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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from collections import deque, OrderedDict\n", | |
| "from enum import Enum\n", | |
| "from datetime import datetime, timedelta\n", | |
| "from dateutil import parser\n", | |
| "from IPython.core.debugger import set_trace\n", | |
| "from IPython.display import display\n", | |
| "from matplotlib import pyplot as plt, colors, patches as mpatches, lines, transforms\n", | |
| "from pymongo import MongoClient\n", | |
| "from tqdm import tqdm, trange\n", | |
| "import warnings\n", | |
| "import imageio\n", | |
| "import io\n", | |
| "import matplotlib as mpl\n", | |
| "import numpy as np\n", | |
| "import re\n", | |
| "import os\n", | |
| "import shutil" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "plt.style.use('dark_background')\n", | |
| "mpl.rcParams['figure.facecolor'] = '0.1'\n", | |
| "mpl.rcParams['savefig.facecolor'] = '0.1'\n", | |
| "mpl.rcParams['savefig.pad_inches'] = 0.1\n", | |
| "warnings.filterwarnings(\"ignore\") # For unreadable letters in nicknames\n", | |
| "np.random.seed(0)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Fetch data" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "client = MongoClient('localhost', 27017)\n", | |
| "db = client.vk\n", | |
| "AUTHOR = 'Павел Корытов'\n", | |
| "RES_DIR = '_res'\n", | |
| "\n", | |
| "def check_dir():\n", | |
| " if (os.path.isdir(RES_DIR)):\n", | |
| " shutil.rmtree(RES_DIR)\n", | |
| " os.makedirs(RES_DIR)\n", | |
| " \n", | |
| "# check_dir()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "select_date = lambda start, end: {\n", | |
| " \"$match\": {\n", | |
| " \"Date\": {\n", | |
| " \"$gte\": start,\n", | |
| " \"$lte\": end,\n", | |
| " }\n", | |
| " }\n", | |
| "}\n", | |
| "lookup = {\n", | |
| " \"$lookup\": {\n", | |
| " \"from\": \"files\",\n", | |
| " \"localField\": \"file\",\n", | |
| " \"foreignField\": \"_id\",\n", | |
| " \"as\": \"fileData\"\n", | |
| " }\n", | |
| "}\n", | |
| "sort = {\n", | |
| " \"$sort\": {\n", | |
| " \"Date\": 1\n", | |
| " }\n", | |
| "}" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "addIsGroup = {\n", | |
| " \"$addFields\": {\n", | |
| " \"fileData.isGroupChat\": {\n", | |
| " \"$cond\": {\n", | |
| " \"if\": {\n", | |
| " \"$gt\": [\n", | |
| " {\n", | |
| " \"$size\": {\n", | |
| " \"$arrayElemAt\": [\"$fileData.users\", 0]\n", | |
| " }\n", | |
| " },\n", | |
| " 2\n", | |
| " ]\n", | |
| " },\n", | |
| " \"then\": True,\n", | |
| " \"else\": False\n", | |
| " }\n", | |
| " },\n", | |
| " }\n", | |
| "}" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "addParticipants = {\n", | |
| " \"$addFields\": {\n", | |
| " \"actualSender\": {\n", | |
| " \"$cond\": {\n", | |
| " \"if\": {\n", | |
| " \"$eq\": [\n", | |
| " {\"$arrayElemAt\": ['$fileData.isGroupChat', 0]},\n", | |
| " True\n", | |
| " ],\n", | |
| " },\n", | |
| " \"then\": {\n", | |
| " \"$cond\": {\n", | |
| " \"if\": {\n", | |
| " \"$eq\": [\"$Sender\", AUTHOR]\n", | |
| " },\n", | |
| " \"then\": \"$Sender\",\n", | |
| " \"else\": \"$Recipient\"\n", | |
| " }\n", | |
| " },\n", | |
| " \"else\": \"$Sender\"\n", | |
| " }\n", | |
| " },\n", | |
| " \"actualRecipient\": {\n", | |
| " \"$cond\": {\n", | |
| " \"if\": {\n", | |
| " \"$eq\": [\n", | |
| " {\"$arrayElemAt\": ['$fileData.isGroupChat', 0]},\n", | |
| " True\n", | |
| " ],\n", | |
| " },\n", | |
| " \"then\": {\n", | |
| " \"$cond\": {\n", | |
| " \"if\": {\n", | |
| " \"$eq\": [\"$Sender\", AUTHOR]\n", | |
| " },\n", | |
| " \"then\": \"$Recipient\",\n", | |
| " \"else\": AUTHOR\n", | |
| " }\n", | |
| " },\n", | |
| " \"else\": \"$Recipient\"\n", | |
| " }\n", | |
| " },\n", | |
| " }\n", | |
| "}" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "project = {\n", | |
| " \"$project\": {\n", | |
| " 'Sender': 1,\n", | |
| " 'Recipient': 1,\n", | |
| " 'actualSender': 1,\n", | |
| " 'actualRecipient': 1,\n", | |
| " 'isGroupChat': {\n", | |
| " '$arrayElemAt': ['$fileData.isGroupChat', 0]\n", | |
| " },\n", | |
| " 'Date': 1\n", | |
| " }\n", | |
| "}" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Get messages" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "datetime.datetime(2010, 11, 20, 21, 6, 44)" | |
| ] | |
| }, | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "def get_first_date():\n", | |
| " return next(db['messages'].aggregate([\n", | |
| " sort,\n", | |
| " {\"$limit\": 1}\n", | |
| " ]))['Date']\n", | |
| " \n", | |
| "get_first_date()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "{'_id': ObjectId('5dc7046eceea72d416d0110b'),\n", | |
| " 'Sender': 'Павел Корытов',\n", | |
| " 'Date': datetime.datetime(2019, 2, 1, 12, 22, 43),\n", | |
| " 'Recipient': 'Алексей Запевалов',\n", | |
| " 'actualSender': 'Павел Корытов',\n", | |
| " 'actualRecipient': 'Алексей Запевалов',\n", | |
| " 'isGroupChat': False}" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "msg_pipe = lambda start, end: [\n", | |
| " select_date(start, end),\n", | |
| " sort,\n", | |
| " lookup,\n", | |
| " addIsGroup,\n", | |
| " addParticipants,\n", | |
| " project,\n", | |
| "]\n", | |
| "\n", | |
| "doc = next(db['messages'].aggregate(\n", | |
| " msg_pipe(\n", | |
| " parser.parse('2019-02-01'),\n", | |
| " parser.parse('2019-02-12'))\n", | |
| " )\n", | |
| ")\n", | |
| "display(doc)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Aggregation" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def random_rgb():\n", | |
| " \"\"\"\n", | |
| " Get random bright enough color\n", | |
| " \"\"\"\n", | |
| " color=[np.random.random() for _ in range(3)]\n", | |
| " if sum(color) / len(color) < 0.5:\n", | |
| " return random_rgb()\n", | |
| " else:\n", | |
| " return color" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "class Type(Enum):\n", | |
| " USER = 1\n", | |
| " GROUP = 2\n", | |
| " AUTHOR = 3\n", | |
| "\n", | |
| "class Category:\n", | |
| " CATEG_COLORS = {}\n", | |
| " def __init__(self, name):\n", | |
| " self.name = name\n", | |
| " \n", | |
| " @property\n", | |
| " def color(self):\n", | |
| " try:\n", | |
| " return self.CATEG_COLORS[self.name]\n", | |
| " except KeyError:\n", | |
| " self.CATEG_COLORS[self.name] = random_rgb()\n", | |
| " return self.CATEG_COLORS[self.name]\n", | |
| " \n", | |
| " def __eq__(self, other):\n", | |
| " return self.name == other.name\n", | |
| " \n", | |
| " def __str__(self):\n", | |
| " return self.name\n", | |
| " \n", | |
| " def __repr__(self):\n", | |
| " return f\"<Category name={self.name}>\"" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "class User:\n", | |
| " USER_COLORS = {}\n", | |
| " \n", | |
| " def __init__(self, name, category_data, type_: Type):\n", | |
| " self.name = name\n", | |
| " self.category_data = category_data\n", | |
| " self.type_ = type_\n", | |
| " \n", | |
| " self.messages = deque()\n", | |
| " self.position = None\n", | |
| " self.adv_position = None\n", | |
| " self.last_receive = None\n", | |
| " \n", | |
| " self.last_author = None\n", | |
| " \n", | |
| " def category(self, date):\n", | |
| " if self.type_ == Type.AUTHOR:\n", | |
| " return Category('_Author')\n", | |
| " i = 0\n", | |
| " while i < len(self.category_data):\n", | |
| " if self.category_data[i]['start'] > date:\n", | |
| " break\n", | |
| " i += 1\n", | |
| " if i > 0:\n", | |
| " i -= 1\n", | |
| " return Category(self.category_data[i]['type'])\n", | |
| " \n", | |
| " @property\n", | |
| " def color(self):\n", | |
| " try:\n", | |
| " return self.USER_COLORS[self.name]\n", | |
| " except KeyError:\n", | |
| " self.USER_COLORS[self.name] = random_rgb()\n", | |
| " return self.USER_COLORS[self.name]\n", | |
| " \n", | |
| " def alpha(self, start_date, end_date):\n", | |
| " if len(self.messages) == 0 and self.last_receive is None:\n", | |
| " return 0\n", | |
| " date = start_date\n", | |
| " if len(self.messages) > 0:\n", | |
| " date = max(date, self.messages[-1].date)\n", | |
| " if self.last_receive is not None:\n", | |
| " date = max(date, self.last_receive)\n", | |
| " if date == start_date:\n", | |
| " return 1\n", | |
| " return 1 - (end_date - date) / (end_date - start_date)\n", | |
| " \n", | |
| " def __repr__(self):\n", | |
| " return f\"<User(name='{self.name}', type_={self.type_}, len(messages)={len(self.messages)})\"" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<User(name='Алексей Запевалов', type_=Type.USER, len(messages)=0)" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<User(name='Павел Корытов', type_=Type.AUTHOR, len(messages)=0)" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<User(name='Электрон-2044 Третий Глаз', type_=Type.GROUP, len(messages)=0)" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "AUTHOR_USER = lambda: User(AUTHOR, '', Type.AUTHOR)\n", | |
| "\n", | |
| "def get_name(filename):\n", | |
| " return re.search('\\/([^\\/])*\\.txt', filename).group(0)[1:-4]\n", | |
| "\n", | |
| "def get_filename(name):\n", | |
| " return f\"./_files/{name}.txt\"\n", | |
| "\n", | |
| "def fetch_user(name):\n", | |
| " if name == AUTHOR:\n", | |
| " return AUTHOR_USER()\n", | |
| " file = db['files'].find_one({ 'filename': get_filename(name) })\n", | |
| " type_ = Type.GROUP if len(file['users']) > 2 else Type.USER\n", | |
| " return User(name, file['category'], type_=type_)\n", | |
| "\n", | |
| "\n", | |
| "display(fetch_user('Алексей Запевалов'))\n", | |
| "display(fetch_user('Павел Корытов'))\n", | |
| "display(fetch_user('Электрон-2044 Третий Глаз'))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "class Message:\n", | |
| " def __init__(self, recipient: User, date, group_sender=None):\n", | |
| " self.date = date\n", | |
| " self.recipient = recipient\n", | |
| " self.group_sender = group_sender\n", | |
| " \n", | |
| " def path_percent(self, start, end):\n", | |
| " return (end - self.date) / (end - start)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "работники месяца отсутсвуют: 84\n", | |
| "Владимир Иванов: 43\n", | |
| "Андрей Тимофеев: 38\n", | |
| "Иван Гоцко: 0\n", | |
| "七夜 志貴: 27\n", | |
| "Алексей Запевалов: 1\n", | |
| "Электрон-2044 Третий Глаз: 10\n", | |
| "ПИ 6304: 0\n", | |
| "Ярослав Пискунов: 1\n", | |
| "Никита Некрасов: 1\n", | |
| "Павел Корытов: 110\n", | |
| "['_Author', 'University/Job', 'Misc', 'University/Misc', 'University']\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "def order_users(users, date, category_order=[]):\n", | |
| " priorities = {}\n", | |
| " found_categs = set()\n", | |
| " for name, user in users.items():\n", | |
| " category = user.category(date).name\n", | |
| " try:\n", | |
| " priorities[name] = category_order.index(category)\n", | |
| " except ValueError:\n", | |
| " category_order.append(category)\n", | |
| " priorities[name] = len(category_order) - 1\n", | |
| " found_categs.add(category)\n", | |
| " users = OrderedDict(sorted(users.items(),\n", | |
| " key=lambda x: priorities[x[0]] if x[1].type_ != Type.AUTHOR else 100)\n", | |
| " )\n", | |
| " category_order = [c for c in category_order if c in found_categs]\n", | |
| " return users, category_order\n", | |
| " \n", | |
| "def pop_messages(users, start_date):\n", | |
| " for user in users.values():\n", | |
| " while len(user.messages) > 0 and user.messages[0].date < start_date:\n", | |
| " user.messages.popleft()\n", | |
| " \n", | |
| "def push_messages(users, end_date, step):\n", | |
| " messages = db['messages'].aggregate(msg_pipe(end_date-step, end_date))\n", | |
| " for msg_doc in messages:\n", | |
| " if msg_doc['isGroupChat']:\n", | |
| " message = Message(msg_doc['actualRecipient'], msg_doc['Date'], msg_doc['Sender'])\n", | |
| " else:\n", | |
| " message = Message(msg_doc['actualRecipient'], msg_doc['Date'])\n", | |
| " try:\n", | |
| " users[msg_doc['actualSender']].messages.append(message)\n", | |
| " except KeyError:\n", | |
| " users[msg_doc['actualSender']] = fetch_user(msg_doc['actualSender'])\n", | |
| " try:\n", | |
| " users[msg_doc['actualRecipient']]\n", | |
| " except KeyError:\n", | |
| " users[msg_doc['actualRecipient']] = fetch_user(msg_doc['actualRecipient'])\n", | |
| " if msg_doc['isGroupChat'] and msg_doc['actualSender'] == AUTHOR:\n", | |
| " users[msg_doc['actualRecipient']].last_author = msg_doc['Date']\n", | |
| " users[msg_doc['actualRecipient']].last_receive = msg_doc['Date']\n", | |
| " \n", | |
| "def pop_users(users, date):\n", | |
| " for name in list(users.keys()):\n", | |
| " if (len(users[name].messages) == 0 and (\n", | |
| " (users[name].last_receive is None)\n", | |
| " or (users[name].last_receive is not None \n", | |
| " and users[name].last_receive < date)\n", | |
| " )):\n", | |
| " del users[name]\n", | |
| "\n", | |
| "def analyze(start_date, end_date, step, users=OrderedDict(), categories=[]):\n", | |
| " pop_messages(users, start_date)\n", | |
| " push_messages(users, end_date, step)\n", | |
| " pop_users(users, start_date)\n", | |
| " users, categories = order_users(users, end_date, categories)\n", | |
| " return users, categories\n", | |
| "\n", | |
| "\n", | |
| "def print_len(users):\n", | |
| " for user in users.values():\n", | |
| " print(f'{user.name}: {len(user.messages)}')\n", | |
| "\n", | |
| "users, categories = analyze(parser.parse('2019-10-01'), parser.parse('2019-11-01'), timedelta(days=1))\n", | |
| "print_len(users)\n", | |
| "print(categories)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "100%|██████████| 30/30 [00:00<00:00, 38.36it/s]" | |
| ] | |
| }, | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "2019-10-01 00:00:00 2019-10-31 00:00:00\n", | |
| "Алексей Запевалов: 136\n", | |
| "Иван Гоцко: 94\n", | |
| "七夜 志貴: 60\n", | |
| "Владимир Иванов: 1062\n", | |
| "Андрей Тимофеев: 773\n", | |
| "работники месяца отсутсвуют: 1520\n", | |
| "Vanek Grigoriev: 282\n", | |
| "4 курс: 12\n", | |
| "ПИ 6304: 399\n", | |
| "Артём Азаревич: 1\n", | |
| "Ярослав Пискунов: 259\n", | |
| "Никита Некрасов: 33\n", | |
| "Сергей Зыль: 56\n", | |
| "Александр Комаров: 2\n", | |
| "Максим Ковынев: 15\n", | |
| "Максим Доброхвалов: 4\n", | |
| "Кирилл Виноградов: 2\n", | |
| "Юлия Блинникова: 15\n", | |
| "Константин Зубов: 29\n", | |
| "Валерия Иванкова: 1\n", | |
| "Электрон-2044 Третий Глаз: 253\n", | |
| "Татьяна Жаворонкова: 0\n", | |
| "Александр Сидоров: 2\n", | |
| "Павел Корытов: 3697\n" | |
| ] | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "step = timedelta(days=1)\n", | |
| "users = OrderedDict()\n", | |
| "categories = []\n", | |
| "_k = 30\n", | |
| "_start = parser.parse('2019-09-01')\n", | |
| "_end = parser.parse('2019-10-01')\n", | |
| "\n", | |
| "for i in trange(_k):\n", | |
| " users, categories = analyze(\n", | |
| " _start + step * i,\n", | |
| " _end + step * i,\n", | |
| " step,\n", | |
| " users,\n", | |
| " categories\n", | |
| " )\n", | |
| " \n", | |
| "start_date = _start + step * _k\n", | |
| "end_date = _end + step * _k\n", | |
| "print(start_date, end_date)\n", | |
| "print_len(users)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Алексей Запевалов: (2, True)\n", | |
| "Иван Гоцко: (2, True)\n", | |
| "七夜 志貴: (2, True)\n", | |
| "Владимир Иванов: (2, True)\n", | |
| "Андрей Тимофеев: (2, True)\n", | |
| "работники месяца отсутсвуют: (4, True)\n", | |
| "Vanek Grigoriev: (2, True)\n", | |
| "4 курс: (5, True)\n", | |
| "ПИ 6304: (14, True)\n", | |
| "Артём Азаревич: (2, True)\n", | |
| "Ярослав Пискунов: (2, True)\n", | |
| "Никита Некрасов: (2, True)\n", | |
| "Сергей Зыль: (2, True)\n", | |
| "Александр Комаров: (2, True)\n", | |
| "Максим Ковынев: (2, True)\n", | |
| "Максим Доброхвалов: (2, True)\n", | |
| "Кирилл Виноградов: (2, True)\n", | |
| "Юлия Блинникова: (2, True)\n", | |
| "Константин Зубов: (2, True)\n", | |
| "Валерия Иванкова: (2, True)\n", | |
| "Электрон-2044 Третий Глаз: (6, True)\n", | |
| "Татьяна Жаворонкова: (2, True)\n", | |
| "Александр Сидоров: (2, True)\n", | |
| "Павел Корытов: (2, True)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "def get_senders_num(user, date):\n", | |
| " senders = set()\n", | |
| " if user.type_ != Type.GROUP:\n", | |
| " return 2, True\n", | |
| " for message in user.messages:\n", | |
| " senders.add(message.group_sender)\n", | |
| " if user.last_author is not None and user.last_author > date:\n", | |
| " return len(senders) + 1, True\n", | |
| " return len(senders), False\n", | |
| "\n", | |
| "\n", | |
| "for name, user in users.items():\n", | |
| " print(f\"{name}: {get_senders_num(user, start_date)}\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Plot\n", | |
| "### Bezier curve" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def cart2pol(x, y):\n", | |
| " r = np.sqrt(x**2 + y**2)\n", | |
| " phi = np.arctan2(y, x)\n", | |
| " return np.array([r, phi])\n", | |
| "\n", | |
| "def pol2cart(r, phi):\n", | |
| " x = r * np.cos(phi)\n", | |
| " y = r * np.sin(phi)\n", | |
| " return np.array([x, y])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 19, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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7di0ZGRn06dMHT09P5s2bR7169UhNTWXIkCGcOXPGFlnFxlyqV6PzwGdpF/YkFME37y9m3cIlXDx7zuhoUg4d2r6TqL7PcXtgGx58PoI+09/i8M5dfDFtzu+ms5aKw/76L/lrAwcOJCUl5cqfIyIisFgsBAYGYrFYiIiIKOlHiI3Z2dvTJvQRXlm1nI59w9jx5ddMfuhJ1syap42/XNcvlh+YEdqHZa9PpIavL8OXvEfvqf+iRm1fo6PJ31SiAqhduzadO3cmLu7qXI1BQUHEx8cDEB8fT7du3UqWUGyqUUALnv/4A0LfeJmMg4eY2bMfy/45kdPHrUZHkwqkqLCQrStX8/ZDoSRGxdCkQyAvf76MoKEDqeLqYnQ8uUElOgQ0fvx4Jk6cSLVqVx947e3tjdV6eWNitVrx8vK65rphYWGEhYUB4OHhcc3XiO243+TNwy8Mp0VwV06mpbNo9Kv89NV6o2NJBZd3MZek6IX8uGIVD46OoOtzAwgICSZhyix2r9todDy5jmLvAXTp0oXMzEx27SreHCKxsbEEBwcTHBxMZmZmcWPIddg7OtD+2ad4+YtlNO3cgcSoGKaE9NLGX2zq9HErsS+PY86z4Vw8e45+syYzcO50vOrVNTqa/IVi7wEEBATQtWtXOnXqhLOzM9WrV2f27NlkZmbi4+OD1WrFx8eHrKwsW+aVv6Fe0yY8+eZY/G5rzN5Nm1n5diRZR9OMjiWV2KHkn4js2Y/7nnqcbsMG8+KKj/h6/oesX/iRLhsth4q9BzB58mQCAgJo06YNQ4cOZfPmzYwYMYKkpCRCQ0MBCA0NJTEx0WZh5cY4V3Xj0VdGMyI2BjdPDz4YOZYFES9o4y9lorCggG9jlzO5R0/2rP+W7sPDGR2/iJv/cZfR0eQPSnwV0B9FRUXRvn17LBYL7du3JyoqytYfIX/hjnb38tLKpdz71ON8t+xT3gnppWOxYoizmVksefF1YoaOpoqrK8OXvMdjr72As5ub0dHkPzQZXCXh6u7OIy+PIuDh7qSnHGT5uEkc2bXX6FgiwOVZR7sND6dd2JOczjhO/JuT2f/9j0bHqvBKOhmczfcApOzd2TGQlxKW0qL7AyTNW0Bkz37a+Eu5cunCRT5/ZxZRzw4hP/cS4fNn8eSbr+BcVXsDRtJUEBWYS7WqPDL2eVqHPEjaL/uJGfI8x/alXH9FEYMc3rmL6U88S9DQAXTsG0bjNq1Z9s9/cXBbstHRTEl7ABXULXe34oXPPqLlg0F89d4HzOo1QBt/qRDyL11i9cx5zOkzhIK8PIZ+MJeQl0bh6OxsdDTTUQFUMA5OTvQYM5znFswh72Iu7/YO58s583WJnVQ4v+3czYwn+2BZGk/73j0ZFbeA2rc2MjqWqagAKpBajfwZufR9OvZ9ms3LPmXGk31I3a1j/VJxXbpwkRVvz2B++CiqenowKm4h7Z99Cjs7O6OjmYIKoIJo80QIzy/7APebvFkw7EU+e2uaHswhlca+77Yw7fHe/GL5npAXRzJo3gyqedUwOlalpwIo51yqV6P3tImEjhvLr/9OZvrjvdm70WJ0LBGbO3/qNB+MHEv8hCk0bNWCMZ8soXEbXR5emlQA5Vi9O+9g9PJFNOvcgVWRUcQ8N1oPYpdK74f4lcx8egA5Z7IZ/N5Mug8Px97BwehYlZIKoJy6r9cTDFvyHnb2dkT1fY71Cz+iqMjwe/ZEykRGykFm9erP1hWr6DK4L+Exs6nufe2ZhaX4VADljLObG72n/ovHXh3Dvs1bmBHal9927jY6lkiZu3ThIsvffJulr064vDccv4hGrVsaHatSUQGUI7Ua3syoZQtp1qUjqyKj+GDES1zIzjY6loih/v3FWmY9PYAL2WcZEjObTgN6Gx2p0lABlBN3de3EyLgFuFSvRvSgETrkI/L/HD94iJlP9Wdn0joeHDWUPjMmaRoJG1ABGMzewYGH/vOA7fSUg0T27Mevui1e5H9cunCBj156g4R3ZnHn/e0YuXQBPv4NjI5VoakADOTq7s7AudO5v/8zbF72KXP7DiXbesLoWCLl2qYly3hv0AjcPNwZuXQBd7S/z+hIFZYKwCC1GvkzKm4BjVq35OM3JvHZW9M0nYPIDTq4LZmZPftx4kgq/d99h84D+xgdqUJSARigSYdARsTGUMXNlXn9IvhxxRdGRxKpcE4ftxLVZwg7vvya4JFD6D31Xzi5aEK5v0PTQZexjn2e5sHREaT9vI8PRr7MmeM65CNSXHkXc4l9eRzH9qUQPPI5atb1Y+HwlzibqWeR3wjtAZQRB0dHnhz/Kj1eGM5PX60nqu9z2viL2Mj6hR/x4ciXr1xKXef2W42OVCGoAMqAq7s7g+fP4p7HepAUvZCPXnxdE7mJ2NieDRbe7R1OUWEhEYuiufP+dkZHKvdUAKWsZl0/Rnw0n5ubNyV27DgSo2J0fb9IKUnff4BZvQaQceBX+s6cTLuwJ42OVK6pAEpR/bvuZMRHMVSt4Un0oBFsX51kdCSRSu9s1knmDYhg97pNPDL2eUJeHoWdvTZ116JRKSVNO7Vn6IIocnNyeLf3YA5t32l0JBHTyLuYy+Ixr7FxcRztn+lJ38hJukLoGlQApaDtk4/SZ8Ykju1LYXbYIE4cPmJ0JBHTKSos5POps1nx9nSadGzHkJh3cfNwNzpWuaICsLFuwwfzxOsv8fO33zNv4DDOnzptdCQRU7Ms/YTFY16jzh23MnzJfGr4+RodqdxQAdiIvYMDPSe8xgOD+/H9Jyv5cNRYXekjUk7s+noD7w0eSTWvGoz4KEYPn/8PFYANODo70ydyEnc/+hBJ8xbwyfgpFBYUGB1LRP6fQ9t3MufZIRQWFhLxwTz8W9xldCTDqQBKyKVaVQZHR9KkQyCfvTWNxLnvGx1JRP7E8YOHmNM7nLNZJwmfP5s72t1rdCRDqQBKoFrNGgxdOJebmzcj9uVxbF72qdGRROQ6TqVnMKfPENIPHKTf7Cm0fCjI6EiGUQEUk2ctHyI+nMdNN9dnwfAX2fHl10ZHEpEbdP7UaaIHDOfXbTsIe/tN2j75qNGRDKECKAavenWJWBxNdW8v5oePZN/mH4yOJCJ/U25ODu9HjGHP+m954vWXuL//M0ZHKnMqgL+pViN/hi2ah7OrK/MGRHAo+SejI4lIMeVfusSHo19h+5okHno+gu7Dw42OVKY0HfTfUOf2WwmfP4v8vDyi+j7H8V8PGx1JREqoML+Apa+MJ/d8Dl0G98XRuQpfTHvX6FhlQgVwg+rdeQeD588k93wO8wYMJyv1qNGRRMRGigoL+WTCFPJyc+nY52mcnJ1ZMWl6pZ+4UQVwA25u3oxB0ZGcP32aeQOGcepYhtGRRKQUJEyZScGlPO7v/wyOTk7ET5hCUWGh0bFKTbELwM/Pj1mzZnHTTTdRWFhIbGwsCxYswNPTk3nz5lGvXj1SU1MZMmQIZ86csWXmMuXf4i4GRUeSbc1k3sBheoiLSCW3KjKK/Lw8Hgjvh52DPcvHvV1pS6DYJ4Hz8/MZP348HTt2pEePHvTt25fGjRsTERGBxWIhMDAQi8VCRESELfOWKf+WzRkUHcmZ4yeY2z9CG38Rk/hyznwS577P3Y88RM8Jr1ba6aSL/a2sViu7d+8G4Pz586SkpODr60tQUBDx8fEAxMfH061bN9skLWP+LZszaN6MKxv/7BOZRkcSkTKUNG8BiVExtA55sNKWgE3OAdStW5emTZuSnJyMt7c3VqsVuFwSXl5e11wnLCyMsLAwADw8PGwRw2b8W9zFoHkzOJ1hZd6AYXrAtIhJJUUvpAjoFjEIgI9ff6tSnRgucQG4ubkRExPDuHHjOHfu3A2vFxsbS2xsLAAJCQkljWEzDZo3ZeB/fvlr4y8iX0UvBC6XQEFePp9MmFJpSqBEBeDo6EhMTAwrVqxg7dq1AGRmZuLj44PVasXHx4esrIqzAa3b5HYGzYvkbOZJbfxF5Iqvohfi4OjIA+H9KMjP57O3phkdySZKdFBr+vTpHDhwgPnz519ZlpSURGhoKAChoaEkJiaWLGEZ8butMeExs8g5c4boAcN0zF9EfufLOfNZt3AJ9z31OCEvjTI6jk0Uew+gdevWPPHEE+zdu5ekpMsPO588eTJRUVFER0fTq1cv0tLSCA8v/7dW12p4M+HzZ/3nJq9hnD5uNTqSiJRDqyPn4uDkRIfeT3Hp4kXWzo42OlKJFLsAtm7dSp06da75dz179ix2oLLmVbcO4TGzKSwsJHrgcN3kJSJ/6fN3ZlHFxYUug/pwKecC37y/yOhIxWbqO4E9a/kw5P13caxShbn9hpJ5RNM7iMj1fTpxKlVcXQgeOYRLFy7wbexyoyMVi2kLoFrNGoTHzMbVvTrRA4eRceBXoyOJSAVRVFjIsn9OxMnFhUfGPk/u+Rx+XLnK6Fh/W+W7s+EGuFSryqB5kXj61mJBxBiO7t1ndCQRqWAKCwr46KU32Lf5B0LfHEuzzh2MjvS3ma4AHJ2d6T9nKrUbN2LR6Fc0n7+IFFtBXh4fPv8KR3bt5Zl3JtC4TWujI/0tpioAe0cH+kx/C/8WzVn66nh+sehJXiJSMpcuXOT9iDFYDx+h36zJ1G/WxOhIN8w0BWBnZ0fP8a/RpMN9fDpxqp7hKyI2cyH7LPMHj+Rs5kkGzp2Bj38DoyPdENMUwEOjhxHwcHfWvvseP8SvNDqOiFQyZ7NO8t7gERTk5TH4vZl41vIxOtJ1maIAOvZ5mo59n8ayNJ6v539odBwRqaROpqUT89xoXKpVY1B0JK7u7kZH+kuVvgBa9ehOjxeGs+PLr1k5ZabRcUSkkju2L4UPRryEd/26DIyahpOLs9GR/lSlLoBb295Nz/Gvsv+HrSx9dUKlfaqPiJQvB7cl89HL46h/1508M2V8uX2WQPlMZQN17riVPpGTOP7rIT4cNZaCvDyjI4mIiez6egMrJ0fStFMHHn1ltNFxrqlS3glcw8+XgVHTuZB9lpjnRpN7PsfoSCJiQpvjPqGGby3u7/8MpzOsrFuw2OhIv1PpCsDV3Z1B8yJxdK5C9MDhmtZZRAy1euZcPHx9eHDUc5w+fpztq8rPFPmVqgAcnJzoN2syXnX9eG/wSI7/etjoSCJickVFRSz750Sqe9Wk54TXOJNh5eC2ZKNjAZXsHMBT/3qNRgEtWPbPifz67x1GxxERAa5OGZF55Ch9Z00uNzeKVZoCCIoYRMsHg1gzK5rktV8ZHUdE5Hcunj3H+0NHU5CXz8C5M6jmVcPoSJWjAFqHBNN1SH+2fPp5hX44g4hUbqeOZbAg4gWqe9Wk/+ypODobe49AhS+AhgEteGLcWPb/sJVPJr5jdBwRkb+UuudnYseOo17TO+j11uvY2dkZlqVCF4B3/br0jXybrNQ0Fo1+lcL8AqMjiYhc1+51m1gdOZd/BHUmaNggw3JU2KuAXN3dGTBnGhQVsSDiBS6ePWd0JBGRG7bhw1h8bq7PA4P7ceLQEf696ssyz1AhC8De0YE+M96iZp3aRA8cTtbRNKMjiYj8bZ9OnErNun48Of4VTqYdK/MHVFXIQ0CPvjKGxvcEsPzNyXqil4hUWAX5+Swa/SqnjmXQJ/Jtavj5lunnV7gCuO+px7n3yUdZt2Ax//5irdFxRERK5EL2WRYMfxFHJyf6vzuVKq6uZfbZFaoAGrdpTcjLo9iz/lvWzH7P6DgiIjZx4vARFr/wT3wb+RM2eVyZXRlUYQrAu35dnp0+Eeuh34gd+6amdhaRSmX/9z+S8M4smnbqQLdhg8vkMyvESWDnqm70m/0ORQWFLBz+Irk5mt1TRCofy9J4fBs3pMvgvhzbf4Cdid+U6ueV+z0AOzs7nn57HDc1qMeiMa9xMi3d6EgiIqVmxVvTObR9Jz0nvIbfbY1L9bPKfQF0HTqQpve3J+GdWRzcut3oOCIipaogP58PR7/Chexs+s2aQtUanqX2WeW6AJp16Xh5jp/PvmBz3CdGxxERKRPnsk7xwcixVPeqybPTJmLv6FAqn1NuC6BWI396vfU6h3fu4tOJU42OIyJSpo7u/YXl49/mlrtb0WP08FL5jHJ5EtilejX6zZxM7vkcFj3/qp7nKyKmtH1VIkxBUN0AAAabSURBVHWb3E6H3k+Ruvdnmz9NrNztAdjZ2fH0pHHUrOPH4jGv6ZGOImJqq2bM4cDW7YS+MZY6t99q0/cudwXwwJD+3NkxkIR3ZmqaBxExvcL8Apa88E9yzpyhT+TbuHm42+y9y1UB3NHuXoKGDmRrwmo2L/vU6DgiIuXCuZOn+HDUK3j4ePPMlPHY2dtm011uCqBmXT+enjyOo3v38cm/dNJXROT/S93zM59Nms5t97Wh63MDbPKepVYAHTt2ZNOmTVgsFiIiIv7ytXZ2dvSd8TYAi8a8Sn5ubmnFEhGpsLZ8+jk/rlhF1yH9uaPdvSV+v1K5Csje3p633nqLXr16kZ6ezpo1a0hKSiIlJeWar/es7Usd5zzeHzqGk0ePlUYkEZFK4dO3puF3W2OenjyuxO9VKnsALVq04PDhwxw5coS8vDwSEhIICgr609dXreFBUvRCfv72u9KIIyJSaeTn5rJozKtQVPL3KpU9AF9fX44du/pLPj09nRYtWvzuNWFhYYSFhQFQw96JKYMimDLorw8VmYGXlxdZWVlGxygXNBZXaSyu0lhcdcstt5Ro/VIpgGvNZV1U9Pu6io2NJTY2FoA1a9YQHBxcGlEqHI3FVRqLqzQWV2ksrlqzZk2J1i+VQ0Dp6en4+fld+XPt2rU5fvx4aXyUiIgUU6kUwI4dO/D396devXo4OTkREhJCUlJSaXyUiIgUk0P16tXftPWbFhUVcejQIebMmUO/fv347LPPrrursmvXLlvHqLA0FldpLK7SWFylsbiqJGNh5+fnZ4NzySIiUtGUmzuBRUSkbKkARERMyvAC+DtTRlQ2fn5+xMfHs2HDBtatW8eAAZfn9/D09CQuLg6LxUJcXBweHh4GJy0b9vb2JCYmsmjRIsC84wDg7u7O/Pnz2bhxIxs2bKBVq1amHI9Bgwaxbt06vvnmG6KionB2djbVOEyfPp2dO3fyzTdXHw7/V99/2LBhWCwWNm3aRIcOHa77/oYWwH+njHjmmWe4//77eeSRR2jcuHQfglye5OfnM378eDp27EiPHj3o27cvjRs3JiIiAovFQmBgoKmKceDAgb+bLsSs4wAwYcIE1q9fT4cOHXjggQdISUkx3Xj4+vrSv39/goOD6dy5Mw4ODoSEhJhqHJYvX37lhtn/+rPv37hxY0JCQujUqRNhYWFMmjQJ++vMGmpoAfzdKSMqG6vVyu7duwE4f/48KSkp+Pr6EhQURHx8PADx8fF069bNyJhlonbt2nTu3Jm4uLgry8w4DgDVqlXjnnvuuTIWeXl5ZGdnm3I8HB0dcXFxwcHBAVdXVzIyMkw1Dlu2bOH06dO/W/Zn3z8oKIiEhAQuXbpEamoqhw8f/p8ZGP7I0AK41pQRvr6+BiYyTt26dWnatCnJycl4e3tjtVqByyXh5eVlcLrSN378eCZOnEhhYeGVZWYcB4AGDRqQlZVFZGQkiYmJTJ06FVdXV9ONR0ZGBtHR0fz4448kJyeTnZ3Npk2bTDcOf/Rn378421NDC+BGpowwAzc3N2JiYhg3bhznzp0zOk6Z69KlC5mZmbq2+z8cHBxo1qwZixcvJigoiJycHIYNG2Z0rDLn4eFBUFAQbdq0oWXLlri5ufHYY48ZHavcKs721NAC0JQRl3dxY2JiWLFiBWvXrgUgMzMTHx8fAHx8fCr9xFcBAQF07dqVH374gblz53Lfffcxe/Zs043Df6Wnp5Oenk5ycjIAq1evplmzZqYbj3bt2nHkyBFOnjxJfn4+a9euJSAgwHTj8Ed/9v2Lsz01tAA0ZcTls/wHDhxg/vz5V5YlJSURGhoKQGhoKImJiUbFKxOTJ08mICCANm3aMHToUDZv3syIESNMNw7/deLECY4dO0ajRo0ACAwMZP/+/aYbj7S0NFq2bImLiwtweRxSUlJMNw5/9GffPykpiZCQEKpUqUK9evXw9/e/8iPizxh+J3CnTp0YP3489vb2fPzxx8yePdvIOGWqdevWrFy5kr17917ZVZs8eTLJyclER0dTp04d0tLSCA8P/58TQZVV27ZtGTJkCH369KFGjRqmHYc777yTqVOn4uTkxJEjRxg9ejT29vamG48xY8bw8MMPk5+fz549e3jhhReoWrWqacYhKiqKtm3bUrNmTTIzM5k2bRqJiYl/+v1HjBhBz549KSgoYNy4caxfv/4v39/wAhAREWMYfiOYiIgYQwUgImJSKgAREZNSAYiImJQKQETEpFQAIiImpQIQETGp/wPXkdRILk8WOwAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "def get_bezier(points, precision=100, space=None):\n", | |
| " if space is None:\n", | |
| " space = np.linspace(0, 1, precision)\n", | |
| " lines = np.array([[(p2 - p1) * i + p1 for i in space]\n", | |
| " for p1, p2 in zip(points, points[1:])])\n", | |
| " while len(lines) > 1:\n", | |
| " lines = np.array([[\n", | |
| " (p2 - p1) * i + p1 for i, p1, p2 in zip(space, line1, line2)\n", | |
| " ]\n", | |
| " for line1, line2 in zip(lines, lines[1:])\n", | |
| " ])\n", | |
| " return lines[0]\n", | |
| "\n", | |
| "def get_bezier_point(points, percent):\n", | |
| " return get_bezier(points, None, [percent])[0]\n", | |
| "\n", | |
| "def get_points(p1, p2, bend):\n", | |
| " r, phi = cart2pol(*(p2 - p1))\n", | |
| " p3 = (p2 + p1) / 2 + pol2cart(bend, phi - np.pi / 2)\n", | |
| " return np.array([p1, p3, p2])\n", | |
| "\n", | |
| "plt.figure()\n", | |
| "\n", | |
| "points = get_points(np.array([0, 0]), np.array([0, 100]), 100)\n", | |
| "arr = get_bezier(points, 100)\n", | |
| "plt.plot(arr[:,1], arr[:, 0])\n", | |
| "plt.scatter(*np.flip(get_bezier_point(points, 0.4)), color='r')\n", | |
| "plt.xlim(0, 100)\n", | |
| "plt.ylim(0, 100)\n", | |
| "pass" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Users" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 20, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "R = 50\n", | |
| "MAX_DELTA = 3\n", | |
| "\n", | |
| "def get_position(user):\n", | |
| " if user.type_ == Type.AUTHOR:\n", | |
| " return np.array((0, 0))\n", | |
| " else:\n", | |
| " phi = (360 - user.position) / 180 * np.pi\n", | |
| " x, y = pol2cart(R, phi)\n", | |
| " return np.array([x, -y], dtype='float64')\n", | |
| " \n", | |
| "def set_position(user, new_pos: float=None):\n", | |
| " if user.position is None:\n", | |
| " user.position = user.adv_position = new_pos\n", | |
| " elif new_pos is not None:\n", | |
| " user.adv_position = new_pos\n", | |
| " if user.adv_position == user.position:\n", | |
| " return\n", | |
| " delta = user.position - user.adv_position\n", | |
| " if np.abs(delta) > MAX_DELTA:\n", | |
| " delta = np.sign(delta) * MAX_DELTA\n", | |
| " user.position = user.position - delta\n", | |
| " \n", | |
| "def get_label(user, date):\n", | |
| " if user.type_ == Type.GROUP:\n", | |
| " senders, is_author = get_senders_num(user, date)\n", | |
| " if is_author:\n", | |
| " return str(senders)\n", | |
| " return f\"-{senders}-\"" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 21, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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hwixbtoyYmBhWrVrFjh07WLJkCSdOnLBeP3bsWF577TVCQ0Pp1KmTdbho3Lhx6Q4j5UTFihWZPn16hueTk5MZPXo05cqVo2XLlhw/fpzjx49z4MCBLJX/+uuvs3PnzlTHxo0bx3PPPUdoaCi7du3i9ddfB+Crr76iUKFC7Ny5k9DQUBo2bIirqysTJ07k/fffTxMmHBwc2LBhAxs2bGD69OlUr16dbt26sXv3butihyNHjuTo0aNp2pWYmMjQoUOZP38+O3bswGw2s2LFigzfx507dxg5ciSLFi0iNDTUOjQJluFKZ2fnNMEuPYMGDeLNN98kNDSUoKAgnnnmGeCfIa3t27ezYMEC7t27B1hCY2xsbLplX7p0iXnz5rFx40brBO2ff/75gW0Q4kmieHh4SL+lEE8QT09Pli1bRosWLR51U2yWj48PPj4+fPnll/lar7e3Nx999JF1snFucnd3Z+3atTRt2lSGq8RTSebwCCHEf0RERGQ6pJQXBgwYQM+ePTOdu5NTL7/8MqNGjeLjjz+WsCOeWtLDI4QQQgibJ3N4hBBCCGHzZEhLCPFQXOxdKOrkhl7VY9JM3Eu8x19xt9CQzmMhxONDAo8QIlsc9Q74lPLBx6s+ZVxL46C3x2g2ommAAjpFRQOuREdy7Ooxdv/5E7fv33nUzRZCPOVkDo8QIkuKOBahS/VONCzVAABV0WEymzBraSf3KijoVB0p6+Od+es31vyyjt/v/JHmWiGEyA8SeIQQmVJQeLHcC7xW8xXsVDuSTcZsD1cZdAbMmPnxj118d3INiabEvGlsFlSuXpvIS38Qey/6kbVBCJH/JPAIITLkqHdgWKPBVCxaEU3T0u3NySoFBb1OR3RCDJ/s/oxrsddzsaVZ07ZLH17tN4K/rkcyfmBXYqJkqE2Ip4U8pSWESJeTnRMTXhxL5WKVMhy6yg4NjWSTkUIOLkz0nYCnS8kH35SLOvToT7c3h6ABRd1LMHneOgoXKZavbRBCPDoSeIQQaaiKyofNRlDSxYNkk/HBN2RDssmIg96e8c3HUMSxSK6WnZGX3xhEp54DUHU6UmZXFynqzuR5aylS1D1f2iCEeLQk8Agh0uhQtT2lC5XK9bCTItlkxNHOkYEN+qOQ/d3Gs+PVt0fQvntfVFWX5lxht2JMnreOou7529skhMh/EniEEKmUKVyagKrtMOXx1grJpmQqFClPi/LN86yOngNG06pTT0vPTno0cHF1Y/K8QJ7x8MqzdgghHj0JPEI85l4sW5y5bepT2N4uX+rrWeu1v9fSyfvnGcyaxqve3THoDLledp/3J9Ci3SsZh50UmkZBF1cm/28txT3L5Ho7hBCPBwk8QjzGWpb3YEqLOvh4FmNFpyYUccz9YPBvHgVLUKFIOZJMyXlaTwqzZkanqta1fXKDoij0G/EpL7R+Gd2Dws7fNE3DuaALk+cG4lGqfK61RQjx+JDAI8Rjql0lTyY2r4lOAZOmUaKAIys7NqGYk32e1dmyoh+qkr8/FhRUAqq0y5WyVFXl3Q+n0ahFuwf37PyHZtZwKlCQSXPX4FW2Uq60Rwjx+JDAI8RjqGOVUoxt+hw6RbEOLGnAM86OrOjYBHdnhzypt27JOhjNpjwpOyNGs5Gizm4Usnd5qHJUnY5B42ZSv2nLB4adsQNfoU1dD5b977NUx81mMw5Oznw8+3vKVHj2odojhHi8SOAR4jHTvVoZPmxcA51Cmlk0GhpFnez5tlMTShRwzNV6neycKGTv8tDr7eSE0WykbJGyOb5fp9Mz5KPZ1PZp/sCws3vbBi6eP53hec1sxsHRmQlffUv5yjVy3CYhxONFAo8Qj5HXapRjqE811HTCTgoNcHW0hB5PF6dcq7tM4dL5Nnfnvww6A2Vdy+ToXr3ejuGfzOO5ek0eGHZi70Wz4MsJ9B3yUabXmc0m7B0cGTdjBZWq1c5Ru4QQjxcJPEI8JvrUqsCg+lUzDTspzJpGIQcDKzo2oXQh51yp38WhIKqSt2viZKaok1u277Ez2DPqs4VUq9Ug3XV2/mvxV5MpVa4yL7Tq+MBrzWYzBnsHxkz/hqrez2e7bUKIx4sEHiEeA/3qVKJfncpZCjspzJqGi8GO5R0bU861wEO3QafoH7qMnNI00KvZq99gsGf01CVUrlEnS2Hn1LED/Lg1kIEffvbAa1OYzWb0Bns+mLqYarV8stU+IcTj5dH9hBNCAPBevSq85l0u1ZydA5eu0XPV9jTXFrA3cGToq9bXZjQKGOxY1qExfYL2cf5OTI7bYTQn58PKO+lTFIVEY9Z3ULd3cGTM9KWUrVQNJQtPlRmTk5n96Ug6vd4fz9LZe+xcM5vR2xkYOWU+X44bwIlDe7J1f6YUDVcvjWcqaxSvbqaQh4beHoyJEHNN4foplRtnFe5GKKA9ut43IWyBBB4hHqFhPtXoWq006r+exvq3sX71qVGiqPW1Xk37oWfWNJzt9HwT0Ii3Nu/jt1vROWrLjdibObovN5g1E5H3rmbpWjuDPeNmrKR0ucpZCjsAgcvmkpSYSPc+7+eofZrZjF5vYNik//HFuHcfOvQ4u2nU6GCkVjcTBidLD5fd3w/eWXb6skhOMKEokBwPR7/X8UuQnrhbEnyEyAkJPEI8Ih82rkGHKl6Zzpsp51aImiUfvKO3SdNwstOxuH1D+m3Zz6mbUdluz5WYSPSqnuRHMHHZaDZx8c6fWbrWzmCPZ5kKqHo9Wha2v7h57Qqrl3zF++O+IDk5ieTkJOu55KQkYu9F4+hU4IGLFGqaGUVRKFe5eo4Dj52jRpMBRrw7m0ADNWUvU+DfqwGkhF/d34trO7hAgzdNNHjTxKlNOsK+0pMcL8FHiOyQOTzC5qiqyvbt21m2bNmjbkq6FGBCs+ceGHayy6RpOOp1LHipITXdXbN9v9Fs5Pq969meS5Mb7FQ9l6IisnTt/dgYJgzsRsL9OFT1wT/Crl+NICkpkWnjBtK1eVXrH4D1K7+ma/Oq/Pn7mQeWYzYZ2RW8jg0r52Wpnf/lVcfMmxsSqdHR0mujqP+EnQfRNMv1igrV25t4KyiRUvXyd70kIZ50ioeHx6MathciT7z99tt4e3tTsGBBevXq9aibk4qqwMTmtfArVyLTsJMyh8fN2YG79xMp6GCgcVkPhjevg4dL5hOUdYpCosnMwB8OcOTa7Wy1r22lVnSr0SVfFx806Aycuvkrn/00LVv3eZapwEezvsfJuQDmTHp6Yu9Fc+Hcr2mOf9DvZZq37kTLDq9SsYo3js4Zf1/NJiM7Nq9m+dxPstXGFNXbG2kxyojODnJjmSNFBVMy7PpCz8n10lEvRFZID4+wKSVKlKBFixZ89913GV4zY8YM2rZtC8CUKVMYOnQozs7O7N+/H73e8uFRoEABwsPD0ev1BAYG8vHHHxMUFMTOnTupWbMmAE5OTnz55Zfs2LGD0NBQ2rRpk2nbdIrClBZ1Hhh2wDI5uXe9akxu3Yhlr7bk3UbPsf/Pa3Rb/gO34+IzvdekaRh0KnPb1KdeyaKZXvtfu//cg4aGQv4Nl5g0I5t/25rt+678+TvjBnQhLjYGJZ25TSkKFCyEd52Gaf4APFPCE+86DR8QdkxsW78i52EnwIjvKCOqPnfCDljKUfXQfJiR51425k6hQtg4CTzCpnz88cdMnjw509/4UwwePBhVVfnyyy+Ji4tj//79tGjRAoCAgAB++OEHjEbLh4mjoyMBAQGMHj2aL774wnr/vXv38PX1xc/Pj59//jnDuvSqwjS/ujQvUzxLw1jVirvxQYvnebGiF/VKFeeN559lUTc/bsfFs/xwFoZfNA07ncrsVvVo6PXgOUAp4pLi2HtpH3pd/vQa2OnsuBN/l9M3H/ye0nPt8kXGvduF2JholDxYQ8hsMrHp+4WsWpC93qcUJWqY8R1pRNGT9fUGskqzhJ4XhhgpWTP/V8cW4kkjgUfYDF9fX27dusUvv/zywGu7du3KoEGDmDp1qvXYqlWr6NatGwDdunVj9erV1nNBQUEAHDhwgIIFC+Li4kKTJk1YunSp9Zro6IyfjnqrVkWalXHnYT6TqxV3o0wRF365ditL15s1Db1OZXbr+tnacHTVydXEJ9/P87k8CgqaZmbuga/RHiINXI+8xNh3XiYm6k62Qs8Ph6/S690PMmyd2WRi/Yq5rF06K0ftsnPUaD81CdVA7oedFJplYnO7z5Kwc5TZCUJkRgKPsBl169bF39+f8PBw/ve//9GoUSNmzUr/w6pw4cJ8/PHHjB8/3nrs8OHDeHl50aBBA1RV5ezZs9Zz2n9ml2qahqIoaY5nZNef14lPNqF7yF4ITSNbocloNrP/8l9EJSQ9+OK/xSXFMffAfMjjoS29qiP4fAi/3/7jocv66/oVxr77MtF3sxYGM6MoCmazkTXfzGTjt1/nuJym7xlxLARaHk+H0syWp7heGCpDW0JkRgKPsBmfffYZdevWpUGDBrz77rv8/PPPDBo0KN1rFyxYwLJly3B3d6dp06bW42vXrmXu3LmsWbMm1fXt27cH4PnnnycmJoZ79+4RFhZG7969rdcUKlQow7advR1D76CfiUs25vjJrFPXbvHnnRie88jaEJVZg58v/8Xg7QdJNmfvt/8T108SfH47Op0uT0KPnU7P73f+IPDUulwr8/bNa4zp35mo2zlfT0hRFEwmI99+PZUtqxfnuBz7gho1OpjI4jJBD01RoVpbEw6FpJdHiIxI4BFPtVGjRvHRRx/h4GBZ9W39+vUUKlSIjRs3prouKiqKoKAgPvvsM4YPHw7AV199RaFChdi5cyehoaE0bNgw07rO34mh18a9xCYloz4gRAwLCmNG2FFCzl5i/5/XWHLgFG+uDsW9oBOv1an6wPdl1jTC/rzOiJDDGLMZdlJ8d3INoed3oNPpUHPxk1uv0/PHnQt8vucLjObc7ZW4e/smY955mdt/XSe740iKomAyGlk2ZzLbN6x4qHbUCDBm+ZHzXKOBd0fp5REiI/JYuhB/c3BwYdKk7/DyUuje/Z8nrgIDA5k0aRInT57MlXpKF3JmaYfGuNjbYc7gU/HrfSfZeuYiV6NjSUg2UbSAI03LleS9JjV5pkDmO6SbNY0dF64xbtcxcph1UvGv4EuP57qjKrqHWpTQMidIY19EOIuOfJPrYeffChZy5ePZqylWvGSW5vWk9Ows+nI8P23f8ND1v70lgQLP5N5TWVmhKBB3B+a3dsj0ulatWrF48WKaNm3KH388/HBidgUEBPDWW29hNBoZOXIk58+fT3V+0aJFlCpVCicnJ9zc3Lh8+TIAo0eP5vDhw3nWrnPnzlGpUqU8K188ehJ4hACcnAqz6rsfqVTRjc2bb7E9ZBk/7rTM/8ntwAPg6eLE8g6NKeRgyDD05IRZ0/jhfCQTw07k6jzZ4gXcead+P8oULoVO0ZNkyvqcoJSgcy8plv8dmM+vN0/nYssy5lzQhY9mfU/xkqUzDT0pYefrzz9k349bHrpeQwGNATuyvi9Ybpvnb09CTMbv9+uvv+aZZ55h7969fPnll/nYsuzx8fGhf//++baWlgQe2ydDWuKp5+zsRp83V3LokJmV394kOsZM/fo98G9pGbrq0qVLroYdgCsx9+mxfg934xNzbYaMWYOg3y7zcS6HHYDrsTf4aOckZu6bw5m/zqDX6dGrOuz19uhVyzwfBcuTVzpFh0FnwE5nh07VcTPuJkuOLmfIDyPyLewAxN2zrMh8NeKPDCeXp4SduZ8Mz5WwA+BexUw29kHNVcYkcK+acbeSk5MTdevWZfjw4QQEBFiP+/j4pFqZvF+/fgwdOtT6etmyZezdu5eQkBAuXryIq6tlJe/w8HBGjx7Nli1b2LJlC2XKlAGgSJEiLFiwgK1bt7J161bq1q0LwNChQ+nXrx8AjRs3JjIyEm9v7yy/v/DwcGvds2bNYufOnYDlqcvIyEjKl7dsDFuhQgUiIyPp2rWrta7t27ezY8cOvvjiCwwGAwCdO3fmp59+4vPPP0dRFGbNmsWePXto1aoVYFm1fezYsWzdupXQ0FBee+01a1v69+9vPT5s2DAAPD09+f333wkJCWHfvn2MGzcuy+9N5D0JPOKpVrBgMd58awWFCikFD9UAACAASURBVBVP9aGoKCp16nShdZvReVb3tdh4eqzfw637iQ89Mdisaaz59U8+3fvgR/JzSkPj2LXjfBL2OUN/GMk3R5cTdvEnbsb9hRkzqqqioRGTFMOhyCN8e+I7JuycyPBtH7D7Yli2eoVyy/24e0x47xUiLpxF+8/4kqKomExGvvr4fQ78lHZn+pwqWl6z7oGV3/QGS/0ZadWqFbt37+bChQtERUVRvXr1LJWrqirDhg3D39+fGzdupDoXGxvLSy+9xNKlS/n4448BmDhxIgsXLqRt27b07duX6dOnpylzyJAhXLx4MRvv7h9VqlShSpUqqY4dPXqU7t27A9C9e3eOHj0KgL29PTNmzOCdd97B19cXvV5Pz549cXBwYOTIkbRr146lS5diZ2fHzJkz6dSpE+PHj0ev1/PKK69w79492rZtS9u2bXn11Vfx8vKiadOmlC1blrZt2+Lv74+3tzf169cH4NKlS/j7+9O+fXtr4BKPB1mTXDy1XFzc6fPmCpydi6TbA6AoKjVrBqDX2bFly8QsP4KeHTfiEnhtwx6Wd2jMM84O2e6ZUQCTBitPXmD2wd9yvX0ZuXX/FrsuhrHrYli+1ZlTCfFxTBryGqOnLaVsxWdRVBVFVTElJ/PF+AGcOPhTrtZn50iurqqcHaoe7DKZ4tWhQwcWLlwIWNaW6tChA6dOnQKgXr16hISEAJYemlWrVlnvc3Z2Jioq/Q1pUyb4b9y4kY8++giAJk2apBoeKlCgAM7OztbXbdq04cSJE9SoUSP7bxIYOXIk06dPZ9SoUdZjJ06coHr16tjb21OtWjVOnDgBQPny5YmIiODChQuAZYi6V69e7N+/n0uXLhEdHU10dDRJSUnWa+7evYunpyfNmjWjatWq1pXZCxYsSNmyZWnWrBnNmjWzfr+cnJwoW7YskZGRlC5dmpCQELy8vJg/f36O3p/IGxJ4xFOpUCEP3nxzOY5Orml+8/83RVGpXqMNOr2BoI3jMr02p27dT+S1DXtYGtAYj4KOWQ49lrCj8c2x3/n6yLlcb5ctSYi/z+RhPflw6hIqPlsTY3IS00b349TR/blf2aOcFallXL+rqysNGzakcuXKaJqGTqdD0zQmT54MwMGDB63zZfr165cqoHh6eqbp2bFW+a9fBFK+VlWV9u3bk5CQkOZ6nU7HO++8Q8+ePVmwYEG232LdunWJi4vj9Om0w6O7d+9m0qRJ7Nq1i1KlSgFkOH/rQZPZU86PHTuWsLDUwf6FF15gzpw5rFy5MtVxT09Paw+Pg4MDwcHBrFmzhqtXr2b5/Ym8I0Na4qnj6urFW31XPjDspFAUlWer+tK58+eoqi5P2nQnPomeG/ZwOeZ+lga3FCxzdhYcOSdhJ4uSEhP4dERvQjet4rORb+ZN2AESY8Gc84fZHorJaKk/PW3btmXdunXUr1+fBg0a8PzzzxMREUG9evUyLbN27dpERkZm2MOTskZV+/btOXLkCABhYWG88cYb1muqVatm/bpTp07s3LmTu3fvZuOd/WPYsGHpDpGBZR2tunXrsm7dP+s7/f7773h5eVnnF3Xu3Jnw8HAuXLhA2bJlKVSoEFWqVMFgMFCuXDmKFStmfTosLCyMnj17WvfYK1euHI6OjuzevZtu3brh5GTpTitevDhubm6p2pKUlITJZMp0fS6Rv6SHRzxV3NzK0LvPUhwcCmZpvy0rRaVS5aa8/PI01q4diTkPHqmOSkym18a9LGnfiNKFnTO8LiXszDpwhpW/XMj1dtiy5KREls2enKd1/HVexWQEfd5k40yZkiz1pycgIIC5c+emOvbDDz/QsWNHNm3alO497u7urFy5kuTkZOvwjbu7O+PGjbNOajYYDGzevBlVVRkwYAAA48aN49NPPyU0NBS9Xs+BAwf44APLNh7FihWzDqvlxLFjx7h06RKenp5pzt2+fZsXX3wx1bHExESGDh3K/Pnz0el0nDhxghUrVpCUlMS0adPYsmUL+/btIzk5mffff586deowadIkjEYjq1atwsvLi23btqEoCnfu3KFPnz789NNPVKxY0fp9u3//Pu+99x4mk8k6pGUwGPjpp584cyZn+8SJ3CePpYunRrFi5enQcQp7967kcsQvXLt2luTkBEaP+ZEiRUpmeN/awPGEh6+mVu129OgxjQsXDhC4Ziimh1iTJjPOdnoWt29IedeC/Le7JyXsfLn/V77/9c88qV88HDtHjYG7Ht1j6XOa25McnzvP/nl6ejJs2DCGDBmS6viCBQt4++23CQ8Pp3Xr1jnurXmcyGPptk+GtMRTwd29Er37LCUm5i9OHA/G0akQZcvWeeB9f148ypEjm7C3L/D3EYVy5erzyiuz0esNedLWuGQjfTb9zNnb0alW602ZoPzZ3l8k7DzGkuMVoi4r+batRApFhZirSq6FHbD0mCxfvjzN8ZzMvRHiUZPAI2xe8RJVeaP3NxgMzpQtW5ePPt5H374L8X6uVab3mUzJBAaOx9e3P46OLv86o1CqdG169JiHXp/1Xciz436yibc27+f0X1FoGqiKZYLy5J9OsP63iDypU+SeQyt05PdT+KYkOLQyd8fR4uPjOXbsWJrjKSseN2jQwCZ6dwDp3XkKSOARqURERBASEmL9c/DgQetTHP9eNAxgwoQJREZGpluOnZ0dn3/+OXv27CEsLIw2bSxbNbz++uvs2LGDkJAQNmzYQMWKFa33dOnShb1797J37166dOmSpsxJkyZx7lz2JuiWLFmDXr0WY2fniNlsQlWz/k9+167FmDUTzV7ok85ZhZKeNXi95wLs7DJfyj+nEowm+m3Zz8kbd1BQmLDrOJvPXcmTukTu+i1EZ3ksPe82m0/t73rOBD+CiUNCPCFk0rJIJSEhAX9/f+vrrl27prsSqqurK61atUr3sVOAQYMGcfv2bZo0aYKiKBQuXBiADRs2sGKFZWNGPz8/JkyYwGuvvUbhwoUZMmQIbdq0QdM0goODCQkJITo6GgBvb+9sP+3g5VWTHq9ZemHMZlO27r11K4KdO+bx5pvzMxm6UihR4ll69lrMiuV9SUq6n606siLRZOadrQco5mzP1XvxuV6+yBvGBIWDy3Q06GNCyYcMYjZaepVyczhLCFsjgUfkSL9+/Vi5ciXvv/9+uue7d+9O06ZNAcvaHCnd3rGx/zwz6+TkZF23o1mzZuzZs8f66OuePXt44YUXCAoKQlVVxo0bx4ABA6xLvj9ImTLP88qrs9HpDNkOOwDr1k6geg0/KlRs8MBrixevxBu9v2HZ0jdJzOiZ4IeQbDZL2HkCHViqp7KfGbeyWp7unK4olrk74Ytz/uNcNegoWrMUhSq64/qsB84ehVENlvLMiUbirkZx98xVos/f4NbxCMxJ2f9/SohHTQKPyDYXFxc6dOiAr69vuoHHxcUy32XkyJH4+Phw6dIlxowZw61btwDo1asXb7/9NgaDwbr0evHixVMtznXt2jWKFy8OQO/evQkJCeHmzZtZal+5cg3o1n0mqmqXo7Bz5EgQly+fZOSobVm6XtOgWLFy9O6zjKXf9CYhISbbdQrbo5kUNo2yo+e3SegMebPysqJa5u5sGmmH2Zj93h0nj8KUal0Djxcqg8bfIUdDM2vWBQxVBz0uFYrhUuEZzEmW5Riu7j5LxLZfuH81/bV5hHgcyRwekW19+vQhMDAwVW/Nv+l0Ojw8PDh06BCtWrXiyJEjjB8/3np+2bJlNGrUiE8++cQamDJa9dTd3Z2XXnqJJUuWZKltOp0dr7w6B53OkKNVkRMT77Mp6DOaN++LnZ098fExxMfHABpmk5H4+Jh0H0e3hJ6ytG7zYbbrFLbr7iWVjcPsMCWT609tKSqYkmHTKDtuX8xe4apBR8XXfPCZ2hVP32dRdCqKTkUzmdFMWurVmjXQTBqayWy5Tq/i6fcsPlO7UPHV+qh2Mm9IPBkk8IhscXZ2pnv37ixevDjDa+7evcv9+/cJDg4GYMuWLeluUhgUFETLli0BS4+Oh4eH9VyJEiW4fv061atXp0yZMvz888+Eh4fj6OjI3r17M6zbZEpm//7lf4eS7P/GGxd3l7i4OwQHz2Dc2Oetf6KirnHiRDDjxj7P6dO709ynqjqSkuIJD1+R7TqFbbt0QMeGwXYYEy3DT7lBUcCYCEHD7Lj4c/YCR4HSbjSa+SqlWlUHhVS9OVmi/X2PolCqzXM0mvkKBUoVyd4bEOIRkCEtkS3du3dn48aNGS4znyI0NJSGDRvy888/07hxY86fPw9A2bJlrTsk+/r6Wr8OCwvjgw8+sE5Mbtq0KVOmTCEqKopatWpZyz137hyNGzfOtO4fd87CZEyiYaPeKIqO7Pw0L1jQjf7vpF13ZOWKoZQoUYkWvv0pXrxiqnOWsHOfZcve5Mb1s1muSzw9Ig7pWNFDoe0nybiVteymnqN5PYplgvKdPxW2jrHjzp/Z+521cJUS1B7dFtWgRzPlwhibAvZuBag3uRNHP9lC1NnrD1+mEHlEAo/IliJFimRpB+BPPvmEWbNm8dFHH3Hnzh3rSq1vvPEGTZo0wWg0Eh0dzeDBgwGIiopi5syZbN26FYAZM2Y8MFRlJizsa0ymZJo264elI/OfT5cTJyxzcyKv/ArAb2fCcC5QhALORShfoR4VKtRPU55eb6BAQbc051RVJSkxjqVL+3Dz5vkct1fYvrsRKit7Gnius4mmA40oOtA7gJaFaWaKDowJlnlAe+fpOb5Gh2bOXneRS/lnLGHHTpc7YedvmsmMaqej9piXOPxREDEX/sq1soXITbK1hLBpDRq8xostBvHv0DN8WOV0ry1Xrh7vDkh/SGrypOaULVeHHj3+2bRQVVUSEmJZ+s0b3Lp1MbebLmyYqteo0MxM3deNFK+qWYa7dPDvdSyNiZYwpLOHm78pHFqh548wFVNy9sfFdA52NJ71KnYujrkadv5N0akkRcfz8/urMCU8ot1ThciEBB5h855/vjt+/kNRFNX6GPzDUhSVhIQYvlnSizt3ZOVjkXM6g4ZbOQ33ymaci4HeXsOYqBB3C26eVbn1h4Ip6eEm/1Qb8CLFG1bIpRZn7vre8/w6b1e+1CVEdsiQlrB5hw59j9GYROs2H+RK6FFVlfv3o1iyuCdRUemvNC1EVpmSFG7+pnDzt7x5hqRQJXeK+5TPk7LTU7xRBS6H/krM71lbRkKI/CJPaYmnwrFj69myZRKaZs7wEfisUBSFuNg7LFrYQ8KOeCKUDaiFqs+/R8cVvY4yAbUefKEQ+UwCj3hqnDyxmaCg8X+Hnuz/01cUhdjYWyxa1IOYGHkaRTz+7F2dcatZCnMezdtJj2YyU6x2aQyFnfKtTiGyQgKPeKr8emob69d/iNlszFboURSFmJgbLF70GvfuSVe9eDIUe75MDp9/f0iaRrG6ZTK9JGWj4tDQULZt20bdunXzp235JDw8HFdXVwAMBgNHjhxhxowZj7hVTzcJPOKp89uZnaxbOzLLoUdRFKKiIlm86DViY2/lQwuFyB2uz3qgPIKVkBU7Ha5VS2R6TcpGxX5+fkyZMoUPPvggn1qX/1555RVMJtl/7FGTwCOeSufOhbFm9RDM5uQHhp47dyJYsrgn9+/fzafWCZE7Cld0t2wVkc80s0bhSsWzfH3BggWJjo62vvbx8eHMmTOEhIRw7Ngx+vXrB8DgwYPZunUrO3fu5PPPP09VxrJly9i7dy8hISFcvHjR2rvy756WWbNmsXPnTgC6du1KZGQk5ctbJnRXqFCByMhI6/5+md23ZMkSVq5cyU8//WRdYywjer2evn37smjRIuuxoUOHcvjwYUJDQwkLC6NRo0YA+Pn5sXnzZrZv3873339P0aJFrdenfA9S3quPjw8AAQEB7Nixg507dzJ69GjrNSk9aHv37mXu3LkP+Bt4OkjgEU+tP/7Yx/ffDco09Ny+/SffLOlFfHx0uueFeJzZF3F+NENaZg0HtwKZXuLg4EBISAhhYWFMmzaNmTNnWs/pdDrCw8Px9/dnxYp/1sZaunQpbdu2pUWLFjg6OuLn52c9p6oqw4YNw9/fnxs3bqSpr0qVKlSpUiXVsaNHj9K9e3fAsor80aNHs3RfzZo1ee+99/D39+ell17C29s7w/fZuXNnwsPDiYxM/ZDDwoUL8fPz47vvvsPX1xeAgwcP0q5dO1q2bElQUBDvvvtuhuWCZa/BMWPG0LVrV/z9/alZs6Z1u56UHjRfX18aNmxoXcX+aSaPpYtHStHDMw2hyHNQrD64VASdA6CBKQGif4O/DsCdE/BXeO7vOH3x4kFWfTuAV16dg15vn2p39b9u/s7y5W+RmBiXu5UKkU8UnYpmfjRDKYou89+nUz6QAerUqcNXX33Fiy++CFjCUGJiYpp7GjZsyDvvvIOjoyOFCxfm7NmzhIaGApZ9/jJbnX3kyJFMnz6dUaNGWY+dOHGC6tWrY29vT7Vq1Thx4kSW7tuzZw9371p6fIODg6lXrx4nT55Mc69Op6N///707t2batWqpTrXt29funfvTtGiRenSpQtg2UNw3rx5PPPMMxgMBiIiIlJd37lzZwC8vLz4+uuvee6559i/fz937twBYP369TRo0IDt27dbA2WJEiXYtm1bqh60p5X08IhHwqkkeH8IAceh4TyoNhiKNwWnEmDvCvZFwMkDSrwI1YZBo4XQ/ihUGwoO7rnblkuXjrByRX+MxgRU1bL31o3rv7Fs2ZsSdsSTzfzo1pXVzFn/7eTIkSMUKVIENzc3wNJz8d9eGnt7ez799FP69euHr68vq1atwt7+n6WpPT090+3ZAahbty5xcXGcPn06zbndu3czadIkdu1Ku1hiRvf9dy2vjNb2ateuHadOneLPP/9Mc27hwoU0b96cd999l/HjxwMwadIkvvnmG3x9fRk1alSq97dw4UL8/f3x9/fn4MGDAJkusZESKGvWrEmZMmVsblJ4TkjgEflK0UO1IdDqR6jYBwwuYFcQVLuM79EZLNfYF4HK/aFNGFTqCzl4sjxDV66cYPmyvhiNiVyN/JXly/uSlHQ/9yoQ4hFIjkuEXNqhPVsUMMal7aHJSPny5dHpdNy9exdVVWndujWHDh1KdU3Kh/+dO3dwcnKibdu21nO1a9cmMjIywx6eYcOGMX369HTPrV27lrp167Ju3bos39ekSRMKFy6Mg4MDLVu2TNPWFP3792f27Nnpv+m/3bt3jyJFLLvNu7i4cP26ZcmLlF6fzBw7dowGDRrg6uqKqqp06NCB/fv3p7rGZDIRHx9vnY/0NJMhLZFvXCpBo0Xg+AzoHXNWht7B8t/qQ6FMF/j5LYjLpZ0drl79lRlf+mI0JmEyyV5A4skXc/EWRaqXzLP9szKiqOoDNxFNGXIBS0/F4MGDMZvNzJkzh4sXL1o3Ek4RExPDqlWr2LFjB1euXLEOP7m7u7Ny5UqSk5Ot5bm7uzNu3DiGDh0KWILBpUuX8PT0TNOO27dvW4fS/iuj+w4dOsSsWbMoU6YMGzZsSHc4CyxDZufOnUv3XMoQlU6nY9KkSQB88cUXzJ8/n+vXr3P06FG8vLzSvTfFzZs3mTJlCoGBgSiKwo8//mj9HqR8f/V6PefOnWP37t2ZlvU0kL20RL5wqw1NV4LeKfd6ZswmMN6DXV0g+mzulCmELSnTsTYVuj6Pls9DW4qicP77A1zadDzP6/L09GTYsGFpnpZasGABb7/9dq7X17VrV7y9vRk7dmyuly3ylgxpiTznWgOafgt2BXJ3GErVgZ0LNF8LBcvlXrlC2IrbxyPyvXcHLPN37py8ki913b59m+XLl6c5vmDBgnypXzw5pIdH5Cm9M7T5CRyK5V0dZrNlWGu7L5iT8q4eIZ5EPtO74ezpmm/BR9GpxEbcJnxkYL7UJ0RWSQ+PyFO1JoE+8+U4HpqqWuYF1RiRt/UI8SS6uOEoZmP+PZquGU1c3JB2PRshHjUJPCLPuNUFrzY5n6CcHXonKN/TMjFaCPGPG/t/J/569APXxckNiqoQdzWKmwcu5HldQmSXBB6RZ54dCKpD/tWn6KFyvwdfJ8TTRDNrnPgyBM1oyttH1BXLTuknvwzJ90nSQmSFBB6RJxxLWFZQVvPxX5jODrzagZ2soC5EKvevRnF22T7IqxyiABr89s1e7l+XFX3F4+mpDDytWrVKtWlcTnl7ezNx4kSaNGnC8OHDc1zOxx9/zOHDhzNdNfNJ49km7362ZkYzgofvI6hYiMfcldBfubD+iOVFbv6o+TvsXFh7mMidZ3KxYCFyl65gwYIfPepG5Lfhw4cTFRWFk5NTmlUps+PGjRvs2rWLiIgI9u3bl6MyFEXh888/5/r161y8eJErV/LnUc68VnUAFK6c//Wqeki8A9d25n/dQjzuos5cw3g/EbcaXih65aF/K1F0Cpjg7PKfidia/uJ7QjwunroeHicnJ+rWrcvw4cMJCAiwHvfx8WHdunUsWrSIXbt28dlnn6EoCn379iUkJISDBw9y8uRJQkJCmDZtGgCdOnViy5YthISE8Pnnn6P+PX4TGRnJhx9+aC178+bNBAam/4hmo0aN+O2331i+fDkdOnSwHu/atSvBwcHs2LGDJUuW4OBgmQyzePFigoOD+fHHH+nRo4f1+nPnzjF+/Hi2bdvG6tWrrUuVly5dmpUrVxIcHMz69eutvVozZsxg//797Ny5k9DQUCpXtqSTwMBA686/I0eOtK4S2rVrVyZPnpyqvswUeS7T03lGUaFovUdTtxBPgsvbTnFg9FriIqNA01DU7Hf3KKoCmkbclSgOfLiWKyG/5kFLhchdT13gadWqFbt37+bChQtERUVRvXp167maNWsyceJEWrRoQenSpWnTpo11w7bp06ezadMm/P39GTFiBBUqVKB9+/Z06NABf39/TCYTnTp1AiAuLg5vb29UVaVixYqZticgIICgoCCCg4Np0aIFer1lt481a9bQunVr/P39KVy4MPXr1wcse7u0bt2aNm3a0KdPH+v+KM7Ozvzyyy+0atWK/fv3W5dUnzp1KuPGjaN169ZMmjSJKVOmWOuePHkyLVq04MCBAzRq1ChVu9zc3GjcuLH1tdlsztaQm8MzWb401zmXfHR1C/EkiI24Q/iINZxbuZ+kqHg0s4aqUyGz8KMqqDoVzayRGHWfsyv2Ez5yDbGX7+Rfw4V4CE/dXlodOnRg4cKFAAQFBdGhQwdOnToFwPHjx4mIsGzMtHHjRurVq5dmP5cUjRs3pkaNGvzwww+AZd+SW7duWc/v3r2b5s2b07BhQ1avXp2qNymFnZ0dL774Ih999BFxcXEcO3aMZs2asXOnZTxm8ODB9OnTh+PHj3PgwAEA+vTpQ+vWrQHw8PCgbNmy3L17F5PJxKZNmwBYv349ixYtwsnJiTp16jB//nxrnQaDwfr12LFj+fDDDzEYDLz00kup2jZ48GBmz57N3LlzAbh27Ro9evRAUZQMdwZOodoDZkCX6WV5Rnnq/lULkX2aWePytlNc3nYK12c9KNmiKoUrFcehaAHMySbr/+eKoqDa6Ui4FUvU2etE/niGu6evPuLWC5F9T9VHg6urKw0bNqRy5cpomoZOp0PTNOtQzX8/yDP7YFcUhcDAQD777LN0z69bt45PP/2UggULEhQUlG7geeGFF3BxcbEGHEdHR+Lj462vZ86cyezZs5k/fz7Vq1fHzs6OJk2a0K5dOxISEggMDLTuIPxfmqahqioxMTH4+/une83kyZPZunUrr7zyCsOGDWPUqFEAeHl5UaVKFcaNG2e9dt++ffzxxx/s3LkTo9GY4fcFQEvmkfYdavm/kr4QT7S7p69aQ4xq0OFUvBA6BzsATAnJ3L8WjTk5bxYvVPV2qAYDZmMy5iRZKl3knacq8LRt25Z169ZZP9gB1q5dS716lkkfNWvWxMvLiytXrtC+fXu+/fbbDMvau3cv33zzDQsXLuT27dsULlwYZ2dnIiMjAbh16xbR0dGEhYVlWEaHDh0YPnw4QUFBgCXwhIeH4+DggMFgICYmBrPZ8uldrlw5oqKiiI6OJiEhgfLly1O7dm1rWTqdjrZt27Jp0yY6duzIwYMHiY2N5fLly7z00kts2bIFgGeffZbTp0+nakdsbKx1zg/AkCFDGDNmTKprNE1L9SRaZnN4NDOY4i2LAT4KxnuPpl4hbIE5yURsRN4NU7lWqU6Jhs1w865D4QqV0TsXsOwPo6poxmRi/rzA7VPHuHk4nOvhe9BMmf+CJURWPVWBJyAgwDpEk+KHH36gY8eObNq0iaNHjzJ69GiqVKnCgQMHCA4OzrCs8+fPM3XqVL777jsURcFoNDJmzBhr4AEYMcKy10HKJOB/c3BwoFmzZqnCV3x8PAcPHsTf359nn32WFi1aYG9vz5kzZ9i8eTMmk4nXX3+d0NBQLly4wNGj/yzfHhcXR+XKlQkODubevXv0798fgIEDBzJlyhTef/999Ho9QUFB1sAzduxY3n///TRh5tq1a9YhtJyKPgduNR+qiBy7Iw+LCPFYUe0MlG7Vnord3sCxmDuqnR2gYTaZMCf/3atjAlBwKVeRQhUqU7p1RzRjMheCVvP7um9JvHP7Eb4DYQtk89C/+fj40L9/f3r16vWom5Ij586do1Klx2dfBe/RUOkty2Pi+cmUCKemwVnZKFmIx0KRZ715fvxUHIoURdHpstVjo6gqoGBOSuL47ClEBAflXUOFzXvqntIS+eP6bjAl5H+9mglu7M3/eoUQ/6EoVH9nGE1mLsHpmeKAlu3hKc1sRjObUA121BoyjqazvsGuoEvetFfYPOnhEXnmpXBw8sjfOqNOQ0ir/K1TCJGaoqrUHfsZHo1f/Hsl5tz5mFFUHfdvXCNs4Osk3pXH4UX2SA+PyDO/zQPj/fyrLzkOzsx98HVCiLxVZ9QkS9hBy7WwA6CZTTgV96DZnOWWPbt8OwAAIABJREFUyc5CZIMEHpFnLn4PSVH5U5fZBPcj4coP+VOfECJ9ni+2pmTzluTVbnqayYjTMyWoOXh0npQvbJcEHpFnTImwrx8Y4/O+LnOSpS4tb5YKEUJkgYNbMWoPH//3ZOO8o2lmSjbzp3iDpnlaj7AtEnhEnrpzwvLEVF4ObRnvw8kpcO+PvKtDCPFg3gNGoNo7oJnz/jcPRadS54NJKLqnanUV8RAk8Ig89+sXcGlj3oQe4304twR+X5r7ZQshss7etQgeTV5EM+VPN6tmMqFzcKREoxfypT7x5JPAI/LFkQ/g/De5F3o0s2Wo7Nev4NTU3ClTCJFzZdt1/XvWTv49+KszGKjc4818q0882STwiHzzy+ew5w2Iv/Fwwcd4H+KuwO6ucHZebrVOCPEwSvm1zfO5O/9lNiZTqHxlDC6F8rVe8WSSwU+Rr/4Khx+aQNVBULEXoIBdFp8uTY4FczKcWwRnv7Z8LYR49FQ7A84e/2fvzuOiLNfHj3+eZxaG3UEBQUjMrcUtVzS1OuqooaLmklba4tb+SyvLtOPWYmnadvpKZpmWGmUu4TKAqangfjRNRUVFUXEBkXVgZp7fHxNzJEBcmBmW+31evnKe7bpn5MDFvVx3CFYX7HtlLSygVuN7ubgnscS58ePH07p1ayx/D7OpVCr7ljylHf/kk0/s9w4ZMoShQ4eSnZ1tP5aWlsbu3btLPf7mm2865P0JFUckPILTWfJtw1B/zYVgAzR8EvT3g8rdtrLreiodmLNtk5+PL4YLv4uVWIJQ2fg2bIylwISkUjk9tkrrhv6eZqUmPAAvvPAC165dA8DHx4dRo0bd8Pj13n33XQ4dOmR/PW3atBseFyo3kfAILmMthLMxtj8AbrXBpxGoPADFNnR1Lcl5tXwEQbg97gFBrgsuy3iG3OW6+EKVIRIeodIwXYFLYkNkQahyZI0WJMlF0RXUbjoXxRaqEjFpWRAEQbgj1sICZy7O+gcJS4Gp/MuEGk8kPIIgCMIdyb9yqUL3zLolikLO+VTXxBaqFDGkJdy0ACWARjSh8d9/PPEEII88jnOMYyRxnCTOS+dd3FJBEJwp8/hRVG5uLlmlZTHlk3HkoNPjClWPSHiEG9IoGjrxIAN4jFDqY8aMDh2g2HuwJeB+mmEiHxkVF5Tz/MovbOUPTFK+C1svCIIzWEz55Kadxz2grlO2lbierNFw9ehfTo0pVE0i4RHK1F7pwKuMR4MWN7RYsaJFg5Xi39CKEh8NGgBCCWUcLzCasXypfM4fbLZlRYIgVFtnf99A46EjnBpTUqvJPnMa09X0Us9fuXKFTz/9FKvVCoAsy2zatAmgzONFrl69ysSJEyks/F/Br8OHD5d5XKj8pODgYJdNNRMqJy/Fi1d4jda0RY0aBettPUdCwoyFvzjEJ3zEVUmsLxeE6so9oC49f4hBUW7v+8VtURT2zp7GmdgY58UUqiwxaVkoprZSm7l8QVvao0K+7WQHbINeKmSa04JP+ZIgxYW1OgRBcKi8ixdI252ApHbOwIEkq7CazaRuinVKPKHqEwmPYKdX9HzMPOpQp4JHoBR8qcXHzCVACajQJwuCUHkc+OxDlMJCp+yppVit7Ptkpm1JvCDcBJHwCABIisQ7vIsePY4oqKFgxQtv/s0MVIrzy88LguB4OefPcuA/c1Csjp0pIckqLu5J5Gz8WofGEaoXkfAIAPSjP2E0wJHVwxSsBBLI4zzhsBiCILjWyVXLubQnESTH/HiRVGoKMjPY8+EUhzxfqL5EwiMQoATwFE+jdsKiPRUq2xJ3Rex9IwjVVeK747lyYA8VvTxTUqkoyMxg00sjKMjMqNBnC9WfSHgE+tIfGfm6yjqOpUbFQAY5JZYgCM5nLSxg+8QXSd1kBKQ730VdkgCJ7DOn2Th6KLmisrJwG8Sy9BrOTXFjMcvQonFawgNgwcrTPEG2lO20mIIgOF/d8K60eXsGGk8vwDbZ+KZJErJKjdVcyOHv/o9jyxehuKCas1A9OLXwYLdu3Xj77bdRFAVJkvDy8iI8PNyZTbgtiYmJZGdn24tUeXh4cOLECUaOHOnilt25trQHcGqyUxSvE50xst6pcQVBcK4LiVvYMDyCRoOepOHA4ajc3FDpdCgWC4qlZFVmSZaRVCqshYVgVTgdt5qkH74h++xpF7ReqE6clvBIksSnn37KmDFj2L59O3q9nnXr1jkr/B0bPHgwGRm2MeOOHTsybtw4F7eoYtzLfbjhVqJ6sqO5oaU5LUTCIwg1gDknmyOL/o+jS74msN2DBHftRu37W+JZ7y5bj49itfXmqDXkXb7I1aOHuJD4B2d/34A5N8fVzReqCaclPH5+fuj1enbv3l3iXMeOHXn99dfJyMigYcOG7Nixw94TFBkZycsvv4wkScTHx/P+++8D8PDDD/PWW2+hUqlIT09n6NChAIwfP57hw4eTnp5OWFgYgwYN4sCBA3zzzTcEBwfj5ubGN998ww8//ABASkoKR44cwcPDg/379/Piiy/e0vsaP348OTk5zJ8/n86dO7N8+XJ69+7NgQMHSm3j9de/+OKLNGzYkAkTJvDHH3/Qr18/0tPTkSSJP/74g759+/Luu+8SFxdHTIytkmh8fDwjR47k7NmzjBkzxv6+ly5dyoIFCwgJCWHTpk0kJyfj5eXFunXrmDFjRpntb0ZzHLkyqyxWrNzDfU6PKwiC6ygWCxcSt3AhcQtgW3HlpvdD1mhQzGYKrmViMYn99wTHcFrCc+XKFc6fP88jjzzChg0bSpxv1aoVjzzyCGfPnuWHH37g0UcfZffu3bzzzjv06tWLzMxMli5dSs+ePdm1axcff/wxAwcO5MyZM9SqVcv+HJVKRVRUFFFRUURHR9uPT5gwgatXr6LT6YiJiWHt2rVkZGSQn5+PwWBAp9ORkJCAr68vmZmZt/UeX3vtNU6ePAnYEryy2ggwaNAgOnTowDPPPIOiKPzyyy8MHDiQBQsW0KVLF/766y97j1JpmjdvzpAhQ+jTpw+SJPHbb7+RkJBAZmYmp0+fxmAwUKdOHX7//fcbJjzBBGO9g2rKt0tBIQB/p8cVBKHyUCxm8i9fdHUzhBrCqXN4nnzySWbPns306dPJysoqdu6///0vKSkpAKxcuZL27dtTWFhIQkIC6em2jeFWrFhBeHg4VquVxMREzpw5A9g2eSui0+m4eLHk/4GeffZZevfuDUBwcDANGjQgIyMDnU6H0WgkKCiI9evX33ay8+ijj7J//36aN28OQJs2bcpsY5cuXXjwwQfp06cPlr/HsJcvX87ChQtZsGABjz/+OD/99JP9+smTJ/Pqq68CUL9+fQDat2/P+vXrycvLA2DdunV06NABo9FI/fr1MRqNhIaGMn/+/Bu2W/33hp+uIaFSVFgk5w6nCYIgCDWPU5elHz16FLANAw0ePLjYOUVRSryWpLJrOPzz+iKBgYFcuHCh2LGOHTvSpUsX+vbtS48ePTh48CBubm4A9h6eVq1aERYWRtu2bW/5falUKp5//nk+//zzm2pj/fr1eeWVV5g6dar92Llz57h06RIPPvggDzzwABs3brSfmzlzJgaDAYPBwOnTtol7N/psinp4HnjgASIjIwkODi7zWmdPVr6ehOTS+IIgCELN4dSE55lnniE5OZlt27aVONeqVStCQ0ORJIl+/fqxc+dO9u3bR3h4OHq9HlmW6d+/PwkJCezZs4eOHTsSGhoKYB8u0uv1dOjQgX379hV7tre3N5mZmeTn59OwYUNat25dIr7FYiEvLw+9Xn/L72vgwIHEx8cXG4Iqq40AS5YsYc2aNaSkpPDEE/+rOrx06VI+++wz1qxZY18RVpbExER69uyJTqfD3d2dXr16sWPHjmLXFBQUYLFY8PX1LfM5+eQhVXBxsJtVSCFWyfnDaYIgCELN47QhraCgIMaNG8ejjz5a6vm9e/cyadIk7rnnHnbs2MG6detQFIUPPviA6OhoJEli48aNGI1GAN58800WLFiALMtcvnyZYcOGsXLlSubMmVNiSGvTpk089dRTxMbGkpyczN69e+3nioa01Go1SUlJbNq06Zbfm7+/P19//XWxY+np6aW28XrTp09n9erVxMbGcvHiRYxGI5988gnLly8vN+bBgweJjo62T2ZeunQphw4dIiQkxD6kpdVq2bJlC4cPHy7zOSdJpjktnN7TIiNzmpNOjSkIgiDUXJWi8GDRMu/qUNfmTrRo0YKpU6cycOBAp8Ucqgz7e28rZyc8KtawigXSjecYCYIglEUlq6njWxcPN29kWYXVaiY77xrpWRexWEWBQqE4p05aFsr24osvMmLECF566SWnxj3In5gpdMo+Wtczkc9+/uvUmIIgVH1+3gG0aBBOWOA9eLr7YLYU2n5fkySKfnFTyxqy8q5y4txBDp7aSWZuukvbLFQOlaKHR3AhBRbwHXXwR3HS8nQJiWyyGcFwMYdHEISbElLnbjo3i0Dv5Y8sydiWXJT940uSJFBsV128msqWP3/j4lWxB1dNpvL29p7q6kYILiRBAQW05AFkJ81ht2LlZ37ikHTQKfEEQai63DQ6/tVqAB3v7YmXzhtbL86t/Z7u5a7n3tDWuGs9SL18EkURv2jVRKKHR8BNcWM+36BH7/AihBIyOeQwhmfIkUTJeEEQyubnHcDAB0ej1bhVyPMUBXLzs/hlWxTZebdXc02oupy6LF2onEySiVm8TyGOn+RnxswcZolkRxCEG6rjE8TgLuNw07hX2DMlCbzcfXn8oZfw8bj1EiRC1SYSHgGAw9JfxLAaiwN7eCxY2czv7JX2OCyGIAhVn6fOh4GdR6FWaSt8bqGCFTeNO4O6jEWr1lXos4XKTSQ8gt0ivmUHCQ5JeixY+ZMD/IfPy79YEIQaTKJX28fROCDZKaJgRaf14JGW/R3yfKFyEgmPYGeVrMzhI34nHgvWCqnALCFhwcJOdjCTqWLfLEEQbqhZWHsCatVzSjHUu4Pu4+669zo8jlA5iIRHKMYqWfmSz5jLbPLIv+NvOSYK+A9f8BHvi2RHEIQbUslqHryv59/Lzh1PlmW6Nu/rlFiC64mERyhJgm3SH4zmGbawGSvK3z0+5X+5SMhYsKKgkEgCY3mWjVIcLtquSxCEKqRRcDMkSXbaVjeKYkXn5klInYZOiSe4lliWLpTLS/GmG93pRQR1qUsBBchIyKgAsGLBihUtblzmEutZSxxGMiWx7FMQhJs3/JFX0Xv7O7VOjiSpOHPpOKsTvnVaTME1xNYSQrmypSxW8Sur+BWNouEu6nMX9XHHHQmJfPI5QwqnOYVJMrm6uYIgVEEatZvTkx0ARbFQr3YDbN3Qpf/+n5SURJMmTQCoU6cOiYmJ/Oc//+GTTz5xWLsSExPJzs7GarV9HkajkdmzZzssXk0gEh7hlhRKhZzgOCc47uqmCIJQjfj7BmG2FKKSVS6IrlDLszZXcy6Xe+XYsWNJT3fO3lyDBw8mIyPDKbFqAjGHRxAEQXC5AN96qGTX/A6uKAr+tYLLva5WrVr07duXZcuW2Y/NnTuXhIQE4uPjiY2NpWnTpgAMHz6cmJgYYmNjiYqKQqfT2a+PiIiw3x8fH09ISMhNt7Vz585s2LCBuLg45syZg1arBWw9Qnq9rZiiXq8nMTHRfk9SUhIA/v7+GI1G7rvvPgAiIyOJi4sjPj6eSZMm3XQbqiqR8AiCIAgu5+7m6aLeHdtqLZ3Wo9zrRo0axbJly8jJKV4pfubMmXTr1o0dO3bw4IMPArBu3ToiIiLo0aMHx48fZ9iwYXfcTjc3N+bOncvzzz9P9+7dUavVjBgx4qbu9fLyYuHChUydOpW//vqLwMBA3nnnHYYMGYLBYKBVq1b07NnzjttYmYmERxAEQXA56e8d0F0Uvdyl8F5eXgwaNIiFCxeWODd58mS2bt2KwWDgt99+A6Bp06asWLGCuLg4BgwYYO/5KbreaDRiNBqpX7/+TbeyYcOGpKSkkJycDEB0dDQdOnQo9z5Zlvnmm2+4dOkS27dvB6Bly5YkJCSQnp6OxWJhxYoVhIeH33RbqiKR8AiCIAguV2gpQFFcU79CUayYLYU3vObpp5/m119/5dq1ayXOzZw5k86dOzN37lwmTJgA2IauJk+eTPfu3Zk7dy5ubm7FrjcYDBgMBk6fPn3T7ZSk2/t83N3diY2Nxdvb294DdbvPqspEwiMIgiC4XGb2FcyWApfEtipWrmaXPWFZpVLxxBNPEBUVdcPnZGdn4+fnB9h6hNLS0lCr1QwYMKBC2nn8+HFCQ0MJCwsD4LHHHis2V6csOTk5LFiwgIkTJzJ9+nR0Oh379u0jPDwcvV6PLMv079+fhISECmlnZSVWaQmCIAgud/Fqqst6HdQqDZcyz5d5XqfTsW7dujJXTE2ePJlXX30VRVF4/fXXAfj444/57bffOHv2LEeOHMHLy+uO22kymRg/fjzz589HpVKxf/9+Fi9ebD///fffYzabUavV+Pv78/LLL/P55//bvzA5OZmVK1cyYcIE3nvvPT744AOio6ORJImNGzdiNBrvuI2VmSg8KACgaGTQu4FGBosC1wqQcs2ubpYgCDWGxPN9pjo96ZGQyDVl861xllPjOlpISAgTJkzgtddec3VTKg3Rw1NDKSoJOgRC12BoURvqeYFV+d+cQbWEcsUEh9Mh4QJsSkXKuvEYtyAIwu1TOHp2P/eGtnbYLumlRlUUDp3e5bR4zpKZmcnatWtd3YxKRfTw1DCKpxoGN7L98VCDSgaTBQosJRdIaGRw+3uZqFWB+DOw+ChSSrbT2y0IQvXn5x3A0IdewtkjW98ZPyLXJL6vVXeih6cGUcID4Z224KuFPAvklDNkVWi1/QGQJeh5F3QPRVl4GJYmIZlFriwIQsVJz7pIWsYZgvzqO6mXR+LEuYMi2akhxCqtGkDRyCiT2sBHncBdDdcK/5fI3CyrYrsv3wKj74OF3VD83R3TYEEQaqy4fT9jsZqRcGw3jyTJFJoL2PznGofGESoPkfBUc4pGhlkdoVd9yPo7YbkTlr8Tn7u8YcEjKPU8K6ahgiAIwLXcDP44GIPVwZuIWq1WYvdGk1+Q69A4QuUhEp5qTAGY1h7aBMC1gootYppdCL5u8OVDKLXcyr9eEAThJh06vYvj5w6iOGjUXFFgf/J2TqUdcUwAoVISCU911icMOgfZenYcIbvQtpT9rdYuKwgvCEL1FLf3Z05UcNIjIaEocCA5ge1/ra+4BwtVgsrb23uqqxshVDwl2NM2Z6fAapt/4ygFVmjoC+dykE6ULLkuCIJwu06cPwSKQnDtMFSyCuWOfrWSsCoW/vjzN/Yc31xhbRSqDrEsvZpS3gt3bO/O9bSyrY+4bwxSgfPqZwiCUDPovfzp2fZx9F51UMlqrMrNz0WUJRUWq5m0jDMY90aTnZfpwJYKlZlIeKohpY4Ofu4NOYXO23zYSw3v7UGKPeOkgIIg1CwSdwU0olXDzoTUaYDVakWt0th6fa4b97JVapYotBSgklWcSjvKf09s49yVUy5ruVA5OKQOT1JSEk2aNLG/HjJkCC1atGDy5MmOCHdbSmtTdHQ0M2bM4MCBAy5sWQWIbGCbneXMVNYCjGgKIuERBMEhFFIuHiPl4jE8dT4E+9UnQB9CvdoNcHfzQiXLWKwWcvKvkXr5FBevniX1ykmxCkuwE4UHq6NuoWBy8tBSnhnu8kbxc0NKNzk3tiAINUpO/jWOnfuTY+f+dHVThCrE6au05s6dS0REBADDhg0jNTUVvV5PSEgI8fHxADRq1IjY2FiCg4OLHVer1Wzfvp2ZM2dSv359jEYjRqORlJQU+98DAwMZPnw4MTExxMbGEhUVhU6nu+V2du3aldWrV7N+/Xrmz5+Ph4cHAImJiej1ejw8PFi5ciVdu3a1H580aRK//fYbv/32G2FhYQD06NGDNWvWsGHDBpYtW0adOnUA8PDw4JNPPiEuLo7Y2FgeffRRACIjI4mLiyM+Pp5JkybZ21P0Hrdu3cqXX35ZZrsVrQwhXratIpzNbIXGtZwfVxAEQRDK4ZAeHp1OV2yb+Vq1apXYdt7NzY2nnnqKS5cuFTtet25dvvrqK1588UXOnTtHSEiI/dwTTzxBTk4OAKdPn8ZgMAC2IbSivwOsW7eOH3/8EYA333yTYcOG8e2335ZoZ79+/Wjfvr39dVGSotfrefXVVxk6dCh5eXm88MILjBkzhnnz5gGg0Wj47LPP+P7779myZYv9/uzsbPr06cOgQYOYNm0aI0eOZOfOnfTt2xewJXgvvPAC06dP5//9v/9HVlYW3bt3B8DX15fAwEDeeecdevXqRWZmJkuXLqVnz55s2LCB/Px8DAYDOp2OhIQEfH19ycwsZfJdQ18oLGVfLGfQqqBpLdiR5oLggiAIglA2hyQ8RT+cixTNl7ne008/TXR0NGPHjrUf8/T0ZMmSJWzbto2kpKRi1+t0OoYOHcrixYuLzQ8qTdOmTXnzzTfx8fHB09OTzZtLX4K4evXqEnN4ANq0aUOTJk1YtWoVYEtw9uzZY7/u448/JjAwkBUrVhR73sqVK+3/nTp1KgBBQUF89dVXBAQEoNVqSUlJAaBLly688MIL9nszMzPp0KEDCQkJpKenA7BixQrCw8PZsGGDPYkMCgpi/fr1pSc7AH633ptVYawKBIvKy4IgCELl45LCg15eXkRGRrJkyZJix4ODg/niiy/o1KkTjRo1KnZu9OjR/PDDD+Tn55f7/Llz5zJ58mS6d+/O3LlzcXO7tUrAkiSxZcsWDAYDBoOBRx55hNdff91+/uTJk/z1118MHTq02H3KdSsFiv4+Y8YMvv32W7p3787EiRPtbZEkqdj1RcfKUpREtmrVirCwMNq2bVv6hWoJB29BUzYFWy+PIAiCIFQyLkl4Ro8ezcKFCyksLF4j5tixY6xcuZIpU6Ywa9Ys+3EfHx969uzJsmXLbur5Xl5epKWloVarGTBgwC23b8+ePbRr184+xKXT6bj77rvt5z/99FOmTZvGCy+8YJ+TA7YhsqL/FvUI+fj4cOHCBQAGDx5sv3bz5s0888wz9te+vr7s27eP8PBw9Ho9sizTv39/EhISirXNYrGQl5eHXq8vvfGFVtcMZ4Et0XLF3CFBEARBKIdLEh5Jkvjll1/KPJ+YmMjx48cZOXIkYOv5iYqKwmK5uR+mH3/8Mb/99htLly7l+PHjt9y+9PR0XnvtNb788ktiY2NZs2YNDRs2LHZNRkYGc+fOZebMmfZjWq2WNWvW8Nxzz9mHtObMmcP8+fNZsWKFfagKbEmTr68v8fHxxMbG0qlTJy5evMgHH3xAdHQ0sbGx/Pnnn/a5T0VDWhs3biQ3N5dNmzaV3viLea7r4ZEkOJXlouCCIAiCUDZReLCCJCYm0rt3bzIyMlzaDkUjQ1ykbZ8rZ//Luqvgje1Iey+Vf60gCIIgOJHYPLSakQqttl4WNxfMpdGo4Lgo2y4IgiBUPqLwYAUJDw93dRP+Z90pGNccW/ljJ/FUw6ErSNcKnBdTqBIkJPw8gwmu1YRg3yZ4uemRZRUmcx5p105y7upRLlw7QaFFFKwU7pAk4VunFgGhdfEPrYu7tyeySqYg30T6+ctcOnOBy6kXMRc4YY9BodIRCU91tDYFxjYDWXLsTun/9ENS+dcINYafZz06NhhI+wb9kCUVimJFo9YhXdexbLaasFgtaFRaki//ly3HfuRY2k4UxCa0ws3zraOnxUNtadblAWRZxqooaLQaJCQUFCRJwlxYiNViRa1Rc/ZYCntjE0j5K7nEalmh+hJzeKop5a3W0Lu+c3ZL16lsG5UOXIdkEV9ONZ23rjaPtX6bRv5tkST57wSn/K8LWZIpsORjMufyy94POHJhu+MbK1Rpnr5edHuyD3fd2wAkyVba4ya+BUmyhLmgkAJTAXHfr+HUwVtf3CJUPSLhqaYUvRv8aAC1DCYHDm1JgJcG3tyOJCos13jt6vehb8vXUMsabne5oCTJWKwFHLmQwIp9s8gtEPPChJLue7AVDw/piUqt4va/1iQsFjOnDh4nfkkM+Tl5FdtIoVIRCU81pnQOgvfCHbtiy0cDMaeRZu11UAChKpCQeaz1W7QM7YFa0qBUwBecgkKu6SpfbXme9JzUCmilUB1IkkS3p/rQtN39yCpVhXxvU1DIz84l+uNFZF527UpbwXHEKq1qTNp6HlYmg7fGMbV5vDW2FWGfHXDAw4WqQkJiaNsptArtgUpSV0iyU/RcLzc9Lz28AD+P4Ap5plDFSRKGZyJtyY5cMckO2L7W3L09GfrWs/jUERsgV1ci4anu5u2HmNO25ERVgVmPjwZSsuDlLUh55op7rlDlPNJ0JM3qPYwsVfwaCAVw13gxusvnqOVb2yJGqH7a9XqQRg/cY0t2KpoCbh46HnvtKdQasZ6nOlJ5e3tPdXUjBMeRALadt/3kaBcIGtm2/cTt0srgoYbdF2HCNiRnTIoWKq0g30YMbfuuQ5Kd62nVOjy0PhxNS3RoHKHyqhMSSM9n+jsm2bmOWqtB5+nO6UMnHBpHcD7Rw1MDSID03REYtRHOZtt6ezxu8QeUVrbdpwDTd9mSnRzRs1OTScg82eF9VLLjfxuWJRXtG0RSv3YLh8cSKh9JkogYOwiVyvEFVWVZplnn1gQ1DHV4LMG5RMJTg0jHM+HpeJi5G05n2RIYX62taKD6H18KKgnc1f87b7LAN3/B0A1I8Wddtl2XUHncE9QJb11tp9UxUctaDPeNcUosoXIJa94YTx8vp32tqdQqOvV72CmxBOcRA5U1jGRRIPYMxJ5BaegLHQKhZR24txb46YqugjwzHMmA/Zdtf3ZdRHJmEUOh0nu4yVNoVTqsinOKBFoVC2F+zfDzrCdWbdUw7Xp2Qq3VoDjpe5BiVQhqGIJvHb1YtVWNiISnBpOrWu7lAAAgAElEQVROZMKJTPjRViFZkbD19JitSCK3EW5A7xFEvVpNnZbsFJEkmfZh/Vh/6CunxhVcx6d2LQLqBzkt2SkiSRLNujzAtl833vC6Xr168c0339C1a1dOnHD9vJ86derw5Zdf4uXlxcqVK/n6669LXPPcc88xaNAgABRFYeHChfz888/ObqrTiYRHsJMU7mxCs1Bj3OXXDKtiQZacu0mtJKloHNheJDw1SN2762G1WFH9c9jdwSRJ5q577y434enfvz87duwgMjKSTz75xEmtK9vly5cZOnToDa9Zt24dCxcuRFEUPD09iY+PZ+vWrVy4cMFJrXQNMYdHEIRbVt+vGVqVrvwLK5iiWAn0boAkZpHVGEENQlBrNU6PqygKtYP8QSr7a83Dw4O2bdvy+uuvExkZWexcx44dOXz4MEajkX379jF27FgAmjdvzs8//8y6dev44YcfCAgIACA6OpoWLVogyzLffvstQ4YMASAsLIxly5YRGxvL+vXrqV+/PgDjxo0jJiaG2NhYJkyYAEBISAjx8fEAqNVqtm/fzsyZM0u0+9y5c/b5UFqtFrPZjMlk27z3m2++Yd26dWzcuJEnnnjCfk9KSgpGoxGj0ciWLVuIjo4GwN3dnTlz5hATE8OGDRswGAwADBkyhAMHDhAbG8vWrVvtn0+rVq1YtWoVGzZsYNWqVTRs2NAeo+geo9HIwYMHiYiIACAyMpK4uDji4+OZNGlSiTZt3bqVL7/8ssx/pyIi4REE4ZaF+t3vsOLd5VEUK3qPIBdFF5yt7t31HFcpvhyKouBT27fM87169WLTpk0kJydz9epVmjVrZj+nUqlITEzEYDCwePFiwJaEzJw5kzFjxtC7d2+WL1/OxIkTiz1z1qxZ7N27l59++gmAzz//nO+++44ePXoQGRlJWloaXbt2pUGDBkRERGAwGGjRogUdOnQo9pwnnniCnJycMtver18/Nm7cyJ49e1iwYAEZGba5ShMmTKB37948+uijPPvss+j1egDy8/MxGAwYDAZeeukl+3NeffVVtm3bRkREBIMHD2bKlCm4u7sDsHr1anr06MGHH35Inz59ADh+/DgDBw6kZ8+ezJ49u9j7l2WZlStXYjAYiI2NBSAwMJB33nmHIUOGYDAYaNWqFT179izWpu7du9OpUyd8fcv+twIxpCUIwm3QaTzBRbtMW7GiVbu7JLbgfG461xWctFqtaN20ZZ7v37+/fY7MqlWr6N+/PwcPHgRAp9PZe02KNGzYkKZNm7Js2TLA9gP+4sWL9vMTJkygVatWtGvXDgBPT0+CgoJYv349gP15Dz30EA899BBGoxGw9TQ1aNCA1NRUe+yhQ4eyePFimjRpUmrbV69ezerVqwkKCiI6OprNmzdz8uRJnn32WXr37g1AcHAwDRo0sCdDpenatSs9evRg3LhxALi5uVGvXj3AllR16NCB0NBQRo8eDYCPjw/z5s2jQYMGKIqCRvO/3rvSPrOWLVuSkJBAeno6ACtWrCA8PJwNGzag0+kwGo32zygz88b77omERxAEQRBukV6vp1OnTjRt2hRFUVCpVCiKYh9CCgwMJC2t+IbKkiSRlJREv379Sn2myWRiyZIlvPLKK8yePdu2+3spJEniiy++YMmSJcWOh4SEADB69Gh++OEHCgvLLwx7/vx5du7cyf3330/dunXp0qULffv2JT8/n+joaNzcbpxwSpLEmDFjSkzYbt26NatXr2by5Mk0aNCARYsW0bVrV9544w22b9/OqFGjCAkJKTZZum7duqV+ZmUp6uFRqVQsW7aMtm3bsnv37jKvF0NagiDcsvzCnBvObXAkGZkCs9jVuqYw5ZvKv8hBZFmmwFRQ6rmIiAh++eUXOnToQHh4OO3atSMlJYX27dsjyzK9e/dm165dxe45ceIEfn5+tGnTBrANcV3fA/PFF18wb948DAYDTZo0ITs7m/Pnz9uHcLRaLTqdjk2bNjF06FA8PDwAW6JQu3ZtwNaD0rNnT3svUmnat2+PWm3r76hVqxatW7fm4MGDeHt7k5mZSX5+Pg0bNqR169blfkabN2/mmWeesb++//77S1yTnZ1tHxrz9va2T44umqcEtt6dbt26lfjM9u3bR3h4OHq9HlmW6d+/PwkJCcWusVgs5OXl2WOURfTwCIJwy86kHyJUf69LplZIkkxG7nkXRBZc4UJyKoH1g10yj0eSJK5dKX2YJDIyssRE2bVr1zJgwABGjBjByZMniYmJKXa+sLCQsWPHMn36dHx8fFCpVCxYsICkpKRi10yaNImPPvqIAQMG8MorrzBr1ixef/11zGYzY8eOZcuWLTRu3JjVq1cDkJuby8svv4zFYiE4OJgZM2ZgsVjKfF9t27blvffew2q1UlBQwIcffsipU6c4d+4cTz31FLGxsSQnJ7N3795yP6N58+Yxbdo04uLikCSJs2fPMnLkSMA2pNW+fXu0Wi3Tp08H4KuvvmLevHmMGTOGbdu22Z+zePFi1qxZw/79+4s9/+LFi3zwwQdER0cjSRIbN260D+UVDWmp1WqSkpLYtGnTDdsqBQcHi4orgiDckpYhPXis9Vuo5bLnNziCJMmcy0zi843PlH+xUC00aXc/3Z/sg0rt3N/PJUni0tkLLH1/gVPjCo4jhrSEYtSy6oZjpoIAkJJ+0Ok1eAAUxcKxtJ1Ojyu4zoXkVGSV839UKYqVlMPJTo8rOI4Y0qrBAr31NPavR0P/YO6uXRc/D28UQEYipyCf0xlpHLuUyskrFzhx+bzT9rERKr+M3POkXj1Kfb9mTq22rChWdp5a7bR4gutdu3KVi6fPU/fuEKdWW1YUhYN/7HNaPMHxRMJTw8iSRPPgBvyrcSvurmOrZZJXWEBOQT6pmVfs16llFaG1AmgaEIosSWTkZhOftI9dKUfJLXDdJEKh8tiUtJhh7aY5bVhLllScuLJf7KNVA+3asJ3ezw1w2rCWJEucSzor9tGqZkTCU4PU9dEzvO2/uLt2ENmmvGIJzj+ZrRYy83PIzLcVrnLXuDGoVRd639eOH3Zv5M9zJ53VbKGSOnJ+O1n5V/DzDHZK75/ZWoDxryiHxxEqn1N/HiPnWja+tfVO+VqzmC1sX73J4XEE51J5e3tPdXUjBMd7pHFLRnd6FHeNG2lZV8k3l1+f4Xpmq4UsUx6yLNOlYTMCvfUcTkvBYhV7b9VcCicv76Nt/T5IkmPnWFgVCztPrmLnqVUOjSNUXqnHUrivUyuHzzG0Wq0c3LqXg3+Uv0JJqFpEwlMDDGj5IH2bhZOWdZWcgvw7elahxUJWfi6NA+rRNCCU/aknKLzB8kehess22aqfhtVp4bCkRwKu5V/m+8S3sCria62myr1m620ObhTquARbgpzMLH776ies4pe5akckPNVcn2bh9LynLamZl7FU4OTSLFMeIbVq09i/HnvOHhc9PTXYqSv7CfCuj7/3XRX+g0gCcguz+L/Nz5NTcLVCny1UPedOnMGvbh30dWtXfNIjgSk3n+jZ35GXnVuxzxYqBZHwVGP3Bt7FE20fITUzHasDxr2zTfncpQ9Ao1JxJO1MhT9fqDoOnfsDvWcQgT4NUFXQcnUFhRzTVf6zeSzpuecq5JlC1Zf836P41K5F7WB/JLlikh4FhfzsXH766DuuXRaJdXUlEp5qystNx0tdI8ktMFFgubX5Orcip8BEy3p3k3TpLOm5WQ6LI1R2CofPbyU7/wqNAtshSzK2/plbJ0kyVqWQIxe28e3217mWf6limypUeckHksi5lk39e+9GliVu/2tNwmq1cOrAMVZ9sZScTPE9rDoTlZarqcdadqZroxacv5bu8Fjebu4UWixMX7/YIT1JQtXiravNY63fprF/O5AkJGRuZl8AWVJRYMnDZM7ll70fcOTCdsc3VqjSPH296PZkH+66twEgIcnSTW1BIckS5oJCCkwFxH2/hlMHjzu8rYLriYSnGnLXuPFen2dIz72G2Ulza+r51ubLP1aLoS3Bzs+zHuEN+tOhQX9kSY2iWNCodX8nQDZmqwmrYkEtu5F8eS9bjv3IsbRdKIg5YcLN862jp3nXNjTv2hpZlrFarWjctEhIKChIkoS5sBCrxYpaq+Hs0VPsjU0k5XCyKKhag4iEpxrq1OA+Hm/zCOduUGenovl5eHPqygX+s3WN02IKVYOEhN4zmGDfJtSr1RhPNz0qSY3JkkfatWTOXU3iwrUTFFpEQUvhDkkSvrVr4X9XXfxD6+Lh7WHf8Tz93CUunrnAlXOXMBc4bphfqLyqZMLj7+/PtGnTaNmyJQUFBZw5c4apU6eSnOz4fU8iIyMZNWoUZrOZN998k2PHjpW45qeffsLDwwOVSkV6ejqTJ0/m5EnnFeob/8hj1Pb0IcuU57SYEhDkW5uJqxaQVyh+cAmCIAiVS5VMeFavXk10dDSLFy8G4P7778fT05OdOyvHpoL16tUjNdVW/t5gMPD0008zfPhwp8RWyTKz+4/hUnam0+fTBPn48emmFSRfueDUuIIgCIJQniq3W/qDDz5IYWGhPdkBOHTokD3ZGTduHDExMcTGxjJhwgQAQkJC2Lx5M/PmzSM2NpaoqCh0Oh0AiYmJxMXFYTQaMRqNaDQa/Pz8iIqKIiYmhpiYGNq2bQvA+PHjGTt2LACdO3cmNTWVFi1alGhjUbID4OHhwbVr10rcXyQiIoK5c+faX8+dO5eEhASMRiMnT55Er9fTsWNHFi1adFOfj7+XL7Iku2TysCxJBPvWcXpcQRAEQShPldtLq2nTpvz555+lnuvatSsNGjQgIiICSZL47rvv6NChA6mpqTRq1IgJEyawe/du5syZw8iRI5k/fz4AgwcPJiPjf5vETZ8+na+//ppdu3YRHBzMjz/+yMMPP1ws1muvvXbDYarPP/+c9u3bo9Vq6d+//02/P5VKxfTp01m3bh2JiYk3fV8RX50nys0sU3CAQouFAC9fl8QWBEEQhBupcgnPjTz00EM89NBDGI1GwNa70qBBA1JTU0lNTWX37t0ArFixgmeffdae8PxTly5daNKkif21l5cXnp6e9tePPvoo+/fvp3nz5mW25eWXXwZg4MCBzJ49m8GDBwMwevRoHnvsMXJzc5k+fXqJ+3Q6HSZTyTkw7du3x2g0oigKCxcuZPny5aXGVcmqm1qW6QhWxYraSbsZC4IgCMKtqHI/nZKSkoiIiCj1nCRJfPHFFyxZsqTY8ZCQkBJLD2+0FFGWZfr160d+fsl9p1QqFc8//zwjRowgKqr8nZt//fVX3nvvPfvrr7/+mvnz59OlSxf+/e9/l3hGYGAgaWlpJZ6zc+dORo4ciV6vZ8uWLaxatarU9lmsltutwXXHJEnCLPbVqjRSUlI4cuSI/XWtWrUwGo1MnjzZ6W1JTEykd+/eZGRk4OHhwS+//MLSpUv5/vvvnd4WQRBqpio3h2fr1q1otdpik4BbtmxJeHg4mzZtYujQoXh4eABQt25dateuDdiSnjZt2gC2lVa7du0qM8bmzZt5+umn7a/vv/9++98HDhxIfHx8sSGw67m5udnn/AD06NGDgwcPlrguPT0djUZT7FhYWBghISEkJSWV2bacnBzMZjMqVenl+7OduDLrnzSymis511wWXyguPz8fg8Fg/zN79mxXNwmVSkVUVBSbNm0SyY4gCE5V5Xp4AEaNGsW0adN48cUXMZlMnD17ln//+9+cPHmSxo0bs3r1agByc3N5+eWXsVgsJCUlMXjwYD788ENOnjx5w0nAU6ZM4f333yc2Nha1Ws2OHTt46623ANuS+K+//vqG7XvzzTepVasWVquV1NRUXn31Vfu5p59+ml69euHu7s4HH3yAl5cXYOvZWbhwIRMnTqSwsGSNiDZt2vDrr7/i4eHB119/TU5OTqmx07KuIv39P2fP5VFQnFr7R7h9PXr04JVXXkGr1ZKRkcFLL73E5cuXGT9+PMOHDycjIwOtVsukSZPYtm0bfn5+fPjhh9SrVw+Af//73/Yh4qJ70tPTCQsLY9CgQRw4cKDUuLNnz+bSpUvMmjXLfqxz585MmTIFlUrF/v37efvttykoKCAxMZHVq1fTqVMnAF566SVOnTrF3LlziYuLIyYmxv6MsWPH4unpydatW5k5cyYajYbQ0FB7qQqDwXDDONnZ2Wg0GlJTU3nuuefIy3PdLw6CIDhGlVyWfqtCQkJYtGgR3bp1c3VTnGJi96F4ubmTU1ByyMuRgn1rM2nNN2SbnBtXKF1SUlKxuWhDhgyhRYsWTJ48GV9fXzIzMwEYNmwYjRs3Zvr06YwfP56cnBzmz5/PuHHjCAwMZNq0aXzxxRcsWrSo1In8b7zxBpmZmURFRREdHc2MGTNKJDyJiYls3ryZYcOG8eSTT7JlyxbA1iO6detWhg4dSnJyMp9++il//vknCxYsIDExkR9//JHPPvuMQYMG0bdvX0aOHHnDhOeTTz4BSv5/vrw4vXv3JjMzkw0bNvDKK69w+PBhh/27CILgGlWyh0e4sd0pR+nXvJNTEx5fd09S0tNEslNFBAUF8dVXXxEQEIBWqyUlJcV+bvTo0Tz++OPUqVPHPtm+rIn8OTk56HQ6Ll68WG7MFi1a8MQTTzB9+nQMBgOFhYU0bNiQlJQUe09MdHQ0I0eOZMGCBQCsXLnS/t+pU6fanzV58mReffVVMjIyePvtt8uNXV6c6Oho9Ho9R48eFclOFeDu7klgQBB1agcQVDcUDw9PVLIKi8VCdvY1zl04w5X0S6RdPIdJfE8S/lYjEp6zZ8/WmN4dgJ0pSfRr3glZkpxWj8dLq2PZ0d+dEku4czNmzCAqKorY2Fg6duzI+PHj7eeun1j/7rvvMnz48BtO5A8MDLypop/jxo3j9OnT7Ny5k+eff57PPvsMSbrxDPvrFxdc//eZM2cSExPDsGHDGD9+fJmlKoqUF6eoNMVnn31G//797YmWULkEB4Vy/30PEBbaCAUFWZIpNBdisZpRFFBrtHh4ehEcfBdWqxVJkjiRfJS/juwj7eJ5VzdfcLEqN2lZKF9Wfi67Th/F36uWU+J5aNzIMuVx6Pxpp8QT7pyPjw8XLtgqYhf14vxTVlYWfn5+QNkT+fV6PR06dGDfvn3lxiwqwPn+++/zxBNPEBoayvHjxwkNDSUsLAyAxx57rFj9qX79+tn/u2fPnhLPLJprVJ7y4hTJzs62v2eh8vD10dMv4nEieg3mrtC7yc3PITcvh+zcLEwF+ZjNZiwWM2ZzISZTPjm52eTl55KXn0vDu++hX8QwevYYgKeHl6vfiuBCNaKHpyaK+WsHD4Q2QqfWkm8ucFgcCajt6UPU9hjMVrEkvaqYM2cO8+fP58KFC+zdu5fQ0FD7uaJaUSqVihkzZgBlT+RfuXIlc+bMuakhrSKZmZnMnj2b9957jxEjRjB+/Hjmz59vn0x8fRV1rVbLmjVrkGWZF1980X78jTfeYNSoUWi1WiZOnMiDDz54w5gmk+mGcaKjo1EUhcuXL/Phhx/e9HsRHK/5/a1p37YrSBI5udm3dK+iKOTm2e4JrRfG0EHP8se2OI6d+MsRTRUquRoxabmmah3amFEde3Em45LD1msF+ejZc+Y43++MdVAEoaa6vnaPUBNJdO7UjfvuaUleXq6txtgdUqnUuOvc2bNvO3v2JVRAG4WqRAxpVWN7zxxj+8m/qOeg/a3qePpwJSeLX/77h0OeLwhCzdW547+4756W5ORmV0iyA2CxmMnJzaHNA51o3Sq8Qp4pVB0i4anmlu75nb1njxFSqw5yORM3b0WAVy2yTfl8vmWl05e/CzVDeHi46N2poRo3vI/77m1FTm72Davi3w5FsZKbm0PbBx6kXnD9Cn22ULmpvL29p7q6EYLjKIrC/tRkdBotLYLvRlEUCizm236eVqUmyNePU+lp/OeP1WTmlV4AURAE4XZ4efnQ2zCQwsICrFarQ2IUFWUNq9+Yo0l/YrmD74lC1SESnhpAAQ5fSOHYpVSaBYcR6K3HbLXc0iRjtawiwLsWOo2WX/77B9H7NpNvLlkRWhAE4U50ezgCX189poKSmyhXJIvVgoe7Bzo3HafPJDs0llA5iEnLNYybWkPHsHv5V5MHqOXhhcVqIduUT16hqUTNHp1Gi6dWh06tocBiZvvJQ2w+doDLYr8sQRAcwNdXz5CBz9zyaqzbJUkS7jp3liybT36+2E6kuhPL0msYk7mQTccPsOXEnzTyr0fzoDDurhNMPd/aSJJt/y0JCUmCK9lZHEhN5q8Lpzl4/hQm0aMjCIID3X9vK6fuAKgoCpIk06TR/Rw4uNuJkQVXEAlPDWVVFJIuniXp4lkAVLKMp1aHWlZhUazkFRZQIBIcQRCcqGnj5k7vaSkoMHHfPS3LTXh69erFN998Q9euXTlx4oSTWucarVq1YsqUKfj7+6MoCjt37mTKlCmlVlqvSsQqLQEAi9XKtfxc0nOzyMzLEcmOIAhO5e3ti0qlwurkAqaF5kK8vX3RaG5csbt///7s2LGDyMhIJ7XMNerUqcP8+fN5//336dq1Kw899BCbNm3Cy6vqV6kWCY8gCILgcrX9AlwW22q14qcvu16Zh4cHbdu25fXXXy+R8HTs2JHDhw9jNBrZt28fY8eOBaB58+b8/PPPrFu3jh9++IGAANv7i46OpkWLFsiyzLfffsuQIUMACAsLY9myZcTGxrJ+/Xrq16+Ph4cHy5cvZ/369cTFxWEwGAAICQkhPj7e3oaIiAjmzp1rfz1z5kx27tyJ0WgkKSmJFi1a2GNPmzaNVatWER8fT6tWrUq816effpro6OhiW7nExMRw+fJlxo8fb39/nTt3JjU11f5sgKSkJIxGI7///nux9o0ZM4b4+Hji4+MZNWqU/T1s3ryZefPmERsbS1RUFDqdzv7sDRs2EBcXx5w5c+zbxyQmJhIXF8fmzZv58ccfcXd3L/PfrDQi4REEQRBczsfbB1lWuSS2JEn4+JS992CvXr3YtGkTycnJXL16lWbNmtnPqVQqEhMTMRgM9u1K1Go1M2fOZMyYMfTu3Zvly5czceLEYs+cNWsWe/fu5aeffgLg888/57vvvqNHjx5ERkaSlpaGyWTiueeeo1evXgwePJh33333pt6PSqXio48+wmAwsH///mLn3N3diYyMZNKkScyZM6fEvU2bNuXAgQPlxnjttdc4efJksWOSJGEwGHjqqafsx5o3b86QIUPo06cPffv2Zfjw4fa9+Bo1asSSJUvo0aMHWVlZjBw5Ejc3N+bOncvzzz9P9+7dUavVjBgxwv68wYMH88gjj+Dv72/fG+9miTk8giAIgstpNFp7fRxnkyQJlarsZKt///58/fXXAKxatYr+/ftz8OBBAHQ6HSZT8SX0DRs2pGnTpixbtgwAWZaL7Tc3YcIEWrVqRbt27QDw9PQkKCiI9evXA9ifp1areeutt+jQoQOKolC3bl38/f0BqF+/PkajEQBvb+9im+F6enpy9erVUt/LqlWrANixYwfe3t74+PjYN/a9WY8++ij79++nefPm9mMqlYq8vJLzr9q3b8/69evt59atW0eHDh0wGo2kpqaye7dt7tSKFSt49tln+eOPP0hJSSE52VYqIDo6mpEjR7JgwQL7a71ez9GjRzl8+PAttVskPIIgCILLWSxWKq4W/K1TrKUnW3q9nk6dOtG0aVMURUGlUqEoCjNnzgQgMDCQtLS0YvdIkkRSUhL9+vUr9Zkmk4klS5bwyiuvMHv2bKQyquAPHDiQ2rVr07t3b8xmM4mJibi5uQFw+vRp+xBXREQE3bt3t98XGhrK+fPnS3+f/yg/8s/XRUNgRcnUP6lUKp5//nlGjBhBVFRUsZgXLlwocX1Z762sttzoerD18GRkZPDZZ5/Rv39/Vq5cecPrryeGtARBEASXM5nyKnwbiZtltVoxlbFFTkREBL/88gsdOnQgPDycdu3akZKSQvv27ZFlmd69e7Nr165i95w4cQI/Pz/atGkD2HpqmjRpYj//xRdfMG/ePAwGA02aNCE7O5vz58/Ts2dPALRaLTqdDm9vby5fvozZbKZTp06EhoaW+17q1atHQEAAhw4dKvV8URLWrl07rl27RlZWVrHz3377LYMHD+aBBx6wHxs4cKC9Z2ngwIHEx8eX2PalT58+xMXFlYiXmJhIz5490el0uLu706tXL3bs2AHY5vEUfUaRkZHs2rWL48ePExoaah+ueuyxx4r1XhXJzs7Gz8+v3M/jeqKHRxAEQXC59IxLDttKojySJHEl/VKp5yIjI/nyyy+LHVu7di0DBgxgxIgRnDx5kpiYmGLnCwsLGTt2LNOnT8fHxweVSsWCBQtISkoqds2kSZP46KOPGDBgAK+88gqzZs3i9ddfx2w2M3bsWFasWMGiRYtYu3Ythw4d4tixY+W+l7Vr16LRaOw9NGFhYUyZMoXBgwcDcPXqVVatWoWXlxcTJkwocf/ly5d54YUXmDJlCnXq1MFqtbJjxw7Wrl0LgL+/v314r0iPHj144403SE1NpXv37mg0GkJDQ3nqqadYvHgx0dHR9s9o6dKlHDp0iJCQEJKSkhg8eDAffvghJ0+eZNGiRZhMJsaPH8/8+fNRqVTs37/fPjcKbENaiqJw+fJlPvzww3I/j+uJSsvCLVEkGdy8wM0bZBVIElgtYMqC/CwkxTXfsARBqNrUag3PPPWy06osF5ElGa1Wy8LvP3NqXEeJjo62JzdFoqKiGDNmDNHR0cyYMeOmJiXfiqKVZkUTsME2+TkiIoJPPvmk1HtCQkJYtGgR3bp1q9C23Ijo4RHKpchqlFohEHgPePkDEqUOtiug5FyGtCNIV88iWQqc3VRBEKoos7mQy5fTqKWvjcnkvAJ3Ojd3Tp+pPoUE582bV+LY9XNtHCEhIaHEsXPnzpXo+XI10cMjlElRaVDq3g9BzWy9OaZsKDVXycsAACAASURBVMhBKmMlhYIEWndw8wHFChcOI53/E8ns2E0ABUGoHhqENaHbwxHk5uU4Laanhxdr1i7nQlqq02IKriF6eIRSKT51Ue7uDBoPyLmMpJRf/VRCgYJcKMi1DX3VvRfFvyHKia3ImeKbiSAIN3Y65QQFhQWo1WrMZrPD42m1bmReuyqSnRpCrNISilEAa1BzlPt6g9WClJ12U8nOP0mKFSn7Ipjz4R4D1tA2th4gQRCEMlitFhJ3bELndmsVdG+HJElo1Vq2J250eCyhchAJj2CnAEpIa6jfDq5dQCrMveNnSoX5cO081GuBEtZBJD2CINxQ0vFDnDlzEg93T4fG8XD35EjSAc6mnnJoHKHyEAmPYKcE3AMhrSDzXIWutpJQIPM8BN6DUq95+TcIglCjbd66AVOByWE9Pe46D7Kyr5Gwc7NDni9UTiLhEQBQ3GtBWHvIulDmpOQ7IaFAVhrUa43iWfYmfYIgCLl5Ofy2djkWi7nCkx53nQf5+Xn8tnY5hYViJWlNIhIeAUWSURp2hsI8JOutz9e5WdL/Z++846Mqs///vndqyqRRAiGRTiiCuHREV4VMgCABFKQI6ipgYQEJSjG4ShMECbL8LBSVFVgxisQQykwiiIIBFYQv0otBQggtPZkkM3N/f4y5S0whQArleftSnPvUe4dMzpxznvNRnJCfhdL0QRRZ5MsLBIKySUu/zIaNa7Hl5+Hh7nlNyYFrIUsyHu6eZGalsyF2Ddk5WdceJLij0JhMpjdrehOCGsY3EOrfi5RzucqXkhwF4FEL8jKQ8tKuPUAgENy15OfbOHLs/9DrDQTUD0Kj0dzQ6S03ozs6nY5fD+xh23ebyC8QpTLuRkQdHgHO1n1B74aUXz0VThWdy0UtHdggUpgFAkGFqOffgM4dH8K/bn0A8gvysdsLy+gtodPp0Ov0ACQnJ7H75x1lykcI7g4qPaTVu3dvkpOTadq0aWVPfUvRrVs3Vq1aVez17t27KyTudiuhuPmCZ91qM3YApMI8MHqDZ91qW1MgENzenE9N5pu4//LF+k/Y/38/Y7O5Ql1uRnfcjG5//un618PNnZycLH7Z9yP/jV7BJstXwtgRVH7hwQEDBrB7927Cw8PL1NC402jZsiVLlizh2Wef5Y8//qjp7VwXiocfVEGS8rUXVlA8artq9QgEAkEFychIY8/PO9jz8w40Gg2+PrUwGt2RZRmHw0FeXg7pGVdqTIhUcOtSqR4ed3d3OnbsyOTJkwkPDy/W1q1bNw4fPozFYmHfvn2MHTsWgLZt2/Lll1+yefNm1qxZQ926rm/90dHRtGvXDlmW+eSTT1RxskaNGvH5559jtVrZsmULDRs2xN3dnXXr1rFlyxbi4+Mxm82AS5wsISFB3UNYWBhRUVHq69mzZ7Nnzx4sFgvHjh2jXbt26tpvvfUWMTExJCQk0L59+zLvOSAggE8++YSIiAgOHjyoXo+MjCQhIYH4+Hj69++vPoPk5GQefvhhALy9vTlx4gSTJk0CYPjw4cTFxWG1Wlm2bBlGoxGAqKgo5s2bx/r16/n+++/p1asXAAaDgUWLFhEfH8/WrVvp3r074BJyO3DgAFarlR9++KHEe1EMUz2w55XdXlUU5oJX/epfVyAQ3DE4HA4uXb7A2eTfOfPHKZLPJXEl7ZIwdgSlUqkGT+/evdm+fTunTp0iPT2de++9V23TaDQkJiZiNptVqXetVsvs2bMZM2YMffr0Yd26dUyZMqXYnPPnz2fv3r2qCuu///1vPv30U0JCQggPDyc1NZX8/Hyee+45evfuzeDBg3njjTcqtF+NRsM777yD2Wxm//79xdrc3NwIDw9n+vTpvPvuu6WO9/Ly4j//+Q8Oh4PExET1et++fWnTpg0hISEMHTqUyMhI1ZA7cOAATzzxBODyhh0+fFgdt3nzZsLCwggJCeHEiRMMGzZMbQsMDOTxxx9n1KhRzJs3D4PBwDPPPANAr169eOmll1i8eDEGgwGAb775hpCQEObNm0e/fv3KfggmfyioAYOnIBe8REhLIBAIBNVDpYa0BgwYwPLlywGIiYlhwIABqtfDaDSSn188M75p06YEBwfz+eefAyDLMhcu/C/EERERQfv27enUqRMAHh4e1K9fny1btgCo82m1WqZOnUqXLl1QFIV69epRp04dABo2bIjFYgHAZDIVM0w8PDxIT08v9V5iYmIA2L17NyaTCS8vLzIzM4v16dy5M2+//TYBAQGqwVF0fcOGDTidTi5dukRiYiL33Xcf2dnZXLhwAb1ej4+PD2azGYvFgk6nAyA4OJjXXnsNLy8vPDw8+O67/xXFio2NRVEUTp8+TVJSEs2aNaNTp0588sknAJw8eZKzZ8/SpEkTAPr370+XLl0ICgpi9OjRZb9pOiPkVb/BIykOFI0ehdKF1wUCgUAgqEwqzeDx9fWle/fuBAcHoygKGo0GRVGYPXs2AP7+/qSmphYbI0kSx44dU0M+fyU/P5/Vq1czfvx4Fi5cWGYdhkGDBlGrVi369OmD3W4nMTFR9XQkJSWpIa6wsDA1HAQQFBRESkpKqXMqilLua3AZQ0uXLsXLywuLxcLXX39NUlLSNetFbNiwgWnTpnHy5EkKCgpUgycqKornnnuOQ4cOMWTIELp161bufspb55tvviEyMpLGjRuzatUqHnrooTJ61rS5IVEjOUQCgUAguKuotJBWWFgYX331FV26dKFr16506tSJM2fO0LlzZ2RZpk+fPvz000/Fxpw8eRI/Pz86dOgAuDw1LVq0UNuXLl3K4sWLMZvNtGjRguzsbFJSUggNDQVAr9djNBoxmUxcunQJu91O9+7dK3RSqkGDBtStW5fffvut1PYiI6xTp05kZmaSlVWySFXRtczMTN555x3mzJkDQGJiIv3790eWZfz8/OjSpQu//vqrOs5qtdK2bVvWrVtXbD5PT09SU1PRarUMHDiwWFu/fv2QJImGDRvSsGFDTp48ye7du9V+TZo0oUGDBpw8ebLYuOzsbHx9fct+EM5CkKq//qSCBIqjSqo6CwQCgUDwVyrNwxMeHs7/+3//r9i1TZs2MXDgQEaNGsXp06eJi4sr1l5YWMjYsWOZOXMmXl5eaDQaVqxYwbFjx4r1mT59Ou+88w4DBw5k/PjxzJ8/n8mTJ2O32xk7dizr169n1apVbNq0id9++43jx49fc7+bNm1Cp9Op4a5GjRoxY8YMBg8eDEB6ejoxMTF4enoSERFxzfnWr1/P0KFD6devHxs3bqRDhw5YrVYURWHOnDlcvHiRZs2aqffUt29fAHr06KHOsWDBAjZu3MjZs2c5cuQInp6eatupU6f46quvqFOnDlOnTiU/P59Vq1Yxb9484uPjcTgcvPLKKxQUuEql9+/fn86dO6PX65k5c2bZG8++DB4+UI3H0gFXKC1HFB4UCO5mJCQ0skb1VjucDpyVqOMnEFzNXVt4MDo6WjVuili2bBljxowhOjqaWbNmceDAgRraXXGioqKIj48vYTBWBk7/1nBPh2o/Hq541ILzR5DP7q3WdQUCQc1iMnri4+aNt5sXJoMJWS4eVs8pyCUjN4uMvAzS8zKEASSoNO5aQaOiBOOrWbZsWQ3spGaRci+j1EBIC1knavAIBHcJsiRTx7MWgb4NcNMZcDidFDgKyM7PRvlLWFun0VHXVIsAn3o4nHaS01O4kHWRfLsQ+hTcHHeth0fgQpFklPaDoTDXpXNVHWvKWjB6I+37Asl5/bo4AoHg9sFk9KR53aa469zIKcil0FGWHERJZEnGw+AOSJy8cJqL2ZdKGEgCQUURaul3OZLihHMHwL2cxObKxt0Pzv8mjB2B4A5GQqKhXxDtA9siIZGel3Fdxg6AU3GSZcsmtyCXFvWa0ap+MFr5rg1MCG4SYfAIkK78Dk5XXZyqRpG1gIJ06eQ1+woEgtsTCYmmdRpzj18g6bkZ5NtvTp3c4XSQnpuOt9FE2wat0Wl0lbRTwd2EMHgELjHPUzvBs3bVO4s968Lve6pVrFQgEFQvjWs3pL5XXdJy0ys1BJWVn41Bq6dNQEs0sqbS5hXcHQiDRwD86eW5dLJKFcwVj9qQ/gfSxWuXDRAIBLcnfh6+NPCpT1peRpXMn52fg7vejYZ+1663JhBcjTB4BICr3rF0OhFyLqN41qn0+RX3WpCfjXRqpyg2KBDcoeg1elrUbUqWrWo9uJl5WTTwqY+Pm3eVriO4sxAGj0BFchQgHfsWsi+jmOq5qiHfJAoSiqc/5GciHbG4wmcCgeCOJNA3AEmSsFfDgYTs/Bya122CVOPyOILbBWHwCIoh2W1IR61w/hB4B6DoPW54LkXnDl714eJxpMPC2BEI7mR0Gh31veuSbcuplvUKHYXotQa83byqZT3B7Y843ycogeS0I535CeVKEkqTB1BM9aAwD2yZ1wxHKQBGL9B5QH4W0uHNSJnnq2XfAoGg5qjt4QdI1Vonp8CeTwOf+qSXkS/k6+urahbWqVMHh8PBlStXAJf+Y2Hh9R2Try4WLFiA3W5n2rRpAEyaNImcnBw++ugjAJYsWcKFCxdUcW5BxRAGj6BMpOwL8H8xYPJH8W8JvkF/qrZLYLeB4vizowxatz+F1yVIT0ZK3QWZKa46PwKB4I6nrqk2eQXV68XNK7Th4+6NRtbgcDpKtKelpWE2m4GSRsOtzLRp01izZg3PPfccK1euLNY2YcIETCYTEyZMqKHd3b6IkJagXCTFiZSZgnx8G9K+aKQjFkjaDRnnIOeKSwA08zyc2ePK0dn3BfKxeKSMZGHsCAR3CbIk42nwoOA6CwtWCgq46dyue9jKlSvZvHkz3377LSNGjABg9OjRWCwW9uzZw4EDB7BYLCxYsIDAwEASEhJKnWfevHls374di8XCmTNnAOjWrRurVq1S+4wdO5ZJkyYBMHz4cOLi4rBarSxbtgyj0VhiTrvdzpgxYxgxYgSPPPKIej0sLIy+ffvy8ssv//nls+z5oqKi+PHHH0lISMBqtRIcHAxAmzZtiI2NxWq1smLFCry9XYnf0dHRvPXWW8TExJCQkED79u0B8PHxYeXKlVitVmJjY2nVqhXgMiDHjh2r7m3VqlV069YNQBUAr1OnDhaLhdatWwMukfH4+HgSEhKYPn26OvbMmTNYLBZ++OGHYiLkpb1HN4MweAQVRirMQ8pKRb5wFPnUD8jHtyEf/xb55PfIqUeQMs+LPB2B4C7EqDOAVHPJwx569+seExERQZ8+fejbty//+Mc/8PX1Zfny5ZjNZhYuXMg333yD2Wzm1VdfLXOOli1b0qFDBx555BHMZjM2m+2a627evJmwsDBCQkI4ceIEw4YNK7VfRkYGu3btYunSpbRs2ZJ27dqxaNEitm3bRm5uboXmmz17Nj179mT37t088MADgEtHcs6cOYSEhHDkyBHVEANwc3MjPDyc6dOn8+6776rP6eDBg4SEhDBv3jzee++9a94jgKenJx9//DFvvvkmhw4dwt/fn9dff50hQ4ZgNptp3749oaGhANhsNsxmM7169aJ79+6qEVbae3QziJCWQCAQCG4KV+Xjmik34VAcGLTXXyX+H//4B3369AEgICCAxo0bk5aWVmb/hg0bYrFYANi4cSNLlizB4XCg1+vR6/Xk5xevJt25c2e1v5+fH2vXrgUgODiY1157DS8vLzw8PPjuu+9KXa958+Z07dqVl19+mU8//RS73c7TTz/N/PnzWb16NWfPnr3mfJGRkUybNg29Xk+/fv0wmUx4e3uTmJgIuLw6V4f4YmJiANi9ezcmkwkvLy86d+7M6NGjAdi5cye+vr6YTCbA5RF7/PHHAQgKCuLDDz8EQJZlVq5cycWLF9m1axcA9913Hz/++KOaQ7V+/Xq6du3K1q1bMRqNWCwW6tevz5YtW8jIyLih9+haCINHIBAIBDeFhFRT9g4Krl+w10O3bt148MEHeeyxx7DZbERHR2MwGModk5SUhNlsxmg0YrVaiYuL4/jx48TGxrJ//37OnDlTLDy1Z88enn76acAV0vLwcJ14jYqK4rnnnuPQoUMMGTJEDQP9lVmzZjF79my2b9/Op59+SnZ2Njt37mThwoX861//Uo2Q8uabPXs2cXFxDBs2jIiIiGsmOReFya5+LZXiuSvqt3z5ctVgujqE5+bmhtVqJTQ0lAceeICdO3eWOk8RRR4ejUbD559/TseOHdHpdNf9Hl0LEdIS3DKY/DS06Gik7YPu3NvDneYdjHh4i7+iAsGtjoJCTZXDkQCn8/ryBU0mExkZGdhsNpo2bcrf/va3Co+12Wzk5eWh1br8BVlZWaxcubLCIS1PT09SU1PRarUMHDiw1D59+/bFZrOxfft2ADIzM8nKygJgw4YN1KpVix49elR4vuzsbPz8/MjKyiIjI4POnTsD8Pjjj6veHoD+/fsD0KlTJ3XNxMREBg0aBLgMxStXrpCdXX5hyZycHFasWMGUKVOYOXMmRqORffv20bVrV3x9fZFlmQEDBvDjjz8WG+dwOMjLy1O9SDf6HpWF8PAIagyNDu5/1JOHBnvRqI0Bg7tMYX7xbxh6g0RutpPTB2xsX5fB/32fSymHMQQCQQ1SYC8EpWYsHlmWySu8tqFxNdu3b2fkyJFYrVZOnTrF3r17rznmnnvu4euvv8ZoNJKYmMjRo0fp2LEjDz30ECNHjqzw2gsWLGDjxo2cPXuWI0eO4OnpWazdYDAwdepU1TtUGjNmzGDx4sX07t273PkiIyOZMGECiqIwefJkACZOnMi8efMwGo2cOXOmWA5Peno6MTExeHp6EhERAcCiRYtYtGgRVqsVm83GxIkTK3yvp06dYsOGDURERDBnzhzefvttoqOjkSSJb7/9Vg35FYW0tFotx44dY/v27UiSdN3v0bWQAgICRJ1/QbWiN0qEjfWl53BvZI2E3ijhdFK2S1wCWYb8PAV7gcLWT9PZ+mkaNXEgRCAQlERColuTTmTZsqu1Dg+At5uJ/Wd/Izu/egoe3qlER0cza9YsDhw4UNNbqTJEvEBQrbToaGTu5oaEPuODwU1Gq5NcHpvyPiMVcDpAp5dwN8k89qIvczY2pNG9NxfPFQgElYOCQpYtG71WV/1rKxJ5Bdfn4RHcnQgPj6DaGPSKHyEjfdDp/vTo3ASSDI5Cha//fYWtn6RXzgYFAsEN42+qQ/O6TUjPy6y2Nd31bmTasjly/li1rSm4fREeHkG1MPKNOoSM9EGjuXljB0BxgqyVGPBPPwaO97v5CQUCwU1xOScNp+JElqrv14peoyMlQ0jXCCqGMHgEVU7/l33pPsCERlPJSY0KaDQSoc/48OhwISAoENQkdqed5PTzeBpuXHD4ejBo9eQW2sjMy6qW9QS3P8LgEVQpje410Pd538o3dq5C1koMnlwb/0bVnz8gEAj+R3J6CnanA72man8WJSTc9e4cv3Cy2pOkBbcvwuARVBk6g8RLi+uh1VXxcVUFtDqJl9+rh6yp2qUEAkHZ2J12jqWewMPg4SpGWEV4u5lIuvIHWbby68EIBFcjDB5BldFjoAmTn6Za6uYoTqjdQEeHEM9rdxYIBFVGel4Gv1/+Ax937yoxeryMJtLzsjibdq7S5xbc2QiDR1Bl9B3tW/XenavQGyX6jr45cTmBQHDz/JF2ljNXzuLj7l2pSczebl5k/Xkqy6lUwukHwV3FXWHwJCcns2TJEvW1RqPhwIEDxbQ/bhWioqIICwtTX8+fP5/333+/Bnd0YwR3dsPDW0N1fiY5HVCvsY6g4OsXEhQIBJVL0pU/OHHhFCajJ+56t5uaS6fR4evuw8WsSxxKOYrdaa+kXQruJu4KaYmcnByCg4MxGo3YbDYeeughzp+/9Y8yTpw4kcaNGzNixIia3sp107aHOzqjhFLNMhCyLNGyqzt/HC2o3oUFAkEJUjJTybBl0rROE3zdvMkrtGGz51974J9oZS2eBncKHHYOnjtMWq6ouSW4ce4KDw/Atm3b6NmzJwADBgxgw4YNalv79u2JiYlh69atxMTE0LRpUwCGDBmiqsv279+fNWvWoNVqkWWZGTNmEB8fj9Vq5dlnnwUgMTERX19XSGXJkiUkJCSo8yQnJ6vzNmvWjOTkZIYMGVLmfp988knCwsJ47rnnKCx0aSg0aNCAdevWYbVaWbduHQEBAYDLK/Tjjz+SkJCA1WolODgYcJUKb9euXbF5Z8+era579X59fX1VETlZlomMjCQuLg6r1cpTTz0FuITjDh8+jMViYdeuXYwZM6bM/Qd3cqsR9WSNFlp2vrlvkwKBoPLILcjjYPIhfks5is1egI+bN95uJtx0RjR/OWUgSzJGrQGT0YSPmxdajZYTF06z98x+YewIbpq7xuCJiYkhPDwcg8FAq1at2Ldvn9p24sQJBg0aRGhoKAsXLmTKlCnFxvbo0YPnn3+eMWPGYLfbeeqppwgKCiI0NJSQkBC+/vrrYv1btmxJy5Yti13bu3cvQ4cOBWDo0KHlCqE9/PDDzJ07l4SEBFUhF2DOnDl8+eWXhISEsH79embNmqW2zZ49m549e7J7924eeOCB639AVzFs2DCysrIICwsjLCyM4cOHExQUBMCePXswm828+OKLqoJuaTRooa/WcFYRihMaC8kJgeCWQkHhSm4aB88d4pcz+zl54Xcy8jLRaXR4u3mp/7rp3MgtyOPM5T84kHyIX5J+5XzWBRHCElQKd0VIC+Dw4cMEBgYSHh7Ot99+W6zNy8uLxYsX07hxYxRFQaf7Xw2Jli1b8sQTTzBx4kRyclzidD169OCzzz7D4XDFa9LTi3/zeO2110oYTvv37+fee+/FYDDQpk0b9u/fX+Ze+/bty5AhQ1i6dCnr1q3j9OnTAHTo0IHnn38egK+++orIyEh1TGRkJNOmTUOv19OvXz/1+tKlS7HZbCQnJ6tquVcTHR2N0+lElv9n+/7973+nVatWai6RyWSicePGFBYW0rlzZywWC40aNSq2/tVIMhiMMg579bt4FAXcTHeNHS8QVBl6rctTWmDPq9R58wrzyCvM43zWBcBVU0eSJBRFETV1BFXKXfWbwWKx8MYbbxQLZwG8+uqr7Nq1i549e/LMM89gMPzPQ9C8eXPGjRtHRESEel2Syj551LFjR3Jycjh06FCJtu3btzNr1iy2bdtW7j5nzZrFL7/8wrx585g7d26Z/RTlfx8Os2fPpkePHkRFRREREaFeHzduHGazmcOHDzN69OgScwwePBiz2czgwYOLXY+MjMRsNmM2m+nWrRs7duwA/ufh6dKlS7FncjVarVRsb9WNLFffyTCB4E7Ez6Mes5/YyKwnYvFx96/StRQUnIpTGDuCKueuMnjWrVtHVFQUR44cKXbdZDKpScx/zauJjY0lPj6euLg4XnnlFQB27NjByJEj0Whc8WcfHx+1f0REBAsXLix1/S+//JKOHTvy1VdflbvPojBWTEwM4MofAvj5558JDw8HYNCgQezZs6fE2OzsbPz8SmpLpaWlFfNclcd3333HqFGj0GpdDsAmTZrg5lY8LyYvLw+j0YheX/JEVGGBAuUYhVVNTXiWBII7hVqeDZje/3O83Grh7Vab18P/Sy3PgJrelkBw09xVBk9KSgorV64scf2DDz5g2rRpbNiwQTVi/srSpUt55JFHaNWqFWvXriU5OVlNWh4wYIDab9++fSQlJZU6x+XLl3n00Ue5fPlyhff8+uuvM23aNDw9PZkxYwZPPvkkVquVxx9/nDfeeEPtFxkZicViYdy4ccWO4C9cuJCvv/6avn378vHHH1dozbVr13L8+HG2bNlCQkIC8+fPV42fopDW1q1bWbZsWbEco6vJuGivEZtHkuFScmH1LywQ3AHUMQUxvf9/8TT6oPz5j8lYi2n9/0ttU2BNb08guCmkgIAA8XVYUOm8vKQe9z/qUS1Vlq9G1sD2dZmsnnWxehcWCG5z/L0bMbXfatwMJpS/nDiQkMktyGR+7FOkZpb+hU4guNW5qzw8gurj6J487IXVb0sX2BRO/Gqr9nUFgtuZAJ+mTHtsDe4GrxLGDoCCE3eDF9P6r6Wed5Ma2KFAcPMIg0dQJfxizYYqFA8sC0mG/dtyqn1dgeB2JdAvmCmPrcao88RZTqVQRXHipjcxrf8aGvg2r8YdCgSVgzB4BFVCWqqDQz/mUokyOtdGgt1xWeRlC40dgaAiNKzVmtf6/QeD1h2Fa//cOBUHBq07U/p9RlCtVtWwQ4Gg8hAGj6DKiFuWVq1hLaddYeunohqrQFARGtdpx+SwTzBo3Spk7BSh4MSgc+fVsE9pVPveKtyhQFC5iKRlQZXy7Oy6dAnzrPLaOA6HQsKaDL58t+In4ASCu5Vm/vczMXQZOq2+VNXxvSe3EbP7A05f+A0JiQC/Joz4+1Tubdhd7SNLGgrsNqK2jObUhbILqQoEtwrC4BFUKQZ3ibmbG+JdS1NlJ7YkGS6eLeSN8D+wF4i/zgJBeQTX78Q/ze+j05Ru7Fh/XcMn8W8S+rdR3N/kYZyKk6QLhwms1ZwOzXoW6ytLMoWOAt7b+iLHz/9cTXcgENwYIqQlqFLycxXee+Ec+XlKleTzSDLYcpy890KKMHYEgmvQKqAb480foC3D2LmQ8Qervp3NiIen8fSjM2jX6EHaN/474V1eKGHsADgVJ1qNnomhH9KyfpcK7+P+++8nOjoaq9XK9u3bmT9/Pu7u7jd1b7cCAwcOxGq1YrVaiYmJoXXr1mrbww8/zI4dO/jhhx94+eWXS4wdO3YsycnJqqBzEQEBARw7doyxY8eWGLNixQosFgs//PCDKuxssVjo2LFj5d9cKdSuXZt169YRFxdXaiV/cBXzPXDggLo3i8WCv3/VVu8uC+HhEVQLTdoZiFjRAL2bVGmiopIMeVlO5o9KJvlEQeVMKhDcodwb+CAv9oxCo9GVevQcxuSwcwAAIABJREFU4IsfFrHxpxWs+Ode9FpjheeWJBmHo5D34yfwW/LOa/bv2rUrSUlJpKSkADBq1Ci6du3KSy+9VOE1b0U6duzI8ePHycjI4JFHHmHSpEk89thjyLLM999/z7Bhw0hJSWHTpk289NJLHD9+HHAZNQsWLKBZs2b07t2btLQ0dc5ly5ahKAp79+7lo48+KnXdbt268cILL/D0009Xy31eD0OGDKFdu3Zlai9WJ8LDI6gWTh3IZ/awP7h4thCHQ7m5E+uSK2fn7PECZg75o1KMHUmSMBgMuLkZy5TMEAhuV9o3fJQXey4u19gBOHL2ZwL8mrLr8EbGL/s7wxY2Y/yyv7N173/KnV9RnGg0Ol7q9R7tgh6+5n4SExNVYwfgP//5D02aNKFhw4aA6xd4kcdi3759qnejbdu2fPnll2zevJk1a9ZQt25dwCWC3K5dO2RZ5pNPPmHIkCFqVfht27Zx4sQJ1btQtP706dPZuHEjGzdupFGjRgA0aNCAdevWYbVaWbduHQEBLkmNqKgoVUwZICEhgcDAkpWnf/75ZzIyMgDYu3cv9evXB1werd9//50zZ85QWFhITEwMoaGh6rg333yTOXPmlNAgDA0N5cyZMxw9evSaz7S0Z1zaPfr5+bFs2TLi4uKIi4ujY8eOGI1G9fmcPn2a+Ph4LBYL7dq1K3bvw4YNU71QgYGBJCQkAKDVatm1axezZ8++rj1e7f05ePCgus7bb7/Npk2b+Pbbb4tpQy5btoytW7eyffv2GzLu7hq1dEHNk3KykBmPnaHv8770HeOLLEvIskvhvCJIfxo6ihPWv3eZ+NUZN+Ut8vT0xNfXB0+TCTd3N1Bc8oUSrv84nQo52TlkZGSQnpZOQYHwIgluPzo0MvOPh99GI2nLNXYArmSnkpadyurtbzP0ocnU82lI4tFNfBz/LxxOB307PlvmWEVxopF1jO35Liu2TWFfUny5a73wwgsMGjRIfR0YGEiLFi1ISkpCo9GQmJjIs88+y6RJkwDXL9XZs2fz7LPPcuXKFfr378+UKVOK/UKcP38+e/fu5YsvvgDAbDYTGBjIqlWrMJvNxdbPzs6mX79+PPHEE7z11ls8/fTTzJkzhy+//JLo6GiefPJJZs2axXPPPVfufZTF0KFDVaHoevXqce7cObUtJSWF+++/H4CQkBBSUlJKCE67ubnx8ssvM3ToUF544YUb2kNp9zhz5kyWL1/OTz/9REBAAGvXruXhhx9Wn09iYiKDBw8u5mUCMBgMjBw5kosXS1axHzFiBDk511//TJZlNmzYwBtvvEFUVJR6ff78+aSnpyPLMuvWraNVq1YcPnyYMWPGAC59xy+//JJVq1Zd13rC4BFUKw47xH6Yxs6YLB550ou/P+mNRiuhM/xp/DhRNZMlXGErpwMKCxUKbQoJa9PZEZ1JxsUby4CWJIlatWpRL8Afvd6Aw+GgoKCgVE0wSZLQG/Q0aNCAoKBAMjIyOJ+SSnZ29o0/AIGgGunSNIxRD85EI2kqdPRcUZzYCnJ4acBCurToDcC9DbtzIeMsG3a/T58OzyCVI5Kn4EQjaXj+kfms2jGDPac2ldn3ww8/5MMPP1RfXy2qbDQayc/PL9a/adOmBAcH8/nnnwOuX5YXLlxQ2yMiImjfvj2dOnW65n0CbNiwQf3zzTffBKBDhw48//zz6n6uDsNERkYyYcIEANUTVRbdu3dn2LBhDBw4EKDUZ6YoCkajkfHjxzN8+PAS7ZMnT2b58uXk5uZW6H5Ko7R7fPDBB2nRooXax9PTEw8Pj2saLM888wzR0dElcomMRiNPPvkkn332WbF5K0Jp7zPAY489xogRI9BoNPj7+9O8eXMOHz4MwNatW2natGkxLcmKIgweQY1wJcXOV4uvsGHpFYI7udGojYEWndxo0EyPziiDAgU2J38cLeDYT3n8/puNY7/Ybsqj4+7hTqPGjXAzupGbl1um8GkRiqJQUFCgenbc3N0JbhXMhdRUziWn4HBUs1CYQHCd9Lv/RbSyHqdir1B/k5sv59N+p12jB4tdv6/Rg+w//R1p2RfwM5WfcKqgoJX19Lv/hXINnqvx9PSkTZs2HDt2DAB/f39SU1OL9ZEkiWPHjtG/f/9S58jPz2f16tWMHz+ehQsXXnPNq8NHfw0llXZ99uzZxMXFAaihnKeffpoRI0YAMHLkSFJTU2nVqhULFixg5MiRqpckJSVFDY8B1K9fn9TUVBo1asQ999yD1WpVr2/dupWwsDDuv/9+wsLCeP311/Hy8sLpdJKfn8+nn356zXsr7x5lWaZ///7YbBWX4PH09CQ8PJzw8PASBs/o0aNZs2YNhYXXL9pcr169Eu9zUFAQY8eOJSwsjIyMDKKiojAa/5dPFhoayj333MMHH3zA2rVrr2s9kcMjqFEcdjj0Yx6bVqSzeGwKr/ZMYuIDp5nY4zSv9Uri3y+nsPXTdI7+dHPGTl3/urRu3QpZlsnMysRur9gvgKux2WxkZmZSu04d2tzb+o44VSK4s1lqHUdOfjpSBT/qA2uX/g1d+dPvKpfj3SlCQiYnP52l1nFl9hkyZAht2rRxzSnLvPHGG2zfvp2kpCRkWaZPnz789NNPxcacPHkSPz8/OnToALhCXFd7FJYuXcrixYsxm80V8jQUGU79+/fnl19+AVw5OOHh4QAMGjSIPXv2lDtHUajMbDaTmppKQEAAy5cvZ8KECZw6dUrt9+uvv9K4cWOCgoLQ6XSEh4djsVg4cuQI9913H127dqVr166kpKQQGhrKxYsXGTRokHp9xYoV/Pvf/74uY6ese/zuu+945pln1D5F70N5jB49mo8//riEUePl5UVoaKjqdbsejEYjPXv2LPE+m0wm8vLyXJ+1tWvzyCOPAC6D18PDA4CCggKaNGmCTqe7rjWFh0dwx9OgQQD1A+qTmZVV5je56yE7Oxu9Xk9wq2COHT1GTrbQ7hLcmqRm/M7b3wxn6mOr8TB4q4ZLWXRubmbbgXXsP/0dXYP7qtf3n96Bn6k+Pp51r7GiRHZ+GvNin+JS1tkyex09epQ333wTk8mEj48P33//PZMnTwZgyZIlnD59WvWmFFFYWMjYsWOZOXMmXl5eaDQaVqxYoXqFivpMnz6dd955h4EDB5b7867X64mNjUWWZfWY+IwZM1i0aBEvvPACV65c4ZVXXrnG/RbnlVdewdfXl7lz5wJgt9vp27cvDoeDyMhI1q5dq+alXL3vqqKse5w7dy5WqxWtVsvu3buZOnVqufNIklQs5FhEQEAAs2bNuiFv92effUZsbCz79xcvWnno0CEOHjzItm3bOHPmjGoQ6fV6vvrqKzQaDQaDgblz5163V0kcSxfc0fjX8ycwKJDMrEyu8Vl/3eh0OvR6PUcPHyEvTyi0C25dankGMPWxNZiMvuUaPYqiMGvdCH6/cJihD0bg73MPu49tJmH/57zYZwEPt32izLESEpm2K8z7ZgRXclLK7HcrkJiYSJ8+fUok5t5J3A33eL2IkJbgjsXDw4OgoEBXrk4VmPWFhYXY7XYaNW5UbiKnQFDTXM4+x9xvhpKZd5nyakJIksTkgcvo3qof0TsXM3/98xw7t49/9lt8TWMnPfcic2OG3fLGjuDuRXh4BHcksizTuk0rFKjy4+Qmk4mUcymknBMf9IJbG2+3OkztvwYf9zqVN6kCabmpzIt9isy8S5U3r0BQyQgPj+COpFatWugNhmqpnZOdnU39gPqiWKHglicj7yJzY4ZyJft8pXk9L2ef4+1vhgljR3DLIwwewR2HJEnUD6h3U/UrrgdFUVCcCr5+vtfuLBDUMFm2K7z9zXAuZZedVFwhFLiY+Qdvxw4nyybyRAS3Pne9wZOcnMySJUvU1xqNhgMHDlx3BcfqYuzYsezbtw+LxUJ8fDyJiYnXHGMwGJg6dSqxsbFYLBYeffTRathpzWHyMqHV6aq1Tk5uXi7169dDlu/6HynBdSJrNfgF1aVptza0Ce1Mu8e60ya0M027tcEvqC6yVlPpa2bnp/H2NyNIzfj9xiZQ4HzGad6OHUFOfkal7k0gqCru+mPpOTk5BAcHYzQasdlsPPTQQ5w/f76mt1Uu//nPf4iKisLX15fNmzdfs/8777zDnj17GDhw4A3Vn7nd8Pbyqvb7dDqdyLIGo5uR3Jzq8SwJbl8kjUxQu6a0NneifquG4HSCJCFrNPCnwInT4URRFGRZ4vyRMxzcuoezB07idFSO+m5uQSbzYp/i1bBV1PdpUuHEe0VROJd2koWbnsFWKEoyCG4fxNdRYNu2bfTs2ROAAQMGqOW4Adq3b09MTAxbt24lJiaGpk2bAq7CWUVCaf3792fNmjVotVpkWWbGjBnEx8djtVp59lmX9kxiYiK+vq6Qx5IlS9RKnUOGDCE5OVmdt1mzZiQnJzNkyJBS96rT6crMS+nRowdbt24lPj6ed999F71ej7u7O926dWPo0KFs2bKFFStW4O3tDbgE99566y1iYmJISEigffv2APj4+LBy5UqsViuxsbG0atUKgJkzZzJx4kQA/v73v/PVV18hSRJRUVH8+OOPJCQkYLVaCQ4OBmD48OHExcVhtVpZtmxZsWqZRWOKxOqKnk1kZCQJCQnEx8erRbOuFhLctWuXqqdSFiZvrxuq+lkZXH2PAkFpNH+wHcOXjKfn+Mfxbx5Ibno2uRk55KZnk305g+zLmWRfziA3PYu8jGxy0rOp06wBvSY8wfB/T6DFQ/e5hOUqAVthDu9sHMXZK8cqVKNKURT+uHyEd+JGCWNHcNshDB4gJiaG8PBwDAYDrVq1Yt++fWrbiRMnGDRoEKGhoSxcuJApU6YUG9ujRw+ef/55xowZg91u56mnniIoKIjQ0FBCQkL4+uuvi/Vv2bIlLVu2LHZt7969DB06FHAJzu3du7fMvXp6epaq5WQwGIiKiuLFF1+kV69eaLVaRo0aha+vLw0aNGDOnDn06tWLI0eOqGJ84BKoCw8PZ/r06bz77ruAS5Pm4MGDhISEMG/ePN577z0A5s6dS//+/enevTuzZs1i0qRJ6ofk7Nmz6dmzJ7t37+aBBx4AYPPmzYSFhRESEsKJEycYNmyYuq5Go2HmzJlqhVKAvn370qZNG0JCQhg6dCiRkZGqGvKePXswm828+OKLxQQH/4osyxiNxhrxZBXaC/Eymap9XcHtgamOD32nPcWDz/cDSSI3PRtbVu611XMVBVtWLjlpWSgK9HgujLDpT+HlXzk5Y/n2XBZuepYzlw6Va/QoipPfLx7k3U3/oMCeVylrCwTViTB4gMOHDxMYGEh4eDjffvttsTYvLy8++ugjEhIS+Ne//qV6L8BlvKxYsYL3339fFV7r0aMHn332mZo/kp6eXmy+1157rYTOy/79+7n33nsxGAy0adOmROXJq6ldu3aJOcElrHfmzBm1nHl0dDRdunRBkiSSk5PVXJ+i60XExMQAsHv3bkwmE15eXnTu3Fmtqrlz5058fX0xmUzYbDZee+01/vvf//LJJ5+QlJSkzhMZGckPP/yA2Wxm48aNAAQHB7N+/Xri4+MZOHBgsWdXmmhc586d2bBhA06nk0uXLpGYmMh9992ntlksFqKjo/n444/LfD5arbbi8uuVjMPpQGcQJ7UEJfFvEcjA2c/j37wBOVcyseffmAfSXlBIzpVM6jQJYMCs56nX8p5K2V+BPY9Fm5/n1IUDpRo9iuLkZOp+oraMpsAhimwKbk+EwfMnFouFN954o1g4C+DVV19l165d9OzZk2eeeQaDwaC2NW/enHHjxhEREaFeLy8O3rFjR3Jycjh06FCJtu3btzNr1iy2bdtW7j6bNWvG0aNHS1wva91rKXv/9cNNUZQylX3BZeSlpaXh719cQHD27Nn06NGDqKgoIiIiAFfYKjIykl69ehEVFVXs2ZUlDlgWRR6eLl26FHvetxRKxbSGBHcX9YLvoc+UESiKQm5G5YSB8jJzcDqd9H51GPVbl6/cXVEKHDYWbx3D8fO/4LxKuM7pdHI05Wfe2zqWQkdJZWuB4HZBGDx/sm7dOqKiojhy5Eix6yaTSU1i/mteTWxsLPHx8cTFxamaKzt27GDkyJFoNK6TFT4+Pmr/iIiIMlV8v/zySzp27FiqXkkR99xzD40bN+b48eMl2k6cOEFQUBCNGjUC4PHHHycxMZH09HTy8/Pp3LlzsetFFOXJdOrUiczMTLKyskhMTFTDRt26dePKlStkZ2fToEEDxo4dS2hoKI8++ij3339/iX1kZ2fj5+cHuMJvqampaLVaBg4cqPZp1KgRgYGBJbRkEhMT6d+/P7Is4+fnR5cuXfj111+L9cnLy8NoNJZZ86YytLJuFEmScFRSQqngzsBU1xdzxJPYC+0U5FWusVCYl4+9oBDzK0/iVc+vUua0OwpYYnmJI+d241ScKIqTw+d+ZKl1HHZnzeTFCQSVxV1/SquIlJQUVq5cWeL6Bx98wOLFixkzZgw7d+4sdezSpUuJi4sjJiaGtWvX0qRJE+Lj47Hb7axZs0ZVuN23bx9JSUkEBgaWmOPy5cvlHhf39/dn8+bNaDQa9WSWLMv4+/uzYMECXn31VSZNmsRHH32ERqNh//79fPbZZwBMmDCBOXPmoNVqSUpKUj0w4Aq5xcTE4OnpqV5ftGgRixYtwmq1YrPZ1ETld999l5kzZ5KamkpERARRUVGEhYUBrpDWhAkTUBRFFQFcsGABGzdu5OzZsxw5cgRPT0/8/f35+OOPmTJlSonE4s2bN9OhQwesViuKojBnzhwuXrxIs2bN1JCWwWBg2bJlLrmIUrDb7S6jR6JK5CTKQ6vVkp5XMtwouDuRZImHXwhH1sjk51RNzkuhrQCtl46HXwgndtYqlEowuB3OQt63jueZh2bjVJys+n4GTqX6SjwIBFWFkJa4TQgMDCQqKorBgwdX6HpFiI6OZtasWRw4cKCytnlLENyyBRqtttpPaplMnpw6eZr0tEoyenQymtpGJDcNkiShOBScGfk406q+erTg5mkT2pmuw3uRfSWzytfy9PNiz7pv+b9N167LJRDcrQgPj+COIzMzC/96/tV/NF2BfNvNJXRq6rlj6FAbfWtfNHXdwPnnxGpqkIRS6MB+Jpv8Xy5R8NsVlDzx7ftWQ6PT8reBD5KXVT01mfKycrg/vAeHE3654YRogeBOR3h4biN0Ol2pv8TLun634u7uTqs2rcjMrPpv1kXodDok4LeDJRPSKzQ+2Bt3cxC6hp5/enIKUGyO0sNyGgnZU4fkoQW7gm1PKnkJyTgzxd+BW4UmXVvz8Avh5KSVHnqtCjx8TexYHsuJnQerbU2B4HZCJC3fRpRl1Ahjpzi5ubnkZOdUq5inm9F4Q2rpkqcOz2HN8B7TGk0tI/bkXBzn81xem7K+ivxpEDnO5eK4bMPY1R+f19qjv7/Wzd2EoNJo26crhQXV+3NZmF9I2z5dy+1z5swZLBYLVquVLVu20LFjx2ra3c1zdc4gwPLlyyskrSMQFCFCWoI7kpSUFJo3b1YtaukarQa7w056+vVpCmmDPPF6riWSmwZ7cs6NJVk7FBzn85CMGryeakH+vZfJ+vwEFIrTYjWFRq+lVkP/avXuABTk2vANrIPWoCszrGWz2TCbzYCrWvrUqVN54oknqnOblUKLFi1o27ZtTW9DcJshPDyCO5KM9AzS0tLwcPeo8rU8PTxJOp2E01lxI0Pb2IT3y21QnC6D5WZPlCk2B/azORju88Pr2WDQix/tmsK3QZ1K07u6XpwOJ76BdSvU12QykZHhMtLd3d1Zt24dW7ZsIT4+XjWKwHUw4sSJE1gsFvbs2aNK6jRs2JDVq1ezefNm1q9fr8rjREVFMW/ePNavX8/3339Pr169gOJyPE2bNiUpKUn12PTs2ZNvv/0Wi8XCgQMHypTWKWL8+PF8+OGH6uuy5GcCAwNZv349W7ZsKebR6tatWzGB6LFjx6oV6KOjo2nXrh2yLPPJJ5+oe2nTpg2xsbFYrdYSEj07duxg27ZtxMbGqjXKJk6cSFxcHAkJCcyfP79C74mgahGfioI7ljNJf6CguKovVxGeHp5cunjpurw7mrpueI9uhTO7ECWrcsMe9uRcdM29MQ1vdlWi892Nr6EWTbxa0M3/IR5r+AQDGw8jvNGThASG0cb3PgLcAzHIlVfI0qdBbSS5Zh6+rJHxbVC7zHaj0YjFYuG7775jwYIFLF68GID8/Hyee+45evfuzeDBg3njjTfUMRqNhtOnT2M2m4vVEXvnnXeYMWMGffr0YdasWbz99ttqW2BgII8//jijRo1i3rx5JQqFvvrqq5w4cUJ9PXnyZCZOnIjZbOabb74p9x4bNWqkGh9XU5r8zKVLlxg2bBi9e/fmxRdfZObMmeXOfTXz589n7969fPHFFwAsXryYOXPmEBISUkKiZ9y4cTzyyCNcvnyZdu3aAfDpp58SFhZGz549cXNzIyQkpMJrC6oGEdIS3LEUFhZy6uQpWgS3ICc3B4e9ck8zubu7Y7Pl8ceZPyo+SCvhObwZit2JklM1el+Oc7kY2tWioGMd8n+6WCVr3OoYNW408wqmY91ueOl9kACn4iTfkY9TcSJJElpJS2vfdjgVBVA4lHaAg1d+JTXv+nOxrkZn0CPLNfNdUtbI6Ixl565dHdLq0KED7733Ho8++iiSJDF16lS6dOmCoijUq1ePOnXqcPHixVJlYNzd3enQoQMfffSReu3qnLnY2FgUReH06dMkJSXRrFkzta1t27bIslysHIbD4cDT07NC9/jPf/6TDz74oIRHtahWV6NGjYiMjARchwnmzJlD69atcTqdNGnSpER/AD8/P9auXau2RURE0L59ezp16gS4vGHe3t7FJHquvvelS5ei1+vJysri+++/B6B79+68+OKLuLm54ePjw9GjR7FarRW6R0HVIAwewR1NVmYWx48dp1nzZtjybZWWSOrp4YnNlseJ4ydV3bSK4Pb3ALSBHjiSq/a4sj01D89BjSk8lYnz8t0jByAj07bW/TxYvycaSUNWQSYX81KvPU6SaenTlrZ+93Mm+3e+Td5MekHaDe1BkqRKUzO/XhSFCq/9yy+/4OfnR61atejZsye1atWiT58+2O12EhMTVa9MaTIwsiyTmZlZLPRVfB8lJWuKeO2113jrrbd4+eWX1WszZ85kyZIl5Ofn4+vrW2ZtsAYNGtC5c2emTJmC6S9CvXv27OHpp5/G19eXLVu2EBMTw+jRo7l48SIhISHIsqxqDV7dH1whLQ+P/4W/8/PzWb16NePHjy+zOv7VjBs3jgMHDvDaa68xevRoli1bxty5c+nbty/nzp1j0qRJt6Yczl2GCGkJ7ngyMzI5evgoGkmDyeR5U6EerVaLt7c36enpHDt6/LpOyEmeOtzNgThSq0FpusD17de9Z8mq3pVBLW8dD/3Nh3/0r8+8fzZleWRLPvlXK1bOaMXiiOaMezKQkC5+NKxvrJL1S8PXUIvBzUbyaIPeZORncCEvlTxHxZ61U3FyJf8SqXnnqecewMgWY7mv1o2dYLIXFKJcRz5XZaIoSoXr8DRt2hSNRkNaWhomk4lLly5ht9vp3r07QUFBar9+/frx008/FRubnZ3NH3/8Qb9+/dRrrVu3LjZGkiQaNmxIw4YNOXnyJABdu3blwoULxcJZAOfPn+fChQv06dOn3JDW888/z/Lly7Hby/aOXi0/4+XlxYULF1AUhccff7zC4e2lS5eyePFizGYzLVq0ICsri4yMjDIleorIysrCz89PNW6uXLmCu7t7sdNlgppDeHgEdwU5OTkc+u0Q9er5Uy+gPg67g1xbLoqzYtnCWp0WN6MRh93B8WPHybjOE1kAhr/VAlkCe/WUvnJcsmHoWJuczWcqJVdIkqBtM0/6dK9Fm6YernqIEhQUOil0KNgdCpIEHm4aOrX2oksbL5wKnL+cT9wPl0n8vwwKCqvm3uu7BzKw8TAUxcn53JsLSaXlX0Er6Xg0sDe1jXXZdm7rdUkrpKdcrrmkZbuDjJTLZbYX5fCAyxM1ceJEnE4n69evZ9WqVWzatInffvtN1et7/fXXcXd3V+VxrmbcuHG8/fbbTJgwAa1WS0xMjCqMfOrUKb766ivq1KnD1KlT1ZBY48aNGTVqVLF59Ho9ixcvZvLkyeTmlu/51Gg0fP7556W2lSY/s2rVKpYtW0a/fv3YuXMnOTkVF28tLCxk+vTpvPPOOwwcOJCJEycyb948jEYjZ86cKZbDs3TpUmw2GzabjZdffpnMzEzWrl1LfHw8Z8+eZf/+/RVeV1B1iMKDtyHHjh2jRYsWANStW5evv/6aN99885aLD0dHR+Pv74/NZkOv17N8+XLWrFlT09vCzc2IX61a1KlbG1nW4FScFBYU/k+HC5fLXqfTodVqkSSJfJuNlJTzZKRnXFcIS0WW8J3xNyhwugoKVhOaAHdyNiZh++7mjAB/Pz1jBzWgWZAbCpCb56jwwTKjXkarlcjIsvPBl8kcOl05iuFF1HNvwOAmT5FrzyXXXnlzS0j4u9fn4JVfiT8bh1LBO9a5GRj5QQQ5adVX+LIIDz8vVr+4iILcm6v4fTNERUWposoCwa2E8PDcxnh4ePDZZ5/x/vvv33LGThFFsW0fHx927tzJF198UeOFEvPybCSfTSblXAqenp64ubthMnni5u6ORpZxKgoOu4OsjEwys7Kw2Wzk5txczo2mthHZQ4sjsxrCWVfhzCrEcK/fTRk8vTr78VTfesgSZN+AjIWtwAkF4OGuYdqzjfhubxqfxqZgd9z8dy03rTvhjYZUurEDoKCQmpvCvX7tuWRLZd+ln649CJeKecb5K7j5eFBYyQrp5aEz6sm6kF6jxo5AcCsjcnhuU7RaLStWrMBisRTzmhw7dkz9/yI3NcCkSZNYsmQJX3zxBT/88APDhw8HitcuvN3/AAAa+UlEQVSj8PHx4fDhw4wdO1ado6jGhMViKTb3kCFDOHDgABaLhYMHD14zRu3u7k5eXp7qHSlvn1evv2rVKrp16wZAeHg48fHxJCQkMH36dLVPUfVYi8Wiurujo6N56623iImJISEhgfbt2wPQvn17YmJi2Lp1K19//TV16tQh9XwqJ46f5J7Ae1j92RoWvrOQ1Z+tJjS0N1cuX0Gv07Ny5UqsViuxsbG0atVK3evPP/+M1Wrlu+++44EHHijz/jX13GokkVXJKUQb5OkKpd0Aw0L9ebpffQoKnTdk7FyNLd9Jdp6dhzv4MPWZhhh0N/88HgkIRSfrK93YKUJB4VLeBR6q34taxjoVHvebZQ/6ck5LVQV6NwO/WfZU65ql8corrwjvjuCWRBg8tymLFi2ia9eubNiwodT2nj17ljjF0KpVK0aNGsVjjz3GK6+8ohbIKmLcuHGcPXu22DWNRsNLL71U4jSGLMts2LABs9lcrndp6dKlWK1WduzYweLFi0scJS1tn6Xh7+/P66+/zpAhQzCbzbRv357Q0FDgf0dtzWYzQ4cOVce4ubkRHh7O9OnTeffddwE4ceIEgwYNIjQ0lIULFzJlypRi97p161bMZjOfffaZej0iIoKDBw8SEhLCvHnzeO+999S25cuXExISwn//+1+1wFppaO/xrLbcnWI4AQk0ta7/hMjgXnXp26M2OXn2SvHGgOsUUWaOg+CG7kwe2RCt5saNniZezWnp04bLtqo9em9X7OQ78gkNfKzCY04l/obD7kDWVM9HrKSRcTqcQkdLICgHYfDchnh4eODj48Mrr7zC3LlzS+0zfvx4/v3vfxe7tnXrVmw2G2lpaezatUv1egDUq1ePv/3tb/z/9u48uqr67vf4e+9zcs7JSAKEOTKo6BUF5VoI3mUrFwMoyPBYYm2XVwoGLbIsaF11qdQuU1tbW+Aue2GBaIvaIkYDiCGYEAcUEoYHHsWAEpQwT2aez3j/iDkPMQMnZMLt5/WPi529f+d3Di7OJ7/h+9uyZUujZ5qrwdHa9e9asGABSUlJjBkzhoceeoiBAwdetJ8pKSnBEZuGXRGjRo0iNzeX4uJifD4f6enpJCa2fm7Qxo0bAdi5cyfR0dHExMQQExPDypUrycnJ4ZlnnuGaa64J3h8REUFpaWmTdsaMGcPbb78NwPbt24mLiwuGtJSUFD744AMefvhh1q1b12JfzBgHge467iEARnjbZq9vuCqSaT/uTVW1lxDXdbdJRbWP/zEkgv8YH/qoyXcl9rmVcnfXrJMpc5fSJ6IfAyOvCOl+d3Ud+e/tJjwmtNoy7RURE8WBrXs0nSXSCgWe76Ha2loefPBBNmzYgMfjYebMmY1+PmPGDHJzczl/vvFvvq3Vxli0aBHLli1rck/fvn05d+5ckz7069evSW2O1hQXF7N//35Gjx590X6+9NJLwRGbXbvqh+iNS5gOau79Pv744+zYsYMJEyYwe/bsRrUxrrjiCk6fbrrWpbnXbmj7pZdeYvz48cyfP79RddombdiMb4ukdAODNk1pRbpM5s8ahNsb6JSw06Cy1sfUH/dm2MDwNj/bL3wAfcL7UeWt7ISeNa/OW8dNvX8U8v37Nn5M+fkSnFFtf39t4YwKp7KolL3p2zr1dUS+7xR4vod8Ph81NfWLX59++ulGRbhM0yQlJYXly5c3eW7SpEk4nU7i4uIYN25ccKvk4MGDSUhIYNu2xv9g/uhHP6KsrCx43k4Dl8vFhAkTmtTmaI3L5eL666+nsLDwov1szr59+0hMTCQuLg7TNINhqTXTpk0Lvo/y8nIqKiqIjo7mzJkzAI3O6wkLCyMpKYmcnJwm7eTl5QVL1Y8bN47i4mIqKxt/0TbU32hJwO2/5HU07RYAvKGPLiUn9SUy3Eadu3NHpPx+8PsDzJ81sM3Lm66JG4E30DmVqltS5i7lypjhhNsiQrrf5/by4f9bj81uwxbWOftDbGF2bGF2Pli+IeT6OyI/VNql9T1XWFjIunXreOKJJ3jqqacIDw8nIyOD8vKmQ/379u3j1VdfZeDAgSxbtoyzZ88ybNgwrr766kY1JaB+Cik1NZXHHnusSTuvvfYamzZtCqm2REN9CofDwZtvvsn+/fsBWu1nc86dO8ef/vQn0tLSMAwjeNBga0pLS9m4cSNRUVHB97FixQqWLVvGvHnz2L59e/DeF198keHDhwfLxcfHx+Pz+diwYQNLlixhyZIlZGdnU1tby8KFC4PPpaSkcPfdd2Oz2UhNTW2xL95TVThvvvTpm3axGfhKQtstFOky+cn/jKO6i7bOV9f6iY9zcO2QCA4eCX0n3BVRQ6jydN3oDtQvYA4QoJcrnhNVR0N65pvCM3y48h3GPzSD2spqfJ6OC2m2MDvh0RF8tGoT57861WHtiliV6vD8QDz66KNUVVU1Ov/FytLS0khNTW2xRH1z98+aNavRtcWLF/OPf/yjyULuSxF2VQwx867Dd7pzj5RowmFiOExKUveGdPukxJ784s5+VFZ3Xa2gqAgbnx6q5G+vHwvp/jDTwfzrf8O56jOd3LOm+oT35aNT2fxX0Z42PTc08Tpue3A6Po+Huqr2r7NxRLqwh9n5ePW7WqgsEiKN8IhA8NToC6Wnp1NU1HLV2rbwnqmpX0tjQMgV+zqAGR2G+2DoZ0LddnMcni7eTVZV4+PG4VE4wwzqQqjEHBPWg0CgexaA1/nq6BsxANr4v8WRvANUfVPGbQ9NJ6p3D6rLqwhcQjVmwzSJ6BFJZVE5WSs3cvZQ+8O4yA+FAs8PxJIlS7q7C13qu6M1F3Ph9FaD/Pz8juoOgUoPni9LsQ+Oxl/cdcXoDKeNuj2hbdu22wwG9nFS1c56O20VCIDXBwn9XBw+fvHCjHbT3m3rv/0BPw7z0urrnDt8krefXMWN0/4XI+8ch2EYuGvr8NS6L/qs3enAGeEkEAiwP3Mn+zZ8rDU7Im2kwCPSRWq2nSZmXmyXvZ4RbsNfWoenILR1UgP7OPH7A90SJmw2GNI/PKTAEyDQrgNg28vfjg/I5/byn299RP57uxk2bgQ33DGWiNio+tIBNhO/10cgEMAwDGx2Gz6fD8MwqCmrYufGj/kqN5/a8i6eFhWxCAUekS7iOVyO71wNZg8H/rKL/1bfXrZeLirSviLUveXxsWF0V5IwgAHxoY2cuH11GN3UT5tpp6YDqjrXVlRzIGs3B7J2ExXfg56D+tBrcD+i+8RiC7Pj83ipOF9KUeEZSk6cp+J80/pQItI2CjwiXcUfoPKNr+jxyA1Q6YEOql7cHLOXE09hBXW7Q69CbLd337BJAHA6QquSUe4uwx/wY2Lip2vX8jhMB6drTnZom5Xny6g8X8axfQUd2q6INKY6PCJdyHuskprs49j6h1bL5VIYThuG3aTyjcNtClWXcgh8RzEg5MXSfvycrT5FuL3zPsOWBPB3+lEWItI5FHhEulh1zknc+cXYB0Z2eNuG08QW76LiX4fwnW/b9ueKam+T6tRdxTCgqCz0Rbhflx8iIqzjP7/W2A07Xr+X4tpvuvR1RaRjKPCIdDVvgIrXCqg7UIxtYGSHVWA2ouyYvV2Uv/ol7v2hb0VvcOxMbbsO82wPjzfA0VOhB7Qvyw5+u8u/6/ob5+rJp9/s6fIKzyLSMRR4RLqDx0/Fq4eoef8Etv4RmD0ubaszACbYBtRP75SvOID70+JLaqa61k9JuZewbljLY7MZFJ6++A6tBpWecr4sPUCcs+XjPDqSgYFhmHxecvHq4iJyeVLgEeku3gDVm49T9n/346/2YBsYgRnbhuBjN7D1C8fWP4KaT05T+sKneL5q3+nhuw+W4wpx8XBHcTlMzha5Ka9q2yKi3ed2YDft2I3O33vROzye/UV7KXO3feRMRC4Ptujo6N93dydEfsj85W5qd57Dd6wKs6cT+5BozOgwzAg7mAaGadT/12HWX+/pxIwKw3DYqP3kDFVpX+Pe+w10QIXkc8VukhJ74g6h4nFHcTpM1m45y7EzbVtzVOOrps5Xy4ieI6nsxHO1Iu1RuP11ZBx9G1+gG1d2i0i7aFu6yOXAG8B9oAT3gRLMXk7sAyKxJ0QRNiwaIzIMw2YQ8PrxflWF56tyfGdr8BytgA4+0fxMkZsvCqu5dnAElV1QcdluM/B4A+zML7uk5z8r2suVMdcwIHIQ33TC7imH6SDKEUXaV69R5++6Ctki0vF0eKiINHJFPxepvxpGbZ2PSzjuqU2iI2z8453TvL/n0qeKXLZw/mPovfRyxXdo6HHanMQ5e/Lu0XQKyg52WLsi0j00pSUijZRVevEHAtw4PLpTp7aiImwcPFLF65ntO/XcG/ByqOwg/SMHMSAygTpvbbsLEsY6exJui+CdwjS+Kj/UrrZE5PKgwCMiTRQcr+aGK6Po39vRKaEnwmVSXevnz2uOUlPX/mEkX8DLl6UHqPPVck3cdThtTmp9oe/6auAwncSH9+VszSk2Fq7jdLVOIxexCk1piUizwp0mT84ZwuD+LiqrO249T6TLRq3bz7Orj3DyXMevi4lz9uLW/v+bodFXEyBAubuUOl/Lr2MaJtFhMbhsLqq9Vew4u4384v+qP6RURCxDgUdEWuRymPz63gSuvzKSWrc/5OMfmmMaEBluo7jMwx//eZSzRZ17gGqMI5ZrYq/j+rgbiXHE4g/4MYz6UoX17yIAGPgCXo5VFPJZ0X9yvLKwy8/nEpGuocAjIq0yDPjxTbH8nyn9cTgMqmp8+NuQCYxvg44BbNlRxFs556jrwm3vUD9VFefsSVRYNHbTjj/gx+1zU1JXRLnn0naIicj3iwKPiIQkLsbOzNviufWmWEzTIBAIUOcJ4GvmgFLTBIfdDJ7A/llBJenvn+frk21fVyMi0hEUeESkTVxOkzEjYhh3Qw+GDgwn0mXivSD0mKaBzx/g2Ola9n1Zwcf7Siku1/lTItK9FHhEpF1iIm307BGG3Wbg8wWoqPZRVOahmw5eFxFplioti0i7lFf52nwOlohIV9PhoSIiImJ5CjwickkOHfrvCsR9+vRh+/btJCUldWOPut7cuXPJzMwkMzOTzZs389Of/vSiz1x77bWsWrWKTZs2kZGRgWnqn2GRrqA1PCJySQ4dOsTw4cOJjIwkPT2dV199lX/961/d3a0uNWDAAE6fPk0gECAyMpKcnBxmzJjBmTPNH5fRq1cv/vnPf/LEE0+Qn5/fxb0V+WHTrxYicsnsdjurV68mKyurUdiZPn06W7duJScnhyeffDJ4/cJRoZEjR5KWlgZAREQES5YsYevWrWRnZ3PnnXeSkpJCVlYWu3bt4rPPPiMrK4sXXngBgJdffpnMzEzef/99fvGLX7TavsvlIisri6ysLI4cOcLWrVvJyspi5MiRLF26lClTpgBw7733cvLkSeLi4hg0aBA5OTnBtqZMmcLSpUubvP9Tp04R+HZ1tsPhwOv1UldXx+OPP87cuXOD9/32t79lzpw5TJ06Fb/fz9///ndycnJ44IEHgvfMmzePnJycRtcHDRrE4cOHycrKYseOHSxevLgtfz0icgEtWha5zDSMnABceeWVpKam0q9fPxwOBxs2bOBvf/tb8Eu2M4wbN45XXnmF48ePB68tWbKELVu2NLl3yZIlJCYm8vTTTwev9e3bl6eeeorJkydTVlbG2rVrmTRpEu+9916Lr7lw4UIqKiq4/fbbAejRowdlZWW89NJLJCcnM3LkyEav8dhjj1FaWorL5SIjI4PNmzdTUtL8ieu1tbVMnDgRgLy8PGbNmtXkXqfTyX333cf5820/bX3atGksXLiQIUOG8Oyzz1JSUsLatWtZvXo1L7/8MoZhMG3aNKZOncrs2bOJiorizjvvxDAM3n33XXJzczFNk+TkZKZOndroellZGUePHmXixIn07t2bDz74gNTU1Db3UUQUeEQuW9HR0axbt47nnnuO9evX43Q6WblyJXPnzmX16tWd+tq7du3i/vvvb/WeyMhIYmNjWbRoEX/84x+55557ABg1ahS5ubkUFxcDkJ6eTmJiIu+9915wtAXA5XJx9uxZAG699Vbmz58fbLusrPXqx3PmzOGOO+4A6qeVhg4dSklJSYvtX8zs2bNJS0vjwQcfDF4bPHhwsK3o6Gjy8vKaffadd97hnXfeoX///qSlpfHRRx9x5MgRSkpKGDFiBPHx8eTn51NSUoJhGGRmZlJTU1+AMTMzk7Fjx2IYBlu2bGlyPSsrK9iPhIQEVq5cGdL7EZGmNKUlcpkaP348hYWFrF+/HoC6ujoWL17MQw89FLwnOTk5ON3z+eefB6dnLpzaSU9PZ82aNQDExsaSlpZGdnY227ZtC04ptcWjjz7Knj178Pv9JCYm8vXXX2Oz2di9ezdQP801efJk/vCHPwDws5/9jKFDhwL1oy02m405c+bw7LPPcuONNwJgGAY/+clPgtNGF041jR07ll/+8pfBqabc3FxuvfVWFi5cCEBBQQFOp5N58+ZhGAY2m40333yTBQsW4HQ6G00JxcbGAvVTaOvWrSMpKYnf//733Hfffbz++uuN3mfDyMrEiROD76U1p0+fZteuXYwYMQKAtWvXkpyczD333MMbb7wBQGVlZbPPGobRYrsN/bjpppuYPn06AwYMuGhfRKQpBR6Ry0zDKMXvfvc7Pv/880Y/O378OOHh4URFRQFgmiYbNmxg4sSJZGdnN2lrwoQJREdHB/88c+ZMvvzyS5KSkliwYEGLfRgzZkxw3cuKFSvo06dP8Gc2m41Vq1ZRU1PDp59+CsBf//pX4uPjiY6OZtiwYTgcDpxOJ6ZpcsUVVzQKYM356KOPGD9+fPDPYWFhQP1U0y233BIc+Wh4z7W1tSxbtoznn3+eESNGMGzYMJKTk6mpqeGuu+7i5z//OcOGDQP+OzBMmzaNiIgIoD48zp07l+zsbCorK4mKisLj8bTax5Y+J7u9fqA8NjaW0aNHB//OMjMzGT9+PKNGjeLDDz8EYO/evUyePBmXy0V4eDiTJ09m586d5OXlMWnSpCbXL+R2u/H5fPTo0aPN/RQRTWmJXHYa1pzMmjWL6667rtV7XS4XdXV1Lf78kUce4cUXX+Tuu+8GwO/3B8NSay6c0po/fz7PPPMMDz/8cPA1z5071+j+EydOUFpaylNPPcXIkSNJT0/njjvuYPTo0ZSUlHDXXXdx22234XK5GDx4cPA5p9NJVlYWpmmSkJCAz+cjOzs7uMZm9uzZ7N69O7gGByAQCDB69GjcbjfJycns3buXa6+9li1btjBv3jyqq6vJzMzk+uuvB2g0JdQwwmIYBk888QQTJ07E5XIRCASIj4+/6OfyXTfffDPPPfccfr8ft9vN888/T2FhIQAej4cdO3ZQVlaG/9vTVvfs2cO7775LZmYmfr+ff//738HdWmlpaWRkZAD1o0P5+fkMGjQo2H+Hw8G2bds4ePBgm/spIgo8Ipet/fv3B9fFNEhISKCmpib4xd2vX78W16nMmDGD3NzcRgtx33rrLcaPH8++ffuoqKgIaY1LVlZWo/oyffv2ZdeuXQwfPrzRlFhRUREnT55k//79eDweampqePrpp1m6dClbt24Nfpk37H764osvKCgoCIaZKVOmcPvtt7No0SKWLl1KVFQU06dPZ/r06Xz88cfB1xkwYACPPPIIDz/8MC+88AKHDx/mgQceIDY2NrjYG+p3UM2fP581a9YEg01mZibh4eEkJSXRq1cvRo0ahdfrJS8vD6fTSWJiIgAlJSVMmDAh2FZGRkaw/xdavnw5y5cvb/ZzMwyD0aNHN1oXBLBs2TKWLVvW5P5Vq1axatWqRtdOnDjBVVdd1Wz7ItI2mtISuUx98cUXVFdXM3PmTKB+NCQ1NZUVK1YA9SMtEyZMCK6duZBpmqSkpDT5Mq6qqsLr9fLrX/+61SmtC40ZM4Zjx44BEBcXx9ixY9m3b1+T+2JiYpg0aVJwvUp7paSk8MorrzSZaiooKGDDhg0sXryYP//5zwBtnhKKjo7mm2++wev1csstt5CQkNAhfW5w9dVXs337dj755BOOHDnSoW2LyKXRCI/IZWzhwoX85S9/4dFHH8UwDNavX8/LL78MwGuvvcamTZuC62guFB4eTkZGBuXl5Y2u/+pXv+LgwYNs27aNkSNHtvi6DWt4DMOgsrKS3/zmNwDBbfHfndKC+pGX1NRUfL6OOVfLMAzefvvtFn+el5fH4cOHuf/++1mzZk2bpoTOnDnDmjVr2Lx5M/n5+RQUFHRInxsUFBRwyy23dGibItI+qrQsIiIilqcpLREREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxPAUeERERsTwFHhEREbE8BR4RERGxvP8P5vnQNqHRRjoAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<Figure size 720x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "PATCH_R = 5\n", | |
| "TEXT_DELTA = PATCH_R*1.4\n", | |
| "LIM_DELTA = 1.8\n", | |
| "\n", | |
| "def plot_users(ax, start_date, end_date, users):\n", | |
| " for i, (name, user) in enumerate(users.items()):\n", | |
| " angle = i / (max(len(users) - 1, 1)) * 360\n", | |
| " set_position(user, angle)\n", | |
| " pos = get_position(user)\n", | |
| " kwargs = {\n", | |
| " \"color\": user.color,\n", | |
| " \"alpha\": user.alpha(start_date, end_date),\n", | |
| " \"radius\": PATCH_R\n", | |
| " }\n", | |
| " if user.type_ == Type.USER or user.type_ == Type.AUTHOR:\n", | |
| " patch = mpatches.Circle(pos, **kwargs)\n", | |
| " else:\n", | |
| " patch = mpatches.RegularPolygon(pos, 4, **kwargs)\n", | |
| " ax.add_patch(patch)\n", | |
| " \n", | |
| " ha, va = 'center', 'center'\n", | |
| " if name == AUTHOR:\n", | |
| " tpos = pos - [0, TEXT_DELTA] # DOWN\n", | |
| " va = 'top'\n", | |
| " elif 75 <= angle < 105:\n", | |
| " tpos = pos + [0, TEXT_DELTA] # UP\n", | |
| " va = 'bottom'\n", | |
| " elif 105 <= angle < 255:\n", | |
| " tpos = pos - [TEXT_DELTA, 0] # RIGHT\n", | |
| " ha = 'right'\n", | |
| " elif 255 <= angle < 295:\n", | |
| " tpos = pos - [0, TEXT_DELTA] # DOWN\n", | |
| " va = 'top'\n", | |
| " else:\n", | |
| " tpos = pos + [TEXT_DELTA, 0] # LEFT\n", | |
| " ha = 'left'\n", | |
| " ax.text(*tpos, user.name, ha=ha, va=va)\n", | |
| " \n", | |
| " label = get_label(user, start_date)\n", | |
| " if label:\n", | |
| " ax.text(*pos, label, ha='center', va='center',\n", | |
| " color='0.0', alpha=kwargs['alpha'], fontsize=16)\n", | |
| " \n", | |
| " \n", | |
| "def set_axes(ax, figsize):\n", | |
| " ax.set_xlim(-R*LIM_DELTA, R*LIM_DELTA)\n", | |
| " ax.set_ylim(-R*LIM_DELTA * figsize[1] / figsize[0],\n", | |
| " R*LIM_DELTA * figsize[1] / figsize[0])\n", | |
| " ax.set_axis_off()\n", | |
| "\n", | |
| "for user in users.values():\n", | |
| " user.position = None\n", | |
| " \n", | |
| "fix, ax = plt.subplots(figsize=(10, 10))\n", | |
| "plot_users(ax, start_date, end_date, users)\n", | |
| "set_axes(ax, (10, 10))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Categories" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 22, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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LFw4dOlTkMnbs2MFbb73FuXPniI+PByAyMpKRI0faz7l93M3tatasycWLF/n8888xGo328TjZUlJS7C1D2dauXcucOXM4ceIECQkJgC3w7N69O1f5UVFRhISEoNFo8Pb2pl27dvz0k20kd4sWLfD390dRFEJCQor1mktCAo8QQghRjiZOnMjEiRMxGAysX7+eRYsWcfHixSJfv3nzZgYNGsSWLVvsx2bOnEnz5s0xGo3s2bOHYcOG5XltSEgIu3fvxmAwULduXTZu3Jjj+ejoaCwWC0ajkTFjxgBw6tQpUlJSWLduHWBrTapTpw7nz58HbLO/slumtm/fTnR0NEajkfXr1zNv3jxu3rwJwLFjx5g+fTq7d+/m8uXL9intd4vi6+t7d9uQhBBCiPvQwoULmTJliv3xgzItvbz5+PiwceNGOnbsiKqqPProowwaNIhp06YB0KhRI9577z369u17V+tx5/evMDKGRwghhKBihpOyNnjwYF5//XVmz55tH3Nz+PBhDh8+DMCwYcMYNWoUs2bNKs9q5kkCjxBCCCGKZOPGjbm6vW735Zdf8uWXX97DGhWdjOERQgghRIUngUcIIYQQFZ4EHiGEEEJUeBJ4hBBCCFHhSeARQgghyomfnx8RERE5jk2ePJmxY8fme02zZs2YM2fOXa3Xpk2b7PXr37//Xb3XvSKztIQQQgjgiZa98PaoUmblxSXFsvt42S+md/LkSU6ePFnqcrRaLRaLJc/n+vXrB4C/vz8DBgwgLCys1PcrbxJ4hBBCCMDbowo3Eq6VWXlVPauV6voNGzZw/Phx2rdvT6VKlZgyZQqHDh0iMDCQcePGMXLkSH744QeCg4NJSkoCYP/+/fTv3x+r1co777xDjRo1AJg1axZHjhxh8uTJ+Pj44O/vT1xcHEuWLGHRokU4OjqiKAovvPACFy5c4OzZs9SrV4/p06fz8MMPYzAY2LBhA7169WLmzJn88ssvgG0vrn/961/2HdPvZxJ4hBBCiPuUTqejb9++PPHEE0yePJmhQ4fan1NVlZ07d9KzZ0/Wr19Py5YtuXLlCrGxsSxdupTly5dz+PBhfH19Wbt2LZ07dwZsXWIDBgzAZDLx9ttvs2LFCr777jscHBzQarU57j9//nzGjRvHiBEjAEhISCA0NJRZs2YREBCAo6PjAxF2QMbwCCGEEOWmsB3Ct23bBti6sfz8/HI9v2XLFkJCQgBbN9TmzZsB6NChA/PmzcNgMLBq1Src3Nzsm4AaDAb7LupHjx7l5ZdfZvz48fj5+eW5u/qd9+vatSs6nY4hQ4awfv364r3gciQtPEIIIUQ5iY+Pp1KlSjmOeXp6cvnyZQD7JpwWiwWdLvdb9pEjR6hduzbe3t706NGDDz/8ELBt6BkSEpJngElLS7N/HhYWxvHjx+natStr1qzhtdde48CBA/nW12QysW/fPnr06MGTTz5J7969i/+iy4m08AghhBDlJC0tjRs3bhAUFATYwk6XLl04dOhQkcvYsWMHb731FufOnSM+Ph6AyMhIRo4caT+ncePGeV5bs2ZNLl68yOeff47RaKRhw4Y5nk9JSbG3DGVbu3Ytc+bM4cSJEyQkJBS5nuVNAo8QQghRjiZOnMjEiRMxGAysX7+eRYsWcfHixSJfv3nzZgYNGsSWLVvsx2bOnEnz5s0xGo3s2bOHYcOG5XltSEgIu3fvxmAwULdu3Vz7ZEVHR2OxWDAajYwZMwaAU6dOkZKSwrp160rwasuP4uvrW3AHohBCCFEBLVy4kClTptgfPyjT0subj48PGzdupGPHjoWOQbqb7vz+FUbG8AghhBBQIcNJWRs8eDCvv/46s2fPLtewUxISeIQQQghRJBs3bszV7fWgkDE8QgghhKjwJPAIIYQQosKTwCOEEEKICk8CjxBCCCEqPAk8QgghRDnx8/MjIiIix7HJkyczduzYfK9p1qwZc+bMuav12rRpk71+/fv3L9I1Op2O7dttM91iYmJYsmSJ/TmtVsvJkydZvXo1AN27d2fChAllXOtC6ndP7yaEEELcpxoqQbjhVWblpRBPtLq/zMrLdvLkSU6ePFnqcrRaLRaLJc/n+vXrB4C/vz8DBgwgLCys0PLatm3LkSNHAEhNTaV+/fo4OTlhMpno2LEj1679tRO90WjEaDSW+jUUh7TwCCGEEIAbXiQRW2YfpQ1PGzZsYPr06WzdupV9+/bRtm1bAAIDA1m9ejWKohAVFYWHh4f9mv3791OlShW8vb359NNPCQ8PJzw8nDZt2gC21qN3332XtWvX8uGHH1KvXj22bt2KwWDAaDRSp04dAM6ePQvA9OnTadu2LQaDgTFjxvDtt9/m2KYiLCzMvh1F586d2bNnj/25PXv20LVrVwD69++fIzSFhoYyd+5cAPr27UtERARGo5FvvvkGsO0FNnPmTHbt2oXRaOS5554r1dcSpIVHCCGEuG/pdDr69u3LE088weTJkxk6dKj9OVVV2blzJz179mT9+vW0bNmSK1euEBsby9KlS1m+fDmHDx/G19eXtWvX0rlzZ8DWJTZgwABMJhNvv/02K1as4LvvvsPBwQGtVpvj/vPnz2fcuHGMGDECgISEBEJDQ5k1axYBAQE4OjoSHR0NQPv27Vm0aJH92k2bNvHqq6+ya9cuGjZsyNdff027du1yvcZJkybx7LPPcu3aNXt4+8c//oG/vz89evTAYrHg6elZ6q+ltPAIIYQQ5aSw1Yq3bdsG2Lqx/Pz8cj2/ZcsWQkJCAFs31ObNmwHo0KED8+bNw2AwsGrVKtzc3OybgBoMBvsu6kePHuXll19m/Pjx+Pn55bm7+p3369q1KzqdjiFDhrB+/XrAtt1EQkJCjuujo6Px8/OjX79+7N69O98yjxw5wuLFi3nmmWfsgSsoKIgvv/zS3uVWFpuUSuARQgghykl8fDyVKlXKcczT05O4uDgAMjMzAbBYLOh0uTtljhw5Qu3atfH29qZHjx72QcMajYaQkBCCg4MJDg6mTZs2pKamArYd2rOFhYXx3HPPYTKZWLNmDY8//niB9TWZTOzbt48ePXrw5JNP2rupunTpQmRkZK7zDQYDb775ZoFjgKZNm8Z7772Hr68vBoMBLy8vFEUpsB4lIYFHiAfEhg0b6NSpU45jzz//PPPnzy/T+yxevJg+ffoUet4LL7xAZGSkvY991qxZef5CBnj//fd55JFHyqR+5TG7Q4i7JS0tjRs3bhAUFATYwk6XLl04dOhQkcvYsWMHb731FufOnSM+Ph6AyMhIRo4caT/n9nE3t6tZsyYXL17k888/x2g02sfjZEtJSbG3DGVbu3Ytc+bM4cSJE/aWly5duuTZirNu3ToWL17MmTNn8q1/rVq1OH78OAsWLCAuLg5fX1/27t3LsGHD7C0+0qUlxN/Ipk2b7DMnsvXr169IsyfK2rBhw+jYsSNPPvkk3bp1o3fv3sTGxuLk5JTrXI1Gw2uvvca5c+dKfV+tVovRaOTjjz8udVlC3C8mTpzIxIkTMRgMrF+/nkWLFnHx4sUiX79582YGDRrEli1b7MdmzpxJ8+bNMRqN7Nmzh2HDhuV5bUhICLt378ZgMFC3bt1c+2RFR0djsVgwGo2MGTMGgFOnTpGSksK6desA2//xOnXqcP78+VzlX716lRUrVhRY/xkzZrBr1y4iIiKIioril19+Ye3atcTExNj/oCrq1PiCKL6+vg/WdqdC/E15eXkRGRlJmzZtyMzMxM/Pj2+//Za2bdvi4uLCypUrqVSpEjqdjvfeew+DwYCfnx//93//x6FDh2jTpg3Xrl1j1KhRmEwmatWqxbx586hcuTLp6em89tprnD9/nsWLF7Nr1y7Cw8N57bXX8PX1ZfLkyTnGGhw+fJiBAwdy+fLlPOt69uxZPv30Uzp16sScOXOYOnUqb7/9NidPnmTo0KFMmDCBa9euceHCBTIzM5kxYwY1atRg0aJFeHt7ExcXx6uvvsoff/zB4sWLSUhIoEmTJpw6dYozZ87QrFkzZsyYgbe3N++88w41atQAYNasWRw9epQffviB4OBgkpKSANvMlf79+xMbG3v3v1HigbFw4UKmTJlif/ygTEsvbz4+PmzcuJGOHTuiqiqPPvoogwYNYtq0afe0Hnd+/wojs7SEeEDEx8fz008/0blzZwwGQ44BihkZGYwePZqUlBS8vLzYsmULBoMBgDp16vDSSy9x4cIFxo8fz/fff8+SJUvo168f06ZN48KFC7Rs2ZJ///vfhIaG2u/3xhtv4OHhwauvvpqjHq6urri4uOQbdrLP+d///seCBQtyHPfx8WHSpEn07NmTlJQU1q9fz+nTpwGYN28eGzduZMOGDQwZMoS3336b0aNHAxAQEMCQIUOwWq056jhnzpw8Z6LkN3NFiIJUxHBS1gYPHszrr7/O7Nmz7X8EHT58mMOHD5dzzQongUeIB0hYWBj9+vWzB57JkycDoCgK06ZNo127dqiqSrVq1XjooYcAuHz5Mr169cJqtbJ8+XIURSEsLIw5c+awbNkye9mOjo72zydNmsSxY8d4/fXXc9VBUZQcrT2dOnWyh6OXXnqJI0eOYDabCQ8Pz3VtixYtiIqKsvf7b926lYCAAABat27N888/D8A333zDjBkz7Ndt3boVq9Waq7wOHTpQr149++PsmShbtmxh0qRJrF+/PkcwFEKUzsaNG3N1ez0oZAyPEA+QHTt20LFjR6KioqhZsyaLFy/m008/ZciQIVSuXJnt27eTlZWFTqdj1qxZgK31Z8CAAbRr146RI0cydOhQatSoQVJSEs899xzx8fEoisL169fx9fXF1dWV6tWrM2jQIC5duoTBYMBgMODj48OGDRsICAggPT0df39/zp49S2RkJLNmzcLJyQkHBwc8PT3RarX2/v4NGzbg5uaGRqPhlVdeoXbt2vbjvr6+AEydOhUvr5xdCaqq4ufnR2hoqH3RNI1Gw6xZs+wDPLVaLZcuXSIrK4usrCzGjRtHamoqp0+fpk2bNuzZs4cRI0aQlZUFwNChQ4mMjMRgMBAdHU1gYCDw1yJrYFujZMOGDfbHK1asYPv27ezevZtnn302z+9LUFAQO3fuZNeuXSxcuBBHR0dCQkIwGAzs37+f6OhoDAYDX3zxBWBboG3Hjh0YjUbWrVuHoijs378fb29vAPvjli1b2r/+d34vateuzddff43RaGTHjh3UqlWLwMBA+70OHjzICy+8AJDvYnG3L/72yiuvsG/fPiIiIuytemPGjMFgMHDo0CFOnjyJwWDg/fffL+JPqxD3Fwk8QjxA0tLSOHbsGP7+/mzdupXu3buTnJzME088QWxsLJ9//jnz5s3DwcEBJycnOnToANhmQWzYsIFly5YRHR3NtGnTuHz5MsuXL2fjxo10796dqKgo3n77bVJTU3n99deZNGkSAAMGDCA4OJjr16/b67F06VL+/e9/56ibRmP7dfLSSy/lubbIyy+/zP79+6lWrZp9Gm5QUBBOTk4EBQVhsVjsg7IHDhxon6WSnJxMixYtANtMkNvX40hJSeH69ev06dOHMWPG2PfumTRpEhcuXODUqVPs27fP3r03ffp0Bg4cSHBwcJFnwUyZMoVevXrRu3dvRo0alSuY6fV6Fi9ezIsvvki3bt3Q6XQMHz6czZs3ExwczGuvvcahQ4cIDg5m+PDheHt78/777zNmzBi6d+/O2LFjUVWVb775hoEDBwK2lqvTp09z/Phx+7Rik8lk//z69et89NFHrFq1iu7du9OvXz/79yf7Xi+++KK9vK+++sreFXjnYnEAjz32GEOHDqVPnz706tWLLl260KFDB5YvX05wcDALFizI8XqEeBBJ4BHiAZP95v3JJ58Atr/eHRwcaN68OeHh4XzyySdkZGTQunVr+zLxFouF7777DoDTp0/Ttm1bXnrpJRo2bMgLL7zAnj17UBTFvnQ92LqRzGYzq1atyjH7aunSpTz77LM0bNgQFxcXjEYj8+bNIzk5mZs3b9KqVSvMZnOOOvv7+/PYY4+xcOFCPvroI7Zu3Urjxo25dOkSjRo14qOPPiIzM5MhQ4ZgNBoZNGgQb775JgBWq5UbN25Qr149Bg0aZN+rB8DFxX+S2g8AACAASURBVIUBAwZw/vx59u3bR5UqVXB1daVDhw58+OGH9pkriYmJ9rLc3NyK9fUeNWoURqORLVu24Ovra/+aZqtbty6XLl3it99+A2wtV3mtJputdevWREVF2cdAZQe4devWMXjwYMDWEpW9oFteslvhduzYAdha8bIXfMveBmDDhg18/vnnQP6LxYFtls7SpUsxGAwkJSWRmZnJpk2bCnwNQjyIZAyPEA+YyMhIrly5kmMKaGZmJk899RQ//vgjvXr14o8//rCP7+natat9YPCyZcvsLRCXL18mJSWFXr16YTab0el0jBw5MscgZbPZzFNPPZXj/i+99JJ948KzZ8/SvXt3AgMDGTduHGPGjOGDDz6wd0FlO3jwIOfOneOVV17hP//5D2vWrGHDhg34+fmh1+sxGo2oqppjQDLYdmq+evUq7733HuPHj0en0xEeHm4fz6MoCq1atcq1OqyiKJw5c8Y+eyvbv/71LzZt2sStW7fw9fXlv//9b4Ff68DAQDp06MCTTz6JyWRiw4YN6PX6XPcqrrxawP744w9u3rzJ448/TsuWLXnppZfyvb6gex46dIgRI0bg5eXFjh072LRpU67F4nr37m0/f/PmzZw8eTLX+iuFrQAsxINGWniEeAD5+fnRunVrwLYWz+HDh+1vxHFxcbi4uORYPPDEiRN5dhcdOXIkz+MlUatWLfz9/dm7d2+u55YuXcoHH3xAcHAwc+fOxWAw0KJFC/z9/Zk+fXqhZZ86dYrKlSvb1/3Ilt/iapGRkTk2G8zuQrt+/TqnT5+me/fuRXqt7u7uJCYmYjKZqFu3Lq1atcp1zq+//oq/v799bNKgQYOIiorKt8yjR48SGBiIv78/kHNBta+++oolS5awZcuWPAdpZ0tJSeHq1av06NEDsA04v3MNpPT0dJycnOyD0fNaLC7bjz/+SLdu3XB3d8fBwYGQkJACX4MoO7ePzcpeSqK0hg0bZm8tLOpCon8H0sIjxAPo7NmzPPXUU7zzzjtcuHCB1atXYzKZWLt2Lbt27eLKlSucOHHCfv6MGTNYsGAB48aN49atW/bWn5kzZ7Jo0SLGjRtnX/umpB555BF7uXnJyspi+vTpzJgxgx49erB+/XpMJhM//vhjkcrPXjjt9l/eM2fOZP78+RiNRnQ6HT/++CPTpk3jww8/ZP78+URERGC1Wlm0aBFRUVHMmTOH5557LleYcHJysnf5ubq64u/vz5AhQ/juu+8YNmwYRqOR3377jWPHjuWqV0ZGBpMnT2bZsmVotVpOnDjBl19+me/riIuLY+rUqXz22WdoNBpiY2N5+umnAVt35aJFi3IFu7y88sorvPvuu/zzn//EbDYzduxY4K8uLb1ez6effkpycjKQe7G42128eJFPPvmEsLAwVFVly5YtHDhwoNA6VDSBj1TD01Vf+IlFlJCawQ/nrhV4TvbYrLJU0M/f35ksPCjEA8bPz4/Vq1fTtWvX8q5KhRUYGEhgYGCOnZ/vhWbNmvHWW2/ZBxuXpTsXixO5F67r1aIWt5IL3jyzOCq7O7H9p4JXTD579myOpRXA9n98yZIluLi4ALY/WI4cOUJgYCBTpkwhNjaWxo0bs23bNs6cOcPo0aNxcnJi9OjRXLx4kcmTJ5OamsqyZcvsC4kmJiYycuRI+9IPHTp0YPjw4fbZlA8iWXhQCHHPaBTQakGnA532z89v+zefrbXyZbWC2QxmC1gstn/N5r8+t+Tfy1OmLl26VGCX0t0wYcIEhg8fXuDYnZLKa7E4cX9wcnKyT0S4dOkSzz//vL3VLyMjgzp16vDxxx/bx101atSIzp07k5CQwMGDB/nqq6/o27cvo0ePZtSoUfblKO60f/9+5s2bZ1/J/M7B638HEniEeMBcuXLlnrTuOOjASQ96R3DWg6sLuLnYHjs4gN4BNBq4/f1TBbKH0yqKLcAU5+1VU8j4X1W1BaDMLMg0Q1o6JKWCyQQZmX99WEv5nh4TE0NMTEzpCimmjz/++K7tEfYgLxZX0eXVpeXg4MC8efNo1KgRVqvVvjgn2Mbj3bhxA7B1RWbvUH7mzBnat29f4L2++eYbBg0axLp162jdujUTJ04s41dzf5PAI8TfmLMe9H+GGlcncHezhRo3F1tguV2W+c/WFqstVKSll0+dNRrQasDRAVycoXpV2zHUvwJXuglS0yA5DZJT/wpCaSZbCBPifjZmzBhu3rxJ9+7d0Wg09iUPwDYjM5vVarU/tlqt6AppUl23bh2rVq0iIyODrVu3YrFY7s4LuE9J4BHib0BRbOHAxQk83MC7Enh62IJDdkiwqpCVZQs2Cck5W24K4qL1wN2hMlpFhxUL6eZkErNiKV7bTtFZrX+FlozMvM/RaW0tUp6VbJ+D7fUoCiSlQFwCxCfbQpGEIHG/8fDw4OrVq6iqyqBBgwoNMkV1/fp1rl+/ziuvvGIfKP93IoFHiArIRe+Ku0slvNwrU827OgG+lUlX9xCfeg2rBUyZtjf+kgzncNQ40aBSIA082lHVuRYOGj1W1WwvS6NoUIFbGTGcTz7Ozwl7Sc6KK9PXVxjzn2N+0jPyqL8D+FWH2tmzf1VITIG4REhIgpR0SE8vfbeYECW1evVqPv30U/r27cuBAwdITU0ts7K//fZbKleuzLlz58qszAeFzNISogJw1rvg5eaNj7cvNar4o3dwQkGDRbWQlpGKj5crji6nOXn+pxLfw13nzeNVB9Kg0mMAaNBiUS2o5NU8oqBVtPYBPVdSz7D/xjdcTT+fx7nlT+9o+7i9NSghGa7dhPgkW7eYjPWteO6c5VMe09Lvtblz5/Lzzz/z9ddfl3dVSk1maQnxN6B3cMLTzZuqntXwe6gmrs7ugEpmViYpphSS0pJynB+frFLvoepASQKPQjOvznSu9jQ6xQGL1YyKijXPoJNNxaKa7b1a/q6NGFq7ASfi97Dv+nqy1DyaXu4R34BWxF07jykt0X4se4zP7Zz00CDgr8HX12Ph2i1by1h62c1cFveR+y2clLXt27eTlpbGnDlzyrsq5UICjxAPAEVRqOTqiY+XLzWr1qGSmxcqKmaLmdT0ZG4kFPyLOik1HWeHqui0WszFGKjoqHGiv/8kfF0eAVXFrGaVqP5mayag0Ny7C494tGb97+8Qn3nv31xadxlFx36vkRQXw9pFoaSn5N/VZsqwfYBtULS3F/j62B6npcPVm3ArwdYddsfWYULcl3r16lXeVShXEniEuE9pFM2fY3BqEFD9YfSOzlitVlLSkwoNOHdSgbR0BU83D2IT44t0jV7jwtA60/HW+2KxlsU7uorFasZF68GzAbP46sJcbmXcu6nfbbuPI7DnBFQV3L2q8+yUb/hqcSipSTcLvdZqtQ1wTk2zPXbQQa0aUNe2OwRxSXDlmm0wdF7jhoQQ5U8CjxD3EZ1Wh7d7FXyr+FO7Wl20Gh0W1UJyaiKJt3XBlERKGni6eRYp8ChoGFzrtTIMO3+xqGYcFT1Da7/BF+dnkGy++wOaA3u9QttuY1A0WrLnpbl5+vDMlI18tSiUlMTrxSovywyJyX89dtJD03q27q+EJLh0VcLPg0BVVbRa7d9uenZFoNVqi72Iptbd3f2tu1MdIURRKIrCQ5V8aFS7GY82CCKg+sO4uXiQlJZIiimZ9Iw0rGrp5007Ojjg6W7hatyVQs8NfKgf9T3aYlHvzhuBFSuOGj3VXQL4OWH/XblHtg4hr9HmiVF/hp2cHPWuNGwTwrkTO8lIT87j6qLJnhGWbrINfq7hA3X84CEv2yrRmVn3bpVoUXSNGjXC1dWVixcvygrUDxCtVkuXLl1wcnIq1ia3MktLiHLi5uxOjSo1ecSvAc6OLmRkZZCUllgm4SYvLnpHWjR0ZPfx7wo8r6pTLZ6p8yaqakW9S2vpZNMqWnZfW8OJ+N13pfzOA6bTPOjpPMNONkVRSE+N56tFQ0i8dblM7++kB1dn2wyv67fgylXb9HcJP/eHSpUq8dxzz+Hn54dy50qb4r6lqipXrlxh5cqVJCYWveVbAo8Q95BO64CPV3Ue8WtAlUo+WK1WEtMSyDLns4Ie0NxbS3sfHV+cyyC1lL1LQS2qceCXDaRn5j/NaGjtN/B1eRiztWQDlItDQYOKlf/87yXMav5fg5J44qlZNH1scIFhx14PRSEjLYmvFg8h/ubvZVqPbK4u4ORoCzuXYuDKdVs3oxDi3pAuLSHuAS/3yjSs1ZR2DYOo5ROACiSkxJGWkYrVmn+3UevKWobX01PVWUPLyjqO3TKTWYrWgcoerpgsV0hJz3shM2/H6gRVHWSbUn5PqGgUDUlZt7hhKnhX6SJTFIKfnk/jtgOKFHay6RydaNS2P+dP7SY9tWgDu4sjK8vW5ZWZBQ9VtnV5eXtARpZtNpj85SnE3SWBR4i7RKNoqF65Bm0bBtG4dgvcnN1JSE0gJT25wBadbG0f0vLsw3r+3CYKF51Cqyo6jsVayChh6HFzcsXJKZ6bibfyfL79QwOp5hJw17rV8qJRtDzk5M/xOGOpy1IUDb3+8T4NWvUuVtjJ5uDgRMO2/bnwy/ekpeT9NSotVbWt+ZNuAhcXqO0LNarbZoKlm6S7S4i7RVPeFRCionHU6Qmo/gi9HxvA402fwMHBkesJV4lPiSuwNed27avqeLruX2GHP//1dFR4rZkTno4lG2+QmJqOh4tvvs8/4tG6yHUsKxbVjIdjZVy0HqUqR9Fo6TPyA+q16FFo2HljwtP0bOXLqo/fyXHcqlpx1Lsy9NWvqerXqFT1KYq0dIhNgMxMaFgXuj4GjR627XcmhChbEniEKCNuzu40rdOKvoGDaPlIO0yZJq7HXyXNVLx9cDpW0/FUgGOOsJNNBTz+DD1e+uKHnvjkNNxdqub5nF7jgovOo5AVlO8Oi2qmmnOdEl+v0egIGfURdZt0KTTs7Nn+Hb+dPZ3v86pqxUHvypBX1lCtZtMS16k4sswQn2hbz6eGDwS1hsAWULUyaGQsrRBlQgKPEKXk5V6ZwEYd6dVuAA/XqE9cShw3E6+TWYRuqzt1qa5jQO28w042VQU3ncLUZk5UKWboMVssmLMc8HDJ3YRQ1anWPRmonBcHxZGqTrVLdK1G60C/MZ9Qu2GHQsNOSnIiyxbO4oXJbxV4nmq1oNM789TLX+Jbp1WJ6lUSqmpb3yc23rbJaevG0PFRqFZFgo8QpSWBR4gS8nLzpn2TLnRr3Ycqnj7ciL/GreTYEncJda+hI6SWIwqFD2BVAVetwj+bOVHVqXjvhClpCp7uubuPXHTu5To118OhcrGv0er0DBy3nJr1HivSmJ3PPphLrYD6dOk1oNBzVasVnYMTgyesxK/uo8WuW2mlZ9i2rjBboNWfwcdHgo8QJSaBR4hi8nTzIrBRR7q16Utljypcj79KYmpCqdas6eXvQG9/R4rzXmYFnHUKU5o6Uc256Fcmp5nxdH0o13GNUn4Lr6uAVlO8++sc9Awe/zk1AloXKez8fPxHIsI38PL0dwo9114v1WoLVS+uoGa9wGLVr6xkZtlafMwWaNUIOrQBn8q2VZ2FEEUnW0sIUUQerp40qNmEWj4BZPw5PqcsPFnTgSd8HXKEnaiLf/CPNdtyneuud+T4lOH2x6r6V+hZ/LOJP9IKD10JyWk87F0dOJHjuKWEG4OWBQWFLGvR92FwcHRm8IRVVPVvjKIU/nebOSuLJXOnMmjYOPxq1y1W3Wyhx5EBY5ex6bMJ/B69r1jXF0hRca6q4lZLxT3AinMVFY0jWDPBdEsh6TcNKRcV0q8rZGYp3EqwreTcuoltDZ8zv8HNONvPgRCiYBJ4hCiEu7MHDWo2oXa1h8k0Z5RZ0AEYWNuBDtUc8m3ZebN7IE19/2qN0eXRn2FVQa9VeLWJMx/+YuJKasGDjpNS0nHRP4RWo8VyW/dbQuaNEr2GsmDFQlzGH0U6V6vTE/ry/1GlRv0ihR2A9as+JjMjg6dHTyxR/VTVikbrSL/n/8Omz8aXOvQ4VlKp1tFMjW4WtE6ACho9OfsyFaieYQEFLBkQY9RybZ+OjASFjMw/g0/jv4JPbLwEHyEKIoFHiHzoHZyo59eI+jUbk2nO5EbCtTLdaiG0jgOBPvmHHYCAKp60rJH3rKrb2UIPTGrixEe/mLiYkn/osaKSbrLtnH4r6a8F9mIzYtAqOszl0NJjVS1cS/+9SOfqHPRUrv4wGo0OtQjrBd24eoWvV3zIpDcXkpWVSVbWX4PJszIzSUlOxNnFDa224G4xVbWCouDj36TEgUejV6kz2IxvZ8uf/XjYQ05e25Zl9zLqXKFWiIVaIRau7dNyfp2OjAxb8HHSw6NNIDEFfvnVtnmpECI3GcMjKhyNRsPOnTtZvXp1ya5XNNSqFkCvdv15xK8BNxOvk5ASV2ZhRwGeqetYaNgpLqsKjhp4pbETAe4F/9dOTlXx8qh0x/Vm4jKuoS2HsTxaRcdN06UinZuRbtsCIisjFU0RWniuxVwiMzOD92a8xOBODe0fAN98+V8Gd2rI779GF1qOajXzc9Q3/Gj4pEj1vJNnAyvt3s3At5Ot1abAqXi5bo7tGgWqBVlo914Gno1sCcmUYVvLR6eD9i2haX1bCBJC5CQtPKLCef755zl37hzu7u7FvrZKpaq0eqQdlVy9iEu5VaQVkYtDAYY97EjLKroihZ0pm74nPt2Eu96RDgF+TO3yKL6V8l+VzqqCgwZeauTEf6JN/JqUdwtIclomlSpVBX7PcfznhEg6VH2qyK+nLOg0jlxM/YUstehjeG7GnOGrxUMYOulr9E5uBa4MHVC/Me99ujHX8akvDOaJXgPpOeAZqvvVLvB+qtXMyQPr2PPtvCLX8XY+QWbqDTej6KDUi1hrwMEdmk7K4te1Kle/t/0aTzfZPqpVBt+HbN1cl6/ZVnAWQsjWEqKCqV69OuPHj2fFihW0bt2asLCwXOcsXrwYnU7HuXPn+Pe//03z5s05f/Y39u3bzx+n48gyZ2GypPH+snkYtkYw49+vUzugJgOfDqF3/x78du4C8bcS0Dvpef7lkYQOH0j33k+QlJhMzOX8x6FogJH1HGlRufCwk2jKwNXBgeGPNmJoiwbUqVyJ706d45uTZ+nX5GFcHB3yvVYFtAq0rqLjQoqFWxm5mxGsViu1qnny+/UzOY7HZV6lTeWehdSurKlEXP2CxKybxboqPSWOX08aadgmBJ1D/k0ajnonfHz9c33837KFtOvUnR79n8bB0TH/2lktHIv8ksiwos/uul21Drawc3v3VampgAa8m1gxp0Dy73+1dGVk2vbt8q8O1R+yjfFJz3+vWCH+NqRLS1Qos2fPZu7cuViL8GftpEmT0Ol0hG8w0KFxN3478zs1HvEh1ZRCYKd2HDpwBIvF1m2gd9Iz65/z+Pw/XzB20mgABj4dQnpqOq+Pn8nrE2byy4n8V+/VKDC6vp5m3kVr2WlcrQr/6taOro/Uol2t6jzXtgkrh/YkNjWdLw7/Uuj1Vmyh58WGTjT0zD02JdWUiVbrht4xZ1AwWVI5nXiw2FPES0qrOJBijudSauFdSnmJv3GBtYuewpSaiFKmHYQ2qtXCoV3L2bf5/RJd71HXyiPDyjjsZPtzDFDdp81UeiTnz7vFalvDB6Bdc2jREJydyvj+QjxgJPCICqNbt27ExsZy6tSpQs8NDQ1l4sSJHDacoGmdltxKvsWOcAOdugUB0Kl7B743/jUw9WBkFABnfj6Ls4szLq4uNGnRGMPWCPs5qSlp+d6vp58DTby1pXpLblytCrW9K3HyatFaQrLHxL7YUI+HQ+47p6aBVx4LEO69vo4MS9pdH8tjCyhWwq/8l9KkgYSbF1mzcDDpqXHFWjhxx7E/GDlhWr61U60WftjxMT9sX1Kiemn0Ko0mZNoGHt+t2VOqbWBzowmZaPW5b2LKsM3equIFHdvYdmjXym998TclP/qiwmjTpg3BwcFERUXxn//8h8cff5wlS3K/WWkUDb7V/Ni8ZjtPjRjIjcRrWK0Wzp7+lYd8qtCwSX00Gg1XLsbYr1HvmO+rqiqKkvt4fk7GWci0lH6VXNvY1aIXYgGiEyykmnPXMyVVxdPVM9dxkyWVbTHL/hykffdWt9MoWo7GGbiafr7UZSXFXWHNwsGkJsWWQY0VVKuZA+EfcMj43xKXEvCUGQe3MhizUwjVCjoXCHjanO85SSm2WVwNAmwLF3qWbp9WIR5IEnhEhfHOO+/Qpk0bHnvsMcaPH8+BAwd45ZVXcpxT1bMavpX9+cF4mG83huHu6UbTlo3tz++LOMjLr48j0phz2nFgx3YA1G/0CGlpaaSnpXPy2C/0eLKb/RxXN5d863Yl1crin9PJsKglDj2nrt7k97hEWtTIvUpyXlTgdLyFZWcysOSRyxJT06mUz87pF1JOcixuJ1pFy90IPVpFx9X08xy48U2ZlZkcf5W1CweRklSa9YRsYWfvpvc4sntFiUvRuahU72i5d79hNVCtvQWdW/4B3PpnN5dVtc3meqS2tPaIvxf5cRd/C446PS0feZTOLXpgxUpSWiKqqvLZR6sY/sIzOOptg1b3f/8Drm6uHIz8Mcf1qSmpzF7wBqNfGsGnH3wOwHdfb8bVzYX3/jOXd5bOoVGzhgXW4Y80lYWnTKSb1UK3BXg1bA+Lvj/CzjMXOPj7H3wWdYrnvt6Jj7srw9o0LvhibGHnVJyZFf/LwJrPe2BCchoeLj75lrH3+nqOx+1Cq9GilOGvCq2i45rpN765tBCLmn+rREmkJN5gzYLBpCRco9j9SIot7Oz+Zi7H935ZqnpU61i2r6soVKB6p8Lva/pzj666/hDYEjxc737dhLgfKL6+vrI2p6jQfLx8advgcRx0DtxKis13PR2dgzODR0yhZk0t770523585jvTWLPia34793uZ1Keqk8Lkpk64aBXy6+345MBPbD39GzGJKZjMZh5ydaZjXX8mdmhFVff8W5LA9sb30y0zX5zLLPQtP7BpVY78GkZyWmq+57T06kanakPRKNpS7aau/XMwS3RiFMarK8s87NzO2dWLoa+uo5J3jaJtOqUoqBYzxnVvcvrQd6W+f7sFJhy9uHtjd/KiQFYSRL1a8Ojkdu17Mm3mCl4a05H4W+dx0cPp83DpD/INx2WpX79+PP/885jNZqZOncq5c+dyPP/ZZ59Rs2ZNXFxcqFy5MpcvXwZg+vTpHDly5K7V6+zZs9SrV++ulS/KnwQeUWHptA40DWhBPb9GxCfHYcrKf26ug6Mrk2fNpU6AO9u2xfPz0e/57XQ4UPaBB6CKXmFKM1voKcv/gCpw+KaZr84XHnYAmtWtxtXkCC5fL3hbBy9HH3rVGEtVp5po0GFWi74+kVbRoaJisqSwLWYZl1Lzn81WlvTOHjz96td4VqlVYOhRFAWrxcyOtf/if0e3lvq+WmeVxz/KuKdZ53Y/TNRjTs3/9f7zX//Fy7sqJ3/az7o1i9BowMsD4hPh1FlITb+HlS1AYGAg48aNY8SIEffkfhJ4Kj7p0hIVkqebF91a9Sagej2uxV0tMOw46t1p3XkiPx7K4uuv40hKUvF/uAMPN+0HwNvT3inTsAMQm6Hy3kkTKUXo3ioqFYi6kcXaIoYdgKQ0M56ulQs9Lz7zOmsvvM3my0u5nBaNVtGhUbQ4aPRoFK19ILWCggYtOsURncYBjaIlMesGEVe/4LNzr92zsAO2FZnXLhpC3PXz+W4ylR12tn35zzIJOwDuta1YymkfVmuW7f75cXJyoUGjNnz8wT8J6mT7+bZaoZp/IDPmrCaoNfhXg3HjxjJ58mT7datXr2b//v0YDAYuXLiAl5cXAFFRUUyfPp2tW7eydetWateuDYC3tzeffvop4eHhhIeH06ZNGwAmT57M2LFjAQgKCiImJoZmzZoV+fVFRUXZ771kyRIiImyzJENDQ4mJiaFuXdvGsA8//DAxMTGEhoba77Vz50527drFwoULcfxz3aVBgwaxd+9e3n33XRRFYcmSJezbt4+ePW1rUWk0GmbMmEF4eDhGo5F//OMf9rqMGzfOfnzKlCkA+Pn58euvv2IwGDh48CAzZ84s8msTd58EHlGhKIpCXd96dGvdF41Gy83EGwVuCeHo5EHrzhNxcs45W0lRNNSoE0i95oPuWl3jM1TeP2kiKVMt9bBgFdh3LYt1vxXvnTYxJQ3PfAYu53WX31J+YsPFd1nx61Qirn7Bzwl7Scy6iRUrGkWDikqaJYlfk4/y/bWvWHthDp//Oo1TCZHFahUqK5mmZL7+4Glu/vG/XPtuKYoGq8XM1pUTOffTzjK7p0sNlXu0jFEuGgfb/fPTLrAnx49+zx8xv5GSnEBA3Sb25ywWSEq1bU3hV822VYW9XI2GKVOmEBwczPXr13OUmZKSQt++fVm1ahWzZ9u6gufMmcPy5cvp06cPY8aMYcGCBbnq8uqrr3LhwoUSvc4GDRrQoEGDHMeOHTvG0KFDARg6dCjHjh0DQK/Xs3jxYl588UW6deuGTqdj+PDhODk5MXXqVJ588klWrVqFg4MDH3zwAQMHDuTNN99Ep9Px9NNPk5ycTJ8+fejTpw/PPPMM/v7+dOzYkTp16tCnTx+Cg4Np1qwZ7drZJjZcvHiR4OBgQkJC7IFL3B9kawlRYTjq9LSq145aPgHcTLiO2VrwGBG9syetO72Coz7vrRoURUP1Wo+i0Wg5c3wDd2NARkKmLfRMaeqEp2PJurdUYPcfWWy5VPxmhcTkdJz1D6HRaIq0WGO2pKxYTiVEciohstj3vNcyM1JZ/9E/GDx+FVX9G6Eomj/DThabPpvA79F7y/R+Wj0o2rs/HT0vihZ0BQzhCercn61hywHYH7mJDp3789v5nwFo2KQt739oAMDTy5vvd621dXUlgaurKwkJCXmWmb2aeVhYGG+99RYAHTp0yNE95ObmhqvrX6OjwMw/5gAAIABJREFUe/fuzYkTJ2jatGmJXufUqVNZsGABr7/+uv3YiRMnaNKkCXq9nsaNG3PixAkA6taty6VLl/jtt98A2LBhAyNGjOCHH37g4sWLJCYmkpiYSGZmpv2c+Ph4/Pz86NSpEw0bNqRPnz4AuLu7U6dOHTp16kSnTp0wGGxfLxcXF+rUqUNMTAy1atXCYDDg7+/PsmXLSvT6xN0hgUdUCF7ulWnfqBN6RyeuxsUUer6TixetO03EwdGVgoKMomjw8W+FotERffSrAs8tqaQslQWn0pncxBlvPRSnvUcFjDFZbLtcsj6U23dOj0vK+w2tuDQa24f2tn+LQlVtKwRbrGC12P4tK1kZaWxYOpxB4z+neu0WWCyZhC0by6WzP5TdTbKp3NvBynfePp97u7t70bR5e2rWqg+oaDRaVFVl9Yq5AET//P/snXd8VfXdx9/nnLtHcm92QkLYW0BAkFUHEhkqFitV62h96qq1zse2rlq1WqvVqrV9QLStVVFxsQwmRKYQ9gbZEFYSsnOT3HnO88chF0MGScgA8nu/XnmFe87v/M73huTez/3ONfzpWT1fZsoN9+Cw2xl1MWzdo4dqTvfsnLqfVuvfsixz3XXX4fXWDiUrisJ9993H7bffzowZM5r8/IYNG0ZFRQU7dtQOjy5ZsoTnn3+exYsX07lzZ4B6m1GeqUll9fmnnnqKpUtrCvvLL7+cv//973zwwQc1jicnJ4c9PBaLhfT0dD799FOOHWs4R07QNoiQluC8Rw9hTSaESkHZmbsQW+0xDLv8oTOKnWokSSau00D6X3IbUiOmczeH8gC8urWKE97Gv1NqQPphf7PFTjWVVRJux5k70ckymE3gtENU5MmviFP/jj753W4DgwKBIJR7IL8I8grO/FVUqs98kgCLRU+kjXKd2t8deerfkU6wWcDYhI9swYCXz97+BZtXfMQX//if1hE7QLAKtFCrbH1GtKB+/7oYOWYyS7I+556fj+Cen1/KXbdfQn5eDn37D69zfTAEhaVw3cQhlBQdxVNetyC+7rrrwt/Xr18PwNKlS/n5z38eXtO//6lWClOnTiUrK4vi4uJmPEN49NFH6wyRAXz22WcMGzaMzz8/1d9p7969pKSkhPOLbrjhBrKzs9m/fz9du3YlMjKSPn36YDKZ6NatG7GxseHqsKVLl3L77bdjOBnf69atG1arlSVLlvDTn/4Um02vmExISCA6umYunN/vJxQKERkZ2aznKWh5hIdHcN5iUAwM6j6M7p16U1CSf8YQFoDNEcuQyx7AYLTW/1G4DiRJJiaxPwOG3862Ne/XygdpCSqC8NpWLw8NsBBnrV9Y6QMZYN4hP98eP/vS7lKPj4jIOCAH0EWN2QTGkyO4qn9KgQB4qvQeLuUV4PWCL6DnfgRDp763JLKsiydF0b+bjLptdis4bOB0gMN+qjWihF5a7fXrQzRPj9KFgj4Wf/5Cyxp5GhWHZdSQbntbowX1+9fF2Mun8MWnb9c4tmrF1/zoih+zYuncOq+JdMXzm8c/IBQKsHRJBlVeiI+P5+mnnw4nNZtMJubNm4csy9x///0APP3007z44otkZmZiMBhYvXo1v/udPsYjNjaWd955p9nPcePGjRw6dIjk5ORa5woLC7nyyitrHPP5fDzyyCNMnz4dRVHYvHkz//3vf/H7/bzyyivMnz+flStXEggEePDBBxk6dCjPP/88wWCQjz76iJSUFBYuXIgkSRQVFXHnnXeybNkyevbsydy5+s+tsrKSBx54gFAoFA5pmUwmli1bxs6dzZsTJ2h5RFm64LzEYrJyab+xxETEc6I0r8HE5GrszgS6DbyBxUv/xeGcrRw79j2BgJdnnllKVFTtF89qPvnkSVat+pihQ6/j1ltfo/jEbrZm/xutlT7GWxR4cICFxDpEj4QuQL446GdZ7tmJHQkJs8lCdISLTolFbD80H1XTxxAUl+qjCHx+vVGdz9+yIaaWRJJOCSGLGWzWU94mpVq0afrz8PqbpHObhWzWGPN2+5SlS8B395sJ+Vqm9C82Lpmbbn2Ut157GMdJz9367fDSX2Zw9913k52dzcSJE5vtrTmXEGXpFz7CwyM473A53IwecCUGxUh+aW6jrnFEJnHx2F+xf/9GNm38mpSUAXTrNoxdu1Y0eN2BA+tZv34O5pOJzZIk4Y7rxaBRv2TLqndRG+FVaireEPxtq5cH+ltItp8SPdWendn7/azMb/p9JSSsFhuOk89FQ6OovJAtezezcvtRCk6GlNqi+VxLomm6IPP5dbEGcPCI/t1q1kNsTjvEuMBVLYI03RtVUaV7ploS1SdRlS9hTdDaNHFZksGbL7WY2AEoKy1k4YL3AfBU6sJyxCCY/9WMFmunIBC0FcLDIzivSIzqxKgBl1Ppq6TC62nUNU5XMhePvQ9FMREKhZBPxhpWrfqETz55ol4PTygU4JVXrmXo0CmsXDmLbt2GctttrwN6cmZZ8SE2f/cO6ll0H24IowwP9LPQ2SGHxc6sfT7WnGj8O7TVZMNucYQHnZ4oyeNoQQ7F5YWUVZYSUtsp2aQdsVr0cFiMGxJj9Tdx0L0/Vd6W8QAljA3S49YgknL2ezUWLQT7Zhk4vqR1P8fKsu49O5YP2/ZAsO2naAgEzUIkLQtqkJOTQ0ZGRvhrzZo1vPCCnvPww6ZhAH/4wx84erTuiiij0cjLL7/M8uXLWbp0KZMmTQLgtttuY9GiRWRkZPDll1/Ss2fP8DU33ngjK1asYMWKFdx444019pMkib//7W2+W7uc0oqSRoudCHdnLh77KxTFjKZpYbHTGLKy3kFVVa644n9qnZMkiUh3KoPH3IusGBu9Z1MIqPDWDi8HykPIEnyw58xiR5ZkIuwu4iITiI2Mxxf0snX/BhZv+oa5Kz9l+dYs9h/fQ7GnqEOKHdBFzYki2LkPvs2G5etgyy4oK9eToaMi9WniprP4b81frVSPtm9T8la1vsJSVSgohvhouHSQHkYUCM4HREhLUAOv10taWlr48bRp0+rshOp2u5kwYUKdZacAv/nNbygsLGTs2LFIkoTLpTf2+/LLL/nvf/XBjOPHj+cPf/gDt956Ky6Xi4cffphJkyahaRrp6elkZGRQWlqKQTHwk8k3kZKYiqZp+IONa2AXGd2VQaPuRlGMTU4yLig4RGbm29x990wMBlPdiyQJpzuZIWPvZ+PyfxAKtXxjvYAKb+/wEWGSKPLV7XpQZAWnLRKzwURIDXG0IIecvAMUlJ0g0MifVUemokr/Opavey8i7HpFWKd4iHbpHp+KKj1k1lhUv0TOAoXUa9toYroKh9MV1BYMZ52J4jLdUzZyMKzZChWVbXZrgaBZCMEjaBb33HMPH3zwAQ8++GCd52+66SZ+9KMfAXoopTqp0eM55Zmx2Wzhvh2XXXYZy5cvDzc3W758OZdffjnpCxYy6qLLuffXd/Pai2/y+syXG2WfK6YHg0b9D7LcdLED8OmnTzNwYBo9e45scJ2EhCMyiSE/+jUblv+DULD+ERbNJahRS+zIkkyk3YXRYCIYCnAwdx/HCg5TVF5AMCRiDM1FVaGkXP86cEQvfY9x6+MWqsVPeaVesXYmDi8wEDtcxZaktWpfHkmCqhMSOfPO4uXcoGDs0RlDp3gMqUko0a5TNf+BIKGCEoI5xwgezSOwNydcjuep1JPER10Ma7ZAaXkLPCGBoJUQgkfQZCIiIrj++uu56qqr6hQ8ERF6T5fHH3+ckSNHcujQIZ588kkKCgoAuOOOO7j77rsxmUzh1usJCQk1mnMdP36clOQUxg4ax3U3XMOq71ZTUlzaKPvccb0YeOmdSLLSLLGzbt1X5ORs4YknMhp9jT0igaGXPcCGZX8nGGi96Ys2ix2nxUlIDXEwdx85+QcoKitAbY+2vh2ASi/kHNe/bBaIjYIunSDSBYEQeCrqr17TVIkdbxsZ+kc/JwfFtzwSqEHY/rYRLdR0744c7cIy/CJMg3rrBwwnDf1h5rrRgNIpFqVTHOZgEDTwb96Fd+1W1MISKqv0sNbIwbB2q962QCA4FxE5PIImc+eddzJ79uwa3pofoigKSUlJrF27lgkTJrB+/XqeeeaZ8Pn//Oc/jB49mj/96U9hwXR611OjwUS3xN4kJXZiwLC+fDN3UaNsk2QDg0b+Elk2NCv71Oer4Kuv/sS4cfdgNFqoqiqjqqoMTdMIhUJUVZURqmcypN0Z3yqzt4yKkZiIOOJdiXh9VazcvpR5qz5jw57VFJTmC7HTRlR64dAxWLoWVmyAg0f1CrBoV/15LFW5MtvfNEKIls/nkYAQ7HjbSOWxJr6UGxSsV40k4u5pmIb0O9UeW1XrLtNTNf3cydbZpqH9iLj7RixXjgCDgtene75GDNITwQWCcxHh4RE0CbvdzrRp08LThOuiuLiYyspK0tPTAZg/f354qN8PmTNnDi+99BKge3RGjRoFQITdxZD+w9i9Yx9RCZEkJMbzt3f/AoDJbOL1mS/z8C9/W2s/AE0NkrNnKSk9xjarK3JFRTEeTxELFrzKggU1u7lu2nSMTZsWcOed/2TgwLQa5yRJJhTyc3hvy82WslscOCxOqvyVbD+4mWMFOZRXlbXY/oLmU+bRv/bnQEwUdE/RQ1/+gN6U8Ydau3i7wtbXYcCDAWRjC/UBkkALwPa/Gyne1rREZSU+GsdPJyHZLScbOzXDIE0DScIyYhDmAT3xfPw1gfwiSspgSH/YtlsXhwLBuYQQPIImcdNNN/HVV1/VO0iwmszMTEaNGsV3333HmDFj2LNnDwBdu3YNT0i+6qqrwv9eunQpv/vd70jt1IVR/a+g36A+vD/zIyo8Fdx366mw2b8+/796xU41+3csQFODdO515Rnn5ZyO0xnD/fd/WOv4++8/SGJib8aP/xWJiTWbk0mSRCjoY8Pyt/GUnt2rvIREpN2F2WShsOwEm/asIa/4uPDinKOE1FOjMSKdeq5PcoJ+rqziVMl2yU6F9X+Q6HtvAFuS1vwQl6R3U67Kldjxf0aqjjdN1Bs6J+K4ebKen9OEYbEN2SM5HTh/MRXPR/MJHs6lsAQG9AKTCfYeav1GjwJBYxGCR9AkoqKiGjUB+E9/+hNvvvkmzz77LEVFRTz88MMA/PznP2fs2LEEg0FKS0t56KGHACgpKeG9Gf9iztw5qJrKZx99SYWnotl2Hvj+G1Q1SJc+abVEz6ZNXwNw+LA+JXrHjiU4HFE4HNH06DGCnj0vrbWfwWDG6YyufU6SCAZ9bFj2NhVlx5ttryIruB1RyLJCTt5+9hz9nuLywmbvJ2h7Ssv1rz2HICFW9/qYHXqFl9cHVXkyG54zkXRFiK4/CSLJIJsaN1VdkkH162sPfmHgaJYCWtPEvJIUh+OWyXrnxZYQO9VoKhgVHD+7hvL/zCF0/AQFxdAzFcxG2LH3/GtmKbgwEY0HBecECVFJjB14FaWeYryBlqt0Sun+I7r1n1xD9Dz0UPc613bvPoIHHvioznN//OOPajQeBECSCAW8rF/2FpXl+c2yzyAbcDujUDWVXTk7OJS3r9E9hgTnNrIE0W7o01Wf+eWp1IUPgKRoRF+skjIxiLOLhhoAJF0AVaP6AQ1kA5TnSBxJN1CwUUYLNiMZyGQk8te3INmsLSt2fogso1VUUfr2R3psD7279ZE8PcQlRI+gvRGCR9DuxLkTuWzQeIrLCxvdY6cpdOo2mh4DrjuZ09NCv+6SRNBfyfqlb1FVUdDky3WPTjQaKjsObubA8X34g76WsU1wTiFJen5Pn676iIvyypo9fWSjhi1Jw5GqYnbpj9WAhK8EPDkylUcl1MDZZTzbplyJqX+Ps3wmjcO/dQ+V8xaHH0e74PBx2L5XhLcE7YsQPIJ2JTYynssGp1FaUYKvBT07p5OYOoJeg6a2kOiRCAQqWL/kTbyVRU26UpYVop3RaJrG9oNbOHB8jxA6HQRJ0sva+3TTp717KpvWzLC5KMnxOG+7jjYbfqVpemjr2CmvZ4xb72u0c1/bmCAQ1IXidDqfbW8jBB2T6IhYLhs8nvLK0lYVOwCe0qP4KkuITujXrOqtMJJEwO9h3ZI38FU1fkK0JEnERMRhM9vYeWgba75fQV7xsQ473qGjUlGl9/Qp9ejixxWh9/BrzUn09gljkWOj2s69oijINguBHafUTaVX71wty6JPj6D9EEnLgnbB7Yji8sFpeKo8LZqz0xC5h9ehqiH6Dr2p2Z4ev7eM9UvexOdtXBNEgEi7C4vJyu7DO9h1eDtef+s1JhSc+2ga5Bfq87zioqFvd3DYoaSs5dNrJKcdQ4/OrZe3UxeqirFnKpLDhuY5NW+isAR6dNan0+/NaTtzBIJqRONBQZvjcri5bHAaFd4KqvxtO4An/+hGdqz74GQH5qa5+H1Vpaxb/LdGix2LyUqCO4kSTxHfrJ3L5n3rhNgRhNE0vZx9xTrYcwBcTj3HpyUx9erSPokzmoaxV5fTD1FQAr27QdfkU4OKMzMzWbhwIcOGDWt7O1uR7Oxs3G43ACaTifXr1/P666+f4SpBayIEj6BNibC7uGxQGt6Al0pf88vOz4YTx7aybc1/0LRQo/MavJVFrFvyBn7fmYcFGWQDca4EDLLCsi2ZLN+SRVmF8OML6iYYgn2HYdlaKCqBWHfLTSA3pCbpZehtjUHB0Dmx1mFN0z09/bqDz6cPKh4/fjwvvfQSv/vd79rezjbi5ptvJhQS4ev2RggeQZthtzi4bOB4AsEAld72ETvVFObuYGv2v9DUM4ueqooC1i15k4D/zOXibkc0bmcUW/atI2PdPHKLRLtZQeOo9MLGnZC9Wfc9RrtAOctXaENyfPt4eFQNY0pC3adUKCzV83mS4/VjTqeT0tJTntORI0eyc+dOMjIy2LhxI/fccw8ADz30EAsWLCArK4uXX645SPg///kPK1asICMjgwMHDoS9Kz/0tLz55ptkZWUBMG3aNI4ePUr37nqbih49enD06NHwfL+Grnvvvff44IMPWLZsWbjHWH0YDAbuuusuZs6cGT72yCOPsG7dOjIzM1m6dCmjR48GYPz48cybN49vvvmGjz/+mJiYmPD66p9B9XMdOVIfbDxlyhQWLVpEVlYWTzzxRHhNtQdtxYoVvP322w3a2FEQgkfQJpgMZkYPuAIk8HjPjZHKRfm72LLq3QZEj0alJ5/1S98iGGg49GYymEhwJ3Gi5Djpq79i95GdYmq5oFkUlsDy9XrDvgiH/tVcZKe93UJakrN+w1UVjEYLn32ZwXcrlvLKK6/wt7/9LXxeURSys7NJS0vjv//9b/j4v//9byZPnsy4ceOwWq2MHz8+fE6WZR599FHS0tLIy8urdc8+ffrQp0+fGsc2bNgQHntz0003sWHDhkZdN3jwYB544AHS0tK45pprGDhwYL3P9YYbbiA7O5ujR4/WOP7OO+8wfvx4Zs2axVVXXQXAmjVruPbaa7n66quZM2cOv/rVr+rdFyA+Pp4nn3ySadOmkZaWxuDBg7n66qsB8Hp1D9pVV13FqFGjiIyMbHCvjoBIWha0OoqsMLzvaOxWB4Vlp/WsUVRMA4sw9irD1L8YQ0oFkkmftKj5ZAKHHAS2uQnsicS/zQ1qy5bWFp/Yw+aVMxg06i5k2fiD6eoanrJcNi7/J6Fgw0nVUY5oNGDl9iUcOXGoRe0TdExUVZ9FlV8I/XpAfAwUl+kJv01ClptxUcsgncE95fd7eeT+NCKdUMlQ3njjDa688koALBYLPl/tdg2jRo3ivvvuw2q14nK52LVrF5mZmYA+56+hkTePP/44r776Kr/97anRNJs3b2bAgAGYzWb69+/P5s2bG3Xd8uXLKS7WqzTT09MZPnw4W7ZsqXWtoijce++9/OIXv6B///41zt11113cdNNNxMTEcOONNwKQmJjIP//5T+Li4jCZTOTk5NRYf8MN+nDilJQU/u///o9BgwaxatUqior09hhffPEFl156Kd988w0Wi4WMjAwSExNZuHBhDQ9aR0UIHkGrM6j7UBLcSeSXnvrUJcdWYZt8GNuEoyBpSKaQPl/oNJRYH+ZBRWgBGYIyFQuSqVqYjFpkaTH7Sgr2s3HFdAaPvhtFMaFqITwlx9i04p+EQvU3SjEZzUQ7ojmYt18kJAtahSofrN+uh34G9IJAUB9O2mjas9NfIyrDgiG9H5HZtJ7o6Ciio6MpLCwkPj6+lpfGbDbz4osvMmnSJI4dO8YjjzyC2Xwq2Sk5OblOzw7AsGHDqKioYMeOHbXOLVmyhOeff57FixfTuXPnRl2nnfZzPf1xNddeey3btm3j4MGDtQTPO++8w/Tp0xk7dizPPPMMt9xyC88//zwzZswgMzOTkSNH8sgjj9RaD3pIC2hwVmC1h0dRFD7++GOGDRvGunXr6l3fERAhLUGr0julHz2S+3Gi9GQTMkXFfvNeYv+5Evu1Ocj2ILKtbrFTjWTUkG0h5IgAjqmHiJn+HbbrD4Lcci/mZUUH2bjin6hqgPLiw2xc8Y8GxU60Mwab2cbyrVms3rlciB1Bq3IkT09qrqjUc3vkRr5ya15fU4sRWwYJVG/jGmr6/BCf2B2zSaHCU4wsy0ycOJG1a9fWWFctboqKirDZbEyePDl8bsiQIRw9erReD8+jjz7Kq6++Wue5zz77jGHDhvH55583+rqxY8ficrmwWCxcffXVtWyt5t577+Wtt96q+4mfpLy8nKioKAAiIiLIzc0FCHt9GmLjxo1ceumluN1uZFnm+uuvZ9WqVTXWhEIhqqqqwvlIHRnh4RG0GsmxqQzuMZy8klw0NAydPbie2oTs9iGZm9cXRDKrSIDjln1Yxx2j5IXBhPJsLWJvefFhVnz9R9RQQK/gqgODYiQmMo6cvP1s3LOm1RsmCgTVVHphzRbonKT37vH69EaGDRE8XoCha6fGTShtSSSZ0PETDS4xmSy89veMk+slZr79EAN7a9xxz1scOHCABQsW1FhfVlbGRx99xKJFizhy5Eg4/BQfH88HH3xAIBAgIyMjfOzpp58Oe0g2btzIoUOHSE5OrmVHYWFhOJR2OvVdt3btWt588026dOnCl19+WWc4C/SQ2e7du+s8Vx2iUhSF559/HoC//vWvTJ8+ndzcXDZs2EBKSkqd11aTn5/PSy+9xOzZs5EkiW+//Tb8M6gOaRkMBnbv3s2SJUsa3KsjIEZLCFqF6IhYrrh4AsXlhQRCAYy9S3A/twHJEuJsGh3/EC0EWpWBot8NI3jI2TKbNoDTGoHFbGX9rlUczBU98gXth9MOg/ro34tK649cWUYPwXr5JfWGXFoLSZKoXLwa38pNjb4mMsKGK7obS9dA/vFtjb4uOTmZRx99tFa11IwZM7j77rsbvU9jmTZtGgMHDuSpp55q8b0FrYsIaQlaHLvFwZiLxlFeWUYgFMDQvQz38xv00FUL/sZJCki2IFF/XofSqfXK3CUkYiPjCAT9ZK6bL8SOoN0pr4CVG2H/YX1OlaEeX31gXw5aW3ZZPommqgT3HWn0+vjYKOwR/Vm3IxaTrQ/2iG6NvrawsJD333+/1vEZM2Y0eg9Bx0B4eAQtikExcNmgNGwWO6UVJUjWIDHTv0Nxt96URE2FUJ6Vgl+NgmDLanijYiQmIpa9x3axed96gqFAi+4vEJwtCTG6t8cXgMo6QlwR9/4UOcbdduMlZJlQfiHlM2Y3YqlEp6Qkyrxd2bZHIhDUkCQFsyWa/GPL8HsLzriHQNBYhIdH0KJc1O1iXI4oSk92Fnbe8z2SrXX70UgyyG4fztv2tOi+NrMdtzOaVTuWsX53thA7gnOS3ALd26Op+niK0/Gu2NC2pemhkH7PM2AxG0lN7cGRwl5s+h4CQf2zt6aF8PtLiUkYiWJo4Vkbgg6NEDyCFqNzXFd6depHwcmKLGPfEiyj85CbmaDcFGSLim3yEQydz9wNuTG47G6MipGs9QvIyT/QInsKBK1FdYjrRLEe4vphtbJ/x17UolJaNJ5cH5KEWlhC4Pv9DS5zRdqJT+zL1n2d2JcTqJWDpIZ8aFqIqLhhSFI7jMYQXJAIwSNoEVwON8P7juFE2Qm0k1PIHdP2I5naMH9A0bBNPXjW28RGxuGpKmPRhgUUe4rO3i6BoA0IBGHTTth1QBc9RuPJE6qG57MMUEOtW6IuAap68l71Z0okxMdgcfRnzfYo8gvr9/4G/GWYLFE43X1bwVhBR0QIHsFZYzKYGdnvMiq9FeGwjxzjxTSwuE0+VFYjGTSsY/KQ7M0LPcmyQoI7iUN5B1i2ZRFVvrad5C4QnC2aBvtyYM1msFvBZtWPq4UlVGashNb8/KFC5TcrdG9SHciyRGpKChXBvqzZaqai8syhbl9VARHuPlhsdc/lEgiaQocUPBMmTKgxNK65DBw4kOeee46xY8fy2GOPNXufP/7xj6xbt67BrpnnKpIkMaTXCCxma40ZWZZReW1eCgughSTMwxvu/1EXJoOJOFc8m/etZd2ulWIOluC85kQxfLdBd7o4Trap8q/fjnfFemjpP0sJ0MC7fB3+DTvrXGK1mEhN7cmB/B5s/l4lGGqsERp+bxFR8SNEPo/grFGcTuez7W1EW/PYY49RUlKCzWar1ZWyKeTl5bF48WJycnJYuXJls/aQJImXX36Z3NxcDhw4wJEjjS/lPBfoldyX3ikDOFFas6W7/ScHMHZpBw+JoqGVmvCtjW30JRaTlUi7m++2fitKzgUXDIEA5BXoc7gcNr2jcTDnOJrPh7FbCijS2YsfWQIVqjK/w5ddd/M9t8uJO6YXW/YlcDwvQFPjapoWQpaNmG1xVHkO0/KKTdBR6HAeHpvNxrBhw3jssceYMmVK+PjIkSP5/PPPmTlzJosXL+bPf/4zkiRx1113kZGRwZo1a9iyZQsZGRm88sorAEydOpX58+eTkZHByy+/jHyy3/vRo0f5/e/ZKTQcAAAgAElEQVR/H9573rx5zJ5dd4nm6NGj+f7773n//fe5/vrrw8enTZtGeno6ixYt4r333sNi0WdHvfvuu6Snp/Ptt9/ys5/9LLx+9+7dPPPMMyxcuJBPPvkk3Ko8NTWVDz74gPT0dL744ouwV+v1119n1apVZGVlkZmZSe/evQGYPXt2ePLv448/Hu4SOm3aNF544YUa93M7ohjU45IaM7KqMfYqa9T/R0sjyWDqX/8AwdOxWew4rU6WbPqGY4Xnl9gUCM5ElU/vzlxeAVEnh2X71m6j/N3PUAtK9BhYczzLkgSahlpQQvnMz/Ct217nsqSEWIy2fqzZ5qKwqPmtKQL+MkxmNxEin0dwFnQ4wTNhwgSWLFnC/v37KSkpYcCAAeFzgwcP5rnnnmPcuHGkpqYyadIk3nnnHdLS0nj11VeZO3cuaWlp/O///i89evTguuuu4/rrryctLY1QKMTUqVMBqKioYODAgciyTM+ePRu0Z8qUKcyZM4f09HTGjRuH4WQHsU8//ZSJEyeSlpaGy+VixIgRgD7bZeLEiUyaNIk777wzPB/FbrezdetWJkyYwKpVq8It1f/yl7/w9NNPM3HiRJ5//nleeuml8L1feOEFxo0bx+rVqxk9enQNu6KjoxkzZkz4saqqtUJuI/qOpaLKg6qeXvKqIbdi350zIcc1bq6V0xqB2WDm2w3p4coygeBCwx+Addsgr1CfwwUQyi+ibManVC1ahVZRpScZy3LD4keS9DWqhuappCpzFWUzPiV0onZiv6LIpHbuTLGvL2u3GamsOvuyeF9VAU53H8zW+LPeS9Ax6XCC5/rrr2fOnDkAzJkzp4ZXZdOmTeTk5KCqKl999RXDhw+vd58xY8Zw0UUX8fXXX5ORkcGYMWNqTNpdsmQJV1xxBTfddBOffPJJnXsYjUauvPJKFi5ciMfjYePGjVx22WXh8w899BCbNm3C4/GwevVqAO68804yMzOZN28eSUlJdO3aFdAHxM2dOxeAL774guHDh2Oz2Rg6dCjTp08Pe6Hi4uLC+z/11FOsWLGCtLQ05s+fX8O2hx56qMbQu+PHj9OvX7+w6JElGbvVWSNv59QTU1s3OfIMSMqZXd6RdhdoGt9uSBeVWIILnmAINu+Ew8chtrpsXdXwrd1G6d/exzNrAf5te9DKPPrfeEjVe/cEQxDSP+xoZR782/bgmbWA0jf+i2/dtjqrsexWC50792Jfbg+27w61YAsgDb+vmKi4S5AV85mXCwSn0aGGh7rdbkaNGkXv3r3RNA1FUdA0LRyqOT3JtqGkW0mSmD17Nn/+85/rPP/555/z4osv4nQ6mTNnTo3wWTWXX345ERERZGVlAWC1Wqmqqgo//tvf/sZbb73F9OnTGTBgAEajkbFjx3Lttdfi9XqZPXt2eILw6WiahizLlJWVkZaWVueaF154gQULFnDzzTfz6KOP8tvf/haAlJQU+vTpw9NPPx1eu3LlSvbt20dWVhaaBrIsU1BWj1ckJLevlFYbdtFHOaKo8lexfEsWlb7WG0khEJxLqBps36t3ZO7VBQpLTjVfDh46RvDQMf2BQUGJigTTybp2f4BQUakufs5AdFQENmd3Nu52UVTipzH5OpJBQTYY0UIh1EDDFZZqyIdicBAZfRHF+evOuLdA8EM6lOCZPHkyn3/+efiNHeCzzz4Le3IGDx5MSkoKR44c4brrruPDDz+sd68VK1bwr3/9i3feeYfCwkJcLhd2u52jR48CUFBQQGlpKUuXLq13j+uvv57HHnss7HGyWq1kZ2djsVgwmUyUlZWhnnxF6tatGyUlJZSWluL1eunevTtDhgwJ76UoCpMnT2bu3Ln8+Mc/Zs2aNXg8Hg4fPsw111wT9uD069ePHTt21LDD4/GEc34AHn74YZ588skaazRN47HHHsNoMJE29Bre/PCV+gWhKoFPBkv7uHnUyvp/raMc0ZR7y/hu67d4/WLSuaBjoWmw5yAEg9CvBxQU1zF4NBgilN90r2enpDh8andWbzXh9dUvXJzduxA99CIi+/TC0SUZxWoN5xJpwSCVR49TumsfxVt3UrRxG9ppLqKArxC7M5Uqz1G8lcebbKeg49KhBM+UKVN4++23axz7+uuv+fGPf8zcuXPZsGEDTzzxBH369GH16tWkp6fXu9eePXv4y1/+wqxZs5AkiWAwyJNPPhkWPAD/+7//CxBOAv4hFouFyy67rIb4qqqqYs2aNaSlpdGvXz/GjRuH2Wxm586dzJs3j1AoxG233UZmZib79+9nw4ZT7dsrKiro3bs36enplJeXc++99wLw61//mpdeeokHH3wQg8HAnDlzwoLnqaee4sEHHwyLmWqOHz8eDqGdzkVdL8Zittb7c6kmkOPA1E6Jy4G9dU9OdzmiqPB6WLHlW3wBIXYEHZcDR0CRoXdXqM5dbi5Gg0KnTinklqTy/X61jpw+kAwGEi4bSfK1aZijXMgncxW1kIoWqNkCwp7SCXtqCgmXj0ILhjiWuZQj6d8SKD31euL3FuOOG0re4UWoIfG3LGgcYnjoSUaOHMm9997LHXfc0d6mNIvdu3fTq1evVr1HQlQSlw0aT27R8XA35fpw/Hw39usP0dZd4TW/RPkHPaj8skuN45F2N4GAjyWbM/D6G5fULBBc6PTuCt07656e5uCwW4iJ7cquw4kcza27UMHZsyv9fvNLTK5IJFlGCzXB8ytLuucnEGDPvz8hb8mp9h9GsxtfZR5F+WuaZ7ygw9HhkpYFzcNstDC87xiKy4vOKHYA/Bti0HxtPwNHUyX8m6JrHIu0uwgG/SzdkinEjkDwA3Yd0L09Me6mXxsb7cIV3Z/1uxLqFjuSRLdbb2DwM49ijo4CjaaJHdATj0IqksFIr/+5hUF/eAyDXe+kGPAVY3OmYLV3arrxgg6J8PAIGsXFPYfTNaFn/YnKtdCIfW85SqyvVe06ncABB4W/GRl+7LRFgqqyZHMGFd6WGSwqEFxISBL07wEpiXoic2PWJyUlUhnoxrY9Cj5/HSJGluj76/8h5pLBLdsnUJHxFRSy8Zm/ECgtR5ZNGIx2cg9nitCW4IwID4/gjERFxNCzU18Ky5oyskGi4vMuqN62+xVTqxQqZncNP7ZbHMhILN2SKcSOQFAPmgY79sLRvFN9eurDZFJI7dyN/LLebNgh1S12gN733tHyYgcgpGKOiebiPz6OYrWgqn40JCLd/Vv4RoILESF4BA0iSzJDeo7AU1XeqFDWD6nM7IRWbjzzwhZAU0E9YcH7nd5nyGy0YDVZWbZlEZ6qOnoFCQSCMKoG2/bA8RPgjqx7jdNpIzGpDzsPdWHX/mC9ic6xoy4hbuSw1psAEVIxx0TR885bgJOhrYgumMxRZ7hQ0NERgkfQIF0SuuN2RNfdYPBM+BVKXhqE5muDX7OATPFLg0CVMcgG3M4oVmxbTGlFM7MxBYIOhqrC1l1QWgYRjprn4mLdOF39WL8zluMn6u+ibnJH0uuuW/UZL61qrEbspUOIuvgiQCMY8OCKHYJ4SxM0hPjtENSLxWRlUI9hFJYXNHuPwJ5IKr5MbdXQluqVKft3T0JH7EiSRIwrjjU7V5BfLHp0CARNIaTCxp16nx6bRW+wmpKchI9+rN5ipcwTbPD67rdNQzGZTnU0bEUkWab3fXcgKQqhYAVGUwQ2Z2qr31dw/iIEj6BeBnS9GDQIhhrufnomPB92x7sksVVEj+qVqZzbmar5+liPOFci2w9sElPPBYJm4vPrs7csZoUuXbpxrLgXm3ZKBIINx6iMkU5iLhlcq1Fga6GFVBSzieihep8zv7cIV8xAZMXSJvcXnH8IwSOok9jIeLol9qSovLAFdpMoe7svlfM6t5jo0VTQfDKeWd3w/Fcf0BobGceh3L3sOLSlRe4hEHRUPJWwdruN7Qf7sPeQ1qjGhInjfgRS2xb9ykYjnadMAEDTgmiaJhKYBfUiBI+gFoqsMLTXpZRVljY5Ubl+JDzv96TkjxcTKjKdlfBRvTKhfAtFvx9G5Rd6VVak3U1xeSEb9qxucAaaQCBoHIVF5Rw88D1ma0yj1sePHYHU2rk7p6EFQzi6pGBw2AE9gdke0QWTJfoMVwo6Ih1qtISgcXSO64rTHkFecW6L7+3fFsWJu8fgmLYf2+TDIIFsa5wLXK1UIChRMSeVii+6QFB/cbUYLciSTPaO5QRDDecYCASCxuMp24fBFIndmYLPW7+3VzIYsMbHoAXbfn5eKBDA2bUzxVt3AhqBgAdXzCDyjyzmkUceZsiQIYROhtkURQmP5Knr+GuvvRbed9q0afz0pz/F4znV0iIvL49169bVefzxxx9vg2crOBuE4BHUwGgwMaj7MIrKmz48sNH4FDz/7YlnVnfMI05gm3gYY7dyJHMILSADUniYoGQKoVUaCOyNoHJBCr710aCe+hQpywouRxRLNn0jJp8LBK1AaeFmjOYIjKYIAv665+M5Ujuh+oNIctsHDRSTEUf31JOCB0LBCszWeCy2BAB+9atfUVam2x0REcEvf/nLBo//kGeeeYbt27eHH//xj39s8Ljg3EYIHkENuif1RlEUAsH6S09bjKCM77t4fN/FAyBH+lFSPEjmECChVSkED9vRyk31bhEbGc/mfevIL2l5b5RAIABNC1GUt4a45CuRFUudHY3N0e3YA0eSsSbE1TgU8JcQGT2wzUNsgnMbIXgEYaxmG/27DGyhROWmo5aaUEsb/8IZ7Yzh6ImD7D6yoxWtEggEoWAlhbmriOt0Od5KP1AzdCUbDSC1j21o6KXwP0AN+TBbIzEYne1klOBcRMhfQZheyf3QNI2Q2jZlpWeDzWLHH/CxfrdIUhYI2gK/t5DSwu2YrbUTgtVgqPU6K58JCdRA7dYZAV8JFls8kiQ+1wt0hOARAOCwOumZ3Pesmgy2FbKs4LRGsHLHUnwBMTBQIGgrPKV7CPjLMBhrtmL2F5W0YEVnE9E0vPm1X7dU1Y8kKdicndvBKMG5iJC+AgB6p/QnGAo06C2J8EeQUJlAYmUCCZUJmFUTIOGX/eTacsm15pFry6XE3IiRy2dBbEQsW/ZtoLidQm8CQUdF00IU568jLnkcwWCl3hAL8Bw6gmI0ooXavkpL9fsp33ewznOhYBVOd2/yju1EVX1ta5jgnEMIHgERdhfdknqRX0cZuqIq9CrtxfD8YUT7olElFYNq5HT/dUpFMgE5gKzJlJhKWBO3ll2RuwkoZ9el+XSctkgKywrYI/J2BIJ2IeAvpbRwK5HRF+Grygd00eEtLMIcFdUmYyV+iGQwUL4/p85zGiogY4/sRnnxzja1S3DuIQSPgN7J/fAHfLVc0j1KuzPx8AQUzYBBVdDQUFDQpNovaBoaiqaABlG+KMYfuYpxR6/km+RMvnd93yIJjQbZgNVkZfmWRaha23+SFAgEOhVl+7E5UjAYHQQDej+aE6vWkzz5qja1Q1IUKnPzCJTVPdy4qKiMPzxxM5J0G97KPCQJlixZAsAbb7yBelKcybIcPl5NSUkJv/3tbwn8ID9o586d9R4XnPtISUlJIuOzA2O3OJg44secKMkLCx5L0MzEwxPoWt4VWZPRmtkuXtIkQpLKUfsR5nf+mkpj5VnZGu9OYsPubPYd23VW+wgEgrPHaIogLvkqfN4C0FTM0W6Gv/ECqG33lqKhsXvGB+SvWN3gOpMlhrKi7XhK97SRZYJzEZG03MHpntSbUCgYFjsOv4M79txOt7JuSJrUbLEDoEkasibR2dOZn+++HZfP1ey9Iu1u8oqOsf/47mbvIRAIWo6Av4zSwq2YLfroCV9hMcVbdoBBaRsDZBktGOJE9vozLg34SnC6+4iKrQ6OEDwdGIvJQs/kPhRXFANgD9i5be/PcPqdegiqJfpqSLrwsQVt3LrnFiL8EU3ewiAbMBmMrN+9SpSgCwTnEJ7Sffh9ReF+N3v//QlaMAhyGzTl0VT2vPuhfr8zLdWCyLIBqz259e0SnLMIwdOBSY3vhqaBquo9NH58cAq2gO2svDr1oUkalpCFn+y/AVlr2q9ddEQMm/etp8LrOfNigUDQhqgU529AUSxIkoI3v4D9//2MRo1XPwskRaZ4607yv1vb6GsCvlIiovoiSW3kgRKccwjB00ExKEb6dh5IyUnvzrCCocRWxbbqPTU0Iv0RjMod2ehrbGY75ZVlHDguYu8CwblIMFBGaeGW8ITyY5lL9blWrfXuosj4yzzs+ud/mnSZqvpRDBYstvhWMkxwriMETwelU2wKBsVAMBQgwh/B2ONjdc9La3qiJZA1meEnLiHaW7tba104bRGs3519XnR/Fgg6Kp6yA/i9heHQ1vbXplO6c2+Lv55Iikyw3MOmP/yFQHnTPb4BfzkR7v603xwMQXsiBE8HRJZkBqQOpqRSbxA49MQQZE1qm9eAatGTf8kZl0Y5ojlwfC8nSvPawDCBQNB8VEoKNmEwWAEJLRhk68tv6QnFki5UzgpJf32qPJ7H+t//qc7Oyo2yMuTFYHJitrauN1twbiIETwckISoJm9WBP+DDoBoYVDSwTe+vodG3pA+WoLneNQbFiCRLbDuwsQ0tEwgEzSXgL6Wi/BAmcyQAWjDE92//i+2vTSdYWaUnMstNfMuRJCSDAprGwc/ms/63L+AvLj0rO0PBSpyRPc9qD8H5SZvW6I0bN47f//73aJqGJEk4HA4uvfTStjShWWRnZ+PxeMJNqmw2G/v27eOOO+5oZ8uaR6+U/niq9EZd3cu66Qfb0sMr6aKnV2kvtkRvrXNJdEQ063dl4/VXtaFhAoHgbCgr/h6bozP6C4qeuFy0cSurf/MkyZOuotOEK5BNRhSTCU1V6x5FIctIsowaDIKmkr9sNTlfLaQqN79FbAwGPJht8SgGO6FgRYvsKTg/aDPBI0kSb7zxBnfffTcrV67E7XaTnp7eVrc/a2688UaKi/UE35EjR3Lvvfe2s0XNw2mLJNYVT17xcQA6VXTCqBpR6+ie3JoYNAMpnpQ6BY/FZMVTWc6hvP1tapNAIDg7QsEKPKV7sUd0w+87NesuVOXl0Ofzyfnya9yD+hMz/GIie3XDkhAHqqp/CEb35viKSyjfd4iiTds4sXIdIW/LDwjW1BA2Z2cxbqKD0WaCJyoqCrfbzbp162qdGzlyJI899hjFxcV0796d1atXhz1BU6ZM4YEHHkCSJLKysnjxxRcBuPzyy/nd736HoigUFRXx05/+FIBHHnmEW265haKiIrp06cJPfvITtmzZwrvvvktSUhJms5l3332XDz/8EICcnBy+//57bDYbmzdv5v7772/S83rkkUeoqKhg+vTpjBkzhk8++YSJEyeyZcuWOm384fr777+f7t278+ijj7J8+XKuu+46ioqKkCSJ5cuXc+211/LMM8+waNEiFixYAEBWVhZ33HEHR44c4e677w4/71mzZjFz5kySk5NZsmQJ+/fvx+FwkJ6ezvPPPx+2t3NcF4KhU30rUjwp7TLlWEOjU0WnOs+57C6Wb8kSicoCwXlIeeke7JHdkCQFTav5N6ypKkUbt1K0Uf+gIykKxggnstGAGgwS9FSi+v2tbmPAX4Ijojuekt21bBRcuLSZ4CksLOT48eNcccUVfPPNN7XODx48mCuuuIIjR47w4YcfMmnSJNatW8eTTz7JhAkTKC0tZdasWVx99dWsXbuWV155halTp3L48GFcrlMdfBVFYcaMGcyYMYPZs2eHjz/66KOUlJRgsVhYsGABX3/9NcXFxXi9XtLS0rBYLKxatYrIyEhKS5sXI3744Yc5cOAAoAu8+mwE+MlPfsKIESP4xS9+gaZpfP7550ydOpWZM2cyduxYduzYEfYo1cVFF13EtGnTuOaaa5Akifnz57Nq1SpKS0s5dOgQaWlpxMTEsHjx4rDgUWSFHp36UOo5ta/b72o3wRMZqN2E0GFxUlB6gtziY21uk0AgOHvUkJfy4u+JiOqLr6rh5GItFMJfXNJGlv3gvloIWTFhtsbhrTze5vcXtA9tmsNz66238uqrr/Lcc89RXl5z2NumTZvIydEn3n711VcMHz6cQCDAqlWrKCoqAuCLL77g0ksvRVVVsrOzOXz4MKAPeavGYrGQn1871nvnnXcyceJEAJKSkujatSvFxcVYLBYyMjJITExk4cKFzRY7kyZNYvPmzVx00UUADB06tF4bx44dy+jRo7nmmmsIhfRPF5988gnvvfceM2fO5KabbuLTTz8Nr3/qqad48MEHAUhNTQVg+PDhLFy4kKoqPcclPT2dESNGkJGRQWpqKhkZGaSkpDB9+vTwPnGuBIwGE0H1lIdH0dqpCdfJEL+syTXCaQ6bgzXfrxAdlQWC85iKsgM4Xb2QJAOaduZOyO1BMFCBI7KHEDwdiDat0tq1Sx/6+Mgjj3DjjTfWOHf6G1x1YnN91PeGGB8fT25ubo1jI0eOZOzYsVx77bWMHz+ebdu2YTbrFULVHp7BgwfTpUsXhg0b1uTnpSgK9913H2+99VajbExNTeU3v/kNzz77bPjYsWPHOHHiBKNHj+biiy/m22+/DZ974YUXSEtLIy0tjUOHDgE0+LOp9vBcfPHFTJkyhaSkJAB6Jvel0lszSa89vDsnb4yEVOP+EbZIjhcepaC0ZZITBQJB+6CqfkqLtmOyuNvblHoJBSswW2PDvYMEFz5tKnh+8YtfsH//fr777rta5wYPHkxKSgqSJHHdddexZs0aNm7cyKWXXorb7UaWZa6//npWrVrF+vXrGTlyJCkpKQDhcJHb7WbEiBFs3FizlNnpdFJaWorX66V79+4MGTKk1v1DoRBVVVW43U3/A506dSpZWVk1QlD12QjwwQcfMG/ePHJycvjZz34WPj5r1izefPNN5s2bF64Iq4/s7GyuvvpqLBYLVquVCRMmsHp1zYnBfr+fUChEZGQkDquTOHciHm9Nz1pADjT5+bYUQSlYY4yF1Wxj24FN7WaPQCBoOSrLDxEKepFlU3ubUi+aFjxZVSboCLRZSCsxMZF7772XSZMm1Xl+w4YNPPHEE/Tp04fVq1eTnp6Opmm89NJLzJ49G0mS+Pbbb8nIyADg8ccfZ+bMmciyTEFBATfffDNfffUVf/3rX2uFtJYsWcJtt91GZmYm+/fvZ8OGDeFz1SEtg8HA7t27WbJkSZOfW2xsLO+8806NY0VFRXXa+EOee+455s6dS2ZmJvn5+WRkZPDaa6/xySefnPGe27ZtY/bs2eFk5lmzZrF9+3aSk5PDIS2TycSyZcvYuXMnfTpfVKeIyrfmt0visoREgflUfD/C7uJowWGKywsbuEogEJwvaFqI0sJtRMVfgq/q3PTaBnyl2CO6Ula8E2jbSlVB2yMlJSW1e7JEdZn3+drXpqUYOHAgzz77LFOnTm3RfWVJ5pqRP8Hj9RAM1fTojMy9lNF5o1plYGiDNmky62M28G2nxQAkRCWStT6dwrITbWqHQCBoTWTiU64CTSUUavnyckWWcVkjsBjNyLKMqqpU+r2UVpWjao0TMGZrHCeOLcPvbV73ZsH5Q5smLQvq5/777+f222/n17/+dYvv7XZGYzKaCVbUrvo67DhMKD/U+nO0TiMgBzjk0POR7BYHBaUnhNgRCC44VEoLtxCdMIpQVcsInkirk57xqXRyxWM1WepsX6HIChW+Sg4X5bI3/xAeX2X9Fob82BzJQvB0AM4JD4+gdRnYbSjdknpRVF7HH7QG9+y8C2fA2WZeHkmT8Cpe3u7/TzRJI96dyPIti8gtEqXoAsGFh0R8yng0LYQa8jV7l/iIaC7u3I9IqzP82ayhVywJCSQNTYOiihLWH9pOUUUdVbiSjMnk4vihBaInzwWOmKV1gSNJEl0Su1NWUU+vCwmy49YQktruD12VVNbGrkOTNCxGC57KsnDnZ4FAcKGhUV68C6Oxdt+txmBUDIzsNpjLe4/AZYs4uWPDYkdfo4sdgBiHm/H9RjMktT/K6fO8NBVJNmCyRDfLPsH5gxA8FzhRzhhMp/XeOZ3tUdvxKj4krfVjWpImEZADbIreDECk3cX2g5tF3x2B4ALGW5kLkkZT4+aRVifXDrqSztF6a43mvk6oJ6/rGdeZyRddjs1kqXE+FPKKaq0OgBA8FzidYjoTDDXsvQnKQeZ2mac3AGxN3aHp3p35nRfgM/gwKkZ8QR/HCg+34k0FAkF7o6o+KsoOYTw5Sb0xuGwRjO83CpPB2IKWSNjMFiYM+BEOsy18NOgvx+pIRpJEWuuFjBA8FzCSJNEloTtllWfuHn3UfpQNMRv1PJ7WED0aaJLGDvcODkQcBMBld7MrZ1uN2V4CgeDCpKL8YKN78lhNFq7qOxKDYmhx76+mgUkxclW/URiVaoGjN7o1W2Na9F6CcwsheC5g9OosU61S9PpYmriMPRF7W170nBQ7OY4cMpIXhQ9LssyREzkteCOBQHCuEvAVE/SXISuWM64d3X0IBllptVC3hobZYOKSrgPDx0JBEda60BGC5wImKTqFYBMmjmuSxvzUBWx3b0eV1BbJ6ZE0CVVS2Ruxjy+6fhWem+W0RpBbdJQKr+es7yEQCM4Pykp2YzQ1PMqhZ1wqUY7INmmFmuKOJ9kdD+iztSy2BCSpneYLClodIXguUCRJomtiD8rqKsNsAE3S+CY5k687p+OXA40rh6hzI/0rKAfJSM5kbuq8GkNCrWYbe49+34yNBQLB+YqvMhdNU6nvrUeWZAal9NFLytsACZmhqQNOPlKRZAWj2dXgNYLzFyF4LlCctkjMRkujw1k1kGCXazcz+r7DTtf3aJKGhqZ7fBoSP5ru0dH0yaDsidzLjD4z2R61o0ZxhkEx4g/6OFGS13TbBALBeYuq+qkoO4ipnuTlztGJSFLbvS1Vh7biI/TcHU0NYbHGt9n9BW2LSEm/QIlyRnO2iTheg5evU9P5NriYAUX9GVw0CJfPRTN9ChIAACAASURBVFAKAhLyyZCXhoYmaRg0A2WmcjZHb2ZL1FaqDFV17uuyu9iZs63ODqkCgeDCprL8EI7I7nWe65fYA0WW27RNhSLL9E3sTl5ZAYFAOVZHCmXFO9rs/oK2QwieC5ROMalUeutvp94UvAYv6+LWsy5uPYqqEOONIcYbjUnVKy4CcoBCcxEnrCcIymeuuJJlhSP5B1vENoFAcH4R8JcQ8JWgKFZCoVMfigyygQiro817cqmaRnxEFACaGsBgdqEY7ISCFeE1u3fvplevXgDExMSQnZ3NP/7xD1577bVWsys7OxuPxxMe+pyRkcGrr77aavfrCAjBcwGiyArx7gQK6xolcZaE5BB5tjzybM0LR1lNNorLCymvKmthywQCwflCeckuouKG1xA8bnsEITWE3IYhrWo0DZwWO+XeCtDAZImiylNR59p77rmHoqKiNrHrxhtvpLi49gxEQfMQOTwXIC5HFHIrlnSeDQ6rg/3Hd7e3GQKBoB3xVuahEeKHb0FR9sh2ETugh+XdNj2vKBSqwmrvVOc6l8vFtddey8cffxw+9vrrr7Nq1SqysrLIzMykd+/eANxyyy0sWLCAzMxMZsyYgcViCa+fPHly+PqsrCySk5MbbeuYMWP45ptvWLRoEX/9618xmXRPe3Z2Nm63GwC32012dnb4mt279dfc2NhYMjIy6NevHwBTpkxh0aJFZGVl8cQTTzTahvMVIXguQGIiY8/Z/BhJksgvzm1vMwQCQTuiaUGqPEcxmBzhYxaDqd0EjyzJmE92dNbL0+PrLE//5S9/yccff0xFRU3vzwsvvMC4ceNYvXo1o0ePBiA9PZ3Jkyczfvx49u7dy80333zWdprNZl5//XXuu+8+rrrqKgwGA7fffnujrnU4HLz33ns8++yz7Nixg/j4eJ588kmmTZtGWloagwcP5uqrrz5rG89lhOC5AEmO7XJO9rexmmyUeIrPSdsEAkHbUlVxDEUxhx+3ZXVWXfw/e2ceHlV99+37LLPPJJmQEBISCYJgy6qsUsX2ESKIElyAqo9iq4K1VV/FakuhLYgVWxHr8niBC+JWbBQBRSABC4oSQKEgioZ9CSEQsk4y+znvH0MGhiQkkWSy8Luvy8vM2X7fGZIzn/Nd5fBQUR0JCdVgj9hvt9u55ZZbeP3112ucO336dDZs2EBGRgYff/wxAD179mTJkiWsWbOGG2+8Mez5qT4+Ozub7OxsunTp0mAbu3XrxqFDh9i3bx8AWVlZDBkypEHv7bXXXuPEiRN8+eWXAPTr14+NGzdSXFxMMBhkyZIlDB06tMG2tEWE4GlnmAxmnI4OeHy1V0i1JHaLg31HRThLIBCAz3Py1E+has9zDThubnT0SK+4JGEwRk53v+uuu/jwww8pL6+Zfzh79myuvPJK5s2bx9SpU4FQ6Gr69OmMGDGCefPmYTKZIo7PyMggIyODgwcPNthOSfpx/YksFgs5OTk4HI6wB+rHXqstIwRPOyPOHh/qg9MKkSSJ46UinCUQCEI9ebzuEyiqBYAKT2WjOsM3JbquU+4+HaYKBjyYrZ3CrxVF4fbbb2fBggXnvI7L5SI+PlTxZbfbKSwsRFVVbrzxxiaxc8+ePaSlpZGeng7AzTffHJGrUxeVlZW8+uqrPP7448yaNQuz2cy2bdsYOnQoTqcTWZYZN24cGzdubBI7WyuiSqud4XR0aJX5O2ajhfLKUlzuipY2RSAQtBKqKg7h7DiAYKCK4sqyKPVXrokiK5ScMWQ5GKjCZD3dgNBsNrNy5co6K6amT5/OQw89hK7rPProowD84x//4OOPP+bIkSN8//332O32Ws9tDF6vl0ceeYT58+ejKArbt2/nrbfeCu9/8803CQQCqKpKYmIiDzzwAC+88EJ4/759+1i6dClTp07lySef5KmnniIrKwtJkvj000/Jzs4+bxtbM1JKSkrrdAcIfhRX98vAbLLg9jauB4+mgt8hoxskpKCOWqmjeJruVyMhpiPfHtjGD4dFQy+BQBBCUW10uuhavO7jAEwYNDpqYyWqkQBPwMvSbWsjtpssiRw7lB3Rj6ctkZqaytSpU3n44Ydb2pRWg/DwtCMkSaJDTCInK07Ue6wuQ2lvI8WXmajoZsDbUQEt9MevA7oCxjIN24EAcd946fC1F7XqxwsgSZI4UXb8R58vEAjaH8FAJQF/BbJsRNN8HCzKp2tCalSD8jqw5/ihWncYjDFtVvCUlZXxySeftLQZrQoheNoRdksMkiSds/9OwCxx7BoLx66xEjRL6ArIPh2lSo94rtKBoFmitI+R0j5GDt7qIH6Lh84rq7Aca1zITJIkNF2jzCUaaAkEgkjcrnzssd3xeYv5/th+0hM6Q5S9PLUJHk33Y7Qk4KkqiKotTUVFRQU5OTktbUarQiQttyMc1hjOlXhf0tvIf5/swJGxNnQVVI+OoVJH8de8vUiAHADVraO6dWSfTtFQMzv+Ek/+aCtazRYVdWIz2SksKWiVuUUCgaBl8bpPIMmhG0qZu4KTrtJz3seamsPFBXj83hrbg/4qLGckLgvaPkLwtCMSYhLxB2pOR9dU2HuXg7zfxaKZwFCp04CRVxFI2qnzfDqHx9n4ZoYTr7Nhvz4Wk4X8ooaXXgoEggsHn6+UkE85pHJy921H05o/qCUhEdCCfH3w21r3a5oP1WBHkkQgpL0gBE87IsmZUiNZWVPhh9/GcuIKM4pbR/Gd3xpyENRKHU+Sys4/OfEk1u/qkSSJ4vKT9R4nEAguPHTNj9dTjKKGRi+4vFVsPfgtNHMmj4bGxr3b8AbOfVNUDbZmtUMQPYTgaSeoikqsLQ6P3xPepgO7J8dQ9lMjaqWO1ET3D4lQqCtgl/nusTj8jrr9z6qs4vV7qTij5FMgEAjOxF1xBEU9LSz2nDjEoZMFNKfoyTt2gKOl5y6k0HVdCJ52hBA87QSHJabGthNXminpZwqJnWZYU63S8Ttk9k2KqfO2ZDHbKCw+2gyrCwSC9oLPW1yj82/uvv9yqLigWRqp/nBsP/89vKv+A/UgBmNsk68vaBmE4GknWMy2iNuCJ0HmwK0OFG/ziJ1qlCqdkt5GioaYat1vMZhFd2WBQHBOAv6aDUl1YOPe/7LzyG509PMehSAR8th8dWBnw8QOEAx6MJo6nNe6gtaDEDztBIclBk3Xwq8PjbeHSs6beTyNBCg+nQO3OdAMNffr6JSLcJZAIDgHuh4k4K9EkmveRL4r2MOqbz6ntKocHR25kcKnulXHCVcJH+/4D3tP1NJzpw6CQS9Gs7NR6wlaLyL9vJ0Q54jHeyp/xxcnU9LXhOKOTvsuOQABi0Tx5SYSNp1d3ilRUVVz2J5AIBCcic9zEpOlIwGtZqVpucfFqp2fkxybSM9OF5MU0wFN11BlJdQo9VTvMQlACvVqDmhBZEkmv+QY3x/bz4mK4sYbpWtIsoqsmNGCnvqPF7RqmkXw5OXl0aNHj/DrCRMm0LdvX6ZPn94cy/0oarMpKyuLJ554gh07drSgZT8Op70D3lO9JAqHm9FlmixJuSFIGuSPtkUIHqNqxOWpwF9PFYRAIBB4PcVY7KlQU++EKSg7QUHZCSwGM4kOJx3scXR0dMBkMCFLEpqu4/a5OV5eTHFlKccriuutwqoXXUdVrfiE4GnzCA9PO0CWZGxmW3h0w8lBZmRfdEekyV4dd7KCL0bGWB4KrVlMVo6cEP13BAJB/QT9rgbP0XL7PRwqLuBQcfN3QdaRUA02fN4f4SEStCqinsMzb948xowZA8Ctt95Kfn4+TqeT1NRU1q4NDW/r3r07OTk5pKSkRGxXVZUvv/yS2bNn06VLF7Kzs8nOzubQoUPhn5OSkrjttttYsWIFOTk5LFiwALPZ3Gg7hw8fzvLly1m1ahXz58/HarUCkJubi9PpxGq1snTpUoYPHx7ePm3aND7++GM+/vhj0tPTARg5ciQfffQRq1evZvHixSQkJABgtVp59tlnWbNmDTk5OVx33XUAZGZmsmbNGtauXcu0adPC9lS/xw0bNvDSSy9F2GoxWcM/awbwdFSQz/GU1BxUd2auuui0hjaqJorE/CyBQNAAAoGqaE+UaBC67kc1nP+kc0HL0yweHrPZHDFmPi4ursbYeZPJxB133MGJE5GDLjt16sTLL7/Mb3/7W44ePUpqamp43+23305lZWiQ28GDB8nIyABCIbTqnwFWrlzJu+++C8Bjjz3GrbfeysKFC2vYOXbsWAYPHhx+XS1SnE4nDz30EBMnTsTtdnP//fczefJknnvuOQAMBgPPP/88b775Jp999ln4fJfLxfXXX88tt9zCzJkzmTRpEps3b+aGG24AQgLv/vvvZ9asWfy///f/qKioYMSIEQDExsaSlJTEn/70J0aNGkVZWRn/+te/uPbaa1m9ejUej4eMjAzMZjMbN24kNjaWsrJQMrDVZAtXMFR1VpEDLXPf0FRwXaQStzPkQpYkcIn8HYFA0ACCgSrQqzsuR9dDfS60oB/VULPth6Dt0SyCp/rLuZrqfJkzueuuu8jKymLKlCnhbTabjbfffpsvvviCvLy8iOPNZjMTJ07krbfeisgPqo2ePXvy2GOPERMTg81mY/369bUet3z58ho5PAADBgygR48eLFu2DAgJnK+//jp83D/+8Q+SkpJYsmRJxPWWLl0a/v9f//pXAJKTk3n55Zfp2LEjRqORQ4dCFQJXXXUV999/f/jcsrIyhgwZwsaNGykuDrlOlyxZwtChQ1m9enVYRCYnJ7Nq1aqw2IFTHh49JHH8MTItdbOQdPCe0XlZ16HqrM7PAoFAUDs6Pm8psmJqVQnCuiY8PO2FFilLt9vtZGZm8vbbb0dsT0lJ4cUXX2TYsGF07949Yt+9997LO++8g8dT/x/CvHnzmD59OiNGjGDevHmYTLX3iKkLSZL47LPPyMjIICMjg1/84hc8+uij4f379+/nu+++Y+LEiRHnnTmlvPrnJ554goULFzJixAgef/zxsC21TTU/V5+JahHZv39/0tPTGThwYHhfnN2JPxjyqmiqhB7NyXtnoZ+qKpUlmaAWDFeOCQQCQX14vcUoSuNTEJoTTfOjGoXgaQ+0iOC59957ef311/H7IxNNdu/ezdKlS5kxYwZPP/10eHtMTAzXXnstixcvbtD17XY7hYWFqKrKjTfe2Gj7vv76awYNGhQOcZnNZi6++OLw/n/+85/MnDmT+++/P5yTA6EQWfX/qz1CMTExHDsWarw3fvz48LHr16/nV7/6Vfh1bGws27ZtY+jQoTidTmRZZty4cWzcuDHCtmAwiNvtxuk83RvCYY3DGwhVR8kBHUlvIXewBNKpf1KjwURZZUnL2CEQCNokfk8JslJLQ68WRUdCRpaNLW2I4DxpEcEjSRIffPBBnftzc3PZs2cPkyZNAkKenwULFhAMBht0/X/84x98/PHH/Otf/2LPnj2Ntq+4uJiHH36Yl156iZycHD766CO6desWcUxJSQnz5s1j9uzZ4W1Go5GPPvqIu+++OxzSmjt3LvPnz2fJkiXhUBWERFNsbCxr164lJyeHYcOGcfz4cZ566imysrLIycnhm2++Cec+VYe0Pv30U6qqqli3bl34WjazjUAw1GHQWKyFkmdaAB2wFITsMBlMlFSIgaECgaDhBAOtMwSuoyO3Ms+ToPFIKSkprSc7rA2Tm5vL6NGjKSmJvldj7LAJlLvL0bQgmgpbXkxEcTfdsNCGEjRJ9Hy+lNgf/CTEdmTb7k3sL2i84BQIBBcmsmwiOf06vO4T9R8cRYzmBE4WfIHX07rsEjQOMVqijSNLMkaDEU0Leb/kQMjLUtuYh+ZEJ1SlZT0S8vBISFR6KqNrhEAgaNNompdg0IskKfUfHFUkZFV4eNo6ovFgEzF06NAWWddoMNYoykr40sPhm+0QxeaDQYuEY58fQ+WpNSVwiwotASHxG29LISWuBymxPbCbnMiygjfgprB8P0dLf+BY+V78wbPHkgguRAK+ChTFTDDobvzJEtjjLMQnO4hPtmO2GpEUCb83SNmJSooLKig97iLo1+q/1pnoQRTF0nh7BK0KIXjaOAbVVF2RHibxSw+Hb7SjS9EdL5G86rTAkXTw+cUX2IVMvK0zV3S9icFdxyJLCrquYVDNSGc4lgOal6AWxKAY2Vf0Xz7b/S67Czej08gvJEG7QQt6UQ02aFjKJgB2p4UegzrT/fIUZEVC10AxyBGVr8GAhq7pKKpM4cFSdn15kIK9xTSkxkPXA8hq46p9Ba0PIXjaOEbVyNl/sYZKnYRcD0U/M6NWNr/iCRpBrdRwfnPGzBoJfAEheC5EHOYO3Hz5H+meOBBJkk8JnNDvoa7r6Gd8k8mSiqyEbkPdEwdwUXwvvIEqPtj6FN8f+7IlzBe0MIGgG5PUsGwLi93IkLGXknxxfKhKtLrl6qlfuTNbf8iyBHJof6euThJSYwj4gmxctouju89dYKHrGqrw8LR5hOBp4xhVY63zZy760EXx5SaCBlCaccyELoFmkOjxcjnSqYdyWVbw+X01+gwJ2j+DulzPDf0eRpUNnO733bDfg9D0ayMGk5n/HfIk3x/byJJtT1PlK6v/ZEG7QQt4kaT6v5q6XZbMwNE9kBWpwTO4qtE1HUWRUa0ywyf04ejuIjZ99ANed+03S10LICuiLL2tI5KW2zhGg7nWrxNDhU63heXoBqlGyKup0IGAVSLxCw9x35727qiKisf3I+LvgjaLhMwtl09jbP+pGGQT5zPcRNc1ZEnlJ8lX8vA1bxFv69x0hgpaPZrmRTqHh0eSYGjmpQy6rgeKKjda7JyJroc8P517JDDm/sHYnbV7cXRdE2Xp7QAheNo4ZqOFoF57sDt+u4+O690ErE0veqrFjqUgQPp7roh9qqLicrtqP1HQ7pCQmDhwBv3TRqJIKnoTjTaRkLCbnPzu568Sb01pkmsKWj+6dg6XtATDbvwp6b07Ictyk03RkSQJs83IqHsHYo+rKWx0PSg8PO0AIXjaOCaDEe0cDRnTF7tI/MITEj1N9K+tAwGbhOVYkJ8+U4riPSuHSDFQ5RWC50LhFz0n0bvzz5EbEIZoLDpgMdi596oXUGWRNHohoGmBOh/Qel+VTtpPOobycZoaHYxmlRF3XY6iRt4sdT2IIjott3mE4GnjGFQTml53RYukw8VvVpC6vJKgSSJgkc7roUgzhDw7sd/56DWnBIOr5tVUxYDbK3rwXAgkx3bnfy69q1nETjU6oUTo63rfX++xgraPrgVqrS6NS7LTZ3h684id8OJgthu5bGS3mvskqRX2BxI0BiF42jiqqqJp5y7hlYDUFVX0frIEc2GAoFUiaGqc8NFU8Nsk0KH7a+Vc+s8yVE/tV5BlGa8oSW/3SMj875C/ocjNX/sgSwqDu2bSpUPfZl9L0LJoWqDGvUmS4OqJfZCaU+ycQpYkul/emcS02LP26Ehya5vzJWgMQvC0cYyK4ZwenjOxHQnQd1YJ3RaWYz4WEj5+e8jroymnw+E6oMuhURHV+2U/pC6rpP+fTpKwxXvuNEEdglojmmgI2iSXJg/DYe4QtWo8VTaS8dPJUVlL0HLomr/G/SXlkgTM9ppNVpsLRZXp9z8XR2zT4ZzJ1ILWjyhLb+OoqrHBggdA0iBhk5eETV4qU1XKehkov8RIZbqKP1YJlS1IErJHw3bQj2O3n5g8P7G7fOGy84YgBE/75+c97sComBv1+3c+aHqQ9PjexNs6U1yZH5U1BdFH02t6eHpd1QXVoKBr0VE8uqaTmBaL3WnBVRKqOA2F2VpmMLOgaRCCp40jS/KPfsK2HQlgOxIgZXXoD1qXQFdACp5/h2ZNCJ52jdOaTOe4nlETO9VIkszg9LGs+vblqK4riB66FojokGyLM9Mh2RE1sRNGkug+IIX/rtkbfn2mXdWMGjWK1157jeHDh7N3797o2lgLCQkJvPTSS9jtdpYuXcorr7xS45i7776bW265BQg1Z3z99dd5//33o21q1BGCp42jyEqTfelIOkiBJrlUvXlFgrbNRfG90fQgcpSTOCVJ4ZKkwULwtGt0NM1PKONCIzE1Fk3TUZToeldkCZIvjue/hERM6MGyZkhr3LhxbNq0iczMTJ599tmo2lgbRUVFTJw48ZzHrFy5ktdffx1d17HZbKxdu5YNGzZw7NixKFnZMoiAZBtHkZVW2dE42k/+gujSJb43xhZoxKbrGkmOrufVbE7Q+tGCXiQ59PWUkBaDaoj+V5WuQ1xHWziKJRFKnj4Tq9XKwIEDefTRR8nMzIzYd8UVV7Br1y6ys7PZtm0bU6ZMAaBPnz68//77rFy5knfeeYeOHTsCkJWVRd++fZFlmYULFzJhwgQA0tPTWbx4MTk5OaxatYouXboAcN9997FixQpycnKYOnUqAKmpqaxduxYIFbR8+eWXzJ49u8Z7O3r0aPh7w2g0EggE8HpDhSavvfYaK1eu5NNPP+X2228Pn3Po0CGys7PJzs7ms88+IysrCwCLxcLcuXNZsWIFq1evJiMjA4AJEyawY8cOcnJy2LBhQ/jz6d+/P8uWLWP16tUsW7aMbt1OV8RVn5Odnc3OnTsZM2YMAJmZmaxZs4a1a9cybdq0GjZt2LCBl1566dz/oAjB0+Y5n5BW86ELwdPOSYvvFa380RrouobTmtxCqwuiw+mvpoTOsVFLVj4bXdOxx4aEfciESMUzatQo1q1bx759+ygtLaV3797hfYqikJubS0ZGBm+99RYQEiGzZ89m8uTJjB49mvfee4/HH3884ppPP/00W7du5d///jcAL7zwAm+88QYjR44kMzOTwsJChg8fTteuXRkzZgwZGRn07duXIUOGRFzn9ttvp7Ky7vYgY8eO5dNPP+Xrr7/m1VdfpaSkBICpU6cyevRorrvuOn7961/jdDoB8Hg8ZGRkkJGRwe9+97vwdR566CG++OILxowZw/jx45kxYwYWS6hj9fLlyxk5ciRz5szh+uuvB2DPnj3cdNNNXHvttTzzzDMR71+WZZYuXUpGRgY5OTkAJCUl8ac//YkJEyaQkZFB//79ufbaayNsGjFiBMOGDSM29uzKukhESEsgEDQas8FWY2httNDQMKpikGN7RpIVCIZ+vwxmtQXFNaimM8O2kYJn3Lhx4RyZZcuWMW7cOHbu3AmA2WwOe02q6datGz179mTx4sVA6Av++PHj4f1Tp06lf//+DBo0CACbzUZycjKrVq0CCF/v6quv5uqrryY7OxsIeZq6du1Kfn5+eO2JEyfy1ltv0aNHj1rf2/Lly1m+fDnJyclkZWWxfv169u/fz69//WtGjx4NQEpKCl27dg2LodoYPnw4I0eO5L777gPAZDLRuXNoHMzYsWMZMmQIaWlp3HvvvQDExMTw3HPP0bVrV3Rdx2A4Xepf22fWr18/Nm7cSHFxMQBLlixh6NChrF69GrPZTHZ2dvgzKis799w9IXjaOBparYl0LY0IOQgEgh+LLCkEWpmXWJIiy9KdTifDhg2jZ8+e6LqOooTSC6pDSElJSRQWFp51DYm8vDzGjh1b6xper5e3336bBx98kGeeeabOe7skSbz44ou8/fbbEdtTU1MBuPfee3nnnXfw++ufHF1QUMDmzZvp1asXnTp14qqrruKGG27A4/GQlZWFyXTuDueSJDF58uQaCduXX345y5cvZ/r06XTt2pVFixYxfPhwfv/73/Pll19yzz33kJqaGpEs3alTp1o/s7qo9vAoisLixYsZOHAgX331VZ3Hi5BWGyeotUbBIyGLfhXtGo+/smZCQ5SQkfEFxHDa9owkK1QHkfyeQIs9PkkSBLynKk7PcjONGTOGDz74gCFDhjB06FAGDRrEoUOHGDx4MLIsM3r0aLZs2RJxzt69e4mPj2fAgAFAKMR1pgfmxRdf5LnnniMjI4MePXrgcrkoKCgIh3CMRiNms5l169YxceJErFYrEBIKHTp0AEIelGuvvTbsRaqNwYMHo6ohf0dcXByXX345O3fuxOFwUFZWhsfjoVu3blx++eX1fkbr16/nV7/6Vfh1r169ahzjcrnCoTGHwxFOjq7OU4KQd+eaa66p8Zlt27aNoUOH4nQ6kWWZcePGsXHjxohjgsEgbrc7vEZdCA9PG0cLBkPlBK2M6oRDQfvkcPG3pDl/0iKhBkmSKakqaIGVBdFB4szQUVF+GR06O1okj0eSJVxlHuBUQ9YzvE6ZmZk1EmU/+eQTbrzxRu68807279/PihUrIvb7/X6mTJnCrFmziImJQVEUXn31VfLy8iKOmTZtGn//+9+58cYbefDBB3n66ad59NFHCQQCTJkyhc8++4xLLrmE5cuXA1BVVcUDDzxAMBgkJSWFJ554guA5ZiwOHDiQJ598Ek3T8Pl8zJkzhwMHDnD06FHuuOMOcnJy2LdvH1u3bq33M3ruueeYOXMma9asQZIkjhw5wqRJk4BQSGvw4MEYjUZmzZoFwMsvv8xzzz3H5MmT+eKLL8LXeeutt/joo4/Yvn17xPWPHz/OU089RVZWFpIk8emnn4ZDedUhLVVVycvLY926dee0VUpJSWltGa+CRvA/l41GVVQ8fk9LmxImMTaJDd98SmHJ0ZY2RdBM9Esdyc2X/wE1ygMVJUnmaFkeL3z6q/oPFrRJJEkhpesNeN1FAKT3TmLI2EtRlOg+REkSFB9zsXJByONgMidwPP9T/L7yqNohaDrEY3gbR9ODTdruXJHOP/tGIjSPRtB+OVS8M+o9eCA0tXp34eaoryuIHqEBnafvHyeOlDXvwNA60HQo2FccsU1vZXlFgsYhQlptnGAwiGT8cTcDp9lCiiOOFEcMnRyxOIzVyWkS3oCfwsoKjpaXcayynIKKsgZ7lHVESKu9U1JVQH7pD3SJ7x3VFgS6rrH5wPKorSdoASSZM+NXlaUeThZUkJgaG91uy7rOnq9Px6tzggAAIABJREFUe6l1SQieto4QPG0cTdcaNd5FQqKrM55+nVJJtsegA75AAE8gQFHV6Z4NiiSRaLWTFuNEkiRcPg/bCo6Qd/I43uC52zGHPDxC8LR31uW9xa2DZkYtrCVLCntPbhdztNo5kiTXeLj69vODXHlLr6iFtSRZ4viB0vAcLQjd14TgadsIwdPGCWpB5AZGJp1mK7/o2oNkewxVfl+EwKlxXV2n0u+j0u8DwKSoXNWlG4M6d+HT/XkcKD1Z57k6YFANde4XtA++L/iSCs9J4m0pUWl+GdB8ZH+3oNnXEbQskiTXmOV3dHcRHpcPW5w5KsnLwYDG9k/3nW0ZCMHTphGP4W2coBZoUPioX1JnftlnAPEWKyeqXGEh01C8wZAHyB8MMuaSXmR0uxSDXHsOR0ALYDXaGnV9QdtDR+PtTdMIak00gO0caHqQzfuXcfDkjmZfS9Cy1JaTqOuw/r1vohLS0nSdPVvzOXH47CZ2OrouhiK3ZYTgaeO4vW7UOoRHNcPSLuaqLt0pdbsp955fNZc3GOBElYtu8YmM7dkHk1LTSRgMBjCbrOe1jqBtUFC2h0+/fwNNbz7RIwEVnpN8svP/mm0NQWuiZkgLoLTQxTefHUBrTtEjgcflY1tObVPPJRHSauMIwdPGcXurUGoRHdUM6ZzOZcmpnKh0EWzCP9aTVZUk2uyM6dEbw1kepoAWwGISrf8vFP7zwyJ25q9rFtEjAVX+Cl75/AECmrfe4wVtn3NVne78/ACHdx1vHtEjgc8dYM0bWwkGzr5XVosd0cWlLSMETxvHF/DWWQKeFuNkYMpFnKyqRG+GP9RidxWd7A4GdU6P2B4MBjEbhOC5UNDRee+rJ9h2OJugHmiysSI6Oi5vCS+tu5fiKtHT6UJBktW6u3jr8OWH33Hgm2NoWuMKNs6Fjo6n0seqV7/CVVrTCy7JCsFA6+l1JvhxCMHTxvEHfLXOcDSrBkZc3JMKnxetGRNKi91VXNYplRTH6Sm1oZCWudnWFLQ+dDQ+2PoUy/87F7/m5XyehCVJRtMD7Cr4nHlr7xBVWRcYimI656+PrkPu8u/Z8kkewYB2Xg9zkgSapnPkhyJW/N/miKqsM5ElFU2MM2nziCqtNo4/4Ke2u8OA5DTMqoGT7rorsZoCTddx+b38T9eevLNjCzo6AS2AUXh4Lki2HPyY7ws3cvPlf+SSxEEgSUhE9lWpC1lS8AXdeANVfLD1Kb4/9mXzGyxodagGO3oDwqN7txVwdPdJhoy9lOSL44FzD5o8E0mWCPiDBHxBNi7bxdHddVedho5XCfhKG3RtQetFCJ42jj/o52y/rlFR6d0xmRJPVVRscPv9JFjtpMbEcrg8dFOQAJPBjLcVjbwQRIcKz0ne+PJR4m2dGdp1HEO6jkOWVHQ9iEE1nxJAIQKaF00Posom9pzYwme732V34RZ0RHLohYpqiEELNqyK1O3yse7dHdidFnoMTKH7gM7IioSu6SgGJUIABQNBdA0UVebYvmK++/IQx/YV1+ohPxtJVgn6hYenrSMETxvH568ZPujmTECR5GYNZZ2NN+CnX6fUCMFjMVmE4LmAKa7M55OdL7Fy5//htKWQEtuDznGXYDM5USQVb9BNYfk+jpbmcax8L/6gSEoWnPLwaP5GneMqcbM1Zy9b1+zFHmchPtmOs5MDs82ALMv4fUHKjrsoPuai9LiLoL9xglqSVAKB6DxACpqPNil4EhMTmTlzJv369cPn83H48GH++te/sm/f2Y2imp7MzEzuueceAoEAjz32GLt3765xzL///W+sViuKolBcXMz06dPZv39/s9gTqMXD85PEJCoDjeuzc75U+LykxToxKiq+YAAdMBstQElU7RC0PnR0iivzKa7MZ+fR/7S0OYJWjmq04/MU139gbegh8eMqcXPouxNNZpMkSehadO+pgqanTQqe1157jaysLO6//34AevXqRUJCQlQEz7Jly1i2bNk5j3n44YfJzw8lWmZkZPDkk09y2223NYs9gWAAXdeRkNDRkSWJRJuDUnf0n0Z0HeItVo65ytF1HatJNB8UCAQNR5aNxFlVvIoVt8+Lz9/8TS0bgq7raI30OglaH21O8PzsZz/D7/fz1ltvhbd9++234Z/vu+8+brjhBoxGI6tWrWLu3LmkpqbyzjvvsG3bNnr16sX+/ft58MEH8Xg85Obm4nK5QiWOwJgxY3A4HMyZM4fOnTsD8Je//IWvvvqKRx55hMrKSubPn8+VV17Je++9x+jRo9mxI7L7a7XYAbBarZSXlwNEnF/NmDFjGDFiBA8//DAA8+bNY+jQoVRUVHDJJZdw+eWXc+mll3LfffcxadKkWj8Tl6cCg2rAF/ARa7IgI7VItwhJgg4WG8dc5fiDPmJscS1ghUAgaKvYjNAz9jCyYkVRLUiyAbcPqvwSFV4djx88Pj9unw+Pzx/VwbUNzSsStF7anODp2bMn33zzTa37hg8fTteuXRkzZgySJPHGG28wZMgQ8vPz6d69O1OnTuWrr75i7ty5TJo0KSw8xo8fT0nJ6dDLrFmzeOWVV9iyZQspKSm8++67/PznP49Y6+GHHz5nmOqFF15g8ODBGI1Gxo0b1+D3pygKs2bNYuXKleTm5jbonLLKEjrEJOIL+LAZjc3Sc6chBDWNOHOoOsvn9xFnd7aIHQKBoG1iNii4qwoprqjO/ZMwGUwYjSY6GIwY7RYkxYRqsKAosfiCMpU+qPTpVPkkvIEgbq8Pj9/XpN4hCdBEjlmbp80JnnNx9dVXc/XVV5OdnQ2EvCtdu3YlPz+f/Px8vvrqKwCWLFnCr3/96whPy5lcddVV9OjRI/zabrdjs50Oz1x33XVs376dPn361GnLAw88AMBNN93EM888w/jx4wG49957ufnmm6mqqmLWrFk1zjObzXi9Nf+wBg8eTHZ2Nrqu8/rrr/Pee++F95VXlpEcnwpUtOiUck3XUU51XfYFvDissfWcIRAIBKexmpSz5mXpeP0evH4PFbUcr6gGzAYzdqMRp9mIqlqQVROyYkGWDVT5JKr8OpVeiSqfjsfvx/NjvEMSBIOiAKOt0+YET15eHmPGjKl1nyRJvPjii7z99tsR21NTU2tMcz7XdGdZlhk7diweT81fcEVR+M1vfsOdd97JggX1T27+8MMPefLJJ8OvX3nlFebPn89VV13FX/7ylxrXSEpKorCwsMZ1Nm/ezKRJk3A6nXz22WcsW7YsbF9FVVl4nlY0XbxnI0kSwVOhwaAWxKiaMKomfAHxZNQSHDp0iO+//z78Oi4ujuzsbKZPnx51W3Jzcxk9ejQlJSVYrVY++OAD/vWvf/Hmm29G3RZB6yXGYsJXY6xD3QQDfioDfiprqRiXkDCZzJgMJjoYjSSZzMiKGVU1o6hx+IISlT6dSr9ElVfH49fw+Hy4vT78wdPeIUlWCfjdiLESbZ8212l5w4YNGI3GiCTgfv36MXToUNatW8fEiROxWkODKzt16kSHDh2AkOgZMGAAEKq02rJlS51rrF+/nrvuuiv8ulevXuGfb7rpJtauXRsRAjsTk8nEwIEDw69HjhzJzp07axxXXFyMwWCI2Jaenk5qaip5eXl12lZZWUkgEEBRTg8M9fjc4TCW299yiXUGST5rOKmOzWJvMXsudDweDxkZGeH/nnnmmZY2CUVRWLBgAevWrRNiR1CDOJsJX6BpJpLr6Hi8bspcpZwoPk7BiUPkH8vj4JEd7DuwiWMFX+Mr/w57cDep5sP0cBZxWWc/w3tY+Z+fdOCKbvH0vSiei5PiMdbqXxK0NdqchwfgnnvuYebMmfz2t7/F6/Vy5MgR/vKXv7B//34uueQSli9fDkBVVRUPPPAAwWCQvLw8xo8fz5w5c9i/fz+LFi2q8/ozZszgb3/7Gzk5OaiqyqZNm/jDH/4AhEriX3nllXPa99hjjxEXF4emaeTn5/PQQw+F9911112MGjUKi8XCU089hd0eEgRJSUm8/vrrPP744/hrES0DBgzgww8/xGq18sorr1BZebqDstt7uiKr1FMFp6YZRft5RAeKIzo7SzgsMZRUnLuLqSD6jBw5kgcffBCj0UhJSQm/+93vKCoq4pFHHuG2226jpKQEo9HItGnT+OKLL4iPj681kR8In1NcXEx6ejq33HJLjUT+ap555hlOnDjB008/Hd525ZVXMmPGDBRFYfv27fzxj3/E5/ORm5vL8uXLGTZsGAC/+93vOHDgAPPmzWPNmjWsWLEifI0pU6Zgs9nYsGEDs2fPxmAwkJaWFq7czMjIOOc6LpcLg8FAfn4+d999N263aDIXbVRZwmY2nJG/07wEAn4CDfAOpdkslOlNV+IuaDmklJSUdu+nS01NZdGiRVxzzTUtbUqzoMgKN155K8fLQqGwCb0ux6wa8ASi6+1JsNp4fVtueN0YWxwFJw7z9e6GJV8Lmpa8vLyIXLQJEybQt29fpk+fTmxsLGVlZQDceuutXHLJJcyaNSuikvC+++4jKSmJmTNn8uKLL7Jo0aJaE/l///vfU1ZWxoIFC8jKyuKJJ56oIXhyc3NZv349t956K//7v//LZ599BoQ8ohs2bGDixIns27ePf/7zn3zzzTe8+uqr5Obm8u677/L8889zyy23cMMNNzBp0qRzCp5nn30WqPk3X986o0ePpqysjNWrV/Pggw+ya9euZvt3EdROrNXIFZckU+xqXbky8Q4z2w8UUVDavGN6BM1Pm/TwCCIJakHc3ipUxUAg6Cev6DhXpHWNquCxGYwcd1VErOnxVpHgTIqaDYKGk5yczMsvv0zHjh0xGo0cOnQovO/ee+/ll7/8JQkJCeFk+7oS+SsrKzGbzRw/frzeNfv27cvtt9/OrFmzyMjIwO/3061bNw4dOhT2xGRlZTFp0iReffVVAJYuXRr+/1//+tfwtaZPn85DDz1ESUkJf/zjH+tdu751srKycDqd/PDDD0LstBA2k4GG+qUNRguO2ERsMR2IcSZhNFmRZQVNC+L1uCgrPkZVRQkVpYUEzrMJq67ruFtJPyDB+dHmcnh+DEeOHGm33p1qyqtKMRqMAOQVF6JTHdiKDhaDga3HDkds8wV8OCwOVMVQx1mCluKJJ55g4cKFjBgxgscffxyTyRTe98orr/CLX/yC+++/nz//+c/A6UT+6nyggQMHhsOqSUlJHDt2rN4177vvPj7//HM2b97Mb37zG6D+YY9nFhec+fPs2bPJyMhg6dKlPPLII/WuXd8648ePZ8CAARQVFTWqjYSg6UhwmPHWM/Ih1tmJnv1+wcDhE+jR7+ekXtwPu6MDqmpClhVUgwlHbEcu6n556Lirf8klva/CEZv4o+2SkPD4hOBpD1wQgudCoLj8JOZTE8qr/H7yTh4P98RpbkyKitvv52Bp7e3gHRZHVOwQNJyYmJiwSKn24pxNRUUF8fGhKdR1JfI7nU6GDBnCtm3b6l2zugHn3/72N26//XbS0tLYs2cPaWlppKenA3DzzTdH9J8aO3Zs+P9ff/11jWtW5xrVR33rVONyucLvWRBdOjgseOrwpJitMfQedB0/HXAtzoQ0fF43fq8bn6eSQMCHpgXQtCBaMEDA78XnqcTvc+P3e0jodDG9B13Hpf2vwWiyNtouXdfx+psmkVrQsoiQVjuhxHUyXJoOsDn/AN3iEzAqCr5g8/6xxpgtrNy9k2Btpf46OKyxlLh+5GwcQbMwd+5c5s+fz7Fjx9i6dStpaWnhfdW9ohRF4YknngDqTuRfunQpc+fObVBIq5qysjKeeeYZnnzySe68804eeeQR5s+fH04mPrOLutFo5KOPPkKWZX7729+Gt//+97/nnnvuwWg08vjjj/Ozn/3snGt6vd5zrpOVlYWu6xQVFTFnzpwGvxdB02BSFUwGhUpPzTB88kU/pcslA5Ek8HkbOTJH18PnOBNSuexnN7H3u40UHdvboNONqkylNyAK0tsJF0TS8oWAwxpLxsAbOFF2uodP9/gERnXvxfHK5iupjLdY2V1cxNp939e632GNpai0kE27Pm82GwTtkzN79wjaNx3sZgZ1T6pRoXXxT66gU2pPfD43unb+PcZkWcFgNHN47385vO+/9R7vsBg5WuJiV774HWwPiJBWO6HSXQHoEXk7e4qL+O5EAQnW5umFE2u2UO718sWhPXXb5XGR3KFzvTkUAoHgwsVuNqBpkc/eF/9kKJ1Se+L1VDWJ2AHQtCA+bxVp3fqT2rVfvccbVJlil2ic2l4QgqedoOkaJRXFmIzmiO3rDuxmT/EJEq32Jk1hdpotuP1+lv+wA0+g7oQ+TQuiKgYxZkLQaIYOHSq8OxcIHWOtEXkyicnd6JR6KV5PFU3dUUw/FeZK634ZsfEp9R5f6RVT0tsLQvC0I06UFmIxRiYqa7pOzt7v2V6YT4LNjsVwfhVTqiyTaLVzosrFkl3/xeVryNOPjtMhEkEFAkFNVFmig8OM+1QllMls5+KfXIHf56G52qfquk4w4KNHn+Goat1J77quUyUET7tBCJ52RHFFEQal5h+vjs6GQ3tZums7mqaTYLVhUhqXr65IEvEWGw6jmc8O7ubDXTuo8jesv0WVt4rOHS5q1HoCgeDCINZmivA+X/yToUiyjKY1b7FFMOBHNZjo0mNgrfvNBoXSSi+ayHJtN4gqrXaE61QeT13kV5SxeOfX/CQhif7JqSRYbAR0DU8ggDfgr3GmUVEwqwYMikJQ09h5/Cg7CvPPmpdVP1WeSpKcyciS3KLDTQUCQesj0WHBf2pgqNkaQ1yHzo2vxvqR+HxuElO6c2j3Vvz+yPua2aiSX+KKih2C6CAETzui0lN/NZZfC7Lj+FG+OV5AiiOW9Lh4kh2xdLDakJHCokcCyn0e9pWc5HBZMQdKi/H/yCcuTddQFJVYW5woTxcIBBGkOG3hPJnktEuju7geKvRITOnG0YPfRuxSZImyqvPr0ixoXQjB044IBAOUuIoxGy14fOcefqijk19RSn5FKQCyJGFWDSiShKbr+IIB/E1UGQGgaRodnclC8AgEgjA2kwGTQcF1qv9Ox849TuXuRI9AwEdS6qU1BI+uRyYsjxo1itdee43hw4ezd2/D+vi0Vfr378+MGTNITExE13U2b97MjBkz8Hha15yzxiJyeNoZR04cwm5ufBm6putU+X1U+LxU+n1NKnYAyt1ldE2+pEmvKRAI2jbxNlN4ZIjJYkeWFfQoh721YACz1YFyxggcWZLwBzXcvtNe7XHjxrFp0yYyMzOjal+0SUhIYP78+fztb39j+PDhXH311axbtw67vXnam0QTIXjaGcXlJ5Cl1vfP6vN7cVgcOCwxLW2KQCBoJSQ7bWFRYXPEo7dQT2Nd07DaneHXZqPCyTOmtlutVgYOHMijjz5aQ/BcccUV7Nq1i+zsbLZt28aUKVMA6NOnD++//z4rV67knXfeoWPHjkCoq3ffvn2RZZmFCxcyYcIEANLT01m8eDE5OTmsWrWKLl26YLVaee+991i1ahVr1qwhIyMDgNTUVNauXRu2YcyYMcybNy/8evbs2WzevJns7Gzy8vLo27dveO2ZM2eybNky1q5dS//+/Wt8FnfddRdZWVkRo1xWrFhBUVERjzzySPj9XXnlleTn54evDZCXl0d2djb/+c9/IuybPHkya9euZe3atdxzzz3h97B+/Xqee+45cnJyWLBgAWazOXzt1atXs2bNGubOnRseH5Obm8uaNWtYv3497777LhZL48Yntb5vRsF5UeIqbrGbRn1ouk7HuE4tbYZAIGgFqIpMB/vpcnSzxYEsKfWc1UxIYLaenvlnUhVOlp9OCxg1ahTr1q1j3759lJaW0rt37/A+RVHIzc0lIyMjPK5EVVVmz57N5MmTGT16NO+99x6PP/54xJJPP/00W7du5d///jcAL7zwAm+88QYjR44kMzOTwsJCvF4vd999N6NGjWL8+PHhYb71oSgKf//738nIyGD79u0R+ywWC5mZmUybNo25c+fWOLdnz57s2LGj3jUefvhh9u/fH7FNkiQyMjK44447wtv69OnDhAkTuP7667nhhhu47bbbwrP4unfvzttvv83IkSOpqKhg0qRJmEwm5s2bx29+8xtGjBiBqqrceeed4euNHz+eX/ziFyQmJoZn4zUUkcPTzggE/ZRUFGMxWnH7olPp0FBc7grSk7uxtyCvpU0RCAQtTLzNxJn16LJiaLGHNQkZ+YxZhJIkUe45nbA8btw4XnnlFQCWLVvGuHHj2LlzJwBmsxmvN7IfWbdu3ejZsyeLFy8GQJbliHlzU6dOpX///gwaNAgAm81GcnIyq1atAghfT1VV/vCHPzBkyBB0XadTp04kJoYmv3fp0oXs7GwAHA5HxDBcm81GaWlpre912bJlAGzatAmHw0FMTEx4sG9Due6669i+fTt9+vQJb1MUBbe7Zu7o4MGDWbVqVXjfypUrGTJkCNnZ2eTn5/PVV18BsGTJEn7961/z+eefc+jQIfbt2weEvFKTJk3i1VdfDb92Op388MMP7Nq1q1F2C8HTDskvOshP0/u3OsHj9lXRMa4TFpMVd5TKTgUCQeskLcGBx3e6S7uut+REcj2cOySfKtyocIcEj9PpZNiwYfTs2RNd11EUBV3XmT17NgBJSUkUFhZGXE2SJPLy8hg7dmytq3m9Xt5++20efPBBnnnmmTpH79x000106NCB0aNHEwgEyM3NxWQyAXDw4MFwiGvMmDGMGDEifF5aWhoFBQW1v9Ozhjyf/bo6BFYtps5GURR+85vfcOedd7JgwYKINY8dO1bj+HONFarNlvrGEI0fP56SkhKef/55xo0bx9KlS895/JmIkFY7pKjsBLLcOv9pdV2no1OEtQSCCxmTQaGjw0Kl97TgCfi8odKoFkBHJ3CqkarVpFJQWhluODhmzBg++OADhgwZwtChQxk0aBCHDh1i8ODByLLM6NGj2bJlS8T19u7dS3x8PAMGDABCnpoePXqE97/44os899xzZGRk0KNHD1wuFwUFBVx77bUAGI1GzGYzDoeDoqIiAoEAw4YNIy0trd730rlzZzp27Mi3335b6/5qETZo0CDKy8upqIhsZ7Jw4ULGjx/PZZddFt520003hT1LN910E2vXrq0x9uX6669nzZo1NdbLzc3l2muvxWw2Y7FYGDVqFJs2bQJCeTzVn1FmZiZbtmxhz549pKWlhcNVN998c4T3qhqXy0V8fOM6+AsPTzukrLIk3F+iteXzuDwVXNL5Jxw8tq+lTREIBC1EosOMdta9qcpVEvUKrWokoPJUywyjQeF42enQTGZmJi+99FLE8Z988gk33ngjd955J/v372fFihUR+/1+P1OmTGHWrFnExMSgKAqvvvoqeXl5EcdMmzaNv//979x44408+OCDPP300zz66KMEAgGmTJnCkiVLWLRoEZ988gnffvstu3fvrve9fPLJJxgMhrCHJj09nRkzZjB+/HgASktLWbZsGXa7nalTp9Y4v6ioiPvvv58ZM2aQkJCApmls2rSJTz75BIDExMRweK+akSNH8vvf/578/HxGjBiBwWAgLS2NO+64g7feeousrKzwZ/Svf/2Lb7/9ltTUVPLy8hg/fjxz5sxh//79LFq0CK/XyyOPPML8+fNRFIXt27eHc6MgFNLSdZ2ioiLmzJlT7+dxJlJKSkrr+kYUNAlX98vAYrJS5a1s0uvqSAQMFgKqGV2SQZKQtCBqwIPqd5/RurBukpzJrN6ynPLK2mPMAoGgfXPlpclIuoQ3cDqMJSsqQ/7nf/F5mvaeVR+SJKGoRjZ9+jYAHexmPv3uSMQw07ZEVlZWWNxUs2DBAiZPnkxWVhZPPPFEg5KSG0N1pVl1AjaEkp/HjBnDs88+W+s5qampLFq0iGuuuaZJbTkXwsPTTjly4iCXdR/UJIJHkxTc1nhcMZ3xmmIAKfRIpJ+KtUp6aKKFBEZPBfbyfCzukyha7VPUA8EAaYld+FYIHoHggsNuNuAwGzlZEdnETgsGcJUVYbXHEfA3ZChx06AazJQUHQZC1Vnlbl+bFTsAzz33XI1tZ+baNAcbN26sse3o0aM1PF8tjfDwtFNibHFcO/AGCktrJpE1FE1WKI9JoyI2DV2WUQNelICHulLKdCComAgYzEi6jr0sn5iyQyha5LRhVVZxWGP4eOP7BJt5QKBAIGhddEuKoVvHWEprGdvQoWMXevT9edRmaQEYTVZ2frWKitJCnHYT3+eXcLCo/jE9graH8PC0U8orS6n0uDCqRnyBxs+D8ZjjOJl4KUHFhMlXgdSA2LoEqEEvatCLjoQrtjNVjiScJ77H6j49UiKgBTCqJhJikygsOdpo2wQCQdtEAtITY8OjJM6m+MRhAgEfsqyi1eEhbkoU1YjHXUFFaajKSpIkSiqj510SRJfWWcojaBL2FezBYY1t1Dk6UBZ7EYUplyHpOmZvWYPEztlI6Ji85cian6LkfpQ4u6Gf4Rty+6q4OEWMmhAILiScdhNGVSag1R5Y0HWNAz9sQTWaomCNhKIa2P99qGJIliSCwdPl6IL2hxA87ZjC4nwUueGdS3Wg1HkxpR26YXaXogbP/0lHCfoxuUspd15ESYfuYdFTUVVO54SLsJis572GQCBoG3RJcNSbH3OiYA+lRUcwNPO9wWiycPxIHqUn8wGwmVSOlVa2srpWQVMiBE87prSyBJ/fi3rGULxzURHTmfK4dMzu0gZVWzUUCR2zuwRXTCrlcRcBob4Xuq5xUceuTbaOQCBovViMKp3ibHWGs85kz7dfEPR7UQ3N4+kxGC14PS4O5J3un2M0KBSWiYao7RkheNoxuq5z4NheHNb6B3b6DDZKO3TH5G1asVONBJg8pZQ5u+I1hWbWlLhKuPSi3qiKSCUTCNo7qfF2gnWEss7G73Oz86tV6FoQg9HcpHYYjGb8Pg87v1pFMHjBBfV3AAAgAElEQVSG+NKhtErk77RnhOBp5xScPIKhHg+PjkRx4qUoQR9yMzb+ktBRAx5OJv4UTVIIBP0YVCOd4js325oCgaDlUWWJrh0dlNdSmVUX7spSdmxegd/nxWiyQp31oQ1DkiSMZiueqgq+2fxxRL8fu9lAQVklvkDLND4URAcheNo5xRVFBLRAxGC8s3FbO+AzxWDw1xz81tSoAQ8Bg4UqawIQyuXpld6v3vkpAoGg7dIpzooiy2iNHB3hqSrnv19+yLEjP2A0W1ENP87bYzBaMBgtHNm3g+2bPqpR9m4yKBw56fpR1xa0HRSHw/HXljZC0Hzouo7VZKNjXCc8vtoFzcnEnkjoyFEoAwWQdA2fOQ57RT6BoJ8OMYmcKC2k0iNuOAJBe0OW4PKLk6jyBhoteCBUuVVadISy4gKs9jistjgU1RjOA6wLRTFgMJpRVANlJQX8sH0dJwv315jXJUsSBkXmuyMlImG5ndPkHp5Ro0aRn59Pt27dmvrSrYorrriCRYsWRbzetGlTg4a7RZuDhfswqMZa9/mMNnymWNSAp9b9zYES9OE3WvGZQiXzlR4XP+nSJ2rrCwSC6JEYY8VsUPEHzy9cVFFayM4tn7Dtyw85evAbAv5QqCvkvTGf8Z8Fo8mKz1vJ4X3b2brhA3ZtzaHKVVzrdR0WA4dPVvwoMSZoWzR5tui4cePYtGkTmZmZdc7QaG9ceumlPP/88/zqV7/i8OHDLW1ODYoriqiqowmhz2iHFniukXQNr8mByVuGy11BkjOZ+JgEisuLom6LQCBoPrp3iqXS03S9bTxV5Rzc/TUHd3+NJCtYbbEYjGYkSUbTNPw+N+7KsgYPIlUUmYJSUZ11IdCkHh6r1crAgQN59NFHyczMjNh3xRVXsGvXLrKzs9m2bRtTpkwBoE+fPrz//vusXLmSd955h44dOwKhAWh9+/ZFlmUWLlwYHk6Wnp7O4sWLycnJYdWqVXTp0gWr1cp7773HqlWrWLNmDRkZGUBoONnatWvDNowZM4Z58+aFX8+ePZvNmzeTnZ1NXl4effv2Da89c+ZMli1bxtq1a+nfv3+d7zklJYWFCxcydepUdu7cGd4+ffp01q5dy5o1axg7dmz4M8jPz+fnP/85ALGxsezZs4dHHnkEgNtuu40VK1aQk5PDggULMJtD8ep58+YxZ84clixZwueff86IESMAMJlMPPvss6xZs4bVq1czbNgwIDTIbceOHeTk5LBhwwbGjh3L7iPfE2uLq2G/1xyHEqy/TLSpUYI+vJbT9lR5q+iVXvfnLBAI2h6JDguxVhOeZppNpWtBKiuKKT15lJKiI5QVH23U1HWDIuPxBShrRDK1oO3SpIJn1KhRrFu3jn379lFaWkrv3r3D+xRFITc3l4yMjPCod1VVmT17NpMnT2b06NG89957PP744xHXfPrpp9m6dWt4CusLL7zAG2+8wciRI8nMzKSwsBCv18vdd9/NqFGjGD9+PH/+858bZK+iKPz9738nIyOD7du3R+yzWCxkZmYybdo05s6dW+v5MTExvPnmmwSDQXJzc8Pbr7vuOnr16sXIkSP55S9/yfTp08NCbseOHdxyyy38f/bOPKyqcu/f91p7BPYGNqAMghMqoKaWs5llKpSYU2WW2Vz2O/VmZZNmnXLK0sLTsTql1vHt1MnXNMkpActm1NL0mOIsKCIze573+v2xdSsxqoB2XPd1eXn5rGc961l7y+KzviP4rWH79u0LnLdx40bS09MZMWIEhw4d4s477wwci4+P59Zbb+Wee+5h/vz5aDQa7rvvPgCGDx/OX/7yFxYtWoRG469b8eWXXzJixAjmz5/PqFGjOFl+HEGo+XX7BU/L/7ArvC6c2rOCx2wzEhsZR1RY6xbfi4yMTNMjCpDSxoDlMq5crA9ScbTEdKm3IdNCNKlLa+zYsSxZsgSAzMxMxo4dG7B6aLVanM7qNQ4SExNJSkris88+A0AURUpKSgLHp02bRq9evejbty8AISEhxMbG8tVXXwEE1lMqlbzwwgv0798fSZKIiYmhVatWALRr146srCwA9Hp9NWESEhJCVVXtHbszMzMB2Lp1K3q9ntDQUEym6j8Y/fr147XXXiMuLi4gOM6Mr1mzBp/PR1lZGbm5ufTs2ROLxUJJSQlqtZrw8HBSU1PJyspCpfKnjSclJfHcc88RGhpKSEgI3377beBaa9euRZIkjh49Sn5+Pp06daJv37589NFHABw+fJgTJ07QsWNHAEaPHk3//v1JSEjg4YcfxuqwUFx5En1QGBbH2cZ4PoUKhavlH0iC5MMnKs80WQfAYrfQvUMvtvyW1eL7kZGRaVqiw4IJ0aopNzd/9ueFIggCpabLd38yTUuTCR6DwcCgQYNISkpCkiQUCgWSJDFnzhwAoqOjKS4urnaOIAgcOHAg4PL5I06nk3/961888cQTLFy4sM7U5fHjxxMZGcnNN9+Mx+MhNzc3YOnIz88PuLjS09MD7iCAhIQEioqKal1T+kMA2x//DX4xtHjxYkJDQ8nKyuKLL74gPz+/wRTrNWvWMH36dA4fPozL5QoInoyMDB588EH27t3LhAkTGDhwYL37qe86X375JTNnzqRDhw4sX76cIUOGcLhwP4O6D60meKSLrG1x8QiciSGy2M3EGOJoHR5DyUV0eZeRkbm0KESB5DYRmO2XbyG/ILWSKqsTm6tlslNlLj1N5tJKT09n1apV9O/fnwEDBtC3b18KCgro168foihy8803s3379mrnHD58mIiICHr37g34LTVdunQJHF+8eDGLFi0iNTWVLl26YLFYKCoqIi0tDQC1Wo1Wq0Wv11NWVobH42HQoEGNypRq06YNrVu35vfff6/1+BkR1rdvX0wmE2azucacM2Mmk4k33niDuXPnApCbm8vo0aMRRZGIiAj69+/Pb7/9FjgvOzubq666ihUrVlRbT6fTUVxcjFKpZNy4cdWOjRo1CkEQaNeuHe3atePw4cNs3bo1MK9jx460adOGw4cPVzvPYrFgMBgAKKk6hcdbvSaPKHmRLkENHAkBQfLVqOpstpu4quM1Lb4fGRmZpiPOEIJWpbisC/kFa5QcK635XJf576XJLDxjxozhnXfeqTa2YcMGxo0bxz333MPRo0dZv359teNut5spU6Ywa9YsQkNDUSgULF26lAMHDlSbM2PGDN544w3GjRvHE088weuvv84zzzyDx+NhypQprF69muXLl7NhwwZ+//13Dh482OB+N2zYgEqlCri72rdvz0svvcTtt98OQFVVFZmZmeh0OqZNm9bgeqtXr2bixImMGjWKdevW0bt3b7Kzs5Ekiblz51JaWkqnTp0C9zRy5EgABg8eHFhjwYIFrFu3jhMnTpCXl4dOpwscO3LkCKtWraJVq1a88MILOJ1Oli9fzvz588nJycHr9fLUU0/hOu2eGj16NP369UOtVjNr1iwAPF4PR4sO0iG2MxVmfzaU2mnCrdYhtmBaOvhdaSpnzbo7VoeFGEMsMRFxnKo42aJ7kpGRuXiUCpHkOANGa+OsO6Kg8FurJfBJXqQWyBoVBQGvJFF2GbvbZJoeIS4u7oosPrBy5cqAuDnDBx98wCOPPMLKlSuZPXs2u3fvvkS7q05GRgY5OTk1BOOFEK4zMKL3LRRX+V15ptB4jBEd0ThbNnDPpdajM50gvPJojWNB6mBEQSD713V4vLK5WUbmz0TH1qF0jg2n0lK74NEqgwlW69CqdAQpg+G02DnjXXd5HNjdFuxuKzaXBYmmtxKFhWg4XmYi72TtMZwy/51csV0bzwQYn8sHH3xwCXbSslRZKik1FqPT6rE4zKhdFqRasreaG5+oqFNk2V02WodF0zG2MwdO7Kt1joyMzOWHRqWgU0w4Rmv1RAgBEZ0mDENwa9QKDZLkw+Nz4/DY+WMdMIWgRK8xEB4UhVfyYbSXYnJU4vE1XfkMpShwvNza8ESZ/yquWAvPlUxMRBzXXTWc4qoiJAQK2w5E6XW1WGsJnyDiVoXQpuAnRKn2+hxKUYlBH8GGrV9gd8pFwWRk/gx0S4igjUFH1TnuLK0ymNb6BDSiBqfXgVdq/HNGEEQ0Cn89shLLCczOi7fIhGhUmBwufj1S0vBkmf8q5OahVyAllaewu6yolWoEJEKr8k9XXG4Z3GodocaCOsUOgMfnwevz0V0uRigj86fAEKKhXVRoNbETERxNQnhnBMDmsZyX2AF/Hy2Hx4bL6yBG347Y0PaIQt2NkBuDVq3gmFx754pEFjxXID7Jx95juwkPiQAgxFqK4PPiE5vfw+k7/bAKsRQ3MBMqzeV0iO1MZGir5t6WjIzMRaAQBa5KiDynyKBAK10bIoNjsLnNF+2O8kk+bG4zQcoQ2oR1RHGBzyq1UoHV6abC0rJJGjKXB7LguUI5UVqAV/KgEBUovC4iyvJwavTNnh/h0oRiKDvYqGalEhJmu4lruvRHvARxRjIyMo2jbZSeEK0q0EKiVUgsYdpIbO6mTft2eu0oRTVxoR0u6JmgD1ZzqMgod0W/QpF/i1yhuDxO9hfsxaCLBCDYWkqIuRinJrTZrulU69HaygmxNL6ooNVhITwkgg6xnZttXzIyMhdOiEZJcqwhkJUVog4lPLgVdnfNshNNgctrR63QEhkcc17nKUUBl8dLsUmOCbxSkQXPFczRUwcRRRFBEBAAQ/kB1E5Ls4gel0qH0uMgsiyvRrHBhig3ldKrc1/0wWFNvi8ZGZmLo2t8JC6PF58koRCVROsTcLibV1Q4PFbCg6IIUjU+9tBv3anC65PtO1cqsuC5grE7bRwtOhiI5VH4PLQq/g9qpxmHJrxJ2k5IgEMbhtJjp9WpXRfUqNTj8+B0O+nTZUCDbTtkZGRajpiwYFrptZgd/hgdQ1DrQAHB5sbpdRCti4dGPKdEwf+adbJSTkW/kpEFzxXOgeN7UavUASGh8LlpdWo3etNxHNpwPErNBa/tUWhwaA2EmIpodWoXyovoym6yVtEqPIaOsV0aniwjI9PsaJQKureNxGjz/1wrBCVh2kic3pYJCPb6PCgVaoJVIQ3ODQtWc7TYhNt7+ba6kGl+rtjCgzJ+zHYThwrzaBedGGg3IUpeDBWHCbaWUd4qCYc2HIXXhdJta/BdSgI8yiC8Sg0Kj4Poop1oHU1TzbTMWEKvzn0pqTqF2WZskjVlZGQujK7xEQgQEBE6TdhpY0vLuYw8PjfhQa2w1REvpA8N49WMf6AQBYJCw/F4vFRUVAD+/o9ud9MVM2xKFixYgMfjYfr06QA8/fTTWK1W3n//fQDefvttSkpKAs25ZRqHLHhkOHB8L4lxSYiCiE86+wakcRqJPbEdpzYcc2gb7CGRCJL/cabwuRFOz5UEAZ+o8rvABAGtvZyIsv1o7ZXnHa9TH+e6trbsyqq1g72MjEzzkxAZQqwhmDLTWWuOXhOO29uy3dHdXidBKl2NZ9cZzCYjs6fex8GiKsbe/VA10XA5M336dD755BMefPBBli1bVu3Y1KlT0ev1TJ069RLt7s+L7NKSweqwcPDEPgy6iBrHBCS0jkpaleyhTcHPtDq1C0P5QTS2ClQuMyqXBY2tkvDyQ7Q+tYu4gp9ofeo/BNkrmlTsnMFkrSIqLJou8SlNvraMjEzD6LUqusdHVeuVJSCgUQbhbaFq7eciACpF7a53pSjg80kcL69pAVq2bBkbN27k66+/ZtKkSQA8/PDDZGVlsW3bNnbv3k1WVhYLFiwgPj6ezZs313qN+fPns2XLFrKysigoKABg4MCBLF++PDBnypQpPP300wDcddddrF+/nuzsbD744AO0Wm2NNT0eD4888giTJk1i6NChgfH09HRGjhzJY489Fnjhq2u9jIwMfv75ZzZv3kx2djZJSUkAdOvWjbVr15Kdnc3SpUsJC/Mng6xcuZJXX32VzMxMNm/eTK9e/qKv4eHhLFu2jOzsbNauXUtKiv/Z+/TTTzNlypTA3pYvX87AgQMBAg3AW7VqRVZWFl27dgX8TcZzcnLYvHkzM2bMCJxbUFBAVlYWP/zwQ7Um5LV9RxeDLHhkADhwYi+iqEAU665iqvC60Dqq0JtPElWWR6vi32lVvIeosjz05pNoHVUXFafTWEpNJfRM7CMXJJSRaWGUokCv9lHY3Z5q2U4qhdrfBPQSoVbUFA3gbxKad7Ky1tidadOmcfPNNzNy5EgeeOABDAYDS5YsITU1lYULF/Lll1+SmprKs88+W+d1k5OT6d27N0OHDiU1NRWHo+H4pY0bN5Kens6IESM4dOgQd955Z63zjEYjP/30E4sXLyY5OZkePXrw1ltv8c0332Cz2Rq13pw5cxg2bBhbt27l2muvBfx9JOfOncuIESPIy8sLCDGAoKAgxowZw4wZM3jzzTcDn9OePXsYMWIE8+fP529/+1uD9wig0+n48MMPeeWVV9i7dy/R0dG8+OKLTJgwgdTUVHr16kVaWhoADoeD1NRUhg8fzqBBgwIirLbv6GKQBY8M4M/YyivYQ0QtVp7LDZ/Pi9FqZFC3G9Cqa3/QycjIND1dYg0Ea1TYnNUtOQpR2ZKhO9Xw4fMLrj+gUog43d46M7MeeOCBgNUiLi6ODh061Huddu3akZWVRVZWFk888QQAXq8XtVqNWl3z+v369QvMf/jhhwPjSUlJrF69mpycHMaNGxewvPyRzp07M2DAAB577DFSU1NJS0vjgQceYNSoUcTHxzdqvZkzZ/LDDz+QmprKunXr0Ov1hIWFkZubC/itOv379w/Mz8zMBGDr1q3o9XpCQ0Pp168fq1atAuDHH3/EYDCg1+uBsxaxrKws+vXrF1hHFEWWLVtGaWkpP/30EwA9e/bk559/pqKiAq/Xy+rVqxkwYAAAWq2WrKwstm/fTk5ODkaj8YK+o4aQBY9MgMMn8wBQ1GPluVywu2woRAW9uwyUU9VlZFqAVqFBtG8dWs2VdRahMdnhzYZQy8XDgtXsK6yote7OwIEDue6667jlllsYMWIEe/bsQaOpPyM1Pz+f1NRURo8eze23305iYiIHDx5k7dq17Nq1i6ysrGruqW3btpGamkpqaipLliwJjGdkZDBz5kyGDx9ORkZGndedPXs2c+bMYcuWLfzzn//kH//4Bz/++CMLFy7kr3/9a6PWmzNnDoMHDyYjI4Np06bVe39AjbhISZJqfb6emXfGIpaamsq2bdsCx4OCgsjOzkav1wcsS/U9p89YeHr16kX79u3p06fPBX1HDSELHpkADpeDvfn/CVRfbmm0oV6iUxy06WWjTU870ckO1Lq663lUWMqJi2pL5zbJLbhLGZkrjyC1gqvbt8JorSsoWbpkFh7/1atfXKtSYHG4KTbWXgBRr9djNBpxOBwkJiZyzTXXNPpaDocDu92OUunP+TGbzSxbtqzRLi2dTkdxcTFKpZJx48bVOmfkyJE4HA62bNkCgMlkwmz2t+lYs2YNkZGRDB48uNHrWSwWIiIiMJvNGI3GgDXm1ltvDVh7AEaPHg1A3759A9fMzc1l/PjxgF8oVlRUYLHUX0XbarWydOlSnn/+eWbNmoVWq2Xnzp0MGDAAg8GAKIqMHTuWn3/+udp5Xq8Xu90esCJd6HdUF3KWlkw1jpw8QHJCN1RKNW5P88bjiEqJtr1tdBlmJqqjC6VWwuuq/hagUEu4bSKlh9Xsz9Zz4rcgJN/ZOaXGYnp16ku5qYxyU2mz7ldG5kpEIQr0bNcKr0+qs46Nx+e5ZAYeAbFGdpguSM32Q8XUVVR5y5YtTJ48mezsbI4cOcKOHTsavE7btm354osv0Gq15Obmsn//fvr06cOQIUOYPHlyo/e7YMEC1q1bx4kTJ8jLy0Onq14tWqPR8MILL3DvvffWucZLL73EokWLuOmmm+pdb+bMmUydOhVJknjmmWcAePLJJ5k/fz5arZaCgoJqMTxVVVVkZmai0+kCFqG33nqLt956i+zsbBwOB08++WSj7/XIkSOsWbOGadOmMXfuXF577TVWrlyJIAh8/fXXZGVlAWddWkqlkgMHDrBlyxYEQTjv76ghhLi4ODm3V6Ya7aI70i/lOoorTzbL+gq1jx7jjHRNMyOIEgq1xNmM0j8+NiVOZ7vjdYl43bBnXRi/rw/F5/HPDVIHo1FpyPl1PTanXElVRqYp6Z4QSXykjgpzfdYLgcTIbjg8Ld+nSqsM4YTxEE6PHYBgtRKX18dPB4pafC9/ZlauXMns2bPZvXv3pd5KsyG7tGRqUFBylApTKTqtvsnXjk5xcOuiQrqnm1BofIhKTltszvz5IwJIApJPQFRKqIJ99Bpfxbg3C4lK9L/V2V02JCQGdr8epULV5HuWkblSaRupp12UvgGxAyDh8NhQii3/8ycArnMsPMFaFfsKK1p8HzKXPwq9Xv/Kpd6EzOWH0VpJUttu2BxNZTGRuGZiFQMfqEAd7KNugdMQAoIooQnx0WmIFa9boPSAFqfbQYQuEn1wGIVlBU20ZxmZK5fooEgGdoqn2GxqdHhOqMaAx9dy1YvVCg02twWL01/NPTRYTbHRzrFSU4vt4b+FlStXUlxcfKm30azIgkemVuxOG0HqIGIi4rC7LtZMLTHwwXKSh1sQFBJIF+vt94slQZCI7epEqZYo+j0Im9NGm6i2IEBp1amLvIaMzJVLEHqShGuJDokkNESk0tWwgPC3eYhq0eKDaoWWUmshHp/b3z5CrWLH0WI8XjlSQ6YmsuCRqZNKczld4lNwedy1lm1vLL1uqyIl7bTYadLQRr/oadXZhcsmUnZYg9VpoUNsJyx2M0ZrZRNeS0bmykCFliRhEB6fh8JKMwZla9pE6DC5jXjreQ5ISIiCiE4T3iJWHqWowit5KLf6X24idFp+P1FOea1p8zIycgyPTD04XHZ2Hf6VSP2Fp6lHJTq5arQJQWxqsXMGAUEh0XdSJaGxbiRJosxYSr+UwUSFtW6G68nI/PcioiBR6I0CJU5seCUfv58opehYCEkhXQlV6eo9v9Jeilfy+AsRNisCaoWWEvMJAEI0Sow2F4UV9adLy1zZyIJHpl6OnTqE2W4mWBNy3ucq1D6GPlWKqGwusXMaSUBUSNz4dAmCKOHxujFaqxjSYzjhuosrRS4jc6UgItJB6IUOAzaM1Y7lV1ay94CPtsoUYoPqbunik7wUm4+jUWhpzp/5IGUw5bZTODw2BECrVrLneHmdaegyMiALHpkG8Pq87DiQS2hwWK3VTOuj0/UWtHpvtbo5zYUkga61h3b9/fFGDpcdm8vG9T1T0QeHNfv1ZWT+zAiItBN6EEEcZsprnVNht/LrfhM6R0cSQ9vX+Tywuy2U204R3IA16ELRKoOxu61U2vx1t8J1Go4UGzHZm7+Pn8yfG1nwyDRISdUpDhbuJSrsfJp1SvQYYzpt3WkJBBQqiR5jzr6Z2hxW3F43Q3oOJ0TbPA9fGZk/OwIC7YSriKItJsrqnevwuNlxpAx7cTRdw5LR1NLDCqDCVkKFrZhglf68X5TqQ6sMweG2UWTOR8KHWqnA7fFxuETOypJpmCtC8BQWFvL2228H/q1QKNi9ezfLly+/hLuqnYyMDNLT0wP/fv3113n33Xcv4Y787Dm6C4fLQZA6uFHzY7o60ei8SC1oYpZ8EBbrxtDu7JuexW5GEESG9BiOVh3UcpuRkfmTkCB0o7XQHhONq1TukyT2FZVy/IiWpKCuhKtDa51XbjtFieUEGlUwasXF9UBSCEqCVToszipOmo/hk/wtZ8KC1fzneDmeOipAy8icyxUheKxWK0lJSYHGbkOGDOHUqcs/bfnJJ5+kQ4cOTJ069VJvBbfHxfa8HwkLCW/UG1ubnjYU6maO3amBgCBCXDd7tVGTtQqVUs2QHsPRqOTu6jIyZ4gXUogREjFK59+W5bjRyH8OuGkjJhMfHF3rHKOjnOOVB3B7XQSrdCjF2i1CdSEKCoJUIYiigkLjUYotx5FOZ4qFBqs5WWml1GRvYBUZGT9XhOAB+Oabbxg2bBgAY8eOZc2aNYFjvXr1IjMzk02bNpGZmUliYiIAEyZMYM6cOYC/qdonn3yCUqlEFEVeeuklcnJyyM7O5v777wcgNzcXg8EfJPv222+zefPmwDqFhYWBdTt16kRhYSETJkyoc7933HEH6enpPPjgg7jd/hTPNm3asGLFCrKzs1mxYgVxcXGA3yr0888/s3nzZrKzs0lKSgL8haR69OhRbd05c+YErnvufg0GQ6CJnCiKzJw5k/Xr15Odnc3dd98NQGJKB+a8/yJvvDuXRcveYOS4tDr3H9P10qSGCgqJmG41q8JWWSsJ1oRwbfehsuiRkQHihC7ECV0wSaVcaOfPKoedX/dXobG1p3NoR8RaOmK7vE5OGA9z0nQMj89FkEqHVhmCSqFBFKr/ChIQUIpqtMpggpQhiIKCEnMhBZUHsLnNgXkKUUAhiuSdlCsqyzSeK0bwZGZmMmbMGDQaDSkpKezcuTNw7NChQ4wfP560tDQWLlzI888/X+3cwYMH89BDD/HII4/g8Xi4++67SUhIIC0tjREjRvDFF19Um5+cnExycvUO3jt27GDixIkATJw4sd5GaDfccAPz5s1j8+bNgQ65AHPnzuXzzz9nxIgRrF69mtmzZweOzZkzh2HDhrF161auvfba8/+AzuHOO+/EbDaTnp5Oeno6d911FwkJCQDkbs1l1rT5vP/mRwweOrDONQxtXVxE6Z4LRpIgqmPtwYsVlnJCg8O4vucI2b0lc0UTIySSIKRgkspqdBo/X5xeDzuPlGEuiqJraFe0itpfKKwuE4XGI+RX7qfUcgK7y4IoKglShhCk8v9RKTS4PA7KrcWcMB4mvzIPk7Mi4MI6Q4ROy38KyrC7vLVeS0amNq6Ybun79u0jPj6eMWPG8PXXX1c7FhoayqJFi+jQoQOSJKFSne0Hk5yczG233caTTz6J1UctfssAACAASURBVOpvszB48GA+/vhjvF7/D1tVVVW19Z577rkawmnXrl10794djUZDt27d2LVrV517HTlyJBMmTGDx4sWsWLGCo0ePAtC7d28eeughAFatWsXMmTMD58ycOZPp06ejVqsZNWpUYHzx4sU4HA4KCwsD3XLPZeXKlfh8PkTxrPa9/vrrSUlJCcQS6fV6OnTogNvtpm/fvsTPjad9+/Z89O7Hte5fECWUagnfpXgWSaAOqVtpVVjKCQ8xcEOvNL7fnYPVIdftkLmyaCMkES8kY5TKkKj7Z0Wl9Luf3J6Gs58kJPYXl2Gyh9GlfQrH3UeodBprnev2OnF7nZicZwuDCginZVfD4is8RMOJCgsnK+VGwTLnxxVj4QHIysri5ZdfrubOAnj22Wf56aefGDZsGPfddx8azdkAu86dO/P4448zbdq0wLhQi9n2DH369MFqtbJ3794ax7Zs2cLs2bP55ptv6t3n7Nmz+fXXX5k/fz7z5s2rc550TkTwnDlzGDx4MBkZGUybNi0w/vjjj5Oamsq+fft4+OGHa6xx++23k5qayu23315tfObMmaSmppKamsrAgQP57rvvANi2bRs3DruR++94iAmTb60mDs8gKqTTwcotGb9zlnq+HsDv3lIqVdzQKw19UO0BlzIy/20ICLQVutNGSMYoldYrdvQhETx46zweuHUuuuDG17IqMhnZtd9JLMkkhMQ2+jy/lalhsaNVKXB7vOw9IbuyZM6fK0rwrFixgoyMDPLy8qqN6/X6QBDzH+Nq1q5dS05ODuvXr+epp54C4LvvvmPy5MkoFAoAwsPDA/OnTZvGwoULa73+559/Tp8+fVi1alW9+zzjxsrMzAT88UMAv/zyC2PGjAFg/PjxbNu2rca5FouFiIiIGuOVlZW1ipPa+Pbbb7nnnntQKv0GwI4dOxIUVN0FtCPvF5RqJWH6mjVuvG7htOi4NFXAfN6GhZbJ6rfKDb36JsJC5OKEMv/diIi0F3oGApTrc2OF6aK4+5YXCQ4KJSQojLtHv0iorvHV1k1OB78cqEBpbktSaCIKQdEUt4AoCOi0anbml+GWs7JkLoArSvAUFRWxbNmyGuPvvfce06dPZ82aNQER80cWL17M0KFDSUlJ4dNPP6WwsDAQtDx27NjAvJ07d5Kfn1/rGuXl5dx4442Ul9de2Ks2XnzxRaZPn45Op+Oll17ijjvuIDs7m1tvvZWXX345MG/mzJlkZWXx+OOPV0vBX7hwIV988QUjR47kww8/bNQ1P/30Uw4ePMhXX33F5s2bef311wPip1+/fmRlZbFu/VqWLVmK6FOiVPxRSAnYKhWXxMAjCGApbdwD1mw34fa6GXp1GpGh51NjSEbmz4MCFYlCX6JIwCiVUN+LSJi+FZNueZFgrf70PIkQbSh33/IiYfqoRl/T7fWy61gZFScj6BqaTLDy4hMFIvRa8k5WUGWVe2XJXBhCXFycXIxb5oLpENOJfimDKaoorDZ+47QSEnrbWqTK8rmIokRejp7cDxv/RhqkDkYfHMrPe7+lsLSgGXcnI9OyqNDSWeiHFj1W6ncDGcKimZQ+A40mqJq7HPzuMIfLxqfrXqPSVHxee4jW6encQUGR9yhljgtr6KsPUmO2u/jlSLHcPkLmgpG7pctcFFWWCkK0IcRExGFz2gLj2jAvsd0dDcbTNDVet0Betp7KgsbX+/B43bg8LpITuuP2OCk31V9tVkbmz4AWHcnCIJSosVFV79zI8DjuGjUDjSa4htg5g1KpplungRwq2IXd2fhgf6vLRUWVRIewOEKCwegyN3zSOagUIhqVgu1HinF7ZbUjc+FcUS4tmeZh56Ht2Jw2dFp9YCx/25mKzC35gJIQRDi+o3HVoM/F7XFRXHWKXp37c03n/ijEpok7kJG5FITRmm7C9QDYqb/tQquIBO4aNR2NShso6lcrkoRGHcykW2YQZWhzXvuxuJz8erACquJJDuuMUmh8gnBYiIadx0rlFHSZi0a28MhcND6flzJjMUltu+N0O/FJPtx2kVadnITFeUBqITOPIHDkhxCO5Z5/Z3fwZ71Z7RbiW7UlKiya4spCPF5PE29SRqb5EBCIEzrTUbwGOybc1CzCeS7Rke2YmP4caqWmkfV4JJSikm6dBnH0xB6s9tpTz2vDJ0kUG21o3QY6to7A6jXj8rnrPceg01BQaiK/7PysQjIytSELHpkmweFyYHNa6RLfFYvd/3CylilJvNaKILZEiwkJySfw/XtROM0XZ52xOqxE6CJoF51ImbEYh0suXS9z+aNERUfhGloLHTBL5fioX6zHturIHTc/i6rRYucsCoWKrp0GkH9yLxZb/e6yP1Jpt2M3a+jUKhpJ6cTmqf3nS6dVYXd52J1fJsftyDQJsuCRaTKqLJUEa4OJjYjH5rRiLVeij/FgiHc3cyyPhOQV2LtJz9GfmqYrut1lR6lUkdy2O3anjSqLXPdD5vIlCD1JwkBCCMNMOQ25ktu07sTtNz+NUqmu1Y214/DXvPvVs3y0+a98kfsuWw9sJCa8HdHhbU/PkPyiJ3EAx0/tx2w9v2Bkm9tFWZWPdqFx6ENEqv4Q16NRKlApRbYdKsblkVPQZZoGWfDINCkllaeIiYxDHxSG0+2gaI+WpBstqIJ8zebaEkSwlKnYsqh1k2aFuT1unC4HnRNSCNHqKKkqxndJykfLyNSNgViSxIH48GCnYddPQkwSt6U9hVJRu9jJ+u1fLN7wFP06p3LrwP9hYFI6+qBwQjRhxEV0PGemhEKhJCWxP4XFBzFZGl9uA/yp66cqHUQqo2kTEYzJbcIr+VCIAmEharYfLsZsr9/lJSNzPshp6TJNTpAmmOHXpOP2urE5rUS0dzLylWIUal+Tp6kLgoTbIbLuxVhMpxpXWPFCiApthc1p4+ffv8V4nm+zMjLNgYh4ugFoEhapEi8Ni4N2cV0ZN/xxFAplrdlYJcbjPLlsGJOGPE96nwcbtQ9BEPB6PazOfpuCoryGTwCSr+7Mw9MnERquQ6lScmzXEb7/7BMOVu1Do/Wyu6CM4+V/vrYv48aN4y9/+QsANpuN6dOnB6ru33DDDcyaNQtRFPn3v//NO++8U+3cKVOm8PLLL9O9e3cqK88+Y+Li4tiyZQtvvvkm77//frVzli5dStu2bQkODiYyMpLjx48DMGPGDH755ZfmvFUAoqKieOedd9DpdKxZs4YlS5bUmDNhwgRmzpwZKO4LMHnyZIqLz6+8QVMgCx6ZZsGgi2BY73SqLBW4PC6iOjlJe7EYpcZ3uqnoxQofCUEAl11k4ysxVJ1ofBr6haLT6gnWhrA970fyi480+/VkZOoiCD0dhasJPu3CakwMTof4qxhz419QKBR1pp6v+OFN1m5fwof/8xvq8ygW6Bc9XtZsfodjhXsanN9jQFdO5p+irMjvKh49OZW+g3vw1d8/5JeKX9ldeKqBFS5P+vTpw8GDBzEajQwdOpSnn36aW265BVEU+f7777nzzjspKipiw4YN/OUvf+HgwYOAX9QsWLCATp06cdNNN1UTPB988AGSJLFjx44agucMAwcO5NFHH+Xee+9tkfs8HyZMmECPHj2q9X68VMhp6TLNQqWlgp9+30JkaCtEUUHZIQ3rZsZgLlYheQUuKl1dkPB5BSqPq1k7I7ZpxI4ACqUCpcr/R6Go+aNhcZipMJczoOsQBnW7Xu64LtPiCAhE0Zbu4vUo0WCicd3OO7W9mjHD6hc7APtObCcuIpEf933J4x9cxx0LO/D4B9fx1Y7l9a4vSRIKhYKxwx4jMaFng/vZnbs3IHYAvvw4i5i2sRyzKNlTWMLAgQPZt28fWVlZ7Ny5kylTpgBw1VVX8fnnn7Nx40Y++eQTWrduDfibIPfo0QNRFPnoo4+YMGFCoCr8N998w6FDh8jKyiIrKwuA3NxcZsyYwbp161i3bh3t27cHoE2bNqxYsYLs7GxWrFhBXFwcABkZGYFmygCbN28mPj6+xn398ssvGI3+zLUdO3YQG+vvJ3b11Vdz7NgxCgoKcLvdZGZmkpaWFjjvlVdeYe7cuTW+m7S0NAoKCti/f3+Dn+kfqeseIyIi+OCDD1i/fj3r16+nT58+aLXawOdz9OhRcnJyyMrKokePHtXu/c4776SwsBCDwUB8fDybN28GQKlU8tNPPzFnzpzz2uOECRPYvXs3WVlZ7NmzJ3Cd1157jQ0bNvD1119X6w35wQcfsGnTJrZs2XJB4u6K6ZYu0/KcLDvOb4e20atTP4oqCjEWqvnimTh6jDHSY6wRBH9n9UbH9gj+4GRJEtjxmYF9m/QX5SJTa1RoQjRotCqU6tOZXYGEMgFJknA73DjtThw2F16PD4/XTVFFIa0NsdzUdwy/HPiZE6W1txKRkWlKgjUh9I8fjro4kgLrwQazsM7QpX1v0q9/CFGoX+wAVFqKqbAU8/GWedw15Dmiw9uRu38Dy3Jexuvzkt7ngTrPlSQJhahg9I2Psm7LEg7m76j3Wnc8Opph464DQERB6/hIVJ2c+I76UCgU5Obmcv/99/P0008D/l+qc+bM4f7776eiooLRo0fz/PPPV/uF+Prrr7Njxw7+7//+D4DU1FTi4+NZvnw5qamp1a5vsVgYNWoUt912G6+++ir33nsvc+fO5fPPP2flypXccccdzJ49mwcfbJxr749MnDgx0Cg6JiaGkydPBo4VFRVx9dVXAzBixAiKiopqNJwOCgriscceY+LEiTz66KMXtIfa7nHWrFksWbKE7du3ExcXx6effsoNN9wQ+Hxyc3O5/fbbq1mZADQaDZMnT6a0tLTGdSZNmoTVev7d60VRZM2aNbz88stkZGQExl9//XWqqqoQRZEVK1aQkpLCvn37eOSRRwB/f8fPP/+c5cvrF+J/RBY8Ms3K/uN70QWF0SGmEyXGU0hegV2rwzn0nY6k4WaSR5gRRFCofAgi/i7rZ57Jgr83luQDn0fE4xLZ95WeA1/rsFdd4H9dAYJCtOjCg1GoFPi8PnweLy5H7fEPCpWITqtDHyHgtDmxGu24nG4qzOWolWoGdbuB/OIj7Dq8HYer/ponMjIXStvWHeidNACFV02YMoGyY0VYXA2ng6d0HEDadff6xU4jLEE+yYfDZeXxsW/Sv8vNAFzV7lpKjMf5Yus7jOx9P0I9KZcSEqKgYNQND7Px+4/IO1KzwfEZVvzjS1b840tUaFGj5aXPp+DDnxSg1WpxOqv3zEpMTCQpKYnPPvsM8P+yLCkpCRyfNm0avXr1om/fvg3eJ8CaNWsCf7/yyisA9O7dm4ceegiAVatWVXPDzJw5k6lTpwLQrl27etceNGgQd955J+PGjQOo9TOTJAmtVssTTzzBXXfdVeP4M888w5IlS7DZbDWONZba7vG6666jS5cugTk6nY6QkJAGBct9993HypUrA9a2M2i1Wu644w4+/vjjaus2htq+Z4BbbrmFSZMmoVAoiI6OpnPnzuzbtw+ATZs2kZiYWK2XZGORBY9Ms7Pr8Hb0wXoidJFUnM7ksJYp2fGZgZ0rw4np6iCqo5OYFCfhCW6UKv+j2esUqChQcWqflvLDGor3ay7KoqPSKAmL0qNUK/E43bjsDWdceT0+vKfTYlUaJZFx4VhNNsyVNlweF6cqTxIXGU9MRBzb9v1Qo6eYjMzFEKLV0TOxDwmt21NmKsXtceHTC6S07smvhd/jq68yMjDo6ltQiMr6KyifQ2iQgVOVx+jR/rpq4z3bD+G3o99SaSkmQh9T7xoSEqKoZFCvW+oVPAAKlAQJOgqCd5LSLZkDBw4AEB0dXSOoVRAEDhw4wOjRo2tdy+l08q9//YsnnniChQsXNnSr1axddVm+zh2fM2cO69evBwi4cu69914mTZoEnA3ETUlJYcGCBUyePDlgJSkqKgq4xwBiY2MpLi6mffv2tG3bluzs7MD4pk2bSE9P5+qrryY9PZ0XX3yR0NBQfD4fTqeTf/7znw3eW333KIoio0ePxuFo/AuaTqdjzJgxjBkzpobgefjhh/nkk09wu88/oy4mJqbG95yQkMCUKVNIT0/HaDSSkZGBVns2niwtLY22bdvy3nvv8emnn57X9eQYHplmx+P1kLv3O2xOK2EhhmrHJK9A0X+C+E9mONnzo1n5WDz/fiSBzx5JYOX/xLN5QTS/rwvj1D7tRYmdkNAgIuMMCIKAy+7CdwGVzDxuL067iyBdEFFtDKjU/veFcnMZVqeV63oMZ1C369EF6RtYSUamfhSigi7xKdzUbwxRYa0pqijE7XEBUOYuRGzlolNEjwbXWZ3zNg6nFaGRSQLxUbW/oZ+xDglCw78yBAQcTiurc/5e55y022+gS7dEdEIER9nJtJefYMuWLeTn5yOKIjfffDPbt2+vds7hw4eJiIigd+/egN/Fda5FYfHixSxatIjU1NRGWRrOCKfRo0fz66+/Av4YnDFjxgAwfvx4tm2rX7CdcZWlpqZSXFxMXFwcS5YsYerUqRw5cjax4bfffqNDhw4kJCSgUqkYM2YMWVlZ5OXl0bNnTwYMGMCAAQMoKioiLS2N0tJSxo8fHxhfunQpf//7389L7NR1j99++y333XdfYE63bt0aXOfhhx/mww8/rCFqQkNDSUtLC1jdzgetVsuwYcNqfM96vR673Y7JZCIqKoqhQ4cCfsEbEuKvou9yuejYsSMq1fll5soWHpkWweFy8P1/NjO0VxqhwWGYbI0vSX+x6Awh6MODcTpcTdLay+10o1CKRMaGU36qCrfTg8vt5FTlSaLCoknrN4Y9R3Zy+OR+uTWFzHnTOjyGa7oMQKfVUW4uw1tL7afj3r10jOlLlb0NJba6rYqVxmL+tXYuk0bNIEgT0qBbq1/nNL7evYLfjn7HwKSRgfFdR78lUh+DQde6wf3bnRY+WTcPo7nuJrwFB07y2F8fRKmX0IUH8/333/PMM88A8Pbbb3P06NGANeUMbrebKVOmMGvWLEJDQ1EoFCxdujRgFTozZ8aMGbzxxhuMGzeu3pgltVrN2rVrEUWRxx57DICXXnqJt956i0cffZSKigqeeuqpBu/3XJ566ikMBgPz5s0DwOPxMHLkSLxeLzNnzuTTTz8NxKWcu+/moq57nDdvHtnZ2SiVSrZu3coLL7xQ7zqCILBq1aoa43FxccyePRuv9/zrk3388cesXbuWXbt2VRvfu3cve/bs4ZtvvqGgoCAgiNRqNatWrUKhUKDRaJg3b955W5XktHSZFkUXpGdor5vw+rxYHM3fHyckLJjQiBCcdleTry0qRJRKBWUnK/G4z/7Ai6KCSH0UDqeNXw/mcqriZD2ryMj4CdIEc1WHq2kf0wmTzYjNWX9MhU4RTowphR0FP2J31x/nEaqL9IserZ76VL8kSby64k7yS/Yy8bpniQlvR+6BDeTs+jd/uXkBQ6+aUM9VBGwOE5+unYfJWndlcgGRUCGKY75dlHCs3n03F7m5udx88801AnP/m7gS7vF8kV1aMi2KxW7m293ZqJVqgjUX1uSzsag0SvTNJHYAfF4fXq+PsFb6amWFfD4vpcZi3D4PQ3qM4NruQ9EHhTbLHmT+/CgVKrrEp3Bzv7HERSZwqvJkg2IHwOKtwhp2iqSoXg3ONVnK+dfaOdgaaPYpCALPjVvCoJRb+L8fM3ht9f0cOLmDJ0b9rQGxA1ZbFf/6cm6jxE6BtOeSiR2ZKxfZwiNzSTDoIhh69U1YHJZmac4pCAKRbcIRIBB03FyotWosVVYsVbW/ZYfrIlAr1Rw+mcf+gr2N+mUm89+PKIgktG5Pz8Q+qJUaKsxleHzn6QKVIFG8mpPHSjhmbLhWS0hQGJNumYEuOPwCd137Hsy2Sj5d91q93dMFBEKFKE5IeZyUmt+dIyPzR+ReWjKXBIfLTqmxmKSEbri97lrjFC6GIL2WYJ0Wj6v5e195PV6CdFrsZketMQMOlx2b00psRDxdEroiCgJmm1GO77lCEQSBuMh4ru0+lPaxnTDbTZjsxgYzrmpfDKxU0i4kBZPZhMNbv2vL7XGy7/BWurTvg0YVdPEFzwGjtZxP1s3D5jDVu9EwoRUnpYMUSudfRE9GpimQBY/MJcPmtFJuKiO5bTfcHleTip6I6DA8Hm+TBCk3BlGhwOeTcDvrDqKzu2w43A4SWrWjc3wKPsmLyWaUG5JeQbQOj2FA1yEkt+2G3WXHaK266P/3Xrx4NU4SFEmcMp9oUDi5PS72Hd5K5/bXoL0It7IkgdFcwqfrXsPhrL/vVZjQmiLpECekvfXOk5FpTq54l1ZhYSGrVq3iiSeeAEChULBz50527tx5WfYlmTJlCo8++iilpaWIoohOp2PAgAH1nqPRaHjqqae49tpr0Wg0zJ8/n6+//rqFdtwwMRFxDL5qGEZrFU73xRfv0wSpMUSH4XI0T+xObQiCgEKloPR4OQ0UswVAKSox6CPwer3szd9FfvHRJrl3mcsPQRCINsTSrX0vIkKjsNot1QL2BYWAJjKEoNYhKIPVCEoRyePDY3NhL7HiLLcieRv+T5WgSMJeKPB7SeOaRmrUwdyZ/jwRYfXX1akNSYIKYxGfbXgDp6uBgGlaUUo++dLuRhU/lJFpLq74tHSr1UpSUhJarRaHw8GQIUOqdXW9HPnf//1fMjIyMBgMbNy4scH5b7zxBtu2bWPcuHF4PJefG+VUxUm+25XNdT2HY7GJ2Bt4gDaEOkiNz9e8cTt/RJIkREFEqVbidjb8GXt8HkqNJSgVKq7qeA1XdbiGAyf2caToAFbHn69LtExNFKKCNlFt6da+J7rgUMw2E8WVRf6DokBoYiSt+sWjb2fwN9QV/OIHSfC3UfFJ4ANBBEtBFSVbj2M+XO4fr4UTngN0ju5DnK0dJy0Ntztxumx8uu41Jo58nsjw2HorKJ+LJEmUV53ksw1v4GpApIfSijIKyJf+I4sdmUuOnKUFfPPNNwwbNgyAsWPHBspxA/Tq1YvMzEw2bdpEZmYmiYmJgL/p2ZlGaaNHj+aTTz5BqVQiiiIvvfQSOTk5ZGdnc//99wP+FEGDwV907+233w5U6pwwYQKFhYWBdTt16kRhYSETJtSeEaFSqXC5ardcDB48mE2bNpGTk8Obb76JWq0mODiYgQMHMnHiRL766iuWLl1KWFgY4G+49+qrr5KZmcnmzZvp1cuf7REeHs6yZcvIzs5m7dq1pKSkADBr1iyefPJJAK6//npWrVqFIAhkZGTw888/s3nzZrKzs0lKSgLgrrvuYv369WRnZ/PBBx9Uq5Z55pwzzercgpMtOzdx14MTWPiPebz+7mwGDOkHQMpVySxb+S6v/X0Wi5a9wchxZ5vu1YYmSIXPcwncRAIoVYrzOsXjdVNqLKHcUk6nNknc3H8c/ZKvxaCLaKZNyjQ3KqWajrGdGdl/PP1SBuP1eSmuLAoEq0f0iKH71MF0uO0qdPHhuC0uPFYXHosLt9GJ2+TAbXTiMfvH3RYXIW3C6HD7VXR/cjARPWNrjb2RBIkCxT46xiYRompc8UuX28G/18+ntPJEg322wC92SioK+Pf6+Q2IHX/MTin5HJN2I9GyLyAyMrUhCx4gMzOTMWPGoNFoSElJYefOnYFjhw4dYvz48aSlpbFw4UKef/75aucOHjyYhx56iEceeQSPx8Pdd99NQkICaWlpjBgxgi+++KLa/OTkZJKTk6uN7dixg4kTJwL+hnM7dtTddE+n02Gx1LQAaDQaMjIy+H//7/8xfPhwlEol99xzDwaDgTZt2jB37lyGDx9OXl5eoBkf+BvUjRkzhhkzZvDmm28C/p40e/bsYcSIEcyfP5+//e1vAMybN4/Ro0czaNAgZs+ezdNPPx14SM6ZM4dhw4axdetWrr32WgA2btxIeno6I0aM4NChQ9x5552B6yoUCmbNmhWoUArQf3BfQiI0zHv2LRa9+h6THriDcINfnOX9foDp//Myb89/j8FDB9b5+QiCgFKluKBKyheLz+tFrT2/yp+Bc31eys1llFYVExMZz/Deo7i+5whiI9qgEM9PRMlcGsJ1Bnom9mHUwFu5pvMAbC4bJVWncJwWBurwIDrdfQ1tb+mKIIDH4sJjczccZyaBx+bGY3YhAW1HpdB58jVoDEE1pjp8Foz64yS3vhqxEVWRwR/IvGLDGxSX59creiTJx6myo6zYsDBQ9bk2BETChCiKpIOn3Viy2JG5PJAFD7Bv3z7i4+MZM2ZMjdiW0NBQ3n//fTZv3sxf//rXgPUC/OJl6dKlvPvuu4HGa4MHD+bjjz8OVJ6sqqre4O+5556r0edl165ddO/eHY1GQ7du3WpUnjyXqKioGmuCv7FeQUFBoJz5ypUr6d+/P4IgUFhYSG5ubrXxM2RmZgKwdetW9Ho9oaGh9OvXL1BV88cff8RgMKDX63E4HDz33HP8+9//5qOPPiI//6zZfObMmfzwww+kpqaybt06AJKSkli9ejU5OTmMGzeu2mdXW9O4fv36sXLVSr7euRGb2cahfUdI7NLB/1l368Jrf5/FS/Of56svc+r8fESxCdJOLhCfT0KhvDhxIiFRZamguKqIkCA9g3sMY9TA2+jarif64LAm2qlMU6FUqIhv1Y5h14xkRJ9b6BDbmUpLJSXGU9VEQUhCGMkP9yMkPgy3yYnPfWEiQHL7cJucBMeFkfRwP3Rta6aXl3iOo2rtoaOh4ZYBZ3B7XPzfxjc5WXqkVtEjST4KSw6z8qu38HjrFjsiitOp5/s4Lu2T3VgylxWy4DlNVlYWL7/8cjV3FsCzzz7LTz/9xLBhw7jvvvvQaDSBY507d+bxxx9n2rRpgfH6/OB9+vTBarWyd2/NTIUtW7Ywe/Zsvvnmm3r32alTJ/bvr5nWWdd1a7MGncsfH26SJNXZ2Rf8Iq+yspLo6Ohqx+fMmcPgwYPJyMhg2rRpgN9tNXPmTIYPH05GRka1z66uNe9TmgAAIABJREFU5oAAJmsV3/z2FZIkEXQ6i+SMheeJ+5/htrvH1t1D5dLpnSa/vsVupriyCLPNRFJCV9L6juaGXmnERSWgVFzx4XeXlHCdgR4dezNq4G0M7DoElVJNcWURFeayGll3IW3D6TTpGiRJwmNtmkB6j9WF5JNIvKsXuvaGGscLfPuIjY0hKii28Wt6XXy+KYMTxQeqNRv1ST6OFx1g1aZFeLx1ZyEqUKIXIjnm28VJ6eD53ZCMTAsgC57TrFixgoyMDPLy8qqN6/X6QBDzH+Nq1q5dS05ODuvXrw/0XPnuu++YPHkyCoX/TT88/Owb2LRp0+rs4vv555/Tp0+fWvuVnKFt27Z06NCBgwdrPkwOHTpEQkIC7du3B+DWW28lNzeXqqoqnE4n/fr1qzZ+hjPN5fr27YvJZMJsNpObm8v48eMBGDhwIBUVFVgsFtq0acOUKVNIS0vjxhtv5Oqrr66xD4vFQkSEP/5Ep9NRXFyMUqlk3LhxgTnt27cnPj6+Ri+Z3NxcRo8ejSiKqINUtO3choN5hwg7x7LhdLpQq9UoVbX/wpckkC6R6hEEaA7rvcfnodxcRknVKYI0wQzqdgOjBt7ONZ370zo8RnZ5tRChIeEkJXRlZP9xDO89io5xXaiyVlJcdarOYpJqQxCJE3vi83jxOZs2rszn9OJz++h4R080EdXdW17JzSn1frrEdkOtqOn6qguv182qrL+Rf3IfPsmHT/JRcHIvq3PexltPUUQVGkIEA4d82+UKyjKXLfJr4mmKiopYtmxZjfH33nuPRYsW8cgjj/Djjz/Weu7ixYtZv349mZmZfPrpp3Ts2JGcnBw8Hg+ffPJJoMPtzp07yc/PJz4+vsYa5eXl3HjjjXXuLzo6mo0bN6JQKAKZWaIoEh0dzYIFC3j22Wd5+umnef/991EoFOzatYuPP/4YgKlTpzJ37lyUSiX5+fkBCwz4XW6ZmZnodLrA+FtvvcVbb71FdnY2DocjEKj85ptvMmvWLIqLi5k2bRoZGRmkp6cDfpfW1KlTkSQp0ARwwYIFrFu3jhMnTpCXl4dOpyM6OpoPP/yQ559/vkbjt40bN9K7d2+ys7ORJIk5c+awaUsW97V+iJTuybz291mo1Co2fLEJu6326sw+rw+hMXnhzYAgirhdzoYnXgRWhwWrw4IoKohv3Z7EuC64fR4KTh3hRFkB5caSJi/ieCWjDwolOiKOxDZJhAaF4vX5MNmqsFQ1IpNTgPZjuiKIIt7mam/i8qJUibQb240D//wVzoldM3kr0IWXkmzrye5TufWs8oc1fV7W5LzDTUPuR/L5+OqHf1az+PwRDcGo0JLn+xEz5Rd1PzIyzckVX4fnz0J8fDwZGRncfvvtjRpvDCtXrmT27Nns3r27qbbZLChEBb069SMxrgslVacaLKwWERuGKIr4vC0bLKnWqqgqMeGwNc0vN0kB3nARSQOSICD8//buPDCq+t7///OcM/uSDULCvoosAkoVkNZaS1lUFK0VbXt79Sq4ogVcb8Fqte63ws9aF1C/WutKRVwQDEtdAZFKFRAElC1ASCCTyewzZ/n9MWQkJoEEkgDj+/GPMHPmzDlBmNd8lvfbtFDDFmqo9hiWqmrkuHNw2p2kTJ0de7ayc+82Kqv3kdRbNoBlG03VyPMV0Da3iK5F3cnx5oFlEYwGm1wnqXBIJzqO7E2quuX/DOw5TnYt2Uz5iu21n7Cgl/ojSrfuZluw+ds5uEg3I91ofUqMg1VaFuLokxEeccwzTIPPN60gmogwsMcp7A1WkDrIWoJkLIU3193qgQeUWl3Tm8oCjDYq8RNtJLvbMApUFDP9jKUoKJaVLtGig63MwPm1jvNbHRIGVZF0R2RV1ejYtjPdi3uBAvuqK9i+ZwuV1RUEI1WH174gy3ldPvL9behU2JX2bTqhqRqGaRCOhShvzEhOPRSbSvFPe6R3YbUCPZKi+Izu7P13ae0F0Qps5yu6FZ9MILaX6mTDjT2bykcBccJsslaSpPn74QnR3GSE5zhit9vrTAMd7PFs1KmwK8P6/ZRQrJpYov4ChXaHjTYd8lu10rKqpZfD7d0ZaPJrLSDZRSM61IFerIIJasRESdS/BtpSwXQrWG4FxQDXOh33qiRapO5fZbfTg9fpQ1UVDNNkT+Uudu3bQTBSRShafdBFqNlIURR87hxyPLm0zW1Hhzad8Lr9YKVbf0Ti4WYJhXn9iuh2QX9SodYbYbP7HWx7ez2BNXVDWoG9mJyKzvy79GN088j+zGs6nu+zStlqfYnBD+v/IXH8ksAjjjsFOW35yYCfY1kWwUjdLfoAbdrnoWpKi3dKr+FwOaiqqCYeadoHnOlWCP/EQaKfHSViokaatuTaUsHMU8EA39IEzo16g69XFRWPy4vH4cEivci6OhJkT2AXFcFyQpEg4XioUQXojhdOuwuf20+er4Digo60yyvKbChIppJEExGSB6kpc7h6X3EarjYejHjrVTbXXDYSVTG+nr2y3ue72vpx3xs38+2GbSiKgmmYPDr9Gdb9u/HNPO048Sg5bLfWscf6tlW3nc+YMSOzSQRg9uzZDBgw4JCtdYSoIVNa4rhTWb2Xxavmc/pJZ1KY2469wYo6//CGg1EKinIxWuDD7PsUVcE0TRJNXLuTKlKpPt+N5QCt3DisvWWKCVqliemA0Nkukj1T+BclUOr5nDUtk3AsRDj2XR8np91Ft+JenNCxLyikF+VGqgiE9hEI7yMSCxNNRIjGI8f0dJjD5sTr8uJ2efG706M3BTltcNpdYFmYlkUsGSUQrmzx+1BsKp5iH6lQ640wAhhxHXehD9Wu1lvnZ7u+gVTS4I+//Ctlke2ceuYgJvzvb5jyqzsbdX43flQ0NpjLqGZvc19+k/Tu3ZsBAwYc1WsQxx8JPOK4FE1E+OA/JQzsMZgTOvZlb3XtdT2JaJJYJIHTbW9Ub6sj4XDaqdwTbNLISKq9SvBCN0rCQqs88m/JahKUcoNELzumUyV3fgylETMNiVS81mJcRVFw2px0KOxC9/YnpOfU9tdmCsVChCLVROIhwrFq4sk4yVSChJ4gkYyT1BPNPjqkKAqaasNhc+C0O3E6XDjtbnwuHz5vDn5XDh6XF7vdAVZ61MowTeLJGOFYqMERwJbkLvQ22O+qpVmmiaudj+jOuguILUwsTHq170Nw2z68Pg+hqvR2epfHxZ+fvQ1/rhfNrvHsQ6+wrOQzAIo6FfLc+/8fpd/swp3n4L2S95g+fTpdu3bl3nvvpU2bNsRiMW655Ra++eYbZsyYQSKRoHfv3hQWFvKnP/2JxYsXM378eAYOHMj06dPp2bMnS5cu5brrrmP+/PmMGDGCadOmoes6xcXF/PnPf+a1115r8D5vvPFGnnzySa655hogXT7j2WefZceOHfh8Pp577jlmzZpFp06dePTRR/F4PEB6N+mqVas4/fTTueaaazINoq+++mq8Xi+PPPJIZjPH2rVreeaZZ1iwYAGvvfYa/fv354EHHsDlcmV2uwaDQebMmUNRURGGYRAOh5kwYQJ79uxh8uTJjBw5EpfLxapVq+pU6RetTwKPOG7phs7nm1ayN1jBaX1/TCwRrTV6Ub0vTGGnfFRVabFWE3annWgo3qTRHT1fJXiBGyVuocaa77oUQNtrkOqsERrlwv9uHKWJp7csi3gqnmmHcCCHzUGuL4+2uYXYbHYUFBSFTHf4dNgwSOlJknqKlJ5E15MkjRSpVDKzXf7AwpY17Q8URcVus+OwO3HZXdg1Ow6HE03VsPYHmXSYSr9WN3VSepKUnqI6Vo0ZaXixuFf14dN85Gh5+LUcNEXDwiJhJgjolUTMECEjhG41z1oUV1tvoxtxNjdFVXC19dYbeAAcDjtXP3sedvVXeApc3HTJXQAkE0n+OOEhouEYOfl+/vb2fSwr+QwVjTxbITu27OTno37GReN/ycCBA4F0U+Lbb7+dLVu2cMopp3D//fdnapV16tSJiy66iG7dujFnzpxMu5kat9xyC5s3b878/uabb2by5Ml8+eWXmR6FDenWrRv9+/fnzjvvzAQegJUrV3LZZZcxaNAgHnzwQWbNmsXevXv59a9/TSKRoHv37vztb3/jnHPOadTP8sEHH+Tzzz/PBK+ZM2dyxx13sGLFCm6++WamTp3KnXemR8cmTZrEl19+yXPPPcfAgQNZtGgRzz33HDNnzgTS/RNHjhzJokWLGvXeomVI4BHHve3lW6iKBBje70za5hSyt7oCSNfkCeyppk1xHslkqtm/ddsdNvSUTnVl47ubWxqERjvBaN6wU6Mm9CR62bD3seFe33yjW0k9ecj1LoqioCkaqqpi1+w47S78qoqqanWm7GrdvWVhmiaGZWCYBrFUnHAifNgjRnbFQZG9PT1dJ+BWvZnAlLJS6WrigKppdHJ02T8dalGa2MGO5FaCxpGNCqkODY5WixNVQXM2/M96Mpnk5kn/S3f1ZPx5Xv535g1cMWIKiqIw4fbfMGBoPyzTpG1xAe0K2xHfa1Hh+JZQvAqD7/5f8ng8/OhHP+Kpp57KPOZwODK/fvvtt7Esiy1btrBt2zZ69eqVeW7AgAGoqlqrHIZhGPh8vkbd4g033MATTzyBadaethsyZAglJSV069aN6dOnA+kNHffeey/9+vXDNE169OhR53iAgoICXnrppcxzN910EyeffDKnnXYakC5Am5ubW6tFz4H3/thjj+FwOAiFQnz00UcADB8+nGuvvRa3201eXh5ff/21BJ6jTAKPyArVkSqWrF7AoJ6n0rNDbyqC5ehGimQ8ReWeIPlFOegpo9m2qtuddvSUTmBPdZOCVGywHb2diq2i5daRKIAWMIic5cSxy0ALtt70imVZ6JbeIhWnG0NBoYujG308J6GiEjNjhIxg/QdbtV/X0dmZzs5u7NPLWRv9gqhZf/XkQ1/E0e5vcmg7zHX0KD+NvDa55LXJYejPB5NbkMM1Z9+KoRu8vPxJPE4fq80FDC46qU4bGFVVqa6uZtSoUfWev76WNTVuvfVW/vSnP3H99ddnHrv77rt59NFHSSQS5OfnN1gbrGPHjgwZMoTbbrsNv792R/iaEZ78/HwWLlzIm2++ycSJE6moqGDkyJGoqprpNXjg8fDdlFaNRCLBP/7xD2688cYGq+MfqGaE59Zbb2XixInMmjWL++67j3POOYddu3YxderUWq11xNEhrSVE1kjpSVZ9vYxP139Egb8NXlf6G2MilmTf7ioURcHhchziLAenqgpOt4NENEFlWbBJAcp0K0SHONAqWz4NKPubcEdPPbL7bYjfY9KvR4KfD4nwX+dWc83FVVx/aYBrx1fxP+OCnP3jMAN7xynM1zl0O/Dm4VV9nO4/g/6eQcSMKNVGkJTVuKlGC4uwEaLaqCJXy+enOSPo6uxx6BfWw0wZR2+nm5V+/0PRSUHPAHabnXh1Em+Oh6p9QSwdfjz8xxR1bstGawVhKhk7diyfffZZrdeHw2F27NjB2LFjM4/169cv8+uxY8eiKApdu3ala9eufPPNNwAMGzaM8vLyWtNZAGVlZZSXl3P22Wfz1ltvNXjdEyZMYPbs2eh6wyOXsVgMl8uFw+EgJyeH8vJyLMvioosuwmZr3Hf8xx57jJkzZzJq1Ch69+5NKBQiGAw22KKnRigUoqCgIBNuKisr8Xg8mYr04uiSER6RdbaWfUNVuJJh/fbv4qquIJXQ2bsrgDfXgy/Pg2WapJJ6oz+LVU3FZtcwTYvKPcEm78gCiJ9ow1LTtXNag1ZlEu9rw7s8iRo98g9gBYsu7XVO6ROnc7Fe8yC6DoYJ6VZLFk6nRc8uJr26plNXIKTy+VcuNm5zoBstM/qRpxUwxDccC+uIp6SiZgQNjf6eQeRoOayNfonVhCGrxL5orRYPrckyTOL76q9PBelpp/v/ejeQHoh65dG36FUwkMVzP+L+56bx5LsPsWbtl2zatIkUCaZNm4bH48m0xznQpEmTuP/++/n973+PzWbjzTffzDRG/vbbb3n99dcpLCzk9ttvJ5FIl2vo3r07//3f/13nmmbOnMnNN99MNNrwtQNomsYrr7xS73M1U1ROp5NZs2YRCoV4/vnnmTVrFmPHjuWTTz4hEmn8qF0qleIPf/gDDz30EBdeeCGTJ0/OLFrevn07U6dOzRz72GOPEY/HicfjXH/99VRXV/PSSy+xePFiSktL+eKLLxr9vqLlSB2e49DGjRvp3bs3AO3ateONN97grrvuOubmh2t2L8TjcRwOB7Nnz+bFF19stfe3aXb6dhlAv24DqYoEMoUKbXYNt8+FJ8eFoihYFpiGgWlY6W/myv61KJqKqqrpD/WUQSQYJR5NHtZaIEuByis8oFuorbhbWW+j4v04iec/R7YgN9dnMOr0KMVtdSwgkYTGtYa3sNtAUyEaV3lvmYfSPQ10uj9MeVo+Q/1nkDQTJK3mLfSXa8tnR2Iba6KraWw6Vp0aA28+s1VaSnyfPcfJmr982Oj6P4ql0FP5Ebu+rWBHeBPfWquPuEXE9+vlCHGskBGe45jX6+WFF17g8ccfP+bCTo2aue28vDw++eQTXnvttVarCq0bKdZs+ZzdlaUM6fNj2ua0Y191BXrKIBSIEK6KYnfZsNttONwO7A4biqpgmRamZZKIJUnGU+gp44i3tht5KqZbwbavdb9fqDGLZC/tCAKPxcATEpzxoxiqAvFGB50aCikdUoDTYfLLEWHWfePg/c88GOaRj/Y4FCen+oaRaoGwAxDUA3R2diVkBNma+KZRrzETBol9UWw+R7N3SD8Y1aGRDMSaVOzQ7fIQce6hzLWR9aHlmEjjWZG9JPAcp2w2G08//TQlJSW1Rk0OHP2ZO3cuoVCIyy67jKlTp9KtWzeKi4vp0KEDjz/+OC+99FKtehR5eXksX76cmTNnZnYgHDhK061bt8y5x48fz/Tp0ykrK6NDhw7cdtttB/1G5/F4iMViGIZxyOuMRCKZ93/++ed58sknWb58OePGjeOGG25AURSWLFnCfffdB8D27dvZsGEDkJ4zv/TSS5kzZw5fffUVJ598Mj6fj9tuvR19H/zip6M477ejsdltJBNJnpzxDLt3lhGpjjHkx6cy8cbL2VteSV5+Lu/MXcD8uQvx+rzccOt1FBUXkkgkefrR/8f2raVc9NsL+PnoMwmHwmg2G//v8b+z7ov19d6/0eboLJdTYhZ6Oy3dg6vJWcvix6fE+VHfOIkUmEcYUFK6gq5b9O+ZJM9v8tb7PlL6kZ2zn2cgNsVOyGy5xpUhvZq+npPYp1cQMhr3PuUrt9N5zImtG3icNnZ/+O2hDyQ9gtk2p5BYIsriL95m3/6djc1hypQpzXYuIZqTBJ7j1COPPMKwYcMy2y+/b8SIEfj9fkKh7+rS9O3bl/POOw+3201JSQlLliyp9ZpJkyZRWlpa6zFN07juuutYu3YtGzd+121ZVVXmzZvHH//4R2bMmNHgdT722GOZGhh33XVXna2k9V1nfYqKipg2bRpjxowhGAzy8ssvM3r0aN577z3i8Xi9u0Xcbjfjxo1j6NChPPjQA4wYMYJgrJKNX2/Cptpo36Mdl1z+K2be+1j6njSVVcs/56mZz3LRby/InOfi/7qQbd9s45F7HqX/oL5ce9NV/O8NfwTg3XnvMX/uQsZedDanDBnUYOBJFalHZeeSYqWn04xcBVtV0xLP6YPSYSeeBMtqnrU3FgqxhEWHQp3zzwwz71++wx7paWcvpoO9E0Gj6f3LmsLEQDdTDPAMZlno/Ua9pmpdOR1H9s6MGLY4VQHDrLeP1vd5nF5yvLl8vX0d67Z+8YPrpyZ+uGSX1nHI6/WSl5fHlClTMqMc33fjjTfy17/+tdZjNeEgEAiwbNkyTj755MxzxcXFDB48mIULF9Z6jcvlyiw4bMzj3zdp0iRGjhzJkCFDuOaaa+jYseMhr3PixImUlJRQUlKS2RUxaNAgli9fTmVlJYZhMHfu3EP20HnzzTcB+PTTT/H7/eTk5JCwYlxwxRhuvv8GLr/2d3Tp2qnWPYVDdRc1ntj/BD5augyAdV+sx5/jxe1xA3DOBaN5+Ml7Of9X5/DBoo8bvBbTq6DoR2e5nGKB5WxaqOjSPsWp/Zs37BxwRcST0LFIZ8iAugUOG+sEVx/iZut06Y6aUfK0XApsbRp1vJHQqVi5HZuvZXbJfZ/da6fi36UHnc6yqTaK8orBslj6+QK++GaVhB3xgyKB5zgUj8e5+uqrmTdvHqlUigsvvLDW8xdccAHLly+noqL2MPXBamNMmTKFmTNn1jmmqKiI8vLyOtdQXFxcpzbHwVRWVrJmzRoGDx58yOucPXs2o0aNYtSoUaxcmW6EeDiVa+u731tuuYWPP/mY4T85nQlXTMDusFOUV4xNtdGuuC2Ve+sbLajnvfef+91573HLNdN49MEn+K8JlzZ8MVqTL7/5KDTpb7rTYTJmeATDaImw891FxZNwar84RW2avj4qV8snR8sjYR1+YGqqlKXTzdmz0ceXfbSVRCCG5m7eRdrfp7ntJIMJyj5oeDorz1dAvr+A/3yzikX/foe9wbp/p4XIdhJ4jkOGYRCLpb/ZTp8+vVYRLlVVmThxIo8//nid140ePRqn00l+fj6nn356Zqtk165d6dy5Mx9++GGt40877TSCwSDBYO3CbS6XixEjRtSpzXEwLpeLk046ia1btx7yOuuzevVqhg0bRn5+PqqqZsLSwZx//vmZ+6iuriYUCuH3+ykrSw/7jxhzFrFElNWbP6NtXiGnnX4qqz+ru310w9qv+fFZpwPQd0AfQtVhYrHaH7SxaAx/TsOVYpUUTVvr24wsoClrUYcPiuF0Wke8vuZQLEvBtGD08AhKE2v1dHB0avUFtlEzQpGjPQ6lcaM2lm6y9Y21KJqCYmuZf2oVm4pqU9j6xtp6G4a6HG6K8ztQEdjNwpVvsql0fabFhxA/NLKG5zi3detWXn31VW6//XamTZuG2+1m/vz5VFfXXVy5evVq/v73v9OxY0dmzpzJnj176NGjByeccEKtmhKQnkK65557uOmmm+qc54UXXuDtt99uVG2JmvoUDoeD1157jTVr1gAc9DrrU15ezv3338+cOXNQFIWlS5dmysI3pKqqijfffBOfz5e5jyeeeIKZM2dy1VVX8cknnwCweecGbrvzJtp3KuLmO36PYZrk5PoxTZNl76/gny/O45opV/Lg3+4hkUjyxF9mZ97jnAtG85OzhqNpKi8+82qD16LtNaGvjdYqwlfDAlBACzXufZ0Ok349k/u3nbe8ZApyfSYdi/QmbVdvay8kYbbe6E4Ny7LwaTlU6o3rFh7bHWLbm+voduFJ6NEUlt58C7kUm4rNY2fbW18R3VX775GqarT1FxJLRPjgi0XsCexqtvcV4ngldXh+IL6/+ynb1XQ8bqhEfX3HX3zxxRTmFvGj3sPwe3MY9auzWPDmIvaWN+7D7WCSnTSCF7ix7Wvdb9eWHSybQptnD17QrcagE+P8dHCMeLL1hqNcDottu+289X7jeilp2BiVdy7VDbWMaEE5Wi5fxdawLdG43VA18vq1o+u4/li62aRt4w3RXDYUm8r2t78isLb21HK+rwCHzcmaLavZvHM9utF8/dSEOJ7JCI8QkOlqXBHcw6J/v0O34l4UrWiHw3KgKiqmdWTfzG37TNjfprI1Z7ZMt4Jja+ND1kk9kzRTu7FGiyehW4cUdlvjptHcqnv/T7L16VaKPC2fbU18XdVX5aSCCbpe0A9HrotUJHV41ZhVBbvXQbI6zrY31xHZ8V3o83ty8Tg9bN+zha+2fkEo1nJb9YU4HskIjxANcDlc9OrYlxO79McwDAKhfUf0QRs830WqvYpW3Xp/5fS2KrlvxnFsP3To0VSL6y6tIp6A1l5w5LBbvL7YT9neQ38Hy9XyON3/00bXxGlOLtVNlV7JvyOfHtbrFZtK8U+60W5YVxQVjISBmTz0n43q0NCcNizLovzT7ez5aEtmzY7H5SXHncuewC6+/PZzAqF9h3VtQmQ7GeERogHxZJy1W1bz7a6NnNilP7069iGZShAIVx7W+dyrUyS7umitdTymM712x76jcSM8BbkG6YGs1l9drSrQLt9oVOA5WqM7zfH+lm6y+/1vKV+5g/z+RbQb1gW7L91oUlEVLMNK7wBUFBRt/+8V0MNJdn+0haq1ZejR9FZyl91Fnq+AQHgf739RQnlgd7PcnxDZSgKPEIcQTURYvWklm3d+Td+uA+hW1INoMkZ1pGlNKu2lBlrAwvAqaJGW/dC2ADNHxbc00egKyzle86hFCUWxyM9tXDDTLZ2jteVNRSVhHnkLCyOaYu9npez9rBRHngtXoQ9PsR9HnhvVpmLqJsmqGLE9IWLlEZJV39Ubsmt2CvxtiMYjfLx2Kbv3lR697uxCHEck8AjRSKFokJXrP2bTjq/o3/1kOrTpTCQRIRRt3OJZxQL/ojhVl3iwYgZKC66VMXMVbLtNXF81fsGqph21nfNYloJda9yHdsyMYmGioLT6aI9NtVFlHN4IX0OSVXGSVXGqNx18cbzT7iLXm0tST7Lq6+VsL98iW8yFaAIJPEI0USBcycdrltImp5C+XQfQvk0nkqkEVeHAIT+A7XtMPJ8miA51oFWYLRIwTAegKfgXxZoUqsyj0PoiI90ZoVEsLKr0AF7V16qFByG9LT1sHLwNSnNzOz3keHKJxEJ8tmEZO/dul51XQhwGCTxCHKZ91RV8vGYpud58enXqQ4/iEzBMncpwJeZBvnl7VqXQCzWSPWxoFUazhh7LDmauhn9+rMm9s2IJhaM1M6IAoUjji/OVp8ro4+5Pwmi9wKOiYWISaqXA43P78bp8BMMBPlmzlLLKXUe8W1CIHzIJPEIcoWAkwL+/Xs76rV/Svf0JnNi5H4qiUBUOkKqnV5FiQM7CONUpcjMTAAAUYklEQVRjXCR7aGj7zGaZ3jLdCqZPxb8gjuubpk917A1oaBqgt/bmeTBMhYpA4/852p3cSR9Pf9LX2Topzat5+TaxucUrPOd683A53FQEyli1YRnlVYduCCqEODQJPEI0k2giwrqt/2FT6Xq6FHWnX7eBOO1OQtEQ0UTtpqSKDjkL4kSGOoid6kCJmWjhw/vgthQwClTUqEXu6zEcOw/vAzmRUglHVRx2s5Vr8VioClQEGt9wLG7F2JUspcjWnogZbsFrq6GgoFCaaGoFnsaxaXbyvfkoqsquiu2s37FWtpcL0cwk8AjRzJJ6gs07N7C1bDPFBR05sXN/ivKKSRk6wUggs9BUMcC3LInzG53QSBd6Ww0lYaKGrEaNr1gamLkqlqrg/iKJZ0US9QhbQnyzw86gExPEjnwjUqPZbVAVUonGm9Zv6pvYRjrkdkI1tRYfdfHb/OyIbyVqRg59cBP43H48Ti/JVIK1W/9DacU2IvHWCHBC/PBI4UEhWkGuN58u7brTs2NvbJqdSDxc64PN0iDZRSN+sp1kJ1u6FosFatwC3UKxwFLBcijgVLAsBUW3cH2ZwrVexxZoniGZPL/B78ZWE09Ca01ruRwWi1d4WL/F2eTXdnP2oJ97IEGjaSUCmsKpuLAUk4+q/4Vu1Z2ibCqbZifPm4em2Sjbt5NNO9dTHiiT9TlCtDAJPEK0Iptmo11+e3p36kvb3CIMQycYqUI3v9t1Y+Qq6G01UkUKegcbplvB0tLTYFqlib3UwBYwsZcZ6S7szeyXI0J0bKe3Sj8tTbVQFIXZr+eiG01/PwWF03zDybcVtMjuKRs2PJqPFeGPCOiHP8WkoOBz+3E7PaT0JF/v+IrSiq2EY62740uIHzIJPEIcJX5PLp0Lu9Gr04k4bE5SepLqaPCo11Zpm6dz6dkhUikwrZYMPRZuJyxd6WbtZtdhn8WuODjNNxy/lkO4GdtN2BQ7Xs3L5+HPKEvtbPLrFRS8Lh9elxfTsthduZMtuzZSXlV21P+MhfghksAjxFGmKiptcgrp0LYz3dv3wqbZj3r4ObV/jNMHxVu0r5bLYVG6x8a8pT4at2qpYXbFzmDvENrYCwnp1Zgc2fSQR/WiKRqfRz6lPLXn0C84QE3IAYWyyp1s2b2Ziqo9JPVWXBglhKhDAo8QxxBVUSnIaUvHtl3oVtwTm82ObuhUR6paNfyoisVFI8MUt9VbJPQ47RbJlMJL7+YQjjVtsXJDFFS6OnvQx9MP0zQPa/eWTbHhVX1UGvtYG/kPYfPQU04KCh6XF4/Ti6qoVFSV8c3ujVRUlRFPtm5hRCFEwyTwCHGM+n74sWt2TMsiHA8RT8YOfYIj5LBb/HJEiMICo1lDj9NukdIV5izyUxls/Fb0xvKqPvq4+9POXoyFRcyMHXSxsYKCW3VjU+0kzQRfxzZQmtzGwer72G0OfG4/di3dwbyiag/byr+lPFBGLBFt9nsSQhw5CTxCHAcURSHPm0/b3CK6FHUn398GgKSeJBwLoddT4LA52G0W554Rpkt7nWQqXSDwcCmKhcsBoajKG0t8VIWaP+wcyK166GDvRGdnF9yqFwsL5YDQVtMGxMJkb6qCbYkt7NMr6m0PoigKXqcPt9ONgkI0EWFH+Tb2BHZRGdrXYj9/IUTzkcAjxHHI5XCR72tDu/z2dG7XFZfdDSjE9TixeKTeCs+HS8Gib48kPzs1hs1mkUg2dTFzOuigwH82OFnxpZuU3rqVnG3Y8Go+XKobVdGwLBPd0omYYWJm3REZVdXwOD247W5Q0j20ygK7KS3fSmVor+yuEuI4JIFHiCzgc/vJ8xVQlN+BovxiPC4flmViWRBLRoklokdc58XnNhkyIEbfHklUBUwLdKOm6WjtAKMoFjYNtP3Lc7bttvPply72VB6btU4ddidepxe7ZgcFUnqKiqo97K4sJRipojpSJQ07hTjOSeARIgs57S5yPLnpEFTQnra5Rdg0Dcuy0E2DRDJOIhU/rIXQDptFry5JendL0q7AwOmw0qFn/78kqpoOQRUBG1t22li/xUk42jwLk4+UgoLD7sTlcOG07S90qChUR6rYE9hFRdUeqqNBGcERIgtJ4BHiB0BR0jVhcjy55PvbUuBvQ56/AIfNmRmbMSyTRCpOIpUgpTe+R4XbaeL3mpmgE08ohCLqEW81PxKKouC0OXHUBBsFalrBV0eC7K0uZ1/1XiKxENXRYJPuVwhxfJLAI8QPmMPmxOPy4HF68XtyyPe3Jd9fgNfpO2Dxbnqpr24apIwUup5K//coLdRVULDb7NhsdhyaA7vNgbJ/nU3NEaZlUB2pIhCqJBDeRyQWJpqIEI1HpIWDED9QEniEEHXYNBtOuwuH3YnT7sRhd+F1+fC5fenCek4fzv07ltJzWTX/hZqAhJJ+xDTNA8IImeU+yvfX/QCKqqb7htU653fnVlAwLZNwPEw4GiISDxGKBoknYyRSCRKpOPFkXHZNCSHqODZXEAohjird0NGN8EE7d2/cuJGT+g3AptkoLi7mxVde5OH7H+bjj5ZhUzU0zYamajhsDjTNDqTDT9p3oyyWZdXMNpEykvvfO4VhGOhGCt00MAwd3dAxTP2Yastw5ZVX8qtf/QpI38ezzz7LP//5z4O+pk+fPkydOpX27dujqirnnXfeAT8XIURLkREeIcRh2bhxI71798br9TJ37lz+/ve/8+KLLx7ty2pVHTp0YPfu3ViWhdfrZcmSJVxwwQWUlZXVe3ybNm147rnnuP3221m3bl0rX60QP2zHxtYJIcRxyWaz8fTTT1NSUlIr7IwbN47FixezZMkS/vCHP2Qe37hxY+bXAwcOZM6cOQB4PB4eeeQRFi9ezKJFizjnnHOYOHEiJSUlrFy5ki+//JKSkhIefvhhAJ555hkWLFjA0qVL+e1vf3vQ87tcLkpKSigpKWHLli0sXryYkpISBg4cyIwZMzj33HMB+PWvf83OnTvJz8+nU6dOLFmyJHOuc889lxkzZtS5/127dmWm6xwOB7quk0gkuOWWW7jyyiszx912221cccUVjB07FtM0eeyxx1iyZAkTJkzIHHPVVVexZMmSWo936tSJzZs3U1JSwrJly7jjjjua8scjhDiATGkJcYypGTkB6NmzJ/fccw/FxcU4HA7mzZvHX/7yl9prYprZ6aefzrPPPsuOHTsyjz3yyCMsXLiwzrGPPPIIw4YNY/r06ZnHioqKmDZtGmPGjCEYDPLyyy8zevRo3nvvvQbfc/LkyYRCIX7xi18AkJubSzAYZPbs2YwfP56BAwfWeo+bbrqJqqoqXC4X8+fP59133yUQCNR77ng8zqhRowBYsWIFF198cZ1jnU4nv/vd76ioqGjET6i2888/n8mTJ9OtWzfuvvtuAoEAL7/8Mk8//TTPPPMMiqJw/vnnM3bsWC6//HJ8Ph/nnHMOiqLwzjvvsHz5clRVZfz48YwdO7bW48FgkG3btjFq1Cjatm3Lv/71L+65554mX6MQQgKPEMcsv9/Pq6++yr333ssbb7yB0+nkqaee4sorr+Tpp59u0fdeuXIll1122UGP8Xq95OXlMWXKFO677z4uueQSAAYNGsTy5cuprKwEYO7cuQwbNoz33nsvM9oC4HK52LMn3Yn8jDPO4LrrrsucOxgMHvS9r7jiCs4++2wgPa3UvXt3AoFAg+c/lMsvv5w5c+Zw9dVXZx7r2rVr5lx+v58VK1bU+9q33nqLt956i/bt2zNnzhw++OADtmzZQiAQoH///hQWFrJu3ToCgQCKorBgwQJisXQvtAULFjB06FAURWHhwoV1Hi8pKclcR+fOnXnqqacadT9CiLpkSkuIY9RZZ53F1q1beeONNwBIJBLccccdXHPNNZljxo8fn5nuWbt2bWZ65sCpnblz5/L8888DkJeXx5w5c1i0aBEffvhhZkqpKaZOncqqVaswTZNhw4bx7bffomkan332GZCe5hozZgx//vOfAbj00kvp3r07kB5t0TSNK664grvvvpuTTz4ZSNfNOfPMMzPTRgdONQ0dOpT/+Z//yUw1LV++nDPOOIPJkycDsGnTJpxOJ1dddRWKoqBpGq+99hqTJk3C6XTWmhLKy8sD0lNor776KiNHjuSuu+7id7/7Hf/4xz9q3WfNyMqoUaMy93Iwu3fvZuXKlfTv3x+Al19+mfHjx3PJJZfwyiuvABAO178IXFEarllUcx2nnHIK48aNo0OHDoe8FiFEXRJ4hDjG1IxS/PGPf2Tt2rW1ntuxYwdutxufzweAqqrMmzePUaNGsWjRojrnGjFiBH6/P/P7Cy+8kK+//pqRI0cyadKkBq9hyJAhmXUvTzzxBO3atcs8p2kas2bNIhaL8cUXXwDwf//3fxQWFuL3++nRowcOhwOn04mqqnTp0qVWAKvPBx98wFlnnZX5vd2e3tXldDoZPnx4ZuSj5p7j8TgzZ87kgQceoH///vTo0YPx48cTi8U477zz+M1vfkOPHj2A7wLD+eefj8fjAdLh8corr2TRokWEw2F8Ph+pVNO3sg8ZMgSbLT1QnpeXx+DBgzN/ZgsWLOCss85i0KBBvP/++wB8/vnnjBkzBpfLhdvtZsyYMXz66aesWLGC0aNH13n8QMlkEsMwyM3NbfJ1CiFkSkuIY07NmpOLL76Yfv36HfRYl8tFIpFo8Pkbb7yRv/71r1x00UVAelt4TVg6mAOntK677jruvPNOrr/++sx7lpeX1zq+tLSUqqoqpk2bxsCBA5k7dy5nn302gwcPJhAIcN555/Gzn/0Ml8tF165dM69zOp2UlJSgqiqdO3fGMAwWLVqUWWNz+eWX89lnn2XW4EB6+/fgwYNJJpOMHz+ezz//nD59+rBw4UKuuuoqotEoCxYs4KSTTgKoNSVUM8KiKAq33347o0aNwuVyYVkWhYWFh/y5fN+pp57Kvffei2maJJNJHnjgAbZu3QpAKpVi2bJlBIPBzLbzVatW8c4777BgwQJM0+Sll17K7NaaM2cO8+fPB9KjQ+vWraNTp06Z63c4HHz44YesX7++ydcphJDAI8Qxa82aNZl1MTU6d+5MLBbLfHAXFxc3uE7lggsuYPny5bUW4v7zn//krLPOYvXq1YRCoUatcSkpKcnUmoH0ouSVK1fSu3fvWlNi+/btY+fOnaxZs4ZUKkUsFmP69OnMmDGDxYsXZz7Ma3Y/bdiwgU2bNmXCzLnnnssvfvELpkyZwowZM/D5fIwbN45x48bx0UcfZd6nQ4cO3HjjjVx//fU8/PDDbN68mQkTJpCXl5dZ7A3pHVTXXXcdzz//fCbYLFiwALfbzciRI2nTpg2DBg1C13VWrFiB0+lk2LBhAAQCAUaMGJE51/z58zPXf6DHH3+cxx9/vN6fm6IoDB48uNa6IICZM2cyc+bMOsfPmjWLWbNm1XqstLSUXr161Xt+IUTTyJSWEMeoDRs2EI1GufDCC4H0aMg999zDE088AaRHWkaMGJFZO3MgVVWZOHFinQ/jSCSCruv8/ve/P+iU1oGGDBnC9u3bAcjPz2fo0KGsXr26znE5OTmMHj06s17lSE2cOJFnn322zlTTpk2bmDdvHnfccQcPPvggQJOnhPx+P3v37kXXdYYPH07nzp2b5ZprnHDCCXzyySd8/PHHbNmypVnPLYQ4PDLCI8QxbPLkyTz00ENMnToVRVF44403eOaZZwB44YUXePvttzPraA7kdruZP38+1dXVtR6/9tprWb9+PR9++CEDBw5s8H1r1vAoikI4HObmm28GyGyL//6UFqRHXu655x4Mo3kqISuKwuuvv97g8ytWrGDz5s1cdtllPP/8802aEiorK+P555/n3XffZd26dWzatKlZrrnGpk2bGD58eLOeUwhxZKTSshBCCCGynkxpCSGEECLrSeARQgghRNaTwCOEEEKIrCeBRwghhBBZTwKPEEIIIbKeBB4hhBBCZD0JPEIIIYTIehJ4hBBCCJH1JPAIIYQQIutJ4BFCCCFE1pPAI4QQQoisJ4FHCCGEEFlPAo8QQgghsp4EHiGEEEJkPQk8QgghhMh6EniEEEIIkfUk8AghhBAi60ngEUIIIUTWk8AjhBBCiKwngUcIIYQQWU8CjxBCCCGyngQeIYQQQmQ9CTxCCCGEyHoSeIQQQgiR9STwCCGEECLrSeARQgghRNaTwCOEEEKIrCeBRwghhBBZTwKPEEIIIbKeBB4hhBBCZD0JPEIIIYTIehJ4hBBCCJH1JPAIIYQQIutJ4BFCCCFE1pPAI4QQQoisJ4FHCCGEEFlPAo8QQgghsp4EHiGEEEJkPQk8QgghhMh6EniEEEIIkfUk8AghhBAi60ngEUIIIUTWk8AjhBBCiKwngUcIIYQQWU8CjxBCCCGyngQeIYQQQmQ9CTxCCCGEyHoSeIQQQgiR9STwCCGEECLrSeARQgghRNaTwCOEEEKIrCeBRwghhBBZTwKPEEIIIbKeBB4hhBBCZD0JPEIIIYTIehJ4hBBCCJH1JPAIIYQQIutJ4BFCCCFE1pPAI4QQQoisJ4FHCCGEEFlPAo8QQgghsp4EHiGEEEJkPQk8QgghhMh6EniEEEIIkfUk8AghhBAi60ngEUIIIUTWk8AjhBBCiKwngUcIIYQQWU8CjxBCCCGyngQeIYQQQmQ9CTxCCCGEyHoSeIQQQgiR9STwCCGEECLrSeARQgghRNaTwCOEEEKIrCeBRwghhBBZTwKPEEIIIbKeBB4hhBBCZD0JPEIIIYTIehJ4hBBCCJH1JPAIIYQQIutJ4BFCCCFE1pPAI4QQQoisJ4FHCCGEEFlPAo8QQgghsp4EHiGEEEJkPQk8QgghhMh6EniEEEIIkfUk8AghhBAi60ngEUIIIUTWk8AjhBBCiKwngUcIIYQQWU8CjxBCCCGyngQeIYQQQmQ9CTxCCCGEyHoSeIQQQgiR9STwCCGEECLrSeARQgghRNb7/wHVppNp0QOTzQAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<Figure size 720x720 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "CATEG_RW = 1.2\n", | |
| "\n", | |
| "def plot_categories(ax, end_date, users):\n", | |
| " categs = []\n", | |
| " for i, (name, user) in enumerate(users.items()):\n", | |
| " category = user.category(end_date)\n", | |
| " if len(categs) == 0 or categs[-1][0] != category:\n", | |
| " categs.append([category, i, i])\n", | |
| " else:\n", | |
| " categs[-1][2] = i\n", | |
| " \n", | |
| " sectors = max(len(users) - 1, 1)\n", | |
| " align = 180 / sectors\n", | |
| " patches = []\n", | |
| " for category, start, end in categs:\n", | |
| " if category.name == '_Author':\n", | |
| " break\n", | |
| " start_theta = start / sectors * 360 - align\n", | |
| " end_theta = (end + 1) / sectors * 360 - align\n", | |
| " patches.append(mpatches.Wedge(\n", | |
| " (0, 0),\n", | |
| " R + PATCH_R * CATEG_RW,\n", | |
| " start_theta,\n", | |
| " end_theta,\n", | |
| " width=PATCH_R * CATEG_RW * 2,\n", | |
| " color=category.color,\n", | |
| " alpha=0.3,\n", | |
| " label=category.name\n", | |
| " ))\n", | |
| " [ax.add_patch(p) for p in patches]\n", | |
| " return patches\n", | |
| "\n", | |
| "def plot_legend(ax, patches):\n", | |
| " elem_kwargs = { 'color': '0.1', 'markerfacecolor': 'w', 'markersize': 10 }\n", | |
| " elements = [\n", | |
| " lines.Line2D([0], [0], marker='o', label='User', **elem_kwargs),\n", | |
| " lines.Line2D([0], [0], marker='D', label='Group Chat', **elem_kwargs),\n", | |
| " *patches\n", | |
| " ]\n", | |
| " ax.legend(handles=elements, loc='upper right', facecolor='0.1')\n", | |
| "\n", | |
| "fix, ax = plt.subplots(figsize=(10, 10))\n", | |
| "patches = plot_categories(ax, end_date, users)\n", | |
| "plot_users(ax, start_date, end_date, users)\n", | |
| "set_axes(ax, (10, 10))\n", | |
| "plot_legend(ax, patches)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Messages & stuff" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 23, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 864x576 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "BEND = lambda: R / 7\n", | |
| "MSG_ALPHA = 1 / 2**4\n", | |
| "\n", | |
| "def get_coords(user1, user2, message):\n", | |
| " p1 = get_position(user1)\n", | |
| " p2 = get_position(user2)\n", | |
| " p1, p3, p2 = get_points(p1, p2, BEND())\n", | |
| " p1 = p1 + pol2cart(PATCH_R, cart2pol(*(p3 - p1))[1])\n", | |
| " p2 = p2 - pol2cart(PATCH_R, cart2pol(*(p2 - p3))[1])\n", | |
| " p = get_bezier_point([p1, p3, p2], message.path_percent(start_date, end_date))\n", | |
| " return p\n", | |
| "\n", | |
| "def plot_messages(ax, start_date, end_date, users):\n", | |
| " for user in list(users.values()):\n", | |
| " x_s, y_s = deque(), deque()\n", | |
| " for message in user.messages:\n", | |
| " user2 = users[message.recipient]\n", | |
| " p = get_coords(user, user2, message)\n", | |
| " x_s.append(p[0])\n", | |
| " y_s.append(p[1])\n", | |
| " \n", | |
| " ax.scatter(x_s, y_s, c=[user.color], marker='.', s=24, alpha=MSG_ALPHA)\n", | |
| "\n", | |
| "def plot_misc(ax, start_date, end_date, figsize, skipped=None, box=False):\n", | |
| " ax.set_title('My VK message activity', fontsize=20)\n", | |
| " text1 = f\"{start_date.strftime('%Y-%m-%d')}\\n{end_date.strftime('%Y-%m-%d')}\"\n", | |
| " text2 = 'One point = one message\\n'\n", | |
| " text2 += '№ in a group chat = № of unique senders\\n'\n", | |
| " text2 += \"-№- means I'm not participating\"\n", | |
| " corn_x = R * LIM_DELTA\n", | |
| " corn_y = corn_x * figsize[1] / figsize[0]\n", | |
| " ax.text(-corn_x, corn_y, text1, fontsize=16, va='top', ha='left')\n", | |
| " ax.text(-corn_x, -corn_y, text2, va='bottom', ha='left')\n", | |
| " \n", | |
| " if skipped:\n", | |
| " if skipped[1] < start_date:\n", | |
| " skipped = None\n", | |
| " else:\n", | |
| " alpha = 1 - (end_date - skipped[1]) / (end_date - start_date)\n", | |
| " text = f'Skipped: {skipped[0]}'\n", | |
| " ax.text(-corn_x, corn_y - 10, text, fontsize=16,\n", | |
| " va='top', ha='left', alpha=alpha)\n", | |
| " \n", | |
| " if box:\n", | |
| " w, h = corn_x * 2, corn_y * 2\n", | |
| " ax.add_patch(mpatches.FancyBboxPatch(\n", | |
| " (-corn_x, -corn_y),\n", | |
| " w, h,\n", | |
| " boxstyle='Round',\n", | |
| " edgecolor='r', lw=12,\n", | |
| " facecolor='none'\n", | |
| " ))\n", | |
| " return skipped\n", | |
| "\n", | |
| "skipped = ('15 days', end_date - timedelta(days=15))\n", | |
| "figsize=(12, 8)\n", | |
| "fig, ax = plt.subplots(figsize=figsize)\n", | |
| "patches = plot_categories(ax, end_date, users)\n", | |
| "plot_users(ax, start_date, end_date, users)\n", | |
| "plot_messages(ax, start_date, end_date, users)\n", | |
| "set_axes(ax, figsize)\n", | |
| "plot_legend(ax, patches)\n", | |
| "# plot_misc(ax, start_date, end_date, figsize, box=True)\n", | |
| "plot_misc(ax, start_date, end_date, figsize, skipped=skipped)\n", | |
| "plt.savefig('_test.png', bbox_inches='tight')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Animate" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 24, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "100%|██████████| 19479/19479 [1:27:53<00:00, 3.69it/s]\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 864x576 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "init_date = get_first_date()\n", | |
| "# init_date = datetime.now() - timedelta(days=60)\n", | |
| "step = timedelta(seconds=60*60*4)\n", | |
| "interval = timedelta(days=30)\n", | |
| "stop_date = datetime.now() - interval\n", | |
| "users = OrderedDict()\n", | |
| "categories = []\n", | |
| "steps = (stop_date - init_date) // step\n", | |
| "\n", | |
| "fig, ax = plt.subplots(figsize=figsize)\n", | |
| "skipped = None\n", | |
| "skipping = 0\n", | |
| "\n", | |
| "with imageio.get_writer('./_res.mp4', mode='I', fps=60, quality=7) as writer:\n", | |
| " for i in trange(steps):\n", | |
| " ax.cla()\n", | |
| " start_date = init_date + i * step\n", | |
| " end_date = start_date + interval\n", | |
| " \n", | |
| " users, categories = analyze(start_date, end_date, step, users, categories)\n", | |
| " if len(users) == 0:\n", | |
| " skipping += 1\n", | |
| " skipped = f\"{(step * skipping).days} days\", end_date\n", | |
| " continue\n", | |
| " skipping = 0\n", | |
| " \n", | |
| " patches = plot_categories(ax, end_date, users)\n", | |
| " plot_users(ax, start_date, end_date, users)\n", | |
| " plot_messages(ax, start_date, end_date, users)\n", | |
| " set_axes(ax, figsize)\n", | |
| " plot_legend(ax, patches)\n", | |
| " skipped = plot_misc(ax, start_date, end_date, figsize, skipped)\n", | |
| " \n", | |
| " with io.BytesIO() as buf:\n", | |
| " plt.savefig(buf, format='png')\n", | |
| " buf.seek(0)\n", | |
| " writer.append_data(imageio.imread(buf))" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.7.3" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 4 | |
| } |
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