxjuElDCoNFEBl54YSMjI8N0dk0CdpM1XlJKWlu7OPP8q1m74VReeeVZ9m3fRmgk7a0tbHn1FV7Z+DJ79+zHr/lIV1Ev13BchRaSmg6pB/baTEuBkpYdFRiNr23IThQrwqRUGGLmZxjYfWa8B9bx3lkJUCZCY2xyqbHWUkYHCCSOdOJhMIzvoe3aWK/XSdRNExl3E5NwJ37d7pHtwmcTXyMLCmFf26pI7H9FCaQ24WcboVmNbxv35rXIkA28sLJP+88q3rsnQI4Fi8Bom8BKZP3NE4sQgWH16rWccuaFPPVcDxUeIuWmLavWGIaH+iiVSyxduZrVa9fyywcfRMTgnH0mOAjHiYHREIlNxKbR8yTKr5gpJ2JWo1SNYzWxBOPKlgSkO5xcxIRjHw9AjbFDnF8b3jcGrVgQMAHYkmPceN7FzESBwpg4FTYKiIIaSjmW5SgEOpIomSgLNVorlHTstKvx3uzqaJl2NnQDo3GFgwtI16NU9xmtuThxj1gPDXUErlIYHVr2qVJEQYAT+1WHMTgqoBHQYuLQFKENOqpywhmn8v73f4KZM5fhjo5Ce/v4tPm/oSYBOwO7dm3lzz7yx7z89HOkU1lOPHkDV1x+EQvmzcBxkot/fCGxP6cJo4D9B/YybeqMBjprJwEJrVM1+CgCidEVnn3mBb737VspjvpIRzE0WKS7u4UgqlAsVtm4cSsvvfAau3btpV6DE05czxlnH09bWwFMxO69e7nlZ/fT1dXNaWceS74pi9HWAFzGBo533/Mku3YO8L73v56pU5os11NIhHTQGnbvPkBffz+dXW0NXfnQUJGevlHOOLXbXrTCYESaaiUiigL8KKSvv0hTc4VitUIYCEbGIqZ227jksbFKTCuNcJTDrNlT+fldj1OuHEkun8boiHlz56H1o2zatIeTulc32BFGCrq6W3nzmy7ks1/8Pvfe/xyXXnQMKN8aPQro7G7n4kvP5pab7+Wmn93FueefyswZ3biuw+o1S1m8ZD4vvvAa9933MA/e9xi/uO9xZs+ZSi6Xpa9vmIGBEUqVGnPnTKM0NsQXv/Ad3vWea5k/b07D3Dm5HsyvTZaEFBw8eICXXn6VQz2DHOoZZvu2L3DFVRfz+quvaLDeEk8lDOzafZB/+sK32Ln7kKXpupIXnnmCj3zwj/n0Z7/A/AULcRyH1rY2Wtv+/xmgkzVZ//dlE2PXHnUM//qdH3Pf3T/nxp/+kOeffYaR4ZF4Ipa0I6IBzE30G2sY/2M9L7LZNH69xtY9YwRBRAyjjLPx+E3AL5fLEQV1a1WARjlphJCUimM4ccp2Q32gHBwvjRFQr1UoFFoY7j2EH5bs8ANob59GvtBOPtOMkg4j5YOUi0OkvDRSKIZHDlKqDJPLNNPa2kWxMsLwaC8ZrxlHeSjpUKwVqddKeDiAAhkxOrIXIzTpTDsVv87I8F60CfF9MKGd9jqepKmplZHB/biuizGRffgLwfBQlcBXMW6VJHxL6vUxqqP9CCdDNt9E3/7t5PPd+KIZL5OC6ghBGCEdhaMkXjaLVIKxgf00d82iVBlm9NAuOqfNo3vGYrxUlr5DWxjs3Yrqd5BOFq0DCi2duF4WQh8BtHRMw4QhuVwTY4N97Hn1JbRymTV/KTNmL+Lg3m0M9/bSMWU6XdNzDAweol4cQwioVirW19MYTBDgSWU9vYCaX294y41Peg+/BiZeC+Pgnr0mk2fqYXLqGJybWA1zYmPQkd1IIGwDbaeygmw6xep1R3Dhxa/nkksvpbm5eXLIMVn/rjLG8PxTD/F3n/o4r2zaTD0AEylmTeti5rQmqrUSS5bP4JGHX2bX/pAwCu2Ao3EtjpuBq3joKo22jDBj8DzPslZ0reGXo7XG81wwdtjhSEFbU4bjjl3GtW+5hlUrFiJ1yFNPPkroS+v1o1xy+TTptDvOIIlfq1waI/DrZPMteF4KTEQY1gijMg8//BRf+5fbeGXTbip1K5lNuZ7duKHJpNMIYTjjzPW86U3ncOft9/PYE1twvJQNuQoiFs2dRks+x+hYiXQ6z/LlSzn+hGNpbm5CCo2THqFUGqJa9RHKpjK7WCmWq1xkFLFs5WzaO34TqHdcQb61gzNOPZlXXtnakM/19gzy+CObeP21p3Hw0CjPPbudwNh+zBiDchTPPr+Zv/2bb/AnH7iaVUcsouKP4jgdeF4GUa6yddt2pkydztTp09Ba47iu3fBj2dgzpk9j5aqF3PCTXzA8NsqPf/QL7r/3GWbO7GLDhiOYPq2D9tYmlONwcP9Bnn36Nfbv62VstELdt0mIUZQAc+OG8TC+rv26b2fd93HjdUtKC+ZFkUbLBs6LdARjw2V6D75IR+f0ybVssn6jpFR0dU/jtO4L4XT7b8YYSmMjDA30cPftP+Wmn93Mjl17samshkhH1MMQhDPOrNJgpJWRShMRBn7M+LI9TBTEDDhjwSslpWWyAURBDKApy7ISijCyjDTrt2avWyHsOvfrnraAlbn+lvtEx2mev87QBwsWuY7tu/wgiBlhFoBJghgwIIzBUQIf4pRQy5JOmHcTGhJ77wrwvBSRpuHD1vDkNePhFMaERDoAHYPtSd+KwfNSXHjx5eRyBRYt7sRNKaSOaG9KkclkGB2rMDDQz9KlSzn/ggt49JFHY99Le4yJPdyEUGhtgxyIGXhJEM64B2DMGtQ6PgaywUic2MMLEkbvuBxWMM7CG/9clqmndfibwJ99A7/lHI73e78O8Fl8wQJuStlE7ijy0cLEnns25A0BQsXvQfvxZ5nALIzVGiaKcByFFgIpNK5j2Y6h0fSWa0QmjedoHKOoBUFjQFav13DdlA3eCMaViCphXEYBmUyaIAiszYQXsnhFC+973yeZNy9mhHd0/Ptvzv+i+sME7CyHFY1h167tfOSDf8xLzz7L3Fmzef/73sr69UstcwrR8F4SJDRNzb59u3ni8efp7O5g2dIFOI5zGOiqYzG0fZibmLlS54H7H+Tnd/ySlJemomo88sjDvPDC88yYMZVieYStW3bT2zNMysty+pkncMbpRzNr1jQQAVEQsnPPLr7/nduZN28B555/MoWmFMmo1RAhpcu2Hfu5774nOeWUo1i7ZhE2nNnYm0U6FEdGeebpl1mxfCnTprZjdJkwjNiz9xC1akR3ZyvGaIRRRLpAOp2huZClvb0NqfawfvVyZkxppVDIURnLo8MK2ZxHcaxqj48B5Ti0txYYLZY42DtMZ0czQgm8lMv8+VN44aUdrFy5kM7uJnSjRdGsOWI+Z595DD/96V3MnTOT1UfMRgg/OWF0dbdyxVXnc989j/GN62/gvPNOZOXKJeSbs7iu4phj1rBm9UoeefgZfnbTz9myebeViQlNZAzptMfrLjufVasWc/PNd/HpT3+V973v7axcvtAKXnSssxeJcWrSEIds2byd0ZESliluGC1W+eEPbkUJxdWvvxxXeYhkYUfx+GPPsHffwdiYFRSSKR0Fhnv28PGPfoC//YfPs3Dx4slGbLJ+ZyWEIJ3OcP5Fl3LG2efyxGMPcfONP+Dxxx/nUM8gQQiOtmxhTeI5Eqcjxc2PkpJUOk09CBgt12K2iGikyiYAe/L7EhkEUUi1VCJJhLKAuCGKQru5jExjDRVCksnmCIKQUnmMbCaDXxsjjOpxM2HIFdrJ59pRQlAsj+G5Er82jBSatJejtamN17Y9j0Qybco8UtkCPf17kZEmnc1jTMDY0CCVch9+4JNuWYBSioH+HQwN76Gjcy61ehFZ1xSLQxghCKOIILANqucY7rt/M8MjFaSKmTgYlCsYGCnzyms7UK41aq7WqhYUrVcpj/bTOnshrdPncWjPVoYHdtPkLsKPDJWBfahUgUJ7N2FQQ3kp8q1TGBs4RGmwh1xzCz17iuzZ9TILFh9FttCCGsrgoGlvm04YQhhVKY0OEAR1XKXwcs3UqiXSmRypbBdNbprKzpcJgyIHdmyiL50j39xMa2cbvQd34aRzFFq7aCq0MNTfQ+jXMUbjOQodxrYPRqMcB8d1G011o4kzEzaqgthQOWpMb20TNt4o/rqPTUPqImgMUezE1z4ppAQVgxcZ16FlSgfTp8/j8svP5fLXHUk2+7tJ65qs35MyhpHhPr70+b/nqWc2IR0Px5G0tTTx53/6ZyxfMZVaMEDv/pd48pGXkUKjYvanVDJWVSibZFr3UcKmXwsDKdcj8H2iIERHIa6yG8lI68bmSSnIpFMsmDOD97zn9Zx40jqyhQwSie+X2L6rh0Br/FDjmxqG6YRRstm0r1UpDVMqlmhubSeVShGGoJTh1dd2cPNPH+DnP3+CYjmgHoQYA2k3RSrjUq1atqwjBeedvYGrXn8aQb3KI49soae3iB9YX6j2tibmzuzijLPOYt2xp+O4GVzHRTkKY0L6erYzPLiR557bzsBQCSeWx9nbWhEEEdLA6Mgoe/dVWLToN09Dc2sXJx9/Mjf+9HZ27toHjqFUE2zatJOBvrX8+Seu5Zvf+Dm3//wp/KCONqBDu0K8+PJOPvLRL3HJpSdw4YXH4zou2UIbhZZWlmZzvPTyRvKFAvlCvpHqSLxOaROxf+9BhkZKWLvMiP6BUfr7R3j5le0oIUmnPDo7W/HrFTCSrq4u2jta2bXrALlsmmq9ju9b/790ykUHPo3pxGGXWryZTa4Bpez3SOvxWgsCXMex6eHAwYNDfPXLX+Wjfz6L2bNXTq5rk/W/LSEEheZWCs2tvP6t72Pz5tfYuWcvOtIEgUbH/ZpSAmlikoG2oJY2dp2SwmBiP9kwCJCAiQEOAIHGRBpXChxXEWhDYAAcdGLmL0VDXmr/N8JVEEXG3rt6nAmW9BBKjaeRGjSJHPLXP5/tNwRBGKB1SHI/x6StCd8bh1hFkQ3BUBLT6EWAhKmfAFoCux81E9RVTICjROx/JkLC0EebKE6qtmxDa+UhWbR4CaedeTZCCPr6DqIU+IFgrBRQjwxh4PPEY49z/HEnsmLVSmbPnsnWbTtoYAaYOEVVIaUminykdBFCYYhAWxbuuI+wHbxMTOlN3nsCxE38PImfvomPPfFe13q6xf1bJKwHs5w4gEiWtcOBOpsYbNcyqewxisKQceXZhCG+dPAcSRjWx4lBJIEbyVmx/qcTZbvEQ95IBwhrJWvZngg8IZGOSykKGapVyLkuRoRE2q6zSkhc5Vg5uOshpKIWh0clXannKtIpRcoR1MM6Z3bM5mP/cD0z5o/bN/xPqD9IwM7i65o9u3bw4Q+8l5eff46mXIYzTzuRY45eg5K6cSM3WGBGEoQ1Hn/sIb7xzZ9woGeQpYuWsuTPlqKkaKwU4zdNslnVRFGdu+66jwfufZSzzjqbNWsX8P3v/4iNG3cRBIaXXtqCkIJ8PseJJ23g6KPXsm7dUlzXJqEEgc/e3Qd48IFnOOqoo9hw9GqamwsYgvjz2AWsVq5yww33ks+1cNbZx+B69n0LpTDCQUqX0dEye/b2cfa5p+M5gmrNplrt2n2IQiFHLucR6ZBIewiVYXS0SCHXRN23BryeK0i7aZCGGTNnUh7cSXNTmv6BUcIwxHUBJFO6WkmnFJte28uShTPIuimMiVi5chG/fPhn7Nx1gEJLBtd1LB1VujiO5KLzTmbza3v41rd+xp9//I/o6spi4XcDwtDakufc804kk3G5666H2bJ1D2eceQLTp3dhjCGddjnzzBNZumwht99+N08/9RIDwxWM0cyY1snadStpbWnhmtdfyt59+/jsZ77CW958NSecdDQGiTY0ZFiJX4LRmt5D/dTqUcxGsgtgreZz4w03M3tWF6ecfFoDtTdG09xcwFUOipDQQD6X4qMfeQurVh3BT264h7/7qz/jc1+6no6Ort/15T9Zf+AlpSSTyXLKaWdzzHEncdONP+ATf/ZnOI5LEITWKyT2aQt1RKjHmxytDVW/TpiEAcT7EuvFYx9+KjZgT5K2dBzIYGUDEuV4FhSM/x0aMxSUUmTSBYIgIAwDXDdNFEG9FjSaDNfxaGmZRt2vMDTSS1fHDEqlMtlcilKphOs49PUfpFarkvFy5DIF+vr30te/Bykhk2kCYxgb2U8QBfah7jgUSz309mwFHZJNtSINKEdSq43Z5ky5trExESk3TaVSJ4x8pFaN9xYGxlL/64IojMHPuBkNwojAD6n6IS3T51Bo62SkZzvZfAep5nZ835CRZUqDh8h2TcdEdlNXr1eoFIdo7uymfdp8Du3eyMjgQdo7Z+C6GYJ6Ga0NXV0zMMZQrZY5eGgHvl9G+VXKo0PooA5iDC+VoXvqHAaHhygXh/HrFcrFYVLZAi2d0xgZ6qd//06y+TxNzS2MDNkQj0hCOp2hXrd+VDoIGtcSHA68kUx3MTH7cNxKImngJ3qGNqa82GW+IVMRsRwiRkCEMOSzaTqnTuP88y9iw+KlrD/zbFw3RT6fn9zQTtb/cWkdcdtNP+Dhh5+mHkBWwesvPY916xayau00spksTUqxb0fZerHpCIGV+AhsAArGjA92zYTEQWPi1Hl7RSe+R0mvGEUR2XSapqYsr7vyXM45/6R4wKpABjz+2BM888xWQqMxOqK9rZ1p0zrJZTMIYQ24g3oF183Q2dmEUi5RWKc0NszGjZv53Gdu4JmXdiGkg5JR/F4kQRgQliKEMEyb0sYll63n4gtPolop89NbHmPX3n7rw4a1ODjt5BOR9UHQhuaWDhwni+06NfVamaBex3UiOtvaqVZ8a1pvQog378kgU9ciFsz57SbdnuexbO1ajjthA7v27EPH3sD7Dgxx+x3P8KEPL+Cyy09i06u72La1x4aKNTbckv09o/zwR79g3/4hPvjBK5mRzeK5WRyRYv2RaylXyoT1Gq7rEhnLOLcbT0FrSwuuq6jVrbH69KntXHXFeWzevJ1Nr+xgeGSM3bsPNda4gaEytZqPl05RaMqiKg5FXcYPrBLF8VyC+m8yhpJKfF2NMXiugycgQlMP7SaTKLKJ2VLx8zsepVz9KH/99//MrFkLJ9e4yfp3VzZX4E8+9tdkc3lu/uktVGoBGhk/Z7VVZQllGWDSBidUaxolFCEC15H4UewUJyyIInSIMJqU65L2XKrVqrV6QsaISxQz1exeKpGFO1KQch200tTr1vw/qcNlmpYpl4BKE8H1if7iAEZH8deslRHQYNclbUOy7iqlIE5ibTD7sYy6COJQCrvmCSaEKcQ9rjEm9rSDIKxbr14kJtLoSMdJqdaz9JJLL6O7uxuAQ33DBIGLUAaBi+8bHOFwx223cOVVVzN3wSJed9UV/P0//C+CwMqLtdZY3+J4jYp8hHRASBC2jxImkW+Os+yS/mqcaGKxiARgi6KIhCFnjLEyViFQQhJqC7Cp+LklxLh/ewKSHl7jzEOb4mqtAwxiwnGbKM9NRvWCUFufQ2E0Fd+3dicyQQPtZ7DMvHGV28RgyDD0STkKkNT8EC/toIxEBBG1QKNQKFc2fs6eS6iHAZ7joBwHL+0ShtY/NJfxaMnnySjNrCUrWH+84tRTP8KMpUf/h+67/8r6AzN4Gd9U7N23kz/9k/fx6gvPkXYVOgy4+657uPWWewiDcQ29iCmVg8OH+Oq//Cv/+NmvsXtvH34Qsn37Dl57dQeJfWUUb0CTm0VrQxjWuO3WO7nnroe44KKLuOjSc5k3by7Hn3AUoY6oBRGe53LUkUfwkQ+/k/e89zqOOXYNjuNijKJSLvHAfQ/zve//nEKhmQ3HrKK1PQUiaqDdjnJQUvHoI8/z6sadXHjh6Q0ASyBR0kGgqJUrvPTCJoZGSixcMA+Mik3RK2zaspvpUzrJZCwjouK7aONQr4WMjIxRqVRRjkSbkCDUVKo+QmUxxqE1n2LPgX78IGzILAqFAp2dzezd3RMb8dpJyMzZs5k7ewovv7yN0ZFqPNlQSOEiXY+29lbe+fYrqFeqfPNbt1CtJdTc8XPR3JLlzLOP55RTNrB3936+/c2f8tKL22JasUYTMnPmNN75rjfzwQ/9EXNndZNxJeVyhVdffQ1jDIVCC1ddeQEteYcvfenr3HrL3fh+EGP74vDGSAjq9TpgFzmRLEICKnWfxx97gsCvNmjGCDju+KM48sg1uK5lX7a0Zli8aDFdba28/Y+uZtbUZv7hbz5JsVj8HV37kzVZh1fCuGtvayIMAmp1nzCMqNXrVP06tSgk0NpGzmN9eiyAFzcNyTBjgqeJIVkH7b9b35OYficE6XQ69szTif68IU9IpdMoaVMZoyjCdV38egW/VkR5yvrjoclk8lQro/T276W5ZSqVahFMhWqlhBCSXDZnPdiMprmlnWq9yKHebbGxroOUUBw7yNDQQYzR5LMdBGGZ3p6tREERpVyyuSaisMJYcYB6UGlMMI3WeEpRK9fxlCSTSaGUQgpwHUUmnSKfzVIaDcimMrhKNnyuJIL66BBhpUKpNEK+pZ0w8uk/8Bq12gjNHV2EQYX+fa9R6t+D8hzyLS0IAeWRQ5RGBmhqbgcD/b270IFPPtsUg3TFBsjpuS7Tps4hk83h18tUisMUi6NkC82MDPcwVhyhrbXL+rTEDVe9PMLIYC+FfI5CUzO1coni6CiplJURRBrqfhA3euPSVx0jttYAOE4Oi2WCAqjXaoc1e+OeNONrbJKqroSVFMrGHyvTSWc8ps2YzpXXXMP1X/kmd9z5Cz7+ib/irKveQFtbB4VCYXIjO1n/oRoc7OenP76RYiVCSPBSKfbsP8hIcZhMoYaTriBVnemzOmlrz+IoFUsZJel0miAMCYKQxFAgqYQ1MnGDNPHPeH8YkUp5zJkzA6MjbNBBxNBAP7fd+itGR+uE8fpZHB7hmKPX0tLS1HgN10mTSmVxnBRDA/u56857+NQn/5X3v/+rPP3iHpAC19EIY39fEAS4nksm69HR2cTV15zCxReejFTw2MMbuf2O5xgpVi1bREiWLF7EJRddRDplhzAJMGlJr5pqpUytNsxgfw/PP/saBo1UkiAI47A1C4rmchlmL5hPqFf/9hMhBLmWLq648jKmTZuK0eAoQ82vc/+Dz3HzLQ+z6ohlfOjDb2D2rHY8pfAcB621lTFJGBytcs+9z/DhD3+ZJ5/YhIksYKqkQyGboTg2yujoMI5KBiwCKV3mz59LOm1tTaIoIpfLcs0bL+AfP/9hvvovf8oVV55KrsklncugPIfA2FzHUENf/zBBGOKlUiAl9TCgUqvFJubOYeyS8Y8qDvPoymZTzJvZwnFHzqO9NYfWEYHWBITUo4gH7n+C97/7bezcvvm3vt5kTdZvK6UUM+cs4IxzL+P4445mxtQ2Mp4g7Qg8JXAdhVKK1tYmlBL49ajxHIcIo0OSrY7RGqFD0p5DW0uBVNqlWKvjR7/GsE8SZYVNAZUKhNSEkaZU9Qm1lWYmYQMJWJfcD0DDpsmYCbSrhO3WYHaNBxIkNVGCPvG/7c/R2J9NvPdgfOj466BU8n5UvF6AIQhrRNpv9D8JiJT0wjNmzeLCiy9tvF6xUiaKQouzYdNyIyQD/f389IYfkkoXuPCyK1mzdl0jLCOppEcSwjT87KyKN5b22tjVxvc1fPr0+OeaCLYl4OP4c2pc0XB4Gu/h/drE12p83gnnzz6zNFEU9/qGxs8k/18pRRLuiVD4EWghyWQyeK4bD8Bi1pwJwYQWkMU0PF/js27fZ6RjqwlFXUM1CqyfHVCLfKLISqWjKCIIQ0x8HoMgJJP2WDBrFgtnzmL+nKksnDOHrqk5TjvpTP7X5z/Pu9/9M5Yu3fAb99P/hPqDAuySe+HAgb382Yc/xMsvPIcjrcSqrjUDI0PcduvdjI2V4hm/vaCr1RLXX/91br31QYZHa/iRJookQaSxXgBWO26nngmVVxIEFW688WbuvuNXLJi3kNNOOx4pbbzw7h17MRFM7+7mj95yDe9931tZuWqBTQYLIoSG3p5evveDm3n2uW2sW7eSs84+gba2Jvv7Go0fCG3YvfsgP731Vxx/7DEce8wKlLFgvDAqnpZqxopFtuzcy/RpM+jo6LSAvYD+gRF6Do2yZOEcPNfF96uEgSQMQ0rlGn2DY1QrPiCIIkinUrhSIYRD1fdpb8kwMDBGcaSONBbQSmXTLFsyn7179jEyWomn0h7pTI5jj1/H5ld30t87ApEmDC3QKWN/pNmzp3L11Rfw4oubefCBF1BCIaVDY2ZiIJNJc8JJ63n9tRfR0VngW9/8CXfe8Ut8n5g6bBeW1Ues4sMffheLF86if2CYr371u9z/wINoAytWrOHC80/DdeD7P/wZn/nMF9m2bRdBGCRUD7u0KUEq5eK6Dp7rkE55NBWyLF0ym6uuOI+rrnodbhwdnSwo7e3tfORP38dll51PSy5NPuvGtG1J2lO8+53XUBnt4eYbfhybp07WZP33VL6pmZbWJhrcY20w2qDDiCgILVAXhnFK53ijo3Wchpc0AbHsAOyDFwxKCCunxNpv1IM6iAgrPjCIBLgDfN/HD+qEoW+Ny+OEM4DQDwjCgFSqiUgLhgcPUMg1odCUi31M6WiGSON6WfwgoFwu4bopcvkWevr3USmVAJCOJOV6jAz14vs1qmMjpLwMQwP7KY31IYSkuXUqjgPKcTGh9dFM/OnQIW2tzURolLR+SOmUY8ElDClXIYWgraOJzrY8zU3ZWB5gJ78jw4eIqjWCUo22jtl4rke13EdldAjlZqn6darFYYp9+xGhxogUSjlUi/1Uhg7hOVnSuWbCsEa1VsR1U2AktVqJwK+QcjwGBg8gjKS9dSbKyaB1SKU0TO+hPbgqg+fkGBw4YAMlHAUmwpgIHfqMjQ7b8Aw3g4lCqpWKDRJK5yD29QyjCG1iu2ejicy4L0riRSKVQklpp/gJnGHi9NcYkFMJKCelZTVjmzIpBY6jaG9v4bIrX8f13/wWt995H5/93Fc486JL6O7ujpOGJ2uy/uNljObRX/6cVzZtRrgOrnSo1Ko8+PhT/PDHd3Pv3Q8zNjaEwCedydOU88hkUngpK6+xcnHb67muZ69yESfAxknYCBBSjN8HjTUUwshQrdZxpMsjv3qKsdEKxkSUiyPc8tM7eezxzRhh06+NUqQzaZavWGDvV23lWEK4VKolnn32RT73uR/yZx//Jjff8RT9wyWkMuSyHul0inQ2Yz3cHIempjxpz+XItUs47/zjaGltZvu2g/zk5l8xOlbCdawypJDLcNUVF7JwxUpcz7Hsr8Z+0thhb3mEMKqyZ/chnn9xF5GBwK83WDFgPaGE1ARhSGR+08MuKSEcVq87mpNOPBolE7DN9sNPPPUa23Ye5NhjVvNnH72GubPbQUPacS0LRGt0FFGuVnn+le38zd9+k+/94FZGxsoWbJCK1rYOQh1SqRaJTGRlfkbT0pxHCRnbNChGR0scOtBHPp1h+YqlfPBP3sKHPnANrtCEvo+ONM2FHNLUkcJQqdYoV8o4bixbMzZ5MIrtUA7/jBOBB40QEbNmdHDR+UfxFx97PZ/5+3exYd0iPMfuKQwSPwp5+rkX+NIXPkO1Uv5Pu/4n6/e/hBCcdOqZfO76b/OFf/k6f/nXH+fMs09l9RFHcMTa1axds4wpnc14nmt7GiVBGJSwIIsrJa4jKGQcpnY009HaTKXqM1qqEkQ2tdnmhVqf2dhTqMHoMsZaqBus7LvuW5l9EijQYCAbGx5hsJ5t4+S6uK+UgihWeth9VtBg2BoitLH3WiO9tfEeLFHEMuCsqqPh4xYvZgpwhGqwzhKw0b5uBFqghML61tukbyYAdRCDSRLOv+ACZsyaDUC9XicsjVLIpm26rrHMwQiYMqWDfTs309fbx/Tpc7juLW/DS7nxIFsgjUbrwL6yVFZCbzRSCYS0TDQhDRiNtgY28T7SNLzUtdYWLBQCYzQ6DMdVDMbEfZ9uLOnCgIy9rCcCn4eDiNYjL3miYSxBJ9mbYyLr2SzH17koiuJgpmRIa4e8QWQIgwhH2KAOoyMkGkfaPlEAJorQUdh4jjrKRQiHCGGfJUJQ90MECpS9/kIds5URREIQ6Ci2Z5HkcymWzp/OhaefwGf//h+54eab+My/fJtP/M31/Olnvkj3lLnjzM7/gfUH0/UmN+f+vTv45J9+mCZP8JEPvoE777ib7Tv6CLRAo3FdzwJHcbw6CHZuf5WnntpogTria11ANpttUF9NTKEl/vrQ0CC33XY7t9/xS2bPmMkb3nQF2WyGarXIT264kbvvf4au7qm89a1XsXbNCgyxFh+7sG3ftpU7f/4A27b1c9U1F7Ni5WxaW5ss+hx/T7JgVEpVbrzxPhQpzj//FDIZD0EAiXRDOmht2LplJy+/tIXLLruYXN4j8isA7NvTA7jMmt2NUBI33UqhKUWlVqFS9tHaTgYKuSxzprcTap9IZ0incijhkE2HKKk5dLCXmTO7cHBRymHZ0nncfNsv6O0ZYcaMrgatdcHCudT9Klu37WXe/OlkvSRa3C4IjnI45ugVPP/8cm6940FWHLGQ+XO6iESSPmMXdNeTzJ47nbPPPolq5X5uve0B+gdGOPfcU5gxc1rsLyOYO3cWH/rQu/jO937CU0+9wte/diMbN+7g4ovOZtac6RSasgwfHOKxx55h08atHHnUGs484ySWLJ5PJpPFER6Llsxh2cKphFozZ/YsjjnuGFYdsZJCIW9TbRj3vAP7wGhqzvHOd72RE044kgMHdtLSXGhcK025LH/y3jfyt39/PStWrWLt+g2TLJHJ+p2XEIIVq45i3fo13HfXL1GuTWcOAjstU0ohY3P1sLGKjj/EnTgRL3ktAeMsDGPX3SAMGw0UcVJiUokIAmPsxpQ4sWlCs5D8PZ3Kks+1MDLSg3JcgjBgZOQQ2XSaWr2Ol/LwZAelaokQTXtLNwIH3683XiubbiKoV6gUB60hsZenUh6mUjoExjaTxghK5SKuJxgc2geEGCOp1WpkPMXUaVM4NDBKEAToECIdgbF+pdWKj1KCUrlMV2ue7u5mxkoJy8xQKw5QHe0j09KGSqeQ6TR6pEhpcDdeJmWB0TBisG8/UxaM4ToOqXSGaqnKSP9BMvlOWtumc2Csn7HiAFO75tLft5d6fYxDvbuZOX0e+VwrPf07mT59IS3NnYyMHMJEUB3tx3eyNLW0Y9C4XgrHaWF0dNA2tjpEGEG1OIKTzpHOFaiWi0RRRLlSRkllmS1uikq1Or4pF8k0nMbfjbFJv7bJsiEVkY7G2S0x0KEchcY20q2FHLNnT2fT5h3oKOLUdcfwxX/+V1Kp1H/Z9T9Zf7gVBj6vvvIsQRAAjp3Eh4Z0JsWOXX185Us38swTz3H5FeeweFkns6YXePqVfmrVCM9V5HJpiuUqtSACE8XSV3v9S5XA1OPMjsRzyHEStpom1IJduw/yQGAIopAVK6ezY+tubrnzcfpGKgRBZBnOWpJpzmJMSK1eRimXoFrnV798hNtuf5wnnnqN0bE6Tkrhpjwrb1KKWrUcG3iPA4mjw0WWLZ3OpZceR2tzC7XyKLfd9hiHDpXjtV8SacEJx2/g4svOIJvropDPgZ7wBDDChpH5RaSoMTJSZufu/gZgGYSaTMZK6H2/Bpk8WhdIp1v/jTMiyOa7OO/8C7nr3vtjDz0X30RsfHk79939JFOuPZsNx67k8n0H+Nfr72F4pISjHMLImtxHOqJeD3h1814+9083sG9fH5dffiqLFszDUS5NhWZK5TKpTD4eKokGazjxjarVI7Zs3cuKFQsRRpPLZrnyikvYtvUQN9/8IEGoqVZqpNIeHopiuRYzTWJysZSNTe9vMlzi/jBmn0RRRLUesn7DcSxaOp+laxxWrF7G337qG9zzwONEKJAeRmtuv+02TjjpRC593RuZGG4xWZP1b5WUkubmTo467jSOPOYUrnj9H9shJDbQa+NLz7J7zw7uv+8edu/cS6k4SqVSJ4g0mbRLLpujUq1SKlVs8E1zM1Gx2PABs+DMOFA3fp3/euiK9S5O9q6OdKy9hokO6/MQicedaMg07SxwnBGmtY4lmMTgmWr8nmQflTDRBIIwtEOOiV9Lyr62iaWghx87Y8ZZb1IaBBqhXGj4wCXJqYa2tlYuuvR1DWZZrVwm60la23OMjI0ijGU1SuMwMDTMtl07ePnllzhr2nmceurpbNhwDI88/HC8XjdIhY0k1iiKGsy2xueQonE8pRSEYYiU4576yTGwnzD5HHaoYD34nFiCi+3X47UwjvD4rYzF5Bg7jmvTsLHs7eTrdi1U/Pp+VimFUpIwtH22RmKAehDiKImbdomisPFa9qhiw1KEjll64LouIk6wdV0Xz3VjQoH1rNPaEJgQRznxObVWVZmUxwUXXsC73/96pk9fheM0gRB0Tf133kj/A+oPBrDDGIaG+/nCZ/6O5Qvn8KZrLySb8/BUma9/7S76x6oolWLDMetpbon9cAwYEzJaHCafcRktAZGdwjkSXCWp10YxZhpG2yu+Wq3w9NPP87Obf862LXtRrmL2nDm0dzSzY/tr3HjDLTz93Kt0dnTxrne9hZUr5lmTT1wQEPglnnvuZW66+S56D5Y45ZTjWLZ0Di0tWYwOY3jc+qds2riVaVOm89RTz/Hyxh1c+/rLmDajJTY0trRVIS07rVatsmnTdhyVYsaMqSAkOp4GHuobprm5ia4pbQghcaRHNpulWq+SL6TxUi5eKo2RNXK5Ak2FbDw18SjXIetq8lnF6FgViYuUKaRy6OrspKO1je27DrJ27VIwCiWhrb2N2XOm8vxLm9iwfiX5Qs4umslCLyCT83j9tefyj5/9Dt/5/p187E/eSCbngjATjEOt7G7mzOlce+0lqB/eysMPP8m+vQe46uoLWLR4Iel0GoNg6tTpfOB97+KpZ57jpp/dzUO/fJxNG19hxrQu/FpoPQGEwFOGg/v28uUvfZO2thbOOP0U1qxdyZFHrWfhggW4bopCcxOemwKRGLEmFG0OW/AlDilXsW7tatauXo42At/3cRwXpSRTp3Zy7NEr+Od/+jT/9JVv0Nb22/1dJmuy/iurtbWdM846jwd/8bANf0jGW3piKqdAxFM+AGKWbxKqIoUNp0DQ8CFzHBeDfYg2Nq1JcwTx7kbY+aABaQxuOkUQ+CTDi4TGL4QgCOqMjvQQhj7pVJYgqMdm7mkGhsZwlUO1WqJcG0YKST7bSt/AXmr1Mo6wzNtUOk/drxCEVaTrkc+3UCwNUverpF3HsndTGfx6kXpdU60W0aFBCI1BM2PaVNo6m1GOItfkUSxX7eQ0bpoirclmPRYumULPnlHmzupm155+gtBOM6OozkjvLowxpJubLCvDBJRGemhumUK+0MRgWENoa8wbCoGTyhBVDDW/yNhID61dM/AOZhge6qWpqSueVkuiqM6BAzuYPmM5qVSevXtfo7m5m1QqT7UyZkHXoMzwYA0pJMOVKulMjly+hWJpKPbntA1OFNSo6wDH8QijCjZ1MkIIl4yXwnNcRkdHG+zIhCMsEbEH6DioG4YmnlgLwtjIWAOOYz1UpAHX81g6fzZr1h/B5m37iEQFbXxca4o6WZP1n16+77Nr5y4wlr1vmRUK3w+oGcP2fTWK5Tr7Dhb5+//1Ho49diV3PbiTSlliMFR8ja/tuoKJjdLjTaoOdMzyT0A7u0YKKQmDmDkhhGWkRYYDPX3ccOMD3H1PmpGRMtVAQ6RJpdKENesbWSpX+dxnv8PRxyylr3eASjng4YeeZXCkYlPzAFOzm68wimhuyjOlu4XhkRJhGCGVDcdoyee4+uqzWLxkJsJoXnxhO489usn6kmL9kWZM6+TqK69ixowNFIvDOELiV+skq3cUhlQqo0RBEaFDBgdLpLN5yrVRMrkMobYAv1LWKL1WDShk/z3SdcmadcewdOlinn32BXK5PJg6flDn1tt+wZHrF3PMhlWcffaxPPnkZh56dBM6ZoZk0mmq1RpKCIIooH9whG9982527T7Ae99zBUesXIHjemQzBh0alAsgqNZqVo4GaKMZHBrhxz+5lVNO2UB7aw6MIZNNsWTxLBwhqEURvoHRobI9p8JuIsMoiqX9iU2ErSR4x/42ex0oaY+koxwOHjzEnn17OHLdAkwQ0dHSxPHHreCZZ1+hb6QSs4GsZ/J3v3E9511wMelMy3/mrTBZfxBl1zfPG/cGS6XTHHvSmRxjNJe87k2MjQxxcO827rzjZn5y463UqgHDI73UgwjP8+hqa7MEkEgTBgFhlAQajA8mxgHqccDHaNHwKYs7QasOEzacR0cBSgpqYRSnLtv3J6W1bTIxmwosiJbYJElL6bcglB5ngimpgIAoUWVNAIHsa8QebkDiwxa76E5g8cVAWLzHC/0AESfMKuWgwyD+JDYm4eRTTmbh0mWN31EPArZs20l/7yAy1hlIpZBEjI5VEAcGeOSRRzj7nPNobWvjjW96M08/9TRBEFj5qDZIlbAGrR+ywEFr0GgbeGFMY+0yBjs4QjGRIRaFkbUYkXFzngzDdUxkMuPHxO5jY+IRNJRmiQ9gYyg/IcjCJgHHQ1plgUX72FON6wABYSOIImZVhlHMyIw9B6WkOVugXCoRxcNfiYoZkZZ5CHbIq5TChNZPMdIWuCMMEAK0FOggQAuN41qWdsZxuOzs8/jwW99L05z/WUES/yf1BzKmsdTY733967Tn81x33cVksl58IUg816G1qYU3XnsVb7z2Epx4PbPpdA4bjjqNv/2bP+e973wD551xJOtWzGLRnCmsWb2E6TO6ESjqfoXnn32ez37mK3zpS9/i4N5D8dBBMzLSzzeu/wZ/93df5PEnNzJzxgze+fZrWbFiAZJxg+5qucTTT73Aj2+4m4MHRzn5lPVccP4JtDankcnUVkikgCeffoWvf+NONm56jTvufJSTjj+e449bjefYm1XE1FHiG3zf/n28+OIrdHa2snjJfIwRCKWIopBdu3qYO3cmbS3NMeZdQ6oARyk6Olppbk4zrauJ5kyKyNibLp3OItJpXt4yRBhFTOksMDxWRUgPIR2kdGhubqa1Nc/GjdsIgmRBlCjpsWjhTHZs28srr2wjDH9bdLegu6uTqy87m22bt/PTm39F4GsIdayFtxK0of4+9u/dQ2tLjj962xVc98aLGBwa5FvfupFHH3macrlqN6AmIpVJc+KJx/GJT3yAk05az8hwieee38roWB2B3WzPmNHO+9//Fj71yT9hwbzp/OzmW/nYx/6Kr33tBxzsHSKdL+ClMoct9HaqkAi6xvX+vX09/OqhR7nppjt58pmXONTXx+Ytm3nssV8xVhoDKbjggjMJygN899tfazCVJmuyftd11tkXsm79ekujD22qnxISNYFeD/HEzmATxhDjU88JUz+7IYlZVZGewMuzU7soBsfBthWJvwdKxJtZgMPTRO17iAgj+/V6vUIY1smkXISJKJVrhMZhrDxM4Ps4yqVYHqZcHsEYy9pLEqKGRvqJtMFRGYTQ1P0xEAYv5eGm8rhuGomgVhkCHYGxnhmZTIar3vAG9u7vJ5d3mT6znUiHhBO8S42OcFxFe2eOehRx8lkXsXDREvtZY7lIZXQQHQYE1QpeKm1Bf6Pp691lp5ueBzpiYP8+UtkMQnmgBUQhtdIQSipyhXbCoEa1WkYI1Zg4BmGd/v7dtLVPJYwCKtUKnR0zcZx0nFaOlRhgjd6rlTKVShnXTSOEiife9nyHQUA9qOF5KaR0kFIQBAGjY6NkMxk7wYw/t9ATjJD1OKNICEEUS0tUnGoZhCFBFFKt12MPsIB63efRFzfzL9/8EUHdp6AV57/x7ZOs48n6L6tUOsWSJUtIKYMnNcKxrAOIZdqOx2Ax4JXN+7j/vueYv2Qhi+Z2gzLUtKFS9xuJhwYByiEypvFHG2H/riMr34plOUpa1ohCILQhDEPqQUitHtA3UKIaRERhSKixCavYzinSAc+/tIN//drP+f6PHuSmWx+mf6iCMVZijtS4nktLS5r2liwrl86grTlPte6jw5jpJQwXX3wcR29YTkuhhT27d/Gjn9xPqRIQhRE6kniOx8XnnscJp52HUFY9MHN2F7VaxbIdoohKcYTB3i0E1X0YXWLjpp0MDxdBSIZHRvGDOsVSMWZ8KDLpLIsXzP/fnhMhBPmWNk475VSkkNRq1VgqJenpG+X22x+kWqvQ2tbGdW86j87OAlIYXKWoVmoxG0fjKgdHSeqhz+NPbeHDf/olvvvDOxgdGSOdziAERIFlCOULOVKOsimxUuG6Lrt3HOTBBx+3zBwDfj3iUM8gUimbFu6HgGnYmQRBANrEEv/YY0ok8GaihrGf0ZUKhTX5F1FId0eeefM6EdIwNDjEDT+6mdtv/QWlcs1K2aLQeksh2L1rP5te2fKffi9M1h92CWGDyLqnzmDVkScAmlK5RKlSJQg1UghymSwrly9nxdIldHd0kkqlJvi3jQNXtstLfI7ByjTtflo3wKXxvlIITSat6Gy397JtkyywY7AMPGQ8I0Y3mLF23mtDIhKwLnkvGI3nufEefpw5N9GTLQGgIhM10mbHh5aNA2MZZJGPjsKY0GJVBTLucQWQy6Q456xzyGZzjWMahAFjY2PUq2FyOBpAoMEwPDzG5tdeww98kA6nnH4ax59wgr3XjWXsxj406CjEmAC/Xo2fH5ZsY2X8OmYCjv9JjoVE4MiYVCJMvF9NBuh2sCDj77Nnavz/LFHQxKzh+Nk4gTGpY8R1nNVoCGPQDJOEDWEBuQlBFOPehdaSwAJ2Aj8IMUYzb/YsmvMZlIiQJsBR4EgDOkBicJXEVQrXdXAVeJ710LPBF8ZiKhI8R9OUc1mxYgFve9d7+dN//BxNK/7fBevgD4JhZ6Wqzz71BC88+Th/86kPkkoJdGQYK/Xz4ouvMnf+PM4970JOOfUoe3HHNykxW0BJxfzFK1iweDlR5FMuVSiXi2QyOZQrefa5Z3ng/ofYtesA6488giNWzuPBB3/J5h2DgLRpU69GOMrhhOOP4pJLLmD+vOkYoa0OHOjtOcDtt9/DY4+/jBQur7/6Ek4/7SjKY8Mc2NtHvtBEW3cHdgIQsnXLqwRRyKOPvYwUac4//wQK+SwChRQxRVVKwHoUbd2yleHhIscffyJNTTmUlIR+SKVcob9vjKOPPYFMyiMK6ggRoaM6La0tBGFA4NdZsnQes2bNor29habmAi2tbUxbsAYn/yBRNERXZ46RUh0jRUNSnMlmWbZsIbfe/iuGR8Yo5AuAgwAWLZ5Hyn2QF1/ZxHEnrqGlpQmwaLxdsEAql+VHLObs09Zz912/YOqUJk458QikUjE1WBMGPrXyGH29gumz53LWOScxf/4cvv3tn/LDH9zESy+/xhvecAlTp0whCSWfOqWb97znLSxYOI8bf3YHg4PF2OfP0oHbWttpbe/i7e94K72HDvDUsy/w3DMv85lPf4mWjlZOOvk4jjtmPVOndpNyPDS2oZwoU+jt6eVv/+4zbH5tF7VaiPIk06Z3sXb1PC6+5Fzuu+deKuUqq9ccwWUXn8313/kZJ550GmvXrZ/cpE7W77w6O6dy7nkX8MLzL1ApR9YYGCuFTxiktjmxnhWJ5CeKqfQTL9nEVFvH/nQSGg/4hK1HTNO3cgYRe9wlXRWxRHYC9X+C3Cx58Kddh6Zchlq1SuiHBL5AKuuzmcs14fslIm3p934QNgxudWTtApqb2ygVhwiDGq4jKVeqFJpt2mLKEfT3DwPjKWNnnH4uZ513JTfccCthqNmzq58oMjZZK254pJKMjVV55cX9IFKcdNp5BKFk06ubGGenVPGL/dRrWdq6ZzHSdwAZVghqZUxd0tE1i/592ygP9dI1ax5eJodSHkQ+lfIoAz27UekMAk21MkK+0EIQ1uwkGkGlPIxUikymQLkyyNCQg/VYNXZQIwRRFOI4CuXY1C0X104tY8AimcIm09R8rkClUsSYiCiK6Ovvt6wSHVqwQCcnzjaBZmIjJyxzxXFT+NpHCoGrFFEYEfi+9bJTCkxAoAUp5TNYrB4mb5msyfrPLqU8LrziOtq7pnDj97/HqzsOUq4GDUav7/sWuPbrPPnMNtLpkEMDFbTQKFzC2KBbYNe7kIm+P9a7TevQbgYnsE0aAw7iRO0wJAxtOre9V2zvlnJdojDEda38Pwisj2c2k22wtqz/o5WCuo6Hg+DYDYs58sgjGO7v54YbH7bqD6HRWtDaVuCsczbQ2pxFGsHtt/2KJ5/egRQuRtcQQrJ40UJef9YF5L00YIcdUgqC0CfSASYUDA/sY2x4OxmvQk9PPwf296PDkNihyrJ5w9B6+SlJR3cL3bOX/rvOSy5X4LgTj+E73/s+PYcGUNLEv9/w3DObeeLxlzn5pNXMmTeV9asXce8vXqbmBxbc0nFSZGxB4HqScqnI5q1FPvXX1/PIw8/wx398LatWL8RRXuxp5dPcUkD02fVeCMngwCgP3PsIc2Z1UC6NsGN7H/fc/SSjpSr1MLJpm0qhw3D8nDIuF1NKxebsMvbtioE7BRCh4+eGcgxzprcyY/oUXn55O9/42k08/9JOegeL1ENj/buEletaf6aQWlD5z74VJmuyGiUQzJjSRWs+w8BwDUzsfVlownMUXV3tFIujjJaKRENDjTAbrWNZqRQgpR3exWupFJYFYxm39reYuLes+yFBCFpXcFyF1JrAtwwybUKEHE8JtQB5wrSzrGYpxuWXtscETUi5TOP3Jt8/UbZpjO05TSyHlTHoNA5GJf1PQBBUsUrVeK3XISZefzERi5Ys4biTzzjsOIZBSKVUQWsL9AkBYRg0AP0wCCkU8riOCwiaW9p4+zvfwVNPPkGlUsF1XBK1agL6R1GA1g4IN5beC1wnRRj5gEZKjygKcGIwcSJAaTEN+1rErMgEgEvOuxGiAfhNPG6NYxsPHhLbG6O1DaOMj6f9N8u0s6CjbHjXjT8bLajoOI7tSbXBcV1amgoUR0cYGB4ln80we9Y0+voGGB0tEiSJwEToQKPD+DNJaIp9oqWUlMollBK0d05h4cLFnHnymZx20SXk881kMpn/yO3wP6p+7wE7Y6Cv9xBf+MzfccUF59LeZn1ApITS2AinnHQaq488hpbWLFFoUwQRSfxzcpPHF0qszc7nm/DSii1btnLbTfewb/8hjj76KK688grmzp1DtTbIpldfYevOYYJaiDSG5qZmLrzoHM457xSymUyCTGEE7N2zh+9//8e8snE306dN5aprLmL1miUIEzA8PIJfC3DcOiaeUAgE55xxIvv3380rr+zgyisuYEp3u91SG2LfOiBeyKrVGq+9tgPHzbLqiOV282fdMejrH6FSj5gzZ5o1jA8FJpJ4jmtp0I5L3fe5485HEVKyctlMhJI4SpHP5cgVOgnCYaZ2t7DvhTHCwCCFg5ASx1OsXLmYn9x4N9u272P2jKmWAmsili5bxYqVi9i8eQ9bN+9h/YZVjSmkAVzXsj3yuSZOP/149uzv4/s/uIN0Os2xG5bhuC7GhLR3tFvjSicNoQZXsmjJAt7/wXfwgx/cxFNPv0C5WOTyyy5k6eIFeCkPbQypdJaLLjqXKVOm8JWvfouDPcMYLentH2Z4tEhreycImDp9JpfOnMU5Z59Jz6EeHnn4Ce6+/R5u+dmdLF68gBNPOoY1RxxBR3sTQsaTdqGIIk1f7xCVemBZJfWIvXt6WDR/CnNmL6Q518HDDz3MN7/2Xco1zdhQP1//6hf5wle+TjqT/e+7YSbrD7KEEFx8yWXcdcctPPH4M3iZNLVaDSPsA9h13ZhtMC4liAn0GGEZd0mzkxjTxrNUlLEJs3YjF8tnmdAIxJjMxAbDpruPT24bzZm04JMhwnUdytUKlUqdQq6A4zgEgY/jpGkqtDIwdJBkEqsNOG6WocFeAt+PmW2GamUERcxQER6e61KtjOHXRwmCGlGcgtbc3Mx73vc+fL9GvVKiOFqiHhiEEXFzYmVRvl9HKUlfzxinnnIGc+fMY+asGbiOIohlcpEJGBk+RFvXPBwkyvMIgjLoiMG+nbR1zEQ6LtXyCLWRQVKe0/D10JHPyOB+OqbNI5NtY2S4nylTZzX8RoQwRAZKpSE6umbg16sEfgkhf93s3VCv1xBC4Lme3XhiGvI+kfg7YRvvarXckKIYY6yRbxhLwYIApJ1OS2OvBz0BqBUAUlLxAwtYGoMOAiuPjl9PGCstDI0GFFOmz2LZsmVM1mT9V5UQgkVLVjN33iJacmm++fWvsX1PH/Ua1HSIDjTSQKThoUef5/Enn6VYqhFF1uEnjNn1GItXhxPCo6QU+H69MciI4mvcxMyJhDds4iGh63lgDEEQkvIcHMfQ3pojiGB4uIh0HYIwQionlntZVllkNPXIJ59Kc8yxKzjn3OM4+pjldLW28KUvfpfBkRKu44Cwa8O0KZ0YE6F1jaeffpaHHt5CGGlS6RQpJ0dKCq665nzmnnQiIu5DhJAoL0NxtIrRmiCsMTLSgw5q1CKN52bo6uxi995RXMfBmAiFE/vK22C0ru42svn8v/O8wKLFi9hw5GpuvfN+gsh6HBFpDh0a45HHXuLY45aj8TnrnBW88Mo29h2I5VBRyKwZM6lUi5TGAup+BekK0m6KajXg/l88z4uvbOfcs0/g2KOPYPGS2Tz66POMjZUtAyiKrI+SMTz86Evs2dOLNgFjozUGBovUAx3bwdgNfjqTpVar2nMuJEZDpEOILQAcAa6Q8doq0cmmOfbIzqfTbNiwnI2bdvLNb/ycJ5/ZYZM3pUEIh5TjEAZBPGzW8bj7D0QYNVn/LSWk5PhTz+K5p5/kvodeIJtrtkxZ5dDW1srMaVMYGRimXKkSRjDQP2DvdRFbogiBiXTMbBMx8GYaqiTb44UYYeyAUAu0kVRjNrFAknKkHRBgh4yOI9E6ioentmdIvOIMFsSTYgKcYQxKOkSRVbkl34NRE8IihA2bwWCURClBEEQYHTPMLMUNTAg6wkiJUDYsy1rBWBskV0kuveIq2jo6DjuOruuSSafiNFdFqEOU69qBEBIhQ5qaChOkpYq1R65j/ZFreehXj+HXfQCk605I0xWEYR3pgtH251zlorBedK7rUKsFceK4Da3BWNJSwlzUDS+/5PiFEHvO2WdUcnzGWXHJe9QmsMSUWMJqtMbOEixhxT4ObRiZDeEM7WeNv2atxgRSSHQYIKUm7WVpam4hm0sRhZogCoiEQybXxEmnLIEgon+oj1079zJSrOD7NZSAfC5PIZdl8dIlHLPhKBYumktFZ5g6dTpt7e3k8gVaWtp+r4a+v9eAnQHCKOSGH3yPqBJw1JHLgIiR0VG2bNnM/p27qEcOg7/4BaViiWq1zlFHHc0Rq5c1Lm57UY5TSMLIZ8+e3dx889288PwrrFl1BB//+EeYPrMzvhijBtXUmthKWtta+aM/upZjjj7SJrsQL1zaZ9/+/Xz5q99mz55BTjv5RM49/xSmTGsHNDrUKMchlRZ0dHRYLb0Avx7wy4c28czzm1m6cCFHbViFclVDnlYtVxgbG6OptZVsNktvTw/bt+2htbWduXPnxoseIAT7DvThuhm629sbkttkMazXalSqVVzXw3EVTYUmOtpbCUOfIAwQEqZNm0lp3yZmzS2gnCLVSkBr67h0btaMacyY1sGmjVs55YT1OI5lYaTTKRYtmc3TT29k48btrFm3AtdVRKGm7oe4nhNTojXtHS0cuXY5zzy7ieu//jMOHjiZs04/irbOZgpNrWQyeYySVuIeT0+6O1t573vfzJQbb+cXv3icz3z2y5x/wdmce+6p5At525wZzVFHreXQ3n1887u3MFYNGB2t09t3gLlz54yzQzCkshlmzZ/LtfPmcuHF5/LSyy+z+bUd3HDDzfzwBzezas1KTjr5eJYtm0vWy9DV2cHC+fM40DtgpyTxJKPQ1IRSiq4p3Vx2xeuYOWcuN/zkVkx4kKcefZgbb/gR177prb9Xi8xk/b9RXV3TeN/7P8KLL76JaqU+LnWI2RIR1kYittS2zBJiXlU8jZTx+pF4USbzwaQa/5U0cNjJXrKLnQjaxU/4w5h1FrgCz/VwHJfh0TEECj+MqPoDaB2hPEH/wIE40Us0Gj3XzVAuD4HQuI5HuTyMNgGOctBRRC6XQ0kPPygxPNpL4hsipeSc885n+YpV3HX7LYyNjjBlWgtjxRojQ9XYeNfKRWUsyWpuydHW1kI6ncb3A5SjqFZ9RMy8KFXGaImqFIfq8TEDYSIqpSGy+WaUl8KvFBkbHsBREklkU7GMwq9V8KsjeNks5fIYlWrFMm7CBjGOMAwZHR1FKY9qfayxrk88C8kxlVISxefLcRw7YY0SGbRtSqNofDqbNHFhGNLR3c3Q0BBBYK0ShLLWAiZmFEU6+jXZxPj5VY5j2XjGPqeVUAghKdUqvOl172H+/P+9hG6yJuv/rgSOm+GkM87lnjtuoK21wKub97C3t4aJLLgWac3oWLEho9LxdR1NYCdoHTWYXeP3WbLCWdDLdV2Cuh/7nsW9RfxzSirq9Rquo5jS1cIfve0CwrDED378ML39PkJbKe3M6R20t+VoaWripZd30js8jOd5rFu7mL/45DuYM3cqUiiee/Jx7r33Kbx02vaMvo+SgqPWLaSjPUe1XuOO259k7/5BhBSEoY8xsHLNKs489zJSmXFpl5SKUtmnVtMIIzA6YrQ4godGuR6jY31UazUQEIR1hIF0Ok295iOlwlUOl132JpqaWv/d5yRXmMbJp57MLx56lLGxUoOxG2nJIw+/xHnnHsXiRTNYsmQJs2dM5VCvHSgYIRkaGeKKy05g1/YeXn51NwNDJaIwjP2VQnp6h/jWd+/kplt/SSGXpVQqUioG4+BqpIkiQ6UW8NrWXXieC0ZQrfuEYexFJwREmqBet9eEtgMOKSVBmATDWT8uZ8L6JyfI4qSSTOlu57iTj+bhR17j2ef2EsSWUtLEvb5vGTmuVLiOYN1Ra+junv5/dcVP1mT9WyWEYMHSo3jvRz/BsjX3cWD/ADu27aZSqXFg/wF6+/rYvXsfbtqlWhprSBW1FUzYVGYhG71F4sGY9IUT2XIilswm/YQSxMCUbKg0Gv1nFDY8QRMlVrLmKiUxWKBdCEkUWkUbQmOwLFil3IaiLXkNYyLCyJ/gMxmR+LwZY99nFASx/2jMros95pIk1FmzpnPBhZfG8tTxGhg4RN2vIhCEkbVFkK6LwBCFPhjD1i1bGBoatP7lArLZJs468wwef+xJwlieG4VRrH4wDbatCeogBEo5Vt8Vg5B2CAvGBMSxX3E6rY4ltOPJtlpHjX5dJkArxGxs3QjGgaQVTyTDEdaGxUz4+ngvab9Hx8eS+O8yPv4QNvzvFJlUipaWJhbMn8PCRXPZsmUH5WKVplyOeQumctk1b2bZoiVERjMyPMpA/wGeeuxXTJkyhZVrjyGdztPa0fF/8Gz5f7t+zwE7w64dW7n95p/yljdcg1QBv/jFwzz0y8cYGy3hhxH9gyVGx8pEkUEohyeefJF3v/utHLV+DULGkjBh45z37t3HzTfdyQvPbWLF8qV89KPvZ+myhSglGhezlMbKHCJNFGrcVIq1q4/gmA1HIhWNB7fv13h100Zuve1uBgbKXHvN5Zxx+rGksh6RjhBGIFWKWXPmY0SEEBphIsaGxrjxlge45/7HCesha1YtJ5N2495QUi0X2bdrL1qD46XIZjLs2r6DYrHEqvmLKRSyDWqsQbNj+z6mTOmkqTmf+EuCkNSDOkEYcGB/DyNjZcLQoENNpVwnl/PsTe6mWLBoEb945TbWOJpC3mVotMy0GeNnIF/IMWfudPYd6MP3fdxUBgxEIaxYvpxc9n42bnqN0bEz6epoYXR0jL6+fhzPZdq0mTbwIt3E9OnTSaczZNKCB3/xCFu3bufyy85l0aLpduOXRFQbkNJuEtNpl6tffynrjlrDDT+5hVtuuoPNm7dy3XVXMXPmjJgmbFh95BoKN9/DaKVOuVzh0KGexgSmscmMN+4IaGlp5eSTT+Gkk06iUqmyZ+9enn9xE9/99vfI5vKsWLmco49azelnncwLGzcyPGKvLxtxjR3aSItQHH30kaxcuYKbbrqbH9xwK9/5+vWccuoZzIyjwSdrsn5XJYTkiLXrmb9wLhtfehWlFNlsmtFiKX6oJ3BbTLNXEhkD5J7nxT6OUPd9ayKLZdMdblBrGt4XCBobMfuyBpl4m1ihQszWiyd9JD5AmrSTolSqxMCgxg/qBFFEKm7SavUqxsQSjJi9Va2OUatXUcohlykwNHQAIQxCaqLQyjartRIQEgaBlTvokHxzC1de83o8zyMyVaRrZa/zF87ihWe3E/hWtpEkjaXTKcZGi2hjP8X8BQvJZ61014D1ZDKGIKgg3QLZQhvVsWGQEBpNEFUptHUxWC0xNtzP1JkLiDsfhIgQxqFeKVsGNZpqZZRMtkDg1xrBH2CoV4txE+XYFFhhPQftuR4HUn2/3pDsEYWNJs8IEEY3BkEaDjuPxljPJfvbTINxmfiZjLdzjCOJE353FLOLhLYBJUhB3S9z5tkXc92b3zw5tJis30kJIUlls5x++vH07DvIzu17yWcdxooBkTAIqRBx0FUYSyBNLNtvamqiXC7/GlD3m/cJxD5ncRmTBFLYOzKK6khlyGRczjrraDraM3zza/exb98QoZEo4Lhjj+AjH34T02e08NMb7uCRp19EGsGaI+bz13/zTubN6UIKg9Cw5bUdjIyGuI6iVq3hSMHced2cfMoq8tkMO3bs4qFHtxGJ8SFLUy7HJa87hemz5zNx0CKlYmBglGqVxqavVCoSlHvpntpBOp2mUqlaT6LIytvrdR8EKEfR3tHGCaec/hsb2n+rPC/L4qWrWbl0EY8/87JdM4U1KO/vG+MX97/AooVzYjuC5HhK658aGmbPmsLppx7Jiy9s4fbbnmDH7l6CKEIpB0yINIqgXGOgXEZK10qzjCadzljQLQhsKqMRGG2HEAlYZ5L5fTxkSs5xpCMcx74H0xguGXxtcF0PHVn7ABnLzoJAk8u7FFrbybV0UIv8xjM0WcOFFBgiBJorL7+Aj/7VZ2hrn/HbDtlkTdZ/WgkhWbL8OBYuXsdgfw8P33cnTz71PPsO9rJ1506GR0asR265hLXZkLiuF6+P9jUcx0E5DvVaHUepWKGhwWi7n0oA8vg+sWCUJoo0obD2JlKM399CJAmnScDfeC+T/E4pRQM8j2K/NiGxQ9kk/CweDGazaaq1MkQaY2Lmn9GW9SdkrGaL36+Y0LckQKOx0s/LXncJ3VN+M2r09ttuoVavW0WahCAICWq18bUM2LVzJ8899yynn34mAonjZDj9zHP5/ve/z6ubt1mWWhQgTGIDFUtKI2OtEKI6OHZ8juMcRixyVALAgfWRM41eejyJNU7ujQKUUnieQxia2HOe+NjrCb2YiP/bDqOktB6uDQZgsi5Cg2EtY/sqHXsb2+eeJpdJ097WysxZ01m5dAHTprSTEYb+oRGmdHVz8srlHLXuaKTrAdDaPoW5Cxaz/phT/8PX9f/r9fvLrTaG0Pf5yY++Q3l0hFc2vcCH/vQvuf76G2ltn8Y1b7yK9tYsB/tGGSn5FKsB5UqVvr4hpPAaSL42Ptu2b+cfP/1l/vLPP8vIYJF3vO0tvO8Df8Sy5QsaxpWQ3NCCeq3GWLFMwh9ZtnQZrhcfaiEYHRvlBz/8CV/60ncpFzXvffdbOP+CU8lkXLspY5zZIqVEKonv+7z26na+8rWfsnnzPi6/6FQyaQfP9VBSIoQFrXp7DsWNg0MqlSEMNbt27iEKJQsWzMN1LZvEGEO97rNl2wEWzp9DOuUhhUXqjYbe3n4Mmlw+w+hokbHRMumMR6VSxA9qVifvpFiwYDbDpYhIR7S05hkcHMb6JcV0XS/HwoVz2bf/IMPDZbsplxIpFHPmzGPOnBn09fazZ9dB6xcQRTbVtuYzPDIAAuvHlPVoas5xwgnr+fjH30FLc54vfel73HX3E5TKPhgJRqKUE58Hm0QjFSxZspA/+dB7OOuck9i5fQ//8Hdf4t57fkkQWDZkZ2c78+d04ymB70f09Q42Jgb2UoqnBzHjKNmaaq1xHMXSxUu45opL+Lu/+hhXXn4uhw728Km//id+dOPPMVriuW48LTI8+/wm9h48aB9QgNaQyaR4wxsu4fOf+Qvamzx+/MNv2w32ZE3W77haW9u55JLX4XoO2WyGWswgcF0Xz/OszxLjniKJObDWmigKCcKgAdQ4yb2YTPQSuWvy8J+woU0kE1oYK4OY8H3JxjbZJSmlYumSXeekFAgJuZSL5zoxSyyZCFqWWOL/YXRENluI76/xFEcpJel0CiE0tXoJIbCTTGNYfcRq1q09EiEE7e1TUI5kdKTCq6/sxPUEXspBCAsOptMeqZSD40ieeuoJ9u/fj5SSGTNmMHXqVIglcUrA2PAgfrVMWA8gljsIbSiNjFAoNCGkolYaoTI6hIkbVXscNZWyDaxwUymCeplIh7huithMbpxZGEVWOoFCSffXWG7jviLJzxhjG2jPy+J5mZgJrhvN7kQfLiWVZRUqheO6DSZdIotpgLITfi4pa+9gfZwcpUh5Hiao0dI6lU9/+tMsXrz4P++inqzJ+t9UOt3K+mNPxvM0mWyGSIMRJmZehEhlvY6Mdbam0NyEVIpisXhYII+MZVZoMw7iGRvIopC4jouQgnTGyqUK2Qxpx0FocIUCLbjr3qf4xF98m5df7SUINErA3LlT+YtPvYt1Ry5joPcg3/7OXdTrEdlshlNPXcecudNR0kPgEIYV9uztRUgIojpOSuGmJMuWzGXBglmgI356w4OUaho0KAOOMGzYsJozz7sMN94gNUoY3JTD6PCg3TwqiZIpwiDClRGFXIo5c6fj+4HdvDd8oO2av27DWjo6O/+Pz8miJSs54aTjSbkuUlhbABlL/h/45fPs3N1LS1s7S5fNxDH2fIEdGD37zGYWLprHm950Cd/+zl9z0QXHWVuCMERiGcspR9HVnqe1NYvjaObMnEoulQItUJ6Lm/IIopBKrYYfhOgJLlCu41g7AGMItSHSNiPYjwIiknOfyF8tG0dMCCUx0vLTB4eLbN6+l4HB0ZjVE6+Txm7OlADPURxz5ELe+q4P0NY+Y3KQMVm/mxIC5WbonDqH8y+9hlNPPoG1q1cwY+Z06n6NSqUSp3sKPC9FJpXCVU68Z1UIafetxL1UYzwRM7owlgihhGwwyIjVBtoYy0oz2jJMXRXL7WMWX4PZrBv7ZBHLOi1r2doG2N+obLJq43ttD1v3a4Rh0GD7Jf69QsRxanZD2ghfSMDA5HWMEEybOo2LLnsTyvlN7lM2ncUPI5TjxMC7DWWIwhi8MgLPU7z4wnONe1opwcy587jymqvxPK+xT0RrJAIdBjYIzkAY2v4uCnwCv0a1UsboKMYQ5ATpa9KD6Rg4s6yRxtABIP73JPRt4rDJHu8Iq65Ien/dOC7JvxutY0+/2FIsXseMtl6CJv69UkocR9HclCeXy6Ijw4sbt/DAQ08xPFajudDCwgVz6Vp3AtJx/xMv6P/36/cXsAN279rG3XfcTrlc4uc/v5tyUfH+D/4J7/vjd7Bh/Xqmz2hDYRAmRMT0zXymidkzZxERsGPPbr74pa/x93/7Bdpb2vjkX36EP/vE+znm2DW4jkXpLWodNVJPlHIYHe1ncGCUUBscR8Yx2hJHCfoOHeC73/oeD9z/JDNnzuG9f/wO1h65MpZfiZjSa5sPIzSR0ZRGx/jFfY/xT1/4Md1TZvCJj7+LU0/ZQHNLE8iIVJw06NfrVKs+SEUEhJEmCAP27O9BOS7TpnYjpCCVTiGMQ39/Pwd7Blm6ZL5tiqSyPxtGPPLoi4ShJpfLM3/eTJqbs6xbu5TOzvY4HVAhpUdLWyfpfDt+EDG1u5mxMWuIK2KvDSUly5ctIQpCduzcEyP+tqFLpzLMmzuTUqXCq69tI9TSRmsZcKSiWi7HkdT2+EWhprOtm5kzZ/OOt7+BN73xYh64/yF+9KO7OXhwGGMcbPpQQvmNGx8BzU0F3vjGq/nQh99BoSnNj350E9/59vfp6+1DAO1trThSEWl48aVX6e3tiWnZKgYBZfxHxbHU9vyPDg0xMNRH3a+SyzexZvVqPvyBd/GFz/4lxx+3lvbuDmphFCdJavbv7+MH3/8J5WrJHiWRpPAYViyfxwc/8FYeevBeNr368mEb3MmarN9FKaU446zzWb16NdVqBR1GKCFpKjSRSadJp9IoaTeeruPiSoXnOnZiGDdTjpSkPMsUnsiuE4Dj2uYlAXcSAFDEnVgjQVYKK6uEZO7RYGkppfBDu4GyE0NrsJtyHFIpl8CvQ5ymbR9wknQqSxhaA/go1BTLo5CwHbQ1wK1US5RLI0Rh2GBOpLN5rnvr28jmco2G00SCfC7FkRvm2gbIJGlZdt2aNr2JJUunUxwtUq/XaGvv4rwLLuGCCy+xnnAGwFCrlmyqoIBMNo82BkcKdL1CcfAQqUwWTES1NEw2l28cCNschfi1CkIq6zFXLsVT0fHhkT1kJm5QrZRCN9YUQyO6bELTlXzN9+u24ZuYAhd/6+GSZ/DrdcLAHrPkWWibRhBm/H00mEmIOJnMYCLL3KxVyhSau3jb297OggUL/pOv6smarP9NBYJ8rov5CxeQz9vkQMdV6EjHyaMxfzSmVyWBFElNNNVu7Cphwn2S3Gf260EQEPi+vadif0/XcalUKhw80M/IaA0jDJ4SNBfSvPPdl7F08TxKxSFuvPFeBoZqSFyOO+4Irrn6YlzH9igY2LZtFw/+6iVK5Qq1WhQzkwVzZ03DkQFPPvEKjz2+3fYkxrJburs6+KN3v5cpU1cChzPhhHTo6OrGdW1ADQjC0CaxWkzeMDo6glQOJH6l8fFIpVOceNI5ZLP/Pv+6iZXLt3DiKaczd9Z0pFS0tLQ02Bylco1fPvgUUimOO34N2ZyLlC5eysVISbGkKZUDsrkc02d289GPvZFjNyxDCssO8bw0qUyawZE6IyMVhFHUanWqtSrNzTnmz55CLuXhKIcwDGMWciyLUwopBMGEdHCE7d1/fbCR/HcQBHazrnWcIGzQRrJ7X5GvfPl2vvf9WxvPy/giscdWCDzpct27/oiFyzdMgnWT9TsvIQSpQhunn3cZV159EScfv4583gYXOo6D63l0d3cxfUo3LYWsJSgI9WuqjGRuO35fJK+dDGBl7ImWML/A7uFSrmcl4co5jMgy8T5LAiysrDUBp0zMLAMlHRxl0+6TeyjwfXRs9WGBuHGShk3zTsJrBE58z0dh1JDrKiG44OILmTPvcEZyUgsXLSYMQlKpFJl0Bsd1GsfBYm46pqElzL/4eDgOl191LStXrkIIiYwBTQFIbf/oGMyEGAwVAmki/FqZKKjH/64bqbckyof4EZQM2KMojBlzDhhpBw9aWx98EnmyIGnGRdy72deIGs+8ZL0PAj8egsc4RrIORiFKaIQO0FFIFEVUq3UqlTp79uyjp6eXKIKmbBMrVyzgmEVrWLRwEUyud4fV7yVglzA27rnrDvr7+tDGcPKJp/PZz36C449djeulUI7HgkULyWbsxFMpiacU649azVhpkK985dv846f/hbaWdj75yT/hzW+5mvaWtN2wCTCJPWbsayLjqSI6pOfQAcrVEIRBKkFfzyGqlTIvvfg81//rt3nmmddYungp73jnm5k5a8p4oxdvSnVkkfAg9Dl0qIcf33gvt/78Ma6+5lLe8PoLaGtvwXPTtDQXcB0PIWzjFIWh3WBJheN4pNN5DhzYw959vSgPurtb4+RFK3XaufMghUIzCxbOPIwpGPh1BodGsAtgyNDwMKOlCrt2HcIYge+HIG2wRCbbxIwZ80B6TO1uwa9V40lh/JGEBcNaWwu8tnUHjQCaGKlftXIFynEYHBjEDyIc1437W7twBL71Rkql0khEvJE0eKkU649aybvf9Qb6enr4p899h8cfeZ6xsdGYGTM+LbG7TMsIWXXECt729jfQ2dnMA/c/yqc+9Y987evf5tXNO9AYAm3YvaeXW2+7i3q9jl14ZGPTa8EH2wCHQcjdd97Jl7/wVV7buCWejFqacGdHB2+46lK+/M9/x9/+1Yc4cs0qDAo/hAceeIIvf/nrDI0NW989EXMqjWThgjnM6Cjwza9+kXq99ju5XyZrsibWwoWLeevb3sns2XOwzYr1GovCiFq12mAAYwyFbB7P9QiCwIZTKIeU4zakYw2wTgjS6QyRjm2344d50rhJE4N2E9h3CEFkdCNB1q7Tdq0N9ETKviEINdVQ4wcaYQwp16GlkI+j3gWum0KbEKlU7ENlJaISy2oDu366jgM6ary/JcuWcdoZZ9rJrdHs2f0qjlJEPowNlxvGv1prjNZINAd3jzI8MMKiRZ0U8hlmzZrNW9/xx5x17oVksznsc8MmslbKIxSLw1SqFSITIZVNJi+WKxRa2kFIavUKge+P4wACIMKvVcik0wjHIfR9a8w+0UOQ8cZqAto24bgdDthNnA8YIptIFjMCkxxcK/ttfFPjuSFM8kQcb7CUsE3vxH8TMdtIxkMZKbHSGq351ve/zyc/+cn/6GU7WZP1Hy5hDK7rkM1IBJogjJkW8SYzSYI1OiIMQqrV6mE/b5m+v7aJnMgoFnbzaZNg47VNa6q1Wsxq1VSrNbspEpaNoaRlVx25dgWXXHQ2mCo/+O5N/OymJ4mMIpNyuOCCE2hvzSMSEwEBe/bspn+ohHRh1qxuIu2TclMsXz6Dgb5D3HH7r6gEEQi7+XRcyZnnnMVRR5/UMHKfWEqlmDZ1DjryqdXqjc3lq5u3UCqO4aWsX52IJyQC+/6lgFTK46STTvoPnROlFNOnz+f4Y49CoCmXSyilUEpQrdZ5/NEX2bx5G4uXzGbu3ClEkcH1XEINL72ymeeef9Vu4A1MmzaVP/3oW2hrLhCGBsdVvP9Db+BTf3EdJxy3msCPGBguEmiNRHLs0as56YS1CKyKwnVdu4lXlrljUzEPZx43rqXDFDc0hvoTWUE6MoSmTiXwef6lLfT2D9tgkvhZac+DQUcR06Y2s3zlyZNg3WT9t5UQAi/fxOxFG1i+fDkOIYVCE+l0lkwmg9aG1rZ2Tj35ZObPmceU7uk05QtIoexzXoCI/eSS10t6uSgKY8adto2gTIIeAQPFSoVytUY9sH6OTiyptGytid64oQX8IAbsIjt0BJIOJmG+ilgimvSxNnwiYedZIoXRAUpEyHj9J4pQOop/v6C1rZWLLn2dtfP4LdXU2oZQDkZHBH6dwPdxHId0JmsHrQhGRkvs3rmD3t6eCc8Lh87OqVx6+aW4SuA4KrbnssFgkYk/d/zehTBEUWBJREYT+PUY+DRoHWI954gBN8BEGB1idITRgf27CIm0TZpNe6nYZxW0DhvDVxMPYk1kez0dhSTKEoiVMAKEib0GhUEpgVRQyOdsvxkPTIwWjJUqjIwMU6mW0EbT1dXG1NmdnHTeqcw8/gSE+vdbKPyh1O8lYAcwONDLfXf9HM/zOOus0/noh9/OrOldiMQ/CQjqIV7GxXEcHCHJpNNs272Tz/zTV+hs6+YvP/FBrr7yQmZMm0oYVBgdHiD0bXKLEBJHOfGio5DKUm9r1RIPPfgoxWqAjHXrG199jTvvvJuvf/0HvLZ1P6uOWMkfv/etTJ3aFr+VBLUWDRlRpVzh+ede4l++8iO2bj3Ie991HSeeuJ605yKM3TxWqmV6+4YwZlx+EAbWgyiVSZHJeOzedYBSuUJLcwttbW1W1qENWvu88PIWpkyZQkdHc8MsEmMIw4hly5bT0dlGNptm6pQO1q9ZyJpViwFDNpthxqxFOF4e5XrMmDUfPzC0tRYoFkftpnlC45HLZWkqZNmxYz++7ze+BjB12jQK+Ry79+5h/969eF4K6ShLqY5DNhqMDGWZO0kijVIpli9dzB+/6ypWHTGXH93wc26+5WH27++LA4sSao4YxwEQLFy4iPe9/+3MnjONvr4RHnnkBXr6R/CjANd1KFXq3PnzB7nl1jsIYt+S5H3Yc29Bu3K1xsate3n6he18/ovX88gjDzWuPwEIqWjONnHaySfwj5/5Cz7+sfcya850xko+t93xS775nR9Qrdfj/bLdFhfyOa679nJ2btnILTf99LAp/mRN1u+ilFJcfOmVfPmrX2fp8mUEUUCxOEa1Um1cj1EU4fs+tXrNMtew6aBp18VGzVvW3TjzxMSmwdbjx4klBI0pbIOFZyb8zPimx3Utg8RzXSuzgMY6oqOIyECgDWHs8TFv5lRamgoxQGWoVktEkU8qlcFONMfZEQZryh5FIfV63TIdIsu6u/bqa8jH6YbV6jAvvvQ4nd0pcgXJ/r0jhGHSENrXCsOQVFrR0ZnH8QJ8v46UklQqxdJly1m1apXdvEUahaE0NkgY1THGNrKJkiCqV0mnUignRRAEjXVv4qavXq8RBElql4inpeOT1GSSmyBsE9ddWxOP80SsdHyjmRyfid4xxI51BtNg7CVmxkKMpwA3pugythMwBiUM0kQxy8Wjqa2FwIc3vOE6NmzY8H9x1U7WZP3HS0vBgYN72Lh5D5u3jyCFJAwDQMcgs0YBXsysSDaAiVUGkcaEurEWiHgIl9ikaCPQwlD1azY1PrC+SRqoa02EIBICLSwo6LmSfMH6qb39HVeSzzo8+vATfPM79zFaCXGE4aSTjuT00zbEvaNjJVfUOXhwgHotQmtB/8AwYaSZOb2VppY0GzduZ++BEcIoQmBwlMvM2bO48g3XkUrlfuuxEUIwddoc6rUxRkaHMFFIX08PtXqE50mq5VI8dCQGJjXSGJqzOS6++FKmTZv2Hz4vXV3TOe30M5jS2YpCoByB41rWx569g2zZsg9PweIFM4h0QL3mo6SkXK6zafMOaqH1o8IoFi+ezVmnHkUukyYMQl7duJWrrr2Md737cubN6QSh0Qb6+ge4597HcbyMtUkwBid+bll5tER5Lsp1GuE6MIF5/FuO36/7GUYGQi2IjLCBPwiUsMMkFaewE7MXV65awazZk6zjyfrvLoGQDktWHMnpp53CO976Ro49+mhmzpxDPp/n5BOOYd2aFaxbvYqlC2cztaubtrbWxrWfDP+ARshDGIbj98cEZq6dmMYgEcTJ8zbIMWHRwXiAhWWrmdjTUpB4WrqOi+O4cX8zfp9qbRrWUCZmlVnrFycGqnQD7BOJj15s4aGkxBWG8845l+UrVv//AumrV6/lsstfZxVacrynStjZQkhq1Rp33fVzPv/5T1OplMaPs5CcfsY5TJs+DYFdT5mAXSQ9dYP1DbFFk4MUEIV1JLrBgmuAbfFnl8rKWqM4FTthghutbQ8cRegJKbGHrW0T+kRLLooHDTHj0jKRbU/oSElzNk9rjD9IpUDYQIpIh5TLZQBam1uYO30mCxcuxHFm/NbB0WT9HgN29951O4M9/Xziox/kzz/2bjrb7eYtQYNLlRGefuZlxkZquFLhRyAdj/Xr1/LnH/8Al1x6Jm3tzQgpiKIahw7sp6ltCulcrkGJtQuDjveEljHxq0ce4omntxD6AmEU9SBk46at3HDDnfT1lzjttJN593veSnNbrnEDxCpQbJYODI8McO99j/LNb95Je0cHH3z/m1mxYpH9nfEEVkiIQut95KZSICS5fIGOjg6aW1ro6p6C79d48cVX8EPDvHlzae9oa0TP1/0aW7fvZsbUbjLpTMMzSiIbiV9hEOG6nv26EeiohlKSQiFHtqkJIRRSKGbNXYAfOqRSOfoH+ymXq4ctYrlsnhXLFrNv/6HY2y+ZIsPUGdNYsXwe+/cfYuPLr+F6adLZNEZIHDdFKpWx4KjrksmkSaVs4IVSCqHslKK9YzpXX30Jb7nucja9sonPff47PPzoywwOD+P7VYw+nL4rpWTOnLm8971vZ87sLowICbXGkZJ82qElX6Ba1XzjWzfw1a99h5Gx8fecbIZHR4t84Z+/yiuv7qBWDzlwaJSvf/MHbN2xJT4/MQ9JWDpxPpvhgvPP4Ctf/GsuvfgMtBHc/NP7+da3fkSlVrPTp9gnYPW6lbzhDZdw44++Q7lcYrIm63ddUkrWrj+Kf/rnL7Ny9crYJ84yw6S00nWhJCGGml9HAJ7rUg3q+JGVRyaG4Ic1bDGQLrTNsHKliieb1tj3cBBpHHAPQw06smteFCENuFKhsBNXJS1Q5wd1PMe17OS+flzXIe0q6n7FTgORhH49/v0QRQaNlWLoKIT4PRqjWbpiJRdc9rqGBKA4Osq+vfup1yKkgO4pbWSyKbQe36xKV9DV3U5fT4UozOGlMo1j2tTUzOuvvY5UOm3ZMNjps9ZhQ3ZvnwIROjIM9/fiKAtIloqjCKGAcVYHRuPXauhQx/+eNLIJpKZBJHEQv14i/n1JYhuNYz5xag3Y9DeV+MTQIOppY0HaGJaz1409g3YqnTBNjE0WFghCrSFm3YVBRLFUgZTHX/3VX5HNZv/D1+tkTdb/TSnXoV4rcuttj1KsRLhKs2B6M1PbMmRSLkoYm2A44b6YKPmBccPziSC4/f/23slksnHQVXzvxJunca9NuzFNZzw6C1mqpRpz5k2jtc3jqcef5O/+9lsc6h/FmIhU2uPy151Fc3PB/g6pMEZQGR3loYdeIF8okM+niCKBMYq16xaDqPPww69ysLdC4EcI4eCmXM45/yIWLzni32RwFVo6SGWyjA4NEPl1RoeGyaQkjlA0NbusXTWbIIwwkYlTrQUtbQXe+P+x997hcl7lufdvrbdMn9m9F231LkuyJPcu926MARcwxRgCHHISkpBychJOkpNDQr6EHno3vRiDjXsvcrfVe9+9zN7T3rLW98d6Z7YEhBBiAjhzX5cQ1p49Zc3Mep/1PHd501tx3div/L7Yboyly1eybMVCEBAGCmkZ5qMXhGzfcZDpmQrnbDyZhCNxXJtYQiIkbH55H55nvJY8zyMWi/GGmy6ip6uZSsXj4UdeYMe23Zxy0mr+5/98A+mYDVoRCs341Azf//49NZP2IPARWpNwXBqyOYIgiBQYBsd+Do69fv30mv4s+07hed5sYEbk/WXY1ALLEgwsmI+047/yGtZRxyuJzt55fOCDH+XWW27hLTdcx0knLueMU9fh2ILDR45SLs0wPjaMJSAMA3MWikIlpGUZxhhg2xZSmnojjFJUZwn/kQdk9HvGOiCsSTi1Mqw3rZTZk7Vhk4U/pbxQytSdoQpQepaRp6KQQoQ2Dk2RD7IKQ1CmOaaVYYLVvtc1tZUkm8tyxWte+7N+n8egsbGJSy69BD8IKJcr0fM9xjZE6EjJEHDH7d/hmac3Hbd39PT0smbNGsO0tiwsZE1uKqvNseiZEQ2LwdTuKIUOZtlxx4aNGTWXUZwds1gIqK2VYZXryBNP1dh8hrEXeUxjhrAobWq8mvefhes6xF2HZCJOR1sra1YsZ/nSJbS1thNzjVe0JcywXkqLlpZGVqwc4IzzzqP1V/A7/e+CV2XDbjo/yU/u+D5nnbaByy46jWQs+mAKgYlq9rnjjh/y5KZdBKFA43DRBefy0f/vA9x8/ZW0tzYByjDdSnm+dtttfPpTX+HAvpGIVTcbo1z1aArCEt/73rf52Me+wtBYBSEtEgmHMNCUvYDQhyULF3PdtVeTShlZVNWAUylFGATMTOfZvXM3n/zkt/nxnY9x2WXn8rY3v5aerhasKkU4utC7rottWwyPjKBChcDCsl06u3vo6uslkUpTKhc4eOgwAsm8ufOIxUzhpLQin59meGic/v5OZHXDimqLYuQd55UDyiWPQ0dG2LNvCIVlnrueDcZACDq7+wlUnGQqSSLuUiyWj+vKW7bFCauXUywWGR2bQEdFrZQS13Xp7eslrPi8vHk7KoSmpmZSqQRtbZ2GcRdtspVKhVKpZCRtKkovjJJbE4kkJ25Yzh//8S2csHw+H//Xr/KZz3ybZza9zP79B8jnpymVSvi+ZzZlrWltbWLBgrk4dgyvorBtSTzuMHeghbNPX0JnWyPf+e4dfOADH2Tnzj21g28QBnz1q1/j0UefYaboUfZ8KoHHgYNjfPWr36NYKh0vkZDmcCyFpLOtnT/8n2/nr//3H9Da1sqXv/JD3vcn/4dd+/abCUe0cZ531il0NSW4+64f/hd8Y+qo42chpWTN2vV8/BOfZdXq1UjLBEkkk5na/uf5hjHrOI5hV4Qh6WQcRxIVXZH0ILIdMH4Yx8oydc2DoyavrDLnVPUANMvWCny/NtELIx+PquSsyoxLJhIUiyUqvm+YJJG0zTysSfyuFpA6ep1VjxAziTWeJTfccCMtLS21Pbe5tZeWln4OHsgzPu5z8OAIbe1Ntd8RQpLKJLEcj+HBPKlEBteZPawKIThv40aWL1sGCOKJOK4bM/5vHH+YE1LUJsBQlQ5XZa669pqrRZqpdWebZNW1rd3fMX9+Psxta+bP0bpUEQbVaXO19Iuid3RNZ1Gbsv5cFl/0fKWQhFqhJYSBh23F+Ju/+Vtyudwv+CTWUcevF35Y5JlnX2Dn/gniqRi33Hwpn/3E+3jv753Dwr4MrQ1JHNcCQeRfTK0OSiSSCCkJjjksAtFwYraZUywWjqsLlDYhBn7EUAaQWjG/r5PpQpGSH2I58I1v/og/+dOPsWPvEEIZz8uGXIZly+fV9lKlQ0LlcWD3QfbsGyXwPQJfUfHKtDTmmDe/k4P7DvHiywcpVjy0sNBa0t/Xy/VveCOx2C9uCKVammlqaWVs8BC+V6K7K05/f5xEMglasP7EhWQzMbQOCBW4sRg3vPFmFi78z4XHCCHINbRz0oa1xB0Lx3FrexFY3H//8zz2xBb653XT1pJhulAk8E2TrlIKKJeMiXos5iCEzdKli1m0oA8IOTI4xl9/4JOMTk1w3sYzOe3kVUhtEWqN5wdU/DLlcmXWw1iBaztUiiXDuvw39tTqf/5caXT1vVeqNqB3LDO0MixpFfkdR/5Rtg11tkkdv0UQQpBMpok3drFk9QYu3ngWSxbOZ+/BI2zZfYi9hw4zMjbB4Mgw+fwEUvskXJtkMkU220gmncF2HCzbIp6IgTB1h0lOVQhR9XbTUfM68qhT1eYaVP3UBIbw4tgWli1r371jFV468okzv6QxUlkPLaLHEKCJvIirjauwagVybD1lmoy2bXPiySexbsMpv3DIobVmOj9NGIQYm2NTG9m2HdW3IZZtAnW8osd3v/Mt/Eg9AuDGk9z6rvfS3t5mhiDHDFOFIAqlEMfUrbN+dkJEXqIQeRGDZUsjcQXEMZZe1ecKRAGWZj10NThHK6N8QUXsOG08U2WVORyiI+uATCZLT28fSxctZdmipWxYt54T15+IdCXpVALbcXBsu2YtoHWIVyqTTDqs3rCOWLz5F67pf3f8bLTJqwAvv/A0R/Yd5OqLz8OyQItIY641yIBHHn6QL3/pdibzZZra2rnlLTdwwTnra5uDoXoopiZH+fgnPscD9z8Nwqaz52kWLZlHPGEDEo3CsmwKhUm+9c1v8c1v3k0QKuYOtFAsligWPCzbItCadNxlxaqlxBIWvm+kTKiQileiMD3N6Mg4hw4P8r3b76OttY33vuvNLFk6F9u20NEONfvlAktYZJIu4+NT+L4ioZVpXlmzG9XE2BhTEwUcy6KlpZWqhAOhOHTkMGUvYOGCAbMZWrPU34nJAk2tcyPzd9i37wjT0wU01UhriW1X5ROKlrZ28kXj0dLV0WE87oQwX/Roc+loa8GxYNfuAyxbOt+w8yKa8Mrly/mOewejY3k8X5HNZkkkU9i2HR3aJWGoI/8UhZBGMluFFtpMI2Wc9vZ23nD9VbS2tfCVb9zBk0+9THd3EwP9c+jv76G5MUNLczOJZJyhoSEmJ6epVCo0ZFIkUw7z5rRz7sZTWXPiqRQKJb73vR/ygx/ey9/87T/xx3/yHpYsWsTQ8AiPPfYUxbLx7aoeSINQ8PAjT3PSyY9x0flnRzK/aBJkVh8NxGJJzj/3bNrb2vjff/kPPPzI0xw5cpR3vuONnH3Gqbi2RTqZ5HXXXsYXv/M9Nl5wGZlM5tf+vamjjp+GEIKFCxfzoX/+CLfe8ib27dqHJIqUF4ExBY7FCMKQSrmCbVtYtoXng+s6eH6AJW2UDmflrNGQQkfMOzceJwyCGuvk2MeGaAqHOcAEQYAGAq2wpIXWRi4gMAdkS0I87jI8MorUIXHXMc19bRqCQVCBY5hn0potWFpbWigWZpgpFlm0fBlXXHXVccWDZVls2LCGh+6/j7IX4sYliaSMJsRGNqpCTVtHE6NDeZavWEBD4/GNqGw2x7Wvez0vb3nZmJdLieu4kZWBOeHLyOzY98okcg14XoAlBclUgnx+araxFx3yjg2AqL6W2fWjxogzzbSfXuPZ/uls83T2gGgSgHXE+9PGz7AqsajescZcK4RhWYaRqbBprEbXLa1NQS5Mc0Hhk25s5ktf+hpnnXVWvUir4zcGrTUH9m/nc5/7DuPFEqdvWM6bb76C5sZG+uf109fdxXdvf4I7791OAFgyNMEBSqNCTalUqjrImb0qOkRJBEpSS8CGY2TiwshhqzIwifGxS8bj7D84yHTFRyPZt2+EXbsOk84ksW2bMFDEXZuerlYyqVSNvayVAgmPPvY8MwUPCRSLPjHHYk5PM6tWzOP7376TkfGi2TOlhWNJzj/vXHr65/67379MqpmWti4Gj+zH84osXDSH4SODKFFmKh/ywzueRiuNG3cJK4KVq3t5w02XmEHOfxJuIkl/dzcdbQ3sH5w0yjBpGMbjY9Ns3rKbU08/gf7eNg4cnsDXAktKDhw4wtjYJN2dLWjt48Yk8YTLuhMXcdc9T2E5MbZs3scD9z3DNVedxxlnruWBB19AKWPYLmTVry4aiggoliMPV3P2j1jhVVRZc7Ofq2NtDI6Vl0lDCce1JaiAbCZJueJRKleTFAUq1FRCeOmll5meHiOdbqrvk3X81kBISWNrB6tOOo9Mw0sUKxWmp19mLBT4SjNdmCYIAtobs2ZIYEna2lpBQX46T356ikqlEgU/mM+14xgF1/TUDJ5vPOk0AguBsCxUpDBAyxpZBjQqaqYRDUGqZ+VqCqxhwpk0WKUClA7M9zfiLDmue0xdFNWGkUoqVAp0QNyNkYg5JJJJ3nD9m/7dIcfMzDQ/ufNHxB0Hr2ysVqpqXzPIEUgsw+ITgocffpB9e3ezcPFSs75CsGzFai6/8iq++dWvkkplGJmcoGpNYuTEx86/Z68F1RrSWK0YJqIXKKrhiebWInoe1OSyIvJBrp7dE/E4vlcx/viCiB2uUEFAKp1kpljEeOKFaGXT0JBj7sAArqXIplIsW7yAgbl9HB0Z5elnXqIhlyOdSjE+Pkp+eprALxOoCsm0JNPYw3GFbB0/g1ddw06FAbd/9zusX7uas85aX7vogjko3Hf/vfzjhz7N6HiZFSuW8p53vY2F87ujDywYmpMkCIt85atf4957nsJToIXHfQ/dT/+cTi66+GwMG1UzOTnKh//lEzz00HN0dnXy2tdcREdrkq3bXubBh57n8GCeIFAEvs/DDz+GZUt6ejvI5/Ps2b2Hw4ePMjY+wfj4NDMzASesWszNN11JT08PlmVH2v1ocqujb6cQxNwYDQ05Dg0WCcPZJAfLqjIcFMPDg5RKPq5r09ZmmCBV1squnfvIZHI0NjagtJGHVWWjM6UKK1YsAzVEPB5j5arFPPjEFlqaG7DQSMcmkW2hekqOJZNIK0ux6JFrSFEsGvkZ0lCAtYZsLkcqleKFF7ZyyUVnk0hUaf+avv4emltzjI1PMDkxQS6Xnt1UogKlVCzh+z5uLFZjxMDxU0wzbbBIZ1wu2HgGlUqFL3zlDoaGRqiUSuzavQ/fK5FOJxHSZXhkjKmpSeK2S2NDgosvPYOzzjyT5pYOHDdJY2PIrbe+lWVLl/LxT3yBP//zv+Mtb76eseFhBofGcKRFyDGpYEpRKft89SvfYtXyRfT0mA2oVq5XWZJaMD46yr6dW+jvbGJsdJxde47yv/7XP3H55S9y8xuvo7OzjeUrFxP77l1s27qFdevr/k51/GYghGDZspW8731/yvv+4H8yNTlBGFbl/GZPCjwfIcwUb6ZYIghDHMsUUEJoLGERcx3KpZI51NqWSaSKmkRV0cGxB5LqAUcArm3jRX4n1Wt6qMLagUhE7fB4LEYQBhhxqMSOxZiZqSAjhitakUmmKHtlPD84xntN4DoO074J7nnd62+gra3juHXQWpOfHsd1bJpaEhw+kufg/tGIHWgagqViyNNP7aIplyCdsyPfvlnZhLQsLrviKr71nW+y+cWXSSWTFIpFXNtFaSP3MAd+jQr9WpCQUkEtsaxKWFNaIwipSod/ulFn27bxuKtGRvwUC89YC9iEoR95ysxKuqoJ6Oa1VSe3gBRYWkTT19rKGFms0ni+F01pq4zt6sBCkEikaG5uY/jwAQplj/f/7V/Um3V1/IahyedH+Me/+1v2HxiBUDE4NMlTT2/jnHNW49oup59zLh09HeSS3+PrP3iRipIkpMBTEi8yNpdCRrYiVdapmFUtHNMgr6J6oJw9dJrf9UNFoeIbwbwlmJ4uIKSmWCoTBgrbdlAKVq9ZSjaboMq+FaGkVJ7m+ed34fk+jjSNskQsztKlnQwePcy9D26m4oEtbKS06Olo58rXXD9LCfsFsKVLT+dcnnvxaSMFlSmamzsoTee5665tPPncUQIvxJY2Iq658oJVNDUtfEXeIdt1mbd4PouXDLD/6NPGb8qOIS2LMAjwPOOJ2T/QzcNP7sCOgoXKpQq79+xnzaql0TnA4NTT19D4qe8yMjKFVxL8/d9/mo7uLs678HS++pW72Lr7MAITslSVQB8bKFIdVCht9uOqRU4YmLCiVCrFzMyMOfYfxyY/hu2swBIiGjYJQs9HqJC4A0pJzJzaXFsffvhJvvvtf+XGN/7JK7KeddTxSsF1XRzHYe7S1bT3pFBKMTE+RmHnBKFfQaAYnpomk0rQ3NTMnN5uEokEw8PD7N2nCBNJAj/A9zx83yeXTWE5grIj0doo4oQw3y0jxawyW6v1CSgUtrTwKpGHr5SoMGLORfJOra1jhhshKLCkiGxDTKAgoWf+TZtTW8w1dZvyKgitcB2XpsYc52zcyKmn/zJ1i2ZmegLLtUimk5QqHkHgE/i+CSCKAjdKnkLGHZLJ+HH7FIDjuLz+xjdzdO8uduzYjRf4hKFiulgwQ3DXxfP82u2lNDVnPBGjUqlEzD5Am5/paFguZfVcaupzEfU+hK5aqwgc28F1BDoEZVxusITEdh2SyRTtHR1MTk4yNjqCDgKU71Mpl6iUS6RzaTLZNI3NOVJph9YgR3tbK6ViCSkF5a5OhO1w6MBeZvJjLF+5ASET1PGL8Spr2GkOH9rP1hdf5A/f+w5icdt0rzGS1e9+73t84lPfoFK2eNON13PdteeTScZNUymSV6ooyeTQwd089NCzhNomVB5CaMYmxvnCl2+jq6uDE9asZHziKB/60MfY9OR2li1bzDvecTNLlswnDAOWrVrDilWr+PGP7uHlF/czUaiwdfteDh8dpqkhh1IBiVTcGHQrKBdLtLV2cd1rL6a7rxeiAlBrkMKkxAisqNuvsZwEDQ0Zdu0do1CYoak5E9FiTXiElMIUeVozp6+H3r72moyUMGDP3qN0draTySRxHReBxnFilEvgK4dMLsnEkWmCUHPk6BClksfk5ARepYmGdJLQL6J1MyCxLIem1i4mpor0dLdQ9kOEMgalIWYTTSSTLFw0l/0Hj1IueyQSs1/OTDZDb28nT27aytZt2+mf0xM17KrmoZG/gAoNFVdUMwvBsAY1RravanzpVCbHsqULyaXu5jXXnMfZZ51MPJWlUq6gdMD0dJE9u/dx991PsHnrbpLZFKefcRbtXX2gzX2ChW0Lzj73bHK5Rj72ic/xDx/8GA25NA2NGRIlD601vq8olT0CbaajQ0ODPLPpCbo6r0RI52fq4YpX5sH7HuDuex7m0NFxANIxh3LZ46u3/ZDnX3iZm256DadsWMuaVYt5+IH76g27On6jkFJyyWVX8dzzz/Gvn/goOrqwS8uiXDGstVQqQVNTlsOHhwHwPZMW1drWwtDgMMVCscY0kUQG3tH0L6x29qsQsw0orRS+bzxIDBtF1JpRGtOYQhsTYcd1mZyeJoimjIWKh2VJwjA0sgsNXrmMbUkqGizLNvIHIcik0kxOTDB/YA5XXX3VzxRkQkjS6Xa8suLo9BR+CKam01GKtEk8jbkZKh7s3VtBiJ9lmDQ3t3DL227lf/6P92DbkljMpVAsYkkRyeRmgzdUqYSUpqlZKBaPa7ZVZanVWWlNohrB932qMhC0ef5R3letGaciCYU6pgEn5TFMECmxbSsq4owkWUaHTm2eSO09nS2I9azPqzbpu1JKfL/M1Ogh3GSKz339G5xxxhn1Zl0dv1GEYcgd3/8qP7nnIbwwxNKSXXuO8gd//DFufetVXHbJevr6Wpk3dy5vvPkaXth8lKe3jWMjkWhsCzMc0EayRcSws2w7Mvo2Q43qSPVYOT9QU0PYtoVf8ShFoVxVti5aYQs7Yrma/cG2Bc1N6VpzUAgB0mXv7r288OIeMpkUoadRpTINDQmWL5vD44+/yPhk1PAX4DqSS664gPmLl/5S30EpLdq6epm6/04qFQ/LiXNg1ySPPvIyP7xnGyNTRSypsEVAb0+WOcvLxzF1/zMQwsa2W1i1YhEPPfEC/rTxlkokXKYLAVu37qdS9lm0qN8ENkRqE1tYHB0cRguJFNr8O4KOrm46WxsZGZ5CoTh0ZJy//sAneNNNl5FpSKBUgECSSiaM56YGPwoHU7Ok5ZpBQbXp6jgunldhw7p1bNm8hSODg7Ud2uyHFmHoI6WFpTWOtEyghWXh+QGL53fS2pJEY/Pkpl2UAoUUUCp6fP9rP+DS82+gqav3FVnTOup4pSCEIJ3JkEjOZf2GNTz80MPEHEkYGDdbYTs0NDaQy2bJZJIsWTBAdu1SSqUyFc/jyOAwO3btZWamwNjkJJOTU0ghiLsxhLDxfB8lwuhsa5pJx0rNVRhiHPBUzZ7DD4JaTWS+dwGz1ijVulIjbAkSlPLRKsTGMomxlk0ikaRSKZOIORBaNDfEufTi83jb//hDUlEQ2S9CsVBkbHzcBJoFCktrQhWpKCxZs0sw1ZvFa6+7gXnzF/zM/cyZu4Ab3nQzn/rXjzNV9CgUCsa6JKpphQiNL6AQJr1a61qYg5RWjQZclbAem2xt2yb8Q2DqaK1NwJLWJuVbK4mUDpalicfjCCHIZrOsXLEK13E5OjjI5MQYYWgaqKOjI1QqZRYvXIiwLQ4cHcb3A7Jxm/kD/TQ3ZkBYtDQ2097dTlAo48hGTtx4GqlU9j//YXyV41XVsNMantv0FG1NjSxdMoBWhmk2U8zzla99l6985fvYdoo/ff87OPvMNQgdorTEqjV7Itmi9nnw/ocZHZshjNRGAuPjMz09zfatW2htjfOJT3yOTc/s5OKLLuDmt1xHY2MmMhGWuG6G5StPpadvDp/9189y/0PbGJjTxxtuuJL583uJxSxirmu67EGZz3z6SwwNQWNTYy0FVQhRS8kxhy0d9aMkApvu7k4efPhlZgqFmrzUTPwEWplGklKK7p4e0pl0tIEpgiDg4JEh2tq6icWMnl4KDVqC0AhiZNJxiq6DKvv093Wwalk/vZ0tKCpkszalwhGSuR40AikkHV3djA4+x9y+Dob3T0fvx+zGEHddFszt5amnNzMxnqehIVcrWm3bpq+3l0efeJkjR0dqr9dMUhRK6Rol1/e9iJn30+/9MSbn0QSmraOdjvZWGhtbaG/rRklJJmvWtL1NMHdgHvPmzeX//v0nKBXKOJGxr2nWiVrBqZRi7Ykn8Bf/63/yL//8SZ59Zgtd3S2ceuZS1p+8gVAJtm3dwYH9BymVS9iupKklFxV0hrk5O1HXPL3peX7wo3s4eGiQim8uQJYUJGI2ZV+yeet+/uqv/5mliwdoamjFSrdSKpWOa3LWUcd/NRzH4V3vfi/Dw4f57re+h1SmFhBS4Fgx5vQMMDU9himojH+GZdkUCyVitkRhobRpuvtBUPPmcYQk1CFVT09zAI0kD8wmisEse6zK+NJaUwkDYhGz2JGCGS8ApVEiJGcn2LCgn/te3knF97GEcYuSOoqmD4x8P5VIMjIyhB8GXHPt6+jt7f+Z1y+l5LyNV/LVL3yRnbv3kEzHSKeyDFfGMHOUkHgsBkpT8RVnn3kBtv2zDTshBOeeez5r167lmaeexLYlQiiEsHFsF9/3ogGEwAtNsJAW0vDkpBlIVL1KANASHUlPj5XcaV07UiKiyXF1zmFYHpFfC9XWn7mBUqJ2Q6WUKdqEaRYQNep07VqpoxpZI7QpPVV0CHVsl0olakAIUIFH6GT5zBe+wAUXXFBv1tXxG0d+cowvffrz5GcCwMgUhYSxfIF/+shtfPf7d3Pr26/m0gtOpbOvn/kDLby4axIVmgAEHXXiqsyOKrsrCMNagnI8HifEpAPatv2zKddK4XkqYsyCI6g1vas/j34By7ZIJhPkp0tMTc2Qy6YiAYnPU08+x0S+TCItCLyQZDLGqlVzWbS4i69+7ceUvQDHsUFoOjvbuPb6t2DZv+QRQAqyrc3EHAsVKrLZJpRO88iT+xmbmDE+yFqilIWvXFKpc45jFv9n0Z5sYE5fL+2tOaanRymXPUDjBYrRsRJ79gyxatUiGjIJJqdL2FqTSCR44fltFIsFUslYbb9JpRIsmN/Dy1sPEUZDoJdf3MFf/+VHzDJLSeiHCKWwLYtCsYTU5n0s+R5IWfOaqh7+wzBERlzmpzdtQgWhub5UBy/VQbuwQBt2j21Fe6Wr6W5v5pY3n8upp50MMsYnPvV1vvDlB1CEqEDzzItbePipx7j8itfW9806fithWY109w7QlE3iVzwcaWPZNplsjsZMmraWBnLZBtpaW1jY38mRwRGKxQrxWBLPU2zduo2JsTECJVAocrmcsQYJPUwgnwkYCwLT9K6qOwQaHSqE0NHw15zhzMDRxrKM8k4Iu7anSsuKVApREioKy5I4josUUClXkEAqnqRSLtPUnGb5oh7OP/dU2jo6f6n1mJmZ4eiRI4R+gFf28UOjELHErM+vtC1iMZdMYyPr1m/4uemotu2w+qTTeUMxz3e++R1efGkLfhAQRH6X6XSKQqFAY2MjYaiYmDQkECntSFVhNBBVRZskGrgKgQ5CbMtYTKUSCdKpFCNjo/ieh9Ih8USC9pZ+0omEqfMdm5jjsGrZImZmihQK0zQ1NjExPm7UHBKmpibZu28fzc0NWAIKMwVamztozTQyf6CTtJMm1zdM95yzEMU4TLmIzH/eOuG/A15VbqZaax6+/wHO23g26ZQNQrH3wC7+6q8/yGc/922KXsipG1azaG4vOghB2kjbMA6MdtscPsfHBnn+he0EykICrmOTSSZoaciydGE/fd0tfOhDH+OZ53bx+uuu4u3vuJ6Ghmwk/9SzOnUhiNkpyoEmnkjw9rffxGmnnkxHexeNDS2kUhni8RSJRANz5vSTTidrwRCGlmuSXKrJYqYZZ2FbduR9FKO5pbXGkqjxLYQhmiltNqBisYwtHaS00EpTKlcYGpmgrbkRp1awCazocJltaKJSKSCEheM4HDk6gRIuiVSabK4Rx7ZMxHT19Kehs6eXmaJPzHGYGJuovSfm4KiwLcH8ef2UiyWGhoYRyNp0WUiL3j4zORwaHDYH0CglqLqBVTxDJz622LUiD6iqLt8kWEb/hkU2k6GxsYGxcZOwKI5JsdFaIKTFwLy5vOUt11EoVHjqqWfRUQVu3kcjrKua4Q/09/MXf/4HXHrJORwdHMPNtbLhpFM44/SzuOWWN/OXf/Wn/O3f/RV/9b/+glNPPRsp7Yj1OFtgaaV4etMLHDg0TCUwRbrr2nR0NtLWkiWbdEnEXUpln2df2MX9Dz/Fzm3bmJnOv7Jfljrq+BXQ2trO+//0r1i2fAlgmG9hGCJtB18JJqcLtYOq7dhks1lmZqZxbIfA92vNdBUdYrTW+GGApQzzo1awVDvy1SIjYmxVBwCG1m/V5FyhhpgtKVU8LMtGCkEmnqQUhOwbGcISAtt2DEMZc5+uO1skNORy+L5Pd28vr3vd6//N12/bFkpK4ok4PV0NJFImtbC6b0gpaG5NE4tLDhze/2/eTyqd5q23vAPbjROEYe111yRT1ZRpIBE3TOzZyag6Zk/56b+ry6d/7v+v7kc1KXCk0z/WPP3Y21taQKBqRV70lmB8YZza/Rz3DIRpDvb1DdDe1h2lh4UsW72aT33hi1x44YX1Q2cdvxUYHTnAVH4CtIUTc9AWqMD4YpbKHtt3D/N//vZL/P3ff5Hx0SIrlnWRsDRelFYIHDc9DJUZiB4rT69UKpTLZYBauI2x9ZC1363dXoJtS3INGar5yyYIhohBETBdLPHII88yPjkNmLrmwIE93HnHc4ShpFL2CTU05TLceMNGjhwe4sDBqVkmmLR4zeVXM2/ekv/QWiWTaXy/TD4/DSJLuSLwAxMk49gOaIGkwrq++fT3XcorebxINsyhb94Cli8YwLUEWA5IieNYFArTPPrY83R1tbJwfjdSWIQh+J7H/j1DjIwOH7N3GYbimrVLSCRjxGKx2vCjMGOCOmJxF8d10FqTisdRYUggqYVB+FHwEXDc30oFIDQzMyUKhWLtudf2OqWxNFgaHMsMaWwLGtMxXv+aU7no4nNobW2kuSXL6aesIxlzIz9oSbGiuPN7Xz1ub66jjt82ZBvaWbR4Ac3NOdq7ujhh9RrOOP0M1qxcRcwGoRQtTY2ks40EWOw5cJjNW3eyd/9Bdu/dF1mIQCyWYP7cBSycv4D29i4ymRyWtHEdl1y2gXQqies6CLSp7aJkallj9QpikX2S1kYyjw6wLbAtaW5vSSzbNs30MMSSFm7MpVQpIyzTDPQqZRzHorOrjd5Vy5i34VyE+OVSrzu7unn99W8klcoYKxHHNn8sGykklmXXzrBvveVWTjzx31ZRSSfFulPO5ZZb3sgZJ6+jq62NdCKObQkKhQJhGDI1NUU6naKxsZFYLE5XZzdNTc0kEwnjPRyGSDSxmGuandH1wJKSTDpNd2cnixcuIpfNgRCEoc90fgodajLpLCesXMmJq1dxyUXnsXrlUro6W3AcQWtLC8lk0jRAwwCtQ4qlAqEf0JBNM3/BPNy4i+v6zJk7wNL1c+gZ6EHKJCKdQnTXm3W/LF5VDLuJ8REOHzrEm264nLI3w4/vvIdPffZbHDw0hiUtbBs2v/Qs/+/v9nPru97JspXzEJGhNlHxZEmJCgOy2TQtDUkaGjOceOIqliwYoLu7l1RK8KF/+iTPv3yAG294HW+68VpsRxynr69dVLXiyace5emnd/Ha117LypXLsaSKfi5rTTZhwfTUJG7MjUx6o45bdGQTMjqsYZITtTAqp2Q8wcjoKMXpwizTwTww0oJS2aSVNjbmogaemR7nJyfJ58ssXjgPIWcPYYbFZ5FtbkGVpgjCgFKpwuatu9iybTcz+dVU0pLx4aMkcwPmSUQHuZa2LkplRSweo1CYxleqRvlXoUIJSU9PN/F4jMOHD6P0mmgzNTVre0cbrmPVnrMlqwm8spYgJC2J7ZhN2radWlNtlllSZYVoQOFYLrZlMTlVwAsCnMiTwCxq9ZBpsW7dWk4//WW++50fsWb1Krp7u2qNV31MFDgIGhubefe7byGRSPCD79xFOpHk9a+9EteJ4zpGFjf7GVA1ll6V7SKkoK29pbZ2rm1xyqlLufXWWxDCZdu2bWza9Dw/ufsxRkbzBCpgfGL6OJ+COur4TaK7u483v/UWPvg3H+DI4CihkHiVMkeO7KdSKSGFOWQuW7KcqckJ8pOTVIKAUCtc16biVSJZlpGjhpHfiG1ZRlYGRPwtHNsiUAodGm83O2KvVJknMrIB0Eqb4AOlCf0gMl0voTXsOxog4zGsIEBV5ZxKkUrkmJiaxHYk04Vpil6F99z0JuYMDPybr11Ii5mCT7Hos3/vBGVPR8bxkXRUw+REiB86LFy09N++HyE48+yzufo1r+UbX/sCviVBW7hunCDwTSFqGTPlwPNqqYRAbVJaOwgKs/eJYya35nazfi+G+a0jDl3E7BHV5ptZ7+rE2lzHZq87AmH8lpAEuibuM1JXIY5LyDS7pJHyHTlyCF8FeMrjmqtex7987GP18Jw6fqvQP7CEG2+8gQ/+v48w7fmGiYoCJWoM3ompIt+943HO3ngK2ZZW0hmH8aKPrsrQo/tSSoEUhIZ+atpVkULDjvYuHYTYUpJMxah4AV4YWQFEA1qJYT7EHJtC9P2s+D7JZILp6WmEgJmZgMNHRrjnnie4/g0XMz0+yte+8j22bDuEFCYkRimf/jmdZNKCL33ucaYLHhoLG5eOjkauvPZ1xkrgP4BUppVUpomRwwdZvHQp2M0UCgW0lECIhc2Cvg7+6B8/QEfnL8dC+WVhNTpkGgdYvXYljz+1mfG8R8XzyWWSzBQKHDh4hOmZPKtWzOP5zfvxtUZIi6HhcV56aQ9zB/ow89cQIS0saSNUQDKZNDYpoTZ+xAGEFcP2DpSiNDlpWHKhohh6Ub0sajVejSlzTGCdRiFty3weIpY4kVRaWNFwBGMulUzYrFszj6tesxHXjXN0aIIf/vgxPvv5u5jIF9BEta20GJ8ovaJrWkcdrzRiiTRvuvUPWLhkJTHHNL+mJqbIJC2ODh/C811SiRjDYxMUymWODA4yODrC1h3bKFZKJBNxyl5Aa2MjnZ2dNOTSnHLySbz08kvk8wXSqTShUoyPj7Jly2bjZ2lZuK5LQ0MDIBgZHcELjE+c6zgEgUZaZo91XZtKxSeZTBIqRTyRIJ+fhNCnrbmJmUKhVjPF3Bi5bJbGhhyr1i3nHbf+OU3Ztl96LZLJJO957/tobGzlnz70QcZGjXqsOniVwqgourq6ufrq19R82X/uusZixGKdLF19DpeUfSYLefbsOsT4VAnbmWZyaoIgDJienqa1tRXdCD09/RSK08wUZjh44AAqCBBaoEJFa2sbjTlT/xYKBbra29mwdh0Vr8LkZDcz09OUvTJBGDA4NEhzYwNHjx7mhJWLWXPCMny/QiXoonFrlmQqQyqV4sUXX8DzPbRWkXUK9Pd1smrOPDLzBpB2kVh8TqRg+48Ni+oweFU17I4ePcrY2DAPPnA/W7e8xGNPPMd0ITRd9DDA9zUHhycZnSzx/e/dw8C8PhJxUTMMtqQTSSkH+MP3/T5T+RKNLS1kMyksaeP7Fb7w+S/w3EsHuPjijVx33RU4ziy7wly7I48gJZiaHuFb3/4xi5csY+O5p0RBFT8nCl5rgiDEsuOGViqSNXmuFNRo+9Upa7VCzGQTBL4XpVhZEfPCFE9aw+jwIIFXIZfLRQfcEK0DhoZGcZwYnV1Ns+yKqHGngHQqzvT4XryKbVIfhcWiBXPoaG9BigoWmli6tebhAZBMpUnnWnBirmkWljycdAwhI4kukMnkyDWk2bvnIGHg4bjxiJoLHR2d5HI5pqbyVLwKthOvFUVaa9yIeeh7fsTO0TXJbZVtB8ebOIMxAJ4Yz5tkMUStqVptBoqouXDNNZew+eWdfOM7P+Bd73xLVMwab6pq4V6931g8zrXXXMCBfbv44he+BQhueMPVWNo+vmHLTx2sUUipWb9hLd/+9veZmipw6hkreMc7b6W9tR2QdHe3c9YZp7F27Yn844c+zuHBUQrFPEEY/Ke/H3XU8UrAsiyue91NpBIJPvovH2LP7oPMFMqUy+ZA4ToWsViCU09az44d2zh09DBKm98LfB+BIBFPEIT+rC+dNOzXMGLVCiEg1JHIKJJ0CoGvVY2lIoTxsgvDkCBQuLEEpeJM1UoKJUzzqBKGiHKZqhm81hrbcnAdB4TA8zwmA5/Va9dz001v+oWvvb2jk3XrVvNQcQzLdigcnYwYgKC1uY60tDbz5re/k1NOPe0X3pfrxnjPe9/Lls3P8/QzzxD4AY4TM0EQgWeYwEqhQuMFqJRh+5oDeVX+X7232evKsSE8UB1gRA27qJkAkfTrmIS26poqzN5afQyNxtXVCfbxTUMpZeTXZSS2KgwRESO5UCwgbIv/718+wbXXvrberKvjtw6OleINl7+XfH6CL3z+64xNl5HS1FwIWaubSl7AyzsGOXLwIBN53wQDRIFTVGuyqE6ISkA4ps4TVffIyCog8EIznDiu+S6wpYUjBePjExG/zrCJTbPOfLdDDSNjeb785dvZv/cww4OH2LH1IEorLOlg2RqLBCesHmBsdIpnnj1AqImStjVnnXcKvfP/7aHEv4VkKsPipcvZ+tJzdPb3MnfRKtyYjZoqEoTgolmy7mzmzl3/yrw5P/34uVYWLFxKX287k1v34wVhJMsX7N51lMGhcZat6Me6TaGlRGkPFSgOHBhChSbDQUhJECgOHjiK69hM5vOGHRcNZsPQSMdUVFsaVt0x+2ptDzb/bVnmCKVUWGvOHlsvVvdLU6MaOwOA0LaII7nykvW8592vpbEhy0ub9/KBv/0CTz+9C18FaGEC87TSGGuY8NeyrnXU8UpBCEEq28TGS69FAyqcISxU2LNnG4mkJOFmkLbD5HSB0kwJKR0qFQ8V+ji2hecbP7V0MklbUxO5TIzVK5eSjlugXUIVsmX7dvbt2xsNFc2AMZFI0dLcQqlURjcLJvNTpJJJXNumWCgSKJ9CcQalNQ0NDfR399DX38/E5ATbt20j7tp4vkcYhoRKmb91yJy+Xtafu4Yb3nQFLdmOmurhl0U8Hufmt7yVpsYG/vh9v8/0zDTCMso5WwjcWIwrr76Grq7uX2Z1cVMZTjrrMjo6mvnaF77BgUPDvLh5G5VykXKlgm1JfK9CYzbHwrkDFMt5hCXJ56colUpG9ecmyCaz9HX2smD+fEbGx+jv7mbR4oXs27+PhsYcyUyaYMqoZ0qVItMzU7S2ppFSMjwyTFNTA63NOc44eT2jIxN0dbYjlGLHzu3k81PY0qK9tZWFi+fQ0LeYWLLxV/k41fFTeFU17KYmJzly9Cgf/eQXoiaWxLYFna0NlCpTzMxoEIpQhTz9zCZ2bz+b5avng7SrbTa0DpC2Q3NrJ82tgLYRQhOGFb7xza/xta//hI1nncmtb3sj6aRr2HmiaqoWHWaEQGmf279/OyPDJd74xotobMrVWFVgZKA6Sn/1Kx77Dg3hhSlKxYCGXNQkkgIlBJY0bDJqF2yBJmSmOIPnFdmz7wCnqPVYkTRLShtLGqlEEGoacg1RsajRCg4dPQoIYsl4jUIstIoOx5JkIoEVjCAtST5fZiqfJ5NrxAvKJByFtHPYsUxtcogGy3JJpVqYmSmTitlM5/NkU82m6Iy8AuKJGB3tTUxMzhAE4ESG7UJAPO4Sc20KM6XIILQ6wTQMmvxUnsAP0AoK0wVsy8GyrZocdnbSSZQ6aYxHQx2w/+AhJvMTtCfaqUpnTZe/2ljTdHS2sW7dCr5z+12cevKJrN9womHt6Cp75RgjdmHM2lctn4OnfG677bs4rsV1r7kSifFNOLZYP/ZxjFSsi+tffwUvvfgcb37zDbS3tle5gaAElmVz7jmnkskk+Ou//SeOjpWPVd3UUcdvHLbtcMXVr+fEDaexd/dunn3+WT798Y8xNDQIQKVc5vu3/wjfq2ARsbCCALSkq7WTrq4utu/ZxnTeN2yUiKHg2DZBGNZkn2Fokveq+5SURk6rtSYWi5KwosZRGAQkE3GmK5XIU07X2GQw61PqWDbz5g4wUyiglcKxbVpaWvizP/9LWlpafuHrtiyLyy6/ivvuvYsg0KZhqBRahYShMf+1bZfTTz+LeDz+C+9LCEFHZxd/9X/+L++49W3s3b0TAfT0DLB//w5sGcO2BKH2zHQUor3xWBavQc0nieMl+JaUxuj4mMc89rXMhk2Ya5OUEVsRjdAapIgyK6LBSCRnPhaZdJpkJs3hAwcjPzuzZ1sxxfnnX8prX3sd6V/CpLmOOv6rISxBdn4L7/2Tv6O9NccH//5jjBc0yjEeZol4gpmZAlMzM3zuy98nKE+TLyg0ppEDxzbpflaWrgVUje5MCAxYtk0YgrQcEMHsIVBALObgSCiWPZAWUihc18H3/NmGoBT4IQwNTXLXXY8xOTVDGPrEHONZJLTg/AtXcckla/jWbXdzZLiAsE3qYjqb5NIr3ojr/se/j5blsGDBCl56/kUcW9DZP5+BOf2MjG8mDG2Wr1rK+9///l/1rfh30d7RQ2nuIk5YvZyXd+yFwAxeHcdmeqbMgYOjrF+zmM7WDHuP5rEsI/V66cXtVCoB8Zgxercsi3nz5ph9T2ss2yIoe8YyJtpHq0NgBdFw+JignmPUHGbQBFoZ1reEY6cotT0WjMLF1IcSW8Brrt7AO99zHalsE9/+wVP80798jcNHR6PBOlGNGt2f0uTSzb+2ta2jjlcUIvqu2VlkVtM5sIKGbBpmZvAsh9ZWj3g8xmR+mm07diKlxHFsKl5AR0cn/f29tDSlGejrpKUxxckbVnHgwBDPv7SZoaEhJicnjGJMGJuS7q5OOlpb6OvrY9v2nZQrHrlcjvHxcUqlEkcGD5twF8+jIeeSTqdJxmK0z1+IXyozNj7CyMioCfxC0NLSzKK581iwdDmnn3klLQ3rkL+ixN+2bS685FJeePk5vvGVL5CfmkYQYjtx3vzWd/Du9/z+z/Wu+7nLKgS2E2Pu0lO48S0hjz34DL5fwbZshkYGcW1BOpFgoK+bdErge+DEXNpampkYn6BSqVAqFfCDCjPFPK0d/SxfspBkzCWTcmlvaWTwaIq25hZKxQJKKULlMzQyxMoVS423qm1T8StkszkG5g7Q099JMV+mIZOiMZvmqU2bKHklco0p2vtWE0s2/ErrVsfP4lXTsNNaR0yLAK8SIqXFvP5urrn6fM46fS1Pb3qYz3zmu4zlTXJeKpumtb0ZIWfjnmXVmBuYpSFoQlXgh7f/iK98+UecetIqrrzsLDLZRO1xa8qkKgsO2LJ5Ez/4/kOcffb5nLB6aY3ZUX2M6m211uSnJhkZmeDI0EE2v7yDjo7WY/yajpdlVh9vpjBjmGohFArFWnKfuY0wDSMpQQhc140OxeD5PkODY2SzaeIJ8+9KKSzbNKF8P0AITdyN4+ESBHmWLOoml2kll84i9DCCLF5hlES2O9rCTKpqKtvI2MQhmptzTEzk6elsQoYaC0EYJdfO7+/l4Se2MFMokUwlItkApJIpenp72LP7QFSwHH8YDUJNGAqGh8cYGx0jkUyQctIRQ7BKJTbMO7RGByFPPvkML768lfGJPI8+sokLLzqHVCqNOZhWD7zVUAibhYvno77zIz77uW8wp7+ftvbW4zxKqgWbxshkhkfybDzvZC69rIkvfvkHZDIZLrvw3OOYh7NBGLOfKcexueTSSzhxwwl0dfbXpvPH3ARLSNavW8VlF5/D575852zPr446fksghKCnp4/unl5OOe0MliyZz21f+iIHDx5m29YdjI4PG2aoEhDJAGw7xoUXXMDyZfP4v//4IQrCBCa4jkNTrpFiscDkzLQ53EhQoTJ5jFqjBARhgB0VN+Vyefb7ZSKt6OpsZ9+RQUolj2ooArbxvzP+dZpcLsec3j4ef+ZJ4gmXZDzO7//hH3PmWWcdz3z+N17z+g2nMndgLs8/vxkhLYiYNoatpkmnsySTv1zilRCCVSes4Q/e9z7e/74/wJIWff0LGBkfpDydR2kLjWHliNrwwEJI08ys+nxqPXt/1QOi1CaNl+o6aB2tk0aHAUpHYRDM7nFVr8Ag9M0wSkXNVDQhmlQyRTweZ3x8vCbtaGtr56STTuW73/s2+alJABwr5IKLr+TDH/5EvVlXx28vIiWDG89y5Rv+BxMT43zyk7ehZIqGhiyTU0XyuoRGsX//IYTCyNMtY/cRGaqY/eoYNhWYS3Y1/fpYD0gVKjSKMPBMXRg1w03IgWSmWDHSfUyvz/cC43XrOCasRynQAV4loGgrCmXPqDfCkLht0dLSwFlnr8ArVPjhj57FdiwCTBDM+jXrWb36RGYrlF8elu2w6MQzeGvvfNo7OsF26Okb4KWXttPZ38cfv/9/093X9+/uob8qhJA0dc7n5JNO4p77HmP/YB4/FMRsh0K5yNObtnD6qcsYmNfDwZFteOWAsqywbetOHnroKTaedzJSC0rlEkMjYyilMZlDpg6shXscg9q+CVHgT5UtZ+H7ijDwzRw+qu1rA4somfynn39EC6A5E+O6a8/AsuL82V99mh/c/jjFUsU8VqT4QYNlm89XX1sLr7nhxl/b2tZRx68LQghyDQ3kMitRgU+ARgYTJEWcwf4RPN9DCPP9aW5uZtHCBaxeuYKurlY6u7vIpFKMTeYpFqYJ/YDhkTHD3geE5ZJM5shlsyxZsoiBgbk05BqZmSlg2xZbtm6lXClRqZjUaiElKlSR2qNMW2sfixYO8PgTIzQ3NTEyPk5TQ44li+Zy7vmncvk1t9DW1vErN+uqSKXSvP/9f8m6tev4l3/8B8Iw4MqrX8stv/eef3ew+3NWFGnF6Ft4KolMF7F4jBdf2M4DDz1GqAKamxrIpBx6u1oplz1GxyZpb2lndGScI0OHEALy03k6O9oRStDa2MSCBX3s27+PuCvo6+miUKwwPTXF0eFBwjCgUCzgOHFyuRzJTIJcQ46Eo2nt7aHiFYmFkr6ODs485UQee2o13/v+D1gwfw6O88v5/dXxy+FV07ADmJ4awvcrxN0kV1x6Njdefyltrc04js1Fl1yB1gEf/9fvU65oTjvlFLq626IL4KxUqgod+YpIGXLnXXfx+S/fwRtvupFVS1uoFAuUShVSqXjNm2w2LU9QmBnly1/+DqUKnHnmyTiOFTWFZiWbhr0lqFRKvPjc8wwOTVCuhNx730OsWLGUrp5W4zunZuVJ1WZdoVBgz57dbN68h3Q6w9FDR/ADH0e4WFYUYR8GNGRSJjbesan6vWmtGJucpDHXQNwx5uyGVSHQykfjEI/b+IUQW8bJ5ZqYN9DHk0/vZM2Ji8kmksRdB7yiYZ8JK2InChqbWzi0YxudXS2M54toLQh1GBWlAZZt0dHeytjEOOPjE7S2NNbUI9Kyibk2YRgQBPq4wkQISbFQwA9CHn/qGdo7W0ln0iQSqZrhe/XQKqJG5djoED/4/h1MTRWoVELuufdR5s0fYMWK5di2Fa2pqjU5zcdAE4s5bN68i8998ev8wR/8XtQciD4XErRSDA+O8pWvfJM9u3eTyqW44aYL6e7q5p/+v0/T1NrMaevW1Bp7QsHExCTjk5MIAZ1d7SQTSWIJh97eudQyGqsSmtprNofnyy+9gK9+4/6fW0zWUcdvAwTmAHPeeZdx5hkXkM9P8Y2vf42PfuSfGB0eNYxjVZW+aoZGh/FeKjA9M2PYYmiWLlrO2Weexte+fhuT03njJaqNz088HkcpRcmrANSa8tWppJQWMTeG75fZd2gEpc0QRkQeU4jZkAWNOfgeOXIE3/eJx+PcePPbuOGmN/3Snk7NLW2sXLuBbVu34nuBYVdLTSweZ2DuAG975zvJNTT88usnBJdffjX79x/kM5/8FO0tDeQyTXiFacPcU9TkVVV2W3XPqg59jj2Ai+oPRPV6c4zvXdT0s6LUWYXx/hMChIIgCJCWYS1XGeDVNdZaM3fuXM6/4AK+973vsnvnboSAXbt2MjY2jhIhwjZpsOdf8Bo+/OFP1mWwdfxOQAhBoNq57s1/iLQlzz21ncefeYnxfAGtTOKnZrZWNL8U7X1SGq/en7LjqLFgo3rv2LAXIvavtKzasDmVTKC0wlMhAmlSnKPBrSAKO4juVyAolyuUvHKt9vH9kISrmTO3g6XL5vH4g08wOT6DZTuEgcKRcO6F55PK/HLDhJ+3Rolkhr6BRWg00/lprnztTZx82rnMX7CYNetP/rU2lIx9SpyBeYvo7e5g3+FxKhWNFbMR2IyNTuE4MVadMJfHn9iCp2GmVCEYmuQzn/02TS0ZEnHJj378KPfe+wyT00V8vxr4I46rB6tMO0uLyFbVDCxgdngrpUToKosurA0+AKgFj5jPjJTSsMcDH60UlmOhiPHSS0f43u2P4RUDbCCgygzXuI6xZeloSfPH//uvOf+iS+oNuzp+dxGlkboAToyWuVla9u/GtUNsKWht6eacc85h5cqFtHU0EidJLGaaWZOTU7ixOBoj+QSjlpAIOtvaWbJwPhYSFXgsWTwHHWq2bN2O71UYHR0hDM13O5NKs2jBQlqbm2lrzmChGOjvYvv2BgSSYqnECctXcNYFp/G6G95OJtP0ir38RCLJpZdfw7r1pwKalpZWbOdXDVwQSCtJW/diTj7Hpre/jYYGmx07D5FKNeA6Pm3NOUpFH1vaNDZoyuUSk1PjFEtF/MjTXSvN2NgIAwOdzJ07wOFDh7GtGNKK49oOxU1F8jNThEoThgHdPV20tHbS2dSFSA/ixC2kPAEU5FoVlmuxeN1ZXHHddTSlmrCd/2gzso5fhFdVwy4/OUE2meYdt17PZZecjms72LaDtARSJTj3vAt59tmXmJy0ufzyczC9GBMhratF1DFTUiEFe/dv5zvfupe3v+3NnH3OOrY8/wS79h5m4cp1tdtBdKBRoHTAj++8h2ee2U9Xd2eU9mUOW9WAhNpjBJptW7by7e/eSX66jGVbbN2xnW9+6/vc+o43Eos7WJasFRFBYKSiU+OjPPzwExw8MkIynaVQ9CgVK7gNcTPti2S6JokK4y0lqmwyQX56hkQygW3NTg2UVoRhQCzZTLo5y+j+YbySoqW5GT/wGJt4mqASUhExYm6FSlhEobCgWpPQ2NzCI/sHmdu3hEPDk4btUWMgaqSQNLc0US6XOHp0mAXz+k0aopQRG9BMJT2/XJPbagRCS0ZHh1FaMT4xyd13P8DCBfNp6+isxXMfm+4aBgHPPf8yRwaH8YOQIIR9Bw7xta9+h/b3ttPT2x29Z7LGegxCn61bthqfKCn4yT2PcMqpGzjj1NnkHhUqtmzezsc++mn27T8IQjA4PIGUkiWLlvC2t72Bj33iywhtcfr6EwDB0NAQn/3MF9m8bTdB4LN69VJe94bX0NfbS0R2OQ7VA3b1AO77Pk48iePWk3Tq+O2GlJJYPE5rPM6t73w3/X09fPDv/pq9+w5QqvgYMm3AffffiwohVEHUiHIIgoCJfJ6Kb5py5vus6e2aw9pVK3nuhec4cPgQIabJZAlBzHGp+B5g9q5AQ29HH5VymSNDB9FSI7Ho7+4lmcixffdmwtBndHyMsbERkIIrrnoNf/CHf0QqlfoPvdb3/I/3MT05yX0/+RHloodlW/QODPCmt9zCqaed8x8+WLlujLe97e0MHj7MA/fcg1ae2fskxGJJkqk0k+NjEHhGlmCJyHpBIbWsNREsKQm1CcIwxA+NBdjSqjGXhTQjCB1dV6xI8iqNuwGJeIqengFGJ0YYGz56zPthGI4HDx5lciqPsDAyPULGJ4cJtE8228ob3/hm/uiP/rjerKvjdwotLQKt53HjW/+Qxx+7monJGVDgSIlCgi2NmXaU8Or7HpYV+UDqqmxf1+wwlKqmK4OK5I0mIMsMMSUCrRVaaVzbwnEcZgozIMBCRHYrpinouC5KhYRBiBYCS5qQnkCZYaUlLdCKmOty1TVnEI/ZDA8epbkpx9hUCYmks6ONU846/RVp+ggE6XSas8654L+0iZTN5phMZFmxfDFPPbsNzw/whBnijI6Ok8/nufDC9dz942d4cechwlAQWpKXXz7I+9//YYTWHDoyzvhkgUDp2cAyEZXIxwyXqA1Dfo68oTo4qZnpUJPYRh4CgEkNl5bxWfUjWwPbdhmf9vjop3/I4NEi5aIX3YdEWlGDL7KAaGxK8oF//CAXX3zDLy2bq6OO33pIiUymmL94CS1NWRrTjWzceB4rV61m0coTSGQSlPMlJkf3I/2AdDrFdLFoVAWhZ/Y7AelUmjm9PSTjMVqaGunubCEec3jpxa0Up42nsud5CMB1XDrau+jqaKe/u52WxgwNuQbyhTE6OtqIxWLMXdjDeedfyRWv+fXYeBgblFcukEcIi87ehbR1dtA3sID9O/dz6OABgqBET08b6XQKKRWhtrCkZjo/w9Yd27EsSVNjA729HWSzaZRWNDU14tqS8fFx+uZ00dXdRFNbM/c98CClQgEpJX39PfQMZHFi3cAxvnsS7KiETjgJelL/duBaHb86XjUNO6UU9955P5dfspFrrtyIlBa2JSKmgEbhk0hkufXWtyJooLWzBa0FnldkZqYYhS2kcWOO8T2SgqMjh/joR77Mda+7jnPOOZ1KcYR777mf5zcP0dG9iPXrV2G71YuoYVkc3L+L2775Q5QUoEMOHThEW1uDCU3Qs0l+WmtK5Rm+++0fcGRoGj/Q2JbADwOef2kLY2OTdHa11thjRLKJwPc5eGAfzz23lYqvGJkcIvQ9Duw/wsqGhugAVS0eo0mhOZ0ZloUKKZU8GhsbsY2nLWAMbZUKaO1eSizVRjE/xkxhF1P5CZ57fhtKSaQMKPkKuxKjK9OFLd3j3oOGpiampit4nseRQ0cN+T9KTqs2oHK5TNTVnyQIAywsw/ITgpamHJ7n4/uGWVOVIlQqFcbHp2r3MTg4yk/uvp85A3Noam5BCo2K2CBCCMYnJrjjR3dTjqQkYRji+4KXXtrGw488xutffw1aHx/8UZieYWJiCqXAcSymZ8p8+cu3sWLJQhqbGtBaMT01yVe+/E227jxAEPoIITlwYIiZmRnizWlOXHMCv/d2+PTnbyMWszhx1XJeeP5Fnn9hK4eHJhAICjObaGpJ8eY33cx0ocyO7TtZvmIZ8XjyeIanKQHZsX0vp5x+Jj09Pa/sF6aOOn6NsCyLiy69ilUnnMidd/2IZ558gqOHDzBTDjh86CATY+O1fU1r2L5rKzt2b8PzKiZgIWIxrFt7IldcdgHPvfSscf8URp450D9AYzbLi5tfRmlN4Hu0NLfxumuv4M67fsLR4UMorchkstz4hjewd+cBdu/ahtI+QgjcWJyLrrycv/m7/0c2l/sPvTYhBN1dPfzpX/wfZmYK3H//fbS2dfKHf/RnXHjxZdj2r9Zcz2Zz/NGf/BnDQ0Pce8/dgEDokLaWbnoH5vHUkw8YGR0aFYSkM1kKxWlU4BuZHhopTfOz2qwDsByHXLqRyclRgrDqmSWQ0mHFihVopXnu+eeJ+HbkGnK85x1v5YFHHuG73/0OKvJnEhJ27NjB/v0H8bwyjiVxpKZvQLB4xdm0tS3j937vXfT09NSZIHX8TkIISWNzD5dfcQWPPfkPzBTBlkShN2CZsgodyVcdx8HHNz6R2rD9I868ucOqnNKSpJMpfM8jVMarU0UNIyEgZpsDaBCan5kABMhmM8QTCabz01TKIalUGoHG80q4MYuwHPl3Kk3ctenv72L50gWIME9ne5aOthRT0x44cPr6k+juGnjF1uo30UCSUhDLxFi+cgXZ5I8Zz5eMQhjJTKFCoVSgr7uTlvZG2HEEJ2JNT+anyBdmUCokCFVkj0CkojGvo9o8rdbNGvO+1dQNP6XAsYVEamY9P6EmiT1mcf1LAABm+UlEQVS2zRdqTahVbRjsaCgUAu6863nDmqx5NWtcaSEtjUSRdrP8xV/+ERdddH0t3KKOOl49EHQ2dPCnf/4XpLOtdHXHiCXnQ9SsjrVmyTW3Up45iO3auK7N/oOHaW5uZGJqiobmFk49aQNzenvo6+wgk03T2d5CuVKmta0FP1Bs2+fgOA5SQG93H4sWzGfeQA8D/Z1YQpOMwfDIDMsWzSPd3Mip51xE/5xFxGK/O1JO42uXo2POelq7FrFw6gje1AiV4iSN6WZisRhBCF2dHUxNzTAxmWemUiCdTNHd1UZfTwdt7a2kEglSsRhaChoyDXR2d7Bo7lxaG3Pc/9BDZDMpsrEktmz9Tb/k/7Z49VwFtCY/U+DEi8/EkoLZWiK6GGoJQtPWNRe0RErN3r07efihh9m+dQ8CixPXn8IlV5yPbQlmSlN86lO3cfbZGzn33JORCIaGh3nmxd0MDef5hw/+M6+/7lqueu1F2La5VCsVcPsP7mRwME86lWBqaoJtm7exdNk80wiM5LdhGDVjdu1gx85DaC0IQk0QKmxpMTMzzb59B+nsajtOsikFeKUijz/xFGNj06YZphXTM1O88NxLLFw4h3gibopLBI1NDVGTzxzSLGGhQo/8dIHWFpP6ZwkJOiQMK2gBTiyH46boX3IayDiDh3eSnymilaJc8WluzJFrnkc6N5djDd0BkokM6XSOMFSEXpnA90GHIG3QpvBpaGggEYuzd/9BEBJpmRAI0LQ0NgIQBsd4f2hFYSbPkaOjhAoCXyF0yKann+Occ09jQ3PTcb6DUggOHDjIgSNDlP1ZL7wwBFzB0NARk8j7UwXQyPAo+/cfAilpSLvYMZuXt+zhR3f+mBvecD1+4LFnz1527NxD2QsIwhApNaMTeQrTBVoiP+C1a1cRS8b4yEc/T/mGa9i6bTsTU9NRgpuku6eV9evWIKXEL3vc/aM72bt7FxdeegmZ2kTHdF09L+CBh57hkuveVj8A1/E7B8uy6O2fw9tueSdvuP6NeJUSoYKx0WE+8+lP8MjDD1IqlZmanKZQmEYF6jgpq2NZbHp6E088+ShDI0Nm2IEmHkvwputvZP+Bfby0ZbPxYQtC5g3MZWBuH/mZSYjMg5VWPPfic2zZso1K6GHbNslkiqte81r+4i//ksbGX13y0NPTy4f++ePcf/99LF++lEWLlv2nD7GtbW389d/8X44cOcLml14kFBLHghteew06LPDoww9GfqaSpctWMDY5xa6dLyENyQeljYfezPRkzRurqbGZjedfyEMPPcDB/XupJlI6ToyNG8+nrb2ZXXt2UJopADAxNck999/LvoOHiSeSlMtFqtdRALTPqqUrOO2cc9h/YB/vfs+NrFlzKvAfYynWUcdvI4SMceb5V9L7sS+wbecg2WwGaWtGRs33A21Sq4UQhCrEsSUyCIx9CRpLQoim2ho36nSB73kmCTpiyyeTScIwJJvNInXAyNhkpDYQNaa9bduUSya5NteQwXVdVOijMV7NVSafZdlIS7Ns+VwaG+KEQcgJa5bw9HN7eW7bMMlYjBNPOx03nvjNLewrACEErU1z6Ovup6O9lYmZQwCRJ6BmcmKGhXMTnHXuWh56wlgWHBc6xKykNfpFpGXVmHa+7x8viw1VbR9NJJKUSkWzxx9jRWB+LtGoKKE88gmN/qgwiJ571OhzHESoKEeBSdEroxqyJKQgFYvzx3/6Vq593bt/5QFQHXX8tsNqamd5U/sx/t0/dc6REifVQ872mdPr8sQzLxIEPl0dHaxbfyqnnLiMVDpOf/8c3LiNVjPI0KGltZmp6Uk6OjvYtmMHjY2trD3hBFavnIfrWnR3NpNJJchUJMvXLwGrj1xLO66b/J0+a1luloaWLLR0gPahEMNtHWZqbC/9/XNpas7R2Jxg2+6DrFq5lHUnriSeiWPH0zSme/BDn1xvBiEqTA7F6Y+30HxVCyeuW83cBV009s9D2L+apUId/3m8ahp2GjPpktKKjLNr9DFU5B9iaOkhrhMn8Is88JPbeerZfQyNjFMuVZgpwNkbTyOekHzh81+nt3shG88/BbBBBGzdupmhkTzlQOFNT/ON7/6AJcvnsnTZQqRlMTk1xuOPPkdDNkVrY4rpGY98Pn+8N1Jkph74FZ554gl8rQwjoiod1VAolti+bR8nnbw6aixVwxRg/4G9bNm6F18rwkjiWikpHnzwYTacvI5FSwaih9HE43GElMwUChHV3xQQvh/gOG511QBNqAOklcKNJRBCEIvnWLjyHJq7FnD73Y+QysRxc130LdtAS9sc7Oh2VQgECEky18TI2ARSaiqVEpZtG+PzyKC5tbWJxuY027buxPdCHNupyVKTqWTNd4lILhIGIbt27WDv3v3RFNOkFJZKZTa/vJ0TTzwx8u2blTbs2rkfr+LV/PGEMIbzqVgKC59yuUgqlTVMnihNcmJyksnJSeKO5MKL1tM7Zy4f/eS3eOSxp7nyikspFmd44vGnyOeLKG1SaLXWFGZKHD58iDlz5xpzfQQrlizi997xJj78L58lmbSMRA3INaR4yy03csLKtWht0dzSxCWXXsDXbvsue/cPctObXk9He1utAfnSi9t5+oXt/NEHlv86vzp11PFrRyqVqslOW1pa+D9/+w8MDw/i+z4zMwWeePRRbvvaF9i+fQteOTCDBGBo5EjtUCMjDbnjuGx6YhODE0eppskKYXHo0EH+/h/+Pw4cOoyUILSgUi7wk3vvNswyS9LT18dbb7mVN77pzf9hGezPQ0tLK9dee91/+n6ORW9fHx/65w/zl3/2fjY9/ThHBvfx1a99CREayatSCtuxOGn9WnxijAwPUZwYIdCaru4+VixfzSMP3c3kzCSWBhuLDWvXkEom+fxnPwmYPdb3ynznW9+mqaURx3YpySJSg18u8cM7fhhde0LsqAdpO5IlS1dy4zvfxvmnX0BHR8cr+rrrqOO3BY7bQsxOYVkWwrIoFwvIyKVMYkWB7iG2tkAKkzyvNLZrIy2JH4ZUtEZoC8s2io0wCECA69rEYjHKZZ9MJoXvlSkVS8Y/EgGhAmVqBikl8biD1jbpTBKlNCoQSCEZr0yZvcC2ze8KSaAqjE2O4dpxfCVpaMogkHR3dXLyKRt+pw+jBgIbl9bmNgbm9LJl1wG0ZaMCj3K5wvTUDFJIViybR0dLmsNHp/B9L/IsrjbHNI5lobRChzoK7zHrbdt25ElnPJsMq9JChSGWlMbaRqman6iKGOLSsiKbAcPGdGyT7Fv1UKXqiS0EXsWLrGJmg8+I7A+0AKkl1153Pq+7+d04v7LHVR11/Pbjl9mPLMsiOW8esjjMwLxemhsbaG9r49KLzqW/s5V4Yyudc+bjODNo7VOaGcObyZNKxxkazbN4wQANDc2cfNJqliwYINPeSldXL3GRgp1JRK+Y9SX9nUfkx06j6X1moCWdpSXZREUIZHc7ncu6mdg7ykBXHw2dKWSyG0TaKE/QQCugiafM/S0EFq7Wx9z3q2WtfvfwqmnYCQGxmMXo4CSW5aJVaIhKkelvoZjn3p/8mO6e+Zyw9gRsO8m8RfN4/sV9VIKAYtnnwKHDDA+N8sTTj+B5Nm9504XYUmAko4rdu/fiBxCGmgCP8akxtry8nbnz+kmlExzYvZNyRfPuW69n8MgObv/xJnbs3sfwyBRz0sljJncwMz1OQ9KhryPH1j2jaASOZRL6UIrBwaNIYeSikbUGOoTDh/YwnS9hCZNOaAtBoIyR+wMPPExzc4rW1jaklLhxw7ZzHAe0ijzTQjxPEYu5CAmhMqwTqTXSSSOsRLSeZhNraunl3IuuY+joUU4+6zUkk+l/e5MV0N7WwdaX7yMWd/CCEgkrgcRGCdPgcmMOuXSa8YkJ8vk88YSNLZzatDoMNH7FM5JeAaOjg2x5cRvTM+Vac82SJuji+edf5jUzJbLZZM2MOQgChkeGkVJgR809T4SEWpBOx5g/p5tCIY9tu2zZvA1LWDQ0ZKkUSwhg3pxOTjl1AwsXr8L3bT7/xW8wMjpCYzZLJpUg5lhYFYGKkrw8L2BsbCJqWEJUvbFy+RKuuPIi/unDnyb0QySCrs5mli5eGHmlGAvjFatXky/5/MMHP87w8DDvee+t9Pb2USqU+PY3vsfFl19cPxjX8aqD67r09PTV/nvFipVcduWVPPfs43z9G19ndHAUz/OZnJhkaGiIUqloWMZamibcQ3cjhCnmtNZIC0ZGhwhVaMzcpVW7b62hsbGRiy+9kne/+73Mmz//t/rgKqVkxcpVfPIzn+NrX/08H//YR3n6mcewpIuQGoEiDCvs2LGdOQNLachkKE6MGOadBql9bAGWFkhtGI1/93//BsuNRQ4IKgpA8tm7bxf7D0VedpaFxEhoM+ks3b1dJJIZkskEyUSSt77tLSxZsISm+n5Ux6scYRjiK+NtPDVTQIQa27LJpGL4oU+obMq+TzSnRAKOLUFKPM/HinzmwkDhujE8z8dxHKwo8Mr3gmivUuggwPdDao5oJlOHRCpJoVAkkUiQy2UIAx/f9ykWZiiXKwgha00kpTW+r3n+uf188P99i66ODmKxMvsPFxBCMzB3Pq3d/b/hVX2FkEySau1h3tz5WPJRAmWUKe0tOYQy14TFiwc456xVfOW2hwjRxBNxymXjj2r2P4FQEjtuLASC0PgK2sI0VkM9K3G1bZsA8Mpl4zsIkXSWWjNORb8vosG4H5hmn8BY2snofZIYH9CqNY65C9OsM9ctSWdHjlve9fukUu3/5UtbRx2/lRCCWLKNs8+/iu6e+WSyabr6ekAkSSZTkbIhhhCQyraSzMCqpimaMjk6W9LMWTifE9aeTskLQLjEM1Hg5Jrf9Av79UMIAU3NxIF2GiHXD706slsVNQlydOva38eXyL+99fJ/J7yKGnaSNetP5JFHH+PSy04jFpegLYTwmZoc4itf/hq7dx3l9a9fhBQ2YLFm7QaOHjrEWH6SQiFgujzNv3zkkyRTDfzR+96JG7Oj+xaEoWZy0kw0VahqzUDP94nF4igdcN9Dmzj9jDM474LzePpJwb33Pc/BQ4d47NFN9M+5jCAICAMzYS0WCixauohQSHbsuydiBQrDIkFEsidR88FQWlMu5dm/5xDC0ljSdLwty8ILfHwfHn7wUU49ZS2tra0orXEcGyElbsyNXkfVXFwel1qmNaAETrLhZ9ZVSskFGy/FJF1ZP/Pz2TcA0LB05Qp+9P2vsHB+a81UWUT3E4Yhrhsn15Dm0JERCsUCUjbXErmqvi8qVAgFxZkCU1MzPPfCZrxA1Z6PMX0WDA0N8uxzz3LmmaeZwkiYxyvOzODaEscVlEqKsqVRKBYsGuCk089keGiQZ57azKc/9w185dHZ3kpHayv5Qpm29kb6++dhWy5nn3MKP7nnYZ54cjPXXXsJV1xzJQWvwp13PszwWN4YvkuoVIooraKm3WwRduGFZ7Jt+06+/Z07cW2LmOtEzVN9zKJJ1q9fy7nnnsHtP/wJH/3Yp3nHO97CdL7EUy9t5f3X1uWwdfz3QEdHJxdedBUXXnQVlUoFIQSjw8Ps3r2Lu+66gy0vvYyQgn179zI8OkLgRwEMUmA7MWzbJQh9dBgSTyRZuGQxjc0tnHryqWxYv4FlK1aSSPzuSMJaWtt413v+kEVLlvOpT36MF59/Ed8voTD7y0P3389zzz5PoZAHadgbRw7vZfDwbmNcb1kILdH4jI4PmWTY6Pqi0ViWJJFKMn/hIpYsXUZrSxuF6QJnnnMObW3tLF++/Ge8XOp7UR3/HbB7+8scPjoIQC6VoLMlQ39PjiULO9m8fRd7980QaMmRwXHCUJPLpkjEBOMTBdP4tiShCJHShI0FgY/rupTLRgZpWUbDHngeKPNzHckiAx0lIFoWliUpl8topfB8D9d1CUNFPJ7A94x1iOd5pnbSiq2b97Jt215a2hrQYYgWCjvmsHzViTjuq0eynsy1MnfBQlw3RlDxcW2btSfOpbMrZxQiboI5A71IKfADhef5Naa24ziGbSei5MhslmKxaNQdvpHQhkGAkGbgW6lUaG5qplIqRnYqVu36ZNh2xlc1hOOYcyJSlliAUCDtY/bO6PxQ9TA0ASMa13JYtmwBrR110/Y66jgWQggyuSbWnnzmv3NLE0ToxpuYt/Zs5q09u/aTxl/vU/ytR9W/eNZws47fJbyKGnaCM889n3tu/yE7dhxg5cp+tJBM5Kf4+Mc/wwvP7uONN7+OE1YvQwgFQpPJtLJy9Uruu38TYeiRki4HD4/ygQ+8jaZcDmVC1tFo/LDM5PikYXnYAomkpbGRk05ej21JBkcOcuDAOL//3tdh2y6tLa20NGUZnxrmwQcfJpGyePHFlxA4rF29mAXz+pi/eC1KOKTiD5GfDok5DrmGJIGvUF6FUrFELOYShgFuzOXIwQNMTxZYPH8OlaDC3n2DlEpFQh2itaJQLvLc8y/S2dVBa2szpVIJFYYUZgo1Zp9W2qQFYoIatFammhAQT7b93LX9ZX2ZhICevrk4iQb27h7BtqJkWkHN786yLdpaG3lZH6gVqGiNkIKY6+D5PpNTecLQZ2pqgueef4HhkXGIPJqEBbGYpK+3nUw6w4/uuIslixbgxGIMD41RqVTYuWc/ra1ZLjxvHVu27ufxTTvIlzSnnHIajc3dDI8U+MKXPsrR0QnQivGJGfbsOYSU4CuF7STQaJKJDFdffSHf/8E9XHnleWSzjbzlrTezbNlyPv/5r7HvwBESCYeOjtafu/c5lsWbbrqGTc88z4F9R5meLprUV+nUfLoAXNvmxhtew4EDh3j22S38rz/7Wxqb2li0bD3nnnf+r/BtqKOO301UG0LxuImD7+7tpaunh9POODNKPtXs27ObLdu28dyzm3jmsUfo7ujmvEsuI9fUQhD6+JUKmVyOk08+Fdu2a4OJ3zVUpb7nn38xp592Fs8++wx33nkHjz36KLt37iAIQ6bzkyYUQpomQSIWIxlzsB2HYqmI7/nE3Dit3V24VpxsOkEhX0RozZJVi7j48ks4+ZSNpNO54xkf9cZcHf9NUZiZ5Atf/BzTBZPUrALNZZecykUXnUhbWyvjo4d56vHtTEyP85O7nuXoSBG0ixBlfAWWZfYa13GRtsXMTAErSgpFG4sWpXxc1wEBxUolkk5G3mrayP/z+TzxWAzXdSkUSjS3NDI9nSedTqOUolicAG0RhqHxYNMhSpnHHZ+YwfdMkzCZSNA/MPA7uQf+PJg60mbB0uXkslmKwyPkmhqYN6+Lzu5WsCRKS5qamxBSAgohzGAnCBRag23ZSMfCidmUiwWaGrIUSmVKQWAGwtqK1BwC140TBj5NjRlGxiYItCKTyTA9PR2tqUCrMBq/Gv9hJQ1N0pYSK5KRmaRtEYWEmOcRhdFSDbpQBKzdcBqJePI3tr511FFHHXX89uFV1bBbsWoN3X3d3Hf/E6xcOY+p6VE+/JGP8ORjO7jooo2cd+6ZOI4VyWQh1IrWzm6SqQSOYyOtBDdd/3qWLu5HE6CjeHetNFKEpBIxYpZDMmEzd24vN914HfPm9yBkyKanXmDF0hX09XUghCbX0Ewy4+KHmn0HD/HJf/0ilUoFy4qxe8du/se7byWVbWbpilUMDPRQrBzmppsuZ+6cTvbt38vO7Yf4yd1389wzL1MqeWw8/xxKhSMkEmlOOu002tpTPP7oY9z27YfJFy2U1jQ15Nj68su4luCsc86iMOMRBIKpqXx0aBWRoXGI53kQNey0Ukgnif2fNtwU2E6c8y68gE0P3AHaA+yaTMDcQptAjnye0dExFsztRUhQYWB4H0ozODjM5PQUk/kpBo8cQQgjUQFBJp3gwgtO5oLzN1Is5vnXT36VD3/4UxRKJfbuOYAWgnK5wnlnn8hpp5/B6WfFSKa/zZ33bqKzswPQtLS1kIhH5s0hhAK0AtcCpWSU92UKvZM3rOPRh59m5659rFi6GMeOcfoZp7Nk2RKeefJx9u/dQW93R425WIUpzqC1pYUbrr+Kv/mbj3LoyBi7du9nxdJFoC2qSbBCGlnuLW+7kT/7879j/4Eh9uwd4Q//6oO/U4ygOur4daDWQIoOnPMXLmbegkVccsllBIGPFNIYeb9Km0xCCJKpFKedfgYnnXwK4+NjPP74Y0xNTjI1McmDDz7I5i2becP1b2DDhpNpbGgkncmwf/9OJsbHaWpu5rTTz8Gy7GN8kwwDz3Fs6qPWOuow0FpzcN9unnzsCbQ235XVJyzkmmsvoqOrASuwaWhspGdgOYFXZs3qudx958s8/dxWtu3zkNIiHo8zmZ8xliNlD63Atq1aoIDQ5vvmujaeFxAqhYyafFJKVKiJxxMUCjN4nmdCvMKQ8fEJksk4WoPvh9iWQ6XiA7OBCkpHbDLzanCjEJ9EPPGq2h9ty6a9rYNcLsvg8CiVSplsLo3rpkywg60IQ+Ndp4VpomptPJMFgsbGHE0tjQgLRgeHiLk2fuhSKXuEUUiEjmSxWiuymSyOK0kk4pRLFQqFKIAkqvmqqdxVBUigAiwhiDl2LUTE/DESW3zPdOuESZG1LGlC5KRFOtuGrKfC1lFHHXXUcQxeVVcFx4lzxtnn8LXPfAnHrfDCC89zYP8RVq1azfXXX4vj2Cgd1gqXUPkI6aCEJJtpZM6cfjaetx5LSDzfw7atWmCFYyXYeN5ZJBIv0T8wl7POPZ3Ori6EkFQqBR64/ymuu+71SGmhCWhu6Wbxsvm8uG0UP4BCcYbA18QsTcWHxpZmlFK4bprWjmZWJ9q57PIrsW1J/7w5bNr0YT7/ha9TLPgoFbJ7zz4aG1JccelFrFq7mngyQ3N7B9t3H+Keh3fiOi6nn3wilfIMe3bs5OjRYUYnJgkDyOdnTLEQFRS2Y1EslqJJr0LrADvRimW/Ms2hVWtO5v47vkvgh8RdGdFwTUGJEOQaGgnCkFKxbAx+tUJrbaafwJatW1m0qA/XsWnIpWlpybH/yDiWAxdsPImrr7qS1vYewsDn5A07+PJtP2JiukCoQrQQZOIxVq1cSUfPAoR0uO66a3nyme0oTFHV0JBl2YrFbN93iMD8I36gsIRFKpXFjbm1JMVYzOGMM9bzk588zNLFC7CkDRraW1q58JJLKZVLuBFjjsiAGKJkOCGBkPPOPpkH7n+Khx55ivvue5hlS+YjI9q2rqWNwcDcPs4770y+9LXv0NU7wIUXXfSKvB911PFqQ9VzzbJ+gUz/VQjbtmlra+eKK66q/du73/v7P/e2S5bWZVV11PEfxd5dL1CYmjGNl8DHU5qpqSItTSmsuERjY9sC17U58eQLWbH2VP7+r/+J4TFFsTLDTKGCH4KMwrOEtCJGlSYIQoSUaK2oVMpoVfUvgzA0AWRoQaE4UxtUhGGARuNVfBzHIvADbMvB92dTYo3M1jJppVpHKfZmOOvYNrlc7je9rK8ohLBIZhpoyBlmcDwep6m5Ac/TjI6NEwaSe+/eRFX7ZUdBEkGgSCVS2I6N40gKpTJNTS2US0WCoBCFPJhgNrOWIclkAqUVE1NF0qkUrmUxmS8CoJSRJetICmueG9iWhVSAAtu18XwPISXJeIwwCLCloK21hYmJSYreMeSAUDN89BBh6GNZ9cCJOuqoo446DF4dHPkIQgguvPxa4g1xvvL1H7B//1GaGpq56cbXks2l0EJGTRSBQOJYMSbGxpgYK2DbNjfeeC3pdAIpJHE3jhQWlhU1myyLU04/l3e95628/g2vobO709yX1uw7sBfLSbJ02Tw0CilsLCfOwJw5SF2mMD0TeWhA6Ic0NTXS0t6GjCRPXqBZsnQxsUQSaTuks83kcmmKRR9PBQQoKn4AOCxcuoREOocQksbmHs459yxsS5BKpVl30omsXrcUhMfjT73AU89swVcBYRgShiEKhWU5xGMu5bKH0AIhTHHnJlt+ynzyV38Pcg2NWPEEnjYHTIFCaVMAISSW7RCiKJdDlNa1hlW57BEqxY6d+3n+2a0cPnCIzo5m1q5ZTEMuQS7bwMbzL6StowfQOE6ME9asIBFzCMKAQIWoAASS5tZ2I1fQIe1dXeRyDVS80Bg1WxYXXnw+Ddl0NBkVKDRKG19AoKpTAOCEE5Zx+OBhBoeGoyJaopEI4ZCIp7Bd4xFoWHWq9jfaTGrTiRRvuflacuk0993/BJPjU0iMGfGxU2/Lsjj1lJOJx5Jcc9NNNDT+d3dcqKOOOuqoo47/OmQbO7BcG6XMAO7xJ17i3e/9Bz75qe8zOlaIZKuCMBRoLUHbZJMx5s5tI5lKoDTELMOos2wbIS0qvo8XhliuY+oMKdFY+EGI72ssy6l5FmspzHDxGEKc4zg4ro3vG9lrfnraKAGEjbAsbNcmmU7T3NKK68bJpBuwbQsLRTIWp6mp6Te1nL82WE4M17XQUuD5IZue3c9dd2/iJ/c+zaZnd7Fj7xilSoAKFOWKV6sz3ZhDoVBgfGwK5WvGJ/L4ITh2jHK5ghcEhCbSFYRkajLPzEwBv1JBaYkfGmWEbVsIGfnVCUCapFihlDlYSYkWGt8rI9C4tk3Mhr72NP0dDcyfk2PBQBMNaRepzWFMh5qd23dQqVR+Y+taRx111FHHbx9eVQw7gNaObl7/xrfwt3/xfpSWnH/+OSxc1IesTr+0ZRpnIWh8fvijuykU4KKLz2bVqsXRvWiT4oRAhYaFZkmJdBwaGnJo7MjZDoTUbHrqWdasXUcmbXwndBiihGLBwnkkkw4jYxVqThVCsmbtSnINaXQYECqPqclp5p/bh2FoaVw7QWNTBt8L8FSAQqBUiUULcjQ3NxkmvRCgBUuXrCDXkCSZSdIzZw6pRD/79u3h8Wd3RRd9i1KxGBWPGks4JJMx8tPTqKixJKTATf98/7pfBbFYDCkdyqUQGk0Qg1IK2xIIrWltTmEJweDgUbTWaB2YibNXJgzg4KHD3PbNH3Dzm67mgovOwxaap57ZzdGxIu3ts89TaUVTUyvxuBO12cz/xhKShsYcVYvNRCLGwNxeZmZmzPumYdnCRVx09sl843t3U/ZnK+OOriZjIqyVSejVkE7nOO30E3niiee5+srOaJItan4z1bCMakFYha7GvVmCvp42Fs3vZtPz27jr7kd5/WsvQwq7mtURrYOiVCrT0NDOJZde/arxnKmjjjrqqKOO33YIAdlcG7ZlA6ZpEqiQbbsOM/6Vn/DUE9vYeME6SqUCbS3tXHTx2WgUTS0Zjo7tYd+BSSxHEKgAhbHy0NEd19hw6Jr5d/Ua7we+kcwyOyvU2lQWruuiUXheBdu2sS07YuaHpNIuQsRIpVLYlkulEtDQ0ExzUwsHD++FsEwymSSVfPUETkA1YAyCyHNuZHSKn9z1AvmJPF5YBiT5fMnImjENViElqVQyqtM0hUKRxsYE+fw0WmlSqRRSCkJfI7RGqyCSrQqKhQK2YzM6OmoM7WOxiDEZ1J6LUso4E8vImE5ohGWB0jSkMnS0JVi8sJsFc7twXYfWjhx9/R0898Ih/t8Hv05ZBWgNu/fswqt4JOs2dnXUUUcddUR41TXsAE478zx6+z+GroRsvOAsLCkRUWNF62oaqWB0+ACbnnqZXGMz5114FpZN1IAJmS4USCWTgI3rJAmCPFpVkJaLEGGU1Cfx/DJbtu7n5pvPMx4UlsDzphB2nMamdvp6Ozh4dCcqNN4WixbO55JLzsO2bEKpqRQUOtR0dbUeZ0rb29tPIvkMMvQolCoIrZi/YA65xrSpB6Lb5nLNtLY00d3dT0M2g5CKk04+mac2beWp5/ciMClXvlfBcRJIS9LckOTwSHXiqJDSQchXjn7vugmyjS088vgLXHv1uaBDhAoQtmGyubE4UlqMjI6ZBcdGSk0ymUAL8EJNpeTR0txCKp1Fq5Dmlkb2HxlHHdsT04KWtjbWrDuBnfuHTJMNaG9upLW1OYqsNvVTd1cHQ8MjWEIRKgvpWFz3+qt48eXtbNl5mDCEeMyms70junNRa8pJqTnt1JP4yEc+z0UXnUkqkYVq2S1sIETrMHpO5glKKRkfG2fHju2USiUC3yeVcEBIfvjj+7jwgtNpbGipNQeVVqAFTzz5HOdeehUtLS2v2PtRRx111FFHHXX8exDYto0bc6KBrEBpqKiAwyMjjE/kefjpF7ClxYL+HlasWkzoH2Tz5kFGRktYjoUXVNBKYkvjSxaGxqNORg07GQUMBGEQqSwgCMPa41fHhxGRD8/30VqZf9fa2HC4DlK6NDY2EIbgVXxU6GNbThS0IEmn0kxPlUmkkrR1d/0mFvPXhiAIqFQqlMoVwsCnXKmw98BhvEoZrfVxcuFkMoHvV1BKUS6VSMQbKJU84gmXkdFRPM9HSsnEhAnwMcmv5l04tnnqBz4qSiWPxSVKKUKlau+YgKiZGnkVCkCHxGNx+noyvPvd17B6zXIampqxLWk+BwQ0NHZwx48f5ann9mNbMDg4zJGjB2lofPWxIuuoo4466vjV8Kqk8HR09XLmOecTjyXJZnIIYRhRMmrgAEg8Nm16miOH86xcvojOjhYs6SCERcWrkEi4aB0iCdFBaTagQQs0PkL4CBFw5OhBcrlGBvpaEbYNVgw3lsGSNq6b5qQNK0naNo5t09yQ5Za33kRvTwM6LOKgUNpDyLjxzjBZGCitWb12DX29LWgliFs2Xe2tnH76BmzbeGyAmTImEnE6OppqM1uNpKtnLmefdRIJW2JbNkFgPDKMEkOSTMTI50uEAQitGZ0IEdJ9xdZfCMnGi67k+z9+lCNDo0BYe85aQyabRVoWqVTKJMQK08xsbMwipAmXaG1rpL+/FyktbMumqakparjO/kGESMvi7HNOozEXx7UklqVZuHAuyUQymoD6hEqxdOl8Dh48jFYCKSwQmtaOLn7/D9/OwvndJOOCRQt6WL58SW1tq4w5rQVNjU20tjWxc+c+IEBp8CoVVGgap2DWVloWUkq00vzoR/fx9dt+wDe+cQe333Efg4PjZNJxdu3dxw/vuIcgrEQsR7M8xZkyu/cf5aprX1tn19VRRx111FHHfzHmLVzEFVdcTjJu4cQTCEsihQYl8IOAIICSF7B1z0G+9KXb2fTkFu59eDtTE9MIoVFKYEdeaCoMjaeZkKA0UkMqkUBo43+mURAFm6FFZNYisIQ09ZwQtRrBse3agM+LQgsKMxWm8zOMjY0zPDzE4SP7GR4+wsiIGWBatk1XV09UN756oJSiXClRrHgmrAzBTKFI2fOp+AGhVgShUW4Ui0WCQBEGpm4MQ02lEjA6MsbUVB4v8LFs27wfEasx1Gbtqx7DpjmnaxYqxVKZUtlDRT8DohRaHyUEwhJIIJ2I0ded4+a3XsA5555FW2s7ruVGHsYmbEJIC88zZALLsSiVfB556IHf4OrWUUcdddTx24ZXZVdACME5Gy9gcnyS3bsOG1o7VWYdgGbwyH5+cPu9dLa1MHR4D9/86je564f38vjDmwh9C8tNY7sZNAqtyyZGVErjWUHkYaY1m1/eyYYN66KUwhhSS5QSUfFlsXr1alpbUsRcwcZzTmPd2kXoyhAqnML3JylOlSiVAlLJRI0FCIK29i6WLelFaI1jOZx26noWLJyLlEZKYV6GRtqShoY05UIxKlsUTizBhpNOYsH8TsJQ09zSghMzslEhJPFEmkKhiO9HhrlWAvkKm7evPOFETlh3Fp//4h1MTRWA0DxfAfGYg21JRsenUFphScNm6+nrJua6OLbDuvWr6OxuRwrDOGxuypJrSJNIxmrvsVkCzZJFC7lg4ylk4i5d7TkuOP8spJSEYYiUpvCdN6+P6ekZyr5vPg4YqcPSpSv4oz9+J69/w0ZuvPFKWlqaa/JU068z8gbbtjj//DN49NGnCALF4cND/OM/fJiPf/KzDI9UmYLmPdEq5PDBw9x7/6Ns332Ig4dH2X9giMnJaeKWwJaSH//4AY4ODqKVj1YhaHjhxa0MTZXo7+9/Rd+LOuqoo4466qjj34frJnjn77+fa6+5nLQVkE3YxCwLS1toVfXcFfg64Ad3PsI3b3+BsakSWlqUK34trCJEE6CMP24UDCEAz/NMWaE1juNQtbF1HId0OvNTw0LT0JNCEIvFjGxWzLL/JyYmmJycNI8XBiilqHgV/Ih1hrDo7ZvzqhsAOo7D2OAhxkdHCYVVk8eaobRV8x+sojrktSyLcrlsUnuVsYMBKBYLxudZqSh4AtNEPcbMuPr7lm3jeZ6Rxjpu7b5NfS2IRQoSIU1K7AUbT+Dii86uJXILYRqOgVI89eR2/uGfb2PPwVFCramUy/h+UMtoq6OOOuqoow54lUpiAeYvWc68Zf088eQmVqyai5Q6Su6EICjxg9t/xPBQiZ6eZnbuO8SRsQKZbA4BHDk6zmWvuZSYE6KkQAWBYWVZLoEK0MLCxqJYmuCZZ7by5pvXg7BAeajQ+F4YDwxNd28/V199LlPjHtdccwWOXSYMbaTdiEJQqByis7uFZDJmaPRRlSGsJBdfeg4H9h8gFm/gqmsuIhaLRVLYCAKQ0NvTyf69OwlUiIUAoWnr7OLCC09n775vsWDhgMmT0AohJMlkHM/38XzzXNvb2o4LP3glEIvFuOXWd/Lut9/E57/0PW6+4VJsJwQticUcHMfiyOAwfujjOC6GVddGS1MjSmkuuugcEomEkRkLSKfTUWiFfUwilylaHdfl5rdcz9Kli7CEYtnKZSAlqCr7TdHYkEMDk9PTxGNR0y+SvS5ZvJRlSxajVIgQds2TpFpcmaatpre7jwOHhzl4ZJDbvvwdfnLPI4RasWvXXt7/J++itbXqLwgTYyN45TIxx8J1zfTW1wpLaRKWzZHDQ3zpS7fxnne/hWQ8S+DDg48+xTve/a5X/L2oo4466qijjjp+ObR39vGXf/MhLrnkIr70xc/z4ANPkVce0nEQShEGikCFDI/mGRmfxLIEfqVyXCKsGVCaRlmgwkjlIQmDACXAkhaVcoVQa6SU+GGIKheNtYdl4do2Fd839Y6UVKJGnxSCMFSUikXD7oqaemCSs7XWTE9P4Lg26VSKlWvWvCrTtEdHhqmUSuhQYUmLbEMDCIXSmmKxRMx10OH/3959R+lRXfne/55TVU/sHNStnHPOAUmIIMDkYKJJxjAM2MZhPE5j++I0eJgZZ2NsnAgGbJNzEhJJEhJKCCEJ5Zw6hydV1TnvH/W0gJm51++9NrSQ9mctFmuJDtWntFYf9jn7tw3ZXJZ4PEGhkCfvFwiCENd10UrhKo2xAcba6PZCsQvH9Vz8wMdzPYyJIksUChOEGBW9S9/3cXXUUdHVfguQzUaH565SWBsycOAAkokKQuvT3pqjrTVDoeDz6OMvsmjhm6zZsAU/NCQTMWxo0FpTUy2RKEIIId511BbsSkqrmDv/VJ594DFymfNIlbhQbENYs2YFS19fR4/aSrKdWcCSyxZIxH3Ky8vJZJppPnSAquoStFYo7YLSrFqzjjeWrKFXr97MmT2cPfsPoN0ktVWlUYsDAZaoBcIaGw1ziJVx3kUXQxDgaEvOD3CIY0OFVQG5bJ6edT3RyhLaqB1UYdEmYMiQ8Xz96/9Me0eW3r17Ra0T9v0nfl0FPhwNTtRQgbJYNLNmTmLB869RWZHi8N09pamsLiWTyZHJ5AHF3j07qek3+e/+Dnr1HsDn//nb3PLNL/GxU+YwuKwCBZSkU8QTcfKHW0ojpekko4b3pbyiksFDBmBtVGxTSuG4LmFoeN/41i4KSkoqOWn+fGwYRsXV6Ic9fBoei8UoKyulqbGFXrU1xfy5Yiur0ihcHCc8PClWqfcPkVBKkUw49OnTi9t++Uc2rVtHPoxuba5ctY7f/Pb33HTT9YfDnfv2q+ekeWMpK0tTU53GUVH2yRvL1/HK8q00NGV4+aWV1NbUcvllF7FxwzZam31OPPFUKdgJIYQQ3ai8sgcnnXEZk2eezFNP/IXbfvIztu7YR2lZKX5gaGprw2IJjSVUtnhzKrrVb4yNmluVIjTFtleKk18VOEqR8GIorckFPr4foJQlkUiSzXRA8VZeVESK2mCD0OC6LjY0xZv8phgpUjxgVNGkeYvFD/J4MYd0uoRRo0cfhXsKS+hHN+oUUFtTQ8+6vjS3NtDW0UEslqAknUIr6OzoJFfIkyvkUBawAZ6KpvJiTNRmzLtF1jA0xfekCK3B9TxMIR/tzE00HRYVvR9jDLFYrHjj7t2indLRPtwPFa3tAYHNs3bNJn5zx+Ps2tPEwcZG2joKtLV3AlERtiRdSp/6HniJGBOmTO+2lRVCCHHkOWoLdlFb7Lk888DDbHpnB+MmDMUS0tHezMsvvow1mqRncNPl9O1bDwryhZCY41JdWU3D3v3U1A7DdTSFwPL0M8/y8MML6MgUqChJU1bi8uaGt5k1cyZeMkFoApSKfllb2zUSPkqV85wEIZ3gd+LGehQLSSHKWJqaWotTVXVxo3f4J0Arl5q6vlTXdd0OfLcNtOuWmQVK0iV4rocu3iCMPltRWV3PiSfOYMigflGGXfF7VFVWEdqAtmye9s5O3li5i3Ezz/u7v4PGRkV55WzmnXoGy1ZtZvDg/qCiAQ3WRPkd0c8cFeIcrZk2bRS9e/fDc913W1dRGGujYGYTolzv8M/ftSaH96Ndk0MUKHRxrRQY6F1fS0NDc5RL8t5WByxKW1AaQvP+9X3PuiulmTFpDA/+5WnCoIC1kE56TBg7gP59e9De2kw6WQJASWU5F1/6ceKOS5BvwFpDaA2jhg+mX783ueOuZ2juLPDwwy/Q0V5g2659XHXDV4+6rBkhhBDio0lRXtmDSy6/kbrqWr7+pa8zcvxYFix8CYgycl3t4gCphItvDH4YEhqLUYowDIsJJlHGsB+GJOIxUrEEuUwWHLDGkEwmyOfzdHR24OrophzG4lIcboAtDjJQUfdAsdOia+KsKkalRO22NrpBpjXVNdX0GzCguxbvA2OMLQ7XANd1qampxXEcstkshXyeZCpF4AeUpFP4MR+roLS0jI6ODqw1dHZ2orAo7UTFuffN543eViqZIl/IY0yA0pqYG4tiVhxFGEQTfbuKdp4Xw/cL7yuMGmNpa+9k0459dLSH/OrXj/LCojfJ5QugDZ6boEd1NQcbGzDG0NbezpbODj7/6Rvp309iUYQQQrzrqC3YAfSo78OU40/g3vseZOCgz2NVO3+8+362bG9m3OiRDOhTSmlFFf0G9qWyqgI/LHBgXyOH9jVRUjYIByDMs3TxQv78pydobAlw4g5+UyN33/so7XnLBRdchjVRq2nXL/13WyqjIFprLRgX7dVitRNN/Cr+Yt+5cx9VVX2K00ZBqa6sE/WeolS0qesauhB9nHr3v2GjHBM/wI3Hi8Uoi1IOQ4cOobq6HJSJbvtrRSLhYUxAJpPjmWdeo6rv7A9m/XtAjx4xUolL+fZXP8vxsyfRp1f14SETnuuhHV38OaPP6d2rF6lUivceCFtr6dOnJ/l8nnw+JPZf5mNES/LuWoHqGssB2MNfv3//vmzdtgM1Z1oxn+T930O/pyAK0Wbs3WJd1H88ZMhAyirTHDiQIaY0Z595ItdcfRHpVBmW6H3nc4a29g7K0yUo6xPk2qLNpckTd2OcOG8y6zZu49lFG8hkCzz55EImz53LjOOOPwpPwoUQQoiPpq691vips7ni6ov57e/vI5PJ4rkeQRDguprTTzieAf08Hn1iKS0dWQJjCdBkOrPF/YcBq8Fa/CAgbzLkgwAT+tEBbi6PKu5THMeJ9h4olLJYouxfrRWBX0ArpzjN1OJoN9oAmeJkUkcRGltsjYWePfuQTCS6ewn/7rTWUbFSKWxoaG9rw5ZANpulva2V9tYWKioq8Qt5ysrKyOayBEExv1hFBU9riQqhKsqjtjq6IefYqJ01yOWLWcbvFgejQSK2OMI32mFGfwdc6BoQohQKg6M0QQgvLljC4AH9eWnxenK+X3xuTSIRIx73QCkcV6OVYd68E7jg8k+h3aP6f82EEEL8Xzqqfytox+GCS67k888/w49++FPaOw6xddtutBOnrqYno8aOp76+ilgyBdojniilT5+hNBzYTRAqFAGd2SY8fI6bOoTFyzZzqKVANt/BoYNNHDd3HjVVaaKiUHRLTEUVNLQCYwMUThQa7MZBRZOhouy16Hd+c3Mz/QaMRqkwOoPtqiMVr+RHba/RZFPT9fV5t6ikjKKtvZPW9nYy+YBEwgOrUcqilUsQWNrbslRUpLGqWLwyFtc6LF/2JkuWr+PHv/70B/oeBg8dxqx587n77kf5/Oc+QS7TSZAvEAQ+1jcoJ1oTrV2MsXhePGrrtSbaXCmHRCJOLpunpb2D0pLU+wpbUfsq7ytmRmtkDv87mvRawcJXlhIW80isNbz7VaK2CK0VoQEMKGPI5PJo7ZFOp7AK0qVl1NdWs3fvQXr2reDii86norQGaw2m2Eb71NPP89zzL/LZT1/O4L51BLlOgqAV5ZWiTAturJq5M8ey8NWNdPoF+vTpyQ2f+zLxYraeEEIIIY4cldV15H2f/fsPYFGEgY8CysvL6NW3jlRpnlFjB+K6Hp5TYNnKTTQYh9BqQhPiFwyOgpiryRdCrH539+EUh2Q52nm3c8BGhR0bhqAd0JqY4+Ap0CoGsZCSuEs+H5ApOMQTMbKBTz6kmFlnmTN7zlE3cCJiqaisQDsapXU0UCyXp72tPTrcttDZ2UlHRwetra1RhmDx8NzzPAqmcDguJTrxtVEcitJRN4cxxDwPTHRLUgH5fC7KIdSamOdRKBSKU2MtQRDgxTwCP8BiMRbQoHHYvbeF2+94kObmDlAhjuMQBpZMJoMNCqQTMRIezJo5h3/57q0MGDJEDm6FEEK8z1FdsAPo2bsfV153PT/8zrcoGENVeQk1FWn61pdRVpZAaR0FyWqNZwzWeoRWse6t9RjlUFdfzpQZxzNh+kyGjHqV393xMPs6QwphSG1tFY6OwnyjYQPRxsgSYoMWrNFYp7x4O05hTEA2myUWi0VZJNZgraaysizKJInuaBWbJ7pufemuK2Tvmx727i0+Sy6XJ5/Pk8lkKU15ODpWHIKq8DyPXK4QnSJGV/WoLE+RiGn+9MgCTv7Y2QwZNvQDfQeu63LJJ67hpus/ye/veZxhQ/uS8w2ZbBu5XIZ4Ih7liFhLIpkgDMJ3f3YcOtozrN+wlc6OTlpaOujTs0e0XsWwZvs/rM+7ihNfjaaurpqmxmY6OnOUppI0HGpm5cq1VFVVMWnSONyuW4sAyvL68jXcc++jBIFh8JB+fOz0kxgxYgilpaUYY+jVq56qqqroexY7oE1o2bhhI7t27ePPf3qUz9zwcWKJFNmG/XjaoZDvJCjkSbsBqYQmZ12+9q3vM2bMpA/0HQghhBDi/03g51myeClKu2hrUNrgOg596qtxVQs1NT0YO6onxx13Ij3q47y5egULX1zD6yt3sWNvI9ZCKhHD8zzyhRxdecVKEQ09UArXcQ7v3ayxxe4NhefEcPAZ2DNJjzLFcSMreOutBnY0howZkiLmBDR3WnY0aba2KrJKUVFewdTp096TF3I0UVTX1JFOp2lpy9LW3kwYhu/ZC1KcnBsdpNviH2pHEwYhXR90uIsFFeVVd627gkIYYM27nRfRp6jDAye6HJ7oG4RoiofHxTqgcsA3hv0NzSgV4jguFkssHsNRljAoMGzIAK75h09zzgWXkS4pk2KdEEKI/+aoL9hp7XDy6efz3FOP8cbiJZSVJamuLOeUU2ZSkk4UT9QUWimCQgHXUSxdupS/PPgSF15oOfPMuThuCY7VzJt3GqtXvM3DTy4nX/CprqzCKsh0tLNrx142btpGPh9w3HHT6FkT4sSq0FYRFE9Kl72xhGVL1zJ8xAhmz5qBGzM0NXdSWlIK//V2HYroANZGgbhEBUFVzDRRSkcbCVugta2TbDbD008uIJ1QDBk6hMlTxuE6UCjkyOUK2LAn1omujg0dPpSxYwaxePVOPnX9jSQ+hJaJ6tparv/cF/naF29Ck6czm2Pc2GGUlCSjtmEMEFAoBGQ62rAWsrkMW7Zu48/3P8EbazaSy+fZ+M4mxo4aiLVR+2sYBhhjoiDgw+3I0XpjLB3tHQQmpLSshNLSEmKex979B6ivquHf//OXrHhjLfF4nGuuuZjzzj21OLEWCn7Io48/z+q1b6HRbNi4niVLXmf8+LFs27oTpTRuLIHj6GJeXtR+q5Wib79eOEvgrbVbWLd+KzMmjUKjaW7YRaKsF6HfTi67n9qacpxCkmEjJn7g6y+EEEKI/3vWWg7u38uePXvxlcFg0BY8YPKE0Zx30amUV6TRGmpr+qC0T+9+A0jEE6xetxutFI7WlJaW0NrcgaejW3BhGGCNwirwXBdPO+SNXzyIjPLRtNZYU2DAgDq+/cXjGVzbSEtDB0++soc9bZaeFVBXpulbbjl9guauxZY3GzSXX3E1EyZNPioLQAqoqK6ntqaGnXsPYYx/OMIkukUXIwiCYjEt2lhrpdAWbBjiKFUcMAYVFRW0tbVhgyBac94Ngz5cgHvPofB7D4nfK7QmingJLdoWW5jD6GZfUCgUv5YlmUqRyXXieS7Tp07kG9+/hfHjZr2n7VYIIYR4v6O+YAeQSJVy/ee+zIZ1V9Da1s6UCROp6FGLwhCa6HQz8HMo4MD+/bywYDGNzRkG9B+EVgmwLkZbHBVn8pSxPPrMG4TGIdPZybNPPMnLi15n0449NDS34WmXndt2ccN1Z1OW8ICo7fKtt1bw85/9gV17GylfsIyGA52cff4s9h9ojM7/bJSF0dLaSjKRJpVKgrbRxFMFyloaDx5i3dubscCUKZNIphIU8nl279yLXwi4866/kEzG6NerJ5+4rIPxk0bieDHefONtRo0aQomXwGKIp1KMHD2UnY3Qt++HE26rlGLO3BP4yjdv5tvf+he0Vpx68vHE42kMBhMaTOizZ+9+lHVp2HeQxUtX8viTC9m8bS/5wMcEsGHjNmyxuLl310FWr15DYEPGjB3J4EF9cRwH3/dRDuzavY/773uEzVt2MO+E4zjzzJPp7Myz/I23yLd3suT1VQRBQNbPc9+fHqQk4TJ95lTSZWm2b9vH+rc3EBJigmhARkNDCwsXvkZgDcZCNpfHmBCjo4KvRmEUzJ49k4ULXqWxsZ1nn3uNMcN6ko6X48Ua2bdpPdm8palVE6pSLr78Iurre34o70AIIYQQ/3esCXnu6YfZvfcAWI2ro4yyU04+jk9cfjp19RVUlNXhuFEUCjg4Ok1pSRl+UACiPVBLczuJuMegvlWUpErZsW0PHe0FAkApSyEsHL75ZUyUn+Y4DjFHcdXlpzJlWi20BSx+Yzfr9oYULDyzPqBHWvOZ+Ul6lGUpSceY2n8sV1/zqWJr7FFIKcrLyxkwYCCvr1x7+OZbV9fFu7ft3j+c7N1hYu8W4FpbW9+XV9x1cB5l1zmHY1NisThB4B9uMQ6CgPcOqzDWRPE1jo76ZKK2G4IwiD7eWjTg53JY3zBqdD++9NUvS7FOCCHEX3VMFOyUUgwZMZ4Bgwez853NDBo0BC9egh/kCcM8npvAdRyMNTz33CK272qgV31v+vSuIwqk86MsOhTDRwwnlfBobs/x+BNPYII8uXyIUQZjLWFY4NUlbzB7zgxGja/CBFnamlv40/2PsHtPA35gaGhp5P4/P0hpeZzmpgyep8gXsjz//CKeevJF0skKLvj4uUyfOQqrArBwYP8BfvHz37Bs9SZKkkk+dtoezjnvFPK5dnbvbiAIo7g3cj579x3gt7+/h14v9KOutppFryxjxIjBzD1hGliHTN6wbsMOLr36U9TW1n5o70FrzVnnXIDWDt/6yhfZs7cBOykoDtMwFPJ5Vq3aQGtHyKuLV/DO1p1kOjqLIXUKi+L1pavZvaeBlkMH+Pltd7N5y3ashX596rnxxquZNHk0oV+grS3LnXf9hQULl4A1bNm2nZUr3mTjO5tZ89YGYmj80KAV9KqvoHePKn59x30sX/UWY8eOYOHCN2jr7GRA7xqSyQR79hwikzX4IYQmCiBsam4mn88T89xoz6aijVvfvn3oP6A/DY1vsnHDbla9uY2pY/rR1tDG/v05CjrO04s2MOdjF3Ll1Z85Kk/AhRBCiKNBS9NBnnzkcXK+xfU0CTdGRXkln7jiAvoP6EWyJA5hdCsOG0WgaAf27TtEe3sQdVloTWVZnIs/Pp/5p0whlU7T0HiI7dt3cu89L7Brbysd+QImsFHBSVmcYsxKRUUpUyaPJJYyhIlShowroV+PHext6qR3bZITJ/fg7MtH89prm5h2+mzOu+wz9O7T56jeWzhenImTp/Dnhx87HGWiunodbLEN1hYjUYqRMEop4vE4hYIfTX99z1CxrkFkUccH0BVNAyit8QMfay25fB7XdYnH4wRBQBDYYsdL9L60BtfxDt+uwzqHM/SMtTjaoTTtMnHiVMZNnCPFOiGEEH/VMVGwA4jH41x57fV8/6v/TFubj9JxXNfBWI3FwWqHbVve5sWFb6Csw+CBgykp72oVVdGUVaIT0vZMgZgXp6WtDaUUDhrtQI+actJpzYH9ndx+x930rKuld+9KNqzbTK++1Vx84TxefGE5ew520J7t4Ge/+B2ZnM+iF19jy+Z3eHXxSrJZH9jFzr0HuKb9Qgb178X27dt59tlFrF2/iUze0tGR5b4/P8S69esxNmTvwWaMssQ9jxPmTWDiuEHs37OX+x5eQr4QYNHs3HMo+lHCkEcfXUhYqOKyCy/50Dd0WmtOO/1MXl/8Mr+8/X769u/N+LGDwITkchk2bd7Fxm0HMGGBT1x0CsfNnsiOrXu4885H2bG/md27dvGtb/wrQRCwc/c+gjAEC1u27+aWW3/OqafMJaEVb67dwLadu3C0wvejzduyN9YQoMn7AQkvmrQ2dEhv/u17/0QqXcbtv76bFxYsY+FLywitoUdtJd/6xo306dOftW+t5/d3PsiGjbsw1qKwtLa109LeQmkqXRx8EZ3oaq0ZM3YEr7++imwQ8NQLK5l83OlU9k2zanM7f3pwCb2Gjuaa626UQRNCCCHEEcpay5rlL7PmzbVRNlloSJakmH/yDIYO608yVY6jA4y1GBtgbZSHZm3Am+u20N6RI+ZoSlIJvvDFq7nwglMpKy3BYsgXsowZO5pRw4Zy75+e5ImnVpLB4iiHUAWHb4MVrOWRZ5aTOG8yfXr2YNTEWr53S5IVq7czZ9o8xk8YRKK8F/MnlFFW1Yt4It3dy/YhUEyfPY/ysnIONjbheC4mCAnRUaa0DaHYvqqVQmmNUyyOKcXh1lZjDFoprDFoL8qWNtZgDw96A1R0w873/SiGxRoC3wdrcLVGaYXnWNKpFFo7xF2H9mx02FzIRUMoohxrSyEIcD2HCdPmkCqp6NYVFEII8dFwzBTslNLMnHsmZ1yymgcfeZx+A3ozfuIQHB1ijCGX6+Tpp1+krb0TZT1mHDcR13MOj24vzpHinU3vRKdzocKJxTHGUFtdxjnnnsIp84/H9Xy+/rV/ZfOWXWzevguUYXC/AVx77bXU1VUzfvwCfnDLb2ls88nm8/gGfvu7ewmCED+0aGVJJB2yuSZuu/1Okqk4uUyetvYOrIZkXOMXLL7vs3zlmwQGbAiuskwcN5wvfeEzlJYm2b9vJwsWrWH7/jZC37B//yGaGttZ/vpKHnh0Cbf+5HYqKsu75V24rscXvvR1stkM3/n+L/naP13HuNF9yGcLNDW2UigEJBMxTjvtNEYMG8iUiZZ4IsF3bvkNnbmQjZu3FYdUGFAKx1E4WtHS0sb9f3mSwA9BQU1VKcfPGcuWzTvYsbeZMOga7BHlksRdzdlnnUJtj94AXHHlxSxf8Tb79jeiHY3nxelZ349UqpTp06ZRXlbBzd/+IXsPNaECTXNThnc27KBffV/AFIdPWKwN6dWrDqscgtBnw4adbNyyj63rtnLvQ68w4+Sz+Zdvfpd0SUm3rL8QQggh/rq2lv385te30ZbJoxxNGBr69+vNBeefRGV5CSYosHDhYlaveIfWzmYKvuLGG68iDBp47fX1+KHFwXLdtZdwxZXnE4+5UbslDvG4plxpxk0YTUlZDIXDk8+uIJM1uCbKxzXWcLChmdt++ThvLH2Lf/vX6+g3cALzzj6Nj12SBooZyMAHn0Z8ZOnTdwAjR46m8bWXSSYS+Lk81hhCIOyaAKs0CoujwfMc/GLucVcx1NpoQqzSXTfqol2i67pRbE6xvbZQyBffW1drrSYRi1FS4lJWlqIkHae8Ik5ZaTm5bMihxjY6MgWam9sI2jujywHKEIQh2YxhzZrVXHqFIUrKE0IIIf73jpmCHYDreVz/2a/Tmcvxox/dxvnnnsGceeNJpWKsWvkGa1ZvpOBDOpVi0KABgMGo6LTOAsb4bN95gIIforSLUpqeddV88YvXM23aZBwNQZilf/963tnUiLEBymqmTZ9ETY8aLDB9+gnMnLGUp55dAyisgfZsNC4+GYsxacJQJk0ZTktDAw88soTmljYMmoqUy/xTZzFwYE9eWrCUVWu3kw8DrAGrFOlUCVdedRGlpWmsharqHtTWVbNldwuhtTzz/CssXbaSMNB8+99/xoSJE7qtXUIpRXVtD27+/r/zh9/+mu/e8ivGjuiPdiz7GtoJQ0sqlaKsPE1XxXTajKnU1T3M5m0HKAQmajtQ0LuulLPOOp7efXvx3LNLWPL6OoJi4WzYiEH805c+TUdHhldfe4O77nyQQ03tWGMwBkrTCcaPG4OjILAB9T1qmTVrKg89/BzGQj6XJ5P3KTUhWjmMHDGUmz57Dbfc8nOa/Cy5nM/zL7zG8bOnEnP1ezJQQqoqKtCOxgBtmQIHGvNs25fjzEuu58bPfpZkMtUtay+EEEKIv86GAY0HtrJ+4yZQLliLl/C47LKzGDp8OJmONh565Gl+dcefaW7MkA8DUDGamvP07ZNgx842jIGyqkraOgvcc88jJOIePXvWM3BQf2qqy0gmPLRKUl/Xm1NPmcDry99mz74sxlhCohtgJjQYm2XFqk3c8oMH+fGvzqIyJdm3lVXVnHTC8Sxb8irDynxq62I0ZCwNmZDmPNSXWaYOiLGtEfa1aPLW0pr1CUKKrbLFoh4c3r85ysFzHQp+ANZE36hrci8Kx3FQYUh1VTmO8hk5vB8nzZ9JGLYxZcpYkqkEy5e9RVOT4cVFS+lZV82atVvoyOXRjsJaCJVi145NZDOdJFOl3bV8QgghPiKOqYIdgBeL8fkv3cwTgwbz25//hBcWvsz0GSN57ZXFtLb7GKCmtpqKytR7gmgt2mryuQxvvrkZP4CylENJMs7nPnst06dNQCtTzJ7VWOMUT+UMVdVVnHraPLSOqn6e6zF9+mSefm4FYQBKOYADynLSyXP43GeuJJVK0dy4j8Wvv8X2nc0YC2PGjuHaT11BSUkJs2dP57s338qy1bsIrMUWA3j79++LtdHzul6M0rISrDWEoaEjX2DO9FP55DU3MnrsuCMi26S0tJwbPvMFJk2ewT133cErry2iM5fHcVxiXgzX1dGACaC8rJwBA/qxedv+w59fUVnCN775GcaNnoh2NP36DWbt2zfT2JzFhCEVFRXEvBj1PUq58LwzcBzLT35yN0GowBg8z6W0pITiK8YYw6wZk3j6qRfJ5kPaOzo41NBIj8pycKKw4lmzpjJ79jSeePollFK8tvQNnnnuZc742Dy0ik5rg8Dw9oattHZ0ks/7JJOlxBJpvvbd7xNPJIjFYt204kIIIYT4q6wlyLfz0H1/YP/+9uiPQsXIEQMZ0L+C1StWc8fv7mfp8rUUCoYwsFE7pmN47MnnSXguft6gHYufC7j9tnvQCpR2KC0toaIixdQpo7jkkjOYNGkosYRHMllOSbqU0HRggSAMo2EG0Sh6CmHA/kOdaEf2EF3OOPtcHr7/fk7otYd5Q3weWeNxMOPR3GnYeDCgR43DFWfGWbszjakfzn0Pv8VbGw9ELcwANhoYZq0FY4pFOYUuTovtaqnFBig0xtgo0VpbKqvKmDRxJJOnjGTEmKGkk6VgYcjwcby+ZBkmbGHb1gZSMZd8aCgUCsULAJa33nyLRS++wGlnnHtE7MeFEEIcuY65u9gKRSKe5LyLruFr37uVTkJ+9YeHeGf7ITqyIXnfZ0C/AaQSbjHEtthCqWHl2nVs2LQXlCHmulz08bOYPXNKcRyFxYQF/HyeA4faQEcBt5MmjKNf3/roophSWKsYMmwwybQH1kFh0MoyfuxwPvXJSyhJl0TBuMkSSlIJrFV4jsOs42ZQki4DFDXVPbn8iguoLI+htUYrjesoHK1R1oCxaOWSTJYAmunHzeXuPz3M93/wY8aMG39EbQ5c1+W4OXP44c9+xV1/fJBLLr+CktI07e0dNBxsRqmoZOc4imQyDliMNWgs48YOZfTICWgn2gD17l3PwAF9UEqjgGQ8Hm2wQgMoTjv5ZIYPH4CxIaExxJNJUsXMEQyYMKRnfQ9K01Emne8HNDY2g4IwjIZ/OI5mytQJeJ6HBTozeW7/9T0sX/km+UKG/XsP8us7/sxPbrubXgOGcc31N3HXXx7j9LMvoKS0VIp1QgghxJHOWrZtXsVDjz2HbzXWhiRimvPOPJ5Nmzfxjzd8k4UvryVTsBg0BgfHdcjnchhjyPs+oQoJjCXT0Y6xEFgITUBLaws7d+3n6Wde4wuf/wErV2wiDEMONTSze18LvgkJTBTXgj08uBSlNaPHjaf6QxwWdqQbPHwkt972Mw45fTCpBBjDim051h3McqjT8PiyPKlknDPPGs4F5x7PSXPH4TmqOOwhGlKh9bsdEkpbgjCPdkBphS5m31WWlZPwXFTxZl5zayu5XA7Xiw75E7FysFH3RyIWZ+7xM7nikxczZcowqqpi0d68SAWW/fsbuev3d5DNtHfPwgkhhPjIOOZu2HVxHJe5J5zB6LFTeezh+/nTXb9jz67dWGVpbG4jnzOk0wAKaw3NLQ3c/8eHyGYLuE6M3r16ccYZ83G0xhAVhBSK1qYD7NqzH6ui7zFu7GhinhdNDusaKY/CFE/0lDJ4bpyLLziXnnXVWCwKRSyWoLSkDNhHIh5n+IhBoIoj6q1m4pRpTJn8Es8uWI3WmmyuQDYbUFkeff6zzy7k9TfWcd5Fl/Glr3yDuvr6I6pQ918lE0nGT5zKiFFjOemkU/nBd77Jbb++l698+Qb69KzBBJb21k4cpVFoknGXk+bNwos50RewllQiybAhA1m1ejNKO9TX9cBxHEwxh7AkneLUU+aw6s3N+IGhM5OjpbWdirI0jnYJgoB0Ok1JaZrG1hZMqGltaUcpCMOoSKjQpFIp0Aq0IjSWA4da+I8f/o5+fevZtHEnqbIq/vGmr3HW+RdQUyMbayGEEOKjwgLG5lm44BG272pGOQpCTSzu8frydaxcsYb2bIgfBGjlUJpO0NmZwVjwPC9qYzUhjqMwQYhVLo5WxZtaBoPFKktn3qdzXwO3/+oBrr/xLB545GUamzswxTZNbHSzziqLoxX9+/bj8quuQstk0cO0dpg2Yx5V3/8VmR1/4uIRb7PlJ6tY+k4nng4ZObKe2lHT0MkqUqU1jB03AsdbhC4YHEx0084YUNGahyZEa03MdagsK6WqKsGAfvUk06Wsf3sbu3c30p7PoVyPjkyBjZu3UFJShjYOSvnFA3ONsZr6uv5ceNn55H3FL29/kMa2ABsCDhirWbFiFW+vW8fkqTOO6P25EEKI7nXMFuy6VNf04KpPfZpTPnYOr76ygKcffYjlq1bwr7fcwSevPoeBg3qhHXj62SdZs2obYRhSmi6ltrqK0rI0EIDSgMVxXDoybXR0dBKGFtd1KS8vp2tkRZempk5y2SDKxUAxZPBgpkwdC0StD9ZGo+W9mIdSilQqSWVFRfGzLShD4Bvy+cLhr9nWkeWV11Zy0gkTefzxBTz1zCtcftVnuPr6Gz5SeWnxeILTzjyH3n378NP/vIWvfOVWrrv2EhobG3ln43YsUehzLOExcPAAlDJYGxU/XUfTv089jjKEVpPL54FoYhtYjIHRw4dQVpqmqaWdtvZOnn3+Za695sJiRqHFdTWJZAwUBH7AunXrOf3UOUDUMuu6Lu3tbVH7hLX4YYjrxvCS5ZTVDebGc69h9pzj6VFX153LKIQQQoj/B4EN6Wjfw5JXl4NSGD/AGEtTW4YnnnkNrTWuC2UlJVSWlTFseE82vrOdPftbicWizoewEAIBXiJGOhbD9RzaO3LkfB9jNMYqVHHEwQsvLWPthk3s39d8uFhni//WSoOy1Nf15Fvf/i7TZ82U4s5/oZRiyJiZFAaPweZ2cMuAZ/jNHQ/S1tLC9defSunAARjj0ZqBjpzBhBweKKeVOpxRp7XCRTNyRG/OP/9ketaV07dvDT3r63CUw6uvvMrvfvMCazfvIpcvUJqKUVFRinYM1ilgUGSzBbTj4nkOSoWUlJRz+pkn8tJLy1iyfAO+VbiuQ+BDLu/z3NOPM3nqjO5eQiGEEEewY75gB9EJXe8+/bn40ms4+9yLWb70JX7/y1/yT1+5hckTxlFfV8ljTy0g41sKxiGVcMllO8lmfFJxB6WiqVIKxf4DzRTyIVEqBvh+AYtBEYLShCbPa68ux/cNSmkcpagoLycej1olVXET4RcCmprbsAqsCSnkc0DUEmuBQwf3s2nTbkJj0YT4fpY7fncPjz32JKmyGr7zH7cxZfoMHMfptnX9f6WUYtyEyfzw57/h5z/6d773g9tob2shKBiMslgT0taWY/GS1QwaOBBXKbS1KAv1vfqgHQ/jhxxqbMESnXZiDUpBIl2C63oYA0EQ8MTjC5g6eTyjRw8GFeKosHh67eK4lmXL17Jx4xb69+8NOYfdrU0sWbqGQlCgtLSMj192GafMP40hw0ZTWVXV3UsnhBBCiL+Bi2HL26+x/I0N5IOAMAigmKjrOgninmL4yJH8w/U3MmnSRKpqa3hr5atcf/1naWnP4BdC0vEYo8aM5B9vuJaBA3oSj3usWf0Oq1a9wYsvvszW7Yfwwyhj2IYF9u0JicU9CoVoD6SKB7pKaUYMH84t/3Yrc088SW7X/W8opYinyrDJ0YyaM4B/nXg22Zad6KCFwHSwYXs7P/rF7ygvq8Tz4vhhDs/zCIIgillRUSFt6uRhfPazFzJm1FBK4iliyTjaS6AIOevcM6mo7snXvn4bexraaevI0dDQSVNzBy2tBZ56/BW2bdtFQ3MLgwcP5GOnz2XMiMH07T2IG2+8hh1f/Q927GskMCHWKnK5LK8ufpXm5iaqqqq7ewmFEEIcoaRg918kk2nmzPsYU6bPYfnrS3jg/vv4y5Mv0NqcI+sH0S91R7NnfyO7dx2kqqJf8URU0ZHv5KlnX8EPLal0ikQiQSaTKU6hsqBCNm/ewgsvvoZVHkpbwLBr127a2zMkqkopzownk+2kpaU9ynBTGt/3i09ocRSsXf0mBxo6sTYqPCVL0vQdPJizzz2H8y64gtLSso/4KayirLySf/6XbzN91hzuuO0nrF25ClPIoKzCLxiefPwFTjvleOprK4sbXIXv+1hrsVqxbv0msrmQVFJHJ9kW2js66OzMAJbQKg42NvOjH/+Gb33zJqorUuzeeYjO9gJBcRLtoUNNfOvmX1BTU022kONgYzNuIs05F13KRRddzdjxE3DdKMVQCCGEEB9xhRYWPf88jW0FjAmxXR0SSmEwzJwxm5t/8G+MGvXuAK8ps+Zz6qmnsGrlSnr37cMZZ53LyaecQY/6nmgdbbWHjj6Vcy/K8on1i/nyTV9gyZvbsEF0eBuEIQnV1U1hyefyuI7Dyaecxre+810GDhokxbr/H5TSoEpJlA4jXjKYPdtWcdft/8kjzyxjy479GCzxeJLQduUDGlKpODXVJYwa0Y9/uO5CJowfSiwWx3ViaO1ireJgYxu5bIHpM2Zw6SXb+eGP7sWg2fjOfl5ftok1K9fz4INPEFiDdhxeXLSYBx94kvknzeVT113E4ME9mX/iNO77ywt0Fgq4MZeC7/Pmurd55aUFnH3uhR/xPbsQQogPihTs/gdRG2opc+fNZ87xJ7N162a2b93MmtXLWPbKq2zftoGWpmZ+8O+/YNSIAcQ9D8d1aO1oZenr6zBWUVpWjtaG1avXMXXyWHr3qiSb72DRiy+TiCcIw3Yc18EYRUNjE1s276Z2+kisMSjlsP/AQZpbOwCN74e0t2bIZQP80Gfv7t385cEFFPwQNx5nzryT+cSVVzJt+nEkEomj6pe+53mcOP80Zs2ey6uLFvDQX+7lpUUvk89l2bX3EI8+9jwnnXAc8XiCQsHnpVdexy8EWK3Zvm0Pr722gunTxpFIeIRByNvrdlHwTXTn0TdgAzZt3ck3vvVjStJJdu/eTWtbOwZwXI+K6h6k62oYPGYqM2fOxIvHGTZ8JIMGDYo2hkIIIYQ4CliwHTQ2vMPChW8QhipKMynuqRwcJk4cw60/+TEDB41432em0uV8/9af0dHZQSqVprSs7L/tEZRSeLEkI8fM5ZNXX8KGr91Kkx9gooQNOjs70FrjxTwmjp/A1Z+6jjPOPpuy8vIPawGOGtEhroOO9eCpF9ezYevewwfi7R0dOI7G0dF7LU2nmT1rHJ/85LkMHtiPeDyO1ppcYHhnwxaeefoVXn51BY1NTfSsq6OttYMo3zpk+84DfOtbPyVXKFAoRAfrrjag4GBTG/f8+QleWrycCz8+n/4DelFdXkL7vga0jm5s5joz3PaT/2TGtFnU9e7TbeslhBDiyKVsV1CG+KuMMeSyWRY99zTNrW0YLM88+QSNjQfA5sl15ggtaKsZNmw4e/duY9/eQ5Smk4wcMYTWthYOHWwi6/scOtiOckOssXiuw/wT5nLtpy6ipamZ/QcaeOqZ51n2xloCG+KpJH379KS0PE1LawfZXAYvEWfMxOlccN4lzDr+eBzHOaoKdf8Tay1+ocCq5ct59vlnePbJR7Chj5/PF2/XBaA1XixFLt9JtqODknSaHrU11PWoJNOZYdfOvahEkpibIAhCdNJhwsSpTJ0ynZjnEtgQYwMSrkvPumoGjZhCXV19NI33PZPEhBBCCHEUsRbMXh5/4Lfc9Jkf0J6HwARR4UfBoAF9+eWv7mDKzLn8bbfqLZ3tB7jqkvN49dWVBCYq7JVXVDFt5gwuufRSjpt9PNU1NbLn+BuFYcj/+vpX+OnPfooyYBQYwPVctFY4jkvfXrX80xcuYu7sSVRV1pAr+CxZspo773qc9W9vpaGhhQAVDafAYk2AtVHLsj2cRGhwlMJBYVU0WdZiCI0ipl2chMPYsYPpbM+wfuMOrCkOoTMh1RWl3HnfA8yafXx3L5cQQogjkBTs/gbWWgqFArbrar3tyrKDTDbDwQMHOLh3H1t3bCbb0YZ2HDAO699Zz8b1a9i0fh2mEOImHGJOjEQiTbaQJQwN8Xg551xwPn369EKjCK0htBYv7jFy1ASmTJmK63p4ntfdy9AtgiDALxRoaWnhlVdeoTPTiOM4DBo4ivqeo2hufIs1K1aRCUJA4Wgfx0CKJPPOPYfarumtClzXw3Vd2RgLIYQQx6psSHPTSm684ToWLtpE3oYYG+LiUVNTxi23/hvnXnB5tJf7G1lrWLb4WZ5/+nkKvqWsrILTzjybQUOGkUqn/w4/jOiy4JknuOrKq+hsa8e3JmpwVgon5uJ5MepqK/nO/7qGGdPHUihY/uM/7+Tpp1+lI5NHKU0YhoTWoq2N9vpaEQRBlDFYLNip4uAKLChX42DBRN0cSkcfg1WUlZWR6cxSKPiHb1OGYcCnrv0kN3/730imPjpD4oQQQnw4pGAnhBBCCCGOXRZsoY0lL93BlVfdTHOnITQBoIh7Hl/52pf57Be++nc9JP2ftt9ycPj319LSzBUXX8BLr7yEMSq6HacUaIVWmtrqCr73vX9g0NDB/Ownd/P8s0sJUSgVvR8T1enQNvrHWIMx5vCfQ9Q1rbQilUyjbUgyYaksq6C1tY22TIFCSDFjuavDWhVbpF3CwFJdU8499/2Z6dOP66ZVEkIIcaSSDDshhBBCCHEMs4QdB3hp4au0dvqExhD1SygGDOjLhZdc/nfvaJDi3IejvLyC8z/+cZYsXUK+EEQtrNagjcYqQ1NLGy8ueos7fvskq1a8jeeBMdFgMo1DzFOkE3Hqakvp26cW7bpsWL+TvfsaMEZhtAIF2nEpS2tuvPESps86kfq6/hw6uJfXF7/Co489zYo3t5EPQpQJ0UqjtCLwfcChtaWdu++6gwkTJhOPJ7p7yYQQQhxB5IadEEIIIYQ4ZlmbZ+vbT3D5hTeyZV8nYWgIw5B0SYof/OAWLrvyOpy/Qyus6B5NjQ1cfcVlLHppUTGLDrRRGAXa8zDWomyAg0LhooBY3GXYiF7MnTON2XNPYOSICdTV16Fdl83vbOQPv7uNRx95gUwmwJgAR1vOOH0OP/z5H0imewBRLKK1hoP7tvPjW7/DvX96mM5s1E4bhiEQFW61UtTUVXLn3fczfcZs/raMRCGEEEcTKdgJIYQQQohjk7XYsJVH//JdvvCZO2jzfayxoODkk4/nznsfIJks7e6nFH8Day0r3ljGVVdcxq5duzDGRAU7rfASCaxRhH4OlMHBoyLt8sl/uJirr72J3n2G4zju+6b+Wmsp5DtZvOgJ9uzYxfqNm0kkE1x8+VUMHTHxv92etNbi59r4w29+zr//x09pbuk4XLCLBpqBoxSXXH4+t/7nr4jHJctOCCFERAp2QgghhBDimGStId+6mptuuIGHHluLUdHsz1Qiwc9/dRtnn3+ptK8eBcIw4J4//JZ//d73OHCwAd9asGHU+KwcsAaroCyZ5B9vOJ8vffVWUiU1/J9uu1lrsNYSBmFUdHO9/8PfFUvgZ3nmibu4+Ru3sHXXwcPTYsGilaa6tpQHHn6AsePklp0QQoiI/usfIoQQQgghxNHHFtpZsfRFFi/ZiFEGrTWgGDpsADOOmyvFuqOE47hcduUn+cM9f2Te8TOIORDFz0UFWqUUMc9l/qlTuf7T3yCZ/j8X6wCU0mjt4MViuF7sr/xdUThukjknnsOXvnoj1eVptNJYa1FaY7E0NbVy7x/vpFDI/l1/diGEEB9dUrATQgghhBDHHIsln2vl+ecW0tCSB2WxxuI6Dmeccxq1PXp29yOKvyPPizFj1hx++NPbOe+sM0glYmjtoJXCdRyqqyo59/xLqa0b+IEUapVSlJfVccE5l/Llf76W0pIYWmuMMVgMJlQ8/OenWPLSU//jFGEhhBDHHinYCSGEEEKIY07Ghry5+jUefvx1CqHFWoVRlvr6GubPP/N9uWXi6KCUYuDgYfzwF7/m5m/fzORxIxg2pC/Tp43lqiuv4GNnXla8ZflBPYDGK+nDFddezycuOx1HOVjAojDAocYW7r77TrLZtg/uGYQQQnxkSIadEEIIIYQ45hSyh/ju127kjj88Tt4Hii2SZ5/5MX73x/vRTqK7H1F8gEwYcODAfoLAJ5lMkkqVkEylP5Q26BYMu/es4Ps3/hPPv7iCgBClFApDOlnOL379Pc4+51OATCcWQohjmRwdCiGEEEKIY87uLet55pmX8AOidlgs8ZjHvBNPQOl4dz+e+IBpx6Vnrz707TeQmtp6UumSDy2zsALNmN5j+OKXrqd37zIUGjBY69Cebeeeu++muXHXh/IsQgghjlxSsBNCCCGEEMcUa0NWrlhKU2tIaUkaC6AUdfU9mHvCfBk2IT4ECSbOPI4bP30hqbiLxqKsQRl47ZU1PPTAXVgbdvdDCiGE6EZSsBNCCCGEEMeUTEc7zz+3kJaOLC2dWVAKrTVDh4+kb/9B3f144pigcN0+fPzi8xk3th8WB63AWkOm0+eRh55g9coFMoBCCCGOYVKwE0IIIYQQx5RNb6/mpZfeIDSGsHiLSaGYPGUariftsOLD4lJROZ6zzzyOZCyONQawWBuwfPl6fnLrD9m7e2d3P6QQQohuIgU7IYQQQghxTNm1cxftHVnAolFgLOlkirlz53X3o4ljjHbLuOgTVzJudF8UXnE6sabg+zy/4DXuv++PmFBaY4UQ4lgkBTshhBBCCHHMsNawb+8+8iZEodDWgoJ0aZrq2h6SXyc+VEo5VBR6cv6584kndDQtVimMsXTmAx647y5279zW3Y8phBCiG0jBTgghhBBCHDPa21p57umnAIV2NBbQaMaMmUDPXr27+/HEMcip78G5F89i0sRBWOuCtSgb3fzcvnMvS5csliw7IYQ4BknBTgghhBBCHDMO7dvBxo0bQIG1FqUU1dW13PT5L1BWVtbdjyeORbEU8cRgZs4ci+eCjbpiAcgXAn7769tpPHRQinZCCHGMkYKdEEIIIYQ4JlhrKeTzWGvxPA8LJBMJvv6NbzJz1qzufjxxzNLg9GX0yKGUpGNEoyci1hreemstD/3pbowx3fmQQgghPmRSsBNCCCGEEMeETCaDEy9l6tRJKArEPI+bPvd5Lr3iClzP6+7HE8ewktJKho+aRWVlFS4AFquif3IFn+efex6/kOvmpxRCCPFhkoKdEEIIIYQ4JqTTaYYMG8bMudOpqijhsss+wY03fYFEItHdjyaOcVo79B44nvq6apR1gGj4SdQGq9ixYysH9u/q1mcUQgjx4XK7+wGEEEIIIYT4sGjtcPb5lzFu/DTGTppDKl3S3Y8kBADJdCWjR41gxYq3CcMCygAoUIpcvoNDhw7Qf+CI7n5MIYQQHxIp2AkhhBBCiGOIoq7XUOp6DUUp1d0PI8RhjuNy9XU3sfatd1i+YjUGA0qhsAwcNJhBg0Z29yMKIYT4EElLrBBCCCGEOKYopaRYJ444SilGjp3Izd+7hVEjhpKIuyRimgG9e/HJf/gMFVXV3f2IQgghPkTKynxwIYQQQgghhDgiGGPY+s7b/OF3v6KuRw+mTZnJlNnzcFxpjhJCiGOJFOyEEEIIIYQQQgghhDiCSEusEEIIIYQQQgghhBBHECnYCSGEEEIIIYQQQghxBJGCnRBCCCGEEEIIIYQQRxAp2AkhhBBCCCGEEEIIcQSRgp0QQgghhBBCCCGEEEcQKdgJIYQQQgghhBBCCHEEkYKdEEIIIYQQQgghhBBHECnYCSGEEEIIIYQQQghxBJGCnRBCCCGEEEIIIYQQR5D/D6NxWS8iBiU+AAAAAElFTkSuQmCC\n" - }, - "metadata": {} - } - ] + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "4fea920e3be74ac1b1ff9d8f236f63ad" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Downloading: \"https://github.com/mseitzer/pytorch-fid/releases/download/fid_weights/pt_inception-2015-12-05-6726825d.pth\" to /root/.cache/torch/hub/checkpoints/pt_inception-2015-12-05-6726825d.pth\n", + "\n", + "\n", + "\n", + "\n", + "\n", + " 0%| | 0.00/91.2M [00:00 None:\n", - " \"\"\"\n", - " Creates a grid of images, resizes the grid, and saves it to the specified output path.\n", - " Args:\n", - " images (List[Image.Image]): A list of PIL Image objects to be arranged in a grid.\n", - " rows (int): The number of rows in the image grid.\n", - " cols (int): The number of columns in the image grid.\n", - " output_path (str): The file path where the resulting grid image will be saved.\n", - "\n", - " \"\"\"\n", - " grid = make_image_grid(images, rows=rows, cols=cols)\n", - " new_width = grid.width // 2\n", - " new_height = grid.height // 2\n", - " grid = grid.resize((new_width, new_height), Image.LANCZOS)\n", - " grid.save(output_path)\n", - "\n", - "# save images individually for computing the FID\n", - "reference_images_dir = \"reference_images\"\n", - "os.makedirs(reference_images_dir, exist_ok=True)\n", - "reference_images_dataset = dataset.select(range(16))\n", - "dataset = dataset.select(range(16, len(dataset)))\n", - "images = []\n", - "for idx, example in enumerate(reference_images_dataset):\n", - " image = example['image'].convert(\"RGB\")\n", - " image = preprocess(image)\n", - " image = transforms.ToPILImage()(image)\n", - " images.append(image)\n", - " image.save(os.path.join(reference_images_dir, f\"{idx}.png\"))\n", - "\n", - "# save images as grid for visualisation\n", - "reference_grid_path = os.path.join(reference_images_dir, \"reference_image_grid.png\")\n", - "save_grid_image(images, rows=4, cols=4, output_path=reference_grid_path)" + "output_type": "display_data", + "data": { + "text/plain": [ + " 0%| | 0/1000 [00:00 Dict[str, List[Image.Image]]:\n", - " \"\"\"\n", - " Applies preprocessing to a list of images by converting them to RGB, resizing,\n", - " flipping, converting to tensor, and normalizing.\n", - "\n", - " Args:\n", - " examples (Dict[str, List[Image.Image]]): A dictionary containing a list of images\n", - " under the key \"image\".\n", - "\n", - " Returns:\n", - " Dict[str, List[Image.Image]]: A dictionary containing the preprocessed images\n", - " under the key \"images\".\n", - " \"\"\"\n", - " images = [preprocess(image.convert(\"RGB\")) for image in examples[\"image\"]]\n", - " return {\"images\": images}\n", - "\n", - "dataset.set_transform(transform)" + "output_type": "display_data", + "data": { + "text/plain": [ + " 0%| | 0/62 [00:00" - ], - "image/png": 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\n" - }, - "metadata": {}, - "execution_count": 9 - } - ] + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "6cf13aea0e0f4fc3b488dbb257bfdda0" + } + }, + "metadata": {} }, { - "cell_type": "markdown", - "source": [ - "#### Configuring the DataLoader, UNet Model, Optimizer, and Learning Rate Scheduler for the Diffusion Model" + "output_type": "display_data", + "data": { + "text/plain": [ + " 0%| | 0/1000 [00:00 None:\n", - " \"\"\"\n", - " Evaluates the model by generating images, saving them, and computing the FID score.\n", - "\n", - " Args:\n", - " config (Any): The configuration object containing various parameters for training and evaluation.\n", - " epoch (int): The current epoch number during training.\n", - " pipeline (Any): The image generation pipeline ( the diffusion model )\n", - " global_step (int): The current step number in the training process.\n", - " \"\"\"\n", - "\n", - " # generate images using the model pipeline\n", - " generated_images = pipeline(\n", - " batch_size=config.eval_batch_size,\n", - " generator=torch.Generator(device='cpu').manual_seed(config.seed),\n", - " ).images\n", - "\n", - " # save the images individually\n", - " test_dir = os.path.join(config.output_dir, \"samples\")\n", - " os.makedirs(test_dir, exist_ok=True)\n", - " generated_image_dir = os.path.join(test_dir, f\"generated_epoch_{epoch}\")\n", - " os.makedirs(generated_image_dir, exist_ok=True)\n", - " for idx, img in enumerate(generated_images):\n", - " img.save(os.path.join(generated_image_dir, f\"{idx}.png\"))\n", - "\n", - " # save the image grid\n", - " generated_grid_path = f\"{test_dir}/{epoch:04d}.png\"\n", - " save_grid_image(generated_images, rows=4, cols=4, output_path=generated_grid_path)\n", - "\n", - " # compute the FID value using the reference images and the generated images\n", - " fid_value = fid_score.calculate_fid_given_paths(\n", - " [reference_images_dir, generated_image_dir],\n", - " batch_size=config.eval_batch_size,\n", - " device=torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\"),\n", - " dims=2048,\n", - " )\n", - " # Store epoch and fid value measured\n", - " track_metrics_per_epoch(fid_value,epoch)\n" + "output_type": "display_data", + "data": { + "text/plain": [ + " 0%| | 0/1000 [00:00 None:\n", - " \"\"\"\n", - " The main training loop for the diffusion model.\n", - "\n", - " Args:\n", - " config (Any): Configuration object containing various parameters for training.\n", - " model (torch.nn.Module): The model to be trained.\n", - " noise_scheduler (Any): Scheduler for adding noise during the forward diffusion process.\n", - " optimizer (torch.optim.Optimizer): The optimizer used for training the model.\n", - " train_dataloader (torch.utils.data.DataLoader): The dataloader providing training batches.\n", - " lr_scheduler (Any): Learning rate scheduler to adjust the learning rate during training.\n", - "\n", - " \"\"\"\n", - " # initialize the accelerator for distributed or mixed-precision training\n", - " accelerator = Accelerator(\n", - " mixed_precision=config.mixed_precision,\n", - " gradient_accumulation_steps=config.gradient_accumulation_steps,\n", - " log_with=config.logger_name,\n", - " project_dir=os.path.join(config.output_dir, \"logs\"),\n", - " )\n", - "\n", - " # set up tracking if this is the main process\n", - " if accelerator.is_main_process:\n", - " if config.output_dir is not None:\n", - " os.makedirs(config.output_dir, exist_ok=True)\n", - " accelerator.init_trackers(config.project_name)\n", - "\n", - " model, optimizer, train_dataloader, lr_scheduler = accelerator.prepare(\n", - " model, optimizer, train_dataloader, lr_scheduler\n", - " )\n", - "\n", - " global_step = 0\n", - "\n", - " # define custom OX Axis using epochs for plotting FID Score\n", - " wandb.define_metric(\"epoch\")\n", - " wandb.define_metric(\"fid\", step_metric=\"epoch\")\n", - "\n", - " # training loop over epochs\n", - " for epoch in range(config.num_epochs):\n", - " progress_bar = tqdm(total=len(train_dataloader), disable=not accelerator.is_local_main_process)\n", - " progress_bar.set_description(f\"Epoch {epoch}\")\n", - "\n", - " # iterate over batches in the dataloader\n", - " for step, batch in enumerate(train_dataloader):\n", - " clean_images = batch[\"images\"]\n", - " bs = clean_images.shape[0]\n", - "\n", - " # sample a random timestep for each image\n", - " timesteps = torch.randint(\n", - " 0, noise_scheduler.config.num_train_timesteps, (bs,), device=clean_images.device,\n", - " dtype=torch.int64\n", - " )\n", - "\n", - " # add noise to the clean images according to the noise magnitude at each timestep\n", - " # (this is the forward diffusion process)\n", - " noisy_images, noise = add_noise(clean_images, noise_scheduler, timesteps)\n", - " with accelerator.accumulate(model):\n", - " # predict the noise residual from the noisy images\n", - " noise_pred = model(noisy_images, timesteps, return_dict=False)[0]\n", - " loss = F.mse_loss(noise_pred, noise)\n", - " accelerator.backward(loss)\n", - "\n", - " # gradient clipping and optimization step\n", - " accelerator.clip_grad_norm_(model.parameters(), 1.0)\n", - " optimizer.step()\n", - " lr_scheduler.step()\n", - "\n", - " # reset gradients for the next step\n", - " optimizer.zero_grad()\n", - "\n", - " # update progress bar and log the current loss and learning rate\n", - " progress_bar.update(1)\n", - " current_lr = lr_scheduler.get_last_lr()[0]\n", - " metrics = {\"loss\": loss.detach().item(), \"lr\": current_lr, \"step\": global_step}\n", - " track_metrics_per_step(metrics,global_step)\n", - " progress_bar.set_postfix(**metrics)\n", - " global_step += 1\n", - "\n", - " if accelerator.is_main_process:\n", - " pipeline = DDPMPipeline(unet=accelerator.unwrap_model(model), scheduler=noise_scheduler)\n", - "\n", - " # evaluate and save images\n", - " if (epoch + 1) % config.save_image_epochs == 0 or epoch == config.num_epochs - 1:\n", - " evaluate(config, epoch, pipeline, global_step)\n", - "\n", - " # save the model checkpoint\n", - " if (epoch + 1) % config.save_model_epochs == 0 or epoch == config.num_epochs - 1:\n", - " pipeline.save_pretrained(config.output_dir)" + "output_type": "display_data", + "data": { + "text/plain": [ + " 0%| | 0/62 [00:00" - ], - "text/html": [ - "wandb version 0.17.8 is available! To upgrade, please run:\n", - " $ pip install wandb --upgrade" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "" - ], - "text/html": [ - "Tracking run with wandb version 0.17.7" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "" - ], - "text/html": [ - "Run data is saved locally in /content/wandb/run-20240831_171438-pod85a3m" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "" - ], - "text/html": [ - "Syncing run zany-grass-9 to Weights & Biases (docs)
" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "" - ], - "text/html": [ - " View project at https://wandb.ai/ancamuscalagiu-babes-bolyai-university/diffusion-butterflies" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "" - ], - "text/html": [ - " View run at https://wandb.ai/ancamuscalagiu-babes-bolyai-university/diffusion-butterflies/runs/pod85a3m" - ] - }, - "metadata": {} - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - " 0%| | 0/62 [00:00 Date: Sun, 6 Oct 2024 19:53:45 +0300 Subject: [PATCH 2/4] changed imports --- .../src/db.py | 2 +- .../src/main.py | 2 +- .../src/report_generator.py | 12 ++++++------ 3 files changed, 8 insertions(+), 8 deletions(-) diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/db.py b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/db.py index 5174921..29e5646 100644 --- a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/db.py +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/db.py @@ -1,6 +1,6 @@ from pymongo.errors import ConnectionFailure from pymongo import MongoClient -from articles.generative_ai.data_extraction_from_social_media_posts_using_llms.src.config import settings +from config import settings class DatabaseConnection: diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/main.py b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/main.py index c5e8459..c3d61ac 100644 --- a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/main.py +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/main.py @@ -1,4 +1,4 @@ -from articles.generative_ai.data_extraction_from_social_media_posts_using_llms.src.report_generator import ReportGenerator +from src.report_generator import ReportGenerator def main(): diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/report_generator.py b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/report_generator.py index ef4a853..2ef065b 100644 --- a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/report_generator.py +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/src/report_generator.py @@ -8,12 +8,12 @@ from langchain_core.output_parsers import PydanticOutputParser from langchain_openai import ChatOpenAI -from articles.generative_ai.data_extraction_from_social_media_posts_using_llms.src.config import settings -from articles.generative_ai.data_extraction_from_social_media_posts_using_llms.src.crawler import InstagramCrawler -from articles.generative_ai.data_extraction_from_social_media_posts_using_llms.src.db import database -from articles.generative_ai.data_extraction_from_social_media_posts_using_llms.src.llm import get_chain -from schemas import ReportProfiles -from templates import PROFILES_REPORT_TEMPLATE, PROFILES_TEMPLATE_REFINE +from src.config import settings +from src.crawler import InstagramCrawler +from src.db import database +from src.llm import get_chain +from src.schemas import ReportProfiles +from src.templates import PROFILES_REPORT_TEMPLATE, PROFILES_TEMPLATE_REFINE class ReportGenerator: From e12e0ce3a50968ece02206c54449aa05fe40802e Mon Sep 17 00:00:00 2001 From: Vlad Adumitracesei Date: Mon, 7 Oct 2024 20:11:28 +0300 Subject: [PATCH 3/4] added picture to READEME and make help command --- .../README.md | 7 ++++++- .../media/article_cover.jpg | Bin 0 -> 266348 bytes 2 files changed, 6 insertions(+), 1 deletion(-) create mode 100644 articles/generative_ai/data_extraction_from_social_media_posts_using_llms/media/article_cover.jpg diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/README.md b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/README.md index d8f2461..d035e0b 100644 --- a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/README.md +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/README.md @@ -3,7 +3,7 @@ This course covers the implementation of an application, capable of extracting social media posts from instagram profiles and creating a weekly report based on them, using the power of LLM's. -![Thumbnail Image]() +![Thumbnail Image](./media/article_cover.jpg) ## Table of Contents @@ -45,6 +45,11 @@ To start the hole process you have to run the following: make run ``` +Or you can run the following to see a list of all make commands available: +```shell +make help +``` + ## License This article is an open-source project released under the MIT license. 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zqkIOsx`9A-LO;qBgZx6ex{yT%H=|&4AC+}=IRnh14zEeCO6uxJBdS5oMa zMd{0mRX02O*H=*;Q3zXZlwr_US5tyvNJ@7US0~H4>0Mn%x@kpF2;5Oe=B}=%1dmnG zbZT$d{OhZ!!{Q#uc0_NF>0AKKb#*x~r9EhbkVXx4bw+uowHvh;^H*0>N_RwH2098v zfu5Ds)JHFx9ak?=N&qp^y1I&85l=(&qmK2})Q2L2d8HGrD7%C5uCAmJO|Ae7uoTiV ZN#EAGx{_&5oDV@suKBL6rv%c!|JgAqid_Hz literal 0 HcmV?d00001 From 52c1e8fe21bf6549f0248c97943e12f718b617a7 Mon Sep 17 00:00:00 2001 From: Vlad Adumitracesei Date: Tue, 8 Oct 2024 10:28:43 +0300 Subject: [PATCH 4/4] changes to README --- .../README.md | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/README.md b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/README.md index d035e0b..3b91f62 100644 --- a/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/README.md +++ b/articles/generative_ai/data_extraction_from_social_media_posts_using_llms/README.md @@ -36,6 +36,16 @@ As we use Make and Poetry to manage the project, to install the project, you hav make setup ``` +You will also need to create a .env file: +```shell +touch .env +``` + +And then run: +```shell +cp .env.example .env +``` +To copy the values from the example and fill them in. ## Usage